Github user jkbradley commented on a diff in the pull request:

    https://github.com/apache/spark/pull/15428#discussion_r84731675
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/feature/QuantileDiscretizer.scala ---
    @@ -100,6 +102,33 @@ final class QuantileDiscretizer @Since("1.6.0") 
(@Since("1.6.0") override val ui
       @Since("1.6.0")
       def setOutputCol(value: String): this.type = set(outputCol, value)
     
    +  /**
    +   * Param for how to handle invalid entries. Options are skip (which will 
filter out rows with
    +   * invalid values), or error (which will throw an error), or keep (which 
will keep the invalid
    +   * values in certain way). Default behaviour is to report an error for 
invalid entries.
    --- End diff --
    
    I'd just write: ```default: "error"```
    Rewording as "report" instead of "throw" could confuse people.


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