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https://issues.apache.org/jira/browse/ARROW-5335?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16856293#comment-16856293
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Wes McKinney commented on ARROW-5335:
-------------------------------------

I think it would be irresponsible to release without at least adding a check 
for all dictionaries being the same

> [Python] Support for converting variable dictionaries to pandas
> ---------------------------------------------------------------
>
>                 Key: ARROW-5335
>                 URL: https://issues.apache.org/jira/browse/ARROW-5335
>             Project: Apache Arrow
>          Issue Type: Improvement
>          Components: Python
>            Reporter: Wes McKinney
>            Priority: Blocker
>             Fix For: 0.14.0
>
>
> Address after ARROW-3144. The current code presumes the dictionary is the 
> same for all chunks. We should check if the dictionary is the same for all 
> chunks, and if not, perform a {{DictionaryType::Unify}} operation and then 
> write out into the resulting {{CategoricalBlock}}



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