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Backport PR #42439 on branch 1.3.x (DOC: Refactor Numba enhancing performance and add parallelism caveat) #42490

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Backport PR #42439: DOC: Refactor Numba enhancing performance and add parallelism caveat

@lumberbot-app lumberbot-app bot added this to the 1.3.1 milestone Jul 12, 2021
@lumberbot-app lumberbot-app bot added the numba numba-accelerated operations label Jul 12, 2021
@jreback jreback merged commit 45aeaac into pandas-dev:1.3.x Jul 12, 2021
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