Maciej Szymkiewicz created SPARK-19453:
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             Summary: Correct 
                 Key: SPARK-19453
                 URL: https://issues.apache.org/jira/browse/SPARK-19453
             Project: Spark
          Issue Type: Improvement
          Components: Documentation, PySpark, SQL
    Affects Versions: 2.1.0, 2.0.0, 1.6.0, 1.5.0, 2.2.0
            Reporter: Maciej Szymkiewicz


Current docstring provides incorrect description of {{to_replace}} argument: 

{quote}
 If the value is a dict, then `value` is ignored and `to_replace` must be a 
mapping from column name (string) to replacement value.
{quote}

It looks like it has been copied from `na.fill` docs. In fact {{dict}} should 
provide mapping from value to replacement value. 

Moreover docs fail to explain some fundamental limitations (like lack of 
support for heterogeneous values) and some usage scenarios.



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