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Add whatsnew number
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doc/source/whatsnew/v3.0.0.rst

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@@ -252,7 +252,7 @@ Performance improvements
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- Performance improvement in :meth:`Index.take` when ``indices`` is a full range indexer from zero to length of index (:issue:`56806`)
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- Performance improvement in :meth:`MultiIndex.equals` for equal length indexes (:issue:`56990`)
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- Performance improvement in :meth:`RangeIndex.append` when appending the same index (:issue:`57252`)
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- Performance improvement in :meth:`RangeIndex.reindex` returning a :class:`RangeIndex` instead of a :class:`Index` when possible. (:issue:`?`)
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- Performance improvement in :meth:`RangeIndex.reindex` returning a :class:`RangeIndex` instead of a :class:`Index` when possible. (:issue:`57647`)
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- Performance improvement in :meth:`RangeIndex.take` returning a :class:`RangeIndex` instead of a :class:`Index` when possible. (:issue:`57445`)
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- Performance improvement in indexing operations for string dtypes (:issue:`56997`)
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- :meth:`Series.str.extract` returns a :class:`RangeIndex` columns instead of an :class:`Index` column when possible (:issue:`?``)

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