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

    https://github.com/apache/spark/pull/20254#discussion_r161377477
  
    --- Diff: python/pyspark/sql/dataframe.py ---
    @@ -1364,7 +1364,9 @@ def subtract(self, other):
             """ Return a new :class:`DataFrame` containing rows in this frame
             but not in another frame.
     
    -        This is equivalent to `EXCEPT` in SQL.
    +        This is equivalent to `EXCEPT DISTINCT` in SQL.
    +
    +        (Note: Before Spark 2.0, the behavior was equivalent to `EXCEPT 
ALL` in SQL.)
    --- End diff --
    
    Actually, before 2.0, it is not equivalent to EXCEPT ALL. For details, see 
the PR: https://github.com/apache/spark/pull/12736


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