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

    https://github.com/apache/spark/pull/11203#discussion_r52852811
  
    --- Diff: python/pyspark/ml/feature.py ---
    @@ -53,6 +53,18 @@ class Binarizer(JavaTransformer, HasInputCol, 
HasOutputCol):
         >>> params = {binarizer.threshold: -0.5, binarizer.outputCol: "vector"}
         >>> binarizer.transform(df, params).head().vector
         1.0
    +     >>> import tempfile
    --- End diff --
    
    So as ended up being a follow up to 
https://github.com/apache/spark/pull/10999 we might want to simplify this a bit 
so it is more like an example since doctests are also (ideally) readable by 
users - maybe waiting for https://github.com/apache/spark/pull/11197 and then 
following the pattern in that PR. cc @mengxr 


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