cadCAD/notebooks/test.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true,
"scrolled": false
},
"outputs": [],
"source": [
"from engine import run\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test\n"
]
}
],
"source": [
"d=run.main()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"names = d.keys()[:4]\n",
"for n in names:\n",
" d[n]=d[n].apply(float)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10cae1160>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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pu3i4A2S1A6NXfQTIis6BLLACaW36vo4L741/7d7uf35j4l8W3JNi+UsIAACA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JMayH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CCKWgRXe4fBK8Nz5w+3cPwbgXvY/LCmH2s6Ar4Yd/mpZK28TR5r5lP8jfBZUVUJpn1i14FcoK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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c9567f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d.plot(x=['time_step', 'mech_step'], figsize=(15,10))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10caaada0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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irhfJsqwxlmUlWJaVoEb3IiJyXqs/h71roP/TpsCLm13SFy67H1ZMhA3fOxPD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\nzHDn0MzMzMzMzID/AyqdGt9kUPdpAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ca2f160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d[d.time_step<10].plot(x=['time_step', 'mech_step'], figsize=(15,10))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"d[\"invar\"]=(d.Pool/d.Supply)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10c9deef0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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RlCRJkpSYVTtbAfj0xQsSTqJ9WRQlSZIkJeanK2oBWDRzfMJJtC+LoiRJkqREdPVm+O+X\ndhICXnqaZyyKkiRJkhKxubEDgK++48SEk+iVfDyGJEmSpGH3wtYWbvrDBgCOnjou4TR6JYuiJEmS\npGHTl8lyx4paPvvz58lGmFRRzLwpFUnH0isM6NLTEML4EMKdIYSVIYSXQwinhxCqQwjLQghrcq8T\ncseGEMK/hBDWhhCeCyGcss/3uTp3/JoQwtVDdVKSJEmS8s+ana28/VuPcMPPnmdSRTG3XfcGnvzs\n+VQUO3+Vbwb6d+Sfgd/EGN8VQigCyoC/Be6LMX4lhPAZ4DPAp4GLgfm5r6XAt4GlIYRq4EZgMRCB\nFSGEu2OMTYN6RpIkSZLyzo8f38Rnf/4CANefcyR/c+EC0qmQcCq9mtctiiGESuBs4BqAGGMP0BNC\nuBw4N3fYzcAD9BfFy4EfxRgj8FhuNrImd+yyGGNj7vsuAy4C/nPwTkeSJElSvvl/963hn5at5ojK\nYn74gSUcW1OZdCS9joHMKB4J1AE/CCGcBKwAPgEcEWPcDhBj3B5CmJI7fjqwZZ/P1+bGXm1ckiRJ\n0ij14Oo6/mnZamZWl/Krj7+RyhIfgzESDOQexQLgFODbMcaTgXb6LzN9NQeaP46vMb7/h0O4LoSw\nPISwvK6ubgDxJEmSJOWru5/ZBsBNV59mSRxBBlIUa4HaGOPjue076S+OO3OXlJJ73bXP8TP3+fwM\nYNtrjO8nxvjdGOPiGOPiyZMnH8y5SJIkSUpQNhvpzWTp6s3Q3t3HtuZOXtzWwlnzJjH/CB+BMZK8\n7qWnMcYdIYQtIYRjYoyrgPOBl3JfVwNfyb3elfvI3cDHQgi30b+YTUvu0tR7gS/tWR0VeAtww+Ce\njiRJkqTXUtfazZ//aDktnb3EGIlAzF3nF4nEuM/2Pvv37tvneHJjPX1Z2nr69hnf3/XnOAE00gx0\n1dP/D/hxbsXT9cAH6J+NvD2EcC2wGXh37thfA5cAa4GO3LHEGBtDCF8Answd9/k9C9tIkiRJGnzN\nHT1cfdMTtHT27h3b2NBBCHDpCTWkQiCE/nvEQgj994oFCPSP5zZzx+SOzR207/7CdIpxJQWkU4F0\nCKTT/a8VJQXMmVjO4jkT0MgS4qvV/jywePHiuHz58qRjSJIkSSNGa1cvj65rIBvh6S1NfOfB9Vxw\n3BGUFaUBKC8u4NyjJ/OWhVMTTqqBCCGsiDEuHu6f65MtJUmSpFHkG8vWcNPDG/ZuT60s4TvvP5WU\nzyzUQbAoSpIkSaPEM1uauenhDZxx1EQ+d+lxABxRWWxJ1EGzKEqSJEl5aHtLJ89uaRnw8Zls5Au/\nfAmAT114DMdN86H2OnQWRUmSJCnP3LF8C39953MH/blUgOvPOZJTZrl4jA6PRVGSJEnKM79+fjsA\nt1y7hInlxQP+3BGVxUysGPjx0quxKEqSJEnDZHdXL9lsZO2uNna1dgPQ0ZNhc2MHmWyWbOx/aP3T\nW5q5YtE03jjf5w8qGRZFSZIkaQjs7url189tZ0tTBwArt7dy38pdr3p8OhVIBUiFQGE6xZsWTBmu\nqNIfsShKkiRJg+zRdQ38+Y+W09bdB0BBqv8B9W857ghOP2oiFcUFHD+9au8D7+dOKqcwnUo4tfQ/\nLIqSJEnSINm1u4sHVtVxy2ObaOvu49+uOoVLTphKCD6eQiOLRVGSJEkaBJls5PyvP0hrV/8s4l9d\ncDSXnliTcCrp0FgUJUmSpEGwq7WL1q4+3rt4Jl+44niKCryUVCOX//RKkiRJg2BbcxcAFx5/hCVR\nI57/BEuSJEmD4OdP1wJQU1WacBLp8FkUJUmSpMMUY+SXz20HYPbEsoTTSIfPexQlSZKkQ/DStt3U\nNnWwtq6Ne1/cSXNHL1995wmUFfkrtkY+/ymWJEmSDlJXb4YrvvUwPX1ZAKZVlXDRwqlccNzUhJNJ\ng8OiKEmSJB2knbu76OnL8pcXHM2FC6cyb0oF6ZTPStToYVGUJEmSDtKeFU5PmTWBY6aOSziNNPgs\nipIkSdKr2NTQzv0rd9HY0bvf+NpdrQDUjC9JIpY05CyKkiRJ0gHc8uhG/vddL77q/mlVJUwf76Mw\nNDpZFCVJkqR91Ld109DWwz/8ZhUA93zijRxbU5lwKml4WRQlSZKknNU7W7nomw+Rjf3bnzh/viVR\nY5JFUZIkScq55qYnyEb4yjtO4NiaSo6fXpV0JCkRFkVJkiQJyGYjO3Z38cb5k7hyyayk40iJSiUd\nQJIkScoHu7t6yUY495gpSUeREmdRlCRJkuhfxAZgUkVRwkmk5FkUJUmSJOCh1fUATK4oTjiJlDyL\noiRJkgTc9ew2AOZOLk84iZQ8i6IkSZIE7Gjp5PJF06ipKk06ipQ4Vz2VJEnSmNXdl6GzJ8O25i52\n7u7myEkVSUeS8oJFUZIkSWNCXyZLd1+W36+p5/dr6ujszXDvCzto78nsPcbLTqV+FkVJkiSNepsa\n2rnkn3+/txSmU4EJZUUcNaWCS0+oYWpVCRXFBZx99OSEk0r5waIoSZKkUW17SyfnfO0BQoC/uuBo\nZlaXcf6xUxhXUph0NClvWRQlSZI0ql1/ywoAPnvJsXzojUcmnEYaGVz1VJIkSaPWik2NPFfbwkUL\np1oSpYNgUZQkSdKo9a+/WwvAR980L+Ek0sjipaeSJEkaNb58z8s8sLJu7/b6+jauWjqLE2ZUJZhK\nGnksipIkSRrxHli1iy//eiWrd7WycFolM8aXATBvSgXvXzo74XTSyGNRlCRJ0ojV2ZPhY7c+xX0r\ndzFlXDHvPGUGN1y8gIkVxUlHk0Y0i6IkSZJGrOdqm7lv5S6OmlzOV955IqfNqU46kjQqWBQlSZI0\nYj22vhGAH127lOnjSxNOI40ernoqSZKkESmbjXzjt6sJAaZVlSQdRxpVLIqSJEkakeraugF4/9LZ\nhBASTiONLhZFSZIkjUhbmzsBeNOCyQknkUYfi6IkSZJGpB89shGAad6bKA06i6IkSZJGpGe2NAMw\nZ2J5wkmk0ceiKEmSpBGppbOX979hFiWF6aSjSKOORVGSJEkjTjYbaenspaq0MOko0qhkUZQkSdKI\n09bTRzbC+NKipKNIo5JFUZIkSSNOS0cvAFVlzihKQ8GiKEmSpBHn0fUNAF56Kg0Ri6IkSZJGnN++\ntBOAeVMqEk4ijU4WRUmSJI04XX1ZFs0cz1GTLYrSULAoSpIkacTp6O6jvNjHYkhDxaIoSZKkEae9\nJ0NZUUHSMaRRy6IoSZKkEaejp4/yImcUpaFiUZQkSdKI096doazYGUVpqAyoKIYQNoYQng8hPBNC\nWJ4bqw4hLAshrMm9TsiNhxDCv4QQ1oYQngshnLLP97k6d/yaEMLVQ3NKkiRJGu2cUZSG1sHMKL4p\nxrgoxrg4t/0Z4L4Y43zgvtw2wMXA/NzXdcC3ob9YAjcCS4ElwI17yqUkSZI0UNlspLPXexSloXQ4\nl55eDtyce38zcMU+4z+K/R4DxocQaoALgWUxxsYYYxOwDLjoMH6+JEmSxqDVu1qJEcqcUZSGzECL\nYgT+O4SwIoRwXW7siBjjdoDc65Tc+HRgyz6frc2Nvdq4JEmSNGA3P7IJgGNrKhNOIo1eA52vPzPG\nuC2EMAVYFkJY+RrHhgOMxdcY3//D/UX0OoBZs2YNMJ4kSZJGsxgjDe09rNjUxH8+sZlzjp7M2UdP\nTjqWNGoNqCjGGLflXneFEH5O/z2GO0MINTHG7blLS3flDq8FZu7z8RnAttz4ua8Yf+AAP+u7wHcB\nFi9e/EdFUpIkSWNHjP33I37wh0/y2PpGANKpwPXnHJlwMml0e92iGEIoB1Ixxtbc+7cAnwfuBq4G\nvpJ7vSv3kbuBj4UQbqN/4ZqWXJm8F/jSPgvYvAW4YVDPRpIkSaPGik1NfOzWp9je0gXAeQumcNlJ\nNSyZO5Hp40sTTieNbgOZUTwC+HkIYc/xt8YYfxNCeBK4PYRwLbAZeHfu+F8DlwBrgQ7gAwAxxsYQ\nwheAJ3PHfT7G2DhoZyJJkqRR4evLVvPEhoa9M4iffPPRVFcUceVpMylM+xhwaTiEGPP36s7FixfH\n5cuXJx1DkiRJw6CxvYf/eGwTX1+2mrmTyjmuppIrl8zkjfO9F1FjVwhhxT6PKBw2PnxGkiRJeeE7\nD67jOw+tZ8q4Yn70wSXMrC5LOpI0ZlkUJUmSlBe2NndSVVrI4397PrnbniQlxIu8JUmSlBd2tXZz\nzNRxlkQpD1gUJUmSlBdW72xlyrjipGNIwktPJUmSlLC+TJbP/Ox5mjt6mT7Bx15I+cAZRUmSJCXq\n73/1MneuqGXhtEo+cs5RSceRhDOKkiRJStCOli5++MhGigtS/OJjZ5FKeX+ilA+cUZQkSVJivr5s\nFQD/8aGllkQpj1gUJUmSlIjna1u4fXktxQUpFs0cn3QcSfuwKEqSJCkRX77nZQB+/r/OpDDtr6VS\nPvHfSEmSJCViY307bzpmMsdNq0w6iqRXsChKkiRp2O3u6mVbSxcnecmplJdc9VSSJEnDYmN9O3es\n2MLO3d38buUuAI45YlzCqSQdiEVRkiRJQ+72J7fwNz99DoCaqhKqy4v42JvmceHCqQknk3QgFkVJ\nkiQNqe88uI4v37OS6eNL+fb7T+HEGV5uKuU7i6IkSZKG1P2r+i8zvfeTZ1NR7K+f0kjgv6mSJEka\nEru7evnSr17msfWNXLV0liVRGkH8t1WSJEmDakN9O89vbeHJDY3c9uQWTp09gauWzEo6lqSDYFGU\nJEnSoIgx8rn/eoEfP75579hxNZX89CNnJJhK0qGwKEqSJOmwtHb10tbdx8+e2sqPH9/MsTWVfOUd\nJ1BeXMDUqpKk40k6BBZFSZIkHZKbH9nIv96/lrrW7r1jU8YVc9t1b6CqtDDBZJIOl0VRkiRJB+0n\nT27mxrtfZFpVCX994TFMLC8C4Mx5kyyJ0ihgUZQkSdJB6erN8OV7VgL9j7wYV2IxlEabVNIBJEmS\nNLL8buUumjt6+ZMlsyyJ0ihlUZQkSdJB2dTQAcDnLj024SSShopFUZIkSQfl/lW7qC4vorzYu5ik\n0cp/uyVJknRAbd19NLX3ABBj/9jGhnae2NDISTPHJ5hM0lCzKEqSJOmP/ODhDXzlnpV092UPuP/r\n7zlpmBNJGk4WRUmSpDGsuy9DbVMnWxo7iBGyMXLr45u5b+Uu5kws47qzj6KooP9upZD7zJxJ5Rw1\nuSK50JKGnEVRkiRpjNnS2MHVP3iC3Z291Lf1HPCYS06Yytffs4iSwvQwp5OUDyyKkiRJo8wvn9vG\nP/92DdkYiQARIhBz25saOihMB95x8gxqxpcwrqSQE2dUUZhOkQpQUphm/pQKQgiv/YMkjVoWRUmS\npFHmpytqqW/r5ox5kwiwt/D1v4c3zp/EeQumcN6CIxLNKSl/WRQlSZJGkZU7dnP/qjreecoM/skF\nZyQdIp+jKEmSNIr8+vkdALz95OkJJ5E0klkUJUmSRonapg6e2tTE3EnlnDV/UtJxJI1gXnoqSZI0\nCvztz5/n1sc3A3DpiTUJp5E00lkUJUmSRri27j5ufXwzk8cV85V3nMApsyYkHUnSCGdRlCRJGmFi\njHzrgXVsb+mkpy+791mI//DOE3nTgikJp5M0GlgUJUmSRpjVO9v42r2rGFdSQHlRAUUFKU6ZNZ5T\n5ziTKGlwWBQlSZJGmEfX1QNwx4dPZ8HUyoTTSBqNXPVUkiRphPnCr14G4MhJFQknkTRaWRQlSZJG\nkEw2kslGLlx4BEUF/ionaWj4p4skSdII0trVC8DSuRMTTiJpNLMoSpIkjSC7O/sAqCwtTDiJpNHM\noihJkjSC7M7NKFZZFCUNIYuiJEnSCNLS2V8UK0tcvF7S0LEoSpIkjSC/eHYb4KWnkoaW/ytKkiQp\njz1f28KKTY2sq2vnty/vZHtLF+PLCplVXZZ0NEmjmEVRkiQpT+3u6uWd336EnkwWgJNmjuetJ9bw\nv86dR3mxv8ZJGjr+CSNJkpSnPnTzcnoyWf71qpM5f8ERlBalk44kaYywKEqSJOWpbc2djCsp4NIT\nagghJB1H0hjiYjaSJEl5qrmjl3efOtOSKGnYWRQlSZLyUHdfhrbuPqrLXd1U0vCzKEqSJOWhpvb+\n5yVOKC9KOImksciiKEmSlIfufnYrANVlFkVJw8+iKEmSlIee3dICwKJZ4xNOImkssihKkiTlobbu\nPk6aUUVNVWnSUSSNQQMuiiHDhwoLAAAgAElEQVSEdAjh6RDCL3Pbc0MIj4cQ1oQQfhJCKMqNF+e2\n1+b2z9nne9yQG18VQrhwsE9GkiRptGjv7qO82CeZSUrGwcwofgJ4eZ/trwLfiDHOB5qAa3Pj1wJN\nMcZ5wDdyxxFCOA64ElgIXAR8K4TgU2MlSZIOoM2iKClBAyqKIYQZwKXAv+e2A3AecGfukJuBK3Lv\nL89tk9t/fu74y4HbYozdMcYNwFpgyWCchCRJ0mjT3tNHhUVRUkIGOqP4TeBvgGxueyLQHGPsy23X\nAtNz76cDWwBy+1tyx+8dP8BnJEmStI/27gzlxV58JSkZr1sUQwhvBXbFGFfsO3yAQ+Pr7Hutz+z7\n864LISwPISyvq6t7vXiSJEmjkpeeSkrSQGYUzwTeFkLYCNxG/yWn3wTGhxD2/Ok1A9iWe18LzATI\n7a8CGvcdP8Bn9ooxfjfGuDjGuHjy5MkHfUKSJEkj3a7WLnr6slQUWRQlJeN1//SJMd4A3AAQQjgX\n+FSM8X0hhDuAd9FfHq8G7sp95O7c9qO5/b+LMcYQwt3ArSGErwPTgPnAE4N7OpIkSSPPI+vq+fXz\n2/duP7WpGYBZE8uSiiRpjDuc/031aeC2EMLfA08D38+Nfx+4JYSwlv6ZxCsBYowvhhBuB14C+oCP\nxhgzh/HzJUmSRozeTJYHV9WxqbGD9XVt1DZ17t33bG0zXb0ZyveZQfz4+fO5fJHLOUhKRojxj24T\nzBuLFy+Oy5cvTzqGJEnSq+rLZNnc2EEm2/871Z7frGKEhrZu1te3A/DMlmbuXFELQCrAsTWVFKT7\n7wIqSAX+9pJjOXX2hGHPLym/hRBWxBgXD/fP9cJ3SZKkQ9DS2cs//GYlP32qlq7e7Ot/ADhxRhU/\nuOY0yosLKCl0RVNJ+cuiKEmSlNPVm6G+rZtMNtKXjezu7GVdXTuZbJZMFjLZLH3ZSGdvhm/fv47W\n7j7OnDeRy0+aTmlRmpBb4z3kFnsvSAcWTqukqKB/5rC6rGjvLKIk5TOLoiRJEvCvv1vDv9y3lp7M\nwGYHxxUX8M33LuKKk72PUNLoY1GUJEljTlN7D09ubASgob2Hu5/ZxqPrG6ipKuEv3jyfwnSKdCpQ\nmE5x9BEVlBYVUJAKpFOBdAik04GSgvTemUJJGm0sipIkadTq6s2w7KWdPLW5iTU722hs7wFg7a62\n/WYOK4oLuGrpLD589lE+kkKSsChKkqRRpjeTpbmjl0w28jc/fY6HVtdRVJBi5oRS5k4qBwJzJpVx\n6QnTmJ0rhXMnlVNe7K9FkrSHfyJKkqQR68HVdTy9uYlsNpKJ/QvQ3PX0Nnbs7tp7zNK51fzo2iUU\nF7jKqCQNlEVRkiSNGNuaO/nwf6ygrbuPvkxkc2PH3n177h+sKivk4+fNY3JlCTMmlHL6kRMtiZJ0\nkCyKkiQp7/1u5U5ufXwLq3buZmtTJxcfXwMBzj1mMn/1lmOoKi1MOqIkjSoWRUmSNOy6+zL88tnt\nrNnVRoyRCP2vESKQzb0nN37Xs9to7ujljfMnceVps/jom+YlGV+SRj2LoiRJGjabGtpZuaOVr927\nirW72kinAgWpQAj9D6lPBQgh97j6AKnQv68oneKnHzmDU2dPSPoUJGlMsChKkqQhlc1GNjS0841l\nq/nlc9uB/uL38fPm8Yk3H006FRJOKEl6JYuiJEkaEjFGbnp4I7c8upGNDf2Lzpxz9GQ+dt48jp4y\njqoy7yuUpHxlUZQkSUNi5Y5WvvDLlwD49EULWDitkjfOn0QIziBKUr6zKEqSpCFR29QJwH999EwW\nzRyfcBpJ0sFIJR1AkiSNTtua+4vi9PGlCSeRJB0si6IkSRp0MUZuvPtF0qnAxPKipONIkg6SRVGS\nJA26TbnFa950zGRSrmoqSSOORVGSJA2qVTtaufoHTwDwyQuOTjiNJOlQWBQlSdKg+vI9L7OpoYP3\nLp7JgqmVSceRJB0CVz2VJEmDatWOVt56Yg1ffdeJSUeRJB0iZxQlSdKguWP5Fra3dHHcNGcSJWkk\nsyhKkqRBs3xjEwDvWTwz4SSSpMNhUZQkSYNmS1MHJ88az6SK4qSjSJIOg0VRkiQNig317TyyroGZ\nE8qSjiJJOkwWRUmSNCj+sLYegPOPnZJwEknS4bIoSpKkQbG1qZPCdOCyE6clHUWSdJgsipIkaVA8\nvLaeqVUlpFIh6SiSpMNkUZQkSYdtQ307z29toaq0MOkokqRBYFGUJEmHbVtzJwAfPXdewkkkSYPB\noihJkg5bU0cPAEdNqUg4iSRpMFgUJUnSYWtq7y+KE8qKEk4iSRoMFkVJknTYGtt7ARhf5j2KkjQa\nWBQlSdJhaevu4xu/XU15UZrCtL9aSNJoUJB0AEmSNHJsamjnBw9v5Dcv7KC9pw+A1q7+12vOnJNg\nMknSYLIoSpKkP/Ly9t08vLaezp4MDe091DZ1UNfWw7NbmgFYOrea46ZVAlCUTnHijPFcemJNkpEl\nSYPIoihJkvbT0tHLX9z2DKt2tgJQXpRmZnUZk8cV87aTpnHd2Udy/PSqhFNKkoaSRVGSpDHqkbX1\n/PsfNtDR00dvJtKXybK7q48N9e0A3HDxAj541lzvO5SkMciiKEnSGLRiUxNX/fvjhACnzammpDBF\nQXEBk8cVc+kJNUyfUMoVi6ZbEiVpjLIoSpI0yu3c3cV9L++irbuX3kykuy/L8o2NAPz2L8/hqMkV\nCSeUJOUbi6IkSaNQjJHP/tcLPLK2nk2NHcS4//7CdOCtJ9ZYEiVJB2RRlCRpBOro6WNbcye/eWEH\nXb1ZunozvLhtN7XNHUD/IyuaO3o5bc4Ezj/2CC45oYYFU8dRmE5RmA6EEBI+A0lSPrMoSpI0Qtz1\nzFb+7y9eIhsjrV19ZLL904TpVCCdCiyYOo5TZ00gFfqL4HHTKnnf0lmUFKYTTi5JGmksipIk5Zmu\n3gw9mex+Y32ZyD/992rSqcBlx9dQXlxATVUJi+dUc2xNZUJJJUmjlUVRkqQ8sq6ujYu++RC9mXjA\n/decMYe/e9vCYU4lSRprLIqSJOWRWx7dRG8m8qm3HP1Hl4zOnljOWfMmJZRMkjSWWBQlSUrAtuZO\nHl5bT2tXHwCdvRkeWLWLJzc2MbO6lI++aZ4LzkiSEmNRlCRpmH351y/znYfW/9F4TVUJHzxzLte+\nca4lUZKUKIuiJEnD7J4XdpBOBe788OkcOan/OYapFIwrKUw4mSRJ/SyKkiQNk+6+DI+tb2RLUwcf\nP28+J8+akHQkSZIOyKIoSdIQ2t3VS3dvlp5Mllsf38S/3b8OgOOnVyWcTJKkV2dRlCRpkPX0Zblj\nxRZ+88IOfr+mfr99p86ewJfefgJHH1GRUDpJkl6fRVGSpEF2zwvb+ezPXyAEuOykaSyZM4GighRF\nBSmWzp3ItPGlSUeUJOk1WRQlSWNajJEYIe55D7nt/nFy2129GTY3drC9pZO+bCQb+4/Pxkg22//5\nzY0drKtr41fPbaeqtJBHbziPsiL/UytJGnn8r5ckaVTbUN/Oz5+qpb0nw/JNTdS3dpONkd5Mlsb2\nHrJxcH/erOoylsyp5p2nTrckSpJGLP8LJkkaVWKM/G7lLp7Z0sz9q3bxwtbdAJQVpZlaWcLSudWk\nU4GCdIrq8kIKUilCgEDIvdL/mnuO4Z59RQUpZk4oZdr4UooLUnuPSYVAKkAqBIoLU0wZV5Lg2UuS\nNDgsipKkUWPZSzv5u7tfZGtzJwBHTirnPYtn8MGz5rJgamXC6SRJGjletyiGEEqAh4Di3PF3xhhv\nDCHMBW4DqoGngD+NMfaEEIqBHwGnAg3Ae2OMG3Pf6wbgWiADfDzGeO/gn5Ikaaz6/h/Ws7W5k//9\n1uP4kyUzvfRTkqRDlBrAMd3AeTHGk4BFwEUhhDcAXwW+EWOcDzTRXwDJvTbFGOcB38gdRwjhOOBK\nYCFwEfCtEEJ6ME9GkjR23fXMVh5b38gHzpzDtWfNtSRKknQYXrcoxn5tuc3C3FcEzgPuzI3fDFyR\ne395bpvc/vND/40elwO3xRi7Y4wbgLXAkkE5C0nSmLahvp1P3PYMBanA9WcflXQcSZJGvIHMKBJC\nSIcQngF2AcuAdUBzjLEvd0gtMD33fjqwBSC3vwWYuO/4AT4jSdIhe3x9AwD/+O6TmFrlYjKSJB2u\nARXFGGMmxrgImEH/LOCxBzos9xpeZd+rje8nhHBdCGF5CGF5XV3dQOJJksa4W5/YTElhiredNC3p\nKJIkjQoDKop7xBibgQeANwDjQwh7bgCZAWzLva8FZgLk9lcBjfuOH+Az+/6M78YYF8cYF0+ePPlg\n4kmSxqAfPryB52pbmD9lHKnUgf6fpCRJOlivWxRDCJNDCONz70uBNwMvA/cD78oddjVwV+793blt\ncvt/F2OMufErQwjFuRVT5wNPDNaJSJLGng317fzdL14C4D+uXZpwGkmSRo+BLAlXA9ycW6E0Bdwe\nY/xlCOEl4LYQwt8DTwPfzx3/feCWEMJa+mcSrwSIMb4YQrgdeAnoAz4aY8wM7ulIkkaz9u4+mjt7\nWbVjNz19kS/8sr8k3vHh06kqK0w4nSRJo8frFsUY43PAyQcYX88BVi2NMXYB736V7/VF4IsHH1OS\nNNas2NTEjx/bREN7D1saO+juy7KrtYvezP63t3/yzUdz2pzqhFJKkjQ6+ZApSVLe6e7L8Cffe4ye\nvizH1VQy/4gKKooLGV9WyFGTK5gxoZRJFcUUFaQ4anJ50nElSRp1LIqSpLyzvq6dnr4sn798IX92\n+pyk40iSNOYc1KqnkiQNtQdX13HV9x4DYMlcLymVJCkJFkVJUl754q9eoqmjl6tPn838KeOSjiNJ\n0pjkpaeSpLzxL/etYfXONj755qP5xJvnJx1HkqQxy6IoSUpMbyZLT1+W3kyW36+p5+vLVjO1soRr\nzpiTdDRJksY0i6IkadDFGHl5eytbmjr2lsHdnb30ZSO1TZ08tbmJpo4etjR27ve5wnTgJ9e/wWci\nSpKUMIuiJOmwPb25iTW72vo3Itz6xGae2dJ8wGOL0ikWTq/kpBnjuWLRdCqKCygqSFFUkOK0OdXM\nnujjLiRJSppFUZJ0ULLZyB0rtrC9pYudu7t4cmMTa/eUxJwQ4MrTZnLV0lmUFKYpTKeoLCmgsCBF\ncUGK4oJ0QuklSdJAWBQlSQP2hV++xC2PbqInkwX6C+Fpc6r5yLlH8c5TplNS2F8AiwvSTB5XnGRU\nSZJ0GCyKkqQBu/fFHcyaWMb7ls7i6tPnEAKEEJKOJUmSBpnPUZQkDUh3X4ZtzZ1cckINHzhzLqlU\nsCRKkjRKOaMoSWPUI2vrqW3upLmjh56+LJksZGIkm41kY9z7PpOFbIw8v7WFbITZ1WVJR5ckSUPM\noihJY9CqHa1c9e+PH3BfKkAqBFKpQDoE0qlAKkBhOsXbT57O+cdOGea0kiRpuFkUJWkMemFrCwC3\n/vlSTpheRXFBem8h9HJSSZJkUZSkMWTVjlZuX76F7/9hA+lUYMmcagrS3q4uSZL2Z1GUpFEkxshP\nn9rKQ6vr6OnLko2RmBvvzUQeXF0HwAnTq/jTN8y2JEqSpAOyKErSKPL0lmY+dcezABxzxLi9j68I\nQCoFl55YwyfffDTzplQkG1SSJOU1i6IkjSLr69oB+O1fns28KeMSTiNJkkYqi6IkjWC7Wrto7uhl\na3MnmUzk92vqSAWYVV2edDRJkjSCWRQlaQTq7Mnwnu88yvO51Uv3NX9KBUUF3nsoSZIOnUVRkvLY\njpYuntnStN/YM1taeGRdPc9vbeHyRdM4b8EUpo8vpaggRSoEZkwoTSitJEkaLSyKkpQnYow0d/RS\n39bN+vp2Hlxdx0+e3EImG//o2CMnl/OOk6fzj+8+iVTK5x5KkqTBZVGUpIR192V4enMzX75nJc9u\nad47XlSQ4rQ5E7jmjLnMnli2d7y4IMXcSeWEYEGUJElDw6IoSQlataOV93znUVo6ewG4+vTZnDJ7\nAlMrSzhhRhVlRf4xLUmShp+/gUjSMGhq72FtXRvt3X00dfSwqaGD2qZOVu1opaWzl7+/4nhOmTWB\n46ZVJh1VkiTJoihJQ2Hljt00tvXQ2Zvhx49v5v5Vu4ivuNVwamUJBenAh86ay/vfMDuZoJIkSQdg\nUZSkQXbH8i389Z3P7Td22UnTePvJ06gqLWJ8WSETyoqoLi9KKKEkSdJrsyhK0iD6zQvb+es7n2Nc\nSQHf/dPFlBalqS4rYtY+i9FIkiTlO4uiJA2SjfXtfPg/ngLglmuXsmjm+IQTSZIkHZpU0gEkabS4\n4WfPA3DLtUssiZIkaURzRlGSDlFfJsuf3fQEtU2dANQ2dfCOk6fzxvmTE04mSZJ0eCyKknSINja0\n88i6BpbOrWba+FKWzq3m4+fPTzqWJEnSYbMoStIh+u5D6wH4P5cdx8JpVQmnkSRJGjzeoyhJh+DB\n1XXcvryWonSKeVMqko4jSZI0qJxRlKSD8PL23fyfu17gyY1NpALc+8mzKS5IJx1LkiRpUFkUJWmA\ntjZ3cvE//x6AD5w5h4+cexRTxpUknEqSJGnwWRQlaYAeXdcAwBfffjzvWzo74TSSJElDx6IoSa+w\nq7WLR9c18ODqOlq7+shkI72ZLBsb2iktTHPlabOSjihJkjSkLIqStI8YI5f9vz+wc3c35UVpZlaX\nUZhOkU4FplaW8I6TZ5BOhaRjSpIkDSmLoiTtY11dOzt3d/OuU2fw91ccT0mhC9VIkqSxx8djSFLO\n7cu38OavPwjANWfMsSRKkqQxyxlFSaNKbybLrtZudu7uormjhxghxv59EchkI6t3ttKbye73uRWb\nmnhkXQNHVBbz6YsWcPz0quEPL0mSlCcsipJGhedrW/jQj56kpbOXrt7s6x5/oNsMLz2hhq+9+0TK\nivyjUZIkjW3+NiRpxIsxcuPdL9DU3stVS2cxb0oFE8qKmD6hlACEAIH+ZhgCTBtfSnV5UbKhJUmS\n8phFUdKI99TmJp7a3MzJs8bzd29bmHQcSZKkEc+iKCmv9fRlueeF7ayvaycbI5lsJBMjMfbfb5jJ\nRv7rma0AfOdPT004rSRJ0uhgUZSUVxrbe7jtyc1squ8A4MlNjayvawf6LxtNh0AqFUjt876ypJAr\nFk1nyriSJKNLkiSNGhZFSXmhN5Pl33+/gW/dv5bW7j4mVRRRkOp/gs+HzprLpy9eQGHaJ/pIkiQN\nB4uipLzw2PoGvvqblVQUF/Dt953CxSfUJB1JkiRpzLIoSsoLey4v/d2nzvESUkmSpIR5HZekxGWz\nkW/+djXlRWkmVxQnHUeSJGnMsyhKStz6+jaaOno5Zuo4QghJx5EkSRrzLIqSEtXT17+IDcAXrjg+\n4TSSJEkC71GUNMh2tHTx8o7dZDKRbIxEIMZINkI29xpzz0Hc2tzJDx7eSH1bN+PLCpk3pSLp+JIk\nScKiKGkQ9GWyrK9v54afPc+KTU0H9dkjJ5XzyQvmc9lJ0yguSA9RQkmSJB0Mi6Kkw/LslmY+9p9P\nsaWxE4Brz5rL+cdOYVxxISFACJAKIfdFbqx/uyAVmDGh1PsSJUmS8oxFUdJBu3/VLjbUtfO7lbv4\nw9p6ClKBD545l0tPrOHU2ROSjidJkqTD9LpFMYT/v707D7erqg8+/v3dMfNEwpQEQiCIzNAwiBOI\nTE5gFZUOgtBSrdT6WlvxbSuP0gFLH6r2rVb7goK1KiBVVMpYqJJXNAESEoZADJGEIQMhc3Kns94/\nzj7JuTd3Tu4++958P89znrvP2mvvvc7+3XP2+Z299toxE7gFOBAoAd9IKX05IqYA3wdmASuAD6SU\nXovyqYEvA+8AtgGXpZQey9Z1KfBX2ar/JqV08959OZL2th1tHXz1oV+zZtMOWttL/GrFela9Vj57\nOL65gUtOPYRPvn0OB0zw3oeSJEkjRX/OKLYDf5ZSeiwixgOPRsR9wGXAAyml6yLiauBq4DPABcCc\n7HEa8DXgtCyxvAaYC6RsPXemlAZ2QZOk3HSUEhf9yzyeeWUz08Y301AXHDJlDJedMYsLT5zO5DGN\nNNQ7eLIkSdJI02eimFJ6GXg5m94cEU8D04ELgTOzajcDD1FOFC8EbkkpJeCRiJgUEQdlde9LKa0H\nyJLN84Hv7sXXI2kvuvHh5TzzymZ++6Tp3PDBE2vdHEmSJOVkQKcCImIWcBLwS+CALImsJJP7Z9Wm\nAyurFluVlfVU3nUbV0bEgohYsHbt2oE0T9JeduPD5fsbfv7CY2rcEkmSJOWp34liRIwDfgB8MqW0\nqbeq3ZSlXso7F6T0jZTS3JTS3GnTpvW3eZL2sq0t7aze1MKfnXMk40c11ro5kiRJylG/Rj2NiEbK\nSeJ3Ukp3ZMWrI+KglNLLWdfSNVn5KmBm1eIzgJey8jO7lD80+KZLGgqLVm7gB4+t4tUtrQAcvv+4\nGrdIkiRJeevPqKcB3Ag8nVK6oWrWncClwHXZ3x9VlV8VEd+jPJjNxiyZvAf4u4iojJ1/LvDZvfMy\nJA3G2s0t3DTveba1tNPaUeLljTt4aGm5y/cBE5qZPW0sJx/i7S4kSZL2Nf05o/hG4PeBxRGxMCv7\n35QTxFsj4grgBeDibN5dlG+NsYzy7TE+ApBSWh8R1wLzs3pfqAxsI6k2vvurF/jaQ79m4uhGmhrq\naKqv4+yj9ucLFx3L9Emja908SZIk1Uh/Rj19mO6vLwQ4u5v6Cfh4D+u6CbhpIA2UNDRWrt/GDfc9\nyzEHT+Cnn3hzrZsjSZKkAvEGaNI+qFRKfOw7jwJw1VlH1Lg1kiRJKhoTRWkf9NWHlrHkxU2ccfh+\nXHDcQbVujiRJkgrGRFHaxyxauYF/vPdZAG689JQat0aSJElF1K/bY0gaHkqlxI72Dto6Em0dJdo6\nSmxr7eDuJa/w0obtLHlpE4tWbgDg7k++mdFN9TVusSRJkorIRFEaIVJKnP/ln/Hs6i3dzh/TVM+c\nA8bzzuMO4mNnHs5RB07IuYWSJEkaLkwUpRFi/orXeHb1Fi468WCOnzGJxvqgsb6OpoY6Dp82jhNm\nTqp1EyVJkjRMmChKI8T/+n75NqefOHsOs6eNq3FrJEmSNJw5mI00Anzhx0/x4obtXHbGLJNESZIk\n7THPKErD2LbWdr50/3PcNO95Dt1vDJ85/6haN0mSJEkjgImiNExt2NbK22/4H9ZtaeWUWZO57n3H\nO4qpJEmS9goTRWkYuvfJV/jmvBWs29LKZy84ij966+G1bpIkSZJGEBNFaRjYvKONdVta2drSzqO/\neY1r7nySqeOauOjEg7nyLbNr3TxJkiSNMCaKUgG1d5S458nVLH5xI/NXrOfxF16jlHbNnzqumVv/\n6HQHrpEkSdKQMFGUCuaVjTv46x8t4b6nVhMBk8c08eE3zOKEmRMZ29TAmKYGTjlsMs0NXo8oSZKk\noWGiKNXY9+e/wOd//BTbWjs6lZ8yazLfvuI0RjWaEEqSJClfJorSEEopsXT1Zlas2wrAlpYOFqxY\nT2tHCRK8smkH/+/XrzJhVAOfeNsREMHYpnpOOWwKJ82cRETU+BVIkiRpX2SiKA2B7a0d/NvPl/PA\nM2tYtHJDp3mjG+vZb1wTABFw9lH7c8MHTmTimMZaNFWSJEnajYmi9ikt7R1sayl38awaG4aUdj1L\nO8uq5tPpyc4/9z+9mhXrttJeSnSUEu2lxJpNO1i+bivL127l4ImjuPIts3n38QfTUF8+O3jofmMY\n0+RbT5IkScXlt1UNO0te3Mgtv1jB5h3tpFRO4sp/K8ld2pnklcvKaV5HKfHob17b7VrAPVUXMLa5\ngYa6oL6ujrHN9RwyZQyXnHIIf+itKyRJkjQMmShq2Egp8affW8idi14CYM7+44iAIKhcyhcRBFQ9\n3zU/gNNn78cbj5hKfVX9iurLAaObwuqrBSvFk8c0cf4xB1JX57WEkiRJGjlMFDUstHeU+PRti7hz\n0UucetgUrn//8Ry639haN0uSJEkakUwUVXit7SWuuHk+P39uHb916GRuufxUbxkhSZIkDSETRRVG\nqZRYuGoDqzfuYMlLG9myo50N29t4aOlaNm5v48zXTePGS0+h3m6ekiRJ0pAyUVRN7Gjr4PZHV7H0\nlc20tpfY0d7B/zy7lg3b2oDyNYDjmxsY19zAcdMnctFJ03nX8QeZJEqSJEk5MFHUkCuVEotf3EhL\ne4lSKo88etuClax4dRvjmxsY01xPQ10dRx4wnvedPJ1Z+43lhJmT7F4qSZIk1YiJoobctT99im/O\nW9GpbPqk0Xz63CP5+FlHdBp5VJIkSVLtmShqSD3+wmt8c94KZk8byxfecywRMGVsE68/aEKtmyZJ\nkiSpByaKGjIdpcRHvjUfgFsuP5UZk8fUuEWSJEmS+qOu1g3QyPWDx1axYVsb7zz+IJNESZIkaRgx\nUdSQ+PXaLfzF7U8AcO2Fx9a4NZIkSZIGwq6n2mOrN+3gsd+8Rkt7iZb2Dp55ZfPOwWv+7cNzmTK2\nqbYNlCRJkjQgJooakDseW8X35q9k3ZYW2jpKtLUnXtm0Y7d6p8+ewmcveD0nzJxUg1ZKkiRJ2hMm\niuq3+59azaduXURTfR3nHHMATfV1NNYHY5oaOOfoAzho4ihGNdYztqmBiWMaa91cSZIkSYNkoqh+\nu3XBSgDu/uSbmT1tXI1bI0mSJGmomChqNy3tHbS2l2jvSLSXEh2lxPK1W7j3qdW854SDTRIlSZKk\nEc5EcR+3eNVG7nnyFZ5bs5l1W1pp7yjx5EubaC+l3eo21gfvPP6gGrRSkiRJUp5MFIepjlKiraNE\neynRvvNvor1UolSCjlQ+E1jK/naUElta2tnR1kECSHDX4pe57dFVABwyZQwzp4wmGuv5wCkzmT11\nLPV1QUN9HQ11wZimet5w+H7sP35UTV+3JEmSpKFnolggNz78PD98/MXOCV5KlEqJto5ES3sHO9pK\n7Gjr6PaM32CcdMgkvqMIxaYAABhxSURBVP57v8X+E0wAJUmSJJWZKBbITQ8/D8DrDxpPXQT1dUFd\nXdBQV55ubqhndGM9oxrraG6op7GhPK+hrjz6aH1d+exfXV1QX8fOddRHEBGMa25gTHM9AAFMHdfM\njMmjiYgavmpJkiRJRWOimIOXNmzn6Zc3sXF7G6UEHaUSy9duZe3mFlo7SrR1lFi7uYUXN2znr991\nNFe86bBaN1mSJEnSPsxEcQitXL+Nz/1oCQ8uXbvbvKb6OqaNb6a5oY6mhjoa6+t438kzeLeDxUiS\nJEmqMRPFfli3pYXFL25kxbqtvLatrdO8lBKLX9zI5h3tlFKilMplO9o6eHb1FgDecdyBfPgNszhw\nwijqIoiAAyeOorG+rhYvR5IkSZJ6ZaLYh9sWrOTqOxbT0cvgMQdMaGbO/uOJKF8XWBcQEbz1yGm8\n96QZHH3whBxbLEmSJEl7xkSxysr127hr8cs7bzXx0obtfH/BSiaObuSGD5zAYVPHerN5SZIkSSOe\niSKwtaWdlzdu59Kb5vPihu2d5p0yazJ//9vHccT+42vUOkmSJEnK14hKFLe3dnDPk6/wzCubWbZm\nSzc1du8+uuq17Ty3ZsvOrqV/ft7r+MM3zy7fmiLrQipJkiRJ+5IRkyj+5tWtfORb81m+disAs6eO\nZVRj/W71uuZ945obuPIts5k+aTRzZ03mqAO9nlCSJEnSvm1YJYrPrd7Mky9tYvWmHWza0UZre4lN\n29tZtGoDz7yyGYDPXnAUv33yDKaNb65xayVJkiRpeBpWieIf3rKAFa9uA6ChLmhqqGNMUz1HHzyR\nc485kHNefwDHzZhY41ZKkiRJ0vA2bBLFecvWseLVbXz8rMO54k2zmTK2qdZNkiRJkqQRadjc8f3r\nP1sOwLtPONgkUZIkSZKG0LBIFFNKPLL8VS468WAHm5EkSZKkITYsEsUbH36e1vYSx073+kNJkiRJ\nGmrDIlF8YX15AJvfOe2QGrdEkiRJkka+YZEortvSwuHTxjKmadiMvSNJkiRJw9YwSRRbmTrO+yJK\nkiRJUh4Knyi2tHfwq+fXmyhKkiRJUk76TBQj4qaIWBMRS6rKpkTEfRHxXPZ3clYeEfGViFgWEU9E\nxMlVy1ya1X8uIi7tbwMffGYNAJPHNg7ohUmSJEmSBqc/ZxS/BZzfpexq4IGU0hzggew5wAXAnOxx\nJfA1KCeWwDXAacCpwDWV5LIvG7e3AfDRtx7en+qSJEmSpD3UZ6KYUvoZsL5L8YXAzdn0zcBFVeW3\npLJHgEkRcRBwHnBfSml9Suk14D52Tz67tbWlA4BxzQ5kI0mSJEl5GOw1igeklF4GyP7un5VPB1ZW\n1VuVlfVUvpuIuDIiFkTEgrVr17KttR3AEU8lSZIkKSd7ezCb6KYs9VK+e2FK30gpzU0pzZ02bRpb\nWztorA+aGgo/7o4kSZIkjQiDzb5WZ11Kyf6uycpXATOr6s0AXuqlvE/bWto9myhJkiRJORpsongn\nUBm59FLgR1XlH85GPz0d2Jh1Tb0HODciJmeD2JyblfVpa2sHY5vqB9lMSZIkSdJA9XmqLiK+C5wJ\nTI2IVZRHL70OuDUirgBeAC7Oqt8FvANYBmwDPgKQUlofEdcC87N6X0gpdR0gp1vbWtsZ40A2kiRJ\nkpSbPjOwlNIlPcw6u5u6Cfh4D+u5CbhpQK0D7n96Da8/cPxAF5MkSZIkDVKhR4hpaS/R2l6iraPb\ncW8kSZIkSUOg0Ili+QQlfPysI2rcEkmSJEnadxQ7Ucz+NtR3d3cNSZIkSdJQKHSiWFEXJoqSJEmS\nlJdiJ4rZKcU680RJkiRJyk2hE8VK11PPKEqSJElSfgqdKFaYJ0qSJElSfgqeKJbPKXpGUZIkSZLy\nU+hE0a6nkiRJkpS/QieKDmYjSZIkSfkrdqKYCc8oSpIkSVJuCp0o7up6WtNmSJIkSdI+pdCJYkWd\nmaIkSZIk5abYiaLXKEqSJElS7gqdKFa6nnqNoiRJkiTlp9CJYoW3x5AkSZKk/BQ8USyfU7TrqSRJ\nkiTlp9CJ4q5RT80UJUmSJCkvhU4UK5mieaIkSZIk5afYiWLGM4qSJEmSlJ9CJ4p2PZUkSZKk/BU6\nUaxwMBtJkiRJyk+hE0XvoyhJkiRJ+St0oljJFD2jKEmSJEn5KXaiuPM+imaKkiRJkpSXQieKDmYj\nSZIkSfkrdKJYYZ4oSZIkSfkpdqKYnVKs9yJFSZIkScpNoRNFu55KkiRJUv4KnShWeEJRkiRJkvJT\n6ETR+yhKkiRJUv4KnShWeEZRkiRJkvJT7EQxeR9FSZIkScpboRNFB7ORJEmSpPwVOlGsiGHRSkmS\nJEkaGYZFCuYZRUmSJEnKT6ETxewSRQezkSRJkqQcFTpRrPCMoiRJkiTlp9CJ4q77KNa0GZIkSZK0\nTyl0oljhGUVJkiRJyo+JoiRJkiSpk0IniikbzcbBbCRJkiQpP4VOFCvCM4qSJEmSlJvCJ4qeTZQk\nSZKkfBU6UUx4faIkSZIk5a3QiSKYKEqSJElS3oqdKCbvoShJkiRJeSt0omjXU0mSJEnKX6ETRXAw\nG0mSJEnK2zBIFM0UJUmSJClPhU4UU0peoyhJkiRJOSt0oghQZ99TSZIkScpVoRPFjpRIqdatkCRJ\nkqR9S6ETxQ3b2iiZKUqSJElSrgqdKAKc9br9a90ESZIkSdqnFD5RfPOcqbVugiRJkiTtUwqfKE4Y\n3VjrJkiSJEnSPiX3RDEizo+IpRGxLCKu7qv+RBNFSZIkScpVroliRNQD/wJcABwNXBIRR/e2zIRR\nJoqSJEmSlKe8zyieCixLKS1PKbUC3wMu7G2BCaMbcmmYJEmSJKks70RxOrCy6vmqrGyniLgyIhZE\nxILAaxQlSZIkKW95J4rRTVmnGyWmlL6RUpqbUpp77PSJdj2VJEmSpJzlnSiuAmZWPZ8BvJRzGyRJ\nkiRJvcg7UZwPzImIwyKiCfgQcGfObZAkSZIk9SLXkWJSSu0RcRVwD1AP3JRSejLPNkiSJEmSepf7\nkKIppbuAu/LeriRJkiSpf/LueipJkiRJKjgTRUmSJElSJyaKkiRJkqROTBQlSZIkSZ2YKEqSJEmS\nOjFRlCRJkiR1YqIoSZIkSerERFGSJEmS1ImJoiRJkiSpExNFSZIkSVInJoqSJEmSpE5MFCVJkiRJ\nnZgoSpIkSZI6MVGUJEmSJHVioihJkiRJ6sREUZIkSZLUiYmiJEmSJKkTE0VJkiRJUicmipIkSZKk\nTiKlVOs29CgiNgNLa90O9WoqsK7WjVCvjFGxGZ/iM0bFZnyKzxgVnzEqttellMbnvdGGvDc4QEtT\nSnNr3Qj1LCIWGKNiM0bFZnyKzxgVm/EpPmNUfMao2CJiQS22a9dTSZIkSVInJoqSJEmSpE6Knih+\no9YNUJ+MUfEZo2IzPsVnjIrN+BSfMSo+Y1RsNYlPoQezkSRJkiTlr+hnFCVJkiRJOTNRlCRJkiR1\nkmuiGBGjI+J/IqI+e35pRDyXPS7tx/JTIuK+rP59ETE5K39XRHx+qNs/UnQTh7sjYkNE/KRLve9E\nxNKIWBIRN0VEY1Z+ZkRsjIiF2eNz/dhmT+sydt2ojlFEnBgRv4iIJyPiiYj4YFW9b0XE81WxODEr\nj4j4SkQsy5Y5uY/tjYmIn0bEM9l2rquad1VEfGToXu3w1CVGh0bEo1kMnoyIj2Z1xlfFZmFErIuI\nL2XzLouItVXz/qCP7RmjAejmc66jal/fWVXvsIj4ZXZc+X5ENGXlzdnzZdn8WX1sb2ZEPBgRT2fx\n+dOqef8YEW8bmlc6fHUTo0Mi4t5sHz5V2ecei2qjy2fcWV0+y3ZExEVZPY9DNdLNe+gfsn33dLbv\nw+NQ/rqJS0/fswd8/ImIz2blSyPivH60Zc8+81JKuT2AjwN/mk1PAZZnfydn05P7WP4fgKuz6auB\nL2bTATwOjMnz9QzXR3UcsudnA+8GftKl3juyfRvAd4GPZeVndq3bj232tC5j10eMgCOBOdn0wcDL\nwKTs+beA9/ewv/8r27+nA7/sY3tjgLOy6Sbg58AFVfMer/U+KdqjS4yagOZsehywAji4m2UeBd6S\nTV8G/J8BbM8YDTI+2fMtPdS7FfhQNv2vVZ9Nfwz8azb9IeD7fWzvIODkbHo88CxwdPb8UODeWu+T\noj26idFDwDnZ9LjKccFjUTHiU1U+BVhfFR+PQwWIEXAGMA+ozx6/AM7sZhmPQznGJXve0/fsAR1/\ngKOBRUAzcBjwa6C+j7bs0Wde3l1Pfxf4UTZ9HnBfSml9Suk14D7g/D6WvxC4OZu+GbgIIJVf8UPA\nu/Z2g0eo6jiQUnoA2Ny1UkrprpQBfgXMGOwGe1qXsevRzhillJ5NKT2XTb8ErAGm9bH8hcAt2S5/\nBJgUEQf1VDmltC2l9GA23Qo8xq4YbQNWRMSpe/iaRprqGLWmlFqy8ma66a0REXOA/SkfWAfMGA1Y\np8+57kREAG8Dbs+Kdh5X6Hy8uR04O6vfrZTSyymlx7LpzcDTwPTs+W+A/SLiwMG9lBFrZ4wi4mig\nIaV0H0BKaUv2f+2xqHZ6eg+9H/ivSnx64XFo6FXHKAGjyH64BBqB1dWVPQ7lps/v2YM8/lwIfC+l\n1JJSeh5YBvS6v/f0My+3RDE7nTo7pbQiK5oOrKyqsior680BKaWXoXxQpvzPXrEAePPeae3I1U0c\n+rNMI/D7wN1VxW+IiEUR8V8RccwersvYVektRtkHcBPlX5Eq/jbr1vNPEdGclQ3m/VXZxiTKv3w9\nUFVsjKp0F6Modz18gvJ+/2KW1Fe7hPKvgtVDTb8vi93tETFzANs3Rr3o4T00KiIWRMQjlS5zwH7A\nhpRSe/a8+n2y8z2Uzd+Y1e/P9mcBJwG/rCp+DHjjgF/MCNVNjI4ENkTEHRHxeERcX+m2VbWMx6Kc\n9PFd4UOUz0xU8ziUs64xSin9AniQcq+jl4F7UkpPd1nM49AQG8D37MEcf/bkPTWoz7w8zyhOBTZU\nPe/ul9k9uVfHGsrd8tS7rnHoj68CP0spVX6Begw4NKV0AvDPwA/3YF1g7LrqNkbZL7HfBj6SUipl\nxZ8FjgJOodwd6DOV6t2st8/3V0Q0UP4C8JWU0vKqWcaos91ilFJamVI6HjgCuDQiDuiyTNcvVz8G\nZmXL3M+uXw97ZYz6pbv30CEppbnA7wBfiojD6f19Mtj30DjgB8AnU0qbqmYZn866xqiB8heWT1P+\nPJtNuVtcNY9F+entOHQccE9Vsceh2ugUo4g4Ang95TNG04G3RcRbuizjcWjo9fd79mCOP3uSOw3q\nMy/PRHE75VPiFauA6l8uZgBdf4HvanWl20L2d03VvFHZNtS7rnHoVURcQ7mb46cqZSmlTSmlLdn0\nXUBjREwdzLoyxq6z3WIUEROAnwJ/lXXhAXZ2d0tZt8dvsqsLwmDeX1C+oetzKaUvdSk3Rp31+D7K\nziQ+SdWvdBFxAuVudY9W1Xu1qrvqvwG/1c9tG6O+7Rafyhne7EvNQ5TP+K2j3B2uIatW/T7Z+R7K\n5k+kfF1Wj7JfbH8AfCeldEeX2cans+6+EzyeUlqe/YL+Q2Dn4Ccei3LX02fcB4D/TCm1VQo8DtVM\n1xi9F3gk67a9hfL1oadXZnocyk1/v2cP5vgzqPfUnnzm5ZYopvJ1iPURUdl59wDnRsTkKI9eem5W\nRkTc0kMf5zuByuiol9K57/yRwJIhafwI0k0cehTl0a/OAy6pOoNFRBxYuVYni1Md8Gr2/IGI2O00\neE/ryhi7Kl1jlHVj+E/K13rcVl236oeToNy3vbIf7wQ+HGWnAxsr3bYj4pnuthsRf0P5w+iT3cw2\nRlW6idGMiBidTU+m3MVwadUil9Clq1aXa3XeQ/matso8Y7QHuonP5Ep3uCyReCPwVNb96kHK11xB\n5+NK9fHm/cB/p5RSREyPiOquVmTrDeBG4OmU0g3dNMv4VOnmWDQfmBwRleuv3wY8BR6LaqGX7wo9\nfpZ5HMpXNzF6AXhrRDRkP1q9larjCh6HctHf79mDOf5k5R+K8qiohwFzKF93OHSfeSnfUYBuBN5e\n9fxyyhdiLqPcna5SvhCY2c3y+1HuC/1c9ndK1byfAMfl+XqG66ObOPwcWEv5V4VVwHlZeTvla+EW\nZo/PZeVXUT5jsgh4BDgjK68DfgOM7mab3a7L2PUdI+D3gLaqfbcQODGb99/A4uyN/u/AuKw8gH/J\n9vliYG5WPhVY2s32ZlDuvvB01Tb+oGr+Y8DUWu+XIj26xOgc4InsPfEEcGWXusuBo7qU/X3V++jB\nynxjNCTxOSN7HyzK/l5RVW825QPtMuA2do1eOyp7viybPzsrn0v52p+u23tTFp8nquLzjmxeYxa3\nhlrvlyI92P1YVHkfLaY8kmZTVu6xqBjxmQW8CNR1qedxqAAxojzS6dez/fcUcEOXuh6HahCX7HlP\n37MHdPzJ5v1l9p5ayq4RZ4fsMy/vHXcS8O0+6kwAbhvgeg8AHqj1P8ZwefQnDoNc77FdP5iMXeFi\n9C7gE0Voy3B/GKNiP4YwPlcB7xngMu8Frq31Pinaw2NRsR9+xhX/YYyK+ch7XwzlZ15klXMTEZcD\nN6eUOvbiOk8B2lJKC/fWOke6oYjDINth7HpQoBidQ/lahBW1bEcRGaNiK1B8LqZ8O6iBDiQ24hUo\nRh6LulGg+PgZ1wNjVExFiUtP+vuZl3uiKEmSJEkqtjxHPZUkSZIkDQMmipIkSZKkTkwUJUmSJEmd\nmChKkvaaiJgUEX+cTR8cEbfnvP0TI+IdeW5zoCLioYiYuwfL79zHkiQNFRNFSdLeNAn4Y4CU0ksp\npff3UX9vOxEodKK4F+zcx5IkDRUTRUnS3nQdcHhELIyI2yJiCUBEXBYRP4yIH0fE8xFxVUR8KiIe\nj4hHImJKVu/wiLg7Ih6NiJ9HxFE9bSgiLo6IJRGxKCJ+FhFNwBeAD2bb/2BEjI2ImyJifratC6va\n86NsW0sj4poetrElIr6Ytef+iDg1OyO4PCLek9Wpj4jrs208ERF/VLX8X0TE4qyN11Wt+uKI+FVE\nPBsRb+7lNR6T1VuYrXtOl318fVbvz6u2//msbFZEPBMRN2flt0fEmP4EUZKkhlo3QJI0olwNHJtS\nOjEiZgE/qZp3LOUbEY8ClgGfSSmdFBH/BHwY+BLwDeCjKaXnIuI04KvA23rY1ueA81JKL0bEpJRS\na0R8DpibUroKICL+DvjvlNLlETEJ+FVE3J8tf2rWpm3A/Ij4aUppQZdtjAUeSil9JiL+E/gb4Bzg\naOBm4E7gCmBjSumUiGgG5kXEvcBRwEXAaSmlbZVkONOQUjo16yZ7DfD2Hl7jR4Evp5S+kyXC9dX7\nOHuN5wJzstcTwJ0R8RbgBeB1wBUppXkRcRPlM5H/2MO2JEnayURRkpSXB1NKm4HNEbER+HFWvhg4\nPiLGAWcAt0VEZZnmXtY3D/hWRNwK3NFDnXOB90TEp7Pno4BDsun7UkqvAkTEHcCbgK6JYitwd1U7\nW1JKbRGxGJhVtY3jI6LSzXYi5cTt7cA3U0rbAFJK66vWW2nvo1Xr6c4vgL+MiBnAHVkC3d1rPBd4\nPHs+Ltv+C8DKlNK8rPzfgU9goihJ6gcTRUlSXlqqpktVz0uUj0d1wIbKmbK+pJQ+mp11fCewMCK6\nWy6A96WUlnYqLC+Xuq6ym+XbUkqV8p1tTimVIqJyDA3gT1JK93TZxvk9rBN2vfYOejkWp5T+IyJ+\nSfk13hMRfwAs71ItgL9PKX29y/ZndbP9ntojSVInXqMoSdqbNgPjB7NgSmkT8HxEXAwQZSf0VD8i\nDk8p/TKl9DlgHTCzm+3fA/xJZKfhIuKkqnnnRMSUiBhNuYvovKzOAxExfQBNvwf4WEQ0ZssfGRFj\ngXuByyvXBXbpetovETEbWJ5S+grlbq7H9/AaL8/OyBIR0yNi/2zeIRHxhmz6EuDhgbZBkrRvMlGU\nJO01WVfOeVEexOb6Qazid4ErImIR8CRwYS91r88GilkC/AxYBDwIHF0ZzAa4FmgEnsjqXVu1/MPA\nt4GFwA9SSgsiog44AqjuJtqX/ws8BTyWbePrlK9BvJtycrcgIhYCn+5lHT35ILAkW/4o4JbqfRwR\n16eU7gX+A/hF1iX2dnYlkk8Dl0bEE8AU4GuDaIMkaR8Uu3rUSJK0b4iIy6ga9Kaq/Fjg8pTSp2rS\nsL2oMphQSunYGjdFkjQMeY2iJEmZlNISYNgniZIk7SnPKEqSCi0i/hK4uEvxbSmlv61Fe4ZCRJwH\nfLFL8fMppffWoj2SJJkoSpIkSZI6cTAbSZIkSVInJoqSJEmSpE5MFCVJkiRJnZgoSpIkSZI6MVGU\nJEmSJHXy/wGXDT2nUUyp2AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10cb27a58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d.plot(x=['time_step', 'mech_step'], y = \"invar\", figsize=(15,10))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 10.000000\n",
"1 7.000000\n",
"2 7.000000\n",
"3 277.169179\n",
"4 466.287605\n",
"5 639.361876\n",
"6 760.513866\n",
"7 866.951075\n",
"8 941.457122\n",
"9 1004.211072\n",
"10 1048.138837\n",
"11 1087.392668\n",
"12 1114.870351\n",
"13 1134.104729\n",
"14 1147.568793\n",
"15 1157.626576\n",
"16 1164.667024\n",
"17 1169.962301\n",
"18 1173.668994\n",
"19 1176.263680\n",
"20 1178.079959\n",
"21 1179.376921\n",
"22 1180.284794\n",
"23 1181.372344\n",
"24 1182.133629\n",
"25 1183.603547\n",
"26 1184.632489\n",
"27 1186.133449\n",
"28 1187.184121\n",
"29 1190.754682\n",
" ... \n",
"1971 7422.481233\n",
"1972 7439.168519\n",
"1973 7451.274608\n",
"1974 7459.748870\n",
"1975 7465.681128\n",
"1976 7469.833709\n",
"1977 7472.740516\n",
"1978 7474.775281\n",
"1979 7476.199616\n",
"1980 7477.196651\n",
"1981 7477.894575\n",
"1982 7478.383122\n",
"1983 7478.725105\n",
"1984 7478.964493\n",
"1985 7479.132065\n",
"1986 7479.249365\n",
"1987 7479.331475\n",
"1988 7479.388952\n",
"1989 7479.429186\n",
"1990 7479.457350\n",
"1991 7479.477064\n",
"1992 7479.490865\n",
"1993 7479.500525\n",
"1994 7479.507287\n",
"1995 7479.512020\n",
"1996 7479.515334\n",
"1997 7479.517653\n",
"1998 7479.519277\n",
"1999 7479.520413\n",
"2000 7479.521209\n",
"Name: Belief, Length: 2001, dtype: float64"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.Belief"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Belief</th>\n",
" <th>Pool</th>\n",
" <th>Price</th>\n",
" <th>Supply</th>\n",
" <th>mech_step</th>\n",
" <th>time_step</th>\n",
" <th>timestamp</th>\n",
" <th>invar</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1996</th>\n",
" <td>7479.515334</td>\n",
" <td>372.523496</td>\n",
" <td>8954.766519</td>\n",
" <td>0.049806</td>\n",
" <td>2</td>\n",
" <td>998</td>\n",
" <td>2018-10-01 15:33:02</td>\n",
" <td>7479.523065</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1997</th>\n",
" <td>7479.517653</td>\n",
" <td>372.523496</td>\n",
" <td>9217.570799</td>\n",
" <td>0.049806</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>2018-10-01 15:33:03</td>\n",
" <td>7479.523065</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998</th>\n",
" <td>7479.519277</td>\n",
" <td>372.523496</td>\n",
" <td>8904.483049</td>\n",
" <td>0.049806</td>\n",
" <td>2</td>\n",
" <td>999</td>\n",
" <td>2018-10-01 15:33:03</td>\n",
" <td>7479.523065</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999</th>\n",
" <td>7479.520413</td>\n",
" <td>372.523496</td>\n",
" <td>8953.420147</td>\n",
" <td>0.049806</td>\n",
" <td>1</td>\n",
" <td>1000</td>\n",
" <td>2018-10-01 15:33:04</td>\n",
" <td>7479.523065</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000</th>\n",
" <td>7479.521209</td>\n",
" <td>372.523496</td>\n",
" <td>8722.752203</td>\n",
" <td>0.049806</td>\n",
" <td>2</td>\n",
" <td>1000</td>\n",
" <td>2018-10-01 15:33:04</td>\n",
" <td>7479.523065</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Belief Pool Price Supply mech_step time_step \\\n",
"1996 7479.515334 372.523496 8954.766519 0.049806 2 998 \n",
"1997 7479.517653 372.523496 9217.570799 0.049806 1 999 \n",
"1998 7479.519277 372.523496 8904.483049 0.049806 2 999 \n",
"1999 7479.520413 372.523496 8953.420147 0.049806 1 1000 \n",
"2000 7479.521209 372.523496 8722.752203 0.049806 2 1000 \n",
"\n",
" timestamp invar \n",
"1996 2018-10-01 15:33:02 7479.523065 \n",
"1997 2018-10-01 15:33:03 7479.523065 \n",
"1998 2018-10-01 15:33:03 7479.523065 \n",
"1999 2018-10-01 15:33:04 7479.523065 \n",
"2000 2018-10-01 15:33:04 7479.523065 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.tail()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11225eac8>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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jGOuS4mVp53UCJAAAAKrPkm1LKj2EinPnK0q9r0B2x7r12qbX9E/P/ZOk1Opm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FNpvzN9MxpqOHCAb8triQSCQSiaRRSekLj+TAodXw4ShY6/kwlcs/F+6sB1cKMx7wFY8gjGq0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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1122eb860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d.plot(x=['time_step', 'mech_step'], figsize=(15,10))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1125975c0>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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88UX/1y9WwIEXw1/vjd/D7Yvg9Fu9H8vxHf7gDqBkOuD41/U111vfvs6gb4ptA5u01x+z\n6Z2erILuM30D2exeRERERGSIU9AXK20t8IcbYEOE9WVepq/Ul12LZTGXqs2WCZt6eddjGSPg86/D\nl3b5v/7fRiicBL+9Dg6tDz5//T3w6GdsOua+Z3o3jo52qN4dnG1Mz4aR5f4Knsd3AK61awB/Rs+r\n4NnWAo2ngoO+7MKep3e6bu/GKiIiIiKSJBT0xUpLPeBawBKO167By/Sd6UMWLZJ9zwIOTAkT9IEF\nfnlj/F8l0+D6x635+W8+AFWvW9D0wg/hL1+Gc94JI0rg0GuR33PXU/DW2uB9pw7YusXRIY3YR8/y\nB31eERcv6AvN9HmBXF5Ipq8x3PROXxP3tqbI1T1FRERERJKcgr5Y8TJ54YIT8LdryB0NOaNiW8Fz\n3zMwbgHkFEf/mrwx8PHHIasQfn01/Pnz8Ox34NwPwgd/BROWQuX68K/t6IDHPgt/uN4qaHq8Ii6B\n0zvBirqc3AvtrbaeL6sQCsrsWEaOr22DF/Qdt21uQEP5iNM7j/sfq5iLiIiIiEhYCvpixQv6whUc\nCTyemWeVK/s6vfO578EPZ8Ajn7FWDGcO2RTNwKqd0SqcANf/yRq6b/oVLL4Rrr4LUtOhbIkFamfD\nZC6Pb7eMZv0xWPezgP2+dg1e5U7PqFm+Cp77fUVczg1ee1g8NSDo82XvAovOZEWa3nkUHF8F1DoV\ncxERERERCUdBX6y0+Mq6Rsr0edM7MwugYELfC7nsfNymYu55Gh7+JPx4LrjtfQv6wKZXfvIp+MC9\n8K7/hhTfP4kJS21buaHra7wCMGVL4KX/hQZrQkn1Tlu/l5ETfL4XBB7bBse2+4u4dI5hsn9Nnzdl\nMy9Mpi903V79MX9WsfZwVN+uiIiIiEhPbrvtNubMmcO8efNYsGABr776akyvX15ezokTJ2J6ze4o\n6IuVZl/QFzHT5wV9XqbvkE2T7NV71Fk2bcmN8JV98Mmn4eKbYeHHYML5fR/7yHI495rg7Nu4hZZF\nCzfFs+JFGDkZrroDWhvgxf+2/cd3dl3PB9amAgd2PmHr78aGBn2+tg1Ntb4pmw7kBGb6CiywbQnp\nl1J3DMbOt/PVtkFEREREYmDt2rU88cQTbNq0iS1btvC3v/2NCRMmxHtY/aKgL1ZaoljTl5YFaRkW\n9LU3W6DTG1WvAy6MX2yN3SdeAG+7Fd57h03JjKWMHCs6E1rds6MdKl6GyZfA6JnW9P21eyxTd3Jv\ncOXOzmuNgJGTYNdqe+4VcfF4FTxPH7ApmzklkBrQQjKrwLaBUzw72uHsCVsbmDNKmT4RERERiYkj\nR45QUlJCZmYmYA3Wx40bF5Sd27BhA8uXLwfgW9/6Fh/72Me44oormD59Ovfccw8Azz//PJdeeilX\nX301s2fP5h//8R/pCEn6fPOb3+R///d/O5/fcsst3H777TH/ntScPVYCM32u27VfXnMdZObb48KJ\ntj1zKHgaY0+8qZbjF/VvrNGasNR69nW0W5AJVn2zuQbKL7Xny78OWx+GRz5l6/bCZfrA1vWdroDU\nDF/mL4BXwfPkPsveBbZrAH+j98Yz/gIwDdXgdtjav/xxWtMnIiIiMgwd/e53ad75ZkyvmTlrJmO+\n8Y2Ix6+88kq+/e1vM2PGDN72trdx3XXXcdlll3V7zS1btrBu3ToaGhpYuHAh73rXuwBYv349O3bs\nYNKkSaxatYpHHnmEa665pvN1N954I+9///v5whe+QEdHB7///e9Zvz5CMcV+UKYvVrxCLR1tXach\ngk3vzMyzx51BXy/bNlRusKmQI4r6Ps7eKFtq34tXoAX86/kmX2LbgjJY+mk4vNGeh1bu9Hjr+kbP\n6pqV7GzbsK9rY3YIn+nzWjvkjrGgT9U7RURERCQGcnNz2bhxI3fffTejRo3iuuuu4/777+/2Ne99\n73vJzs6mpKSEyy+/vDNwW7p0KVOmTCE1NZUPf/jDvPTSS0GvKy8vp7i4mNdff501a9awcOFCiot7\nUZE/Ssr0xUpgoNd4xh/geZpqIcuX6SvwzQnuTQVP14XDG2DK8v6MsncmLLFt5XoY42sqX/EiFE8P\nzlBe/EXY9IBlO0umh7+WFwyGTu0Em0qaN9b6/AUWZ/GEC/rqvKCv1F771iu9+95EREREJOF1l5Eb\nSKmpqSxfvpzly5dz7rnn8sADD5CWltY5PbOpqSnofCdklp/3PNL+QDfddBP3338/R48e5ZOf/GQs\nv41OyvTFipfpg/DFXJrr/IFgZi5kF/WugmdNpQVE4xf3b5y9MXKyNWn3ppW2t1pw5WX5PCOK4B0/\nsIxfWmb4a3lr/UIrd3qKptiawPpjwe0awFo2QPCfq9faIa/UMn1NZ6DlbPTfm4iIiIhIGLt27WLP\nnj2dzzdv3sykSZMoLy9n40ab3fbHP/4x6DV/+tOfaGpq4uTJkzz//PMsWWLJk/Xr13PgwAE6Ojp4\n8MEHufjii7u839VXX81TTz3Fa6+9xsqVKwfke1KmL1ZCM32hmmshZ4r/eW979R32BV5lgxj0OY61\nZfCKuVRttu9z8qVdz51/nX1FMnY+vOd/Yc77wx8vmgJb/2DTY3ND1jl2N70zx7emD2xdn1cURkRE\nRESkD+rr6/nnf/5nzpw5Q1paGtOmTePuu+9m586d3HjjjXz3u9/l/PODK+cvXbqUd73rXRw8eJBv\nfvObjBs3jt27d7Ns2TK+9rWvsXXr1s6iLqEyMjK4/PLLKSwsJDU1dUC+JwV9sdIcEPRFzPTl+58X\nToDq3dFfv3IDpGZC6dy+j7EvJiyB3autSXvFC7av/JLuXxOO48B5N0Q+XjTF2jmAZe8CRZremVUI\n6Vn+oK+2SkGfiIiIiPTLeeedxyuvdF06dMkll7B7d/jP7zNmzODuu+/usn/EiBE8+OCDXfZXVFR0\nPu7o6GDdunX84Q9/6Puge6DpnbHSXOefhhgu0xe4pg+gcJJl+kIbjkdyeKNly9Iy+j/W3igLaNJ+\n4EWrzplTEvv3CQzWQgu5pKRawBz45xpY8CUvIOgTERERERkiduzYwbRp01ixYgXTp0eojREDyvTF\nSku9FWhpOtM10+e6vuqdgUHfRGhrhIYTkDuq+2u3t9rUysWfiP24ezJ+ETgp8NZLcOhVawQ/EIq6\nCfrAsn2h0zu9jGD+WNvWKegTERERkcH1rW99K+x+rxBMd2bPns3+/ftjP6gQyvTFSnOdBSFOatdM\nX0s94AZX9PQqeNZEsa7v+A4LEMefF7PhRs1r0r7p19B6tmsRl1gpmux/HG3Q552XmWcBtTJ9IiIi\nIiJdKOiLlZZ6Cz6yCqDxdPCxplrbZoVk+iC6Yi6VcSjiEqhsKTSeAhyYdNHAvIfXtiEj16qbhsoq\n9GdQXbdrE3f16hMRERERCUtBX6w0+4K+7MKu0zu9dg6Bmb7CXvTqq9xgrRMKJ8VmrL01wbeub8zc\ngW0MXzQ1fJYPgjN9zXWW+Qw8N2+sgj4RERERkTC0pi9WmusgIw+yR3ad3tnsy/RlFvj3ZRXY15ko\nevUd3mCtE8I0cxwUZb4m7eVhWjXE0mX/GjyFM1Bg0Oe1awhsEJ8/HqrfHNjxiYiIiIgMQcr0xUJH\nB7Q22LTErHCZPi/oywveH02vvsYzcGI3lMVhPZ+naAq860ew7J8G9n2mXAazrwp/LLvQH0zX+Rqz\nBzZxzx9rwWB728COUURERESGvQsvvDDeQ4gpBX2x4DVmz8gNDk484db0ARRMhJoeMn1Vm2w7Pk7r\n+cAyjEtuhILx8RtDVgG01FlQ52X6Apu4540Ft8N/TERERESkj8L16Yul9vb2Ab1+KAV9seAFfZl5\nETJ93pq+kKDPy/R116uvciPgWOuEZOY1aG+uDZjeGVjIxReQ1h0Z3HGJiIiIyLCTm2uFBZ9//nmW\nL1/ONddcw8yZM/nIRz6C67qsXr2aD37wg53nP//887znPe8B4LOf/SyLFy9mzpw53HrrrZ3nlJeX\n8+1vf5uLL754QBuxh6M1fbHQHBD0eZk+1/WvwetuemdLPWy4F9Kyw19792oomeEPepKV1/i+6YwF\nfamZ/n3g79VXexiIY1ZURERERGLmxYd2c+JQfUyvWTIhl0s+OCPq819//XW2b9/OuHHjuOiii3j5\n5Zd5+9vfzmc+8xkaGhrIycnhwQcf5LrrrgPgtttuo6ioiPb2dlasWMGWLVuYN28eAFlZWbz00ksx\n/X6ioaAvFrxMXoZvTZ/bbvu86ZxNtYBjxwONmWvbJ7/U/fWXfjqmwx2SvKC3qcbfriGwsI2X6atV\npk9EREREYmfp0qWUlZUBsGDBAioqKrj44otZtWoVf/7zn7nmmmt48skn+a//+i8AHnroIe6++27a\n2to4cuQIO3bs6Az6vMBwsCnoi4UWb/qmb00fWEbKC/qa6yzLlxIym3bypfCl3dDW1P31C8piO96h\nKDDoqz8WXMQFYEQxpGb4Mn0iIiIiMhz0JiM3UDIzMzsfp6am0tZmhQOvu+46fvrTn1JUVMSSJUvI\ny8vjwIED/PCHP+S1115j5MiR3HDDDTQ1+T/r5+TkDPr4QWv6YqM5oJCLN+UwsJhLc23X9XyevFIY\nOan7r5TUgR3/UJAd8Odafyy4XQNY1i9vrNb0iYiIiMigWL58OZs2beKee+7pzODV1taSk5NDQUEB\nx44dY/Xq1XEepVGmLxZaQtb0QXAxl+baruv5pHdCM30TL+h6Tv44NWgXERERkUGRmprKu9/9bu6/\n/34eeOABAObPn8/ChQuZM2cOU6ZM4aKLLorzKI2CvljorM6ZFz7T11TbtV2D9I4X9DVUw9mTwe0a\nPPnj4PCmwR2XiIiIiAw79fWW1Fm+fDnLly/v3H/HHXcEnXfHHXd02Xf//feHvWZFRUUsh9grmt4Z\nC4GFXLJH2uOgTF+dMn39lZELTiqc3GvPQ9f0gX96Z3ctMEREREREkoyCvlhoqQcnBdKzg9eeebpb\n0yfRcRzL9lXvsueha/rAMn1tTdB4enDHJiIiIiKSwBT0xUJzPWTkWWDiZaSaNL0z5rIK4MQeexwu\n05c/zrZa1yciIiIypLmauRWkv38eCvpioaXeP33TcXwN2gOyTZreGRvZhf72GOHW9OUp6BMREREZ\n6rKysjh58qQCPx/XdTl58iRZWVl9voYKucRCc5316PNkFfqnd7a3QlsjZBbEZ2zDSVbAn2HOqK7H\nvUxfnYI+ERERkaGqrKyMyspKqqur4z2UhJGVldXZIL4vFPTFQnOdTev0ZBf6p3cGVvaU/vGCvhHF\nkJbR9XjeGMBRpk9ERERkCEtPT2fy5MnxHsawoqAvFlrqw2T6fNM7m2p8+7Smr9+8dhi5peGPp6bb\nWr/qXXBir39/7qjgLKGIiIiISBJR0BcLzfXBgUh2IZw+4DumTF/MeIFbpKAPoHAi7HjMvjz54+Hm\nHQM7NhERERGRBNVjIRfHcX7pOM5xx3G2Bewrchznr47j7PFtR/r2O47j3O44zl7HcbY4jrMo4DXX\n+87f4zjO9QH7z3McZ6vvNbc7juPE+psccC31wS0ZAtf0NdfaVi0b+i+aoO/qu+D9v/B/nftBqD0M\nLQ2DM0YRERERkQQTTfXO+4FVIfu+Bjzjuu504Bnfc4B3ANN9X58G7gQLEoFbgfOBpcCtXqDoO+fT\nAa8Lfa/EF1rIxVvT19Fh7RpA0ztjweuBmNdN0Fc8FeZd6/+atsL21x0d+PGJiIiIiCSgHoM+13Vf\nAE6F7H4v8IDv8QPA+wL2/8o164BCx3HGAiuBv7que8p13dPAX4FVvmP5ruuuda0m668CrjU0uG6Y\nQi4jwe2w9gKd0zsV9PVbT2v6wvGauCvoExEREZEk1dc+faWu6x4B8G29TtnjgUMB51X69nW3vzLM\n/qGjrQnc9q6FXMCmeGp6Z+xEM70zlNfPr+5I7McjIiIiIjIExLo5e7j1eG4f9oe/uON82nGcDY7j\nbEiYvh3N9bbNCCjU4k1DbAoM+lTIpd9GzYT8Mhi3MPrXKNMnIiIiIkmur0HfMd/UTHzb4779lcCE\ngPPKgKoe9peF2R+W67p3u6672HXdxaNGhWnOHQ8tYapzBmb6mmohNQPSswZ/bMNN4QS4ebut24tW\nVgGkZSvTJyIiIiJJq69B3+OAV4HzeuBPAfs/7qvieQFQ45v++TRwpeM4I30FXK4EnvYdq3Mc5wJf\n1c6PB1xraPAyfaGFXMCX6avmkCq0AAAgAElEQVRTli+eHMeyffXH4j0SEREREZG46LFPn+M4vwOW\nAyWO41RiVTi/DzzkOM6NwEHgWt/pfwHeCewFzgKfAHBd95TjON8BXvOd923Xdb3iMJ/FKoRmA6t9\nX0OHV6glo5s1fVrPF195YzW9U0RERESSVo9Bn+u6H45waEWYc13gnyJc55fAL8Ps3wDM7WkcCavF\ny/RFWNPXVKt2DfGWVwpHt8Z7FCIiIiIicRHrQi7JpznMmr6MXHBSfZm+OmX64k2ZPhERERFJYgr6\nonVyH7zwQ+vLF8jL9AVO73Qcy/Y1ntb0zkSQN8b+nrwAXUREREQkiSjoi9b2R+HZ70D98eD94Qq5\ngDVo91o2qJBLfOWNtW2dirmIiIiISPJR0Bet1kbb1hwK3h8u0wdWzKVRa/oSgtfMXW0bRERERCQJ\nKeiLlhf0nTkYvL+5DtJHQEpq8P7sQrVsSBSdmT6t6xMRERGR5KOgL1qtZ20bmumLFNRlFULtEXDb\ntaYv3vLG2DZSpq+1afDGIiIiIiIyyBT0Ratzemdl8P6W+q5TO8EyffW+zJKmd8ZXZh6k54Rv0H72\nFPxgKmx9ePDHJSIiIiIyCBT0Rau1wbZnQjN99V2LuIC/QTso0xdvjmO9+sJl+o5tt8B9y4ODPy4R\nERERkUGgoC9a3RVyyQgzvTNbQV9CidSrr/pN2+7/u78Sq4iIiIjIMKKgL1qdhVxCM321UWT6VMgl\n7vLGhM/0ndht2/Zm2PfM4I5JRERERGQQKOiLllfIpbkGmmr8+5vrwwd1gZk+remLv7yx1qfPdYP3\nV78JYxdYX8U3/xKfsYmIiIiIDCAFfdFqbQTH15YhsJhLpEIuyvQlltxSW5fZXBe8v3oXlM6F6Sth\nz9PQ3haf8YmIiIiIDBAFfdFqPQtFk+1x4BTPSIVcskf6H2tNX/yF69XXeNoqeo6aATPfac8Pro3P\n+EREREREBoiCvmi1NsKomfbYK+bS3gZtjVEUclGmL+7C9eqr9q3nGzUTpq6A1EzYpSmeIiIiIjK8\nKOiLVmsjFE6C1Aw4c9D2tfimCnZXyCUjF1JSB2eMElm4TJ9XuXPUOfZ3OOUyePPJruv+RERERESG\nMAV90XBdm96ZkQMFZf5Mn1fiP1wmLyMHUtI0tTNR5JXatj4w6NsFadlQMNGen/NOOPMWHN8x+OMT\nERERERkgCvqi0dYMbgekZ0PBBH8hlxZf0BeukIvjWLZPUzsTQ2ae/T0FZvpO7IKS6ZDi+zE45x22\nVRVPERERERlGFPRFw2vXkD7Cgr4zUWT6wNb1qV1D4gjt1Ve9y79O0zs+fjHsejL6a7Y2wXPfhe9P\nhN9cA7tWQ0d77MYsIiIiItJPafEewJDgNWZPz4bCCTZFsK3Zv6YvXKYPoGiKpncmkryx/kxfc51N\n0x11ffA5M98Jz3wbaqsgf1z319v7DDz5JTh9AKa9DY5uhd99CPLL4LwboHRO78aXmQvll1iWWERE\nREQkRhT0RaMz6PNl+sCmeDZ3U8gF4Jr7wFEyNWHklsLhjfb4REDlzkDnvMuCvmf/A8YtjHytt16B\n7Y9A0VT4+J9gynJob7VM34ZfwnP/0bcxfnINTDy/b68VEREREQlDQV80Oqd3ZvsLgtQc6nl6Z6Rg\nUOIjb4xl+lw3uF1DoFHnwJhzYfP/2VckqZmw/Btw0RcgPcu3Lx1mX2VfNZXQcCL6sTWehl+/D468\noaBPRERERGJKQV80Aqd3Bmb6Whrscbg+fZJ48sZaX8WmGmvXkJIOIycHn+M4cNOz0Fzb/bXSs61C\nayQFZfYVLdeF7CI4ti361ySzlrOw5ha47Gv+GzEiIiIiEpaCvmgEFnLJHw84VswlNd32K6M3NHQ2\naD9qRVyKp0FqmB+BtAxIKxncsTmOrQE8tn1w33eoOvCCTaMtnQNLbor3aEREREQSmhacRcPL9GWM\nsIAgb4xN72ypt2xRWmZ8xyfR6Qz6jli7hlHnxHc8oUrnWo/Ajo54jyTxVb1u26PKjIqIiIj0REFf\nNAIzfeBr23DQCrkoyzd05I217ekK+0q4oG+O/Vs7fSDeI0l8RzbbVtNhRURERHqkoC8agYVcwNo2\neIVc1Hx96Mj1rf2qeAncjsQM+kBTPHviuv5M3zFlRkVERER6oqAvGoEtG8AyfTWHrdiHirgMHZm5\n1jfxwN/teWjlzngbNdNafCjo617dEag/BqXnQmtD5Mzoxvvh1bsHdWgiIiIiiUhBXzTCZfo6WuHU\nfk3vHGpyS6Gh2oKr4mnxHk2wjBHW909TFrtX5Zvauehjtj26Nfx5L/639Utsbx2ccYmIiIgkKAV9\n0fAyfWm+fmxe24YTeyBDQd+Q4hVzGTk5MQvwqIJnz6pet6D93Gt9mdEwQXLNYVt321QDh14d/DGK\niIiIJBAFfdFoPWtTOx3HnntBn9uuNX1DjVfMJdGmdnpK59p0xeb6eI8kcVW9DqNmwYgiKJ4evoLn\noXX+x7ufHryxiYiIiCQgBX3RaG30T+0Em97p0fTOocXL9CVaERePV8zl+M74jiNRua5V7hy30J6P\nmRs+03dwHaTnQPklCvpEREQk6Snoi0Zro7+IC1h2L6vQHquQy9AyVII+resLr/awrckct8Cel861\nSrqNp4PPO7gWJiyBc95pPRlPVwz6UEVEREQShYK+aLSeDc70gT/bp0zf0DKy3Lalc+M6jIgKJ9qN\nBK3rC89r1dCZ6TvXtoF/Xk019nziMpix0vbtXjN4YxQRERFJMAr6otFyNjjTB/51fSrkMrTMeAfc\n9KxNC0xEjqNiLt2p2gwpaf6MqBf0Ba7rq3zN+jBOOB+Kp1qV1t1PDf5YRURERBKEgr5otHYT9KmQ\ny9CSkgJl58V7FN3zgj7XjfdIEo9XxMXLvOeWwogSOBbQtuHgq+CkQtliez59JVS8GL44Ts3hgR+z\niIiISJwp6ItGaCEXCJjeqaBPYqx0DjTXQE1lvEeSWFzXgj5vPR9YZnTM3OBM38G1lgH0fjZnrIT2\nFjjw9+DrvXoX/M/s8NU/RURERIYRBX3RCBf0aXqnDBRvvaGKuQSrOQSNp/zr+Tylc63aaXubNWKv\n3GDr+TwTl9k6ycAqnkfegDX/Zo9P7h34sYuIiIjEkYK+aISb3jn+PCiaAqNnxWdMMnx5/6YU9AXr\nLOKyIHj/mHOhvdmCtyNboK0RJl7gP56WAdOugD1rLFvYXA8Pf9KfCayt6vuY3loLP5oNZ0/1/Roi\nEp1jO2Dzb+M9ChGRIUlBXzQiTe/8/OtQNDk+Y5LhKysfCiepmEuoqtchJb1r5dXAzOjBtfY4MOgD\nW9dXdwSOboHVX4WT++Da+yE1E+r6EfQd3mBtJI5s7vs1RCQ6L/wA/vT/oK0l3iMRERlyFPR5/nAD\nbPp1+GOhffpEBlrpXAV9oao2WxY0LTN4f8kMCwaPbrWgb+Rkfz9Gz/S3Aw48+SXY/Bu49Msw+VLI\nHwu1R/o+prqjtq3e1fdriEjPXNd+vt12m+otIiK9oqDPs/dZeOvl8MfC9ekTGUilc2y6YmtjvEeS\nGDqLuCzseiwtA0bN9AV964LX83lyR8P4RdbOYcIFcNnXbH/+eMsA9lVn0Pdm368hIj07XeH/WT25\nL65DEREZihT0edqarKlzqPZW6GhVpk8GV+kc6zWnYMKcroCmM+GDPrAKnhUvwdkTMPH88OfMvcba\nO3zgHkhNs315Y216Zl95Qd9x/T2JDKiD6/yPT+2P3zhERIaotHgPICG4rhWCaKrteqz1rG0zFPTJ\nIPLWqT18I2QXxvbauaWWGRs1E0adY4GP4/TiAg7klIR/TXMdrP0Z7H8eiGGfQe+GTGgRF0/pXHjj\nd/Y4XKYPYNnnYOmnIDXdvy9/LOw8Yr8DevVn4FMfkOnr6zVEpGcHX4GsAujogFPK9ImI9JaCPoC2\nZtuGy/R50+s0vVMGU9EUOO8TsV+74nbYXfI9a6Cjre/XGTkZ5n8I5l1nxYxam+C1X8BLP4KzJ6Fs\nSWx/ZnJK4NwPQum54Y+P8QXJ2UW2xi+SwIAPIG+c3fBpPA0jino/rrqjkJZtWcj6Y13XEopIbLy1\n1qZm1x9Vpk9EpA8U9IFN7YQIQZ8v06fpnTKYUlLgPT8euOu3tdgHp+qdFqT19rW7n4Lnvw/Pf88+\niNUcsmmSUy6HFd+0liaDyQsGJ17Qu2xb/jjb1h7ufdDXXAct9TB1Bex7xrJ9CvpEYq++Gk7ugYUf\nsbYsXvsWERGJmoI+gHZf+edmZfokSaRlwOiZ9tUXyz4HNZWw5SHY9kdrMXH1z60iZjzkFMOi62Hm\nu3r3us6g74j1++uNumO2nbLcF/TtssciEluHfOv5Jl5ofTZ3/MnW24dm7oeSplobvz5biMggSY6g\nz3WhpQEyc8Mf78z01dp6gZSA+jadQZ8yfSJBCsrgkpvtKxFcdXvvX5M31rZ96dXnrecbOw+yCuH4\nzt5fQ0R69tZa66k5boFVNXbb4cxBKJ4a75H13QPvtrXI7/tZvEciIkkiOap37nsWfjAVzp4Kf9xb\n04dr07UCdU7v1N04kWEnbwzgQG0fgj6vcmfeWCuKo159IgPj4CtQtth6dHqB3lBe13fmEBx5w3qP\niogMkuQI+mqrLJvXUB3+uJfpg67r+jS9U2T4Sk23Hn79CfpyS22abPVOm1UgIrHTXG/r+LyqvEVT\nbDuUg759z9r21D6bXSQiMgiSI+hz220bqdF1Z6aPMEGfCrmIDGt5YyM3aK/cCCf2hD9WdwTSsqyM\n/KiZVgE00o0lEembyvX2f/gkX9CXMwoy8oZ2g3Yv6Gtr6l+fUBGRXkiOoK/DF/QFBneBAjN9zSG9\n+lo0vVNkWMsfZ4VcwvnjJ+HpW8If81o0OI4FfWAVPEUkdg6uAycFypbac8exNjGJnOmr2gw/mB5+\nyndHu/UxHVluz0/uHcyRiUgSS46gz/VNnwgM7gIp0yeSvPLHhb/b3lwPpysifyirOwq5vhYNXtB3\nXEGfSEy99YoVPMnK9+8rmpLYDdpf/w00HIcN93U9VvW69fVc8il7rqBPRAZJcgR9nZm+aIK+kEyf\nqneKDG95Y+1DWOj0b+8u/Zm3oD1MI/u6o/6+fHljILNAmT6RWGprgcoNMOnC4P3FU616Z3tr19cc\n3RZ+/2DpaLeWEgBbH7LvIdDeZwAH5n8I0nOG9jRVERlSkiPoc3sK+lTIRSRpdfbqCynmcnyHbTva\nrPl8qMCgz3F8xVzCBH0q1CDSN0fegLZGfxEXT9EU+7k8czB4/8l98POL4bVfDN4YQ1W8ZFm+BR+F\nsydh91PBx/c9a60nckoseE3kjKWIDCvJ0aevxzV9PUzvTM2ElNSBGZuIxFdg0BfY9yswgDu1z9YR\neZrroaXOH/QBjDoH3nwy+NptzXDnhTD3A3D5N2I/dklc7a3wxL9A4xnIyLHZIhk5XRuKj18Ms94d\nnzEmuoNrbdsl6PPaNhwI/pnd/RTgwp41cMFnB2WIXWx/1DJ47/g+7P0bbP4tzL7KjjXVQOVrcPG/\n2PPiqRbYiogMguQI+nqT6WsOk+lTlk9k+MrzBX2hFTyP7/BX9jx1IPhY/THb5gYGfbNg06+g4YTd\nxQdb23Nyr30QVNCXXI5ssb//womAYzcQWxosQ+XpaIO0bPjXffp/xnXh0c8Er3E7/ZZl9fJKg8/t\nbNuwD3ibf//up2371ivx+b+7vQ12Pg7nrILMPJvC+cpPoO6YfQ8HXrDPI1NX2PnF02DH4zYFNC1j\ncMcqIkknOaZ3epm+1ghBX7tvzn1qRvhMn9bziQxf+WNt22V655sw+VK7ax9aKbCzMXtIpg/g+E7b\ntrXAS/8DTiqc2G0NmSV5VG2y7Q1/gX/ZAl/ZC7ccgW9W+78++kdobfCX8E9mDSdgy4MWrGWPtK9x\nC+DSr3Q9N3c0ZOQG/1w21/mLvrQ12ePBVvGCTemcc7U9X/hRC/K2PGjP9z5j4y5bYs+Lp9nxM28N\n/lhFJOkkR9DXY/VO3/6c0eELuST7HViR4Swzz/p+BQZ9jWegrgpGz/ZVCgwN+nxZwaCgL6Rtwxu/\ns7WAb/+2PdcH++RyeJP1lCsoi3xO+SWQVWjZnmR3usK2K261YNj7WvAPXc/12jYEFkHZ9xx0tNrr\nUzPi8/O27REL6qa93Z6XTLdWE5v/zzKZ+56xG0leVq94mm1VwVNEBkFyBH3RrunLHRW+kIsyfSLD\nW/44C/I8XuA2elb4nmDe9M7AoC9/HGTm22vbW+HF/4Zxi2DZP9kU0n3PDOz3IImlapP9/TtO5HNS\n0+Gcd8Ku1V2rPCYbL+jz+tf1JPRmzJ6nrYLu1MttDeC+52I9wu61tcDOP9vfZ3qWf/+Cf7DfCVsf\ntsIzU6/wH/OmqSroE5FBkBxBX+eavsbwx9uabArWiOIwQV+DMn0iw13+2OAG7d4UzVEz7YPZ6Qr/\nzSOwTF9qpmVpPI5jUzyrd8GWh2zK1mVftf3TrrCGzOFaP8jw01xn/w7GL+r53NlX2VryihcGflyJ\nzAv6CidGd37RVH87lY4O2PNXC/hS0y2wOr49+Gd6oB34u7V+mfv+4P1z32/rNlf/qz0PDPpGFNnn\nDrVtEJFBkBxBXzSZvrQsu0vfrOmdIkknb1xwIZfjO22aVsEEC/raW6Cm0n+87phl+UKzOKNmWgGY\nF38IY+bBjJW2f+oKu6HkrfOS4e3IG4Brmb6eTLnc/q0N9ymeu9fAvSsj99A7U2GFkTKinFnjtW2o\nOQhHt1j2vfPnzRdY7R/EbN+2R3yZxiuC92cVwKz3QOMpKJzkz+55iqcp0ycigyI5gr5oqnemZdov\n53CFXDJyBnZ8IhJf+eOsOIt3g6h6p2XtUlICKgUGTCWrOxI8tdMzaqYVcji135/lA5iyHHC0ri9Z\nHPYF99Fk+tKzYPqV1u4jMJs81Dx7m2XbItn5OBxa17USruf0WzByUvTvF/hzuWcN4PjX0pXOtTX6\ng/Xz1tZsf38z32WfJUIt/Ihtp63oeqOoaKoyfSIyKJKjZUNHT0GfL9OXla9CLiLJKH+s3RyqP26P\nj+/0Zw0CP1xOvdwe1x/zF24JNNq3r3Sure3xjCiyAGDvM7D8awP3fUhiqNoEBRP9rTt6Mus9sP0R\n60tXfvHAjm0gNNdbdnva22D628Of4/WjO7EbRs3oevx0BUy6MPr39PrzndxvrRrGL7J1+WA3a6Ze\nbn3yOjrsuefoVtj+WPTvE426IzZFN3Rqp6f8UqtCeu614b+PN35rf4aZubEdl4hIgOQK+iK1bGhr\ntmpaWQXQ3mzneQuxFfSJDH+dvfqqbE1QQ7X13QPr1ZeWHZLpO2rT8kKNXWhT1FbcGvxBE2yK54s/\nhMbTVo5ehq/Dm2D8wujPn36l3Xjc8XjXoC9Rerg111ml23CObrUq2Yc3WZXK0GxWW7N/nezJPV1f\n3+abPh1tEReA3FJrp1K5Hg5vhOVfDz4+9QprlXB0i7V+AHuPB66yn0EnxhOdiqfD5MvCH0tJgSv+\nLcLrfBU8T+2HsfP8+w+8CE/8C3xitbWoEBHpp+QI+qKa3pllQR/YFM/OoE99+kSGvcBefS1n7fFo\nX9CXkuKr4OmbltbSYGt/QxtGA+QUw5d3hX+PaSvghf+C/X+HOe+L7fglcTSctAIjiz8Z/Wsyc+2m\nwM4/w6rv+28YvHo3rPk3eP9d/t5v8bD+Hnj6G/D5zVAwvuvxI5tte/aEtSkJLcZyfIe1UwA4ESbo\nqzkEuL0L+hzHsvDbH7PXzrgy+Lh3U2bfMxb0tbfCHz5h23/e6M8Uxltg24bAoG/dnbbvjd/DRZ+P\nz9hEZFhJjjV9URVyybRF2BBczEWZPpHhL9/3Qbb2SHC7Bk/RFDjlW3fT2Zh9bO/eY/x5VixK6/qG\nt6rXbRvNer5As95jmeaqTfZ/1lPfgNW+xuSrv9p1vflgqTsKf/t3K2YUqeF51WZ/5uxwmGJF3tTO\nwok2vTPUad8Nld4EfWA3YzpaLes3Zn7wsbxSKD3X37rhmX+3rOBVtydOwAcBbRsC1vU1nLAWFACv\n/8aypyIi/ZQcQV9fMn1gawHampTpExnuRpRASrp96D6+034XBAZ1Xqavo8Pfoy83TKavO6np1ph5\n37P6EDecVW0CHBi7oHevO2cVpKTZlMSHPg7rfgrn/6NN72uohmf/Y0CG26Onb7GAL32EFWIJ58hm\nK1aUkh6+Qu2RN+ym6rS3W9AX+u//9Fu27XXQ5wuYpr+963RqsFYpB9fBlj/AKz+BJTdFXncXLxkj\nIL/Mf1MJrKdfR5v9/Z/YZdNXRUT6KTmCvqgKuWRaIRfwB31eXz9l+kSGt5QUq8ZZ6wv6Rs0KXpdU\nNMXW+9ZV+Vs79DbTBzbFs+ZQ+CluMjwc3gQl0/3/n0Qre6TdFFh/t1WCXPV9eMd/Qtl5Fqy89gt/\nFnGw7H8etj0MF38RJiyFQ692Pae53gK5CefDmLmRM31j51lF3KYaC2IDna6wvpe5YSridsfL2E1f\nGf741CssE/jopy0IX/nd3l1/sBRPCW7b8MZvYex8uPwWW0/8+m/iNzYRGTaSI+hzO2wbKehrbw6f\n6fPW9ijTJzL85Y+zoK96Z/DUTgiu4Fnny/SFa9nQE6+H175nLNvRcMLu4ldHWAcoQ4vrWqYrmv58\n4Sy63jJi1/0GLvisf/8V/wY5o+CJLw5eW4e2ZnjyyzByMlz8LzDhAji23Qq6BPKKuIxdYN/3kTcs\nI+5pb4Wj2yyI8davhU7xPF1hUz/DZeu6M/Pd1hplRoSgb8IFFjRl5MG194dvp5AIAnv1Hdtuf4bz\n/8FuHMx+L2z7o//ziIhIHyVH0BfNmr7UDH/Q563pa/WCPmX6RIa9vLFW6a/xdA9B3xH7fdGXCpwj\ny60v17P/Ad8dBz+YCvdcAT9datkdGdpqq2z6b2/X83nmvA++WgGz3h28P6vAslRVr8OGX/Z7mFF5\n5SdWafOdP7D/AycsteCuckPweV4Rl3EL7Pturg3OWlXvshurYxdAia9VQ7igr7dTO8FaoVz+jcjB\nXHoWvPcO+Iff2xTtRFU8zX7vnD0Fm39r03zPvcaOLfyo/Zm++UR8xygiQ15yVe+M2LLBt6YvM2R6\nZ6umd4okjfxx/p/90KAvv8ymn53abx/qc8d0LUsfreVft0bVBRMsu1E4AV74ITzyabhxDZTOCT7f\ndeGtl2HMvN5PGZTB5a1n62umDyJnu+Z+ADb9Cp75jv0bGcj/l5pq7N/krKv8fffKlgCOTfGcGtCu\npGqz/TzkjfF/31Wb/L34vCIuY+dbwaT0EcHTm13Xgr4J5w/M9+IFT4nMy4BWvwlbHrLpql6Px0kX\nQeEkm+I574PxG6OIDHnJEfRF25w9Iwec1ICgz8v05Qz8GEUkvgLX6I0KCfpSUiwTcXKfr11DH6Z2\neuZda1+Bxi2Euy+H330IPvW8tX4Aaw/xxBetuMeFn4crv9P3900ULWetMEi8pWfHfrrf4U2WpRlz\nbmyvC3aT4V0/gjuXwX3viP31Q6XnwKrv+Z9n5VuwGbqu78hm+/cLtmYvPcemLM//kO/4G7aveKr9\nHBVPC870NZ62n6m+ZPqGCy/oW38PNByHBR/2H0tJgQUfgee/ZwVvRk6KzxhFZMhLjqDP7Wl6Z5P9\n5+849h9bkze9U5k+kaSR72vQPqIEckd1PV40xVfBs82fxYjle3/ot/Zh/qGPw8cetTL2D33cpsdl\nF0Uulz+UHN4Iv3ibf511PGXkwtu+BYtv7P1askiqNsHo2f4+r7FWMg0+ty5824NYGz0LCsqC901Y\napUwO9ohJdVfxMXrIZiSahm9wGIuR96wIDgl1fc9zLDWCZ4zfazcOZwUTrSbBdsfsZ/10MI0Cz5s\nQd8bv4PlX4vPGEVkyEuOoK8z09cY/riX6QNbO9FleqcKuYgMe17QFzq101M0xaoZpqbDlMti//5l\n59n6o0c+Bb/9IBxabzecPvaove/aOyxLljGEfx/t+ZtN57vyP2xWRTzt/Sv85cuw7RH7c+9v7zbX\ntTV3A91EvXhq/PrMTbjA1hQe32mVOgOLuHjGL7KMVVuLBXpHt9q6NE/JDCtM4vXAPV1h+5M56EtN\ntymcp/bZdNS0jODjhRPtd87m/4NL/zV2Nyli5cCLNv13oG52iEhMJEfQ591Vbm+xqmKhvzC9lg1g\nQZ8KuYgkH296Z8Sgb7LdOGpr7H2PvmjN+6BV73v5x/YB+9r7LBhta7Z9VZug/OKBee/jO6H++MAE\ntJ6Dr0DpXLjwnwfuPaJ1wWftQ/TT34A7L4TL/tWaeffV2RN2w7A/6/kS3YSltj20zoK+wCIunnEL\nrXDL8R12w7S1Ifh4yXTAtanSY+YGBH1JPm2xeJoFffM/HP74go/CIzfBTxZZVhBsdtIlX4b51w3e\nOEPVHYMH3g3v/CEs/VT8xiEiPUqOoC+wxHV7M6RkBx/raPUHfZn5KuQikowKyizQmrEq/HGvgif0\nb01fT1bcCtOvtA/Yqem2z/uwfXDtwAV9z30XKl+DL705MNdvb4NDr8GCfxiY6/eW41gGauoKePJm\neObbsbnuxAtic51ENLLcbngcWm+9AwOLuHjGBxRzycizx2Pn+48HVvD0gr4RxZCZNxjfQeKa9W77\nHOKtjww1+yo4eKOtgfRUvASv/zrOQZ+vb6nazogkvOQI+tyAoK+tKTiI89b5BWb6Tu23x63q0yeS\nNFLT4canIx8PnFI3kEFfSgqUXxS8b0QRjJoJB8M0x46VmkP2AW6gppAe3WJZn0nLYn/t/sgfa+sp\nj+/03+jrq6x8XyZrmHIcuwFxcJ09Dyzi4hk52dqZHN5k/5+mZUHJOf7jxVMBx1/Bs6/tGoabRR+3\nr0jSMuHdPwret/prsPE+m0obOiV0sJw9YdvANh0ikpD6FfQ5jvNF4CbABbYCnwDGAr8HioBNwMdc\n121xHCcT+BVwHnASuDUutwkAACAASURBVM513Qrfdb4O3Ai0A593XbebT159EJjpa22CwMSdV9Gz\nc01fYUAhF03vFBGf/DJISbeZAbkDGPRFMvEC2Paov4hGrNVU2vbMQRg9M/bXP7jWthMTLOgDC2ZK\nZ8d7FEPDhAtg559temZgEReP41ggWPW6BX+lcyA14KNGeratUfOK0ZyugPHnDdrwh5VJy+DVO61Y\nzoQl8RlDw0nbntwXn/cXkaj1eTWw4zjjgc8Di13XnQukAh8C/hP4H9d1pwOnsWAO3/a067rTgP/x\nnYfjOLN9r5sDrAJ+5jgxXuEfmukL1CXTlx+mZYMyfSJJLzXNv+4osL3DYJm4DJprLCMVa61N0FBt\nj701VrF2cK0Vq/AK5sjQ5PXTe+3erkVcPOPPs3+nVZuDp3Z6SmZY0NfeZjcblOnrG+8GindDJR68\nTF/Nof5nykVkQPW3BFQakO04ThowAjgCXAE87Dv+APA+3+P3+p7jO77CcRzHt//3rus2u657ANgL\nLO3nuIIFZvpC2zZ0yfQVQEudvaa10SrMeetqRCS5FU2xbN+IosF/b+/D9qF1sb927WH/44EI+lwX\n3loLky6M/bVlcI2dD6mZtpYMgou0eMYtsputLXURgr7pNh2w5pC1QFHQ1ze5o6FoanyDPu9mEa5/\naYyIJKQ+B32u6x4GfggcxIK9GmAjcMZ13TbfaZXAeN/j8cAh32vbfOcXB+4P85rYCAr6Qu5EeU2C\nAwu5gFXwbG30NWx3YjocERmiZqyEc1bF53fCyHKbVnpwCAZ9J/daRmA4FzlJFmkZVqylubZrERfP\n+IAKppGCvtaz/t6TCvr6buIy+53QEafelw0n/I+1rk8kofVneudILEs3GRgH5ADvCHOq670kwrFI\n+8O956cdx9ngOM6G6urqcKeE50aR6UsNKOQCNsWz9azW84mI35Kb4LrfxOe9HceCpoEo5uKt58vI\ns6bwsda5nk+ZvmHByzpHqjSZNwbyxllWfHSYtZJeBc89a2xbmOTtGvpj0jJoPOVfIznYzp70B+0K\n+kQSWn+md74NOOC6brXruq3AI8CFQKFvuidAGVDle1wJTADwHS8ATgXuD/OaIK7r3u267mLXdReP\nGjUq+pF2tEN6jj2OuKYvYHonWDEXr3msiEgimHgB1Bz0B2mxUuPL9E08f2AyfW+ttbL8w7myZTLp\nDPrCTO30TFlu/169WTSBvKBv33PWcy4/tpN7kkq81/U1nLDCPHnjVMxFJMH1J+g7CFzgOM4I39q8\nFcAO4DngGt851wN/8j1+3Pcc3/FnXdd1ffs/5DhOpuM4k4HpwPp+jKsrt91fgjzimr6AQi4QkOlT\nERcRSRDe9MhYT/GsOQQjSqwtxOkKW4MXqr0NXrkDzp7q/fUPrrUPp5oqPzyUXwzll8Cs90Q+56rb\n4aN/DH8sZ5TdYG2ugYIJwdU9pXeKpkDO6PgFfWdP2O+O4qnK9IkkuP6s6XsVK8iyCWvXkALcDXwV\nuNlxnL3Ymr17fS+5Fyj27b8Z+JrvOtuBh7CA8Sngn1w3cD5mDHR0+IO30OpSkTJ9zcr0iUiCKT3X\nZi0civEUz9rD1px+ZLndCKs/1vWcg6/AmlvgiS/27tp1R23KaCK2apC+ycqHG56wdgyRpKaHz/KB\nBf9etk/r+fqnc9p3vDJ9JyGnBIqnKegTSXD9ur3muu6twK0hu/cTpvqm67pNwLURrnMbcFt/xtIt\nt90KskDPmb7MgExfizJ9IpJAUtOgbHHsP+DVVNqHtpGT7fnpiq4FOo5ute2Ox2D7o137s0XiFetQ\n0CeBSmZA5WsK+mJh4jLY+bhN0y4YxKmybS2WrR1RYp+xzp60mQDxqG4sIj3qb8uGoaEjMOiLdk2f\nCrmISAKauAyObbd1x7Hguhb0eZk+CL+u7+hWm0Y2biE8+eXgqn3dObjObp6NnReb8crw4K3vVNDX\nf5PitK7vrK8xe06x3TQCresTSWDJEfS50QR9GbbtzPRpeqeIJKCJF1hT7MrXYnO9phpoqbdiGoUT\nACdC0LfNArf33WnT35/8UnTXP/iKZSfV71QCaXpn7JSeCxm5cQj6fDd+RpQEBH2a4imSqJIj6Ou2\nemdIc/bUNPvl2VTjC/o0vVNEEkjZYnBSbIrlgRf9X32tuun16Csos2nu+eO7XqutBarfhDHnwuhZ\nsPxr/mme3WmqsaykWjVIqMmXwfmfhamXx3skQ19qGpQtGZgent3xsv05JTByEjipCvpEElhylMzq\ntnqnl+kLWHDuVRXT9E4RSTSZeTBuEbz+a/vyZBfBv+7vfYVMr/1DQZltR5bDqZBefdVvQkerBX0A\nF34Bdv7Zsn25pZELdlS9blnJSVrPJyEyc+Ed34/3KIaPicvg+e9B4xnILrR9rgsN1fYzGImTYtVU\n+1JZ15veOaLEMvkjyxX0iSSw5Aj6Ojqs+XpKWs+ZPrApnsr0iUii+vDvoHqX//nOP8P6u6DxdO+L\nKIQGfUXlsOdvwecc22bbUl/Ql5pm0zzvuhTue0f310/NhPGLezcmEemdScsAFw6th+lvh73PwHO3\nQdWmnl+76vtwwWd7/56BmT7wVfDUmj6RRJUcQZ/bDikpFti1RljTlxqS6VOfPhFJVLmj7cvTeMqC\nvprKvgV9KWmWsQO7W19/1KoXezMkjm6FtGzrxeUZPQs+t67nO/sFZZbVEZGBM36x/RxvvA9e+AFU\nrrem6W/7d3//4XBe+Qm8+WTkoO/UfpuiHa4n49kTgAPZI+15yXSoeNFutKckx+ohkaEkOYK+jnab\na56W2TXT194MqRnBv6CyCuDMQcDV9E4RSXz5vixd7eHeV8msPQx54yAl1Z57bRvOHITRM+3x0a1Q\nOtt/jqd4anAgKCLxkTECxi6AXX+x3wfv/jEs+Ii/SF0kp/bDq3dBS4O/4F2gv/27BYX/dqzrz3/D\nCbvJ5O0vnmo3y+uODG7rCBGJSnLcinHb7ZdSWnb4NX2pIetRsvLtlxYo0yciic+bmulN1eyNmsrg\nD2ihbRtc14I+bz2fiCSmVd+H9/4UPr8JFn+i54APYMrl0N4Cb4Wp/NnWAvuetfW8tVVdj589YesB\nPZ0VPPf0bfwiMqCSI+gLyvQ1Bh9ra+pahCCrAJrO2GNl+kQk0eWMshkLNYd6/1qvR58nNOirqbTf\nh6Vz+ztKERlIE5bAwo9GLqwUzsRl9rtj/3Ndjx1ca+1ZwDf7KUTDSSvi4lHbBpGElhxBn9vhy/Rl\nhc/0BRZxAX+vPlCmT0QSX0qKtVrobaavo8Pu4AcGfSOKrW2NF/R5RVzGqLm6yLCTMcJ6f+5/vuux\n3U/7H4cN+qqtMbsnb6x9ZlIxF5GElBxBX0e7lSUOt6YvUqbPo0yfiAwFBWW9D/oajtvUrfyA6Z2O\nY9k+L+g7uhVwbE2fiAw/U5bbzZ3648H7dz8Fky+1x2fe6vq6syeCM32OY+v6lOkTSUhJEvS1WaYv\nPTt89c7QTJ+CPhEZagrKoOZw717T2a5hQvD+0KCvaLL1BxSR4WfK5bbd/3f/vhN74dQ+mHWVZfBC\nM33tbdYiJqckeH/xNAV9IgkqOYI+t5vqnW3NXRc7Z2l6p4gMMQVlUFdlH8ai1Rn0hVTa84I+FXER\nGf7GzoeswuApnrufsu2MlVA4qWvQ13jKtiPCBH2n37IiMCKSUJIj6Oto72ZNX1P3mb4MBX0iMgQU\nlNn6Za/ycDRCG7N7RpZb0auTe+H0AX9TdhEZflJSYcplVszFdW3f7qdg9Bzr9Vc4sev0zs7G7MXB\n+4un2Y32cNNBRSSuhn/Q57qA68v0ZUXI9IWs6csMnN6poE9EhoCe2jY013fdV3sY0nPsLn8gr1ff\nm0/aVpk+keFtynL7fXByLzSescqdM1bascKJNnU8cBbBWV/Q1yXTN922J9S2QSTRDP+gr6PdtimR\ngr4eMn1a0yciQ4G3Lq82zLq+s6fgh9Nh06+D99ccsmDRcYL3e20bdv7ZtmPUrkFkWPPW9e17zteb\nrw1mrLJ9hRMtexf4u6Uz0xca9E2x7ck9dtM98EtE4iot3gMYcK4v6ItYvTNMpi9LmT4RGWK8Cpzh\nevUdeQNaz8K6n1kfLy/IqzncdT0fQOEEwIHD/5+9+46Pqsr/P/46M5NC6GDoXVFBEEQsCDaQ4qrY\nFV0VwfZDV7/2srqLa1mx7rp2AZFVbKirKIqIKAiiVOkgUqUkBAIhJCSZmXt+f9yZdGpCBu68n4+H\n3sydOzNnQgj3PZ9zPnc2VKtbsruniHhPvdbu2r1VP7hNm6rVg2Zd3fvqtnS329cVfZ271d2WrvRV\nq+teN/Tbv7v/RTXqCFePhVqND+rbEJHd837oK17pS6hWdk1fuLzuncUbuajSJyKHgaQa7jTN8qZ3\nbl5StF33M7Ts5t7OWl9+FS+Q5Aa9Hevdk7XSlUAR8Z4jz4ZFn4IvAG37uOdN4Fb6oGQzl2ilL6Ve\n2ee58FXYOLfodjgIv7wOo/rBdeOKgqOIVCnvh77CSl+ke2dwV8n7Q/ngL9W9M5Ds7gsXlA2EIiKH\nqtrNyw996UvcT+AdB2aPdENfKN+9Tl+tZmWPB3eK5471auIiEi/anAVz3na/jq7ng8jvCFOyOUvu\nFvdDJn9C2ec5uo/7X3HHnAvvXgKj/gQDx7nX8xORKhVHa/oCboBzgkX7oPw1fcZAUi13aqc+4RaR\nw8XurtW3eYlbses0AJZ87n5KH12fU7pzZ1S9Vu5WTVxE4kPrMwHjni8d2bNofyDRrfyXrvSVXs+3\nJ826wsAv3a7Ab/VzP4gS79v+B+RsjfUoJCIOKn2Ou/X5i9buhfKLLsVQ3po+iKzr08JjETmM1G7m\ndt0rznEgYxl0GQgnXg8z34B570LTEyOP2c16vWgzFzVxEYkPKfWg+SnuVPFqpTr61mlRMvTlbi27\nnm9vGh8Pg76G0f3h9e7gL+fcqyKSasBNk4umo0psZSyH4b2gSWe4/stYjyb2QgUw7x33w9fE6jEZ\ngvdDn1O8kUtkfV4ozw191pZf6QM39IV1cVEROYzUbgp52yE/223GAO519oK50LA9NDgWWvaAOaPc\nZgtQ1PWztOMucVu3N2hfNWMXkdi7+kP3fKm0Oi1gzbSi2zlbDmyKZuoxcMM3MPe/7lq/ypKf7f5e\nWztDoe9QsGsbvH8VFGTDmh9h25qiDxLj1c+vwqShbqHphGtiMgTvhz5brJGLL/J2ox08nZBbCSw3\n9NWCgnKuayUicqiKBrisDW7AA9i81N1Gw1vXQfDJDe4njgC1mpT/XPWPhL5PHryxisihp3SFL6pO\nC8je6FYrAonumr4WpxzYa9RtBb3+vtfD9ks4CL+Ogc2LK/d5Zf85Yfj4BrcyfOlI+ORGmP8BnPVg\nrEcWO9lpMPVZ9+tN82MW+uJnTV/04uxQFPqinTzLm955VO+SC5lFRA510fV5O4o1c4l27kyNhMB2\n/d0q37oZ7vQsdSgWkb2p29L9kHzHBnfKeG7m/k/vPJj8CXDEMZCu0FdlNs2H/3SBrx+ErSuL9k8a\nCiu/g/Oeg46XQeszYP778X2txkn/cGcP1m0NmxbEbBjeD33FK30J0dCXX3JbXug77S/Q54mDPz4R\nkcoSDX3FO3imL3Y/WU+q4d4OJMIJ10aO1/X3RGQfFL9sQ95299xqfxq5VIWGx6lBTFX67nHYsRFm\njYCXusC7l8HkJ+Cnl+Ckm9w15ACdr3and5Zebx4v1s+G+e/Bqbe6l0JJW1iyoWQV8n7oK6/SF71s\nQ7TiV17oExE53NRo5P6uKx76Ni8tuy7vxOsBs/v1fCIixRWGvrXFrtF3qIW+9u4U1NzMWI/E+9bP\ngd+/hTPvg7sWwZkPupW/qc9Cq9Oh31NFx7a7ABJrwK/vxW68seI48PX97r/NZ9wLjTtBMAcyV8Vk\nON4Pfbvr3gnFQp+uxSciHuAPQM3GRaEvlA9bfy8b+uq2hL7/hK6Dq36MInL4qdXM/UBp+zrIyXD3\nVa8f2zGV1vA4d7tZ1b6DbsrT7rVfT74ZajaCsx+CuxbD1WNhwJiS129MrA7tL4TFn0FBbuzGHAsL\nPoANc+CcR93mao2Pd/dvmh+T4Xi/kUuJ7p37saZPRORwVLtZUejLWO5Ow2pYTgfObrdW7bhE5PDl\nDxRdqy/3EK30NYiEvvTF0KpHbMfiZRvmwIpvoOffirpEg7t04Og+5T+m01Vuo51l4+H4y6tmnPtj\n1zZYOdn92vjdQlGJrc/d7s+1u60Dkx6Fpl3h+CvdfanHgj8RNv3qrnesYt4PfcXX9AVKr+lTpU9E\nPKZ2M/cfZSjbuVNE5EBFr9UXnd55qK3pq9kIqtU79Ju5ZG2AGg1KVsMOJ1OeKary7auW3aF2C3dt\n26EW+kL58N+L3CBW2YwfBrzvhkZw/8wbHhezZi7eD31OyN2W6N4ZWdMXvQ6fKn0i4hW1m8HSce5a\ngs2LwZcA9Y+K9ahE5HBXtyWs/N69MDtAyiE2vdOYSDOXQzD0bV8Hiz6BhR9D+iL3khWn3xPrUe2/\nDXPhtwnQ8xH30mb7yudzL0r+43Nu85fdXSooFr552A18F70OTU5wi0VOOLJ1St7eX7WaQL02Jfc1\nOh6WfO52M92fymEliIPQV7zSt5s1fX6FPhHxiNrN3A+0cjLcTnapxxy+nyiLyKGjTgvI3uSetCfV\nOjQ/MG94HMx9xz1Z98WgbcX6OTBlWMkLz+dth43z3K+bneSuj/z9u8Mz9E15BpLrwMm37P9jOw2A\nqc/Agg+hx12VP7YDsegTmDUcuv0FOl9VNa/ZuBPMHe1+EFC3ZdW8ZoT3Q58t1r0zej2qMmv6NL1T\nRDyi+GUbNi+Flt1iOx4R8YY6LQDrVkUOtSpfVIP2bnfE7WvKVlgOtvyd8PH1UJAD9Y4s2p9Q3a3s\ndbjUvXzONw/DzOEQzCu6lFhVCxXAwo8gL2vfH5O/E377Gs7ezypfVP0jofmp7mUdfvzX/j++Igzu\n5RLOfBCOiMx82fI7jLsDmp3sNlqpKo07u9u0BQp9lc4p3r0zesmGaOjTJRtExGOioW/zYvci7VrP\nJyKVIXrZhrRF0KRzbMeyOw07uNv0JVUf+iY/4VZvBk3Y84dtrXrAjJdhw+zYNJwpyIWxA2HFxP1/\nbI2GcMp+rOUr7dxhsOCjqr9Qe0E2LPrUrex1ugpOuwM+Huw2Vbl8VNXOhmnY3i1EbZrvXs6iCnk/\n9Nni3Tuj0ztV6RMRj4qGvug/6NE25iIiFVEnUpVwgode586oBscCxl3X1+78qnvdP2bBL6+7FyXf\n2+yKFt0AA2umV33oy8uC9wa4F0o/74X97yAZqOZ26TxQTU5w/4uFXkNh2r9h9ki3kyjAnz8p+jez\nqiRUc5ddxOCyDd4Pfc6+dO9UpU9EPCK5jnsh3JU/uLcbtIvpcETEI2o2Bl/AbZB3qF2jLyqxOtRr\n7c50KG3bGrcAEK1YVpZQPoz7i3tJi3OG7v34anWgUQdYOw14oHLHsic5W+DdS9xAfNlId7ppPKnR\nAPr9E0673a201m0Fbc+JzVgad3KbIlUx74e+4mv6fH63k50qfSLiVca4n1xmLIPEmlC7eaxHJCJe\nUHitvrWHbqUP3CntpTt4BvNgZF+3wVWnq+CMeypv+uePz7u/b//8ccnr1u1Jyx4wZ5R7Hlq68LB1\nJSz+FCp7BuTCj9zppwPe3/319OJBrcbQ98nYjqHR8TD/fchOcy81UkW8H/qKV/rADXhlQl8FStUi\nIoeaWk3dk5AG7aq8JbSIeFjdlm7oO9Su0Vdcww6w/Ct37VpiirtvwQewMw3aXwiLPnZPuDtdBV2u\nrdhsr52b3dB3/ABo23vfH9eqB/zymnsJhNLTQSc8eGDr7fYmpT5c8ym06l75zy37p3End7tpgUJf\npSq8OHvkrQaSioU+XZxdRDwoukahoZq4iEglik6NPJQrfQ3bg3XcD76adnE//J/+H/dE+/LRsDMd\npr8Is9+CX9+t+OulHAH9ntq/x7Q8zd2unVYy9G1bCyu+hTPucztNVibji81lLKSsRh3dbdr8Kq26\nej/0Rbt3mkilL6FasTV9ka1flT4R8ZDolM4GauIiIpUo2sylempsx7En0Q6em5e4oW/ZeMhcCZeN\ncmc+1GzkhrTud8LGuRV/vcadIaXe/j0mpZ77+3nNdDfgRc0d7Y7xxOvd6bTiTcm13OnFVdzMxfs/\nUYWVvsinG4EkCO5yvw7luVU+TX8SES+JVvrUxEVEKlPd1u62xiEc+uq2crtMpi92Lw0w/d/uvnb9\nSx5XsyEcc24sRuhq1R3mveteyN2f4F47b+47cHS/qu8oKVWvcSfYMKdKX9L7dV6nWCMXiKzpK1bp\nU+dOEfGaY89zLzbbQhdmF5FK1O4CuPgNtxHFocrndz/wSl8Ma6e7J9an3X7oVc5adodgLmyc595e\nPh5yNkPXwbEdl1SNxp3cxjq7tlXZS3o/9Nk9NHIJ52s9n4h4T3It6HHXoXeSIyKHt4Rk6DTg0J8h\n1TDSwXP6i+6au85/jvWIymoZaaiyZpq7nT0KareAI3vGbkxSdaIfnGxaUGUv6f0zgr1V+vyq9ImI\niIh4RsMO7tTJFRPh7Efcfg6HmhqpkHqsW41s1x9WT4GefysqUoi3RTt4fn0/1GpSJS/p/dBnI41c\nCit9SZC33f06lKfpnSIiIiJe0iDSuTihOpx0Q2zHsictu8OCD2HWCLfL/AnXxnpEUlWqH+E27Elf\nDPnZVfKS3g99hZW+yEzWhGpuu16IrOnT9E4RERERz2jYwZ3hdeL1+99Zsyq16g6zR8Ks4XDs+W5z\nGYkfF7xYOc9z075Nt/Z+6Cuzpq/UdfpU6RMRERHxjur14abJh34H45Y93K0TUgMXOei8H/qckLst\nvqYvGA19qvSJiIiIeE6TzrEewd7VbAhHHO3OSmt9RqxHIx4XB6FvT5W+fLfLnYiIiIhIVbtslHud\nvkO9I6oc9rwf+mzp7p3VSl2nT5U+EREREYmBRh1iPQKJE96/Tp9TTvdOrekTEREREZE44f3QZ0t1\n7wwkgxN0p32q0iciIiIiIh7n/dBXek1fQiTkhfJU6RMREREREc/zfugrs6YvGvryVekTERERERHP\n837oK697J0BwF4TzwZ8Ym3GJiIiIiIhUAe+HvvK6d0Kx6Z2q9ImIiIiIiHd5P/SV170TIH9Hydsi\nIiIiIiIe5P3QV173ToBd20veFhERERER8SDvhz4n7E7tNMa9Ha3s5WWVvC0iIiIiIuJB3g99Nlw0\ntRMgIbKmr3B6pyp9IiIiIiLiXd4PfdFKX5QqfSIiIiIiEke8H/qsU7LSV2ZNn0KfiIiIiIh4l/dD\nX5lKXyT0FVb6NL1TRERERES8y/uhz4bBV+xtlgl9qvSJiIiIiIh3eT/07XVNnyp9IiIiIiLiXXEQ\n+kLld+9UpU9EREREROKA90OfLVXp85eq9PkV+kRERERExLu8H/qcUt07fT7wJ6rSJyIiIiIiccH7\noc+GwZR6m4FkyNte9LWIiIiIiIhHeT/0OeGSlT5wg14wt+hrERERERERj/J+6Cu9pg9KBj1N7xQR\nEREREQ/zfugrt9JXLOip0iciIiIiIh7m/dBnnbKVvoRI0DM+8AeqfkwiIiIiIiJVxPuhzwm7HTuL\ni1b3VOUTERERERGP837o29OaPq3nExERERERj/N+6Ntd987iWxEREREREY/yfuizYfCVWrcXrfCp\n0iciIiIiIh7n/dDn7Gl6pyp9IiIiIiLibRUKfcaYOsaYj40xy4wxS40x3Ywx9Ywx3xpjVkS2dSPH\nGmPMf4wxvxtjFhhjuhR7noGR41cYYwZW9E2VYJ3dT+/0J1bqS4mIiIiIiBxqKlrpexGYYK09FugE\nLAUeBL6z1rYFvovcBjgXaBv572bgNQBjTD1gKHAKcDIwNBoUK4UTdi/NUFyCKn0iIiIiIhIfDjj0\nGWNqAWcAIwGstQXW2u3AhcDoyGGjgYsiX18I/Ne6fgbqGGMaA32Bb621mdbabcC3QL8DHVcZdk+N\nXLSmT0REREREvK0ilb42QAYwyhgzzxgzwhhTHWhord0EENk2iBzfFPij2OPXR/btbn8ZxpibjTGz\njTGzMzIy9m2U5a7pizZyUaVPRERERES8rSKhLwB0AV6z1p4A5FA0lbM8ppx9dg/7y+609k1rbVdr\nbdfU1NR9G2W5lb5qka0qfSIiIiIi4m0VCX3rgfXW2l8itz/GDYHpkWmbRLabix3fvNjjmwEb97C/\ncuyx0qfQJyIiIiIi3nbAoc9amwb8YYw5JrKrF7AEGAdEO3AOBD6PfD0OuC7SxfNUICsy/fMboI8x\npm6kgUufyL7K4YTBV+pt6pINIiIiIiISJwJ7P2SPbgfGGGMSgVXAINwg+ZEx5gZgHXB55NivgD8B\nvwO5kWOx1mYaYx4HZkWOe8xam1nBcRWx5VT6EtTIRURERERE4kOFQp+19legazl39SrnWAvctpvn\neQt4qyJj2S1nT907VekTERERERFvq+h1+g595VX6tKZPRERERETihPdDn+Oo0iciIiIiInHL+6Gv\n3EpfJOz5E6t+PCIiIiIiIlXI+6FP3TtFRERERCSOeT/0aU2fiIiIiIjEMe+HvvK6dyZUc7eq9ImI\niIiIiMd5P/SVV+mr2wo6XAotT4vJkERERERERKpKRS/OfuhzHPCVepuBJLjs4FwWUERERERE5FAS\nH5W+0o1cRERERERE4oT305BTzvROERERERGROOH90GfLaeQiIiIiIiISJ7wf+lTpExERERGROObt\n0GctYFXpExERERGRuOXt0OeE3a0qfSIiIiIiEqc8HvpC7lbdO0VEREREJE55Ow1ZVfpERERERCS+\neTv0Rad3ak2fiIiIiIjEKW+HPlX6REREREQkznk79DmOu1WlT0RERERE4pS3Q19hpc/bb1NERERE\nRGR3vJ2GtKZPUptGCAAAIABJREFURERERETinLdDn9b0iYiIiIhInPN26FOlT0RERERE4py3Q58q\nfSIiIiIiEue8HfrUvVNEREREROKct0OfuneKiIiIiEic83YaKlzTF4jtOERERERERGLE26HPqpGL\niIiIiIjEN2+HPkeNXEREREREJL55O/Sp0iciIiIiInHO26Ev2r1TlT4REREREYlTHg99IXfr8/bb\nFBERERER2R1vpyFdnF1EREREROKct0OfozV9IiIiIiIS37wd+lTpExERERGROOft0Bdt5KJKn4iI\niIiIxClvhz5V+kREREREJM55O/QVrunz9tsUERERERHZHW+nIVX6REREREQkznk79Kl7p4iIiIiI\nxDlvhz5V+kREREREJM55O/Spe6eIiIiIiMQ5b4e+wkqft9+miIiIiIjI7ng7DWlNn4iIiIiIxDlv\nh75opc8XiO04REREREREYsTboc9RIxcREREREYlv3g59VtM7RUREREQkvnk79EW7d6rSJyIiIiIi\nccrboa+w0ufttykiIiIiIrI73k5DTsjdqtInIiIiIiJxyuOhT2v6REREREQkvnk79Fl17xQRERER\nkfjm7dAXbeSiSp+IiIiIiMQpb4c+VfpERERERCTOeTv0OereKSIiIiIi8c3baciGVeUTEREREZG4\n5u3Q54S1nk9EREREROKat0OfKn0iIiIiIhLnvB36HEeVPhERERERiWveDn2q9ImIiIiISJzzduhz\nwurcKSIiIiIicc3biUiVPhERERERiXPeDn3q3ikiIiIiInHO26HPhsEXiPUoREREREREYsbboc9x\nNL1TRERERETimrdDn1UjFxERERERiW/eTkSOGrmIiIiIiEh883joC6mRi4iIiIiIxDVvhz5dskFE\nREREROKct0Of46jSJyIiIiIicc3boc+GwXj7LYqIiIiIiOyJtxORLs4uIiIiIiJxztuhT2v6RERE\nREQkznk79KnSJyIiIiIicc7boc86qvSJiIiIiEhc83boU6VPRERERETiXIVDnzHGb4yZZ4z5MnK7\ntTHmF2PMCmPMh8aYxMj+pMjt3yP3tyr2HA9F9i83xvSt6JgKqXuniIiIiIjEucpIRP8HLC12+2ng\nX9batsA24IbI/huAbdbao4B/RY7DGNMeGAAcB/QDXjWmkuZkqtInIiIiIiJxrkKhzxjTDDgPGBG5\nbYCewMeRQ0YDF0W+vjBym8j9vSLHXwh8YK3Nt9auBn4HTq7IuAqpe6eIiIiIiMS5ilb6/g3cDziR\n2/WB7dbaUOT2eqBp5OumwB8AkfuzIscX7i/nMRWjSp+IiIiIiMS5Aw59xpjzgc3W2jnFd5dzqN3L\nfXt6TOnXvNkYM9sYMzsjI2Pvg1T3ThERERERiXMVqfR1B/obY9YAH+BO6/w3UMcYE4gc0wzYGPl6\nPdAcIHJ/bSCz+P5yHlOCtfZNa21Xa23X1NTUvY9QlT4REREREYlzBxz6rLUPWWubWWtb4TZimWyt\n/TPwPXBZ5LCBwOeRr8dFbhO5f7K11kb2D4h092wNtAVmHui4Sg5SoU9EREREROJbYO+H7LcHgA+M\nMU8A84CRkf0jgXeMMb/jVvgGAFhrFxtjPgKWACHgNmttuFJG4qiRi4iIiIiIxLdKCX3W2h+AHyJf\nr6Kc7pvW2jzg8t08/kngycoYS8knVqVPRERERETim7evXK5Kn4iIiIiIxDnvhz6ft9+iiIiIiIjI\nnng7Eeni7CIiIiIiEue8Hfp0yQYREREREYlz3g59qvSJiIiIiEic83bocxxV+kREREREJK55O/Sp\n0iciIiIiInHO26FP3TtFRERERCTOeTsRqdInIiIiIiJxztuhT907RUREREQkznk79KnSJyIiIiIi\ncc67oc9x3K0qfSIiIiIiEse8G/ps2N2q0iciIiIiInHMu6HPiYQ+de8UEREREZE45t1EpEqfiIiI\niIiIh0NfYaUvENtxiIiIiIiIxJB3Q1+00qdGLiIiIiIiEse8G/ocTe8UERERERHxfuhTIxcRERER\nEYlj3k1EauQiIiIiIiLi4dDnaE2fiIiIiIiId0OfKn0iIiIiIiIeDn2q9ImIiIiIiHg49FnH3arS\nJyIiIiIiccy7oU/dO0VERERERDwc+rSmT0RERERExMOhT2v6REREREREPBz6VOkTERERERHxcOhz\nIo1cVOkTEREREZE45t3Qp0qfiIiIiIiIh0OfuneKiIiIiIh4OPSp0iciIiIiIuLh0KfunSIiIiIi\nIh4Ofar0iYiIiIiIeDj0FXbvDMR2HCIiIiIiIjHk4dAXcrdq5CIiIiIiInHMu4lI0ztFREREREQ8\nHPrUyEVERERERMTDoU+VPhEREREREQ+HPlX6REREREREPBz6bKR7pyp9IiIiIiISx7wb+gorfd59\niyIiIiIiInvj3USkNX0iIiIiIiIeDn1a0yciIiIiIuLh0KdKn4iIiIiIiIdDnyp9IiIiIiIiHg59\n6t4pIiIiIiLi4dCn7p0iIiIiIiIeDn1a0yciIiIiIuLh0Kc1fSIiIiIiIh4Ofar0iYiIiIiIeDj0\nOZFGLqr0iYiIiIhIHPNu6FOlT0RERERExMOhzwkBRt07RUREREQkrnk3ETlhTe0UEREREZG4593Q\nZ8Oa2ikiIiIiInHPu6FPlT4REREREREPhz7rqNInIiIiIiJxz7uhzwmriYuIiIiIiMQ976YirekT\nERERERHxcOjTmj4REREREREPhz5V+kRERERERDwc+hxHlT4REREREYl73g19qvSJiIiIiIh4OPSp\ne6eIiIiIiIiHQ58qfSIiIiIiIh4OfereKSIiIiIi4uHQp0qfiIiIiIiIh0OfuneKiIiIiIh4OPTZ\nMBjvvj0REREREZF94d1UpDV9IiIiIiIiXg59IfAFYj0KERERERGRmPJu6FMjFxEREREREQ+HPjVy\nERERERER8XDoUyMXERERERERD4c+NXIRERERERHxcOjTmj4REREREZEDD33GmObGmO+NMUuNMYuN\nMf8X2V/PGPOtMWZFZFs3st8YY/5jjPndGLPAGNOl2HMNjBy/whgzsOJvC1X6REREREREqFilLwTc\nY61tB5wK3GaMaQ88CHxnrW0LfBe5DXAu0Dby383Aa+CGRGAocApwMjA0GhQrRJU+ERERERGRAw99\n1tpN1tq5ka+zgaVAU+BCYHTksNHARZGvLwT+a10/A3WMMY2BvsC31tpMa+024Fug34GOq5C6d4qI\niIiIiFTOmj5jTCvgBOAXoKG1dhO4wRBoEDmsKfBHsYetj+zb3f6KUfdOERERERGRioc+Y0wN4BPg\nTmvtjj0dWs4+u4f95b3WzcaY2caY2RkZGXsemNb0iYiIiIiIVCz0GWMScAPfGGvtp5Hd6ZFpm0S2\nmyP71wPNiz28GbBxD/vLsNa+aa3taq3tmpqauufBaU2fiIiIiIhIhbp3GmAksNRa+0Kxu8YB0Q6c\nA4HPi+2/LtLF81QgKzL98xugjzGmbqSBS5/IvopRpU9ERERERIRABR7bHbgWWGiM+TWy76/AMOAj\nY8wNwDrg8sh9XwF/An4HcoFBANbaTGPM48CsyHGPWWszKzAul3VU6RMRERERkbh3wKHPWjuN8tfj\nAfQq53gL3Lab53oLeOtAx1IuJww+NXIREREREZH45t1UpDV9IiIiIiIiHg59WtMnIiIiIiLi5dAX\nUqVPRERERETinndDn3XAV5E+NSIiIiIiIoc/74Y+Te8UERERERHxcOizYTDefXsiIiIiIiL7wrup\nSJU+ERERERERD4c+XbJBRERERETEo6HP2kgjF4U+ERERERGJbx4NfY67VaVPREQ8bMW2FUzfMJ2g\nE4z1UERE5BDmzWsaOGF36/NmphUREdmet50bJ95IZl4mdZPq0qdVH85rcx6dUztjjIn18EQkRsav\nGs+mnE3c2PHGWA9FDiHeTEU2EvpU6RMREY96dvaz7MjfwSOnPMLJjU/ms98/47qvr+OKL68gN5gb\n6+GJSAws3rqYR6Y/wivzXiErPyvWw5FDiDdDX2GlT6FPRES8Z/qG6YxbOY5BHQZx5bFX8tyZzzHl\nyik8fMrDLMtcxshFI2M9RBGpYjnBHO6fcj/J/mRCNsSU9VNiPSQ5hHgz9KnSJyIiHpUbzOWxGY/R\nqlYrbul0S+H+6gnVGXDsAM5rcx6jFo1i3Y51MRylyOFt085NXPHFFXy9+utYD2WfPfnzk6zfuZ6X\ner5Ew5SGTFo7KdZDqlIF4QJ+2vATIxeOPKizHay1zNg4gw07Nxy01zgYPL6mT6FPRCTeWWsJ2RAJ\nvoRYD6VSvDTvJTbmbGR0v9Ek+ZPK3H/3iXfz/brveWbWM7zc6+UYjFDk8Pf8nOdZmrmUh358iGqB\napzV/KxYD2mPxq0cxxervuDWTrfStVFXerXoxScrPiE3mEtKQkqsh1cuay0rtq8g0ZdI3eS61Eys\nic/sXz0qJ5jDhNUTmLJ+Cj9v+pldoV3uc2MrfU1j2Anz7bpvGb5gOL9t+41j6h7Dh+d/iL+K8sbc\n9Lm8ufBNbut0Gx1TO+734z1a6VP3ThERgfxwPjdMvIGbJ94c66FUivkZ8xmzdAxXHnMlXRp2KfeY\nBikNuLXzrUxZP4Upf2h6175atX0VT/z8BOeMPYeZm2bGejgSQ7PSZvHNmm+4/rjraVevHff8cA+/\nbPol1sParTVZa3ji5yc4seGJ3Hy8+7vunJbnkB/OZ/rG6TEe3e49P/t5Lh13KRd8dgE9PuhBl3e6\n0GtsL8avGr9Pj5+6fioXfX4Rj854lKWZS7mgzQW80usVTml8CmOWjqEgXFAp47TWMn7VeC4edzH3\nTbmPoBNkwDEDWL5tOV+u+rJSXmNvJq2dxE0Tb2L6hukM+mbQAVWgPV7p82amFRGRvbPWMvSnocxK\nmwXAkq1LaF+/fYxHdeAc6/CPGf+gYfWG3Nnlzj0ee3W7q/l0xac8PetpTm1yarkVQXF/Rqasn8J7\nS99jxqYZJPgSSElI4bGfH+PT/p+S6E+M9RDjimMdZmycwZerviQ1JZVzW53LsfWOrdJutGEnzNMz\nn6Zx9cbc2vlW8kP5DPpmELdPvp0RfUZwfOrxVTaWffHbtt+454d7SPQnMuz0YYVVpxManECdpDpM\nWjuJ3i17x3iUZU1aO4nRS0bT/8j+nNr4VLbnb2db3jZ+3vQzD/74IFn5WVzd7upyH5uZl8nTM5/m\nq9VfcWTtIxnVdxQnNjyx8Ock4Atwy7e3uEGt7cUVGmfICfHPX/7J2N/GcnTdo3nuzOc4p8U5GGNY\ntGURL817ib6t+pIcSK7Q6+zJ+8ve56lfnqJjakce7/44//jpH9w/9X5WZ61mSKch+/w83kxFWtMn\nIhL3hi8czvhV4xl03CCS/El8uuLTWA+pQmamzWTFthXcccId1EisscdjE3wJPHjyg/yR/QejF4+u\nohEefp6a+RS3T76dlVkruf2E2/n2sm8Zdvow1u5Yy9uL3y73MZtzN5OWk1a1A/W4zLxMRi4cyXmf\nnsf/m/T/mLp+Ku8sfocrvryC/p/159VfX2V99voqGcsnKz5h+bbl3NP1HqoFqlEnuQ5v9H6D+sn1\nGTJpCCu2raiSceyNYx1GLx7NgC8HsKNgB/866180qt6o8P6AL8DZzc9m6vqpBMOH1nU81+1Yx9+m\n/40O9TswtNtQLjjyAq5tfy13dLmDUf1GcXbzs3lq5lO8Nv81rLWFj8vKz2LM0jFc+NmFTFw7kVs7\n3cpHF3xE10ZdS3ww0K1xN46uezSjF48u8fj9lRPM4S+T/8LY38ZyU8ebGHvBWPq26ovf58dnfNzd\n9W7Sc9N5d+m7Ffp+7I61lhfnvsg/f/knZzY7kxF9RtCmdhuG9xlO/yP789r817hv6n37/HzeDH1a\n0yciEte+WfMNL817ifPbnM9dJ97FOS3P4atVX5EXyquU5/9u3Xe8PK9q18t98tsn1EqsRZ9Wffbp\n+G5NutG7ZW+GLxh+yJyoHkrGLB3D+8ve55p21zDh0gncfPzN1K9Wnx5Ne3BOi3MYvmB4mUYNyzOX\nc/HnF3PDNzcQjp5ryAELhoO8Mf8Neo/tzb/n/puG1RvyzBnP8P0V3/P9Fd/z925/JzUlldfnv875\n/zufR396lE07N1X4da21vDD7BS4ddykT10wsDAZZ+Vm8NO8lujbsSp+WRX/PGqQ0YHif4ST6E3nw\nxwcJOaEKj6Ei0nLSuHnizTw3+zm6N+3Op/0/5aRGJ5U57pyW57AzuJNf0vY8NTUvlMcrv75S4ntx\nsOSF8rhnyj34jI/nz3q+TDU9yZ/EC2e9wIVHXsirv77KsJnDmLp+Knf/cDdnf3Q2w2YOo03tNow9\nfyxDOg8ptxpvjOH6465nZdZKpm2YdkDjTM9JZ+DXA/l548882u1R7uhyR5n1hic1Oomzmp3FiIUj\nyMzLPKDXKY9jHb5f9z3Xfn0tIxaO4NK2l/Kvs/9FtUA1ABL9iTzR/QnuOvEuJq6ZuM/Paw72H+7B\n0rVrVzt79uzy79y2Bl7sBBe+Cif8uUrHJSIi+2Zb3jb+Pv3v9GzR84Cm4FhrWbx1MT+u/5HkQDIN\nUxrSsHpDdoV2cef3d9K+fntG9BlBoj+RmZtmcsPEG/hnj39ywZEXVGjck9ZO4t4p9xK2YT6/6HPa\n1G5ToefbF9vyttFrbC+uOOYKHjz5wX1+XFpOGlePvxrHOrzV760qGevhYOr6qdw++XbOanYWL5z1\nQplGDGk5afT/rD+nND6Fl3q+BMDv235n8DeDyQvnsSu0i/+c/R/ObnF2LIbvCfMz5vPoT4/y+/bf\n6dOyD7d2vpUj6xxZ7rFpOWm8vfhtPlr+EQCXtr2Um46/iQYpDQ7otd9d8i5Pz3qaesn1yMzLpOMR\nHbnrxLuYtHYSHyz/gI/O/4hj6h1T5nHfrv2Wu3+4mwdOeoBr2l9zQK9dEWk5aby37D3GLh9L2Ia5\n/6T7ubTtpbud/pofzueMD87g3Nbn8uhpj5Z7zB87/uDuKXezLHMZAKc1OY2HT3mYFrVaHJT38OhP\nj/LJik94pdcrnNHsjN0e51iH52c/z3+X/BeAukl1Oa/NeVx41IUcW+/Yvb5OMByk36f9aF2rNSP6\njtivMc5Om80DPz5ATjCH5898nu5Nu+/22FXbV3HJuEu48pgreeiUh/brdUrLD+czYfUERi0axcqs\nlTSp3oQbj7+Ry9petts/4xkbZ3Ba09PmWGu77u35vRn6tq6El7rAxW9ApwFVOzCRg6AgXMBt391G\nsj+Zx7s/Tp3kOrEekkiF5IXyuHHijczPmA/AwPYDuevEu/baBc1ay6qsVXy1+ismrJ7AuuzyL0vQ\ntEZT3jvvPeol1wPcE4jzPj2PxjUa81bft3b7/I512LBzA6uzVtOuXjtSU1JL3D9twzRun3w7beu0\nZVnmMoZ0GsKQzvu+puJAjV48mudmP8en/T+lbd22+/XYVVmrGDRhEH7jZ1S/UbSs1fIgjfLwsDxz\nOdd9fR0ta7Xk7X5v77az4VuL3uJfc/7Fyz1fpkWtFgyaMAif8TGizwhumXQLLWq2YGRfXQ9xf+UG\nc3lx7ou8v+x9GqQ04JFTH9nnzphpOWm8seANPlvxGbWSajH+4vF7nepc2g9//MAdk++gZ4uePHvm\ns3y58kte+fUV0nPTAbji6Cv4W7e/lftYay1DJg3h14xf+eKiL8r8fhizdAxjl4/lthNuK1z3VRmW\nZS5j9OLRTFg9AQeH3i17c/sJt+/T3+X7ptzHzLSZTL58cpnfr5PXTeaRaY9gjOHJHk+yYecGXpr3\nEsFwkBs73sjgjoMrdT3wFyu/4K/T/soNHW7gzhP3vC4Z3O/3V6u/ItmfzBnNziDBv38dmEctGsUL\nc17gw/M/3Kf13DsKdvDC7Bf4ZMUnNK3RlBfPfrHc8F/aYzMe438r/sdnF322z79frbW8ueBNZqXN\nImNXBlt2bWFHwQ4A2tZty+AOg+nbqu8+dZ02xsRx6Mv4DV45CS4ZAcdfXrUDEzkIHp/xOB/99hEB\nX4CGKQ3599n/LvNJV8gJkZ6bTpPqTap00fveZORm8PnKz7nq2KuonlA91sORQ0DYCXPvlHv5bt13\nPHPmM8xLn8d7y97jjGZn8PTpT5c4icvKz2LxlsUs3LKQRVsWsXDLQrbmbcVnfJzc6GT+1PpP9GrZ\nCx8+d61Vbhpbdm3hlEan0LB6wxKv++aCN3lp3kt8dfFXNK/VvMRrvD7/dRZvXcxv234jJ5gDQKIv\nkYvbXszgDoNpUqMJs9JmMWTSENrUbsOIviO4Y/IdbMvbxmcXfnZQ/85Za7nw8wupmViTMX8ac0DP\nsWLbCm745gYS/Ym83e9tmtVsVsmjPDxk5GZw1firsFjeP+/9PVaKguEgl31xGXmhPEJOiJANMarv\nKNrUaVMYCD++4ON9OimMFWstBU4BeSG3OhnwBTii2hExG8/aHWu58/s7Wbl9JVcdexV3dLnjgP5d\nmJM+h+snXM+DJz/In9vt+4yupVuXMnDCQNrUbsOofqMKp8vlhfJ4b9l7/LLpF4adPoy6yXX3+B4u\n/vxierfszdNnPF24f+xvY3lsxmPUTKhJdjCbHk178NdT/krzms13+1zlsdayOms1czbPYU76HOam\nz2VTziZSAilc0vYSrml/DU1rNN3n55uwZgL3TbmPUX1H0bWRmwtyg7m8Pv91Ri0exXH1j+P5s54v\nfM6M3AyenfUsX6/5mmPrHcubvd/c4/djX63YtoI/f/Vnjqt/HMP7DCfg230vyXKzyR52lTjeWqI3\nswt28qfPzuX0JmfwRI8nSx5bbGOt5fs/JvP87GfJzM9kwDFXc1PHm0n2VyvxstaW/sK1NW8rA8Zf\nRsf6nXiy+zCSA8lYLKWGVfg4C8zbPJf7pv4fbWofRdPqTambXI+6SfU5uu4xdGlwMsX/RSnz7Sh1\nu2GD6nEc+jYvhVdPhctGQYdLqnZgIpVs3MpxPDztYQZ1GMQ5Lc7hrh/uYkf+DoaeNpTz25zPb9t+\n44uVXzB+1XgydmWQWi2V7k2706NpD7o16UatxFoxG/vOgp0MnDCQ37b9RpcGXXjtnNcO2esFyf7Z\nlreNGyfeSLMazbjvpPv2K0Q8PfNp3l36LvefdD/Xtr8WgA+XfchTM5+ide3WXNL2EhZvXcyiLYtY\nu2Nt4ePa1G5DhyM60Cm1Ez1b9Nzvk9f0nHT6fNKHGzrcwB1d7gDcn9Gbv72ZpZlLOf6I4zm67tEc\nU+8Ymtdszterv+bzlZ+Dhd6tejPljyk0rt6YUf1GUTe5Lh8s+4Anf3mST/p/wtF1j96vseyPuelz\nGThhII+d9liFOtEtz1zO4G8GUyOhBv8++9+0q9+uEkdZMcFwkOu+vo7Ljr6MS4++9KC8xh/Zf3Dr\npFtJz01ndL/R+/T+Z6XNYvA3g6mTVIeRfUcW/jln5WfR++Pe9GvVj8e6P3ZQxlvc4i2LuX/q/dx/\n0v2c2fzMvR6/Oms1L897me/WfUfYFq099Bkfz5zxDH1b9a3QeKxj2bwum7ULt7B++TaC+WGwELaW\nzTnphK1DjYQ6BEwijmNxrCUvnMuOYAZgqBlIJWCSsZET9OiJN8W+LnF2akud51pLvtkC1pJIauEx\npR5SbJ/F4hD2ZQIGv1MXY30ljjWlHlvmdrHnd0wu1rcLn1MLYxOwJh9rcoAEfE6NyG33enHGJmOc\n5Mgzln/ObSIvYgBMHsY4GGsAH8b6I2MtuZ4sOh5b+nnKfYGQ+3jrA+NgCh9l3H3lsu6LWEq89r5+\nvFXecWafHy374y9v9Irj0Je2CF7vDlf8F9pfWLUDE09xrMOCjAX4jf+ALoRZUcszl3PNV9fQMbUj\nb/Z+k4AvwJZdW7h3yr3MSZ9Di5otWJe9joAJcHqz0zmp0Un8uvlXZmyaQXZBNgET4O/d/r7PJ4qL\ntixi0tpJXNv+WupXq1+hsQedILdNuo2ZaTO5rv11/HfJf+mU2knBzwPCTphbv7uVWWmzCPgCONZh\ncIfBDO4weK9tq99Z8g7PzHqGa9pdwwMnP1DivhkbZ3DPlHvILsgmtVoqHY/oSMfUjnQ8oiPt67en\nZmLNCo/91km3sjxzOd9c9g0F4QKGTBrCgowFvHDWC+Wuz0rLSWP04tF8/NvHpKakMrrf6MIpXVt3\nbaXn2J4lQuTurNi2gi9XfUmXBl326aS9uIenPcx3675j8uWTK/x3Z/HWxdzy7S1k5WdxWpPTGNxh\nMCc3OjnmswO+Xfst93x/D9X9Nfi4/8c0SmnknqaHLU7IEg45hIIOTtgpfIz7yXnk60gqcKwlHLaE\nHUvYWsJhh5Bj+X37Cl6d/4L7s9ruDlrXOqZY4IhsrcVxomHB3edYy+JtczkiqTFHJDcqeoyFCX98\nyKLMX7il3aMk+2pgHYvjRO53rHusE3nOYl9j3RBki+23JW4X7cfCrvBOZmd+SdDmkWhS6Fr3IgIm\nUPjpf/Q8zlrId3LZkLuIjILVGPw0SGxNgq8aPvz4CJBRsJICJ4/javTBbxJLhqLI97MoLNnCr4sO\ns9gCB196Hv4C9/6tiZZsYwmFLcafiz9lTdFzhqvjFNQDfx7+xAysk0x4V3OsLWq+4TPgMwZTuDX4\nDBT/kYz+fJrI/wyGkC+TfP9qksNHEbC1i46JPM4U+1/IbCeXtTgUUIvjCJBS7KDix5uSt0sdU/Td\ncthq52Ew1DAt2W6Xk0hN6vk6YPCBgTAF7HBWsstuoYZpSm1/yfWKJf7KGfc5M8ILyLVbqO1vQw1/\nYxJMintg4XsyJce8h7+2xQPW+uDP5Ia34OAAlpr+xtQLHEU1X73ynydyOyecwbr8GSSYFFo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P9W/RnQZgCntDylxEAoP5jPI3Mf4cO1HxJ0B15NxvQcw+geow9YVjBX3J197qRtw7b831f/R5+W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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1122bbfd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d[d.time_step<100].plot(x=['time_step', 'mech_step'], figsize=(15,10))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x112559908>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d.Pool.diff().apply(np.sign).hist()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"d['scale']= d.Supply.apply(np.log10)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 2.000000\n",
"1 101.002500\n",
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"10 1150.636955\n",
"11 1178.984943\n",
"12 1178.984943\n",
"13 1178.984943\n",
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"25 1187.033355\n",
"26 1187.033355\n",
"27 1189.635688\n",
"28 1189.635688\n",
"29 1199.085993\n",
" ... \n",
"1971 7478.105520\n",
"1972 7478.105520\n",
"1973 7479.522147\n",
"1974 7479.522147\n",
"1975 7479.523065\n",
"1976 7479.523065\n",
"1977 7479.523065\n",
"1978 7479.523065\n",
"1979 7479.523065\n",
"1980 7479.523065\n",
"1981 7479.523065\n",
"1982 7479.523065\n",
"1983 7479.523065\n",
"1984 7479.523065\n",
"1985 7479.523065\n",
"1986 7479.523065\n",
"1987 7479.523065\n",
"1988 7479.523065\n",
"1989 7479.523065\n",
"1990 7479.523065\n",
"1991 7479.523065\n",
"1992 7479.523065\n",
"1993 7479.523065\n",
"1994 7479.523065\n",
"1995 7479.523065\n",
"1996 7479.523065\n",
"1997 7479.523065\n",
"1998 7479.523065\n",
"1999 7479.523065\n",
"2000 7479.523065\n",
"Name: invar, Length: 2001, dtype: float64"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.invar"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Belief</th>\n",
" <th>Pool</th>\n",
" <th>Price</th>\n",
" <th>Supply</th>\n",
" <th>mech_step</th>\n",
" <th>time_step</th>\n",
" <th>timestamp</th>\n",
" <th>invar</th>\n",
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" <th>0</th>\n",
" <td>10.000000</td>\n",
" <td>10.000000</td>\n",
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" <td>5.000000</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2018-10-01 15:16:24</td>\n",
" <td>2.000000</td>\n",
" <td>0.698970</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>7.000000</td>\n",
" <td>1005.000000</td>\n",
" <td>3.000000</td>\n",
" <td>9.950249</td>\n",
" <td>1</td>\n",
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" <td>2018-10-01 15:16:25</td>\n",
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" <td>2</td>\n",
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" <td>2018-10-01 15:16:25</td>\n",
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" <td>0.696804</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
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" <td>8771.828156</td>\n",
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" <td>2</td>\n",
" <td>2018-10-01 15:16:26</td>\n",
" <td>907.563931</td>\n",
" <td>0.985213</td>\n",
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" <tr>\n",
" <th>4</th>\n",
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" <td>5725.178865</td>\n",
" <td>426.516103</td>\n",
" <td>6.308293</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2018-10-01 15:16:26</td>\n",
" <td>907.563931</td>\n",
" <td>0.799912</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Belief Pool Price Supply mech_step time_step \\\n",
"0 10.000000 10.000000 0.010000 5.000000 0 0 \n",
"1 7.000000 1005.000000 3.000000 9.950249 1 1 \n",
"2 7.000000 502.500000 3.000000 4.975124 2 1 \n",
"3 277.169179 8771.828156 228.660339 9.665245 1 2 \n",
"4 466.287605 5725.178865 426.516103 6.308293 2 2 \n",
"\n",
" timestamp invar scale \n",
"0 2018-10-01 15:16:24 2.000000 0.698970 \n",
"1 2018-10-01 15:16:25 101.002500 0.997834 \n",
"2 2018-10-01 15:16:25 101.002500 0.696804 \n",
"3 2018-10-01 15:16:26 907.563931 0.985213 \n",
"4 2018-10-01 15:16:26 907.563931 0.799912 "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
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"language": "python",
"name": "python3"
},
"language_info": {
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