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https://issues.apache.org/jira/browse/SPARK-22943?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16326151#comment-16326151
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Nick Pentreath commented on SPARK-22943:
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Does the new estimator & model version of OHE solve this underlying issue? 

> OneHotEncoder supports manual specification of categorySizes
> ------------------------------------------------------------
>
>                 Key: SPARK-22943
>                 URL: https://issues.apache.org/jira/browse/SPARK-22943
>             Project: Spark
>          Issue Type: Improvement
>          Components: ML
>    Affects Versions: 2.2.0
>            Reporter: yuhao yang
>            Priority: Minor
>
> OHE should support configurable categorySizes, as n-values in  
> http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html.
>  which allows consistent and foreseeable conversion.



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