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results-8
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# kmeans_8topics_simple raw_count
featurized data 0.9726867304431738
keywords only 0.9814786981988652
overall score - keywords score -0.008791967755691465
standard deviation difference 0.004851221494541482
# kmeans_8topics_no_stopwords raw_count
featurized data 0.9688248936574841
keywords only 0.9787243647219803
overall score - keywords score -0.00989947106449618
standard deviation difference 0.004571626140095248
# kmeans_8topics_spacy_nouns raw_count
featurized data 0.9790877247537775
keywords only 0.9873224097721137
overall score - keywords score -0.00823468501833624
standard deviation difference 0.00399590331581662
# kmeans_8topics_median_word_length raw_count
featurized data 0.9747904795732676
keywords only 0.9804419629099429
overall score - keywords score -0.0056514833366753114
standard deviation difference 0.004571526565449891
# kmeans_8topics_simple log_reg
featurized data 0.971455936836179
keywords only 0.9783398629978357
overall score - keywords score -0.006883926161656673
standard deviation difference 0.004558094897283556
# kmeans_8topics_no_stopwords log_reg
featurized data 0.9687989719305962
keywords only 0.9777343752004991
overall score - keywords score -0.008935403269902942
standard deviation difference 0.004894028915621177
# kmeans_8topics_spacy_nouns log_reg
featurized data 0.9785072998098685
keywords only 0.9870321459192688
overall score - keywords score -0.008524846109400297
standard deviation difference 0.003999155390998773
# kmeans_8topics_median_word_length log_reg
featurized data 0.9746919934691739
keywords only 0.9805355927009778
overall score - keywords score -0.0058435992318038865
standard deviation difference 0.004262892786492936
# kmeans_8topics_simple centroid_spread
featurized data 0.9724949075052907
keywords only 0.9773480357956309
overall score - keywords score -0.004853128290340236
standard deviation difference 0.004457655881188796
# kmeans_8topics_no_stopwords centroid_spread
featurized data 0.9689694839054518
keywords only 0.9772759299293878
overall score - keywords score -0.008306446023936043
standard deviation difference 0.005068794394128001
# kmeans_8topics_spacy_nouns centroid_spread
featurized data 0.979257098004227
keywords only 0.9859936723082329
overall score - keywords score -0.006736574304005871
standard deviation difference 0.004572116526362876
# kmeans_8topics_median_word_length centroid_spread
featurized data 0.974933700241635
keywords only 0.9798118728637166
overall score - keywords score -0.004878172622081678
standard deviation difference 0.003928259471843853
# kmeans_8topics_simple intracluster_proportion
featurized data 0.9726123711046726
keywords only 0.9770345356693463
overall score - keywords score -0.004422164564673703
standard deviation difference 0.005807770267817416
# kmeans_8topics_no_stopwords intracluster_proportion
featurized data 0.9693042624234165
keywords only 0.9773464386221349
overall score - keywords score -0.008042176198718387
standard deviation difference 0.005586523988901639
# kmeans_8topics_spacy_nouns intracluster_proportion
featurized data 0.9789421422395712
keywords only 0.9863803364211585
overall score - keywords score -0.00743819418158731
standard deviation difference 0.0041367661639281905
# kmeans_8topics_median_word_length intracluster_proportion
featurized data 0.9746936576075622
keywords only 0.9805115434236451
overall score - keywords score -0.005817885816082891
standard deviation difference 0.00464950183582504