{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import json\n", "\n", "% matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "base_folder = 'C:/Users/jjd/Desktop/CryptoQuateTrade/'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def read_charts_from_Lean_backtest_output(json_file_path, chart_name):\n", " with open(json_file_path) as json_data:\n", " raw_data = json.load(json_data)['Charts'][chart_name]['Series']\n", " df = pd.DataFrame()\n", " for series in raw_data.keys():\n", " tmp_df = pd.DataFrame(raw_data[series]['Values']).set_index('x')\n", " if df.shape[1]==0:\n", " df = tmp_df\n", " else:\n", " df = pd.concat([df, tmp_df], axis=1)\n", " df.columns = raw_data.keys()\n", " return df.set_index(pd.to_datetime(df.index, unit='s'))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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nz8bZ2ZmgoCCWLVuGj48Py5YtIzw8HIvFgoeHB+vXr0ej0WA0Gpk7dy4ZGRm4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y4qmAYyx53jFXcmZoLJcfdz1BPUiim4iHZMpflS+ZaOurbpZM0pMuEg13H/Ggu+kYj1m7SApB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\n1e8qplZ4PlMtGonAA5pSatkyyfP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "chart_name = 'BTCUSD_Price'\n", "json_file_path = base_folder + 'base_case_starting_02-feb_ff-true.json'\n", "df_alt = read_charts_from_Lean_backtest_output(json_file_path, chart_name)\n", "df_alt.plot(grid=True, figsize=(18,10));" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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AAAAANq49H8kCUKnSoA2kVlmxuTaQdvil116kd157zoJtqXhYuWJFs/mS+v3z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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_eq = read_charts_from_Lean_backtest_output(json_file_path, 'Strategy Equity')\n", "df_eq.loc[:'2018-02-04','Equity'].plot(grid=True, figsize=(18,10), title='Strategy Equity');" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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zZk2F8xK4ubmxdetWpk+fzvTp03FyciI4OJglS5bg6+vLkiVLiIiIwGq14unp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QgrC2a6Hz1YYSHqoIEXHVMBHafTtOT8LD9t/8hnWfuozVp50eqEEbFnqB/Wnk+OIXKhF1T6DU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\nPBA8oPXE/GJ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awVkX5fLLezoneVQ8AAAAAI3Ec55yw+rxUC5jppgNXb2wy/e0Ycuz+ttv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\n4jotOWOuYvHB/8RdIXigsSQAAAD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "json_file_path = base_folder + 'BasicTemplateCryptoAlgorithm (10).json'\n", "df_alt = read_charts_from_Lean_backtest_output(json_file_path, chart_name)\n", "df_alt.plot(grid=True, figsize=(18,10));" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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Qwy9tmzi06B5O8ncP7udg9wgfmGC/kM/tPM7CXuJVREQWv4U7LltEREQWnUJlBUBfLGX/\nOWKHFYd7Y3zwq8/y+YcPMpTIUOVzjxkUuaYxxLG+yWddVLpYKkdtlY9fv2FtMagA+PaLbXzmO6/T\n1j9xGPPQni7+Y1c7t13YwruvWD7uPsFCWJFSWCEiIpVNYYWIiIhUjON9oxfjhYqKgbj955MHekhm\n8rzaNshQIlNsASlY0xgqVmYsVPF0liqfm9+8eX1xQKbP7aJn2A5uXm4bnPC+3dEkLgNfuvNKIlXe\ncfcJ+TzFxxEREalkCitERESkYhzvj+Pz2L+eFIZsFv6MJu0L7ANdwxzsGqYp7B9z39WNIfpi6Vld\nEeTlEwOks/lZO34slSPk8xDwuvnhb13HH96xmXQuX6wYeen4wIT37Y6maKz243aZCfcpVFbE1AYi\nIiIVTmGFiIiIVIy2/jgXLbUrCgqVFf0j6TH7ZPMWr7YPcdOm5jHbVzeEAGatumL3ySHeefczPLin\nc1aOD05lhd8OFFwuQ0PIDmT2dw4Ddlgyke7hJM01/glvB/B7XLhdRpUVIiJS8RRWiIiISMUYjKfZ\n0FwNlIQV8dGwoqXkYvytF7WMue+aRjusODpLYcVDTkjRHZ3ekqLliKVzxVYNgPpqe0WPXiew2XMq\nOmHlSPdwiuZwYNLjG2Oo8ro1YFNERCqewgoRERGpGMlMnkjQS8jnLg7W7I+lWVYbBODmTc00hHws\nrwsWZzoUrGqowpjZCyse3tsFUFyJZDbEU/bMioKG0Ojyo5cuj5DNW9z6fx4fd9BmVzRFc3jyygqA\nKr9bAzZFRKTiaelSERERqQiWZZHI5Ah43dRX++h3VgPpj6W5fkMjQ/sybF/XwOUra6kJeDFm7GyG\ngNfNyvoqDnaNzPi5tfXHecNpxRiMz15YEUvnCPlHfz1rqB4NH+64ZAl/eMcF/NJXnuWhPZ189Pq1\nADx1sJe2gTh9sTLDCp+HeEZhhYiIVDaFFSIiIlIRUs7gyoDXTX3IT18sTS5vMRBPs7K+ihf+6FYC\nXtcZIUWpTS1h3uiMzvi5Faoqqnzu2a2sSE9cWdFY7eeatQ0sjQR4pWRVkH965CAvHu/HsqCpZvI2\nELCfQzylmRUiIlLZ1AYiIiIiFSHpfNof8LppCPnoj6UZSmSwLKgP+Qj63JMGFQCbW8Mc64sXjzVT\nHt7bxYbmaja0hBmcpbAinc2TyVljKisCXjchJ7xodOZXXLaythhWpLN5Xm0fJG/Z+5dTWRHyeTSz\nQooyufyY8EtEpFIorBAREZGKkMzYlRVBr5ultQGO9sY42mu3dNSXVBhMZmNrmFze4lD3zLWCDMbT\nPH+sn7dc2EJt0MtQPH32O01DYYWO0soKGB2yWViq9bIVtbQPJOgdSbGvI1qsSIHywoqgz63VQKTo\nOy+18867n6ZjKDHfpyIiMobCChEREakIo5UVLj549Sri6Rx//9ABoPywYnNrGLCX+rQsa0bO68mD\nveTyFrde2EIk6J21yoqYU+1QuhoIQL2zfGlTdSGsqAPg1bZBXnKWMi28Ps1ltIGE/O7iY4nsPhnF\nsuDU4OytciMiMh0KK0RERKQiJJywIuh1c8GSGt56UQs7j/QB5YcVqxtC+DwuPvOd13j3l54hMQMX\n5ScH7U+cN7WEqa3yjhmw+eDuDv7ih3vP+TGA4hyJKv/YyorGkA9jRl+Di5fV4HYZXmkbZNfxAZZE\nAtx2YQvGjAYakwl6PTPyusjicKDLHhzbO5Ka5zMRERlLYYWIiIhUhNKZFQCfe+cl/MZN6/jlq1ey\noTlc1jE8bhfvunwZl6+s4+W2QX7rvpfPeX7FUCKDx2Wo8rmpDXqJJjPknSER336xna89dZS+GbjQ\nm6iyojUSoDnsx+O2f22r8nnY2BLmlbZBXjjWz5Wr6vjkm9fzfz9wBT7P2X+1sysr1AZyvsnk8tz5\n1ed45nBvcZtlWcWwomdYYYWIVBatBiIiIiIVoVBZ4ffaF9yN1X5+7/bNUz7OX7/7UgC+tfMYf/Jf\ne/jQ15/nvl+7Brdr8uGcExlKZIgE7aVSI1U+LAuGk1kiVV72O8uZ7jzSx89funTKx/7Rax0MxNPc\nec2q0cqK02ZWfOrWjdx5zaox2y5bUcsDu9rI5CyuXdfI8roqltdVlfWY9swKVVacbzoGkzx1qJeG\nah/XrmsEoHckzYBTKaTKChGpNKqsEBERkYqQKhmwORN+Zftq/vjnLuD5o/3s65j+cqaFsAKg1vlz\nMJFmOJkptog8c7hvWsf+2lNH+OcnDgPQ7Xyy3VA9tuWlKezngiU1Y7ZdtiJCJmdXd1y7rmFKjxny\neUhn82Rz+bPvLItGZ9SeSfHEgR5yTmXQQaeqAlRZISKVR2GFiIiIVITT20Bmws9dugSAZ49ML0wA\niCYy1BTCiionrIhnONBlrzhS7fewc5phxZHeGF1DKfJ5i2N9MYyBFfVnr5AoDNlcGgmwqqG8ioqC\nQuVGfIaXd5XKVggrBuIZdp8cAmC/E1bUh3yqrBCRiqOwQkRERCpC6YDNmbIkEmRlfRXPHe2f9jHG\nVFYUwopEptjr/87Ll3G0N0Z/bGpLmg7E0gzGM6RzefrjaY73xVkaCeL3nP35r2+uJhL0ct2GRoyZ\nWntLlTMTI55SWHE+6Y6Orvbx+IEeAA50jVBb5WVTS5jekdlZkldEZLoUVoiIiEhFSDptIDNZWQFw\n9Zp6XjjWXxyKOVWlYUUk6Ctu2985TJXPzU2bmgA40jNCOlt+a8WR3pHi151DSY71xVjdWF6VhNtl\n+M9PbOcP77ig7McrKFRWaMjm+aVzKEnA62LL8gg79ncD9kogG1vCNIX9agMRkYqjsEJEREQqwmgb\nyMz+enLVmnoG4xmO9Mamdf+xYYX951A8zcHuYTa0hFnXVA3AD149xcY//knxQvBsDveMnk/HUJLj\nfXFWNYTKPq/1zWFqq8pb0rVUIazQ8qXnl85oktaaADduauaVtkEG42knrKimsdqvNhARqTgKK0RE\nRKQiJGZhZgVAc9gP2KHDVOXzFtFxwor+WIajPTHWNYZYXhfE6zbcs/M4AC+dGCzr2EdKwooDXcP0\nx9KsKmNexbkK+e02kFhKlRXnk+5oiuaaADdubCJvwQO72hlOZtnkVFbE0znu+Mcn2fJnP+XbL7bN\n9+mKiCisEBERkcqQyuQwBvyemf31pDCjYTqVBCPpLHlrNKTweVwsqw2yt2OIU0NJ1jSG8LhdYyoi\nmqrLq3Y40jPC2sYQHpcpDgCdSmXFdAU1YPO8VKis2LI8Qk3Aw78+fQyADS1hGp337N6OKF63ix+8\neopvPXucL+04PI9nLCLnO4UVIiIiUhESmRwBj3vKAyPPpjCwMzGNi/OhuF2NEXEGawJsbKnmiQO9\nAKxutMOFtY2jIUO8zFDkRH+ctU0hWmoCxbCi3JkV5yLkhDfDySxfe+oon7r/ZR7a0znrjyvzx7Is\nO6yIBPC4XbzriuXFZXc3toSpc9qJrlvfyB2XtLLr+AD/8PAB7nv+RPEY+bzFUwd7teStiMwZhRUi\nIiJSEZKZ/IzPq4CSSoJpDJQstI4UKisANrXWFIOPNU5IsaZpNKwot71iMJ6hPuRjSSRAJmdRW+Vl\n9RxUVqysryLgdfHw3i7+94/38b1XTvGVJ47M+uPK/BmMZ0hn88WWqP/xlo00VvtprPZTH/Jx3YZG\nPv2WjXzpziu4ek0D8XSOvliazmgSy7IH0/7dT/dz59ee496SAENEZDZ55vsERERERMAesDmTy5YW\nFMKK5HQqK8YJKza3hotfF8KKdY3VxW0jZS4JGk1mqAl46XEGG/7a9WtnfF7HeII+N9etb+IHr54C\nYFltUPMrFrmuYXvZ0tZIALDfz1/50JX0O8uVBrxufuuWDQBsW1NfvF86my+ufPOlHYcxBn66p4sP\nbV89t09ARM5LqqwQERGRipDI5GblYr3KW6ismJmwYpMTVjSH/cVhlW+7pJXPvG0zDSFfWRUcmVye\neDpHJOjl9otbAfjQ9lVTPr/puu3CFgBW1Ae5anXdtF4bWTgKoURDyF/cdsXKOm513gelmsJ+tiyP\nFOdYdEaT/HRvFz6Piw9vX82zR/qmNaxWRGSqFFaIiIhIRUhm8vhnsbJiWjMrxgkr1jaFcLtMsaoC\nIBzw8vEb11ET9DJSRpVC1DluTdDL7711M3v+7K2EA96z3Gvm3HJBM1634ecvXUqV36OwYpEbdN5v\ntVXlvcfu/9h2/ukDlwPQOZTk8QM9XL2mnl/YsoRs3ip7eV4RkXOhsEJEREQqgt0GMvO/mvg9LoyZ\n3mog44UVfo+b2y5s4aZNzWfsH/K7y7rwjybtQKMm6MHtMsUKjbnSUO3nx799Pf/9lg2EfO5Jq0E+\n9s0X+ez398zh2clMG4jblRWFQZpnE/S5WVFnD3t9+cQgh7pHuHFjE5etqKOx2sfDe7tm7VxFRAo0\ns0JEREQqQnKW2kCMMQS97mmFFf2xNB6Xoco39ry+dOeV4+4f8nmmVlkxh9UUp9vQYrezVPnsyop8\n3sLlGrsSS/dwkof3dXHpssh8nKLMkMH41CorAJpr7JaRB3a1A3DjxibcLsMtm1v48esdpLN5fDO8\nzLCISCn9hBEREZGKkMzOzoBNgCqfm/gU20DyeYsHd3dyxcq6spdTDfk9ZQ2rHK9iY75UTdIm8/De\nLiwLuqKpuT4tmUGD8TQBr2tKYaDf46Y+5OPkYIKlkQDrm+0hsm+5sIXhVJbnjvbN1umKiAAKK0RE\nRGQexdNZ/vnxw2RzeRLp2amsAHu1g+QUKyueONjDif44H7xmZdn3CZU5/yGaHJ1ZMd+qnBaU8c77\noT12uX/PSIp83prT85KZMxjPlN0CUqqlxl495IaNTcXA7k3rGwl4XTz2Rs+MnqOIyOnUBiIiIiJz\n7sHdnew63s+WFbX81U/e4JJlEZKZ/KyFFVW+8mZJlPqPF9tpCPmKq3WUI+Rzl9kG4sysmMc2kIKQ\nr7BaShYYXS0imsyw83AvtVVeBuMZ+mJpmsL+CY4ilWwgnplWFU9LjZ99HXYLSEHQ52ZNYzUn+mMz\neYoiImdQZYWIiIjMqVze4uP/tot/efIonUNJAA73jDgzK2bnV5Og1132aiCxVJZ0Ns+TB3u49YIW\n/J7yA5SptoHUBOf/c6NCG0gsNfb1eeyNbjI5i/dtXQFAVzQ55+cGcGowQXIaK7nIqKFEelqVFUsi\nAdwuw7XrG8dsb6nxqzVIRGadwgoRERGZU6XLHu7tiAJwqHtk1gZsgv1pcDkDNi3L4qL/9RA3/O1j\nRJNZrt/YeNb7lCq0gUzWMpHK5hhKZPC4zKzN6JiKKp8dmCQyY0OWB3d30hT289aLWgB72OZcsyyL\na//6UT5570tz/tiLyUA8Q11o6pUVH71+LV/4wOVnVGW0hAN0zlN4JSLnD4UVIiIiMqcKqwsAvN4+\nBMChnhGS2fysXbyXW1lRqHjojCYxBt60bophRaGl4rTHerVtkDf99aMc7Brmyr/4Gd99uZ1I0Fv2\n4M7ZFPKfWVmRzuZ5/EAPt13YQmskCED3PHySXmjd+dm+7rPsKZMZjGeIBKdeWbGuqZo7LllyxvaW\nSIDekRTZXH4mTk9EZFwKK0RERGROHegaZmnEHtx3qGcEgH0dw+TyFkHfbM2s8DgzGSbXPpAofn3p\nsgh1oald4IWcYZUf+MqzfGvnseL2e545xsnBBH/8vd2MpLJ0RVMVMVwTIOgtDNgcfX1ODSaIp3Nc\nvrKOpmp7TsV8lP2XM/9DJmdZFoPxNHVTWLb0bFpq/FiWPXhVRGS2KKwQERGROZPPW7QNJNi2ph4A\ny+mW6I+lAbhmbcOsPG7A6yaZOfunwO0DcQB+97aNfPYXL5ry4xSqFF4/OVRcSQNgVUMIgOeO9he3\n1QTmf14FjJ5z6QDSU0N2aLM0EsDncdEQ8tE1D20gw0mFFedqJJUlm7eoncGwotVZJURzK0RkNims\nEBERkTnTNZwknc1zxao63C67BWKJU2Vx+cparlxVNyuPa68GUn5lxa9cs5rLV079XEK+0QBib0cU\ny0ljxnvsSqmsKMysiJWEFR2DdjCxpNZuAWkK++mehxkFw84SrzJ9g3H7NaydxoDNibQUwwrNrRCR\n2aOwQkRERObM8T67cmFNY6jYXvDmzc0EvC5+86b1s/a4QV95Myva+uOE/Z5pr9JR7R+9X38sXRxC\nGC256N7UEgYqKaxwKitKWi7PkNIDAAAgAElEQVQ6nMqKQpDUUjM/AxV7hvXJ/bkqhBXTWQ1kIs01\nhdYghRUiMnsUVoiIiMicOeGEFavqQ7Q4F8JbVtTy+mffyq0Xtsza4wadNpBX2wYnXRWkfSDBsrrg\ntAdfVvnHhhx7T9mrnUQTWTwuw5JIgP/xlg0A1AQqI6woDDUtbQPpGEpSV+Utrs6yZUUte05FOdYb\nm9Nz6z4trMjm8mVVyMiowYTdYjWTbSCNIT9ul5k0rDjRFy8uTSwiMh0KK0RERGTOHO+P4XYZltQG\naHU+nW0O+/G6Z/dXksLgzrd/8Wm+8sSRCfdrH0iwvK5q2o9T7R87ILQYViQzXLI8ws4/uIXbLmxl\nSSTAmsbpP85McrnMGW0yHUNJljirgADcec1KvC4XX3/66JyeW2nriWVZ/N1D+7n573eMqVSRyRVa\nehqdSqaZ4HIZGkI+vvjYYe597sS4+/zmvS/xme+8NmOPKSLnH4UVIiIiMmeO98VZVhvE63YVL4ab\nw4FZf9yqklVGnj7cO+4+lmXRPhBneV1w3NvLe5zRyorVDVXs7ShUVmSKlRQul+HRT9/EXdetnfbj\nzLQqn3vMzIpTgwmW1o7+vTSHA/z8liX856724hyOuVBaWTGSyvLD1zroiqb48o7Dc3YOM6mtP85Q\nfPaClvH+bl483k9tlZdV9TMbjlU7A2I/+4M9pLNjh9fm8xYHuobZfTI6o48pIucXhRUiIiIyZ070\nx1nVYF80LXOGN7ZGZj+sKLQzALzSNkhynPkVg/EMsXTunMKKwgXcFStrWd0Yos1ZXSSazI6ZURH0\nuYsDRitBlc9z2syK5Bl/LxcvjRBL5xiYxYvt05WGFc8f7efkYILGah9fe+ropO08laRzKMkVf/Ew\nOw/3cefXnuPT//HqrDzOUDzDNX/1CPc/P7bS4cVjA2xdVYdrht9vn3/fZfzqm9aQzubZ1zE2lOiM\nJkll8/SOpOjT8qYiMk0KK0RERGTOnOiPs9L5hPf921Zwz69uoz40c4P/JlJaWZHO5nmlbfCMfQpL\nc55LeFIT8PL1j2zlXz+yjSWRQLFnP5rIEK6QpUrHY7eB2Bf/8XSWoURmTBsIjA5V7J7DJUxLH+s7\nL50E4NeuX0sqmy8ur1rpHt7bSX8szSP7ujjeF+ex/d2zsrLKvz5zlK5oiof2dBa39Y6kONIbY+vq\n+hl/vC0ravno9WsAePnEwJjbjpbMNtnfNTzjjy0i5weFFSIiIjInhhIZBuOZYmVFTcDLjRub5uSx\ngyWVFcbAc0f6z9inO2p/AnyubSlv3txCpMrLkkiQ3pE0qWyO4WS2YgZqjqc0rDg1aIcApW0gMPq6\nFF6nudAdTRXfLz/b18VFS2u4dHktwIIZ3vjIG90APLTXDhFyeYu7dxzmSM8I6WyeNzrPvVViMJ7m\n60/Z80RePDZALm85X9vv86tWz86SwEsiAZrD/jPCv9Kw4kCnwgoRmZ7KjfhFRERkUSmsBLKyPjTn\nj10YsLk0EsDtNhzrO3NVi0LLQXN4ZgYRFio0jvfFSefy014OdS6E/B5GnDaQ/3zpJMbAZSvGXuAW\nXpfTV+iYLbm8Re9IijdvbuF4X5xUNs+WFbXF13UhhBXxdJZnDvcB0NbvhECRAN945hj37DzG0kiQ\nk4MJ/vMT13LlqukFCpZl8Uff3U08nePjN67jy48f5jf+3y5Cfg+vtA3SEPJx8bLITD2lMYwxXLai\n9oyw4lhvDL/HRdDnVmWFiEybKitERERkThzvtwOClTM86K8chU+al9dVUR/y0xdLn7FPoeWg0O5w\nrpY6bRRvOJ8sV3plRSKdYyCW5pvPHOPnL13KmsaxodJct4H0jaTIW7Chpbq47eKlEVprnLBiFlop\nZtpLxwdJZ/NcvKwGAI/L8F+fvI4HPr6dD29fTTjgIeB18b2XT077MV48PsCPXu/gf7xlI//tTasB\neGhPF999+SQn+uJ88YNX4Pe4Jz/IObhsZS3H+uIMlPybOtobY01jiE0t4eL7X0Rkqio34hcREZFF\n5XihsqJh7sOK1Q32hfdd16/h319oo2ucC93uaIqw3zNmRY9zUagAKJTBlw7YrDRVPg/DySzfefkk\nsXSO37x53bj7hP2eOWsDaXfaUS5YUlPcdtHSGoI+N5Ggd0FUVhSCnTdvamb3ySgrG6poCvtpCvuL\ncyQ+ee9L/Oj1Dv70Fy6c1hK++53317uuWEZLTYDLV9ayoq6KT9+2kcF4hi0ramfuCY3jcqcC55X2\nQW7e1AzA0b4YG5vDhAMenjw4/uo7IiJno8oKERERmRMn+uI0Vvuo9s/9ZyUr6qs4+ld38NaLWqkP\n+eifoLKiaYaqKsDu54fRAYM1FTxg84IlYU4OJvjXp4+yuTXM5taacfdrqvHT47SBZHP5cfeZKW39\ndri1uTWM121wuwybWsOA/dp2LICwovA+u3ptAwDrm6rP2OcXtyylP5bmhWNnzlEpR9tAHJ/bRYsz\nU+Q/P34t//hLl7GqITTrQQXApcsjuAy8csJuBemPpTnWG2NTa5iGaj99sdScLncrIouHwgoRERGZ\nE8f7Y/PSAlJgjL10Y0PIR18sfcYFVHc0NWPzKsCeA1ET8BQ/+a7kyop3X7Ecn9tF+0CCn7tkyYT7\nNYf9dA8n+eqTR1j/Rz9hx/7ucfcbjKf54Fef5VD39FsACjNOVtRVEQl6Wd9UXVyCtjUSGLc6ptL0\nxdJ43fZcB697NGwpta7ZDjCmW7HS3p9gWV2wuDSpy2WK7/W5EPJ72NgS5mVnbsUj+7rIW3DrBS00\nVvvI5CyiyexZjiIiciaFFSIiIjInTvTFWdUw98M1T1cf8pHO5ok5q18UdA+nznklkNMtiQQ54VQI\nVPLMioZqP7df3ArA2yYNKwK8cGyAv/zRPgBebRsad78fvHqKpw/18ZPXO8e9vRwn+uM0h/0EfW42\ntYa5fkNj8bbWmoVRWdE3kqKuykfI7+E/Pn4tv3bD2jP2KVQaFQacTtWJ/jjL64Jn33EWXbaillfb\nBrEsi4f3drEkEuDiZTU0VtvhX9/I3K0gIyKLR+XWI4qIiMiikc9bdEaTLKud34sqsMMKgP6RdPFC\n0bIsuoeTtMxgGwjAktrAgmgDAfj9t23mug2NrG8+s1WhoFB5sjQSYCSVpWuCYZvff/UUQPHT9uk4\n0R8vVuL8211Xj7mtNRKgL5Yinc3j81TuZ2/9sTQNzgX7ZRO0ZISc92BsmmFF20CcS5dPHDDNhctX\n1nL/C2283DbIkwd7ee/W5RhjaKi2/631xdKsnZtVikVkEancn+4iIiKyaMQzOfIWhCvggn30Amr0\n095oMksyk5/xyoo3b24ufl3JbSAAy2qDvG/rikn3STtzKt5z5XJW1FeNO+Ty1GCCF44N4HO7ePnE\nwLTnFbSVhBXGjG1taK0JYFnQMZSY1rHnSl8sTYMTjk2kymltmU5YMZzMMBjPsGIe26sAbrmgBY/L\n8Kn7XyGRyfELW5YC0BCyg5reOVruVkQWF4UVIiIiMusKF2LVFRBW1FU5lRUlQzZ7ZnjZ0oIPbV/N\nn7/9Iu64pBV/BVcAlOv9V63g5k1NfPSGtRMOuXz6kL36wwevWclAPMMxZ/bEVKSyOTqiyQkvwres\nqMXtMtx1z4t0V/Dsiv5YuljJMxGXyxDyuRlJ5Sbdbzxt/XZYs6JufsOKxmo/N29u5kR/nE0tYbau\nqnO228+9d5yBtiIiZ7Pw/68pIiIiFW/YGbA3HyuBnK7waW9fyQXUEwfsC+x146zWcK4+tH01d3/w\nyjkdejhbLloa4V//2zZqAl5aIwE6x6ls2H1yiJDPXazSeOn4wJQf5+RAAstiwoGsFyyp4Vt3baOt\nP86f/WDvlI8/V/pHzh5WgN0KMp3KirYBZwhp/fy3V73nyuUA3HnNyuJ7vc557ppZISLTobBCRERE\nZl2xsqICwor66rGVFZlcnq89dZRtq+u5eFlkPk9tQVkSCTIQz5DMjK0IeO3kEBcti7CxJYwxcLwv\nNuVjH3Pus6ph4oqBa9c18smb1/Oj1zuK1RyVJJXNMZzKnrUNBOx/FyPpqYcVTx7swe0yFTG49rYL\nW/jah7fygW0ri9u8bhe1VV76RlRZISJTp7BCREREZt1IBYUVIZ8bn8dVDCsefaObk4MJfv3GM1dq\nkIm11tjzPUrnVmRzefaeinLJsghul6Em4GUokZnysd9wlnvd0HLmUp+lfu2GtbTU+Pnqk0em/Biz\nbSBmP+9CODaZ6VRWHO4Z4b7n2/jlbSuJVMA8FGOMPbvCPfbyorHaP2Y+jIhIuRRWiIiIyKwrtIGE\nKiCsMMbQEPIVP+3d71wYv2l942R3k9MsidhhRencioPdI6SyeS5dbleoRIJnDyveeffTfHPnsTHb\n9ncOszQSOOtFeMDr5v1bV7DjQA/tA1OfjTGbep3Wh3IqK0J+95TDivufP4HbZfjtWzZM6/zmSkPI\nR++wKitEZOoUVoiIiMisK1yIVcJqIGAvX9rvfNp7rC/GkkiAgLMqg5Sn1QkrOqOjcyt2nxwCKLbT\n1FZ5GZwkrOiPpXn5xCC7Tptrsb9zmE2tk1dVFLx/20oM8O0X28e93bIs3nX309z3/An+5YkjfOLf\ndpFIT32Y5VQVKncKS5dOptrvGXfAZjaX5//8dD83/O1jZ7TTtPUnWFVfRVN4ZofCzrTGaj+9qqwQ\nkWlQWCEiIiKzrpLaQMBeEaTwif+x3hirK6Dnf6EphBWnBkcrKw73xPC5XcXXMxL0MhifOKw41D0C\njG0lyeTyHO4ZYVNrTVnnsaw2yJWr6nh8f/e4t+85FeWlE4PsPNzHPz9xmJ/s7uST975U1rHPRSGs\nOJcBmz/Z3ckXHj3Eif44L58YHHNbx1Ci+HdQyRqqfZpZISLTorBCREREZl0hrKiENhCAmqCnGFYc\n74uzunF+l35ciKp8HsIBDz3Do5+aH++LsaI+iNtlrwYRCXqJTlJZUQgrukuOcaQnRiZnsbnMygqA\n7WsbeP3kENHkmY/1+IEeANoH4nideQqPvNHNC8f6ue3zj/Na++AZ95kJ3c5yuI1lVFZMFFac6B9t\nbTm9zeXUUJKlkflfBeRsGkJ+hhIZ0tn8fJ+KiCwwCitERERk1o2ksnjdBr+nMn71iAS9RJNZoskM\nfbG0KiumqbHaX5zNAHCsLz7mtTxbG0hpZYVlWQC80RkFKLsNBOCadQ3kLXjhaP8Ztz2+v6d4bp3R\nJNeuawDgb37yBge6RviN//cSQ5NUf0zXyYEE4YCnrOGXdhvImWFFz3CKcMBDQ8jHycHRdpt0Nk/v\nSGrBVFYADMRVXSEiU1MZvzGIiIjIojaSzBLyezDGzPepAFATsD/xP95rf1pdCUs/LkSFQaUDsTTd\n0STH+2JjXsvaoN1uY1kWiXSOVNYac/+D3fZw00QmR/tAgq5oklfbhgh4Xaxvri77PK5YWYfP4+KZ\nw31jto+ksuw6MUDQ66Y/lsay4G0Xt+J2GV48PkA44KF9IMFP93aew6sw6qmDvcVKjfaBBMtqy6t8\nCPk8pLJ5srmx1Qc9wymawn6W1wVpH0jQPhAnkc7RFU1iWbC0tvLDikJlSWkFjohIORRWiIiIyKyL\npbIVM68CoCboJZXNFz/FX9OosGI6CpUVf/Cd1/nF//s08XRuTEtNJOgll7f43I/2seXPf8pfPpcc\nc//D3SMEvPavo3fd8wLv/fJOdh3v59JltcWWjXIEvG6uXFnHztPCiiM9I+TyFtdvGF3pZX1zuNhi\ncvtFrQD0xab2qf9wMsPeU9Ex24YSGX79Wy/yW/e9TC5vcXIwwfK68tqLQn57uOtAPEM+Pxro9Ayn\naKr2s6wuyNHeGG/7xyf5wqMHiyuwtC6ANpBGp7Jiqq+xiIjCChEREZl1wxUYVsDo6hUr6zWzYjoa\nqn30xdIc6hmhM2pfQJdWVkSq7Nf53547Tjqb59RInpxzMR5PZzk1lGTbGrst40DXCCf647zaPsQV\nq+qmfC7b1zWwrzPKYEm7wdFeewWN6zc2Fbctrwty+cpaAG65oAWf2zXlFoV7njnGO+5+esyqIvc/\nf4JYOsfxvjgP7+2ifSDB8rrywoTCv40b/+4xvvDooeL2nhG7smJZrV1ZMZzM8tKJATqG7JaQpQui\nDcSurOgbUWWFiEyNwgoRERGZdRVXWeEsoXqwe4TaKi9Bn5YtnY7Gaj8D8fSY4Y+rG0aDn1onFEpm\n8tQEPOSs0YvWU84MhqvGCSaucMKEqbh2XQOWBc8eGZ1bcaQnhjEU51S4jL2KyW0XtrKqoYrt6xqo\nC3kZmOKn/h1DSdJZe9WSgm89e5xta+pZXhfknx45yEgqW3ZYURg8G0/n2NsxVNxeaAMpbSfZcypa\nXIFlIc2sePnEIDf//Q7a+uNnuYeIiE1hhYiIiMy6kVSW6kAFhRXORfSh7hGaylitQcbXWO3Dsuww\nAsDjMmMurEuHS75pvd2KUWhhKFxwX1YSTBTuO53KikuX1xL0utl5uLe47WhvjOV1QVbVV+F2GZZE\ngnjdLm7Y2MTj//NmIkEvdVU+BqY4YLNQiVEYEJp0Zm7cuLGJd1+xnL0ddovIVCsrYHQZ13g6y0gq\n68ysGA2AhpNZXjjWT9jvIRw4+/DO+Rb2e/C5XfxkdwdHe2O80jY7q6+IyOKjsEJERERmXWHAZqUo\nXER3D6dorlFYMV2ly3Ledd0afu/2TXhKZk3UVvmKX197WlhRuChf3RAiEvQS8Lr4h1+6jN95y8ay\nlvs8nc/jYuvqOp482FtcWeRob4w1jdV43C5aawIsGyc8qK3yjmkdKUffiL1/YUBod9SuFmkK+3nL\nhS3F/cqfWTH6b6Pw+vQO249RmFkBcKUT4jx1qJelZQ7vnG/GGBqqffQ6r1n7QOIs9xARsSmsEBER\nkVk3ksoSrqCwoqbkE2lVVkxfQ8lr987Ll/GxG9aNub22avR1LrRiFOYtnBpKYAy01ARYVhtky/Ja\nrlpdz2/fsmHa5/MLW5ZypDfGEwd72XsqypGeEdY6w1M/cdM6PnLt6jPuUx/y0T/FNpDTKyu6h+2A\noTns56KlNcUKkbJXA/GPtiH1jKTI5PL0jNjHbAr7WdsU4pbNzfzhHZvxuAzpbJ7/9qYzn0ulKg2f\nTg7GeeyNbjqHktz3/Am++NihSe4pIuezyvmtQURERBatkUqbWREcPZemsMKK6Sqs9ADjX5gXKljq\nqrysbQzhcY1WVHQOJWms9uPzuPj7926Zkbkhv7hlKX/zkzf4tXteJO0sA1qYoXHnNavGvU9tlY/B\nKbaB9Mfs/Q8Wwwq7sqKlJoAxhp+/dAnfe+XkmLBmMqX/NizLPl5hqc+msB+/x83XPnIVYLfIhP0e\n3n/Viimd83xqKHmf7O8c5t7nTvCRa9fw/LE+9nUM887Lly2YShERmTuqrBAREZFZlctbxNO5imoD\nGVNZobBi2gqVFUGve9wL84DXjd/jYk1jCGMM9QEzOrNiKMkSZ0DkhUtrZmT52IDXzV3Xr8HtMtx6\ngd2OcfnKyedf1Ff5GIinxywZOhnLshiIp3G7DMf74qSyObqio5UVAJ++bRMP/vcbMMaUdcwq39h/\nG51DiTFhRal7P3o1X/nQ1rKPXQkaQqPPYdfxAfIWHOoZ4WhPjFze4v8+dmjMkFYREVBYISIiIucg\nnc3ztw++QTQ58SfTsXQWgHAFDdgsXESDwopzUROwhycuqwtOePG8tDbI5iU1ANT5TbENpHMoQWvN\nzK9m8Ykb1/Hyn76Fr354K2/8xe1sWTH5yiK1VV7ylj24shzRRJZc3mLb6npyeYt7nztB93AKj8tQ\n58zo8Hlc1IV8ZznSqIaQj/dtXc7fv3cLYM+t6IqmcBk7TCnlcbtwuxZOUAGjFTiF1xrgpeMDxNI5\nAl4X9z53ghv+9jH+5Ykj83iWIlJpFFaICACPH+jhv145Od+nISILzOsnB7l7x2Ee3dc94T6Fi8BK\nqqyA0RaFpurKX/6xUhWGJ042m+Fbd23j92/fDDCmsqJjKDkrpf/GGAJeu6Wk8OdkCgFDf5lDNgv7\nvefK5dyyuZm/+skb7Do2QFPYj2uaIYLLZfjb92zhtovsapCOwSTtA3GWRIJjBpYuVIU2kOucIatg\nt4YB/P17t/DVD23l1gta+NyP9xXngIiILPyffiIyIz7yr8/z3+9/hf2dw/N9KiKygBSCiLb+iUu4\nOwbtT9JbI5UVChSWL1Vlxbn51K0b+NXr1kx4+/K6qmIwVB9w0RVNcqh7hOFktiLeE/VOBcRAuWGF\nM4yzodrHn739ItLZPM8f6y+2gJyLsN9DyOemYyhJ20CCFfWLY47DtjUNbF1VV2zN8ZUEMJetqOXW\nC1v40PbVAPSNpObjFEWkAimsEBEAlkbsX4j+7Ad75vlMRGQhiadzALRN0m9+wgkyVtaXt4zjXKlx\n2lJm4iLzfPb+q1Zy48amsva9ZqmHgMfNe778DEBxZsV8KszaKHf50gEnrKgP+VheV1VcbaQpfO7P\nxRhDayRAx1CCtv44K8pc+rTSXbailgc+cS3rm6sBuHmz/X7xeVzF3z8KA1YTmdz8nKSIVByFFSIC\ngMv5abDr+MD8noiILCiFUu4Tk1RWtPXblRXlLuM4VyJBL163KX7qL7NvRdjFPXdt46KlNVy/oZFt\na+rn+5SKlRWFFT5Od/qypoU2kEL7yHZnSdbmmpkJvdY0VvNa+xDdwylWVFjAd642toR59xXLi8vT\nrmkIFVtngk7LTlJhhYg4FFaICABDzrJtqWyedDY/z2cjIgtFLFVoA0lMuM+J/jitNYGy5gfMpYZq\nP62RwLTnDMj0XLGyjv/30Wv41l1XsyQy/wFWrRM6jFdZ0T4Q56rP/Yydh/uK2/pLKisArl1nz2Fo\nmYHKCoDLVkQ46bROLZY2kAKfx8X/ed8WLloaYXVDFetbqou3FSorCtVaIiKVNelKROZFPm8xnMoS\nCXoZSmQYTmaKy9GJiEymEFZ0DCXI5PJ4xxkG2DYQr7gWEIBP37aRgQk+TZfzR03Ag8dl6B0ZL6xI\nkMtbHOoZKVZQDMTS+DwuqpyL62vXNVBX5eXiZTUzcj6XrRhdanWxtIGM56sf3kq1f7SqqUptICJy\nGoUVIsJwMotlwfK6oBNWZBVWiEhZRlL2hUXegsM9I2xqCZ+xhGVbf7x4oVdJlkSCFfHJvswvYwxN\nYT89w2cOdhx0qg57S27ri6Wpr/IV3+d1IR8v/clbJly6daouWR4pfl2JId9MWd8cHvN9ofIqocoK\nEXGoDUREGErYv4wtr7N/aS/0oIuInE2s5OfF7f/wJF949NCY21PZHJ3R5KK+6JKFr7kmQPdw8ozt\nQwm72qKnZIWK9oE4y+rGhlwzFVSAPUtlXVMIv8d1Xq1UU6ysUFghIg6FFSLCoPPL2HKn3DSaVFm0\niJQnlsri84z+OvH80f4xt31r53Esa3F/QiwLX3PYT3d04sqK0qqL431xVjXM7vv5lgtauHJV3YyG\nIJXO63bhcRm1gYhIkdpAROSMyorhpCorRKQ8I6ksaxtD/PLVK/mnRw5Sem31w9dO8Zc/2gfABUtm\npp9fZDY0h/28eKz/jO2Dzv8fe53KikQ6R8dQktUNoVk9nz+844JZPX6lCvrcGrApIkWqrBCRkrDC\n/qRIYYWIlCuWzhLye/jQ9tVctqKWvpIhhYWBhc/+wS0KK6SiNYcDDMQzZ6yGdXplRWGJ3tWNsxtW\nnK+CXreWLhWRIoUVIlIMKwpLpA2rDUREyjSSyhHy24Wa9SEffbHRcvloIoPf46I1MjNLOorMluYa\nezZE6WwKKJlZMZzCsiyO9sYAWD3LbSDnq6DPrTYQESlSWCEixbBiWa3aQETElsrmeL196Kz7xVJZ\nqv32YLyGaj/9sTSWZQH2z5baKu9kdxepCC1OWNEVHTtks1BZkcrmGUllOd5nhxWrZrkN5HwV9KoN\nRERGKawQEYbiGXweF+GAF7/HpdVARIR/fvwI77j7aQZi6Un3i6WyVPnsyoqGkI9MziLqBJ6D8QyR\noMIKqXzNYbv65/Qhm4WwAuzqimN9cepDPr2vZ0nQpzYQERmlsEJkkcvnrbPuM5QYvaAIB7xqAxER\nfvjaKXJ5i5ODiUn3G0llqXbaQBqqfQD0OaX0pT9bRCpZs7NEaM9py5cOJTK01gSc21Ic6RmZ9ZVA\nzmdVGrApIiUUVogsYj3DKS740wf56pNHJt2v9IKiJuApfioqIuenQ93DHOgaAaBzKDnhfpZlEUtl\nCRXaQEL2BV+fU40xmMgQCfpm+WxFzl1DtR+Xge7h0ysr0mxoqQagYyjJa+1DbFleOx+neF4Iet0k\nFFaIiENhhcgiZVkWn7z3JVLZPI++0T3pvkOJDLXFygqPZlaInOce3N1Z/LojOnFYkczkyVuMGbAJ\nFFcEiaqyQhYIt8vQUO2nO5rigV3t/MrXnqN3JEUsnWN9sx1WPLi7k0QmxzVr6+f5bBevoM+jNhAR\nKVJYIbJIdUaTPHfUXjO+UN46EbWBiEipwz0xlkQCuF2GzqEEj77RRSp75gVELG0Hm4U2kMbqQmWF\n2kBk4WkI+RiIp/neyyd58mAv7/ji0wCsaQyxuTXMg3vsEO/qNQ3zeZqLWtDrUhuIiBSdNawwxnzd\nGNNtjNldsq3eGPOwMeag82eds/0mY8yQMeYV578/LbnP7caY/caYQ8aYz5RsX2OMec451r8bY3zO\ndr/z/SHn9tUz+cRFFruOktLtZCY/4X75vMWJvjhLau2eXFVWiEj3cJIlkQAtYT8P7+3iV7/xIg/v\n7Tpjv5gzjDfkDNisC9nBRN9ImkzOXj1Bq4HIQlET8DLkLLcL0D5gz2uprfLx6zeuBWBza5i6kFqb\nZkuVz1NcujSWynKiL04mN/HvMCKyuJVTWfEN4PbTtn0GeMSyrA3AI873BU9alnWZ89+fAxhj3MAX\ngbcBFwIfMMZc6Oz/N5bGh+AAACAASURBVMDnnWMNAHc52+8CBizLWg983tlPRMpU6DP3uV2Trlne\nNhBnOJXloqURwA4rRhRWiJzXuqMpmsMBWiOB4uyK3tN6+YHiykGFNhC/x0044KE/libqLImsygpZ\nKGqCdlgRTWbYtnq01aM26OXnL13KxpZqbr+4dR7PcPELeN3F31ne/sWnueHvHuNT978yz2clIvPl\nrGGFZVlPAP2nbX47cI/z9T3AO85ymG3AIcuyjliWlQbuB95ujDHAm4EHxjlW6WM8ANzi7C8iZShU\nVqxpDE3a/7nnVBSAi52wotqvNhCR8133cIrmGj9LIsHitoH4mT8XYin7Z0uhDQTsUvquaJJBhRWy\nwESCXoaTWYYSGepDPm69oAWwwziv28VDn7qBT926cZ7PcnELet2ks3mGkxkOddtB6dHe2DyflYjM\nF8/ZdxlXi2VZHQCWZXUYY5pLbttujHkVOAX8rmVZe4BlQFvJPu3A1UADMGhZVrZk+zLn6+J9LMvK\nGmOGnP17p3nOIueVjsEEAa+LlkiAocTE4cPuk0N4XIaNrfYAsXDAQyydI5e3cLuUD4qcb5KZHEOJ\nDM1hP1736Gca4/0cKbaBOKuBAGxdXc/3Xj7JtjX2J9MRtYHIAlET9DCUyJDN56kJevjTX7iI777U\nzuUr7NU/9JnZ7Kvy2T9L3ugcBiDkczMQT8/nKYnIPJpuWDGRl4BVlmWNGGPuAL4HbADG++luTbKd\ns9w2hjHmY8DHAFpaWtixY8cUT1sWg5GREf3dl3jtUJKI12JksJ++eH7C1+aJ3UmWhAw7n3oSgO6T\n9gXJg4/sIOTVL2bTpfejVJKpvB974nZ/eP+pY5QWU+w/2saOHT1j9n2uww4r9r72MkNH7GDj5lqL\nx3zwZz/YC8Dhfa9jOtyIQGX/bBzoSjOSypLMZIn2dvLizgFWAE88cWy+T+280XbC/qHzvcd3AbCm\nBvb3J3nsscdmJSyq5PejnF/0XhzfdMOKLmPMEqeqYgnQDWBZVrSwg2VZPzbG3G2MacSumFhRcv/l\n2JUXvUCtMcbjVFcUtlNyn3ZjjAeIcGY7SuGxvgJ8BWDr1q3WTTfdNM2nJQvZjh070N/9qC/se4a1\nrS6aa/z0tQ1O+Nr87lMPc/OmZm66aQsA3S+0cd8br3HplVezor5qDs94cdH7USrJVN6Pu473wxM7\nueGqLfx/9t47XK67vvZee3qvpzdJ56hLlmTZlmSMbWEb22DADtiBmJZCHHjh5nKTvJdLkpsQuCEk\nJC+B0C5gWogpCcWOcVywLTfJsmRZvZ4jHZ3eptddZvb7xy7TTxlN1/fzPH4szezZsyXNmb33+q3v\nWjE2hZ+cOwIAMNg92Lt3V862wy9dBI6dwTtuuznHQeG3jeJ/P3oKAPCWm3ZjqN1WmT8I0fQ08nfj\nRd0l/Gr4NIQ0sHX9IPbuXVfvQ7rq8L0+AZw+Bs7SAWACt20fxMlnL2D3TTfDYqj0Gmtjfx6Jqwv6\nLBan3OrSxwB8WP71hwE8CgAMw3QpuRIMw+yS9+8DcAjAOrn5wwDgfQAeE0VRBPA8gPvz95X3HvcD\neE7eniCIZTATktL8TTptycyKJJ/CQpTD6jar+pjdJF0MUCMIQVydzIWlIM0Ouwm3bezAn799I940\n5FUzKLKZCSVh1mvhMOfeRNy1JRNC6KLMCqJJyM5XcdDnti6Y5TGQ09Nh9DhN6JWbyopl5hAE0fos\np7r0xwAOANjAMMwEwzB/AOALAN7KMMwFAG+Vfw9IosJJObPiKwDeJ0oIAD4B4CkAZwD8TM6yAIBP\nAfgThmGGIWVSPCw//jAAr/z4nyC3cYQgiEVIpUXMhpPodplg0mtKVpfOy+n+bbZMDZvdJF2gKSn/\nBEFcXczJ3wsdDiPMBi0eumUIbTYjQkXmxqfDSXQ5TQX27A6HSf013fQRzUK2WEHBsPVBEStOTYWx\npt0Kt0W6PgnEKLeCIK5GlvRTiaL4OyWeur3Itl8F8NUS+3kCwBNFHr8IqS0k//EkgAeWOj6CIArx\nRVkIaRFdTjMm0vGS1aULUemmpN1uVB+zqc4KWsUgiKuRuUgSOg0DjyUjYros+qIrmzOhJLqyhIls\nvvOh6/HkqZmckE6CaGSyhTWHicSKemDWZ/Jt1rRZ4bFK30N+EisI4qqk8sNfBEHUnQty3Vefy4yF\nCAtOSCOdFqHJa/dYiEon/zZbRqygMRCCuLqZDbNosxlzvi9cFgPCSb6gJWgmlMRuufUjnzs2d+KO\nzZ1VP16CqBQ0BlJ/ssWK61d54FKcFdQIQhBXJSRWEEQL8sSJaZj1WuwZ9Kr1X6yQVu2VCpkxkGJi\nBTkrCKJaiKKIhSiX42pqFGbDSXQ6co/LZdZDFIFHj05iS48TADDmj0vbOos7Kwii2cjOXqExkPrQ\nIX/3vGt7D+7d0aM6ushZQRBXJyRWEEQL8crwAr72/DDOTIdx+6YOmA1amPWSBTvBpwrECmUMxJuV\nWaFYX8PkrCCIqvFfJ2fw//zbEfzHR2/E9auLOxPqxUQggc09jpzH3Fbpe+FPfnYMt23sAADsOzeH\ntAh0k1hBtAi5zgq6RK4H3U4zjv3VnWq7kNOsB8NQwCZBXK3QIClBtBDPn53D/hEfAnEe79jWAwAw\nyZbKYo0gC1EWDpMORl1GxDDqNNBrGRoDIYgqMiyPav3yjck6H4nERCCOB765H48fn8JEII5+d25t\nscucETQPjfpxaNSPtNzPVSqzgiCaDbNeC71WGnOizIr6kV2DrNUwcJn1FLBJEFcpJBsTRAsRkqsF\n//KeTbh9k7T6WUys8Mc4fPoXxxGI8WjLs6EzDAO7SY8oS6sYBFEtlNyH1y8H6nwkwOhCDO//zkFM\nBhNIiwCfEtHvMedsk33zkC9kdjtztyWIZoVhGDhMekRZQT13EvXHbTHAX+PMiigr4J6vvITPvHML\n3iK7yQiCqD3krCCIFmIhymJrrwMfuXlQTeBXLriyG0Feu+TDU6dm8dqoPyevQsFm1JGzgiCqiCIs\nnpuNwCePY9WDQIzDe791AHFOwKZuB46MSeJJvrNCqQ+0GzNrHFt7pVGRTmfj5W4QRLk4zXrKq2gw\n3FZDzZ0VR8eCuOyL44kT0zV9X4IgciGxgiBaiIUoVyA+mOTMiiSfVh+bCCTUXxcL+LObSKwgiGoS\nlFcJRRE4NFo/d8XRiSBmwyy+9N4deOumDojyaEe/J38MRLp527uxA70uM3pdZnzq7o24e0sX2qwk\nVhCtg4PEiobDbTFUNWBzeC6KQ6N+iMoXIIBjE0EA0tgbQRD1g8ZACKKFWIiy2NBlz3lMcVawWc6K\nHLGiiLNCEitoDIQgqkUgzsNrNcAX4zAfSdbvOOQbgNVeK+Kc9B3BMECPKzeHwmnW481r23Dfjh68\nVa4jvXldO25e117bAyaIKrOxy44IS2J9I+Gx6nF8onpixf/8j2M4MhbEvTt68OX3XQsAODouiRWj\nvjjmwkl0UDYPQdQFEisIokUQRRG+Is4Kc5ExkGyxoi2rCUTBbtJj3B+v0pESBBGK8xhst8If59QK\nYYUEl8JClC1wN1QDZbXSbTWoQmeXw5QTugsAGg2DH31kd9WPhyDqzRfes63eh0Dk4bUZ4Y9xEEUR\nDMNUfP9K+9kzp2chiiJEURIrhtqtGJmP4bVRvxpaThBEbaExEIJoEcIJAVwqXSA+ZAI2s8dA4tjU\n7YBey2B1m7VgXzQGQhDVJRDn4LUa4bUaMB/NXTH8/v5R3P3PL4IT0iVeXdnj0GoYOEw6rPZaYdRp\nCvIqCIIg6onXaoCQFhFOVOe6RBn/iHMpPH58Gmv/4gnMR1j8zq4BmPQavDEWrMr7EgSxNCRWEESL\nMC+H9JXOrMg4KyYDCexe48FL//M2vH1rd8G+HCY9wjQGQhBVI5jg4bbq0WYzFjgrZsNJxLgUJoOJ\nEq+uHIE4D7dFD4ZhoNUw+K1re3HHZkq+JwiicVCytRZi1QkjZoU0bHJ48K/emIQIYEe/C3dt6cJq\nrxWjC7GqvC9BEEtDYyAE0SIslBArssdATk2F8Ovj04iwAvrcZnQ5i89g2ow6RFmhapZLgriaEUUR\nwTgHp9mAdrtR/dlViMnz8pd9Mawp4nyqJIEYpzZ9AGSBJwii8fDKIb4LERZD7baK758V0hhqt+LY\nRAgHLvrQ6zLjVx+/CQAw4LHgIokVBFE3yFlBEC2CKlbYc8dAjOoYSArfevEivr5vBADQ6zKX3Jfd\npIMoAjEuVXIbgiDKI86lwKdEuCx6tBdxVkRVsaL6uTH+PLGCIAii0fDK462+KjWCsHxKFUHiXAqD\nWYLI6jYrxvxxpNNiqZcTBFFFSKwgiBZhIbL0GMiBEZ/6eK97MbFCqm2jRhCCqDzBhPRz5bbo0W43\nYj7K5lTmKWLFqK/6q3nBuDSOQhAE0aioYkW0OmMgSSGNdrtRHQUZzHK0DXgs4IQ0ZuvY2kQQVzMk\nVhBEi7AQ5aBhULBKatBqoGGA09NhzEVYvHtnL9405MW6DnuJPUnOCgAUskkQVUCpC3WaDWizGcEJ\n6ZyqxFiWs4IT0vjUfxzH+dlIVY7FH+fgsZKzgiCIxsUjX9csRCvvrBBFEZyQhlGvVR2nQx0ZZ8Uq\nrxQ4XAunG0EQhZBYQRAtgi/GwmM1QKvJzZhgGAYmvRbPnZ0DAPzxbevwyB/ugdmgLbYbAFArE98Y\nC5D1kSAqTCjPWQEgZxQkxkrjV6O+GI6MBfDTw+P45gsjFT8OURQRiHFw0RgIQRANjE6rgduih68K\nAZtKUZpRp0Gf7DgdynJWrPJIvx4jsYIg6gKJFQTRIkSSgjq+kY9Jr0WST6PbaVJXCRZje58T6ztt\n+Ma+EQz++RP45RsTlT5cgrhqCcSl1UGXxVBUrFDGQMb9cewfXgAAPHlyBnGusk6nCCtASIvqqiVB\nEESj4rUZ4auCs0IRK0x6rToem51Z0eMyQadhajKWRxBEISRWEESLEOdSsBqLuyWElHQ2vmtL17La\nPRiGwQf2rMKovJJwlDrGCaJiBOMZZ4WSMZPdCBJlBdiMOvApET87PAGbUYc4l8JTp2YqehzKOIqb\nxkAIgmhw2myGguakSsDL7lGjToM7N3fhnm3d6HRksr90WslxcYkaQQiiLpBYQRAtQpQVYDEUbyMO\ny9kT79jWvez9vWdnHz584yoAgFZDXxUEUSmCsrPCadGrF8Uvnp+HKIoQRRExVsC7d/bCazVgJpzE\n/df1wW3R49URf8WO4Qf7R3HrF/cBkEQTgiCIRqZqzgq59Myo0+DN69rwtQd3FizqbO934fDlQE4Q\nMkEQtYHuQAiiRYjJq7GLsXPAvez9WY06/M29W9FhN1bcfk4QVzMLUQ52kw5GnRYuiwF/8OY1+Nnh\nCXz3lVGwQhpCWkSnw4RP3rEOAKRA3E47huejFTuGJ05Mq78mZwVBEI1Om7Vazgrp/0rNezHeNOTF\nfITFSAW/gwmCWB6L39kQBNE0xLkULCVCM7/24E4YdRpoNEuPgORjlS3oBEFUhoUom1Mx/Jf3bMKx\n8SB+/NoY7tvRAwCwGXV4/+5VWOW14s1r2/DC+Xn857EpiKK4rFGuxUhwKbyRNdrlJbGCIIgGp8Nh\nQjgpIJLkS+ZzlYMyBmLSlV6/vXGwDQCwf8SHtYs0qREEUXnIWUEQLUJ0EWfFPdu6ccfmzrL2a9Zr\nyVlBEBXEF+VyBAKGYfCuHT0YnouqIoLNqINGw+CW9e3QaBis67AhnBRygjjL5fXLAXCpNL703u34\n/G9dgwHP0qG7BEEQ9WRbnxMAcHS8shla6hjIIs6Kfo8ZvS4z9g/7KvreBEEsDYkVBNEixFkB1iXG\nQMrBatSSs4IgKogvxsJry3UzSOG3wL+/Pg4ABT/Lymre8NyV25APXFyATsPgrZu78ODugSt2ahAE\nQVSbHf0uMIwktlYSLqu6tBQMw2BHvwvnZyMVfW+CIJaGxAqCaAHSaRExLgVriTGQK8Fs0CFGYgVB\nVIyFKJczBgIAnQ4TtvU68fy5eQAocEmt65Sq9C5UQKy4MBvFYLt1yYwbgiCIRsFu0mNDp73iYkV2\nG8hiuK16BBN8Rd+bIIilIbGCIFqAuOxjrIqzwqBFnKUxEIKoBEIqjUCcgzdPrAAk9wQnSMt8+TXE\nHXYj7CYdLsxd+cpeKMHDZaacCoIgmovrVrlxdCyIVLpyrRyZNpDFF3tcZgOCcQ7pCr43QRBLQ2IF\nQbQAiphQDbHCYqCATYKoFIE4D1EE2myFYsFqbyY7wm7K/VlmGAZrO2wYnotiLpzEa5fKrzENJwU4\nzFRXShBEc3HtgBsRVsCoL5bz+L5zc/j56xNl7VNpAzHpF78lcln0SItAhBZvCKKmkFhBEC1AVBUr\nKj8GYjFQwGa5PH58Cu/++iu0EkOo+GJSQKbXWuisWNVmVX9dTHhcJ4sVX/rNefzB9w+VfQzhBA+H\nmUZACIJoLvrdZgDAdDCZ8/iXn72Af3r6XFn75JQxkEUCNgHAKQu8oTiNghBELSGxgiBaAMX5YDVU\nwVlBAZtlc2DEhyNjQUyFEvU+FKJBWIhwAJZ2VhQTK9Z22LAQ5fDi+QVEWEEdGVkp4QSvXngTBEE0\nC11OEwBgJpwRK/hUGqenwpiNsGWNh2TGQJbIrLBI39nBBLfi96gUz5+dw1OnZur2/gRRD0isIIga\nwwlp/J/HTyMYr9wJL1rNMRC9DqyQhpAq78boamYmJF1QVSIUkWgNVGdFkcyKVZ4sZ0UR4XGd3Agy\nGZTEr1AZYW+ptIgIK8BhIrGCIIjmotMhixVZCwDnZyNghTRSaRFzkWSpl5aEX0YbCCCNgQBAsI7O\niq88dwGfeewURJHcmsTVA4kVBFFjTk2F8J2XL+GF8/MV22esimKFMlqihHgSy2daFiuGZ0msICQW\noqWdFU6LHm6LHhaDFlpNYZ3o2g5bzu9DZazwhWWBg5wVBEE0Gya9Fm6LXj23AsCJiZD666ngyl2M\nShuIaYkxEFWsqGMjyFyYxXQoiVFfvG7HQBC1hsQKgqgxigvCF62cs0KpFrVVIbPCLNehJmgUZMUo\nVlWlwSGVFnFo1A9flK3nYRF1xBdlodMwJZ0Nq9usJUXHXpcZ5qwL6lLOClEUcW4mgiNjhRV/4SSJ\nFQRBNC9dTjNms8ZAjuWIFeU5KzQMoCsiEGfjlBuUKumKXQmiKGI+Il07HBjx1eUYCKIekFhBEDVG\ncUH4YxUUK+R9WqqQWaHY0WOUgL0iuJSo/htfmIsiyadwz1dewgPfPIA7v/RixbviiebgyFgAPS4z\nNCUujHf0u3KyK7LRaBgMdWRGRUqJFf/8mwu4659fxG9/84Aqjua/htpACIJoRrocRtVZkUqLODCy\ngO19TgDAo0encN/XXlFv6pcDnxJh1GnBMEuJFfUdAwnGeXDyOO6L5+fV4O5yRl8IopkgsYIgakwk\nKTsrYpVbXa/mGIjirKCQzZURSEoXEg6TDsOzUQzPRXF2JoKHbhkEwwDffGFE3VYURZyaCpXaFdEC\npNIi9g8v4NWLfnzoxlUlt/uLt2/Cv31kT8nn33vDAO7b0QOgtFhxYlL6LAlpEROBXLtwOCF9V5Cz\ngiCIZqTLaVbzoB49OolRXxwfvXUINqMOvzkzi6PjQfzdE2dyXiOKYslWLj4NGJeoLQUAg04Dm1FX\nN7FiThZgnGY9njw1g73/uA8X56PY/flnsX94oS7HRBC1gMQKgqgxVRkDYZU2kMqPgSjOChIrVoZf\nFituWtuGCCvg8KgfAPCu7T1Y32nPcdb86ugk7vnKy3j2zGxdjpWoPu/9vwfw4HcOos1mwPt3lxYr\ndFoNDIsEvX1wzyr81Tu3AChdoTcVTKiZGJOB3BnujLOCqksJgmg+uhwm+GIcYqyAf/7NBWzpceCu\nLV3ocUnhmwadBr94YxIXZiPqa/78lydw8z88X3SEg08DJt3yrp2cZn3d2kCU0Zcv3r8N772+H2P+\nOE5OhSGKKDryRxCtAokVBFFjFBeEr5JjIJwAo04DnbbyP9IWOQcjxtEYyEoIsJJYcfO6dgDAc+ek\nQNV+twVuqwGBrIumkbkYAODoeLDGR0nUgiSfwpGxAPZuaMe3P3S96lYqF4dJEhpCieI/k9OhJK5f\n5QGQaQ5RoMwKgiCamW65vvSrzw9jzB/Hn965HhoNg26nGQDwjm3dAHK/+35+ZBKTwQQ++qPXC/bH\np8RlOSsAKWSz3s6KDV123DjkBQCM+yXn3HkK8SZaGBIrCKLGRKqUWWGrwggIAFgoYLMs/ElptvTm\ndW0AgFdHfLCbdGrjQ/YFjzIqG6hTcBdRXS4txJAWgXfv7MO1A+4r3p9OK9uRi6zwxTkBoQSPa/qc\nMOg0mCjlrKDqUoIgmpBOWaz49osXce2AC2/Z0AEA6HFJYsXbtkpiheI4BYB2uSr64CV/zrXM/pEF\nhDhxydpSBUmsqP15+vHjUzgxIS1mdNhNqtg85lPEikjJ1xJEs0M+UIKoMVE5s2Khgo0QMVZQHRCV\nhgI2yyOQFOE069HvscBjNcAf49TqSbfFgGCcQzotQqNhVHvnxflYPQ+ZqBIX5qRVr3V51aNXgtOs\nL5pZoaTh97hM6HOZi46B6DSMKkISBEE0Ezv6Xbh9YwfiXAqfettGNRjz3h09sBm12NRtB5C5ZhFF\nEb4Yi16XGZPBBC4uRLGlxwl/jMP7v3MQoghc07u870OXxYDpULg6f7ASJPkUPvHIGwAAu1EHs0Gr\nBiSPyc6Ki/MxCKl0Vdy1BFFv6FNNEDVGOYFGkgI4IV2ZfXIpVVSoNGp1KU/OipUQZEV0OqTVHEWk\nGPBILQ8uiwFpMWPJV5LNycrZmgzPRqBhgDVt1qU3XiZOsx5hWawQRRF/9ehJHBkLYDokiRPdTjN6\n3eYiAZs8nGb9ksn3BEEQjYjTrMfDv3sDfvzQHuzod6mP7xn04i/u2ay6TJV8sDiXQpJPY/caaTRu\nWBaPz89GIMqZm8t2Vpj1JbOCyoET0vj97x/CG4tkTijXCQDgtkpZRC5LrljBpdIY9cULX0wQLQCJ\nFQRRY7KrBCs1ChJJ8lUbA8k4K0isWAkhVkSbbD1VVtT7PZJN1S1faATkix7FWbEQZfHpX5zIuTgh\nmp8Lc1Gs8lph0lfOzZDtrLi0EMMPD1zGY0enMK04K5xmdSUxm1CCp9pSgiBaFmueWKFcZ+1c5YaG\nAUZksSI7gHO5380uix7BBA9RLN4sslImAnE8d3YOf/SvhVkaCuEsB50iTihjIIo4DeT+eQiilSCx\ngiBqjFJdClSuvnQqmES3PK9ZaUx6DRhGmoUncrm0EMO/PHuh6IVLmCsmVkjOCrdFWh1RMipmQkm8\ndXMn7t7ShZ8cGsO3XrhY9P0u+2JIksOl6Tg/G6noCAiQK1YcGZNmmUd9MdWl0+k0os9txkKUy/nM\nhJMCiRUEQbQserlRSXGxKiO3PS4T+j0WjMjjlsp4HgAI6eW5XF1mA1JpUc0eu1JY2V2rhGcWIztI\nebVXuoZQxIq0KLWjAMDFBRojJVoTEisIosZEWQF2Oc2/EvWlQiqNyWACA57qiBUMw8Ci16rVpd9/\n5RJ2f/43SJXoLL+a+OWRCfzTM+eLXiSEs5wVG7sdAIDBNumGVbFwBuMc4pyAcFLAjn4XvvnB67C+\nw44z04UzsRdmI7j1i/tw7WefwcsXqFO9WUilRYz64hiqolihWIgv++KYDiXQZjPCqNOq4tjIfOai\nPBjnqAmEIIiWxm7UFdTEe61GrG235YyBKNNwY8scoXDK5+5KjYIsJwtMcVb87W9txU8euhGAJMgo\nuUOdThNcFn2Oy4IgWgkSKwiixsRYAatkdbwSYyDToSRSaRH9bssV76sUZoNOPal+5j9PYzbMVrTN\npFmZDUurIW+M5VaOJrgUkinAa5McFLvXePDjP9yDm9ZKdWOqsyLGY0ZeCVdWRzZ02XGuiJ3z1JQk\nYIgQ8e2XijsviMYjkuSRSmeEq0rhzGqUUZwV4/44Rn0x9Likz9KNg14wDPD0qVkAUrbFpYUYVnmq\n911BEARRb6zGzDWLcq3itRmwtsOGSwtSGOWF2ShuHJTOyVPyeXgplHN3OfWlf/Svh/HxR47kPBZZ\nxliwMha6e40XXXITCpBxVzjNenQ7zeq1BEG0GiRWEESNibICVnuloL2Z8JWfXMblAL2BKt6AOEw6\nRFgh52RayTaTZkX598sPx1L+bpS6NIZhcOOQVw01zB4DUfahdMdv6LJjIpDIyTYBpNVxrYbBB/es\nwsvDC/T33ySEZQuvw1TZTBmnWQ9WSGMhyuLcTBi9LjOEtIjXLvlxTa8TANDhMGH3Gg9+fWIaoihi\nPsIikhQw1F65oE+CIIhGw2rUISrnbC3I47ZeqxEDXgu4VBpnZyLwxTi19rTDvjwxWXVFFqmNXoqn\nTs3i18encx7LdlYUc1QCmbrpfEec8nuHSYdup0ltgiKIVoPECoKoMZGkgF6XGQMeC45cLp0AvVzG\n5cCl/mqKFXLzwLNnZtXHruab5SSfQpJPqcGY+c4K5e+mzW4o+nq7SQethkEgzqn7ULrj13dKtWv5\nvekj81Gs8lhw/3X9SKVFPHEi96KHaExKXWheKUPt0ljJe//vAYgAfu+m1QCkGeab17Wr292zrQfD\nc1FMRkUMy+MgazvsFT0WgiCIRsJm1KpCgC/KwWLQwmzQoscpjcvuH5FGKdd22PCXu0345cdvWtZ+\nXebccOwrJVusOD1VXKxQxkAc5lzBO9dZYarI4hdBNCIkVhBEDeFTabBCGlajDrvWeHBo1I/0FWY/\njPsT0GoYdWW+Gijz8Qcv+dXHrmax4s/+/Rg++qPXVaHh7Ew456JjQZ6RLWX912gYuMx6BOI8huck\nx0SvHJC6QRErZvLEirkYBttt2NBlR7fTVCCQEI2JYuGttFhx15ZO3HNNN0bmY/jIm9fgXTt6AABa\njeTiUbhlXRsApgjIVQAAIABJREFUYCSUUlPw11Y4P4MgCKKRsGZlVvhjHDxy5We3PCJ3aFRaKOr3\nmLHWrVXPv0uRyawofww2lNXuobg/NIwUkFxqe5NeA6Mut7EkX6zwxzgK4CZaEhIrCKJGxDkBh+UT\npE0WKwJxXl3tLJcxfxw9LhN02ur9OCtihS/KqnkbC5Hck/W4P37VzEyen43gtUt+BOI8tvU5kRZz\nk8VVZ8UiOQUuix7BOIej40Fs7LKr1Wl9bjPMei3OZokVqbSUNTDUIdn3+z0WTAYoTKsZCKmrYpUV\nKxiGwT/cvw3/9MB2/NldG9BuM8Jq0GJHvytHGOlzW2DQaTATEzEyH4PNqEOno7L5GQRBEI2Ekllx\naiqEszMReOVzcbfsrDg8Ki289K0w68tlLj+zQiH73K0scgy129TFj3zCCQEOU+H5Iz+zAgB+eGCU\nAriJloPECoKoEX/3xFn8zrdfBSCJFbvXeAAgx61QDuOBeFXDNQHpZBhO8PDHeQx4LDBoNQXOij/+\nyRv4y1+drOpxNAozoaTajnJtv0t9TGFBriFTAjaL4bYY4ItyODYewrUDLvVxjYbBKq9FHe8BpC52\nLpVWrf99LjMmAstLLyfqS7XGQADpgvw91/XBqNOCYRj8v3dtwB/fvi5nG62GwWqvBTOxNIbnohhq\nt6rZKQRBEK2IzaBDMMHjnq+8jDPTYRh10u2Ow6SDxaBFIM6jzWZUFwmWi0GngdWgRTBxBWJFMFes\nMOo06HWb1drpfEIJvuj5I99ZAQCff+IsPvDwwbKPjSAaERIrCKJGZN/c20w6DHgscFn0JUOVlstU\nMLFsC2O5OMw6hJMCArKdss1mUEcdFGZCSVxcuDKXSDOQ4FIIJzMjH9tlsSJ7VWQhysKiQ4FtM5su\npwlvjAcRZQXs6HfnPNfnNqsXNI8fn8Jbv/QigIx9v89txkw4CT6VxmPHpvDAN/dDFKlKthEJV1Gs\nyOd3b1qDW9e3Fzw+2GbDdCyN87MRVfAiCIJoVWwmXU4g+P3X9QGQHGnKjX2fu7zrJpfFgMAVjIFM\nZi00RFkBNqMOXQ5TaWdFchliRZWvAQminpBYQRA1Yk1bJoHfZtSBYaTcgmhy6Z7tUoiiCH+MQ9sy\nk6zLxWnWI5UWMRVMwG0xwGsz5ogvynFMBhItf9Ocf0GxuccBvZbJWRVZiHJwGBdfvX7olkHwqTQA\nYEe/K+e5HpcZU7JY8cSJadiNOnzq7o3Y3idt1+s2Iy1KAtH+4QUcGg3kzMESjUMowUOrYWAxrGwF\nr5IMtlsxExMxF2Fxg+zoIgiCaFWsxkwY5SMf2Y3fvr5f/X2PfGNfrljhNOsRWuEYSPZ1Ub6zwmrU\noctpwkKUAyekC14bSvBFxwiV/AynWa9WnwPI+TVBtAIkVhBEjVBuTAGolkSbSVdQUbkSwkkBfEqE\n11p63KASKAq+kBaznBUZsSLBp8AKUnjofIsHb+Ynbnc7zOiwZ1ZFAjEOp6fDcBgWFyu29bnw4K4B\ndDtNGGzLrZLscZkRTgqIJHm8dsmPW9e342N7h6DVSPtU5mwnAgm1H56SwBsTZVWsnqMXg7KbgmGA\n2zd11O04CIIgaoHNmBGHe/NECeVmvtwGNZdFv+IxEDZLhMgWK6JsShIr5GOaixSex0s5K5QKdJfF\nALMhExKaoJBNosUgsYIgakS2Yt4nnyRtRt0VOSsUm6Ny0qoW2SdKt0WPNpsRE4EEvr5vGFFWyLFb\nTrR48KMiSqz2WmDSa+AwSx3n06EEUmkR7/vWq5gMJHDnqqVt/5+7dyt+8ye3QqPJvZFVVn5evrCA\nhSiH3YO5q+HKRclEII5p+cKn1LwrUV9CCQEOk27pDavIYLskhl3b70KHnVbdCIJobRRnBcNkQjUV\nuq/QWeG2GBBc4RhIjliRF7BpM2rV6vJiIeWhOF/0HPLWzZ34h/dsw6ZuqUHslx9/Ex66ZRDhJH/F\nLXME0UjU9wqKIK4iuFQa7XYjXv307eoKuc2oz1HZV4o/JrkYPIsEOVaCbAui22pAm92IUILHPzx5\nDp12E9bLdZuAJFbsHHAX201LoIgVf3rnBlycj4FhGHQ6TTg9FcYzp2dxbjaCL79vB5zBC0vuS6Nh\ncuyqCr1yvdrPj0wCAHav8eY8r9SvTQYTqkgxS2JFQ1IqHK2WrO2wwaAB3rGtp67HQRAEUQts8nm1\nw26EQZe7LtujZlaU56xwWvQrbgNhs9wOo744RFEEwzCIsgK8NoPqrMh3SKbTIiKsUPQcYtJr8ds3\nZMZbOuwmdNiNEEUgyhVvECGIZoScFQRRI1ghDYNWowoVAGA36RBly88a8Mkhl7UaAwEAj8WgXggA\nQFoU4c9aZchusWhFZkIsLAYt3rGtG//9Dql5ocshOSsefvki+txm3HNN9xW9h+Ks2HduDt1Ok1oX\nq2DUadHpMOLsdEQdI6IxkMYkXGLeuJY4THr8/S1m/O6bVtf1OAiCIGqB1SBdoxQLH9+1xoPt/S5s\n63WWtW+XWRoDWUk+l+Ks2NztQCjBq25UJbOiu4SzIsIKEMXlV18r2600U4MgGhkSKwiiRvApsUDh\nr9QYiKfKYkW2Qu+2GnLsk1FWyLFEXg1jIF0OU04GQbfThCSfxqHRAH7vpjXQaa/sq7XDboJWw0BI\ni7jnmu6ieQervVbsH8n0qRezjxL1pxHECgBwmzQF40YEQRCtiE0em+gt4p4YbLfh0Y/fBHeZ100u\nixQ4vpK8MVaQnBVbehwAgJH5GAC5DcSgg9Osh1GnKQjwPjDiA7ACsUK+VgsnSawgWgcSKwiiRnBC\nCoa8m1glYLPcBg3F0eC1VrkNxJLlrLAa8M5tPfjNn9wKAIgkM5kVAx4LJgKt7ayYDSfRmZe2rfze\nZtTht6/vu+L30GoY1RZ6747eotvsXuNRK1S1GoacFQ1KqXA0giAIojoo7s9q1LrbjNL3+UrEiiQv\nOSsUseLgRR++9vwwwkkeVrkdrstpUsc6fVEWv/e91/DRH72ODZ123L5xecHIDrP05w4nyl8EI4hG\ng8QKgqgRnJAu6qzgU2JO+NJK8Ec5mPVamKtci2gz6KAsyrosemg0DNZ22GDSaxBJ8gjEOGgY4Jpe\nJy77WlusmI+yaM+rilUsnO+7oR/2Cs2Jrm6zYLDdiq29jqLP7xnK5Fhs7LKTs6IBEUVRqp2j2WGC\nIIiaoXznlhuiuRhKm1uxmtFSKM6K1W1WmPQafOW5C/jiU+eQ5NNqc0mnI9Mq9h+vT+D5c/P45B3r\n8KuP3wSvbXkLUoowHkrwCMV5/OjVyy1fJ0+0PiRWEESN4FKFYoVdtiqWW1/qj3FVHwEBpCBIh1kP\nq0ELoy4jjNhNeslZEefgshiwscuO8UAcsSuoY210YqygWkwVtvW58Im3rMXH9g5V7H2+8O5t+N7v\n3lCy8nLngBsGnQYaBtjW5yRnRQOS4FPgUyI5KwiCIGpIv8eML7z7Gty7o/Khwka9dB23kkUmxVlh\n1msx2GYDn8oICErIdrfTpJ7HJ4MJOM16fPKO9StajMoeA3n8xBT+8lcncXYmsuzXE0QjQmIFQdQI\nTg7YzEaxKpabW+GLcfBWuQlEwWnWF8x42k06RJICAjEeLoseG7sdEEXg3GzrnhwTXApmfe7Fg0Gn\nwZ/dtWHZqx/Lod9jwSqvteTzJr0W1w240eUwoddlRjDOI0n96g2FYsUlsYIgCKJ2MAyD9+0aqJjT\nMRtlwYblV+6sMOm1GOqw5TyniBVdDhNmQyxEUcRUMKEGba8EZWQ3nODhlwPYLy3EVrwfgmgkSKwg\niBrBCWno85wVykmq0Z0VgHTDlf9edpMe4SSPQJyDR3ZWAMDZ6dYUK0RRRJxPwVLlsZvl8lfv3Iy/\nv38bOuR8i/kIW+cjIrIJJqSLRRIrCIIgWgN1DCS1/MUBxVlh1Guwc8AFrzVzvWTNGgPhUmn4Yxwm\ng0m1wnwl2Aw6MIwsVsiZZhfnoyveD0E0EiRWEESN4FJigbPCLosVkTKdFbUUK+7d0Yv78sIeHbKz\nwh/j1JYQm1GHszPhmhxTrWGFNERRWh1pBDZ1O3DzunY4TFf2OSKqgxI867aSWEEQBNEKKOO8ZTkr\ndFp8+MbVeOV/3Yadq9wAAH9Mau7oUupLw8mynRUaDQO7UYdwUkAgpogV5Kwgmhvd0psQBFEJOCGl\nKvIKtivMrPDFWHhrJFb8wZvXFDxmN+kwFUwgygrY3ucCwzDY2GXHmelCsUJIpcEwDLRVqE984fw8\ndq/xVF1EUMYsGsVZoaBYXSNUV9ZQBOWu+1oJigRBEER1Ua7jVpJZwWY5KzQaBiaNFp94y1qcn4ng\nnmu6AWTEiovzMYQSfFliBSCNgoQTPHyKWEFjIESTQ84KgqgRxQI21cwKduU3mUk+hSSfhstSvxsh\nu1GPUILHQpRDm106jk3dDpyYDOHwqD9n2w88fBCff+JMxY/h7EwYH/7ua/jmCyMV33c+cU4SK/Iz\nK+qN7QrHiYjqoDor6vgzShAEQVQONbNCWMkYSCrntQDQ4zLjPz72JlWkUOrKj4wF1OfLwWGSrssC\nWWMg1AhCNDMkVhBEjSgasGkqP2AznJAEjnrOw9tNOixEOaTSInpdFgDAR25egy6HCR94+CBCiYwI\nc3E+hvNVCN48dEkSRR45OAY+VV4F7HJJyBcc1a6KXSlX6tAhqkNQvlh0WWgMhCAIohUopw1E2dak\nL33b1W43gmGAI5dlscK58swKQLomDCd5BOTxknBSUF0WBNGMkFhBEDWCE4pUlxpl+34ZN5lhWeCw\nm+o3zZWdtN0r95mv8lrxp3duQJJPq53hgHQjrdjiK8nhywFoGGAuwuLpU7MV3382iQZ1ViifgTBl\nVjQU/hgPm1GXs5pGEARBNC/ljIGoAZuLnAv0Wg3abUYcmwgBuHJnhT/GYZ3cPHJiMlTWvgiiESCx\ngiBqBCekoc9zVpj0Gmg1THnOCjmfwFFnZ4VCdnK14vZQnBWptIg4l1JtiZXk8GgAd27ugtOsx/6R\nhYrvP5uEmlnRWHE/iuhVbgUuUR0CcY5cFQRBEC2EoZzMCiEFvXbpzC7l2kmrYdBhL68Kvcdlxqgv\njgSfwtu2dqHdbsS3X7xY1r4IohEgsYIgagSfEgucFQzDwGbUlWXfV8ZAHFXoEV8u2WJF9iqAKlbI\nTgrlz1dpZ8VMKInJYAI3rPFgQ6cd52akMZO5SBJHx4MVfS8gK7PC0FhfnaroVUb2CbFyRFFc1s9s\nIF67th6CIAii+qiZFfzyMytYIb0sh92OfhcA4NNv2widtrzrjPWdNnCykNLjMuOPbhnE/hEfXpfH\nSwii2WisK26CaFFEUSwasAlI4YjlrIgrNZWOBhgDcVv0OW6DfGeF0lIRZQX1JFoJlAyMa3qdWN9l\nw7nZCNJpEbv+9lnc97VXKvY+CsoYSKNUlyowDAO7XCNLVJ//OjmDrX/9FE5NLW6tDcS4ugbgEgRB\nEJWlvDGQwja4Yvyf39qK05+9Cx+5ebDs41vXaVd/7bYa8MD1/QBQEHpOEM0CiRUEUQO4lDKvWPgj\nZzfpysysqP8YiCKUKHkVCvliRfYqdDBRuVEQ5ebcadZjQ6cdkaSAb1SxFSTBS+/XaGMgQPmiF7Fy\njsmunX89cHnR7QJxHh4aAyEIgmgZyqouFdLLWuQw6rRXfH2xrtOm/tpjNcBp1qs18wTRjJBYQRA1\nQHET5LeBALJYkSxu3//18Wlc9hXvyM44K+o5BiK9d48zV6xw5IsVWTfRlRwFickiiM2kw3p5NeFL\nz5xXn690O0iCk/bXaAGbgCRWUMDmlRFJ8pgIxJfcjmGkueOnTs0sWl9HzgqCIIjWgmEYGHSaFblE\nl+usqAQOk15tElFqs3tdZkyFkou9jCAaFhIrCKIGqGJFkZOVw6RHOFF4kymKIj7+yBHc+sV9RfcZ\nTvDQaZhFq7Cqjb2Es0KrYWA36lT3R7ZzxF/BCi1lvzZjRqwQ0iJuWusFkMmYqBRxTnq/RqsuBaTP\nEWVWlAcnpCGk0vjSMxdw/zcOLLm9L8oCkJwT+4d9RbfhU2lEWIEyKwiCIFoMo06zqFCdD1ukDa6a\nKKMgyvmnx2UmZwXRtJBYQRA1QBkDyW8DAaQRBsWBkI1SdQVIwkU+4SQPh1mvrvLWA7fVAJ2GwWCb\nteA5R9afK5LjrKicWKE4NqwGLdxWA7ocJmzqduAd23oAZDImKkWSb8zqUkByl5QT1EoAD377Vfzd\nf53FyHwUM+Hkkp9RX4zDYJsVDAMcnyieW6E037hJrCAIgmgpJLGi8mMglWJzjwNGnUYdye1xmUis\nIJqWxhu8JogWhBcksaGos8KsVx0I2WTfeF5ciGGo3ZbzfCQp1DVcE5CElsc+8WYMdRQXK8JFxkAC\nlRwD4QSY9Vo1NfubH7wObote7SmPcZW9eY9zKeg0TE1XSJaL3aTDyDyJFeUwPB8Fw2TGli774ouO\nb/iiLPo9FjBM6f76QEzal5syKwiCIFoKo04Llm/MMRAA+OitQ3jb1i61KrXbaUYgziPBpRrSGUoQ\ni9F4V9wE0YJwKWlFvpRYEUkKSKVz3ROxLLFi//BCwevCCV7NjKgnkoJfePJzmnVZAZsZgSJQQWdF\nJCnAliXY7Oh3YZXXCou8ghFnK+usSPCphnRVABSwWS7ptIhQgse4P4HpoDTTO1oiJ0ZhIcrBazNg\na68TJ0uJFYqzgjIrCIIgWopyxkBq6axwmvXY1udSf98rV8tPhchdQTQfJFY0GE+enMajRyfrfRhE\nhWEXCdhUbHr5N5rZzopDo5l+7FNTIdz+T/swPB+Fw9y45qjs8ZZoUoCGkU7wlQzYjLICbMbCvwOL\nUbooqLSzIsGlYGrQVQlbma0yVzuRpABRBGbCSfXv77KvdMimKIpYiLJotxlxTa8TM+Ek5iNswXZj\n8j6Ui0SCIAiiNVhpwCZbY2dFPj2KWEGjIEQTQmJFg/HRHx3Bf//J0Yq3GBD1RTmpFTtZKaMc+bkV\n2WLFbDiT4vz1fSMYmY9h3J+oaxPIUmSLFeGkJCq4LQYEygjY3D+8kOM0UYgm+aJihVWu/opXWqzg\nU7A0qFjhMOnBCekVrfYozEdYPHlyugpH1fgUq9JdTKyIcSmwQlp1VgDAyalCd8X52QiMOg36PZbK\nHSxBEARRd4x67bIzK37++gRG5qMw1tGV2S23g5BYQTQjJFY0KAcv+ut9CEQFWawNRHFW5OdWKDfn\nPU6T2qAxGUzgyZMz6jb2OmdWLEaOs4IVYDfp4bLoV5xZsRBl8eB3DuIXRyYKnouxqeJiheKsKHMM\nZCqYwMh8tODxBNfYYyBAoUNnOez94vP46I+OXJUBnflOH4tBW7IuGMg0gXitRmyQE9cvzhduf2Eu\nirUdNnVmmCAIgmgNjNrljYEsRFn86b8fA58S1QyvetDlNIFhgKkg1ZcSzQeJFQ1Gm02ab36iBquc\nw3NRfPW5C0WbJojKslgbiEMRK0o4K/o9FvhkseLpUzNIpUVVJW90Z0WSl1b6o7KzwmM1rDizYi4s\n3RzOFbHaR1gB1mJjIFforPj0L07g/d8+WJAjkuAbN5xKFStWKDicmgohJremZDt4AODViz788o2J\noq6WViHf0XTDag9GSzgrknxKFbG8NgOcZj10GkYVMLK5MBvBug5bweMEQRBEc2PUL68NZMyfOZds\n73NW85AWRa/VwGXWV7Q6niBqBYkVDcBClFVX3vmUdHP0+LGpsuzyK+GxY1P4x6fP05x7DVDGehZz\nVpQaA1nltSAQ55BKi5gJJ2HQaXDr+nYAGaGjEVEdIwlBypYw6dDpMGEmtDJlXzm5FhM5oixf1F2i\njIGU46wQUmkcHvVjJpzEwYu+nOca2Vmh/D1EVuis+OH+y+qvFWFI4U9/dgz/46fH8OHvvnblB9ig\nBLN+7rQaBrvWeLAQZYs29HzyJ0fx+98/DABosxmh0TDwWA3wRXM/m5Ekj6lQUu26JwiCIFoHo06z\nrDaQcVmseOwTN+GTd6yv9mEtSrbblSCaCRIr6szJyRD2fP5Z/ObMLERRRJQVcMemDsS4FP7hqXNV\nfW9lJT9UwcBDojjcIgGbjiXGQFZ5rRBF6WZ9LiwF+23pcQBo7DEQR5YIE5GzJXpdZsyEkxBWkMni\ni0k30MXGR0qNgSjuh3KcFWdnIqrT4NGjUznPxbnGzaxQmmEWiqzyL8ahy36saZOqZ+ciGSFpKpjA\nZDCBXpcZhy8HVrzfZiEki2AOkw6ddiM2dUsCw7mZSMG2z5yZVX/tlV1wXptR/YwqDM9J7gtyVhAE\nQbQeRp1WdcwuhhK0vL7TDk2dRwKdFkOOOE8QzQKJFXVmU7cD7XYjfnZ4HEk+jVRaxHWrPPjQjavw\nk0NjRe3FlUIVK+jLq+qwy8isKHRWSDfMfW4pxdkf4zAXSaLDYcTmHmfOaxsR5diCcQ4RVoDdpEOv\n24xUWsRskZGOUqjOihiHnx4aw1OnMpkd0WTxMRCDTgODVqOKDivh0KiUF7Nn0IOnTs/kjEkl+VRN\n68dWwjV9Thh0Grxwfn7ZrwnEOFycj+HurV0AkNNqcfiy1EDz0VsHAbRujo6SWXHz+nZs6XViU7ck\nBJ6dDhdsu8qbCcv0WCWxos1mwEKes0KpM11PzgqCIIiWY7nVpWP+ODodxoa4bnCZ9ao4TxDNBIkV\ndUarYfCenX148fy8uhpnM+nwzu09EEXg1SreIIRIrKgZi7WBWA1aaDUMwolcF0CMFWAxaNFuNwKQ\nVsznwiw67EZc2+/CZ+/dgjs2d1b/4MtkrbyqfHIyhGhSFivk+qzJwPITqTNjIDy+9vwIfrB/FADA\nCilwqXRJd4nFqEW8jBGnw6MB9LrMuGNTJ4JxPuffpZGdFTajDreub8eTJ2eQTi8vh+aNcUmQuHV9\nO4w6TU5mxeujflgMWjxwfT+sBi0OXFyoynHXm2CCh9WgxZffuwPfeP9OdDlMcJr1OD1d6KyYC7O4\ne0sXvvbgThh10ufAazXkOCvSaRHf3z+KTd2OHHGDIAiCaA0MyxwDGfPH0e9ujPMAjYEQzQqJFQ3A\n/df1IS0CPz08BgCwG3XY1uuEzajD/pHq3SAoYwf05VV9uEUyKxiGgcOkK3RWyKGUXqskVkjOChYd\ndhM0GgYfunF1Qwds9rkt6HWZcfCSHxH5z6J0fU8GS1dD5qOEi/pjLGZCSfWGWmm9KDYGAki5FeU4\nK46OB3HtgEsVViayjjXBN25mBQC8/ZouTIeSODoRXHLbx49P4XuvjEKrYbC9z4UOh1ENMR3zxfHC\n+XnsHHDDpNfihjUeHBjxLbHH5iQY56WgTK0GOq0GDMNgU7cdZ2fCEEURD798Cb8+Po1QgkeUFXDt\ngAv3bOtWX++1GXMyK54+PYuR+Rg+tncIDENNIARBEK2G5KzIiBX/eWwKR8YCBdtNBBIYaJD6apdF\nT2MgRFNCYkUDsLrNCrtRh7PySp7NqINOq8ENq904cLF6NwjKzXF+dR9ReRRnRbE2EEDKd8jPrIhy\nmQYNAJgOJhFK8OiQnRbNwO41HjxzehYJPoUNXQ5VAFhJfZZfvhGcDbPgUmk1BFIJzyw2BgJIFZQr\nzawIJXhMBhPY3ONAr7vwWBNcCqYGdVYAwC3rpODVI5dzL5pYIYVTU6Gcxz7xyBt46cICtvY6YTZo\n0WE3YS7MIsYKeOdXX8ZkMIHfvqEfALC9z4WR+Zj6OW4lQgkeTosh57FN3Q6cm4lgMpjA5x4/jY8/\ncgR/8csTAIBOhylnW6/NgDiXUj9rz56ZhcdqwNvl0RqCIAiitTDqteoYCJ9K41M/P46vPjecsw0n\npDEVSqC/QcQKxVmxXOclQTQKJFY0CF6bQa3Ls8m29jcNteHifAxz4er0Iiv2dnJWVJ/F2kCA4va8\nmFzL6bbowTDAmRlphj7/ZqmR2bXGAyEtosNuxDu3d8Ns0MJrNWBiBWMg+eGFEVZAnBMQYaW/r1LO\nCotRhyibwvnZCBLLdFgooYqbuh0ZF0hA+rnkU2lwqbTaNNKIeKwGWAxaTOc1rvzo1TG866uvqAGa\n6bQIDQPcsr4d//K+awEAnQ4j5iJJjPpiCCV4/OMD2/Gu7T0AoIpM+dWmrUAowcGVl/2yqcuBOJfC\n06ekQE2DTqNmpXQ4csXCNtn5pLgrLsxFsaHTDl0JYZIgCIJobow6DTghDVEUcWIyhDgnXWtkMxlM\nQBTRUGKFKIIaAImmg66mGgSvzaim7Ss3X0rjg5JlUWlUZ0WCAneqzWJtIADgMOnVwFMFZQxEJ/dj\nK86bdkfzOCtuHPKCYYDff/Madca/123GZHAlYkXh53MuzKpjIKUyK6wGLV48P487v/Qitn/2aRwd\nX3o04qwsCG3qcsBrNcCk16jHqlSCOhq4gYVhGHQ7TZjK+/s9MhZAKi3i1JT05wsleKRFYO/6dgzI\nuQqKs0KpWhtqzzRZdDklgWymBcWKYJyHy5IrVmzrlwJsf3poHADwjmu61VrpYs4KQPqciqKI4bko\n1ndSCwhBEESrYtRpkBalc6kSPj0RSKgtbgDU87Ai9tcbl+wgpAZAotkgsaJB8FozNmTl5ktRY8cD\ny5/vXy6ckEaCl1ab82+SicqTGQMpPsPuNBfOEkbZTNOF12ZUnRXNNAayymvFM//jFjx086D6WK/L\nrLoVloM/xqEr7wZxNpxETLbdlx4DyTzOCWkcX0aOw5npCFwWPTodRjAMgx5XRlhRfk4cDdzAAgA9\nLjOm8pwVSjvFaVmsUAQg5UYbANrtRkRYAednJXE0OxSsWxYr8kWQViCY4AtaddZ32GE36nBuNoIu\nhwl7hrzqc4ViheKsYDETTiLKClhLLSAEQRAti+KS3fHZZ/DV5y6oj1/IWlxUzpc9rsZww5ZqniOI\nRofEigZBueAFMs6KbqcJWg2DMX/lxYpIVj4CZVZUHzaVhkGnKRm41+U0YTqYzKnJjHECbEbJjeCx\nGqA81WEs8noMAAAgAElEQVRvjBPfclnbkdsv3uU0YTa8dHXpZV8MH3/kCIJxXm0WUZiLsKrToWTA\npvx3N9RuhUGnKdlAIqTS+NdXL4MVUjgzHcbGLrv679TrMmNSzqxQMkUaOdQUkI55KpjAJx45gq88\newGhOI/L8ojZGbmOU2lYcWdlNSg34YdG/bCbdHBmuQ1UZ0WotZwVoigiFC8UKzQaBteucgMA1nfZ\nVZebzagr+LwpQrMvyuGCLPSs6yBnBUEQRKuiOEUBIMalcNNaSdDOHgVRxjGV82e9URyE5KYmmg0S\nKxqEtqwVTiWzQqfVoMdlwri/8quZ2coqqazl89SpGbx2ael6WU5IlxwBAYABjwUJPoWFrFaBGJtS\nXQM3DbWpj2e7cJoRt8WAKCssGdb49KlZ/Pr4NABJcAAyIxiz4aSae5Fv4VdQnBWbe5zodZkxUcIV\n8PrlAP73r07i8WPTODcTwaZuh/qc5AJRnBXyGEiDOyu6nWbMR1g8eXIGBy/5cFIO1nRZ9DidJ1Z4\nsj5Lm7olN8CBEV9B1ZrdpIfNqCvIwmh2wkkBXCqNNluhW+m6AUms2NBpw7oOO/RapiCvAsi4UxZi\nrLqqRmIFQRBE65JdQ/+PD2zHPz2wAwadBhdyxIoE2myGHGGjniiiPC1QEs1G4w5fX2UoN6AGrSbn\ni23AY6nKGEhYXpXWaRj64roCvvjUOQy2WbFrjWfR7TghXTJcEwD6PdJM45g/jnZ5zCOaFFTh6o9v\nX4supxFzYTbHpdCMuLPU/cVcIkZ95u9LaebY2OXAsYkgZkJJPH16FrvWeIreaAJAKi2JIZu67fDH\n2JLOikBcunF/5LUxJPgUdso3qYAkVixEWST5VMZZYW7sr03FciqkRfiiHI5PSGLFfTt68YMDo4hz\ngipWZI+BbOxywGHSIZwU1M9jNl1OU8s5K+blwNFiIsR1irOi0w6DToPN3Q64iwiFFoMObTYDXjg3\njx6XGR6rIccpRxAEQbQWyvWJxaDF/df1AZBynpQxSkBqEut2NkZeBQA1SJoWKIlmg5wVDUKbfINq\nywvv63db1MC7SqJ8WfW5zfTFdQUkuJTa9LHodnwKZn1pdV3p4Vb+rTlBap6wye4AhmHw3hsG8N9u\nX1eBo64vSsjTUiJZXG7w2LXGg7dt7QYAdLtM6HAY8e+vT2DMH8cH9qwq+XrFkbRJrkwtFeqpHMfr\nct3n9aszYkW3HIw1E0pmMiuaYAxEYSHK4uJ8FB12I9405IUoSrkcikCTPQai1TDYtUaysuY7KwBp\nLG26xQI2lRrcYqLZjUNefO7eLbhnm/TZ++qDO/H537qm6H4+ecd6HLzkxy/fmMRbN3VW74AJgiCI\numPQStdz67Lyifrc5pzGrOlQQs17agQcJFYQTcqSYgXDMN9lGGaOYZiTWY95GIZ5hmGYC/L/3fLj\nDMMwX2EYZphhmOMMw+zMes2H5e0vMAzz4azHr2MY5oT8mq8w8rB4qfdoVbxy/V3+PHS/x4KFKIeH\nX75U0QpT5car32OhL64rIMmnICyjszqaFEq2VgBAnztXrFASpUuFRzYzyg1yoEjLRzZK3ehP/nAP\n+j0WXLfKjetXe5Dk0wglePS6zLh7S1fJ1yvjIWs7bOh1WTAfkRwS+WQHm/a6zDkrId1ZLRgZZ0Vj\nixU9WWKFP8ZhKpRAt8uM7f0uAMDxiSB8UQ5WgxamPAFtz6DkEFIaQrLpcpgwE2qtgM3ZRZwVWg2D\nD964Wh0n6vdYcv5us3lw1wDesqEd79zeg8/dt7V6B0wQBEHUHb9cqZ498uexGFTXIiBlVjSSWGHS\na2HSaxCMU2YF0Vwsx1nxfQB35z32vwA8K4riOgDPyr8HgLcBWCf/9xCAbwCS8ADgrwHsBrALwF9n\niQ/fkLdVXnf3Eu/RkiiZFfk3tH2y/f1zj5/G9/ePVuz9FIFiwGNBlBWW5Q4gCknwqSWzFwCp2aNU\nECQgnUQ6HUY1TFW5MV5M4GhWFBEhsISzIsGnYNJr1LGXn3/sTfjgnlW4Y1MHAOBHH9m96GjN3737\nGjz84evR77GoYyTFMhcCWSfuG1bnaqJK6KTkrBCgYaRK1EZGCfPSahikZSdFl8OITocJXQ4Tjo4H\n4Y+x8NgKRxr2bmiHXstga6+z4LlupwlzEbalvisyzoorG9vQaBh87/d24V9+59pFP5MEQRBE87Oh\nS8q2es/OPvUxj82AQFyqsI6yAiJJQXVnNgous4EWKImmY8mrKlEUXwSQnyB4L4AfyL/+AYD7sh7/\noSjxKgAXwzDdAO4C8Iwoin5RFAMAngFwt/ycQxTFA6JUg/DDvH0Ve4+WRJlxzr+hHWrPqLZxLoVg\nnMPwXPSKbxiUm2Fl/GAusnQ7A5GLKIpILNdZwQoFIz75DHgsqlhRLFOgVVDm/kNLJFInuOKjM5+7\ndyvOfu5urGmzLvp6l8WA22VLvjIaUax6MxTnYTVoYdZrceuG9pznurKcFZEkD4dZX7LRpVEw6bX4\n9Ns24qFbpLpYf4xT3SI7+l2SWBHn4bEUfrbWdthx7K/vzMntUOh2mSGKrdUIMhdhYTFoFxUSCYIg\nCCKbXWs8OPu5u3FjVq21x2IAn5KEimn5WqORnBWAdE2TXa9KEM1AuUtAnaIoTgOA/P8O+fFeAONZ\n203Ijy32+ESRxxd7j5bEZdZDwxSupG/pceAnD+3BKq8Fc5Ek/uhfX8cd/98LePDbr17R+4UTAgxa\njWprvvnvn8PxieAV7fNqgxXSEEWp+nIposnFnRWAZDNXxkCKZQq0Cu5lOiviXEq14Gej02oKxheW\nQnEoFQvZDMZ59LrNOPgXt+O+Hb05z9mMOtiNOslZscQoTyPxR7cOYe/6jPCiiC7b+1247ItjZC6a\n0wSSTbG/cwAYlMWhkfnWudCZi7DosBsbXoAiCIIgGov86xBlISYQ4zEli/qlRgfrxW0bO3B0PFjR\nsXKCqDaVvvIudsUnlvH4yt6UYR6CNEqCzs5O7Nu3b6W7aAjsBgaxkK/o8ZvFJC6MJzETl26MD48G\n8Mjjz+HVaQH3rdVDs8KL7TMjLExaEYaFc3j3Oj1+cYHHEy8ehr+nOW7GihGNRmv6bx/lpI9qIBRZ\n8n19kTgifnbR7dJhDtMhHs889zxem5YyK86feAOhi61lKxdFEToNcPzsCPaJ4yW3G5tKIs2nK/Jv\nqrhfXj1+Bh2xkZznLk1JAsaRV18p+lq7LoUTI+MQ0oBGEJd9PLX+POYzHc2IaP7JS9i3bxzwSZkd\nk8EEVlv4FR1fRP68P7n/GDDd2Lkdy+X8WAIGoGnPGSuh3p9HglCgzyLRSFTq8zgxJ123/ealAxiL\nSOffsTNHERttnGs4T1xaZPv6oy9hb39rnMdbCfpuLE65d6azDMN0i6I4LY9yzMmPTwDoz9quD8CU\n/PjevMf3yY/3Fdl+sfcoQBTFbwH4FgBcf/314t69e0tt2tB8qWsW3U4zNnU7Cp77xfQbePWiDxGO\nxa7VHrw26sfPLhtxdDyB3797F3bI4XnL5dvDr2JNZwp33X4Tro0k8Yu/fRa9g+uwd5F2hUZn3759\nqOW//XQoATz3HIxmC/buvXXRbblnn8T6Nf3Yu3dzyW38jgn8avgYhq65AZf1c8CJM7j7tpvVbuxW\nwrP/N7B7O7B377acx//t4GVoGQbv2zWAH1x6DW1aDnv3vrki72l+/kl4u/oK/g2+cPRFDHgs2Lv3\n+qKvGxw+iAgrwKBl0GPXYO/ePct6v1p/HvMJxXl8+uWnAQC37bkWewa9eJOQxqPjL+PsTARdXV3Y\nu3f7ivb5mYPPQLR3Fvy7NSt/c3gftvQ4sHfvzqU3bnLq/XkkCAX6LBKNRKU+j86xAP75yH6s3rgV\n86MB6LUXcd9db4G2germRVHEt8/uw2XBir17d9X7cIg86LuxOOXKfY8BUBo9Pgzg0azHPyS3guwB\nEJJHOJ4CcCfDMG45WPNOAE/Jz0UYhtkjt4B8KG9fxd6jZbltY2dRoQKQAuCUXIm3XSM1IBwdl8Y2\nTk+FV/xel+Zjqq1bqWIMU+jOilDaKpbKrBBSaST4FGzGxUUHJT9kzB+HP8ZBq2HgaJKxg5Xithhy\ngi0VfnZ4Av/+ujQZluBTMFcwzNJp1iOcEAoeD8Z5tX+8GF1OE2blgE2HuXn+PRxmHQxa6StemZs1\n6DT41gevh9WgxS3r21a8z7UdNlyYi1T0OOvJXDhZtLaUIAiCIFaCMlrpj/EY98fR4zI3lFABAAzD\nYOeAG+dnW2eck2h9lrzyZhjmx5BcEW0Mw0xAavX4AoCfMQzzBwDGADwgb/4EgLcDGAYQB/B7ACCK\nop9hmM8BOCRv91lRFJXQzo9BahwxA/gv+T8s8h5XJe1ZafVbepxY02bFpYUYAODUVGhF+0pwKUyF\nkqpYYdJrYdBqEEkW3sgRpUnINZhLhZ3GWGm7pfIO+j2Z+tJAnIPbYmjZWXqXRY9gkcyKBCeAkafD\nElwKrgpmdjjMuqIp2MEEp86aFqPLYcJcJImUKGKbqbAlo1FhGAZemwHToaTaagJItaQn/+ausj5b\n6zpteOzoFERRbOrPZjjJ4++eOIMYl0JnkdpSgiAIglgJmcwKDuOBBPrdhRXgjUCnfE2TTotq2xpB\nNDLLaQP5HVEUu0VR1Iui2CeK4sOiKPpEUbxdFMV18v/98raiKIofF0VxSBTFa0RRPJy1n++KorhW\n/u97WY8fFkVxq/yaT8itICj1HlcrHVkX1D0uE66Vxz56nCacWqGzQhE51rRn2hQcZp3aEKKQ4FJq\n4CNRSJKXRAohlXFWsEIK33/lUo6Aofy9LtUG0m4zwqjTYMwfRyDGw2NtvfEPhVLOihibQpSVRDMp\nYLOyzop8sSLJp5Dk04uO2nQ6TUiLwHyEhaPJRnK8NgPcFn1BEFi5QsO6DjvCSQHzTd4edPCiHz9+\nTcpLWddpW2JrgiAIglgcu1EHnYaBP85hMhBHv6exwjUVup0m8CkRvtjijWwrQUil8ZnHTmHMV/qe\nQUil8e6vv4JnTs8WPCeKIs5Mh5FeRrsecfXROKkvxKIoVmWthkGXw4QP3LgKH9s7hLu3duPsTBip\nFfyAK2LFYFvmIt1h0heMgXznpYt4x7+8DFk/IvJIFnFW/PTQOD7zn6fxvVcuqY8pN9/2JdpANBoG\n/XJ9qT/OVdRV0Gi4rfqibSAJPqWKOwm+eHVpuThM+gJBTnF3uCylRYierOoxZWSqWehzWTDgXbzi\ndSUodbHKd0izoghlj/+3N+MtG1q6aIogCIKoAQzDwG01YDKQwEKUQ1+DOivUSvYK1pBfXIjh+/tH\n8cMDo0jyqaKO48lgAkfGgnj61EzBc1948ize9uWX8NLwQsWOiWgdmmcA+yqnQx4D6XKYoPv/2bvz\n8Eju+k78729VdfXdaql1SzOjOT2Hx1c8xhfGBpwAJiGOswE2WUwScvAjB5v8fjlIspuLhIQNyYZf\nwhMCZHnYcGTDk3CfxgY7YGPjczynPaeO0d3q+6qq/aOOrpZaUkvq1vTxfj0PDzOtVk/NWGpVvetz\nyBJu2tmNm3Z247M/GEeuqOPcbAr7B8I1vdY5a/XgWG/5jTTsU1a0gZyfT2MpW0S2WH2FZKezZ1a4\n35TtO9jPjZdbc+ywYr3KCsCcW3FpIYuSpmNvX/ve8Y0GVMQzhRXtBJlCyVoJayBbqP/MitPTlfMW\n4tn1V8Tesa8XIa+CVL4Ev9pa+e4fv+kICjWs1q2V/d8jX6rfa14Ni9YdpbHeYEu3sxARUfPoCah4\nYcI8/7NXpjcbe4bVlUQOR1Gf1tYpK/h46NQMvn1mFql8Ce974Dq8yrVC/aJVdbG8GvyZS4v4h2+f\nAwCcn01VfA4RwMqKlmFXVows29m8t9+8oL20gXaN83NpDHf5KgKIiH/lXWe71Ltanz+VZ1a4B2wq\nVv/fudnyneeUFQKF1qmsAMywwplZscYchVbXE1BR0o2KgZeabiBXNNdqZQpa/Ssr/Gb10Oefm8SX\nX5gC4KqsWKO9w+eR8Wc/cRQAEAu21nyD/oivrnd3PNbAzpLe4mFFpgiPLBCsYxhGRESdrTvocSoP\n7TlkzWYwYldWZOv2mtNWWHF+Lo2zMylkChr+9IsnKp5zcd78dzk7k0TBdcPjK8evwCOb584T8fod\nE7UP3i5vERG/AlWRMLIsqY1ZF7Qb6T27MJ/GrmWl4RGfB5PL3iTssCKRLWGodeYKbhsnrHDNrLDn\nWLw8W560nLTbQGqorNjRE0AqX0Iqj7aeWbHPCtnOzCRxbKwHQPnfEwCSuZJV0VPfsCKZL+GDD52F\nLAn4VRn//XMvAgC61mgDAYAfu34YhwbDThtEp7LDuKLW2q1hcavNilUVRERUL+5W0WatrIiFvFAk\n4VRD1IP7tQ4NRXD73hj++YmLFdWzF6zKiqJm4KWZFA4Pm9sPv/vyHG7a2Y3ZVJ5hBVXFyooWIYTA\n773hEH7m1l0Vj8dCVliRqj2smIznVoQe1dpAnLAix8qKapyZFbruzPWwHyuUdOffrVxZsX74cIt1\n4Q6s3ZrQ6uwVve61u5lC+etvLpWHYQD+OrYfRXwKDMNM/s/NpvFvT0/gSiKH60e7MFbDXIf9A2Eo\ncme/ZaqK+fdfbwNOszO37bRvGEhERNvPPrd592v3N+1abFkSGIj4cCVRv7DiSiKHWFDFb957AH92\n/7XY2RNArqhjznVtcnE+7VQz2lsM45kCXpxM4I59vRjtDmB8kWEFrcTKihby4O1jKx4LqAoCqoz5\nVG3T+YuajplkDsPL2knsNpCvHp/C/oEwdvYEnGqNpSqDEKk8s8IwzBYGRRbIlcrVAScmE7h1Twyp\nfG3bQADg2pEIgqqMdEFr67BiIOJFd8CDk1PlsML+9wSAmaT5Q9TvqV84YG/8MNt2DDx0chp37uvF\nx95+rG5/RruzKytKLV5ZsZgptvUAWyIi2n6/9pr9+H/u2Quv0twthoNdvroO2LyylMVglw+/+pr9\nAMpDrC8vZtBnzdy7MJ/BbXt78R8vzeHFyQT+E4DHz83DMIDb98YwtZTD8Yml1f4I6mCdfZuwTfQE\n1ZrbQKYTOehG5YYDwLzrnCvq+JVPPoN/+PbLFZUarKyozt22YM+tsNtAADgrnFK5EoQAAjXMXxBC\n4KeO7QAAKHL7lqgLIXB4OIITU+7KivK/p13VU8/BrsvXjqYLGq61yhCpNvbMipavrEgX0MOwgoiI\n6kiWRNMHFYA5t6KuYUUi78zCAIAd1qysy9Y8PU03cGk+g719Qdy0K4rvvmxu/Tg+kYAsCVw3GsVo\ntx8L6UJFlS0RwLCiLcRC3prDism4+eZUrbICMC+6Ly1knDvbAFasNCWTO6ywL97yrsfskCeZLyHk\nVSBJtYUPv/26g/j9+w7hR44M1vFom8+hwQhOX0niE49fRLagVfyAmkmYYYWvzttAljsywmEsG1EO\nK1q/sqK7jWfCEBERraYv7HVuCtWDXVlhs1vN7baOqaUsCpqOnbEA7trfhzPTKUwtZTG1lMNA2AtV\nkZwZHxNsBaFlGFa0gd6gWnMbyJQ1/Xd5WOEe/nh5IVvxJraUZcpZTd5VRWGXxeeKGsI+BUIACWtW\nRSpXQriGTSA2n0fGO165x1mD2q4OD0eQL+n4g38/jq+fuFJRWTFjV1bUcxuIa/BVxPp6P8qwYkPs\nap9W3gZiGIYzYJOIiKjTBL1yxQ23rcgVNSxmihWVFQFVQW9IdSornr4UBwAcGe7CXdZq0kfPzOFK\nohxy2GHFOIds0jIMK9pALKTWPGDTnrQ7HF3eBlK+kJtaylZsBmEbSHXuGQt2ZUWuqCOgygipilOR\nksqXappX0WnecHQIv3nvAQBm20emysyKem4DsTd+eGSB2/f2ojekOvvGqTYeyfyR4V471mpS+RJK\nusEBm0RE1JH8Hhkl3ahLS+e0NahzcNn51Gh3AJcXzbDi8XPzCHkVXDscwcHBMPrDXnzn7CymlnIY\n6jJDipGo2TrCygpajmFFG+gJejGfzuPn/9eT+NLzU2s+dzKeRTTgWTELwN3PrxvAs5fNITe9IZVt\nIKuoaAOxZ1aUNPg8srkm06qsSOSKCG2gsqJT+Dwy3nXPPiiSwEK6sGzAZv3bQOxqiqEuP37vvkP4\nyIPHuLpygzyKXVnRum0gcWtgMCsriIioE9mVu/Worpi22nYHIpVhxY6eAC7MZWAYBh5/eR637O6B\nIksQQuDmsW68MLGEK0s5J+SwWzPjmdq3G1JnYFjRBnpDKoqagYdOzeBzz06s+dypeDnFdLPbQOx2\nhacvLSIa8KA35MUSw4qqKgZsOpUVGnyKjLBPcSpSZpN5ZxoyVZIkge6gioV0AekqMyvqWVkR8iqQ\nhFlVtKMngBt2ROv22p1CsSorSi08YNOeUt7O23aIiIhW47fOrXKFrYcVSetcd/lcsDv3xTARz+JP\nv3QS5+bSuHVPj/OxAwNhXJzPIFPQnApXryLD55GcFmoiG8OKNhALlU+6n70ch2GsftdzIp7FSHRl\n6bvdBvLKA70AgPNzaezsCSDi87ANZBW5igGb5W0gPo9kroK1Qp7pRH5F4kxlMWubjV1Z4ffIzswU\nfx1nVggh0B1QnVJD2jiPNbOi0MIDNhesYcQ9HLBJREQdyF/HyopU3gwXlrc7/9TNO/DaQwP46GPn\nAcCZVQGYYYXN3T4S8XlYzU0rsDa9DfQEy3ftZ5J5XElUr54AgLlUATfuXHlHuTfkxQ/t6sZ/vmUX\nvnFiGkXNwFtv2YmHTs5UzK+gsmozK7JFDV6PjIhPwUQ8h1xRw1K2iH5WVqyqx6qssGdW9Ee8uGit\nffXXsbICAD7w5huws4dhxWYJIaBIoqUrK9gGQkREnawhYcWydmchBP7nW27A4+fmcWAgjB2ucy93\nWOGeHRbx8wYprcTKijYQC5on3bti5hvBc5fjqz43lS8i7Ft5R1FVJHz2nbfjzv29GIn6EQuquP/G\nEUT8CttAVlHZBmLeac4XNfg9MiI+D5K5otPO0M/KilW5wwpVliouIutZWQEArzrQh929wbq+ZqdR\nZNGyMyvmU3n87bfOIuJTOFyViIg6kjOzYoNtIE9fWnSqE22pXPWwAgCCXgWvOTRQEVQAwFgsANVa\nhT7ourka8SlIcAMhLcOwog2MRP1QZQm//Kq98MjCGY65XFHTkSvq6w57/K3XHcT7/9N15qBItoGs\nKlvUnH/Lol7eBuJuA5m2tlqwDWR1vSEv5lJ5ZAolBLyyMzdFVaQVg2Dp6vPIUstuA/nwo+dweSGD\nj779GL+2iIioI601YPMLz03i889Nrnj8O2dm8cCHvotf//QzFY+n8yUIsbEZY4osYU9fEEKgovI4\n4vfwBimtwLO1NtAdVPHYb9+DvrAXn3ziEo5PVA8r0quUai33hqNDzq+7/B6k8iXougFJ4uYEt1xB\nQ8SnmKsQtWXbQHwKkvkSppbssIJtIKvpCapI5kpIZIsIeGScupIAALzjzt2Q+TXXdDyyhJLeGmHF\nmekkxmJBqIqZy5+dTmFffxjHxnrW+UwiIqL2ZLfY5osrf5Z/9LHzkATwY9cPO48VSjre/Zln4ZEl\nPHp2DscnlnDtSBcAIJkvIaQqG96udng4gmSuBI9cvm8e8Xlwfi69mb8StTFWVrSJ/ogPQghcMxjG\n6elk1efYqzSXD8FZS8TvgWGUP5fKciXdaakpLtsGYv+7nZtNAQAGwqysWE2P1cY0Ec/Cr8q4/8YR\nAMCvvHrf1TwsWoUiCRRLzd8GcmEujR/+6+/gr795xnns/Fwae9gGREREHWytmRWJbBHZZSFGIlfE\nQrqAX3/NfoS9Cj5mDc0EzBuhwXVuglbzu68/hI//3LGKxyJ+hQM2aQWGFW3mmoEwZpP5FT1lQHkI\nTngDbyrdAfNifIF7j1fIFjQn+CmHFWYbiL0K9qWZlDWHgZsHVmPPXLm8kEVAVfCeNxzCmT99Pcv0\nm5RHlpy2p2b23Lg5u+fstBkYFjUdlxYynFlCREQdzb/GzIp4tohsofIGpX2OGwuquOtAH566uOh8\nLJUvIejd+HyxvrAX+/rDFY+ZreelNbcaUudhWNFmrhk0v/FPX1lZXbHaeqG12LMWZhK5Ohxdeynp\nutOj57SBFDVn1gdghhX9Ee+Gy+M6SSxktshcSeTgV2UIIZyyfWo+Hlk4X+/N7MSU2U402m0O77q8\nkIGmGwwriIioo/lU8xxreWWFYRhYyhZXPG7PqfLIEo6MRHBpIYMla7NWKq8hVGVw/2Z0+T3QdMPZ\nDkcEMKxoO3ZYcaZKK8haE3tXYw++mU7m63B07cMwDBQ1wxlSVNJ1GIaBfEk3V5f6zTfuszMpDtdc\nh90GAgDBOq8qpfrzyJJzl6WZ2VuR8iXzpMfug93dx7CCiIg6l11ZkVsWSqTypaphgf0zX1UkXDts\nzqp4cdKcj5fOlxDaRGVFNfa5Mwf7kxvDijbTH/YiGvDgVJXKiqTdBrKByop+VlZUpVmrG+03/IJm\nBhUAzG0gVsqs6QaHa64j5gor2PrR/BRZQrHJKys03cAL4+aJVMIKae2wgjMriIiok622ujRuVUss\nDzHyrsoKe7DmcSusSOVKG7oJuhb73JnrS8mNYUWbEULgmoEwnjg379xRtJUrK2ov14r4FHgVCTOs\nrKhQWhZWlDTdeXM3B2yW37hv2xPb/gNsIdGAB6852A8ALbNlopN5ZNH0/51emFhC2joJs4d1nZtL\nIxrwIBpQ1/pUIiKituaRJXhksaLdw14bWtSMigpKuw3Eq0joCaoYifrxwoTZapna5IDNauxzZ64v\nJTeGFW3oHa/cg3Nzafz5l085jz1zaRGL1pDMjcysEEJgIOLDNCsrKjhhhWtmRa5oV1bIzpYQAPhx\na7sFVSeEwIffdjP++48exjvv5gaQZtfoNhBd31rVhq4b+JMvnkB3wIPrRrucTUYvz6RYVUFERATz\nXLxZPLMAACAASURBVDVb1FDSdLz/a6cwk8xVhATuIMOuprTXjB4aiuDUVDms2Mjg/rWUKysYVlAZ\nw4o2dO/hAfzEjSP49JOXAAD/+oNx3P/338UnvncRQgABz8Z6ywYiXswkWFnhVtLKwQQAFHVXZYVr\nG8iBgVBFcEHVyZLAz96xGzfsiF7tQ6F1KJJoWBvI556dwI1/8g3Et7B96OHTM/jBxUW85w2HsKMn\n4PS+np1J4cBAeJ3PJiIian9+j4xcUcOpK0n83cMv48GPPVkZVrhaROzKCnv4+UDEi/l0AYZhbHp1\naTWcWUHVMKxoU/sGQsgVdSxli3j/18wKiyuJHEKqAkna2GaK/rAP00lWVrgtbwMplnTkSnZYIcMj\nS/jir96Jf3/XHVftGIkaoVGVFUVNx//4+mksZYt43po3sRkT8SwA4O5r+hHxKUjmSphPmeuc9/WH\n6nW4RERELcuvysgWNKdl/ORUAvOp8o1J95BN94BNwByMHs8UzMoM3ahfWGHd6OvEyorTV5L4zOkC\n17ZWwbCiTXVbfdlffH4S066qiI20gNj6WVmxgr260W+tfyrp7jYQ87FrR7o4MJLaTqNWl37huUlc\nXjCDhhcnE5t+HXudWsSvmDvbs0WcnUkBACsriIiIYM5XyxY1pPLlUOILz085v3ZXVpQHbJo3O6MB\nFboBTMbNG5kbGdy/lnJlRecN2PzK8Sl85Xyx4pqNTAwr2pQdVpyaMreC9IbMjRSbmdg7EPEhlS8h\nne+8N4/V2AMGnTYQzXC1gXD9JrUvpUGVFd8+M4vBiA8jUb+zEm0zlrJF+DwSvIqMsE9BvqQ74cf+\nAVZWEBER+VQZ2aJecW7//fMLzq+zxfLj9s98r1NZYYYKlxczAIBgnW7MeWSzjfqxs3PIFDrrmsNu\nwbH/TamMYUWb6g6YbyRnZ8yw4rpRc9XQpiorwmbQwY0gZfadZV+1bSAMK6iNqQ0KK16YWMLR0S4c\nGY7gxBYqKxK5IrqsuzP2XZqnLy0i7FUwaK1iJiIi6mR+j4RcQUPKCiuGuyp/PmYLK7eB2AM27a1a\n4wvmhfVmri1W83tvOISnLi7gT754sm6v2QqcsGKBYcVyDCvaVE/QfCM5O51C2KdgtzUFf7OVFQDq\nuhHkKy9M4bGzc87vLy9k8NoPfBuTVr95s7MrK+yUuehuA1EYVlD7UmThzGypl1S+hPNzaVw73IUj\nw104P5/edCXXUrYcVtilqU9fXMS+gRCE2Ni8HiIionbk98jIlTTnZ+3t+3orPu6ubCgsn1lhhRWX\nF81z9s1cW6zmLbfsxA07oh130W7P6RhfbI3roO3EsKJN2annfLqAvpAXI1E/gM31lQ1EzMqKeoYV\n7/znp/EzH33C+f2Lkwm8NJPCyanN31HdTvbFmr2ruqjpzpAie2YFUTtSJKnuMytOTCZgGMDR0QiO\nDEdgGNj0e8FStuisP7P/f2ophwP9nFdBREQElAdsOmHF3hiA8s3OytWllZUV9nPsQKGeYYVzbK4/\nvxOwsmJ1vKpqU9FAeV1mb8iLkW4zrNjMG0pf2KysmG1gG8iitapwIb35lYXbyb5YUyQBjyyxDYQ6\nhqoI5y5LvRyfMGdUXDvchWsGzVDhzHRqU6+1lC25KivK74OHhhhWEBERAea5qj1g0yMLHBvrAQCn\nXXKt1aX2NYYzs6LeYYVHrvjzOwFnVqyOYUWbsofUAEBvWHUqK0Jez1qfVlXEp8DnkepaWbGcHVbE\nM62xrsidMiuSQFEznDVPfoYV1MbMyor6hhUvTibQF/ai3xqwGVBlnJlObuq1Eln3zIryCdShoUhd\njpWIiKjV+T0yckUNmUIJQa+C0W4/BiJep23cXdngtIFYlRUhrwKPLHBuNg2gXGlRt2NTFecGYKco\nV1awDWQ5hhVtzH7z6HW1gWxmCI4QAgMR34p1OvOpvHNHdLN0q53CDikWMq1RWaFZxy3blRW6jpS1\naqmeg4aImo0im+FcPc0kcxi1qr8kSWB/fwinryTxa596Bt85M7uh10pki85gTXdlxUGGFURERADK\n1QupfAlBVYEQAp/5xdvwB288DADODTjAVVlhhRVCCEQDKjIFDX1hb/3DCo/k/PmnriTwS594yjmG\ndmWHFVcSubrfEGp1DCvamD23ojfkRTTgwXvecBBvumF4U6/VH/ZiJlmurDAMAze/95t44wcfg2Fs\n/sIlkTO/ORet9o/FFmkDsS/WFFmYF28lA8l8CT6P5PT0EbWjRmwDWUgXnHXLALB/IIzvX1jA55+b\nxB987njNr6Pp5vehU1lhBYcjUb/zGBERUaez50Kk8yWnRXysN4iBiBdCAM9djuOvvn4ahmGgUNKh\nSAKSVB5SbQ/ZPNyAGwF+T3lmxXfOzOJrL05jaql9Kw7yJQ25oo4+v4CmG5haalwleyviVVUb67F6\nynpDXggh8It37cXevtCmXqs/4sOMq7LiW6dmYGcUc6nNBwzzdkhhV1a0SFhhbwMxB2xKKOo6krnS\nptpsiFpJI7aBxDPFijk7BwZCTvXS/g0MxrSnaduVFebdIs6rICIicvN5ZOgGsJguIugtty8LIRDw\nyPj6iWl88Fsv4elLiyhq+oobcfbP7Ea0WPpcAzbta4x0vj3aQnJFDe/65NM4N1uey5XImpXZuyLm\nvzGHbFZiWNHGup3Kiq2XZw2EfRUzK/7x0XPOry8tpDf9uvMpe1ZFa82sKC1vA9EMpPIl504uUbvy\nyBI03XBauOphMVNw7tIAZmWFTdNrr+KwK7XsKgpJErhzXy/uPTxQpyMlIiJqffZ8tdlUfsWATL9a\nDi/+/ZlJFEq6M1zTZrd+HB5uTGVFoaRD0w1nuH+6sLl15s3m5FQCX3p+Cu/65DPOY3YLyJgVVnB9\naSWGFW2s255ZEfZu+bX6I16krd62dL6EH1xcxI8cMS8ALs5vPgFcSJtvQs42kBaZWWFvA/FI5oDN\nkq4jmStyXgW1PfvuSnEDIcJazAFfmvN+BZhbQewVwIurBJhXlnIrWtDsH/julo9P/Pwr8OZjO+ty\nrERERO3Avja4vJBZsSnQHVZ86YUpZAraisoK+2f24QZULtpBSq6oYS5lhRX59ggr7Jud5+fKlRX2\nuctoWIIsCW4EWYZhRRvrtkq0+kJbDysGIuZrzCRyeOL8PIqagbcc2wlJABe2EFbMpSorKlplZoV9\nt9ecWSGhUDKQypWcDSxE7UqxelZLdRqyaX/vu2dW9IW9ePoP7sWPXj/sVF25nZ9L4/b3PYTHXpqr\neLxaWEFERESVRqLmitKSbqysrLDCgu6ABwvpAk5dScK7rLJib18I/WEvxmLBuh+bHZZki1q5sqJN\n2kDsYfy5YvmGj93CGlYFBiM+toEsw7Cijd2xrxevPTSAwS7fll9rIGy+xnQij0fPzsGrSLhtbwxD\nXX5cmt9YG4jmKh9fSBdgGAbi1jfqYqZQ1/LyRnEGbEoCqmxXVpRWpNNE7caprKjTkE27qqo7UBkw\nBFQF3QFP1cqK4xNL0I2VVV1236d7ZSkRERFVGuryO79efu5qn+MeGe4CYJ6re2RR8Zy33z6Gb/9/\n90BpwFB5OyzJFlyVFW3SBmK3qwJwFhfYN1qCHoEdPX5cZhtIBYYVbezGnd34yIM312U7Rb9VWTGd\nyOF7L8/j2FgPfB4Zu2IBXNxgAui+yJlP5ZHIlaDpBkaifugGkMw1/xtSyamskKC4ZlZwwCa1O/uE\npV7rS+1qqmhg5WydaEBFIlesCDgB4OyMWT65vOqClRVERETr6w97YS/3cA/YBOAEBPZw6nimsGJm\nhSyJinaRerJfN10oOYP326UNxH2Nc3xiCUD53CXgEdjRHcA420AqMKygmox2ByBLAs+PL+HMdBI3\n7owCAHbFAri0wTaQirAiXXAuVvb0maVkrTC3ouSqrFAkgaKmI5Ersg2E2p5S98oK84d0tT3t3QEP\nDKP8g9x2djpZ8bk2hhVERETrU2QJgxGzajqgVp672hfUBwfN4ZnpKjMrGsmurJiMZ2Hfq8gU2qMN\nxB1WPHJ6FoArrFCAHT0BTCfyyBXb4+9bDwwrqCY+j4z9/SF8/rkJ6AZwxJr+uysWxHy6sOJiYi3u\nO7LzqYJTBr6n1worWmBuhT0gR5HNbSAFTUcqz5kV1P7sE5Z6zaxYrQ3EfEyteM6JyQTe828v4NQV\nK6xY9l7x9KVFDHX5nBMdIiIiqm4oaraCrNbCfNA1PHN5ZUUj2T/D3TdDU/kSDMPAr3/6GTx2dm61\nT216yVwRiiTwlmM78KnvX8LF+TSWskUEVRmKJDDabf43mYizFcTGsIJqdnSkyxmIafexHRgIASjf\n6axFqaKyIu8M2NvTZ75WS4QV1t9BkSR4ZIFEtgjDWP0Nn6hdOG0gddoGsnYbiBlg2O0ef//IS/jk\nE5dwfs6ck7PoqsLKFTU8enYWrz00ACHEitciIiKisiFrpt3yAZv2Ni73XIvtrKzwWW0g7tkNmXwJ\nE/EsPvfsJH71U09v27HUW9Iaxv8b9x6ALAl85NHzmE3mEbOWIezoCQAALi1rsZ9L5fGdM7PbfrzN\ngGEF1ezoqBlQhH2Kk/xdY5WInbySrHkwZsG60FcVCXOuyoqDg2aC+2ufegbfODFd12OvN6eyQhLw\nKjJmrGnFYR/Lz6m91X/AZhEhr1L1ro1TWZG2JmUv+/5acLWBPHZ2DrmijnsPD9TluIiIiNrZiFNZ\nUVmN+PV3vwr/8ku3IeCaSbF8G0gjOZUV1gW7EEAqr+GFcXPGw1hv/TeQbJdkroiwz4P+iA/XjUZx\n+koSFxcy2GmFFNcMhiEEcNz6u9pe/z8fxds+9v26nXu1EoYVVLNrR8yw4vBQxLlzOdzlQ9in4Jsn\npnH0D7+Gr794Zd3XscvHR6J+LKQLmFoyp+EeHo7gs++8DZpu4Pvn5xv0t6gPZ2aFLDDS7Xd60EJs\nA6E2V+/VpYuZArqD1UO+5W0g9gozIcxWNLviYj6Vxwcffglhr4Jb98TqclxERETtbLXKip2xAG7Z\n3QOvIjk/89WrMLPCXuE5FPEhUyjheWsg5e4GrEvdLnZlBQCMxQI4P5/G5YWMU1ER8Xmwry+Epy8t\nOp9T1HTn/KcVqs/rjWEF1ezQYASqLOH6HVHnMSEEDg6G8e0zs0gXNLzvq6dQ0nT82zPj+Pxzk1Vf\nx04F7TfJ4xNLCHkVhH0e/NCuHkT8HqSafJ+yXQLvkSWMxQLO45xZQe2uEatLu6u0gABANGi3gZgV\nFLPJHF65vxeP/+5rcGysB4vW6uOf//hTODWVwPseuG5b+2qJiIha1S6rQiEW9Fb9uBDCCTK2dcCm\nWg4rvIqE/ogPqXzJqazQjfrcLLka3GHFrlgQs8k8FtIFp7ICAG7a2Y1nLsdhWH/Px8+Vb+Dam1o6\nCc/qqGZ+Vca/vvM2vOvufRWPX2O1b3T5PTg3m8annryM//bvL+IDXz9d9XXsAZvDVvnZ8+NLGIiU\n3yjDPgWpJl9RpFl/B1kSFeVoYc6soDZXDisqTxYeOT2D1/3Nd1AobSzEWEwXqs6rAMzvJ1kSeO+X\nT+Kvvn4aM8k8+sM+DER8iAY8SORK+ObJGTx7OY4/+rEjuO+6oc39pYiIiDrM3Qf68H9++TYctobm\nV2PPYtvWAZvO6lINg10+hLzmdcHz43EAQK7Yuq0QiVwRIa95I2bMVSFSEVbsiiKeKeKcNZ/L3Rpv\nzw7sJAwraEOuG42ia9nUfntuxX997X4cHenCH33+RSTzJVyYz6yY1g+U78jaYcVEPItBq8oCMN8Y\nU7nat4tcDUXXzAr3mw3bQKjdKbLdBlJ5svC9c/M4dSXptGbU6uJCxpmBs5wQApr1vfbBb72E2WQe\n/VawaVdj/PmXT2Ik6scDPzS6oT+XiIiokwkhcGysZ83n2HMrrsbqUgAYCPsQUGW8NJ1Cwmq5zpWa\nu/p6Lal8CRGnsqIcULjDiht3dgMAnrlkhjMTi1knNJpLsrKCaMNee6gf9x0dwo/fOIL/90euQUk3\nnN62Zy/HVzzfDitGouWAYjBSvlixE9Rmpuk6FElACIHhqN/ZkMABm9Tu7BOWwrKwYsKa2r2RXeiL\n6QLimaKztriaVx/sd35d0g30h62wImiGFefm0njLsR3beiJFRETUCYJXobLCI5dnZfRHvAh5FSRd\n1wX5Fq6sqJhZ4Tr32ekKLvb2haBIAudmUwCAeLaIvf3mxkS2gRBtwlCXH3/30zchGlBx1/5evO22\nXfijNx2BLAk84xoQY7PLxwddK5EGu8ptICGf4gysbFYlzYBsvZHKknAG43B1KbU7j1x9wOa4FVZk\ni7WHFefmzB/Ee621xdV89MGb8bG33+z8vj9shpzdrgqv2/ZyqCYREVG9OW0g8vauBLerKwYjPgRc\n20r29AZbtrLCMAyk8iXnxmbIq6A35EWX34Muf/mcRpYEhqI+57wqnilgJOqDzyMxrCDaKiEE/vhN\n1+Ktt+zENQNhPLNGZUVQlRG1LjjcwUW4BSorippRcSfXbgVhWEHtTpHMr/uSvqyyIr7xyoqXZ81+\nzN1rVFYIIbC/P+z8fnkbiM8j4brRaNXPJSIios2z20C2e3i1z/pzByI+p7pDsebEterMikxBg6Yb\nFcP49/QFq65iHY0GnPOqpWwR0YCKWNCL+VTBaY/tFAwrqGGOjnTh5FRyxeMl1yYNu6R7MFJuCQl6\nFaSbPKzQdN2prADMNYqDEV/FY0TtSFXMr/GCq7IiV9SctVrZDYQV52bT8Mhi1ZkVtpGo3zlhWt4G\nctPObm4AISIiaoDQVdgGApQrKwa6fAiq5jGMdpvnAvkNVHA2E7tq3N0y/mf3H8VfPnDdiueOdPsx\nvpiBYRiIZ4qI+j3oDXvxjRPT2PueLzvDRjsBz/CoYQa6fJhP51cM4iuUrOGUskBflbAiZG0DMZp4\nNVFRN5xyeAB41z378PlfveMqHhHR9nAqK1zf15NW+g9ssA1kNoVdsSCUdU6CJElgn9WvabeBxIIq\nvIqEO/f31vznERERUe2uxswKwBVWhL3OMezoCcDnkZFr2bDCXB7grqzY1x9ytiq6jXb7MZPMYzFT\nREk3EA140BdSndkdJyYT23PQTYA169Qw/WEvDAOYTxcw4Aoj7MoKVZbQF7LCimXbQIqagXxJh881\nEbiZlDTduWgDAJ9HbtpjJaon+4Ql71pRavdVAkCmUHtV1Lm59JrDNd0ODoZxaSHjrDTzeWR89d13\nYSS6dlUGERERbY49L2LbwwpXG8h5a4Xnjp4AJAHkNrgivVnYbR3hGjYHjkT9MAzg5JQZSkT9KnpD\n5fl+nVTJzcoKahi7amImUTkMxp5ZocgSRrsDCKgyYlZJN1D+Jm7muRUl3eioNwoiWyykQgjgylLO\neWzCXVlRYxuIphu4OJ/G7r7aworfuPcafPTBYxWP7e4NsgWEiIioQUKqPWDzKlVWuGZW7OwJwKe0\nZhvI11+8grf/05MAyhWiaxntNgf3vzi5BADoCngQC5WvlZp9EUE9sbKCGsbuLZ9J5gB0OY/b20A8\nssAv3LUH9103BMl14W/3x6VypYoUsZmUtMo2EKJO4VVk9Ie9FQHF+GLG+XWtbSDjixkUNQN7e1ff\nBOI22OWrqMAiIiKixrpqbSCqjIhPgV+VEbSqO3b2BJDMFWuurFjKFJHIFZ2NfVfThXmzOuQzv3gr\nDg9H1n2+Pcvr+IRdWeGpuCbqpLCCt6SoYfqt1o+ZZPXKCo8socvvwaGhym9aJ6xo4soKTTfW7bMn\nalcjUT8mXK0fz48vYczaEV7rNpBz1iaQPTVWVhAREdH2soOC7R6wOdrtx8FB8/rg2uEuvGJ3D24e\n64ZPkaHphnMtsZY/+NxxvO1j32/0odbEPje6eaynpucPdvkgiXJlRTSg4va9vbjnmj4A5fkXnYBX\nW9Qw9jyKFW0gpXJYUU3IagNp5tSwqOlQ2AZCHWq0u7xSq6jp+MHFRdx1oA9C1N4G8vJsCgCwp6+2\nygoiIiLaXk5lxTaHFb9/32F8/OduAWDe/PzML92G/rDPmQ+33pBNTTfwyOkZXJhPI1+6+m0j2YIG\nryLV3ELukSXs6Ak4K96jAQ+uGQzjn372FgxGfEgwrCDaOlWR0B3wWG0gZSW9vA2kmrDXXOnTzOtL\nS7qx6vETtbuRbj8m41louoHjE0vIFDS8YncMAY9ccxvIubk0uvwedAc86z+ZiIiItp0dVni2uQ1E\nVSRnyKabz2MeR664dmXF8+NxJHIlGAYwGc+t+dztkC6UnH/LWl07XG6h7/KXz5XCPqWpb+jWG8MK\naqj+sG9FG0hBK28DqcYuOWvmNhBzwCa/fagzjUT9KOkGZpI5PHF+AQBwy+4e+FUF6XwJf/fwS1jK\nrp36n5tNYU9fEEIw9CMiImpGoatUWbEab42VFY+enXN+fXkhs8Yzt0emoDlDQ2t1ZMRsg/F5pIqN\ngwwriOqoP+JdEVaUnAGb67SBNHNYoenwsA2EOpQ9+GliMYunLixiT28QfWEv/KqEH1xcxPu/dhoP\nn5pZ8zXOz6Wxp8bhmkRERLT99veHcPOubhypYSjkdrAv2tdr7fjey/MYiJjt6JeaIazIa87N2Fod\nHTErK6J+teLxsM/DNhCieukLezGbqCy/Kmo6hFh9R7DdBpJq4tSwpLENhDqXE1bEszg/l8L+ATN0\nCHgUjFuDN9cKG9P5EqYTeQ7XJCIiamLRgIp/feftTbFRAwB8Sm1tIOfmUrhjXy9UWcLlxSYIK4oa\n/Orm2kCiy9plWVlBVEf9YR+mEjk88KHvOpNri5qx5lRhn8ccQJPKN29qWNJ1KGwDoQ41EjVPWi4v\nZHB5MYtdMTN08KvlmRVrhY3TVoA5xFWkREREVCO7suL58SU8dzle9TmZgnlDZG9fCCPdfowvZKs+\nbztl8iUEq8zgWEt3UMVI1F8xrwIAIn5PR20D2VjEQ7RBb7phGKevJPDw6Vk8dXER91zTj+I6LRRC\nCIS8SnNXVnDAJnUwvypjuMuHR8/OoVDSsdO64+Lux3QPyP3E9y7gmUtxfODNNwAA5lIFAKjYGU5E\nRES0Fjus+MPPv4jekIr/+J1XO7OvDMPAX3/zLPb1m9Weu2IBjHb7m6OyoqCtqJCoxe/dd2jFrIuw\nT0Giia+R6o23hqmhDg1F8LdvvREAcHzc3BVc0vR1pwqHvEpTz6woagYrK6ijHR6O4PsXzOGau2Jm\nWBFw3TVwD8h96NQMvnly2vn9XMqcY8OwgoiIiGrlta4fCpqOyaUcTk4lnY8l8yX87UNn8WufegYA\nMBYLYkdPoDlmVhRKCGywDQQA3nB0CPcc7K94LOLzoFDS1x0y2i54tUUNF/Z5sKcviOcnzLCiUMOF\nfjTgQTzTvCVOmq5D4YBN6mCHhyIwzFm52NVTbgOxufspJ+NZJHIllKxNQPN2WBGuHBpFREREtBrf\nsiqDh1w3QpZXZO+MBTAS9SOeKSJbuLoX9pmCVnFDZyvC9iKCDqmuYFhB2+LoSBeOW2FFUdOhrtNC\n0Rf2YnbZFpFmwgGb1OkOW4OfZElgKGrOnqjWBmIYBiasoZv2OtPZVAFCAD0BhhVERERUG5+n8tL1\n356dwOkrZnWF++I9FlQR8XnQZ1Vw2hWdV4sZVtRn+kLEZ7aTdMrcCoYVtC2OjnRhaimH2WQeJU2H\nss6+5t6Q96q/saylpK89JJSo3dlrzEaifud7oVobSCJbQtq6o7FoVUvNpfLoCajrvg8QERER2dyV\nFa891I/JeBYPfOi7SOVLFYP57fbUWMi8KTKfLmzvgboYhmG1gbCyYjN4pkjbwt4VfHxiydoGsnZV\nQm/Ii/lUAYZdZ95kSpq+6upVok4w2u1H2Ks4JwQAKtZy2TNnxuPlXtF4xjxZmEvmnRMIIiIiolr4\nlPIF/4O3j+H9P3k9UvkSLi9kKi7ed/eaQzbt2VjzV/EGaL6kQzeAgLdeYYVZWZHokMoKbgOhbXFk\npAtCmKuGipq+blVCX9iLgqYjkS2haxPTcxutqK8fuBC1MyEEfuv1BzESLa8fdd81sNtA7BYQoLKy\ngsM1iYiIaCO8rjaQgYjPuXAfX8wiXzKrOP/ygetwx/5eAK7KitTVq6zIWNWlAQ8rKzaDlRW0LUJe\nBXt6g3hhorawotd6c5lN5bbj8DZM0w1WVlDH+y+37sKrDw44v3fPrLAHXU3GXWGFVYY5lyowrCAi\nIqIN8SoSrE2l6A97MdrtBwBMLGac845XHujFSNR8PBY0zzVmr2JlhX3zpl4zK+wVqF85fqUjNoIw\nrKBtc91oFC9MxK15D+sM2LQuZGaTVy8JXUtR07m6lGgZexuIV5GcmRUT8awT7L08l8LfPnQWU0tZ\nhhVERES0IUIIeBUJqiKhy+9BLKjC55Ewvph1Kg1C3nIo4FdlBFW57pUVn3t2Ai9OLtX03KwVKNSr\nDWSoy49fftVefOG5SXzk0XN1ec1mxqst2jbXjnRhOpHHRDy7/oDNcHNM711NqYa5G0Sdxm4D2dkT\nQCpfgq4bmIznsKsnAI8s8MknLuED3ziDomZwbSkRERFtmFeR0R/2QggBIQRGon5MxLPOrKzgsgqG\n3rAX8+n6XU9ouoHf+tfn8eHv1BYUlCsr6hNWAMDvvP4gBiM+XJjPrP/kFsewgraNPWTz3Gwa6noz\nK5zKiuYMK8w2EH77ELnZbSD20M1MUcPZmSR2xgKIBtSK/sqon2EFERERbYzPI6E/XK7OHOkOYHwx\ni1SuhJBXgbSsTTsWVOtaWXFxPo18Sa+YybWWrD2zok5tILaeoIqFq7jlZLvwaou2zWFr1SEAKOtU\nJXT5PVAk0bSVFUVdZ2UF0TI3j/Xgx28Yxq17YgCAywsZnJlO4dhYD7qXDcrd0eO/GodIRERELSzs\n82A4Wj6HGO02KytS+aIzfNItFvLW9XrizHQKgDnUsxZpJ6yoX2UFYA4PvZorWbcLwwraNiGvZbGk\n6QAAIABJREFUguEuc3PAegM2JUkgFlKbMqzQdAOGAc6sIFqmL+zF37zlRvRHzO/zh0/PAACOjfUg\nGjArKd588w489tv34M59vVftOImIiKg1/c2bb8Bvv+6g8/uRqB8L6QJmkvmKeRW23pCKuTpWVpyZ\nTgIAppM5FEr6us/PFOo7YNMWC6pYqGN7S7Pi1RZtq7395t7jWqoS+sLemt5cHj49g5//X0/CMIwt\nH18tSrr5xrRedQhRpwpbJwsPn5qBqki4brTLqazYPxDCaHcAQvD7h4iIiDbm2pEu7OgJOL+3N4Kc\nnEogVKWyojfkxUI6D13f2nVCKl/Cr37qGTx0yrwRYxjA1NL61RXZBlVW9AS9WLiKK1m3C8MK2lb7\nrLCilnkPI1E/Tk0loK3z5vLQyWk8dGoGmW1aN1zSzONRuLqUqCr7ZOHJC4u4YUcUPo+Mbquywn4P\nICIiItqqXbEgAGA6Ub2yIhZUoRtAPFvc0p/z2NlZfOG5STx3OY6IdZ5jz614fjyOn/7I404w4Wa3\ngSwf/LlVsZCKdEFr+/WlDCtoW9kXKnM1DM78setHMLmUw3fOzq75vIvWJNxEfrsqK6ywYp1WFqJO\n5f6BbLd72G0g+wfCV+WYiIiIqP3stsIKAFVnVnQHzfOPxczWqhCevLDo/PquA30AynMrfuYjT+A/\nXprHy7OpFZ+XtdpA/HWvrDD/Xu0+ZJNXW7St9vWZYcWlhfVX7dx7eAC9IRX//PilNZ932XqtRGGb\nwgrNagNhZQVRVe6ThTdeNwQAeM2hfjxw0yiGrHkWRERERFvVFfA4raZhr2fFx+0NhLXMl1jLUxcW\ncGysG79/3yH8xr0HIAlgfDGDkqYjYW07q1blkC5o8MgCqlLfy+6YFVbUc9NJM2JYQdvKrqyYiK/f\n46UqEt58bAceOjWNc1WSSsAcdmmnmtsVVuStN7t6v+kQtQt3GeYeK6A8NtaDv/qp61esFCMiIiLa\nirFes7qi2swK+3x9K2FFplDC8ckEbtndg3e8cg/29IUwGPFhPJ7F9y8sOM9zr2i3vTyTwlBX/Teg\nxUJWWNHmQzZ5tUXbKhYy9yL/0qv21PT8t9++G6os4UOPvFz141NLWactY7vCiiWr563LvzK9JaJy\nZcXP3jF2dQ+EiIiI2t5uO6yoMrPCCSu0zYcVz11egqYbuHlXj/PY3v4QnrywgM88edl5LJGrnIth\nGAaeuriIY2M9qLeeoHlN1e5tIPWd9EFUgwvvu6/m5/aFvXjrLTvxiccv4tUH+/H6o0MVH780X24n\n2a6ZFXZYEWVYQVSVIks4/aevc0oviYiIiBrFnltRbWZFPdpAZlNm9cKOnnKFxH++ZSfe+c9P4/JC\nFvddN4QvPT+1orLi5dk0FtIFHBvr3vSfvRrOrCBqEr/5wwdww44ofuVTzzjzKWz27AshgOQ2VVbE\nM1ZlRYBhBdFqvIrM9aRERETUcGO1VFZsIazIWRs9fJ7ykMwfPjKInT0ByJLAu1+zH8DKNpCnrBaR\nY7vrX1kR8Sn42NtvXnEjt90wrKCmF/Z58Hv3HYKmGzgznaz42KWFDBRJYHdvEEvb1gZiJphsAyEi\nIiIiuroOWJvGeq12czevYgYM+S2EFVlrcGbAte1MlgT+4oHr8Oc/cRT7+kOQJYFUvrIN5KmLi+gJ\nqtjTG0S9CSHw6oMDGInWfx5GM2EbCLWEUesbcflgzvHFLIaiPgyEfZhfXH9oZz04bSDWKkYiIiIi\nIro6rhkM47PvvA037FjZblGPmRUZq7LC76lcP3rb3hhuQwyA2YKyvLLi/Fwa1wyEWWm6BaysoJbQ\nG/JClaUVYcVsMo+BsA+xkLptMyvimSIUSSBY533JRERERES0cT+0qwdylY1j3jq0gdiVFd41NgFW\nCysm41kMt3nlQ6MxrKCWIEkCw1EfJpZVT8ym8ugLe9Eb8uJKxsAff+EEljLFVV6lPpayRXT5PUxJ\niYiIiIiaWF1mVhQ1+DzSmuvXw14Pkq5tIEVNx3Qih5Gob9N/Lm0xrBBC/LoQ4rgQ4kUhxLutx/5Q\nCDEhhHjW+t8bXM//XSHES0KI00KIH3E9/jrrsZeEEL/jeny3EOIJIcRZIcRnhBCsu+9gw1F/1coK\nM6wwvzQ+9h/n8a3T0w09jni2yOGaRERERERNzt4Gki9pm36NbEGrmFdRTcinIOGqrLiylINugJUV\nW7TpsEIIcS2AXwBwC4DrAbxRCLHf+vBfG4Zxg/W/L1vPPwzgLQCOAHgdgL8XQshCCBnA3wF4PYDD\nAN5qPRcA/sJ6rf0AFgH8/GaPl1rfSNRfUVmRL2lYyhbRF/I6w3MAM8BopIRVWUFERERERM2rHpUV\nmYK2Yl7FchGfgpQrrJi0brCOdDOs2IqtVFYcAvC4YRgZwzBKAL4N4P41nv8mAJ82DCNvGMZ5AC/B\nDDpuAfCSYRjnDMMoAPg0gDcJs8b+1QD+1fr8jwP48S0cL7W4kW4/ZpJ5JxmdS5lbOfrCXrzphmG8\ncY8HHllgMp5r6HHEM0VEGVYQERERETW1eraBrCXs8yDp2gYyuWSGFays2JqthBXHAdwlhIgJIQIA\n3gBgh/WxXxFCPC+E+JgQwh7LOgLgsuvzx63HVns8BiBuBSHux6lD2d/sV5ZyeOuHH8d7v3QCgBlW\n9Ed8+MkDKvb2hTBuVV+8+9PP4H1fOVX344hnC9wEQkRERETU5BRJQIitbQPJFjX41xmsv3zApl0N\nPtzFsGIrNr261DCMk0KIvwDwDQApAM8BKAH4EIA/AWBY//9XAH4OQLWJJAaqBybGGs9fQQjxiwB+\nEQAGBgbwyCOPbOSvQi1ibt6sqPjEV7+L750rOF8gl84cxyPTJ5FKpeDVFJwZT+NbDz+Mr7yQQcgj\ncKv/Sl2PYz6RRXJ+ml9ntKZUKsWvEWoa/HqkZsGvRWom/HrsDIoAXjp/EY88MlXz53zjYhF5zcAb\n96iYmslCM7Dm18rCdAGJbBEPP/wwhBB46kQeYQ/wxHcfrenP49didZsOKwDAMIyPAvgoAAgh/gzA\nuGEYznRDIcQ/Avii9dtxlCsvAGAUwKT162qPzwGICiEUq7rC/fzlx/FhAB8GgJtvvtm4++67t/LX\noiZ1JJnH+5/6Jh6+4gFQcJKr1919O4a6/HjkkUdwdG8MX3x+CvuuewXyX3sYec3A/htegZE6lWBp\nuoHMV7+MI/t34+67D9TlNak9PfLII+B7ETULfj1Ss+DXIjUTfj12Bt8jX8PA0AjuvvtIzZ/z/3/o\nu0jmSvgfd9+Fv37xP9Dl9+Duu29Z9fmnxMv44rlTeMUdr0RAVfBP576Psf4C7r77zpr+PH4tVrfV\nbSD91v/vBPATAD4lhBhyPeV+mO0iAPB5AG8RQniFELsB7AfwfQBPAthvbf5QYQ7h/LxhGAaAhwH8\npPX5DwL43FaOl1pbX9iL2/bE8PJsuuLxWNDr/HokGkA8U8TTlxadx566sFC3Y7BXEkW5DYSIiIiI\nqOl5FWnDbSDJXAkLGXM+Xq6gwb/OzIqQ16wBsIdsXl7M1O1maSfbUlgB4LNCiBMAvgDgXYZhLAL4\nSyHEC0KI5wHcA+C/AoBhGC8C+BcAJwB81Xq+ZlVN/AqArwE4CeBfrOcCwG8D+A0hxEswZ1h8dIvH\nSy3uTTcMAwB2xQIAgO6AxxmcAwDD1i7jb52aAQD4PTKeurCIeolnzLCC20CIiIiIiJqfKksbHrCZ\nyBURzxRgGIY5s2KdbSBhn2J9Xgn5koaL8xns6w9t+pjJtNU2kFdWeey/rPH89wJ4b5XHvwzgy1Ue\nPwdzWwgRAOB11w7hz758Cu945R6890sn0Bf2Vnx81FoP9PCpGezsCWBXLIAfXKxfWLGUZVhBRERE\nRNQqVGUTYUW2iKJmIJUvWQM2175sjvjMa4Nkrohzszo03cD+AYYVW7WlsIJou3X5PXjiPa+BV5Hw\nteNXEPRWppw7ugMQAkjmS7h1bww7ugN46sIlGIYBcxvu1tglZL510lUiIiIiIrr6NhpWlDQd6YI5\n2D+eKSJbWL+yImLdyIxni0gsZAAA1wyGN3nEZGNYQS3HDgo+9DM3rQgg+iM+fOCnrsffP/wy7j00\ngFxJQ7aoYTaZR3/Et+U/W9fNsZ51yD2IiIiIiKjB1A3OrEjlyytIF9IFq7Ji7ekJO6zq7ssLGcwk\n8pAlgd29wc0dMDkYVlDLCvuqt2Lcf+Mo7r9xFADw7TOzAIAL85m6hBWaYYYVEtMKIiIiIqKmt9GZ\nFclcOayYSeah6ca6lRV9YS/8HhkX5jIYX8xgLBaAV2El9lZtdcAmUVMbswZxXphPr/PM2lhZBWSJ\nYQURERERUbNTFQn5klbz8+0ZdQAwGc8CwLozK4QQ2BUL4OJ8GmemkzgwwBaQemBYQW1tJOqHIglc\nrFNYoTuVFXV5OSIiIiIiaiBVkTdUWZHIVQkraphXNxYL4oWJJVxcyODwUGTjB0orMKygtqbIEnb0\nBPDc5SV89fjUll/PGllRl2GdRERERETUWKosIb/JNpAJp7Ji/cvmXb0BzCTzMAzgtr2xjR8orcCw\ngtreYMSHx16awy//76cxm8xv6bXsAZucWUFERERE1Py8GxywmXC1gUwt5QDUXlkBAAFVxnWj0Q0e\nJVXDsILa3lC0PFgz6Srr2gy2gRARERERtQ7vBleXJqzKilhQrXlmBQDssmblHRvrgarwMrse+K9I\nbe93X38I77hzNwAgU6h9uE41dhsIKyuIiIiIiJqfusGwwr65OdoT2FBlxd6+EIQA7tzXu7kDpRUY\nVlDb6wt78eqD/QCAtGtv8mboXF1KRERERNQy1A23gZQQVGX0hVTnsVrCioGID5995+142+27NnWc\ntNL69SxEbSDgNb/Ut1xZYc+sYMxHRERERNT0VHnjlRURvwfdAVdYUcOATQC4aWf3ho+PVsdLLuoI\nAdVMQ9kGQkRERETUOTbaBpLIFRHxeXDn/nI7Ry0zK6j+GFZQR7DDinSBbSBERERERJ1CVSSUdMOp\nkF5PIltC2KfgvqNDzmO1tIFQ/TGsoI4QtNLQTN1mVmz5kIiIiIiIqMHszRy1zq1I5s02EEWW8L6f\nOIprBsKI+FhZcTXwX506QsBrV1ZstQ2ElRVERERERK1Clc2wIl/S4auhQmIhVcD+/jAA4C237MRb\nbtnZ0OOj1bGygjqCKktQJIHMVttArECWYQURERERUfPz2pUVa8ytyBU1vOPjT+LZy3FMLuWwpze4\nXYdHa2BlBXUEIQQCqox0vk6VFYz5iIiIiIiant0Gki+tfh1wfi6Nb56cQcmaa7F/ILQtx0Zr4yUX\ndYyAqiC7xTYQg9tAiIiIiIhahlpDZUU8UwQAfOfMLABg/0C48QdG62JYQR0j4JW3vA1E48wKIiIi\nIqKWocrmnAp7wGYyV1xxAzOeKQAAdMNsH9/VE9jeg6SqGFZQxwiqCjJ1G7BZjyMiIiIiIqJGcldW\nGIaBo3/4dfz0Rx6veM6iVVkBAHv6glBkXiY3A/5XoI5hzqzY6upS8/8lphVERERERE3PHVa8MLEE\nAHj6UrziOfFswfn1vn7Oq2gWHLBJHSPoVTCbzG/pNQy2gRARERERtQx7dWmhpONLL0wBAPzLVpjG\nM0WoioRYUMWte2LbfoxUHcMK6hh+tQ4zK3S2gRARERERtYruoAcA8LUXr+Bzz00CMDeDlDTdafdY\nTBfQE1Dx3d95NQRvSjYNtoFQxwiq8pa3gdhtIHwTIyIiIiJqfgcHI7jv6BA+/r2LKJR0PHjbLugG\nMJ8ut37Es0VEAx6e4zcZVlZQxwioypZnVhgcsElERERE1FL++E1HsJgp4MHbxyAJgY9/7yKuLOUw\nEPEBMLeBRAOeq3yUtBzDCuoYQa+MTEGDYRibTk3tbSAy0woiIiIiopYQC3nxyV+4FQDwwrg5ZHM6\nkXM+Hs8UsbePgzWbDdtAqGMEVAUl3XB2LG+G/akcsElERERE1HoGIl4AwLRr8P5ipujMtqDmwbCC\nOkZQNaf+ZvKbn1thV1YwqyAiIiIiaj2xkBeyJDC9ZFZWGIZhtYGoV/nIaDmGFdQxAqrZ9bSVjSBc\nXUpERERE1LpkSaAv5MWLk0v4wcUFpAsaSrqBqJ+VFc2GYQV1jIDXrKywN4L8/r+/gH/49ssbeg17\nG4jMsIKIiIiIqCVphoGHT8/igQ99D4vWVpBuVlY0HYYV1DGCVmXFW//xCTxzaRH/+/FL+POvnNrQ\na7ANhIiIiIiotd20M+r8ei5lzq7o4jaQpsOwgjrGTTu7cf+NI5hL5fHc5bjz+GQ8W/Nr6LoBIcAd\nzERERERELeovH7gev/DK3QCAKWt2BdtAmg/DCuoYXQEP3v+T1wEALi+WA4q/+eYZfPYH4zW9hm5w\nXgURERERUSvrCniwx1pVaq8wDfmUq3lIVAXDCuooiiyhy+/Bhbm089i/PDWO3/w/zznDM9eiGwbn\nVRARERERtbiAtSlwOmG2gYS9rKxoNgwrqON0Bzw4P2+GFa860AdFMsOHeKa47ufqBudVEBERERG1\nOnue3UzSrKwIWsP4qXkwrKCO0x1UcWk+AwB41z378MG33ggAmFxaf3aFbhhsAyEiIiIianH2psDZ\npFlZEfSyDaTZMKygjtMdUFGydpB2BzwYivoBAFPx3Lqfq+sGJGYVREREREQtzamsSOShSAJehZfG\nzYbxEXWcqGstUVfAgy5r8u9UTZUVgMS0goiIiIiopdltHzPJHIJehdv+mhDDCuo4PQHV+XWX3wOP\nJMEjC0wu1VBZwTYQIiIiIqKWF7AqKxYzRYxYldbUXBhWUMfpDpphRUCV4VXMRHUg4sNUvNaZFQ09\nPCIiIiIiajC7DQQAQpxX0ZTYmEMdp9uqrOh2VVgMd/lZWUFERERE1CH8ann7BzeBNCeGFdRxuq2Z\nFfasCgAYivowWVNlBWdWEBERERG1OlWRoMrm5TA3gTQnhhXUcew2EPegzeGoH9OJHHRrS8hqDLaB\nEBERERG1BXt9KdtAmhPDCuo4dvuHO6wYjPhQ1AwsZAprfq6msw2EiIiIiKgd2HMrWFnRnBhWUMfp\nDpohRdQ1syIWMn89n1o7rNANMKwgIiIiImoDAZWVFc2MYQV1nO6ACklUrjDtDXkBAPOp/JqfqxsG\nmFUQEREREbW+gBVSMKxoTvyvQh3HI0v4x7fdjKMjXc5jvVZlxew6YYVhADKHVhARERERtbygVVnB\nNpDmxP8q1JFec2ig4vexoF1ZwZkVRERERESdIKDalRVcXdqM2AZCBHONqSIJzLENhIiIiIioIwS9\nrKxoZgwriABIkkBPUF23ssLggE0iIiIiorZQrqxgWNGMGFYQWXpDXsyn16+skBlWEBERERG1vCC3\ngTQ1hhVEllhIxWwNMyuYVRARERERtT57GwjbQJoTwwoiS1/IW8PqUraBEBERERG1A24DaW4MK4gs\nsZCKuVQehmGs+hzDMCDxu4aIiIiIqOXFQl5IAugOeK72oVAVjJCILL0hL3JFHZmCtmq6ypkVRERE\nRETt4UevH8I1A2HEQt6rfShUBe8RE1nsN6m11pdqBiAYVhARERERtTyvIuPoaNfVPgxaBcMKIkss\npAIA5tYYsmkYBiRmFURERERERA3FsILI0mdVVqw1ZFM3DA7YJCIiIiIiajCGFUSWWiordB2QWFpB\nRERERETUUAwriCyx4PqVFRrbQIiIiIiIiBqOYQWRRVUkRHzKmgM2DbaBEBERERERNRzDCiKX3rAX\nc+k12kAMMKwgIiIiIiJqMIYVRC69Qe+6AzaZVRARERERETUWwwoil96wus6ATQMyh1YQERERERE1\nFMMKIpfYupUVbAMhIiIiIiJqNIYVRC69IS8WM0UUNb3qx3VuAyEiIiIiImo4hhVELrGQCgBYXGXI\npm4AgpUVREREREREDcWwgsil1worZldpBdF1AzLDCiIiIiIiooZiWEHk0hvyAgBmk6uEFYYBid81\nREREREREDcXLLiKXff0hqIqEb5yYrvpxc3UpKyuIiIiIiIgaiWEFkUs0oOL+G0bw2afHEc+snFth\ncBsIERERERFRwzGsIFrm7XeMIVfU8cXnp1Z8TDcMyMwqiIiIiIiIGophBdEy1wyEIQQwk8it+Jhm\nGKysICIiIiIiajCGFUTLSJJAxOfBUra44mO6ztWlREREREREjcawgqiKiF9BIlda8bhhGJCYVRAR\nERERETUUwwqiKiI+DxLVKisMQGZaQURERERE1FAMK4iqiPg8SORWhhUaV5cSERERERE1HMMKoioi\nfqXqzAq2gRARERERETUewwqiKrr8HiSyK2dW6Aa4DYSIiIiIiKjBGFYQVbFaG4huGJxZQURERERE\n1GAMK4iqiPg9yBQ0FDW94nFNN8DCCiIiIiIiosZiWEFURcSnAACSy9aXGmwDISIiIiIiajiGFURV\nRPweAFgxZFPngE0iIiIiIqKGY1hBVEWXFVYkqoYVTCuIiIiIiIgaiWEFURV2ZcXyIZu6DkgsrSAi\nIiIiImoohhVEVUR8dmVF5cwKtoEQERERERE1HsMKoioifnPAZvWZFUwriIiIiIiIGolhBVEVTmXF\n8jYQAxAMK4iIiIiIiBqKYQVRFQFVhiKJigGbum4AAGSGFURERERERA3FsIKoCiEEuvwexN1hhWGG\nFZxZQURERERE1FhbCiuEEL8uhDguhHhRCPFu67EeIcQ3hBBnrf/vth4XQoi/FUK8JIR4Xghxk+t1\nHrSef1YI8aDr8R8S/7e9ew+Ws67vOP7+5kDuVxISQkBESbUlWmpRUFEzXrjYKirexlEQqEGLU81U\nOnbU2npFBRW1rWih6IhSLVVjiwIFg+ClQlEQtZ0BvEAIEggJhJCQ5Hz7x/PsYZsckpNzdvf5nT3v\n10wmu88+e/I9k8/5nd3v/n6/J+Jn9XM+Fc6/Vw8tmj2VuzduGbpfT6zwaiCSJEmS1GWjblZExDLg\nTcAzgD8E/jQilgLvBK7KzKXAVfV9gBOApfWfFcA/1l9nP+C9wFH113pvq8FRn7Oi7XnHj7ZeaW8d\nOHcad214eOh+a2aFLTNJkiRJ6q6xzKz4feBHmbk5M7cD1wAvB04EvlCf8wXgZfXtE4EvZuVHwNyI\nWAwcB1yZmesz837gSuD4+rHZmfnDzEzgi21fS+q6JXOnsmaYZoV7VkiSJElSd42lWXEL8NyImB8R\n04EXAwcDizJzLUD998L6/CXAHW3Pv7M+trvjdw5zXOqJxXOn8eCW7UNXBBlaBmKzQpIkSZK6ap/R\nPjEzfxkRH6GaCbEJuAnYvpunDPcOL0dxfNcvHLGCarkIixYtYvXq1bspQ/1q06ZNHf2/37C2ivOq\nK6/loFmT2Lytit/tt9/G6sHfduzfUX/qdB6lsTCPKoVZVEnMo0phFoc36mYFQGZeAFwAEBEfopr9\n8LuIWJyZa+ulHPfUp99JNfOi5SDgrvr48p2Or66PHzTM+cPV8TngcwBHHnlkLl++fLjT1OdWr15N\nJ//vZ/1mPZ+96Ycs+b1lLH/SQjZu3gZXXcHSww5j+TGHduzfUX/qdB6lsTCPKoVZVEnMo0phFoc3\n1quBLKz/fhzwCuArwCqgdUWPU4Bv1rdXASfXVwU5GthYLxO5HDg2IubVG2seC1xeP/ZgRBxdXwXk\n5LavJXXdgXOnAQxtsrmjtWeFVwORJEmSpK4a08wK4NKImA9sA87MzPsj4mzgqxFxOvBb4FX1uZdR\n7WtxK7AZOBUgM9dHxPuB6+vz3peZ6+vbbwEuAqYB367/SD2xcNZUBibFULOitcGmvQpJkiRJ6q6x\nLgN5zjDH7gNeMMzxBM58jK9zIXDhMMdvAJaNpUZptAYmBQfMnspdG7YA7ZcutVshSZIkSd00pmUg\nUr87eL9p3H7vQwCkVwORJEmSpJ6wWSHtxuEHzuF/1j7A9h2D7Bh0GYgkSZIk9YLNCmk3nrJkDlu3\nD3Lruk2P7llht0KSJEmSuspmhbQby5bMAeCWNQ+4DESSJEmSesRmhbQbhy6YwfTJA9yyZqNXA5Ek\nSZKkHrFZIe3GwKTg8ANn87M1G9v2rLBbIUmSJEndZLNC2oMn7j+T367fzGBrGYhTKyRJkiSpq2xW\nSHuwYOYU1j/0iFcDkSRJkqQesVkh7cH8mZPZMZjcv/kRwGUgkiRJktRtNiukPZg/cwoA6x7cCjiz\nQpIkSZK6zWaFtAcLZkwG4J6hZoXdCkmSJEnqJpsV0h7sOrPCZoUkSZIkdZPNCmkP5s+sZlYMNSv8\nqZEkSZKkrvJtl7QH86ZPJgLWbaqaFeHMCkmSJEnqKpsV0h4MTAr2mz6Zex7YUt23WSFJkiRJXWWz\nQhqB+TMnc+8m96yQJEmSpF6wWSGNwPwZU7h30yOAly6VJEmSpG6zWSGNQGuTTXDPCkmSJEnqNpsV\n0ggsqC9fCtUeFpIkSZKk7rFZIY3A/BmPzqywVyFJkiRJ3WWzQhqBRbOnDt12GYgkSZIkdZfNCmkE\nFs5+dBmIMyskSZIkqbtsVkgj0D6zwkuXSpIkSVJ32ayQRqC9WeEGm5IkSZLUXTYrpBGYN33fodtO\nrJAkSZKk7rJZIY1A+6aaLgORJEmSpO6yWSHtJZsVkiRJktRdNiukvTTgT40kSZIkdZVvu6QRau1b\nEc6skCRJkqSuslkhjdD+s6YAsHXbYMOVSJIkSVJ/s1khjdAJyxYDMGPKQMOVSJIkSVJ/26fpAqTx\n4m0vWMornraEQ+bPaLoUSZIkSeprzqyQRmjSpLBRIUmSJEk9YLNCkiRJkiQVxWaFJEmSJEkqis0K\nSZIkSZJUFJsVkiRJkiSpKDYrJEmSJElSUWxWSJIkSZKkotiskCRJkiRJRbFZIUmSJEmSimKzQpIk\nSZIkFcVmhSRJkiRJKorNCkmSJEmSVBSbFZIkSZIkqSg2KyRJkiRJUlFsVkiSJEmSpKI7wT8xAAAM\nXElEQVTYrJAkSZIkSUWxWSFJkiRJkopis0KSJEmSJBXFZoUkSZIkSSqKzQpJkiRJklQUmxWSJEmS\nJKkokZlN19BREbEO+E3TdagRC4B7my5CqplHlcQ8qhRmUSUxjyrFRMriIZm5/0hO7LtmhSauiLgh\nM49sug4JzKPKYh5VCrOokphHlcIsDs9lIJIkSZIkqSg2KyRJkiRJUlFsVqiffK7pAqQ25lElMY8q\nhVlUScyjSmEWh+GeFZIkSZIkqSjOrJAkSZIkSUWxWSFJoxAR85uuQWoXEdF0DRJARMxpugapxbFR\npXBs3Hs2KzQuRMTMiPiHiDiu6Vo0sdVZPBdYFRF/HRFHN12TJq6ImBURn46IJ6XrOtWwenz8OPC1\niHhTRDyp6Zo0MTk2qiSOjaNns0LFi4gDgc8DrwZeFxH7N1ySJqiI+GPgW/XdtwCzqXIp9VxEHAZc\nArwJeF/D5WiCi4jnAf8J7AA+CBwDvLDRojQhOTaqJI6NY2OzQuPBZuCTwMHAPOD4iBhotiRNJG15\nuxs4MzP/MjNvBiYDNzZXmSa4B4GPATOBwyPieHDKsxpzJ3BGZp6VmdcAW4FfN1uSJijHRpXEsXEM\nbFaoOBGxNCL+qnU/MzcAN2fmw8AXgNcAhzRVnyaOOovnA++KiCdk5prM/EVEzImI86hmVRxbL1Fa\n1HC56nMR8cSIOLV1PzN/B1yfmduB84C/qY875VldV4+P50XEmyNiXmbelpk3RcS8iPgScBzwhoh4\nR0Ts13S96l+OjSqJY2Nn2axQUSLidcDVwFkRsaI+NlA3KsjMS4ENwGsjYt/mKlW/i4iVwDeBXwAL\ngQ9GxKH1ww8A38jMg4EzgG3A3zVSqCaEiPhz4L+BlRFxUn1sUmY+BJCZnwcGI+JtDZapCSIi3gl8\nHVgDLAfOb5uBthH4amYeQjUuHgy8uYk61f8cG1USx8bOs1mh0twJnAK8FHhzREzPzB1RaeX1k8Cz\ngSdExBvcpEZdsh44NTPPA1YCS6h+sZCV79a3H6ZaCrKmqUI1IdwG/BnwHqq9e6Zm5mA9NrZeCL0b\nOD0i9o2Il0SEM9DUcRExA9gEvCYzPwq8EVhW/yEzBzNzVX37l1QfMNzbTLWaABwbVQTHxu6wWaGi\nZOb3gGsz84fAz4C/rR+alJmD9Tk3AIPADVSbJ21roFT1v28CP46IKZm5DbiVakPN/ycijgBWUL1g\nkroiMy8H/g34KVUj7S31Q5GZO+pzVgMPU838ORPY3vtKNQFsBi7NzJ/X4+MWqobtLntJRcRTqTaS\ns5mrrnBsVEEcG7vAZoUaERG7vOlrqd8YQrU50gkR8ZTWL5yIGIiI1wJHACsy87mZeXv3K1a/2jmL\nrQ24MnNDPYNia/3QEcAdbectjIiLqa5U86nM/HKvalb/ioi57ZvAtd+uG7ZrqF6YvzAilrZ9grhv\nPR36AKoZQcdnpi+CNCbD5bEeF9cCZObW+tPrpwH3t523OCK+RTU+fjoz/6PXtau/RMSix1rf79io\nXhsuj46N3WGzQj0XEe8Bro6IsyPi1fWxXbKYmbdQrft6e33OUVQzKq7NzIMz8ys9LFt9aLgsArHT\nORERfwDcXW+QFFFdt/0e4OLMfHpm/kuva1f/iYh3A9cA50bEaa3D7efUG8b9BLiZarNhgKV1k/ea\nzDwkMy/pVc3qXyPJY+2ZwO2Z+av6eQfUL9gvzsyjzKPGKiIWUM1uXBkR04Y7x7FRvTKSPNYcGzvA\nZoV6JiIOiIhLgKXAqVS/UFZGxPzWEo9hvB84MSI2AS8GBuyIa6xGmsXWp4jAHOA3dUPjJuC4+rHL\nmqhf/aX+pOVLwJOBVwHXAqdFxLThxsbMvBu4CDglIh4CXlrn8ee9rFv9aaR5bJtxMRf4r4g4KSJ+\nQfW7Gl+Iq4PmAOuoMvnkxzrJsVE9sts8OjZ21j5NF6D+FxGzM/MBqrVcq1rT5SPid8CLgIOA+3Z6\nTgALgAuAXwErM/O6nhauvrO3WWy7zNkJVFf92A94a723ijQmbXncCHy49YI6Io4BrgOyvt9qmrVm\noS0AvkiV1dMy89om6ld/2ds8to2PJwKnA5cCZ5hHjVVbFlu2AJ+g+oDh9Ih4ez2Tov05jo3qir3N\no2NjZ0V6yWF1SUTMAz5K9QbwIuDqzFwX1SWlButpVFcAx2bmLrvhRsRk4PmZ+Z1e1q3+M9ostl6U\nR8SLgMdl5gVN1K/+slMe/xn4fmauiYipVLuHv4tq+v0s4JzMvDaqSzi39u6ZCrwkM7/WyDegvjKW\nPNYfLJwG7MjMixr5BtQ3dsrihcCPMvOOiPgT4GVUm2f+O1VO11P9Lt/R9nzHRnXMWPLo2Ng5LgNR\nN50N7KD6QT+KqgvZ2ggJqg74msdoVERmPmKjQh0y6izW511po0IdtHMePwKQ1c7h19d78rwe+Dbw\n2fqxoRdAmbnFF+PqoFHnsZ5gcYEvxtUh7Vk8ur4P1fLLW+pPr3cAXwGeu1OjwrFRnTbqPDo2do7N\nCnVFRMwC9gU+lJnfBT4AzImIt7Wd9nhgbX3+SyLi2a0H2qZQSWMyliyaQ3XaMHn8IFUeV9an3Nh2\n+neAn9bPAcykOmuseZQ6ZTdZXAHsD5wVET+menN4NdXl7Yc4NqqTxppHdY7NCo1Z20YyQzLzQeAQ\n4KT6/nrgHODkePRSkc8DpkbEBcBZwLadv460N8yiSrKXeXx9vS62tS/A44HPAHfUz5HGxDyqFHuZ\nxRXAbcBlVG8cXwqcS3WJ0hk9K1p9yzyWzT0rNCYRsc8wmxy11rIeA5wPPCMzH6rXEn4CuC4zL46I\nVcDhwMcy87O9r179xCyqJKPM4zXA14D3AK8Azs/Mv+917eo/5lGlGEUWPwVckZn/2kS96m/msXzO\nrNCoRcRfAKsi4qyIeFrbQ1mvHbyOagrpOTC0/nUH1eV+oNqQ5qm+OdRYmUWVZAx5XF+veb0CONo3\nhuoE86hSjDKLjwAb6ud7FUN1jHkcH2xWaK9E5YD6k+gX8OguuadExEKoNi3MzIyIxwFnAidExBvr\n3XOfSX35s8z8emY+1Mx3ovHOLKokHc7jDzJzczPfifqBeVQpOpzF7cP/K9LImMfxx46QRqw1VSoi\n7gO+l5nn1McfAVZSr/OPiIOAjwHTM/PEiDgd+CPgDKr1XVc28x2oX5hFlcQ8qiTmUaXoYBavauY7\nUD8xj+OTe1Zoj+ppTmdT7Yp7WWZeHhH7Ul07eDAipgFXAa/MzLsi4iTgiZn50QbLVh8yiyqJeVRJ\nzKNKYRZVEvM4vjmzQrsVEUG1mcxsqmusvyMiDgP+KTNbV0x4BrAuM+8CyMxL254/kG3XHZZGyyyq\nJOZRJTGPKoVZVEnM4/hns0J7Mgs4AjguMx+MiHuBFwOvBC6uz3k88L8AUW9Qk5k3RkT4A64OMosq\niXlUScyjSmEWVRLzOM65waZ2KzMfAH4NvLE+9H3gJ8CzIuLA+tgTgCkRcS5wHnUTLF1jpA4yiyqJ\neVRJzKNKYRZVEvM4/tms0Eh8HTgiIhZn5ibgZmArsKhe8/Vy4FVUU6iek5k/brBW9TezqJKYR5XE\nPKoUZlElMY/jmM0KjcR1wH3UXcnMvJFqfdfMer3XJ4FnZubZjVWoicIsqiTmUSUxjyqFWVRJzOM4\n5p4V2qPMXBsR3wDOjohbgeuBLcD2+vELm6xPE4dZVEnMo0piHlUKs6iSmMfxzUuXasQi4gSqaVLP\nAj6TmZ9puCRNUGZRJTGPKol5VCnMokpiHscnmxXaK/XarszM7U3XoonNLKok5lElMY8qhVlUSczj\n+GOzQpIkSZIkFcUNNiVJkiRJUlFsVkiSJEmSpKLYrJAkSZIkSUWxWSFJkiRJkopis0KSJEmSJBXF\nZoUkSZIkSSqKzQpJkiRJklQUmxWSJKk4EfH0iLg5IqZGxIyI+HlELGu6LkmS1BuRmU3XIEmStIuI\n+AAwFZgG3JmZH264JEmS1CM2KyRJUpEiYjJwPbAFeFZm7mi4JEmS1CMuA5EkSaXaD5gJzKKaYSFJ\nkiYIZ1ZIkqQiRcQq4BLgUGBxZr614ZIkSVKP7NN0AZIkSTuLiJOB7Zn55YgYAH4QEc/PzKubrk2S\nJHWfMyskSZIkSVJR3LNCkiRJkiQVxWaFJEmSJEkqis0KSZIkSZJUFJsVkiRJkiSpKDYrJEmSJElS\nUWxWSJIkSZKkotiskCRJkiRJRbFZIUmSJEmSivJ/3mSWIAcuOD4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_eq = read_charts_from_Lean_backtest_output(json_file_path, 'Strategy Equity')\n", "df_eq.loc[:'2018-02-04','Equity'].plot(grid=True, figsize=(18,10), title='Strategy Equity');" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "price_vs_equity = pd.DataFrame({'Equity':df_eq.loc[:'2018-02-04','Equity'], 'Price':df_alt.BTCUSD_SecurityClose})" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VCCwAAAAAdLqKqpqEYYUk/eDC8SodXUBIAfRCnq6eAAAAAIDep2z73jbP+zzS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\nmuqAdN4pxxRpRAAAAJgLONYUAJBTOBLVZ66bWlghSaGqqmk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "price_vs_equity.plot.scatter(x='Equity', y='Price', grid=True, figsize=(18,10),\n", " title='Equity vs. Security Price')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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EquityPrice
Equity1.0000000.999263
Price0.9992631.000000
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" ], "text/plain": [ " Equity Price\n", "Equity 1.000000 0.999263\n", "Price 0.999263 1.000000" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "price_vs_equity.corr(method='pearson')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The values above are not 1 becasue they are estimatede using the quotes.\n", "\n", "Here we need to confrim that the equity is correctly estimated using as fill price the Security Close, we can use the the data since the 2018-02-03" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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EquityPrice
Equity1.01.0
Price1.01.0
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" ], "text/plain": [ " Equity Price\n", "Equity 1.0 1.0\n", "Price 1.0 1.0" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "price_vs_equity.loc['2018-02-03':,:].corr(method='pearson')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }