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doc/source/whatsnew/v0.24.0.txt
@@ -80,6 +80,8 @@ Documentation Changes
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Bug Fixes
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~~~~~~~~~
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+- The top level None value is not dropped but rather preserved along with lower levels for consistency (:issue:`21356`)
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+
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Categorical
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^^^^^^^^^^^
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