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@dear983604
Created March 10, 2019 16:22
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Candlestick and frame tutorial
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 抓取資料"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#導入套件\n",
"%matplotlib inline\n",
"import datetime\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"#導入蠟燭圖套件\n",
"import mpl_finance as mpf\n",
"\n",
"#專門做『技術分析』的套件\n",
"from talib import abstract\n",
"\n",
"#專門抓台股的套件\n",
"import twstock"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#設定爬蟲股票代號\n",
"sid = '2330'\n",
"data=twstock.Stock(sid)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>capacity</th>\n",
" <th>turnover</th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" <th>close</th>\n",
" <th>change</th>\n",
" <th>transaction</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2018-05-02</th>\n",
" <td>38436942</td>\n",
" <td>8633492540</td>\n",
" <td>227.0</td>\n",
" <td>227.5</td>\n",
" <td>222.5</td>\n",
" <td>223.0</td>\n",
" <td>-4.0</td>\n",
" <td>11445</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-03</th>\n",
" <td>33507731</td>\n",
" <td>7399813831</td>\n",
" <td>221.0</td>\n",
" <td>222.5</td>\n",
" <td>220.0</td>\n",
" <td>220.5</td>\n",
" <td>-2.5</td>\n",
" <td>12287</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-04</th>\n",
" <td>28477722</td>\n",
" <td>6330594053</td>\n",
" <td>221.0</td>\n",
" <td>224.0</td>\n",
" <td>220.5</td>\n",
" <td>223.0</td>\n",
" <td>2.5</td>\n",
" <td>8445</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-07</th>\n",
" <td>23751759</td>\n",
" <td>5309421525</td>\n",
" <td>225.0</td>\n",
" <td>225.5</td>\n",
" <td>221.5</td>\n",
" <td>223.5</td>\n",
" <td>0.5</td>\n",
" <td>8951</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-08</th>\n",
" <td>40324763</td>\n",
" <td>9146327464</td>\n",
" <td>224.0</td>\n",
" <td>228.5</td>\n",
" <td>223.5</td>\n",
" <td>228.0</td>\n",
" <td>4.5</td>\n",
" <td>13229</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" capacity turnover open high low close change \\\n",
"date \n",
"2018-05-02 38436942 8633492540 227.0 227.5 222.5 223.0 -4.0 \n",
"2018-05-03 33507731 7399813831 221.0 222.5 220.0 220.5 -2.5 \n",
"2018-05-04 28477722 6330594053 221.0 224.0 220.5 223.0 2.5 \n",
"2018-05-07 23751759 5309421525 225.0 225.5 221.5 223.5 0.5 \n",
"2018-05-08 40324763 9146327464 224.0 228.5 223.5 228.0 4.5 \n",
"\n",
" transaction \n",
"date \n",
"2018-05-02 11445 \n",
"2018-05-03 12287 \n",
"2018-05-04 8445 \n",
"2018-05-07 8951 \n",
"2018-05-08 13229 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#用fetch_from抓取資料,指定日期放入dataframe裡\n",
"df = pd.DataFrame(data.fetch_from(2018,5))\n",
"\n",
"#設定index\n",
"df.set_index('date', inplace = True)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['2018-05-02', '2018-05-16', '2018-05-30', '2018-06-13', '2018-06-28',\n",
" '2018-07-12', '2018-07-26', '2018-08-09', '2018-08-23', '2018-09-06',\n",
" '2018-09-20', '2018-10-05', '2018-10-22', '2018-11-05', '2018-11-19',\n",
" '2018-12-03', '2018-12-17', '2018-12-28', '2019-01-15', '2019-01-29',\n",
" '2019-02-21'],\n",
" dtype='object')"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#設定index格式\n",
"df.index = df.index.format(formatter=lambda x: x.strftime('%Y-%m-%d')) \n",
"df.index[::10]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# mpl_finance套件\n",
"https://github.com/matplotlib/mpl_finance/blob/master/mpl_finance.py\n",
"* 查詢有哪些方法\n",
"* 查詢方法內所需參數"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 開始畫圖"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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+taDWz9RaX661vvzcc8/N3XAAANhkh48P0+w0OXx8mMPHh303BwCAJZipOFtKeZhJYfZz\ntdYvJkmt9Z/WWn9Ya/2TJL+W8+iCN5K8cOHh70ryncU1GQAAAABg/d1YnC2llCSfTfJarfXTF5b/\n6IXV/u0kv3s6/6UkHyqlvKOU8u4k70nytcU1GQAAAABg/T2YYZ0PJPlwkm+UUtrTZb+Q5K+UUppM\nIgv+MMl/kiS11m+WUn4zye8leTvJR2utP1x0wwFgnY0ORoYpr7rhaZz+eHw+33X9tQcAANg4NxZn\na61HuTpH9svPeMynknzqDu0CAOhf0yRtez4FAABYoJkvCAYAAAAAwOLMEmsAACzIcH8yPH58Mj6b\n7/YMlQcAANhGes4CwD1rdpoMHg3S7DR9NwUAAIAeKc4CAAAAAPRAcRYA4Dptm4zHLgYGAAAsheIs\nAMBVum5y2909n4d7dvj4sO8mAACwRIqzAAAAAAA9UJwFgGUYDie3hw/P52cxGi21WaOD5T4/AAAA\ns1OcBYBlaZpkMJhMWV+HhpUDAADLoTgLAAAAANCDB303AABYoGl8wng86bWbuJAVAADAitJzFgA2\njTgFAACAtaA4CwAAAADQA8VZAAAAAIAeKM4CwLK07ST7tW1vXnc4nNyOjs7nLxqN7tSU0cEoo4NR\n2uP2bP7y/QAAANwvFwQDgGWYXoRrNEoOD2d7TNNMCrnT6QIdPp60YXQwOpsHAACgX3rOAgAAAAD0\nQHEWALbYcH+Y4f4wR986OpvfVqIdWCc+rwAAm0FxFgCWadZIgx41O00GjwZpdpq+mwIAALBVFGcB\nAAAAAHrggmAAcBfD0xiA8TgZDCbz04uBzattJ8+z4IuB8aTLF0WbRjmMT8Zn893eLfchAADAHPSc\nBYC7appJYba5QyxA101uu7vn80twsSjJOdEOAABAHxRnAQAAAAB6INYAAGaxyPiC277udP7C614e\nos/1xBewCXyOAQA2i56zADCrRcQXrNPrbiDxBWwCn2MAgM2hOAsAAAAA0APFWQAAAACAHsicBWB9\njUbJ4RbkrbbtJHO2bc8WPTN38or1n/n0x23GJ+O0xzevf/F1B48GG5N1Oc97ACttW74XAQA2hJ6z\nALBKLhdVum5y2909nz91Ze7kM9a/SrfXpdvrsvvi7tn8Taavuylu8x4AAAAsguIsAAAAAEAPxBoA\nwGXD4SQWYHDaO7S7XVzAdTZxCP1KxR0MJ225ch8CAACsED1nAeAqg0HS3D4u4Dr3NoR+zszJw8d3\nz6hcqbiDpnl6H95gEe8BAADAPBRnAQAAAAB6INYAAADW3cU4j+m8OA8AgJWn5ywAzGPOuIC1f11g\nfdwizgMAgH4pzgIAAAAA9EBxFgDuqm0nQ4nbtu+W3Iv2uM34ZNx3M25l2vb2eDv2FZvp2s/xln0X\nAQBsApmzAHAX00zH0Wiu6IHDx+sZU9DtTbZ3dDBau21Y57bD1LWf41t+FwEA0C89ZwEAAAAAeqA4\nCwBca3Qw6rsJt2N4N9yrtf2uAADomVgDAGCzTId3X0OkAQAAsCr0nAUAAAAA6IHiLAAAAABADxRn\nAdhqchI3wMg+BAAA1pPiLAAwN7mtAAAAd6c4CwAAAADQgwd9NwAAVtJ4nLRt363gWYbDyXQ8Pp/v\nuv7aAwAAMCc9ZwHgsq5Ldncn01mLfYeG+feiaZLBYDIFfBcBAKwZxVkAAAAAgB6INQBg84xGW9F7\nrD1uMz4Zpz1efPzCcH8SEzA+GWe4P0y3d3MP4ml7Bo8GT96xzP3RtiIooEeXvyuSzPR9AQDAhOIs\nAKyh+yh+NDvNzIXfaXtGB6McPr6nwvg0cmJLivGwqqbfFfN8ZwAAMCHWAAAAAACgB4qzAKyf4XBy\nOzqaTG9ankx6V14yOhilPW4zOhhldPD0/SzXXO/5cJg8fHi+jwEAADaA4iwA66lpksFg9uVXOHx8\nmGanyeHjw6eH4hsmv3oGg8n+Be4vPgQAgKVSnAUAAAAA6MGNxdlSygullMNSymullG+WUj526f7/\nvJRSSynvPP25lFJ+pZTyeinld0opP7GsxgPATC5GHRgSP7P2uM34ZNx3MwAAADbWLD1n307yiVrr\nn03yU0k+Wkp5XzIp3Cb515N868L6fzHJe05vH0nyqwttMQDchiHxc+n2unR7XXZf3E231/XdnGcT\nQQEAAKypG4uztdbv1lpfPZ3/fpLXkjx/evffTfJfJqkXHvLBJL9RJ347yZ8qpfzoYpsNAAAAALDe\n5sqcLaW8lOT9Sb5aSvm5JP+k1vr3L632fJJvX/j5jZwXcwEAAAAAyBzF2VLKIMkXknw8k6iDX0zy\nN69a9Ypl9amVSvlIKeWVUsorb7755qzNAIBna9tkLCd1nY0ORn03AQAAeJaRY/ZFmak4W0p5mElh\n9nO11i8m+TNJ3p3k75dS/jDJu5K8WkrZyaSn7AsXHv6uJN+5/Jy11s/UWl+utb783HPP3W0rACBJ\num5y292dTAEAAGCF3VicLaWUJJ9N8lqt9dNJUmv9Rq31T9daX6q1vpRJQfYnaq3HSb6U5K+WiZ9K\n8se11u8ubxMAAAAAANbPLD1nP5Dkw0l+upTSnt5+9hnrfznJP0ryepJfS/LX795MAGCTjA5GaY/b\njA5GT8QYXLccAABYAcPh5HZ0NJleJu5gbg9uWqHWepSrc2QvrvPShfma5KN3bhkA3IPDx4d9N2Gj\nzPp+Hj4+zOhg9NT61y0HAABWRNNMrvXBQsx8QTAAAAAAABZHcRaA9dS2yXg8+/rjsf/u9uHikKer\nhj3Nwz6EtSOeBADW3FUxBVedi90Ud8C1FGcBWD9dN7nt7k6ms6z/1lvnj2NmC4kXGAwmQ5/u8twX\n97d9CAAA/XjWuVjTTI79mYviLAAAAABADxRnAQCAW2uP24xPxmmPxY4AwFabN3qOJMmDvhsAALd2\neM2w+OuWs97sV1g53d5kOOPoYLSYGBQAYD1NIw5GI8ftc9JzFgAAAACgB4qzAAAAAAA9EGsAACzX\neDzJnwK2xnB/mCQZn4zP5qcRCM9kKCQArIbh5O93xuPJfDfD33FuRc9ZAGB5ui55663JdMYDOrmV\nsH6u+r1tdpoMHg3S7DQ9tAgAuLOmSQaDvlux8RRnAQAAAAB6INYAgNV1cSjNYGAoDQCcuhgdMXg0\n6dU0U3QEAMyqbc/PxVgaPWcBWG2G0gDAlURHALA001iy3V2dZJZMcRYAAAAAoAeKswAAsG2Gw8nt\n4cPz+UWuf9v2HB0t5/nvwehg1HcTAIA1pDgLAADbaBob08w4JH7e9ZfdHgBg9Rwe9t2CtaM4CwAA\nAADQgwd9NwAAANg87XGb8ck47XH79J2j0cb3rJnGHLTH7dkFuw4fL3abn/keA8BF08ig8fj8gstd\nd/1y7o3iLAAAsFDd3uSkbnQwWnhBcl1Mt3tZ74H3GIC5NU3StufTm5Y/y4b/k/U+iTUAAAAAAOiB\nnrMAAMD9uDh0cjq/5kMnh/uT7RifjM/mp71aF2oLoiAAYBvpOQsAANyfpplk2jVN3y1ZmGanyeDR\n4Cxb9j6JNABgqfxjcOkUZwEAAAAAeqA4CwAAAADQA8VZAACAO2iP24xPxmmPZ7zCdTLJkJ1nOQDc\nVdtOct/bdrbl3AsXBAMAAJZiG/JQpxf/Gh2MtmJ7AVhT0wtwXr7A5HXLuTd6zgIAAAAA9EDPWQBW\n23SIzWDQd0sA4O6Gw8l0PD6fn/ZaYr1d3LfT4xb7FoAb6DkLwOrqusltd9fJDQCbo2kmxbum6bsl\nLJp9C8CcFGcBAAAAAHog1oC5DPcnQ3XGJ+MMHg3OLoAAAADcwYLiDi4fryd58pjdBV/6470H7oOI\nlbWj5yxza3aaswM9AABgQRY0JH56vN7sGFoPsJWe9ffEP4lWjuIsAAAAAEAPxBrwbHMOvRkdjHL4\n2H9hAADW0Y1D4nuyMseYw+Fyh4m27eT52/bJ10zuHHdAj+xDAJ5Bz1kAAOCMIfE3WEDswJW6bnLb\n3T2fn1pQ3AE9sg+BVSfuoDeKswAAAAAAPRBrwEJcHAI33B/e6/C3lRnmBgCwYlY1pgAAgAk9Z1mY\n6RA4AABWh5iCfulEAAA8i+IsAAAAAEAPFGcBAAAAAHogc5arDSf5ZBmPJ/MXrhbbHrdP5JYBAABz\naNvJcXbbLmd9Vo99CMA19Jzlek2TDJ4swHZ7Xbq9Lrsv7rqYBHB/DuX1AbDaZs6W7brJbXf3fH6R\n67N67EMAnkFxFgAAAACgB4qzAABA/wz7BgC2kOIstzLzsC0AALiJYd/nrovyEfEDABtJcRYAAAAA\noAcP+m4A92w0mv2/7tOhZZcuCgYZDifTi5+Pbe7hAgAsxXB/cswxPhlnuD90QdpVMs95BcAWuvg3\nbPBoct7s7xhX0XOWq10eWgaXNc2kMNs0fbcEANhgzU5zdlK7URQ2ATbe9G9Ys+O8mespzgIAAAAA\n9ECsAUmS0cHo3i/ytazXNHTgXB/7FQCAFXQxlmo6b4TcMzmvANbWNKaybftuCTPQc5aNZOgAAMAa\nMtR/ucRSzc15BbB2LsdU+kfcylOcBQAAAADogeIsAAAAAEAPFGe33HB/mOH+MEffOjrLVLqv152+\n5n2+7jZZqfd4OJzcHj48nwcA+tVXHt0CX3d0MFpAgzZPe9xmfDJOe7yE93h6LHd0tPXHdFd+/uQ8\nAjAnFwQjzU6zkAO3eU2zm/p47W2xUu9x00wOUqdTAKA/0/y50eh+c177et0tci8XrHI8d7Wbch19\n5oH75Dtnbeg5CwAAAADQgxuLs6WUF0oph6WU10op3yylfOx0+S+XUn6nlNKWUv5eKeXHTpeXUsqv\nlFJeP73/J5a9EayG6fCpJxjKDgCwVhY5JB4AWJDR1VE+In7W3yyxBm8n+USt9dVSyo8k+Xop5StJ\n/nat9ZeSpJTyN5L8zSR/LclfTPKe09u/kuRXT6esoxm7wU+HT40ORjl8fOkxg4GhTwAAa+BehsQD\nAHDmxp6ztdbv1lpfPZ3/fpLXkjxfa/3ehdX+uST1dP6DSX6jTvx2kj9VSvnRBbcbAAAAAGCtzXVB\nsFLKS0nen+Srpz9/KslfTfLHSab9qJ9P8u0LD3vjdNl3Lz3XR5J8JElefPHFuRvOFrp04Yjh/iQm\nYXwyPpufpbfHlb17F7j+slzc3sGjwfm2TuMixuNJL+ULFyK47yGJl9uY6IEDANzNNGZhemyRPH0c\n6HhjRm07OWacYUSb9xhgNtNYgfa4TbPTJMlMNYSZaw0Xz/mn811365oIq2fmC4KVUgZJvpDk49Ne\ns7XWX6y1vpDkc0l+frrqFQ+vTy2o9TO11pdrrS8/99xz87cckjQ7TQaPBmdfgJtuur1P39FMCrMX\ndHtddl/cTbfX3esX9LbtEwDgFuaIzur2urz1S289dTxz7XERV+u6ye2tt87nb+A9BrjZ4ePDHD4+\nTLPTnM0v3PScv3nyPNv592aYqThbSnmYSWH2c7XWL16xyv+Y5C+fzr+R5IUL970ryXfu0kgAAAAA\ngE1zY6xBKaUk+WyS12qtn76w/D211n94+uPPJfkHp/NfSvLzpZTPZ3IhsD+utT4RaUAPrukGn1w9\nVGyhZhw6tWw3dfm/PKTAEAEAgAvmGBJ/H5Z+DMv1pp+FwXa+984TYP1cGxPYc1t8h5DM1nP2A0k+\nnOSnSynt6e1nk/ytUsrvllJ+J8m/keRjp+t/Ock/SvJ6kl9L8teX0G5u44pu8NOhYtPh73f1VPf9\nrkt2d2ceOrVs83b5N0QAACDnx3Ircly36GNY5nD5s7ClnCfA+lmlqBbfIVx0Y8/ZWutRrs6R/fI1\n69ckH71juwAAAAAANtqNxVno3QyRDO3xbMPr5l2/Fxe3dzB4okfCtcP35hhaNtwfPvEcN/Y2GQ6f\nfO5pe1ZsaCMAAP1ZpSHDi7QW5w/ATBYVh3M5EnGW15zlO+Ty92hy4Xz9mvNv31GbQXGWJFfEEaya\nppl8CU2nmT+TZbr+PF+kvbmwnVPXtn9aLB2NZr7y8XT4xMxf4NM4jGmbbvGaAMAKmvfvuL/7PMNc\nx5drYFMKzMD91AMuP+9tXnP6PfrE9+k159++ozbHLJmzAAAAAAAsmOIsAAAAAEAPxBpsqquGm29R\nRug8uSujg9HZY6bzKx97AAAAS7aofEYA4HqKs9ui6zGL5J6zyW7KXblceJ3+vBZZtAAAcA9uzDKU\nPwwwk4XVGXzvbiyxBgAAAABnw3x7AAAgAElEQVQAPVCc3TTD4eR2dHQ+DxtmGj8BAHDvNjUmbOT4\nCuAmo4PRWSSi81IWRazBJmqayQHjdMpMNjHSYOnbZFgFALBN+owKA+DO7nqOfPj4UCQiC6fnLAAA\nAABADxRne6L7+/W8N5n0eB6P+25F/y4NrxvuDzPcH+boW0dn85M7TiM8Hj4U5wEAl7THbcYn47TH\nRlRxBbFovVul859VagvAtlCchVXTdZPb7q6hc1dodpoMHg3S7DSX7miSwWAyBQCSJN1el26vy+6L\nu2fz8BTHUQDQG8VZAAAAAIAeKM7es2uHZbOSNnUY4HXbZBgTffMZBAB6M9qi45ArttV5Kptk1c8r\nrqs1bGoNgmd70HcDtlGz06Q9bs+mrKbpsL/ersR4OOdrzrh+t9e5uiQAbJlN/bu/qdsFfZnGhzlP\nheW5rtbQew2C3ug5CwAAAADQAz1n6c26dtWfDvEZn4wzeDRIkjtdXGNV/is23B9mfDI+277bbtOy\nh2EY5gEAwEINT4fwj8fn8/dwYd6L5xV3PQaf74WH976tm+ryuaGLLvbv8u+VfcI6UJylF+v0BXlV\n4bTPaIplFnLvOoxp2fvVMA8AAJaiaZK2PZ/e18v2dV4xGNz7tm4qMRCrZ9n7ZNnnos51t49YAwAA\nAACAHijOAgAAAAD0QHEWONNXluvoYPTkguFwcjs6Op8HAGClTa8NwOxW7XoKq9QWuC3fRawbmbOw\nha7KsOn2utXKcn1G7tfKtBEAgCSuDXAbq/aerdz5ANzCqv1ePcuqt4/7o+csAAAAAEAP9Jxdc+vw\n36B5DPeHGZ+MM9yfDGOf/teLzTTdz/Y5lz8LPgcAwCpbtTiClTeNKRuPk8FgMt+t0fHe5favU9uB\nlafnLCtn8GiQZqfpuxnck2ansc9Jcv5ZAABYZd1el26vy1u/9NbZPDNomklhs1nT4/5p+wEWTHEW\nAAAAAKAHirNrarg/zHB/mKNvHZ3Nb7S2nQwhaVdj2NDWDWNaxHt/zT7cuvdyQ40ORn03AQAWa+Rv\n2yJMz1Ue/vLDzT9n2UZ+T9gAzmXom8zZNdbsNGmP27PpxlqxPJ91uvrjvK7cnq6bHHQd3mFbp/vw\n0vNs8nsJALCNrjqm2/jzlTtapePgVWoL3IXPMutEz1kAAAAAgB7oOQs9uXx1+iQuJnDRvFEWKxZ9\nsXGuucLuIj/H04gLFwUDgHu2bcdRdx0VBgALpOcs9Gh6dfpmZ02vWLosXTe57e6ezy9yfW7nmivs\nLuJzfPmqxwDAPZkeO731luMoAOiB4iwAAAAAQA8UZwEAAAAAeqA4uy5Go9nX3bbMqBUx3B9muD/M\nw19+eDY/uWM4uT18eD5/apqx6eq1LNvoYI7vkHuwau0BYPNd97fH36QNdvkcanosfnT01HE5K2qe\n8+BNeF1gK7kg2KaZZkQJue9Fs9OkPW7Ppud3NJNi+XSaNbv416I+S9c8z+Hj5T4/AAAkufK4HAD6\npOcsAAAAAEAPFGfX2KYOid/EbYJN9qzvIkNFAQAWayHHV3PG4D31msuOiFjFCIppfCDAgok1WFPT\nIfGjg9HVQ8LXdHj3Og31X9hQfK63pp/jbbJOv7MAAGQShbeIGLxlR0SsUgSF+EBgifScBQAAAADo\ngZ6zPZgrjmA6fGM8Pp/v9FQDrnHpv/nD/cn3xvhkfDbfZ2/X6ZC49rg9m9cLHYBlG+4Pr/xbeN3y\nDIeOv9eZc6gn3bG357W/J0t8zd747Nyfy5+Ri+/9YDCZ996zJfScvWfdXpdur8vui7tn8zdqmsmX\nU9Msv4HAxml2mgweDdLs9P8dcvj4MIePD9PsNGfzAHAfrvtbeO3fSMff68051EKtyrHkvfDZ6Y/3\nni2lOAsAAAAA0AOxBivm2gt8AfRteoXaGS7IsGpxCgBwnZnjxthscxzn9OXy8dWNx1aXh+jfYYj4\nsmP5nAczr4txadNRebd9HpFr9E3P2Z74hQfWStdNbm+9dT5/g1WKUwCAq8wdN8Zmmh7b7O7OfJzT\nl+nx1ewPaM7zOy+aIw9WLN8F65iju6Eux6Xd5XlErtE3xVkAAAAAgB4ozgJsuPa4nX/I5mi0vAYB\nwJJNh6eyGqbHIne1bft147Z3DaIjkqxPO7fMxv0+wAUyZwE22KoO0TRkCAC2w/RYZC0yRQ1ZX54V\njop4wrSdo5HPwxZZ+e8mNp6eswAAAAAAPVCcBQAAAADogVgDuA9yi1i24XAyHY/P53sePnarrFsA\ngCsM94cZn4wz3J8c56xqdBNLdvGYdzCYzHfd2edifDLO4NFkuc/IZri4b4f7w/vdr+ItuCd6zq45\n2ShroOsmt93d83lYhqaZHKQ2Td8tSbfXpdvrsvvi7tk8AMBdDB4N0uz0f5xDz6455m12Gp+RDTXd\nt7CpFGcBAAAAAHog1mBFXO6qn1wYhmFI/NowjBsAYDXNfYzm+JsVND3fWIlehNedp85x/jo6GE0e\nctyezRsd2rNroiNuNGsEwArGsV1pOFz9NrIxFGdXSLPTpD1uz6ZJzr8AZJ2svGkxfXQwckABp/wu\nALAKur3u2mO0K/9WdZ3j7wVzTHB3K3W+cd156pznr71vB1drmklxfTpdt+dflGl8xiq3kY0g1gAA\nAAAAoAc39pwtpbyQ5DeS7CT5kySfqbX+t6WUv53k30pykuT/TvIf1lr/39PHfDLJf5zkh0n+Rq31\n/1hS+zeKIfGwHCvRu2BdrMswIwC4Qq9X9WZudz1Gu7i/p8P87XO45LYxBbd5/iWdP/QW5yHehnsy\nS8/Zt5N8otb6Z5P8VJKPllLel+QrSf7FWuufS/J/Jflkkpze96EkP57kLyT570sp/+wyGr9Jbryy\nuSFVa+PaA0z7kHVxzRVwAWAdLOyq3o7d1sJ0fzc723Pc0keng7lfc91/f9a9/Zct+/h+ic9/uVZy\n2dJ+H7ou2d2dTHVWYcluLM7WWr9ba331dP77SV5L8nyt9e/VWt8+Xe23k7zrdP6DST5fa/1BrfUP\nkrye5CcX33QAAAAAgPU1V+ZsKeWlJO9P8tVLd/1HSf730/nnk3z7wn1vnC67/FwfKaW8Ukp55c03\n35ynGQAzGe4PM9wf5uhbR2fzTIwORhkdjDLcH57NAwCshNESj0vaduWHKk+Pzdrjdq5jtCvXnW7v\nJrlmH4oJvJ15zwMWsv51v4dr8PsJy3Bj5uxUKWWQ5AtJPl5r/d6F5b+YSfTB56aLrnh4fWpBrZ9J\n8pkkefnll5+6f1vJxYTFanaatMft2ZSJ6XeNPF4AYGtMhyaPRis9bH1hx2n3sb33/T5eM7x8Otzd\nse0auC4i4IbPay/7dYW/J9gsMxVnSykPMynMfq7W+sULyx8n+TeT/Ku11mmB9Y0kL1x4+LuSfGcx\nzQUAAAAA2Aw3xhqUUkqSzyZ5rdb66QvL/0KSvSQ/V2v9/y485EtJPlRKeUcp5d1J3pPka4ttNgBP\nMQwIAM6GNsO2uBzlxewWEe3lOwe4q1l6zn4gyYeTfKOUMj3j/4Ukv5LkHUm+Mqnf5rdrrX+t1vrN\nUspvJvm9TOIOPlpr/eHimw7AmTUZpgcAy3TVlbxhXc0zjFuE18R9D30XpwAswo3F2VrrUa7Okf3y\nMx7zqSSfukO7AAAAAAA22o2xBgAAAAAALN5MFwQDYH6GNwEAXG24P8z4ZHyWkXoWSTEcTjL0h6fZ\nqReu7D4+Gc8+dH/LsvinuaeDR4O+m7I4W7YPl6qH93L6u33l7znwBMVZAAAA7t3g0eDqrNTBIGma\nJwpJcxV1bsri37B8/htzT9dxe7v1KuKtdIeMHq9NMf39nisTeR0/r3BHYg0AAAAAAHqg5yzAgl0e\nwmP4DgDAckyH88/cKw9iyH0y6WmdTH6HpvPP6gF8m/fM7yfMRnEWYAnmGrqzSIYBAQBbYiOH89/B\nSg+tX0G3GnK/Qaafl3mukzHPe3bj7ydwRqwBAAAAAEAPFGeBjbZqQ2mmQ4ZWmivjAgD3YJWO0dhw\no56Owft63fvm/AHuRKwBsLG2LTfqNp4aYrRmV8YFANaT4zS4Z8uK+XD+AHem5ywAAAAAQA/0nAVY\nAbMG5V+8Surg0SCJnicAAHCl4eTYOePx+byenre2apFxsCkUZwHWzLZfWRYAAGbWNJMs1OmUW7lt\nh5BZOqDAthNrAAAAAADQA8VZAAAAAIAeKM4C3NVodKeHD/eHOfrWUYb7w7NM2WeR9QQAAACbQeYs\nwAoYPBrMlCE7zXqa9QJiAMCEv5uby76F2/P7A/3TcxYAAAAAoAeKswC3NRxObkdHkykAALAW1j4q\n7JpotdHB3SLXkiRtm4zHkymwdGINAO6iaRy0AADAGhEV9gzd5L3JaJQcem/gPug5CwAAAADQAz1n\nga11+T/lw/1JNMH4ZJzBo8HZf9Tvw1oPqQIAAHo1jTNoj9uzeb2CYT0ozgJc0Ow0914k7fY6Q6oA\nAOCebdLx93RbnFfA+hFrAAAAAADQAz1nga1zMb5gOn8fEQbD/eG9vyYAAGy1tk3G4/u9iO9wcryf\n8Xgy3y34uH84PH/uZPHPD9wrPWeBrdTsNBk8GqTZae71da97TUOPAABgwbpuctvdPZ+/L02TDAbL\ne/7BYPIay3Lo/ATui+IsAAAAAEAPFGcBVtlo1HcLAAAAgCVRnAVYQ2IQAABgRoboAytMcRYAAAAA\noAeKswAAAAAAPVCcBbZSe9xmfDJOe9zO/qAF5L/O9ZrDYXJ0NJkOh3d+bQCAtTAeJ+0cx2gAsMYU\nZ4Gt0+116fa67L64ezZ/X68792sOBknTLLdhAACrouuS3d3JtLufYzTYJK5NAetHcRYAAAAAoAeK\nswBLMI1NuDPD+gAAYP207eRYflYLiFAD1tODvhsAsGkWFpPQdZODtENDkwCALeLYh3UnkgOYg56z\nAAAAAAA9UJwFAAAAAOiB4izAPXL1VAAAAGBKcRYAAAAAoAcuCAZwQXvcZnwyzuDRoO+mAAAA22A4\nTMbjyTRxQTHYMnrOApzq9rp0e112X9xNt7ciB0SuVgwAAJtvMEiapu9WAD1QnAUAAAAA6IHiLAAA\nAMAKGh2M+m4CsGSKs8DWOnx8dWTAdcsBAAAAFklxFgAAAACgB4qzAAAAAAA9eNB3AwBW3nA4mY7H\nk/muO7+vbSfLB4N+2gYAAKy/8XhybnHBcH+Y8ck4w/3J+Ui31z1zfWA96TkLMIumeboA23WT21tv\nPVmwBQAAmFXXJbu75+cXFwweDdLsNDOvD6wfxVkAAAAAgB6INQAAAABYsmlMweDRZETeEzEFwNbS\ncxYAAADgHlwZUwBsNcVZAAAAAIAeKM4CzKJtJ1dEBQAAuCfjk3Ha47bvZgBLpDgLcJPpVVCnV0QF\nAABYpMPDpxZ1e112X9xNt9c9nU97xfrAelKcBQAAAADowY3F2VLKC6WUw1LKa6WUb5ZSPna6/N85\n/flPSikvX3rMJ0spr5dSfr+U8jPLajwAAAAAwLp6MMM6byf5RK311VLKjyT5einlK0l+N8lfSvI/\nXFy5lPK+JB9K8uNJfizJb5VS3ltr/eFimw4AAAAAsL5u7Dlba/1urfXV0/nvJ3ktyfO11tdqrb9/\nxUM+mOTztdYf1Fr/IMnrSX5ykY0GAAAAAFh3c2XOllJeSvL+JF99xmrPJ/n2hZ/fOF0GAAAAAMCp\nmYuzpZRBki8k+Xit9XvPWvWKZfWK5/tIKeWVUsorb7755qzNAAAAAADYCDMVZ0spDzMpzH6u1vrF\nG1Z/I8kLF35+V5LvXF6p1vqZWuvLtdaXn3vuuVnbC9Cfw8O+WwAAAGyRw8fOQWDT3VicLaWUJJ9N\n8lqt9dMzPOeXknyolPKOUsq7k7wnydfu1kwAAAAAgM3yYIZ1PpDkw0m+UUppT5f9QpJ3JPnvkjyX\n5H8rpbS11p+ptX6zlPKbSX4vydtJPlpr/eES2g4AAAAAsLZuLM7WWo9ydY5skvwv1zzmU0k+dYd2\nAQAAAABstJkvCAYAAAAAwOIozgIAAAAA9EBxFgAAAACgB4qzAAAAAAA9UJwFAAAAAOiB4iwAAAAA\nQA8UZwEAAAAAeqA4CwAAAHAPxifjtMdt380AVsiDvhsAAAAAsOm6vS6jg1EOHx/23RRgheg5CwAA\nAADQA8VZAAAAAIAeKM4CAAAAAPRAcRYAAAAAoAeKswAAAAAAPVCcBQAAAADogeIsAAAAAEAPFGcB\nAAAAAHqgOAsAAAAA0APFWQAAAIB7cPj4sO8mACtGcRYAAAAAoAeKswAAAAAAPVCcBQAAAADogeIs\nAAAAAEAPFGcBAAAAAHqgOAsAAAAA0APFWQAAAACAHijOAgAAAAD0QHEWAAAAAKAHirMAAAAAAD1Q\nnAUAAAAA6IHiLAAAAABADxRnAQAAAAB6oDgLAAAAANADxVkAAAAAgB4ozgIAAAAA9EBxFgAAAACg\nB4qzAAAAAAA9KLXWvtuQUsqbSf5x3+24Z+9M8kd9N+KebNO2Jtu1vdu0rcl2ba9t3VzbtL3btK3J\ndm2vbd1c27S927StyXZtr23dXNu0vbZ1c23b9vblX6i1PjfLiitRnN1GpZRXaq0v992O+7BN25ps\n1/Zu07Ym27W9tnVzbdP2btO2Jtu1vbZ1c23T9m7Ttibbtb22dXNt0/ba1s21bdu7DsQaAAAAAAD0\nQHEWAAAAAKAHirP9+UzfDbhH27StyXZt7zZta7Jd22tbN9c2be82bWuyXdtrWzfXNm3vNm1rsl3b\na1s31zZtr23dXNu2vStP5iwAAAAAQA/0nAUAAAAA6IHiLP9/e+ceNVdVn+HnTQIUiXIJcg1IFblI\nQRCLF6rGAiXetRUJ1gJLEG0BrbRWq9QiKoIWlhcuiuClpkJBLOAFaBGNoo1AQgIqBJQSQAxFCVq8\nVAJv/zhnvgyfX5KlnXM2s3+/Z61Za76zk7XeZ71zzszsOWefJEmSJEmSJEmSJEmSJEkKkJOzSZIk\nSZIkSZIkSZIkSZIkBcjJ2aRTJD1O0t6SNi2dJUn+P0javHSGZPTkMSqpBUmzSmfoA0mb5f6aJEmS\n9IGkGUPPZ0p6uqTNSmZKkqROcnK2B9ov/++T9BlJr540dmapXF0gaf5gEkvSgcB3gVOAJZIOKhqu\nAyRtLOlkSTdL+kn7uKndtknpfKNE0i6SLpP0JUlPkvQpSfdLukbSrqXzjRJJL5D0X5KulrSXpO8C\n35Z0l6T9SucbNZK2k3S+pG9Ieruk9YbGLi6ZbdQEPEZNk/Tadr9dKmlR2/Wc0tlGjaStJJ0l6QxJ\nsySdIOlGSRdI2rp0vlHSvscMXsdPl3QbzTFquaTnFY43ciRt375u7wW+DVwr6b/bbTuUTTdaJM0d\ner6xpHMl3SDps5K2LJlt1ER67wGQ9Nqh57MlfaX9HPUtSTuVzNYVkh7ffo7aXdLM0nm6Ithn5Kq+\n36wNSYcD90i6RdILgBtoPjMulXRI0XA9UftEdJRj1NqI6v1oJCdn++GTgICLgHmSLpK0QTv2zHKx\nOuGptn/cPv9H4Dm29wf2Bo4vF6szLgBWAnNsz7I9C3h+u+3CoslGz9nAmcB84CrgcmBT4N3A6QVz\ndcH7gBcCbwGuBI6w/STgAOADJYN1xCeArwHHAlsDC4bOwntCqVAdEe0YdS6wPc1r+qvAl9ptx0s6\ntmSwDvgU8D3gThrXXwIvAr4BfLRcrE540dDr+APAwbZ3pDlGnVouVmf8K/BvwFa2n9y6bg1cDJxf\nNNnoOWno+anAj4CXANcCHyuSqDsivfcAHDP0/DSaz5Cb0ezDZxVJ1BGSniLpSuA/aX5QOQe4sZ20\n3Lhsuk6I9Bn5x5KulHREgInavwF2Bg6keR86wPZ+wNOBvy8ZrAskHT/0/CmSbgEWSbpd0jMKRhs5\nAY9Ra+N7pQMkDbJdOkP1SFpie8+hv99BM/HzUuA/bD+tWLgR055h+CzbP5N0NfBc2w8PxmzvVjbh\naJG0zPbOv+3YOCLpett7tc+/3345Howtrux1POEj6U7b2w2NPWJ/roEpjlGvofnQ+VLgwsq6jXaM\nusH2HkN/L7T9zPYHwiW2qzmjZ9Ix6g7b2w+NVbXfSroZ+APbqwadDo3daHv3gvFGjqRbbT/5tx0b\nRya9/0w+Ntf2Og7z3gPr7Hbi+FUDkhYCh9leJmkf4Gjbh0l6HXCg7VcWjjhSgn1GvpFmPz0EmAtc\nDZwHXGL7lyWzjZrh/VTS3ba3GRp7xOerGph0jPoScLrty9p9+IO2n1024egIeIw6bk1DwDtsV32G\n9LgwY93/JBkBG0iaNpgAsP1eSXcBXwdqO438XcBXJZ0BfBO4UNIlwB/T/IpcG8sl/R3wadv3ALSX\nHR5Oc/ZWTUwfen7apLH1+wzSA/dLej3wOGClpDfTnOGyP/BA0WTdsJ6k37P9KwDb8yWtAK4ANiob\nbeREO0Y9KOlJtn8g6WnArwFs/6+k2n6dHb4a6J/XMlYDZwBflnQycLmkDwKfB/YDlhRN1g2L1CwD\n9WlWv7duBxwGXF8sVTds0X6JEvA4SfLqMylqex1Heu8BmC3pwzTdPl7SerYfbMfWW8v/G0c2tL0M\nwPY1kj7aPv94+5mqNiJ9Rn7Q9heBL0rakObM/nnAGZKusP3qtf/3seIOSe8DHgvcLOlUmvfa/Wmu\naqiZbWxfBhP78IalA42YaMeok2iu0lg1xVhtny3Glpyc7Ycv0Hzxv3KwwfanJd0DfKRYqg6wfYGk\nxcDrgJ1oXmPPAs6zfUXRcN1wMPA2mkvxtmi33QNcCryqWKpuOEPSTNsP2J5YK1nSjgy9tivhMJpL\n3B8G/oTm7IArgOU0r+3aOAd4BrBgsMH2lWrWYH1/sVQdEPAY9Raayej/pXGdB80aW8AXSwbrgEuG\njlHDl+btCNxSMNfIsf0RSd8B3sDq1/HONJf5v6dkto44FDiC5seVbWkmt+6k+Xx1bsFcXfBxmokA\naCajNwfulbQV9U28h3nvaXnL0PPraE7QWNl2e2mZSJ3xA0n/AHwF+FPa166adYVr/P4Z6TOyBk/a\nM2UvAC5oLwV/ebFU3fAa4GjgpzTf9w6kOWt4Oc2JOLXxREmX0nQ8W9JjbP+iHavtB6Rox6jFwMW2\nF00ekHRkgTzJFOSyBkmSJElSMZIEzBpaozRJkiRJOqNdi/TtwFOApcDJtv+nncDb1fbCogGT3xlJ\nf2v7n0rnSEaPfvOGootsP9BeFfpK22eUyNUF0Y5RknYG7rN97xRjWw6uAE7KkpOzPaHmruAvpznj\nw8DdNGvz1HgZ7ZRIeqftE0vnGCXtpMdBNJ1+juYM6ZcBNwMfHSxlUTuVdnsgMBv4iu3bh7a/1vYn\nigXrmcq7vdL28qHtVXYraRea49Lw+8+ltm8qGqwDWtdtgW/bfmBo+9za3m+jfa6ItN9G6jbSe62k\nGTRngP9Gt8C5Q0scJGPGULevALYhu60CSdOBI2mOUZfb/ubQ2PG2a7xSJUmSQuTkbA+0a8HtRLMG\n3l3t5tk0l+ndavtNpbL1iSbdoKUG2jXwtqBZT+pnwAY0l1m+ELgnux1PJJ0E/BHNJSAvoVkE/yPt\nWFU3dlgX2e14I+mtNMtynM8j33/mAefbPrlUtlEj6Y00lx/eBOwJvMn2Je1YVd1G+1wRab+N1G27\nluO+BOgVQNJ5wP00y1UMd3sYsJntg0tl6xNJZ9s+qnSOUZLdNtTWraRzgMcA1wB/ASywfVw7Vt0x\nam1U2O3wxPtltr81NFbdxHv+0DAe5ORsD0i6xfZOU2wXcIvrusvwz9Y0RLPwdlVruKi9K3a7Ps0K\nYGvbv25/Qb/eFd0xO1K3au5Eu5ebO6FvAnwWWGb7zarsjsqQ3VJ3t7cAu00+a0fS+sB3K3v/uRF4\nVnsJ3g40VzN8xvaHaus20ucKiLXfRuo2Uq8AkpbZ3nkNY1P2Pq5IWtOdvwUstT27zzxdk902Q1TW\nraQbbO/RPp8BnEmzDvghwMIKj1GRug018R7Nd1yp5gv3o5xfSdrH9jWTtv8h8KsSgTrkfuAPp1q3\nRNKdU/z7cWcVgO0HJV1re3An9FWSHiobbeRE6naG7UG390t6CXC2pAup7667kN3W3O3DNJdYLp+0\nfet2rCamD5YysH27pDnA5yQ9gaEbmFRCpM8VEGu/jdRtpF6hufnXQcBFg2WvJE2jWR5rZdFko+de\nmved4WOv27+3mPJ/jDfZbZ3dThyH2mPVUZLeCVxFc0O/2ojU7T5DE++nA2dK+jzNxHttnxkhnu9Y\nkpOz/XA4cJakx7L6UpftaC6DP7xQpq74Z+AJwFSLSn+25yx9sEKr7846d7BRzZ13f10wVxdE6vYH\nkp5newGA7YeAIyS9B/izstE6Ibutt9u/Br4i6Vaau9sDbA/sCBxTLFU3rJC0p+0lAO0ZtC8GPgFU\ncxVDy+HE+VwBsfbbw4nTbaReoVlO5hSaL8WDCbtNaSZ65hVL1Q23AfvZvmPyQIU/+kJ2C1TZ7XWa\ntGa97RMl3Q2cVTBXV0TqNtrEezTfsSSXNeiRdsJuW5pfJ+6yvaJwpKQjJG0EbGT7v0tnSX57JG0I\nYPuXU4xta/uH/adKRkHEbtuzd/Zh6P0HuLadCKkGSbOBVVO9t0rad3h9rVqI8rki6H5bfbcRex0g\naRbN97Afl87SBZKOBq62vXSKsWMHawvXSHZbb7e1E6lbSfOB+Z50o01JRwJn2V6vTLJuiOY7ruTk\nbCEknWD7hNI5+iCSK8TyTdd6ieQbyRVA0lG2zy6dow+CuUZ7HYfxTdd6UWU32UlWk93WSfaaJElX\nTCsdIDAvLR2gRyK5QizfdK2XSL6RXAHeUDpAj0RyjfY6juSbrvXy9NIB+kJSiB/Khshu6yRMrxCr\n20iuEM93HMjJ2XJEWng5kivE8k3XeonkG8kVYvmma71E8k3Xeom0/FWoSS2y21qJ1CvE6jaSK8Tz\nfdSTyxoUQtK0wd08a+o1XLwAAA+sSURBVCeSK8TylSQHOYhEcoVwr+MwrtCszWr7rnX/y/EnmGu0\n13EY33RNakDS5cM3z03qIbutl0jdRnKFeL7jQE7O9oCkzYcXhZf0Gpqbs3wH+HhNEz6RXCGWr6RX\nAAts3yfp8cCpwF7A94C/qWkCJJIrgKTTgItqvGHSZCK5AkjaDDgGuBs4F3g78CzgJuAk2yvX8t/H\nikiuAJKeT3NH++2AVcCtwDm2v180WEdE8ZU0AzgCeAWwDWCa1/QlwLm2HywYb6REcl0XuY7leCNp\nOnAkMBu4fPgzhqTjbb+nWLjkdyZ7TZKkT3JZg37498ETSccDfwEsAg4ATisVqiMiuUIs3/favq99\nfjpwPfAC4DLgk8VSdUMkV2hetx+StFzS+yXtVTpQh0RyBZgPbATsDXwV2Ao4Bfgl8KlysTohjKuk\nk4FDgYXAg8BtwA+ACyUdVDJbFwTz/QywJ3AC8ELgRcC7gKfSvMZrIpIrkjZbw2MWjX8IKl3n8GPA\n84CfAB9ufwge8KdlInWDpOmSXi/p3ZL2nTR2fKlcHRGm13VR6X47JTW6Bttvx5Y8c7YHJF1ve6/2\n+WLgObZ/Lmk9YLHt3csmHB2RXCGWr6Rltnduny+yvffQ2BLbe5ZLN1oiucLq17GkJwPz2sd04Dzg\nPNu3FA04QiK5wurXqyQBd9nedvJYwXgjJZjrjYP3l/bswwW295W0KfAN239QNuFoieQ7/P4zxdgt\ntnfqO1NXRHIFkPQQsJxHrqvr9u9tba9fJFgHtFcyTDkELLU9u888XSPpBtt7tM9nAGcCmwOHAAsH\n3xVqQNI5wGOAa2h+8F5g+7h2bLHtp5XMN0oi9Qqx9ttIrhBrvx1n8szZfthQ0l6S9gam2/45QHu5\n1kNlo42cSK4Qy/drkk6UtGH7/OUwcanpT8tGGzmRXKH5cojtW22/2/ZuwKuA3wO+XDTZ6InkCjCt\nncDaDpgpaQeA9kytaiYCWiK5Pjz0xWIbmh8YaJduqPGGSpF8V0o6SNLEZ3RJ0yQdDFS1NAexXKE5\n43uO7d8fejzR9u8D95QON2LuBa6juZps8LiufWxRMFdXTLzH2F7VLlGxBLgKmFksVTfsY/vVtj8I\nPIPm/fbzkjagvuNxpF4h1n4byRVi7bdjy4zSAYLwI1Zf4n6fpK1t/6j9wriqYK4uiOQKsXyPAd4B\nLGv/frOknwNfoPkFriYiucIUb8q2bwBuAP6+/zidEskV4H3Aze3z1wLnNCeWsivN5cM1Ecn1JOB6\nScuAXYC/BFCzRvbSksE6IpLvPJrlOM6UNJig3IRmqY55xVJ1QyRXgA8CmwJ3TDH2/p6zdM1twH62\nf8NV0p0F8nTNdZLm2r58sMH2iZLuBs4qmKsLHjFhCRwl6Z3UOWEZqVeItd9GcoVY++3YkssaFETN\nIuMb2P5F6SxdE8kV6veVtDEww/ZPSmfpmgiukmbafqB0jj6I5DqgPR7J9qr2srw9gR/a/lHhaCMn\nmOtmwBOB79u+v3SeronmCxNnfWv4xqO1Esk1ApKOBq62/Rs/nkg61vZHCsRKRoCk+cD84QnLdvuR\nwFm21yuTLPn/Emm/jeQKud+OCzk52xPtBM9cYFtW3432ihq/YERyhVi+6VqnK8TyjeQKsXzTtU5X\niOc7FZIOsP0fpXP0QSRXiOcbiey2TrLXJElGTa452wOSDgUWA3NoFmLeCHg+sKgdq4ZIrhDLN13r\ndIVYvpFcIZZvutbpCvF818K5pQP0SCRXCOQr6YDSGXomu62TKnuVtIukt0r6sKQPtc93LZ2rCyK5\nQjzfcSTPnO2Bdo20Z0w+u6O9ccm3a7obbSRXiOWbrnW6QizfSK4Qyzdd63SFWL6SLl3TEPDHtjfq\nM0+XRHKFeL5rQtIdtrcvnWOUZLcNtXUbrVdJbwUOAc4H7mo3z6ZZA/x82yeXyjZqIrlCPN9xJW8I\n1g+ivUP4JB6mvrvjRXKFWL7pWqcrxPKN5AqxfNO1TleI5fsc4DXA5LWxBezTf5xOieQKgXzXMak1\nq88sPZHd1tltmF5bjgB2s/3g8EZJpwHfBWqawIvkCvF8x5KcnO2H9wKLJf07MLj73/bAAcC7i6Xq\nhkiuEMs3Xet0hVi+kVwhlm+61ukKsXwXAr+wvWDyQHsGcU1EcoVYvtEmtbLbOruN1Cs0P3huAyyf\ntH3rdqwmIrlCPN+xJJc16In20rsDaW5kIZrTya+wvbJosA6I5AqxfNO1TleI5RvJFWL5pmudrhDP\nN0nGGUmXAe+3/dUpxr5u+7kFYiUjILutF0lzgdOBW3nkD6E7AsfYvrxUtlETyRXi+Y4rOTlbCEkv\ntv3F0jn6IJIrxPJN13qJ5BvJFWL5pmu9RPJN13qJ5huJ7LZOau9V0jSaM6CHfwi91vZDRYN1QCRX\niOc7juTkbCEkLbb9tNI5+iCSK8TyTdd6ieQbyRVi+aZrvUTyTdd6ieRb+6TWZLLbOonUK4Cko2yf\nXTpHH0RyhXi+48C00gECU9sNLNZGJFeI5Zuu9RLJN5IrxPJN13qJ5Juu9RLJ98TSAXomu62TSL0C\nvKF0gB6J5ArxfB/15ORsOV5fOkCPRHKFWL7pWi+RfCO5QizfdK2XSL7pWi+RfKNNamW3dRKpV4jV\nbSRXiOf7qCcnZ3tA0vqSDpW0f/v3q4FDJR0tab3C8UZKJFeI5ZuudbpCLN9IrhDLN13rdIVYvula\npyvE852Caie1sts6u81eAXhJ6QA9EskV4vk+6sk1Z3tA0r8AM4DHAPcDM4HPA/vRdHBYwXgjJZIr\nxPJN1zpdIZZvJFeI5ZuudbpCLN90rdMVYvlKWh+YB9xt+8p2UuvZwE3A2bYfLBpwxGS3dXYbqdcB\nkp4EvALYDlgF3AqcZ/unRYN1QCRXiOc7juTkbA9IusH2HpJmAD8EtrH9kCQBS23vUTjiyIjkCrF8\n07VOV4jlG8kVYvmma52uEMs3Xet0hVi+0Sa1sts6u43UK4CkN9KcTbkAeCGwBFhJM6H3V7a/Vi7d\naInkCvF8x5UZpQMEYVr7K+NGNG9kGwP3ARsAtV0SEckVYvmma52uEMs3kivE8k3XOl0hlm+61ukK\nsXx3X8Ok1nxgaeFsXZDd1tltpF4BXgfs2fZ5GvBl23MkfQy4BNirbLyREskV4vmOJTk52w/nAjcD\n04F3ABdKug14JnB+yWAdEMkVYvmma52uEMs3kivE8k3XOl0hlm+61ukKsXyjTWplt3V2G6nXATOA\nh2j6fCyA7TtU5xq7kVwhnu/Ykcsa9ISkbQBs3y1pE2B/4A7b15RNNnoiuUIs33St0xVi+UZyhVi+\n6VqnK8TyTdc6XSGOr6Q3A8fSTGqdCrwMGExqfc72uwrG64Tsts5uo/QKIOlNwBHAQuC5wCm2Pynp\n8cBFtp9bNOAIieQK8XzHlZycLYykmbYfKJ2jDyK5QizfdK2XSL6RXCGWb7rWSyTfdK2XGn0jTWqt\njey2TmrsFUDSbsCuwHds31w6T5dEcoV4vuNITs4WRtIdtrcvnaMPIrlCLN90rZdIvpFcIZZvutZL\nJN90rZdIvrVOaq2J7LZOIvUK4boN4wrxfB/N5JqzPSDpuDUN0dzhshoiuUIs33RthqjMFWL5RnKF\nWL7p2gxRmSvE8k3XZojKXCGe71r4HlDVpFZ2O0FV3Wavj6CqbtdBJFeI5/uoJSdn++Ek4APAqinG\npvWcpWsiuUIs33RtqM0VYvlGcoVYvunaUJsrxPJN14baXCGQb8BJrey2zm7D9Aqxuo3kCvF8x5Wc\nnO2HxcDFthdNHpB0ZIE8XRLJFWL5pitVukIs30iuEMs3XanSFWL5pitVukIs31CTWmS3A2rrNlKv\nEKvbSK4Qz3csyTVne0DSzsB9tu+dYmxL2/cUiNUJkVwhlm+6ToxV5QqxfCO5QizfdJ0Yq8oVYvmm\n68RYVa4Qy1fSt4Bj1zCpdaft7QrE6ozsdmKsqm4j9Qrhug3jCvF8x5WcnE2SJEmSJEmSJElGQrRJ\nrUhkt/USqdtIrhDPd1zJU5h7QNLGkk6WdLOkn7SPm9ptm5TON0oiuUIs33St0xVi+UZyhVi+6Vqn\nK8TyTdc6XSGWr+1lU00CtGPVTQJktxNjVXUbqVeI1W0kV4jnO67k5Gw/XACsBObYnmV7FvD8dtuF\nRZONnkiuEMs3Xet0hVi+kVwhlm+61ukKsXzTtU5XCOQbbVKL7LbWbsP0CrG6jeQK8XzHlVzWoAck\nLbO98287No5EcoVYvum67rFxJZJvJFeI5Zuu6x4bVyL5puu6x8aVSL6SrgCuAj5te0W7bSvgMGB/\n2weUzDdqsts6u43UK4TrNowrxPMdV/LM2X5YLunvJG052CBpS0lvBe4smKsLIrlCLN90rdMVYvlG\ncoVYvulapyvE8k3XOl0hlu8Otk8ZTAIA2F5h+xRg+4K5uiK7rbPbSL1CrG4juUI837EkJ2f74WBg\nFrBA0kpJ9wFfAzYDXlUyWAdEcoVYvulapyvE8o3kCrF807VOV4jlm651ukIs32iTWtltnd1G6hVi\ndRvJFeL5jiW5rEFPSNoFmA0stP3A0Pa5ti8vl2z0RHKFWL7pWqcrxPKN5AqxfNO1TleI5ZuudbpC\nHF9JmwJvA14GbAkYuAe4FDjF9n0F43VCdltnt1F6hVjdRnKFeL5ji+18dPwA3ggsAy4GbgdeNjS2\nuHS+dE3fdI3rGs03kms033St0zWab7rW6RrUdxdgf2DmpO1zS2fLbrPb7DV2t9FcI/qO46N4gAgP\n4MbBTgDsAFwHvKn9+/rS+dI1fdM1rms030iu0XzTtU7XaL7pWqdrNF+CTWplt3V2G6nXgN2GcY3o\nO66PGSR9MN3tZRC2b5c0B/icpCcAKpps9ERyhVi+6VqnK8TyjeQKsXzTtU5XiOWbrnW6Qizf1wF7\n235A0g40njvY/hD1uUJ2W2u3kXqFWN1GcoV4vmNJ3hCsH1ZI2nPwR3uQfzGwObB7sVTdEMkVYvmm\na52uEMs3kivE8k3XOl0hlm+61ukKsXwfMakFzAFeIOk06pwIyG7r7DZSrxCr20iuEM93LMkbgvWA\npNnAKtsrphjb1/Y3C8TqhEiuEMs3XSfGqnKFWL6RXCGWb7pOjFXlCrF803VirCpXiOUr6SrgONtL\nhrbNAD4B/Lnt6cXCdUB2W2e3kXqFcN2GcYV4vuNKTs4mSZIkSZIkSZIkIyHapFYkstt6idRtJFeI\n5zuu5ORskiRJkiRJkiRJkiRJkiRJAXLN2SRJkiRJkiRJkiRJkiRJkgLk5GySJEmSJEmSJEmSJEmS\nJEkBcnI2SZIkSZIkSZIkSZIkSZKkADk5myRJkiRJkiRJkiRJkiRJUoD/A3z+9hme4jE4AAAAAElF\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x24a03899d68>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#創建圖框\n",
"fig = plt.figure(figsize=(24, 8))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"#ax = fig.add_axes([0, 0, 24, 8])\n",
"\n",
"#設定座標數量及所呈現文字\n",
"ax.set_xticks(range(0, len(df.index), 10))\n",
"ax.set_xticklabels(df.index[::10],rotation=90)\n",
"\n",
"#使用mpl_finance套件candlestick2_ochl\n",
"mpf.candlestick2_ochl(ax, df['open'], df['close'], df['high'],\n",
" df['low'], width=0.6, colorup='r', colordown='g', alpha=0.75); "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x24a03a094a8>]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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lHNm5r1Djpq1W9jdrVVBUrMs9zXXXOR3UplFtp6MBIXvwok76+vsduv/dBfr3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\nzvrdGpTbUc9cPVJDmXUYEkjOWixS3/gAQltsjE29s1LUOyulZVc865k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zUumXwzNbWqrnGp2sYkkyvk833SU83ZCSJpNUn7S9q9//sNwP6SDpW0auN4Y6VcY7pCLt9yLdcI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\nfxCZVlD1QKzqAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x24a0382ceb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#添加SMA指標\n",
"sma = abstract.SMA(df)\n",
"fig = plt.figure(figsize=(24, 8))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"#ax = fig.add_axes([0, 0, 24, 8])\n",
"ax.set_xticks(range(0, len(df.index), 10))\n",
"ax.set_xticklabels(df.index[::10],rotation=90)\n",
"mpf.candlestick2_ochl(ax, df['open'], df['close'], df['high'],\n",
" df['low'], width=0.6, colorup='r', colordown='g', alpha=0.75); \n",
"ax.plot(sma)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 查詢參數"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SMA([input_arrays], [timeperiod=30])\n",
"\n",
"Simple Moving Average (Overlap Studies)\n",
"\n",
"Inputs:\n",
" price: (any ndarray)\n",
"Parameters:\n",
" timeperiod: 30\n",
"Outputs:\n",
" real\n"
]
}
],
"source": [
"#查詢指標內的參數預設值\n",
"print(abstract.SMA)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x24a03d06d30>]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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SpCZq6dpSbh03g4P7dWTE8/fv9PWKRheR1yNvU/uE7wqCgGMHd+WNXxzAIbMncX33PE4Z\n+WvKGtKvgAUF3PzmDFKTErn4h7tEnQaAA3btSPe2LXjwvblRR5EkSVJEtlucDcPw6zAMp2zYXgt8\nBnQFLgb+EoZh2YbXlm445RjgsTAMy8IwnA3MBIbWRXhJkiRt6W+vfkF5VTW/PnLHFwHbEe0zU7l1\n7D+5YdbLTMnelRu6Da/X8b/PF4vX8uLHi/jx8BzaZ6ZGHQeAxISAs4b1ZOLslXy+eE3UcSRJkhSB\nWt3jFgRBDjAY+ADYFRgRBMEHQRC8FQTBPhsO6wrM3+y0BRv2ffdaFwRBMCkIgknLli3bkeySJElN\nQv4D+TU/uLAQiou3+fLHC1bx5OQFnDO8F73aZ9Q6y7baF3xX1pgsssZkkXxN8qbtjY5fPp3Tp4/l\nzs778G6XnSsQb+2zKVxcWOOcG934xpdkpCRxwYjeO5Vnp2VlQXJy7Dkri5OHdCc1KcHZs5IkSc1U\njYuzQRBkAk8DPwvDcA2QBGQRa3XwS+CJIAgCINjK6eEWO8LwzjAMh4RhOKRDhw47FF6SJKlZKSqi\nasVKyMuDoi3bC4RhyB9enE77zBQuPbD2C15tr33Bd+Vm55KZkkludu4Wr/3mvUfoVbqSX+RfxKqS\n8lpn+b6Mtc05beFqXv10Mefk9SIrI2Wnxi8YVbBT5wOQmQm5sc+sTXoKR+/ZheemLmRNacXOX1uS\nJEmNSo2Ks0EQJBMrzD4chuEzG3YvAJ4JYyYC1UD7Dfu7b3Z6N2BR/CJLkiQ1T+/OWs4ev3+Nc3c9\nji+XrN3i9Rc+WsTkuUX88tDdaJmWHEHCb6RXlnHLzP+wokUrrnr2k638qb7+3PjGl7RKS+LcvF7R\nhfgeo/bPoaS8iqcnL4g6iiRJkurZdouzG2bD3gN8FobhDZu99Bxw4IZjdgVSgOXAC8CpQRCkBkHQ\nC+gLTIx3cEmSpKZu81v6P1mwmgsenEzbjBQmtuzKYTe9zf8+9RFfr14PwPryKv7yyucM7NqKE/fu\nvq1L1quBJUv5xYdP8fIni0kuHxFJhofen8vYz5dy0Q93oXWLaAvW2zKwa2sG92jDv9+bSxhGWMWW\nJElSvavJzNnhwFnAgUEQFG54HAHcC/QOgmAa8BgwasMs2k+BJ4DpwKvAJWEYVtVRfkmSpCZv1rJi\nRt03kdYtknnqov15+6O7OWd4L56buogf/u2//OWVz7nhjS/4enUpVx81gMSErXWZisYFH/+HYb3b\n0qLkbCrK29Tr2O/MXM7vXviU/N06cOEPdqnXsWvrjH178tXydUyeu/02DZIkSWo6krZ3QBiGE9h6\nH1mAM7dxznXAdTuRS5IkScDXq9dz9j0TCYB/nzuU7NZpUFnKb47qz6j9c7jhjS+54+1ZhCEcNagz\nQ3u1jTrytySGITecnMt+Y+azbOERkDa+Xsb9alkxFz80mV06ZHDLaYMbVMF6aw4fmM1vn5vG01MW\nMiSnYX0PJUmSVHdqvCCYJEmS6ldVZRpn3TOR1esreOCcofTukPmt17u3TefGU3J56bI8zhnei6uP\n6h9R0u/XpU0L1qffS1lpF1JLj6vz8VaVlHPuA5NISkzgnlH7RN5/tyYyUpM4fGA2L328iNIKbzqT\nJElqLizOSpIk1VZWVuyRnPzNdg1s3kMWIGtMFlljspgwb8Km7Y2KyypZMv8E5q0s4e5RQxjYtfU2\nrzugS2uuHtmfjq3Sduz91IOKlA/IbP0JaaXHsm5N3zobJwwT+OnDU1hYtJ47ztqb7m3T62yseDth\n726sLa3kzc+WRB1FkiRJ9cTirCRJ0o7IzYXMzNjzzlwmO5fMlExys7+5TlV1yMUPTaastBP/PH0v\nhvVu9+2TCgp2asyotMt+k8rEL1m26AgSKnPifv0wDFmx+EDenbWCPx+/B/s0svYAw3q3o3PrNJ6Z\nsjDqKJIkSaon2+05K0mSpPr11OT5jJ+xnHbZb/Kj/iOjjhM3CQlVlGTeRNa6v5BR/AsWry6N9dDd\nCZVV1SwrLmPx6lLGfb6UtatyufiHu3DC3t3ilLr+JCYEHDu4K3e+/RXL1pbRIaUCFn8Mq7dRrE1I\ngKQWkJy24XnDo02P2LMkSZIaPIuzkiRJDcia0gp++cwEqhMX8/Ga28ga8yBFo4uijhU3YcIasrs/\nw4LZp3D+g5N44sL9aJGSWOPzq6tD/v76FyyafTrD/jSWpWtLqQ6/eT295Zf88pAj6iB5HasshwUf\nck7iB+ya+CbJ/7oKSuYA4fbO3FKrrnDKv6Hr3vFOKUmSpDizOCtJktSA3DpuJglha7p1f4F1qzO3\nf0IjlJK2nJKM25i26AqueLKQW0/bi4SEYLvnhWHI71/8lAffm0taehUj+ranc+s0OrVOo3PrNLJb\nteCnr/+dhISf18O7iJPiZTDpXph0DxQvoQMwIrkdn1X0Yb8fngZdciGrFwRb6UZWXQmV66GiFCpK\noLIUSldDwZ/h3sPhqBtg8Jn1/pYkSZJUcxZnJUmSGoiEqk7c985sylPeIrXFElgddaK6U5kylasO\n6Md1L3/GjR2+5IpDdtvuOTe+OYMH35vLhT/ozevL/s7fTrpoi2OC7dd4G4bMEvhRNdzYH6rKoc/B\nsPf10H1fXv6khKuf/5SXdx1B/y6tan/tvofCUz+B5y+BRVPh0D9DUkr834MkSZJ2msVZSZKkBiJt\n/RmkJCawosUTQK+o48Rd4eJCisuLKVxcCMB5I3oxY+la/jFuJh1bpXHmvj0INlRX8x/I33RO/gP5\nrF45mJVLDuLkId34v8N35/UHI3sbOyc7hLwQun4O5cBeZ8PQC6HDrpsOGTmonGtems4zUxbQv0v/\n2o+R0Q7OfAbG/gHevQUWT4OTH4CW2fF7H5IkSYqLrdwfJUmSpPpWUtyT5Iq9uPTAvoQJ0U2ZLRhV\nUKv9NVU0uoii0UXk9cjbtB0EAdceuwfD+7Tjt89N49jb3uX9r1ZsGq9gVAG52blcPughVi45iEP6\nd+JPx+2xqYBbFznrTGUZvPkHOCmEVsCsrnBPAEde/63CLEBWRgoH7t6R5woXUVlVvWPjJSbBIdfA\niffGFhW74wCYP3Hn34ckSZLiyuKsJElS1MJEVi7JpyphCefk5USdpl6lJCXw4Dn78tcTB7F0TSmn\n3vk+59z/IV8sXgtAydreXPnkR+zXux23nDaYpMTG9+vrgOoQ7joQJtwA04GHAljQCcq3XWQ+fq9u\nLC8uY/zM5Ts3+MAT4Lw3ITkN7jsi1t9WkiRJDUbj++1WkiSpkckak0XWmCwmzJuwaXtzKWUHUlHe\nntIWD5OalAh80wKgOUhMCDh5SHcKrvwh/3f47nw4ZyWH3/w2lz4yhaULR9KvcyvuPHtv0pITo45a\nKyVlxRwwfyrjykIoXgqnPQZjE2DlOigs3OL4ja0cAPJ360hWejJPT16w80E6DYAL/gu9fwgv/Rxe\nuCw2k1eSJEmRszgrSZJUD3Kzc8lMySQ3O/db+6sq00gtPYG09LlUJk8BtmwB0FykJSdy0QG7MP5/\n8zlvRG9en76EpOS13P+TfWiZlvytYxts+4INis6bxOTkDvy+MiSl39Hw0/dht8OhqAjy8mLPRdv+\n3qYkJXD0nl14ffoSVq+v2PlALbLg9MdhxJUw5cHYLNrVC3f+upIkSdopFmclSZIiVLR8OEGYTrtO\nBbDtu9yblTbpKVx1RD/e/b8D6ZLzEO0yU6OOVHNVlfDOzfCv/cmpKIXj74KTH4wt0lVLx+/VjfLK\nal7+5Ov4ZEtIhIN+C6c8BMs+hzsPgDnvxOfakiRJ2iEWZyVJkiISVLdiTdEerEt6jemr3ow6TvwU\nFkJx8VZv3d+WzW/p36h9ZioJieXxTFa3Fk+Dew6GN66GPgfz4679YNDJ8D0LmMG2214M6taaPh0z\neWZKHFobbK7fSDh/HKS1gQePhqkPxff6kiRJqjGLs5IkSRH58/7jCEhitx5fb2pl0OhtvF2/omKr\nt+7Xth1BQ29fAMT6t467LjYTdfUCOOl+OOUhnjp3G7NSC7Z8T1trexEEAUfs0ZnJc4tYWxqH1gab\n67AbnD8WckbAC/8Ds8bF9/qSJEmqEYuzkiRJEQjDkCcmzWfvnlmkpK6MOo521NLP4Y4fwNt/hYEn\nwiUTYcBx250tW1NDc9pSHcKUeavicr1vSWsda7nQYTd44sew7Mv4jyFJkqTvZXFWkiQpAlPmrWLW\nsnWcMqR71FG0o2aOhXt+BOuL4PQn4fg7IL1tXIcY3KMNiQkBH86uowJ+Wis47TFITIZHToYS/1Ag\nSZJUnyzOSpIkReCJD+eTnpLIEYM6Rx0lUtvqt9rgfXgPPHwStOkZ69+66yF1MkxGahIDu7Ri4pw6\nLJpm9YRTH4E1C+GJs6GyEfX5lSRJauQszkqSJNW3MJWXPl7EUYM6k5ma1Dj6qtahrfVbbbCqq+DV\nX8F/fgF9DoZzXoHW3ep0yCE5bflo/irKKqvqbpAe+8LRt8Kc8fDyFRCGdTeWJEmSNrE4K0mSVM+S\ny/dlXXkVJ9vSoHEpWwuPnQ7v3wbDfgqnPQqpLet82H1y2lJWWc20havrdqA9T4ERV8CUB2PvUZIk\nSXXO4qwkSVI9KFxcSHF5MYWLC0kpP4DeHTLYu2cjuYVfsHoB3Hs4zHgDjrweDvszJCTWy9BDcmI/\nJx/OKar7wfJ/A/2Ohtd+DR89XvfjSZIkNXMWZyVJkupY0egiikYXkdcjj0nnzCepcjdOHtKdIAii\njqaaWDgF7joQVs2FM56Afc6r1+HbZ6bSu0NG3S0KtrmEBDjudui+Lzx7ATx1jouESZIk1SGLs5Ik\nSfXoyUkLSEwIOH6vrlFHUU1MfwHuOwKSUuHc12N9ZiOwT8+2TJpbRHV1PfSCTcmAH/8nNot2+gtw\n2zD44pW6H1eSJKkZsjgrSZJUT8Iw4OkpC8jfrSMdW6ZFHUffJwxhwo3wxFmQvQecNw469osszj69\n2rJ6fQUzlhbXz4CJSXDAL+H8cZDRAR49FZ77KZTWcd9bSZKkZsbirCRJUj1ZX9yLZWvLOHlItxod\nXzCqoI4Taasqy+GFS+HN38PAE2DUi5DZIdJIQ3PaAvDhnHpuMdB5EJxfACOuhI8eg9v2g1nj6jeD\nJElSE2ZxVpIkqZ6sXbUH7TNTyd+9Y9RRtC0lK+Gh42HqQ3DAaDjhHkiOfpZz97Yt6Ngytf6LswBJ\nKXDQb+HcN2ItD/59HLz0Cyirp1m8kiRJTZjFWUmSpHqwbG0ZJcW9OWGvriQnNo1fwQoXF1JcXkzh\n4sKoo8THillwz49g/gdw/F2QfxU0kEXbgiBgn15t62dRsG3ptjdc+DbsdylMuhduHw5z3okujyRJ\nUhPQNP7PQJIkqYF7duoCIJGThnSPOkpcFI0uomh0EXk98jZtN2pzJsDdB8H6Ijj7BRh0ctSJtrBP\nzywWrS5l4ar10YVIbgGHXgc/eTn29f1HwqtXQUWEmSRJkhoxi7OSJEl1LAxDnpi0gNQWC+nTMTPq\nOPquwkfgwWNjC1+dNxZ67hd1oq3ap9eGvrNRzp7dqOf+cNE7sM+58P4/4fYRsGhq1KkkSZIaHYuz\nkiRJdezjBauZubSYzNbToo7SIEXWHqG6Gsb+EZ67OFZsPPcNaNurfjPUwu7ZrWiZmhRN39mtSc2E\nI6+Hs56DihK45xD48G4Iw6iTSZIkNRpJUQeQJElq6p6esoCUpAQyW30RdZQGZ2M7hPwH8ikYVVB/\nA5ethecvgenPw94/hiP+DonJ9Tf+DkhMCNirZ1bDKc5utEs+XDgenr0Q/nMFzH0PRt4EqS2jTiZJ\nktTgOXNWkiSpDpVXVvPCR4s4pH8nEhLLo44jgIWTY7fhf/YiHHItHHVTgy/MbjS0V1u+XFLMqpIG\n9rOU0Q5OfwIOuho+fQbuzIcln0adSpIkqcGzOCtJklSHxn2+lFUlFZywd7eoo6i6GibcGLv9vroS\nfvwy7H8ZBEHUyWpsSM8sACbNaYALsCUkwIgrYguqla2Buw6CqQ9HnUqSJKlBszgrSZJUh56ZsoAO\nLVMZ0ad91FGatzVfw7+PhTd/D7sfBReNb1ALf9W07+6e3duQkpjAh3MbWGuDzfUaEWtz0G0IPP9T\nGHuNfWglSZK2wZ6zkiRJdWTlunIKvljKj/fPISkxoX57qjYydfrZfPFqrEhYsR6O/gcMPqtBzZbd\n2He3JtKSE9mjW2s+nN2Ai7Nzy21+AAAgAElEQVQALTvB2c/Di5fD+L9DQiLkXxV1KkmSpAbH4qwk\nSVIdefGjRVRUhRy/ly0NIhGG8NZf4b9/guw94IR7ocOuUafaafvktOWeCV9RWlFFWnJi1HG2LSER\nRt6y4fswBoJE+OHoqFNJkiQ1KLY1kCRJ2hGFhVBcHHvehqenLKB/51b069yqHoMJiM2SfeqcWGF2\nz9Pg3DebRGEWYGivLCqqQgrnr4o6yvYlJMDRt8Cep8e+F2//LepEkiRJDYozZyVJkmqraPu3oc9Y\nspaPF6zmN0f2q4dA0WmQrRrWfA2PnQaLCuHgP8DwyxtUG4OdtXePtgQBfDh7JcN6t4s6zvYlJMIx\nt0JYDeOujc2gHfGLqFNJkiQ1CBZnJUmS6sDTUxaSmBBwTG7XqKM0Lwsnw2NnQNlaOPUR2P2IqBPF\nXev0ZHbr1JKJcxp439nNJSTCsbdBWAVj/xD7evjlUaeSJEmKnG0NJEmS4qyqOuS5qQs5YNcOdGiZ\nGnWc5iEM4eMn4b4jIDEZzn29yRRm8x/I32Lffru044PZK1lbWhFBoh2UkAjH3g4DT4A3ro7Nog3D\nqFNJkiRFyuKsJElSnL07azmL15Ry/F7Omq0XK2bBIyfDM+dB51w4bxx0GhB1qjp11KDOlFdW8+Zn\nS6KOUjuJSXDcnTD4rFj/2WcugMqyqFNJkiRFxrYGkiRJcfbMlIW0TEvi4H6doo7StJWXwPjr4d1b\nIDEFDrkW9r0oNnO2iRvcPYuubVrw4kdfc9zgblHHqZ3EJDj6H5CVA+OugTWL4NSHoEVW1MkkSZLq\nnTNnJUmS4qi4rJJXpy3mqEFdSEtOjDpO0xSGMP15+OdQGP93GHAcXDYZ9r+sWRRmARISAo4c1Jnx\nM5axqqQ86ji1FwTwgyvh+LthwUS45xAomhN1KkmSpHpncVaSJCmOXvnka9ZXVHHi3rY0iLswhK/e\nggdGwhNnQ2or+MkrcPyd0DI76nT1buSgLlRUhbz26eKoo+y4QSfBWc9B8VK4+2BYMDnqRJIkSfXK\n4qwkSVIcPTt1IT3bpbNXD2/Rjpvqapj+Atx1IDx4NCz7Ag7/K1z4NvTcP+p0kRnYtRU926Xz0sdf\nRx1l5+QMh/PehOR0uP9ImPdB1IkkSZLqjcVZSZKkOCmtqOLDOSs5dEA2QRBEHafxqyyHqQ/F2hc8\ncRasXwlH3Qg/+wT2vTDWu7QZC4KAkYO68M7M5SwvbuSLarXvC+eNjc2AfvxMWL0w6kSSJEn1wuKs\nJElSnEydt4qKqpB9e7WNOkrjtvRzeP03cOMAeP4SSE6DE++FSyfDkHNiXwuAo/bsTHUIr0xrxK0N\nNsrsAKc9ChUl8PgZULE+6kSSJEl1rnlPN5AkSYqjibNXEgQwJMfibK2tXwXTnobCh2HhZEhIgl0P\ng71/An0Oii0gpS3s1qklfTtm8tJHizhrWM+o4+y8jv1iPYQfOx1evByOu8PvvSRJatIszkqSJMXJ\nxDkr6JfditYtkqOO0ngsmQ7v3RorzFaWQscBcOifYI+TYzMp9b2CIOCoQV24aeyXLFlTSqdWTWBW\n8e5HQv5voOBayN4D9r8s6kSSJEl1xrYGkiRJcVBeWc3kuUUMtaXB9oUhzJkAD58E/9oPPn0Wcs+A\n8wvg4ndgv0sszNbCUXt2JgzhP419YbDN/eBK6H8MvHE1zHwz6jSSJEl1xpmzkiRJcfDJwtWUVlTb\nb/b7VFfB5y/BOzfHWhekt4/NkNznXEj3c9tRu3TIpH/nVrz48SLOyesVdZz4CAI49l+wYhY8dU6s\ncN9ul6hTSZIkxZ0zZyVJkuJg4uyVAOxjcXZLFeth0r1w6xB44mwoWQlH3gA/nwYH/NLCbBwctWdn\nps5bxfyVJVFHiZ+UDDj1kVj/4UdPhdI1USeSJEmKO4uzkiRJcTBx9gr6dMykfWZq1FEajpKV8Pbf\n4KY94KWfQ1obOOkBuGxybLZscouoEzYZIwd1AeA/nzSh1gYAWT1jPzMrZsFzF0N1ddSJJEmS4sri\nrCRJ0k6qqg6ZNMd+s5usXgCv/gpuHAjjroXOuTDqJTh/HAw4FhISo07Y5HRvm86e3dvw0seLoo4S\nf71GwCHXbmiJcWPUaSRJkuLKnrOSJEk76bOv17C2rNJ+s2sWwfgbYMoDEFbDwBNh/8sge2DUyZqF\nkYM6c+1/PmP28nX0ap8RdZz4GnYxLJoCY6+BzntCn4OjTiRJkhQX2505GwRB9yAICoIg+CwIgk+D\nILh8w/7fB0GwMAiCwg2PIzY751dBEMwMguCLIAgOrcs3IEmSFLUPNvabzWmmxdm1i+GV0XBzLky+\nD3JPh/+ZCsffYWG2Hh05qDMAL33UBGfPBgGMvAU6DYCnzoWiOVEnkiRJiouatDWoBK4Iw7AfMAy4\nJAiC/hteuzEMw9wNj5cBNrx2KjAAOAy4LQgC712TJElN1sTZK+jetgVd2jSzHqqrF8CrV8HNe8LE\nu2DQybF+siNvhjY9ok7X7HRu3YK9erRh7OdLo45SN1LS4ZSHgBAeOxPKm9DiZ5IkqdnabnE2DMOv\nwzCcsmF7LfAZ0PV7TjkGeCwMw7IwDGcDM4Gh8QgrSZLU0IRhyMTZKxma0y7qKPWjohQ+eQr+fVys\np+wHt8PAE+CySXDMrZCVE3XCZq1f51bMXr4u6hh1p20vOOFeWDINXrwcwjDqRJIkSTulVj1ngyDI\nAQYDHwDDgUuDIDgbmERsdm0RscLt+5udtoCtFHODILgAuACgRw9nVkiSpAYsPx8KCrb60sylxRSV\nVLBv7ybc0iAMYdFUKHwYPnkSSldD6+7wg1/C4DMsyNaR/AfyAShcXLhpu2DU1n8ON+rVPoPV6ytY\nVVJOm/SUOs8Yib4Hw4G/ji0213VvGHZR1IkkSZJ2WI2Ls0EQZAJPAz8Lw3BNEAT/Aq4Bwg3P1wPn\nAMFWTt/iT9phGN4J3AkwZMgQ/+QtSZIapY39ZpvkYmBVlfDZC/DerbBwMiSlQb+RkHsG9DoAEmrS\nIUs7amMhNv+B/O0WZTfq2S62ENjs5esY3KOJFmcB8q6AhVPh9V9Dj32hy+CoE0mSJO2QGhVngyBI\nJlaYfTgMw2cAwjBcstnrdwEvbfhyAdB9s9O7AU1wVQJJkiSYOHslnVql0qNtetRR4qesGKY+BO//\nE1bNg7a7wBF/hz1OghZtok6n75HTLvZzOHdFCYN7ZEWcpg4lJMCxt8Ft+8GzF8EFb0FyWtSpJEmS\nam270x2CIAiAe4DPwjC8YbP9nTc77Dhg2obtF4BTgyBIDYKgF9AXmBi/yJIkSQ1DGIZ8MHsFQ3u1\nI/YrUyNXvBTe/D3c2B9eHQ2tusKpj8Clk2Do+RZmG4HubdMJApizogn3nd2oRZtYn+Nln8O4a6JO\nI0mStENqMnN2OHAW8EkQBIUb9l0FnBYEQS6xlgVzgAsBwjD8NAiCJ4DpQCVwSRiGVfEOLklSY1eb\nW5UVkawNMw+Li7/ZLira9PK8lSUsWVPG0Mbe0qB4Gbx7M0y8G6rKoN/RsP9l0G1I1MlUS2nJiXRp\n3YI5TXlRsM31OQiGnAvv/RN2OwJyhkedSJIkqVa2W5wNw3ACW+8j+/L3nHMdcN1O5JIkSWoYcnOh\nsPCb581s7Dc7rLEWZ9etgHdvgYl3QmUp7HEyHPC/0G6XqJNpJ/Rsl86cFSVRx6g/h1wDs8bBcxfD\nxe9AasuoE0mSJNWYqzhIkiTtoImzV9I2I4U+HTOjjlI7ZWth7B/h5kHwzs2w+5FwyUQ4/g4Ls01A\nTvsM5jaHtgYbpWTAcbfH+iO//puo00iSJNVKjRYEkyRJ8ZU1Jovi8mKyxsRulS8aXbSdM9QQTZy9\nkn1yshpXv9k578BzF8Gq+TDgODhgNHTcPepUiqOcdukUlVSwuqSC1unJUcepHz2GxVpxvHsL7H4U\n9P1R1IkkSZJqxJmzkiRFJDMlk9zs3KhjaAd9vXo981aWMLRXu6ij1ExFaWxW4f1HQpAI57wKJ91n\nYbYJ6tkuA2gmi4JtLv/X0KEfPH8plKyMOo0kSVKNWJyVJEnaARM39JvdtzH0m11UCHf+EN79Bwz5\nCVw0ITbTUE1Sr/bNtDibnBZrzVGyHF6+Muo0kiRJNWJxVpIk6fsUFkJx8VYXA2uZmkS/zq0iClYD\nVZXw1t/g7oOgdBWc8TQcdSOkNrIeuaqVHm3TAZjbnBYF26jznrFWHdOehk+eijqNJEnSdlmclSRJ\n2paiotgjL++b7Q3en7WCITlZJCY00H6zRXPg/iOg4Frofyxc/C70PTjqVNoBBaMKanV8WnIiXVqn\nMWd5M5s5u1HeL6DbPvDSL2D1gqjTSJIkfS+Ls5IkSbW0oKiEr5avI69vh6ijbN3HT8DtI2DpZ3DC\nPXDiPZDeCNovKG56tstofm0NNkpMguPvhOpKePYiqK6OOpEkSdI2WZyVJKkuZWVBcnLsOSurZufk\n59dppPwH6vb6zcGEGcsBGNG3fcRJvqN0NTx9HjxzPnQaEOstu8eJUadSBHLapzfPtgYbte0Nh/8F\n5oyH92+LOo0kSdI2WZyVJKmuZWZCbm7UKbQzCr59W/n4mcvp1CqVvh0bUO/Wee/D7Xkw7ZnYqvWj\nXoKsnlGnUkRy2mWwYl05a0oroo4SncFnwe5Hwdg/wOJpUaeRJEnaKouzkiRJtVBVHfLOzOXk9elA\nEDSAfrNVlVDwZ7jvcAgS4JzX4ID/jd3arWarZ7sMAOYub8azZ4MARt4MaW3gmQugojTqRJIkSVuw\nOCtJUlOzsYVCbdspqEY+XbSaVSUVDaOlwcrZsaLsW3+BQafAheOh+z5Rp1IDkNM+HaD59p3dKKM9\nHPNPWPopjLsm6jSSJElbsDgrSVJTlJtrO4U6Mn5Dv9nhfSIuzn70eGzRr2VfxBb9Ou52SGsVbSY1\nGD3bxmbOzlnezIuzALseAkPOhfduha/eijqNJEnSt1iclSRJqoXxM5bRr3MrOrRMjSbAxkW/nr0A\nsveAi130S1tqkZJIdqs05jTnRcE2d8i10K4vPHshrPk66jSSJEmbWJyVJEmqoZLySibPLeIHUbU0\nWDxts0W/fgM/fgna9Igmixq8nu3Smdvc2xpslJIOJ90HpWvg0VOh3M9FkiQ1DBZnJUmqa8XFUFi4\n/eM29oedMGHrvWLz83cqRv4D+eQ/kE/h4sJN2999Xd/vg69WUlEVkhdFcfbL1+DeQ2MLgJ3zGhzw\nS0hIrP8cajR6tc+w5+zmsveAE++FxR/HFgirro46kSRJksVZSZLqVFER5OXFnouKtn98HfaKLRhV\nQMGoAnKzczdtq3bGz1hOalIC++S0rb9BwxDevz0226/dLnD+OBf9Uo30bJfB8uJy1pZWRB2l4djt\nMDj0T/D5S/Dm76JOI0mSZHFWkiSppsbPWMbQXm1JS66nGatVlfDylfDqaNjtCPjJK9Cqc/2MrUYv\np106AHPtO/tt+14E+5wH794Ck++POo0kSWrmLM5KktTMZY3JImtMFhPmTdi03Vx9X2uHxatLmbG0\nmLw+9dTSoHQ1PHoKfHg3DL8cTv43pGTUz9hqFLbXiiSnfeznxdYG3xEEcNgY6HMw/OcKmOVdBJIk\nKTpJUQeQJKnJK6jZ//gvzGzHDb0PY9ygCwmTkmDPSvjj65te79vvVG5bW0aHlqlxj5ibnUvh4sJN\nz9rShJnLARjRt0PdDzb3XXjxZ7ByFoy8BfYeVfdjqsnp6czZbUtMghPvi/VxfmIUnPcGdNgt6lSS\nJKkZsjgrSVLEguoMrvvPdB445W+QkMDIGe+S2ToTli+H888HoCoMeXptCafe+R6Pnj+Mjq3SIk7d\n/IyfsYz2mSnsnt2y7gZZswhe/y1MewpadYMzn4HeB9TdeGrS0lOS6NgylTnLnTm7VWmt4PTH4a4D\n4ZFT4MK3Y/skSZLqkcVZSZLiISsLiotji3lBzRb/CpNZtXwoLddczN0TZnPCrPf5xYdP0WXJvG+u\n89LNmw4fee9fOafFGZxy5/s8cv6+dG7dog7eSPOQ/0D+txZE29jKobi8eNN20ehvvofV1SHvzFxO\nXp/2JCQE8Q9UWQbv3QpvXw/VlXDAaBj+M0hJj/9YalZy2mfY1uD7tOkRaxly/xGx/s7H3xl1IkmS\n1MzYc1aSpHjJzITc3BodmlSeS8vVf6do2Q+oTJzBK5eP4O/PjqHLglmQlxcr7n6nwLvv2gU8eO5Q\nlq8t45Q73mdBUe1uVV5RXMZfXvmcQzv+i/krvc35u3Kzc8lMySQ3e8vv4WeL17C8uJy8eLc0CEP4\n4lX4574w9o+wSz5cOhHyr7Iwq7jIaZfOHNsafL+e+8EB/wcfPw6Fj0adRpIkNTMWZyVJqkeVVdX8\n+ZXPyFh3JWFCMdk9Hqek5d/ZPbtmt9Lu3bMtD523L6tKyjnljveZV4OiS0lSKv8YO4MD/vZf7nx7\nFneN/4oD/lbAhf+exPtfrYBwZ99V0zdhxsZ+s3FcDGz5THj4pNiiX4kpcNazcOrDkJUTvzHU7PVs\nl8GytWWsK6uMOkrD9oMroefw2AJhy2dGnUaSJDUjtjWQJKk2smK3vG9qYVCT9gUbLF5dyv88OpWJ\nc1ZSljKW0vSHaJExANbWYsysLPYEHpk2hzPv+YCT73iPhHZ3MP78x0n8zu32lUECT3QYxE2nnsvS\nN77kkP6d+N/Ddic9JZF/vz+XRyfO47VPl5CZeB1rW3wG4bSafw6N1PbaF2zL+BnL2bVTJp3i0eu3\nbC28/Td47zZIbgGH/gmGXgCJyTt/bTULtfk57tU+A4A5K9YxoEvr+gnYGCUkwvF3we3D4elz4Nw3\nISkl6lSSJKkZcOasJEm1lZv7TU/YGho/YxlH3jKeaYtWc9MpuZRm3AdBRe3H3NA2YWDX1jx2wTAq\nqqpZNHsUu/7mFfb/81iOu+0dfnrwZfy+Zz6HnvRnrup9CN3XLuOpi/bjzrOH0KdjJl3atGD0Ybvz\n3v8dxJ+P3wPCBJZ/fRgZa6+iurrpFwi/r33B1pRWVDFxzkry+uxkS4MwhI8eh38MgXduhkGnwGWT\nYb9LLMyq1mr6c9yzXaw9xlxbG2xf665wzD/h649g7B+iTiNJkpoJi7OSJNWhquqQG9/4krPvnUi7\nzBReuHQ4xw7uGpdr757dihcuy6Nd9htcfMAu7LdLezJSkviibTee6LAHiWE1d375LE89/0eG5LTd\n4vwWKYmcNrQHxa1+RfsuL5NY1YelC46GMDEu+ZqKD+espLyymhG77kRLg+Uz4b7D4dkLYgWg88bB\nsf+EzI7xCyptRc9238ycVQ3sfiTsc35sgb4Zb0SdRpIkNQO2NZAkqQ7d/tYsbh47g+P36sq1xw4k\nPSW+//R2bdOCVlkfceWhu32z85eHxWbYFhbWbIGyAFq2ns68VYsI1p1Hi+QLqa4OSfhOm4TmavyM\n5aQkJrBvry0L3NtVXQUf3B5b7CspDY6+FXLPgAT/Pq76kZmaRIeWqcxZbnG2xg65Fua+C89eBBe/\nAy2zo04kSZKaMIuzkqTGLT8fCgqiTrFV81aUcMvYGRw+MJvrT9qTINiJYmdhYaznbGHhpl3f23dy\nK8d/7+UXF1IcFJPQoiVp60/hDy9+yu+PHrDVzFl/ySKhqgdrq2aSkZry7XEbscLFhRSXF1O4+JvP\nbE1pBU9Omk9e3/a1L6yvmAXP/RTmvw+7Hg4jb7LIo/rxnf8u5rRLZ45tDWouOQ1Oug/uOACeOBtO\nfxxaZEWdSpIkNVFO25AkqQ6EYcjVL0wjKSHgdyO3XuTcpu8Wm4uKYo+8vG+2N9hq38nvOX5rikYX\nUTS6iLweeXx99QOcP6IXD7w3l5vHzvjWcaUVVTw5aT6Za6+l5do/0aH81+zZqWZ9Wxu6zT+DjdsA\nd7w1i6KSCn7xo11rfrHq6thiX/8aDss+g+PugNMetTCryPRsl8Fc2xrUTofd4Pg7YNFUuOcQKJoT\ndSJJktREOXNWkqQ68Oq0xfz3i2X89qj+ZLdOizpOjQVBwFVH9GNVSQU3vTmDrPQUDh+YzUPvz+Xh\nD+axYl05JCSS2eZjilftyarla4Gazc5tbBavLuWeCbM5es8uDOxaw1Xuq6vg0dNgxmuw62Fw1E3Q\nqnPdBpW2o1f7DJ6avICS8sq4t1Zp0vofA+nt4bHT4e6D4bTHodveUaeSJElNjL+dSZK0NVkbbmEt\nLobMzG/PPt3YMiAzc6unFien8YcXp9O/cytG7ddzm0N89xb6hiIIAv58/B6sWl/B7174lGv/M53K\n6pCDdu/IT4b34qinzmSX7FxWlqxl1fLhJGVOAL7dZiEzJTPaVgff/f7BdmcQf9dNb35JVXXILzfv\n57s9794SK8we+icY9lPYmVYWUpz0bJcOwNwVJfTr3CriNI1MznA470146AS4/0g44S7oNzLqVJIk\nqQmxrYEkSduSm7tlAfa7LQO24sYhJ7BkbSnXHTeQpMSt/1O7tVvo466WvXgLRn1zfFJiAv84bTAn\n7NWNs4bl8N8rf8jdo/ZheJ/2EMRqjuvT7yU5dQUt1v2URavWA9+0WWgQNn7/arIo2gYbP4MZS9by\nxKT5nDmsJ93bptfs5EVTYdx1sdl2FmbVgOS0ywCwtcGOat8XzhsLnQbA42fF2paEYdSpJElSE+HM\nWUmS4ujT9A7cP+AQThvag8E9GvcCMmnJiVx/8p7bPiAoo2PX51nw1elc8sgUCBPrL1wd++trX5CR\nksRlB/at2Qnl6+Dp8yGjQ6yVgYVZNSAbZ866KNhOyOwAP34JnjkfXvsVLPscDvszpGREnUySJDVy\nzpyVJClOqgn4Tc6PaFNWzOhDd486Tr1ISS2iJOMups5bRdr606OOExeT5qzkjelLuOiHu9A2I6Vm\nJ732a1gxE467HdLb1m1AaVuysmKPCRO+2QZapiXTPjOFOcudObtTklvASQ9C3s9hyoNwex7M+yDq\nVJIkqZGzOCtJ0o7YSsuAx/r9kKktu/Dr9x6hdXpyvYzZEFSmTOQnw3NILTuU4jW16M/aAIVhyJ9e\n/oxOrVI5Z3ivmp30+csw+T7Y/zLofUDdBpS2ZxvtPPp0zGTaotURhWpCEhLg4N/HZtFWV8J9h8Gb\nf4DKsqiTSZKkRsrirCRJcbA0vQ1/2fdUhq2Zx3Ez3ok6Tr371f+zd9/hUZXZA8e/N70nkwKhBAIk\n9BKqlFACqCAoghRRBAVFxbq6u7hrX/WnrK4VGypSFCwIChZQIAqhhjL0kkIIAUISMkAmPTP398cQ\nDJgySWZyJ8n5PM88M07ufe+ZDGbuPfO+54zuRInzcbLO3oiTqZnW4dTYukPn2JN6gb+NbI+nmxVl\nGnLOweqHIbQ7DH/G/gEKUUMD2wVz6MwlsnOLtA6lYQiPhge2QNSdEPcmfDIc0g9qHZUQQggh6iFJ\nzgohhBC1dDG/mBmj/0GxkzMv/zKfxlBtVJ+ux1hkRJ+uB8DNxYk8n/komPHImw4O3Cvn2thLlZjM\n/HfdUSKa+DCxd8uqBzKb4fsHLfVmb/sUXNztFLEQf1XRv2P0ejAaLfdlDI4MRlVhS2JWHUbZwHn4\nwbj5MPUrMGbAgmGw9T1pFiaEEEKIapGGYEIIIUQtFBSbuG/xLhKbhvPpoW+JOHHI6n1jZzhmmYKq\nGOYaAIhZHHPVa1CdsgkI2UL2uRG4FPfSKrxKVRQ7wPKdqSRn5vLJ9D64OFvx/fXOBZC0Acb8D0Lq\ndzkHUb9U+O/YYHmemJi/lEHp3jIAPw8XNidkcnOP5nUVauPQYTTM2Q5rHoVfn4FTO2Hc+5bkrRBC\nCCFEFWTmrBBCCFFDxSYzDy/bQ/zJbN6cHMXQiylah6Q5P90+TE6n8ci/k8ISk9bhWG1PqoGXfjpC\ndEQwIzs1qXqHtN2WJEz70dBnlv0DFKKWnJ0UBkUEE5eQhSozO23POwimfAE3vAxHf4JPYiDjiNZR\nCSGEEKIekOSsEEIIUQNms8rcFftZfySD/4zr2qBnosUsjrF6W0UxU+D1Bc7mpizakmK/oKxRwfLu\na52+kM/sJbtp5u/Be1N7oihVFKbIy4ZvZ4BvM7j1A6hqeyEcRHRkMGcuFpCUmWuX8avzt6JBUhRL\nY8AZq6HgkqUO7YEVWkclhBBCCAcnyVkhhBCimlRV5eWfjrBy72mevL49d/VvrXVIDqXE9QDFrnt4\nb2MiGTkF2gRhMFhuxcV/Pi6jdCm4sbCEWYviKSwx8dmMPui83Sof12yGlfeB8RxMXgxegfZ6BULY\n3JDIEADiEjI1jqSBC4+G+zdZGgV+Nwt+/ieUSCM2IYQQQpRPkrNCCCFENX3wexILt5zgnkHhPDw8\nQutwHFKB5zIKS0y8se6Y1qFUyGRWefwrPQkZRt6/oxcRTXyr3mnT65C4Hka9Bi0cs66uEBUJC/Si\ndZAXmxOkKZjd+TWDu3+E/nNg58fwxQQouKh1VEIIIYRwQJKcFUIIIarh083JvL7uGON7tuDZMZ2r\nXgLfSJmd07l7YDjf7k7jQJpjJiT+u/Yo64+c4/mbOzOkfUjVOyRugN9fhe5ToM9M+wcohB0Mjgxm\ne/J5ikrMWofS8Dm7wqhXYfzHkLoNFo2BnHNaRyWEEEIIByPJWSGEEALraiW+H5vIyz8dYUy3Zvx3\nYnecnCQxW5lHRkQS6OXGi2sO2b8BUUz1al1+s+sUH29KZvqA1kwfEF71DhfT4Lt7IaQjjH1L6syK\neis6IoTcIhN7Uw1Vbyxso8ftMPVrOJ8Mn10P55O0jkgIIYQQDkSSs0IIIUQVVODt9cd5fd0xbo1q\nzju3R+HqLB+hpXVbK+Ln4crfb+zArpMGftx/to6iqtrWxCyeXnWAwZHBPDe2c9U7lBTBt3eDqQim\nLAU3b7vHKIS9DGgXhLOTQlyilDaoU5EjYcYaKDLCZzfA6T1aRySEEEIIByFXlkIIIUQlVOCNvpN4\ne30CE3u35H+To3CRxHK14ycAACAASURBVKzVJvcJo3MzP179+Qj5RSatw+EH/Wnu/jye8CBv5t/R\nq+r3UlXhl39AWjyMmw/BkXUTqBB24u/pSo+W/mySurN1r2VvmPkruHnBorGWUilCCCGEaPTk6lII\nIYSogKrX82qv23i/1zim9gvjv7d1x1lKGVSLs5PC8zd35szFAp774aB9yhvodBAXZ7nX6crdRFVV\n5m9M4LGv9PRsFcC3DwzA39O18nFVFdY+BbsXQfTfoMt428cuhAYGR4ZwIO0CF/OKtQ6l8QmOgFm/\nQWAbWDYZDn6ndURCCCGE0JgkZ4UQQohyqNnZvLg4jgV9xzN9QGteubVb1TVmYytf5t9YXdc2iEeH\nR/Dt7jQ+2Zxsn4P4+EBUVLk/KjaZmfvdft749Tjje7Zgyax+BHi5VT6eqsK6p2HHR5Zu6yOet0PQ\nQthJFX+LBkcGY1Zha5LMntWEbyjc8zO07GepZb3vK60jEkIIIYSGJDkrhBBClOPb3Wks2prCrLO7\nePGWLtL8q5YeH9meMd2a8eovR/ntcN11K79UUMzMRfF8syuNR4dH8ObkHri7OFe+k6rCb8/C9vfh\nugfgxv+TBmCiQekRFoCvu4uUNtCShz9MWwHh0bDqAdizVOuIhBBCCKERSc4KIYRomGJiarxr+sUC\nXvrxMP3aBPJ06u8oDpyY06frMRYZ0afrbT62bp4O3TwdcalxVx5bG8+1nJwU3lg4l24t/Hnsq70c\nPnPJtsEajaC/+ndw9mI+kz7cxrak87w+sTtP3NCh6vdSVWH9C7D1Peh7H4x6TRKzosFxdXaif7sg\nNidk2qTUyLV/K4SV3Lzhjm+g3XBY/TDEf6Z1REIIIYTQgCRnhRBCiDJUVeXpVQcoNpn5723dHfqD\n0jDXgGGugeJni688trWo0Ch83HyICi2/ZEB58US3ii43Fk9zCZ9M74Ofhyv3Lo4nI6fANkEaDBAd\nbbk3WI5rLCzhns/jOX0hn8Uz+zGpT1jV46gqbHwJtrwNfWbCTa9LYlY0WIMjg0kz5HPyfJ5Nxiv9\nWyGqydUTbl8G7UfBT0/A9o+0jkgIIYQQdcyRrzmFEEKIOveD/gwbjmbw9xs6EB7srXU4DU5TPw8+\nndEHQ14x9y/dTUGxyebHMJlVHlu+l4QMIx9O68WgiGArdiqBX5+Bzf+DXjPgpv9JYlY0aIMjQwDY\nnCilDTTn6gGTl0LHsbB2Lmx5V+uIhBBCCFGHJDkrhBCiftLpLLe4uD8fV/Z8qWvKHcQsjiFmcQz6\ndD2DPxvDC2sO0atVAPcMalNHL6Tx6drCn7em9GBv6gX+uWI/Qz+/wboddTpwdS3/fS1j3tqjbDia\nwQs3d76SgKqUMQOW3grb5kO/+2Hs2+Akp0iiYQsP8qJFgCebj2dqHYoAcHGDSYugy3hLzWtJ0Aoh\nhBCNhlx5CCGEqL+iosDHx3JvzfPliJ0RS+yMWHo0jaKL23/IKzLx34k9cC5tAFZF13NRM6O6NuMf\nN3Zg9b4znDz2CGPe3czTqw6wYncaSZlGzOYK6mBW8b5+HZ/Kgk3JzBjQmrsGhFcdSOoO+HgIpO2C\n8R/DTf+VxKyoN2Jn1Pzvk6IoDGkfzLak85SYzDaMStSYsytM+BS6TLAkaHcv0joiIYQQQtQBF60D\nEEIIIRxBbk4H1p5OZ+6ojkQ0kbqJdWHOsHZ0a+HPIz+8g87rZlbrz/DljlQAdF6u3Du4LTMHtcHT\nzdmq8bYnn+fpVQcZHBnMs2M7V76xqsKOj+HXpyGgFdy5AkK71vYlCVGvREeEsHznKfalXaB360Ct\nwxEAzi6WL4qKjLDmcXD3ha63aR2VEEIIIeyoyuSsoihhwBIgFDADC1RVfafMz/8OvA6EqKqapVja\nIL8D3ATkAXerqrrHHsELIYQQVitdBm80/vn4cvOo88ZCzqePoHtLf+4bLOUMytKn6zEWGdGn620+\ntmXmXgiBTbbwxYyXMZtVkjKN7E29wNpD6by+7hhLtqXwt5Htmdi7ZaUnLSnuATzwxW5aB3kx/45e\nuDhXMvu10AhrHoWD30GHMXDrB+AZYOuXJ4TDGxQRhKLApuNZkpx1JC5uMGkxfDkRVs4GN19ob2X5\nFyGEEELUO9as2ysBnlRVtRPQH3hIUZTOcCVxez2QWmb70UDk5dts4EObRiyEEELUVAXlDl5Ycxiz\nyZ3XJ/aoPKnXyBjmGjDMNRDdKvrKY3tyclKIbOrL5L5hLLy7L9/cP4DmAZ48tfIAo9/ZzG+te1G2\n2EFOQTGJGTlsOp7JrOsfA+CzGX3x93St+CCpO+DjwXBoFYx4HqZ8IYlZ0WgFeLnRtbk/25PPax2K\nuJabF0z9Cpp2hW/ugpQ4rSMSQgghhJ1UOXNWVdWzwNnLj3MURTkCtAAOA28B/wR+KLPLOGCJqqoq\nsF1RlABFUZpdHkcIIYRwKMmZRtbsO0NA8E46hN6idTiijH5tAln54EDWHUrnv2uPcd+oJ+hw/hQm\nLy/Se3phfOHXK9u6OTuxZFY/woO9yx+spBB+fw22vA3+LWHGjxA+qI5eiRCOq294IF/uOElRiRk3\nF/lyyqF4+MG0lfD5aFh2O8xYDS16aR2VEEIIIWysWjVnFUUJB3oCOxRFuQU4rarqPkslgytaAKfK\n/Hfa5eckOSuEEMLh/HG5U7mP/0GNIxHlURSFUV2bMaJTU74ePIk1EQMIVPIZfDqe0H8+Tqi/B838\nPWkb4k2wj3v5g6QfhFX3w7mD0Gs63Ph/ljqOQgj6tdGxcMsJDpy+SO/WOq3DEdfyDoLp38PCG+GL\n2+Dun6BpFTW1hRBCCFGvWJ2cVRTFB/gOeBxLqYOngfKKHynlPPeXlsuKoszGUvaAVq1aWRuGEEII\nUTW93lJbVl91ndQ/jmfSJtgb3C7WQWDCWjGLY67qRO/q7MS0IxuZdmSjpSyFXg9D36t8ELMJtr4L\nG18BTx1M/Ro6jLJz5ELUL6W1ZnelZEty1lH5NYfpP8DnN8HisZbHod20jkoIIURjFxMDsbFVbyeq\nZNXaJUVRXLEkZr9UVXUl0A5oA+xTFCUFaAnsURQlFMtM2bAyu7cEzlw7pqqqC1RV7aOqap+QkJDa\nvQohhBCilMFguUVH//m4AgXFJrYnn2doe/kcanAKc2DZFFj/AnS8CeZsl8SsEOUI8XWnbbA38SnZ\nWociKhPY1jJr1sUTFo2FM3u1jkgIIYQQNlJlclax1Cz4DDiiquqbAKqqHlBVtYmqquGqqoZjScj2\nUlU1HVgNTFcs+gMXpd6sEEIIRxSfkk1BsVmSsw3NpTOwcDQkbYSxb1m6nnsHaR2VEA6rT7iOXScN\nmM1/WewmHElQO7jnJ0st2sXjIG2X1hEJIYQQwgasmTk7CLgLGK4oiv7y7aZKtv8ZSAYSgU+AObUP\nUwghhLC9TcczcXN24rq2gVqH0ijFLI4hZnEM+nQ9MYtjrnq+9Lmyz1sl/SB8MgIMJ+DOb6DPTFDK\nq7gkhCjVNzyQC3nFJGYatQ5FVEUXDnf/DF6BsORWOLlN64iEEEI0Njqd5RYXZ7m/Vkw1z99F1TVn\nVVWNo/w6smW3CS/zWAUeqnVkQgghhJ39cTyTfm0C8XJzuaq+qagda3+XpdtdW182dkbsX56zSuJ6\n+OZuS7OvmWulJqMQVuobbvmCKj4lm/ZNpVmewwsIg3t+hsW3WJqE3fE1tBmsdVRCCCEak9IeEMIm\nrKo5K4QQQjQ0Z7wDOX7OyJD2wVqHImxh9yL4cjLoWsO96yUxK0Q1tA7yIsTXnfgTUne23vBrbqlB\nGxAGX06C1O1aRySEEEKIGpLkrBBCiPpLrwej0fpvbctsv7mlJXk3tH0TOwYogKqXPlXHte+3qQTW\nPQ1rHoO2w+CeX8C/Re2OIUQjoygKfcN1xKdU3ECxNqpdnkRYx7epJUHr1wy+vgsupmkdkRBCiIao\nvDIFpddVZdnynL+RkeSsEEKI+slgsNyio/98bM32xcVgMPDHI88S6udB+6Y+dRNvPWaTkg9RUeBT\n/u/a6vGvfb9zs+CL8bBtPvS9z7K018Ov9rEK0Qj1DQ/k9IV8zlzI1zoUUR3ewXD7cijOh6/utNwL\nIYQQ9nTtdVhZlZzzi4pJclYIIUSjU2IyE5eQxZD2wSjSLKp+OrMXFgyD1B0w7gMY8wY4u2odlRD1\nVtm6s6KeadIRbvsEzu6D1Y+AqmodkRBCCCGqQZKzQgghGp19aRe4VFAiJQ3qK/0y+OxGSwJi5lro\neafWEQlR73Vq5oePu0uNk7P6dD3GImPVGwr76DAahj8DB76Fre9qHY0QQojGqrxyB6JKkpwVQghR\nv8VWsCS+oueBP45l4qRAdIQ0A6tXSorgH33g+wchrB/c/we06KV1VEI0CM5OCr1a64g/Uf26s4a5\nBgxzDUS3isYw1z51a4UVBj8JXcbDb89DwnqtoxFCCNHYVFbuQFRKkrNCCCEanT8SsogKC8DfS5bB\n1xvnDsOnI2DnAhjwMNz1vaXWohDCZvq21nHsXA4X84q1DkXUhKLAuPchtCusmAlZCVpHJIQQQggr\nSHJWCCFEo5KdW8T+tAsMaR+idSjCGmYTbHkHFgyFS2fg9mVw4yvg7KJ1ZEI0OH3bWOrO7jopdWfr\nLTdvy99JZxdYPhXyL2gdkRBCiEYir6iEJ7/Zxxk3X61DqXckOSuEEKJRiUvMQlVhqCRn61ZN6k9l\nn4BFY+C35yDyBpizHTqOsU98QgiiwgJwdVaIT7HNUkTdPB26eTriUuPQzdNZt1NMjE2O3agFtILJ\nS8GQAl/dCcUFWkckhBCiPtLpLLe4uD8fV8BYWMLdC+NZtTeN/d6hdRhkwyDJWSGEEI3KH8cyCfBy\npXvLAK1DaTxK608VF1tXf0pVie06Az4cBOcOwa0fwZQvwEcS6kLYk4erM91a+Ne4KVjsjL/W+o4K\njcLHzae2oYnqCh8E4z+Ck3Gw6n4wm7WOSAghRH0UFQU+Ppb7ClwqKGb6ZzvYnWrg3ak9GWWQsjrV\nJWsChRBCNBqqqrIpIZPoiGCcnRStwxHlMZyENY9Bciy0GQLjPoCAMK2jEqLR6BseyMItJygoNuHh\n6qx1OKI2uk2EnLPw6zOwrhmMetVSl1YIIYSwkYt5xdy1cAdHzl7i/Tt6MaqrzJqtCUnOCiGEcGyl\ny2eMRsu3tlDj7p9HzuaQmVMoJQ0ckdkEOz+BDf+xJA9uegP6zAInWeQjRF3qGx7Ix5uS2XfqAte1\nDdI6HFGF0nIRxiIjPm4+GOZe8/k48BG4dBa2vw9+zWDQYxpEKYQQot4qLU2m1//lR9kunkz7ZDuJ\nGUY+vLM3Izs31SDAhkGueIQQQjg+K5bTWOOP45kA0gzM0WQeg89Hw9q50HoAzNkG/e6TxKwQGujd\n2pLs23XSNnVnhf1VWTrihpehywRL/e7939RdYEIIIeq30tJk0dF/Pr4sy1jIHZ0mk5RpZMF0SczW\nllz1CCGEaDQ2Hc+kY6gvTf08tA5FgGW27KY34KNoS4L21o/gzhWWZjZCCE3ovN1o39SHnSdqVne2\nNpIyjTzSbgxnLuTX+bEbNCcnS/3Z8MHw/RxI+mttYCGEEMJaBcUmpi7YTop7AAvv7suwDk20Dqne\nk+SsEEKIRiG3sIRdJ7OlpIGjyDfAlxNh40vQYTQ8HA9RU6UeohB1qbTzsqvrVV2Y+4QHsuekAZNZ\ntWp7WygsMfHwv5awJrgT/5rzFqoNx65LMYtjtA6hfC7ucPuXENwevp4GGUe0jkgIIUQ99f3e0yRk\nGJmfuIZBEcFah9MgSHJWCCFEo7AzJZtik0p0pJxAaC7zGHwyHE5shrFvw+Ql4CPfuAuhiXLKxvQL\nDySnsISj6Zes2t4W/vfrcY4Et2ZM0g7+aNWDFe0H23R8AXj4w7QV4OoFX98FBeW8v0IIIUQlVFVl\n4ZYTdGrmx4gLyeVvFCsrNKpLkrNCCCEahS0JWbi5ONE3PFDrUBq3Y7/AJyOgMAdmrIE+92gdkRDi\nGn3CLbNW66q0QVxCFgs2JXPnofW8t34+/S6d4qWB0zh3qaBOjt+o+DWHSZ9DdjL8MAdUtep9hBBC\niMviErM4fs7IzEHhyHo325HkrBBCiEZhS9J5erfS4eHqrHUojZOqWurLLp8KQW1h9u+W5l9CCIfT\nUudFx1BfPv4jmQt5RbUaS5+ux1hkLP+HMTEYcot48ls9bUO8eWb7MpxQmZe8jkJnV55edQC1nicP\nYxbHELM4Bt083ZXHtlbp77g84dFw/YtwZA1sfdfm8QghhHBQFZUnqkbZooVxJwj2ceOWqOZ1FHTj\nIMlZIYQQDd55YyFHzl6SkgZaKc6HFfdY6st2mwj3rAX/llpHJYSoxBuTenA+t5B/rax5gtQw14Bh\nroHoVtEY5hr+8nMV+PeqA2TnFvHu7T3xLLEkgtsUXuDv8d+y/kgGq/edqc3L0FzsjFhiZ8QSFRp1\n5bEtVfU7rtCAh6HzOFj/ApzYZNOYhBBCOLCKyhNZUbYoKdNI7LFMpvVvjbuLs5QvsCFJzgohhGjw\ntiadB2BguyCNI2mE8rJh8S1w6HsY+SJM+ATcvLSOSghRha4t/Hnyhg78cjCdb3en2eUY34Z05ZeD\n6Tx5Qwe6tvC/6mczD6ylZ6sAnl99iMycQrscv1FTFBj3PgRFwIqZcKl+J8GFEELY3+dbTuDm7MS0\n/q21DqXBkeSsEEKIBm9rUha+7i50u+biX9iZIQU+ux7O7oPJiyH6cUtCQAhRL9w3uC392wbywupD\npGTlVnv/3MISnvxmH9nnhrD24FnSL16uIavTcaJ1R15oOZQBpw8xe3Dbv+zrrKq8PrE7eYUmnl99\nsLYvxe5083To5umIS4278tguYmxYFsHdF6Z8YVnd8M0MKKldCQshhBAN14W8Ir7bfZpxUc0J9nHX\nOpwGR5KzQgghGry4xCz6twvCxVk+9urMmb3w6fWQmwXTf7AsnxVC1CvOTgpvTo7CxUnh8a/1FDtV\nr2b3oq0pfLcnjYvZvXngiz30f3UD/f9vAw9e/ygPjnsKV7OJ/8V+jJNT+V/aRDTx5bGRkfx8IJ2f\nD5y1xUuyq6jQKHzcfIgKrXhJqL3UuFxCSAcYNx/SdsKvT9s2KCGEEA1DbCzLd54iv9jEzOg2WkfT\nIMlVqhBCiAYt9Xwep7LzGSQlDepOwnr4fAy4eMCsX6XxlxD1WPMAT16d0B39qQu81+tWq/e7mF/M\nx38kMaJjE8I7vMuqOQN5bmxn+rYJ5GBwOMc9g3ht02c0z82udJz7h7SlWwt/nv3+IBfzimv7ckR5\nuoy31KDduQC2SIMwIYQQVys2mVmyLYWB7YLo1MxP63AaJEnOCiGEaNC2JGUBSDOwurL3C1g2GYLa\nwr2/WWZlCSHqtTHdmzGxd0vm9xxHvE8Lq/b5LO4ElwpK+Nv17VGcTPRspWNmdBvem9qTzcuf4Ej8\nO4w+EV/lOC7OTrw6oRvnc4v4NC65ti9FVOT6/1iStL89C/Gfah2NEEIIB/LLwXTOXixglsyatRtJ\nzgohhGjQtiRm0cTXnXYhPlqH0rCpKsS9BT88BG2Hwj2/gG+o1lEJIWzkhVu60DInk8cjbuKSm2el\n2xpyi1gYd4JRXUL/0uirlLtqsvrYXVv4M6ZbMxbGnSA713HrourT9RiLjOjT9dbvVFEN2UpqyxaW\nmNCfusDnW07w2Fd7ufm9OHalVD4DuUpOzjB+AbQfBT89CfrltRtPCCGEY9LrwWi03FvzPLAw7gRt\ngr2J6dCkjoJsfFy0DkAIIYSwF7NZZWvSeYa1D0GRRlT2o6rw6zOwbT50nQi3fggublpHJYSwIR93\nF97e+AGTbn2eJ4fdz8cZv1c4y2PB5mRyiyyzZqEW9VDLeHxkJD8fPMvHm5L41+hOtR7P1gxzDQDE\nLI6p1etVVZWPNyWT3no4rD501c+KTGYOd7mDw8//SpHJDEConwcmVWX20t388NAgwgK9av4iXNxg\n0mLL6ocf5oCrJ3SxvpSFEEIIB2ewfFYREwOxsVU/D+w+aUB/6gL/GdelwhrxovYkOSuEEKLBOpqe\nQ3ZuEQMjpKSB3ZhKYM2joP8S+s2GUfPASRbmCNEQ9cpI4pmTsbzYZgT/dTfxVDmza7KMhSzaksLY\n7s3pEOprs2NHNvVlXI/mLN6awqzoNjTx9bDZ2I4kPsXAa78cxSekC857T1/1MycFIs0m7hkUTlRY\nAFGtAmjm70lyppHxH2xl1uJ4vntwIL4erjUPwNUDpi6HpRPgu1mWBG37G2v5qoQQQtRXC7ecwM/D\nhdt6tdQ6lAZNkrNCCCEcXyXLbCqzJdFSb3ZQhDQDs4vifFgxE479DMP+DUP/CTJDWYgG7e5ze0nM\nVfmoy0jatdcz6Zqff/R7EoUlJh4fGWnzYz82sj1r9p/lw9+TeP7mLjYfv07pdJZ7o/HPxwYDy3ac\nxNfDhZ2b38Zzw29/3S8mBj544Kqn2ob48OGdvZi+cCePLt/LpzP64lyb2U1u3nDnN7D4Fvj6Lrjz\nW0u5GmEdnc7yvvpcLqdUOiNNCCHqmePnclh7MJ17o9vg7S7pQ3uSqS1CCCEcm8FguUVH//nYSluS\nsmgb4k0z/8rrI4oaKLgIX0yEY7/ATW/AsLmSmBWiEVCAF7YuZdDFk/x7yCziy9Q6PXepgKXbTzK+\nZ0u71PluE+zNbb1a8OWOVM5ezLf5+HUuKsqSwIuKAiy1en8+mM74ni3wNJdUa6iBEcG8OK4Lsccy\neeWnI7WPzcMf7loFQe1g+VRI3VH7MRuTMu+rEELUR6qq8tKPh/Fxd+GBoe20DqfBk+SsEEKIBqmo\nxMyO5GyipaSB7eUbYPHNcGo73PYp9LtP64iEEHXI1Wzig4TVhOVkcv/S3aSezwPg/dhETGaVx0bY\nftZsqUeGR6KqKu/HJtrtGFr5bk8aRSVm7riuVY32v/O61twzKJyFW06wbEdq7QPyCoS7vgffpvDl\nJDhTvdUrQggh6q/1RzLYnJDF4yMj0XlLLwl7k+SsqBHdPB2uL7mim6dDN0+ndThCCPEX+lMXyC82\nMbCdJGdtqjDHMmM24wjcvhy6TdQ6IiGEBvxNhXz2yxuYzCqzFsdzLD2Hr3aeYlKflrQKqkVTqiqE\nBXoxpW8YX8ef4lR2nt2OU9dUYNnOVHqlH6djp9YQF/dnuYNqePqmTgzrEMK/Vu3F+4We5Z+rx8RY\nP6BvU5i+Gjz8YOl4y99+UXPV+d0LIURN6XSWm6vrn4+robDExCs/HSaiiQ/T+re2U5CiLEnOihrz\ncfMhKlSW6wghHFNcYhZOCgxoK/VmbaYoD5ZNgTN7YdIiaH+D1hEJITTU5tI5PpzWixNZudz6/hYA\nHh5uv1mzpR6OiURRFN7bmGD3Y9WVHc06kpyZy9QjsX+WO6gBF2cn3p3aE7NTOkGFT9HR76baBxcQ\nBtN/AGc3WDIOzifVfkwhhBD2dU3pnKvExla666ItKaScz+PZsZ1xdZa0YV2Q37IQQogGaWtiFt1a\n+OPvVYuu1eJPJYXw9TQ4uRUmLICOY7SOSAjhAAa2C+alW7uSX2zi9n5htAiwf43vUH8P7ryuFd/t\nOc2JrFy7H68uLOs0HF8PF8Ym1762q5+HK7k+/0NVcjl7cgpuBaNRVbV2gwa1syRoTcWWBO2FU7WO\nUwghhOPJzCnkvY2JjOjYhKHtQ7QOp9GQ5KyoWjWX38QsluU6QghtGQtL0J+6wECpN2sbpmJYMROS\nNsAt70kpAyEauNKl8NaWsJrarxUr5wzk6TGd7BbTteeXDw5rh6uzwjvrj9vtmOWq5VLR8mS7eLK2\nbV9u69USz5Ii0OvBaCz/uFaWO1CdMzH6PYOXbxKe+Xcye+luLuYV1y7QJh1h+vdQcAmW3AI56bUb\nr7Ep+/7Z4N+NEELYwxvrjlFYYrLrZ7r4K0nOCiGEaHB2njhPiVmVZmC2YDbB9w/C0R9h1DzodZfW\nEQkh6kBUaFS1Slj1aqXD3cXZzlH9qYmvB9MHhPPDvjNkXCqos+MClS8VrYHvgrtQ5OzK1H6twGCw\n3KKjLfflHddaSj5NWqwm33MpsUczGDt/M/vTLtQu2GY9YNoKyDkHS24FY2btxmtsbPjvRgghbO3g\nF9/zze5T3D0wnLYhNSuvI2pGkrNCCCEanLiE87i5ONG7tcxMqRWzGX58HA58CyOeg/4PaB2REEJc\ncUuP5qiqpcZ4faUCy5t0p3f6cTqE+tp8fEWBIo91fPPAAEwmlYkfbmNpk1omB8P6wR1fgSHFUuIg\n97xNYhVCCKEdVVV5cc0hAr3ceGSE/evHi6tJclbYTOmyt7jUOKuWwNmalFMQQpTampRF33AdHq51\nN4urwTGVwA9zYM8SGPx3GPyk1hEJIWqoumUK6ovOzfwI8nZjc0L9Tc5ua96JZM9A7ji80a7H6dVK\nx0+PDmZQRBDPthnJj/vP1G7ANkMsCdrsJEuJg7xs2wQqhBBCEz/uP0t8ioG/39gBPw/p2VHXJDkr\nbKq6S+CEEMLWDLlFHE3PYUDbIK1Dqb9KiuC7WbBvOcQ8DcOf0ToiIUQtNcRzNCcnhUERwWxOyKp9\nwys7i51RfmfsZZ2G41dSwBgbNAKris7bjU+m96GH8SzP/XCI88bC2g3YdhjcvgyyEiRBK4QQ9VhR\niZnXfjlK52Z+TO4TpnU4jZIkZ4UQQjQou05aavT1DQ/UOJJ6qrgAvrkLDn8PN7wCQ/9pWRcrhBAO\nKDoymCxjIUfTc7QOpdrOu3iyrk1fJmQdwsNUy2ZdVnJxduL15LXkFBTzwprDtR8wYoQlQZt5DJbe\nCvmGqvcRQgjhUFbuSeP0hXzmju6Is5Oc92tBkrNCCCEalPiUbNycnegRFqB1KPVPUS4snwLH18KY\nN2Hgw1pHJIQQlRocaWn8GFcPSxusCOlKsbMLd2bsr9Pjts8/z6PDI1mz7wzrDqXXfsDIkTDlS8g4\nAkvHQ34tm44JGW41AQAAIABJREFUIYSoMyUmMx/8nkSPlv4MiZRmylqR5KyonE4HcXGWe93V9cmM\nRUb06XqNAhNCiPLFp2TTraW/1JutroJL8MVtcGIT3PoR9J2ldURCCFGlZv6eRDTxYVNCptahVIsK\nLPfvQN+0w0Ru22DdTno9GI02Of4Dw9rRpbkfT686yIW8otoP2P4GmLwU0g/CFxOg4GLtx2yIjEbL\n+yiEEA5i9b4zpGbn8fDwSBRZLacZSc6Kqvn4QNTV9ckMcw1Et4rGMNeAYa4sXxJC1IHY8uv1lZVf\nZOJA2kUpaVBdBZcsy1HT4mHiQoiaqnVEQghhtcGRwew8kU1BsUnrUCqsLXutXXuTSPEPZUrhSTAY\nLLfKlG4THV31tlZwdXbivxO7cyGviP/YorwBQIdRMHkxnN1n+bKv4JJtxm0oyr5/NngPhRCitkxm\nlfdjE+kY6svITk20DqdRk+SsEEKIBkN/6gIlZpV+bRpGJ/I6UWiELydaLqYnL4Uu47WOSAghqmVw\nZDCFJWZ2n6w/Ca+Ve9LwdHVmdPZxzWLo0tyfOcPasXLvaTYePWebQTuOgUmL4Mxey2dLYf2rBSyE\nEI3F2oPpJGXm8ojMmtWcJGeFEEI0GPEp2SgK9G4lM2etUpQHy2+HtF2WGbMdb9I6IiFEY1eDZd/X\ntQnC1VmpN6UNCopN/LjvLKO7huJtrptGYBV5eHgkHZr68u+VB7lUYKNYOt1s+UxJ2wVfTrJ8CSiE\nEMKhmM0q721MoF2IN6O6hmodTqMnyVlRY9Yu2xJCiLoSn5JNh6a++Hu5ah2K4ysugK/ugJNbYMIC\n6DxO64iEEI1dDZd9e7u70KuVrt40Bfvt8DlyCku4rXfLijeqqJSPFSV+qsPNxYnXJ3UnI6eAV348\nYruBO4+D2z6FUzth2WRLw0khhBAOY8PRDI6m5/BQTATOTjJrVmuSnBVCCNEglJjM7DlpoE+4lDSo\nUkkhfHMXJMfCuPeh20StIxJCiFoZHBnMoTOXyDIWah1KlVbuSaOZvwf92wZpHQoA3VsGMHtIO77e\ndYpVe9NsN3DXCZYv/1K3wbIpltUaQgghNKeqKvM3JtAq0ItbejTXOhyBJGcbr5gY67eVrqKiIjqd\n5ebq+udjITRyND2H3CKTNAOriqkYVsyEhF9h7NsQdYfWEQkhRKV083TEpcahm6dDN6/8c43BkSEA\nbEl07NmzGTkFbErIYnzPFg41U+mJ69tzXZtA5q44wO6T2dbtZM31RLeJMH6BZZXGssnSJEwI0ejo\n5ulwfcm10s+wurYpIYt9aReZM6wdLs6SFnQE8i6IyklXUVGVqCjw8bHcC6GhnScsF5OSnK2EqsL3\nc+DojzD6dehzj9YRCSGEVXzcfIgKrfhco2sLf/w9Xdns4KUNVuvPYDKrTOh1uaSBjcsU1JSbixMf\nTetN8wAPZi/ZTZrBhrNcu0+yJGhTt8HisWDMsN3YQghRD1T1GVaXVFXlvQ0JNPP3+POzSGhOkrNC\nCCEahPiUbFoEeNI8wFPrUBzX1vfgwDcw/Bm4brbW0QghhM04OylERwQTl5CFqqpah1OhFbvT6BEW\nQEQTH61D+QudtxufzuhLkcnMrEW7MBaW2G7w7pNg6leQeRwW3giGFNuNLYQQwmo7TmSz66SBB4a2\nw81FUoKOQt4JcUXM4mqUOqim/CITeUXln+DZ67ilywYcbQmBFuz53grhCFRVJT7FQF+pN1uxpFhY\n/zx0vhUG/13raIQQwuaiI4NJv1RAUqZR61DKdfjMJY6m53BbrxbaBaHTQVxcheWoIpr48MGdvUjM\nNPLo8r2YzDZMdEdeDzNWQ142fHYDpB+03dh2dO01hRBC1At6fbklKudvTCTE150pfcM0CkyUR5Kz\nwvZUhaLCQFwLB/P0qgOMeXczXV9YR9+X17N0+0nMtjzJq0JUaJRDLSEQQthHyvk8soyF9G0jJQ3K\nZThpqTMb3MHSAExxnDqHQghxlVos84+OCAZg03HHLG3w3Z40XJ0Vbu6ucfOVKspRDY4M4YWbO7Px\naAav/XLEtscO6wcz14LiDJ/fBClbbDu+nZReUwghRL1QWpbymhKVe1INxCVmMXtwWzxcnTUOUpQl\nyVlhM4rZl/PpMfhd/IjTyTPxyrufH/Rn0Hm58eDQdvRqrePZ7w9y+4LtJDvojAYhRP0UnyL1ZitU\nlAdf3wmqCW7/Etzl4lII0TCFBXrRJtibOAdsClZiMvOD/jTDOzZB5+2mdThVumtAODMGtOaTzSf4\nOj7VtoM36QSzfgWfJrB0PBz9ybbjCyGEKNf8jYnovFy547pWWociruGidQCi/ssrKuHTzSfwvfgm\nl3Cn2G0bzYNyOJEbS9JTB650olVVlW93p/Hyj4cZ/c5m/nZ9e+6NbqNx9EKIhiD+RDYBXq5EhEji\n8SqqCmsesywdveMbCGqndURCCGFX0RHBfLcnjaISs0PV0tuUkEmWsaheNV95dmxnkrNyeXrVQVoF\nejOgXZDtBg8Ig5nrYNkk+Hoa3Pwu9LrLduMLIYS4ysHTF9l4NIO/39Aeb3dJBToaxzljEZrSzdMR\nlxpXrdqsxSYzX+44ydDXf+fN345T4nqQFm0Xke/9Ib4BBzE7n76SmAVQFIXJfcJY/8RQhnUI4bVf\njhL+3PtsT0lt9DVh7aX091rd99Z+AV2ub+bqWm6dMyFqatdJA31aB+LkJMv1r7Ljo8sNwJ6G9jdo\nHY0QwhFVUJOuzo5bS9fW1R8cGUxekYk9qYZaj21L3+05jc7LlZgOTersmMYiI/r0mr+vLs5OzL+j\nF4pLFg9+uZuUrFzLD0rP5yqpXWsV7yCYvhraxsDqhyHuLcuXivVIhX0dtPh/SgghKjF/YyK+Hi5M\nHxiudSiiHJKcFVdUpzbrsfQcbnxrE0+vOkjrQC++e3AAeT7v4OaeXeW+Tfw8+Ghab3K938GNpoQU\nvEj3Jn1qG76ogMPV3Y2KstQ6E8JGMnIKOJGVK83ArnViM6x7GjqOhegntY5GCOGIKqhJV+fHtaH+\n7YJwdlLYnJBp03Fr42J+Mb8dPsctPZrX2Wxew1wDxc8WY5hrwDC35r9jf09XmoatBGDm4ngu5hdb\nflB6PldJ7VqruPvA1K+g60RY/4Llc8tsrt2YWjMYoLi4/P+nalFTWQghqu3y35zj53JYeyidewaG\n4+fhqnFQojySnBU18p8fD3Ehv5gFd/Xm2wcG0Lt19eo8KopCiVs8TVr8iJOqw3ihq50iFUI0dLtT\nLBc+0gysjAun4Nu7ISgCxn8ETvJxL4RoHPw8XOkZFkBcguPUnf1p/1mKSszc1rv+lDQoy9XtIh9N\n682p7DweXraHEsXGnykubjDhE7juAdj+Pnz/AJiKbXsMIYRoxN6PTcTbzZl7BklZSUdV5Seroihh\niqLEKopyRFGUQ4qiPHb5+ZcURdmvKIpeUZRfFUVpfvl5RVGUdxVFSbz88172fhGibu0+aWBL4nke\nHNqOG7qEopTp+q1P1/91CdW1S9nLLH3y8DpFifMxLpzvB6p0CxRCVN/OlGw8XJ3o2txf61AcQ3G+\npX6fqehyAzBfrSMSQtRD5Z7T1RODI0PYf/oiWcZCrUMBYOWeNCKa+NCtRf39nOrfNohXbu3G5oQs\nXhxkh9qwTk4w6jUY/izs/xqWT4WiXNsfRwgh6rOY8kupVFhiBTiRlcuafWeYNqB1vWhI2VhZUwW4\nBHhSVdU9iqL4ArsVRfkNeF1V1WcBFEV5FHgOeAAYDURevl0HfHj5XtRX1yy/mb8xodwOf6VLpmIW\nxxA745olO1FRlrpLpfeXKQoUen6Pi3EurkWD7RO/EKJBi0/JJioswKEav2hGVeHHJ+CsHm5fDsGR\nWkckhKiHarMM3hGM6NSEt9YfZ+PRDCb3CdM0loycAnadNPDE9e2vmtBQH03uG0ZippEFXE9kisJ0\nbJy4VxQY8nfwDoYf/wZvdYX2o6DDaIgYAW7etj2eEEI0Ah/EJuLq7MS90W21DkVUosrkrKqqZ4Gz\nlx/nKIpyBGihqurhMpt5A6XV28cBS1RVVYHtiqIEKIrS7PI4op47ePoisccybdrhr8TlAG4e6ZgK\nbqbEZMbFWRIsQgjrGAtLOHzmEg/FRGgdimOI/xT2LYOhT0HHm7SORgghNNGluR/N/T347fA5zZOz\nvx+11L4d2amppnHYytxRHUlesoIXWw8nvOUuhtjjIL3vhsB2sGcJHPvJ8rnm7A5th1k+2zrfCp4B\n9jiyXe08kc2bvx0jyMedUD8Pmvl7EOpvuY9o4ou/p9SBFELY1qnsPFbtPc20/q0J8XXXOhxRiWpl\n1xRFCQd6Ajsu//crwHTgIlA6j7oFcKrMbmmXn7sqOasoymxgNkCrVlfPwBSOyy4d/hQICN5GUdp4\n1uw/w/ieVdTjiom5ajavbp6lTIKxyHjlsTUzPsqd4WvD7e2h7Gv1cbM01TLMNfxZKsJo/LPZ1uUG\nBFosS7w2zvo+A0c4rj0nDZhV6Bsu9WY5uQ3WPmWZZTR0rtbRCCGETZV3LqObpyv3/E9RFEZ2bso3\nu06RX2TC00270lkbjp6jmb8HnZo5UIkZo/GqlWwVqegc++2NHzBxyv/x0MhHWX58BXbpHNFmsOVm\nKobUbXD0Z0uiNmEdbHwFbn4bOo6xx5HtQlVVXv3lCEkZRoJ93Nlw5BwFxX82PgvydmP9E0NlybEQ\n9VjM4hj06forjbityR1YnWMoe71f+thgqDIX8tEfSTgpCvcPlVmzjs7qKYqKovgA3wGPq6p6CUBV\n1adVVQ0DvgQeLt20nN3VvzyhqgtUVe2jqmqfkJCQ6kcu6tyxdPt1+PPyScLknMr8jYmYzX/551Kl\nqNAofNx8rvwhbMgqfK3ldM0t7dAb3Sq61t16axqnEPa0KyUbJwV6tqp/M2hs6tIZ+GY66MJhwgJp\nACaEqB+s7FxvmGug+Nnics9lKjr/u75zUwqKzWxJ1K4xWGGJic0JWQzv2MRxShoYDFBcbLk3VH1e\nWN55p09xAQuPr8K3KI+7O97GCT87zgp2doU2Q2D0a/DYfpi1Hnyawld3wMrZkJdtv2Pb0K6TBvam\nXuAfN3Zg49+HceQ/o9j33A2sfXww79weRXZeER9vStY6TCFELcTOiCUqNIrYGbH2mdRVzvU+VJwf\nSL9YwLe70pjYpyXN/D1tH4+wKauu3hRFccWSmP1SVdWV5WyyDLjt8uM0oOz6oZbAmdoEKRyDPTv8\nKQoUevxAUmYuvxxMt/n4QoiGaWdKNp2b++Fr4y+M6pWSQvj6LijOgylfgkf9bTgjhBC2cl2bIHzd\nXfjt8DnNYtienE1ekYkRnZpoFoO9NC/KYcnP8zCjMG3sU6RfLLD/QRUFwvrCfRst5XsOfgcf9Idj\nv9j/2LX08R9JBHq7MbG35TJZURT8vVzpGOrHuKgW3Ny9OYu3ppCZ4xhN7IQQ9d9HfyRhUlUeHNpO\n61CEFapMziqWr3k/A46oqvpmmefLdhm5BTh6+fFqYLpi0R+4KPVmHYhOZ7nFxf05Hf6yypa+J2ca\n+XF/LTr86fVVLqEqdt1J2xBv3tuYgKVksX3o5unQzdMRlxp35XFZ13Y6vHZ7IYRjKCg2sTf1QuMu\naWA2wQ8PweldcOuH0KSj1hEJIRo6K87p6lJF569uLk4M69iEDUfPYarBqixb2HjkHB6uTgxsF6zJ\n8e1KryciLYFFq1/lgrsP0xfu4EJeUd0c28UNYv5lSdJ6BcPy22Hl/WA4WTfHv6yy64myEs7lsP5I\nBjMGhFdYYuOxkZEUlpj46I8ke4UrRKNX+v+q60uuml/XV5WTqK11h9JZvC2FKX3DCAv0sunYwj6s\nmTk7CLgLGK4oiv7y7SbgNUVRDiqKsh+4AXjs8vY/A8lAIvAJMMcOcYvaKJ0OX0ZVS98/+D3J6g5/\nf5nCX7psKjq68iVUispDwyI4mp7DhiMZVr+cmqhuGQRZoi+E49lz0kBhiZnoiAZ40WsNUwmsuh8O\nfAsjnofOt2gdkRCiobP2nK6uwqni/HVkpyZkGYvQn6r7OFVVZcPRDKIjgvFw1a7mrV2U+XfQPWEP\nn8wZRkpWHnd/Hk9uYUndxdGsB8z+HYb80/JZ+E53eLcX/PQkHP0JCi7ZPQRrricWbErG09WZ6QNa\nV7hNuxAfxvdsydLtJ+tmFrIQjZQjXdfbqzTjwdMXefwrPT1aBvDc2M42HVvYT5XJWVVV41RVVVRV\n7a6qatTl28+qqt6mqmrXy8/frKrq6cvbq6qqPqSqajtVVbupqrrL/i9D2FNph7+p/VrZvcPfuKjm\nhAV62n32rIAjZy+RlGnUOgwhaiwuMQtnJ4V+bRrhzFlTMay813IxOvIFGPyE1hEJIYTDGdahCS5O\nCr8dtu+X/uVJyDCSZshneEc71mN1EAMjgnl3ak/2p13ggS92U1RirnonW3Fxg+FPw8PxcOOrENQO\n9MssNWnnhcNnN8LuxZYSQBpIv1jA9/rTTOkbVuXqw8dGRGI2q7wfm1hH0QkhGhrFHMB9S3ah83Jl\nwfTeDe/LwQbMResAhOP76I8knOuow5+LsxNzhkXwr5UH2JyQxZD2ZZrFVdChEECfrq+0LMO1Ktq+\n2FSHJ5OVKftaS2c5V/VarVxmmFdUQrtXHset8EbATKHHago9VmN4KrNG8ah6PYqVyxvTvXS82eZG\ndO4dicpIoufFAkL9ParcT4jybEk6T1RYQOOrN2sqhhUz4chquOFlGPiI1hEJIYRD8vd0pX/bIH47\nnM5To+u27EvpKrDhHRtevdnyjOoaitFzAZsTZtPyhX9Q7LsQoO6a0Qa1gwFzLLeSQji1E5Jj4dha\nWPMo/P4qDHgIet8N7r7VHr70/Lu6M+4+33ICswqzoqvu2dEqyItJfcL4Kj6V+4e2paVOliILYWs1\n/X/5WjGLY6rV9MvaXEVpeYOyMV75O1rB9f6V/MDZQ3gbn+aiczErHhhIE1+5zq5PJDkrrijvj4sW\nHf4m9GrBuxsSeGH1IZbM6nf1iUlUlOWPUek91T/pK93+2j+o8SnZ3L1wJyXOd7B63xlGdw3F1VnD\njueVvNa/fBiULiuMiam08/HWxCyeWnkA98LR+AboOZ9nxKNgAq5FfdmbaqBnq0pq3VwTz/FzOXz+\n2SZW608zKP0or7/9EP5eFSfJDp+5xMzxL2Lw8kUN6kiRsyu8uoFQPw96tgqgd2sdk/uG4dfYEm2i\nRi7mF3Mg7QIPx0RoHUrdKimCFffA0R9h1GvQ/0GtIxJCNASVnDvYZHsNXd+5Kc+vPkRyppG2IXW3\nlHXj0XN0ae7XqL6ELnbfhL9ndzg/nOb+pzlycZ02gbi4Q5vBltvwZy1J2ri34NdnYNPr0G82XPcA\neFtXFqmmCeZLBcV8uSOVMd2aWV3z8ZHhEXy3O435GxN57bbuNTquEKJ8FV5L21B54xrmGqp1zKjQ\nKPTp+iv3lkHKv94vfU2qqvLI8r38dOAsb98RRefmfrV7IaLOaZh5EvXBp5uT67zDn7uLM29PiSLT\nWMj4D7ayP+2C3Y955OwlZi6KJ8jHHVOJJ48u38vgebG8H5uIYnaMmjS1YTa58a+V+7nj0x04KWD0\neZngZuvJ9/6Ipi1XoqheTPhwKy/9eJi8ooprhZlR2BDQlmlj5nLDW5tYuSeNQRHBxAa0Zcx7m9l3\nqvz36o/jmUz6aCsAqw4t48DC+/h+5XM8f3NnrmsbyKEzl3j5pyNc/+YfrNewq7KoP7Ynn8eswqDG\nVG+2pBC+mW5JzN70hiRmhRDCCiM6WWaurj9Sd+cXhtwidp80MKKRzJotKyBoJ6qSy4Xz12kdioWi\nQLvhMGMN3LsR2gyBTW/AW11hzeOQcbTqMWpo2Y5UjIUlzB5i/erD5gGeTO0Xxre700jJyrVbbEKI\n+uVYeg7/XnWAme3H8/b64/x+LOOqJozvbEjgx/1nmTuqIzd0CdUwUlFTMnNWVOhiXjHLd6Yytrv1\n3/baynVtg1j54EDu/jyeKR9v572pPRlpp2OdPJ/LXZ/txMfdheWz+3Pn9zfxXP+v+HxLCq+vO4Yv\n75LJURSSUZ3s31jA1rYkZpGWfA9fm05x/5C2PD6yPc3fOgpYCo97+SaT4/8LD3Vcx2dxJ/jt8Dlu\njWqOoih/DtJ7AkXNW/BLx2mk+IcSaszmHzd2YGq/VgR6u7F37FQejr6PSR9t45mxnaBMuWDXwmHM\nXBRP+6a+fP7ZHELbtwZzCVGZyUQN+nOJ1/60C/xzxX7uXbKLm3s054WbOxPkY98ax6L+2pqYhaer\nc+WzvRuS4gL4ehok/gZj3oS+s7SOSAgh6oWWOi86N/Pjt8PnmD2kbiYb/H48A7MKIzo1/Hqz13Jy\nLqLQfR1KzgSc/FpqHc7VWvaGKV9A5jHY+q6lNu3uz6FtjOULz4jrwck2c5cKS0wsjDvB4Mhgurbw\nr9a+D8VE8FX8Kd7dkMCbU2zbKEgIUX+oKrgU9eTOT7ezJfE87i5OtHL3J3ZDAqXtedoGexPZ1Id1\nh85xW6+W3F+NL4OEY5GZsw1dTMxfnyutVVKFL3acJLfIxP11dCJ7rcimvqx6aCCRTX2YvXQXi7tc\nX+0xqqpFm3GpgGmf7cBkNuMU9AHTfriJfef0vLTjdpbOuo7f/jaEIrfN5F7qjE/OCziZmtf2ZdWp\nxAwjs5fswsmpiFVzBvGvmzrh6VZOUXAln5dv7cZXs/vj4qzw7sZE3tmQ8OetzwQ+bH4dgfmXeC9h\nDZuX/42HYiIIvNzYoGduOj89Gk10ZDDP/XAIz9yHMZvccM+fjFfevURHBPPtAwMIzat4WVj3lgGs\nfjiaJ65vz9qDZxn55h/8oD8tjeFEueISs+jXJhA3l0bwMVacD19NhcT1cPO7kpgVQohqur5zU3af\nNHDeWDdNoTYcySDYx51u1UzKOaLq9nUAKHJfh+JUhHv+ODtGVgshHWDc+/DEYRj+DGQehWWTYX4f\n2P4RXDpT60N8v/c0GTmFNbqOauLnwfQBrflef5rEDGneK0RjYza74lZwI2lJs/DOfZKkjFz+cWMH\ntv1rBL8dWMSBF25k2X3X8Y8bO9CuiQ+7T15gUEQQ/zeh69UTrES9IjNnGxuDdTWTCopNfL4lhSHt\nQ2xXr6QG9cma+Hrw1ez+PPaVnufVGaSe3cW/9+3Dmp6DVdWH+n7Sr0xZsI3zxiKW3defqLAbgKtr\n0EQ29aXA+3Pa+J8l7eRYfHKeZ1vSeQa0C6r2a6lruYUlPPjFbjxcnQls9i09wqZXuU//tkFsfHLY\nX3+g011dc9Zs+ssmAV5ufDq9Dx9vSua1tSZSE3viYXan0G0jn814HRdnJ/BQIdgA3VRwAza8BIU5\nlltxLm7uvjzqqWNqtDffHsrll2+2cGxbS+aMG4xPcCtwk8YIwlILOykzlyl9w7QOxf6K8mD57XBi\nE4ybDz2naR2REELUO9d3bso7GxLYcDSDyX3s+9lRbDLzx/FMRncNxcmpfl8kV1lrtYJze9UpFz/d\nXi6cv46kTCPt6rDWb7V4B8OQf8Cgx+HwD7D9Q1g713IL6Wgph9A2BsIHgZu31cOazSofb0qmS3M/\nBkXU7JrhgaHt+HJHKm+sO8aH03pJwkWIes7qGreqE+dOTcAzPwxnz9P/z959h0VxfQ0c/84uvS9K\nL4IKFgSx94It9hY1MUajiZrei29+6T2mm67GGKMxlhg1sUWj2LAriA0LivSmVOm78/4xYqxI2WVZ\nuJ/nmYcVdmfOsrty58y955BrsYRdszb81wsnPBw7oHuzxnRv1oDKuzUAIjkr3NbqyCQy84t5rA5M\ni7exMOPHBzvw3ohnWRB8D3vHvsfIgosMOZ9Mk2rus6CkjIcXHeR8xhV+ntqJUB+nCu9vaZ1Kvv3b\n2Oa/zJSf9/PJuBDGtKtjS7WuI8sy/1t9jNiMfBY/0oXXI2rnqrtKJfF432a8sXsSmtLHyJO20Mpi\nPWa7XOHsZpgpg3QBgq4+YPcXSsdcSwcwt1aStAWXcdEW8wQoCdw0YN7V+1trwMEL7D3AwQOsncHG\nWfm+tUb5t6M3aKr7zhBMQcS5TKAB1JstuQJL74OLETDmR2h7v7EjEgRBMElBng54Olrx78k0gydn\nD8VlkVdURr+WDa+kwfUcnQ+TfSmUH7bH8tn4tsYOp2Jqcwgep2xpJ+DcVojdBod+hn3fg8ocfLsq\nPw8aC1YVT1zZFpPO+YwrfD2xXbWTqo3sLHm8TzM+33KGd9ed5M3hrUWCVhAaAKvC8RQV+1BgMw//\nJrmkp0YZt0m5UGtEcra+0lytw5ifr9yu5IxZAK1OZv7O8wR7OdaZGaJqlcTbexbT2kZmiX0gH/v2\n4WPfPrSas4uhbdwZEuxOc1f7Su0rKbuQWX9EExmfxXcPtKdnQOUSPLI6k3z7d+jR6A+eX36UhMuF\nPN2veZ0cKC3ZH8/aqGReGhSoJLAiaunA2jJIP8EUKYbB9u8Qmn8Z1xJg+0fg1R72S2ARCIfPQAmQ\nfllp1HCzkgIozILCy2w9fJL1EUcY5gf9vcqUpWa5yVy6EE4jWQJd6a2Pb3Ov0p3X2f/WnwkmLyI2\nE2dbC1q51+MupMV58NsESNgHY+ZByHhjRyQIgmCyJEliQGs3Vh5KpKhUi5V5ZdZgVaC8RFjUrUv9\nt55Kw0KtqvT4sk65qQt4TajNCiix3MbqSCue7R9Q6/0rqs0tSNl6PKOUFYrfC7HhcGYT/P0sbPw/\naD0K2k1CkmXk24xjlx2Mx9XekqFtataU56l+zckqKOXniAuUanW8O7KNyc/GFoT6IGxRGFGpUYQt\nUkpIVnpW7F1sPpGKZfEI7J2iyJF2Ut4jRmgYRHK2Pitfhl5FW06mcT7zCt8+UP2rvYYyIfM4E/5d\nQmLn3mwqtGHTxKf5fMsZPt9yhmAvR6b18GNYiAeWZrcOunMKSvl++zkW7okD4OOxIQwJ9rjlfhX+\n56oq4NdFOE9LAAAgAElEQVSHu/B/q6L5YssZ4i8X8PHYYGXJfh1xNCGb9/4+SVgLF57o2xzQ3x+M\nW5QUwPnt8GpPWDgUkiOhtIAvgGxtLlvVsEUl8eOzZ8HOBV7RQKgtFFx9X93p/WVho2yOXvQfFkyE\nLphHIi7wQds2TBqmzIodtyiM8CnblNmFVxO5FGYpy7/3fg8n/1Jqc/Z+WVm2JtQLsiwTcS6Tbs0a\n1d8TlKJc+G08JB6Ee39SLjYIgiAINTKwtRu/7r3I7rOZDGhdg1mtd5nwsC0mnS5NnbGzFKdZxVYb\nsC8bxg87YvlwTLCxw6k6c2ultEGzfjDwXUg6DJFL4PgqiF7GEQlWqWV0eZl4a2WI280lrQ0nTp/m\nwW7NMUuJhMuxcCkWLp9XbhdcAoerq7ycfMHp6lc7N5B1121aJFnHG+11+BYVsnb/VubmHuXRXv6o\nJBnMbZTH2jjfeTwtCMJt1fTcOPyh8BtKIeqDSuvKiyuPUqY+j7NbOInpetu1YCLEqEG4gSzL/Lgj\nFl9nGwYH1exqryF5l+Qy/dhOpu/8nbTcIjYeS2HJ/nheWHGUDzfE8GBXXyZ1aYKLvSVFpVoW7Ynj\nu/Bz5BWXMbadNy8MCsTLybpax7YwU/H5hLZ4O9vw9daz+De25cmw5np+htWTZWbFE78dwcXeki/v\nCzVM8kqthQAZVkyBs1ugtADUFuAeAu2ngHcnQtdNR+MRTFTaUQB+tHOp0SFfG9aK85n5vLX2BP6N\nbOlevpxdksDSTtmcri5TbNoXOs2AHR/DgfkQ+Rv0eBa6PVGlemFC3RSbcYW03GJ61NcaS4mH4M8Z\nkB0P436GoNHGjkgQBKFe6OLfCHtLM7acTKtZcrYC5zPyOZ95hYe6+xlk/6ZGVmUxvqM3Kw8l8nS/\n5ng4Vm/sXSdIEnh3VLbBH8GpdVxYM53ny0CVGa/c55dhNAL2WgCHr27Kg8HRBxo1BY2fsgosNhzy\nUoCKG99KwFRgqiVw/up2PXNbJblbnuy1aQQqM6VUg8pMKcmgNlMSuU26KwlnQRDqFJ3ODJsrz6Cy\nkCiw/RqVqu6WTxQMRyRnjUzfV1xq6mBcFlEJ2bw3Ksjos0Er+7txc7Biag9/Hurux66zmSyMuMBX\n/57l+/BYBgW5ceRiFsk5RfRt4cKswS1p5VHzpdCSJPHCwEBOp+byzbazjGzrqf/lWhUsmbsdnU7m\n+WZDycgr5o/Hu+FkY6G/WFQyuF2C4Trwj1b+fXGvUgOz1UhlsGdmee3uFzfMQKOvq/hhYajDw/lm\nYjvu/WEPjy05TJLFc+Rqz6GZrZTvuNawQqNRfmd2VxtPnNkPW9+B8Pfh0AIYMQcC79FPXIJRlNeb\n7Vnf6s1qy2DX57BjNjh4wpS/lAYkgiAIehKVGkV+ST5RqVVfVVUfWJip6NPCha0xaWh1MmoDXMDe\nFqNMderX0lXv+za48jFUeWm0KpREq8hjfZqx/GAC83ae560RQXd/gCkwt4aQ8YzdOBNrWaanSxAp\n6SfYOWEN766MwNOikBndPJWEqXMzJSFrbnXrfsqKIScRsi/ywabnea33GyCp/ttU6qu3la9rjqaw\n4kgy3Zq58EQ3V9S5CcrF3KyLyteLe6A4985xqy2hSTelyVmzMHALBtXtz/fq2jmqINRnl1L7odb6\n8eV9bbl3bSYgkrMNkUjOCjeYuyMWZ1sLxnUwvS7okiTRO9CF3oEunM/IZ9GeOP44nEhzVzs+m9DW\nIN0M3xoRxIAvdvDWXydY8FBH/ZWBKB8QV6H217xd59nu1JT3R7QmxLviBmdVpgP8k5Q6scmNYW8m\nHItRBo21xN7KnAUPdWLUdxHY5L+IbP82bd0DiEqJ5nhSDpEJ2UT1nUmBuRVfZkZgFXkYXALh/t8g\nfh+sewGWToC2DygzHqz1/DsSakXEuUy8Ndb4NjKR2nWVcfkC/DkTEg9A8AQY+ql4fwqCoFflFzEb\nesLlniB31kWncCQ+i05+znrf/7aYdALd7EynvurN7OyqXRbtTnycbRjTzoul++N5om9zXOwt7/4g\nE1IoSWSYWXBcJXFIHcLC7Ct8Oi4EKtN4zswSGjWDRs34186Z14LHVXj30QGQ0jiW2ZtiSHT0Yfa4\n4bfeSadT+jHoykBb/rUE0k4qTc7Oh8O/bymbTWMIHAxtxoJ/H2WGrSAItcq8uDf5BSEUWa2hX8th\nsNbYEQnGIv4HFq45k5bH1ph0nh8QiLVF7SXdDKGpix3vjGrD2yODDFo319PJmucHBPLBhlP8cyKN\nwTUs/F9dWVdK+HbbOQZknWNSl6EGOIIEkS1h/wkI9YHkS7WamC3n42zD3MkdGPfjFWzzXyU5To1D\n4VMM/2Y3APZ+HciztGVUWQqD/1tLpnTYnRkOOz6B3V8qA9MRX0PgoFp/DkL1lWl17D1/iWG3qRVt\nkmQZopbCxleUWTH3LlA6QQuCIAgG0beFCxZqFf8cT9V7cjavqJQDFy7zSE/RjPRmT4Q1Z9WRRH7a\nfZ5Xh7QydjgGs+JgArYWaoYacJzyeN9mJGUXsPxgAm+MaH1rbWOVClSWwE1JcAdPCBig3M5NUXpG\nxG6FU39B1BKlHELr0Uqde99uBotfEIT/FBe5Yl1wP1Y2F8mxWAXMN3ZIghHVnS5GDYxmtgbNbA27\n43dfu21s83aex9pczZRuTYwdit7oKzFbvhTwdqb28KOluz3v/H2CK8VlejleVc3bdZ4rJWW8krCr\n0s+5ouWN5Z0nb1BsgVL5yrg6+TlTaPMTKq0byGpKLHcw5/5Qdr4cRuSix2lckM2axrcZ+JtZQv83\nYPq/YOUES8fDmiegMLv2n4RQodu+/4DjybnkFZX9V3PYlOWmwLIHYO0T4BEKj0eIxKwgCIKB2VuZ\n0zOgMZtOpCLLFdf6rKqIc5co08mEmWJJAwPzb2zLiLaeLNl7kawrJcYO5+7Cbj8OqZBsxfpjKYxo\n64mtgZvBDQv2pFQrXyv1VGUOHhA6UWk6uqUp3LdEmTkbtRR+GUrSuxr6xO2jycdOdeIcVRCq607n\nFHWBqsyXxLgxaKVc0s1ng/Tf36SGXoaooRLJWSMKdQ/FzsKOUPdQY4dCSk4ha6OSuK+TDxpbPdYq\nrQeyZmWRNSuLnr49/6tteh1ztYoPxrQhJaeIOVvP6vfglShpkJlfzC8RcYwI8SRwwx+V2u3Nz+l2\nz6suK7WMIFczA0//pRTZLGZUqBe+jWwwk3WMiN3HNqem5FjcYUmhV3t4dAf0ehGOLoPvu8KpdbX7\nBIRqKT8J6d6skZEjqQFZhsOL4LsuSjOQQe/DQ3/919BOEATBgOpjSYOqPqd7gtxIzCrkZEoFtTmr\nYfvpdOwtzejQRCSzbufJsOZcKdGyMOKCsUMxCPOSLhSUaBlfmXIGNdTRT4OdpRnbT+uhnbusglYj\nYPxCePkcj5hLJFg78LZswbESFS+WylCcV/PjCIJwTXRiNt5ln+Lt4IJf0zVcfvXitfNxUz9PF6pP\nJGcFAH7YHossI5ZiVVOHJs7c38mHBbsvcErPg/27+XF7LMVlWp4dEFCrx62rRp/dQ4nKjE3+ne58\nJzNL6P+mMovWpjEsnwTLJindc4U6K+JcJi3d7WlsZ6L16i5fgF9Hwt/PgEeIMlu2+9NGKREiCILQ\nUA1o5YZKgn+Op+ptn7IsE346nV6BjTE3ckPduirQzZ7BQe4s3BNHblGpscPRO4viPjR3taO9r+Fr\nxpurVfQKaEx4TIZ+Z4Bb2vGnmcSr7s3pYylxzMqO18tk+CoYdn0BxbdfRSgIQuUdvpjFpPn7sbcy\nY/mj3TC3EKs4BYUYPQgkZRey7EAC4zv61HoDA1Oesl9ejsL8PXM0szXMGtwSR2tzXl9zHJ2uagOl\n6i65SMstYvG+i4xp500zF7tq7eN6+iy3UVEpCH240/smJOM8/oWXWRPQ/e478Wqv1KId8A6c2wrf\ndoYD80GnNUDEQk0UlWo5dDGLnqZY0kCnhb3fwffdICkShn8FU/5SmoAIgiAItaqRnSWd/Jz550Sa\n3vZ5KiWPtNxi+rYQJQ0q8lS/5uQVlbF470Vjh3J7Go2y7d6tfK2kkmJnzLSBTOjoXeWSatUde4e1\ncCU1t4jTadWc1Xrzc73p+UarJF53a0Y/Swm8O8HWd2BOCGz/GPL099mpD24+JxSlIIzv5s9VXXEw\n7jJTFuzH2c6CFY92M93mkYJBiOSswLfblKX4T/drXqvHLZ+mX/pGqUlM2b/dsrny0hQAGlsLXh3S\nksMXs1hxKKFWYvku/Bxancyz/fU3a1Yf5TZufm31raKlHhIw8lIM+zxbkZpTdPedqc2h53PwxF7w\n7ggbXoKf74G0E3qPW6i+Q3FZlJTp6GFqydmCy/DbePjnf+DfG57cDx2nKQ07BEEQBKO4J8id02l5\nXMi8opf9hV9dXt430EUv+6uv2ng50q+lKz/tOm+0Pg13FRoKdlWb8JCf3QaZMsa0867eIasx9u7T\nQnmvhcdkVOuYyoGvPtfQOx83UiXBpJUwfSt4dYDtH8GXQbBqOiQcVMo1CXWqXKGguP483RCqWlJn\nT2wmUxYcwM3RiuUzu+HpZK3X/QumT5wdNnAXL11hxaFEHujie9f/IIS7G9fBm87+zny8KaZyicEa\nuH7Gs28jcdXteqMzTyJLKv4+WoUyBc7+MHk1jJ0Pl8/D3D6w4xPQ1r+ld6YoIjYTM5VEZ3/9dtc2\nqNTjMD8MLuyE4V/CA8vB0cvYUQmCIDR497RxB+CfE/opbbDjdAZBng64OljpZX/12ZNhzckqKGXp\n/nhjh6Ifspq8nCDKzKNwsa+9sktuDla09nC4dmHA4Lw7Kknap49Ap+lw5h9YMADm9VUaiZUa9rxH\nEEzBwbjLTF90iId+PnDDNuXnA0xbeBBvjTXLZnbF3VH8rRBuJZKzDdycrWcxU0k80Vcsr9UHSZL4\ncEwbyrQykxfsJ7vAcB1pjTXj2RT4F2fTNj2WNVFJVXugJEHIBHjyILQeCeEfwE/9xSzaOmDnmQza\n+ToZvAOy3hz7AxYMhLJimLYBOj6svL8EQRAEo/NysibYy1EvydmcglIOx2cRJkoaVEqHJhp6NG/E\nvF3nKSo1/TJSZqVt0WltKbHYUevHDmvpwuGLWeQU1uJEgkbNYMjH8MIpGPY5lBXBmsfhy9bw7zuQ\nk1h7sQhCHbI2KolJ8/cTnZhNdmHpDVtOYSl9W7iwbGZXXO1FYla4PZGcbcDOpeezJjKJKd2aiCv9\netTc1Z75Uzpy8XIBUxceNMiyrfhLBaw8lMjEzj56n/FszDrAt9TeraAW1t2MOruHE8m5nEuvRi0u\n20Yw7meYsBhykpRZtDs/BW0dXYJXz8Vm5HMiOZd7gtyNHcrdacvgn9dg1SPg0RZm7gCfzsaOShAE\nQbjJPUFuRMZn13il065zGWh1MmEtRUkDqNw48ul+AWTkFbP8oGHLgNUGi5I+qNX5lJkfrfY+qjv2\nDmvhilYns/tsZrWPXe14LO2UGbRP7FPq6Pt2g4iv4KsQWD4Z4naLkgeCURm6/0k5WZb5Lvwczy6L\nop2vE5uf783aJ3vcss2d3JFGptrUWKgVIjnbgM3ZehYrczWP9RGzZvWtW7NGfDOxHdGJ2Ty25DDF\nZfqdGTBn61nUKoknw2o2a/bmWjblNVzvVM/VKO5QC+tudXiGx+5DJcGayCqUNrhZ65FKjdBWw2Hb\n+8os2uTI6u9PqJa1kUlIEoxo62nsUCp2JROWjIG930KnGcrJir2bsaMSBEEQbmPw1dIGW07WbPZs\neEwGTjbmhPrUnaYzxlLZcWQXf2c6+Wn4cUcsJWW6Wo5SfySdE2alodg5nQCpes+jJmPvUB8nHK3N\n2a7H0gZVjkeSoGkfuP83eCYKuj8Fcbvgl2HwQw/Y9TmknxKJWqFW3fw+NpRSrY5X/zzGp/+cZnSo\nJ78+0hknG4sq7aPe1ZYtyoEVD0FWnLEjMTkiOdtAxaTmsi46mand/cQVHAO5J8idj+8NYdfZTF5Y\ncRStTj+DknPp+ayOTGRyVzHjuSKuhTn0aN6YtUeTkGsyILRtDON/gfGLICdBqa31fTdlsJlVR7sN\n1yOyLLP2aDLdmzXCrS6/3y/uhR97Qfx+GPU9DPsMzKo2OBMEQRBqT3NXe5q62LKpBqUNdDqZHWfS\n6RXgglolStdUliRJPNUvgJScIv48YrrL4K0KJwBg73TMKMc3U6voHejC9jMZ6PR0nlEjmiYw8F2l\n5MHIb8HcCra+C993ha/bwab/KTNqxUo0oR7IKyrl4V8OsuxgAk/3a86X94ViaaY2dljGdSUTfhkO\nMesh7aSxozE5JlK8T7ibsEVhVbrq8uWWM9hZmDGzd1MDRlU9mtnKzIP8kvxrt+vEDM5qmNDRh+yC\nEj7cEIOjtTkfjG6DVIO6k8nZhTy19Igy47ke1Qm++TXX1+s9KtSLl1Ye5Uh8Fh2a1LCRVNBo8O8N\nx1cp9US3vqtsPl0heBwEjVESuUK13e6zv23ieS5eKqjxLHGDkWXY87VSZ03TBKb/Cx4hxo5KEARB\nqITBQe7M3Xme7IKSKs92AjiRnEtmfglhLURJg6rqHdCYtt6OfL89lnEdvDFTm9acofDT6ViU9CbX\nfAUnLm83Whx9A134+2gyJ1NyaePlaLQ4bmBuDe0nK1tuMpzZBDEb4OB82PcdFAJ7SuCUJWRmGzva\nyisvsZafr6zsA8gyzXNUoWbS84qYsuAA59Lz+eTeECZ08jF2SMaXkwSLR0N2PEz8HQIGGjsik2Na\nfwUFvTielMM/J9J4pJd/tQaitSHUPRQ7CztC3W9dzm5qZvZuxuN9m7F0fzyfbz5T7f0cT8phzPcR\nJGUVMm9yRxrXsxnP5a+5Pt0T5IalmYq1UTUobXA9G2foPAMe+QeePQr931SWbmx4CT4LhCXjIHoF\nFBu+vlF9dfNnf21UMhZmqmvLT+uUgsvw+0TY8ia0HAYzt4vErCAIggm5J8gdrU7m31PVWxYefjod\nSYLegSI5W1Xls2fjLxfw11E9jdNqSW5RKa+uOkaAqx0pb/1s1FJgfa5eGAiP0V9pA71y8FSaoj74\nB7xyHtZLUOAA/S1gsqxMejClkgehoXcsuSY0DEWlWmb8epiLlwpYOK2TSMwCXIqFnwdDbgo8+KdI\nzFaTSM42QF9sOYOjtTkP9/Q3digNxiv3tGBiZx++DT/HV/+eqfIy+/CYdCbM3Ytakvjj8e70DBAz\nNCvD3sqcAa3dWBedQqlWzzXNNH7Q60V4ch88vgd6PAMZMfDnDPi0OfzxMJzeCGUl+j1uQyKrWBed\nzIBWrjhYmRs7mhslHVYaxZ37F4Z8AhN+Bas6MmNFEARBqJQQb0c8HK34p5qlDcJPpxPi7VTvLpjX\nlgGtXGnpbs934ef0Vv6rNny04RTpeUV8Or6t0ZcxN7azpK23I9vPZBg1jkqxtIdzEhxvDn9KUIIy\nXl4wEBIOGDs6QbgrWZZ5+Y9ojiZk8+V9ofQKEBfmSDsBC4dAST5M/Rv8ehg7IpMlkrMmTjNbg2a2\nht3xu68tA67InnOZbItJZ2bvpnUv2VEZUVHKUpKoqnUzNZTKdoGUJIn3RwczroM3X/17ls83Vz5B\nu3jfRR5ZdJCmLrasfrIHLdztaxp29ejrd1++n5u/baCOmqNDvbh8pUTvnWxv4BYEA96GZ6Nh2iYI\nfQBiw+H3++GbDhD5W4OorxW2KEyv+zMra0Nmfgkj23rpdb81kp8OG2fBgnsAGR7eBF0eVRpiCIIg\nCCZFkiTuCXJn55kMCkru8Hc67PZ/2y5fKSEqIVuUNKiE8vMV8/fMr90G5ff/dL8AYjOusOl4zRqz\n1ZbdZzP5/UACM3o1JdTHydjhANC3hSuR8VlkXTHihIA7fE7uKEGC3yUY9R1kJygJ2hVT4ORfUGhC\npQ6EeuVu5zJfbz3H30eTeWVwi7q5qq+2JR6ChUNBUsG0jeDZztgRmTSRnK0HKrscPKeglBdXHqVp\nY1um9fAzfGD6lpWlbKWl/902ZjhV7AKpVkl8cm/ItRm0H22MqTBBq9PJfLjhFG+sOU7fFq4sn9mt\n1hoi3VK/uPz33bNnzX73N++n/NsG7KjZJ9AFJxtz1kQl6XW/t6VSQZNuMPwLeOkM3P872DaCtU/A\nD93gxBrQmW5X4tpmXtIdByszwlrWgRPfwmylxvCctnBgPoROhEd3gndHY0cmCIIg1MCgIDeKy3Ts\nOF21mYe7zmYgy0piTLjR7fpg3Klk2eA27jRzseWbbWfrRlOrCuQXlzFrVTRNG9vy/MBAve67Jh3b\nw1q6opNh51n9zZ6tlQ7ysgTtHoSnD0Of/1MmNqyYDJ/4w08DYNsHSsNVbanhYxHqJX2+j9dFJ/Pl\nv2cY296Lx/vUn94v1ZYcBb+OAmsnZbKKa0tjR2TyRHK2gZBlmf+tPkZGXjFz7m+HjYXoBWcMKpXE\nB6ODmdKtCfN2nuedv0/ekqAtKtWy/GA8Q7/exbyd55nctQnzJnfA1lK8ZtVhYaZiaLAHm0+kkVNY\ni4M7tTm0HAozwuG+JcoVxZUPwfy+ylJ4U6qvZQQ6nRnmJR0ZGuxh3CWDJVdg1xcwJwR2fQ4thsBT\nB2HkN0oNYkEQBMGkdfZzRmNjzqYqljYIj0mnka0FIXWlCZOJUqskngxrTkxqHlvrat3Uq2ZvjCE5\np5BPxoVgZV53urKHeDnibGvB9ipeYKgzLO0g7FWlJu20jdDrJWWcvOszWDgYPmkKa5+EC7vEJAfB\nKI4mZPPiiqN0bKLho7HBNWrwXS9kXYSlE8Bao3xmNX7GjqheENmeBmLVkSTWH0vhlcEtCPYWg0hj\nUqkk3hkZhJlKxc8RF5h7+Ccy1RE4f9QUi+IBeKjGkVVQSkt3e768ry2jQ70a9h+AqpZSuM39H+js\ny9L98aw8lMD0Xk31HOBdSBK0GgEthirNwrZ/CEvuBe/O0PN5CByszLg1FRrNLV1qy5cn5pfkX7td\n3RnQ5eUtTiWaYYMVo0KNVNJAluHkGqWEQX6a8jr1ex3cg40TjyAIgmAQZmoVQ4I9+ONQIk+F5RHg\ndvfyUVqdzI4zGYS1cEWlqkdjNCOVDhvZ1pOv/j3Lt9vOMqCVa+2Ne8PCILxyM+v2nb/E4n0XmdbD\nj45+devirEol0SfQhR1nMtDpZNN9T6rNoUl3Zev3GhRmKQnZ0xuU1WeRS8DBG0LGQ8j9YqaeUCtS\ncgqZ8eshXOwtmTu5g9HrTBtdYRb8Nh7KimDKX0rTP0EvRHK2Abjo4Mpba4/Txd+ZR3uLKfh1gSRJ\nvDG8FRZmKn7cAe7q5qgLfJCR6NTamWk9/Ona1LlhJ2VBKX1QhYHzne7fxsuRzv7OLIyIY2p3P8zU\nRkiGqtTKUvg290LkrxAxB5ZNBJdW0PM55ftqE6kDXd6l9roTuFD3UKJSo659rY7rE7qP/HKQkym5\ndPE3wglQXiqsfxFi1oFHKExYDL5daj8OQRAEoVa8MDCQjcdSePmPaFY93h31XZJbRxOzySoopW/L\nelTSwIjlwszUKp7o24z/+/MYO89m0iewDpQzuk5hiZZZq6Lxdbbh5XtaGDuc2+rbwoXVkUlEJ+XU\nai1crU5m2cF40r26w5YzN/xMJUkEuNnRztcJD0frqu/cWgOtRyrbsC+UJG30coj4GnZ/CW7B0Lw/\nNOsHvl3BTDTmEyqm08n8diAeZBl3R2s8HK1wd7TC2cYClUpCliG7oISUnCJSc4pIzS3i170XKSjR\nsmR6Fxo19OaPZcWwbBJkXYDJq8UFEj0Tydl6rkxS8Vy/x1GpJL64L/Sug02h9kiSxKzBLfhq/ydY\nFA/EwTmSxLLfmDflzN0fLFTZwz38eWzJYbacTGNIsIfxAjGzgE7Tof1UOPGnMrhc/ahSV6v700rt\nLQsb48VXB1y+UsKOMxk80tO/dmd/yDJE/Qb//E8ZfAx8F7o+CWrxp1IQBKE+a2xnydsjg3h2WRQ/\n777AjN4Vr7LZHpOOSoLeAY1rKcL6b2x7b77eepZvtp6ld0DjOjVB4fcD8Vy8VMBv07vU2dJwvQNc\nUElKuY3aSs6WaXW8uPIoa6OSwbs7bD17x/u6O1gR6uNEu7bD6Ginoz1RVOkVtrCB4HHKlp+hjKFP\nroW930LEV2Bmrcy4bRYGAYPApW4m0QXjWh2ZxBtrjt/yfQu1CmdbC9LyniX03S03/MzGQs13k9oT\nWIlVFfWaTgerH4OLEXDvAvDraeyI6p26+ddF0Jtv2o8m0i2Ab8YE4+VUjSuWgkFJkkSx9WqKrVfT\nzC2UhFQTrRVlAga2dsPH2ZqfIy4YNzlbTm0GIRMgeDyc3azUNd34slJfq+fz0GEqmDfMz+z6YymU\n6eTaLWmQFQd/Pwvnt0OTHjDia2jcvPaOLwiCIBjVyLaerItO4bPNp+nfypWmLrdvtns2LY+lB+Lp\n2MQZJxuLWo6y/rIwU/FY32a8ufYE+y9cpmvTRsYOCYBSrY4Fuy/Q2c+ZHs3rbjJeY2tBO18N/5xI\n5bkBAQZPbpdqdTy7LJINx1KZNbglj78z/ZaVa8VlWk6l5BEZn0VUQjaR8dls6joRgCeL7Xj54Mrq\nHdzOBbo8qmzFeRAXAefDIXYbbH5d2bw7KWPpoDFgYVvDZyvUB1eKy5i9KYa2Pk7Mn9yB1NyiazNk\nU3KKyMwvZvOFXTzb/SE8HK1wc7DCw9EKF3tLzI2x6rKu+fct5aLIgHeUiySC3ol3makJC6v0XQ+n\nXOGb9qMYe3oXI9qKWiC1RTNbg/l75mhma67V31R+oAFzc+WrRnPDY/JL8qu9FFyoHLVKYmp3fw7G\nZRGdmG3scP4jSRB4DzzyD0zdAI0DYdP/wZxQ2D8PSov0dqiwRZX//6M23CmetZFJBLja0crDwFeo\nCy5D5G/w2wT4thMkHoJhn8ND60RiVhAEoZ6609+efr/244PRbbA0UzFrVTQ63a2NO2NSc7l/3j4k\nSamIgAsAACAASURBVOLDsW0MHWqDM6GjDy72lny77Zx+d3zz+VP5WHz37lvG5DdbH51CUnYhj/ap\n5Z4F1TCmnRcxqXlEJRh2nFtcpuWJ346w4Vgqrw9rxeN9b182z9JMTaiPE9N6+DPn/nbsfCWMw4se\n5770aL5rP4qfggdX7oAVnf9a2kOLwTBkttKw9fkTMOgDKMpRmoh93hLWvQAp0VV/olU47xbqvu+3\nnyM9r5i3RrTG1cGKEG8n7gly56HufvzfkJZ8Nr4tjdx28EhPf4YGe9ChiQZPJ2uRmAU4MB/2fA0d\nH4Eezxo7mnpLvNPqqbyUdJ57+GO8SvJ45/f3jB1Og2NnYUeoe+htfnC1Vud1smZlUfpGKVmzsqrd\nRKnWVLb2azX3E/6QHvZfQYwTOnpjZ2nGz7sv1Pw4huDXA6auU5KDjZopM2m/bqf8QdRjkrYuS7hc\nwKGLWYxuZ6BGePkZcOhn+HU0fBYAa5+A9JPQaQY8sU8pOWFKDdoEQRAEvXF1sOLNEUEcjMvi171x\nN/zseFIOE+ftw1ytYvnMrjR3beBLXA3AylzNzF5N2X0ukyPxBh4Th4b+19z0DmRZ5scdsQS42hHW\nou7XFx4V6omNhZql++MNdoyiUi2PLVbKhL07KqjKjXYbFeXx4YUtDDl/gPe7P8iqw4n6DdDRG7o/\nBU8egGmblIa8Ub/B3F7w00CI1dO5jGBSEi4XMH/XBca086K9b8UXZITr6HQQ/hFseAkCh8CQT5SJ\nRYJBiDPQeir+cgFarcxXsRuwtzKRJkOCYGD2VuZM6OjDuugUUnPqcLLTvxdMXQ9T1oKTr/IH8csg\npS5tXqqxozOov44mA8ryUr2RZYjbDSsegi9awrrnIfsidHsKZmyD547B4A/ByUd/xxQEQRBM0r3t\nvejbwoXZm04Tf6kAgKMJ2Twwfx82FmYsf7TrHUseCDX3QBdfNDbm+p89Ww07z2YSk5rHzN5Na7cG\nfjXZW5kzKtSTv6OTyS0q1fv+C0u0zPj1ENvPZPDhmGCmdPOr1n7UyHy19Xt6JB7nlVXRbDmZpt9A\nQUkgNekGY+fCizEweDbkpcDi0bBoBCQc1P8xhTrrww2nUEsSswaLBlaVVpwHKybDjo+h7QMw/hfR\nh8PARHK2HohKjSK/JP+G7wV5OhL+cl865CcbKaqaKX9OYqm/oG9Tu/uhlWUW74szdigVkyRo2hce\n3qQkab07ws5P4cs2sGoGJB02doQ3qOgzW9lyCptPpPLttnN0beqMj7MemqIV5Sqzjr/vCr8MU+rJ\ndnkMHouAp4/AwHfAq4O4AiwIgiBcI0kSH44JRq2SmLUqmsN2njz4034cbcxZ/mhXmjQS9SsNydbS\njOm9mrItJp3jSTlGjWXujljcHCxrtwZ+Jd1pbDWxsy9FpTrWRCbdfSdRUZCfr3ytQG5RKWsik5g4\nfx+7zmbwyb0hPNDFV/lhFUpEXM9SV8bczV/RxtOBJ5ceYd/5S7e9n6zRULJn323LwlWatQa6PgZP\nH1Zm/qWfggUD4PeJkHprc6gK3fA7k6E4Dw9ZxrekEE9ZRiXfWg5FMK49sZlsPJ7Kk2HNcHe0MnY4\npuHyeWWm+emNMPhjGP09mIvfnaGJ1LeJK18GH7Yo7JYl4ZZmav0tQ69FdX5p/030shRfuDM9v4d9\nG9kwqLUbv+2P56mwAKwt1Hrdv96VJ2mb9oVLsXBgnlIn9dgK8O4MrUYoM23dQ0BlnOeij8/swogL\nvLvuJCFejnwzsX3NdpaXBrs+V5axleSDRyiM+g6CxirdfgVBEAShAp5O1rw2rBWv/nmMCa3vx9fe\nkqUzuuDh2DAbdda2yd2a8OOOWH7cEcu3D9RwTFBN0Y392RN7if8NbYmFmenMZwrxdqKNlwNL98cz\nuWuTO5eIyro6dgsLu+1YO+tKCVtOpbHpeCq7z2ZSotXham+Ji+c6xnccfuOdQ0PvmuC9HbvSIhZO\n68yEuXuZsegQv8/sin9jW44l5RAZn600EnvwGy5ZOzA46ywP71pOe1muftkrM0uliVjoJNj/I0R8\nDT/2VMbRGj+w9wQHT3DwUr7aFirJqex4yLoIPwxVbl88BfZWyhjzI29OAiSdAqA0LooESYZfRymr\n35yagH9vpUGZmAxQ67Q6mXf/PomXk3WVS3A0WLHhsHKqcvvBVdBM1F6uLSI5KwhCg/NwD3/+OZHG\n6sik/678m4JGzZSGB2GvKYnHQwthyxvKz6wcoUkP8OsFfj3BtRWo635JE61O5v31J1kYEceg1m7M\nub9d9RPmxXmw5xvY8y1oiyF4vFJL1ruDfoMWBEEQ6r37O/mw9VQaiYdPsGjmQNwcxKyh2uJgZc74\nDj4s3hfH5SslONta1HoMc0OHYW9pxsTOJjROvOqBzk343+pjRCZkV7m+ZqlWx4srjrL+WApanYyX\nkzWTuzVhaLA77Xw09F/8gV5jdba1YPEjnRn3w17G/biHkjId5b34/BrZ0CPpBA4lBaxu2Zv1o98i\n5LsIpvXwY1iwZ/WT5pZ20Psl6PSIMm48txXO/AP56cB1M187Ar/fr9w2swZNEyXhejkJ+tynNCOz\nsOO57W/SyKkJl7Mv0tHGFev8NJoW5yuJ3SsZyuNdW0OHqRAyQZnJK9SKZQfjiUnN4/tJ7bEyr+MT\ncoxNp4V938OWN6FxC5i4FJxFQrs2ieSsEVVp6X75Mo78fOV2lmnNLhWEuqSzvzNtvBz4OeICEzv7\nGKbxlCFZOUDXx5UtNxniIiBup1JX9fQG5T46CTzbgFswuAUxevvrnC67gma28n+JMWeoly/Fi0o5\nRfCHcyjID+DhHv68NqwV6urUdCsrgcO/wI7ZUJAJrUdD/zeVZLYgCIIgwLW/f/kl+Tf8LbzT9yVn\nZ+YhQX4+qsXPKzsR4+9aM6GTNz9HXGBtVBLTevhXbyfVPH+66ODKRv/OzOzaxCR7d4wM9eSD9SdZ\nuj/+v+TsHWbI3uyTTTH8dTSZaT38GNPOi2AvRyRJuuPn5K4qcVwPR2sWP9KZ77fH4uloRTtfDW19\nnJSkvGYsALMKT7GqyIFfxj7F88uP8uGGGCZ3bcK0Hn7Vf42sNcp4sf+byr/LSiA/FbqHgB1QVAQl\nVpALJKX8N/P1pzAY/NG13Sza/Rahds5E5ccT5exFVEkGY2dsVX5YlAMnVsPhRbDxFSXx1Xq0kqj1\n7Spm0978/rj+M1vesK+a/+/mFJby+eYzdPZ3Zkgb9xoGWs8lRyk9OZKPQMvhMOZH5eKDUKtMZ41G\nPZM1K4usWVn09O157fZdVaKrqCAIdydJEg/38Odcej47z2YaO5yacfCEkPEw8ht4JhKePwFjf4JE\nV7Bzg9htsPk11pTIJOtsiC1R8UexDja/DkeXQeoxZTBai8IfCmf52I24FL1P4ZUA3hrRmjdHtK56\nYlang+Or4LvOsPFlZbbw9G0wYZFIzAqCIAi3CHUPxc7CjlD30Ep9XxXaFpWdrTIGF2pVS3cH2no7\nsvxgAnJN6nhW4/zpp5AhmMlapvXwq/5xjcjO0oyRoV6si04mp7DyjcE2HU9h/q4LTOnWhLdGBBHi\n7XTDBIY7fU70oamLHZ+Nb8sLg1oQ1tL1ltnSNrpSJp/cypbn+7Do4c4EeTrwxZYz9P10O79EXKCk\nTFfzIMwslJmxKRLYtoMEa/BoB4VS9ZOoVo5KInZmODy6UympELMeFg6Gj5vAL8Phn9fg2B+QeU4Z\n2zZ05Z/ZGv6/+/XWs2QVlPDWiNamNxGnthTlwsZZMD8MchJg7Hy4b4lIzBqJmDkrCEKDNDzEk482\nxrBg9wX6BLoYOxz9cfRWkrUXvlfqBAFcyWTknOa0kaGXpQMeVy7D/nnK0v9ykhpUZkopBJXZ1U0N\nujLQlilfdaXwtE65rKc7Aj2AD72V+6nNwaaRUleraZhSWsHK4ZbwZFlmXXQKb/91gtLixsyb3JGB\nrd2q9hx1Ooj5G7Z/DOknlaViD6yEgIFiBoIgCIIg1BPjO/rw+prjHE/KJdjbsVaOecnMmhUt+jDm\nTARuDqNr5ZiGMKmLL78fiGf1kUSmVmLm8YXMK7y8Mpq2Pk68NqxVLURYPSqVRJ9AF/oEunA0IZuP\nN8bw9t8n+TkijpfuacHwYA9U1VmFVRs82sLwL2DQe3Dqb0jYr8xYPDD/vzG5pQO0Gqk0MHMPNm68\nJuxMWh6L9sRxfycfgjxr5/8OkyLLcOJP2PQ/yE9TSnz0ewOsnYwdWYMmkrN11O0afAmCoD8WZiom\ndfHlq3/PkpxdiKdTPW7yYduYXWqJXcBeFz+itNlkvZQMl85B2nGl0Zi2+NZErE57a8L2i6+gpBQs\nzZUk7VOTrz6uFHISIXKJ0rRMZcZeyghXSci6Qjw/dqJI1nCv10q2nEwj2MsRK9d5DGxdhRMfWVZm\nG2z/SIm7UQDcuwCCxhitGZogCIJg+qpUakyoNSPaevLeupMsPxRPsHftJKoW4UGJ2oyZR9cDn9bK\nMauisuUF2ng5EuzlyO+//MNDw19FKi/tALcsEy8s0fL4ksOo1RLfT2qvNJW+DUOX5Kvq+W9bHyeW\nzujC9jMZzN4YwzO/RzJ/53leH9aKLk0bVXo/tc7CFtrer2ygjKHTT0FKFMTvV5JmUUuUPhJdHoMW\nQ8Q49w6ulUpLjbo2o3vblG28vvo4dlZmvHxPyyrvp17nYbSlSgm8/XPhYoRywWDiUvAS/TnqApGc\nNbJ6+8EXBBMwpp0XX/17lr+OJvNYnwa2DF5tBq4tla0qBr5T8c/LipWZALHhWEV8wf+VyfwPK8qK\n4IzOhhPn3mdySDe69x7E4H8zKnfMK5eU8gx7vobUaHBuBmPmQfA4MVgVBEEQaqQ8sVWvT8hNlKO1\nOUODPVgblczrw1obvKHPldQMfp29jYGJJ2kWd9Kgx6qJUPfQa8moihKlD3Tx5dWkHI70HEqH3RuU\nZeJRN95f3raN11dGczotj4VTO+F1h8kK1fqc3OZ4+iZJEmEtXOkd4MLqyCS+2HyaST/tZ9NzvWju\naqCl2ZWo3VslanPwCFG29lOUmbVHflVm1C6fBE5NoPNMZdxrL2qnXq/8vXj9+3LloQQOxF1m9r3B\nlW4meLv91CvZCXBkkfK+yk8DB28Y8qkyY1acS9UZIjkrCEKD1aSRLe18nVgTmdTwkrN6UqbVsflk\nGr9ExHE0MRtXB0vcHaxwdxzJH7o0WjlI+GYX0V4uI0R1jLHWkajPhMOZD1kvSfDTAPBsD17tla+N\nmiuzduP3wflwJSmbEg3IoPGD0T9A8AQluSwIgiAIQr02vqM3qyOT2HQ8ldHtvAx6rDlbz5JdUMoT\nyfsNepzaMrKtJ+8vO8Bvrm3pwIbb3mfZwQRWHUnkmf4B9G3hWssR6o9aJTGugzdhLVzo+9l23lt3\nikUPdzZ2WNVj4ww9n4NuT0HMOtj/I2x+Tdm8OkCLodByGLi0FOW8bpJ1pYQPN5yiYxMN4zv4GDsc\n49Jp4dy/cOhnOLtZWYEYMAg6PqyUghNJ2TpHnN0KgtCgjWrrydt/n+R0ah4t3Ot38fMqL9msoMNu\ndkEJyw4msHjvRZKyC/HWWDOxsy/ZBSWk5BRxLDEbi+KBnM+wIJZCjrnv5nxRHFmzLkHWBUg6wtot\nrzJBZQ6Ri+HAXGXHlg7KkpuyQqWMgndnCPufUsfWq70YSAiCIAiVUm9nQJmo6paO6OrfCF9nG1Yc\nSriWnDXEa3sqJZcFuy8wsbMPoftT9brvmqjJc7W1NGPUuT2satmbtyxsuLny5rHEHN766wS9Ahrz\nbP+AmgdbWVFRSrkDAzS6bmRnybP9A3h//SnCY9IJa1nNhHN5jAae+VshtRkEjVa29FNKojZmA2x7\nT9k0/kqiNmSCsjy9ASRq7/Z5mL0phtyiMt4f06bu1h42tLw0iPwVDi9SmnzZukLPF6DDQ0rDO6HO\nEslZQRAatOFtPXlv/SnWRiXxyuAqLvE3IberR1Ydl/KL+XzLGf48kkhRqY6uTZ15c0RrBrRyQ33T\nIEjzsYZgl64cy4iiqaYlpMrKwNG5KTg3ZULwOOWO2jLIPA1JRyD5CKgtoGlfpamY6BYqCIIgCCat\nJqUjVCqJ8R28+XzLGRIuF+DjbKP3+HQ6mdfXHMfR2pxZg1vC2PqT1H/g5DaWtu7PrD7T0dhZkuIx\ngNSvdpKaW0R2QSkejlbMub/dLWM4g6lE7dmamtLNj6X743lv3Ul6NG+MhZmqajsoj7GCSQq1zrWV\nsvV+GXKT4cwmJVF7cD7s+w7c2kDoJCVRa9vY2NEaxaG4yyw7mMDM3k1p6X5rU+LKMNkLejodxO1U\nZsnGrFf6gfj3gUHvK7Os1ebGjlCoBJGcFQShQWtsZ0nP5o1ZG5XMS4NaNNyrrJUgyzIvrTxKxLlL\njG7nybQe/rTyqGDwI4HarAikoop3rDYDtyBlaz9Zv0ELgiAIgmDS7u3gzRf/nmHloQReGNRC7/tf\ncSiBwxez+HRcCE42latRaSraXLpIl9wENjXtTOOSK3jkpOGtsaGTnzPujlYMD/GodF1OU2FhpuL1\n4a14+JdD/Lo3jum9mho7JP1y8FSWpnd8GAqz4NgfEPUb/PMqbHkTAu+Bdg9Cs35gZmnsaGuFLKt4\nfc1xPB2tancWuLGVFkH0ctj7LWSeAWuN0kSuwzRo3NzY0QlVJJKzgiA0eKPbefL88qMcjs+ik5+z\nscOps/45kUr46QxeH9aq/g10BUEQBEGokzydrOkd4MIfhxN5dkCgXvd9ycqejzfF0NnfmXEdvPW6\n77pi6akVaKOjsQgJVpbpLzD87FVjC2vhSp9AF+ZsPcvodl40tqunSUprDXSeoWxpJ5Uk7dFlSgkE\nCzto3l8pfRAwSKllW0/lXm5PXHoecyd3wNayAaS4rlyCQwvgwDy4kgHuITBmLrQeDeZWxo5OqKYG\n8M4VhDrE2LWLhNsa1NodK/NjrIlMMv3krEajfM3PV27raflYfnEZ7/x9klYeDkzt7lfpx1W3xpwg\nCIIgCEK5CR19eHLpEdw/7EO2vBfNbGW8U9OyTR91nUh+URnvj26DVE9rdqqRUeu0xg5DvzSaG+vW\nZmVde0/kl+RjZ2GHSuuJpuRTPt98ho/GBhsx2Fri1hru+QAGvA2x4XB6PZzeBCfXgqSGJt0hcDA0\n7QOuQaCqYrkHI7r+tb35s5+cXUhWRnf6t3RlUGs3wwRQV0pcXIqFvd9B1FKlP0fAIOj+NPj1ahA1\nh+s70/lEChUy2fooDUlWFvTsqXythXpLQuXZWpoxsLU764+lUFKmM3Y4NRcaqvcmC19tOUNqbhEf\njGmDmbpyfzqyZmWRNSuLnr49r90WBEEQBEGoqgGtXdFJebhKo7CzsCPUPbTG+9zv0YI/WvRmRu+m\nBLqJGvcmx85OGfNeJ9Q99Nr7Q6dOZnK3Jiw7GM+J5BwjBWkEanMIHAQj5sALp2D6Nuj5PBRcgs2v\nwY894dNmsPxB2D9PaTYmy8aO+q6uf23LpeYUMWtVNCDx9sig+nmBRZYhfh8smwTfdFAaKQePgyf2\nw6SV4N9bJGbrCTFzVhAEARgd6snfR5PZdTaD/q0MdNXVRJ1MzmXhnjju7+RLe1+NscMRBEEQBKGB\nsTRTU2oRwZX8AUgONb8AXSKpeL3nNLzyMnim32A9RCjURc/1D2RNZBLv/n2SZTO71s/kXUVUKvDu\noGz934DsBIjbDXG74MIuOPW3cj97T2UGZsdpYG5t3JgrQV3WjKd/j2TjsRS0soyz6058nEcbOyz9\n0mmV12fPN5B0SClh0fsl6DQD7MW5an0kkrN1TEVT9omKunH5hlBniWXcpqd3oAsaG3PWRCWL5Ox1\nlA7Gx3CyNmfWYP034RAEQRCE2lLlUjvlY29RkqpOKLHYgWXxYMxLegBpNdrXAveOnHX25qdNn2Nt\nMVUv8dWWOlcy6k7nqFU4dw1bFEZUahRhi8IA/a0KdbQx54VBLXhjzXE2Hk9laLCHXvZrspx8IHSi\nsgFkxSnJ2qPLlIZiEXOg1wswbBZopVtKR9xVZZf/31yGrRL7l2UV5iXdSL4wFrsiD7bHpDO1ux8P\ndfdjyt+f3f2Y1WGgcnF3VFoEiQeUxHn0csi+CBp/GPoZhD4AFraGPb5gVCI5WweFuocSlRp17Svw\n338EdaXeiXBHWbOyCFsUJkpNmBhztYphIR78cTiR/OIy7BpCMflKWH4ogSPx2Xw+vm21OxiLz4Ig\nCIJgbOWTHe40Rrvle2LsrXc1HQ/ozBKwtE5AVzQSrXZxtfdzzsmDr726MejCIQZcjKxRTLXtbu/j\nWnenz0kVPz+GfC4TO/nw276LvPv3Sdp4OuLbyMZgxzI5Gj9la/egkhDc/hFsfAUeAlK8YXMiBIca\n5gJV6NX9ht59/2albUiMfQSbUke0FpcptF7E8f9bWjvna5WIr9pKCyE5Uvndx+2ChAOgLQZJBT5d\nYdD70HIYqNSGOb5Qp4jsgyAIwlWjQr1Ysi+ezSdSGdu+fnbsrYpMMxs+3hhDF39nxrb3MnY4giAI\ngiA0cI3ct5F04UGy0nuBtK/Kj79SXMbjA5/FRlfKu7sXGSBCoa4xU6v4fEJbJv20n/vm7eX3GV3x\na1z1GYg6ncwPO2I5mZyLu6MV7g5WuDtaoS4LoLTUAWQTL5ng3wv8esKFnfDxSAhMAHcgIQswTk3a\nHAsb3l95FNv8/0OyuMwVu88I8oajaVGmN5GmpADSjkNyFKREKV8zYkDWAhK4B0PnGUpzrybdwMrR\n2BELteyu72hJknyAX1E+mjpgnizLcyRJ+hQYAZQAscA0WZazrz7mVeARQAs8I8vyPwaKv16qc0tV\nBKEeqMwMgw6+GrycrFkTlSySsxoNH/V4mIL8Qj74+HmkR08YOyJBEARBuKsKS4QJdVJVZoFaWmVQ\nYrmZvOwhqO2bATe+5nYWyhLs273msizzv9XHiHXyZPHpP3AvEO+LhiLI05Gl07vy4IL9TJi7l6Uz\nutLctfKlAgtLtDy/PIpNJ1Lx1lizLaaEwlItAHa8RWIe2KvGkGNxAnRnDPU0akajuXuZAkmCpn1g\npQRhzcDjHARdADsg4wy4BN5531ClMgV3s0nTnDcmTOdyZBJFVn+RY7Wa/NIsjqbVconH6pSWLLkC\nqcf+S8SmHL2aiL3aeNqmMXiGQosh4NUefLuBjbNh4hdMRmUuN5QBL8qyfESSJHvgsCRJW4AtwKuy\nLJdJkjQbeBWYJUlSa+B+IAjwBP6VJClQlmWtgZ5DvXLXpSpiWZVJuOMAU7x+dZpKJTEq1JO5O8+T\nkVeMi72lsUMymgivIFa16ceTSftonp1s7HAEQRAEodJuWyKsusTYrc4psl6FjbYn1gUPU6ZVkh2V\nec2X7LvI2qhkXjr0Bz3k+NoMWe+MVdKgysetQ5+f1p4OLJvZlQfm7+f+eXv5bXpXWrjb3/kBV2PP\nzC9m+qJDHE3M5o3hrXmkpz+yLJNbVEZqThE9fxqGr1070jJ9uJzeFwe68saa40zt4UczlzrWK8bO\nrpLL9CXIcoDtEgzxAt9E+KE7dHsCer8Mlrf5vVWhTEFFMsxseHvA06xv1oXWmXEs/L/htPEaCsyt\nfFkafalseQ6dTmnadXItnNsKmaf/S8TauiqJ2JbDwaOtctvBS0mEC8J17pqclWU5BUi5ejtPkqRT\ngJcsy5uvu9s+YNzV26OAZbIsFwMXJEk6B3QG9uo1ckEQBAMY3c6L77fHsj46mak9/I0djlGk5xbx\nbL/HaZqVzFPJVV8yKAiCIAiCYDBSEY3ctpGeNIpf9sRV6iFRLk15d91Jwlq48MTcvyG0rWFjFOqk\nQDd7lj/alQfm72Pi/H0seaQLrT0d7nj/c+n5TPvlABl5xfwwqQOD27gDIEkSjtbmOFqbU2Z+DAeN\nmvPFv9LKaRBxSX4sP2jD4n0X6RPowuvDWhHgVkESuC6TJUh2he1J8N19SsOw6BXQZxY06QGNmoNK\npZdDnU3LY2GvafzZojc6WeblhJ3M3LQA85+e1Mv+9U6nhfi9SkL21DrISwaVuVIeovVI8AhVErH2\nHiIRK1RKlQp1SJLkB7QD9t/0o4eB5Vdve6Eka8slXv3ezfuaCcwE8PX1rUoYgiAIlVbV5Y2Bbva0\n8nBgTVTDSM6Wd8cNdQ8FYPODW3lqaSRXzK1Yuu4jrJu4GDlCQRAEQRAapApmq9nYn6XULIovt6iR\nrCteDpxlaceTA5/B1d6KL+8LRfWCXL2lyrUobFEYoJS7K79dmdmBt51ZWP5cDdXUyFhu85wqUx6w\nmYsdy2d2u5ag/faBdgR7OeJobY50XRJt//lLzFx8GDOVxO8zutLOV3PXkCyt0im03Uz0k++ydH88\nP0dc4OnfI1n/TC/UqrqboLtraZECCUZ/Bx2mwoYXYd1zyvct7MA9BHr/f3t3Hh9VefZ//HORhDUs\nYZHIJgqigktQ1KK4UKXQauvSp1VblbZqW+1un5Yu2sdqbbVWf93UFrXWVqvVatXaKtaKCypahYCi\n4spukCWAYQ3J9fvjTCDGQALMzMnc9/f9euWVYU4mub5cM5PJNefcpx46roDdHDptgM6enOyquCOY\nbfN+Wb92LdM3bOSJT36aml9fzN77L+Ge9RczeNUSOtdthqOAx66ATmXQqScHbKiB95ZC6W6tH3i6\nw8q3YMH0ZJi6eEam9s7QvguUdEk+t++c5CnJXN/wUdQe+i2DRy+HmqWwdhnUvAvVb8O6FUnGocfD\nfpfAsPHQqccO/u+LJFo9nDWzUuBu4JvuvqbR9T8kWfrgtoarmrn5B1aQdvfJwGSAUaNGpbPCdBvW\nJs6+KRKIHT288cQDd+eqKXN5Z/V6du/eKQ8VpmfqxKnve8H003+9wnPzVvLLJ/7AsOrFoOGsiIiI\ntDFmsL7zLZSuO5hO684Enmj26+qBb334yyzr3J2/nXkwPTq3b/2hyilqeF22I+vxNitfWfP98DJ9\nQwAAIABJREFU/9jMeqYtLg/YyODeXfjrl0Zzxg3TOeum5wDoWNJuy0m+epd24OE5SxnQsxN//Nxh\nDOrVeYfK613aga8ftzd79OrMN+6o5N6Zi/nkIQGcz2LgoXDeY5xz02huGvW1rWuq7g+UzIf9AF5O\njpu+vBysCDp05a7atXD1vlu+jV/Ul/WbNlO8sYgjmMMRJOe28OJO2IC94I32UDEA1lXDYz/bcrtf\nA1w9LBmi9twLeg1JPje3zELdZqianQxl176bXNepDAYcmgxca9cla8OuXQGbapLLDdc1HV/tDTxx\nFXTpnSxTUNoHhk2AvcfB0HHQoW2+ySOFpVXDWTMrIRnM3ubu9zS6fiJwInCcuzfcgxcBAxvdfACg\nBQtFpGBM2L+cq6bM5eE5S5l4xOC0y8mbh16qYvITb3HmhwZx8u+fTrscERERkW3yomV8/bi9uWpK\nPetqFgLvfwO+pqQj1w0Yw2P9K/jJE3/gwKtOTqdQaZMG9uzMP746hqffXEHVmg1UrV7PO6s3sHTN\nBioXruLoYb35xacOSgb6O+njB/bjxiff5pp/v8YJB+5Ox5KiLCZISbt2vNW+M4w8M/kA6nuWcd0n\nz2ZFhzqO3zifQ994hvaX/iAZem58j+kv382Je4/DHRZWr2f2olW8t2EzHbv2ZK99DmTEAQdT3HsI\n1nX3ZJmEsWPhmsyAvW4zbFiV7KW6aiGsfBNWvJl8fmcWvHw/bOv0Rj0GwZAPw6APJSfd6j2s5WUY\nPLPX76a1ULsWajckQ93OvaBohw48F9khLd67LNm3/ybgFXe/ptH1E4BJwDHuvq7RTe4H/mJm15Cc\nEGxv4LmsVi0ikkND+pQydLdSHnqpqjCHsztxqN685Wv5zl2zOHBAdy4+cXgOixMREcmt1hzaLGE4\n76i9uOLfj7Ki6jjadZzJmuoD6LR2FB/5f4/z+ucn49aOU197ks++8mjapebUji7jJYmyLu35xczP\n7PJRq9t6zmnXzvjeR/flszc+y5+fmc95R++1Sz+nLaqrd75zzJe4p9dRDFq9lJt7fZRupWdxxnsH\ncNboPRhQ1pmrlz1Pn/0v4WcPvkrlwlUM61vKpE/uy4f33e19S0k0q6g4s8dqb+izD3B8kwI2Q31t\nMzc0KOm444HMMkscdAZ0BKHkT2tG/0cCZwEvmlnDs80PSPYq7wD8O/OAmu7uX3b3OWZ2J/AyyXIH\nX3Hf1lsZIiJt04QR5Vz/+JusXLuJnl12/h3zvNuJw9fq64s5/7YZtGtnXPuZg+lQHMC7+iIiEiUN\npOLSvrgd6zv/kaKaH9K19ieseA+K7T369ejECQ/8kZFdnSOfuL/ZdfcKwY4MDXd0Ga9Q5Xt5wJaW\nUzhyaG+OHtaH3059g0+PGkj3ziV5rS+XNtfVc+Gds7h/n6O4cOE0vvav3/H8mBO4ueNe3DitlBue\nfIvxI8qpWngKp02eTnm3jvz8kwfyyUMGZG8N3qJi7dEqQWjxXuzu02h+Hdl/bec2lwOX70JdIiKp\nGj+inN9OfYNHXlnKp0cNbPkGBWxF1XHMX72Gmz93KAN77tiaWiIiIiJpqit5hT79/8H86kUM272E\nOSse44+fr4YLx0NFRXKYskiKvjdhX074zZNc9/gbfP+j+6VdTlbU1tXz9dtn8uBLVUyafgfn2yIA\nDq1ZzKHT/sniG77Pn56Zxx3PLWTjxv5MmrAvnz9ycBhLO4jkQAsLboiIxGn//t3o36MTD8+pSruU\nnHF3fjFlLjWrD+BrHx7K2H13S7skERERkR1W2m0utR2eoqT9quZ3KxJJ0fB+3Tiloj83PzWPJavW\np13OLvP6Ii64bQYPvlTFRSfsx/mzHvjA1/Tv0Ynvf3Q/nvvhcQzc+3rOP3aIBrMi26H9v0VEmmFm\nfGREX257dgE1GzdT2mHnni53+Sy7ObJxcx3f/dts7qtcQmn32Xzz+I+lXZKIiIhEZJvrpJYll6mp\n2Xo5s2zTDq8nvBPr8BeqYNdarqlJ+ljgLvzIMB6Y/Q7X/Ps1fvGpg9IpIgv/lxtq61i66CTmrV3K\npSeN4OzRg7f5tVoLWaT1tOesiMg2TBhRzqbN9Tw+d1napWTVqnWbOOum57ivcgnfGb8PvXd/OHvr\nPomIiIi0UkV5BaXtS6kor2iyoSIZqFZsvb56UjXVk6qpvbh2y+Xtqq5OPsaM2bomf2OtXJu/EDT8\nf4wZNKb5/5tCzVpdDbW1W3vZhrW0M8aAss5MPGIP7p6xiFer1uSpqkYaPxZ24v9y5dpNXDv1DY69\n6jHWr92Tn516wHYHsw22+RjfnkK9v4rsAg1nRUS2YdTgnvTq0p4pAS1tsGDFOk69/mkqF6ziV6dX\n8JWxQ2npJKkiIiIiIrJrvjJ2KF07FHPlg6+mXUqrvdqpN5OOPpfRP/sPV02Zy959SykfdBdnHDYo\n7dJEgqJlDUREtqGonTFueF8emP0OGzfX0aG49esktcXDeGYsqOa8W55nc71z67mHc9iePVOtR0RE\nRCQbgj2kX3ImjdfqPTq354KxQ7niwVd55s0VjB7SK6c/rzXG3jKWyqpKxt4yFti6B/DbHXrwgxO/\nzzP9R9CxdiOnHjyAya+ewQPLF2f+z+4HWv4/02NTpHW056yIyHaMH1FOzcbNPP3mih2+7U4dxpMt\nTQ4Hemnxas6YPJ0uHYq554IjNJgVERGRIAR7SP9OaIvnOWjL0nit/rkjBtO3Wwd+8+jrefuZ2zN1\n4lQqyiuYOnHq++4/l+0xlpd678mkBU8w/bav87NTD6C+aPEO/Z+1+NgUkS00nBUR2Y4jhvaitEMx\nU14q3KUN6uqdH/z9Rbp1KuGeC45gSJ/wT4ohIiIiItLWdCwp4pwxe/L0myuYvWhV2uU0a27ZAB4t\nG8J5s//F+e88R4+Na9MuSSR4Gs6KSPB25XCaDsVFjN13N/798lLq6j1rNTUcOpQPtz07n9mLVnPR\nCfvRu7RD628YyNlxRUREpG3SIc+SN2Pz99q7pZ97xmGD6NqhmN8/8VYKBbVs8kEfo1NdLWfNeaT1\nN6qs1N8OIrtAa86KSNCycfjM+BF9+cesJTw/byWH75X+2lA74t33NnDVQ3MZM7Q3nzioX7Nf0+wh\ncG38jLgiIiJS2HSIs8Sqa8cSPvuhPZj8xJvMX7GWPXp1yc8PbsUSH++sXs99Q4/gzGWzKNtY07rv\nq78bRHaZ9pwVEWnBsfvsRvvidkyZszTtUnbYTx54hY2b67n0pBGYWdrliIiIiIhE7/NHDqa4XTtu\nfPLttEt5nz9Mexs345x3Xki7FJGoaDgrItKC0g7FHDW0N1PmVOGevaUNmtPa5Q7Kriyj7MoySi4r\n2XKG2aamvb6c+2ct4fxjh7CX1pkVERERkdiUlSUf06ZtvdwG9O3WkVNG9ufO5xeyomZj2uUAsHp9\nLX95dgEnvjmdgZvWNPs1WopEJDc0nBURaYXx+5ezeNV65ixp/oVKGhrOltqcDbV1XHzfSwzu1Znz\njx2S58pERERERNqIigooLU0+tyHnHb0XGzfXc8sz89MuBYBbp89n7aY6vjjrn81ur55UTfWkamov\nrt1yuTWaXUJNRN5Hw1kRkVY4fr++tDOYMqcq7VJa5fePv8Xby9dy6Un707GkKO1yRERERESkkaG7\nlTJueF/+9Mw81m3anGotG2rruPmpeRy1d29GrFiQai0iMdJwVkSkFXp2ac/he/biH7OWUF+f26UN\ndtW85Wu59rE3OPHA3Tl6WJ+0yxERERERkWZ8+Zi9WLWuljv/uzDVOv4+czHLazZy/jE64k4kDRrO\nioi00mmHDmTeinVMe2P5BzeObd1asdvSsIbstAXTtlxuScOaT425Oxff9xLti9px8YnDd6kmERER\nERHJnUP26MmoPcq44cm32VxXn0oN7sYNT7zFAf27M3pIr1RqEImdhrMiIq300QPK6dWlPX/K0bpQ\nDWvIVpS3vB5WwzpPYwaNed96Tw/MfocnX1/O/35kGH27dcxJnSIiIoVKax+GS72VQvWlY4aweNV6\n/vniO6n8/O+N+gtvLV/Ll47ZCzNLpQaR2Gk4KyLSSh2KizjjsEH859WlLFy5Lu1yPuC9DbVc9sDL\n7N+/G2eNHpx2OSIiIiIi0oLj9t2NIX268LvH38I9v8unuTu/e/xNBvXszIQR5Xn92SKylYazIiI7\n4DOHD8KA257NLJRfVpZ8TJu29XJKrn74NZbVbOTykw+gqJ3e9RYRERER2ZaGJcIqqypTraNdO+NL\nRw/hlXfWNL982vY0s7Ta2Ftav9zaU2+soHLhKs47ak+KixqNhyoroaYm+SwiOafhrIjIDujXoxPj\nhvflr/9dwIbauuTKigooLU0+p+Slxav50zPzOPPwPThoYI/U6hARERERaeuaLhHWeJmwNJw0sh/d\nO5Vw78wlefuZi6rX8c2/zmSPXp35n0MGbt1QXZ18jBmz9bKI5JSGsyIiO2ji6MFUr6vlgdnprAvV\nVF2988O/v0jPLh343/H7pF2OiIiIiIjsgA7FRRy332488spSavNwYrCajZs595bn2bi5npsmHkqn\n9kU5/5kism0azopI1Joe9lN2ZRllV5ZRclnJlstNjR7Si6G7lfLnZ+ZltZadPbTqL8/OZ9ai1Vx8\n4n5071SS1ZpERERERCT3xo8oZ/X6Wp57e+VOf4+xt4ylsqqSsbeM3ebyBnX1zjdun8nr79Zw3WcP\nZuhupTv980QkOzScFRFpoqK8gtL2pVSUN79MgZlx9ug9mLVoNZV99srKz9zZQ6s2b+7Mz6fM5cih\nvfjEQf2yUouIiIiISAymTpyadglbHL13HzqVFDFlTtVOf4+pE6dSUV7B1IlTt5ntyode5T+vvssl\nHx/OUXv32emfJSLZo+GsiMhOOGVkf7q0L+JPI8alWsfKpceysbaeS0/aHzOdBExEREREpBB1al/E\nMcP6MGVOFfX1npOf8df/LmDyE29x9ug9OGv04Jz8DBHZccVpFyAikoaG5QpqNtVsubwjJwLo2rGE\nUw8ewF/XHc5Fs2bTM08/t7Gn3ljO2jXD+fqH92JIHx2OJCIiIiLyAZWVUFOTfM6XsszSaDU1Wy+3\n4sRa4/fvy0Nzqpi1aBUjB31webVtfv9WfO/pb63gontf4qi9e/OjE4e3+PUikj/ac1ZEotXS8gUt\nOXv0Hmwqbs9f+xyQtZ/b3OFH9fXOu+9tYPaiVUyZU8WfnpnHlQ+9ynf/NpvikmouGDt0p+oXERER\nEQladXXyMWbM1sv5UlEBpaXJ51b68L59KW5nPNSapQ0avn8rLF61nvNvfYFBPTvz288cTHFRK0ZB\nU9vOkg8iodOesyIiO2nvvl0ZvXgOt/Y9iC+ake1znG6oreNPz8zjusfeZNW62vdtKyky+vfoRO9+\nU+hYcmaWf7KIiIiIiORb904ljB7SiykvVfG9CftmbdmyPz8znzUbNnPPBUfqBMIibZCGsyIiu+Ds\nOY9w/ke+waODRjKO+qx8z7p65+8zF3PNw3NZsnoDxwzrw/FTbqf8/75HebeOlHfvSK8u7WnXzhh7\ny6VZ+ZkiIiIiIpK+CfuX88O/v8RrS2vYp7zrLn+/5G+LRRw7rA979u6ShQpFJNu0rIGIyC4YN+8F\ndt+4hisPP4132u/auq/uztS573LCr5/kf++aRe+uHfjLeYdzyxcO46x3Kxk3vC8HDOhOn64daNcu\neRe9LZ1hVkRERESkTSqgQ/THDe+LGUxpzdIGrfD0m8tZumYjpx48ICvfT0SyT8NZEZFdUOz1XP3W\ngyztXMbJIz7LnF6Ddur7vL18LWfe9Cyfv/m/rNtUx2/OGMm9FxzJEUN6Z7liERERERFpq3br2pFD\nBpXx0EvZGc7e/cIiunUs5rj9dsvK9xOR7NNwVkRkFx2xZiF33X8pRe58+hMXM3Xuu62/sbdj8hNv\nMuGXTzB70Wou+fhwHrnwGD5+UL8te8eKiIiIiEg8xo8o5+V31rBw5bpd+j41Gzfz0JwqTjyoHx1L\nsn2GDBHJFg1nRSRalVWV1GyqobKqsvU3Gju22av3XbmIv8+5jcGrl3LuLc/TfuOHW/y5sxcvp8t7\nl/DTf73K0cP68MiFx/C5I/ekfXGjp+aysuRj2rTks4iIiEjoKiuhpib5LBKh8SPKgV1f2uBfL77D\nhtp6PqklDUTaNA1nRSRK1ZOqqZ5UzZhBY7Zc3lV9a9dy5/2XcfTevem07gusfPdo8Pfv/Vo9qZqq\nby9nRKfvUlZzJX077stvzhjJ5LMOoW+3js1/44oKKN219WxFRERECkJ1dfIxZszWyyKRGdSrM/vt\n3m2nhrONz0lxz4xF7Nm7CwcP6pHN8kQky4rTLkBEJCRdNm/khrNHMfDH32b1iuPpxu+Zv8bo6nUc\n9OOHAaitq2fdpiM4ZWQ/Lj5xOD27tE+5ahERERERaUsmjCjnl/95jWXvbaRP1w47fPuFK9cx/a2V\nfHvcMMy0XJpIW6Y9Z0VEsqy4qB0bOv+RdZ1/z9riR1lf8gS17Z/ilJH9OWVkfz49aiB9B/6N/3da\nResGsw2H9omIiIiISGHYmeU5Gi2hNn7/vrjDv19eulM//t6ZiwE4eWT/nbq9iOSP9pwVEcmB6u9t\n/xC8x2+Z18pvlPk+Y8fC1Knb/1oRERGRUOh1jxSyLCzHsU/frgzu1Zkpc6r4zOGDdui27s49Mxfz\nob16MrBn512uRURyS3vOioiIiIiIiIi0IWbG+BHlPP3mctZsqN2h285YsIq3l6/lVJ0ITKQgaDgr\nIiIiIiIiItLGjN+/nNo656qH5lJX762+3d0zFtGxpB0fO2D3HFYnItmi4ayISAoan0VVRERERESk\nqZEDe/CFI/fkz9Pnc8FtL7B+U12Lt9lQW8cDs5YwYUQ5pR20kqVIIdBwVkRERERERESkjTEzfvTx\n4fzoxOE8/PJSTr9hOstrNm73Nv955V3WbNjMJw/RkgYihUJvo4iINFFZVUnNphoqq3bgzKoiIiIi\nIiI7o6ws+VxTk1xuckKxL4zZkwFlnfj6HTM55bqnuLnH7gzdxre6Z8Yiyrt15IghvXNbs4hkjfac\nFRFppHpSNdWTqhkzaMyWy22CzlgsIiIiIhKuigooLd3m5o+MKOevXxzN+k11nHryJUzvOoB1xR14\nq3s5T7+xnLtfWMS1U9/gsdeWcfLI/hS1szwWLyK7QnvOioiIiIiIiIi0cQcN7MHfLziSz3//Vk4f\nfjoMPz3ZcOOzW76mT9cOnHbowJQqFJGdoeGsiIiIiIiIiEgbNfaWsVtOKDywZ2fuvvfH3DxuIu0X\nL6J87UrKb/8ju3fvRHm3jnRqX5RytSKyozScFZGoNbzIae31IiIiIiIiaeq+aR3fXPwMVGbOkaH1\nZUUKmtacFREREREREREREUmBhrMiIiIiIiIiIiIiKdCyBiIirVFWlnyuqdl6ubo6+VxZmVzfcFiR\niIiIiIjIjmj4m6K0dMtVZVcmf3fUbKqh7MoyqidVb/frRaQwac9ZEZHWqqhIXvxUVGy9rro6+ait\n3XpZRERERESktRr+jhgz5gN/T1SUV1DavrTVXy8ihUfDWREREREREREREZEUaFkDEREREREREZEc\na7xMQcPesO9bqkBEoqQ9Z0VERERERERE8qBhmYKK8oqWv1hEoqDhrIiIiIiIiIiIiEgKNJwVEWmt\nhjOiVlamXYmIiIiIiESgsqqSmk01aZchIjmk4ayISGs0PSOqzooqIiIiIiLZNHXq+/5ZPama6knV\njBk0pvm1aZt8vYgUJg1nRURERERERERERFLQ4nDWzAaa2VQze8XM5pjZNzLXfyrz73ozG9XkNt83\nszfMbK6Zjc9V8SIiIiIiIiIiIiKFqrgVX7MZ+La7zzCzrsALZvZv4CXgVOD3jb/YzIYDpwMjgH7A\nI2Y2zN3rslu6iIiIiIiIiIiISOFqcc9Zd3/H3WdkLr8HvAL0d/dX3H1uMzc5CbjD3Te6+9vAG8Bh\n2SxaREREREREREREpNDt0JqzZjYYGAk8u50v6w8sbPTvRZnrRERERERERERERCSj1cNZMysF7ga+\n6e5rtvelzVznzXy/L5rZ82b2/LJly1pbhoiIiIiIiIiIiEgQWjWcNbMSksHsbe5+TwtfvggY2Ojf\nA4AlTb/I3Se7+yh3H9WnT5/W1isikq6pU9OuQEREREREIjJ1ov4GEQlZi8NZMzPgJuAVd7+mFd/z\nfuB0M+tgZnsCewPP7VqZIiIiIiIiIiIiImEpbsXXHAmcBbxoZpWZ634AdAB+A/QB/mlmle4+3t3n\nmNmdwMvAZuAr7l6Xg9pFREREREREREREClaLw1l3n0bz68gC/H0bt7kcuHwX6hIREREREREREREJ\nWqtPCCYiIiIiIiIiIiIi2aPhrIiIiIiIiIiIiEgKNJwVERERERERERERSYGGsyIiIiIiIiIiIiIp\n0HBWREREREREREREJAUazoqIiIiIiIiIiIikQMNZERERERERERERkRRoOCsiIiIiIiIikgeVVZXU\nbKqhsqoy7VJEpI0oTrsAEREREREREZHQVU+qBmDsLWOZOnFqytWISFuhPWdFREREREREREREUqDh\nrIiIiIiIiIiIiEgKNJwVERERERERERERSYGGsyIiIiIiIiIiIiIp0HBWREREREREREREJAUazoqI\niIiIiIiIiIikQMNZERERERERERERkRRoOCsiIiIiIiIiIiKSAg1nRURERERERERERFKg4ayIiIiI\niIiISJ5MnTg17RJEpA3RcFZEREREREREREQkBRrOioiIiIiIiIiIiKRAw1kRERERERERERGRFGg4\nKyIiIiIiIiIiIpICDWdFREREREREREREUqDhrIiIiIiIiIiIiEgKNJwVERERERERERERSYGGsyIi\nIiIiIiIiIiIp0HBWREREREREREREJAUazoqIiIiIiIiIiIikQMNZERERERERERERkRRoOCsiIiIi\nIiIiIiKSAg1nRURERERERERERFKg4ayIiIiIiIiIiIhICjScFREREREREREREUmBhrMiIiIiIiIi\nIiIiKdBwVkRERERERERERCQFGs6KiIiIiIiIiIiIpMDcPe0aMLNlwPy060hJb2B52kXkibKGK6a8\nyhqumPIqa7hiyqusYYopK8SVV1nDFVNeZQ1XTHljypqmPdy9T2u+sE0MZ2NmZs+7+6i068gHZQ1X\nTHmVNVwx5VXWcMWUV1nDFFNWiCuvsoYrprzKGq6Y8saUtVBoWQMRERERERERERGRFGg4KyIiIiIi\nIiIiIpICDWfTNzntAvJIWcMVU15lDVdMeZU1XDHlVdYwxZQV4sqrrOGKKa+yhiumvDFlLQhac1ZE\nREREREREREQkBdpzVkRERERERERERCQFGs6KiIiIiIiIiIiIpEDDWREREREREREREZEUaDgreWFm\n3czsEDMrS7sWkV1hZr3TrkGyS89PEgoz65V2DflgZj31eBURkXwws+JGl0vNbJSZ9UyzJhEJj4az\neZQZAPzMzP5sZp9psu26tOrKBTO7tWGIZWbjgTnAlUClmX0q1eKyzMy6m9kVZvaqma3IfLySua5H\n2vVlm5nta2YPmtk/zWyImf3RzFaZ2XNmtl/a9WWTmX3UzN42s2lmNtLM5gDPmtkiMzsu7fqyycwG\nmtkdZvakmf3AzEoabbs3zdqyLabnJwAza2dmX8g8ZmeZ2QuZXh+bdm3ZZmblZna9mV1rZr3M7BIz\ne9HM7jSz3dOuL5syv2Ma7sejzOwtkuen+WZ2TMrlZZ2ZDcrcb5cBzwL/NbN3M9cNTre67DKzCY0u\ndzezm8xstpn9xcz6pllbtsX0uwfAzL7Q6PIAM/tP5jXU02Y2LM3acsXM+mReQx1gZqVp15MLkb02\nDu5vm+0xs88BS83sNTP7KDCb5DXjLDM7I9Xi8iD0IXQMz08tiTV3W6ThbH7dDBhwN3C6md1tZh0y\n2z6UXlk5cZC7L89c/j/gKHc/HjgEuCi9snLiTqAaONbde7l7L2Bs5rq7Uq0sNyYD1wG3Ao8CDwFl\nwGXAb1OsKxd+BnwM+A7wCHCOuw8BxgFXpVlYDvwBeAz4GrA78HijvfD2SKuoHInp+QngJmAQyf15\nKvDPzHUXmdnX0iwsB/4IvAwsJMm6HjgBeBL4XXpl5cQJje7HVwGnuftQkuenq9MrK2f+CvwdKHf3\nvTNZdwfuBe5ItbLs+2mjy1cD7wAfB/4L/D6VinInpt89AF9tdPkakteQPUkew9enUlGOmNlwM3sE\neIbkDZUbgRczg8vu6VaXdTG9Nl5uZo+Y2TmRDGq/DewDjCf5PTTO3Y8DRgHfT7OwbDOzixpdHm5m\nrwEvmNk8Mzs8xdKyLrLnp5a8nHYBkjB3T7uGaJhZpbtXNPr3D0kGP58A/u3uB6dWXJZl9jAc7e5r\nzGwacLS71zdsc/cR6VaYPWY219332dFthcrMZrr7yMzlNzJ/IDdsmxHY/XhLHjNb6O4DG2173+O5\n0DXz/HQmyYvOTwB3BdbXaJ6fAMxstrsf2Ojf0939Q5k3ByvdPZi9epo8Py1w90GNtoX2mH0V2N/d\nNzf0tNG2F939gBTLyzoze93d997RbYWoye+eps/Nod2Po/ndAy32dsvzVwjMbDow0d3nmtlhwFfc\nfaKZnQeMd/f/SbnErInstfGLJI/RM4AJwDTgduA+d1+fZm250PhxamZL3L1fo23ve31V6Jo8P/0T\n+K27P5h5/P7S3Y9It8Lsien5CcDMLtzWJuCH7h70HtKForjlL5Es6mBm7RqGAO5+uZktAp4AQtud\n/MfAVDO7FngKuMvM7gM+TPJuckjmm9l3gVvcfSlA5rDDz5HsvRWaokaXr2myrX0+C8mDVWb2JaAb\nUG1m3yLZy+V4oCbVyrKvxMw6uvsGAHe/1cyqgClAl3RLy7qYnp8Aas1siLu/aWYHA5tSBajoAAAX\nO0lEQVQA3H2jmYX2Dm3jI4L+tJ1tIbgW+JeZXQE8ZGa/BO4BjgMqU60sN16wZAmoW9j6u3UgMBGY\nmVpVubFb5g8pA7qZmfnWvSlCux/H9LsHYICZ/Zqkt33MrMTdazPbSrZzu0LUyd3nArj7c2b2u8zl\nGzKvp0IS02vjWnd/AHjAzDqR7NV/OnCtmU1x989s/+YFZ4GZ/QzoCrxqZleT/K49nuSohlD1c/cH\nYcvjt1PaBWVZTM9PkByRcxWwuZltob2uKFgazubXP0j++H+k4Qp3v8XMlgK/Sa2qHHD3O81sBnAe\nMIzkvjYauN3dp6RaXPadBnyP5FC83TLXLQXuBz6dWlW5c62Zlbp7jbtvWSvZzIbS6L4diIkkh7nX\nAx8h2UtgCjCf5L4dkhuBw4HHG65w90csWYP156lVlQORPT9BsizHVDPbSJL1dEjW2QIeSLOwHLiv\n0fNT48PzhgKvpVhX1rn7b8zsJeDLbL0f70NymP9P0qwtR84GziF5c6U/yXBrIclrq5tSrCsXbiAZ\nBEAyjO4NLDOzcsIbvEfzuyfjO40uP0+yc0Z1prf3p1NSzrxpZhcD/wFOJXPftWRd4dD+Bo3ptbE1\nXMjsKXsncGfmUPCTU6sqd84EvgKsJvl7bzzJnsPzSXbECcleZnY/SY8HmFlnd1+X2Rbam0cxPT8B\nzADudfcXmm4ws3NTqEeaoWUNREREAmdmBvRqtEapiIhIzmTWI/0BMByYBVzh7u9lhnj7ufv0VAuU\nnWJm/+vuv0i7Dsk+++DJRF9w95rMEaH/4+7XplFXLsT2/GRm+wAr3X1ZM9v6Nhz9K+nScDbPLDkz\n+Mkke304sIRkjZ4QD6Vtlpn9yN0vTbuObMkMPT5F0s+/kewdfRLwKvC7hmUsYhBab2HLY3YA8B93\nn9fo+i+4+x9SKyyPAu/rI+4+v9H1QfbVzPYleV5q/Lvnfnd/JdXCciCTtT/wrLvXNLp+Qmi/a2N7\nTRHT4zam3sb0e9bMikn2AP9Ab4GbGi1xIAWkUV9PAfqhvgbDzIqAc0meox5y96cabbvI3UM8UkVE\nUqDhbB5l1oMbRrIO3qLM1QNIDtV73d2/kVZt+WRNTtJS6DJr4O1GsqbUGqADyWGWHwOWxtJXCLK3\nPwXGkBwK8nGSxfB/k9kW1Aketkd9LWxmNolkSY47eP/vntOBO9z9irRqyzYz+zrJ4YevABXAN9z9\nvsy2oHob22uKmB63MfU2s5bjkUTQVwAzux1YRbJcRePeTgR6uvtpadWWT2Y22d2/mHYd2aK+JkLr\nK4CZ3Qh0Bp4DzgIed/cLM9uCe47altB622To/qC7P91oW3BDd73JUBg0nM0jM3vN3Yc1c70Br3lY\nZxpes61NJAtwB7OWi2XOip1Zo6YK2N3dN2XeRZ/p4Z0xO6reAiM9ORt6D+AvwFx3/5aFd1Zl9TXA\nvkLyuwcY0XTPHTNrD8wJ7HfPi8DozGF4g0mOZvizu/8qtN7G9JoC4nrcxtTbmPoKYGZz3X2fbWxr\ntu+Fysy2dfZvA2a5+4B81pNL6muyicD6CmBms939wMzlYuA6knXAzwCmh/QcFVNvYxu6x5a3UAXz\nx3aB2GBmh7n7c02uPxTYkEZBObQKOLS59UvMbGEzX1/INgO4e62Z/dfdG86EvtnM6tItLSdi6m2x\nuzf0d5WZfRyYbGZ3Ed7Zd9XXMPsKyQnt+pGcvKKx3TPbQlLUsJSBu88zs2OBv5nZHjQ6iUkgYnpN\nAXE9bmPqbUx9heTkX58C7m5Y9srM2pEsj1WdamXZt4zk907j517P/Hu3Zm9RuNTXMPsKjZ6HMs9V\nXzSzHwGPkpzQLyQx9fawRkP33wLXmdk9JEP30F4vQnx5C5KGs/n1OeB6M+vK1kNeBpIcCv+5lGrK\nlT8BewDNLS79lzzXkmtVtvUMrRMarrTkzLubUqwrV2Lq7Ztmdoy7Pw7g7nXAOWb2E+CT6ZaWdepr\nmH0F+CbwHzN7neTs9gCDgKHAV1OrKjeqzKzC3SsBMnvQngj8AQjqKAbiek0BcT1uP0c8vY2pr5As\nJ3MlyR/GDUO7MpJBz+mpVZUbbwHHufuCphsCfNNXfSXIvgI8b03WrHf3S81sCXB9inXlQky9jWno\nDvHlLUha1iAFmaFdf5J3KRa5e1XKJUkOmFkXoIu7v5t2LbJzzKwTgLuvb2Zbf3dfnP+qZFfF2NfM\nHjyH0eh3D/DfzCAkGGY2ANjc3O9VMzuy8RpboYjlNUWkj9vgextjXxuYWS+Sv8WWp11LLpjZV4Bp\n7j6rmW1fa1hbODTqa5h9jUFMvTWzW4FbvclJNs3sXOB6dy9Jp7LciC1vodJwNmVmdom7X5J2Hfmg\nrOGKKa+yhimmrABm9kV3n5x2HfkQWdbY7sfR5FXWcFlgJ9qRhPoaLvVWRHKhXdoFCJ9Iu4A8UtZw\nxZRXWcMUU1aAL6ddQB7FlDW2+3FMeZU1XKPSLiBfzCyKN8oy1NdwqbcBiikrxJe3EGg4m76YFmBW\n1nDFlFdZwxRTVogrr7KGK6a8yhqumJa/imaohfoaMvU2TDFlhfjytnla1iBlZtau4ayeoVPWcJmZ\neSRPJpFljeZ+HFNWSNZmdfdFLX9l4Yssa2z342jyKquEwMweanzyXAmD+hqumHobU1aIL28h0HA2\nj8ysd+PF4c3sTJITtLwE3BDSwEdZw8wKYGanAI+7+0oz6wNcDYwEXga+HdIQJLKs1wB3h3jCpKZi\nygpgZj2BrwJLgJuAHwCjgVeAn7p79XZuXlBiygpgZmNJzmg/ENgMvA7c6O5vpFpYjsSS18yKgXOA\nU4B+gJPcp+8DbnL32hTLy6qYsrZE61gWLjMrAs4FBgAPNX59YWYXuftPUitOdol6KyL5omUN8uvh\nhgtmdhFwFvACMA64Jq2ickRZw8wKcLm7r8xc/i0wE/go8CBwc2pV5UZMWc8CfmVm883s52Y2Mu2C\nciimrAC3Al2AQ4CpQDlwJbAe+GN6ZeVENFnN7ArgbGA6UAu8BbwJ3GVmn0qztlyILO+fgQrgEuBj\nwAnAj4GDSO7jIYkpK2bWcxsfvUjyRyHAtQ5/DxwDrAB+nXkTuMGp6ZSUG2ZWZGZfMrPLzOzIJtsu\nSquuHIqmt9sT4GN2m0LMGuHjtiBpz9k8MrOZ7j4yc3kGcJS7rzWzEmCGux+QboXZo6xhZgUws7nu\nvk/m8gvufkijbZXuXpFeddkVWdaZ7j7SzPYGTs98FAG3A7e7+2upFphFMWWFrfdVMzNgkbv3b7ot\nxfKyKrKsLzb8fsnsffi4ux9pZmXAk+6+f7oVZldMeRv/7mlm22vuPizfNeVKTFkBzKwOmM/719X1\nzL/7u3v7VArLgcyRDM1uAma5+4B81pNLZjbb3Q/MXC4GrgN6A2cA0xv+TgiBmd0IdAaeI3mz+3F3\nvzCzbYa7H5xmfdkWWW9jesxGkxXie9wWKu05m1+dzGykmR0CFLn7WoDMIVt16ZaWdcoaZlaAx8zs\nUjPrlLl8Mmw53HR1uqVlXUxZHcDdX3f3y9x9BPBpoCPwr1Qry76YsgK0ywywBgKlZjYYILOnVjCD\ngIyYstY3+uOiH8kbDGSWbgjxhEox5a02s0+Z2ZbX6WbWzsxOA4JamoO4skKyx/ex7r5no4+93H1P\nYGnaxWXZMuB5kqPJGj6ez3zslmJdubDl94u7b84sT1EJPAqUplZVbhzm7p9x918Ch5P8rr3HzDoQ\n3nMxxNXbmB6zMWWF+B63Bak47QIi8w5bD3NfaWa7u/s7mT8aN6dYVy4oa5hZIVnP8YfA3My/v2Vm\na4F/kLwTF5KYsn7gF7O7zwZmA9/Pfzk5FVNWgJ8Br2YufwG4MdmxlP1IDh8OSUxZfwrMNLO5wL7A\n+QCWrI89K83CciSmvKeTLMdxnZk1DCh7kCzVcXpqVeVGTFkBfgmUAQua2fbzPNeSa28Bx7n7B7Ka\n2cIU6sml581sgrs/1HCFu19qZkuA61OsKxfeN6wEvmhmPyLMYSXE1duYHrMxZYX4HrcFScsatAGW\nLDTewd3XpV1LrilrWMysO1Ds7ivSriXXQs9qZqXuXpN2HfkQU9YGmecjc/fNmcPyKoDF7v5OyqVl\nXWRZewJ7AW+4+6q068m12PLClr2+rfGJR0MVU9YYmNlXgGnu/oE3T8zsa+7+mxTKkl1kZrcCtzYe\nVmauPxe43t1L0qlMdlVMj9mYsoIet4VCw9k8ywx4JgD92XpG2ikh/pGhrGFmhbjyKquyhiCmvMoa\nZlaIL29zzGycu/877TryIaasEF/eWKiv4VJvRSSbtOZsHpnZ2cAM4FiSBZm7AGOBFzLbgqGsYWaF\nuPIqq7KGIKa8yhpmVogv73bclHYBeRRTVogor5mNS7uGPFJfwxVcb81sXzObZGa/NrNfZS7vl3Zd\nuRBTVogvbyHSnrN5lFkn7fCme3hkTl7ybEhnpFXWMLNCXHmVVVlDEFNeZQ0zK8SV18zu39Ym4MPu\n3iWf9eRSTFkhvrzbYmYL3H1Q2nVki/qaCK2vEFdvzWwScAZwB7Aoc/UAkvW/73D3K9KqLdtiygrx\n5S1UOiFYfhmZs4Q3UU94Z8lT1jCzQlx5lVVZQxBTXmUNMyvElfco4Eyg6drYBhyW/3JyKqasEFHe\nFoZavfJZSx6or2H2FSLqLXAOMMLdaxtfaWbXAHOAkAZ4MWWF+PIWJA1n8+tyYIaZPQw0nAVwEDAO\nuCy1qnJDWcPMCnHlVVZlDUFMeZU1zKwQV97pwDp3f7zphswexCGJKSvElTemoZb6GmZfIa7e1gP9\ngPlNrt89sy0kMWWF+PIWJC1rkGeZw+/Gk5zMwkh2K5/i7tWpFpYDyhpmVogrr7IqawhiyqusYWaF\n+PKKFDIzexD4ubtPbWbbE+5+dAplyS5SX8NlZhOA3wKv8/43QYcCX3X3h9KqLdtiygrx5S1UGs6m\nzMxOdPcH0q4jH5Q1XDHlVdYwxZQV4sqrrOGKKa+yhiu2vLFQX8MVcm/NrB3JHtCN3wT9r7vXpVpY\nDsSUFeLLW4g0nE2Zmc1w94PTriMflDVcMeVV1jDFlBXiyqus4Yopr7KGK6a8IQ+1mlJfwxVZb7/o\n7pPTriMfYsoK8eUtBO3SLkCCO4nF9ihruGLKq6xhiikrxJVXWcMVU15lDVdMeS9Nu4A8Ul/DFVNv\nv5x2AXkUU1aIL2+bp+Fs+r6UdgF5pKzhiimvsoYppqwQV15lDVdMeZU1XDHljWmopb6GS70NU0xZ\nIb68bZ6Gs3lkZu3N7GwzOz7z788AZ5vZV8ysJOXyskpZw8wKceVVVmUNQUx5lTXMrBBXXmUNMyvE\nl7cZQQ611Ncw+wrqLfDxtAvIo5iyQnx52zytOZtHZnYbUAx0BlYBpcA9wHEkvZiYYnlZpaxhZoW4\n8iqrsoYgprzKGmZWiCuvsoaZFeLKa2btgdOBJe7+SGaodQTwCjDZ3WtTLTCL1Ncw+wpx9RbAzIYA\npwADgc3A68Dt7r461cJyIKasEF/eQqThbB6Z2Wx3P9DMioHFQD93rzMzA2a5+4Epl5g1yhpmVogr\nr7IqawhiyqusYWaFuPIqa5hZIa68MQ211Ncw+wrR9fbrJHtTPg58DKgEqkkGehe4+2PpVZddMWWF\n+PIWquK0C4hMu8y7jV1IfqF1B1YCHYDQDotQ1jCzQlx5lVVZQxBTXmUNMyvElVdZw8wKceU9YBtD\nrVuBWSnXlm3qa5h9hbh6ex5QkennNcC/3P1YM/s9cB8wMt3ysiqmrBBf3oKk4Wx+3QS8ChQBPwTu\nMrO3gA8Bd6RZWA4oa5hZIa68yqqsIYgpr7KGmRXiyqusYWaFuPLGNNRSX8PsK8TVW0jmQ3Uk/ewK\n4O4LLMz1dWPKCvHlLTha1iDPzKwfgLsvMbMewPHAAnd/Lt3Ksk9Zw8wKceVVVmUNQUx5lTXMrBBX\nXmUNMyvEk9fMvgV8jWSodTVwEtAw1Pqbu/84xfKyTn0Ns68QVW+/AZwDTAeOBq5095vNrA9wt7sf\nnWqBWRRTVogvb6HScLaNMLNSd69Ju458UNZwxZRXWcMUU1aIK6+yhiumvMoarhDzxjLU2h71NVyB\n9nYEsB/wkru/mnY9uRRTVogvbyHScLaNMLMF7j4o7TryQVnDFVNeZQ1TTFkhrrzKGq6Y8ipruGLK\nG+JQa1vU13Cpt2GKKSvEl7ct05qzeWRmF25rE8mZLoOhrMkmAssKceVV1mQTylrQYsqrrMkmAssK\nceVV1mQTgWWF+PJux8tAMEMt9XWLoPoK6m0jwfV2O2LKCvHlbbM0nM2vnwJXAZub2dYuz7XkmrIm\nQssKceVV1oSyFraY8iprIrSsEFdeZU2ElhUiyhvZUEt9DbOvoN5CgL2NKSvEl7dQaTibXzOAe939\nhaYbzOzcFOrJJWUlyKwQV15lRVkDEFNeZSXIrBBXXmUlyKwQV95ohlqorw1C6yuotw1C621MWSG+\nvAVJa87mkZntA6x092XNbOvr7ktTKCsnlHXLtqCyQlx5lXXLNmUtYDHlVdYt24LKCnHlVdYt24LK\nCnHlNbOnga9tY6i10N0HplBWTqivW7YF1VdQbxttC6q3MWWF+PIWKg1nRUREREREJGtiGmrFRH0N\nV0y9jSkrxJe3UGkX5jwys+5mdoWZvWpmKzIfr2Su65F2fdmkrGFmhbjyKquyhiCmvMoaZlaIK6+y\nhpkV4srr7nObGwRktgU1CFBft2wLqq+g3jbaFlRvY8oK8eUtVBrO5tedQDVwrLv3cvdewNjMdXel\nWln2KWuYWSGuvMqqrCGIKa+yhpkV4sqrrGFmhYjyxjTUQn0Nta+g3gbZ25iyQnx5C5WWNcgjM5vr\n7vvs6LZCpKwtbytUMeVV1pa3FaKYskJceZW15W2FKqa8ytrytkIVU14zmwI8Ctzi7lWZ68qBicDx\n7j4uzfqySX0Ns6+g3oba25iyQnx5C5X2nM2v+Wb2XTPr23CFmfU1s0nAwhTrygVlDTMrxJVXWZU1\nBDHlVdYws0JceZU1zKwQV97B7n5lwyAAwN2r3P1KYFCKdeWC+hpmX0G9DbW3MWWF+PIWJA1n8+s0\noBfwuJlVm9lK4DGgJ/DpNAvLAWUNMyvElVdZlTUEMeVV1jCzQlx5lTXMrBBX3piGWuprmH0F9TbU\n3saUFeLLW5C0rEGemdm+wABgurvXNLp+grs/lF5l2aesYWaFuPIqq7KGIKa8yhpmVogrr7KGmRXi\nyWtmZcD3gJOAvoADS4H7gSvdfWWK5WWd+hpmX0G9JcDexpQV4stbsNxdH3n6AL4OzAXuBeYBJzXa\nNiPt+pRVWZVXWZU1rKyx5VXWMLPGlldZw8waad59geOB0ibXT0i7NvVVfVVvo+9tNFljzFuIH6kX\nENMH8GLDgwEYDDwPfCPz75lp16esyqq8yqqsYWWNLa+yhpk1trzKGmbW2PIS0VBLfQ2zr+ptuL2N\nKWuMeQv1oxjJpyLPHArh7vPM7Fjgb2a2B2CpVpZ9yhpmVogrr7IqawhiyqusYWaFuPIqa5hZIa68\n5wGHuHuNmQ0myTnY3X9FeFnV1zD7CuptqL2NKSvEl7cg6YRg+VVlZhUN/8g80Z8I9AYOSK2q3FDW\nMLNCXHmVVVlDEFNeZQ0zK8SVV1nDzApx5X3fUAs4FviomV1DeMMA9TXMvoJ6G2pvY8oK8eUtSDoh\nWB6Z2QBgs7tXNbPtSHd/KoWyckJZt2wLKivElVdZt2xT1gIWU15l3bItqKwQV15l3bItqKwQV14z\nexS40N0rG11XDPwB+Ky7F6VWXJapr2H2FdTbUHsbU1aIL2+h0nBWREREREREsiamoVZM1NdwxdTb\nmLJCfHkLlYazIiIiIiIiIiIiIinQmrMiIiIiIiIiIiIiKdBwVkRERERERERERCQFGs6KiIiIiIiI\niIiIpEDDWREREREREREREZEU/H8xK+Lu2Ge1JgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x24a039ba278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#添加5日、30日均線\n",
"sma_5 = abstract.SMA(df,5) ## 5就是timeperiod\n",
"sma_30 = abstract.SMA(df,30)\n",
"fig = plt.figure(figsize=(24, 8))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"ax.set_xticks(range(0, len(df.index), 10))\n",
"ax.set_xticklabels(df.index[::10],rotation=90)\n",
"#mpf.candlestick2_ochl(ax, df['open'], df['close'], df['high'],\n",
"# df['low'], width=0.6, colorup='r', colordown='g', alpha=0.75);\n",
"mpf.candlestick2_ohlc(ax, df['open'],df['high'], df['low'],\n",
" df['close'], width=0.6, colorup='r', colordown='g', alpha=0.75); \n",
"\n",
"ax.plot(sma_5)\n",
"ax.plot(sma_30)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 新增副圖框"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x24a0565b4a8>]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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GVZQ3PI+84XnkZOfsON5h++y5Pcyiu+/9OcxIa87vz+1J0/R61fFx9klKUgKXDWzPf2et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"text/plain": [
"<matplotlib.figure.Figure at 0x24a03a694e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(24, 15))\n",
"\n",
"#用add_axes創建副圖框\n",
"ax = fig.add_axes([0,0.2,1,0.5]) ##左下角座標 (0,0.2),寬高 (1,0.5)\n",
"ax2 = fig.add_axes([0,0,1,0.2]) ##左下角座標 (0,0),寬高 (1,0.2)\n",
"\n",
"ax.set_xticks(range(0, len(df.index), 10))\n",
"ax.set_xticklabels(df.index[::10],rotation=90)\n",
"mpf.candlestick2_ohlc(ax, df['open'],df['high'], df['low'],\n",
" df['close'], width=0.6, colorup='r', colordown='g', alpha=0.75); \n",
"#plt.rcParams['font.sans-serif']=['Microsoft JhengHei'] \n",
"\n",
"#畫均線圖\n",
"sma_5 = abstract.SMA(df,5)\n",
"sma_30 = abstract.SMA(df,30)\n",
"ax.plot(sma_5, label='5_days_sma')\n",
"ax.plot(sma_30, label='30_days_sma')\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x24a057537f0>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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7PQAAAACVD8U6AAAAAMX2wuJtkqRqoSu1/6jFYcq5bO8N+k/vpnpm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\nnR6DthNk4aaJVZ5NX9FetuJ5fiojj7l/nuLetoG0D61+Z57K+664Ldenb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wMAACAASURB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kdqYOJrOZD+w5y/be2TTP09035pY78txMZjM3VtXn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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x24a03d69208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(24, 16))\n",
"\n",
"#用add_axes創建副圖框\n",
"ax = fig.add_axes([0,0.2,1,0.5]) ##左下角座標 (0,0.2),右上角座標 (1,0.5)\n",
"ax2 = fig.add_axes([0,0,1,0.2]) ##左下角座標 (0,0),右上角座標 (1,0.2)\n",
"ax2.set_xticks(range(0, len(df.index), 10))\n",
"ax2.set_xticklabels(df.index[::10],rotation=90)\n",
"\n",
"#使用mpl_finance套件\n",
"mpf.candlestick2_ohlc(ax, df['open'],df['high'], df['low'], df['close'], width=0.6, colorup='r', colordown='g', alpha=0.75); \n",
"mpf.volume_overlay(ax2, df['open'], df['close'], df['capacity'], colorup='r', colordown='g', width=0.5, alpha=0.8)\n",
"\n",
"#畫均線圖\n",
"sma_5 = abstract.SMA(df,5)\n",
"sma_30 = abstract.SMA(df,30)\n",
"ax.plot(sma_5, label='5_days_sma')\n",
"ax.plot(sma_30, label='30_days_sma')\n",
"ax.legend(fontsize='x-large')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 新增KD指標\n",
"* 注意:__import talib__ 與 __from talib import abstract__ 使用方式不同<br>\n",
" \n",
" >talib.STOCH(df['high'], df['low'], df['close']) <br> \n",
" >abstract.STOCH(df) <br>\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>slowk</th>\n",
" <th>slowd</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2018-05-02</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-03</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-04</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-07</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-08</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-09</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-10</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-11</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-14</th>\n",
" <td>85.541502</td>\n",
" <td>84.177469</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-15</th>\n",
" <td>70.565657</td>\n",
" <td>79.749890</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" slowk slowd\n",
"2018-05-02 NaN NaN\n",
"2018-05-03 NaN NaN\n",
"2018-05-04 NaN NaN\n",
"2018-05-07 NaN NaN\n",
"2018-05-08 NaN NaN\n",
"2018-05-09 NaN NaN\n",
"2018-05-10 NaN NaN\n",
"2018-05-11 NaN NaN\n",
"2018-05-14 85.541502 84.177469\n",
"2018-05-15 70.565657 79.749890"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"abstract.STOCH(df).head(10)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
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" <th></th>\n",
" <th>capacity</th>\n",
" <th>turnover</th>\n",
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" <th>low</th>\n",
" <th>close</th>\n",
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" <td>11445</td>\n",
" <td>NaN</td>\n",
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" <td>33507731</td>\n",
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" <td>221.0</td>\n",
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" <td>13229</td>\n",
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" <td>231.5</td>\n",
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" <td>229.5</td>\n",
" <td>0.0</td>\n",
" <td>11051</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-11</th>\n",
" <td>30693910</td>\n",
" <td>7138428530</td>\n",
" <td>232.0</td>\n",
" <td>234.0</td>\n",
" <td>230.5</td>\n",
" <td>233.0</td>\n",
" <td>3.5</td>\n",
" <td>11920</td>\n",
" <td>NaN</td>\n",
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" <td>23577637</td>\n",
" <td>5502726121</td>\n",
" <td>234.5</td>\n",
" <td>234.5</td>\n",
" <td>232.5</td>\n",
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" <td>0.0</td>\n",
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" <td>23771769</td>\n",
" <td>5493470187</td>\n",
" <td>233.5</td>\n",
" <td>234.0</td>\n",
" <td>229.5</td>\n",
" <td>230.5</td>\n",
" <td>-2.5</td>\n",
" <td>7810</td>\n",
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" <td>79.749890</td>\n",
" </tr>\n",
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],
"text/plain": [
" capacity turnover open high low close change \\\n",
"2018-05-02 38436942 8633492540 227.0 227.5 222.5 223.0 -4.0 \n",
"2018-05-03 33507731 7399813831 221.0 222.5 220.0 220.5 -2.5 \n",
"2018-05-04 28477722 6330594053 221.0 224.0 220.5 223.0 2.5 \n",
"2018-05-07 23751759 5309421525 225.0 225.5 221.5 223.5 0.5 \n",
"2018-05-08 40324763 9146327464 224.0 228.5 223.5 228.0 4.5 \n",
"2018-05-09 35597934 8188991070 228.5 232.0 228.5 229.5 1.5 \n",
"2018-05-10 27530377 6337230710 231.0 231.5 229.0 229.5 0.0 \n",
"2018-05-11 30693910 7138428530 232.0 234.0 230.5 233.0 3.5 \n",
"2018-05-14 23577637 5502726121 234.5 234.5 232.5 233.0 0.0 \n",
"2018-05-15 23771769 5493470187 233.5 234.0 229.5 230.5 -2.5 \n",
"\n",
" transaction K D \n",
"2018-05-02 11445 NaN NaN \n",
"2018-05-03 12287 NaN NaN \n",
"2018-05-04 8445 NaN NaN \n",
"2018-05-07 8951 NaN NaN \n",
"2018-05-08 13229 NaN NaN \n",
"2018-05-09 12616 NaN NaN \n",
"2018-05-10 11051 NaN NaN \n",
"2018-05-11 11920 NaN NaN \n",
"2018-05-14 7666 85.541502 84.177469 \n",
"2018-05-15 7810 70.565657 79.749890 "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#添加KD值進df裡\n",
"KD = abstract.STOCH(df)\n",
"KD.index=df['close'].index\n",
"df['K'] = KD['slowk']\n",
"df['D'] = KD['slowd']\n",
"df.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
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" <th>low</th>\n",
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" <td>227.0</td>\n",
" <td>227.5</td>\n",
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" <td>221.0</td>\n",
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" <th>2018-05-08</th>\n",
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" <td>9146327464</td>\n",
" <td>224.0</td>\n",
" <td>228.5</td>\n",
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" <td>231.5</td>\n",
" <td>229.0</td>\n",
" <td>229.5</td>\n",
" <td>0.0</td>\n",
" <td>11051</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05-11</th>\n",
" <td>30693910</td>\n",
" <td>7138428530</td>\n",
" <td>232.0</td>\n",
" <td>234.0</td>\n",
" <td>230.5</td>\n",
" <td>233.0</td>\n",
" <td>3.5</td>\n",
" <td>11920</td>\n",
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" <th>2018-05-14</th>\n",
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" <td>5502726121</td>\n",
" <td>234.5</td>\n",
" <td>234.5</td>\n",
" <td>232.5</td>\n",
" <td>233.0</td>\n",
" <td>0.0</td>\n",
" <td>7666</td>\n",
" <td>85.541502</td>\n",
" <td>84.177469</td>\n",
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" <th>2018-05-15</th>\n",
" <td>23771769</td>\n",
" <td>5493470187</td>\n",
" <td>233.5</td>\n",
" <td>234.0</td>\n",
" <td>229.5</td>\n",
" <td>230.5</td>\n",
" <td>-2.5</td>\n",
" <td>7810</td>\n",
" <td>70.565657</td>\n",
" <td>79.749890</td>\n",
" </tr>\n",
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"</table>\n",
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],
"text/plain": [
" capacity turnover open high low close change \\\n",
"2018-05-02 38436942 8633492540 227.0 227.5 222.5 223.0 -4.0 \n",
"2018-05-03 33507731 7399813831 221.0 222.5 220.0 220.5 -2.5 \n",
"2018-05-04 28477722 6330594053 221.0 224.0 220.5 223.0 2.5 \n",
"2018-05-07 23751759 5309421525 225.0 225.5 221.5 223.5 0.5 \n",
"2018-05-08 40324763 9146327464 224.0 228.5 223.5 228.0 4.5 \n",
"2018-05-09 35597934 8188991070 228.5 232.0 228.5 229.5 1.5 \n",
"2018-05-10 27530377 6337230710 231.0 231.5 229.0 229.5 0.0 \n",
"2018-05-11 30693910 7138428530 232.0 234.0 230.5 233.0 3.5 \n",
"2018-05-14 23577637 5502726121 234.5 234.5 232.5 233.0 0.0 \n",
"2018-05-15 23771769 5493470187 233.5 234.0 229.5 230.5 -2.5 \n",
"\n",
" transaction K D \n",
"2018-05-02 11445 0.000000 0.000000 \n",
"2018-05-03 12287 0.000000 0.000000 \n",
"2018-05-04 8445 0.000000 0.000000 \n",
"2018-05-07 8951 0.000000 0.000000 \n",
"2018-05-08 13229 0.000000 0.000000 \n",
"2018-05-09 12616 0.000000 0.000000 \n",
"2018-05-10 11051 0.000000 0.000000 \n",
"2018-05-11 11920 0.000000 0.000000 \n",
"2018-05-14 7666 85.541502 84.177469 \n",
"2018-05-15 7810 70.565657 79.749890 "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = df.fillna(0)\n",
"df.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x24a03a87cf8>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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FwpAiABkPm9e/zlKvfyNHzGeWmoUHWZbiclnlz7dEhVmRtWyxKIPm3NYUdczK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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x24a03a820f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['K'].plot(figsize=(24,8))\n",
"df['D'].plot(figsize=(24,8))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 完整程式碼"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x24a05a5beb8>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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MjfjyB+MxCi06KqB/50ac2KI2J93/OQ98PJ9HLjgqopkkSZIk6WCyWCdJkiSp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\n9lA7rvZT8zoMzmfUdcMB4qA78EHE5W1otPwM8OY/5rygPGNLeUUlVpWVh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7eBH+HvL3dGt+bt0AX2ncldL2j6Ra3tCgebtyypWSV6HL4o9bKZmzTXopQcpYL135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UazLtpMz/roHvWwvUArr+60uC1IPGVdcWYKsgyDk8usMC3JkFku4iA2kM5RF+XhoiX6Tojb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\nvfCSAfDZKVFT2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NE0MEVplo20ZBU7Qb9PvL9j4OZkEDkmk0RFtoaV6mJK94nbRbl1bU4X\nxY6UBUtJEM1971RU8uoUyrPtIhpBr4a4mJ1BN5plVpizPj/9kzMLriJP/zskZ8CrPhq1tRokHvF5\ncjMwWIR/Vlygk20aG+UIqSvOoM3pwu1dNg1ly4SM0g2drP7Vi120Dk5x17XV/OT9l9PwxVfzyN8c\n4J437eSN9cXUFWfwnXdfxuDELJ/81Qn8gcTO1+sN2mzoKuv6TopDpqN03dejfDGGza3zzy4EEC+j\naz4DQ+dQ0XFEKC72/tWK1leaJX5PPWNhZPYmE1RcZTTrlvHeHx/jY/cep2/Cwz++YQfPf+FG/vnW\nS6jNX7im7CjK4OFPXM1VNbn8w4On+dzvGpmZnYXfvBfuexfuzpf5gf+NnH/7U5g++BjseResIUfT\nwCBa1JdmMuryajfza28S19ITP1/xcz/ZPITdamZ/1bKGXP9JGO/UtMAEkXm0rSBdXdGuYLZA9bUi\nxzOBcmM7nC6KM21YLSrb6MHT4jYBVBmrpb4kkzm/zPkBFTXHYva8G2Yn4Fxkau8jLU7MJokra3IW\nfvj0f4jC+d73rnq9V9bk4PUFOL7c7sqeLdbY+JuEbTzAgi1rRe6y5vHMpBhEi1MLTFgYcAqbW9fz\nSoxWlNg8fnYAhy2Jy5dfsxfzzFchMAfXfT6i59xd6mBqxrdQMHvVR4Ui+tj3o7Di2NM54tZ3wRg8\nJXKqEoCUJDOlWTZ1u2mzBereBOf/DN7VWfdd7DT1i4Hh7Vo5V30nhPNKnA5DREqyxUxeerK6DWZq\nnigax1hZ1zHiwmFLUs8KBPC6xCDHGixI95QLxcrJ7vDqukNdMj/0vY43ml/g/MsrGzBzzfp49sII\nO4oy8Mz5OdISn9EmvWNC5V6tptJX6G+AzPKIsoOVHN0Qm14Q3+39DTAXPoIiGjQPTGk33cc6xHdi\n7taYrMUgcipz7ervn8VkVwct0xdy69qcLqpCLDCfErdRVNaVz9cQI1TX5W6B/J0hVph94zPIcvD5\nBs/AuYeF/aUtK2prNUg8EntnYXBRIM+KYlCyfY3NuqIMZFl8WYeQvwOGzq3p+dfC8a4xXlWdw2df\ns53rt+WTkRK6Md1bnsWX3ryTIy1OvvJY88IdM5PwyGc3dP0rRZnc023W9Z8UG/BVTsuthPJIm3Wg\naYXZNeLGbJIo0lMLHv+ZUL7tuGVF6yvOtCFJRCazL79SZOJNDazoNTYr3aNunrswwkeureHpz17P\nhw5U47CpH/wy7VZ+/L7L+eQNtdz/chcvfO12aPojrbvvZu/013Fd849s3ZnYVjcGm4/dpaLY0Khl\nS2ixwu53iOwaV+QFAlmWebJpmKtrc0m2mJfeeeb3IJlh+xt0n+OSkgxO907o523W3giTvQvWxwnA\nheFpavM1mvUDp8ThKqM4touKIbtKhMVpY2+YAlflAVHUORmZFeaRlmH2lGUu7IG6j4l8ias/JWwr\nV8n+qmzMJokXLoyE3nnFR0SR5uxDq37+jabD6SIn1Rq6d+x9GZATu1lXchlIJiO3LgJ8/gBPNA1x\nw/Z87byhsU545aeiSZ0TmRqoPvgdM59TmVUp9rEv/xhmwzTs4wxZlukacWtb6/l9MNSUUI4J1blp\ntKnZYELQCtMNLY/HdlGbhKaBKZLMkrotoN8nhnMS3AJTodiRom6DKUniWhHjZl3XqFvdalxh4JQY\nGljD77++1IHZJIUO8qjwm5e7eTj1diYseby28z+Z9UbudHSkZRivL8Dfv347GSkWHjsTn2f0C05x\nHdFX1kWeyZyTaiU92aKujCrbL/ZeipPSOjLr89PmdGk33ZVBbKNZF3dU5qbSPerRFypIknBq6X4R\n/HPIskz78DTVucvex+3PiEHK1Fz151kFYfewatS9GbpegMn++R8p/74s2y6GFK3phqrOwGjWGcQ/\ngVlx8UpJXVuzbmex+IJWnfIvqBPTWavI9FkrE+45Lgy72FsRfnLiHfvLufOKcr779AX+2NgnDgr3\nf0BMtz5415Jg1Ximb9yDSYKCdA1LqzmPaD4WxSawuywrgqmYnFqR06HVrBt1U5Jp0w9kPvcHqL8D\nknQaeipYLSYKM1LCK+sAKq4Wt4a6DoCnzg8D8PZ9pdqWR4swmyQ+c/NWntnxENfNPsU3pTu58+wV\n1BQ4+OSNteu9XAODFbOtMB271cyxdpVGhMKed0PAB433Rfy8LUPT9I57uH5b/tI75i0wrw07WXtg\nSx6TMz6OdYxqP6jmRnGbIFaY/oBM69A0W7SadYNnxGEwBoMmG0VZtg2HLYnTvWFy60wmuPRdIpNw\nvEv3oeNuL429E0stMJ/5CtiyYd8H1rTe9JQkdpU4eE6tWZdTIxqKHUfX9BobSbvTNT/BvoTul4Bg\nESNOyU9PxmoxaQ9LJaeJKeRuo1kXjpc7xxh3z3GzngXm0/8hmp8H7474ebfkp5GSZKKhe9Hn/cpP\niHzOk79cw4pjz5h7jqlZ34LV1HJGLwgXjQRSRlfnpdI27BI2pcupuFooowwrzFXRNDBJTV6a+tlu\nuAl8MzE7q643RQ6bdjZ6Tu2GZNbpRkv0BZs8a/j9260Wthemh82t6x33cLTVyev3baFn/z9QJ7XT\n8fj/RPw6j58dxGFL4srqHG7cUcDhc4P6Q2wbhGKnq5lZNzMBo20R/84lSaIi1z6v/l9CaXCIKAZW\nmK1D0/gDsk5eXbBZl2Oc8+ONypxUvP6AtlW6wpabxd/x67vwHP53LDOjVC3eF895oOvFqFpgQoTu\nXMvZeSsgi7pgEKVZVx3oEmfsK+6KSL1qsLkxmnUGcY/sFRuHpJS1NetKs2zYkszqvv75deD3xtyP\nHeBEt5jm2lMWWXjoPbfs5LKKLD772wbGHvhbaD0kJif7G+ClH63nUqNG3/gMhRkpWLQaW4NnQPav\nydpiJTjsSaSnWOjWa4aZzCKDSKNZ1zka5lDR8GvxHlullVdpli18Zh0IO5akVKNZF+Tp5iHKsm36\nlh6LkWX48xcobf8tY5d9iofS34Fzepb/eNvuUHWRgUEcYLWYuKIqmyOtOqq5/B2iYH/85xHbTT7Z\nJDI5rt++LLdnoBHG2sVkYBiu3ZpHssXE42cGtR+UWSamWVsTo1nXO+Zh1hdgS77KniTgF7aDCVTo\nXQ2SJM1nJYZl9zsBGU7+Svdhz7aOIMtwYGtw4rXvhFCDXPlxsEZ4/dbhypocTnaP45r1hd5ZeUB8\nZwbir3gWCZ0jGgqEnmPis5+iMU0eB5hMEmVZNv2p5LLLofeVhP37xIpDZwexmk0c3KqRtTZ8Hhp+\nKbIaHSURP6/FbGJnsYPGnkUF7bL9otj6wrcTZlAQoDOo8KjQysGatzFOIGVdXhqeOT8DkyqNFpNZ\nfFeffyzhVJDxgK51Xt8JcRujs+p6U5SZQv+4Rz3/OKcWxrtjZlk45w/QO+7RV9b1nYC0QsgoWtNr\n7S3P4v+x96aBbZVn+vfvSLJlyYtsybtlO16SOIudhSSQDcKasJRSWmiBQjtt6TKlC22n087M25lO\nO9OWt/vGdNppgW5A6QKUsARIIBuB7I4dO97ifd9tybYsnf+HR3Ic+xx5k2TZPr8vavGxzpNEy/Pc\n931d1+n6Hr/Knb+caECW4a4r7ORfez9vy2uwn/qeGMSdgvGKZ4Nex+41KXQ7XP6H2OaJ6vYB4qIM\n2KIjlS9oPiseZ9AgXWaLnpxZByIT1JobkkEcn6uW6nu5owJiUkQ0jkZY4cusnDK3bvODcO+fIHkV\n5kPf4qjxM9xc9Q2hwAWv6m44oBaYgLDqNUXMTFmXtBKSVl1mhVnf5SDSoMN28kfizLP10wFdp8bC\nRGvWaYQ9ksv74RfhZ8M2neeRJDKtJuWGTPJq8dgW+ty6U3U96CQommazLtKg49H7NvLRiFdIKHmc\n4c2fhvf9BvKug9e/sSDsD5t6nFPk1XkPQCGcVsyymqf+ok1bJzaqCgWj+i4/GRiyDCefEHZOs8zB\nsCeYaZxOs04fIYooWrOO4VE3R6o62bUiGWm6KpfXvwHHHoUrP0XCbf/Jcw9t59UvXMP6ab4/NTTm\ng+35iVS3D/qfPNx4P7Sfh8aT03rO18vaKEiNJc0y4bO69FmvBebUdr7RRgNXr0ji5ZIW5QKQj7zr\nofawmHwMcyraxKE/P0VBWddVIyzHFkje0VxYm2GhvKWfIdcUhfqEbHE4Pv17v82WgxXtxEUZKPJa\nbPLmdyHKAls+HpD1bsuzMeqROV6rYHeVvR2cXeL9scBwjogifc7E5oPHI5R1YWyB6SPLaqZWafLe\nh30LDPcJJYuGIrIs80ppC9vzbcQYDcoXHfhvMJhgx8Mzfv4iu4WSpr7L1SDbHhJZP2UvzG7R88BY\nvrTafr21BHSGBWWHlucdRlMcRgUx0DnqhIqXQ7iqhU+vw0Vz7xAFaSrDDs2nhVWZdXp2suFOusXE\n4IibviGFgRZrHiCLQa0Q0NQjbO9Um+pwKS5jjmzIimdgeJTKNuVmtscj86cTDWzLs5FpNWOMMPBq\nzhcxugfwvPaNKZ//xATF89XTGWKbJ6rbB8lLjlE/M/sGlqdpgwmi2dLQ7VBWEtq3iGZdkDOry1v6\nidTrlB0IQCiyFtBn/lLCp45TVGeOR6eDFTfB/X/lxauf5Wn3NaTU74X/2QG/uRXeelScXbO3BXyN\nmVYTlW0D/s+5E1n9blGr6xefA3WdDnbEtSOV/FWcezRVnQZas05jASC5HAwRGZDwZnuCWVmmnLhC\nfIDPQ7PuZF03K1Ji1Q/XCiQ3H+CL8mO84tnEJ1rehVsGbvkujA7Dy/8avMUGiKZeJ2l+m3WnwZwI\nFnvI1pSp9toYT9o6cA0Km5xx9A+56BocUVfWNbwjioAbPzSH9Zlo7nXimo5tRvZ2aCuZ1sTfYuad\nmm4cI252rVSZMp/Im9+Fg98T/057vgWShDnS4N+7X0MjDPBZBx7yp65bc6co1J767ZTP1zfk4nht\nN9cVKFhglvwNlu2AaNu01rZ7TSrNvUP+VVj5Nwg7qQUwZFDhLegoZta1eic4F7myDqAow8KoR1bO\nAZ7IhvuhpxZqJ1tNutwenj3dyMslLWzLSxSK+5ZzUPZ3uPJTAVOFbcq2EqGXOFKl8B5ZtkM8Xjwc\nkHuFktouUaCfVITqKIfh3ktWU2FMti2a+i6HeqHD13DUcutUKW/tp77LyY2rU5UvaD4jrBC3/qNQ\nNMyQdfZ4nC43leOz0Qpug/hsOPrTWa469NR5C36q+/XWEnEmNKjY9Ichvj1qdYeKci5rq1AgaVaY\nM6KsRcRmqFrnNXmzuwJQnwgHfJnrikNfvnzLEDkQ+QrzqtmSwwMi5zgAeYEbs0QMiVpu3bGaLuq6\nHNy16VJNYt3GbTwxehPSid9csuNUYUzxnG+F0mcxuwe4ekUSr0w1xDYPVHco5HyNp/kMxGXM6DvE\nnmDCI6Os/M3cAoNtYugjiJS19JOXrGJnK8tasy6MSY41EhWhU1ZnqnBmOJX/lD+K/PB5uPEbwob/\nwktiaD4IThPb8hI5Wt3J5548zYCSe4cSY1aYzwFikOjj/FmIU7Y+FPA1aixMFsfuQmNRoxt1MMTM\nMr7UyEww0ditYPEQESU2oq2hbdZ5PDKn63umlVc3RvNZeOYjSKlFdO/+GQcquvj+vnKx/h0Pw7ln\noGp/8BY9RzwemeaeIdLj/fyb+qblQpj5k2UzU9/tVM588OGbJJtghTk2qat2qDj5uLCmXHvnrNdn\nTzDjkaG5ZxoWJL6pobq3Zn2/xcD+8jYiDTq25k2jqfDWo0JVV3g33PaDRZ03pbH4WJESQ1KskUMV\nfpp1UXHicHDuzzDifzDh4IUO3B6Zayc261pLxLDCmjumvbYbViWj10m8VOJH9Z29DfTGBWGFWdE6\nQEqckbioiMk/bDknBn+SCkK/sBBTaBcKuLNT5daBKOob44RVt3f/1T/k4lcHq7nmkf187snTWKMj\n+fS13ryQg9+DyBiR2RAgTJF6NmQmcFQpty4hGyyZcPFgwO4XKnwFjGUTFQg+tVOALX+CQabVTP/w\nKD0Oldxoay6Ybd4MPg0l9nlVGjesSla+4PX/EkrVWRaBxt7v43PrdHq46h+FvdQ0FdvzTW2Xg5Q4\nI1ERKrbmrSULygITICXOSHSkSswDXLLCrNgHw9MYrtAARIEfYFWqQnHX7RL2aovEAhMYc7xp7vXX\nrAtNbl3dVHa1LcWAHBAHnmybGWt0JKdUmnV/Ol5PrNHAnjWX7DZ3rUziZ9zFoCEe9v6TqmuALMvs\nO9/KztxYYp7/ODz9ADxxO7fmR9HUO0TxdPZPIWJgeJTWvmH1vDoQ9ZkZqOrg0utK0R0o80rx2BDc\n73a/draD7TDUozXrwhSdTlK3UlWhun2AbFs0+ugE2P5Z+NxpYZH57uAMFn1lTwFfumkFfz/bxO0/\nOTQ26OGX5FWQuBJKn0WWZQxdF9jieAO2PDjtYViNxY/WrNMIewyjDoZ1AWrWeQsCvU6FgkDy6pAr\n66raB+gfGp12Xh19zfCH9wtP7Xue5P3bC7hnSyY/21/FkcoO0axLyIG9XxIquzCkY3CYEbeHDDVl\nncsJbedDHtidmWBiZNRD+4Cfv7eklaKg3Hz5FJ1vUlcxsH6oD879BQrfC8bZ5y7aE8TfV4O/XD0f\nGVeAPhLqwl+lEkwOlLdxZY4Vc+QUqtUTj8NLXxEF5TseFYUNDY0FhCRJ7MhP5HBlh/+Bgw0fFHZy\n3kk+NfaXt2ExRUz+bir9G0i6aVlg+og3R3JVrpWXz/mZIo40i4ZdVfg36yrb+pXz6uCSKiMiMHuW\ncCYj3kSCOYLi8TlWakSaYfNHofRvOJ76GP//30+x7Vuv880XzpNlM/PrD29i38PXiIZA+wWhANny\nYMBtYLbm2TjX2Ku8B1y2Q1ixhtmk+1TUdHiHhRIn7D+Kn4HMq0QmZJjjUzmpWpFLEtg3a8o6P+w7\n38r6zHiS4xQ+expOCAvE7Z+bdSZPji2aWKOBMxPf7+vvEfvN4mdm9byhpq7TQbZVpRjt7IHe+gXX\nrJMkiZykaKra/WTSrXmPUK9f0Kwwp0tZSz8WUwQpcQoqy/YykX8UAGVXuJDutTxvUhoKjbJAdHLI\nmnW1nQ6MBh3JsSoK1wDmBUqSxIbMeE7WTd7L9A+52HuumXetT8cUeelsGG00sD4/mx9xn/heOvuU\n4nNXtg3Q2dnBNwe/LvbPGz8Ebee57exDWHROXvY3xBZiarzN/jy1Zt3wgMh2m2F9JsNbv2hSagIn\nrxJWskEcLu5xjNDSN+Qnr+6CeExcHrQ1aMyNZbboqTPrxlHTMUjueLcJnV5YZCatDMLqREPxoeuW\n8/uPXUX/8Ch3/OwwTx+vn/oXV78bag/T297IRzzP4NYZYdtngrJGjYWJ1qzTCHv0bicjAWrW+Roe\n9V1KG4bVQoY/Mv0vg7lyyrsxnJaybmQQ/vh+UWi996mxQOX/uH0NMUYDLxQ3iwLhrd8Vm+nDPw7m\n0meN7xCQPjEHyUdrCcjukE8r2r3FIr9WmPoIcYhXUdYpZtad+7PIMJqDBSZcagQ2TCe3LiIKMjYt\nCEu5YFHf5aCqfZBdK1WmzH20lsDznxM2fO/7Neinb0eroRFO7MhPpHNwZGwaXJHs7UKlcup3qpd4\nPDIHytu5ekWSsCT04bPAzN4+Yxu1PWtSqe4YVM0EASD/elEA622Y0XOHElmWqWwbULbABGg9t+AK\nvbNFkiQK7fEUN05jghSo3/BP7E36GOayZ9j99kd4dy4899B2nvz4Vq4rSEGn86qZD34PIkxBsYHZ\nlmfDI8PbNQoW0dnbwdG54HLRajsHsUVHXq70bC0R1tuF75u/hc2AKZt1IJp1HReWvL23Ek09Ts42\n9HLTmhTlC84/J3LYNj8463vodBKFdstkJUiUReyfSv/mN5MyXKjtGlTPl/YNbC5AG+PcxBh1ZR0I\nBUtsmmaFOQPKWvooSI1Vzu/yWR+GeLA0mCTFGjHoJGVlHYAtP2Q2mLVdDrKs5kv7gok0nxav51gV\n298ZsiErnsq2gUmDPH8/28yQy8PdmyYPvexek8qvBq7CkbwB9n1NDOdO4ODpUp6M/CapPSfhPf8L\nt/8Y7n4CQ1sxf4r+Lm+eC00G4HTwNftVox9azyHUjDNU1ln8KOt0elHvmTAEHUh8ZyJVO9uxZp2m\nrAtXshPN1HeJHMupcHtkajsd5PhTiAaJrXk29n52JxuzEvjyM2f54tNncIz4scVccwfIHlxvfJ93\n6Y7SsPw+iE4M3YI1wh6tWacR9kS4nYzoVA5WM8Se4Gt4KBQEUlYDMrSFrlBzqr4biymCHH8BygAe\nN/z5QWH78L5fQ2rh2I+MBj1bjGvd9AAAIABJREFUcqyXrJ3yb4DVd8DB70JX+GwCfTR7vfDT1ZR1\nvmm5EB+AplUsArFJbT5z2fR9bZeDBHOEsi3aySdEIzjjijmtL9UShU6C+uko60CoVJpOi0m4JciB\nC+0AU+fVnXhMTIXf+csFlVGioTGR7flig3/YX26dJMH6+4TdX1e14iXnmnrpGBjm2onvnbbz0Fkx\nIwtMH74cpZfO+ZkizrtePFa9PuPnDxXNvUMMjrhZnqJQzHB2C1VG6sIr9M6Wwow4LrT2M+Ry+71O\nlmU++fuTfLHlRv6Y9x3WGlv5ZttDFHnKL7+wqxqK/wSbPhKUA+v6rHiMBp1Kbt128Xhxcq5eOFPT\nMTg5r674GWHHunrm79X5INMq9oN+919juXXHQ7CihcXe4mYAbl6bpnxB9X7R7JxjVkuRPZ7zzX0M\nj054v6+5E/oaw175OORy09o3rG5Z31oiHhfgwEVeUgxNvU71z2KdTnweVOxTbCpoXI7HI3PBn3Ve\n0ymhCLLmhnZhQUSvk0iJi1KPW7DlhVBZN6hugQni7z+AdQJfbt3p+svVdU8fr2d5cgzrvDbA47lh\ndQqSpOMvqZ8TVopvfOfyC7qqufnYh8jXNSPd8ySse7/47ytvhrseI3/0Av9f779T3dgasD/HXKhu\nH0AnCVtQRcYa1DNr1pki9diiI2lUe12lFonPXvc0s75miC9XuUDJzhaEWjAiWmTxaYQlObZoRtwe\n5TzNCTR2Oxlxey5X1oWQpFgjv/3olXzu+uX85VQD7/7pYSrbVIZok1eDbTlJJf/HMJGMXqVl1Wlc\njtas0wh7IjxDuAJogwkqDQ/fJGVrcUDuNR1O1vawIStefXLMx/7/gvIXYM+3YcXuST/elmejumPw\n0jTcnm+JKdq9/xR2lk6NY806lX/TptNgTgSLXfnnQcJny6mouhxP2joY6oWe2rH/VN/lIEvpUNFS\nDE0nhapujhloEXodaRbT9JR1IJp1sjvsiyfB4o3yNjKtJv+bNZdTWJesvj3gdmsaGqEm1RLF8uQY\nDvpr1gGsv1dYWZ76veKP95e1I0lwzYoJzbrSvwHSjCwwx69tQ1Y8L5f6adYlr4LY9LDOravwKgMV\nbTDHCr2Fk3+2SCnMiMftkTnf7L/4+3pZGyVNfXz93Wu45/5PonvwNYiMhsduFQMtPg79QOxdgmQD\nYzTo2bzMqpJblyOKNQusWVfb6bg8r06WhaI/d9eMFbDzhTnSQGKM0b+zQfpG8bm1RPc0/njxXAur\n0uLIUdrvDHaKrOvca+d8nyK7BZdbpqx5QuFp5R4wRAnL9zDGrwsGCOWIKUEodhYYuUnRyLJo3quy\n9k5h3Vj+YugWtkBp6HYyOOKmIE2lwO/LVtctrlJamiVq7Jw+CVs+DLaJM3AQkWWZui6HetNouF80\nWAJoQVqUGY9O4rLcusq2fk7V9XD3pkxFdaU1OpItOVaeqLXCxgfg2P9cGvhuPoP7VzdhdPfz3Lpf\nwPIbL//lVe+i5+ZH2ShVYPzTPVPmSIeCqo5B7AlmjAaVKIjmMxCTMubsNBPS403qr6vUQmHR2xUc\n1aZfO1sQyrrE/EX3Xl5M+AbSpmOFWd0xhUI0BOh1Eg/fuIInPrKFrsER3vWTw/z1lIJrjCQJK0zg\nd+4bSE/PCvFKNcId7VNJI+yJ9AzhNqiosGaIxRRBbJRBuSETny2m5FpC06zrH3Jxoa2fDZlTWGCO\njsDbvxR5A1d+QvGSrXkiiHSsABWXDtf+C1Tug/PPB3LZc6apZwhzpB6LSUGFBpcOQHNsbs2UqAg9\nKXHGqZVrvomycVaYtZ2OMWXeZZx8QmTcFd0dkDVmJJiml1kHYgpd0i9JK8whl5vDlZ1cuzJZ2b7G\nR+lz4tC58YHQLU5DI4hsz0/k7ZrOycqH8cSlCwX26T8I1fYEXi9vY509HlvMhINt6bPCKjBWxWpt\nCnavSeVcY596QV6SIP86oQIJ0oTtXKloFUVqRRtMX7NuCSnrirzT5pOs8cYhyzI/fq0Ce4KJ92zw\nTi4nr4IHXxc5cc99RgwWdVXD6T+Kz+MAWVspsTXPRllLP50T82klSby+F1BunXPETUvfEMvGFzUb\njothogVigekjy2qittPP/sYYIxRP9VqzbjzNvU5O1HZza6HKe6bmDUCGvMA06wDOTny/G2NFMbr0\nb4rfKeGC7/WluF8H8Rmesjbk549AkOu1/PJrhZmxCeLsmhXmNChrEQMoitZ5bhe0nJuxwmghkBZv\norlXTVmXLx6DbIXZ3j/MkMuj/j5tKQbkgMZlxBgNrEiJvSy37k/HGzDoJO7YoK642r0mlQutA9Ru\n+BJExsCLX4bqN+A3tzLk0XPXyL9TtPV6xd+1bnk/P4z7Iqk9p+CPHxADpPNIdfvg2OeIIs1nZv2a\nz4g3qauifG5RQaq/lbf0sVLNzhZETrJmgRnW+AbSLvobRvHiG1hRHF4KMTuXJ7H3czsptFt4+Kkz\nfPUvZyer36/4MGct1/JU5J1EG7UoFo3L0Zp1GmFPlOzEbQiMDSZAZoJZuSGj04kiW8u5gN3LH2fq\ne5Fl4ZPul4sHRU5d0ftVL1mVGke8OYIj46fFt3xCTPi/9JWwskJs6nGSHm9S3jS5nMJqbZ4yALKs\n5qltMJNXi8l/rx2Ey+2hscc52VYnCKqtzATz1Mo/H8ZYSCtaks26dy524XS5p7bAPPmEUFNk7wjN\nwjQ0gszO5YkMuTycqO32f+GGD0J/E1Ttv+w/dwwMc7ahh+sKJmQ9tpWJLK9ZWGD62L1GFJNfKfVj\n+ZN3vWigN52c9X2CSWXbALboSKzRkZN/2FIMZpuYPF4ipFmisEVHcrZBvVn3ZkUHZxp6+cdd+USM\nz0A0W+G+Z0Q23dv/C7+4Rvz3HZ8P6pp9w01vVStkny3bIeysfBkmYY5vyvgyG8xzz4ghoYLb5mlV\nsyPbFj31/su+BRpPhHVDKNT4rIVvLvRjgWm0CGXiHMmIN4n3+wSrOEBYYQ60hvWe0/f6UrTX83ig\ntXRBWmDCpcKkL3dKEZ1OfIdXvSbUSRqqjOVcpSg069rOC4ViAJVd4UJ6fBQtvUN4lLKhQtSs89Vo\n/DbVIeDZkhuyEjhd143HI+Nye/jzyUauK0gmKVY9IuEm7772xWoXXPdvYjjit3eAxc7XEn/ASEK+\n8mvIi2njB/jSyCeQa96EJ+8Dl0qjNMh4PDI1HQPkJqqokVxOcQaYZbMuPd5EY7cTWWkQKmmliKNo\nOTur5/aHLMtcaB1Qt7MdcUBvndasC3NS4oyYIvTUdEw9sF7dPkhslAGb0jltHkiJi+IPH7uSf9yV\nxx/fruc9Pz9C9fjv6fhMvhP7FWJtC0/RrxF8tGadRtgTJQ/hCZCyDkQ2hqqVYMpasQkMQUj6qbpu\nER80VbOu/EWIMAtLIxV0OomtuTaOVnVe2gjpDXDb90WOxIFvBWzdc6Wp16meV9daIqwbAzgtNxMy\nE8w0TFUsioiCpFVCtdjbQHPPEG6PPPlQEQTVlj3BRGv/kH/VzHiyt4sp+3na/M8XB8rbiTTo2Jrr\nJ/OooxJqD4l/H836QmORcGWuDYNO4lDFFFaYK24WjaVTT1z2n98ob0eW4dqVE5p1pc8CEqyauQWm\nj5zEaApSY3nZX25d7i5hdRemVpgVbQPKqjoQFmoLVJUxWyRJotBu4ZyKss6nqku3RPHeKxSm0/UG\n2P1fcMf/wOiw+DwOsgV2UYaFGKOBo9VKuXXewY0FYoVZ62vW+ZoPHrewIlxx05zzyUJNptVMc6+T\nkVE/++/MK2FkQBTLNQCRV7cyJZY8JcsnWYaqA5CzU7zX5ojv/a7YnF+xW5xVSsLXCrOuc5BYo4EE\ns4KzR89FcA0u2GadOdJAuiXq8iKgErnXgnvkUj64hiLlLf1kWc3KSodmb3bXYmzWWUyMuD10Do5M\n/qE1B5CCnlvna6r7skwn0V4unJDi0gN6341Z8fQNjVLdMciB8nY6Boa5a1Om39/JiDdRmGERQxNX\n/IP4jsrejuODz/P8RYkbVqX4dXjZvSaFv3p2cnTNv4sm+m/vgFe/Dge/L1yVzjwJZS9AzZvQeDJo\neZPNfUMMuTzqyjpffWaWw9QZCSacLjc9DtfkH+ojhNtCc+CbdQ3dTgaGR5UVsnDptZy4POD31ggc\nkiSRbTOP7Xn9UdMxSG5SjH9npRBj0Ov48p4CfvPhzTT3Orn9p4f5+9mmsZ/Xdak4dGksebQKpUZY\n4/HImBjGExE4KXNmgpmGbofydE9qIYz0i0NbkDlZ101+UgxxUSp2kCAO2uUvQt51EOG/Ybktz0Zj\nj/PyyeTMLaL49daj0KvglTwPNPUMkaGaV+c9PM6Tss5uNdPcN41m2OaPiGLRj9YT8eLD2KW2yRkY\nQVBt2RNMyDLq4d8Tyd4mpj/DVKUSLA6Ut3FljhVTpIrvPsCp3wqb0PX3hm5hGhpBJsZoYENWPIen\nyq0zRAq1dtlekWnkZX95G0mxRtakTyj0l/4NsrbO2Z7wpjWpvFPbRXv/sPIFZqtQgFSFX7NOlmUq\nWvtZnqJQFHePiu+E1KWTV+ejMMPChdZ+nCOTvzePVnVyorabT+7KU89BAVh/D3zhPNz8SBBXKjDo\ndWzJsV7uRODDmivyqhZIs843Zbws0bv/qHlTZAqtXVgWmCBUFB4ZdassgMzN4lHLrQOgtW+I47Xd\n3KKmquuqFqqB3F0Bu2eRPZ6Ktn4cIxOsiiOjYcUeMagWpjbGtV0Osmxm5SLemFpnYTbrQGT0VE9l\nE5bhVVg2vBP8BS1gylr61NU4TafAGCfOeIuMNIs4nzf3KnwOG4wQnxX0Zp3PQcaeoFK87iiHpBUB\nH4zakCViSU7WdfP08XoSY4xTO7QAe9amcrq+h5aBUfiHl+DDf+fNejcjox5uXO3faSE/OZbcpGh+\n1rsVbv+JyOI7/CN47euw90vw10/Ak/fC4++CX14Lj98WFJtuX5NftVk3Vp+ZrQ2meF35za1rKQ74\nn82nkC1IVRle8rkoaMq6sCcnMZqa6TbrwsACU4lrC5LZ+9mdrEiJ4aE/nOJrz57DMTJKU8+Q1qzT\nUERr1mmENU6XGxPDYlozQNgTTAy5PLRPzCuBS1kzQbbClGWZU/U9bMyaIq+u+Qz0NcDKW6Z8zq15\nQkV0dGIBasfDYhqq+JnZLjdgDLncdAwMk2ZRaTw2nQZzYtAn69XIspqRZdFQ9Mumj8BnT8HGB0iu\n+jMHIr9A0fGvCrUWBE215Tu4qCpDJ5K1VTzWHg7YGsKd+i4HVe2D7JqoDBqP2yXyulbsCWo2kobG\nfLA9P5Gzjb30OBQmo8ez4X7wuKD4aQBG3R7evNDOrhVJ6HTjiiDtF6CtdCwEey7sWZOKLMOr5/1Y\nYeZfL6zuHAo2hfNIe/8wfUOjLE9WKOB1VcHoUMBtmRYChRkWPDKUNk+e+P7RaxUkxxq5e4rpdACi\nbQFR/0yHrbk2qtsHae2b8F2/wHLrLnYMkhgTSaxv6OvcM0JxsGL3/C5sFvgKFX6tMBNyxB6xXms0\nALxc0oIswy1qeXVVr4vHvOsCds91dvF+L2lSUHisvRMcHXDxzYDdL5DUdTrInjhY56O1BJCEc8YC\nJTcpmur2QeVhVB9mK9iWC9cNDUWGXG5qOgb9NOtOi6bFInTl8DnfqJ6DbfkhaNY5SI41EhWhMuDT\nfgESVwb8vrmJ0cRFGdhX2sr+sjbeuzHjcutuFXavEQ25faUtY6+JfaWtWEwRbF42dQzG7jWpvFXd\nRU/BB+DLVfC1TvjXFvhSBXzmJHz8DfjQ32H750VdqO6tuf1BFfBlXSoqtEHc12SddX0mI1587qo3\n64rEd0e/H+eNWVDuL3sSRHNU0oE1L6D31Qg82bZo6rscjLrV3RecI24ae5xhkVenRnq8iac+sZUH\nd+bwxNFabvvxIWWHLg0NtGadRpjjcDqJkNxIkQFU1ln9NDySV4sv7SCF3Pqo6Rikx+GaOq+ufK9Y\nzzQKL3lJ0STFGidPi1tzwb4Zzj49hxUHhhZvaLWqDWbzaWGBOU/S9cwEsa76qawwQUwX3vZ9fr7u\nL/zWsxvThefgZ5vhmY/CG98JimrLZwmimLmohNkqXtNhnCESaA6UtwFwrb9pyAsvCfVBAC1KNTTC\nhZ3LE5FlhcGNiaSsFiq2k78FWeZkXQ99Q6NcOzGvrvRZ8bj69jmvbVVaLJlWEy+X+DmQ510Psgeq\nD8z5foGksk1MHi9XssFs9Q74pC69Zl2RXexjihsuz7E6Vt3JsZouPnFNnnrRbZ7w5dYpvkeW7RDZ\nW0HO5QkEFzsHL+VvjQ5D6fNQcOuUTgzhyLSadZIkHCM0ZR0AL5xtZnlyDMvVMpGqD4AlS5wDAkSh\n3QLAGaXcuvwbRbP4XPhZYbo9MvXdDrKsajZv58CWB5ELt2CWmxjNwPCounLdh32zUNYtgIGE+aCy\nbQCPDAVpCmqc0RHR2J2nuIZg41PWqSqcbfniuzGIrx2/lnBDvTDQIpR1AUank9iQlcC+0lZGPTJ3\nbZpeY8qnjnu5RAyhuT0yr5e1cu3KpGk2+1Jxe2ReOy/Or0iS+A6PSRafSenrhZXxNV8W+aPv/HLW\nf0Y1qtsHiI7Uk6yWz9d8Zk71mXSfsk5t2NjnShHg+ltZSz/2BBMxSna2IJR18dki4kQjrMlJNONy\nyzT3qg/U+3KcVRWiYUKEXse/3rqaXz6wiQ6veMSuZvursaTRmnUaYc3woJiICUazTrEhE2ESE4et\nwVXWnaoTh9yN2VMo68r3Cv/zaD/ZW14kSWJbno0j43PrfBTeDW0ll2xe5gnf5j9dyQbT5RQ2YvNk\ngQmMWVn6LRZNoHQgmt/GfxLp82dh22eEbWnx07Dy5oCrtlLjotDrJA5VdlDc0KtoOzaJ7G1Q/3bY\n2hIFmgPl7WRZzf6nqk4+AbHpkH9D6BamoREiiuzxxBgNHJzKChNgwwfFd0PTKfaXt2HQSezIiYW2\nMmFndvB7cPJx8T0UgHwQSZLYsyaVw5Ud9A0pZFcAZFwBUZaws8Ks8DbrFDPrWs6BzrAkrXRS4owk\nxhg5OyG37ievV5IYE8m9W7LmaWXqrE6Lw2KK4EiVv9y6g6Fd1AyRZZmajsFLeXWVr8JwLxTeNb8L\nmyXJsUYiDbqph6Xsm4WyI8yUt6GmvX+Yty92cbOaBaZ7VNii5u0K6ABccmwUaZYo5dy6iCgouAXO\nPy+aGmFEc68Tl9vP9HpryYK2wARhgwlQ1T6FVZh9Ewy2Q/fF4C9qAXK+2Y8ap/28iBeYx7NqMLFG\nR2I06JRtMEE060b6YaAtaGto6HaO1Wom0e6zLQy8sg4YG6LemBVPvpKLggq716RytLqTHscIJ2q7\n6Xa4uHH19GoARRkWUuOi/A+xgbAaXn+v2Jv3+3GnmAXV/nK+hnrF52PGFbN+fmt0JFEROvUmsO+z\ntyWwuXWVbQPKA3Y+Oi4syX37QiQnUfw7vniuWfWaGq8NdDgr68Zz4+oUXvjsTv71llVsmYYKV2Pp\noTXrNMKaIafwmtZHBe5DN8Or6lK1EvT5ZgeRk3XdxBoN5KvZDQD01Il1TMMC08e2PBsdA8NjCoAx\n1rxHKL3mWV3nsz/IUFLW+cKL53FaMSU2iki9bvrKNaC200G21Swm4G78T3j4HOz+lvjfAcag11Fk\nt/DC2Wbe9dNDrP73l7j6kf189LF3+PaLZfzlZAOlTX2XN2uzt8HIQMA3wOHIkMvNkapOdq1MUg8W\n7m0QRc0N94XMck1DI5RE6HVclWubOrcOYO17wRAFe7/EruOf5qDpi8R9LxN+fiU8fT+89p/gGYWt\nnw7Y+navScXlltlfplLs0RtExlLl62E1+V/R1k9clIEkpcnj1nOieGRQmUpexEiSRJHdwrlxzbqT\ndd0cquzgwZ25/rND5wmdTuKqXJXcOls+xKSEvX30sZou2vqH2ZLjHfoqfgbMNsi9Zn4XNkt0Ooks\nq5nazmk060BY5S5hXvJaYN6q1qxrOgnDfZB7bcDvXWS3UNyo0KwDcd4Y6gk7ZXSd93WlaIM5PABd\nNQvextinJqjuGPB/oe89pFlhKlLe0o/RoLs0CDGeptPiMX1DaBcVIiRJIj3eRJOaesXmtQsMkhXm\nyKiHpl7nmNPNJDrKxWNScJp1m7JFwfyu6Vh3j2PPOHXcq+dbidTruGYaeXcgvvtuWpPCmxXtUw/h\nbv6YsK8/+fiM1jcV1e2D6mqki4dEfSZ316yf3/e6UrXBjLJAwrKA1t/cHjHQpDhgB2KgpbMSEpcH\n7J4aweOK7ASuK0jmv/eW8ftjtYrX+LIXF0qzDoSI5MGrczFMQ4WrsfTQXhUaYc2wQzTrdMbAfehG\nGw3YoiNpUGvIpK6F3npwdgfsnhM5VdfD+qz4y3OBJlL+onicUbNOKPAmFaBikkRmRfEz4FH3eg42\nPul6qkVBWTcWXjx/zTqdTiIjwTQ9G0zEZHv9RLsOsxW2/uOlA02A+dMntvLqF67h0fs28vANKyiy\nW2jodvJ/h6r5wtNnuOXHBzlQ3n7pF7K2icclYIX5zsUunC63/0Dw038QFnsbPhi6hWlohJgd+TZq\nOx1Tf5aZ4mHD/cgtJcSNtOGwrYGdX4I7fwkfPwBfbYAvlgUkr87HxqwEkmKNU1th9jdBe1nA7jtX\nKloHWJ4SqzwI0HJuSVpg+ijMsFDZNsDgsFBw/+S1ChLMEXzwqux5Xpk62/ISaeh2Tn6P+HLrLh4K\nq2bxRB47fJF4cwTvXp8hmg3lL8LqO0AfMd9LmzVZVvPUzgbpG4Q9/BJv1r1Y3ExuUjQrUlQKkVX7\nAQlyAt+8LbLHU9MxSK9TQR2dd52waisJLyvMWu/rSlFZ114GyAteWZduMREVoRvLn1IleTVERAsr\nTI1JlLX0syIlFr3SGb35tHh9J+SEfmEhIs0SRbM/G0wIWrOuqceJLONHWVcOeqNo7ASB7fk2fvnA\nJu66YmbZbEV2C2mWKF4qaWFfaStX5dnUrRcV2L0mlSGXhzcutPu/MDFfDGAc/03AHHOGXG6aev3k\nfFUfgAjzpSb/LMmIN6kr60Dk1gWwWdfU42R41KOew9dWIrKmF6lKdrGh10k8+sGNXFeQzL/+9Zxi\nw666Y5A0SxTmSG0YW2NxoDXrNMIal1NMSBiipm9FMB3sVjP1XVP5ZgfHCtMxMkpZSx8bMqeRV5e4\nQmzMpkmm1Yw9waRs7VT0fuhrgLqjM1xx4GjqcZIYY8RoUJi0bzoN5sRZhxcHikx/r40JdDtc9A+P\nkqU0fRkkDHod+ckx3FyYxmevX85P793Iyw9fzfn/3MO+h68m0qC7/N8/Lk3klSyBZt3+snYiDTq2\n5qrYxno8Ip8rd1fQDnoaGuHAjuWiYX2wYhrqulu/yx9vfJubR76N572/gev+FYruFkVxY2C/e0EM\nRdy4OoX9Ze0MuVSmiPOvF4+V4WOFqWqn4+gSjcUFrsqYC4UZFjwylDb3cbahh/3l7XxsZy7RMyhW\nhZptU+XW9TdDV3WIVzU96rscvFLawj1bskQeYPleGHVC4fvme2lzIstqpr7LMdnKfTzGGEgqWNKq\noI6BYd6q7uTWwjR1F4Hq/ZBWBNG2gN+/yJtbV6xkhWkwwqrboOwFkaMYJtR1OYjQS8qZ2b7ogwXe\nrNPpJHISY8bUBaroDZCxUWvWqVDW0k+BkgUmiMHStCLQLd4SWprFpJ4LZbGDPjJozTrfsIbfZp0t\nH3TBUexLktifzlTlIkkSN61O4fWyNmo6BrlxdcqMfn9LjhWLKYJXprLCBNjyoNhzlr8wo3uocbFz\nEFm+ZKM7ieoDYoBpjs4RGf6UdSCadV3VMNw/p/v4qPR+DuapKevqjonHrCsDcj+N4GM06P027Go6\nBheUqk5DYyoW705DY1HgGhLTgRFRfuwiZ4E9waRudZjibdYFKbfuTH0vHhk2+Murc/aIqe4ZqOp8\nbMuz8VZ1F27PhGJHwS1ikrJ4/qwwG3ucZCjl1YGYVpxDeHGgyPT32phAnb9J3RBj0OtYnhLLOruF\n47UTVKHZ26DuyLyqKkPBgQttXJVrU7ddq94PvXWw8UOhXZiGRojJS4omzRI1PStM4PXyduwJJnW7\nmACzZ00qTpdbvZlosQtbycpXQ7KeqegcGKZzcET572eRFHrnQuG44v1PXq8kLsrAA1vDV1UHInsw\nMcY4RW7dodAuapr87q1aJEnifp9ysfgZiMuAzKvmd2FzJNNqpn94lB6HSp6lj4yNQlkXxsrHYPJK\nSSseGW5eq2KBOdwvGjFBsMAEKMoQw4ZnGnqUL1hzp7DgDKNhi7pOB/YEs7JaqrUEImPBEn75mjMl\nNyl66sw6ELl1LWdFXrjGGB0Dw3QMDCvn1Y2OiNfKPMY1hIL0+Cha+4YYdSucGXV6MQDaWRWUe/vO\n36rn6o5ySArPjLHdXitMgBtWJc/odyP0Oq5flcy+0lb+71ANpU19eCbWcXys2AOWTHj7l3NdMgA1\n3s+LXKUmR2+jyHXL3TXn+2TEm+gYGFEf0kstBGTxHgsAVd5IGFVlXf1bIr/eMjPLU435xV/DTmvW\naSw2tGadRlgzOiSmayJMgS0gZiaYaepxTm5oAcSmQHRy0HLrTtWLRopfZV3lqyInqODWGT//trxE\nep2usYDsMSKjxfOV/G3epl2bepzKU60uJ7SdDwsrgkyrmR6Hi76hKYpFQG2n2OAqZmDME1dkWznX\n2Hv5Zjh7u7B1DSNLuUBT3+Wgun2QXSv8WGCefAJM1lm9rzQ0FhKSJLE9P5HDVR3K33PjGB51c7iy\ng2tXJqurNALMVbk24qIMvHTOzxRx/vVCETwy/QzRYOHLgV2eolDA86nwfar8JUhKXBTJsUb+cqqB\nfaWtfHRHLrFR4W3HKEkSW/NsHK3unKzkSlwB0UlhmVvnGBnlj2/XsWdNqthPObqg6jVYe+eCV3v4\nCrRTWmFmbAJnF3TXhGB4F4KEAAAgAElEQVRV4cfe4mZyEqNZlaai/rl4WJwh8oLTrLOYI1hmMysr\n60DkJpqsYWWFWds1qN4AaC2BlNUL/v0DkJcYTUO3g+HRKbKv7JvFa6R58edZz4TyFlF3WJUWN/mH\n7efBPbJo8+p8pFlMeGRo7VepFdjyoStIzbouJxF6iZQ4hcFelxO6a8UgVxiyJcdKvDmCwgwLaRaV\nzD0/fGxHLomxRr7x91Ju+fFBNn5zH5/47XEeO1xDeUv/pX2KTg+b/gEuHoS2uZ/rqztELUOxyeHL\nHs3dNef7+Oo/qlaYY85Wgam/VXcMEm+OwBodqXxB3TGhqpvnIXGNmaPUsOsaHKHH4dKadRqLijnv\nSiVJ0kuSdEqSpL97/3+OJEnHJEmqkCTpKUmSVD4hNTSmxjMkCmRGc2CtuDKtJlxumdY+FZuH1LVB\na9adrO0hNymaeLOft0bZC6JQlHHFjJ9/qz9rp6K7RfB7xb4ZP+9ckWWZpp4hFQuaEhFeHAbTir7D\n/HRy63zXZCaET7Nu87IEXG6ZM/XjJp6zfbl1/guPR6s6OTFRlbdAOFDeBqCeVzfYId5X6+6Zs5WH\nhsZCYOfyRHocLkqb+vxed6xaZD1eW+Cn0R1gIg06rl+VwmtlrbiUprdBNOvcw0IRO8/47HRUlXXR\nyRAzs0nqxUaR3cK5xj5ijQY+vH3ZfC9nWmzNtdHaNzxWrBojjHPr/nqqkb6h0Ut/x6XPiqL72oVt\ngQkzadZ598aNJ4O8ovCja3CEo9Wd3Lw21b8FpiEqqErLIns8Z9WUdfoIWPUukaMYBsotWZap7XQo\nD9bJshi4WCTK6NykGDwy1HZOo+ENmhXmBHyDrorKujDIVg8F6V4HHPXcujxhV+iZoiE8C+q7/Chg\nOysBOWyVdQa9jp/fu5Fv3Tm7wa3V6XHs/9IujnzlOr531zpuWJXCucY+/uP5Unb/8E02ffNVHj9y\nUVy88UPCjvSdX8153dXtg6TEGZVty6sPiHpUAD4fMxJE/UfVCjMuXQx5tARmgKCqbUBdVdfbIKJh\nFrgbwVJmYsPu2y+eB/woKTU0FiCBGCH7HHB+3P//DvADWZaXA93ARwNwD40lintYFFCizIFX1oGf\nhkxqoVAhuadWV80EWZY5Xd/Nhkw/FpijI0JZt2LPrDzZU+KiyE2KVrZ2yr1W5MLNgxVmr9OF0+VW\nbtaF0QHo0mtj6gJDbaeD5Fijuu3iPHCF1171MivM+Gxh9eAnt06WZb7w9Gk+/9QpdeuNMGZ/eTtZ\nVrP6RNWZJ8Hjgo33h3ZhGhrzxLY8kd14sFI9sH7U7eGpd+ox+st6DBK716TS43Dxdk2X8gXLroY4\nOxz64bw3TCpaB4iO1JNuUZj2bikWAz5LnEKvNd6Hty/DYgpvVZ0PX27dEbXcur5G6L4Y2kX5QZZl\nHjt8kTXpcWzyWamf+7NQOqStm9/FBYBMq9gfTtmsS14NBtOSzK17paQFt0fmlkIVC0yAqv1iSCtC\nxXY+ABTZLTT1DtGupr5ZeyeMDEDFK0Fbw3TpcbjoHxpVVtb1NsBw7yJq1ok98CR3lYnEpkB8ltas\nm0B5Sz+JMUYSYxSG+ppOg9EibCAXMWMKKLXcOlu+UBj21gf83vXdDuwJKqq09nLxGKbKOoBt+Yms\nzbDM6TnS40289wo7371rHYe/ch0Hv3wtj7y3iPR4E997pVy4ZUQnwpr3iLPtHDPeajoGlM/Osiya\ndbm7AqI+y5hKWSdJov4WoGH5qvZB8pJUagJ1b4lHLa9uQTO+Yff08QZARSGqobFAmVOzTpIkO3Ar\n8Cvv/5eA64BnvJc8Dtwxl3toLG1kr/2VMVrBjmIO+DaC9d0qG4aUQrER7bgQ0PvWdznpGBhhY7Yf\nC8zaQyLrYQ5WfdvybLxd0zVZsaA3iAN0+UswpGJfEyR8k1SKxc6m06KJaLGHdE1KzERZV9flCIu8\nuvHEmyNZnhzD8YvjCuCSJAo3tUdUi95V7YM09w5R3+XknYsqxfMwZcjl5khVB9euTFKeNJdlYYFp\n3wLJq0K/QA2NeSAp1khBaqxqbl1r3xD3/uoYLxQ385EdOSEfOrhmRRJRETpeKG5WvsAQCTu/AA1v\nQ9XrIV3bRCrbBshPjpn8+eIeFYM9i6TQOxf2rE3lmhVJfGR7znwvZdpk28ykW6J4S61ZB2GVW3ek\nqpOKtgH+YXuOeC32NYn1Fd61KKyczJEGkmKN1E2lCtIbhBND44nQLCyM2HuuhSyrmTXpKuei3kaR\n6xSkvDofRXZxjlFV12XvEIqMc/NvhVnrL1/al4+UsjgGLgpS47AnmPifN6qntMDGvnlJNrz9UdbS\nT4GSqg682errFsVnrT/SLFMp6/LFY2dlwO/t91zdcQEk3aX7LxEyrWbu3pzJg1fn0jc0yrlGb/1m\n84Mw0i8adnOgumOQXCU1UlspDLYFxAITINUShU6CRrXaG4hmXWup2FvPgV6Hi46BYT95dccgIlrU\n+zQWNL6G3fUFyVhMEerNfg2NBchclXU/BL4M+DoCNqBHlmXfJ2wDkKH0i5IkfVySpOOSJB1vb1ef\n+tZY4owIZV1kVGCVdRkJJiQJGrr9KOsg4FaYl/Lq/CjryvaKieHcXbO+z7a8RAZH3JxVypMovFtY\ni51/ftbPPxuaesSEnqKyrvm0KLyEwQHIYo4gNsowFnLtj7ouB1lhlFfnY9OyBE7Udl+ukMveBgMt\nwrpEgUMV4nM40qDjmRMNoVhmwHi7poshl4ddK1Vs6OrfFsWrKz4U2oVpaMwzO/ITeedi96RA90MV\nHdzyo4MUN/Ty/bvX8c97CkK+NlOknlsK03j2VCP9ahmhGz4o1HUHvj2v6rqKtn7ykxUKeJ0VYrBH\nO/CzMjWWxz+yhQS1fJAwRJIkrvLm1k1SlCcVgNkWVrl1vzlcgy06ktuKvKqqkr8C8qKwwPSRZTVP\nrawDYYXZfEa4USwRehwjHKns4JbCND8WmAfEY5Dy6nysSY9DJ6F8zgDRUF39brjwMgwPBHUtU3Ep\nX1ph4r7VmzmavDqEKwoekQYd/7R7Jeeb+/jrqUb/F9s3Cyu4vqaA3Luu08HHnzjO6XqVBm6Y4/bI\nXGhVadaNjojGbhg4wASb2KgIYo0Gmv0p6wA6A5tb1zfkosfhIlOtWddeDgnLgqoYDmd8TgCHfAN4\n9k3i9fjOr2a9P+725nzlBjmvDiBCryMlLorGHpXXFUBqkahRdVbM6V5VHeI7R7VZV/cW2K8Q31Ma\nCx6jQc8vH9jEm/90LQb9ws+e1dDwMetXsyRJtwFtsiyPH2tUOjkofnvIsvy/sixvkmV5U1JS6HJS\nNBYYLnFglyIC2xAxGvSkxEapWx3a8kFvDHiz7mRtN+ZIvbIXPojNVvmLkHcdRMx+MuSqXF9unYKi\nwr4JEnLgbGitMH22B5OadS4ntJ0PqwNQZsLUxaIhl5uWvqGwU9YBXJFtpW9olIq2cQWS7O3ise6o\n4u8crOgg22bmPeszeKG4mcHhuU21hZI3LrQTadCNve4ncfJxiIyF1ZrQW2NpsWN5IiOjnjGrSbdH\n5gf7LnD/r49hjY7kuYe2c+fG+VM0f2jrMgZH3PzlpEpR0WC8pK6bp+y6XqeL1r5hlqcoHPpbvIVe\nzQZzwbItL5GuwRHKWydYSY3l1oVHs662c5DXytq498osoiL0osB+8glhf5m4eJQGM2rWuYehrST4\niwoTXiltZdQjc0thqvpF1fuFoi05uGrfaKOB/OQYdWUdCJu2USdceCmoa5kKn1JTVVkXnw1RgXVw\nmU/eVZROkd3C914pnzSocxn2zeIxQFaYfzvdyCulrbzv0SP84o2qBWepf7FzkOFRj/IZva1UDOaE\nQbZ6KEiLj1K3K4xOAmNcwJV1U+bAt5eHtQVmsEmMMbIqLe6SW4YkwZYHhbvDLB0Aqr1NrVwlu8iq\n/WBbHlDXo/R4E409fr7f04rE4xzrb1Xe+keeUs708IAY0tDy6hYVOp2ExbwwLPg1NKbLXFrP24Hb\nJUm6CDyJsL/8IRAvSZJvTMEOBGZcS2NJonMN4sQIusBPSdgTTOrqKb0BUlYHQVnXwzp7vHJwMohQ\n3b4GKLhlTvexRkeyKi1OOYdFkoRlUs2b0KdiPxYEmnqcRBp02CZO3beWgOwOqwNQltU8pQ1mQ7cT\nWUY5sH6e2bxMKDcvs7NMWulVCUzOrXO5PbxV3cmO/ETet8mOY8TNS+daQrXcOXOwop0ty6zKNn7u\nUSh9Dta8G4xa6LDG0mJLjpVIvY7DlR209w/zwK+P8aPXKnjPhgyefWg7y1NUBkdCxLrMeNZnxvP4\n0Yvqhb15VtdVeg/9y5UO/a3FoI+ExBUhXpVGoLgyxwrAifE5rz6W7YDeOuiuDfGqJvPE0Vr0ksT9\n62LhlX+DH28Qyobtn5vvpQWUTKuZ5l4nI6Me/xdmXCEel5AV5t7iZuwJJgrVMpE8nksZQ0E4N02k\nyB7P2YZeZLXP5aytEJPqVYDOH3VdfvKlW0sWjQWmD51O4l9uWUVz7xD/d6hG/cLUQvH9FaBm3bGa\nTvKTY7hxdQrferGMDz/2jnqmYRhS3iIGNlalKTRum0+Lx/QNIVzR/JFmMdHU6ydbzJYXhGaduJ9i\nU909Ku6XtLT3WjvybRy/2I1zxNuEX/teMCXAO7+c1fNVtwvVcU7ihP3t6IhwFcjdNfvFKpARbxpz\nWlLEttw7LH92Tvepah8kQi+RqWSJ2HgcZI+WV6ehoRH2zHonL8vyV2VZtsuyvAz4APC6LMv3AfsB\nnx/Lh4Bn57xKjSWL5HIwRHDsDjKtZv++2SlrxeRNgIqDQy43pU19bMjyk1dXtheQYMWeOd9vW56N\n47WT7c8AKLobkOHcn+d8n+nS2OMk3RKFbmKjsumUeAwnZZ3VREO30+9UaL2/DIx5JstqJjHGeHnx\nUZJE4aRqP1S/IRSNXk7V9TA44mbn8kQ2ZSeQbTMvGCvMtr4hLrQOsGN5ovIFzaeFp3/e9aFdmIZG\nGGCONLAxO56/n23mlh8f5PjFbh55bxHfu2sd5sjwsH/50LZsqtsHOaykBIdL6rr6Y/OirqtsEwW8\nfMVmXYkYhNBr05wLFXuCidgoA2UtfZN/6Mutm6UVpscj8/MDlfzXC6V8/5Vyfn6gkt8cruHJt+v4\n26lGXjrXwonabvVmh5eB4VGef6eCH6XtI/nXV8KRnwrV0meOi2LdIiLLasYjo67q8BGfJRQeDUuj\nWdfrcHF4KgvMthIYbA94gVWNdXYLnYMjNKnZ5en0wgqzYh+4/BRog0xtl0N5sM41JOzWFmHm6FW5\nNm5YlcKjB6roHFBpmBmM4uwVgNy6kVEPJ2q72bk8kZ/ft5Fv3rGWt6o7uflHBzlYsTDiTsqa+9BJ\nKt/1TacgyiKcaZYA6fEmmv02VfID3qzzRZNkWhUaLN0XweNa0so6gO35iYy4PRyv9Q7jRpjEQNv5\nv4u80hlS0zGIQafQ1Gp4R7hbBdhOOT3eRHOvn/qKb1i+ea7NugGW2aKVLRHrjgHSJWWxhoaGRpgS\njLG7fwa+IElSJSLD7v+CcA+NJYJ+1MmwLkjNugSxYXC5VaZ3U4vA0Qn9gVEYFTf2MuqR2ZjlJ6+u\n/AXIvBKiVRoPM2Bbno2RUQ8n6xSmxROXi+nAs0/N+T7Tpbl3iDSLwga86TSYEwNqszBXsm3RDI96\nOFqtoEz04svAyLIqWEfMM5IksXlZwqXNvI/194mw6Cduh29nw2O3wRuPUH3iVYzSKFvzEpEkifdt\ntHO0unNKdWE44PPu35Gv8p6peUM8LtsZohVpaIQXO/ITaexxEms08LdPb+fuzZnqxd554JbCNGzR\nkTx+xI96aR7VdZVtAxgNOuxK1kwt5xadKmOpIUkSq1LjON/cP/mHSavE1PosLab+XtzMIy+V88TR\nWn6yv5JHXirn68+X8pW/FPP5p07zyd+d4L2PHuGTvztB16BK9troMKV//Q57eYhbO38tvss+dQTe\n8z8iv2eR4RuAmtIKU5KEum6JKOv2nW/F5Za5pTBN/aIq7zBDbnDz6nwU2cXw4Vl/GWU5Vwu7Up8y\naR6o63Qo79Xby4TCYhE26wC+cnMBTpebH7/mJ//Jvlk0otwqubHTpLixhyGXhytzrEiSxAevyua5\nh7YTb47ggV+/zXdeKlM/b4cJZS395CRGC5vhiTSdFpbDYbR3Cibplig6B0fUbVRt+dBTH9AmfF2X\ng9goAxaTwvBTR7l4TFrazbotOVYi9BKHKsYNt236qPgcO/HYjJ+vun2QLJt5clOrej9I+ksDSwEi\nI8GEyy3TrjZAAELx21I8p71+VfuAel5d/VsiozRKRaGuoaGhESYEpFkny/IBWZZv8/7valmWt8iy\nnC/L8l2yLC8c/wONsMPgdjKsm312mz/sCVNM7/oyaAJkhXnK2zRbr6as66kX95qjBaaPLTlW9DqJ\nt5SsMAEK7xY2A+3lAbnfVDT1OCfn1YE4wKevD6sD0O3r08lNiuahP5wcy7qYSF2XE3OknsSYSMWf\nzzdXZCdQ3+WktW/cQargFvhyDdz7J+FzP9QL+/+bD5x7kNNRH8fyzPuh/CXeszEDQD1HKow4VNlB\ngjmC1Uq2NQA1B0V2S4yWjaqxNLl/6zK+dttqnvvMDmV7p3nGaNBzz5YsXitrVR8QMBhh58Pzoq6r\naBOH/kn21YMdMNCiNesWAavSYilr7ps87a3TeXPrZt6sGx5188hLZaxKi6P0P/dQ/d+3UPaNPZz+\n2o0c/ep17P/SLvZ+dif/vKeA18va2P3DN9lf3nbpCQY74NgvkH9yBVvKHqEpchnyR/fBPX8Qk+eL\nFJ8CqnJ85q4aGZug44LYyyxyXi5pISPexDq7nwJj9QFhyWvJCMmaCtJiidBLnGnw8/ef5c0FUrBg\nDwW+fGlFZV2rN+9wkX6G5yfH8IHNmfz+WB3V7SrvJ/smGB0STjJz4Jg3F3dLzqXs6ILUOJ5/aAcf\n2JzJowequPsXR8N6CLCspZ+CVIU90uiweK0sEQtMgDTveb1FTTVrywdk6PZjszpD6rscZCaYlYfJ\nfLWKJW45bo40sDErYWxQFQBrDiy/UTTrRlWGflSo6RgkN1FhkKH6gBiGCXBDKyNeDOA3+HO2Si0C\nZ5fI5Z0FLreHuk4HeckKfy6PG+rf0SwwNTQ0FgTBN7TX0JgDBo8TV5CUdXavzYLqhsE3adkamGbd\nydoesm3CnlCR8hfF48pbA3K/2KgI1mZYlHPrQFgnSTo4+3RA7ucPl9tDa9/Q2Cbt0g+c0HY+rCww\nAeKiIvi/D23G7ZH52BPv0D80eeK0rmuQLKvKoSIM2LxM5PAcvzhBWRkVBytugt3/BZ88SN9ny/mU\n6/OUp7xLWJo8eS/29oNsy7PxzMn6sA6Il2WZQxUdbMtPnGyvCuKAXfeWmOzW0FiiWEwRfGRHDjHG\n8LC9VOK+q7LQSRK/e8ufuu5+iMsIubquonWA5SkKE7q+QZ7UxVnoXUqsSotjcMStvB/Muw56aqH2\n6Iye87dHa2nodvIvtxSg10lIkkRUhJ54cyRpFhM5idGsTo/jU7vyePbTO7CaI/nUbw7x9G9+gPt3\nd8F3V8CLX6bfkMAHR75K9c1/RMrcEqA/cfiSHGukIDWWP75dN/X+I2MjIF+yU1+kyLLMydputubZ\n1PecriHREAuRqg7EoEVBahxnG/wo66ITRYG97q2QrWs8fi3rW0vAYBLF7kXK529YgdGg4zsvlSlf\n4LOCm6MV5rHqLlakxGCdkEtuitTzrTuL+Mk9G6hsHeAD//uWulprHhkcHqWuy0FBqkKOb1upsGAM\ns7NqMEm3iPO6am6dLU88dvhRbc6Qui6HerRExwWITRdn2CXOzuWJlDT1Xa7G3/ygcM45/9y0n8ft\nkanpHCR3ogJtqFco1nN3BWS948mIF/++fm2uUwvF4yyH5Ws7HYx6ZHIn5vCBeC+P9EPmVbN6bg0N\nDY1QojXrNMKaSLcTV5CUdZleSyvVKb8oC8RnB0RZJ8syJ+u62ZDpJ6+u/AVxoE3Mn/P9fGzLs3G6\nvofB4dHJP4xNgZxroPhPQS98tvYN4ZGZrKxrLQHZLZR1YUZOYjQ/u28jVe2DPPzUadwTikZ1XQ4y\nwzCvzsfq9DhMEXreudjl97ojTTIvurcwsvsR+NRhsUl++kN8fFkb9V3OKX9/PqlsG6Ctf5idahaY\nDcdh1Ak5mgWmhkY4k2YxsXtNCk++U49zRKWQd1l23YGQrGtweJTGHifLFfPqvEqERarKWEoUeBWn\npc0KuXXr7oHoZDjw39N+vh7HCD9+rYKrVySxc/kUqm6Pm9XOE+zN+j1nzJ/m7tr/oLPqBG2FH4dP\nHeGzMd+jPHoTtxSlz+SPtGCRJIlP7cqjom2AV0qnsKHP2CgeA5C5Fc409Q7ROTjiX1VXf0zsdwKc\nMTQVRXYLxY29/hurWVcJ6zFP6G0Qa73uGFmKyrpzkLxKZOstUpJijXzimjxeLmlV3s9b7BCTKjKq\nZsmo28Pxi11cOU5VN5F3rUvn0Q9eQWOPk6feqZ/1vYJFeauwQV6p1KzzDQOE4Vk1WPiUdU1quXW2\n5eIxQO48Ho9MQ7dTOa/Od5+kpa2q87Hde+Y9Mj7nOf8G8W9y8HvT/pxt6nEyMuohZ6KyruagsNXM\n3RWYBY8j3Tu03eivWecblp9l/c2nIs5T2rf7hkY0ZZ2GhsYCQGvWaYQ1kR4nbkNwmnVplij0Oon6\nbj+WHKmFIpNmjjT1DtHWP8zGbJW8OmePsFlaefOc7zWebXk2Rj2yesOl6G4xMV7/dkDvOxHfZn9S\ns853AArTacWdy5P42m2refV8G9995dKBRJZl6rocZIdxsy5Cr2N9ZjwnahUyC8dxsKKd6Eg9G7Li\nwRgLH/wzWDK45sRDrI9s5JkTDSFa8cw56PXs366aV/emUI9mbw/hqjQ0NGbDA1uX0et08fwZP9Y3\nIVbXVXkP/fnJCgW81hJR5AxAxqzG/LIyJRadBOeVmnWRZtjxefF9cvHwtJ7vp69X0j88yldvLvB/\nYdMp+MEa+O0d6C+8iHH9+zh34x94T8Qv2Hr8av7jGBwob+e+K7OINCydI9ttRenkJEbz0/2VyP7e\n56YEYcfWeDJ0i5sHir3KtUK7n4G/6v2gMwQ8Y2gqiuwW+odGuejNcVYka5tQa7SfD93CvNR6BzIn\n7ddlWTTrFmle3Xg+tjOH5Fgj/733/OT3kyQJK8w5NOtKmvoYHHGzJcfq97rt+Ta25Fj52f7KsFPX\nlbeIZp2iVXjNQfFdn7B4FZgTSfMq65rVmirGGJGZOkf7VB/tA8MMj3qUh2BlWSjrEpd2Xp2PwgwL\nsVEGDo+3wtTp4Jp/FsqxaarrqjvEZ/YkG8zqAxARfUl1G0BioyKIizL4V9YZY8GaK6JaZkFVu/fP\nlaRgg1l/TLyX47Nn9dwaGhoaoWTpnPw0FiRGeQi3PjjNOoNeR5olivquKaT4nZUw4ucQOg184evr\n1A7ala+CZzRgFpg+NmWLIOKjalaYBbeBIQqKg2uF2ey10UifaIPZdBrMiWKyM0x5YGs2916ZxaMH\nqvjrKdG4au8fZsjlUZ7UDSM2LUugtLlPWVnp5VBlB1fl2ojwhUtHJ8L9f0WKiOaJyG9zuviM39+f\nTw5XdrDMZlZXOF48KALhTX4KXBoaGmHBlTlWClJjeezIRfUC/Zi67q2QqOsqWkWzTtkG85xmgblI\nMEXqWZYYTVmLQrMOYNNHICYFDnxryueq73LwxNFa3rfR7j8j0uOB5z8vCpF3PwFfugC3/4S1229l\n78O7eFdRGo8duUiEXuK+K5dWYUmvk/jUNXmca+zjjQvt/i/O2ASNx0NqjRtqzjT0YtBJyhZ9Pqr2\ni+Kq0c81QcCXUbavtFX9ouyt4nEecuvquxzEGA2T7BnprQdHp8hHWuSYIw188aYVnKrrYW+xglrV\nvhm6qmFQ5aw4BW978+quzPXfrJMkiS/cuIK2/uHLLa+dPXDoB/DDQjjy01mtYa6UNfcRHaknY+JQ\nqSyLQY2cq8MqWz3YREXosUVH0qSWWQfCVaCtNCD387kcKZ7n+hphZEBT1nkx6HVszbVdnlsHsPZO\noa574zvTUtfVeIfRciY2taoPwLLtYIic/EsBID3eRKO/zDoQn8uzVNZVtQ+QHGskLipi8g/rjglV\n3RJ6L2toaCxctGadRlgTJQ/jjlCYjAkQmQlmGvwp61LWArLIVZsDxY29ROglCtJUDtGVr4LJKqYb\nA4gpUs+GrAT13LqoOFixG84/H1R7Gp/dQZplwiGo+bSwFQnjTZMkSXz99jVclWvln/9czKm67rFJ\nXVVv/TBh0zIrbo/M6XrlPJH6Lge1nQ52Lp+gDInPgvv/glk3yv/yTfafCMzkZCBxuT28Vd2prqob\ncQjFqJZXp6GxIJAkiQe2LqO0uc+/IjiE6rqKtgEi9NJkVcboCLSXaRaYi4hVqXGcb+5X/mGECbZ/\nXgyAXDzk93keebkcnQ6+eNMUKoAzfxB7oJu+CavfDRGXhpkspgh++IEN/OL+K/j+3etJilXJOl7E\n3LEhg3RLFD99fQp1XcYVMNAqCrqLlOKGXgrSYomKULFr7G+B5jMiXzHE5CRGszErnmdONKj/O8Vn\nQ2wa1M0s9zEQ1Haq5Ev7VLLZ20K+pvngfVdksjIllkdeLmNkdMJ5byy3bnbqumM1neQmRpMcO3XG\n/FW5Nrbn2/ifN6pwdtTCK/8GP1gLr/6HaNq9/Yt5abyXtfSzMjV2cv51Wyk4Ovh/7J13eFxXnf4/\nd4o06r03W80q7r3GSWynV1JIIQTIkkCAZellsz+WbbBsYCFLDS2UNFJxIJDEiRP33m3ZVrOqLWlU\nRnWkKff3x5lRGd0Z9dFIOp/nyXNh7tWdI2vKOef7fd+X7M1+H9N0kxod4tuuMLFINDTbRii8jAK3\ny5E7omQIbqtNqeXZCG8AACAASURBVKzrZ2NePDUtPVQ3D9rD0unHpK6rNHcREWwgIXzQ/MJSC82l\nU2KB6SY9ZoTXFYhm+dZKsHppoPJBeVMnOZ45fADt9WCplnl1EolkxiCLdZKARVVVTFhRjVNXEMmI\nDaHGV3dPf8jt+KT4bk7XWchPiiDYoLHQVlXRxZS9eUpyE9bnxHGm3kJbd5/2Bfk3iI2Oholn83mj\nvq2H6FAjYcGGgQd7O8SEMm3FlD3vZGHU6/jZgytIjjTx6B+O9neRBnqxbllmNIqCVxtUt43kRq1M\nncRC9A+9TLKujeKdjwgLowDiRE0bXX2O4YVGNzUHRCD8PFmsk0hmCncsSyXCZOB3+6u8X+RHdV1Z\nYyfz48Mw6D2my+aL4vPFPUeQzHgKUyKobummw2rTvmDlx4V90k7v6rqTNW28cbKeT27KJjnKx8a1\ntR12fBvSV8Oiu71edn1xMrcumRtZdZ4EGXQ8tjmHI1WtHKz0kZ3rnkPWHfXPwPyMqqqcqm1jUZoP\nh4BTLwIqFH/Ib+MazD0rMyht7ORkrZd5oqJA5jqo2u/3QkxVSzdZWi4YVXvBFC0KDnMAvU7hGzcV\nUNXcPVTVBq6mSf24inUOp8qhypYRLTAH840V8DXrUwT9ZDns/yksuAEe2wU3/je0VU/IknM8qKrq\nKtZpWWDuEsc52PiXGRvar3jTJKlYZJtNQm5ddbPYi0mP0XBTMl8UxwRZrHPjblTVVNfF549KXVdh\n7mJ+QtjQRgb3nDp76rJPRywCw4DieYw2q6qqUt7YSU6iRqO/zKuTSCQzDFmskwQsvTYHofTCFBbr\n0mNCXZaGXrzzozMhOGpCuXWqqnK6zsKiNC/B8OaL0HF5yiZGm/MTUFWRe6JJ7lZxLH17Sp4fRGZd\nqqeqrvawmORnzowOp5iwIH718Ep6+hw8+fYFEfOg1QEYQESajBQkR3pVqewpayIlykSOlq87oGSs\n5u3i/yG9r5LeP3wYbD7sUPzM7lIzOgXWZfvIq9MZZszrSyKRCLuue1dm8LfTl2lo9/F54yd1XVlj\nB3maeXWuOYFU1s0a3JaV7uyiYRhDYOMXoGqPyDDyQFVV/vPNEuLDg3hsc47vJ9v9JHQ1wo3fDWhn\ngenmw6syiA8P5ic7y7xflLwQ9EFQe8R/A/MjVc3dtFvtLE73soZQVTjxvFBHxef6d3Aubl6cgsmo\n46UjNd4vylwHHfWiGOMnHE6V2pYebcv6qr1CVaebO1shm/MT2Jgbz1PvlQ5d9waFiffROIpk56+0\n0261j2iBCYiizrP3svDP13Ob8RAvqtvo+tQRuOtXwrK+4BbQB8Ppl8c8jolQb7Fi6bFp28xW7hJZ\nddGZfh1TIJARK9yHHE4vcyx33mPD2Qk/V01rN0mRwdrq4aYLIp80TKOxdI6SHR9GSpRpaG4deKjr\n/uzzHhVNXczXyqsLS4TEwskd8CDSokPosNpp99YYBYOa5cfWSG7u7KPdatdW1tUcFHuKc8D6WCKR\nzA7mzgxVMuPo7unGoDghaGqVdQC13tR1iiIWMOP0zXbfu63bxiJvC+3+Lqarx/0cvliSHk18eDDv\nlHjJkwhPhJSlUPrOlDw/CGVdqmcOQPUBUHRTEmA8VeQnRfCj+5YCkBoVQpAh8D9CV2bFcKyqFbtj\naIedw6myt6yZjbnxw+2BBrFi6z18yfZpguv2wyuPgCMw8uv2lplZlB5NVKiGJz2IzdS0lSIEXSKR\nzBgeWpuFQ1V57qCPTV1DMGz6klDXXXxrSsZhtTmobukmN1HjM6ThjNhUjJuezXHJ5FPgKtaVeCvW\nAaz4mLDze/87w4rE75xr4FBlC5/fmk/4YBcBT5rLhZpk6YMzwllgOjEZ9Xxy03x2l5o56cXOG0Ow\n2NirO+bfwfmJU3VCrea1WHf5JDSVwJL7/TiqoUSajNxQnMz2k/Xemx/duXVudYMfuNJupc/hJCvW\nY0O6/bLIaJsjFphuFEXhgTWZtHXbuNjg8TmXvkq8h5xe/n5e6M+rc2UXekVV4eVHxIb5Nf/MxQcO\n8E3rQzxzbtDaxB3NcPZVv6419rkKHqvmeRQcHXZhezwHVXUAWXGh2BwqV7w1TsVmi9z7Scitq27p\n9u5WY74oLDBlY0s/iqKwMTeeveVmnJ7F1OI7hbrufe/qOqvNQb2lh+z4QfNbp9Pl9HT1lP5bu/eD\n6n2p6yKSITR+zM5W5a4cPs1iXfUBMefSe9k3kEgkkgAj8HeaJXMWa5fwqdYFTW1mHQx4pWuStFB0\njY0z0+2Ma6HtVVlXvlN07cVkjev+I6HTKWwtTOSDC03Dcwrc5F0nOiq7fVgNTQBRrPOwhKo+IP5t\ng73k+AUoWwqTePLuJTx+zQid8wHCynkxdPU5OO+xAXmmzoKlx8ZGbzaSLtJjQjHPv5UfGv8Bzv8F\nfrIajv1eZDZNE+1WGydq2tiY62VzwGqB+mNzdoEtkcxk5sWHcXV+As8dqvb+nQWw/KOiWPbO/5uS\njb2Kpi6cKuQlaSz6K3dDymLQ+yjKSGYUqVEmIk0GSi77yEgxmmDjF4Uqx22PhshQ/e7fz5OdEMZ9\nqzJ8P9HbT4gC05b/N0kjn908uDaLqBAjP/alrktbCfXHx1xomAmcqmkjyKAjP8nLXPnkC0JZuHB6\nLDDd3LMygw6rnbfOXtG+ILEIgiOhep/fxlTV3AVoWNZXufPqNvhtLIFCcapoSjhX7/E5l74K+jrG\nbGl4sKKFjNiQ4Q2Znlz4m4hbuOG7sPmrLMqbz5aCRJ7eVTFUYbPoHuhqgku7vN9rktlTZiY+PGi4\nsu7ySehtn5N5dTDwvhmSizYYnR4SCsZsVahFbUu3dl4diNdkQv6En2O2sTEvnrZuG2c938tudV1T\niVd13aXmLlQV5g921mk8J957OVNngQmQ5rI6rfMVQ6MooglnjM3y/cU6zya73k5xrwxpgSmRSGYO\nslgnCVh6u8UXri546op1bhvDWl+e7MmLwNYlgm7Hwak6C0a9wgItew2HTXTtZV89rnuPlm1FSXT2\n2jlQ0ax9Qd51wpKy/L1Jf+4Oq412q33oQs5hF5ZFM9Si8K4V6Ty4ZmqKq5PNSlen6BGP3LrdpcIW\n1e1774u7V6Tzw45ruXjNL4RSbfvn4EdLYP9PoK9r8gc9AgcrWnA4VTbmerFEqdovXs+yWCeRzEg+\nun4eTR29/N3bxi+I7tit/wrmC3Dij5M+htJG0eAwzAazuRwun4CiOyb9OSXTh6IoFKZE+i7WgSgS\nR6QOUde9cLiGiqYuvn5DAUbPfMPBlL8HF96Eq74sOsclIxIebODjG+bxzrkGzl/x8rdJWyHm6U3n\n/Ts4P3CqzkJRSqT268phg9MvwYIbhU3cNLIuO4606BBePlqrfYFOLzZK/aiscxcZhmXWVe2FoIg5\naYeWERNKeLCBc56fc26XkzFYYaqqyqFLLayeNwpV3a7vQcw8UYxz8YVt+Vh6bPx2z6WBa/OuE0Vd\nP1lhOp0qe8vMbMiNR6fzUBNVvi+OczT72l2sGzG3rmFiyro+u5PL7VbStZR1Xc3QbRbKOskQ1ud4\nya0Dl7pugVd1XWWTWLtnD7bBdDs9zZ/a4nTaaJR1IPbfGkvE99woKW/sIsSoJyXSo0G87iiojhm7\n7ySRSOYmslgnCVh6e8RGmd40dTZ2iRHBBBl03m0wQdhgwritMM/UWViQHEGwQcOHve6Y6GSc4i6m\nDbnxmIw6dnizwkxbDiGxU2KFedki7DOGFOsaTouNFdnhNOWkRYeQEmXiiEdu3e5SM0UpkcSHB494\njxsWJhMWpOdXTYXw6AfwkVeF/clb34T/XSgWA1OkytRiT2kTIUY9y7OitS+o3CUs6maQxapEIhlg\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XBH9wbSZdfQ62n6gffjIyRXS3T1Gxzm3z4bXQWOnOq5PFOolkNqMoCvetyiQ1ysSLg+3W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\nho3Mqb/9YE44aGJGdHX2Pfbkw31LHJgCEwC2Iqy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"text/plain": [
"<matplotlib.figure.Figure at 0x24a03795748>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(24, 16))\n",
"\n",
"#用add_axes創建副圖框\n",
"ax = fig.add_axes([0,0.4,1,0.4]) ##起始點座標 (0,0.4),長寬 (1,0.4)\n",
"ax2 = fig.add_axes([0,0.2,1,0.2]) ##起始點座標 (0,0.2),長寬 (1,0.2)\n",
"ax3 = fig.add_axes([0,0,1,0.2]) ##起始點座標 (0,0),長寬 (1,0.2)\n",
"ax3.set_xticks(range(0, len(df.index), 10))\n",
"ax3.set_xticklabels(df.index[::10],rotation=90)\n",
"\n",
"#使用mpl_finance套件\n",
"mpf.candlestick2_ohlc(ax, df['open'],df['high'], df['low'], df['close'], width=0.6, colorup='r', colordown='g', alpha=0.75); \n",
"mpf.volume_overlay(ax3, df['open'], df['close'], df['capacity'], colorup='r', colordown='g', width=0.5, alpha=0.8)\n",
"\n",
"#畫均線圖\n",
"sma_5 = abstract.SMA(df,5)\n",
"sma_30 = abstract.SMA(df,30)\n",
"ax.plot(sma_5, label='5_days_sma')\n",
"ax.plot(sma_30, label='30_days_sma')\n",
"ax.legend(fontsize='x-large')\n",
"\n",
"#畫KD值\n",
"KD = abstract.STOCH(df)\n",
"KD.index=df['close'].index\n",
"df['K'] = KD['slowk']\n",
"df['D'] = KD['slowd']\n",
"df = df.fillna(0)\n",
"ax2.plot(df['K'], label='K')\n",
"ax2.plot(df['D'], label='D')\n",
"ax2.legend(fontsize='x-large')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 參考網站 : https://ithelp.ithome.com.tw/articles/10206894"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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