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{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"id": "4e4ec888",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Project_Root: /Users/mguillermo/Desktop/MGPH/Maestria/Hydrogen_Exp/Analysis/2nd_AMIDIQ_Analysis\n",
"Datos Cargados: 8\n"
]
}
],
"source": [
"from pathlib import Path\n",
"import sys\n",
"\n",
"\n",
"PROJECT_ROOT = Path.cwd().parent\n",
"sys.path.insert(0, str(PROJECT_ROOT))\n",
"\n",
"print(\"Project_Root:\", PROJECT_ROOT)\n",
"\n",
"\n",
"from src.visualizacion import (plot_xy, comparar_rondas, comparar_experimentos, plot_con_ajuste\n",
" , plot_3D, plot_color_map, plot_dual_axis)\n",
"from src.data_loader import apply_filter\n",
"from src.data_loader import load_all\n",
"\n",
"DATA_DIR = PROJECT_ROOT / \"data\"\n",
"data = load_all(DATA_DIR)\n",
"print(\"Datos Cargados:\", len(data))"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "afc1db64",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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UpFyDngyBl+HvUnNKSibIe5GWFynPYStbtyHBuHz+Uu9J3qucVCV5PK/cIfl85VhKmQ7pltLnq+lJErl0Hcp3Vlo0pIyIdE9Lq6Asl6BcusNl/6SrqWfPnur4SJ6Q5IzJwA5pHcuPBBTffPNNruUSGEv3pb57WY67lDiRoFOmYpGAS8ofSKK7cdemdBdJGQTpTpLjJEG3tHBIkUp9PTVb31tRc8Z+6YNKaZmSf1PkM5Cppgp73KyRfw8kmJM/QoQE8dKdK6Qsij6vUf49lO+1/Gbkd2uN/jtgTN9iJf+O2toaTG7ESaMTycvLNMjQZHMyzL569erqIkO2hZRzaNu2rRqmHRERoe3du7cql2Bu5cqV2vr166vh2LVr11ZlCKyVaRg+fLjFYfDGw8DFunXrtHfddZfapgzLlyHglraZ1xBtSxdLJSUc4ffff9f27dtXDbMPCAhQJRbk85JSDsYuXbqkffzxx7Vly5ZV761Bgwa5hojr91+GrhvTl0r44Ycf8j2u8j579uyphow3bNhQlUyoU6dOrudKiYUXXnhBlW+Q4yzHe8uWLWoIuVzye217tiHk84iLi1OfkfHweGvlPnJycrSVKlVS606dOtXiZy9lDWbOnKmGvMv7LFWqlPruTJ48WZWmMD4+MTEx6nOXaympIOUUClOmQb/P+pIdxqUXhJTekHWktIa+/IJ+eP6OHTtUiQ4pSSLrzJ49u0DvLa/fVl5lGszLB8gxCAsLs6mcQGH3y9JvfsqUKdoKFSqoEhD6kg0FPW75lWnI65gal4qQUhKyLD4+XmsvlmnwbBr5n6uDPCJyP9I6JpWz9d2T5F5d8lLWgCPOnEdaBqVlVFo/pUVMRvwaF6y1pztUtrVt2zaH7ZuMOpbuTWnVlNZ2fg/cE3OwiIiIrJDuPslrkzp/9pL2CxlBLF28ju5ilX2Ssg7kvpiDRUREZEYGcUghWOPipgUZ2Whe08sRJK9Mnwdqb1kcKjoMsIiIiMxIwVR3KeFgriDBHhU95mARERERORhzsIiIiIgcjAEWERERkYN5dA6WTBciRd6k4KA7TQNBRERE3klGh0qpDCn2m9eE4R4dYElwZT4pKBEREVFRzB8pMwJ4ZYClnxZE3qQUgbNXZmammuetS5cuhqklyDvw2HovHlvvxWPrvTK96Hwrc7JK405+U5N5dICl7xaU4KqgAVZoaKh6rqcfcDLFY+u9eGy9F4+t98r0wvNtfqlJTHInIiIicjAGWEREREQOxgCLiIiIyME8OgfL1uGUWVlZyM7OttgnHBAQgLS0NIuPk+cqzLH19/dXz2XpDyIiKiivDrAyMjJw4cIFpKamWg2+ZEJPGYXIk6l3KeyxlWTM6OhoBAUFOWX/iIjIu3ltgCVFSE+cOKFaI6QYmJwozU+0ss7NmzfVbOR5FQsjz1PQYyuBmQTmly9fVt+fmjVr8rtBRER289oAS06ScpKVWhXSGmGJPC7ryazpDLC8S2GObUhIiBpGfOrUKcM2iIiI7OH1zTYMnIjfGyIiKmpeH2ARERERFTWv7SIkIiIiH5KTDZzaDNy8BISXB2LbAH7+LtsdBlg2yM7RYtuJq0hITkNk8WJoUbU0/P3sH5nmLR577DFcv34dS5YscfWuEBERAQeXAvHjgKTzdz6NiBig20wgro9LPiF2EeYjfv8F3D1zDR75bCtGL9itruW+LHdmACMjHs0v3bp1gzt4//338dVXX8EdyOdiS6A3bdo0tGnTRg14KFmyZJHsGxERFVFwtXCIaXAlki7olsvjLsAAKw8SRD37zS5cuJFmsvzijTS13JlBlgRTUsPL+DJ//ny4khTslNF5JUqU8LggRUYDPvjgg3j22WddvStEROTIbkFpuYLWwoO3l8WP161XxHwqwJIaR6kZWSaXWxnZuZbJJTktExOXHsjrkGHS0oNqPUvPN77I69orODhYFco0vpQqVUo9tnbtWlXXa8OGDYb133rrLURGRuLSpUvq/n333YcRI0aoiwREZcuWxWuvvWayL+np6XjxxRdRoUIFhIWFoWXLlmrbetJKJYHU0qVLERcXp/bp9OnTqoWtX79+hvXktUaOHIkxY8aofSxfvjw+++wzpKSk4PHHH0fx4sVRo0YNLF++3OQ97t+/H927d1e1quQ5gwcPxpUrV0y2O2rUKPznP/9B6dKl1WcwadIkw+NVqlRR1/3791ctWfr7lkyePBnPP/88GjRoYPexICIiN3Vqc+6WKxNaIOmcbr0i5lM5WLcysxH3+gqHbEvClItJaWgwaWW+6x58oytCgxz3UUvgIcGMBCR79uzBP//8o4KnH374QQUqev/73/8wbNgwbNu2DTt27MDTTz+NypUr46mnnlKPS/B18OBBLFiwQBVj/emnn1TL2b59+1SBTSFV8GfOnIn//ve/KFOmjAriLJHXkkBIXuv7779XLUWyPQl+Xn75Zbz33ntqfyVAk246yeHq0KEDnnzySfXYrVu3MG7cOAwYMABr1qwx2e7YsWPx559/YsuWLSq4a9u2LTp37ozt27er/fnyyy/VfktRWSIi8iE3Lzl2PQfyqRYsT/Lrr7+qlh3jy5tvvml4fOrUqaq1SIKmQYMGYejQoejTxzSRT4qsSvBSu3ZtPProo6qVSe4LCXQkMJGgrF27dqhevbpqzbr77rvVcuM5/T766COVvyTbsVa0tVGjRnj11VdVYDZhwgRVnFNazSSYk2Wvv/46EhMTsXfvXrX+7Nmz0aRJE/We6tSpo25/8cUX+OOPP3D06FHDdhs2bIiJEyeqbQwZMgTNmjXD77//rh4rV66cupZWNmnd0t8nIiIfEV7eses5kE+1YIUE+qvWJD3JJ0pOSkbxiOK5CpLKqMHHvtye7za/ery5GlWY3+vaq3379pg7d67JMukm05Muwm+//VYFILGxsYbAyVirVq1Mpgdq3bo13nnnHZVLJa1Ucl2rVi2T50i3obRUGb+OvEZ+jNeRliTZhnF3nL5lLSEhQV1Ly5sEUxI4mjt+/Lhhv8xfW+YH1G+DiIh8XGwb3WhBq92EGt3jsl4R86kAS4IN4646CbCygvzVMvMAq13NcoguUUwltFvKoJKwJapEMbWeM0o2SE6U5C3lZfNmXZ/y1atX1UWeYyuZp08CoZ07d+bqWjMOemTaGFsmS5apZYzJc4yX6bchn7n+9Xv37q26H81JEJXXdvXbICIiH+fnD3SaDPyoS30xdfvc1W2GS+ph+VSAZQ8Jmib2jlOjBeUQGQdZ+nBDHndVPSxp5ZGkbUkml5wn6SJcvXq1SaAoeUvGtm7dqrraJKCSLjlpwZLWIOkiLGpNmzbF4sWLVWJ6QEDBv4YSgMn7ICIiH60Tee2k7lrjD2izzepgzXBZHSwGWHnoVj8acwc1xeRfDpqUapCWKwmu5HFnka66ixcvmh6sgACV1yQBheRdde3aVY3SkwRv6Y6T7r+XXnrJsL7kWUmC+DPPPINdu3bhww8/VOsI6YKTvCzJa5JlEnBdvnxZ5TdJt1zPnj3hTMOHD1fB4SOPPGIYJXjs2DGVcC8J9bYmrEuAJvssie8yylE/0tKcfBbSyifX8vnt3r1bLZdWQkvdlERElDcpVWR+fowugvOjiZQrwKYPdLf7fwwUj2Yld08hX5LOcVFFHqHHx8ebdJUJSTI/fPiwKpp56tQplQgvZL1PP/1UBStdunRRCedCgicZndeiRQsVsIwePVolxetJMrsky7/wwgs4d+6cCt4kb6tXr15wNhm1uGnTJjVyUPZZAkrJJZNg0Z4JuiU4lCBSgjUpN3Hy5O2/ZMxIkr2MSNSTgFJIHpiMyiQiIvvrRJqn0OjrRM4d1LRogqwN7wAZyUBUQ6D+A4Ad5w9n02gLUqTJTSQlJakaTzdu3EBERITJY2lpaThx4gSqVq2qRrRZIrk8sg15rj0ndU8gQUPjxo0xa9Ys+KLCHltbvj/kGjKyddmyZejRo0euHD3ybDy2ntMtKDOamBfhNs9R3jiug6ExwqHHVj/n4KX9wMpXgZwsYNCPQI2OcHXsYYxdhERERGQz6dGxFlwJabW5cCNNrde6+p1R6U6bc9A/CMi4CXfjXc02RERE5FSSLuPI9Qo952B2BrBwqMvmHLSGLVheynjKGyIiIkeRXGRHrlf4OQdxZ87BOj1dUpLBErZgERERkc1koJeMFrRGsq6iS+gGhPnCnIPWMMAiIiIim0ni+uNtqlh8zGl1Im+675yD1jDAIiIiIrvsPntdXRcLNA0jZPSgU0o0hLvvnIPWMAeLiIiIbHYsIRnL9+sKYf/4bFvcuJXp/DqRsW10RUSTL7jdnIPWMMAiIiIim330x3FIBc0uceURF2O9DpRDSeJ6TGPgyAW3m3PQGnYREhERkU1OJ6bi5z26ZPMRHWoU3aeWeBz4e7XudqhZbS1puRowz2VzDrplC5bMCTdp0iR88803at49mT7lsccew6uvvgqNxjWTKOdZNVaS56R/V5og3ShKLmpyjK5fv44lS5a4eleIiKgIJ3X+YM3fukruNcqgYcWSRffZr5SK7ZlAjU7AwIUecU52aYA1c+ZMzJ07V80RV69ePezYsUNNXiwl6EeNGgW3YKlqrJqhe6bTomUJYIznzdOTyZ1ljkJXe//99+EuMyxJIP7TTz+hX79+Nq0vcx62bNkSe/bswV9//aWmEyIiIvsmdT50IVktd9p8gzlGDRty/j2yDND4A13f1AVTVdu5/SFzaYC1efNm9O3bFz179lT3q1Spgvnz52Pbtm1wC/qqseaFzZIu6JY7sUlSJj2WyZiNBQcHw9UtjhLQSADsqf7zn/+ollIJsIiIqGCTOl9NyXDepM4HLTRsCJlrsFxtjzlkLg2w2rRpg08//RRHjx5FrVq11Elv48aNePfdd622PsjFeMJF/SSScjEm96WVRSb9lYsirS6ZqYZ1VCtMZiq06X7IMe+SzMmGZvl/VHCVu7NSq1u6fBy0Ve7Jv2kyMFSaWvL/QIz2KygoCJGRkbkek/ciVdolAFu1ahXatdNF8W+//Tbeeecd9RmWL18eHTp0UK2CQrpgZXLNf//735g8ebKh+1U+S+mOXbBggeryq1+/PqZPn64mihZfffUVxo4dq65ffvlldZzkItuQ9aXlSMhryXP9/f0xb948te9vvPEGBg4ciJEjR2Lx4sVqn6Tlq3v37ob3sn//fhXwyDEPCwtD586d1bEvW7asYbsNGjRQky1//vnnarvPPPMMJk6cqB6vVq2auu7fv7+6jo2NxT///GP4DPXX+uO/fPlyrFy5Ej/88IO6bfLdsPA5y3PleyTvi9yH/rdu/psnz8dj616kK3DS0gMWa6fLMjmTTP7lAO6rWSbfkYOZNv5uNYd/hf/ix3Ode9U+/L0K2ft+grZOL7iSrf/2uDTAGj9+vAqS6tSpo05i0kIybdo0PProoxbXl5O/nNzNyUkzNDTUZFlAQACioqJw8+ZNZGRk6BZmpqLknLom6xW0B1kjhzv5PDRvxea77vXhh3RBlh0HLysryxBAmmvatKkKlgYPHowNGzbg1KlTeP3111WLV0hIiHqePF+CnUGDBmH16tWqO+z5559HuXLlMHToULWd0aNH4/Dhw/jss88QHR2NX3/9Vc10vmnTJlSvXh1paWlITU1Vn/t7772H0qVLq2DHfP/0ryXduvJaEngNHz4cixYtQq9evVSQ9dFHH2HIkCHYt2+fOlYyC3nHjh3Ve5BgTF5L8vEeeOABLF261LBd6SqVbUkwuX37djz33HOqW699+/bqtWrWrIk5c+aobcl3yPwzS05OVtcJCQl4+umnVbCpD6pSUlKsfsbynbl16xbWr1+v9oPcj3wnyDvx2LqHv29ocDHJP59JndMx+/t41CyhLfyx1eagy4Gx8LfQsKG53bSRsXQsVh2XBa4boyfnRVtotC5MppGWk5deekm1vkhry+7duzFmzBjViqEPAvJrwapUqRKuXLmCiAjToaJywj5z5ozqdpSgQMlIgd+MiihqOePPAkFhNq8veWjffvvtnf2+bcKECeqiDwBat26tAowDBw6o1sBPPvnEsK60/khQIQGNvsVKnvvLL7+olqPTp0+jRo0aOHnypOoy0+vSpQuaN2+uAl1puRo2bBh27dqFRo0ameyfeQuWBMfr1q1T9+V2qVKlVMuSPpdMBjFUqFBBBW+tWrVS25fg0Din7OzZs6oV6tChQ6pF03y7Qp4rwZUEfUKCKmkhM8/Bkq+1BFfFixdX96Ubum3btnjllVfUe5YAcufOnVZzsOT7I+vJ98v8OJBrSYAv/0hLi6e0zJL34LF1L7/svYCxP+zLd713H2yA3g2jC31sNac2IuCb/PNpswYtgTb2briKxB7S0yINBeaxh9u0YElwJa1YDz/8sLov3UHSGiMnT0sBluQgWcpDkoNlfsD0+UJ+fn7qottAOPDynT5daclISk5GRPHid9bRk+S6bx/I/008uijfwmZ+dnYRyn5LECEDAIxJC5J+P+WkL0FYw4YNVVAya9asXO9BghHj7i0JwiR4leBDgjL5jKT10JgEsGXKlDF8btItJ0GI8ahOua3/bPVkP/T35Vq2YbxMWsiEBMOybO/evaqr09KX88SJE4b9Mt6GfjuXL182WWZyjG/Tt1LJfs6ePVu1ZEo3p/G6lp5nvE15rqXvFrkHHhvvxWPrHqJLhtm8nq3/Tgbm9W/qrUSbthEg67nw32Vb36tLAyxpZjM/wUlAYC0vptAkSDBuSZLXCczWLTM/0VbvoBstKAntFnugb1eNlfWcMDxUcpKkhSm/QQLi6tWr6iLPsZUEHPJZSyuOeY5ReHi44bZ0OdpSMsP8C6cPTozvC/2xldfv3bu3GklqTh+MWduuvd+PNWvWYMuWLbmC82bNmqnuaEsjNomIfJ1UZS8VGohrqZZzjjS3p8Zx2KTO4Z43HY7bBlhygpWuosqVK6suQskTkhaWJ554Ai4nQZOUYlCjCHW9v+5UNfb48eMqp0ryp77//nvV4ic5ScYB659//mnynK1bt6ouRQmomjRpolqwpBtRnyhflCSPTLr2pAtX8uUKSgIweR95+eCDDzB16lTD/fPnz6uSF/K5SckGIiLKLTM7x2ryulMmdY5tY1vDhhtNh+O2ldw//PBDldQsict169bFiy++qEaJTZkyBW5BSjBIKYaI6CKvGitddZK3ZHyR7jUhAYUkr0uQIPlQktwuXW4yitCY5FnJKMAjR46o8hfyeUtiu5AcJ2m9kcTzH3/8UXXLSXkM6Z797bff4GySuC6tbo888ohKXpeAccWKFer95BcwGZMA7ffff1efz7Vr1yyuIwG8jHLUX+S9C8nDqlix6HPyiIg8wecbT+DKzQyUCAlA+Yhg50/q7He7YcNacOWG0+G4bQuWJCBL7pBc3JYEUXV6FnnVWEn+Nu4qE7Vr11aj/qTVT3LVZNSfkPWk3IUEK5Kkrk9Il+BJRsK1aNFCtVpJcCUj6fQkMJOWnRdeeAHnzp1TSXuStyUj/5xNEusl4X3cuHFqnyWglFwyKT9hLS/KEgkqJYiUljxJopfEdCIiKpwLN25h9ppj6vYbfeujV8MYVcnd6ZM6l6tjoddIX+B7httNh+O2owgdkckvRS8tZfLLKDBplalatarVUWAqyT0pST3XnpO6J5BaVpKc7tbBqxMV9tja8v0h15DRSMuWLVMlRTgAwbvw2LrHdDgSRH2//Qw2H09Es9hS+OHfrQs9fV1mXr9b46rtO78CTm4AavUAWj/nltPh5BV7uE0LFhEREbnndDiiS1x5584NfNBK1fYqbT1iOpy8eFezDRERERVoOhzz4EpMX35YPe7U6eiSzIIr/eTO8rgHYwuWl5IaU0RERPl1C0rLVV65QvJ457gox+Zc5WTrWq7yeuX48bocaDfpGrQXW7CIiIh8lORcWWq5Mp0OJ02t51CnNltuuTJ+5aRzuvU8lNcHWB6cw08uxO8NEfkCSWh35Ho2u3nJseu5Ia8NsPSjFGydlJHImP57w1FqROTNpOSCI9fz1artPpWDJXWfSpYsqSqVi9DQ0FwjIWQov0yaLEPyva1Mg68r6LGVlisJruR7I98f82mEiIi8idSzii5RzGo3ocOnw/HSqu0+FWCJqKgoda0PsiydTKUQp63z7ZHnKOyxleBK//0hIvJWkrg+vH0NvLpkf9FMh2NxOjrPr9rucwGWnFilynlkZKQqcmZOlq1fvx733HMPu4K8TGGOrazPlisi8hW7TummGQsK8ENGVo5hubRcSXDl0OlwjElV9nv/A6yT6XE8u2q7zwVYenKytHTClGVZWVmqUjdzbbwLjy0RUf4OX0zCT7vPqdvfP90KaZk5zp8Ox1hGiu66eieg8SNuV7W9MHwiwCIiIqLc/m/FEchg+54NotGkcqmi/4j+Xqm7bjoIqNcf3oQBFhERkQ/OOfjnP4lYfSgB0kg1tkutot+RayeBK0cBjT9QrT28DQMsIiIiH55zMDjQH39fSkb1cuFFuzN/r9JdV2oJhJSEt2FtAiIiIh+ec/BWRrZa7rQ5B605tlp3XbMzvBEDLCIiIi9n65yDsl6RyEwDTqzX3WaARURERJ7IZXMOWnNqE5CZChSPBsrXhzdiCxYREZGXc9mcg/l1D9boJEUr4Y2Y5E5EROTlXDbnoLmcbODEVmD/j7r71TvCWzHAIiIi8nJSNLRseBCu3Mwo2jkHjURf346A2eOB5PN3Fq6YoCsq6uFV2y1hFyEREZGXk1pXZcKCLD7m1DkHb9Mc/hXNT3xoGlyJ5Iu6+QgPLoW3YYBFRETk5Zbvv4gjl24iwE+DcsWDTR6Tlqu5g5o6b87BnGz4r3xZ3cwdvt0etRg/Xtd96EXYRUhEROTFUjOyMPXXg+r2c+1rYHTHmmq0YJHNOXhqMzTmLVcmtEDSObUeqraDt2CARURE5KXT4UgQtfZIAs7fSEOFkiF49t7qKphqXb1M0e3MzUuOXc9DMMAiIiLy8ulwRM8GUQgJ8i/6HQov79j1PARzsIiIiLx8Ohzx2YYTRT8djohtA23xmDyqyGuAiApqPW/CAIuIiMgLuN10OHp+/sipd79KcM/9yrdzv7rN0JVr8CIMsIiIiLyA202Ho5eZBr/Dt8swBIXDREQMMGCeV9bBYg4WERGRF3C76XD0tn4EzfVTuBVYCgEjdyLwykFdQrvkXEm3oJe1XOkxwCIiIvICbjMdjsjJ1pVduHwEWDtTLToYMwANi0V4VSmGvDDAIiIi8gJSzyq6RDGr3YRFMR2OIlXZ48cBSXdqX2n9ApGtCYQvYQ4WERGRF5D6Vk/fU81l0+EYgiuZ+ibJrLBoTiaan5ytpszxFQywiIiIvMT6o5fVdXCAX9FOh6PvFpSWK+tjBeG/6hWvmxLHGnYREhEReUHFduka/OPIZTXf4K8j78aVmxlFNx2OkJwr85YrI+rVvXBKHGsYYBEREXlRxfZ7a5VDzfLFUbOoC6P76JQ41rCLkIiIyIsqtq85nOCaiu0+OiWONQywiIiIPIjbVmyXmlZh5aw+rJWLF06JYw0DLCIiIg/ithXbRWCYxcXa22nu2Z2neW1hUXMMsIiIiDyI21Zs3/45cP0kEBAKhEeZPhYRg+1VR0Jbpxd8BZPciYiIPIhbVWzXS74IrJmiu911CnDX47rRgrenxMmKaY4L8SvQBL6DARYREZEHcZuK7frpcCSI2vk/ID0JiGmqC678/E1LMWRmwtcwwCIiIvIgUs/q9V5xePbbXa6t2G42HY5Sr7/P5FjlhzlYREREHibr9ghB8xCqSCq2W5sOR6x6Xfc4sQWLiIjIk6RnZWNm/GF1e1THmmhVrUzRVWzPYzocg/jxQJ2ePt+SxS5CIiIiD5oSZ9uJRJy9dgvlI4LxzL3VEBpUhKfyfKbDUYGXD02HkxcGWERERB44JU6XelFFG1wJTodjM+ZgEREReeCUON9sOVX0U+JwOhybMcAiIiJyQ245JY5Mc1M8rwR6DeBD0+HkhQEWERGRG3LLKXGkBENknJUHbyfXd5vh8wnu6qMquqNCREREHj0lztkdwPE1utuhZU0fi4gBBswD4voU3f64MSa5ExERuSG3mxInOwv4dYyu7azRI0DfOSbT4ahuQRYZNWCARURE5IbcYkoc4+lwTm8BLu4DipUEOk/JPR0OmWCARURE5IakYOjw9jXw6pL9rpkSx9p0OPXvB8LLOec1vQhzsIiIiNzU+qOX1XWQv1/RTomT13Q4O77gdDg2YAsWERGRG1ZsP3/9FlYevKRaqH4e0RbXUzOLZkocTofjEAywiIiI3Lhi+321yqFudETR7Qinw3EIdhESERG5ccX2NYcTirZiu63T4RxZ5uw98WgMsIiIiFzI7Sq22zodzt6Fuu5EsogBFhERkQu5XcV2qWdlXkTUktQruu5EsogBFhERkQu5XcV2qW/VcIBjuxN9EAMsIiIiF3K7iu2idg/Hdif6IAZYREREblCx3RopxhDt7IrtlroJg8LzWEEDRFTQrUcWMcAiIiJyIalnNaZjTYuPFUnFdks2fwBk3LTy4O396DaDcw/mgQEWERGRi/15O4E90F9TtBXbLdn2GbB6ku52w4eAiBjTx+X+gHlAXJ+i2ycPxEKjRERELrT95FX8+Nc5aDTA90+3RnpWTtFUbLfkr2+BZS/qbt/zH6DDK6YTPkvOlXQLSiI85YkBFhERkYumxLmYlIb3Vh1Vyx5uXglNY0u57lgc+AlYOkJ3u9VzQPuXdbclmKraznX75UsB1unTp3Hq1CmkpqaiXLlyqFevHoKDgx2/d0RERD4wJY60UTWt7MLg6ugKYPGTgDYHaDoE6PomVJMaOT/AOnnyJObOnYsFCxbg7Nmz0GrvVJQNCgpCu3bt8PTTT+P++++Hnx9Tu4iIiKxNiWNek13u/2fRXhQvFlC0+VbixHrg+8FAThZQ/wGg1ywGVw5gUyQ0atQoNGrUCCdOnMDUqVNx8OBB3LhxAxkZGbh48SKWLVuGu+++G6+//joaNmyI7du3O2LfiIiIvIbbTYkjzmwHvnsYyE4HavcE+n/M/KqibMEKCwvDP//8gzJlyuR6LDIyEh06dFCXiRMnIj4+HmfOnEHz5s0dtY9EREQ+NSVO6+q5z7cOd2Ev8O39QGYKUO0+4IEvAP9A57+uj7ApwJo+fbrNG+zWrVth9oeIiMgrudWUOJePAl/3B9JuAJVaAQ9/BwQWYaV4H+CQZKmkpCSVn9WsWTO7n3vu3DkMGjRItY6FhISgQYMG2LFjhyN2i4iIyG24bEocKbNwYgOwb5HuOvE4MK+vbrLm6EbAowuBoDDHviYVrkzDH3/8gS+++AI//vgjSpQogf79+9v1/GvXrqFt27Zo3749li9frkYk/v333yhVyoUjKYiIiJxAalqVCg3EtdRMi49rbhcWdeiUOAeXAvHjgKTzRi/kD2izgXJ1gEE/AcVKOO71qOABlrQ4ffXVV/jyyy9x/fp1FSR99913GDBgADR2DumcOXMmKlWqpLalV7VqVXt3iYiIyO3duJWJLCsJ7E6ZEkeCq4VDbmd3GZHgSrQeDoQVQa6Xj7I5wFq8eDE+//xzrF+/Ht27d8c777yjriUBXrr17A2uxNKlS9G1a1c8+OCDWLduHSpUqIDnnnsOTz31lMX109PT1cW4a1JkZmaqi730zynIc8m98dh6Lx5b7+XNx1ZKG41fvAfJaVmIighWIc+lpDvns6gSwXilex10rF3WMe8/JxsBy8ep4MrS2VktXTsDWfUGFMmowUwvOra2vgeN1rigVR4CAgIwbtw4jB8/HsWLFzcsDwwMxJ49exAXF2f3ThYrputnHjt2rAqypLzD6NGj8fHHH2Po0KG51p80aRImT56ca7m0oIWGhtr9+kRERM4ijVXHkzRIygTOpwCrz/vDX6PF2AbZiAm981hEIFA9QgtHzohTJvkQ7j6W/wC1jTUmILF4Xce9sA9ITU3FwIEDVbmqiIiIwgdYzzzzDL7//ntVtX3w4MF46KGHVK5UYQIsKVAqifGbN282qbklgdaWLVtsasGSLsYrV67k+SbzikJXrVqFzp07q/dB3oPH1nvx2Hovbzq2Kw5cwtRlh3HRqJVK9G4YhXcfbOj019ccWIyAJc/ku15Wv0+grXe/0/cn04uOrcQeZcuWzTfAsrmL8JNPPsGsWbOwcOFCldg+ZswY1b0n8VlOTk6BdjI6OjpXYFa3bl3VHWmJTMdjaUoeOViFOWCFfT65Lx5b78Vj6708/dhKtfaRC/ZYLCj6696L6NkwxvnV2ktUsGm1AFmvCD/rQA8/tsLW/berTIOUUZCuO8mX2rdvn2rNKl++vBoJKM1lMprQHvK8I0eOmCw7evQoYmNj7doOERGRO3Cbau2xbYDwqDxW0AARFXTrkXvVwapZsybefPNNVbX9m2++UX2SjzzyiF3beP7557F161a1nWPHjqlcqk8//RTDhw8v6G4RERF5RLV2pwu1Vu7hdrJXtxmcFsedC43KxM69e/fGkiVLVLBlD5lO56effsL8+fNRv359TJkyRXVDPvroo4XdLSIiIt+t1r7+bSDhIOAfDIRFmj4WEQMMmAfE9XHuPvg4m3KwpJWpVatW+a4n8xJKS5ZMCi3dh7bo1auXuhAREXk6l1ZrP7UZuHkJSL4IrL09grDPh0CDB+48Fl5e1y1YBKUZfJ1NAZaMGqxWrRqefPJJ9OjRQ9W+Mnfw4EHVVShFQ6WAqK0BFhERkbeQKuzlI4JNaly5pFq7qHov0Oih27fbOe71yHEBlgRPMtfgq6++qpLZa9WqhZiYGFXHSiq5Hz58GDdv3lRT5axcuVIVHiUiIvI1UoW9ZmS4xQCrSKu1ixPrdY+zK9B9AywZkij1qeQiEzFv3LgRp06dwq1bt9CoUSOVrC7zCZYu7cCInIiIyMPsOHkVG48lqttlwoKQmJJheExariS4cliJBukWlJarvMYsxo8H6vRkl6AnzEUohUHlQkRERLrSDGr04PVbeHe1rvTQQ80q4c1/NVDLJaFdcq6kW9BhLVdC8qrMuwVNaIGkc7r12EXo/gEWERER3SkqKnWtjEszyNS8zauUUsFU6+pOnExZktYduR45FAMsIiKiAgZXz36zK1cHnUxA99KivQgvFuDciu0yItCR65F71cEiIiLyNW5RsV3KLQTlHtV/B6u1uxIDLCIiIk+s2H7oFyAjxcqDrNbuFV2E169fR8mSJR2xKSIiIrfnkortxsVEs7OA317QLZdRguf/Mk14l2rtMhUOSzR4ToAlRUSrVKmChx7SFS8bMGAAFi9ejKioKCxbtkyVbSAiIvJmRV6x3Vox0XJ1gAfn6TLrWa3ds7sIP/74Y1SqVEndXrVqlbosX74c3bt3x0svveSMfSQiInIrUnIhLNj6dDPSQRftqIrt+mKilkoyXD4CHFmmq3MlpRhkWhy55lQ4nteCdfHiRUOA9euvv6oWrC5duqhWrZYtWzpjH4mIiNzK9pNXkZKebfExh1ZsZzFR32nBKlWqFM6cOaNux8fHo1OnTuq2VqtFdrblLxsREZEnk9GAW44n4ufd57D64CU8v+AvtbxN9TKqpcqYVGyfO6ipY0o02FNMlDy7Betf//qXmo+wZs2aSExMVF2D4q+//kKNGjWcsY9ERERuVUxUlAsPwmdDmqFYoL/zKrazmKjvBFjvvfee6g6UVqy33noL4eHhavmFCxfw3HPPOWMfiYiI3KqYqLh8MwMb/r6sWqqcVrGdxUR9J8CSiZ9ffPHFXMtlwmciIiJfKSYqbVTyeOe4KMfOMWisYgvAPxjITre+F1KSQYqOkufXwTp+/DhmzZqFQ4cOqftxcXEYM2YMqlWr5uj9IyIicvtiok5rwVr1at7BlZB6Vxw16PlJ7itWrFAB1bZt29CwYUN1+fPPP9UyKdlARETkDYq8mKiMGDyxAdi3SHe9dS6w7VPdY21G6VqqjMn9AfNYTNRbWrDGjx+vugNnzJiRa/m4cePQuXNnR+4fERGR9xcTtVZIVHSaDNw9Bug0icVEvTnAkm7BhQsX5lr+xBNPqG5DIiIibyCjAaUEg7VuQs3tkgyFLiaqLyRqLdurdFXdtb6YKHlnF2G5cuWwe/fuXMtlWWRkpKP2i4iIyKUkcV2KhTq1mGi+hUQ1QPwE3Xrk3S1YTz31FJ5++mn8888/aNNGN2ph06ZNao7CsWPHOmMfiYiIXKJDnfKIKBaApLQsk+XSciXBVaGLidpTSJStV94dYL322msoXrw43nnnHUyYMEEti4mJwaRJkzBq1Chn7CMREZFLLN9/QQVXUlT03QGNcTU1w7HFRFlI1GvZHWBpNBqV5C6X5ORktUwCLiIiIm/z5aaT6npw6ypoV6uc41+AhUS9VoHqYOkxsCIiIm8sMCq1rbafTMTuM9cR6KfBwJaVnfNilVsDQWFARoqVFVhI1KsDrCZNmqiWK1vs2rWrsPtERETkNvMOBvj7YcfJq46ZvNncltl5B1eChUS9N8Dq16+f4XZaWho++ugjVVi0devWatnWrVtx4MABzkVIREReN+/grcxstXzuoKaFC7JkJKAkq0velXQNXj8FrJ6oe6zRQODEWtOEdykkKsFVXJ+Cvya5d4A1ceLtLwCAJ598UiWzT5kyJdc6MgE0ERGRt807iMLOO5hXIdE2I4EuU3MHYDK/IKfA8Z0crB9++AE7duzItXzQoEFo1qwZvvjiC0ftGxERkefPO5hfIdEKzXXXLCTq24VGQ0JCVN0rc7KsWDEHTBdARETkLfMO2lJIdAULiXoju1uwxowZg2effVYls7do0UItk8mepeVKamQRERF5GqfNO8hCoj6rQJM9V6tWDe+//z6++eYbtaxu3br48ssvMWDAAGfsIxERkVNJ4dDyEcG4lJTu2HkHWUjUZxWoDpYEUgymiIjIW0jieuXSoRYDrELNO8hCoj6rwIVGd+7ciUOHDqnb9erVU7WyiIiIPNEve85j+8lrkPipVGgQElMyHDPvYKVWQGAIkHnLygosJOqt7A6wEhIS8PDDD2Pt2rUoWbKkWnb9+nW0b98eCxYsQLlyTphKgIiIyAnV2iVpPcDPD6/8tE8tH9G+BkZ3qmV4zO55B81LLRyNzzu4Eiwk6pXsDrBGjhyp5iCUwqKSeyUOHjyIoUOHqvpY8+fPd8Z+EhEROa1au5AuwpEda6pgyu5SDPnVumrxDHD4FxYS9SF2B1jx8fFYvXq1IbgSUtV9zpw56NKli6P3j4iIyOnV2sXpq6n4/dClgnUF5lfrqsrdQLfpLCTqQ+yug5WTk4PAwMBcy2WZPEZEROSJ1dqlw04el/UcXusqfrzuZtV2QIMHdNes0u7V7A6wOnTogNGjR+P8+TtNoOfOncPzzz+Pjh07Onr/iIiIirxau9NqXZHPsDvAmj17NpKSklClShVUr15dXapWraqWffjhh87ZSyIiInet1s5aV+SIHKxKlSqpKu6Sh3X48GG1TPKxOnXqZO+miIiIPL9aO2tdUWEDrMzMTDUX4e7du9G5c2d1ISIi8gRSbqFkaCCup2Y6tlp7bBtdkGW1JYu1rnyRXQGWJLJXrlwZ2dnZztsjIiIiB9e6klapiJAApGZYPn8Vqlq7CC5hJcBirStfZXcX4SuvvIKXX34ZX3/9NUqXtjPKJyIiclGtK38NkK0F6kSF43pqFi4mpTmmWvum94HEo0BAMaCYWaAVEaMrJBrXp9Dvibw8wJIk92PHjiEmJgaxsbEICwszeVzys4iIiNyt1pUEV+LJu6uhf9OKjqnWnpECrJmmW97zXaDRw6x1RQULsPr27QuNpgDNp0RERC6udSXeWXVUBVgOrdZe4S6g8UBAzo9S44p8nt0B1qRJk3z+QyMiIs+sdQWjWld2B1h5VWs/tws49Au7AqngdbCqVauGxMTEXMtlwmd5jIiIyOtqXeVbrV36Jsfr1iMqSIB18uRJi6MI09PTcfbsWX6oRETkfbWuWK2dnNVFuHTpUsPtFStWoESJEob7EnD9/vvvqqI7ERGRq0iyemTxYCQkpzu21hWrtZOzAqx+/fqpa0lwHzp0aK76WDJ1zjvvvGPv6xMRETms1lXtqOIIsDIasFC1rlitnZwVYOXk5KhraaXavn07ypYta+9rERERObXWVZC/HzKycxBRLADBgf64bNSSVahaV+XrA36BQI7lKvCs1k6FHkV44sQJe59CRERUJLWuJLgSI9rXwLB21QpW68q4zpW0XEU1AOY/lHdwJaSgqJ9/Id8Z+WyANWrUKNSoUUNdWypAOmvWLEfuHxERkd21rr7cfFIFWAUqxWBe58o/CMjO0FVpb/ci8Odc08dZrZ0cMYpw8eLFaNu2ba7lbdq0waJFi+zdHBERkdNqXRWozpV5EVEJrsTdY4G2o4Ax+4GhvwL3f667HrOP9a+o8C1YUgPLeAShXkREBK5cuWLv5oiIiFxf68qWOlfbPgXajNR1A7JaOzm6BUu6B+Pj43MtX758OQuNEhGRZ9a6yrfOFYCkc7r1iJzRgjV27FiMGDECly9fRocOHdQyqYElJRqYf0VERM4myerlI4JxKcmBta5Y54pcHWA98cQTqmr7tGnTMGXKFLVMamDNnTsXQ4bIHE1ERETOVS7ccoBV4FpXrHNFrg6wxLPPPqsu0ooVEhKC8PBwR+8XERGRxWKivx++hP3nk1RB0RKhgUi8mVH4WlexbYDi0UDyBSsraHSjBWU9ImcFWFlZWVi7di2OHz+OgQMHqmXnz59Xie4MtoiIyJnFRPXee6gxejSILlitK3OSuF62lpUAi3WuqAgCrFOnTqFbt244ffq06irs3LkzihcvjpkzZ6r7H3/8cQF2g4iIyLZionqB/hoVTNld68qSI8uBE+t0t0PLAqlGo+JZ54qKIsAaPXo0mjVrhj179qBMmTtf6v79++Opp54qyD4QERHZVUxU2pTk8c5xUQVrsTKWcgVYOlJ3u/UIoPMbppXcpVuQFdrJ2QHWhg0bsHnzZgQFBZksl0T3c+fO2bs5IiIiu4uJao2KidrdgmUyFU4ksPVjIOUyEBkHdHiNda7INQGWTPqcnZ2da/nZs2dVVyEREZFbFhO1NhWO0PgD/T8BAu2onUXkyEKjXbp0Mal3pdFocPPmTUycOBE9evSwd3NERERFU0zU2lQ4QpsNXDvJI0GuC7CkoOimTZsQFxeHtLQ0NYpQ3z0oie5ERESF1Sy2FEICrZ+iJOsq2p5iovlOhaMB4sfr1iNyRRdhxYoVVYL7ggULsHfvXtV6NWzYMDz66KOqJhYREVFBktr/PHEVO69oUPqfRPxxNBG3MnMsrlugYqL5ToWjvTMVDucZJFfVwQoICMCgQYMc8fpEROTjTGtd+WPe3zsNjw1tHYuVBy+ZJLwXqJgop8Ihdwywli5davMG+/TpU5j9ISIiH5JfrSsZIfh673qFLybKqXDIHQOsfv362bQxSXi3NMKQiIioMLWuCl1MtGILIDAUyEy1/mqcCoeKOsCS0gxEREQeUevKpM5VeaBCM2DJv/MOrkS3GSwoSq4bRegsM2bMUC1gY8aMcfWuEBGRp9a6klIMs+oD/+sFLB6mu34rFji4BPAPAtqO1rVUGZP7A+YBcUxxIRcEWFLj6saNGyYB0fXr1w33ExMTVemGgti+fTs++eQTNGzYsEDPJyIiz+PwWlfW6lxlpeuuJbiSaXDG7AeG/grc/7nuesw+BlfkugBrxYoVajJnvTfffBNXr1413M/KysKRI0fs3gEp8yAlHj777DOUKlXK7ucTEZFnKhUaCE0euep21brKt84VgN3f6daTeQWlFEODB3TXnGeQXFmmQavV5nm/oIYPH46ePXuiU6dOmDp1ap7rSoBnHOQlJSWp68zMTHWxl/45BXkuuTceW+/FY+u5Ce07Tl1DQnI6IosHo1x4MIZ8uQP6U4kEU8ZnFX3c9Ur32sjJzsq3/qfm1EYE5FnnSk4a55D1z3poY+8u3Jshn/7dZtr4HgpUB8tRpFjprl27VBehLaZPn47JkyfnWr5y5UqEhoYWeD9WrVpV4OeSe+Ox9V48tp5jT6IGP570w/WMO81VGmihhQbRIVq0j8nBsjOmj5cI0uJfVXKQfWonlp3K/zUqXN2CZjbsy+4NK3DugO6Pcyp6q7zgfJuaam2wRAEDLElAl4v5soI6c+YMRo8erT7sYsVs61+fMGECxo4da9KCValSJTU/YkRERIGiUHn9zp07IzAw0O7nk/visfVePLaeZcWBS/hyy55cHXcSXIlRXevhgbsq4vUcLbYev4w1W3aiQ+u70Kp6ObtqXWlORQCn5ua7XuN2XdGILVhFLtOLzrf63jOHdhE+9thjCA4OVvdlHsJ///vfCAsLU/eNu+5ssXPnTiQkJKBp06aGZVJDa/369Zg9e7banr+/v8lz5LX1r29MDlZhDlhhn0/ui8fWe/HYeka34LTlR/LKisIHf/yDAS2qIDBQg7Y1I3Hjb626tv/fZK2Fjsbcda4Cqt3DnCsXCvSC862t+29zgDV06FCT+5amyhkyZIitm0PHjh2xb98+k2WPP/446tSpg3HjxuUKroiIyLvqXMFRda5SLgM/PWMUXFnJ6GKdKypCNgdYX375pUNfuHjx4qhfv77JMmkNK1OmTK7lRETkeZxW50pGC1pKaK/bB4jrB6x61fRxqXMlwRXrXFERcmmSOxEReS+n1bmy1g1Y/36gXj/dxbiFK7YNuwXJtwOstWvXunoXiIjIQRpXKongAD+kZ1mebk067qIcVudKA6x4Gajb+06dKyIXcqsAi4iIPDehXXKppLtPWqTuii2FF3/Yk2dwJSb2jrNttKC0SOVZ50qr6lyp9RhckRtggEVERIUSv/8CJv9y0CShPSTQH7cysxHor8HT91TDj7vOmTwuLVcSXHWrH23bi0h3nyPXI3IyBlhERFSo4OrZb3bl6riT4Eo80bYKXupaB2M71zZp4ZJuQXvqXCE7y7b1JOeKyJPmIjT29ddfo23btoiJicGpU7oSu7NmzcLPP//s6P0jIiI37haUlqu86lwt3XNBrSfBlJRi6Nu4grq2Glxpc9S0N9i3CDixQZd7dfpPIH58Pnsjda4q6BLaiTwxwJo7d66qpt6jRw9cv35dFQcVJUuWVEEWERH5BnvqXNlCc/hXdDkwFgHf9AMWDwP+1wt4uwbwVQ8g7RpQqurt7C3z4Ix1rsgLAqwPP/wQn332GV555RWTYqDNmjXLVTiUiIi8l0PrXB1cCv/Fj6NYplkwdusqkJMFRDcBnt0EDJgHRJjlbUmdK1nOOlfkyTlYJ06cQJMmTXItlylsUlJSHLVfRETkK3WujEowWM3KSkkAAorpgqg6PVnnirwvwKpatSp2796N2NhYk+Xx8fGoW7euI/eNiIjcmCSqhwcH4GZ6VuHqXN0uwZBnyrtxCQbWuSJvDLAk/2r48OFqsmeZAHrbtm2YP38+pk+fjv/+97/O2UsiInK7Wlc7Tl3NM7iyuc4VSzCQF7I7wHryyScREhKCV199FampqRg4cKAaTfj+++/j4Ycfds5eEhGR29W60uvbOCZXwrtdda5sLa3AEgzk7XWwHn30UXWRAOvmzZuIjIx0/J4REZFb17rS614/Cu8OaGxbnSvJtzKfJzD95u02rzymwZFEdpZgIG8OsDp06IAff/xRlWUIDQ1VF5GUlIR+/fphzZo1zthPIiJyw1pXEhbJ453jolR9q3wna5ZkduMpb4JLAOlJKrjSv4ZpWMYSDOQjZRpkQuaMjIxcyyUna8OGDY7aLyIi8oBaV1pba11JcLVwSO75BNNv6LZS9V5k9/8v0gLNEuJZgoG8vQVr7969htsHDx7ExYsXDfel2KiMIqxQoYLj95CIiDy71pVRGQarEo9BW6c3Vp4IQM/6JRFwK/FOF6KMGiTy1gCrcePG0Gg06iLdhOYk8V2KkBIRkfcoERJY+FpXt8sw5CnpHDRntgAaP2hj7wYCbXtdIo8PsKTAqJRlqFatmirNUK5cOcNjQUFBKtHduLI7ERF5dhmGGpHheG/V0TyfY1OtK7vKMITYuddEHh5g6QuL5uTkOHN/iIjITcowyChACbpCg/yRmpGda5yfzbWuwiLtKMMgCe9EPlqm4e+//8Yff/yBhISEXAHX66+/7qh9IyIiF5ZhkOBKvNS1NqJLFMsVgOWqdWWxBEMSsDm/9BFdGQZtpdbAgRWOfntEnhFgyUTPzz77LMqWLYuoqCiVk6UntxlgERF5TxkG8en6f7BxXAdVisFqrStLJRjCbqeSpFwG/AKBnEwL9a5YhoG8k90B1tSpUzFt2jSMGycjQoiIyJvLMMCoDIPUubJY60pfgsE8TJPASoSWAwYvBq6dyh2ESRmGbjN0kzhnSgBG5KMB1rVr1/Dggw86Z2+IiMizyjDYUoLBPwAoXx+IbgTU6Zm7G5FlGMgL2V1oVIKrlStXOmdviIioSOVZXsGW9WwpwZB8QbeekGCqajugwQO6awZX5KXsbsGqUaMGXnvtNWzduhUNGjRAoFmtklGjRjly/4iIyEllGJpXKYU1Ry4VrgyDXSUYiHyH3QHWp59+ivDwcKxbt05djEmSOwMsIiLPKMMQEuiPW5nZhvsFKsMQbk8JBiLfYXeAJQVHiYjI88sw6IOrQS0r4+6aZfMuw2CpBEPmLWD7FzaVYFDrE/mQAtXBEjLhswRb1atXR0BAgTdDREQuLsPw++EETO5b33oZBkslGKTlSkovJJ1T09tAKzURWYKBqMBJ7qmpqRg2bBhCQ0NRr149nD59Wi0fOXIkZsyYYe/miIjITcowSDAlZRj6Nq6grg3BlZRgME9kv5mgC66KlQAeXw4M+BqIuF1wVE9argbM05VgIPIxdjc9TZgwAXv27MHatWvRrVs3w/JOnTph0qRJGD9+vKP3kYiIXFGGwZYSDIEhQMXmutGALMFAVPAAa8mSJfj+++/RqlUrkyru0pp1/PhxezdHRETuWobBphIMF3Xr6UsuyDUR2R9gXb58GZGRuUeNpKSkmARcRETk2jIMkkN1My2z4GUYWIKBqOgCrGbNmuG3335TOVdCH1T997//RevWrQu+J0RE5NAyDCVCApF0K7PgZRhsLa3AEgxEhQ+w3nzzTXTv3h0HDx5EVlYW3n//fXV78+bNuepiERGR68ow3LgdXLWuVgaPtqqMab8dsl6GwZKYJoB/MJCdbuWVWYKByGEB1t13343du3erEYNSyV2mzWnatCm2bNmi7hMRkXuVYTiZmILu9aPVxWIZBksy04CFg/MOroRM1MzpbohyKVABK6l99dlnnxXkqURE5KIyDFJ6QS4WGRcSDSkFbJkDHF8DBIYBdz8P7PzCNOFdSjBIcMUSDEQFD7CSkpIQERFhuJ0X/XpEROTmZRj0LBUSFf5BwKM/AFXaAu3G5q7kzpYrosIFWKVKlcKFCxfU6MGSJUtaHC2o1WrV8uzsO/NaERGRc0cKlg0PLly5Bn0hUUudjNkZQGqi7jZLMBA5PsBas2YNSpfWDeH9448/7HsFIiJy2kjBkiEBBS/DkG8hUQ0QP15XQJStVUSOD7DuvfdedS2jBmWk4BNPPIGKFSva90pEROTwkYLXb2UVvAxDvoVEtbrpcPSFRInIOXMRyqTOb7/9tgq0iIjIfUYKlgwNRPkI025AabmaO6ip9TIMLCRK5D6jCDt06KBasapUqeKcPSIiIrtHCl5PzcS3w5rCz09jWxkGrRY4/adtnzQLiRI5P8CSIqMyofO+fftw1113ISwszOTxPn04azoRkStGCl5JSUffxhXyLsEgwVJ0Y+C3scC+hflskYVEiYoswHruuefU9bvvvpvrMY4iJCJyswmbLZVg8AsEcjIBjT/Q6BFg97e3H7CQwcVCokRFE2Dl5OQU7JWIiKhAEzafSkwp2EhBayUYJLgS940D7h0H1OqaOwhjIVGioguwMjMzERISoqbKqV+/fuFemYiI8i3DEBrkj9SMbPtHCtpSgmHn/4B2L+qqsUspBhYSJXJNgBUYGIjKlSuzmCgRURGVYdAHV70aRqNH/WhM+e2gbRM221uCgYVEiVzbRfjKK6/g5Zdfxtdff20oPkpERM4tw7Dz1DW8/3ATdK0fZduEzSzBQORZAdbs2bNx7NgxxMTEIDY2Ntcowl27djly/4iIvF6hJ2w2HyVYsTlwdIVtL84SDETuEWD169fPOXtCROSjCjVhs6VRgjJJs8wjmCeWYCByqwBr4sSJztkTIiIfVTIksGBlGKyNEtQHV7W6A0fjby9kCQYitw6w9Hbu3IlDhw6p2/Xq1UOTJk0cuV9ERD5RhqFiqRC8teKw/WUYbBkleHEv8OBXwIoJLMFA5O4BVkJCAh5++GGsXbsWJUuWVMuuX7+O9u3bY8GCBShXrpwz9pOIyCvLMEh+eo4WCA8OwM30LNvLMNg6SjC0DDBmP0swELnzZM9i5MiRSE5OxoEDB3D16lV12b9/P5KSkjBq1Cjn7CURkZeUYTBPZpfgSozvXgcfD2qqWqpsmrA5z+DKiCS+60swNHjgTkkGInKvFqz4+HisXr0adevWNSyLi4vDnDlz0KVLF0fvHxGR15dhkHapOX8cw8ZxHdA5zqgMQ1ggWvgfhn/KJuBEeSC2jS44uvoPsCH3dGUWcZQgkedMlSMFR83JMk6jQ0RkfxkGraUyDJLA/ouF6WtqdQP2fA9kyvQ55h2KxjhKkMijugg7dOiA0aNH4/z5Oz/6c+fO4fnnn0fHjh0dvX9ERL5XhkE/OtC8G1Du7/hCF1zF3g30evd2kGVeaJQTNRN5ZKHRPn36oEqVKqhUqZJadubMGTU34TfffOOMfSQi8ujJmvedvWF7GYZ8RwcCCC4BDF4CBAQCoWU5UTORNwRYElRJtXbJwzp8WDe0WPKxOnXq5Iz9IyLy6FGCIYH+uJV5Z7LmfMswnNqYfwJ7+g3gzFZdwjonaibynjpYGo0GnTt3VhciIrI+WbM+uGpRpRS2n7ymbudZhqEgcwhyomYiz83BWrNmjRotKOUYzN24cUMVG92wYYOj94+IyCsmaz5z7RbmDLxThsEPOWjldxCDw7fj+y6Z6BYXqVsxKNy2F+XoQCLvaMGaNWsWnnrqKUREROR6rESJEnjmmWfw7rvvol27do7eRyIir5isuVRYkCrFcGzdd6j852SEpF0CsgCsB7A7BmgyCNj1bT6vxtGBRF7VgrVnzx5069bN6uNSA0umzyEi8jX2jBL0P/wLaq8brguujEne1bq3gORzQJh+RgyODiTy+gDr0qVLFutf6QUEBODy5cuO2i8iIrftDtxyPBE/7z6nruV+RlaOTc+VwqH5jhAMCgNG7gIGfA1EmFVvlzpYA+bpEtuJyDu6CCtUqKCmxKlRo4bFx/fu3YvoaLN/DIiIvHyUYMmQQKSkSz+fDaME/Q/nP0IwIwW4sIejA4l8pQWrR48eeO2115CWlrsp/NatW5g4cSJ69erl6P0jInLruQSv38pEZo4WFUoWy6tTTzdKMCXBvhGCnEOQyPtbsF599VX8+OOPqFWrFkaMGIHatWur5VILS+YhzM7OxiuvvOLMfSUicttRgjJp80cDm2LKbwdx6UYqWvgdRiSuIyssEn363K+brPlgkG0vyBGCRL4TYJUvXx6bN2/Gs88+iwkTJkCr1RpqYnXt2lUFWbIOEZFPjxLscxNZv/0HwakXdQ9kAlj1MXCqO7Dvh3xeiSMEiXyy0GhsbCyWLVuGa9eu4dixYyrIqlmzJkqVKuW8PSQi8pBRgv5HfoH/tjHwN2/rUnMIfq67XbIKcP2khYmaOX8gEXy9krsEVM2bN3f83hARuaFSodZHUOtJ4dBG+6fnP4fg8G3A3ys4fyCRlytQgEVE5CsTNSfeTMd7q47m+Txpe+pW/J873YJ5zSF4dhtHCBL5AAZYRERWSjCUCQtCVk4ObtzKQkigH25l5ljr2MMzTUKBbQUYIUhEXokBFhH5PGsTNSemZKjrqIhimP90Kxy5mIQpS/eh0s09aoRgAkriTHgjvNa7Phol7LLtc+QIQSKf4NIAa/r06ar0g5R6CAkJQZs2bTBz5kxDCQgiIncowSBtVpVLh6Jqwu/oWmwcNBl3ioVqAyOh2VAWSDiYzytxhCCRL7G50KgzrFu3DsOHD8fWrVuxatUqZGZmqjkNU1JSXLlbRORDbCnBcDEpXU3QjIVDoDGrxK6R4qESXPkFAvUfuN1pyDkEiXydS1uw4uPjTe5/9dVXiIyMVJNG33PPPS7bLyLyHbaUYJARgpX/nJz3CMHQ0sC/PgXi+nKEIBG5Vw7WjRs31HXp0qUtPp6enq4ueklJSepaWr7kYi/9cwryXHJvPLbeq7DHVroEd5y6hoTkdEQWD0bJYv75Pkeqsoek3U5Ot+bmJWT9sx7amt2B6l2gObNFl9AeXh7aSq11Se38tyZP/N16r0wvOt/a+h40Wn1JdhfLyclBnz59cP36dWzcuNHiOpMmTcLkyfJXpKnvvvsOoaGhRbCXROTJ9iRq8ONJP1zPuNOFF6jRIlNr3qVnTIuHgzZjht+cfLe/I/ZZnCvd2kF7S0TuKDU1FQMHDlSNQhEREe4fYMkUPMuXL1fBVcWKFW1uwapUqRKuXLmS55vMKwqV3K/OnTsjMDD/QoLkOXhsvVdBj+2KA5cwcsGePJPZrZVgWNguAc23j8n3NbIGLYE29m6b94lM8XfrvTK96HwrsUfZsmXzDbDcootQJo/+9ddfsX79eqvBlQgODlYXc3KwCnPACvt8cl88tt7LnmMr3YLTlh/JM7gqGRqIUH+gcoppCYYZ94Wg+Z/jbBohGFDtHl1XIBUKf7feK9ALzre27r9LAyxpPBs5ciR++uknrF27FlWrVnXl7hCRD48UbJm2CR+UXIDgoDvV2LUBZaBZcwvIStXVr1JFQjmHIBG5eZkGKdHwzTffqByq4sWL4+LFi+py69YtV+4WEfnYSMGuftswN3AWgsymutGkJuqCq7K1gGe3AAO+BiKiTZ8cEQMMmKeb/oaIyB1asObOnauu77vvPpPlX375JR577DEX7RURedt8gueupeZZgmFi4Dx122qqe8ZNIKQk5xAkIpu5vIuQiMiZ8wmGBvkjNSM7zxIMMZqreW9Yioue2qybO5BzCBKRu3cREhE5ej5B81wrfXBVv0KExRrrktBuE/0kzURENmCARUQ+MZ/gteRbmN85E4PDt6OV30HVNSiqhljvPjTBSZqJyA5uUaaBiMiZowQliX1i+jzEbLiKVrIgCEgLLoeMiMqIuLwzn61zkmYish9bsIjIo0hr1d83NPhl7wVsOZ6o7uc1SlA/QjAKpnlWxdIv3wmuqnfkJM1E5FBswSIij8qzmrT0AC4m+QMH96llURHBiCkRku8IQT9rQwTDIoFHfwAO/8ZJmonIYRhgEZFHJbGb51ldTEpXlwKPEExJ0I0QlDpWdXrqbt+epBmxbViZnYgKhAEWEXlFEnt4kD9Sbo8Y1K8Xgyv2jRBkCQYichDmYBGRRyexSzegjArskLUBbzdLQkyEzBOmRSe/nRgXMN+2F+AIQSJyMLZgEZHbs5bErkYHBs670w24H7g/PBIpMeUQfvWAWqTV+EGj1ZVkyI0jBInIORhgEZFbT3Pj76dB8WKBVkcHmtPcTEA4EgCNP9B2NDSRdYEfn779qHEn4+2s924zmGdFRA7HAIuI3Haam+gSxTC4VSzmbztdgNGBZYEOr+qCp4BiHCFIREWKARYRue0IQQm23lpxRN0uHRqEq6kZqt3JptGBkriunz+QIwSJqIgxwCIitxwhKK1UEkjJXIHX/Uth1vPDse3UdVUHq7Kt8wIar8cRgkRUhBhgEZHbjRDMlbwOIH3uZ+jW8y106HwD2cu/w+2pBPPG0YFE5CIMsIjIrUYIWkteD0q9CPwwRKYRVLQaf2i0urpXuXF0IBG5FutgEVGRdgfK/IE/7z5nmEdQRgvakryuv6uFBgeiH0R2v084fyARuS22YBGRy0YJlo8IRpXSYYb7tiSva6DFtbAa0Mb1AwKDOTqQiNwSAywictkowUtJ6eqiJwnttiiWeXs9jg4kIjfFAIuIinyUoPEIwQSUxPFiDTC5XyNs+3krYC2tykhaYEmjjfnrSjEQEbkRBlhEVKSjBC2NELyYXQpB25qie846dV+CMcv1QzXQRsQgMbw2jxoRuTUmuRNRkY0S1I8QjIJpnlV5XEPps79Do80CohreDq7MQyzd/ezO0wAN/+kiIvfGf6WIyKmjBDOycvIfIai5PUtgaBng6bXAgK+BiGjTlSJigAHzoK3Ti0eMiNweuwiJyGmjBIsXC0BqepZNIwRVzJWaqJveJq/k9cxMHjEicnsMsIjIYaMENchBK6Pk9W1pdZADP1QqFYJKN+yc3obJ60TkwRhgEZFDRgl2sZC8fl5bGlMyB6NSZgZeDPsesKXxidPbEJEXYIBFRIUeJdgweb3F6W0kmf2jwPehybozvQ202VZHCKo8K+kKJCLycExyJ6ICJ7CLhBspVpPX5b4ksOdoNdhX7yVo7v8vNCq8sjxCEN1m6LoGiYg8HFuwiKhACezRJYphTKdaOLB5GfrmM72Nn0YLv5gmQP2egF8Ap7chIq/HAIuICpbAfqMOxi3eiz5+Z4Cg/D/EusVTdTc4vQ0R+QAGWERU4AT2yZlDEOuXYNMn6Fc8yugOp7chIu/GAIuICpzA/nHgLJVjldf0NlrJumLyOhH5GCa5E5FVCUn5J7BrtcD5qA4qeV2CqVzBldxg8joR+RgGWERkdZRgjdS9qlvQPLgyJkHWtQZPqmlsNGbT26iWqwHzdHlXREQ+hF2ERGRxlGBk8WA8EPQX6sHGBPa4B61Pb0NE5GMYYBH5uPh9Z/HV/PloLqMD/UpiW45uepuE5DQE+f8DBNqRwM7kdSIihQEWkQ/LPvAzmix+Ht2CEk1GB87P6oCO/rvQ2O8ftYwJ7ERE9mEOFpGvOrgUfj8MRTntneBKROMqXghcpIKrFG0wfslqpcYHMoGdiMh2bMEi8hGStC5lF6TrLzIsEK3ix6m2KfMEdv3IwFQEo336u0hAKZRvcxktDs8Eks6bJrDL6EAmsBMR5cIAi8gHk9hb+R1E66A7wZI5CbLCkI5qfheQkFMK2bV7A90GM4GdiMhGDLCIvFVOtgqI9hw6jK82XselnDqGrIBKsK36ukyLI3MOtqhaWlf4qmo7J+80EZF3YIBF5I0OLjVMqNwIwIIgXfL6m5kDEam5gdEBi2zajMw5OLF3HPzzKoRFRES5MMAi8sbgauGQ22P/TJPXPwycbZjaJkvrB3/kGO4by9ECCZoyeOyRR9CtvmnxUCIiyh8DLCJvSmBPSkG3VS8hKNeYP11elVpXq8GrWY/jhjYMswM/VAntxg1UanobDVDuwffQrV7FIn0fRETeggEWkRclsEvyet+gi3mu76/R4oQ2Bltz4vBspr+aazAGV3ONDvTn6EAiogJjgEXkiawksEtSui30663MaYH9wW2x/uFi8E9J4PQ2REQOwgCLyEsS2L/N6ogefttsTl7X9wq+1qcB/Ksxz4qIyJEYYBF5SQL7S4E/qNuSUyWsJa9fRBk132BUiWJqhCCT2ImIHI8BFpEndQverr5uzrj6+rTMRzE18AuryetnW7yOb2u3UbWtWH6BiMg5OBchkYeMEjywJd5kqhqL1dc16fgHMXg2cwwuorTp4xEx0AyYhxY9HkPr6mUYXBERORFbsIjcMHkdNy8ZEs7jDyaoUYL9b/6EeoG2JbAvzWmD1enN0LX4P5jdOwZ+xaPUtuDnXxTvgojI5zHAInLD5HW9WyFR2J10H6b6HUHHwL/sSmDPgR/69B0APxYKJSIqcgywiNw4eb3YrYsYH7hA3c7WAukIQjFkmORW6TGBnYjIfTDAInLn5PXbowJvIRi9MqaipuYc5gbOUsEUE9iJiNwXk9yJiiqIOrEB2LdIdy33b8s+uSnf5PVQTbqapHlFTgsmsBMReQC2YBG5ILcKajqamViR1Rg3l8zG/XZUX5cga1V6M7TwO6yWPdOzDeq17sYEdiIiN8IAi8gFuVVIugDtwsFopi2OMppkm5PX9SSB/c+cOFUs9L3WHUz7C4mIyOXYRUjkgtwqXdlPqODqsjYcSdoQlVdlcTNamQpHV31dTx9OSSV2FgslInI/DLCInEXqWeWRW6U3NnM4Xsp8Rt02D7J01dc1+CBwmGq10pOWq7mDmnKaGyIiN8UuQiIHFwY1FPNMvmjTJkohRRUGlerrEwPnIQZXDY/dCimP0N5vY1qd3uh74ioSktMQWbwYp7khInJzDLCIHJ283mUqkJWOlFXTEWZHbpV58rosH/3oULSuGQkJ2WR6GyIi8gwMsIgcmrx+Hlj0hLoZdrvLT3O71EJehUENy+CHrTlx6jnSDdiiejkeHyIiD8QAi8je7r88k9d1tBo/vJXxAC5pS+P/Aj9WxUKNB/rpc60mZw6G1iwVkgnsRESejwEWkZ21qxBSKt/kdY02B39pa6nWqJTMYrlyq6TlSoKrCq0HIGr/RVy4kWZ4TFquZHRgN84hSETksRhgEdlRuwoLBwPl6tr0mVkrDCq5VdItKN2B8+Oi8ErPOGxjAjsRkVdhgEVkR+0q5fKhAhUGldYs427AaMmxqlpa1bFiAjsRkXdhHSzyLXnMCWhP7apkhOZZGPSCtgzu7/+gLsHd7HHmWBEReT8GWORbXX+z6gP/6wUsHqa7lvuyXGRnAcfX2LSp7zPvVdfmQZb+/qTMwahYurgqBio5VcZYJJSIyPuxi5B8Q355VdU7Ahf2AKlXbNrcau1d2J5Z22ryuuRd9UhOQ9/GFdA5Loo5VkREPoYBFnlnSYWY5vblVR3/XV1dRzgCtZkIQbrF+ZONa1dJXpW15HUhFdcFc6yIiHwPAyzyvClobCipEFA8BtFl7wfQAzi1yaa8qpNNx6HT5nro6LcLcwNnqWDKUu2q+IqjUSYhBFeS03MlrwtDkdCqpQv67omIyMMxwMpDdo4W245fRvbJTYjUXEf1atXhX6Wt1RN9dlYWDv+5AreunUNIqQqo07Ir/AOsf8T2rG/3vrjRvtu9/sGl0MaPg8YoKNJGxEAjNaji+ljs+tOqaZGNJJ9H8+QPoZ23DUiwbdTfzmshyEKA6t6zNC+gvvuvR/MHMCXAD89+s0u9pnG7GBPYiYjIbQKsOXPm4O2338bFixfRqFEjfPjhh2jRooVL9yl+/wWsXfIFRmX+FzGa2yfZjTL5bhRCer+d60T/14r/IWbLZNRDomHZpVVlcL71RDTpOjTX9u1Z3959cad9t3t9Ca4sBExaCbYWDoFmwLw7+3+76y9XcGUU6GjO/Alb/XAky3A7r9pVjxUvpsoqSAL75F8OskgoERG5X4D1/fffY+zYsfj444/RsmVLzJo1C127dsWRI0cQGRnpkn2SAGXJdx/jo8BZuR4LTr2oAgDjE70EEI02j9KtYHSmL6dNRLnNo/AXYBJI2LO+vfviTvtu9/o52bj1y0sI1mpz5T9JVlOOVovMJSMRlHgMuHocOLtTdf1ZSJUysbHa86h+/CuUx7U886rOhDdEaJoWqRnZ+dauElJpnQnsRETklmUa3n33XTz11FN4/PHHERcXpwKt0NBQfPHFFy7ZH+lam7J0H14PnKfu5zrRa6RLSAtt/HgVEEjXl7TOWFtXRG+ZrNZT27djfbv3xY323db1Y7e8huyDvwF7f0DOilcQcuuixSBI/5ygjOvA75OBv76xueDnwsOZmJQ5NM+yCtL1958e9fHugEZ21a7SJ7DLaEG5Nn6MiIh8l0tbsDIyMrBz505MmDDBsMzPzw+dOnXCli1bcq2fnp6uLnpJSUnqOjMzU13spX+O8XP/PHEVlW7uQUzQndwbi1Fp0jmcn1JXTeJbQbq+8ggKopCIc1PrIsOvGIJzbiHGhvUvTK2DNE0xLMi+hRi//Pfl4pRaSEMwFman2bT+pSm11L5H2bAvl6bWRKamGIK0aSgvOUn5rJ80tRK08EcAMlEeaXmuXxo3gIUD7+ybDXbk1MSG7IbwRzZGBS7Jd/30YmWxIrVWnnlV0iU4ODQALauWxocPN8LUZYdxMenOdy2qRDBe6V4HHWuXLdB3jRzH0u+WvAOPrffK9KLfra3vwaUB1pUrV5CdnY3y5cubLJf7hw8fzrX+9OnTMXmyrkXE2MqVK1WrV0GtWrXKcHvnFY1hDrn8xGgv2fwaFZAgfU42i8ZlXfa0jVFHlPZ2/SYb1y+vX9+WdSUgsVK13JIIpNq+sozey4nEWW05BCELLfyP5Lv+HO0AHAmOQ3ZODh7QrkcUrubZ9RcZXRUlz2ixIqO5lbwqDUoGaXH54FYsu90oNi4OOJ6kQVImEBEIVI9IQfapnVh2yq63Rk5k/Lsl78Jj671WecHvNjU11TNysOwhLV2Sr2XcglWpUiV06dIFERERBYpC5WB37twZgYGBalmZE1cx+3j+J3nxT+NxuJScjtbHc+c7mdtc/XmEV26Em6f3oM3x92xaPzG8Nv7asRGvB36T7/rHm7yMgzmVsWv7JkwM+jr/9Zu+olpo2h77v3zX3VjjRRSveheST+zE3Tasv67O64io0Ro3jm/DfYcm5rv+sZbTEN2oEw6cvYaKyzvlGzANe3QQWlYvp1obJ381JM+SCtI6Nfje1miZmomRC/aodHjzvCq5TP1XI3StZxrok3uy9Lsl78Bj670yveh3q+89c+sAq2zZsvD398elS6YtQXI/Kioq1/rBwcHqYk4OVmEOmPHzW9eIxLjwRjifXtr6iV5OyhEVUK3POMTmaHFp6tcqadtaUJCgKYOWj7yqyhJkZ/XGpanzbFpfSirMOFQGT6Yvy3dfqvd+EVXgp9Z/Kv23/Nfv9QKqqH3/Mt99af3wBN2+t+xi0/p3PzBat37jFrg09YN812/f9V9q/ToxpfDK6ifxZuZbVgOmDwKHYVqtaF3uU41IvFT8HjyXDJV3Zqnrb2/xdmo9WT8gwJ+j/rxIYX/35L54bL1XoBf8bm3df5cmuQcFBeGuu+7C77/rqmiLnJwcdb9169Yu2Sc5Eb/WpwHeyBxiNSlaI/91m6ECIAkMpNyAtXXFhdYTDTWf7Fnf7n1xo30v0Pp+GtzX7wk8lzkGF2FapFMCJlkuj+sTyeVaks4lf6pd+gd4OONVjMoYoa7bpb+PFTnNVd6Ufn0Z9bdxXAfMf6oV3n+4sbqW+7KciIjIkVzeRShdfkOHDkWzZs1U7Ssp05CSkqJGFbqKOuEO/DdeXhKkqyVl1DKSHpq7lpSUGZByAzJirrxRrSdpnblgodaTPevbuy/utO8FWV+//w8ubasGG+hzpc6EN8JrDzbIFQzJfX09qq037nT9RZcIRvfyqbm6/ThtDRERFQWNVitjyVxr9uzZhkKjjRs3xgcffKBqYtnSD1qiRAncuHGjwDlYy5YtQ48ePSw2+blTNXSfquSu3/8TV5GQnKbm9JPaU3mVQDBfv0nF4lgRv9zqsSXPld/vljwXj633yvSi362tsYfLW7DEiBEj1MXdqNaOmpFAzf62rR8QgHpte9q+fTvWt3tf3GjfC7T+7fpSBV3fG4YCExGR53J5oVEiIiIib8MAi4iIiMjBGGARERERORgDLCIiIiIHY4BFRERE5GAMsIiIiIgcjAEWERERkYMxwCIiIiJyMAZYRERERA7GAIuIiIjIwdxiqpyC0k+jKPMCFYRMp5Kamqqe7+lzI5EpHlvvxWPrvXhsvVemF51v9TFHflM5e3SAlZycrK4rVark6l0hIiIiH5KcnKwmfbZGo80vBHNjOTk5OH/+PIoXLw6NRlOgKFSCszNnzuQ5IzZ5Hh5b78Vj6714bL1XkhedbyVskuAqJiYGfn5+3tmCJW+sYsWKhd6OHGxPP+BkGY+t9+Kx9V48tt4rwkvOt3m1XOkxyZ2IiIjIwRhgERERETmYTwdYwcHBmDhxorom78Jj6714bL0Xj633CvbB861HJ7kTERERuSOfbsEiIiIicgYGWEREREQOxgCLiIiIyMEYYBERERE5mE8GWOvXr0fv3r1VFVapAL9kyRJX7xI5yPTp09G8eXNV3T8yMhL9+vXDkSNH+Pl6gblz56Jhw4aGQoWtW7fG8uXLXb1b5GAzZsxQ/y6PGTOGn62HmzRpkjqWxpc6derAV/hkgJWSkoJGjRphzpw5rt4VcrB169Zh+PDh2Lp1K1atWqUmGO3SpYs65uTZZNYGOfnu3LkTO3bsQIcOHdC3b18cOHDA1btGDrJ9+3Z88sknKpAm71CvXj1cuHDBcNm4cSN8hUdPlVNQ3bt3VxfyPvHx8Sb3v/rqK9WSJSfle+65x2X7RYUnrc7Gpk2bplq1JJiWf8TJs928eROPPvooPvvsM0ydOtXVu0MOEhAQgKioKJ/8PH2yBYt8x40bN9R16dKlXb0r5EDZ2dlYsGCBapmUrkLyfNLy3LNnT3Tq1MnVu0IO9Pfff6t0nGrVqqkA+vTp0z7z+fpkCxb5hpycHJXH0bZtW9SvX9/Vu0MOsG/fPhVQpaWlITw8HD/99BPi4uL42Xo4CZZ37dqlugjJe7Rs2VL1ItSuXVt1D06ePBnt2rXD/v37VZ6st2OARV79F7H8kH2pz9/byT/Uu3fvVi2TixYtwtChQ1XeHYMsz3XmzBmMHj1a5UwWK1bM1btDDtTdKBVH8uok4IqNjcXChQsxbNgwr/+sGWCRVxoxYgR+/fVXNWJUkqPJOwQFBaFGjRrq9l133aVaPN5//32VGE2eSfIjExIS0LRpU5MuYPntzp49G+np6fD393fpPpJjlCxZErVq1cKxY8d84iNlgEVeRabWHDlypOo6Wrt2LapWrerqXSIndwPLCZg8V8eOHVXXr7HHH39cDecfN24cgysvG8hw/PhxDB48GL4gwFcPsnEEfeLECdXtIInQlStXdum+UeG7Bb/77jv8/PPPqo//4sWLanmJEiUQEhLCj9eDTZgwQXU5yG80OTlZHWcJolesWOHqXaNCkN+peY5kWFgYypQpw9xJD/fiiy+q0b/SLXj+/HlMnDhRBcyPPPIIfIFPBlhSQ6d9+/aG+2PHjlXXks8hCXnkuWTYvrjvvvtMln/55Zd47LHHXLRX5AjSjTRkyBCVLCsBs+R0SHDVuXNnfsBEbujs2bMqmEpMTES5cuVw9913q7IqctsXaLTSp0JEREREDsM6WEREREQOxgCLiIiIyMEYYBERERE5GAMsIiIiIgdjgEVERETkYAywiIiIiByMARYRERGRgzHAIiIiInIwBlhEZFGVKlUwa9asQn86UlV/zJgxTv2UZcocjUaD69evw1MUxedy5MgRREVFqamF7NGqVSssXrzYaftF5AsYYBF5GZn7q1u3bhYf27BhgwpE9u7da/d25XlLliyx+3k//vgjpkyZgsIGe/L65pcZM2bAGTwxYLM2f6NMfi7z/UnAJPPAnTt3zuK6NWvWNEwb9uqrr2L8+PFqMm0iKhgGWEReZtiwYVi1apWaB8yczMnYrFkzNY9fUZFJ1OUEX1hvvPGGmofQ+CLBgytlZGTAXZ0+fRq//vqrYQ7OPn36qAmU//e//+Vad/369Th27Jj67giZVFtavZYvX17k+03kLRhgEXmZXr16qclUzScuv3nzJn744QfDSVRaNOrVq4fg4GDVQvTOO+9Y3aY8Lvr3769advT3jx8/jr59+6J8+fIIDw9H8+bNsXr16jy7wtLT0/Hiiy+iQoUKCAsLQ8uWLVWLUX4kSJPuLuOLPN+ajRs3ol27dggJCUGlSpUwatQopKSkmOzHuHHj1GPyGdSoUQOff/45Tp48aZgMvlSpUur96oMUeS8jRoxQ76ds2bLo2rWrWr5u3Tq0aNFCbSc6Olq1/mRlZRleS15XJqqWz0get/RZX7t2Ta0jrxkaGqqCnL///tvw+KlTp1TrpDwu71uO3bJly6y+/4ULF6JRo0bqcxaBgYEYPHiwxQntv/jiC3UcZJtCWrp69OiBBQsW5HNUiMgaBlhEXiYgIECdqOVEajyXuwRX2dnZanb7nTt3YsCAAXj44Yexb98+TJo0Ca+99prFk6/Yvn27oQVMWo709yVokxPx77//jr/++kt1TUoQIK0n1kiAsmXLFnXylq7KBx98UD3POJgoLAn8ZJv333+/eo3vv/9eBVzy2nryGc2fPx8ffPABDh06hE8++UQFQBJw6fOPJIdJ3u/7779veJ60AAUFBWHTpk34+OOPVZebfAYSXO7Zswdz585VgdrUqVMNz3nppZdUEPbzzz9j5cqVKqDctWuXyT5LELdjxw4sXbpUfT5y7GS7mZmZ6vHhw4eroFBam+SYzZw5U+2vNdIdLK2VxiS4ls9ZtqEnx3DRokWGwFtPAkbZBhEVkJaIvM6hQ4ckstL+8ccfhmXt2rXTDho0SN0eOHCgtnPnzibPeemll7RxcXGG+7Gxsdr33nvPcF+299NPP+X72vXq1dN++OGHhvv33nuvdvTo0er2qVOntP7+/tpz586ZPKdjx47aCRMmWN2m7EtQUJA2LCzM5LJ+/Xr1uLxP2b9r166p+8OGDdM+/fTTJtvYsGGD1s/PT3vr1i3tkSNH1PqrVq2y+Hrm2zN+L02aNDFZ9vLLL2tr166tzcnJMSybM2eONjw8XJudna1NTk5W+75w4ULD44mJidqQkBDD53L06FH1eps2bTKsc+XKFbWO/nkNGjTQTpo0SWurRo0aad94441cy1u1aqUdOnSo4f7nn3+uDQ0N1SYlJZms9/PPP6vPS94DEdmPLVhEXqhOnTpo06aN6voRkl8jrRH6VgppsWnbtq3Jc+S+tG5IK5etpPVDuvvq1q2LkiVLqhYV2ba1FixpeZHt16pVS62rv0jrjrQ65UVagXbv3m1yMW+h0ZOWJGmNM34N6c6TpO0TJ06o50o32L333gt73XXXXSb35f22bt1adSUaf5by2UgenLwvydWSLjjjvLTatWubbENaHo3XkXwpWUceE9LFKa1isu2JEyfmO1Dh1q1bKFasWK7lTzzxhGqx0o8slO+ItCKa58lJ16p8XtJqRkT2CyjAc4jIA0gwJUngc+bMUV171atXL1BAkRcJriSh/v/+7/9UDpOclB944AGryd8SdEhgI12Ucm0sr+4uITlP8hq2kNd55plnVFBirnLlyirgLKi88r6c6cknn1RB4m+//aa6GadPn65yuawl+svnJXld5qRb+Pnnn1c5Wvfcc4/q6pRtmbt69ap6r3JMich+bMEi8lKSY+Xn54fvvvsO8+bNUy0X+lYWaXGSE6sxuS8tS+aBj54kSZu3bslzJHdIkt8bNGigEs8lSdyaJk2aqG0kJCSoYMn4Is91lKZNm+LgwYO5XkMukj8l+yqtM9JyZomsI2xpzZPPUp8zZfy5SItQxYoVVWArn92ff/5peFwCn6NHj5psQ5LijddJTExUOWBxcXGGZZIf9u9//1uVvnjhhRfw2Wef5flZy2dgTvZLWqyk5UoCbznmMhjA3P79+9U2iKhgGGAReSlpEXrooYdULSRJ1NaPhBNycpbEdKlPJSd6SdyePXu2apGyRkYOynMuXrxoaBmR2klyspcuN+mWGzhwYJ61k+Rk/uijj6oEc3medNdt27ZNtaBIy0xepEtLXtv4kpSUZHFdGR24efNmldQu+yZdn5Jgrk9yl/cydOhQFXRKbS/ZD0k8l1YdERsbq4JRKXNw+fJl1SJmzXPPPYczZ86olqTDhw+r15EuPKkpJQGuHAdpTZQuzjVr1qjARY6FPKYnn6OMxnzqqadUMr58loMGDVIjAGW5kJGLK1asUPsqCfJ//PGHCsyskdYuCfwsBYmyP/L5SJK+fAaWSJdyly5drG6fiPJRgLwtIvIQmzdvVsnTPXr0yPXYokWLVFJ7YGCgtnLlytq3337b5HHzJPelS5dqa9SooQ0ICFCPiRMnTmjbt2+vkrErVaqknT17tklSuzC/n5GRoX399de1VapUUa8dHR2t7d+/v3bv3r1W34e8nrwP88szzzxjNSl927ZtKpFfks0lIb5hw4baadOmGR6XZPfnn39evb4koct7++KLLwyPS4J4VFSUVqPRGJLCzd+L3tq1a7XNmzdX25HnjBs3TpuZmWl4XBLdZYCBJJOXL19e+9Zbb+Xa1tWrV7WDBw/WlihRQn2eXbt2VcnveiNGjNBWr15dGxwcrC1XrpxaVxLhrZHXj4mJ0cbHx1t8XBLzZcDB+fPncz129uxZdWzOnDljdftElDeN/C+/IIyIqKAkAbxjx44mZQuoaEj+nZR9kJYve0gLoLRSfvrpp07bNyJvxy5CInIKGX0mdZ0OHDhgKGBJRUsS/SWR3d65CCMjIws9vRGRr2MLFhE5heQ2Sa6VTNEiydSS6E1E5CsYYBERERE5GLsIiYiIiByMARYRERERAywiIiIi98YWLCIiIiIHY4BFRERE5GAMsIiIiIgcjAEWERERkYMxwCIiIiKCY/0/k36U5YCUrL4AAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pathlib import Path\n",
"from src.data_loader import apply_filter\n",
"import matplotlib.pyplot as plt\n",
"\n",
"## Put the path for import the data \n",
"#PROJECT_ROOT = Path.cwd().parent \n",
"#DATA_DIR = PROJECT_ROOT / \"data\"\n",
"\n",
"#data = load_all(DATA_DIR)\n",
"\n",
"def plot_xy(df, x_col, y_col, label=None, ax=None):\n",
" if ax is None:\n",
" fig, ax = plt.subplots(figsize=(7,5))\n",
" \n",
" ax.plot(df[x_col], df[y_col], marker='o', linestyle='-', label=label)\n",
" ax.set_xlabel(x_col)\n",
" ax.set_ylabel(y_col)\n",
" ax.grid(True)\n",
"\n",
" if label:\n",
" ax.legend()\n",
" \n",
" return ax\n",
"\n",
"def comparar_rondas(data, ronda, experimento, x_col, y_col,\n",
" row_start=None, row_end=None,\n",
" t_min=None, t_max=None, title=None):\n",
" \n",
" fig, ax = plt.subplots(figsize=(7,5))\n",
"\n",
" if ronda == None:\n",
" rnd = [1,2]\n",
" else:\n",
" rnd = ronda\n",
"\n",
" for ronda in rnd:\n",
" df = data[(ronda, experimento)]\n",
"\n",
" # Data Filtering \n",
" df_f = apply_filter(df, row_start=row_start, row_end=row_end,\n",
" t_min=t_min, t_max=t_max)\n",
"\n",
" plot_xy(df_f, x_col, y_col, label=f\"Ronda {ronda}\", ax=ax)\n",
" \n",
" if title == None:\n",
" ax.set_title(f\"Experiment {experimento} - Comparatives Rounds {rnd}\")\n",
" else:\n",
" ax.set_title(title)\n",
"\n",
" plt.show()\n",
"\n",
"def comparar_experimentos(data, ronda, expe, x_col, y_col,\n",
" row_start=None, row_end=None,\n",
" t_min=None, t_max=None, title=None):\n",
" \n",
" fig, ax = plt.subplots(figsize=(7,5))\n",
"\n",
" if expe == None:\n",
" no_expe = [1,2,3,4]\n",
" else:\n",
" no_expe = expe\n",
"\n",
" for exp in no_expe:\n",
" df = data[(ronda, exp)]\n",
"\n",
" # Data Filtering \n",
" df_f = apply_filter(df, row_start=row_start, row_end=row_end,\n",
" t_min=t_min, t_max=t_max)\n",
" \n",
" plot_xy(df_f, x_col, y_col, label=f\"Experiment {exp}\", ax=ax)\n",
"\n",
" if title == None:\n",
" ax.set_title(f\"Round {ronda} - Comparatives Experiments {no_expe}\")\n",
" else:\n",
" ax.set_title(title)\n",
"\n",
" plt.show()\n",
"\n",
"\n",
"\n",
"expe_1 = [1,4]\n",
"\n",
"comparar_rondas(data, ronda=None, experimento=1, x_col=\"Temperatura\", y_col=\"Resistencia\", row_start=35, \n",
" row_end=66, title=\"Comparative between Temperature vs Resistance in Experiment 1\")\n",
"comparar_rondas(data, ronda=None, experimento=2, x_col=\"Voltaje Electrodos (V)\", y_col=\"Temperatura\", \n",
" row_start=35, row_end=66)\n",
"comparar_experimentos(data, ronda=1, expe=None, x_col=\"Voltaje Electrodos (V)\", y_col=\"Resistencia\", \n",
" row_start=35, row_end=66)\n",
"comparar_experimentos(data, ronda=1, expe=None, x_col=\"Voltaje Electrodos (V)\", y_col=\"Corriente Electrodos (A)\", \n",
" row_start=10, row_end=66)\n",
"comparar_experimentos(data, ronda=1, expe=expe_1, x_col=\"Voltaje Electrodos (V)\",\n",
" y_col=\"Corriente Electrodos (A)\", row_start=10, row_end=66)\n",
"comparar_experimentos(data, ronda=1, expe=expe_1, x_col=\"Voltaje Electrodos (V)\",\n",
" y_col=\"Resistencia\", row_start=35, row_end=66)\n",
"comparar_experimentos(data, ronda=1, expe=[2,3], x_col=\"Voltaje Electrodos (V)\",\n",
" y_col=\"Resistencia\", row_start=35, row_end=66)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "db0e8d5e",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Items rondas: [1]\n",
"Items experimento: [1, 4]\n",
"True\n",
"Pendientes:\n",
"Ronda 1: 2.190472\n",
"Ronda 4: 2.038875\n",
"{1: 1, 2: 4}\n",
"2\n",
"% Cambio Resultado 2 respecto Resultado 1: -6.92%\n"
]
}
],
"source": [
"import numpy as np \n",
"\n",
"def calcular_pendiente(df, x_col, y_col):\n",
" x = df[x_col].values\n",
" y = df[y_col].values\n",
"\n",
" m, b = np.polyfit(x, y, 1)\n",
"\n",
" return m, b\n",
"\n",
"def comparar_pendientes(data, experimento, ronda,\n",
" x_col, y_col, row_start=None,\n",
" row_end=None):\n",
" resultados = {}\n",
"\n",
" print(f\"Items rondas: {ronda}\")\n",
" print(f\"Items experimento: {experimento}\")\n",
"\n",
" if len(ronda) > len(experimento):\n",
" mayor = False\n",
" else:\n",
" mayor = True\n",
" print(mayor)\n",
"\n",
" for rnd in ronda:\n",
" for exp in experimento:\n",
" df = data[(rnd, exp)]\n",
" df_f = apply_filter(df, row_start=row_start, row_end=row_end)\n",
" m, _ = calcular_pendiente(df_f, x_col, y_col)\n",
" if mayor == False:\n",
" resultados[rnd] = m\n",
" else:\n",
" resultados[exp] = m\n",
" \n",
" print(\"Pendientes:\")\n",
" cont = 0\n",
" result = {}\n",
" for r, m in resultados.items():\n",
" cont = cont + 1\n",
" result[cont] = r\n",
" print(f\"Ronda {r}: {m:.6f}\")\n",
" \n",
" print(result)\n",
" print(len(resultados))\n",
" \n",
" cambio = ((resultados[result[2]] - resultados[result[1]]) / resultados[result[1]]) * 100\n",
" print(f\"% Cambio Resultado 2 respecto Resultado 1: {cambio:.2f}%\")\n",
"\n",
"def plot_con_ajuste(data, x_col, y_col, ronda, exp,\n",
" row_start=None, row_end= None,\n",
" t_min=None, t_max=None):\n",
" \n",
" df = data[(ronda, exp)]\n",
" df_f = apply_filter(df, row_start=row_start, row_end=row_end,\n",
" t_max=t_max, t_min=t_min)\n",
"\n",
" x = df_f[x_col].values\n",
" y = df_f[y_col].values\n",
"\n",
" m, b = np.polyfit(x, y, 1)\n",
"\n",
" plt.figure(figsize=(7,5))\n",
" plt.scatter(x, y, label=f\"Datos-Experimento {exp}\")\n",
" plt.plot(x, m*x + b, color=\"red\", label=f\"Ajuste lineal (m={m:.4f})\")\n",
" plt.xlabel(x_col)\n",
" plt.ylabel(y_col)\n",
" plt.legend()\n",
" plt.grid(True)\n",
" plt.show()\n",
"\n",
" return m \n",
"\n",
"plot_con_ajuste(data, x_col=\"Voltaje Electrodos (V)\", y_col=\"Resistencia\",\n",
" ronda=1, exp=1, row_start=36, row_end=66)\n",
"plot_con_ajuste(data, x_col=\"Voltaje Electrodos (V)\", y_col=\"Corriente Electrodos (A)\",\n",
" ronda=1, exp=1, row_start=10, row_end=66)\n",
"plot_con_ajuste(data, x_col=\"Voltaje Electrodos (V)\", y_col=\"Corriente Electrodos (A)\",\n",
" ronda=1, exp=4, row_start=10, row_end=66)\n",
"\n",
"expr = [1,4]\n",
"rnd = [1]\n",
"\n",
"comparar_pendientes(data, experimento=expr, ronda=rnd, x_col=\"Voltaje Electrodos (V)\",\n",
" y_col=\"Corriente Electrodos (A)\", row_start=10, row_end=66)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "aa9e89fe",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ZumPpvjfdPvqvoXufdNvkA1VGdGQ0Z9myZWq0ST6477jjjhLH039vJfiQ0RT5qk+m4Sr6fnTnVfo8dfflePrnLeR7lm0yqiOjZnKupa+HTJUdO3ZMTSHKiJiMnMmIlvx/I4noulG2sr4ffTL9KMdOT08vsY+ciwTA+ttkv7K2SZCo2yaBS0WjRTfddJN638tS+rrdiOR+yXRh+/bty3yejIJJ4C05iP379y/eR66jBJEdOnQo3le+B5manTdvngpSS19nITlpQt53CaR1x5P3TgL6ss5Btsn3JT+DZR2Tqkf3u84S1uojLV4T49qRdAEXLl+BWwW/PuTx7Ynnyq2qNNU1qczxrCYgkw9d+dCXKTT5pS0fDjKVJblO5ZFREfnLv7SVK1deNzIiH6IyBScf8Hl5eRWei4erEwpztaMmpmBonzoJSiQ/SKbgJAFfn0xhyrSR5FvpEtilF5S8h5LcLvlCkv8l/xa6kUZd0Crk/ZDny00SwiX4k9EPee/lpr+vTGnKtqSkJBU8l6a/b2ny4S6Plz5P3YiKnKtuFErXz0r2lX3kQz8xMVGNTJUm+0jwJR/4EmDqjiHFA/rHlcBMAoKKzlGmI6UCUVo46P+gyTXQf57cl/9/9LfJ68tr6LbJyG5FFYcSJJZ1LmUduyLy/f/www8q97Ks50jlqOTeyWhqr169SuwjgZWMPOqTHEG5zjJyVl5fse3bt6uvcj3k/dUfQZXR7bLOQ74n+X9Agj1WYpqOjHaSZeE1MZ63u9x4n7TY7VgaW7PXpDIzA1YTkEniuiQPyyiNTBNJJZ7kBsnIkOQPlUXyd2TqTUc+DKTKTpp7lq4Ekw9MmaaR0ZyKpmjkg1s+aKT60FQjZIaSykjJb5KqwdIVeJLALR/88h7J9yQk+JLvW4I3CUglL08+kCX5XEZKhDwuH46Sg3XnnXeqIgpJSJcRyf/85z/q8aioKPVhL6MoMi0lx5KRFMknkiTwWbNmqRGZ8+fPq6R3GREqqz+a/nSWHLf0eeqCZl2lp+4xIfvKNhm5k6lsyR2T71kCLDlXSeCXETF5bQmcJHCVkTIJMnRVqLrjyvWWa1n6/wl9kmgveYv6+0iRgwTy+tvkvozM6W+Tc5LX0G2rbJ81XdWp/D8quWwy+iSvIT2+hExXS+GDFDXok2BMAhwZASv9vcnPkVTlSoGGTG3rfmnItZD/l2R/qZbVJ9skSNcFpUePHlX/j8l7I9OykkP23HPPqeBOvkfdz4gEwBL8y/tf1nss35e8bu/evSv82aOqkf//5UNGql3l/1kyP14T44+QPfJl+bmuOotGdq5whMwUPyeG/gFtVQGZJJjrpqb0p31kFKy8gEym7eRWmrzZpd9wGd2RDw/58NTPCSpNN+Wi29ecZARM8rvKakcgwYkERgcPHiz+ENR9b1IR9/XXX6v3VDfqJa0rJB9IHpf3RtoUSFuHs2fPqv0lGJOWDvK4TKnJFOB9992npqIkKJLnS6Ajo3Vy3NTUVPU8+fCWdhEVvVe689LtU9593b/1t0kRgwSTMnUt36+cu4yiShAij0tgKI9Jsr0k2suHvvw/I20kynqd8sjxpMpSgnFd8Ktr+1H6eYZuM5S0HNGRilcJgiQPTX+kT3IJSx9f/v+Q61a6clLoprpl1EtuOvKzVLptSnnfhwRP0pJE2nLIiJn8sSNBvK6gQbevTIfKH0ES3JdF9pF9y/q5JOPh+2t5eE2Mo1tYXdTx9lAJ/GXlkTlca3Uh+90oh8zY16Qyx3LQmKpvhJHJX+DyYa/fBVw+WOVDR/LKDI1U5cNURhnKGiGT6Tb50Kjor3QJyOQ48nxzB2SGkg9rCVKk/URYWBhsSU1eDylskJFAGXklw66JBH0yzSkjcuU11TX0Z4+qRv7yl5zEoUOHMuC1ELwmpquyFPpBjS78ulHfMVNdk4rijtKsI6IA1CiL5Iz99ddfamRApmlk5EOSzKl8MtKl6zIvIxhUdTICp5tWJcNIGxQZMavpFQ6IyH4awG47mq4qKCXospYmsFY9ZfnBBx+o5GTJl5LqL8kdk4abkqxN5ZNkfJnmkh5uZU3fkuGk1Yrk3JHhZETW1kZlicj8o2Gv/XEYpzP/rYCTdSllKSRp+io5ZecuXVULh0vOmCW3urDKgEwShCUBWW5kOF1/MiIiIltuAPvU13usZjTMqqcsiYiIyH4V3qABrJDHZT9rxICMiIiILN6OpAslpilLkzBMHpf9rBEDslKspOiUyGbwZ46IDCF5Ycbcz9IwILtGt2TLjbr0E5Fx6X7muGwSEVVEkvSNuZ+lsZqkflOTDuvSGV66y0sPkvJ6WkmPJfkAkd5J1tKHzJbxelj3NZF95WdOfvbkZ5CIqDxSMSnVlDdqAFteN35Lx9+A10in8Pr166sGlRUt/CzTK7K0kCz1Yu6lk4jXwxJV9mdEgrbGjRvz54mIKiTtK6S1hVRTOpTTAFYet5Y2F6UxINMj6wNKV/GKpi2lm68sgixL8HCZF/Pj9bD+ayI/dxxtJqLySNWkfm+x+cM74PW/SvYhk5ExCcasteWFYEBWim4h6PJInossByP7MCAzP14Py8NrQkSmbgL7yrAo1PZys8oGsOVhEhQRERFZbBPY06VaXUgO2TOL/0HmlTzc1q4huof6W30wJhiQERERkUUptPEmsGVhQEZEREQWZYeNN4EtCwMyIiIisijnbLwJbFkYkBEREZFFqWvjTWDLwoCMiIiILLIJrEM5j8v2+lbcBLYsDMiIiIjIIpvAitJBmS00gS0LAzIiIiKyCIVFGmw7mo7f9qbCz8NVNYGVpq/65P6CER2suglsWdgYloiIiMxuuR01gS0LR8iIiIjIrJbbWRPYsjAgIyIiIrOxxyawZWFARkRERGZjj01gy8KAjIiIiMzGHpvAloUBGREREZmNPTaBLQsDMiIiIjIbe2wCWxYGZERERGS2nmN/7j+Fezs3tqsmsGVhHzIiIiIye8+xWp4u6mtGTn6JJrASjNlaE9iyMCAjIiKiGu85VrqJRWZOvto2fmA4mgR42XQT2LIwICMiIiKL6DnmAGDJzmRsntjfbgIxHeaQERERUY1gz7HyMSAjIiKiGsGeY+VjQEZEREQ1gj3HyseAjIiIiGoEe46VjwEZERERmRR7jt0YqyyJiIjIZNhzzDAMyIiIiMgk2HPMcAzIiIiIyOjYc6xymENGRERERseeY5XDgIyIiIiMjj3HKocBGRERERkde45VDgMyIiIiMjr2HKscBmRERERk1H5jv+1NVTlkrwxrobaXXiZcd3/qLS3sbhHx8rDKkoiIiEzSb6y+nzse790Uv+87XWJ7kJ+7CsYGt6rPd/4aBmRERERkkn5jZzKv4pONSZg/vD1qe7mpRH/JLZPpTI6MlcSAjIiIiEzab+z1v2KxeWJ/BmEVYA4ZERERVRn7jRkHAzIiIiKqMvYbMw4GZERERFRl7DdmHAzIiIiIqMrYb8w4GJARERFRlXuO/bn/FO7t3FhtY7+xqmOVJREREVW751gtTxf1NSMn3yr6jV3JK8Tx9GxEBvnAEjAgIyIiomr3HMvMyVfbxg8MR5MAL4vtN1ZUpMGz3+3F7/tOqfsz72yN/7Qzf8DIgIyIiIiM1nNsyc5ki+05tmD9UcxcHldiW6uGfrAEDMiIiIjI6D3Huof6W8y7euhUJoa9v/m67X9PGYB6vu7Iz/93mtVcrCqpPzU1FSNGjIC/vz88PDzQunVr7Nq1y9ynRUREZBesrefYuUtX8dIvB3DrvC0ltv855iYcnzFMBWOWwmpGyC5evIiePXuiX79+WLZsGQIDA3HkyBHUrl3b3KdGRERkF6yl51h2bgEWbjqGTzYeQ05eodrWLNALLw6KsMgCA6sKyGbOnIng4GB8/vnnxduaNm1q1nMiIiKyx55jsmh4WXlkDtcqK2U/cygoLMJ3u5Lx3qojSLucq7a1C66FKUOjzHZONjdl+fvvv6NTp0646667ULduXbRv3x4LFy4092kRERHZRb+x3/amqtywV4a1sLieYxqNBisOnUHMnI146ZeDKhgL8ffEh/d3wC9P97D4YMyqRsiOHTuGBQsWYMKECZgyZQp27tyJsWPHwtXVFSNHjizzObm5ueqmk5WVpb5K8l5VE/h0z7OEBEDi9bBE/BmxLLwelsearsnq2LOYsSwOZ7L+zQkL8nXHk70aY+nBs9dtnzQkEgMiAmr0e/vnZAZmrkjA7pMZ6n5tTxeM7heKezs1gquzIwoKCsx2TSpzPAeNhJVWQAIvGSHbunVr8TYJyCQw27ZtW5nPmTZtGl577bXrti9evBienp4mPV8iIiIynXNXgD9POmLfBe1kn4ujBv3qazCgQRHcLWS4KScnB8OHD0dmZiZ8fX0r3NdCTvnG6tevjxYttMOkOlFRUfjpp5/Kfc7kyZPViJr+CJnkocXExNzwjako2l21ahWio6Ph4qLtSkzmw+theXhNLAuvh+Wxhmsi05SD5mwsMQKmTyYkpUJxxbO9a3x6Mu1yLuatO4Yl+1PUecrL39mhIcb2D1WjdJZ0TXQzc4awmoBMKizj4+NLbEtISEBISEi5z3Fzc1O30uTNru4bboxjkPHwelgeXhPLwutheSz5muw6mo4TFyXlp/xgSx7/J+VSjfUby84twKebkvDJxqPIvlY52S8iEJOGRCHCSMsfGfuaVOZYVhOQjR8/Hj169MBbb72Fu+++Gzt27MAnn3yibkRERGSb/cYKCovw/a4UvLc6AecvafPC2zTyw+QhURbVfLa6rCYg69y5M3755Rc1Dfm///1PtbyYM2cO7r//fnOfGhERkU2xhH5jGo0Gq2PPYcayWBw9n622BdfxwIuDIjGsdX04WuDSTHYRkImbb75Z3YiIiMh2+439c/Iipi+Nw47jF4orJ8f0D8eIbiGqctIWVSkgO3nyJE6cOKGqB6RjfsuWLcvM1SIiIiLrIUny0mtMpiLv7dwYc1YnqOBLU0P9xo6nZWPWinj8deC0uu/m7IhHb2qKJ/uGwtfdMvPtajwgO378uOoDtmTJEqSkpKihRP2WFL169cLjjz+OO++8E46Othm9EhER2arlB0/jtT8Ol1g8vJanNgjKyPm3n5aMjEkwZswliNIv5+KDtYn4evsJFBRp4OAA/LdDI0yIaY76fh6wBwYFZNLv68svv8SgQYPwxhtvoEuXLmjQoIFa4PvChQs4ePAgNm3ahFdffVX1/ZLljSTni4iIiKwjGHvq6z3XTU9m5uSrbeMHhqNJgJfKGZNpSmONjF3JK8SiLUlYsP4oLudqG7j2aS6Vk5GIql+19lQ2HZB5eXmpTvn+/tdXM8gyRv3791e3qVOnYvny5UhOTmZARkREZCXTlDIyVlaumGyT0GvJzmRsntjfaIGYvOZPu1Mwe1U8zmZpKydbNfRVlZM9wwJgjwwKyKZPn27wAQcPHlyd8yEiIqIaJDlj+tOUZQVl8rjsV902E5LutC5eKifjkHD2strWsJYHXhwcgVvaNLC5yskar7KUTrTffPMNPvvsM+zatcsYhyQiIiIb6jm2PyUDby2NxfZj2spJPw9ZczIMD/YIgZuzE+xdtQKydevWYdGiRfj555/h5+eHO+64w3hnRkRERFbfc+xkeg5mrYzHH/tOqfvStuLhnk3wdJ8w+F0rGqAqBGSpqan44osvVOJ+RkYGLl68qBbrlu75DlIWQURERFbT3iLAy02tAXk2y7g9xy5k5+GDtUdU5WR+obZy8o72DfFcTISapqQqBmSyiLdMSW7cuBFDhgzB7Nmz1VdJ+G/dujWDMSIiIitub6FL4K9uz7Gr+dcqJ9cdxaVrlZO9pXJycCRaNLCvykmTBGT33HMPJk6ciO+++w4+PsZZxJOIiIgso72FkCnEqvYck1G3n/ek4N1VCcXBXov6vpg8NBK9wgON/J3YcUD26KOPYv78+Vi/fj0eeOABFaDVrl3btGdHRERENdbewt3ZEd881hVpl3MN7jkmlZPrE85j5rI4xJ25pLbJlORzMc1xe7uGdl05aZKA7OOPP1aLeX///fcqkf/ZZ59VjWLlQhQVFVXqRYmIiMjy2lucycqFo4MDbmvX0KBjHkjJxPRlsdh6NF3d93V3xuj+YXiwexO4u7BysjIqtcaRdOYfOXIkNmzYgAMHDqg1LOvVq4eePXti+PDhqtqSiIiIbLu9RfKFHIxb8g9umbdZBWOuTo4Y1aspNr7YD4/3DmUwVgVVXnQyPDwcb731lurK//XXX6uFxu+7776qHo6IiIgsvL1FRk4e3vjzMAbM3oDf9mrbWNzergHWPNcHLw1rgVqerkY7X3tT7cawspD4Lbfcom7nzp0zzlkRERGRUUk+WH0/d5zJrHx7C6mc/HLrccxfl4isq9rKyZ5h/mqpo1YN/XilamqEbPv27QYdTNa1lJGyQ4cOVfe8iIiIyIgkOV8qJkXpNPvy2lvo1pzs/856TF8Wp4KxyCAffPlIF3z9aFcGYzUdkElVpSTw//DDD8jOzi5zn8OHD2PKlCkIDQ3F7t27jXmOREREZATSvmLBiA5qJEyf3Jft+u0tNiacx80fbMZzP+zDqcyranRt9l1t8dfYXujTPJD9R80xZSnB1oIFC/Dyyy+r5P3mzZujQYMGcHd3V5364+LicPnyZbV00sqVK1WjWCIiIrK8zvySI7bhhX7YfeJi8X399hYHUzPV4t+bE9PUfR93ZzzTLwwP9WDlpNkDMhcXF4wdO1bdZPHwzZs348SJE7hy5Qratm2L8ePHo1+/fqhTp3LLKhAREVHNd+aX0S6ZntRvb5FyMQezVybgl39S1X2pnHyge4haALy2F5P1LS6pv1OnTupGRERE1tmZXxL7ZbtMU3ZvFoD56xPxxZbjyCvU9hW9tW0DvDAoAsF1PM1y3vao2lWWREREZH2d+cULP+5XjWAzr2iXS+rezB9ThkahdSNWTtY0BmRERER22JlfXLrWwiKing8mDY1EXybrmw0DMiIiIjvuzH9fl2C8cXvrG65ZSRbaqZ+IiIisvzP/rW0bMhizlYAsIyPDGIchIiKiauaNbTuajt/2pqKoSINAb7dy93W4Vm1ZVmd+soIpy5kzZ6JJkya455571P27774bP/30E4KCgrB06VLVBoOIiIjM396iPOV15icrGiH76KOPEBwcrP69atUqdVu2bBmGDBmCF154wRTnSERERAa0tygvGPN2c7phZ36yshGyM2fOFAdkf/75pxohi4mJUaNmXbt2NcU5EhERUQXTlNN+P1RmewsdbzdnfPxAJ6Rdzr2uMz9Z6QhZ7dq1kZycrP69fPlyDBw4UP1bo9GgsLDQ+GdIRERE5Vq0OQlnsnIrfIfkcek3Jp35u4f6MxizhRGy//znP2o9y/DwcKSnp6upSvHPP/8gLCzMFOdIREREpcSdyVJrTq6PP2/UNhhkJQHZe++9p6YnZZTs7bffhre3t9p++vRpPP3006Y4RyIiIrrmdOYVvLsyAT/uSYFGAzg5OKBQ/mGkNhhkJQGZLDT+/PPPX7ddFhgnIiIi08i6mo+P1h/FZ5uTkFugXXOyXbAfHujaBLNWxuNs1tUy88gcriXxs72FDXbqP3r0KObMmYPY2Fh1v0WLFnj22WfRrFkzY58fERGRXcsrKMI3f5/A+2uO4GKOds1JFycH5BdqsDc5E3uT96GWp4sKxiT40g/K2N7ChpP6V6xYoQKwHTt2oE2bNur2999/q23SAoOIiIiqT4rl/tx/CgPf3aD6i0kwFuSrbfQqwZi+zGuBmp+nS4ntbG9hwyNkkyZNUtOTM2bMuG77xIkTER0dbczzIyIisjvbj6Vj+tJY7EvJVPcDfdwwbkA45q09Uub+utExd2dHfPNYV7a3sIeATKYpv//+++u2P/LII2oak4iIiKom4ewlzFwWhzVx59R9T1cnPNE7FI/1aor9KZkVtrfQlGpvQTYekAUGBmLv3r2q7YU+2Va3bl1jnhsREZFdOJN5Fe+tSsAPu5NRJJWTjg64r0swxg1orkbHKtO2gu0t7CQgGzVqFB5//HEcO3YMPXr0UNu2bNmi1ricMGGCKc6RiIjIJl26mo+PNxzDp5uP4Wq+tnJycMsgvDA4AqGB3sWLhUuQlXap4uavOmxvYScB2SuvvAIfHx/Mnj0bkydPVtsaNGiAadOmYezYsaY4RyIiIpsiXSu+2n4S89Yfw4XsPLWtY0htTBkaiY4hdcpdLFxWO5IRtLKwvYWdBWQODg4qqV9uly5dUtskQCMiIqIbV04uO3gG0/c5Ie1qnNrWLMALE4dEIqZFPfUZq79YeOnYq6JgTEy9pQWXRbKnPmQ6DMSIiIgMsyPpAt5aGou9yRkqhPL3csWz0c1xb+dguDj924VKpillZKyi3vulR8qkvYUEY4Nb1eflsOWArH379sVR+43s2bOnuudERERkMxLPXcbM5XFYdfisuu/h4og+9Qow/aGbUNvbo8zATX+asiwSjL0yLAoBPm4qZ0y68EshANl4QHb77bcX//vq1av48MMPVSPY7t27q23bt2/HoUOHuJYlERHRNeeyrmLOmiP4bmeyGvWSgOmezsF4pk9T7Nq0Bt5uztWqkpRgjO0t7Cwgmzp1avG/H3vsMZW8//rrr1+3jyw4TkREZM8u5xbgk43HsHDjMVzJL1TbolvUw8TBEQir64P8fG1XfX0SsMnIGKsp7Velc8h++OEH7Nq167rtI0aMQKdOnbBo0SJjnRsREZHVyC8swpKdyZi7OgFpl7WVk+2Ca2HK0KgKF/ZmNSVVKSDz8PBQfcdKN4aVbe7u7nxXiYjI7ionVxw6i7eXx+FYWrbaFuLviYmDIzGkVVCFOdispqQqB2TPPvssnnrqKZW836VLF7VNFheXkTHpUUZERGQvdp+Qysk47D5xUd2XysmxA8JxX5fGcHX+t3KyLKympGovLt6sWTPMnTsXX3/9tdoWFRWFzz//HHfffXdlD0dERGR1jp6/rEbEZGRMuLs4YlSvZni8dzP4uLsYdAwJ4lhNSdXqQyaBF4MvIiKyN+cv5WLumgR8u0NbOSmdJu7uFIzx0c1Rz7dyaTtplw1bConVlPahyo1hd+/ejdjYWPXvli1bql5lREREtig7twCfbkrCJxuPIjtPWzk5MKquyhMLr1e11WoCvLWLht8I16a0D5UOyM6dO4d7770X69evR61atdS2jIwM9OvXD0uWLEFgYKApzpOIiKjGFRQW4btdyZiz+ogaHRNtG/lh8tAodGvmX+nj6dpbiKIiDYJ83XE262qZXfm5NqV9qTjjsAxjxoxRa1hKI9gLFy6o28GDB5GVlcXFxYmIyGYqJ1ceOoNBczbipV8OqmBMKifnD++AX5/pWaVgTCoqb5q5Fo98uVPdf+yrXbhaUKiCsdJ1mFyb0v5UeoRs+fLlWL16tUrk15Gu/fPnz0dMTIyxz4+IiKhG7Tl5EdOXxmLncW3lZG1PF1U5eX/XkBtWThrS3sLN6d/tmTnaJrF+ni7IuPZvwbUp7U+lA7KioiK4uFxfQSLb5LGaMmPGDEyePBnjxo3DnDlzaux1iYjINiWlZWPWijgsPXBG3XdzdsRjvZriiT6h8DWwcrKy7S10o2Puzo745rGuKtGfa1Pap0oHZP3791dB0LfffosGDRqobampqRg/fjwGDBiAmrBz5058/PHHaNOmTY28HhER2S4Jgj5YcwTf/H0SBUUaSB/Xuzo2UpWT9f2uX/y7sm60WLgEZWeycuHo4MC1Ke1YpQOyefPm4dZbb0WTJk0QHBystskalq1atSruS2ZKly9fxv3334+FCxfijTfeMPnrERGRbcrJK8Bnm5Lw0YZ/Kyf7RQRi4pBIRAb5Gu11DF0s3ND9yDZVOiCTIEy69EseWVxcnNom+WQDBw5ETXjmmWcwbNgw9Xo3Cshyc3PVTUcKD4Qs7FrW4q6G0D2vqs8n4+L1sDy8JpaF16Psysmf/zmFuWuP4ty1yslWDXzx4qBwdL+WrF/d3/EyTSmNX2X0Lf1yLtyc/p2wdHPUlPiqE+DpzM8WG/s5qczxHDRSSlKJA8talnv37lUjYjVN2mq8+eabaspS1s3s27cv2rVrV24O2bRp0/Daa69dt33x4sXw9PSsgTMmIiJLIZ92hzIc8McJR5y5oq1j9HfTYFjjIrT31zZ5JTKmnJwcDB8+HJmZmfD19TXeCJkk7jdu3BiFhdqh3Zok06KSu7Zq1SqDFzGXpP8JEyaUGCGTET6pBr3RG1NRUCrnEB0dXWZxA9UsXg/Lw2tiWXg9tPalZGLmioTiyslaHi54um8zDO8SrJL3jWV17FmM/25vmQn8OjIy9nqnIryyyxF5Rdoo8L172mFgVD2jnQdZxs+JbmbOJFOWL730EqZMmYKvvvoKderUQU2RlQGkKW2HDh2Kt0lguHHjRpXXJlOTTk5OJf+nd3NTt9Lkza7uG26MY5Dx8HpYHl4Ty2Kv1+NEejbeXhGPv/afVvcl+Hq4Z1M81TcUfh7GfT9kmvJ/f8XjamH5Q236o3C5RQ6o4+2Bqbe0wOBW9Y16LmQZPyeVOVaVkvoTExNVhWVISAi8vLxKPC75ZaYgFZwHDhwose3hhx9GZGQkJk6ceF0wRkRE9kvytj5Ym4ivt58orpy8s0MjTIhujga1ql85WZVqSlGkASYOigAuHsaikZ3RLawunDhXSlUJyG677TY4yP/ZNczHx+e6vDUJBv39/c2Sz0ZERJbnSl4hFm1JwoL1R3E5t0Bt69M8EJOGRCKqvvEqJ6tTJekva1heBLo0rcNgjKoekEmiPBERkSWR6cKfdqdg9qp4nM3SVk62bOCLyUOicFN4gMleU0bFJBCTZq6GLhYu+6WZ5IzIrgKyZs2aqSpHGZnSJwuMS37XsWPHUFNkgXMiIrJf0ihgffx5TF8Wi4Szl9W2hrU88MKgCNzatgEcTTQdKEshSfd9/SnKIF831PJ0UcshVbRYeMeQ2lgRa5LTInsKyI4fP15mlaUk1aekpBjrvIiIiCq0PyUDby2NxfZjF9R9SdIf0z8MI7qFwN3FdHnF+utS6pOROY1e8KX/OBcLJ6MFZL///nvxv1esWAE/P7/i+xKgrVmzBk2bNjX0cERERFWSfCFHVU7+se+Uui8Lfj/cowme7humFuk2JUPWpZRzcHd2wpksvdEzP/fiako2FqdqBWS33367+ioJ/SNHjryurFOWUpo9e7ahhyMiIqqUi9l5qnLyq+3HkV+orZy8o11DTIhpjka1a6bZtyHrUmbk5OObRzuo6VJdfhkT+MloAVlRUZH6KqNgkkMWEGCaJEkiIiJ9V/ML8fmW4/hwfSIuXdVWTvYKD8DEwZFo1fDf2ZqaYGglZVp2LhcKJ9PmkCUlJVX2KURERFWaHvzln1TMXhlfPColrSsmD4lE7+aBNfaO6ldTpl1b+/JGZFSMyKQB2dixYxEWFqa+ltUwtrx1JYmIiAytnNyQcB4zlsUh7swlta2BnzueHxSB29s1NFnlpKHVlPLy0uAVFVRSyhQlkUkDsp9++qlEgr9Ojx49MGPGDAZkRERUZQdTM1ULiy2J6eq+j7szRvcLw8geTUxaOVmZasqKgjEhyfvsvk8mD8jS09NLVFjqyGLdaWlsdUdERFWrnJSpyV/3XqucdHLEyB4heKZfGGp5utb4W1pRNWV5I2X6lZREJg/IZLpy+fLlGD16dInty5YtU01jiYiIDJWRk4f56xLx5dYTyCvUFo/d3q4BnouJQHCdmqmcrM66lK8Mi0KAjxsrKanmA7IJEyaoYOz8+fPo37+/2iY9yKTlBfPHiIjI0MrJ/9t2HPPWJiLrWuVkj1B/TBkaVeOVk9WpppRg7LZ2DU1+PmT7Kh2QPfLII6or/5tvvonXX39dbZMeZAsWLMCDDz5oinMkIiIbUVSkwW/7UvHOigSkZlxR2yKDfDB5aBR6hweoXpfmUNV1KVlNSWYLyMRTTz2lbjJK5uHhAW9vb6OdEBER2aZNR85j+tI4HD6dpe7X93NXU5N3tG9o1iT46qxLyWpKMmtAVlBQoBb2Pnr0KIYPH662nTp1SiX2MzgjIiJ9h05lqhYWm45oC7983JzxdL8wPNyz5isnS+O6lGS1AdmJEycwePBgnDx5Uk1dRkdHw8fHBzNnzlT3P/roI9OcKRERWZVTGVfwzsp41dxVowFcnBzUwt9j+oejjlfNV06aYl1KIrMFZOPGjUOnTp2wb98++Pv7F2+/4447MGrUKKOdGBERWSeZ5vtwQ6Ja7iivQFs5eUvbBnghJgKN/c1XOVka16Ukqw7INm3ahK1bt8LVteRfN5LYn5qaasxzIyIiK5JbUIivtp1QC4BnXslX27o1q6MqJ9s0qmXu07sucV9/1KsiXJeSLDIgk0XGCwsLr9uekpKipi6JiMj+Kif/2H8Ks1bEI+WitnKyeT1vTB4Shb4RgWarnLxR4n4dLxeDnstKSrLIgCwmJkb1G/vkk0/UfflBu3z5MqZOnYqhQ4ea4hyJiMhCbU1Mw1vLYnEwVVs5Wc/XDeMHNsd/OzaCs5MjLEF5ifsXsrWjeOVhJSVZdEAmDWAHDRqEFi1a4OrVq6rK8siRIwgICMC3335rmrMkIiKLEncmCzOXxWFd/Hl139vNGU/2aYZHbmoKT9cqFfCbbQkkXfClvw/XpaSaVumfmkaNGqmE/iVLlmD//v1qdOzRRx/F/fffr3qSERGR7TqdeQWzVybgpz0pqnLS2VFXORkGfwObqVraEkiitpcrLmTnFd9nJSXVtCr9GePs7IwRI0YY/2yIiMgiZV3Nx4L1R7FocxJyr1VODmtdHy8MikCTAC9YKkOXQJI1KYP8PIoT/qXhqzmb1ZL9MSgg+/333w0+4K233lqd8yEiIgsibSu+3i6Vk0dwMUebc9WlSR1MHhqJ9o1rwxLpV1OmXco16DkSjHUP/beVE5FFBmS33367QQeTBP+yKjCJiMj6Kif/OnBaVU6evJCjtoXV9cakwZEYEFXXIionDa2mlIGuonKSyJi4T1YVkEmrCyIisg/bjqZj+rJY7E/JVPcDfdwwIbo57rKgysnKVFNWFIwJ6brP6UkyN8sphSEiIrNKOHtJrTm5Nu6cuu/l6oTHe4diVG/LqpysajVl6ZEyJu6TJTH4J0x6jElbCz8/P3V/xowZePLJJ1Grlrb7cnp6Onr16oXDhw+b7myJiMjozmRexXurEvDD7mQVsEjl5PCujTF2QDgCLLBysqyu+0UazQ2rKeV7k+T9AB83Ju6T9QZkK1asUIuH67z11lu4++67iwOygoICxMfHm+YsiYjIJJWTH284is82J+FqvjY1ZUirIFU52SzQ22Lf8bLyxGp5GNZ1X4Kx29o1NOHZEZk4INNIw5kK7hMRkfVUTi7++wTeX5tY3HurU0htTB4ahY4hllk5eaM8sYxra2feCJdBIktl2UkBRERkNPKH9NIDZ/D2ijicSNdWTjYL9MLEwZGIaVHPYisnK9t1vyyspiRLZ3BAJj+opX9YLf2Hl4iItHYcv4C3VyZiX3KGui+5YeOjw3FPp2CLrpysStf90lhNSTY3ZfnQQw/BzU2b4CnrWEpSv5eXtkOzfn4ZERFZhsRzl7EwzhEHt+1S9z1V5WQzjOrVDF5u1jVJYmjXfckn05/CZDUlWQODfxpHjhxZ4n5ZSyc9+OCDxjkrIiKqlnNZV/He6iP4budJFGkcVZ+t+7oEq8pJa8qjqkrX/fnDO8DR0YHLIJFtBmSff/65ac+EiIiq7XJuAT7ZcBQLNyXhSr525ZQ2dYowa0QvRDTQVsVbi6p23e8W6s9Gr2R1rGu8moiIypRfWIRvd5zE3NVHkH6tcrJD41p4MSYcZw9tU8n71oRd98neMCAjIrJikt+7/KBUTsYjKS1bbWsaIJWTERjUMkj1iFx6CFaFXffJHjEgIyKyUjuPX8D0pbHYc1JXOemKcQPCcW+XxnCxksrJqlZTsus+2RoGZEREVlg5+fbyOKw8fFbd93BxwqheTfF4n1B4W1nlZFnLIJ3JMqyakl33yZZY308uEZGdkoBFcsSW7ExWQYwkuN/TuTHGDwxHXV/rqZy8UeJ+HS/DlkGypmpRIpMEZF999RU++ugjJCUlYdu2bQgJCcGcOXPQtGlT3HbbbVU5JBERlSNbKic3HsPCTceQk6etnBwYVQ+ThkQgrK6P1b5v5SXuX8iueBkkdt0nW1TpJIMFCxZgwoQJGDp0KDIyMlBYqP3lIIuMS1BGRETGq5z8evsJ9Jm1HnPXHFHBWNvgWvju8W74dGQnqw7GDF0GqfR6MOy6T7aq0gHZBx98gIULF+Kll16Ck5NT8fZOnTrhwIEDxj4/IiK7rJxccegMBs3ZiJd/PYi0y7kI8ffEh/d3wK9P90DXZv6wdoYug1Tby7XEfekztmBEBwxuVd+EZ0dkBVOWMk3Zvn3767bLkkrZ2dqSayIiqprdJy6qysldJy6q+3W8XDG2fxiGdw2Bq7P1Vk5WNXH/lWFRCPLzYNd9snmVDsgkT2zv3r0qb0zf8uXLERUVZcxzIyKyG8fOS+VkPJYfOqPuu7s44rGbmuGJPs3g425YkrstJu5LMNY91PpHBImMHpBJ/tgzzzyjFheXYfUdO3bg22+/xfTp0/Hpp59W9nBERHbt/KVcvL/mCBbvOFlcOXlXx2CMj26upuesHRP3iUwUkD322GPw8PDAyy+/jJycHAwfPhwNGjTA3Llzce+991b2cEREdiknrwCfbkrCxxuOIvta5eSAyLqYOCQSzetZb7J+VRP39fdh4j7Zoyq1vbj//vvVTQKyy5cvo27dusY/MyIiG1RQWIQfdqfg3VUJanRMtGnkh8lDoqx+aq50nliRRmNw4v6Fa+tvChkZnHpLCybuk12pdEDWv39//Pzzz6rNhaenp7qJrKws3H777Vi7dq0pzpOIyKpJisfq2HOYuTxOddoXwXU88OKgSAxrXR+OMldpY3litTwMyxNj4j5RFQKy9evXIy/v379kdCSnbNOmTXxPiYhK+eekVE7GYcfxC+p+bU8XjO4fjhHdGsPN+d/2QbaWJ5ZxpeIGrzpM3CeqREC2f//+4n8fPnwYZ85oK4GENIeVKsuGDRvyPSUiuuZ4WjZmrYjHXwdOq/tuzo549KameLJvKHytvHKysnliZWHHfaIqBGTt2rWDg4ODusm0ZWmS6C9NY4mI7F365Vx8sDZRddkvKNLAwQH4b4dGmBDTHPX9PGBLDG3wWhoT94mqGJBJQ1jJgWjWrJlqdREYGFj8mKurq0rs1+/cT0Rkb67kFWLRliQsWH8Ul3ML1La+EYGYNCQSkUG+sEWSwG8IySfTn8Jk4j5RFQMyXSPYoqIiQ59CRGQXZNrux93JqnLybJa2crJVQ19VOdkzLAC2pHQlZYC3m0HPmz+8gypc0D2vS9M6cLLyQgYis7e9OHLkCNatW4dz585dF6C9+uqrxjo3IiKLJrMG6+LPYcayOCSc1VZONqrtgRcGReCWNg2svnLSkErKIF831PJ0QWZOfpl5ZLo8sW6h/gzAiIwZkMnC4k899RQCAgIQFBSkcsp05N+mCshkJQBptxEXF6fy1Xr06IGZM2ciIiLCJK9HRFSRfckZmL4sFtuPaSsn/TxcMKZ/GB7oHmITlZOGVlLKiKBuGxu8EtVgQPbGG2/gzTffxMSJE1GTNmzYoJZs6ty5MwoKCjBlyhTExMSoik8vL68aPRcisl8n0rWVk3/u11ZOyoLfD/dsgqf7hMHP0zYqJytTSam5FojJ9+7u7FRi0XDmiRGZMCC7ePEi7rrrLtQ0aauh74svvlCFBLt370bv3r1r/HyIyL5IJ/kP1h5RlZP5hdrKyf+011ZONqxlW5WTpXPF0i7lVlhJKUFZRk4+vnmUeWJENRaQSTC2cuVKPPnkkzCnzMxM9bVOnTrl7pObm6tuOrKagMjPz1e3qtA9r6rPJ+Pi9bA8tnZNruYX4sttJ/HRxqTiysleYf54IaY5our7WPz3WpXrsTr2rMqL0x/tcjNgFjbtUg6Gtq4PQFtRWlRYgCLtMp1UzWtC1nlNKnM8B41kpVYyl+vdd9/FsGHD0Lp1a7i4lByiHzt2LExNCgluvfVWZGRkYPPmzeXuN23aNLz22mvXbV+8eHHxkk9ERGX+ntEAO847YFmyIzLytLmyDT01uDWkCJG1qtIGlYjsTU5ODoYPH64GkXx9fY0bkDVt2rT8gzk44NixYzA1KSpYtmyZCsYaNWpUqRGy4OBgpKWl3fCNqSjaXbVqFaKjo68LRqnm8XpYHmu/JvIrceORNLy94ggSrq052cDPHRMGhuGWNta35mRlrodMUw6as7HEyJgh5B2p5+uOFc/2ZiWlka8JWfc1kbhDiiANCcgqPWUpDWLNafTo0fjzzz+xcePGCoMx4ebmpm6lyZtd3TfcGMcg4+H1sDzWeE0OpGSqysmtR9PVfV93Z4zpH64qJ91dnGz+euw6mo4TF+WPWMODTt2ek4e1hLubazXP0r5Y48+IrXMx8jWpzLGq1IdMyALjEpyFhobC2bnKh6nUX61jxozBL7/8ohY4r2ikjoioMpIv5OCdlfH4be8pdd/VyREPSeVk31DU8rTdIKN0k9fKjowJVlISGYdzVeZDJTD68ssv1f2EhAS1nJJsk8XFJ02aBFOQlheS+/Xbb7/Bx8eneHFzPz8/1ZeMiKiyMnLyMG9tIv5v2wnkFWqbXN/RviEmRDdHcB3bzjMtq8lrHS/D/pp/ZVgUAnzc2HGfyJwB2eTJk7Fv3z41SjV48ODi7QMHDlRJ9KYKyBYsWKC+9u3bt8T2zz//HA899JBJXpOIbJOqnNx6HPPXJSLrqrZysmeYv1rqqFVDP9i68pq8XsiuuCJM13X/oZ5NmStGZO6A7Ndff8V3332Hbt26lejS37JlSxw9ehSmUsnaAyKi6xQVafDLP6mYvTIep66NDEUG+WDy0Cj0Dg8o8TvNVlXU5FUfu+4TWXhAdv78edWQtbTs7Gy7+GVGRNZpY8J5TF8Wh9jTWf9WTsZEqClKW17kWgIwsfTAadT180KRRlNhk1ed2l6uqhmuDnPFiCwsIOvUqRP++usvlTMmdEHYp59+iu7duxv/DImIquHQqUzV5HTTkTR138fdGc/0C8NDPZpYfeWkIVOT0/86hAmRwIs/7UduoQNqeRieJxbk51Gc8N+laR2bDlyJrC4ge+uttzBkyBC1hqSsKTl37lz1761bt6r1JomILEHKxRy8uzIBv+xNhWQ8SOXkg91DVDAmoz/2kifm6lRycjLjimGdwyUY6x7qb6KzI6JqB2Q33XQT9u7dixkzZqhO/bKMUocOHbBt2zZ1n4jInDJz8vHh+kR8vvU48gq0lZO3tWuA52MibL5ysrJ5YhUl7suIGBHVnCo1EJPeYwsXLjT+2RARVaNy8qttJzBvXSIyr40CdW/mjylDo9C6ke1XTuqT3mKG5ImVppuQnHpLC05PElliQCat/3Ut/3ULdJenqksSERFVtXLy932nMGtFPFIzrqhtEfV8MGloJPo2D7SLYqOqNniVfDL9KUwm7hNZeEBWu3ZtnD59WlVX1qpVq8xfcNKWQrYXFhaa4jyJiK6zJTENby2NxaFT2j8Ug3zd8VxMc/ynQyO7GeGpToPX+cM7qLU5mbhPZCUB2dq1a1GnjjafYN26daY+JyKiCknrCqmc3JBwXt33cXPGU/1C8XCPpvBwte3KSWM2eO0W6m83gSuRTQRkffr0UV+lqlIqKR955JEbLuxNRGRspzKuYPbKBPz8T4qqnHRxcsCIbiFqAfA6dlA5WdUGr2XdZ54YkRUn9csi4rNmzcKDDz5oujMiIipFkvQXrD+KRVuSiisnb2nbAC/ERKCxv/1UTurniRna4FW7OLo2t04wT4zIRqos+/fvr0bJmjRpYpozIiK6Jrfg38rJjBztNFzXpnVU5WTb4Fp28z6VlSdmaIPXiYMigNS9ePvONqpTPxu8EtlIQCZNYWUB8QMHDqBjx47w8vIq8fitt95qzPMjIjutnPxjv7ZyMuWidnQnvK43Jg2JRP/IunZROXmjPDFDG7zW9XVHWiowtHV9uLgYFsQRkRUEZE8//bT6+u677173GKssiai6tiamqTUnD6Rmqvt1fdwwIbo5/tuxEZydHO3qDTZGg9eOIbWxItYEJ0dE5g3Iioq0+RtERMYUd0ZbObk+Xls56e3mjCf7NMMjNzWFp2uVelhbPTZ4JbIflfotl5+fDw8PD7V0UqtWrUx3VkRkN05nXlFrTv64R1s56ezogPu7NsaYAeEI8HaDPTFFg1f5vU1ENhaQSf5B48aN2fyViKot6+q1ysnNSci9Vjk5rHV9PD8oAk0DSuam2gM2eCWyb5WeB3jppZcwZcoUfPXVV8XNYomIDCVtK77efgIfrD2Ci9cqJ7s0qaOWOurQuLZdvpFs8EpElQ7I5s2bh8TERDRo0AAhISHXVVnu2bOH7yoRlbm82p/7T6vKyZMXctS20EAvTBoShYFR9lU5WdUGr/r7sMErkZ0HZLfffrtpzoSIbNa2o+mYsSwW+1K0lZOBPm4YP7A57u5kn5WTVWnwWtvLFRey84rvs8ErkZ0HZFOnTjXNmRCRzUk4ewkzl8VhTdw5dd/L1QlP9AnFY73ss3KyOg1eXxkWhSA/Dy4ETmSjqvwbcffu3YiN1Ta3admyJdq3b2/M8yIiK5aRC0z59RB+2pOKIg3UAtbDuzTG2AHhanTMHlW3wasEY91D/U1ybkRkhQHZuXPncO+992L9+vWoVUu7dElGRgb69euHJUuWIDAw0BTnSURW4NLVfHy47gg+3euE/KJUtW1wyyC8MDgCoYHesFfGaPAqSx4Rke2qdEA2ZswYXLp0CYcOHUJUVJTadvjwYYwcORJjx47Ft99+a4rzJCILr5z8dsdJzF1z5FqekwM6Nq6FKcOi0DHE/gKJquaJlcbEfSL7UemAbPny5Vi9enVxMCZatGiB+fPnIyYmxtjnR0QWXjm57OAZvL08DsfTtZWTTf090T/gEibe3xmurq6wN9XJE6uowSsR2bYqLZ1U1gK1so3LKhHZDxkBemtpLPYmZ6j70lX/2YHh+E+7IKxasdwu21hUN09s/vAOcHR0YOI+kR2qdEDWv39/jBs3Tk1NSi8ykZqaivHjx2PAgAGmOEcisiCJ5y5hxrJ4rI49q+57ujphVK9mGNW7mVp/0l6X6jFGnli3UH9VAEFE9qdKjWFvvfVWNGnSBMHBwWpbcnKyWtvy66+/NsU5EpEFOJd1Fe+tPoLvdp4srpy8t3Mwxg0MV3lS9oZ5YkRk1oBMgjDpxi95ZHFxcWqb5JMNHDjQqCdGRJbhcm4BPtl4DAs3HsOV/EK1LaZFPbw4OBJhde2zcpJ5YkRkEX3IJDckOjpa3YjINuUXFmHJtcrJtMvaDvHtpXJyaBQ6N7G/ykkd5okRkVkDsrVr12L06NHYvn07fH19SzyWmZmJHj164KOPPkKvXr1McZ5EVIOVkysOnVWVk8fSstW2Jv6emDg4EoNbBdllsr4O88SIyOwB2Zw5czBq1KjrgjHh5+eHJ554Au+++y4DMiIrtuv4BUxfFofdJy6q+/5erqq7/vCujeFiZ2tOCuaJEZHFBWT79u3DzJkzy31cepC98847xjovIqpBR89fViNiMjImPFyc1HqTj/duBh93w3po2RrmiRGRRQZkZ8+eLbP/WPGBnJ1x/vx5Y50XEdWA85dyMXdNAr7dkaxGg6Tjwj2dg/HswOao52t/lZM6zBMjIosNyBo2bIiDBw8iLCyszMf379+P+vXZTZrIGmTnFuDTTUn4ZONRZOdpKycHRtVVeWLh9Xxgz5gnRkQWHZANHToUr7zyCgYPHgx395J/OV+5cgVTp07FzTffbIpzJCIjKSgswve7UvDe6gQ1OibaBtfClCGR6NrMH/aeIyYLeMt9rjtJRBYbkL388sv4+eef0bx5c1VtGRERobZLLzJZx7KwsBAvvfSSKc+ViKpRObnq8FnMXB6Ho+e1lZMh/p54cVAkhra2z8rJsnLE6vu5Y2irIIOez3UnicgsAVm9evWwdetWPPXUU5g8ebL6BS/kF/mgQYNUUCb7EJFl2XPyIqYvjcXO49rKyTpSOdk/DMO7hsDV2f4qJyvKETuTeRWfbTlu0DG47iQRma0xbEhICJYuXYqLFy8iMTFRBWXh4eGoXbu2UU+KiKovKS0bs1bEYemBM+q+u4sjHrupGZ7oY7+VkzfKEdNtk+IG+ZuzrH247iQRWUynfgnAOnfubPyzIaJqS7uciw/WHME3f59EwbXKybs6BmN8dHO1gLW9qUovMVmrUxd86Qdluondqbe04CLgRGT+gIyILE9OXgE+25SEjzb8WznZP1JbORkRZJ+Vk9XpJfZIzyZYdvBMiedKQCvB2OBWrCgnIuNiQEZkA5WTP+5OwburEnDuWuVk64Z+mDw0Ej1CA2CvqttLLLpFEF4a1uK6KkwnGXIkIjIyBmREVkpyONfEnlOVk0fOXVbbgut44PmYCNzSpgEc7ThwMEYvMV3w1T3U/tqBEFHNY0BGZIX2Jmeoysm/ky6o+7U8XTCmfzhGdGsMN2cn2BuuOUlE1o4BGZEVOZGejbdXxOOv/afVfTdnRzxyU1M82ScUfgbmRtkarjlJRLaAARmRFUiXysm1ifjm7xPIL9RA+rje2aERJkQ3R4NaHrBXXHOSiGwFAzIiC3YlrxCLtiTho/VHcSm3QG3rGxGoKiej6vvCnpc4EtXNE+sW6s8kfSKyCAzIiCw0APnpWuXkmSxt24WWDXwxZWgUeobZV+VkeUsc3ds5mGtOEpHNYEBGZGGVk+vjz2PGsjjEn72ktjWs5YEXB9tn5WRFSxy9t/qIQcfgmpNEZA0YkBFZiP0pUjkZh23H0tV9SdIf0z8MD3QPsfnKycpOSVZmmpJrThKRNWBARmRmJ9NzMGtlPP7Yd0rdlwW/H+7RBE/3DYOfp+1XThp7SlKHeWJEZE0YkBGZycXsPFU5+dX248WVk3e0b4jnYiLUNKWtj4BJ01VjTEkKrjlJRNaOARlRDbuaX4jPtxzHh+sTcemqtnKyV3gAJg2JRMsGflYfbLVv5GPQCNgrw6Lw+l+x1Z6SHD+wOZbsPMk1J4nIqjEgM/EIQFX3M8UxzbGfqV+z9Ie/ud+TivaV7b/8k4rZK+OLg4eQOp4Y2joIvZvXRWRQ2W0sLPn6lhVshdR2w4TIfx8vbwTs6cX/oDp0U5Kj+4epG9ecJCJrZnUB2fz58zFr1iycOXMGbdu2xQcffIAuXbqY9ZzKGwGYeksLDG5Vv9L7meKY5tivJl5T/8Pf3O9JefsG+brhrk7BWHX4LOLOaCsna3u6oEgDnLiQgwUbjqmbpVw3Q/crL9g6e61Nx8pDZ/DGsoRqj4AZOiXJNSeJyJo5wop89913mDBhAqZOnYo9e/aogGzQoEE4d+6c2c5J96FUOvlYRgBkuzxemf1McUxz7FdTr6n78F8de9as70mF+2Zpu+xLMObj7oz/tG+Iizn5yLySX6PnaMz9Klq8W7ft9b9KBnRVJVOSMhKmT+4vGNHhuoCYiMhaWVVA9u6772LUqFF4+OGH0aJFC3z00Ufw9PTEokWLzHI+hnwoyeN5BUUG7SfHM/YxzbHftN8PYdrvNfua0rfLXO/Jja6bjperE9ZM6FPc1qImz9HY+20/ln7DYEuCzupwuDYqJ9ORmyf2x7ejumHuve3UV7nPYIyIbInVTFnm5eVh9+7dmDx5cvE2R0dHDBw4ENu2bSvzObm5ueqmk5WVpb7m5+erW1Xonidf/0m6gAuXr8CtghZR8vjXW48atN/2RO1InzGPaY79LmZrP6hr4jXdHLVhwkUzvif6183VESjUaG+6iTVHBw2cHYCCwgL8uTfZYq9bZfb7O/Ec3JzKDj9110T3tTpTkq8Oi0BRobbwoVNjybHT5tnJtqJCgw9v1/R/Z5Fl4DWxn2uSX4njOWikNbgVOHXqFBo2bIitW7eie/fuxdtffPFFbNiwAX///fd1z5k2bRpee+2167YvXrxYjawRGUt+EbDpjANWpjjiSqE2nAj3LcJtIUUI9ub7TERkj3JycjB8+HBkZmbC19fXNkbIqkJG0yTnTH+ELDg4GDExMTd8YyqKdletWoXo6Gj8k3IJj3y584bPmTgoAjNXxN9wv0UjO6uvxjymufYzhDFeU0ZhXu9UhFd2OeLZ6Mga/17lz5lHb2qG73enIj07T21zgAbOjsCJyw744LCTVV03Q/f79IFOePm3gyqHT1PONZmX4Ilno6Pw3A971fayRsDeu6cdBkbVU1O+u09cRNrlXAR4u6FjSG0u+m0k+r+zXFxsv9GwNeA1sZ9rknVtZs4QVhOQBQQEwMnJCWfPapO3deR+UFBQmc9xc3NTt9Lkza7uGy7P7xZWF3W8PVSys6aCsvwRPUKxcMvJG+4nxxPGPKY59qvnK++5Q5kf1qZ4TVHb26PGv1fh7OiABRuT1L+l2E8qJzVwUCNmpnxtc+/Xo3k9TB6mUUn+5QVbEwZFYUibRnBydrphxab8NPZsXq+MVyRjMcbvPTIuXhPbvyYulTiW1ST1u7q6omPHjlizZk3xtqKiInVffwqzJkm5vXyoiNJdnPTL8mUpHEP2k+MZ+5jm2G/arS0x7daafU1pqlqT36tOQZEGPm7OmDg4EnPuaaf2s7TrYYr95P9TCaak0rF0BWQ9X+19GfkSsh+T8omIbCQgEzL9uHDhQnz55ZeIjY3FU089hezsbFV1aS7lfSiVLss3dD9THNMc+9XUa5b14V8TryskKHmkZ1NseLEfnuobilvbNbTY62GK/coLtlY827vM90r6hN3WrqH6Wl5TXSIie2U1Sf068+bNK24M265dO7z//vvo2rWrwXO5fn5+BiXXVTTPvHTpUgwdOrTEUCQ79ZuvU/+K5ctMej0yc/Ixb10ivtiapNacFDe3qY8XB0Wisb+nVXXWN8V+hv6MkHnwelgeXhP7uSZZlYg7rCaHTGf06NHqZml0IwDG2s8UxzTHfqZ+zfJKio3xurkFhfhq2wnV1FXXxLVr0zqYMjQKbYNrGf17sdb9iIio+qwuICMytaIiDf7YfwqzVsQj5eIVta15PW9MHhKFvhGBcHDgdBsRERkXAzIiPVsS0zB9WSwOpmpLlaVi9LnoCNzZsRHznoiIyGQYkBEBiD2dpZZf2pBwXr0f3m7OKlFfkvY9XCtoW09ERGQEDMjIrp3KuIJ3VyXgpz0pqsmr9BUb0S0EY/qHwd/7+h52REREpsCAjOxS1tV8LFh/FIs2JyG3QNvFdVjr+nhhUASaBHiZ+/SIiMjOMCAjuyKVk99sP4kP1h7BxRxt5WSXJnUweWgk2jeube7TIyIiO8WAjOymcvKvA6fx9oo4JF/QVk6G1fXGpMGRGBBVl5WTRERkVgzIyOZtO5quKif3p2Sq+4E+bpgQ3Rx3dWwEZyerWqyCiIhsFAMyslkJZy+pysm1cefUfS9XJzzRJxSP9WoKT1f+r09ERJaDn0pkc85kXsV7qxLww+5kFF2rnBzetTHGDghHACsniYjIAjEgI5tx6Wo+Pt5wDJ9uPoar+drKycEtg/Di4Ag0C/Q29+kRERGViwEZWT3pWvF/209i/vpjuJCdp7Z1CqmNyUOj0DGElZNERGT5GJCR1dJoNFh28Aym73VCWm6c2tYs0AsTB0cipkU9Vk4SEZHVYEBGVunvY+l4a1kc9iVnAHBAgLcrxkc3xz2dglk5SUREVocBGVmVxHNSORmP1bFn1X1PVyf0rpuHGQ/dhFreHuY+PSIioiphQEZW4WzWVcxZnYDvdmorJ50cHXBP52CM7tMUOzetgZcb/1cmIiLrxU8xsvjKyU82HsOnm5JwJb9QbRvUsh5eHByJ0EBv5Odrlz8iIiKyZgzIyCLlFxbh2x0nMXf1EaRfq5zs0LgWpgyNQqcmdcx9ekREREbFgIwssnJy1op4JKVlq21NA6RyMgKDWgaxcpKIiGwSAzKyGDuPX8BbS2Pxz0mpnISqnBw3IBz3dmkMF645SURENowBGZld4rnLmLk8DqsOaysnPVycMKp3Mzzeuxm8maxPRER2gAEZmc05qZxcc0RVThYWaeDoAFU5OX5gc9T1deeVISIiu8GAjGrc5dwCVTm5cOOx4srJ6Bb1VJ5YWF0fXhEiIrI7DMioRisnl+xMxtzVCUi7rK2cbBesrZzs0pSVk0REZL8YkFGNVE6uOHQWby+Pw7FrlZNN/D1VL7EhrVg5SURExICMTGr3CamcjMPuExfV/Tpe2srJ+7o0hquzI999IiIijpCRqRw7fxlvL4/H8kNn1H13F0c8elNTPNknFD7uLnzjiYiI9HCEjIzq/KVcvL/mCBbvOFlcOXl3p2A8O7A5gvxYOUlERFQWBmRkFDl5BWq9yY83HEV2nrZyckBkXUwcEonm9Vg5SUREVBEGZFQtBYVF+GF3Ct5dlaBGx0TbRn6YNCQK3UP9+e4SEREZgAEZVblycnXsOdVhXzrti8Z1pHIyAsNa1+eak0RERJXAgIwq7Z+TFzF9aRx2HL+g7tf2dMHYAeG4v2sIKyeJiIiqgAEZGex4WjZmrYjHXwdOq/tuztcqJ/uGwpeVk0RERFXGgIxuKP1yLj5Ym4ivt59AQZEGDg7Afzs0woSY5qjv58F3kIiIqJoYkFG5ruQV4rPNx/DRhmNq/UnRLyJQVU5GBvnynSMiIjISBmRUZuXkT3u0lZNns7SVk60a+mLKkCj0CAvgO0ZERGRkDMioROXkuvhzmLEsDglntZWTjWp74IVBEbilTQM4SpdXIiIiMjoGZKTsS87AW0tj8XeStnLSz8MFY/qH4YHuIXBzduK7REREZEIMyOzciXRt5eSf+7WVk7Lg98M9m+DpPmHw8+Sak0RERDWBAZmdupCdhw/WHlGVk/mF2srJ/7TXVk42rMXKSSIioprEgMwOKycXbUnCR+uP4tK1ysnezQMxaXAkWjRg5SQREZE5MCCzE4VFGm3l5MoEnMm6qra1qO+LyUMj0Ss80NynR0REZNcYkNlB5eT6hPOYsTQO8WcvqW0yJSmVk7e2ZeUkERGRJWBAZsMOpGRi+rJYbD2aru77ujtjTP9wVTnp7sLKSSIiIkvBgMwGJV/IUZWTv+87pe67OjniIamc7BuKWp6u5j49IiIiKoUBmQ25mJ2HeesS8dW2E8grLFLb7mjfEM/FNEej2p7mPj0iIiIqBwMyG3A1vxBfbD2O+esScemqtnLyprAATBoSiVYN/cx9ekRERHQDDMisvHLyl39SMXtlPE5naisno6RyckikamVBRERE1oEBmRWSysmNR9IwfWks4s5oKycb+LljQkyEmqJ04pqTREREVoUBmZU5mJqpFv/enJim7vu4O+OZfmF4qEcTVk4SERFZKQZkViLlYg5mr0xQU5S6yskHu4eoYKy2FysniYiIrBkDMguXmZOP+esT8cWW48WVk7e1a4DnYyIQXIeVk0RERLaAAZkFV07+3zapnDyKzCv5alv3Zv6YMjQKrRuxcpKIiMiWOMIKHD9+HI8++iiaNm0KDw8PhIaGYurUqcjLy4OtKVKVkykYMHsD3loap4KxiHo++Pzhzlg8qiuDMSIiIhtkFSNkcXFxKCoqwscff4ywsDAcPHgQo0aNQnZ2Nt555x3Yis1SObksFodOZan7Qb5SOdkcd3ZoxMpJIiIiG2YVAdngwYPVTadZs2aIj4/HggULbCIgO3wqCzOWx2Fjwnl138fNGU/1C8XDPZrCw5VrThIREdk6qwjIypKZmYk6depUuE9ubq666WRlaUee8vPz1a0qdM+r6vP1ncq4gjlrEvHrvtPQaAAXJwcM7xKMp/s0Qx1VOVmE/HxtIj+Z/nqQcfCaWBZeD8vDa2I/1yS/Esdz0EiXUSuTmJiIjh07qtExmbosz7Rp0/Daa69dt33x4sXw9DRfhWJOAbA61REbTjugQOOgtrX3L8LNjYsQ4G620yIiIiIjysnJwfDhw9Ugkq+vr+UGZJMmTcLMmTMr3Cc2NhaRkZHF91NTU9GnTx/07dsXn376aaVHyIKDg5GWlnbDN6aiaHfVqlWIjo6Gi4tLpZ6bW1CExTuS8eH6Y8i4VjnZpUltTBzUHG1YOVnj14NMg9fEsvB6WB5eE/u5JllZWQgICDAoIDPrlOVzzz2Hhx56qMJ9JF9M59SpU+jXrx969OiBTz755IbHd3NzU7fS5M2u7htemWNI5eQf+09h1op4pFy8oraF1/VWi3/3j6wLBwftKBnVzPWgmsFrYll4PSwPr4ntXxOXShzLrAFZYGCguhlCRsYkGJOpys8//xyOjlbRsQNbE6VyMg4HUjPV/Xq+bpgQra2cdHayju+BiIiITMsqkvolGJMpypCQEJU3dv68thpRBAUFwRLFnclSa06uj9eeq7ebM57s0wyP3NQUnq5W8bYTERFRDbGKyEDmdSWRX26NGjUq8Zil1SSczryCd1cm4Mc9Kapy0tnRAfd3bYwxA8IR4H399CkRERGRVQRkkmd2o1wzcysoLMK7qxLw2eYklbwvhrWuj+cHRaBpgJe5T4+IiIgsmFUEZNZA8sEkT0yCsc5NamPy0Ch0aFzb3KdFREREVoABmRG9NCwKyReuYGAUKyeJiIjIcAzIjCgyyFfdiIiIiCqDfReIiIiIzIwBGREREZGZMSAjIiIiMjMGZERERERmxoCMiIiIyMwYkBERERGZGQMyIiIiIjNjQEZERERkZgzIiIiIiMyMARkRERGRmTEgIyIiIjIzBmREREREZsaAjIiIiMjMGJARERERmZkz7IhGo1Ffs7KyqnyM/Px85OTkqGO4uLgY8eyI18M28GfEsvB6WB5eE/u5JlnX4g1d/FERuwrILl26pL4GBweb+1SIiIjIjuIPPz+/Cvdx0BgSttmIoqIinDp1Cj4+PnBwcKhytCsBXXJyMnx9fY1+jsTrYe34M2JZeD0sD6+J/VwTjUajgrEGDRrA0bHiLDG7GiGTN6NRo0ZGOZZcMAZkloPXw/LwmlgWXg/Lw2tiH9fE7wYjYzpM6iciIiIyMwZkRERERGbGgKyS3NzcMHXqVPWVzI/Xw/LwmlgWXg/Lw2tiedws4LPdrpL6iYiIiCwRR8iIiIiIzIwBGREREZGZMSAjIiIiMjMGZERERERmxoCsEubPn48mTZrA3d0dXbt2xY4dO0x3ZahCGzduxC233KK6H8uqC7/++ivfMTOaPn06OnfurFbBqFu3Lm6//XbEx8fzmpjRggUL0KZNm+JGl927d8eyZct4TSzEjBkz1O+uZ5991tynYremTZumroH+LTIy0mznw4DMQN999x0mTJigymL37NmDtm3bYtCgQTh37pxprxCVKTs7W10DCZLJ/DZs2IBnnnkG27dvx6pVq9RCvTExMeo6kXnIqiTyob97927s2rUL/fv3x2233YZDhw7xkpjZzp078fHHH6uAmcyrZcuWOH36dPFt8+bNZjsXtr0wkIyIyQjAvHnzitfFlHWvxowZg0mTJpnyGtENyF81v/zyixqVIctw/vx5NVImgVrv3r3NfTp0TZ06dTBr1iw8+uijfE/M5PLly+jQoQM+/PBDvPHGG2jXrh3mzJnD62GmETKZXdm7dy8sAUfIDJCXl6f+yhw4cOC/b5yjo7q/bds2U14fIquUmZlZHACQ+RUWFmLJkiVqxFKmLsl8ZCR52LBhJT5PyHyOHDmiUl+aNWuG+++/HydPnjTbudjV4uJVlZaWpn6h1atXr8R2uR8XF2e28yKyRDJ6LHkxPXv2RKtWrcx9OnbtwIEDKgC7evUqvL291UhyixYtzH1adkuCYkl5kSlLsoyZry+++AIRERFquvK1115Dr169cPDgQZUPW9MYkBGR0UcA5BeaOXMxSEs+aGQ6RkYsf/zxR4wcOVJNIzMoq3nJyckYN26cyrGUwjAyvyFDhhT/W/L5JEALCQnB999/b5ZpfQZkBggICICTkxPOnj1bYrvcDwoKMtW1IbI6o0ePxp9//qmqYCWpnMzL1dUVYWFh6t8dO3ZUIzNz585VCeVUsyTtRYrAJH9MR2Ze5GdFcpNzc3PV5wyZT61atdC8eXMkJiaa5fWZQ2bgLzX5ZbZmzZoS0zJyn/kYRIAsiSvBmEyJrV27Fk2bNuXbYoHk95Z88FPNGzBggJpClhFL3a1Tp04qb0n+zWDMMgoujh49ivr165vl9TlCZiBpeSHD/fID1KVLF1UVIwmyDz/8sGmvEJX7g6P/V0xSUpL6pSZJ5I0bN+a7ZoZpysWLF+O3335TuRdnzpxR2/38/ODh4cHrYQaTJ09WUzLy83Dp0iV1fdavX48VK1bwepiB/FyUzqn08vKCv78/cy3N5Pnnn1f9LGWa8tSpU6qtlQTG9913n1nOhwGZge655x5Vyv/qq6+qDxspVV6+fPl1if5UM6SvUr9+/UoEzEKCZknSpJpvQir69u1bYvvnn3+Ohx56iJfDDGR67MEHH1TJyhIYS46MBGPR0dG8HkQAUlJSVPCVnp6OwMBA3HTTTaqXovzbHNiHjIiIiMjMmENGREREZGYMyIiIiIjMjAEZERERkZkxICMiIiIyMwZkRERERGbGgIyIiIjIzBiQEREREZkZAzIiqrYmTZqo1SuqSxrLPvvssya9ItKt3sHBARkZGbAWNfG+xMfHq7V5pat/ZXTr1g0//fSTyc6LyF4wICOyY7JsyODBg8t8bNOmTSpw2b9/f6WPK8/79ddfK/28n3/+Ga+//jqqGxzK65e+zZgxA6ZgjQFeeUstjRkzRi3xIwGWLCGTmppa5r7h4eHFq2O8/PLLmDRpklonk4iqjgEZkR179NFHsWrVKrWESGmy7JGs3SpL7tQUWYtUAoLq+t///qeWDNK/SbBhTnl5ebBUJ0+exJ9//lm8zNWtt96q1lj88ssvr9t348aNah1Z+X9HyHqZMqq2bNmyGj9vIlvCgIzIjt18881q3bbS63/K4u0//PBD8YeujJi0bNkSbm5uagRq9uzZ5R5THhd33HGHGjnS3T969Chuu+02tf6rt7c3OnfujNWrV1c4NZebm6sWAG7YsKFaiLlr165qROpGJKiT6Tf9mzy/PJs3b0avXr3UQujBwcEYO3YssrOzS5zHxIkT1WPyHoSFheGzzz7D8ePHi9dUrV27tvp+dUGNfC+jR49W309AQAAGDRqktm/YsAFdunRRx6lfv74aXSooKCh+LXldWYNS3iN5vKz3+uLFi2ofeU1PT08VFB05cqT48RMnTqjRT3lcvm+5dkuXLi33+//+++/Rtm1b9T4LFxcXPPDAA2WuC7to0SJ1HeSYQkbShg4diiVLltzgqhBRRRiQEdkxZ2dn9cEuH7wajaZ4uwRjhYWFauHd3bt34+6778a9996LAwcOYNq0aXjllVfKXcR9586dxSNsMjKluy9Bnnxwr1mzBv/884+aKpWgQUZnyiMBzbZt29SHvUyd3nXXXep5+sFHdUmgKMe888471Wt89913KkCT19aR9+jbb7/F+++/j9jYWHz88ccqYJIATZc/JTlY8v3OnTu3+HkywuTq6ootW7bgo48+UlOA8h5IMLpv3z61KLsEdm+88Ubxc1544QUVtP32229YuXKlCkD37NlT4pwl6Nu1axd+//139f7ItZPj5ufnq8efeeYZFUTKaJZcs5kzZ6rzLY9MT8toqD4JxuV9lmPoyDX88ccfiwN1HQkw5RhEVA0aIrJrsbGxEolp1q1bV7ytV69emhEjRqh/Dx8+XBMdHV3iOS+88IKmRYsWxfdDQkI07733XvF9Od4vv/xyw9du2bKl5oMPPii+36dPH824cePUv0+cOKFxcnLSpKamlnjOgAEDNJMnTy73mHIurq6uGi8vrxK3jRs3qsfl+5Tzu3jxorr/6KOPah5//PESx9i0aZPG0dFRc+XKFU18fLzaf9WqVWW+Xunj6X8v7du3L7FtypQpmoiICE1RUVHxtvnz52u8vb01hYWFmkuXLqlz//7774sfT09P13h4eBS/LwkJCer1tmzZUrxPWlqa2kf3vNatW2umTZumMVTbtm01//vf/67b3q1bN83IkSOL73/22WcaT09PTVZWVon9fvvtN/V+yfdARFXDETIiOxcZGYkePXqoqSgh+UEy2qEbBZERoZ49e5Z4jtyX0RMZRTOUjK7I9GNUVBRq1aqlRmzk2OWNkMnIjhy/efPmal/dTUaPZFSrIjLKtHfv3hK30iNAOjJSJaN9+q8h04uSpJ6UlKSeK9Nyffr0QWV17NixxH35frt3766mNvXfS3lvJI9Pvi/JNZMpQf28uoiIiBLHkJFN/X0k30v2kceETLnKqJsce+rUqTcszLhy5Qrc3d2v2/7II4+oETFd5aX8PyKjlKXz/GSqV94vGZUjoqpxruLziMiGSPAlSe/z589XU42hoaFVCkAqIsGYFBC88847KgdLPsT/+9//lpvsLkGKBEIyZSpf9VU0/SYkZ0tewxDyOk888YQKYkpr3LixClCrqqK8NVN67LHHVFD5119/qWnP6dOnq1y08gob5P2SvLTSZJp6/PjxKsesd+/eaupVjlXahQsX1Pcq15SIqoYjZESkcsQcHR2xePFi/N///Z8aGdGN4siIlnwQ65P7MnJVOlDSkaTw0qNn8hzJfZJk/9atW6tEe0mKL0/79u3VMc6dO6eCK/2bPNdYOnTogMOHD1/3GnKT/C85Vxn9kZG5ssg+wpDRQnkvdTlf+u+LjDg1atRIBcLy3v3999/Fj0uglJCQUOIYUgSgv096errKYWvRokXxNslve/LJJ1Urkeeeew4LFy6s8L2W96A0OS8ZEZORMQnU5ZpL8UNpBw8eVMcgoqpjQEZEasTpnnvuUb2oJDFdVyko5MNcEvGlP5gEBpKoPm/ePDXiVR6prJTnnDlzpnjkRXpXSXAgU4AyTTh8+PAKe1fJh//999+vEurleTJ9uGPHDjVCIyM/FZEpNnlt/VtWVlaZ+0r15NatW1USv5ybTMVKQr0uqV++l5EjR6ogVXqryXlIor2MGomQkBAVvErbiPPnz6sRt/I8/fTTSE5OViNVcXFx6nVkSlF6eklALNdBRitlynXt2rUq0JFrIY/pyPso1aqjRo1SxQfyXo4YMUJVSMp2IZWdK1asUOcqBQHr1q1TgVx5ZDRNAsWygko5H3l/pChB3oOyyBR3TExMuccnIgNUMfeMiGzM1q1bVbL40KFDr3vsxx9/VEn8Li4umsaNG2tmzZpV4vHSSf2///67JiwsTOPs7KweE0lJSZp+/fqp5PPg4GDNvHnzSiTxi9L38/LyNK+++qqmSZMm6rXr16+vueOOOzT79+8v9/uQ15Pvo/TtiSeeKDcJf8eOHapwQZLrpQCgTZs2mjfffLP4cUnuHz9+vHp9SbqX723RokXFj0tCfFBQkMbBwaE4Cb7096Kzfv16TefOndVx5DkTJ07U5OfnFz8uif1SUCHJ8/Xq1dO8/fbb1x3rwoULmgceeEDj5+en3s9BgwapZH+d0aNHa0JDQzVubm6awMBAta8k/pdHXr9Bgwaa5cuXl/m4FCJIgcWpU6eueywlJUVdm+Tk5HKPT0Q35iD/MSRwIyIyNUl4HzBgQIk2EFQzJH9Q2mjIyFplyAijjIJ+8sknJjs3InvAKUsiMjupzpO+WocOHSpuOEo1SwobJHG/smtZ1q1bt9rLXRERwBEyIjI7yc2SXDFZskeSxyWxnYjInjAgIyIiIjIzTlkSERERmRkDMiIiIiIzY0BGREREZGYMyIiIiIjMjAEZERERkZkxICMiIiIyMwZkRERERGbGgIyIiIjIzBiQEREREcG8/h+kzg+qX2+p6QAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(np.float64(1.724478653786506),\n",
" np.float64(-2.3681436972054284),\n",
" <Figure size 700x500 with 1 Axes>,\n",
" <Axes: xlabel='Voltaje Electrodos (V)', ylabel='Corriente Electrodos (A)'>)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = data[(1,1)]\n",
"plot_con_ajuste(df, x_col=\"Voltaje Electrodos (V)\", y_col=\"Corriente Electrodos (A)\")\n",
"\n",
"comparar_rondas()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ad3e9c22",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python_Data_Analysis",
"language": "python",
"name": "python_data_analysis"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.14.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}