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Backport PR #44192 on branch 1.3.x (PERF: read_csv GH#44106) #44197

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Backport PR #44192: PERF: read_csv GH#44106

@lumberbot-app lumberbot-app bot added this to the 1.3.5 milestone Oct 26, 2021
@lumberbot-app lumberbot-app bot added IO CSV read_csv, to_csv Performance Memory or execution speed performance labels Oct 26, 2021
@jreback jreback merged commit 831a63b into pandas-dev:1.3.x Oct 27, 2021
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