update notebooks

1 files changed, 16 insertions, 16 deletions

diff --git a/docs/source/auto_examples/index.rst b/docs/source/auto_examples/index.rst
index 227c40c..9d7c0f0 100644
--- a/docs/source/auto_examples/index.rst
+++ b/docs/source/auto_examples/index.rst
@@ -49,13 +49,13 @@ This is a gallery of all the POT example files.
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="Illustration of 2D optimal transport between discributions that are weighted sum of diracs. The...">
+    <div class="sphx-glr-thumbcontainer" tooltip="This example is designed to show how to use the Gromov-Wassertsein distance computation in POT....">
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_OT_2D_samples_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_gromov_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_OT_2D_samples.py`
+        :ref:`sphx_glr_auto_examples_plot_gromov.py`
 
 .. raw:: html
 
@@ -65,17 +65,17 @@ This is a gallery of all the POT example files.
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_OT_2D_samples
+   /auto_examples/plot_gromov
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="Shows how to compute multiple EMD and Sinkhorn with two differnt ground metrics and plot their ...">
+    <div class="sphx-glr-thumbcontainer" tooltip="Illustration of 2D optimal transport between discributions that are weighted sum of diracs. The...">
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_compute_emd_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_OT_2D_samples_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_compute_emd.py`
+        :ref:`sphx_glr_auto_examples_plot_OT_2D_samples.py`
 
 .. raw:: html
 
@@ -85,17 +85,17 @@ This is a gallery of all the POT example files.
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_compute_emd
+   /auto_examples/plot_OT_2D_samples
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="This example illustrate the use of WDA as proposed in [11].">
+    <div class="sphx-glr-thumbcontainer" tooltip="Shows how to compute multiple EMD and Sinkhorn with two differnt ground metrics and plot their ...">
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_WDA_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_compute_emd_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_WDA.py`
+        :ref:`sphx_glr_auto_examples_plot_compute_emd.py`
 
 .. raw:: html
 
@@ -105,17 +105,17 @@ This is a gallery of all the POT example files.
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_WDA
+   /auto_examples/plot_compute_emd
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="This example is designed to show how to use the Gromov-Wassertsein distance computation in POT....">
+    <div class="sphx-glr-thumbcontainer" tooltip="This example illustrate the use of WDA as proposed in [11].">
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_gromov_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_WDA_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_gromov.py`
+        :ref:`sphx_glr_auto_examples_plot_WDA.py`
 
 .. raw:: html
 
@@ -125,7 +125,7 @@ This is a gallery of all the POT example files.
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_gromov
+   /auto_examples/plot_WDA
 
 .. raw:: html