Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/7266#issuecomment-126966262
  
    I was taking another look at it, and I like the setup.  But one thing I had 
not thought of was a third option: creating a new label/index which all unseen 
values are mapped to.  That would let users avoid filtering out rows, and 
instead replace the bad/unseen values with a default value.  Rather than 
putting that in this PR, could you modify the Param to be a String, so that we 
can specify other options in the future?


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