big update examples

1 files changed, 50 insertions, 26 deletions

diff --git a/docs/source/auto_examples/plot_otda_mapping_colors_images.rst b/docs/source/auto_examples/plot_otda_mapping_colors_images.rst
index 2afdc8a..26664e3 100644
--- a/docs/source/auto_examples/plot_otda_mapping_colors_images.rst
+++ b/docs/source/auto_examples/plot_otda_mapping_colors_images.rst
@@ -1,6 +1,12 @@
+.. only:: html
+
+    .. note::
+        :class: sphx-glr-download-link-note
 
+        Click :ref:`here <sphx_glr_download_auto_examples_plot_otda_mapping_colors_images.py>`     to download the full example code
+    .. rst-class:: sphx-glr-example-title
 
-.. _sphx_glr_auto_examples_plot_otda_mapping_colors_images.py:
+    .. _sphx_glr_auto_examples_plot_otda_mapping_colors_images.py:
 
 
 =====================================================
@@ -19,8 +25,7 @@ estimation [8].
 
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     # Authors: Remi Flamary <remi.flamary@unice.fr>
@@ -29,7 +34,6 @@ estimation [8].
     # License: MIT License
 
     import numpy as np
-    from scipy import ndimage
     import matplotlib.pylab as pl
     import ot
 
@@ -56,17 +60,17 @@ estimation [8].
 
 
 
+
 Generate data
 -------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     # Loading images
-    I1 = ndimage.imread('../data/ocean_day.jpg').astype(np.float64) / 256
-    I2 = ndimage.imread('../data/ocean_sunset.jpg').astype(np.float64) / 256
+    I1 = pl.imread('../data/ocean_day.jpg').astype(np.float64) / 256
+    I2 = pl.imread('../data/ocean_sunset.jpg').astype(np.float64) / 256
 
 
     X1 = im2mat(I1)
@@ -87,12 +91,12 @@ Generate data
 
 
 
+
 Domain adaptation for pixel distribution transfer
 -------------------------------------------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     # EMDTransport
@@ -128,7 +132,9 @@ Domain adaptation for pixel distribution transfer
 
 .. rst-class:: sphx-glr-script-out
 
- Out::
+ Out:
+
+ .. code-block:: none
 
     It.  |Loss        |Delta loss
     --------------------------------
@@ -167,12 +173,13 @@ Domain adaptation for pixel distribution transfer
        10|3.639419e+02|-3.209753e-05
 
 
+
+
 Plot original images
 --------------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     pl.figure(1, figsize=(6.4, 3))
@@ -192,7 +199,8 @@ Plot original images
 
 
 .. image:: /auto_examples/images/sphx_glr_plot_otda_mapping_colors_images_001.png
-    :align: center
+    :class: sphx-glr-single-img
+
 
 
 
@@ -201,8 +209,7 @@ Plot pixel values distribution
 ------------------------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     pl.figure(2, figsize=(6.4, 5))
@@ -226,8 +233,9 @@ Plot pixel values distribution
 
 
 
-.. image:: /auto_examples/images/sphx_glr_plot_otda_mapping_colors_images_003.png
-    :align: center
+.. image:: /auto_examples/images/sphx_glr_plot_otda_mapping_colors_images_002.png
+    :class: sphx-glr-single-img
+
 
 
 
@@ -236,8 +244,7 @@ Plot transformed images
 -----------------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     pl.figure(2, figsize=(10, 5))
@@ -277,28 +284,45 @@ Plot transformed images
 
 
 
-.. image:: /auto_examples/images/sphx_glr_plot_otda_mapping_colors_images_004.png
-    :align: center
+.. image:: /auto_examples/images/sphx_glr_plot_otda_mapping_colors_images_003.png
+    :class: sphx-glr-single-img
+
+
+.. rst-class:: sphx-glr-script-out
+
+ Out:
 
+ .. code-block:: none
 
+    /home/rflamary/PYTHON/POT/examples/plot_otda_mapping_colors_images.py:173: 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:** ( 3 minutes  14.206 seconds)
 
 
 
+.. rst-class:: sphx-glr-timing
+
+   **Total running time of the script:** ( 2 minutes  24.007 seconds)
+
+
+.. _sphx_glr_download_auto_examples_plot_otda_mapping_colors_images.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_mapping_colors_images.py <plot_otda_mapping_colors_images.py>`
 
 
 
-  .. container:: sphx-glr-download
+  .. container:: sphx-glr-download sphx-glr-download-jupyter
 
      :download:`Download Jupyter notebook: plot_otda_mapping_colors_images.ipynb <plot_otda_mapping_colors_images.ipynb>`
 
@@ -307,4 +331,4 @@ Plot transformed images
 
  .. 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>`_