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

    https://github.com/apache/spark/pull/10762#discussion_r50801713
  
    --- Diff: 
sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/basicOperators.scala
 ---
    @@ -164,11 +164,42 @@ case class Join(
             left.output.map(_.withNullability(true)) ++ right.output
           case FullOuter =>
             left.output.map(_.withNullability(true)) ++ 
right.output.map(_.withNullability(true))
    +      case NaturalJoin(jt) =>
    +        outerProjectList(jt).map(_.toAttribute)
           case _ =>
             left.output ++ right.output
         }
       }
     
    +  def outerProjectList(jt: JoinType): Seq[NamedExpression] = {
    +    val leftNames = left.output.map(_.name)
    +    val rightNames = right.output.map(_.name)
    +    val commonNames = leftNames.intersect(rightNames)
    +    val commonOutputFromLeft = left.output.filter(att => 
commonNames.contains(att.name))
    +    val lUniqueOutput = left.output.filterNot(att => 
commonNames.contains(att.name))
    +    val rUniqueOutput = right.output.filterNot(att => 
commonNames.contains(att.name))
    +    jt match {
    +      case LeftOuter =>
    +        commonOutputFromLeft ++ lUniqueOutput ++ 
rUniqueOutput.map(_.withNullability(true))
    +      case RightOuter =>
    +        val commonOutputFromRight =
    +          commonNames.map(cn => right.output.find(att => att.name == 
cn).get)
    +        commonOutputFromRight ++ 
lUniqueOutput.map(_.withNullability(true)) ++ rUniqueOutput
    +      case FullOuter =>
    +        val commonOutputFromRight =
    +          commonNames.map(cn => right.output.find(att => att.name == 
cn).get)
    +        val commonPairs = commonOutputFromLeft.zip(commonOutputFromRight)
    +        val commonOutputExp = commonPairs.map {
    +          case (l: Attribute, r: Attribute) =>
    +            Alias(Coalesce(Seq(l, r)), l.name)()
    +        }
    +        commonOutputExp ++
    +          lUniqueOutput.map(_.withNullability(true)) ++ 
rUniqueOutput.map(_.withNullability(true))
    +      case _ =>
    +        commonOutputFromLeft ++ lUniqueOutput ++ rUniqueOutput
    +    }
    +  }
    +
       def selfJoinResolved: Boolean = 
left.outputSet.intersect(right.outputSet).isEmpty
     
       // Joins are only resolved if they don't introduce ambiguous expression 
ids.
    --- End diff --
    
    we should make resolved false if the type is natural join


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