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https://issues.apache.org/jira/browse/SPARK-13030?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16307333#comment-16307333
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Apache Spark commented on SPARK-13030:
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User 'jkbradley' has created a pull request for this issue:
https://github.com/apache/spark/pull/20132

> Change OneHotEncoder to Estimator
> ---------------------------------
>
>                 Key: SPARK-13030
>                 URL: https://issues.apache.org/jira/browse/SPARK-13030
>             Project: Spark
>          Issue Type: Improvement
>          Components: ML
>    Affects Versions: 1.6.0
>            Reporter: Wojciech Jurczyk
>            Assignee: Liang-Chi Hsieh
>             Fix For: 2.3.0
>
>
> OneHotEncoder should be an Estimator, just like in scikit-learn 
> (http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html).
> In its current form, it is impossible to use when number of categories is 
> different between training dataset and test dataset.



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