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Last active October 22, 2017 21:54
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Various development examples of `seaborn.lineplot` functionality
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from __future__ import division"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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nI9MPa7AvYTGeQkq7uLQHfdjVr65PFnfeItjomiqvvAWAloAX77huHQDgxzlG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\n9YUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113c77050>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.lineplot(x=pd.date_range(\"1 1 2000\", periods=100, freq=\"m\"),\n",
" y=np.random.randn(100).cumsum())"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x116306350>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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UmXww0ZNVTQ7tuigFdHgtrQvGICcMCMTAyPxhYdqxAABqeJ05SoO1y2Bp61kPEZP6Wuks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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113bfd610>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"date_range = pd.date_range(\"1 1 2000\", periods=100, freq=\"m\")\n",
"x = np.repeat(date_range, 30)\n",
"y = np.random.randn(100 * 30)\n",
"sns.lineplot(x=x, y=y)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x116430b10>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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IkodWkFN8itT4SO6/clKH9zDGMCYtnlvnjeDeSyaQGB3RZjuXy3D9bCdR9Z+b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\niATu/wF7jPIe0/yVJwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1163dd810>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(data=[np.random.randn(100).cumsum(), np.linspace(0, 2, 100)])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x116306a50>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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10h9CSsmRVOtOjl6aL9HZDmYf5HDOYaaFT2NowFA+TPqQrIosdqTt4PbhtzMj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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11662a950>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(data=np.random.randn(100, 3).cumsum(axis=0))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x116ce1d10>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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JaA1aPkz4kPu7389Tu54i1D2UjdM3olJU14S4peMtNTaLulZycTLzfplHiFsI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\ne3UAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1163061d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = pd.DataFrame(np.random.randn(100, 3).cumsum(axis=0),\n",
" index=pd.date_range(\"1 1 2000\", periods=100, freq=\"M\"))\n",
"sns.lineplot(data=data)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x116cd9150>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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r5AKDqYUAPvbdl/CHD72S8DbRccjF++KVrAAx2+LDWCpr8I0XLiVtXWRgkJ5K\njxPb2qsBAM+fY9aAiKxXcoHBudF5PHK0Hw8d6cOTr43EvY3KGNStgozBa8OzV3QMhCMSQ3ravyPN\nPQnxvOnqFrRVezA2F8D3j/aveFsGBulTxwmcZ0BEuVBygcHuNbV4/41rAQAPPvQKZnxXVu2P6zUG\nDUXalQAAPQ0VcNgEZn0hDEwvPfsfnvEhHJFw2oUp3QFOuw3vv0n7nn7xmfOIROK3LkopowuUGBik\nTBUgvnBunNsWichyJRcYAMDH79yI7novhmZ8+JtHT17x9WIdhxzL5bBhXaO2vnh5AaLqSGip9pg2\nhvj+vV2o9DhwfnQePz8VPxMzsxhCQK/taCji722uXdtdC6ddYGDah8sTC/m+HCJa5UoyMChz2fF3\n910DQBvp+8yZ0SVfN44SijhjACQuQDTqC6qzP0ZQKtwOvPe6NQCAL/7yXNzbjM5pmYsqjwMep920\n517tvC4HdnTWAGCdARFZryQDAwC4rqceD1yvvZD90UOvoHdiAWNzfozM+jDrDwEAGoq4xgCICQwG\nlwYGqiOh3YT6gljvu7EbTrvAoYuTOHJ58oqvj7C+IGPGPAMGBkRksZINDADgE3dtQmddGfqnFnHz\n3z+Ja//qCez9658DABw2gSpPcS/5SdSZ0D+lpaOzGW4UT3OVB/fs0FYyf+mX56/4OgsPM7cvZp4B\n6wyIyEolHRiUux349Dt2oMbrxPKj9jdubSn6NcAqY3BudA6BUHRug1kzDOL54C09AIDHXh3CxbH5\nJV+LFh5mPoa5VO3qqoXLYcPorB/nRueT34GIKEPpr9VbZfaurcNLf3YnAK1qPiK1dj6Xo/hjpvaa\nMlR6HJj1hfD06VHcsaUZQLT40IrA4KrmSrxuYyOefG0UX372Av7ybVcbX2PGIHMepx27u2rx/Plx\nvHB+HOubKvJ9SUQl4dzoHD735Fl8/M6NlvzOLETF/+pnIiEE7DaxKoICQPvvec9ebQPin//Pq1gI\naLUT/SbsSVjJB/SswfcO9y5Z4sTAIDvbOrRBR+eZMSDKmX/9+Rk8fKQf//bU2XxfSs6sjldASuh3\n37AB7TVaHcU/P3EGM74gZn1agNCWxWbFlVzfU4+NzZXwBSP40SsDxue5WTE7ahhV3yRbFoly5aVe\nbXPsgfMTeb6S3MlJYCCE+F9CiItCCJ8Q4oAQYm8unpe0Vre/uGcrAODLz17AEyeGAQC1Xie8LmtO\nkoQQuG8GT0dmAAAgAElEQVS3VoT40OE+4/PMGGSns9YLAOib5M4EolyYnA/g4rgWiJ8ZmTNm3Kx2\nlgcGQoh3AfhHAJ8EsAvAMQA/FUI0Wf3cpLl9czPu3taCcETiz37wKgBr6gtivW1HO2wCOHJ5CudH\n5wBE2xWbqhgYZEJlDHqZMSDKiZf6ppb8/dDF0sga5CJj8DEAX5JSflVKeQLAbwNYAPD+HDw36f6/\nt2xFhduBOX1Gg1X1BUpTlQe3XNUIAHj4SD+C4YixzppHCZlRcydmfSFML145ypuIzHWsd2lg8EKJ\nHCdYGhgIIVwAdgN4Qn1OShnR/359nNu7hRBV6gNApZXXV0qaqzz4xF0bjb/norr2vl0dAIBHjvYb\nxwh2m0Ctt7gHR+WL1+Uwhm71cjQykeVUfcHetXUAgAMXGBiYoQGAHcDwss8PA2iJc/sHAUzHfPTF\nuQ1l6L3XrcF2fbTuuhy0u92xpRmVHgf6pxbxw2NaEWJDhavo50PkUzvrDIhyQkppZAw+pHdanRqa\nWdJptVoVWlfCpwBUx3x05PdyVhe7TeArD1yLv713G96x2/pvrcdpx5uvaQWgFT4CHG6ULXYmEOXG\n5YkFTC4E4XLYcPOGRvQ0lkNK4GAJ1BlYHRiMAQgDaF72+WYAQ8tvLKX0Syln1AeA2eW3oezUV7hx\n/96unC0xUscJ3JNgDnYmEOWGOkbY2lYFl8OG6/TjhIMXVv++EksDAyllAMBhALerzwkhbPrfn7fy\nuakw7F5Ti+56r/F3Fh5mhxkDotw4elkLDLZ3aMev163V9pWUQp1BLo4S/hHAB4QQDwghNgP4dwDl\nAL6ag+emPBNC4N5d0WMLZgyy01nHjAFRLhzTWxV3dumBQY+WMTjeP41Z3+quM7A8MJBSfgfAxwH8\nBYCXAOwAcJeUcnlBIq1Sb9/ZbvyZgUF2jFkGEwvcskhkkUAoglcHZgAAO/SC7dbqMnTVeRGRwIuX\nrlwrv5rkpPhQSvlZKeUaKaVbSnmdlPJALp6XCkNnnRe3bdRmGmxurcrz1RQ3NX9iPhDGVAlURxPl\nw8nBGQRCEdR6neiqix6FqjqD1T4eudC6EmiV+td378QjH7nB6AemzHicdjTpWRdOQCSyhjpG2N5Z\nAyGi7dXReQaruwCRgQHlRKXHiZ1dtfm+jFUhWoDIOgMiK7ykFx6qYwRlX49WgPhK37SxrXY1YmBA\nVGSiBYjMGBBZQbUqbl8WGHTUlqGt2oNQROLIpal4d10VGBgQFZloASIzBkRmm14I4vzYPABgR8fS\nwEAIget6VNvi6j1OYGBAVGQ6apkxILKKqi/orveitvzKvS6qAPGF8wwMiKhAqOmHvawxIDJdomME\n5YZ1DQC0AUhqW+1qw8CAqMjETj/kLAMic6nAYHnhodJV70VnXRlCEYkDqzRrwMCAqMi01ZRBCMAX\njGB8PpDvyyFaNaSUSTMGAHDTem0uyzNnxnJyXbnGwICoyLgcNrRUaVsqeydYZ0BklkvjC5iYD8Bl\nt2FrW+JhbDdv0I4TnjvLwICICgRnGRCZ72ivNur46vYquB2JN9DesK4eQgBnRuYwNO3L1eXlDAMD\noiLE9ctE5lOzCZINY6vxunBNezUA4NlVmDVgYEBUhIxZBmxZJEro9PAs/ubHJ3FqaCal2x+5rGUM\ndqUwpfXG9dpxwrNnRjO/wALFwICoCHVw/TJRUp/5+Rl88Zfn8abPPIM/+N4xDE4n/v/LQiCEU0Oz\nAIBdaxIXHio36XUGz54dX3XdQQwMiIqQUWPA4kOihC6Pa///kBL43uE+3PYPT+HvHzuF+TjzB17u\nm0Y4ItFS5UFrdVnSx969phZlTjvG5vx4bXjW9GvPJwYGREXIqDGYWkQksrrerRCZRU0H/dS927Cn\nuxb+UAT/9tQ5/Mn3j19x26P64qRUsgUA4HbYjW2Lz66ytkUGBkRFqLXaA7tNIBCKYGzOn+/LISo4\nC4EQJheCAIC7t7Xiux+6Hp+5fwcA4NGXBzG9GFxy+3TqCxTVtrja5hkwMCAqQg57zCwDFiASXaFf\nr7+pdDtQXeaEEAJv3d6Gjc2VCIQj+PErg8ZtpZQ4qgcGO7tSyxgA0QLEAxfG4Q+FTbz6/GJgQFSk\nOus4y4Aokb4p7f8X7bXRegEhBN62sx0A8MjR/uhtJxcxNheA0y6wta065efY1FKJhgo3fMHIqlrD\nzMCAqEipLYucfkh0JZUx6KhdWkh4z442CAEcvDBh1CCoY4StbdXwOBMPNlpOCIGb1mtrmJ89u3ra\nFhkYEBUpTj8kSqxfZQxqlgYGbTVl2LdWezH/wUsDAKKFh+kcIyg3bdD2JqymAkQGBkRFSnUmnB+b\nz/OVEBUelTFor72y9fDtMccJUsqMCg+Vm/Q6g5f7p/GLU8OZXm5BYWBAVKS2d2pnocd6pxAIRfJ8\nNUSFJZox8F7xtbu2tcDlsOHsyBwOX5rEiQFtMmImGYOWag/ee10XpAQ++q2X8NpQ8c80YGBAVKTW\nNVagrtwFfyiCV/pXT+ETkRlWyhhUeZy4Y3MzAOAvHz2JUESiqdJ9xbFDqv78rVuxr6cOc/4Qfuvr\nhzBe5C3EDAyIipQQAnu7tQErBy5M5PlqiApHIBTB8Ky29TDRi706TjjWqw826qqFECKj53Pabfj3\n9+7Gmnov+iYX8dvfOFzU7YsMDIiKmJq8dpCBAZFhaNoHKQG3w4aGClfc29xyVSNqvU7j75kcI8Sq\nLXfhyw/sQaXHgUMXJ/HHDx8v2h0KDAyIipgKDF68OIkwRyMTAQD6prQ2xPaasoRZAJfDhjdf02b8\nfdea9AsPl1vfVIHPvWcX7DaBh4704SPfPIIZXzD5HQsMAwOiIra5tQqVbgfm/CGcHExttSzRardS\nfUEsNezIZbdhW3vqg41WcstVjfjUvdvgtAv85PgQ3vqvzxrFjcWCgQFREbPbBK7t1t7psM6ASJNo\nhsFyu7pq8Bf3bMU/378jrcFGybzz2k5890PXo63ag4vjC3j7vz2H7xy6XDRHCwwMiIrcXn1Yy8EL\n43m+EqLCYGQMkgQGQgj8xvXduHtbq+nXsLOrFo9+9Ga8bmMj/KEI/vChV/C9F/tMfx4rMDAgKnKx\nBYjF8o6EyEr9cfYk5IMqSHzvdV0AgCdfG8nr9aSKgQFRkdvWXg2P04bJhSDOjswt+dp3D/XiI988\njMVA8bZOUXZK8Wef6lFCLthsArdvbgIAXBwvjr0mDAyIipzLYTNGucbWGbw2NIs/fuQV/PiVITx9\nevUseKHUffpnr+GaT/7U6NUvBZGIxOCUPsMgzxkDZU19OQDg8vh8UWT1GBgQrQLL5xlIKfGn3z+O\nkN7CqN5BUWnZf24cwbDEUX0XQCkYnfMjEI7AbhNoqfLk+3IAaAvPhADmA2GMzQXyfTlJMTAgWgWW\n1xk8fKQfBy9Gswf93MBYkkb06X+TC8XXS58ptUq5pcoDh70wXuLcDjvaqrXsxaXxwl96VhjfNSLK\nys7OWjjtAkMzPrzSP42/+fFJAEBPo5bC7J8qjrNNMo+UEsMz2sz+yYXCf5dqlr4UZxjk2pp6bZnT\npSKoM2BgQLQKlLnsuKZDG+n64W8cwfh8ABuaKvCJN24EwKOEUjSzGDK2bk7Ml05goP6tdxRA4WEs\nVWfAjAER5Yw6TlC/GP/ybVcbv4x4lFB61DECAEyV0FFCqlMPc61bZQwmSjRjIIToFkJ8WQhxQQix\nKIQ4J4T4pBAi/jYLIsqaCgwA4N6d7djXU2/8cpxcCGLeH8rXpVEeqGMEoDQzBoXQqhhLHSUUQ8ui\nw6LH3QQt6PgQgLMArgbwJQDlAD5u0XMSlbRr19SixuuETQg8ePdmANre+UqPA7O+EPqnFnFVc2We\nr5JyJTZjUEo1BoWaMSimowRLAgMp5WMAHov51HkhxEYAHwYDAyJLVHqceOx3b4HdJtBY6TY+315T\nhlNDs+ifZGBQSkoxYyClLPiMwdRCENMLQVTHrHwuNLmsMagGwC0vRBZqqfYsCQoArYcaAPpYgFhS\nYjMG/lCkJCYgTi0EsaD/d7YVWGDgdTmM/29emijsrEFOAgMhxHoAvwPgC0lu5xZCVKkPAHx7Q5Ql\n9c6JBYilZWTWv+TvEyVwnKCyBQ0VblO3JZqlu0haFtMKDIQQfyuEkEk+Ni27Tzu0Y4XvSSm/lOQp\nHgQwHfNRHKuoiApYR632y4gti6VlZMa35O+TJXCcUKgzDJSuuuKoM0i3xuDTAL6W5Dbn1R+EEG0A\nngSwH8AHU3j8TwH4x5i/V4LBAVFW1C/J/snCfpdC5lqeMSiFAsRCnWGgdBdJZ0JagYGUchRASttY\n9EzBkwAOA3iflDKSwuP7ARj/moUQ6VweEcVhHCUwY1AypJQY0YsP22vK0D+1WBIFiIXakaCsaVDL\nlAo7MLBqjkE7gKcAXIbWhdAohGgRQrRY8XxElJj6JTky6zcm4dHqNusPYTGoFeFtbNFKtUrhKEGN\n/i60jgRlTZ3KGKyuo4RU3QFgvf6x/CiAaQCiHKovd8HjtMEXjGBwetHop6bVS2ULKt0OtFZrGwYn\nSmD6YaG2Kird+v/3Rmb9WAiE4HVZ9RKcHUsyBlLKr0kpRbwPK56PiBITQhitW+xMKF7BcASPHR/C\nQiD5BEvVqthU5UZduTZwdmqV1xjM+UM4P6q9E++oK8zAoNrrRI0+v+DystHI0wUUuHFXAlEJUO+g\nOMugeH3+qXP47W8cxhd/eT7pbVXGoKnSg1qvFhhYWWNwrHcKJwdnLHv8VHzzhUtYCITR01iODU2F\n2+luHCeMRQODsyNzuPavH8dHvnkYkYjM16UZGBgQlYCOWmYMit1Tp7W671ODs0lvG5sxqC3X3qFa\n1ZUwPufHO77wPN72uefQm6cFQb5gGF965gIA4MO3roPdVrjJaXWUdzlmyNFDR/oQDEv4gxHYCuDa\nGRgQlQB2JhS3hUAIx3qnAACD08l/hipj0FwVzRhMzluTqj58aRKBUAT+UAR/8+OTcW8z7w/hBy/1\nW7bI63uH+zA250d7TRnetrPdkucwy/JlSuGIxCNH+gEA9+3uyNt1xWJgQFQC2pkxKGqHL00ipKeY\nB6Z9SW4NDM+qo4RojYFVGYMjl6eMP//k+BD2nx1b8vVgOILf+voh/O63X8Lnnjxr+vMHwxF84elz\nAIAP3tIDp72wX9aMjIEeGOw/N4ahGR+qy5y4fXNTPi/NUNjfQSIyRXsNpx8WsxfOjxt/Hp31wx9a\nee+BmnrYVGV9jcGRy5MAolmpP//hqwiFo22xf/Pjk3jhvLYm5+nTKY3BScsPjw2gb3IRDRUuvGtP\np+mPb7bokCPtKOG/D2uNe2/Z3gq3ozDGODMwICoBKmMwMLWIcAEUN1F61AurMjztT3BLzWhMxqBW\nzxhYsUgpGI7g5T4tY/Av796BWq8Tp4fn8I0XLgEAHj7Sh68+d9G4/YnBGVPnKUQiEv/+lJYteP9N\nawtyP8JyXXpgMKAPnfrpq0MAgF/dXThBDQMDohLQXOmG3SYQisglW/cycXJwBr/yL8/giRPDJl0d\nrSS2vqDCrfW9DySpMxhWGYNKN8pddrj09LrZi5RODs7AF4ygusyJnZ21+P07NwIA/vHx03j69Cge\nfPgVAMBHX78eG5oqICVw4ML4Sg+ZlsdPDuPMyBwqPQ782r41pj2ulRor3PC67IhI4Au/PAdfMIJ1\njeXY3lGd70szMDAgKgEOuw0tVdqgm2zrDH78yiBeHZjBd17sNePSKAlVX9BeU4Zt7dqLx0oFiHP+\nEOb1zEBTlQdCiGhngsnHCUcuaccIO7tqYLMJvHtvFza3VmHGF8IDXzkIfyiC2zc14ffecBVuWFcP\nAHjurDmBgZQS/6bXLDxwfTeqPE5THtdqQgijzuA/9muZlft2dxTUCgAGBkQlwihAzLLOQA1myVdr\nWqlR9QX7eurRWqMFdwNTibM+qr6g3GU3MgxW1RmowsNdXbUAALtN4JNv3Wp8vaehHP90/w7YbALX\nr2sAoBXbmeHVgRkc65uGx2nD+27sNuUxc0XNMlgMhiEE8PYC66RgYEBUItQsg74sMwYqMOibXISU\nrFewmqov2NdTh7Zq7We4UsZAbVVs0jNEQDQwMLszQRUeqsAAAPaurcP7b1yLtQ3l+MKv7zbeyV/f\nUw8hgHOj88ZRRzaO6scre9fWo77CnfXj5dKaBq/x55vWN6C1urAmNTIwICoRHSbNMlCZgjl/CFMF\nNMZ1NYqtL4jNGAyulDGIKTxUjJZFEzMGI7M+9E0uQghge+fS8/E/e8sWPPnx27ChOTqBsNrrxNVt\n2u3MyBqo78uOAjqbT9Wauui+kvt2FcbsglgMDIhKhBmzDBYCIYzNRV9cls97J3PF1hd01nmjOy9W\nCO5iWxUVNZ/fzEVKRy5pL8wbmytRmeL5vqoz2G9CnYEKDLZ31mT9WLnW06gFBhVuB964tfCWDjMw\nICoRZswy6J1Yet/eSQYGVlL1Bdf11AFAzFFCZhkDMxcpHVXHCGtqk9wy6ob1qs5gPKtjqFlfEGdH\n5wAA13QUX2Cwt7sOH339evzTu3agzFV4LZaFufORiEwXmzGQUmZUBb08Q7A8UCBzResLtHfa6ihh\nejGYcG2vyhg0V0UDAyuKDw9furK+IJk93bVw2AT6pxZxeWIh4xXgr/RPQ0ptqFJjZXHVFwCAzSbw\nMb21sxAxY0BUIlqrtReVxWAYkxmmlJd3IvAowTqx9QXX64FBlccZnWWQoM5gOGazomL2IqVAKIKX\n+6cBALu6Un/H7nU5sFO//f5zmR8nHOvVnntHER4jFAMGBkQlwuO0G++uMq0zUIFAg14F3sejBMvE\n1heojhIgGuAl6kyI3ayoRDMG5tQYnBicQSAUQa3XibUN6b3rv2Fd9DghU9H6guIrPCwGDAyISkh0\ny2JmL+gqY6CKyDjLwDqx9QWxxz6t+s8wUWdCtMYgmjEwu8YgOtioNu0jKfVv5/lzYxnXGRzTxzBv\nL8L6gmLAwICohLRnOctAZQxuXK/9cu/n7gXLvHhRe/Hdt7Z+yefb9IxBvLHIi4EwZn3aauP4GYOA\nKbMnovML0n9h3tFVA4/ThrG5AE4Pz6V9/+EZHwanfbAJ4Op2ZgyswMCAqIRkM8tASml0IVzbXQen\nXSAYlhgyYVgNXUl1HqxtXJqqVy2LA3F+huoYocxpR6U7Wpi4ZJFSMPtFSkeXTTxMh9thx55urcsi\nk3kG6hjhquZKlLtZP28FBgZEJUSdTw+t0O6WyOicH75gBDYBdNZ6jWMJtVeezDU+px0JNCyb6het\nMbjyZxideuhekuKPXaSUaeGpMjTtQ//UImwi8xkCqs7g2TMZBAY8RrAcAwOiEtKSQh98IqqeoLW6\nDC6HDZ36vHfOMjDfYiBsLEKqr3At+dpKGYPYrYqxhBDGkKNspx++1KsdI2xsqcr4HfvrNjUCAJ4+\nPbrieOd4VEdCMQ42KhYMDIhKSFvNyhXtK1H1BZ11Zfr/aoFBHwsQTTemZwtcDtuSIwFgacZgeb3A\nyMyVexIUVYCY7SyDc6PzAIDNLZVJbpnYppYqXLe2DqGIxNf1DYOpiERkNGPAjgTLMDAgKiEt+ovK\nyKwfwXAkrfuqYUZdekDQWav9L2cZmG9cf/FuKHddUfWvFu4sBMKYWQwt+Vq8qYeKWYuULo5pgUF3\nmm2Ky/3WTWsBAN86eBkLgVCSW2sujM9j1heCx2nDVc2ZBya0MgYGRCWkodwNp11ASmBUfxFJlQoA\nVGDQZRwlcPqh2cb0n01DnBf4MpcdtfqxwPLOBGNPQmXijEG2RwkXx80JDG7f3IyuOi+mF4N46HBf\nSvdRhYdXt1XDaefLl1X4nSUqITabQHNVZscJ0aMEPWOgHylwloH5xue1wKC+3BX366rOYPnPUGUM\nYschK2YtUrqoF5t213uT3HJldpvA+27sBgB85bmLiKTQ9lrMi5OKCQMDohKzUlX7SnqXBwb6UcLI\nrB8+E1rgKEptsKyviL8HQB0n9C8bcjRsccZgzh8yMk2Z7jmI9Y5rO1HpduDC2DyefG0k6e2P9bHw\nMBcYGBCVGKMzIcHkvHj8obAxr0AdIdR4nUZhHEcjm2ssQauiYhSRxnQmSCmjgUGcjIEZNQaX9GOE\nunIXqstSW7W8kgq3A/fv7QQAfPnZCyveNhCK4MTADABgB1sVLcXpEEQlpi2DjIG2kRHwuuxGelsI\ngY46L04OzqB3YhHrm1gMZpZxPWPQUBH/KKE1TtvpkcuTmPGFUOa0G9mcWGYsUro4Zs4xQqwHbujG\nl5+9gP3nxnFiYAZb2qrgC4Zx6OIEzo7ModztQJXHicmFAAJhbT+DOsYiazAwICoxqjNhaCb1GgOj\nvqDWu6RKvrO2DCcHZ9iZYLJUMwaxswy+c6gXAHD3tlaUuexX3MeMRUpG4aEJxwhKR60Xb7q6FY++\nMog//cFxeF12HLwwAX8oftfM9s6ajFaGU+oYGBCVGPVuM9Ha3nhU54GqL1CMzgQGBqYaN2oMUssY\nzPlD+NHLgwCAd17bEfc+ZtQYmNWquNz7b1qLR18ZxGF9OROgFVDu6KyBPxTBrC+EmcUgQhGJX9+3\nxtTnpisxMCAqMZmMRe5d1qqoqECBGQNzqYxBffnKGYOhaR8iEYlHXx7AQiCMtQ3l2Lu2Lu59YmsM\npJQZvetWGYM1Jh4lAMDuNbX48G3rcGZ4Fteva8AtGxqwvqmCmYE8YWBAVGJajSFHPoTCEThS6AdX\n+xC6lp3tGi2LnGVgmnBEYkKvA2iojJ8xaK7yQAggEI5gfD6A776ozQF4x7UdCV9Mly9S8rrS//Wv\nWhXXmpwxAIA/vGuT6Y9JmWFXAlGJaahww2ETiMho33syy2cYKF0xY5HNWOdL6h09IARQ540fGDjt\nNmO64TNnRnH40iTsNoFf3RX/GAFYukgpk7HIZrcqUuFiYEBUYpYOOUp+nCClTHiU0KFXv8/6Q5jK\ncnAOadQxQq3XtWI2R9UZfPYXZwEAr9vYGHdHghK7SCmTn5XZrYpUuBgYEJWg6JCj5EcA04tBzPq1\nWfYdy9rgPE678c6VWxbNYRQeJph6qKg6g/N6QeA7r+1M+tjZLFKyolWRChMDA6IS1KqP1E2lAFEd\nIzRWuuO2wRnrlydYZ2AGo/AwQUeCojIGgHY89LpNTUkfO5shR1a0KlJhYmBAVILSGYu8fHnScp21\nZUtuR9kZM4Ybxe9IUNS+BAC4b1d7SkuFsssYWNOqSIWHgQFRCWpJY5HS8nXLy0W3LDIwMMN4kuFG\nippgCWg7B1KhagwmM6gxsKpVkQqP5YGBEMIthHhJCCGFEDusfj4iSs6YtZ9GxmB5R4LSwSFHpopO\nPVz5KGFnVy28LjveuLUZ65sqUnrsbIYcWdmqSIUlF3MM/h7AAIDtOXguIkqBWqSUSo3Ba0Pa4prE\nRwna5y/oqWbKzniSzYpKS7UHR/70DthtqQ8BUoWiZ0Zm07omtiqWFkszBkKINwG4E8DHrXweIkqP\nqjEYntGGHCUyMuPD0d4pAMCN6+vj3mZLWxVcdhv6JheN7XeUuejUw5UzBoDWFZJKbYFy20atQPHg\nhQnjhT4VbFUsLZYFBkKIZgBfAvDrAFLKMerHDlXqAwDXtRFZIHbI0ehc4heIn54YhpTAjs6aJVXw\nsarLnHjDFu0F5+EjfZZcbykxig8rV84YZKKzzovtnTWISOCx44Mp34+tiqXFksBAaDM5vwbg81LK\nF9O464MApmM++FuGyAL2FIcc/fT4EADgTVe3rPh49+7UJu59/6WBFTMQtDIpJcbn9RqDBHsSsvXm\nba0AgB++nEZgwFbFkpJWYCCE+Fu9iHClj00Afgfau/1PpXk9nwJQHfOReL4nEWXFaFlMsGVxcj6A\n58+PAwDuShIY3LqxEXXlLozN+fHMmTFzL7SEzAfC8AW1wCrRnoRs3X2NFhgcujiB4ZnUFmmxVbG0\npJsx+DSAzUk+zgN4PYDrAfiFECEAZ/X7vyiE+HqiB5dS+qWUM+oDQHoVMkSUspYk0w8fPzmMcERi\nc2tV0oIzp92Gt25vAwA8xOOEjKlWxTKnPaMlR6lorynDrq4aSAn8+JXUsgaX9I4EtiqWhrQCAynl\nqJTyVJKPAICPQutC2KF/3K0/xLsA/B9T/wuIKCPJhhypY4S7tq6cLVDu0xf4/OzEMKYXuTchE6lO\nPczWm6/RgrhHUzxOuKAfJbBVsTRYUmMgpbwspTyuPgCc1r90TkrJtxNEBaB1hZbFWV/QOBJ407bU\nAoOr26uwoakCgVAEP0nxnSgtlerUw2zdva0VQgAvXprEwNTKQ67Yqlh6OPmQqESttEjpyddGEQhH\n0NNQjg0pDs8RQuBePWvw8JF+8y60hIwbgYG1GYOWag/2rKkDkPw4ga2KpScngYGU8qKUUkgpX8rF\n8xFRci0rHCWoVra7rm6B1mSUmrftbIMQwMGLE7g8zkmI6RpLcRyyGX5FL0L8UZLjBNWqyPqC0sGM\nAVGJUkt4Rmb9S1oMfcEwnjw1CiB5N8JyrdVluHFdAwDgkaPMGqRrPEc1BoB2RCQE8FLv1IrjrFWr\n4loeI5QMBgZEJaqhwg27TSAckcbZNgA8fXoUi8Ew2mvKsK29Ou3HvW93OwDg4aN9kFKadr2lIFc1\nBgDQVOnBdWuTHyeoVkXWF5QOBgZEJcpuE2jWp+sNxNQZqG6EN25N7xhBeePWFnhddlwaX8CrHJGc\nlmhXgvWBARDTnbBCYKBaFbsbeJRQKhgYEJWw1pqlnQnHeqfw2Kt6m2KaxwiK1+XAXv2d6MELEyZc\nZekY17ceNqSwJ8EMr9ukjbI+MTCTcGIlpx6WHgYGRCUstgDx8KVJ/Nr/PYCFQBjXra3D7jW1GT/u\nnm4tMDh0kYFBOoziQwv2JMTTWuWBx2lDKCLRN3lld8pCIIQRvVWRgUHpYGBAVMLa9MDg8RND+I0v\nH8fZzvoAABjlSURBVMCsP4S9a+vwld/ck9Y63+Wui8kYsM4gNcFwBFML2mCoVDYrmsFmE8YLfry1\n2eoYocbrRLWXrYqlgoEBUQlr0YccvXB+AvOBMG5YV4+vvW8Pyt3ZjePd1lENl8OG8fkAzsd5waEr\nTejHCDYB1HpzExgAQE+jFhjE+zmpGQYsPCwtDAyISpgacgQAN29owJcf2GPKjH63w46dnTUACrvO\nYGzOj3s++yz+7rFT+b4U4xihrtwNWxbZmnRFMwZzV3zt4jjXLZciBgZEJeza7lo0Vbpx97YWfOk3\nrkWZy27aY6sCxEMFHBh87smzONY3je8c6s33peRs6uFyav+BGmQUixmD0mTN+i4iKgpNlR4c+OPb\nM2pLTEYVIB4o0MBgcHoR3zxwGYCWxvcFw/A4zQuM0pXLqYex1FFCvBoDFSwwY1BamDEgKnFWBAUA\nsGtNLew2gf6pRfQnWdSTD//25DkEQtEWveGZ+Fsmc0VlDHIx9TDW2gZtF0b/1CJ8wfCSrzFjUJoY\nGBCRJSrcDmxtqwJQeMcJfZML+PYhLVvgdmi/BhOtn86VfGUMar1OVHm05PGlmP0WvmAYA/r3hBmD\n0sLAgIgss1c/TjhYYPMMPvuLswiGJW5YV49dXdq8hnjrp3NpLE8ZAyEE1jZqWYPYAkS1P6HS7UBd\njtonqTAwMCAiy+wpwAmIl8bn8b3DfQCA37/zqpj103k+SpjXMwbluc0YAEBPw5Uti6ojYU2D17Lj\nJipMDAyIyDKqAPHsyJyxOTDf/uXnZxGOSNx6VSN2r6kzpj8OTee3DiI69TD3785VZ8KF0WhgwPqC\n0sXAgIgsU1fuwoYmLU196OJknq8GODc6h0eOatmC//eOqwCgcDIG6ighDxmDbtWyOB6bMVA7Elhf\nUGoYGBCRpYx5BgVQZ/D1/RcRkcDtm5qwQx/ApKY/DuWxK0FKGZ1jkKM9CbHUUUJsy6IqRGTGoPQw\nMCAiSxXKpsVAKIIfHhsAAPz69WuMzxdCxmByIYiAvt0wV3sSYqmMwdhcADM+bV8DtyqWLgYGRGQp\nVWfw6sA05vyhvF3H06dHMbkQREOFGzetbzA+r2oMxub8S+Ya5JJ6p95a7cnLkKUKtwONeqbi4tg8\nAqEI+vVtizxKKD0MDIjIUm01ZeioLUNEAocv5a/OQNUW3LOjDQ579FdfndcFl90GKYGR2fxkDc6P\nam2CagphPqyNOU7om1xARAJlTrsRMFDpYGBARJbbqc8KODU4k5fnn14M4omTIwCAt+9sX/I1m02g\nuVp78cvXLAPVJtijTyHMB6NlcXQ+pr6ArYqliIEBEVlOLQaaXAjm5fl//MogAqEIrmquMKYxxmqt\n0goQ81VnUEgZg4vj86wvKHFcokRElqsp0wKD6cVAXp7/kSP9AIB7d3XEfQfcrNcZ5Gtfwnl9fkBP\nY/4yBt0xRwm1Xu3ntaaB9QWliBkDIrJcbbkTADA5n/uMQe/EAg5enIAQWn1BPOl0JpwZnsXdn3kG\n/6N3OGQrHJFG6l6l8/OhJ2bIkSqGXFPHjEEpYmBARJar8aqjhNxnDB45qmULblhXj1Z9ZsFyLVVq\n+mHywOBffnEWJwZn8N1DvaZcX9/kAgLhCFwOG9pq4l9fLnTVeyEEMOsP4aXeKQDsSChVDAyIyHI1\nZVrGYHoxtxkDKaURGLx9Z0fC20UzBiuPRR6d9eOx44MAgAGTVkmrY4S19eWw2/JX6Od22NGuBybq\n57QmjxkMyh8GBkRkudo8ZQxe6p3ChbF5eJw23HV1S8LbRfclrJwx+O6LvQiGJQCgf2oRUsqsr9Ho\nSMhj4aGyNiYQcDlsaNUzKVRaGBgQkeVqvHqNwULQlBfTVH1fzxa8cWsLKtyJa63VEcPwrB/hSPzr\nC0ck/uvAZePv/lAEE/PZBzqF0JGgxNY4dNV5YctjBoPyh4EBEVlOBQaBUAS+YO6mC6rZBW/dHr/o\nUGmsdMNuEwhHpLHlcLlfnh5F/9QiqsucqNX/e8xobzQ6EvI4w0CJzRiwvqB0MTAgIstVuB1w6O8+\nc3Wc0DuxgP6pRThsAvt66le8rd0m0KRP+Ev0Yv+NFy4BAH51dwe69P7+fhPqDM6PFU7GoDsmMODy\npNLFwICILCeEyHlnwvPnxgEA2ztrUL7CMYISrTO48sW+b3IBv3hNyz6857outNdot822AHHOH8Lw\njJahyOcMAyU2a8GMQeliYEBEOaGOE6ZzNP1w/7kxAMD1SbIFykqzDL59sBdSai2P6xor0KbXJGQb\nGFzQjxEaKlyo1js38qm9tgxOu5bZYcagdDEwIKKcqI0pQLSalBLPn9cyBtevSy0waNHHIi/vTAiE\nIvi2PrPg1/Zp65rVvIGBqexqDNQxwtoCaQu02wTu3NKCpko3tnfW5PtyKE84EpmIciKXRwkXxuYx\nPOOHy27D7jW1Kd0nUcbgZyeGMDbnR2OlG3dsaQYAtOlHCdnWGBRS4aHy2ffsRDgil2ygpNLCwICI\nciKXQ4726/UFO7tq4HHaU7pPolkG331RW9d8/55OOPUXS5UxSDYQKZlCmmGgCCHgsLNNsZQxJCSi\nnKgt1zMGJvT+J6OOEW5Y15DyfYyMwUz0xX5yPoDnzmq1CrHrmlVgMDLrRyCUeftldIZB4WQMiBgY\nEFFO1OSoxkBKiRfOpVdfAEQzBsPTfmMI009fHUI4IrGltWrJi3d9uQsuhw1SZr6RUUppLCsqpIwB\nkaWBgRDiV4QQB4QQi0KISSHE9618PiIqXLlavXx6eA7j8wF4nDZs76xO+X5NlR4IAQTC0YmGP3pZ\n24vw5u2tS24rhDD2CmRaZzA048NCIAyHTaCrjq2BVDgsCwyEEPcB+E8AXwWwHcCNAP7LqucjosKW\nq66E5/U2xT3ddXA7UqsvALTdAPXl0SFH43N+o+XxV7a1XnH7tixnGajCw646r1G7QFQILCk+FEI4\nAHwGwB9IKb8c86UTVjwfERW+XHUlqMLDZNMO42mt9mBszo+haR+O9U0hIoFt7dVxe/pbs5xlUEg7\nEohiWRWm7gLQDiAihDgqhBgUQvxECHH1SncSQriFEFXqA0ClRddHRDmWiwFHkYjEgQsTANKrL1Ba\njAJEHx7VjxF+5ZorswVAtACxP8NZBudUqyILD6nAWBUY9Oj/++cA/grAmwFMAnhKCFG3wv0eBDAd\n89Fn0fURUY6p1ctTi9ZtWDwxOIPpxSAq3A5c0556fYGiOhOO903jBb2zId4xAgBjLHKmLYuq8LBQ\nhhsRKWkFBkKIvxVCyCQfm2Ie96+llA9JKQ8DeB8ACeAdKzzFpwBUx3x0pP+fRESFSGUMwhGJGV/I\nkudQ+xH2dNdmNKBHZQy+/1I/IhLY3lGNzgSFgdHphxkeJajlSQwMqMCkW2PwaQBfS3Kb8wBUiG3U\nFEgp/UKI8wC6Et1RSukHYOw8FYJDNohWC4/TDo/TBl8wgumFoCW7ATKZXxBLZQz8+myCN1+TeF2z\ncZQwuQgpZVq/r3zBMPomtYCCRwlUaNIKDKSUowBGk91OCHEY2gv8RgDP6p9zAugGcCntqySiVaHW\n68LgtA+TCwF0mby9LxiO4GAW9QVAdF+C8qZtLQlvqxYpzQfCmPGF0gp0Lo0vQEqg0uNAQ4Uro2sl\nsoolNQZSyhkAnwfwSSHEnUKIjQD+Xf/y96x4TiIqfFZ2Jhy6OIE5fwh15S5sbq3K6DFUxgDQxil3\n1CYOXspcdtTp0xzTOU64ND6PT/z3MQDAhqYKZkap4Fi5K+EPAISgzTIoA3AAwOullJMWPicRFTA1\ny8CKfQlPnBgBALx+UxPstsxebFtiAoNERYexWqs9mJgPYGBqMaVg5PtH+/En3z+OOb+WYfjEXZsy\nuk4iK1kWGEgpgwA+rn8QEUXHIpu8L0FKicdPDgEA3rC5OePH8Tjt2Nxahb6JhRXrC5S2mjK8OjCD\ngekrWxbDEYnJhQDG5vwYnwvgoSN9ePhIPwBgb3cd/vn+HUadAlEh4XZFIsqZ6FGCuRmDMyNz6J1Y\nhMthw80bMis8VL79gX1YDIaXZA8SaU/QmfBnPziOb7xwCZFlXZk2Afzu7Vfhf79+fcZZDSKrMTAg\nopxZ6SjhK89eQH2FC/fsaL/ia8k8fmIYAHDjunqUu7P7tVbtdaIaqRUSxhuLPDTtM4ICIYA6rwv1\nFS601ZThI7etx961K41yIco/BgZElDNqkdLy4sPeiQX8xY9OwGW34e5trWnvDvj5SS0wuD2LY4RM\nxJtl8AN9BsK1a2rx7Q/uy2ieAlE+8V8sEeVMotXLZ/W9AYFwBINpjhgenfXjaO8UAOD2zU0mXGXq\nooGBds1SSjx0RBvYet/uDgYFVJT4r5aIckaNRZ5eljG4oO8NAIDLEwtpPeaTp0Yg9WVHarFRrqga\ng6EZH0LhCF4dmMHp4Tm4HFrmg6gYMTAgopxJlDFQ44GB9AODx/VjhGy6ETLVUOGGwyYQjkiMzPqN\nroM7tjRbMtmRKBcYGBBRziQacKQWCgHpBQa+YBjPnNGGsb5hS26PEQDAbhNG98LliQX8zzEtMLhv\nV/oFlESFgoEBEeWM6kqY9YUQCkeMz8ceJfSmERg8d3YMvmAEbdUebMlw2mG2VJ3Bdw71YmwugIYK\nF27e0JiXayEyAwMDIsqZ2PS6allcCISWDAhKJ2PwxElt2uHtm5vzNlpY1Rn84CUtW/DW7e1pd1UQ\nFRL+6yWinHHYbaj0aF3Sqs7g4tjSQCDVwCASkUab4hu25L6+QFGzDNQwo3t5jEBFjoEBEeWU0Zmw\nqNUZqMLDTS2V+ueDmE5hMuLxgWmMzPpR7rJjX0/+hgbFjjXe2FyJrW35OdIgMgsDAyLKqei+BO3F\nX9UXbG2rRkOFGwDQO5k8a/CSPrtg79o6uB12Ky41JbGBwb272rktkYoeAwMiyqnlnQmqI6GnsRxd\nddqLbCrHCScGZgBoAUU+deiBgU0Ab9vJYwQqfhyJTEQ5pToTpvTjgnMqMGgox5k6L45cnkotMBjU\nAoMteU7dr2+qwEduW4eWag+aq5IvXiIqdAwMiCinavTOhKnFAKSUuKCPQ17bWI6uOi+A5BmDUDiC\nU0OzAJC3NkVFCIFP3LUpr9dAZCYeJRBRTsWuXp6YD2DGF4IQQHd9OTr1wCDZLIMLY/MIhCIod9mN\nYIKIzMHAgIhyKnqUEMB5/RihrboMHqc95YyBOkbY3FoFm43FfkRmYmBARDmlMgZTC0GjI6GnsRwA\n/v/27jVGrrKO4/j3t9vL2u6lhZYuUFsL9gIpwVi5mCBSChEjIhoRFKO+IWJAEqPhZnwhGq0hwWqo\nlxckoJCYGAgEiJGAMdGWEFsIoLZKSoGUFlpKu1vLdtvdfXzxnJmeHXZ3bufM7HR+n+Rkd845u/P0\nx7Dzn+f8zzksOTkWBm8eGBp3ZcRShcbDs5p8GMHsROTCwMwaKn0jpR3JNQzOWBALg0U9Xczq7GBk\nLLBnYPLbL0+XxkOzE5ELAzNrqPnFGYOjqRmDbgA6OsTi5JTFyfoMQgjFGYNmNx6anYhcGJhZQ81L\nna5YuIbBsmTGACjbZ7D30DD7Dx+lQ7AyuVqimWXHhYGZNVShx2Do2Oi4ixsVlCsMCrMFZy7spmtm\n8654aHaicmFgZg3V2zWDzuRMgpGxwOwZHZzWd/yywmULA/cXmOXKhYGZNZSkcbdfXrZg7rhTDstd\ny8D9BWb5cmFgZg1X6DOA8f0FUH7GYJtnDMxy5cLAzBqucGYCvL8wKMwYHHjvGINHxt9++fDwCDv3\nx74EX8PALB8uDMys4ealDiUUTlUs6J49g5PnxsKh9HDC9rcOEQIs6p1dvEWzmWXLhYGZNdy8KWYM\nYPI+g2LjoWcLzHLjwsDMGm5+qsfgzIXvLwwm6zMoNh66v8AsNy4MzKzhCs2H8+fMHDd7UDBpYVCc\nMejLeYRm7cuFgZk1XKEYKO0vKDheGAwV142MjrHdZySY5c6FgZk13CUrF3Lu4j6+euGSCbdP1GPw\n2v7DDI+MMWdWJ0uT7WaWvRnNHoCZtZ/F8+fw2M0XTbq9cPvlXQfeY3Qs0CHY+voBAFb194y7IJKZ\nZcuFgZlNO/29XczsFMdGA9f8ZjM79h1mYChe08CHEczy5UMJZjbtdHaoeBrj828cZGDoGJ0d4uxT\ne/ny+RMffjCzbHjGwMympZ9+4Rye2baXMxZ2s6q/h+WLupk9w3dTNMubCwMzm5bWLD2JNUtPavYw\nzNpObocSJK2Q9JikdyQNSvq7pLV5PZ+ZmZnVL88egyeIMxKXAmuAF4EnJPXn+JxmZmZWh1wKA0kL\ngOXA+hDCSyGEV4DbgTnA6jye08zMzOqX14zBfuA/wNckzZU0A7gR2Atszek5zczMrE65NB+GEIKk\ny4BHgUPAGLEouCKEcGCyn5M0G0jfS7Unj/GZmZnZxKqaMZC0XlIos6ySJGAjsRj4BHA+sUh4XNKp\nUzzFHcBAatlV07/KzMzMaqIQQuU7SwuBk8vs9iqxGHgKmB9CGEz9/CvAfSGE9ZP8/olmDHYNDAzQ\n2+urnZmZmVVqcHCQvr4+gL70e3E5VR1KCCHsA/aV20/SHCAAoyWbxphiliKEMAwMp35PNcMzMzOz\nOuXVfPgscBD4naRzk2sa3A0sA57M6TnNzMysTrkUBiGEd4ArgG7gL8AW4CLgcyGEF/N4TjMzM6tf\nbpdEDiFsAT6Vxe8aHKz40IiZmZlR+3tnVc2HjSbpdHxmgpmZWT0WhxDerHTn6V4YCDiNeC2ErPQQ\ni43FGf/edudcs+dM8+Fcs+dMs5dVpj3A7lDFm/20vrti8g+puMqpROpMh0PVnL5hU3Ou2XOm+XCu\n2XOm2csw06p/Ns+bKJmZmVmLcWFgZmZmRe1YGAwDPyR1ISXLhHPNnjPNh3PNnjPNXtMyndbNh2Zm\nZtZY7ThjYGZmZpNwYWBmZmZFLgzMzMysyIWBmZmZFbVdYSDpJkmvSToi6TlJ5zd7TK1C0h2S/iHp\nkKS9kh6VtLJkH0m6S9IeSUOSnpa0vFljbjWSbpcUJG1IrXOmNZB0uqQHJe1PcntZ0sdS251rFSR1\nSvqRpJ1JXjsk/UCpK/E40/IkXSzpcUm7k//Xry7ZXjZDSV2SNiav7f9JeljSoqzG2FaFgaRrgXuI\np4B8FHgR+LOkU5o6sNbxSWAjcCFwOTATeErS3NQ+twK3ADcCFwCHiRl3NXisLUfSecA3gZdKNjnT\nKkmaD2wCjgGfBs4GvgscSO3mXKtzG/At4GbgrOTxrcC3U/s40/LmEt97bppkeyUZ/hz4LHAN8e/y\nacAjmY0whNA2C/AccG/qcQfxksu3N3tsrbgAC4EAXJw8FrAH+F5qnz7gCHBds8c7nRfiLcr/C1wG\n/BXY4EzrynM98LcptjvX6jN9ArivZN3DwIPOtOZMA3B16nHZDJPHR4EvpvZZlfyuC7MYV9vMGEia\nBawBni6sCyGMJY8/3qxxtbi+5Ou7yddlQD/jMx4gFmTOeGobgSdDCE+XrHemtbkK2CLpj8lhrxck\n3ZDa7lyrtxlYJ2kFgKRzgYuAPyXbnWn9KslwDXG2Nr3PduANMsp5Wt9EKWMLgE7g7ZL1bxOrLauC\npA5gA7AphPDPZHV/8nWijPuxCUm6jnho67wJNjvT2pxBnPa+B/gJMdtfSjoaQngA51qL9UAvsF3S\nKPHv6fdDCA8l251p/SrJsB84GkI4OMU+dWmnwsCytRFYTfzEYDWS9EHgF8DlIYQjzR7PCaQD2BJC\nuDN5/IKk1cTjtg80b1gt7UvA9cBXgH8BHwE2SNqdFFt2gmibQwnAO8AoUNq5uQh4q/HDaV2S7gWu\nBNaGEHalNhVydMaVWwOcAjwvaUTSCLGZ6Jbk+8InB2danT3Av0vWbQOWJN/7tVq9u4GfhRD+EEJ4\nOYTwe2IT3B3Jdmdav0oyfAuYJWneFPvUpW0KgxDCUWArsK6wLpkOXwc826xxtZLkNJp7gc8Dl4YQ\ndpbsspP4wkxn3EvsrHXGE3sGOIf46auwbAEeSr5/FWdai03AypJ1K4DXk+/9Wq3eHGCkZN0ox99H\nnGn9KslwK/Fsm/Q+K4lFbzY5N7srs8EdoNcSuzu/Tjzd5rfE05cWNXtsrbAAvwIOEj/R9qeWD6T2\nuS3J9CriG96jxDe3rmaPv1UWUmclONOaMzwv+eN5J/Bh4vT3YeB651pzpvcDu4DPAB8ifkDYR5xF\ncKaV59jN8Q8BAfhO8v2SSjMEfk0sctcSZx03A5szG2OzQ2rCf5Sbk0CHiZ2eFzR7TK2yJC/iiZZv\npPYRcBex6j1C7Jxd0eyxt9IyQWHgTGvL8Urg5SSzbcANJduda3V59hAbjl8HhoAdwI+BWc60qhwv\nmeTv6P2VZgh0Efu83iUWvI8A/VmN0bddNjMzs6K26TEwMzOz8lwYmJmZWZELAzMzMytyYWBmZmZF\nLgzMzMysyIWBmZmZFbkwMDMzsyIXBmZmZlbkwsDMzMyKXBiYmZlZkQsDMzMzK3JhYGZmZkX/B/aG\noqC2uUG1AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11662ad50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(data=data[0])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"fmri = sns.load_dataset(\"fmri\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x117091b10>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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yWCFEp0nAIbadH4TMVF3Sy5p9nZuqMl5yiFsG9x3rbXmdYt0jk7A40rdz56W0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\n0XAScAghhBCi4f4/54S7jm4mpQ8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11706a250>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=\"timepoint\", y=\"signal\", data=fmri)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1171f3690>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ECCHaJQGH2BNKbkgtiEnal/9IPvr6HLGGK4YyjLboEhrFmrIfcHIg3fGclb1m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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1170baa90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fmri_missing = fmri.copy()\n",
"fmri_missing.loc[np.random.randint(0, len(fmri), 20), \"signal\"] = np.nan\n",
"sns.lineplot(x=\"timepoint\", y=\"signal\", data=fmri)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1170e4190>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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SSs2CBhyq9aQjxSZrU5ZTTjwib3rBHujZUfsayQnZvRHsad59tiKXR9rX59KN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\nANgJBwCwC5HUfr6TL4aFAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1173676d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=\"timepoint\", y=\"signal\", hue=\"event\", data=fmri)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x117372910>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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+1WYWIh2rPTaTMImjA7trj3V6TBMwWVYRQtRBAg7ROnJZmBoC94zqlGQUjj8E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\nkoqz4JAkScXdAHaoSUMBEG+MAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1174f5d10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=\"timepoint\", y=\"signal\", hue=\"event\", style=\"event\", data=fmri)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1176adc50>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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cn6xUp5IuK9XLTZMHcP2kfqQltVzFXWGpj6+2H/hzMcZw5XF5PHrZKFITE/j4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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11767df50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=\"timepoint\", y=\"signal\",\n",
" hue=\"event\", style=\"event\",\n",
" markers=True, dashes=False,\n",
" errstyle=\"bars\",\n",
" data=fmri)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1176a4f50>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ATHggFwyP46IRcYxJbFm58vo9LJeN7sFlo03PSGmFhUN5p/eKdA2v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WAAAJ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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11781a950>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=\"timepoint\", y=\"signal\",\n",
" hue=\"event\", style=\"region\",\n",
" data=fmri.query(\"subject == 's2'\"))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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33YRXXnkFs2ZVn/7u6gqA41ozGROPT48tdxM5zoKhQLQ4RKQgOJZr6lTNaNRf\nsz/DNhCXQ1jWPR9+sfFyR/u8piFwARdHMscQ9vvAjuAnyon8KWw/sQv9PcuwIDq3ZrtoxA/Zz8L2\nHISjEkS+9hLTVNY+r2nr0Vg701QY65TbK7ZmzRqsWbOm4t/r1q3Dpk2bcMcdd1S9JpVSWjJDEY+H\nkEzmMQHHL0yayRjnoJZEJq+AlYeO8+46farmMEMPZTK1lwZSegY9vjjUnA0VtRMQ2/I1dXg4GjCg\nJhEQagdNZ3vj0DbsGNyFrFJAeFGV7aNMMZjIZFV4roe0kYXfOYWo1J7baUerLV/TFqGxdqZ2GGt3\nd3PBTMsCilgsBo7jhiVgJpPJcc15EAQBfX19OHLkSN12rXohPK91fbeTiRqn53nI6HkIjDCi56vV\n1nBM8CyPqBRtur92ek15VkDcF8eR3DHInDx0/HhjfV3LsWNwFz5K7cfn5v/VsCJZ5fjaK/6LBYuc\nUUBE7KyAoqSdXtNWo7F2pqkw1pYlZYqiiP7+fmzdurX8mOu62Lp1a8UMw1g5joO9e/eip6dn3Pok\nk8dwDOiODqnO7o6RUO3izo5mC1+1o4gYRkgMojCCbaQLQvMQ4P3QHR0f5+oH20CxJkXBUmCOcFcJ\nIYSUtHSXx4YNG/D8889j8+bNOHDgAO677z5omobrr78eAPDII4/g7rvvrrhm9+7d2L17NxRFQSqV\nwu7du7F///7y5x977DFs2bIFR48exc6dO/H1r38dx48fx/r161s5FDJBStUxBU4Yc1/m0OxEu5wo\nOlocy6Hb1wXHc5s+zItlWPR2FROVd6X2NmwvsiIM26TdHoSQUWtpDsW6deuQSqXw6KOPIpFIoK+v\nD0888UR5ySORSGBgYKDimuuuu6789507d+Lll1/G3Llz8cYbbwAAcrkc7r33XiQSCUQiEfT392PT\npk1YurT5kyZJ+8qbBfBo7pCvRhRbRbccn9KzEyUhMYioGEbWzDWd59DXtRzvnfoA+zIHYTlW3SCN\nYRhwDIucke+4PApCyMRoeVLmzTffjJtvvrnq5x5++OFhj+3ZU79k8Le//W18+9vfHpd7I+2lVB2z\n2nIHx3LlBMxhj1dhOiY4hpvysxMlLMMi7u9CzsrDdCyITczgzAnMQmQoCNmfPYS+ruV12xeXPdSG\nBcUIIaSaKbfLg3Qu1S5Wx/SflRg4mlM1FVtFXK5fd2KqCfDFYleDWgpdXONAiWEY9HUtx7YT72J3\nam/DgEL9Q0wrAAAgAElEQVRkRShWBoqlUkBBCBkxCihI21Dt6tUxzz5Vs5HS7ESXXP+0zamGYRjE\nfV3ImXnotgGZr37OyZlWxldAs3X0x1c01T/P8MiZhY6Z2SGETBwKKEhbcFwHeSMPiR3+JvnHE+8B\nXvGY8qAYaNhXJ85OlPh4GV1yDCeUk5A4sWpp8jP1+OK4etEVTfcv8RIUS4HhmOO204YQMj1QQEHa\nguboMBwTQaEyYHA9F/994k9QbQ0z/N0NA4rTsxOd+xt2lxxFxshCszX4R1DsqhkiK0CxVahW9VwW\nQgippeXHlxPSDM3S4HjusCTLw7lPoNoafLyMheH5DftRbBVRKTLub7TtRORE9Pji0B0DbrXqoWfx\nPA/vnNyOZ3b/smEti+KyB4ecQUeaE0JGhgIKMuk8z0POLEBkh+9c+ChdrKGwIra0YZXI6TA7URKR\nwggI/qZOI2UYBrtTezGgnMSe1P6G7WVOQsFWoNvGeNwqIWSaoICCTDq9RnVMx3WwN30AANAbq3+a\nLDA9ZidKeJZHj78blmdXPTTtbKUdHrtS9bdlA8UZEMuxykmyhBDSDAooyKTTbb1q4aWP80ehOwYC\nvB/zQ7VPzAQA07GmzexESVgMISKGmirJXQrIjisnkDVyDdvzLI+cUYDX7ocHEELaBgUUZNLlzQJ4\nZnh+8EepfQCaW+5QbGXazE6UsAyLbl8cHgCrQUnukBjEgtA8AMDuJkpxy5wMxVZgOLTsQQhpDgUU\nZFKZNapj2q6NfZmh5Y6u+ssd03F2oiQoBBCVwlCamKU4vezRxNkenDC07EFnexBCmkMBBZlUml3c\nLnp2ZUYGDK5Z9Dmc392PecE5dfuYjrMTJQzDoNvXBY7lYDQ4KbQ005PQBjGoJRv2LbACskaOlj0I\nIU2hgIJMKtVWwWB4dUyO5bAithRXL7qybvGm6Tw7UeIXiiW5G+348PEyFocXAAB2DS0n1SNzElRb\ng07LHoSQJlBhKzJp6lXHbJZqq+iSY/DxnVcVcyS65BgyRg6GbUCqU5L7olkXoj/ei2XRxQ37FDgB\nOasA1SrWASGEkHpohoJMGs3RoVcp8bwvcxDP7/0V9qTr10wwHQsswyImRxuWoO50Mi8hLAahOcMP\nSjvT/NBc9HUtr3uU+ZlEVkDWpGUPQkhjFFCQSaNZGrwq1TF3JffgUO4IjhdO1L1eLdWdmOazEyUh\nMQQXXlPVMwHAbqJ+hczLUC0VeoNAhRBCKKAgk6JUHVM4qzqm6Vg4kC2eLlpvdwfNTgwXEHyQOanh\nVs+8WcC/7f3/8P3/+teGwYfA8rBdG6pFuz0IIfVRQEEmhe4Y0Gxt2Hr/gewhWK6NqBTGLP+MmteX\nd3bQ7EQZz/KISOGGSZQ+XsYnhQFk9ByO5o817FdgBWSMXNMzH4SQ6YkCCjIpdFuH7doQ2Mq84FIx\nq97Y8pozD9bQzg6anRguJATBgKlbjptneayILQHQXE0KHy9DszU624MQUhcFFGRS5KpUxzQcEwez\nHwOov9xRoNmJmvyCDz5ebjhLsTK+AgCwJ7W/4VkgPMvD9hwqckUIqYsCCjLhzKGDpyS+cnfH/sxB\n2J6DLimKGb7uqtdalDtRF8uwiEiRhkWuFoTmIiQGoDsGDuWONOxXZAVkjCwtexBCaqKAgky4cnVM\ntjKg+Cg9tNzRVXu5Q7FVRMQwzU7UERQC4FgWdp3zPViGxaqZvQCaPdtDgmZp0Gza7UEIqY4CCjLh\nFEupWh3zmoVX4qqFl+PceG/V61zPhQcPUTlCsxN1+HgZASHQ8M1/9ayVAIp1PyzHqtuWZ3k4ngvF\nbHxmCCFkeqKAgkwox3WQNwuQueHVHP2CH6t7ViFWo4y2buvFN0t++p3ZMRIMwyAihmG59YOE+ZE5\niEhh2K6N40r9mh8AIHEiMmauYc4FIWR6otLbZEJpTnG5IywGKx53PbfhEeW6Y2KOb9awQlhkuIDg\nh8AJMKscvFbCMAw+f85VCIthBIVAwz5lTkLeKkC1NYTOev0IIYRmKMiEUi1tWPCg2Roe++AJvHzw\nP2qu+1uuDZ7lmnrjI8VS3EEh2HDZY25wdtP/pxzLwYOHQhNHpRNCpp+WBxTPPfccrrjiCqxatQrr\n16/Hjh07arY9deoU7rrrLlx11VXo7e3Fd7/73artXnvtNVx99dVYtWoVrr32Wvz+979v1e2TcVSs\njpmHeNY5EnvTB6DZOhJaEjxbfdJMszUEBD8dUjUCESkEx3ObOofDdm3kzHzDdjInIWvk6iZ8EkKm\np5YGFK+++ioeeugh3H777di8eTN6e3tx6623IplMVm1vmiZisRhuu+029PZWT8z705/+hLvuugtf\n/OIX8atf/QpXXnklbr/9duzd2zhTnUwu3TGg2zqks/IndpeKWdWoPeF5HmzPQVSiZMyRCPB+SLzY\ncAvp/swhPPbBE3j10OsN+5SGSntTTQpCyNlaGlA8/fTTuPHGG3HDDTdg6dKluP/++yHLMl544YWq\n7efNm4d77rkH1113HUKhUNU2zzzzDC677DJ89atfxZIlS3DHHXdg5cqVePbZZ1s5FDIONFsbVh1T\nsVQcyX8CAOjrWl71OnPoRNKAQMmYIyFwAsJCCJpT/80/LsdgOCaO5D9puJzBMiwYMMgbhfG8VUJI\nB2hZUqZpmti5cyc2btxYfoxlWaxduxbbt28fdb/vv/8+brnllorHLr30Urz+ev3frsb7F9tSf53+\nC/N4jrNgFiCwfEVf+zIH4MHDLP8MxORI1es0R0O3Lz6sENZ468TXNCwFMagn4eGspFfm9J9dvijm\nBGbiuHISe9L78KmZq+v26eNl5K08bLe76WPQJ0snvqa10Fg701Qaa8sCinQ6DcdxEI/HKx6Px+M4\nePDgqPsdHBxEd3dlFcV4PI7BwcGa13R1BcBxrZmMicerz6R0mrGO07RN8DYwIxSFfMaBYPv2HwAA\nrJnbj2h0+AyE47pwJD8WxWchIk/M/3UnvaZR1w+Vz8PzXATE4f+/0UjxsQvmnYvje05ib3Y/Prdi\nbd0+Pc+HpJaBFGbR5Zsa/1ed9Jo2QmPtTFNhrNNi22gqpbRkhiIeDyGZzKOJnLcpa7zGmTVySGQz\niElR6EyxjkHBVHAwXSz7vMi3EJmMOuw6xVLBMRx0wYVVaJw0OBYd+5rqPE4qp9B1Zj4rUwwmMlkV\n8IBF8iIwYHAkexwfnxxAVKo+W1SiGAYOmQNww+29hbdjX9MqaKydqR3G2t3dXDDTsoAiFouB47hh\nCZjJZHLYDMNIdHd3D5uNaKbPVr0Qnte6vtvJWMdZMFUwYAEw5X4+zh0FAMwJzEJYDFftX7dNzAnO\nAstwE/b/3GmvaUAIgAUL23HKNTzK8fXQWANCAAtCc3E4/wl2JffiktmfrtunxMkomCp0u5jf0u46\n7TWth8bamabCWFuWlCmKIvr7+7F169byY67rYuvWrVizZs2o+129ejW2bdtW8djbb7+N1avrr/uS\nyVOqjnn2G09/vBf/dO4/4Mr5n6l6HdWeGB9+3gef4IPm1K9JUUqKbeZsD5EVYLomVGv4rBIhZHpq\n6S6PDRs24Pnnn8fmzZtx4MAB3HfffdA0Dddffz0A4JFHHsHdd99dcc3u3buxe/duKIqCVCqF3bt3\nY//+/eXPf+UrX8Fbb72Fp556CgcOHMCPf/xjfPjhh7j55ptbORQyBqXDwM7eLgoAXXIMc4KzalxH\ntSfGA8uwiEoRmA22j66ILS0nbup2/ePPGYYBz3DIGvmm6lwQQjpfS3Mo1q1bh1QqhUcffRSJRAJ9\nfX144oknyssTiUQCAwMDFddcd9115b/v3LkTL7/8MubOnYs33ngDAHDBBRfg+9//Pn74wx/iBz/4\nARYtWoTHH38cy5dX33JIJp9qD6+OqVgq/LyvZl0Jz/NguzbVnhgnAcEHnuVhOVbNnRkyL2Pjqn9E\nWGxuvVTmZCi2At0xKOgjhIDxpsGvF4nE+CfzMUwxUWVwsLOTgsY6TtdzcTB7GKZjVixdPLP7lyiY\nCj5/ztWYF5oz7DrdNuDAwZLI4mGVNVulk19Tz/Pwce4IFEtFWAyBYYBo1I9MRh3TWJN6GgtCcxH3\ndY3fzY6jTn5Nz0Zj7UztMNaenuZ+yaCzPEhLGVWqY2aNHAaUkyhYCqJ1ak+EhdCEBROdjmEYRKUI\nbM9puETheR6OFQaQ1jMN+xVZARkjB9dzx+tWCSFTFAUUpKU0W4ftOhXVMT8aKrU9PzS3asJl8c2J\nQVhq/33XU0lA8ENkRZhu/VyK14/+Hs9+9G/406na5+6U+HgZqq02zLkghHQ+CihIS+WNAvizjhv/\nKF0MKPpqnN2h2Tp8vAw/72v5/U0nIiciJAYavvkvCi8AUHydGs088CwPx3Wh0AmkhEx7FFCQljEd\nE6qjVWwXTesZnFBPgQGD5dElVa8zHAMxKVKumUDGT1gMwUH9E0jPCS+EzEkoWAqO5o817FPiRGSM\nLC17EDLNUUBBWkazdZi2CZE9HVCUZicWhufBX+WwL8uxwLM8giLVnmgFv+CHzEnQndqzFBzLYXls\nKYDmalLInATNphNICZnuKKAgLaOYChiGqdj2WT6qPFZ9m6/m6AgKQcgcbUNsBYHlEZHC0O36Ra5W\nDhW52pPeD8d16rblWA4eXBRMWvYgZDqjgIK0hOM6yFtKxXKHZuvQbR0sw2J5bPhyR6n2REQKUe2J\nFgoKATAMUzdQKCXM6o6BQ7nDDfuUWAk5I9cw+CCEdC4KKEhLFKtjGhXbRX28jNvO24ANK79ctRCS\n4ZiQeAkBKrXdUn7eB5mTodWZpWAZFitixaTZXc0se/ASNIeWPQiZzqbFaaNk4hWrY3oV1TGBYj2E\nbl+86jWao6Fbjres9oTneXBcD47jwXFd2Gf+3Sl+ZHUXIuNCFjv3W4NjOUSlCAp2FjyGl0MvWdm1\nHPsy+9HV4ORRAEOvs4e8WUBIDI7j3RJCporO/alJJo3ruciZ+YrAIG8WYLoW4nKs6jXFqfLR1Z5w\nvdOBwemAwYPjuLAcF6blwrQd2I4L1wUc14PrunA9wAMAzwPDADzLQHMA17SxYGYIPqlzvz2Coh+6\nW4Dt2uCY6uO8su8SXHv+5TX7UE0du48eKv/bx8nImXn0uN0VdUcIIdMDfdeTcVeqjnlmHYntiT9j\n68A7uHDGanxuwfDTRXXHgL+J2hOaYSOvWbCHggTTLs4suB7gOi4czyuWp/U8gCnOiLAsA27oT55j\nIAosOJYHy1bmaTAAIhEfDn2SxpGT+Y4OKmReRgB+nMinEBSqzyj4RRk3//s/V82L4FgOz37x0YrH\nJE5C2sxCtVREpHBL7psQ0r4686clmVSl6pj80G+pnueVq2POCcyseo3hmuj2zapbe8IwHRw5mUde\ntcBxDDh2KFhgGQgcA04oBglnBwojwTAMYkER6bzZ0UEFy7Do8kVxNHGqbjvHdeBUqy9R5SGGYcCC\nQd4sUEBByDTUeT8pyaQ7uzrmKS2BtJEBz3BYEl08rL3lWOAZrm7tCdtxcTxZgKJbiEeklu4CYRgG\n0ZCITIcHFUExAIHjYTomxDN244yFj5ORtwrj2ichZGqgXR5kXOm2DsVWK3Z3lGYnzokuqthGWtKo\n9oTreTiRUpDKGYgExQnZUloKKlTdxpGTeWiG3fLnnGg+QUaQb1yKeyREToRhG1Asddz6JIRMDRRQ\nkHGVMXIwHbMcOHied0Yxq+FndzRTe2Iwo+FUWkc4IIJjJ+5LdjoEFREpDNuzG55A2iyGYcAzPHJG\nflz6I4RMHRRQkHFjOhbSRga+MxIrT6inkDVzEFgeSyLDlzsMx4DES1VPHQWAdN7AQFKFX+Ig8BP/\n5drpQYVf8EPiJRhO/RNIR0LmJRRshU4gJWSaoYCCjJu8mYdhG5DPWO4onQWxJLK4an0JzdEREUIQ\nqnxO0S0cH1TAsQzkScxh6OSgQuQEhIQgdKd6kSuO5cAx7PCPOsmzIifCciyoNi17EDKddF6mGZkU\ntmsjqachcZUJkyzDQmQF9HUNP7vDcR0wYBCqUnvCsBwcSyiwbBfR0OQn93VyomZYCiGpp+B6bkUh\nMtXUh20NPZNq1q60KbACMkYOMSlKZdQJmSY64ycimXR5swDV0hA9a7vgZ+f9JS6dcxEYDH9T0R0D\nPl5G4KxTR23HxfHBAvKqia5w7UqOE61Tg4oA74fMydBtA37h9HLVmUWrAGDL8W3YNvAuFoYXYP2y\nz9ftU+ZlqJYK3dErlsAIIZ2LljzImLmei5SegcDyw0ptAwDP8lWnyA3XRFSKVFzjeh5OplSkcgai\noYnZ0TESnbj8wbEcIlIIhls/5+HceB+WRs/Bp2asbtinwPKwPQeKRWd7EDJdUEBBxixvKihYSkWV\nS8/z8EHiw5rbB0/Xnqis0ljc0aEhHBAmdEcHAPAcC1FgwXP1n7cTg4qgGAQDtu5poVEpguuWrMPi\nyIKm+hRZARkjC7daYSxCSMehgIKMied5yOgZsGAqZiE+KRzHrw+/gSd3Plv1DUWzdYSEYEUCZ7Zg\n4ERShSxxEPjaSX/jTZZ4LJwbxcplMxDyi1i5bAYWzonWTQTttKDCz/vgF3zQaiRnjobMSdAsre6p\npoSQzjH1F4DJpFJsFTkzPywP4szdHWcvg3ieB9tzEJHD5SUNVbdwbFABw2JC8xJkicfShXG8+OY+\nvLTlEBTNQsAn4NpLz8H1ly/F/sNJ6DWChU7KqWAZFhExhGPKiYZtP0rtw7un3sclsz6NJdFFNdvx\nLA/Hc6GYyrCvD0JI56EZCjImGT0LF2753A6gmFOxJ70fANDXNbyYVbH2hIgAX3yTMS0HnyQUmJaD\nkL/+jg6eY+GT+IbLEs2a2R3Ei2/uw6b/3AtFswAAimZh03/uwYtv7sfMeP2juDtppiIoBsAzHCy3\n/hiOFQZwrDCADwY/bNinxInImLm6SymEkM5AAQUZNc3WkDVz5cCg5Ej+GFRbg4+XsTA0f/h1jo6I\nGIbACXBcF8cHFeRVE5Fg7WCitCzRv2wG5syKoL+JZYmzGaaDEykVHx1OY9vOE/jDB8cRCUp4acuh\nqu1f2nIQ0bA8bXIqZK6440az6ydSntfTDwDYnzmEgqU06FOCbutQG/RJCJn6Wj4/+9xzz+HJJ59E\nIpFAb28v7r33Xpx33nk12//xj3/Eww8/jH379mH27Nm47bbbcP3115c//+KLL+Jb3/pWxTWiKOLP\nf/5zy8ZAqssaOViOjdBZx1/vTe8Hx7DojS0btrujXHtCDMLzPJxMakjmdETrnNHR7LKEbbvIFAyk\nCyayBQPpgoFM3kSmYCBTMKAZlb8lL5wVQiZvlGcmzqZoFhTNgsCzsJ36iYWdsPzBMAwiUhgZIwfP\n82q+Hj2+OOYEZuG4cgIfDu7GxbM/VbNPjuXgwUPBUhAS68/2EEKmtpb+xHv11Vfx0EMP4f7778f5\n55+Pn//857j11lvx61//GvF4fFj7o0ePYuPGjbjpppvw/e9/H1u3bsU999yDnp4eXHbZZeV2wWAQ\nv/71r8v/brethdOB4ZhIG1n4eRl98xfDL54+2OvCJX0VbVVTL9c00BwdfsGPgOBHMqvjRFpFyC+A\nqzMLcOayRElpWcLzPPSfE8cPfvkBCjUCgzP5JB6xoIhoSMLseADRsIyAT6gaVAR8AgI+AZbd3C6F\nTggqAkIAEifCdK2qB7mVnN9zLo4rJ7BjcCcumnVh3e9BmZOQNXLo8cUrlsYIIZ2lpd/dTz/9NG68\n8UbccMMNAID7778fv/vd7/DCCy/ga1/72rD2mzZtwrx58/DNb34TALBkyRK89957+NnPflYRUDAM\ng56enlbeOmkgZ+Sg2wbiUhR+UcbN//7PVdfJOZarqLZoOiZ6fN3IqzaODyrwSRxEofaODp5jEQ3J\nNZclXv6vQ/jiFcvAssU3NJFnEQ1JiAalcuAQDYqIBiVEQxKks54rm9dx7aXnYNN/7hnW99/+5WLs\nOZyCZthNnyMy1YMKiRMRFALIGrm6AUVvbCl+e+T3SBtZHM0fw4LwvDp9SsiaOai2hrA4vCoqIaQz\ntOwnnWma2LlzJzZu3Fh+jGVZrF27Ftu3b696zfvvv49LLrmk4rFLL70UDz74YMVjqqri8ssvh+u6\nWLlyJe68804sWzY8+e9M4z2JUeqv0ydHqo3Tcm2kjQz8vARm6I3ccR041eoNuKevNx0LIieA9yQc\nTxTAMIC/wZutyLMoqFb9ZQndwq1/2weeKc5AjGTG6tRgAddfvhRAMWfi9HLKYvztpefgm49vged6\nuOnKpQj6hp83Ug3DMIiFRKQLxaBi4az2Cyrqff1G5BAyRgZA7WUPiRexMr4C7yc+xI7BnVgYqR1Q\ncAwLFgwKZgGRKmXWW2m6fJ8CNNZONZXG2rKfcul0Go7jDFvaiMfjOHjwYNVrBgcH0d3dXfFYd3c3\nCoUCdF2HLMtYvHgxHnzwQaxYsQL5fB5PPfUUbrrpJrzyyiuYNWtW1X67ugJ1p9THIh6fHr9xnTnO\nQSUF3gTivjjYJr/Ko1E/MloWESEOuyBA9AFzIo1LMjPM6aWHWssS4YCIRXNjcN3RHcF9KqXimrWL\ncOPnlqGgWQj6BORVC3/eP4hUToeq23jq1Y/wT//HKszurn4qajXRqIfBnI6s7iAeD8IvNxeQTKRq\nX78RR4bK5cEyLPyCXOWqoksXX4j3Ex/iUP4IgmGx7nKGZLFwPBvhmFz1kLhWmy7fpwCNtVNNhbG2\n169NTVizZg3WrFlT8e9169Zh06ZNuOOOO6pek0opLZmhiMdDSCbz8Eb3PjYlnD1Ox3VwMPsJLMdB\nzhzK3O9q3E86rWBQy0OyBOhKFl0hCZlM/R0Cruvh//2vj3HtZ5bgb/9yMX75+t5hba699BykszpS\nqcJohleWGAQEnkUsFsCRT9KwbBcyB/zPdb34xev7kMoZ+OEv/4T1n12CpXMjTffLex6On9SQyaht\nNVPR8OtX53FSHURMjtbsI+CF8flzrsKS6CIUciaA2kege55XzLlxTiIqNf//N1bT5fsUoLF2qnYY\na3d3c8FMy366xWIxcByHZDJZ8XgymRw2C1HS3d2NwcHBiscGBwcRDAYhy9V/UxIEAX19fThy5Ejd\n+2nVC+F5reu7nZTGmTcVKJaCiBge0bh1W4eqAabOoickgmEZ1LvccVy8+IdD2H04jXTBwP/9f34G\nDMOctSxxepfHeLwElu3CtFxYtlvuryss49a/6cPzb+zH4ZMF/OL1fbjmogX4VO+M5jplGESDxZyK\nwyfaL6ei1tdvUAjiFJJwXLfq+SxFDPq6VpT7qY8BCxZZPY+IOHEBRcl0+T4FaKydaiqMtWV1KERR\nRH9/P7Zu3Vp+zHVdbN26tWKG4UyrV6/Gtm3bKh57++23sXp17cOIHMfB3r17KUlzApQOAePA1XmT\nqe5UoQCzIKAr4Gu4/GTZLn755gHsPpwGxzJY2z8TB4+m8Nefno9n/q+ryh+f+/T8upUsx4tP4nHz\n/1iO85fE4XnAq9uO4D/++2jTSyylRE1Ft3EsoTTcgtoO/LwPPr5YQ6IZuq2jYDaoScHLKFgqDKf2\nTAYhZOpqaWGrDRs24Pnnn8fmzZtx4MAB3HfffdA0rVxX4pFHHsHdd99dbn/TTTfh6NGj+N73vocD\nBw7gueeew2uvvYZbbrml3Oaxxx7Dli1bcPToUezcuRNf//rXcfz4caxfv76VQyEAFEtF3ixUHHFd\nwrEcOIYd/jFUhyKdNRHxBevu6ACKVTP/9+v7sP+TLHiOxU1XLsWKBTHoho3DxzPYue8Ujp3IYue+\nUzhyPNPyYKKE41h8/tJFuPyCuQCAP+46ieff3A/Taq4CJDM0U5FVDJxKafDa/FcNjuUQFSPQm3jz\nfz/xZzz+wZPYcnxb3XYiK8B0Tag1DowjhExtLZ17XbduHVKpFB599FEkEgn09fXhiSeeKC95JBIJ\nDAwMlNvPnz8f//qv/4qHHnoIzzzzDGbNmoV/+Zd/qdgymsvlcO+99yKRSCASiaC/vx+bNm3C0qVL\nWzmUac/zPKT1Yub/2cl3WT1XsTX0bHldhcSKiPnrr8Ppho1fvL4PnyQUiAKLL39uGRbOrLzGdtxJ\n+w2fYRhcdt5sdIUk/OqtQ9h7NIufvfYRbrpyGcKB+iXDAYBlGYT8Ak5lVPh9PKJBqeE1kykgBsCp\nLGzXrptw2SXFYHsOdqf24or5l0Gssd2UYRjwDIeskUdUilD9GEI6DOO1+69K4yCRyI97nwxTTFQZ\nHOzspKDSOI8MnMSBzGHIXGWWft4s4H99+Axcz8UNSz9fcbS147gYSGk4VRjEwug8xKRYzedRdQvP\n/mYfTqRUyCKHv//rZZjbM7GVFRkA0WgAmYzSMCfjk1MF/PKN/VB0GyG/gJuuXIbZ8eYOwMqrJniO\nw+LZIcji5ORTNPP163ouDmYPw7RNBMXau1s8z8P/+vAZpI0srll0Jc7r7q/Z1nIs6K6BcyKL4ONr\n7yAZL9Pl+xSgsXaqdhhrT09zSZl0lgdpSsbIwfGcYVv+tg28C8u1MSswE4vCp8/tcD0PiayOtKIg\n6JPh52u/2eZVEz//9R6cSKkIyDz+8eoVEx5MjNS8GUHc+jd96InKyKsWfvbaR9hzJNPUtUGfAM2w\ncCKpjnqr60RgGRYxKQLDrb/swTBMOYj4ILGzbluBE2A6Fi17ENKBKKAgDemWjoyRg5+rzJ3IGjm8\nP3Ti5GVzLi5PYXvwkMrpSOd1CJKDIB+AxFWf3s8UDPzstT1IZHSE/AL+8eoVmNk1NY66joYkbFjX\ni3PmhIuJpG/sx7adJxrmRzAMg0hARDKvYzDb3odm+QU/xKEgoJ5zu/vAMiyOKyeQ0JJ124qsgIyR\ng1utEBohZMqigII0lNayMGwDEl8ZFJxSE+AZDgtC87DwjNmJnGIhmdPhkzgwDBAUqk+XJXM6fvba\nHiAvHyIAACAASURBVKTzBqJBEbdc04vuaONiV+1EFnl8+XNLceHy4i6j37zzCV7ddqThzAPHsfBL\nPE6ktKbOIJksMichyAegO/V3ewSFAJZGFgMAdjSYpfDxMlRbhW4b43afhJDJRwEFqctyLCS0dNWK\nictiS7Bx1T/i6oVXlB9TdAun0hp4noXHOhBYETI3PEg4ldbw89f2IKeYiIdl3HJNL2KhiU9S9DwP\njuvCtl2YlgPDdEa8A4NjWay7ZAH++tPF8tPv7UngF6/vg27W34Hik3i4Q8e3N3sA2URjGAZhKQTb\ntRv+v5SWPT5MfgTbrT12nuXhuC6UBkefE0KmlvapsEPaUs4sQGM0yFz1BDq/4IdfKC5RaKaNk2kN\ngAefKCBvqYiJXcN2CAwkFTz7m33QDBszYz78/f9Y3vQ5GdW4rgfP8+B6HlwP8Nwz/u55cN3i3+EV\nl2MAAB4DhgE8BmCZYr4AxwK6ZSOVNxAJiCMq184wDC7pn4WukIQX/3AIB4/n8PSrH+HLVy5DdChQ\n4jkWAs/Csk/vVAkHRKTzBk6mVcztDrTlzoeA4IfESzAdc9gs1ZkWRxYgJAYRFSNQLBURKVyzrcSJ\nyBhZxH1dI65pQghpTxRQkJoc10FKT8EfFOEwTDnDOKmn8VFqHz418/xyboRhOTiVUmHZLkJ+AY5X\nrM/g5yt3Bxw9VcAv/nMfDMvBnG4//v6vl4+ocmRBtWDaLuB58JjizgyGYcAxDMAwYFlmKEBgim/g\nHAOOY8FzLHiOAVtqw57xd4YBywIcyyAaC2CnZSOZ0+GX+BFXtVyxIIZbrhGx6bf7kcjoePKV3fjq\ntStx3vIZiIbk8lkhmZyOk8kCdMNGOCAgkdYQkIVJmaVpROREhIQgUnq6bkDBMixu7f/7mvkyZ5I5\nCXlLgWprCArNn49CCGlfFFCQmvJWAaqloUeMIKedXkP/r+N/xO7UXqT0NK495ypYtotTaQ2a6SDk\nL840mI4BmfNVzGwcGshh02/3w7JdLJgZxJevXAZJrF/oqsTzPGQLFgSBxfwZQfAcWwwcagQHLMOM\n+Ld9hgH8soCFM0Pl/AbDNBAOiOXj0ZsxOx7ArX/Th//9+j4IAodPnzsHL791EC/916GqZcMBQOBd\nDCQVyCLXVqW5SyJSGCk9Dcd1ysXKqmkmmACKhbM8uCiYCgUUhHSI9vvJRdpCucw2W1lmO6EOYneq\neEjXRbMugOO6OJVRUdBMhANi+U3c8ix0CfHytXuPZvBvbx6A43o4Z04YX7piCQS+uWDC/f/Ze/Po\nSO7y7vdTe3VVb1JrG82+z3i3sTGMNwYvBLAh2GF5CYRwyQsvyTncnISb5CZkgeQGDtfkBN7k5nIh\nAQy8cQIYwhCbxbENNtgYg21sY3tWz4xGu3pfaq/7R3W3pFGrJc1IM5pxf47HLVVX/7qq1d2/bz2/\n5/k+QUi+5GDGZNb1xTFXuGunKAr0dRkYusLIVIVcySZhKAu6fM4kaaq89w27SCRi7Hv48KzGZpWa\ny90/eBGAm69az9HhPHFDIVuwGc1W2NCfQBJX1zKAqRiYiknVq5FQ25f0BmHAkcIxbN/mgszOeffT\nRI2iXaQ3lmkrUjp06HBusLq+tTqsGspuhbJTxjzJP+KR4Z8CsLNrG5lYhom8RbHikDCVaTERuCiC\nTKyejPn8Szn+vS4mdq5P844bty1aTPh+QK5kk4qrbBxIrLiYmEk8prBpIMlAt0HF8ihVnSUlbBq6\nwq5N3Xznx0da3r/vkcOkkzpyPVcjlVDIFm0m8quvlFQURLr1NO4ikjMP5o/w9YPf5sGhR9qWhuqy\nRs23qXqr73w7dOiwdDqCosMcIpvtAgLCrCvH0co4+/OHANgzeDXZgk2uZBGPKc1IhCrL6JpESkui\nShq/PDTF1394iCAIuXBzN7+xd0tzAl0I1/PJlx16Ujob+uNnxVVSkUUGe0w2DSSRRJFs0cZfpPW3\nIouUay6VecpCK/X7FDl6PSRRxIzJjGdrFKurr4FWQo0Tk3VqCwiAralNGHKMslvhcOGlefeL3jMh\nJef0Ws936NBhddARFB3mUPVqFJ1is3qjQaP50wXdO5Fck2zRwtBlJEkkrutctnkLey++mFduuYi9\nl1xCV9rgiRcnCEO4bFuGt1y3edGhfMvxKFU9BroN1vXFFx3RWAkEQaArobFlMEkmqZOvONQW0ZTM\n9QLiMQVzngoWs37fzJJRXZUJCRmZrCy68diZQhZluvU0Nb+9f4QkSlyU2Q3A05MLeFJIOkWnhNum\nzLRDhw7nBp0cig5zyFl5gjBAmVHueaI8wqHCSwgIXJK+nMlCDU2VUGSJuK5z9Y4dfPOhQ+x75LFm\n4uGt12zmE793LV+973mu3Nmz6CTJiuXiugFre0x6u2KIq6SUUldlNvQnMPTFJWx6fkC+ZHHbtVua\nORMzue3azeSL1pxmZ0lTZapoM5qtsq4vvmrOHyCpJdFq2ZZGZzO5pOcCHh/7BYfyL1FyyvPmXWiS\nRs4pUF2gzLRDhw6rn06EosMsap5FwSnO6b3xzOTzAOxM78Cpaiiy2ExS3LZmkG8+dIi7f7C/Gd6v\n1Fz+7f79fOfhw9zx2u2LFhPFioPvw4b+BH2rSEw0aCRsbhlMYsYUciW7bSRhbLLM7Xu38Y6bdzYj\nFWZM4e037eBN129ldHJu47qmNXfBIldcXW6SmqSS1pJU/fbLHplYN+vig4SEPDv1/Lz7CYKAiNBZ\n9ujQ4TygE6HoMIuCXcT1PRLK7CvK123cS7++BtFOIgghuhpNjqos059Ose+Rx1qOt+/HR3jrTTsY\nHhPbth2PykIdVEViXW98Ue3AzyaNhM3xXJXxfA3b9YnHlDnCybI9Dh6d4uar1vPWG7c3ozc/f2Gc\nP/qfD3PJlm6u3NU3Z3xFFlFVkZFslZgmYZzBZNSFSGlJpqwsbuDNimKdzKU9FzJUHuaXk8/xqoEr\n5xWV0bJHGcuz0dtEPTp06LC66UQoOjRxfIecnW/ZVtr2AtLhWjTRmDW5aYpCqeosOvGwFUEQki3a\nGLrCpoHEqhcTDU5O2MyVWidsWrbH0eE8zx0Y58RogecOjPP4s8MMjZf57uPHGZpofXVu6gqu6zMy\nVW0rxs40hhwjqSQW7Bi6s2sbqqSSt4scKw3Nu58maziBQ95eXLfWDh06rE46gqJDk4JdwvZs9Bnm\nRKOVcY7mRhjPVrEdn/hJV8q265Iw1CUlHs7Eq5eFdsW1yFBqFV2JL4aZCZvdifYJm54fULM9PD/g\n1Rf2s2tjmiAI+fqDh6hYrQVZKq6SL9uMr6JSUkEQSOtpAgL8YP7lHkVSeGX/FVw7+CoyenfbMQ0p\nRtYqYHntm5B16NBh9dIRFB0A8AKPnJ1Dk7TpNuRhyPdeepB/euJLPJ97gbgxN6Rfs11+9dIEt16z\nueW4t127pWXiIYDj+hTKDr3pGOv7E4t2zVyNNBI21/fGcb2QfMlu23FUEATedM0mupMaxarLPT88\n3HJ/URSIGwrjuSqF8urJp0ioZtPoqh3XDL6SawZfSVxt74ap13uF5OzCch5mhw4dziAdQdEBgJJT\npupaGPJ0Z9ADhSOMVMeQBIktqY1zxITnBXz3kUk+e89z3HbdFt5x845ZiYfvuHknt+/dxtjU3JB+\nzfYo1zzWZEzW9pptl0TOFZaasKmrMm/buw1FFjkyUuKhp4Zb7qcpEqIgMFKPEq0Gpo2u3CV3Z50P\nU4mRtXIL+lx06NBhddJJyuxAEAZMWTkUUW6KBj8M+NHxRwG4qPtiTMVk5rThOAHffXiK0UkHWXL5\n8ZPHufmqDbz1xh3NxMNc0eLg0Smsk5YAyjUXzw9Y12vSm46tyg6bp8NiEzYB+rpi3LpnI9/80REe\n+eUIa3tNdq5Pz9kvYUQumqPZCuv7EkvqLbJSJNQEuqxT8ywMZW6L+gZVt8Zjo08wVp3gHTveMu/f\nW5M0Km6NbC3P2sT843Xo0GF1cu5fFnY4bUpOhYpbaUYnQkKeGn6BKXsKWZB5Rf8rZu1v2T7feWiS\n0UkHRYG337SJ3nRsTuLhseH8LDERVXLYEMLG/iR9XcZ5JyYaLDZhE+DiLRmuqld6fOtHR8gW5+YR\nCIJAKh75U7S6/2ygiDLdWhorWMDoShB5cuIZjpWGGK6Mtt03rhjknQJVtxOl6NDhXKMjKF7mBGFA\nzsojIjZttvMlm8cnngBgd/JCYjOWQao1n30PTDKZc9FUeMtr17B1TaZ5/8zEw5mEYdTgS1VkNg4k\nVmWb7uWmVcLmydGaBrdctY51vSa26/O1Bw/henOXNmRJRFclRrJVyvNU1ZxpkloCVVSw27hnarLG\nrq7tAPxyAedMVVLxAo+slVu2pZQOHTqcGTqC4mVO1a1RckqYdZvtYtXhydHnKXp5FFHlgtTFzX1L\nFY9vPzBBruhhxARevzfN1v65Hgon4wcB2aJN3IjKQhPGuVEWulw0EjbX9cSp2n7LvApJEvmN12zF\n0GXGcjXuffRYywnV0GV8P2R0qjpv5cyZRJd1kmpiweTMS3suBOD57AFsv32fElM2yduFTtOwDh3O\nMTqC4mVO3i4QECCLMhXLZTxb5cXKLwG4IHkRWr2ENF90+fZ/TVIs+yRMiddeH2NzTx+K2L7M0/UC\n8iWH7mRUFhrTXp5pO1HCZoz+rhjFqosfzBUDSVPljhu2IAjw9KEpfrF/suVYSVOhULEZz1VXxVV8\nWk8hIuK16cexNr6Gbr0LN3B5Prt/3v0AVEnBD32matlVcX4dOnRYHB1B8TKm6tYoOEVM2cByPMZy\nNQLgNf03sTW+g12p6KpyfMrmPx6YpFLzSSdlbrw+xkAqhSm37s/QwHZ9ilWHvq4Y6/sSTavulyuC\nINDfbZBJahTKrVuhb16T5LVXrAXguz89xonJypx9RFEgYShM5Gvky2e/K6kpGyTURNu8B0EQmlGK\nhZY9AOJKnIJdpLKAeVaHDi93gjDE8wNcz8d2fGq217ZkfSV5eV4udgCg4EQ225pgMJar4HqNaoQ0\ne3qvA2Bs0uG+h6ewnYBMWuGW65OIikeX2tVsWd6KquVhOz6DGZP+LmNVVCWsBmRJZE3GxHEDilWX\nVAtX0D0XDTA0UeHFY3m+/uAh/vttu+cYfqmKhO36jExViGnSWWnt3kAQBLr0FAWnQBAG874vLszs\n4ocnfsJIZYzx6iR9Rs+8Yypi1HV1ysphKudv8m6HacIwJAyjpPAwpP6vxbZ6vZlStilVHeYLYi1p\nSm21swACNN97QsvfhRn7RQ8ShFb3tX7/BmFIEISEYUgQ1H+vbwvCyEU4JMQXJaZyVVw/xPcDfD/E\nDyIhEdRfo8b+ggDreuNnJU9txb+FvvrVr/LP//zPTExMsGvXLv78z/+cSy65ZN79f/rTn/KJT3yC\nAwcOsGbNGj74wQ9y++23z9rnvvvu49Of/jQnTpxg06ZNfPjDH+aGG25Y6VM5r7B9h7xdQBU0xnNV\nqpaLoFqEyNEHATgxZvO9R6bwvJCBHpXXXduNLZZJKRliJzUPm0mp6hAGsL4/TiapdyaDk9BVmTU9\nJi+NlKhaHoY++2MoCAJvvnYTn9/3PNmSzT0/OsI7b9o+R5TF614Xo1NVNvSf3VLSuGJiyDGqXo24\n0trEylQMtqe38GLuIAfyh9oKisaYBbtIWU/P2620w8oTNies+sRXn+iDYHqib06KjfsaQmDm5BgG\n0WNCCIKgvm3G4+tjQTS/zxQUjTsCQur/kczbFEvVeQXFbBb+bJy8R9j4vxB9I9b1AkLzG5LoPqFx\nnzBjn2nEWUJDQBSjMVqJARqCIgyjgUJADElVPYrFWnM8QRAQBQFBBLE+piwICIJIsdI6+nkmWFFB\nce+99/Lxj3+cj370o1x66aV86Utf4n3vex/f/e53yWQyc/Y/fvw4H/jAB3jHO97BnXfeyaOPPspH\nPvIRent7ue666Ir5F7/4BX/4h3/IH/zBH7B371727dvH7/3e73HPPfewY8eOlTyd84qCXaTq2LhV\nlVLVxTQk/mPoPmRR5jV9N5Gf1Lj/x1n8ADaujXHjq9K4go2GRkqd65MA0QeiUHZQVYm1fSbp+Plf\nyXGqJA2VwR6DY2NlZEmYsxykqzJv3buVf/7PFzg8XOSHTw+z9/K1s/ZpdiUtWRi6TF/X/CJvpZFE\niW69m2OlIUx5/ojCnjWv5Mr+y1lrDiw4pizKCEC2FkUp2kXEOiwN1/OxHB/HDZoTmB9EV79BEE34\nfhji+zOEAjQnf8IoTtAQGQJCJAjqk21jG0LY/gq/MVnPnHQb+zQm75n71Lepskh3t4EugbvCfW4a\nk/O02GmInGnRMVsIhTPui8QCBM0IS+OOVmKgIRYar030qkA6FUMOg0VFXc7m9duKCoovfOELvO1t\nb+OOO+4A4KMf/SgPPfQQ3/jGN3j/+98/Z/+7776bdevW8Sd/8icAbN26lZ///Od88YtfbAqKu+66\ni+uuu47f+Z3fAeD3f//3+clPfsJXvvIVPvaxj63k6Zw3uL7LVC1LtRpSqdgkDYUD5Reo+hViGIyN\niPzwp1nCEDat1fn1WwapVKpUPYeB2JqWiZiO61OquKQSGoMZc85Vd4e5ZJI6tuMzmq2STghI4uwJ\ns7/b4NY9G/nWw0d4+OkR1vaY7DjJ9EqSRAxNZjRbI6bJZ7WCJqHG0WUNy7dbNpgDFoxKnIypGBSc\nIl1umqSaWI7DfNkRhiGOF2A5PpbtUa651Bwf1/Wnr+7rE3/zKro5mU9PcKIQTYDRBB9dHc/cZyay\nJKLIIq4XLGtjO12T6e+Jk07oVGoua3ri5IsWY1PleUuyl8rJxz5TAEWc3oy9Uq9NY+y4oSKdpWjl\nin3rO47Dc889xwc+8IHmNlEU2bNnD08++WTLxzz11FO8+tWvnrXt2muv5W//9m9n7fPbv/3bc/a5\n//772x7Pcqu2xnjnWjS/6taYqmUZLRRxKgqJmEpIwDP5pwHo83bz0M9KAGzbGGPv1V3IkkDNr5CQ\nEyTkxJyPU6Xm4ngBa3oM+rsNZOncvJI8039TQRAYyBg4nk+uZNOd0OZ8MV+6NcPQRJknXpjgWw8f\n4f23XTBnbdTQZPKuzWi2iqqIi8qnWIlz1WSFbj3NaGUcQ2ktKBqEYUjWypGJtW8apkgyoieStbIk\nVHPJUYpz9XN6KjTOMSTEdqMIRM32KFddLNdvlhkrkoAqS8R1ddmXI3VNpq8+4ZdrLvGYQr5oMb4M\nE76uyWzdmOGeBw+w75EjTUfe267dwu17t3GohSvvajn20xl/1nt4nhDFzLFLVYekqWJZHp7rzWuo\ntxKsmKDI5XL4vj9naSOTyXD48OGWj5mcnKSnZ/YVTE9PD+VyGcuy0HW95T6ZTIbJydYldgDd3SbS\nCk1ymczqv2oKw5CKU2WikmWoOkmhUkUiRl9PDE2ReWriKWp+FRWTF56I/l6X7kpy0zW9CIKAG7iY\nZoz1ibWYM9bHgyAkW7JIpGKs70vSkz4/8iXO9N80lTY5OBS5iqYTcyfit9+0i4m8xdHREt/40RE+\n9PbLUOXZSyTJlMFUoUa+5rMpbRJfZKRiuc/VSMq4kxa6LKPJrY/BC3z+6fEvc6I0yof3vJ8es72o\niAcaBauIEoeu2Kkd77nwOT1V/CDEdjxqtsex0RLFioPt+DieD4KAFtNIJiVURVzRz6cii/RnDL7x\nwEkT/nVbuGPvNsZOwTslDENcL6DmePRk4tzz4AHu/sF02XGl5nL3D14EQvZeuZ5DQwUUOYoAqJKE\nIotIkrDgea/EsS/3+KlU69yk+cZ+03Vb+I3Xbj+j1XUvi7h0NltZkQhFJpNgaqq0yKSgM08YhlS8\nKmOlKcZKefKVGvgKsqAQUwUcy6VSrfLzscgVs3xkE4Qil+yMc/UlccplCwjxVQfNM3DKIa4QlTG6\nnk+h4pKOa2RSGoLvMdWiCdi5xNn8m5qKwMSkRa1it1wuest1m/n/vv0rTkyU+dfvvcCbr9k0Zx85\nDBkZLzGVrbCuL96ygqTBSp6rYMsM5yfp0lvn2gDoYiScHjn8c16z/poFx6w4Dges42xMhk1H10Ud\nyznwOV0qfhBg2T6W61O1XMrVKELoBwHJpIFds1FlEVkSERAI3ICa63JyUe9yh943rE3zjQdaTPjf\nfxHCkOsvW8tTL4xiOz6W42HVoyiW49e3RdubP9fvD4KQpKnyz392M/seOdLyufc9coQ79m7n/7jn\nYYqV2aXUglA/V0lElkUUSWiee+P2vbddyMNPneDf7m997FdfOMCDPzuGXH/s9K2IJJ68LbqVJKG5\nRNT+tYGbr1rPxGSp5bkJQiQmCoVKy/fwfGP/6/dfBOC2azZjW6dXXt7TszhBvmKCoqurC0mSmJqa\nmrV9ampqToShQU9Pz5xIw+TkJPF4HF3X592n3ZgNlvvLpGCXmJqcIKxJGLKBPs+a8dkgDEOKTpnh\nwiSjpSzlmosYqMQUEz0mIdbX6kPgheKvsAKLwIrhT67lyosSXH5BAgSBELB9C1PSSQrp5raK5WI7\nAf3dMfq7ok6h58uXNTCdPHUGScRU1mTqSZqygHJyBMJUuf2GLXz1B/t56sAk63pNrtjRO3sQQSAd\nVylWHF4aKbGu16SrxTLKTFbiXJNqkqlaHtf3kMXWXzGX9FzIocJLPDP1PNcOvmpBkWDKJnmnSNEp\nk9ZSSz6ms/E3XS48P2hOtlUryoFwPJ/ADxFFAVWJ8mgUWSSdipGfkbzX6pRn5iHMDL2fSh6C7frk\nSzY1x+PiXQMLTvjffPjInAl/MXQnNQoVm8o8lvOVmkux4jCQManZ3qyr/TCMDPZcL4AWDvFJU2X7\n+i7+ry/+rO2xP/TU8JKPXRCgO6nz//7JjW1em8Pc8dpt3P3AQaqWNytvRSDKW1FVGc/zZ+S5RNvj\nusIfvad/3rG//fBh3nrjdmxr+boCt2PFBIWqqlx44YU8+uij3HTTTUCUOfzoo4/yrne9q+VjLrvs\nMn70ox/N2vaTn/yEyy67bNY+jz322Kw8ipP3ORP4oc9UNUe5bKOICnHZJKUnMWQDVWrvHrlSBGFA\nrlpiqDDBSDGLZfvook5KS6LI0+FOVZbRFIWiVebpqV+CCN6Jbbz60i4u3hmfNZ4TOGzU1yFYKkEY\nUii7yJLAxv4EXUkN8TxY4lgtzEzS7EqIc8pAtwwm2Xv5Wh74xQnue+wYA90Ggz1zw6BJU6ViuRwd\nK+F6Ab1dsTP6dzIVg4RqUnGr8yZSbk1tIqnEqXhVDhePsj29pe2YoiCiCDKTtSwJJb6kKMW5iO34\nVCyXUtWhbHk4rk8YgCRFHiSJmHJKy7i6JrOtTR7Cyd2BPT+gUHbIlW3yJZt82SFf/zlXdqjV9904\nkOD6KzYsOOFvXpNkMl9DUyX0+r/oZxldmfl7tK3xs6HJdCV0zJjS8jnMmEI6ofGum7fj+QFhvWrF\n8wJcP8Dzw2Ykxm1sq/8eNzXKNbftsZeqDpdu6+H4eAnfj/wfvLofhFcf3wui25mmUmEYlXcXSu3F\nUKHsYDk+x8eXFuXdOJAgv8DYlZqHKAr4/jksKADe+9738sd//MdcdNFFXHLJJXzpS1+iVqs1fSU+\n9alPMTY2xic/+UkA3vGOd/DVr36VT37yk9xxxx089thj3HfffXz2s59tjvlbv/VbvPvd7+Zf/uVf\nuOGGG7j33nt59tlnz0qFhyRKZPQubM+l5JTJ2Xk0WSOhxElqCUzZOCNffF7gM1Eqcjw/xnipEBlU\nqSZ9cbUZjQCI6zrb1gzSn05RqjqoasjRyvU8evRJrtyym91bZtf61/wqhmySVJNky1UKlSjZZ03G\nJB47O6LpfKbhpGm79STN5NzowjUXDzA0UWb/8QJfe/AQ//22C1oukZi6giR6nJis4PkBAxljThXJ\nSiEKIl16mqJdmtfo6qKN2/j89v973jGqjsXzx2dfdZmKQd4uUnRKbZdTzlUaEYhixaZc87BdH0kS\n0BWJlKkui89If0/7PIRX7Orj7vsPkCvZ5Ms2perCTehimoymiKQT2oIT/h03bDml5RU/CMmXLG67\ndkv9WGdz27VbyBet5tiCIDSXHhaKHcuSSNJU2x57Kq5x85XrFnXsYRhGAqMuOkRBoCvZXgx1JTRu\nuGwNNbtv2syraeoFMV2lUrVn+3uEoKkS6QXGNmMyBfvMNBNcUUHxhje8gWw2y2c+8xkmJibYvXs3\nn//855vLExMTE4yMjDT3X79+PZ/97Gf5+Mc/zl133cXAwAB/8zd/0ywZBbjiiiu48847+fu//3v+\n7u/+jk2bNvGP//iPZ9WDQpUUVEkhDENs3yFr5ZiysuhSFB2Iq5Hpz3LX0VuOy2gxz7HcONlaAUKB\nlB5HN5Q5E1Fc17l6xw6++dAh9j3yWPPK5NZrLuCzb72VJw4eoGxNt8X2Ao8wDOlSu7HsgFLNpa8r\nxkC3MScc32H5kKWo7bnjtXbSFASBX792M5/7zvPkSjbffPgw/+3GKPHq5PVwXZWRRIGRbBXPDxjs\niaPIZ0ZUJJQ4MSVGzbOajedmYqg67/r6h/CDFo3SRImv/MZn5mwXBRFVVJisTZFQ4/Mup5wrhGGI\n5fhULY9CXUS4XoAsRZEEMyYvaxKlLImkE/qCyxIv1RM7GyiySDquko5rdCU00nG1fhv909To+6BQ\nthc94Z8KY5Nlbt+7rX6sh1tGV04Fzw+WJFYWQhAEFFmY9VlbzPibBpKtxwPSaZN8vtJyCavQZuw3\nXbeFmuWdMaOrFf9Evutd75p3ieMTn/jEnG1XX3013/rWt9qO+frXv57Xv/71y3J8p0N4UoMnQRDQ\nZQ1d1gjCAMuzGatOMFGdJKbESGspTCWGLp16NUQQhpRqNiP5HCcKExTsMook0W0k2y61bFszyLd+\neIiv/dcBACQpwLI9vv7AAUQRrrtikKeOTFffVP0KKSWNU5XwYgEb+uN0JfTOEscZQFdlBts4VtP5\nGwAAIABJREFUaepaZHr1L//5ArYbkE4bbB5MtVwPV2SJdFxgsmDh+yFre+PNCWAliYyuuhgqncCQ\nYy3f737g44ctvqTbfG8bSoy8XaDolOjWu5bxiM8MDRFRsaIwd8XycD0fRY5a0yfN5Yv8hWFIrmRz\nbKzM0bESQQiD/cn2of2ay+uu3oDvBaQTKl1xDUNfnLBZqQm/gWV7HDw6xc1XreetN26nYrmYukKu\naM1ZqlkqK33sKzn+fGO/qV5BUim3SBxZIc5tiX+GSaY1NCW6YuwlAayfdX/FrvHTF/cjSwKiKCCL\nGpqiERJg+TZDpRPIooypGHVxYaBKiyvvc1yfQsViKJdltDwZLUeoKv2J9ILLKq4D/V0J3vm6bt75\nut2tx/dd1OMyjudh+xZSKBNaJmYiSlhyavY5m9R2LjLTSVNpkaQ50G3wm7ds5+ZXbWbfw4f5y889\nNu96uCyJdCU08mUbLwhZ12tinoElq6QaR5M1bN9etqRlURDRJK0epUignANRiiAMseyoIiNfdqha\nLq4fLCgillqFEYYhI5MVnj04ztHREkfHypRniIekqZKKt1+WSJkqF2/uPqVIwpwJv/5+PJ0Jv2Hd\n7QfRbdVymchVkUWBdNokl6/g+mHTSXM6mVFoJi7O7K0xa58ZImkljn2lX5v5xi5XXRKmQs3yqJTt\n88OH4nxEU9QFw7SjU1FYKnozi4iSgCyALIvIsoYnBpSqBYbJYSgqCS1Ol54koZlzIgxBGFK1PHLF\nGieKWSZrWXzBwlBVBpTutksolZrP4eM1Dh+rYWg6t1+rLHjsuqJguQ4lu0qcDIM9SdZkDJKmymTt\nzKncDhHdCyRpXn/FevY9fHhuqVs99HnzVes5OpwHog6lXYmoy+lLoyXW98VZoDDqtFEllbSWYqwy\nsaxVUIYcI2vnKdrFBY2xzhZBGFKzo5yIfNmmZnl4foCiiMR0mWSbpafFVmEEQchItsqxsRLHRssc\nGy9Rs2d/viVRYLDHZEN/nI39iWUN7bfCsj2ODuc5MTa/GGr0+pgWCtG5+I1GWQEgRNbeAiCJ0Xtf\nEqMyTE2TURWRdFIn8Fx8n+ZYDeHRsMf2ZuYjBGHTGjuIDgRmWIWDwInxMqosoWkSjuvjB2HkEFp/\n7oZVdnS7sL/FUl+b5Xjdq7ZHfzpG6iy0PugIiiWyUJg2GdfqyTTTb24vDHFtD782w/M9FClQ43hY\nRBCH0SWVpJ4krcVJ6XFkUWKyWGWikqPgFkByiekqMXn+Lp81y+fIUI1Dx2qMTEyvgXYlhEUdu+U4\nTFQK6GKMnWsG6O+KnzUL1w7Rl1Z/t4Ht+ORLDl3JaWfDxnr4d348fynaW2/czokxcVaiWjqhRWWl\noyUSSeM0TYQXJqUmmaplowjYMlU/CYJATNKYrGVJqgmUs1RVdTJBEFK1vWYkomZ7eH6IqggYuoy8\niPyVhaowfvTzYzx3eIqjY2WGxss4J5khqbLIul6TDQMJNvQnWNtjzlrLn8hWVjS033gdKq6L5wXN\nSb7Zw0KIvgCjCTryapAEUDUJRZJQlMgvQqoLCKn+c0NQSPVJXBAibwRDal0OPKdB2cwkxzCc1Zhs\n9vbpfX0vrFeI1Cs6ghAvCPHdqAbZD2eeFzSKdJviQxSaduWNbYLYSNpcmaiB5weUqw49ybNjY9AR\nFCtEI8uYNqsRYahGosMPsAKbsfIEI6VxFHRiooFDlVB2MGMampRqKSQsO+CloRqHjtcYHp+9LNGf\nUdm6IcbG9YtTqmOFEposcvGa9axJt04Q6nBmkSWRwV4Tx5+dpKnI4oKlbpWaiyKLc768kqZK1XI5\nPFwgrgr0pFaurDQm6yTVRNTZVlq6f8T848bI2XnydoHeJfYHWU4aUcRyzaFQdqg5Hr4foikSZkxe\nsg19uyqMMAzZtj7Ng08ON+/TVYkN/XE29CfY1B9n15ZeSqXavE2kljP0PrOaIbrajiZYUQSlvlxj\n6hKqLCErIvIsYVAXEzNEwnIiCALSMo8ZdU2dvlBs3M6Mtvh+VJLq+2H9Nuqq6nlhvcNqUC8rbRxb\n9JrN9J0Q6kKk0VNFFAQ0OyodRpi+r1UPlbNNR1AsM1WvQkxaXNfHadEhoiKTxCQIAxADZNnH8zSE\nYG7nRscJeOlEJCKGRmeLiN4uhS0bYmxdHyNuyriBy76hr/NOXs1CKLrP1p41rEmtzjDyy5VWSZqu\nFxCPKQuUiynz2vmauoKmypyYKOK6K1dWKggCXXqanF3AD/xZ+T6SKLVMwFxMqbUgCOiSzpSVI6Wl\nzrj3i+v5lKouU0WLSs0lCMPT8oeAhaswvvPjI3zxL27hql19ZFI6G/vj9HVNJ7wKsKjnPpXQe2Oi\n9OpX7dGyBE1nyERMIabLaEpksKUpdafOVTbhnQ6iKCAisJQit7nLO1EEpLk0MyMqEvgBXhDg+5Eb\naiRQouUbPwjqbqjMaXHeXLIRonbnfjCfnFx5OoJikSz2g/HNY/9OIuxnk7abdYm1xA1p0aV6J/tE\nJAyVsXyBgyPD5EpVjg5bHDpe4/iIxcwCk0xaYcv6GFs3xDBNgaHqMQxjIwCKqNClLe4KbjCdZCDR\ne159CZwvJA2VwYzB8fEoSRPal6Ldes1mxrOVthNFTJeJ6/KKl5WaikFcMal6NRJq5HVSdayWpaEN\nqs7JRtFzick6WTtP3srTZ/YuuP/pEobRkkah4pAr2dRsD1UWSRinLiIaVGouw1MVBgdSbaNONcvj\n9hu2NA2lTodGKH8mjd4Znh/g+tEVd0iUi6HIkelUt6ajqdHyhCqLqLK0LB4Z5yONSIkkwqlK3pCQ\n7u44ExPFKF8knG4p34iQhDN+DsKQmHZ2pvaOoFgki/7ACCF5hvnZYZNHh6O3kKZC3FCIGxJxQ8I0\nJOKmVP9dxtBFkkaspU/Ebddu5k3Xbef//Kcfc3Rk2us9nZTZWhcR6aRCyS1yoPQLDk4dwA4sru97\nLRvNzQC8uve6lod6Mj1m97xtpzucfbpTOrY7naQ5X7nYrdds5rbrtvDRzz/Gay4bZE1m/oiZqqx8\nWakoiHTraY4WjxOGUZvsk02rAPzA4wu/+lfydoHLey/hxg3Xtx1XEAQMOcaUnSOlp9AWWTG1VDw/\noFR1yZUsSlUXPwiIaTKZFsZjS8EPAg4cL/D0wSkODBWIGwq3v3bnKUedlkoQRF1JvXrkIQxDEIVo\nuUISSJsqMV1uiga1HnXocGYRhUbvEWlJ0ZGzQUdQLJKGnepCYdqt1V/jmPcimr2BiizgeiF+/wuU\njBK58fUEI30Qzv5QCgL8+fuu5p4HD7XI2N9PGMK7fm03//NrP2frBoOt62N0pWRCQo5Xj/KzkRcY\ntabXVWOSgR94M36PLerYz0f3wfOJk5M0BYGW6+FT+Sqf+urPOXA8z7HREv/tpm1s6J+/uU+rslJD\nX94lhIQaJybHqHk1jBZGVwCSKHPj+hv49wPf4ufjT3NhZhcDZl/bcRtRipyVX3DfpVKzPYoVh6mi\nRc3xkEUBQ1dOO4ozmq3y9MFJnjmcpWpNf07jMYWh8RK3Xbt5Vg5Fg9OtwgjDEMcN6iIiRBBAUyQM\nXcHQZDRFahqkKbLY8ZzpsGQ6gmKRhGGI47ltw7SW63D1BWu4mjXT22yP/xh5ECe0kVJTSIFGrLYB\nIbueWjFGueqTMFQu3tLD3//rky2rKu579CX+5aZbePeb1uL6UVnYC8Vf8Uz+KSx/OjQ8GFvH9sRO\n1hkbZiVwep5PyaoucOz2OVHT/3Ln5CRNQRBaroffcuU6pgo1jo2V+cr3D/C2vVvZtm7+pMiTy0rX\n9cZJtulWuuTjFmW69TQnyiPzCgqAzakN7O7ewfPZ/Xzv6AO8e/fbFnSYNaQYWStPWkuednmqHwSU\nax75kkWhEjXhimkS3Qs0WVuIquXyzOEsTx+cYjRbbW6PxxQu3trNpVt76OuKUas53L53OyAsSxWG\n60UCwnEDBEBRJOIxhaShomsyuip1og4dlg0hPFOenGeRiYnWbWGXiiSJmHGNex46yHdmlHS98ZpN\n/PoNW/np/v2z7KsblNwiB0v7OVTeT22GAOjXB9hq7mRrYge3vOIiNHn+L3Dbc3jo2WdxnOjq5LnC\nM/wi+zgxKcbW+A62J3YSV6avQj3fx3aiLGNJElEViaShRE14VKn55Zi3C6S1FOsSgy2/uBvlWZOT\n50/75/k4l861WI06isqS0LKXB0STydceOsTBoQKiKHD79Zu5YFOUcNvOzrdYcRAEgbU9Jt3LWH5m\neTaHC0dRBAlNnr/yqOxW+PyzX8b2HW7ecANX9F264NhZK0+/2csas3/W9sX+TW3Hp1SNohGVesdH\nU5dRlfYx5nbmU34QcPBEkacPTrL/eKEZ5RRFgZ3r01y6LcO2tak5y6m6JtOfiZNO6rOqMMYX6AYq\nAIlEjLGJEla9mZgsCeiaTMJQMHSFmCoteE7nAufSZ/V0WQ3n2tt7ltuXn4/4fkClbPPGPZu5Y+92\nSlWbhKExli/MKyYAEkqSy7uv5NKuKzhRPc6B0osM14YYs0YZs0bJGF1o8sKmWY+NPcoVXVcDsDW+\nnYScaEYjomQqH9uNRIQsRd36EoaCrkqoqoR4kuuA5dlIokRPLLPsfUY6rCwnJ2m26q+iyCJv37uV\nbz18hOdeyvGNHx7GdgMu394+STdpqlRqLsfGSnh+QE96ecpKdVkjrSaYsKbaCoq4YnL92j38cvI5\n1pgDixrbVGJkrRxpLbXoPKAgDKNOjxWbfMnBdn00RSIdX7gRVzvzqWOjJZ46OMkzh6aozFjSWJMx\nuHRbDxdt7p5XBMLSqjDCMGxGIDw/xBclEKA3rWPqarN7Z2f5osOZoCMolojvB/g1h4PDJzheHkcO\nJIJgcR9WURBZb25kvbmRilfmUOkAE/Y4aTkTjb2A8dSJyhCXp1/ZLJlbb2yMQpqeQ+CHKLKEqcvE\ndRVdi5KohHmsi8IwpOJVWWP2YyixU3otOpxdulM6luszNo+TJkRRtbdcvwVNPcov9k+y78cvYTse\nr76w/URtxhQs2+PERAXPC+nPxJalrDSlp5iyc7iB13aJ7bLei7is96JFC11N0qi4NbK1HGsTa9ru\nO7Pks1xzIQRDl4kbi8sbmd98ajO3XbeV/+ebzzJUb0Nt6jIXb81w6dYM/d2LKydv0KoKo3H8thPg\nuAHU8yASMYWkqbJ2ME21XOtcIJxhoqqLAD8MCEK/fhvghz5+3X/CDVy8wMMNPILQB+pmV4KISGT0\nJQoCAiKiGH13i0Jk7BWUbXK1aKksshAXZt8SmViI9W2apJ2V90BHUJwiiqARuAqj5Ryh4BOTY+iS\nhihGVrELrbeacpxLui4HFl+S+sZ1b4GQ+hWJTxiCIkukjKiBj65GGdmLoeJWMRWDzDnYYKlDhCgI\nDHQbOC2cNGftJwq88dUb0RSJR58b4/s/G8JyfH79Ndvbjq9rMqIoMJyt4AUBA93GaYfLDTlGUklQ\ndEqktPnN02Z+GYZhSNmtNEtO58NUDPJOgS43PUckh2FIxfIolBxyFRvL9lEVgeQplHzObz4VJVC/\n540X8I3/2s+l23rYti552kLM96M8CNuNTJEUWUJXJXrSOoamENMkFFlCECBhqNjVTt+d5cAP/HlF\nQhAGeIGHE3h4gYfnewQE9bJNPyrlPCkDXkSsl5FKDfcIPKjbhEd+E9CwAZ/ejgAlIUahblgmNH2x\nhMgmtH4TRaEi07C18TWkteUzklssHUFxinSbJq/u3sWxkQkmqzlyVoGiU0BCQxaU+gc6hDCyW23a\nxzZsWE/BHa5a9ZsGOumEhqHJxNSlu/H5gY8bugwaA6vGtrjDqTGfk+bJCILATVeuQ9dkHvzFCX70\n9AihILL30oFokXYeGmWlE/kapapLTJNIGCqaKhFTpSW3shcEgbSeJu8UCMJgwauoolPiO4e/T8kt\n879d+JttoxqapFL1qmStHDFZx6+XRYa5GkdGihQrLn4QRkmW84ivhViM+dRdf/k6NJHTslee2dpc\nkgQ0RWouY8Q0CU2RTitJtMNswjDECVxs38ZyLUpuBTdwmwIh6v8R/T0b87nQjCqIiES3sigiCmpz\n+3IgCJA2DCRHaysUG6IkbxfPWLvyk+kIilNEUyV6MiZyGLA5zFDzLKaqebK1HFXPRhU0ZFQCohCl\n6wV4XoAXQODVLVjDECEUFu1x0Z3QiOlRUuWpXPU4vkPNs/DDgC49RVJdXKJNh9WNrsoMZkxeGi01\nw++tEASB6y5Zg65I3PfTYzz81AmKJYvbrtnU9j0oSyLdSQ3b9SnXXHIlG1EQUBUJvS4w9CUIjLhi\nYComVbdGXDXb7qtJGjk7T9mt8NjIE1y39lUt9wuIDJnwVV7KTlDIi+CreJ6PaVpUqy6GLp9WyWe2\naPHSaJnBgfYtwOezPF8MjX4gtuOja5FDatJUT/kz36E1YRhi+w62b1PzLMpuBdu3cQMvqoYRFGRR\nQhalZRcIK8X08sfZoyMolomYrLMuOUCv2U3BLpK1clheFU3S6DIje9yQerOwuqVq0LBZbZU30YKe\n9NJzHbzAo+ZZuIGLKqkktSQpLUFcMVf9B6TD4kmaKut6TY6Pl5v23PNx1e4+NFXi248c4elDU9ie\nz+3Xb2kb6RIEoV4hFP0eBNEEXqm55OsCQ1GkZgSjncCQRIluPc2x4hBhONdafiaapHLThhv41qF7\neWz0CS7o3kEm1t20InbcAMv1sCwPx4ssisteBVudYtAYIGmodHcZ5IVw3v4W7QjDkMPDRR5/fpwD\nQwWSpsp7br1w2c2nfD+gYnm4fkBcVxjoj7r8ng8VGauBIAxwfAfLt7E8i5JTwQkcPN8DIXIU1kSN\nuGx2Ij+nQUdQLDOapNJn9JDWUk1hkbPzqJKKIUeJbZJIy1f+dHobzMQPfCzfxvYdJFHEVEwG1H5M\nxUBvk13f4dymO6kThnB8vIQg0NZ+99KtGbpTBl+691e8cDTP3f91kLft3broCUwUBbR6BQFMmyY1\nBIZQj2DEVIlE/QpbV6ZLFhNKHF3WsXyLmNxeKG9Pb2FzciNHikf5zyMP8Nre1+F4UVVTGIQIYuQk\nqKkCkqhghCksv0You4jiqS3pOa7P04em+Nnz40wWpqu3+rtijGUry2Y+5Xo+lZpPSEgippJJ6SQM\npeMNcZoEYYBd/w6sujXKbgXHd/ACH0EAVVTRRQ35DAmI3es3Y6jzVx9VHaule+ypcDZjFB1BsUKo\nkkKvkSGtpyg5JaZqWQp2EVmUMRVjTnRg4d4GrUtSG4RhWBcRNgC6rDMYGyCumMRkvaO6XyZkUjpB\nGDA0UUEQouWQ+bh4Ww/vvGk7dz9wkMPDRb7yg/2888bt6KfQB0AQ5hEYVlSWCTMERt0PJS4lmbTH\n5wiKmdEHx/WpWi471FdwjCFGqsO8mD/A1sQ2zJjcMsomCzL4IUUnjyEtLaqXLVr87IUJnjowie1G\nJdyqInL5th6u3N1HJqlTLFmnbT5lOR7Vmo8sCaTjKt1JnbihdMo7TxE/8JtLGFW3RsWt4AQuXugj\nIqCKCjE5dtbM+wxVX9AW4FRZSKzYrkMxb5/y+EuhIyhWGEWU6da7SKlJik6JKStHwSkiCRKmbDSj\nD6eiTqNEIgfLs/EJ0CWNXqOHuGLWoyGdcOnLkZ5UjCCAE5MVBIS2vTm2DCZ59y07+F/3H2BovMKX\nvvsiv3nLDuLz5GEslvkERtWeFhhIAVnfxdaLxDUdzw+pWS6WG+D6PoEfItajD12xJBenL+Op/M95\npvQEW1KbEIX5o20xyaDklUj5KbpoXx0ShiFHRko8/vwY+48XmtszSY2rdvdz6bYM2ozIzam2AA/D\nkJrtUbMjv4v+7lgzuboj+JdGEAaUnQpZK0fFqVFxqzi+gx/6SIKEIioYcgx5kQLiTEQQFrIFOFUW\nJ1Y6guK8QhIluvQ0STVB2Y0+CCWnjICAqRiLfuMDuIFHzavhBh6apJHSkqS0JIZidOyzOyAIAn1d\nMQJCRiarUYi3zVLGur447/m1nXzl+/sZy9X44n0v8O5bdpCKL9/yWEuB4ckUyjonsjlMORG13xZF\nZFnE1OdGHy5IX8yRyiEKbp5n8k9xZebqeZ9PEmUEX6AWVJDlSJS4Jy1DOK7PLw9N8bMXxpnIT0cA\nt61N8srd/Wxdm5x3ol+K+VQQhFQsF9sNMDSZdb1xUnG1bfSow1yCMKDq1ag6VYpuEdURyRcrCIio\nkkJcMU/5Imq5Igiu71LxqpTdKhW3QsWtUvNqvGLr7gUf++Xn/z16PkHkrdvf3KzA+69jD+Met/Hc\nEKmeHCoJEqIgokgyr9i6e8XEylLpvKPPMJIokdKSJNQ4ZbdCrpan6JQICIjL5rxlnH7gU/MtnMBF\nFiRMxSCtpTAUY8W6LHY4dxEEgf4ugzCEkakKSYG2FRj93QbvfcMuvvy9/WSLNl+470XedcsOelLR\nVVs7i+lTPT5NkRhIdONLVWKShLSAGJYEiat7ruFo+XDTw2U+4rrOZZs3059OUa55DPbEm06WI5MV\nfvbCOE8dmMRy6ssasshl23u4cldf85wXw3zmU437KjWXIIiSNQczOklTWXKp7cuZmSKi4BSjaGwY\noMsqGS2JoCvL5rmx0KQ8Xp2gVBcJFbfC5b2XNHPS/uPQfRwuvIQTzE3UlQSRD/HbCz7/WHW8+fwz\nheyhwktkrVzLx0iCyP/Oexcc+0zRERRnCVEQSaoJEkqcihvVzhedEmWvgiFHIqGRWGT5NgIihhKj\nN5YhrproUicvokN7REFgoMsgDEJGs1WSptC2bLI7qfPeN+ziK9/fz2TB4ov3vcD/ePOFXLitt6XF\ndLu+EotFl2IYsknNr2KK7ZcmIOp/06+3d/mM6zpX79jBNx86xL5HfjrLyfJNJzlZdic0rtrdx2Xb\nepatbbvj+lRqUT+QpKHSXU+07JR9Lo75RIQmqc0ohCCAfIaXdO96/t9mCY6tqU3ocm/zmBtiQhZl\nTNkgrpiYirGgIVuD27fehhd6BGGAJEyf2541V4HiU65a+MG0sZYfzo2mnG06guIsIwgCcTV641W9\nGjkrT8EpUnErTQvVfqOXuBrHkGOdUs8OS0IUBdZkTIIwZDxXIxVX21YQJE2V97x+J//rBweQJJEr\nLljDdx45fJLF9HTy4emKCkEQSCpJyl5pUUZXM7F9iyl7kkFj3azt29YM8s2HDrV1srz7ey/wygv6\n2LY2tSzCfKYRlSJLZFI6XQkNM9ZJtFwMixERy43tOwyVhzlRHl7UkkRcMdFlHVOOfFTkGRVEr1l3\nDTes24OpGKjiqZmmbUlvbLn9op5dpNMG+Xx11TugdgTFKkEQolwKUzHIeF1U3CqKqGIqi08s6tCh\nFaIoMNhjEoYwka+RXkBUmLrCu1+3g0Qixr6HD/Nv9588Mb8IwM1XrefocP60j8+QTeJygopXJqHM\nb8c9k6Jb5LvD38YLfd687g5MOboKVCSJ/nSKfY881vJxy+Vk2SAMQ6qWh+X46KrMmh6TtKm19QHp\nEDFTROTrIiJYQRFh+zZDpWGOlU5wvHSC0eo4IVFeArxvwcf/j0vmX1ro0tMLPn65bAFWM513/Sok\nJscWrM3v0GEpSKJYFxUhkwWLrkT7vJt4TOWCzRk+cdcTLe/f98hh3nrjdk6MnZoj5ExEQSSj9eAE\nDlWviiEv3EQrISdIKWnG7TF+OvkoW4NrOTZsQ6Bw+SZrxZwsGwRBXUi4PvGYwvq+GKm4NqsapMNc\n2omIxAIiomUlRvf0jydXYlheVEbf6BlzIH+Y/zzyg1kPT6lJNiU3nP6JLcDp2gIsxGoRKysmKPL5\nPH/913/Ngw8+iCiK3HLLLfzZn/0Zpjm/1W4YhnzmM5/ha1/7GsVikSuuuIK/+qu/YtOmTc193v3u\nd/P444/Petzb3/52Pvaxj63UqXTocF4gSyKDPXGCMCRXckin54+fKrJIuT75tqJScymUbZ46OImh\nyaztNU9rMtUkjR6th5HaMG7goIjtBU+56pOpXM649D1O1I5xeP/zBPl+kqZKqr7U0M7JsuY4wNKX\nDxsVG44bEI8pDGQMUqZ2Wpbe5zunIyJmsphKjIP5wxwtDXG8dIKx6gQ7u7bx61vfAMCGxDrSWooN\nibWsT6xlQ3wdSS0xa4yVmpSXy7SqFQuJFdt1Vuy5T2bFBMWHP/xhJiYm+MIXvoDruvzpn/4pf/EX\nf8GnPvWpeR/zuc99ji9/+ct84hOfYN26dXz605/mfe97H/feey+aNl3C9ra3vY0PfehDzd9jsc7V\nfIcOi0GRRdb1xgnDMtliDanuNHkyrhdNmO0m5oShcv8TQxQrDoIA/V0GG/rjrO+L/iXnaVR2Mo0K\nEklMYvs2U/YkkjK7bDQIQkYnHY6NWBwftsgVo9wNed0mlMEjaJueZ2N5A5vWxJnIF9s4WW7mRG6K\n4coIPXov6gLCZebzVywXxwtIxFTW9ugkzfZLRy9ngjCg5llUnMppiYiTWagS41uH7p11f8WtNn9O\nqgk+cPF7Wo670hGEleRksZK3CqxPrl3UMsxysyKC4tChQzz88MN8/etf5+KLLwbgIx/5CO9///v5\noz/6I/r7++c8JgxD7rrrLj74wQ9y0003AfDJT36SPXv2cP/99/PGN76xua+u6/T29q7EoXfocN6j\nyBLr++IUbJ/jw3nScW1OEpnnB+RLFrddu6WZMzGT267dzNB4iQ39cY6PlSlUHEazVUazVR5/fhyA\nlKmyvi4wNvTF6U3HZjUh0zWZ/p74rAqSXDHJs0MCY+VJJM9gaNTm2IjN0KiF405HVAQBBnpU1nZf\nzmFxgppaxtx8mA3dr+Tg6DBvec0OgJOSSTfzltds5dEXX6DslvBDjx69j1gbN00/CKjUPDw/JB5T\nOkJiAbzAi8rhrTxlp9JMrDwdEbEUuvQu1sUH6xGItQs2n2uwkhGEM82pda1ZHlZEUDygfyGRAAAg\nAElEQVT55JMkk8mmmADYs2cPoijyy1/+kptvvnnOY4aGhpiYmGDPnj3NbYlEgksvvZQnn3xylqDY\nt28f3/72t+nt7WXv3r387u/+7oJRiuVOtG6Md74ncL9czhNeXueqqRKbu+Pk81VyJYfuxNzM9PHJ\nMrfv3QbQ0mL60NEp7rh+CwDFisOx8TLH6/9Gs1UKFYfC4SzPHs5Gz6lIrOs12dAf54LN3dxw5Qbu\nefDgnEn/zdfv4m+/9CjPHBybdTy6JrJ+QGPDoM76AR1NjSb1/uqreWDsBzxfeJat8W0IdPP4/v1c\n/4pB3nrjDso1h3hMZSxf4PH9+6nZDkklScUrM1YbplfrI67M7rzrBwHlmocfhCQMhZ5UjKS5uks/\nz+b7t+ZZlOwyOTuP5VlIgkRcXZphXzuytcUl//7ORb+5LM+33IRhiB9G0ZUg9Anq5RpC/f/R30xo\n/bsg4PouXuhBOGMvQZj1cwNBmP53plkRQTE5OUl3d/esbbIsk0qlmJiYaPmYxvZMJjNreyaTYXJy\nsvn7rbfeyuDgIH19fbz44ovceeedHDlyhH/4h3+Y93i6u02kFbqiyGReHi3AXy7nCS+vc71s9xoO\nn8hTrLr0JOd6m4xnq7x+zybedtP2ZhShVHUZz1bRYxp6LFqKTKdNNqztaj7OcjyOjpY4MlzgyHCB\noyMlbNfn0HCRQ8NF9ly2jm88cLBFBUlU2vmm63bwzMHH6e1W2LohzpYNJgM9Wss267sTOzlqHeZQ\n4RBDzktsyKwF4PDkCMdz46iyjON5uL6PoAgklOjiI4lBxa1QDvPENIUuvYsggFLFIRQEBvsN+jMm\nqbiG1Ka9+2rjTL1/gyCg5JTJ1Yrk3AKu5JBI6vQrXctSKusHAc9PHuCx47/gSO44N1346gUfk04v\nnNC7EgRhGC3HBB5eGNSXZurCoS4OZEFEExUkQUcRZUKipSHCkLAeV2jcNrZFt1D1bJSYSMjc/YP6\n/kRPQ0ozyHQl6DbO/PfYkgTFnXfeyec+97m2+9x7772ndUAL8fa3v735886dO+nr6+M973kPx44d\nY8OG1tm62WxlRSIUmUyCqanSqq8NPh1eLucJL89zrZZrJDWJXK7KSydqpM25kYqJyVNzyuxPqvQn\ne3nVrl6CIGQsV+PYeIlsweayHb38/d1Ptnzcd358hC/95et4/29souRPEld0RCGkUpl/Hfuy5FWs\nVTew0dxMqVSbdZ7xeIxyuTbP31TE9l0OFF9C9adIKd2k4zq9dTOqwHHJZVsnpq42ztT71/3/27vz\nKKnKO+Hj31v31q29qpeq7gZp2ZRlaJBl8hoQhmAUHNGJDHFeczziqK/JkDjRhBzNTNQMYsSFeLIn\nnBAVPZkYo8QzKjLRMdscQWMiGNwTkZ3el+quqlt3e/+o7pKm96Wgl9/n6KHvrefeep5+qrp+9ay2\nSdJspSHdRMpKgQsBbwCf6sfKQgvpvm/Si5SZ4vXa/eyt+TNJsw0ATelfd0lTU6rvRIPg5IOE3IJS\nHQFDx6/Zoyj55bA1j4rXo+NT/eiqF1VR0RQN1aOiKSqqR/1ofFD7W81186FE7mflo8ACBYpLQu31\nmk+V/zkXeLQHI+3njFaXulRy2Mofj/cvOBlQQHH99dezZs2aXtNUVlYSj8dpaGjodN6yLJqbm3sc\n+9Bxvr6+nrKysvz5+vp6Zs2a1ePzzZs3D4CDBw/2GFAABXuDuW7h7j2SjJdywvgrq1/XqCwLc7C6\nlabWLEWRrnt4mLbTZS+MgVA8ChWlQSpKgwR8GqmM1esMklTa5OzSMj5sNGi1WglrkV4XCwpqISaH\nc90vnaqu/cB1TznfzrYdDMOD42pkvS34Y37OKi3Gp+n560abQrx+XdclbaVpySZpNJox7CxeRSOs\nhfNjI4brOVuybfz+aG4dkaAWYF58DgsSue7zvmZiDDUPuQ0XTQzbwHJtFBdcBVQ8eDy5PTQ0j5eg\nN4TPo6N5NDSPiubR2h9TURW1z4Wtuubz5O6LTqdzuwZrPnxqdkDlOxOv3QEFFCUlJV26MrqzYMEC\nWlpa2L9/P1VVVQDs2bMHx3HyAcCpJk2aRCKRYPfu3cyenVu1rLW1lX379vGZz3ymx+d6++23AWSQ\nphBDEPR7qSwLc6g6SXNbllg/Z2gMRn9mkIQCXhwL4r44ppMlbaf7tT4FQE3mBMfTxziveGGPaSzb\nJm3kph9GAjqxcAhdV0hmkxxtO86EUDkBrf97eoxVtmPTarbRlGkmabZiOTYBzU+xPjwrjBp2lrfq\n3+FAyyHWTF+d24MmmGBBYi5nhScws/ic/DiMQs3EyG1xkNv63HFddFUn7A23b9qo5lsWOoKGsbQQ\n1XAryBiK6dOns2zZMu644w42btyIaZps2rSJ1atXd5rhcckll7BhwwYuvvhiFEVh3bp1/PCHP2Ty\n5Mn5aaNlZWX5WR+HDh3imWeeYfny5RQVFfHuu++yefNmPvaxj/XaiiGE6FtugaYwh6pbaWnL9nva\n50D1PYNkGk0tGSzbQVd9lPrinEgf79/6FGaSXx3fiYtLub+CCYGJnR43LZuMYaN4FKJBnWhIJ+jX\n8t8Oi3wxmrMtWI7JxNCEfs8SGGsMO0sy20pDppG0lcaDh6AWwKsPbVv7DrXpevbW/Jn99W/n98A4\nmDycX2Rq5eQVXa45eSaGojCk5agtx8Kws2SdLKDgU3VK/SWE9CBBLYAuGy4OSsHWodiyZQubNm3i\n2muvzS9sdfvtt3dKc+DAAZLJj/p5brzxRtLpNHfeeSctLS0sWrSIbdu25deg8Hq97N69m0cffZRU\nKsWECRNYuXIln//85wtVDCHGlUhQb+/+SJJMZYkEC/OHtbqPGSR/OVifTxvSwhTrJdRn61CVrtua\nnyzsjTAjMou/tL7Law17WH3WFSjkgpiUYaN6FGJhH9GQTsCn5gOJDh7FQ5EeI2m2cih5hAmhcop8\nw/NtfKRzXIeUmabZaKE5m8SwDfyqj5ge7dceK92uZHmSVDbN0/te4E+1b3AoeTR/vsRXxIKyeVQE\nuy4nMFxc18V0TAw7i+mYqB4Vv+qj2F9GyBskoPlli4NhoLjuaOwlHJja2uEbnNJBUXIDVerqxvYA\nvvFSTpCynqyp1eBQdSuqJ9cFUQh+n0Z5aZiiqD8fUDS2ZKjpZidT27WpSVfTaiX7HE+xYt7fEPb3\n3D1y6hLNPWkzU1iORXmojHigZMRvzDfY16/pWLRmW2k0mmnLtuHiElD9+LSuY2l6s2j67D5XsvzM\nE1/Adh0UFM4pmsrCsnlMjlQOOGDrTwuF4zpk7SyGncV2bXRVJ6D5ieoRAloAv+Yb8XUKI+PvUiJR\ngEGZQojxoSjsw3XhcHWSVMYk6B/+oCJjWBw81sTR6r5nkKiKSqmvlKxjkLZTBLWeuyLC/mCfH2z9\nEfIGMSyDY63HMW2TilDZmOk/tx2btJ0hlU3RYDSRsQw0j9o+bmDwHwt9rWQZ0oLMic9mfqKKqD78\n0xptx8awDQwnt9y0T/VR7C8irIcIaAF0j3dctDadKRJQCCG6VRzx4Tguh2uTKIZFwFeYPxeW3b+p\nqCePp8g62fyy2a7rkrUcslk7P0S+rw+2/vJpPjweldp0HZZjMSFcPir7113XxbCzZOwMbdkUSbOV\nrG3iuk7uQ/c0det8bu61eIY5KMvauVkZpmuh4sGn+Sj3Jwi1bzfula6M00Z+00KIHpXG/Liuy5Ha\nVmzbRffmWhPO1Le8kBamxFdKbaYGF4Ws5eZG5ns1iqI+wgVoSfF6NGJ6lEajGdO1mBiqIOgd+fsH\ndbRCZKwMLdlW0lYa07bwKAo+1UdUDw9bk7/TTWtQd4YrmMjaWRrTJo2ZNjSPRsAboFyPENT8+DX/\nqOjKGIskoBBC9Ko05scFGloyZLK5Jald10VTFbyaB6+moqnKaQkyTMtByQZxs36alSTloRLCQS8B\nXSvo/hqqR6W4fQbIoeQRJoYrCtJkPxSu65KxDJqMZlqNFK1mG4adxXEdvB4Nn+ojrIWGtZ5M22Rf\n3Zv8sXovHzv3vmG7b3cc1yFjZcg4WXRVoyxQRtQtxq8G8KldF2QTp58EFEKIXimKQqIoQGnMj2k6\nGJZNNmuTMizaMiZpw27vsnBRVQ+65sGretCGaUtv03JIGxam5eDVVIrCfiriU6gzq/F4HCL66emC\nUBSFIl+MZLaVw8mjVATLKfEXndEPMtuxydhGbi8NM4luKdQ1t6C0T4Us9KZch1uP8j+Hf4dawBYB\n0zZJWWlsHIKan4mBCqK+MJUlCeqcsT+AejSRgEII0S8eRcGnq/h0FdonUTiuS9a0MUyHrGnnVrk0\nLFIZC9NxUFwFTetoyfD0uxXBsnNBRNZ08aoKoYCXorCPoF/Lj+UIGgqHWo5g2AY+dWAzEp498Csu\nqlyOf4AzGQAiepi0leZI6zFMx6QsGD9tTewdKzmmrTSpbIrkSa0QuqoRUYso9sWAwgQ5bWaK95s+\nYH4it2Dh1OhkZhRNZ1rRFKDvlSz7y3VdMnaGdPtg0ageocgfI9weIEljxMgkAYUQYtA8ioJf1/C3\nNxIkigI4joth2u2BRi7ISGdt2tIWtuMACl5Nwat68Ho9+R08bcchY9hksjaqqhD0eako8RHye3Nr\nRpzyKRLzRUkE45xoq87vldChrw+2dxre41DyCJdNXcnZkUkDLndAC+BRVE60VWPaJn7Nn9/9sWNj\nrNyxB0/7+dzxR7tEKoqn8/n2n08NTjq1QmSTpK0MWdtsHwvxUSuEooBP00kr1rB/a282Wnj1xJ94\no+5NLNemLBBnYrgCRVFYc05uJ+jhWMnScixSVhrLsfFrPipCZe3TPLtuXCdGHgkohBDDyuNRCPg+\nakmgONfikDUdspZNJmvRlrEwsjbJlIlj5zY28ngUgj6NSYkAoYCXoF/rc9fKRKAUwzJoNJrzMxX6\n+mBrNVJE9SiNRhM/e3cH51csYtnEjw/4W7RP1VEVD41GE67RsWlIbu8H3PYJJycddwQWuf+UkwKL\n/KbVeDpCi/bAQlU8+bUUHBw0RcOn6oS04Gn5gK1LN/DKidd4q+G93M6YwIRQeX4jq5P1Z22P7uRm\noBik7QwePIT1EEW+GGE9LDM0RhmpLSFEwWlqrrsjiAbkuhlyQUauu8S0HQK6StCv5Vss+kP1qJSH\nysjYBq1mGxE93K8lmq/9m6t46fDveKPuLV458Uc+bDnEZVNXEQ/0vVdRp3J5NIp8sX6l7dhRMv/v\nSec6tqnOPe50Sqsqar6p/3Q50VbD7uN/4L2mv+bPTY5UsnjC33J2ZNKwBDO2Y5Oy0piuhU/VKQsm\n8q0RMktjdJKAQghxRuSDjCHuwZVrGi/nUMvhfo+n8Kk6fz/lIqbFprDrw5eoTtXy8/d+yefmXluw\nJZiVk1oozpS+l8fOrSK6r25/PpiYUTSdj0/4WyaEhmdpbMM2SFlpFDwEvQEm+MsJe8PoamFWZBWn\njwQUQohRL+aL9Dieojczi89hYqiCnR++wLz4nDG/n0NQ9/drFdHzKxZhOhbnVywiESgd8vM6rkPK\nSpO1TfT2jbhivighb1BaI8aQsf3uEUKMG4lAKYZt0JhpHtDKjxE9zD+de0Wn9C8f+wNlwVLOKZpW\nqOyeMf1ZRbTIF+OyqSuH/FxZO0vKSuPiEtQClAcThPUwvlG42qjomwQUQogxQfWolAc7j6for5OD\niSPJY/z+2G4A5ieqWDFpmTTHD5BhG7SZabxqboxJkT9GSAuOmb1QRPekrUkIMWb4NR8VwXIcHAzL\nGNQ9KkJlfKx8AQB7a/ez/e3HOdFWM5zZPCNajOHfdflUWduk0Wgi65iUhxJMi03h7OgkonpEgolx\nQAIKIcSYEvNFKA8kaLNS3Y4V6Ivm0biwchn/d8Yawt4QDZlGHnvnCXYf/0N+6uRIl8y28nrNn9n1\n4f/kz0UH0GIzUJZj0WQ0k7bTlPpLmBqdzIRQOQFtiCNuxagiXR5CiDGnNFBC2jZoMpoocQf3QTol\nWsn1c67mvw++xLuNf+F3R3fzQfNBLpu6kpgvOsw5HhrXdalLN/Cnhr38+cS7HG+rzj/2fyoWUuIv\nphDLS9qOTZuZwsEh5otRGig+bWtkiJFHAgohxJiTG0+RIGtnaDFagcE1twc0P5+a9vfsr3+HFw/9\nhupUDedPn0vIF+zxmo6pl4PR32mdHTKWwcvHX+X9pg9oMpo7pZ0QKufcomldptEOx/LYjuvQZqYw\nXYuoHiEeKCHsDcmMjXFOAgohxJjUsT5Fk1tPxhr4fh8dFEVhbnw2lZGJ1KTrCPmC/Zp6ORj9mdZ5\nuOUoldGzgNzW6vvq3iRrZ1EVlXNKpzA1NJnpsamE9VCXewx1eWzXdUlZaQzbIKyHOSswgagekUBC\nABJQCCHGsKgvQsCn8XbLAQw7S8QbHnRzfJEvll8Vs6+pl0dbTxDVw/mZJqZtYjomqkdDU1Q8iqfH\nfPR175+//0vWz7uekDc3a+ITZy0h6A0yLXY2ZaVFXVYFPdlgW04A0laGlJUmqAWojEwi5ouM+XU7\nxMDIq0EIMaZNiJSRjlqcaKuh0Wgi4g3jLfA00J+9+yQXTDyfxRM+BsCbDe/y3wdf6pRGU9R8gBH0\nBrh+ztX9undMj9JkNBPy5rpdFpTNAwoyRALomAKawqf5OCs8gWJfrOC/PzE6SUAhhBjzor4IPtVP\nbaqO+kwDmq0R8hZu8GCRL0ZAC+SPu+vCsFwby7YxoNvNtnpyY9U1hYseTpK1TdqsNjSPRnmojGJf\n0aC2exfjhwQUQohxQVe9TAxXENKDVLfV0mg0E9XDBWm2/39V13Q6XlR+HgvL5mG5NrZjtf9r5/8d\nSEBR6GDCcixazTYURaHUX0JpoLhTcCRETySgEEKMG4qi5FsPqttqaDCa8Ht0gt6eZ20M53N7FW3E\nbsktU0DFUI3MV7YQQhSQT9WZFJlIWA9Rnaql0Wgi6u3/ao7DMfXyTNy7OzIFVAwXCSiEEOOSR/FQ\n4s8159e05YKKgBboc3XHoU69PFP3PpVMARXDrWABRVNTE5s2beLXv/41Ho+HlStX8rWvfY1QqOvc\n6A6/+tWvePzxx3nzzTdpamri6aefZvbs2Z3SGIbBvffey86dO8lmsyxdupSvf/3rxOPxQhVFCDGG\nBTQ/kyITCXoD1KTraMo2E/X2/ME6lKmXfSnkvTuYjkXaSmM5NgHNL1NAxbApWCj6la98hb/85S88\n/PDD/OhHP+K1117jzjvv7PWaVCrFwoUL+cpXvtJjmnvuuYdf//rXfOtb3+Kxxx6jpqaGm266abiz\nL4QYR1SPSiIYZ0r0bMLeMI1GM4Y9uM3FRiLXdUlbGRoyTaSsFCFviCmxSqYVTaE0UCzBhBgWBXkV\n/fWvf+X3v/89Tz75JHPnzgXg9ttv57Of/Sy33nor5eXl3V53xRVXAHDkyJFuH08mkzz11FNs2bKF\nxYsXA7kA49JLL2Xv3r3Mnz+/AKURQowXIW+QyZFJ1Gr11KXrMawsEX3wi2GdaZZjkbLSWI6FX/NT\nEUoQ1SMEtMCoLZMYuQoSULz++utEo9F8MAGwZMkSPB4Pb7zxBhdffPGg7rt//35M02TJkiX5c9On\nT2fixIl9BhTD/d7puN9Yf0+Ol3KClHUsGkw5NVVlQriMsB7kRFstjdncYlj6SF/Mqb2MLi6GbZCy\nMngUDxE9RJEvRtgbGjMLUo2X1y+MrrIWJKCoq6ujpKSk8xNpGrFYjNra2iHd1+v1Eo123umvtLS0\n1/uWlIRQ1cL07pSWRgpy35FmvJQTpKxj0WDKGSfCWXac6mQt1W21eBSbiG/ktlZYjkVzJonlNQkH\n/ZwdqKDIHyWoB8bsQMvx8vqF0VHWAQUUW7Zs4cc//nGvaXbu3DmkDBVCQ0NbQVooSksj1Ncne1w3\nfywYL+UEKetYNBzl9LthinGpbq2hrul4wRbDGgzXdTHsLGk7jUfxMLE0TtiNEVJC6KaXjOmQoe1M\nZ3PYjZfXL4yMssbj/QtmBvSuuP7661mzZk2vaSorK4nH4zQ0NHQ6b1kWzc3NJBKJgTxlJ/F4HNM0\naWlp6dRKUV9f3+d9C1URrlu4e48k46WcIGUdi4ZWToWoHsWv+qlpX7pb9+j5vTTOBNuxSVsZDCeL\nX/MR95US80c5O15GQ32b1OsYNBrKOqCAoqSkpEtXRncWLFhAS0sL+/fvp6qqCoA9e/bgOA7z5s0b\nXE6BqqoqvF4vu3fvZtWqVQB88MEHHDt2TAZkCiEKSlf13NLd3uCgFsMaDrmxEWkUFILeIOW+MiJ6\nCF3VURTGbNeGGB0K0m43ffp0li1bxh133MHGjRsxTZNNmzaxevXqTjM8LrnkEjZs2JAfpNnU1MTx\n48epqakB4MCB3JzseDxOIpEgEomwdu1a7r33XmKxGOFwmLvvvpsFCxZIQCGEKDiP4qHYX0RA81Od\nqqMp04RP1du7QJTcuEhF6Rgf2XEmP+7i1OP+sB2btJ0ha2fRVR+l/hJivighb1ACCDGiFKwjcMuW\nLWzatIlrr702v7DV7bff3inNgQMHSCaT+eOXXnqJf/u3f8sff+lLXwLgpptu4l//9V8B+Pd//3c8\nHg9f/OIXOy1sJYQQp4tf81MZmUjYG6Q2XY/pWrkm6fY1s932tmkXl459v/Jn3Nx5RcmdU9qTdMQY\nrpubsOEqHRM3FELeIOXBBGE9jE/VT2NJheg/xXVHeq/M0NXWJvtONECKkhuoUlc3tgcFjZdygpR1\nLDod5bQcC9d1OSmEaA8o3E5BRP6x9iDj5Cs+erz9nOvmz+uqt1+tEeOlTkHKerolEgUYlCmEEKKz\nkTLjQ4gzTTrghBBCCDFkElAIIYQQYsgkoBBCCCHEkElAIYQQQoghk4BCCCGEEEMmAYUQQgghhkwC\nCiGEEEIMmQQUQgghhBgyCSiEEEIIMWQSUAghhBBiyCSgEEIIIcSQjYvNwYQQQghRWNJCIYQQQogh\nk4BCCCGEEEMmAYUQQgghhkwCCiGEEEIMmQQUQgghhBgyCSiEEEIIMWQSUPTgpz/9KRdeeCFz587l\nyiuv5I033ug1/SuvvMKaNWuoqqri4osvZseOHacpp4O3detW1q5dy4IFC1i8eDGf//zn+eCDD3q9\n5pVXXmHmzJld/q+trT1NuR6c7373u13yfMkll/R6zWisU4ALL7yw2zrauHFjt+lHU53+4Q9/4F/+\n5V9YunQpM2fO5MUXX+z0uOu6fPvb32bp0qXMmzePf/7nf+bDDz/s877PP/88l1xyCXPnzuXyyy/n\nt7/9bYFK0D+9ldM0TR544AEuv/xy5s+fz9KlS7n11luprq7u9Z47duzoUsdz584tdFH61FedfvWr\nX+2S7xtuuKHP+460OoW+y9rd+3DmzJls27atx3uOpHrVzsizjnA7d+5k8+bNbNy4kfPOO4/t27dz\nww03sGvXLkpLS7ukP3z4MJ/73Oe46qqr2LJlC7t37+b2228nkUiwbNmyM1CC/nn11Ve5+uqrmTt3\nLrZt8+CDD3LDDTfw3HPPEQwGe712165dhMPh/HF3v5eR5txzz+Xhhx/OH6uq2mPa0VqnAE8++SS2\nbeeP33//fa677ro+A6jRUKepVIqZM2eydu1abrrppi6P//jHP+axxx7j3nvvZdKkSXz729/mhhtu\nYOfOnfh8vm7v+ac//YkNGzbw5S9/mRUrVvDMM8/whS98gR07djBjxoxCF6lbvZUzk8nw1ltvsX79\nembNmkVLS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"text/plain": [
"<matplotlib.figure.Figure at 0x1179b8250>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style(\"darkgrid\"):\n",
" with sns.color_palette(\"deep\"):\n",
" sns.lineplot(x=\"timepoint\", y=\"signal\",\n",
" hue=\"event\", style=\"event\",\n",
" markers=True,\n",
" data=fmri)\n",
"plt.savefig(\"/Users/mwaskom/Desktop/lineplot.png\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x117bc9810>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ShiAdFaPJv4TiuJUEe2WcuWT1sa0NwnXeIGTj9YU0FWUW1HBSSqRj0u6kXiL2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\nra185+QEf/rkUf7oLTfX7xNCRbqH81ViZpHrOtNLG/+EUMU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oAAAQ\n/0lEQVSU7VWGlgtFzq4soXBabsLB8RqimldVbJXJi4unmbiWEk9jR2DssNqmz168VUD7biWW+u6G\nlm2XNruqCyZLDUTNfSp8HvYtm49QOIXMi5SSfNVlumwzlKtSrLp4vqxX4Tmej+P59Vi1LgSmLurJ\n5inDo2liHyYeiWzb3Mt/L/wdfO//qEjNIx9Sk6q1hFNWEaYX/3GGYOoOBNNDixdMvqvG0tqyYKqr\nsdS4NsenUDgtN+HgeI1hFWD4oGotkO66tB+6U4bx4w0xNXlSzbQ23Q2b7px/GW8x+K6KirmWep3m\nPhW1Wr/Nd68UoXAKWRSeL8lVHCZLFmN5G6FBIqKTjBjEIjqmLojqOhFDiaZ614LpszC4T/3W55p0\nSV8t9Z/5tprkPPq/10apvl2EA59TrZuswDE93QO3/rSqIF6sYHIqKunc9yHepIpZEm3roU1QKJyW\nm3BwvAaxS2oprjCiIk/L7Wx7KfheI8IUb2lEmELBtFhC4RSyZDxfogkWV4HnWnDuu+BWlCP2XFgF\n+Nw7lWHkhjvg4Q+sXhSmmlOVwgc+q8Y8UJYle39q8YJJSrByUC2oRO5kh5pwJlrX09h09QonIUQL\n8CHgjYAPfBb4JSll8SLPeRR4J3Ab0ALslVLuW+L7hoPjtYhdhpGDqhnlaoqnUDAtF6FwCll5CsMq\n6hRJzF8OP3ECPv+fVWHIrT8Dt7/jyh5jrTH4y59XUSJQnQT2/hRsvX8JEaYylCaVYWZ2Y5C4vi5/\nB1e1c/gngW7gQcAEPg78b+AnLvKcJPAt4J+Aj670AYZcRUQS0HWDCrnnB668eKoJJqeqZm8d1ytb\ngtDAMiRk7ZLuUlW1IwcaFWLn07oNXvVr8NQfwg/+r2rmfN1DqjHtYvIqL5XSmEr4PvSvjWre1h1q\nSW7zvYt/75ntm9q2Q1PfWkv2XnHWRcRJCLEbeBm4Q0r5fLDvYeDLwAYp5eACz98MnCKMOIUsFdeC\n0ZdVl+9018oLF7eqEis9Z0aEKRRMy0AYcQq5Mvi+GjMmT158wvXMh+HAZxq3kx2w4wHY8ZCKAC0X\nhSHY9/dw5DFlXQCqMfitPwMbX7m04pSrs33TVRtxuguYrommgK+iluzuBD63KkcVcvVjRKFjD6DB\n9BlId6qZ5HLiOSop0y6rPIFEmxpwk+2hYAoJWW9oGrRd1zCezPTMLU7u+gUV6Tn+pGqQWxpVAmff\n36tI0I6HYPtrll5MUplWom3qlEo3OPl0o8q3+2ZVJdd729IEk2upyFgkBV03Be2b1ot8WH7Wyyfv\nAkZn7pBSukKIyeC+ZUMIEQVmxlev+V4V1zxGBDqvV6HsqVNqtnW55pLSVzM3uwBoyuyydbuKMkXT\nodv3GiQcG0IWjRFRS3ZORS1rzeX+L4Tybuu5Be5+tzLWPfYknH1WtV+aOAbPfUSJnB0PKZFlxhvP\nt8swfVqJpMlTamyaPNWwEpjJhjtUDlP3zUv7HL6nTHt9T0XBWrashyq5FWdVhZMQ4gPAby3wsN1X\n4lhm8B7g967we4asdXRThbeFUANVvElFnmp9kxYrdOyyqkLxfSWQWraryFK8aa16nIQ0CMeGkMUT\nTasxY/AFtcR1sU4ARlQlZm+9Xz32xNNw7Am15Nf/PbUZMdUj07Vg6qSKZs2JUBHr5i1K6PTdo45j\nqVgFFb1KtqvG4qmOcEIXsKo5TkKIdmChOORJ4KeAP5FS1i2RhRAGUAXeKqW86FLdUnKc5plV9od5\nDCGA6q00cQzyQ0EvqFqLg/N+R3XH3kBY+a6afUYSkGhXS37x5rAtypXjskf8cGwIuSSmz8LwS+r3\nPjNitBhy/SoKdfxJyM+RyhtvUaKmZYu6bN6i8iKX+j4z8WwVJTNi0LxV+TEZy5yesLa4Ou0IZiSH\n3y6l/H6w7yHgMcLk8JArjZRBjyg32LwZ191GDynXalzqhnLhjbeEoe7VIUwOD1kdpFRmuONHL706\nV0oVfTr3nIpctQTRpKX0s1zMe1QmVSVvtlcJsbVg0LnyXJ3J4VLKQ0KIx4CPCiHeibIj+DDwDzNF\nkxDiMPCeWgQq8H7aBPQED9kZGJkNSynni3OGhFwcIYJIURgtCgkJWQAhlAWBW1HVufM5iy/0Gp17\n1LYS1JK/Yxno2a0medoKWiOsc9bT/8xPAoeBr6FsCL4F/MfzHrMTmCmRHwFeAL4U3P6H4PY7V/RI\nQ0JCQkJCauimavqdaIPC6MKPv5KUJ1UCeNMmlYie7Q1F0wKsi6W61SQMx4eEXBWES3Uhq095UjmL\nIyHRsrrH4tlQHIVIWhlZpnuuVcG05LHhmvxfCgkJCQkJueIkWqBjF7h2oz/calCZVktz2U2w4TaV\nAH5tiqZLYl3kOIWEhISEhFwVpLuhrQyjh9QS3nIb6l4Mz1FRJjOpPJ0y4bLcpRAKp5CQkJCQkCuF\nEKoizqko08pMz5XxcKtOg1UKKua2rdeGvGuCUDiFhISEhIRcSTQd2naAW1b+TEZUCRkjtvzv5Tmq\nnYuRgO6gXUpotntZhMIpJCQkJCTkSmPGVN+39LhyAa8GeUdmDKKZyzPH9RwV0XIr4DoqqtW2/Vrx\nZVpxQuEUEhISEhKyGphxaNqokrOtghJPhWGVvO1ZKgIVTV9cRNUMeZ2K2qSnTDbNhMqnSrQGvkxh\nlGm5CIVTSEhISEjIaiKEWqqLZSC7Eay8Ek+FIajmVBVeJA6RlEood6oqmuRU1fONqBJhqU4VVYok\ng8eGp/iVIPxfDQkJCQkJWSsIocRPLKtMKas5FYnKDykx5btKJEVS0LRZtXCKJFWlXFghd0UIhVNI\nSEhISMhaRAiIN6ktuwmsnOqFGUmqZTyx7L6uIYsgFE4hISEhISFrHU2DePNqH0UIoXN4SEhISEhI\nSMiiCYVTSEhISEhISMgiCYVTSEhISEhISMgiCYVTSEhISEhISMgiCYVTSEhISEhISMgiCYVTSEhI\nSEhISMgiCe0IFkk+n1/tQwgJCblEstlsBihIKeVyv3Y4NoSErF8uZWwQKzCOXFUIIXqB/tU+jpCQ\nkMsmK6VcNpUTjg0hIVcNSxobQuG0AEIIAfQAhUU8PI0aSDcs8vFXA+Fnvvq5Wj7vskacwrHholxr\nnxfCz7yeP/OSxoZwqW4Bgv/MgcU8VjTs7wvLObNdy4Sf+er/zNfa510s4dgwP9fa54XwM18rnxnC\n5PCQkJCQkJCQkEUTCqeQkJCQkJCQkEUSCqflxQJ+P7i8Vgg/89XPtfZ5V4Jr7f/wWvu8EH7ma4Yw\nOTwkJCQkJCQkZJGEEaeQkJCQkJCQkEUSCqeQkJCQkJCQkEUSCqeQkJCQkJCQkEUSCqdlQgjxC0KI\n00KIqhDiOSHEK1b7mFYKIcR/E0LI87bDq31cy4kQ4lVCiC8KIQaDz/em8+4XQoj3CSGGhBAVIcRX\nhRA7Vut4l4NFfOa/meN7f2y1jne9EI4N4dgQjg1XF6FwWgaEED8G/CmquuBWYD/wuBCiY1UPbGU5\nCHTP2O5d3cNZdpKo7/EX5rn/N4F3A+8E7gRKqO88dmUOb0VY6DMDPMbs7/3Hr8BxrVvCsSEcGwjH\nhquO0Dl8efhV4KNSyo8DCCHeCbweeAfwgdU8sBXElVIOr/ZBrBRSyq8AX4FZ7rgEtwXwy8AfSCn/\nJdj3M8AI8CbgH67owS4TF/vMM7Cu5u99BQjHhquMcGwIx4Yw4nSZCCEiwG3AV2v7pJR+cPuu1Tqu\nK8COIGx7UgjxSSHEptU+oCvIFqCL2d95DniOq/s7B7hfCDEqhDgihPiIEKJ1tQ9orRKODeHYAOHY\ncDUSCqfLpw3QUTOKmYygfkBXI88BPws8DLwLNVh8UwiRXs2DuoLUvtdr6TsHFYr/GeCHgd8CXg18\nRQihr+pRrV3CsSEcG5hx+2r9zuEaGxvCpbqQJROEbWu8KIR4DjgD/Cjw16tzVCErjZRy5jLDS0KI\nF4ETwP3A11bloELWFOHYcG1yrY0NYcTp8hkHPKDzvP2dwDWx3iulnAaOAttX+1iuELXv9Zr9zgGk\nlCdRf//Xyve+VMKxIRwbmHH7mvjO4eofG0LhdJlIKW3g+6gQJQBCCC24/Z3VOq4riRAihfqBDK32\nsVwhTqEGwZnfeQZVQXNNfOcAQogNQCvXzve+JMKxIRwbIBwbVvtYVoJwqW55+FPgb4UQzwPfRVVV\nJIGPr+pRrRBCiA8CX0SF4HtQpdYu8KnVPK7lZMaAX2OLEOIWYFJKeVYI8ef8/+3dS4hWZRzH8e+P\nhEiE3GQYFMJQaVQEXURcNGGLiAKToDaW0iKC0KBoU1AUBdUEXVyYLRShmxW5kRSC3Gi3hSikeYOh\n+2WRxTh4i6fFOSOHF3VOzuV9Z/p+4OE9zznnfd7/eQf+8z/Pew4Hnk5ykCpZPg/8DGye/GjHx7mO\nuW7PAB9T/WPoA14GDgHbJjnUqcTcYG4wN0w3pRTbODTgUapkcZzqAsmF3Y5pAo/1fapEcBz4se73\ndTuucT7GfqCcoW2otwd4jipRHKO6i+aqbsc9UccMXESVBH8HTgCDwDrg0m7H3evN3GBuMDdMr5b6\nS5EkSdIovMZJkiSpJQsnSZKkliycJEmSWrJwkiRJasnCSZIkqSULJ0mSpJYsnCRJklqycJIkSWrJ\nwkk9J0l/kpJkdrdjaaOOdWm345CmO3ODeoGFk7ouyfb6+U4jdgJzgb+6FNJ/NRf4tO3OSVYkOTKB\n8UjTgrlBvciH/KrnlOqp8r92O462SilTJlZpKjM3qBc446SuSrIBuBVYXU9rl/qs6/R0/MhZWJK7\nkuxPMpzkoyQzkzyYZDDJn0neSHJBY+wLkwwk+SnJ0SRfJelvbB8Zd2mSg0mOJdmW5PKOGB9JcjjJ\nifrzl3dsPz0dn2Re3V+W5PM61t1JFtXb+4H1wMWN4312Ir5baSozN5gbepWFk7ptNfAF8DbVtPZc\n4Icz7DcTWAXcD9xB9bTuT4A767YceBi4t/GeNcCi+j3XAx8CW5Nc2THuU8ADwGJgNtUT3QFIcg/w\nOvAqcC3wFrA+yW2jHNcLwABwA3AAeC/JDKqfGh4D/m4c78AoY0n/R+YGc0NvKqXYbF1twHbgtUa/\nHyjA7Lq/ou73NfZZCxwFZjXWbQXW1stXAKeAyzo+6zPgxY5xFza2z6/X3VL3dwDrOsbYBGxp9Auw\ntF6eV/cfamy/pl43v/G5R7r9vdtsvd7MDbZebM44aaoYLqUcbvR/AwZLKUMd6+bUy9cBFwAHkgyN\nNKqp/77Ge04B34x0SinfAUeABfWqBVQJsmlHY/vZ7Gks/1K/zjnTjpLGxNygSeXF4ZoqTnb0y1nW\njZwMzAL+AW6sX5uGmHjN2Er96omKNP7MDZpU/rHUC05QnQGOp131mHNKKYc6WvNOlxnATSOdJFdT\nXcuwr161j+r6hqbFwN4xxDYRxytNR+YG9RxnnNQLBoGFSeZRnfGNuaAvpRxI8g6wMcnjVMnyEmAJ\nsKeUsqXe9STwZpJVVFPza4AvSylf19tfATYl2UV1DcTdwDLg9jGENwjMSrIE2E31U8PwGMaTpqtB\nzA3mhh7jjJN6wQDVlPle4A+qizfHw0pgI9VdL/uBzcDNwPeNfYaBl4B3qa5PGALuG9lYStlMdXfP\nE8C3VHfnrCylbD/foEopO6kuYP2A6nifPN+xpGnO3KCek1LK6HtJ01CSFVR37EyJxzdImhzmBp2L\nM06SJEktWThJkiS15E91kiRJLTnjJEmS1JKFkyRJUksWTpIkSS1ZOEmSJLVk4SRJktSShZMkSVJL\nFk6SJEktWThJkiS1ZOEkSZLU0r8ZV8EQPX5lcwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117bc94d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(fmri, col=\"region\")\n",
"g.map(sns.lineplot, \"timepoint\", \"signal\", \"event\")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"quart_df = pd.read_csv(\"https://raw.githubusercontent.com/WagnerLabPapers/Waskom_CerebCortex_2017/master/data/cpe_quartiles_fir.csv\")\n",
"quart_df = quart_df.query(\"condition != 'error' and roi == 'yeo17_ips'\").assign(cpe=lambda x: x.condition.str[-1].astype(int))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x117bd3e10>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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o9+rGovt6u4QvMM5sXCMzBYaqhk6cMjUxh1mTQLruiKx3K7i3AClEX9nyvfL6\neok2dFNKHWgacKh9Z80Cm+ZvrCxnLssBRzuI8DyX1nyb1nwbqgW+lOa/cB/2DjHsLBcGK3ptOvEI\n8R6sbiw6wSEOUyPF8IydpRUfolYIcYsuM7Mtmhsck113RHZxlSP6/A6SR2u9mhzrc0SUUuog0IBD\n7StrYzCtNdspy/kbHjP4zGFxCZ3bgfwobBglZGFCY7pFsVzk67ZOl4zD4vPDveZsAK5EGOvTTQ+t\ne+9+EmQpl+NZxmgmgySmxGA5IxaYGV9Yl0C67ohs4WGgCNk4pC9u84bVfGtKk0eVUgeUBhxqf9k2\nEGyav1E2+cGjSG7B9q4JoyQPOhpdxBWmvZQnszx/4TH/CO6K1vZFr0MnHibOKnv3mXpu4ToGKROR\n8qydox0folqIcHxhoR1Qn2qsSyBdPCLbzWLEqeQnVgDCz2/5XnlNDsGa6f58GKWUukwacKj9ZTpg\nTe8XZm7j+hvL2yndOCVLM+IoxS14fDaeAeBud4Ab3eXAwnMiMuPTSfZ2dWORgyzlcpzmHK14iCQr\nM1BKyDxhdrpO0Oyuumf9EdmVyaPbNGpzBiGb275CqVJK7QMNONS+smYBZH3+Rsn1wWaUzUvAcsCR\nGUMniCA1mDTjGWkzaSNKODzSa862qOB26CSHSEyZ/XIH11OhQJuIl1ignYxSLSRYBzppysJ0Y10C\n6XIX2QS828G9EYgh+uqW7yVSBhuC1W0VpdTBowGH2jfWxvmWygb1N3zHo2jP4hCSUSGWPB8iSjKi\nNCUNEgIXvprkiaLv9kepibc0jueEZKbQO5myfzxc7uEkAE9zlm48RJyW8lUO16U+16YxtzqBtOQU\nCLOERhLkdTYWVzmiL26fPOqUsOkFrF1fRl0ppfaTBhxq/9gO2O4W9TcWj8MulzMPopg0zkijhG/4\nTSIMx6TI/e7gqqGLbod2MkJqSmwlTjL+/qnzfO30BGemmiTp7v+ifhM3UMBjgS6v0qCdHKFaiMls\nRuxBfbpBHC4nkIpAwfGZi/IjshTfBRQgOwvpy1u/mQzk9TisNnRTSh0s3vaXKNUn2+RvLCaMLm6n\nWAvtbgyp4fW0w/N+nqvwo4UjvRMeOd8JSUyR7g5WN554cYoXzi0AcPr1ORxHOH6owqmjA5y6boDR\ngeJS47dLVcDjTdzAU5zlKc5yS3wvVb/KYCmmk1TodiPq03WOnDzC4ltVvSKNuEMrDRkuVLHFt+f1\nOKIvgn8bPhSPAAAgAElEQVTnpu8l4mPJsNkc4uzv6o5SSq2kKxxq31hb3zR/Q2xA0b4OLBf8ipOU\nKE0xScr33DzYeNAd4pizchXDUnA7tOPRbVc35lshz74+B8ANRY9aycMYy/nZDt98bpL/+8uv8J8+\n/yJffPI8r4zXCeL0kj/rPZzExWGaJuPk8yv7CSZLMAWX5mx7VQLpuiOyS9sq38Ca7sZvskhqYKbz\nLSullDogdIVD7Yu8/kZzTf5GQpwlVL0SJfMCgiHhCKnkVUPzcuYp3W7IeScC4EFvaNW4vhMSZ6Vt\nVzestXz92QsYC/6ZecLPvUhB4NQ9x3DvOU53tMpcktEJU14cW+DFsXwV5Ohwubf6UePocAXH2dnq\nR4UCd3KM5xnnKc5yIr2bKKsxWA5pxz4+wvxknWK1iOvlKz5LXWRLMWXvDXnb+mwM4q9D6Uc2fzOp\ngpnKy527R3c0P6WU6jcNONT+sF2wATjLJcjDLFmuv5GsPw7bCSNMnPF62iXzYFA8Dou/clB8t0s9\nvIHMFtjKmakWYzNtyAzVx89QOVKjO9Omc/oCnL4AwJDvUHrwJNx5Ha2BIs3EMFUPmKoHfOelaYq+\nw4kjNU5dlwcgA+Wt3/M+TvEC44wxz7QNKMWjHC6foxkkZKUy3WZAc67NyNE8iPJdj1YaUo87VCpF\nbPF90P1YXpNji4BDxMHiYbNpcK677C0hpZTaDRpwqP1hO2CzzfM37Or+KWlm6EYJNs04K3np79uc\nyqpfpgU3IMnKdJPlSqMbyTLD15/Ng4rS6QmO3XSI9370xwnmu0yfnmD69ARTz0zQnmwSfussfOss\nPnBosEThoZNkNx2iUfSIEsOrE01enciLjh0aKHLHiWEevP3Ihr/kBylzK0f5AVM8zVmOJHcR+tWl\nVY5DRZ/6dIPKYJliL3gpu/kR2cPFQfziu6H755C9jk1fzfutbMYZADOf/5yltuXPQyml9oIGHGpf\nWFOHFasTK/M3XDuPb6ewCKGTJ0iGcUKcpCTdiDNuvp1yq7uyN4rFd0Pmg+1XN55+bY5mN0Y6MbXn\nJnnLf/hpRITKaJWb3nM7N70nL6HemWoxdXqCqdMTTD8zTne2Q/KlVwCoCdjjQ3j33UB0fJCW4zDf\nivjWC1OUCi533zS64Xvfxyl+wBSvMs0PcQvl5Aij5TM0g4Sk6EOY0phpLCWQltwCc3GLVhowWhzA\nFt6ab6mEn4faf7fpZxQpYe08NptHHA04lFL7TwMOteesTcA0NszfqHmlpe6wkdyEkbxyaBAlJFHK\nTBzS8DNc4CZn+f6C2yVKywTbrG50woTvvDgFQPWJs9z3iw8ycGxow2urRwe45f13csv778RaS/tC\nMw9Anhln+vQE4XgDM97AB4aLHvEDJ+jce5zHn5/klmNDVIrr/3odZoCTjDLGHM8wxnByG6E/wFC5\nQyvyua5aojnbpjpYoTpcXdFFtsVIoYqUHs0Djujr2Oqv5MW+NuNUeg3djiOif9WVUvtL/y2k9p7t\n5BUxneWS44v5G+6K/I3QeWN+ubW0wxgyw2sSAHDKKVNYamdv8ZyIhfAkmfXZyuPPT5IaizfV4rjn\ncMdP3I3FkmLwcTe9T0QYOD7EwPEhbnvsLqy1NMfqTD0zztQzE0w/O4F86wzh8UGiwzW++dwk73vg\nxIZj3c8pxpjjJS7wEDdRikcZrbQxQUyQ+RQdYX6yQalWwvVcKm6BZtKllYQM+m8E5ziYCYi+sdxR\ndsNJ18DM5XU5ZH/Kuyul1CI9Fqv2nu2CTVf9V/dS/oY16/qnLJ5OSYOYc25+1HPldkrB7RJnFbrJ\n6uJfa03Od3lxLC/7XXviLD/8kXfhuA4tQiIS6nSJSLBsU82TPAAZOjXCHT9xNw//j4/y03/5y7z9\nXz1C9euvAfDi2AITcxv3NDnGMEcZJMPwLOcJ00HCZJChckQrSvAqBYJWnkAK4DoOglCP23luSOl9\n+UDRF7eZowdYbDaz7edRSql+04BD7bm1+RuZMbSSkJLrU7BjuHQwlIjkZgDCJCWKE7pRzHnp5W84\ni03aDJ4T0o4PY7ZY3bDW8tWnzwNQfGma+x+9k6FTIyRkCHCUIY4wSIalQUBAvKPAY5E4wk3vvo3b\n33SM4guTAHzl6XEys34MQbi/17r+Oc4TYugkhyh6YE1MJ04oVArUZxokUV77o+oVaSQB3TSG4nsA\nD9JXsOnr20xsALKZ7Wt3KKVUn2nAofaUtSmY+qpy5pFJiE1KwfGW8jdC5w7onWBpB/lx2HMmIAOG\nxWO0F7AU3S5RViNIt17deHGszkwrgjjj+skmd/3MmwHoEDFEhUHKHJEBTjHKUQYRoEFA9yIDjwd+\n4+2MvDSNBAnz7YjTr81ueN2NHGaEKjEZzzNOkA4QJIMMlUNaUYJT8EiChNZ83mfFdz1ik+WrHM4Q\nFN6SDxR+YesJSQVsV1c5lFL7TgMOtbcW8zdWJYzGS/kba7dTkjQjjBJMlHB2cTvFqfaOnRo8J6Yd\nj2Ls5ulIcZLxjafHAag8fZ53/ubDOJ5LSEIBjxGqS8dYC+IxKgOc5DDHGMZFaBDQIcKwfZ+V4kCJ\nt/7aO6g8cRaAJ16Yoh0k666TVa3rx0ixtJPD+K6DNRHtKKZULdKYbS71Wam4BRbiDnGWrmhb/zWs\njTadj4iAUwMzvuV1SinVbxpwqL21Yf5GhIMgNqZkXwUgkF7+RpQQhglpFHPGyetv3Orm2ylFt0OY\nVgmSjU+ZLHri+xeIrMVpBDxwx3WM3HoYiyUkYYQqRVm/FeOLy4hUOclhbmAEH48mIW1Csm0CjxNv\nu4k7jg3iTTZJjeXrpyc2vO42jlKjSEDMy0z2PstyLocUPJIopdnrJltyCwRZQjsNwL8HnKP5zzP6\nhy3ng9TyQM9svNqilFJ7QQMOtafy/I3lYGNl/kbRvoKQkjJCKnlJ7m6ckiYp00lEkwwX6R2HtbhO\nTDsZxW5xuqTejjh9Jm9hf+SVGe758IMAdIipUGSIyqb3AnjiMCQVTnKIExyiRIEOES2CLQOPh37j\nHYw8MwHG8upkk7PTrXXXuDi8ubfK8TRnMUA7HsV3HTAR7SiiXCvSnGsRdSNE8kBoNmrnmzxLyaNb\nb6uIOCAlbDqeH0lWSql9oAGH2jPWZuvqb2yUvxE4d4EImTF0gjzvYnE75UanjC8OriRkpkicbR0w\nfPEbr2EdwR9b4N0ffhDXd8kwZBgOUcWTnf0VcMVhUMqc4BA3cIgqJTpENAlIyNZdXxws8fZffJDS\n9/OKpl/+3hhptj5AeQPHKeHTJOQ1ZoiyGt1kmMFSQDtMwPNI43TpxErVK9JOQtppCMX3Ai6kL2HT\nc1t/ABnMW9abuR19XqWU2m0acKi9s9g/ZUXC6Mr8jeWE0Xw7JUry/I00XJG/0dtO8d2IOCuTmuKm\nb/fauQUmoxQyw5vKBY7cdT0AbUIGKVFj626yG3FEGJASxxnhJKMMUiEkoUFAwupusiffcQt3FD2k\nE9OOM7730vS68Xxc7iav1/EUZ7FAJz6E53oYExIkKeVaieZci7AT4joOYKnHnbz9fOGhfKBtVzlc\nwMemE3ngp5RSe0wDDrV3bAdIkRU5E4v5G65tULDjWGQpYTSIYqIoJkgSzrPcPwXAkYQwGwQ2bkyW\nGcuXvp0nbg6cmeetv5hvpcSkuDiMUOu1gL80jghVKXKMIU4yyggVIjLqdFdttbzl19/OcC9h9bsv\nT9PorE/cvJsTeLjM0eY880RZlW5yiGoppBVEuAUXYwzNuRbWQsUrUY8Dulm8om39V7dvR+8Mg13I\ne6wopdQe04BD7Rlrmqz8yq3M3yiZFwGI5SRGalgL7W6MjTPOEWKAEfE55BRwJMVYlzjbvKz3N//h\nNULfRYKE9777NrySj8XSJWaYKhXZut/KTokIFSlwvQxzilEGKdNhOagoDZV550+8Cf98HSvCF791\nBmtXH7Mt4fNGjgP5KgcI3WSYoueRmIhuvLjK0SFshxRdj9iktOIu+G/OO+7aNsSPbzNXDxBsdgFr\ntz9xo5RSu0kDDrUnrDUb1t+ITNLL33geWN5OiZOUMI7JopRz3uJx2Hx1w3MiElMizjbeEmk1A05P\n5UmaN3VjTj5wMh+bhBIew9skil6qkvj5EVtkVV7HjQ/fyq1BApnhQjvmB+fr6+69l5M4CBPUmaJB\nlFWI0xplL6Qdxbi+C9bQmG1iLZRdn7moTWqBYi95dLuaHJCvcphZsOvnoJRS/aQBh9obS/kbq+tv\nZNbiiiytcKwsZx4ECVmc8rqsPg7rORFBMshmX9/Pfvp5rO/iL3R534fuB8BgiEg5RI1CHxuZVSgw\nSJkuq7c33vnfvo3aC3nTuK98d4w4XZ1HUaPE7eQ5Jk9zDnDoJCNUCpYgTgmTlPJAmdZCm6AVUHaL\nBFlEKwmg+AjgQPo8Nhvfcn4iBcD0Vjl2XtBMKaUulwYcam/YDhD1fuHl2r38Dd9O4NHA4BPJrQB0\nwgiTpMzYiBYZHsKNThnBYHGIs+qGb/PK0+eZKuc5Im+77QjFap5U2iGmRokBtuiuugtEhGEquDjE\nK5JIS8NlHn7HzTjNkMgRvvHE+lMli4XAXmeGBTqEaY3MlCm4Ae0owfVcBKhPNwCLJx5zUQucEfAf\nyAfZ6SpHNps3dVNKqT2iAYfaE9a0WJu/0e7lbyy3o78dKz5pZuhGCVmYcM7L60YsHof1nIg0K2yY\nv5HGKV95ahxEGGmF3PvOW/LnybBYDlHF3eEx2MtRlgLDVNatctzyrtu4cT7vafL8dIvZhdXN3Uao\ncjNHgHyVw1ifTjJCrZjQjRLiLKMyWKHT7NJtdKl4RVpJQDuNoPRoPkj0lW1rbYiUgBibrT81o5RS\n/aIBh+o7ay2YhU3zN0p2bXfYhKDXP+XM2u0UNyJIBzYs9vWVv36G6FAFSQ2PPfqGpec7xAxRocrm\nR2h32xAVCniELP/yFxHe+0s/RHGsDo7wX778g3XbGourHK8wSZuQMB3EkQIQ0YliHNfBcRzqs62l\nn8BC3AH/fnAO5asW8RPbT1AGIbuANe1d+sRKKbU1DThU/9lu/liTv2GsxZWMknkZYMVx2IQkSgmy\nhPHeiY/bnCpgEQxxVlv3FjOvzPBy75f3HQNFRq8bACAiwcNd1S9lLxQlT04N17S7L49UeMcbj0KS\n0XAdnnzq/Kr7jjLEcYYxWE4zRmJKBOkAA8WIdpiQZoZyrUS33qXd6PaOyHaJTLacPLpN23oAcapg\nA13lUErtGQ04VP/ZLhADq/M3BKFkX8MhIWOQRG7AWks7jMmihPNuggEOic+I4+M5MalZv51i0ozP\nf+o5TK2IH6e855E78rfFEpAwQoXSBv1S+m2ICqU1qxwAd73ndq6fzbdTvv3qLN1g9dbLfb3W9S8w\nQUxGNxmh4AmJSQiSFMd1cH2HxnQTH4fYJDTjoFd5VCA5jc0mt5+gMwhmEmuDXfm8Sim1FQ04VN/l\n+RuytMKwMn+jtKaceX46JcZGKWfXHIf1nZAoq5LZ1TU0nvr/nmHh1DAAD997A56bf627xJTx+3YM\ndju+uIxQIyJdtcohIjz2s/fhNgKygsfnPvP8qvtOcogRKiRkvMAEUVolTqvUCjGtMMLY3ipHK6BT\n71JyC8zFbTIZzbdWAMLtVzmQGpi2tq5XSu0JDThUX+X5G/Mgy/kTq+tvrMnfSFKiICJNM17v/Zf3\nbW5+IsVxMsJ0YNX4jXMLPDnRBM/lkCvcdUeedJlhSMkYZQBPNm/u1m8DlKlQWJdAWjtc5aHrBwEY\ndx1efX55RUIQ7iGvHfIs58kQuukhKoWUME0J4hRxHPyCR32mTsG6dNOIVhKu2Fb5EtauLrW+Vt66\nvgLZ+PZVSpVS6jJpwKH6LNw0f8OXLgWbHw8NnTzJsx1EZHHGvGS0yfARTjmlXrM2f1WzNpMZvvKf\nniC6ZRSs5f3vvHVpFaVDxADlS+qXsps8cRihSkKGWdNd9qH338nwfBdE+NL3xkhX1Oa4g+sp4dMm\n5HVmCZIBMlOk6Ma0ozwvpFQrErRCgkaAKw7zcSs/HivDeWGv+LvbT1AGwba0db1Squ804FD9ZfL6\nG6w4IbKUv2FeRLDEcpxMhknSjG4Qk4UxZ/08WfRGp4zXOw4bZ6VVzdpe/OT3mTiRb6W84fpBjgzn\nQU1CioNwiOpl9UvZLbVeo7i1qxwiwmOPvQGJU6LBEl/+xLNLr3m4vIkbADjNOTJboJsMM1CM6cYp\nYZIh4uCXCyxMNShal2YS0M4MlN6bDxJ9ftu5Lbeun9h2RUQppS7HngQcIvKbInJGREIReUJE3rLF\ntcdE5C9E5GURMSLyB5tc93Mi8mJvzGdF5AP9+wTqUlmTJ0dulL+xvJ2Sr26EUUK3G2FSwxnJA45b\ne9sprhMTpEMsNmtrX2jy7W+dJRut4gHveCDvuGqxvWOwVSqyd8dgt+L2VjkMdlVjN4DDx4a4q5av\nwrxsLJOvLq80vIkTOAhTNJmkQZAOIeIiktCJ8uClVCkQdiOCeoi1lnrcXt5WSZ7Z2SkUGeo1ddPW\n9Uqp/ul7wCEiHwJ+H/hd4AHgGeBzInLdJrcUgRng3/au3WjMtwN/CfwpcD/wCeATInL37s5eXbbN\n8jfEXW5HL28EoBunpHFCZDPO2+XusELWqy66vC3zvT//Dp378hWAt919jHIhL1ceklDEY2SfEkU3\nU6VIjdKqxm6L3vXonZS6Mbbo8fkvvITJ8qCkQmGp3PlpxoizClE6wGAxohOnJJlBxKFYKdCYbeIZ\nl4WkS8wo+PcCdmdHZBdb12cT2tRNKdU3e7HC8S+AP7bWfsxa+zzwG0AX+NWNLrbWnrHWfsRa+3Gg\nscmYHwE+a639X6y1L1hr/zXwJPBP+zB/dYmsDfMuphv0TynKLB7zWDxC5/a8c2w3JAsSzvspFhgV\nn2HHx3cjkqxE0gs44k7Eq1GKLfsMFT3uuXkUAIPdk34pl8IR6TV2Y1VjNwDXdXjfW28Ca2keG+Tx\n/3x66bV7e8mjrzNNk5BuOkLRgyxLl1Y5ipUCcTciaUTEWUoj7kKxV3k0/BLWrn6/jSc4lAeHZmE3\nPq5SSq3T14BD8sYZDwJL/5ll8/+E+iLwtssY+m0rx+z53GWOqXab7bI2f6PT659StourG7dgpUiU\nZATdEBLDGbdX7Ku3neI5i9VF86/r2DdeI+wFGW+/9ziOk2+zdImoUmSwz/1SLlXe2G19yXOAm24e\n5aSXn6Y53Y6on5sHYJQaJxjBAt/nPGFaI85K1Iox7SgmzUyeD1Mt0Zhp4iSWubiN8R7sJYTOQ/K9\nbecm4rPcul6buimldl+/VzgOAy4wteb5KeitFV+a6y9mTBEpisjg4gMY2Og6tctMG7B5YiJgrKGV\nRhTd5eOw4VJ10ZgoTDAm43WTH4fN628YwK6qLvrCd89hakVca7nxaP5/ZUqGwXKI2kX3S+k2u8xP\n1llYejRYmGxQn27SnG3RWujQbXQJ2iFRNyYOE9IkW9r62KnNGrstevT9d+AmGdlIhc/+9TNL49/b\nK3f+AhOEFrrJCJVCQpwagjQfp1Au5POqx/kR2TTtFQJjZw3doLfKMa2t65VSfXGw1p3757eB39nv\nSVxrrFlgZXXRMEuJs4Sq61PKXgIgcN6ItdDqRmRhypxv6PSOw550yvhOvp0SZ3liZXe2w2Sa/yI+\nOVpdKvK12C+ldpH9UrI0I+omnLj9OMWyT5YZTGYwmSVN0vwR5w+TWbI0xRgwWYY1FmMsSzW9JE9p\nrR2q4fkb1/4oS4EhW2GOFoU1f/3KRZ+3veEo33h1ltlTIzz7yed480/d0ysEVmWBDi8wwUPpEQZM\ngaKf0A5iqgUPRxwqA0Xa821qgy7zhTZD5Ucg/AQkT2LTMcQ7ueXPQqSIxWCzScQZuaifo1JKbaff\nAccskAFH1zx/FNhB7eVNTV7kmB8lT1xdNACc3+RatQusjfMVjhUN28IsJrUZVbmAQ0hGlVhOEidp\nfjolzjhXiMHATU4FTwTPCWnHhzA2L01+5qs/IO5tp9x5S/7PiBQXhxEqF90vpT3fYfi6QQ4dG8Zx\ntl4ZsdaQZQabGdLUkKYpWWrI0owss6RpSrcV0phucOj64U3nMkyZFgERCUVWl1x/85uu5/uvzVL3\nXb772hx3dSIK1SL3cIKv8RLPcp57zAmCdJCB4jyzHZ8wTqkUC/jFAkG7RVpPaJYCOqXrqRbeCvG3\nIPgbGPjI9j8QZwiyaax7AnF0IVAptXv6uqVi8/KF3wMeWXxO8vX1R4DHL2Pox1eO2fP+zca01kbW\n2ubiA2hdxnurnbBtIFgVcOT5Gw5lk5fyDp07QZylcuZkKa/TO53iVsi3YwyxWd5OefnbZzFDZQS4\n8bqBXr+UmBGqlGV1yfPtRN0Yx3MYOTZCoxMy1+ww2+gwXW8zudBiatWjyVS9w3wrYL4b0UoSIiD1\nXaRSpDBYojo6wMDRYVLfpV3vbvq+RfEZokKwprEb5Nsuj7zjFgCCmw7x1N/kCaTrCoGlwzgiOGJo\nRcvjlGslgoUO3W5II+lC+WfygeOvY7ML2/5MRMpAhM3W7lgqpdTl2Ystld8H/kxEvgt8G/hnQBX4\nGICIfBS4wVr7S4s3iMh9vf9ZA470/hz3TrkA/CHwVRH5LeDTwM8DDwG/tgefR+2E6YI1vSOX+epA\nOw0puN7q/ilAJ4xIw4TYFcZNrx29U+lVF11u1lZ/fY653lbFydEqBd+lS3RJ/VKMMXQaHa6/+SiB\nWEZKBcoFH9d1cB0H13VwBBzHyX+xO4IIvV/yeV8Y18n/6YggTv7PThATdkImfzBJsVygUNq4adww\nFZp0CUkoszpQOjZa5WjBZSrOeHa6zb3zHcqHqryJG/geZzjNOW5LHyBKKwyVAhqhS/T/s/fmQZJk\n933f5708K+vuu3vuc2d3doE9cGNBgwRFAwRJ8YIok7KNMM0QQxJl0rLCYoTtEOkIMoIWSTGCMhkS\nIyiDoggaICiQACVIMLAgwAUWWOyBvXfue6bvOvN87/mPrK7unu7Z6Z6ZHezM5GejYnors7LyVVdX\n/up3fL+pwndsHM8h6sVkyxGL5S7j3m4c51FIn8mzHJV/eP0XR9RBXcZY07mrbEFBQcEt4E0POIwx\nfyqEGAd+lbyp8zngw8aYla9Q0zDoilvl2TU/Pwb8NHAG2Ds45pNCiJ8m1+r4NeAY8KPGmBffrHUU\nbA9jlmFNxiHUGYnOKEuFZ04DecNopvJxWB2nnHdSjIFx4VKXDo7VJsoqQ3XR008cJ9k3AsDBXQ0U\nmgTFDmo42/RL6bdDyvUy5dEKmYADM6NUg5uXQfccmweP7KS93GV5vs3YdHPTUo0jLJqmzGVa+DgI\n1pdfPvDuPXz6qyeJ9o/y9Kee4wN///0cZSfPcoYrtLlEhyAdYTQ4gzaaXpLgO/mfs1/xiZdjWrUu\nrVLIWOljecARP4Ep/R2ENf6GaxCynCuPqvki4CgoKLhl3BalUWPM7xpj9hhjPGPMu40xT63Z9nFj\nzAev2l9sctt71T6fMsbcNzjmg8aYv7odaym4Pnn/Rnud/kacpaRaUeE4Ak0qJsjEGFGSq4uiNKfE\nILth5dkKKdKhWZvRhhNPnUGN5eWVfVM1+sRU8alucww2SxVpnDG2c4RemjEzUr8lwcYKO8YaPHh0\nN5nn0lnoXnO/GiVKOISbjMlOjZSZDhyQglfbMZ2LLQJcDq8RAouyCknmU3EzenEuBAbguDZGG+Kl\niPm4g7YODYTAFIT/YWuLkFXQFzBmo1BZQUFBwY1QeKkU3HpMH8z6/o2+ipGwKmcuVsZhU5J+AkJw\ncs04rBQZ2thDs7bZFy/RqufHmxkJ8D0LjaFxA34p3cUuzck6suxSLnlMjd7a5kgpBQd3T3L4vhna\nSULc39yJ1RYWI1Q2NXYDePwdeeIvPjjGN//kGYChi+wpZlkyijBrUHZjUqXox6vPU6qUUK2YheUW\nnSyC0k/mG+IvYvTi9RcxsK6nsK4vKCi4RRQBR8Gtx/TBqHX9G500798YCn7J+zHG0OlFqDhjwVH0\nUbjDcdgoVxcdlFPOfPnYcDrlwI46CRkuNiU275G4FlEvxvYcRmdGCOOMXeN1Su72jrEVPMfmoft3\nM7ljlLn5NjrbXLOjgk+wibEbwGQzYKbqgRScVJrFY3MbhMDCrI42Fr6j6cQJSufPYzsWAkFvqcdi\n3AHrAbCPACmEn73u+a9Y1+dy54V1fUFBwc1TBBwFtxyjl0GsXsQjnZHolIAWjpnFIAnlfURJRq8X\nQaY4Y+UXtX0ywBJijVmbRCUZp54+SzaVZyL2T9eIySjjYW+jd0NrTb8dMrZjhFhAo1JivFG5/gNv\nkHrZ57FHDuDWfRbmN1fpt4RkhAC1ibEbwPsfyU3p4kPjwyzHWiGwjnKIsipVLyHJNP10VVCsVAvQ\n7ZTLi4t0VbKa5Yj+M0ZfyzVgDaKai4BtJSNSUFBQcB2KgKPglmJMBnp5XTkl79/IqIk8uxGL/RhR\nIkrzcVgBnNT5GOkBK0CgB2ZteTnl4jfP0p+oghBMNEpUSg4aQ7BNka/ecp9Ks0xtvEqaKXaNN3Cs\n7TWbbpeZ8QZvf2gvPaXotcNN9ynjU72GsdtkM2BnowRScM63ufzc+aEQWIriVS7RT5tYQmFLQzdK\nhtLkliWxpU1rscNc2AL7YbAOADFEn7vuuecZKg+Tnd+aH0tBQUHBG1AEHAW3FtMHE23o3xAISvol\nAEKZm/p2exFZmJA4ggtm1Y7eljGp8objsKe/fGw4nXJgukaKwsXG30Y5JY0zdKYZ3zlKJ06ZaFQY\nrb35ExhCCB44tJPDh3ZwZXHz0sqKsRvkEu1X8963zQB5luNbn3wWzKqp2wucp5+VSVRAxU8I04ww\nSYePDSo+ppVxcWGeroohWMly/BVGX7uhdfXk6oMsR2FdX1BQcHMUAUfBrcX0wGQDMzDyPo00whUG\nX/pXAP8AACAASURBVK/ImR8lzRSdbl5OOW/nF8gJ4VITNrYVEWVVDBZxJ+L88xdIZ+oA7J+uE5NR\nwtmWI2xnqUtzuoFXKyGEYMdYfWj69mbj2BaPPbyfickmFy9tXp54I2O3yWbArpEApODySMC5r53k\nEJNDIbCTLNJLm3hWigB6yaoQmLQknuvQmm8z21sG+x1g7c6beqPrD3YJYQPWwNStsK4vKCi4cYqA\no+CWYnQL1gQCsU6JdUZDnB5YltVJxE6iOKUfxqAMpxhMp6yoi2JIVP6N/9zXThLvqIMlGal6NKse\nCk2FrY+x9jshvu8yNjPCcjdkeqRGo3J7HWXr1YB3vuMg0rFYWtwodCuEoEmARJBuYuz2ngengTzL\n8e1PP4/M4Cg7APgOZ4myKkq7VDxFL8mIs9VMSansIbqKC/NzV/VyfA5jNi/zrEM2QM8Xpm4FBQU3\nRRFwFNwyjFGD/o3Vi3mkMlKdUWFFXfQoCEE/yUj6McKxOKkG/RsyL6dk2hv2b5z+0jGSvfl0yv5B\nOcXGwmdrMuZaaaJuxNjOUZQlKXkOM6O1W7nsLbN7xxhve9teFtt94mhjJqMkXGqU6F0jy7F7rAxS\nML+jzsn//BpH2YlEcIU253VMP61RciK0NvTj1bKKkBK/5LM83+FSewmc94CcyeXno/903fMeZqsK\n6/qCgoKboAg4Cm4dm+lvZLmYV2BW+jeOorRmud3DJJpFV9NH4yHZKX0cGROrAGUculc6zL42S7K7\nAayUU9K8nMLWmj27Sz1qo1Xqk3U6/YgdY3XK/vY8V24VQgje9uAe9u+d5PylRbTeWKJoUMbBJibd\nsO3dD+SiX/GhcZ79ixdwI7FGCOzsYKpH4DnQjdOhEBiAX/awQ8H52St0VbrqsRL+xdbEvWQj1+Qw\nW5huKSgoKNiEIuAouHWYHrC+f6ObRgSihWOuYJBE8n7iVNHvRgithuqi+2QJSwiEUERZnoE488Qx\n0p0NsC2qJYfxuk+Gpoq/JVfYNE4xxjC+c5RenFILfCab310HVNdxeNc7DzPSqHBlbuPF2xe5L8xm\nxm6TzYA94xWQguX9Y7z22ReHzaOnmGNOSeKsTNWLyJSiv6Z5VCAoV3w6S30uLM+D+zjIiTyAiL54\n3fMWwgOywcRK0ctRUFCwfYqAo+CWYXSHtW+pVGdEOqMp8mbRWBxAi4AwTojCBEtanFgpp1hlLJGg\njUOiShhjOP2lY8SD6ZT9MzWU0NjILZVTjDF0lnqMTDcJGgFxmrFzvIHn3A6/wjdmdKTKOx49SJZo\n2t2NPRR1SnjYRJtkOd51/ySQZzle+MIrlNv2GiGwi/TSJpZIcWxJJ4rXZVFc38VJBOeuzNHJUij9\nWL4h+nOM2fhcG5CjoC+Dnr2hdRcUFNzbFAFHwS3BGA16aV05JVS5/kbVrPZvGAOtToiKUmJXcGk4\nDhtgy5hElci0x9KJeVoXWqR7VsZh8+kUDxdvC56DYSfED1zGdoyw1IkYqQaM1d86RmQHD81w9L4d\nzM21SNL1TaKusGlQJibbPMsxUQUp6ByZ5OX/99l1QmDttESqSpTdlESpdUJgAJVqQG+5y/mFOXC/\nF8RILuwVf/m65yyEA8LFZGcwJrrJV6CgoOBeowg4Cm4Nm/RvRCpBkOKbVwHoywdJ0oxeJ8IozVk7\nDzYmhUtV2NgyIcxqgOD0l4+TTtcwnk3Js5kaCUhRVPGuW07RmSbqJ0zsHkfYFsYYdo03sK23zttd\nCMEjjx1g99QIl64so69qxqwNshzxJhMr7zoyAeRZjpe/cpyRWWcoBPYSc/TSBr4dYQlJJ0rWBS2O\na+Nrm7NXZmmnGZR+NN8QfiYXbbvuiTdBtzDZhRtffEFBwT3JW+cTuODOxvSAZFDrz2mnIQ1xBklK\nRp1U7CBKMvr9CNuSnFoxa7PKCBTKWCQqQCvNmSeOD71T9k1VMcJgIShtoZzSWepSH6vRGK+z1AuZ\nbFZpVm/vGOxWKAU+73jsEIFtM7+0XoTLERYNAqJr9XJM5lmO/kMzvPjHz6wRAjtHmFVR2qbkaqI0\nI0quynLUKvTbIWdmL4P3IRD1vEwSf/W655x7rDRAnc8l7AsKCgq2SBFwFNwSctXK1cxDojJCnVJn\nVewLIej2I5IwxVozDntQBjhWRKpLpMrnyvMXCZf6pPsHZm3TuVmbh4N3HXXRJEoQQjC+c5QoU3i2\nxY6x2paaTL8bTO8a45G37SVqR3TD9dMiVUq418py3Lea5TjxrbNMnPMGQmAxr+kuYVYlsPOArhuv\nD1osS1KWHuevzLIUZ1D6kXxD+GdbkjAXMiBvID1bSJ4XFBRsmSLgKLhpjDEb+jcilZCpjIp5Gcjl\nzDOlabX7kCnmHEWIxkeyQ/p5OSWtYpCc/vIxsskquuTg2pKd43k/QwX/Da3ojTF0l/uMzjQp1wPa\nvZDpkTrVYOsiYd8N7ju6m8P7Jpifa5Oq1Qu4K2zqgyzH1azLcjy8g5f+8Ok1QmDnCNMGQmhKjqQb\npxuzHJUSYTfm7JUr4P3AwI7+IiRf39pJyxHQV4oG0oKCgi1TBBwFN4/p57d1gl8pDgu4XBm4w95P\nlKR0OyG2EJwcKFzuswKkyL99J6pMFqWcf/LU0Dtl71QVIfPcyfXKKf1WSKniMzozQieMKZc8pka/\nu2OwW8FxHR5+5CAT1YDZxc66fo7aMMuxycTKmizH2ZcvM/WaOxQCO50pYlUmcCIQsBzG6DXjrNKS\n1NwS567MshQq8H8o3xB+ektjr3kDaQmTnd6aWmlBQcE9TxFwFNw8pg/EsCYg6GQhTfE6kI/DGlGi\n14+JehGO7wzHYQ/KAEcmpMoj1SUuPHWGNEzJDo4Bq94pHs4bmrWpTBFHCRO7xrBdm36UsGu8Tsnd\nusHbd5PGeI1HHt6Pk2gWO6sXcE/Y1CgRXifLET66k9f+4NscMrkQ2PNcoJ+OYFsJJcciTDI60fpj\nlCs+cZhy8tJl8D6cB4zqLKTf2tpJizroDiY7f+MLLygouGcoAo6Cm2bFdXSlTyJRGX2VUCefTsnH\nYQ2LSz1QhtiBy4Nx2P1WMDRr08bm9JeOoUYCsrKHJQV7Jqokg3KKJa79du0u9miM16iP11juRTSr\nAeONypu88lvL7oPTPHBwhqjdpxuvypvXKOFgkVynl+PyuWWmXswVWE8xx2xqkyoXz0pwbEk7jNep\njwohafplLs7NMddV4H8k39D/9JYkzIUQYDVBXcDozU3pCgoKClYoAo6Cm2LT/g2dkKmQwOQZjr58\nkCjJ6HT72AJODTQcpoRHRVhINLEqE7VCLn373HA6ZfdEFcsWgCB4g3JK3E8QlmR81xjaGNJMsXOs\njmNtTf78rYJlW9z/9r3sGW3QWu6RDAzYfOG8oZPs2izHqd97np0mFwJ71swSpnVcK8S3bVKtWQ6j\ndQ2kQdknizNOXboE3kcBD9QJSJ/d0jkLUQLMoIF0C2O1BQUF9yxFwFFwk0S5Cdi6htGMMifXjcP2\nwph+N8QteZzQK+qiAZZIyLRLogLO/vUJjDaogc7EgekaKRnuG5i1aa3ptXqM7RihXAtY6oZMNCqM\n1t46Il/boVwv89DD+6gJi8VOf5hpqFPC3kKWY3Gxz8RzeaD1KhdZTstoI5AipeTYdKOEMF5fWmlW\nqlycn+dyS4P/A/md4ae2btQmm3nzqL5yg6suKCi4FygCjoKbQ+f6G6yxi++mIY3hOOyDGASLS11M\nZrBsyal147ArZm1uXk6p+SQVDyHyhtGYjDIe9jXKKf12SLleZmymSZRkCCHYMVZHyrfmGOxWGN81\nygNHdkI/pTsIDvIsh7+lXo5Lv/MCDZMLpT2vW/TTEXy7iy0lUoi8gXSN5LnvuRgFpy5exHg/DDiQ\nvQbZS1s6XyFsEEGuQDoIJgsKCgqupgg4Cm4Ko3uAGfZvpFrRVzG1Nf0baZbRbvVxpeASCRGaEpIZ\n6SNFRpTV6FxosfDaLMlAe2PnWAXPtTAYynibPneWKrIkY3zXKLbrsNztMz1So1F564l8bQfLsth7\neIbpZoVuJyQbBAd1AiwEKRu1L4ZZjsPjdKKMyefyP+0XOE8naaKNjS1jfNcmzDI60fryzGilyuXF\nRS4u6lwMDCD89NZPWtRBdzHqXGFhX1BQsClFwFFwc+hFWKMuGqkE1BU8ZofjsL1eRLfTx/Ndjg++\nAe+3AmyZoY1NokqcfuIYAOZoPmWxf7pGgsLBvmY5pbvUozFRpz5WpRcllDyHmdHam7zg20O5Xubw\nfTtxUk27n/e8+DhUKdFno538MMsh8izH4m+9im9yIbBXdZduMoJndZGAZ1ksRwlxtkbzw3WQQnDy\n4iUy74cBC9LvYNLXtnS+eQPpCKgLYJZuxUtQUFBwl1EEHAU3jDFRLml+lf5GdZDdWBmHXVruo1OF\n49mcUD0ADsgAR8YkyidRLqe/fAwdOISVPHjZN1UjISXAwxEbmz+zVCEEjEw1MQg6/YgdY3XK/vWl\nz+8UpvaMs2uiQRKmxGleLqpTQiKvm+UIU8P4C3nW6XnO0k2aJMrHkRGebaO0pn1VA+lItcZca4lL\ncwK8D+Z3hp/a8vmKQR+PSU9vzX22oKDgnqIIOApuHNMHIlhT8uik0bB/oy8fRCnN4nIHx7boobli\n8lT+fivAkglRVmPhtXm6F9ukB8cBmGoGlEs2CkP5GtmNfjuk0qxQrpdo9yJqgc9k860v8rUdSmWf\nQ/fvoqwF7TDGGEMJlyolwjeaWBlkObq/fQzbSObo8Jpp0U3HcO0+YCg5Np04pbemgdSxbBzH4cTF\nC6T2DwMS0mcw2Ymtn7QcBTOPUZdv/gUoKCi4qygCjoIbR/cAjRg0dGZaEWUdKuTlkVAepduL6LZD\nSiVvKPY1IzwqQmCQJCrg9Jfz/cXbZoC8nJKhcLA2VRfVWpOlGc2JOtpAnGbsHG/gOde3rb/TGNsx\nwp4do5g4o5ekwywHQHadLEcaSia+lWc5vsEJ2kmVOCvjWT1sKbGkoNWPydZoczTLFRa6bc5dscB9\nPL8z/LMtn68QVi6Tnp0d9PcUFBQU5BQBR8ENY/QSa7MbkUpx9OuDcdgGqdhBa7lHlircteUUq4xj\nxaTKJ4o9zn7lBNqz6Zbz4GL/dI2YjBIurtgYRES9mFLFp9Iss9QJGakGjNXvzDHY6+F6Dvvu20FD\n2vSjFKU1AS4V/DfW5RhkOfq/cYxAOXSJeI7LdJIxLJki0PiOTZxldOLVnhBbWni+x6lLF4nlD+d3\nJt/AZGe3fM5C1oAeRp0tGkgLCgqGFAFHwQ1hTAK6s0Hwq7pWXRTB/EIb17bQBk6u0d+wZUyUVbn4\nzEXidoS5fxIDjNZ8GhWPDE2FzU3X4l5CY7yGJhce2zXewLbu3rfyyFSDvXvGcRJFO8zdcBsEACg2\n+p6szXJktsPo5/PA5BnOMJ/6RFkV3+4gEXiOTTtMiNJVfY9mUGE56nH2kg3ue/I7t5HlAPLSiroI\neuEGVlxQUHA3cvd+She8uZgeEK4LOLpptEbO/EG63ZBuNyQIPM7rkARDgMWMcDFArMqc+fJxAMTb\nV8spKQobual3ShLl1va10SrLvYjJZpVm9c4eg70elm2x6+A0Y76fe8ZkigCPMv71J1Ye20nr94/T\n7PpkKJ7iDN1kFIRBigzXstDG0Br0iABYQhKUPU7PXiHUA1O35G8w6uKWz1kID7AG5m4bMzEFBQX3\nHkXAUXBj6B4Yk9fsAaU1SXoBn7nBOOwRlls9kiTD9ezhOOwBK8CxEpR26Xdszn/jNMaWtEt5cHFg\nukZCho+Lx8ZyStgJqY1WcAMXgWGyWRlqgNzN1Mdr7N47jpdoOmGMABoEGK6T5Tg0jq75yN88B8Br\nXOJsBv20jmd3ACi5Nr04pZusNpDWvTLtpM/pSz44jwEaws9s76RlE8wSJisaSAsKCoqAo+AGMWYZ\nxGoGItIpvn4RyMdhNSUW5tvYto1ADBtGV8Zho6zCmSfPo+IM6+EdKAO1wGW05pOiqOJvCCS00mht\naIzX6Ecpge9RDTYvu9xtSCmZ3j/JZC1AauglKWU8ArzrTqykj+8je2qZ5qv56/kkx+nEoxgjsUSC\nJSS2JWn1o6G5mxSScqXEuflZetkP5geNv7LNLMeggVSdHRr8FRQU3LsUAUfBtsn7N9pX6W8k1HgF\nyMdh+72ITqdPEHi0dMqcSRDk47BCZMSqwukvDaZTBuWUAzM1tDBY1yinhJ2IoFqiXC/TT1LGauW7\nunfjamojVXbtm6KcaeJEYUye5VDoN8xy9HY1ycbKZL92EksLLtHiVd2nl4zgO3kg4DsWSaboRPFQ\nm6PmlujphFMXK2C/HVDQ+e1tlUiErAJh0UBaUFBQBBwFN4Dpg1nfv9FLO1TJ9RpCeZTWcpc4Ufhr\nyik7pE9FKpR2WZ41XHn+AkYKlry8dLIyneLh4G0ScMRhTHOygZAiLylU7o3sxlom944zOVLFM4ZO\nFK/JcmzusXJ4ZwMA9cNHEfMZpc+2AfgGx1lOmqTKxZERAoHvOrSjhCjJG0jzLIfP+cU5lpP/FkQ1\nd5Lt/eH2TlqOgLoEeu7mFl9QUHBHUwQcBdvH9MGodf0bJn1pOA6bsIOFhTaWbQ3KKfk4bG7WFhGr\nMiefOIfRhuA9e0iVIfBsppoBCRlVPORV5ZS4n+CWPKojZXpxXk6pBJt7rNzNBNUSO/ZPUVagtUEp\nQ5MyGQq9SZbjfQ9M4ViSrmvDu3YjP3EFpwsdIp41s3STURwr98NxpMRAbu5m8mNVbJ9QZpw+H6NL\nv5AfNP4CJv7rLZ/zagPp2aKBtKDgHqYIOAq2jdHr+zdinVIa9G+E8ihRP6bVDglKLpkxnNYhkDeM\nSpERZjVOD6ZTWCP2pYVBIjYV+wq7EbWxCl7Jox8ljNYCHGuj5Pm9wMSuUSbH6wQa2lHyhlmOSsnh\nXUcGpZXHdmGMxP69vInzGc4wl5RJVIBr5VmokmMTJhndKD+WFJJK2edia4Gl5f1Q+sn8wN3fx2Tn\nt37ScgT0Iibbeg9IQUHB3UURcBRsC2My0Mvr9TdUQnXQvxHKB2m1+sRphuc5nNUhKYYKFjMSlHaZ\nPZmydHwebMm8nQcNB6brJGR42BvKKWpgMtYYqw1t1Zvlu3sU9o3wSh47Dk5TQeJKSZwqmuR29JqN\nfRJv2z9Gs+IRa4P7sYdxnujgnEhIUXyDc3STMWwZARpLCBxb0grjYQNp2fJJXcPp85fI5E+A/SAQ\nQff/yv10toAQEmRt0EDauYWvRkFBwZ1CEXAUbA/TBxOtDziSc/jMY5D0xX0sLrSRloUlxDp1Uc+O\niVSZE186A0Djew4QpQrPsZgZK5OgKONjifVvy34notIICGoB/Til7LtU78FyylpGZ5pMTjUpK00/\nzijhUcIh2mRixZKC/2qQSZqteLgHx3D/1RUAXuUSZ1JrIAY2aCC1bVKtWR6Yu0khKZdLXOkucenM\nHCb4n0A0QJ2D3r/ecjOokBUgwWRnMGZj+aegoODu5rYEHEKIfyiEOC2EiIQQTwkh3nWd/T8ohHhG\nCBELIY4LIT5+1faPCyHMVbetfdUquDlMb9C/kWchtNGI7DkgH4eNQkmr3cf38+0rDaMHrRJCZIRJ\nlTMD7xTz4DQAe6eqCAkCCK4qpxhjSOOU5kQdKSX9eFBOse/NcsoKtmMzfWCSqmVTdiz6YUqTPGgz\nm2Q5do5XODhTxwDpR+7HejXCeSLPNPwNJ+nEo0iRIQb+LCXHphslhANzt0C4ULU5eekil89lUP4l\nQEL8BMRf3PqJy1HQl0HP3uQrUFBQcKfxpgccQoifAn4L+BXgUeB54AtCiIlr7L8P+DzwZeBh4F8C\nfyCE+K+v2rUNTK+57XlTFlCwDqNbsMYuPlIZgX4JyMdhW8t9oiTF9xwWdcKiSZHAIdtGaY/z3+nS\nm+1ilRxmB42hK2JfLhb+VQFH3IvxA5dKs4wefJNuVO7dcspampN1xmdGKKUaYwyedgZZjs2t4d//\n4BS2JViIFY2feDv+H85DYrjEMi+rhH7awHfyIMSWEikErTBBa40UksDxiCpw5uxF5udmIPhv8gP3\n/gCTndrSOQvhgHAx6esYdbEYlS0ouIe4HRmO/xn4N8aYPzTGvAz8PNAH/odr7P/zwCljzD8xxrxi\njPld4NPAL121nzHGXF5zu/KmraAAAGPUxv6NrDt0h+2LB1hcaINtYUvJiUF2Y5csUbESIlXh5JdO\nAzD6fYfoRim2Jdg1XiUhI8DDvrqc0o1oTDRwPJcwTil5LtXSvV1OWcGyLKb3T1JzXWqOSy9UNCgT\nk22a5aiWXN55OI/zL83UCOwA79OLAHydEyzHTYwBS+QBi+/a9LOUTpSXaXzpYDkWnSDl7MmLLLW+\nF5xHgRQ6/2LL7rBCjoCwMenLmOx4MblSUHCP8KYGHEIIF3gMGOZcTV68/SLw3ms87L1r9x/whU32\nrwghzgghzgkhPiuEOHqLTrvgWgz7N1YzDFnyApKMjAadcIx2O8RbKacM1UVLSKHo9suc/erJ/FAP\nTAGwZ6KKbQs0hvJVZm1pnGHbFrXRCgD9KGGkGuDehTb0N0p9rMb4rlH8JMOzLazUwse+Zpbj4QNj\nNMouYaIo/fRjeJ9eQsxndIh4Wi/RT0eGkucSgWdZLEcJicpLLWXhoj1ouTHnT1ymk/4syDHQl6D3\nr7bRz1ED2YDsVB54FEqkBQV3PW92hmMMsICrsw9XgKlrPGbqGvvXhBhe6V4jz5D8beDvka/jSSHE\nzs0OKITwhBC1lRtQ3fZKCgaGbemwf8MYjTXo3wjlUbqtkDBL8Ryb1GjODMZh73McUu1y7IlZkm5M\nMF7his4vTPuH5RR7g7po2AmpNMsE1RLaGLQxNItyyjqEEEzvm6Qa+NQtizjR1AiumeWwLMkHBg2k\nJ3ox0x96AP/fzgPwjDnDbFxFaWcwtQKebaO0ptXPG0iFEFSET+xrlgk5f6xDJH4BsCH5BkSf38a5\n+2BNgp7HpN/BqKKvo6DgbuaOnFIxxnzdGPMJY8xzxpivAD8OzAF//xoP+WWgtea2DQGBghXyb6Gr\nglyhziiblwHoMyinWLkvx2kdojDUhM2MlRFlVV7/3GsATH/kfpa6MVII9k7l6qIBHs6a3hCtNFmm\naEw2AEEYpwSec89Pp2xGpVFmYs84bqyoeS5EFh42Mdmm+++ZqLJ/uoYxsPjQFLUXNNbrEalQPGku\n0U1H8AZiYJA3kHbilN6ggdQSkrJ0iSqaVtrj3Ikyqf0z+cH7/w8mfW3L5y6EBXISyDDpi+j0dF66\nKygouOt4swOOeUABk1fdPwlcy0Ly8jX2bxtjws0eYIxJgWeBg9c45q8D9TW3TTMhBdfGGA16cV05\nJUnO4Q3cYZejA3S6EY5rI9eYtR2UAVLCxdcV869cQVgSfX/+6905XsZ1JBpDhfWBRNTLfVMqjQCA\nXpTQqJbwinLKpkzuHqNaC6giEVpQ1v41yyoAjz84jSUFl5ZCZn72Pfj/Opcdf8Vc5HTskagSrpX/\nudlSYglBqx+TDbQ5HGFjYRHWDMudDufPvB1tvwdQ0P3NbWltCCEGfR1lUK9hsle5xp96QUHBHcyb\nGnCYvBvs28CHVu4TQsjB/3/9Gg/7+tr9B/ytN9gfkWtsPwRcusZ5xMaY9soNKJSHtssm/imkzwAQ\niYO025owzXAdG2MMxwcNhIdth0y7vPyXufbGzvfu5exyfjHZP10nReFsUk6J+gnNyTq2nR/PGMNI\nNbgNC70zKVVKTO+fxIoVoyUfQomLTXyNoKMWuLzj8DgAL4cp+3fswflKBwR8VZ+ik4zgWCErWQ7f\ntYmyjKUwGsqeB9IlNYqoYVhaaHPhwo9h5DToeej+zra1NoQsg5yA7AImeQmjl278BSkoKHjLcTtK\nKr8F/JwQ4r8XQtwP/B5QBv4QQAjx60KIT6zZ//eB/UKI3xBCHBFC/APg7wC/vbKDEOL/EEL8gBBi\nvxDiUeDfkY/F/sFtWM+9iekBycAXY6V/43kgn05ZWmiDJbAtyYJJaZkMCzjsQqtV4uSXcmO3mR+4\nj9mVgGMqn04p4eCK1cxFEiU4nkO1mTeLhnFKyXWolu49s7btMLZzlPpohVJmCGwPP3U3ta5f4ZGD\n49QCl16UoT94kMaf9yDRXJItXko1UVYZlFbyBtLAdeiECcv9VUfZqvTpiYS0KZi/HDG79HEMbh6M\nhp/Z9hqEcMCaAtPGJC9g1IVCJKyg4C7hTQ84jDF/CvwvwK8Cz5Fra3x4zRjrNLB7zf6ngI+SZzWe\nB/4J8D8aY76w5rBN4N8ArwB/BdSA9w3GbgtuMcZojLpC3v+bE6k+gcnHYZejQ/T6McK2sIUcqovu\nkSU8YXjlvyyQhSnVnQ06zTxLMT0SEPgOGZrqVdMpYSeiPlrFL+f396KEZrWE7xbllDfC9RxmDkxh\nZZqxkoeMLew36OWwLckHHsrF1144t8TRj70H7zPLAHw1Oc5yPIIlk6EYmC0lvmuzHMa0wzyQWWki\nbRHCiMXlMyXa4U/lTxB+EpO+sO11CCER1sRgdPYVTHasGJ0tKLgLuC1No8aY3zXG7DHGeMaYdxtj\nnlqz7ePGmA9etf8TxphHBvsfMMb826u2/9Ka400ZYz5qjHn2dqzlnsQs59bisjm8S8UvDNxhmyy2\n6oRJOlT/XFEXPWy7JJnLK5/LR2EP/uD9nLyc26MfmMnLKTbWunKKzjTGQH28lj+1MaiinLJlRqeb\nNCfruJFixAuwY/sNsxz7pmrsnayiDbwmBAevjCAWM3puwlNRizCtDSXPARwpcS3JYi+iG+fHtYXE\nFQ6LIkTUbc4cP0yUvQ/Q0PltjF68obXko7NNyE5j0pcKD5aCgjucO3JKpeD2YYwZOHyK4TgsMOzf\n6IsHaC310JaFY1vERnN2MA57xJGc+Y5m6eQilmsx+YH9XJzPsx/7p/PplBIOLquZi343IqiVvKOp\n4QAAIABJREFUKNfzACNMMkquTTUoyilbwbJzMTAJjAY+fuZiaXnNXg6ADzyUN5Cem+sy/kMPUf1U\nfmF/Wp9mNqmDMEixmiXxbBtLChZ7EWE6EAmTDhrDsh1hVRyOv/79KLMjD1Y7v33DkydCeHmJRS9g\n0hcGmbaCgoI7kSLgKHhjzHLueyHrq3cZg6O+A+TllG4vQtgCWwpO6z4aaAqbMUvynb+4AMDu7znA\n2eUIA0w2S9QClwxFBR8xkDg3xpCECSNTDaTM35r9KKFZCYpyyjZoTNQZnW4iuzEz5eogy5Fu6iQL\nUC97PHowbyD9xokF3vvQI8hjEcqFLy6czSXP7fXZhZJjo41hoRsORcEqwiM0CW0vQTolTp36KQw+\nZC9B+MkbXo8QFsKaIh+dfQmdnsxdiwsKCu4oioCj4JoYYzDqEqCHzaIAcXoOdzAOO9feRZJppLQQ\niKG66CHLo7MoOfWVc/n/f/Qor53P+wMO72yQobCR68opcT/BL7lUGuXh82dKMVIryinbQUrJ9P5J\nbNui4biMiCpOZtMjvuZjHj00TrXk0A1TrjQD9n0r/32frC1youuhjYUl1j8+cG0SpVnohqRKr/Zz\nqD5RRRMno1y6/OP5zuGfYZJv39S68tHZCqjjmLQYnS0ouNMoAo6Ca2PaoGZzCeo16CQvp4QcYHkp\nQ9kCxxIYY4YNo0dcyfOfX0aniuaBMeRMjdnlECHg0I4GCRkeDt6agCPqRtQnarh+buAWJRm+W4h9\n3QjVkQrju8bIOiFT1TJe7KIxpGxe2nBsyeMD995njs/z9u97J943+iAF/+nKq3TiJp693itFICh7\nDmGSstgL0VpjCUkgXRZUF+o2CwsPsNx+X/6A7u9g1NxNrUvIAOQ46Iv5FIteLKZYCgruEIqAo+Ca\nGHWZXMp8ff+EGPRvtNP76PdijBQ4tsWsSeigsBHsExYv/uVZAA5+9AFev9ACYPd4hcCzSVFU8JCD\nckqWKoQU1EZrw+fpRQmNik/JXa/RUXB9hBBM7h3HK3lUkEx4FZzIoUe0qeQ55H01uycqaG146tQC\n77UOQqJpzSi+fqZLpj1cq7/uMRJB4Dn04oTFfoQxBncgCjarO3gjPufO/i3iZBeYLnT/BblO382s\nzQE5DaaHSb6DSZ5Gp69gsvMYNY/R3e+aWmmuGZMNbiqf8DJ6qCVTUHA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Dv+ZUQBp+EYBW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oY9zDTa2KbsiiytoHbe5z82zqB2Oty1tINDlf1MLbT402+fxjIkf/99h7BMSZ02zCfcsufgptaN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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117bc9f10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=\"timepoint\", y=\"coef\", hue=\"cpe\", data=quart_df)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x117d6b410>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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TqlWf73bKv1oPNvawP6gCYMnBefhuc1Y35mmleax+FIAX+ufQpkmtUqXIY6Zb\nvRVXOZp+SDfPaGcxe8IDHKqewGF5p/PCqvcrG7oF0tBNCLHjbUnSqHPunznnjjnnKs65J5xzzy/4\n7O865758zffVMq/jCz7/7xaMd9A591edc69sxbOIjWWdISq6y+ZvxCYjswWxmRyUM68y7C893HRh\nusWl6TZD1QqvJm3aJqepfZ4a2nv1PirBd030dRb6+iQeqB2koUO6NuWdpEXAGF5YEEUpE+3usqsc\nWms8pZhO+jgc9448AcCpzgtrnkKpenVp6CaE2PF25SkVcfPIbELmMsJlAo5unqFQzOanARgPjy1p\nWz/b6XP60iyh5xNpy4u9aQC+PHKAUJeJoWWhL7Vik7aN5iuPR+vlQajn+2fRpkk1rOOpnMnZLp2V\nVjmCCu0soZunnGx8hoqu0ytanI3eXfV+0tBNCLEbSMAhtlVqE4zLl+RvGGdpZzFVz1+xHX2a5Xxw\nfpo8NwzVKvx5+zIWOFFpcrJ6tbZbWeirdsOFvq7Hg7XbqCifWRPzYdrGtyNU644kzrgw1Vp2lSPQ\nHhbHbBrh64B7hh4B4FTnuTXvd7WhW7HhzyKEEBtBAg6xrRLTXzZ/IypyEpPjKUM7vwgszd84c2mW\nVi9mz1Cdd5MO57MIXym+PHIANUgULQt9mRsqY/5JVLTPw/XDADzXP4NnmviqTq1mmZzpMtNdfvuj\n4YfMJoNCYINtlTP9t+kVrVXvd7WhW29jH0QIITaIBBxi21hny/yN5fqnmAzrHG1zflDOfA81b+TK\n51leMNXu06gG5DieGSSKPtHcy4h/9XitVSnaVfG2cHVj3iP1wwRoJooeZ7IOvhmlWlVYW3D28ixF\nsbS9fNULyGxBKy2TR2+r3oHD8XbnxVXvpZWHQktNDiHEjiUBh9g2uU3JbLps/sZcEhOschy21YuJ\n05xaJeDZziSxNYz7FR5ujl/5znyhr3J1Y+MLfa2lrkM+Uz8EwHP9s3iugbYNhoYcM+2ISzPL51zU\nvIDptEdmzZXk0bfXmTwqDd2EEDuVBBxi26Q2prAZvl5cFyM1BVGRleXM09PA0u2UVjfG4pgsUt6M\nyu2GvzJyEE9d3TZxKkO7CtpubBnz6/FY/Sgaxbm8xcWsS2BH8H1NJVScm5gjitMl19T8kH6e085i\n7mg8QPVK8ug7q95LGroJIXYyCTjEtklNvGxeRb9ISa2hcB1i20KhGVtQzrwoDDPtHpXA589bZYX8\n++ojHK49pMOdAAAgAElEQVQsDiys2vxCX2sZ9qrcVy0r+z/XP4t2dTzbpNmw9NKM85NLE0i1UlQ8\nn+mkj9Y+dw8qj55qP79k/GsFqkpbGroJIXYgCTjEtnDO0S86y9bf6OUZCq4U+xoNDuMvKHve6SdE\nac77tsd0kVLVHp8f3r9ojLLQl4+/Rhlz5xwfTsxyZrpNYTbnR/rxRhksfZjNMF308e0ISmsaNc3l\nmQ6tdrzkmrof0M0TennKvcOD5NHobbr5WsmjdWJp6CaE2IEk4BDbIncpmY2XBBzWWdr54Djslfob\ni/M35noR3SLnhd4MAF8Y3k9NLz5Wa3WCbxtoVi/0derCNH/46gf8+5ff5f/485f5/Zfe4QenLzHT\njTascue4X+fuyj5gUJfDVfHNMJWqwSq4MNkiTfNF1/jaK3vIpBFj4f4FyaOrVx6Vhm5CiJ1KAg6x\nLTKTULgcXy3e7ohMTlIUBFozu0w7emstM60+p2yPwjkOh3XurY0sGsNhAIXnhlhNmhd87/1zAISe\nh7GOszMdnn33HP/3997k//zuq3zrzY9479IMcZavOtZanhiscrydTNIuEnw7jIdPpeJoRRFT00sr\nkNYHR2QTk3PfyJPl9d0XsG7p6ZaFpKGbEGIn8tf+ihAbLzFlHQqlFudwREWOcZbITlC4jEDVGPYP\nXPm800/oxAnni3Ib4smhvUvGKAt91dGuuuocnv/gAnFW4MWOsbcjGocbqEMVelXHdBLTT3NOXZjm\n1IWyeun+4QbH9o5w+/gwB0ebeHr98frBYIgT4RgfZ3O8EJ3j68OfwrMjBOEMeREwOdel2agwOnp1\nC6jq+UzlKZ084Y7mA1Sn6vSLNmejdzneuHfFe1V0lXY+Q2S6jOjxFb8nhBBbSQIOsS0i08FXS9vR\nt9IIX3tMXzmdsriceasXM1WkJM4QKs1t4eJE0bLQlyU0Q6sW+prpRbx2tqzdMXQuBwv9c304V+Y+\n7NVQOdbA7gvo+oZ2ljHZ6TPZ6fPiRxcJPM2RPcNlALJ3hNH66sENwBONY3yczfFGfImnG8eoM4TR\nXXy/IC000zM9arWQSqVc9VFKUR0kj+6tNLh7+FFeaz3DW+3nVg04rjZ0m2HY37MkIBNCiO0gAYfY\ncrlNSU1MoBcHHJkp6BfZoJx5WX9jYf6Gc47pVo8JV24VHKs0Fh2DhfnVjSrarXwU1jnHd98+iwMq\nc4Y9KuSLP3M/s5e6TJ5pM3mmTb+VkH7ch4+hClQqCv/2OsWYR1sVpMbw8VSLj6fKJM7hWoVje0f4\n1KFxDo8tv5VzNBjhcDDMhbzDS9F5vjx0Et+OEIaTxMankyTMzPQ4eHAEPVg9afghrTymk6fcN/wk\nr7We4Wz0Dt18jqFgbMVnLBu6dUltRNXb3A65QgixHhJwiC2X2YTcZdTU4mZqkclIjSHUjnZxCVic\nv9GNEnpJxqVBYavj1cXXOxyOgsCNL1sufd6HE3Ocn+2AdQydK3jsb93D8N46w3vrHH+g3L7ptxMm\nT7eZPNNi8kybqJNi3u+jgBHANjX6SJVsWNO2OZ045Y1zk7xxbpK/+eg9HB0fXnJfpRRPNG7n37Xe\n5JX4Ik82bqdCE6O7eH6CwafdiajXQkbHyiDB0xrlYDaNuGNoH7fVTnIx/pC3Oy/w+PgPr/iMgQ7p\nmza9vCMBhxBiR5CAQ2y51MQ43JLOr/PHYVv5WcDR8Mapeld/uNv9hHaaMVWUxbKOV64JOFSGIsRb\npdBXbgzPvHMWgMZlw133HeTAiaUrBY2RKic+W+XEZw+UR3hbyWD1o8Xk6TZxL4N3IiqU2y9m1CM7\nEtILLd8+dZqf+tz9+MvkeJwMx9nnN5gq+vwgusDTzeP4ZpQwuEwc59QrPrNzfaq1kGq13FppBBVa\naUxUy7hv+MkrAceje76GVitXUK3oGp18hrHKviXN8YQQYqvJv4XElusvk79hcbSzmNDzmYhPA9dU\nF3WOmXafScpg40BQpeFdcxRWpfhmHLXKX+uXP75EL83QqWNv3+fBr55Y8bvzlFI0x2o0x2rc8eBB\nnHP05hImT7euBCHJbI7XjonuC2mR8IOPL/H4ycPLjvVE/Xb+oPM2L0fnebRxlIAGvmvg+z0SF+Ll\nitmZLgcPjaK1puL5dPOkrDzavJ/qVIO+6XAmeocTjftWnHdF1+kWs8RFj2YwuuZzCiHEZpJjsWJL\nFTYnMRHBNQFHUmTERU5Ve0wvk7/RSzLavZgJt/zqhiVDOR/fLn5/oU6c8vJH5VbN0PmCx3/0LoLK\n9cfcSimG9tQ4+fAhnvqb9/A3fv4JfvRnHuHuh2+jeb5sD//ihxdp9ZfvaXJPdR+jXpXYFbweX0Kh\nCewIYaCJshQdevR6KZ0FBcEqOmAmjXAo7hlUHn2rvXrbeq20NHQTQuwYEnCILTXfP+Xagl/9Iie3\nltx1SWy7LGceHr3yeaefEGcF5/PyR/jENfkbVid4tolm6cmXec+8fQbjHEHHcs/tezl0stxKyZyh\nbWIim5GvUeNiOUophvfWefBrd3Ck3iDsWIxzfOft08sWD9NK83i9rMvxYv8cxlm0q+O7Jr6f0ckS\n/NCj1YrIsjKAafgBvTyjm12tPHo2epduvnowUfXqdPM5UrO0mqkQQmwlCTjElspsgnMWfU3+RidL\n8LW+sroxGhy5uu3iHDPtHrNkZM5S0x4HgqvHUB0FoPHcyqsb52bafDTVAufYN6N46GsnAbDO0S1S\nhnQVjSa2BbNFTKuI6ZmUzBbrrjiqteKJv/YpRs8bGBQR+2Bi+YDg/toBGjqka1NOJRMoVHliJfCJ\ns5RCObKsoNtNBmNrtIKZNGIk3Mvh2klYR+XRUFcpbLZmSXQhhNhsEnCILRUVXfQ11UUza+jkadkd\ndpnqolGWM9dLrhyHPV5pLqotYVSCt0qhL2Mtf/5GGcjUJg1Pf/Uuwmq5ldK1KcNelcPhCHdW9nJn\nZZwTlT3s94eoKJ/MWVomYa6I6ZqU1BarNkYbGq/z8OeO07hcrpR859Rp0mLpqomvPB6rHwHKpm7W\nObSrEthhvCCjkyaEVZ92O7pS9rwZVGhnMXGRce/woPJoZ+3Ko6FXp51PUdgbq5YqhBA3QgIOsWWM\nK0hMf0n9jajISE1BoBWzedmwbe+C/I12PybNci4MtgUWHod1WFAW3w6vWOjrtdMTtNMMlTvuHd3D\nbXftASCxOQrFgaBJoDy0UlR1wIhX5WA4xB2Vce6sjHNHZZzD4QgNHWKco2Mz5oqYjkmIbVkZdaG7\nHruNY14dL7HEecFzg/Lp1/ps7TaqymfOxLyfTpWrHG6YqlchzhNyZylyQ7sdgXOE2ic3hlaWcEfz\nfmreIHm0//aq/9yrukZiY3pFe9XvCSHEZpKAQ2yZzCRkLl2SvxHl5cpFt7iMGZQzH5ovZ+4cs+2Y\nyBlmi/LY7LHK1boSV8uY15a9Z5TmfP/98wCMTTse/aH5rRRLZHP2+w2a3vIN3pRShNpnyKuw129w\nvLKHO6t7ORmOczQcZdSrgVP0bcZsEdEqyjwQgCf/+t2MXCgDkdfOTjLZWdq9taJ9HqqXJ1me65/F\nOYd2FXw3gvbLVY5qLaTTTYiScnWi6gdMJ32sU9w9NEge7azetl4pTaACWtnUmqshQgixWSTgEFsm\ntQnOGbwFtSMsjlYeU9ELq4sev7JlkuQFrW7EFOUP7qGwRlWX188X+vLd0IqFvr792kcYHH7f8uUn\n76RSK7dzOiZjxKsx7l9fUSxfaRpeyB6/zpFwlDur45ys7OV4uId9fhOcomczmmM1nnjsOJWZ8gf+\nW69/hF0mF+SR+mECNBNFj9NZme/h2yFqukZcRBRYrHO022X32rofEOU53TzhvsG2ytnoXTr57Krz\nrnpNItMlKrrX9bxCCLFRJOAQWyY2PRSLC1UlRU5U5FT8xQHHvPJ0Ss7FwXbKiQXHYZ1KVy30dXG2\ny4ez5TbCnX6TI/fsLedhcwKlORA08dSN/V/AU5qaDhj1axwKhzkQNMldGSTc+eghTlBHFY7pfsyb\n5yaXXF/XIZ+p3wbAc/1yO0kTEDCCUxm9NKNRC+n2EqI4QyuNpxUzScRwOM6R2p2sJ3nUUx4KRTuf\nWXcSrBBCbCQJOMSWsM4QF13Ca7dTBsdhFRnt4jKwOOCY7UYYZzmfl91lF+ZvWJUNcjeW1tJwzvEn\nL70PCuotx5e+djcAxlkSW7A/aFLXKx+h/aSGvSp1HRDZDKUUT3/jboYvl1srz75zln66tGX84/Uj\naBTn8jYXsjJA8myDilell0cY5/BQzM31sdbSCCq084RoUfLoi5g1tktqXpNu0SIxS7d3hBBis0nA\nIbZEZhMyt7T+RidL8JRiJjvDteXMs8Iw142Yo6Bwjqb22euX1zsM5VHY5XM3Xjp1gY4rUMbxpfuO\nUakHOOdom5RRv8aYt3L58xvhKc1ev0HmDM45mqNVnv7s7fh9S+Ec33794yXXDHlV7quWOSvP9cuy\n65qQqhqmUAn9LKdWC4n6Gf1eSqg9cmtopQknmvdR85pEpsOZ/qlV5xboEOMKOsXq2y9CCLEZJOAQ\nWyK1Ccbli3p65NbQLZJBd9jTwOLqop0oIUoyLrmrzdrmczusytC2gnJLEz6jNOOFMxcBOGyq3HX/\nwfJ9m1NVPgf8JnoTW7aXqxwhkSvzTu585DaOZzVwjo9m25yZWnpa5IlGWQjsw2yGqbwHgOcahFrT\nSSMcDt/XzLUijLHUvYDptIdxinuGHgPg1BrJowA13aCTzZLZdKMeVwgh1kUCDrElEtNfktgZm5zE\nFFS0t2z+xmwnwhrL2azcTlmcv5HjucayR2G/+ex7GA/81PHDXy63UnJnyJ3hQDBEVQdLrtlIvtKM\n+3XSQdEwpRRf+tG7acyUuRN/+uoHFGbxUdo9fp27K/sAeC4arHK4GhXVJHUxUVFQrYYkcUavF1Pz\nQ6Iip5Ml3Dv8OABno/fWTB4NdZXMJmtWKBVCiI0mAYfYdNZZoqJLoBavRvTyFOcciW2T2A4K70o5\n86wwtHoRqXa0TY6H4ujgOKzDAnrZQl+nz8xyLi9zFB47fIDGUBXnHF2TMe7XGfGWLw620Ya9KlUV\nEA9WORojVT5391F05ois4funzi655snBKsc7ySStIkahCBjC15ZOkoKCMPSZa5WBWKA9ZpI+Q+E4\nR2p3AW7NVY7yqG+Ndj6DccWGP7cQQqxEAg6x6XKbktl0UcKow9HOEsIFx2HHFpQz78UJvX7GBGWS\n5eFKnXDQ7t2pDO1C9DXbKaYw/NmrH4JSjOQejz58rBzLZtR1wL5N3kpZKFAe436dxJgrp0LufuQ2\njqTl8716YZLZ3uL+JgeCIU6Ee3DA8/OrHLZGRddITJ80L6hUA7K0oN2JafghnTyhn2fcN1Imj76z\njuTRqlcnLnpSCEwIsaUk4BCbrmzYtjh/Iy5yoiKj6i9fznyuG2Ot5ez86ZTK4tMp2jaWbNH8xV9+\nSL/qwDp+5IlPoZQiswUWx8FgiFBff2fYGzHi1ahqn2SwkqCU4mtfu4dK1+IU/NHz7y05ojq/yvFm\nfJmeSQdHZJtYldHLUpRSVCpBWZejKJvEzaURxxv3DpJHu5xeI3lUK42nfNrZzKpl2oUQYiNJwCE2\nXWpiFCzqfxIXOZm1+Apm8/K/5ucTRgtjaHUjUHBhPn+junA7ReFds50yM9HlrXaZl3DX8CgH9g1h\nnaNnM/Z6DYb08tVEN1OoPfb4dWKbXwksmqM1njp+GKxjpkh5/f3Li645EoxwOBjG4HgpKiuk+q5J\nRQf00oTMFFQqAUVmaLVj6n7Ztt5YriaPrtG2HqDuN+mbFrHpbfBTCyHE8iTgEJvKOUe/6Czpn9It\nEjwFrfzioJx5nSF/PwD9NKcbpczoHAuMeAGjXnm9UznKBYu2U6x1/Mkz72EqisAqvvp4Wb68a1OG\ndIW9QWNRsLOVRge5HMmCfIkHHjnCgaR8nr/84BxxerWpmlLqyomV1+KLpLZAuQqhbpIREWXld2u1\nkG4nhsyRmJx2nnDvSJk8ei5eO3nUUz7OOTr5zIY+rxBCrEQCDrGpcpeS2XhR/Y3CGTpZMugOu7Sc\n+Vy3jzGW88Wguug1x2E921hUsfS1759hqlH+oH/+7qOEgV/+UKPYHwwRqMXVTbdSqH3G/BqxXRxU\nfOMr9+CnjsKDP/7LdxddczIcZ49XI3WGN+JLg9b1QwSeppsmGGMIQh9jHN1uQkV7TCd9hoL55NH1\nHZGte0N08jkSE23sQwshxDIk4BCbKjMJhcuvJINCWV00MQVV7S/J3zDWMNeN0SjOpOVpk/n8DUe5\nLbGw2FdnOuLFc5fAU+wJKtx/4gDWWfo2Y5/fYGiFxmxbadSrUVE+yYKgY2i0xqMHy2Jf57I+H52Z\nvvKZUopH6+VpnZei81hn8VyNqlclNTFxUQZXjUZIZ7DK0c0Tenl6JXn07c4LayaPBrpC4TI5IiuE\n2BIScIhNlQx6oCzc0oiKDOugIKVTXAKuBhz9JKfbT4i1pWcLfKU4UimrgjoWb6dY6/j2n7xDMuaB\ng68/eidKqUFjtip7r7Mx22apaJ8xr05kFx9DfeyxY4xlHijFt17/eFFtjvtqB6ipgI5NeS+dRuER\nuGHwcnpJhnUOz/NQStFrJxgznzxaVh6NTY/T/bfWnFtVN2jnM+R2acl1IYTYSBJwiE0VmS6+ulpo\ny+FopTGh9pjNymZlTW8vVW8IgFY/Ii8MFwbVRW8PG/iDBmtWZXiudqV3yrsvXOBCrfyh/PTBcfYP\nN4htjq80B4KhG27MtpFG/Sqh8kgXBB1KKb7x9N0o40hCx589c3VrJVAeDw2aur3YP4dzDs/WqeoK\n/SIizctx6rWQXj+DzDGbRuTW8ulBIbC31pE8WtE1UhvRK1ob+bhCCLHElvwbWSn1c0qp00qpRCn1\nvFLq8VW+e0gp9a+VUu8ppaxS6ldX+N7fVkq9MxjzDaXUNzbvCcQnkduM1ESL8jdSU5TdYb2F3WHL\n0ynGWua6MR6KM9lgO6W6YDtFGfSgM2x3NuaFt85R1DWB0nzh3mMYZ4ltwT6/sSmN2W5EVQeMeTWi\na1YSxseb3L9nHID34g6XLlz94X+ofhgPxaWiy4W8jaZCoJpYldLPynG0p/E8RdzJiPKMTp5w7/AT\nAJyP36e9RlKoUopAVWhl02tuwQghxI3Y9IBDKfXjwK8Avwg8DLwGfFMptX+FSyrAFPBPB99dbsyn\ngd8BfgN4CPh94PeVUvdv7OzFjchsQu4yggX5G+VxWEOg9JL8jTgvt1Ocp7iUlVsxV/M3CtSCYl8/\n+M5HdA6Wf30/d89RqqFPx6SM+TXGd8hWyrVG/Rr+NascAF98/A7qhcZ5im++8D52sLXS0CH31co+\nMC/OH5G1TUJf00tTclMGCLVaWfI8TwzTSZ+mP8rR2qcAONVeR38Vr0FsukRFZ8OeVQghrrUVKxz/\nCPh159xvOudOAT8LRMDfW+7LzrnTzrmfd879FrBSKcSfB/7YOfe/OOfeds79j8APgH+wCfMXn1Bq\nYxwWtWBrIypycI7YzpHYDnpBOfN2LybLDBMuxQHjfoVhv9yOKauLVtEEZHHOB/0OzleMVavcf3Q/\nfZtR2YLGbDeipgNGvRrRguRRAE9rvv7IneAcnbrj2b/48Mpnj9WPAPB+Os1sEaFdjVDVyYmJB0dk\ntdYEoU/WyWjFMZ085d75yqPdF9csYa6Vh8ajlU8vKUQmhBAbZVMDDqVUCDwCfGv+PeecHfz5qRsY\n+qmFYw588wbHFBssKpbmb7TzmHBBd9jR4AieCjDWMtuJUHC1umh1YXXRAs+V2yln354iHi3/6n7+\n3tuxWHJrOBA0N70xm3MOYy1ZXpAkGf0opdONabX7zMz1mZ3rkeUr/8CP+TU8pcmuWeW4/eAodzSH\nAXijPcv0pXK1YdxvcEe4B4CXo/MoNIEbxvct7bSsxgpQrQYUqaXXT5gdVB6te0OD5NHVK48C1Lwm\n/aIthcCEEJtms1c49gIeMHHN+xPAwRsY9+D1jKmUqiilhudfwNAN3FusQ2FzEhMtatiWFAVJUVD1\nfaavyd9I8pxulBB4+spx2BODZm2WojydYsvqom+/O4ENFT6Ko3uG6JiMPX6dEa/GjbDOUhSGJM2J\n4pReL6HdiZgbBBKzcz3mWhHdXkKaFuVJEV/TbFbYu3eII0fG2Lt3iG4vWXGloK5Dxrwq/WtWOQB+\n6Im7CKzCVBXf/Iv3MIOtlcca5QrQG/FlYpujbZ2KrpKYlDi/Wja9Ug0ouoapfo/UGO4ZLiuPvtX+\n/prP7usA68yaBcOEEOKT2trmEtvnF4B/st2TuJWU+RsJTW/0ynuxycisoYHP3KCc+d5BwNGJEtLU\nEGlLbA2h0hwKB8dhVYZ2FRQB/VbCRBYDPsf3jhJTUNcB+29gKyWOM6Ikx1NlEqb2NJ5WVGs+QegT\nBh6+7+F5unz5Gl9f/d+Lnjsr6PUS+lFGs7F8DZAxv86cicmcIVxQlKwS+Hzx07fzZ++eYWbI8Mr3\nTvPoF+7g9mCU/X6TyaLHq9FFnmoew3cNlJ6im2bUw+BKj5U0yZlp9egMl8mjr8x9m/PxB0wm59lf\nPbLqP4eqbtDNZxkL91O5weBNCCGutdkrHNOAAQ5c8/4B4PLSr6/b5esc85eBkQWv1f/NK25YZhOs\ntegFP6hRkaOAdnER43JC3aDp78MOTqfg4NygbsexSgPvSnXRovyBRfHxGxNl3Q3g5JE9GBwHbqAx\nW2EMnSilPlZh3+FRbjs6xtFj45y4Yz933LGfo0f2cODACOPjzf+fvTcLkiS7zvS+e6+vsUfumbUv\n3agGGo1GdxMEN4AiuEmjEUecMWlEk0aUTMuY9KIR9aIXmWkeRDM9UJIZzSSzGRlHJG3GxjCSjBRJ\nESKxEkCD6H1D77VXVlVusYev9149eOSe2ZVVXdVEd/lXFpUZ4R4e7pGR6cfPf85/aLUq1OsBldDD\n8519wQYU4+Pn5pqkaU6uD+76CMWklkPvz3J8+tQcs34AUvDizRXiUYoQYquW48XoBrk1KFvFVy6j\nLCLJt18nCD2SUcb1fpeq0+J87UkAXujsVSD346uQ1CRli2xJSckD4YEGHNbaFHgB+MrmY6KoIPwK\ncOc87+E8u3ObE37psG1aaxNrbX/zBgw+xGuXHIFxPtg1HdZi6Web4+gvAzDtFnbmcZbTHyW4UnI5\nKWoIttthNQKJtAHWWt55ZwXjC5QQtFsBs6pK40MMZusPYmQgOb04zVSzgus55EbTi2JudQfc6va5\n1R2w0h+yMRwziBKiNCPbMXZ+L61mSKtVYTCID1wuhKClQqSAbE8rqhBiUkAKcVPyw+8W0tOFYI6a\n9BiZlDfj20gb4orKpEU22Xq+5zk4VnK706eXRDw99RVAcGn0BmvJ8h3fD1+FdNNV8gMkn5KSkpIP\nw0chqfwO8H8IIZ4Hfgj8V0AV+D0AIcRvA8estf9g8wlCiCcn39aA2cn9dNLlAvC/AN8WQvwW8KfA\n3weeAf6zj+B4Su6AtppID3f5b8R5TpRnhI7H+nB7fgrAMEmJ4hTpSFay4iS92Q5bjKIPENZjY3lI\nR2WAw8npBoGjaDrBPQ9mG0cJWliW5ts8ujhDLfDRxpBpQ5rnZNqQaU2mNXGaE6UZcZaTZDmjxJJr\nzWbIIYXAURJXSWqBz9xsg+EwJk4yAn9/IWtVejRVSDePaDq7Z71M1yucaNS4NhjyZrfDU52IWjvk\n6cpxvj28yHPj6zweLODYOq4aMExSGkGAq4rt1CsBK8MB17tdnlg4xrnaE7w/fIUXOl/nVxb+gw98\nTwJZoZetM8p7NL2Ze3pfS0pKSg7igQcc1tp/KYSYBf4xRVHny8CvWms3iz4XgZN7nvbSju+fBn4D\nuAKcnmzz+0KI36Dw6vgfgHeBv2Otff1BHUfJ0dn036io7drcSKdkRhPYmH5eKF/T3mmMNaz3Rghj\nuTEZ1jbvBlRV8dG0IsMxTQSCy6/fJp50p5xabOEJh0DcW1dKrjXjKCVsBTyyVAQbULSoKikJ3IN/\nNYyx5EYXwUiuSScBSZJpojRjmKSs9ofMNWrMzNS5ebOL5zn76kuEELRVSFdH5Fbj7Bkw9+UnzvCH\n332NpCX5wXcu8ou/9hk+Fy7y/dEV1vIRl9MOp/0GngoZZTFRFm4FHI6jCITD9fUuZ6dneKb9Fd4f\nvsL7w9fYSG8z5e1VI3ful8SRHt10lbrb3iWJlZSUlHwYPhKnUWvt71prT1lrfWvtT1pr/3rHst+0\n1v78nvXFAbfTe9b5qrX2U5NtPm6t/bOP4lhK7kyqI7TNd0kqRf2G2CoWrTmz+KpGnGkG4xhHqm13\nUX9bTmEipxhtuPjeGjqUSGB+qkpDBvdcKNofxLgVlxPzLRaaR29aklLgOQ5V36NVDZlr1DjWbnJ2\nborPHJ/nM8fmqAU+68Mx09M1qjWf4fBgaaUqPRoqYHTAHJOpWsiZdhOA9+I+GzcHBNLliXARgOfG\n1xA4OLaOcnIGSbLVIgvQqob0RmOW17tM+4ucqT4OWF7Y+PodjzFUVcZ6wFiXymNJScn948dn2ETJ\nJ4ZIj5E7xscbLL00nvhv7G6HHceTDpGd7bDBppySISfuorcuduiHxQn1xEwT31FU1b3Zl4/GCcqR\n1Fshp2an8A/JZtwLtcDnkfkZlJSMspT52QZaF+22exFCMKUqWAS5NfuW/+zjJ8FC2lL84DsXAXim\ncgwBXE47rGRDHFvBVy5RlhDn294eUilC6XFxdY0kz3lm6hcBeG/4Mt109QOPoQgUBb10vTQCKykp\nuW+UAUfJfcVYw1gPcHfMMonzjFhneFKxNikYnfFOY61lYzACY1kjJbWGUCrm3cJvw4oUaaoIJJdf\nWyFpFx/X03PNQk65h86UXBc+G37d49h0k9n6/bdBb1dDHpmfIc010le021X6g+jAdavSoyH9A7Mc\n7bgqkDAAACAASURBVGrI+dk2AFcZc+tih6YKedSfBeD58TWE9XGogEoYJumuAKFdDdkYRdxY7zDr\nH+NU5TEslhc6R8ly1BjmXWIzvpe3oKSkpGQfZcBRcl9JTUxm4t2GXzojM4bMdkjMAIlDyz1OlOUM\nogSF4OoOOUUIgcUAAmUD0jjnyuV18opEAAszVerKw72H+oJ+P6LeCGg0Qk5Mt3DUg/kVmG/WODc3\nzShJabRDPN8livYHFVIIppwKFos+IMvx0xcK06+0pfjBdy9ireULEyOwH8UrDHWKMnU8RzBME9Id\nmRSlFIGruLSyTpptZzneGbx0x6FurvTIbcYg69zze1BSUlKykzLgKLmvpCZG2xxnh8X4MEsRwGpS\nyAJT3kmUcImSlNE4xVOKy8me6bAiK9xFrc/1t9aIGsVH9dhUHc9VVO+hFXY0TvB8F6fqstRuMFV9\nsOZWx9tNTs20iPKcVrvCOE4xBwQVNelTPyTL0aoGfGq+sDa/FWRceWOVRbfBcbeJwfLS+AZqMl9F\n24RRtrudtVWpsDoacn2tw3xwkhOVR7EYXux84477H8gqvWyN1CR3XLekpKTkTpQBR8l9Jda7U/AG\nyyAr6jfW0iLgmPHOFXLKcIzNDWNpWM8TBIXhFxTtsMpUESiuvL4tp5yZa+EKh/AuZ6bkuSZJcuqt\nkGY14PhU857baY+KlIJTM20WW3WMA7VqcKA3R5HlqGLswVmOLz56HAGkTcnzP7iMzs2WEdhL0TKZ\nsShTw/M0wyTZZTjmKQfPV7x3e4UoTnmm/UsAvN1//o7ZC1+GpCZilB82Q7GkpKTk6JQBR8l9w1rL\nKO/vmZ+SEekcJTTdrBixPuOfJc5yhuMEKQTXs6K+YdELCaTCTtwtlA0Z9WJuLvfIasVHdWm2Tiid\nXZbgR6E/iGi1QoQnOdZuUg/u3SzsbnCV4tz8DHPNGiJUGGPIsv0FpHXpU5M+4wOyHM1KwIXFaQDW\nmob3XrzJOX+GlgpJbM5r8S2UqeAKn8QkjPdkOaYrNdaTMZdW1lkMT3M8PI/B8GLnmx+470IIPBHS\nSVfvOHG2pKSk5E6UAUfJfWOrfkPur98Y5NewGKpqiopqEecZozjF2eEuemarHTbdklOuvL5KMvHe\nWGzVcD1JQ92d2demlBI0fJrVkMV24z4e9Z0JXIdHFmZYmK6jQofBMNrX/SGFYMqtkFlzoOzyk49M\nshwNyUsvXiVP9FaW44XxdbAeigpKpgz3tMgqIakGPpfXVukPY56e1HK82f8hwztkLwJVJdZDRnn/\nQ74LJSUlDztlwFFy30hNTG6zXSPph1mKBNbS94FCTsFaOoMInRmkElxLd9dvGJGhTAhWceX17dkp\nZ+ZaOELelZyyKaXMztawQnByunmoqdeDpBb4PLIww+xMnVxaxgcUkNa3ajn224o3Qp9PHyu6U7rT\ngreevc7j4QKBcOjqmHeTNRxTw3cUUZ7uapEFaAUhvSzl0u1VlsKzLAVnMWhe6nzrA/dbColE0UvX\nDgyESkpKSo5KGXCU3DeSyeC1zeyD2ZqfoljdrN/wz5LkOf1xjDRw06Tk1lKTDjOOX8gpwiBthc6t\nId1uRFYvtnd8ro4v3LtyF+0PItrtCtYVTNdC5uq1+3zUR2eqVuHTJxdoNCt0RzHa7D6BKyGZcqrk\n1mAO8L/4wrmlrSzHa28skw1yPl9ZAgojMGlDFCFWpAzT3QGNFJJmJeByZ4ON3mgyYwV+1P8B4ztk\nLypOnaHuEenhhzj6kpKSh50y4Ci5b4x1H0fs9d/IydggNSOU8GhP2mHH4xSlJFfT7WFtRTvsdnfK\n5ddWCitzIZhtVPB9h7r0j+wuOhon+L5Le7qKFTzQNtijstCs8+T5JZxAstHdfwJvKJ+q9A6s5aiH\nPo8fL7Ic/QXJ6391hc+Hx1AIlrM+y+mgmK/iGoZJSrony1HzAmKb8/7NFZb8c8wHp9A256Xutz9w\nn5VwsMbQzzY+xJGXlJQ87JQBR8l9ITMJiY52GX5FeUZuDN3sMgDT7ikkiu4wIs80jpJcivfUb4gM\naQMwDld/tLrVnXJuro0QHNlddFNKmZ9vEGnNQqPBdK1yH4/43jk1M8UT544xyIo6lp0oIZl2KmT2\n4Gm0z5w7hhSCrC55++IKpqP5dFDMRnlufA1pKngiILcpo3S3NCOFoFUJuDbosdoZ8ky7qOV4o/fs\nHbMXoVNjkG3s60IqKSkpOSplwFFyX9gc2ObuyHAM803/jUn9hn+WVGv64xhhYSQ0PZ0hgROTdliL\nRpkqty92iOKMdOK/cXKugcfR22H7g4ipdhUvdHGV5NhU44G3wR4VKQWfPbPIo8dnWd7o7ZNW6iog\nlB7jA2o56oHH4yeKLMdw0eGVb17imWpRPPpuskY/z1GmijuZr6L17o6YiuOjpeH922sseueZ9Y+T\n24yXO9/5wH32ZEBmUzrp7bKWo6Sk5J4oA46S+0KiIywWIYqPlLGGQRYjRUYvXwZgxjtLlOZEcYYS\ncmtY23GviiclhmL0vLQ+l19fIWkWcspUNSSoONSVhyPu/JEdTqSU2bka/ThhqdWgGQYP7NjvBVcp\nvvDYKRaaDa6v9XZlMxwhmXGqJDY/OMtxZmkry3HpZgduas54bSzw/Pg6ytbwHIckTxnvkVWEELTC\nCjeHXW6t97bcR1/vfZ9Yjz5wn2uqRSddYVBKKyUlJfdAGXCU3BdGe+s3dFG/MdKF90bNmSVQDUZx\nQpLmOI7icrzXXTRFWp88Edx4e31bTplvYSxU1Z29M/Jck06klAxLLfBZ+ojbYI9KsxbyhcdO4ArB\n+nC3VFFXPqHwiOz+LEct8HjixBwAo2MOL3/jEs9MWmRfi2+SaoWyIdLJGMTpvgLUiuOBJ3h/ZY1F\n9QjT3iKZTXi1+90P3F9HurjCYy1ZJjUHT8AtKSkpOYwy4Cj50OQmK+o3dgQc4zwnM5pOVkyHnfXO\noY2mO4xAW6yC6+nmdNhNd1GNY2vceGuD3BjSZtEOe2quiScU4RG6U3oTKaXRCBklKSenm4Te3bmS\nfpScXJrms2cWGY8TBsm2hbgrFFNOSGwOznI8fXYRJQVZTXKzP8S9bJl1qmTW8Ep0E8fU8RyI8oQk\n22/aNRVWWY2HXFvrbGU5Xu19d6vT6DBCVSc2Y9aTm6W0UlJScleUAUfJh6Yw/Ep2GX6N8gSJZW0y\njn7GO0uU5QyjBAfBjSzCAE3l0lIelhxh1UROuU3SkFhZ+E/Uqi4V6eLfYTrscJwQ+C5z83V6ccJU\ntcJc42+uDfYoSCn49NlFTk21GI5joh0uoU0VEAiX+ACXz6rv8cSJolh0uFTUcjwdFlmOF8c3wPg4\nwseSMUz3z0LxpIPrO1xaXWOeR5jy5klNzKu9D85yCCFKaaWkpOSeKAOOkg9NYiKsNcgd9Ru9NCaz\n62Q2whE+TfcY4yQjirNCTtl0F520w5qJnBL1LCuXe1tyyvn5NjmWhvrgGoydUopyFbnWnJhq4qq7\nnyj7UVOrBXz6zCJN6TGItye+etKhpUIic7Ct+NNnFnGkIK9J1vOU8G1LVXoMTcpb8UYxRdbNGSYZ\nUbpfmmn5AZ0s5upah6fahS/Hq92/uqNcUkgrPmvJ8h0zIiUlJSWblAFHyYdmnA+QYjv7EOuMVOf0\n8ysATHtnAFjvjbDa4riSy5N22NNb7bA5jq1x9Y1VrIB04i56eq6JIyTBHbIb/UHM1FSVVqvKxnDM\nfKPGdK1634/1QbGw0OTcsVlq0qEbb5uCtZwAXyiSA4KOiu/yxMnNLIfije9c4/P+thGYMiGOcjGk\n9KJ4l905gCsdwtDl8voGM+YRWu4siYl4rfv9O+5vqGrEZsxaslxKKyUlJUeiDDhKPhTa5sR6tEtO\nGec5mbVsTPw3ZryzxJlmOI5RQtAxGUOT4wjBcb+CRQMSYTyuvLZC2pAYCVXfpVUP7uguWnSlOMzN\n1UnyHEcpjk21kPLHow32KHiew4ljU8xUqrR9n40owlhLIF1aKjywRRbgqTOLOEqSVyV9lVN5w+IK\nyWo+4moSoUyFwDMMs5R+sl9aabgBQ5Nw5fYGT7V+AYBXut8hu8NI+k1ppZetlYZgJSUlR6IMOEo+\nFKmOSe3u+o1hHmPsiH5+Cyj8N6IkZRSl+K67ZfZ10qviCDmRUzx6tzJ6q2OSqW2zrxxDUx3uLrot\npTTxfZfuOGapVadV+fFqgz0KU1NVji20qOHSDHw640KuaDkhjpCkB2U5PJfP7chyvP+9m3zaKe4/\nP76OY+oIafGUoDfeX0DqSEU18LnW69DOHqHhThObEa/3nr3j/pbSSklJyd1QBhwlH4rExFirUZNx\n8cYa+mmy1Q7bcBbwRYWN/hijDa67PR12ux02Q5oqV15fwwLpVCGfnJ1vgRCE8nB30W0ppcIgTqh6\nLkvt5gM84geHEIKlxRb1WkDbDVBSEmUZoXRpqeDwLMfpBdxJlmMYWmqvgQAupRtsZBZpKrhuhraa\nzgHSSt3ziUXOldUNnmz8awC83P022QH26nsJVY3ERKW0UlJSckfKgKPkQxHrIYLtwsxoT/3GjHeW\nVBv6oxhHKDIsN9Piavi0X8NiAInQPldfXyGrC7SwBK7DdLOCh6JyiLvocJwQBIWUApZRnHJ8qknl\nx7gN9k5UKj7HFluQW2arFQZJ4aPRUpXC7Mvqfc8JPZfPnSqyGqMlxY3vr3JGTgHw/OgGjmlihSZw\nFcM0OXCwWy0MuDHo0UrPU3faRHrIj/p/fcf9LaSVZimtlJSU3JEy4Ci5Z4zVjPPBvvqN1ORsZJOA\nwz/HOE0ZjGICz+FKMsQC045Pw3EnZl8ua5di4lFGNjPJbsy1ydDUlY86wF3UWEsSZ8zNNQgCj+44\npl0NmW/WP5Jjf5DMzTWYalfxtaAV+vTjmIp0qX9QluPUYpHlqEiihqDxavH4j+LbRLmDNFVQxeTe\nbhST6j2D3Ryf3LFcWenwRP3LALzc+Rb5Ia+3k0JaCUpppaSk5AMpA46SeyY1MalN8fbUb0TmFrlN\ncEVI01mg2x+jtcFzna36jU05xYgMaSpcea2QU5KpIltybq6F5fBhbXGcEoYu9XpIrjVZrjkx3cJz\nfvzbYO+E4yiWltrFILeggrGWTBumVAUL5AdIF4Hn8PlTC0CR5dj4QY85W0VjeTlaxjUtEOC7gkxr\nuuN4lwOpFIJmGHA76lOLzlF1mox0n7cGzx1pnytOKa2UlJR8MGXAUXLPJCZG2xw1aYnV1jBIE4b5\nNaCQU4yFjcG4yFIIuJJM3EX96kROsdjE5/rba2RVQSYsnqOYn6riCUXlkO6UOM6YatdwXcXGKGK2\nUWPmY9QGeyfarQqzs3Vsqpmr1eglMRXhUpf+gaPrAZ48vYDnKPKKJGlLmq8XhbYvjpdJtIMyNbQc\nE7ougyRhvEdaCaULnuTaWo/Hqz9XPLfzTfQBxmMHUXc2u1bWP8SRl5SUfFIpA46SeybWIwRix/2M\nROd088tA0Z0yTlIGo4SK73I7i4mMxhOSRa+CJUNYj+W3hujMYBaLbMaZ2Ra5MFSki3eA/0aaFbNY\nao2AOMsRQnB8qvmxaoO9E0IIFhdbeK5Dw/UIXZdxljHtFBkPfVCWw92d5Yh/OKZlAhKb873hZRzT\nAARSahyh6EQR2Y5pskII6n7AWjaiOjxPRdUZ5l3e7r9wpH1WwimllZKSkkMpA46Se8JYU9RviN31\nG+O8x0ivAYJp7wzdYUSa5Xius2X2dcqvoibuomqnnDIx+zo33ya3lvoh7qLjUUKjERIGLp3hmKVm\n42PZBnsnarWA+bkGaZSx1KgR5zmBdalJ/9BajidPzeM7ijyUpC3F1A+KX/GXo2U2Mo2jGxgZEbgO\ncabpRfGuWS2hcnF8xbVOl8fCnwHgxc430AcUqx5ExamRmngirRztOSUlJQ8HZcBRck9kJiE1Ce6O\nltVBFjM0hZzScpdwRcB6b4wjBFIKLu2wM7dYEJa077ByuUseCmKrcaTk2FQNR4gixb8HbQzWQqtV\nYZSkhJ7LsakG4hCfjo878/NNKqGPbxWz1Qr9JGbKqZBbs28KLIDvOnz+9CTLccwh/1HCsaSOBb4x\neB+l6wjrYEVK1XPpJzHjPbbndTegrxP84TlCVaOfb/Du4MUj73PNKQ3BSkpK9lMGHCX3RGIicpPh\nTGostDUMs5hBfhUo6jfGSUpvOKYSeIx0xkpWzOgo2mELOeXa632sBXkqBODUTBMtLaFw8cV+OSUa\np1RqPrWqz2DSBlv1D/fp+LgThh6Li02iKGWuVsNTDkoLKtI7tJbjc6cWiixHIIinJMHXMxSCK2mH\ni8kQZZoYGaOkQCDpxGPyHdKKrxzcwGG5M+RR/4sAvND5xpEzFko4eDJgNblBrMcf/k0oKSn5RFAG\nHCX3RKIjBGxlFiKdEeUpvWwz4DhHbxiTZHriLloUi867ARXlTNphA66+VhQYxs1iO+fm22TWUFfB\nPndRay1JmjPVKq7wPUcxXat8REf8N8fsbINGI0THmoVGjTjXtFVIavWBo+t9R/HUmUUAouMu2XLG\n8VtFV9A3h++BriKshxUpoesSp5pevHtgW931iVWG3zuLLyv0sjXeG75y5H0OVY3MJJMx9qW0UlJS\nUgYcJfeAtZZR3t8lp0R5Rje7jibDlzXqzhzrvSFqIqdc3iOnWAzDW4LuyghdEQx1jhSCUzOFPHKQ\n2VeSZPiBS60WMIxT6oH/ic5ubOK6RZtsmuW0g4BWEGJSCIVHZA+u5fjcyXkC1yHzIJ6WmK+NCK1D\nV8e8NL6NYxpokSCEJfQcevHurhVXOriew61hxHn3CwC8sPH1u2p5rTktuukqvbJrpaSkhDLgKLkH\nMpuSmmiX4dcgTRjqzezGGZIspzuMCT0XbS1Xt9pha1hyBA7XXu0D4J4rrr5PTDfAEfg4B9ZvjOOM\nVjPED1ySXDPXqH5iazf2MtWuMj1VZTiIWWzWcKWkhkesD85yeI7iqUktR3LaR+SC1nPFr/uzoyvE\nmY+0PkbEuLIo1u1GMXqHtFJ3fFJH4/XO4YmATrbCa73vHXmflXDwVchaslxKKyUlJWXAUXL3pCYi\nsxmOKLILudUM83iHnfk5esOIKMmo+C430jGpNVSkYs4NsCIF7XP19eLKN5qYg56fnyI1mrry9rmL\n5rlGSkGjUSHNc1ylaISfvM6Uw1BKsrjYnsyWcZirVSEHXyriQ3wynjg5T9V3SYQhO+XjvppTH7mk\nVvPd4VVc08KSYTFUXI9RmtFPtrMcjlQEvsdalPCoU/hyPLv2J9yMLh95v0tppaSkZJMy4Ci5a+K8\n8FjYqt/Ic7rpOpHpIJBMe6dZ742RQiCl3GqHPe3XEEJghGbjkiUapsi6QzdNEcCZ2SYaQ1X5+15z\nHKXUaj6ViscwTmkEHrWHQE7ZSbMZMjdbp9sbMV+vMRVU8LVDfMAUWSiyHD/3qZMA9GcFxhNUv16c\n9F+Lb7GaGKQNMSJGCgjdwvY8zrZlmpryyFxQvTOcDh7HYPj/bv0hkR4eeb8LaWWtlFZKSh5yyoCj\n5K4Z6wHuDgfQSGdbZl8t9zhGKzqDERW/WGd3O2yOsIprrxVyiv9IIaccm6qjXIkvHMI97qLGWrLc\n0G7XkFIQZzlzzdpDI6dsIoRgYaGJ57noVLPYqOPjIq0gPsSX45GFKY5P1dHWYp6o4a8IGlcKCeUb\ng4so3cAKjcXgKQdrTWF7PpkoK4Wk4jusJ2PO51+h5c4x0j3+4tY/P3I9x5a0Ei8T69H9eTNKSko+\ndpQBR8ldkZmUxIz31G9st8PO+mfpDmPGSU7gO3TzlE6eIoGTfhUjEkzqceOtDgDDalF/cG5uisTm\nVJSHJ3fPQ4njlDBwqFV90lzjOc5DJafspFYNWFho0h/GtMKAY7UGMpdEhwQcQgi+/NhppBBskMGS\nT/17FqkFN7I+78ZjpKlgRJG1qrgegzRlkCRb26hIH+PDzc6In67+PRzhcj16l+c3/uLI+x2qKplN\nWC0NwUpKHlrKgKPkrkhNTGbSXfUbvWzIIL8OFPUb3cEIsDhSbQ1rW/IqeFJi0ay8qclTjT/tsxYV\n7Zjn5ttoa6nL/XLKzrkpo6SQU6rewyWn7GR+rkGt6jMaJSw168x5VfLckhwirUzXQp6cjK8fnnJR\nkaD+UrHs24NLoGtYYbAUdTK+o+hFCUlebE8KQcX16JPQuSn5ierfBuD5zl9yZfTWkfe75rTopxul\ntFJS8pBSBhwld0VqYiwGOSnqjPKcteQKBk0gG3imxXp3ROAVssjudtgMgcu1V3sABI8U1aILzSq+\nr1BC7utOSdLtuSkAcZox26h9ouam3C2+77K01CaKUnylONuawjeKUZ4c+pwvnDtG1XcZZRn+0y0a\nrwmckWBgEp4frheD3UTRSRI4DpkpbM83pZVQulhP0DUxztpxHgmeAeAvb/8LBlnnSPtdSislJQ83\nH0nAIYT4L4UQl4UQsRDir4UQX7jD+j8vhHhRCJEIId4TQvzmnuW/KYSwe27xIZsruY+M8j6KPfUb\n2WUAZvxzDMYJ4zSjErhkxnA9KU5iZ/waRqSkA5fbl4qAYxAWJ7Pz81MkJicUDsEed9FoXMxNqYQe\naa5xHEUj3J8FediYma7RalXo9SKmqxVO1tpEWU52iFzhOYovXTgFwLKMCacCWj8olv1wdI1xFoAQ\nGIqsRsX16CcJw4k3hxCCmvIYORlDmzLf+0mmnCUSM+bPb/3+kSfKFtJKykp8vRzwVlLykPHAAw4h\nxL8L/A7w3wNPAa8AXxNCzB2y/hngT4FvAk8C/zPwT4UQv7Jn1T6wuON26oEcQMkWucmI9Rhvh+zR\nTyL6E/+NWe8s3cEYYy2uVFxNR2gsDeXSclwQhuXXEqyF5vEat4bFVe5Od9GdhaDaGCzF3BRgIqf4\n1Pwy4HAcxdJimzzXGG0525yioUK66eEn8fPzbU5MN9DGkn+mSnhJ4N+EHMN3B8s4uo6RRYCopMCT\nRddKqotgwpMOrpQMnJTcwiOjX8ETIavJdb67+sdH3ve602aYd1mOLhLlR+92KSkp+XjzUWQ4/mvg\nn1hrf89a+yPgHwJj4D8+ZP1/CFyy1v6WtfZNa+3vAv8K+Ed71rPW2ls7brcf2BGUAJP6Dbs9sC0z\nmtX0FqnpI1E05THWe2N8r8hSbLbDnvFrICazU17rAuCdq2EtzNQr1ELvQHfRaJxSqRZzU6CQU+Ye\ncjllJ+12lemZOt3+mGYY8EhzmijLSc3B3SNCCH7+sVNIIVgejpj9idlimqyFN+MVbicCrIOhyGr4\njkOaT6SViblYVfmkJmfoZrjUeTT9ZUDwRv9Z3jnigDcpJA1nmliPuRFdZJh178v7UVJS8uPNAw04\nhBAe8DTwl5uPWWvN5P5PHfK0n9q5/oSvHbB+TQhxRQhxTQjxR0KIz3zAfvhCiMbmDajf7bGUFAGH\nMRopii6SSGesJu8D0PZOMh4bhnHhLmqt3SoYPR3UMDJlcEPSuTVCSkHfL1L/5+fbJDYnELvdRXfO\nTZFKkulCTqmXcsoWUgoWF1soKUiSjLPNKeaDGmvJ4VmDdjXcciC95ie0CKm9XQRw3+hfQekaRhbq\npBBQ8Vz6cUK0w/a84QR0s5jY00yb05zUhUL6rZV/xUZy60j7LoSg4U6hbc6N6CLddO1Ax9SSkpJP\nDg86wzEDKGBv9uE2sHDIcxYOWb8hhAgn99+myJD8GvDvUxzH94UQxw/Z5n8L9Hbcrt/FMZRMGOdD\n1I4ai1hn9DbrN7yzdPpjtLV4ymEtTxiaHEcIjvtFwefl54sT4eJj01zvDAA4Nz9Fagx16e9yF92c\nm1KvFz/yUVzIKfVSTtlFsxEyN9ek2xvjOw6fas1ijCXOD6+p+ImzS9QCj0GcUvmJKVovCEQKt/Mh\nb41jhHUxoihAdaTEEYpOFJFNbM+lkNQcj7V0iA7hjP5J2uYkuc3481u/T2qOXk5Vc5ooobgZX2Q9\nuXVXs1pKSko+Xnwsu1Sstc9aa3/fWvuytfbbwK8Dq8B/fshTfhto7rgdFpiUHIK2mkgPdg1s24j7\nDPVNAKbUaTr9Ma6jEGJbTjnhVVEyR0cOV9/YAMA/V8NYS7sa0K74GAxVtbvNdXNuiucXAU6U5czU\nq6WccgAL8w2C0GM0TjhRa7JUbbAajzgsYeA6ii9dKBxI31zf4MxnF2m+VLyvfzW4Sp5X0SLGUmwg\ncB3irJBWNrMQnnSQUnI7GeBWXC5kv4pva3SzVb658tW7ylaEqoYvKqwkV1mNr6NLn46Skk8kDzrg\nWAM0ML/n8XngsNzrrUPW71trD6yIs9ZmwEvA+UOWJ9ba/uYNGBxx/0smFPUb6ZbhV2Y0N6L3ijkc\nqo1JKvTjlMrEbnzTXfR0UHSnXH85Q2eG5myFlXzbeyPDEAiXYIe76M65KUAhp0hJs/Jwmn3diUrF\nZ3G+yXAYI5FcaM2iHMFohwyyl3NzbU7NNDHWcqulWbwZ4vRgbDNeGHSR1sdOshxCQOg59JN410TZ\nqvSITc7tZECr1uKx7N9AWMn7w1d5tffduzoGX4VUVIO1dJlb0WXyQ4zMSkpKPr480IDDWpsCLwBf\n2XxMCCEn95895GnP7lx/wi99wPoIIRTwWeDmh9nfksNJdIS2+ZakEumM9fQisCmnRGhr8JQiNpqb\nk26J036ItYJLzxeFgWeemufKetEWe37LXdTd5S462jE3BQo5pR54pZzyAczNNajXQobDmIWwzqla\nm14eo83BmQYhBF++UBSQXtvoc/znjjH118Wfg+dHy4zSEEO6leVwpUKhWB9FW7NWhBA0nYBOFrGa\njTheO8tZXQx5+/5dDnkrXsOj7rTppqvcjC7dlTRTUlLy489HIan8DvCfCiH+QyHEY8D/ClSB3wMQ\nQvy2EOL3d6z/vwFnhRD/oxDighDivwD+HeB/2lxBCPHfCSF+WQhxVgjxFPCHFG2x//QjOJ6HRpZl\nrgAAIABJREFUDmM13XR1y10UIMpTepPpsG3nDN3BGKUkUgoux0MsMO341FzDxkUYrMc4noKFgFwb\n6oHHbKOyz13UWEu+Y24KFHLKw272dSc8z2FxqUkUZ2DgfGOKwHPox4eftFvVgKfPLALw0uoqn106\nRnAdjLB8q3MTSbBleQ5FliO3hrXxaFc9R1X5rKUj+nnMhfCLzOpHsBi+dvMP7mrIGxTmYA13in7e\n4cb4IlFpEFZS8onhgQcc1tp/Cfw3wD8GXqbw1vjVHW2si8DJHetfAv4WRVbjFeC3gP/EWvu1HZtt\nA/8EeBP4M6AB/PSk7bbkPjPK+4x1n1DVth67Mb5GZkdIXPx0jn6U7HMXLeSUnCvPFd4Opz87x+WN\nIrtxbr5NjsHZ4y66OTelXivkk3wipzyss1PuhpnpOu12hV4/YtqrcrzeJBOaODu8gPSZs4s0wmIC\nb3TM5cTbFTBwMe+wPJZYkWPZLuSsuh5JplkfjtGToMNXDgK4lQxIrebp4N8kNG3Gps//e+MP7roQ\nVApF05ki0kOWx+8zzMu22ZKSTwIfSdGotfZ3rbWnrLW+tfYnrbV/vWPZb1prf37P+t+y1n5+sv45\na+0/27P8H+3Y3oK19m9Za1/6KI7lYcNaSzdbQ6JQk3bY1GiWo3cAmPZO0R+k5NbgOQpjLZeT4qr0\njB8S92D57SLIOP3kPJdWi5PHtruoi7+j8yWKirkpjlN8NIfJRE4JHt7ZKUdFKcnSYgttDGjLmWqb\nSugySjMOUVZw1bYD6ctXb/O5L56l/maRSfqLtaugK7uyHEIUQccwTdmIoi3r85ryGeuMW8kQgcsX\nvF9HWodb6UW+d+vP7vpYhJA03Wlym7E8vkgvXbvrbZSUlPx48bHsUin56Ij0kGHe3ZXdiHXGRnYJ\ngLZzmu4oRiqBIyW3sojYaDwhmfcF114snEVnTzToiow011R9l8VWjdQaGs62u2iS5riuot7YzmZE\nadGdomT5UT0KrVaVmeka3d6YlhuyWKnjeh9cQHpmtsXp2aKA9JWNNZ5Rx5Ax9FTCa51oa7DbJlIK\nKp5LL0roxgnW2qKeww3o5mM2sjF1OcvnnH8dgNdG3+at9Vfv6XhqTguBYjm+xHpys2ybLSn5GFP+\nFS/5QHrZOtYYnB2yRy/tM9RFk1FNH2c4jvHcIvux2Q57yq9ijebKi0VD0PmnF3lruZgS+qnFaQwW\nJQThju6UKCrmpoThZBKt1igpaFZCSo6GlILFhRaOktjUshQ0CH0HbTS5PtyB9EsXTqGk4Np6n/r5\nFgvvFHU13xvcIMsDtNjdIOZISeg6dKMxw8ko+2L4nsftdMggjzmmPsMp+RQA39n4Kjd7RzMF20vF\nqeGLkNvxVVaTsm22pOTjShlwlBxKrEf0sw0qzm5j1kvDtwBLVc0QDV2ySXcK7GyHDbn9dk48yPGr\nLtPnWltyyoWlGRKb4wuHQBZyijYGa7fnpkAhp9QCv5RT7pJGI2Ruvkm/P2bKqzJbqeF4cmsQ20G0\nKgHPnFkC4HvvXuMrFy7gdiB3Ld+4vAYCLLtrQVylcETRubLZLhuo4ud5OxmSmJxPq1+gJRbJRcxf\n3v5DeoN7m52y1Tab3GQlvlq2zZaUfAwpA46SQ+lnHfId3htQ1G/cTt4DYMo5TW8YgRI40mGoM1az\n4mr3ROBw5bniqvjckwtcXO1irGWmFjJTr5AavctddO/cFIAoyZgr5ZR7YmG+SRB65OOck2GrKLoV\nfGAB6dNnFmmEPqMk4/3xgCf7hR3Ou16X1a5Ey/02OIHrYIG10Zhk4m5aUz4jnbKaDhEonnL+Di4B\nA3mbby7/3wyH99buWrTNtthIbnMzvkRqknvaTklJyd8M5V/ykgNJTUIvWyOQ1V2Pj7OYzsTOvGZO\nMo6Toh12h7vovBugO5rVy2OEgLOfX+Dt5aLo78LSDNYW7g6b7qLWWpIsZ6pdRariI5lrjVKSZtmd\nck+EocfiYovhOKElQ05VW7iBYPgBBaSOknz5sUkB6ZXbPP7oSRo3HZDwtWvLWCO2BrvtpOK6ZFqz\nPhqTaY0Ugrrjs56N2chGVESTzzv/FgDL6lWev/E9BvcYdGy1zWYbLI8vEv8Nts1aazFWo60mNxmZ\nSUlNQqIjYj0m0iOifMg4HzDKewyzLoOsQz/boJeu0U3X6KQrbKS3WU9usZ7cZCW+zq3oKjfHl1ge\nX2Qtvkk/2yDW41JKKvnY49x5lZKHkUG2Qapjmu7MrseX42vkNkIJDzFuk5guvlvUYVyadKecDkKu\nfK84oSw9Mk3uCpa7RTDy6OL0lpyy2Q6bJBm+7261wgKMkqyQU8phbffM7EydtdUBw2HMUr1Jrxrz\nTrrGOE2p+QfLVGdmW5yda3Fxpct33rnKrxz/FF/Vb9BtZ7z0dsxTj2mEUQi2jdqEgKrnM0wTOuOI\nmWoFRyoC67KSDQmUy5w6yyPyp3nXfJ+35F8SXJ3i9PRZpqdruI46cF8Oo2ibnaafb3Bt9C6OdACJ\nRCCELG6T+1JIQCIESBRSSAQChGDzH5P/AezmP2uwWLTVGGswVmMoimeN2fx+cz2K1mFr2fsP7MRi\nfmeUJ4r7FhAWkFhrEEIgJteAm/tlWMVaUNLBFS6+qlJRVTwZ4EofV/qTYywp+fGnDDhK9pGbjG66\niq/CrQ6STa6O3gSg7Zyiv5FgpcBTitwark4CjuOO4pVXigDj3FOLvH2zyG6cmG5QCzx6OqalQtxJ\nm+04Spmba2zNTQEYpxmPtBulnPIh8DyHpaUWb79zizD3OFOdYiONuN0bEmgHRx383n7pwimurPW4\n0Rnw+Ik5znaaXJzu8Zxd48LaOcKZEY6p7go65KRdthcnKCloVyqEyqWXa24lA04FikfVz9Kxy6xx\nmVfcr9Jd/RnODp5mfrZBoxnuOO3fGTEZcZ+YCG011mrYeZKHyTyX4kS/FQBMgoLC8NjArte0gCie\nMem8EcjtoERshyhFEFPcKwIdNfldmawjdgYzYt/v0d2ibU5mUoZZl162hgCUcHGFS6CqhE4NbxKA\nuML/0K9XUvIgKAOOkn0M8x6xiWg6U7seT41mZTKOvmFP0k1zpBJIKbiejMmsoSIVyVuaLDHU2gHz\nZ5r8xfeuAXBhcRoAbQ21SV1InmukkjQb28WiuTYoIUo55T4wNVVjabHFjRsdpqdrPFqbYSOK6CUx\n05XKgc9phD4/cXaJH7x3g+++fZW/98UL/O+3f0jWsPyfb1zi186foH5shGNqW1fkAEoKqp5LN4pR\nUtIKQ+rKp5tHrGQjFr0GTzm/xvP5/8UG17gYfIuuvsy5q7/AQnuOudkGvu8euE8HIYQgUAcfwycN\nJRyUcraO11pbBCE2pZ9t0MlWEAgc4eJKn1DVCFQFV/p40scRXhmElPyNUwYcJbvQExtzV7iTq8Bt\nOskGQ10YxLrRPKnJtgy6Lm21w4ZcfW4ynO2pRVYHY7rjGEfKYhS91bhCEU66U0ZRSr3mU6lup/hH\nSUot8Eo55T6glOTkyWmyXLNyu8/cTJVH6tO8snGLOMsI3INP8E+dXuTN5TV644RXLq/wq/Of4k+S\nt+id0/zJ89f45WiRmfNDlKnvykw4UuI7io1xhCslVd+nrnzW0xGhdJlyK/yU8xtcMs/xlv42G+oy\ng/Cfc6bz8wwHjzE3V6fdriLLzNYHIkQRXDi4oIo6K2sNuc3JbUonXcFYjRQSR7j4qkLdbROoKr4M\nD5VhrLWkRpMbQ241mTHkpviampxUawLl4CkHV0pcqXbdZBnUlHwAZcBRsotR3mOs+9Sd9r5ll0dv\nAVBTc0Q9Bysy3EnAsVkwOjOWXL0VoRzJmSfm+cGVZQDOzrXwHMVAx1Skjy+crbkprXZt19XXOM04\nPzddyin3CcdRnD41Q54bOhtDzrenWYmH3BwMWXJcDhpR4yjJly+c4o9ffIdXrt7m3zv2OF+WZ/l2\nfJGNpzVf//oyPzuc49iTg31Bh6cctM5ZH0UoKQlcF8863E6H+NKhqjzOqi8wK8/ycv7/0LO3eSf8\nc3rmMsNrP8v0oM3cbHNXx1LJnRFC4goPF49wonYZa8htSqSHdLJ1hFUofHxZx1EVFD65sUQ6J9EZ\nsc7JrUEbg7YGbTdrTywCgRKS3Bo25SchwBEKR0ocIQmUQ+i4hI6HKxXenqDEEbLMtDzElAFHyRbG\nGnrp2qS4bn8h3/VxYWfe5CTjOMXKYopoN0/p6BQJpC8UlfQnPj2LEyjeuVWYfV1YKopPc2tpqsJd\ndDxOds1NgR1ySjmK/r7i+y5nz8zyTq4Z9hIeby+wHl+kl0S0g4ON1U7Ptjg31+b9lQ7fevMKf/cn\nLtAj5uV4mbUvG5790xWeHLQ59zMCl91eLaHnMExT1sYj5mo1Ksqjl0WsJAOOBy1cqaiLGX7G+Qe8\nq7/He+ZZbsu36Nauc370FcbDU8zMNJieufui0ocZiyXTmsRoUp2TmJwoz4jyjNwachORmjUyk4AQ\nKHw8Wd8hwXh4UqGUiyPlVtv6YRhr0daQG0NmNP0sYSOJ0EZPymMESggcqVBC4ElFoFxCx8VXDo6Q\nqMnrbH8vdt0v+eRQBhwlW0R6yFD3qDqNfcviPGFtYmfuJ0uMrN2a3roppyw4PiuvFXLK+acWubre\nJ0pzQs/h5HST1GocIalMulPiJOPYUntLlgGKDorAox6UV7f3mzD0OHd2jnfevUUyznmsNcsLq8vU\ncn8rU7WXL104yZX1HsudAW/dXOcXF8/TNzEX2WDllw2v/VGHqJ/z2V8VOKK267nFzJWEjWHEbK1C\n3Qno5hF+NmTRayCEQArFp5wvMWfO83L+J4zY4A3/jzhuP0d864v0BxFzs3UazUqZrt9DajSZyUl0\nTmYMozwlylNSrcmsRluLsOAohSuKk7rnhtSpoKTEWE1uE3IzwooRGT6SGq6ooUQFJe58epCTn6Er\nFSEHy3ObAUluDKnRjPOMPDaT9vgiUwJFt5ODREqJFKIIOITEUwpPOnhS4u0KUrYDk+KztFnAu/29\nFB++YLfk/lEGHCVb9NI1rDUH/qG5Fl1C2wRHBOhxEy0TvEmXw6a7aH1FEGtoL9SYWqrx3KtFgemn\nFqaRUhDrjNpETknSHM9R1Ou7MxnjJOPs7NShHRQlH45aLeDsmSLoWLR1jlUa3Ir6nHBaB65fD32+\ncHaJ7797ne++fZXTM03+dvPT/IvOS6yEI1Z+xSD/eEA80Dz96wLP2fZt2TnoTUWC6UqFmvJYS8cE\n0qXtbHdBteUSX3L/I97U3+KyeYHr4hU2ald5NP0loqtztNs1ZmfrhA+h62xuNanWRQ2F0UR5zihP\nSLQmNxo9mS+jRCFfeMqhKr07tstKofBEBU9WJvUfKSO9wShfQ0kPX1bxZQNPhjgfovNFCYlSEv8O\niarNbMnOr6nJiXS2dd8Ys5U5geIzprY6hpgEGEVvkNzRRSTldgAjhdjK3jhiEuBsrc+kZbpAwNa2\ni/vF9ne2Um8u315WyEyBcsoMzR7KgKMEgEiPGOQdKmp/dgPg4rBoh22Kk0RJjsHiSIfUGG4kxfj5\n7LlCTjn/9CKpNry/0gHgU0tFd0puzbacEiW0W9WtuSlQ2JsLAa1qOTvlQdJqVThzZpb33r/N+WCK\n9SSil8Y0vYNlrM+fXuDN5TU6o5g/euEd/u1nPsXfbX2WP9h4kWE7ZfUXLeLPx3z/D3K++PfnCMLt\noENKQdXz6EYJSiraYYAnDctxj9jLmHVruLI4Eynh8rjzS8ybR3gl/1PGdHjZ+ypnvS+gN55iOIyZ\nna0z1a6i1CdXZtHWMMwShlnKMIuJTT4p3iy8PqQUuMLBVZKKcu/LSa2o/whwCSYdMCmRHjDKN1DS\nwxMhgWriyRBX7G+Xvx9sZkvuBmMtZpIp2fxqLbse0xhszvYybGHaNvkKO11SiloVu/V1NwL2PyZ2\nLheTlmWJrxyqjkfd9Qkdl0C5BMrBV85Dm3UpA44SAPrZOrnNqcn9V5DjPOFmXNRv+OkSyeRX7v9n\n782CLLnuM7/fOSfXu9+q6lq6Gt2N3gEQAAESALfhUNRCSaQ0kkxJI8mecXgcMRNhO8IvDnvsBz/Y\nYdkvE17DfpjQSF6GI01QoiRKGlKkRFJcAWJrrI1G70vtdfd7czvn+CGzblV1V3U3yAbQAOvryD4n\nM8/Nmzfr3jxf/pfvLwVciQZoLGUjya5ovMDh4EP7eGNpHW0szXLAdK1MYjJcoShJLy+ffkPdFNjI\nTvH33CnvAPZNVdGZ5tz5Ze73G7w2XKHkeLg7TF5KSn7x0WN88ZnXWe4O+NNnz/ArHz7FrzUe5gvr\nzxPNG9qfFPDNhG/93hIf+50ZKo3yltcLSl5e6M2RgloQkIiM5WTAUKfMeBWqzibZ2ScP8/fdf8LL\n+q+5Zl7hPD9gtXKBU+lnuHI1o9sdMT1d3xb7816HsYZ+ltBLYtaTAaMsxdo8RsqRkorjod6hgMs8\nA8bHIf8dapuSmBGR7iKEg68qlFUDT1buyO3ydkIW7pN3GxvqyZATmw330Xo8ZGnUw5Kfqy9VQUR8\nqp5PoBwClcez+Or9Px2//z/hHm6LxER0k3XCG2TMN3BlsMRQ5+Jd7miGIXb8VLrhTikvSASW+x+Z\nxXHVuDLsqbkphBBEJqMqfXzp0O9HlG+omwIwSlLun9pzp7xTmJmpk6Sa0bmUVTVgOeqzP6zuOKlN\nVkv86odP8sfPvM5iZ8CfPXuGf/Chk/xS40H+uP0y3eMGf+Agfpjxrd9b4KO/PUtzdjOmw5UKLSxr\ngxGOlJQ8j4ZQ9HXMpajNlFtmys0VSgFcEfCY80vMmOO8lH2Frl3mh86/5njtE6jBwwwuJkxNVpia\nquK5783bmMEyzBK6SUQrHjLIEoy1BMql4Yb3TGqwEi5K5fEZ2qbEuk+UdXBkQFk1CVQVV/5kWyW3\nul1AFC4kB9zNe5y2Zuwa6496XBu2gdzV46rcBVNzQyquh6+cMRlx7pHvwd3Ae/OXuoe7im7SIjER\nDW/fTfuGWcLZ3vMAlMUMceyQkRIqB2vtOB2Wl3LVxmOPz9KLEq6ud4HcnWKtJbOGmsrNtVGaMTNb\nH9dNgdydgmAvO+UdhBCCA/MTZJlh7eyITrxMTyfUnJ0tTPtqZX7lwyf5kx+e4Xq7z58/f5ZffvwE\nn64e4296b7LywYxDaUD8Ysq3f3+BJ399hpmjmy66wHUYJimrgyEzUuI7DjUnINYZi3GXkU7Y51eo\nqM333y9PMeEe4HT2Vyzbc5wx32SldI4H7M+ztGTodkc06mXKFZ9S6N7zrhaLZZQl9NKEtXjAME3I\njMFXLjU3GBOuexVKuITKxVpDaiPa6XWUdglklZJq4MnyW3aL/KRACUnoyJuCa1OTx+iMspROEmFs\nfi91ZU5CpsMKDS+k5gXjB733KvYIx084MpPSSVfwd1FsvDZc5lr0NAC19AQGMMaipGAljeibDGkg\nWICZ+xtUJ0s8e2EBgP3NKrXQJzEZnnAoSY9RlBD67k3BooM4oez5eVXTPbxjkFJw6OAkSZKycmbA\nwqhHUHHwdpk0ZuoV/sGHTvKlH77O1fUuX37+DT77weO0wiHPj65z7YmE46bC8KUB3/vCIo/9suHQ\nI5sBqSXPpRfHrPT7TJRKlLz8ac6Vip6OGY5aTHsVmm4Jpwh6DESFJ5zPc8Wc5hX9ddbtVb7P/82D\n9U8TxKdYXG4jlvPU31otpFIJKIUezj2STpuTjJR+ltCKBvSyhNRofOlQcf17nmTsBCHkOOA0MwlD\n3WaoW7iiRNmZIJAVHLnnGr0TbGiUlNl0Z1trSY0m0hnnu2sgBBXHe8+Tjz3C8ROOftYmMkPqzuRN\n+0ZZyovtr6NJqMhpguFhuiIdm/g20mHDBYHQgmOPz2Gt5fWNyrCFlHlkM6oqwBOK9Shifn8Tz9v+\n1RslKYf33CnvCpSSHLl/mieGI7567ixrzpDZoLJrvMBco8Ivf+gkf/rsGS6vdfmr02/yC48eo6Mj\nzifrXPrIiAedJivPt3juS8tEXc2Jj0+Mj1fxfIZpylKvTzMMqQU+UkrqTkCkM65FHfo6YdqrjCsK\nCyE4qB5lSh7ihezLrNurvKT/HXX3BereDCENvLTO+kqFcLlGGITvOvmIdEovTWjHQ3ppTKQzfKUo\nObnWxfsFjvRw8DDWkNoRrfQyjvAJZI1Q1fFl+SbV4j3cGkIIvELRteYF6CLteSv52BdUaPgh9fcQ\n+dgjHD/B0FbTSlaKYk833xDO98+xnLwMwHT2UZLUkhq7qS5axG/4FyCseuw/Mclqb8Raf4QUgmOz\nE5vuFBnk1o3AvSlYVJs8ra+x50551+B5Do8+cJDlwYBvX79I24lourv75eebVX7psRP82XNnuLjS\n4aunz/PZh0/xh50XWc4GXHxyyMPhDOe/u8Srf7PGqJfx6GemEVIU1WVdEp2xOhiSaE2zFI792J6U\n9LKYyKTsc8s03dJYgKokGnzU+W3Om2c4o79Fxy7SsYv5SSmg+GoFtobfrRO2GlTVBJOlGabLM+yr\nzuK7dze1VltNaiJiM6KfDoiyjGFmGGaG1Ao86VFxA2q7ZAG9XyCFxBdlfMpkJmaQrTHQ6/iyTEk1\n8VUFR9zDac3Wbk85uYegpKTmBdvIx4XeGvRz8jEVlGn6pXuefOwRjp9gDLIOI93bUcZ8lCU81/pL\nAOrmKLpTxwkE2SAmFC4jk7GQjAAIrwiOfmgOKQWvF5Vh759uELgOsSlK0QuHwShm/sDN1o1BnFDy\n90rRv9sIApePfuAIS70+b/bWCBsOgdy9mNp9kzU+99gJ/vy5Nzi33EK+IvjVBx/m/20/x6oecuGD\nPo+UD3L6ry9z4ZkOUS/jiV+dQ7k5efCUgxKKbhyTmIyJMHexSCGpuyEjnXIt7jLQCdN+lbA4FyEk\nR9VTzMmTrJurDOw6A1oMbIuBXScjIRJdItWlo66wCJyNgRjEmqAkG9TdKZr+Pib8aeruFBW3QWZS\nEhORmBGJiYhNVKwXi85JRXLD9symt722EpUHXwoXWbQ7Lmz2PVmi4c5TUhPvuTRKR/o40sdYTWKG\nrOvLuNInkA1Cp4YnSnfvMxUprsZspMluaHYw7ltr0QYsBm0s2lgyrfPW5FLuxlgCz6Hsufiug+c4\n+I7CucfignYiHxf7LS72W/c8+dgjHD+hMNbQTlaRODsGeZ1uP01PLyCsQ7X7GNVKwNpoOBbWuTQa\nYAF3HdyR4MgHZzHW8sbCZnYKQFy4U0xiCEOXRv3mWJFRknFwsoF7j/2wfxIx1ajwyYePs/rMgNV+\nn7lq/Zby1oem6nz2seP8xfNnObu4jhSCXzv1Af5N6wUuJi3qpwKeqh7lmT89x8LrA779/1zlI/9w\nHr9UaG9IQdXzGaQJS70BEyVN1c9dLKFy8aWik0UMTca0V6bhhNusHSW1XbDMWkvCMCchtkW/aAes\nM7RttEjz9aTF9eQs9O7etZM4OKJIJSVF22S8z6AxVpPa6C0f1xUhDXeehnuAhjtP3Z1FvsvpqHcK\nKRSBqhaWzph+tsxAr+LLCr6qjMso5K0z7t/KBZMZQ5RmRElKP4oZJinG5sXrtLVgQRckw1g71s7Y\n2m6okQphQZi8xTIaWdYGBmPzCr2eU6Sx+j6B6xK4Lq6j8B11T5DAMfkgQFvDIE242Fu/Z8nHe+Nb\n+x5Bvx8xilLC0CUMPNQ9HI8w0j0Guk3Zqd+0r5cOON3+awDq0SM0KpNYaxil2VinYcOdEl4RHDg5\nSVj1uLzaYRCnBK7i8L56ISBkqAqf0SjlwA7WDWPyQlDNPbGvewZH90/y8WP38/U33mBl1Gdml1TZ\nDdy/r8EvPHqMv3rxTc4srKGk4HPHHuBPOq/w4miB5sGQT/72Kb7zb8+wfjXiW//qMk/9xn5q+/LJ\nWQioeB5xlrFSuFgaYe5ikULScEsMdcLVqEPfSZnxy7taXoQQ+JTxRZkJ7tu2z1pLRJ+BXadv1unp\nVXp6nZHskIg+jvDwZYCvQnwnzFsZ5CqbuIBLqgWZVVjr4AqfUJUoO2U8FdxE3HNxqQxtU7TN0DYp\n+rdYSDFFf6jbdNNFUjtiJXmTleTN/DOiqLuzYwLScOfx5M5B3/cKhBC5sJgM0DYjMQNGupN7MKwo\n1D0lSihAooSDEi6O8LFWkqaQZIZhnDGMDXFmwEqkkHiORAiJUgonD2vPjyvz71Zh/wAMxmoMGdam\nWLJin8UUrQCcQjfUGENkoJ8ZluP8CAqBkg6Ocig5HoHn4ikX33FxlYvrOIW6qcKR/tha9U5AiS2W\njy3k40Jvnbob8GBzhuq77NbbIxx3Ee32kDfPLRMEDmHgUatvBq2FoTeuPfJuw1pLO1nFFiz+Rvzd\nwl+SMsTRVea9x5BCMEw0qdaUPR+zJR02vCw49rP7AcbulOOzeaXXuMhOEQkEoUujcbPOxyBOKfk+\ntT13yj0DJSUPH5lnod/jlcXrtOWIZnDrCe3oTJPPPHKUf/fim7x6bRUlJT916Ch/2z/HN/rn+ZXp\nh/jUP36Ab3/hDP21lK//n5eYPV7m2EeaTB3OlSt9J5eCbo9iEq2ZCEuEXn6zLikPTyja2ZCRSZjx\nKtSd8C2JPgkhCKkSiipT8tD47metJU4y4igjy3RePdcTyEBhXEssNUYBWEInF2jy5O2fcIUQYxfJ\njwpjNd1skXZ6jXZ6jVZyldQOx+sbKKuJLQTkACXVvCeewHeCEg7qBkXjXDgrtwJlJmOYDYizhFES\nM0pT0iwnBEooXMfF8x0c6RREUKLJyNAFscgphLX5shWbIuQSgSz6CokLYyWN3NohJTjS4rNR86WQ\nXzcZmUlZj/qYUW5JkRIcJXCVwnccXEfhOS6B8vEdH1+UcwIiPRzhve0k5EbysTzqkxj9tr7nnWCP\ncNxluI6kWgmJ45SF6220MbiuIgw86vWQ8j1AQCI9oJe1KanqTfvOrVzkYvxDEDAvPo5pzGHoAAAg\nAElEQVTCxRhDdxQDubro9WREZA0yhikTsO9gnTTTnFvKpcy3ZadIHx0ZJufruO7NJr1BnHBoqrnn\nTrnH0CiHPH7/fbSjiMudNXzlULpNsOXx2Qm0OcJXXzrPS1eWeURM88H5/bwwus6XO6/xWxMf5NP/\n4Sme/eo5Fl+PWDw7YPHsgPqMz7GPNDnwgSqOklR9n2GasNTrM1EKqQR+Uf9C0ZS5teNK1GbgJkx5\nlXEK76bW4ybGW6y9eduWnnQFypGkWrOWRvSTiFE/wxqbm9Q9l0opQAQKfIt17TsyoUuhxlaM/GNY\nhrpVEI6rtNOref2TYrkWnQbAFSWa7jwNLycgdWfuns0U0cYQp3kRumGUMkozkiwDQAofzylRCVVB\nB8zYYmHQWDbcVltJhMqLuG0Qirv5dyosJzt9hkwbsszQi03xXUxwnRhXge+u4DgS33XxlY8r3zkS\ncruKv+8k9gjH2wDXVbiuolJIL6dpRhRlXLvexhiD5yqC0KO+kbZX8giCd46AdNN1jM1wt8iYWyzr\na32+s/bn4Bgq9gA1DgHQjmJ6SULVy8dvpMMGVwXHH5tHCMH55RapNtRCn9lGpfCfGtxEUQ69Ha0b\npshO2XOn3JuYn6jzgfk5UpNxrddmvlK/bXrpqf1TGGv52ssXOH15mcfkDPdPT3AhWeeP2y/x7098\niI9//hSt9iLnf9DlygsjOksxz/7pIq98fYUjTzQ4/KEGlZJHlGUsDwbEOqMZhuPgvQ1rx2oypK8T\n5BaNxw3ScTP12I6dSEdm8gBDV0kqfkAzyK0YRmuSVNPpjmi3hkhH4rkOYckl8D18T+F670x9DCEE\nZWeCsjPBfPgwAIkZbSMgnXSR1A5ZTs6ynJwF8jiQaf8Y0/4JJrzD76okuTaaONXEOmMQpURpSpJp\nrLUoKfOijqG/i/VKIbj3Hk6UzCvYbrXTbgSmpqlhFOf3OikzlErwnB6+t5prcDgOgcqJxzttCXmn\nsUc43gG4roPrOmOxqyTJiOKUa9dbeb0ERxKEHs1GmXLZz2NAQu9tuYHFekQ3XSPYImNurGV1pcvp\n5RfoB5fBCvbbjyMQDJOE9mhEyXXGhOjNbhcklK9LDn9uBoDXN4JF908ihCA2GY5QyBSmZiu7WDdS\nyv5eKfp7FaHncnh6gtYoQkvDQqfLfK1xW2L84Pw+tLH87asXef7iEo/JWfoTMSvZgC+2X+J3mo8x\n2ThI7RdanPypLpefjbjwdJ+op3n1b9c483frHHy0xtGnmpQmXNqjiFRrJkolAje/ATtS0XRDYqPH\nvnfYajKH3c5yt59V6Lg7VliVShEoxYb3W2tNmmparSGYAcqRuK5Duezj+w6eq5CqKJku3/7y6J7c\nIBPHADA2o5st0kpyEtJKr5LaEdeil7gWvYQSHlPe/Uz7J5jyjuLeoUBXavKS9/4N7iRrtxRBMxuu\nB4ptliTTJJkmSjOGUcIoy0iz3PXhKInrKgLHQUmBEBIhBfeI9/mOYaxlkGW005h+mqKKirSOkDhy\ns28sZJkkTiz9IQhhUSrFUQmBJ3DUOo4j8KWD5/go4eHLKq708/o2P0bV3nsBe4TjXYDnOXnwZDV/\nst8gIFeurmEMeJ6iXPKZnq7RbJZ3nKx/VPTSFqmJKXm5D9UYw+JSh8XlFpdK3wZg0j5MQJNUa9aH\nQyRi7PLo65SWTMHCidokXuAwjFMur3aAzeyUyGZ4iaJZKlHbITMFYJgkHJxs4N0jipB7uBnT1Qr3\nTdRJTUZsMpZ7fSbC8Kbg3xvx8H3TGGP45uuXef78Ih9U0wyrKavZgD/tvMK/13gYz86gvDLHP9Hi\nyEcDFl4xnP9+l/ZCzIVnO1x4tsPs8TJHPtJE7k9Z7A6YKAdUfL/IMBAE70LBK6UUSimCgoFkWU5A\n1tb7YEA5YjMLQgqkEnkpdDcPbJTFNikkUhXVRbcQFCmLgmQ/4sQihVPEcxwAnsJYQyu9wnL8Bsvx\nWWLTYyk+w1J8BoFkwjvEjH+Cff5xfFkuYrxirvR7XOr1uNzrcXXQZzke5UXIgEAqAukQSIkvFYFU\nhELhS4UrBC4SJ+cbSAPSgoskEPl4JWXxGfOPKQEh5bg0vJQgC6uBkKCkQqjCSVKQuHycBAlKCKSU\nY52Xu43MGDppQjtJ6KRx0Sa0i343Tcjs7exqN8MRxXdDCNSWvislrhI0PJe5ks/+Son5coX9pTol\nVcVTIY7wUcLfkSTfq9gjHPcAthIQay1pqhkMY868sUi1EjA9XWViokIQ/HjmtdQktNPVsYx5lmkW\nFtusrPZZLb9CLNooGzDLhzDG0BqOiNI8TXEDb7TzGineCjz4aJ4FcGZhDQvM1Ms0ynm9lMwYypnL\n5PzO1g1jDNZCo7TnTrmX4SjJfRMN1gcjHpiZ5YyzTLcXEaYupZJ/y5v7o4dm0dby7TNXeOHsMh84\nOcuL4VUuJi3+pP0yn6mdpKqqyCwgkx3mH+0w//AErYuSN7/fZvGNwbY4j0NP1EhOZkxUNM0wuGfq\npjiOwnEUIUVmSqHpYIun/Cw1pEZjR0UJ9Y15aUut842neiHFmExJJXBdB891cByBchSOkvlErMQd\nF3eTQjLpHWLSO8Spys/QzRYL8vEGA73OWnKBteQCtvsVBkmdS9065zs1BunOlg8DDI1m+CMGISpE\nQVhyghIIma8LiS8kvlD5gsQXAl9IXBRqW2Lr5jUUIo9T2LiGSimUI/JWCoSSKCFywrJBTARYYclM\nLkyYGcNQa9pJXBCLmHaa0EkS2mlCP7u91ooAqq5L1fGwWFJjyIp7Yf4e+XttpSWZtWRWE+9yzEsD\neLG1uS6BqcBnphQwVyqxv1ThYHmSg5Upal4FR/j3dC2bPcJxj0EIMSYgxlj6g4hz55a5vtBmel+N\nyckK5fKP5oLoZ21iM6TuTJGkGQsLbdbXBoQ1zQX7PQBm7VMofDrxiF4cU/a8bZPK62ttqMBkx6f5\ncB50eqbITjm1P7duJFZjE8O+coX6rtaN3J2yVzvl3kezHHKgWeP8csYj+/fz+toycTuh2xtRKfu3\nTP9+/PAc2li+d/YqL59Z5cEH5njJv875ZJ3fW3uaT1WO8kg4h2smUbZEKls07x/y1P1TDFf3ce7p\nFpde6NJZijn95RX8bygOPFbl2BNNZqeqBPdYpVghionuLdzzrbVYk2dCGJ1HoRhjyFJLEkd0dWEq\nQBRP+7llxHEUnqtwXQdHSZQjUUrmpETdXMq+myRc7ne51I243G9ydfAQQ7PO/mqLA9U2k+GQit/h\noX0dHtoHvbjEKJrB0weZdmbZH5TxhaSfpfTTXLa9k6QMs5SRyUisIbWWDENiLbHV+WIMsdHERcaI\nxjIwGQOTvaVr64qCqAi1jbBgySd0m0/wupjYNRZt8+RXXYiDbd32VuEKSd3zaLgeDc+n7no0PK9o\nfWque9sATVucx1aik9kNcrJJUFJjSK2hnSQsRyNWohGrcURiDctRzHIU89J6pzhqHqeTW0NKzJdr\n3FducrA8wcHKFBP+zckB7xburV/rHrZBSkGtGlKtBAyHCZcvr7K42GZqqsrkVJVaNbhjf562Ge1k\nBU/4JEnGtestOu0RjWaJ0/ov0aT4ZooJTjFKUlrDCK94QthAojUrfh4V/tDULADr/RHL3VwQ7MTs\nBABDk+Jqxdy+Oo6z8w9wEO+5U95L2N+ss9obkmQZpyZnOOeskPYy+r2EwHfw/d1vJU8c2Y82hqfP\nXefMay0+8uBhzpdWWcx6fKX3Bq9Fy3ymdoKmU0Jqn0x2yWSHYF/KI78wxQOfmuLCsx3OP9Mi6mnO\n/V2bC9/rMP9whQ98bB/7D1RwnPfurUwUT9/AbYmK0ZuqmEmcEY1SjCkIiRVIJ3fJKCkZ2Iw34i5v\nDLpcGw3o7fiUHhCvH2DYP8aBkmCu1ibwl8jkElV/SNW/AFzAmAqr2UFkNIONGxjjECKoOAFuUEIJ\nddu4C2stiTVEBfmIjCYympHRxEUb3bjYvLVAai2pzujx1ojKnUACnpBUpEtVOdSUS8PzmfB9Gp7P\nZBhQ8X58baU8VVqgFPhvMfjVWksnTVgYDlgcDllLYlppzHoa088y2klKO+nwWrsDXBm/ruQ4/OPj\nH+CDk7M/1rnfDbx3f6X3IL7z3Bn++qsv81uf/yj3FU/7dwNCCMpln3LZJ4pSFhbbLC53mWiWmZ6u\nUa+Ft/0h9LMOw6yHoytcu7ZOvx/RbJbosMg1m9dLmbefQBtDazTEYCk52104L59vYcughvDI0YPA\npvbGoak6oedirWUUJdxfnqRW29m6sedOee+h5Lkcm5nkzMIKrnY4XJ/iimrh+S6DVkSSZpTLwa6T\nzlNH5zHG8sMLCzz36hIfun+W47NTfG90ictpm3+19kM+UTnMh0sHcE1zbO3Qso8qOZz4RJPjH21y\n9ZUeb36/RWcx5srzPa4838OvKKaPlJg/VuW+E3UaE8Fb0ud4L0EW1ovdsDwa8HKvzauDNteT4U37\nJxyPWb/EXFBif1Bmzg+pO3mAujH5E3eaGCI9oCsuM3Ivk7mLZLJP33sVvFehCkpXcPUkUk9g9CRK\nTwC3TpsWQuSukreoeGmtvSVBEQIccrfJtlgINvoCRxT7EVvGFbETW1JnjbVoXcifZxobA7GmNxgw\nUBGuq/A8B8fN3VtOYVV6JyCEoOHlBOiBxgTWQqo1cZoxyFI6WUpHp3R1ymocsRQNWYsihlmGMeuM\nsgFws9DjO4k9wnGXYK3lz770HAtXevwPv/tlHntqP7/82ceYaUzd1ajiIHAJApckyVhf77O21qNe\nLzEzXaPR2DnA1FhNJ1khjixLi22iKKHZKCMEvJzliqIVc4wyM6yNhgySlKp/s6vj9bU2lGE2LuG4\nCmstZ67n2Skn9xfaGyZDaMF9U81drRvDJKW05055z2GqWkYIwRsLK9jMcqDc4KpsM+VX6bZGuYul\n5O/4dxdC8NHjB9DW8vzFRZ69sIh3RfH44YNcb7S4mnX4Rv88r0cr/HztJNNuBU/PoE2ZVLXIZA9F\nyMFHatz3cJW1SyPe/EGLpXND4r7myukeV073+D7XqUy5zB6tcOB4lQPHapTL93DBsB8T1loW4xGv\n9Fu80muxVNQ3gjym4GBY4aFKk4NhhVk/HFepNdaSGU2mDb0oZpTmQcEbk20eF3GQmjqEEpbUWyBy\nr5CqFbTqj5eIS+P3U7qKqyfHi6ObhaDWjwchxNiN8uPCotFihJFDjBgRy7yvxQgrdo/TSOxmNo61\nQGYRWkCax41sZCOJIlDYIcQRIa4IUSIcrytCHIK7ookiBDhCIhwHTyhKKJrWJdYZx50QVZnAqQl6\nOsP0RwwHMbzL3hVh7Vv3Zb3XIYSoAZ1Op0OtVrvt+DvFF77yN3zpiy+wciF3Ozie4MlP7efnf+Zh\nJkoTb0ulRK0N3d6IJNFUKwGzs3lmi+9v/tD7WZtXl07TWtSYTFCv5cqOV/RpXtR/ibAuJ8xvksQO\ny/0BoeuOS9BvoLeW8AfL58jq8BnnKI9O3se19S5ffOZ1PEfxH3/qMRwlWex1mQor/L3jx1C7EI7l\nTp/5Zp0Tc3fPCrSHdw7twYjXF1YYJDGRSrkedalKn15rRLs9wvUU4S4BztZa3lxq8YNz11jv55Oj\n50jmjpW4EK6RWI1E8FT5IB8tH8pTCUnJZIdMdRAWpC0Vok6gM8P6lYjl80NWLgxoXd8eficENOcD\n9h+rcOB4nfn7Kzh3MetrA8ZarMnjBswWcUsx/m9LqOO2mMebH0bEzcNueq+r0YBXB21e7bdpZZs1\nWyRwpFTjwUqDB8oNqoWVUltLpvPg1TjLiLOMVOdaOUAhrCZx5HY36o7vL2JSuU7qrJGqdVK1hpGD\nmwdacEwdR0/i6omCiDQRb8NzrkVjRIQuiISWI4zYJBNGjtBiiJXJ7Q/2DkBaH2UDZEFAciISokSA\nI0o4BDiijEsZrMLoPBh5gxDmmVFZXqBOm+3ByAAiD0g11iClpG/X+PUHfo4PHzp5V86/2+1Sr9cB\n6tba7p2+bs/CcRcxPVfhiV9toFp1vveVa6xeH/Ldr17j+e8u8rHPzPL3Pn6CutfEp3zXIomVkjQb\nZYwx9PsxZ88uUSr57JuuMjlRoVTyuLB4iesLbUo0aNQLMTIb85r+JgBN8yjogNawjyvVTWQD4JXT\na2QnQRg41ZwD4PXCunFspomjJFobEqM5ONnclWxsVG5sVvbcKe9VNMohD8xPc2ZhBTOyzPo1luIe\njckyQeCyuj6g24uolP2bNDuEEByfneDYTJOzi+v84Nw1WoOIS6/3CcKA2lHBqtPne4NLnCmsHQe8\n+pag0jZa9JH4+U3bkey7v8S++0vAFMlIs3JxyMr5IcsXhgzWU9avRqxfjXj5G6soT7DvUIn541UO\nnqgxNVe6bbbHRuZJTiZsIW+dFwpLdaEwaTXWgLYbKpPjT7z9899m25hs3DDna2tZSEdciPtcSPrb\nMkQUgvu8Ekf8Cof88thl0RmM6JCTOmNAW421+dO4IyS+k1ewfasGWGl9fD2Hr+fG24yIxuQjX9Yx\nckimcqIYcb64mKIgIXU203QsVthxn7GUuAWxpb9135bxRkQYuVuexw6wCmVCpA2RJkToEJMFoN3N\nbCE2NFR2J347HpqiQi3R+LyszPtWxlgZg8hJmxEx0Nk1Q2WcwaRLyKyCzKqIrIrMqrimiqSSu5I8\nZzOVegcYY2kN8u/pu409wvE24MCRGp//p1XefLnFD752jV4r4etfvMYPv7XMJz47y2Mf3E9VTRCI\nKh7hXXG5SCmp1UKq1SLA9NIqiwttwoblzdYlSk6VannThXFWf4eEAY6pMW0eZn0wIjXbU2A3kKWG\nN3s5iZ02JXzpkGnD2aV1YDM7pTuKqAchc43d/YT9KKYU+NT33CnvadTDgAf2T/P6wgqt4ZApv8xK\n3GeiWma/77K22qPXiwhLHt4OFgUhBCfmJjk2O8HZxXWeLohH8rKlNBGSHUhYZ8i/bj3P4+E8n6zc\njye3B5Vmsosy5W3Kk16omH+gyvwDue140E5ZubBJQJKhHqfaPvuXi/gVxeyRMvuPVmlMB5TqDl5F\nYYHMaFJtyUyGsblyZF6jgzxGk3zyVhRaEUrg4m7+nm+wHttt/Z1k2Ldvy6zhSjzkfNznQtQfZ3lA\nHuB4yC9z1K9w0C/j3OYeohxBIPy3TVBL2gA/24+f7R9v02JEqtbIthARIyMy1SZT7bt+DtYKbBZi\n0oAs8clinyT2iSOfaOQyHHoMBh7RSJJkliQzpNlOf4kbPlvhMpFCoGTxN99IwZWb2imqWFdKUC+5\n1MsOzYpLo+wSeHnWkMVgRJKTERFhCjJiRIQWEVbE6A2CIiKsTLFqiFZDtL88PqcIwEocU0WZGo6u\n5a2p4pgawvpj69m9UsML9gjHXcWQdeLSJSz7EVJx/JEJjjzY4OWnV3j2Gwt0VlL+4vev8MPDq3zy\nczMcOz5BKCqUZQOfyo/lcrE2ry1g0KhSRrUEg6jPlfUWXiCpBZvKon27xgXzQwAm9JP0I71Nunwr\ndGp4/s+X6B/Ib3an6rmy6IWVNkmmqQQe880qxlgGWcIDs3OEOxxnA4M45cTs1F52yvsA1cDnwf25\npWO5Z5nyyqwmAyb9MrOzDdZbfdrtIVmqC+Xcm48hheDk3CTHZyd4Y2GNp89do70eIzoe3oGMpJny\n3Ogab8ar/FztBEf8yS1BpW207OcTuyjSRu1GsQuJsIKwITn0WIVDj1XBCjpL8Zh8rF4aEfc1l053\nuXR60yosFIQ1h6DuUKq7lBoOpaZLueFSafiE1TssTX7LMTfvs9bS1gmX48F4SbeQllAqjgZVjgZV\n7vNLOPe44JOyISo7ANkBoCipVpAQLXsw1oMV+eRob1jf6FtBqi39kaY/MvRGmt4wozvUxCkkkcto\n5JEmDre3R5hi2Q4h8u/iTa4JctVUM05NvlOMtq35rqRRcWmUHRpll2bFo1EuUy05t3RhGREXBLuL\nll0yVbSyB8KMLUjxDR5MYTwcs0FCaojhvRHH9I7EcAgh/hPgvwBmgReB/8xa+/Qtxn8K+BfAQ+T5\nPf+9tfb3bxjz68B/BxwmT0T+L621f3mH5/O2xHD8L6f/G5Z5Dc/UmEufoKGPj1lmPMp4/u8WOf29\nZXSWX/P7H6rzyc/NMjvn48mAkBqhrN3kcjE2zyDXZGNSkZe9zshsgiZBF9vyiosWMGMHckBlrMlv\nreXp7N+yYs8T6Hlmk59ltT/EdxTuDUFZw3bK9//oOq3ViCv/gQEF/2TySSadEl9+/g3OL7f50P1z\nfPzEffT7EUM345NHjzEVVna8PoM4Ic00jx2ep+S9v2oE/CRjmKScWVhhodNl5CS00iETfhmJoN+P\nWVvrkcQZlUpw26ctYyxnCuLRGcXoikYfTDBe/pt5KJjh09VjhNIdT2AWDSIvBQ8aK7K89LjYrBya\nExJTlELPyYlJoXU1ZeV8wvqVmGFLE3WzmyacGyEdQanuUGq4lBo5ESk13PE2L1QIyR2RkoHOuFKQ\niyvJgJ7envJZkQ7HwirHgir7vdL7NvtmA5k2tPop672U9X7Kei+h1UvpR7uLjHmOxHMEnpuXqncd\nge9IXEdu27dt3dkc67m5/PjWTBVj8u+itrkbTZt8mx671NjcbrfvS1JLZ5jS7qe0Bym90e7nLgXU\nSg6Nikuz7BakJG99d3dCaTFoMUSrLWREdslUb8d4mnj5UT5/5Df4yJEH3sJfY3fcszEcQojfJCcP\n/wz4AfCfA18RQpy01i7vMP5+4C+A/wv4HeCngX8phFiw1n6lGPMx4AvAPwe+DPw28CUhxOPWFjme\n7wKqzLGiz5GoLpf8r7NknmcufZKaPowfOnzk5w7w0JPTPPM31znzwhoXXulw6bUuDzwxxSd/YT/1\nxhp9u4orSgRUclJBOiYaFo22+U2UDT8jsiivrHBwEQRIsfsT2LI9x4o9j7CSevoE3VGUS5ffQDZW\nLgx5+osLJENNegpQ0FABEypklKRcXCmkzPdPYoxlpDP27atS2yG7ZQPdUczhqeYe2XifoeS5nJrb\nh5KCq60OxrGsx0Mm/TLVaoDvKVbXBnR7I0qBe0tZdCkFD8xPcXJuktcXVnn63HU6r0uy2RS9L+OV\naInz8To/UzvOKX8fiiL1egeSYIun2ZxwbFYZzfsaKzXTh1L2HdokJ9pkRL2MYUszamcM24ZR2zBs\na4btjFFXYzJLfy2lv3Zr9UnpCJSTa2Molbf4guE+w2Da0JvUjCo3lE830Bi6TA499kUe9dRBCMlQ\nxpwTSUFkCu0OuVObq5UiGMt8SylwfIkbSNxA4QZyLL/+bkEbS2eQk4pWLycW672U7nB3Sa5yoJio\nukxUPSYqLhPVfGJ273JaqhQCqQB1d65Pqg2dQTYmIHmb0R6kZNoW/YyLN1hFQk8yWfPYV/eYrvvs\nq3uUi4KCAoljKzhZBZ/9215nychkb2wRyWSPUXZz8cx3A2+7hUMI8QPgGWvtf1qsS3Krxf9mrf0f\ndxj/PwGftdZ+YMu2fwM0rLU/X6z/IVC21n5uy5jvAy9Ya//ZHZzT22Lh+MPn/pbnFl9gampA138Z\nI/KI6JKeZi59iqo5MB67tjjke1+9xpWzOTl0fckHPzHLJz49T7kisSIt6IQatxv9H/VGoW3GN9N/\nyZA21ewhgv6jDOKUqr8pUW2t5dwP2rz81ytYC9V5xeVftHRtykdKB/lk9QinLy/xjdcusa9a4rc+\n9gEGg5jIzfjAgXmO1nfOPInSjEGc8MGDc3vpsO9TxGnGG4urXG616MuInk6Y9Mu5qVob2u0h660+\nAnFbWfQNaGN4/Xph8ZAj0vsSbJjfs456k/x09Rh1decCeLthk5xorNBjYmLIQKS59VBkGG0Y9RKG\n7ZRhSzNs6zEhGbU1o+72p1krLPE+iOYt0bwlnmZ7eXML3hoE1wTBdYG/CFK//URAKlEQEInrq81+\noG5oJd6WbcotgilVPilv9DdI0E6w1tLqpyx3ElbaMcudhLVesi2bZysCV24Si6pLs5L3b/XE/16E\ntZZ+pHckIoNdLDqhJ5msu0zWPKbqLpN1l9BXW8JsN+bzQlq/WFsfrvDrp37u/W3hEEJ4wIeA393Y\nZq01QoivAR/d5WUfBb52w7avAP/zDWP+xQ5jfuXHOuEfE8ZaEiuIB0eoRIchPEvPe42hWuac+nMq\nep659EnKZpbJ2RKf+0fHuXquy/e+cpXVhRHPfP06Lz+9zJM/Pc9TH9tPxfdRd1gv4U5wwfyQIW0c\nW8IZnsqrtW6RLs9SwwtfXuLKSz0ADjwSknzKpTtsUZEeT5U3xL42tTeMsWSZodwMmAh3FvoC6A4j\nZurVvcqw72P4rsPJuSmUlJxfW8MoWE8GTHhlpJJMTFbwfYe1tT6d3gjPdQh855ZuFiUlDx3Yx6n9\nk7x2bZWnz1+jXR+SzaScS9Y4t7aGg6SpQiacEk0V0nBCmipfyvLOqi6LjbgPHLbcs7dhQxw7rBqa\nVY29z4DIXZwbpCTTCatRwpV4xLU0YkHHpDccqGwk+1KPfYlDc+TgZhLTtOiqxRy1mMxisjxuwFib\nhxxYiTUCjCik0BlrQoz7O7QU5v4sNiSRJo0MFDEJ8UATDzRw+zohdwKp8ipsNhBkZUkSCpJQEAdg\nd/gbSwslIagoRT1QNMouk1WPatXBLzv4JYV6n5GMrRBCUA0dqqHD3JSPtoXD3BrizNAfaFq9jLVO\nylonpd3PGCWGqysxV1c2c1vKgdpmBZlp+JRch+5KwrXXelw/0+PBXwsInXc/juPtdqlMAQpYumH7\nEnBql9fM7jK+JoQIrbWjW4zZUbtVCOEDW2e6t0X+RMk8YiM0DkZa4v5JquoINnyDvneGvrrGWfUn\n1LLDzKVPEtpJDhyt8fl/9gBnX1rn6a9dp9dO+OaXLvH8txd54tP7eezxWaqhh1gHhfcAACAASURB\nVPNjit5EtsdZ/R0ASsmjJHGRFlfcCAbtlB/80XU6izFCwEOfqdN8POQLy9cB+HT1GL50aA8jFtt9\nBHBybpLhKEGVJBOVEhVnZzKR6pytz9Yr7+nSynu4PTzH4fjsJELAuZVVjDS0kiETXilXzK0EeJ5D\nbxDR70X0B3maYOA5uK6zq9VDSckH7pvmgfkpXr22yvcuXqEzPcCWDZkwrOgBK/pm37WL3EZAGiqk\nWRCTyh2QEWMNkc0YmZShSYk2WpvdsJ63Q5MS2+1xGKFwOOjVOeQ1OOjVaThbLXwbuY83rFMkgIoU\nQ4SWoyI2xSCtQlgHgTvWI7lTWGvJEktakI9xGxf9UUFMYrN9f9HXqS0CKIvroyAtC9KyJCvlrfF2\nuKba4g4t7sDgDizOwKCSzcTYdrFcvOFlyhX4JYVXLON+uNn3Kw5BRRFUHZx7nKBoawpiYdEU+hlQ\nqKAqPBwC5eC6CidUOPsEG/8yY1jqxCy0R/nSiVjpxQwizSAacXFp0yXjpiB7GneQX/O58y7uh9/9\nQP2flCyVfw78t2/3m6QIFtcUU9MZLg411ye2irj/EFXnGDp8jYF7jq5zka66SEMfYy59Al82OPHo\nJEcebPLK0ys8+80FuqsxX/+jCzz3zQUe//QsDz8yTTUICH7EmhGv6W+gSQnNNHFvDheBXxxr+fyQ\nZ754nWRk8EqKJz4/RfN+yV+sdNFYDntNTvr7AMbKovdN1ggch0GcEFY8JoLyTXEgG+gMIyYqpT0p\n858QuEpxfGYKJSRnVpZpM2R9C+lwPYcJr0KjVmI0ShgMYvqDmFE0wlUKP3B2lYtWUvJwQTxev7bK\n+YUW14ddRjLD+gbr2bz1LdazpMKwkg1YyW4mIw6SppOTkKr0STZIxBYyEdm3XrfDQXLAq3PIa3LI\nazLj3AHR3s2zbUOghjUGK5JxSqUWI4wYAgZhFcK65MLdt55whRC4vsD15VtWuc60Ya2bstyJWWrF\nrHQSOsObr48A6qHDZMmlGTo0fYeKq8AUVhuTW3GSoSYe6m1tMtrsWwM6tQw7GcPOnf0dXF8SVDcJ\nSFBx8nbrtneAmBhrx9aKrCAWUAisoXCQlKWHJ1W+LiSuUKhbfE9cKTk86XB4cjMeI0ozzpzv8Nq5\nNtdaI4aOQQeS1AUmFHFe3grdePfJBrz9hGMV0MDMDdtngMVdXrO4y/huYd241Zjdjvm7bHfBVIGr\nu5/2W0eSZfzB19/g2lpG3B/w4SMVjDaEgYevHGKjSHsfpOqcQJdeZehepO28SVudY1KfYib9MJ5b\n4dGPz3Dq8Ule/O4yp7+7RGsp4utfuMgL31zisZ+a5dQDk9TCgJLr3rG1YN1c5Zp5JV/pP4zNBKXA\ny1Ufv9/i5a+tgoXGfp8nf30Gv5lyse9wMemiEPxM9XieQ27tuHbKqf1TjKKEUtnFD1zq7s5xGdrk\ngjNzjeo9lQ++h7cXjpIcnZlASnhtaZmWHeSWDn/zZimVpFwJKFcCGnFGFCV0exHDUYI1Ft93cT1n\nR+0Ip7B4fOC+aay1dEcxC+0+i+0+C6t9Vnt5PSDr2TEJIbA4JYH1LYnMcsvILmTkRgTCIZAuJekS\nCCdvx+vueD2UDk0V4tzlEuECibAB0gZArVDWTLAiRYthIST11gnIjdDa0h1ldAYpnUHRDvN2t0yR\nWslhuu6xr+EzXfeYqns/diCntZYsNptEZKiJR1v6G23hFop6GTqzuWUmTuit3vr4ri/xxyRE4VcF\npaakMe9Sm3Zy99AdS37lJeY1kJGLq+VF2iRSCEKh8KWDQhY1XWRRv8VCkVlF8f9OV3gzZTjvWwur\n1yIuvNLl/Ctdeq0iVhCoOoK5Y1VqR0qYmsPyIOZae8Ts5L0RqP+2Eg5rbSKEeJY80+RLMA4a/Wng\nf9/lZd8DfvGGbT9bbN865qfZHtdx45it5xHDpqDb22HWd5XiIyfm+ePvv8HrV/qsdRM+9VATY2NK\noUcgXXyRE4+s92Eqzkl0+Aoj9yprzmusqzeYyh5iJn0cPwx58qf38/BHpnnh24u8/INl1q6P+Nr/\nd4HTB5d49KdmOHq0ST0MKHveLeM8rDW8ovOQmEp6nP6wypTvY7JcX+Pqy3m8xsFHazz62SmsN8Ck\ndb7RPQfAk+WDTDh5bMZiZ0BnGOMoyaHJOmmiCaoeoeft6k7pjWJqpYCJ8u7xHXt4f0JJyZF9k0gh\neXlhgVWTk46md/N3wfMdPN+hUg2JopTRMKHXH9HrRSgFge/tWptHCEG9FFAvBWMRujTTLHUHLLb7\nLHb6LLT7jFbzp2QBeLhYz+JXJJW6i1dShNKhpFzK0qfi5N/puutTcwOcd6hA151CoFA2BBvibCMg\nSWH9iDFiANgtBMRFINDG0htmdIY7kIqRvqXaROBJpus+0w2P6UYeMxB6d//pWQhRBK4qmLj9eGtz\nshH1MqKeJurn2UabrS72bScm/R2IiXIEjbmQ5nzIxHxIc75EWMvdfbawXGRoMmswNs8MUkg8oagL\nF19uWCxkoZVyw3xji//seOWGD791aCE2ZzRL1wacf7nDhVc79NubcTfKEdx3oszhhyocOFnGC9T4\nlYIAS52l9f7tL+I7gHciS+U3gT8A/inwNHla7G8Ap6y1S0KI3wXmrbX/qBh/P/Ay8H8Avwd8Gvhf\nyTNXtqbFfhP4r8hTaP8h8F8Dd5QW+3ZlqXzn0gX+5KUX+dazVxhEGb4n+NTDE0xVHErhJjHIqx9m\nxFajnBZp6WViJw9JkdZhX/Yozew4jg1ReIx6mue+tcgrz6yM/adzRyo8/Penue9QjWYYUvE93B1q\nW1/WL3Ja/xXKerD2M4S2jBjIPF5jKUZIeOQz0xz+cA2j+ihT5bvtHs8Mr1FXAf/R5BO4xdPaN169\nyOkry5ycm+RjR+YplzzcCY+5Uo3D5ZvvCtZaFtt9HpyfZn/z7l3nPby3YIzlynqbF65fZ0X3cR1F\nw7u9ey3LNMNRSr8XMRpGZJnF9R0C79aBpjvhJitIJ7eC3Ontz1USz1H4joPnKnwnXzxH4btOsS9f\nHJXHRqmiTHyuSim3rW/fd+cpqhvVTDNT1NQo6mvcvJ6R2pTMpMQ6pjuK6QxSugNDb2Ru+bldJaiX\nc6XMWsnJ+6VcsMp1QQr5ntADyafcPLvIigxsPgXrSJH0FElXEfcMUc8w6mf0VoesXeuRxjfbGfzK\n/9/emQdHmt71/fO8V9+tbt3S3Ds7M7s7u/Ze9mIbbOPFweGKDRgSjLFJUSQB4uKPBIoKhLMKQgGh\nKrhIQTm2CQaTBJeJHTDG3jWLjb2H8XrP2XN2dm6Nzr7f88kfz9ut1ow0I82qJc3M71OlavXbb7ce\nvXrV77d/x/fnMjRdoDxVYHhXibGpMuVslrzl4SqbjLJxL2NHcFXrTzSnT87z/DNnef6ZM9Rrnd5j\njmtz0+FxDh+dZP/No3hpp8rF1vBdy/gT5+f57jfczcFdFycGro6r7VLZKuOvn2HZ+Otx4ENa64fT\nxz4G7Ndav71v/7cD/xW4DZP6+PU1jL9+g2Xjr5/bbuOvr5w4ztfOnmDULfJnX/oGp2aNqrz3SJEj\nE3myWQ+3z2FTa01HR/g6wnZnCfNPEdhzK19Ug40Z9KMij8YFWDqXEDYdwqZDqVRk+sAww5Uhql6Z\nIW+IklPExiPC58HwjwhoUWzdQ6O2B+uM4pFPnSVsJ2QKNm/8wSlG9+WJVB1L51jyC/zJ3ONo4Acq\nd3AwY6bAxknCR770OJ0w4nvvOsRIPsfU5BC+F3OkNL7qp9Z620cDd++bJuPeKOVCwmporTk5v8Q3\nzpxmJqzjuQ5D7vraWbXW+H5Eq+XTqHfodCKwTKHp5Tw9rkR/FGS23sKPYvwoJgjNgLMgigm3aP5E\nV3gsCxILxfLQtTgVFMkmvV87NpTzdiomPCqpwBgquOS85dZ7rTWBNm5AidZYSplL2SrrsJRKvYG6\nPqEmoaNUd9uVhZUpotTLl0y9fBnt9gktt39qkv6aWxWnHisRkJifrV2UcrGSbDp/xzVf2KCW19ld\nVZjELM41mTtdZ/FMg6UzLRoXLhWmSsHoRJmpXVWmd1eZ2l1lZLRoPFDWQGuNn0bvWq2AdjNIv/dp\nr7gf0G75NBs+YbAsfryMw8HDExw+Os2Bg2O4Gzj3Xz47y3e96SgH0qner5UdLTh2GoMWHDdXx4ji\nhM88/AyPPm+6PPZPerzh5jLFbIbMRSfKCuHhnSPMHSOyaiSXGZd8JVRqBRYRkEkqdM5/K4vfiDj2\nwDxoqE5nue+HpsiVXWLVAiy8aJy/mD/GqXCJw5lR3l3pWaHw8swCn/3GC+Q9l/feewulYpbyaB5l\nwW3lyVULRs8u1Dg0Ocq+0epV/x7C9YPWmrOLdR49eZKZsE5iaypejqy9/vxyEiW0OwGNpk+z6ROG\nsbmw2eaTt21bWLa5YG9GzVCcJARdIRLF+GFMEEVGnITptlSc+KHZz0QbUoGQ3povM/AtTi4fYVgv\nRqAoHNvCtoxbprk1x6F337YoZT0q+SyVQpahvEMuG5sJqlYbrQLQCkt7KDwzlE7HhDpGAa5yyFqm\nbsVLo52x7nq4JqZZODHfx6RRFpKeMIi74qCXRlhmeXxbalpGvwgwQqW7n0Jhp6ZXltIoYpRKQEVG\nmCgLtI3WLlaSA+2gE4cknbWj9bJPRb9vRf80FQfbjHq3PLK2GftuhTB7rs6ZkwucPb3AmVMLNPqi\nDV3cjMPYZJnqeJEojPHbIUE7pNMO6bRCOu2AJNnYHz6Tdbj5yCSHj06z/6axq550vFMEh3zsHBCO\nbfGeN9/OntEKf/W1Z3nlXMBiY4G3Hi1QyRfIZZf9L5RS5JRLVjt0wt0kwRR55WCTYNkxjhWBZQrE\nUH6vWr3tN5mdW8SP2jj5CLcQ4RZjlG0cFSMCkyqcu4OX/l+dC8+amtt9d5Z5/XeNYzsWCT5aJWSi\nMZ5tL3EqXMJVFu8o3bzi9+lOhj00OYyFGXHf0RGTbmlVsdEKQrKuw2hpZzjcCduPUorpapn7rL08\nf36WVxvznFmq4ToWE/kinnNl4WE5y4WmgR/R8UOiMCaMYsIwNmO7g4SODtHph0MzZM3UlNi2hUov\n0usRJLZlkfMscpvsjtubOJt0rbOTZVGSaDN1VpOKh2Uh0X//Nac1khI6iYjp0FEN2tSJVQ1L2Xhk\nqVoF8lamV5NwWS56C9DaWKlpUutvTL1DslyVALBCVFiotEC4PyLSFR8arWISAhLVrcXxsLWHq/PY\nZLG1Z6bfYq+6nouSDatuc9PUyAoysHvfCJO7q4SJiXotLjWZOb3EhbM1Zs/WmD1XI/QjzpyY58yJ\n+cseKtezyeY98nmPfD5DvuCRy3vkCxlyefN9ruCRy3lUqoU1J29fi4jg2ETm/CbPNs5zsDLaCx3e\ne3g3k8MlPvHg4yw2fP7m63XecjRiV7VAIZdb8abRLzwCHROhiGMLHXlo3F6/tpUammexOFC1aM5E\nPP3ZC5x6zhSA2pmYw/eVOHhvgVaY8LVP1mhdSOs13jXOgXuG0smFEYkV4MajBHGGL9W/CcCbC/sp\n28tdJ34YcfzCAgD7qmUKxSyZnEc7alFeozul1uqwd6RCIbP9ZjPCzmJyqMRoscAdnUlO1hZ5evYc\nJ2tL2MqimsmR91zcdbR/dwtN+0liU8MQJ5o4ioljTZTERIFJlURRTBwl+IERJCarb2zAbWWBnX6K\nTq3BLaV6t5uJsc+26f/AmpgcgrlYa41e49OwjjVRvPZ8jlVRCsexex0/sU7wdUSQJCRYZNQwVXuU\nvKWx7QClOmgrANqgXTSZDXW8mC4NSGcwcIkCuAJGlIQkKiQiRqGxcLF1hkwyjEMGW2ew0kLY9axn\nOVbS3bj6vnGSECYJYWzERZxO6XUsC9e2yLoOB6dHuX3fFJ5j49k2Norz55Y4/sos584vkst6FItZ\nisUM2bxHJufiZR2cjEOoY5phSBglhElMkmiUMo0HrmXj2kZYXo+eRSI4NokwifnwC1/hxcYs9cTn\nB3a/noxtDu/u0SF++nvfxCf//glePjvPl77Z4o6bYm7b06GUG7rE1EspRUat/qdJdBrC1JqQmE4S\nokc0R36wyuTpPMcfWmLu5Q7PPtTiua+0sRxF5Kf1Gu+dZnSvKdbTJERWEzcexkmGeKDxPC0dMmLn\nuTe/bMGuteYfXzhFnGiqhSzDhSyVoRy+jsjZ7qrdKX4Y4dg240OrD3ETBMe2qBZyVAs5bhkf4/jS\nPMfmZjhTX6LTjrG0MRHLeQ7eBrxnLNvCsi1MPOLSqETSrYeIU0GSRhVCPzK1EnFCEpsUgY4SMzgx\nuWTSPADKSusWLAur9735PJ5onYoHU4dB0ickdDrgtptP6L1g+pqAMi9+2UvpRq5HcRRTb3fwdURC\nguM4FByPES9PycmQVS5e3/tQoiOipENEi0DVCVQDjcbWJoLQTXgsxyheu7V8QkisQhJMKsfCw9ZZ\nMrqQCgxv3QJjzZ+jdS+tlWiT/kkSTaSTNOJhxsy7thESlVyOfFoU3N22WnE+wJ49I+zZs76Uhdaa\nII4J4jitHYpoBgHtMKIZhIRxglIaSxmR0xUim+k8vR2I4NgkbGVxz/BuXmrM8tjCSU62F/nA/jcw\nmTU1IsWsx4+/824+//UX+IenT/Dkyz7zNc19t8xRyZfxnPXNF7GUhQU4q/zPlfdmmX5fiQsnWhx7\ncJ6Fkx2SWFPdleG+906TK6cTY9HEVgMnKeEmVc6Gdb7ZPgvAPysfNp/0MP8UX3r2BE+eNDP2Xr97\nnFIpRy7vMRc0mcqWV02nLLU7jJcKlMXGXFgHnu1wZHicfeUqrzYWeGlpjnrHh1DRCSJqaSt21nPJ\nOK+tE6AnSFxYTZCA6arRaf2F7k0ONRemJNFG9MfaREtiTRzH6XZNEiYmVGFbWGk6wLEVtmtjOyaN\nY1s2lpNepntdKmBZVl9Uxfyvv5bLuEbjJzGtOCCMIoo6i5vYZGMH7WvsUBG3E0IdkaiYwDUOl65r\nYSkHTxfxKJLVI8R0CFWLUDWMOFAJmpBu4qR/igfQiyYY/5DlElKVSgmFMlOvVYgmxqRRXBxdwNN5\nbJ3BxgiM9dKfpop1sqJuprs+BWk6yhTnurZNxjPdRp7j4Nk2mVRUuPbgogxKGePFjONQ6nubjJOk\nJ0KCOKYThjSDAD+KaUUhcaJRaBNtsWwc28K17TUjcInWtNqBKZDdAQETKRrd5KLRTx1/ggfmXqQW\ndfAsm/fuvpN7hves2O+J4+f41FeeJohiSjmHtxz1mBj2yDqlDRv1rIXWmgvH2zTmAvbdVV6RB+x2\npHjxOGiHP5n/OjNRg6PZCb576Nbe8x985hWeOnUBgHfcup99w2V27aqSzXnMB01uKU1c0t4YxTFz\nzRav3zPNSFG8N4SNs+i3ebWxwLlWDaUVjrapd3xq7Q5+GGNZiqzrmvbYnfAuSlojEKe1F4mZK2Kh\nwFJbbngXJDGtKCBMYjK2w5CTpeLlKDgeGcvpmfiFYUwQxASBMV1rtQKTdgoi4rQjxXVsHNfGdW1s\ny0ov2/2VGElPdOi+ibx9JaQkytz2nqvMsy1tYZPF1QVTf0EG66LPwEl3PLxOUkGhe8JiuaPFhIos\nZdJitqXS9IeNZ1tkHAfHtnEshWPZvccd69qIGOg0EhNEMX5sCpZbQUg7DAnimDCOUzGlTPu2bRxL\n/XZIEMUUchmSDLz1joOMlTcn6ixdKhtg0F0qE8Uyf3riMV5omIv1t4zs5z277lgRDTi3UOcTD36T\nuVoL21Lcd6TITbsScl4Zm8HVPXQ7UjLxBJbO8k+tU3yh/iIZ5fATI2+kYBsH0geefoWnT5v1f/ut\n+9k7VGKokmNiYohWHAKao+UpnIv+YecaLUrZDK/bM3lN/DMLO5M4SZjpNHilPk8t7FDxcjjYNH2f\npXaHetvHD80oc7fre5FeVOzrNP99OWKd0IpCOnGAY9mUnAwjXoGSm1l3F5DWZhBj4EcEYYTvRzSb\nPn4QEYURSZKaXNkWjmNh2za2rXDWSDFc8vqpUEl0TJREJNqCxCLuiQoTPepGIjRpJ44yPiaWZb73\nHBvXsnAdB9da7tC5WExc7+dAojVBGgkJoohOFFFr+yzUmrSDiEzOpVLJMVQugDL2BMOb9CFQulR2\nECU3w785+GY+f+4Yf3f+Ob429wonWwt8YP8bGU2tnSerJX7qu+/jf3/5KY6dvMA/Pltnvlbizpub\n5IsdXF3ctGhHl/6OFEtnacQ+DzWOA/DW4gEKtkeiNQ88fZxnTs+igLcd3sv+aplKNc9w1cyEaMcB\n09mhS8RGkiSEUcx0pSxiQ3hN2JbFVL5M1ctxqrnEyeYicdJhOFegWsgTxTENP6Dlh7TC0FwU45hO\nYIpEwVy0TKtsehGyU1vpHeYaerUkWtOJQ1pxgEJRcDwmMsOUvSwFe31TcvtRSqUpFZtC36zLMIwJ\ngxg/CPH9iMAP6fghYRTT9mOSyKQsFArbMWLEsiy6jtxROt4gShWLSQkYcWBZ4Fk2rmdM04x4tLD7\nPEmctCPnWolIbBWWUmRdh6zrEIYOVtAm42TZv79CZbhAruAR6YRGJ6ATRnjO5jvCbhSJcGx2hOPM\nCW4eHutte642w5+eeIxmHJC1HP7l3rt5XWW693iiNV964mW++I2X0MDEUI4335KnOhwbP39tRmYr\nbafFWlf3D6eJiK02bjyKm1QA+OzSMzzTmWHSKfGjw3cD8IWnXubYmTkU8G2H9nDLrlFGR0oUihmU\nMsVwC0GLI6XxS9Ipi602nm1z577pNQurBOFq6KVZ2nWytkPFy628oKZh5zCOiWJtOgwS05nSDo1P\nRpSYmotEL5t52VZXkCx/OrZ2+EXNiIyQOEnIOy4VN0fFy1F0Mr36q0HTTcm0g9BY0QdGhLTaAX4Q\nEccJaDOC3rYUecelkM2QdV1yWTctBraxlBGC13s0YlAEQUSt3jbeStU8ExNDDA3lBy6qJaWyAQYl\nOL5+5iR//+pxpnIl8tnltMhi0OZ/nniU403Tn/3WsYN8z9TRFRGC505d4C8eepJOEJH3HN5yeJw9\n4zncTIJWHbSKzReJqRDvjag2QuRymI6UOm48jJuMoFCcCBb4iwXTBvv+4buZcEr83ZMv89xZIzbe\nemgvr7tpkpHh4orWw2YUoNDcdlE6RWvNuaU6t06Ps6u6wTGUgrAOummWE415lvwOlUyOvLO+9GOi\nk2UhkoqSKI7ohCYUHUameyVKC0XpZsVVV4T0uYBuQ5QkTIs/gzgiY7u9uoyym11zSvNmkKROp1Ha\nImqO3bJgc9LiSs+xKXgu+YyH59gorVBaoxIgAT8wDpvtTthrT9bxcqGp1rqXRgF6aZVuO49OIyig\ne+05Ku32QZmuJ8cxhbmuYy9HWa5TfD9kqdbGsi1GhgtMjA9RLue2rF5IBMcGGJTgOF6b45GzJ2k1\njOlVvs+DItYJf332GR6ceRGAffkqP7b/DSsswedqLT7x4OOcWzCW6LdMjfD6XeMMFbN4GcxMACIS\nFZKoDlqFZkYA5g2gFwXRDqSta6YjpY6dFPHicRQ2sU746NxjzMct7spNc3/xEJ9/8iWePzePUvCO\nI/u4+8guhsp5rIveWGf9BrtyFfbkKyu2Nzo+SaK5a/8usmJjLgwQP4441VzkZGORMIkpuBmytvOa\nLrzdsH9XdHS/D6JlN9GVFuNJ7+LYb0luPrFvTqSkW5fhxyG2sii5GYa9PCU3S24D7qxXoisoTITI\niIo46RpzgdurmegXFU5vloznOOvu6OhGRsLQdPZ0zbe6LcT997s3l+yDue21HccJHT+k3Q6M+VsY\nE0WmO6U787VfjNipOLkWp1e322aooevYjIyWGBsrUy6tb0TAZiKCYwMMUnC8UJvFjhSvzi2RdV3y\nmZVvDE8tneXPX/0n2nFI3nZ53757ubW8PFAnCCM++8hzPPbCaQBynsMbDkxzoFoml/NWzI7QxD0R\nolWYToj0SYghdeMDjZXk8eKJXovZ15oneKhxnLzl8q+rb+Tvnz7BC6nY+M7bD3LvrXvI5y/95Bjr\nhMWgzS3lcYbclemUs4t1Do4Nc2B8HaMdBWETWAranGosUQs7dOKIMIlQKDzLIWM7ZG1nU3P+cV8t\nQvf7WCcEUYIfRgRxRBSlgiXtoui2Ybq2lXZKXBod0VoTamMCFSYxkTZdBxYmFTHiFih7WfK2d1Vd\nOUmSECV6zShF1/7ctW3zQclzyXluz9TK7XpQ7IAagCsRxwlBYP4OYRgRRqYLpxtdicJUXEXLkSxL\nWX2RkbQjZwfV+ei0tbXZ6OBlXMbGSoyNligW12elMAhEcGyAQQuOqVyJc7UGp+YXyXse2Ytskef9\nJh9/5VFOthcB+I6Jw3zn5C0r8q8nzi/w6a8+y/lFE+3YNVzivv3TlLMZ8rm1R3UvT0g00Y+ECEcX\nsLQpAluKO3xk9hEiEv556Qgnn2/w4vkFLKX4nnsOce8te3DWeGNpRD4WitvKkyvSKe3A5HDv2jdN\nUbw3hC0mShLacUg7CmiGAYtBh2bk48cRkdZYQNZ2ydhGiAyylbYrRMyFPSKIY9p+mNaRRHSimCAO\nCbWZN+Kk3TVZxyFnu+Rsj6LjkbEdPMsm73hr1mXEXeGT6NRddXlqrBE7Jt9gKWPl3k1/9EcpjKGV\n1fOguBY/9W+Erv19kEZCwjAiCGJabZ9OJ+wVyCZJYlI16XRgx7HxPHvL0jRJ+jf1/ZBGyyeX85gY\nKzM6WiSf3/73WBEcG2DggiNfhrSm4eT8UlostTLNECUx//fMU3x51nSJHCyO8v59966wCo+ThK88\nc4IvPv4SYZRgKcXdB6a4dWIYx7LMyPsNKvFPLT7Ji/4cu90hSq/kOX5hCUspvv9Nt3HXoenLhubW\nSqecX2qwq1rmyNTYGs8UhK0liGPacUArCmmEPotBm04U0klitE6wlU02xBP3MwAAEiBJREFUFSCe\ntbljxSE1cEpi/MSIjkgbS/VEa5Q2lVeOtkkijU4USoNKTFcNip6jpaY7LdZ4T8ByfUN/F4edpjyy\njk3GNdEJJ7XI7q+zkGLutdFaEwSmHTgIIvzAtAW3WwFBGC0LEcu0Al+NENHdFuA46TOOM1EXY+q1\n3A7s2ArXc5gYLzM8XCSX2zljIkRwbIAtERzQEx2nUtGx2oj2byyc4n+dfBw/iSg5GX50370cKq28\ncC802nzm4WMcO2l8MYYKWb7t8F5Gc1ksS5HPeev6ZPKiP8unFp/CQrHv7AhnzxsPkB/+tju4/cDk\nZZ+7VjoliCKWWj537pumkt++EJ8gXA6tNX4c0YpD2lHIUtChFnToxCFBEkOvKPGigabd98eeINFp\nbdTynsvPW37MVsq4VlouJS9D0TF1JkbkuHh9F/4w7k6iNaZOnSCk3vFphxGWpcjYNpm0/dG1+4XE\ncppmkK6YNzqrCpFGh1ZaM7KaEAGT3ul+aXRa76pQdvdvZ1I5mYxDJuOSybhp8aupMXEcCzd1f91p\niODYAIMSHBfaDZ5aOIelFMMZUwzaHcl9emGJUjaDt4romOk0+Pgrj3C2U0MB75q8lfsnDl8S+n3m\n1Rk+8/AxlppmNPItu0Z544FpVKzNp5ucu2a4ONQx/2P2UZaSDtWlPO3jpl3tR7/9To7suXJkoptO\nOTo0uSLEO1NrMFoscPvuCXnDE64pEq1pR2EvEhIm8fI4dKV653P3rO6N/1J933dfrG9fS6lUXLiv\nKXrSHeol/1c7kyTRhKlBmh8Yf5Jm06fVDtAaPM9JxYSD6zq9ThrHTYViKiyuRURwbIBBCQ6AmXad\n55ZmCJOE0UyhZyN8ZrHO6YVFyrnsqsOogiTiU6ee4JH5VwGYzJa5rTzBLaVx9hdGejUTfhjxwOMv\n8ZVnXiXRGs+x+bbb9nFweIiOH5HxHLIZ9xLf/IcaL/O15qs4kYX9TAZX2bz//rs4NH3lYUNRkrAQ\nNNlfGGYqt9zyGsUJc40mr9szJWPoBUEQMEIEuK7rYURwbIBBCg6Aeb/FscXztMKA8VypJzpOL9Q4\ns1CjnM+sOQHzkbkT/OWpJwj18vhpz7K5uTjKkdIER0rjjGUKnFto8FdffYZXLywBMFkt8s47biJn\n2fh+RDbjkkn9M+aiJh+de4wEjXvcI9vweP/9d3HzOsSG1ppZv8lopsBNxZEV0Y35RotixuN1e6fE\nAVAQBOEGQQTHBhi04ACoBR2OLZ5nMegwnitiK4tEJ5xZqHF6oUYln8VdQ3Q0Ip9jtRmer8/wXH2G\neuSveHzYy3OkNM7h4hiNmZAHvv4y7SBCAfce2sV9B3fRaYdEQYTnOfyf2hOc0XWsJYv8yRwfuP8e\nDk6tr311MWjjWRaHSuMrev8TrTm/2OD2PRNMDpWu+jgJgiAI1xYiODbAVggOgGYY8NzSeWbbTcZy\nJRzLiI5TczXOLl1edHRJtOZse4ljdSNAXm7OE/dZM1soducqJIswc6KFalkUsxm+866b2Vst8ejs\nSb4YvAgJFF8o8MG33cNNk+sTG504pBUFHCqNrTAoA1hqdXBsizv3Tl8T/fmCIAjC5iCCYwNsleAA\n6EQhzy9d4GyrxliuiGvZxEnCqfklzi81GMpncTdwwfbjiJcasz0BMuM3VjxuxQpqFlbdZl++yivV\nC8R2Qua8x0/e+SYOTFTX9XNinTDnN9mbr7L7ojZYrTXnFuscmRpjz0hljVcQBEEQrkdkWuwOJeu4\n3FKZwLEsTjYWGckWyNgOu4eH0FozU2tQKeTWPeI5YzvcNjTJbUOmjXXeb/Jc/QLPpQKkQwTVmKQa\n8xLnAbB8xU+8/r51iw2tNfNp3cZU7lJB1vRD8hlPCkUFQRCEdSOCYwvwbJvDQ+M4yuaV+jyVTI6c\n47I7jQ6crzUYLuSwr8KUZzhT4E2ZAm8a3U+sE15tLfBcbYanF89xumMKSt89/ToOTl65QLRLLepQ\ncDz25KuruhzW2x1uGh8h523ePAdBEATh+kYExxbhWBY3D43iWBYv1eeIdULRzbB7uILG+Flcrejo\nYiuLA4URDhRGeNfUrTSjgCCJLqm/uByddOz1TaWRVQdEdYKQjOswVpbohiAIgrB+RHBsIZZSHCgN\n4yiLF2uzRDqh4uXYM1xBa82FepPhQn7TBgcVHI8C67fDjXVCLeywN19dU6QstTtMVcqUZGaKIAiC\nsAHEPGGLUUqxt1Tl1uoEidbMd1o4tsXekQojxQLzzZaxyd1iTN1Ga826DYAgilFKSRusIAiCsGFE\ncGwTU/kyR6sT2JZipt3Atiz2paJjrrH1osPUbbjszlXWnE5Za3cYLRZkZoogCIKwYURwbCOj2SJH\nq5MUXJfz7Tp2L9KRZ77ZJo63RnR06zZ256vkndVTMHFihhBNDhVltoMgCIKwYURwbDPVTJ6jlUkq\nmRzn2zVsW7F3pMpwIc98o0UQRQP9+bFOqIc+07khqn1TYPvRWjPXaFEp5KgW1l+AKgiCIAhdRHDs\nAEpelqPVScayJWbadZQF+8eq7Bou02j7tPxgID+3W7cxkskzlSuvGrmI4phzi3WK2Qw3jQ3jbFJB\nqyAIgnBjIVePHULe8bitOsFUfoiZdoNEJ+yqDrF3tEIYJ9RanU3/mfXIJ3+Zuo1WEHKh3mSqUuLo\nrgkqhdUjIIIgCIJwJaQtdgeRsR1uqYzjWjavNhbI2A4jpQKe43Bqbom5epNqIYe1CZNZO3FIlMTs\nL42tWrex0GwTxjEHx0bYM1KRyIYgCILwmpCryA7DtWwOlUe5fXiKvOOaaIel2TdeoZzLMtdoEcXx\nlV/oMnTrNqZWqduIk4Rzi3Vsy+L2XRPsH6uK2BAEQRBeMxLh2IHYlsV0vsxYtsBsp8mp5iILfpuh\ncgbbVszVW5RzWTLuxv98K+o2sivrNvwwYq7RYrxc5OD4MEUx9xIEQRA2CREcOxjXspnKlxnLFpnt\nNDjdXCJB09EetWaHXOxuWBT01204famZWrtDyw/ZP1pl32hVRs4LgiAIm4oIjmsAx7KYzJcZzRaZ\n85ucyi7ykj3H+aUGnTBipJhflzfGanUbidbM1Vs4luLW6XEmh0pYlvhsCIIgCJuLCI5rCMeymMiV\nGM0U2Fus8mz+PE+dP8/LC3PsKQ/hOWtPb+3WbezOV3p1G2EcM1tvUc1nOTg+Il0ogiAIwsAQwXEN\nYlsWY7kiI7sK7C+P8OipV3llcZ5iLsNItoBrXZoOWQhajHjLdRstP2Cp5TNdLXPT+DDZq6gHEQRB\nEIT1IleZaxhLKfaWK4wfKvLEmbM8OXOGC60GGdeh5GbxUuFRCzvkbJfd+Qq2Usw3WsRac2hyhN3D\nQ9ib0GYrCIIgCJdjYFcapdSwUuoTSqmaUmpRKfURpVTxCs9RSqlfU0qdVUq1lVJfUEodumifLyml\n9EVf/31Qv8e1QNZ1uHfPbt554DC7M1WcyKIRdpjzmzQinyiJ2Z2rkLEcZmoNXNvm6K4J9o1WRWwI\ngiAIW8IgIxyfAKaAdwIu8FHgj4Afucxzfg74EPAB4Djw68DfKqVu01r3W23+MfCf++63NnHd1ySW\npdg7WiWX8Xjh3Cyz7QaJp6mFHaZyQ+SVx/mlBhNDRQ6Oj1DIrD6kTRAEQRAGwUAEh1LqVuBdwBu0\n1o+l2/498NdKqf+gtT6zynMU8LPAb2it/yrd9mPAeeDdwCf7dm9prc8NYu3XOmOlAlnXMaKj3mSs\nUETHmlq7w4Ex0/Lq2tLyKgiCIGwtg4qnvwlY7IqNlC8ACXDfGs85AEym+wGgtV4CHk5fr5/3KaVm\nlVJPKaV+Uyl12RGmSqmMUqrc/QJKG/x9rilK2Qy37Zpg93CFZjMArbh1eoKD4yMiNgRBEIRtYVAp\nlUlgpn+D1jpSSs2nj631HDARjX7OX/ScPwNOAGeA1wH/BTgCfP9l1vMLwC+va+XXCVnX4fDkKJV8\nlkLWYyiX3e4lCYIgCDcwGxIcSqnfAn7+CrvdevXLuTJa6z/qu/ukUuoM8IBS6qDW+qU1nvabwO/1\n3S8Bpwa1xp2CY1tMV8vbvQxBEARB2HCE43eBj11hn5eBc8B4/0allAMMp4+tRnf7BHC2b/sE8Phl\nft4j6e3NwKqCQ2vtA37fWi7zcoIgCIIgbDYbEhxa6wvAhSvtp5T6KlBRSt2jtf56uvkdmJqRh9d4\n2nGM6LifVGCk9Rb3AX94mR93Z3p79jL7CIIgCIKwjQykaFRr/SzwOeCPlVJvVEq9BfgD4JP9HSpK\nqWNKqfekz9HA7wO/qJT6PqXUHcCfYGo1Pp3uf1Ap9UtKqXuUUvuVUt+X7vOQ1vqJQfwugiAIgiC8\ndgbpw/E+jMj4IqY75S8xHhv9HAGG+u7/NlDA+HVUgC8D7+rz4AiA78C0zxaAk+nr/sZgfgVBEARB\nEDYDZQILNxZpqmZpaWmJclmKKgVBEARhvdRqNYaGhgCGtNa19T5PfK0FQRAEQRg4IjgEQRAEQRg4\nIjgEQRAEQRg4IjgEQRAEQRg4IjgEQRAEQRg4g2yL3fHUausurhUEQRAEgau/dt6obbG7uAFmqQiC\nIAjCANmttT693p1vVMGhgGmgvt1rWYPucLnd7Nw1Xk/I8d5a5HhvLXK8t44b6ViXgDN6AyLihkyp\npAdo3apsq+kbLlffiKmKcHXI8d5a5HhvLXK8t44b7Fhv+PeTolFBEARBEAaOCA5BEARBEAaOCI6d\niQ/8anorDB453luLHO+tRY731iHH+jLckEWjgiAIgiBsLRLhEARBEARh4IjgEARBEARh4IjgEARB\nEARh4IjgEARBEARh4Ijg2GEopX5aKfWKUqqjlHpYKfXG7V7T9YhS6leUUvqir2Pbva7rBaXUW5VS\nn1FKnUmP7bsvelwppX5NKXVWKdVWSn1BKXVou9Z7rbOO4/2xVc73z23Xeq91lFK/oJR6VClVV0rN\nKKU+rZQ6ctE+co5fhAiOHYRS6oeB38O0Vd0NfBP4W6XU+LYu7PrlaWCq7+tbt3c51xUFzPn702s8\n/nPAh4B/C9wHNDHnenZrlnfdcaXjDfA5Vp7v/2oL1nW98jbgw8C3AO8EXODzSqlC3z5yjl+EtMXu\nIJRSDwOPaq1/Jr1vASeB/6a1/q1tXdx1hlLqV4B3a63v3O61XO8opTTwHq31p9P7CjgD/K7W+nfS\nbUPAeeCDWutPbttirwMuPt7pto8BFa31u9d8onDVKKXGgBngbVrrh+QcXx2JcOwQlFIecA/whe42\nrXWS3n/Tdq3rOudQGoJ+WSn1CaXU3u1e0A3CAWCSlef6EvAwcq4Pkren4f/nlFJ/qJQa2e4FXUcM\npbfz6a2c46sggmPnMArYGAXcz3nMiStsLg8DHwTeBfw7zBvEPyilStu5qBuE7vks5/rW8Tngx4D7\ngZ/HpAT+Rillb+uqrgPSSPTvA1/RWj+VbpZzfBVuyGmxgqC1/pu+u0+k6awTwA8BH9meVQnCYLgo\nhP+kUuoJ4CXg7cAXt2VR1w8fBm5HasCuiEQ4dg6zQAxMXLR9Aji39cu5sdBaLwLPAzdv91puALrn\ns5zr24TW+mXMe46c768BpdQfAN8DfLvW+lTfQ3KOr4IIjh2C1joAvo4JeQK9UN39wFe3a103Ckqp\nIubN9+x2r+UG4DjmTbf/XC9jKvnlXN8ClFK7gRHkfL8q0pbXPwDeA7xDa338ol3kHF8FSansLH4P\n+LhS6jHgEeBnMe1uH93WVV2HKKV+B/gMJo0yjWlFjoA/3851XS/0CbguB5RSdwLzWutXlVK/D/yi\nUuoFzJvzr2Oq+j996asJV+Jyxzv9+mXgLzEXwYPAbwMvAn+7xUu9Xvgw8CPAvwDqSqluXcaS1rqt\ntdZyjl+KtMXuMJRSPwP8R0xh0ePAh7TWD2/vqq4/lFKfBN6K+ZR3Afgy8J+01i9t68KuE5RSbwce\nXOWhj2utP5i2Df4q8JNABXP8f0pr/fzWrfL64XLHG1MU/WngLsyxPgN8HvglrfXFRY3COkhbj1fj\nx7XWH0v3kXP8IkRwCIIgCIIwcKSGQxAEQRCEgSOCQxAEQRCEgSOCQxAEQRCEgSOCQxAEQRCEgSOC\nQxAEQRCEgSOCQxAEQRCEgSOCQxAEQRCEgSOCQxAEQRCEgSOCQxAEQRCEgSOCQxAEQRCEgSOCQxAE\nQRCEgSOCQxAEQRCEgfP/AUFEPSj3Rv+cAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117eb1190>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=\"timepoint\", y=\"coef\", hue=\"cpe\", data=quart_df, hue_limits=(0, 5))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x117dc3290>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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jrdj6vm4AKvU63R3tdJTO7SJX90Vt3PJwcmrm2PY6qTg1zyrH3MAgk0vT8lo0\nJhsUi4WZpm6PPfbp095zutS5dJAVQpwPljrgGCc5L7jmpPfXAOdsLVhr3QJ2AJee4nNfa21Pv4D6\nubq3ODds2yYIgjnt6EO/hd8IqDRq9A8NYCiD66+5bs73dRgkp1JSaUgZBF6DvueTap+bfqYDq2wS\nRhFRFLG+t2dR3WXP1MU39VJekydwI+L+DNVaJSkQZpqARtfnX+XI5NM4Y3XCVsSHP/wh0uk0O3fu\nYteu3ae9ZzZrMTQ0LKXOhRCr3pIGHFrrANgO3Db9nlLKmPr5R+fqPkqpFHAdMHyuxhTLa3JyknTa\nnPO+3/CJgpA9ryblzC+/9DKKhRNzL5KtlAl0qwlWDo1P3/MVQi9pzrb+rWUAanWHznKJrnJpSZ7B\nMBQ33L0FgOGf2qSMDJ5fB0JUNo9262h/nlWOvIXfaNKsefT09HD33XcB8LnPnb4QWKlUYmJiQkqd\nCyFWveXYUvkz4N8rpX5ZKXUV8NdAAfgUgFLqj5VSj83+glLqBqXUDUAR6Jn6+epZn/9npdQdSqmt\nSqmbgE+THIv9+2V4HnGOtVotxscn5s/fcH2Uodi5J8nfuGme/A3t1tBOBSNbBBVgDziM7k5+sV9y\nZw9GShHFMX7QYuOa3gXrd5yty29ZR77dwqsFGMMW1VodTQCpJJiaL5fDSClS6RTOeJ041jzyyMMA\nPP/8v562uFc2myUIAtlWEUKseksecGitPw/8LvBxYCdwA3DXrGOs64CLTvrajqnXW4BHp/77qVmf\ndwCfAPZNvV8C3jl17FacZ2zbXqAdvYdhGuzYO50wemL9DR22iO1xSKXAhDjyOfR08ku6d1sbpY1J\nETHbcSi3FelqLy/ps6TSBtffkZSEGf6JTdq08Pyk90qyymGj/bnVRLNFC7eaHJG94orLufrqqwnD\nkK9//ak5156sUMgzMDBIFC3QVE4IIVbYsiSNaq3/Qmu9WWttaa3frrV+YdZnv6K1fs9J16t5Xltm\nff5bs8Zbq7W+V2u9YzmeRZx7tm0TRRGmeeKWynQ7+v7RQey6TS6X44pLL5/5fOZUSuBNbaU0GX6x\njjs21Zzt5zqB5ASM6/lsWttL2py7bXOuXX3rBqy8SX2siTmepVrzgABSGlBoZ271UcNMVl2c8SS9\n6KGHHgDgiSeePG1+RrlcplqtSqlzIcSqdl6eUhEXltHRMbJZa877LS8gakXsemWqnPnV150QlGiv\njnYqqGwWtICsAAAgAElEQVQBlI9f8+n/fpLLsOU9naRzyS/xesOlVMjT3d6+DE+TVCO99rZk0W74\nJzaZdAa36ScJpNlcssrRnLvKYRWyNCoN/IbPHXfcTj6f5+jRfrZvf2nB+5lTSamjo2NL8ThCCHFO\nSMAhVpTnedRqNfL5edrR202MlOKlqeOwN846Dqs1STdWwwBTAwGHn7WT5mwbs/Rua5u6TuN4LhvX\n9mJl0svyTADXvW8TZsagMtDAsnPUbBcIIRWBUvPmcqSzJqEf4lVd8vk8d911JwBPPPGV096vra1N\nSp0LIVY1CTjEikrKmbvk8yeWM4/CGM/2iFTEK6/tA07K3wj9pHpn2gR8Jl/3mXw9ac629c7jRb0c\n16OYy8/bgn4pZYsZrro1Kfdy7Kd1rEwGtxkBAWStZHXGm2+VI0N9rE4YhDPbKs899zzVanXB+0mp\ncyHEaicBh1hR079IT66L0XIDwmbA/iOvE4Yhvd09bFi7fuZzHTTRYQBmRBTEHH4myV9Y/7YyhZ7M\nzHV2o8H63m6y1twtm6V2/R2bMVKK0QM2uWaeWn3qSKzRQivQjck5+RmZXHJE1qt5XHnllVx11ZW0\nWq3TJo9KqXMhxGonAYdYMXEcMzo6NqdZGyTHYaP4eDv6m7bdcEIpcu05aCMGQgZ+WMe3w6Q527uO\nr2Q0PI+cZbGmq3PJn2U+xc4sl92S9HwZ297ASqdxmy0ghKxJ7NpzVjmUAaaVpj5SI440Dz74ASDZ\nVjld8mipVGZ0dExKnQshViUJOMSKaTQa1Ov1edvRu1UXM52aKWc+u3+KDkO076DSCncsYugnSaLo\nxe9LmrNNqzkN1vd0UZgnoFkuN9y9BRQM7JmkTRenVjlMlBFBCrQzMSeQyBYtmvUmnu1y5523k8vl\n6OvrY8eOnQveq1DI02g0pCaHEGJVkoBDrBjbtvF9n2w2e8L7oR8SuD62V6dv4ChKKW64dtvM58l2\niodOGRz6diVpznZpnq7Ljwcunu9jpdOs6X7jLejPhY51BS6+sReA8R0uVjqN1wySD60UcdNBuydW\n2jdSBkpBYyLpLXPXXXcAyRHZhSilyGazUupcCLEqScAhVszkZGXeqp+BF9Bqhux59WUALtt6KW3F\n483WtO+gFYy/3MTub2KkFRfffmJgUbUders6Kc2zenIyozaMaizdqsCN924BoG/7OB1miWrdAVIo\nI0YbIbEziT6pHX2mmMWtuvgNf2Zb5TvfeZ5qdeES5uVyUurctu2leBQhhHjDJOAQKyIMQ8bGxubd\nTgkaPqDZsXee7ZQ4Qnt1wlBz5Lmp5mzv6iBbPn7k1Q9apFIG6xexupE69gqF5/87xWf+PwrP/DHW\nrsdJHXsFwnN3vLR3S5kNV3cSR5qJ3V6yyuH5gInKmuhmFe2duMqRtkzCIMSreVx11ZVcccXlBEHA\nN76xcPJoNpvF933Gx8fP2fyFEOJckIBDrIh6vU6jkbRkn01rcGsuhpk63j9ldv2NVhMdNhn8aSNp\nztadZv3bTixXXrXr9HR0UG47scnbHFGL7O7j2xRGY5zM4R+Q//EnKX7jD8h9/6/JvPYcRnUQdLzA\nQKd341RTt4M/GqU7307VcVAYKJVCmxGxMzF3lSObdJGNI81DDz0ILK7yaLFYkFLnQohVRwIOsSJs\n2yYMw7nlzJstAjdgcGyQql0ja2W58rJZ5cybHnHcYuK1JgAXvbsTI3X89EqrFQKaDb3dJ5xqmU/m\n4L9huBOochu5//zbGB98lPjqm4kLHSgdYY4fwHrlGxS++2cUvvVxsts/g9m/HeXXFxx3Phuu6qTn\n4hJRK6ayN8kvcb0mkEJZFrFfQXsnboMkXWR9vJrLnXfeQS6X48iRPnbu3LXgvcrlMrVaTUqdCyFW\nlaVvLCHEPMbGxslkMnPeD1yfMAjZvT9pR7/tmmtJm8l2idagmzZeLSawIwxT0X7xiSdQKvU63R3t\ndJTa5ow9m/JqZF59FoDsB95HZm0bmbVt8N7L0PouWkcr+DsOE716AAYPYfh1jP7tpPu3AxCVNxD2\nXkHUewVR1xYwFv6npJTipnsu5um/3MXr3zvGLTds4ej4CPlcFlQanWoSO6OoXBvKSPJajJTCSEFj\n0qH30rXceeftPPnkV3n88Se58ca5XXOnmaaJ1smR4+7u7gXnJYQQy0UCDrHsms0mlUplznYKgO80\nMQzFS3vmyd8ImhC4VPtbAJQvypJKH1+kC6OIKIpY39M9p5DYyayXv46KAlIXbyR143WM78iRKUdY\nnRGZUkRmcyeZzZ3AW9CtEP+VQYJdB4lfP4CaGCZVGyRVG4TXn0ObFlH3JYS9VxCuuxadm79ny5Yb\nemhfV6A63KD+aovsugyu1ySfy6KsPHGjiuFVUYXjuSdWIYtXdQmmkkeffPKrfOc7z/G7v/tblMun\n7nxbLLYxPDzMpZdeMm9gJ4QQy022VMSyq9fruG6DfD5/wvtxpPFqHrGKefnVVwC4aVbAQcsjjkOq\nh5OEzvatJ36/VnfoLJdO24I+NXGY9MBLoCD3yN3UXs3RHEtjH8gy9pMCQ8+3Mf5SjvrhDEHNANMk\ne/1mSh99L+3/76/R9se/Q+aRh1DXXI/OFlChj3nsFbK7n6Dwnf+GYQ/Pe19lKG64awsAr353mDUd\nnVTqyfaMUiaYBrFzjDgKZ75jWiZRK8KruVx99VVcfnmSPPrUU99a8BlLpTbq9brU5BBCrBoScIhl\nV6vV0FrPLWfuJeXMX+t7nVarRXdnFxvXbwCmtlNcmzCKqQ8kAUfHJccDjiiO8YMWG3p75j1qO0PH\nWLufACD9zhsJchfhDp/Y1E1HiuZ4mtrrWUZfKCYByI4c9SMZAttAlYrkbr2O0m98gPJ//x2Kv/dr\nmHfeBt29qNDH2vU4czqzTbnslrUUOizcWoB3KCaXSVY5FAplFYmbNjRP7IeSySXJo1EYL7ptvWEY\nGIbByMjIqf8shBBiGUnAIZaV1vrU5cy9gKgVz1/OPAzQLRd7METHkO1Mk+s4HijYjkO5rUh3x8It\n6NN9P0m2QnIWmbtvo/pKFlg4uVSHiuZYmtprWUZ/XGT4u0XGd+ZwjqYJ3RSpi9ZReOBnaPu/HoVM\nGnPiEObRn847Vso0uP7OLQDsf36INV1dM6schkqBmSGqDxNHwfE55yx816dZ87jrrjvJZrMcOnSY\nXbt2LzjvcrnMyMiolDoXQqwKEnCIZeW6LrZtz1t/w6t5GKZix9Rx2Bu33TjzmQ48dOhTPZL8Iu7Y\nejxgieMYr+mzcU0PaXOBtKTAw9qX1LHI3vse6sNdRL5By4+oT3gEXrioCp1xy6A5mqa6P8fID4sM\nfbfIxK4cftRF9p5bk/Ff/joE7rzfv+rdG8gW09ijHq0ByGUyNDwPAMNqQ/su2htleiZGSpFKGTgT\nDoVCkTvuuB04fdv6QiGP67rSQVYIsSpIwCGWleM4NJvNueXMWxG+4+E0XQ4fPZKUM79mVjlzzyFW\nMZWDyS/mzlnbKfWGS1s+T0/Hwi3orf1Po/wGxtpu4mtvoTGYRmtNo+qTK2VoBRG1EQ+n0iRsLb6G\nRRwYeCNpJnfnMN7xDox1PaiggfXKN+a9Pm2luPa2TQDsf26IdT1dU9VHk9MsmDliZxwdHQ9YrKJF\ns+biN5oz2yrPPvudBSuKKqWwLIvBwSEpdS6EWHEScIhlVa/XAT2nRkbLa9Fqttj7elLO/JItWymX\nSgDoKGnW5lViWo0YI60obUpWOLTWOK7HhjU9WJkTczFmM+xjpA//AADrobuovloEFJ4dkC2kWXtZ\nB5u39bD+yg6yxQyeHVAbcfHsgDhaXNEvHSkq+4vkPnIvAJkjP8aY7Jv32mvfexFpK8VEv0M8Zp60\nypFH+z7aG0dPrXOkMiZhGOFWXa655houu+xSfN8/bfJoe3uZ8fFxWeUQQqw4CTjEshofH5+zugFJ\n/Q0da3a8PLWdMvs4rJ80a6v0Jcdh2zfnMMwkYHFcj2I+R2/nAi3otSb78hMoHWNuu4JG6hoizyAK\nY4JmSNemNjJZk0zOpH1tgU3XdnHRth56LyljmAbOhE9tzMV3W6ddKQgqJl76MtK3JPPP7voSxHNX\nS7LFNFffuhGAV78zxPrebir27FUOC92YROvmzHesfIbGuEPUihbdtt6yLKIoor9/YMF5CyHEUpOA\nQyybZrOJbdfJ5fJzPvOqLoZpzORvnFDO3G+gVUz1UPLLd/bpFNtxWNfTTS5rnfK+5vAeUiMHwExh\n3H43jf5kJaRR9WnrydHWfWIApJQi15aha2MbF23rZuN1XXSsKxJFmtqohzPZpOWfesvFPmCRvut2\nVD5LqjY0s7JysuvuuAgjpRh+vUqqbpG3Zq1yZLLEfoD2qzOrHJnp5FG7yd1334llWRw8eJA9e/ae\nci4AXV2dDA0NUa1WF7xOCCGWkgQcYtk4joPnueRyJ+VvNEP8hs/Q+DEq1QqWZXH15VcCU83amnXC\nEOpD0wmjScDR8DxylsWargVWN6IW2X1fBSDz3ndQG14PKAIvxDAUXRvaMFKn/meQMg2KHVnWXtrO\n5m3dbLiqk3y7he+2qB5zcWs+UXjilouOFJW+brIfeB8A1v5voby5XV6LHVkuf+d6AF59LlnlqE6v\nchgpIIV2q0Br6j0wTQNnvE6x2MYddyTjP/74E6d+fiCXyxEEvqxyCCFWlAQcYtk4jkMc6zl1Mnxv\nupz5HgCuu+oa0umpcuatJrrlUhsIQUO+J41VTk6i1OoN1vV0U8zPPWI7zTr8PKpeQbW34V9yG6Gb\nQmuNWwtoX1cgXz71ysjJ0pZJuTfPhqs6uWhbD2svK2NmTRoVn9qoS9NpoeNkNSKomDQ3vp3UxRtR\nLR/r5flPlNxw92ZQ0LdrnGwrTy5rzcrlyKI9F92yZ1Y5rGKWpu3i15sz2yrPPLNw8ihAR0cng4OD\n0rZeCLFiJOAQy2ZiYnLeMtstN0ABO/dObafMzt9oemgdUj00VexranUjiiJShlqw7oZyK2RefQ4A\n8847cIaT/iqeHZAtpelYP/do7mIopcgW0nRuaOOia7vYdF03XZva0Bpqox6tZlIptH4wR/oD94JS\npAd2kRp9dc5Y7WsKbH3LGgBee36Y9T1dx1c5zAw6jNFNm+lVjlQ6RRTGuNUG1113LZdccgm+7/PN\nbz694JyLxQKe5zE0NPSGnlkIIc6WBBxiWbRaLarVCvmTViO0BrfSICJmz77khMp0wmjSrK2OTikq\n0/kbM9spTfLZLG2Fufkg0/KHvgatFqmtm7BTNwNqKlE0omtDG2nr7FsJGSmDQrtF78VlNl/fTdem\nIo1asvWjI0WtspXMe24GILf3yxC15oxx0z1bADjwkxHaVBu5rIXjJqscysyg3To6dmfqclj5DM5E\nnSiIeOih6eTR07etb28vc/RovxQCE0KsCAk4xLJwHAfX9eb0T2l5AYHX4kD/AYJWQFdHJxdtTGpU\nJM3aGjQmNKEXk8oo2jYm+R+u59HT2X7KQl9m7QDGgV2gIHrHA4Rucl2j0qQ0T6LouWBmUpTXFkhb\nKXw3CSyCqknr+jtQ5TaUPUHm4HNzvte9ucSma7vQseb1fzvGht4eatN1Oawssd9C+3UgCWTSeYuW\n18KzPe655y4sy+LAgYPs3fvygvMrlUo4jsPw8Py9XoQQYilJwCGWheM4hGGIeVKAELgBUStk174k\nf+PG664/XqOj5RHHAdXDyepG+8V5jJQijmM0UG47RQt6HZN7JUmkTL3tLdTdLcm9vBDDNOjcWFww\nUfRsZAtpymsLePbx0uT1/jKZ++4EwHr1OZQzPud7N9ydzHH/94coZ46vcihloDDQbgNNEw0olWyt\nOOM2hUKR22+/DYDHH3/ytPMrl8v09fXhTeWJCCHEcpGAQyyLarWGac5tqtZ0miileGn3VDv6bbO2\nU7w6mMas/I1kO8Zt+uSzWUrztLcHyE/+EEaOQc6isfle0OrERNHS4hNF34hyb45MPo3fSFY5dKSw\nU28lddUlEIXk931pTnO39Vd0sGZrmagVc+gHoyetcljoZhNaDaZXObJFi2bNw3f8meTRb3/7GRzH\nWXhu5RK1mi2rHEKIZScBh1hyURQxMTExbzv6ZtWlETQ41HcYgBuvvT75MAzQQYOWD85w8kt2uh29\n22zSUWojO08CqqEdUi9NVd+85X20Wkmres8OyJUydKx7Y4miZ8LKpymvzePVjxcKC2pp4p99IKkF\nMvg65siuE76jlOKGqVyOl58foCNfImtlcJvNqeTREO010fhowDBTSf7LpMO2bdexdevWqeTRhSuP\nKqVoayty9Gg/vu8vxeMLIcS8JOAQS67RaOC67pwOsYHn0/JbvHxgHwBbN19Mezk5dTLdrK12NFkl\nKKzJYLWZaK0Jw4iu9vK89yoOfRMaHmpNL/XSuwFmEkU7NxbPSaLoYpR781gFc2aVA6A+sZ70z/0M\nALm9T0KrecJ3tlzfQ8f6AoEXcvQnE/R2dR5f5TDTxG4DYp/pVY5MPkNj0iH0o5n+Ko8/vpjk0XYm\nJyeldb0QYllJwCGWnOM4BEGAZZ24ldFyA6IwZucrx9vRT9NNB21oKoeSXIPp6qLNICCbSc97OiWb\n6kdvfwEAf9sDoJLgwplOFO0694mip5LJmrSvK9BsHF/l0JHCWXM7Rk8nOHXyR755wneUobhxKpdj\n9zNH6Sl1YBgGQauFsrLgN9HN46sc6VyGwGvRtF3uvjtJHn399QO8/PIrC87NMAwKhTyHDx+h1Zp7\nakYIIZaCBBxiydm2PadZG4Bnu6RSih3T+RvTx2GjEN10IKXm1N9ouB7ltiL5k/qxqFRMdvdXINZw\n2TX4haRSaeCFpJY4UfRUSj15soUMzfrxX+qBk0P/3P0ApF75ASnnxOqfl9y8lmJXFs8OGNlt09PR\nTrXuoJQBSqE9l6QmR0DScsWkPlanrVjittveCyRHZE+no6ODSqXC6OjoOXteIYRYiAQcYklprRkf\nn5hbzrwV0aw3OVYZZaIySSad4Zorrkq+M9WsrT4aEfkxZtagbX2yOuK3WnR3tM8JYEr6JaLXD4Np\n4my9f+beru3Tvq645Imi80lbKTo2FPHdcKYCKUA9upbU9deA1lMJpMdLo6dMg+vv3AzA7mf6WNvV\nRRRFRFGEsnLQdCEIZlY5sgWLZt3Dd463rX/66WdwnIVrbaRSKSwrQ1/fUaLo1H1hhBDiXJGAQywp\nz/NoNJy59TfcgLAZsvvVpPHYtVddPVOF9HiztmR1o/3iHMpQBK0WGTM953SKVfbQ330KgPCaW9G5\nbgDcWkCuzVqWRNFTaevKkitl8OrHj8nqSOFe/gBYGRjsJzf+oxO+c+W71pPJm9ijHk5fQEeplKxy\nmGniMEQ3faZXOQzTQGtoVBpcf/31XHzxFprNJt/61sKVRwE6OzsZGxuVVQ4hxLKQgEMsKcdxaDab\nc1rSB66P1rBjb7KdMl3OfLpZm0obVA+e2B224Xm0FfIUZyWfqpSmcOxZ9GQN2sp4m5KaFFEYEwbT\niaJzj+MuFzOTShJBmxHxrFWOoNWFelfSfM186SlUVJ/5LJ01ueY9Sev6vc/2s6G3Bz9oEcfxTOVR\nYj2zymEVLBoTDqEfzhyRXUzyqGmamKZJX99R4jhe8FohhDhbEnCIJVWv19Faz9kC8WousZpVzny6\n/sZUsza/qWiMJrkP7RdPH4f16eloxzCO/7Ut9R6j9dz3AWhedR+YydaJU2nS1p2jrfvUjd2WS1t3\njnw5g1c78RhqvXQrxvq14DVp6zuxuds1792UtK5/rYquKdryOeoNF2Vl0YGPbgZMr3Kks2lazQCv\n5nHPPXeTyWR47bXXeOWVfaedW2dnJ6Ojo4yPzy1GJoQQ55IEHGJJjY9PzD2d0gzxGwEH+g/h+z4d\n7R1s2ZTkLUw3a6sdTn45F9dZZAopwijCNAzKbcWZcayOkNQL34RWSLz2YlrrkqDFd1ukTIOujW0Y\nxtxk1eWWMg061hcJg5g4Or6SoDFp3vAQKNC7d5BtvT7zWbEjy6U3rwVg3/NDbFjTg+N5U4GbAtcB\nDDQ+KEhbaepjNqW2Erfd9nPA4pJHp7ex+vv7T7siIoQQZ0MCDrFkfN/Htu05+RuB6xP6IXv2n1jO\nfLpZG6ZBZc52SpNCLjdzHFalNCXrFVovvQxK4V35YHKKI9Z49YCO9UVypbmFwVZKsTNLvsPCrQUn\nvO9nLoFtbwMgs/1xlBHOfLbtjiQIO/jTEfIqTz6bTcqdWzm034AgZHqVwypaBE6TZt2b2VZZTPIo\nQFdXJ8PDx5icnDw3DyuEEPNYloBDKfUbSqkjSqmmUuoFpdTNC1y7Tin1GaXUa0qpWCn1P09x3cNK\nqf1TY+5RSt2zdE8g3oikYdvcgl++m/xf+Ut7po/DJtVFp5u1aSNF7ch0wDFVztzz6O4oY6aSfIzi\nZpfga0lVzdaWW4jbNyTX2UmiaPvalUsUnU/KNOhYVyQKY6LwxHwJZ9N9UMijj41Sqh5v7tZ9URsb\nruxEx5oD3xthXXcndqOBMs2p5FGX6VUOlTLQgDvZ4MYbb2DLls14nsfTT3/7tHPLZrNEUUR//4Cs\ncgghlsySBxxKqUeAPwM+BtwE7AKeVkr1nuIrFjAG/NHUtfON+U7gs8AngRuBJ4EnlVLXntvZi7Ph\nOA5xHJNKHU/ajGONV3XxApeDRw4Bs8qZTzVrc4YDokCTzhsU11ozCY3tpVJyndJYR18gHhxBWzn8\nK+8CIGrFhK2Irk0rmyh6KsVOi0JHFvekXA5tFmjdcC8A8fefw7LGZj7bdsdFAOz7t0E6Cu1kTJOm\nH6DSGbRrQwwzqxwFC2fSodU8njy6mG0VSFY5hoaGqFarZ/2cQggxn+VY4fht4BNa609prV8Bfh1w\ngV+d72Kt9RGt9W9qrR8DaqcY8zeBb2mt/1RrvU9r/QfAS8B/XIL5izdocnKSTCZ9wnstL6DlBbxy\ncB9aa7Zs2kxnR+dUszYbTEXl4NRx2K15lFLHm7UVklULqzOi9cJ2APzLb0dbSV5HUlE0T7Fr+RJF\ntdZJobJWgA6aaN875SqBkTLoWF9AR8xZ5Wh2vx02boGgRe6VJ1FmMsZF13XTvjZP4IUM7ajQ09FO\nrV5HZbJovwnNJqDQBJjZNGEzxKu53HvvPaTTafbvf5V9+/af9jlyuRxB4DMwMHi2fyRCCDGvJQ04\nlFIZ4C3As9Pvaa3jqZ/fcRZDv2P2mFOePtWYSilLKVWafgGn6GsuzpUwDJmcrMzZTml5LaJWNLec\neRigAxdlpqgcmnsctrNcwpoKXnLZEeL+Y6AU4ca3AFOJoukUnRuKZ5woqonQNIm1Rxw1iFt14qBG\n3KwQuxNEziiRfYyoOkhUGSSaHEhelUHi6hC6Po5uVtFBA91yie1Tn/godGQpdmdpVE9qnKYU7hU/\nD4ZBtGc/JSNZ3FOGmsnl2PPsUdZ0diV/XFEEhpGscmiTZJWjRSaXxhmr01Zsm0keXUzbeoCOjk4G\nBwexbfuM/vyEEGIxlnqFoxtIASd3iRoB1p7FuGvPcMzfJ1ktmX4NnOI6cY44joPneXMSRptOEkzs\n2JP8Qp0OOKabtfkN8MZboKDj4hxaa6IoprOcbKeolMYcSoqFxWu2oq1ikihqB3SsL5BrO7NEUY1G\nN6vEEzV01YW6D80YAgVxBmXkMbIdGKW1GD0X8/+z995hclzXnfZ7K3RVd3Xunp4ZRJIAGEACDCBN\nS7ZlZemRZMlBtqxkBdpeaWV/+3mlT7KCZVm2V1p5V951+Ly2lWWtTNm7q2xRmWKOCARBxEEahBlM\n6Fy57v5RPT0zmAExg0SRrJdPPcB0366u2+hhnz7nd35HXbEBbfU1aJddFx/rrkddvxlt3fVoG65H\nXb0eoURIe/Ex8YoiKA5bIGO31bmEuRUEG38hvq4ffAOj0AXgyucMY2Z1WhMOjRGbSrFnd55KxzoO\n3+vtxSVlpXBa88Wj//Zv31lSqSSbtbBtm+PHjy/rNUxISEhYCpdmdOZTz8eIdSQz5EiCjotKu93G\n9310fbakMjOOfrw+zqnJCXRd59qrNwIgnQ5Siajviz88cysNNFOl6ziYqVl30XTNJ/hu7C/h1TYB\n0G24pPPn5igqpYvsOKjDN6Bmq6BoCEUFVQNFBUVddA7MvHMg+39Dd5G1NuGxwyi6gdD0BeutokFu\nIE3rVJf8wPyAzL7sZeQOb0NO1rGO/wA3+yq0lMq1L1jNI98Y4bHvHuW571jP+NQ0kaJAGCDsDiJV\nBjyEaqAo0Jlsc9NNN3L11Vexe/cevvSlL/Oud73zrK9HqVTkyJGjrF69Gsv66RLeJiQkPL252BmO\nCSAEBk+7fRA4eR7nPbmcc0opXSllc+YAWoutS7hw1OuNeWJRiMfRB57Pzn3xNNNrr9qIkTJ6w9pa\nCF2dbYftDWvr2g7FOcPa0tkpwpGjAATDm3pC0YjK6hxaanlCUUkITgfFrKKVV6NkyyiZPMK0ELqB\nULWzBhsAov+fApgolfUo1QpRcxIpFzp4CiEoDlkIReC7p80x0Qycjb8EgH/XfWRKcXnj2hesQtEE\nYyMN/AlJIZel2W7PikfDkFjL4aJnDbr1Lr7tc9ttbwPgK1/5lyWVSnK5HO12mxMnTpx1bUJCQsJy\nuKgBh5TSAx4BXjRzmxBC6f1835ketwTum3vOHi85z3MmXCCiKGJycoJMZjH9RsTWx+NySr8dtjes\nLUKhcXi+fsPzfSqlIgBKKkI5ugskhJU1yHSRTt0lX8uQXebo+Tgr4SG7AaK0FpG6MEJTgUBRCqi1\n9SiWiWxNL7ouU0iRq6YXdKwA+EPXI6tD4LiYR38MiiRTMLjyZ4cB2PWDUVYNDtC1XdCNuJ3Y6QI6\n4KEbELg+3XqXX/zF57Fu3To6nS633/4vS9pDoVDg8OHD2LZ9jq9CQkJCwkIuRZfKJ4HfEUK8RQhx\nDZGq+NgAACAASURBVPB3gAV8FkAI8TEhxBfmPkAIcYMQ4gYgCwz0ft44Z8l/B14uhHi3EOJqIcRH\ngJuBv7kE+0k4C51Oh05nEf+NlkNIyI7HYw3GrH6jixQRrVGfyJfoWRWrlsL1fFL6bDklM+QTbIvL\nKcHQpp5QVDknoSj4SMdDMUpoxfOREy1EoKKkaihDlwEh0lloviVErOVQNWVhlkMoOOteFl/lXQ+Q\nrcX6ixnx6MFHxzFCg6yVod21Y/Go3SKu7PSyHOkU7YkWMoLbbnsrAF/+8u1LMgIrFPI0Gs0ky5GQ\nkHBBuegBh5TyduA9wEeBbcANwMullDOiz2FgzWkP29o7tgBv6P3923POeW/v9t8l9up4LfDLUsqd\nF28nCUul3W7juu68gW1hEGE3bQ4eO4jjOhTzBS5fc1k8rM1uInRlXjlFCEHHtslmZoe1pYsNgr2H\nAPCHN2G3fIrD5yIUjYAI2Q1RSqsR5oXXKghMlNwqlMFhom4TGfgL1mTyBvlaZtEsRzB0HbISZzmM\nkTsRmqS8Msvq6ypICXvvPMmKgQqtTmdWPOo5zGQ5jIzA7bg4TZsXveiFrF27lmazyb/+6/86+7UL\nQS6X5fDhI7juwmtLSEhIOBcuidOolPJvpJRrpZSGlPJWKeUDc+57q5Ty+aetF4scl5225l+klFf1\nznmdlPLbJPxU0Gw2F2Qc4nH0Hjv2xMPabth0PYqi9Ie1oWtMH4hT+OVeOcVxXWrleFibZoWIQ7sh\niogKQ/hGGU1XyJaXV0qJ8ZCuRNFzqBc4uzEXQQ6lchlKeUbPsdCfozCYQdUVPDs47cGzWQ7vJw+Q\nG4pLMzNZjt13HaNo5kkbBrYfEIWx86joPTOqjxDQnmyhKCpve9tbAPinf/qfSyqVFItFpqenGRs7\nvRksISEh4dxIZqkkXFCklExOTmGa88spnu0RhZKtO3vtsDPj6F0HKQOc6RBnOkAoULgsTRCGqIpK\nPhubemWGffxtsYGVP7QZrxuQsnQMa2EXyJNeHz6gQMdHKQ4j0tmzPuZcESgoSgl1cDUik1lUz5HO\npSgMZug2vQX3BcObkJVhcDz0vXeiGhGrNpYpr8ziuyFHHp5ksFqh3m4jdAPZbSLDkH6WI6ti1228\njsvLX/5SVq5cSb1eX5Ivh6IoWJbFwYOH8P2F2ZmEhISE5ZIEHAkXFNu2abVaCwSjTqtL1+2wb2Q/\nEGc4Zt1FFeojceo+v8pEMxQ6XZuslekNa5Oky22CXfFjgxWb8JyQXMVclnYjLqWESE9FaBmU0vAF\n2fOTITAQxiDq8EqQUW/+yXwKgxa6oeJ2T/tgF2I2y3Hng+SGpxFC9O3OH/v+EWrFIpqq4hFni5iT\n5VCNkMAPsBs2mqbxtrf9FgBf/OKXllQqKZXiLMf4+Pj5vAQJCQkJQBJwJFxg2u02jmPP028EfojT\ncnhs/66+nXm1XOkPaxO6tnA6rONQLcbD2lKlEEb2QRASWVUCaxBFEZjZ5U6D9YEUdFyUYg0lk79A\nu35yBBZKbhgxOIjsNJHh/PKJaekUhjLYi2Y5riMqrwDXQ931EzQrZMOtw6TzKTrTLhN7ulRLRRrt\nNggVabeIKzdxliOVFrRPNQm8gFe+8hUMDQ0xMTHB1772jbNet6qqGEaKw4ePEIbhWdcnJCQkPBlJ\nwJFwQWm320gpUZTZt1as3wj67bC33Lild4eNjHyiSNI4MhtwhFGEAIr5RcopKzbh2iGpjIaZXXo5\nRdL7wPQ1hKJdkuzGDAIFQQG1sgJRriAbC/UchVqGVEbH7SyS5dgwm+XIr5hC1RWue+FqAHZ89zDD\n1QoykoSqjrQ74DnM5H1SGXA6Du3JNrqu85a3vAmAz3/+i0sqlZTLZU6dOpVkORISEs6bJOBIuKBM\nTExiGMa82zzbIwxDHtmxFYCbb9jSL6dIDRqHfWQoMfIa6YqO7Thk0ul4WJsiSZdt/Mf2ArGuwXMC\nsmUTVVva23fGcwMy0OmiFGqITOFCbvusCFIoahl1aAVkLGR7vtW4kellOVr+gmAkHLqWqLQSXA9l\n+12kigEbn78KLaUwcbiFdzKkVMjRtB2iKEQ6M7bqKVB8UhmF1liTwAl49at/iWq1ytjYGN/85rfO\net2apqFpKocPH+lP7U1ISEg4F5KAI+GC4XkezWZzwfwUu97l0InDNFtNMukM12y4at6wtnp/WFsa\nIQTtrkO5kCel66QHAqIDI+B6RGaBsLAKJGQKxmKXcKYrA1IQaIBAKQ8vyUH0wpNBGBXUwSFEFCHd\n+d0ihVoGw9IWz3JcGWc53F6WI53TufK5KwDY+YNRVtYGcFwPtBSy00aGQS/LIUlZ4LbjLIdhGLz5\nzW8E4HOf+wJBcFp3zCJUKhXGx8eZmDjzULqEhISEs5EEHAkXjHa7Tbfbna/fcAPcjsv23Y8BsdmX\npmm9YW0OUhH9dtjSFZnesLaQSm9YW1xO6Zl9DV+H50ak0tqSu1NmSikCC9pNRL6KsEoXbM/LIS6t\n5FEKNagNItuNeXqOlKlRHLZwOotlOTYSllaB6yMfugtzIGDzS2Lx6KHtp9BcnWIuS9MLeuLRmWAm\nBcLDyCo0x+r4js+v/dqvUCqVOHbsON/5znfPet26riMEHD16dNHW3oSEhISlkAQcCReMdrtNGIZo\n2uxMQM/2CNyAR3duA+JyCswMa5M4UxK3ESBUKKxNY7suadMgb1koeoRR8gh27AEgWLEZtxuQLqTQ\njbPPTZktpZjIQAAStbLyKcpuxAh0BHnU6iCitFDPkR/IYFopnPbCLId71YyW4yHyw1MUhzKsvb4K\nEp740XFW1Kp0bQepKMhuAynpZTkU9EyI57i0TjUxTZM3vvH1AHzmM59bkiC0XC5z4sRJJicnL9Ar\nkZCQ8GwjCTgSLhjT09Po+vwBxF7Ho9Gq99thb77+xkWHtRXWpFFTCh3boZjPkTYN0oMB0chhZMcm\nSmUIypcRhZJsaalmXz6gx9mNTgORe+qyG/PJINQc6tAQpOfrOXRDpbQyi9sJkNFpWY7Ba+Ish+cT\n3ns3mRV+3whs773HyelZrIxJNwDp2D3nUQANRIBhQWu8hdf1+PVf/zUKhTxHjhzh+9//4Vmv2DRN\npJTs339gSWWYhISEhNNJAo6EC0IQBExOTpFOz+o3pAS72eGxfXE77LrLrqBcKveHtaGp1EdmyykA\nnu9RLcaCznnllKHrCPz4A3kp7bBxKSWKg41QQhiillcglKf+LR9Pls0jzGIsIg3DeXqOXMUknU9h\nt05rk52b5fjJQ+QGJ1lxTZHq2hyBFzFy/zjD1SpNx+lZxrd7zwego2ckvmvTGm9iWRavf/1vAvDp\nT392SYLQWm2A48ePMzo6eiFehoSEhGcZT/3/fROeEXQ6HWy7O8/wK9ZveGzfvQOAm2+4CZgZ1hYS\netA8OtsO63o+hp4ib1mo6YhUIcDfHrfDBis2xeWUfIpUWuPs+IAJGMhOHZEvI3LlC7nl82KmtCLy\nBcTAinl6Di2lUlph4dlnynKsBs8nuOsecmtmsxyP//AolXwBM5XCkQLZbfXPKVAAiZmD1qkGTtvh\nda/7dSzLYmRkhB//+M6zXrOmaRQKefbt20+r1bqwL0hCQsIzniTgSLggtNttPM8nlZrNPnhdF9/x\n+3bmN9+wBRlFSLuB0FUahzxkBGZJI13W6dg2OStDNpMmM+wTHj6GrLeQmkE4sIHAD5c0OyW2L1fj\n7EYUQeCjllcilLPrPi4taYTIodYqiNIAsjmrj8iWTdJ5Y3Etx9WzWo5sdZL1P1vDKhl0Gx5jO1vU\nyiUatof03TniUQAdzYwIfJv2eItsNsfrXvfrQJzlWIogtFgs0um0OXBgJGmTTUhIWBZJwJFwQWg0\nmvPMvgDcrsuBIwdotVtkrSxXr78S6dtI346HtZ1WTrEdl1q5hBCnlVMGryGIFDRdPavZV2xfHiDI\nINCQnQYiW0LkKhd+0+dJXFrJIdRM3CprZIjaDSDOchSHLVw7WNixUruasLQG/AD/x/dQ3OBz3Yvi\njpUd3zvMYKWMoij4UvbFo/HzAaiYeWhN1HFbDm94w2+STqfZs2cv99xz75Kuu1arcfjwYU6ePHmB\nXomEhIRnA0nAkXDeRFHEqVOn5pVTpASn3mVbr5xy0+YbUFUV6dhI6QNiVr+xLoMfBGiqSt6ySBVC\ntEzYdxcNVsTD2gxLJ5U5WzusBxiAiYxC8B3UyiqEupQyzKVHoCEoINIZlKHVPX+SuMyULZuYlv7k\nWY6fPIxVnOK6lwyjGSpTo206oz7VUoGGE/bEo/a859MMQRjZNMbrFApFXvvaXwXgU5/6zJKyHIZh\nYBgp9u3bh+M4Z12fkJCQAEnAkXAB6Ha7dLvdeYZfvuPj2f6snfkNW5BSIp0GaCrdUwFeK0TRBIU1\nJl3b6Q9rywz7RMfHkaemkIpGMHg1nhOSPcuwNklAnDewECjIbhOsIiL/05fdmI8JZBGFLGJgFbI1\njYxCdEOlMJTB7S7iy1G7irC0FvwA7wf3UNsccfXPx0Zgj33vCCsGqoRIAt+P7c7nkSKdU+hM1LEb\nXd70pjdgGAY7dz7OAw88uKQrrlQqTE5OcejQofPffkJCwrOCJOBIOG/a7Tau686zNPc6LhOTExw4\nPALATZtvRHoO0rURKY3pA/G00sLaNIqm0HEcBkpFVE0hPRTMllNqVxGioyiCdO7M3Smx54YPWAhS\nSBmBa/eyG8sbYX+p6ZdWRBq1VkUpDiAbsZ4jV033Zqyc1ooqBO7VLwXAu+thzOwUN756FQg4unMS\n0VUp5nI0/RDZaSADf97zqSkNiUNzrE6pVOZXfuU1QKzlWAqKolCpVDhwYCTx5khISFgSScCRcN60\nWi2EYJ6hlttx2NFzF91wxXpKxSLS7SKli1AE9Rl30XVpwiiKx5vlLMxKgJqS+Ftnu1M8OyCVOZu7\naGxfLojLOnF2o4CSr16UPV9oBGpPz6GjDK1CpEyiToOUqVGoZXBOtzunl+Uo97Ic37+HNT+ncPmN\nNQAe/8EoKwcHsIOIwPOQrSnmJ0k00gWVzvQUdqPLb/3Wm9B1na1bt/HII48u6ZqzWYsoiti3b3/i\nzZGQkHBWkoAj4bw5dWpinp15FEmcpsO2J2L9xi39YW0t0ASBA81jvXbYKzJ0bYd02iRvWXF3yvgU\n0fExpFAIhq7FswOylfQZh7XN2pdn41KKlEinG7uKassdYf/UEQdLWURaRxlcA66DDAPyA2l0U8Xt\nPomW465HMMxpbv7VVQDsu+8kGSVNPmvRjQRRqwFud85zgaKlEMKnOTZFtTLAq1/9KmDpWQ6Y9eY4\nevToee09ISHhmU8ScCScF7Zt02q1SKdnBaO+7eG0bbY/Meu/IX0HvDZC06gfdEFCuqJjFnU6tkO1\nWMAwNdK1gKBXTgmr65BafN5MfvHAYda+PI0gXiPtJiKdRckPXLyNXyQEWcBEFLOIfAXZbsSTZGsZ\n7Ka3YH04cCVh+TLwA9w77uaqXzKoXZEnDCL23zPGytoAbdcDAVFzCjmnlVWgYhZ0OtNTdKfbvPWt\nv4Wqqjz44EM89tjOJV3vjDfH/v0HEm+OhISEJyUJOBLOi3a7jePYCwKOXfv20Ol2yWdzbFi3HjyH\nKHLjgOPAbHeKlJIoiijnc6QHfYQK3qNzulOcgFRae5J22JlSigUQZzfsDkplFUJfzkTZnw7i0koe\noWgo1QGQETLwydcyaIaGZy+m5ehlOe5+hJRS5+bXxlmOx394lHIuj5UxaUcCabfjUtMcFNVE1QIa\nYxPUBgZ55StfAcQdK0tlxptj//79iTdHQkLCGUkCjoTzot1uIyXzPDictsuO3XF3ypbrb0IRKtKu\ngwpSinn+G7YTD2vL9cop0XST6MgoEkEwfB1uN8AqmWiphaZdcSlF9rtSAKTTRphZ1MLTL7sxg5jp\nWslZiOIAsjWNaenkB9IL7c4hNkWrXA5BiPvde9jy5jzZionT9hndOs3qwUFa3S6RqiMbU0jfm/Nc\nYOYy2I1puvUmb3vbb6EoCvfccy9PPLF7yddcq9U4cuRo4s2RkJBwRpKAI+G8mJycmucuGgYRTr3L\n1jnllNhboo3QNTonA/xuiJIS5FebtG2bQi5LtqBjlMO+lXlYXktk5IgiSaZwpkxFXEqB2eeX3RZK\neQUilT7DY54eCLIIYaJUKwhVQ7o2hcEMqq7gOwuzHN5Mx8rdj6DTYMuvrQRgx/eOMFgpU8zmaHoB\nUeDFbbdzBKRC1dFSksaJcYaHhnnZy14CLE/LkXhzJCQknI0k4Eg4ZzzPo9GozzP88h2Pk2NjHDp6\nGCFErx3WJgochKb3zb6Kl6VRVEEQBAwUi6SHfYQA7+HZcorvhL1hbQvLKXF2Q0GQRvQ8NKXTRhgZ\n1GLt4m/+IjPTtaJkLCjXiDoN0rkU+YEMdmuRjpXqBoLKFXGW4467ec47SqTSKvUTHcb3NlkzPITj\nekjdjN1M3c6c5wIja+G0mnSm6rz97W9FCMGPf3wn+/fvX/I1z3hzHDx48EK8BAkJCc8wkoAj4Zxp\nt9t0u6fpN7oejz62DYAr122gkM/H3SkKgMr0gbhTorQug+N5GKkU+WyvnNLuEh48BEAwfB2eHZDO\nnWlYm0/sKDp7X9RtopSGEUZmkfVPR0zARC2XUVJppN0mX0sjFPDdcP5SIfD6Wo5HyWgdNr9qGIDt\ndxymVilRLRWY7togBFFzep6AVFE1NEOjeXKc1StX86IXvRCAT3/6c0u+WkVRqFYrjIwcZGJi4rx2\nnpCQ8MwjCTgSzpl2u00Yhmja7Ie+3XT602FvuWELMgiQbhOR0vC7Ea3jseFX6fIMnW48rK04oJPK\nRfjb9yCkJCysRFqVMw5ri+elxFqH2exGB5EyUUuDF3vblwyBEntzmBmoDiLtNmZWI1dNYzfdBevD\n6ro4yxGGuHfcxfP+nyqKKji+e5rju6ZZMzxEGIb4mh4LSDvzBaRm1sJtd2hNnuK2294KwPe//4Nl\nuYlaloWUiTdHQkLCQpKAI+GcmZ6uo2mzYs4wiOjU2+zYHbdU3nzDFqTbIQq7oKb65RSrlsLIazie\nR61cwloZfzC5D86afQVeiJZSMRd1F/UBvXfERN0mSnEYYWYvyl6fOgwgg1oqIDI5sNsUBi0QgsB/\nkizHPVsp5h22vDa2O7/39r2UrCyDlQrTjRboBrI5OV9Aqgj0jEFz7BSXrV7N8573C0gp+cxnPr+s\nKx4YGODkyZOJN0dCQsI8koAj4ZwIw5CpqSnS6TnzU7oeO3ftxHZsivkC6y+/Aum2gAghVKZHZssp\ns8PaMmSGfKTtEh04AEAwvAm3N6zNyMwvp8S+G1Evu9HrTHFthJ5CKQ1dkr1fSmLb8yxCz6BUa+Da\npHMq2UqabmOxjpX1BNV1vSzH3bz0g0Ok8zr1Ex2e+Mlx1gzV0DQNR0IU+AsEpIaVwW+7tCbHue23\n3w7AHXd8l9HR0SVfs6Zp5POJN0dCQsJ8koAj4ZyI9RvdeYJRr+vy6OOxfmPL9TchpIxNuFI6RHOm\nw16RoWM7ZDMZqqsNVFPi7diHiELC7ABRbhDfDciWzXl26TEBsW5jtnMl6jZQCoMo6dxF3vVTg0An\nHu6WR2SL0GlQHMqAhNBf6HvRz3LcuxVDdvjFd64F4OGvHcBUDFbWBphutFBMa6GAVEAqm6E5Nsn6\ny1fz3Of+LGEY8tnPLi/LUSwWaLcTb46EhIRZkoAj4Zxot9t4njevJdZuznEXvXFLrzulA1qK1nGX\nwInQTIXcSoOuHQ9ry66MywLuA3uAuDslDCWKqpBe1F00AEwEcSlHek5sklUevqj7faoRWAjVQhkY\ngDAkbSlYFYPumbQc1fVxluM7d/Gcd5SprrVwuwEPfW2ElYMDZNJmz4FUEDXmO5AalkFgh7Qmxnn7\nbW8D4Jvf/PayPTYGBxNvjoSEhFmSgCPhnGg0mvPMvgIvYPTIKEeOj6IIhZs2XY90myAihND63SnF\ny9NESBQhKBWzpAd9pOcT7d8bn2c4HtZmZHTM04a1zbbCzmY3ZKeOUhpEpPMXf9NPIf3hbrkColBG\ndBsUBy2iUBIGi2U5er4c925DNBq84k/iLMeuH4/iToWsGRqk2WkjjTTS6SDb8wWkRs6iPVbn6vWr\nueWWmwnDkM9//ovLuubEmyMhIWEuScCRsGyklExOTpJOz3aQ+LbPQ1sfAeDqK68im8kQ2XWEriNQ\n5rXDdm2HTNpk6AoDRQN3+wgi8IjSRaLiKjw7wCqbKOrpb8/5rbDSd0EoKMWhRUovz0RMhJJFqVYR\nQiGTEVglc/EZKzNZjijE/tbdXPmiHFc+r4KMJPf+8x4Gqz0zsE7c3SNbk/Hr2SOV1gk8aJ2a4O23\nvRmAr37168vOVlQqFaamphkZSbw5EhKe7SQBR8Ky6Xa7dDodMplZwajXddm2q1dOuf4mpG8j/S7o\nBm4roDMefyjG02FtKsUCuVXxN3P3wV45ZXgTUU/AmCnML6cs2grbaaAUagirePE2+1NE3CZrIawC\nlCoIu0FxyCLwI6JwkSzHNbGWw39gK+GxMV7556tQNMHorinGd8dmYF3bJVI1ZOAjW/V5AlIzl6F9\nqsO1V63lxhtvwPd9PvShP15Wu6uiKFQqZQ4eTLw5EhKe7SQBR8KyiQe2OfNG0jcnmuzcG7fD3nLD\nFqTTAhkghN7vTsmuMNDSCkEUURvIYVYCZBgi9822w/p2QCqtL+IuGjC3FVZGIUiJUnq2ZDdiBCZC\nWKiVMiJlkMmEWEVj8SxH5Qr84U0IGdH+wncorzV4zttircu9t++lUigwUC4y1WwhTIuoXQdnVkCq\nmxphIGiPT/PBD70by7LYtm07f/u3f7esa7YsiygKE2+OhIRnOUnAkbBs4lZH2f+gD5yAbdu347gu\n5WKJy9dehnTqoOkIxGw55YoMXcfBSpsMbzARCjjbjiA8myiVJaxc3hvWZqDps/4ecStsOL8V1mlD\nOvesyW7MRZBFpItQriKcNoWhDL4XEUVywVp302uQqg5HD+Heu5MX/MEwVlmnMdZl94+Ps3poMDYD\niyfwLRhhn86laU861EppPvzHHwDgi1/8Ej/60Y+Xdc21Wo2TJ09y5MiR89p7QkLC05ck4EhYNhMT\nE/OyG57j8fD2R4G4HRa/S+TG2oAolNQPzY6jb3VsKsUihTWnl1OuQyKQiw5rCzm9FVY6XZTiIEJd\nzPb8mc1Mm6xaLiPSFlbaJ5NP4SwySVZmSnhXvhgA539/D0MLeckfxuPrH/nGCJaaZrBSYareQJjW\nAgGpZqhEkUJzrMnzX3ALb3jj6wH4yEf+9Jy9OZrN5tkfkJCQ8IwjCTgSloXjODSbrXmGX17HZeuu\neBz9LTduQbptkD5C0WkedYg8iW6pZGoaURSxcnWBVCEiCiRy3y6gV05xQjRTxcydXk7xmdcKG3gI\nVUfJli7Fln8qEWQQqTzKwACq71AYyuDZAXKRLIe3/vlEVhVht2jd/hNu+o0BhjZaeHbAI18/2DcD\ns113UQFpJm/SmfRwGnV+//dvY/PmTXQ6Hd773g8sq/ukWCzQ7XY4cOBA4s2RkPAsJAk4EpZFu93G\ntrv9DhUpYWT/QY6PHUdRFK6/djPSngYtdVo5JU3XcbEyaYY3xJkKe/sJFKeF1EzCgfXxsLa8Qcqc\nzVrMtsLOGUFvtxDZIuIZavS1FPrTZAslRLaAlXJJ5w2c9sJJsqgazuZfASB66H6CI6d45Z+sAeCJ\nO0cJG7CyNsBUo4VIGQsEpKquIlBojnURis3HPv4RSqUSe/fu5b/8l08u67prtdib48SJE+e1/4SE\nhKcflyTgEEK8SwhxSAjhCCEeEEL8zFnWP18I8agQwhVC7BdCvPW0+98qhJCnHUmj/yWg3W4TRRJV\njbMNgevz4EMPAbDxymuwUirS6yD0OCCZa2fe7nYZLBfJr4rNvvqj6Ic2gqIR+BHZ0unllIC4lNIT\ni0qJ9Ny4O+VZJBZdnDRCK6AMVNCUkELNwO0GSLkwyxEOXt0XkHa++B0uuzXHta8oIyXc+897WVGr\nYqVNWp1uT0DaALs9+0wFk+6US3eqw0DN4E//7MMIIfjqV7/ON7/5rSVfsWEYmKbJ44/vSoKOhIRn\nGRc94BBCvA74JPAnwE3AduAOIUTtDOsvB74F/Ai4AfhvwKeEEC87bWkTGJ5zrL0oG0iYx+Tk1Dx3\nUa/r8ehjW4FeOcVrISMfoeo4dR970gcBuTUGAsGqKwpoGUnoS9j3OBC7i/puiJZS5g1ri1th5bxW\nWDwbYaRRnoVi0dPpz1nJVxD5IlbKwczqi2c5AHfTq5GqjnLyIO3vPsHLP7QGNSU4tnuKU3vas2Zg\nigKKIGpNIcM4OFQ0BVVXmT7awW07/MytV/E7vxvPWvnYxz7B/v37l3zd1WoFKSO2bt2WDHhLSHgW\ncSkyHP8R+Ecp5WellLuAdwBd4O1nWP8O4KCU8t1SyieklH8D/CvwB6etk1LKk3OOsYu2gwQAfN+n\nXp+eNz+lNd1k595Yh7Hl+puQ9tSC7pT8KhMndMlZGQY3xJkKe8cESncKqeoEtatid9EFw9rmt8IC\nSLuNkq8ijAwJIDAQSh6lWkVPqeSrOm7XXzTLITPlvoA0uOMOsjn4+d+N22Tv+8peBoolitkcjXa7\nJyDtzhthny6YBG7I1JEOgevw9tt+lZ99zq24rst73/t+2u3Oguc8E9VqFcNIsW3bdg4cOLDo9SYk\nJDyzuKgBhxAiBWwBvj9zm5Qy6v38nDM87Dlz1/e4Y5H1WSHEYSHEUSHE14QQ116gy044A/HANrtv\n+BVFkocefATP96iUK6wdrsXlFK1XTpnjLtpxHGoDJbLDsQ9Dv5xSuxq0FL4bkK+m+2WSRVthoxBk\nhJKrXspt/9QjsBDZCqJcJms4GBkdt7O438WMgFRxmrT+59087/dWkB3QaY7b7Lvr5KwZWBT18AsP\n5gAAIABJREFUBKRTSG9WQGoV09jTNvVRG/D56J/+R2q9mSl/9mf/aVmBQ7FYJJfLsnPnTvbs2UPY\ny6YkJCQ8M7nYGY4qoAKnZx/GgDPNEh86w/q8EGLmq/Ue4gzJa4A3Ee/jXiHEqsVOKIQwhBD5mQN4\n9qoNz4N2u00QBGhanIUIHJ+HH30YgFtuuAnht5GBh6IZhH5E40gsq8mtTaEKhcs35lB0CBwBIzPl\nlE2EQYSqKRjzzL4Wa4XtgGnFE1MT+gh0hMihlKuksib5knrGsspcAany+L34+xq89A9XA3GbbFa3\nZs3AZgSk7VkBqVAFmVKa5liL1kmXYtHgYx//AKqq8v3v/4Dbb//Ksq49l8tRKpV44ond7Nr1RGIM\nlpDwDOZp2aUipbxPSvkFKeU2KeWdwK8Cp4B/d4aHvB9ozDmWbiCQ0Kdeb6Bps4ZcXtfj0Z29cfQ3\nbCGy66DEwUjjsEMUSIy8RpjxyWctBjbEb7fO9jpqawwpVILBjXjdxYa1xWLRmVZYiAMOpTCIUE9v\nm00QZFAyvSyH6aGnVdzu4kFHLCC9DiEj3P/zba57ZZWVmy18J+TRrx3sm4F5vj/rQDpHQKrqKqZl\nUB9t0p2O2LTpMv7fP4h/9f7yL/+KHTseW9a1W5ZFrTbAvn37eOyxx3DdhRNwExISnv5c7IBjgvir\n6uBptw8CZ5oCdfIM65tSSnuxB0gpfWArsP4M5/wYUJhzLJoJSTgzYRgyOTk5b37KyL4RTpw6iaZq\nXH/1BqTbQqTiJNRsd0oa23G5fH0FsxQhI/Aejc2+woENkErjOfOHtcWtsGL+VNjARygqSq58iXb8\n9CJuk82ilgcwSlkKRbAXMQKbwb3uNUhFQzt1gNa39/KKj8Sa6913H4OmMmsGpmmgqPMEpAB6RkcI\nwfThBl5X8BuveykvevHzCMOQ97//g9Tr9WVdv2maDA8PcfDgIXbseAzbXvRXPSEh4WnMRQ04pJQe\n8AjwopnbhBBK7+f7zvCw++au7/GSJ1mPEEIFNgGL9tlJKV0pZXPmAFpL3kQCAJ1Oh263SzodBxRR\nKLn3vvsB2HjVNWQU2TPkSiGl7Os3smsMUnqKtZviQMUe11CPxjNXghWbiCKJQJDJzx3WNr8VFnre\nG1bxGT+G/vxII4wKSrVMNhN3/Xj24iUKaZXxrooFpMp936ZSsdj06gpIuP8re1k9OICmaXQdB2Fm\negLSxrxzmAUTz/aoH2kSBRof/NA7WbNmFWNj43zoQ3+8bE1GKpVi5coVjI6Osm3btp6FfkJCwjOF\nS1FS+STwO0KItwghrgH+DrCAzwIIIT4mhPjCnPX/A7hCCPEJIcTVQoh/D/wG8JczC4QQHxZCvFQI\ncYUQ4ibgn4jbYj91CfbzrKTdbuN5HoYRZx182+PhbfE4+ptv3ELk1kGoCCGwJ33cRoBQBUo1olLJ\nUlwTiwA6T3RQ60eRCILha/G6AamM1tdvLNoKC0jfia3MladlFfCSMNMmqxQHMQcK5HOS7iJD3WaI\nBaQVFKeJ/bWf8KJ3r0EzBMf31JneZ8+agQnRE5BOI91ZuxshwCplaE92aBxrY1l5Pv6J/w/DMLj/\n/gf4zGc+t+w9aJrGypUrGBsb49FHty47U5KQkPDTy0X/v7eU8nbgPcBHgW3E3hovn9PGOgysmbP+\nIPBK4qzGduDdwG9LKe+Yc9oS8I/AE8C3gTzw3F7bbcIFJooiRkePzdNvtOpNHu/Zkt+8+Tqk3USk\n4izGTHajsMbElz4bt1RRNPDbCtHuJwAIK5cjjRye7ZMpzh3WtkgrrGsjUmbivbEEBAZCL6FWq+QK\noOkC3zmDEFPV+wJSff9dcNDh59+xAoD7/9dehsqVWTOwlIEMA6L6ODKY1YYIVZAupGkcb9Aet1m/\nfj3ve/87APiHf/gUDzzw4LL3oKoqq1atotFo8Mgjj3Lq1KllnyMhIeGnj0vydVFK+TdSyrVSSkNK\neauU8oE5971VSvn809b/WEp5Y2/9Oinl5067/w/mnG9ISvlKKeXWS7GXZyOTk5OMjY1RqVT6tz14\n/8P4vs9AdYBV1QIy9BBaXBaZCThya1MYqRTDV8fBQ2dURzseCwqDFZti19AIrGKcNVmsFRbicoqS\nrSBM61Js92mPIIsoDJIZLpNN+0+a5QgHr8EfuhYhI8SdX+em16wmP6TTHHc4cM943wwsiiJEJod0\nukRTY8g53SSaoaKndaaP1nEaAa961Ut4zS+/FCklH/zghxkbG1/+HoRg5coVOI7D1q3bElfShIRn\nAEl+OuFJkVIyOjqKlLLvMBoGEfc/EOs3brlhC7gNQEEIQeBENEfjtLs6BFdcXcYsQBRC94CDOnkQ\ngGA4Htamp7U5w9pC4i7qOWJRGUEUohQGLtGOn/4INIRaRKnWyFd1FBGdUcsB4G765VhAOnEA/959\nvPg9ccJx67cOkk9lZ83AhEBYeSK7jayPI8PZcxrZFFEYMXVkmsARvPs9v8uVV15BvV7n/e//4Dm3\nuw4NDSKlZOvWbRw5ciQxCEtIeBqTBBwJT8r09DTHj5+gUpntDvG6Lo/07My3bL4O6bT6s1Pqh7rI\nCMyyjshEXLWlAIB9Qkc9vA2BJCxfhsyUcLs+6XwK3ZhxFw2YOxUW5nhvJOWUZRGbgQ1irapSLEZ0\nmy7RIpNkoScg7TmQprZ/g9WrB1h1o4Vnh+z87qG+GVgYhgghUDJZok4DWZ9Azpn6millcFoO00en\nSWlZPv6J95HNWuzY8Rh//dd/e857qVYrGEaK7dt3MDIykgQdCQlPU5KAI+FJGR09RhD4mKbZv21k\n/whjE+NomsamDZchfQ+hx1mJ6ZG4nTG3JkWhlKG8Jg4e2kdT6Edjkam/egsAoS/JlnpTZxdphYWe\nlXlhsF+uSVgaAgVFKaBUBymtsMhkBZ2pM8839DbMCki5/8e88F3rANj1o5MoHbVvBgYgFBWRyRG1\n68j6qX4AMCMibY23aZxssGrlWj78kf8AwJe+9GV++MMfnfN+ElfShISnP0nAkXBGms0mx48fp1Qq\nzbv97rvuAWDTNddiChckCKHMa4fVV8DmWwcQCngNhfDYKdTGMaRQ8FdeHw9rMxTMvrvoIq2wYeK9\ncX6YKNYQ+vAAlXKciThjaUXVcTb9MgD6gZ+QtSM2v7oKEh7++l5WDdb6ZmDQCzpMi6g1jWxM9p1I\nFU3BzJvURxt0Jrs8//nP401vjs/7J3/yZxw5cuScd5PL5SiXy31XUt8/g5tqQkLCTyXa2ZckPFs5\nduw4tm0zMDA7uyTwQx58JLYz33L99Ui7Bb3ZKZ0xD78TougCo6b0vTfaR1Noo4/Gjx+8BlIW3rSD\nmU2Rymg9segirbB2C5HJIzKJ98a5EL+WWdTKSrIr2xS7U0xORGiGiqKIBevDoY34Q9ein3wc49Gv\ncsur38QT35tidEeTa0/YDFcrjI6dYqhaRlXV2BTMtIgaEyhCgXwZIUA3NUIvYOrINLqp8+/f9ds8\n9tgetm97gve97wN89rOfmpcxWw6ZTIZaTWHfvn0Egc/GjRv7rdpPBUEQ4Ps+nuf1j7l6lfMt/6TT\nabLZLJlMpj9nKCHh6UoScCQsSqfT4ejRo5RK87UTjakGj89Mh732SqTXRemZcfXNvlanWL+5jJEV\nRD50T6hYR3sBR6+c4nsR1YqJEAKJx+mtsADSdVAHr0AoKgnnhsBA0QeQg01KjRa2G9GZcshV04uu\ndze9Bm18D9rEftLH9vOzb1rFXf94hPtv38+r338LfhBycnKK4WoFRVF6QUeaqHEKRSiIfPx+MfMm\n7ckuk4enqK0f4M//0wd58xvfxb59+/mLv/iv/NEfffCc92SaJitWDHPo0GFc16NaraBpGqqqoqpq\n/++L/bmcD+0oiuYFEjOBheu6dDodOp0urusSBD5BEBAEAWeLL+Y+/dmDEdHfbzabpVqtkM/nyeVy\nWJaFknjSJDzNSAKOhEU5ceIE7XabtWvXzLv9ofsfIggChmqDrCxliOrdfkAwY2duDAs2/kxcBukc\nS6GeOoRiTyM1k2BoI6EfoWoCM5vqZTeiWOQ4txXWcxLvjQtGBpFdgz5cp9w6yglbx7MDUumFv/7S\nquBd+SKM3Xdg7Pw6Vz3/3ewYPknjuMeh7aNcdeMagjBkbHKKoWol7lzRUiAlUX0coSoIKw5ArWKa\n9mSH6dE6A5dV+dM//0N+/10f4Gtf+wZr167hzW9+0zl/a9d1nRUrhpmYmGBs7CRSyjh4nRkyJwSa\npqIoai8QUVBVDU3TMAyDVErHMAx0Xe8HJFEU4bou3W4X27axbQff9/F9nyDw55wbNE1H1zV0Xcey\nLHRdj7M+FzgLIaXEcRy63Q579kz2u8UsK0OlUqVYLJDNZslms/2higkJP60k79CEBdi2zeHDhykU\nCgvuu+feewHYcv0N4LSgJ+b0uyGtY/HQrcq1JtU1c7w3etkNf8VmUHW8joeR0TEsjbgVVoEFYtEW\nSr6KMLMXZ5PPIgQCReShuo5su0HRbj9pacXb8AL0Iw+jdCex9v+I57zhRr7zX5/g/i8dZcNzh7j6\n8rU8fuAgp6amqfW6l4RuICNJND2OgkBYuTmTZZuk0jq3/sxN/O6/ezN//z++wF/91d/y0MMP8+E/\n+hADA+fW8qxpGkNDiw+djqKIKIoIgoAoigjDMNageC7tdqv3c0QUxWLl/msl4vPOBBSmaZDLZdF1\n/SkpaQghSKfT/ZECAI7jYNs2IyMjRFGErmuk0xkqlTKlUqkfgMy0sZ8LYRASegGB2zu8AM92CZwA\nq2xh5tIYudn5RwkJSyEJOBIWMDY2RrPZYvXq+TPufMfnoa09O/PrrkJ6HoqRA2D6YJzdMCsaW148\niBACZ1IlaEWYx+KJsjPlFM8JGBjOo6hKr5ySmd8KKyMI/cR74wIiUFBSg6iD6yi1tmO7Kp1ph1xl\nkdKKquNs/mUy938a/cBPuPwFt7Bqc57RHU2+9Ykd/MbHb+TqcA07DxxkYrpOtVd2UwyTyOkS1cdR\nVAVhWv3JstOjdTRT57bb3oBlpfnbv/ks9937AK/7zTfwh3/4Hl76kpdd0P0qioKiKM/Ib/2maWKa\nZl/M7fs+nU6Xo0ePMjJyEE3TyGTSFApFKpUyuVyOXC63QOsShRGB6/cDisCNgwqv4+LZPqEXEPoh\nMoo1VooWv6b1E9OomophGWQHcqQLGcxcGt1MpjgnPDnPvN/GhPPC8zwOHTpMNmst+Ea3b88+JqYm\n0HWd69atQrbrKGqvnHIgboc1V6usuyFOqbePptDGnkAEDlG6QFi9giiM4m9t2dQZW2Fxu2BkEdb8\n7piE80OgoeTXoQ9OUm4f4oRtnLG0Eg5tJBjaiHZyF+aO/8MvvvEtfPXYg4zttrnjvz/Oaz68iSBa\nw+P7RphuNinl439zxcwQ2R2iyTGU6jDCSKNndAIvZPrINLo5wOtf/6vceusW/vjDn2D37v184P1/\nzJ133sl73/seCvmkI2m56LpOsVigWIwzkkEQYNs2Y2NjHD16lCiIMHWDSqlCKVckrZvgS3zbJzg9\nqFAVVF1D1eOAQtXVRbMYoR/idV1OHYhdZFPpFJlSBquSw8yZpCwj0ZgkLCB5RyTMY2xsjOnpaYrF\nhdqJu++OyymbN27ECN2+N4aMJPWefmP98/Kk0gqhI3BOabPllFU3gVBwe8PazFyKuBU2xQKxqN1B\nKQz0vT0SLhyKMNAGNpIdLFAsh09qCOb0HUj3U3L38rJ33oBmKOz9UYO7Pr+PK38hxTXrLyMIIprt\nzuxzpC1kFBBNjyG9uMw2M1l26sg0oR9xxRVr+cxn/xtvv+0NKIrCHd/5Ia//zTdz/wN39gLRhHNF\noKBLnQwmhqMjp0LG943x0A8f5Ltfu4Mf/NsP2LljJ5PTkyiGQm4gR3FFkeKKEvnBQq9kYqKb+hlL\nJqquki5kKA4XKQwWUHWV1liTY9uPcPihEY48fJCJg6foTLUJ/eTfMyEmCTgS+gRBwKFDh8lk0ot+\nO7n/gXgEzs2bNiJ9F6HFAUHruEvgRCiG4DmvHQagPZoC10YbiztaglW9coodkK2kUTTBoq2wYQBC\nouQqJFwcFKOCOriRYkWSzgk604sbgsUC0hcCYDz2dWqr07zwtusAuP9zY2z/zigbX2xwzYbV2K5L\nx7b7jxXpLNJz46DD9/qmYJ3JDvVjdaJIous673znW/jUpz/JmjUrGR+f5Pfe9T7+4i8+TteZTAKP\nJRJFErfj0p5oMTFyihM7Rzmxa5TxkXHsRhc9pVNbUWP9Neu4/KrLyZQynGyMs/PALh7dtZ2RIweZ\nmp46Z/t5oQgMyyBXy1NcWcLMmXhdj7E9xzn80AgHHzzAid3HaZ5s4HXdxCn2WUxSUknoMz4+zuTk\nJMPDC4V49ckGu/bEwcNN16xDBhGKGb99ZrpTClfoDF6eRkbQOaajH38UEYWE+WGiwnBcTkFgFVKA\nT5zZmC9sk04b0nmEtVCwmnDhUAqXk6pNUOns4bidPmNpxdvwQvQjj6B0J0nt+R5XbHkVt752Aw/8\n6z6+/ZHDlNcYXP+KCpLV7Nx9GEVRSBtGXI7L5JCdZiwkLQ8hNC2eLHuihWbq5GpZFEWwadM1/NOX\n/n/+6q8+xb/+yzf4yu3f4MEHtvKRj76bjRs394LSpDV6BikhcH28rofbcbDrNr7tEfghqirQTZ10\nMbNodkJVVPK5PPlcnjAMaXc6HDg4wgEB+WyeWnWAcqlEPpdHVc/tNdcMHc3QAYsojPC6LvUjE0wd\nmkAzNdL5DLmBHJqpo2pqv2yj6CqqdvH/ncMgJPLDWBjrx0fU+7sQAqEI6P0phJhzWxxcCUVBMPP3\n2fuFmH3cjN4lYT5JwJEAQBiGHD58uN8meDr33Xs/QRiyYmiI4byJdGZdHmf8N65+cVx/t09pRK6C\nMVNO6YlF3W5Aypopp7hwWissgHS6qKvWJN4bFxlFUePSSmeKkjvNxNgZulbmCEhT++8kGN7EDS9f\nS2Osw+67jnP7u/bzO/87xU2vyYK6mh2PHaFaKmKkel0dVp6o00RMn4TyEJqhkQo0Jkcm8W2f4ooC\nmqGSTpu8732/xy/8wq386Uc/yaFDo9z2tvdw22//Bm9922+iabkFU4SfTQRegNf18LoedqOD2/EI\nvQCEQDc0jKxBRl/e74yqqhTyeQr5PEEQ0Ol22HdwP8ohhXwuz2CtRrFQpJDLn/OHp6IqmLk0Zi6N\nlBLf8bHrHZrjjfiDGlA0Nf6A1nrty4aGbqbQTQ1V13q6kjgYUXrByWLakiiKCL3Z4GEmoIj8EN/1\n8W0P3/EJg4go6K0LIpCAkCBn3vsyblea0wY9m5SJ74sDEWYDDQQo9IMPVVMxsibpQgbd1NFNHc3U\n0VLP7o/cZ/fuE/pMTEwwPn6KwcHaovffc3dsZ75l87VI1+0Pa3NbAZ2xePz5z70pzox0jqYQnSm0\nyREkgmDVjUBcTqmsyaNoEaAunJviuwjdQMkmYtFLgZLOo9aupdi+n64tz9i1Eg5txB++Dv3ETjL3\n/SPdn3snv/Cma2idcji2e4ovvmUv7/zmtWx5TRb0Vex4dJRapYTeM9pSrBxhp4UqxqE8RMpKoeoq\njeMN3I5LaVWRTDF+3uc+9xa+/M9/z3/+z3/N97/3E/7h77/MPXc/wkc++h9Yu/YyIAMYz/jAIwol\nXtftBRhd3I5D4ARIKVFTWpzFyKe5UJ26mqZRyBco5AsEQUC702b3vj3omk4ul2NwIA4+8tncOQcf\nQghS6RSp9GxWU0aSKIw/+GUYEfoBnu3RCVvIUPY+6HuzehQFVVMQqhIHH5qCbugIVcF3fUI3IAzC\n+DxBNG+woKIq8aEpKKpKKq2jqCaKpiy73VlKCTL+c0ZsKyMZ/ywBKQn9kNZYg/qxKSDWvKgpjVQm\nRbqQIfV/2XvvKEmy8tr3d8JHpK3K8q697/HeMXgvjJCEEyDpCmEl7lpPuldmiXd139OVkBYSS4BA\nSAKZBwiEAAESDANiYHyPd93Tvsv7qvQZ/rw/Ist1Vff0zHT39MzUXisqTkRGZkZGRZyzz2f255gr\niMiLxRoiXoz+NCFEFiiVSiWy2XXZbCkl99//ABMT4/T09Kx6vVFp8Oa3vo254hx/9N8/yCVdbSip\nLEIIJh8pc+T7M+Q2GvzO7ZcR1BQm70xhHPwx5oHvE7ZtpXHjh4ijmMqcx8DeAk4LgI3Cymsfl2cQ\n6Va0DRetyzifJ8g4Ihx6mPLQk4yNCizHXtO1Qujh3PUF1LkTxIZD48YP01Db+Nb/2Udxok737hTv\n/9YuNFPloR+UeOje0UUJ9IXvkfUqSqYFkW9HKAoyhkaxgVAEuZ4smc4sqpb836WU3HLLT/izT3yW\nSqWKaZr81sd+lV/4xdcghIF4ARKP0A/xah5e1aU+Xydo+MRhjKori24KRT2/z0UQBFRqVdyGi6br\nZNNp2tvayWWyZNIZdP38pcLGUZwsYXMdRcRhnJCwBSuJmqxVTU3cIBcIoiBqph4nachSJpYSzdDQ\nTA0rY2NnbbQmCdFt44K2hpTL5QWdppyUsnym77twf9E6zhtmZ2eZmJigUFg7UPOxBx5nrjiHaRjs\n2diD8MJFQrDgTtn96qay6LAOErSTKsN69RArpWNmVBJl0ZW1NKSUEPiouY51snEeIRQVtWMbmfoc\nLf4MM+MNNDO92rWimdSv+3WcO/8GtTiMfeffIG/8MK/72GV864/3Mb6/xtc+eIx3/8NWLn99DsOG\ne24bpbu9gKooiYvMThNX5pO6K/mksJ/TahPUA2YH5/CqPi39eQwncce89rUv57LLLuJ//9En2bfv\nIf78zz7Pz362jz/8+G/R0dFCEgPkAMbzknhICUHDx6971IsN3EqdoBEghEC3NOysjaI9t79L13Va\n8y2QT1Lmq/UaB48cQghByknR1lpYtHw4jnNOz2XBSsHzsHC0qquLqcYLkLFcJCGVqcQaIgFVU9FM\nDd02cPIOds5JyIj5/Nc5ef49pes4q5BSMjIyQhzHaxbB8us+3/7OvwNw8Z5d6GGMaCoYxpGkeCLJ\nTLj0TQXiCGpjBkppFLU6hVQ0wp6Lks9phKQLFqoWc3JVWCDR3rBSiHUp8/MOxcki2reTz5o4OUF1\nvrH2gbpN/frfIMr1oHgVnDs/Rz5V5zUfvQRFExz8yRz/8QejCAEXvTzHTa/vY3J2bql8vbpQYXYW\nWZpZNHnrjk6qNUV1tsrkoSmqM7XF93R2tvPpz/wffvu3P4xpGtx7z4O86x0f5dYf3gPESEpI5oip\nIgm50O21URjjll1KEyUmnhxl7IlRJg5OUJstoygK6UKGdFsaM20952TjZBiGQWu+hZ6ubjra2hEC\nhkaHeeixR9j30P089OjDDI+OUCyXiKL1DKOnglCaAb45h0x7lnxPCy09LaRaU6iail9NdE6GHjjO\nifuOJZk+kyWChv9cn/ozxrqF40WOYrHI6OgYhcLagkuP3P8It97+YwDe+sqbkWGIMJOZTHnYJfIl\nVl6l+6IUjXEdGQqMpnUj7N4Duk0UNsW+cgnJENgrUmGhKWXe1o8wnlkV0XU8O2itPcjKDAX3OGM1\nF68RYNprzKgMh8b1H8C+43OolQmcOz5Pz00f5qW/uof/+tvHuff/GyXf5XDTx1rZeW0W01H42bdH\n6Ghaz4SmAU5SYTb0INuGMEwUVZBpT+OWXaYOT5OtZsl355qBrApvf8ebuebay/j4H/4ZBw4c5g9+\n/0/42U9fyu/8z4+QzdpAFUmDZPprkVg9LgxLWeiFeHUPt9xoZpQk2ieqoWHY+mL8yvMJqqqSSWfI\npDNJvRfPZb5cZHx6EkPTSTkp2tvayGVzZNIZrOewou/zDaqmLiq5As1MH5/5wRnmTkxjOCZOa5p0\nIY2dszGc58+1XSccL3KMjIwSBP6KWg0L8Bs+n/n8XyOl5MZrrmLvpj5kpbLkTmmmw+58RQuKIqgO\nGxBHaCMPARAs094wUzpWWrKWdUM261ko2bZz9jvXcXoIVUfr2EymXqIlmGdmtIZurp2dIM00jRs+\ngHPHX6NUp3Hu+Dw7bvoI5Tdt5v7vHOPWvzxCpnARl7zbZtPFaUxngNv+bYyWdJLqLDQdnDRxvYLw\nPJR8OzgZhEiqzIZeRGmkhF/1aOlvwc4lJHTjxgG++KVP8fd//xW+9MWvcsstt/GjH91Ob28XAwO9\n9PX3MDDQxcBAN/0DA3R29qMqFuI8d3NSsizgs4Zbdgm8ROPCsLRTpqw+XyGEwLZsbCvpQ4IwoF6v\nc+T4USSQsm3yuRbaWlvJpDOkU+l1t+nTQJLpY2FlLGQs8Rs+5Yl5iiOzaJZOqiWdSMxnbYyUeUFf\n23XC8SJGuVxmbGyUlpa1rRvf/+4PeOLQAQxd59fe+QvQ8Feofy6lw+bxSwpBWUGdOYTiVYgNh6hz\nB5DEb7RtTCcR5qewbmBnEM669sZzCSXdgtK2kZZGnXotpjpfI1vIrHmstLLUb/gQzu2fRanP4tz5\nOa589YcoTtY5cu8E3/nf+3Gyl7H1DQo9Wx1e/Z4+bvv6OCk9KcYnFBWRyhG7daLZMRS/FbItCFVD\nM1XS7WnqxTpTh6bJ9+bIdGZQVIGmaXzgA+/lxhuu5o/+6JMcPz7E0NAoQ0Ojq87RMHT6+rrpH+hn\nw8AA/QMbGejvZ8OGAQqFwjPumIMgoFqtNpca1WqVUrFMaa5Iab5M6AaoQkVXdBzbIpVJ46RT2LaJ\nFVtYkYllWhiG8YLMTtA1fTHjJY5j6o06k9OTjIyNYpoG2XSGtkIb6VQa0zAxTQPTeP7M0p9LLIis\nmSkzSTNuBFRnypTG5tHMRH8l05HFzibF9S408rFOOF7EGBsbo15v0Na22rJQLVX5/N/9DQBve9Pr\nac/liKdGEU4yALnFgMZsgFBhy025RFkUgb7gTum9FBSNKIxRFEEqr7KWjDmA9OqoPf3P5R4DAAAg\nAElEQVQIdf12fK6hFvowqnMUvHHGagFew8W013ZzSTtH/cYP4tzetHTc9QVe9q4PUJ11mThS5Nv/\n63F+ybqc/pdGtPVYvPo9vfz065No8dLnKZaDDMMkQynwUHJtCNNCKJBqdfBrATMnZvFqHvm+PEbT\nzbNn706+9vUvMDU1w/DwKEODoww118PDo4yMjOP7AceODXHs2BBw54pzdxyH/v4+Bgb66e/vp6ur\nC9d1VxGJ5e1aLWl7nnfWrrdpGJimhWUmJMSyLEzDwDIt8rk8u7btYPfOXfT39F1wg8eZQFEU0qk0\n6VRCND3fo1arMTufpItqmo6ha5imRTadIeWkME0Ts3k9TMM47e+WMoYwSMxKUibbMm5uL63l4nai\nuyGjEGQEUZys4yg5VtVBNxGanvRHqgaK1myrCOXC6aOEEBiOgeE0K3a7Po1ijcpkCdXQsLI22c7c\nIvm4EKxq62mxL9K02Fqtxl133Y2mqWteg0//xaf5x698mfZCK5/78z/FrM4RN2ooqeTY8QdKHLt1\nlo3XZPjVr+5m4mcZpOeT/sEfIUKP2kt+k7h1I42yj9BgwyU5VLVlTe0NWa+gbbkcxXlx/i8uNMSV\nWcLjjzA1XWdmdJ5cRwblNEJsojqDc8dnUdwyUa6H2Yt/nW/9+WOUpxt0bc3zlj+8hK7rPDRb0qiG\n3PHNacLKyo5bSomsVxCqhpJvAye3qDERhzG1+Qamo9PS14JTsJ9y8A3DiImJqWVkZIShoRGGh0YZ\nH58mXqbR8ExhmRaOZePYDqlUinQqheM4SCnxPA/Xc3Gb62Tbw/NcPP/pB/1l0xl2bd/J7h272L1j\nF9s3bz2vKannCkEYEPgBfuDj+f5isKmqqOiGgWWYpFIOmXQmsYboGqaQGEIi/HqiTBw1CUfcFPEi\nIRqxlIRhRBhHRHFMFEVEUiZVcuOYKJZEMsYPQoIoJoxCNFXBVFQ0TUFTNXRVQVUNdNNA1XQ0w0Qz\nbTQrtQYpUZO20M6aPsozReiHeFWXwA1QNBUra9OzuxczfXZi5J5pWuw64TiLhEPikRQk0wHtgk7V\nO3LkCI8++hgDA/2rOu+R4UF+6e3vwfd9/sdvfZSbdm8lLs4gUhmESH7T/n8dZ/5og9f8fj+Xvn4j\npYMW2siD2Pd/mdgpUHvV74EQFCfrtG+2aOtvRZBf5U6JyzOIVB5t4yXPyxncCxFSSqLxI7gjhxmb\nDPCqVTKFzGmDMJXKJPYdf43iVYny/YxueS/f+sQj+I2Qrdd08aqP7Kb9igZGNibwIh69rcTMsYiT\nx/3YcyH0UdJ5RLbQDDJNxhO37BKHMdmuLPmeLKrx9NVoJZIgcBkdHWV4aJyhoUmGhyaYmp7DtmzS\n6TSZTJp0Ok3KSWEZJqZmoksNTWoYmkHKdshkM1jNaqpPF3Ec4/neIglZJCaui+e5uL6P57qMT01y\n4NABDh45tIqk6LrO9s1bFwnI7u07yaTXdn89HxFFEZ7v4zdqeI0agVsHvwGBj6EKdE0hbaZI57IY\npk2MxA8CvDAiCCP8ICCKImIpE6IRx4kSaZwEsC9mTonEUqCqKooQi8evLGgoUQFNAQFJWwgMXcXQ\ndCxdxTBsVENHU3U000RPZTDTLZipLKqdWuw3nwtEQUhlusqGqzaRPoWL9OliXYfjAkBCOOZJLquG\nxEQsuhG0CyZq3nVdBgeHyOWyqwZ5Scin/vJT+L7Pnp07uOnSvciZcYRlLz40URBTGkwKfm1/WT7R\n3gD0RSnzy0GIJDtFBSebCDWtit2QEsIAJde5TjYuIAghUNv6MarzFII5xqoefqOBYa+Ov1lAnOmk\nccMHse/4a9TiMD3Hv8yrP/CL/OenH+fIvRPkOx2uijdTuLSOVYArXtNKvRIy9LjLyBMugZd08Ipp\nIVWNqDKPEngo+TaE6SAE2DmL0AspjhTx6z4tfXms7NPz/QsEhm6zaeNWNm7cTFLTJwZ0pNQIPUlQ\nC3ErPm7RxfdC4lCiGU1VSEPn2Y4diqKsCLJ8KoRhyNETx3ji4AH2HzrA/icPUCyXeOLgAZ44eGDx\nuIHefvbs3MXu7QkJ6ep4fj1XUkpk4EHgQ+BienWM0CMdBkgNhOUQiwyBFPhhyHwYMjU5QywlQiTX\nVVEU1OaiKAq6qmIaerKtqqjPMGZmgbSEUUTcXHtxTOgGxHWPOKo0LSwxUsZoEjRNYGg6djpLOl/A\nybVipLKYThrTtDB047xYqVT9whnmL5wzecFAIYlVCElS9WRzn47EQqAD+nmPnF+OyclJSqUSAwP9\nK/ZLQu7bdzu3/exuFCH4wC+/C1meRQpQtCW1ndKQSxxKcj0GmUKKuSEV4VVQpw4CS2Jffj3ESgms\ndIq1Yjfw6mDYKOl17Y0LDcKw0Do3knErtHTkmRmbRTcDhHJq1aU4203j+g/g3Pl5tLkTbFO+yU3v\negM//edD3P+dY2Q7HbbHXaQHfJx+FyejsfO6NFuvdBh90uPEIw3qpQihaSipLLJRI54ZQ2QKiEwe\nIQSaqZFuS1EvuUwemkpqsVh601dP83lLsFyCOtnRtLg35acXjolljJQ1/FoDvxoQ+hEooJsaVlZH\n0VSS5zlGEpI8z2LZOmmfq6Fd0zR2bN3Ojq3b+fk3vBkpJWMT4+w/lBCOAwefZHhshKHRYYZGh/n+\nj38IQEu+hT1NC8hVl15Bb/dqFeHnEjKKkGFCMKTXQAZ1CAKIkxoxqHpSkdpMLboo1OZyvpPnVVVF\nVVWMMyAIUkrCKCIIQ0Lfp1guMz09SRxHCKEiDBPDyWA4aUwni53JkU6lsEwTQzcwDBNd1zFfgEHF\n6y6Vs+hSiSkDpabs8hKSMtshLJbbVklIh03C+fTzVg3T933uvvtuPM9boSwqCQmjeX75nR/l6LFB\nXvvyl/GRt70xmWmmVlpCjt06w/gDZa7+5Q5ueMduGpM6+tHbsR77NlHLAPWbPwbA/GSNzi0ObX29\nq2I3AOLiJEprD1rfrnP/w9fxtCGlJBp9Em/8BGMT4FaLZAqJxe607pX5IZw7P48IPcKO7fxk5GYe\nvmUYRRP83G9fSfe2PAiJ0ebiDLikC+ri902d8DnxcIO5saQ4oAw8pOeipHOIXFuSUtuEX/Pxan7T\nLk6TRAia1bgAmZjPWflaYlJnsb0AVVfRLA3N0JbV7pLNZcH3c3Lsx8KAsEBAFJI6Qcqy7XNHRhZQ\nKpfYf+hJ9h88wP6DBzh87ChhtLLc/Ia+Aa6/+lquv/JaNm/cdN6tHzKOkE3rhXRrSK8BUYCUcaJE\nq+kIVYdnWKX2eYEoJPI9Aq9BEASECAIEkWIhdB00A81MoRs6uq6RslMUWlpJp1KkU+lnbBEpjhXX\nXSovFohFXr4wA4sAH4nbPEJDYjTlvs9t/MfU1BRzc/P09i7NdhKFxgrf/uZ/cvTYICnb4T0/97pE\nhtpKreiYpJSUmuqim2/M0ZhKbiF9pOlO6bscSBQVFTXCzq5t3ZBxBLFEybafk9+5jmcPIQRq+wb0\n6jyFoM5Y1WmWsfeR6Ke8R+OWARrXvR/7ri+gTR3ipf0apcuv4PiD09zymYd56x9cTa7DwZ+28act\nZuwaTl+Djk0mnc2lNBVw/OEGE0chVjSiailxsWTbEE6S8WCkDIzUudO5Fot/F8jESixN1eLm1sLE\nYrmdJbGCNKMAzhkRyWVzXHflNVx35TVAkg1y+NgR9h98kkeeeJRH9z/O4MgQgyNDfPWbX6ezvYPr\nrrqWG666lp3bd6A+RXXmyAupTVSJwzghZbaOZmuopnbKmiVSAqGH9F2kX0e6NQgCpIxA1ZL4HDOd\nSN0/jxF6EV4pwCsni18NUVQQmoKiChStWa5eE80CcgJFsxFaCoMYU4QocXMhRIqQMDYIfY3ZWoXx\nyQlURcFxHFrzLeTzedJOmnQq9byzgKxbOM6DheN0kMQs76iSzk0DrKYF5OwpJoZhyD333Eu1WqG9\nvb35/QnZKJfn+Pm3fJByucL73/kOfu6KXUgEykl+5vqMz0N/N4JqCD7y7Wvxx9OI6jTpH/0pUijU\nXvtxpJmhVnLRzJgNF21CVVdfj7heBkVB33JFMqtZxwWLeH6CcOhxZuY1pofLpFpB0xdmz6eOTVKn\nj2Df/beIOKTefglf//F2pgcr5LtTvPX3rsJMLf3f4zimEhax+lw27HHQ9KQjbVQiBh9rMPR4g6BS\ngyhGybUiMq2IC7yzTXrWmLWtIwvumGQykkxKzp1FpFKtct9D93PXfffwwCMPrghCzWdzXHfVNVx3\n5bVcvGcvcTWiNlahOlahNl6hOl7Bna0vZ1hLEKwkIJaGZiqoOmh6hKpLVD1Gs1Q0R0d1NHRHQbNA\ns1QUbYHQnfShi9do9f7V99vJVqazd/WkTGJ6vFKA2yQUXinAK/mLBCPynn3G0yoIUDSBkVZx2mys\n9hRaqwUtBkpWw87YpOwUbYUC2UyWtJPCtk+dvbVu4VgHwLIZT9L5JgQkBCpIaiTeyhRJZcxn9yBN\nT08zOztDV1dX87sSsgE+X/ibr1MuV+jr6ub1V1+E9N3FFNjlqI0nVplN12aI5hIisaC9EXXsQJrJ\nDR24Hi29LSjqKTQc3Bpq15Z1svE8gMh1oLR00xKOEvXmmBstkSnYKJpHYqlbmxRH7VtpXPOr2Pd+\nEWf6Ed5ys8ZXvttHcbzGN/94Hy/9ld10b28BkoC/nNGKNxKw74lpUr0e267MJXEe1ydxHiMHUhx/\nsEx9agYlWJJFv1CRXJGF53sJS66ahYmGfwqLyHLXjGC5teXp9gSZdJqX3/RSXn7TS3E9jwcffYg7\n772bfQ/eR7Fc4vs//iHf//EPMRWDLeYGttub2GwNYChLz6eRNVEtjagREDRCZJikoYaNkLARnubb\nTw1FF2i2gm6raJZAs9XmtoJmK2iWgmar6HZyXLJPNAPYFyZoC9dzOfFIyJyUQCSIw6T2UxwmbRnJ\npOpsKJv7Y8LGSkuFVwrwKgEyeupJuWarmFkdM6djpLVE7iOUzeq2srnES+tIJq+HS6/L5ZkxEuJA\n4s6HuPMVOFxZ8X1G1sBos9HyOnrBJN2ZpXWgQPdAd6JnkkpdkGJq64TjAoNYDDo1mgFq9WaNCJtn\nQzziOGZwcAhN09E0bQXZOHp0nH/71+8C8OtvezOK11g0W5+MynDiTtlwRQuRp4CUK7NTgDCIUDSB\nk82vaXaXYYBQVJTM2gqn67iwIBQFtX0Dca1IQQuI/DSl6RrZ9hRCcUkGTGXNQOiocyeNq96Hve8f\nyM8/wFterfOtWzopTdb590/cz56X9XHN27Zh2Ml7TUNnoL2H0lyNn/3TBKmegL3XF2jpMNl4icOG\ni2wmjuY5du8MpakxlFwbWE6igfA8wZKr5iQtksW/axERWD6gyhXWkKcOYvUrXmKxGEssFsZYxDXT\ne7iydQdD3hiHGsc41DhBLa6zv3GY/Y3DaIrGnv4dXHP5Vdx48/UUOlubQluJiySqlwlKVcKqR+hG\nhKEgChUiXxB5ELqS0IuJ3LjZjprtmNCLFwdVP4jwy0+v2NsCEdFsJfmcUC6RiEguDeJno4acACOj\nYzUJhZnVF8mFmTUws9ozStE+GTJeIj9xKImDGK8UUJ/1aMx61KddGnMeQT3GL/v45SUr1TSjHAcU\nW8UoWKQ6UuT7Wunc0k3nli5M9cIgH+sulbPoUgmDaZBFVOPsDqSyGfORdEYWgjQJ8Thzk/LU1BT3\n3HMvHR3taLqCpAx4SGnymx/5ffbte4gr9+zl4+97G+j6CgnzxfOIYu75y0HiUPKez15FysqjzJ0g\n9bNPIzWT6mv/F2gGtVIVzTLYcNHWNX3DcWUOYaXRNl16wZvF17GEuDhJOHqQwIuYGIuoFV2y7TYI\nH1ioMLu2i0UbfRTr/n9GyJhK93XcdmAXT94+BkC61eIl793FwEUrFW/jOGZ6vsjx0XGc9ojLX9JJ\n16YlF9/8mMvgA0VmRiKC2ERYNmgm6MYL7r5aHS8iT9peCJZNSEccxhQPV5h9fI75J4srBqfl0ByN\nVLdDqsfB7rIYC6Z4+NgT3H3/A0xMTS8epygKF23bzOU7NrG1p5PN3W3YloPQDdDMRKr+aUyEpJRE\nXkzQSCwLYSMmWL5219jvRsT+sxuvFE0gVIGisRhfIbRkrZkKZlbFzGmYWQ0jq2PmDMyM3oyVWH5P\nrbZcnS8EjZDGVIP6dJ36dIPGfESjGOKVT21l6vu5Lbz1f/wCPRt7z8o5rLtULgBMj9xNunWOymCe\nXNsunJazU4ws8e/aTXeL1ww2XXC1WE9JPKSUDA8PAzTJRgXwAIuf/fRu9u17CE3T+LU3vipJgV2D\nbAAIN9EkaN1gkrKSuieLUubdF4FmJMJKbkhrb+cpA9Fk4CbulBfYoPBCh5LvRBMKjB2io6PORGhQ\nmW2QbUsBavO+XDugNOy9GDd+J9YDXyEzfjev21li+56b+Mk3pqjMNPjPTz3E9uu7uf7t27HSSSCo\noih0FlrJZdKMTk7zo6+M4rQoXPGSLvp32bT0WLT0JO7B0pTHzPE6M4Nl5idjYs1CGA7oRiJV/fyR\no1gTS6d/6mcm8iPmnpxn9vFZ5g7ME7nLpvcC7DZrkVykehxS3Q5GrikdHkXIMKQrTHPZRf38ymtf\nyonhYe5++HHueewAJyameOTgER45eCT5OCHo7Whn60Af2zb0s22gj019PVjGmQXxCiGSuA5LhZYz\nd6vGkVxJRNw40eBYRhySwMyk6NnSPoFQOb1M+iKJk6wkdSdbmsRJ7YVYHNEkXScTk7XiVJ45dFtD\n35Ahu6EZjxHHyMAjbLg05kPckqRRFjTmE+uIO9PAM+p4nnv6Dz4PWCccZwkSSba9jpXWcXI15sZu\nZ/RoinzHdlp7+1HPgsk36cQXiMdClovJEvFY+zvm5uYYH5+gtZBvko2EsPhewKf+8gsAvOH66+lp\nSSGs1Cm/vzyUzGL7L2sBBMQh2ujDwJI7JQp8FE3HyZ6i6JdXRxg2Smpde+P5CCXXjqaoMPok7UGZ\n8XGV2nyDVIuNQGvek27TKrfS2hH2X44bh1gPfR1tYj872E//my7l9iN7ePT2WQ7dNc7w47Pc+O6d\nbLmyc/F9lmGwpb+XtnyOwfFJfvyNQXItNhdd20bXFotsm0auwyTXYbLlGohCyfyoy8yJOrODc5Sm\nJMJMJ1Y7ozkjf54TkAWEjZC5A3PMPDbL/MEicbAUwGhkdQp7ChQuKpDdkEE1FmIagmQJA2SpQew1\nIPSRUZTUGhGAorGpu5tNvX28601vYGJmlnsefYIDx05wZGiE6fkiI5NTjExOcdt9iUtVURQGujvZ\nNtDH1oE+tg70s6mnG/0sCk8pqsBIaxhre3xPiSiOKVWqzJbKzBXLzJWWltnmuuE+9YAseWoLixCC\nbMohl06Ty6TIZdLkMmny6TS5TIZcJkM+kyGXSqOuiGE7E6vJ8iDkZFsqEkyBZhqkcxrpwEvSj2WM\n0BykUeD4yBzEZ68G0DPFukvlLLpUntz3XWLlMNsu60BRkx5t5FCJyWMqHRt20bFhE7Zz5hksT4UF\n4pH4fE0EKcBeRTwefvgRTgweo7cvywLZEAi+9KV/4a8/+yVasjn+6jffT659SUr6ZGTbVe74xAkq\nUwFv/J1L6dvZjjr+BM69XyQ2M0l2ihDUS1UMK8fARQMoa6TLxfMTKIU+tL6dZ+06rOP8I64VCUcP\nUhmbZmJCoOoqdsYkmRWGSOqwSDpWdqJKeQLj4K3oTbIqEQxrV/HDu7uZn0g6xU2Xd3Dju3eSyq+0\ntsVxzNTcPCdGxylWquSzaVpaHQp9Bm39OoU+Azuz8v73GxGzgw1mTtSZGfFp1BSE5SB0CwwzEZg6\nDQGRkmQgbipJJnrsMcRJ/Q4po2boRQhRxGLggFgWxLg4yRUnvbZs/+JJLG+vRlAPmT1YYe5AmeKx\n2opgQzOv07YrS2F3jkyv3UxZFcg4Bt9FBi5EYZNcyKbAVjNFVVETPYwzwHy5wtHhEQ4PjXB4cJjD\ng8MUK9VVx2mqysae7oSAbOhj20AfA91daGcp5kZKSblWZ65UWpNELCzz5cpZqZ9ztpFJOeQzqSY5\nSQhKPpMml86Qy6Rpb2mlt7OAYy08W8utMAvr5RaUpbaUIMIA6fscPTHGm9//a2y+7Kqzct7rLpUL\nAHGk8Phd43ilPD07NAq9Cn3bc3RviTn68EPc+Z0H6Nm8g85Nm2lta3vWwjtJR241WbePZJ5E3TRF\nUgZeo1gsMjo2TEurznKyMTU1w5e++FUA3vnSm8m2ZE9JNgBSNlSmAnRLoXtLIhimjzTdKX2XNzvQ\ngMAVtPZm1yQbMgxAKCj5jmf1u9fx3ENJ5dH6d5MRBwiDCaYmY1RNaVZz1RFkmsHO3qqA0jjbhXvV\ne/C3vxLj4A/Rxx5lINzH+y5XuHvqBu57MMXxB6cYfXKO69++nR039Cw+K4qi0NVWIJ/NMDIxxejk\nFCcGa5wYTAJOLdOg0GHTscGird+gtVfHsFW6d6bp3plMi2vFICEfJ+aZGw0IQh1hp0BRVhGHpKpo\nnFQVpVmRNF42y5TLciWESJ4DRSyNBwsNeXJ7RWMZmp920kTQq0bMHQ2YO+ZRHgtXvNVuUWndYtC6\nxcRpU5pcpUQ8X1r5FaqaFBnTTISpPqv+pyWb4co9u7hyTyLaJ6VkrlTm0OAwR4ZGODI0zOHBESr1\nOkeGRzgyPLJYsNfQNXo62pPaJXFMLCVxLJvtk7bjpNJrHCeKsCvWzfee6aRZEYJ8JkNrLlnaMina\nsg4dGZv2tEXG0kGoSCGQQiVGgYV2cw0CqahIoSBPQQyjOKZcrVGqVClVa5SqVUqVKsVKtbmvSrla\nI5aSSq1OpVZnmOnVJ7wMrdkMPR3t9Ha20dvRQV9nB70dbXQWWk9pPReCxJ2om02y/NwbF9YJxzmA\n78KJR0Imjwv6d2lk2xS2X9HGpr0RT967n7u+8zCFvo30b99BR083pvnsIogTs7WJRCKlj+dN4LoR\nrqsyNVnC8+focNpYnuHymU9/kUbDZftAPy+7fPcqvY3l0E3B3NHEndKzJ4+qKxA00MafABJ3ikQS\nBhGqZpHKrW3FkfVSop/grLtTXghQ7Ax6/25aUIj8YaZnY4Qi0E2NJEvCIYntaCDxOVmhNM514179\nPvziKMaTt6BPPMFLum9n501Zvr//aqam4bYv7efIvRO85H27ybYt3aOWYbB1oI/u9gK1hku94VKs\nVKjWGwwen+PY0QhFUbEtg+6BNN2bbdr6DfKdOqm8TurSHBsuzSVCdpM+syfqVOcaNEoh9XKI68bJ\ngIJIZv2qkpAJoSxaDc61UmdjPmD2UI3ZgzWqYyvN4alOg8KOFIXtKZy2cyd+dqYQQlDI57gun+O6\nS/YCCQmZnJ3nyFBCQg4PjXBkaIS663JidPysfn9LyqItY9ORtuhIG3SmDLrSGl2OSpej0GNDpyUx\nCVCjAAWPJI5tbvWHLTckPAVioTQJSbKWQiESGm4+R6MzT8PspmG00DDzhNrS/RvFMdVanWKTjCwS\nkuoSMSlWqkzMzFKsVJkrV5grV3j8yLEV36+pKl1tBXo72+ntSMhI0m4nl06ddzXZp8I64TiLeGz/\nYf7533/GR9/fR0suQ6MsOXRvQLZd0LdTw8mqXPSSbrZdHrH/zhHu+d5Bct299G/bTtdAP/l87oxv\nkDiOcV0X1/VwXY9Gw6VcrlApV5My2H6dMPQAlfb2HMvJxqOP7uf73/8xAO+++WbM1lMTAMMRXPaa\nHN/4yCEAB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4iGxqDhNa1Mo8B9zPdeS8/e037tecG5JhwzJIbHzpP2dwITp3jPxCmOLzet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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x119165910>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=\"timepoint\", y=\"coef\", hue=\"cpe\",\n",
" palette=\"inferno_r\",\n",
" data=quart_df)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x117be94d0>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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RlZkw4n1vfFiFlm61qdYX/Zy+GElClAk/+8IduLU4SxmXEvjPtz/Ef7794agKRmm3NOqu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\nD9HmU/EAACAASURBVCkl2nvUDwzmQ
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