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

    https://github.com/apache/spark/pull/5638#discussion_r28912783
  
    --- Diff: sql/core/src/main/scala/org/apache/spark/sql/DataFrame.scala ---
    @@ -343,6 +343,35 @@ class DataFrame private[sql](
       }
     
       /**
    +   * Inner equi-join with another [[DataFrame]] using the column.
    +   * {{{
    +   *   // Joining df1 and df2 using the column "user_id"
    +   *   df1.join(df2, "user_id")
    +   * }}}
    +   *
    --- End diff --
    
    I would also state that similar to SQL USING the join column will only 
appear once in the output.


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