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[X] I have checked that this issue has not already been reported.
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[X] I have confirmed this issue exists on the latest version of pandas.
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[X] I have confirmed this issue exists on the master branch of pandas.
Reproducible Example
In reshape.merge we do some some casting motivated by what dtypes HashTable supports, see the comment '# upcast 'by' parameter because HashTable is limited'. That comment is no longer accurate, and we can avoid some of this casting. Something like core.algorithms._ensure_data may be reusable.
Installed Versions
Replace this line with the output of pd.show_versions()
Prior Performance
No response
Comment From: jbrockmendel
@phofl i think one of your recent PRs might have addressed this?
Comment From: phofl
I am in the process of finishing the final pr, will link to this issue then