Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/5980#issuecomment-99977826
  
    One issue was brought up: What about ranges of buckets where the ends 
(-inf, firstSplit] and (lastSplit, inf) don't make sense?  E.g., for ages, we 
don't want a range (-inf, 0].  We could include this in a few ways:
    * Make users include -inf and/or inf in the splits if they want those 
ranges.
    * Have Boolean parameters lowerInclusive, upperInclusive to indicate 
whether to include those ranges.
    
    I prefer the Boolean parameters with defaults of true.  That will make it 
easy to have the default behavior accept all numerical values.  When the range 
does not to to -inf and inf, then we'll have to throw an error and report the 
bad value.
    
    
    Also, Bucketizer should extend UnaryTransformer.
    
    Thanks!



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