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DOC whats new tweaks for 0.20.1
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doc/whats_new/v0.20.rst

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Version 0.20.1
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==============
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**October XX, 2018**
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**November 21, 2018**
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This is a bug-fix release with some minor documentation improvements and
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enhancements to features released in 0.20.0.
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method is now thread safe. :issue:`12514` by
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:user:`Hanmin Qin <qinhanmin2014>`.
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- |API| The default value of the :code:`method` argument in
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:func:`preprocessing.power_transform` will be changed from :code:`box-cox`
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to :code:`yeo-johnson` to match :class:`preprocessing.PowerTransformer`
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in version 0.23. A FutureWarning is raised when the default value is used.
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:issue:`12317` by :user:`Eric Chang <chang>`.
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- |Fix| Fixed a bug in :class:`preprocessing.PowerTransformer` where the
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Yeo-Johnson transform was incorrect for lambda parameters outside of `[0, 2]`
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:issue:`12522` by :user:`Nicolas Hug<NicolasHug>`.
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failed when set to ignore unknown numpy strings of different lengths
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:issue:`12471` by :user:`Gabriel Marzinotto<GMarzinotto>`.
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- |API| The default value of the :code:`method` argument in
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:func:`preprocessing.power_transform` will be changed from :code:`box-cox`
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to :code:`yeo-johnson` to match :class:`preprocessing.PowerTransformer`
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in version 0.23. A FutureWarning is raised when the default value is used.
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:issue:`12317` by :user:`Eric Chang <chang>`.
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:mod:`sklearn.utils`
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Miscellaneous
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.............
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- |Fix| When using site joblib by setting the environment variable
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`SKLEARN_SITE_JOBLIB`, added compatibility with joblib 0.11 in addition
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to 0.12+. :issue:`12350` by `Joel Nothman`_ and `Roman Yurchak`_.
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- |Fix| Make sure to avoid raising ``FutureWarning`` when calling
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``np.vstack`` with numpy 1.16 and later (use list comprehensions
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instead of generator expressions in many locations of the scikit-learn
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code base). :issue:`12467` by :user:`Olivier Grisel <ogrisel>`.
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- |API| Removed all mentions of ``sklearn.externals.joblib``, and deprecated
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joblib methods exposed in ``sklearn.utils``, except for
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:func:`utils.parallel_backend` and :func:`utils.register_parallel_backend`,
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unvendoring joblib in future version of scikit-learn.
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:issue:`12345` by :user:`Thomas Moreau <tomMoral>`
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- |Fix| When using site joblib by setting the environment variable
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`SKLEARN_SITE_JOBLIB`, added compatibility with joblib 0.11 in addition
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to 0.12+. :issue:`12350` by `Joel Nothman`_ and `Roman Yurchak`_.
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- |Fix| Make sure to avoid raising ``FutureWarning`` when calling
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``np.vstack`` with numpy 1.16 and later (use list comprehensions
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instead of generator expressions in many locations of the scikit-learn
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code base). :issue:`12467` by :user:`Olivier Grisel <ogrisel>`.
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.. _changes_0_20:
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Version 0.20.0

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