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https://issues.apache.org/jira/browse/SPARK-47397?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=17956790#comment-17956790
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Nicholas Chammas commented on SPARK-47397:
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I would change this issue type from a bug to an improvement.

[~martinitus] - If you would like to add a brief note to the docs on NULL 
semantics about {{count_distinct()}}, [the relevant file is 
here|https://github.com/apache/spark/blob/1b7df31fa9e81319cde30b78ccdc979c762ad662/docs/sql-ref-null-semantics.md].

> count_distinct ignores null values
> ----------------------------------
>
>                 Key: SPARK-47397
>                 URL: https://issues.apache.org/jira/browse/SPARK-47397
>             Project: Spark
>          Issue Type: Bug
>          Components: Documentation, Spark Core
>    Affects Versions: 3.4.1
>            Reporter: Martin Rueckl
>            Priority: Minor
>         Attachments: image-2024-03-14-16-12-35-267.png, 
> image-2024-03-14-16-13-03-107.png, image-2024-04-02-10-32-44-461.png
>
>
> The documentation states, that in group by and count statements, null values 
> will not be ignored / form their own groups.
> !image-2024-03-14-16-13-03-107.png|width=491,height=373!
> However, the behavior of count_distinct does not account for nulls. 
> Either the documentation or the implementation is wrong here...
> !image-2024-03-14-16-12-35-267.png!



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