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- :meth:`Series.update` now accepts objects that can be coerced to a :class:`Series`,
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such as ``dict`` and ``list``, mirroring the behavior of :meth:`DataFrame.update` (:issue:`33215`)
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- :meth:`~pandas.core.groupby.GroupBy.transform` and :meth:`~pandas.core.groupby.GroupBy.aggregate` has gained ``engine`` and ``engine_kwargs`` arguments that supports executing functions with ``Numba`` (:issue:`32854`, :issue:`33388`)
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- :meth:`~pandas.core.resample.Resampler.interpolate` now supports SciPy interpolation method :class:`scipy.interpolate.CubicSpline` as method ``cubicspline`` (:issue:`33670`)
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- :meth:`DataFrame.to_numpy` now supports the ``na_value`` keyword to control the NA sentinel in the output array (:issue:`33820`)
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- The ``ExtensionArray`` class has now an :meth:`~pandas.arrays.ExtensionArray.equals`
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method, similarly to :meth:`Series.equals` (:issue:`27081`).
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- The minimum suppported dta version has increased to 105 in :meth:`~pandas.io.stata.read_stata` and :class:`~pandas.io.stata.StataReader` (:issue:`26667`).
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- :meth:`~pandas.core.frame.DataFrame.to_stata` supports compression using the ``compression``
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keyword argument. Compression can either be inferred or explicitly set using a string or a
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dictionary containing both the method and any additional arguments that are passed to the
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compression library. Compression was also added to the low-level Stata-file writers
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