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authorRémi Flamary <remi.flamary@gmail.com>2020-04-20 15:12:02 +0200
committerRémi Flamary <remi.flamary@gmail.com>2020-04-20 15:12:02 +0200
commit8acaf262baa04a4d2bdd9c774c45c5bb2fb2d12a (patch)
tree55d0cf310d62dae8d62f3c99c95ae00f93af8717 /notebooks/plot_gromov_barycenter.ipynb
parent13054c65dc0f4731a1d9a9e5294160035627f910 (diff)
add and update notebooks
Diffstat (limited to 'notebooks/plot_gromov_barycenter.ipynb')
-rw-r--r--notebooks/plot_gromov_barycenter.ipynb44
1 files changed, 11 insertions, 33 deletions
diff --git a/notebooks/plot_gromov_barycenter.ipynb b/notebooks/plot_gromov_barycenter.ipynb
index 2271fdb..eb51305 100644
--- a/notebooks/plot_gromov_barycenter.ipynb
+++ b/notebooks/plot_gromov_barycenter.ipynb
@@ -41,7 +41,6 @@
"import numpy as np\n",
"import scipy as sp\n",
"\n",
- "import scipy.ndimage as spi\n",
"import matplotlib.pylab as pl\n",
"from sklearn import manifold\n",
"from sklearn.decomposition import PCA\n",
@@ -132,40 +131,17 @@
"metadata": {
"collapsed": false
},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/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/python3.6/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/python3.6/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/python3.6/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"
- ]
- }
- ],
+ "outputs": [],
"source": [
"def im2mat(I):\n",
" \"\"\"Converts and image to matrix (one pixel per line)\"\"\"\n",
" return I.reshape((I.shape[0] * I.shape[1], I.shape[2]))\n",
"\n",
"\n",
- "square = spi.imread('../data/square.png').astype(np.float64)[:, :, 2] / 256\n",
- "cross = spi.imread('../data/cross.png').astype(np.float64)[:, :, 2] / 256\n",
- "triangle = spi.imread('../data/triangle.png').astype(np.float64)[:, :, 2] / 256\n",
- "star = spi.imread('../data/star.png').astype(np.float64)[:, :, 2] / 256\n",
+ "square = pl.imread('../data/square.png').astype(np.float64)[:, :, 2] / 256\n",
+ "cross = pl.imread('../data/cross.png').astype(np.float64)[:, :, 2] / 256\n",
+ "triangle = pl.imread('../data/triangle.png').astype(np.float64)[:, :, 2] / 256\n",
+ "star = pl.imread('../data/star.png').astype(np.float64)[:, :, 2] / 256\n",
"\n",
"shapes = [square, cross, triangle, star]\n",
"\n",
@@ -263,7 +239,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.collections.PathCollection at 0x7fa5bf8b5cc0>"
+ "<matplotlib.collections.PathCollection at 0x7f05a732dcc0>"
]
},
"execution_count": 6,
@@ -272,12 +248,14 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 12 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
@@ -383,7 +361,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.5.2"
+ "version": "3.6.9"
}
},
"nbformat": 4,