bachelorThesis/figure_7/figure_7.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 57,
"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"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"DIR = \"/Users/maggicl/Git/bachelorThesis/figure_7/\""
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [],
"source": [
"def tier(p):\n",
" if p <= 99:\n",
" return \"Free\"\n",
" elif p <= 115:\n",
" return \"Best effort batch\"\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",
" \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=(10,8))\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",
" plt.xticks(xs)\n",
" plt.legend(lines, [\"EVICT\", \"FAIL\", \"FINISH\", \"KILL\", \"LOST\"],\n",
" bbox_to_anchor=(1,1))\n",
" plt.title(title)\n",
" plt.savefig('../report/figures/figure_7/%s-%s.pgf' % \n",
" (key, cluster))\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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OJy1AjTGTgM5AvLW2mXdaJWA6EAtsAa6z1iYaYwzwEnA1kALcaq1dWjTRRURERHzPyVoqwdP9fvt7ixtmZbtd/n4u9/jrWm0qqm74+vXrZ9asWTP9888/D//8888jfv3117+PXaZ58+apn3zySURR7D8/pzIM03vAlcdMGwR8Z61tAHznvQ9wFdDA+9MPeKNwYoqIiIiUHhfUj0yedOs56+/+T72dk249Z31RFZ85evXqtb9///4xMTEx6fXq1cs8dn6XLl0OZWRkmPHjx0fmTPvjjz9Cvvzyy3JFkeekBai19mfg2KbabsD73tvvA9fkmT7ZeiwEKhpjqhVSVhEREZFS44L6kckDr2wcV1jFZ84xoDk/9957b42ceTfffHPixo0bg3v16pVv97vL5WLevHn/fP/99+VjYmKa1a9fv+nAgQNr1KhR41/FamE402NAo621u72344Bo7+0aQN5m5x3eabs5hjGmH55WUmrVqnWGMUREREQEIDs7+8/jzatWrVpWVlbWvw6L3Llz56qc27GxsZmff/75puNtY9asWVsKHNKrwFdCstZa4LRH/rfWTrDWtrXWto2KiipoDJF8pSxdxt433iBl2TKno4iIiIjXmbaA7jHGVLPW7vZ2scd7p+8EYvIsV9M7TaTYpSxbxtabboLsbHj5FcKvuILwKy4ntE0bAqrpyBARERGnnGkBOg+4BRjj/X9unun3G2M+As4FkvJ01YsUqwOzZnuKTwBrOfTddxz66isA/KtVI7R1K0JatyGkTWuCGzXC+GtUMhERkeJwKsMwTQMuAiKNMTuAp/AUnh8bY+4AtgLXeRf/HM8QTBvxDMN0WxFkFjmp7KQkDn//PRgDLhcmIIBaE9/GBIeQunQpqcuXkbJ0GQc//wIAExpKSIsWhLRuRWibNoS0bIlf+fIOPwoREZHS6aQFqLW273FmXZrPsha4r6ChRArCWkvc8OFkHzxI1aefJnvfPkLbnUNo69YAhDRrCjffBEDmrl2kLFtG6tJlpC5bxr63JrDP7QZjCKpfn5A2bXKL0oCYGDxD3YqIiEhBqM9RSp2D8+Zx8PMviHroISJ69jjhsgHVq1OhenUqdOoEgDs5mdRVq0hZupTUpcs4+NlnHJg+HQC/yMgj3fatWxHctCmuwMAifzwiIiKljQpQKVUyduwgbsTThLQ9m8p33Xna67vCwghr356w9u0BsNnZpG/8h9Rly0hdtpSUpcs49M23AJjAQIKbNSO0TWtPS2mrVvhXqlSoj0dERORU+fn5nd2gQYPUnPtz587d2KhRo4wRI0ZUeeaZZ2ru2rVrReXKlbMB5s+fH/7cc89F//DDDxtffvnlykuWLAmbPHnytuLKqgJUSg2blcWuAQPBGGqMHYvx8yvwNo2fH8GNGhLcqCERfXoDkJWQ4Om2X7ac1KVL2ff+ZJj4DgCBsbGEtG5NSJvWhLZuTWDduhhXgUc7ExEROanjXQt+5syZlZo1a5Y8ZcqUig8++OA+J7IdSwWolBr73n6b1KVLqT7uWQJq1Dj5CmfIPyqK8ldcQfkrrgDAnZZG2po1nm77Zcs5/MMPJM2ZA4CrQgVCW7XKLUpDmjfHFRJSZNlERKQE2fRjGJt+DKfuRYeoe1GRXIpzzZo1QSkpKX4vvfTS1lGjRlVTASpSiFJXrCDh1dco36kTFbp0KdZ9u4KDCT37bELPPhvwnASVsXkLqcuWkbLMW5T+9JNnYX9/gps08XTbt25NSOs2BERXKda8IiJSxD65L4b4v0JPuEz6YRf7NoSChV9ehMoNUggq5z7u8lXOSuGa17Yfdz5HLsUJEBMTk/7NN9/8M3ny5Ihrr712/5VXXnn4rrvuCt6+fbt/TExM1hk8qkKlAlRKPHdyMjsHDMA/ugpVn3rS6TgYYwiqW4egunWo2KM7AFmJiaQuX57bbZ/40XT2vz8ZgIAaNY7qtg9q2LBQDh8QEREflnHI/8iFJK3nflC5jIJsMr8u+NmzZ1eePXv2Rj8/P66++urEDz74IGLIkCEJBdlPYVABKiVe3OjRZG7bTu3J7/vs2J3+ERGEX3wx4RdfDIDNyCBt7VpPK+nSZaT88QcH588HwBUaSkirlrmD5Ie0bIlfuXJOxhcRkdNxkpZKwNP9PvW6hrgzXbgC3Fz75qbC7oZftGhRyNatW4OuvPLKhgCZmZmmZs2aGSpARQro4DffkDRzFpX79SP0nHOcjnPKTGCgZ+D7Fi2odMstWGvJ3LmL1GVLc4vSvW+8AW43uFwENWx4dLd9jeoak1REpCSre1EyN3y8viiPAZ08eXKlRx99dNfo0aPjcqbVqFGj+fr16x0fQ1AFqJRYmXviiXv8CYKbNiXq/pJ9/QNjDIE1axBYs0buMazZhw+TumJF7iD5SXPnkfjhNMBzIlTeQfKDmzTBBAQ4+RBEROR01b0ouahOPgL45JNPKn366acb8k676qqrEt9///1KHTp0OGq/M2fOrPzVV19VzLn/22+//V2vXr3MospmPBcvclbbtm3tkiVLnI4hJYh1u9l+512kLFtGnVmzCKpbx+lIRc5mZ5O+fv1RV27K3LkTABMcTEizZkeK0tat8atY0dnAIiKllDHmT2tt27zTVqxYsaVly5Z7ncrki1asWBHZsmXL2PzmqQVUSqTEDz4g+bffqDpsWJkoPsE7JmmTJgQ3aQLXXw94WoHzdtvvmzQJsjwnNwbWq+ctRtsQ0ro1gXVi1W0vIiI+QQWolDhp69YRP/45yl1yCRV7X+d0HEcFRFch4MorKX/llQC4U1NJXbUqt4X00DffkjRzFgB+ERHeY0i93fbNmuEKCnIyvoiIlFEqQKVEcaens+ux/rgqVKDayKfVoncMV0gIYe3aEdauHeA5VCFj8+bca9unLlvG4e+/9ywcEEDIWWcddSypf2Skg+lFRKSsUAEqJUr8c8+RvmEDMW9P0HXXT4FxuQiqV4+gevWI6NULgKz9+z1jki71XNs+cepU9r/7LgABMTHes+093fZBDerrUqIiIlLoVIBKiXH4l19JnPwBETfeSLmOHZ2OU2L5V6pE+CWXEH7JJQC4MzJIW7PGM0j+sqUc/uVXkubOA8AVHk5Iy5aeQfLbtPFcSjQszMn4IiJSCqgAlRIhKzGRXYMHEdSgPlUee9TpOKWKKzCQ0NaeqzDBbZ4xSbdvz722ferSpex95VWwFvz8CG7U6MiVm9q0IaBaNacfgoiIlDDqWxOfZ61l9xNP4D6QRPVx43AFBzsdqVQzxhBYqxYVr7mGasOHUffTeTT8YyExb0+gcr+7cJUvz4E5c9j16GNsvPgSNlx0MTsfeYT9kz8gdfUabJbjlxgWESmT/Pz8zm7cuPFZOT/r1q0LnD9/fvjFF19cH+Dll1+u7HK5zv7jjz9CctZp0KBB03Xr1gWCZ5D63bt3+wMMHDiwav369Zs2bNjwrMaNG5/1/fffhwG0a9eu0c8//5x7nft169YFNmjQoOnpZlULqPi8AzNncvjb76gyYADBjRs7HadM8itfnnIdO+Ye+mCzskhbt857YtNSUpYt5+DnXwBgQkI8V3nyXts+pFUrn71EqohIaZLfteA3bNhw1HAn0dHRGSNGjKj22WefbTredr799tuwr776quKqVav+CgkJsbt37/ZPT08v1LN+VYCKT0vfvJk9o0YT2qE9lW69xek44mX8/Qlp2pSQpk3hphsByNy9O3c80tSlS9k34W32ZWeDMQTVr3+k2751awJq1dIIBiJS5i3ctTBs4e6F4e2rtT/Uvnr7IrsiUl6XXnpp0h9//BG+YsWKoJYtW6bnt8zOnTsDKlWqlBUSEmIBqlWrVuhdWypAxWfZzEx2DRiICQyk+pgxOhvbxwVUq0ZAtWqUv/pqANzJyZ4xSb1F6cEvvuDAxx8D4BcZSWjrVoS08hSlwU2b4gp0/NLEIiKF4olfn4jZmLgx9ETLJGcmu7Yc3BJqsUxaPYnY8rEpYQFh7uMtXz+ifsrT5z+9/UTbTE9PdzVu3PgsgJiYmPRvvvnmn2OXcblcPPjgg3HDhw+vNnv27C35beeaa645OHr06OqxsbHNLrjggoN9+/bd36lTp8M582+++ea6wcHBboDMzEzjOoPvZxWg4rMSXnuNtFWrqPHSSwRERzsdR06TKyyMsPbtCWvfHvCMSZq+cWPueKQp3oHyAUxgIMHNmuWORxrSurWG2RKRUi05M9nf4rkcusWSnJnsHxYQllGQbebXBZ+fu+++e9/48eOrrV27Nt+//CtUqOBevXr1X19++WX4d999F37LLbfUe/LJJ3c88MAD+wAmT5686cILL0wBzzGgnTt3bnC6WVWAik9K+fNP9k14mwrdu1P+v1c4HUcKgXG5CG7YkOCGDYno0xuArL17j7q2/f7JH7D/nUkABNaufdQg+YF166oVXERKhJO1VIKn+/2+7+5rmOXOcvm7/N3PXPDMpuLqhg8ICOD++++PGzFiRNXjLePv70/nzp0Pde7c+VCLFi1SP/jgg8o5BWhhUAEqPif70CF29R9AQM2aRA8Z4nQcKUL+kZGUv/xyyl9+OeC50lXamjW5g+Qf/vFHkubMAcBVoQIhrVrmXts+pEVzXCEhJ9q8iIjPal+9ffJrl762vriPAc1x//3372vYsGHV5ORkv2PnrVixIsjlctG8efN0gGXLloXUrFmzQK2zx1IBKj4n7umnydyzh9ipU/Arp0HPyxJXUBChbdoQ2qYNlfEMwZWxZUvuIPkpS5eR8NPPnoX9/Qlu0uSobnsdqiEiJUn76u2Ti7vwzBEcHGz79esX/8QTT8QcO+/gwYN+DzzwQK2DBw/6+fn52djY2PT3339/a2Hu31hrC3N7Z6Rt27Z2yZIlTscQH5A0/zN2PfYYkfffT9T99zkdR3xQ9oEDpCxfnjtIfuqqVdi0NAACqlfP7bZ3hYaRtSeO0HPP9Q6yLyJSOIwxf1pr2+adtmLFii0tW7bc61QmX7RixYrIli1bxuY3Ty2g4jMyd+4kbvhwQlq1IvKeu52OIz7Kr2JFwi+6iPCLLgI8oyWkrV3r6bZftpyURYs4OH9+7vImKJBa772nIlRExIfoiH7xCTY7m10DB0F2NtXHPYvx199GcmpMQAAhzZtT6ZZbqPniC9T/6Ucq3X47eMcZtekZHJgx0+GUIiKSlwpQ8Qn73plEypIlRD/xBIEx/zocReSUGWMIv/wyTFAQuFxgDElz5rB/8mR84ZAjERFRF7z4gNTVa0h4+WXCr7ySCtd0czqOlAKhrVtT691JpCxaTEiL5uyfMpU9o0aTvmEDVZ94AqNB70VEHKUCVBzlTk1lV//++FeuTLVhT+nyjFJoQlu3zj3uM/Tcc0l4+WX2vfkW6Zs3U/PllzXQvYiIg9QFL47aM3YsGVu2UH3sGPwqVnQ6jpRSxuWiykMPUf258aStWs2Wnr1IW7fO6VgiImWWClBxzKHvf+DAR9OpdNttuZdrFClKFTp1ovaUKdisLLb0vZ5D337rdCQRkUITGhqaO9zH9OnTK8TGxjZbv3594COPPFL9ySefjAbo0aNH7LvvvhuRd71169YFNmjQoGlxZlUBKo7ISkhg99ChBDVpQtRDDzodR8qQkObNiJ0xg6D69dlx///Y++abOjlJREqVuXPnhvfv3z/ms88+29CwYcNCvYJRYVEBKsXOWsuuIUNxp6RQY9yzuHRCiBSzgOgq1J78PuW7dCHhxZfY9ehjuFNTnY4lImVM8m+/h8U/93zV5N9+L7TL/n3xxRfl7rvvvti5c+dubNq0aXphbbew6SQkKXaJUz8kecECop94nKD69Z2OI2WUKziY6s+OJahhAxKef4GMrVup+fprupyniBTYriFDY9I3bAg90TLu5GRXxubNoVjLvokTCaxTJ8UVFuY+3vJBDRqkVB/1zPYTbTMjI8P06dOn/tdff72udevWaWeavzioBVSKVfrGjcSPG0fYfy4k4vrrnY4jZZwxhsi77qLma6+RsXkzm3v2JHXFCqdjiUgZ4E5O9ifn8B9rPfcLKCAgwLZp0+bwm2++GVnQbRU1tYBKsXFnZLDzsf64wsKo/swzGnJJfEb4JRdT+6Np7Lj3PrbedDPVnhlJhS5dnI4lIiXUyVoqwdP9vv2eexrarCyX8fd3Vx89elPYeR2SC7JfYwzz5s3b1LFjx4aDBg2qOmbMmLiCbK8oqQCVYpPw4kukr11LzTdexz/S5/84kzImuGFDYmd8zM4HH2JX/wGkr19P1EMPYfz8nI4mIqVQ2HkdkmPefHN98u+/h4d16HCooMVnjvDwcPdXX3214fzzz28cHR2d9fDDD+8tjO0WNnXBS7FIXriQ/e++S8U+vQm/+GKn44jkyz8iglrvTKRin97se3siO+67n+zDh52OJSKlVNh5HZKrPPpIXGEVnzmio6Ozv/zyy/Xjx4+vNnXq1ArHzn/44YdrR0dHt4iOjm7RqlWrxgCbN28OypkWHR3dYtKkSRH/3nLhMb4w/Ejbtm3tkiVLnI4hRST7wAE2dbsGV2godWbPwhUS4nQkkZPa/+GH7HlmFEF161Dz9dcJjIlxOpKI+AhjzJ/W2rZ5p61YsWJLy5YtfbK10SkrVqyIbNmyZWx+89QCKkXKWsvup4aRtW8f1ceNU/EpJUal66+n1sS3yYxPYEuv60j+Y5HTkUTkJFKWLWPvWxNIWbbM6ShyEipApUglzfmEQ199RdSDDxDSrFgvsiBSYGEdOlDn4+n4Va7MtjvuIPGjj5yOJCLHkbJ0KVtvupmEl15i2223qwj1cSpApchkbNvGnpEjCT3nHCrffrvTcUTOSGDt2sR+NI2w888jbthw4kaMwGZmOh1LRPLI3LWLXQMGQlYWuN3YzExSFi12OpacgApQKRI2K8vzy8DPj+pjx+hMYinR/MLDiXn9dSrdfjuJH05j2139yD5wwOlYImWetZakefPY1LUbWQkJEBAAfn6YgABC251T3HHcbrdb4wt6eZ+L4w6sr2GYpEjsffMtUpcvp/pz4wmoXt3pOCIFZvz8iB7Qn6AGDYh78kk2X9ebmNdf09W8RBySlZhI3LDhHPrqK0LOPpvqY0aTtXcvKYsWE9ruHEJbty7uSKsTEhLOioqKSnK5XM6f4e0gt9ttEhISKgCrj7eMClApdKnLl7P3jTco37ULFTp1cjqOSKGqeO01BMbWZsf/HmBL7z7UeP45yv3nP07HEilTDi9YwO4hQ8k6cICoRx+h8u23Y/z8CIyJcaLwBCArK+vOuLi4iXFxcc1QD7MbWJ2VlXXn8RbQMExSqLIPJ7P52mshO5s6cz/BLzzc6UgiRSJz926233cf6X+vpcpjj1Hp9tt0dS+RIuZOSSF+/HgSP5xGUIP6VH/2WYKbNCn2HPkNwySnp6xX6FLI9jzzDJk7d1J93LMqPqVUC6hWjdgpUwj/73+JHzeO3YMG405PdzqWSKmVumIFm6/tTuK0j6h0663EzpzpSPEphUNd8FJoDn75FUlz5lD5/+4h9OyznY4jUuRcoaHUeOF59jaoz95XXiVjyxZqvvoK/lFRTkcTKTVsZiZ733yLvW++iX+VKtR6913C2p/rdCwpILWASqHIjItj91NPEdyiBVH33ut0HJFiY4wh6r77qPHSS6StX8/mXteRumaN07FESoX0TZvZ0vd69r72GhU6d6buvLkqPksJFaBSYNbtZtfgwdjMTGo8OxYTEOB0JJFiV/6/VxD74VQwhq033MjBL790OpJIiWWtZf+UqWzu3p3M7dup8eKLVB87Rod2lSIqQKXA9r/3Pim/LyR68CACY2OdjiPimOAmTagz42OCmzRh50MPk/DyK1j3cYfBE5F8ZO6JZ/udd3kuZNLuHOp8Oo/yV/7X6VhSyFSASoGkrV1LwgsvUO6yS6nYs6fTcUQc5x8ZSa3336NC9+7sff11dj74EO6UFKdjiZQIB7/4gk1du5KydClVhz1FzFtvEVClitOxpAioAJUz5k5LY+djj+FXsSLVnn5aQ9CIeLkCA6n2zEiqDBrIoe++Y8v1N5C5c6fTsUR8VvbBg+zsP4CdDz9CYO3a1Jk9i4g+ffS9UoqpAJUzFj9uPBkb/6Ha6NH4R0Q4HUfEpxhjqHzrrcS89SaZO3aw+brepCxd6nQsEZ+T/PvvbOrajYOff07kA/8j9sOpBNWp43QsKWIqQOWMHP75ZxKnTqXSLTdT7oLznY4j4rPKdexI7MfTcZULY+stt3Jg1mynI4n4BHdaGnGjRrHttttxhYQQ+9FHRN17L8ZfI0SWBSpA5bRl7dvHriFDCWrYkKhHHnE6jojPC6pblzoff0zYOW3ZPXQoe0aPwWZlOR1LxDGpa9awuUdPEid/QMSNN1Jn9ixCmjdzOpYUI/2ZIafFWsvux5/AffAg1d95B1dQkNORREoEvwoViJkwgT1jn2X/+++T/s8/1Hj+OfzKl3c6mkixsVlZ7Jv4Dgmvvop/pUrEvDORcuerF60sUguonJYD0z/m8A8/UOXRRwhu1NDpOCIlivH3p+rQIVQdMZzkhQvZ0rsP6Zs3Ox1LpFhkbNvG1htvIuHFFyl/xeXUnTdXxWcZpgJUTln6ps3sGTOGsPPOI+Kmm5yOI1JiRVx3HbXfnUT2gQNs6d2Hw7/+6nQkkSJjrSXx44/ZdM21pG/aRPXx46nx/PP4VazodDRxkApQOSU2I4Nd/fvjCg6m2ujRGJfeOiIFEXrOOcTO+JiAqlXZ3u9u9k/+AGut07FEClVWQgI7/u9e4p58ipCWLag7by4VOndyOpb4AFURckoSXnmVtDVrqPr0CAKiNSiwSGEIrFmT2h9+SLmLLmLPqFHEPfkUNiPD6VgiheLgN9+wqWs3kn//neghQ6j1zjsEVK3qdCzxESpA5aSSFy1i38SJVOzVk/KXX+50HJFSxa9cGDVfeZnKd9/NgRkz2Hr77WTt3+90LJEzln34MLsGD2Hn/x4goFo16syeRaWbb1LPmRxF7wY5oeyDB9k1cBABtWKIHjTI6TgipZJxuajy8ENUHz+etFWr2dKzF2nr1jkdS+S0pSxezOau3UiaO5fK/3cPsR9NI6hePadjiQ9SASonFDd8BFnx8dQYNw5XWJjTcURKtQqdO1F7ygfYrCy29L2eQ99953QkkVPizsggfvx4tt58C/j7U3vqFKo8+CAmMNDpaOKjVIDKcSV9+ikHP/uMqPvvI6RFC6fjiJQJIc2bEztjBkH16rHjvvvZ++abOjlJfFraunVs6XUd+ya+Q8XrrqPunNmEtm7tdCzxcSpAJV8ZO3YSN3wEIW3aULlfP6fjiJQpAdFVqP3BZMp37kzCiy+x69HHcKelOR1L5Cg2O5t977zDlp69yNq3j5pvvkG14cPUWyanRFdCkn+x2dnsGjgQrKX6s2Mxfn5ORxIpc1zBwVQf9yxBDRuS8MILZGzbRs3XXiUgOtrpaCJk7NjJ7kGDSFmyhPDLL6Pq8OH4V6rkdCwpQdQCKv+y7+23Sf3zT6o++QSBNWs6HUekzDLGENnvLmq+9hoZmzaxpWcvUleudDqWlGHWWg7MnsPmbt1I+/tvqo0eTY2XX1bxKadNBagcJXXVKhJefY3yV19N+a5dnY4jIkD4JRdT+6NpmMBAtt54E0mffup0JCmDsvbvZ+cDD7B7yBCCmzShzty5VLz2GowxTkeTEqhABagx5mFjzBpjzGpjzDRjTLAxpo4x5g9jzEZjzHRjjE6BKyHcycnseqw//lFRVB32lH6piPiQ4IYNiZ05g5CWLdnVfwDxzz2PdbudjiVlxKEff2RT124c/vEnqvTvT6333yOwZg2nY0kJdsYFqDGmBvAA0NZa2wzwA/oAY4EXrLX1gUTgjsIIKkVvz5ixZGzbRvWxY/ArX97pOCJyDP+ICGq9M5GKvXuz7+232XHf/WQfTnY6lpRi7uRkdj/5FDvu+T/8K1cmduYMKt9xu84NkAIraBe8PxBijPEHQoHdwCXATO/894FrCrgPKQaHvv2WAzNmUPnOOwhr187pOCJyHCYwkKrDniL6icc5/PPPbO3bh4zt252OJaVQyrJlbLq2e+53Q+yMjwlu1MjpWFJKnHEBaq3dCYwHtuEpPJOAP4ED1tos72I7ALXR+7jM+Hh2P/4EwWedRdT//ud0HBE5CWMMlW64gVoT3yYzPoEtva4j+Y9FTseSUsJmZBD/4otsveFGyM6m9uT3qfLYY7g0qLwUooJ0wUcA3YA6QHUgDLjyNNbvZ4xZYoxZkpCQcKYxpICs283uIUNxp6VRffw4XbVCpAQJ69CBOtM/wq9SJbbdcQeJH013OpKUcOn//MOWPn3Z9+ZbVLjmGurM/YTQc85xOpaUQgXpgr8M2GytTbDWZgKzgfOBit4ueYCawM78VrbWTrDWtrXWto2KiipADCmIxClTSf7lF6IHDiCobl2n44jIaQqMjSV2+keEndeBuGHDiBvxNDYz0+lYUsJYt5v9kz9gc/ceZO7eTc1XX6H6qGfwK1fO6WhSShWkAN0GtDfGhBrP6dKXAn8BPwA9vcvcAswtWEQpKmnr1hM/fjzlLrqIin36OB1HRM6QX3g4MW+8QaXbbyfxww/Zdlc/sg8ccDqWlBCZcXFsu+MO9owaRViHDtT9dB7hl13mdCwp5QpyDOgfeE42Wgqs8m5rAjAQeMQYsxGoDLxTCDmlkLnT09nVvz+u8HCqPTNSQy6JlHDGz4/oAf2pNno0qX/+yebrepP+zz9OxxIflzT/MzZ17UbqipVUHTGcmm+8jn9kpNOxpAww1lqnM9C2bVu7ZMkSp2OUKXtGj2H/++8T89ablPvPf5yOIyKFKGXpMnY88AA2LY0az43XZ1z+JfvAAeJGjODg518Q0qoV1Z8dS2CtWk7HKjGMMX9aa9s6naMk05WQyqDDv/7K/vffJ+L66/XFJFIKhbZpTZ0ZHxNQK4bt9/wf+96ZhC80NohvOPzLr2zq2o2DX39D1EMPUXvKByo+pdipAC1jshIT2T14CIH16lFlQH+n44hIEQmoVo3YKVMIv+IK4seNY/fgIbjT052OJQ5yp6YS9/RItt95J67y4cRO/4jIe+7G+PuffGWRQqYCtAyx1hL35FNkJSZSY/w4XMHBTkcSkSLkCg2lxgvPE3n//SR98gnbbr6FLA17VyalrlrN5u49SJw6lUq33EydmTMJadrU6VhShqkALUOSZs/m0DffUOWhBwlu0sTpOCJSDIzLRdT991HjxRdJW7+ezb2uI+2vv5yOJcXEZmWR8NprbOnbF3dqKrXenUT04MFqgBDHqQAtIzK2bCHumVGEtm9PpdtuczqOiBSz8lf+l9gPp4IxbLn+Bg5++aXTkaSIpW/ezJYbbmDvK69S/qqrqDtvLmEdOjgdSwRQAVom2MxMdg4YiAkIoPqY0RiXXnaRsii4SRPqzPiY4MaN2fnQwyS8/ArW7XY6lhQyay2J06axuXsPMrZspcYLz1Nj3LP4lS/vdDSRXKpEyoC9b7xB2sqVVBs+jICqVZ2OIyIO8o+MpNbk96lw7bXsff11dj70MO6UFKdjSSHJjI9n+913Ezd8BKFt2lB33lzKX3WV07FE/kUFaCmXsnQpe73X9C1/5ZVOxxERH+AKDKTaqGeoMnAgh779li033Ejmrl1Ox5ICOvjV12zu0pWURYuJfuJxYia+TUB0tNOxRPKlArQUyz58mF39BxBQvTrRjw91Oo6I+BBjDJVvu5WYN98gc/t2Nve6jpSlS52OJWcg+9Ahdg0cyM4HHySgVi3qzJ5NpRtu0BXuxKepAC3F9jw9kszdu6n+7LP4lSvndBwR8UHlLryQ2Okf4SoXxtZbbuXArNlOR5LTkPzHIjZ160bS/M+IvO8+Yj+cSlDdOk7HEjkpFaCl1MHPPydp7lwi77mH0DatnY4jIj4sqF496kyfTmjbs9k9dCh7xozFZmc7HUtOwJ2ezp4xY9l26624AgKJnfYhUf+7HxMQ4HQ0kVOiArQUyty9m93DhhPcsgWR9/6f03FEpATwq1iRWhMmEHHjjex/7z223/N/ZB886HQsyUfa33+zpWdP9r/3HhF9+1BnzmxCWrRwOpbIaVEBWsrY7Gx2DRwEWVnUGDdOl1gTkVNmAgKo+vhQqg4fTvLvv7Oldx8ytmxxOpZ42exs9k54m83X9Sb7QBIxb0+g6pNP4goNdTqayGlTAVrK7H/3XVIWLSJ66FACa9VyOo6IlEARva+j1qR3yE5MZPN1vTn8669ORyrzMrZvZ+tNN5Pw/POEX3opdebNpVzHjk7HEjljKkBLkdQ1a4h/6WXCr7iCCt2vdTqOiJRgYe3aETtzBgHR0Wzvdzf7P5iCtdbpWGWOtZYDM2eyuds1pG/YQPVxz1Ljhefxj4hwOppIgagALSXcqans6j8A/4gIqg4fpuE3RKTAAmvWpPa0aZT7z3/Y88wzxD35FDYjw+lYZUbWvn3suO9+dj/+BMHNm1N37idU6NJFv9+lVFABWkrEjxtHxqZNVB8zWn8Zi0ih8SsXRs1XX6Fyv34cmDGDbbffQdb+/U7HKvUOff89m7p0JfmXX6gyaCC13p1EQPXqTscSKTQqQEuBQz/8QOKH06h0662EnXee03FEpJQxLhdVHnmY6uPGkbpyJVt6XUfauvVOxyqVsg8ns+vxx9lx7334R0dTZ9ZMKt96K8alr2spXfSOLuGy9u5l99DHCWrUiKhHHnY6joiUYhW6dKb21CnYjAy29u3Loe++czpSqZLy559svuYakmbPoXK/ftSZ/hFBDRo4HUukSKgALcGstewaOhR3cjI1xo/DFRjodCQRKeVCmjcnduZMAuvVY8d997P3zbd0clIB2YwM4p97nq033gTGUHvKB1R55GGMfqdLKaYCtARLnDaN5J9+pspjj+mvZBEpNgHRVaj9wWTKd+pEwosvsuux/rjT0pyOVSKlrV/P5t592Pf221Ts2ZM6c+YQ2qaN07FEipxGKS+h0v/5h/ixzxLWsSMRN97gdBwRKWNcwcFUHz+OoIYNSXjhBTK2bqXma68SEB3tdLQSwbrd7H9/MgkvvIArPJyar79O+CUXOx1LpNioBbQEshkZ7OzfH1doKNVHPaMhOUTEEcYYIu/uR83XXiVj0ya29OxF6sqVTsfyeZm7drHtttuJHzuWsI4dqTtvropPKXNUgJZACS+/TPpff1PtmZH4R0U5HUdEyrjwSy+l9rRpmMBAtt54E0mfznc6kk+y1pI0dy6bunYjbdUqqj0zkpqvvoJ/5cpORxMpdipAS5jkhX+w751JVLzuOsIvucTpOCIiAAQ3akjsjI8JadGCXf37E//c81i32+lYPiMrMZGdDz3MroGDCGrUiDrz5lKxRw/1YEmZpQK0BMlOSmLXoEEE1q5N9KCBTscRETmKf6VK1Jr0DhV79WLf22+z4777yT6c7HQsxx1esIBNXbty6PvvqfLYo9Se/D6BNWs6HUvEUSpASwhrLbuHDSNr716qjxuHKzTU6UgiIv9iAgOpOmI40UOHcvjnn9natw8Z27c7HcsR7pQUdg8fzva7+uFfMYI6Mz6m8p13Yvz8nI4m4jgVoCVE0ty5HPriS6L+9z9CmjdzOo6IyHEZY6h0043UensCmXvi2dLrOpIXLXI6VrFKXbGCzdd258BH06l0++3EzpxBcOPGTscS8RkqQEuAjB072PP0SELbtqXynXc4HUdE5JSEnXcedT6ejl9EBNtuv4PE6R87HanI2cxMEl5+hS3X34A7M4Na771H9ID+uIKCnI4m4lNUgPo4m5XFrv4DwOWi+tgx6roRkRIlMDaW2OkfEdahA3FPPUXc0yOxmZlOxyoS6Zs2saXv9ex9/XUqdO5M3blzCTu3ndOxRHySClAft3fCBFKXLaPqk08SUKOG03FERE6bX/nyxLz5BpVuvZXEqVPZ1q8f2QcOOB2r0Fhr2T9lKpuv7U7mjh3UeOklqo8dg194uNPRRHyWClAflrpiBXtfe53ynTtToUtnp+OIiJwx4+dH9KCBVBs1itQlf7K5d2/S//nH6VgFlrlnD9vvvIs9I0cS2v5c6sybS/n/XuF0LBGfpwLUR7mTk9nZfwD+0VWo+uQTTscRESkUFbtfS63338d9OJktvftw+OefnY50xg5+/jmbunYjZelSqg4bRsybbxJQpYrTsURKBBWgPipu1ChPV86zz+JXvrzTcURECk1om9bUmfExATExbL/n/9g36V2stU7HOmXZSUnsfKw/Ox95lMDY2tSdM5uIPr01qLzIaVAB6oMOfv01SbNmU/muuwht29bpOCIihS6genVip04h/LLLiH/2WXYPHoI7I8PpWCeV/NtvbOrajYNffknkA/8jdupUAmNjnY4lUuKoAPUxmXv2EPfEkwQ3a0bU/fc5HUdEpMi4QkOp8eILRN53H0mffMK2m28hKyHB6Vj5cqelETdqFNtuvwNXWBix06YRde+9GH9/p6OJlEgqQH2IdbvZPXgw7owMqo97FhMQ4HQkEZEiZVwuov53PzVefIG0tWvZ3Os60v76y+lYR0lds4bNPXqSOPkDIm66iTqzZ+mCICIFpALUh+yfPJnk334netAggurUcTqOiEixKX/lldSeOgWALdffwMEvv3Q4kWcc5r1vvsmW3n1wHz5MzDsTqTp0CK7gYKejiZR4KkB9RNq6dSQ89zzlLr2Uitf1cjqOiEixC2nalDozPia4cWN2PvQwCa+8inW7HcmSsXUrW2+8iYQXX6L8f/9L3XlzKXf++Y5kESmNVID6AHdaGrse64+rYgWqPT1CZ1KKSJnlHxVFrcnvU+Gaa9j72mvsfOhh3CkpxbZ/ay2J0z9m07XdSd+0ierjx1PjufH4VahQbBlEygIdPe0D4p97nvQNG4h5ewL+lSo5HUdExFGuwECqjR5FUMOGxI8bx5bt24l57VUCqlcv0v1mJSSw+/EnOPzTT4Sd14Fqo0YRULVqke5TpKxSC6jDDi/4hcQPPAe2l+vY0ek4IiI+wRhD5dtvI+bNN8jcvp3Nva4jZemyItvfwa+/ZlOXriQvXEj00KHETJyo4lOkCKkAdVDW/v3sGjKYoAb1qfLoI07HERHxOeX+8x9ip3+EKyyMbbfcwoHZcwp1+9mHD7Nr8BB2PvAgATVqUGf2LCrddCPGpa9HkaKkT5hDrLXsfuJJ3AeSqD5+vM6qFBE5jqB69ajz8XRC2p7N7iFD2DNmLDY7u8DbTVm8mM1du5E0dy6R9/4fsR9NI6hevUJILCInowLUIQdmzODwd98R9cgjBDdq5HQcERGf5lexIrUmTCDi+uvZ/957bL/n/8g+dOiMtuXOyGDPuHFsvfkWCPAn9sOpRD3wgMZeFilGKkAdkL55M3tGjyHsvA5UuuVmp+OIiJQIJiCAqk8+QdVhw0j+/Xe29O5DxpYtp7WNtHXr2NKzF/vfmUTF3tdRd84cQlq1KpK8InJ8KkCLmc3MZFf/Ad6zPEfrOCMRkdMU0ac3td55h+z9+9ncuw/Jv/120nVsdjb73nmHLT17kbV/PzXffINqw4bhCg0thsQicixVP8Us4dXXSFu9mqojRhAQHe10HBGREins3HbEzviYgCpRbLurH/s/mIK1Nt9lM3bsZOsttxA/bjzlLrqIup/OI/yii4o3sIgcRQVoMUpZsoR9EyZQoUd3yv/3CqfjiIiUaIExMdSeNo1yF17InmeeIe7Jp7AZGbnzrbUcmD2Hzd26kf73WqqNGU2Nl1/CPyLCwdQiAhqIvthkHzrErgEDCYiJoeqQIU7HEREpFfzKlaPma6+S8OJL7JswgYzNm6nU7y5Sly4l9c8/SVm8hNBzzqH6mNEE1KjhdFwR8VIBWkziRjxN5p49xH44FVdYmNNxRERKDeNyUeWRhwlqUJ9dg4eQ0u/u3HkRN9xA9NAhOt5exMfoE1kMkuZ/xsFPPyXy3v8jpGVLp+OIiJRKFbp0oWKvnkcmuFz4V6mi4lPEB+lTWcQyd+4kbvhwQlq3JvLuu0++goiInLEKXbtigoPAzw8TGEhou3OcjiQi+VAXfBGy2dnsGjgI3G6qPzsW46+nW0SkKIW2bk2td98lZdFiQtudQ2jr1k5HEpF8qCIqQvsmvkPKkiVUGzOawJgYp+OIiJQJoa1bq/AU8XHqgi8iqatWk/DKK4RfdSUVunVzOo6IiIiIz1ABWgTcKSns6t8f/8hIqg0bhjHG6UgiIiIiPkNd8EVgz9hnydi6lVrvvotfhQpOxxERERHxKWoBLWSHvv+eA9OnU+n22whrf67TcURERER8jgrQQpSVkMDuoY8T1KQJUQ8+6HQcEREREZ+kArSQWGvZNWQo7pQUaowfhysw0OlIIiIiIj5JBWghSZwyleQFC6gycABB9eo5HUdERETEZ6kALQTpGzYQP24c5f7zHyL69nU6joiIiIhPUwFaQO6MDHY+1h9XuXJUe2akhlwSEREROQkNw1RACS+8SPq6ddR843X8IyOdjiMiIiLi89QCWgDJv//O/nffpWLfPoRffLHTcURERERKBBWgZyj7wAF2DRpMYN26RA8Y4HQcERERkRJDXfBnwFrL7qeGkbV/P7Gvv4YrJMTpSCIiIiIlhlpAz0DSnE849NVXRD3wP0KaNnU6joiIiEiJogL0NGVs28aekSMJbdeOyrff7nQcERERkRJHBehpsFlZ7Oo/APz9qT52DMbPz+lIIiIiIiVOgQpQY0xFY8xMY8xaY8zfxpgOxphKxphvjDEbvP9HFFZYp+19401SV6yg2rCnCKhWzek4IiIiIiVSQVtAXwK+tNY2BloCfwODgO+stQ2A77z3S7yUZcvY+8YbVOjWlfJXX+10HBEREZES64wLUGNMBeBC4B0Aa22GtfYA0A1437vY+8A1BYvovOzDyewaMJCAatWIfuIJp+OIiIiIlGgFaQGtAyQA7xpjlhljJhpjwoBoa+1u7zJxQHR+Kxtj+hljlhhjliQkJBQgRtHb88wzZO7cSfVxz+JXrpzTcURERERKtIIUoP5AG+ANa21rIJljututtRaw+a1srZ1grW1rrW0bFRVVgBhF6+CXX5I0Zw6V7+5HaJs2TscRERERKfEKUoDuAHZYa//w3p+JpyDdY4ypBuD9P75gEZ2TGRfH7qeGEdyiBVH33ut0HBEREZFS4YwLUGttHLDdGNPIO+lS4C9gHnCLd9otwNwCJXSIdbvZNWgwNjOTGuOexQQEOB1JREREpFQo6KU4/wdMNcYEApuA2/AUtR8bY+4AtgLXFXAfjtj/7nukLFxItZFPE1i7ttNxREREREqNAhWg1trlQNt8Zl1akO06Le3vv4l/8UXCL7+MCj16OB1HREREpFTRlZCO4U5LY+dj/fGvWJGqI0ZgjHE6koiIiEipUtAu+FInftx4Mv75h5h3JuIfUWou4iQiIiLiM9QCmsfhn34icepUKt1yM+XOP9/pOCIiIiKlkgpQr6x9+9g1ZChBDRsS9cgjTscRERERKbXUBQ9Ya9k99HHchw5R/d1JuIKCnI4kIiIiUmqpBRQ4MH06h3/8kSqPPUpww4ZOxxEREREp1cp8AZq+aRN7xowl7PzzibjxRqfjiIiIiJR6ZboAtRkZ7HqsP67gYKqNHoVxlemnQ0RERKRYlOljQBNeeZW0v/6i5quvEFClitNxRERERMqEMtvkl7xoEfsmTqRir56EX3aZ03FEREREyowyWYBmJyWxa+AgAmvVInrQIKfjiIiIiJQpZa4L3lpL3PARZCUkEDvtQ1xhYU5HEhERESlTylwL6MFPP+Xg558Tdf99hDRv7nQcERERkTKnTBWgGTt2EjfiaULOPpvKd93ldBwRERGRMqnMFKA2O5tdAwcCUH3sWIyfn8OJRERERMqmMnEMaMqyZex95VVS//yT6s+OJbBmDacjiYiIiJRZpb4ATVm2jG233IrNyACXi4CaMU5HEhERESnTSn0XfMqixdisLM8dY0hZvNjZQCIiIiJlXKkvQEPbnYMJDAQ/P0xAAKHtznE6koiIiEiZVuq74ENbt6bWu5NIWbSY0HbnENq6tdORRERERMq0Ul+AgqcIVeEpIiIi4htKfRe8iIiIiPgWFaAiIiIiUqxUgIqIiIhIsVIBKiIiIiLFSgWoiIiIiBQrFaAiIiIiUqxUgIqIiIhIsVIBKiIiIiLFSgWoiIiIiBQrFaAiIiIiUqxUgIqIiIhIsVIBKiIiIiLFSgWoiIiIiBQrFaAiIiIiUqxUgIqIiIhIsVIBKiIiIiLFSgWoiIiIiBQrFaAiIiIiUqxUgIqIiIhIsVIBKiIiIiLFSgWoiIiIiBQrFaAiIiIiUqxUgIqIiIhIsVIBKiIiIiLFSgWoiIiIiBQrFaAiIiIiUqxUgIqIiIhIsVIBKiIiIiLFSgWoiIiIiBQrFaAiIiIiUqzKRAG6PH45E1dNZHn8cqejiIiIiJR5/k4HKGrL45dzx9d3kJGdQZBfEBOvmEirKq2cjiUiIiJSZpX6FtAle5aQmZ0JQEZ2Bkv2LHE4kYiIiEjZVuoL0LbRbQnyC8JgsFj8jJ/TkURERETKtFJfgLaq0oq3r3ibe1vdS63wWry35j32pu51OpaIiIhImVXqC1DwFKH3tLyHly95meTMZB7/9XGstU7HEhERESmTykQBmqNexXo81vYxft35Kx+u/dDpOCIiIiJlUpkqQAF6N+rNhTUv5Pklz7MhcYPTcURERETKnDJXgBpjGHHeCMoFlmPggoGkZ6c7HUlERESkTClzBShA5ZDKjDx/JBsSN/DS0pecjiMiIiJSppTJAhSgY82O9G3clw/++oDfdv7mdBwRERGRMqPMFqAAj5z9CPUq1GPor0NJTEt0Oo6IiIhImVCmC9Bg/2DGXjiWpPQknvrtKQ3NJCIiIlIMynQBCtCoUiMeavMQP2z/gZkbZjodR0RERKTUK/MFKMCNZ91Ih2odeHbRs2xK2uR0HBEREZFSTQUo4DIuRl4wkmD/YAb9PIjM7EynI4mIiIiUWipAvaqEVmHYecP4e//fvLb8NafjiIiIiJRaKkDzuLTWpfRo0INJqyexOG6x03FERERESiUVoMcYcM4AapevzeAFg0lKT3I6joiIiEipU+AC1BjjZ4xZZoyZ771fxxjzhzFmozFmujEmsOAxi09oQChjOo5hX+o+Rvw+QkMziYiIiBSywmgBfRD4O8/9scAL1tr6QCJwRyHso1g1jWzKfa3v4+utXzPvn3lOxxEREREpVQpUgBpjagKdgIne+wa4BMgZUPN94JqC7MMptzW9jbbRbRn1xyi2H9zudBwRERGRUqOgLaAvAgMAt/d+ZeCAtTbLe38HUKOA+3CEn8uP0R1H4+fyY9Avg8hyZ518JRERERE5qTMuQI0xnYF4a+2fZ7h+P2PMEmPMkoSEhDONUaSqhlXlyfZPsjJhJRNWTnA6joiIiEipUJAW0POBrsaYLcBHeLreXwIqGmP8vcvUBHbmt7K1doK1tq21tm1UVFQBYhStK+tcSdd6XXlr5Vssj1/udBwRERGREu+MC1Br7WBrbU1rbSzQB/jeWnsD8APQ07vYLcDcAqd02OB2g6kWVo1BCwZxOOOw03FERERESrSiGAd0IPCIMWYjnmNC3ymCfRSrcoHlGNNxDHHJcYz6Y5TTcURERERKtEIpQK21P1prO3tvb7LWtrPW1rfW9rLWphfGPpzWqkor7m5xN59u+pTPN33udBwRERGREktXQjoNd7W4i5ZRLRm5cCS7Du9yOo6IiIhIiaQC9DT4u/wZ3XE0btwMXjCYbHe205FEREREShwVoKcpJjyGIecOYWn8Ut5d867TcURERERKHBWgZ6BL3S5cGXslry17jdV7VzsdR0RERKREUQF6BowxPN7+cSJDIxm0YBApmSlORxIREREpMVSAnqEKQRUYdcEoth3cxrOLn3U6joiIiEiJoQK0AM6peg53NL+DWRtm8e3Wb52OIyIiIlIiqAAtoHtb3kvTyk0Z9vsw9iTvcTqOiIiIiM9TAVpAAX4BjOk4hozsDB7/9XHc1u10JBERERGfpgK0EMRWiGXAOQNYuHshH/z1gdNxRERERHyaCtBC0qNBDy6JuYSXlr7E2v1rnY4jIiIi4rNUgBYSYwzDzhtGxaCKDPx5IKlZqU5HEhEREfFJKkALUURwBCMvGMmmpE08v+R5p+OIiIiI+CQVoIXsvOrncfNZN/PRuo/4aftPTscRERER8TkqQIvAg20epGFEQ5787Un2pu51Oo6IiIiIT1EBWgQC/QIZ23EsyZnJPPnrk1hrnY4kIiIi4jNUgBaR+hH1eeTsR1iwcwEfrfvI6TgiIiIiPkMFaBHq27gvHWt05Lklz7ExcaPTcURERER8ggrQImSMYcT5IwgLCGPggoFkZGc4HUlERETEcSpAi1hkSCRPn/806xPX89LSl5yOIyIiIuI4FaDF4MKaF9KnUR8m/zWZ33b95nQcEREREUepAC0mj7Z9lLoV6vL4L4+TmJbodBwRERERx6gALSbB/sGMvXAsiemJDP99uIZmEhERkTJLBWgxalypMQ+1eYjvtn3H7A2znY4jIiIi4ggVoMXsprNu4txq5zJ28Vi2JG1xOo6IiIhIsVMBWsxcxsUz5z9DoF8gAxcMJDM70+lIIiIiIsVKBagDosOiGd5hOH/t+4vXV7zudBwRERGRYqUC1CGX1r6U7g26886qd1gct9jpOCIiIiLFRgWogwaeM5CY8BiG/DKEpPQkp+OIiIiIFAsVoA4KDQhl7IVj2Zuyl5ELR2poJhERESkTVIA6rFlkM+5tdS9fbvmS+ZvmOx1HREREpMipAPUBtze7nTZV2vDMH8+w/dB2p+OIiIiIFCkVoD7Az+XH6I6jceFi8ILBZLmznI4kIiIiUmRUgPqI6uWq80SHJ1iRsIK3V77tdBwRERGRIqMC1IdcVecqOtftzJsr32R5/HKn44iIiIgUCRWgPmbIuUOoFlaNQQsGcTjjsNNxRERERAqdClAfEx4YzuiOo9mdvJvRi0Y7HUdERESk0KkA9UGtq7SmX4t+zPtnHl9u/tLpOCIiIiKFSgWoj7q7xd20iGrBiIUj2H14t9NxRERERAqNClAf5e/yZ8wFY8h2ZzPklyFku7OdjiQiIiJSKFSA+rCY8jEMPncwS/Ys4d017zodR0RERKRQqAD1cd3qdeOK2lfw2rLXWLN3jdNxRERERApMBaiPM8bwZIcnqRxSmUELBpGSmeJ0JBEREZECUQFaAlQIqsCoC0ax9eBWxi0Z53QcERERkQJRAVpCtKvWjtua3cbM9TP5btt3TscREREROWMqQEuQ+1vdT5NKTRj22zDiU+KdjiMiIiJyRlSAliABfgGMvXAsaVlpPP7L47it2+lIIiIiIqdNBWgJU6dCHfqf05/fd//OlL+mOB1HRERE5LSpAC2BejXsxUUxF/Hi0hdZt3+d03FERHzKH7v+4K0Vb7E8frnTUUTkOFSAlkDGGIafN5wKQRUYtGAQaVlpTkcSEXFcZnYmo/8YzZ3f3Mmry1/ljq/uUBEq4qNUgJZQlYIrMfL8kWw8sJEX/nzB6TgiIo5asGMB3ed158O1H+ZOy3Bn8PbKt3W8vIgPUgFagp1f43xubHIjH679kJ93/Ox0HBGRYrclaQv3fXcf9353LxbLo20fJdgvGJdx4TIuft75M/d+ey97U/c6HVVE8jDWWqcz0LZtW7tkyRKnY5RI6dnp9P2sL/tS9zG762wqh1R2OpKISJE7lHGIt1a8xdS1UwnyC+L/Wv4f1ze+ngC/AJbHL2fJniW0jW7L+sT1jFs8jtCAUEacN4L/xPzH6ehSChhj/rTWtnU6R0mmArQU2JC4gT7z+9C+enteveRVjDFORxIRKRLZ7mzm/jOXl5a+RGJaItc2uJb/tf4fkSGRx11n04FNDPh5AOsS19GnUR9PK6l/cDGmltJGBWjBqQu+FGgQ0YBH2j7Czzt+Zvq66U7HEREpEkv3LKXvZ3156renqF2+NtM6T2P4ecNPWHwC1K1Ylw87fcjNZ93MR+s+ou9nfTWCiIjDVICWEtc3vp7za5zP+CXj+efAP07HEREpNHHJcQz4eQC3fHkL+9P2M7bjWN6/8n2aVm56ytsI9Auk/zn9eeuytziQfoDrP7ueKX9NwRd6AUXKInXBlyJ7U/fSfW53osOimXr1VAL9Ap2OJCJyxtKy0nh3zbtMWjUJi+W2ZrdxW9PbCA0ILdB296ft56lfn+LHHT9yfo3zGXn+yJO2oorkpS74glMLaCkSGRLJiPNHsHb/Wl5Z9orTcUREzoi1lq+2fEXXT7ry+vLXubDmhcy9Zi73tbqvwMUneIaxe/mSl3n83MdZEreEHvN6aCQRkWKmArSUuSjmIno36s17a97j912/Ox1HROS0rN2/ltu+uo3HfnqM8oHlmfTfSTx30XPUKFejUPdjjKF3495M7zydqJAo7vvuPkb9MUoX9hApJuqCL4VSs1LpPb83yRnJzOo6i4rBFZ2OJCJyQvvT9vPqsleZtWEW5QPL87/W/6NHgx74ufyKfN8Z2Rm8uPRFPvjrA+pXrM/YC8fSMKJhke9XSi51wRecWkBLoRD/EMZ2HMv+9P0M+32YDrIXEZ+V6c7kg78+oPPszszZMIfrG1/P/Gvnc12j64ql+ATPCUoDzhnAm5e9SWJaIn3n92Xq31P1u1OkCKkALaWaVG7CA60f4Ltt3zFn4xyn44iI/MuvO3+lx7wePLv4WZpHNWdW11kMbDeQCkEVHMlzfo3zmd1tNh2qd2DMojHc+52uoCRSVNQFX4q5rZt+X/dj5d6VzOgyg9rlazsdSUSErQe3Mm7xOH7a8RO1wmsx4JwBXFjzQp+5iIa1lunrpjN+yXjCAsJ4+vynubDmhU7HEh+iLviCUwFaysUlx9FjXg9qhddi8tWTCXAFOB1JRMqowxmHmbByAh/8/QFBfkHc3eJubmhyg88OGbcxcSMDFwxkfeJ6rm98PY+0fYQgvyCnY4kPUAFacOqCL+WqhlVl2HnDWL1vNW8sf8PpOCJSBrmtmzkb5tBpTifeW/MeXep2Yf6187mt2W0+W3wC1I+oz4edPuTGJjfy4doP6TO/DxsSNzgdS6RUUAFaBlxe+3KurX8tE1dNZEmcWppFpPgsj19O38/68uRvT1IrvBbTOk1jxPkjSszA70F+QQxsN5A3LnuDxLRE+szvoxOURAqBuuDLiJTMFHp+2pMsdxYzu86kfGB5pyOJSCkWlxzHC3++wOebP6dKaBUeOfsRrq5ztc8c53km9qXu48nfnuTnHT/TsUZHnj7/aSqHVHY6ljhAXfAFpxbQMiI0IJQxHccQnxLPyN9H6q93ESkSaVlpvLniTbp+0pVvt35Lvxb9+PSaT+lUt1OJLj4BKodU5tVLXmXIuUNYFLeI7vO6s2DHAqdjiZRIKkDLkBZRLfi/lv/HF1u+YP6m+U7HEZFSxFrL11u+ptsn3Xht+WtcUOMC5l4zl/+1/l+hXD7TVxhj6Nu4Lx91+ojKIZW597t7GbNoDOnZ6U5HEylR1AVfxmS7s7n9q9tZl7iOmV1mUjO8ptORRKSEW7d/HWMXj2Vx3GIaRDRg0DmDaFetndOxilx6djov/vkiU/6eQoOIBoztOJYGEQ2cjiXFQF3wBacCtAzaeXgnPef1pEFEAyb9dxL+Ln+nI4lICZSYlsiry15l5oaZuZfP7N6ge5n7nbJgxwIe//VxkjOTeeTsR+jbuG+JP9xATkwFaMGdcRe8MSbGGPODMeYvY8waY8yD3umVjDHfGGM2eP+PKLy4UhhqlKvB4+0fZ1n8Miaumuh0HBEpYTLdmUz9eyqd5nRi1oZZ9G3cN/fymWWt+AToWLMjs7rOol3VdoxeNJr7v7+ffan7nI4l4tMKcgxoFvCotfYsoD1wnzHmLGAQ8J21tgHwnfe++JhOdTvRqW4n3lzxJisSVjgdR0RKiN92/kbPeT0Zs2gMzSo3Y1bXWQxqN8ixy2f6isiQSF679DUGtRvEwl0L6TGvB7/s/MXpWCI+q9C64I0xc4FXvT8XWWt3G2OqAT9aaxudaF11wTvjUMYhes7ricu4mNl1JmEBYU5HEhEfte3gNsYtGceP238kJjyG/m37c1HMRepqzseGxA0M+HkAGw9s5MYmN/LQ2Q/pCkqljLrgC65QzoI3xsQCrYE/gGhr7W7vrDggujD2IYUvPDCcUR1HsSt5F6P/GO10HBHxQcmZyTz/5/N0m9uNRbsX8fDZD/NJt0+4uNbFKj6Po0FEAz7q/BE3NLmBKX9P4frPrmdj4kanY4n4lAIXoMaYcsAs4CFr7cG886yneTXfJlZjTD9jzBJjzJKEhISCxpAzdHb02dzZ/E7m/jOXL7d86XQcEfERbuvmk42f0HlOZ95d/S6d6nRi/rXzub3Z7T59+UxfEeQXxKB2g3j90tfZm7qXPp/1YdraaRqDWcSrQF3wxpgAYD7wlbX2ee+0dagLvkTJdGdyyxe3sOXgFmZ3nU3VsKpORxIRBy2PX86YRWNYs28NLaJaMLjdYJpFNnM6Vom1N3UvT/z6BL/s/IX/1PwPI84fQaXgSk7HkgJQF3zBFeQseAO8A/ydU3x6zQNu8d6+BZh75vGkOAS4AhjTcQxZ7iyG/DKEbHe205FExAF7kvcweMFgbvriJhJSEhh1wSg+uOoDFZ8FFBkSyeuXvs6gdoP4fdfvdJ/bnV93/up0LBFHFaQL/nzgJuASY8xy78/VwBjgcmPMBuAy733xcbXK12Jwu8EsjlvM+3+973QcESlG6dnpTFg5gS6fdOHrLV9zV/O7+PTaT+lSrwsuowvmFQZjDDc0uYFpnacRERzBPd/ew9hFY8nIznA6mogjNBC95LLW8uhPj/LD9h+YcvUUmlZu6nQkESlC1lq+2/Yd45eMZ+fhnVxW6zIeafsIMeExTkcr1dKy0nj+z+eZtnYajSIaMfbCsdSrWM/pWHIa1AVfcCpA5ShJ6Ul0n9edUP9QpneeXqqu4SwiR6zbv45nFz/LorhF1K9Yn0HtBnFutXOdjlWm/LzjZ5749QmSM5Pp37Y/1zW6TiMLlBAqQAtOfStylApBFRh1wSi2HtzK+CXjnY4jIoXsQNoBRi4cyXXzr2Nd4jqGnjuUGV1mqPh0wIU1L2RW11m0rdqWkX+M5IHvH2B/2n6nY4kUCxWg8i/nVjuXW5veyoz1M/h+2/dOxxGRQpD38pkz18+kT6M+fHbtZ/Rp3KdMXj7TV+ScoDTwnIH8uutXeszrwW87f3M6lkiRUxe85CsjO4MbP7+RuOQ4ZnWdRVRolNORROQM/b7rd8YuGss/Sf/Qvlp7Bp4zkPoR9Z2OJcdYt38dgxYMYuOBjdx01k081OYhjbnqo9QFX3BqAZV8BfoFMqbjGFKzUnn818dxW7fTkUTkNG0/uJ0Hvn+Aft/0Iz07nZcufokJl09Q8emjGlVqxLRO0+jbuC8f/PUB1392Pf8c+MfpWCJFQgWoHFfdinXpf05/ftv1Gx/+/aHTcUTkFCVnJvPCny/QbW43Fu5eyINtHmTuNXO5pNYlOsnFxwX7BzPk3CG8dulrJKQm0Ht+b6avna4rKEmpowJUTqhXw15cVPMinv/zedbtX+d0HBE5Abd1M3fjXDrP6cyk1ZO4qs5VzL92Pnc2v1NduSXMv05Q+uEBEtMSnY4lUmh0DKic1L7UffSY14OI4AimdZpGsH+w05FE5BgrElYwdtFYVu1dRfPI5gxqN4gWUS2cjiUF5LZupv49lRf+fIEKQRV45oJnOK/6eU7HKvN0DGjBqQVUTqpySGVGXjCSjQc28uLSF52OIyJ5xKfEM2TBkNyTBkddMIopV09R8VlKuIyLm866iWmdplEhsAJ3f3M34xeP1xWUpMRTASqn5IIaF3BDkxuY+vdUftn5i9NxRMq89Ox0Jq6aSOc5nflyy5fc2fxOXT6zFGtUqREfdf6I3o168/5f73PD5zewKWmT07FEzpi64OWUpWen02d+HxLTEpndbTaVgis5HUmkzLHW8v227xm3ZBw7D+/kkphLeOycx3T5zDLkx+0/8uSvT5KalUr/c/rTq2EvnVxWzNQFX3D6M1lOWZBfEGMvHMuhjEM89etTOitTpJhtSNzAXd/cxUM/PkSIfwgTLp/AS5e8pOKzjLko5iJmdZ1Fm+g2PL3waR784UGdoCQljgpQOS0NIxry0NkP8eOOH5mxfobTcUTKhKT0JJ5Z+Aw9P+3J3/v+Zsi5Q5jRZQYdqndwOpo4JCo0ijcue4P+bfvzy85f6DGvB7/v+t3pWCKnTAWonLYbmtzAedXPY9zicWw6oGOQRIpKljuLaWun0WlOJz5e/zHXNbyOz679jL6N++rymYLLuLi56c182OlDwgPD6fdNP52gJCWGjgGVM5KQkkD3ed2pGlaVqVdP1RiDIoVs4e6FjF00lo0HNnJu1XMZ0G4ADSMaOh1LfFRqVirPLXmO6eum06RSE8ZcOIa6Feo6HavU0jGgBacWUDkjUaFRDD9vOGv3r+XVZa86HUek1Nh+aDsP/fAQd319F6lZqbx40Yu8fcXbKj7lhEL8Q3i8/eO8fPHLxCXH0fvT3ny87mMdqy8+SwWonLFLal1Cr4a9eG/Ne/yx+w+n44iUaCmZKby09CW6fdKN33b9lnv5zEtrX6oznOWUXVzrYmZ1nUXrKq15euHTPPTDQxxIO+B0LJF/URe8FEhKZgq95/cmJSuF2V1nUyGogtORREoUt3Xz2abPeOHPF0hITaBL3S482OZBosOinY4mJZjbuvngrw94aelLRARF8EzHZ2hfrb3TsUoNdcEXnFpApUBCA0IZe+FY9qftZ/jvw9XdI3IaVias5KbPb2LIL0OoGlaVKVdPYVTHUSo+pcBcxsUtTW/hw04fEhYYRr+v+/H8kufJzM50OpoIoAJUCsFZlc/i/lb3883Wb/hk4ydOxxHxeQkpCQz9ZSg3fH4Du5J3MfL8kUy5egoto1o6HU1KmcaVGjO983R6NezFu2ve5YbPb2Bz0manY4moC14KR7Y7m7u+uYvVe1czs8tMapWv5XQkEZ+Tnp3OB399wNsr3ybTncnNZ93MXS3uIiwgzOloUgZ8v+17nvrtKdKz0xlwzgB6NOih44vPkLrgC04FqBSauOQ4us/rTmz5WN6/6n0CXAFORxLxCdZaftj+A+MWj2PH4R1cHHMx/dv2J6a8rmAkxSs+JZ6hvwxl4e6FXFrrUoZ1GEbF4IpOxypxVIAWnLrgpdBUDavKUx2eYtXeVby54k2n44j4hI2JG+n3TT8e/OFBgvyCeOvyt3j5kpdVfIojqoRW4a3L3+Kxto/x046f6DGvBwt3L3Q6lpRBKkClUP039r90q9eNiasmsnTPUqfjiDgmKT2JUX+MouenPVmzbw2D2g1iZteZnFf9PKejSRmXe4LS1TpBSZyjLngpdMmZyfSc1xO3dTOz60zCA8OdjiRSbLLcWcxcP5NXl7/KoYxD9GrYi/ta3UdEcITT0UT+JTUrlXGLxzFj/QzOqnwWYzqOoU6FOk7H8nnqgi84tYBKoQsLCGPMhWPYk7KHZ/54xuk4IsXmj91/0OvTXjzzxzM0imjEjC4zeLz94yo+xWeF+IfwZIcnefHiF9l1eBe95/dm1vpZGlJPipwKUCkSLaNacnfLu/ls02fM3zTf6TgiRWrHoR08/MPD3Pn1naRmpfLCRS8w8YqJunymlBiX1rqUWV1n0SKqBcN+H8YjPz5CUnqS07GkFFMXvBSZLHcWt315GxsPbGRm15nUKFfD6UgihSolM4WJqyby/pr38XP5cWfzO7n5rJsJ9g92OprIGXFbN5PXTOalZS9RKbgSoy8YTbtq7ZyO5XPUBV9wagGVIuPv8md0x9FYLIMXDCbLneV0JJFCYa3l038+pcucLry96m0uj72cT6/5lH4t+qn4lBLNZVzc2uxWpl49lVD/UO78+k5e+PMFnaAkhU4FqBSpmuE1GXruUJbFL+OdVe84HUekwFbvXc1NX3gunxkVGsUHV33AmI5jdPlMKVXOqnwW0ztPp0fDHkxaPYkbv7iRLUlbnI4lpYgKUClynet25qo6V/HGijdYmbDS6TgiZ2Rv6l4e/+Vx+n7Wlx2HdvD0+U/zYacPaVWlldPRRIpEaEAoT3V4ihcvepGdh3dy3fzrmL1htk5QkkKhY0ClWBzMOEjPeT3xd/kzs8tMQgNCnY4kckoysjOY8vcU3lrxFhnuDG466yb6Ne9HucByTkcTKTZ7kvcw9Jeh/BH3B5fXvpynOjxFhaAKTsdyjI4BLTi1gEqxKB9YnlEXjGLHoR2MWTTG6TgiJ2Wt5YdtP3DN3Gt44c8XaFetHZ90+4RHzn5ExaeUOdFh0Uy4YgKPnP0IP2z/ge7zurNo9yKnY0kJpgJUik3bqm25s/mdzNk4h6+3fO10HJHj+ufAP9zz7T088MMDBLgCePOyN3nlkleoXb6209FEHOMyLm5rdhtTrp6Se4LSi3++qBOU5IyoC16KVaY7k5s+v4nth7Yzq+ssqoZVdTqSSK6k9CTeWPEGH639iNCAUO5rdR/XNbqOAFeA09FEfEpKZgrPLn6WWRtm0bRyU8ZeOLZM/YGmLviCUwuoFKsAVwBjLxxLpjuTob8MxW3dTkcSIdudzcfrPqbznM5MWzuNHg16MP/a+dzQ5AYVnyL5CA0IZdh5w3jxohfZcXgHvT7txZwNc3SCkpwyFaBS7GqXr82gdoNYFLeI99e873QcKeMWxy3muvnX8fTCp6lfsT4fd/6YJzo8QaXgSk5HE/F5l9a+lFldZtEisgVP/vYkj/70qK6gJKdEBag44tr613JZrct4ednL/LXvL6fjSBm08/BOHvnxEW7/6nYOZxzmuf88x6T/TqJRpUZORxMpUXJOUHr47If5YdsP9JjXg8Vxi52OJT5Ox4CKYw6kHaDHvB6EBYYxvfN0QvxDnI4kZUBKZgrvrH6H91a/h5/Ljzua3cEtTW/RFYxECsGafWsY9PMgth7cyh3N7+DeVveWysNYdAxowakFVBxTMbgiIy8YyeakzTy35Dmn40gpZ63ls02f0eWTLkxYOYHLal/GvGvmcXfLu1V8ihSSppWbMr3zdLo36M7EVRO5+fOb2XZwm9OxxAepABVHdajegVvOuoXp66bz4/YfnY4jpdSavWu4+YubGbRgEJEhkUy+ajJjLxyrURhEikDOCUrPX/Q82w5to+enPXWCkvyLuuDFcRnZGVz/2fXEp8Qzu9tsIkMinY4kpcDy+OX8tOMn1u9fz4KdC4gIjuChNg/RrX43XEZ/e4sUh7jkOIb+MpRFcYu4ovYVPNnhyVJxBSV1wRecClDxCf8c+Ife83vTNrotr1/2ugoEOWN7U/cyZ8McXlv+Gtk2G4BOdTrxePvHdQUjEQdku7N5b817vLrsVSJDIxl1wSjOqXqO07EKRAVowfk7HUAEoF7FejzW9jGe+eMZpq2dxg1NbnA6kpQA1lo2H9zMsj3LWBq/lOXxy9l26OjjzVy4qB9RX8WniEP8XH7c0fwOzq12LoMWDOKOr+7gzuZ38n+t/q9UnqAkp0YFqPiM3o16s2DnAp5f8jztqrajQUQDpyOJj8nMzmTNvjUsi1+W+3Mg/QAAEUERtK7Sml4Ne1EusBxjFo0hy51FgCuAttFqqBBxWrPIZnzc+WPGLBrD26veZuHuhYzpOIZa5Ws5HU0coC548Sn7UvfRfV53KodUZlqnaQT5BTkdSRx0MOMgy+OX5xabq/euJj07HYBa4bVoXaU1baLb0LpKa2LLx2KMyV13efxyluxZQtvotrSq0sqhRyAi+fl6y9cM/304We4sBp87mG71uh31+fV16oIvOBWg4nN+3vEz9313Hzc2uZGB7QY6HUeK0e7Du1kav5Rl8Z4u9Y2JG7FY/IwfTSo1oXV0a9pUaUOrKq10sppICReXHMeQX4awOG4x/439L0+0f6LAJyj9uTWRhZv20b5uZc6uHVFISf9NBWjBqQtefM6FNS+kb+O+TPl7ChfUuIDza5zvdCQpAtnubDYe2OgpOL3HcO5J2QNAqH8oraq04oraV9CmShuaRTYjNCDU4cQiciastWRku0nPcpOR5fk/PTOb9KxQ7m8yjrnBU/lk6yT+2LWU62oPpEZw09xlMrLdpGd618nKPnobWdlHzUtMzuCfhGQAggJcTL2zfZEWoVIwagEVn5SWlUaf+X1IykhiVtdZui53KZCalcrqvatZusfTwrkiYQWHMw8DUCWkSm5XeusqrWkQ0QB/l/4+Fikoay1ZbpuncDu6aDteMXdkek6xmOe+txD0LH/Msnm2k5F1ZL2TcQVvJ6TGR5iA/WTsu4iMhMsAvyPzDQT5+xEU4CLI3+W57e8i0P/I/biDaWze6ylA/Qw8ckUj7ru4fpE8r2oBLTj9hhefFOwfzNgLx9L3s7489dtTvHzxyyXq+CDxHM+7PH55bpf63/v+JstmAVC/Yn2uqnNV7jGc1cOq6/WVUinbbY8UfnmKttMv5o5Z76jWwaO3d6SV0XPfXQjtTEE5hV6AH4F+Lm8h6Jc7vXxIQJ7peeYFuAjy86wXlKdYDApwHbOdDli6MWXjy3xv5tOyQQJPnjuSuhVrE+Tvwt/v5EPz/bk1kRsmLiQzy02Av4v2dSsX/IFLkVELqPi0yWsmM27JOJ5o/wTXNbrO6ThyHNZath7cetTZ6VsObgEg0BVIs8hmucVmy6iWpWIgavFduccB1qlE0xoVjirm8i3ajtPV61k++5S7gPNrNcwqhOov0M91dGvfMcXcken5twzmnXfy6UdvP9DfUygW5x+IX235iuG/Dyfbnc2Qc4fQtV7XU96/jgEtOVSAik9zWzd3f3M3y+OXM73LdOpWqOt0JMEzHNLf+/8+quDcn7YfgApBFWgd1Tr3hKGzKp9FoF+gw4mltErNyGZD/CHWxR1i/Z5DLNq8nxU7kgpt+34u86+WuyMF3sla9U40Pc82jm01PGY9l6vs9Q7EJccxeMFgluxZwpWxV/JEhycoH1je6Vi5VIAWnApQ8XnxKfF0n9ed6mHVmXr1VAL8NHBxcTuUcYiVCStzu9NXJawiLTsNgJrlauYev9mmShtiK8TqSlZS6DKz3WzZm8y6PZ5iM6fg3Lo/hZyvsUB/FxVDAog/5BmqywAXNIjkPw2jjmk1PLWWwUC/U+v6laKR7c5m0upJvL78daJCoxjdcTRnR5/tdCxABWhhUAEqJcJ3W7/joR8f4vZmt/Pw2Q87HafUi0uO8wyF5D1haH3ieiwWl3HRuFJj2lQ5csJQVGiU03GlFHG7LTsPpLJ+zyHWeovMdXGH2JSQTEa252QWl4E6kWE0qhpOw+hwGnv/r105jOXbDxx1HKDOhC75ViWsYuCCgew8vJM7m9/JPS3vcfwKSipAC04FqJQYw34bxuwNs5l4xUTaVWvndJxSw23dbDywMXcopGXxy9idvBuAEP8QWka1zC02W0S1ICwgzOHEUlrsPZx+VGvm2rhDbNhziOSM7NxlalQMoWF0ORpWPVJo1osqR3CA33G3W1zHAUrxSc5MZvQfo5n7z1xaRLZgTMcxxJSPcSyPCtCCUwEqJUZKZgq95/cmJSuF2V1n60SWM5SWlcbqvatzj91cnrCcQxmHAIgMicztSm8d3ZpGEY00HJIU2KG0TNbvOZzbmplTcO5LzshdJiI0gEZVw2lctTwNo8NpVLUcDaLDKR+sQ27kiC+3fMmI30eQ7c5maPuhdKnbxZERNFSAFpwKUClR1uxdw42f38jFtS7muf88p6F7TkFiWqKn0PQOibRm3xqy3J7hkOpWqHvU5Sxrlqup51TOWHpWNv/EJ/+r+3zngdTcZUID/TwFZnQ4Dat6/m9UNZzIcoF678kp2X14N4N/Gcyfe/7kqtireLzD48V+gpIK0IJTASolzsRVE3lp6Us8ff7TXFP/Gqfj+BRrLdsPbc9t3Vwav5TNSZsBCHAF0LRy0yOXs4xqRcXgis4GlhIp223Ztj+FdXEHWRd32FtwHmTLvhSyvcMOBfgZ6kWV87ZmHik0a1QMKZNndUvhyjlB6bXlrxEdGs3ojqNpE92m2PavArTgVIBKiZPtzuaOr+/g731/M7PLTEePA3JaljuLdfvXHbl++p6l7EvbB0B4YHjusZttqrShaWRTgvyCHE4sJYm1lj0H01kbd9DbmnmYdXsOsmHP4dyr2xgDtSqFHnUyUKOq4dSJDCNAZ5BLEct7gtJdze+iQ/UOLItfRtvotrSq0qrI9qsCtOBUgEqJtPvwbnrM60GdCnV476r3HD8jsrgkZyazImGFp4VzzzJW7l1Japane7NGuRq5BWfrKq2pV7GehkOSU3YgJeOok4Fyus8PpmXlLlMlPCi3NTOn+7xBdDlCA3WcsDgn7wlKxvsv0C+Qt694u8iKUBWgBaffGlIiVStXjSc7PEn/n/szYeUE7mt1n9ORikR8SryndXOPp0t9XeI63NaNy7hoFNGIa+pf4+lOr9KKqmFVnY4rJUDOwO1r4w6xPu4Q6/Z4is09B9NzlwkP9qdx1XC6tKx+pOCMDiciTBcUEN8TFhDGyAtGkpGdwRdbvsBiyXRnsmTPkiJtBZWCUQEqJdaVda5kwc4FTFg5gfOqn0frKq2djlQgbutm04FNLI1fmnvC0M7DOwHPcEjNI5tzV/O7aFOlDS2iWlAusJzDicWX5Qzcnrc1c92eQ2zLM3B7kL+LBtHlOL9+5FHd51XLB+uEIClxrm9yPd9v/54sdxYBrgDaRquB0pepC15KtMMZh+n5aU8AZnSZQXhguMOJTl16djp/7fsrd7D3ZfHLOJhxEIBKwZVyB3tvE92GRpUalZnDDOT05AzcnlNg5nSj/5NwmMxsz+93P5chtnLoUUMc5Qzc7qcTgqQUWR6/nCV7lugY0BJABaiUeMvjl3Prl7dyVZ2rGN1xtNNxjispPSm3ZXNZ/DJW711NpjsTgNjysblDIbWu0ppa4bXUAiX/knAo/aixNNftyX/g9ka5rZnlaBRdnrpRYSccuL3U2b4ItiyA2I4Qo4tWSOFTAVpw6oKXEq9VlVb0a9GPN1a8QccaHbm67tVOR8Jay87DO3OHQlq2Zxn/JP0DgL/Ln7Mqn8UNTW6gdZXWtKrSikrBlRxOLL4kZ+D2dXm6z48duL1SWCCNosPp1TYmt+BsGF2O8NI2cLu1kJEMqfshZT+kJua5fcBzOzXRe38/HNwFB3ceWT8wHPyDwOUHxgXG+7/Ldcz9nPmuY+7nnW/yWd47Pd/lT2V7+a1T0G3mt70TPeYi3F9x0x8fJYYKUCkV+rXox6+7fmXkwpG0qtKK6uWqF+v+s9xZrE9cf9T10xNSEwAoF1COVlVa0aluJ1pVaUWzyGaE+IcUaz7xTelZ2WyMP5w7xNGJBm6//Kzo3GM0G0aHExVeAofUykw7poBM/HcBmXogz+1Ez092xvG3GVgOQipBaASEREBwRU8RigUMRDWGas3BusGd7SlobXae++48993H3M+Z7/3JPnb5420vZxmbzz5OkqG0OaWCt5CK5PRDsHu55/n1D4Zb5qkI9WEqQKVU8Hf5M6bjGHrO68ngBYOZ9N9J+LmKrssxJTOFlXtX5l4/fWXCSlKyUgCoFlaNtlXb5h7DWb9i/SLNIr4v223Zui/5qLE018Udynfg9raxEVwfXcu3B27PzjpSHP6rgDz2dp7lMlOOv02/IAit5CkmQyIgssGR23mnh3r/z7nvf8yZ+dsXwftdPUWrXyBcOapkFSHHLYJPVNDmKZJPt+D1mf2d6TZzMmbC4T1HivjsDE9LaEl67csYFaBSasSExzC0/VCG/jKUSasncVeLuwpt23tT9x51stDa/WvJttkYDA0iGtClXpfcgrNauWqFtl8pWay1xB1MO+oYzfV7Dv1r4Pba3oHbr25eLXeYo1gnBm53uyE96fjd2fnePuBZ53iM39FFY4WaUK2Ft2g8poDMezswtHAeU0w7T8tXSe2GdbkAF/p6PgPH/vER29HpRHICOglJShVrLQN+HsC3W79l8lWTaR7V/Iy2sTlp85HjN+OXsf3QdgCC/IJoHtk89+z0FlEtiv0axOIbDqRkHDXEUX4Dt0eXD/rXFYLqVymCgdvzHid5ohbIY4+hTDtw4m7f4IonboEMrQQhFY8uJoPKe6psEScU0zGgOgmp4FSASqmTlJ5Ez097EugKZEaXGYQGnLhlJSM7g7/2/ZVbcC6PX86B9AMARARF5Babrau0pkmlJgT4lbKTPOSEUjKy2LDnsKc1M89QR/GHjgzcXj7Y3zPEUdVyuYO2N6oaTsXQMxi4PSs9n1bHYwvIxH8fQ3kqx0mGVDx+C+SxXdshFT3H14nIv6gALbgiaeM3xlwJvAT4AROttWOKYj8i+akQVIFRF4zijq/uYOzisQw/b/hR85PSk3IvZ7l0z1JW711Nhtvz5V27fG0uirko9+pCseVjNRxSGZGZ7Wbz3uR/dZ8fO3B7w+hwOjaI8gxxVLU8jaLDiS4f9O/3SXYWJO89hWIyb0vlqR4n6S0UI+sfv4DMbbWs6DkLXETEhxR6C6gxxg9YD1wO7AAWA32ttX8db52ibgFdu/hbEv/6noizLqHxOZcV2X7Et7z454u8s/odYkPOpWWVJgQFpbAsYRkbEzdisfgbf5pUbkKrKq1yC87IkEinY0sRO9WB2+tEhnlOBIoO46xK0KhCFtUDU/FLO3CcIYGOKSZP+TjJYwvIiON0e1eCgBB1b4v4ALWAFlxRFKAdgGHW2v967w8GsNYed4TwoixA1y7+ljrzexNIFm4MCeWb4VeuMhgXFoPFMw6bNQaL68h07/+eeS7wLpt3uhsXeNezJs9t8G7nyHZt3uXIO+3INv+9nbzzcvZ5ZN+e+TnLHr09rHeed303ngPb3XnXMQZrc5bx3HeT8zx4/ndjAIM7byZcuPNmPmo+uY/Ds19zZL/efXjeD57Xx3qeLfK+DXNveifao+/+a53jzf97/3KWZY4C7/e1i0CiA5tQJaAx0YGNiQxoQKBfsGe2MZ5HasBgvP+Te/bxsdPz3vfMP7K+yxxZ7njbzblPzvI5006w3Zzpnkh5t/Xv9Tlm3tGZjs1ydC4wuEz++/7Xc3GquY5d33j3wUly5V3fdQrbzbP++j+/J2HVtxyKbs+eii1Zv/sgW/YksDc+juDMJCqaQ1QkmdjQdOqXS6dmcDrRASlEmGTC3Em4cs/yTjzJcZIVTtICGeEdIijPdB0nKVKiqQAtuKLogq8BbM9zfwdwbhHs55Qk/vU9Dcj2fEFaiztpB/FJh3NKtqNKpDzl1ZH5xuJ31Lx8lvnX/SPb9DPOH2Pra7KtyX2Wcopct7dItrm3TZ5n/cg0m1vMeubnvW3hqG24KmSyopJnGZe1XLc/jU4H/gb+5thX5WSvkuXExcKJ5hfltk/FybK57cn2f+bbL5z1T//xh5NMC9dmmmCx297kAGGUM2kEkuU5wThvj3QWcADvcZJ5WiAr1DyFYYAq6jhJEZEz4Ng4D8aYfkA/gFq1ahXZfiLOuoSMTW8TYLPIxJ+/L3iFKmddCAbytmnktqJgjr5/vOnHrEeeL8l/LQNg3RjrBm/ZhLUY62kvNHjnWe90PLcNFpO7nqcU82zH+793vZzp5KxnyZ1/9PL2qBy527U569tj1suzvjeLp5nxmO3m2Xfe/ZB3fp7bntwWP3tsbpu7jX/9HLPN4//Y3GUO713LTJtJJuBvLZf7+9GqQe183iV5WlqPaVUFsMe2ftlj5/+7xLK5C/1720fdPKaVN2eazbtkPpmOrGrJO/fY/eSsb4+ewr8XtsdMP/Zx5J/h3/mPbdE+yfr55Duyac97Pv/HfcwWj9lHQMohXFkWYzzbSS8XQ6VW/z1xt7eOkxQRKTZFUYDuBGLy3K/pnXYUa+0EYAJ4uuCLIAcAjc+5jLVMyz0G9FIdA1pmnLt9ERM+vJYlgX60zcim9fVzTjgshznObSl51i7+lrD5fXP/8Ey6aCTV9NkXEfEZRXEMqD+ek5AuxVN4Lgaut9auOd46GoZJioyuC1xm6eRDESkqOga04Aq9BdRam2WMuR/4Cs8wTJNOVHyKFKmYdio8y6jG51wGKjxFRHxSkRwDaq39HPi8KLYtIiIiIiVbMV94WERERETKOhWgIiIiIlKsVICKiIiISLFSASoiIiIixUoFqIiIiIgUKxWgIiIiIlKsVICKiIiISLFSASoiIiIixUoFqIiIiIgUKxWgIiIiIlKsVICKiIiISLFSASoiIiIixUoFqIiIiIgUKxWgIiIiIlKsVICKiIiISLEy1lqnM2CMSQC2FvFuIoG9RbwP8U167csuvfZll177sqs4Xvva1tqoIt5HqeYTBWhxMMYssda2dTqHFD+99mWXXvuyS6992aXXvmRQF7yIiIiIFCsVoCIiIiJSrMpSATrB6QDiGL32ZZde+7JLr33Zpde+BCgzx4CKiIiIiG8oSy2gIiIiIuIDSkUBaozJNsYsz/MT63SmsiLPc7/CGLPUGHPeGW7nIWNM6Gmu09i772XGmHrGmAeMMX8bY6aexjZaGWOuPs68W40xr55mpiGnsMx7xpiep7NdyZ8xxhpjpuS572+MSTDGzPfe72qMGXScdQ8XV045Is/vjNXGmBmn+7k/Zls/GmNO+2xnY0xFY8y9ee5XN8bMPNMccmpO9nk9w23+5v0/1hhz/Rmsr9feIaWiAAVSrbWt8vxsyZlhPErL4/RFOc99S2AwMPoMt/MQcLpfRNcAM621ra21/wD3Apdba284lZWNMf5AKyDfAvQMnbQAlUKVDDQzxoR4718O7MyZaa2dZ60d40gyOZ6c3xnNgAzgnrwzvZ/LolYRz+8LAKy1u6y1+qOw6J3w83omrLU5jR6xwGkVoMYYf732zimVhZn3L6F1xpjJwGogxhjT3xiz2Biz0hgzPM+yNxpjFnn/In/LGOPnXPISrzyQmHMnv+fcGBNmjPnM22K62hjT2xjzAFAd+MEY88OxGzXGnG2M+ckY86cx5itjTDVvq+VDwP8ZY34wxrwJ1AW+MMY8bIypZIz5xLvvhcaYFt5tDTPGfGCM+RX4ABgB9Pa+/r3zeUwx3laWDcaYp/Jk+sSbZ40xpp932hggxLutqd5pN3szrDDGfJBnuxcaY34zxmxSa2iBfQ508t7uC0zLmZG3FdsYU8cY87sxZpUxZqQDOeXfFgD1jTEXGWMWGGPmAX8ZY4KNMe96X6tlxpiLAYwxIcaYj7w9HXOAnELmqBZtY0xPY8x73tvRxpg53s/gCuPppRkD1PN+Vsd5vzNWe5c/3r5vNcbMNsZ86f198GxxPUmlzIk+ryf6vT3J+7t4k/c7I2ednNd9DNDR+5o+fJLXcZ4x5nvgu2Ne++O+xsaYO4wx642nXnjbnGbvmOTDWlvif4BsYLn3Zw6ev4TcQHvv/CvwnBVn8BTd84ELgSbAp0CAd7nXgZudfjwl6SfPc78WSALOPslz3gN4O8/6Fbz/bwEi89l+APAbEOW93xuY5L09DHgsz7K52wBeAZ7y3r4EWJ5nnT+BEO/9W4FXj/PYbgV2A5XxfNGtBtp651Xy/p8zvbL3/uE86zcF1ufJlLPOe8AM7/NyFrDR6dexpP4Ah4EWwEwg2PtevAiYf+zrC8zL+XwD9+V9rfRTvK+Z939/YC7wf97XLBmo4533aJ7PeWNgm/f1fSTP9BZAVp7PZN7PXk/gPe/t6cBD3tt+QAU83xGr8yyfe/8E+74V2ORdPxjP1ftinH4+S9LPKXxeT/R7+zcgCM9VjvZx5Hs75/2Uu51TeB135Pl9nPe1z/c1xtNAsgWohOc7aQHH+d7Qz6n/FEdXR3FItda2yrljPMeAbrXWLvROusL7s8x7vxzQAM8H4WxgsTEGPMVEfPFELjVyn3tjTAdgsjGmGcd/zhcAzxljxuL5ZbHgJNtvBDQDvvG+Rn54isKTuQBPsYu19ntjTGVjTHnvvHnW2tRTfHzfWGv3eR/fbO92lwAPGGOu9S4T431s+45Z9xJghrV2rzfH/jzzPrHWuvG09kSfYhbJh7V2pfcz3xdP68rxnI/3PYGn9XtsEUeT/IUYY5Z7by8A3gHOAxZZazd7p1+ApxjBWrvWGLMVaIjnj9iXvdNXGmNWnsL+LgFu9q6TDSQZYyJOsPzx9g3wnbU2CcAY8xdQG9h+ChnE6ySf1xP93v7MWpsOpBtj4oFoPIXk8ZzodfzmmN/HeeX3GkcCP+WsY4yZkWdbcoZKSwGan+Q8tw0w2lr7Vt4FjDH/A9631g4u1mSllLX2d2NMJBDFcZ5zAGNMGzzHXY40xnxnrR1xgs0aYI21tkMhRk0++SK5jh2nzBpjLgIuAzpYa1OMMT/i+Wv5dKTnuW1Oc135t3nAeDytIJVPsJzGnXPeUQ0GAN4/Lk/nc5mfvK/t6X4eT1Xez202pfs7tCid6uc1r8J87k/0XtNrXExK5TGg+fgKuN0YUw7AGFPDGFMF+A7o6b2dc/xJbQdzlmjGmMZ4Wij3cZzn3BhTHUix1k4BxgFtvKsfAsLz2ew6IMrbuooxJsAY0/QU4iwAbvCucxGw11p7MJ/ljrffHJd73xcheE56+hVP90yit/hsDLTPs3ymMSbAe/t7oJcxprI3R6VTyC1nZhIw3Fq76gTL/Ar08d4+pRPVxDF5P78NgVp4fhf8jPdEE29PS4s86+wxxjQxnpNOr80z/Ts83fwYY/yMMRU48ef+ePuWwnO8z+up/t7Oz7GvaWG+jouB/xhjIoznJLkeJ1tBTq5MVPbW2q+NMU2A371/aR8GbrTW/mWMeRz42vtLKxPPsWFbnUtb4uTtTjPALd5urnyfc6A+MM4Y48bzfP+fd90JwJfGmF3W2otzNm6tzTCek3Re9n5x+AMvAmtOkmsYMMnbRZcC3HKc5X4ABnkfw2hr7fRj5i8CZgE1gSnW2iXGmFXAPcaYv/H8QluYZ/kJwEpjzFJr7Q3GmGeAn4wx2XgOR7j1JLnlDFhrd+Dtmj2BB4EPjTED8Rx7KL7rdeAN72ctC7jVWptujHkDeNf72fsbz/HcOQbhOdY8Ac9hMuW80x8EJhhj7sDTovV/3t6aX70nn3wBvHYK+y6yB1vWnODzOoxT+72dn5VAtjFmBZ7j7AvtdbTW7jTGjMLzfbCfI+c8SAHoSkgiIiIiJ2CMKWetPextAZ2D5wSnOU7nKsnKShe8iIiIyJka5u0pWw1sBj5xNE0poBZQERERESlWagEVERERkWKlAlREREREipUKUBEREREpVipARURERKRYqQAVERERkWKlAlREREREitX/A9vRExkajNBFAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x576 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.append(dfa)\n",
" \n",
" xs = [\"Free\", \"Best effort batch\", \"Mid\", \"Production\", \"Monitoring\"]\n",
" categorical_plot(dfa, \"tier\", \"Figure 7a: Priorities w.r.t. event rate (cluster \" + cluster + \")\", 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.append(dfb)\n",
" \n",
" xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
" categorical_plot(dfb, \"exectime\", \"Figure 7b: Execution times (mins) w.r.t. event rate (cluster \" + cluster + \")\", xs)\n",
"\n",
" # Processing figure 7c\n",
" \n",
" bins = [\"0\", \"1\", \"2-3\", \"4-5\", \"6-7\", \"8-9\", \"10-11\", \"12-13\", \">=14\"]\n",
" bin_max = [1, 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[\"n_exec\"] = dfc[\"n_exec\"].map(map_bins)\n",
" dfc = dfc.groupby([\"term\", \"n_exec\"]).sum().reset_index()\n",
" categorical_plot(dfc, \"n_exec\", \"Figure 7c: Priorities w.r.t. machine concurrency (cluster \" + cluster + \")\")\n",
" if dfctot is None:\n",
" dfctot = dfc\n",
" else:\n",
" dfctot.append(dfc)\n",
"\n",
"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 batch\", \"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\")\n",
"\n"
]
},
{
"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
}