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[DOCS] Adds text about data types and categorization to Anomaly Detection overview page #809
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[DOCS] Adds text about data types and categorization to Anomaly Detec…
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docs/en/stack/ml/anomaly-detection/categorization-data.asciidoc
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| [role="xpack"] | ||
| [[ml-datatypes-categorization]] | ||
| === Data types and categorization | ||
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| Categorization is a {ml} process that considers a tokenization of a field, | ||
| clusters similar data together, and classifies them into categories. However, | ||
| categorization doesn't work equally efficient on different data types. It works | ||
| best on machine-written messages and application outputs, typically on data that | ||
| consists of repeated elements, for example log messages for the purpose of | ||
| system troubleshooting. Log categorization groups unstructured log messages into | ||
| categories, then you can use {anomaly-detect} to model and identify rare or | ||
| unusual counts of log message categories. For more information about the | ||
| process, see | ||
| {ml-docs}/ml-configuring-categories.html[Categorizing log messages]. | ||
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| The reason why categorization works best on data like log messages is that they | ||
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| Categorization is tuned to work best on data like log messages by taking token | ||
| order into account, not considering synonyms, and including stop words in its analysis. | ||
| Complete sentences in human communication or literary text (for example emails, | ||
| wiki pages, prose, or other human generated content) can be extremely diverse in | ||
| structure. Since categorization is tuned for machine data it will give poor results on such human generated data. | ||
| For example, the categorization job would create so many categories that | ||
| couldn't be handled effectively. Categorization is _not_ NLP. | ||
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@@ -6,3 +6,4 @@ include::analyzing.asciidoc[] | |
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| include::forecasting.asciidoc[] | ||
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| include::categorization-data.asciidoc[] | ||
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