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How to display a KeyValueGroupedDataset in Spark?

I am trying to learn datasets in Spark. One thing I can't figure out is how to display a KeyValueGroupedDataset, as show doesn't work for it. Also, what is the equivalent of a map for KeyValuGroupedDataSet? I will appreciate if someone give some examples.

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pythonic Avatar asked May 11 '17 14:05

pythonic


1 Answers

OK, I got the idea from examples given here and here. I am giving below a simple example that I've written.

val x = Seq(("a", 36), ("b", 33), ("c", 40), ("a", 38), ("c", 39)).toDS
x: org.apache.spark.sql.Dataset[(String, Int)] = [_1: string, _2: int]

val g = x.groupByKey(_._1)
g: org.apache.spark.sql.KeyValueGroupedDataset[String,(String, Int)] = ...

val z = g.mapGroups{case(k, iter) => (k, iter.map(x => x._2).toArray)}
z: org.apache.spark.sql.Dataset[(String, Array[Int])] = [_1: string, _2: array<int>]

z.show
+---+--------+
| _1|      _2|
+---+--------+
|  c|[40, 39]|
|  b|    [33]|
|  a|[36, 38]|
+---+--------+
like image 147
pythonic Avatar answered Sep 23 '22 09:09

pythonic