bachelorThesis/figure_9/figure_9.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 21,
"id": "3f392515",
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import sys\n",
"import glob\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import itertools"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "c6d18e78",
"metadata": {},
"outputs": [],
"source": [
"DIR = \"/home/claudio/hdd/git/bachelorThesis/figure_9/\""
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "8330c5bd",
"metadata": {},
"outputs": [],
"source": [
"LABELS = {\"task_count\": \"Number of tasks\", \n",
" \"interval\": \"Job execution time\",\n",
" \"machine_locality\": \"Machine locality\"}\n",
"\n",
"def categorical_plot(df, key, title, sorted_xs = None):\n",
" if sorted_xs == None:\n",
" xs = set()\n",
" lines = []\n",
" for t in [4,5,6,7]:\n",
" xs = xs.union(np.array(df[df.term == t][key]).reshape(-1))\n",
" xs = [str(x) for x in sorted(xs)]\n",
" else:\n",
" xs = sorted_xs\n",
" \n",
" plt.figure(figsize=(4,3))\n",
" ax = plt.gca()\n",
" plt.xlabel(LABELS[key])\n",
" plt.ylabel(\"Event rate [%]\")\n",
" lines = []\n",
" for t in [4,5,6,7]:\n",
" ys = []\n",
" for x in xs:\n",
" partsum = df[(df.term != -1) & (df[key] == x)][\"count\"].sum().astype(int)\n",
" y = df[(df.term == t) & (df[key] == x)][\"count\"]\n",
" ys.append((y.values.astype(int)[0] / partsum if partsum > 0 else y.values.astype(int)[0]) if y.any() else 0)\n",
" ys[-1] *= 100\n",
" lines.append(ax.plot(xs,ys, marker='.')[0])\n",
"\n",
" plt.xticks(xs)\n",
" lgd = plt.legend(lines, [\"EVICT\", \"FAIL\", \"FINISH\", \"KILL\"],\n",
" bbox_to_anchor=(1,1))\n",
" if cluster == \"all\":\n",
" plt.title(\"2019 data\")\n",
" elif cluster == \"2011\":\n",
" plt.title(\"2011 data\")\n",
" else:\n",
" plt.title(\"Cluster \" + cluster.upper())\n",
" \n",
" plt.savefig('../report/figures/figure_9/%s-%s.pgf' % \n",
" (key.replace(\"_\", \"\"), cluster), bbox_extra_artists=(lgd,), bbox_inches='tight')\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "35d8f9f0-5233-4437-ab97-061d720f6f0a",
"metadata": {},
"outputs": [
{
"data": {
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r//XxKTxEMH/+/D8A3n333doDBgzY5XQ6ueiii3ZPmTIl5JfpBbtcoQuIFREPEAdsAc4FCs70fgt4BBgf5DhMIe569Wj89ltkPPQwO8aOJWfNGho+/RSOuNIPRCqTnDVr2PivW8jbto2Gzz1L4iWXhDqkqqmMI03ANzwwrU8aXo8Dh9vL5RPW0qxbuVbU+v7772PXr18f3aNHjzQAj8cjjRo1yh05cuT2stYNpqAlWFVNF5HngQ3AAeBTfEMCe1S14LB9E5Bc3PoiMhgYDNC4cYV96VdlOKKjaTDqaaJPOIFtzz/Pug0bSBk3FnfDhqEOrUyZX3zB5uF3I3GxNJnythW4qeyadcvimlmrWftlAs26ZZZ3cgV4++23a911112bn3766YyCecnJyW1Xr14d0srpwRwiqAn8A2gKNATigR6Brq+qr6lqR1XtWLdu3SBFWbWJCLX/OYiUCePxbNzIn737kL1sWajDKpGqsvONN9h0yxCimjSh6TvvWHINF826ZfH3RzKCkVwB3nvvvVp9+vTZU3jehRdeuPutt9464suu2bNn105KSjq5YPrjjz+CVpQiaOUKRaQ30ENVr/e/HgB0AXoD9VU1T0S6AI+o6gWl9WXlCoMvZ+1aNv3rFnI3b6bBIw9XulOcvLm5ZDz0MHvfe4+EHj18QxqxsaEOK+JZucLAhKJc4Qags4jEia9M/HnAr8AXwJX+NgMBq69XCUQ3a0bqrJnEn3YaW+5/gK1PP43mhfQL2EPyduxgw4CB7H3vPercOpTkf79oydWEhaAlWFVdBMwGluE7RcsBvAaMAO4Ukd/xnar1RrBiMEfHmZhIymuvUmvgAHa99TYbb7qZ/L17QxrTwZUr+bN3Hw6uWkXySy9Rd8iQiL6ti4ksQb3QQFUfVtVWqtpGVa9V1RxVXauqnVS1har2VtWcsnsyFUVcLpLuu48GTz7hK/PX5ypy1q4NSSz7Pv2UdVdfA6o0mTaV6j1KHUkyptKxK7lMsWr06kWTyW+Sn5nJuqv6sv/rryts26rKjvHjSb/tdqLT/MXETzryNtXGVHaWYE2J4jp0oOnsd3A3asTGm25m56Q3g16Ry3vwIJvvGs720WOofuklNHn7bdz16gV1m8YEiyVYUyp3w4akTptKQvfubHv2WbbcNxJvTnBGdTxbt7K+/7Xs++gj6t51Jw2feQZHdHRQtmVMRbAEa8rkiIsj+d8vUmfoUPb6b3edt718L5A58NNPrLuyN7lr19Jo3Fjq3HijfZllSlRcucKiZQkdDkeHRYsWHTrdpGXLlicVlDVMTk5uu2XLFhfAiBEj6rdo0eKktLS01q1atWq9YMGCeIBOnTqd8N///vfQ5Y2//fZbVMuWLY9qrCrYl8qaCCEOB3WHDiG6ZUs233svf/buQ6NxY8tlbHTv3A/Zcv/9uOrUocnEicSckFYOEZtIVlCLoPC8NWvWHPZxJykpKfexxx5r8OGHH5b4Le1nn30W/8knn9T46aeffo2NjdUtW7a4cnJyyu0/ux3BmqNS/YLzSZ3+/8AhrL+mP/vmzTvmvtTrZdtLL7F5+HBi2rbxFaGx5BqRFm5eGP/S0pfqL9y8sMKq8Zx33nl7V69eHbtixYoSx5nS09PdtWrVyouNjVWABg0a5KWmpnrKKwY7gjVHLaZVK5q+8w6bbrud9Dvv4uDq1dS97TbEEfj/a29WFukjRrD/s89JvLIXDR56CIkK6WXj5hg8+M2DKb/v/r3UKkFZnizHun3r4hRl0s+TSK2emh3vji+xhFuLmi2yHz/z8aMuV1i0jcPh4Pbbb8949NFHG7z77rvriuvnsssu2/f00083TE1NbdO1a9d9/fr123XxxRfvL1g+YMCAZjExMV7wFZBxHMV7HOwI1hwjV+3aNHlzEolX9mLnhFfZdNtteLMCu8zck57OuquvYf+CL0gaeR8NHn/ckmsEy/JkudRfrlBRsjxZQSlXWJybbrpp57Jly6qtWrWq2DdYYmKi9+eff/517Nix6+vWrZs3cODA5mPGjKldsPztt99eW7CdefPmrTnaOO0I1hwziYqiweOPE3NCK7aOGsW6flfT6JVxRDVqVOI62cuWsWnorajHQ8qrr1LtrK4VGLEpb2UdaYJveGDI50PS8rx5DpfD5X2y65NrOzfsHJSiL0W53W6GDh2a8dhjj9UvqY3L5aJnz56ZPXv2zDz55JMPTJkypfZtt91WLvdVsgRrjouIUOva/kQ3b8amO4ax7sreJI8ZTXynTke03fPuf9jy8MO4GzYgZfx4ops1C0HEpqJ1btg5a9x541Yv3LIwoXODzpkVlVwLDB06dGdaWlr9rKysI+5+uWLFimiHw0Hbtm1zAH744YfYRo0aldsdVmyIwJSL+DPOoOmsmThr1WLDP69n94yZh5Zpfj5bn3mWLSNHEtexA01nzrTkWsV0btg5644Od2RUdHIFiImJ0cGDB2/btWvXEQeU+/btcw4YMKBp8+bNT0pLS2u9atWq2GeeeWZzeW271HKFInJnAH1kqeqr5RVQcaxcYfjIz8wkffhwsr76LwnduxPVvDlZCxdycPlyal5zje822u6gld805czKFQampHKFZQ0R3I3vdi6lnRd2MxDUBGvChzMhgZRXXiF9xL1kzp0L8+cDUOv6f5J0990hjs6YilVWgp2iqo+V1kBE7C5z5jDidBLTsiWZIqAKDgfO6omhDsuYClfqGKyq3lNWB4G0MVVPXKfTkOhocDqRqCjiOp0W6pCMqXBHdRaBiHTGdxfYGGC0qv4nGEGZ8BfXvj2N35xE9veLiet0GnHt24c6JGMqXKkJVkTqq2pGoVl3ApfjG5NdBFiCNSWKa9/eEqup0so6gp0gIsuAZ1X1ILAH3/20vMC+IMdmjDFhrawx2MuAH4C5/rvC3gFE47uX1mVBjs0YY4oVFxd36KPRzJkzE1NTU9usXr066s4772z40EMPJQH06tUr9c0336xZeL1jKTl4PMq80EBVPwAuABLxDQmsVtUxqlq+BUGNMeYovf/++wl33313yocffrgmLS2t3K7AKi+lJlgRuVREvgA+Bn4GrgL+ISIzRKR5RQRojAl/Wd9+F7/thRfrZ337Xbmd1vnRRx9VGzJkSOr777//+0knnVQpb55a1hjsE0AnIBb4RFU7AXeJSEvgSaBvkOMzxlRim0fen5KzZk2p5Qq9WVmO3D//jEOVnRMnEtW0abYjvuRyhdEtW2Y3fOrJUovI5ObmSt++fVt8+umnv7Vv3/7gscYfbGUNEewFrgB6AdsKZqrqGlUtM7mKSA0RmS0iq0RkpYh0EZFaIjJfRNb4H2uW1Y8xJnx5s7JcFFySr+p7fZzcbreeeuqp+ydMmFDnePsKprJ29HKgH+ABrj6G/kcDH6vqlSISBcQBI4HPVXWUiNwL3AuMOIa+jTEhVtaRJviGBzbefHOa5uU5xOXyNnz66bXxZ3Q5rqIvIsKcOXPWnnXWWWn33ntv/VGjRmWUvVbFKzXBquoO4OVj6VhEEoGzgev8feUCuSLyD6Cbv9lbwJdYgjUmYsWf0SUrZcKE1VnffZcQ36VL5vEm1wIJCQneTz75ZM2ZZ57ZKikpKW/YsGGVrgBNWV9yLSurg1LaNAW2A2+KyA8iMtFftyBJVbf422QASSX0O1hElojIku3lfAdTY0zFij+jS1a9u+7MKK/kWiApKSn/448/Xv388883mDZt2hEFL4YNG9YkKSnp5KSkpJPbtWvXCuDPP/+MLpiXlJR08qRJk4I2TFlWucIDQGm3SRAgUVUbF7NuR2AhcKaqLhKR0fguTrhVVWsUardbVUvdQStXaExoWLnCwBxrucJWAfSdX8L8TcAmVV3kfz0b33jrVhFpoKpbRKQBhb48M8aYSFLWGOz6Y+1YVTNEZKOInKCqvwHnAb/6p4HAKP/j+8e6DWOMqcyCfU+uW4Fp/jMI1gKD8I37zhKR64H1QJ8gx2CMMSER1ASrqsuBjsUsOi+Y2zXGBJXX6/WKw+Eo+QucKsTr9Qq+AlhHCPimhyLSRET+7n8eKyIJ5RSfMSa8/Lx9+/ZEf2Kp0rxer2zfvj0RXymBIwR0BCsiNwKDgVpAc6ARMAE7EjWmysnLy7shIyNjYkZGRhvsztRe4Oe8vLwbilsY6BDBEHw1CRaB71JZEalXPvEZY8JJhw4dtgGXhjqOcBDof58c/5VYAIiIC7DxF2OMKUWgCfYrERkJxIpId+Ad4IPghWWMMeEv0AR7L77LXn8CbgLmqer9QYvKGGMiQKBjsLeq6mjg9YIZInK7f54xxphiBHoEO7CYedeVYxzGGBNxyrptdz98dWCbisicQosSgF3BDMwYY8JdWUME3wJbgDrAC4XmZwI/BisoY4yJBIEUe1kPdKmYcIwxJnIENAYrIp1FZLGI7BeRXBHJF5F9wQ7OGGPCWaBfco3Fd2+uNfjuMHsDMC5YQRljTCQI+DpiVf0dcKpqvqq+CfQIXljGGBP+Aj0PNttf03W5iDyL74uvql7kwRhjShVokrzW33YokAWkAL2CFZQxxkSCMo9gRcQJPKWq1wAHgUeDHpUxxkSAMo9gVTUfaOIfIjDGGBOgQMdg1wLf+K/mOnRfc1V9MShRGWNMBAg0wf7hnxz4LpM1xhhThoASrKrauKsxxhwlO9XKGGOCJOgJVkScIvKDiMz1v24qIotE5HcRmWlfnhljIlWgtQjODGReCW4HVhZ6/Qzwb1VtAewGrg+wH2OMCSuBHsG+HOC8w4hII+BiYKL/tQDnArP9Td4CLgswBmOMCStlFdzuApwB1BWROwstqg44A+j/JeAe/jrzoDawR1Xz/K83AclHE7AxxoSLso5go4Bq+BJxQqFpH3BlaSuKSE9gm6ouPZbARGSwiCwRkSXbt28/li6MMSakyiq4/RW+W3ZP9hffPhpnApeKyEVADL6j3tFADRFx+Y9iGwHpJWz7NeA1gI4dO+pRbtsYY0Iu0DHYaBF5TUQ+FZEFBVNpK6jqfaraSFVTgb7AAn89gy/46+h3IPD+sQZvjDGVWaBXcr0DTMD3ZVX+cW5zBDBDRJ4AfgDeOM7+jDGmUgo0weap6vhj3Yiqfgl86X++Fuh0rH0ZY0y4CHSI4AMRuUVEGohIrYIpqJEZY0yYC/QIdqD/8e5C8xRoVr7hGGNM5Ai02EvTYAdijDGRJtBLZeNE5AERec3/uqX/PFdjjDElCHQM9k0gF99VXeA7d/WJoERkjDERItAE21xVnwU8AKqaDUjQojLGmAgQaILNFZFYfF9sISLNgZygRWWMMREg0LMIHgE+BlJEZBq+y2CvC1JMxhgTEQI9i+BTEVkKdMY3NHC7qu4IamTGGBPmAkqwIvIB8P+AOaqaVVZ7YwCWb1vOkq1L6JjUkXb12oU6HGMqXKBDBM8DVwGjRGQxMAOYq6oHgxaZCWvLty1n0CeDyPPm4Xa4mXTBJEuypsoJ6EsuVf1KVW/Bd+XWq0AfYFswAzPhK9uTzRMLnyDP66ur7vF6eO3H11C1qpOmagn4pof+swh6ATcDp+G73Ysxh1m7Zy1Xf3g1q3evxiUunOLEIQ6+Tv+aB795kNz83FCHaEyFCXQMdha+ClgfA2OBr1TVG8zATPj56M+PePjbh4l1xfLa+a8R44xhydYldEjqwHebv2P8ivGs27eOl855iTqxdUIdrjFBF+gY7BtAP1U93lqwJgJ58j08t+Q5pq+aTvt67Xnu7OdIik8CODTu2r5ee1rWbMn9/7ufq+ZexZhzxnBSnZNCGLUxwVfqEIGI3AOgqp8AVxRZ9lQQ4zJhYsv+LVz38XVMXzWdAa0H8MYFbxxKrkV1b9KdKRdOwSlOBn48kHlr51VwtMZUrLLGYPsWen5fkWU9yjkWE2b+l/4/es/tzR97/+DFbi9y92l343a4S13nhFonMP3i6ZxU+yRGfD2C0ctG47XRJhOhykqwUsLz4l6bKiLfm8+45eO45bNbSIpLYmbPmXRv0j3g9WvH1mbi+RO5Mu1KJv40kdsX3M7+3P1BjNiY0CgrwWoJz4t7baqAXQd38a/P/sWEFRO4tPmlTL1oKk2qNznqftxONw91foj7T7+fr9O/pv+8/mzYtyEIERsTOmUl2FNEZJ+IZAIn+58XvG5bAfGZSmT5tuX0/qA3S7cu5dEzHuXxMx8n1hV7zP2JCH1b9eXV7q+y4+AO+n3Yj4VbFpZjxMaEVqkJVlWdqlpdVRNU1eV/XvC69ME2EzFUlam/TmXQx4OIckQx9aKpXNHyCkTKZ5To9AanM/3i6dSLq8fN829m2sppdlGCiQgBX2hgqqb9ufu566u7eGbxM5zV6CxmXjKTE2ufWO7bSUlIYepFUzmr0VmM+n4Uj373KJ58T7lvx5iKZAnWlGj17tX0+7AfCzYs4M4OdzL6nNFUj6oetO3Fu+MZfc5obmx7I/+35v+4/tPr2XlgZ9C2Z0ywBS3BikiKiHwhIr+KyC8icrt/fi0RmS8ia/yPNYMVgzl2H/zxAdd8eA37PfuZeP5EBrUZVG5DAqVxiIPbTr2N585+jpU7V9L3w76s2rUq6Ns1JhiCeQSbB9ylqq3x1ZEdIiKtgXuBz1W1JfC5/7WpJHLyc3j0u0cZ+b+RtK3blncueYeO9TtWeBw9mvbgrQvfQlW5dt61fLLukwqPwZjjFbQEq6pbVHWZ/3kmsBJIBv7BX4Vi3gIuC1YM5uhsytzEtfOuZfbq2Vzf5npe6/5aSGsGtK7dmhk9Z9CqViuGfzWcsT+MtYsSTFipkDFYEUkF2gOLgCRV3eJflAEUe12liAwWkSUismT79u0VEWaV9uXGL+kztw+b9m/i5XNf5o4Od+ByBFqqInjqxNbhjQve4PIWl/Pqj68y7IthZHuyQx2WMQEJeoIVkWrA/wF3qOq+wsvUdy5OsefjqOprqtpRVTvWrVs32GFWWXnePF5a+hK3LriVRtUaMbPnTLqldAt1WIeJckbx6BmPcm+ne/ly05f0/6g/mzI3hTosY8oU1AQrIm58yXWaqr7rn71VRBr4lzfACneHzI4DOxg8fzBv/PwGV6ZdyZSLppCSkBLqsIolIlxz4jWM//t4MrIy6PdhPxZnLA51WMaUKphnEQi+MocrVfXFQovmAAP9zwcC7wcrBlOyJRlL6P1Bb37a/hNPdn2Sh7s8TLQzOtRhlemMhmcw/eLp1IqpxeBPBzNz1cxQh2RMiYJ5BHsmcC1wrogs908XAaOA7iKyBvi7/7WpIKrKpJ8nccOnNxDvjmfaxdO4tPmloQ7rqDSp3oSpF03ljOQzeGLREzz+3eN2UYKplIL2LYaq/o+SK26dF6ztmpLty93HA/97gC82fkH3Jt157IzHqBZVLdRhHZOEqATGnDOGMT+MYdLPk1i7dy0vdHuBWjG1Qh2aMYfYlVxVxMqdK7nqg6v4etPXjDhtBC/87YWwTa4FnA4nwzoM4+mznuanHT/Rb24/ftv1W6jDMuYQS7ARTlV5d8279J/Xn1xvLm/2eJP+rftXyFVZFaVns55M7jGZPG8e1350LZ+t/yzUIRkDWIKNaAfyDvDgNw/y8LcP0yGpA+9c8s6he2RFmjZ12jCj5wxa1mjJsC+HMX7FeLsowYScJdgItX7fevrP68+cP+Zw8yk3M/7v4yN+fLJuXF0m9ZjEpc0v5ZXlrzD8q+F2UYIJqdBfqmPK3fz183nwmwdxOVy88vdX6JrcNdQhVZhoZzRPnPkEaTXTeHHpi2zYt4Ex546hYbWGoQ7NVEF2BBtBPF4Pzy5+lju/vJNmic14p+c7VSq5FhARBp40kHHnjWPz/s30+7AfS7cuDXVYpgqyBBshtmZt5fpPrmfKr1Po16ofk3tMpkG1BqEOK6S6Jndl2sXTqB5VnRs+vYHZq2eHOiRTxViCjQALtyykz9w+rNq1imfPfpaRp48kyhkV6rAqhaaJTZl28TROr386j373KE8tegqP1y5KMBXDEmwY86qXV1e8yuBPB1MjugYzLp7BhU0vDHVYlU71qOqMO28cA1sPZPqq6fxr/r/Yc3BPqMMyVYAl2DC15+Aehnw+hLHLx3Jh0wuZfvF0mtVoFuqwKi2nw8nw04bzZNcnWbZtGf0+7Mea3WtCHZaJcJZgw9BP23+iz9w+LNqyiAdOf4BRZ40izh0X6rDCwqXNL+XNHm9yMP8g/ef154sNX4Q6JBPBLMGGEVVlxqoZDPh4AABvX/g2V7W6KqKuyqoIp9Q9hRkXz6BpYlNu/+J2Xv/xdbtNuAkKS7BhItuTzb1f38uTi56kc4POzOo5izZ12oQ6rLCVFJ/E5B6TubDphYz5YQz3/PceDuQdCHVYJsLYhQZhYO2etQz7chjr9q3j1va3ckPbG3CI/W88XjGuGEadNYq0mmmMXjaa9fvWM+bcMdSPrx/q0EyEsL/SSu6jPz+i74d92ZOzh1e7v8rgkwdbci1HIsL1ba/n5XNfZkPmBvrO7cvybctDHZaJEBHzl7p823Im/jQxYv44cvNzeXLhk9zz33toVasVs3rOonODzqEOK2L9LeVvTLtoGvHueAZ9Moj/rPlPqEMKnnX/gy+ehI3fhzqSiCfhMLjfsWNHXbJkSYnLl29bzqBPBpHvzccpTi5reRnJ1ZJxiAMHDhziwOlwIghOcSLie3SI47Cp8LLS2hw2DwcOR6HtFLNOcf2XtmzBhgWM+n4UW7O3MqD1AO7ocAduh7sCf+JV196cvQz/ajgLtyyk/4n9uavjXZXi7roB8eZD1nbI3AKZGbBvs+8xs+AxA3avh9xMX3tXLAycAymdSuxSRJaqascK2oOIEybvnNIt2bqEPG8eAHmaFzGXRLodbro36W7JtQIlRicy/u/jeWHJC0xdOZU/9vzBc397jsToxNAFpQoH9xRJmlv+SqSZW2DfFti/FTT/8HXFAfH1IKE+1GgMrmiW7/iZJTHRdMzx0G7d16UmWHN8IiLBdkzqSIwzBo/Xg8vhYkL3CbSt0xavevGql3zNR1XJ1/xD84pbVlqbw+bhxev1P6qXfG/+oeeB9FvassUZi/k+43sUxatelmxdErE1XCsrl8PFiE4jSKuZxmMLH+PqD69mSLshbM7aTMekjuX7+/Ac+CtBFk6Y/nnezM14MrfiyT+IR4Q8AY8IHgRPTHXyqtXFE1cbT5NT8cTWJC+2Bp7YRDzRCXiiE8iLisOjXjxeDx6vhw2blzDbvY18IFrh9ZoNKMe9MUVERIJtV68dr5//Oku2Lin/P4AKdnqD07nx0xvxeD24HW46JoXxp7ON38O6ryH1rLA8Srq85eWkJqYy5PMhjPh6hG+IyeHk2hOvpX58/UNJy+P1kOfN8z3P97/O9+DJzcSTk0le7n48niw8ngPk5R3Ak5+DJz+XPK8Hj+YfSpiHkqcIHnGQ54D8GkCNuqVEeQB0E2RtgqwAd8x/3rRHHCzRbEuwQRQRY7CRZvm25eH5z8KbDzmZvmn9tzDnVsj3gNMF5z8B9VqDw+n72FrSVO7Lj/8ijBeXvMibv7xZahsnggtwK7jVi9ubj0vBjeJWxa2+oxm3w43bGYXLGYPbHYPbFYcrKh53VDXcUQm4oqvjjorH7XTjEhdup9u3jsONy+E69NztLPK68HJnMe39r1ftXMWQBUPI8+bhdrh5/fzXS32P2Rjs8bEEa3xJsCAx5mRCzr4Snpc2LxNy94d6T4ohpSRgAXGWsPyv9ZaTyw0JvqNLtyrPb9tBu5xcXKq4UVwKzrjakNDQN9aZUB+qFzxv8NcUX8fXf4gdzT9wS7DHJyRDBCLSAxgNOIGJqjoqFHFUWoF+tM7LKTsJHiy6rJi2gVzBJA6IToDo6v7HBIit6fvipOj86ATfFy5fPQvePHC44YKnoG4aqLfQpL6j3sPm5f+1TL1BWq5/vQ5gebttK5mYsYYlMTF0PJhDu8bdoN3V/sTpT6iu6HL79Qdbu3rtwuuTURir8AQrIk5gHNAd2AQsFpE5qvrr8fS7atGn7Fm5gJqtzuaEU7v99YfmLfwHk1/KH1bReQXrF/fHW0K/xfV52PzC6xfTrzcf9mzAu2wKonkgTqTp33x/vDmZkLP38MSYn1v2D8bhKpT8/I/VkqB2i0IJsUhyLG5eVPxRf9xeFdue3b8uoGbrc2l12t+P7RdbGWz8npMnX8LJe7PA6Yazh4flmHKBpet3s3DtTjo3q02HJjVDHU5Eq/AhAhHpAjyiqhf4X98HoKpPl7ROWUMEqxZ/RtrcK3FI5R/uOBqqsM+RwE5nEgcccWRLHAcccRwQ/1QwT+I44IjngMSRXWh5tiMOD1HlMg55tDIPeliVkYlXwSHQqn4CCTHhebpZ5kEPsVuXcrqsZJGeyIGkDmG9L6syMlGFaLeDaTd0LjXJ2hDB8QnFEEEysLHQ603A6UUbichgYDBA48aNS+1w968LKEit+SosdrZjTXxHvAgqDrw4UAQvDrzy13PFgRfxzyvU7rB1nKjIoeeB9enAK1KkT/+6hfr0Ftmm4qD6rh95Iecx3OThwcU97pHsqd2+fH7yFWjfwTy8/l+KV32vwzUp7TuYx6/eNJaSBkCjMN+Xgt+LJ8/LwrU77Sg2iCrtaVqq+hrwGviOYEtrW7P1ueSufR23+pJSjQsf4Now/Ui6dP3JDJropYP+wlI5ibuv6ReWfwBL1+/mmokL8eR5cbscjO7bPiz3AyJ7Xzo3qx3qkCJaRAwRgG+YICLG+4icMbJI2Q+ouvtiQwTHJxQJ1gWsBs4D0oHFwNWq+ktJ69hpWsaEhiXY41PhQwSqmiciQ4FP8J2mNam05GqMMeEqJGOwqjoPmBeKbRtjTEWJmHqwxhhT2ViCNcaYIAmLWgQish1YH0DTOsCOIIdTUSJlXyJlP6Bq7ksTVS2tnJcpRVgk2ECJyJJI+cYzUvYlUvYDbF/M0bMhAmOMCRJLsMYYEySRlmBfC3UA5ShS9iVS9gNsX8xRiqgxWGOMqUwi7QjWGGMqjYhIsCIySUS2icjPoY6lNCKSIiJfiMivIvKLiNxeQrti90dEaonIfBFZ43+s0KojxcUlIr39++IVkRK/lRaRR0QkXUSW+6eLCi27T0R+F5HfROSCIMa/TkR+8m9/yVHGX2K7kuIXkR7+eb+LyL1B3K/ifi/FvldEpJWIfCciOSIyPFgxGZ+ISLDAZKBHqIMIQB5wl6q2BjoDQ0SkdTHtJlP8/twLfK6qLYHP/a8r0mSOjOtn4ArgvwGs/29Vbeef5gH4978vcJK/71f8d70IlnP82y9IkoHGX2y7kuIvdOeOC4HWQL8SftflYTJH/l5Keq/sAm4Dni+pMxHpJiKTyz/MqiciEqyq/hffG6dSU9UtqrrM/zwTWImvAHnRdiXtzz+At/zP3wIuC06kxSsuLlVdqaq/HUe3/wBmqGqOqv4J/A5U2P1YAo2/lHYlxd8J+F1V16pqLjDD37bclfB+Kfa9oqrbVHUx4AlGLOZwEZFgw5GIpALtgUVHsVqSqm7xP88Akso7riAbKiI/+j/SFgxvFHeHiyP+6ZQTBT4VkaX+O2aUh5Lir8j9Kk64v1cigiXYEBCRasD/AXeo6r5j6UN9p3+E0ykg44HmQDtgC/BCCGLoqqqn4vvYPkREzg5BDBUu0PeKiCwSkeXARODSQuPlQRsXj3SWYCuYiLjxJddpqvqu/4uvgjfyzWWsvlVEGvj7aQBsC3a8x0pE3vTv0zwAVd2qqvmq6gVe569hgHQgpdCqjfzzyp2qpvsftwH/oZShiKLxl6Kk+Ctsv0pw1O8VVT1dVdsBNwBzCo2XfxLcUCOXJdgKJCICvAGsVNUXAVR1Y6E38oQyupgDDPQ/Hwi8H7xoj4+qDvLv00Vw6I+8wOX4vjQC3z71FZFoEWkKtAS+L+94RCReRBIKngPnF4qhzPhLUVL8i4GWItJURKLwfRE2pzz2JUBh816JaKoa9hMwHd/HTg++sa7rQx1TCXF2xfdR7UdguX+6KND9AWrj+0Z4DfAZUCvUP2d8yXITkANsBT4pYd0pwE/+fZ8DNCi07H7gD+A34MIgxd4MWOGffgHu988PNP4S25UUP3ARvtsj/VGwvQr8vRT7XgHq+9vsA/b4n1cv0l83YHKo/14iYbIruYwxJkhsiMAYY4LEEqwxxgSJJVhjjAkSS7DGGBMklmCNMSZILMGGORFREXmh0OvhIvJIOfU9WUSuLI++ythObxFZKSJfFJmfKiJXH0e/+48/OmOOnSXY8JcDXCEidUIdSGEi4jqK5tcDN6rqOUXmpwLHnGCNCTVLsOEvD9/tP4YVXVD0CLTgiM5fju4rEXlfRNaKyCgRuUZEvvfXS21eqJu/i8gSEVktIj396ztF5DkRWewv3nJToX6/FpE5wK/FxNPP3//PIvKMf95D+C7AeENEniuyyijgLP8lq8P8R7Rfi8gy/3SGv48GIvJff7ufReSsItut46+BenFZbY0pV6G+0sGm45uA/UB1YB2QCAwHHvEvmwxcWbit/7Ebvqt4GgDR+K6Rf9S/7HbgpULrf4zvH3FLfFf9xACDgQf8baKBJUBTf79ZQNNi4mwIbADqAi5gAXCZf9mXQMdi1ukGzC30Og6I8T9vCSzxP7+Lv67McgIJhX42SfgqlnUvra1NNgVjOpqPcaaSUtV9IvI2vkLKBwJcbbH6y9mJyB/Ap/75PwGFP6rPUl+BljUishZohe86/pMLHR0n4kt4ucD36quLWtRpwJequt2/zWnA2cB7AcYL4AbGikg7IB9IK9gXYJK/kM57qrq8UPvPgSGq+lUZbY0pdzZEEDlewjeWGV9oXh7+37GIOICoQstyCj33FnrthcP+8Ra9lloBAW7Vv4rUNFXVggSddTw7UYZh+OoAnAJ0xL8/6is4fTa+I/HJIjLA3z4PWAocKrdXSltjyp0l2AihqruAWfiSbIF1QAf/80vxHdEdrd4i4vCPyzbDV9DkE+Bf/qNARCTNX6GqNN8Df/OPhzqBfsBXZayTCSQUep0IbPEfUV+L7yM+ItIE2Kqqr+OrZXqqv70C/wRaiciIMtoaU+5siCCyvAAMLfT6deB9EVmBbyz1WI4uN+BLjtWBm1X1oIhMxPcN/zJ/CcbtlHH7GlXdIr4b/32B7wj4Q1Utq4Tej0C+P/7JwCvA//mPOgvvTzfgbhHx4Bt3PXRUqqr5ItIPmCMimf51im1rTHmzalrGGBMkNkRgjDFBYgnWGGOCxBKsMcYEiSVYY4wJEkuwxhgTJJZgjTEmSCzBGmNMkFiCNcaYIPn/FtM/5ttO42EAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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VkQbAA0CSMaYNYAduBiYDLxhjmgOZwB3lGBNRl15K088+o87IB8lZsYId115HunZNq3KcGRnsHTWKkEaNqPf441aHo6oxq5odgoBwEQkCIoBU4DJgjnf7TKB3eQdlCwkhbtgwmn7xBTWvuYaD06ax/eprOLRwIVb8haD8y7jd7H34YVxZWZ5p3yOr3nRAqvIo9+RrjEkBngP+xJN0D+FpZsgyxuT3vdsDWNbhMji+LvUnTzqxa9otgzi26VerQlJ+kDHzXbJ/WErdMaMJO+ccq8NR1ZwVzQ4xwA1AE6A+EAn0PI397xKRZBFJ3r8/sL1Fwtu1I3HWJySMH0/en3+ys39/Uv/9b5wHK8TTieo0HNu4kfSpU4m68gpibrnF6nCUsqTZ4Qrgf8aY/cYYBzAX6A7U8jZDAJwFpBS1szFmmjEmyRiTVKccRp06uWta1rz5bO95tXZNq0RcR46QMuJBgurEkfCMTgekKgYrku+fQFcRiRDP/4LLgc3Ad8CN3jK3AQssiK1YJ3RNa9dOu6ZVEsYYUh9/HEdqKg2eex57dLTVISkFWNPmuxLPjbVf8HQzswHTgDHAgyKyDU93s7fKOzZfhDZtQsNp/+Gs11/DuJzsvvNOdt97H3l//ml1aKoIWbNnc+SLL6nzwANEdNAR7aq6ooaUPHnoSJvN1nHlypXh+fu0aNHi3PyhJxs0aHBeampqEMCYMWPqNW/e/NyWLVu2btWqVetvv/02EqBz585nL126tGDcij/++COkRYsW555urJY8XmyMeQJ44qTVO4DOFoRz2vK7pkV2707GzJkcfP0Ndlx7HbFDhhB39116F72COL5lC/vGTyDyggt0OqBqoqghJbdu3XrC44vx8fF548aNS/j888+LnSL+v//9b+SSJUtqbdy4cXN4eLhJTU0Nys3N9Wt7VbV9ws0fiu2a9tln2jXNYgXTAUVFUf/ZyYhNv+oV0Yq9KyJfXPNivRV7V5RbjeXyyy8/tGXLlvD169cX+0x5SkpKcGxsrDM8PNwAJCQkOBMTE/16k6fKD6xTHvK7psUMvJm0Z8azd9RoMj/8iPhHHyW8zWn/NaL8YN+ECeRt30Gjt6YTFBdndTjVzr9//nfDbZnbShxSMtuRbdt5eGeEwfD2prdJrJmYExkcWeyQks1jmuc83f3p0x5S8uQyNpuN4cOHpz311FMJc+fO3VnUcXr37n144sSJ9RMTE9v06NHj8MCBAzOuvfbao/nbBw8e3DQsLMwNnsF6bGfwy12rA36kXdMqhkOff07W7DnUHjaMyAsusDocVYxsR3aQ8Q4paTBkO7IDMqRkUe6+++6Dv/zyS43ff/+9yAF2oqOj3Zs2bdr8yiuv7KpTp47ztttua/byyy8XDH347rvv7sg/z+LFi7eeSaxa8/Wz/K5pUVddyYHXXifjvfc4/OUS4u67l9hBg3SWhADL27WLtMefILx9e+o88E+rw6m2SquhgqfJ4b5v7mvpdDttQbYg9/ge43d0rd+1XJ7nDw4O5v77708bN25cveLKBAUFcd111x257rrrjpx//vnH3nvvvdoPPPCA32pSWvMNkCK7pvXuo13TAsidl0fKgyMhKMgzHVCQ1i0qsq71u2a/evmrW4a0GZLy6uWvbimvxJvv/vvvP/jTTz/VzMjIOOWLsn79+tCNGzcWtAmvXbs2/KyzzipxoK/Tpck3wE7omuZ0eLqm3Xe/dk0LgP3PT+X4r79Sf/wzBNevb3U4ygdd63fN/lfHf6WVd+IFCAsLM3fddVd6Ucn38OHD9sGDBzdp1qzZuS1btmz9+++/h0+ePHmvP89f4pCSIvKgD8fINsb8x38h+c5fQ0qWF3deXkHXNONwaNc0Pzry3XfsuedeYgYNot6/H7M6nCpPh5T0TVmGlBwF1ACiSniN9FukVZx2TQsMR1qaZzqgc86h7uhRVoejlE9KaxR7zxgzrqQCIqLVttOkXdP8xzidpDz0EG6HgwZTn9fpgFSlUWLN1xgzurQD+FJGFU27ppXdgdde51jyGhKeeJzQJjodkKo8TuuGm4h0FZEvReR7EekTqKCqk+JGTcuYOVNHTStF9oqVHHj9daJ79yb6hhusDkep01Ji8hWRk/vAPQj0Aa4BSmyOUKfn5K5p+yZO0q5pJXAePOiZDigxUW+wqUqptJrvGyLyuIiEeZez8Az72Ac4HMjAqivtmla6gumADh3S6YBUpVVam29vYC2wSEQGA/8CQvEM+dg7wLFVW6dM6Ll8OTuuvY6UMWPZ/3+vkLN2rdUhWirjnRlkL/2RumPHENaqldXhqAokIiKiYNzQTz75JDoxMbHNli1bQh588MH6jz/+eDxAv379Et95552Ywvud6bCQZVFqm68x5jPgb0A0MA/YYox52RgT2Dl81Ald0yK6duXwggUcePVVdt36d7IWVKix5svNsfXrSX/hBaKuuoqYgQOtDkdVUAsWLIgaNWpUw88//3xry5Yt/fpkmr+U1uZ7vYh8B3wJbAJuAm4QkY9FpFl5BKg8XdMikpIgf+Qkl4vUMWPZedPNZM2dh/vYMWsDLCeuw4dJeXAkwXXrkvDM0zodUBWQvWx5ZPrzU+tlL1vut7ajL774osZ9992XuGDBgm3nnnturr+O62+l9fN9Bs8A5+HAEmNMZ2CkiLQAxgM3Bzg+5RXRuRMSEoJxOJCgIGoN6E/2z8tIfeQR9k2cSPT111PrpgGEtWxpdagB4ZkO6AkcaWkkfvA+9po1rQ5JlWDvI482zN26tcQhJd3Z2ba8//0vAmM4OH06IU2a5Ngiix9SMrRFi5z6E8aXOGBPXl6e3Hzzzc2/+uqrP9q3b3/8TOMvD6Ul30NAXyACSM9faYzZiibechXRvj2N3nmbnFWriejciYj27THGcCw5mcxZs8maPZvMDz4gvF07at10EzWv7oktLKz0A1cSWZ/M4siXX1Jn5IOEt2tndTjKD9zZ2UHkP9lpDO7s7CBbZGSZmgiCg4NNhw4djr7xxhtxXbp0KXVkNSuVlnz7AAMBB6DzbVsson17Itr/NQ+ZiBDRqRMRnTrhfORhDs1fQNasWaQ+/HBBbTjmpgGEtmhhYdRld/yPLeybOJHIHj2ofccdVoejfFBaDRU8TQ67//GPlsbptElQkLv+xIk7Ii/oVqYBdkSEhQsX7rjwwgtbjh07tt6kSZPSynK8QCox+RpjDgD/V06xqDIIiomh9pDbib39NnJWrybrk1lkffIJme+/T3j79tS6aQA1e1a+2rA7J8czHVDNKOpPnqTTAVUhkRd0y274xhtbspcvj4rs1u1IWRNvvqioKPeSJUu2du/evVV8fLxzxIgRFXKwnxKTr4j8YozpUNYyqvyICJGdOxPZuTPOzEwOzZvvqQ2PfZh9EyYSfcMNntpw8+ZWh+qTtPHjyduxg0Zvv0VQ7dql76AqlcgLumX7K+kWFh8f7/ryyy+3XHzxxa3q1q17yqOiI0aMaDx27NiGAAkJCXmffPLJjv/973+h8fHx5+eXmThx4u6hQ4dm+ju2fKUNKXkMKGmKDAGijTGNTuukIrWA6UAbwABDgT+AT4BEYCcwwBhT4oVXtiElrWKMIWfVarJmzeLIV19hHA7CO3YkZkB/ov72twpbGz702SL2jhpF7X/cTd1//cvqcFQhOqSkb0oaUrK0Nl9ferC7TjsieAn40hhzo4iE4Lmh9wjwjTFmkoiMBcYCY87g2OokIkJkl85EdumMMyOjoDa8d8xYbBMmEn3D9cQMqFi14bydO0l74gnCO3akzv33Wx2OUn5XWpvvLn+fUESigYuA273nyAPyROQG4BJvsZnA92jy9bug2Fhq3zGU2KFDyFm5iqxZn5D50cdkvvuepzZ80wBPbdjCoRkLpgMKDqbBc1N0OiBVJVlx96IJsB94R0TWish075jA8caYVG+ZNCC+qJ1F5C4RSRaR5P379SG7MyUiRHbtQoOpU2nxw/fUHfUQzgP72Tt6DNsuuph9EyeSu73YyV8DKv255zi+eTP1J04gOCHBkhiUCjQrkm8Q0AF43RjTHsjG08RQwHgaootsjDbGTDPGJBljkurUqRPwYKsDT234Dpp98QWNZrxDZPcLyPjwI3Zcex27bv07hz77DHdu+TwodOTbb8l89z1i/v53oi67rFzOqfzG7Xa79bFDL++/RbEPjficfEWksYhc4f0cLiJRZxjTHmCPMWald3kOnmS8T0QSvMdPoNBDHap8iM1GZNeuntrw999R96GRONLT2TtqNNsuvoR9kyaTu2NHwM7vSE0l9eFHCGvdmrqjHgrYeVTAbNq/f3+0JmBP4t2/f380nmEZilRib4eCQiLDgLuAWGNMM+/jxW8YYy4/k8BE5EfgTmPMHyLyJJD/XPfBQjfcYkubJUN7OwSecbvJWbmSzE9mceS//wWnk4hOnag1YABRf7sKW0iIf87jdLLrttvJ/e03msz9lJDERL8cVwVGUb0d1qxZUzcoKCi/F1N175DtBjY5nc47O3bsWGRF0tfkuw7PGA8rvU0FiMhGY8x5ZxKViLTD09UsBNgBDMHzw5oFNAJ24elqllHScTT5li/ngQNkzZtH1qzZOHbvxl6rFtF9+lCrf39Cm5ZtCp/0l17i4OtvUH/Ks0T36uWniFWgFJV81enxNfmuNMZ0EZG1xpj2IhIE/GKMOb/UnQNIk681jNtNzooVntrwN994asOdO3tqw1ddedq14ezly/lz6B1E9+lD/QnjAxS18idNvmXna/J9Fs8sFoOBfwL3ApuNMY8GNLpSaPK1nvPAAbLmziNrtrc2HBPjrQ3f6NOEls6DB9nRuzf2mtE0mT0LW0SJA2GpCkKTb9n5mnxtwB3AVXiealtijHkzwLGVSpNvxWHcbrKXL/eMPvbtt57acJcu1BrQn6gri64NG7eb3XfdTc6qVSTOnk3Y2VVzOMyqSJNv2fnae/2fxpiXgIKEKyLDveuUQmw2anTvTo3u3XHu319QG9478iFPbbhvH2L69z/hRlrG22+T/dNP1HvyCU28qtrxteZ7yuA5+e2/AYvMB1rzrdiM2032suVkffKJpzbschHRtSsxA/rjysoi7ZnxRHTqRKMZ7+isFJWM1nzLrrRRzQbiGce3iYgsLLQpCiixJ4JSYrNRo0d3avTojiM9nUPe2nDKgyMLyhxbt45j69adME6xUtVBac0Oy4BUIA54vtD6I8CGQAWlqp7gunWJ+8fd1L5rGKmPPsahefMAT//enFWrNfmqaseXgXV2Ad3KJxxV1YnNRq0B/Tn8xRee+eiCg4no3MnqsJQqdz7dcBORrnhmtDgHz4MRdiDbGKOzGKrTVtR8dEpVN772dngFz4SZs4EkPP199fa0OmMnz0enVHXj8/PXxphtgN0Y4zLGvAP0DFxYSilVtfla883xzjixzvu0Wyo6cIZSSp0xXxPo371l78cz/m5DoF+gglJKqaqu1JqviNiBCcaYQcBx4KmAR6WqvHXp60jel0xSfBLt6razOhylyl2pydcY4/IOpB7inW9NqTL5Ztc3PPTDQ7iNmxB7CG9e9aYmYFXt+NrmuwP42fuUW3b+SmPM1IBEpaocp9vJj3t+ZPaW2fyY8mPBeofbQfK+ZE2+qtrxNflu975seB4tVsonadlpfLr1U+ZunUt6Tjpx4XFc3/R6Fu9cjNPtBCApXocIUNWPT8nXGKPtvMpnTreTn1J+Ys6WOfyY8iPGGC5ocAGPdH6EixpeRLAtmP5n92fSqkn8evBXcpw5VoesVLnzaVSzikpHNatY0rLTmLt1LnO3zmVfzj7iwuPo07wPfVv05ayos04pf8x5jIGLBpKVm8Wc6+cQFx5nQdTqTOioZmWnyVeVicvtKqjlLk1Z6qnl1r+AG1veyMUNLybYFlzi/lsyt3DL57eQFJ/Ea1e8hk20+3hloMm37Hwd26G7Mebn0tap6iMtO4152+Yxd+tc0rLTqB1Wmzva3FFsLbc4LWNaMippFM+sfIZ3f32X29vcHriglapAfL3h9n9ABx/WqSrM5Xbx896fmb1lNkv3LMVt3FxQ/wJGdxrNJQ0vKbWWW5wBZw9gReoKXvrlJZLqJdEmro2fI1eq4iltMPVuwAVAHRF5sNCmmnhGNjtj3oc3koEUY8x1ItIE+BioDawB/q79iiuGfdn7Cmq5qdmp1A6rzdA2Q+nboi8NoxqW+fgiwpMXPEn/z/oz6odRzO41mxohNfwQuVIVV2k13xCghrdc4S5mh4Eby3ju4cBveBI5wGTgBWPMxyLyBp4JO18v4znUGXK5XSzbu6yglusyLroldOOhpIe4tOGlBNvPrJZbnOjQaCZfNJkhXw7h6RVPM+nCSTq1kKrSShtM/QfgBxGZ4R1Y3S9E5CzgWmA88KB4/pddhmfKIoCZwJNo8i136TnpzNvqqeXuzd5LbFgst517Gze2uJGGNcteyy1J+7rtuaftPbyy7hW61e9G7+a9A3o+pazka5tvqIhMAxIL72OMuewMz/siMJq/atO1gSxjjNO7vAdoUNSOInIXcBdAo0aNzvD0qjCX28Xy1OXM/mM2P+z5AZdx0TWhKw8mPchlDS/zey23JHeedycr01YyYeUEzq9zPk2jm5bbuZUqT74m39nAG8B0wFWWE4rIdUC6MWaNiFxyuvsbY6YB08DT1awssVR3+3P2M2/bPD7d8mlBLXfwuYO5scWNNKppzS82u83OxB4TufGzGxn9w2g+uPYDQu2hlsSiVCD5mnydxhh/NQF0B64XkWuAMDxtvi8BtUQkyFv7PQtI8dP5VCFu42b53uXM3jKb73d/j8u46JLQhRFJI7i84eXlWsstTnxkPON7jOe+b+5javJUHu7ysNUhKeV3vibfz0TkXmAekJu/0hhz2tPHG2MeBh4G8NZ8HzLGDBKR2Xhu4n0M3AYsON1jq+IdOHaAeVvn8enWT0k5mkJMaAyDWw+mX8t+NK7Z2OrwTnHRWRdx6zm38v5v79M1oSuXNrrU6pCU8iufnnATkf8VsdoYY8rUIFco+V4nIk3xJN5YYC1wqzEmt4Td9Qm3UriNmxV7VxTUcp3GSZd6Xbix5Y1c1ugyQuwhVodYojxXHrcuvpW92XuZ02sO9SLrWR2S8tIn3MpOHy+ugg4cO8D8bfOZs2VOQS33huY30K9FPxKjE60O77TsPLSTAYsGcG7tc5l+1XTstjJ1L1d+osm37Hx9vDgCeBBoZIy5S0RaAGcbYxYFNDrlM7dxsyJ1BXO2zOG7P7/DaZx0rteZ4R2Gc3mjyyt8Lbc4idGJPNb1MR796VGmbZzGPW3vsTokpfzC1zbfd/A8dXaBdzkFTw8ITb4Wy6/lfrrlU/Yc3UOt0FoMOmcQN7a8sdLVcotzfbPrWb53OW+sf4NO8Z1IqqcVLlX5+Zp8mxljbhKRgQDGmBzRx48s4zZuVqauZM6WOXy7+1ucbidJ8Un8s/0/uaLxFZW2lluSx7o+xob9Gxj741jm9JpDrbBaVoekVJn4mnzzRCQcMAAi0oxCvR5U+Vi6Zykf/vYhW7O2kp6TTnRoNLe0uoUbW95Ik+gmVocXUJHBkTx78bPcuvhWHl/2OC9d+pI+fqwqNV+T75PAl0BDEfkAT1/d2wMUkzqJ0+3kueTn+OC3DwAQhHva3sMd591RrR5AOLf2uYzoMIIpyVP4+I+PGdhqoNUhKXXGfJ1G6CsRWQN0BQQYbow5ENDIFABr9q1h/MrxbM3cWrDOJjZC7CHVKvHm+3vrv7MidQXPrX6ODnU7cHbs2VaHpNQZ8WnaABH5DLgK+N4Ys0gTb+AdOHaAR396lNu/vJ2jeUcZ3mE4YfYw7GIn2BZcbSedFBGe6fEM0aHRjFo6ihyHzv+mKidfmx2eA24CJonIajwPQywyxhwPWGTVlNPt5JM/PuGVta9w3HWcYecN487z7iQiOIKk+CSS9yWTFJ9Uradajw2LZeKFExn21TAmr57MUxfo/K6q8vG12SF/aEk7nqEfhwFv89dYvMoP1qWv45kVz/BH5h90S+jGI10eOaG7WLu67ap10i2sS0IX7jzvTt7c+CZdE7pydZOrrQ5JqdPia80Xb2+HXnhqwB3wjLmr/ODgsYO8+MuLzN82n/iIeKZeMpUrGl2hd/NLcU+7e1iVtoqnlj9Fm7g2fplVQ6ny4mub7yw8s05cBryCp9/vPwMZWHXgcrv4+PeP6TW/F4u2L2Jom6Es7L2QKxtfqYnXB8G2YCZfNBmb2BizdAwOt8PqkJTyma/zdL+FJ+H+wxjznTHGHcigqoMN+zcw8POBjF85ntaxrfn0+k8Z0XEEEcERVodWqTSo0YCnLniKjQc28n9r/8/qcJTyWYnJV0RGAxhjlgB9T9o2IYBxVVmZxzN5ctmTDFo8iIPHDjLl4im8edWbNK2lMzacqSsbX0n/lv15Z9M7LEtZZnU4SvmktJrvzYU+nzyidU8/x1KludwuZm+ZTa/5vViwbQG3n3s7C/sspGdiT21i8IPRnUbTvFZzHvnpEQ4c056QquIrLflKMZ+LWlbF2HRgE7cuvpVxy8fRMqYls3vNZmTSSCKDI60OrcoICwpjykVTOOo4yqM/PYpbW8ZUBVda8jXFfC5qWZ0k63gW45aP45bPbyEtJ41JF07iraveonlMc6tDq5KaxzRndKfRLNu7jBm/zrA6HKVKVFpXs7YichhPLTfc+xnvclhAI6vE3MbN/G3zeWHNCxzJO8KtrW/l3rb3UiOkhtWhVXn9W/ZnReoK/u+X/yMpPonz65xvdUhKFUlnsvCzzQc3M37FeDYc2ECHuh14pMsjOv5AOTucd5j+C/sjIszuNZuokCirQ6pydCaLsvO1q5kqxaHcQzyz4hluXnQze47uYUKPCczoOUMTrwVqhtRk8kWTSctO4+nlT1OZKxiq6vL5CTdVNLdxs3D7Ql5Y8wJZuVnccs4t3NvuXmqG6JPXVmpXtx33tbuPl9e+TLf63ejToo/VISl1Ak2+ZfB7xu+MXzGedfvX0a5OO/5z5X9oFdvK6rCU19A2Q1mZupKJqybStk5b7UutKpRyb3YQkYYi8p2IbBaRX0VkuHd9rIh8LSJbve8x5R2brw7nHWbiyonctOgm/jzyJ093f5qZV8/UxFvB2G12Jlw4gTB7GKOWjiLXpZOvqIrDijZfJzDSGNMaz+Ds94lIa2As8I0xpgXwjXe5QjHG8Nn2z7h+3vV8/MfHDGg5gIW9F9K7eW9sos3nFVHdiLo80+MZtmRu4fnk560OR6kC5d7sYIxJBVK9n4+IyG9AA+AG4BJvsZnA98CY8o6vOFsytzB+xXh+Sf+F8+PO57UrXqN17dZWh6V8cNFZFzG49WDe3fwuXRK6cHmjy60OSSlru5qJSCKwFGgD/GmMqeVdL0Bm/vJJ+9wF3AXQqFGjjrt27QpojEfzjvLa+tf48LcPiQqJYkTHEVrTrYQcLge3fnEre47s4dPrP6VeZD2rQ6rUtKtZ2VmWQUSkBvAp8C9jzOHC24znN0KRvxWMMdOMMUnGmKQ6deoELD5jDJ/v+Jxe83vx/ub36duiL4v6LKJvi76aeCuhYHswUy6agtPtZMzSMTjdTqtDUtWcJVlERILxJN4PjDFzvav3iUiCd3sCkG5FbADbMrdxx1d3MPbHscRHxPPhtR/yeLfHiQ6Ntiok5QeNajbisa6P8Uv6L0zbMM3qcFQ1V+5tvt4mhbeA34wxUwttWgjcBkzyvi8o79iyHdm8sf4N3t/8PhHBEfy767/p16Ifdpu9vENRAdKrWS9WpK7gPxv+Q6d6nehUr5PVIalqqtzbfEWkB/AjsBHIH3rqEWAlMAtoBOwCBhhjMko6lr8eLzbGsGTnEqasnkL6sXT6tejH8A7DiQmrsL3dVBnkOHIYsGgAx5zH+LTXp9QKq2V1SJWOtvmWXbUf22HHoR1MWDmBlakrOSf2HB7t+iht67T1U4Sqotp8cDODFg+iR4MevHzpyzqm8mnS5Ft21fbOUY4jhxfWvEC/hf3YfHAzj3Z5lI+u/UgTbzXRunZrRnYcyfe7v+fD3z+0OhxVDVW7x4uNMXy962ueXf0s+3L20bt5b/7V4V/UDq9tdWiqnA06ZxArUlfwfPLzdIzvqE8oqnJVrWq+Ow/t5B///QcjfxhJrdBavHf1ezzd/WlNvNWUiPB096eJCY1h1A+jyHHkWB2SqkaqfM13Xfo6lu1dRsqRFBbvXEyYPYyxncdy09k3EWSr8pevShETFsPECydy51d3MnHVRJ7u/rTVIalqokpnn3Xp6xi6ZCgOtwOAHg168HT3p4kLj7M4MlWRdE7ozLDzhzFtwzS6JXTjmqbXWB2SqgaqdLND8r7kgieZbNjoGN9RE68q0j1t76F93faMWzGO3Yd3Wx2OqgaqdPJNik8ixB6CXeyE2ENIiteeMapoQbYgJl84GZvYGL10NA6Xw+qQVBVXpZNvu7rtmH7VdO5vfz9vXvUm7eq2szokVYEl1Ejg6QueZtPBTby89mWrw1FVXJVu8wVPAtakq3x1eePLuensm5jx6wy6JHShR4MeVoekqqgqXfNV6kw8lPQQLWJa8OhPj3Lg2AGrw1FVlCZfpU4SFhTGlIumkOPI4eEfH8Zt3KXvpNRp0uSrVBGa1WrGmM5jWJG6gnc2vWN1OKoK0uSrVDH6tejHVY2v4pW1r7Bh/warw1FVjCZfpYohIjxxwRPER8YzeuloDucdLn0npXykyVepEtQMqcnkiyaTlp3GuOXjqMxDsKqKRZOvUqVoW6ct97e/nyU7lzB369zSd1DKB5p8lfLB0DZD6ZrQlUmrJrE9a7vV4agqQJOvUj6wiY0JPSYQERzBqKWjOO48bnVIfrcufR3TN05nXfo6q0OpFjT5KuWjOhF1GN9jPFszt/Jc8nNWh1NmLreLjOMZbMvcxke/f8TQJUN5+ZeXGfbVME3A5aDKP16slD/1aNCD21rfxszNM+mW0I3LG19udUgF3MbN4dzDZBzPKHhlHs88cTk3k4xjnves3KwiHyBxuB0k70vWx/IDTJOvUqdpeIfhJO9L5vFlj9O6dmsSaiQE5DzGGA7nHS46iXqXM49ncvD4QTKPe5Kpy7iKPFZ0aDQxoTHEhsXSJLoJHcM6EhPmWY4NiyXjeAbPJ0/B6XYRLDYdAbAcVKjkKyI9gZcAOzDdGDOpzAfdvQp2/giJF0LDzmU+nFLB9mCmXDSF/ov6M/bHsbz1t7d8mhXFGMMRx5FiE2nh5fyX0ziLPFZUcA1qh9QkJjiKxsHRtAtPINYeTqw9jFhbCDESTIzYqU0Q0QaCXQ5wHgdnLhw9Bll7wbnDs+w8Dtn7aZ2VQnJoKEkOQ7vcPH//s6mTVJjkKyJ24FXgSmAPsFpEFhpjNp/xQXevwv3ONYjbAWJH2vSDmMZgCwabHezBns/2YLAFFVoO8iwXu63wuqBijuM9hh+nJP999X/J3PwtMa0vo1WnK/x2XCtUqGtxu8G4wLjB7fJ8dhe1/Nf6hm4X/259B2PXv8zNMy7iipj2nN3wHDKOZ5KZm8XBvENk5h0hw3GETGcOGc4cMly5OCl6nIgaCLHGRowRGrgN57ncxLpcxDgdxDryiHEcp7bLSYzLTYzLRfCZXKc9BILCICi00Hu45/34Idoez6Xd8VyM2D0VFq2sBFSFSb5AZ2CbMWYHgIh8DNwAnHHyTVn3FQkuByJg3C5cG+cgGGyUX0d5J3ZcBOESO07vu6vg3Y5Lgk5Y7yxiu4sgQpyHaedYjw037h2vs2JJEtnBseV2Hf4U6cggyZFccC3JS9qSG1QTG27Py7gLfXZhw+39uf21fEq5k7YJxrvdVcQx8z+7sBeTDH3RIDQEW0I8f9iP8MfhpfDr0oJtEW5P8ox1uanncnGOdznKZSPaLdRw26nhDiLSBBPhCgYJJU9CcEgwDgnBQQh5EuJdF0KaPZjd9hPXOSSEPArt493mWffXskOCcRCCkWLur7uhgWsj482jBOPEYezsCmuLzuUcWBUp+TYACs/fsgfocnIhEbkLuAugUaNGJR5wuas11xJCsHHiIIh/hTxFVu32iHFhx4XduAjCid24sOMkyDi9673vuE5YV7isveAYzpOOcer2k9cH4cSGq9A65wnnCjXHPfsXxOekhusQdtyIgBg3bZwbyXNH+PGfv/yEuHNOuJYWzq1km2hPepVC6VRsuLEX+iw4JKTQsudliizrKe/GXsQxTyxrTtlWRNkitu1lMZAFgM0YOh2pRU0ZgBCNS8JxeJPgEQnhYFAIriD//iXkT6uczRmU9whdbb+xypzDpUcTNfkGWEVKvj4xxkwDpgEkJSWVWIVt0v5Shqx5jI7mV9bIuYwaNJCOjWPKJU5/+331f2m8aGDBL5I9175v/Z/rZ+jka0m9dmalvJYFP9Tlmx0v4sQQZKDX+bdzw8V3Wh3WGVmzK5NB03NZ72xJcJCNh5vWtjqkKk8qyrPqItINeNIY8zfv8sMAxpiJxe2TlJRkkpOTSzzuml2ZrNhxkK5Na1faxJuvQrWTllFVuZYFP0xnzc4ldEz8W6VNvPlO5/+KiKwxxmiXiDKoSMk3CNgCXA6kAKuBW4wxvxa3jy/JVynlf5p8y67CNDsYY5wicj+wBE9Xs7dLSrxKKVWZVZjkC2CMWQwstjoOpZQKNB3bQSmlLKDJVymlLFBhbridCRHZD+zyoWgcUFXmANdrqXiqynWA79fS2BhTJ9DBVGWVOvn6SkSSq8qdWb2WiqeqXAdUrWup6LTZQSmlLKDJVymlLFBdku80qwPwI72WiqeqXAdUrWup0KpFm69SSlU01aXmq5RSFUqVTr4i8raIpIvIJqtjKYmINBSR70Rks4j8KiLDiylX5PWISKyIfC0iW73v5TqCUFFxiUh/77W4RaTYu+ci8qSIpIjIOu/rmkLbHhaRbSLyh4j8LcDXsFNENnpjSD7Nayi2XHHXICI9veu2icjYAF5XUT+bIr8vItJKRJaLSK6IPBSomJRHlU6+wAygp9VB+MAJjDTGtAa6AveJSOsiys2g6OsZC3xjjGkBfONdLk8zODWuTUBfYOkppU/1gjGmnfe1GMB7/TcD53qP/Zp3tpNAutQbQ34C9fUaiixX3DUUmrXlaqA1MLCYn7c/zODUn01x35cM4AGg2KmZReQSEZnh/zCrnyqdfI0xS/F8oSo0Y0yqMeYX7+cjwG94Bpc/uVxx13MDMNP7eSbQOzCRFq2ouIwxvxlj/ijDYW8APjbG5Bpj/gdswzPbSbnx9RpKKFfcNRTM2mKMyQPyZ23xu2K+M0V+X4wx6caY1YAjELGoE1Xp5FsZiUgi0B5YeRq7xRtjUr2f04B4f8cVYPeLyAbvn8j5TSZFzWxyyi8kPzLAVyKyxjtbij8Udw3lfW0nq+zflypBk28FIiI1gE+BfxljDp/JMYyn+0pl6sLyOtAMaAekAs9bFEcPY0wHPE0B94nIRRbFUa58/b6IyEoRWQdMB64v1EYf0Lb4qkyTbwUhIsF4Eu8Hxpi53ptw+V/wf5Sy+z4RSfAeJwFID3S8Z0pE3vFe02IAY8w+Y4zLGOMG3uSvpoUUoGGhXc/yrgsIY0yK9z0dmEcJTRwnX0MJiruGcr22Ipz298UY08UY0w64E1hYqI1+SWBDrbo0+VYAIiLAW8BvxpipAMaY3YW+4G+UcoiFwG3ez7cBCwIXbdkYY4Z4r+kaKPjPn68PnptX4Lmmm0UkVESaAC2AVYGISUQiRSQq/zNwVaE4Sr2GEhR3DauBFiLSRERC8NyUW+iPa/FRpfm+VGnGmCr7Aj7C86esA0+72h1Wx1RMnD3w/Om3AVjnfV3j6/UAtfHctd4K/BeItfrfGU8i3QPkAvuAJcXs+x6w0XvtC4GEQtseBbYDfwBXBzD+psB67+tX4FHvel+vodhyxV0DcA2eabO255+vHH82RX5fgHreMofxTMu8B6h50vEuAWZY+f+lqrz0CTellLKANjsopZQFNPkqpZQFNPkqpZQFNPkqpZQFNPkqpZQFNPlWYSJiROT5QssPiciTfjr2DBG50R/HKuU8/UXkNxH57qT1iSJySxmOe7Ts0Sl15jT5Vm25QF8RibM6kMJEJOg0it8BDDPGXHrS+kTgjJOvUlbT5Fu1OfFMCzPi5A0n11zza4LeIQN/EJEFIrJDRCaJyCARWeUd77ZZocNcISLJIrJFRK7z7m8XkSkisto7WM7dhY77o4gsBDYXEc9A7/E3ichk77rH8TyA8paITDlpl0nAhd7HfEd4a8I/isgv3tcF3mMkiMhSb7lNInLhSeeN845he21pZZXyK6uf8tBX4F7AUaAmsBOIBh4CnvRumwHcWLis9/0SPE83JQCheMYceMq7bTjwYqH9v8TzC7wFnqehwoC7gMe8ZUKBZKCJ97jZQJMi4qwP/AnUAYKAb4He3m3fA0lF7HMJsKjQcgQQ5v3cAkj2fh7JX0+s2YGoQv828XhGj7uypLL60lcgXqfz55+qhIwxh0XkXTyDZB/zcbfVxjvkoIhsB77yrt8IFP7zf5bxDIizVUR2AK3wjItwfqFadTSeZJgHrDKecW1P1gn43hiz33vOD4CLgPk+xgsQDLwiIu0AF9Ay/1qAt70DF803xqwrVP4b4D5jzA+llFXK77TZoXp4EU/baWShdU68P38RsQEhhbblFvrsLrTshhN+YZ/8bLoBBPin+WtQoCbGmPzknV2WiyjFCDzjKrQFkvBej/EMJn4Rnhr8DBEZ7C3vBNYABUMillBWKb/T5FsNGGMygFl4EnC+nUBH7+fr8dQET1d/EbF524Gb4hk8Zglwj7f2iIi09I4UVpJVwMXe9lc7MBD4oZR9jgBRhZajgVRvTfzveJoNEJHGwD5jzJt4xqLt4C1vgKFAKxEZU0pZpfxOmx2qj+eB+wstvwksEJH1eNpuz6RW+ieexFkT+Icx5riITMfTE+EX71CZ+yllWiNjTKp4JpH8Dk/N+XNjTGnDHG4AXN74ZwCvAZ96a6uFr+cSYJSIOPC08xbUZo0xLhEZCCwUkSPefYosq5S/6ahmSillAW12UEopC2jyVUopC2jyVUopC2jyVUopC2jyVUopC2jyVUopC2jyVUopC2jyVUopC/w//aKNMzqxhigAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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7zZs3r33F548//nhVTfP+RkqTTykpIt2BD4EBqnpIRF4G8oDJwCxVfUlEngCWquqf66rLppQ01QVLSzm8cqXTOnaTcvl296G1Ph+J/fsf6TvOzSU+K8su5jWATSkZnuY4paQPSBKRciAZ2AFMAC51tz8H3A/UmXyNqc6TkPCtLg1/YaHbb+wk5H2vz2bP3/7ulE9Pr7xlOmlILkk5OXjbt49R9KYtafLkq6rbReRRYAtwCHgLp5thr6pWDP/YBnSvaX8RuQa4BqBXrya9IcW0UL6MDNImTCBtwgQANBCg9KuvqrSOC//0J+cpjkB8VlaVvuPE4/sjcXGxPAXTCjV58hWRDsC5QG9gL/AKMCnc/VX1SeBJcLodohCiaeXE6yWxf38S+/en/YUXAhA4WMzh/HwnGS9bxsGPPmbf67Od8gkJJA4cWNl3nJSbi69rV+uuMI0Si26H7wIbVXUXgIjMAkYD7UXE57Z+ewDbYxCbaaO8qSmkjDyZlJEnA87FPP/XX1e5mLdn5kx2P/MMAL7OnUkakos3IwP8AdLPOZvkk06K5SmYFiYWyXcLMFJEknG6HU4DFgLvARfijHiYBrweg9iMAZxZ2+K6dyeue3faTZ4MgJaVcXjNmspkXPz55wS++QaAva+8QvKIEaSfew4pY8cS18WGuZm6xaLP9zMReRX4EvADi3G6Ef4NvCQiv3LX/bWpYzOmLhIfXzmxPD+4jMK/PMmuxx5zbpMGDq9cScnnnwOQOGAAqeNPJXXcOBJzchCvt66qTRsUkyklVfU+Vc1W1UGq+t+qWqqqG1R1hKr2VdWLVLU0FrEZE67kESch8fHg9SKJifR88kl6v/YvOt9yC5KYSOETf2HTxZewbsxYtt95J/ve/DeBvXtjHXarVtOUktWnjvR4PMM+++yzpIp9+vXrN7Bi6snu3bvn7Nixwwdw1113de3bt+/A/v37D8jOzh7w7rvvpgCMGDHi+AULFlTOW7FmzZr4fv36DTzaWO0ON2MaqLbbpBOzs8m49hoCe/dy8MOPOLhgPsULPmD/7DfAnfs49dRT3ak1j7cLdxFU09wO69atSwj9nJmZWTZ9+vRu//73vzfUVs9//vOflHnz5rVfvnz5yqSkJN2xY4evtLQ0ov+hLPka0wh13Sbtbd+e9LPOJP2sM9FAgMPLl3NwwQIOvj+fXb/7Hbt+9zt8mZmkjhtH6qnjSBk1Ck9KShOfQWx9+vWnKZ/u+DRtZLeRB0YeM7JJZto/7bTT9n322WdpS5cuTcjNza3xF/b27dvjOnbs6E9KSlKAbt26RXwWNEu+xjQB8XpJGjKEpCFD6HzTTZTv3EnxBx9wcP4C9uflsfeVV5C4OJJPGk7qqaeSMm4cCb17xzrsBvvFR7/ouX7P+jqnlCwuL/Zs2r8pWVFm5M8gq11WSUpcSq1TSvbt0Lfkf0b/z1FPKVm9jMfj4eabby745S9/2W3WrFmbaqrnvPPO2//QQw8dk5WVNWjMmDH7L7nkkt1nnnnmwYrtU6dO7ZOYmBgEZ7Iej+foe3At+RoTA3FdutB+yhTaT5mClpVR8uVip1U8fz7fPPQwPPQwccf2InWcc9EuecRJeBIS6q+4BSkuL/apO6WkohSXF/tS4lIiPqVkTa699tqiRx99tNvq1atrnGAnPT09mJ+fv3Lu3Llp77zzTtq0adOOu/fee7fddNNNRQDPP//8hnHjxpWA0+d71lln9TvaWC35GhNjEh9fOcY48847KNu2jYPz53NwwQL2vvwye154AUlKImXkSKeveNxY4o45JtZh16m+Fio4XQ43vHNDf3/Q7/F5fMEHxjywoam6HuLi4rjxxhsLpk+f3rW2Mj6fj7POOuvAWWeddWDw4MGHXnjhhU4VyTcSLPka08zE9+hBx8suo+NllxE8fJiSzz7j4HynVXzwvfcASOjfn9RTx5E6bhxJJ57YIucyHnnMyOLHT3t8bVP3+Va48cYbi/r379+1uLj4W+MAly5dmuDxeMjJySkFWLx4cVKPHj0iOstiy/svZkwb4klMdEdGnIrqzynbsIGD7zut4qJnnqXoqafxpKWRMma0U27sWHydOsU67LCNPGZkcVMn3QqJiYl6zTXX7PzFL37Rs/q2/fv3e2+66aZe+/fv93q9Xs3Kyip97rnnNkfy+HVOKSkit4ZRR7Gq/iVyIYXPppQ0bVng4EGKP/qYgwucZBzYVQgiJObkVI6gSBw4EGnAxaD62JSS4WnMlJJ34EzrWNf4tuuAmCRfY9oyb2oq7b53Ou2+dzoaDHJ41SoOzp9P8fwFFD7+OIV//CPeTp1IHTuW1PGnknLKKXjbtYt12MZVX/J9QVWn11VARNrWwERjmiHxeEgaOJCkgQPpfP31+PfsqRzKduC999j32mvg9ZI8dKgzpnjcOBL69bMbPGKozuSrqnfWV0E4ZYwxTcvXoQPp55xD+jnnoH6/M02m21e889HfwKO/wXdMN7d74lRSTj6Zw2vWfOtuPRM9R3XBTURG4jxhIhF4TFX/FY2gjDGRIz4fyUOHkjx0KF1uvYXyggJnTPGCBeyb/QZ7X/oH+HzOBEGqSEICvZ6ZYQk4yursiReR6mPgbgXOx3neWp3dEcaY5imua1c6fP/79PzjH+n/6Sf0mvFXkgbnVCZfLS+n5PMvYh1mq1dfy/cJEfkSeERVD+M8eeJCIAjsj3Jsxpgo88THk3LKKUhSEluuuBItL3ducx5hE8NHW50tX1U9D2du3TdFZCrwEyAB5/Hu50U5NmNME6mYoa3zTTe16C6H5OTkysD/8Y9/pGdlZQ1au3Zt/K233nrMvffemwkwZcqUrGeeeaZD6H4NnRayMert81XVN0QkD7ge+BfwgKouiHpkxpgmVdcMbS3N66+/nnbHHXf0nDNnzrr+/ftH9M60SKmvz/ccEXkPmAvkA/8FnCsiL4nIcU0RoDGm9Sr++JOUnb/5bdfijz+J2JDVOXPmpN5www1Zr7/++vqBAwc224cy1Nfy/RUwAkgC5qnqCOA2EekHPABcHOX4jDEt0Nf3/Kxn6bp1dU4pGSwu9pRt3JiMKkVPP018794lnpTap5RM6Nev5JgHH6hzwp6ysjK5+OKL+7711ltrTjzxxMMNjb8p1Hff4T7gAmAKsLNipaquU1VLvMaYBgsWF/uomN5A1fncSHFxcTp06NCDTzzxREZj64q2+k72fOASoBy4NPrhGGNag/paqOB0OWy97rr+6vd7xOcLHvPQQxtSThnVqEl2RITZs2dvGDt2bP+7776768MPP1zQmPqiqb473AqB/2uiWIwxbUjKKaOKez7xxNriTz5JSxk16kBjE2+FtLS04Lx589aNHj06OzMz03/LLbc0y8l+6rvg9mV9FYRTpoZ92ovIqyKyWkRWicgoEekoIm+LyDr3vUP9NRljWrKUU0YVd7nt1oJIJd4KmZmZgblz56599NFHu82cOTO9+vZbbrnl2MzMzMGZmZmDhwwZkg2wcePGhIp1mZmZg2fMmBHVHFTflJKHgHV17Q+kq2qvozqoyHPAB6r6tIjEA8nAPcBuVX1YRO4GOqjqXXXVY1NKGhMbNqVkeBozpWR2GPUHjiYYEUkHxgGXA6hqGVAmIucC491izwHvA3UmX2OMaanq6/ON6Mztrt7ALuAZEckFFgE3A5mqusMtUwBkRuHYxhjTLER+ivv6+YChwJ9V9USgGLg7tIA6fSE19oeIyDUislBEFu7atSvqwRpjTDTEIvluA7ap6mfu51dxkvE3ItINwH3fWdPOqvqkqg5X1eGdO3dukoCNMWEJBoNBm53d5f4tar1pJOzkKyLHish33eUkEUlrSECqWgBsFZHj3VWnASuB2cA0d9004PWG1G+MiZn8Xbt2pVsCdhLvrl270nGmZahRWHeUiMjVwDVAR+A4oAfwBE7ibIgfAzPdkQ4bgCtw/iF4WUR+CGwGvt/Auo0xMeD3+68qKCh4uqCgYBCx+VXdnASBfL/ff1VtBcK9ne8GnDkePgPn9mIR6dLQqFR1CTC8hk0NTebGmBgbNmzYTuCcWMfRUoT7r1OpOyQMABHxUcsFMWOMMfULN/nOF5F7gCQRmQi8ArwRvbCMMaZ1Czf53o0zNnc5cC2Qp6o/i1pUxhjTyoXb5/tjVX0MeKpihYjc7K4zxhhzlMJt+U6rYd3lEYzDGGPalDpbviJyCc48vr1FZHbIpjRgdzQDM8aY1qy+boePgR1ABvCbkPUHgGXRCsoYY1q7cCbW2QyMappwjDGmbQirz1dERorIFyJyUETKRCQgIvujHZwxxrRW4V5w+yPOs9zW4TzJ+Crg8WgFZYwxrV3Y91+r6nrAq6oBVX0GmBS9sIwxpnULd5xviTsJzhIReQTnIlxbnzjDGGMaLNwE+t9u2RtxJj/vCUyJVlDGGNPa1dvyFREv8KCqXgYcBn4Z9aiMMaaVq7flq6oB4Fi328EYY0wEhNvnuwH4yL3Lrbhipar+NipRGWNMKxdu8v3KfXlwbi02xhjTCGElX1W1fl5jjIkgGy5mjDExYMnXGGNiINy5HUaHs84YY0x4wm35/l+Y68ImIl4RWSwib7qfe4vIZyKyXkT+YUPbjDGtWX2TqY8CTgE6i8itIZvaAd5GHvtmYJVbF8Cvgd+p6ksi8gTwQ+DPjTyGMcY0S/W1fOOBVJwknRby2g9c2NCDikgP4EzgafezABOAV90izwHnNbR+Y4xp7uqbTH0+zmPjn3UnVo+U3wN3cmTMcCdgr6r63c/bgO4RPJ4xxjQr4d5kkSAiTwJZofuo6oSjPaCInAXsVNVFIjK+AftfA1wD0KtXr6Pd3RhjmoVwk+8rwBM43QSBRh5zNHCOiEwGEnH6fB8D2ouIz2399gC217Szqj4JPAkwfPhwbWQsxhgTE+EmX7+qRuTil6r+FPgpgNvyvV1VLxORV3D6kV/CeVT965E4njHGNEfhDjV7Q0SuF5FuItKx4hXhWO4CbhWR9Th9wH+NcP3GGNNshNvynea+3xGyToE+jTm4qr4PvO8ubwBGNKY+Y4xpKcKdWKd3tAMxxpi2JNzbi5NF5OfuiAdEpJ87asEYY0wDhNvn+wxQhnO3GzgjEX4VlYiMMaYNCDf5HqeqjwDlAKpaAkjUojLGmFYu3ORbJiJJOBfZEJHjgNKoRWWMMa1cuKMd7gfmAj1FZCbOjRKXRykmY4xp9cId7fCWiCwCRuJ0N9ysqoVRjcwYY1qxsJKviLwB/A2YrarF9ZU3xhhTt3D7fB8FxgIrReRVEblQRBKjGJcxxrRq4XY7VEwt6cWZd/dqYAZHJkI3xhhzFMK94IY72uFs4L+AoTgTnhtjjGmAcPt8X8aZd2Eu8EdgvqoGoxmYMca0ZuG2fP8KXKKqjZ3L1xhjDPVccBOROwFUdR5wQbVtD0YxLmOMadXqG+1wccjyT6ttmxThWIwxps2oL/lKLcs1fTbGGBOm+pKv1rJc02djjDFhqu+CW66I7Mdp5Sa5y7if7SYLY4xpoDqTr6p6myoQY4xpS8K9vdgYY0wEWfI1xpgYsORrjDEx0OTJV0R6ish7IrJSRFaIyM3u+o4i8raIrHPfOzR1bMYcrUXfLOKxRY+xZOeSWIdiWhhRbdoRYyLSDeimql+KSBqwCDgP58kYu1X1YRG5G+igqnfVVdfw4cN14cKF0Q7ZGACCGmTT/k2sKFzBiqIVfL7jc9btXVe5PTcjlzE9xjA4YzCDOg+iXXzrnfRPRBap6vBYx9GShT2rWaSo6g5gh7t8QERWAd2Bc4HxbrHngPeBOpOvMdGiqmw7uI0VRStYWbiS/KJ8VhatpLjceZZAojeRDolVf5xtPbCVPy35E+oOgc9ql8XgzoMZnDGYnM459OvQjzhPXJOfi2memrzlW+XgIlnAAmAQsEVV27vrBdhT8bnaPtcA1wD06tVr2ObNm5sqXNNKqSo7S3aSX5Rf2apdUbSCfaX7AIjzxHF8h+MZmDGQgZ0GMjBjIH3S+5BfmM/Vb11NebCcOE8cT53+FMe1P44VRStYtmsZy3ctZ1nhMnYf3g1AgjeBAZ0GkJORQ07nHHIzcuma0hXn696yWMu38WKWfEUkFZgPPKCqs0Rkb2iyFZE9qlpnv691O5iG2H14N/mF+VVatYWHnEcSesVL3/Z9qyTafu37Ee+Nr7GuJTuXsPCbhQzPHM6QLkO+tV1V+br468pEvGzXMlYVraIsWAZARlIGORk5DO48mJyMHAZlDCIlLiVq516nrZ/Dpg8gayz0HFFnUUu+jReT5CsiccCbwDxV/a27bg0wXlV3uP3C76vq8XXVY8nX1Gd/2X5WFq0kvzC/8n1H8Q4ABCErPYtBnQZVJtvjOx5Pki8pqjGVB8pZu2ctywqPtI43799cGdNx7Y+rTMY5GTn0bd8XryfK9ztt+hCePw+CfvAlwrTZdSZgS76NF4sLboLTp7tbVX8Ssv5/gaKQC24dVfXOuuqy5GtClZSXsGr3qspW7YrCFWw5sKVye4/UHgzKGFTZoj2h4wmkxqfGMOIj9pXuY3nh8spkvLxweWW3R5IviUEZg5wWstt/3CW5S2QO7C+DJS/C2/dBqTt7gHhhws9g7G217mbJt/FikXzHAB8Ay4GKp2HcA3wGvAz0AjYD31fV3XXVZcm37SoNlLJm9xpWFK2obNVu2LeBoPuAlczkzCOJ1k226QnpMY46fKrKlgNbnL5jNymv3rMaf9APOOcXejFvQKcBR9diD5TDkr/Bgkdh3xbofALs/gqCAfDGW8u3CcT0gltjWfJtG8qD5azfs75Kol23Zx1+dRJRx8SODOw0sEqrNiMpI8ZRR15poJTVu1dXuZi3/eB2wOmr7tehX2UyHpwxmKz0LDxSbSh/wA/LXoL5j8DezdB9GIy/B/qeBtu+sD7fJmTJ1zQrgWCAjfs2Vkm0q3evrrxAlRafViXRDsoYRGZyZoscMRAJRYeKyC/MZ+mupSwvXE5+YT4Hyw8CkBaXxsCMgeRk5JDbaRA5uzbQ8ePHYfcG6JYL3/kZ9DsdGvC3s+TbeJZ8TUws2bmELwq+oGdaT4IarEy2q3av4pD/EOD0dQ7oNKBKsu2Z1rPNJtpwBDXIpn2bjlzM27WUdXvWEnDHHncPinMxr/fpDO6SS3bHbBK8CUd9HEu+jdfkN1mYtm1f6T6eXfEsM/JnVPbPAsR74snulM15fc+rTLRZ7bKif5W/lfGIhz7t+9CnXRbnHQ7Aojc4VLSFlZn9Wd5/PMvEz5eFy5iz8H8B8Hl8ZHfIJqdzDunx6ZT4S5h47MQah82ZyLLka6LukP8Q87fNJ29DHh9u/5DyYHnlNkG4JPsSbj/pdrv7KxKCQVg1G95/GHatgs7ZJF34DMNOOJdhniP9vztLdlYZWfHPdf+kLOB07by85mWeOv0pS8BRZsnXREV5sJxPvv6EORvn8O6Wdynxl9A5qTMXZ19M3/Z9eeizhyrvDDuj9xmWeBtLFVa/6STdb/Ihoz9M+SsMPB9q+PXQJbkLpx17GqcdexoATy59kseXPE6QIOXBchZ+s9CSb5RZ8jURE9Qgi3cuJm9DHm9tfou9pXtJi0/jjN5nMLn3ZIZlDqvsRuiT3qfOO8NMmFRhzRx4/yEoWAYdj4MLnoJBU2pMurUZ0W0ETy1/qvIfxOGZ1p0bbXbBzTSKqrJmzxryNuQxZ9McCooLSPQmMr7neCb3nszo7qNrvTXXNIIqrHvLSbpfL4YOveHUuyDnIvA2rE1V363SoeyCW+NZy9c0yJb9W8jbmEfexjw27tuIT3yc0v0Ubh56MxN6TiA5LjnWIbZOqvDVO/Deg7B9EbTvBec+DoP/C7yN67oZ0mWI/QppQpZ8Tdh2luxk7sa5zNk4h/yifACGZQ7jByf8gInHTvzWFIsmglRhw/tO0t32OaT3hLP/AEMubXTSNbFhydfUaV/pPv6z+T/kbczji4IvUJQTOp7AbcNuY1LvSXRN6RrrEFu/jQucpLvlE2jXHc78LZz43+Cz7pyWzJKv+ZZD/kPM3zqff2/8Nx9u/xB/0M+x7Y7lutzrOKP3GfRO7x3rENuGTR85fbqbPoC0bjD5URg6FXxHf1OEaX4s+RrgyNCwvI15vLvlXQ75D9ElqQuXZl/K5D6TGdBxgN1Z1lS2fOq0dDfOh9RMmPRrGHY5xCXGOjITQZZ827CgBvnymy+Zs3FO5dCwdvHtmNx7Mmf2OZOhXYbaHWZNaesX8P6D8NW7kNIZTn8Ahl8J8XbxsjWy5NvGqCqrd68mb2MeczbO4ZuSb0jyJR0ZGnbMaOLsAk7T2r4I3nsI1r8NyZ1g4nQ46SqIj9ETLUyTsOTbRmzev9kZGrYhj037N+ETH6O7j+bWYbcyvud4GxoWC18vce5IWzsHkjrAaffBiGsgoXlM8G6iy5JvK1YxNCxvYx4rilYgCMMyhzF14FQm9ppI+8T2sQ6xbSpY7iTd1W9CYjpM+DmMuBYSW++j5s23WfJtZfaV7uPtzW8zZ+OcyqFhAzoN4Pbht/O9rO/Z0LBY+malM3ph1WxISHcmMR95nZOATZtjybcVKCkvOTJr2NfO0LCsdln8KPdHnNH7DLLSs2IdYtu2czXMfxhWvAbxqTDuThh1vdPVYNosS74tVHmgnI+//pi8jXm8t/U9Z2hYchcuy76MyX0mc0LHE2xoWKztWgvzfw35/3Quno29FUbdCMkdYx2ZaQYs+bYgi3cu5vX1r7Pn8B4W7VzEvtJ9pCekc2afMytnDfvWM7tM0yv6ynlG2vKXncewj74ZTrkJUjrFOjLTjLT65Hs0MzXVJKjO/KalgVLKAmWUB8opC5ZRGiitXC4L1PI5WE5ZoIbPbpnKV9CptzRQWrmt+jEPBw5XmYR8VLdRXHbCZZxyzCk2NKy52L0RFvwvLH3JeQLwqBvglJshtXOsIzPNULNKviIyCXgM8AJPq+rDjalvyc4lXDnvSsqD5XjFy8huI0mJS6ma/EITXw2JsOJR3Y0+N4QEbwJx3jjiPfEkeBOI98ZX+ZzgSyDNk0a8N5548RHvjSNevMSLj9V71vJl0XIU8CKM6DSQUzMGg/8wBP3g8YF4wdNCWr5bPw/7SbnN2tbPYdUbULgW1r3tTHJz8nVOazctM9bRmWas2SRfEfECjwMTgW3AFyIyW1VXNrTOhd8srGwtBjTA8p1L6BTfjnjxkuDxESdeUsRDPB7iJZH4uGR3WYjHfWnFMsQrxKPEqZKgEK9KvCpxGiQhGCReg8QHAs72YID4oJ/4YIC4gB9fsBwJBpxHdwcPQGC3kzQD5c575bL7uZolCfFc3bUL5SLEaZDhb/0K3ri3pr+kk4grX95qnz21bxdvLft4q62rvt0HUke9nmr17t1C8MPfV/6j4Rl1I3ToBcEAaNB9D4S8B6t9DnkPu2z19f6jKFs9Lr+zHChDy0uO/OVPOBfO+DW069bQr2xMLdq8h083FDGyTyeGHWsXA6Ot2SRfYASwXlU3AIjIS8C5QIOTb+fdkBAM4hchTpXHt3zFkNKyRgXpx4dfvATwEcBLwF32S8VnH368lFaud8tKHH4SCX5rvRe/+Ah6vfh9FeucuvziI4gXv3jJPrSYv+xYwpdJCQw9VMrh4BCebTcUrwbwEMCrAbw4yx4NVi4764N4AgG8AbeMBp1tBPC4+zn1lFfdJ7ReDeAhWHUfgtX2D+IjvF8Kle3zYDl89Luw//4VUQTxEBRPRZSVy0fWO2U0pFz1bVXW4yEgcQRJcLZ/a5+Kl7vN46FX+TqydTUeAb96eHFjOnP+vgnYdJTfqtg7cLic1QUHUIWEOA8zrxppCTjKmlPy7Q5sDfm8DTi5eiERuQa4BqBXr151Vthl0wae3LGrMmHtCJxCXsfvumknNAE6CTMoXvxuQqyaUJ3PQTwQoxEEnx4+lt+XLmZw6UHK8fGThPPZm3JiTGKpj4Qk94qkHJqwO+xZzi/KfoePAH683B9/G3s75NSe6NzP2swuJrYvWszv/fcRp37K8fFJ8IRYh9Rg+w/7CboPtSn3B/l0Q5El3yhrTsk3LKr6JPAkOI8RqqtshwETOHbDU5UJK/msH3PGSd9tkjgjbdHmbK54upxhuoJFMpA7Lrukxf7PsWjzWC5/OvXIufxgaos8l9b132QPlz39KeX+IHE+DyP72MiMaGs2z3ATkVHA/ar6PffzTwFU9aHa9gnnGW6rv/gPe1a+S4cBE8huoYm3Qmvqk2st59JazgOO7lzsGW6N15ySrw9YC5wGbAe+AC5V1RW17WMP0DQmNiz5Nl6z6XZQVb+I3AjMwxlqNqOuxGuMMS1Zs0m+AKqaB+TFOg5jjIm25nX52Bhj2ghLvsYYEwPN5oJbQ4jILmBzGEUzgMIoh9NU7Fyan9ZyHhD+uRyrqjZpRSO06OQbLhFZ2FquzNq5ND+t5TygdZ1Lc2fdDsYYEwOWfI0xJgbaSvJ9MtYBRJCdS/PTWs4DWte5NGttos/XGGOam7bS8jXGmGbFkq8xpgoRyRaRT0SkVERur6PcsyKyUUSWuK8hTRhmi9eikq+IJInIfBHxisg0EVnnvqbVUr63iHwmIutF5B8iEl9DmSwRORTyBXoiZNt/RKTBU1WF1u1+niQia9x47q5ln8tFZFdIPFfVUi6cuo4VkXdEZJmIvC8iPdz1nUVkbhOcS43Hr6HcDBHZKSL5dRy/xoQgIvEissCdmKmh59Lg49dQ7gER2SoiB8M5fqS/c24djZ1ebTdwE/BoGGXvUNUh7mtJI4/btqhqi3kBNwA3Ax2BDe57B3e5Qw3lXwYudpefAH5UQ5ksIL+W400DftaIeCvrxpks6CugDxAPLAUG1LDP5cAf66k33LpeAaa5yxOAF0K2PQOMjvK51Hr8auXGAUNr++/glukCnAQ8ANxebdt9wGUNOZdIHL9auZFAN+BguMeP5HfOreMrYKb7N5dG1HN/Pef6LHBhY2Jty68W1fIFLgNeB74HvK2qu1V1D/A2MCm0oIgIzpfvVXfVc8B5R3m82cAljQk4ROVjklS1DKh4TFI06xoAvOsuv1etzGs4f89YHb+Sqi7AaW3VSlV3quoXQHkNm1+j4ecSieOHlvtUVXc0NBYi853rD/wduBFYKSL3iMgxFRtF5Hchre7QV42/YOrxgPvL5nciktDIuNuUFpN83S6DPqq6iZofOdS92i6dgL2q6q+jTIXeIrLY7dIYW7HSTewJIhKJaf3DibnCFPcL/aqI9GxEXUuBC9zl84G0kHNZCIytYZ9wROL4kZSP0yptSaL2nVPVgKq+qaoX4LTq+wBbRGSEu/0WPdJVEPo62qeF/xTIxvnbdwTuamjMbVGLSb4495zvjUK9O4BeqnoicCvwNxFpF7J9J3BMjXtGxxtAlqoOxmnRP9eIum4HThWRxcCpOJPUB9xtTXFedR0/YlQ1AJSJSFqk646SqH/nRCRdRK7FaUn3A64ElrnbItLyVdUd6ijF6cYa0ZiY25pmNZ9vPQ4Bie7ydmB8yLYewPvVyhcB7UXE57Z+e7j7VeF+cUrd5UUi8hXOz7aKR2QkusdurO1AaCu2tniKQj4+DTzSiLq+xm15ikgqMEVV97qbG3NekTh+pCUAh6NUd0RF+zsnIi8Co3D63Keq6rpqx7+loXVXO043Vd3hdvGdh/MLxISpxbR83Z9jXhFJxHnaxeki0sG9snu6uw4ReV5ERqiq4vQzXuhWMQ2nv7gK98q/113ug9NKqHh8vQBdicyzwL8A+okzAiMeuBinVVI9nm4hH88BVoVsW32UdWWIVD7y96fAjJDN/Wn4/yyNPn7IuTSa+xO9UFXr7I+NFndER21dSDWVj/Z37mXgeFW9u3riDTO+riKyDadV/nMR2VbRMheRvJD+45kishxYjvPL9FeNiLntifUVv6N5AX8FvusuXwmsd19XhJRZAvRwl/sAn7tlXgES3PXnANPd5SnACne/L4GzQ+oaDvyzEfFmUfWq+mSc59R9RcgVbWA6cI67/JAbz1Kcfzyy3fUZwJqjrOtCYJ1b7umK83e33Q78OMrnUuPxaziXv+P8FC/H6T/+obv+OuA6d7mru20/TvfTNqBdyHF+04hzafDxcRowm4Ekt9wj7rag+35/U37n7NVyXjEP4KiCdYYD1Thcyd3eDnglgsd7DDitEftX+Z+8kbGcBdwUwXNbQA3D81roucwC+sfoXAYBv43guTTqO2evlvNqSX2+qOqXIvKeiHjVuchSfft+4KIIHjJfVd9pxP4BIF1ElqjqkMYEoqpvNmb/UCLSGSdh7DmK3ZrrucQDr6nq2qPYLZLnko/z8zxSGvudMy2ETaxjjDEx0GIuuBljTGtiydcYY2LAkm8rJiLqjvms+OwTZ9KeBvW5isgmEcmoYf05Dbw1NexjNKK+y0Xkj+7ydSIyNWR9U948Y0wVLeqCmzlqxcAgEUlS1UPARGq4GaKxVHU2NYzzbW5U9YmQj5fjjHP+OjbRmLbOWr6tXx5wprt8Cc6YVgBEZIQ40yQuFpGPReR4d71XRB4VkXx3jokfh9T3YxH5UkSWi0i2Wz60dfmsiPzBrW+DiFwYcrw7ROQLt85f1he4iNzqxpAvIj8JWT/VrWOpiLzgrjtbnOlDF4szLWNmDfXdLyK3uzENx7lJYImInCkir4WUmygi/6r/T2tMw1nybf1eAi527wwcDHwWsm01MFadOQbuBR5011+DMxZ2iDpzTMwM2adQVYcCf8a5UaMm3YAxOON5HwYQkdNx7uQaAQwBhonIuNqCFpFhwBXAyTjTNF4tIieKyEDg58AEVc3FmWIU4ENgpHsuLwF31la3qr6KcyvvZe5Qszwg2x2Ch3vcGbXsbkxEWLdDK6eqy0QkC6fVm1dtczrwnIj0AxSIc9d/F3hC3RnhVDV0usVZ7vsijsxYVt1rqhrEmc6wogV6uvta7H5OxUnGC2qpYwzwL1UtBhCRWTizsCnOjTSF1WLrAfzDvT07HthYS73foqrqtqB/ICLP4MyLMDXc/Y1pCEu+bcNsnKcSjMeZarPC/wDvqer5boJ+P4y6St33ALV/f0pDliXk/SFV/Ut4IR+1/8O5cWS2iIzHmQj8aDyDM6PcYZzk7q+nvDGNYt0ObcMM4Jequrza+nSOXIC7PGT928C14j6aR0Q6RiCGecCV4sxuhoh0F5EudZT/ADhPRJJFJAVnPuAPcCZnv8idTCc0ttBzqfGxUtUcACqnoFRnBravcbo0ngn7rIxpIEu+bYCqblPVP9Sw6RHgIXHm2w1txT4NbAGWichS4NIIxPAW8DfgE3cmrFcJSX41lP8S5zE1n+P0Uz+tqotVdQXOo3zmu7H91t3lfuAVEVkEFIYR0rPAE+4FtyR33Uxgq6quqn03YyLDbi82xuWO2Fisqn+NdSym9bPkawzgtpiLgYnqTHZuTFRZ8jXGmBiwPl9jjIkBS77GGBMDlnyNMSYGLPkaY0wMWPI1xpgYsORrjDEx8P8inRq0HcMInAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def to_9a_bin(col):\n",
" # 1 [2,10] [11,50] [51,100] 101+\n",
" if col <= 0:\n",
" return \"None known\"\n",
" elif col == 1:\n",
" return \"1\"\n",
" elif col <= 10:\n",
" return \"2-10\"\n",
" elif col <= 50:\n",
" return \"11-50\"\n",
" elif col <= 100:\n",
" return \"51-100\"\n",
" else:\n",
" return \"101+\"\n",
" \n",
"def to_9c_bin(col):\n",
" # 1 [2,10] [11,50] [51,100] 101+\n",
" if col <= 0:\n",
" return \"Unknown\"\n",
" elif col < 0.5:\n",
" return \"(0,0.5)\"\n",
" elif col < 0.9:\n",
" return \"[0.5,0.9)\"\n",
" elif col < 1.1:\n",
" return \"[0.9,1.1)\"\n",
" elif col < 1.5:\n",
" return \"[1.1,1.5)\"\n",
" else:\n",
" return \">=1.5\"\n",
" \n",
"dfatot = None\n",
"dfbtot = None\n",
"dfctot = None\n",
"\n",
"for cluster in \"abcdefgh\":\n",
" dfa = pd.read_csv(DIR + cluster + \"_term_task_count.csv\") \\\n",
" .sort_values([\"term\", \"task_count\"])\n",
" dfa = dfa[dfa[\"task_count\"] > 0]\n",
" dfa = dfa[dfa[\"term\"].isin(range(4,8))]\n",
" dfa[\"task_count\"] = dfa[\"task_count\"].apply(to_9a_bin)\n",
" dfa = dfa.groupby([\"term\", \"task_count\"]).sum().reset_index()\n",
" if dfatot is None:\n",
" dfatot = dfa\n",
" else:\n",
" dfatot = dfatot.append(dfa)\n",
" \n",
" categorical_plot(dfa, \"task_count\", \"# of tasks w.r.t. job rate (cluster \" + \n",
" cluster + \")\", [to_9a_bin(x) for x in [1,10,50,100,101]])\n",
" \n",
" # column should be called machine_count here, typo in analysis scripts\n",
" dfb = pd.read_csv(DIR + cluster + \"_priority_exectime/part-00000\", header=None,\n",
" names=[\"term\", \"priority\", \"interval\", \"count\"]).sort_values([\"term\", \"interval\"])\n",
" del dfb[\"priority\"]\n",
" dfb = dfb.groupby([\"term\", \"interval\"]).sum().reset_index()\n",
" dfb = dfb[dfb[\"term\"].isin(range(4,8))]\n",
" if dfbtot is None:\n",
" dfbtot = dfb\n",
" else:\n",
" dfbtot = dfbtot.append(dfb)\n",
" \n",
" xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
" categorical_plot(dfb, \"interval\", \"Job execution time (in mins) w.r.t. job rate (cluster \" + \n",
" cluster + \")\", xs)\n",
" \n",
" dfc = pd.read_csv(DIR + cluster + \"_term_machine_locality.csv\") \\\n",
" .sort_values([\"term\", \"machine_locality\"])\n",
" dfc= dfc[dfc[\"machine_locality\"] > 0]\n",
" dfc[\"machine_locality\"] = dfc[\"machine_locality\"].apply(to_9c_bin)\n",
" dfc = dfc.groupby([\"term\", \"machine_locality\"]).sum().reset_index()\n",
" dfc = dfc[dfc[\"term\"].isin(range(4,8))]\n",
" if dfctot is None:\n",
" dfctot = dfc\n",
" else:\n",
" dfctot = dfctot.append(dfc)\n",
" \n",
" categorical_plot(dfc, \"machine_locality\", \"Machine locality w.r.t. job rate (cluster \" + \n",
" cluster + \")\", [to_9c_bin(x) for x in [0.49,0.89,1.09,1.49,1.5]]) "
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "cc72331b-f5e6-4519-85ea-03c149b2abb9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" term task_count count\n",
"0 4 1 2686\n",
"1 5 1 375924\n",
"2 5 101+ 30652\n",
"3 5 11-50 25790\n",
"4 5 2-10 32493\n",
"5 5 51-100 5781\n",
"6 6 1 8746326\n",
"7 6 101+ 41178\n",
"8 6 11-50 121019\n",
"9 6 2-10 493786\n",
"10 6 51-100 45858\n",
"11 7 1 7004985\n",
"12 7 101+ 865662\n",
"13 7 11-50 677346\n",
"14 7 2-10 1824913\n",
"15 7 51-100 272201\n",
" term interval count\n",
"0 4 1-2 1272\n",
"1 4 10-60 3849\n",
"2 4 2-4 1012\n",
"3 4 4-10 1381\n",
"4 4 60-1d 670\n",
"5 4 <1 3401\n",
"6 4 >=1d 16\n",
"7 5 1-2 212983\n",
"8 5 10-60 556418\n",
"9 5 2-4 139020\n",
"10 5 4-10 156903\n",
"11 5 60-1d 678146\n",
"12 5 <1 303335\n",
"13 5 >=1d 36972\n",
"14 6 1-2 6186670\n",
"15 6 10-60 7480361\n",
"16 6 2-4 4988230\n",
"17 6 4-10 7181336\n",
"18 6 60-1d 1916021\n",
"19 6 <1 15420868\n",
"20 6 >=1d 168715\n",
"21 7 1-2 6915345\n",
"22 7 10-60 9405950\n",
"23 7 2-4 5424771\n",
"24 7 4-10 5125738\n",
"25 7 60-1d 3462416\n",
"26 7 <1 21817580\n",
"27 7 >=1d 522971\n",
" term machine_locality count\n",
"0 4 >=1.5 1\n",
"1 4 [0.9,1.1) 2685\n",
"2 5 (0,0.5) 3575\n",
"3 5 >=1.5 72202\n",
"4 5 [0.5,0.9) 3783\n",
"5 5 [0.9,1.1) 376132\n",
"6 5 [1.1,1.5) 13165\n",
"7 6 (0,0.5) 841\n",
"8 6 >=1.5 295788\n",
"9 6 [0.5,0.9) 5993\n",
"10 6 [0.9,1.1) 9118378\n",
"11 6 [1.1,1.5) 26942\n",
"12 7 (0,0.5) 35176\n",
"13 7 >=1.5 988339\n",
"14 7 [0.5,0.9) 110383\n",
"15 7 [0.9,1.1) 8649436\n",
"16 7 [1.1,1.5) 271514\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cluster = \"all\"\n",
"\n",
"dfatot = dfatot.groupby([\"term\", \"task_count\"]).sum().reset_index()\n",
"dfbtot = dfbtot.groupby([\"term\", \"interval\"]).sum().reset_index()\n",
"dfctot = dfctot.groupby([\"term\", \"machine_locality\"]).sum().reset_index()\n",
"\n",
"print(dfatot)\n",
"print(dfbtot)\n",
"print(dfctot)\n",
"\n",
"categorical_plot(dfatot, \"task_count\", None, [to_9a_bin(x) for x in [1,10,50,100,101]])\n",
"\n",
"xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
"categorical_plot(dfbtot, \"interval\", None, xs)\n",
"\n",
"categorical_plot(dfctot, \"machine_locality\", None, [to_9c_bin(x) for x in [0.49,0.89,1.09,1.49,1.5]]) "
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "68db43ac-04d1-4b0b-a6e1-39c7799cd074",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def malusa(l, r):\n",
" return [a for a in itertools.chain(*[[b for x in range(r)] for b in l])]\n",
"\n",
"dfa11 = {'term': [x for x in range(4,8)] * 5,\n",
" 'task_count': malusa([\"1\", \"2-10\", \"11-50\", \"51-100\", \"101+\"], 4),\n",
" 'count': [0,1,22,77,\n",
" 0,0,78,21,\n",
" 0,0,87,13,\n",
" 0,0,95,6,\n",
" 0,1,94,2]}\n",
"dfa11 = pd.DataFrame(data=dfa11, columns=dfa11.keys())\n",
"\n",
"dfc11 = {'term': [x for x in range(4,8)] * 5,\n",
" 'machine_locality': malusa([to_9c_bin(x) for x in [0.49,0.89,1.09,1.49,1.5]], 4),\n",
" 'count': [0,0,91,9,\n",
" 0,1,90,9,\n",
" 0,0,40,60,\n",
" 0,8,91,3,\n",
" 0,18,77,13]}\n",
"dfc11 = pd.DataFrame(data=dfc11, columns=dfc11.keys())\n",
"\n",
"dfb11 = {'term': [x for x in range(4,8)] * 7,\n",
" 'interval': malusa([\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"], 4),\n",
" 'count': [0,0,10,90,\n",
" 0,0,44,56,\n",
" 0,0,49,51,\n",
" 0,0,50,50,\n",
" 0,1,53,47,\n",
" 0,3,60,38,\n",
" 0,6,91,3]}\n",
"dfb11 = pd.DataFrame(data=dfb11, columns=dfb11.keys())\n",
"\n",
"cluster = \"2011\"\n",
"\n",
"categorical_plot(dfa11,\"task_count\", None, [to_9a_bin(x) for x in [1,10,50,100,101]])\n",
"\n",
"xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
"categorical_plot(dfb11, \"interval\", None, xs)\n",
"\n",
"categorical_plot(dfc11, \"machine_locality\", None, [to_9c_bin(x) for x in [0.49,0.89,1.09,1.49,1.5]]) "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a8d25894",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "7a337122",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "11314301-be1c-43ce-a2c0-63798ea8ebe8",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "venv",
"language": "python",
"name": "venv"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}