summaryrefslogtreecommitdiff
path: root/notebooks/plot_gromov_barycenter.ipynb
diff options
context:
space:
mode:
Diffstat (limited to 'notebooks/plot_gromov_barycenter.ipynb')
-rw-r--r--notebooks/plot_gromov_barycenter.ipynb14
1 files changed, 7 insertions, 7 deletions
diff --git a/notebooks/plot_gromov_barycenter.ipynb b/notebooks/plot_gromov_barycenter.ipynb
index c931a6c..2271fdb 100644
--- a/notebooks/plot_gromov_barycenter.ipynb
+++ b/notebooks/plot_gromov_barycenter.ipynb
@@ -137,19 +137,19 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "/home/rflamary/.local/lib/python3.5/site-packages/ipykernel_launcher.py:6: DeprecationWarning: `imread` is deprecated!\n",
+ "/home/rflamary/.local/lib/python3.6/site-packages/ipykernel_launcher.py:6: DeprecationWarning: `imread` is deprecated!\n",
"`imread` is deprecated in SciPy 1.0.0.\n",
"Use ``matplotlib.pyplot.imread`` instead.\n",
" \n",
- "/home/rflamary/.local/lib/python3.5/site-packages/ipykernel_launcher.py:7: DeprecationWarning: `imread` is deprecated!\n",
+ "/home/rflamary/.local/lib/python3.6/site-packages/ipykernel_launcher.py:7: DeprecationWarning: `imread` is deprecated!\n",
"`imread` is deprecated in SciPy 1.0.0.\n",
"Use ``matplotlib.pyplot.imread`` instead.\n",
" import sys\n",
- "/home/rflamary/.local/lib/python3.5/site-packages/ipykernel_launcher.py:8: DeprecationWarning: `imread` is deprecated!\n",
+ "/home/rflamary/.local/lib/python3.6/site-packages/ipykernel_launcher.py:8: DeprecationWarning: `imread` is deprecated!\n",
"`imread` is deprecated in SciPy 1.0.0.\n",
"Use ``matplotlib.pyplot.imread`` instead.\n",
" \n",
- "/home/rflamary/.local/lib/python3.5/site-packages/ipykernel_launcher.py:9: DeprecationWarning: `imread` is deprecated!\n",
+ "/home/rflamary/.local/lib/python3.6/site-packages/ipykernel_launcher.py:9: DeprecationWarning: `imread` is deprecated!\n",
"`imread` is deprecated in SciPy 1.0.0.\n",
"Use ``matplotlib.pyplot.imread`` instead.\n",
" if __name__ == '__main__':\n"
@@ -263,7 +263,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.collections.PathCollection at 0x7fcec1ef00b8>"
+ "<matplotlib.collections.PathCollection at 0x7fa5bf8b5cc0>"
]
},
"execution_count": 6,
@@ -272,9 +272,9 @@
},
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fcec20be470>"
+ "<Figure size 720x720 with 12 Axes>"
]
},
"metadata": {},