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Q:
Count and group by a field in a list using Spark
I have a list of objects which contains id and name.
1, Robert
1, Jane
1, David
2, Alex
2, Alice
I need to group the list by ID such that the result is:
1, Robert, Jane, David
2, Alex, Alice
How can I do this using Spark?
A:
You could either use a UDF (I use your example):
def countByFiled(count: Int, names:String):String = names.split("\\s+") match {
case Array() => count
case _ => count
}
countByFiled(1)(names)
countByFiled(2)(names)
Or use a Window function:
import org.apache.spark.sql.expressions.Window
val w = Window.partitionBy("id").orderBy("name")
val counts = df.select($"id", Window.count().over(w).as("cnt")).distinct()
counts.show(false)
+---+----+
|id |cnt |
+---+----+
| 1| 2|
| 2|
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