Github user srowen commented on the pull request:

    https://github.com/apache/spark/pull/5974#issuecomment-99830420
  
    Ah, I see these checks mirror those in `countApproxDistinctByKey`. OK.
    But they're slightly different than the essentially-equivalent check in 
Python:         
    
    ```
    if relativeSD > 0.37:
                raise ValueError("relativeSD should be smaller than 0.37")
    ```
    
    I still favor it as it makes the Scala impls consistent. I wonder if Python 
should just check the same thing since the docs don't say it rejects relativeSD 
> 0.37 
    
    CC @davies


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