good notebook format generated by sphinx gallery

1 files changed, 6 insertions, 6 deletions

diff --git a/docs/source/auto_examples/plot_otda_d2.ipynb b/docs/source/auto_examples/plot_otda_d2.ipynb
index 2331f8c..7bfcc9a 100644
--- a/docs/source/auto_examples/plot_otda_d2.ipynb
+++ b/docs/source/auto_examples/plot_otda_d2.ipynb
@@ -15,7 +15,7 @@
     }, 
     {
       "source": [
-        "\n# OT for empirical distributions\n\n\nThis example introduces a domain adaptation in a 2D setting. It explicits\nthe problem of domain adaptation and introduces some optimal transport\napproaches to solve it.\n\nQuantities such as optimal couplings, greater coupling coefficients and\ntransported samples are represented in order to give a visual understanding\nof what the transport methods are doing.\n\n"
+        "\n# OT for domain adaptation on empirical distributions\n\n\nThis example introduces a domain adaptation in a 2D setting. It explicits\nthe problem of domain adaptation and introduces some optimal transport\napproaches to solve it.\n\nQuantities such as optimal couplings, greater coupling coefficients and\ntransported samples are represented in order to give a visual understanding\nof what the transport methods are doing.\n\n"
       ], 
       "cell_type": "markdown", 
       "metadata": {}
@@ -33,7 +33,7 @@
     }, 
     {
       "source": [
-        "generate data\n#############################################################################\n\n"
+        "generate data\n-------------\n\n"
       ], 
       "cell_type": "markdown", 
       "metadata": {}
@@ -51,7 +51,7 @@
     }, 
     {
       "source": [
-        "Instantiate the different transport algorithms and fit them\n#############################################################################\n\n"
+        "Instantiate the different transport algorithms and fit them\n-----------------------------------------------------------\n\n"
       ], 
       "cell_type": "markdown", 
       "metadata": {}
@@ -69,7 +69,7 @@
     }, 
     {
       "source": [
-        "Fig 1 : plots source and target samples + matrix of pairwise distance\n#############################################################################\n\n"
+        "Fig 1 : plots source and target samples + matrix of pairwise distance\n---------------------------------------------------------------------\n\n"
       ], 
       "cell_type": "markdown", 
       "metadata": {}
@@ -87,7 +87,7 @@
     }, 
     {
       "source": [
-        "Fig 2 : plots optimal couplings for the different methods\n#############################################################################\n\n"
+        "Fig 2 : plots optimal couplings for the different methods\n---------------------------------------------------------\n\n"
       ], 
       "cell_type": "markdown", 
       "metadata": {}
@@ -105,7 +105,7 @@
     }, 
     {
       "source": [
-        "Fig 3 : plot transported samples\n#############################################################################\n\n"
+        "Fig 3 : plot transported samples\n--------------------------------\n\n"
       ], 
       "cell_type": "markdown", 
       "metadata": {}