77Version 0.20.1
88============== 
99
10- **October XX , 2018 **
10+ **November 21 , 2018 **
1111
1212This is a bug-fix release with some minor documentation improvements and
1313enhancements to features released in 0.20.0.
@@ -157,13 +157,6 @@ Changelog
157157 method is now thread safe. :issue: `12514 ` by
158158 :user: `Hanmin Qin <qinhanmin2014> `.
159159
160- - |API | The default value of the :code: `method ` argument in
161-  :func: `preprocessing.power_transform ` will be changed from :code: `box-cox `
162-  to :code: `yeo-johnson ` to match :class: `preprocessing.PowerTransformer `
163-  in version 0.23. A FutureWarning is raised when the default value is used.
164-  :issue: `12317 ` by :user: `Eric Chang <chang> `.
165-  
166- 
167160- |Fix | Fixed a bug in :class: `preprocessing.PowerTransformer ` where the
168161 Yeo-Johnson transform was incorrect for lambda parameters outside of `[0, 2] `
169162 :issue: `12522 ` by :user: `Nicolas Hug<NicolasHug> `.
@@ -172,6 +165,11 @@ Changelog
172165 failed when set to ignore unknown numpy strings of different lengths 
173166 :issue: `12471 ` by :user: `Gabriel Marzinotto<GMarzinotto> `.
174167
168+ - |API | The default value of the :code: `method ` argument in
169+  :func: `preprocessing.power_transform ` will be changed from :code: `box-cox `
170+  to :code: `yeo-johnson ` to match :class: `preprocessing.PowerTransformer `
171+  in version 0.23. A FutureWarning is raised when the default value is used.
172+  :issue: `12317 ` by :user: `Eric Chang <chang> `.
175173
176174:mod: `sklearn.utils `
177175........................ 
@@ -188,6 +186,15 @@ Changelog
188186Miscellaneous
189187............. 
190188
189+ - |Fix | When using site joblib by setting the environment variable
190+  `SKLEARN_SITE_JOBLIB `, added compatibility with joblib 0.11 in addition
191+  to 0.12+. :issue: `12350 ` by `Joel Nothman `_ and `Roman Yurchak `_.
192+ 
193+ - |Fix | Make sure to avoid raising ``FutureWarning `` when calling
194+  ``np.vstack `` with numpy 1.16 and later (use list comprehensions
195+  instead of generator expressions in many locations of the scikit-learn
196+  code base). :issue: `12467 ` by :user: `Olivier Grisel <ogrisel> `.
197+ 
191198- |API | Removed all mentions of ``sklearn.externals.joblib ``, and deprecated
192199 joblib methods exposed in ``sklearn.utils ``, except for
193200 :func: `utils.parallel_backend ` and :func: `utils.register_parallel_backend `,
@@ -198,15 +205,6 @@ Miscellaneous
198205 unvendoring joblib in future version of scikit-learn.
199206 :issue: `12345 ` by :user: `Thomas Moreau <tomMoral> `
200207
201- - |Fix | When using site joblib by setting the environment variable
202-  `SKLEARN_SITE_JOBLIB `, added compatibility with joblib 0.11 in addition
203-  to 0.12+. :issue: `12350 ` by `Joel Nothman `_ and `Roman Yurchak `_.
204- 
205- - |Fix | Make sure to avoid raising ``FutureWarning `` when calling
206-  ``np.vstack `` with numpy 1.16 and later (use list comprehensions
207-  instead of generator expressions in many locations of the scikit-learn
208-  code base). :issue: `12467 ` by :user: `Olivier Grisel <ogrisel> `.
209- 
210208.. _changes_0_20 :
211209
212210Version 0.20.0
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