{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "2bd0ddea", "metadata": {}, "outputs": [], "source": [ "import pickle\n", "\n", "import numpy as np\n", "\n", "from matplotlib import pyplot as plt\n", "%matplotlib widget\n", "\n", "# 사용자 운영체제 확인\n", "import os\n", "os.name\n", "# 운영체제별 한글 폰트 설정\n", "if os.name == 'posix': # Mac 환경 폰트 설정\n", " plt.rc('font', family='AppleGothic')\n", "elif os.name == 'nt': # Windows 환경 폰트 설정\n", " plt.rc('font', family='Malgun Gothic')\n", "\n", "plt.rc('axes', unicode_minus=False) # 마이너스 폰트 설정\n", "\n", "# 글씨 선명하게 출력하는 설정\n", "%config InlineBackend.figure_format = 'retina'" ] }, { "cell_type": "code", "execution_count": 2, "id": "8d667f3b", "metadata": {}, "outputs": [], "source": [ "from Battery import *" ] }, { "cell_type": "code", "execution_count": 3, "id": "3a131c92", "metadata": {}, "outputs": [], "source": [ "with open('./result-1402050-4A/gas.history2', 'rb') as gas_file:\n", " gas_temperatures = pickle.load(gas_file)" ] }, { "cell_type": "code", "execution_count": 4, "id": "8b784f1a", "metadata": {}, "outputs": [], "source": [ "with open('./result-1402050-4A/wall.history2', 'rb') as gas_file:\n", " wall_temperatures = pickle.load(gas_file)" ] }, { "cell_type": "code", "execution_count": 5, "id": "03b501b0", "metadata": {}, "outputs": [], "source": [ "with open('./result-1402050-4A/coke.history2', 'rb') as gas_file:\n", " coke_products = pickle.load(gas_file)" ] }, { "cell_type": "code", "execution_count": 6, "id": "8a474876", "metadata": {}, "outputs": [], "source": [ "with open('./result-1402050-4A/oven.state2', 'rb') as gas_file:\n", " coke_in_ovens = pickle.load(gas_file)" ] }, { "cell_type": "code", "execution_count": 7, "id": "1d96912f", "metadata": {}, "outputs": [], "source": [ "gas_time, gas_t = zip(*gas_temperatures)" ] }, { "cell_type": "code", "execution_count": 8, "id": "95293a9d", "metadata": {}, "outputs": [], "source": [ "gas_t = np.array(gas_t)" ] }, { "cell_type": "code", "execution_count": 9, "id": "d9f54350", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "801e24a13f494b929cf4a2ae34026caa", "version_major": 2, "version_minor": 0 }, "image/png": "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", "text/html": [ "\n", "
\n", "
\n", " Figure\n", "
\n", " \n", "
\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "for chmbr_t in gas_t.T[::22]:\n", " plt.plot(gas_time, chmbr_t)\n", " \n", "plt.grid()" ] }, { "cell_type": "code", "execution_count": 10, "id": "c3fbcae6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(6.0, 36.0)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f882355ef78a4a2aabf545c15471e5e9", "version_major": 2, "version_minor": 0 }, "image/png": "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", "text/html": [ "\n", "
\n", "
\n", " Figure\n", "
\n", " \n", "
\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.plot(gas_time, (gas_t.T[22]+1990)/2 - 273.15)\n", " \n", "plt.grid()\n", "plt.xlim(6, 36)" ] }, { "cell_type": "code", "execution_count": 11, "id": "30efefd4", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0872089a3c7040e8ad81a0e998b768bb", "version_major": 2, "version_minor": 0 }, "image/png": "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", "text/html": [ "\n", "
\n", "
\n", " Figure\n", "
\n", " \n", "
\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.plot(gas_time, (gas_t.mean(axis=1)+1990)/2 - 273.15)\n", " \n", "\n", "# plt.xlim(6, 36)\n", "\n", "for c in coke_products:\n", " plt.axvline(c.t_push, linewidth=0.2)" ] }, { "cell_type": "code", "execution_count": 24, "id": "91e01360", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "71aab451ab0a439fb4315938fdb44ca6", "version_major": 2, "version_minor": 0 }, "image/png": "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", "text/html": [ "\n", "
\n", "
\n", " Figure\n", "
\n", " \n", "
\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sample_program = np.array(open('sample_heat_140205_4A.txt').read().split(), dtype=np.double).reshape((-1,2))\n", "sample_program_mod = np.array(open('sample_heat_140205_4A-Mod1.txt').read().split(), dtype=np.double).reshape((-1,2))\n", "\n", "sample_time = np.linspace(-9, 72, 1000)\n", "plt.figure()\n", "plt.plot(sample_time, np.interp(sample_time, *sample_program.T), '-')\n", "plt.plot(sample_time, np.interp(sample_time, *sample_program_mod.T), '--')\n", "plt.axvline(sample_program[12,0], linestyle=':')\n", "plt.axvline(sample_program[26,0], linestyle=':')" ] }, { "cell_type": "code", "execution_count": 14, "id": "622238e0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, '정수 첫날')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d16497d83f684d239cfb73c5273b591d", "version_major": 2, "version_minor": 0 }, "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAADDiUlEQVR4nOzdd3zU9f3A8dft7L0HCRD2JuytLAcI7o2t1jpxVWvVXyvUKtpaW1tHq3WhdY+KlioIKgrIHiIECCuMQPZO7nJ3398f39xdQtYluZHxfj4e9yD3uc99v58jufu+7zPeH42iKApCCCGEEKLH0Pq7AUIIIYQQwrckABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGE6GEkABRCCCGEaMGBAwc4//zz6d27N7169eKFF15wPrZjxw4mTJhAWloagwcPZtWqVX5sqfskABRCCCGEaEZVVRXnnXceixYt4siRI6xbt44//elPbNy4kfLycubPn88f/vAHjh07xosvvsgVV1zB6dOn/d3sVkkAKIQQQgjRjO+//56oqCiuvvpqANLT0/nVr37FSy+9xDvvvMPYsWOZNWsWANOnT2fatGm89957/myyW/T+boAQQgghRGdVW1uLzWZrUBYbG8v+/fsBmDx5coPHxo8fz86dO33VvHaTALADrFYrO3bsID4+Hq1WOlOFEEKIrsBut5OTk8PgwYPR612hkMlkwmQyNag7ZcoUTp8+zauvvsoNN9xAbm4uzz77LAUFBYSGhnLuuec2qB8XF8emTZt88jo6ROki7Ha78sYbbyjjx49v8vGKigolJiZGWbZsmbNs+/btitFoVNLS0py3t956y/l4QUGBctlllympqalKr169lD/96U9tatPmzZsVQG5yk5vc5CY3uXWD26OPPtrk9X7Xrl3KnDlzlF69eilTpkxRHn/8cWXUqFHKzJkzlTfeeKNB3RdffFG56KKL2hRP+EOX6AH84osveOCBB6iqqsJgMDRZ57nnnqO4uLhBWXFxMRMmTODbb79t8jnXX38948eP5/333yc3N5dJkyYxYMAA5s+f71a74uPjAfjPqm+Ji08AIDUqiONFVQ3qebrMW8ftKu3093FTo4KafJ5oqP7/lyd/hy0dT47b/HM7clxPvAZfHNcX70353OweryHvzGkWzpnOnj17SE1NdT5+du+fw/Dhw/nyyy+d959//nkGDBiAzWajoKCgQd38/HwSEhKaPE5n0iUCwIqKCp544glCQ0O59dZbGz1+6tQpXn31VRYsWNCgvKioiIiIiCaPeeDAAbZs2cKKFSvQaDQkJSVx11138eqrr7odADqGfePiE0hMSgYgJSYYa0Blg3qeLvPWcbtKO/193JSY4CafJxqq///lyd9hS8eT4zb/3I4c1xOvwRfH9cV7Uz43u9drCA8PJywsrMnztOStt95i8eLFHD9+nA0bNnDfffc5H1u/fj1XXXVVm4/pa11i4tpll13WYlB211138fDDDxMaGtqgvLi4uNkAcOPGjYwfP77B2H9XmbgphBBCCN/Zu3cvoM79X7ZsGVarlSuvvJJrr72WNWvWsHbtWgBWrlxJVlYWl19+uT+b65YuEQC25KWXXqKkpIRFixY1eqyoqIgVK1aQmprKmDFjeP7551EUBVB7DR1DuA5xcXEUFhY2ey6z2UxZWZnzVl5e7tkXI4QQQohOZ8mSJSQlJdG3b1/279/P//73P3Q6HSkpKbz77rvcfvvtxMXF8Yc//IHPPvuM4ODOP1LUJYaAm7Nnzx6WLFnC5s2b0Wg0jR5/4IEHePDBB1EUhR07dnDNNdegKAp33nknNpvNGQw62Gy2Jo/jsGzZMpYuXerx1yGEEEKIzuv9999v9rG5c+eSlZXlw9Z4RpftAayqquLKK6/k2WefJSUlpck6jjl6Go2G0aNHs2TJEucvMSoqqs0TNx966CFKS0udN0eXsBBCCCFEV9JlewDXrl3L4cOHufnmm7n55psBNSjU6XSsWbOG1atXN3qOzWbDaDQCkJmZydKlS7Hb7c5Acf369UycOLHZc56dH6isrMyTL0kIIYQQwie6bA/gvHnzqK6upqSkxHm75pprePTRR53B37p166isVFf7ZGdn89hjj3H99dcDMG7cOBITE3nqqaew2+0cPnyYF198kcWLF/vtNQkhhBBC+EKXDQDdsXbtWvr06UNaWhoXX3wxDzzwADfccAOgDgt//PHHfPnll8THx3Peeefx9NNPk5mZ6edWCyGEEEJ4V5caAp4xY0aLEy1ff/31BveXLFnCkiVLmq3fp08fvvnmG880TgghhBCii+jWPYBCCCGEEKIxCQCFEEIIIXoYCQCFEEIIIXoYCQCFEEIIIXoYCQCFEEIIIXoYCQCFEEIIIXoYCQCFEEIIIXoYCQCFEEIIIXoYCQCFEEII0bntfg8++BnsX+nvlnQbEgAKIYQQovP48QP49+VQfsZVFhgBubtg/V+hJMdfLetWJAAUQgghhP/UVje8v+8zOLgKcta7ynpNgtm/h0WfQUQv37avm+pSewELIYQQopuoyINvlkHhd7BoE2h0avnwK4ApkDjWVdcUCoPm+6WZ3ZUEgEIIIYTwvYBwyN0J5lNw+idIHK6WD5wHMcFQUNn8c2urwBDk/rnsVrVXMc8EcTM71OzuQgJAIYQQQniXrRb2fQpl22DSMrVMb4JZSyC9L2hS3DtO8VH4+A6oMsF1H7t//l3vwnd/hpgQuHpGGxvfPckcQCGEEEJ4V8kx+HoZbH8DTu9xlfeeDrED3D9OYASc2gFFR6CmpOW6VrPr56GXqOcZeTXYrG1pebclPYBCCCGE8DyrxfVzdAaMvVkd2o3p1/5jBkTANR+AsZ/6c1Mq8mDdH8FUATP/oZYZguCqdyA2pOWh5R5EegCFEEII4TmKAj++D89lQlWhq3zCrepNb+rY8fvPgZC45h+vKYFDX0PWf9WeQgeNpmPn7WYkABRCCCGE59it8OPHar6+3e/75pyK4vo5pj+c8xDc8i1E9fbN+bsgCQCFEEII4Tk6A8z5PcxdBuNv8fzxzeXw08ew8Xn1/pk98NJ0qMx31Rl6GSQM8/y5uxEJAIUQQgjRMT99BNlfue7H9IeJt4PGC2GG3QZrHoMt/1KHe9f+Qd0lZOMLnj9XNyaLQETz7FaoKUX+TIQQQjQr+ytY8wcwBELcIAhL9u75AiMgYShkzFIXd5z/R9j9V5hwv3fP283IlV24nN4DSoL6Ji47CV8+AtGBcO6L/m6ZEEKIzqrPDEifAvHDIDTJN+e8/A1X72JEL7jkn7K6t40kABSqk9vgv1dD3CyY/1ewVKhd6vmFMKmk+eX2Qggheh5Fca2q1erV64ZjKzdf8MbQcg8j/4NCpdGCYgd7rZokM2YAzFoKd++S4E8IIYSLYoevfgc733GV+TL4Ex4hPYBClTQKfvZf0KWBPkAtG3wRhLeyH6MQQoie5dDXsO9z2P8/GHUOkODvFol2kACwJ/vpP9BrIoTGq/eTR0uwJ4QQomV9z4Xxt0JkGkT3letGFyUBYE+18x1YsxTCkuDqd8AU1nS9g6th17cw5GKIHejbNgohhOh8NBrv5PcTPiVzAHuq3lMhPAX6n9d88Aew+WU1k3vuLt+1TQghROeS8wP870E1PZjoFqQHsKcKT4Gr3gJjC8EfwKD5EDgEYgf4pl1CCCE6F3OZGvzVHgRdOoxe5O8WCQ+QALAnyfocwlMhcYR63xTe+nNGXw+9Oji/I3c3rP8AtFqY+oBsyC2EEF2JKQxmPQoHXoXhV/q7NcJDZAi4pzi2Hlb9Dj69Xd2g25dWPQK734PaGrCU+fbcQggh2sZaA9vegG+Wqfvugrrw47qPQW/yb9uEx0gA2FMkjYbUMTBwntoL2BaKAqUnXB8ELakuhq2vgM3iKhv3S+g3B8b9wr1eRyGEEL6h2GHvCtjxlqusuhg+v0ed/43dVS6jN92KDAH3FIZAmP930Bna/ib+9HZ1AvDcJ2DA+c3XUxT44AYoOQ5BMTB4gVo+aD7Entv+tgshhPCO3J3w8fWQshBGXaeWhSaqaV6qg8AQ7M/WCS/qMj2AiqKwfPlyJkyY0OTjlZWVxMbG8uSTTzrLDh8+zMUXX8yAAQNITU3ltttuo7q62vn43XffTXR0NOnp6c6b2Wz2+mvxCcUO6/4MP33kKtOb2rd9TkSautVPZV7jx6oKXT9rNDD0UogfAsGxbT+PEEII3zKFgjEU0iY3LD9vGUy9T/3sF91SlwgAv/jiC4YPH87SpUspKSlpss5zzz1HcXFxg7L333+fm266if3797N3714OHTrE0qVLnY8XFxfz9NNPc/ToUefNZOom8xuOrIOdb8HaJ6DocMeONfFOuH0jjL7BVaYo8O1T8Op56iIPh5HXwhVvQtqkhsd471p4YQKc2tGxtgghhOiYvH1w5iewVEJEOvxqH4y61t+tEj7WJQLAiooKnnjiCV555ZUmHz916hSvvvoqCxYsaFD+m9/8hnnz5gEQGhrKnXfeydq1a52PFxUVERER4bV2+1Xv6Wry5llLIKpPx45lCmn8LVCjgdpqNSfUkW9d5Vp900PM1lqwmtWbEKL7sNX6uwWirb58GN67DvKz1GlBplB/t0j4QZfo273ssssA+Oabb5p8/K677uLhhx/m66+/bvE4+fn5hIe7FiEUFxd3rwCw+ChE1uXr02hg5u88d2xFgUNrIHUsUDcnZPwtMGgeJI9p/fkXPQsoEBjtuTYJIbzHXA5aHRiC1Pv5WfDtn9QvhPOfddX75klQbHDFk00fR3Q+wTFqVgajzO/rybpED2BLXnrpJUpKSli0qOXElIWFhTz55JPcdNNNzrLi4mIWLVpEWloa8+bNY9u2bS0ew2w2U1ZW5ryVl7uxKtZXsj6Hd65SU654w6Z/wMoHYPWjrrLQRPeCP0fd0CRJISBEZ6MoUH6mYdmnd8I/p8Hher37Gi2c2t5wVyBFUVNM7f0Utr3mm/aKjrvkZbjxf7K9Zw/XJXoAm7Nnzx6WLFnC5s2b0bSwsnX37t1cfvnlXHXVVVx11VUNnq/VajGbzbz++uvMnj2b3bt3k5KS0uRxli1b1mAOYadiClWHVwsPqSlYdEbPHr+mRF1JHDfEs8cVQvhP4WH4z62gPQM/2+mavhGaoP5bcdpVNzwFzn8SQhJcZRoNTLxDzRs34gooU3zWdCFEx3TZHsCqqiquvPJKnn322WYDNoDXXnuNuXPn8sQTT/DYY481eEyrVV++yWTilltuYdy4caxatarZYz300EOUlpY6b3v37q1rTL2VsEVHIPsrNWByKMmBQ2vVCbf1HdsAtVUNy3J3u5dvD6CqyPVz7+lw8T/hmvc9H/wBTP8N3LIOxt3cvucfWafmmSo86Nl2CSHcYzXDjx/AgS9dZWGJ6mdVTal6c5h4B9zyHWT+3FVmCIJ+c107CTkMmg/DLgdjkFebL4TwrC4bAK5du5bDhw9z8803ExERQUREBG+//TZLly5l9uzZAHz44Yf8/ve/57vvvuPSSy9t9Zg2mw2jsfngyWQyERYW5ryFhtZNnN3wN3UoBKD8tDpUuub3ricqdrXs47OCpy8egjfmu54LsGaJOvRSf7FE7m4ozG54vHVPq/XqB5Wp49Tt1rxBo+lYOoCfPobv/gynd7deVwjheVv+BV8/AT+86CozBMLlb8BvjkNghKs8MFKd6ye6n9pq+M/t8N/7GibsFz1Olw0A582bR3V1NSUlJc7bNddcw6OPPsrq1asBeOaZZ3jyySfJyMho9PyampoGi0qWL1/Onj17mDt3btsbU5HnGjrpNQESR6qJkx29gJHpannePig9rpYpCgSEqb14p390lTl6705scZWtehjeX6QOs4A6FydvL5SdhOOb295ef0jKVJNIhzXfWyuE8KJhl0NkWuNk7nGDwBDQsWPXVsGPH8Kmlzp2HOF9lirI2QiHvlYX+Ygeq0vPAWxNdnY29957Lw8++GCD8i1bthASEsL999/P8ePHCQwMZMiQIaxevZrY2HYkMJ7zB9fPGg1c9gpUFqgbaDtc9DeoLHQlSNZo4PpP1C136pddsVwdAg6qWy1bVQgKoNFD/gFIHK6WJ42C+b8GUxeZxDv6en+3QIieLSQOrvsEYkOgoLL1+m1RXQQf3QQkw5ifeWcaivAMQyDM/j3YzKCRALAn61IB4IwZM8jKymr28ddff73B/by8JnauqGfr1q2eaJYrWHPQaNUP2wZlusZlWn3jHTN0xobHC46BGz6rO0a9hS6TFkNMsOc/yIUQ3Ze39nINTYaMWRA0TO0NlACw8zIGqfM2RY/XpQLAHks24BZCtFdlvjrf2BgC8//qnXNoNHDdR/KFVIgupMvOARRdzA8vwsvnyBwhIXzNUgUnt6k5/ISoKa2bj37C3y0RfiY9gMI3rDVQXQKWCn+3RIieJShazd/nC4qiBhj1VxSLzuXEFnj3dogdAFe/6+/WCD+SAFD4xqjrYNBFanoJIYTvmELU/H3elr8f/nmVOv/v5rWt1xd+olHno589d130OBIACt8Ijm284EUI0X2EJat5STXVYC5rmAVBdB4ZM+HGCf5uhegEJAAUnUtlgbpfsCnU3y0Ronswl6k7FBmDIbpxTlSPMYWoqa3CkmQVsBBdgCwCEb5RdBh++kjd/q45eVnw3vWw5yPftUuI7u7MT/DBz+DL//P+uSLTJfjr7GpK1S8FoseTAFD4xsltsOYPsOfD5uscWqtuPn9sfcPt8YQQ7aczQHgKhMb7uyXC12pKztpGVIEne8Gnd6jbcwq3nTx5kvnz55OcnEyfPn147LHHnI/t2LGDCRMmkJaWxuDBg1m1apUfW+o+GQIWvhGWDH2mQ/zQ5utMuA0qjTDwfMl9KISnJI9xJZP3tpIc2PeZurXcmJt8c07RtLx98P716rC/Y7WvRgOhiVB0FAIi/Nm6LmfRokWMHz+eFStWUFxczLnnnktqaiqXXnop8+fP5/XXX2fWrFl8++23LFiwgKysLBISEvzd7BZJACh8I22Sejvboa+h91R1VxSNBkZeDe9eDcXHYOGLENPEc4QQnVNFHmz5F0SkSgDoa+ZyQHEtvtHpwW5rPCR/81qwhPu8eV3djh07ePbZZ9FoNERFRTFv3jy2bt2KxWJh7NixzJo1C4Dp06czbdo03nvvPe6++24/t7plMgQs/OeHF+C/98HaxxsO+VotUFsNNov/2iaEaLuIXjB6EQxe6O+W9DxfPwErHwBbrXo/vBcs+lTdX76+sCTft60buOaaa3juueewWCwcO3aMTz/9lMsuu4yNGzcyefLkBnXHjx/Pzp07/dPQNpAAUPhP3GB13+TIXg3LF/wdfvY5JAz3T7uE6E6OrYcVd8HWV71/rpA4mHIvjLnR++cSDeVnwfHNcPgb9b7epAbkokXl5eWUlZU5b2azucl6jz32GGvWrCEiIoLevXtzzjnnMGPGDE6dOkV8fMP5tXFxcRQWFvqi+R0iAaDwjdxd8PqF8NxYV29fnxlw3ceQ+fOGc/5Ck9Q5g3qTX5oqRLdSegKOfqeushfd1zmPwIV/hpSx/m5JlzJ48GDCw8Odt2XLljWqY7PZmDNnDrfddhulpaWcPHmSXbt28eyzz2Kz2VDOWrRos9nQdIF57DIHUPhGTH/Q6tRAr/4bIzLNf20SoidIGQuzlkCoDyakKwrYreowpDHI++cTLilj/N2CLmnv3r0kJyc775tMjTse1q5di8Vi4b777gMgMTGRv/zlL8yfP5/JkydTUFDQoH5+fn6nXwAC0gMofMUQCFf+G2Ytbb3u4W9gx7/V3IFCiI6J6gODF0DqeO+fq7oYnh8H/5gsqZxElxAaGkpYWJjz1lQAaLFY0Osb9pdptVosFguZmZls2NAwv+369euZOHGiV9vtCRIACt8xhcKA81uv9+MH8N3TagJbIUTXoat3kbRb/deOnijnBzXfqiye87gpU6Zw+vRp3n77bUCdN/jII49wxRVXcO2117JmzRrWrlX3v165ciVZWVlcfvnl/myyW2QIWHQ+KWPUVAahif5uiRBdX0WemhA4KFq9eZMxFG75FrQGNbWT8A1Fgf/cpv78i6+AyHYeRsFis1NeY6XWZic7rwKbYsdmA5tdIaeoijNlNei1Wgx6DQatlhqrjbwyM0a9hkCDniCjDoOue/UthYeH8+WXX3Lffffx8MMPo9VqueSSS3jssccIDAzk3Xff5fbbb6eoqIiMjAw+++wzgoOD/d3sVsk7VHQ+mT/3dwuE6D52/hu2L4dR18PU+7x7Lo3GlYdO+I5ig5gBYLeAzr3Fc8cKq9h8tIjsMxUUV1s4VlBJUaWFWnvHh+71Wgg06gkLMGDUaQk0agky6gk06IgLC0BRFEJMOkICDISY9PSJDabKYiPEpCc0QE+IyYDNA+3wpKFDhza7w8fcuXPJyup6i6wkABRCiO7MEATBMeoUDNE9afVwzbtuV1+Tlcfj/91LczGWBggPMmDSadHpNOi0GnQaDYFGPeZaG1a7gtVux2q1Y0dDTa0Ni9WGxaYe0GqH8hor5TXtnwag0UCQQUeISU9YkIHIQCMRQQYiggz0iQ1BURQig4xEBRuJCTHRK0oWHbWVBIBCCNGdjb9FvfnKlpehtgZGXw90/mGwnuj9rTnYFUiKCGDukARGpkag12mICTERalJ76nrHhnC0oLLB89Jjglsss9rtVNfaqbZYqbLYCA80cDi/kqq6+9W1NgIMOo4XVVFptlJhVoNEq12hoNxMhcVKeU0tFquCokClxUalxcaZ8qZz89Wn12qICjIQE2oiOthEbKiJjPgQdBoNsSEmokNMxIYaWz1OTyIBoOh81j8Lez+FzBtgzu3+bo0Qoi22LQdLhbrymORWqwvfqzLbAHhw7kBGpEY0Gdi1h16rJdSkJdSkhhbpMcFEBjUMuloLIgEsNhtRwSb2nSqj3FxLWbWV4ioLJVW1FFdZsNoUThRXU1RloahSvVntCnkVFvIqLEB5s20MMemJDDYQVFva4dfb1UkAKDofa42aTsJc4e+WCCHaaugl6gpgo/T++Ux5Lqz6LQRGwAVPt1rdXKsGgCZD51ysYdTpiAkxkdrMsO7ZAaPVbifYpGdHTjEFFRYKys0UVFiosdo4WlBJQYWFwgozlRYbFXU9j9ayMl+9nE5LAkDR+WT+HIZe6v0Vi0L0BNvfgDN7YchC6OWD3GRT7vX+OURD5nI1BYybn5k1VjsAJoPOm63yGb1WS2J4IOZEe4PyswPFKouVAIOOncdLOHjkKL950dct7VwkABSdT0icehNCdNypnWpy9VTZIqzbCo2H859S91Z3g7kuAAzQd84eQG8JMupJjwlGq9GQqK/yd3P8TgJAIYTozoZeCqnjIHGk784pu4D4likc+s1xq6qiKM4A0KTvHj2Aon0kABSdT+FBOL0bwlIh5hx/t0aIzkFR1N68Y4chbSrOFbblpyBnEwy52FW3Ig+yf1B35ug93bftfOcqyN8PF/8DYs/17blFqxzBH4Cph/UAioYkAPSAggoz2vIa7HYFjQaOF1VhVxTsgN2uUGmxcqKouq5MwW5XyCs3c7K4GqWuzGZXOFJQyamS+mUQc9LEmbIa9bmKejz1Z4XIYBP5ZTUoqFna7YpCRJCRgnIzCgp2O9gUhfBAA0UVFrU9inr+kAA9pVW1KIqC47t6aICBsppaqCtRlPplam4ovVZLdIiRKrMNvU6j3rRa4sMCKKupRa/VYNBp0eu0GHSg02g5VlRFYYWZtOggooPdSFJ6bAN8/1cYOA9GSQAoeqDyM3B8I9QEQr+5aplGA29eDJUGuOptSIpVyw+vg2+fAhQYcoladnwTrLwf4gf7PgB0DEPKVnC+U10CJcfUJNxRvVusWlO3AAQ67yIQ4RsSAHrAbW9tRx+W4+9mdHqBBi0f3TaJIGMrf3YRadBnOsQO8E3DhPAnSxUc3AhBQ1y7aJzYDGtuh4TzXAEgQNokKK4Fpd5kd8fPAfW2/4oZAAlDIXaQ99t/tgXPq/8aQ3x/7p7qxGb434OQnAmX/qvFqjW16t+LTqN+oRc9lwSAHqDTgEGnQaMBQ90bSqNRs6drNWDQaVEUBa1Gg0YLWo2GAL0Oq11Bq1HvazUaAo06am32BmVBJh0Wq915X6MBXd0xQkwGamptaLV15RoNoQEGqixWdFq1DVqNhohAAxVmq3oMrVoWGWSgrLoWrabuRWg0RAQZKa2yOO4CEBlkoqTKAhp17ojVphBs0lNQYVazwdvs1NoUTAYdJZUWbIqdWhvU2uxYbfa616hhX24Z1bV2iiotrQeAfWaoNyF6go9uhMJ1MPcN6DdbLYsfCmmTIXZcw7pX/RvOztc28hpIHAHh9XLuxfaHK970brubE9i+fWhFB+hNEJEKIfGtVq2u6wEM6CYrgEX7SQDoAe/eMpHEJPXD150klx0t89ZxvdnOkUtXUVJd65F9JoXokqxmOLgKjn4H5z3l+paVPBpsR8FmcdWN6g0/X9k42GtO/BCPN1d0Ib2nuz3U7xgCNsoCkB5P+n+FT+h16sWu1mpvpaYQ3VRtFax9DA6uhqJDrvLJ98I9P8LAC/3XNk/KXqNuB5e3z98tEU2odiaB1rRSU3R30gMofMIRAFrtbgSAx9bD109A3CBY1MMzdYruIzASRl4LphAIjnGV6wz+a5M37P8vHPoaAiJg8Bh/t0acpcZSFwDqpAewp5MAUPiEQad2NlttbgwB22qh7BQExbReV4iuZPLd/m6B96WOV4O/yHR/t6T7sdvVFD86Q8O5lp/dA2d+hPG3wrDLWzxEjbVuDqBRBgB7ui7zF6AoCsuXL2fChAlNPl5ZWUlsbCxPPvlkg/K//vWvZGRkkJyczMKFCykoKHA+VlhYyOWXX06vXr1IS0vj6adb30NRtI9jcUytOwFg0ki4YjnMXurdRgnhbeVnYPkCWPmAv1viO8OvhJm/gxTZecQj6ifVri6G1y+Ef81Sf3YIjoaqIqgpafVw1Za6JNDSA9jjdYkA8IsvvmD48OEsXbqUkpKSJus899xzFBcXNyh7//33Wb58OZs3byYnJ4fExER++ctfOh+//vrrGTp0KMeOHWPjxo0899xzfPbZZ958KT2Wcw6gzY0h4IAISBgmPQii67NUqNuwndji75aIrqjoCHz5sOt+cDT0OUdN/XNsvat8+JUw7y8w8rpWD1njnAMoAWBP1yWGgCsqKnjiiScIDQ3l1ltvbfT4qVOnePXVV1mwYEGD8r/+9a88+uijREVFAfDYY4+RmJhIUVERBQUFbNmyhRUrVqDRaEhKSuKuu+7i1VdfZf78+T55XT2JXtuGAFCI7iIkFi75F1TKxVa0w7qn1F1eBs1Xc0ACXPBHNcm2tt7lO6a/enODcxGIXhaB9HRdogfwsssuazEou+uuu3j44YcJDQ11llmtVrZu3crkyZOdZTExMaSnp/Pjjz+yceNGxo8fj17vehONHz+enTt3euU19HTOOYDupoEpOgwbn1dXFArRVZnCYPjlDZM5d3cb/g4vTlLfv6JjwpKh10RXgnAHrXt9N4qiUGWxkltazcG8cvbmlpKdVwFID6DoIj2ALXnppZcoKSlh0aJFfP31187y/Px8bDYbMTENFxLExcVRWFjIqVOniI+Pb/Kx5pjNZsxms/N+eXm5h15F9+cIAN3uAdz7KWxfDpYDML3peZ9CiE5IsUFttZr3UHTMub9tU/XTZdV8d7CQIwUV7D1VxqmSaizNzLsOlG3gerwuHQDu2bOHJUuWsHnzZjSaht3ZNpvaza0oSoPHbDYbGo0Gm82GoiiNnnP2cepbtmwZS5fKwoT2cKaBcWcRCEDGbCg7CQPneLFVQniZuRxOZEGVEaL6+Ls1vjH6ZzDsMjCFtlpVeM7WY8U89PHuJhfaGXUaQgIMGLQagk16jHot5w1N8EMrRWfSZQPAqqoqrrzySp599llSUlIaPR4ZGYmiKBQXFzvnAILaM5iQkEBubi6bN29u8BzHY8156KGHuO+++5z3T548yeDBgz3waro/1ypgN3sAE4bCBU9DTLD7uyGc+QmqFAga2s5WCuFhp3+Ezy6DqGlwzbv+bo1vBEaoN+FTr35/mFqbQmpkINdOSCMiyEBqZCCRQUYCDTpn50ZLuzaJnqXL9gGvXbuWw4cPc/PNNxMREUFERARvv/02S5cuZfbs2QQHBzNgwAA2bNjgfE5ubi5nzpxhxIgRZGZmsmnTJuz1EhOvX7+eiRMnNntOk8lEWFiY81Z/zqFomUHfxjmADjYr5GdB+amG5UfWwerfQd5e9b65DCrz4aNfeKC1QniIzgjhvRomfhYqxQ4ntkHBfvVnh6Ij6nu5p7NZ1ZQvb10C5opWq5fVWAH41ZwB3Dq9LxN6R5McEUSQUd/iyJav7crfxfcnvye/Wn7H/tZlA8B58+ZRXV1NSUmJ83bNNdfw6KOPsnr1agB++ctfOlPHWCwWHnroIW6++WaCgoIYN24ciYmJPPXUU9jtdg4fPsyLL77I4sWL/fzKuqd2rwKuKoR3roa3LmtYnr0a1j8LR+tSIdSUwZrfQ1VB42MI4S8pY+DeH2HBc/5uie+YK2D3e7D55VYqKvD25fD2VbDnQ1fxvhXw2vlwcptXm9np1VapCfGLjoCu9cE6S93q3gAfzO2zKtYG97889iXvZL1DTnmOs2zL6S3MeG8GSzYuaVD32e3PsmzzMvYVylaB/tZlh4Ddcffdd3Py5En69++PXq9nwYIFzkTRGo2Gjz/+mBtvvJFnnnmGyMhInn76aTIzM/3c6u7J0NY5gA7WarX3xFKpJkR1fJPtNQnCtBA/RL0fEA7Dr4KILvudRojuQbHCN3UJ+Wc3TtvlpNHBkIth57fQd5arvPQE2G2Qvx+Se/DnsSFITYhvNYPO1Gp1x2IPo95zq3tLzaUYdUYC9YEAbD29lbtWPUaUKYrnZrq+1Kw7vo6d+TuJD4qnV2gvAGKDYimsKUSpPdLgmAMiB1BRGUiQIchZtubYGiJ0/YgOiPZY20XrulQAOGPGDLKyspp9/PXXX29wX6vV8vTTTze7w0efPn345ptvPNhC0Rx9W1cBO0Smw02rG5cPOB9iLnPNDzSFwvhftm3OoBDC80zhkDFL/eJmM9PiZebCP8PY0oZpTabcDeNuhpA4rze1U9Pp1YT4bnJ8thp1nhnu/dU3v+KLg9t4cOyDTEuZBkBUQBSl5lJsdluDutNSp5EQnEBcsOt3lhKawofzPySnqLpB3QfHPcjRPq7P6E8OfsKrB55iUOg0npj6BHpNlwpLujT5n/aAv397jKCwUgBCAwzcPbOf87EPt53gRHEVFeaGXeYhJj0VZisPnjfQmSLlrR+O8c3+vCbrAdw3uz9BRvVX9r8fc9l/przZ4955TgYRQUYA/rPjJJ/vPtXscW+Z1pfYUPUb5jf78/g+u6DJegA3Te5NekwwABsOFbA2K6/JegDXT0gjLVqt26at4IToLnI2wupXIXICjLnJ363xDY0GLviT+nNAMFSc9YVs32eQ/RX0PRemXdM4p11Y40V9onUWa10AqG95FGTX8RJe/OYQ1rr57+WWcnIqDlBhtvKHuQsZkaruMayx9KLmTALLv6tgXZg61zrIpGMovyNQCWTrsSLGpKkLLAcET2HLnlT+cwr+w17nuRzXhZkDC5nYV+3dO1ZYyR/+66pTVZtKbcG1FJb24cmVB5jWL5Zp/WMByCur4aXvDjd6DY7jTuwTzcxBajq3ggpzg+PWrwcwJi3KufK5wmzl798ea/X/tLuTANADvj9cgtZkAdTPvvoB4O4TJaw72Py8tAfmDIC6Hvvtx4r5al9es3UXn+s67r7T5azYdarZujdPdaWc2HOytMXjXj8hDVADwMP5lS3WvTwz1fnz0YKqFuvOH55EWl2Pvl7v5Z1AFAXMpVBeAUoQaGQoWHQCZadg/38hPcTfLek88vepi7h6Slqc9qoshP1fq9NbHLuANENRFGrrFtg5OhSa8+yag84v7i7q5/r+/HxnADgx7nw+rDhIdgVknzy7fjUjU6IZk6beK66ytHgtyIgLcQaAxVW1TdQdxqESOHQqj5TIIGcAWGG2tnjcmBCTMwCsttharBti0jsDwFqrne8PlzRbt6eQANADrh+XSESkusovMtjY4LHzhiYwrX8sxZWWBuWRwUaKKy3o6nXXXzQyicTwgCbrAQTU+2Y3vX8sw1PCmz1uiMn1q501OB7TWd8K6x/X0VMIMK53FKEB+ibrAc6eQoDRvSK4Y0bfJusBJEYE8NOpUn790W6KKtWksFZvBYA2C7x0DmjPwM0HwCQXXNEJJI2CeX8FTQ/s1VLsUFWE48ul08B5ENW3+a3L8vapK/+j+kDiCK83s9MqOKDuAxyRCotWtFjVUu9z1dhKAOjoEZs7JJ6MWPVzssJ+hqoaDZmprjRoY1NTuGNGw8/r+p/zQ5PDneXJEYHOa0FT9YeluOomRQQ0qlv/uAMSg3lqy1P8MvNiooLTWzzugARXJo7wIEOLx+0b57omBBp1XD8ukScaHblnkQDQA+YNiSMxKRlonGNpUt+YJvMuNVU2Y0Ac6XVDpi3VA8hMi3T7uBP6RJMQFtBqPVDf1PXf2C3ljBqYGMbAxLAW6x3Jr2TzkSKi6wLj2ramgXGXc5WcRp2ELkRnENUH+g/refNSj6yDlfdDUjxc/FnDx+IGq7fmHF4Lm/8FI67q2QGgMRhSx0Jw63Mh60+tMbSyx++bN43j3i+fosRcQGa/n9MnvA/pMQMbfX73ig7i8jGpDcqa+5yPCwtoVLe5+nGhjevWr/ef7P+w7sQ6DlSs558zPnb7uGEBBrfbG2DQMW9InASA/m6A6N50delfHB9PbV4F7C6NDhZvhdiwnnexFaKzCYkDWy2Mut5VlrsL/vs0jFrU8pBmZB/oPU2GiBOHw8UvuVXVMf8PXPOtm2PS6zhQ+iO5lblUW6/qUBO9YWavmRwtO8qYlDTnghCrYuXW1bdi0pl49pxnnXVXHVvF1tNbmdFrBukxswF1TuNjPzwGwPuXuPajfm//e9gVOw9NkVyxDhIAesCrP77KI0muPRvfP/A++4v2c0HvC8iMV9MY5Ffn849d/yDEGMK9o+911v1P9n/4qeAn5qTPIT1mBgAl5hKe3/E8eq2eFy/4vbPuyiMr2XpmGzNSpjtXZVXUVvDMtr8ACv83/v+cdb84+gWbT29mStIUboyZD0CtvZZlm5cBGl44b4mz7pqcNXx38jvmDRjPmKjzneWP//A4IcHV3DTwN4QY1O7zH3J/4J/7viI9aCxz01wb3C/ZsISich03Dr2RCFOEs9wZANZtu1dr99IQMKhBoBCdSVUh5OVATTAE+S/FRWGFmVe+P8LRwkrsCmg1EGIyEBdmIj7MxJCkcAINOtKig1o/mDti+qspXuqvYt36KuRsUhNjtxQADjhfvQm3OT5XDTqNW0mfbxl+C+WWcpJDkr3dtDYLNYZyz+h7GvTe5VbkkluZi06jQ1fvc/5g8UHWn1pf9zrUANCm2Pip8CcAaqw1gHr9OVVxiq9yvmL+wAmE0Nu3L6qTkgDQA/YU7mlwP6toP5tyf2BMwhhnWbW1mh9yfyDU2HD3kAPFB9iQu4HB0a4hEbPNzIbcDRi1DecTZhdnsyn3B/pHuhaDWO1WNuX+AIAG1xs/pyyHTbmbSAtNO6vuJgAUXD1xJ8pPsOX0FgbGRzPGtWseG3I3oDUWckP/+51lR8uO8vnhz5mdGNYgAFx5ZCWVVUFcO+jaBm3WnvVh5LU5gEJ0Rrs/gK2/h6GLYcZDfmmCoig89MmPHDjT+m4SAEnhASRHBpEeHUTvmGAy4kJIjAho/Yn1abQw83cN0zJNvBN0vSEyreXnijaz1DpSwLS++G3Zyn0cLwrlmvFDiDB5KOD3srigOJ6Z/gxmm7lBgDs1ZSq9QnvRr941MdgQzIPjHiRQF1gXLNrQaDRYbBYy4zMpM5cR0npaxR5BAkAPuKz/5Q3uX9j7AsbEZzIkeoizLNIUyR0j70B/VsqD2WmzGRI9hEHRg5xloYZQbh9xe6O6M1Jn0C+qHwMiBzjLggxB3DnqTjQ0/OY3LWUavcJ60SfcNYxi0BlYPGoxdsWOQWsA1IUZk5InkRiSyPheDYdcbh9xOzFhSoOEnSNjR5IYcT+hNKy7eNRi8koVZ0+hg6sHUL3v1TQwP7wA2jwYcgcEx3rvPEK4S29Qe/6Mwa3X9ZKyGqsz+PvN+QMZkhRGTmEVpdW15JXXcKbMTElVLfvPlFNUaeFUaQ2nSmvYcrTIeQy9VkOvqCD6xYXSLz6EjDj1Vn+xWati+qn5/YR7dr8PX78O6VNg8t0tVnX0ALaWAgZg5Z5cjhdVM29Ekida6RMmnYkBUQMalQ+PGc7wmOENygxaA9OS1REyg84AqItAHhz3ICB7IdcnAaAHTEpquH+wY9i3vlBjKBf0vqBR+ai4UYyKG9WgLMgQxIV9LmxUd3jscIbHNvxjN2qNnJ/eeLhkYNRABkYNbFCm1+g5L/089WetHkcA2C+iH/0i+jV6Y1zY58JGZQOjBnJeTGajN9D1g693ltXaaymoKiAxJLHeHEA18PPaHECAPR9DzV7oc7UEgKJzGHMTnHeXX+elOnrdNcB5QxLU93Rk04vHymusWGw2Nh4q5GhBFYcKKjh4poIKs5XDBZUcLqjky3qp1hLDA8iIDaFffAiTM2IIDzQQ09HulcPfwHdPQ+JImPOHjh2rK6s4A4XZENs48DlbW3oAa63qZ/CpyuP0VwZI4uUeTH7zwqN2F+xmyYYlJAQn8MLMF9BrNQQadOgdiaC9OQdwxFVgLIOASO+dQ4gupv78sNaEBuhJjwknOtgVxCmKgtGg4+t9Z8jOr+BgXgXZZyo4U24mt7SG3NIavssu4NX1RwFICDNxzfheXDSinfPLrDVQehJCE9v3fH87/SNEjXOvrt2upstx5C2tKoKTWyAwWp1DGTgEAiNaPYzF8Tt2owfQYlN38fjz1j8yMe0F9IaeFQbUWGs4U3XG383oFHrWb154XXpoOhabhXJzOVXWKvrFh7LvsfNYvvEIv/t0r3fnAI79hWwFJ8RZHL3urSUIbo5GoyE5IpAp/WKZ0s/Vs15WU0v2mQpnUHissJKDZyo4XWbmrY3H2h8Apk6Ay9+AgLD2Pd/fvnkC9oTCzH+ogZ2iQGU+lByGiAmuetvfgK2Pw+Sn1GAPYOsrsPNt6DUBRi6HVPe+zFrqevXc6QF0/D1EBIRicmOP4e5kU+4m/vTFr+kTNJ57M1oeVu8JJAAUHhVmCuMfs/5BckhygzmJzh5AWQQiepI9H0Lhd9DrUjW1iR9Y63JvOqZjeEpYgIHRaZGMTlODlPSYYFb9dJpfvrkNc0emegRGuNXr1SlZzVBdBvu/h6E/qaugbRZ4dS4E18LPd7q2vsvdBZaKhuluRl4NJ7ZCr5Z3/jhbbV2vXms5ANW66u/mmRl/ajTPvLtLD0/HbDNTbC7Gapd8sT3rty98IiW08a4HjsnJhRUWqixeeuPZLGC2q8MqPeyDTXRSubtg/wcQOtpvAaDjS5e+nT2AbRFk1DU4Z49xaC2ggdRxMHkxpKWDqW4OtiPQiEiF6mLX/OTe02H69RDkWixIWApc816bT+/cB9idOYA+/HvobOKD4vn4oo/RWxM5ndv8Vqo9hVwlhVcVVphZ8tlPVFtshAXoya+wcNk/NjJncDz940MZkhROcmSAs4ewQz64AQq+hfkfQNrkjh9PiI7qfz6k94WwMa3X9RLnELCHewCb4piDVmvtQABYUwLHN4HWAH3P9UzDvG3178BSCYs+hf7nNZyKYgiCW9dDUmzD6SmDF3hsykqtm8P8iqI4e4TdmRPaHfWL7CergOtIACi84uODH/PVsa+4ou/NfLO/FJNey9OXD+fJ/2VxsqSG/+x0ffsy6DSkRQczPDmc8EADSRGBDE0OIzE8sG0n1RrUf221HnwlQnRA2iSIme3fVcB2R4+PDwJA52IvxZn8vc1KT8L/fgMhCV0nAEwYrgaATaX70WjA6N18e84eQDcWgfzn7v4sW/8Ky7N+5K7Ri73ars6s3X+f3YgEgMIrjpUf41j5MbblbQX6YbMrDEuO4M2bxvPjiVIO5lXw9f48svMqMFvtZOdVkJ3nSlRr0Gn4+LY29uJd/A+ICYESmdshhIOjd8gjveytqL8Ktd0r/gPCIGWMX3dOabOFL/j19Ja6Yd3WtoHTaDTYtGXsKf6B4trOtwuIr3x2+DM+2Nz2ofbuRgJA4RUX9r6QETEj6Bc2is++24WtbthBq9EwIjWCBaOSuSwzBbuicKqkmsMFlZRV1/LTqTK+2nuGWptCQaW5bSc1BIEhEDTSvS86iYo80Ougtu5v0w9cQ37eDwCN9XoZHfnm2iw8FS552UMt6hmcPYCG1n/HaWFp3DP6Hkz6nrUCuL5ySzm5Vbn+bobfSQAovKJ/ZH/6R/anpErNwq4AdkVptDWcVqMhJTKIlMggZzLazUeLKKywyLZxoutb/Vs4+RnMfsVv+9tanZP+vX+u+kFmrV2G2LxJURRsikKVxepcWGdspQewwmzl5e9yqalNZ/G5/Vqs253NTpuNoVzHr9nk76b4lQSAwqvqp56w2xW0bsxD0tcFiW3eNWT//2DnHkg4r+Em9EL4i1YP+gDQGfzWBOccQB8MAWs1GnQasCkdXAjSlZSfgX//XB2BuOINjx/ebLWx60QpP50spbDSwsG8ckoqaymusmA56zOytTQwVWYr/96Ug0Gn6dEBYGxgLFOSp/i7GX4nAaDwGptiY/PpH1z37YpbvRDOlYRtnUN06Cs4/A5MT5MAUHQOC573e3LyWjVFnM/Sfhj0Wmy19vangrFUwYc/V9M6XfO+ZxvnDZYKdcs2L+z3vC+3jIc/+ZHiqtYXthn1GsalR7VYx9Erq9VCfnU+sYGyZWZPJgGg8BoNGt7ctxy4Fo1GHa5wh669PYDp0yAuEqJ77jdb0YmYy0GxAZ4PDNrCMQTsizmA4Ohp7EAAqNVCwQH1Z2sb5wH7Q2giLHxR3dLNw/6+9iDFVbUEG3VMyYglMz2CYKOeqGAjEUEGgk16+saGcKqkGp1W02iKzdkcfwtmWxUv736Zh8c/7PE2i65DAkDhNVqNlkv6X4Qy+BATYucRZHTvz81xobK2dQ7R4AUQc41sBSd8S1Gg7CSE1VtV+cXDsOFDGPcLSPm1/9pG/SFg35zPqNeC2bUytc10JnVVrc4IhgDPNs4bjEHq1m1eUFihzqH+w8JhjOoV4ZwnXV+wSe9WcF8/B6BWqxBm7KJb7QmPkQBQeNVFfec3+aHVEscwsSwCEZ2epQqeHgHlWrj5a9cWZhG91H8rCvzWNAdfpoEBV8LpdvcAajTQa6Lrfm0N1Fapc+x6GEcQHR7U/kv1vsJ9PL/zecJMYSzK+A0AMYGR3DnqTo+0UXRdEgCKTsdxobK2J4+Y3a4Ou2l8sORR9CxnfoJ1/wJ9H5hUl0DXGAQB4VBVA6XHXQHgyGsgdSGYQv3VWifnTiA+6gI0OncD8cAqYHMpPDMZqgPhF6shIELtcS06DEWVENm74+foqIo8OLJNbVvicI8e2tyGLd4ALHYL646vY7ZxJBADgElv4kjZEYL1wfVWhPfMXUBEQxIACq9b/M4OTpWWkJCyhVtHLyLU2PJF0TFZ3Wpr44nW/Ql2/wUyH4GJd7SztULUsVSBBlfPU3Ux7H4PgobDxDvVniqAaz+A2kh1yNIhIAxMneNLiHPvVx9sBQeuKRweSQOz/S2oLoK+16sBFkBNKbwyCuzxcO1HEOvnBV8nt8Nnd0PCULjiTY8e2ly3gsedHT6sipV71t7DsfJj5FnncE3fuwHoFdqL3074Lelh6eQWOrYF7Hn7AIvGJAAUXrd672lqau0E2r/nmqELWw8A2zuE5Oj1s8tWcKKDNj4HO9+GKffAsCvUspSxMPkeiJ+FmtmyLqCK6tOp5506krD7LADUO96/bf0G14QJt8PsW6GsXjAZGKFuvZZfBhEpHT9HRxmD1eAvqo9HD2u12XGsgzO5kT5Br9HzwLgH+Pv2v5MWluYq1+qZkKjOUYw02fj+wXM4UVTt0baKrkkCQOF1jlWBmXFjMdbvJWmGY5NyW1t7EMb9EubcDuXtaKTo2exWdWjRwRQOtdVwfKsrANSbYPbSTh3sNcXxRaq1HHGe4twP2BNzeDUatTe14qz/81vWQV5Jw15Xf+k9Fa4Y7fHDmuvlUTS5OXzfO6w3z8x4ptl51ya9jpTIoLZnWBDdkvQDC69zdDzcPOwWt/JO6drbA2gKgeBoNfGuEO46+CW8dSkc2+AqG3IxXP46nP+U35rlKY6LvU7jozQwdUPAFk/MAWyORqMGfzvfgZdnwq53vXcuP6mpdfWgujMELERbyV+V8DrHBcHdDr12p4FxsDUxBFyRB0VH1J9rq2H/F3Dk2/YdX3QvxzZCSQ5sr7eLgykEEke45vl1YVbFx4tAdB7sAWxNxWk4uRXKTnn/XD5WU9cDaHAjvx/AZ4c+45ODn1BqLm22zsEz5Tz+3718vrv7/X+JtpMAUHido0fP3SFd1yKQNgaAigJbXoFXZsOJra7yXe/Cq3Nhw9/U+zUl8M6VsNK/+dmEn1QVgaXe8Nj4W9S5Zhc+4782eZFjSzbfzwH0QQA4aD5c/S4MWej9czVn59vw/g2w7TWPHramDQtAAP6d9W/+tedflFnKmq1zpLCSl787wjf78z3SRtG1SQAovM5x4fm/73/L3sK9btdv8wXEWq1O3q8pVX92iEgDNGqZooA+EJJGQfyQth1fdH2ntsObC+GHF11loYkw7ma1188HrHZ7+1IcdeB84IdVwL6YZxadAQPO9/gCjDYpOQ6nd0PpSY8e1hEAmgytLwBZsesUgWVXEFV1A9uPuEZAKs1Wnl6133n77+5cQNLAtNVnn31Genp6g1t8fDwhIepnxo4dO5gwYQJpaWkMHjyYVatW+bnF7pFFIMLrHMMXJeZyaqw1rdbXt3cRiCEIbl4Lmz6D2EGu8uRMuOVrdWI/qKsIf/lNl5vMLzzAUqVu0Za7o+mpAl5wpqyGx1fuY1dOMQWVFudUCINOQ5BRT0SggV7RQYSY9MSHmegVFUxadBAJ4Z6Zy+oIxHy1FZxPh4A7g6GXQuAQCE3w6GGdOQBbWbyTV17DM6sPAOo+wEfirc7HLFY7n9cFffWFBxo819AeYP78+cyfP79B2a233kpMTAzl5eXMnz+f119/nVmzZvHtt9+yYMECsrKySEjw7N+Ep0kAKLzuq/um8/2xfSg8SEpIcqv1O7SKMDBS/UCuT290BX+iZ8nbC0e+h/G/VO/H9IcFz0Ov8T5JFq4oCre9tY3tOSWNHqu1KZRW11JaXcuxoqpGj2s0kBQeQP/4UAYlhjEwIZS4MFOb2+BMA+OjXh/HKv7m3r9mq40lK36iqMrC+N7RZMSFMCo1ktCAdlyOKvOhbAvUhEDcoNbre0p5LmxfruaGvO7vQKLHT+HsAdS1/HdaaVbrGXQaFk1Mp3+8qyc7wKDjpikNk2XHhZoY3SvSw63tWQ4fPswnn3zCgQMHeOeddxg7diyzZs0CYPr06UybNo333nuPu+++288tbVmXCQAVReHNN9/khRde4IcffgCguLiY66+/nqysLKqqqhg7diwvvvgiSUlJ5OfnM3bs2EbHyMnJYevWrWRmZnL33Xfz1ltvERrqyku3f/9+TKa2f8iK5gUadfRrQ8Z+x5xBqyKpCkQHKAqs/QOUnICRVwLBEBKn3nzkdFkN23NK0Glg2aXDSY8OIsCgQ1GgutZKlcVOcaUFBdh7qpTc0hqOFVaSU1hFhcXGyZIaTpbU8HXdnC2tBtKjgxmZGsHcoQkkhQe2Gjg508D4qAfQOQRsbToA3H2ilI2HiwDYf7rCWd4/PoTRaZGM7hXJsOQwAg1uXJ6Ofg9f3wFpl8P8Zzve+JbYakHn6DnT1K081qgLzAj2+OnMter/n8nQ8u/NsbtHoFHH9RPSGjzWVFlbt+YUjT355JPccccdhIeHs3HjRiZPntzg8fHjx7Nz507/NK4NukQA+MUXX/DAAw9QVVWFwdCw63rp0qVkZmZitVq58847Wbx4MR999BGxsbEcPXq0Qd13332X5557jszMTEANIJ9++ml+/vOf++qlCDc4VwF7K42EYoN/zQZzMCz8R6fYrkt4QfkpUOwQGg9Wi1+a4EiFEmjUMy49qsFjzmG4mGD1opzm6pVRFIXgAD3rDuSTlVtO1uky9p0up7DCwuGCSg4XVPLxDnXOmdqDFsH4PtGMTA1vtOevIwDU+XgOoKWZKRyFla7fxaKJaXyzP5+coioOnKngwJkK3t18nECDlr9cOZKBCWEtnywoCuIGQ0i8x9rfpC8fAasZLnxavR+aAONvVXsdAyKgxvPTCZyLQFoJ3B1D/OWWUq7671W8dcFbHm9Ld1ZeXk5ZmWvhjMlkarETKD8/n/fee4+DBw8CcOrUKc4999wGdeLi4ti0aZN3GuxBXSIArKio4IknniA0NJRbb73VWR4ZGekM5vR6PRdeeCGPP/54k8ew2Ww8+uijvPzyy86yoqIiIiIivNp2Ac+s2s+GozmMzqhmRp9BJIUktVjfseit1msT5bVwYrO6lZTNP4GB8IGwZHWFqB/ZFEfvW9uCL41GQ1xoAGPSohiT5gocAww6/rcnl53Hi9lzsoxD+ZVk51WQnVfBB9tOEGzUMaFvNBePSqZ3dDDBJr0znVJb29BejgCw0mxt8vHCCjMAcwbH8/sFQzlaUElBhZntOcVsP1bC99kFVJit/HSqrPUAsPd0GHuBd+fzFh1WF5ehgfOedJWPv0X9V28EvBAA1u2F2douIM4FRRob5ZZydHSOLQi7isGDBze4/+ijj7JkyZJm67/55ptcfPHFxMWpIwk2mw3lrNEqm82GpgukkOoSAeBll10GwDfffNNsnZycHJ5//nkWL17c5OPvvfceycnJTJs2zVlWXFwsAaAPfL0/nx9PWvix6hNiwm2tB4B1FxCbtwJAjQauehsqdGD0zcpP0TM5kzB7qPctITyAcwbEcc6AONJjgtl2tIgdx0vYfqyYjYcLKa6qZc2+PNbsy8Og1TC2dyQnitUV8Wf3DHpLRpz6nvpyz2ne3ZzD+N5RDS6GRXU9gNEhrl6WmBATcwYnMGdwAk+s3MeqvWewNDOE7HOGYJj5u7ohYD1g9slpa5xDwC3/7cSHBXDjlDSsShWzhr7YJQKPzmTv3r0kJ7vmprc2Bey1117jmWdcKaOioqIoKChoUCc/P7/TLwCBLhIAtuSpp57ij3/8IyUlJdx3331ceeWVTdb785//zKOPPtqgrLi4mEWLFqHVahk2bJhzOLk5ZrMZs9n15i8vlz3H3KGtu/j1De9HVEBUK7XrzyHyYqMGXiirgIXXeTsFS3SIiVmD4pk1KB6borAvt5TvswvZdLiIIwWVbDhU5Kyr99EcwHMGxPLVvmg2HCrkNx//SP/4EH42KZ206CDAFQBGBTe9jVtri0h8LjQepv7K56c1O/MAttyjFx8WwKIJ7s+xFg2FhoYSFtZKT3OdnTt3cvLkSc455xxnWWZmJhs2bOC+++5zlq1fv56rrrrK4231tC6fB/DBBx+ksLCQ48ePk5+fz0UXXdSozvbt2ykuLmbevHkNyvfs2cPx48c5cOAA8+fPZ/bs2Zw4caLZcy1btozw8HDn7eyuY9E0x8Xv6oHXMCZ+TKv1XYtAOskFQHRNp3+ED2+CtY/5rQlW5wpc73/U6jQahiZFcOu0vqz91XRe/dlYFk3oRWpkIEFGHRmxvunt1mg0/H7BEG6b3pcgo44DZyp4+JM9XPTcer7ad4a8cvVLdPMBYBuyABQehjfmw/+6X1J3x04gra0CFr7zxRdfMH36dPR6V9/Ztddey5o1a1i7di0AK1euJCsri8svv9xfzXRbl+8BdEhKSuLll18mLCyM7OxsMjIynI+9+uqrXH311WjPGgJx3DeZTNxyyy188sknrFq1ihtvvLHJczz00EMNovyTJ09KEOiGtu4E4ugBsHqzByBnExSUQ8JwMHp+BZ/oBKqL1MTPNt8M2TXFtQ+vb4flNBoNfWKC6TOlDzdO6YOiKD4dGtRrtVw5NpVfTO3N06sO8MmOE/x4spQfT7q2KYsKaiUAdOfzwlYDR9ZB0AiPtLtJ1SXq8G9gRL1VwN5RXmMlr7yG0qpaPtqmdka0NgRcVlPLthMn2VO4nV5RoZyTOsOrbezJNm3axOjRoxuUpaSk8O6773L77bdTVFRERkYGn332GcHBnf+60m0CQACdToderycoKMhZZrPZeOedd1i9enWrz7fZbBiNTX8oQePVQfVXDonmOXoAbW6mdXHMVWr3XsDu+OAGKLXD1e9A7EDvnUf4T9xgOP+PPtvhoyk2H/YAtsRf88KiQ0zcMq0PV45J4dsDBbyx8ahzCDghvOm5VsZW0sg0EJ4Ml74CZi/+jjf9A75ZBpk/82iqmXKzla/2nmHV3tNknS7neFEVxVWNF5MEGVu+TG85UsSv3j2I1lRBnwGfSgDoRZ988kmT5XPnziUrK8vHrem4Lh0ArlixgoyMDAYPHozFYuGRRx5h6tSpJCW5Fhls2bIFRVEaRe01NTX88MMPzJgxA4Dly5ezZ88e5s6d68uX0CM4egBf3v0KVcZhzO8zv8X6euccIC8GgDH9wWAHrWTE77aCY6HfbL82wTkHsIeP4kUEGbl7Vj8uGJbAdwcLsNkVEsMDm6yrb8scQFM4DLvMu/N5a+uSdAdEdPhQVRYr3+zPZ82+PLbnFNPUJ1x4oIHwQAMJ4QEEG3XMG95ykmnH52SYKYTM+ObnsAtxti4dANrtdi655BLKysoICQnhwgsv5N13G6Z92LRpE6NGjWr0XEVRuP/++zl+/DiBgYEMGTKE1atXExsb66vm9xiOALCouoRSc2krtV09gDZvBoA3rJBFIMLr/DUE3FkZdFrOHdhyIm7XIrBOkgh+9u/h3N+Bvf2r0gorzbyzJYd/bzxGhcXmLO8dE8yQpFCGJUeQHh1MalSgs8fP3YTNji8ZaWEp3Dai5S/XQtTXpQLAGTNmNOhmXbhwIQsXLmzxOXfffXeT27EEBgaydetWTzdRNOHZq0ax8ehBapTrSXIjYauzB8BreQBFj1CZD6XHISASovyzStKXi0DcpSgKJ8pPYLFb6BPex9/NacSodySSduP9b7fCiW1QWAlJjb/oe4xOX5cCpm2qa628v+UE72zJcaZ1SY4I4PyhiZwzMJbJGbEd3pXD8SWjM/2Nia6hSwWAomsKDzQwMDat9Yp1HHMGvboIRHR/R9apW8H1mQHz/uKXJjjnAPpoFw53/HP3P/n75ncZmzCWJROX+Ls5jbRpEZjVAv86V03qftsGwAu7+tRWg6Hp4eqW/HiyhGX/y+JUSQ0AI1IjuCIzhYl9o9F6sEfYudOL9DKLNpKvDMIn7IqCzd70zV5vcYiiKK4A0JuLQP57P3z0C8jd7b1zCP8yBkNEL3UuoJ84Ls6+SsLclLPfe+enn49JZ0Kn0WFXFL45/i23rLqVb4+va/TerL/DQUvv4bPrdkSb0sDojRDeS+3h7cAQbbPWPQ1/GaJuBVd81K2n2BWFZ1YfYPE7OzlVUkNsiJFH5w/mP7dPYnJGjEeDP3B9Tu4u2MEz255ppbYQLtIDKLzu/a3Hefm7Axw8U9Pk4zdOTmfRxHQADhdU8pev1D0Wrd6cA5i7C04eg6pC751D+Ff/89SbH7mGgP1z/n25Zdz/4S4qza55Z1mPncdbF7xFkD6Ix1fuY/VeBZjPl9iBbxs8f8Udkwmr27P4L18d4LNduc2ea8Nvzm32sbZw7iXszhxArR7u/bHj83kVRQ3yjnyrbh8YkaqWR6arnxFHvoXprecarLJYeWLlPr7PVj9XzhuSwJ3nZhBi0nttJbajp7RWMVNRW+GVc4juSQJA4XUWq52DZ6qB1j8A391y3Jko9nRZDXnlTQeNHXbOQ5BXAvFDvHN8IQCbc3jOPz2Au0+UNgj+HIL0QU3U7hza1ANY3+k9YDG2PhewuhgOfgXmMhh7k1qm0UDORjizB45tgIi6HaX6z4V7f4LwlFZPX2628sAHO8k6XYFRp+VXc/ozd4j3twMbkhzO5WMSiAiNZsaA1ndaEsJBAkDhdddNSKNC+yOrjq5mZNxIFvZdSK/oIHIK1fQKJr3r4rjliLp1VWpkIMeLq7nwb9/z88npzB4U77wweETfcyFcVgEL73KksnMsbPI1xxxEXcheTDFreOeCdxq83+6d1Y/F52Q0eD/W/zkkwHWJuH16BjdPaX7RSHxYAL/5aDcVZiu/mNK7wV6/bdHureC2vwGH/w3z/gpjfq6W1daovf2hCRBZNw85/wB8/AsIioYxN6rBH6jbvdlrofd01zFNoeqtFWarjQc/3EXW6QrCAvS89vNxRDez04mnje4VSVSQ5DIVbScBoPCJ8/qcw3l9XPsnRgQZKWki6aljBeBNU3rzyvojHC+q5o9f7Oe1749w8agU5g6Jb/eFRfQwWZ/D/v9B72kwvOk9wr3NlQfQPz2AjuTrmQnDWDBuJOFBxgZDkY6UI/Xfj829NwONOgJpfixbp9Wwau8ZSqtruWJMavsDQH0bdgKpLygKNLqGPYAr7oQfP4BzHnEN4SaNgtTxkDJWXeBhrOsNHTSv8THd9OG2E+zNLSfEpOeZK0aSmRbZ4dW97jpRfoJNuQfoG9GXmMAYn5xTdA+yCER0Ko6cgXFhAbxywxgeOn8gUcFG8issvPTdYS77x0Ye/Gg3X/50msKKDmzxVXhI7RmozPdQy0WnU3xMHc5zc/K+NzhTdPhphaajBzAhOJ7JSZNaqGdjd8Fu3tz7ZocWc7gWcLV/Bb9B24adQOqb8RDcvQsS620LlzwGgs/KO6g3wk2rYO7jruCvg/77ozo38o5z+pIR571dSf645Y/8dsNvG8z1+zhrFc/88Abf5WzjcOlhr51bdD/SAyg6lfr7Bht1Om6Z3pdzBsby1b48Vu7OZc+pMjYdKWLTkSKe/CKLwYlhjO8dxYiUCAYmtiEFxFePwk+b1bmAw67w0qsRfpUxU10FHOF+CiJPcw7B+mkIeObAOPrFhRAX1nJvnMVuYcn6JZjtZq4Yeg4mWp/z1hR9G/f9bopB384hYHAt3nAY+wsYf4trmNdLHPMsByWGefU8nx/6nMJyLXlVeYSEq4HmruxIzhy6gg8qTzDyov5ePb/oXiQAFD6x5fQW3tz7JgMiB3DHqDuarefIZVX/AmLU6bhgaCIXDE3keFEVq/edYUN2Idn5Ffx0qoyfTql7Mhu0Gn4+pTfXjOvVeoNCE9WJ3YbOOxledFDsQL/v8+wcAvZTHsDUqCCiw+Bg8UGyikwMjGr6/yNQH8i01GkoioJBa4B2duDpPBAAGtvbA9hkg3xzibNY1QDQ4OFAf+nGpZRZyrhn9D2khqZy07CbqKkOJSrAtdijf+Qg1nCISckT6B3mn4TnomuSAFD4RGVtJYdKDxFiaHl4pLULSGpUEDdO7s2Nk3tjMmh5f8txduSUsPtkKUWVFt7dnONeAHjBn2CcLAIR3uVcBNJCHsCTFSf534k1rD96gF8M/wXpYekebcOpilM8/P3DRJuiWX7B8mbr3TP6HgDSI9zbgqwpOmcS5470ALZzDqAfOXorjTrP5vs5WHyQYnMxtXZ1TuYNQ25o9Lux2vz7JUN0XRIACp8YFjuMpZOWEm4Kb7HeVeNSKa+xkhLZeub9xPBAFoxMZsHIZHJLq7n65U3eTR4tupayk2AuV+eABfknPYbz4lyvZ8iu2FFQ0GnUYGH9qfW8nf1Pbh38W9JCPTtcvS+3jO0na4jXDyfeC5tknM25j3eH5hF6sAfQB2x2xRnoG/SenVZ//9j7qbJWkRDUfDoZZ65JCQBFG0kAKHwiOiCa6IDoVuvNGdy+vFk6bcd7HkQ3s/ll2PspTLoTxtzklyY45wBqNSiKwut7X2fV0VU8MPYBRseNBmBq0lSOVW8lITjB48mCV+89w8c7Crh+wi+5aYp7w4N5VXnsyDvAqLi2763rifehsW4OoFt7AXcClnqBqtHDQ8AjY0e2Wsfxf62TAFC0kQSAoltwfPjVunvR2PY67FoH/ebAoPnea5jwH2MohMSC0XurMltTfw6gRqOhsLqQMksZu/N3OwPAxJBEnp/5vFfShtQPQN1xoPgAD6z8GYFKL5afvxyjtm257J66dBgoEBpgaHNbHZyJoN3ZCaQTaBAAergH0B2OvzEJAEVbSQAofEJRFI6UHWFH3g4uybik2XqH8yuoMFvpFRVERJD7Fx/HsJGiqMNPrW6Mnn8Ajn4P0Rlun0N0MdN+pd78yJkGpq5n6JqB1zA1eSqZ8ZmN6iqKwv+O/o/vT37P/WPuJ53gDp/fMRTrbnDQJ6IPsYGxROl6UVJTQlxQXOtPqic6uOM5Oh0BoELH0sn4irluAYgGWv/caQOr3crWM1sx6owMiR7inDJwtlrH35gf95sWXZMEgMInapVa7v/2fsw2M8Njh9O7maGNv63NZufxEh6dN5hzBrp/8ak//8Vqs6NrbfPVoZdA0FCI6ef2OYRoK7Pdgj5sOzpNOgBJIUkkhSQ1WVej0fDVsa/YX7yf9afWMzrlqg6f39EDuPrYl1QFKdwy/JYW6+s1ej6c/yElFe3vweuo+itp25UKxsfMdT2ARr3Wo0P4lbWVPLrhUQA+Xfhps/Wm9otBURQGJPhgkqfoViQAFD5h1BoZEz8Gm2JrcSWwcxVwGyeR159k71YKipQxEDCoTecQoq2qbSUEJr/PFwXZXMMLrdZfkLGA/Op8xieM98j5He+F01WnyC5xb4g5IiCCkor2DUd/uvMkRwurmDs4noHtzIlXf8vH2i4wp9cRAHp0q0rUxUJ9w/titVvRa5q/VC8YmcyIlAiPnlv0DBIACp+5f+z9rc4paioPoDvqD3F1gU4D4QubX4aC/diGXUW2YQA/nSrjWGElBp2WAIOWuNAAQgP0KIri8cUXDla7FQU9lfYit+pPT5neeqU2sNd9kTondQZzBrSth8hit/DDqR+YmjzV7ed8n13AlqPFDEwIbXcAWL83v8pibdcxfMlSrwfQkyIDIvnbuX/z6DGFqE8CQOEz7kwod0xjaXMAWO8C7ta8ocpCKDimLhAIS27TuUQXcWob5Gzib4eT+bSmotlqwUYdfWNDGJ0WSVyoiSFJYfSKCvJIUGhQYqnY/wd+Ods/Uw0c76MBURlkxru/u4dVsXLHmjs4VXGKEEMIvWPdCwId89A6ko5Jo9HQOzqYI4WVPP3lAZ6/1n+LeNzhmAPo6RXA7iqoMJNfbiYsQI/J4Nk8hKJ7kwBQ+FyNrYZntv6TMdHn0yu0YdJmR0+evY1DwBqNBp0GbIqbKSh2/hu+fA56TYSFdUNz5gooPwn6GKD1lDWic6sdehWvn0xnW3UywUYdg5PC0Go0WG0KlRYreeVmiiotVFps7D5Zyu6Tpc7nRgQaGJocxojUSEakhNM3LqRdE/yt7ZigrygKewr38NnxLcxPvbHN56zv0tEpTMmIoX8bkwDqNXrGJYzju+PfoW1D2z2xEwjAfXP6cd97u9h6rJhzn/6GBSOTuWJMSpsWhvmK2Us9gO667/1drDuQz2/OG8h5Q9uXRkv0TBIACp97ZfcrfHHqTdaHHOBP0/6EVuP64GzvEDCouxDYrIp7PYApY0Grg9RxrrItL8P25TD1Khj1YJvPLzqXQyGj+Xc1hJj0fHTrRAYmhjVKtZIQHsD67AKy8yrILzez5WgR+3LLKKmu5fvsQr7PLgTUXsLRvSKZOzSBPjHBJEW0nqgc2p6GBaCitoL/+/7/sBvOMDh0On0j+rr93LMNTQ4nOcbOmcoccivDSQxOdPu5Vw24imsGXkOwwf3VyHpnHsCOzcMYlhzBP67P5Okv97PvdDlvb87hw23HmTEgjnnDE0mL7jxbODqHgD28C8j+ov38dt3fSApJcu7S0pSmko0L4Q4JAIXPXTHwCg5WbuDKvlc2CP6gYz0Ieq0WCzb3nps2EW5YAaH1VmSaQiEwAjSSTqHTsprh4EYgESLTW65a93cQFqgnoJmhsQCDOvzbNzaE9Bh1CzSLzcaBM+XsOl7K7hOl7DlZSqXFxnfZBXyXXQBAUkQAY9MjmdAnmoTwgGbbUKXkYUr4jM1Fw5jLzW69xFBjKDN7zSQ0pAaTruNpVb4/8T3/2P0PpiRN4aHxD7n9vFBjw15Dd+ZKOoKQjvYAAvSNDeGFa0eTnV/J06uy2H+6glV7z7Bq7xmeXXOQcwbEMWNALOkxHU+X0xGuRSCeDcAKawr5qfAnKmtbXpAjO4GI9pIAUPhcbGAsHy/4mJzC6kaPnTswjoy4EAYntX0CeZuDx9Cz0nGMuQnG/gJigqGgEkpPwJZXoP9ciJnZ5vYIL/jmCch6GUY+AFPubbGqruwEKeQRoHG/1wvUnpyhSREMTYrg2vHqivQDp8vZcrSIPSfL2HasiFMlNXy6M5dPd+by+8/2MTotgsl9Y5jQJ5qoYNcwpcVehjFyMwfLq8HNABDgrtF3OQPSjth1vISjpwOJ1vcmIiCi3cfZenorj333D5ZMWkKkKbLZeh3pwW+KRqNh9uB4MmKD2Xe6jM925bI2K49D+ZUcyj/Cv74/wrDkcB46f6DbvbKe5q1FIHGm3sxPfBCD1sC3B/IBdS90h6zcMs6UmymoMAOSCFq0nQSAwi/q9/ydrjzN6mOr+fXknzO1X2y7j9nhCehn927segf2/geqi2C0BIB+UVnQcB/ftElw8r+u3T0sVbD7HdDqYfQNDZ6atvH/eMt4lD8q9wLur2Q9m06jYVBiGIMSw0iPCeank6XsPF7C5qOFbMguJL/CwvrsQtbXDRcPTgzlwuFJ6pcYWzjm/NmMGTSk3efviDc2HmV7jp7fXvhbZg6Kb9cxbIqNxzc9TnZJMe9lvcetI25ttq6urhfM03tyazQaBieGMzgxnDvPyWDPqVI+2HqC7TnF/HiylO+zC7hiTKpHz+kuxyIQT6eB+b+PjvLDYTtgBn4C4Mqxrtf40Y6TrN57xnnfX3MQRdclAaDwq1p7LY9ufJQT5ScwBJRwVZ/F7T6W4/PPY/sBD70Uqoth4DzPHE+0jbkc3r0Gxt0M5/xMLcuYBRMuhsIq9f7xTbDhOTAGwdDL1X/r2PSBVBCIvY3bmbUm2KRnckYMkzNiuGemQqXFxkfbTrD+UAEHzlSwN7ecvbn762rrgZmMixvWrnMVVBfw7YlvuTjj4kbTJdzRnjmIZ9NpdPz1nL/y1PpX+fnQn7dY96YpvblyTLJXF2sEm/RcObYX43tH88cvsli553SD7dh8zVs9gCeK1RGSvrHBBBnVS3X976ipkYEMSw4nwKAlLMAguQBFm0kAKPzKoDVww5AbePOnN7lp6E0cOV1DcVUtUcFGYkPbNv/J2fugeOhiENUH5j7hmWOJttv1LlTmw+73YUZd755G1/Aq2GcG9D9PXczjWK1aWw32AHZP/BuP/GcPA43e2yFBo9EwNDmcEJOeGyalk19uZuPhAnbklPB9doEzkXFkYNsDolpbLYvXLqbMUkZCcCKTkya1+RieCAAB0sLS+PXYXzvvK4rCM9ueIT08nfl95ztTPL2672+sP7GezIRMfjvhtx06pzsMdUGXpa4Xzh+cq4A93ANotqo5EG+aHsOk9N4AmOrtcLRoYjqLJqZ7ZKqA6JkkABR+NylxEhMSJhAbFMrjm3fwn52nGNa3kN9fcG6b9kN1DAF7av6R8LO+50LSKAiMajw876DRwHnLXPe/fkIdtr/sD9iUkYBvJ8fHhpq4aEQyd83sz95TpWw8fIbgQCu9Ytr+UWvQGbig9wXsyt9FpCmiXe1x7KjzwYH3qDb2Z07anHYd52w783ey9vhagk8Hc3HGxc7yM5XqkOSkdgSr7eEIuix+fM878wB6uAew0mIGtKw88hmT0u/y6LGFAAkARSfhGN5y9FRkFR6guGYU4H7yWscEdI8NAQPYaiFvH1RpIKh9w3iinaLbkf4kMl39nf34IbbUkYD/0mMEGfXogg/y+O7fMCznXJ6Y2vbe5KsHXc11g65rd1Jqx5eh/cVZjCj33CKJ3uG9uWnoTZht5gZD01OibyDWUkuApVcLz/YcRwBY2ymGgD33d1Zjq2FcfzvbTx4iPlT2+BXeIQGg6FQcQdyAqEGEGdu2Eliv80IPYE0JfHAD6PLhjhOeO67wjoEXQPxQGDwW6/ocoG1JmD3NXjcdQadtX464lvaAdYfjvbAw4yImJ3kuKIswRXBJv0salReUBPO/XTkEaouZnBHjsfM1x1AXdFn8uP+jMw2Mh/7OPjn4CZ8f/pz3LnmOispZHjmmEE2RAFB0Ko4ewMFRQ4kJbNsFxDE9xq1E0G43yADhyWAIAUVpfihSeF7OD1BbBYkjwd2pAAERkBgBOr3z78Cf6THO7XUuPxu1i8MF5R06jk2x8eXRL4kssDIx5iL3n1cXAI5PGsvAqObTt3iK47+6uKa05YpAfrmZhz/5kZrahvP3UiKDuHtmP7d+b47ky7VW/w0BO3sAPbANW7W1mv8e+S+nq07z38P/ZXr8ZR0+phDNkQBQdCodSQTtlSHggAi44XNXbkDhO9//FQr2w4LnoVfbU3xYPbQAoqO0Gm2He/I25W7i+Z3PExhYwXNTx5EQ7N6WXzdN6U1pdS29onyzc4ZVsQDw3Yn1KEpmi3XNVhsbDhU2Kt+eU8KFwxIZkND60KdzEYifegBzS6tZm5UHgMkDcwAD9YH8ftLv2XJ6K+enXsyZshpCTHqP7EstxNkkABSdiuNiXWuzYVPatrLPuQikjfsIi04qtj8YAiAgvF1Ptzm2yOoGCXInJk5kYuJEzu07jLigOLefN7VfLHlVeVRYczFZohvt7uFpjh45ozYQG43fv4fzK9hytJi06CCGp4Tzt6tHkV9e43z8+a8PUVRpcTugM9bN7/THKuBNRwp57PN9VJithAcamDO4fXkWyy3lnKw4ycCogQAkhSRxXtqFjHtiDQAr75riTAMjhCfJX5XoVLR133RXHvmCaXkV9I2d7vZznWlgPNkDKPxn9u879HTHugC9h9NztMXu/N28d3gd8YahzEid0e7jaDQaHhn/CL1jQ9qc8uO1n15j3Yl13DzsZhZmLGx3G9wRbFC3xZuUNKXJXs+9uWW8+O0hJvaJZkKfaC4akdTg9ezIKaGwwkKw0b3hVEcPYK0P3/N2ReHNjcd4bcNRAEakRvDIBQOJC21+S8DmFFQX8OC6B8mrzuOP0/5In/A+QMMeTU8nmBbCocv8ZSmKwvLly5kwYYKzrLi4mHnz5pGRkUFSUhILFizg1KlTzsd37NiByWQiPT3defv3v//tfLywsJDLL7+cXr16kZaWxtNPP+3T1yQaG54STnzifnRBh7HZ29kD6MlFIIoNPrsb3rpUTUwsugxbJ9gj9UDJAd7a9xbb87Z3+Fj1hwFrbDV8fPBjlFZ6u7cdK6asNI5QfQyBeu9vldbaFI6KGjW3XWhA030P98zuy8UTq4kJc7cH0LdDwKVVtTz08Y/O4O+iEYm8f8uEdgV/AGHGMMJMYQTpGg7R1/8S2x16sEXn1CV6AL/44gseeOABqqqqMBgMDR5bunQpmZmZWK1W7rzzThYvXsxHH30EqAHihAkT+Pbbb5s87vXXX8/48eN5//33yc3NZdKkSQwYMID58+d7/TWJpo3qFclrV1wPgFHftuS5zp1APLkIBC0cWQfaMzDN4sHjCm/rDItA+kf258ahNxKtH+ixY9oVO8s2LWN78Zdc3beQawZe02zdx1fuo6iyN/9adDkZcSEea0NzHP/XzW0FV25uPgBUFIW/bf8b2cXZ3DfmPsJMrWcBcKRe8UUamJ9OlXLbW9vJKarCqNNw7+z+nD80sUFy5rYy6oz8dsJvqaytbDC0X2t3TV+Q+X/CW7pED2BFRQVPPPEEr7zySoPyyMhIMjPVicZ6vZ4LL7yQkydPOh8vKioiIiKiyWMeOHCALVu28Mgjj6DRaEhKSuKuu+7i1Vdf9drrEO4JMgQRZAhq88R558XHk8NBGg3MfBQWvggG30ykF3X+cxu8dy2U5LTr6Y4gxF95AAGGxwzn3sx7mZY8zWPH1Gq0jE0Yi0FrYEz8mBbremonEHdN7x/LuWP3o41cRYm5pNHjjh7AEFPj9/aRsiN8c/wbAg2Bbs9VdAyP1nr0S19j3+zP45IXNpBTVEVCuInnrhnN+UMT23wcRVF4d/+7fJr9qbMs2BDcaF6n4zPMn3+7ovvrEj2Al12mLoX/5ptvmq2Tk5PD888/z+LFrr1ki4uLmw0AN27cyPjx49HrXf8F48eP5+9//7tH2izap7ymlqJKC4EGHXFhbRtW8dpOIEMWyipgf8jPguoSNbFzOzgWgei6YQ/KvD7zWDhoMlazK7XLhwc/xK7YOSf1HOcOOta6aRQ2pX3/h20VEWTkx7KvqLJWUVl7ZaPHHT2AIU30APYJ70NS1a/ZebiWrEQt8f1bP5+hbtGJpdZ7cwDLa2q58+0dmK12pveP5Vdz+hMWYGj9iU3YcnoLb+59E41Gw+j40aTHNN0zXFv3tyvz/4Q3dfm/rqeeeoro6Gh69+7NsGHDuPJK14dOUVERK1asIDU1lTFjxvD8888758ycOnWK+PiGq7bi4uIoLGyclsDBbDZTVlbmvJWXy5wwT1uzL48bXtvCr1es5WDxwTY917kIRLaC6x7O/yNc9DcIbXtPC9RbBOLHRNC19lpqrDVtXtHujpRQ1y45tfZa3t//Pm/89AYlNSWucpt63uX7XudgSdveT+11w5AbuGX4LU0mcm+qB7DW7gpOg/Qh2Oways1V1NhqGj3/bM4hYC/2AB4rrKLCbCXQoOPlRWPaHfwBjE0Yy3np53HHyDtIDW0+tZFjUYvM/xPe1OUDwAcffJDCwkKOHz9Ofn4+F13kSpL6wAMPUFxcTE5ODi+99BJ///vfef755wGw2WyNJlDbbLYW51ssW7aM8PBw523w4MHeeVE9mGOo6nj5SbJLs9v0XL3GSz2AhYchdxdYW78gCQ9KGQvpU8HYvqF3xxxAfw6jvf7T64z991iW713u1fPYFBvXDbqOKUlT6BXm2vFDURyLMmpJDG5fIN0WxworKTozFEPV2CaHcSuccwDVIOrNvW9yz9f3OIeLHe//v+14nk8OftLq+Yx1wb2l1ntpYMpq1AA1OTKwzfv9WhUrq4+tdga5Go2GxaMWc376+S0+L9ik47LMFM4Z4H7KHyHaqksMAbsjKSmJl19+mbCwMLKzs8nIyEBb9+Gg0WgYPXo0S5Ys4YUXXuDOO+8kKiqKzZs3NzhGfn4+CQnNJ1h96KGHuO+++5z3T548KUGgh2nrLgDxgQn0Cm3b1lVe2QkE4ONfgDkLrl4H0RmePbbwGl/Pf2u6DWpgovXyd+0AXQAX9b2Ii/o23CVEDQAV7sm8ixCDyattAMgpquLV9UdJjQok2KQn63QZeWVmQF34cd/s/hRVWugXF0JlbSWv7XmNM2V2vjvxHfP7znf11iparHZrq+czGhxzAL3X619W3fLK5ZY8sWkZm3J/4EjpEZ449163n5cYHsjTl49oc8ofIdqi2wSAADqdDr1eT1BQ0z0GNpsNo1FdWZqZmcnSpUux2+3OQHH9+vVMnDix2eObTCZMJteHaFlZmQdbL8A1XyslJI0h0UPa9twO7CLSouBYMJYCMhzjU0e/B41W7QlsB2snSAPzi2G/4LfTbuVEkdkv5/d1EOzoITteVM3vVvzU4LGM+JCzViIbee2813hvz1rm9ZkHuHprbxtxBwsHpdAax/67Fi+uAi6v6wFsz9Dv7LRZ7C38idSwtu9kI4S3dekAcMWKFWRkZDB48GAsFguPPPIIU6dOJSkpCYB169aRmZlJcHAw2dnZPPbYYzz00EMAjBs3jsTERJ566ikefPBBjh49yosvvsjHH3/sz5fU4zmDuHbs5uHoPfB4Iuhr3pNFIL6m2GBF3YKuX34NRLT5ELZOMASs1+oJNgRj6vg2sW2mKAqLz83ArkCQm4mVO2pESgThkTmUV2tJC0sjJiiMmlr199BUAJUWlsYV/a9w3ncE64rdvfQnhro5gN7MA1jeSu5Ch1p7LZ9kf0Kf8D6kx6gJ7CckTGD4nOEEG9zcy7qO1Wan0myl1maXhSDCa7p0AGi327nkkksoKysjJCSECy+8kHfffdf5+Nq1a7n88ssJCAggLCyMBx54gBtuuAFQh4U//vhjbrzxRp555hkiIyN5+umnnWllhH/U78VrLcltc8+1ylZwXZ/dDnGD1H+17Zt079gdTKfpmRdQjUbDJaNb70XzpACDjn4ZuzlSeoTF4x/hkiGTnMOY6THBHC2opNRcSmFNIZEBkc7Vyg6t5RE8m2PruVpb2z8v3OWYAxgW2PLf4dNbnub7U9+TGJzIRQPVkSSNRtPm4A9g89EiHv5kD4MSQ3nxWrkmCe/oUgHgjBkzyMrKct5fuHAhCxcubLb+kiVLWLJkSbOP9+nTp8XUMsL3HCNVu/P38HbWTzwS+0u3n+vY8ssmW8F1fToDXPV2hw7RGRaBfHviWz47foh+wZOce712d09Pb3lHpa1ntvLMtmcYFTeat5KfafBY75hg+iXo+bF4PfEnEpme0vJWkIZ6izK8tfrf3R7AezLvIcAQwIiYERi0BqD9qXccq4Cl9094k/x1iU4lNSqIAWlF6EOy3JoEXp9zJxBPDwd9/xd4fxEU+iaNhvAMaydYBLLh5AZe2v1Sm1MaeYLVbmfn8RJ2nyjB3ol6xRVFIdIUSVRAZKPHrh2fxtzxp9le8Sbbzmxr9VjGesG9t+YBujsHMFAfyD2j7uHcXud2ePcOx2eYpIER3tSlegBF99c3NoSnF8ym1j6jzXuXdmT+YItyNkHROuh7PUT38+yxhdfYOkEutcyETNJigugd0dvn56622LjnvZ0AfHXfNLSdJCH2rLRZzEqb1ezj/SP7c2m/S8mIbH3Fff0eslovzQN0rAIOc2MVsKe2bZMeQOELEgCKTsfdbaDO5lgEUmnxcE6wMT8D/UUQ5fuLeI9VXQyf3wt6I1z8UrsOYVP8PwQ8J20O6TEX+yWdR/3V8L7cDWXlkZXsL97PzNSZpMc0n1WhOcNjhjM8ZrhbdbUaDQadhlqbQrWXcgGWm1ufA7hs0zI0Gg23jriVCFNEh8/ZGaYviO5PAkDRqVisdgoqzHy2+xRhAQYig40UV1qcj0cGGTlvqCtX42e7TlFhthJg0JEWrab/+e5gPseLqkiN8tDevf3Pk1XAvmatUZNv64ztP0RdPOCvnUAURWHt/jxqbQrFlRZ6xwQzoU90XdvsfLDthLPu2X/nqVFBpMe4Fg+8szmnUT3Hz4nhAcyolzD4g63HCQ00cLK4GlDn1XqqZ8odO/N2sv7UejIiMoC2BYBvbDjKR9tPsGBkMjdNce8LV5+YEPafKefva7MZnBhOeFD7d+o4W02tjdOlagL4luYArs9dj6Io3Dz8Zo+c19kD6MddbET3JwGg6FQO5pVzx9s7mn28X1xIgwDwnS05nCpRP6AXTUhjVK8IduSUcOtb21g8sx9zBsc3dyjRmQWEw4V/hg4M5zt6Ufw1B3BvbhmPfb7PeX/ukHhXAGhX+Oe6w80+d3r/WK6bkOa831Ld8b2jGgSAr3x/hJp68+ECDb7NQTM9dQYZkRnNLnp5+ceXKaou4rL+l5F+Vk+fxWanrMZKpbkWi92CUdv6F4ClC4Zwzcs/sOFQITOf+ZbbZ/TlmvG9COjA6zZbbXy64xTPrjnIyRI1kI5vZm9yRVG4Y+Qd1Npq27XitymO4WzpARTeJAGg6FQGJYYxdkAFO04dJTE4kXFJI6gwu1bTJZz1ITytXyxbjhZxKL+Ssppa/nldJje+voU9p8p48n9ZfLjtBA+dP5DeMcHtnwNVkQfYwBwCpvYNT4s2MgRB33M7dAh/LwIpra7b/ktXwcheYQxLDnc+ptVomDvE9eUkxGRo8Hc+MKHhPrqOuvXrOX7uGxvSoO6swfGY9DpnvYl1QaevTE6a1OLjW89s5UT5Cc7v3Xg7NMd8zRWH/kuuMY9lU5e1er4JfaL529WjeOqLLI4XVfP7z/fy4reHuGJMCleMSSUt2v2grKjSwntbjvPa+iPklavJuxPDA/j1eQMYkhTe5HM0Gk2rW7u1VUpkIBcOS6RvrGcCSiGaIgGg6FS0Gg1XjI0n6eRBBseEcEtmy9sh3Tq9L0FGHYfyK7HZFeLCAvjrVSN5f8sJ/r3pGNl5Fdz0xlaSIwK4eFQKswbHE9FKPq9GvvodnFgBs16GgRd28BUKX/H3SkrHHDyNsYArJkUzMTHJ+ZhRr+Wh8wc57zty5DXHUbd+veaec/+cAa0ez5+uH3Q9+VX5pIQ2zlHoDNYVLVbF/SwAQ5PCefWGsWw5WszzX2dzsqSa578+xPNfH2JseiTnDoxnUt9o+sWHEGR0XfbMVhuH8irZeqyItVl5fH+wwPnFIT7MxE1TerNoYrpbvYlbjxZxtLAKgKhgI0X1hvQB7jjHtahlR04xh/Irm6wHcN7QBK4Zn9Zpf4eie5AAUHQ6YxPGMjbB/e2/zt4CTq/Vcs34XlwwLIG3N+fwvz2nOVlSw3NfZ/PCN9mMSYviirGpDE4MbXAxaJYhSB2S1PphO4eeylIJ+ftAHwjxbdsS0MGR+sRfw2iOv8eRccMYHTfUL23wh2prNTW2mrpceGoPVqm5lAqLAmiYkjyl2ec65mvOSDmXByb3b9N5DTr1fX9ZZgpf7TvDu1uO893BfLYcLWbL0WJnvZgQI0adFotNoaCi8RZ9Q5PDuGFiOgtGJju3tmtJra2WY2XH+OzHQr7d3/z2oDdMSnf+/O2BfP6z81SzdSf39W2vreiZJAAUXZ5jhePZ6V8igozcPiODR+cP4eXvDvP57lyy8yrYfLSIzUeL6B8fwkvXj2n9BBc+AzH/lEUgvlR0BD66GUIT4ecr23UIby8CURSFL499Sc2x48xNvs6ZtmhNzho+/f5fhFUtABII0Bsx6UwtH6wbeTvrbT4++DGX9ruUoYmL2XJ6C3/e9mcuGTyVK3rf0eJzXcG6rt3/Z0a9lguGJXLBsEROllSzdt8Zvt6fz+4TJRRUWCioaNjjFmzUMTotkgl9ojlvaEKjIfXWnKk6w+1rbkcpz2TmwKvUY5r0VJob9mCaDFoq6+LNAQmhzBwY12Q9oEPzF4VwlwSAossLMumJCjY225sXbNKzcGQyC0cmk1NUxco9uby7+bgMr3RmOr2adic4pt2H8OQikOPlx1l/aj0DiqMYFTkHUOd+vf7T61RylOERM+kT3gcAm2LjSOkR+hkPcffMqQxOCmvp0N2OXqMnyhTl7MU36UyUW8rZenorl6Rb0Wuav+zoz+rN76jkiECun5jO9RPTASisMJNXbqbWZker0ZAYHkBUsLHdq6TtisLnOwvQV48mPOY4v71gMND08HxYgIGiuuDz/KGJnD80sVMP1YvuTwJA0emsO7GOv+34G8Njh/PqvKdarX/RiCQuGpHUaj2AXlFBXDoqhXc3H/fYRUZ4QexAuO5jQA3k1madYeXu0xwqqKDaYqO40oJBryXAoCM2xEhieCBJEYFkxIXQL07twXFNCWjbxf14+XF25e9iavJUwk3qxP/9Rft5c++bjC5NZdS4Oc6656SeQ0hQNYE6V9Ly0XGjeXnOy2hr44kLiutxF/kpyVMYlzCOQdHqvMVhMcP4VeavWDTyfE4UNR5yrS8q2EjfuECKrYf56GAWl/a71KNtiw4xER3iud7YWqudJ/97EpjJO5c1P7QtuofNmzdz//33c+zYMWpra3nuuee45JJL2LFjB7fddhu5ubkEBwfz17/+lTlz5rR+QD+TAFB0OnbFrs4jqq3xyvEdw0w2RR3Ga/Xb/08fQdEG6HUJpE32SptE09ZnF/DsVwfIq2g8Ud4hO69xWb+4EOcqTl0rcwDLLeUNko8/tfkpjpQdIcwYxrSUaQAMix3G1OSpnNt3WIPn3jL8lkYBXkxgDOkxPXcCf9+Ivg3uazQazu11LnqtHmg5AJwxII7kuFLu+eb3FB+K8XgA6Gm19b5E+ivfpPCNrKwsFi5cyPLly5k1axYWi4WSkhLKy8uZP38+r7/+OrNmzeLbb79lwYIFZGVlkZCQ0PqB/UgCQNHpjEsYx8uzXybQ0Lat4BRFwWZvfTeA+kOCNkVB31oAeGon7H8HgodLAOhDJ4qr+N2ne7ApEBlkYFr/GAYlhjM4MYxKs5Vau50qs4288hpOl5rJKarkwOly8iosHMyrcB6nuTx4eVV5PPT5w5wptfOvOf9ylo9NGEuYMazBVoTxQfH8Ztxv2tSbl1dew8niamptdtnSqw0iAiK4oPcFhBk7/9B5/X3HJWdf9/bII4+wePFiZs1StzE0Go3ExcXx0ksvMXbsWGf59OnTmTZtGu+99x533323P5vcKgkARacTZAgiyOD+Lh4/HC7k1Q0HOVz9HbFpX/LOnK9arF9/SNBmV2h1oV+/OdArDcIz3W6T6KDc3VhX/plbtZF8l3AD79860bkjQ2tBWHGVhTNlNXyx5zQhJj296/LAldSUcKL8jDP9SGRAJIdLD1NdHcLRsqP0iVV7924YcoNHXsL67EKeXXOQC4Yl8Ou5TSdFFo3FBsZyx8iWF4t0Fo4dOzQaO+9kvc21g671c4uEN5jNZj7//HNeeOGFRo9t3LiRyZMbdgyMHz+enTt3+qh17SdfS0WXdaL8BEs3LuVEaREHTtegWKKxKW3sAXRnHmD6VJh8NyT0nFQefldVQHrlbgZqc5g/IqlNqyLV7QITuWdWf34xtQ8ajYZtZ7Zx4ScX8sJO1we4QWvgT9P/xPLzlzsXcHiSzZmIWj5m3bXpcCFX/HMjv/10j7+b4hZHD6CClS2nt/i5NaI9ysvLKSsrc97M5sbTFPbv309gYCBr165l+PDh9OnTh1tuuYWysjJOnTpFfHzDHafi4uIoLCz01UtoN/lkEp1OfnU+Kw6tYG3O2hbrPbXlKTaf3sw3x78GYGjMcFZftrrV49cPAK2yEKRzihvE8tBf8KZ1JkZ9x4fWkkOSMdvMlFhKqLJWOcunpUwjwhTR4eM3pb2LUHoyi81OXrmZwgoLSge2AfQVxxxAk17PRX0v8nNrRHsMHjyY8PBw523Zssa7z5SXl2O1Wtm0aRObNm1i165d5Ofnc/fdd2Oz2Rr9rdpsNp/uv91eMgQsOp28qjz+ufufBOoDuWrYTGd5sbkYo9bo3G/zzpF3klfydyaEn8OeAyfRoCfcFE5xectztHSaNvYAWiqhrBTMGjB1/nlJ3UJoIj8YJ7BXKeciD3yQJgQn8Nrc1wikV4tpSDzJ8bfV7i0IeyDHQoqsogPM+89v+Xzh535uUcscPYBBBhPn9pL5wV3R3r17SU5Odt43mRqvEo+JicFsNvPHP/4Ro1Hdn3rp0qXMmDGDmTNnUlBQ0KB+fn5+p18AAtIDKDqhfpH96Bvel18M+wUBenXv3w8Pfsh1K69jxaEVznoDogbw5NQniQxQU3W4m9ZFo9E4e2WsNjees/kleGYQbHmlja9EdITNuZNH+z6mrHYr1dZq5/1hscN8FvxBvfZLD6DbnAspFPV3bqP1KR3+FBtq4vlrRnPf7LbtWiI6j9DQUMLCwpy3pgLAtLQ0AgICqKpyjR5oNBoCAgLIzMxkw4YNDeqvX7+eiRMner3tHSUBoOh0jFojz57zLOeln4dWo3WWARwqOdSgrkajcQ7p5lXl8+KuF93aQ9SVCsbeSk1AqwdtG/cPFh1TVUSy5SgJFLY7kfPRsqP8/Muf897+9zzcOPfYHXMAZXWo2xzBclJwKv++4N/o6Nw7YoQGGJg2MIQByQoVtRWtP0F0SQEBAfzsZz/jgQcewGq1YjabefTRR7nuuuu49tprWbNmDWvXqlOWVq5cSVZWFpdffrmfW906GQIWndLZ8yemp0xnesp0Z2Le+hwBQn5VIS/sfIEZ8Zej17f8p60ONdnd6wGctBgu+o1sBdcURQFLhTpMHhzr2i+56Agc2aeWxdTb1/nHD6C2CoYsBMfv8uQ2OPAlxA6AoXV53w6v5XcVj7NOPwyd5tx2Nc1qt1JuKWfV0VVcOeDK9r/GdpI5gG3neC+fKDY3mJt5pKCS2nopVyrMVk6VVGPSa0mLdj9jgDf8J/s/PLn+FaYlT+PBcQ/6tS3Ce5588kluu+02kpOTCQ0N5dJLL+Wxxx7DaDTy7rvvcvvtt1NUVERGRgafffYZwcHB/m5yqyQAFF1CU4Gfg1GnJcioIygwlIv6X+7W5FtnD6AsAlEpCjj+32xW2PlvqC6GCbeDXu19ZetrsOVfMGg+zPiN67lP9gLFDvdlQViiWrZvBXz5PAyaB4PrBYAb/g7mcug93RUAFh1SA8OMma4AsN8cir5+nmIlhIh29qClhKawdNJSDH7qvR2THkmQUcfkfu3fzq6naS5f4m8/3cOJ4uomH3vkgkHMHhzf5GPeVlhh5sejRqjujdHxPhHdUnBwMMuXL2/ysblz55KVleXjFnWcBICiyxuTHsXKu6YCkB5zpVuJep17jnaBlYYeYbfBmT1QfBQGXeQK9r7/K6z/K4y6Dub8QS3TaOGzuwEFRlwNoXUX15pS9RiJI1zH1WjAGKL2Ata65scQlqymzQl1Ta4GoN9ssFmgXpJl4gbDuF9CdL1ULKYw3jJcympzOsva2YMWYghhTPyYdj3XE4anRDA8JaLHbQXXEX1jQxjdK4KK2nJe3PUic9LmkB4znKhgI2ZrvaTLWg25dXkhD5wp91sAeOBMBe+vC6F//M+4d7T//taEaA8JAEWP5Fht6NYQ8PFN8MPnEDYGBi/wcss8oOgIHFsPYUnQt2741G6Fl2aoPXX3H4SQOLVcq1N7+spPu56v1cLQS0BndAWKoL72hGEQkdbwfPcfBL2pYd1hl0Hi+Y3bdu5vG5fFD1VvZ1mvyaQcswyh9iBGvZZnrhjJE5ue4PPD6wk3hjMzYzh/u2pUg3rpMcHsOl5CeU0tg5PCKauu9Ut7rXY1KJWdXkRXJAGg6JEcc43cGgLOPwBbX4F+9s4XAJblwvEfoP/5YFBXTLNvBaz+HQy5xBUA6k1qz53WoA7BOgLAYVdA35lqsFjfZa82PldUb/V2Nsd5PazWmUi5fQFgsbmYQyWHCDOG0T/S96s0c0urKa2qJdDYuRcydEbTUqYRbgpnWOywZuuEBxoIDzQQFWz0XwBok3meouuSAFB0eccKK3nu62x+Kt5MQMpynp/6PokhiS0+x1A3r8zxDb5FiSNg+m8gcIgnmtsx9efq2W3w4kS1B+/GL6HXBLU8OVPdvaT+UC3AL79pfLzQeNcQbydj7+BOGllFWfzhhz8wMGogf57+Z082zS3vbTnOf3ae4q6Z/bhkVHLrTxBOU5KnMCV5ir+b0SqzTc04kFt1gu1nFEbHj/Zzi4RwnwSAosurttjYcrQYrT4enb3WrTQwrh5AN06QOByGTfTvKuCCbPj6D+o8vOs/Ucu0OsiYBflZDeffpU+Bn3XuBLrusHZwFW2QPoi+4X1JDvFP8CV5AL3rYF45X2flMzwlnAl9ov3ShmNlJwEoNhcQHyzBn+haJAAUXZ4jmIswRbHystVUVAW28gzXnJ1OuxWcotQtlqhLSqozwE+fqAs0qoogKEotv/gldc5eN2Sr651t7/SqEbEj+Nu5f/Ngi9rG1sEhbAEF1QV8uestpsZdQpChYbqXY4VVvL05h2NF0X4LABMCk4CD9I/y3xcNIdqre145RI+irbvAKoqGhOAEt3Z7cPUAutMFCFjNUHgYrDXtbqfbDn8DL02HVf/nKotMg/OehF98BQERrvJuGvxBvTx6XXSCvQSAHaMoCr9b/zue2/kcKw6vaPS4o2e11uq/L3GOL5BxQf4JQIXoiK75ySpEPY69fduS0sURVLi1ChjgubHw70shb1+b29dmih1yd6k9frZ6k9sn3KbO7+vGQV99jourrovupevoXJYh4PbRaDRcPuAKhkYPZWDUwEaPO3rxLW7N4/Ccams1f9/xd0rMJYxJi+RPlw3nohFJrT9RiE5GhoBFl+foYbFYa3njpzcYHDad2MDYFp/T5jyA0X2h4pg6B8+Tqopg0z8guh8Mr9s6qPcMuPDPMPhidei3B1IUxRlAtbcHbWPuRj45+AlDY4ayaPAiD7bOPdID2HHTU6bxs5EXcKywqtFjjmTutT4OAF/a/RKrjq3iSNkR/jztz0wfECd5HkWXJAGg6PIcF1izzcrTW5/m8fH93Q8A3Z0DePnrUK5rmOvOE3a9C98+BZG9YcjFoNOrPXxjf+HZ83Qx9QNzfTt7PAurC/mp8KcGW4r5kmwF13FajbbBzj6KojjvO3oAfR0ALshYwP6i/dw49Ea3dh0SorOSAFB0eTqtBq1GTRcyr888ty74jouH2wFgQDhUeOBbfl6WGkTGDlDvZ94AB7+EzJ+pCzwE0PD30t4pgJlxmTw07iGiA/wzP+ucAbGkRwcxPCXCL+fvThRFYU3OGtbmrOV3k34HBLvmALo7jcND0sPS+fvMv6PT6DhaUMnhggr0Wi29ovy7J7EQbSUBoOjy4sMCWPurGQCkx1zk1nCMo9ewzauAzWVgM7ZvaHbTS/C/B6DfHLj2A7XMGAyLPm37sbq5hgFg+3pZEkMSW80H6U0zBsQxYwCyFZwHlFvKeWXPK5RZylh5eCUD4693zuO1WL3fA1hZW0lRdRGpYakA6DRqcu//7TnNe1uPc9XYVG6d3tfr7RDCk7pMl4OiKCxfvpwJEyY4y4qLi5k3bx4ZGRkkJSWxYMECTp065Xz88OHDXHzxxQwYMIDU1FRuu+02qqtdG4rffffdREdHk56e7ryZzWafvi7hH45E0G6vAgY4tgH+fRl8+HM1TUtLTu2E7/+i/uuQMRO0enWLNaulzW3uSaweCABF9xFmCuPh8Q9zRf8rWJixEIDe0cG8vCiTN28a5/XzP7fjOa74/Aq+Of5Ng3JHInnHfEQhupIuEQB+8cUXDB8+nKVLl1JSUtLgsaVLl5KdnU1OTg6JiYksXrzY+dj777/PTTfdxP79+9m7dy+HDh1i6dKlzseLi4t5+umnOXr0qPNmMpl89bKEHzl7ANsyfFRTChX5oDlrLuCbF8O/ZqtbrDlsfwO+WgI/fuAqi+6r7pt71b9Bb+zYC+jmGvQAtnOe1ZmqM+wp3ENuZa6nmtUmuSXVHCmopKzGP9uUdTfDYoZxw5Ab0DqmSmgtGAOK6BMb4tXzlppLeX//+1TUVmDUNnzfOoafDT1kZb7oXrrEEHBFRQVPPPEEoaGh3Hrrrc7yyMhIMjMzAdDr9Vx44YU8/vjjzsd/85vfOH8ODQ3lzjvv5A9/+IOzrKioiIiICO+/AOFV1RYbj6/cR1bRfowpL3PnsN8xKXFSi8/Rt3UOIMCA8yEsEWJCXWW11XBorfqz1QKO7w+9p0NFHiQ13MTemcBZtMi5glZDuyfarz62mney3uGC3hdwx8g7PNk8t/zxy/3sOF7C364exfDkcJ+fv7tbvnc5Kw6t4M6yKzk/xXurvA/m2rgx5V3OGxZF35hojhZUsi+3jO05xWSdLgOkB1B0TV0iALzssssA+Oabb5qtk5OTw/PPP9+gB/Bs+fn5hIe7PoiLi4slAOwGFBS+zy4AogmJrcTsxvCqvr1zABNHQkxwvQINXPmWuoDDVK8nYshC9SbaxercBaT9F9ZQQyjJIclEBkR6qlltIlvBeY/NbuNMeQm1xRPIPtIPUrx1HoWfvbaFCrOVzLQJ9I1Ry388WcrL3x1x1gs2dolLqRANdPl+66eeeoro6Gh69+7NsGHDuPLKK5usV1hYyJNPPslNN93kLCsuLmbRokWkpaUxb948tm3b1uK5zGYzZWVlzlt5eXmL9YVv1A8S3rnwPcYntD4nyJFapE09gE0xBMCg+TDwQte2baLDPLELyIKMBbw0+yWuGXiNp5rVJva616CVVCEep9PquGPEPViKpvLJZu/N264wW6kwq3uLRwW7hn97xwRzwbAELhiWwC3T+nDuwDivtUEIb+nyAeCDDz5IYWEhx48fJz8/n4suuqhRnd27dzNp0iSuuuoqrrrqKmf5nj17OH78OAcOHGD+/PnMnj2bEydONHuuZcuWER4e7rwNHjzYK69JtE39OWKpIWmN9gxtSpvzAAqfstrUf7ty8CR5AL3L8eXArnjvfVxZF/xpNXZ+KlvjLB+bHsWv5w7k13MH8tAFgwgL7JkJ20XX1uUDQIekpCRefvllvv76a7Kzs53lr732GnPnzuWJJ57gsccea/AcbV0vkMlk4pZbbmHcuHGsWrWq2XM89NBDlJaWOm979+71zosRbaKtd4F190LgmLNjbcsqYOEz3WH41PEadDI/zCsM9f5fj5bmeOUcVRY1ALRrq1l34luvnEMIf+k2ASCATqdDr9cTFKT2AH344Yf8/ve/57vvvuPSSy9t9fk2mw2jsfnVmSaTibCwMOctNDS02brCd7QaNRE0wCcHV3C49HCrz5EewM7NkZ6nI8HTikMr+O2G3zZK3eEr0gPoXfV3iPny6FdeOUeFWe2KDjMZmZk20yvnEMJfunQAuGLFCmcvnMVi4cEHH2Tq1KkkJakbcz/zzDM8+eSTZGRkNHpuTU1Ng0Uly5cvZ8+ePcydO9cnbRee5ZgH+Jdtz7I7f3er9R3DRz7IISvawVaXXkPfgSHgI6VH2H5mO2eqzniqWW3iWsksAaA31F95G2qI8Mo5HEPAiaFRzOszzyvnEMJfuvTSJbvdziWXXEJZWRkhISFceOGFvPvuu87Hs7Ozuffee3nwwQcbPG/Lli2EhIRw//33c/z4cQIDAxkyZAirV68mNrblPWRF56TOFVOYlDiFhOCEVuu7egAlAuyMrB4YPp2TNoehMUPpHd7bU81qk/OHJlJYaSYpItAv5+/utBoNOq0Gm13h/HTvBGeOBSDBJp1Xji+EP3WpAHDGjBlkZWU57y9cuJCFCxc2Wz8vL6/F423dutVTTRN+9tmdU9BqoW/sBRwrrGq1vnMOoI/3ERXucfQAdiQNzKDoQQyKHuSpJrXZlWPVbcNkKzjvMdQFgLU273yRmzkwju9/MxHQoShKu3NSCtEZdekhYCEcjHoteq3W7Q9oZxqY1rZ0E34hw6fCHX++YgSf3jG5QYoWT9LrtPxx+xLO/3QKHxz4oPUnCNGFSAAoeiQZAu7cXKuA2/8RdbLiJNkl2ZSZyzzVrDY5XVrD6dIaLDLR1GuqtAd4du99vLP/Te+do1YdUQgxeHfLOSF8rUsNAQvRnL+tOciuM9nYot/h/PQLuXJA0wnBHZxbwdl80TrRVla7HWPsSvKD89l25k7SY6a1+Riv/PgKm05v4q5RdzE33feLu25/eztFlRb+d/dUAg0yh8wbis3F/9/encdFVS7+A//MxgADDPuO7IIopoLikktm2r2JmkveLCszzfKm1c1veeu2aGn6s7S0q2ZW2i21xcolt3ArNFc0FUkUFQVElmHfZjm/P5Cjo8AAAsMwn/frNfcy5zznzHMeAz485zzPgyPXjkDv0jJLLG75MxMepTPwXjc1hgT6tMhnEJkLAyC1C7+fz8X1YjvY25SiuMr0Ci01c4gVVmhbumrUBHq9AImiADrZdVToKyAIAnSCDnJJw39kOdg4wM3WDXZy8wzCEG9jcxqYFpOf2wEPOC1AjH/LBMCjlzRYd/gKXOxtMOKelrnNTGQuDIDULtT8kp3bbx4Cnd1Mlu8dUl3m8MU8ZBWWw0fNkZptiV4QUJV7PwK85LCX22PSjkmIchqIRzo+0uBzvBzzcgvW0DQGwJb3y8kipOcL8Fe54E9pAXJKqpeFc7ZTINzr5jytRy7l13kOJ1sFIrxvlj12WQODICC9KB3HrmYAAFRK/qqk9of/VVO7ULNk2KqEEihkZZBKruCjf3QX96/6LQ1/Xi0U34/s5ouufmr8mVGIlzacwP8bew8CXE0vIUetQ2cAhCovOMAZmop8HMs+hrScYowOG92g4wVBwNLdqTiXXSJu+9fQjghyUwEATmUU4tP9abBVSFGhrX5G79avH4n1R//w6imh/rpWjGV7zt9RpsaUASHo6qcGAFzMLcWHu87BViEVV5HgQJaWU9OT//Hu80bbh0Z54dMnYsX3//j0jzonfe8f7o6vJseJ75/6/DCKb0z/UsPRlr8qqf3hf9XULng5KZFRUI6Ua9W3f2s6XQRBwK7Lu5CWq8KpjJsB8Pz1EnwxKRb/+vYkMgoqMOWro5h+XxiGR/M5n7agZnCOXCrBoIBBKDBMQn+v0ZBLG/YjK6OgHD8czzDalldSJQbA4gqt0X8PtxvSyVP8urRKV2/Z7MIK4EYALLutrI1cClcHG+SXVDWo3tQ4D3X1wA/HK6HVC7CR2UBx49leTyelUbkgN3vUteiPl5Ot0fsObvYordRBU6lBua4cUR4BGBzpWfvBRBaMAZDahbfjO+Pk1QJcr7yAT5PWY9o90wAAi48vxp5r3+JB339jTuc+KK7U4f/t+AtVegO8nezw8aPd8c7mZPx5tRAf7DyH3SnXMXdkFzjwlo9Z6QwCpLaXUCa9hpKqYLwc+3Kj5tKrGXkrlerx7H0e8FH5IC7EVZz3McLLEXNGdIankxLXi6pvG976dZjnzRGfwW4qzBnR+Y4yNfp3vDl5fICLvdF5g9xVcLJVMAC2kPCAYhRlvgIfm6749IFPEeSuqrVcwr8GNficW2f0F78uqSqBgw1H/1L7xN9y1C442SnQJ8wFL/2+BHKHYlzSbQMQiXCXcBzNc4SruhQDOnpAU1r9i1hvECAIAtxUSiwe3w3fH72Kz35PQ1J6AYYv/R2DOnpgXE9/dPZRm/fCrJReL0Dp8SsuSzVIL+mCrrjZM3sy5yTOXy9EjFdM3cff6O4xoBKhPlWI9faAv4u9GCLdHJQY0NHDaJLmuiZsdlHZYMCNkFdbmVu3Odkp7jgvtRx7uT38HfzhKrv7FZx0Bh22XdyG4SHDxflEGf6oPWMApHZDLpFj7d/WYm/aGUS6RgKoXg5sWswYZGiqg9+tD+TrBQFyiQQyiQTjewZgQEd3rPrtInanXMfecznYey4HUT6OGNnND0/2DTLHJVmF4kodDpzPxZnMQvyVXYz8Ui1yiith4+UJRxsH2MtvPpuZnJeMNw4/C1R5YMHABQh3Dq/1nLobAVClsEUHpw6tch3U+kKdQ7FtzLZmCdvvHXoP35/7HidzTuKN3m80Q+2I2jYGQGpXXGxd0N3z5uAPpUwJhUwBoDoA2tnI8H/DIuDpZAsJjB/O91Hb4c3hUZg1LAIf/ZqKhLPZSM4qRnJWCraeysLHtwwqobsjCAL+vFqIeb+cxZ6U69DW8oBWVfYIjO8chhC1v7ito0tH9PbpjfJyBwQ71b3Gr6vKBhN6dYCtQgpPez6/RaZ18+iGn87/hD6+fcxdFaJWwQBIVqOgsgDOSmf8Pdqn3lt0nXyc8NrfIjFlQDA2HsvA14fTcSbTPKtJtEfJWYX4754LOH1Lmwa7qdArxBWR3o7oFeyK0kodHJRy2NsY/4iSS+VYct8SXMorFQeElOvKkV2WjSCnILGcl5Mtpg4IaZXrofZhZNhIxHjFwN/R33RhonaAAZDaPa1Bizd+fwMnc0/is6Gfwcveq0HHuamUGBvrj68Pp4vPDHIx+KYrKNdi1f4L2HrqGgBAIZVgXM8ADOnkiRD3m89amXp+zkZmAxvpzQm8f0z9EV+nfI3HOj2GCZETAACaCg1+SN2MOO84eKo8YSPlJL7tUVFlEf6Z8CqKS23xTt93GnWsQTBgfcp6jAobBXtF9WMGDH9kTRgAqd1TSBUwwACDYMDJnJNQG2JwIacEAS72sJHXv9Zsbc8MUuPtT72OD3amorC8OrgNi/LGlAHBiA1yrTPsvfbba6jSV+G1Xq8hCLXf7hUEAdfKrkEqkcLD7uZAgEsFmfgsaSM+k3yL5cMWGPUOUvthgAH7ru6DocoNglDHPC91mHdoHjb8tQEJ6Qn49IFPIZNyuT6yLgyAZBWeiX4G9nJ7eKu8MfiDvTAIwA/P9YGbXFnvcbdO4qs3CDCRF+k2JZU6/Ovbk/jh+FUA1bd6Xxoajq5+ziaPTdWkokJfAb1Q94LNEokEL8e8jKc6PwWFVCFuv5qjQHn6FLg6ahHoGHjX10Ftk0qhwjt930FBsQICGhcAR4aOxLaL2zAmfAzDH1klBkCyCiHqm8+DyaQSGPRCnSsD3MqoB7AB5emmE1cKMP+Xs8guroQEwIReHfBUvyBxsl5T/h33b+gMOrjYupgs62prvBasWll9jKudC2/bt2MKqQKjw0c3eBRwlb4KNrLqxwGiPaKxfcx2ONo4mjiKqH1iACSrU71sXBMCIPNfg1Tq9Phg5zl8uj8NANDB1R6zhnVEdAN6/W5V3zx/pojr8DL8Eaqf9/v+3PdYdWoV1jy4Br4OvgDA8EdWjTe0yKp8ceYLVBnKATSsR88oAOoN9ZQkAEjLKcHDnxwQw99D0d74ZWb/Roe/u1UzD+Ct/37UPqVqUnFOcw6V+sp6y21N24prpdfwzdlvWqlmRG0bewDJqmgqNBDgDaBhAVAqqZ4tUGhgeWv2Y9JVvP7jaZRV6eGqssG/HuiIfmHucFDKkVtc/y/n2xkEA5KuJ0EmlaGLe5dG16VmLWEGwPZv2q5puFaox4zuMxDhNRoAkF2ajaPZRxHnEwd3O3dIJVK81ectHMg8gEcjHzVzjYnaBvYAklV5NOJRqGzsADQ80MlvhAh9I0cZWouyKh1mfXcSL204ibIqPXqHuGLbzP7oF+be5HNqDVq8eeBNvP7769DqtaYPuA17AK3H892eh43UBrHeseK2eYfm4bXfXsMvab+I20KcQ/B41OMc8EF0A3sAyar4OPjATn4RpahqcKCTSiWAoWHPDFqblGtF+Oc3STh/vQRSCTDj/nC8MDgcMqnkrpbnEiAgVB0KnaBr0i9sPQOg1RgdPhpO0lC42bqJ27p6dMXVkquwU9iZsWZEbRsDIFmdp/sFw9FWDg+H+qeAqSGXSlAJ3gK+3YYj6Xjz5zOo1Bng6ajER//ojj6hbqYPbABbmS0+Hvxxk48PclNhdHc/+LswALR3EonkjjWhJ0dPxuToyWaqEZFlYAAkq3NvRxX+m/wOdibZY26/uSbLS2tuATMAAgAqtHq8vekM1h+5AgAYFOGBD8bdA7cGBurWcE+AM2bcH266IBGRlWIAJKujhx6JmYkQqhr2jBqfAbwps6Acz/3vGE5eLYRUAvxraASeGxgqhmQiIrIMDIBkdTLyBTwVMg92CmmD1veteY5MZ+UTAR44n4t/rktCfmkVnO0VWPpod/QP9zB9YBPkV+Tj/cPvQylXYm5f0720tyut1CGvpBJKhQwOSv6YIyK6HUcBk9X5cMcFLN0qhae8a4NWiaiZTNhgpbeABUHAp/sv4PHVh5BfWoXOvk7Y/M97Wyz8AUCFrgJn8s7gbN7ZJh2/4cgVjFlxEB/uOtfMNSMiah/4pzFZHVkjn+mTyW70AArWNxF0eZUer3x/Elv/zAIAjOnhj/ce7gJbRctOpeFs64zZvWY3eRk3jgImIqofAyBZnZpQcLnoCmIENeSS+r8NxMCob/GqtSlZheWYsvYoTmcUQSGT4M34zng8rkOrrK1rL7fHvX73Nvl4HZeCIyKqF28Bk9Wp6RRafepLlGvLTZavCRHWNAr45JUCjFyWiNMZRXBV2eDrZ3pjYu/AVgl/zYErgRAR1Y89gGR15LLqv3vUShcIDRjZK5NWl7eWUcCbT2bile9OolJnQISXIz57MhYBrvatWocybRnSitJgJ7NDqHNoo4/nSiBERPVjACSrUzOty7PR0+CkdDJZ/kZebPc9gAaDgI8SUvFRQioAYHCkJz76Rzc42ipavS6Xiy7j1f2vwkflg8+Gftbo4/kMIBFR/RgAyeo0ehCIFdwCLq/S45XvTmLrqerBHlMHhODVByPNFqDkUjl8HXzhaefZpOPZA0hEVD8GQLI6f+/igyGdvBDu5dig8nJZzUTQ7XMUcE5xJZ5ZcwQnrxZCIZPgvVHReKRngFnrFO4SjlUPrGry8dF+avy9izc6+TTs35iIyNpYzCAQQRCwdu1a9O7dW9ym0WgwfPhwhIWFwdfXFyNHjkRmZqbRcUuWLEFYWBj8/PwwatQo5Obmivvy8vIwbtw4dOjQAYGBgVi0aFGrXQ+Zz32RnrgsXY2vUj9ATnmOyfI3ewxbumat72JuKcYsP4CTVwvhYq/A/ybHmT38NYe/R/vg/x6MxP2RXuauChG1A4sXL4ZarUZQUJD4unDhAgAgKSkJvXv3RmBgIKKiorBz504z17ZhLCIAbt++HV27dsU777yDgoICo33vvPMOzp8/j/T0dPj4+OCFF14Q93377bdYu3YtDh8+LO6fOnWquH/ixIno0qULLl++jIMHD2LZsmXYvHlza10WmdHvGb/j0LVDKNOWmSwrk9wYBNLObgEnpWswZvkBpOeXoYOrPTY+3w9xIW7mrhYRUZuj0Wjw4osv4tKlS+IrNDQUxcXFiI+Px7vvvovLly9j+fLleOSRR3Dt2jVzV9kkiwiAJSUlmDdvHlavXm203cXFBTExMQAAuVyOhx56CBkZGeL+JUuW4K233oKrqytkMhnmzp2LzZs3Iz8/H+fOncORI0fw+uuvQyKRwNfXFzNmzMDnn3/eqtdGrS+roBzjAl/B05Ez4GrrarJ8Y58ZtAS7krPx6Ko/kF9aha7+avzwXF8Eu6vMXS1Rcl4y/nPgP/j8TNO+H8uqdCit1EHbHrttiajV5efnw9nZ+Y7t69atQ8+ePTFkyBAAwMCBAzFgwABs2LChlWvYeBYRAMeOHYv4+Ph6y6Snp+OTTz4RewB1Oh2OHj2Kfv36iWXc3d0RFBSEU6dO4eDBg4iLi4NcfvMxyLi4OJw4caJFroHajtWJF/HBzzIYyqLgaGP6GbGaUcA6Q/sIE//74zKe/eooKrQG3BfhgXVTesPDUWnuahnJq8jD8ezjSMlLadLxczYn46Glv2PDkSvNXDMiskYajabWAHjw4EGjnAFYTpawiABYnwULFsDNzQ3BwcGIjo7G+PHjAQA5OTnQ6/Vwd3c3Ku/p6Ym8vDxkZmbCy8ur1n11qaysRFFRkfgqLi5u/guiFtfYUb3tpQdQEAQs2vEX3vjpNAwCMD42AKueiIVK2fbGgnV06YiXeryEcR3HNel4jgImooYoLi42+r1eWVlZazmNRoPXX38dAQEBGDx4MBISEgCgSVmirbD4APjqq68iLy8PV65cQU5ODkaMGAEA0N9Yt+v2iX71ej0kEgn0en2d++oyf/58qNVq8RUVFdXMV0OtoSYU5Jbno1zXgJVA2kEA1OoNeOW7P7Fsz3kAwItDwvH+mGhxUuy2xsveC0MCh6Cnd88mHc95AImoIaKioox+r8+fP7/Wclu2bEFmZiYuXryIF154AaNHj8bx48eblCXairb3p38T+fr6YtWqVXBycsL58+fh4+MDQRCg0Wjg6nrzOa+cnBx4e3sjKysLhw8fNjpHzb66zJ49Gy+//LL4PiMjgyHQAtWEgp/Pb8aAKCm6unc1Ub5mEEiLV61FlFTq8Nz/juG31FzIpBLMe7gLxvfsYO5qtSj2ABJRQyQnJ8PPz098r1TW/jiM9MbvAblcjocffhg7duzATz/9BFdXV6PZRQDTWaKtaJt//jeRTCaDXC6Hvb09VCoVIiIicODAAXF/VlYWsrOzcc899yAmJgaHDh2C4ZbnuhITE9GnT586z69UKuHk5CS+HB05x5glqgkFSqk9JDAdEOQW3AN4vagC41cexG+pubBTyPDZE7FtPvwJgoA1Z9Zg8bHFyCrNatI5xLWALeCvcCIyH0dHR6Pf63UFwNvp9XrY2NggJibGKGcAprNEW2HRAXDTpk1ITk4GAFRVVeHVV19F//794evrCwCYOnWqOHVMVVUVZs+ejSlTpsDe3h69evWCj48PFixYAIPBgLS0NCxfvtxoGhlqn2oC4KjQhxHtHm26vIWuBHL+egke/u8BnMksgruDDTY82xv3RTZtZY3WlqpJxa/pv+LL01826Xidnj2ARNR8duzYIXYY7dy5Exs3bsSYMWPw2GOPISEhAbt37wYA/PLLL0hJScG4cU17frk1WfQtYIPBgNGjR6OoqAgODg546KGHsH79enH/zJkzkZGRgY4dO0Iul2PkyJF4//33AQASiQQbN27E008/jQ8//BAuLi5YtGiROK0MtV+NHgQiq/5/S1oJ5OilfDyz9igKyrQIdlfhy0k9EejWdqZ5qY9EIsH07tOx5NgSDAkc0qRz8BlAImpOixcvxsSJE2Fvb4/AwED8/PPP6NSpEwBg/fr1eP7555Gfn4+wsDBs3rwZKlXb/3lrUQFw0KBBSEm5OS3EqFGjMGrUqDrLS6VSLFq0qM4VPkJCQrB3795mriW1dbFBrvBxtkOAi12DylvaIJDtp7MwY/0JVOkM6BbgjNVPxsLNoW1N81Kbosoi2NvYAwB8VD5YMGBBk8/VK9gVBkGAj9q2uapHRFZs+/btde4bNmyYUTaxFBYVAImaQ69gV+zM/BoJGVfh4DQSka6R9Za3pJVA1hy4hLc3n4EgAEM6eWHpo91hZyMzd7VM0hq0eOvgW7CT22HZg28BuLvA+uzAUAzr3PYfwiYiMheLfgaQqKkOZR3C/qv7kV2WbbKsJawFbDAImP/LWby1qTr8TYjrgBWP97CI8AcAaQVpuFx0GRcKLjRoeT4iIro77AEkq1NYrkV/j0cQbJOPUHWoyfI1AbCtrgRSqdPjle/+xOaTmQCAV4Z2xPT7wixiHqoaEa4RWDxoMQorC+Hv6I9LlaV3dT6t3gC9QYBUAotqByKi1sIASFZny5+ZWPWbDvdHhuHvIZ7IL60S9znZ3vyWKKvSQacX2vQzgIVlWkz56igOX8yHXCrBwrFdMbqHv7mr1SSBToHi14IgoKBMi5oWVynl4r+TSimHzmCA/Ma8XGVVOlRojcP5C+uScCqjEO+O6oJ7w4xXAyIiIgZAskI1o4ATUq4jIeW60b7PnohFmFf1/I7fH7uKzxMvoUcHZwBtLwBe1ZThqS+O4Pz1Ejgq5VgxMQb9LCjsFFQWYNquf2Fi+Mvwc/Az2jdnSzL2/JVT57FfPtUTQe7Vo+w2HLmCNQcv11qO8wASEdWOAZCsTrcOznC2k6OwXFdvud/PV8/unlNcvTakXmg7AfB0RiEmfXkEOcWV8HayxZdP90Skt5O5q9UoK06uQGJOIq4XCvhg4AdGt2pd7G3EryU1/yPcusHYHZskgKejEpHenKydiKg2DIBkdSK9nTBk0C5sO3cU07pOQ3xofK3lRnf3x/vbU8Tcode3jQC4J+U6pn9zHGVVekR6O+KLST3ho27YlDZtydSuU4GUHDwW+uIdz+nNuD8cM+4PF98HuatwKbf0jq8BYFK/YEzqF2x0/O1liIjIGAMgWSWlTAmlTFlrb1KNmmf/ajr+zD0KWBAErPotDfO3pUAQgH5hblj+eAycbBXmrVgTudq6YsWQFQxqRERmwABIVum9e9/DlMj6g4cYAG/0AZpzJZBKnR7/3ngaPxy/CgD4R88AzBnZBTZyy5rJ6VTuKUgkEnRx61JvuSqdATKphKN4iYhaCAMgUR3kNcuI3egBLKvSm6Ue14srMO2rYzieXgCpBPjP8Cg81TfI4oLR9bLreO/QeyjTlmFOvzno5tGtzrLxy35Hpc6AdVPiLPL2NhFRW8cASFSHmh5ApaK6l+3YZQ3KquofONLc/kjLw4x1SbheXAknWzk+eawH+od7tGodmoujjSPucb8H18quoZNrp3rL1oy4rpnqhYiImhcDIFmlbRe3YWdqEnp690Rf3761lvF3scOjvQLg5WiLn05k4FJeGVbuT8OS8d1avPfNYBCwfN8FfLDzLxgEIMzTAZ9OjEGIh0OLfm5LspPb4bVer6FUV1r9/GU9agJgTQgnIqLmxQBIVunPnD+x8/JOOCud6wyAgW4qPDugeqWQSB9HTPvfcfx8IhP+LnZ4ZWhEi4XA60UV+L8f/sTeG/Pgje7uh3cf7gJ7G8v7dhUEAcezj8NVFgGg+nk+B0X9IdZgEMSR1wyAREQtg/dXyCr19+uPJ6KeQHev7g0q/2AXH7wwOAwA8MmeC5i5/gRKKpv3drAgCPj5RAYeWLwfe//KgVIuxYIx0fjgkXssMvwBwPep3+PJ7U9ibfLaBh+ju2XCbQZAIqKWYZm/VYjuUl+/vvBV3lNvmUqdHrklVZCiel65MT38YSOTYklCKjadzMTJqwX48JFuiAl0uev6XMotxbtbk/Hr2eqVSbr4OeGDcd0QYeETGVfqqyfRdlY6N/iYW9dc5koeREQtgwGQqA6p2SX457ok+Drb4sBr9wMA4u/xRa9gV7y04QQu55Vh7IoDeLRXB8waGgEXlY2JM96psEyLT/aexxeJF6HVC1DIJJgxOBzTBoVCIbP8DvrHOz2OEZF94CQJbfAx7AEkImp5DIBklcp15SioLIBCqoBKoaq1TE34uH0N4LgQN2x7cQDe3nQGPyZl4JtD6dhyMhNP9QvGpL5BDQqC6XllWHvwEtYdTkfpjellBnT0wH8e6oRwL8vu9btSdAW+Dr7i+64eXRs12bNUIsG9Ye7QGwQGQCKiFsIASFZp7Zm1+PjwOgwLHIYZPWbUWqauAAgAajsFFo/vhvE9A/D2pjNIuVaMjxNS8en+CxjU0RNDO3uhq78aXk62kEokKCjX4mJOKZLSNdj913UkpReI54rwcsRrf4vEoAgPi5vb73ZphWl4attTiPWOxXNRb0IhbfwqJQ5KOd4dVf9E0UREdHcYAMkqyaQyADdX+ai9TN0BsEbvEDdsndEf209fwyd7ziM5qwjbz1zD9jPX6v18qQToF+aOp/sFt4vgV+NK0RWUaEuQUZIBrV7bpABIREQtjwGQrNLTXZ7G/d7/qDd41awEohfqDoBAdVB8qKsP/h7tjTOZRdh++hp+P5+Lc9nF4uohCpkE3mpbdAtwQc8gFzzYxRuejrbNd0FtxMCAgVj5wEqEOoeiqKT+uf6IiMh8GADJKkklUpO9bg3pAbyVRCJBFz81uvip8cqw6nnvKrR66A0C7G1k7aaX73YlVSUQIMDRpvrZxZ7ePQEARSUNf+7vVpdySzH4g71wtFXg5+n9mq2eRER0k+UPMyRqITVTkDQ0ANbGViGDSilvt+GvQleBF3a/gMk7JiOvPK9ZzqkzCDAIgMFEzysRETUdewDJau29she/piegp1csRoaNvGO/SinHw939YNMOpmNpKVmlWUgrTEOVvgo55Tlws3O763OKy8C109BMRNQWMACS1dIZdEi6fhxXi6/godCHIJcYfzs42Skw8/5wM9XOMgSrg7HmwTXIr8hHpGtks5yzZiJoTgFDRNRyGADJat3X4T7klOfgb8F/uyP8Ud0EQUB+Rb7Y2xekDkKQOqjZzi/2ADIAEhG1GN7bIqslk8jwaOSjdS5TZhAE5JVW4npxBQQ+jyZafnI5xmwag7/y/2qR8+sYAImIWhwDINENe67sxeWiy+L7Cq0eY5YfxCMr/0ClzlD3gVakQleB3em7kVeRh5M5J1vkM3R6BkAiopbG+15EAA5nHcYHRxfB0cYRu/y/ASAxCiC6uxgJ3J7Yym3x+YOfY0/6nloHzjQHR1s5YgNd4ObQ+LWViYioYRgAiQB0cuuEMOcwBKuD4WDjgFyUArjZ66fXW3cALKoqgpONEwDAycapxcIfAHTyccKicfe02PmJiIi3gIkAAI42jpjffz6mRE8Rt6UXXxK/1hqs9xbwkWtH8OD3D2J3+m5zV4WIiJoJAyDRDXZyO9gr7MX3BZUFqOkFvJvJoC3dT+d/QrG2GFvStnAwDBFRO8FbwER16OndEzby/ajSGaz6GcB3+r6Dji4d8Y/I+tdObi6/Jmdj5vokdPZVY+HYri3+eURE1og9gET1EJeDs7JnAMu0ZeLXcqkcT3Z+EkqZslU+u1JnQGmVHpU6fat8HhGRNbKYACgIAtauXYvevXuL27RaLebMmYPo6GgEBASgf//+OHHiBAAgJycHQUFBRq/AwEBIJBIcO3YMADBz5ky4ubkZlamsrDTH5VEbNSTKHS5uaXh+9zPQGrTmrk6ryCvPw/gt4/HZqc/McsuXK4EQEbU8i7gFvH37dsyaNQtlZWVQKBTi9nPnzqGgoAB//PEHVCoVVq5cifj4eKSlpcHDwwOXLl0yOs/69euxbNkyxMTEAAA0Gg0WLVqESZMmteblkAV5/r4g7N78Ci6X5UFn0EEhVZg+yMIlpCfgUtElfPvXt3gk4hFx9G9r4UogREQtzyICYElJCebNmwdHR0dMmzZN3N65c2d8+OGH4vtnn30Ws2fPRmpqKqKioozOodfr8dZbb2HVqlXitvz8fDg7O7d4/cly2chsMLfvXPi52kAha//hDwAeiXgEBsGA3j69Wz38AVwJhIioNVhEABw7diwAYO/evfWWKysrQ1lZGdRq9R37NmzYAD8/PwwYMEDcptFoGACpXpVaAeHqaHTydMJVTbm5q9NitAYtZBIZpJLqp0L+EfkPs9WFPYBERC3PYp4BbIg33ngDgwYNgp+f3x37PvjgA7z44otG2zQaDZ544gkEBgZi+PDh4rOBdamsrERRUZH4Ki4ubs7qUxs0ec1RxC9LxKmMQnNXpcXoDXr8+7d/Y/Zvs9vEc45iD2ArjDgmIrJW7SIAlpeX4+mnn8a+ffvw1Vdf3bH/+PHj0Gg0GD58uNH206dP48qVKzh37hzi4+PxwAMP4OrVq3V+zvz586FWq8XX7beZqf2p6YU6knUMlfr2OUDobP5Z/Hr5V+y8tBNn886auzpwV9mgi68TOrjZmy5MRERNYvEB8MKFC4iNjYVMJkNiYiI8PDzuKPP555/j0UcfhVRqfLk175VKJZ599ln06tULO3furPOzZs+ejcLCQvGVnJzcvBdDbU5NL9TiYx+jsLJ99gJ2ce+Cjwd/jPkD5qOrh/nn3ftbtA+WTeiBZ+4NMXdViIjaLYt4BrAuGo0GgwcPxhtvvIEpU6bUWkav12PdunXYtWuXyfPp9XrY2NS9AL1SqYRSeXMutKKiosZXmixKTQ9giDoMMqnMzLVpXlq9VhzY0t+/v5lrQ0RErcmiewC/++47REVF1Rn+AODIkSMQBAE9evQw2l5RUWE0qGTt2rU4ffo0hg0b1lLVJQtUEwBnxb4GN1s3M9em+aw5swaPb3u83fZqEhFR/Sw6AJ4/fx6JiYl3TPi8fPlyscyhQ4fQvXv3O44VBAGvvPIKvLy8EBQUhA0bNmDXrl213kIm61UTANvTWsCFlYX4/PTnSM5Lxo5LO8xdnTus2p+GMcsPYNVvaeauChFRu2VRt4AHDRqElJQU8f3ChQuxcOHCeo+ZOXMmZs6cecd2Ozs7HD16tNnrSO1LTQBsT2sBq5VqfDb0M+y/uh/jOo4zd3XuUFyhRV5pFcqquBQcEVFLsegeQKKWFhvoAi+P61h26j1cKb5i7urclVtv94a7hGNy9GRI2uBUK1rOA0hE1OIsqgeQqLVN6heMfcXvIK0kA1/+fg3Oygo42d25Isi9Ye64v5MXACC/tApLd6fWec5eQa74W7QPAKCoQovFu87VWbZbgDNGdque17JCq8eC7Sl1lu3iq8aYGH8AgMEgYO7Wm6PUz+Sewdn8sxgaOBROSid09HLEo706iPvf3ZIMfR3r/ga7q/BEnyDx/cLtKSjX1t475+9ij8n3Bovvv0i8CKlUgqLyO+cXdFMp8e+HOonvv/rjMgrKqvBXdvX8mpwHkIio5TAAEpkwo/sMlFZp8Z8NpQBKay1jq5CJAbC4QosvEi/VeT5BgBgAK6r09ZZ9JNZfDIBavaHesvH3+IoBUABuK6sCEIsfcvIB5GNIJ0+jALj24GVU6Q21nrdvqJtRAPz6UDoKawl0ANC9g7NRAPzl9DXkFNc+f2KIu8ooAO48cw1XblltxdGWP56IiFoKf8ISmdDDqwfsbWRIiavu1VPX0gMYF3JzhLCTrQLPDwqt+3wdXMSv7Wxk9ZaN9ru5rKFCJq23bKTPzXV7JYBR2XJdBS4XXUKkayQAINTDwejYZweG1DnQJfC2CZkn3xuMijp6AH2c7YzeP9zND3KZpNbA6KoynnIp/h5fFJZrobZTQKs3IL6rb62fQUREd48BkKgBPJ1sMaV/9cTEQe6qesu6qGzwfw9GNui8jraKBpe1VcgaXLZUV4J+0Xno59fvlq3d6iz/r6ERDTovAMy4P7zBZSfEdUCQuwqXcmvvOb3VI7EBANDg8kRE1HQcBEJkQqomFQczD6Ko0jIm/tZUaPD4L4/jn7v/iaPXONKdiIjuxABIZMLSpKWYumsqzhXUPVijLVEr1QhzDoOrrSvsFHamDyAiIqvDW8BEJvg6+EJuGw5bua25q1KnoqoiyCQyqBQqSCVSvHvvuyipKoGHPSc2JyKiO7EHkMiE13q9ho0jNqKLWxdzV6VWBzIOYMSPI7AsaZm4zU5ux/BHRER1YgAkskDCLXP2KWQK5FXk4Y+sP1ClrzJjrYiIyFIwABK1UW/8/gam7pyKa6XXxG37r+7HiJ9GYMXJFeK2WK9YzO03FxuGb4CNzKa2UxERERlhACQy4YszX2Dyjsk4fv14q31mua4c2y5uw8Gsgyiqujn6OLc8FxcLL2Ln5Z3iNolEglFhoxj+iIiowTgIhMiEtMI0nNAcRl+PkS36Od+d+w5KmRIjQkdALpVj5QMrkVGSAQ+7m8/y9fTuif/e/190cutUz5mIiIjqxwBIZMK48HGYYPsAXKQdW+wzUjWpmHdoHnQGHdzt3NHXty9ivWMRi1ijcgGOAQhwDGixehARUf2mTZuGvXv3IiWlem32pKQkPPfcc8jKyoJKpcKSJUswdOhQM9fSNAZAIhO6enRt8dUpQp1DMbXrVKQVpKGPT58W+xwiImq69PR0fPXVVwgIqP5DvLi4GPHx8fjyyy8xZMgQ7Nu3DyNHjkRKSgq8vb3NXNv68RlAojZAKpHiuXuew4IBCyCRSMxdHSIiqsVLL72ESZMmie/XrVuHnj17YsiQIQCAgQMHYsCAAdiwYYO5qthgDIBEJmSVZOHE9RPIq8hr9nMnZiTCIBjE91IJvyWJiNqiLVu2ID8/H2PHjhW3HTx4EP369TMqFxcXhxMnTrRy7RqPv22ITPhfyv8wcdtE7L+yv1nPuzVtK6b9Og0zd8+E3qBv1nMTEZFpxcXFKCoqEl+VlZW1lsvMzMT06dOxYsWKO7Z7eXkZbfP09EReXvN3GDQ3BkAiE5yVzvB38Ie9wr5Zz2sQDLCR2iDcJRwyqaxZz01ERKZFRUVBrVaLr/nz599RxmAwYMKECZg1axYiIiKM9un1eqOJ+Wu2WcKjPBwEQmTClOgpCHJ/sdkHgcSHxqOzW2cEOgU263mJiKhhkpOT4efnJ75XKpV3lJkzZw4cHR0xffr0O/a5uroiNzfXaFtOTk6bHwACsAeQqFVV6atQpi0T34c4h7D3j4jITBwdHeHk5CS+aguAK1euxL59++Di4gJnZ2cMHz4cqampcHZ2RkxMDA4cOGBUPjExEX36tP3ZHBgAiVqJIAh4+8DbeGr7U0bLuxERUduVlZWFoqIiFBQUoKCgAFu2bEF4eDgKCgrw2GOPISEhAbt37wYA/PLLL0hJScG4cePMXGvTeAuYyIQdl3fg1MnduMd5CB4IfKDJ58kuy0ZiZiIKKwtxqegSvFVt/xYBERHVzd/fH+vXr8fzzz+P/Px8hIWFYfPmzVCpVOaumkkMgEQmpBelY9/VfXCVR5guXA9vlTe+eegbnMo5hd4+vZupdkRE1JoGDRokrgICAMOGDTN6bykYAIlM6O/XHzH+HeCA4CYdrzVooZAqAAB+Dn7wc/AzcQQREVHL4jOARCZEukZidPhodHRp/FrAp3JOYcSPI3A272wL1IyIiKhpGACJWtCKP1fgaslVrDq1ytxVISIiEjEAEplQUFmAc5pzyCnPafSx7/d/H+M6jsPcfnNboGZERERNwwBIZMKOSzswZtMYfHP2mwaVz6/IF792tHHEm33ehErR9keEERGR9WAAJDLBTm4HN1s32MntTJbddXkXHvzhQSSkJ7RCzYiIiJqGAZDIhBGhI7B3/F5M7TrVZNlDWYdQrivH1rStrVAzIiKipuE0MER3SRAEceHv13q9hnDncIzpOMbMtSIiIqqbxfQACoKAtWvXonfvmxPoarVazJkzB9HR0QgICED//v1x4sQJcX9SUhKUSiWCgoLE19dffy3uz8vLw7hx49ChQwcEBgZi0aJFrXlJZGGqDFXQCTrxfWFlIT48+iFe2P0CBEEAAMilcoyPHA+5lH9bERFR22URv6W2b9+OWbNmoaysDAqFQtx+7tw5FBQU4I8//oBKpcLKlSsRHx+PtLQ0KBQKaDQa9O7dG/v27av1vBMnTkRcXBy+/fZbZGVloW/fvoiIiEB8fHxrXRpZiK/Pfo3lR75HlFsUPn3oPQCAQTDg67Nfo8pQhaTrSejh1cPMtSQiImoYi+gBLCkpwbx587B69Wqj7Z07d8aHH34orrn37LPPorS0FKmpqQCA/Px8ODs713rOc+fO4ciRI3j99dchkUjg6+uLGTNm4PPPP2/RayHL5GnviTJdGcp15eI2F1sXTO8+HcsGL0N3z+5mrB0REVHjWEQP4NixYwEAe/furbdcWVkZysrKoFarAQAajabOAHjw4EHExcVBLr/ZBHFxcVi6dGmz1JnalwcCH4DXsC7IKMkw2v50l6fNVCMiIqKms4gewIZ64403MGjQIPj5Va+1mp+fj02bNiEgIACxsbH45JNPxGe1MjMz4eXlZXS8p6cn8vLy6jx/ZWUlioqKxFdxcXHLXQy1OU5KJ3Ry62TuahAREd21dhEAy8vL8fTTT2Pfvn346quvxO2zZs2CRqNBeno6Pv30UyxduhSffPIJAECv14thsIZerxdHc9Zm/vz5UKvV4isqKqplLoiIiIioBVl8ALxw4QJiY2Mhk8mQmJgIDw8PcZ9UWn15EokEPXr0wNtvv41vv/0WAODq6orc3Fyjc+Xk5MDb27vOz5o9ezYKCwvFV3JycgtcEREREVHLsugAqNFoMHjwYLz44otYtWoVbG1t6y2v1+thY2MDAIiJicGhQ4dgMBjE/YmJiejTp0+dxyuVSjg5OYkvR0fH5rkQIiIiolZk0QHwu+++Q1RUFKZMmVLr/v3796O0tBQAcP78ecydOxcTJ04EAPTq1Qs+Pj5YsGABDAYD0tLSsHz5crzwwgutVn8iIiIic7DoAHj+/HkkJiYaTfQcFBSE5cuXAwB2796NkJAQBAYG4uGHH8asWbPw5JNPAqi+Lbxx40bs2LEDXl5eePDBB7Fo0SLExMSY85KIiIiIWpxFTANTY9CgQUhJSRHfL1y4EAsXLqyz/Ntvv4233367zv0hISEmp5YhIiIiam8sugeQiIiIiBqPAZCIiIjIyjAAEhEREVkZBkAiIiIiK8MASERERGRlGACJiIiIrAwDIBEREZGVsah5ANuammXkrmdfE7fJK+yRlV9mVK65t7XmZ7XFepr7vPIK+1qPI2O3tldz/hvWdz6et+5j7+a8zXENrXHe1vje5M/N9nENNb+3b10O1towAN6F7OxsAMCooQPNXBMiIiJqrOzsbHTo0MHc1TALiSAIgrkrYal0Oh2SkpLg5eUFqdRy76YXFxcjKioKycnJcHR0NHd1LBbbsfmwLZsP27J5sB2bT1toS4PBgOzsbHTv3h1yuXX2hTEAEoqKiqBWq1FYWAgnJydzV8disR2bD9uy+bAtmwfbsfmwLdsGy+22IiIiIqImYQAkIiIisjIMgASlUom33noLSqXS3FWxaGzH5sO2bD5sy+bBdmw+bMu2gc8AEhEREVkZ9gASERERWRkGQCIiIiIrwwBIREREZGUYAK1YeXk5pk6disDAQPj7+2PWrFlWvSxOYwmCgLVr16J3795G25OSktC7d28EBgYiKioKO3fuNFMNLcPu3bvRr18/hIWFITQ0FEuXLhX3sS0bZ+HChYiIiECHDh0QHR2NTZs2ifvYlk0zbdo0REZGiu/Zjg23ePFiqNVqBAUFia8LFy4AYDu2CQJZreeee06YPHmyoNVqhYKCAiE2Nlb46KOPzF0ti7Bt2zahS5cuQkhIiBARESFuLyoqEvz8/IRdu3YJgiAIe/fuFdRqtZCVlWWuqrZ5zzzzjJCcnCwIgiBcuHBB8PX1FbZt28a2bIK9e/cKVVVVgiAIwr59+wRbW1shNzeXbdlEly9fFuzt7cXvcbZj4/znP/8R3nzzzTu2sx3bBvYAWqmSkhKsWbMGCxYsgFwuh1qtxuzZs/HFF1+Yu2oWoaSkBPPmzcPq1auNtq9btw49e/bEkCFDAAADBw7EgAEDsGHDBnNU0yKsWrUKnTp1AgCEhIRg/Pjx2L17N9uyCQYOHAiFQgEAGDBgAOzt7ZGTk8O2bKKXXnoJkyZNEt+zHRsnPz8fzs7Od2xnO7YNDIBW6tixYwgODoabm5u4LS4uDqdPn4ZOpzNjzSzD2LFjER8ff8f2gwcPol+/fkbb4uLicOLEiVaqmeXLycmBWq1mW96FiooKLFmyBL169UJkZCTbsgm2bNmC/Px8jB07VtzGdmwcjUZTawBkO7YNDIBWKjMzE15eXkbbPD09odPpUFRUZKZaWb662jUvL89MNbIshw8fxpYtWzBhwgS2ZRNcuHABAQEBsLe3xzfffINly5YB4H+XjZWZmYnp06djxYoVd2xnOzacRqPB66+/joCAAAwePBgJCQkA2I5thdzcFSDz0Ov1EG6bA1yv1wMAJBKJOarULtTVrmxT07777jvMmDEDa9euRXBwMNuyCUJDQ3HlyhVUVFRg48aN6NOnDxITE9mWjWAwGDBhwgTMmjULERERyMrKEvexHRtny5YtkEql0Ol02Lx5M0aPHo09e/awHdsIBkAr5erqitzcXKNtOTk5sLOzg1qtNlOtLF9d7ert7W2mGrV9er0eM2bMwJ49e7Bz505ER0cDYFveDVtbW0yYMAEJCQlYs2YN27IR5syZA0dHR0yfPv2OfWzHxpFKq28yyuVyPPzww9ixYwd++ukntmMbwVvAVqpHjx7466+/oNFoxG2JiYno1auX+E1LjRcTE4MDBw4YbUtMTESfPn3MVKO2b+bMmbhw4QIOHz4shj+AbdkclEol7O3t2ZaNsHLlSuzbtw8uLi5wdnbG8OHDkZqaCmdnZ7bjXdLr9bCxsWE7thXmHIJM5jVixAhh2rRpglarFXJycoTo6Gjhxx9/NHe1LMqePXuMpoG5cuWK4OzsLCQkJAiCIAhbt24VAgMDhZKSEnNVsU0rKysTZDKZcO3atTv2sS0b5+rVq8I333wjaLVaQRCqp4Hx9fUVUlNT2ZZ34dbvcbZj42zfvl3Q6/WCIAjCjh07BFdXVyE5OZnt2EbwFrAVW716NSZPngwfHx+oVCq88sorGDVqlLmrZdH8/f2xfv16PP/888jPz0dYWBg2b94MlUpl7qq1SRcvXoTBYEBcXJzR9tDQUCQkJLAtG0GpVGL16tWYOXMmHB0dERoaik2bNiEsLAwA2JbNgN/fjbN48WJMnDgR9vb2CAwMxM8//yxO+cR2ND+JINz2JCYRERERtWt82IuIiIjIyjAAEhEREVkZBkAiIiIiK8MASERERGRlGACJiIiIrAwDIBEREZGVYQAkIiIisjIMgERERERWhgGQiIiIyMowABIRERFZGQZAIiIiIivDAEhERERkZRgAiYiIiKwMAyARERGRlWEAJCIiIrIyDIBEREREVoYBkIiIiMjKMAASERERWRkGQCIiIiIrwwBIREREZGUYAImIiIisDAMgERERkZVhACQiIiKyMgyARERERFaGAZCIiIjIyjAAEhEREVkZBkAiIiIiK8MASERERGRlGACJiIiIrAwDIBEREZGVYQAkIiIisjIMgERERERW5v8D6gYzNVAwrkkAAAAASUVORK5CYII=", "text/html": [ "\n", "
\n", "
\n", " Figure\n", "
\n", " \n", "
\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.plot(gas_time, (gas_t.mean(axis=1)+1990)/2 - 273.15)\n", "plt.plot(gas_time, (gas_t.max(axis=1)+1990)/2 - 273.15, ':')\n", "plt.plot(gas_time, (gas_t.min(axis=1)+1990)/2 - 273.15, ':') \n", "\n", "plt.xlim(-6, 54)\n", "# plt.ylim(6, 36)\n", "\n", "for c in coke_products:\n", " plt.axvline(c.t_push, linewidth=0.2)\n", " \n", "plt.twinx()\n", "plt.plot(sample_time, np.interp(sample_time, *sample_program.T), '--')\n", "plt.ylim(35, 90)\n", "plt.xlabel(\"정수 첫날\")" ] }, { "cell_type": "code", "execution_count": null, "id": "2338f1c2", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.12" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }