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Reworded whatsnew
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doc/source/whatsnew/v0.18.1.txt

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@@ -243,7 +243,7 @@ Performance Improvements
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- Improved performance of ``DataFrame.to_sql`` when checking case sensitivity for tables. Now only checks if table has been created correctly when table name is not lower case. (:issue:`12876`)
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- Improved performance of creating multiple instances of Period. This has regressed from ``O(1)`` to ``O(n)`` in terms on number of calls to ``_find_and_load`` between ``0.15.2`` and ``0.18.0``. (:issue:`12903`, :issue:`11831`)
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- Improved performance of ``Period`` construction and plotting of ``Period``s. (:issue:`12903`, :issue:`11831`)
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