Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/8246#issuecomment-139346952
  
    You should be able to assemble all of the features into one feature vector 
(using VectorAssembler) and then applying Normalizer, StandardScaler, etc.


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