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

    https://github.com/apache/spark/pull/4592#discussion_r24720203
  
    --- Diff: sql/core/src/main/scala/org/apache/spark/sql/DataFrameImpl.scala 
---
    @@ -88,12 +88,24 @@ private[sql] class DataFrameImpl protected[sql](
         }
       }
     
    -  protected[sql] def numericColumns: Seq[Expression] = {
    -    schema.fields.filter(_.dataType.isInstanceOf[NumericType]).map { n =>
    -      queryExecution.analyzed.resolve(n.name, 
sqlContext.analyzer.resolver).get
    +  protected[sql] def numericColumns(colNames: String*): Seq[Expression] = {
    +    val allNumbericCols = 
schema.fields.filter(_.dataType.isInstanceOf[NumericType]).map(_.name)
    +    val diff = colNames.diff(allNumbericCols)
    +    if (diff.nonEmpty) {
    --- End diff --
    
    i think an easier way is to just traverse colNames, and throw an exception 
if it is a not a numeric column. Really no need to be so complicated to get the 
diff ...


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