big update examples

1 files changed, 44 insertions, 22 deletions

diff --git a/docs/source/auto_examples/plot_otda_d2.rst b/docs/source/auto_examples/plot_otda_d2.rst
index 80cc34c..6d8e429 100644
--- a/docs/source/auto_examples/plot_otda_d2.rst
+++ b/docs/source/auto_examples/plot_otda_d2.rst
@@ -1,6 +1,12 @@
+.. only:: html
+
+    .. note::
+        :class: sphx-glr-download-link-note
 
+        Click :ref:`here <sphx_glr_download_auto_examples_plot_otda_d2.py>`     to download the full example code
+    .. rst-class:: sphx-glr-example-title
 
-.. _sphx_glr_auto_examples_plot_otda_d2.py:
+    .. _sphx_glr_auto_examples_plot_otda_d2.py:
 
 
 ===================================================
@@ -16,8 +22,7 @@ transported samples are represented in order to give a visual understanding
 of what the transport methods are doing.
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     # Authors: Remi Flamary <remi.flamary@unice.fr>
@@ -35,12 +40,12 @@ of what the transport methods are doing.
 
 
 
+
 generate data
 -------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     n_samples_source = 150
@@ -59,12 +64,12 @@ generate data
 
 
 
+
 Instantiate the different transport algorithms and fit them
 -----------------------------------------------------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     # EMD Transport
@@ -91,12 +96,12 @@ Instantiate the different transport algorithms and fit them
 
 
 
+
 Fig 1 : plots source and target samples + matrix of pairwise distance
 ---------------------------------------------------------------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     pl.figure(1, figsize=(10, 10))
@@ -126,7 +131,8 @@ Fig 1 : plots source and target samples + matrix of pairwise distance
 
 
 .. image:: /auto_examples/images/sphx_glr_plot_otda_d2_001.png
-    :align: center
+    :class: sphx-glr-single-img
+
 
 
 
@@ -135,8 +141,7 @@ Fig 2 : plots optimal couplings for the different methods
 ---------------------------------------------------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
     pl.figure(2, figsize=(10, 6))
 
@@ -187,8 +192,9 @@ Fig 2 : plots optimal couplings for the different methods
 
 
 
-.. image:: /auto_examples/images/sphx_glr_plot_otda_d2_003.png
-    :align: center
+.. image:: /auto_examples/images/sphx_glr_plot_otda_d2_002.png
+    :class: sphx-glr-single-img
+
 
 
 
@@ -197,8 +203,7 @@ Fig 3 : plot transported samples
 --------------------------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     # display transported samples
@@ -236,28 +241,45 @@ Fig 3 : plot transported samples
 
 
 
-.. image:: /auto_examples/images/sphx_glr_plot_otda_d2_006.png
-    :align: center
+.. image:: /auto_examples/images/sphx_glr_plot_otda_d2_003.png
+    :class: sphx-glr-single-img
+
+
+.. rst-class:: sphx-glr-script-out
+
+ Out:
 
+ .. code-block:: none
 
+    /home/rflamary/PYTHON/POT/examples/plot_otda_d2.py:172: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.
+      pl.show()
 
 
-**Total running time of the script:** ( 0 minutes  35.515 seconds)
 
 
 
+.. rst-class:: sphx-glr-timing
+
+   **Total running time of the script:** ( 0 minutes  21.323 seconds)
+
+
+.. _sphx_glr_download_auto_examples_plot_otda_d2.py:
+
+
 .. only :: html
 
  .. container:: sphx-glr-footer
+    :class: sphx-glr-footer-example
+
 
 
-  .. container:: sphx-glr-download
+  .. container:: sphx-glr-download sphx-glr-download-python
 
      :download:`Download Python source code: plot_otda_d2.py <plot_otda_d2.py>`
 
 
 
-  .. container:: sphx-glr-download
+  .. container:: sphx-glr-download sphx-glr-download-jupyter
 
      :download:`Download Jupyter notebook: plot_otda_d2.ipynb <plot_otda_d2.ipynb>`
 
@@ -266,4 +288,4 @@ Fig 3 : plot transported samples
 
  .. rst-class:: sphx-glr-signature
 
-    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.readthedocs.io>`_
+    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_