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Raykza/MMSS-analysis.ipynb

Created July 26, 2023 18:10
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MMSS-analysis.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"TOTAL_TICK_SAMPLE = 82080\n",
"TOTAL_MS_SAMPLE = 4105000\n",
"\n",
"mobcount = {\n",
" \"total\": 484,\n",
" \"villager\": 93,\n",
" \"item\": 56,\n",
" \"zombie\": 53,\n",
" \"enderman\": 46,\n",
" \"creeper\": 22,\n",
" \"cow\": 19,\n",
" \"horse\": 17,\n",
" \"skeleton\": 17,\n",
" \"chicken\": 17,\n",
" \"minecart\": 11,\n",
" \"bat\": 10,\n",
" \"turtle\": 8,\n",
" \"glow_squid\": 7,\n",
" \"iron_golem\": 7,\n",
" \"pig\": 6\n",
"}\n",
"\n",
"ms_per_mob = {\n",
" \"total\": 1_572_444,\n",
" \"villager\": 671_904,\n",
" \"item\": 17_132,\n",
" \"zombie\": 11_068+211_732, # ZV+Z\n",
" \"enderman\": 177_380,\n",
" \"creeper\": 25_172,\n",
" \"cow\": 0,\n",
" \"horse\": 71_040,\n",
" \"skeleton\": 19_132,\n",
" \"chicken\": 23_352,\n",
" \"minecart\": 21_684+6_476, # AbsM + HM\n",
" \"bat\": 196,\n",
" \"turtle\":30_648,\n",
" \"glow_squid\":0,\n",
" \"iron_golem\":43_492,\n",
" \"pig\": 0\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"combined = dict()\n",
"for (k,v) in mobcount.items():\n",
" combined[k] = {\"count\": mobcount[k], \"ms\": ms_per_mob[k]}"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'total': {'count': 484, 'ms': 1572444},\n",
" 'villager': {'count': 93, 'ms': 671904},\n",
" 'item': {'count': 56, 'ms': 17132},\n",
" 'zombie': {'count': 53, 'ms': 222800},\n",
" 'enderman': {'count': 46, 'ms': 177380},\n",
" 'creeper': {'count': 22, 'ms': 25172},\n",
" 'cow': {'count': 19, 'ms': 0},\n",
" 'horse': {'count': 17, 'ms': 71040},\n",
" 'skeleton': {'count': 17, 'ms': 19132},\n",
" 'chicken': {'count': 17, 'ms': 23352},\n",
" 'minecart': {'count': 11, 'ms': 28160},\n",
" 'bat': {'count': 10, 'ms': 196},\n",
" 'turtle': {'count': 8, 'ms': 30648},\n",
" 'glow_squid': {'count': 7, 'ms': 0},\n",
" 'iron_golem': {'count': 7, 'ms': 43492},\n",
" 'pig': {'count': 6, 'ms': 0}}"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"combined"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from matplotlib import pyplot as plt\n",
"import numpy as np\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>ms</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>total</th>\n",
" <td>484</td>\n",
" <td>1572444</td>\n",
" </tr>\n",
" <tr>\n",
" <th>villager</th>\n",
" <td>93</td>\n",
" <td>671904</td>\n",
" </tr>\n",
" <tr>\n",
" <th>item</th>\n",
" <td>56</td>\n",
" <td>17132</td>\n",
" </tr>\n",
" <tr>\n",
" <th>zombie</th>\n",
" <td>53</td>\n",
" <td>222800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>enderman</th>\n",
" <td>46</td>\n",
" <td>177380</td>\n",
" </tr>\n",
" <tr>\n",
" <th>creeper</th>\n",
" <td>22</td>\n",
" <td>25172</td>\n",
" </tr>\n",
" <tr>\n",
" <th>cow</th>\n",
" <td>19</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>horse</th>\n",
" <td>17</td>\n",
" <td>71040</td>\n",
" </tr>\n",
" <tr>\n",
" <th>skeleton</th>\n",
" <td>17</td>\n",
" <td>19132</td>\n",
" </tr>\n",
" <tr>\n",
" <th>chicken</th>\n",
" <td>17</td>\n",
" <td>23352</td>\n",
" </tr>\n",
" <tr>\n",
" <th>minecart</th>\n",
" <td>11</td>\n",
" <td>28160</td>\n",
" </tr>\n",
" <tr>\n",
" <th>bat</th>\n",
" <td>10</td>\n",
" <td>196</td>\n",
" </tr>\n",
" <tr>\n",
" <th>turtle</th>\n",
" <td>8</td>\n",
" <td>30648</td>\n",
" </tr>\n",
" <tr>\n",
" <th>glow_squid</th>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>iron_golem</th>\n",
" <td>7</td>\n",
" <td>43492</td>\n",
" </tr>\n",
" <tr>\n",
" <th>pig</th>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" count ms\n",
"total 484 1572444\n",
"villager 93 671904\n",
"item 56 17132\n",
"zombie 53 222800\n",
"enderman 46 177380\n",
"creeper 22 25172\n",
"cow 19 0\n",
"horse 17 71040\n",
"skeleton 17 19132\n",
"chicken 17 23352\n",
"minecart 11 28160\n",
"bat 10 196\n",
"turtle 8 30648\n",
"glow_squid 7 0\n",
"iron_golem 7 43492\n",
"pig 6 0"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.DataFrame.from_dict(combined, orient=\"index\")\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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wbiqLnau6md/362Cp6mZhopTp+4HzUlm8If/ez9cJoOcaujoR+nol8BjwK+DyVBY35e2e8wmme06rujmFaE89AixAVFlZFLiCeP//znuhwdbTyXsS8fk6naHqUw8SHb7H2uE7fvWc5xOItm/rA8BpqSxu68exzUuqulma+JxcKf/q9FQW2+Vt9h1NID1tpfY99yhwL3GNXZToj/o9cAJwZiqL+4d/Ns1rev5+vg5sCizHjFW4rwe+BXwxlcXDY3+UerKG6ZtcA3gBMQnyGODiVBb39fEQx5WeAMh6RD/v+4HVgPmBU4AjbcdKo8PQgjSgqrp5P/AlotH4HCLxugfwhLLz6q+qbo4F3kWUZvwX0fBfkrhx/FAqi6/k/exkn0B6Ouq+A2wH3Ad8LX+dCnwcWAS4iwixfKpPh6sxUtXNN4B3E9eDi4gbmtcS14PrgE+lsvhOv45PM+p81t5JdPKdmcpi5/4elQCqulkylcUduZzlpFxt4fnAH4ClgY+ksji8v0epkdDTyfYF4vP02T27/Rz4biqLU8f6+DR2qrr5FPAp4FZg7/zr5wL7E+3rK4EPAv9nsGzw5ffzh4jqY4cSYc51gLcSoZQziPbxJX07SD0pPZ35Hwb2A24HLiUmXAB8EvhGKguXiRhFVd18mfj3b4hB64WIQNCeefvjn7GaGKq6OQ7YnVg69t3EDPn7gVcApxP9D38HNk5lcWu/jlODoycc+kNiScRbgSOJCkgLAe8h2t93EMvMGFwYJ3rO74+IdlY3LHolcDxwciqLu/txjONJz73pKcA2xPKh04h/13Zy0inAV1NZ/LUvBypNYIYWpAFV1c0riXXFtiNuOi4DNkllcZuJ+cGRl4T4BdHgfxPwD2A9YEfi3AF80ODCxNUph3oDsGkqi793tp1KNHAB1kllcVEfDlGjqOcG8a3EciA3E51EV+ff70t0KK0I1MAnUll8uz9HrK6qbp5OhBa2AhYjbkQ3TmXxm74e2Dwud8YWwCGpLC7u2bYj8E0ivLBLKovr/Wwdv3oCgN8mqlbdS8zC/i/xd7ANUfZ6KnBgKouv9ulwNcJ6Bj4XAC4EXgyslcriqvz7ycBriL+JkhiI+QAGFwZOTyfv8sR1eiHifF7d2e9o4j73USK4cJTBhfGj57r9DeANwE+Bg3JfRRtWAYMLo66qm1WBg4j27MrEv/nCxL/7XnkfgwvjyKzatVXd7ErMhL8HeE3PtfXTxPl/DHhTKovzrB6nrqpuPgIcAlTAa1NZ3NzZ9goiDLMTESz8KgYXxpWqbg4BPkJMljmcuHf6MFFx4TrgaOAEgwtzJle/3paYTHoI0edbENUW2nD1qcT75LJ+HKM0UU2e/S6S+iGVxd+IdOt3idT0q4hkJKksHqvqZr6ZP1pj6KXEINfOqSz+msriwVQW5wJfIG4mAb6UZ/OSymJ6njWqCaCqmxcAmxFlbt/RE1g4lBhoeRTYKJXFRVXdPKOqmzX6c7QaabkDsNuhtHz+ukMqi6vzOpGksjiKuGm8nBhw+VweeFUf5cGye4nBrzOJzr/JwGdycFB9kKsX7U4EAf+vqpu9qrpJnV3+AlwCrE8MlGBgYfzqDHwdQgQWbiRCfvuksvh0Kou9iYHsBfN/l/btYDWi8qBMG1jYhOgAXIWYeX9VVTfzQ/yNpLK4gAiXXU8EAL8MvLbdR/2XB7LbwMKrgBWAZwIH5DbRlKpupgCkstiHGAyZH9ga2Leqm9X6c+SaW53r9rFEKPeZwI+Jmf6ksvgwcS8M8FngPVXdLNU+3nvhJ2+4f7tUFn8G3pLK4jzg+0R44X/Ev/vX8j5T7T8aP3Kf0cz669ciZvq+pyewcAgRWJhK9D2cV9XNssAHq7pZLO/je28Cq+pm/qpuXjaLvx2A1YlQy/tSWdxc1c0CVd1Mym2yy4lr9xHE8lz7APtXdfO0mT+dBkU+7xsRE2hem8ri66ksjgM2Ac4l+qr2AXat6maJfh3noJnZ+6Wqm72IwEINrJ/K4rhUFj9PZXFKKot9gd2IajfbEdfZlcfsoKV5gKEFqc+Gu3FoPzRTWVxJrD3VBhc2rerm5LzNG88xNpN/7+cSVRauzPu05+5yotSawYVxrKqbvWczePkyovP8fPLfQH7cwUSieSqwYSqL83OnwfeJmWWaADqd8z/MM8PXJWYtXJk77x/uXBNOIToRDS4MiBwAnJTXdtwP+CERQFoNOLCqmxX7eXzzsB8Qy3VMIZbsOBo4tqqbdwHkcNhJed9DDJiMfzmUsgUxyLJ5bv+22z4PvJnoYH1DKosLcgDwVX05WI2YTpWic4CfESHQh4gy1xBtqO7+FxMD3L3BhSljdcyauc5A9g+A04B3EKGEOm9/rBu8T2XxfgwujCvd91r+fmOiIs66qSzOy8s4tef3owwTXBgm8Ks51P23y4OTy3WCQI/mr/8hJrrMLLiwYH+OXnOiqptLq7r5HMQ1tTuYVtXN5KpuCuBtRGjh351tBxOzq6cCG6Sy+F1VNwsR1+KDgffl5/S9N0HlalX/IqoXrTrcQGxVN88G3kjcY90BkMrikVQW09u/jVQWNwInEPfFyxDL/RhcGEDDnONnAa8mloCo8+fE5FQW1xJhhV9gcAGI90tVN2+Ex6+1w/XPr5K/fj7/e86XH9u2c04kJr/cQwTv31vVzatH/+ileYOhBamPem48J1d1s0JVN88CntPuk8riCuAbRMmhB4Adq7o5KW8zuDBGqhnLnX6wqpsTq7r5BVGutltu7/EbwdzpbnBhnKrqpq12sltVNyvMZLfl89frUlk8mB93MPBRhjoNLsz7rAJsSLyHNxq1A9eYqupmC2JNyC2Iztv5gGlt5323wykvCWFwoY+qupmvqpsVq7p5eVU3ZaeD5l7g/cQ6sJOIWf6fMLjQF5cTZaYBriaWXFmPCC6ckq/HJwPHAs8A3pLbUN7XjF+vAF5EDFxf3v4yf55+jKHP0/NzO/lEYPd2dlg/Dlgj6pb89X1EUOm5MHwn4kyCC+tbcWEwVHXzEuCFRJWFLYny0vflbW3ljMfvX2cSXFhlmKfWAOhURjke+ByxBMGRqSwun8n57Q0utFUZ2vvpt43xSxi3qqgO1vZF7EO0V/8I/Laqm23yZyMAqSxqov/hiwwFF76etz2cn6Pw83OwVHWzP7G8x4H5+977yGlEf+B9RLj38vy4Q5mx7+GC/B6cxtDn6wvH8rWoL1Yl+pFXJP4eluhuzO/3R4lrwjTyeNBw14F8DTku7/t8YFfg/QYXBkf+TGjDomtXdbMpsAGxfMF/8m5T27Z0Kot/AfticKFtj/4OOKuqmx3giYGuqm6eCbQVcm/L+0xtv3auy2cAH8/77QzsV1lxQRoRdu5JfdJz4/l+Ygb2pUTJ4z9WdfPpqm7WhceXivg6UXHhAWAngwtjp5qx3OlJRJn3nYHXA2sCzyPCC08wk+CCSffxoV1HfQdgye6Gznvuf/nrMvn3n2OYToPcqL2YWIf5USLdronhYuJGZTLwdKKU4kowQwp7VsGFT7UzyDW6qro5gBgMvxy4DLigqpsfV3XzqqpuFusEF75DvEffgsGFMdN2mqWyuI2YJfQYce39FfBe4tq5A7GUx2eI6jbXEaUZl+qdkabB1+kobZf/uLkzKDazAODmwFuJDtQX25Yavzrv+d2ItnLbNtq2DXcOF/IdJrhwMrD2WB23Zi6VxT8Yms23QP7vw3nbo5120cyCC1sQn7t2+A6oqm72JmbebgssDbwgD4g8HuKfRXDhIOCoqm5+S9xP71bVzaJj+gLGoTx5ov1s/CZxvXwbsByxVMChRDChO/HlBqLiQhtc2KOqm2/lsMIPgbOJfgwNjt8zVEnssKpu2mtnt337ILEMy1LEOf8iQ9Ud276HyUSA/mHgH/lxz6nqZkGDKhNXKouLiMpk/wbOSWVxJ8zQ1pqeyqIh+psnA++s6uYZM2tHp7L4I3EPNh1YHPg8YJ/FAOj5TPg2cBbRx3ES0b/UjiO0gYXpswkuLD72r6KvNiYC0gsA76vq5nnDXBvvBe7O3y8NM1ab6unfO4b4N4Xoq3hfDvFKegrs2JP6oKeR0a47uCnRIf8IUdbpk8BBVd18AB4PLhzFzIMLDoKOkjTjess7Ecn2o4A/kVOXwAlV3aw9k87VbnBhOvCVKtbH0gDqND7fRXSufS7fBFLVTTv7ry1ZfDHwMPCOqm7+DziQ6DR4XdtpkMpiav4beoxYj3t+4Nlj+JI0inIJxZOIzte7iQ7Ez1d1s1D32jyT4MKlwAuImYXz2s3imKrq5kzi/bwOMdD9H2KG4JuJ8/fOqm6W7gQXvo3BhTFR1c0Lc5Bzemem5s+BQ4hOghWJ2T7rAOcAyxKz7z9KnKPnAYdXdTN/+3mt8aHTUXpH9/e5vTXcrEGIcrX/JO5jnzFWx6qRl9/z7WfkfsSSeBCz+t5V5aUCZhFc2IqYcfpsYmaZ+qSK9bDbQeoLiUHU/yOW+9ikqpvD87buYHZvcOHLxOfyWsDtY/4iNKf+QASFyvzz8/J/M5SqHia4cGjetBUxoHIb8IFUFveP0XGPS8NMntiNuO4dQfQXXU2ciz2APdt7VZghuHB4fsyuwF+I8N8L8Lo5UPIg8THAKflXh/YEFxbI7aZz8/YPEaXJpwLrdPoephH9DRDXVIDbU1k8bNBzYktlcQ6xXM+3AKq6+Qqwdnttzl/bEPBrgfWqYSpVVVHBbgGiMs6dRJj8H8TguPqs85nwPWJZgoWI89TeK72mqpvt8r5tYGFmwYX3EH1RTx/jl9E3+X3yUaKd+qVUFtd3r4353mQycHP+1fr5cY/1tHO6FeG67dadgHfPS/+m0mgwtCD1QaeRcQbwdmLwZBOik+ZFwN5EinpdYOeqbpbJj/s7cSPTDS4cn7c9NsYvY8LrVrDI5aG2Ae4CXpPK4n1EQvOrwBXAYsBpVd28ZhbBha8C3wPuB347Nq9CcyvNuB7rJ1NZfAWgqpuzgYOrunlZZ/d/EWtFPkaUL58KrJdiHckF83O1gaKFidDC9cBFY/RyNEJmNYM7lcXNRAfuF4gbxrWBn+Qbw8dmEVw4jug42DaVxT2j/RrmVVXdnErMSLsWeANx4/kqYv30u4jS9HuQl/dJZXEfTwwuHFDVzSvH+tgnuqpufk1UTvhYDvo82vn8/DYxG2h7YK1UFpcQHSt7EiWRl8v/TSPaS2v0Pr8G0zDX07aM6fuquvkxQ+syzxAAzPssSJS8XYBc5UiDb2afod37l1QW7yVCwVOIQbV9ZxNcuIRYdmuF3AmrMdJ7PvMMzqmdn38HHEbc7zxKzAg+OG+bWXDhQ8TA9utSWdw0Nq9EcyuVxV+ArxBrnkOUo26XP5zWvX/uOb8H5P1OIAbS101l8c+xPPbxqDN54vPEQMhNxL/dB1JZHASsTgT5lgF2J95rvcGFbxEBh6nEjOlrgPVz8Fp9VNXNs7qfbaksLiU+B4cLLjySf3c20Z+0HDHh6YBUFn/K26bkNlO77+pEO/l3+f9npYUJLpXFLQBV3fyUWHbrs8CqeeLcNOIafDXR7/wJIriwUH7MpM5+TyOC4n8mKtytmcrixsoqv33Tff9WdbML8A6iP/K1RN/0AXnzC4ll9DaDWQYXfkpUu3sTnWWOJ7KevrjdUlmcnn9/alU3787bHsvX0BPzw7av6uZDeVtvZcc29DOVWI6nbRvtB2w3mq9FmugmTZ8+T1yXpIFTxVqERxIJ93VTrBvWbjsc+CBRyu+1qSz+XNXNIqksHsjbVyJKOW1FdNx+Nc9Q0QhpG3X5+7cQsxN+DHw8lcWRVd08LZXFQ1WUtNyeCJqsBNwIbJPK4qLuc3Se92XAXe3NhMaHfFPQNkCPBo7NISKqutmceC8/h5jB/elUFqcM8xzfJUqp/hjYJZXF3aN93BoZ+ea9DZu9BHgpcU24pf07yNueDewI7E/MTDgf2LidTdqpsNPOgqGqm8UNLIyefPP5DeImcq2ez9ovEzeU9wKvT2VxcRVrdU7Ng+eLER3z2xCho28A7zUkODKqutmQKDs6lZgZcglR4vbqVBa3546ZjxLlSP8GbJTK4o782ClESGhDInQC8FwHugZT95o3i32+w1DnzmPAaqks/pZnej0KzJdDYC8kOt/vI66vzhQdcD2foasALyc6VOcjL9WTw3/t/l8lOlMfJWb3HZUDCgzXttbY6jmfiTifiShZfm0aWsqFqm7WJyrjbEhUXTg6D173Ps/j32swzO66XdXNK4j+iN3zrz6fyuITedsM53OYn2f7maAhVd2sSgQ8lyQGDq/sDECtAfyACC1MISpYnAB8o/fzMd/DPB24LpWF1Uz6LN837g58L5XFP3ruD19B3E9un3f/aCqLL3QeuzUxcQKiLX0O8K2UK5fkdvLxxH3pFcCmtpHnLVXdbEH8DSxOtJs/DFyWyuKR3Cf5a+K6cRlwLPDzVBZ1vv9aADidCPgflSds2Qbro25fUv75KGKpptVSWVzd+f1uRH/lgsBvgCNTWZydt3WDC9OrunkxEVz5eCqL6+eV89v7OqtYdmk3IkT/qVQW38m/X4II076LqAr4mRRLQbThh/lyn9EU4CrgnlQWq1V18zGi/+JWYO1UFv9B0lwztCD1SR7A3BJ4eyqLn3R+/zViJuF9RGDhr1XdLE905J7SJuKrKFV9ILAqMdhy3di+gnlDFWuEbUN0BmwN7JrK4qS8rW3sLUzMfNiLmQQX5pUG4ETWCRNBVDw5NkUFDaq62ZMovbkwETb6MTFL+B5izcldiTW4byEqMTgjcJzoCRscTNy8v5TofL+TGMT+YWf/uQ4uaPRUUY1oZ2DrVBZndn5/NHHNvo+YbXZZVTcvIm5KD0+x5ic5uHA88Vm7vgOkI6uqm9WJilNbEeWlbwN+CZyYyuL/8j6/JmZyfpxYm/nRTqjwtcDrge92A0QaHD0Dk68lBjhXJjrYL29n2lZ1sz3waWIw+2aivfXLYTqWTif+Xs4Edjf0Ndh6zv8XiLb0czu7PEaUVN0H+EMqi9vyvgYXBlDP+TwY2AJ4cc9uRwA/SlFtgapu1iXuWYcLLtgWGkA957kgZuT+lygxf3dnv97gwkGpLD7Z+xz5Z9+3T1IVy0oeDRyTymLfKqr5PVzVzTOI+893ElWotiLeZ7cA3wG+3vYR+V4bPJ3w7tnEQNnl+fer5klLLyeWgNgxP6Q3uLArUUUDovLCtcTg9DLEe3YVol392lQW14zBS1Kf9A5od36/KRE+WJT42/gI8NccXFiD+Ntbmqg8eDvwM6KN9iKiKuE1xDJtt47F69DsVXVzFrGswVuJ9/oqxASA6Z3P7XcCXyfCJzMLLkzOVQPmS3lJ03l1YkZVN+8B3g28kphU+okUlRio6ub1RAWL9Yhq2F8iwgvtv/WCRCXsLYglR/cg+n/PIyqVrJ3K4h9j+XqkicLQgtQHOYTwZ2KAc50UZRZ7B1HWTWVxeRXLEvyBaDg+PmCe91+B6Dy4a15uZIyW3ElzCNHBugBR+ukDqSyOqGLt7EfnJrjQr9ehp6ZnoPmLxNqREMGFb3Y6o/xO9gAAf6pJREFUGN5FJNifQySb7yXK6s2X/6uAt9poHT96Om1PIt7jjwAPEyX02nXqtk9lcVrncW1w4UPErKjfEMGFaV6rx0ZOvz+DKH/5TGCNFCVXZ/ZZuwgxiLouEVr4SOcmfhFgwVQWdzobdORVUbFoGSKQsDZxow8xyPVtovPsO8SyWJunsvh3Fev6PpIfb0f8gOq5hn6RCOA+q7PL54mOn/Yz9pPEe3PpzvYLiSpGzyU6grYgQg3rGwAcbD2zRr9NzBh9gOg4/w/R0bokMUv/TmI5gTNSrohT1c0RwHsZCi58tb2Oa+zN4nz+hAgjLEC8x6cT97lfSmXxvby/wYVxoue+51PEslprEssS/AfYqTtZYm6CC5o7uS07iVgqYFt6qmvm0PwxwA9TWbyjqpuliSUIX0BUPvlBfozLcAygqm5WBtrPtDOIa+QXgVcTZct/XUWVjX2Ie1B4YnBhM6Li4xLEcqWt+4gZ9Lunsrh2FF+G+qzns3lr4Pw2fJ9/1xtc+DDwlxTVy5YnliNZEVi+87R3A38lrvc3eS0fDFXd7Ad8mZgY9Rjwz1QWa+dtk4BJnb+F2QYXxv4VDJae9s7OxBJWrwBq4JMpV8+t6ubtRDBww/zQ3xP3otOIMP5KRF/v+qksbqliee8LiCD+61JZ/GbsXpU0cRhakPogp+IvJsoJvSD/rlthoR1EaQdMziCqMnwvlcU27YB55/lsdIyS3JDfG9iF6Fj9J5GWvKNzfmYWXPgPETT5bX+OXnNrZu+ldkZL/n5WwYXXA+sQ5cUWJAZL/0QMuhyVyuL60X8VGgnVjEvEtCXj7iBm4t9IBMm2BzbND9kxlcV3O4/vDS6cB2xix/zYyWGDK4n3YZnK4p6ZfNZOASYD3yTO2empLLbLz9HtCHJg5SnKAYWXEqHNx4hOswfztgWBNxIzR96ZH3JB/m9xorPg66ks9s77ez4GWM97p1364X/ELK5liDDfW1JZ3N2z74FEhasV81M9QAxaL0qUvv438GYDgONHVTeHELP7biLO3d/y75cgBtcOJ6qp3AN8iqi0cl/e5yvEmsz/I2akfiaVxV/H+jVoSDVUeawGNmvPZ952LrGuMsAq3XPVE1y4D/h2Kov9xuq4NXs9QbMTiPvfR4ng/kNEGPtGYubtvzqPewVxv/yu/CuDCyOoqpuPAgcDPyeWGGyqqFx0PjEr9N2pLM7N+36AKGc9hbimPgDslcrix/04ds1aFcuQnp1/rIESuJ4Y/GoDfKsQlYfa4MLHUlkc1nmOlYigw+ZEuP5+4m/lgpSrF2niq+rmb8QA6keJpULu7GwbruLCZbliyxJEW+z1xAD35LzPX3Ib3Wv4AKnq5liGPmsBtky5muQcBBeOSJ0qz/Oa2fUdVLEk8AeIvvyaqIBzct62LvEe+ShxD9u6H/gLMYnpprzv8kT/RUO0l+4e6dcizQsMLUijaLgZtbkhsTQxiPkCYgbRC4h1tWcILADkQfF2kPS8VBZvMKQwuvKsBjqNvRcQgyU7AQXRiH9LKov7ZhFceDdRUu0qYDXgIc/Z4OkZKOl21E0Gnk901N0IQ38PeXt3qYivAce1wYW8fVlixsPixCyHae2sYI0vVd28lyh13N50XNXZdhhx7Z4//2q7VBand7a3wYX3EbOLf5LKYrOxOXIBVENLC3yK6AjcjfisXS+Vxd963vcfIarr/I4IozzodXvk5E73DYGN8q8eIcqOfhP4VYr1fNvP0h2J9866RADsVmKg+2Gic/47Y/4C9KRUdfMlYuZKTaypfFX+/eIpL+2Q28aLdgaq30x0DO1GlDxdlPgsvQj4YnJJtHGjiuXszgKeTdzj/LW3AzwHx35CzOi+i6hKdWFne3sf1ACvTq7L3TdVlJP+IVFpat1UFpd1th1MdOY+SrzXf13FEktLpqES9evkfTYlQiyrpLK4fUxfhIbVE9ZtAwv3EO+9+4CXELP9X0qUEV8nlUXVeXxvcOEzqSw+M2YvYJwbrn+nGirf/U4i8PP5VBYnVrEe/dnELM79Ulkc2XnMTkSJ6v8QIZNlgVekvKShBkNu90xJUblzA+DXRLv4IWCHVBY/7XlP9gYXZqi4oHlbVTcLAacRwW+AjxETa2YXXPhLdzLcMM9rQHxA9FQFOJ4I+E8jJsZ8KpXFxZ19u32c3eDCZcS145djfPh91/PvtxERjn8J8A/g+lQWP8rbtiE+b1ekJ7iQt7chsRcTy0VcAlySyuKuzj7fJ5a/PBrYv538JmnuGFqQRknPTcauwP+lsvh3Z/vHiLK3/yNmHN5LzOD/e2cgfIEU6419gZite3wqi3c98f+mp2JOGuNV3SQiiLALUbr658TyD8MFFxbK+24J7JnK4opRfgmaS1XdrJXK4g/5+0nA5M7A5QFEtYQ3Ep101xIzWU5OnTXTeyoufA34hh1CE0ueqX8m8Fpgo1QWF3Q6EF8KHA+sSizhs25+2A6pLE7tPMezievBjsA7nCE6enLYaHq+DrdL+Hwc+CyxFvNSxHt6zVQWVw/zWdsOuHw3lcWOM/8/aW5VQ6XEHybKwD9IDHotlX++CPh0ystl5ccsT3QKfJHodF8wbzqZ+Gx9aKyOX09OVTdrEtfQxYC1chv38WpheUB7LWLJh8nAL4k1u9vKRisRs0WfQcxieciOn8E0s7Z0VTfbEmu9/p4ILE3vBro71+HFgZ8SS8RcSawde1+nbXYwcKrtrP6q6mY3Imj2eNWb/Pv283MqEfC8oKqb5YiO8gvSjOXMNyAGtz/ZDYJqMFR182Fipv6tRNu3DZotCBxLBBfmz9vX6enf6A0ufDyVxcFjePjjUk+AdgrR5nmQ+My7P//+hcCtqSweyNUUvgickspil7x9wTxr+tPAJ4nKDOcB/2ln7Gtw9JzzI4klIFqnEu/Bv3eDLLMKLlR1Mz/wWKf/0UlO85gqqtkdSfRXwpwFFz4M/Dn3bfg3MyBmdi56rhvfAnYlgk5nEFUUupWvusGFnYETif6Qlea1sGjPv9vxwDuYcTkdiCUpT8mB23cQE17a4MLjS0XM4v+xIBEiOYloJ/0TeEOy0q70pBlakEZJZwD7bOAtxI3HcZ2ZJhsSpeVXIDp4PpbK4ot52xSirNOjeUD1EuCVwB6pLE4w8TpyehowaxL/zmsQs7muIjpQ78zn8kUMBReWZPbBhQWTpaAGTlU3vyLWUd459ZTKrOrmFGAHomz5FKLc16J5853Atqkszuvs31tx4evdYIPGt3xNuIhYs24V4kZvGrG+7OeJGQofB/4P+Bwxox9iHdITO8+zHNHxeMeYHfw8qKqbhVJeaqDzu5cSoaNliJv6T6WyODxvm0JUQZmWAw8XAasTA+LH2nkzMqq6+TqwB1HCeFciCPYIUbnoMCIktgjRefa+1Klakx//HGI2yTuIsqcrprK4esxegOZY73smV8w4mQj9vbPz++cQYbAvEud+kc7THJLK4sCxOWI9FVXdvA5YKpXFGfnn4SrM7U+8zx8fXBvmedow4NbAN4hA95qpLG4Y7jk19jr3N+0SS/unsvhS3vaEwEL+/X7E2st3EvdW/+4MqD3h81r9l6/NPyDWdF4/lcUlnXvcVwGnEDMTrydm+d9KVNzoXSrio8BmxISMy8b2VQy2qm6e2TOI2J39+X7gNUS76CFiBui5RB/S/9r9ifbSmsC+qSyO6QQWJhElqV9CnD9DXgOo55x/GNiZuE5+m/gMhAh8frK3vTub4IJ9hPO4HFw4ivibgjkLLuwPXOrfzmDo6Z+eRIwXtEHBe7vh7WpoCdMHiUobR80iuLAV8Ifctp4nrxVV3fyACMr/l+gfepRYRnSTvMsVRHj+uPzv9QmGggsfT7nSY08A/1BgeaKSxfOAlYlKR5umsrhmjF6aNCFN7vcBSBNNNbSsQ9tp+2+i/OX7gN2runl+3n4+0ZH7MPFe3C7fqJLK4rEcWFiY6Dh4NXAxeb27ebGBMRp6GoRfBH5EzAjahWi8n0jcPO6Wby6vzdtPIta23wQ4vaqbxXJnzny5Q29SKosHDSwMnirWjXw1McP3sKpuNuts+xwRWLiJWBNyTWIG6FeBvxIN2p/l5wAglcX+wJfyj3sB786ddZoYphE3gQ8A96eymJqv7VsSgYULgO8RlRZ+SAy0ABxf1c2+eZYwqSxuMrAweqq62S3PUrq4qpufVXVzWFU3r87X5quJjptHiTK5W1R185mqbp6dOwznq2ItzzOJwMLF+fvu57iepDxTYXeixPQbUln8OpVFncri1hRViLYlAl8NMcN6/zxo0j5+ciqLG4ng54bAcw0sDKbcTmoHJJ+Vf13mr8vl91k7U/soYvBraeBfxDqrZ+R9P5Y7VDX4XgScVtXN3hD3L/B4p3lrUv66aufvYgad+5qLiIHvZYHUfU6NrfZ+tqPtN2o7yxfN+w1XYaF97J+JgbhJwPzdz1QDCwPrVURb6HLgb/lcTqvq5mlEW2pFIqz7MaAilj67sIqqOQDk4OEhQDKwMKOqbv4OnNteC3PfQXvdPIm4p3wb8dn4PGLJnC8T9xWb5oDtVGI97bZdS2cQ6xTi3vX3xP2sBkzuJ2rP+QnE++m3wE6pLI4D3px3fTvw2Ry+flwqi0sZakMBHFpFdQ37COcBvZ/NeVD7cbkyy75EPzPEtfhdVd08s7PPOcA2xOSc9YBvEUE19Vm+l+pWfz2HmEj3N6K/6cdV3bwsh9dIUYX5W8BCxD31vlXdvLJ9vs7EDFJZfC8HFuabV64V7WvP3+9IBBb+AayaymKbVBY7prJ4E/F+uJGYHPGBqm62TWXxPSJ0fQVxP3tQVTfbA3QCC6sR1Uq2IvqPnwX8DNjYwIL01BlakEZQTyPjg1XdHAe8iZhNuBBRSn7XKsr7kcriUOBwogPolcCXqrr5VVU3p1V1cybR2fM2IviwVSqLO7ofvHry8kBIe66+Q5ybhYhZf58kUpUPEksEHEqsa0WKEphfYzbBhTF+OZpDqSx+QpzLa4jU8mFV3WyeN7+WOOcb5Zu5S3LVhI8TjdHziOoLZ1YxA799zm5wYV9gx6puFhj9V6MxcA9xXXgREXZpqy+0gbOjU1lU+T3/HWKZn3ZdyK8Cn6+i5LVGSVU3pxGlqvchOtM3IUJnpxAdeUunWLdxO6KCyhrE+/nCKpYs+BnwR2JG4L+IJTz+62ftiFmF6Fw/NJXFP9pOFnj8c/geomrJ94jr6wbkjrPcsTsNonMglcUdybXsB1LPwMtXiPcgxBrNtxKBlPOrujmXeL+2a+4eRywb8lZiQOzHwHTgOWg8aJdsOaqKpfCo6uZ7wOequnlG3vZ34vPyGcTs3+EGxFv3ECFBiOu1+qDnfnZzgPZnYjAUImz/A4YCCxumoSW02n1vJd7PzyCCKBp8ixHn7P5UFo8Q1ajasO77iHuh7xIzFH9CVE1amri+r1PVzbIAqSyuSGVxSz9ewKCq6mYT4KVEu+iEqm6W7bzPDiVmzt9GVJZ6A1GZ6oj88K2JsPRm+XxUxMzbz+Qg7keruvkp8Xl6A/DB1FlfW4OhmnH52COIiTJTiLbPjbktdQ5Ds35nF1xoB6Y/WdXNkr0D2JpYeiZcbZRne0+fw+DCu6u6WbKzzznEdQVioPbmUX8BmqWee6kzgYOI5Uf/TczcXwTYmKj2+872fKayeDezCS50/z+dNtqEltuy3dfetkN3S2VRt/21+br8PeIz9x/Ai4nJpsvlygpHEEHOZwPHVnWzRfuEqSwuIYI/HwY+Q76fTZ1lsyQ9eS4PIY2QasbSS2cRAyBTiZvK6UQSfnmi1N9XgBNSLqVY1c17iZuSdXue9i5iaYhdU1nc3G2oamRUdXMQcABxg79p6pT2r+rmdCI1CbFm50WdbS8A9mRoqYiLgDfmmwQNoJ736F7EzdwKxHv0GKLj9dxUFrvkm8BHq6FyuJOJTqZDiUG1S4G35RnA7fO3JXNfnlwiYtyohimP197853P/AeA64FfEzeBpRMDl06ksPtt5zLOJG5qG+PvYlCiZ69/CKMmhg7aD9kii83wB4L1E0n1+ooN9x1QWt1d1sy5wNHHTulTnqW4nPmv38LN2ZORByQWAvxDX2XensvjWMPu1ZeGXIGbbv5KYVfLWeWUWyERSDS2xNI0In9xCdLptzoyDlmcA56Sy+HbnsQsQVU7eBHwilcXnx+iw9STlAcpPEG0fiOvoakQAbO183W3LD78KuJKYjX9HT5usbXMl4E9E6fn1bFP3V1U3PwSenspio057OBHtoJWJCTBTiXN9cVU3C6SyeCR3FD+WZ6CdR8xe2yCVRdO3F6M5UtXNW4nKg/cRMxGvrepmbWIm+H1En8RZed9ViepUjxLtLYjS9h+0ksYTVbHe9Q7EBInFgV8SAYX/EZXbnkO8l67qedy2wPFEX9KvgPcDCxP3rqsyVHkB4r32+lQW/xjt16O503tvUdXNz4hA59rtvWLP/ecbiMFJiLbRp4Br2xm+ef+ViP6Mo5JLgcwzqrr5PXG9+ARwev68fcKShlXdPJ24Tmyff3UgcGyacamIDYm/q3l2yYBBU9XNqcTM/38SnxHXA3cTVXROJM59TfRN3tVpSx9HVDd8kJhMc1wOOM3Tqrr5CxH6aIh/11cCN3YCQN0w2abAWUSb5rOpLD6df78DEf6ZBKyeyuLm3sdKGnnOIpNGSKex8HUisHA1MTN39fx1Q6KR8TRiVv9unYoLRwLvIm5kTyVmHH4Z2BHY2kGU0ZH//TcnGnZv7wksHEoEFh4lZt5fVNXNElXdrAEzVFw4Pj9kLWL5AA2onvJoXyNmKFxDlCDeh1jzvn2PPZb3m94+FriMmBV6IxFAWhGisz3vsxewrIPU40fVKY9X1c1yVd0sX9XNMqkspnduQL4O/CiVxb3E+r2vJAZVDsqPa2eaLgcsAVyVymIH4Hn+LYye3Fm+JXETukYqiy+lsjgqxRrbbyDeq7cTMxKOqepmyVQWvycS8O8kOtaPBr5AdObs4GftyEmxlMqDRPURiM/ZJ8ywztfl+VIsp3Q0cQ1eklzyWIOtp3LGJkQ79kZgfWL9+ruIShrvIa6lXyben3u3gYUqyo5DBB2WJWaanjtWr0FPSUMEf7+af16ZCKqslQMLT8vBg/cS4b+VgPPy7KXHO8Y7gzCfI2bl/wkrLYy6qm5WyF+fMDu3iiULNyfW/YU8KJrKoiIG0CYTofwLyBWm8sz87pIe+xPLsf2ZoQoa6rPZVJI6n2g/7QvcUtXN84jJFpOBw9rAQnYvERa9grhHmkYMnhpYGEaKJRy+Tbwv7gNeT7RFVyVmcH4/lcVVVd3MV9XNpM4A9mlEnxDARsQs0Uvy85xLvEf/RlSBfK2BhcHUGSA7M1epWQk4O5XF36uhUu/twNmkVBbnMmPFhU8DL8t/H5+v6ubjOaiwr4GFeUdVN6sTYZfnEf1X2+ag4HAVF+4lKsiel3/1eWDPasalIs5P89iSAf02q8/gqm72IAbWbyYCaH9IZXFzKov/EUsbPIeoSrZ1iqVH28Bgb8WFdwHbdO/T5kX53vRVRPXqbYgKcY91+3q6750UFUg+kje9o6qbIv/+O0RgcNW2v6h97Fi9FmleZGhBGkF5RsnbiGUD3pRiveYHU1k8lMriulQWuxENR4gPvXd2ggv/TGVxaiqLHVKsr/ShVBbnpLK4p5qx1KbmUFU3i8xmlxWBlxGzFh6/2atifdYPM1Tu9Pw8m+z7wB7tfqks/kOUOT4IeFkqi3pkX4FG2kyCC9cSg9EwtDbocDd+jxKzYq4jBtXe1v6+03C9bQxehkZANWOJxS8CPyUGSv5Y1c02VV5vtqfz9Y3EgMq9aahsfbuO7KeIdtVv8s920I+Sqm6eSwSHFiAqXtzaKfE3OXfYHkZ04N5FBBe2yef8+lQWP0tlsVcqi/emsvhoKotf+1k7aq7PX3ev6map4f59O7+7mxgYWwJYeLiBNA2OasZ1mdcjr3EP7JPK4kJiMIvc2faTVBZ7Ax9JZXEecG8n8PdQftxJRMj3r0QYSQMulcVjOXD08vyrKUTw5I15+0O5zXUZMUPpRqLz8JdV3exS1c2KVd08s6qblaqobrY1UaXhsM7fhUZBVTcXAn+t6ma14dq8DC111Va7mNrp1D0UOJaYcbYucGJVNx+r6uZ5Vd28sKqblatYJuQdRCWkz+YOd/VZT1g3VXWzaVU3G1R1s0pVNwvnkNH+wGn5+1cR98vn5fPeDeu+mGiHXZDK4tXAcqksrh7r1zSe5GDPKcAHieDCW4j30kLATXmfqW14uvOeOxN4d36a/aq6WS+VxW9TWWwCrEOUp94rWZJ6oFV1sxnRf7AxURHu+VXdPKMT9BouuPDGvOkdRL/TxcDHgLdWdfPMNiymial3gDuVxcVENcf/EpPj9iWWaxp2qQii3fUbImQI0V/xoSoq3HWf1/vfUdYJJ03rDfF3rE70Qe/X7Vuu6uZoosrvfUTlqj9VdfNi4Iiqbsp2vxxcOIO4pz6ye22ZR51P9N/fT4RoHwHWhBknUqShyroQy4beR4QJF+zs84Pc5+QEF2mMGFqQRtbLiXUdL0hlcV0VZTLbDt12UPMgYqbZgkRwYZeqbp7fPkFVN1PaxmbnRtXU61zKYZA3VHWzWP55cmdb+337735d2zmaAwvt+qwb5I53iAbk64jztUH7XCmW+PhsKotrRvP1aOQME1w4EmhLcW5b1c1b8rYZbvzygOZdRNlU6HyG2nAdfzqBhZOJ6jcrEjczzyNS6ntVdbN83re9Bv8rf31ZVTdvz7NdFs7PsSlRGvuHPY/RCKrqpiKW42kHyRqYYYZnGya5kegI/h1xXt9E7rDp7dDxs3ZUnU10nLwE2Gq4MGE7eE2USwa4OpXFf529MNg6Heu/Bf6PmE1/B7GOPcSAZu9jplZ1szBRkWHPqm5WrermdVUsq7YdMWizb549pAGXZwO/kqgm91+iHC3AKVXd7AlxXc2Dn2cSwe3/EOu6H0V8Zl5OzNbfigg5vTmVxXVj+TrmNVUsAfBiIqh7elU3q7dt3s7nYxsyeLzyWN6nvZ/dk6iOM5n4PP480Tl8MREGfwdxPt/gQOpg6AnrHkaEdX8K/Jp4Lx5U1c2zUlncl4aqn7yZGFD/d37c0zph3X2JdtUf8s+3j80rGd96ggv3Ay8g3osvq+pmgW6fRc+96A+A37ebOvv8K58zg16D72JiFu/DxAzp5xJLaT1hAC3/blIqi18SFaruI6pyrEy0lXZMnTL/mnh6QmYrtr9PZfELYGfgTuJvoq248ITgQr6W/5EYrP0FES7dmaiMozGSJ1f8paqb78Pj90PzdbZPykGSNxPn5t+dbUcDexHXgHVTWVxWxdJrXyQG5N+TH9+GwbcFUsoVNMbmFQ6m3F45GfgQMaFoMaIKxRPOQacf6FaiQuT8xFJMvc9pv680RgwtSCOg0zB8bv76IAwNouTvp3YGSg8Efkx0AnyQWCriuXnbY2moJL0d9k/eZsSA1TuqKAveNvgX7TRI2pnQS+dtn2PGwMIFeVByMtHYv4po8M9QZssE6+AbJqX+eMI5lcUxRNnqtpT/PlVUTentLGqf49ljcMgaA1Xd7EeUXL09f90OOJ24QdkfeHcbXMhuIm5knkUsD/N74trw+HOkvMadRl5VN4sTy/AsB+yXfz3TZQRSVMM5hLhuvxHYIP9+es9+ftY+RVXd7FjVzZequjmnqpsfVnWzXRUlFc8jPjuXIToJNqtijVXaz9fO4MjW+esv83YrLYwPbbhzbaIK0ebweLt3uHO4HrGu7hFE2OEnRJvt38DGOQyqcSKVxd+Ic7oe8R4/Jm86pqqbvTr73UmEGt5AdJzfRFy/n00Mbh9PtL0NAY++3xABkr8TAe7HgwsMhY3az9b2et3OEJzaaT+/lxi4/gnRyf5cohrVTUQn8YbJUvUDoepUkqrq5hSijftc4vP5T3m3e4nB1K42QLZaVTcrdEL+JxGzxS8gruO2peZCJ7jQDqRABBEW752F2+kXupuhKkQJDbRqmLLsqSxuIc77F4ig3/OAL1Z1s0S+tk7p7NsNLpxH3Md8kmg/re9n5cTXuWb/Evh2VTev6Wz7OdH/MNPgQufvqSQq2X2CmK2/diqLe73PGlMfIpaEeXtVN8fBE9pT04k+6KlEv8XtAFXdHMOMgYXL82Mm5f0AVsjB0m711zsrK0gCj3/enkRMGL0PeH1VNyfmbY+fg877ZSmiL/BvWPlP6itDC9II6Nykt4nIJdvZKj1J12mdD8NTiXT904jgwo5V3TxjzA56gsr/5pOJIMKSxDIPG+eZC18Hjq6GyqFdQswg2rqqm/OJm8CpwOtyYGFyihKN0/J+TyPKYC43tq9KT0UV6/y1oZVlqyhbuyh5fV6YIbjwL2LG4P5V3ayZt7WdRW045VXE38lv83N6wzd+rUtch1+fyuKMVBZnpbLYjpgB2lbDeXeVq+GksvgVUZrzQaAgysu9mOj4Xz+VxT/78BrmCfl6fA+wAvBPIik/Hdi86qzN2fsYYi3ti4gBlfmH209PTVU33yIGqN5PdKpuTsy6XTmVxe3ELJD/Aq8kStruV9XNc3NHyqSqbhbKgygbE+frx+AAyKDrVCg5gKGlzyDaXO3yAMOdw4r4rL2GuM7+gwiZbuQA52Drbe902kcX5HP3GHA48RkK0ebeq/OQSaksKuIasT4RdFmD+Czd1woLoy8PgN1HDJx9gxi0Xp6h4EIb7G7bvI9CtIE77/mpnRl9xwC7EOdyMyJ89npimRg7ewdE5z7oIKLSzU1EG3j1VBZrEaHO41NUlOt23v+T+Bt4KXBmVTffrermD8BORIh39+TSeE9KZyDlA8S9yMrk0Ncws3AXyN+2v7OqwoBLQ9VWf95WHsq/v40I8B1GVItbBfhplSu09gYX2gHoFGvbH5TK4hCr10xs1YwVYlcn+h5fAXy8qpt1220zCS5sX9XNgvlvp/3c3pXou7g5lcWxKSoCT/E+a0ydS/Qh/Y9YMvGb8ITgwn3AX4iJjVvn++t2SYj1OoGFaXnf3+bnXryqm3aJ28dDCskKko9LT6xwtHNVN9/Obdm2Smf7fvk0seThH7EiidRXk6ZP93NKerI6nTdtEvq1RGlMgO1TWZzW7tfbKMz7nkc0MgsiZb9HKotT8+CMH5BzqYp1/e7M3z+LKEu9GnAtUZ56NWLw6u2pLG6rYk3O44jZ1fMRA9HrprL4Y27sP5wb9I/lShgXEp14m5huHx+qGUuhHgFsBLyMGBj7I/DJPHOl3X9PojH7PCLUcgRRjnMRosLGV4nOviuIvwNn1Y8TVc/6czm4cgFwfSqLzTqzCNtOpq8A7yNmnX0FOCEPtlDVzXbELKcXENeUn6eyuGEsX8+8KM8eebSqm6WJc5eIBPyeKcqnDveYhYlZpasBW6ZYF1gjJM8W2Z0IJRwJ3EN0nN1GrKV5Y97v5cDPiVnVjwC3EBUVns1QedxbiJnWhn/GibaNlL//OPDZvOl04EupLC7t2X9S7oBfjAjPr0CEFh5JlrYeaD3tqfmJwN5CxH3MDZ2KKeQ284eIWfgQA9hfm9X9zXD3ShodnffhIkTgYE+ibXwdsE0qi4urutmKeB+fS1SWupjoKG+Ge66xPH49OVWUFz+TGABbP5XFX7rX8M5+7d/HJGI252nEch/d0FIFvNWg2VOXAwk7AV8iArknpbLYtbN9/vb6mgMjKwJvS2Xx634cr+ZcVTf7E+EEgF1SWZzS2fYsYHui6snSRD/T61JZPDLc+1Lzhp529SuIttabgC2IyVPnA4emsvh95zGbEAOySwJXAj8Dvk0Egz+bH3820T/9P9QX+XzuS/Q9L0QEBd+Vty1A9DMfRFT+vZOoLnkf8JpUFn/v9Eu3/SHtssbfS2WxTR9e0riT/513Jj5vFyWWET2fWKpuSaKfd32ir3fjPPlCUp8YWpDmwpyECXIJpz2Bm4Fd24GU9rGdxsZmRLWF9xGzjHYjGiWrtANjmnNV3VxJJIjfmqL0HrlT/GfAOnm324DNcmdc2yHzNmJG2LOJwa9PprL47jDP/11gW6LBv0ue8atxoooypjsRg2ULEKnZyURn7PapsyZkDi7sB7wo/+qPRGhhMWI22g3EzHyDK+NETwfAxsRNYEHcOJ6bosRxu293YGamwQX1VxVLD/ye6My5nPgM/UsnRNh+1i7FUFJ+o1QWdb+OeaLJM6iPJmaKrd8dvKjq5hmdGZttCPBFRAWG1YhgWOt24DJg7+TSAANpTsO0Vd0cCHwu/3gScHQqi7+M5rFp9PV8hn6IqEj1xrz5dqLS3EeAv6WyuDfvN2xwIW/bHrg2lcXFY/cq1NW5D1qU6MBtgwvXE4MjSwDdQdFbiID9L4lr/v8BNXBT6iyHqMFV1c3WRADhl8CmMPOZmFUsk3cCUUXnF0TlwpcR90IXAyemsrh+DA57ntAJLnyZGEj5MfFvfl07iA18K+9zKfBmK1wMvqpuXkdcW7fIv3pnKouTO9sNLuhxPX0QJwDbEP1Wkxnqu3qImGF/UCqLCzuP3YS4Riybf3U3UZHwGcQErg1SWdxs0LC/ZhVcyNuXJJZsegHRb/mhVBZH523tUtPtEkK/JyqV7Z3K4utj+kLGsWGCgo8x9B6bBvwB2CGVxU29k54kjS1DC9Ic6umw2xx4OTFYcgZwWWc24UbAwcRMw6uBj6Sy+Okwz3ce8Dpg1TzT4XzgtcAHUlkcYYNyzlVRhvic/OMPgJ1TWTyYt/0M2CRvq4kSjP/XM0i9N7G24EJEh9xZRNm+e4k1rXYjSp7eQpTmclBlHKnqZg9i6YebifWWJxNlULchwiq/Brbu+ZvYi+hkWDH/6iZiZve1xMD1dWN1/HpqejoAjgO2ItZofohY8uWvRJjpxpk8pje48M1kyeMxUdXNi4FXEx0uDwFXpbL4U2d7QSTkVyAS8Z8GLk5lcVPePgX4PnH9/h7RWfjgWL6Giayqm1OBLYkKFj/qlKyc3tmnHRh7PhEUupRY03MzYtbmZGIA5eruNViDo+d6uCZx/l5KXD/PB65JZXFlZ/8DiJlCEMuGHGVwYfzqOf8nE6WIHyba1FOJAbbnEIPdJxCzhG/I+z+HGIxpgwtfIf5+NibKoH/Ya3L/tOd2mODCdcRA9R7Eub6TGFDrrtF+b/76VyK48stUFseP0aHrSajq5qNEH8V3UlnsNLMwWhXLVR5LVFf4aiqL99svMfqGGUj5F/E+u5N4Xy5L3I++zopU40OuVrI20f+0ef61wQXNUlU3pxP9FTcSYe/2/mgHomrogkT/1Wd7ggsbEmGnVxF/S9cRS1jukQMLDsAOgDkILryWmNz4LOL8nQL8NJXF1VUsA7EQcCLwViJE+OZUFv8d0xcxznUqLnyZmJx2F3Hvej4RFrzH94vUf4YWpDnQE1j4FtHZvmTe/F/gJ8BXUllcmTvt9wDeS4QaHiFmH/0WuIOY4XsQUabr98RSBf+t6uYLxIykw1JZfGzMXtwEUMUyDzsAnyA6x7+Uf78pcW5uJP7tX0V0ABwMnNnOBsv77kHcLD6HSDTfQ3TITyGWjrAM5jhV1c23iRu/1VJZXJ5/VxCdcR8BSoYPLuwN7EVUV7gQ+GAqiyvG9ug1Uqq6+QbwbqIiy/3E+3sxIox0KHBKt4LKTIIL9xM3iV9yxv7oyv/mbyFmGrTuIt6re3Rm8XeDCzfm/34FLEOsE/tq4Bpgw1QWt9jxPjKquklEhYunEdfWS2ex78pE1aObgTeksrhjbI5ST1XPdfBwouLUszu73E/MUNkXOKstOzur4ILvwfGpqpuvAe8hrrE7Emvd30VUTfklscxLA6zenYGdgwvvz/+1GmI5NgfextCsKqZUdbM4cS+1FxFKuo8IpHyHaP+sSXymvpgI/k5m6FowHXhJKotrR/UF6CnphBb+Rrz/7p/Z9TjfAx1F3D+/BLir/dvxGj56hqm4ABH2vI64X/mKwenxoZpxmZV1iM/AzfPm2QUXfku0l61iM4+p6uY9xJJM1xGTpW7s2b4n0Z/xSmKp4d7gwnOIfuqXE8uh3pTK4j4HYAfLrIILOZjwBuIz+DlE1YwHif6NkgiwvZjon94wlcWNc1oRT0Py5+0uRFBwEaLC0e55bMb3izQADC1Is9HTYXs2MYhyLzH4vRixpvYDwE+JwMFleXbn7sDWxJpIEB10U4lk7DOIzr6NOhUaDgc+SDQ8Pz02r27iyI2O5dsO0NwxcxqwLjFYch9xA7gW0cA7GPhhT3Dh9cT52o0IKzyTKM91ETHTxEHKAdfbwMwdBdcAV6ay2KKqmwXaDoA8k2gr4GPMPLjwHuAQ4r27cjt7UIOv26laxZIQ5xKDppsQMweXJwIIyxJ/I4fxxGtC9/r/RWKmzO3AK5Jr3I2aqm5+RMweuIsoQX0bMYjyKmBx4B/EDP9rUiwB0V0qAmIApX3vX05UMLLE3wiq6mY5YnbHZOLaeOvM/n07JanvIZaRuLxnuwMgA6jbAVbVzSnEgOb9RCdpTXSYLksEhgAOAL7Vzvap6uZjxAwxiODCkaks/jp2r0BzYzYD2lsBpxNt6bVSWVzV2fZZ4ONESPstqSzOy2HiaWloHfbFgL2Jz9+bgE8bWBhbPQH8DYEXEqHAfxEVii7vVFzYh6H39XdSWezU81zLEvfArycCgmd0q61oMFV1sxLRFl6KmI37tRTrYnfby+1A60uI+9+HgJcml0UcM8PMAL0glcV6tpUG06yqITzJ4MJ+wHLE8oWboHlKVTffJPoi901lcUw1tNzh/J021dbAR4nKVecBh6Sy+H3e9oTrhNeO/uq5Dkzu9C29kmhvtcGFE1JZ7J63LQC8AjgeeD5DITaIfpE/YwWNp2yYCkfnEUtB39LXA5MEREejpFnoKYn6FmLd1vWIdcFeTKzZuwhROeGAqm5elW9cjiNuOj6TH7MAUeLpRqLzdoNOYGEycSNzN3n90Nyo0RxKZfFIJ7BwGhFK+Arw61QWd+VzsiXRAZOIzvUtqrp5euc5fpnK4kBiaY/1iXOyIfAxAwuDL9/Ute/XN1d1sw+xhuRkInQA8Gi7f56p/T0ilFATy7WcUdXNMzv7fIMIE61lYGH8yH8L3ZvzlfLXrXO1jCqVxS+Ja/mNROf8h3niNWFqrp5DKosPERUZNjawMHqqWMLjrUSwb03inO1FhAD/nHd7CTA1d+JMTmXREOeyytvvJmYnvDWVxdY5sDDFG/oR9RBxXV2GWHanfb88oe2SyuIMIlSyOBE+6d1uR9oA6gQWDiYCCzcC66SyeHsqi/cTa6K/myhhCtHu2rHz+EOAA/OPOwMH5g46DaAUa+ROmcnmVfPXD/cEFg4hAgtTic/G86q6eTbxWfnCznPfl8riUGKQeycDC2Mrd2i3gYWjiGWTjiWqjR0HnFnVTUplcT9xj3o0scQhwOurulklP3Zy/sy9JZXFP1NZHJ3K4hMGFgbDHPQd/Je4D56fqDb3uvy3MT33RcDQEiAFMUjybwMLYyuH609mqDrNOnlAW31W1c3yne8nAXSurQdUdbNq933YDlTmdu4FRN/U2XnziVXd7NLZ91aiss2xxP3MAaP7ajRoqrpZBFg9/3hb/joVoA2Y5d99j1gyYD5ieeGPVnWzbt5veu9ngfdZ/dF+rrb//qkspnf7IlJZ/I2oqnEqUUlh1yqqOrd9238m+jd2IQbVv0q0r7cBdjCw8NTlz9tTiP7e+4jl6070M1caDFZakLLZzDDak1h7tSZmCV5fDa0D+h7gSOIm/yGi4sLBqSwu6zz+2cDCxIy0vwMPps4artXQGrHnAtsn13V+0nKH615EWGRxetKSeXbQ94HXEDeEh9BZKqJnZqGp5HGiZ0b8scT76WmdXX5LlE+bPkw1huEqLmyVQw0ax6q6+T9i8Pse4oZvRaLE7aOda/jziAHV5xAz+L/ALCouaPRUdbMBcCYxY3ftVBb/6mw7hlhv+15irddLc4WFNpRGVTdLE52Cibi+f4G4vvteHgVV3RxG3ORfAnw0lcVv8++7szbnJypfnE8EAWeYWabBVtXNi4lymc8lyon/JXfCTe+c4yWALwK75odtlsriJ53n+DDRyfYI8IJUFjeP4UvQbFR183fg5lQWG+efuzPyJxMV4v5KVLJ5fSqLX+VtBxMz/aYCr01lcWGesfQdYkD0u0T7e6rt6f7puR6fRMwou5dYPm9R4l7pOuAjOQBIp+LCe4h203XANqksLvZcDqae+6CliHBnu8ThJcD9OZj0OqKd9XRiWZevAT9vZ/B2nu8HRPD7y0Sod7rnfWzlijVbEZVQrun38czrcsWg9wO/SGVxcc+27xGfez8jwppXdN8vPTOtNyQCYxvlzbunsjihs+/SRDDbpdTmMVXdLExUeV0R+Ewqi88Ms0/3M/18IrTwCFGZ8KBUFhf07qex19OWXp1YrnJFYrzgT8Cf2glRVd28mujjeELFhdn8P1wSYoQMU3HhT8DmqSxum+UDJY0qKy1onlfVzfxV3Twn38jP7D3xWqIxuGcOLEzJnXAvJdb3fYzo1J1ElD49oKqbV3Uef1sqiyqVxe9zIOGFVd2sUNXNy6u6OYsYYL0Z2MfAwlOTG4ffAD7EjGnJZfP2W5ix4sLHgLdVsXYYwJ5VrAVnKnkc6XTUfZ2Y9TuVKAv/IDCNqJzx5XbfdvZ8/nm4igvn5oEYjSPda3hVN2sQ6fTdiZuQ+YB701Ap3Km5k/d6YhmZG4lO3mErLozl65iHvRpYAvh2T2DhaOJm/j4iOHhpVTfPJzoHD877TMkVMNYmgirt9X3LHEzSyDuOWO96DWC3qm5Whcdn+cyXz8mjRKWpZxLvsYv6drR6Ml5BDFb/DbiyivK007rto1QWdwOfZGj24MFV3Ty7nbWfyuILRLhlDQMLg6Wqm52J6ievq+rmdIh2dKfiwnSig/V/RFvqpvy4QxkKLGyQAwvz5Z+vz499dvv/sT3dP53BjQOIttBNwGtSWewIvJ2obPSJTmBhSq64cBIxoP0PYjmt06u6WXW4WZzqr2rGSnMHAD8CfkeEEs7LP3+iiiXyfk2UHoeofPIp4LNV3Sxd1c2zqrp5QRUVC7cgwipH9V7zNTZSWTxMLM9iYGEwvAb4NLB/VTdrt7+s6ublxEzdR4nKq4cAr5hFxYXfAD8kwmMA36rqZqfOvrcbWJj35L+P/xET4KYCq+SJFTPIf0ttG+2P+ev/iP6rA6u6Waezn5/VfdATWPga8X7/GrFM2geJfseTqrr5AEAqi78Q/dfdigvf7Dzf/MP9fwwsjJxOxYW2wtEaRGhbUh8ZWtA8LSfqLgP+WNXNC4cLLlR180KiBO7/gP/kX7cDWDsRg10HEsnIc4ilIt4AfKbTgd+d1f1lYjD1fKJDYTPgSmIW+OODNHrycqPj2wyVeXo9sw4ufAr4UlU3PyFKih/SHdTW4OoZpN6QCCzcTgSN1iQ65n5JdLa/r6qbg2CWwYXPE2t2r0rMPtM4kW8Q2yop66Sy+BNR0hyizO0SREfT/J3Oo1kFFzY3uDLmUv7aG1jYi7iWr5vK4m959tm2xPt0japuFm4H2vLAy7pEcOH5xGymt1d1s+RYvpB5QW6zvDX/uAPwwapu3py3TU1Da/weB7yMqDT13zE/UM21Tkdn22F6Q4pSpY/O5CG3EgNjDxHX2wXye7JdXucrKcqgarBcCHwOeADYqqqbM2AouJCilO10YqmAycC7qlhe4MMMBRYuyG2xafl+54r83MsAS9hpPraG+/fOwb3XEwH8rVNZXNUJIN2fyqINo0zK5/6ZRIXAk4mO9quI4MKvqrp5tQPYg6OacemPk4CDiADoFcCviEpj6xIho19WdfO0VBZnEv0PDbAy0U76W/7vj8RyXNcDm+b2sfrE99pAeYxow76FmOSyclU33yUqvN1B9AVOIyYwHczMgwvTUiw/eStDy1aeVNXNNmP4WtQns5gk17qcmGjxZmDr2bShFslffw08jMGFvsvVD9rP5B8TFaueRvQzHk9U/IWYUHVwVTeHA6SyuBT4OkPBhd3a4EKecGPf9CjLYwjfJSqNvTS5PLTUd4YWNK/bhuiEeTbw/ZkEFx4jOuaWAF4OjzcAtydu8i8CfpeTsbsTN/mLEZ1Dx1R1s1PbWMwpyWn5OZclQhBfBd6cXN91RKUnrk81s+DCb4m/gT2JdPwtwOecWT34ckddO0i9OLBU3rRzKotLU1k8lMridKIs9Q+I994BswkunAm8F1jBjrrxo+cG8ZvAaVXdvCSVxanEjUfr9cDGef/ZBRcOAzb1Zn9MtTNHloLHl4ToBhYuz+fqYSLsB7HkwHIww0Bbb3DhC8Bb5qCjSHMph4PWyz9uDRxR1c2xVd28vaqbfaq6+QXRkXsrsG9yqY5xoTNQ8kD++qI8E3fYTrP8WXwW0aG/NLBC/r1tqQGWyqICTgSOIDpJt+wJLrSzjH5HVF3YhZgpNpVYwueCTlusvX4vkb/emMriDgfdRl9VN2dWdfN2mOkg50rEdfoW4JocWHhCACm3i9YnBq53yve2pxBLJN5K3N/eN0ovQ09Cp8LCUcRkiluI8vMbpLLYlDjvVxAzBtcjKquQYgmfLYiw/j+JdldBtIFPICZT/GNMX4w0wHKVki8T18BtiDbPtkS11JtzGGh7Zh9cmC9/tj5CDGR+NW++aqxei/qjp+/qVVXd7FrVzd5V3bym/exOZXEa8JX8kEOBvau6WajzHFNy+2wyMfB9CfF3eAQRHG6DC6/Jz2cbbAx1zu/XiODJVUSluW1SWbwrlcXWxP3yucR43Ac7fZN/Idpb3eBC2yb3fmoMWOFIGix23mpe9wvgM0R44FXADzrBhbZj9iZiLdd/EzOwqepmPaJs5nTgiBSlqufLnfHtB9x/gdWIBuSiECnJVBYfImYcvpKYCf5hU3yjYw6DC9sA3yTKjJ9NrMtrgGQc6HTU/YAIG+wC3EV0vtGZ4fk7olPuTGYfXLgTOCWVxbVj90r0VHVuEL9BVNdYjrjGksri28QSPBBLB+wJrDeL4MI6xI3iMsQ6st7sj5126YANqro5laElIdZrAwvEexjgWuIzeYbzM0xwoSEG0S5MllEcFSnWT12DOCfPJSrefB84kvjc/Svx2Vr17SA1U8OFeTq/uzV/XQFYKV8rh9t/EjFo3W7zvTZOpLK4jpj99WWeGFx4OO92FlEpZQlioOXLaWhN70n5c7QdBN8kf/1dVTeTDP6NrqpujgTeBnyjqpuNZ7Lbovnr7TlIMrOKKRDVcxLwnqpulktlcS9Rve6TwIttHw+eqm7eSEycuBd4QyqLP6ah5Sa3JPo4HgNel8rir1XdPD23eS8kJmCskf9bN//33lQW/+n9/0jzqvZzLJXFocBnic/BknjPfbqd6JDK4gyGDy5Mzs+zYO6/eDpRyWoq8AFgmVQWl4/pi9KYqmZcxucool31LaKP6oKqbt7W6ZP6PPG5C3Ev9cmqbl6bf54/V0P6AbGE27/yxI1PAkcTwYV1gS9WdbPm6L8ytToTFVcnKrLcCWyeyuJfVSxJPRkglcX3iapIZxHXgN2qutkhb7uM+Jtoz//G+XxrjNj3Jw0OQwua5/QMUN5OdNR9k1i38ZUMBRemdmbvfh14J9GgXJwYBJ8P+FQqix/kp5te1c3CQFuC+iii4bhqKov7csdd21CpUllckQfV2/LJGgVzEFy4jeiceQuwnZ1x40tVN+sSg8yvAVbPv14if53e6WS4kLjpm5PggoMt40Q1tKYjVd08n+ggaohKGWe021JZfJehpSLeRKxXt+5Mggs1UWnhJQ6yjrk/ETO7NyACZfcTs3n/lmeGTmVoNm+Rv7+MmBn4uJ7gwoo40DLqUllcQszu3Icolft/xAyyPbGa1MDqmfW1fFU361Z18zIitEUqix8Rs4EWAk6t6uZlqaciWX6vTSeWVFqACKn8aYxfip6CWQUX8vbbiWtyQ5zjt1R188X89/AYsEAeCP02sUTeNcRMpXZ5CY2C3Ha9kni/LQo8q2d7+z69hegYf0FVN2vPJkhyFBHmX4QoaUwqi/uB45PLGA6qlYlKCl9IZdFWoaKqm0OBjxPn/nWpLH5T1c0yxDluq5A9lsrinjzD86JUFg/kChuSsp7PsTWIa+OjxHV3k6pu1u7s2xtcOARYs1MpDuI9uBjw2/w52YzBy1CfVDMu4/MjomLV4kSVhL8S/dDn5L6ISTl09kmiEhZEuOysqm5+QwT8LwE2Byqij5MUy44cQPR3LUyED28ei9en0LlOvJqYQPPrVBZVW90q3z+1fZN/AL5BBIKXATZs+7VygOk44EvAK1NZ3Gm1SEnzoknTp9uPoHlHLsV2LXB+KotdOr9fipih8G5iqYC/Ae8YrnOmqpvnMTSwsmoqi7uqWE/7f1XdvJjorP9rKos3dB4zJQ2t7aw+qOpmAaJs5peIm8RfAruksrg1D1w6UD0O5cb91sD7iPXtAfZPZfGlvL29MZief16bWP7h7URw73OpLD411setkVXVzeeAmpjRcmIqiw93yyd2BuW2A76TH/YTYoDm9933f+5YsATfKMrv2xWImUrTu+GQqm52J9bQnkKsx7xZ3uehnuf4BRFCO5YInj1h5qjnsj/8dx9MVd08szP7dobzVNXNYUTn+kpEwPP3wMmpLL5f1c0GRAf7y4jB6C27A2Od5zsd2IqYOfa+VBYPjvZr0siq6mZ5olrRB4igyvdTlLJtt69FzAxbmrh+3wecTwyWL0n8jdxCDJBaWn4M5M/TtwGPpLI4O/9ulRTrI7fBhuWA3xDLJR2SyuLAvO0J9z/5PvePRCf6ermSjgZQvseZn6hs9BZiebxv520HAx8lAgsbpFjKZUGizbQT8O1UFjsP/8yShpNnPJ9KLC37c+Lzcgli1vsRqSz+2Nl3a+Kecz6i7/CvRD/k64lw31VEZZSbxvAlqI+qujmRCIz9k1g64LrcV7HQzNrMVd0cSLStX0Jc7yEqAF8B7J3K4uZOddG2Tf9J4Hu2w8ZWDpxMr+rmaGJ5yxNSWeze29Zq98vfv49YDuRBYPVUFn/v7Nf2ZXlfLWmeZGhB85Sqbj4AfDH/eGQqi/0622YaXOgZ9NqEWErgemCTbmOwM4hyEPBpYqDFN9mAGCa48CeiZNdtfT0wPSltAz532G5L3ByskTe/PZXFWXm/mQUX3krMTPpkKouDxvr4NTLyTLIPAzcAzyCu7R/vuW53bw63ITqcAH5KBBd+Z3BpbFR182GibOVGRAnLh4gAyYnAX4gOmU8Qg2bzETP2zwZ+BEwCnkl8xr4RuJpYd9lr+ADpeb9Nsh3Uf1Xd/B34H/CW3rBmVTcnEW2jx4CHiRnW04A7gA+msvhOVTd7Eu/JFxLlkN8L/IPoOH0uMQtsK+BfwMZ55r7GgdxGmtzp7H4+sCszDy4kYs37FwLLdp7qdqLyzT5WKRobnQ7y7jX358SA2FtSWfyss+++DK2dvm8qi2N6nqvtHH8BEcC/HVg/lcU9Y/Ji9KTlqihbApumsvhFVTeHE7Nvu4GFyXmW57uJ2Z13EeHRO23/SnOuqpulgUfzxKUPAgcQs+aHCy5sQVQd650lfT0RWLAK2Twi/y2cSiwZsFYqi+t7wsOvIKr+bkMEhK9KZfGtvO0FwFJEQPRpRB/mHaks7u95Dge3x9AwYYS2HfVFog19ZiqLLfO2Ge6HO5/JzwF+S/RvbJjK4q9j/DIkaWAZWtA8JTcGdwH2y786KpXF+zrbZxVcaAdI1ydmqzxGzGC4BLiNGPjaNP/8plQW/x2L16S5k4MLOxAzAQGWT1EOXgNsdgNfObiwHfAeYE1i9t/2qSx+2j4eZggurEWU3VuNWGv9CbNGNT5UdfNC4DSGKm3cAGyUepYDmEVw4UfEEkC/tuN2dFV18wNgC2Lw9C5iVkHKm/8A/JBYVulZxGf1J4iOvkfzYyYD04m1YP9OBAdvtJNGmrlO2BbgF8BuqSxuydsOBD5HlP3fm2jPvpEI9a1IDHrtnMri1FwFZU+iFPlDxHvxTqKzflGivO0mqSyuGZtXpidjTqqL5WDCzsw8uPBM4u9gI6IqznTgHOBK73/6J9+jnkjcw95BVJT7Wd62KBHcf3fe/QNEBZVpPR3p7QD4ycQsTpcKGFD53mYS0QfxXqINdTVwID2BBaBdBm0D4NfAPcALu9V3JM29qm7eTyzDMrPgwtpEsGEFIgz2Z+DLhjvnLVXdfJroe5qhymdVNwVR6ewzRDBhEaJN9TBw8Kwm1hgM75+esMgLUln8u7NtC+JaALH88On59084X7kf62Ji4s36qSx+PyYvQJLGAUMLmvDyjfpCqSweyD+/FNiDuLkHODqVxXs7+y9JBBf2IDp9LieCC93y1WcSpTgfJcqjPkCUSv0P0di4cU46BdUfuTzmVsDFdq4Pvp6bgkWBlxI3dI8QS7E8mLfNT6TT9wZWJwZFd55FcGF14OZUFjeO7SvSSOmEyZYnbg5fTQyEn0x0CtzSs//MggtnEAN5ds6PkqpuTiOWcqmIcqo3EmXENwDOJGaOXEGUFf9vVTeLEANihxOlV5fKT3UZUZHhwFQWtxlYkGYtt3l2IAYsFyeWx3onMaj5GyKcsE6acS30txMhwNcxY3DhpcCngLWICgsQ79s/AIfaCT/YetpTGwGvANYmBj5/AVyRYp1dqrp5EVGBY9jgggZPbgdvTbSD1yDawTt1gguvAj5EhHwhlgq4GLiQeD+/h1g+7UYi0Ptv1HdzENxejVimZZH8q6nAmqksLu3M5pw/lcWjVd28lQjr/iGVxdqjfvDSBNVzTznL4ELeZzEigI33LfOeqm6+RnzGHgp8JpXFw1Xd7EZURnpH3u2fRIh4MaJtfi2xJNvfh3lKDYBcaflR4OOpLP6Wf/ccYoLcRsB5wEGpLC7M29rP5LYqwypEkPBK4PX2RUnSEEMLmtCqunka0Qn3E+BbbYnLqm5eQjQan1RwoaqblYgG56b5IbcTsz53SmVxk4Mog89k8vjQNujz9x8FNiRuACBCC9cQNwW/TGVxzTDBhbuJ9+WwwQWNfz3Bhe8DqwA3E53xx6ayuL1n/24n0y7AN4FVUllcPqYHPg+p6mYPoprFzcDaqSyu72w7DNifCP9tmMrikqpuFiJKrz5W1c2ziNDCC4iO+D8CD6eyeMjPWmnOVE9cHuunwBHENfMHqSz2qJ64Ju5biXbyhsR7b49UFifkbc8nZgVNJtZlfiyVxSNj+Zo0d3oCC0cQ1Wye3rPbP4GTU1kckvd7ARFweUJwoaqbBbrn3HZ1f1UzLpm2DbAvUU3sLqLiwk/yfisTy3/s3Xl4WzFlPmKQZLPkWtgDoed9+2yiEtXDwD86v386sSzl3sQSWz9KZbFF5zm6ywH9BHgTsVTI/sBU37fSkzOL4ML3iIquf8iD1Zelsjiu9zGad1SxPOKhxCS3S4m/k407uxwFfCffB78WOAkoiTD/b8b2aDUzPZ+nryEmXjyDmAhzVLu8Q1U3+wBfID6TzwK+kcri/J7nmkRUKXsDESw/MJXFo2P1WiRp0Bla0IRWDa3p+ACwD3Bq2xB4khUXtkxlcW01tIboZsTs0OuIzoN7HESRRkZPR93JwI5EUOEOYjb904nZ13cBFxGp9T/PScUFOwvGl97rar4+TwLubkMt+ffLMxRcuAE4DvjmbIILT09lce/ov4p5V1U3JxEzvbdMZXFW5/fHEOXm7yOqFF2WyyTuAHy997z1PKfvY2kuDBNc+DewHPDpVBaHdfbrXh+7wYVHgfemsjh2rI9dT01PJ+spxDX2buBIIkz2DGKm30rAgnSWz8sBlV0ZPrjgPU8fzK6a3+yCC3mfXYmqgasR7al/Eesqfz25bN5A6LkPOogIbb8KmEYsA/KTVBa/yNvXBT7G0JItPwIOIoJIjxDv8S8C2xPX/td1A6SSnpxhggsHEgPS1xKfs2sS77lXe78578qVNn5DVIVsPUaEiM9MZfHdzr6LEJ/Hrwa2TmXx/bE8Vg2vZzLVq4GXEO3j9YhzeRrwtVQWl+Z9DiaWk55KVFI4hQg0PY24RnyeCCz8lVheb6b9HpI0LzK0oAktz9A8FngLwzT4nkpwYSb/P5eEkEZYp5zejcSNwbXELKOlgMOAdYmSqL8H3p/K4q+dErn7EMGFBtgzlcUPx/4V6KnouUHcjSh5vAkxI/Ay4kbvs8AjOUz2fOKGcI6CCw5+j54qlmd6FnGelgRW79zIHw3sRQQW1k1lcXnu0LmIKIl5YDvbV9LI6AQXvgwsmn/9beA9KS+1lPebVXDhPaksThzTA9eIqOrmM8AniKDC61NZXNXZ9l1gW6JzdZNUFr/qbHshUZmhDS6cm8pikzE8dGU9baI3AC8kQrx/B87pDHK3wYW2HTxccGFBIsC0ILFc03TbQ4OhJ2jUBrenEoGF+fNuFxB9F9/L+72eCGy/njinNwAPEaGFpxNLgNwEbGwlDWnk9LSZ3ktcd1PefAPxeeuSpPOoTiWkpwOfJPqwFiKqPV6ZyuLWvN/TciXBpYmlmx4C3mDArP96QoQnEO2rBYnQ52NEWPBBYsnRr6Wy+HPe99PAu4Bl81P9m6FKdYsTbbdNUiwvbRBYkjoMLWjCy8GDl6Wy+H3++S3ABaks7so/z21w4W9EcKGyYSGNrirW1T6dqJayViqLq3u2L07MLNoFeCZxo/DxVBbXdzps3wO8BrgeeDnwgJ2y40PPDeI3gd2IG8NHGOq0nR/4ORFguSSVxYNV3TyPWFN0lsEFjZ5OB81iwJ+JG/Nlc1CkDSJ1Awvt2o4nEO/nU1NZ7GCoRBpZObiwC1FxYREikPvOtqRpZ7+ZBRcgll36zpgdtJ6yqm4KYsm8lxBL8fyps62dDfYYMbjyf1XdLAWsnMrivLzP84GdiQ53gDKVxY1j+RrmNVXdvBn4fRpa3rAbWPga0cZdIu9+B7Eu8o6dqoLDBRe6lcd6q1j5eTtg8oDHJ4HbiOqR9xKzOt8LLEC0r76SyuK0vP8axMzN/Ynre+sG4lq/XyqLf43V8UvzimHaTCsRA9MnpLL4T18PTn3XuS+enMpiWlU3C6ayeHiY/SYBZwNvBk4G9uqGitVfVd2cDmxFTKY6jJgYtSDwduCtRLj7dODIzkSNrYhJVrsSfViLE6GUPwEHp7K4zXEFSXoiQwuap1R1808i9bwncHqnE2hugws3AuulsrhuzA5emgd1OtIPSGVxaE+HbXvTtxhRXm0fYvbgu1NZnJP3mUJ0sm9LVGG4oi8vRHOtp/PnW8SN3q3AfkRKfRpRcvMLwMLAH4h1eu/NfxfLM+NSEd8gOo5uG9tXMu+p6ubLwO9SWfyoqpunARcCKxMd78/miYGF+YBpOdBwEHAAUTnldfn3VjCSRlAOLuxMBBcWJQY7d05lcXPPft3r8JuBTwEvBVbrDRFqsFWxRvL5RHnizVJZ3J9/3y1f+9pUFhfmgMPJxAyyd6eyuCHv+0KiitVZnv/RVdXNlcDLiHvWU1NZ3NfZ1ob7HgSuIWbQL0p0nP+OCJ48kvedXXDBoEIf9f7794R1FyMGNZ5DBLf/3tlvT+DjxOzNvwBfaoMLefuLiDZyQQyS/Bq4JZXF3aP+oqR51DDvZ6+vmkFPu/qZRPWz3xGD3VOAw4mA8DXABqksbvXvaDBUdbMfUanuOmJZyxt6tn+IqHa0HHAqMabw5872lxHttCWIwOHDqSweMbAgScMztKAJrWeAcyki9bghMWt7f+C0uQwu7EqUVQV4cVvKS9JT13MTN4WYQX8pMSvw3aksvjXMY9rgwhJEZ/yrgHOIpPP0PAg6H7Bo+17X4JnVzXhVN3sDRxEd7et0B0qqujmMuJY/Brw5lcUve0rqdisuPAB8Bviyg+Cjp6qbHxHvvyuIgZPb8k38wcD9xI36fcAaqSz+0Zl5skC+cT8E+AhwUiqLXfvzKqSJr7NUxJeIEvG/JCou3NKzX/ezeRPg78k178eNamgppK2I+6Dvp7LYOm/rBhY2SGVxQf79ZsBZ+Sle37NUxOP3VhoduYrYOcBaDN2znprK4t6qbnYCTiKWc9gcuJoIEm2X/yuIoODrZhFccMm0AdK5l+leazcHbgd+QpSa/kQ+j9M7oYZ3EUGyZxPBhS+msji9Ly9C0hM42KyZyf1TbwF+CNxNVM55iKgcejWxLIRLBgyQKpZR25pYaus7nSqR83cqXL2HmKTxTOC7xOf3pf07akkavyb3+wCk0dQJLHyPGETZlugEWoTopN02dwyRB8KOBY7MD9+nqpsjO891B9FJ9DHgJTn1Ot8YvRRpQsuN/rajbr5UFo/lUnj35l0ebLd1H5c7+ebLM4eOJjrelwKeljvpJ6WymGpgYbDlczWzNsk6RChhl57AwiFER/5UYKMcWFiWuHZPys97PfAO4F/Edf9sAwujJ4cT3gpUxEyDu/Km3xNVUJYAHgYOS0PrKc+X38OP5PP2OmA6UTmjLZMpaYTlAc1TiJLj9xHroJ+Yr6Pd/aZ3rqk/N7Aw2PLA5uM6Ayb/zV+n5P0OoSew0LaxUlmcDfwx779kz/MZWBhluc26OTFg3d6zbl/VzYJE6OAxolrGJcD/8tcvEZWnbgfWBn6dg0ntOTudaCdfRAQbvlTVzaJ+xvZHVTcXV3XzUYh7mfy1vQ/6NjGQtTex9vUteftjbXnx/PM3iTDuzcCrgQ9VdbN15/8xw7VA0tgysKDZuAm4lrjvXZioDHkisYSXgYUBkqtirJ5/fPwzOX99tPO5/A3geCKEsi2wd1U3K4/9EUvS+GdoQRNeVTdfJAatXp3KoiHK4Z5DrDE3t8GFhkhL3mwjUhoZPRVRfgYc19ncDo68q6qbpYZ7z3V+dzcwH7FO3MLObhh8Vd38oqqb98HjAZTJnW2Tqrp5DrAFEVqpOtsOJmbjt+Wsf1fVzaLAd4AjiKo4bQDmeqLCTkplce3YvLJ5Ty4n/hBR3nKzPGP3UYAUa6d/PO+6IPDmqm4+m2cmPJI74RcDzgRWJdZ5/GF+rO9haZTMTXChD4enudSGPvP378tV5lq3Eh3jb6vq5jcMfYa+LgcWJndmcC9BhMwggqAaY/mec3fgp8Q96+HE8lhrA/8ArqjqZn7inJLK4kZiVt/hzDq4cCJRmeytqSzu97099qq6+RjR1jk4V0vobiuIcOf9RP8FxL0N+XzP0F4eJriwf1U3W+ZtBowkaQDlSTWXEFVC1yb6KjYA9slVCu1rHiyPEe2tyUAJM06s6Plc/gQR/H0aEVzYKy8NIUmaC4YWNC/4Q/66V1U3b84VE97JUCfQnAQXTmyfrO3csREpPXU9gYUzgE2Ad1Z10yaZf0zM1n4JsFVVN4sM8xzz52+XyF//kcriv3bEDraqbj5CDJAdVtXN7vCEG77pxKD3Q0DTVlmo6uZQZpwdemF+TLueM0DKzzE1D8TckMri32P48uYpVd38E7gN2IqYMXJDZ1t7Pr9DDMBArLP8ceDiqm5Or+rmJ0RQYXOiKsaWqSzumEX1DUkjZBbBhWf19cA01zqhg7OAA4A7OtuuIpbpAVif6IBdJYf+5s+Pa2dmz09UZLiBWGtZfZCDC7sR96wLE4PTLwRuSWXxcCqLR7tt3RTLFs4uuHAS8PZUFleM5WvRDC4ATiPeg0/rbsjn/CCiL6KtNrdXVTdL5NmcbTWUmQUXXg4cUtXN28bklUiSnpTcR/FgKot/pLL4v1QWd6eyeLCtFNrv41PI5+Ne4M/5VyvCjJXo8s/TOu3of3WeYgdg56pulhmTA5akCcLOYE14qSzOJGbfTgfWz42O3tkrMwsufCU/zc5V3TxjzA9emsB6AgvfB7YkBqK7nXjnE+v6LQ28C9isqpun58fMl2/2Hs37bpW//jJvt+TtYPst8G2ifN7XhwsuEANotwPLVnWzeVU3hwMfZsZy1pNTWUzLnfXtmoHP6ZQzdzmIUZQ/N5v841pEYGRdiJv5no71E4j36cXEuX1l/vlNRAnynwPrd0pieu6kMTCT4MJZdrANpqpu3tzeswyzbXNgM+K6PH/P5nOIz16IUMKa+ftp+XO0nZn9VeJafhVRvlh90gkunEO0lxYBXlrVzaoz2X+44MK5neCCS6b1WSqL3xN9D29IZXEUQFU3b+psvw74OhEwaYAVgO9XdbNoDuPOLLjwKWAasZb238bsBUnSPKDqWab0qfY1zew+14k3g6VzPtr28wequtmq3TaLv4P/AT8jJtW8h1jy1D5KSZpDhhY0r/gDMImosPAigFQWtzM0e2VmwYWTgM8By6eyuMsGhjQyhqmw8HYikfx3oiN9eYBUFjcD7yY67V4JfAzYr6qb5+YE+qSqbhaq6uYkYpDlUuDs/Fhv+AZYKos/EgMj3yVK3/YGF+YnAiwXE9fow4gBtanAet3AQqfaxmL56/88/2MjDa29/XPiPE4myo+XnX26Hes/AHYCtiMChccTgys7ANu5/JLUH53gwvvzr9ZgqHqNBkRVN1cSVai2ycvq9LqDqFJ0P/EZ+rhUFn8AvsXQbLFv5PbTPlXdrFXVzQ5V3fwY2IZYTmLfVBZ3js4r0ZzI7ZyGWPbqXOJ+dmlg06pulhzuMT3BhZuIyhpnj80Ra1Y6gdq/pLL4Tf7ducBPqrrZt90vVwf7GnAy8F/gdcAZVd0sNovgwvHAHsCaVheTpJHTvTet6uY1MLJ9TT1LZDpOM0A6n9vHEhNuAI7PIeHH/w6qulkglcVjOSS6JnBJKot3EO3uxYBDq7op7KOSpDkzafp0r5ca/9qBq97vO9snAb8i1gk7luiQfTgnIwti0OTNxLrpHwROa2ehtIOrDqJII2OYwMKWREn5LYiAwr7AAaksDu28/15OzDJbDngEuIWoqLAs8Fwi0HArMfv+mrF+TXryqrpZhbgmb0fMENsrlcVxne2vJSpuQAzEvCuVxSl52/zEDNG2E+FCYGVg11QWp+fKOjZ0xkD+LD0ZeCOxpMcBwAm5nGK7z2zPx3Cf4ZLGTlU3C5Irovh5OlhysPocoqrNA8D+wHdTWdzX2Wct4NfA31JZrNX5/aROx+o2RFBs087T/49YggDgGmBzz//YGu5es+e8FcCJxHl7EPgQ8J3u+e957DJElbKdgK1TWfx1NI9fc6+qmxcRS1K+If9qv1QWR3a2Px/YC9iFoYpU26SyuK9nEM22kySNsqpuzieuxZvkyTUj8ZzDffbb9zyAqrrZCDiQCINCTII8s+3vyH1TpxH9miekstg9t8UuJNrY6xgqlKQ5Y2hB4153ALTn95NyKGG+PCNhW+A4otT8G1NZ3NnZ1g0u3At8FvjmzDqBJD05swgsbJ7K4upc/v+DwOdSWXwq79fOpl8B+DzwKuAFnae9nSiDuncqi2rsXo2eiqpu5m+X9qjqZkXiBnAbYsD7A6ksvtHZ930MLddzBvB94NxUFg909jkZ2BH4C/DWkepI0BNVdbMc8BLgHuA24PZUFg/nz9ITiOUe2hDgd2cxoNINHBowkQaE78fBla+z3wLewjDX2apuNiBCC1cBqwKPDBfsrupmJWKg9D3EDLCFiGpX/wd8I5VFPYYva57X0z7egWjrvpRoE/0AuDCVRT1M2H52wYWlgampLO4Y/VehJ6OqmzWAfYDt86+eVHBBkjR6qrpZjQiOTgG2TGXxq6caGOsJn50BLJLK4s0jc8QaabkKxhZE23nD/Ovzgf8Q1eleTkymqojKoLfm6pN/ApYB1s5VzyRJs2FoQRNGVTcXEbOEjgAuTWVxS8/25xGdeC8ADkpl8cme7QVRhWFzokz9yqks7h/9I5fmPVXdnEoMUP8T2KydzVfVzUHEDO0zUlls2wkstF+fSVRW2IwoRQ9RceFqSxiPHz036G8BXkGUvn018HSiI36/vEYvVd08g+iw/Vx+in8D1xGlkpcnbg5fQwygr5/K4p9j9VrmNVXdHEGcqxWB6USp6o8SQb+7ZlK9aKbBBUnS3JnJdfbUVBb3VnWzOrHu7hWpLFbvPKZtR80Q9q7q5llEB/ziRJtsqjO2x1ZPm+ibxMy9ruuJSmS/ydXH/Jwdh2YVMMgVUvYBts2/MrggSQOmqpujgL2BK4DXpbL471N4ru5n/9eJ5X0AnuPki8HTmRQ5GViNqFi2d89uDwB/BbZNZXFTftwLgYuIYMMGqSweHMPDlqRxy9CCJoSqbg4ADso/3gbcAHyc6LC7pbPf9sQ6VH8h1s7+Z0/ZzWWAQ4lZ3v92ppk08qpYP3knYhbg21NZXNPOuq/q5oPEGrznpbJ4Q8/jFkix5rbGsZ6ZnscD78ybHgbuJlLoAFOJpSLa4MLTiaDLMcRg+RSGBs0fBi4DdjawMHqqujmbmN17H3AXMQP0xcSAybc6M30dUJGkUTST6+y3iGvyH4jPx+OJ2V3XADensmiGeZ4Z7nW89xlbPfehxxLLOdxBLBlwN9ExfhtwRNsBnvddmjjffs6OAz2VNDYDXgTcT4Suf5t/vwbwPqKtC7MPLlxEVI90koUkjaJO8PPpwG+I5Sg/ABz1ZEJjPYGF9rP/v8Tki6tH8NA1goZpM28APA9YiQgs/BH4U3cyVVU3PyQmRh4BfCyVxcNjecySNF4ZWtCEkGfhrgh8iuisey6x9vmvgJ+msvh6TkQuC/yMmNW7QyqLU4d5rjZBOeyyE5KemqpuXk1UNdk5lcVVPYPYmwPfAy5IZbFh5zHdG7sDgYYYJHU24DhV1c2RxKyym4llHa7L3+8EbEQsHTIdeE8bXMiPW5Mox/dGIqxwJzHj7NzeCjsaOVXdHAPsSQx+vYMYALurqps306lu1OnUKYCTgE1wQEWSRtwwA9f7EdUSfkRUTmhNI5biupyYtX8ucG8qi0u6SzWpf6q62ZMIZT5h0KKqm2e2HeA97eGlgJMZ+px9P3B6u7ayBsMwYd2dgcmdXfZNZXFM3j4nwYU9gA8TbeTnu5SLJI2cYSpSPb7sMNGe2g84DPg9sSTlA3OzTMRMAgt3AesYWBgfhgkvzFDxqKqb+Ym/lZOB7Yglqjfx81qS5pyhBU0oObzwUqLhtzlDHXY/A84DvgHsDhxNrDP1hlQW/xn7I5XmbW3VhGEa+JsCPyXKp62VyuL2mZTNPQ94hwOg41NVN2sDZwHzE2v79YZXlic6ZT/CMMGFvM9TWkNSc66qm3WJNbUB1kxl8Z/hgn2dTp1FU1ncnwdUTgTeBNwLfBY4zlmBkjR3ZlYBIQfETgQ2JWZ5nQpsTwyKXgYsQqyx2/U/okrRDcAlRIjUz9M+ysumbUmsk/2jdnBkuCoYeX3kl6Wy+EVPxQ2INvJJVssYPFXdfI1YB/sB4O/E+tevzJs/lsrisLzf7IILLySCD99tl9eTJD11Pf0RJxMB/Au64c58Df45kIDPpLL4zFw8v4GFCayqm08AJbAw8fexGjExZxM/ryVp7kye/S7S+JHK4q5UFhelsngn8HZiiYgHiAGTI4ALgXuIwMIzgVdBNB77cbzSPOxRgGHK6d0FPAIsQP6M6tzYHUd0xt4NvN/Awrj2EmAp4JwcWJiSZ+dPAkhlcR2xVM8XiIGVY6q6eXf74Hb/zs+TxvTo5z2rAAVw9swCCwB5MGV94NdV3WyU1/ncjZj1+3SiUoMkaS7kTu52CYEFq7p5fh6sJi/58E4i8LlI/n4hYgbgG4FXE4GG3YAziSXyHsj7LAMcbmChv6q6SUTYfj4iSEIqi6m9wYP8GbsyUX74c1XdLJ3P/27A7/JufzCwMHiqulkd2JWoKLYm8BqiatVX8i6HVHXzEYBUFn8CvgqcnrcdUdXNe9vnSmXxL+CzDoBI0sjqBBZ+QFSC/ClwUFU3r+3s8y9g//zjdlXdrDonz21gYWKr6mZD4DNEm2xbYtmIc4GN/LyWpLlnaEETTl4GglQW56eyOBhYG/goURJ1FeA44IVEaGH/vO9cr0Mm6cmbRYfqLcSM7EWIznTg8cDC7sRSAK9JZXHVqB+kRtOL89dH8tdpMOPfRSqLe4jZg+cAU4CvVHWzR972WHut732cRsWK+Wu7HvqwA1xV3TwbOIiYVbACQCqL24mwwslEdaP7DZlI0pzJIbG2k3sfopLCxcAfq7r5bFU3L+gMXP+c+LycRLShFsqD379IZXEisBWwFrAx0aG6ZiqLy8f+VanHg8TAxW3ATTDLQP2LgWcRM/iWhceDK+8AnpfK4h+jfrSarWHaOSsQgex3p7L4eyqLaXng62NESBdmH1z4SPtkLmEpSaOjqpslgefnHxcill46saqbj1R1M3/ug/gVEQRNwPr/3959h0lSlXsc/84GWHLQIyJ41OvxmjCLSE4CSsYEqARFRBSvkrz3Cgoq18SiiAFElAwiopiJLiigYAAFFLBEKFiCBUqQJWyY+8c5DU0zszuzO9Pds/v9PI/PVFdV15y2l+muU7963/K8Yc9vDSws3kolrF+QW0EcSg4kvoXckvrmng5OkiYoQwta7HTeLZRi+FOK4QvABsAngBnkyTyA51Z1s3J3RyhpPmaTJ9xXJgcXOgMLGzghO3G1ncy3+i0/G/Lf7aFO9FMMfwWuLA+XAY4qF22e8rdeY6/tPWmFQlpBhOHerzvId/ECvKeqm6VKmc27gfekGG4uF+AMmUjSApRJ7jll+QTgGGAH8vej55HPbe6Cxy9c70m+qwvyxe0dq7pZqe2Qk1MMs8u50Vne+dU3HgHmkoMme0MO1A/zOXsWuYrGSuSqVa3196QYbuvOcDU/Q1RGmUIuF303ua91+00Wj5HnJ+YXXDitbduqBj8laXyUi8/3Au8jV6WC3M7nOcBngbOAN5PnrL5Fnlf+dFU3rxju/NbAwuKt/TMfuCDF8JkUw4EphsvLvyVJ0kIwtKAlQrlo8u8UwxHATuQLoGcBr0sx3Nd+x66knrqHfJfZA8BSVd18BgMLE15b24fHT+jIdxZuVtXNR1rb2idi25YvIE8M/JrcH/BThs26o+39+hHwKLBJVTdvbW3reL9an6M/JlfQmAvMaYVLWsfy7kBJWrAycd6a5D6RXFq+Ifey35p8J9euKYZZreeU4MJuwHnANOCL5NLFK5Tt/v3tQ2VS+0xyFaOtS5uloT5np5YL4K1107o+WM1Xx8WpQ8jv68+At5GDJqvAk4O35b/LjzN8cOF48sWxV6QY/mnwU5LGRufcQ/ncnQRcTW4vPI9809ubyPNUOwLfAE4kz018i/xZvE9VNysOcfwpBhZ6p7NqVVU3y1R1M7UsL3IAsOMz/9vAjVXdvGBRjytJMrSgJURHr/TZKYZvA7unGG4vXzS8Y1fqAymGR4EHgRXJdxT+DzmwsKGBhYljPmWNH98F+C55ImCXqm52gMcn6FvPbf1cE5gKnA58DNg4xXDfmA9a8/Nr4Hfktkq7VHWzNjz+frW+S7Z+rkYugXybn62StHDa7tT+MDmocC+wSYrh9BTDJeVOrrurunlaVTerV3WzUVU3r04x3EMOLvycXKFoOrDrUJPp6ivHk9/jdYC9Wj2yW9+LyoWP2eTP11WB24ErejZaPcUQQaNPky9wvQF4Oblq1QZD3SxRntdZcaHVxvIy4EMphmvH/UVI0hKis/pf67y2tO+ZR65cNRP4CHAbuf3hUeS5ql2B35IDC7PJf+efWY7b3sKyVS3reAwsdFVHYOSAqm5OAy4FvlfVzWsWNQA4RAWNPcn/Hmw9LUljYGBw0KC2liytBG2vxyHpyUqwaAD4JbBeWX0f+cTuz70al0annCC2TtC3Bl5KbgNxKTAjxfDPsm074FjgWcAlwLEphrOHON73yeWw100xXNWVF6GnqOrmlTzR+uFU4PgUw+Vl20DbBbZfAJsAH00xTPczV5IWTpn4/j65ssK2KYYLOravDxxInkhfo6z+dIrhsNKT+eTyXIC9gJP8e9y/qrpZhxwShFwR8PQUw0869jmN3DP5fOAdKYZ/dXeUWpCqbj5JrpxwL3AcsBb5u3Aq63ZJMVw8zHMnk8MO/1NWHZBiOHq8xyxJS6qqbs4iBw/2TTE82LHtQOBI4CJyUOHf5PZbXwQ27zjUz1IM2w5x/H3Icx73AesbWBh/HYGCc8jVltv9C/gg8MMUw8OLePxWBY3WjVa+v5I0BgwtSJL6SlU3hwKfAmYBa/vFf+LoOIE7jjyxvnzbLicCp6QYLi377AV8qezzN3Jrga8CU8h3Ex4C7AxcA2xZ7iBVj5QLZL8qD39BbhvxdXK542WBr5EvkF0NbOX7JUkLpwQ5I3AtuWLC+q3gXmkfsBm5RUSrvO0s8t9hgI+kGI6p6iYAZwMbAS+xYlX/q+pmA3J4F+Bm4GJym6zVgW2BLYG7gI1SDFVPBqkn6QjrLgtcRQ4RrZdi+EtVNyuR/xv8OPBaconxnVMMM4Y53mTyBbEPkVtCWGFBksZBVTdHA/9VHv6e3O7h/BTD38v2KeTz3Y2BfVIMp5X1k4H9yOe9W5TnX0e+2eaBjt+xFnAQMD3FcN24viA9SVU3J5Orj80EvkeuCPli4BXk4MIBwPdSDA+N4phDBRasoCFJY8zQgiSpr1R1E4H/Br7iBPvEVNXNCeT+27PIrSAeAV5XNv+QXFXhgrLv7uQT+RcASwN3ACuQS+utDNwKvDHFcGMXX4KGUdXNeuTenlPLqj+T+zRPIU8E/IUcMJnZKrHZm5FK0sRWgguXkT8/v0huq/Tm8r8Xlt1+ApxH+awk3zl2Gflzc1ZVN08Hlkkx3Nbl4WshlRZMpwHP5YnP2pargV1TDDd1e1x6qo5KU7uTK2X8CjghxXBoVTdTUwyzSw/tdcilxddmZMGFVVMMTVdeiCQtgaq6eT3wMnII9Nnk1g83AIekGC4q++xM/ky+CXh9qxpD+Y62BrAP+cL4ximGW4eqMtj6LOjSy1pidXwmbw5cCNTkQMHtVd0sRQ4tfIlcGfI+cnDh7JEEFwwsSFL3GFqQJPWd9ruW1P86ThB3I5ekvoN898FN5JKLnyDfZQb5IsvXUgznl+esD7we2JfcC/BZ5Lsd/gh8JsVwc/dejRakqpuXkEsXbwcsRw4sXENuH3FI6bP++Em9JGl0ymT4UsBnyHcBTgbuJ4fE5pAnYU8FPptieKw8523ktgIzySXpHzQ4NjFVdbMG+TvUbuT3+x/kwOCPUgx39nJseqqqbk4nlw7/Bfn77P+kGL7a8f14Mrn93XRGEFyQJI2Pzrmm8pn7MWBD8vcngGOAc1IMv6rq5jvA24FvAvt1BhCqulm2BEWdw+qRjqpHywHvJ7f22DzFMKM9OFLVzZrk+apNGWFwwcCCJHWXoQVJkrTQhjjpPwL4X/LdBpd1nOAdDHy+7Pqk4ELZ/nRyq4hAvoN/borhkS69FI1CuWvwOeTqCsuTyyE/nGJ4xMCCJI2NMpH+afLE6urAo8DngMtSDL8q+0wrf3u3AM4HLkwxbNWrMWvs+Hna/0r58P3Ire1aLdFOIl/YmtWxr8EFSeqyzs/S0j5rdorhvqpulkoxPFYudP8H8D5y1apB8kXpI8ktIn4B/Jv8t/38Ei4dSDHMG6q6gnqjqptLyZUfJ5PbjL4cqDtDvKMJLhhYkKTuM7QgSZIWWVU3XwX+DuxOrqywCfBQimGw40TvIOAL5Wk/IbcBubAHQ9Y4cNJGksZWVTfLA08DVgH+lWK4tW3btFa4r6qbn5Dvzj8MOALAv8cTW8ed+n6+9qlScnoPchuX5ci9zd+bYrhqiH07gwt3Au9utU2TJI2djjvw309uubUD8BBwC3AFcFqK4bq25+wIvInc7nIycDm5beVLgW+nGN7bvVegkarqZhvgx+XhvcBjwJplPuopbStLMPgU5hNcMLAgSb1haEGSJC2Sqm4OIE++XkPuB3kt8AZgsG2y/fETxSGCC8e09Y10Ul6SpGGUuwGfDtyRYphd1c0k8p3d7yJ//m6dYpjZwyFKS5y24MJR5IoLM4A9Ugy3D7FvK7jw2fKzAl7ZWZlBkrTwOi44nwHs0rZ5DrnFIeSL0G9PMVzc9txpwDrkv9MvJAdHB4EB8t/2U8f/FWi0qrrZB/gSsDT5vTokxfDZsu0p80wdwYUGOBw4ubT7MLAgST0yqdcDkCRJE95FwHeBRL4b9PnAaq1UO0Apndhang58tDx3W+ADVd28qWwzsCBJ0hBKa579gBOAM6u6+SbwG3Jg4W7gbQYWpO5LMTxGLjV9APAg+QLICVXdrD7EvnPJd/d+AriYfLHMwIIkjZFygbp1wfkccmDhdnJVyK2AjYFvAn8iBxJ+WtXN9q3nAo+lGC4F3k7+3nU5+SL4XcAlXX0xWqASBiTF8A3gYHI7NYCdSuUMytzUQPvzynfm3YELyS1K9yO/z7T9+zkJAwuS1FVWWpAkSYusqpuXAocCbwRWAn4OvCPFcH9HlYXOigufId/lcBawl5O2kiQNraqblYFTgW3aVj8CXE2+86/qxbgkZaXiwu7kigsrABeQ2z/cOcS+k4GlUgwPd3eUkrT4mF+lxqpuPkZumVUBm7VXvymVq9Yj30yxObnF5UYphivLzRZPqhoJHAickWKY2X4XvrpruPe7ozLCvsCXyfNMFwFfTjH8dLjnV3UTyZVAD0kx/K21Twk8fJ8cgni1gQVJ6g5DC5IkaaF1hBDWAg4hX0xZlnzH2UdSDA/OJ7jwcfIEwPophut78iIkSZogqrp5PrAj8AJgHvnuv4tSDHf3clySstEEFyRJC6cEv6akGB5tn19o2z4V+CG58s12KYaLqrqZkmKY09q/HGNt4HPARsB1Zd9b239Pe0DBwELvdAQTpgBrkYMJDTArxdC07fsBcnBhMrmSwjELCC60/k1MSTHMKesSuUrH91IMN4z/K5QkgaEFSZI0AkOcrEfy3Z2TUgx3ta1/GTm4sB35BPJUYP8FBBeelmK4t4svR5IkSRoXwwQX9mz/zixJWjhV3SwNnA3cBHwixTCrM7hQ1c3LyZWo7gNen2L46zDHWop8YfrzwDTgPSmGH8yvgoO6ryNMcBiwAblCBsA/ya07Pg38LMXwYNlvX+AYcnBhgRUXFvR7JUndManXA5AkSf2tnKi1Eu37VHVzCvDb8r8ZVd18qqqbl5Vgw7Xklg8/BuYAuwFfqupmhZJcnwTQsWxgQZKkEWrvydvZn1dS76UYHgNOIVcTexDYEvhBVTer9XRgkrR4+DqwLfAW4KCqbpZtn18oJgOD5KpUk4c7UPl7/TPgTnKby83KegMLfaLMM7UCC+cAhwHrkz9fbwWWAV4CnAkcWlqXkmI4FvgQMBd4A/Dhqm62KdsGR/Id2sCCJHWfoQVJkjSsjhPEE4BjyXciLAMsDbwQOJTcA3Cvqm6mphj+BHyK4YMLkyEHF7r+giRJmuDaJ9KdVJf6U1twYf+yah3yd2dJ0qI5Cfg18Bxgb+DgtuBCK6AwC7iX/Hc3wuMtJZ6kVGi4Bzi/rJo9zmPXKLXdQHMGsBNQAVsBryS3iHgnucInwMHA+0prB1IMxwH78URw4YNV3by5bPM7tCT1IUMLkiRpWG0niN8E3gPcDbwV2JB8krg7+e6FrYD3A88oz/szcARPDi5Mr+pmRXtASpIkaXFXggunA3sAL04x1D0ekiRNeCmGXwEHAFcBawDv5Yngwtyyz43AtcDywFFV3ayWYpjbUY0BYKDccf/c8vjBbrwGjU5VN3uTb56pgU3Kv4E6xfBQiuHcFMMe5JZMkKsrvK313BTDN8jBhUeANwJvrepmWldfgCRpxAwtSJKk+arqZi9gL+BfwOYphh+lGP5Y+vJG8veJQeDgFMPMqm6WLj0CryP3Ffwx8DD5LogjLGUtSZKkJUGK4VHgtHIBTZI0BlIMVwIfZojgQttu04FbgJcCX6vq5hmlGsMUgFIlci4wjdxe4B+UigvOWfSdtcvPz6QY7uhoYToAkGI4GPhq2e//qrrZsvXkElz4GDn08L8phke6N3RJ0mgYWpAkSQuyAbmawvtLBQUAqrr5Armawhxy2v3iqm6eCewLrAyQYrie3CriCnKfyGMtwydJkqQlhd99JWnstEIHJbhwIMMHF64BfgDcB7wZOLmqmzVb7S9TDLPLsU4DXgZcCVxXtvl3u0faAyNV3Uyq6mZlcmsHyKEDyO0egPxetVXQOAK4sCzvWI7R+vdyNPDSFMOtrXWSpP5jaEGSJA2pnCA+C9iWXEnh5rZtnwUOIgcWNk0x/Kqqm+WA84Avkkv3AY+3ijgAeF2K4S9dfAmSJEmSJGkxUNXN5FbooKqbpVIMl5PnJTqDC8uVypBfB74L3ENuafmbqm6OrOrmv6q6OQK4HNgJuIl8k8YDVlnonVJBYbAsT00xzAOmAkuXXQI8NVRS9oNcHfSmsvyq1r+XVqghxfBQqQo6Z7xfiyRp4RhakCRJQyonfg+S70y4M8Xwe3i8wsJ/80Rg4fJyMvgQ0AolrFP2nVyOdUOKYWaXX4IkSZIkSVoMtLUE+D1wYVU3y6QYLmP44MLfgM8DRwPXA88iV2c4mtwu4FXAZeQ2mHeWeQ2rLPRARyDl28BxJbjQkN/bueQgwtShgiUljDAbuJQ8V/UY0JqPaoUarKIhSX3O0IIkSZqfAfLJ4ZpV3Xygo8LCJiWwMIlciQHg9vLzWeXnPCRJkiRJkhZCW/l/qrp5BbAWsCFw5jDBhb14Irjwd+Cr5AqSXwbOBi4BvgXsAeyYYphZLprPRT3RFkj5AbAn8BrghWXzdeQAwvuADTtaQrRMLj9fAEwBbkkxPDbe45YkjS1DC5IkaVgphgeAM8ihhE/wRIWFDVIMV1R1M6mk1ls9AVvhhTvK802xS5IkSZKkUSstA+aV5RcDLwbOBB4Ftge+M4LgwgMphltTDPunGHYGtkkx7J1iODPF8M8yr2FgoQequpnStrwNsANQkd+/68umw4GLgGWBc6u6eW179YRSkWFOqcCwDXnO6ryyzXYfkjSBGFqQJEkLchrwD+AZwGzgEymGq8q2KWUSoZVgX5dcmeFy8ARRkiRJkiSN3hAtAy4n31SxO7B02W074Iz5BBcOqupm2dbxynMeKY8H4MntAzQ+qrqZVtXN0VXdrNG2bqDt/d2d/J49BLyztCcdaAuUfB64ElgemFHVzduquonlUPOqulke+D6wHnAFcD54I40kTTQDg4P+3ZYkSfNX1c26lCACOeH+0xTDl9u2TwK+TZ48+CP5zoU7uj5QSZIkSZK02Kjq5mzgLcBtwJFAA6xQ1q0NrAqcS77Y/XBVNxsA04HXATOBE4AjUwyzyoVyL4h0UZkvuhDYlFwBYc8Uwz/atv+QHD65ltz6Y/0Uw286jjEN2IJc/XM9cvDkRuD35PakzyFX4fgrsFlp+THJQIokTSyGFiRJ0ohUdbMhcGnbqhnADcBywEvJPQfvBjZOMdzU/RFKkiRJkqTFRVU3+wNHATcDG6YY7mzbFoGtyK0s1wB+CLxjiODCLcD3gMNSDA939xWoqpupwL7Ap4AVgU1TDJeWbU8DPgrsU7Y9AnwoxfCtzoBJVTdLAS8it4vYsePX3A38DtgnxXBHqdJhyw9JmmAMLUiSpBGr6mZt4CQgAVPbNv2bXGHh3SmGqgdDkyRJkiRJi5Gqbk4HdgbelmL4QbkAPqd1Mbu0ftgO+CKwOvAjYNe24MLnyHfm/x7YPMXwQC9ex5KuBA7eCjyaYjinrFs1xfDP0jJiD+BgYCXgD8D2JXwwpdVCouN42wHPB54OPEyu5HBjiuF+AwuSNHEZWpAkSaNS1c2zgC2BXYBHgX+QTxAvaS/xJ0mSJEmSNFpV3QwAAbiJfAf+JimGXw6z70rkO/k/BiwP/ATYuQQXNgUOAD6YYqhtD9E77e0aqrq5AXiI3Fr0rqpu1gR2Aw4CVgEuAd6QYpjXHlxYUCDBlhCSNLEZWpAkSQvFk31JkiRJkjTWSmhheeA6cuuHjVIMVww3D1HVzcuBn5Z9Ab4P7FaCC8uUn96B3wequtmaHCwBuADYc5jgwsUphi3Kc4asuCBJWrxM6vUAJEnSxFcmFCRJkiRJkhZJimEwxfAgcC35GsaeVd2sNNyNEymGPwEXA4PkO/jfDBxd1c3UElgYMLDQNy4G9gbuJ1fxPLmqm2emGG4HTgWmA/8CNq/q5kKAFMOcqm6m9GrAkqTuMLQgSZIWSvtkgRUXJEmSJEnSWKjqpnXd4mJgDrABsN5QF66ruplS1c1kYDVyC8uzgPvILS3fC85Z9JMUw6PkcMLBwIPAFhhckCRhaEGSJEmSJEmSJPWJFMO8sng2cDPwIuBQYN2qbpaGXPGxrW3ANOB5wG+AzwHfAVYgXxBXn0kxPAacAhzI6IMLk3s0bEnSOBsYHDRkKEmSJEmSJEmS+ktVN68AZgArA1cBxwHnpxjuLNuXIldX2AH4Sorhw1XdrAtcTm4X8aIUw197MXbNX3nvdgeOIodMLgT2SDHcVdXNmsBuwEHAKsAfUgyv7dlgJUnjztCCJEmSJEmSJEnqS1XdbAp8H1gJuBu4AzgXiMArgdcANwKbpRjurOpmZeAa4JnAWimGquuD1oiMILjwDnL1DIDVUgxNb0YqSRpvtoeQJEmSJEmSJEl9KcUwA1gfuBSYC7wK+CSwF7AWcAXwhlb1BWBNyt35wN+7PmCN2AhaRXwH+BDw7BRDU9WN17QkaTFlpQVJkiRJkiRJktTXqrp5GvCfwHbAMsAU4JfAjBTDPW37nQtsDxwJHALMTTF4IaSPDVFx4efA3imGO6q6mZRimFfVzeQUw9yeDlSSNG4MLUiSJEmSJEmSpAmtqpsB4GTgXcD1wNYphtt6OyqNVFtw4XPAqsCZwG4phnk9HZgkqSsMLUiSJEmSJEmSpL5X1c1Ae9WEqm72B9YB7gLWBdYGbgO2SDHc1JtRamGV4MI+wAfIoRPbe0jSEsLQgiRJkiRJkiRJmlCqunk78E1yOwGAB4DfAPt6sXviqupmKrBUiuGhqm6mpBjm9HpMkqTxZ2hBkiRJkiRJkiRNKFXdrAZsDKwHzAF+ClybYrinpwOTJEmjZmhBkiRJkiRJkiRJkiT1xKReD0CSJEmSJEmSJGm0qroZGGpZkiRNLFZakCRJkiRJkiRJkiRJPWGlBUmSJEmSJEmSJEmS1BOGFiRJkiRJkiRJkiRJUk8YWpAkSZIkSZIkSZIkST1haEGSJEmSJEmSJEmSJPWEoQVJkiRJkiRJkiRJktQThhYkSZIkSZIkSZIkSVJPGFqQJEmSJEmSJEmSJEk9YWhBkiRJkiSNWlU3U3v5fEmSJEmStHiY0usBSJIkSZKkrKqbPYETF/Ewt6YYnrvooxlaVTerAl8AfgmcMsT2S4CNy8PnpRhuGWKfdYHjgZeN1zglSZIkSdLEYKUFSZIkSZI0IlXdbAbcAOzFQs4pVHVzFHA5sNYYDk2SJEmSJE1QVlqQJEmSJKk/3QwcuxDPu3+sB9JmIyAs4jHeAgyMwVgkSZIkSdJiwNCCJEmSJEn96bYUw/ReD2K0Ugyb9HoMkiRJkiRp4rA9hCRJkiRJkiRJkiRJ6glDC5IkSZIkSZIkSZIkqSdsDyFJkiRJ0mKsqpvDgcPKw9VTDHdVdbM9sCfwWmA14D7gGuAM4NQUw7yOY5wE7NFx6BOrujmxLL87xXBS2fcSYOOy/nkphlvK+sEhxvb4uhTDQFU3ZwFvL6s+mWI4fAGvbXXgNmAycH2KYa357S9JkiRJkvqPlRYkSZIkSVpyTKvq5nvAD4GdgGcDSwHPALYETgKuqOpmpR6N75S25V1HsP8u5MACwKljPxxJkiRJkjTerLQgSZIkSdKS49vApsAc4GfAH4CpwEbAhmWfdYDjeHJo4DvAdeRgwxZl3VnA78ryb0fwuw8uPz8GrNKxruV84G5y9Yf/rOrm1SmGP8znmO8qP+cBp49gDJIkSZIkqc8YWpAkSZIkacmxKXADsFOK4Yb2DVXd7AWcUB7uXNXNQSmGmQAphvOA86q6WZ4nQgvntVpCjESKYXr5PftRQgutdW37zKnq5gxg/7JqV3Kw4imqunkR8Ory8JIUw+0jHYskSZIkSeofhhYkSZIkSepPG1d1MzjaJ6UYBuazeS6wfYrhr0M871tV3byTHGwYADajNy0XTuGJ0MIuVd18NMUw1P8P72xbtjWEJEmSJEkT1KReD0CSJEmSJHXNRUMFFtpc2rb8zPEezFBSDNcAfyoP1+SJthWdWqGFh4FzxnlYkiRJkiRpnFhpQZIkSZKk/nQzcOwYH/PKBWxv2panjfHvHo1TgFbriF2BX7ZvrOpmPeB55eG5KYYHuzg2SZIkSZI0hgwtSJIkSZLUn25LMUxf8G6jcvcCts9qW+5ldcbTgc8Dk4G3VnXzoRTDnLbt7a0hTunqyCRJkiRJ0piyPYQkSZIkSUuOWQve5XED4zaKBUgx3AVcUB4+Hdiita2qm6nA28vDu4ALuzs6SZIkSZI0lgwtSJIkSZKkftReQeEdbctbkYMMAGemGOZ2b0iSJEmSJGmsGVqQJEmSJEn96Fzg/rK8Q1U3S5flXdr2ObWrI5IkSZIkSWPO0IIkSZIkSeo7KYZHgLPLwxWAzaq6mQxsXdZdn2K4uieDkyRJkiRJY8bQgiRJkiRJGqnBLh+jvUXE9sD6wCrlsVUWJEmSJElaDBhakCRJkiRJIzW3bXnyoh6jVE6Yn8uAm8vydsC2ZXkecPpC/n5JkiRJktRHDC1IkiRJkqSReqBt+bnjfYwUwyBPVFRYA9inLM9IMdy+kL9fkiRJkiT1kSm9HoAkSZIkSRrSs6u6OWghn/uLFMMfxnQ02d/blg+q6mZp4H7g0hTDZaM4xqvK8rlV3ZwJLAt8OsXw6BD7nwIcVpZXLD9tDSFJkiRJ0mLC0IIkSZIkSf3pP4AjF/K5+wPjEVq4CPgb8HxgGnBwWX8MuZXDSBwP7AQMAGsB/1fWnwNc3blziuHmqm4uAzYoq2aVfSVJkiRJ0mLA9hCSJEmSJGlEUgwPAxuTqx/cCcwmt3tYZhTHOB/YnhxyuB+YA9wFrDafp7VXVjg3xfDv0Y1ckiRJkiT1q4HBwcFej0GSJEmSJGlYVd0cBhxeHr6xBB8kSZIkSdJiwEoLkiRJkiSp372r/JxJblEhSZIkSZIWE4YWJEmSJElS36rqZksglYcnphjm9nI8kiRJkiRpbBlakCRJkiRJfaOqmxXaltcGvlkezgaO68mgJEmSJEnSuJnS6wFIkiRJkiS1Obyqm/cCc4FV2tZ/JcUws0djkiRJkiRJ48TQgiRJkiRJ6ic1sGLHut8CH+/BWCRJkiRJ0jizPYQkSZIkSeonvwVuAh4lBximA5unGGb1dFSSJEmSJGlcDAwODvZ6DJIkSZIkSZIkSZIkaQlkpQVJkiRJkiRJkiRJktQThhYkSZIkSZIkSZIkSVJPGFqQJEmSJEmSJEmSJEk9YWhBkiRJkiRJkiRJkiT1hKEFSZIkSZIkSZIkSZLUE4YWJEmSJEmSJEmSJElSTxhakCRJkiRJkiRJkiRJPWFoQZIkSZIkSZIkSZIk9YShBUmSJEmSJEmSJEmS1BOGFiRJkiRJkiRJkiRJUk8YWpAkSZIkSZIkSZIkST1haEGSJEmSJEmSJEmSJPWEoQVJkiRJkiRJkiRJktQT/w80C3GEvkG50QAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 2400x1350 with 2 Axes>"
]
},
"metadata": {
"needs_background": "dark"
},
"output_type": "display_data"
}
],
"source": [
"x = list(df.index)[1:]\n",
"y_count = list(df['count'])[1:]\n",
"y_ms = list(df['ms'])[1:]\n",
"\n",
"fig, ax = plt.subplots()\n",
"fig.set_figwidth(16)\n",
"fig.set_figheight(9)\n",
"fig.set_dpi(150)\n",
"\n",
"ax.bar(x, y_count, width = 0.3, zorder=10, color='tab:orange')\n",
"ax.set_ylabel('Count', fontsize=16)\n",
"ax.set_xlabel('Entity', fontsize=16)\n",
"ax.grid(True)\n",
"ax.set_ylim([0, 100.01])\n",
"ax.set_xticklabels(x, rotation=45)\n",
"\n",
"yticks = np.arange(0, 100.1, 10)\n",
"ax.set_yticks(yticks)\n",
"\n",
"ax2 = ax.twinx()\n",
"ax2.bar(x, y_ms, width = 0.3, zorder=-1, color='tab:purple')\n",
"ax2.set_ylabel('MSPTT [ms]', fontsize=16)\n",
"ax2.grid(False)\n",
"ax2.set_ylim([0.0, 800_000.1])\n",
"\n",
"yticks = np.arange(0, 800_000.1, 200_000)\n",
"yticklables = [f'{x//1000:.0f}k' for x in yticks]\n",
"ax2.set_yticks(yticks)\n",
"ax2.set_yticklabels(yticklables)\n",
"\n",
"\n",
"fig.legend(['Count', 'MSPTT'], loc=(0.85,0.867))\n",
"\n",
"\n",
"plt.title('Cantidad de Entidades (Izquierda, Naranja) vs Milisegundos por Tick Total (Derecha, Violeta) / Por tipo de entidad')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[93 56 53 46 22 19 17 17 17 11 10 8 7 7 6]\n",
"[671904 17132 222800 177380 25172 0 71040 19132 23352 28160\n",
" 196 30648 0 43492 0]\n"
]
}
],
"source": [
"X_count = np.array(df['count'][1:]); print(X_count)\n",
"X_ms = np.array(df['ms'][1:]); print(X_ms)\n",
"\n",
"R = X_ms / X_count # ms x entity\n",
"R = R/sum(R) # normalizado"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"L = list(zip(x, R))\n",
"L.sort(reverse=True, key=lambda x: x[1])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Tiempo promedio por tick de entidad (Cuánto menos mejor)')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2400x1350 with 1 Axes>"
]
},
"metadata": {
"needs_background": "dark"
},
"output_type": "display_data"
}
],
"source": [
"X,Y = zip(*L)\n",
"\n",
"fig = plt.figure(figsize=(16, 9), dpi=150)\n",
"\n",
"plt.grid(zorder=-1)\n",
"\n",
"plt.xticks(rotation=45)\n",
"\n",
"y_labels = [f\"{x:.2f}\" for x in (sorted(list(X_ms / X_count), reverse=True))]\n",
"y_labels = ['7.2s', '6.2s', '4.2s', '', '3.9s', '', '2.6s', '1.4s', '1.1s', '', '300ms', '', '', '', '']\n",
"plt.yticks(Y, y_labels)\n",
"\n",
"plt.xlabel(\"Entity\")\n",
"\n",
"plt.bar(X, Y, zorder=5, color=['crimson', 'crimson']+['tab:purple', 'slateblue']*15)\n",
"\n",
"plt.title(\"Tiempo promedio por tick de entidad (Cuánto menos mejor)\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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