summaryrefslogtreecommitdiff
path: root/notebooks/plot_barycenter_1D.ipynb
diff options
context:
space:
mode:
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_barycenter_1D.ipynb
parent13054c65dc0f4731a1d9a9e5294160035627f910 (diff)
add and update notebooks
Diffstat (limited to 'notebooks/plot_barycenter_1D.ipynb')
-rw-r--r--notebooks/plot_barycenter_1D.ipynb73
1 files changed, 40 insertions, 33 deletions
diff --git a/notebooks/plot_barycenter_1D.ipynb b/notebooks/plot_barycenter_1D.ipynb
index bd73a99..564028c 100644
--- a/notebooks/plot_barycenter_1D.ipynb
+++ b/notebooks/plot_barycenter_1D.ipynb
@@ -67,8 +67,6 @@
},
"outputs": [],
"source": [
- "#%% parameters\n",
- "\n",
"n = 100 # nb bins\n",
"\n",
"# bin positions\n",
@@ -105,18 +103,18 @@
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 460.8x216 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
"source": [
- "#%% plot the distributions\n",
- "\n",
"pl.figure(1, figsize=(6.4, 3))\n",
"for i in range(n_distributions):\n",
" pl.plot(x, A[:, i])\n",
@@ -142,18 +140,18 @@
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd3xUVdrA8d+TTg29BgjNAgQCAkq1oIKoFGUFBHQVRXHtri669neX1V27KMqKghVYFEVAUcFKEUKRrnQIzRBIqCHtef+4NziEBBIykztJnu/H+WTm3nPveTIOeeace+45oqoYY4wxwSbE6wCMMcaYvFiCMsYYE5QsQRljjAlKlqCMMcYEJUtQxhhjgpIlKGOMMUHJEpQxpyEib4jIY346V0MROSQioe7r70TkFn+c2z3fFyJyo7/OZ4yXwrwOwBivicgWoDaQCWQBa4B3gXGqmq2qtxfiPLeo6jf5lVHVbUDFosbs1vck0ExVh/qc/wp/nNuYYGAtKGMcV6tqJaAR8AzwN2C8PysQEftCaEwhWIIyxoeqpqrqdGAgcKOItBKRCSLyDwARqSEiM0QkRUT2iciPIhIiIu8BDYHP3S68h0QkVkRURIaLyDZgrs8232TVVEQWicgBEflMRKq5dV0kIom+8YnIFhG5VER6AY8AA936fnH3H+8ydON6VES2isjvIvKuiES7+3LiuFFEtonIXhH5u089HUUkwY1pj4i8EKj33Jj8WIIyJg+qughIBLrl2vWAu70mTrfgI05xHQZsw2mJVVTVf/sccyFwLtAzn+puAG4G6uJ0M75SgPi+BEYDk9362uRR7M/u42KgCU7X4phcZboCZwM9gMdF5Fx3+8vAy6paGWgKTDldTMb4myUoY/K3E6iWa1sGTiJppKoZqvqjnn5CyydV9bCqHs1n/3uqukpVDwOPAdflDKIooiHAC6q6SVUPAQ8Dg3K13p5S1aOq+gvwC5CT6DKAZiJSQ1UPqepCP8RjTKFYgjImf/WBfbm2/QfYAHwlIptEZFQBzrO9EPu3AuFAjQJHmb967vl8zx2G0/LLsdvn+RH+GMAxHDgLWCcii0XkKj/EY0yhWIIyJg8i0gEnQf3ku11VD6rqA6raBOgD3C8iPXJ253O607WwGvg8b4jTetkLHAbK+8QUitO1WNDz7sQZ9OF77kxgz2mOQ1XXq+pgoBbwLDBVRCqc7jhj/MkSlDE+RKSy21qYBLyvqitz7b9KRJqJiACpOMPSs93de3Cu9RTWUBFpISLlgaeBqaqaBfwGRInIlSISDjwKRPoctweIFZH8/h1/BNwnIo1FpCJ/XLPKPF1AIjJURGqqajaQ4m7OPtUxxvibJShjHJ+LyEGc7ra/Ay8AN+VRrjnwDXAIWAC8rqrfuvv+BTzqjvD7ayHqfg+YgNPdFgXcDc6IQuAO4C1gB06LyndU3//cn8kisjSP877tnvsHYDOQBtxVwJh6AatF5BDOgIlBp7iGZkxAiC1YaIwxJhhZC8oYY0xQsgRljDEmKFmCMsYYE5QsQRljjAlKJWryyho1amhsbKzXYRhjjPGjJUuW7FXVmrm3l6gEFRsbS0JCgtdhGGOM8SMR2ZrXduviM8YYE5QsQRljjAlKJaqLz/jPjpSjjP1uA58u20mXZtW5u0dzWtaL9josY4w5zhJUGfP7gTRe/GY9U5c4E2j3OKc28zbuZfbqPVx6bm0e6nU2Z9Wu5HGUxhhjCapMSc/M5s/vLGbD74cY2KEBIy9qRv0q5Ug9msE78zbz9k+bGTRuIV/e241alaK8DtcYU8YV6BqUiPQSkV9FZENe69+ISKSITHb3/ywise72ISKy3OeRLSLx7r7v3HPm7Kvlz1/MnOzFb35jza4DvHp9W/7RL476VcoBEF0unHsvPYtP7ujM4WOZPDR1BTZHozHGa6dNUO4aNK8BVwAtgMEi0iJXseHAflVtBryIs34MqvqBqsarajwwDNisqst9jhuSs19Vf/fD72PysWjzPt74fiMD2zegZ8s6eZZpVqsSD19xDt/9msT7P28r5giNMeZEBWlBdQQ2uMtGp+Osk9M3V5m+wET3+VSgh7tejq/B7rGmmB1My+C+yctpWK08j1+d+7vFiW7oFEv3s2ryz5lr2Jh0qJgiNMaYkxUkQdXnxCWpE91teZZxF0NLBarnKjMQZwE1X++43XuP5ZHQABCRESKSICIJSUlJBQjX5Pbk9DXsSj3KC9fFUyHy1JcdQ0KE/wxoTVR4KPdNXk5Glq1RZ4zxRrHcByUi5wNHVHWVz+YhqhoHdHMfw/I6VlXHqWp7VW1fs+ZJM2GY01i1I5WPlyYy8qKmnNeoaoGOqV05in/2i2NFYirTlu0IcITGGJO3giSoHUADn9cx7rY8y4hIGBANJPvsH0Su1pOq7nB/HgQ+xOlKNH427odNVIwM47YLmxbquN5xdTinTiXe+nGTDZgwxniiIAlqMdBcRBqLSAROspmeq8x04Eb3+QBgrrp/1UQkBLgOn+tPIhImIjXc5+HAVcAqjF8l7j/CzJW7GNyxAZWjwgt1rIgwonsTfttziO9+s65VY0zxO22Ccq8p3QnMBtYCU1R1tYg8LSJ93GLjgeoisgG4H/Adit4d2K6qm3y2RQKzRWQFsBynBfbfIv825gRv/7QFAW7q0viMjr+qdT3qVI5i3PebTl/YGGP8rEA36qrqLGBWrm2P+zxPA/6Uz7HfARfk2nYYOK+QsZpCSD2SwaTF27i6TT3qufc7FVZEWAg3d41l9Kx1rExMJS7GpkIyxhQfmyy2lPpg0VaOpGdxS7czaz3lGNSxIRUjwxj3o7WijDHFyxJUKXQsM4sJ87bQtVmNIk8AWzkqnMEdGzBr5S627zvipwiNMeb0LEGVQp//sovfDx5jRPcmfjnfTV0aI8CE+Vv8cj5jjCkIS1Cl0JSE7TSpUYFuzWv45Xz1qpSjZ8s6TFu2g/RMu3HXGFM8LEGVMtv3HWHR5n1c064++UzOcUauaVeffYfT+d6GnBtjioklqFLmU3fmh35tc89GVTTdz6pJ9QoRTFuW6NfzGmNMfixBlSKqyifLdnB+42rEVC3v13OHh4ZwdZt6fLPmd1KPZPj13MYYkxdLUKXIsu0pbN57mGvbxQTk/Ne2iyE9K5uZK3cF5PzGGOPLElQp8snSRCLDQrgiLu/1noqqVf3KNK9VkU+WWjefMSbwLEGVEscys5ixYhc9W9ahUiHn3SsoEeGadjEkbN3P1uTDAanDGGNyWIIqJb5dl0TKkQz6t/Pv4Ijc+rWthwi2DIcxJuAsQZUSnyxNpEbFSLo188+9T/mpG12Ozk2r88nSHbYMhzEmoCxBlQKpRzP49tff6dOmHmGhgf9f2r9tDNv2HWHZ9pSA12WMKbssQZUCX6/ZQ0aWcnWbusVS32UtahMRGsKsFTaazxgTOJagSoFZK3dRv0o54htUKZb6osuF0615DWat3GXdfMaYgLEEVcKlHs3gx/VJ9I6r49epjU7nytZ12ZmaZt18xpiAsQRVwuV0713Zul6x1nupdfMZYwLMElQJl9O916aYV7utHBVO97Osm88YEzgFSlAi0ktEfhWRDSIyKo/9kSIy2d3/s4jEuttjReSoiCx3H2/4HHOeiKx0j3lFirN/qpTI6d67snXdYu3ey9E7zrr5jDGBc9oEJSKhwGvAFUALYLCItMhVbDiwX1WbAS8Cz/rs26iq8e7jdp/tY4Fbgebuo9eZ/xplU073Xu+44hm9l5t18xljAimsAGU6AhtUdROAiEwC+gJrfMr0BZ50n08FxpyqRSQidYHKqrrQff0u0A/4orC/QFk2c8VOT7r3cvh28z3S+1xCQqwRXCqowo6lsGcVpG6HlO1w7ABUrgfRDaBKQ2jUBSrV9jpSU8oVJEHVB7b7vE4Ezs+vjKpmikgqUN3d11hElgEHgEdV9Ue3vO+Mo4nutpOIyAhgBEDDhg0LEG7ZkHokg5827HWWY/ewd7R3XF2+Wfs7yxNTaNewqmdxGD/YuwFWToEVk2H/FmebhEClehAVDVvnQ1rKH9ubXAytB8I5V0JkRc/CNqVXQRJUUewCGqpqsoicB3wqIi0LcwJVHQeMA2jfvr1djXd9tWa3p917OXK6+Wau2GUJqqRK2Q5fPw6rPwEEmlwIF/7NaSVVrgehPpMPpx2AfRth7QxYMQWmjYCoKnDx36H9zRAa6D8ppiwpyKdpB9DA53WMuy2vMokiEgZEA8nqDO86BqCqS0RkI3CWW9530aK8zmlOYdbKXcRU9a57L0dON98XK3fxd+vmK1nSj8D8V+CnlwCF7g9C++FQ+RRfeqIqQ722zuPiv8P2hfDdv+CLB2HJO9DrGSfBGeMHBRnFtxhoLiKNRSQCGARMz1VmOnCj+3wAMFdVVURquoMsEJEmOIMhNqnqLuCAiFzgXqu6AfjMD79PmZDTvXdlnDej93Kzm3ZLoD1r4M1uTnI5uxfcuRguefTUySm3kBBo1BlumA7XvQfph+DdPjDjfsg8FrjYTZlx2haUe03pTmA2EAq8raqrReRpIEFVpwPjgfdEZAOwDyeJAXQHnhaRDCAbuF1V97n77gAmAOVwBkfYAIkCCpbuvRw9znVH863cxXmNrJsv6K34H3x+N0RWghs+gyYXFe18ItCiDzS/HL79B8x/FXYthz9NhCoNTn+8MfmQknSTZfv27TUhIcHrMDx30zuLWP/7IX586OKgaEEB3DJxMat3HmDe3y6xbr5glZUBsx+BReOgYSf40wSoFIDVl9dMh0/vcK5dDXgbml7s/zpMqSIiS1S1fe7tNpNECRNs3Xs5rmxdl13WzRe8MtJg8jAnOV3wF7jx88AkJ3BaUyO+g4q14YMBsOrjwNRjSj1LUCVMsHXv5fDt5jNB5thBJ1H89gX0fg56jT5xZF4g1GgGw2dDTEeYOhyWTAhsfaZUsgRVwuSM3mvt8ei93Hxv2s3OLjndxqXekX0wsY9zD1P/cdDx1uKrOyoahn4MzS6Fz++Bea8UX92mVLAEVYIEa/deDuvmCzJHU5xRdXtWw8D3oc3A4o8hojwM+hBaXgNfP+YOaTemYOyuuhIkWLv3cuR0881cYaP5PJd+GD68Dn5fB9dPcloxXgmLgGvfckb7ffOEM3qww3Dv4jElhrWgSpBg7d7Lcfym3VXWzeepjDSYdD0kLoYB471NTjlCQqH/m3BWL5j5gDMLhTGnYQmqhEg+dIwf1+/1bGmNgrq6TT12paaxeMu+0xc2/peVCR8Ph03fQd/XoEVfryP6Q2i4M7Q9titMux3WzfQ6IhPkLEGVEDNX7iIzW7mmbczpC3vosha1KR8RyqfLbeaqYqfqTDm0bgZc8W+Iv97riE4WXg4GfwT14mHqzbB9kdcRmSBmCaqEmLZsB+fUqcTZdSp5HcoplY8Io1fLOsxYsYu0jCyvwylbfnoREt6GrvfB+bd5HU3+IivB9VOciWg/HAjJG72OyAQpS1AlwJa9h1m2LYX+bfNckSTo9Gtbn4NpmXz36+9eh1J2rPgfzHkK4v4ElzzudTSnV6EGDJnqDJx4/1o4vNfriEwQsgRVAny6fAci0Ce+ntehFEjnptWpUTGST5ft9DqUsmHLT/DZHRDbzbnuFFJC/llXbwqDJ8PBXU5LKuOo1xGZIFNCPslll6ry6bIddGpSnbrR5bwOp0DCQkPo06Yec9f9TuqRDK/DKd32boBJQ6BqYxj4HoRFeh1R4TTo4AxB37HEGTiRne11RCaIWIIKcsu3p7Al+Qj94ktG916O/m3rk56VzaxVNvVRwBzZ59zrFBIGQ6ZAuRJ679m5V8NlT8OaT+G70V5HY4KIJagg99nynUSEhdArLkATewZIq/qVaVqzAtOW2Wi+gMhMdyZ/Td3uzNRQNdbriIqm813Q7gb44T/wyySvozFBwhJUEMvIyubzX3Zy2bm1qRwV4Mk9/UxE6N+2Pos272NHil1b8CtVmHEfbP3JuebU8HyvIyo6Eej9vHMdbfpdztyBpsyzBBXEvv81ieTD6fQtIYMjcuvrdkt+siTR40hKmXkvwfL34cK/QevrvI7Gf8IinOtoVRo619X2bfI6IuMxS1BB7P2ft1KrUiQXn1PL61DOSINq5enarAYfLdpGlk195B9rpsM3T0Kra+Gih72Oxv/KVXXukUKdkX1HbeLhsswSVJDalnyE739LYlDHhoSHltz/TUMvaMjO1DTmrrN7oopsx1L4ZATEdIC+rzvdYqVR9aYw8APYtxmm3OCsBGzKpAL95RORXiLyq4hsEJFReeyPFJHJ7v6fRSTW3X6ZiCwRkZXuz0t8jvnOPedy91EymwkB8sGirYSIMLhjA69DKZJLz61N7cqRvL9wq9ehlGypO+CjwVChpjMoIjzK64gCK7YL9HkFNn8Ps/7qXHczZc5pE5SIhAKvAVcALYDBItIiV7HhwH5VbQa8CDzrbt8LXK2qccCNwHu5jhuiqvHuw75iu45lZvG/hEQuPbdWibn3KT9hoSEM6tCQH9YnsS35iNfhlExpB5zh5OmH4frJULGMfJeLvx663u+sxjvvZa+jMR4oSAuqI7BBVTepajowCcg9RXJfYKL7fCrQQ0REVZepas50AquBciJSwu4kLH5frNzNvsPpDL2gkdeh+MXgjg0JEeGDRdaKKrSsDKebK2kdDHwXauf+bljKXfKYc73tmydg1cdeR2OKWUESVH1gu8/rRHdbnmVUNRNIBarnKnMtsFRVj/lse8ft3ntM8llDQkRGiEiCiCQkJSUVINyS7/2FW4mtXp4uTWt4HYpf1ImO4tJza/G/hESOZdoEsgWmCp/fC5u+hatfgaaXnP6Y0iYkBPqNhYadnZkmbPh5mVIsV99FpCVOt5/vFMtD3K6/bu5jWF7Hquo4VW2vqu1r1qwZ+GA9tnbXARK27mfI+Y0ICSk9F8GHXtCIfYfT+WLlbq9DKTm+//cfw8nbDvE6Gu+ERcKgD6BKI+c6XNJvXkdkiklBEtQOwPdKfYy7Lc8yIhIGRAPJ7usYYBpwg6oen1dfVXe4Pw8CH+J0JZZ57y3cSkRYCAPOC+51nwqrS9MaxFYvz8QFW1C74H16i8c70/60GVw6h5MXVvlqMOR/zqKH7/WHVLu3riwoSIJaDDQXkcYiEgEMAqbnKjMdZxAEwABgrqqqiFQBZgKjVHVeTmERCRORGu7zcOAqYFXRfpWSb3dqGlMTErm2XX2qVojwOhy/CgkRburSmGXbUliwKdnrcILbqk+cZdGb94Q+r5be4eSFVa0xDP0Yjh1wktRh+xyVdqdNUO41pTuB2cBaYIqqrhaRp0Wkj1tsPFBdRDYA9wM5Q9HvBJoBj+caTh4JzBaRFcBynBbYf/35i5VEY7/bQLYqd1zUzOtQAmJghwbUrhzJS9+st1ZUfjbMce51aniBszx6aMma4irg6raBwZMgZRt8MACOHfQ6IhNAUpL+ULRv314TEhK8DiMgdqem0f0/33JN2/o8c21rr8MJmAnzNvPk52v48Nbz6VxKBoH4zbaf4b1+UK0p/HkGlKvidUTB69cvnOmQYrs4a0pFlPc6IlMEIrJEVdvn3l5ypygoZd74fiPZ2cpfLi6draccgzo2pFalSF7+Zr3XoQSXbT/D+9dApbpON5Ylp1M7+wpndN/mH2HSYEi3e+xKI0tQQWDPgTQ+XLSNa9vF0KBa6f4mGBUeysiLmvLz5n0s2GjXEIA/klPF2vDnmVCpttcRlQxtBjpJatP3lqRKKUtQQWDsdxvJKgOtpxyD3VbUS9/YcGG2LTwxOVWu63VEJUv8YEtSpZglKI/tSDnKR4u2cW27+jSsXrpbTzl8W1E/ri8bN1/n6bevnNFolpyKxjdJvdfPWWnYlAqWoDykqjw6bSWhIcLdPZp7HU6xGtyxIbHVy/Pop6tIyyiDs0ss+wA+GgQ1msPNX1pyKqr4wc6ox53L4J0r7D6pUsISlIem/7KTb39N4oHLzyamatloPeWICg9ldP84tiYf4eU5ZWjAhCr8+AJ8dgc07ua0nMrK5K+B1rIfDP0EDuyEty6D39d6HZEpIktQHtl/OJ2nP19Dm5ho/tw51utwPNG5WQ2uax/DuB82sXpnqtfhBF7GUfh0JMx5CloNgOv/B5GVvI6qdGncDW6aBZrtJKl1M72OyBSBJSiP/GPmWlKPZvDMta0JLUVz7hXWI73PpWr5cB7+ZGXpXnU3ZTu83RN++ciZuuia/zpLnBv/qxMHt86BGs1g0vUw95+Qne11VOYMWILywA+/JfHx0kRGdG/CuXUrex2Op6qUj+CJq1uyIjGVt3/a7HU4gbFxLoy70FkhdvAkuGiUM0u3CZzoGLjpS4gfCj/827neZ1MjlTj2r6SYbd57mHsmLaNpzQplbmBEfq5qXZfLWtTm2S/X8dP6vV6H4z/pR2DWQ85IvQo14dZvnRtMTfEIj4K+Y+DK550vCWM7wW+zvY7KFIIlqGK0/3A6N09YjIgw/sYORIWHeh1SUBARnr+uDU1rVmTk+0v4bU8pmF8tMQHe7AaL3oTzRzrJqUbZuM8tqIhAh1tgxLdQvoazMvH0u2wOvxLCElQxOZaZxW3vLWFHylHGDTuP2BoVvA4pqFSOCuftmzoQFRHKTe8s5veDaV6HdGYO73UWGRx/GWQegxumwxXP2FxxXqsT5ySpLvfCsvdhTAf4ZbIzqtIELUtQxSAzK5uHpq5g0ZZ9PPenNrSPreZ1SEGpfpVyvH1jB/YdTufWiQkcSMvwOqSCy8qABa/DK+1g6bvQ8TYYOQ+aXOh1ZCZHWCRc9hTc/BVUqgPTRsD4y2HHEq8jM/mwBBVgKUfS+fM7i/ls+U4e6nU2fdrU8zqkoBYXE80rg9uyaucB+r82j817D3sd0qllpMHit5zENPthiDkPRs53Wk1R0V5HZ/LSoAPcMhf6vgb7t8B/L4EPBzndsiao2HIbAbTh94PcMjGBHSlH+We/OK7r0OD0BxkA5m/cy18+WEpWtvLakHZ0a17T65BOdDjZWY59wetwaDfEdIDuD0Hzy2yBwZIk7QAsHAs/j4Wj+6HJRdDpTmh6CYTYNeLikt9yG5agAiArW/l4aSL/9/kaIsNDeGPoedatdwa2JR/h1ncT2JB0iLsvac6I7k0oF+HhH43sLNj8vdOFt3YGZGdAbDfo/iA07m6JqSQ7dhAS3oEFY+DQHqgcA22HQtshUKWh19GVepagismP65P458y1rNt9kLYNqzDm+nbUr1LO67BKrEPHMhn18QpmrNhFncpR/LXn2fRvW7/4bm7OOOpMQrpuhrNI3pG9UK4qtBkMbYdB7RbFE4cpHpnp8Oss50vIxrmAQt14OOcqOOdKqHWufREJAEtQAXToWCazV+1m6pJEFmxKJqZqOR7qdQ5XxdUlpAzPEuFPP29KZvSstfySmMrZtSsxsEMDrm5Tj5qVIv1b0dH9sHM5bJ0PW+c51yWyjkFkZWh+OZx7FZzd27ngbkq3lG2w6mNYNwsSFznbKtaBRp2dlXwbdoIaZ0FouLdxlgJFSlAi0gt4GQgF3lLVZ3LtjwTeBc4DkoGBqrrF3fcwMBzIAu5W1dkFOWdegiVBZWUr638/yLJtKczbsJdv1u4hLSObmKrluLFTLDd0bkRkmPVf+1t2tvL5ip28+f0m1uw6QIhAl2Y1uPjsWrRtWIUW9SoX7H3PzobDSbB/MyRvhH2bIGkd7FoBqducMhICddtAoy7Q9GKI7W5TE5VlB3fDb186K/hunQcHdznbQyOdVlWdVk6yqtbEeVRpBJEVvY25BDnjBCUiocBvwGVAIrAYGKyqa3zK3AG0VtXbRWQQ0F9VB4pIC+AjoCNQD/gGOMs97JTnzEsgE5Sqkp6VTVp6Nkczsjh0LIP9RzJIOZLBvsPHSNx/lMT9R9m+7wjrdh/k0LFMAKpXiKB3XF36ta1Hu4ZVEWv+B052tnPdJyuDjbv3MXvFVr5fvYPk1FTKkU6l0AzOqhpCgwqZ1CuXQa2IdKpykArZBymfmUJkWjKhh3cTcmg3ku0zhF1CnT8qdVs798vUae0Meogq29NQmXyoOl9uEpfA7l9g90rYvcrp/vUVWRkq13OGtJevAeWrQ/lqEFXFmSQ4qjJEVITw8hBezvkZFuk8QiPcRziEhJX6bsWiJKhOwJOq2tN9/TCAqv7Lp8xst8wCEQkDdgM1gVG+ZXPKuYed8px5KUqCysrKYtf/tcD3t1UU9z9n+6neCoGwECEsRAgPDSEyPITIsFDCQoTS/dHJj8+bddJnSPN4qj5lcz3XbOe5Zvs8FDTLGZiQnek8Tvk/KG/pGkoKldinlUjWyuymKnu0Gru1KjukDjukLntCa0FIOKEhQog4DxEQnFkucv42HP/p83+8lP/dMIVQUQ9RL3s3MbqL2tlJ1NRkamgyNXQ/0XqAaD1AJc7stolMQsgilGxCTngoQjaCSoj7d0xQ9/N58k8g118r9Xl98r/ign2491/8b+K69z2D3+oP+SWosAIcWx/Y7vM6ETg/vzKqmikiqUB1d/vCXMfWd5+f7pw5gY8ARgA0bHjmo2lCBH6PjnP/oDh/dELI+QMkhAiEhsjxR1iIEBEWQkRoKBFhQrnwUELsr9GJTng/5PT7jm+TP4pLiPtanJ8hoU6LRsT5GZLzCIOQcOd5aLjTtRIW4fwMj4LwCn98C42qTHZ4RZIyItmbHkbq0Uz2H8ngQFoGaRlZSEY2VTKyqJCVTZOsbDKylKxsJUsVVee5ul9csnOS74k/nOcl6PqtKQ5VgBj2A/uBdXmUCNFMorIPE5V1xPmZfYRwPUZEdhoR2WmEaTphmnH8EaKZhGqWk540CyGLEHXSE+qkoxCynC9Tmk1OWpHjn1Q3LeXxWZVcX9fz33dq0ZUDN0K5IAnKU6o6DhgHTgvqTM8jIaG0u2+q3+IywS0EqO0+jDElU0FmktgB+N5hGuNuy7OM28UXjTNYIr9jC3JOY4wxZVhBEtRioLmINBaRCGAQMD1XmenAje7zAcBcdfo/pgODRCRSRBoDzYFFBTynMcaYMuy0XXzuNaU7gdk4Q8LfVtXVIvI0kKCq04HxwHsisgHYhxhq1kYAACAASURBVJNwcMtNAdYAmcBfVDULIK9zni6WJUuW7BWRrWfyi/qoAZSiRYf8wt6TE9n7cTJ7T05m78nJzvQ9aZTXxhJ1o64/iEhCXqNFyjJ7T05k78fJ7D05mb0nJ/P3e2KzmRtjjAlKlqCMMcYEpbKYoMZ5HUAQsvfkRPZ+nMzek5PZe3Iyv74nZe4alDHGmJKhLLagjDHGlACWoIwxxgSlMpOgRKSXiPwqIhtEZJTX8XhBRBqIyLciskZEVovIPe72aiLytYisd39W9TrW4iYioSKyTERmuK8bi8jP7udlsntDeZkhIlVEZKqIrBORtSLSqax/TkTkPvffzSoR+UhEosra50RE3haR30Vklc+2PD8X4njFfW9WiEi7wtZXJhKUu2TIa8AVQAtgsLsUSFmTCTygqi2AC4C/uO/DKGCOqjYH5rivy5p7gLU+r58FXlTVZjhzfw73JCrvvAx8qarnAG1w3psy+zkRkfrA3UB7VW2FM8HAIMre52QC0CvXtvw+F1fgzB7UHGfC77GFraxMJCic9ag2qOomVU0HJgFFmx++BFLVXaq61H1+EOePTn2c92KiW2wi0M+bCL0hIjHAlcBb7msBLgFyZhcuU++JiEQD3XFmiEFV01U1hTL+OcGZeaecO99oeWAXZexzoqo/4MwW5Cu/z0Vf4F11LASqiEjdwtRXVhJUXkuG1M+nbJkgIrFAW+BnoLaqukuEspuyNwn4S8BDQLb7ujqQoqqZ7uuy9nlpDCQB77jdnm+JSAXK8OdEVXcAzwHbcBJTKrCEsv05yZHf56LIf3fLSoIyPkSkIvAxcK+qHvDd507yW2buPRCRq4DfVXWJ17EEkTCgHTBWVdsCh8nVnVcGPydVcVoEjXFWB6/AyV1dZZ6/PxdlJUHZ8h4uEQnHSU4fqOon7uY9OU1v9+fvXsXngS5AHxHZgtP1ewnO9ZcqblcOlL3PSyKQqKo/u6+n4iSssvw5uRTYrKpJqpoBfILz2SnLn5Mc+X0uivx3t6wkKFveg+PXVsYDa1X1BZ9dvsul3Ah8VtyxeUVVH1bVGFWNxflczFXVIcC3OEvHQNl7T3YD20XkbHdTD5wVCcrs5wSna+8CESnv/jvKeU/K7OfER36fi+nADe5ovguAVJ+uwAIpMzNJiEhvnGsNOct7/NPjkIqdiHQFfgRW8sf1lkdwrkNNARoCW4HrVDX3hdBST0QuAv6qqleJSBOcFlU1YBkwVFWPeRlfcRKReJxBIxHAJuAmnC+0ZfZzIiJPAQNxRsMuA27BuaZSZj4nIvIRcBHOshp7gCeAT8njc+Em8jE4XaFHgJtUNaFQ9ZWVBGWMMaZkKStdfMYYY0oYS1DGGGOCkiUoY4wxQckSlDHGmKBkCcoYY0xQsgRljDEmKFmCMsYYE5QsQRljjAlKlqCMMcYEJUtQxhhjgpIlKGOMMUHJEpQxxpigZAnKGGNMULIEZYxLRLaIyFEROSQi+0Vkpog0OP2RwUFEnhSR972Owxh/sQRlzImuVtWKQF2c9W5eLewJfFZYLVFKatym9LIEZUweVDUNZ6nzFgAicqWILBORAyKyXUSezCkrIrEioiIyXES2AXPd1tddvucUkRUi0t993lJEvhaRfSKyR0QecbeHiMgoEdkoIskiMkVEquWq50YR2SYie0Xk7+6+XjiLTw50W4C/uNujRWS8iOwSkR0i8g8RCXX3/VlE5onIiyKSDDwpIs1E5HsRSXXPPzmgb7Qxp2AJypg8iEh5nNVTF7qbDgM3AFWAK4GRItIv12EXAucCPYGJwFCf87XBWX11pohUAr4BvgTqAc2AOW7Ru4B+7rnqAfuB13LV0xU4G2fZ8cdF5FxV/RIYDUxW1Yqq2sYtOwFnBdhmQFvgcpyVYHOcj7Nibm3gn8D/AV8BVYEYzqAFaYy/WIIy5kSfikgKkApcBvwHQFW/U9WVqpqtqiuAj3CSiK8nVfWwqh4FpgNniUhzd98wnOSRDlwF7FbV51U1TVUPqurPbrnbgb+raqK7dPiTwIBc3W9PqepRVf0F+AVoQx5EpDbQG7jXjet34EVgkE+xnar6qqpmunFnAI2Aem5sPxXu7TPGfyxBGXOifqpaBYgC7gS+F5E6InK+iHwrIkkikoqTSGrkOnZ7zhO3i3AyMFREQoDBwHvu7gbAxnzqbwRME5EUN1GuBbJwWjg5dvs8PwJUPMW5woFdPud7E6iVV8yuhwABFonIahG5OZ9zGxNwlqCMyYOqZqnqJzjJoSvwIU6rqIGqRgNv4PwhP+GwXK8nAkNwuuKOqOoCd/t2oEk+VW8HrlDVKj6PKFXdUZCw8zjXMaCGz7kqq2rL/I5R1d2qequq1gNuA14XkWYFqNsYv7MEZUwexNEX51rMWqASsE9V00SkI3D96c7hJqRs4Hn+aD0BzADqisi9IhIpIpVE5Hx33xvAP0WkkRtHTTeOgtgDxLotNlR1F871pOdFpLI7AKOpiOTumvT9vf8kIjHuy/04CSy7gPUb41eWoIw50ecicgg4gDNo4EZVXQ3cATwtIgeBx4EpBTzfu0AccPz+JFU9iHN962qc7rr1wMXu7pdxWmpfuXUtxBnIUBD/c38mi8hS9/kNQASwBifhTMUZQp+fDsDP7nswHbhHVTcVsH5j/EpUc/cKGGP8RURuAEaoalevYzGmpLEWlDEB4g5VvwMY53UsxpRElqCMCQAR6Qkk4VwX+tDjcIwpkayLzxhjTFCyFpQxxpigVKImh6xRo4bGxsZ6HYYxxhg/WrJkyV5VrZl7e4lKULGxsSQkJHgdhjHGGD8Ska15bbcuPmOMMUHJEpTxxO5Du3ln2TvM2zaP9Kx0r8MxxgShEtXFZ/wsMRGmToVLLoHWrQNeXVZ2FrM3zua/S//L579+TpZmAVA+vDzdGnbj5rY3c13L6wIehzGmZLAEVRZt3QrPPANvvw3pbuulf3947DFo2zYgVR7NOEr/yf2ZvXE2NcvX5P5O9zO41WA2p2zm283fMnvjbAZOHciapDU8ceETiOSeh9WYosnIyCAxMZG0tDSvQymzoqKiiImJITw8vGAHqGqJeZx33nlqiuiVV1TDwlTDw1Vvu0112TLVxx9XjY5WBdXbb1fNzvZrlUczjmqv93upPCn66s+v6rHMYyeVSc9M1z9/+mflSXT4Z8M1PTPdrzEYs2nTJk1KStJsP3++TcFkZ2drUlKSbtq06aR9QILm8Te/SNegRKSXiPwqIhtEZFQe+yNFZLK7/2cRifXZ11pEFrhrzqwUkaiixGIKYNEiuP9+uOwy2LgR3ngD4uPhqaecVtVf/uJse/ddv1V5LPMY1065li83fMlbfd7izo53EhEacVK58NBw3u7zNo91f4zxy8bTd1Jf0jLtm67xn7S0NKpXr26tc4+ICNWrVy9UC/aME5SIhOIsRX0F0AIYLCItchUbDuxX1WY4K3k+6x4bhjO78+3qrE1zEc5KniZQDh2CIUOgbl348ENo0ODE/dHR8PLL0L073HknbCr6BNZZ2VlcN/U6Zq2fxZtXvcnNbU+99p2I8PTFT/PGlW/wxYYv+Pucvxc5BmN8WXLyVmHf/6K0oDoCG1R1kzrLWE8Ccq9b0xdn0TZwpvnvIU6ElwMr1FmyGlVNVnWvmJvAuO8+p9X03ntQpUreZUJDnf2hoTB0KGRmFqnKsQljmf7rdF7q+RIjzhtR4ONua38bt593Oy8ufJHvtnxXpBiMMSVXURJUfU5cLjrR3ZZnGVXNBFKB6sBZgIrIbBFZKiIP5VeJiIwQkQQRSUhKSipCuGXYtGnw1lvwt7/BhfmuVedo2BDGjoUFC2D06DOuclvqNh6e8zA9m/bk7vPvLvTxz13+HE2rNeXPn/6ZA8cOnHEcxgSTihUrArB8+XI6depEy5Ytad26NZMnT/Y4suDk1X1QYTjLaA9xf/YXkR55FVTVcaraXlXb16x50kwY5nQOHIBbb4V27ZxrTQUxeLDTHfj007BqVaGrVFVGzhxJtmbzxlVvnFG3SoWICrzb7122H9jOPV/eU+jjjQlm5cuX591332X16tV8+eWX3HvvvaSkpHgdVtApSoLaAfheyIhxt+VZxr3uFA0k47S2flDVvap6BJgFtCtCLCY/48ZBcjK8+SZEnDw4IV+vvAJRUfDvfxe6ykmrJjFr/Sz+eck/ia0SW+jjc3Rq0IlRXUYxYfkEPl336Rmfx5hgc9ZZZ9G8eXMA6tWrR61atbAeopMV5T6oxUBzEWmMk4gGAdfnKjMduBFYAAwA5qqqishs4CF3Qbd04EKcQRTGn9LT4aWXnBtx27cv3LHVqjktrzFj4B//cLr+CmDvkb3c/eXddKzfkbs63nUGQZ/oiYueYMb6Gdw3+z56N++d5whAYwrt3nth+XL/njM+3vn3VkiLFi0iPT2dpk2b+jeeUuCMW1DuNaU7gdnAWmCKqq4WkadFpI9bbDxQXUQ2APcDo9xj9wMv4CS55cBSVZ155r+GydNHH8GOHfBQvpf4Tu2++0C1UP/onvj2CVLSUnjr6rcIDQk9s3p9RIRG8Oylz7IlZQtvLX2ryOczJpjs2rWLYcOG8c477xASYjPP5VaiFixs37692mzmBZSd7UxfFBrqfFM80+G1Q4fCZ5/Btm1Qteopi25P3U7TV5pyc9ubeeOqN86svjyoKhdOuJD1+9az4a4NVIio4Ldzm7Jj7dq1nHvuuZ7GULFiRQ4dOgTAgQMHuOiii3jkkUcYMGCAp3EVp7z+P4jIElU9qZvHUnZp9cUXsHo1PPjgmScncI4/dMi5gfc0Rv/ojPp7pNsjZ15fHkSE0T1Gs/vQbsYsGuPXcxvjhfT0dPr3788NN9xQppJTYVmCKq3+8x/nZtyBA4t2njZtoGdP5ybeU9wBvjVlK+OXjWd42+E0jC7Y9arC6NqwK72b9+bZec+SkmajnUzJNmXKFH744QcmTJhAfHw88fHxLPf3NbFSwBJUabRoEXz/vXMNqaCTMp7Kgw/Cnj3OTbz5GP3jaETE760nX/+4+B/sT9vPc/OfC1gdxgRSTvfe0KFDycjIYPny5ccf8fHxHkcXfCxBlUavvw6VK8Mtt/jnfJdc4oxQGjs2z91bUrbw9vK3uaXtLTSIbpBnGX9oW7ct17W8jpcWvsTeI3sDVo8xJjhYgiptDh1y1ni67jqoVMk/5xSBm2+GZctg5cqTdo/+cTQhEsLD3R72T32n8Hj3xzmccZg3Evw3CMMYE5wsQZU206bB4cNwww3+Pe+gQRAWBhMnnrB558GdTFg+gVvb3UpM5Rj/1pmHlrVa0qtZL8YsGmOznRtTylmCKm0mToTGjaFrV/+et2ZNuPJK+OCDEyaRfX3x62RmZ3LfBff5t75TeKDTA+w5vIcPV35YbHUaY4qfJajSZPt2mDvXaT0FYlmBG2+E3bvh668BZ5XcNxLeoO85fWlarfjugu/RuAeta7fmhQUvUJLu4zPGFI4lqNLk/fedmR/83b2X48ornSmQ3G6+91e8T/LRZO49/97A1JcPEeGBTg+wOmk1X238qljrNsYUH0tQpYWqkzi6dYMmTQJTR0SEM9P5p5+i+/fz0s8vEV8nnu6NugemvlMY1GoQdSvW5fkFzxd73cacqfvuu4+XfKYO69mzJ7f4jLZ94IEHeOGFF7wI7biUlBRef/31ApXt3LlzQGOxBFVaLF4Mv/4auNZTjhtvhGPH+Ob9p1mTtIb7LrjPk1VKI0IjuKvjXXy96WtW7jl5ZKExwahLly7Mnz8fgOzsbPbu3cvq1auP758/f37A/+jnyMxnQdLCJKic3yVQLEGVFhMnOstj/OlPga2nfXs491xe/G0itSvUZmDLIs5UUQS3tb+N8uHleWlh4WeQNsYLnTt3ZsGCBQCsXr2aVq1aUalSJfbv38+xY8dYu3YtLVq0oEePHrRr1464uDg+++wzAA4fPsyVV15JmzZtaNWq1fFFDkeNGkWLFi1o3bo1f/3rXwFISkri2muvpUOHDnTo0IF58+YB8OSTTzJs2DC6dOnCsGHDWL16NR07diQ+Pp7WrVuzfv16Ro0axcaNG4mPj+fBBx8E4D//+Q8dOnSgdevWPPHEE8d/n5wFGL/77jsuuugiBgwYwDnnnMOQIUP8cn24KMttmGCRkQGTJkG/fhAdHdi6RFg37Aq+SH+Bp5rdS2RYZGDrO4Vq5aoxNG4o7614j+cuf46q5U49ma0xOe798l6W7/bv1ELxdeJ5qdepvyzVq1ePsLAwtm3bxvz58+nUqRM7duxgwYIFREdHExcXR/ny5Zk2bRqVK1dm7969XHDBBfTp04cvv/ySevXqMXOms/BDamoqycnJTJs2jXXr1iEixxc9vOeee7jvvvvo2rUr27Zto2fPnqxduxaANWvW8NNPP1GuXDnuuusu7rnnHoYMGUJ6ejpZWVk888wzrFq16vjUS1999RXr169n0aJFqCp9+vThhx9+oHv3E7v2ly1bxurVq6lXrx5dunRh3rx5dC3iaGJrQZUGc+bAvn1wfe7luALjtSbJRGTC7Wu9n1X8jg53cDTzKBOWT/A6FGMKpHPnzsyfP/94gurUqdPx1126dEFVeeSRR2jdujWXXnopO3bsYM+ePcTFxfH111/zt7/9jR9//JHo6Giio6OJiopi+PDhfPLJJ5QvXx6Ab775hjvvvJP4+Hj69OnDgQMHjk+z1KdPH8qVKwdAp06dGD16NM8++yxbt249vt3XV199xVdffUXbtm1p164d69atY/369SeV69ixIzExMYSEhBAfH8+WLVuK/F5ZC6o0mDzZaTldfnnAqzqUfoh3N0/jT3uqUythFjz8j4DXeSpt6rShS4MujE0Yyz0X3EOI2Hcuc3qna+kEUs51qJUrV9KqVSsaNGjA888/T+XKlbnpppv44IMPSEpKYsmSJYSHhxMbG0taWhpnnXUWS5cuZdasWTz66KP06NGDxx9/nEWLFjFnzhymTp3KmDFjmDt3LtnZ2SxcuJCoqKiT6q9Q4Y8vltdffz3nn38+M2fOpHfv3rz55ps0yTXISlV5+OGHue222075e0VG/tGbEhoamu81rsKwf80lXXq6M3tEv34QGfjuto9WfsSBYwcY2fx6Z+qjPL5JFbc7OtzB+n3r+WbTN16HYsxpde7cmRkzZlCtWjVCQ0OpVq0aKSkpLFiwgM6dO5OamkqtWrUIDw/n22+/ZevWrQDs3LmT8uXLM3ToUB588EGWLl3KoUOHSE1NpXfv3rz44ov88ssvAFx++eW8+uqrx+vMb6b0TZs20aRJE+6++2769u3LihUrqFSpEgcPHjxepmfPnrz99tvHW2A7duzg999/D9TbcwJLUCXdV19Baqoz916AqSqvJ7xO69qt6TzQuRjLlCkBr/d0rj33WmqWr8nriws28sgYL8XFxR2/tuS7LTo6mho1ajBkyBASEhKIi4vj3Xff5ZxzzgFg5cqVxwc0PPXUUzz66KMcPHiQq666itatW9O1a9fjQ9RfeeUVEhISaN26NS1atOCNfNZzmzJlCq1atSI+Pp5Vq1Zxww03UL16dbp06UKrVq148MEHufzyy7n++uvp1KkTcXFxDBgw4IQEFki2om5JN2wYzJzpzPAQERHQqhYmLqTT+E6MvXIst7e/Hbp0cSandb+1eemROY/w7Lxn2XzP5oCsR2VKvmBYUdcU44q6ItJLRH4VkQ0iMiqP/ZEiMtnd/7OIxOba31BEDonIX4sSR5mVluYsx96/f8CTEzjz7lWKqMSQuCHOhoEDYcUKWLcu4HWfzm3nOf3jbya86XEkxhh/OeMEJSKhwGvAFUALYLCItMhVbDiwX1WbAS8Cz+ba/wLwxZnGUOZ9+SUcPFj0VXMLIPlIMlNWT2FY62FUinSX8bj2WmfOvyDo5mtUpRFXnXUV/136X9Kz0r0OxxjjB0VpQXUENqjqJlVNByYBfXOV6QvkrM8wFegh7rQDItIP2AysxpyZKVOgenW4+OKAV/XO8nc4lnWMkR1G/rGxfn1n1vQgSFAAI9uPJOlIEp+s/cTrUEyQKkmXNEqjwr7/RUlQ9YHtPq8T3W15llHVTCAVqC4iFYG/AU+drhIRGSEiCSKSkJSUVIRwS5kjR2D6dKcV449l3U8hW7N5I+ENujXsRqtarU7cOXAgrF7tPDx2edPLaVylsS1maPIUFRVFcnKyJSmPqCrJycl5Dn3Pj1f3QT0JvKiqh043j5uqjgPGgTNIIvChlRBffOEsTFgMo/e+3vg1G/dv5P8u/r+Td157Ldx1l3Mv1tNPBzyWUwmREG477zZGzRnFmqQ1tKiZu8fZlGUxMTEkJiZiX3S9ExUVRUxMwRc2LUqC2gE08Hkd427Lq0yiiIQB0UAycD4wQET+DVQBskUkTVXHFCGesmXKFGcRwQsvDHhVYxPGUrN8Ta4595qTd9ap48Twv//BU08FZh2qQri57c089u1jvJnwJi9f8bKnsZjgEh4eTuPGjb0OwxRCUbr4FgPNRaSxiEQAg4DpucpMB250nw8A5qqjm6rGqmos8BIw2pJTIRw+DDNmwIABzjLsAbQ9dTuf//Y5w9sOz3/evYEDnZF8K72fVbxmhZoMaDGAib9M5HD6Ya/DMcYUwRknKPea0p3AbGAtMEVVV4vI0yLSxy02Huea0wbgfuCkoejmDMyc6VyDKobuvbeWvoWqMuK8EfkXuuYaCAkJqsESqcdSmbRqktehGGOKwG7ULYkGDIB58yAxEUJDA1ZNRlYGjV5qRHydeGYNmXXqwpdeCtu2OWtSedzNp6rEjY2jXHg5Ft+62NNYjDGnF5AbdY0HDh1yWlADBgQ0OQFM/3U6uw7tYmT7kacvPHCgMy9fPnN+FScR4fb2t5OwM4GEnfaFxpiSyhJUSTNjhjODRDF0741NGEvD6Ib0bt779IX793cSZpB08w1rPYwK4RVsfj5jSjBLUCXNlClQt64zD14A/Zb8G3M2z2FEuxGEhhSgpVajBvTo4cQXBN3G0VHRDGs9jA9XfsjeI3u9DscYcwYsQZUkBw7ArFnOsu4hgf1fN2bRGMJDwhnebnjBDxo4EDZtgqVLAxdYIfyl4184lnWM8UvHex2KMeYMWIIqST7/HI4dC/jceweOHWDC8gkMbDWQOhXrFPzAfv2cYe+TJwcuuEJoVasVF8VexOsJr5OVneV1OMaYQrIEVZJMngwxMeCzjkwgTFw+kYPpB7m7492FO7BaNbjssqDp5gO4q+NdbEvdxozfZngdijGmkCxBlRTJyc7s5dddF9DuvWzN5tVFr3J+/fPpUL9D4U8weDBs3eoMgw8Cfc7uQ0zlGF5d9OrpCxtjgoolqJJiyhTIyHAWKAygrzZ+xfp967n7/EK2nnL07w/ly8P77/s3sDMUFhLGyPYjmbN5DmuT1nodjjGmECxBlRTvvQetWkGbNgGt5pWfX6FOxToMaDHgzE5QsaKTpKZMca6XBYFb2t1CRGgEry1+zetQjDGFYAmqJNiwARYscFpPAZyl4bfk3/hiwxeMbD+SiNAirNA7dCjs3+/cUBwEalWoxaBWg5iwfAL7ju7zOhxjTAFZgioJ3n/fSUzXXx/QanKGlucsn37GLr0Uatd2Wn1B4v4L7udwxmFbK8qYEsQSVLBTdRLUxRc7I/gCJPlIMuOXjWdw3GBqV6xdtJOFhTnJdOZM2BccLZY2ddrQs2lPXvn5FdIy07wOxxhTAJaggt3ChbBxY8AHR4xZNIYjGUd4qPND/jnhsGHOoI4gmfoI4MHOD7Ln8B7eXxEcAziMMadmCSrYvfcelCvnLGkRIIfTD/PKolfoc3YfWtZq6Z+TxsdDy5ZB1c13SeNLaFunLc/Nf45szfY6HGPMaViCCmbp6c7NuX37QuXKAatm/LLx7Du6j791+Zv/TiriDJaYP99pAQYBEeHBzg/ya/KvduOuMSWAJahg9vnnzjWcAHbvZWRl8Nz85+jWsBudG3T278mHDHES1YQJ/j1vEfyp5Z9oFN2If8/7t9ehGGNOwxJUMHv9dWjYEHr2DFgVH636iO0HtjOqawAWO27QAHr3hrfeclqDQSAsJIz7O93PvO3zmLctOGa7MMbkzRJUsFq7FubOhdtvD9jChNmazbPzniWuVhxXNLsiIHXwl7/A7t0wbVpgzn8GhrcdTq0KtXjiuye8DsUYcwpFSlAi0ktEfhWRDSJy0ldwEYkUkcnu/p9FJNbdfpmILBGRle7PS4oSR6k0dixERMDwQix3UUgfr/mYNUlrGNV1FBKoG4B79oTGjZ3WYJCoEFGBh7s+zJzNc/h287deh2OMyccZJygRCQVeA64AWgCDRaRFrmLDgf2q2gx4EXjW3b4XuFpV44AbgeAZ6hUMDh2CiROddZ9q1QpIFRlZGfx97t9pVasVA1sGcPmOkBAYORJ++AFWrQpcPYV0e/vbqV+pPo99+xgaJDOvG2NOVJQWVEdgg6puUtV0YBLQN1eZvsBE9/lUoIeIiKouU9Wd7vbVQDkRiSxCLKXLhx86ixPecUfAqnhn+Tus37ee0ZeMLtiKuUVx880QGem0CoNEVFgUj3Z/lHnb5zF742yvwzHG5KEoCao+sN3ndaK7Lc8yqpoJpALVc5W5FliqqnnOLCoiI0QkQUQSkpKSihBuCaEKr73mTArbqVNAqjiScYSnvn+Kzg06c9VZVwWkjhNUrw6DBsG77zqJN0jc3PZmYqvE8ujcR60VZUwQ8nSQhIi0xOn2y3fyN1Udp6rtVbV9zZo1iy84r8yfDytWOIMLAnRdaMyiMew8uJNnejwTuGtPud1xh9N1GSTLcABEhEbwxIVPsGTXEj779TOvwzHG5FKUBLUDaODzOsbdlmcZEQkDooFk93UMMA24QVWD407OYPDqq85NuQGaGHb/0f3866d/0bt5b7o16haQOvLUsSO0bw9jxkB2haGQ2AAAE1BJREFU8MziMLT1UM6ufjYPz3mY9KzgGApvjHEUJUEtBpqLSGMRiQAGAdNzlZmOMwgCYAAwV1VVRKoAM4FRqmo3o+RYs8aZu27kSKhQISBV/Ounf5GSlsLoS0YH5Pyn9MADzvD5qVOLv+58hIWE8fzlz7Nu7zpeWviS1+EYY3yccYJyryndCcwG1gJTVHW1iDwtIn3cYuOB/2/vzKOrrK4F/ts3c0gkYACRIUKTWFOhQKgMKrUiMjn0aYqgPhXr6nOpCM+qC+sTxD7lteVhbZ9UXY20fVWsCKviAIgMrQJBpvIEhQZkCEOYMzQk4Q77/bHvNQlDNeEm94Z7fmud9d3vu98937nn7nv2GfbZ+0IR2Q48AoRM0R8CsoEpIvK3YGoec7XWxDPPmGJ69NFmyf7Tg5/yfNHzjO8znm9f1LyBD8/ID34AeXkwbRr4/S3//LMwOnc0N196M9P+Mo2S8pKv/oDD4WgRpDUtDvfv31/XrVsX6WI0D1u2QK9eMHkyPBf+0U1AA1z56pVsP7adrQ9u5cLUU21VWog334TbboM5c8xwIkrYVbaLvBfzGJUzirfGRM8Iz+GIBURkvar2P/W68yQRLUybZuHSf/zjZsn+5XUvU7S3iJnXz4yccgIoKLDQ9VE2irok4xKevPpJ5n0+j8Xbndm5wxENOAUVDXz6KcydCw8/bCbZYWZ/5X4mL53M0B5DubP3nWHPv1F4PDB1Kmzdap7ao4hHBz9K7oW5TFg4wQU1dDiiAKegooFp08xy75FHmiX7iYsmUuur5aUbXmo5s/J/xi23QO/etuYWRaOopPgkXhz1IsXHinl8SZgCNzocjibjFFSkWb0a5s2DiROhffuwZz9742ze+uwtpnx3Ctnts8Oef5MIjaK2bTNP51HEdT2vY+KAifz6k1+zYNupRqkOh6MlcUYSkaS2Fvr2tQ2sW7ZAenpYs99UuomBhQMZ3G0wH9z5QfO7NGoMqjB0KKxfb+b1XU51QhI5an21DCocxO7y3Wy6fxNdL+ga6SI5HOc1zkgiGnnuOdsX9PLLYVdO5TXlFMwtoF1yO16/5fXoUk5gXjJeeQW8XvMyEUUdpaT4JN4oeINaXy13zL8DfyB6piEdjlgiPtIFiFk2b4bp0y3q7MjwxmJSVX644IfsPL6TFfesoFNap7DmHzays20d6rHHzEhkzJhIl+hLci/MZdboWdz957t5avlTPDc0AhubW5KKCti5Ew4etHToEFRWQk2NjfR9PnP4m5QEyck2Hd2pk6WLL4asLIh3zYkjvDiJigR+P9x3H7RtC78Mv/eCZz96lnmfz2PGsBlc1f2qsOcfViZNMmu+CRNsyq8ZrBibyl3fvouP93zM9I+n0zmtMxMGTIh0kc6dEyfM1+OGDbBxo43gi4tNIZ2JkFKKi7OoyDU1ZzZsiY+3uF+5ubafr29f6NcPeva0NUeHowk4BRUJZsyANWvgtdcgMzOsWc9cPZOnlj/Fnb3v5JFBzWMVGFbi46GwEPLzzUHunDnN5iS3KcwaPYtDVYd4eNHDZKZmMq7XuEgXqXGUllosro8/hpUrYdOmOgXTvr3tSbvxRhvNfuMb0Llz3cgoLe3MysXrhWPH6kZbJSWwfbspum3bYPFiG3EBZGTA4MFw5ZVw1VUwYIApPIfja+CMJFqa+fNts2pBgY0cwtgYz1o7iwfff5CCvALm3DqHeE8r6n9Mnw4/+QlMmWJm91FEtbeaEa+NYFXJKt4Z9w4jskdEukhnp7ISli+HDz+EpUvNAAUgNdWUw+DB5rS3Xz/o1q15OgO1tWb0s2GDdcRWrrSRGkBKClx9tY2Whw2zsDJuhBXznM1IwimolqSoCL73PejTB5Ytsz9rmCjcUMh979zHjbk3Mm/MPBLiEsKWd4ugaoENf/c7ePVVGD8+0iVqQHlNOdf8/hq2HdnG67e+zve/+f1IF8lQtfXMhQth0SIbKXm9DRXBNdfYlFtCBGXi6FEr27Jlpji3bLHrnTrB8OEwYoQdm2GrhSP6cQoq0uzYAQMH2obcoiIIU2wrX8DHk0uf5Oerfs7137iet8e+TXJ8cljybnG8Xhg1ClassAb3uusiXaIGHKo6xE1zbuKTfZ8wfeh0Hr/y8chsfD5xwhr6996zVBJ0cNu7txncDB9uI6VonkorLYUlS+x3/uADU2AejwXpHD3aUq9eUTXd62g+nIKKJNu3W8Nx7JhtzM3NDUu2R04cYdy8cXz4xYfcn38/L4x8gcS4xLDkHTHKy63nv2sXvP22jTijiGpvNePfHs+ftvyJe/rcw0ujXyIpvgUUwY4d1pi/955N4dXW2hrRsGGm1EeOjKq9ZI3C74e1a+H99+37bdhg17t1s+82ahRce619X8d5ydkUFKraalJ+fr62OhYvVs3IUG3fXnXlyrBlu3zncs16PksTf5qohRsKw5ZvVLBnj+pll6nGxam+8IJqIBDpEjUgEAjo1OVTlafRXrN66eqS1eF/SGWl6nvvqU6YoJqdrWqTeaq5uaqTJqkuWaJaUxP+50YD+/erFhaq3nKLalqafe+EBNVrr1X9xS9UN22KOplwnBvAOj1Dmx9xpdOY1KoUVCCgOnOmqsej2quX6o4dYcl2T9keHTN3jPI0eskvL9E1e9eEJd+oo7xc9aabTETvuUe1ujrSJTqNd7a9o91mdlN5WvSBdx/QsuqypmdWU6P60UeqP/2p6pAh1iCDakqK6qhRqr/6lWpxcfgK31qorVVdulT1scdUL7+8TlF37Kh6++2myHbscAqrleMUVEuycaPqsGFWvbfear3hc2R/xX79j6X/oanPpmryfybrtBXT9MTJE2EobBTj96tOmWL1eOmlqvPnR11DVFFToZMWTlLPNI92+HkHfWbFM3qk6shXf/D4cdVFi1SnTrWRQXKyfU8R1X79VB9/3EZJUaiYI0pJiers2ap33KHaqVOdwura1a7NmqX6t7+p+nyRLqmjEZxNQbk1qHCyezc89RT88Y/Qrp05RH3ooSab0aoqq0pW8eLaF5n72Vx8AR8FeQXMGDaDrIysMBc+ilm40Dy9b91qi//Tp9s6VRQtoK/fv54pK6bwfvH7pCakcm+fexnfdzx9L+qLVFba5tj16219Zd06M7tWNdno3Ru++11LQ4ZE1WblqEbVzOj/8pe6dPCgvZeWVmdOn59vVow5Oc7bRZTSLEYSIjICeAGIA36rqv91yvtJwB+AfOAocJuq7gq+9wTwQ8APPKyqXxklLioV1PHjtrfp9ddt8Tox0bwjTJ5smxQbSWVtJSt2reDdv7/Lu8Xvsr9yP22T2nJv33t54DsPRI9H8pbG54PZs03pHzhgjc3YsZby8iJdOlvo37ePzZuW8N+fF/LaiTV4JUBWZRy3bPZzw9/hin2Q1q6TNZgDB5rF2hVXmGWn49xRNXdNq1dbWrvWNibX1tr7iYlw2WXwrW/ZMTvb5Cg727y6OCJG2BWUiMQBfweGAXuBtcA4Vf2s3j0PAL1V9X4RGQv8i6reJiJ5wBzgCuBi4EMgV1X/qVfOiCuo6mqzLtu0yUzF16yxXrHXa0J+++3mwqhbt6/MqupkFTvLdvLF8S8oPlrMxtKNrD+wnm1HtqEo6YnpDM8ezg05N3Br3q2kJToLJgCqquCNN8zjxPLlEAiY9dp3vmOpTx/o3t1+g3NtdFTteceOmRn00aNw+LCZSB84YKmkBPbssWPIewJwJCORd4Z0Yn5ugA/SSjmJH494uLzj5QzoMoC8DnnktM8h58IcstpmtYwlYCzi9drIe8MG23u1ebMd9+xpeF/btuZPsHt3k6fOneu8anToYKPazEzrdMZFmePl84DmUFCDgKdVdXjw/AkAVZ1e757FwXtWi0g8UAp0ACbXv7f+ff/smeeioNTvZ9ncn0FAIeC3o98Pfh/4/KjPCydPojU1UFuDVlejFeVQWYmWl6OHDhEoO05AICDgT04kkN0TX24Oviv6483qijfgo9ZXS42vhhpfDSe8J6ioraDyZCUVtRUcOXGEwycOc6jqEGU1ZQ3K1yW9C/kX55PfOZ/B3QYzJGtI6zcZb25KS230unKl9ZaLixu+n55uGz/T022UkpJijUso+f2mVHw+62VXV1uqqjKPDBUVpgDPRFISXHSRKcLu3a1xy8qq65F37frl1G5FbQWrSlZRtLeIor1FfLLvE47XHG+QXbvkdlyUdhEd23QkIzmDtsltaZvUljYJbUhJSCElPoWUhBQSPAkkxCWQGJdInMQR74knzhNHnMThEQ8iYkcEEUGwadBTX4cIXfs6REWwy3BRUwP791vat898EYZcNx05Yr/92UhOtinENm1MplKSITmlzm9hYmIwJUB8gm2Qjo+3VF/+PJ66o4i9FmmYPALUvwaEfrPQtXqX6qh3oam/29f8XK/+o+jQ/bKmPePLR4VfQRUAI1T1vuD5vwIDVPWhevdsDt6zN3i+AxgAPA0Uqeofg9cLgYWq+tYZnvMj4EcA3bt3z9+9e3eTyhvweYl7tmUb/ARPAulJ6VyQdAHpielkpmbSsU1HOrbpSOe0zvRs15Oe7XrSo10PMlPD65MvJikrszWJkpK6VFZmyqay0pRPSCkFAtYghBqNxERzBxRKF1xgKaTkQj3ozExTTBkZTf7jqypHq49SfLSY4mPFlJSXUPqPUkqrSjn4j4OU15ZTXlNOeW05VSer8Aa8Ya4ohyN8/LnHE9x817l5+z+bgor6FUNVfQV4BWwE1dR8xBPHX694CeI8IJ5g78UDccGeTXwckpwCyclIYhJIwx6oRzxf9lBDvdU4jx1DvdoETwLJ8ckkxyeTFJ/UunzhnQ+EHJNGOSJCZmommamZDOo26Cvv9wV8VHurqfHV4A148fq9nPSfxK9+fAEf/oAfv/pRVQIaIKABlKCZLpz2OkRjOqf1P+doBKo2zRicqcHns05SIBCcwfHbPaFz1GZ3tH4KgFJ3Hsq3/jNOfebZ3msG8vpe32x5n0sLug+ov9jSNXjtTPfsDU7xtcWMJb7OZ8OKeDxcPfLfmvMRDkezEO+JJz0pnfSk8Aa1dDiinXNxI7wWyBGRHiKSCIwFFpxyzwLg7uDrAmBZ0OZ9ATBWRJJEpAeQA3xyDmVxOBwOx3lGk0dQquoTkYeAxZiZ+auqukVEnsE2XS0ACoH/FZHtwDFMiRG8703gM8AHPPhVFnwOh8PhiC1a1UZdETkMNM1Koo5M4EgYinM+4eqkIa4+TsfVyem4OjmdptZJlqqeFuKhVSmocCAi685kLRLLuDppiKuP03F1cjquTk4n3HXiQlk6HA6HIypxCsrhcDgcUUksKqhXIl2AKMTVSUNcfZyOq5PTcXVyOmGtk5hbg3I4HA5H6yAWR1AOh8PhaAU4BeVwOByOqCRmFJSIjBCRbSKyXUQmR7o8kUBEuonIchH5TES2iMjE4PX2IrJERIqDx3aRLmtLIyJxIrJRRN4NnvcQkTVBeflT0FtKzCAiGSLylohsFZHPRWRQrMuJiPx78H+zWUTmiEhyrMmJiLwqIoeCjsBD184oF2L8Klg3/yci/Rr7vJhQUMHYVS8CI4E8YFwwJlWs4QN+rKp5wEDgwWA9TAaWqmoOsDR4HmtMBD6vd/4z4HlVzQaOY8E1Y4kXgEWq+k3g21jdxKyciEgX4GGgv6pejnnPGUvsycnvgBGnXDubXIzE3NjlYBEpftPYh8WEgsICI25X1S9U9STwBnBzhMvU4qjqAVXdEHxdiTU6XbC6+H3wtt8D349MCSODiHQFRgO/DZ4LcC0QCv8SU3UiIm2BIZirMlT1pKqWEeNygrmGSwk6vk4FDhBjcqKqf8Xc1tXnbHJxM/AHNYqADBHp3JjnxYqC6gKU1DvfG7wWs4jIJUBfYA3QSVUPBN8qBTpFqFiR4pfA40AoOuGFQJmqhkLkxpq89AAOA7OD056/FZE2xLCcqOo+YAawB1NM5cB6YltOQpxNLs653Y0VBeWoh4ikAfOASaraIHRo0Nt8zOw9EJEbgEOquj7SZYki4oF+wG9UtS9QxSnTeTEoJ+2wEUEP4GKgDadPdcU84ZaLWFFQLR5/KloRkQRMOb2mqvODlw+Ght7B46FIlS8CXAncJCK7sKnfa7H1l4zgVA7EnrzsBfaq6prg+VuYwoplObkO2Kmqh1XVC8zHZCeW5STE2eTinNvdWFFQXyd21XlPcG2lEPhcVWfWe6t+3K67gbdbumyRQlWfUNWuqnoJJhfLVPUOYDkWwwxir05KgRIRuTR4aSgWGidm5QSb2hsoIqnB/1GoTmJWTupxNrlYANwVtOYbCJTXmwr8WsSMJwkRGYWtNYRiVz0b4SK1OCJyFfAR8Cl16y0/wdah3gS6Y+FMxqjqqQuh5z0icg3wqKreICI9sRFVe2AjcKeq1kayfC2JiPTBjEYSgS+A8ViHNmblRESmAbdh1rAbgfuwNZWYkRMRmQNcg4XVOAhMBf7MGeQiqMj/B5sKPQGMV9V1jXperCgoh8PhcLQuYmWKz+FwOBytDKegHA6HwxGVOAXlcDgcjqjEKSiHw+FwRCVOQTkcDocjKnEKyuFwOBxRiVNQDofD4YhK/h9SUOjrRKtl9QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
"source": [
- "#%% barycenter computation\n",
- "\n",
"alpha = 0.2 # 0<=alpha<=1\n",
"weights = np.array([1 - alpha, alpha])\n",
"\n",
@@ -194,47 +192,56 @@
"metadata": {
"collapsed": false
},
+ "outputs": [],
+ "source": [
+ "n_alpha = 11\n",
+ "alpha_list = np.linspace(0, 1, n_alpha)\n",
+ "\n",
+ "\n",
+ "B_l2 = np.zeros((n, n_alpha))\n",
+ "\n",
+ "B_wass = np.copy(B_l2)\n",
+ "\n",
+ "for i in range(0, n_alpha):\n",
+ " alpha = alpha_list[i]\n",
+ " weights = np.array([1 - alpha, alpha])\n",
+ " B_l2[:, i] = A.dot(weights)\n",
+ " B_wass[:, i] = ot.bregman.barycenter(A, M, reg, weights)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "collapsed": false
+ },
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 432x288 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 432x288 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
"source": [
- "#%% barycenter interpolation\n",
- "\n",
- "n_alpha = 11\n",
- "alpha_list = np.linspace(0, 1, n_alpha)\n",
- "\n",
- "\n",
- "B_l2 = np.zeros((n, n_alpha))\n",
- "\n",
- "B_wass = np.copy(B_l2)\n",
- "\n",
- "for i in range(0, n_alpha):\n",
- " alpha = alpha_list[i]\n",
- " weights = np.array([1 - alpha, alpha])\n",
- " B_l2[:, i] = A.dot(weights)\n",
- " B_wass[:, i] = ot.bregman.barycenter(A, M, reg, weights)\n",
- "\n",
- "#%% plot interpolation\n",
- "\n",
"pl.figure(3)\n",
"\n",
"cmap = pl.cm.get_cmap('viridis')\n",
@@ -300,7 +307,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.5"
+ "version": "3.6.9"
}
},
"nbformat": 4,