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https://issues.apache.org/jira/browse/SPARK-35683?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Apache Spark reassigned SPARK-35683:
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    Assignee: Haejoon Lee  (was: Apache Spark)

> Fix Index.difference to avoid collect 'other' to driver side
> ------------------------------------------------------------
>
>                 Key: SPARK-35683
>                 URL: https://issues.apache.org/jira/browse/SPARK-35683
>             Project: Spark
>          Issue Type: Improvement
>          Components: PySpark
>    Affects Versions: 3.2.0
>            Reporter: Hyukjin Kwon
>            Assignee: Haejoon Lee
>            Priority: Major
>
> See:
> https://github.com/databricks/koalas/pull/1325#discussion_r647889901
> https://github.com/databricks/koalas/pull/1325#discussion_r647890007
> {code}
> midx1 = ps.MultiIndex.from_tuples([('a', 'x', 1), ('b', 'z', 2), ('k', 'z', 
> 3)])
> midx1.difference(idx1)
> {code}
> {code}
> pyspark.pandas.exceptions.PandasNotImplementedError: The method 
> `pd.Index.__iter__()` is not implemented. If you want to collect your data as 
> an NumPy array, use 'to_numpy()' instead.
> {code}
> In addition, calling {{MultiIndex.from_tuples}} will result in collecting all 
> into driver side.



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