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@clelange
Created February 9, 2024 13:02
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "b189bc69-10e0-4aea-b40c-fd3dab00c82e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Welcome to JupyROOT 6.30/04\n"
]
}
],
"source": [
"import ROOT as r\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "aacb6655-f43d-4317-b2ff-92946343e63f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PolyCollection at 0x16b60ac50>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"green = r.gROOT.GetColor(r.kGreen).AsHexString()\n",
"yellow = r.gROOT.GetColor(r.kYellow).AsHexString()\n",
"plt.plot(np.linspace(0, 10, 10), np.linspace(0, 10, 10)*0.4*np.random.normal(1, 0.05, 10), color='k', marker='o')\n",
"plt.fill_between(np.linspace(0, 10, 10), \n",
" np.linspace(0, 10, 10)*0.6*np.random.normal(1, 0.05, 10), \n",
" np.linspace(0, 10, 10)*0.2*np.random.normal(1, 0.05, 10), color=yellow)\n",
"plt.fill_between(np.linspace(0, 10, 10), \n",
" np.linspace(0, 10, 10)*0.5*np.random.normal(1, 0.05, 10), \n",
" np.linspace(0, 10, 10)*0.3*np.random.normal(1, 0.05, 10), color=green)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f9fa48de-e27f-4340-a9f1-08e5c2b695c8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PolyCollection at 0x16b6b8a90>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(np.linspace(0, 10, 10), np.linspace(0, 10, 10)*0.4*np.random.normal(1, 0.05, 10), color='k', marker='o')\n",
"plt.fill_between(np.linspace(0, 10, 10), \n",
" np.linspace(0, 10, 10)*0.6*np.random.normal(1, 0.05, 10), \n",
" np.linspace(0, 10, 10)*0.2*np.random.normal(1, 0.05, 10), color='gold')\n",
"plt.fill_between(np.linspace(0, 10, 10), \n",
" np.linspace(0, 10, 10)*0.5*np.random.normal(1, 0.05, 10), \n",
" np.linspace(0, 10, 10)*0.3*np.random.normal(1, 0.05, 10), color='limegreen')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "b531317b-a7a5-4e32-a482-68ad124757d1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PolyCollection at 0x16bd27650>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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0fE/8AMfkGxM2LSLBQgghrBCuhFMLwLsLOca8+ZSCciOPo3pPjoV7cFi/CI/KBc6e1kjVnomm6Fa4qsH0x1mUQp08hr5+JY7LJyWkJgkWQgiRaP6jUPIqGIHIBQkU5xNWdor0bnXTGkf1ngTIwPxN3UDVCxKpPK3RXFkVTZs6M0qK4lzJaRIshBAikWq2Qtk7mGFCAsW5+FQGx8I9OKYXcETvxUm9GwZ2tMiGYKdHIbQGoaK1CWa2bdLjbJ27xrmS0yRYCCFEIijD3DWzapnVlSQdpaBSteNY2OyPOKL34pSRB0SnNU7vK5HO0xrN1eHITib884eAGVEb7RrRNLSu3bGPHp+wuiRYCCFEvBlBKJsbOdtDGEqj2OjSIEh4VRZwdn9Ea5rWaI6LV77NNX9+EGfAiy87j4zqchQaWv1RMM2MGpk/ejKh+1lIsBBCiHgKV0PJfyDYepeRBpTLXPYZLuCI3pMTenfCOBuZ1pAgcT62cIix//4ZI97/CwBHh17JR4+8SP7OlWftY6F17U7mj55MrX0sfvOb3/D444/z0EMP8cwzz8SoJCGESBOBk2ao0GtpTf0U1UZbczfLess+QTtr2adMazRPZmUJU35/P913rARgwy0P89lXfoyyOzhwxXQOjrmhbufNcf3d5Kfazpvr1q3jb3/7G8OGDYtlPUIIkR5qC6H0LUAn3UNFqd6xwbLPapUDtK5ln/HWZc86pj59H21PnSSY0ZZF3/4LB65oeKy7sts5MWQiAJf1KLEkVEALg0VNTQ133303L7zwAr/61a9iXZMQQqQupcCz0tyWO83pysZ8/xfYGhpBa1/2GTdKMXjhi0z852PYwyFOde/P/O+/QmWP/lZXdk4tio8PPPAAN9xwA5MnTz7vYwOBAB6Pp8EfIYRISypsLiVtBaHCa2TyH+89bAtFR61b97LPeLAHfFzz7H9z1Qv/gz0cYt8V05nz5KKkDhXQghGL119/nY0bN7Ju3bomPX7WrFn84he/aHZhQgiRUvRaKHnd3KI7zZXrHXjN+xWqVY5Mb8RJdvEhpj19H50ObsWw2Vhz98/ZdPO361Z6JLNmBYujR4/y0EMP8fHHH5ORkdGk5zz++OM88sgjdR97PB4KCgqaV6UQQiSzYCkUvwK6h3TvpzgYvoi3vHcSwiGhIk4KNi3i+me+TkZNBb6cPBY+8iLHh15pdVlN1qxgsWHDBkpKShg5cmTdNV3XWbZsGc8++yyBQAD7Gc0ibrcbt9sdm2qFECLZ+PZByZugQqR7qNgYHMlC/1RAGjHjwjAY9fbvufz1J9CUorjfKBZ872VqOvawurJmaVawuPbaa9m2bVuDa/fffz8DBgzgBz/4wVmhQggh0ppnLZyaT7oHCkNpLPJPZl3ocqtLSVuu2iom/+mb9F43H4Ad132VZV97EsOZer+YNytYZGdnM2TIkAbXsrKyyMvLO+u6EEKkLaWbJ5NWN63XLJUFlIu53ts4oPe1upS01eHITqY9dS/tTu4n7HSz7OtPUzj5PqvLajHZeVMIIZrD8JtTH/4DVlcSd1VGLq977+KU0YFznEQhLlD9rbmrO/Zg/qP/pvTiS60u64JccLBYsmRJDMoQQogUEDoFxf+B8CmrK4m74+HuvOH9EgEypJ8iDs7amnvYVXz03X/gz8mzuLILJyMWQgjRFP7DUPKaeaBYmvdU7AgN5j3fdBSahIo4yKwsYcrvvkr3nasA2HDrd/nsrh+j0qRPUYKFEEKcT81mKJuHGSjSN1QoBcsCk1gZnMTnHMQtLkCX3WuZ+tsZ5tbcmdl88u2/cPDym6wuK6YkWAghxLkoAyoWmVt0p7mQcvCebzq7woMiVyRUxNSZW3P3uIT5j/476XfRbAkJFkII0RgjaB4i5tttdSVxV2Nk8ab3yxQbXawuJS3ZAz6ufP4RBi55DYB9Y2/m0weeJZSZbXFl8SHBQgghzhT2mDtphkqtriTuSvTOvO69i1rVRvop4iCVt+ZuKQkWQghRX+C4ufLD8JHO/RQAe0P9mOu7DR27hIo4MLfm/hoZNZUpuTV3S0mwEEKIqNodUPo2YJDOoUIpWBu8nEWB6AnV6fvbsyUMg1Fv/47LX/91Sm/N3VISLIQQQimoWg6Vn1pdSdzpysYC/zS2hFJ7E6Zk5aqtZPIfv0nv9QuA1N6au6UkWAghWjcVhrJ3oXbb+R+b4nwqgzneOzmq97S6lLTU4chOpj15D+2KDphbc3/jtxRee6/VZSWcBAshROul10DxaxA8YXUlcVeud+B17114VC4y9RF7F694i2v+8u202pq7pSRYCCFap2Cx2aSpV5PO/RQAh8K9mOP9IiEc0qQZY+m8NXdLSbAQQrQ+3r1Q+qY5DZLmoWJzcATz/V8AkFARY2dtzX3bI3z25R+lzdbcLSXBQgjReigF1Z+ZR56nOUNpfOq/hrWhsVaXkpZaw9bcLSXBQgjROigdyj+Emg1WVxJ3QeVkrvc29usXW11K+lGKIQv/wYR/Pp72W3O3lAQLIUT6031Q8gYEDlldSdxVGTm84f0y5UZHpEkztuwBH1c9/10GLHkdSP+tuVtKgoUQIr2Fys3tucOVVlcSd8fD+bzp+zJ+5ZZ+ihgzt+a+l04Ht2HYbKy+5xdsnv5gWm/N3VISLIQQ6ct3EEpeBxUk3Zs0d4YG8Z5vOgY2CRUx1nPTJ1z3zNfJqKnEm9ORjx55keNDJ1ldVtKSYCGESE/VG6H8vcgH6RsqlIIVwYksD1yJ+XXKb9AxYxiMfuu3XPbGrFa5NXdLSbAQQqQXZUDFx+BZbXUlcRdWdt733cTO8JDIFQkVLaHpOt0KV5FVUUxt+y6cHDgOp7+6wdbc26+/n+Uzf9OqtuZuKQkWQoj0YQSgdA749lpdSdzVGFnM9n6RIqOb1aWktD5r5jHhxcfILj+9+2ptbifQbGRVFrfqrblbSoKFECI9hCvNnTRDZVZXEncleide995FrcqSfooL0GfNPKY+PYMzp8raVJWiAb7sPN778ZxWuzV3S0mwEEKkvsAxM1QYAdK5nwJgX+hi3vbdjo5dQsUF0HSdCS8+BqizJpA0zL9FutNFWe9hiS8uxcnfSiFEaqvZBidfBMMPGFZXEzdKwdrAGN70fYmwnPlxYZSi99r3yS4/cc6uFA1oe+ok3QpXJbKytCAjFkKI1KQUVC6BqqVWVxJ3urLxkX8Km0KjrC4l5birK+hwZCd5RwvpcHSX+e9HCsmoqWjS87MqiuNcYfqRYCGESD1GCMreAe8OqyuJO5/K4C3vHRzRe1ldSlJz+qrpcHQ3HY7spEMkROQdKSSroqjRxxuahk2df9qstn2XWJea9iRYCCFSS7gaSl6FYONvGOnklNGe12vvokq1Q5aSmuxBP+2P76HDkUI6HCmMjEQUklNy5JzP8XQq4FTPQZQXDORUz4GcKhhAZbe+fOWhy2hbfhKtkb4chUZNXj4nB46L55eTliRYCCFSh2+/uZzU8JPuTZqHwz2Z4/0iQZytsp/CFg6RW3TADA9HdppB4mghuUUHsBmN99LUtu/KqYIBlPccyKmCgZzqOYhTBZec8yyPFTN/w9SnZ6DQGoSLaDvnipmzWv0R6C0hwUIIkfyUDhWLwbOC0z376WtLcDgf+m8ASOpQ0djGUs1+IzYMckoO0+FoIXmRUYgOR3bS/sRe7OFQo0/xt21Hec9BkfAwsG4kIpDdoVkvfeCK6Sx49OWz9rGoyctnxcxZHLhievO+FgFIsBBCJLtwJZTMhuDxyIX0DRVKweLANawJJv/we2MbS1Xn5bNi5m8af0NWiqxTJ8zwcLSwbiqjw7HdOAPeRl8jmNGWUwUDzPBQNwoxEG+7LjE7/OvAFdM5OOaGCw9Ioo4ECyFE8qothLK5oBr/zTWdBJWTd3y3si/cz+pSzutcG0u1LT/J1KdnsOiBZ6npVFDXRBmdznB7PY3eL+x0U9GjP6cKBpojEZE+iOqOBWCL/4iNsts5MWRi3F+ntZBgIYRIPkYIKj6C6nVWV5IQHiObN7x3UWZ0JNmbND9/YymFAib/+YFGn2vY7FTm9zvdB9HTDBKeLheh7PJ2FBvmQXSZduv2dJH/kkKI5BIqg5I3IVRqdSUJcULvxpveL+NTGUndTxHVrXBVg+mPM0XDRk37rpRcPDLSQGkGicr8i+UQrzjS0LGh+ELGB3R2W7fniQQLIUTyqNliHnWudNK5lyKqMDSAeb5bMLClRKiApm8YtWrGr9g78Y44VyOiNAza2yq4I3M2He3lgAQLIURrZgSg/AOo3Wp1JQmhKxvLA5NYFZxAdOg6VTi91U16nGwslSjm358hjm1MyVyAS7O+H0mChRDCWoGTUPqmufqjFagw2jPXe2u9485TJ1QM/ORfTPrH94FzxyHZWCpxNAxsGEzL+JBhruQJ5RIshBDWUMpszjy1APNtKr2nPpSC7aGhzPd/AR0bqRQo7AEfk/7+KIM+fQWAor4j6bJ/UyRcyMZSVtAwaKdVcnub2XS2J1c/kgQLIUTi6T7zrA/fbqsrSQi/crPAN42d4SGk2tRHTtEhpv72Pjod3Iphs/HZXT9m4y0P02ft+7KxlIUGOXYwLfPDpJj6OJMECyFEYvmPQOls0GusriQhjoV7MNd3GzWqbeRK6oSKXhs+YvIfvkFGbRXenI58/N1/cGzYlYBsLGWF6NTHlIwFDHdujtUeYTEnwUIIkRjKgKqVUPlp9IKl5cSboTRWBiewImBuvJQqqz7A3KtizOwnGTP7KQCK+o1mwaMvU5vXvcHjZGOpxNEwyNWquKPNbDrbS6wu53NJsBBCxJ9eA6Vvgf+g1ZUkRJWRwzu+Wzmu9yCVRigA3NWnuO6Zb9Br8yIAtk39Oiu++oTsP2GxAY5CvpD5AW4taHUp5yXBQggRXw1OJE1/O0MD+cB3I2EcpFqo6LRvE1N/ex85pUcJuTJZ8s1n2HPll6wuq9XSMNBQXJ+xkEudG5N26uNMEiyEEPGhdKj4FDwraQ0nkgaVk4W+qWwLDyfVGjRRikGf/ItJf38UezhIZdc+LHj0X5RfNMTqylotDYNszcMdbWbT1d60TcmShQQLIUTshSvNbbmD0RUD6R0qTurdeNt7Gx6VG7mSOqHCHvBx5d+/x8BP/wPAgTFfYNG3nyOYlXueZ4p46u/YzQ2Z75OhBawupdkkWAghYqt2p7mUtBWcSKoUrAmOZUngavPjFGrQhMaWkv6Ejbc8lJATRcXZolMfkzM+ZpRzfcpMfZxJgoUQIjZa2Ymk1UY27/pu5ojei1QaoYjqtWEhk//w/xpdSioSz5z6qOb2NnPoZj9pdTkXpFmx9LnnnmPYsGHk5OSQk5PD2LFjmT9/frxqE0KkilAZnHweqtdbXUlC7An15/ma/+KoXkCqhQpN17nstSe48ddfIqO2iqJ+o3nzt0slVFisn2MvX2/7fMqHCmjmiEWPHj34zW9+Q79+/VBK8fLLL3PzzTezadMmBg8eHK8ahRDJrGYzlL/fKk4kDSkHn/ivY1NoFCnXoIm5lPT6//s6PbeYe4lsnfoNVn71CQyny+LKWicNA4Br3R8zxrUuZac+ztSsYHHTTTc1+PiJJ57gueeeY82aNRIshGhtjIAZKGq3WV1JQhTrnXnbezuVqn3kSmq9C3Tet5GpT99Hdtkxcynpt/7AnklftLqsVkvDoK1Ww+1t5pBvP3H+J6SQFvdY6LrO7Nmzqa2tZezYsed8XCAQIBA43dXq8Xha+pJCiGQROAmlb0C4yupK4k4pWBccw6eByZGj0lKssVEpBn38MpP+8f26paTzv/9vTvWSXwat1Me+n+lt3iVTS7/9XZodLLZt28bYsWPx+/20bduWuXPnMmjQoHM+ftasWfziF7+4oCKFEElCKaheC6cW0hpOJK0xsnjPN52Del+rS2kRe8DHlS/8DwMXvwrIUlKrRac+rnEv4jLXZ2kz9XEmTSnVrJ8MwWCQI0eOUFVVxZw5c/j73//O0qVLzxkuGhuxKCgooKqqipycnAurXgiROLoXyt5tNSeS7g/34V3vLQTISL1RCqJLSe+l08FtGDYba77yUzbd/B1ZSmoRDYM2Wi23Z86hh+N4/F+w61ch46KY3tLj8ZCbm3ve9+9mj1i4XC4uvvhiAEaNGsW6dev4wx/+wN/+9rdGH+92u3G7ZY95IVJaKzqRNKzsLPZfw7rQ5YBBMxfPJYVe6xcw+Y//VbeU9KNH/sHxobLqw0q97QeYnvkubWw+q0uJuwvex8IwjAYjEkKINKIMqFoBlYujFywtJ95K9Y7M9d1GmdExciW1QoWm64x5cxZj5vwWgKL+Y1jwvZfOOpVUJEZ06uMq92KucK1O26mPMzUrWDz++ONMmzaNnj17Ul1dzauvvsqSJUtYuHBhvOoTQlglXA1lb4H/kNWVxJ1SsCk0ko/912OgkWqBAiDDU851z3xDlpImCQ2DTM3L7ZlvUeA4anU5CdWsYFFSUsJ9993HyZMnyc3NZdiwYSxcuJDrrrsuXvUJIazg22cec94KTiT1Gpl84L+RveFLrC6lxWQpabJR9LIf4ubMd8iyea0uJuGaFSz+8Y9/xKsOIUQyaGUnkh4KX8Q7vlvwqTZWl9IyspQ0qWgYKDSudC9hnGtlq5n6OJOcFSKEMLWiE0l1ZWNp4ErWBMehoVJy1Yc94OPK5x9h4JLXADhw2Q0sevAvspTUIhoGGZqP2zLfppfjsNXlWEqChRCiVZ1Iekpvz1zf7RQbXQANlWI7aMI5lpLe8hCt9ldkyykK7Ee4JXMubW21VhdjOQkWQrRmRsjc7Kom/Q8PUwq2hYaxwD8NHRuptiV3lCwlTR7RqY+J7mWMd63ApqXvKF9zSLAQorUKlkLpm+bJpGnOr9x86LuBXeFBpOLhYSBLSZONho6bALe2eZvejkNWl5NUJFgI0RrVbIay94H0P5H0aLiAub7bqFVZkSupFyrMpaRfp+cWcz+RrdO+wcoZspTUOooe9mPcmjmXtrb03zSuuSRYCNGatKITSQ2lsSIwkRXBiSnboAlnLCV1t2HJN5+RpaSWMQCNca4VTHIvk6mPc5BgIURrESyCktdbxYmklUYu73hv44SRT6o2aKIUgz9+iYn/+IEsJU0C5tRHkFvazKWP44DV5SQ1CRZCtAb+I1D8b1Bh0n3qY0doEB/6biSMg1Sc9gBwBLxMev5/ZClp0lDk209wW+bbZNuqrS4m6UmwECLd+Q5A8aukez9FQLlY6JvK9vAwUrVBEyCn6CDTnr6Xjoe2m0tJ7/6ZeSqpLCW1gHkI3VjXKq50L5GpjyaSYCFEOvPuMac/IochpasTej5ve2+jWkWPck7NN+Fe6xdw3R/+H26vR5aSWkzDwEWQWzLn0te53+pyUooECyHSVe0OKJ1DOo9SGEpjTXAsSwNXAaRMg6am63QrXEVWRTG17btQdMnljJn9FKPfkqWkyUHRzXaS29q8RY7NY3UxKUeChRDpqGazuZNmGvMY2bzru4Wjek9SaYSiz5p5THjxMbLLT9RdCzvdOEIBQJaSWsucQrvcuZqrMpZg19J7pC9eJFgIkW486+DUB1ZXEVe7Qpfwvm86oRRr0OyzZh5Tn57BmaNIjlAABWy94ZusmPkbS2pr7aJTH9Mz36Wfc6/V5aQ0CRZCpJOqVVDxkdVVxEVIOdgb7s+W4HAO6n1JtQZNTdeZ8OJj8DmLX/useY+VM55A2e2JLK1V09BR2Bjp3MCkjKVkan6rS0p5EiyESAdKQeVSqFpidSUxpRQc1QvYFhrGztBgQrjQ6hpRUydUAHTbubLB9MeZNCC7/DjdCldxYsjExBXWapkrPnrYjzMlYwGd7SVWF5Q2JFgIkeqUgopPwLPS6kpipsJoz7bgULaEhlOtcrGhY2D+Fp8qDZpReYe202/5HAYt+leTHp9VURznigQYtNVquS7jIwY4CmUlb4xJsBAilSkDTs2H6nVWV3LB/MpNYWgQW0LDOaH3iJwcaYaIaKhIFdklh+m34i36L59D3pGdzXpubfsucapKaOjYUIx1rWKsexVOLWx1SWlJgoUQqUoZUDYPajdbXUmLGUrjQLgvW0PD2BO+BAMbWqSxMdVGJjKqyrh41Vz6L59Dt92f1V3XHS4OjZrCnvG3MfGlH5J1qqjua6xPoVGTl8/JgeMSWXarEA2p/Rx7mZzxMe1s6b+tvZUkWAiRipQOpW+Dd4fVlbRIsd6FbaGhbA0Ow0+bSANddKojdcalnb5qeq/9kP7L51Cw5VNshg6A0jSODZnE3ol3sP+KmwhmtTOfYLcz9ekZKLQG4SL6Na+YOUsaN2NO0d5WwZSM+XK8eYJIsBAi1RghKJ0Nvj1WV9IsNUZbdoQGsyU0gjKj0xlhInXeTG2hID03L6Lf8jn0XvchzqCv7nPFF49kz8Q72DfuVrwdup313ANXTGfBoy+ftY9FTV4+K2bO4sAV0xPyNbQGGgYOQlzlXsJI1wbZkyKBJFgIkUqMIJS8Bv5DVlfSJCHlYE+4P1uDwzmo94kcX27+dp5KYQLDIL9wFf2Xz6Hv6nfIqKms+1Rlt77smXQneybcQVX+xee91YErpnNwzA0Ndt48OXCcjFTEiDntoTHcuZkr3UvIsnmtLqnVkWAhRKow/FD8HwgcI5m36TaXiPZkW2joGUtEU+z4cqXoeGgb/ZbPod+Kt8guP173qdr2Xdk7/jb2TPoipX2GN/uAMGW3y5LSmDOXj3a1nWRq5ny62YusLqjVkmAhRCrQveax58EikjVUnDLasz0NlojmFB2i34o59F8+mw7HdtddD7TJYf/Ym9kz8Q5ODJogIwxJRMMgU/MxOeNjBju2y/JRi0mwECLZ6TVQ9DKEyki2UFG3RDQ4ghNG95RdIppZWVK3oqPrntNLd8NON4dGT2XPxDs4PPJ6DKfbwirFmTR0NOBy1xrGuVfi1oJWlySQYCFEcgt7oOglCFeQLKFCVzYOhPuwrd4SUVJwiajT66HP2g/ot3wOBVuX1K3oMGw2jg29ij0T7+DgZTcQzMq1uFJxpmiA7WM/wHUZH9HBXmF1SaIeCRZCJKtQBRT9E/RqrA4VSkGx0YVtoWFsCw49a4loqmyvbQsF6LXpE/ovm81FGxbgCJ4+F6Ko32j2Rld0yCZVSUyRo1UxJWMBFzv3W12MaIQECyGSUajMHKnQa7EyVFQbbdkRGsKW0AjKjY5n9E2kxlSHpuvk71xJvxVz6Lv6XTJqT2+OVJHfjz2T7mTvhDuo6tbHwirF+WgY2NGZ5F7KGNdaWT6axCRYCJFsgsVmqDD8WBEqzCWil7AlOJxDeu8GS0St7pvQdL1pyzSVouPBLfRfPod+K96m7al6e0Z0yGfvhNvZM/EOynoPa/aKDpFY0WmPwY5tXJOxmLa2GqtLEuchwUKIZBI4DkX/AhUkkaFCKTii92RbaBiFoUFJuUS0z5p5Z20sVZ2Xz4qZv6nbWCr35AH6LZ9N/+VzaH9ib93j/Fm57B97C3sm3iF7RqQMBWh0tpUwNWM+3R3Hz/sMkRwkWAiRLPxHzCWlKkyiQsUpvT3bQsPYGhpOtcpJ2iWifdbMY+rTMzjz+9K2/CRTn55B4dVfIe/YLrrs3VD3ubArg4Ojp7F34h0cvnSyrOhIIRoGbgJcm/EJw5xbZFApxUiwECIZ+A5A8auATrxDhU9lRJaIDudkCiwR1XSdCS8+RmOniJjTNDBo8X8AMGx2jg6/mj0T7uDg5TcQysxOdLniApijZDDauZaJGcvJ0AIWVyRaQoKFEFbz7oaSN4D4NqMdD3dnTfAK9ob7p9QS0W6FqxpMf5wpGja2fOG/2HD7/+Br1zkxhYkYMnfN7Gk/zJSMBXS0l1tdkLgAEiyEsFLtDiidQzxHKZSCtcHL+TRwLaBSboloVkVxkx5X3H+MhIqUpMjRqrk+YyH9HHtk2iMNSLAQwio1m6Hsnbi+REC5eN93E7vDA+P6OvFU28SwUCt7T6QUDQMbBhPcy7nctQaHpltdkogRCRZCWMGzDk59ENeXKNU7Mtv7RapUu7i+Tjy5ayq5dN6zn/sYhUZNXj4nB45LUFXiQkR7egY4Crk2YxE5No/VJYkYk2AhRKJVrYKKj+L6EjtCg3nfdxMGtqTvoTiXjge3MvXp+8gtPoTucGILhwANrd60UbSdc8XMWbKENOmZy0fzbGVMzVhAT8cRqwsScSLBQohEUQoql0LVkri9hK5sfOK/jg2hMUR/kKeiSxa/ylXPP4Ij6Keqcy8WfP/f5BQfOmsfi5q8fFbMnFW3j4VIThoGLoJcnfEpI5ybsGnJce6NiA8JFkIkglJQ8TF4VsXtJTxGDm957+Ck0S1yJfVChS0UYOKLjzHko38CcGjk9Xzy0PME2rajrPcwDo65oWk7b4qkYJ4nY+NS5wauzFhKpuY//5NEypNgIUS8KQNOzYfqded/bAsdDPdmrvc2ArhIxUAB0Lb0KFN/O4Mu+zaiNI21X3qc9bd/D2ynp3KU3c6JIRMtrFI0jTla1t1+nKkZC+hsL7G6IJFAEiyEiCdlQNk8qN0cn9srWBUcz9LAVZHNolKzn6LHliVc/38zyaw+hb9tez56+O8cvfRaq8sSLaBhkKXVMjnjIwY6CmX5aCskwUKIeFE6lL4F3p1xub1PZTDPezP79X7my6XiSIVhMGru/3HZ609gMwxK+o5gwfdeprpzL6srE82koaMBY12rGOtehUsLWV2SsIgECyHiwQhB6Zvg23v+x7ZAkd6FOd4vUq1Sd8tqV20lk//4TXqvXwDAjsn3sfxrT6G7MiyurLVQ9VbYnDuWRj9j/vPc4bWfYy+TMz6hna0ylkWKFCTBQohYM4JQ8hr4D8Xl9luCw5nv/0LkbSE1pz7yDm1n2tP3klt0kLDTzbKvP03h5PusLivBom/qFz7SFN1syoaBHR2bZv7T/HcdR+Tf7VoYOzoOwti16LXI4zBOX6t3PXoPe+TeDR4T+VyWVktne+kFfx0iPUiwECKWDD8Uv2Iefx7jbbrDys4C/zS2hkaQyktJ+y95nav+9l2cQR+eTgUsePTflPYdYXVZCWT+vcjRPIx2rSNT89V7846+qRsN3uBtjbzZ1w8EsnxTJBMJFkLEiu6F4n9BsJhYh4pKox1zvHdSanSKXEm9UGELBZnw0g8ZuuDvABy+dDIfP/Q8gewOFleWKObfibZaDRPdyxjm3IJdi+/Bc0JYQYKFELGg10DRyxAqI9ahYl/oYt7x3UoIR8pOfWSVH2fq0zPounc9AGu/+APW3/H9VrQHhaKN5mWCexkjnJvlXAyR1poVLGbNmsXbb7/Nrl27yMzMZNy4cTz55JNccskl8apPiOQX9kDRPyFcSSxDhaE0lgUmsSo4keix0qmo+7alXP/7r9HGU4Y/K5dPHnqBw6Out7qsBFFk4Ge8ewUjXRtwamGrCxIi7poVLJYuXcoDDzzAmDFjCIfD/PCHP+T6669n586dZGVlxatGIZJXqMIMFXo1sQwVtUYb3vHdymH9osiVFAwVSnHpO3/gilf/F5thUNp7KAu+9288XS+yurK40zBwEmKceyWjXetk6aVoVZoVLBYsWNDg45deeonOnTuzYcMGJk2aFNPChEh6oTIoesnsrYhhqDgezuct353UqixSsZcCwFVbxbXP/jd91ponuBZe/RWWfuN36O5MiyuLLw0DB2GucK9mjGstGVrA6pJEq2LDHN0ENKdlVVxQj0VVVRUAHTqcu/kqEAgQCJz+n8vjkSNyRRoIFpk9FYafWIUKpWBjaBQf+a+HFF5K2uHITqY9dS/tTu5Hd7hY9rWn2HndDNJ5C0YtshTzMtdnXO5eI2diiDirFyAA7Nng7AyuzuDsBK4u4Mq3rLoWBwvDMHj44YcZP348Q4YMOefjZs2axS9+8YuWvowQySdwHIr+BSpIrEJFUDmZ7/sCO8JDY3I/q/RbPpurn3sIZ8BLdcceLHj0X5RcPNLqsuImun/EaOc6rnCvJsvmtbokkTaiG5IZpz925DYMEM5O4MwDm9vCOs+mKaVa9JPxW9/6FvPnz2fFihX06NHjnI9rbMSioKCAqqoqcnJyWvLSQljHf9jcp0KFiVWoKNc7MNv3RSqMDik7SmELBRn/rx8z7MPnATgy/Go+fvjv+HPyLK4sPjQMNBSXOjcw3r2KtrYaq0sSKSs6khf9eWIDR3tz1MHZCVz1AoRm7UJOj8dDbm7ued+/W1Tlgw8+yPvvv8+yZcs+N1QAuN1u3O7kSlNCtIhvPxS/ivkbRGxCxa7QAN7zTSeMPWVDRVb5Cab87n667f4MgPW3f4+1X3o8LZeSauiAxgjnJsa7V5Jjk6ld0VQ2zJ8b0Z8dDnB2AFdXcHY8HSIc7UFL7f93mhUslFJ8+9vfZu7cuSxZsoTevXvHqy4hkot3N5S8QYN5zQugKxuL/VezNjSWVN5FM3/7cqb8fiZtqkoJtMnhk+/8jUNjplldVsxFA8UQx3YmZiyX8zDE5zgjQGguMzhERyCcncyPHbmgpeYvE+fTrGDxwAMP8Oqrr/Luu++SnZ1NUVERALm5uWRmpne3t2jFarZC2VxiNUpRY7TlLd/tHNejo30pGCqUYsS8Zxn7ys+xGTplvQaz4NF/U9Wtj9WVxZSGjsLGQEchE93LyLOfsrokkTTOaKC0ZZxunKwfIOzZad243Jhm9Vho5/jm/POf/+SrX/1qk+7R1DkaISxnhODUQqhZH7NbHgn35C3f7fhVBorUHO50ej1c8+cHuXjNPAB2Xfkllv7X/xF2t7G4stgxA4WdSxyFTHIvpZO9zOqShGXODBBZkebJzvX6HzqCPf33copLj0UL+zyFSD3BUih9A0LlMbmdUrA2eDmfBq41P07Rfor2R3cx7al7aX9iL7rDyfL7f8OOKTPT5jeyaKDo69jPle6ldLEXW12SsIo9p+HogysSIGwZVleW9OSsECHqUwpqNkH5B8SqSTOgXLznm86e8IALvpeVLl75Ntf85ds4/bVU53Vn4fdeprj/aKvLiolooLjIfogrM5aQbz9pdUkiYSIjEs7OkD0G3D0iAcK6DaZSnQQLIaIMP5S9B94dMbtlid6J2d4v4lG5MbtnotnCIcb++6eMeP85AI4NncTC776IP7ejxZVdOA0DhY0e9mNc5V5MgeOY1SWJhInsE5E1GLIvMwNFmoy8WU2ChRBgbnpV8ibosVs+uD00hA98N2JgS9mpjzYVRUz53f3kF64GYMOt3+Wzu36Esqf2j45ooOhmP8FV7sVc5DhsdUkiITRAmQ2V2ZdB9qVgb2t1UWkntX86CHGhlAGeNVDxCQ3XmLdcWNn5xD+ZjaExpPJS0m47VzHld/eTVVlMoE0Oix78Cwcvv9Hqsi5INFB0thVzdcZietsPyC+prUIkUGT0hpzLILN/2i71TAYSLETrpddC6dvg3x+zW3qMHOZ476DY6Bq5koLvWkox/P2/MO5fP8Vm6JT3HMT8R/9NVX5fqytrsWigyLOVcZV7Mf0ceyVQtBaaC9qOhJwx5u6VIu4kWIjWyXcQSueAEbuzHQ6Ge/O293aCOFN26sPpq+bqv3yHfqvmArBn4p0s/uYzhDNSdSmdAdhob6vgSvdiBjh2SaBIe/WaMXOugKwhYHNZXVSrIsFCtC5Kh8qlULWMuuHRC72lgpXBCSwLXImGStlQ0f7YbqY+fR8dju1GtztY+dVfs23aN1K0oc2cgsrVqrgqYwkDHTuxabJcPr1JM2aykGAhWo9wFZTOhkC08//C32h8KoN3vbdwQO+LedR5av4g67v6Xa559gFc/hpqOnRj4f+8RNGAy60uqwXM/6bZWjWT3EsZ6twqgSKtSTNmMpJgIVoH7y4onRs56jw2ivSuzPZ+kRrVlpTspQA0PczYV37OpfOeBeDY4Al89MiL+Np1triy5jLDQ5ZWy0T3MoY7N2PXYnOui0hG0oyZzCRYiPSmwnDqI6heG9Pbbg6OYIF/GgotJaY+NF2nW+EqsiqKqW3fhZMDx5HpKeP6/5tJ9x0rAdh483dYc/dPU3ApqSJT8zLBvZxLnZtwaLrVBYl4kmbMpJdqP0GEaLpQmbk3Rag0drdUDhb6p7I1NCJm94y3PmvmMeHFx8guP1F3zZvTEZseJqO2kmBmNoseeJYDY2+2sMrm0zBwE2CceyWjXOtxamGrSxJxIc2YqUaChUhPNVug/D2zWTNGp5JWGO2Y4/0iZUbq7DjZZ808pj49gzO/B5meMjSgOq878372DpXd+1lSX3PZ0DGw4yLAWPcqRrvW4dZiN70lkok0Y6YqCRYivRgB85yP2q0xve3eUD/e9d1CCEdKTH2AOf0x4cXHoJGW0uh6GE0pqrom71Hn0WPLQaODrZyLHXvpbT9IT8dhGaFIS9KMmQ4kWIj0ETgJpW9CuDJmt9SVjWWBK1kdHE+q7aLZrXBVg+mPM2lA21Mn6Fa4ihNDJiausM+l6pbsZuCjj2M/fRwH6O04SLat2uriRNxIM2Y6kWAhUp9SZnPmqYXEaltugEojl7ne2zhp5EeupEioMAw6HdzK0PkvNOnhWRXWHg0end6wodPDfpS+jv30dhygi61YRr5bA2nGTDsSLERq071Q9g749sT0toWhgbzvu5EwTlIhUDi9Hgq2LOaijR/Rc+MnZFU2PSzUtu8Sx8rO1uj0huMABfajuLRQQmsRVpBmzHQnwUKkLv9hc8MrvTZmtwwpBx/7r2dzaCRJPfWhFO2P76HXxo/oteEjuhWuxq6f7jkIZWRxdOiV5O9chbu2Cq2RURyFRk1ePicHjot3sTK9IZBmzNZDgoVIPcqAquVQuZhYbcsNUKJ34m3fHVQY7SNXkuuHnj3go/uOFXVhIrek4VHfFfkXc3jkdRweOYUTg8ZiON11q0IUWoNwEW3nXDFzFspuj3mtMr0hTNKM2RpJsBCpJeyB0rcgEH1Tjc1ZHxtDI/nEfz0GtqRa9dG29Ci9Nn5Mrw0L6bFtGc6gr+5zusPF8cETzDAxagpV3c5e3XHgiuksePTls/axqMnLZ8XMWRy4YnpM6pTpDdFQ/WbMyyGznzRjtiISLETq8O6FsrfMJaUx4lMZfOC7iT3hS2J2zwuh6WG67vqMXhs/5qKNH5F3ZGeDz9d0yOfwqOs5PPI6jg29klDm+X/7O3DFdA6OueGsnTcvbKRCpjfEOUgzZqsnwUIkPxWGikXgWR3T2x4NFzDXdxu1ytojwTOqyui16WN6bfyYgs2LyKitqvucYbNR1P+ySJi4nvJeg1s0L63s9gteUirTG+Js0f/wSpoxRR0JFiK5hU5FtuUuitktDaWxMjiB5YFJ1hxzHlkO2mvDQi7a+BGd921EU6endHzZHThy6WQOj7yeIyOuJZDd/nNuFj8NpzfKuNixT6Y3Wr3Iig4w+ybcPSGjANy9wNVVmjEFIMFCJLOabVA+zxyxiBGPkc07vls5pheQyGPOz7cctLT3UA6PnMKhUddTcvGouDRUnp9Mb4j66jdG28HdzQwS7gJzRYcj28riRBKTYCGSjxGEU/OhZlNMb7sn1I/3fDcTTMTeFErR7vheLtq4sNHloMGMthwdfpU5KnHpZGrz8j/nZvEj0xvitPqjETn1RiN6REYjrAi7IhVJsBDJJVgMJW9AuCJmtwwrO4v817IhdBnN2ZuisaPGP28kwR70m8tBNyz8nOWgZq9EdDloop1reqOn/YicvdGq1B+NcIA7HzJ6miHC3UOWhIoLIsFCJAeloHo9nFqA+VtTbPamKNc78JbvjnonkjYtVDR21Hh1Xj4rZv6mwRLNJi0HjTReNrYcNFE0dEBjgGNXZFRCpjdal/qjEbmQ0SsSIgrA1VlGI0RMSbAQ1tN9UP4ueHfF7JZKwdbQcBb4p2GgQTMaNM911Hjb8pNMfXoGn335cZx+b6PLQavzunNk5HUcGnU9x4dMatJy0HjSIm8mw51bGOdeSTtb1XmeIVJfvdEIzQGu7meMRli7CkqkPwkWwlr+o+aJpHpN7G6p3Mz3fYHC8GCauy335x81rlDAFa//uu5arJaDxtrpQLFZAkXaqzca4WhnrtBw9zD7I5ydZDRCJJwEC2ENZYBnlbk/hXkhJrc9oefztvd2qlW0Y715b/JNOWoc4Miwq9h1zT2WLgdtTDRQDHNuYbx7Je1sldYWJGKsXojQHODqccZoRBtLqxMCJFgIK+g15rbc/oMxu6VSsCY4liWBq82PW7g3RVOPEN91zT3snXhHi14jHqI9FBIo0k390Yj25mhERqQ3wtlJtskWSUmChUgs334onQOGP2a3rDGymOe7mUP6hTVHdtq/maHzn2/SYxN91Pi5nA4UWxnnXkl7CRQprP5ohDMyChEdjeguoxEiZUiwEImhdKj4FDwrieWJpAfCfXjHewsBMlp8j857NzBm9lNctGGhWWrkemOTKIk7avzzSaBIB/VHIzo0XKnh7CijESJlSbAQ8ReqgNLZEIz2Llx4qNCVjSX+q/gsNA4No0VTH132rGPMm0/Sa9MngNmIuWfinZRcPJKJ/3gs0vaZuKPGmyIaKIY6tzHevUICRcqod6YG9khzZS+zP8LVHeyZVhYnRExJsBDxVbsTyt4BFbuzJSqM9rztvY1ioyvQ/H6KrrvWMObNJ+m5ZTEAhs3O7iu/xIbb/oeq/L5m2R26xf2o8eaQQJFq6o1G2DIivRHRINFNVmqItCbBQsSHEYRTC6FmQ0xvuyM0mA99NxDGTrNXfOxYyWWzn6THtmUA6HYHu6+6iw23PYKna+8Gj43PUePNFw0UQxzbmZCxgva22O1IKmKp/gZU7SDjIjNEZPQER15SLEEWIlEkWIjYCxZByWwIn4rdLZWThb6pbAsPp1l7UyhF9+3LGTP7SbrvWAmA7nCy6+q72XDrw1R3uejcT43BUeMtJYEi2UX7hDTzuPDM3pGzNXrKdtii1ZNgIWJHKaj+DE59hPlDNzYNmsV6F97y3k6Vahe50oRQoRQ9ti5lzOwnyS9cDZhbbO+89l423fIQ1Z17xqS2WKsfKMZnrKCDBIokUK8/QnNE+iMuiqzY6A62xJ/5IkQyk2AhYkOvgdK54N8fs1sqBeuDY1gUmBw50LsJvRRKUbD5U8bMfopuuz8zS3O42DF5BptufYiajj1iVl8sSaBIJvX7IzIj0xq9zCDh6iL9EUKchwQLceF8+8wNr2K4N4XXyOQ933T26/2a9gSl6LXxY0bPfoque9cDEHZlmIHilocsO5b8fKKnjQ6OTHlIoLDCGZtQ1Q8SjvbSHyFEM0mwEC2nwuaW3J7VMb3t4XAv5vpuxaeasCGQUly0fgGjZz9Fl/2bAAi5Mtlx/f1suuU7eNt3jWltsdIgULhX0MEugSJx6vVHuLqdbrR0F8gBXULEgAQL0TKhMih5E0IlMbuloTSWByaxMjghcuDX50x9KEXvtR8wZvZTdDq41SzJ3YbtU77Gppu/ja9d55jVFUunA8UOJriXS6CIu/onfTrN8BAdjXB3B5vL0uqESEcSLETzKAU1m6D8A+qGj2Ogyshhru82TujdMbelOsfws2HQ57P3GDPnaToe2g5AKCOLrVO/wZbpD+DL7RSzmmJJAkWi1O+PaAMZvSOjEdH+CNnNUoh4k2Ahmk73Qfk88BbG9La7Qpfwvm86IRycc8WHYXDx6ncZPedp8o7sBCCYmc3Waf+PLTf9N/6cvJjWFCvRQDHIsYMJ7hXk2WO3BFdAw/6IvHrTGj3NI8SlP0KIhJNgIZrGf9jclluvjdktQ8rBJ/7r2BQaxbn2ptB0nYtXzWX0nN/S4dguAAJtctj6hf9iy43/nVRHltcngSJeokHC1kh/hBzSJUQykGAhPp/SoXIpVC0jloeHleodedt3B6eMDpErDUOFpofpt/JtRs35LR2O7wHAn5XL1hu/xdYvfJNA23YxqSPWbOgY2Bjk2MkE93IJFBes3t85Rx606Q+Zfc0tsm1OSysTQjROgoU4tzgcHqYUbA5dykf+KRiN7E2h6WH6L5/N6Dm/pd1Jc08Mf9t2bL7pAbZN+38Es3IvuIZ4iAaKgY6djHevoKO93OqSUlgkTGhuyLw48qcvOHKsLkwI0QTNDhbLli3j6aefZsOGDZw8eZK5c+dyyy23xKE0YamabWY/hQrH7JZ+5eYD343sDg8863O2cIj+y95g9Fu/I7foIAC+7A5snv4g26Z+nVCb5HxTiU55SKC4ENHpDQ1c+adHJVz50mwpRApqdrCora1l+PDhzJw5k9tuuy0eNQkrGQFzxUft1pje9li4B3N9t1GjGp6jYAsFuWTp64x663fklhwGwJeTx6abv8P2KTMJZWbHtI5YOR0oCpngXi6BolnqTW/YsyGzf2RUord5EqgQIqU1O1hMmzaNadOmxaMWYbXAMfPwMN0Ts1saSmN1cBzLAlcCp484t4UCDFz8KiPf/j05pUcB8OZ2YtMt32H79TMJZyTnRkUSKFoqOirhgMyLILNfZHpDTv4UIt3EvcciEAgQCATqPvZ4YvemJWJEGVC1Eio/jV64sNvpBvr2Y3jLdFZkTWPLJRNRdjNQ2IN+Bn76CiPnPkN22TEAatt1YeOtD7Hzuq8SdidnZ78EiuaqNyrh7HR6VCKjwDzISwiRtuL+f/isWbP4xS9+Ee+XES0V9pjnfAQOx+R2oeV78P5lMZRVAzCetxiW91NW3fdLMj1ljJz7B9qeMptBazp0Y+OtD7Pz2vvQ3Zkxef3YMt8YNZQEiiaJhAlb5ummy4w+4EjO6SwhRHxoSqkW/3qqadp5mzcbG7EoKCigqqqKnJzkbMhrNWoLoewdUEFiseKjdvlBQv/7FtBw8Wj0ztFr1Xnd2XjrwxReey+6K/nm1M3RCTsdbSWMcG5isHMHWTav1WUloXp7Srh7RKY3LpYdLoVIUx6Ph9zc3PO+f8d9xMLtduN2u+P9MqI5jCCcWgg1G2JyO79ys843ij5//g9ZnL3NVfRjw2Zn2cwnKZx8L4Yzuf5ORMOEGx9DnVsZ7tpKF3ux1WUlmfpNl7mR1RsXm5tU2ZLrv6cQwjoy2dnaBIvMBs3whW/cFFAu1gUvY01gLJ22f8aw8pOf+3iboVNRcEkShQoFkVNJ+jr2M9y5hYsde7FrsTsDJfVFRiU0pzmtEd1TwtnhvM8UQrROzQ4WNTU17Nu3r+7jgwcPsnnzZjp06EDPnj1jWpyIIaWg+jM49RHRN9SWCigX64NjWB0YRwgnChttKpp2ymlWhfWjANHRiTxbeWSqYzttbbHbqjy11Tt7w9kV2kSmN9w9QLNbWpkQIjU0O1isX7+eq6++uu7jRx55BIAZM2bw0ksvxawwEUN6DZTOBf/+C7pNQLnYEBzN6sA4ArggsnS03fG9DJ3/fJPuUdu+ywXV0FIaBgobbvwMcW5juGsLXWxFstIRON102SayeqMvZPYBe3Iu+RVCJLdmB4urrrqKC+j3FInm22eu+jD8Lb5FUDnZEBzNqsB4grjq9qJwV5/isjd/w+CFL2LXw2c1adan0KjJy+fkwHEtrqP5FFqkqt72A4xwbeZix14cmp7AGpJRvabLjF6nV3A4O8ueEkKICyY9FulKhaFiEXhWt/gWQeVkY3AUqwLj8ZNBNDLYQgGGzX+eUXN+S0ZtFQAHR03h6PCrmfji45FzSk+HTxV53oqZs1D2+A+nR6c6OthOMcK5iSHO7bS11cT9dZNX/aPFO5hNlxl9zVBhc1lamRAi/UiwSEehMih5E0JN63s46+nKwcbgKFYGxuMnk7oxCKXou2YeY//9M3KLDwFQdtEQVs54gmPDzJ01a/PymfDiY2SXn6i7X01ePitmzuLAFdMv5Kv6XNGpDhcBhji3Mcy1hW62k63wF/DoF6wwjxbPNwNERkHkaHGZ3hBCxJcEi3SiFNRsMs/6oPkrG0LKwabgSFYGJ+BT9QIF0GXPesa9/GPyd60BoLZ9Vz6760fsuuorDUYhDlwxnYNjbqBb4SqyKoqpbd+FkwPHxWmkwpzqUGhcZD/IcNdm+jv2tLKpjnqjEbZMM0S4e5ohwt1NdrkUQiSc/NRJF7rPPI3UW9jsp5qB4tJIoGhD/UCRXXKEK/7zv/RfMcd8rCuTzTd/m003f4dQZttG76fsdk4MmdiiL6MpzCPK7bTXKhjh2sQQ5zayW81UR/1VGx3NPSTckdEIR3vpkRBCWE6CRTrwH4bS2aA3b8lkWNnZFLqUlYGJeFX0jA7zjcnp9TDq7f9j+Pt/wREKoDSNXVfdxWd3/ZjavPwYfwHnF53qcBI0pzqcW8i3n0jz99F6G1JpDnD1qDet0UNOAhVCJCUJFqlM6VC5FKqW0eBN6DzCys7m0AhWBiZSq6Jz7uY7tKaHGfTJv7js9V/TxlMGwLEhE1k541eU9Rke+6/hc52e6uhlP1Q31eHUwgmuI1HqjUbYs8HdCzIi0xquzrKPhBAiJUiwSFWhCnOUIhhtkjx/qAgrO1tCw1kRmHRWoEApem38mHH/+ikdju0CoCL/Ylbd978cGj0toUPs0amOdlpl3VRHjq06Ya+fONEwqIGzS2Q0oqc5GuHItbo4IYRoEQkWqahmm9lPoZr2m7uubGwJjWBFYCI1KtoXcToodDi8g/Ev/5ieWxYD4MvuwLovPsaO6+/HcDhjXX2j6k91DHZuZ5hzK93tx9JoqqPeaITmigSIaJNld1n2KYRIGxIsUokRMFd81G5t0sN1ZWNraDjLA5MaDRRtKoq57PUnGPjpK9gMA93hYusX/ov1d/wPwax2sa+/EWag0OhpP8Jw12YucexKk6mO+ntHtAP3RaeXfDo7yumfQoi0JcEiVQSOmYeH6Z7zPlRXNraFhrE8MIlqlR25ejpQOAJehr/3Z0bNfQan32z43Df2Flbf83M8XS+KQ/ENRac6crRKRrg2M9S5lVzb+b+u5CV7RwghRJQEi2SnDKhaCZWfRi+c86G6srE9NJTlgUl4VC518/dRhkH/ZW9yxau/JLv8OADF/Uax4qtPUDTgirh9CXB6qsNBqG6qo4f9aIpOdcjeEUIIcS7yEzCZhT3mOR+Bw5/7MENpbA8NZVlgEh7VDho5tSN/xwrGv/xjOu/fDEB1xx6svufn7B1/G9jiNywfDRQF9iMMd27hEucuXFoobq8XH7J3hBBCNJUEi2RVWwhl74AKnvMhhtLYERrCssCVVJ0jUOSe2M+4f/+UPms/ACCYmc2G2x5hyw3fRHdnxqX06FRHtlZVN9XRzlYVl9eKn8iKDXs2ZA0+fXS47B0hhBCfS4JFsjGCcGoh1Gw490OUxs7QYJYGrqRKtaexQOGurmDM7CcZsuDv2PUwhs3GjuvuZ92XHsOX2ykehQMadnQGOHYywrWFnvbDKfbLfCRMODtCm8HQZgC4usqIhBBCNIMEi2QSLDIPDwtXNPppQ2kUhgex1H8llaoDp88DOf3GZwsFGbrgBUbPfqru5NFDI69n1X3/S0XBgJiXHJ3q6GY7yaWuTQx07sStnXuUJbnU21TM1d0cmWhzCTjzLK1KCCFSmQSLZKAM8HwGFR9jvtE1bNA0A8VAlvmvpELlcTpQ1OuNUIo+a+Yx7pWfk1t0EICynoNY+dUnODb86piWGz2WPFOrZYTTnOroaC+P6WvETzRM2CCjN2QNgsz+4Mg+3xOFEEI0gQQLq4WroWwu+A+c9SmlMANF4CpOGecIFEDnfRsZ/9KPyC9cDUBtuy7myaNX3x3DU0XNsKNh0M+xlxHOzfRx7MemNW0bcWtFmi81pxkisgaaPRPSLyGEEDEnwcJK3j1Q9ra58VU9SsGu8ACWBa6i3OiIdo5A0bb0KFe8+ksuWfYmEDl5dPqDbLrloXOePNpc0UbMjrYyRjg3MsS5nTY2X0zuHV+RMGHLhDYDzT+ZvWUpqBBCxJn8lLWCEYKKj6B63VmfOh7uzof+Gyg1OtcFCnVGoHB6PYya+4x58mjQD8Cuq77Mmq/8hNq87hdcXrRvwkWAoc6tDHdtoYutKAV6GKMrOXIi/RIDzZUcssulEEIkjASLRAsWmztohhv2JPiVm8X+a9gUGokWmXY4M1BoephBi/5tnjxaVQrA8cHjWTnjCUr7jrjAwk6fJHqR/SAjXJvp59iDQ9Mv8L7xFl3J0dnsl2gz0Pz35E9BQgiRliRYJIpSUL3WXEpar0FTKdgZHsxH/ikEwk7yC1eQVVFMbfsunBw4rq5HouemTxj38k/IO1oIQGW3vqy67385OOYLF/QmGp3qyNWqGOHaxFDn1iQ/SbTeSg53AbQZZC4Ldba3tCohhBAmCRaJoNdA6Vzw729w+ZTRnvm+L3BY702fNfOY8OJjZJefqPt8dV4+m6c/SM9Ni+i1eREA/rbtWHfnD9g+5WsYzpadiBk9+MtBmEGOHQx3bUny7bWjO1/aILNvpGfiEjmDQwghkpAEi3jz7o00aPrrLoWVnTXBsawITEQBfdbMY+rTMzhzmWnb8hNM+OcP0QDd4WTb1G+w/o5HCWS37LfzaO9Ed/txRjg3McBZmMTba0dXcrjMENFmQGQlh9vqwoQQQnwOCRbxYoSg4hOo/qzB5SPhnnzgu5EK1R7Q0HSdCS8+htnj0FD045Argzd/u5zK7v2aXUZ0qiNLq2G4czPDXFvoYGt8Ay7rRVdytDFHJbIGmudyyEoOIYRIGfITOx6CJVA6G0JldZe8RiaL/JPZFh4eWe1hxoZuhasaTH80xhn006aiqBnBwhz5sGFwiWMXw11buMh+MEn3nIj0TDjan+6XcHeXlRxCCJGiJFjEklJQvR5OLcDsCVAoBdtCw/jYfz1BzJ6I+qs9coo//+TSqKyK4vM+JrojZmdbMSNcmxjs3EGm5j/v8xKrXvOls2tkJccAcHaSlRxCCJEGJFjEil5rnkbq21t3qUzP40P/DRzTe2K+mZ5+43R6PQyb/wKXzn2mSbevbd+l0evRvokMfAx1bWW4cwud7SUt/zriIhomNHD3PB0mHLlWFyaEECLGJFjEgm8/lL4FhrkjZUg5WBkYz+rgeM48edRdU8mwD//KsPefqzskzLDZ0Qz9rB4LMDsvavLyOTlw3BlXzfv2se9nhGszFzv2YteMRu5ghehXogC72XSZNdDcTtvexsrChBBCxJkEiwuhwlCxCDyrif5WfjDcmw98N1CtchpMebirTzH8/b8w7MPncXs9AJzq3p8Nd3wP3eFiyu/uj/xOf7oPItrOuWLmLJTdXteI2V6r4FKXub12W1tNAr/gxkSXggJo4Ohg9ki4uplHjru7g61ly2KFEEKkHgkWLRUsjTRomtMONUYbPvFfx87wkLrpCYCMqjJGzHuWoQv+jstvhoDynoNYf8ej7L9iet0GWAtstrP2sajJy2flzF9z4IrpOAky2Lmd4c4t5NuPW9SOUD9E2MHVORIiuppBwtkZbE4rChNCCJEkNKVUQpcKeDwecnNzqaqqIicnJ5EvHRtKQc0GKJ8PGCil2BQayaf+awnhrAsUbSqKGTHvTwxZ+CLOgBeA0t5DWX/Hoxy47Eawnb3qQdN1uhWuIquiGG/7zpwYOJ4C11FGODdziXMXTi2cwC+0XojQXGZwcOefHolw5oEWq5NThRBCJLumvn/LiEVz6F4oexd8uwEo0Tvxge9GThrdiTYnZpWf4NJ3/sDgT16uOyCsuO+lrL/z+xwaPfVzVz5odjgxZCJtNQ8jnJu52fUc7WyVcf6i6vdDALasSIDIj0xldAN7rqzYEEII0SQSLJrKdyDSoOklqJws909kbegKom/IbUuPMfKdPzDok39hDwcBKOo/hnV3fp8jl04+5xtzdHttOzoDHIUMd22hl/1QnN7H609lYO4d4eoO7q6nRyJkm2whhBAXQILF+agwVHwKnlWAxt5QXxb4v0CNaovCRnbxIUbNfYYBi/+DPWxuj31i4FjW3fkDjg278jyBwkY320lGuDYx0LkTtxaMYeH1Q4TN3Cei/lSGq4tsjy2EECLmJFh8nlCZecR5qJhqI5uF/insCQ9AwyDn5CFGvf07LlnyOjbDPFr82JCJrLvz+5wYPKHRQBHdwMrcXnsLQ51byLOfikGh9fshnGZocHU/PZXh7CT9EEIIIRJCgkVjlIKaTVD+IYYy2BAcw5LA1YRx0O74Xka99Vv6L5+NzTDfzI8Mv4b1dz7KyYFjG7sZcHp77WGuLfRu8fbaZ/ZDZJq9EO5up0ciHO1lO2whhBCWkWBxJt0H5fPAW8hJvSsf+G6kxOhChyO7GDXnt/Rb9TZaZCHNoVFTWH/HoxT3H33WbaKjE10i22sPavb22jbMABEJEfbcelMZ0RCRfcFfrhBCCBFLEizq8x+C0jkEwiGW+q9nfWgMHQ9tZcqcH3Dx6nfrHnZgzBdYf+f3Ke07osHTo2EiAy/DXVsY6txKZ3tpE1+83nSGo7259bU72g/RFWwZsfgKhRBCiLiSYAGgdKhYjKpawe7wABb4p9J23x6mzb6bPus+rHvYviums+GO71HWe1j9JwPmjpn9HPsY5txMX8f+JmyvXe8wLns2ZPSFzD7mMeGOFNzfQwghhECCBYTKoXQOVX4vC3xfoqawiqvnzOSiDR8BoDSNveNuY8Md/8OpnoPqnhYdnehoK2OEcxODndvJsnk/54XqBQlbG8joEwkSvcHZPn5fnxBCCJFArTdYKAW1W9DLPmRdYBS7t2QwcvYP6Ln5UwAMm429E+5g/e3fo7JHf+D0ElE3foY4tzLctYUutuJzrCit12ipuSGztxkmMnqDs6NsOCWEECIttc5gofug/D2OeapYu34Ql7z5B27ZtgwwTxrdfdWX2XDrI1Tl98U8CszcxKq3/UDdSaIOTW/kxpFRCc1hTmlEg4Sri6zUEEII0Sq0vmDhP4y3aB6b1zhp99rbXLtzFQC6w8muq+9mw60PU93lImyYwaG9VsEI1yaGOrc1cpJotOHSBu4CyOxrBgl3vuwbIYQQolVqPcFC6RinlnDgo6UY/1nK4N0bANAdLnZOvo+NtzxEbafuKGw4CTLEuY1hzi3k20/Um7WIBgnN3D+iLkj0kFM9hRBCCNIkWChdR1+/EqOkCFvnrthHj0eznx4xUMFyKt55muqXFtNp7w4Awq4MdkyewaZbHsKb1xWFRi/7IUa4NtPfsTtykmi96Qtnl9NBIqOnbIcthBBCNKJFweLPf/4zTz/9NEVFRQwfPpw//elPXHbZZbGurUlCC9/F96vvo4qO113TunYn88dP4bjuJgLv/ZnK514gc/8B2gEhdxu2T5nJ5un/jbd9PjlaJRNdyxjq3EqurYbTe0l0gMyLI0GiF9jbWPHlCSGEECml2cHijTfe4JFHHuGvf/0rl19+Oc888wxTpkxh9+7ddO7cOR41nlNo4bt4v32PucKjHlV8Au+Dd6N36YS9uJRMIJSRxbapX2fz9AcJ5bZjkGMHw1yLKLAfNqc67DmQOTzScHmR7GophBBCtICmlGrWoRWXX345Y8aM4dlnnwXAMAwKCgr49re/zWOPPXbe53s8HnJzc6mqqiInp+UbQSldp/qqQQ1GKhoTyMxm6w3/xZYb/5tO7WoY4dzMAGchLrsrso9EJEjIXhJCCCHEOTX1/btZIxbBYJANGzbw+OOP112z2WxMnjyZ1atXN/qcQCBAIBBoUFgs6OtXnjdUAKx4+A/kjevETNdbtG/bIbIx1SRw5MleEkIIIUSMNStYlJWVoes6Xbp0aXC9S5cu7Nq1q9HnzJo1i1/84hctr/AcjJKiJj3uxqy9uPpMAueVspeEEEIIEWdxf6d9/PHHqaqqqvtz9OjRmNzX1rlr0x530UTzEC8JFUIIIUTcNWvEomPHjtjtdoqLixtcLy4upmvXxt/o3W43bnfsl2baR49H69odVXzirOZNADQNrWt37KPHx/y1hRBCCNG4Zv0a73K5GDVqFIsWLaq7ZhgGixYtYuzYsTEv7vNodjuZP34q8sEZvRKRjzN/9GSD/SyEEEIIEV/Nnh945JFHeOGFF3j55ZcpLCzkW9/6FrW1tdx///3xqO9zOafcTJs/vYLWJb/Bda1rd9r86RWcU25OeE1CCCFEa9bsfSy+9KUvUVpayk9/+lOKiooYMWIECxYsOKuhM1GcU27GMfnGz915UwghhBCJ0ex9LC5UrPaxEEIIIUTiNPX9W5ZKCCGEECJmJFgIIYQQImYkWAghhBAiZiRYCCGEECJmJFgIIYQQImYkWAghhBAiZiRYCCGEECJmJFgIIYQQImYkWAghhBAiZpq9pfeFim706fF4Ev3SQgghhGih6Pv2+TbsTniwqK6uBqCgoCDRLy2EEEKIC1RdXU1ubu45P5/ws0IMw+DEiRNkZ2ejnXnc+QXweDwUFBRw9OhROYMkjuT7nDjyvU4M+T4nhnyfEyOe32elFNXV1eTn52OznbuTIuEjFjabjR49esTt/jk5OfKXNgHk+5w48r1ODPk+J4Z8nxMjXt/nzxupiJLmTSGEEELEjAQLIYQQQsRM2gQLt9vNz372M9xut9WlpDX5PieOfK8TQ77PiSHf58RIhu9zwps3hRBCCJG+0mbEQgghhBDWk2AhhBBCiJiRYCGEEEKImJFgIYQQQoiYSZtg8ec//5mLLrqIjIwMLr/8ctauXWt1SWll1qxZjBkzhuzsbDp37swtt9zC7t27rS4r7f3mN79B0zQefvhhq0tJO8ePH+eee+4hLy+PzMxMhg4dyvr1660uK63ous5PfvITevfuTWZmJn379uWXv/zlec+aEOe3bNkybrrpJvLz89E0jXfeeafB55VS/PSnP6Vbt25kZmYyefJk9u7dm5Da0iJYvPHGGzzyyCP87Gc/Y+PGjQwfPpwpU6ZQUlJidWlpY+nSpTzwwAOsWbOGjz/+mFAoxPXXX09tba3VpaWtdevW8be//Y1hw4ZZXUraqaioYPz48TidTubPn8/OnTv53e9+R/v27a0uLa08+eSTPPfcczz77LMUFhby5JNP8tRTT/GnP/3J6tJSXm1tLcOHD+fPf/5zo59/6qmn+OMf/8hf//pXPvvsM7KyspgyZQp+vz/+xak0cNlll6kHHnig7mNd11V+fr6aNWuWhVWlt5KSEgWopUuXWl1KWqqurlb9+vVTH3/8sbryyivVQw89ZHVJaeUHP/iBmjBhgtVlpL0bbrhBzZw5s8G12267Td19990WVZSeADV37ty6jw3DUF27dlVPP/103bXKykrldrvVa6+9Fvd6Un7EIhgMsmHDBiZPnlx3zWazMXnyZFavXm1hZemtqqoKgA4dOlhcSXp64IEHuOGGGxr8vRaxM2/ePEaPHs2dd95J586dufTSS3nhhResLivtjBs3jkWLFrFnzx4AtmzZwooVK5g2bZrFlaW3gwcPUlRU1ODnR25uLpdffnlC3hcTfghZrJWVlaHrOl26dGlwvUuXLuzatcuiqtKbYRg8/PDDjB8/niFDhlhdTtp5/fXX2bhxI+vWrbO6lLR14MABnnvuOR555BF++MMfsm7dOr7zne/gcrmYMWOG1eWljcceewyPx8OAAQOw2+3ous4TTzzB3XffbXVpaa2oqAig0ffF6OfiKeWDhUi8Bx54gO3bt7NixQqrS0k7R48e5aGHHuLjjz8mIyPD6nLSlmEYjB49ml//+tcAXHrppWzfvp2//vWvEixi6M033+Q///kPr776KoMHD2bz5s08/PDD5Ofny/c5jaX8VEjHjh2x2+0UFxc3uF5cXEzXrl0tqip9Pfjgg7z//vssXryYHj16WF1O2tmwYQMlJSWMHDkSh8OBw+Fg6dKl/PGPf8ThcKDrutUlpoVu3boxaNCgBtcGDhzIkSNHLKooPT366KM89thjfPnLX2bo0KHce++9fPe732XWrFlWl5bWou99Vr0vpnywcLlcjBo1ikWLFtVdMwyDRYsWMXbsWAsrSy9KKR588EHmzp3Lp59+Su/eva0uKS1de+21bNu2jc2bN9f9GT16NHfffTebN2/GbrdbXWJaGD9+/FnLpffs2UOvXr0sqig9eb1ebLaGbzN2ux3DMCyqqHXo3bs3Xbt2bfC+6PF4+OyzzxLyvpgWUyGPPPIIM2bMYPTo0Vx22WU888wz1NbWcv/991tdWtp44IEHePXVV3n33XfJzs6um6fLzc0lMzPT4urSR3Z29ll9K1lZWeTl5Uk/Swx997vfZdy4cfz617/mi1/8ImvXruX555/n+eeft7q0tHLTTTfxxBNP0LNnTwYPHsymTZv4/e9/z8yZM60uLeXV1NSwb9++uo8PHjzI5s2b6dChAz179uThhx/mV7/6Ff369aN379785Cc/IT8/n1tuuSX+xcV93UmC/OlPf1I9e/ZULpdLXXbZZWrNmjVWl5RWgEb//POf/7S6tLQny03j47333lNDhgxRbrdbDRgwQD3//PNWl5R2PB6Peuihh1TPnj1VRkaG6tOnj/rRj36kAoGA1aWlvMWLFzf6M3nGjBlKKXPJ6U9+8hPVpUsX5Xa71bXXXqt2796dkNrk2HQhhBBCxEzK91gIIYQQInlIsBBCCCFEzEiwEEIIIUTMSLAQQgghRMxIsBBCCCFEzEiwEEIIIUTMSLAQQgghRMxIsBBCCCFEzEiwEEIIIUTMSLAQQgghRMxIsBBCCCFEzEiwEEIIIUTM/H9+TnG+i+Hr9gAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(np.linspace(0, 10, 10), np.linspace(0, 10, 10)*0.4*np.random.normal(1, 0.05, 10), color='#F0240Bff', marker='o')\n",
"plt.fill_between(np.linspace(0, 10, 10), \n",
" np.linspace(0, 10, 10)*0.6*np.random.normal(1, 0.05, 10), \n",
" np.linspace(0, 10, 10)*0.2*np.random.normal(1, 0.05, 10), color='#FFDF7Fff')\n",
"plt.fill_between(np.linspace(0, 10, 10), \n",
" np.linspace(0, 10, 10)*0.5*np.random.normal(1, 0.05, 10), \n",
" np.linspace(0, 10, 10)*0.3*np.random.normal(1, 0.05, 10), color='#85D1FBff')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "a485a314-8a0c-4f4b-b54a-1503efcf29b1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PolyCollection at 0x16bda83d0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(np.linspace(0, 10, 10), np.linspace(0, 10, 10)*0.4*np.random.normal(1, 0.05, 10), color='#F0240Bff', marker='o')\n",
"plt.fill_between(np.linspace(0, 10, 10), \n",
" np.linspace(0, 10, 10)*0.6*np.random.normal(1, 0.05, 10), \n",
" np.linspace(0, 10, 10)*0.2*np.random.normal(1, 0.05, 10), color='#85D1FBff')\n",
"plt.fill_between(np.linspace(0, 10, 10), \n",
" np.linspace(0, 10, 10)*0.5*np.random.normal(1, 0.05, 10), \n",
" np.linspace(0, 10, 10)*0.3*np.random.normal(1, 0.05, 10), color='#FFDF7Fff')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2cbcb6f7-8dc5-42ba-b190-1b120893403a",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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