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Posted to issues@spark.apache.org by "Nicholas Chammas (JIRA)" <ji...@apache.org> on 2016/11/04 20:25:58 UTC

[jira] [Comment Edited] (SPARK-18277) na.fill() and friends should work on struct fields

    [ https://issues.apache.org/jira/browse/SPARK-18277?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15637566#comment-15637566 ] 

Nicholas Chammas edited comment on SPARK-18277 at 11/4/16 8:25 PM:
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[~marmbrus] / [~yhuai]: Is there a workaround for this available today? Also, do you think {{fill()}} should fit this use case down the line?


was (Author: nchammas):
[~marmbrus] / [~yhuai]: Is there is workaround for this available today? Also, do you think {{fill()}} should fit this use case down the line?

> na.fill() and friends should work on struct fields
> --------------------------------------------------
>
>                 Key: SPARK-18277
>                 URL: https://issues.apache.org/jira/browse/SPARK-18277
>             Project: Spark
>          Issue Type: Improvement
>          Components: SQL
>            Reporter: Nicholas Chammas
>            Priority: Minor
>
> It appears that you cannot use {{fill()}} and friends to quickly modify struct fields.
> For example:
> {code}
> >>> df = spark.createDataFrame([Row(a=Row(b='yeah yeah'), c='alright'), Row(a=Row(b=None), c=None)])
> >>> df.printSchema()
> root
>  |-- a: struct (nullable = true)
>  |    |-- b: string (nullable = true)
>  |-- c: string (nullable = true)
> >>> df.show()
> +-----------+-------+
> |          a|      c|
> +-----------+-------+
> |[yeah yeah]|alright|
> |     [null]|   null|
> +-----------+-------+
> >>> df.na.fill('').show()
> +-----------+-------+
> |          a|      c|
> +-----------+-------+
> |[yeah yeah]|alright|
> |     [null]|       |
> +-----------+-------+
> {code}
> {{c}} got filled in, but {{a.b}} didn't.
> I don't know if it's "appropriate", but it would be nice if {{fill()}} and friends worked automatically on struct fields.
> As things are today, there doesn't appear to be a way to fill in null values inside structs. If you try {{when()}}, you realize that you cannot do {{when(col('a.b') is None, '')}} because {{Column}} doesn't implement the appropriate protocol for {{is}}. And if you try {{when(col('a.b') == None, '')}} it doesn't catch the null values.



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