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DOC: rst fixes
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doc/source/ecosystem.rst

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@@ -143,7 +143,7 @@ both "column wise min/max and global min/max coloring."
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API
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-----
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`pandas-datareader <https://github.com/pandas-dev/pandas-datareader>`__
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`pandas-datareader <https://github.com/pydata/pandas-datareader>`__
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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``pandas-datareader`` is a remote data access library for pandas. ``pandas.io`` from pandas < 0.17.0 is now refactored/split-off to and importable from ``pandas_datareader`` (PyPI:``pandas-datareader``). Many/most of the supported APIs have at least a documentation paragraph in the `pandas-datareader docs <https://pandas-datareader.readthedocs.io/en/latest/>`_:
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doc/source/io.rst

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| 0.17 / Python 3 | >=0.18 / any Python |
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+----------------------+------------------------+
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| 0.18 | >= 0.18 |
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+======================+========================+
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+----------------------+------------------------+
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Reading (files packed by older versions) is backward-compatibile, except for files packed with 0.17 in Python 2, in which case only they can only be unpacked in Python 2.
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doc/source/whatsnew/v0.13.0.txt

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.. ipython:: python
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t = Timestamp('20130101 09:01:02')
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t + pd.datetools.Nano(123)
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t + pd.tseries.offsets.Nano(123)
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- A new method, ``isin`` for DataFrames, which plays nicely with boolean indexing. The argument to ``isin``, what we're comparing the DataFrame to, can be a DataFrame, Series, dict, or array of values. See :ref:`the docs<indexing.basics.indexing_isin>` for more.
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doc/source/whatsnew/v0.19.1.txt

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- Fixed performance regression in factorization of ``Period`` data (:issue:`14338`)
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- Improved performance in ``.to_json()`` when ``lines=True`` (:issue:`14408`)
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- Improved performance in ``Series.asof(where)`` when ``where`` is a scalar (:issue:`14461)
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- Improved performance in ``DataFrame.asof(where)`` when ``where`` is a scalar (:issue:`14461)
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- Improved performance in ``Series.asof(where)`` when ``where`` is a scalar (:issue:`14461`)
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- Improved performance in ``DataFrame.asof(where)`` when ``where`` is a scalar (:issue:`14461`)
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- Improved performance in certain types of `loc` indexing with a MultiIndex (:issue:`14551`).
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- Bug in ``RangeIndex.intersection`` when result is a empty set (:issue:`14364`).
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- Bug in union of differences from a ``DatetimeIndex`; this is a regression in 0.19.0 from 0.18.1 (:issue:`14323`)
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- Bug in union of differences from a ``DatetimeIndex``; this is a regression in 0.19.0 from 0.18.1 (:issue:`14323`)
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- Regression in ``DatetimeIndex._maybe_cast_slice_bound`` when index is empty (:issue:`14354`).
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- Bug in groupby-transform broadcasting that could cause incorrect dtype coercion (:issue:`14457`)

pandas/core/generic.py

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@@ -4008,6 +4008,8 @@ def asfreq(self, freq, method=None, how=None, normalize=False):
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-------
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converted : type of caller
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Notes
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-----
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To learn more about the frequency strings, please see `this link
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<http://pandas.pydata.org/pandas-docs/stable/timeseries.html#offset-aliases>`__.
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"""

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