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https://issues.apache.org/jira/browse/SPARK-5886?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14387554#comment-14387554
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Joseph K. Bradley commented on SPARK-5886:
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Was there any discussion about this indexing multiple columns at the same time? 
 I think it should be able to since it sounds easier and more efficient when 
indexing many columns.

> Add LabelIndexer
> ----------------
>
>                 Key: SPARK-5886
>                 URL: https://issues.apache.org/jira/browse/SPARK-5886
>             Project: Spark
>          Issue Type: Sub-task
>          Components: ML
>            Reporter: Xiangrui Meng
>            Assignee: Xiangrui Meng
>
> `LabelIndexer` takes a column of labels (raw categories) and outputs an 
> integer column with labels indexed by their frequency.
> {code}
> va li = new LabelIndexer()
>   .setInputCol("country")
>   .setOutputCol("countryIndex")
> {code}
> In the output column, we should store the label to index map as an ML 
> attribute. The index should be ordered by frequency, where the most frequent 
> label gets index 0, to enhance sparsity.
> We can discuss whether this should index multiple columns at the same time.



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