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https://issues.apache.org/jira/browse/SPARK-17498?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15484129#comment-15484129
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miroslav Balaz commented on SPARK-17498:
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No I meant, that it should return 3 and 3 for "d" and "e", it corresponds to 
mapping unseen lables to one 'unknown' class. 

> StringIndexer.setHandleInvalid sohuld have another option 'new'
> ---------------------------------------------------------------
>
>                 Key: SPARK-17498
>                 URL: https://issues.apache.org/jira/browse/SPARK-17498
>             Project: Spark
>          Issue Type: Improvement
>          Components: ML
>            Reporter: Miroslav Balaz
>
> That will map unseen label to maximum known label +1, IndexToString would map 
> that back to "<undef>" or NA if there is something like that in spark,



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