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

    https://github.com/apache/spark/pull/12079#discussion_r59338971
  
    --- Diff: python/pyspark/ml/feature.py ---
    @@ -512,14 +512,19 @@ class HashingTF(JavaTransformer, HasInputCol, 
HasOutputCol, HasNumFeatures, Java
         .. versionadded:: 1.3.0
         """
     
    +    binary = Param(Params._dummy(), "binary", "If true, all non zero 
counts are set to 1. " +
    +                   "This is useful for discrete probabilistic models that 
model binary events " +
    +                   "rather than integer counts. (default: False)",
    --- End diff --
    
    The style seems to be `. Default False` rather than `. (default: False)`. 
@BryanCutler @holdenk thoughts?
    
    Though I must say I'd prefer `(default: X).` across the board myself.


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