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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_OT_L1_vs_L2.ipynb
parent13054c65dc0f4731a1d9a9e5294160035627f910 (diff)
add and update notebooks
Diffstat (limited to 'notebooks/plot_OT_L1_vs_L2.ipynb')
-rw-r--r--notebooks/plot_OT_L1_vs_L2.ipynb40
1 files changed, 25 insertions, 15 deletions
diff --git a/notebooks/plot_OT_L1_vs_L2.ipynb b/notebooks/plot_OT_L1_vs_L2.ipynb
index 8cc4e5d..d6a8761 100644
--- a/notebooks/plot_OT_L1_vs_L2.ipynb
+++ b/notebooks/plot_OT_L1_vs_L2.ipynb
@@ -64,22 +64,26 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 504x216 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 504x216 with 3 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
@@ -150,17 +154,18 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 504x216 with 3 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
"source": [
- "#%% EMD\n",
"G1 = ot.emd(a, b, M1)\n",
"G2 = ot.emd(a, b, M2)\n",
"Gp = ot.emd(a, b, Mp)\n",
@@ -214,22 +219,26 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 504x216 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 504x216 with 3 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
@@ -303,17 +312,18 @@
"outputs": [
{
"data": {
- "image/png": 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XqtmPqW0p6QGUUbyMXbp8JRIhs7XG3A4UtnZw8E2eTELU28ZAWSTucUoPsNI8w9HtI0Zrz8jy8nLn3im98wJHm2f0359OL+33suDZaxLdTGC8jF26fCWylJD3IOXq/Zg0IbP80DqrUjoVzm4dS/payCHCQFk8z93QP5DKjurR2ksvA4deDgLLrx8PioR6Gbt0+UrgQvpInSzHNJ0Kpy+drqr2pH6KIVcHjvr6/h9fhNekGCjzkHGsentVrz6+8rzcubd7G9rQan3xG03a20sviylxxEvr0+V+SWi8jF26fCVwIcs5/eOHzO1valIVUW1qCr3lzECZh4zjsvxy0/p/akb/vdWV5OX/ntOkvRBtO5teFlMYLwMmAfEydunylVBSQuWY/vFLnuENw/4xMlAWwHH6zkA7q1K69qIm60cxC4wsGYiXL2rS7qFVfdfJ6SXjZeQkIF7GLl2+ErSQc+eq9TfwR0m2/RHWNR4GytzQy4HQS3ppIzZ6Gbt0+UrJQsbYgkoM3hZ2iNd4GCg9ZHj50kuqy09s0h1D6WUfHi+3Vqd0xeR6ffX24CsOeumB8bIwmRmJkO4VZwWuGus1jEQQ4f5hoPSQsd+XnWiu+W6/il6q6m77p/MP5ha6ruE1uuamYFO39NID42V+svUJCOmuJVbgaSI6w0wkEba4GSgzcBztHu3eIjasWrsX0Ms+snjZ9YCjz3yyvu+2OjYsGS8jx09P9Yi9jF26fKVUIaO8ZlEOhLm/GCj7oZfFE9Y+o5f90MviidvL2KXLVwJvUVZy+scvIbXAGSj72bxZ9c4L+h+zSS994phnmS/HNJNSf8Chl4yX8ePus+WYZlLqTnRexi5dvlK0kJkpDscx1yfq63kNxw8hXgOr6EDp8fL731e97zuObhteo1u/TC9949lHU2H23/a9RutUOPSS8TI+MrzUmhrV0dF5Gbt0+UrRQmZWQPX1gbWIKoIQr4lXdKB0vexZbrxs/Wi99oyil0WR4ebaZke7htfockzru19+MNBLxsuSyNEIWo5pkcTL2KXLVwaVEmIKKDCCvL5T0YFSVdXpf1hH92h6WQr0kvHSRuLwMnbp8pVihWQnjBAI6AdeyYGSXoaA4/QNM7u1KqXv3ksv6aUFRBwvhyDpLFwItLT0vVSnBVfU/BSPYBquSF0PdVrQ0BDf6iWalhagrg5YsgSdGAnMng3U1aF5Rkv/+wsXxruOtuLxUhV44JIWXDqCXgaC66W4Xv5lymwM/Y86LJpOLwvCeBkenng5F/OB008HTjsNaPHs06Dd9FPLFyoATgCwCsBqAJdleX8mgA4AT7nlPD/L9dWiDKkTAdEB13cWTXf6xkKehcai9y1iONOxycuu4TXaM5JeBkKGlzvGpHTpZ5PjpYbkJuNlzATYKdCvl0GIuAeAFwEcDGAYgKcBHJkxz0wAPy922b5TQiF04ydZKCE9FHWgtMXLnXsbL7urRmvvo/QyDHofdbRrZGpQDz6JqWEZipuMlxYyyJjp18sgUugfA7BaVdeo6g4AiwGcEsByfdHQAMixtZi/6UIch0cxf/O3IMfW9s9QWwtcemlUq1O2ePfzFbgS8zddCDm21uZ0mxVeXvW28fLqrm9hyDR6GTQNDcCQabW4ptN4edXb1nsJxOgm42V0RBIz/dTy+QqAMwDc6Hl9DjJajjCtyVcB/APA3QAOzLO8egBtANrGjx8faiuHFEmyzsBj9/L1xU7gQ3+SLHi87KxK6aa77PVSA3aT8dJyQj4Dj0rGcQCGu/+fD8Dxs+xir+lw8IEQ8ezXWWjsey5w+tGChVJvllbgoXq5bVRKF59PL0Mlw8tHT27SbaPs9VJDdJPx0jLS+7a+vq+PQWeVu68D8jKIFPoGAAd6Xh/gTutDVd9U1W735Y0AjirpGz09KZdf1QosWQIAWHbcQpMCWrIEaG0t6StIBq3ufq6txZHTJwMLFgCzZ2PlLa39vS8nT457Lb1E7yXQ5+ZbD7fisvcvwUEza03v6PT+o5fBkuHlp55YgMc+YbWXQJwxs7UVzSeZ/UUvQya9b888E/dX1QEATu5aAixeHJyXfmr5fAXAngDWAHg/+jtkfDBjnn09/58G4G9+lp2zRclWZPwUmRpC9Gfg0Xvp7pfeVErv+aZxs2c53YySncv6x5j3M0Jb1F5qiG4W8pIxM0ZCipdBCXkSgOdhelZ+z502H8C/u/8vAPBPV9QWAB/ws1w/QvI6TvQMZgCImAJl9F6q6rM/47XvOEiKlxqSmwVT6IyZsRCml5GLW0zJJSRHELIAy8/Awyz5AiXdjBnPCG3ba+hlGnoZMzafgYdVeAZuKYPonFEpgXLbNtVbv+ro9hq6GTkZXt52Lr3Mtn/oZcSEGC+TNZRquiNGSwu2nmyGrGtBrRmyrq5uwBCBJESi6JyRJDydKn/+hRactrgO2/9rthl+dskSuhkVHi//sFcdenoq3EuAMdMGwoyXfmr5uMpuLcoSuuWTkPDZqkc5n+m4+6D3UXMr0xNfaNLeIm6xI8HT+6ijXdUV7qUqY6ZtBBwvY5cuX8knJNNA8VPMdbVKCJQ793YfF+rj2isJD3qZAWOmFYThZezS5SuZQrIjhoXwDJxe2ojj6K6xxssdYyrTS1W6aR08A2dr0hqKuLe03ANleuQ1emkBnksagOoj36tgLz37g27GTAjxMjmd2BYuBH70I/M86pPc563Ong2cfDI7YsSFZxSnRdNbgNpaM8pTa2vlPJPZ9VLr6nD5IfTSClwvpa0VVx7bgr9X1WLRiRXoJTuv2UUY8dJPLR9XGdCidBzV6mrVpiYFBj6fmh0xYsZHyxLleqbjernpcuPlT0+ll9bg9ktonlGhXrLzmp0EGC9jly5fydXbl6kgCylwbMo2ULrbnk6f+xm+k0RH99L8o+KVu5eMl5YSULyMXbp8xSskO2PYi59jU66Bkl7aC72klzYSpJexS5evsEWZICr8DHyrj3uOSQw4+UfFK3cvGS8tpdLOwPk0HYvJODZ9/RMq5Fpjbyr/dVYSE+6xeOrH5tj85suV5SXjpaUEGC+T0Qt94UIz7NySJWh4rBZz57rTTz+dz7G1Ac8zmefOBb5yS4U8k931ctMvlmDRy7X4z/90p9NLO3C9HHZ8LaZMAc69rbK8ZLy0lCDjpZ9aPq7S16JkazIR9PaqPvmkmmOUAcrxTMf18IVfGy/f+R29tJGODtWGhsrzkvHSfp55pjQvY5cuX8mWEuL1HDtJd8zILOmOGWUZKFXZA91yKtlLxkt7CcrL2KXLV9JCskdlMnAc1XnztGLOdOhlcujooJf00i5WrSo9M5SIa+ANDYA6LbgidT3mYw6uSF0PdVrQ0BD3mhEvK1cCBx0U91pER9rL79bQS9tJpeJeg+hgvEwG7e3A8OGlLSOQClxEThCRVSKyWkQuy/L+cBG5033/7yIyoagvaGkxw/8tcYeq5DOWraOjA9i0CZg4Ef2dZiwgVDddL5/4Jr1MApXmJeOlvezaBTz3HHDEEaV5WXIFLiJ7APgFgBMBHAngLBE5MmO2cwG8raqHAvgxgMaivuSaa8z40rWmNylqa83ra64pdfVJQLS3m78TJ8Kaln7obrpebji8FocfDnppOZXmJeOlvbz8MrB9e+nxMogz8I8BWK2qa1R1B4DFAE7JmOcUADe7/98NYJqIiO9vmDULWLAAaGnBY4/BtCQXLDDTiRW0twMHHgiMGhX3mgwgXDddL8c+3YLnnwe9JH6JxEvGS3tpbweGDgUOOaS05QRRge8PYJ3n9Xp3WtZ5VLUHwGYA47ItTETqRaRNRNo6OjrMxNravjTQPFzRlx5CbW0Aq09K5a23gNdeM61JywjMzXxe1t5AL0lRROIl46Wd9Paa9Pnhh5tKvBSs68Smqr9S1UmqOmmfffYBYFIMcmwt5m+6EFfgSszfdCHk2FprUmKVjjd9Xq7k87Kpi16SeGC8TB6vvAJs3RpMvAyiAt8A4EDP6wPcaVnnEZE9AYwG8KbfL2CvSrtpbwf23RcYMybuNdmNUN1Me3npKHpJiiISLxkv7aS9HdhzT+Cww0pfVhAVeCuAw0Tk/SIyDMCZAO7LmOc+ADPc/88A4Lj3uvnj/POBU08d2Kvy1FPNdBIrmzcDGzYAR2Z2wbGDcN10vXzyYnpJiiISLxkv7UPVVOCHHgoMG1b68vYsfYW0R0S+AeBhAHsAuElV/yki82FuRr8PwG8A3CoiqwG8BSNscWT23yiiDxwJD5vT55G4KTLwh0gvSQGi8jLvaxILGzYAW7YEGC/9jPYSV+HQgPZz002q111XeD6U4YhXqjrgcZUcSjV5lLOXjJf28fDDqvPnq27bln8+v15a14ktG+yUYSednaZDho1n31GQ9rLxXePllfSSWADjpZ2omz4/+GBgxIhglpmYCpydMuwjnT639Pp36KS9vHxv4+X3xtJLEj+Ml3by2mvAO+8EGy8TUYFzaEA7aW8Hxo0D3LtXKg/Xy523GS+fv5JeEgtgvLSSlStNV4QjjghumcmowFtbzcPoYcaNbXjMHahg8WLz8HoSOV1dZjjAiRMruH+M6+WIEcBxxwHzH6eXxAIYL60jnT6fMAGoqgpuucmowC+9FDjzTKCuDg1TWjBvnjv9nnuAyZNjXbVKZdUqI2Wlps8B9HkpX6rDJZNasHixO51ekjhhvLSOjg7gzTeD7y9U8m1kkTFgeMALgbrrOTxgjKxcaQZued/74l6TmHG9nHKK8VLrrofQSxI3jJdWsXKl+Rt0BZ6MM3CwZ6VNbN8OrFlT4elzl7SXC7ewJzqxB8ZLu2hvB8aPB0aODHa5iarA2bPSDp5/3gzIX6m3j3lJeznH9fKy0fSSxA/jpT28+SbwxhvhxMvEVODsWWkP7e3msaEHHBD3mliA66W4Xi47l14SC2C8tIYwR6tMzjXw1lYjYWsrFk0HUFuL5pOWYGZra//7l14a6ypWAjt2AKtXAx/9KNPnAAZ4efXxwIqaWrz22SU4j16SOGG8tIb2dmD//YHRo4NfdnLOwC+91HTAmDwZMx80Lcmv3GJeo66OvSsj4oUXgJ4eps/78Hg5q7UOE15qwddup5ckZhgvreCdd4CNG8OLl8k5A0/D3pWx0t4OVFebDhnEQ20t9M4lOOOUOqyll8QWGC9jJeyHPSXnDNyFvSvjY+dO04HtiCOAIYkzJ1waGoA9P1OLpi56SeyB8TJe2tvNrbZjx4az/MSFYfaujI8XXzSVeEUP3pKDtJffH8fe6MQeGC/jY8sWYN26cC83Jq4C7+tdefrpaIFJD2092e1d2dLCoQJDpL3dPEVnwoS418RCXC+HfMF4ec+X6CWxAMbL2Ag7fQ4ksQJP964880zcX1UHADi5yx3nl50zQmPXLjN86gc+AOyxR9xrYyEeL/8wog7d3fSSWADjZWy0twOpVLgPe0peJzbPrQ/V95vOGbW40Izzy84ZobFmDdDdzd7nOfF6+cASfPHzpjOb3nMPh1Yl8cF4GQtbtwJr1wLHHBPu95R0Bi4iY0VkuYi84P7dO8d8u0TkKbfcV8p3pmHnjGhpbweGDTMPo08CcbnZ0AAMmVaLa7s4tCrZnTi9ZLyMjueei+hhT6o66AJgIYDL3P8vA9CYY77OwSz/qKOO0rw4jmoqpfMwRzWVMq9J4OzapdrYqHr33YNfBoA2LcG1YkuYbvrxstf1smtkSnuW00tbqTQvGS+j4dZbVX/6U9Xe3sF93q+XpV4DPwXAze7/NwM4tcTl+cczVGAnRgKzZwN1dWie0dL/PjtoBMLatcC2bYlLn8fjpmdo1U6MxJ8+ORu9X6SXpI9YvWS8DJ9t24CXXormYU+lVuDvVdVX3f9fA/DeHPONEJE2EfmbiOQVVkTq3XnbOjo6cs+Y7pxRW4sjp08GFiwAZs/Gylta+2VlB41AWLkS2HNP4NBD416TogjUzcF4OfGcyZjylwV4/Bh6SfqI3UvGy3BZtco87CmS220LnaIDeATAs1nKKQDeyZj37RzL2N/9ezCAlwEc4ic9UDAl5IXpoVDo7VW99lrVO+8sbTkIIVUZl5vFeLnxt452VtFLW6lULxkvw+P221V/9KPBp89VA0yhq+pxqvoj9NXaAAAMbUlEQVQvWcq9AF4XkX0BwP37Ro5lbHD/rgHwRwAfKfS9xcAOGuGxbh3Q2Wln+tx2NxsagP3+g6OzVRpJ8JLxMhy6u82AV1Gkz4HSU+j3AZjh/j8DwL2ZM4jI3iIy3P0/BeD/AVhZ4vcOgKMNhcfKlea+78MPj3tNiiZ2NzOfFX5J9fXoXkovKxxrvGS8DJ4XXjBjZkQ1WmWpFfjVAD4jIi8AOM59DRGZJCI3uvNMBNAmIk8DaAFwtaoGWoGzg0Y4qJrbxw45BBg+PO61KZr43czo0Pb4MbOh9LLSscZLxsvgaW8HRo4EDjwwmu8raSAXVX0TwLQs09sAnOf+/xcA/1rK9xRkQAcNAAvqTAeNi1uBmeiTlRTHxo3Au+8mc6wHK9zM8LL23jq0HO12HJoJelmB2Ogl42Uw7NxpzsA//OFo0udAEodSzUb62bcAZt7sPj5vwQKMRGe/jEmsheJg4ULTAodJnw8ZAkx8jS3yQZHh5R53L8Gn/my83HUGvSwKj5d98ExxcDBeBovr5urVphKfOBGRuVkeFbgHdtAokcmTgbo6qNOC9nbg6G0tGH4ObzEplfTjRq/darz84Vv0sihcL/sqcd76FAiMlwHgutmxpAV77QVMeClCN/10VY+rFHVbhBfvLRJVVapNTaqqOneu5/3GxsEtuxJwHN01NqV//PQc3TEmmFtMEPGIV2GWILzsHlqlfz6jSbu76aVv3BHuNp43R3sDuvWJXirjZQD0LHd0a3VKn6sL5rY8v17GLl2+MighXRnVcczWNTWpiqg2NZnXnvdJbl6ePkcV0O7vzglkeRUfKDO8fOOyJu2F6JNn0Uu/7Nyp+o/TjJfvXEQvMwvjZXy88ILqHz9t3NQ5pbtZuRV4Y2OfbH0tyKYm1epqDlqQjRz7q7e6WjdfFNz+qvhAmWU/v3xRk3YPNV4GdUZZNmTsr507VdvONvtrw3n0MlthvIyAbPvLcbT3a/XaMzalu77HM/DShMxg7lyzlfNgWkfzMEcBz86vdPK0wDPfL4WKD5QZ0MsCZHj55FkmY7HuO/QyV6GXEZAZLx1HtaZGdfTofhcDcJMVuBde48lPjv0z4P0S9w8DZRYyron/7UtNum0bvezD81S37qFVuv479DJfYbyMiMxhaOvrd6+sS9xHrMDT8BpPXqJqcTNQZpDh5cZZ5gzz8dPppSq9HExhvAwf27yMXbp8JRAheY1nIDHtDwbKDLIchzdm918T7xlb2V6uXq36yOf69we9ZLyMBcvjZezS5SuBpYQ8ZGtBzUKjLpq+e8eEskwTxdTCZqDMTy4vbzqnsrzsfdR4ufSzJiPReSW99FsYL0PA8ngZu3T5ShhCquru1zCamnbvmFDOLc0YrnExUPrAc1y216R06WebdNuolHY9UBlevnuvuZd2HubozmFVurORXhZTGC9DwuJ4Gbt0+UooQmbrReiRsqzSRFnSP4umOzoLjZH3MmWgLECGl72POrpjTEofPqGp73niZXOrWYaXvb2q15xEL0stjJclksB4Gbt0+UooQvo8SGWRJrLox8dAWYAK9vKBWY52VqX0ybOadNc4ejnYQi9LJIHxMnbp8pXQUkLZKNc0kSXbxUA5SDy3Um2tTunS45t0e03y0+pdDzjaNbJ/u9Zf3NSXYaCXyfDShrgSOJZsFyvwYvDb8vLc72ddK9PyljID5SDI8HL7Q452u9fG+9Lq45Ll5ebNqj+YRi/DKIyXRVAm8TJ26fKVyIT0eTCnwqT6Ym1l5hjKT+vrrUn/ZIOBchAU4eWWvSw4+8lzy82rt5t1u3mm+Q0985Xo0+XZoJeDIEnxMsf6pr1MeryMXbp8JdKUUDYy0ymOs/u0qFuZuVq/2dbNorQWA2WAeI7z9pqU3nauo80zHO2q9nR2i+PsJ8PNbQ+ajnh//VJ/xmB7TUq7fkAvwyg2eWlNvPSsV8HKOoHxsiRhAHwRwD8B9AKYlGe+EwCsArAawGV+lx+rkFkOemdVSqfC8dfKDELUAmfb3h+K7fdrRh0ow3TTOi/3yu7luyNSuu3BCL1sbNSt9zvaPdq42VmV0os+5NDLSvXSlniZnu6JmYuml4eXpco4EcARAP6YS0YAewB4EcDBAIYBeBrAkX6WH6uQRVSe+VqeA0TNdQ/hiSf6Totn+1H03daQbT0sIYZAGZqbtnrZN2746JTe9XVzVu49833xRkff+Z2TvbNYtgBaX29Klu/yevnijY5ur0npZR/fPSgCagajoZcV6+Wg42WJXqaXka2yBkzaP+leBiVlPhk/AeBhz+vZAGb7WW7sKaFMfLYyc1aouVI0+VI3ftJS+X4AlkgZV6oyDDeT7OWUKaq/Pa9/wJTu0Sltv87Rlxc52jM2pRt/a5bx9j2O7hpVo7tGjdZ1t5hpz11vzq4fa3D0gUv6GwedVSaNf+utqk/92KTNbUxLZoNehkip8TJXXPM8/ctXvNQsyy4TL6OQ8QwAN3penwPg536Wa52QJaa087b6soiXbRmhpqBCxNJAOSg3k+hlbyqlb97taH19di+nTNEBZ+ydVSltnuHsNu3mmY4ef3x+t31lneglvfQRLwtV7MXE3HL00o9ojwB4Nks5xTNPYDICqAfQBqBt/Pjx4e+pUsl35uvjuks6ePqW1/KKOhdhBMoo3SxXL3tT5p7yiy/O7mBRQTXfNUhLoZcRU0S8zFcp00ufFbivhVRKCj0bQd3WlcC0eDFYeqZTHqnKbBTrZRldrikGehkx9NIXNlXgewJYA+D96O+Q8UE/y02EkLkYxL2HSUuLF4OlgXJQbpadl7kCaK5rjfSSXgYNvRxAJBU4gNMArAfQDeD1dKsRwH4AHvTMdxKA52F6Vn7P7/ITLWQ2ckmaqxd6AsXLRdSBMkw3y85L1exu5urtSy/pZVTQy7xFzLx2MmnSJG1ra4t7NUgAiMgKVZ0U93oEAb0sH+glsRG/Xg6JYmUIIYQQEiyswAkhhJAEwgqcEEIISSCswAkhhJAEwgqcEEIISSCswAkhhJAEwgqcEEIISSCswAkhhJAEwgqcEEIISSCswAkhhJAEwgqcEEIISSCswAkhhJAEwgqcEEIISSCswAkhhJAEwgqcEEIISSCswAkhhJAEwgqcEEIISSCswAkhhJAEUlIFLiJfFJF/ikiviEzKM9/LIvKMiDwlIm2lfCchhaCXxFboJgmSPUv8/LMATgfwSx/z1qrqphK/jxA/0EtiK3STBEZJFbiqtgOAiASzNoQEAL0ktkI3SZBEdQ1cASwTkRUiUp9vRhGpF5E2EWnr6OiIaPVIhUIvia34cpNeVjYFz8BF5BEA78vy1vdU9V6f33OMqm4QkfcAWC4iz6nqn7LNqKq/AvArAJg0aZL6XD6pMOglsZUo3aSXlU3BClxVjyv1S1R1g/v3DRH5HYCPAcgaKL2sWLFik4iszZicAlBO14XKbXuA7Nt0UJBfQC9Dp9y2B4jASyA+NyvES6D8tmnQXpbaia0gIlINYIiqbnH//yyA+X4+q6r7ZFlem6rm7L2ZNMpte4BkbBO9zE+5bQ+QnG0arJuV4CVQfttUyvaUehvZaSKyHsAnADwgIg+70/cTkQfd2d4L4AkReRrAkwAeUNWlpXwvIfmgl8RW6CYJElFN1mUTtr7spxy3qRDlts3ltj1AeW5TIcpxm8ttm2I7A4+JX8W9AgFTbtsDlOc2FaLctrnctgcoz20qRDluc7lt06C3J3Fn4IQQQghJ5hk4IYQQUvGwAieEEEISSCIrcL8PBLAdETlBRFaJyGoRuSzu9SkVEblJRN4QkWfjXpc4oJd2Qi/ppY0E4WUiK3D0PxCg4KAbtiIiewD4BYATARwJ4CwROTLetSqZZgAnxL0SMUIv7aQZ9JJe2kczSvQykRW4qrar6qq416NEPgZgtaquUdUdABYDOCXmdSoJd6jHt+Jej7igl3ZCL+mljQThZSIr8DJhfwDrPK/Xu9MIiRN6SWyEXmYh9KFUB0tADwQgJFDoJbERelmZWFuBB/FAAMvZAOBAz+sD3GnEYuglsRF6WZkwhR4frQAOE5H3i8gwAGcCuC/mdSKEXhIboZdZSGQFnuuBAElCVXsAfAPAwwDaASxR1X/Gu1alISJ3APgrgCNEZL2InBv3OkUJvbQTekkvbSQILzmUKiGEEJJAEnkGTgghhFQ6rMAJIYSQBMIKnBBCCEkgrMAJIYSQBMIKnBBCCEkgrMAJIYSQBMIKnBBCCEkg/wfPnU7C6ZZu4AAAAABJRU5ErkJggg==\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 504x216 with 3 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
"source": [
- "#%% EMD\n",
"G1 = ot.emd(a, b, M1)\n",
"G2 = ot.emd(a, b, M2)\n",
"Gp = ot.emd(a, b, Mp)\n",
@@ -366,7 +376,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.5"
+ "version": "3.6.9"
}
},
"nbformat": 4,