Improve the workarounds for handling pandas nullable dtypes in pandas<=2.1 #3596
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Description of proposed changes
This PR is cherry-picked from #3584. See that PR for context. More tests will be added in that PR too.
This PR is an improved version of PR #3505.
Labeling this PR as "bug" and we will merge the two entries for PR #3505 and this PR when we drafting the release changelog.