DOC Minor fixes (scikit-learn#17325)

goerch · May 28, 2020 · 753da1d · 753da1d
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diff --git a/doc/modules/linear_model.rst b/doc/modules/linear_model.rst
@@ -997,8 +997,8 @@ Examples of use cases include:
 * Risk modeling / insurance policy pricing:  number of claim events /
   policyholder per year (Poisson), cost per event (Gamma), total cost per
   policyholder per year (Tweedie / Compound Poisson Gamma).
-* Predictive maintenance: number of production interruption events per year:
-  Poisson, duration of interruption: Gamma, total interruption time per year
+* Predictive maintenance: number of production interruption events per year
+  (Poisson), duration of interruption (Gamma), total interruption time per year
   (Tweedie / Compound Poisson Gamma).
 
 

diff --git a/doc/modules/model_persistence.rst b/doc/modules/model_persistence.rst
@@ -20,7 +20,7 @@ Persistence example
 -------------------
 
 It is possible to save a model in scikit-learn by using Python's built-in
-persistence model, namely `pickle <https://docs.python.org/2/library/pickle.html>`_::
+persistence model, namely `pickle <https://docs.python.org/3/library/pickle.html>`_::
 
   >>> from sklearn import svm
   >>> from sklearn import datasets

diff --git a/doc/whats_new/v0.23.rst b/doc/whats_new/v0.23.rst
@@ -44,8 +44,6 @@ refer to
 
 .. include:: changelog_legend.inc
 
-Put the changes in their relevant module.
-
 Enforcing keyword-only arguments
 --------------------------------
 
@@ -491,7 +489,7 @@ Changelog
   :pr:`15622` by :user:`Gregory Morse <GregoryMorse>`.
 
 - |Fix| :func:`model_selection.cross_val_predict` supports
-  `method="predict_proba"` when `y=None`.:pr:`15918` by
+  `method="predict_proba"` when `y=None`. :pr:`15918` by
   :user:`Luca Kubin <lkubin>`.
 
 - |Fix| :func:`model_selection.fit_grid_point` is deprecated in 0.23 and will

diff --git a/sklearn/_config.py b/sklearn/_config.py
@@ -61,8 +61,8 @@ def set_config(assume_finite=None, working_memory=None,
         .. versionadded:: 0.21
 
     display : {'text', 'diagram'}, optional
-        If 'diagram', estimators will be displayed as text in a jupyter lab
-        of notebook context. If 'text', estimators will be displayed as
+        If 'diagram', estimators will be displayed as a diagram in a Jupyter
+        lab or notebook context. If 'text', estimators will be displayed as
         text. Default is 'text'.
 
         .. versionadded:: 0.23
@@ -111,8 +111,8 @@ def config_context(**new_config):
            Default changed from False to True.
 
     display : {'text', 'diagram'}, optional
-        If 'diagram', estimators will be displayed as text in a jupyter lab
-        of notebook context. If 'text', estimators will be displayed as
+        If 'diagram', estimators will be displayed as a diagram in a Jupyter
+        lab or notebook context. If 'text', estimators will be displayed as
         text. Default is 'text'.
 
         .. versionadded:: 0.23