bachelorThesis/figure_7/figure_7.ipynb
2021-05-30 16:42:13 +02:00

632 lines
594 KiB
Text

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"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": 2,
"metadata": {},
"outputs": [],
"source": [
"DIR = \"/home/claudio/hdd/git/bachelorThesis/figure_7/\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def tier(p):\n",
" if p <= 99:\n",
" return \"Free\"\n",
" elif p <= 115:\n",
" return \"Best effort\"\n",
" elif p <= 119:\n",
" return \"Mid\"\n",
" elif p <= 359:\n",
" return \"Production\"\n",
" else:\n",
" return \"Monitoring\"\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",
" lines = []\n",
" for t in [4,5,6,7]:\n",
" ys = []\n",
" if xs[0] == \"-1\":\n",
" del xs[0]\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(100 * ((y.values.astype(int)[0] / partsum if partsum > 0 else y.values.astype(int)[0]) if y.any()\n",
" else 0))\n",
" lines.append(ax.plot(xs,ys, marker='.')[0])\n",
"\n",
" if key == \"tier\":\n",
" plt.xlabel(\"Tier\")\n",
" elif key == \"priority\":\n",
" plt.xlabel(\"2011 priority\")\n",
" elif key == \"exectime\":\n",
" plt.xlabel(\"Execution time\")\n",
" else:\n",
" plt.xlabel(\"Machine concurrency\")\n",
" \n",
" plt.ylabel(\"Event rate [%]\")\n",
" plt.xticks(xs)\n",
" plt.yticks([0,20,40,60,80,100])\n",
" lgd = plt.legend(lines, [\"EVICT\", \"FAIL\", \"FINISH\", \"KILL\"], loc=\"best\",\n",
" bbox_to_anchor=(1,1))\n",
" plt.title(title) \n",
" plt.savefig('../report/figures/figure_7/%s-%s.pgf' % \n",
" (key.replace(\"_\", \"\"), cluster), bbox_extra_artists=(lgd,), bbox_inches='tight')\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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"
},
{
"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": "iVBORw0KGgoAAAANSUhEUgAAAV8AAADgCAYAAACkXmWVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAA/e0lEQVR4nO3dd3gUVffA8e/ZTSGNDgFS6E26dEWKFREVUPxZXkEUsReaYHkVURRsiIqiIgiIovKioqJiAWnSqyhNihAICT2NJJs9vz9mAgFSNmQ3G+B+nmefzNyZufdsCCc3d2fuFVXFMAzDKF4OfwdgGIZxITLJ1zAMww9M8jUMw/ADk3wNwzD8wCRfwzAMPzDJ1zAMww9M8jUKRURGiMgn/o7DMM51JvkaZxCR20VkpYgki8g+EflBRDp4sf4aIqIiEuCtOu16g+xfDltFJEVEdorIJBGp4c12DMMbTPI1TiEig4A3gZeASCAWeBe40Y9hnSKfpD0TuAG4HSgDNANWAVcUU2iG4TGTfI0TRKQMMBJ4SFVnqWqKqmaq6reqOjSX8zuLyJ7TynaKyJX2dhu7B31MRPaLyBv2aQvsr0fs3nV7+/y7ReRvETksIj+JSPUc9aqIPCQiW4GtucRyJXAVcKOqrlBVl6oeVdXxqvqRF749huFVJvkaObUHSgFfeam+ccA4VS0N1Aa+sMs72l/Lqmq4qv4hIjcCTwG9gErAQuCz0+rrAbQFLsqlrSuB5aq620uxG4ZPmeRr5FQBOKCqLi/VlwnUEZGKqpqsqkvzOfd+4GVV/dtu/yWgec7er338kKqm5RH7Pi/FbRg+Z5KvkdNBoKIXPwi7B6gHbBKRFSLSPZ9zqwPjROSIiBwBDgECROU4J79e7UGgahHjNYxiY5KvkdMfQDrWn/eeSAFCs3dExIk1ZACAqm5V1duAysAYYKaIhAG5TaW3G7hPVcvmeIWo6pIc5+Q3Bd8vQBsRifYwdsPwK5N8jRNU9SjwLDBeRHqISKiIBIrItSLySi6XbAFKich1IhIIPAMEZx8Ukf+ISCVVdQNH7GI3kGh/rZWjrgnAkyLSyL62jIj0LkTsvwA/A1+JSEsRCRCRCBG5X0Tu9rQewyguJvkap1DV14FBWIk0EatH+jDwdS7nHgUeBCYCcVg94Zx3P3QFNopIMtaHb7eqapqqpgKjgMX2MEM7Vf0Kq3c8Q0SOAX8C1xYy/JuBOcDnwFG7jlZYvWLDKFHETKZuGIZR/EzP1zAMww98lnztxzoTROTPHGXlReRn+/HPn0WknF0uIvKWiGwTkfUicrGv4jIMwygJfNnz/RhrzC+n4cCvqloX+NXeB2tsr679GgC858O4DMMw/M5nyVdVF2Ddq5nTjcAUe3sKJ29puhGYqpalQFkRMfdsGoZx3iruMd9IVc1+Cikea+IWsG6kz3kD/R5OvbneMAzjvOLVKf0KQ1VVRAp9q4WIDMAamiAsLKxlgwYNvB6bYRj5W7Vq1QFVrVTwmUZeijv57heRqqq6zx5WSLDL44CYHOdF22VnUNUPgA8AWrVqpStXrvRlvIZh5EJEdvk7hnNdcQ87zAb62tt9gW9ylPex73poBxzNMTxhGIZx3vFZz1dEPgM6Y03Usgd4DhgNfCEi9wC7gFvs0+cA3YBtQCrQz1dxGYZhlAQ+S772hCq5OWNVAbUes3vIV7EYhmGUNH77wM0wjPPLqlWrKgcEBEwEGmOennUDf7pcrv4tW7ZMyO0Ek3wNw/CKgICAiVWqVGlYqVKlww6H44KeNMbtdktiYuJF8fHxE7HWFTzDhf7byTAM72lcqVKlYxd64gVwOBxaqVKlo1h/BeR+TjHGYxjG+c1hEu9J9vcizxxrhh0Mw89S16whdfkKQtu0JrRFC3+Hc05zOp0t69ate2KNv169eh1KT0+X48ePO8aPH3/i2YElS5aE/Oc//6m1ffv2jVFRUU1Wrlz5d9WqVV3//vtvwIMPPhi7bt260NKlS2dVrFgxc/To0XH9+vWrCbBv376g8PDwrIiIiKzy5cu7lixZsuVsYzXJ1zD8KHXFCnb1uxtcLiQoiNgpH5sEXATBwcHuTZs2/ZWzbP369cHdunWrlzP5fvLJJ+V79ep1ytwzbrebG264oc7tt99+8LvvvtsO8Mcff4QcPXrUmV3nTTfdVKN79+5H+/Xrd7iosZphB8Pwk5Q//mDPo4+By1osWjMyODR5MhfSAgeLth0IG/PjpiqLth0I81UbTZs2TS9Tpozrt99+O9HG7Nmzy/ft2/eU5Pvdd99FBAQE6BNPPJGYXda+ffu0rl27JvsiLtPzNYxilhkfz/7RY0j68UeclSsjgYFoVhYASXN/Zu/QJ6gy4jmc4eF+jvTsDZ25LmZLfFJofuekpLsc/xxICVWFCb//Q+2KYalhwQHuvM6vVyUi9dWbm+W3gjXp6emOBg0aXJS9P3jw4H333nvv4ZtuuunQ9OnTy19++eUpv/76a1jZsmVdTZo0Sc957fr160OaNWuW6ul7LCqTfA2jmGhGBgenTOHAexMgK4uKjzxMhf79Of7XX9aYb6uWpC5fTuLb75C2YT1Rr79BSONG/g7bZ5LTXQHZnXxVaz8sOCCjKHXmNuwA0KdPn0MdOnRomJWVtXv69Onlb7rpptOnuy12JvkaRjFIXryY/S+OImPHDsKvuILIJ4cTFG2tch/aosWJcd7Qli0Jbd2auCFD2XnbbUQOHUK5O+9ERPwZfqEV1EMFa8jh7o9X1HNluR0BTof7tVuab+9Qp2KKL+KpU6dOZnR0dPqcOXMi5syZU27x4sV/n35OkyZN0r7++utyvmg/N2bM1zB8KHPvXvY8+hi77+mPZmUR8/4EYsa/cyLx5ia0VStqfjWL8A4d2P/Sy+x56GGyjhwpvqCLSYc6FVMm3dV6y32dasdNuqv1Fl8l3my9e/c+NHTo0JiYmJj02rVrZ55+/Prrr0/KyMiQ1157rWJ22bJly0J+/PFHn4z/mORrGD7gzsjgwIT3+ee67iQvWEClxx6l1rezCe/UyaPrA8qVI/rd8UQ+9STJCxeyvWcvUlet8nHUxa9DnYopw7o2iPdW4s0e881+PfjggycWZejTp8/hbdu2lerdu3euQw4Oh4PZs2f/89tvv5WOiYlpXKdOnUbDhg2LioqKOiNRe8M5vXS8mc/XKImSFy60hhh27SLiqiuJHD6cwKizX5glbcOfxA0eTGZcHJUeeZgK996LOJ1ejLjwRGSVqrbKWbZu3bqdzZo1O+CvmEqidevWVWzWrFmN3I6Znq9heElmXBx7HnmE3fcOACDmww+JfvvtIiVegJAmjak563+UvuYaEt8cx7/9++NKTCz4QqNEM8nXMIrInZ7Ogffes4YYFi2m0sCB1Px2NuGXdfBaG87wcKq9/hpVXhhJ2pq1bO/Rk+RFi71Wv1H8TPI1jCJI/v13tl9/A4nj3iK8Y0dqf/8dFe8bgCMoyOttiQjlevem5pdfEFC+HLv79yfh9TfQTJ8MSRo+ZpKvYZyFjD172P3gQ+y+737E6STmo4lEvzWOwGrVfN52cN261PjiC8r27s3BDz9k1519yIzLdclDowQzydcwCsF9/DiJ74xn+3XdSVm6lEqDB1Hrm68Jv/TSYo3DERJC1RdGEvXG66Rv3cr2nr1I+uWXYo3BKBqTfA3DQ0nz5rH9+hs48M47hF/ehdpzvqfivfciPhhi8FTpbt2o+dUsgmJj2fPwI8S/8CLu9PSCLzT8ziRfwyhAxu7d7L7/AfY88CASGEjs5ElEjx1LYJUq/g4NgKDYWGp8Op3yfftyePp0dt56G+k7dvg7LL9wOp0tc97nu3nz5iCAkSNHVg4ODr744MGDJ+7R++677yK6dOlSB+Ctt96q0KdPn9jijNUkX8PIg/v4cRLffscaYli+nMpDh1Dr668Ia9/e36GdQYKCiHxyONHvvYtr71523HQzR2fP9ndYxS57bofsV/369TMAZs6cWb5x48Ypn3zySVk/h3iCSb6GcRpVJem339je/XoOjB9PxJVXUvuHOVS45x6/DjF4IqJLF2p+8zWlLmrI3ieGsXf4k7hTfPrUbtFsnx/GLyOqsH2+z6aU3LhxY3Bqaqpz5MiRcV988UV5X7VTWH6ZWEdEBgL9AQU2AP2AqsAMoAKwCrhTVYs0w5FhFFbGrl3Ev/QSKb8vIKhObWI//piwdm39HVahBFapQvWPP+bAu+9y4L0JpK1bR9SbYylVv37xBfH1QzEk/JXvlJKkJzs4uDUUFBa9CRXqphIcnueUklS+KJUe4z2eUjImJib9559//mfq1Knlevbseahr167J9957b6ndu3cHxMTEuM7iXXlVsfd8RSQKeBRopaqNASdwKzAGGKuqdYDDwD3FHZtx4XKnpZEwbhzbu19P2oqVVH7iCWp99dU5l3izSUAAlR59lNjJk8hKTmJn71s4PGNGyZqoPSMpwOp/Aai9XzQ5hx1+/vnnfwBmzZpVoU+fPoecTifdunU7PG3atGKbuSw//ppSMgAIEZFMIBTYB1wO3G4fnwKMAN7zS3TGBcFaO205iIMjM2aQuXcvpbt3p/LQoQRGVvZ3eF4R1q4dtb7+mr3DhhM/4nlS/lhK1RdG4ixd2rcNF9BDBawhh+m31MOd6cAR6KbnhO3U6uzVMZLly5eH7Nq1K7hr1671ADIzMyU6Ojrjqaee8vvz2cWefFU1TkReA/4F0oC5WMMMR1Q1+0+BPUDRHog3LjiamYk7LQ13airu1DTcaaloWppdZpfbZenbd3D066/BXkEiMDqa2KlTCGvTxr9vwgcCKlQg5oP3OTR5Mglj3+T4n38S9cbrhDRr5t/AanVO4Y4vtrB9fgS1Oid5O/ECTJ06tfzgwYP3vvzyy/HZZVFRUU22bNni98H7Yk++IlIOuBGoCRwBvgS6FuL6AcAAgNjYYr0zxPCi5MWLSV64kFL16xMUG3tqsjyRPHOUpaTa+3ZZ9vHUk+Wc7WO2IpS9qdd5mXizicNBhXvuIbRlS+IGDWbnHf+h8sDHKd+vH+Lw4+futTqn+CLpZvv666/Lf/vtt1tzll177bWHp0yZUr59+/antDtz5swKP/30U9ns/SVLlvyd27y/3lLsU0qKSG+gq6reY+/3AdoDvYEqquoSkfbACFW9Jr+6zJSS56aEsW9y8P33PTpXgoNxhIQgoSE4QkJxhITgCA3NpcwqlxC7LDTEOif7fPsaqyyU9M2b+Pee/mhm5ol7dy+UVYOzjh5l3zP/JennnwnreBnVRo8moHzhbgIwU0p6Jr8pJf0x5vsv0E5EQrGGHa4AVgLzgJux7njoC3zjh9gMH9LMTPaPHsPh6dNPFjoclOnRg7I333xmwgwJ8dm8taEtWxI7eZK1dlqb1hdM4gVwlilD1FvjODJjBvtfHs2OG3tQ7dVXz9kPF89V/hjzXSYiM4HVgAtYA3wAfA/MEJEX7bKPijs2w3dchw4R99jjpK5YQUS3biT/9tuJXmfZ3jf7JfnlXDvtQiMilLvtNkJatCBu4CD+7dePMj17EhQbQ2jbthfs96U4+eVuB1V9DnjutOLtwPk76HYBS9u4kT2PPELWwUNUe2UMZW64wb7T4MLrdZY0pRo0oObML9kzcBBHZ80CrKGe2I8nm38XHzNPuBk+dfTbb9l1+x2gUH36dMrccANg9Tor3jfA/AcvARxhYYS2bAn2CsnqcpG6fIWfozr/maXjDZ9Ql4uE19/g0OTJhLZqRdS4NwmoUMHfYRl5CG3TGgkOPjEUFNqmtb9DOu+Z5Gt4XdaRI8QNGkzKkiWUu/12Ip8cjgQG+jssIx+hLVpcsB9A+osZdjC86vjmLezofQupK1ZQ9cUXqPLsf03iPUecD0NBuU0pefrUkQ6Ho+WyZctCsq+pW7duo+ypJ6Oioprs27cvAGDYsGFV6tSp06hevXoXNWjQ4KLffvstDKBNmzb1FyxYcGLeis2bNwfVrVu3UWFjNT1fw2uO/TSXvU8+iTMsjNipU87p/8TGuSl7boecZVu3bg3OuR8ZGZkxcuTIqt9///32vOr55Zdfwn766aeyGzZs+CskJET37dsXkJ6eLt6M1fR8jSJTt5uEN98k7rHHKFW3LjVmzjSJ1/DI0r1Lw95c9WaVpXuX+mxKydNdccUVR7ds2RKybt264LzOiYuLCyxfvrwrJCREAapWreqqUaOGV592Mz1fo0iykpLYO2Qoyb//Tpmbb6LKs8/6ZOVe49zy38X/jdl2eFu+U0qmZKY4dh7bGaook/6cRI3SNVLDAsPynFKyTrk6qS9c+kKhp5Q8/RyHw8Fjjz0W//zzz1edNWvWztzq6dGjx7GXX365Wo0aNRp36NDh2G233XbouuuuS84+3qdPn1qlSpVygzVZj+MsHtE2PV/jrKVv387O3reQvHgxVZ57lqovvGASr+GxlMyUALWnlFSUlMwUn0wpmZv77rvv4OrVq8M3bdqU6w9smTJl3H/++edf77zzzq5KlSq5+vbtW/utt946cbvO1KlTt2e3M2fOnK251VEQ0/M1zkrSb/PYO3QoEhxM9cmTCG1tbk0yTiqohwrWkMNDvz5Uz+V2OQIcAe5RHUZtb1etXbEsuxEYGMjDDz8cP3LkyDwX4gsICKB79+5J3bt3T2ratGnatGnTKjz66KMHvRWDSb5GoajbzYEJEzjw1tuUatSI6HfeJrBqVX+HZZyD2lVrlzL+ivFblu5bGtGuaruk4kq82R5++OGD9erVq5KSknLGBCLr1q0LdjgcNGnSJB1gzZo1IdHR0V5dWcckX8NjWckp7HvySZJ+/pnSN1xP1ZEjcZQq5e+wjHNYu2rtUoo76WYrVaqUDhgwIOG///1vzOnHjh075nz00Udjjx075nQ6nVqjRo30KVOm7PJm+/lOKSkigzyoI0VVPZsf0MvMlJLFJ2PXLvY8/DDp23cQ+cRQyvXpg4hX77wxziFmSknP5DelZEEfuA0FwoGIfF6DvRbpeWxtwlombpjI2oS1/g6l0JIXLmJH71twJSQSO/FDyvftaxKvYRRRQcMO01R1ZH4niEix3Z93LopPieeTvz5h2t/TcKubUs5SfHj1hzSv3NzfoRVIVTk0aRIJr79BcN26RI9/h6DoaH+HZRjnhXyTr6o+UVAFnpxzIXGrm78P/s38PfOZv3s+mw5tOuV4elY6K/evLPHJ152Wxr6nn+HYnDlEXNuVaqNG4QjNfyVwwzA8V6gP3ESkHdaqwqWAcar6lS+COtccdx1nefxy5u2ex4LdC0hIS8AhDppXas6gloOIDIvk2cXPkp6VjqJUCqnk75DzlbEnjj2PPEL6pk1UGjyICv37m2EGw/CyfJOviFRR1fgcRYOAnoAAy4ALNvkeSDvAwj0Lmbd7Hkv3LSXNlUZoQCiXRl1K55jOXBZ1GeVKlTtxfrWwaizYs4CZm2cyccNErqp+FaGBJa8nmbJ0GXGPP45mZRHz/gTCO3b0d0iGcV4qqOc7QURWA6+o6nGs1YZvBtzAMR/HVqKoKv8c+Yf5e+Yzb/c8NiRuQFGqhFXhhto30CWmC62rtCbImfsTXs0rN6d55ea0r9ae/nP788LSF3ipw0slpkepqhye9gn7x4whqEYNYsa/Q1CNGv4OyzDOWwWN+fYQkeuB70RkKvA4cDsQCvTweXR+lunOZPX+1czfbSXcuOQ4ABpVaMQDzR+gS0wX6perX6gE2rpKa+5vej/vrnuXtlXb0qNOD98EXwju9HTinxvB0a+/JvyKK6g2ZjTO8HB/h2UYhRYaGtoiNTV1DcDnn39eZtiwYTFz587dMmHChIrh4eFZI0eO3H/TTTfV6N69+9F+/fodzr5u8+bNQd27d6+7devWjcUVa4Fjvqr6rYjMAR7EGmYYpaoLfB6ZnxxNP8qiuEX8vvt3FsUtIikziSBHEO2qtePuxnfTKboTkWGRRWpjQNMBrNi/gpeWvUTTik2pVbaWl6IvvMz4ePY88ijHN2yg4sMPU/HBB5CzmCTEMEqSb775JmLo0KExP/zww9Z69ep59ck0bylozPcGYCDWKsMvAdOA/4rIg8DTqprnxBXnkt3HdjNv9zzm75nP6v2rydIsypcqz5XVr6RzTGfaVW3n1fFZp8PJ6MtG0/vb3gz+fTCfXfcZpQKK/0mx1NWr2fPoY2hqKtHj3yHiiiuKPQbjwpay5I+wlD/+iAhr3z4p7JL2XnnS7Ycffgh/6KGHanz77bdbGzVqlO6NOn2hoJ7vi1grCocAP6lqG2CwiNQFRgG3+jg+n8hyZ7HhwAYr4e6ez/aj1pzKdcrWoV/jfnSO6UyTik1wiO96gJVDKzOqwyge+OUBxqwYw3PtT1/M2bcOz/ic+FGjCKpWjeiPJxNcp06xtm+c3/Y+9XRM+tat+fZY3CkpjowdO0JR5eDEiQTVrJnqCMt7SsngunVTq700Kt8JezIyMuTWW2+tM3fu3M0tWrQ4frbxF4eCku9RoBfWGG9CdqGqbuUcSbxrE9aycv9KmlRoQnJmsnU72J4FHE4/TIAE0LJKS3rX602nmE7ERJzxiLdPdYjqwN2N72bSn5NoW6UtXWt29XmbqStWsP+VVzm+YQNhHS8j6rXXcJYu7fN2DeN07pSUALKnN1DFnZIS4AgLK9IQQWBgoF588cXJEyZMqNi2bdsCZ1bzp4KSb0/gNiAT64M2rxCRssBEoDGgwN3AZuBzoAawE7hFVQ/nXoNn1ias5e6f7ibTfXIC+oigCC6LuozOMZ25NOpSSgf5N/E83OJhVu1fxYg/RtCoQiNiSvvuF0DqipXs6nsXuN3gdFLxvvtM4jV8oqAeKlhDDrvvv7+eulwOCQhwV3v55e1FHXoQEWbPnr39sssuqzd8+PAqo0ePji/4Kv/I9+9qVT2gqm+r6gRV9eatZeOAH1W1AdAM+BsYDvyqqnWBX+39Ilm5fyUutwsAQehVpxe//9/vjOk4hmtrXuv3xAsQ6AjklY6v4BAHQxYMISPLd58NJL41zkq8ttSVq3zWlmEUJOyS9ikxEyZsqXDPPXExEyZs8daYb0REhPunn37aOnPmzApjx46t6I06fSHf5Gvf45svT8457fwyQEfgIwBVzVDVI8CNwBT7tCl44Va2VpGtCHIG4RQnwc5getbtSaCj5K2kWy28Gi9c+gJ/HfyLsavG+qSN5IULSV2xEpxOcDqRwEBC25gJ0A3/CrukfUrlwYPivZV4s0VGRmb9+OOPW1577bWq06dPL3P68YEDB1aPjIxsGhkZ2bR58+YNAHbs2BGcXRYZGdl00qRJ5c6s2XsKmlIyDchviQwByqhqrMcNijQHPgD+wur1rgIeA+JUtax9jgCHs/dPu34AMAAgNja25a5d+U+xmT3m2yqyVYmfT+HlZS/z6aZPeavLW3SJ7eK1ejP3J7CjRw8CKlUi8umnSFu7jtA2rc0il8ZZM1NKeia/KSULGvNt4EH9WYWMJwC4GHhEVZeJyDhOG2JQVRWRXH8rqOoHWMmbVq1a5f2bw5b9ZNm5YHCrwaxJWMMzi59hZvmZVA0v+goRmpXF3iFDcB8/TtSbYwmuVYuwtm29EK1hGEVR0JjvLg9eewrZ5h5gj6ous/dnYiXj/SJSFcD+mpDH9eetIGcQr3Z6FZfbxbCFw06MVxfFgXffI3XFCqo8+yzBtfz3MIdhGKcq9keZ7Il6dotIfbvoCqwhiNlAX7usL/BNccdWElQvXZ3n2j/HmoQ1vLv23SLVlbJ0GQfefZcyN95I2Z49vBOgYRhe4a813B4BpotIELAd6If1i+ALEbkH2AXc4qfY/K5brW4sj1/OxA0TaRXZikuiLil0Ha6DB9k7dChBNWpQ5dn/+iBKwziD2+12i8PhKHA48ELgdrsFaxKyXHnc8xWR6iJypb0dIiIRZxuUqq5V1Vaq2lRVe6jqYVU9qKpXqGpdVb1SVQ+dbf3ng2FthlG7bG2eXPQkB9IK9xmGut3sHTacrKNHiXpzLI4ws9iIUSz+TExMLGMnnQua2+2WxMTEMsCfeZ3jUc9XRO7FusOgPFAbiAYmYA0ZGD4QEhDCqx1f5bbvb2P4guG8f9X7OB1nrHCdq4MffUTKokVUGTGCUvXrF3yBYXiBy+XqHx8fPzE+Pr4xfhjSLGHcwJ8ul6t/Xid4OuzwENYcD8vAerxYRCoXPT4jP3XK1eHJtk/y3JLnmLhhIvc1u6/Aa1JXryHxzXFEdO1K2f+7YEduDD9o2bJlAnCDv+M4V3j62yldVU88eiUiAViPBRs+1rNOT7rV7Ma7695l1f78n0jLOnKEuCGDCaxalaovjCwxE7UbhnEmT5Pv7yLyFBAiIlcBXwLf+i4sI5uI8Gz7Z4kOj+aJBU9w+Hju012oKnuffgZX4gGixr6BM+Ksh+QNwygGnibf4UAisAG4D5ijqk/7LCrjFGGBYbzW6TUOHz/MM4ufIbenEg9P+4TkX38lcshgQpo08UOUhmEUhqfJ9xFV/VBVe6vqzar6oYg85tPIjFM0rNCQIa2GsGDPAqb+NfWUY2l/biTh1VcJ79KFcn36+ClCwzAKw9Pk2zeXsru8GIfhgdsa3MYVsVfw5qo32ZC4AYCs5GTiBg3CWaECVV8aZcZ5DeMcUdCsZreJyLdATRGZneM1D7ig78P1BxHh+Uuep3JoZYYuGMrR9KPEP/ssmXFxRL3+GgHlfDoJk2EYXlTQrWZLgH1AReD1HOVJwHpfBWXkrUxwGV7p9Ap3/XAXM17pT8c5f1Jp4EBCW7b0d2iGYRRCQUvH78J61Ld98YRjeKJZpWY8UfFWLnrlY5Ka1aLBvXnex20YRgnl0ZiviLQTkRUikiwiGSKSJSLeXNnCKAR3aiptxi8gMySQYZ33seVIflMuG4ZREnn6gds7WGu5bcVaybg/MN5XQRn5i39xFBnbdxD12mtIhbIM+X0IqZmp/g7LMIxC8Pj5a1XdBjhVNUtVJwO+X2rXOMPR2bM5OmsWFR+4n6qdrmZMxzH8m/Qvo5aN8ndohmEUgqfJN9We/nGtiLwiIgMLca3hJek7drBvxPOEtGpJxQcfBKB1ldbc3/R+Zv8zm2+2XZBTIBvGOcnTBHqnfe7DQAoQA9zkq6CMM7nT04kbOAhHUJA13BBw8rPSAU0H0LpKa0YtG8X2I9v9GKVhGJ4qMPmKiBN4SVWPq+oxVX1eVQfZwxBGMUkYM4b0TZuoOvplAqtUOeWY0+Fk9GWjKeUsxZAFQzjuOu6nKA3D8FSByVdVs4Dq9rCD4QfHfprL4U8/o/zddxPRuXOu51QOrcxLl73E1sNbeWXFK8UboGEYhebpfL7bgcUiMhtr2AEAVX3DJ1EZJ2Ts2cO+Z56hVNOmVH48/+k0OkR1oF/jfkz+czJtqrahaw3zmahhlFSejvn+A3xnnx+R42X4kGZkEDdoMABRb7yOBBX8x8cjLR6haaWmPL/keXYf2+3rEA3DOEse9XxV9XlfB2KcKWHsmxxfv56oceMIio726JpARyCvdnyVm7+9maELhjLt2mkEOgN9HKlhGIVlbhcroZLmzePQ5MmUu/12Sl9zdaGurRZejRcueYGNBzcydvVYH0VoGEZRmORbAmXGx7Nv+JMEN2xI5WFPnFUdV1S/gtsb3M60v6Yxf/d8r8ZnGEbReTq3w6WelBWGiDhFZI2IfGfv1xSRZSKyTUQ+v1DvrlCXi7ghQ3BnZhL1xus4goPPuq7BrQbTsHxDnln8DPEp8V6M0jCMovK05/u2h2WF8Rjwd479McBYVa0DHAbuKWL956TE8eNJW7mKqs+PILhmzSLVFeQM4tVOr5KZlckTC57A5XZ5KUrDMIqqoMnU24vIYKCSiAzK8RoBOM+2URGJBq4DJtr7AlwOzLRPmQL0ONv6z1UpS5ZwcML7lLmpF2Wuv94rdVYvXZ1n2z/LmoQ1vLv2Xa/UaRhG0RXU8w0CwrHuish5i9kx4OYitPsm8ATgtvcrAEdUNbtrtgeIyu1CERkgIitFZGViYmKBDaWuWcOB9z8gdc2aIoTre64DB4h7YhhBtWtR5Wnvrk16Xa3r6FW3FxM3TGTJ3iVerdswjLNT0GTqv2MtG/+xPbF6kYlIdyBBVVeJSOfCXq+qHwAfALRq1erMZXxzSF2zhn/73oVmZiJBQcR+PJnQFi3OJmyfUrebvU88gTspidhJH+EIDfV6G8PbDGddwjqG/D6E/6v/f3SK7kTzys293o5hGJ7xdMw3WEQ+EJG5IvJb9uss27wUuEFEdgIzsIYbxgFlRST7l0E0EHeW9Z+QunwFmpEBqmh6OnufeorDM2aQGV+yPnw6+MGHpCz5g8hnnqZUvXo+aSMkIIT+TfqTlJHExA0TuWfuPaxNWOuTtgzDKJinjxd/CUzAGqPNKkqDqvok8CSA3fMdoqp3iMiXWEMZM7BWSy7y/IihbVojpYLRjEwQwZ2cQvyI54HnCW7YkIgunQnv3JlSjRsjDv/cdZe6ciWJb71F6euuo+zNRRnJKVh8ajyCoCgZWRnM2jrL9H4Nw088Tb4uVX3Pp5HAMGCGiLwIrAE+KmqFoS1aEDt5MqnLVxDapjUhzZuT8c8/JM+fT9K8+RyY8D4H3n0PZ8WKhHfqSESXLoRdcolP/uzPjevwYeKGDCUwJpoqz4/w+bLvrSJbEewMJiMrA0X5Zts31CtXjzsa3mGWnDeMYiaq+Q6bWidZdzckAF8B6dnlqurX5eNbtWqlK1euPOvrXYcPk7JwIcnz55O8cBHupCQkKIjQtm0J79KZiE6dCIzK9XO/IlNV9jzwICmLF1N9xmeENGrkk3ZOtzZhLSv3r6RxhcbM2DyDX//9lRtr38iz7Z8lyHlB3lptnAURWaWqrfwdx7nM0+S7I5diVdVa3g/Jc0VNvjlpZiapq1aTPG8eSfPnkbnrXwCC69UjvEsXIrp0plSTJojzrO+wO8XBjz8mYfQYIp9+mvJ3/scrdRaWW91MWDeB99a9R9NKTXmz85tUCq3kl1iMc4tJvkXnUfItqbyZfE+Xvn0HyfPmkTx/PqmrV0NWFs7y5Qnv1Inwzp0Ju/RSnOFhZ1V32vr17LzjP4R36kj022/7/U/+n3f9zNOLniYiMIJxl4+jccXGfo3HKPlM8i06T3u+ocAgIFZVB4hIXaC+qn7n6wDz48vkm1PWkSMkL1psJeOFC3EfOwaBgYS1bk14ly6Ed+lCULRnwxNZSUns6NkL3G5qfjULZ5kyPo7eM5sPbeaxeY+RmJrIiEtGcH1t7zzkYZyfTPItOk+T7+fAKqCPqja2k/ESVW3u4/jyVVzJNyd1uUhdvZrk+b+TPG8eGTusEZngunUI79yF8C6dCWnWLNfhCVUl7vGBJP3yC9U/mVbi7jk+fPwwg38fzIr4FdzV6C4ev/hxnA7vDLMY5xeTfIvO0+S7UlVbicgaVW1hl61T1WY+jzAf/ki+p8vYuZOk+fNJnjef1FWrwOXCWbYs4Z06Et6lizU8EWHNO394xgziRzxP5SGDqdC/v1/jzkumO5NXV7zKZ5s+49JqlzKm4xjKBJeM3rlRcpjkW3SeJt8lwBXAYlW9WERqA5+pahtfB5ifkpB8c8o6doyURYtImj+flN8XkHX0KAQEENq6FYHR0Ryd9RWlGjemxmef+u2+Yk/9b8v/eHHZi0SFR/FWl7eoVdavn60aJYxJvkXnafK9GngauAiYi/WU2l2qOt+n0RWgpCXfnNTlIm3dOpLnzePoDz/iirMe2JPg4BL7mPPp1iSs4fF5j5Oelc6Yy8bQKaaTv0MySgiTfIvOo+6Xqs4FegF3AZ8BrfydeEs6CQggtGVLKg8ZQrlbbgG7p6suF6nLV/g5Os+0qNyCz7t/TmxELI/89ggTN0zkXL47xjBKEk8nU/8WuBqYr6rfqeoB34Z1fglt09pa/NLpRAIDCW3T2t8heaxKWBWmXDuFrjW7Mm71OIYtGEaaK83fYRnGOc/TYYdOwP9hzcG7Amv+he9U9bhvw8tfSR52OF3qmjUnHnM+F4YcTqeqTPpzEuNWj6NB+QaM6zKOquFV/R2W4Sdm2KHoCvWQhYg4sWYhuxfoqqqlfRWYJ86l5Hu+WLBnAcMWDCPIGcQbnd+gZWRLf4dk+IFJvkXn8UfuIhIC3ATcD7TGWm3CuMB0jO7I9OumUzqoNP3n9ufLLV/6OyTDOCd5Oub7BdZ6a5cD7wC1VfURXwZmlFy1ytRi+nXTaVu1LSP/GMmLS18k053p77AM45ziac/3I6yEe7+qzlNVd4FXGOe10kGlGX/5ePo16sfnmz9nwNwBHDru10nuDOOcUtACmk8AqOpPWLea5Tz2kg/jMs4BToeTQa0G8fJlL7PhwAZu++42Nh/a7O+wDOOcUFDP99Yc20+edqyrl2MxzlHda3VnStcpuNTFnT/cydydc/0dkmGUeAUlX8ljO7d94wLWqGIjZlw3g3rl6jH498G8s+Yd3GZ0yjDyVFDy1Ty2c9s3LnCVQisx6ZpJ9KzTk/fXv8/j8x4nJTPF32EZRolUUPJtJiLHRCQJaGpvZ+83KYb4jHNMkDOI5y95nuFthrNgzwL+M+c/7D62299hGUaJk2/yVVWnqpZW1QhVDbC3s/cDiytI49wiItzR8A4mXDWBxLREbv3+Vv7Y+4e/wzKMEqVkz2tonNPaVW3HZ9d9RuXQyjzwywN88tcnZmIew7CZ5Gv4VExEDJ90+4RO0Z0Ys2IM/138XzKyMvwdlmH4XbEnXxGJEZF5IvKXiGwUkcfs8vIi8rOIbLW/livu2AzfCAsMY2yXsdzf7H6++ecb+v3Uj/m75zNxw0TWJqz1d3iG4RfFvnqxiFQFqqrqahGJwFobrgfWXMGHVHW0iAwHyqnqsPzqMhPrnHt+3vUzwxcOP9H7dYqTnnV7UqdsHcICwwgPDCcsMOyM7dDAUBxi/lArKczEOkUXUNwNquo+YJ+9nSQifwNRwI1AZ/u0KcB8IN/ka5x7rqp+FSvjV/Lppk8ByNIsZm6Z6dG1YYFhhAWEERZkJebQwNBck3XOY+FBZ55XylkKEWFtwlpW7l9Jq8hWNK/c3Ifv2jDOVOzJNycRqQG0AJYBkXZiBogHIvO4ZgAwACA2NrYYojS87dqa1zJr6ywy3ZkEOgJ578r3qF22NimZKaRkppCcmXzKdmpmKsmZySRnJJPqSiU54+Txg2kHT2ynZKaQpVkFtu8UJ8HOYFJdqQAEOgKZdM0kk4CNYlXsww4nGhYJB34HRqnqLBE5oqplcxw/rKr5jvuaYYdzly96narK8azjZybujORTknhKZgrL4pexPnH9iWtjImIYf8V4apap6ZVYzndm2KHo/JJ8RSQQ+A74SVXfsMs2A51VdZ89LjxfVevnV49JvsbZWpuwlnvn3kumOxMRIUiCyNAM7mp0FwOaDiAkIMTfIZZoJvkWnT/udhCsKSr/zk68ttlAX3u7L/BNccdmXDiaV27Oh1d/yMMtHmbyNZP5/qbv6VazGxM3TKTH1z347d/fzD3Jhk/5426HDsBCYAOQPfPKU1jjvl8AscAu4BZVzXeCWNPzNbxt1f5VvLj0RbYd2UbH6I4MbzOcmIgYf4dVLAozFGR6vkXntzFfbzDJ1/CFTHcmn/79Ke+ufZcszeKeJvdwd+O7CXYG+zs0n1mbsJa7f7obl9tFsDOYD6/+MN8EbJJv0ZkbJw3jNIGOQPo26svsHrPpEtOFd9e+S89verIobpG/Q/O6zKxMvv3nWwbNH0SmOxNFyXRnsnK/6dT4mkm+hpGHyLBIXu30Kh9c9QFOcfLALw8wcN5A4lPi/R1akR1NP8pHGz6i6/+68tSipwh0BBLgCMApTgIdgbSKNJ1aXzPDDobhgYysDKZsnMIH6z9ARLiv6X30uagPgc5za3K/3cd288nfn/DVtq9Ic6XRtmpb+l7Ul0ujLmV94noz5luMTPI1jEKIS45jzPIxzNs9j1plavF026dpU7WNv8PKl6qyNnEtUzdO5dd/f8XpcNKtZjf6XNSH+uXzvZszTyb5Fp1JvoZxFhbsWcBLy14iLjmObjW7MaTVECqFVvJ3WKdwuV388u8vTNs4jfUH1lM6qDS31L+F2xrcRuXQykWq2yTfojPJ1zDO0nHXcT768yM+2vARwc5gHmr+ELc2uJUAh1+f2ic5I5lZW2cx/e/p7E3ZS0xEDHdedCc31r6R0MBQr7Rhkm/RmeRrGEX077F/eWn5SyyOW0z9cvV5pt0zfpknYl/yPqb/PZ3/bf0fyZnJXFz5Yvo06kPn6M44HU6vtmWSb9GZ5GsYXqCq/Prvr4xePpr9qfvpUacHA1sOpHyp8j5ve+OBjUz5awpzd84F4OrqV3PnRXfSpJLvllk0ybfoTPI1DC9KzUxlwvoJTNs4jdDAUB67+DFuqnuT13uebnUzf/d8pv41lVX7VxEWGMbNdW/m9oa3Uy28mlfbyo1JvkVnkq9h+MA/R/5h1LJRrIhfQeMKjXmm3TM0qtioyPWmudL4Zts3fPL3J+w6touqYVX5T8P/0KtuL8KDwr0QuWdM8i06k3wNw0dUlTk75vDaytc4mHaQW+rfwiMtHqFMcJlC15WYmshnmz7jiy1fcDT9KE0qNqFPoz5cGXulXz7gM8m36EzyNQwfS8pI4t217/Lppk8pG1yWgS0HckPtGzxaFmnzoc1M+2sac3bMweV2cXns5fRt1JfmlZpjTRDoHyb5Fp1JvoZRTDYf2syLS19kbeJaWlRuwdNtn871IQdVZfHexUzZOIWl+5YSEhBCjzo9uLPhncSULhkzrJnkW3Qm+RpGMXKrm2+2fcPYVWM5lnGM2xrcRsfojmw8uJFmlZqxO2k3UzdO5Z+j/1A5pDK3NbyN3vV6n9VQhS+Z5Ft0Jvkahh8cTT/KuNXj+HLLl2ccq1+uPn0b9aVrja4ldu4Ik3yLzr+P4hjGBapMcBmebf8sDnHw+ebPT5T3qtOLEZeM8Ot4rlE8zJSShuFH3Wt1J9gZjEMclHKWomfdnibxXiBMz9cw/Kh55eZMvHqi11dyPhurdh1m6faDtKtVgZbV81043PACk3wNw8+aV27ut6TrynLz76FUftwYzxtzt5DlVoIDHUzv384kYB8zydcwLgAZLje7DqawNSGZrfuT2ZqQxLaEZLYnppCRZa1je7FsoZ3zb5ZnNWTp9rom+fqYSb6GcR45npnFjgNWkt22P8lKtgnJ7DyQgstt3dkkAjHlQmlc0clNMVlcFHKEColLqbN9Og7cpBPErvAmQB3/vpnznEm+hnEOSsvI4p9Eqwdr9WST2ZaQzK6DKdg5lghJo3XZFG4sfYyG9Y5Q3XmAyu79RKTtw3H0X/j30Cl1qoAApSSLBsfXAVcW+/u6kJSo5CsiXYFxgBOYqKqj/RySYfhVcrqLbQnJbN1vDRNYPdkk9hxOI1TTiJIDVHccoFnEUf6v1GFiqx2kctZ+wo/vJeD4YUjDegEElIKysdYr+uKT22WrQ+pB5Iu+kJWBOIOgxmX+fNsXhBKTfEXECYwHrgL2ACtEZLaq/uXfyLxk93LYudD6oY7x45pfJo4TNq34hcN//Ua5iy6nQWv/9fL+Xv4LB/78lbRq7TlUvvmJoYK98Qk4k3YTLYlE20n2slKHiHUcpFLYfkJcR09WchxwhVjJtGIslG0HZWNOJteysRBWyRpzyEvf2X7/N7mQlJgn3ESkPTBCVa+x958EUNWX87rGkyfc1v00hYwtv+Cs1ozyNZrZpbm8Z9VcSnP73uiZm7l+D0+WBR/eQuSyUYjbhToC2N/2adLLnhxPO+O/Q85YTqn71HbE3lc0jxhOrSP4yDYiV76GqAuVABIufpzjZWoi6gbNArfb2sZtXaNuUDeCG9z29onj9rYqaFaObet4zn3RrJN1qRKYup9yu+cimoWKkyPVOpFZqgKibhQ99Vq7LatecrSbHUvOODVHm9nXnKxPOBmDOz2J0mlxiNUiR0Ji0OAI3Dhw4yRLHLhxkJW9j4MsdeCyy7LUQRaCCycuFbLUQaZax1wquOx966uQqQ4y3WKXCRluBxluiNRE+jrnEkAWbhyscNentOM4MY4DlNakU/8ZA0KQE73V2FN7rmVjIaxi/snVi8wTbkVXYnq+QBSwO8f+HqBtUSrctOIXLlryOIHihoOzYUOR4vMOdybV/hjh7yhAM6m66lWfVO1WwUqbguLAjdhJTFCEIFwIWVaecGcRuGcJxwlF7ePW9SfPd+NAwf56su7s/dzKTsZgPUdk1RdwIqbqcozSoohYE9kcTHWxJyUAJ24cZBIg2WnYegWIdXWQ/dUp2ccUJ1n2dW4C7Hea/XJqVo53kINgDa7lLFI3TYLjCavRCil7+RnJVYoxuRq+V5KSr0dEZAAwACA2Njbfcw//9duJH/osFZaXvRZn01vsinKt/Yyfbc3txBwn5bZ1+rW7/l7JDfFvE0AWLpx8U/VRajZshZ7S2OnXy4mS/M87GdIZsZ523T9/LqPX3jdw4sJFAP+LGkqdZpcCDlQcIE7UITn2rW3E3nc4rW0ciIhVhsOKzz5mfQ8duYdgR79myU/c/c/jBKqLTAKYWnssLTtcc+J49hNeIiffrVUkp9SZfa5g/SCfLD/13zG38r0bFxCzsN+JGA5c/joNWnQhwOEg0CkEOh0EOIVAhwOHwwsJz53910XWya9uF1vXzCdm7gACyCKTAPZcM9GvQyBG8SlJyTcOyDlfXrRddgpV/QD4AKxhh/wqLHfR5WRs//DEf7ByHe7xyw+2s+al9J1Yjpa6kVXSiKHX9vHLPZTO6IvpOzHsZBzX+CeO4MBu9Nt64GQcna4t9jgaVu3OpjKfnRjzbe/rnwuH9YuK0ybKqXtpLzYFlS4RY89G8SpJY74BwBbgCqykuwK4XVU35nWNJ2O+JeVDlZLy6KaJw/AGM+ZbdCUm+QKISDfgTazRsEmqOiq/882UkobhHyb5Fl1JGnZAVecAc/wdh2EYhq+ZKSUNwzD8wCRfwzAMPyhRY76FJSKJwC4PTq0IHPBxOJ4wcZyqJMRREmKAcy+O6qpaydfBnM/O6eTrKRFZWRI+HDBxlLw4SkIMJo4Lkxl2MAzD8AOTfA3DMPzgQkm+H/g7AJuJ41QlIY6SEAOYOC44F8SYr2EYRklzofR8DcMwSpQLKvmKyMMisk1EVEQq+qiNSSKSICJ/5nE8RkTmichfIrJRRB7zQQwetyEiThFZIyLfeTmGfOsVkR9F5Mjpx0Wkpogss/+dPheRoEK0ecb3XkTKi8jPIrLV/prrRBJiGSUiW0TkbxF5NEf5W3Y860XkYg9jKSsiM0Vkk11f+0LE4tHPqYjs9OHPcQMR+UNE0kVkSD7njcjvuJG38z75ikiQiITZu4uxFqby5N7gs/Ux0DWf4y5gsKpeBLQDHhKRi7wcQ2HaeAz428vte1Lvq8CduZSPAcaqah3gMHBPIdr8mDO/98OBX1W1LvCrvZ+bu7Bm1Wugqg2BGXb5tUBd+zUAeM/DWMYBP6pqA6AZ1vfC01iK/HOaV2IvhEPAo8BrRazHyMN5m3xFpKGIvA5sBuoBqOoaVd3py3ZVdQHWD25ex/ep6mp7OwnrP2WUl2PwqA0RiQauAyZ6s31P6lXVX4FTlmoQayLfy4GZdtEUoIen7ebxvb/Rrqeg+h4ARqpaS2aoakKO66eqZSlQVkSq5heHiJQBOgIf2XVlqOoRT2PJ6+dURCqIyFz7r5mJ5DW5s2WliEwXkctFCj8Du6omqOoKIDOXOJ62/0JYBNQvbN2G5bxKviISJiL97B+KD4G/gKaqusbPoeVKRGoALYBlfmrjTeAJwO3lZs+23grAEVV12ft7KPovpkhV3WdvxwOReZxXG/g/EVkpIj+ISF27PLcVVgqKqSaQCEy2h14m2n99eRpLXp4DFqlqI+ArIL/VBOoBnwEPA3+JyFMiUi37oIiMFZG1ubzy6o1nX9cSuBVoDnQDWhfyPRi2EjWrmRfsA9YD/VV1k7+DyY+IhAP/Ax5X1WPF3YaIdAcSVHWViHT2Yps+qdcbVFVFJK/be4KB46raSkR6AZOAs13CNwC4GHhEVZeJyDhOG2IoIJa8dAR62dd/LyKH8zpRVbOA74DvRKQS8DLwr4hcoqrLVXVgIdvOdhnwlaqmAojI7LOs54J3XvV8gZuxJmKfJSLPikh1fwdkf/iV3au43y4LxEqK01V1lo/aPaWNXOK4FLhBRHZijW9eLiKfeKHp3Or9IUfbN+Rz7UGsP+uzOwW5rmZSSPuzhwnsrwn29k92PNlDI3uA7H+Lr4Cm9rZHK6ycZg+wR1Wz/9qYiZWMPY3FK0SkjIjcB8zGGrO+G6tzctY9X8OLVPW8e2H9+foYsBb4Bahx2vGdQEUftl8D+DOPYwJMBd70YfuFagPoDHzngzjyrTe348CXwK329gTgwaJ877E+2Btubw8HXsnjutHA3TniWmFvXwf8YH9P2wHLPYxjIVDf3h5hx+FRLHn9nAJvAc/Y29diLWed688x8Anwj/2+6hbh33AEMCTH/sVYCTwEiAC25jxuXoX43vo7AJ+/QWgDxNjbj2L1SlzAXmCiD9r7DGv4I9Nu657Tjnew/9Ost385rAW6eTmGQrXhj+RrJ6dEIM3+Pl1jl9cClgPb7EQcXJTvPdYv4l/tJPELUD6Pa8sC32Otcf0H0MwuF2C8ncg2AK08jKU5sNL+N/gaKFeIWHL9ObWvnwtsxPpMY1c+yfcGIKAI/3ZV7BiOAUfs7dL2saexlvxaBHxqku/ZvcwTboZhGH5wvo35GoZhnBNM8jUMw/ADk3wNwzD8wCRfwzAMPzDJ1zAMww9M8r1AiEhWcd9MLyI1ROT2HPutROQtL9X91Gn7S7xRr2EUF3Or2QVCRJJVNbyY2+yMdQ9odx/UXezvxzC8yfR8L2D246ebRaS+vf+ZiNxrbw8VkRVizWH7fI5r+thl60Rkml32sYjcnOOcZHtzNHCZ3dMeKCKdxZ6/V6y5bb+261oqIk3t8hFizcs7X0S2iz2v7mlxjwZC7Hqn52zTbuN3EfnGvn60iNwhIstFZIOI1LbPqyQi/7Pf4woRudTr32DDyI+/n/Iwr+J5AVmcfNptLfB/dvlVWE903Yo1/yzA1VhreQnWL+jvsCZ1aYT1ZFNF+7zy9tePgZtztJVsf+1Mjifccu4DbwPP2duXA2vt7RHAEqyJbipizfcQmMv7Sc5t327jCFDVriMOeN4+9hj2I9dYT2Z1sLdjgb/9/W9kXhfW63yb1czIW5qqNj+9UFV/FpHeWI/QNrOLr7Zf2VNxhmNNzNIM+FJVD9jX5jlvsQc6ADfZ9fwm1ly1pe1j36tqOpAuIglYUy/uKUTdK9SeulFE/sF6JBesx4O72NtXAhfJyaluS4tIuKomYxjFwCTfC5yIOICGQCrW/AN7sHq8L6vq+6ed+0ge1biwh7Ds+jxe+icP6Tm2syj8z2nO69059t056nIA7VT1+FlFaBhFZMZ8jYFYK13cjjX5dyDwE3C3WPMBIyJRIlIZ+A3oLSIV7PLydh07gZb29g1AoL2dhDXzVW4WAnfY9XQGDmjh5jXOtGM9W3OBE79MRKR5EeoyjEIzPd8LR4iIrM2x/yMwGegPtFHVJBFZgDVl4XMi0hD4w/6zPBn4j6puFJFRwO8ikoU1LHEX1gxb34jIOrveFLuN9UCWXf4xJ4cxwBrbnSQi67F63X0L+X4+ANaLyGpVvaOQ14I1c9h4u/0AYAFw/1nUYxhnxdxqZhiG4Qdm2MEwDMMPTPI1DMPwA5N8DcMw/MAkX8MwDD8wydcwDMMPTPI1DMPwA5N8DcMw/MAkX8MwDD/4f7XIpzZGOFlZAAAAAElFTkSuQmCC\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": "iVBORw0KGgoAAAANSUhEUgAAAV8AAADgCAYAAACkXmWVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAAx90lEQVR4nO3deXwU9f348dd7zyQQCIEQjgSCAqXKoYJ+QW1VrNaDqlXrVYtHq209ULzqUavF26oV7yIe4Ilaq4gHKqjlJyq3F6JYkEvCGQIk5Njd9++PmYVNyLEku9kc7+fjsY+d+cxnZt6zSd757GdmPiOqijHGmKblSXUAxhjTFlnyNcaYFLDka4wxKWDJ1xhjUsCSrzHGpIAlX2OMSQFLvmaPiMjNIvJsquMwpqWz5Gt2IyJnicg8EdkuImtF5G0ROTSB2y8QERURX7K3KSJPi8itidqPMYliyddUISJXAPcDtwO5QC/gEeDEFIZVRSKTtjGpYsnX7CQiHYFxwMWq+qqqlqhqpaq+oapX11D/cBFZXa3sBxH5hTt9kNuC3ioi60TkPrfaf933LW7reoRb/3wR+UZEikRkuoj0jtmuisjFIrIUWJqEwzemSVnyNbFGAGnAfxK0vfHAeFXtAOwNvOSW/9x9z1LV9qr6iYicCFwPnAzkALOAF6pt7yTg/4B9EhSfMSljydfE6gxsVNVQgrZXCfQVkS6qul1VP62j7p+AO1T1G3f/twP7xbZ+3eWbVXVHHdvZKCJboi/grEYfhTFJYMnXxNoEdElgn+rvgf7AEhGZKyKj6qjbGxgfkzQ3AwL0jKmzKo59dlHVrOgLeL5hoRuTXJZ8TaxPgHKcr/fxKAEyojMi4sXpMgBAVZeq6plAV+Au4BURaQfUNJTeKuCPsYlTVdNVdXZMHRuCz7QalnzNTqpaDPwNeFhEThKRDBHxi8ixInJ3Dat8B6SJyPEi4gf+CgSjC0XkbBHJUdUIsMUtjgAb3Pe9Yrb1GHCdiOzrrttRRH6T6GM0prmwS3ZMFap6r4gU4iTS54BtwHzgthrqFovIRcBEwAvcDcRe/XAMcJ+IZAArgDOi/bUichvwsZu0j1HV/4hIe+BFt5+3GHgPeDlJh2pMSokNpm6MMU3Puh2MMSYFLPkaY0wKWPI1xpgUsORrjDEpYMnXGGNSoEVfatalSxctKChIdRjGtDnz58/fqKo59dc0tWnRybegoIB58+alOgxj2hwRWZHqGFo663YwxpgUSFryFZEnRWS9iHwVU5YtIu+JyFL3vZNbLiLygIh8LyJfiMgByYrLGGOag2S2fJ/Gub001rXADFXtB8xw5wGOBfq5rwuBR5MYlzHGpFzS+nxV9b8iUlCt+ETgcHd6EvAh8Be3fLI69zp/KiJZItJdVdcmKz6TWqULF1I6Zy4ZBx1Ixv77pzockwDz58/v6vP5JgIDsS7NCPBVKBT6w9ChQ9fXVKGpT7jlxiTUQpxnhIEzZmvsWK2r3TJLvs2EqqIVFc6rvBwtLydSXoFWRKfL0eh8RcWu+fJytKK8ynzljz+ybeZMiETA66XLmEtpP3w4vtxu+Lp0RrzeVB+uaQCfzzexW7duP83JySnyeDxtetCYSCQiGzZs2KewsHAicEJNdVJ2tYOqqojs8Q9IRC7E6ZqgV69eCY+rOSudP5/ts/4faYMGkdavb9UE6CbF2CRYNQFGy2KSZ0XM8vJyIpUVVedjEq1WVDT+APx+PIEAGg5DOOyUhUJsvO+fbIzW8Xrxde2Kv2tXfN264e+W6yTl3K74u3XDl9sNf9ccJBBofDwm0QZa4nV4PB7NyckpLiwsHFhbnaZOvuui3Qki0h2INsfXAPkx9fLcst2o6gRgAsCwYcPazA+5+I03+PGav0AjRqGTYNB9BfAEgrvmA348gSDezA5IlyCeYAAJxNQNBhF/oOp89eUBZ1oC7rxb5gm66wUCO1u0pQsXsvK889HKSsTno9vNN+HtmEVo/ToqCwsJFa6jcl0h5UuXsn3WLLS0dLdj8XbujD83d1eC7pqLr1uum6Bz8efm4snI2G09k1QeS7y7uJ9Frd0vTZ18pwLnAHe676/HlF8iIi/iPCCx2Pp7d9n6znR+vP6GXYlXhMyjj6bDMb/cPcm5ic4TMy3BIOL3IyKpPRBXxv770+upJ+Pq81VVItu3EyospHLdekLrCncl6PXrqFyzhh3z5xMuLt5tXU+HDjsTtC+3K/7cbrsSdNdc/N1y8XTo0Gw+F9N4Xq93aL9+/XY+4+/kk0/eXF5eLmVlZZ6HH354Z4Nu9uzZ6WefffZey5Yt+7pnz56D5s2b90337t1DK1eu9F100UW9Pv/884wOHTqEu3TpUnnnnXeuOe+88/oArF27NtC+fftwZmZmODs7OzR79uzvGhpr0pKviLyAc3Kti/t48Ztwku5LIvJ7nMG1T3OrvwUcB3wPlALnJSuulkRDITbcfz+bJj5BoF8/KleuREMhxO8n+9xzWvSJqoz9948rfhHBm5mJNzOTYL9+tdaL7NhBaP16KgvXuQl6HaF1Tgs6VLiOsiXfEN64abdvDpKe7iTo3NxdXRzdct0yp1Xtzc5GPG39/FHLEAwGI0uWLFkcW/bFF18EjzvuuP6xyffZZ5/NPvnkkzfH1otEIpxwwgl9zzrrrE3Tpk1bBvDJJ5+kFxcXe6PbPOWUUwpGjRpVfN555xU1NtZkXu1wZi2LjqyhrgIXJyuWlihUVMSPV15JyexPyDrzDLpddx07vv7arhCohSc9nUDv3gR69661jlZWEtqwYVeCXrduZxdHqHAdpXPnUbl+PYSqPbzZ78efk1NjH3S4uJiKVavJPOJwMoYOTe5BtkL/7/uN7T7+fmPmIX27bDu0b5eSZOxj8ODB5R07dgzNnDmz3ciRI0sApk6dmv32229XabVOmzYt0+fz6TXXXLMhWjZixIi6npTdKC369uLWasdXX7N6zKWEN26i+223kXXKyUD8rUVTM/H78ffogb9Hj1rraCRCeNMmJ0FX64MOrVtP2deLqZz5AVpWVmW9zRMn4uvWjWC/fgTy8/Hn5xPIz3Pe8/LwtGuX7MNrVq5+5fP87wq31dnpXlIe8vxvY0mGKjz20f/Yu0u70nZBX6S2+v27ZZb+49QhdT7Bury83DNgwIB9ovNXXnnl2gsuuKDolFNO2fzcc89ljxw5smTGjBntsrKyQoMGDSqPXfeLL75IHzJkyO4nGJLEkm8zs+U/r1F40014O3em93PPkT6o1pOlJgnE48GXk4MvJwfnctXdqSqR4mI2PPwIRc8+63RliODJzCS8aRPFixYR2batyjrezp0J5LnJuFc+/rxdydnXtWub7NbYXh7yRXuBVJ35dkFfoy6rqanbAWD06NGbDz300J+Gw+FVzz33XPYpp5yyuab1m5Il32ZCKypYd+ddFD3/PBnDh9PzvnvxZWenOixTAxHBm5VFh+OOZcvLLztXbfj9dB/3953fTMLFxVSsXEXl6lVUrFpN5apVVKxaxY6FC9n61lvONc7R7QUC+PPy8OfnEchzk3N+Pv68PKfV3AKv2qivhQpOl8P5T8/tHwpHPD6vJ3LPafstS1bXQ9++fSvz8vLK33rrrcy33nqr08cff/xN9TqDBg3a8dprr3VKxv5rYsm3Gahct541l1/OjoULyf79+XQdOxbx2Y+muavrqg1vx46kD+pY4zcXraykcu3amOS8isqVq6hYvZod8+YTKamaf7w5XQjk5e9Mzv5e+U7XRl4+vpwuLbbVfGjfLiVPnnvgd8nu8436zW9+s/nqq6/Oz8/PL997770rqy//1a9+te3GG2+Ue+65p8tVV121EeCzzz5LLyoq8h5zzDHbEx2P/YWnWOmCBay+7DIiJaX0/Od9dDj22FSHZPZAQ/rhxe8n0KsXgRpuElJVwlu27GwpV65aTcVqJzmXzpvH1jemVbliQ4LBXUk5tp/ZbTl70tIafYzJdGjfLiWJTLrV+3xHjhxZ/Mgjj6wBGD16dNENN9yQf/vtt9fYKvd4PEydOvV/F110Uf748eO7BYNBzcvLK3/wwQfrbcU3RIt+dPywYcO0pY7nq6oUPf886+64E3/PHuQ9+CBp/funOizTzEUqKgj9+CMVMcm5cvUqpxW9ahWRajek+HJy8Pfqtau/OT8Pf34vAvl5eLt0qXKN856MtyEi81V1WGzZ559//sOQIUM21rZOW/T55593GTJkSEFNy6zlmwKRsjIKb/47xa+9RvvDD6fH3Xfh7dAh1WGZFsATCBAoKCBQwxNcVJVwUZHTaq7W31zy2WeEpk6t2mpOS9uZjCUYZNt770E4jASD9HrqSbuyJsks+TaxyjVrWH3pGMoWL6bLJZfQ5aI/t9g+O9O8iAi+7Gx82dmkDxmy2/JIeTmVa36s0lKuWL2aypUrKV++fOf1zVpZ6bSALfkmlSXfJlQyezZrrrgSDYfJe/QRMo84ItUhmTbEEwwS3KsPwb367LasdMFCVp533s4rNzIOOjAFEbYtlnybgKqy+YknWH/fPwnuvTd5Dz1Y551YxjS1jAP2p9fTT9kdlE3Ikm+ShbeXsPaGG9g2fTqZxx5Dj1tvbXN3O5mWwe6gbFqWfJOofPlyVl96KRXLltP1mmvIPu9cG0HLGAPYoz6SZtvMmfzwm9MIb9pMryefoPP551niNSbJvF7v0AEDBuwTfX377bcBgHHjxnUNBoMHbNq0aedjUqZNm5Z5xBFH9AV44IEHOo8ePbpJn85gLd8E00iEjQ89xMZHHiVt4EDyHhhf50AuxpjEqW1sh1deeSV74MCBJc8++2zWZZddtikVsVVnLd8EChcXs+rPf2bjI4/S8eST6f3cs5Z4janLsg/b8f7N3Vj2YdJOhHz99dfB0tJS77hx49a89NJLzWbAFGv5JkjZt9+y+pJLqSwspNvNN5N1+mnWzWDartcuzmf94rpHBCrf7mHT0gxQ+H/3Q+d+pQTb1zqkJF33KeWkh+MeUjI/P7/8vffe+9/kyZM7/frXv958zDHHbL/gggvSVq1a5cvPzw/VtZ2mYMk3AYrffJO1f70Rb2YmvSdPsjPGxsSjYpsPonfcqTMfbJ/wISVfffXVzq+++ur3Xq+X4447ruiZZ57pdP3112+obRtNxZJvI2goxPp77mXz00+TPmwoef/8pzsOrDFtXD0tVMDpcnjutP5EKj14/BF+/dgy9jo8oSObzZkzJ33FihXBY445pj9AZWWl5OXlVVjybcFCmzaxZuwVlM6ZQ6ff/Y7ca65G/P5Uh2VMy7HX4SX89qXvWPZhJnsdvi3RiRdg8uTJ2VdeeeWPd9xxR2G0rGfPnoO+++67QKL3tacs+TbAji++YPWYywgXFdHj7rvoeMIJqQ7JmJZpr8NLkpF0o1577bXsN954Y2ls2bHHHls0adKk7BEjRlTZ7yuvvNJ5+vTpWdH52bNnf1PTuL+JYkNK7qGil19m3bhb8HXtSt6DD5C2zz71r2RMK2NDSsanriElU3KpmYiMFZGvReQrEXlBRNJEpI+IfCYi34vIFBFJ+deCWJGKCtb+7SYKb/wbGQcdRMErL1viNcY0WJMnXxHpCYwBhqnqQMALnAHcBfxTVfsCRcDvmzq22lQWFrLi7N+x5aWX6HzhheRP+Be+Tk32qCdjTCuUqpssfEC6iPiADGAtMBJ4xV0+CTgpNaFVVTJnDstPOZWK77+n5wPj6XrFWMTrrX9FY4ypQ5MnX1VdA9wDrMRJusXAfGCLqkYvfF4N9Gzq2GKpKpsnT2bleefj7dCBgpdfosPRR6cyJGNMK5KKbodOwIlAH6AH0A44Zg/Wv1BE5onIvA0bknOpXmTHDn68+hrW3X4H7Y84nIKXXyK4995J2Zcxpm1KxaVmvwCWq+oGABF5FTgEyBIRn9v6zQPW1LSyqk4AJoBztUOig6tYtYrVl1xK+XffkXP55XS+8AJ7zI8xJuFSkVVWAsNFJEOcwQ+OBBYDHwCnunXOAV5v6sC2z5rF8lN/Q2VhIfkTJtDlT3+0xGtMC1LTkJLVh470eDxDP/vss/ToOv369ds3OvRkz549B61du9YH8Je//KVb37599+3fv/8+AwYM2GfmzJntAA466KCf/Pe//905bsW3334b6Nev3757GmuTt3xV9TMReQVYAISAhTgt2TeBF0XkVrfsiSaLKRJh04QJbBj/AMGf/IS8Bx8gkJ/fVLs3xiRITWM7LF26NBg7n5ubWzFu3Ljub7755rLatvP++++3mz59etaXX365OD09XdeuXesrLy9P6EhZKbnDTVVvAm6qVrwMOKipYwlv386Pf7mW7TNm0GHUKLrfMg5Penr9KxpjGu3THz9t9+naTzOHdx++bXiP4Um70y3WkUceWfzZZ59lfv7558EhQ4aU11RnzZo1/uzs7FB6eroCdO/ePeGjoLXp24vL//c/Vl9yKRUrV5J7/fV0+t3ZNgykMQlw48c35n9f9H2dQ0qWVJZ4ftj6Q4aiPPnVkxR0KCht529X65CSfTv1Lb3lkFv2eEjJ6nU8Hg+XXXZZ4d///vfur7766g81beekk07aescdd/QoKCgYeOihh24988wzNx9//PHbo8tHjx69V1paWgScwXo8DeiebLMdmlvffdd5zM/WrfR++imyR//OEq8xTaikssSn7pCSilJSWdLoxmC022HJkiWLa0q8UX/84x83LViwoP2SJUtqvJO2Y8eOka+++mrxQw89tCInJyd0zjnn7P3AAw90ji6fPHnysuh+3nrrraU1baM+ba7lq+EwG+4fz6bHHydtyGDyxo/H361bqsMyplWpr4UKTpfDxTMu7h+KhDw+jy9y26G3LWuqrge/388ll1xSOG7cuFr/+H0+H6NGjdo2atSobYMHD97xzDPPdB4zZkzCHkHUppJvqKiIH6+8ipLZs8k6/XRyb7geT6BZDSFhTJsxvMfwkoePfPi7pu7zjbrkkks29e/fv1tJSclut6x+/vnnQY/Hw6BBg8oBFi5cmJ6Xl9eogd6razPJt2zxYlZfOobQ+vV0v/UWsk49tf6VjDFJNbzH8JKmTrpRaWlpeuGFF66/8cYbd7u0aevWrd4xY8b02rp1q9fr9WpBQUH5pEmTViRy/3UOKSkiV8SxjRJV/VfiQopfPENKli5cyOZJk9g2Yya+zp3Je2A86YMHN1GExrRONqRkfOoaUrK+lu/VwKNAXWei/gSkJPnWp3ThQlb8bjSEQuDx0O3vN1viNcY0C/Ul32dUdVxdFUQkaY98bqzSOXMh4l65IkL5km/JPOyw1AZljDHUc6mZql5T3wbiqZMqGQcdiAQC4PUifj8ZBx2Y6pCMMQbYwxNuIjIcuBlIA8ar6n+SEVSiZOy/P72eepLSOXPJOOhAe6S7MabZqDP5ikg3VS2MKboC+DVOH/BnQLNOvuAkYEu6xpjmpr6W72MisgC4W1XLgC04I49FgK1Jjs0YY1qt+vp8T8IZYWyaiIwGLgeCQGeayWN+jDEmKiMjY+fX3ClTpnQsKCgY+N133wWuuOKKHn/7299yAU455ZSCp556qspDGBs6LGRj1Du2g6q+AfwS6IjTzfCdqj4QHQzdGGOam9dffz3z6quvzn/zzTeX9u/fP6F3piVKnclXRE4QkQ+Ad4CvgNOBE0XkRRGx5+oYYxqlZPYn7dbfe1+3ktmfJOyS1bfffrv9xRdfXPD6669/v++++9Y4ZGRzUF+f7604Y+ymA9NV9SDgShHpB9yG88h3Y4yp4sfrb8gvX7q0ziElIyUlnorlyzNQZdPEiQT69Cn1tKt9SMlgv36lPW6/rc4BeyoqKuSMM87o++677367//77lzU0/qZQX7dDMXAycAqwPlqoqktV1RKvMabBIiUlPqLDG6g6843k9/v1gAMO2P7YY491aey2kq2+g/01cCZQCZyV/HCMMa1BfS1UcLocVv3pT/01FPKIzxfpcccdy9odPKJRg+yICFOnTl32s5/9rP+1117b7c477yysf63UqDP5qupG4MEmisUY04a0O3hESf5jj31X8sknme1GjNjW2MQblZmZGZk+ffrSQw45ZEBubm5o7NixzXKwn/pusligqgc0to4xxtSk3cEjShKVdGPl5uaG33nnne8OO+ywAV27dq2svnzs2LG9r7322nyA7t27V0yZMmXZ8uXLg7m5uTtH3rrjjjtWnX/++UWJji2qvm6Hn4rIF3UsF5xL0IwxJuVKS0sXRqf79u1buWbNmi8Bfvvb3xZHy//973//UNO6oVBoQdIDjFFf8h0QxzbCe7pTEckCJgIDAQXOB74FpgAFwA/AaaqatP86xhiTSvX1+SZ05PYY44F3VPVUEQkAGcD1wAxVvVNErgWuBf6SpP0bY0xKNfnTi0WkI/Bz4AkAVa1Q1S3AicAkt9ok7PZlY0wrlopHx/cBNgBPichCEZnoDsieq6pr3TqFQG5NK4vIhSIyT0Tmbdhgdzgb04xEIpFIXU+9aVPcz6LWm0biTr4i0ltEfuFOp4tIZgNj8gEHAI+q6v5ACU4Xw07qPFiuxofLqeoEVR2mqsNycnIaGIIxJgm+2rBhQ0dLwE7i3bBhQ0ecYRlqFNcdJSJyAXAhkA3sDeQBjwFHNiCu1cBqVf3MnX8FJ/muE5HuqrpWRLoTc0edMab5C4VCfygsLJxYWFg4kNR8q25OIsBXoVDoD7VViPd2votxxnj4DJzbi0Wka0MiUtVCEVklIj9R1W9xEvhi93UOcKf7/npDtm+MSY2hQ4euB05IdRwtRbzJt1xVK0ScbxMi4qOWboE4XQo8517psAw4D+c/5Usi8ntgBXBaI7ZvjDHNWrzJ9yMRuR5IF5GjgIuANxq6U1VdBAyrYVFDujGMMabFibdf5lqcKxS+BP4IvKWqNyQtKmOMaeXibfleqqrjgcejBSJymVtmjDFmD8Xb8j2nhrJzExiHMca0KfWNanYmzji+fURkasyiTGBzMgMzxpjWrL5uh9nAWqALcG9M+TagrtHOjDHG1CGegXVWACOaJhxjjGkb4urzFZHhIjJXRLaLSIWIhEVka7KDM8aY1ireE24P4TzLbSnOk4z/ADycrKCMMaa1i/v+a1X9HvCqalhVnwKOSV5YxhjTusV7nW+peyvwIhG5G+ckXFsfOMMYYxos3gT6O7fuJThDQOYDpyQrKGOMae3qbfmKiBe4XVV/C5QBf096VMYY08rV2/JV1TDQ2+12MMYYkwDx9vkuAz5273IriRaq6n1JicoYY1q5eJPv/9yXB+fWYmOMMY0QV/JVVevnNcaYBLLLxYwxJgUs+RpjTArEO7bDIfGUGWOMiU+8Ld8H4ywzxhgTh/oGUx8BHAzkiMgVMYs6AN7G7Ni9eWMesEZVR4lIH+BFoDMwH/idqlY0Zh/GGNNc1dfyDQDtcZJ0ZsxrK3BqI/d9GfBNzPxdwD9VtS9QBPy+kds3xphmq77B1D/CeWz80+7A6gkhInnA8cBtwBUiIsBInEcWAUwCbgYeTdQ+jTGmOYn3JougiEwACmLXUdWRDdzv/cA17LphozOwRVVD7vxqoGcDt22MMc1evMn3ZeAxYCIQbswORWQUsF5V54vI4Q1Y/0LgQoBevXo1JhRjjEmZeJNvSFUT1QVwCHCCiBwHpOGcvBsPZImIz2395gFralpZVScAEwCGDRumCYrJGGOaVLyXmr0hIheJSHcRyY6+GrJDVb1OVfNUtQA4A5jpDlf5AbtO4p0DvN6Q7RtjTEsQb8v3HPf96pgyBfZKYCx/AV4UkVuBhcATCdy2McY0K/EOrNMnGTtX1Q+BD93pZcBBydiPMcY0N/HeXpwhIn91r3hARPq5J86MMcY0QLx9vk8BFTh3u4FzMuzWpERkjDFtQLzJd29VvRuoBFDVUkCSFpUxxrRy8SbfChFJxznJhojsDZQnLSpjjGnl4r3a4WbgHSBfRJ7DuVb33CTFZIwxrV68Vzu8KyLzgeE43Q2XqerGpEZmjDGtWFzJV0TeAJ4HpqpqSX31jTHG1C3ePt97gJ8Bi0XkFRE5VUTSkhiXMca0avF2O0SHlvTiDP14AfAkzrgMxhhj9lC8J9xwr3b4FXA6cADOmLvGGGMaIN4+35dwbv19B3gI+EhVI8kMzBhjWrN4W75PAGeqaqPG8k2FResXMW/dPIblDmO/rvulOhxjjAHqOeEmItcAqOp04ORqy25PYlwJsWj9Is6ffj7jF4znD+/+gUXrF6U6JGOMAeq/2uGMmOnrqi07JsGxJNy8dfMIRZwnE5WHy3l/5fspjsgYYxz1JV+pZbqm+WZnWO4wgt4gHvcwX/72ZWatnpXiqIwxpv7kq7VM1zTf7OzXdT8eP/pxLj3gUu497F7yM/O5eMbFPLroUSJ2vtAYk0KiWnsOFZEwUILTyk0HSqOLgDRV9Sc9wjoMGzZM582bF3f9HaEd3PLJLbyx7A1+nvdzbj/0djoGOyYxQmNaJxGZr6rDUh1HS1Zny1dVvaraQVUzVdXnTkfnU5p4GyLdl85th97GDf93A7N/nM2Zb57Jt5u/TXVYxpg2KN7bi1sNEeGMAWfw1C+fojxUztlvnc20ZdNSHZYxpo1pc8k3ar+u+zHlV1PYt8u+XDfrOu747A4qw5WpDssY00a02eQL0CW9C48f/Tij9xnN80ue5/fv/p4NpRtSHZYxpg1o8uQrIvki8oGILBaRr0XkMrc8W0TeE5Gl7nunpojH7/Fz9YFX84+f/4Mlm5dw2rTTmL9uflPs2hjThqWi5RsCrlTVfXAGZ79YRPYBrgVmqGo/YIY732SO6XMMzx/3PO387fjD9D/w7OJnqetKEGOMaYwmT76qulZVF7jT24BvgJ7AiewaKW0ScFJTx9a3U19eOP4Ffpb3M+6aexfXzrqW0srS+lc0xpg9lNI+XxEpAPYHPgNyVXWtu6gQyE1FTJmBTO4/4n7G7D+Gt5e/zdlvn83KrStTEYoxphVLWfIVkfbAv4HLVXVr7DJ1vu/X+J1fRC4UkXkiMm/DhuScHPOIhwsGX8Bjv3iM9aXrOWPaGXy46sOk7MsY0zalJPmKiB8n8T6nqq+6xetEpLu7vDuwvqZ1VXWCqg5T1WE5OTlJjfPgngczZdQU8jLzuHTmpTy48EHCkRY3qqYxphlKxdUOgjM+8Deqel/MoqnAOe70OcDrTR1bTXq278nkYydzUt+TmPDFBC6eeTHF5cWpDssY08KlouV7CPA7YKSILHJfxwF3AkeJyFLgF+58s5DmS2PcweP424i/MWftHE6fdjrfbPom1WEZY1qwOgfWae72dGCdRPhyw5eM/XAsW8q3cOPwGzmx74lNun9jmgMbWKfx2vQdbg0xKGcQU0ZNYUjOEP768V+59dNb7bZkY8wes+TbAJ3TO/Ovo/7FeQPPY8q3Uzh3+rkUlhSmOixjTAtiybeBfB4fVwy9gvsOv4/vi77n9GmnM7dwbqrDMsa0EJZ8G+mo3kfxwvEv0CHQgQvevYBJX0+y25KNMfWy5JsAe2XtxQvHv8DIXiO5Z949XP3fq+22ZGNMnSz5Jkj7QHvuPexexg4dy3sr3uOsN89iefHyVIdljGmmLPkmkIhw/sDz+ddR/2Jz2WbOfPNMZqyYkeqwjDHNkCXfJBjefThTRk2hT4c+XP7h5YxfMN5uSzbGVGHJN0m6t+/OpGMncWr/U5n45UT+9P6fKCorSnVYxphmwpJvEgW8AW4acRPjDh7HgnULOH3a6Xy98etUh2WMaQYs+TaBX/f7NZOPnQzA6LdH8+rSV+tZwxjT2lnybSL7dtmXKaOmMDR3KDfNvombZ99MRbgi1WEZY1LEkm8T6pTWiUd/8SgXDLqAfy/9N+e8fQ5rt6+tf0VjTKtjybeJeT1exhwwhvuPuJ/lW5dz+rTT+XTtp6kOyxjTxCz5psiRvY7kxeNfJDstmz++90ee+PIJuy3ZmDbEkm8KFXQs4Pnjn+eo3kdx/4L7ueLDK9hesT3VYRljmoAl3xTL8Gfwj5//g6uGXcUHqz7gzDfPZNmWZakOy7RBi9YvYuKXE1m0flGqQ2kT7EkWzcjcwrlc9dFVlIXKuOWQWzi64OhUh2RamIhGKAuVURoqZUflDuc9tIPSSve9lvnV21Yz+8dPUCIEPEGe+OVE9uu6X637sSdZNJ4v1QGYXQ7sdiBTRk3hyo+u5MqPruS8jecx5oAx+Dz2Y2quFq1fxLx18xiWO6zOZFVdKBJiR2hHXIkx3vnoa08IfjwaJBwJoZ4IIlAeruD1JbP26HjMnrO/6mamW7tuPP3Lp7lr7l089fVTfL3pa+7++d10Tu+c6tDaPFVlR2gHW8q3UFRexILCBfxzwT8JRUJ4xctxfY6jQ7DDzoRYV7KsiOzZNd7pvnTSfekEven4JQ2fpOEhiEQ6kx7pQSDiIyMSoDLso6zCx45yLyVlXkIhHxoJQiSAui80gE+CdEpvT3ZGGtntAqwtW8KG9g+ghEB9hEr7JOlTNFHW7dCMTf3fVMZ9Mo6sYBb3HX4fg3MGpzqkVmVHaAdbypxEuqV8S5XporIiisuLnfloedmWOpOmIGT4M8jwZZDuS99tOppAo2VCEA0HCIX9hCr9lFd6KSv3UVrupWSHl207hOJSD1tKlM0lIbaVhWrdd4c0H53bB+mU4Se7XZDsdn46tQvQuV2AThkBOrd33rPbOa/2QR8isnP9+SuKOPvZKUQC3+Op6MuzZ5/O0N6daj9W63ZotGaVfEXkGGA84AUmqmqdj49v7ckX4JtN3zD2w7GsL13P2T89m8xAJgd2O9C+ElZTFipzEqibOGtNoG6dLWVbKAuX1bq9jsGOZAWzyApm0SnYiaw0571jsCOd0jqRFcxi446N3DnnLkKRED6Pn38c8jDd0gZQVFLJ5tIKNm8vZ3NpJZtLyp2ykgrnVVpBUUkFoUjNf3sBn6fWpNmpXYDsmPnsdgGyMvz4vY0/dz5/RRGfLtvE8L0615l4wZJvIjSb5CsiXuA74ChgNTAXOFNVF9e2TjzJd8nc9ylaPJNO+4xkwIG/SGTITaa4vJg/v/9nvtz4JeC0sPbquBcdgx0JeAPOyxPA7/VXeQ94A/g9/p11/J6Y8mjd6str2la0zOPH6/Em5Jhe/2gi83+YztCCX3LiYX+osqw8XM6Wsi07v95XaZW678XlxTuT7JbyLXX2dWb42tPe15EMXwfSvR1J92YSkEyCnkz8ZOKjPT5tj0fbQaQ9hNOpDENFKEK5+3KmwzHTEbaVVZITnkmXdl+wsWQw3+w4dLd9i0BWur/GpJntJtjs9lWXZQS8VVqlTWbVHPhhFhT8DPIPqrOqJd/Ga059vgcB36vqMgAReRE4Eag1+dZnydz32WvaafgJE1n2CD+8149IsAOK84utiPPXgeycdv4VxZSLZ1ddBHXLnTpUWXfXNDvr1LpMdl/uLPOA7NpfdNmA0Fq+SlNUBNUI2zevJOBpx1aUEBEqibjvznxo53wETeDfsQfBhwcfXnx48OPFiwef7Jr3iVvmTjt1neU+8bKtbCMLvIWEgdeXf8OE758k7AtQomWUUk6F1P712h/xEYwECIQDBMJ+/OEA3UNd8YUCBCJ+AuHoK+C++/C4V1TGfgzCVmAr0Z8ggEcEvwe8Xg9+j+DzCj733SuCf+e8B19A8FWuYFTlNLzbwoT5hP/mrKFnQX8y/EKGT8jwC0Gf4CUC6r4i4V3TJRHYHoHCmDKNTmvVuhozHYnUUh521tutLLL7q/q2K8ugZAOg4EuHc6bWm4BN4zSn5NsTWBUzvxr4v+qVRORC4EKAXr161bnBosUz8eKcwfWo4i/fzPoKcVOem2ZVoynQLds1H532ULVO9eU1rVtbnd3r715edV2n7Lig8Eb3zlQCflXuKlzDwPJQLeuBR3Z9owkBFSJUClSKUCFCBeKWOeUV0XKRnXUrkF31q9WrZPey6tsrq2UfZV4h4rbsIqqUU0S/0ko6hSNkRcJkhSNkRSJ0Cofdd6e8YziCv+7foao8NOxKdgXC7qs+Et1VmCO3vQ5f1lbPE/Py7pr21FQWnZZayqu9qpR7wePbvWy3/VUr3/ANlKx3Yg1XOC1gS75J1ZySb1xUdQIwAZxuh7rqdtpnJBXLHsevISrxsW3Uv9g/hV0Pqkq0l0djy3ZOR5ftqhcVmDeDhz44l0XpPvbbEcJ/xDOEh46sst5u+9u5UEEVL4onEiEY3WPMMnXf2fm+K75ouUSXR3TXEVTZRiS60yrbUY1ZV5UZi17h9vXPEhLBp8rYvHM5/qDTq0Uf004VaUR5Erf140IiL54F4Urw+vGcNcVJWLslN6lhO83Mqjkw6QQn8XoDTteDSarmlHzXAPkx83luWYMNOPAXLOGFZtPnKyI1/A3G90c5eMTRLPFNZvDimXRsBsfSGCf3vA7vRzlOn2+fX3J8tT7fFqPfL/CcOy3uftJmLf8gp6uhNRxLC9GcTrj5cE64HYmTdOcCZ6lqrY9+aAtXOxjTHNkJt8ZrNi1fVQ2JyCXAdJxLzZ6sK/EaY0xL1mySL4CqvgW8leo4jDEm2WxUM2OMSQFLvsYYkwLN5oRbQ4jIBmBFHFW7ABuTHE5TsWNpflrLcUD8x9JbVXOSHUxr1qKTb7xEZF5rOTNrx9L8tJbjgNZ1LM2ddTsYY0wKWPI1xpgUaCvJd0KqA0ggO5bmp7UcB7SuY2nW2kSfrzHGNDdtpeVrjDHNSotPviISFpFFMa+CZhDL5yKyQEQObuB2LheRjD1cZ4C774UisreIjBGRb0TkuT3Yxn4ictyeR1zr9lREno2Z94nIBhGZ5s6fICLX1rLu9gTFEP2ZfCUiL+/p51ptWx+KyB5fCSAiWSJyUcx8DxF5ZQ+3Uedn2RAiMtt9LxCRsxqw/h4fh9mlxSdfYIeq7hfz+iG6QBxNeYzRWIYA1wF3NHA7lwN7miROAl5R1f1V9X/ARcBRqvrbeFZ2BzbaD0hY8gVKgIEiku7OH0XMSHWqOrW+R0UlQPRnMhCoAP4Uu9A97mTLwvl5AKCqP6rqqXu4jTo/y4ZQ1WjjoADYo+QrIr4GHodxtYbkW4X7X/xbEZkMfAXki8jVIjJXRL4Qkb/H1D1bROa4LaN/uY8ySpQOQFHMvnaLQUTaicibbkv5KxE5XUTGAD2AD0TkgxqOb6iIfCQi80Vkuoh0d1urlwN/FpEPROQxYC/gbREZKyLZIvKau+9PRWSwu62bReQZEfkYeAYYB5zufh7VB9htqLeA493pM4EXYo7lXBF5yJ3uIyKfiMiXInJrgvZd3Sygr4gcLiKzRGQqsFhE0kTkKXffC0XkCDemdBF50f0G8R8gmviqtMxF5FQRedqdzhWR/7g/08/dbz93Anu7n+s/3N/Rr9z6te37XBF5VUTeEZGlQKCez7Kun/GTbqt9mfv7Vf0Y7gR+5sY3tp6YporITGBGteOoEq+I3B2zn9+LyHfu39rj0Z95m+cM8N1yXzjPG1jkvv6D8188Agx3lx+NcwZXcP7ZTAN+DvwUeAPwu/UeAUYnKJYlQDEwtJ4YTgEej1m/o/v+A9Clhu37gdlAjjt/Os7obwA3A1fF1N25DeBB4CZ3eiSwKGad+UC6O38u8FACfzbbgcHAK0Ca+9kcDkyrvj9gavTzBy4GticqBvfdB7wO/NmNoQTo4y67MuZzHACsdOO9IqZ8MM5DQYbFbtedPhV42p2eAlzuTnuBju7v5Fcx9XfO17Hvc4Fl7vppOL/TR9XxWdb1M54NBHHuXtvErt/56GezcztxxLQayK7hOKrHuwJnfO4eOL+L2Ti/v7NI4O9YS341q1HNGmiHqu4XnRGnz3eFqn7qFh3tvha68+2Bfjh/TEOBueKMcJ4OrE9ULCIyApgsIgPriGEWcK+I3IXzyz+rnu3/BBgIvOfG7AXWxhHXoTiJHlWdKSKdRaSDu2yqqtb+9MlGUtUv3J/JmdQ9Yt0h0RhxWuF3JSiEdBFZ5E7PAp4ADgbmqOpyt/xQnOSFqi4RkRVAf5x/kA/EHMcXcexvJDDaXScMFItIXY8Crm3fADNUtRhARCLADpyEV9NnWdfP+E1VLQfKRWQ9kIuTRBsS03uqurmW9WLjXQz0xkn4H0XXEZGXY7bVprWG5FuTkphpAe5Q1X/FVhCRS4FJqnpdMgJQ1U9EpAuQU1sMbhwH4PSz3ioiM1R1XB2bFeBrVR2RwFBL6q/SaFOBe3BaWJ3rqJeM6x6r/HMGok8Gbuxxx8aa1sht1aa82ryP+D/L2rYTpnF/93V9boncT6vX6vp8azAdOF9E2gOISE8R6QrMAE51p6N9Zr0TtVMRGYDTMt1UWwwi0gMoVdVngX8AB7irbwMya9jst0CO26pGRPwism8c4cwCfuuucziwUVW31lCvtv021pPA31W1tsdLAnwMnOFOx3WSMIFiP5/+QC+cz/q/uCei3G8wg2PWWSciPxXnhO6vY8pn4HRtICJeEelI3Z9rbfuuTW2fZbw/45pUj29PY6rLXOAwEekkzsnNU+pboa1o9clXVd8Fngc+EZEvcfrMMlV1MfBX4F336+R7QPdG7i7dPWmxCKfv7xxVDdcWAzAImOPWvwmInmiaALwj1U64qWoFTv/iXSLyOU6/XzyXs90MDHWP807gnFrqfQDsI4k94YaqrlbVB+qpdhlwsfv59EzUvuP0COBx9z0FONf9mv4o0F5EvsE5GTk/Zp1rcfruZ1O16+cy4Ah3W/OBfVR1E/CxOCdV/xHnvmtUx2d5M/H9jGvyBRB2TxCO3dOY6qKqa4DbgTk4/2B/wDkf0ubZHW7GmKQSkfaqut1t+f4H52Tef1IdV6q1+pavMSblbna/3X0FLAdeS2k0zYS1fI0xJgWs5WuMMSlgydcYY1LAkq8xxqSAJV+TcO7dVdFR5gpFZI07vV1EHkl1fMY0B3bCzSSViNyMM4bAPQ1Y16eqocRHZUzqWcvXNBlxRhOLjuXbzh1ta447ctaJbnmVkbNSGrAxSWT3XptUuQGYqarni0gWzp1+77vLDgAG1zGAizEtniVfkypHAyeIyFXufBrOGAJQ98hZxrQKlnxNqghwiqpWGbBFRP6PphlpzZiUsj5fkyrTgUvFHd9RRPZPcTzGNClLviZVbsF5ssEXIvK1O29Mm2GXmhljTApYy9cYY1LAkq8xxqSAJV9jjEkBS77GGJMClnyNMSYFLPkaY0wKWPI1xpgUsORrjDEp8P8BOXHmcG56bXMAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAV8AAADgCAYAAACkXmWVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAA6vUlEQVR4nO3dd3hUVfrA8e87M+mBQAoBQiBUEalSFhf1h4guKlZQsWJFF1QWbKxlBVwQWWyoKwIWVBZEBEVEULEDSpEqVekhEEqAFJJMOb8/5iYGSJmUySTk/TzPPHPLuee+M0nenDlz7rlijEEppVTlsgU6AKWUqok0+SqlVABo8lVKqQDQ5KuUUgGgyVcppQJAk69SSgWAJl9VKiIyUkQ+CHQcSlV3mnzVaUTkZhFZKSIZIpIiIl+IyPkVWH+SiBgRcfi7ThF5V0T+XVHnUaqiaPJVJxGR4cDLwFggHmgM/Be4OoBhnaQik7ZSgaLJV+UTkShgNDDEGDPHGJNpjHEaYz4zxjxaSPmeIrL3lG07RaS3tdzNakEfF5EDIvKiVewH6/mo1bo+zyp/l4hsEpE0EVkkIk0K1GtEZIiIbAO2+eHlK1WpNPmqgs4DQoG5FVTfK8ArxpjaQHNglrX9Quu5jjEm0hizTESuBp4ArgPigB+BGafUdw3wF6BNBcWnVMBo8lUFxQCHjDGuCqrPCbQQkVhjTIYx5udiyt4PPGeM2WSdfyzQsWDr19p/xBhzoph6DonI0bwHcHO5X4VSfqDJVxV0GIitwD7Vu4FWwGYRWSEifYsp2wR4pUDSPAIIkFCgzB4fzhlrjKmT9wD+V7bQlfIvTb6qoGVADt6P977IBMLzVkTEjrfLAABjzDZjzE1APeB5YLaIRACFTaW3B7ivYOI0xoQZY5YWKKNT8KkzhiZflc8Ycwz4F/C6iFwjIuEiEiQil4nI+EIO2QqEisgVIhIEPAWE5O0UkVtFJM4Y4wGOWps9wEHruVmBuiYB/xSRc6xjo0Tk+op+jUpVFTpkR53EGPOCiOzHm0inA+nAKmBMIWWPichgYCpgB8YDBUc/9AFeFJFwYBcwIK+/VkTGAEuspN3HGDNXRCKBmVY/7zHgK+AjP71UpQJKdDJ1pZSqfNrtoJRSAaDJVymlAkCTr1JKBYDfkq+IvC0iqSKyocC2aBH5SkS2Wc91re0iIhNF5HcRWSci5/orLqWUqgr82fJ9F++33QWNABYbY1oCi611gMuAltZjEPCGH+NSSqmA8+toBxFJAuYbY9pa61uAnsaYFBFpAHxnjDlLRN60lmecWq64+mNjY01SUpLf4ldKFW7VqlWHjDFxJZdURanscb7xBRLqfrxTFoL3EtKCl47utbYVm3yTkpJYuXJlhQeplCqeiOwKdAzVXcC+cDPeJnepm90iMsiapnDlwYMH/RCZUkr5X2Un3wNWdwPWc6q1PRlILFCukbXtNMaYycaYLsaYLnFx+qlHKVU9VXbynQcMtJYHAp8W2H67NeqhO3CspP5epZSqzvzW5ysiM4CeeKco3As8A4wDZonI3Xiv9b/BKr4AuBz4HcgC7vRXXEpVNVmrV5O1fAXh3boS3qlToMMps1WrVtVzOBxTgbboNQQeYIPL5bqnc+fOqYUV8FvytaYSLMzFhZQ1wBB/xaJUVZW5YgW777obnE5wOKg3fDi1LulNUMOGiN0e6PBKxeFwTK1fv/7ZcXFxaTabrUZPGuPxeOTgwYNt9u/fPxW4qrAyOquZUgGQuzeZo7NmceT9972JF8DlInX8eFLHj0eCgwlOSiK4WTNCmjUluGlTgps2I6RpEraIiMAGX7S2mni9bDabiYuLO7Z///62RZXR5KtUJTEeD5k//UTa/2aQ8f33IELYueeSvXYtxuNBHA7i//lPxGEnZ/sOcrdvJ3vTRtK//BI8nvx6HPXrWwm5GcHNmhLSrBnBTZviiI9HRAL4CrFp4v2T9V4U2f2iyVcpP3OlpXHs449Jm/khzr17scfGEnPfIOrecANBDRuW2Ofryc3FuWsXOTt2kLt9B7k7tpOzfQfHPvkET2ZmfjlbeLi3hZzfWvYm5+AmTbCFhJxW75nIbrd3btmyZf49/q677rojOTk5kp2dbXv99dfzR1AtXbo07NZbb222ffv23xISEtqtXLlyU4MGDVy7d+92DB48uPHatWvDa9eu7Y6NjXWOGzcu+c4772wKkJKSEhwZGemuVauWOzo62rV06dKtZY1Vk69SfmCM4cSaNaTNmEH6wkWY3FzCu3Sh3vBh1OrdGwkOzi8b3qlTsV+02YKDCWnZkpCWLU87hyv1oJWMt1uJeQdZq1Zy/LPPClRgIyghwdtKLthabtYMe926+a3lM+GLv5CQEM/mzZs3Fty2bt26kMsvv7xVweT7wQcfRF933XVHCpbzeDxcddVVLW6++ebD8+fP3w6wbNmysGPHjtnz6uzXr19S3759j915551p5Y1Vk69SFciTmcmx+Z+TNmMGOZs3Y4uIoE7//tS9acBpybO8RISg+HoExdcjonv3k+PIyiJ358787oucHd7knPXzL5icnPxy9qgogps1w1a7NplLloDbjYSE0PidtyslAf/0+6GIJb8fqtWjRWz6+S1iM0s+ovTat2+fExUV5frmm28ievXqlQkwb9686C+++OKkVuv8+fNrORwO89hjj+VfvXXeeecVd6fsctHkq1QFyPnjD9JmzPR2BWRkEHLWWdQfOZLafftij6z8L8hs4eGEtmlDaJs2J203Hg/OfSnk7tjuTcpWcs5asQJcLm8Zp9PbAi5H8n109trErfvTw4srk5njsv1xKDPcGJj0/R80j43IighxeIoq36p+raz/9O9Q7B2sc3JybK1bt85/0Q8//HDKvffem9avX78j06dPj+7Vq1fm4sWLI+rUqeNq165dTsFj161bF9ahQ4csX19jeWnyVaqMTG4u6YsXkzZjJlnLlyNBQdTq04e6N91EWKeOgf7yq1BisxHcKIHgRglwwQX527NWr2b3HXdinE4kKIjwbl39HktGjsuRN6+XMd71iBBHbnnqLKzbAeD2228/cv7555/tdrv3TJ8+Pbpfv35HCju+MmnyVaqUnPv3c3TWLNI++gj3wUMEJSQQ9/Bw6vTrhyM6OtDhlUl4p040fvedCuvzLamFCt4uh7veXdHK5fbYHHabZ8INHbf7q+uhRYsWzkaNGuUsWLCg1oIFC+ouWbJk06ll2rVrd+KTTz6p64/zF0aTr1I+MB4PmcuWkTZjBhnffAvGEHnhhdS5aQCRF1xQ7S6IKExJX/xVtPNbxGa+fUfXrf7u881z/fXXH3n00UcTExMTc5o3b+48df+VV16Z/vTTT8uECRNiH3nkkUMAv/zyS1haWpq9T58+GRUdjyZfpYrhPnqUo3M/IW3mDJy7dmOvW5eYu++mzo03ENyoUaDDq/bObxGbWZFJ99Q+3169eh3773//mwxw++23pz355JOJY8eOLbRVbrPZmDdv3h+DBw9OfOWVV+qHhISYRo0a5bz66qsltuLLQpOvUoU4sX49af+bwfEFCzA5OYSdey5xDzxArb/9DVuBYWKqanG73auK2tegQQOXy+X69dTtycnJ6/OWk5KSnAsWLNheVB0ff/zxznIHadHkq5TFc+IExxcsIG3GTLI3bEDCw4m65hrq3jSA0NatAx2eOsNo8lU1Vt5FBUGJjcheu5ajcz/Bc/w4wS2aE//0U0RdfTX2yMhAh6nOUJp8VY3jTk/n2CefcOD58fljW7Hbqf23S73DxLp0qZLDxNSZRZOvOqN5cnPJ2byZE+vWk71+HSfWrSd3x46TC4kQc/fd1Bs+LDBBqhpJk686YxiPh9wdO6xEu54T69eTvXlz/pSN9thYwtq3J+rqq5CwcA6++CLG5UKCgoi8qGdAY1c1jyZfVW05DxzgxLp1ZK+zEu2GDXgyvMMxbeHhhLZtS8zA2wlt156w9u1w1K9/UndCWPt21X4iGVV9afJV1YL7+HGyN2zgRF6iXb8eV6p1dxaHg9CzzqL2lX0JsxJtcNOmJV74UNkXFSj/O3VKyU8//fT3s846K3f06NH1xowZ02jfvn1rY2Ji3OCdSOeFF16I//bbb3+fOHFizMqVKyPee++93ZUVqyZfVeV4cnK8/bTrNxTaTxuclET4X/5CWLt2hLVvR8jZZ9eY+WpV8Yqa22H27NnRbdu2zfzggw/qDB069HAgYjuVJl8VEPlzx3btgj0q6qQvxLK3bCm0nza0XTvC2rbFHhUV4OhVhdn+XQTbv6tFs57pNOvpl8uLf/vtt5CsrCz7K6+8smvs2LENNPmqGitj6TL2DBr05zAviy08nNB27Yi5YyChbdsV2k+rqolPhiSSurHYKSXJybBxeFs4GPjpZYhpmUVIZJFTSlKvTRbXvO7zlJKJiYk5X3311R/vvfde3WuvvfZInz59Mu69997QPXv2OBITE13F1VMZNPmqSpW5bBnJQ4f+mXhFqHXJJcQ99KBP/bTqDJKb7oC8W74Z73pIZIVPKTlnzpyYOXPm/G6327n88svT3n///bpPPPHEwaLqqCwBSb4iMgy4B+87vx64E2gAzARigFXAbcaYcv0gVNXhzsggdfx/ODprFo769TE5ORi3GwkKIvrOOwhp0SLQIaqKVEILFfB2OUy/oRUepw1bkIdrJ22v6K6H5cuXh+3atSukT58+rQCcTqc0atQot0YmXxFJAB4C2hhjTojILGAAcDnwkjFmpohMAu4G3qjs+FTFy/hpCSlPP43rwAGi77qLuIceJHvTJh3mVdM165nJLbO2+rPP97333ot++OGH9z333HP787YlJCS027p1a8BnRwpUt4MDCBMRJxAOpAC9gJut/dOAkWjyrdbc6ekceP55js3+mOBmzUj633TCOnYEdJiXsjTrmemvL9oAPvnkk+jPPvtsW8Ftl112Wdq0adOizzvvvJPOO3v27JhFixbVyVtfunTppsLm/a0oYvLu41GJRGQoMAY4AXwJDAV+Nsa0sPYnAl8YY9oWV0+XLl3MypUr/R2uKoOM778n5V/P4Dp4kJi77yb2gSE6HOwMIiKrjDFdCm5bu3btzg4dOhwKVExV0dq1a2M7dOiQVNi+QHQ71AWuBpoCR4GPgD6lOH4QMAigcePGfohQlYf72DEOPDeOY598QkjLFjR67VXC2rULdFhKVTmB6HboDewwxhwEEJE5QA+gjog4jDEuoBGQXNjBxpjJwGTwtnwrJ2Tli/RvvmX/M8/gOnKEmPvvI3bwYJ14XKkiBCL57ga6i0g43m6Hi4GVwLdAf7wjHgYCnwYgNlUG7qNH2T92LMfnfUZIq1Y0euMNwtqeE+iwlKrSKj35GmN+EZHZwK+AC1iNtyX7OTBTRP5tbXursmNTpZf+9dekjByF++hRYocMIfa+QYi2dpUqUUBGOxhjngGeOWXzdqBbAMJRZeBKS+PAs//m+IIFhJx9No2nTCb07LMDHZZS1YZe4aZK7fjCRewfPRp3ejqxDz1I7L33IkFBgQ5LqWrFFugAVPXhOnyYvf8YRvI//kFQgwY0nT2buMGDNfGqKsNut3du3bp1m7zHli1bgufPn1/roosuagEwceLEGJvN1vmXX34JyzumZcuW52zZsiUYvBdgpKSkOAAef/zx+i1atDinVatWbVq3bt3mm2++iQDo1q3bWT/88EP+vBVbtmwJbtmyZam/5NCWryqRMYb0L75g/7P/xpORQdywYcTcfRfi0F8fVbUUNrfDtm3bThpgHh8fnzt69OgGn3/+eZG3iP/6668jFi1aVGf9+vUbw8LCTEpKiiMnJ6dCZ3jSvx5VLNfBg+wfPZr0r74mtH17Go4do/MwqArz876fI35O+blW9wbd07s37O63K90Kuvjii4/98ssvtdauXRvSoUOHnMLKJCcnB0VHR7vCwsIMQIMGDSp8FjRNvqpQxhiOz5/PgX+PwXPiBPUeeZjoO+7Q1q7yydNLnk78Pe33YqeUzHRm2nYe3xluMLy94W2SaidlRQRFFDmlZIu6LbKe7fFsqaeUPLWMzWZj6NCh+0eNGtVgzpw5Owur55prrjn+3HPPNUxKSmp7/vnnH7/pppuOXHHFFRl5+2+//fZmoaGhHvBO1mOzlb4HV/t81WmcqansHfIA+x59jOCmTWn6yVxi7rlHE6+qUJnOTIexppQ0GDKdmeX+Bcvrdti8efPGwhJvnvvuu+/wr7/+Grl58+ZCx0VGRUV5NmzYsPG1117bFRcX5xo4cGDziRMnxuTtf++997bnnWfBggXbCqujJPrXpPIZYzj26accGPscJieHeo8/TvTtt+kcu6rUSmqhgrfLYcjiIa1cHpfNYXN4xpw/ZntldT0EBQXxwAMP7B89enT9oso4HA769u2b3rdv3/T27dufeP/992MeeuihCrsLhiZfBXjvBJzyr3+R+f0PhHXuTIN/P0tI06aBDkudwbo37J75+sWvb63sPt88DzzwwOFWrVrVz8zMPK11sXbt2hCbzUa7du1yAFavXh3WqFGjCp1fXJNvDWeM4dicuRwYNw7jdBL/xBPUvfUWpAx9WEqVVveG3TMrO+nmCQ0NNYMGDUp9+umnE0/dd/z4cftDDz3U+Pjx43a73W6SkpJypk2btqsiz1/slJIiMtyHOjKNMW9WXEi+0ykly8eZkkLK0/8i86efCO/alQZj/k2wzhSnfKBTSvqmPFNKPop3QvPixrfdDwQk+aqyMcZw9KOPSH1+PMYY4p9+iro33aStXaUqUUnJ931jzOjiCohIRAXGo/zs+JdfkTphAs7duwnv3p0G/36W4EaNAh2WUjVOscnXGPNYSRX4UkZVDWmzZ7P/qae9Kw4HcQ89pIlXqQAp1edMEekuIgtF5DsRudZfQamKl7l8OQdGFfgQYwxZK1YELiClarhik6+InDoGbjhwLd47DRfbHaGqjowffmDPvYOw16uHhISA3Y4EBRHerWugQ1Oqxiqpz3eSiPwKjDfGZOO951p/wAMc93NsqgIcX7iI5EcfJbRlSxLfmkruzp16y3alqoBiW77GmGvw3lVivojcDvwDCAFigGv8HJsqp6NzPyF5+HDC2rWj8bR3cdStS3inTsTeN0gTrzojhYeH5/9if/jhh1FJSUltt27dGjx8+PCG//rXv+IB+vXrl/TOO+/ULXhcWaeFLI8S+3yNMZ8BfwOigLnAVmPMxLwbYKqq6cj06aT8859EdP8LjadOwV6rVqBDUqrSfPrpp7UeffTRxM8//3xbq1atKvTKtIpSUp/vVSLyLbAQ2ADcCFwtIjNFpHllBFhemcuXc+CFF8havTrQoVSaQ5OncODZfxN58cU0euMNbOHFTi6lVMBkLl0WkfrCi/Uzly6rsCGrX3zxReSQIUOSPv3009/POeecQqeMrApK6vP9N977qoUBi4wx3YCHRaQlMAYY4Of4yiVr9Wp233kXuN2kvTuNxu9NO6M/bhtjOPjSyxyePJnaffvS8LmxepcJFRD7nngyMWfbtmL/63syM225O3aEYwyHp04luGnTLFtE0VNKhrRsmdVw7JhiJ+zJzc2VAQMGtPjyyy+3dOrUKbus8VeGkrodjgHXAf2A1LyNxphtxpgqnXgBspavAOvyaeN0cmD8eDy5VfITSLkZj4cDY8ZyePJk6txwAw2fH6eJV1VpnsxMR97fJ8Z418spKCjInHvuuRmTJk2KLW9d/lbSi70WuAlwAjf7P5yKFd6tKxIcjHE6AchevYZdA24i4aUXCW7SJMDRVRzjdpPy1NMcmzuX6DvvpN5jjyJSoXc8UapUSmqhgrfLYc/997cyLpdNHA5Pw+ee2x7x1/PKNcmOiDBv3rztF1xwQasRI0bUHzdu3P7y1OdPJV3hdgh4taJPKiJ1gKlAW8AAdwFbgA+BJGAncIMxJq085wnv1InG77ydP7TKfeQI+554kh3X9aP+qFFE9b2iPNVXCSY3l+THHid94UJiH3iA2CGDNfGqaiHir+dlJk6atDVz2bJaEeedl17exJunVq1ankWLFm3r0aNH6/j4eNewYcOq5GQ/JX3h9mtJFfhSphCvAAuNMa2BDsAmYASw2BjTElhsrZdbwaFVtS6+mGZz5xDSqhX7HnmEfU89hefEiYo4TUB4srPZ8+CDpC9cSL3HHyfugSGaeFW1EvHX8zLrPTx8f0Ul3jzx8fHuhQsXbp0wYUKD6dOnR526f9iwYU3i4+Pbx8fHt+/YsWNrgB07doTkbYuPj2//9ttv1z295opT0pSSJ4DibpEhQJQxxud5CEUkClgDNDMFTi4iW4CexpgUEWkAfGeMOau4uso6paRxOjn42uscnjyZ4ObNSHjxRUJbtSp1PYHkzshk7+DBZK1YQf2RI6l74w2BDknVIDqlpG/KM6Vkax/qd5cynqbAQeAdEekArAKGAvHGmBSrzH4gvrCDRWQQMAigcRnnnpWgIOoN+wfh3bqy7/ER7Lz+BuKffII6119fLVqO7qNH2T3oPrJ/+42G48cTdWXfQIeklCqlkq5w2+XDY28pz+kAzgXeMMZ0AjI5pYvBahEX2iQ3xkw2xnQxxnSJi4sr5alPFtmjB83mziG8c2f2/+sZ9j38MO709HLV6W+uQ4fYNfAOcjZtotHEVzTxKlVNBWL27L3AXmPML9b6bLzJ+IDV3YD1nFrE8RXKERdH4tQpxA0bxvFFX7Ljun6cWL++Mk5das6UFHbdehu5u3fTaNIb1Lr44kCHpJQqo0pPvsaY/cAeEcnrz70Y2AjMAwZa2wYCn1ZWTGKzEXvfIJq8/x7G5WLnzbdw+N13Ka4/vLLl7trFrltuxXXoEI3fmkpkjx6BDkmpU3k8Hk/V77erJNZ7UeRFIz4nXxFpIiK9reUwESnPZAEPAtNFZB3QERgLjAMuEZFtQG9rvVKFn3suzebOIfLCC0kd9zx7/z4YV1q5RrtViOytW9l56614srJoPO1dws89N9AhKVWYDQcPHozSBOxNvAcPHozCOy1DoYod7ZBfSORevF9yRRtjmluXF08yxgT0c6+/bqBpjCHtg+mkjh+PPTqahAn/IbxrYOa+PbF+A3vuuQcJDqbxO28T0qJFQOJQqqDCRjusWrWqnsPhyBu/X9NvCOgBNrhcrns6d+5caBeqr8l3Dd45Hn6xviRDRNYbY9pVYLCl5u+7F5/47TeShw/HuWcvsUMGE3v//Yjd7rfznSpr5Ur23Hc/9jp1aPzuOwQnnnaHa6UCorDkq0rH1/9OOcaY/EkRRMRBEaMRziRh55xD04/nUPuKKzj06mvsvutunAcq5XtAMn78id333IujXj2aTP9AE69SZxhfk+/3IvIEECYilwAfAZ/5L6yqwx4ZQcPxz9NgzBhOrFvHjmuvJePHH/16zuNffsmewYMJTkqiyQfvE1T/1Ls5KaWqO1+T7wi8F0asB+4DFhhjnvRbVFWMiFCn33U0nf0RjpgY9tw7iAP/+U/+hD0V6dinn5I8bDhhbdrQZNq7OGJiKvwcSqnA8zX5PmiMmWKMud4Y098YM0VEhvo1sioopHlzkj6aRZ0bb+TIW2+z89Zbyd2b7NOxa1LXMGXdFNakrimyTNqMGex7fAThXbvS+O23sEeddkm6UuoM4WvyHVjItjsqMI5qwxYaSoNRI0l4+SVy/9jOjmuv5fiiL4s95qudX3H7F7czcfVE7vnynkIT8OG33mL/qNFE9uxJ4puTsEVU2MT+SqkqqKRZzW4Skc+ApiIyr8DjW+BI5YRYNdXu04emc+cQnJRE8tChpIwahSfn9DuWfLP7G0b8OAJjfT+Z487h2z3f5u83xpD6yiuk/mcCtS+/jEavTsQWElJpr0MpFRglTayzFEgBYoEXCmxPB9b5K6jqIjgxkaTpH5D60ssceecdTvy6moSXXiSkWTOcHievrHqFaRun0bR2U/Zl7sPpduLBw7zf59GvZT8SayVy4LnnSHvvfaL696PBqFGVOpRNKRU4Po3zrar8Pc63NNK/+46UEf/Ek5ND2OMP8WTtr1l7cC03tb6JR7o8wsbDG1l5YCWxYbG8sPIFgrDz31XtMZ99RfTA26k3YkS1mFFNKdBxvhXB14ssuuO9o8XZQDBgBzKNMbX9G17xqlLyBXAeOMCmhwYRtHYrS9oFkTjqWf7W5urTyv1+aAvL7h9Alw3ZmDv6c/bjozXxqmpFk2/5+fqF22t47+W2De+djO8BXvdXUNWRy+PijeQPua3Pdhb3jqXHb25aDJ9E9qZNJ5Xz5OQQ8tTLdNmQzbw+dbir8Vf8mlqWm4Eopaozn6+/Nsb8DtiNMW5jzDtAH/+FVb0cOnGIQV8NYsr6KVxz1nXc8/JXNH7nHTxZWey8cQBHpk/HeO/Oyp777ifj+++pP/IZBo6ZS1xYHPd/dT9Lk5cG+mUopSqRr90OP+CdaWwq3rtMpAB3GGM6+De84lWFboflKct57IfHyHRm8lT3p7i6xZ/dDK4jR9g3YgSZP/xIeNcu5O5NxnXgAA3HPUfUVVcBcPjEYe776j62H9vOfy78Dxc30Tl6VdWn3Q7l52vL9zar7AN47zyRCPTzV1DVgcd4mLxuMvd+dS+1Q2rzvyv+d1LiBXBER5M4aRJ1b76ZrBUrcaWkIHY7QQXmaYgJi+Gtv73F2TFn8/D3D/PZHzXiqm2larwSk6+I2IGxxphsY8xxY8woY8xwqxuiRkrLTmPw4sG8uvpV+iT1YeYVM2lZt2WhZcVmwxEfDzbvW208HrKWrzipTFRIFFMumUKX+C48+dOTzNoyy++vQSkVWCUmX2OMG2giIsGVEE+VtyZ1Ddd/dj0rUlbwdPenGXfBOMKDwos9JrxbVyQ4GOx2JCiI8G6nzw0cHhTO671f58JGF/Lsz8/yzoZ3/PUSlFJVQEkXWeTZDiwRkXl4ux0AMMa86JeoqiBjDO9tfI+XV71M/Yj6vH/5+7SJaePTseGdOtH4nbfJWr6C8G5dCe/UqdByIfYQXrroJZ748QleXPUimc5MhnQcosPQlDoD+Zp8/7AeNqA8tw+qlo7lHOPpJU/z7Z5v6d24N6N7jKZWcOnehvBOnYpMugUF2YIYd8E4whxhvLnuTTKdmTzW9TFNwEqdYXxKvsaYUf4OpKr67dBvPPz9wxzIPMDjXR/nlrNv8XsitNvsjPzrSCKCIvhg0weccJ3g6e5PY7fppcdKnSl8bfnWOMYYPtzyIeNXjCcmLIZ3L3uXDnGVN7LOJjYe6/oY4UHhTF43mSxnFmMuGEOQLajSYlBK+Y8m30JkOjMZuXQkC3cu5IKECxh7/ljqhNap9DhEhAc7PUhEUAQvrXqJE64TTOg5gRC7znqmVHXn0zhfEenhy7bSEBG7iKwWkfnWelMR+UVEfheRDwM1umLLkS0MmD+AL3d9ydBzh/Laxa8FJPEWdFfbu3jqL0/x3d7vGLJ4CFnOrIDGo5QqP18vsnjVx22lMRQoOPHB88BLxpgWQBpwdznrL7W52+Zyy4JbyHRmMvXSqdzT7h5sUjXugH1j6xsZe/5YVuxfwaCvBnE893igQ1JKlUOx3Q4ich7wVyBORIYX2FUb78xmZSIijYArgDHAcPF+g9ULuNkqMg0YCbxR1nOURpYzizG/jGHeH/P4S4O/MO6CccSGxVbGqUvlyuZXEuYI49EfHuXuRXfz5iVvEh0aHeiwlFJlUFKzLhiIxJukaxV4HAf6l+O8LwOPAR5rPQY4aoxxWet7gYRy1O+z7ce2c8uCW/jsj8/4e4e/82bvN6tk4s3Tu0lvXuv1GjuP7eSOhXdwIPNAoENSSpVBsS1fY8z3eG8b/64xZldFnFBE+gKpxphVItKzDMcPAgYBNG7cuFyxfL79c0YtG0WYI4xJl0zirw3/Wq76KkuPhB680fsNHvjmAQYuHMiUS6eQWCux5AOVUlWGrx2aISIyWUS+FJFv8h5lPGcP4CoR2QnMxNvd8ApQR0Ty/hk0Agq9LbAxZrIxposxpktcXFyZAshx5/DssmcZ8eMIzo4+m1l9Z1WbxJunS/0uTL10KhnODAZ+MZA/jv4R6JCUUqXg65SSa4FJwCrAnbfdGLOqXCf3tnwfMcb0FZGPgI+NMTNFZBKwzhjz3+KOL8uUknuO7+Hh7x9m05FN3Nn2Th7s9GC1Hju7LW0b9355Lx7jYdIlk3y+5Fmp8tApJcvP15avyxjzhjFmuTFmVd6jgmN5HO+Xb7/j7QN+q4Lr5+tdX3PD/BtIzkjm1V6vMrzz8GqdeAFa1m3JtMumEeoI5e5Fd7M6dXWgQ1JK+cDXlu9IIBWYC+TfH90YE9Dbx/vS8l2TuoZfUn5hW9o2Fu1aRNuYtkzoOYGEyEr5Pq/SpGSkcO9X95KalcorF73CeQ3PC3RI6gymLd/y8zX57ihkszHGNKv4kHxXUvJdk7qGe768hxy39//FJU0u4fkLnifIXr1bu0XJu53RzmM7mfB/E+jVuFegQ1JnKE2+5edTt4Mxpmkhj4AmXl+sPLAyP/EKQpuYNmds4gWIDYvlnb+9Q+vo1gz/bjgLti8IdEhKqSL4enlxuIg8JSKTrfWW1pCxKq1LfBdC7CHYsBFiD6FL/Jn/jzoqJIopl06hU71OjPhxBLO3zg50SEqpQvja7fAh3pEOtxtj2opIOLDUGNPRz/EVy9c+35UHVtIlvgsd63WsnMCqgBOuEwz/bjg/Jf/EI10eYeA5AwMdkjqDaLdD+fk6q1lzY8yNInITgDEmS6rJ7N4d63WsUUk3T5gjjIkXTeTxHx9nwsoJZDmzuL/D/Topu1JVhK9DzXJFJAwwACLSnAKjHlTVFGQPYvyF47mq+VX8d+1/eWHlC/jySUcp5X++tnxHAguBRBGZjvcqtTv8FJOqQA6bg2d7PEu4I5xpG6exO303bWPa0q1Btxr5iUCpqsLX2wh9KSKrgO6AAEONMYf8GpmqMDax8cRfniDDmcH87fP5ds+3hKwPYeqlUzUBKxUgvo52+Ay4FPjOGDNfE2/1IyI0r9Mcwdvnm+POYf72+QGOSqmay9c+3wnABcBGEZktIv1FJNSPcSk/KDj0DmD21tlM3zRd+4GVCgCfhprlFxax452F7F6gjzGmtr8C80VZJtap6fKG3p0dfTYzN8/ku73fcXHjixndYzS1gwP641TViA41Kz+fk6812uFK4EbgXGC+MeZBP8ZWIk2+5WOM4b2N7/HyqpeJj4hnwv9NoG1s20CHpaoBTb7l52uf7yy891vrBbyGd9xvQBOvKj8RYeA5A3n3snfxGA+3fXGbdkMoVUl87fN9C2/Cvd8Y860xxlPiEara6BDXgY+u/IjzG57PuOXjGPbdML1Bp1J+VmzyFZHHAIwxi4DrTtk31o9xqUoWFRLFxF4TeaTLI3y/53tu+OwGNhzaEOiwlDpjldTyHVBg+Z+n7OtTwbGoANNuCKUqT0nJV4pYLmxdnSG0G0Ip/ysp+ZoilgtbV2cQ7YZQyr9KSr4dROS4iKQD7a3lvPV2lRCfCiDthlDKf4pNvsYYuzGmtjGmljHGYS3nrZ+5t4RQJ9FuCKUqnq9DzVQNp90QSlUsTb7KZ9oNoVTFqfTkKyKJIvKtiGwUkd9EZKi1PVpEvhKRbdZz3cqOTfkmvxsiQbshlCqrQLR8XcDDxpg2eOcHHiIibYARwGJjTEtgsbWuqqiokCgmXqTdEEqVVaUnX2NMijHmV2s5He+cEQnA1cA0q9g04JrKjk2VjnZDKFV2Ae3zFZEkoBPwCxBvjEmxdu0H4gMVlyod7YZQqvQClnxFJBL4GPiHMeakv1TjbToV2nwSkUEislJEVh48eLASIlW+0G4IpUonIMlXRILwJt7pxpg51uYDItLA2t8ASC3sWGPMZGNMF2NMl7i4uMoJWPlEuyGU8l0gRjsI3ikqNxljXiywax4w0FoeCHxa2bGpiqHdEEqVLBAt3x7AbUAvEVljPS4HxgGXiMg2oLe1rqop7YZQqniluodbVaO3Eaoe1h5cy6PfP8rBEwd5pMsj3Nz6ZrwfgFR1pbcRKj+9wk35XWHdEEv3LWXq+qmsSV0T6PCUCght+apKk3fDzpdWvoQH752o7DY7j3V9jP9r9H/Eh8djt9kDHKXyhbZ8y0+Tr6p0zy57lllbZ5223WFz0CCiAY0iG5FQKyH/OTEykYTIBKJCorS7oorQ5Ft+jkAHoGqeK5tfybw/5uH0OLHb7Aw7dxihjlD2pu8lOSOZ5IxkFu9aTFpO2knHRQZFkhCZQKNajUiITMhfbhTZiIaRDQl1hAboFSlVepp8VaXrWK8jUy6dwsoDK+kS34WO9ToWWi7TmZmfkPOfM/ay89hOliQvIdudfVL5uLC4/MSc/xzZiEa1GhEXFqddGqpK0W4HVS0ZYzicfZi96XvZm7GX5HRvYs5L1AeyDuAxnvzyDpvjz9ay1Z3hcrs4nH2Yy5peVuQ/AFU47XYoP02+6ozkdDtJyUw5KSEXfD6aczS/rCDc1uY2/t7h70QGRwYu6GpEk2/5afJVNdLrq19n8rrJ+aMuAMId4VzZ/EoGnDWAFnVbBDC6qk+Tb/npOF9VI/VI6EGwPRi72Am1hzLqr6Po3aQ3c7fN5dp513LnwjtZtHMRTo8z0KGqM5S2fFWNtSZ1zWlf+qVlpzH397nM2jKL5Ixk4sLi6N+qP/1b9adeeL3ABlyFaMu3/DT5KlUIt8fNkn1LmLF5BkuSl2AXO70a92JA6wF0ie9S48cba/ItP02+SpVgz/E9fLjlQ+b+PpfjucdpUacFN551I1c2v5KIoIhAhxcQmnzLT5OvUj7KdmXzxY4vmLllJhsPbyQiKIIrm13JgNYDaF6neaDDq1SafMtPk69SpWSMYcOhDczcMpOFOxaS68mla/2uDDhrABc1voggW1CgQ/Q7Tb7lp8lXqXJIy05jzrY5zNoyi32Z+6gXVo/+Z/Wnf8v+xIVXrzutFPYFZFE0+ZafJl+lKoDb4+bH5B+ZuWUmS5KX4BAHFze5mAFnDaBzfOcq/QVdem463+z+hlHLRuHyuAixhzDl0inFJmBNvuWnczsoVQHsNjs9E3vSM7Enu4/vzv+CbtHORbSo04IBZw2gb/O+AfmCLsuZxb6MfflzY+Qt78vYx96MvaTnpp9U3ulxsvLASr3k2s+05auUn5xwnWDhjoXM2DyDTUc2EREUwVXNr2LAWQNoVqdZhZ0nx51zWkLdl7GP5PRk9mXu40j2kZPKh9pDaRjZkIaRDfPnu3C6nby57k1cxkWwLVhbvpVAk69SfmaMYd2hdXy4+UMW7lyI0+OkW/1uDGg9gIsSL8JhK/4DqNPjZH/GfpIzk0lOT86fdjMv2R48cfCk8kG2IG9yjWhIQq2E/ASbl2xjQmMK7QbRPt/KpclXqUp0JPsIc7bN4aMtH3m/oAuvxwUJFxDmCKNx7caEOcLyW7F5j9Ss1JNmaLOLnfoR9U9LqnmPuPA4bOLfmQM0+ZafJl8VGHuWw84fIekCSOwW6Ggqndvj5oe9PzBl/RTWH1p/0j5BqBdeL39e4lOTa73weiW2lv1Nk2/56RduqnI4T0DmQe9j5xJYPBo8LrAHwVWvQfOLICwa7DXjV9Jus3NR44v449gf/HboNzx4sGHjtja3MfTcoQTZz/yxwjVdlfpNF5E+wCuAHZhqjBkX4JBUUYyBE2mQeQgyU71JNePgnwk275GR6i1zyjfq+dy5MHfQn+uhdSA8BiJiITwWwqOt5RhrPQYiCiwHR0AVHsZVki7xXQi2B+P0OAmyBdG7Se/AJd4a/mmkslWZ5CsiduB14BJgL7BCROYZYzaWp96tSz4lfdNiare+kJbn9vK2tGxBYA8GW+XNqLl5xdekbfyGum160bpr70o7b6nicOVC1qFTEmkxidXjKuQM4k2KkfW8STOhM0TEQWSc9zkiDjIO4lnwCLidYHNg+79HIawuZB32Juqsw944ju6C5FXe9aKmdnSEWok55pSknZekCybtWO95rNsJVYWfScd6HXkq8T5W7VxE58S/lX14l8fjfY/cTu8/NI/Lu5y/rYTl1E14vh9vfRoJwXbHZ5qA/azK9PmKyHnASGPM36z1fwIYY54r6piS+nw3r/iaFvOvxyGeQvcbbHhsDjziwGMLwtgceOTP57x9pkAZj82BydtnCzptvxGHdVxQfp3Oo8m0TZmLHTdu7KxpeAOOmKalf4/K+bNyHtlJx32zsOPGg43kqE6EO4SQnMOE5h4m2Hm80OPcthCyQ2LICY72PodEkx0cTU5ILNkh0eSExJBt7csNroOR4u+VtutwJst/XEhXs5EV0oZu5/ehScyf418Np7xOYwhyZRCSm0ZwThohuQUezqOE5Bz5czn3CCG5Rwl2ZRR6boOQExRFtoRSK+cAgsFgY0/tDkhYtFUmv7C1bAocf+o+K2IjJ+03Jx+W/5rMSdvAlp1Gi6x1CB4Mwq7Q1pigcGzGhd24sHmc3mdr/aRl/txmp/Df8bJwGRsHujxMwpVPFVlG+3zLr8q0fIEEYE+B9b3AX04tJCKDgEEAjRs3LrbCtI3fINYvvdsI33k68LOnDUG4CcKFQ9wE4caBCwdugq1n73ZX/j7vcy5BklVo+aAC9eTXjfvkpG99MrbhpmvKDEgpz1tVDlYcYjxEHt3K7yRw0NTjsGnBIRPFYaI4bGpz0ERxmNocMlFkEgpZJX20zwaSrYcvWrKClgCs+O6PUrwAGxBjPYoWjJM6ZBAjx4mW40STTrRYD9dxutg2EyUGETDGQ/ix7Rw5dqgUcfxJTv1ncdp+622X/Lc/f3sdjmPDY8VhCMs+wP6cerjFjhMHbkJxix0XDlziwI0Dt9hx24JwiwM3dtziwCXehoDbepy8HIRH7HgkCLfN21hwW+XzGhNBR7Yw/MSrOHDjxMEydxv6l+ndUL6qSsnXJ8aYycBk8LZ8iytbt00vcrdPIci4cOIgrNfj3Na+Z5nOW1y3ogfIsR4nB+sBt5N967+lww+DcODGhZ31579OwzY9yhRHefo39/22hHY/Dc7/A9vaazKN2vekYZlrLFt4G5KPMXTmGpxuD0F2GxNv6kTbhKiT6ynDOaSYo049Zvea78hefFv+78auSybTtNNF3kQpYj1by1bSLLjdZlXo3Sf52woe54vNK74mcv5N+XEc6zuFTgHoAlm1K407ptahs/mNVXIOj3a6qNJjqGnO6G4HqBr9ehrH6VbtSuPn7Yfp3iyGzk3qBiSGqvJeVJU4SvMz0W6H8qtKydcBbAUuxvvZdQVwszHmt6KO0XG+SgWGJt/yqzLdDsYYl4g8ACzCO9Ts7eISr1JKVWdVJvkCGGMWAAsCHYdSSvmb3jpeKaUCQJOvUkoFQJX5wq0sROQgsMuHorFA2QZxViyN42RVIY6qEANUvziaGGOq132SqphqnXx9JSIrq8I3sxpH1YujKsSgcdRM2u2glFIBoMlXKaUCoKYk38mBDsCicZysKsRRFWIAjaPGqRF9vkopVdXUlJavUkpVKTUq+YrIAyLyu4gYEYn10zneFpFUEdlQxP5EEflWRDaKyG8iMtQPMfh8DhGxi8hqEZlfwTEUW6+ILBSRo6fuF5GmIvKL9XP6UESCS3HO0957EYkWka9EZJv1XOiMMeI1RkS2isgmEXmowPaJVjzrRORcH2OpIyKzRWSzVd95pYjFp99TEdnpx9/j1iKyTERyROSRYsqNLG6/KtoZn3xFJFhE8mbqXgL0xrexwWX1LtCnmP0u4GFjTBugOzBERNpUcAylOcdQYFMFn9+Xev8D3FbI9ueBl4wxLYA04O5SnPNdTn/vRwCLjTEtgcXWemHuABKB1saYs4GZ1vbLgJbWYxDwho+xvAIsNMa0BjrgfS98jaXcv6dFJfZSOAI8BEwoZz2qCGds8hWRs0XkBWAL0ArAGLPaGLPTn+c1xvyA9xe3qP0pxphfreV0vH+UCRUcg0/nEJFGwBXA1Io8vy/1GmMWAyfd2E28k+D2AmZbm6YB1/h63iLe+6utekqq7+/AaGO892g3xqQWOP494/UzUEdEGhQXh4hEARcCb1l15RpjjvoaS1G/pyISIyJfWp9mplL8tMcrRWS6iPQSXycXPjmGVGPMCuC0+zeJyJPWJ4SfgLNKW7fyOqOSr4hEiMid1i/FFGAj0N4YszrAoRVKRJKATsAvATrHy8BjUIH3oClfvTHAUWNM3s3h9lL+f0zxxpi8+4bsB+KLKNccuFFEVorIFyLS0tpe2B1WSoqpKXAQeMfqeplqffryNZaiPAP8ZIw5B5gLFHcrl1bADOABYKOIPCEi+fPmi8hLIrKmkEdRrfG84zoDA4COwOVA11K+BmWpUrOaVYAUYB1wjzFmc6CDKY6IRAIfA/8wxhR+8zQ/nkNE+gKpxphVItKzAs/pl3orgjHGiEhRw3tCgGxjTBcRuQ54G7igjKdyAOcCDxpjfhGRVzili6GEWIpyIXCddfznIpJWVEFjjBuYD8wXkTjgOWC3iPzVGLPcGDOslOfOcwEw1xiTBSAi88pYT413RrV8gf54J2KfIyL/EpEmgQ7I+vIrr1Vxv7UtCG9SnG6MmeOn8550jkLi6AFcJSI78fZv9hKRDyrg1IXV+0WBc19VzLGH8X6sz2sUNML3m8IV5UBeN4H1nGotL7Liyesa2Qvk/SzmAu2t5WS8fcF5fIlpL7DXGJP3aWM23mTsaywVQkSiROQ+YB7ePuu78DZOytzyVRXIGHPGPfB+fB0KrAG+BpJO2b8TiPXj+ZOADUXsE+A94GU/nr9U5wB6AvP9EEex9Ra2H/gIGGAtTwIGl+e9x/vF3ghreQQwvojjxgF3FYhrhbV8BfCF9Z52B5b7GMePwFnW8kgrDp9iKer3FJgIPGUtX4b3BsiF/h4DHwB/WK+rZTl+hiOBRwqsn4s3gYcBtYBtBffroxTvbaAD8PsLhG5AorX8EN5WiQvYB0z1w/lm4O3+cFrnuvuU/edbfzTrrH8Oa4DLKziGUp0jEMnXSk4HgRPW+/Q3a3szYDnwu5WIQ8rz3uP9R7zYShJfA9FFHFsH+BxYDywDOljbBXjdSmTrgS4+xtIRWGn9DD4B6pYilkJ/T63jvwR+w/udxq5iku9VgKMcP7v6VgzHgaPWcm1r35N4b/n1E/A/Tb5le+gVbkopFQBnWp+vUkpVC5p8lVIqADT5KqVUAGjyVUqpANDkq5RSAaDJt4YQEXdlD6YXkSQRubnAehcRmVhBdT9xyvrSiqhXqcqiQ81qCBHJMMZEVvI5e+IdA9rXD3VX+utRqiJpy7cGsy4/3SIiZ1nrM0TkXmv5URFZId45bEcVOOZ2a9taEXnf2vauiPQvUCbDWhwHXGC1tIeJSE+x5u8V79y2n1h1/Swi7a3tI8U7L+93IrJdrHl1T4l7HBBm1Tu94Dmtc3wvIp9ax48TkVtEZLmIrBeR5la5OBH52HqNK0SkR4W/wUoVJ9BXeeijch6Amz+vdlsD3GhtvwTvFV0D8M4/C3Ap3nt5Cd5/0PPxTupyDt4rm2KtctHW87tA/wLnyrCee1LgCreC68CrwDPWci9gjbU8EliKd6KbWLzzPQQV8noyClu3znEUaGDVkQyMsvYNxbrkGu+VWedby42BTYH+GemjZj3OtFnNVNFOGGM6nrrRGPOViFyP9xLaDtbmS61H3lSckXgnZukAfGSMOWQdW+S8xT44H+hn1fONeOeqrW3t+9wYkwPkiEgq3qkX95ai7hXGmrpRRP7Ae0kueC8Pvsha7g20kT+nuq0tIpHGmAyUqgSafGs4EbEBZwNZeOcf2Iu3xfucMebNU8o+WEQ1LqwuLKs+n2/9U4ScAstuSv97WvB4T4F1T4G6bEB3Y0x2mSJUqpy0z1cNw3uni5vxTv4dBCwC7hLvfMCISIKI1AO+Aa4XkRhre7RVx06gs7V8FRBkLafjnfmqMD8Ct1j19AQOmdLNa+y0Yi2rL4H8fyYi0rEcdSlVatryrTnCRGRNgfWFwDvAPUA3Y0y6iPyAd8rCZ0TkbGCZ9bE8A7jVGPObiIwBvhcRN95uiTvwzrD1qYisterNtM6xDnBb29/lz24M8Pbtvi0i6/C2ugeW8vVMBtaJyK/GmFtKeSx4Zw573Tq/A/gBuL8M9ShVJjrUTCmlAkC7HZRSKgA0+SqlVABo8lVKqQDQ5KuUUgGgyVcppQJAk69SSgWAJl+llAoATb5KKRUA/w/CVKgGlkyerwAAAABJRU5ErkJggg==\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": [
"dfatot = None\n",
"dfbtot = None\n",
"dfctot = None\n",
"\n",
"for cluster in \"abcdefgh\":\n",
" # Processing figure 7a\n",
" \n",
" dfa = pd.read_csv(glob.glob(DIR + cluster + \"_priority/part-*\")[0], header=None,\n",
" names=[\"term\", \"priority\", \"count\"])\n",
" dfa[\"tier\"] = dfa[\"priority\"].apply(tier)\n",
" dfa = dfa[dfa[\"priority\"].ge(0)]\n",
" dfa = dfa.groupby([\"tier\", \"term\"]).sum().reset_index()\n",
" dfa = dfa[dfa[\"term\"].isin(range(4,8))]\n",
" del dfa[\"priority\"]\n",
" if dfatot is None:\n",
" dfatot = dfa\n",
" else:\n",
" dfatot = dfatot.append(dfa)\n",
" \n",
" xs = [\"Free\", \"Best effort\", \"Mid\", \"Production\", \"Monitoring\"]\n",
" categorical_plot(dfa, \"tier\", \"Cluster \" + cluster.upper(), xs)\n",
" \n",
" # Processing figure 7b\n",
" \n",
" dfb = pd.read_csv(glob.glob(DIR + cluster + \"_exectime/part-*\")[0], header=None,\n",
" names=[\"term\", \"ignore\", \"exectime\", \"count\"])\n",
" del dfb[\"ignore\"]\n",
" dfb = dfb.sort_values([\"term\", \"exectime\"])\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, \"exectime\", \"Cluster \" + cluster.upper(), xs)\n",
"\n",
" # Processing figure 7c\n",
" \n",
" bins = [\"1\", \"2-3\", \"4-5\", \"6-7\", \"8-9\", \"10-11\", \"12-13\", \">=14\"]\n",
" bin_max = [3, 5, 7, 9, 11, 13]\n",
" def map_bins(value):\n",
" for i, m in enumerate(bin_max):\n",
" if value < m:\n",
" return bins[i-1]\n",
" return bins[-1]\n",
" \n",
" dfc = pd.read_csv(DIR + cluster + \"_figure7c.csv\", header=0)\n",
" dfc = dfc.sort_values([\"term\", \"n_exec\"])\n",
" dfc = dfc[dfc[\"n_exec\"] > 0]\n",
" dfc[\"n_exec\"] = dfc[\"n_exec\"].map(map_bins)\n",
" dfc = dfc.groupby([\"term\", \"n_exec\"]).sum().reset_index()\n",
" categorical_plot(dfc, \"n_exec\", \"Cluster \" + cluster.upper())\n",
" if dfctot is None:\n",
" dfctot = dfc\n",
" else:\n",
" dfctot = dfctot.append(dfc)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"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": [
"cluster = \"all\"\n",
" \n",
"dfatot = dfatot.groupby([\"tier\", \"term\"]).sum().reset_index()\n",
"dfbtot = dfbtot.groupby([\"term\", \"exectime\"]).sum().reset_index()\n",
"dfctot = dfctot.groupby([\"term\", \"n_exec\"]).sum().reset_index()\n",
"\n",
"xs = [\"Free\", \"Best effort\", \"Mid\", \"Production\", \"Monitoring\"]\n",
"categorical_plot(dfatot, \"tier\", \"2019 data\", xs)\n",
"\n",
"xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
"categorical_plot(dfbtot, \"exectime\", \"2019 data\", xs)\n",
"\n",
"categorical_plot(dfctot, \"n_exec\", \"2019 data\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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)] * 4,\n",
" 'priority': malusa([\"0-1\", \"2-4\", \"5-8\", \"9-11\"], 4),\n",
" 'count': [18, 38, 20, 28,\n",
" 0, 4, 21, 78,\n",
" 0, 7, 25, 65, \n",
" 0, 85, 17, 4]}\n",
"dfa11 = pd.DataFrame(data=dfa11, columns=dfa11.keys())\n",
"\n",
"dfc11 = {'term': [x for x in range(4,8)] * 8,\n",
" 'n_exec': malusa([\"1\", \"2-3\", \"4-5\", \"6-7\", \"8-9\", \"10-11\", \"12-13\", \">=14\"], 4),\n",
" 'count': [45,12,27,18,\n",
" 20,16,20,45,\n",
" 10,17,18,55,\n",
" 9,24,20,57,\n",
" 8,25,18,51,\n",
" 7,25,19,50,\n",
" 6,26,20,49,\n",
" 6,26,21,50]}\n",
"dfc11 = pd.DataFrame(data=dfc11, columns=dfc11.keys())\n",
"\n",
"dfb11 = {'term': [x for x in range(4,8)] * 7,\n",
" 'exectime': malusa([\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"], 4),\n",
" 'count': [3,78,11,7,\n",
" 5,38,21,39,\n",
" 6,6,20,70,\n",
" 8,4,17,72,\n",
" 12,8,18,65,\n",
" 21,3,21,56,\n",
" 23,2,70,2]}\n",
"dfb11 = pd.DataFrame(data=dfb11, columns=dfb11.keys())\n",
"\n",
"cluster = \"2011\"\n",
"\n",
"categorical_plot(dfa11, \"priority\", \"2011 data\")\n",
"\n",
"xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
"categorical_plot(dfb11, \"exectime\", \"2011 data\", xs)\n",
"bins = [\"1\", \"2-3\", \"4-5\", \"6-7\", \"8-9\", \"10-11\", \"12-13\", \">=14\"]\n",
"categorical_plot(dfc11, \"n_exec\", \"2011 data\", bins)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}