Better section name + snhix-gallery tuning

Author: rflamary

docs/source/conf.py

@@ -333,13 +333,14 @@ def __getattr__(cls, name):
 intersphinx_mapping = {'python': ('https://docs.python.org/3', None),
                        'numpy': ('http://docs.scipy.org/doc/numpy/', None),
                        'scipy': ('http://docs.scipy.org/doc/scipy/reference/', None),
-                       'matplotlib': ('http://matplotlib.sourceforge.net/', None)}
+                       'matplotlib': ('http://matplotlib.org/', None)}
 
 sphinx_gallery_conf = {
     'examples_dirs': ['../../examples', '../../examples/da'],
     'gallery_dirs': 'auto_examples',
     'backreferences_dir': '../modules/generated/',
-    'doc_module'          : ('ot'),
+	'inspect_global_variables'  : True,
+    'doc_module'          : ('ot','numpy','scipy','pylab'),
     'reference_url': {
 	'ot': None}
 }

docs/source/releases.rst

@@ -1,8 +1,8 @@
 Releases
 ========
 
-0.6 Year 3
-----------
+0.6
+---
 
 *July 2019*
 
@@ -78,8 +78,8 @@ Closed issues
    slightly different
 -  Issue #72 Macosx build problem
 
-0.5.0 Year 2
-------------
+0.5.0
+-----
 
 *Sep 2018*
 
@@ -153,8 +153,8 @@ Closed issues
 -  Issue #43 : Unusable parameter log for EMDTransport (See PR #44)
 -  Issue #55 : UnicodeDecodeError: 'ascii' while installing with pip
 
-0.4 Community edition
----------------------
+0.4
+---
 
 *15 Sep 2017*
 
@@ -184,8 +184,8 @@ Closed issues
 
 -  Correct bug in emd on windows
 
-0.3 Summer release
-------------------
+0.3
+---
 
 *7 Jul 2017*
 
@@ -209,38 +209,38 @@ V0.2
 -  Efficient method emd2 returns only tarnsport (in paralell if several
    histograms given)
 
-V0.1.11 New years resolution
-----------------------------
+0.1.11
+------
 
 *5 Jan 2017*
 
 -  Add sphinx gallery for better documentation
 -  Small efficiency tweak in sinkhorn
 -  Add simple tic() toc() functions for timing
 
-V0.1.10
--------
+0.1.10
+------
 
 *7 Nov 2016* \* numerical stabilization for sinkhorn (log domain and
 epsilon scaling)
 
-V0.1.9 DA classes and mapping
------------------------------
+0.1.9
+-----
 
 *4 Nov 2016*
 
 -  Update classes and examples for domain adaptation
 -  Joint OT matrix and mapping estimation
 
-V0.1.7
-------
+0.1.7
+-----
 
 *31 Oct 2016*
 
 -  Original Domain adaptation classes
 
-PyPI version 0.1.3
-------------------
+0.1.3
+-----
 
 -  pipy works