From 42f354fd92bf295312e04fb47c5cf566ae256058 Mon Sep 17 00:00:00 2001 From: lakhan Date: Sat, 18 Apr 2020 14:26:11 +0530 Subject: [PATCH 1/2] Added the social distancing measures notebook --- Social Distancing Measures.ipynb | 386 +++++++++++++++++++++++++++++++ 1 file changed, 386 insertions(+) create mode 100644 Social Distancing Measures.ipynb diff --git a/Social Distancing Measures.ipynb b/Social Distancing Measures.ipynb new file mode 100644 index 0000000..58cca00 --- /dev/null +++ b/Social Distancing Measures.ipynb @@ -0,0 +1,386 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from seirsplus.models import *\n", + "import networkx" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "numNodes =10000\n", + "baseGraph = networkx.barabasi_albert_graph(n=numNodes, m=9)\n", + "# Baseline normal interactions:\n", + "G_normal = custom_exponential_graph(baseGraph, scale=100)\n", + "plot_degree_distn(G_normal, max_degree=40)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Social distancing interactions:\n", + "G_distancing = custom_exponential_graph(baseGraph, scale=10)\n", + "plot_degree_distn(G_distancing, max_degree=40)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Quarantine interactions:\n", + "G_quarantine = custom_exponential_graph(baseGraph, scale=5)\n", + "plot_degree_distn(G_quarantine, max_degree=40)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1.6, 2.0)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mumbai_cases = 2000\n", + "mumbai_population = 12500000\n", + "\n", + "mumbai_cases_normalized = float(mumbai_cases/mumbai_population) * numNodes\n", + "mumbai_cases_normalized, np.ceil(mumbai_cases_normalized)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [], + "source": [ + "model = SEIRSNetworkModel(G =G_distancing, \n", + " beta =0.155, # rate of transmission\n", + " sigma =1/5.2, # rate of progression\n", + " gamma =1/20, # rate of recovery\n", + " mu_I =0.002, # rate of infection related mortality\n", + " mu_0 =0, # rate of baseline mortality\n", + " nu =0, # rate of baseline birth\n", + " xi =0, # rate of re-susceptibility\n", + " p =0.1, # probability of global interactions (network locality) \n", + " # p is 0.1 for G_distancing and 0.5 for G_normal\n", + " \n", + " Q =G_quarantine, \n", + " beta_D =0.155, # rate of transmission for detected cases\n", + " sigma_D =1/5.2, # rate of progression for detected cases\n", + " gamma_D =1/12.39, # rate of recovery for detected cases\n", + " mu_D =0.02, # rate of infection-related mortality for detected cases\n", + " theta_E =0.005, # rate of testing for exposed individuals\n", + " theta_I =0.05, # rate of testing for infected individuals\n", + " phi_E =0.2, # rate of contact tracing testing for exposed individuals\n", + " phi_I =0.2, # rate of contact tracing testing for infectious individuals\n", + " psi_E =1.0, # probability of positive tests for exposed individuals\n", + " psi_I =1.0, # probability of positive tests for infectious individuals\n", + " q =0.1, # probability of global interactions for quarantined individuals\n", + " initI =3 * np.ceil(mumbai_cases_normalized), # initial number of infectious individuals\n", + " initE =0, # initial number of exposed individuals\n", + " initD_E =0, # initial number of detected exposed individuals\n", + " initD_I =np.ceil(mumbai_cases_normalized), # initial number of detected infectious individuals\n", + " initR =0, # initial number of recovered individuals\n", + " initF =0) # initial number of deceased individuals" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [], + "source": [ + "checkpoints = {'t': [25], # Assuming a 25 day lockdown after which G_normal represents the network graph\n", + " 'G': [G_normal],\n", + "# 'beta': [0.25],\n", + "# 'beta_D': [0.25],\n", + " 'p': [0.5], \n", + " 'theta_E': [0.01], # Assuming rate of testing improves by the time lockdown ends (2x)\n", + " 'theta_I': [0.1], \n", + " 'phi_E': [0.1], # rate of contact tracing becomes difficult when the lockdown ends\n", + " 'phi_I': [0.1]}" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "t = 10.95\n", + "[Checkpoint: Updating parameters]\n", + "t = 40.20\n", + "t = 50.26\n", + "t = 60.20\n", + "t = 70.03\n", + "t = 80.11\n", + "t = 90.13\n", + "t = 100.36\n" + ] + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.run(T = 100, checkpoints=checkpoints)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(331,)" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.Series(model.numI).shape" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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p06cTEhLCtm3bOHv2LMePH8ff35/g4GD27duHRqMhNDQUgClTpuDn58fevXuxt7dn6dKlACxYsABHR0f27NlD3759mT59OgAhISGUK1eOPXv2MGHCBMaPH1+EzdWNv5blLczVq1cxNDRk586d1K5d+7Wudf78ee2Su2PGjHmjxXeKuxEjRjBjxgxdhyGEKGOyHmWzf/sVblxLoqVLTZT6JbPTvNDpfCqVCrVaTVZWFuXLlyc3Nxd9fX0eP35MixYtAPD29mbRokX07duXM2fO8O2332q3Dxo0CH9/fw4fPszq1asB8PDwYOrUqeTk5HD48GHGjBkDgJOTEykpKcTFxeVbQa4kK6gsb0BAAKampvz5558kJCTw+eef06lTJyZMmEBycjL/+te/+Pbbb5k9ezanT59GpVLh7e3NsGHD0Gg0zJ07l7CwMJRKJf3796d+/focPHiQkydPYmlpya5du2jdujXe3t5s2rSJX375BYVCQdOmTZk4cSImJia0a9eO7t27c+7cOZRKJQsWLKBGjRrMmjWLY8eOoaenR9euXRk5cuRL27h582YOHz5MamoqiYmJDBgwgLt373Ly5EkqVarEsmXLMDIyYuvWraxYsQK1Wk3Tpk2ZNGkSRkZGrFq1im3btpGVlYWBgQHz5s2jTp06uLm50adPH37//XeysrKYNWsW9vb2mJubY25uzsmTJ3F2di7KH58QQqBSqTl7PJoj+yPJysrhvdY1aNuprq7DemOFJn5TU1PGjBmDu7s75cqVw8nJCQMDAywtLbX7WFpakpCQwIMHDzA1NdUWbXm6HfKKtDw9Rl9fH1NTU1JSUvJtf3pMfHx8vsSfnp6urfr2VHx8/Cs1MOPSYTIuFs08eLPmbpg5dCpwnxeV5X1WfHw8a9asITIykiFDhuDj48O0adNYsmQJ33//PWvXrgVgy5YtZGdnM3z4cOzt7UlKSuL8+fPs2LGDnJwc/Pz8WLZsGW5ubrRu3Zr27dtr1/ePiIjg+++/JzQ0lMqVKzNlyhSWLFnCuHHjSEpKwsXFhYkTJzJz5kxWr17N4MGDOXLkCLt27SIrK4vx48fz5MmTfEV0/ury5cvs2LGDtLQ03NzcWLZsGYGBgQwePJijR49iZ2dHaGgo69atw8jIiHnz5vHzzz8zZMgQwsLCCAkJwdjYmIULF7J69WomTpwIQKVKldi4cSMhISH88MMPLF68GABHR0cOHjwoiV8IUaSuX01g/7Yr3E/KpHb9KrzfpwnWNhV0HdbfUmjiv3btGps2beLQoUOYmZkxduxYjh07lm9NYo1Go62m9te1il+2drFGo0FPT++5Y55uf9aKFStYsmTJazWsuHhRWd5nubq6olAoaNCgAampqc+9fuLECa5evcrJkycBePToEREREdy8eRN3d3cMDQ0xNDRk27ZtL73GmTNn6Ny5M5UrVwagf//++YZU2rdvD0D9+vU5e/YsVatWxcjIiAEDBtC5c2fGjh1bYNIHaNmyJaamptqyui4uLgBUr16d9PR0Tp06RXR0tLa8cE5ODk2aNMHU1JR58+axa9cubt++zdGjR/MtU/tsbE8LEkFeOeBjx44VGJMQQrypjLTH7Nv2J1cu3qOKlSkDhjtRv7FViVmPvyCFJv7ff/8dFxcXLCwsgLzu+59//ln7cB5AcnIyVlZWmJubk5GRgUqlQqlUkpSUhJWVFQBWVlYkJydjbW1Nbm4umZmZVKpUiapVq5KYmEjNmjXznetZQ4cOxcvLK9+2+Ph4Bg4cWGgDzRw6FXpXXpQKK8v7NKG+7MOkUqnw9/enW7duAKSkpGBiYsK8efPyHRMbG4u5ufkLz/HX6ncajUb7MOZfY9BoNOjr67NhwwZOnz7NkSNHGDBgACEhIQU+b/BsmV54vlSvSqXC3d2doKAgADIzM1GpVNy7d4/BgwczaNAgOnToQJUqVbh69Wqh74++vn6p+B9QCFG8qNUazh2P5uCea6hy1XR2b0jbTnVL7Hj+ixTakkaNGnH8+HEePXqERqPh4MGDtG7dGiMjI86dOwfkPfXfoUMHDAwMcHR0ZPfu3QBs3bqVDh06ANCxY0e2bt0KwO7du3F0dMTAwICOHTtq71bPnj2LkZHRc+P7FSpUwNbWNt+fgu6ii5PXKcv7Is7OzoSGhpKTk0NmZiZ+fn5cuHABJycn9u/fT05ODllZWXz00UckJCSgVCpRqVT5ztG6dWsOHjyo7VEIDQ2lTZs2L73mlStXGDRoEE5OTowbN466deu+9uyCv2rTpg2//vor9+/fR6PRMHnyZFasWMHly5exs7Nj2LBhNGvWjLCwsOfif5G7d+9iZ2f3t2ISQohn3YlK4b+LfmfPlnCq16zMv/w70r5r/VKV9OEV7vjbtWvHlStX8Pb2xsDAgGbNmjFixAjef/99goKCePjwIU2bNmXIkCEATJo0iYCAAL777rt866yPGTOGgIAAevXqhZmZGXPnzgVg8ODBBAcH06tXLwwNDZk9e3YRNvfde1FZ3tcxYMAAoqOj8fLyIjc3F29vb23SDg8Px9vbG7VazZAhQ6hduzZt27blm2++yXetRo0a8cknnzB48GBycnJo2rQpU6ZMeek1mzRpQosWLfDw8KBcuXK0bNmSDh06cPnyZRYtWsRPP/30Ru/DyJEjGTp0KGq1msaNGzNixAhyc3NZu3YtPXv2RKPR4OTkxPXr1ws936lTp9642qEQQjwrOeEhB3ZdJeLPBMwqGOE18D3s37Mptb2KUpb3Hfi7ZXmLC41GQ1BQkHYqpq7cv3+fkSNHah98LK2K2+dYiNLmUWY2h/Zc4/ypGAwMlLTrUo827WtjYKjUdWgvJWV5S4iSWpb3r+Lj4/H09NR1GHz//fdMmDBB12EIIUowjUbD5lV/8MepGJxc7Rg1oTPtutQr1kn/bZGyvO/A3y3LW1xUq1aNatV0v1JVYGCgrkMQQpRwVy/dIyoyiR7/aErr9q+3UFpJJ3f8QgghypQnj3PZt/VPrKtXwLFt2XtIWBK/EEKIMuXwvggyMp7Q06cZesqylwbLXouFEEKUWfFx6Zz+/TatnGtia1dZ1+HohCR+IYQQZYJGrWH3xsuUK2eAW89Gug5HZyTxCyGEKBMunIkhNvoBXT0aU668oa7D0RlJ/O+ASqVi5MiRZGVlsXjxYlxdXfH09KRPnz54eHiwatWqQs9x6dIl5syZ80bXDw0NZefOna91jJubG7GxsS99PTY2Fnt7ezw9PfP9eVqBUddiY2Nxc3PTdRj5fPXVV9qiVUKId+dhxhMO7r7G3q1/UrOOOc2d3mz+e2kh0/negbVr19KuXTvKlSsH5K3GN2rUKCBv7f2hQ4diZGRE3759X3qOGzducP/+/Te6/vnz52nduvUbHVsQKyurAosDifxGjBjBjBkzWLhwoa5DEaJMeHA/kxOHo/jjdAwqlZrGzarRrU+TUrsi36uSxF/ENBoNISEhbNy48YWvm5ub8+mnn/LTTz/Rt29fkpOTCQ4OJj4+HoVCwZdffom9vT2LFi3i0aNHfPfdd4wYMYLZs2dz+vRpVCoV3t7eDBs2DI1Gw9y5cwkLC0OpVNK/f3/q16/PwYMHOXnyJJaWljRu3Pi587dt25bU1FT8/f2Jj4+nbt26PHny5I3b/OeffzJixAh27NiBnp4eXl5eLF26lLCwMOLi4rh58yYPHjygf//+fPTRR6jVambMmMGJEydQKBT06dOHESNGEB8fz9ixY3n06BF6enoEBQXRokULLl26xNdff83jx4+1ZYZr1KjBlStXtHP8GzUqfPxu8eLFxMXFcfv2bVJSUvj00085ceIEFy9epFGjRsyfPx+FQsGPP/7Inj17UKlUtGvXDn9/fxQKBfPnz+fEiROkpaVhZWXF/PnzqVKlCu3ataN79+6cO3cOpVLJggULqFGjBvXq1ePu3bvcuXNHW5RKCFE0rlyMY1PIefT09HBwrE7bznWxsDTVdVjFQqlP/L/dOsmhW8eL5Nyda7elY+2C68Ffu3YNMzOzAtfpb9CgAVFRUQBMnz4dHx8funTpQmJiIn5+fmzdupXRo0dz+vRpPv30U+1StVu2bCE7O5vhw4djb29PUlIS58+fZ8eOHeTk5ODn58eyZctwc3OjdevWtG/fni+++OKF51+0aBFNmjThp59+4syZM+zZs6fQ9icmJj63kt/s2bNp2rQp/fv3Z/bs2eTk5ODr60vjxo0JCwsjPDycdevWoVar8fb2xsXFhQsXLnDv3j22b99OdnY2gwcPpkGDBoSHh9OpUyc++ugjjhw5wrlz52jSpAlBQUF8//332NjYcPToUSZOnMjy5csZN24cAQEBuLq68u2333Lq1KlC2xAZGcn69es5f/48Q4cOZceOHdSqVYuePXsSERFBYmIi4eHhbNy4EYVCgb+/P9u3b6dFixZERUWxbt069PT0+Oqrr9i+fTv//Oc/SUpKwsXFhYkTJzJz5kxWr15NQEAAAK1ateLQoUMMHTq00NiEEG9Go9Hw+4EbWFiZMvgTZ8wqGus6pGKl1Cd+Xbt9+3ahlQQVCgXGxnkfzOPHjxMVFcWiRYsAyM3NJSYmJt/+J06c4OrVq5w8eRKAR48eERERwc2bN3F3d8fQ0BBDQ8MXdsO/7PynT59m3rx5ADg5OVGjRo1C21ZQV/+nn36Kj48PxsbG+Z5N8PDwwMTEBMh7juDkyZNcvHgRLy8vlEol5cqVo3fv3pw4cYJu3boxatQorl69SseOHRk0aBC3b98mJiaGTz/9VHvOhw8fkpKSQmJiIq6urkBe+ehNmzYV2gZXV1f09fWxsbHB0tKSevXqAVC1alXS0tI4ceIEly5dwtvbG4DHjx9jY2ODp6cn48aNY8OGDdy6dYsLFy7ku4tv3749APXr1+fs2bPa7TY2NkRHRxcalxDizd2LTSP+bjru3vaS9F+g1Cf+jrWdC70rL0oKheK52vR/FRERQd26dQFQq9WsWLGCSpUqAXl31RYWFvlq1KtUKvz9/enWrRuQ95yAiYkJ8+bNyzd2FRsbi7m5eb5rvez8CoWCZ+s1KZV/b73qjIwMMjMzyczMJDU1VRvHs+dVq9UolUrUanW+YzUaDSqVilatWrFr1y4OHz7M7t272bJlC+PGjcPW1lb7hUOlUpGcnPzG8RsYGGj//qKfk0qlYujQoXz44YcApKeno1QqCQ8P58svv2TYsGF0794dPT29fNc3MjICeC4ufX199PTkmVohitK5E9EYGCpp1rK6rkMpluQ3UBGzs7Pj7t27L309MTGR77//noEDBwLg7OzMmjVrgLwH+nr37k1WVhZKpZLc3FztPqGhoeTk5JCZmYmfnx8XLlzAycmJ/fv3k5OTQ1ZWFh999BEJCQkolUptjfuXnd/FxUWbTC9dusSdO3f+VrunTJnCoEGD8PPzy1cCOCwsjOzsbNLS0jh06BDt2rXD2dmZrVu3olKpyMrKYseOHbRp04bZs2ezfft2vLy8CA4O5sqVK9SpU4e0tDTtXfSmTZsYO3YslStXxsbGhsOHDwO89iyGl3F2dmbbtm1kZmaSm5vL559/zr59+zhz5gytW7fG19eXWrVqcfjwYe17XJDY2FgZ3xeiCD15nEP4H3E0bWGDcTmDwg8og0r9Hb+uNWrUiAcPHpCRkaEd51+3bh1hYWHau8H+/fvTq1cvAIKCgggODqZ3795A3pi5qakpDg4OLFmyhLlz5zJmzBiio6Px8vIiNzcXb29v2rRpA0B4eDje3t6o1WqGDBlC7dq1adu2Ld988w1mZmYvPf/o0aMJCAigV69e1KlT55W6+l80xu/k5ETLli2JiYnhm2++QaPR4OPjw+7du4G8O2E/Pz8ePnzIJ598Qr169bCzs+P27dt4enqSk5ND7969ef/997G3t+fLL79k8+bNKJVKZs2ahaGhIQsXLmT69Ok8efIEU1NTZs2aBcCcOXMYP348CxYsoEWLFtqYDhw4wMGDB9+onLCbmxvXrl2jX79+qFQq2rdvj5eXF4mJiYwcOVL7Ptrb2xc4/fGpM2fOMH/+/NeOQwjxai6fjyMnW0UrF/mC/TIKzbP9kCVIQTWJi1sd85UrV6Knp8egQYN0HXsURmsAACAASURBVIpOLV68GEA7lfFdyc7OZvr06fl6HnTh2rVrLF26VPt8RWGK2+dYiOJOo9Hw0zdH0QAj/t2+VE7bKyj3vSq5438HfH19GT16ND4+Ptq5/CXB2bNn+c9//vPC13788UeqVq36jiN6M1FRUfj6+uo6DH766Sft0/1CiLcvLiaN+Lh0evrYl8qk/7ZI4n8HDAwM+O6773QdxmtzdHR8qwv0vOs7/adeZU7/u/B01oQQomicl4f6Xok83CeEEKLEe5yVQ/iFOOxb2GBkLA/1FUQSvxBCiBIv/I+75GSraOlip+tQij1J/EIIIUo0lUrN2WPRWNtUwKZGRV2HU+xJ4hdCCFGiHdx9jcT4DNq/X18e6nsFkvjfgdJYlhegYcOGhZ5n0aJFdOrUiV9++eW1rh8TE8OECRMAuHz5srb4Tmly+fJlZs+ereswhCjRIq8kcOJwFK1c7GjsUE3X4ZQI8lT/O1Bay/K+im3btvHLL79Qu3bt1zouLi5OW6OgWbNmNGvWrCjC06lmzZrxyy+/EBER8UpfooQQ+aWmPGLrmgtYV69Ad88mug6nxJDEX8TKQlneU6dO8cMPP2BsbMzNmzdp2LAhc+fOZdq0aSQkJPD5558zb948kpKSWLRoEbm5udja2vKf//yHypUrc/z4cWbOnIlGo8HGxoZ58+Yxbdo0YmNjmTJlCj169GDJkiWEhIRw69YtgoODSU1NpXz58gQGBuLg4EBAQACmpqb8+eef2mv6+Phw4sQJbU9JxYoVmTdv3nP1C57l6upKly5duHTpElWqVMHHx4eQkBDi4+OZOXMmrVu3Jjo6msmTJ5OamoqxsTETJ06kSZMmREZG8p///IdHjx6RkpLCiBEj8PX1ZfHixSQkJBAdHc3du3fp27evtshQ7969+e9//6tdfVAI8WpUuWo2hZxHo9HwwZBW6Bv8vfoiZUmpT/yJBw+TcOBgkZy7ahc3rNw6FbhPaS7L+6w//viDPXv2YGVlRb9+/fj999+ZOnUqv//+Oz/++CPly5cnICCAlStXUrFiRdatW8fcuXOZNGkSY8eO5eeff6Zx48bMmzePLVu2EBQUxJIlS5g0aVK+8rr+/v6MGDGCbt26ceHCBcaMGcO+ffsAiI+PZ82aNURGRjJkyBB8fHxYunQpkydPxsHBgZ9++okrV67Qrl27l7YjOTmZDh06MHXqVAYPHkxYWBhr1qxhy5YtrFixgtatWzNu3DiCg4Np0qQJN27c0K7fv2HDBj777DNcXFyIiYmhT58+2oWDIiIiWL16NRkZGXTt2pWBAwdSoUIFnJycGDduHBqNRsYmhXgNYbuucvdOKn2HtsK8iomuwylRSn3i17XSXJb3WfXr19e2s27duqSlpeV7/eLFi9y7d48hQ4YAeZX5KlasSEREBFWrVtUuTfvll18C5Ev2T2VmZnLnzh1tVcIWLVpQsWJF7ZcmV1dXFAoFDRo0IDU1FYAuXbowcuRIunbtSpcuXbRlewvSoUMHAKpXr06rVq2AvHK66enpZGZmEh4ezvjx47X7P3r0iAcPHhAQEMDRo0f54YcfiIyM5NGjR9p92rRpg6GhIRYWFlSqVImMjAwqVKiAqakpGo2GBw8eFNgTIYT4n2uX73HqyC1at6sl4/pvoNQnfiu3ToXelRelslKW92kZ2qdt/msJCJVKRcuWLfn+++8BePLkCZmZmSQmJuaL+Wk53xd5UVmJpyV8n43h2fMNGzaMzp07c+jQIebMmcOlS5e03ewvY2hoqP37X98HtVr93Jeq+Ph4KlWqxOjRo6lQoQKdO3emZ8+e+R6oLOj9USqVUqpXiFf04H4m29ZdxKZGRbr2lloWb0J+2xSxslqW96+aN2/OhQsXuHXrFgBLly5l9uzZ1K5dm/v373Pjxg0Ali1bxtq1a/O19ylTU1NsbW3Zv38/ABcuXCA5OZn69eu/9Lp9+/YlMzOTYcOGMWzYMK5cufK32mFmZkatWrW079WxY8e0P7tjx44xevRounbtypEjRwAKLdX78OFDAO0XMSHEy+Xmqti48jwKhQKfwa3Q15dx/TdR6u/4da00l+V9HZaWlsyYMYP/+7//Q61WU7VqVebMmYORkRFz5szhq6++Iicnh5o1azJ79myys7PJyMjA39+fDz74QHueOXPmMHnyZBYvXoyBgQGLFy/Od4f+V//+978JCAhAX1+f8uXLM23aNAA+/vhjRo8e/UazBZ7GsGzZMgwMDJg/fz4KhYJRo0bh5+eHkZERjRo1onr16oVOiTxz5gydO3d+7RiEKIt+3X6Ve7Fp9P/QkcoW5XUdToklZXnfASnLW/z88ssvtGvXrsDegndh5MiRjBo16oXT+Yrb51gIXfrzQhybQs7j3LEO3fqU3al7Upa3hJCyvMWPubk59erV02kMly5donr16jKHX4hC3E96yI7QS1S3q0SXXsWj2mZJJon/HZCyvMWPp6enrkPAwcEBBwcHXYchRLFzP+kh92LSiI9LJyEunbt3UlEqFXwwuBVKpTya9ndJ4hdCCFEsZD/JZffmcC6dzXs2Rk+pwMrajIb2VXFsa0fFyiWnx7Q4k8QvhBBC5xLvpbMx5DzJiQ9p16UeTVvYUMXKFKW+3OG/bZL4hRBC6IxGo+HC6Rj2bAnHyNiAwZ84U7t+FV2HVapJ4hdCCKETGo2GPZvDOXs8mlr1LPAe+B6mFYx1HVapJ4lfCCGETpw6eouzx6Nx7liHrh6N0dOTehXvggyevAMqlYqRI0eSlZXF4sWLcXV1xdPTE09PT9zd3enduzfnzp3TdZivbfDgwS9cU19X9u/fz6pVq3QdhhDiFdy6kcyvO67S0L4q70vSf6ck8b8Da9eupV27dto5/AMGDGDbtm1s27aNPXv24OPjw8yZM3UcZcnXrVs39u/fz/3793UdihCiAKkpj9i08jwWlib8w7cFCkn675R09RcxjUZDSEgIGzdufOHrarWa+Ph4KlasCOSVhQ0ODiY+Ph6FQsGXX35J27ZtSU1NJTAwkKioKAwNDQkICMDFxYVDhw6xYMEC1Go1NWrUYOrUqVy8eJENGzZoC+KEhIQQHR3N+PHjmT17NqdPn0alUuHt7c2wYcM4deoUc+bMQa1WU79+fYKDg5k6dSrXr19HpVLx8ccf4+HhQXZ2NoGBgYSHh1O9enUePHhQYNtjY2P5/PPPqVOnDjdu3KBJkya89957bNmyhbS0NL799lvq1q3LpUuX+Prrr3n8+DGVK1dmypQp1KhRg9OnTzN//nweP35Meno648ePp2vXrgQEBGBqasqff/5JQkICn3/+OT4+PkBe8l+9ejWjR49+iz9FIcTbkpOtInT5WVQqNf0/dMTI2EDXIZU5pT7xXzwby4XTb7fgzFMtWtekuWPBSyZeu3YNMzMz7Tr98L+1+tPT01Gr1XTq1IkZM2YAMH36dHx8fOjSpQuJiYn4+fmxdetWFi5cSM2aNfn222+JiIggODiYBg0aEBwczNq1a7G1tWXZsmVMnTqVefPmMWnSJNLS0qhYsSK7du1iwoQJhIaGArBlyxays7MZPnw49vb2QF754EOHDmFmZsbcuXNp2rQps2bN4uHDhwwYMIDmzZtri+Ps2bOH27dv06dPn0Lfo4iICL7++msaNWpE9+7dsbKyYv369SxZsoT169czduxYgoKC+P7777GxseHo0aNMnDiR5cuXs2rVKqZNm0bdunU5ceIEM2bMoGvXrkBeRbw1a9YQGRnJkCFDtInf0dGRgIAASfxCFEMajYadGy4RH5fOgH86YWFpquuQyqRSn/h17fbt29o69U8NGDCAUaNGkZSUxNChQ2nRogVWVlYAHD9+nKioKBYtWgRAbm4uMTExnDlzhrlz5wLQsGFD1q9fz6FDh3BwcNCu19y/f39+/PFHDAwMeP/999m/fz+urq6kpqbi4ODAsmXLuHr1KidPngTy6shHRERQr149ateurf1ycvz4cR4/fsymTZu0+12/fp3Tp0/Tv39/AGrVqsV7771XaPurVKlCkyZ562pbW1vj4uIC5NW3j42N5fbt28TExOQrlfu0Yt2cOXM4dOgQe/fu5eLFi/nK9bq6uqJQKGjQoAGpqana7dWrVyc6OrrwH4wQ4p27eCaWy+fv0qlHQxo0KblLfpd0pT7xN3e0LfSuvCgpFAr09V/8NltaWjJt2jSGDx+Oo6MjNWrUQK1Ws2LFCm2Z1sTERCwsLNDX189XZ/7mzZuo1ep859NoNNpStp6enixcuJC0tDRtJT6VSoW/vz/dunUDICUlBRMTEy5cuICx8f+m0KjVaubMmUPTpk2BvOGHihUrEhoamq+O/Mva9ay/Vs57UX17W1tb7dLAKpWK5ORkAPz8/GjTpg1t2rTBxcWFsWPHao97Wt/+2ffkaUx/3SaE0L2HGU/Yv/0KNWqb076LbutklHXycF8Rs7Oz4+7duy99vWXLlnTq1Ik5c+YA4OzszJo1awC4ceMGvXv3JisrC0dHR3bt2gXkJf2PP/6Y5s2bc/HiRW3p1/Xr12vL87Zo0YLExES2bdum7ZJ3dnYmNDSUnJwcMjMz8fPz48KFC8/F5OzszNq1a4G8Lx59+vTh3r17uLi4sGPHDtRqNXfv3uX8+fN/+/2pU6cOaWlpnD17FoBNmzYxduxYUlNTuX37NmPGjKFDhw4cOHCg0Nr2kPdcgZ2d3d+OSwjxdu3dEk5OtorefR3kYT4dK/V3/LrWqFEjHjx4QEZGRr5x/mf9+9//pmfPnpw9e5agoCCCg4O1d+mzZ8/G1NSU0aNHExQURJ8+fdDX12f27NlUqVKFqVOnMnLkSHJycrCxsWH69Ona87q7u/P7779To0YNIG+IITo6Gi8vL3Jzc/H29qZNmzbPTckbOXIkkydPxsPDQ9tLULNmTfz8/Lh+/Tru7u5Ur16dBg0aaI/x9PR8o4p9hoaGLFy4kOnTp/PkyRNMTU2ZNWsWlSpV4oMPPqBXr17o6+vj7OzM48ePefToUYHnO3XqFF26dHmtGIQQRSsiPJ4rF+/RqUdDqlSVcX1dU2ie7bstQQqqSVzc6pivXLkSPT09Bg0apOtQisyMGTMYPXo0pqa6/Z/a19eXJUuWYGFhodM43obi9jkW4k08eZzD0tm/Ua6cAR9/0V7W3v+bCsp9r0p+Au+Ar68vx44dIysrS9ehFAmNRoO9vb3Ok/7evXvp3r17qUj6QpQWB3ZdIyP9Mb37O0jSLyakq/8dMDAw4LvvvtN1GEVGoVC80tS+otajRw9dhyCEeMadqBTOHo+mTYfaVK9ZWdfhiP9Pvn4JIYR463JzVezceImKlcvRuUdDXYcjniGJXwghxFt3/FAUyQkP6enTDEMj6VwuTiTxCyGEeKtSkjM5GnadJs2rUb+xla7DEX8hiV8IIcRbo9Fo2LXxMvr6enT3bKrrcMQLSOJ/Bwoqy+vp6cn48eMLPH7RokXaBW5eJiAggM2bN5OQkMDHH38MwKFDh/jll1/eWjuKSnx8POPGjdN1GEKItyD8/F1uXU/Gzb0RZhWNCz9AvHMy8PIOvKgs76hRo175+DNnzmhX5CtM1apV+emnnwAIDw9//WB1wNraGgsLC3777Tc6duyo63CEEG8o61E2+7dfwaZmJVq1lRU0iyu54y9iT8vy9urVq9B9V61aRd++ffHw8MDLy4uoqCi2bt1KeHg4QUFBREREcPr0aXx9ffHy8qJLly6EhYXlO0dsbCxubm7cuHGDdevWsW7dOjZs2ICbmxu3bt0C8orudOzYkSdPnrw0Fjc3N+bNm4e3tzf9+vXj8OHDDBkyhI4dO7J7924gbw3/zz77DG9vb3x8fDh+/DgACQkJDB8+nH79+tGpUycWLlwIwObNm/niiy/45z//yfvvv8/kyZO11/vHP/6h/cIihCiZDuy6xqNHOXh80Aw9WZa32Cr1d/zXzh/jytmjRXLuJo7tadTSteDrF1CW96n58+djZWVFWFgYISEhGBsbs3DhQlavXs3EiRPZtGkTI0eOpGHDhowePfqlpWqfVa9ePQYMGABA3759uXfvHtu3b2fMmDHs37+fTp06aQvdvEyVKlXYvHkz48eP58cff2TlypWcP3+eGTNm0LNnz5eWEN65c6f2y0tGRgYdO3Zk8ODBAPzxxx/s3LkTpVJJjx498PX1pWHDhjRo0IAbN26QmpqqLVAkhCg57ic95PzJOzh3rIN19Yq6DkcUoNQnfl0rqCzvX82bN49du3Zx+/Ztjh49+sLlWgsqVVsQb29vPvzwQ8aMGcOWLVv497//XegxHTp0APJK6FpZWaGvr4+NjQ3p6enAy0sIDx8+nJMnT/Lzzz9z/fp1cnJytKsWvvfee9oV/mrUqEFaWpr2etbW1sTExEjiF6IEiorMq6rp5FpLt4GIQr1S4j948CBLliwhKysLV1dXgoKCOH78OF9//TVPnjzB3d2dL774AshbXzwwMJDMzEwcHR2ZMmUK+vr6xMXF4e/vz/3796lduzZz587FxMSE9PR0xo4dS0xMDObm5ixYsABLS8u31sBGLV0LvSsvSgWV5X3WvXv3GDx4MIMGDaJDhw5UqVKFq1evPrdfQaVqC2Jra4uNjQ379+/n/v37NG/evNBjDAwMtH9/URteVkJ45syZxMTE4OHhQdeuXTl+/Li2nO+zvQwKhSJfmV+lUomenow+CVESRd+8T8XK5ahkXk7XoYhCFPpbNiYmhkmTJrF06VK2b9/OlStX+O2335gwYQJLly5l9+7dhIeH89tvvwHg7+9PcHAw+/btQ6PREBoaCsCUKVPw8/Nj79692Nvbs3TpUgAWLFiAo6Mje/bsoW/fvvmqy5UGhZXlfery5cvY2dkxbNgwmjVrRlhYmLYMrVKpRKVSvXapWqVSSW5urvbfPj4+TJs27a0tr/uyEsLHjh1j+PDhuLu7c+vWLRISElCr1YWeLyEh4Y2LTgghdEej0XD75n3s6lqgUMjYfnFXaOL/9ddf6dmzJ9bW1hgYGDB//nzKlSuHnZ0dNWrUQF9fn969e7N3717u3r3L48ePadGiBZDXvbx3715ycnI4c+YM3bt3z7cd4PDhw9oStB4eHhw5coScnJyiau8792xZ3oK4urqiVqvp2bMnXl5e1K5dm9jYWADat2/PpEmTiIqK0paqdXd3JzMzs8BStU5OTuzYsYOQkBAAunXrRlpaGp6entp9AgMDOXDgwBu1LSgoiIsXL9K7d2+++OILbQnhTz75hK+++goPDw9WrVqFvb29ti0vExkZSe3atalYUcYGhShpkhMe8uhhNrXqSoGskqDQPujo6GgMDAz417/+xb179+jUqRP169fP1x1vZWVFQkICiYmJ+bZbWlqSkJDAgwcPMDU11XYXP90O5DtGX18fU1NTUlJS8tV1T09P144rPxUfH/83mv3uKBQKhgwZwrZt2xg0aNBLp/GZmJi8dM798OHDGT58OAAtW7bMN+//6ZPxM2fO1G47ePAgkJf4n/5do9Fw6tQpXFxc8r23HTt2RKlUPnfNp8cB+WK2tbXVvla1alV++OGH54718PDAw8PjhW3x9vbW/v3pFxKAjRs3atsohChZbt+8D4BdXXMdRyJeRaGJX6VScfbsWUJCQihfvjyffvopxsbG+bpzNBoNCoUCtVr9wu1P//usl3UHaTSa58Z5V6xYwZIlS16rYcWJr68vo0ePxsfHRzuX/12bMWMGhw4dem7KXG5uLp06ddJJTE/du3eP5ORkncchhHgz0TfvU6GSMZXMy+s6FPEKCk38VapUwcXFBXPzvG9yXbt2Ze/evfnuEpOSkrCyssLa2pqkpCTt9uTkZKysrDA3NycjIwOVSoVSqdTuD3m9BcnJyVhbW5Obm0tmZuZzT3UPHToULy+vfNvi4+MZOHDgm7f8HSoOZXkDAwMJDAx8bnvPnj11EE1+1apV45tvvtF1GEKIN/B0fL9eQ0sZ3y8hCh3j79y5M7///jvp6emoVCqOHj1Kjx49uHXrFtHR0ahUKnbu3EmHDh2oXr06RkZGnDt3DoBt27bRoUMHDAwMcHR01C78snXrVu1UsY4dO7J161YAdu/ejaOjY76nyQEqVKiAra1tvj9/nSInhBDi3Xs6vm8n4/slRqF3/M2bN+ejjz7Cz8+PnJwcXF1d8fX1pU6dOowaNYonT57QsWNHevToAcDcuXMJCgri4cOHNG3alCFDhgAwadIkAgIC+O677/Ld4Y0ZM4aAgAB69eqFmZkZc+fOfSsNe9HwghAlxbPTHIUozp6O79eqJ4m/pFBoSuhvmNjYWLp06cKBAweemwIWGRlJrVq1MDQ01FF0Qvw92dnZREdHU79+fV2HIkSBNq48R2z0A8YEdZGbrXegoNz3qkrlaimVKlV65bnjQhQ3arWahIQEmdooij2NRkP0zfvUkvn7JUqpXLK3SpUqxMbGEhERoetQhHgjJiYmVKlSRddhCFGg5MSHZMr4folTKhO/np4eNWvW1HUYQghRqkXL+H6JVCq7+oUQQhS92zfuU6GizN8vaSTxCyGEeG1Px/ft6sn4fkkjiV8IIcRrezq+L+vzlzyS+IUQQry2aO36/JL4SxpJ/EIIIV7bjatJVKhoTGULGd8vaSTxCyGEeC3pqVlcv5pAs1bVZXy/BJLEL4QQ4rWcP3UHDdDSWaZNl0SS+IUQQrwytUrNH6diqNvQksoWJroOR7wBSfxCCCFe2fWriWSkPcbRxU7XoYg3JIlfCCHEKzt7IhqzisbUb2yl61DEG5LEL4QQ4pU8uJ/JzYgk3mtTAz2lpI+SSn5yQgghXsn5k3dQAC3byEN9JZkkfiGEEIVS5aq5cDqGBk2qUqFSOV2HI/4GSfxCCCEKdS08nsyH2bRqKw/1lXSS+IUQQhTq3IloKpmXo24DS12HIv4mSfxCCCEKFHP7Abdv3Kelsx0KPVmpr6STxC+EEOKlVCo1uzZcokJFY5xca+k6HPEWSOIXQgjxUicOR5EYn4G7tz1Gxvq6Dke8BZL4hRBCvFBKciZH9kfSqJk1De2tdR2OeEsk8QshhHiORqNh18bL6Cn16OHVVNfhiLdIEr8QQojnXD5/l1vXk+nSqxEVKsq8/dJEEr8QQoh8HmVms3/bFarbVZJiPKWQJH4hhBD5/LrjCo+zcvDo6yDT90ohSfxCCCG0oiKTuHgmFpfOdalarYKuwxFFQBK/EEIIALKf5LJzw2UsLE3o+H59XYcjiogkfiGEEAAc3hdJasojPPo6oG+g1HU4oohI4hdCCEFcTCqnjkTRyqUmdnUtdB2OKEKS+IUQooxTqdTsCL2EqZkRXXo11nU4oohJ4hdCiDLuxOEoEuLS6enTDONyBroORxQxSfxCCFGGRYTH89u+SBo7VJNlecsIqbgghBBl1KWzsWxbf5FqthXx6NtM1+GId0QSvxBClEGnj95i79Y/qVXPggH/dMLQSNJBWSE/aSGEKEM0Gg1Hw65zeG8kDZtWxWdwS5m6V8ZI4hdCiDIiN1fF3i1/cv7kHRwcbenTzwE9pTzqVdZI4hdCiDIg7UEWG1acJS4mjbad69KlZyNZh7+MksQvhBClXFRkEptX/UFurpp+w1rRqFk1XYckdEgSvxBClGLHD93kwK6rVKlqRr9hrbCwNNV1SELHJPELIUQpFXP7AWE7r9LYwRrPAS3kyX0ByAI+QghRKmnUGvZv+xPTCkaS9EU+kviFEKIUCr8Qx907qXTp2UiSvshHEr8QQpQyOdkqDuy8SjXbiji0stV1OKKYkcQvhBClzInfbpKe9phunk1kyp54jiR+IYQoRdLTsjh28CaNHaphV8dC1+GIYkgSvxBClCKHdkegVmno6tFI16GIYkoSvxBClBJxMalcPBtLmw61qWxhoutwRDEliV8IIUoBVa6aHaGXMDUzon3XeroORxRjkviFEKIU+P3ADRLi0un1QTOMjA10HY4oxiTxCyFECZcQl87RsOvYv2dDQ3trXYcjijlJ/EIIUYKpVGq2r79IufIG9PCy13U4ogSQxC+EECXY8UM3uRebRk+fZpQ3MdR1OKIEkMQvhBAlVGJ8Bkf2X6dJ82o0dpBSu+LVyALOQghRAiXEpbN59R8YGevjLl384jVI4hdCiBIk+0kuv+2P5OSRW5Qrb4DXwPcwMTPSdViiBJHEL4QQJUTklQT2bA4n7UEWLZ1r0qVXI8qVl3F98Xok8QshRDGXnPCQX3de4fqVRCyrmjLs87bUrGOu67BECfXKiX/WrFk8ePCAmTNncvXqVQIDA8nMzMTR0ZEpU6agr69PXFwc/v7+3L9/n9q1azN37lxMTExIT09n7NixxMTEYG5uzoIFC7C0tCQ7O5vAwEDCw8MxNjZm7ty51K1btyjbK4QQJUbmwycc2R/J2RN3MDRU0qVXI5w71EGpL89lizf3Sp+eEydOsGXLFu2//f39CQ4OZt++fWg0GkJDQwGYMmUKfn5+7N27F3t7e5YuXQrAggULcHR0ZM+ePfTt25fp06cDEBISQrly5dizZw8TJkxg/Pjxb7t9QghRIv1x6g5Lvj7E2RN3cHSpycjxnXF1qydJX/xthX6CUlNTmT9/Pv/6178AuHv3Lo8fP6ZFixYAeHt7s3fvXnJycjhz5gzdu3fPtx3g8OHD9O7dGwAPDw+OHDlCTk4Ohw8fpk+fPgA4OTmRkpJCXFzc22+lEEKUIEkJGezaeJmqNhX419gOuHs3w8RUHuATb0ehXf3BwcF88cUX3Lt3D4DExEQsLS21r1taWpKQkMCDBw8wNTVFX18/3/a/HqOvr4+pqSkpKSkvPFd8fDw2Njb5YkhPTyc9PT3ftvj4+DdprxBCFGsajYZ9W69gYKik79BWkvDFW1dg4t+wYQPVqlXDxcWFzZs3A6BWq1EoFNp9NBoNCoVC+99n/fXfzx6jnz+/qwAAIABJREFUp6f33DFPt//VihUrWLJkyau3SgghSqjIPxOIikyiu2cTSfqiSBSY+Hfv3k1SUhKenp6kpaXx6NEjFAoFSUlJ2n2Sk5OxsrLC3NycjIwMVCoVSqWSpKQkrKysALCysiI5ORlra2tyc3P/H3v3HR5VmTZw+Dctk0ky6b1XCISEAKF3EOk2UBRE1NW1rbo21s5iQ/1YLGvDsioKgkpHekd6CQECCQSSkN6TmWRaZuZ8f0SjMZQEAkngva9rLnHmnDPPmSTznPOW56WmpgZ3d3f8/PwoLi4mNDS0wbH+atq0adx6660NnissLGTKlCmX/QEIgiC0FdZaG+tXHMfHz4Wk/uGtHY5wjbpgH//XX3/NqlWrWL58OU888QTDhg1j1qxZqNVqDh48CMDy5csZNGgQKpWKpKQkVq9eDcCyZcsYNGgQAIMHD2bZsmVA3cVEUlISKpWKwYMHs3z5cgAOHDiAWq1u1MwP4OrqSnBwcIOHv79YgUoQhGvLnu2ZVJQZGHlLHAqFGMQnXBmX9Js1e/ZsZs2axahRozAYDNxzzz0AzJgxgx9//JExY8Zw4MAB/vnPfwLw5JNPcvjwYcaOHcuCBQt49dVXAZg6dSoWi4WxY8fy5ptv8u6777bQaQmCILQvukojOzaeIjben8gOPhffQRAukUySJKm1g7gUubm5DB8+nE2bNhEcHNza4QiCIFyWJd8f4sTRQh6dPgQPL6fWDkdoo1oi94nKfYIgCK3IaLCwc/NpjiXnM3BEjEj6whUnEr8gCEIrqLXY2Lsjk11bTmMy1ZKQFMyAYdGtHZZwHRCJXxAE4SpLO1rImiVH0evMxHTyZdiYWPwCXVs7LOE6IRK/IAjCVVRWUs2S7w/h7efCbVO7Exbp1dohCdcZkfgFQRCuErtdYvnCFJQqBXc90Autq2NrhyRch8REUUEQhKtk745McrMqGHVrnEj6QqsRiV8QBOEqKC2uZsvqNDrE+RHfPai1wxGuYyLxC4IgXGF2u8SK35r4x06MP+86JoJwNYjELwiCcIXt3X6G3OwKRosmfqENEIlfEAThCiotqmbLmnQ6xvnRRTTxC22ASPyCIAhXiN1mZ9nCw6gcRBO/0HaIxC8IgnCF/Lr5NPlnKxk7MR4X0cQvtBEi8QuCIFwBhXlVbF9/krjEQDp3bbzcuCC0FpH4BUEQWpjVamPZgsM4uTgwZkKX1g5HEBoQiV8QBKGFbV17kuJCPePvSEDj5NDa4QhCAyLxC4IgtKCczHJ2bz1N9z6hxHTya+1wBKERkfgFQRBaiMlYy9IFybh5aBgxvnNrhyMI5yQSvyAIQguQJIkVi1LQVZq47e7uqB3FGmhC2yQSvyAIQgs4sDObtKOFDBsTS3CYR2uHIwjnJRK/IAjCZSrIrWL9iuPEdPKl7+DI1g5HEC5IJH5BEITLYDbV8vO8gzi7OHDzXYnI5KI6n9C2icQvCIJwiSRJYtVPR6msMHLb1O44OYupe0LbJ0afCIIgXAJrrY0Vi1JIPZzPsDGxhEZ4tnZIgtAkIvELgiA0U7XezKKv95OXXcmwMbH0HxbV2iEJQpOJxC8IgtAMRQU6Fn61n5pqM7dP60GnhIDWDkkQmkUkfkEQhCawWe0cOZjLuuWpqNVK7n2sH4Eh7q0dliA0m0j8giAIF2AxWzm09yx7tp1BV2kiKMyd26f1wNVN09qhCcIlEYlfEAThHMwmK3u2nWHfr5kYDbWERnoydmIC0bE+yGRiyp7QfonELwiC8Cd2u8ThfWfZsvYkNXozHeL86D80ihAxal+4RojELwiC8JvT6SVsWHmc4gI9IeEe3Hl/EkGhovyucG0RiV8QBAHYvCaNXzdm4OHlxMR7utMpIUA06QvXJJH4BUG47qUfK+TXjRkk9gxhzMQuKJWK1g5JEK4YUbJXEITrWkVZDcsXphAQ7CaSvnBdEIlfEITrlrXWxs/zDgEw8Z4eIukL1wWR+AVBuG6tW36cgtwqbr6zKx5eTq0djiBcFaKPXxCEdq+y3IDVam/WPlkZZRzcnU2/oVF07OJ/hSIThLZHJH5BENotSZJYv/w4e3dkXtL+oZGeDBvdsYWjEoS2TSR+QRDarR0bM9i7I5NuvUOIiPZu1r4yuYzoWF/kCtHjKVxfROIXBKFdOrg7m61r00lICmbcxARkcjHnXhCaQlzqCoLQ7hxPyeeXxUeJ6eTL+DtE0heE5hCJXxCEduXMyVKWzj9MSLgnE+/pgUI01QtCs4i/GEEQ2o1ai40l8w/h5ePMnfcnoXIQ8+4FoblE4hcEod04tCcbQ7WFMRPj0Tg5tHY4gtAuicQvCEK7YLXa2LXlNGFRXoSKJXIF4ZKJxC8IQruQsj8Xvc7MwBtiWjsUQWjXROIXBKHNs9ns7NycQVCYOxExXq0djiC0ayLxC4LQ5h07lEdluZGBN8Qgk4mpe4JwOUTiFwShTbPbJX7dlIF/oCsxnXxbOxxBaPdE4hcEoU07kVJAWUkNA26IFnf7gtACROIXBKHNkuwSOzaewtvPhU7xAa0djiBcE0TiFwShTdJXmVi6IJniQj0DhkeLsryC0ELEIj2CILQpVquNvdsz2bHxFDarxIAbounSLai1wxKEa4ZI/IIgtBlnTpawevFRyksNdIjz48abOuPp7dzaYQnCNUUkfkEQ2oQjB3JZvigFTy8nJj/Yi+hYMYJfEK4EkfgFQWh1+3/NYs3SY4RHezHpvp6oHcVXkyBcKeKvSxCEViNJdXP0t6xJp2OcHxOmdkepEivuCcKVJBK/IAiXrVpvpihf1+z9Mk4Us3dHJvE9grhpUlcUCjHRSBCuNJH4BUG4ZOWlNezacpqU/bnYbPZLOkbP/mGMuqWLmK4nCFdJkxL/Rx99xJo1awAYPHgw06dPZ9euXcyaNQuz2czo0aN56qmnADhx4gQvvfQSNTU1JCUlMXPmTJRKJfn5+Tz33HOUlZURERHB7NmzcXZ2RqfT8eyzz5KTk4Onpyfvv/8+Pj4+V+6MBUG4bAW5VezcnMGJIwXIFXISewUTlxiIvJl37A5qJX4BWlGRTxCuoosm/l27dvHrr7+ydOlSZDIZDzzwAKtWrWL27Nl89913BAQE8NBDD7Ft2zYGDx7Mc889xxtvvEFiYiIvvvgiP/74I5MnT2bmzJlMnjyZsWPH8vHHH/PJJ5/w3HPP8f7775OUlMTnn3/OsmXLePPNN3n//fevxrkLgtAMkiSRlVHGzs0ZnDlZitpRSb+hUfQeGIGLq2NrhycIQhNd9PLcx8eH559/HgcHB1QqFVFRUWRlZREWFkZISAhKpZLx48ezdu1a8vLyMJlMJCYmAnDbbbexdu1aamtr2b9/PyNHjmzwPMDWrVsZP348AOPGjWP79u3U1tZeqfMVBOEvaqrNVOtMF3ycOFLAVx/8ynef7aG4QM/wsbE8+fJwho/tJJK+ILQzF73jj4mJqf93VlYWa9as4e67727QHO/r60tRURHFxcUNnvfx8aGoqIiKigpcXFxQKpUNngca7KNUKnFxcaG8vBw/P7/64+h0OnS6hgOHCgsLL+V8BUH4jc1qZ/nCwxxLzm/S9h5eToydGE/XpGAx8l4Q2rEmD+47deoUDz30ENOnT0ehUJCVlVX/miRJyGQy7HZ7g76635///b9/dr4+PUmSkMsbNkR8++23fPTRR00NVRCEi6i12Pjp2wNkpJXQZ3DkRavjaV3VxHT2Qy4G4AlCu9ekxH/w4EGeeOIJXnzxRcaOHcu+ffsoKSmpf72kpARfX1/8/f0bPF9aWoqvry+enp7o9XpsNhsKhaJ+e6hrLSgtLcXf3x+r1UpNTQ3u7u4N3n/atGnceuutDZ4rLCxkypQpl3zignC9MhlrWfi//ZzNLGfc7fF07xPW2iEJgnAVXbSPv6CggMcee4zZs2czduxYALp27UpmZibZ2dnYbDZWrVrFoEGDCAoKQq1Wc/DgQQCWL1/OoEGDUKlUJCUlsXr1agCWLVvGoEGDgLpZAsuWLQNg9erVJCUloVKpGsTg6upKcHBwg4e/v3/LfQqCcJ2oqTYz79Pd5GZXMOHu7iLpC8J16KJ3/F999RVms5m33367/rk777yTt99+m8cffxyz2czgwYMZNWoUALNnz+bll1+murqauLg47rnnHgBmzJjB888/z6effkpAQABz5swB4Mknn+T5559n7NixaLVaZs+efSXOUxCuKxazlW3rT3LkYB6SXap/vrbWhiRJ3Hl/T1ELXxCuUzJJkqSLb9b25ObmMnz4cDZt2kRwcHBrhyMIbcapE0WsXnyMqgojsfH+uGjV9a/JZDISkoIICvVoxQiFq0WS7FQf2Yo6OBYHr8DWDkdoAS2R+0TlPkG4RuiqjKxffpzjKQV4+7kw7bG+hEV6tXZYQiuRbLWUrPqE6mPbUbr7EfzAbORqp9YOS2gDROIXhHasstxA+rFC0o4VcTazHLlcxtDRHek3JAqFUtS9v17ZzUaKFv8fxswUtF2HoT+yldI1n+Nz85OiSqIgEr8gtCeSJFGUryPtWCEnjxVR+NvCOL7+WvoPiyKxZ8hFp+YJ1zZrdQWFC9/EUpyNz7jH0HYdhtLNl4rtC9FEdkWbMLS1QxRamUj8gtAOFBfoSN6bQ9qxQqoqjCCDkHBPRozvRMcu/iLZCwCYctMoXvYBNoMO/ztewCm6OwDu/W/DmH2U0rVfog7qKPr7r3Mi8QtCG1etN/PNx7uprbUR1cGHQSNi6NDZD+c/DdprD+wWE5aSHOSOzigcnZGrnZApVRffUbgoc34G5dsXYjydjMLFg4C7Z+IYGF3/ukyuwPemJ8n98mmKl84h6N5Z4rO/jonELwht3Nqlx6i12HjomUF4+7m0djiXxG42kvf1dGrLGpYHljlo0IR3wblDL5xiklA4ubZShO2TpeQs5VsXYDi5H7nGBc9hU3HtMQq5Q+P1E5SuXviM+wdFP71N2Zbv8R5xXytELLQFIvELQhuWfqyQ4ykFDB3dsd0mfUmSKPnlE2rLC/Ee/RAyB0fsphrsphqsujIMGQcxnNwPMjmOIZ1w8A2DP40/k6sccU0ag1J77imI5qIsDKcO4Np9JAon7VU6q9Znra4kf97LIEl4DLoTt15jLzpq37lDT1y7j0S37xfce41D6XbuJdCrM05Tk5mJ7w3DxWDAa5BI/ILQRpmMtaxecgzfAC39hkS1djiXTHdgDTUnduE5dAqu3W9s9LokSVgKz1Bzch+Gk/upPratwet2s5Gqg2vxGjoFbfcbkcnqZivYLSYqdiyiau8qkOxU7f8Fr+HTcIkffF0kq/It32O3mAl+8D84eDd9Prdb31vQHVqH/shWPAbe3uj1mqxsjr3yb2wGA5bKKkJun9CSYQttgEj8gtBGbV6dhl5n4o57e7TbqXmmvFOUbfwWp+geuPW95ZzbyGQy1AFRqAOi8Bx8V6PXa8vzKV3zOaVrv0B/ZCveYx7GpiujdN0XWKtK0CbegDZhCGWbv6Nk5X/RH9mC9+iHrukBbKbcdKqPbMGt7y3NSvoAKndfNOHx6I9sxn3AhPoLKQBzSQnHZ76BwtER967xnP1+AQ7ubviNuKGlT0FoRSLxC0IbdPZMOQd2ZdN7UES7rbJnM+gpXjIbpdYDn5seb5BgmkPlGYj/5BlUp+6gbMPX5H35LCCh8g4m8J43cAzpBEDgPW+gT95I+ebvyP3iKbRdBuHUsTeaiATkSocWPLPWJdltlK79AoXWC48BEy/pGNquwyle/j6m7FQ04fEAWKurSZ35BjaTifhZr6MJCuLEG7PI+GQuKjc3PHv1bMnTEFqRSPyC0MpKi6s5e6a8wXO7t57G3VPD0FEdWymqyyNJdopXfIi1ppLAe95Eobm8vneZTFaXyKO6UbHjJ5RaT9x6jUWmUP1pGzmu3W/EqUNPKrYuoDptD/qUzchUjjhFJeISPwTnDm0jeVlKc0Emw8ErqNn76pM3YCnKxPfWp5E7aC7p/Z069kKudkJ/ZAua8HjsFgsn3nwbU0EhnWe8jHN4OACxzz/HsVf+Tfr/zSHutRm4doq9pPcT2haR+AWhFRUX6Pj6o12YTdYGzysUcu78W08c1O3zT7Ry11KMpw/hNfKBBtPKLpdCo8X7xvsvuI3SxQOfcY/hPfrvGLNTMaTvo+bkfmrS9hB47ywcgzq0WDyXwpBxkKLFdeVzgx/6AIWm6YM2bQYd5Vt/wDE8HudO/S45BrlKjXPcAKqPbMU24n5O/fczdMdP0OGZp3BPiK/fTqHR0PmVFzny/EuceGMWnf/9CtqYlvt5Cq2jfX6rCMI1QFdlZMEX+3BwUHDvY/3QOP1x96pyUKBxap/N08aso1RsW4hz5/649hjVanHIFCqcIhNxikzEc/hUcj55jPLN3xNw98wrNvhPkiRKVn6EpegMXjc+gCYsrsHr1am/UrziQ1SeAdSW5VO+ZT4+Yx5q8vHLt8zHbjHifePfLvsctF2Hoz+0nuL1SyjbuZvQKXfhM2hAo+1Ubm7E/ftVjr30Ckeff4nIB/+G38gR18UAymtV+xwxJAjtnNlk5Ycv92My1XLXA73wC3TF1V1T/2hLSV93aD3537+KKe/kRbe16isoXvY+Kk9/fMY80maSg9xBg3v/iZjOpmI8nXzF3kefvIHqo1ux6soo+P5Vild+hM1QV1ZZd2g9xcvexzGoA0HT3sKt11j0yesx5aY16dim3DT0hzfh1nMsDj4hlx2rOiAKlU8oRes3o9BoCBw/9rzbOvr50nXObNwS4jn96VxOvf8hNpPpsmNoSQW/rKEy5Uhrh9EuiMQvCFeZzWbn53kHKS7UM/GeHvgHubV2SOdl1ZVRtvEbTNnHyf/mBUp++RSbQX/ObSW7jeJlc7BbjPhNeA65+tL6n68U1+4jULr7Ub5lPpJkb/HjW0rOUrbhazSRXQl9/HPc+91G9bHt5Hz2BMUrP6Z0zVw0Ud3wv+sV5I7OeAyahMLVm5LVc5Fs1gse21ZTRdGS/6B09znnFLxLIZPJ0MT0pSZPj1efHig05/952Qw6Cr6bjta3CM/EEEq2bif58SeoPtm0i5YrrXjrNs58/iWpM17j7MIfkewt//O9lojELwhXkSRJrP75KKfTSxg3MZ7oWN/WDumCyjZ9C5JE8IP/wa3PTehTNpPz2ePokjdiM9U02LZi2w+Yzh7He/TfcfAJbaWIz0+mUOE5+C4sxVlUp/7aose215opWjoHuVqDz/jHkTs44jl0CsF/m43KK5DqI5tx7twf/9unI1fVlVqWO2jwHvkAtSVnqdq78rzHluw2ipa9h91Yjd+E6S26tK6xyA4SOAdeuNe3OnUH1spiVB7+OPvV4tkRasvLOPbyK1hrdC0Wz6UwFRVx5rMvcO3cCZ/Bg8j5YREn3phFrf7cF6iC6OMXhKumptrMioUpnDpRzMAbYujWu+0lxz8zZh2l5vhOPAZOwsE3DK/h09DGD6V07eeUrv6U0tWfIndyReXuh0LriSF9L9puI9DGD2nt0M/LOa4/DnuWU7HtB1w69W0wK+BylG/8ltqSHPzvegWlyx/TLx18Qwm85w0sBWdw8I9AJlc0jKdDT5w69KJix484d+6Hyt2v0bErtv2AKesoPuMeQ+0f0SLxAkh2O8VbtuPoq6U2PxnJZkWmOHdK0KdsQR0QRcCdLwF1FzqFvywh8+ufOfvt+0Q++mqLxdUcks3Gyf98ADIZMU89gdrHB21sBzK//JqUp6cT+/xzuERFtkpsbZm44xeEq+DMyVLm/mc7Z06WMuqWOIaMat2R5Rcj2ayUrv8Kpbsvbn1vrn/ewTeUgKmv43/ny3gOm4pzx97IHRyxFJ5BE9kNr4uMuG9tMpkcz6FTsFYWozu0oUWOWZO2B92hdbj1uRmnyMRzvqc6MLpR0v+d98i/gVxO6ZovkKy1DY+dvo/KXUvrLqi6DmuReH9XeTgFU2ERfiOGYqupwnDq4Dm3MxdlYSnKxOVPy/nKVWoCxt+BUquhbHcKptz0Fo2tqXJ+Wow+PZ2oR/6Oo68vMpmMgNGjiH/rdSSbjZRn/8XJ9z6gJvvsFY0jOb2YHYfzruh7tCRxxy8ILchms2O3SfX/b7dL/Lo5g52bM/D2cWHyg73xD2z7C9FUHVhDbUkOfrc/X980/TuZTIZTVDecorq1UnSXRxOZiGNYHJU7f0bbdeglz4WHuqqCJb98ijogGs8hjasONoXS1RvPwXdRtuFrsuZMwzGkM5qIBBx8Qihe+V/UAVFX5IKqcM06VG5uBNx8J3lf7KZy12KcOvZqNCCz+sgWUChx6dxwxL9MoSBg3DhyfviJgp/+S/gT75+3xeBK0J1II2fRT/gMGYzPoIENXtN27EDie/9H7s9LKFy/kZKt2/Ho2YPgCbe1eC2CjJxKXv/fXmw2OwFezkSHuANgs1qx222XdWxzfgal675A6eGP2jcMB98wzLbGCzA1l0j8gtACyktr2L31NIf352KzNh5Y1K13CCNvjmsX8/Kt1RVUbF+EJqobTjFJrR1Oi5PJZHgOvZv8b16gfNN3eI168JJmH1irKyn44Q2Qy/G99anL6jZw7TkWlWcghtPJGDNTKN/0LQByjQu+E55t8cqD5pISyg8cJPi2W1Co1XgMvIOSVR9jOLkP546967eTbFb0x7bjHNPznAsg+Y8aTe6Pi6k8UUDVvlW4n6csc0uzGgycnPMBah9vIh964JzbqNzciPjbfQTfMZHC1WvJX/kLR59/Cb8bbyDq4b8jU5y7BaY59AYLs+btx81Fjd1u58Mfk5n1cE8ObVnJ0T2bsNsuL/HXy6oC6lpVdDWXP5ui7X8LCUIbVpBbxc7NGZw4UoBcISehRxCe3s4NtvELdG3zg/j+rHzz90i2WrxvvL/NTMdraY5BHXDrfRNVe1egdPdtdsKyW4wULnoLW00lAVNmovLwv6x4ZDIZTtHdcYruDtTNpshJ2Y/cKxiVW8v/7hSu3wiShN+NIwBwiR9M5a6llG9biFOHnvXllQ0Zh7AbdGj/1Mz/Zw7ubnj170/57l2UbVmIc6e+5xyn0JIkSeL0J59hLi0l/q3XUTpdeLCjSqslZNLtBN5yEzkLfyRvyTKsNTV0eOpJ5KpLv1iz2yX+M/8g5VUm3vnHAEorDcz77me+eednJKuR2O798fQJuOTj20zVVO5ahia8C06RiUi2WqzVlRTl5sC6Q5d8XBCJXxCaparCSE5mOWd/exQX6FE7Kuk3NIreAyNwcb38ZrjWVLl3JdVHt+Le7zZUntfuIjcAnsOnYtWXUb75OxRaT7RdBjV4vfrEbip2/IjaNwy3vreg9gsH6u6CixbPxlKUif/tz+MYFNPiselx5oW1Nozm04zobWXKqFg8tA1/t6wGAyfefBtjTg5KF5ffHs5ogoIImzoFucO5WwnstbUUrd+IR1J3HP3qLipkcgUegyZRvOw9ao7vxCWurulcf2QLCmd3NFGNxy78LmDMKEq378BYKqN07Zf4T3qxWReM1uoKLIVnsJsM2Ew12M01yGQyXLuPRO7o3Gj7ovUbKN2xk9C7Jzer2V6hVhM+bSoqdzey/vctJ4wmYp9/DoX6j64syWajJvssjn6+KJ0bv/efLdqQzsG0Yh65tQtqYy6525fQRZlFhcWLW6f+g7i4Tk2O7VzKNn9HlbqW0Al/R+nqXf98bm4ufPDdZR1bJH5BOA+7XaKkUM/ZzPL6ZK+rrGtmc1ArCA7zpGtSMN16h+KoaZnR4a2p6sAayjd+g3NsXzwG39na4VxxMpkc3/GPU1BTScnKj1E4u+EU0RVrdQVl676kJm0PKu9gak7tpzp1B5qobrj3vRX9kc0YzxzGe8wjOMX0AOqSqamgAGNePobcPFSuWnyHDb3kO8r/rUzFXGvnhl5hbNx3lu3JuUwc1oGbB0ehVimQbDbS/28O+hNp+AwZjM1kxFpdg6WyioqDyVgqq+jw9JPnTMAl23ZQW1mJ/6iRDZ537twPh12Lqdi+COdO/bAbqzFkHKxbE+E8AxMBtLEdcY4Ix6zXYcg4hP7wJly7NW01P1PeSQoXvondVN3oNd3hTfjd+gzqgD9G5ddkZZH55de4J3YleMKtTXqPvwq6+SaUTk5kfDKX1BmvEfuvZ6k+lUHZ3n1U7D9AbZUOmVKJW5c4PPv0wrNXT9ReXg2OceBEIas37uaGgAoKtm7mTI0OZ1cP+t10H++u0lO9tYy3OknI5ZfWYmavNaM/vBHnjr0aJP2WIhK/cE3SVRnJyawgJ7OcnKwKTMbai+/0F4YaS30Nfa2rmpAIT0KHeBIS4YlfgBa54tqZFKNL3kjZui9xiumJ7y3/vOAX/bVEplThN/FfFHz3MkU//x8e/W+jcs9yJIsZz6FTcOtzM3azEd2hdVTtW0XB93XT1jwGTsK580AKfllN4dr1GHLz4C9FY3J/XkLoXZPwGTyoWf3JKadK2Hool0k3dODu0Z24bWg036xK5bs1J1i/N5vZTwykbP48Kg8lE/XYI/jf2DDJ5vz4M2fn/4AmKJDQO+9o8FrZ7r1kfPIZZVo/vj5hJ0KfQWSQKxGBbri5qPEYdBdFP7+D/shWJIsR7Da08edu5q//DGUy/EeP5PQnc5HHR1O69gtUXgFoQuMuuJ8x8wiFP72DwtkNv4nPoXDxQK52Ru7ohKXgDEVL55D37Qt4DZ+Ga9Jo7CYT6e/+B4WzMzFPPYlM/sffX42+is0/f0VlaVGTP2db90BqK3PZ88Y/689DHqJGER2E3WrFZsxC2ngaNv6A3MEBlVaLTKnEYLZiMBjorTSjqFIR1CmRmK69CeuQgFKl4m/ybD788TDr9mYzum94k+P5s5rjO7Ebq3FNGt3geWt1NafnfnlJx/wzmSRJ0sU3a3tyc3MZPnw4mzZtIji4eetRC9cWyS5RUlxdf1eek1lBZbmQRtW2AAAgAElEQVQBqKt5HxTqjvYSmuDVjkqCwz0ICffE3VNzzfZ3649spWTlR2giE/G//V/IlO2/9aK5DOUlFH33IlJ1OeqgjviMe7TROvf2WjPVR7Zg0ekwFNWViLXqdGg7dsStazxOwcFogoPQBAagTz9J1rz51Jw+jSYkmLCpU/Dq3euicdRa7Tw+ews2u52PnhuGWvXHBcOhtGJmfLGbh/xK8di5mqDbbiF82tRGx5AkiVMffETJlq10eOap+vr7Jdt3cPK9DynU+LAmehQ2lSOllcb6/eIivbh5YAQhBz7EXlOJ3NEJmUJF0P3vXjRum8nE/vsexKN7V5xcsrGZqgm67+3z9vfXpO2laNkcVJ6BBNz1Kkpt46WnbQY9JSv/iyHjIE4de1OVpaB05x66vDYDt/gu9duVFeay6tv3MdboiezcHZrxZ1pbWYWlvByVhwcqNzdkf7lDt9UYMJeWYsjLR7JY0DloKXTwwMnVhSGD+9KtV18cHBvOCpEkiZc/28WpnEr6xgfg6KDA0UGJo4OCHp386HCRZbYlSSLvq+eQ7FaCH3yv/nvHUlFB6r9fJ+fMGZ47eeKycp+44xfaHavVRn5OVYNE//sdvbNWTWiEB70GhhMa4YlfoCuKa+jOvKXpkjfWlZIN74LfxOeum6RfbbDwyeIjnMmrpEJvxmCy4iUfTLiqFD+XwUx29OGvPeRylZrqfBvZ3y/HbjLhkdSD4Am34tq5cV+ue2JXunZNoGzXHrK/X0DaW+8Q9djD+P82mO58lm7NIK+kmhkP9GmQ9AG6x/oyxkOP+87VuPfuRdjUKec8hkwmI/qxhzEXFXHqw49w9PPFkJtLxn8/wRwYzgJ1H167tz9xkV7oaixk5leRll3O+j3ZvPXtAXp7dmQyv4AOvEaee8T8XykcHfEdNoTCtevxe/kZKjd/ROGPswia9lajSoP6I1spWfUx6oAo/O986bxLNiuctPjd8TxVe1aQu+h7qjIl/EcMaJD0s08eZe2CT1A5OHLbQy/gGxTepHibY8PebH5cfIjEqhT6FJ4gQVFJ8M3jCek78JxdOTKZjMfvSGTOgkMcO12K0WzDbLFisdpZui2DOf8cTLDv+ZepNuedxFKUifeov9cnfVNxMamvzsRSXkHUPx6FJx6/rHMSiV9o84wGCzlZFZw9U9fXnp9bVT9lzsvHmU7x/nXN8JGeeHg5XbN35i3JbrVQtvZL9Cmb0ER2rSsF+5f5+teqCp2JVz/fTW5xNb27+NPd1REPrRoPrZpTOZWs3ZPN1uR87hjegfEDI3FQKZAkibPzfyD3p8V49OhO2D134xwedsH3kclkePfvi1efXqT++3Uyv/oG98SuOPo2HqUv2e1kH0rlx/Vn6JcQQFKnhnfKkiRRvmcvCSm/kK/2oqrfLcTJz39BK1epiH1hOkeee4HUma9jqzHgEh/Pp/buJET6EhdZ12ft6uxA1xgfusb4MHFoDHtTC1mx/TQZpb6Eq0rRxPZv8ucaMHY0RRs3k/rvd3CODEFJLoqf5xBw1wtYSnIwnNxHddo+aoszUYfFE3DHvy5aQ0Emk+MY0Qd93kLUXnKo/JWiJTY8R9xP+vEUtq34Hk/fIMZNexKtu9cFj3UpzuRV8cniI8SG+zDpqafxV1rI/n4BuT8vQaZSNepK+Z2/lzPvPt6wtkBJhZF/vreVd+Yd4P+eGIjCUEbFtoW4JAzBKaJr/Xa6A2uQqZ1wia8bbGrIySV1xkxsJjNxM19Fp236Ms7nI5r6hQsyGixUlBnqH5XlBmqqzVfnzSUoLzNQUlhXc1uukBEQ7EZohCehEZ4Eh3vg7HJ9JKuWVFtZXDcqvfA07v0n4DFo0nXTp19cbuDlubso15l4+b5eJHZonIRzivT8b2UqB04U4evpxFOTEtFsWkbh6rX4jbiBqEeaPwfcVFxM8uNPoe3YgbiZrza4OJUkidOfzqVo3QbKHdyIe2AqESMG1/dhmwoLOfP5V1QcPIRTeDg/B91AiVXFp88PR3GRwWOG3FyOPv8y2tiO7O8ymsW/ZvPB00OICLzwwlCbt6WwYvVe7vvbrXTt4NPk87RUVlG8eQtF6zdgKihEpgBtmBpnbzMSMvLw5YAhGHmn4TwxuRdyuQxJkjDW6KksKaSipICKkgJ0FaUgSUiShO5EGjZDDU4dYzBWlWDUV2KRZNiREdYxgZF3PYxDExaEstrsfLPqOEqFjM6RXnQK90R7gVUwTRYrT7+/jRpjLR8+MxS3P33XnHjrbaqOHSfpi08vOvr/zw6mFfHvL/YwomcwE8xLMP+2MqMmMhHPYVNROLtx9r8P49pjJM7xYyjfu4/cxUuRyeXEzXwF5/DwFsl9IvFf52w2O7pKY4Pk/nuCrygzNBoU5+TigItW3ZxutMvi4uZIaETdgLqgEHdUDtdHgrpSDKeTKV7+Ptjt+Nz0BM4derZ2SFdNTpGeV+fuwmix8e8H+hAb7nnB7Q+fLObTn5JJSttIZ90Zgm69mbBpUy+5Ralw7XpOfzqXqEcewn/UjfXPZ837nrzFSzmmjSTWoQZlWRFOYaGETLodY24euT8vAbmcsCl3ETB2NLtSi3j72/08f09P+ne9+JRLm9lMucHGw29vol/XQJ6Z3OOi+5hrbUydsYYBXYN4YlLzKzRKdjtVx1LJ+t9n1GQWUtUxlu/t8bh6e9Mlypt1e7K5ZXAUE/v7sm7hZxTnZtbvq1CqcPX0QS5XYNXpMJeXo/b2QuPljcbJBQeFHKngJA7VJfS89yWcw+ObFNPny46ycscZFHIZNntd2gv115IU68edN3ZE85fiWp8uTmH1rixef6hvowvE6tNnSHn6OUKn3EXIHROb9dnMW32c0p3LuMXpIN5jHsZuMVL562LsphpqlT6YsoqxyQIw5hUA4BIdRYdn/okmsO5n3RK5TzT1XwdMxlrKS2vqk/mfH1WVRiT7H9d+coUMD08n3L2cCAp1x8PL6beHM+6eTqgdxa9Me2Qz6Cjb9C3VR7bi4BuG34TnUHleenGR9iYzv4qXP9uFXC5j1qP9z3nHa7dYqMnKxlJRSW1lBZ4VlTysP4pBd4bt3t0ZkDCM8MvoRvIbOYLSXbvJ/Ppb3Lsl4ujnS+7ipeQtXkphZDe2OnXjvhk3UrV3HzkLF5H+7n8A8B7Yn/D77kXtVXeh0qdLAAHezizecop+CQEXvRBRqNUsWnEYuyQxZWTT5r2rVQr6dAlg15F8HpmQgErZvAtumVyOe0I8hvte4NTs94lJT+POYXGMenQoKqUclVLOr9t3YdqfjEopo9+o2/HyD8HDNwCtmycyuRxjQSGHn3wa17jOdH7xpQbnaa81k/Pxo1Tt+BGnsC4X/Qw27T/Lyh1nuHlQFFPHdOLU2QqOZ5aTmlnG0m0Z7D5WwNOTuxMbVvcZ70stZPWuLG4ZHHXOViGXqEg8e/Ukf/lKAsaNaVRESJIkzPkZqAMiG7Wm3dHDhbPJh0m1hpDg3wtvdyfS9SGw+HNc8ouRALc4D/xHjcKzd08c/Vq+IJL4Fr8G2G12qipNv92p1zRK7o3u2p0d6hN7l+6BeHj+kdy1bo6XPPdUaHskSaL6yBbKNs3Dbjbg3u823AdMvG768wHyS6t5de5uHFQK3nykH4Hef/SRSpJE9clTFG/eQsmOndhqGi41rHJzJfhvf6PyrJb/W3AQg8XKyD7hlxSHTCYj+h+PcPiJp8n46BO8+vUle973uPfrx3/KYrixRwgODip8BvbHu18fyvcfQKnV4hbXucFxFHIZtw6O4pPFRzh2poz4qAvP884t1rNh31nG9o/A36vpzdKDugWz5WAuB9OK6dOl+ReJ5lobHy8+im/CaOLLtuG1dSnVfWPwSOpBossZLKrdVFlciR9yL90HN2xVkOx2Mv77MTKFgujHHmmU2OUqNe79J1C2/iuMWUca9JH/1cmzFXz8cwoJ0d7cN64zCoWcLlF1LQ8AqWfKmLPgIP/66Fcm3dCBG3uH8cGiZCID3bhnzPmL8IRMup2UZ6ZTsGp1g7t+yVpLyaqPqU7dgTq4I743P1k/u0Gy2yhb/QkqtYZfLAP5ae5ufEsyGVa4GzdrDaURXfhJiuHxycOJv4TPvKlE4m+HMk+Vcjwl/4+79goj9r/ctbt71CXzoFB33H9P7N7OeHhqUDteHyO3r3eW0lxK13yO6Wwq6uBYfEY/hINv214KuKWV60y8Onc3dkni9Yf6Nkj6hWvXk79yFcbcPOQODnj164NXn944eHvj4OGBys21ftT2TIuVt7/dz0c/pWCy2Lh5UNQlxePo60v4ffdw+pO5VB05ikdSD7L730Lt0mMM7xlSv51MocCrT+/zHmdYz1Dmr0tjyZaMCyZ+u13im1XHUavk3DG8eStCJnbwwdXZge3JeedM/DkZx8nPPP+qfBm5lfiaihjaJQRLXBdK7WVs+epD2B1FQWE2Hbr2ZVdlJ75ccxZvX3/6xv/xHgWr16JLPU7044+i9j73oD3XbiOo3LOcim0L0YQnnPOuv0JvYtY3+/DQqpk+NemcM3ziIr348JmhzF16hB/Wp7N4SwZIEs/e3eOCLR0u0VF49OxB/oqVBIwbi9JJg82op+jndzGdPY626zCq0/aQ++WzeI96EG2XQVTuXo45/xQ+N/2Tv+fJOb5wGREVZ1D4B9LpiedxiY3ll3c38/3aNHp29r9iN2Ei8bcz1ToTC/+3H7lchpePM4Eh7sQlBuLhVdc87+HphKu7Rty1X8fsVguVO5dQuXspcpUa7zEPo00cXl9//UJqrXbmrz1BUie/+jui9qraWMuMz3dTVW3mzUf6N5hCVZV6nNOfzsUlJobofzyCV/9+F6z57uig5KX7evPOvP18syqVQd2CGpXQbSq/G0dQmXIEu8lMx+nP8PXcvYT6a4kOdm/yMdQqBeMGRDJ/bRrZhTrC/Buv+Ggw1TJnwSH2phZyz5hOuGub18qjVMjp3zWQTftzMJqt9X3guopSfv3lB86k/lYv/jzN7JIkEamAs4dPchZAAXgokedn0bv/aJLG38Fgi42XPtvJez8cJNh3MCF+Wmqyssme9z0ePbrhO/yPpYhrrfb6qYfp2RUYzVbuTxyPefvXGDMO1VdR/J3VZuedeQfQGWp59x8DGgzO+ytnjYqnJ/egZ2d//rcylck3diTE7/xT7n4XMukOjjz7LwpXr8FveD8KF71JbWUxvrc8hUvcANwHTKR4+YeULP8A/dFfqTyUjNXmQ8k7X2HV64lycCBk6hQCbx5ff5E5eWQs/5l/kJ0p+QzsFnTRGC6FSPztzPYNp7BZ7Tz0ryGNFoMRBGPWUUrXzKW2vACXLoPwHD4NpUvTEookScxdeoR1e7JZseMM06cmXVITb1tgslh5/as95BbrmfFAnwZFUyRJIvvb73Hw9KTLmzMb1Gq/EJVSzr3jOrM3tZCN+85yezPvoH8nk8mInf4sUNcMn5ZdwX3jOjd70OCYfhH8vPkUr325h9uHd2B4z5D6O9TcYj1vfr2P/NIaHrylC+MHRF7kaOc2uFswa3ZlsfdYAQMS/EnevoYDW1chk8noM3IC3QaMRHGO2g97jhXw5tf7mH53UoPkZS4p4ehLr1I7fwW6iDjc4rvwwrRePDlnK2/P28/MG33JeOddFE5ORD1a18RvNFv5YFEy+1ILqf19Gq+bI0azlVdyFbzi4UP5th/QRHev/wyrDRb+s+AQqWfKeGZKD6KaeFE1MDGIgYlNT7bamGjcuyWSu3gxlswVyBUSAZNnoAmt655RufsROPU1Cn7+grM/b8BmBoWzAc+eSXj27olHt0QUmoYzEgYmBvHTppPMX5dGv4SAK1KHRCT+dqS8tIZDe87SrXeoSPrXsKLUg6RvWIZvv/HE9rp4tbfqqirSdm7HlL6bQEM6Sg9//O96FafI8/d7nssvOzNZtyeb8QMjSc8uZ9a3+3lyUjeGJYVcfOc2xGCq5d3vDnAiq5zpU5MaDc4q37cffXo6UY893OSk/7tgXy0J0d6s2Z3FbUNjLjqd7mI2H8hBLoMhPZr/Gbs6OzDjb3345pdUPv45hUUb0pk4LAYPV0c+WJSMUiHnjYf6ER996S03ncI9CXa1sG/TMrI3ZqOvLCM6vif9x0y64Lz5pVsz8PXQ0C+h4YWj2seH+FlvkjpjJqkz3yB2+jN49+rJs1N68N17izgxcy5Ofr7E/fsV1N5eVBss/PvLPZw6W8GY/hF0ifSmY5gH3u4asgp0vDp3F4vLOjFBvx1D+l6cY/twOreSWd/up6zKyKMTEhjSveVnfVnK8jCcOoDxdDKK2uPYDDaq8xV0fPFN1D5//CwlSaJwzTqyFm1B5epB5COT8B44FLny/KlXIZdx96hY3vpmP1sO5nJDr5bvnmv3ib+dzka8JFvXpqNQyhl0Y8uvBia0PltNFWWb5lFzdCuBkgz5huNs3deD7pMfxtWz4dSz0oICTu3cSm3mQfzN2XjK7FTb1ay3JDBoxN8JjWzenXrKyRK+WH6M3nH+PHBTF0wWK29+vY/3fjiEwVTLuEu8Y7zazhbqeOub/RSU1fDYxK4M6Nrw7k2y2cj+bj6OgYH4/akZuTnG9Ivg7Xn7OZhWRK/Ol74cr80usflADt1j/dA6yjhz/FCz12/XAA8P1ZBZUMvOlHyWLjsNQLSXE7cNiUZjzCTjaOaFD3IeFcUFnDq6jzhTHpIRnCM6MmzCfYREX7gGf1p2Occzy3nw5i7nvFtVe3kS/9YbHH/tDU7MepeYJx8nwGLmtsJtFDh44Xr7Qzj6+TYotPT8tJ70jW84dTE8wJV3/jGQV+bKKLanYN84n2ydP58sPoqrswOzHhtQP0q/JVUf30nx0vcACZVPCD5Dx2KVpVN1NJ0j/3oNn8GD8B06BAcvTzI+/pSynbvx6NmDmCcfR6W9ePcB1M3ciAp244cN6QzuHoxKWfc52u0SmflVl30O7T7xl2/+juCp/7rmC5AU5FZxLDmfAcOjL6nuvNB67GYD5oLTdY/8U1jK8lB5+KMOiEYdGI06IIqa9H2Ub56H3WxkgykeW+xwOlfvJbhkD1mfPIE58Xb8O3Qia+82FLmH8bcX4gdU4Eq+Tx/8EvsT1jmRjz76lZ3zU3j/KXe83C5e1ATqRr2/PW8/wb4uPD25O3K5DCdHFTMe6MO73x1g7tKjGM3WS27avlp2JOfx4Y/JODooeePhfucc9Fa8dRvGnFw6Tn+22UV4fte7iz+ermrW7Mq6rMR/5FQJuiodcVHFfPvOfEyGxivUNYcP4PN7q7sOdq/YdlnHAwgM70DnQRP4eGMNDyT0JiQ6/KL7LN2agbNGdcE7VZWrlrjX/k3aW29z6r0PAHDvlshGn0EcWZeJq48nX686ToXOxIwHep9zSh1AgLcz7/xjEN9/msn4qg3sWLqU2PBePHd3UrPHNDSFMesoxSs+xDEkFt9b/lm/cp7H4FrK9+2neMtW8patIG/JMhQaDTazmbBpUwm65aYGiwpdjEwm4+5RnZj55R427ssmsYMvmw6cZcuBHPLy8i77PNp9AZ9vbutARI+B+N3y1DVdZ3z+53vJz6nk8ReHXRNLwF4vyrf9QOWvi4G6PzOlux8O3sHUlhdQW57fYFvHkE5sUA5h2WEDc1+4AV8PJ84cOULRL5/hZ/9j1bEiuS+1gV0J7TmI0NhY5H/6Qsku1PHch9sJ8dMy69EBOPx5kZf0Yr5emYrVZifY14VgXy1BPi4s2XqKSr2FOf8c1Gi6l9Vm570fDrE9OY+Zf+9L947n/gK+Gir1ZjYfyGHzgbNYrHXnEORTdx7ZhTpW7jhDp3BP/nVP0jkveuwWCwcfeRwHD3cS/u/tyyrtPH9tGos2pvP5Czc0a4rc7/SVZXz1xXfIyo+hwEZ4p0S69huBk/bCFfWuJo2TC05aNyRJ4tF3N+PmoubtxwZccJ+C0hoeensjE4bGMG1s5wtuC3U/k4xP5qJwdCTigfvQm2w8OWcrZVUmnDWqJhVaAqjUGzn1ydNoZUaiHvsvKuem3Vk3h6U4m7x5L6PUehJ4z5soNOcunWuprKJ0xw50x9MIGDem0XTMppIkiX999CsZuZXUWu3IZNCtgy8JYSpefGLK9V3Ax33gHRiSl1H44yz8Jj530drP7VFmRimn00sYMb6TSPrtiFVfQeXuZWiiuuHWcwzqgGgUTn98IdlMNVh+awlQunpjDOrOslmbGd4zFF+PuhHmkQkJhHb+kIO/LMdmNhLVZwh9Q8//xx7m78pTd3XnrW/289mSIzx+RyKV1Wa+Wp7KtuRcAr2dCQtwJbe4mgMnirDaJBRyGa8/1O+cCUypkPPEpG5k5lfx4aJkPnp2KC4XKHPa0iy1No5klLJhXzZ7jxVis0t0CvckxM2R3OJqDp8sqR/wNW5ABPeP71LfLPpXBWvWYiktJebJf1z2eg4j+4Tx46aTrN2dxb3jLtz0/Wflxfkc2r6G9ORdyG0SCu9Y7rx7Ml7+bbf6qEwmY3D3YBasS6OkwoiPx/m/Y5dvP41CLmP8wKZ1DckdHOjwzz8WnHFzUfL8tJ7MX5PG/TfFXbS08O/ctRoSpj5D3jcvULltPj5jHm7Sfn9lM+jQH9mC0s0Xp8hE5L+VArZWlVDwwxvIVY4E3PnyeZM+gIO7G4HjxxE4ftwlxfA7mUzGAzd34asVx0jq5MfQHiF4u2vIzc29rOPCNZD4tQlDcQsOoWTVxxQseA3/SS9d8IfSWux2iRq9uX599+bY9Esarm6O9Owf3vKBCVeM7sBqsNnwvvE+VJ6NS6sqHJ3RRCSgiUgAYP6SI0iS1KhJXalU0vvmCU1+377xgUy6oQOLNp7EZpfYm1qI2WJj8o0dmTAspr4VwGazU1RuQKVUXPDLXK1S8PRdPXj2w+18tuQoz9598ZKvUDeH2kXjcN5EfC4GUy3HTpdxPLOM45nlnMqpxGqz4+rswPiBkdzYOwxfNwUGXV0/p02SKK8yUmu1E+jtQnX5uddjtxoNnFq6GKeunZD8vakoLmhyTOeiAPpEO7Bj7zHG9HBDdZFug5rqKlJ2rifzeDJKlQNu4UksT3PnzTtG4eV/4WVa24JB3YJYsC6N/608xvSpSee8cCquMLBh31mGdA/B8zK6I2PDPHn94X7N3k8dGI1b73FU7VmBS9xANGGNL8jsZgMolMiVDS9e7bVmdPt/oWLXUiRz3ZLeMoUKTUQCTjFJVO3/BXuticCpr6N0a/raBZerQ6gH7/xj4MU3bKZ2n/gBtAlDkDtoKFo2h4LvX8H/rldRulydPyZJkjCbrOiqTOh/f+ga/7tab+ZyOlXG35GAUnVtj2O4ltjNRnSH1uEc2/ucSf+vyqqMrNubzbCkEPw8zz+fvKkmj4zlTH4Vmw/kEB/lzaMTExotBapQyAn0adpFcnSIO5NGdGTBujR6d/G/4JSnwrIavvnlODtT8lEqZIT4aYkIdCMyyI2EaO9z3sVJksSm/Wf538rj6A0WlAoZ0cHu3DQwkrgoL7p18EWOjZSdG1i9eSW1FlPzPhCAADnU5rHvvRebv+85aIFuwI8frm3S9mqNM8Fdb+CUKZQNJyrx93cmJqTpc/dbU6C3C/eM6cy3vxwnxC+dyX8p/VupN/Pq3F2oFDJuH956g489Bt1JTdpeSld/StCDcxokeF3yRsrWfYmEhDogCseQTjgGx2I36infthCbvgynmCQ8h0zGZqrGkL6PmpP7MGQcBLmSgLteRu0X3mrn1pKuicQP4Bzbm4BJL1H40zvkz3uZgMkzULlfmf7I2lobKxelkJ9Tia7KhLXW3mgbR40KVzdHtG6O+Pq7onVzROumxtFRxZ9XuLHXWpFsF24FcHbVENW5fc6nvl7pUzZhN9Xg1ufmJm2/ZGsGNrvEHTe0zAA6uVzG9KlJZORUEhfp1SJLFd8xPIYDJwr5dHEKnSM8G/WjVxtr+XHjybqFUBQyJgyNRiaTcSa/iuT0YjYfyAHqKqXdNDCSrl6Q8933yHv25+t0iWOny+gU7sndo2PpGObZYD36rLQUdqxaQFVZMeGdEumQ0Pu8hWP+zG6xkLdsBcazZ/EdPhT3bs1fcOZ8JEniyxXHcHZUNUqEDWKw29l9rJgdZxSU7LfhotFzQ69Qbhkc3a6WkJ4wNJqcIj0/rE8n2NeFQd3quid+L5RUUmmqq47YxIvJK6GuYNVDFC54jcodP+E5dAr2WjNl675En7IZTUQCDn4RmHLSqNq7iqrdywBQB8bge8uTaEL/aCXQhMbhecO9WIqzQZJQ+0e01mm1uGsm8QNoIhIImDKDwoVvkD/vJQImz8DBu+X7zrZvOMWx5Hw6JfjTIc4frau6LrG7Ov6W4B1RNeHuvOroMY7Pegu7+cLL3BocHPB6YToe3VvuS0u4ciSblcq9K+vuKIIunsgrdCbW7spiaI/gSxoodj6ODsoWrb6nUMh56q7uPDlnGx/+eJgHb+5CQWkNBaU15JfWsD05j2qjhWFJIUwd3anRhUGFzsS25FxW7jjDnP/9yv0Fa3EzVcHuvXRwi2DoPfdww7D4+qqTdrudvDMnOLxjHdknj+Lu48/4e58mrGPTVmOr1es5/tqbOGZkEf/EY/gOHdJin8Xv+lV687+VqUzziT1vf/T6vdksOVxM91gv/nZLGL3i/Jq96E1bIJPJ+MftXSkqN/D+wmT8PJ0IC3Dl9a/2cLZIxyv396FzxPnn9l8tThFdcUkYSuX/t3fncVWV+QPHP3dnuVx2uIDgAoiK4K6hpmm5oGlpzqRZ2l7TYqP1U0snS8uyn5OWNk6W02+anPmVv8xt3DNX3E1wQQUUkH3nAvdy1/P7A0MZFRFBBJ7368VL7+Xcw8PzOpzvec55nu/30Ho0geEU71+DJefidSWoHVYz5uwUJJsV5/Y3Tvkrk8lazCj/Ws1+Vv+NZjZa8tLI/ud8JIW4cKcAACAASURBVIedgEl/QhNQv7zaN5KTZeCrJfvo1qsNYyfeXoKUa1nLyjj5xgzkajUBo2Nr/5lbd2ArL6fH55+icr93Zv0KN1Z2ei/56z/D/3ez61T2dtWG02zYm8KKWQ826Wiprjbtv8iXP52q8Z6zRknn9l5Mie18yyxpVrOFI7PnYb+Uwg8BQxnoaSbkwkHkahUhTz6BFB7C+aP7uXghgUqzEZVCRe+hY+k+aCSKWhKfXMtSVMyZ9+ZjyswiYuabePe7dSKk+igzWnh2wXZiogKYcYNyt5Ik8driX1DIZXw244FmNcK/mdJyM29+thez1U5bvRunkgv4r6d6X5czoSnZTWVkfPkG9opS5BqXFlWCWpTlvQm1X1sCp3xA9j/nk/Xdu3gNeQpdz2G3XOsvSRL28hKshRlYCzOxFGZiLczEWpCJZLeiad+T9WfDcHFRMWzszas23YokSaT85UusJaVELVqIW3hYrdu7R3Ul/s1ZJC37C53nzG4RJ4+WSpIkSg+uR+UddF3u8BvJKzLy7wOXeKBXcLMI+lCVwEatUqBUyAn0cSXAxxWtWkZFcgoV8XEkr0uj4tIlKnNz8R10P8ETf49Kp8NmtZCTfpFza/5FXmU6jr7BRJpOUORwUBjhCg4Hx/Z+D/tkyBwSunIbAaVWdOU2KNyGqV0k2g63vt1amZvLmXfnYykpocu7c/DoFt1ofeHmomZkTDs27LvIEyM6XXfHJj4pn/ScMt54vEeL+bt112p497l+/NeyfcQnFfD677vfU0EfQOHshu+Y1zEc24L3sGdaVQnqumiRgR9A5RVA4JQPyN+0nMJtX1F+ajc+sS/VeE5jNxqq0i6mnakO9L/N6ASQqZxQeQfhFNwZCYljJ0vINdgYpNtH6aYTmNtG4hQYhtq/PXJ13Wex5v38C4VxB2n71ORbBn0A13btaDf1KS6t+oacrdsIiB15e50h3DWmSwlY8lLxGf1KnYrifLc1EYDJI+tWJ/1eIJfLGN6vbfVrW3k5p9/5gPKkJACUbm64tm+He3QU2Vu2kbd7D9rYBzmRfQZDcQEAGm8t/vpA2vkHXZPrXcKUkYnGBu3ConALDETj64spK4ukJZ+TMPNt2j8zFf2okTcNosb0y5yZNx+HxULX+fNwi2j8pEOPDg5l0/5LrP0lmVcm1LwLuH7vRTy0Ggb3vLcC450K0ev48OUBFJSa7tl6Di6hPXAJFY9Hb6TFBn5zfj6Z6zdiOFOOLuJ+LIXxZP5tJu59H0bh5oXxwhEqL58DyYHC1QO1bzBuXQeh8g5C5ROE2rsNCjev6hNMcWEF8Yf2ENZeQ2RYOKbkYxiTjlb9MJkctW/wNZnYwlD7hSBTXN+9puxsLn61Cl3XSILG1W3iF0DAw6MoPvErqX/7O+5du+ISfO+u+22tJEkib++PKLSeuHUddMvtUzJK2H0ig/EPhFWv229urIYyzrw3H2NaOmGv/QGPHj1Qe1/9u6lIS2P/qmUcP7MblUNG+2wTbbp0I3rWrDpnMtP4eNN96WKSPlvOxZVfU3rqFKGvvIxKV7MiXVlSMmff/wCZUknXhQtwbXt3ShB7uzvzUN8QdhxJZ+LwiOqlbBl5ZRxLzOWJ4RHN8pn+rYQFexDWTFYlCDW1uMBvTE8nY+16CvbuA8AlJJjsLftQuLrg3rEtRfs3oFCB2i8EjwHjce3YD7W+fa234SRJYtOaU8jlch5+sj86jweB57GVF2POSsacnYw5K5mKC4cpi/8ZqFoDqta3v3IxEFqVvMXdjwt//gy5UknHP067rZShMrmc8Dde49dpM7jw56VE//dH1WUchaZjszs4k1LI4VOZOCduZIDsDBnBI2l7iyySkiTxzaYzaJ3VTLjHU+HejLW0lDPz5mPMyKTT2zPx6l3z0UalqYI9ezdw0VpIm6BQglKK0AQFEjljxm2lLwVQubvTee7bZG3YRNq331F05Hl0kV3wvq8vXn37UpmTQ+KHH6PUuRH5/jycA+qfSrc+HhsSxvbDafy0O5nnxnYFYMO+iygVcmL7t5zZ4ELL0GICv8NiIfmLv5K/ew9yjQb9qJEEPTIGja8vZecvkLF2HUWHjyBXqXDS+yMrUMDZ48Dx6/ZlRkU5zpTjQrnMhVK0FMi8GDm2EzqPqzOVlVpPlB37VE8akSQJW0ludU52c1YyZfE/Yzi2GUs5VOQqqCy003Hmm2h8b3+2tdrTk/Bpr5L4wUeceW8BPgP649EtGqfAgBbz/LC5sNkd/O+O82zafwlZpYGn3fYTrswmUR3F/5zxpUNe2XXr5q914nwe8UkFvPBIV7RXsjE6HA5yL6dw8eyvZF08j8Nx+8me7haH3UFlVjYOmRWnPiFcPrgBDm6osU15aTFmk5GBoyfSbcBwZDIZkiTV+1iVyeUEPToWz57dyd+zj8JDR7i4chUXV64CuRznoEAi338Xjffdn1mu93ZlUI8gth5M5XcPdkQmq6q890DPNo2SM14Q7kSLCPx2k4nEhYsoTThF0GPjCHr0EVS6qyddt4iOdH57JsaMDLI3bcZcUFj9PbNDQZrFE4NdQ5ldQ5lDg0W62i1yHLjJzYQUncb9WArSoGk3PXHJZDJUnnpUnnq0XQZgN5sp2LefrA0bMaZdRqaU0AaBxrn+xTi8+vSm3TNTyf73Fi5++RUAGl8f3LtF49EtGvfoaNQeYuZ/Y8rIK+PP/zxB8uUSxkQ4GFK2A4WtAt+Rr+LZvj//+GQXy9fEs/APA6qXpl3L7pD4ZuMZArxdie3fnpz0FM4e20tq4kmM5QbkCgX6kDCcnXQ3+OlNT7LbMZxNRGm2oA0PR+V+43bqvPzocf9I9CFXV9U0xAWqS0gIbZ+aTNunJmPMyKToyFEsBYVXJhE2fI72upowNJzdx6uWK2rUCswWO2MHNY+qhkLr0uwDv62igtOfLac8OYXwN17Hb+gDN93WpU0bOrz0QvXJp6TIyHdfHqaotAJXNw3evq609dPi46fF+8q/7p7OyOUyLv/wf6Sv/hfasA4EPTKm1jaZsnPI2bqNvJ93YSsrxzm4DR1efB6fB+6nYMOnFO74BqeQLvXOMRD06FgCHxlDZU4uJSfjKY1PoOjQEfJ27gKomlh15UJAF9nltmuOt3YOsxHDie2Y0k7/VlvnCon8EhMZeeWMkMl4MUKLpjAZpc4L/8fmVk8cfXZMJMt+OMn2w2mMjGl33f5/OZZOWk4Zbz7ehX0b/s7Zo3tRaZxoFxFN+y49aRsRhcbp3n3mf/n7NaRfOECXeXObPLeES5sgXNrcGxPn2up1xEQFsHH/RZzUiptmKRSEptbsA//5xZ/iVlRCp9n/dcu1umVGC7O/2I+nm4aJg8PYueYUZrONp1/rT0j72itAtZkwnvKUi6T+z7e4tm+HR3TNJCKS3U7xiV/J3ryVkhO/IlMo8LqvLwGjYtFFdqm+2PB9+HUyvp5B3rqlBD39Ub0rCspkMpwD9DgH6AmIHYFkt1N+8RKl8QmUnIwne9NmstZtQKZUouvcqfpCQBvaod7lSFs6W3kJhqP/xnB8Kw6zEZVvCHJV1UWTze4gt9BIeaUVbyclem9XlAo7qsiBeA97pkZ9iGF9Q9hzIoNvNp2hTxf/Golscgor+G5LIj19i0jZvoxKUwU9B8XS58FHUKnv/Qs0S0kJGWvX4R3Tr8mD/r3odw+Gc/BUNhUmK688Vv88H4LQmJp9Ap//7hzFoPnzrgvE/8lud/De14c4nVKIu0JGsEXCSa1k6h/uo01I3fL624wmEmbOxlpSSrc/f4KTvx/W0lJyd/xMzrbtmPPyUXt54T9iGP7DHkLjfeOLiYoLR8ld8zHu943F+8Gpt/2714XdbMZw5iwl8QmUxidQcSkVAIWrKx7RXXHv1g2P7tE46fW13n6122yUlRRQWpSP4cqXsdzQKG2+WxymMqyFWUjXDucddmyGQpAklO4+qH1DkDtX3TYuKDGRmFqE3SER1saDNn63Xm9vMts4fCYHb3cnokJ9MFvtpGYZyCoox1VmxF1WiH9wKEPGTcUnILixftUGl/LXleRu30mPZUtxDrp1DYLW6P2vD5FbZGT5W0Nu+KhHEO5EQyTwafaBf8NXXxMx6NbVi77ZeIa1u5N5ekg4SXFpWB0S8VYrPr6uvDKhG9Fhdau4ZMrKIv6tWTj5+eHSNoSC/XFINhvuUV3Rx47Eq18f5HXILpa/5UvKTmxH/8S7uLRv/JGBpaSU0oRTlMTHU3IyAUtB1XpqtZ8Prl0jkXcIQfL1oMJUjqEorzrQl5cWce0holCqcNHq6pQn/V4k2SzYK6oqu/3nOnuZUoVc4wpX7ohIkkSZ0YrJbEOlkOOuVaNQ3EalOZOVMpMVpyvPe6Eqw52b1pleg0YQ2Wfwbc9ub0rGjEx+ff2P6EcOJ/SlF5q6Ofcss9WO3e7AxUmsuhEansjcB7jWIZPXnhMZrN2dzLCoAC4cSEPn7sSTL91HSl4ZK36MZ86KOB4f1pFJwzuhuMUVunNgIBFvTufsgoVU5uSiHzEM/cgRuITc3qjN+6GnqUw7Q/6GZegnNm7VJ7vNhtFWiUnvgVnTBUuoD8WZlynOzaS8woA951fI+bV6e41Cjc7Dm4CQMNx9/NF5+eLu7YfOyxdXrXuzClbXqjh/hNyf/oyqbSABk95F6XbjOz2SJHH8XB4rfzpFTkUFjw0J54kRnW6rvCxU3WWa8dleUrNKGdI7mEnDOzVI5b2mkvaP1cjVaoIf/31TN+WeplEpQFTSFO5hzT7w38rFzFI+/+EkkUHuVKYUo3XTMPWVGLQ6J3p6OrPsrSF8ufYU3++4QFJ6CW9O7oXOVV3rPj179aTH8qWovbxRuty8jnlt5CoNfo/+kazv5pH59Zs4h/bAo/84nIK73PbMZ0mSMJsqrozS82rcli8tyqe8pPA/Ru1KdJ6+eLQJIcTLF52HN2qzA7LysJ5PwZiYhGQrQKa6iGvnTrh1i0bnHoCrq67ZBv2yU7vJ3/gFmoBQ9BPnoHC+fva33e5gf3wWP/6SxKUsA35eLiz8w4B6F7pRKOR8+HJ/jJU2/JpxwAcwnE2k6NBhQiZPEqtGBKGZa/a3+mu73ZFVUM6f/hoHNgeRMgWSBM+81h8vn5r5tCVJYvvhNP669hReOg2zp/YhPPjqaPBS8WVO556v8UxYhoww77ZEeIciv4NgaDeVYTi+jdKj/8ZhNKAJisCj/zhcwnshk8kpNxSTcvo4dpu1xucqK8pqBHpLpanG9521OnSevrhfM1rXeVW9dnXzqDWA200mDGcTKTkZT0l8Asa0dACUblrco6LQhoXe0QVAuclKXpERrYuqOmOdZLdhzrmIZL/6e5YbLZRJcvDxgnpeYAGorQZ8s/bj1C4K/YRZyDU19yVJEjuPpPP9zgvkFhlp46flsSHhDO7Z5rZH+XUh2e1YDQYshUWYC4uwFBXhqKxHffn6kMvwvq8fTv7+df6IJEmcmvUO5vwCev51uVglIjQLOeX5HMuMx9E8Q9xNFecWsfDFd1v3M/4b/fIpGSX8+EsyB+IzcVIqiNE6YzZZmfpqf/SBN18bfSG9mI/+fpSSMjMvjYuiTQcz689tIz4n8aafcdNo6RUYRd+gbkT7d0atrP1uwc04rGbK4ndRemgDttI8Kt0DuKwJICUtFYf9+kQucoUCnefVYK7z8rvyb9WXWlP32gG3YikupiT+VNWKgfh4LIVFDbbvupKrQa0FtVvVl9L59qYZnLa3o+OTM+nUoWbAkySJv208w7o9KUSEePLY0HD6ReobbVJW/t59pPzlS+wm0603biRKnY7I9/6ENrRua8xzd+4iedkXhL32B/yHPdTIrROEO2Oz29hwfgc/nt2C1W699QeaGUuxicQlB5t/4N+4cSMrVqzAZrMxdepUJk+efMvP/GfglySJ0ymF/N+uJE6cz8NZo2RE72BsqSUU5pYz+cV+tA29dUav4jIT769ZT4Z0Erm2FHeNG6MjHmRI+xg0iqtB3eqwcTrvPEcz4jmRfRqj1YRGoaabvgt9grrRM7Arbprbr7aWk57M0U2rSbucihyJEBcF3QY8hF+fkcjU12QNVKnv6E5DfUmSVOvo1Gx1kJJRzLnUYs6lFXEhrZgKc9WFi6ebhoh2XnRq60nHYA++33GB5JQMZgYdwtmUi0/sS7iG9WLHkXS+3XyWLu29eGFQIOaUZCouJFFx/jzW4hIA5M7OuIaH4doxHNeOHXEN7YD8JiPR4jIz8//+K8WGSuY805fuHf2AqkQ6X6w5yY4j6Tw8sD0vPBLVaAFfcjhI/+f/krHmR9w6d8L3/oGovb1Qe3uj9vJE4exyV+ZLmvPzOTv/Q2wVRjrPfRv3yC433dZhs5H2j9VkrduAW0QEUR8tEEtBhXtaYn4SXx37FxmGbO5r05Mnu49Hp3a99QebkcysLEYNj23egT83N5dJkyaxdu1a1Go1EydO5NNPPyUsrPaqdb8F/p07d5JRouDHXcmcTy/GQ6shtk8wWpOd08czsNslfj+1FxFda8/dbbVb2Zd2lA3ntpNVlouLTEfJxTa01XThnakxtU7KstltnM1P4mhmPEcz4ykylSCXyensG0afoG70DuqGn+vNLzokSeJy8llO7Pk3GSmJqJ2cibpvKB0D/TGf3E5l+lnkzlp0vUfh3jsWhcu9k9GttNxMYmoRZy8VkXipkOSMEmz2qkMq2N+NLu29rnx54+/lUmP+gqkoj3NfzcXZWkJK+BOM+v0jrPk5iX9sSaRfpJ6ZT/VGfc0kKUmSMOflY0g8R1liIobEc9WPIWQKBa6hHdB16Yyucyd0nTuhcr/6LLrYUMm7Kw+SkVfOzKd60buzP4tXHycuIZuJwyJ4YkREo6U9tptMXFi6jKJDh/F76EFCX36hSessmPMLODPvfcz5BUTMeuu6HPsAlXl5XFi8hLLzF9DHjqT9s1ORq+t3N0sQGpPFbuVU7jkOpB1lf/pRfF28eK7XRHoG1r7Eu7lqEcv5fvrpJ44ePcrChQsB+OKLL5Akiddee616G4PBgMFQc+14Tk4OkydPZtijU0HpjJOTinb+bqgqFRRdrgQZ+AQ7E9hRi4t77XMY8yoKOJJ5knJzBXqtLzHBvYjwDSUpvZS1vyQhl8kYfl873FzqcLKWoMhSSFbFZTKMlzFYqkaoHmovAl3b4K3x5drw4jCbqEg5g62kALmTC65hUTi364RcdfUkKy/LQp1xAmXRJSS5Ept/JDbPtjQVk9lGXrGJvOIKDBWWqjbKZXi7O+Hn4YKflwu+Hs5o1DcfHUp2O2UntmG3mDiru589aRDkqyUzv5zoMF8eHRyKog53NKQKI/aLl3Ekp2FPSceRmgG2qqVzMn8fFKEhyMPaInN3w2K1setYBgUlRjx1ThQZKund2Z/O7Roxt7vDgXXDThwZuagnjEQ5NOaeqKsglVVQ+fnfcWTmov5dLDK/q30glRiw/LgNHA40Tz2KslfXJmypINxYSWUpx7NOcTLnLGabGWelE8PC7mdC5GiclC13HkqLCPxffvklRqOR6dOnA7BmzRoSEhJYsGBB9TbLli1j+fLlN/z81BE90bk23PPspmDUyMjwU5DrqUASCT/uiMIu4VdkIzDfQmC+lYB8K86Wpn2aZVbJ2DJAR1rgvXUyUlscjN1TSlD+9c9Bcz2VbBmoo9StxS/8EZoxTyd3egdF0yeoO5F+4agULT93QotYx+9wOGqMgG5UvWvq1KmMGzeuxnu/jfjbDxiDt/fV5Vau7ipUmtt7Dumk1OBby614m91BVn45d3qJZLKbMJhr3rmQKeRoPHzpfjvP681lyExNlz1PrVLg6aa542fSSp0PCqeq52+SJFFcZr6y34a7+JEcDuy5BUgVxur37JKE0WSr2x2cBqDw8+EF3e3P97gbpGF2bOmZ4HBcfVMuxyckkK51SEQlCE1Fo1QT7B6IXNY8lxg3pSb/y9br9Rw7dqz6dX5+Pn5+fjW20el06HQ3fq59/4BB9b7quR3BoshW46tb8sTb51f7fJFWTx/e1C0QBOEuavJLpf79+3Pw4EGKioowmUxs376dQYMGNXWzBEEQBKFFavIRv7+/P9OnT2fKlClYrVYmTJhAdHR0UzdLEARBEFqkJg/8AGPGjGHMmNpr3AuCIAiCcOea/Fa/IAiCIAh3jwj8giAIgtCKiMAvCIIgCK2ICPyCIAiC0IqIwC8IgiAIrYgI/IIgCILQiojALwiCIAitiAj8giAIgtCK3BMJfOrDbq8qvZqTk9PELREEQRCEu+O3mPdbDKyPZhv4U1NTAZg8eXLTNkQQBEEQ7rLU1FTatm1br88228AfHBwMwLfffktQUFATt6bl+q388erVq9Hr9U3dnBZJ9HHjE318d4h+bnyZmZlMmTKlOgbWR7MN/Gq1GoCgoKC7Upa3tdPr9aKfG5no48Yn+vjuEP3c+H6LgfUhJvcJgiAIQisiAr8gCIIgtCIi8AuCIAhCK6J477333mvqRtSXRqOhX79+aDSapm5Kiyb6ufGJPm58oo/vDtHPje9O+1gmSZLUwG0SBEEQBOEeJW71C4IgCEIrIgK/IAiCILQizTbwb9y4kVGjRjF8+HBWr17d1M1pMZYvX87o0aMZPXo0n3zyCQBxcXGMGTOG4cOHs2TJkiZuYcuxaNEiZs+eDUBiYiLjx49nxIgRzJkzB5vN1sSta/527drF+PHjiY2N5YMPPgDEsdzQ1q9fX32+WLRoESCO5YZSXl7Oww8/TEZGBnDzY7de/S01Qzk5OdKQIUOk4uJiqaKiQhozZoyUlJTU1M1q9g4cOCA9/vjjktlsliwWizRlyhRp48aN0uDBg6X09HTJarVKzz77rLR79+6mbmqzFxcXJ/Xr10+aNWuWJEmSNHr0aOnXX3+VJEmS3n77bWn16tVN2bxmLz09XRo4cKCUnZ0tWSwWadKkSdLu3bvFsdyAjEaj1KdPH6mwsFCyWq3ShAkTpAMHDohjuQGcPHlSevjhh6XIyEjp8uXLkslkuumxW5/+bpYj/ri4OO677z48PDxwcXFhxIgRbN26tamb1ez5+voye/Zs1Go1KpWK0NDQ6nzQwcHBKJVKxowZI/r6DpWUlLBkyRJefvlloCoFZ2VlJd27dwdg/Pjxoo/v0I4dOxg1ahR6vR6VSsWSJUtwdnYWx3IDstvtOBwOTCYTNpsNm82GUqkUx3ID+OGHH5g3bx5+fn4AJCQk3PDYre+5o1mm7M3Ly8PX17f6tZ+fHwkJCU3YopYhPDy8+v+pqals2bKFJ5988rq+zs3NbYrmtRjvvvsu06dPJzs7G7j+ePb19RV9fIfS0tJQqVS8/PLLZGdn88ADDxAeHi6O5Qak1Wp54403iI2NxdnZmT59+qBSqcSx3AA+/PDDGq9vFPNyc3Prfe5oliN+h8OBTCarfi1JUo3Xwp1JSkri2WefZebMmQQHB4u+bkBr1qwhICCAmJiY6vfE8dzw7HY7Bw8eZOHChXz//fckJCRw+fJl0c8N6Ny5c/z444/88ssv7Nu3D7lczoEDB0QfN4KbnSPqe+5oliN+vV7PsWPHql/n5+dX3xIR7szx48eZNm0a77zzDqNHj+bIkSPk5+dXf1/09Z3ZvHkz+fn5PPLII5SWlmI0GpHJZDX6uKCgQPTxHfLx8SEmJgYvLy8AHnroIbZu3YpCoajeRhzLd2b//v3ExMTg7e0NVN1mXrVqlTiWG4Fer7/hefg/369rfzfLEX///v05ePAgRUVFmEwmtm/fzqBBg5q6Wc1ednY2r776KosXL2b06NEAdOvWjUuXLpGWlobdbmfTpk2ir+/AN998w6ZNm1i/fj3Tpk1j6NChfPTRR2g0Go4fPw5UzZQWfXxnhgwZwv79+zEYDNjtdvbt28fIkSPFsdyAOnXqRFxcHEajEUmS2LVrF3379hXHciO42Xk4KCioXv3dLEf8/v7+TJ8+nSlTpmC1WpkwYQLR0dFN3axmb9WqVZjNZj7++OPq9yZOnMjHH3/M66+/jtlsZvDgwYwcObIJW9kyLV68mLlz51JeXk5kZCRTpkxp6iY1a926deP555/niSeewGq1MmDAACZNmkSHDh3EsdxABg4cyNmzZxk/fjwqlYqoqChefPFFhg0bJo7lBqbRaG56Hq7PuUOk7BUEQRCEVqRZ3uoXBEEQBKF+ROAXBEEQhFZEBH5BEARBaEVE4BcEQRCEVkQEfkEQBEFoRUTgFwRBEIRWRAR+QWhBTp06xbRp02rdZvny5ezcufOW+6rrdnX1wgsvkJyc3GD7EwShfkTgF4QWJCoqis8//7zWbQ4fPlynmt113a6uvvrqK8LCwhpsf4Ig1E+zzNwnCMKNHT58mAULFtC1a1e0Wi3nz58nJyeHiIgIFi1axLp16zh9+jSffPIJCoWCYcOG3XA/q1evrrGdp6cnH3/8MQ6HA4CXXnqJESNGYLFYWLx4MUePHsVut9OlSxfmzp2LVqtl6NChREdHc/78eWbMmMFHH33EZ599RlRUFLt27WLFihVYrVacnJyYNWsWPXr0ICUlhTlz5mCxWJAkiQkTJjB58uS72YWC0OKJEb8gtFCnT59m1apVbN68mczMTLZu3crkyZPp2rUrM2fOvGnQB67bbtmyZTzzzDOsXbuWhQsXcujQIQBWrlyJQqFg7dq1bNiwAT8/PxYvXly9n/DwcLZs2VLjZ6WmprJkyRJWrlzJunXrWLBgAa+//jpGo5FVq1YxdOhQ1q5dy8qVKzl27Fj1xYYgCA1DjPgFoYW6//77UavVAHTs2JHS0tJ67ys2Npb58+eza9cu+vfvz4wZMwDYvXs3ZWVlxMXFAWC1WqurtQH07t37un0dOHCAvLw8nn766er3ZDIZ6enpDBs2jFmzZpGQkEBMTAxz585FLhfjE0FoSCLwC0IL5eTkVP1/mUzGZ64GZAAAAadJREFUnZTlmDhxIkOGDOHAgQPs27eP5cuXs3XrVhwOB++88w6DBw8GoKKiArPZXP05FxeX6/blcDiIiYlh6dKl1e9lZ2fj5+dHp06d2LZtG3FxcRw8eJAvvviCtWvXotfr6912QRBqEpfSgtDKKBSKOk3au3a7iRMnkpiYyPjx41mwYAEGg4H8/HwGDhzI6tWrsVgsOBwO/vSnP/Hpp5/Wut+YmBgOHDhASkoKAHv27GHs2LFUVlby5ptvsnnzZkaPHs28efPQarWkp6ff+S8tCEI1MeIXhFZm6NChfPrpp1itVsaNG1en7d566y0WLlzI0qVLkclkvPbaa7Rp04ZXXnmFRYsWMW7cOOx2O507d2b27Nm1/vywsDDmz5/PjBkzkCQJpVLJihUrcHV15ZVXXmHOnDl8//33KBQKHnroIfr06dPQXSAIrZooyysIgiAIrYgY8QtCK/X111+zcePGG37vueeeY+zYsXe5RYIg3A1ixC8IgiAIrYiY3CcIgiAIrYgI/IIgCILQiojALwiCIAitiAj8giAIgtCKiMAvCIIgCK3I/wNHgSaldcDXagAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "S = model.numS # time series of S counts\n", + "E = model.numE # time series of E counts\n", + "I = model.numI # time series of I counts\n", + "D_E = model.numD_E # time series of D_E counts\n", + "D_I = model.numD_I # time series of D_I counts\n", + "R = model.numR # time series of R counts\n", + "F = model.numF # time series of F counts\n", + "t = model.tseries # time values corresponding to the above time series\n", + "\n", + "result = pd.DataFrame(data = [S, E, I, D_E, D_I, R, F, t]).transpose()\n", + "\n", + "result = result.rename(columns={0:'Susceptible', 1:'Exposed', 2:'Infections', 3:'Detected_Exposed',\n", + " 4:'Detected_Infections', 5:'Recovered', 6:'Fatality', 7:'tseries'})\n", + "\n", + "col_names = [ 'Exposed', 'Infections',\n", + " 'Detected_Exposed','Detected_Infections','Recovered','Fatality']\n", + "\n", + "for i in col_names:\n", + " result[i] = result[i] * float(mumbai_population/numNodes)\n", + "\n", + "result['int_tseries'] = result['tseries'].astype(int)\n", + "\n", + "\n", + "result.groupby('int_tseries')[col_names].agg(['mean']).plot(figsize=(8,6))\n", + "\n", + "# result.groupby('int_tseries')['Exposed'].agg(['mean']).plot()\n", + "# result.groupby('int_tseries')['Infections'].agg(['mean']).plot()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pd.Series(model.numI).plot(label ='No of infections', figsize=(8, 6))\n", + "pd.Series(model.numD_I).plot(label = 'No of detected infections')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.figure_infections(vlines=checkpoints['t'], ylim=0.01)" + ] + }, + { + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 21d4b6f53627ed09eef46414b1b2503fe57d8ca2 Mon Sep 17 00:00:00 2001 From: lakhan Date: Sun, 19 Apr 2020 02:35:24 +0530 Subject: [PATCH 2/2] added parameters to the social distancing measures notebook --- Social Distancing Measures.ipynb | 160 +++++++++++++++---------------- 1 file changed, 80 insertions(+), 80 deletions(-) diff --git a/Social Distancing Measures.ipynb b/Social Distancing Measures.ipynb index 58cca00..838ccf7 100644 --- a/Social Distancing Measures.ipynb +++ b/Social Distancing Measures.ipynb @@ -17,7 +17,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -63,7 +63,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -102,12 +102,43 @@ "mumbai_cases_normalized, np.ceil(mumbai_cases_normalized)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Playing around with three main parameters:\n", + "\n", + "1. infections_multiple (x):
\n", + "number of infections = x * number of detected infections (known)
\n", + "
\n", + "2. exposed_multiple (y):
\n", + "number of exposed = y * number of detected infections
\n", + "
\n", + "3. detected_exposed_multiple (z):
\n", + "number of detected exposed = z * number of detected infections
" + ] + }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ + "infections_multiple = 3\n", + "exposed_multiple = 10\n", + "detected_exposed_multiple = 2" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "code_folding": [] + }, + "outputs": [], + "source": [ + "normalized_detected_infected_cases = np.ceil(mumbai_cases_normalized)\n", + "\n", "model = SEIRSNetworkModel(G =G_distancing, \n", " beta =0.155, # rate of transmission\n", " sigma =1/5.2, # rate of progression\n", @@ -131,21 +162,22 @@ " psi_E =1.0, # probability of positive tests for exposed individuals\n", " psi_I =1.0, # probability of positive tests for infectious individuals\n", " q =0.1, # probability of global interactions for quarantined individuals\n", - " initI =3 * np.ceil(mumbai_cases_normalized), # initial number of infectious individuals\n", - " initE =0, # initial number of exposed individuals\n", - " initD_E =0, # initial number of detected exposed individuals\n", - " initD_I =np.ceil(mumbai_cases_normalized), # initial number of detected infectious individuals\n", + " \n", + " initI =infections_multiple * normalized_detected_infected_cases, # initial number of infectious individuals\n", + " initE =exposed_multiple * normalized_detected_infected_cases, # initial number of exposed individuals\n", + " initD_E =detected_exposed_multiple * normalized_detected_infected_cases, # initial number of detected exposed individuals\n", + " initD_I =normalized_detected_infected_cases, # initial number of detected infectious individuals\n", " initR =0, # initial number of recovered individuals\n", " initF =0) # initial number of deceased individuals" ] }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ - "checkpoints = {'t': [25], # Assuming a 25 day lockdown after which G_normal represents the network graph\n", + "checkpoints = {'t': [15], # Assuming a 25 day lockdown after which G_normal represents the network graph\n", " 'G': [G_normal],\n", "# 'beta': [0.25],\n", "# 'beta_D': [0.25],\n", @@ -158,22 +190,25 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "t = 10.95\n", + "t = 0.13\n", + "t = 10.22\n", "[Checkpoint: Updating parameters]\n", - "t = 40.20\n", - "t = 50.26\n", - "t = 60.20\n", - "t = 70.03\n", - "t = 80.11\n", - "t = 90.13\n", - "t = 100.36\n" + "t = 20.14\n", + "t = 30.01\n", + "t = 40.06\n", + "t = 50.01\n", + "t = 60.23\n", + "t = 70.02\n", + "t = 80.24\n", + "t = 90.08\n", + "t = 100.06\n" ] }, { @@ -182,7 +217,7 @@ "True" ] }, - "execution_count": 102, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -193,44 +228,22 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(331,)" - ] - }, - "execution_count": 103, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pd.Series(model.numI).shape" - ] - }, - { - "cell_type": "code", - "execution_count": 104, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" + "" ] }, - "execution_count": 104, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -240,6 +253,8 @@ } ], "source": [ + "# pd.Series(model.numI).shape\n", + "\n", "S = model.numS # time series of S counts\n", "E = model.numE # time series of E counts\n", "I = model.numI # time series of I counts\n", @@ -255,7 +270,7 @@ " 4:'Detected_Infections', 5:'Recovered', 6:'Fatality', 7:'tseries'})\n", "\n", "col_names = [ 'Exposed', 'Infections',\n", - " 'Detected_Exposed','Detected_Infections','Recovered','Fatality']\n", + " 'Detected_Exposed','Detected_Infections','Fatality']\n", "\n", "for i in col_names:\n", " result[i] = result[i] * float(mumbai_population/numNodes)\n", @@ -270,44 +285,51 @@ "\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Result from the model without any normalizations" + ] + }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 105, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 105, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 105, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -325,33 +347,11 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 30, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(
,\n", - " )" - ] - }, - "execution_count": 92, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "model.figure_infections(vlines=checkpoints['t'], ylim=0.01)" + "# model.figure_infections(vlines=checkpoints['t'], ylim=0.01)" ] }, {