Github user rxin commented on the pull request:

    https://github.com/apache/spark/pull/7392#issuecomment-121690349
  
    Two related tickets:
    
    https://issues.apache.org/jira/browse/SPARK-8609 After initializing a 
DataFrame with random columns and a seed, ordering by that random column should 
return same sorted order
    
    https://issues.apache.org/jira/browse/SPARK-9071 MonotonicallyIncreasingID 
and SparkPartitionID should be marked as nondeterministic


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