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path: root/notebooks/plot_optim_OTreg.ipynb
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-rw-r--r--notebooks/plot_optim_OTreg.ipynb22
1 files changed, 11 insertions, 11 deletions
diff --git a/notebooks/plot_optim_OTreg.ipynb b/notebooks/plot_optim_OTreg.ipynb
index 67165e9..e3784df 100644
--- a/notebooks/plot_optim_OTreg.ipynb
+++ b/notebooks/plot_optim_OTreg.ipynb
@@ -80,8 +80,8 @@
"x = np.arange(n, dtype=np.float64)\n",
"\n",
"# Gaussian distributions\n",
- "a = ot.datasets.get_1D_gauss(n, m=20, s=5) # m= mean, s= std\n",
- "b = ot.datasets.get_1D_gauss(n, m=60, s=10)\n",
+ "a = ot.datasets.make_1D_gauss(n, m=20, s=5) # m= mean, s= std\n",
+ "b = ot.datasets.make_1D_gauss(n, m=60, s=10)\n",
"\n",
"# loss matrix\n",
"M = ot.dist(x.reshape((n, 1)), x.reshape((n, 1)))\n",
@@ -106,9 +106,9 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f2bf8869240>"
+ "<Figure size 360x360 with 3 Axes>"
]
},
"metadata": {},
@@ -371,9 +371,9 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f2c0386eb70>"
+ "<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {},
@@ -616,9 +616,9 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f2c0386ec50>"
+ "<Figure size 360x360 with 3 Axes>"
]
},
"metadata": {},
@@ -676,9 +676,9 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f2bf660a438>"
+ "<Figure size 360x360 with 3 Axes>"
]
},
"metadata": {},
@@ -724,7 +724,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.5.2"
+ "version": "3.6.5"
}
},
"nbformat": 4,