I timed the third line and here are stage timings,

collect at SparkPlan.scala:52                        ----- 0.5 s
mapPartitions at Exchange.scala:58               ----- 0.7 s
RangePartitioner at Exchange.Scala:62           ----- 0.7 s
RangePartitioner at Exchange.Scala:62           ----- 0.5 s
mapPartitions at Exchange.scala:44               ----- 13 s

Thanks,
Santosh



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