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The ``.values`` attribute of an :class:`IntervalIndex` now returns an
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``IntervalArray``, rather than a NumPy array of :class:`Interval` objects.
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``IntervalArray``, rather than a NumPy array of :class:`Interval` objects
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(:issue:`19453`).
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Previous Behavior:
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@@ -1133,6 +1134,7 @@ Indexing
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- Bug in ``Index`` subclasses constructors that ignore unexpected keyword arguments (:issue:`19348`)
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- Bug in :meth:`Index.difference` when taking difference of an ``Index`` with itself (:issue:`20040`)
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- Bug in :meth:`DataFrame.first_valid_index` and :meth:`DataFrame.last_valid_index` in presence of entire rows of NaNs in the middle of values (:issue:`20499`).
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- Bug in the ``IntervalIndex`` repr missing a trailing comma at the end of the "data" section (:issue`20611`)
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