Github user rxin commented on a diff in the pull request:

    https://github.com/apache/spark/pull/4767#discussion_r25375265
  
    --- Diff: sql/core/src/main/scala/org/apache/spark/sql/DataFrame.scala ---
    @@ -159,9 +159,11 @@ class DataFrame protected[sql](
     
       /**
        * Internal API for Python
    +   * @param numRows Number of rows to show
        */
    -  private[sql] def showString(): String = {
    -    val data = take(20)
    +  private[sql] def showString(numRows: Int = 20): String = {
    +    val size = count()
    --- End diff --
    
    this forces the engine to read the data twice. why not just run take 
directly?


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