数据获取与时间处理.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 财经数据开源库"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tushare社区\n",
    "公众号上不少文章使用了tushare库获取财经和股票交易数据，当时用的是旧版本（tushare）。Tushare社区目前主要维护新版本：tushare pro，数据更稳定质量更高，可获取沪深股票行情、财务、市场参考等数据，以及指数（含国外股指）、基金、期货、期权、宏观经济、行业经济等财经数据，为金融量化爱好者节省了大量宝贵时间。此外，近期还增加了新闻联播的文本数据，为文本分析和数据挖掘提供了很好的素材。不过，新版本需要注册获取token才能免费使用，注册网址： \n",
    "[https://tushare.pro/register?reg=218422](https://tushare.pro/register?reg=218422) 。安装（进入cmd模式）：pip install tushare，或升级：pip install tushare --upgrade。下面以股票行情数据为例，展示下tushare如何获取数据。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 股票行情数据\n",
    "以股票行情数据为例，简要介绍如何获取数据。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
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    "ExecuteTime": {
     "end_time": "2019-04-18T15:25:13.784313Z",
     "start_time": "2019-04-18T15:25:08.603732Z"
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   "source": [
    "#先引入后面分析、可视化等可能用到的库\n",
    "import tushare as ts\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "#正常显示画图时出现的中文和负号\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-18T15:25:15.654183Z",
     "start_time": "2019-04-18T15:25:15.650193Z"
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   },
   "outputs": [],
   "source": [
    "#设置token\n",
    "token='e0eeb08befd1f07516df2cbf9cbd58663f77fd72f92a04f290291c9d'\n",
    "#ts.set_token(token)\n",
    "pro = ts.pro_api(token)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 个股行情数据\n",
    "pro,stock_basic(),参数：is_hs：是否沪深港通标的，N否、H沪股通、S深股通；list_status：上市状态，L上市、D退市、P暂停上市；exchange：交易所 SSE上交所，SZSE深交所，HKEX港交所。  \n",
    "pro.daily(ts_code= 或 trade_date=)\n",
    "日行情：daily;周行情：weekly;月行情：monthly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>symbol</th>\n",
       "      <th>name</th>\n",
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       "      <th>0</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>000001</td>\n",
       "      <td>平安银行</td>\n",
       "      <td>深圳</td>\n",
       "      <td>银行</td>\n",
       "      <td>主板</td>\n",
       "      <td>19910403</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>000002</td>\n",
       "      <td>万科A</td>\n",
       "      <td>深圳</td>\n",
       "      <td>全国地产</td>\n",
       "      <td>主板</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000004.SZ</td>\n",
       "      <td>000004</td>\n",
       "      <td>国农科技</td>\n",
       "      <td>深圳</td>\n",
       "      <td>生物制药</td>\n",
       "      <td>主板</td>\n",
       "      <td>19910114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000005.SZ</td>\n",
       "      <td>000005</td>\n",
       "      <td>世纪星源</td>\n",
       "      <td>深圳</td>\n",
       "      <td>房产服务</td>\n",
       "      <td>主板</td>\n",
       "      <td>19901210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000006.SZ</td>\n",
       "      <td>000006</td>\n",
       "      <td>深振业A</td>\n",
       "      <td>深圳</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>主板</td>\n",
       "      <td>19920427</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "     ts_code  symbol  name area industry market list_date\n",
       "0  000001.SZ  000001  平安银行   深圳       银行     主板  19910403\n",
       "1  000002.SZ  000002   万科A   深圳     全国地产     主板  19910129\n",
       "2  000004.SZ  000004  国农科技   深圳     生物制药     主板  19910114\n",
       "3  000005.SZ  000005  世纪星源   深圳     房产服务     主板  19901210\n",
       "4  000006.SZ  000006  深振业A   深圳     区域地产     主板  19920427"
      ]
     },
     "execution_count": 3,
     "metadata": {},
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    }
   ],
   "source": [
    "#获取当前上市的股票代码、简称、注册地、行业、上市时间等数据\n",
    "basic=pro.stock_basic(list_status='L')\n",
    "#查看前五行数据\n",
    "basic.head(5)"
   ]
  },
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   "cell_type": "code",
   "execution_count": 4,
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>change</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>vol</th>\n",
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       "      <th>0</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20190104</td>\n",
       "      <td>9.24</td>\n",
       "      <td>9.82</td>\n",
       "      <td>9.22</td>\n",
       "      <td>9.75</td>\n",
       "      <td>9.28</td>\n",
       "      <td>0.47</td>\n",
       "      <td>5.0647</td>\n",
       "      <td>1481159.06</td>\n",
       "      <td>1422149.888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20190103</td>\n",
       "      <td>9.18</td>\n",
       "      <td>9.33</td>\n",
       "      <td>9.15</td>\n",
       "      <td>9.28</td>\n",
       "      <td>9.19</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.9793</td>\n",
       "      <td>415537.95</td>\n",
       "      <td>384457.707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20190102</td>\n",
       "      <td>9.39</td>\n",
       "      <td>9.42</td>\n",
       "      <td>9.16</td>\n",
       "      <td>9.19</td>\n",
       "      <td>9.38</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>-2.0256</td>\n",
       "      <td>539386.32</td>\n",
       "      <td>498695.109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20181228</td>\n",
       "      <td>9.31</td>\n",
       "      <td>9.46</td>\n",
       "      <td>9.31</td>\n",
       "      <td>9.38</td>\n",
       "      <td>9.28</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.0776</td>\n",
       "      <td>576604.00</td>\n",
       "      <td>541571.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20181227</td>\n",
       "      <td>9.45</td>\n",
       "      <td>9.49</td>\n",
       "      <td>9.28</td>\n",
       "      <td>9.28</td>\n",
       "      <td>9.30</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.2151</td>\n",
       "      <td>624593.27</td>\n",
       "      <td>586343.755</td>\n",
       "    </tr>\n",
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      "text/plain": [
       "     ts_code trade_date  open  high   low  close  pre_close  change  pct_chg  \\\n",
       "0  000001.SZ   20190104  9.24  9.82  9.22   9.75       9.28    0.47   5.0647   \n",
       "1  000001.SZ   20190103  9.18  9.33  9.15   9.28       9.19    0.09   0.9793   \n",
       "2  000001.SZ   20190102  9.39  9.42  9.16   9.19       9.38   -0.19  -2.0256   \n",
       "3  000001.SZ   20181228  9.31  9.46  9.31   9.38       9.28    0.10   1.0776   \n",
       "4  000001.SZ   20181227  9.45  9.49  9.28   9.28       9.30   -0.02  -0.2151   \n",
       "\n",
       "          vol       amount  \n",
       "0  1481159.06  1422149.888  \n",
       "1   415537.95   384457.707  \n",
       "2   539386.32   498695.109  \n",
       "3   576604.00   541571.004  \n",
       "4   624593.27   586343.755  "
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     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "#获取平安银行日行情数据\n",
    "pa=pro.daily(ts_code='000001.SZ', start_date='20180101', end_date='20190106')\n",
    "pa.head()"
   ]
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       "                \"20181017\",\n",
       "                \"20181018\",\n",
       "                \"20181019\",\n",
       "                \"20181022\",\n",
       "                \"20181023\",\n",
       "                \"20181024\",\n",
       "                \"20181025\",\n",
       "                \"20181026\",\n",
       "                \"20181029\",\n",
       "                \"20181030\",\n",
       "                \"20181031\",\n",
       "                \"20181101\",\n",
       "                \"20181102\",\n",
       "                \"20181105\",\n",
       "                \"20181106\",\n",
       "                \"20181107\",\n",
       "                \"20181108\",\n",
       "                \"20181109\",\n",
       "                \"20181112\",\n",
       "                \"20181113\",\n",
       "                \"20181114\",\n",
       "                \"20181115\",\n",
       "                \"20181116\",\n",
       "                \"20181119\",\n",
       "                \"20181120\",\n",
       "                \"20181121\",\n",
       "                \"20181122\",\n",
       "                \"20181123\",\n",
       "                \"20181126\",\n",
       "                \"20181127\",\n",
       "                \"20181128\",\n",
       "                \"20181129\",\n",
       "                \"20181130\",\n",
       "                \"20181203\",\n",
       "                \"20181204\",\n",
       "                \"20181205\",\n",
       "                \"20181206\",\n",
       "                \"20181207\",\n",
       "                \"20181210\",\n",
       "                \"20181211\",\n",
       "                \"20181212\",\n",
       "                \"20181213\",\n",
       "                \"20181214\",\n",
       "                \"20181217\",\n",
       "                \"20181218\",\n",
       "                \"20181219\",\n",
       "                \"20181220\",\n",
       "                \"20181221\",\n",
       "                \"20181224\",\n",
       "                \"20181225\",\n",
       "                \"20181226\",\n",
       "                \"20181227\",\n",
       "                \"20181228\",\n",
       "                \"20190102\",\n",
       "                \"20190103\",\n",
       "                \"20190104\"\n",
       "            ],\n",
       "            \"scale\": true\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
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       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
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       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
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       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            },\n",
       "            \"scale\": true,\n",
       "            \"splitArea\": {\n",
       "                \"show\": true\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ],\n",
       "    \"dataZoom\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"type\": \"slider\",\n",
       "            \"start\": 50,\n",
       "            \"end\": 100,\n",
       "            \"orient\": \"horizontal\"\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "myChart_99a7ab95b8dd443eaa14f35c78aa6327.setOption(option_99a7ab95b8dd443eaa14f35c78aa6327);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.kline.Kline at 0x17f62c5d4e0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#K线图可视化\n",
    "from pyecharts import Kline\n",
    "pa.index=pd.to_datetime(pa.trade_date)\n",
    "pa=pa.sort_index()\n",
    "v1=list(pa.loc[:,['open','close','low','high']].values)\n",
    "t=pa.index\n",
    "v0=list(t.strftime('%Y%m%d'))\n",
    "kline = Kline(\"平安银行K线图\",title_text_size=15)\n",
    "kline.add(\"\", v0, v1,is_datazoom_show=True,mark_line=[\"average\"],\n",
    "         mark_point=[\"max\", \"min\"],mark_point_symbolsize=60,\n",
    "         mark_line_valuedim=['highest', 'lowest'] )\n",
    "#kline.render(\"上证指数图.html\")\n",
    "kline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#定义获取多只股票函数：\n",
    "def get_stocks_data(stocklist,start,end):\n",
    "    all_data={}\n",
    "    for code in stocklist:\n",
    "        all_data[code]=pro.daily(ts_code=code, start_date=start, end_date=end)\n",
    "    return all_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#保存本地\n",
    "def save_data(all_data):\n",
    "    for code,data in all_data.items():\n",
    "        data.to_csv('c:/zjy/stock_data/'+code+'.csv',header=True, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "stocklist=list(basic.ts_code)[:15]\n",
    "start=''\n",
    "end=''\n",
    "all_data=get_stocks_data(stocklist,start,end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "        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>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>change</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3995</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20010906</td>\n",
       "      <td>14.91</td>\n",
       "      <td>15.38</td>\n",
       "      <td>14.91</td>\n",
       "      <td>15.31</td>\n",
       "      <td>14.94</td>\n",
       "      <td>0.37</td>\n",
       "      <td>2.48</td>\n",
       "      <td>136954.70</td>\n",
       "      <td>208439.4173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3996</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20010905</td>\n",
       "      <td>15.08</td>\n",
       "      <td>15.15</td>\n",
       "      <td>14.89</td>\n",
       "      <td>14.94</td>\n",
       "      <td>15.08</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>-0.93</td>\n",
       "      <td>62187.49</td>\n",
       "      <td>93517.2968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3997</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20010904</td>\n",
       "      <td>14.64</td>\n",
       "      <td>15.17</td>\n",
       "      <td>14.60</td>\n",
       "      <td>15.08</td>\n",
       "      <td>14.64</td>\n",
       "      <td>0.44</td>\n",
       "      <td>3.01</td>\n",
       "      <td>97063.37</td>\n",
       "      <td>145421.3974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3998</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20010903</td>\n",
       "      <td>14.62</td>\n",
       "      <td>14.85</td>\n",
       "      <td>14.50</td>\n",
       "      <td>14.64</td>\n",
       "      <td>14.60</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.27</td>\n",
       "      <td>27092.22</td>\n",
       "      <td>39760.1352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3999</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>20010831</td>\n",
       "      <td>14.60</td>\n",
       "      <td>14.75</td>\n",
       "      <td>14.55</td>\n",
       "      <td>14.60</td>\n",
       "      <td>14.60</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16056.11</td>\n",
       "      <td>23474.1337</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        ts_code trade_date   open   high    low  close  pre_close  change  \\\n",
       "3995  000002.SZ   20010906  14.91  15.38  14.91  15.31      14.94    0.37   \n",
       "3996  000002.SZ   20010905  15.08  15.15  14.89  14.94      15.08   -0.14   \n",
       "3997  000002.SZ   20010904  14.64  15.17  14.60  15.08      14.64    0.44   \n",
       "3998  000002.SZ   20010903  14.62  14.85  14.50  14.64      14.60    0.04   \n",
       "3999  000002.SZ   20010831  14.60  14.75  14.55  14.60      14.60    0.00   \n",
       "\n",
       "      pct_chg        vol       amount  \n",
       "3995     2.48  136954.70  208439.4173  \n",
       "3996    -0.93   62187.49   93517.2968  \n",
       "3997     3.01   97063.37  145421.3974  \n",
       "3998     0.27   27092.22   39760.1352  \n",
       "3999     0.00   16056.11   23474.1337  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data['000002.SZ'].tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "#将数据保存到本地\n",
    "save_data(all_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['000001.SZ.csv', '000002.SZ.csv', '000004.SZ.csv', '000005.SZ.csv', '000006.SZ.csv', '000007.SZ.csv', '000008.SZ.csv', '000009.SZ.csv', '000010.SZ.csv', '000011.SZ.csv', '000012.SZ.csv', '000014.SZ.csv', '000016.SZ.csv', '000017.SZ.csv', '000018.SZ.csv']\n"
     ]
    }
   ],
   "source": [
    "#读取本地文件夹里所有文件\n",
    "import os\n",
    "#文件存储路径\n",
    "file='c:/zjy/stock_data/'\n",
    "g=os.walk(file)\n",
    "filenames=[]\n",
    "for path,d,filelist in g:\n",
    "    for filename in filelist:\n",
    "        filenames.append(os.path.join(filename))\n",
    "print(filenames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "#将读取的数据文件放入一个字典中\n",
    "df={}\n",
    "#从文件名中分离出股票代码\n",
    "code=[name.split('.')[0] for name in filenames]\n",
    "for i in range(len(filenames)):\n",
    "    filename=file+filenames[i]\n",
    "    df[code[i]]=pd.read_csv(filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>change</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20190104</td>\n",
       "      <td>9.24</td>\n",
       "      <td>9.82</td>\n",
       "      <td>9.22</td>\n",
       "      <td>9.75</td>\n",
       "      <td>9.28</td>\n",
       "      <td>0.47</td>\n",
       "      <td>5.0647</td>\n",
       "      <td>1481159.06</td>\n",
       "      <td>1422149.888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20190103</td>\n",
       "      <td>9.18</td>\n",
       "      <td>9.33</td>\n",
       "      <td>9.15</td>\n",
       "      <td>9.28</td>\n",
       "      <td>9.19</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.9793</td>\n",
       "      <td>415537.95</td>\n",
       "      <td>384457.707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20190102</td>\n",
       "      <td>9.39</td>\n",
       "      <td>9.42</td>\n",
       "      <td>9.16</td>\n",
       "      <td>9.19</td>\n",
       "      <td>9.38</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>-2.0256</td>\n",
       "      <td>539386.32</td>\n",
       "      <td>498695.109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20181228</td>\n",
       "      <td>9.31</td>\n",
       "      <td>9.46</td>\n",
       "      <td>9.31</td>\n",
       "      <td>9.38</td>\n",
       "      <td>9.28</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.0776</td>\n",
       "      <td>576604.00</td>\n",
       "      <td>541571.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20181227</td>\n",
       "      <td>9.45</td>\n",
       "      <td>9.49</td>\n",
       "      <td>9.28</td>\n",
       "      <td>9.28</td>\n",
       "      <td>9.30</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.2151</td>\n",
       "      <td>624593.27</td>\n",
       "      <td>586343.755</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ts_code  trade_date  open  high   low  close  pre_close  change  pct_chg  \\\n",
       "0  000001.SZ    20190104  9.24  9.82  9.22   9.75       9.28    0.47   5.0647   \n",
       "1  000001.SZ    20190103  9.18  9.33  9.15   9.28       9.19    0.09   0.9793   \n",
       "2  000001.SZ    20190102  9.39  9.42  9.16   9.19       9.38   -0.19  -2.0256   \n",
       "3  000001.SZ    20181228  9.31  9.46  9.31   9.38       9.28    0.10   1.0776   \n",
       "4  000001.SZ    20181227  9.45  9.49  9.28   9.28       9.30   -0.02  -0.2151   \n",
       "\n",
       "          vol       amount  \n",
       "0  1481159.06  1422149.888  \n",
       "1   415537.95   384457.707  \n",
       "2   539386.32   498695.109  \n",
       "3   576604.00   541571.004  \n",
       "4   624593.27   586343.755  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看第一只股票前五行数据\n",
    "df[code[0]].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 指数数据\n",
    "pro.index_daily(ts_code=)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-18T15:34:35.392935Z",
     "start_time": "2019-04-18T15:34:34.050172Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1990-12-19</td>\n",
       "      <td>113.10</td>\n",
       "      <td>113.10</td>\n",
       "      <td>113.10</td>\n",
       "      <td>113.10</td>\n",
       "      <td>2650.0</td>\n",
       "      <td>sh</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1990-12-20</td>\n",
       "      <td>113.10</td>\n",
       "      <td>113.50</td>\n",
       "      <td>113.50</td>\n",
       "      <td>112.85</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1990-12-21</td>\n",
       "      <td>113.50</td>\n",
       "      <td>113.50</td>\n",
       "      <td>113.50</td>\n",
       "      <td>113.40</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1990-12-24</td>\n",
       "      <td>113.50</td>\n",
       "      <td>114.00</td>\n",
       "      <td>114.00</td>\n",
       "      <td>113.30</td>\n",
       "      <td>8070.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1990-12-25</td>\n",
       "      <td>114.00</td>\n",
       "      <td>114.10</td>\n",
       "      <td>114.20</td>\n",
       "      <td>114.00</td>\n",
       "      <td>2780.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1990-12-26</td>\n",
       "      <td>114.40</td>\n",
       "      <td>114.30</td>\n",
       "      <td>114.40</td>\n",
       "      <td>114.20</td>\n",
       "      <td>310.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1990-12-27</td>\n",
       "      <td>114.30</td>\n",
       "      <td>114.25</td>\n",
       "      <td>114.30</td>\n",
       "      <td>114.10</td>\n",
       "      <td>6110.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1990-12-28</td>\n",
       "      <td>114.30</td>\n",
       "      <td>114.40</td>\n",
       "      <td>114.40</td>\n",
       "      <td>114.20</td>\n",
       "      <td>4840.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1990-12-31</td>\n",
       "      <td>114.70</td>\n",
       "      <td>114.70</td>\n",
       "      <td>114.80</td>\n",
       "      <td>114.60</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1991-01-02</td>\n",
       "      <td>115.00</td>\n",
       "      <td>114.90</td>\n",
       "      <td>115.00</td>\n",
       "      <td>114.80</td>\n",
       "      <td>520.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1991-01-03</td>\n",
       "      <td>115.20</td>\n",
       "      <td>114.90</td>\n",
       "      <td>115.20</td>\n",
       "      <td>114.80</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1991-01-04</td>\n",
       "      <td>115.20</td>\n",
       "      <td>115.20</td>\n",
       "      <td>115.50</td>\n",
       "      <td>115.00</td>\n",
       "      <td>2100.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1991-01-07</td>\n",
       "      <td>115.70</td>\n",
       "      <td>115.70</td>\n",
       "      <td>116.10</td>\n",
       "      <td>115.70</td>\n",
       "      <td>830.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1991-01-08</td>\n",
       "      <td>116.00</td>\n",
       "      <td>115.70</td>\n",
       "      <td>116.10</td>\n",
       "      <td>115.70</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1991-01-09</td>\n",
       "      <td>116.00</td>\n",
       "      <td>116.00</td>\n",
       "      <td>116.00</td>\n",
       "      <td>115.90</td>\n",
       "      <td>630.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1991-01-10</td>\n",
       "      <td>116.10</td>\n",
       "      <td>116.40</td>\n",
       "      <td>116.40</td>\n",
       "      <td>116.00</td>\n",
       "      <td>540.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1991-01-11</td>\n",
       "      <td>116.35</td>\n",
       "      <td>116.50</td>\n",
       "      <td>116.50</td>\n",
       "      <td>116.30</td>\n",
       "      <td>1090.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1991-01-14</td>\n",
       "      <td>117.00</td>\n",
       "      <td>117.00</td>\n",
       "      <td>117.00</td>\n",
       "      <td>117.00</td>\n",
       "      <td>1610.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1991-01-15</td>\n",
       "      <td>117.30</td>\n",
       "      <td>117.50</td>\n",
       "      <td>117.50</td>\n",
       "      <td>117.30</td>\n",
       "      <td>270.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1991-01-16</td>\n",
       "      <td>117.50</td>\n",
       "      <td>117.90</td>\n",
       "      <td>118.00</td>\n",
       "      <td>117.50</td>\n",
       "      <td>1060.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1991-01-17</td>\n",
       "      <td>117.80</td>\n",
       "      <td>117.90</td>\n",
       "      <td>118.00</td>\n",
       "      <td>117.80</td>\n",
       "      <td>4180.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1991-01-18</td>\n",
       "      <td>117.90</td>\n",
       "      <td>118.10</td>\n",
       "      <td>118.10</td>\n",
       "      <td>117.90</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1991-01-21</td>\n",
       "      <td>118.30</td>\n",
       "      <td>118.30</td>\n",
       "      <td>118.30</td>\n",
       "      <td>118.30</td>\n",
       "      <td>130.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1991-01-22</td>\n",
       "      <td>118.20</td>\n",
       "      <td>118.30</td>\n",
       "      <td>118.30</td>\n",
       "      <td>118.20</td>\n",
       "      <td>1670.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1991-01-23</td>\n",
       "      <td>118.30</td>\n",
       "      <td>118.40</td>\n",
       "      <td>118.40</td>\n",
       "      <td>118.30</td>\n",
       "      <td>340.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1991-01-24</td>\n",
       "      <td>118.30</td>\n",
       "      <td>118.40</td>\n",
       "      <td>118.40</td>\n",
       "      <td>118.30</td>\n",
       "      <td>650.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1991-01-25</td>\n",
       "      <td>118.40</td>\n",
       "      <td>118.70</td>\n",
       "      <td>118.70</td>\n",
       "      <td>118.40</td>\n",
       "      <td>2890.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1991-01-28</td>\n",
       "      <td>118.60</td>\n",
       "      <td>118.70</td>\n",
       "      <td>118.70</td>\n",
       "      <td>118.50</td>\n",
       "      <td>9750.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1991-01-29</td>\n",
       "      <td>118.70</td>\n",
       "      <td>118.70</td>\n",
       "      <td>118.70</td>\n",
       "      <td>118.70</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1991-01-30</td>\n",
       "      <td>118.70</td>\n",
       "      <td>118.70</td>\n",
       "      <td>118.70</td>\n",
       "      <td>118.70</td>\n",
       "      <td>1170.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6724</th>\n",
       "      <td>2019-03-07</td>\n",
       "      <td>3103.67</td>\n",
       "      <td>3106.42</td>\n",
       "      <td>3129.94</td>\n",
       "      <td>3074.98</td>\n",
       "      <td>583817065.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6725</th>\n",
       "      <td>2019-03-08</td>\n",
       "      <td>3038.34</td>\n",
       "      <td>2969.86</td>\n",
       "      <td>3075.05</td>\n",
       "      <td>2969.58</td>\n",
       "      <td>577855473.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6726</th>\n",
       "      <td>2019-03-11</td>\n",
       "      <td>2969.08</td>\n",
       "      <td>3026.99</td>\n",
       "      <td>3028.25</td>\n",
       "      <td>2963.58</td>\n",
       "      <td>426213029.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6727</th>\n",
       "      <td>2019-03-12</td>\n",
       "      <td>3049.08</td>\n",
       "      <td>3060.31</td>\n",
       "      <td>3093.39</td>\n",
       "      <td>3029.90</td>\n",
       "      <td>511173158.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6728</th>\n",
       "      <td>2019-03-13</td>\n",
       "      <td>3062.33</td>\n",
       "      <td>3026.95</td>\n",
       "      <td>3065.29</td>\n",
       "      <td>3013.93</td>\n",
       "      <td>453214625.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6729</th>\n",
       "      <td>2019-03-14</td>\n",
       "      <td>3013.60</td>\n",
       "      <td>2990.69</td>\n",
       "      <td>3041.16</td>\n",
       "      <td>2968.82</td>\n",
       "      <td>373141798.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6730</th>\n",
       "      <td>2019-03-15</td>\n",
       "      <td>3000.88</td>\n",
       "      <td>3021.75</td>\n",
       "      <td>3048.12</td>\n",
       "      <td>2999.43</td>\n",
       "      <td>341206139.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6731</th>\n",
       "      <td>2019-03-18</td>\n",
       "      <td>3027.80</td>\n",
       "      <td>3096.42</td>\n",
       "      <td>3096.42</td>\n",
       "      <td>3009.51</td>\n",
       "      <td>397797179.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6732</th>\n",
       "      <td>2019-03-19</td>\n",
       "      <td>3099.90</td>\n",
       "      <td>3090.98</td>\n",
       "      <td>3113.43</td>\n",
       "      <td>3076.36</td>\n",
       "      <td>350908860.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6733</th>\n",
       "      <td>2019-03-20</td>\n",
       "      <td>3084.17</td>\n",
       "      <td>3090.64</td>\n",
       "      <td>3102.52</td>\n",
       "      <td>3053.45</td>\n",
       "      <td>358557505.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6734</th>\n",
       "      <td>2019-03-21</td>\n",
       "      <td>3094.12</td>\n",
       "      <td>3101.46</td>\n",
       "      <td>3125.02</td>\n",
       "      <td>3086.85</td>\n",
       "      <td>414251182.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6735</th>\n",
       "      <td>2019-03-22</td>\n",
       "      <td>3100.73</td>\n",
       "      <td>3104.15</td>\n",
       "      <td>3107.28</td>\n",
       "      <td>3064.88</td>\n",
       "      <td>364848346.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6736</th>\n",
       "      <td>2019-03-25</td>\n",
       "      <td>3058.80</td>\n",
       "      <td>3043.03</td>\n",
       "      <td>3087.00</td>\n",
       "      <td>3041.95</td>\n",
       "      <td>380278762.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6737</th>\n",
       "      <td>2019-03-26</td>\n",
       "      <td>3057.56</td>\n",
       "      <td>2997.10</td>\n",
       "      <td>3062.69</td>\n",
       "      <td>2988.49</td>\n",
       "      <td>353498021.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6738</th>\n",
       "      <td>2019-03-27</td>\n",
       "      <td>3012.26</td>\n",
       "      <td>3022.72</td>\n",
       "      <td>3022.76</td>\n",
       "      <td>2987.77</td>\n",
       "      <td>291390357.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6739</th>\n",
       "      <td>2019-03-28</td>\n",
       "      <td>3009.80</td>\n",
       "      <td>2994.94</td>\n",
       "      <td>3025.78</td>\n",
       "      <td>2991.78</td>\n",
       "      <td>288106425.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6740</th>\n",
       "      <td>2019-03-29</td>\n",
       "      <td>3000.68</td>\n",
       "      <td>3090.76</td>\n",
       "      <td>3093.03</td>\n",
       "      <td>2999.99</td>\n",
       "      <td>375082991.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6741</th>\n",
       "      <td>2019-04-01</td>\n",
       "      <td>3111.66</td>\n",
       "      <td>3170.36</td>\n",
       "      <td>3176.62</td>\n",
       "      <td>3111.66</td>\n",
       "      <td>466124693.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6742</th>\n",
       "      <td>2019-04-02</td>\n",
       "      <td>3183.27</td>\n",
       "      <td>3176.82</td>\n",
       "      <td>3193.27</td>\n",
       "      <td>3164.91</td>\n",
       "      <td>447068981.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6743</th>\n",
       "      <td>2019-04-03</td>\n",
       "      <td>3159.15</td>\n",
       "      <td>3216.30</td>\n",
       "      <td>3219.26</td>\n",
       "      <td>3152.33</td>\n",
       "      <td>430548635.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6744</th>\n",
       "      <td>2019-04-04</td>\n",
       "      <td>3233.69</td>\n",
       "      <td>3246.57</td>\n",
       "      <td>3254.14</td>\n",
       "      <td>3216.85</td>\n",
       "      <td>469117669.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6745</th>\n",
       "      <td>2019-04-08</td>\n",
       "      <td>3271.27</td>\n",
       "      <td>3244.81</td>\n",
       "      <td>3288.45</td>\n",
       "      <td>3210.52</td>\n",
       "      <td>504518403.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6746</th>\n",
       "      <td>2019-04-09</td>\n",
       "      <td>3240.39</td>\n",
       "      <td>3239.66</td>\n",
       "      <td>3251.65</td>\n",
       "      <td>3215.70</td>\n",
       "      <td>364169997.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6747</th>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>3224.65</td>\n",
       "      <td>3241.93</td>\n",
       "      <td>3264.78</td>\n",
       "      <td>3204.88</td>\n",
       "      <td>380134408.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6748</th>\n",
       "      <td>2019-04-11</td>\n",
       "      <td>3241.55</td>\n",
       "      <td>3189.96</td>\n",
       "      <td>3254.13</td>\n",
       "      <td>3185.55</td>\n",
       "      <td>353031879.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6749</th>\n",
       "      <td>2019-04-12</td>\n",
       "      <td>3184.86</td>\n",
       "      <td>3188.63</td>\n",
       "      <td>3199.28</td>\n",
       "      <td>3168.04</td>\n",
       "      <td>289788996.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6750</th>\n",
       "      <td>2019-04-15</td>\n",
       "      <td>3233.46</td>\n",
       "      <td>3177.79</td>\n",
       "      <td>3253.98</td>\n",
       "      <td>3177.27</td>\n",
       "      <td>348809785.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6751</th>\n",
       "      <td>2019-04-16</td>\n",
       "      <td>3164.40</td>\n",
       "      <td>3253.60</td>\n",
       "      <td>3253.60</td>\n",
       "      <td>3153.21</td>\n",
       "      <td>357918752.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6752</th>\n",
       "      <td>2019-04-17</td>\n",
       "      <td>3250.15</td>\n",
       "      <td>3263.12</td>\n",
       "      <td>3275.33</td>\n",
       "      <td>3239.80</td>\n",
       "      <td>357541796.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6753</th>\n",
       "      <td>2019-04-18</td>\n",
       "      <td>3261.07</td>\n",
       "      <td>3250.20</td>\n",
       "      <td>3271.39</td>\n",
       "      <td>3241.83</td>\n",
       "      <td>325539942.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6754 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            date     open    close     high      low       volume code\n",
       "0     1990-12-19   113.10   113.10   113.10   113.10       2650.0   sh\n",
       "1     1990-12-20   113.10   113.50   113.50   112.85       1990.0   sh\n",
       "2     1990-12-21   113.50   113.50   113.50   113.40       1190.0   sh\n",
       "3     1990-12-24   113.50   114.00   114.00   113.30       8070.0   sh\n",
       "4     1990-12-25   114.00   114.10   114.20   114.00       2780.0   sh\n",
       "5     1990-12-26   114.40   114.30   114.40   114.20        310.0   sh\n",
       "6     1990-12-27   114.30   114.25   114.30   114.10       6110.0   sh\n",
       "7     1990-12-28   114.30   114.40   114.40   114.20       4840.0   sh\n",
       "8     1990-12-31   114.70   114.70   114.80   114.60       2400.0   sh\n",
       "9     1991-01-02   115.00   114.90   115.00   114.80        520.0   sh\n",
       "10    1991-01-03   115.20   114.90   115.20   114.80       1900.0   sh\n",
       "11    1991-01-04   115.20   115.20   115.50   115.00       2100.0   sh\n",
       "12    1991-01-07   115.70   115.70   116.10   115.70        830.0   sh\n",
       "13    1991-01-08   116.00   115.70   116.10   115.70       1400.0   sh\n",
       "14    1991-01-09   116.00   116.00   116.00   115.90        630.0   sh\n",
       "15    1991-01-10   116.10   116.40   116.40   116.00        540.0   sh\n",
       "16    1991-01-11   116.35   116.50   116.50   116.30       1090.0   sh\n",
       "17    1991-01-14   117.00   117.00   117.00   117.00       1610.0   sh\n",
       "18    1991-01-15   117.30   117.50   117.50   117.30        270.0   sh\n",
       "19    1991-01-16   117.50   117.90   118.00   117.50       1060.0   sh\n",
       "20    1991-01-17   117.80   117.90   118.00   117.80       4180.0   sh\n",
       "21    1991-01-18   117.90   118.10   118.10   117.90       1040.0   sh\n",
       "22    1991-01-21   118.30   118.30   118.30   118.30        130.0   sh\n",
       "23    1991-01-22   118.20   118.30   118.30   118.20       1670.0   sh\n",
       "24    1991-01-23   118.30   118.40   118.40   118.30        340.0   sh\n",
       "25    1991-01-24   118.30   118.40   118.40   118.30        650.0   sh\n",
       "26    1991-01-25   118.40   118.70   118.70   118.40       2890.0   sh\n",
       "27    1991-01-28   118.60   118.70   118.70   118.50       9750.0   sh\n",
       "28    1991-01-29   118.70   118.70   118.70   118.70       1230.0   sh\n",
       "29    1991-01-30   118.70   118.70   118.70   118.70       1170.0   sh\n",
       "...          ...      ...      ...      ...      ...          ...  ...\n",
       "6724  2019-03-07  3103.67  3106.42  3129.94  3074.98  583817065.0   sh\n",
       "6725  2019-03-08  3038.34  2969.86  3075.05  2969.58  577855473.0   sh\n",
       "6726  2019-03-11  2969.08  3026.99  3028.25  2963.58  426213029.0   sh\n",
       "6727  2019-03-12  3049.08  3060.31  3093.39  3029.90  511173158.0   sh\n",
       "6728  2019-03-13  3062.33  3026.95  3065.29  3013.93  453214625.0   sh\n",
       "6729  2019-03-14  3013.60  2990.69  3041.16  2968.82  373141798.0   sh\n",
       "6730  2019-03-15  3000.88  3021.75  3048.12  2999.43  341206139.0   sh\n",
       "6731  2019-03-18  3027.80  3096.42  3096.42  3009.51  397797179.0   sh\n",
       "6732  2019-03-19  3099.90  3090.98  3113.43  3076.36  350908860.0   sh\n",
       "6733  2019-03-20  3084.17  3090.64  3102.52  3053.45  358557505.0   sh\n",
       "6734  2019-03-21  3094.12  3101.46  3125.02  3086.85  414251182.0   sh\n",
       "6735  2019-03-22  3100.73  3104.15  3107.28  3064.88  364848346.0   sh\n",
       "6736  2019-03-25  3058.80  3043.03  3087.00  3041.95  380278762.0   sh\n",
       "6737  2019-03-26  3057.56  2997.10  3062.69  2988.49  353498021.0   sh\n",
       "6738  2019-03-27  3012.26  3022.72  3022.76  2987.77  291390357.0   sh\n",
       "6739  2019-03-28  3009.80  2994.94  3025.78  2991.78  288106425.0   sh\n",
       "6740  2019-03-29  3000.68  3090.76  3093.03  2999.99  375082991.0   sh\n",
       "6741  2019-04-01  3111.66  3170.36  3176.62  3111.66  466124693.0   sh\n",
       "6742  2019-04-02  3183.27  3176.82  3193.27  3164.91  447068981.0   sh\n",
       "6743  2019-04-03  3159.15  3216.30  3219.26  3152.33  430548635.0   sh\n",
       "6744  2019-04-04  3233.69  3246.57  3254.14  3216.85  469117669.0   sh\n",
       "6745  2019-04-08  3271.27  3244.81  3288.45  3210.52  504518403.0   sh\n",
       "6746  2019-04-09  3240.39  3239.66  3251.65  3215.70  364169997.0   sh\n",
       "6747  2019-04-10  3224.65  3241.93  3264.78  3204.88  380134408.0   sh\n",
       "6748  2019-04-11  3241.55  3189.96  3254.13  3185.55  353031879.0   sh\n",
       "6749  2019-04-12  3184.86  3188.63  3199.28  3168.04  289788996.0   sh\n",
       "6750  2019-04-15  3233.46  3177.79  3253.98  3177.27  348809785.0   sh\n",
       "6751  2019-04-16  3164.40  3253.60  3253.60  3153.21  357918752.0   sh\n",
       "6752  2019-04-17  3250.15  3263.12  3275.33  3239.80  357541796.0   sh\n",
       "6753  2019-04-18  3261.07  3250.20  3271.39  3241.83  325539942.0   sh\n",
       "\n",
       "[6754 rows x 7 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts.get_k_data('sh',start='1990-01-01')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-18T15:25:44.806403Z",
     "start_time": "2019-04-18T15:25:44.801419Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_index_data(indexs):\n",
    "    '''indexs是字典格式'''\n",
    "    index_data={}\n",
    "    for name,code in indexs.items():\n",
    "        df=pro.index_daily(ts_code=code)\n",
    "        df.index=pd.to_datetime(df.trade_date)   \n",
    "        index_data[name]=df.sort_index()\n",
    "    return index_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-18T15:26:06.536159Z",
     "start_time": "2019-04-18T15:26:01.281648Z"
    }
   },
   "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>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>change</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_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",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1990-12-19</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>19901219</td>\n",
       "      <td>99.98</td>\n",
       "      <td>96.05</td>\n",
       "      <td>99.98</td>\n",
       "      <td>95.79</td>\n",
       "      <td>100.00</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.0200</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>494.311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-20</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>19901220</td>\n",
       "      <td>104.39</td>\n",
       "      <td>104.30</td>\n",
       "      <td>104.39</td>\n",
       "      <td>99.98</td>\n",
       "      <td>99.98</td>\n",
       "      <td>4.41</td>\n",
       "      <td>4.4109</td>\n",
       "      <td>197.0</td>\n",
       "      <td>84.992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-21</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>19901221</td>\n",
       "      <td>109.13</td>\n",
       "      <td>109.07</td>\n",
       "      <td>109.13</td>\n",
       "      <td>103.73</td>\n",
       "      <td>104.39</td>\n",
       "      <td>4.74</td>\n",
       "      <td>4.5407</td>\n",
       "      <td>28.0</td>\n",
       "      <td>16.096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-24</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>19901224</td>\n",
       "      <td>114.55</td>\n",
       "      <td>113.57</td>\n",
       "      <td>114.55</td>\n",
       "      <td>109.13</td>\n",
       "      <td>109.13</td>\n",
       "      <td>5.42</td>\n",
       "      <td>4.9666</td>\n",
       "      <td>32.0</td>\n",
       "      <td>31.063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-25</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>19901225</td>\n",
       "      <td>120.25</td>\n",
       "      <td>120.09</td>\n",
       "      <td>120.25</td>\n",
       "      <td>114.55</td>\n",
       "      <td>114.55</td>\n",
       "      <td>5.70</td>\n",
       "      <td>4.9760</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.510</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              ts_code trade_date   close    open    high     low  pre_close  \\\n",
       "trade_date                                                                    \n",
       "1990-12-19  000001.SH   19901219   99.98   96.05   99.98   95.79     100.00   \n",
       "1990-12-20  000001.SH   19901220  104.39  104.30  104.39   99.98      99.98   \n",
       "1990-12-21  000001.SH   19901221  109.13  109.07  109.13  103.73     104.39   \n",
       "1990-12-24  000001.SH   19901224  114.55  113.57  114.55  109.13     109.13   \n",
       "1990-12-25  000001.SH   19901225  120.25  120.09  120.25  114.55     114.55   \n",
       "\n",
       "            change  pct_chg     vol   amount  \n",
       "trade_date                                    \n",
       "1990-12-19   -0.02  -0.0200  1260.0  494.311  \n",
       "1990-12-20    4.41   4.4109   197.0   84.992  \n",
       "1990-12-21    4.74   4.5407    28.0   16.096  \n",
       "1990-12-24    5.42   4.9666    32.0   31.063  \n",
       "1990-12-25    5.70   4.9760    15.0    6.510  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#获取常见股票指数行情\n",
    "indexs={'上证综指': '000001.SH','深证成指': '399001.SZ',\n",
    "         '沪深300': '000300.SH','创业板指': '399006.SZ',\n",
    "          '上证50': '000016.SH', '中证500': '000905.SH',\n",
    "         '中小板指': '399005.SZ','上证180': '000010.SH'}\n",
    "index_data=get_index_data(indexs)\n",
    "index_data['上证综指'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-18T15:27:29.247165Z",
     "start_time": "2019-04-18T15:27:29.057662Z"
    }
   },
   "outputs": [],
   "source": [
    "df=index_data['上证综指']\n",
    "df.to_csv('sh_index.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1296 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#对股价走势进行可视化分析\n",
    "subjects =list(index_data.keys())\n",
    "#每个子图的title\n",
    "plot_pos = [421,422,423,424,425,426,427,428] # 每个子图的位置\n",
    "new_colors = ['#1f77b4','#ff7f0e', '#2ca02c', '#d62728', '#9467bd',\n",
    "              '#8c564b', '#e377c2', '#7f7f7f','#bcbd22','#17becf']\n",
    "\n",
    "fig = plt.figure(figsize=(16,18))\n",
    "fig.suptitle('A股股指走势',fontsize=18)\n",
    "for pos in np.arange(len(plot_pos)):       \n",
    "    ax = fig.add_subplot(plot_pos[pos]) \n",
    "    y_data =index_data[subjects[pos]]['close']    \n",
    "    b = ax.plot(y_data,color=new_colors[pos])   \n",
    "    ax.set_title(subjects[pos])    \n",
    "    # 将右上边的两条边颜色设置为空，相当于抹掉这两条边\n",
    "    ax = plt.gca()  \n",
    "    ax.spines['right'].set_color('none') \n",
    "    ax.spines['top'].set_color('none')    \n",
    "plt.show()  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 证券宝（baostock）\n",
    "也是免费、开源的证券数据平台。 提供大量准确、完整的证券历史行情数据、上市公司财务数据等。 通过python API获取证券数据信息，满足量化交易投资者、数量金融爱好者、计量经济从业者数据需求。 返回的数据格式： pandas DataFrame类型，以便于用pandas/NumPy/Matplotlib进行数据分析和可视化。 证券宝链接地址:[http://baostock.com/baostock/index.php/Python_API文档](http://baostock.com/baostock/index.php/Python_API文档)  。安装：进入cmd模式，pip install baostock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "login success!\n"
     ]
    }
   ],
   "source": [
    "import baostock as bs\n",
    "#### 登陆系统 ####\n",
    "lg = bs.login()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "#### 获取历史K线数据 ####\n",
    "# query_history_k_data()\n",
    "fields= \"date,code,open,high,low,close\"\n",
    "#,preclose,volume,amount,adjustflag,turn,tradestatus,pctChg,peTTM,pbMRQ,psTTM,pcfNcfTTM,isST\n",
    "rs = bs.query_history_k_data(\"sh.000001\", fields,\n",
    "    start_date='2000-01-01', end_date='2018-09-07', \n",
    "    frequency=\"d\", adjustflag=\"2\") \n",
    "#frequency=\"d\"取日k线，adjustflag=\"3\"默认不复权，1：后复权；2：前复权"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "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>date</th>\n",
       "      <th>code</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2006-01-04</th>\n",
       "      <td>2006-01-04</td>\n",
       "      <td>sh.000001</td>\n",
       "      <td>1163.8780</td>\n",
       "      <td>1181.0040</td>\n",
       "      <td>1161.9060</td>\n",
       "      <td>1180.9630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-01-05</th>\n",
       "      <td>2006-01-05</td>\n",
       "      <td>sh.000001</td>\n",
       "      <td>1183.3050</td>\n",
       "      <td>1197.8370</td>\n",
       "      <td>1180.4510</td>\n",
       "      <td>1197.2690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-01-06</th>\n",
       "      <td>2006-01-06</td>\n",
       "      <td>sh.000001</td>\n",
       "      <td>1198.8110</td>\n",
       "      <td>1215.5360</td>\n",
       "      <td>1191.6140</td>\n",
       "      <td>1209.4220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-01-09</th>\n",
       "      <td>2006-01-09</td>\n",
       "      <td>sh.000001</td>\n",
       "      <td>1210.3200</td>\n",
       "      <td>1217.3140</td>\n",
       "      <td>1205.2480</td>\n",
       "      <td>1215.6680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-01-10</th>\n",
       "      <td>2006-01-10</td>\n",
       "      <td>sh.000001</td>\n",
       "      <td>1215.8480</td>\n",
       "      <td>1220.7560</td>\n",
       "      <td>1203.6510</td>\n",
       "      <td>1220.6180</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  date       code       open       high        low      close\n",
       "date                                                                         \n",
       "2006-01-04  2006-01-04  sh.000001  1163.8780  1181.0040  1161.9060  1180.9630\n",
       "2006-01-05  2006-01-05  sh.000001  1183.3050  1197.8370  1180.4510  1197.2690\n",
       "2006-01-06  2006-01-06  sh.000001  1198.8110  1215.5360  1191.6140  1209.4220\n",
       "2006-01-09  2006-01-09  sh.000001  1210.3200  1217.3140  1205.2480  1215.6680\n",
       "2006-01-10  2006-01-10  sh.000001  1215.8480  1220.7560  1203.6510  1220.6180"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_list = []\n",
    "while (rs.error_code == '0') & rs.next():\n",
    "    # 获取一条记录，将记录合并在一起\n",
    "    data_list.append(rs.get_row_data())\n",
    "result = pd.DataFrame(data_list, columns=rs.fields)\n",
    "result.index=pd.to_datetime(result.date)\n",
    "#### 结果集输出到csv文件 ####\n",
    "#result.to_csv(\"c:/zjy/history_k_data.csv\", encoding=\"gbk\", index=False)\n",
    "result.head()\n",
    "#### 登出系统 ####\n",
    "#bs.logout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 3086 entries, 2006-01-04 to 2018-09-07\n",
      "Data columns (total 6 columns):\n",
      "date     3086 non-null object\n",
      "code     3086 non-null object\n",
      "open     3086 non-null object\n",
      "high     3086 non-null object\n",
      "low      3086 non-null object\n",
      "close    3086 non-null object\n",
      "dtypes: object(6)\n",
      "memory usage: 168.8+ KB\n"
     ]
    }
   ],
   "source": [
    "result.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 3086 entries, 2006-01-04 to 2018-09-07\n",
      "Data columns (total 6 columns):\n",
      "date     3086 non-null object\n",
      "code     3086 non-null object\n",
      "open     3086 non-null float64\n",
      "high     3086 non-null float64\n",
      "low      3086 non-null float64\n",
      "close    3086 non-null float64\n",
      "dtypes: float64(4), object(2)\n",
      "memory usage: 168.8+ KB\n"
     ]
    }
   ],
   "source": [
    "#将某些object转化numeric\n",
    "result=result.apply(pd.to_numeric, errors='ignore')\n",
    "result.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "result.close.plot(figsize=(16,8))\n",
    "ax = plt.gca()  \n",
    "ax.spines['right'].set_color('none') \n",
    "ax.spines['top'].set_color('none')    \n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Yahool：获取国外股票数据\n",
    "原来的雅虎财经Python开源库2018年后已不在维护，还好有大神推出了雅虎财经的修复版本，使用pip install fix_yahoo_finance安装"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "import fix_yahoo_finance as fy\n",
    "fy.pdr_override()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(tick,start_date=\"2000-01-01\", end_date=\"2019-01-07\"):\n",
    "    data = fy.download(tick, start=start_date, end=end_date)\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 downloaded\n",
      "[*********************100%***********************]  1 of 1 downloaded\n",
      "[*********************100%***********************]  1 of 1 downloaded\n",
      "[*********************100%***********************]  1 of 1 downloaded\n"
     ]
    }
   ],
   "source": [
    "tickers=['AAPL', 'GOOG','AMZN','FB']\n",
    "all_data = {}\n",
    "for ticker in tickers:\n",
    "    all_data[ticker]=get_data(ticker)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "subjects = ['苹果公司股价走势','谷歌公司股价走势',\n",
    "            '亚马逊公司股价走势','FaceBook公司股价走势'] \n",
    "#每个子图的title\n",
    "plot_pos = [221,222,223,224] # 每个子图的位置\n",
    "new_colors = ['#1f77b4','#ff7f0e', '#2ca02c', '#d62728', '#9467bd',\n",
    "              '#8c564b', '#e377c2', '#7f7f7f','#bcbd22','#17becf']\n",
    "\n",
    "fig = plt.figure(figsize=(16,9))\n",
    "fig.suptitle('美股&指数走势',fontsize=18)\n",
    "for pos in np.arange(len(plot_pos)):       \n",
    "    ax = fig.add_subplot(plot_pos[pos]) \n",
    "    y_data = all_data[tickers[pos]]['Adj Close']    \n",
    "    b = ax.plot(y_data,color=new_colors[pos])   \n",
    "    ax.set_title(subjects[pos])  \n",
    "    ax = plt.gca()  \n",
    "    ax.spines['right'].set_color('none') \n",
    "    ax.spines['top'].set_color('none') \n",
    "plt.show()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 downloaded\n",
      "[*********************100%***********************]  1 of 1 downloaded\n",
      "[*********************100%***********************]  1 of 1 downloaded\n",
      "[*********************100%***********************]  1 of 1 downloaded\n",
      "[*********************100%***********************]  1 of 1 downloaded\n",
      "[*********************100%***********************]  1 of 1 downloaded\n",
      "[*********************100%***********************]  1 of 1 downloaded\n",
      "[*********************100%***********************]  1 of 1 downloaded\n"
     ]
    }
   ],
   "source": [
    "WorldStockIndexList = {\n",
    "    '000001.SS':'中国上证指数',\n",
    "    '^DJI':'道琼斯工业平均指数',\n",
    "    '^IXIC':'纳斯达克综合指数',\n",
    "    '^N225':'日本日经225指数',\n",
    "    '^HSI' :'香港恒生指数',\n",
    "    '^FCHI':'法国CAC40指数', \n",
    "    '^FTSE':'英国富时100指数', \n",
    "    '^GDAXI':'德国法兰克福DAX指数'}\n",
    "world_data={}\n",
    "for ticker in WorldStockIndexList.keys():\n",
    "    world_data[ticker]=get_data(ticker)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JkiRJqmsGrpIkSZKkumbgKkmSpKeNiGiMiCnj3Y7hioiZERHj3Q5prBi4SiMoIs6LiA+N0rU/3t+NNiL2ioi3DvKaP4mIowdY9wMRMSUiro6I3SPiYxGxQUR8OyIOGcz7SpLUU0RMjYiZ5XZjRHwjIqaW+/8ZES9dx/mN5X2t170yIg6NiIvK3ZcC50ZEQ0TsERGHRcQ7IuIHYxXQlm1t7Od4U0Q09Cj7aUQcX1X0WeDj/VzDe7wmFANXaWS1lT+9RMStEXFzRFzfx8/NEXFzP9f+FNDUz/FFwBkR8YKI+GBE3FW+520R8Y+ImBMRcyPiFVXnrAFay/b9OSJ2Kbe3jIj3RsSkqrpNwKnl55sOnJCZy4AXA4/0/2uRJGmdzgT+vQzoguLe8qJy//3ArWXANysito2IZ5SvswAysx24H9i9+qLl+e3AqrKotdzfAPgb8APgPRTfi7cuzzk5Ih4o75tzI+L+8mduRNwdEfMj4iO1PkREtEbEARHxmn7u68cAt5T35jkR8UhEPFpu31K2a/ce56wBWqr2XwRc2M/v03u8JpT+vgRLGrxW+ghcy2PHA48BLZmZlQMRMRnYEvjxEK9NZj4cEW8HHs7MvwBnldc+DViamV8dQNs/HRFPAcuBW4BZwMLyCfSjQAIbAYcBfyqfws7IzPsrnyMz167jfSRJquV3wInAXOAUiuDy9cBFwD+AX1F8d/068CrgKOAKYFpEbAasLq9zSDmCdibwb8AzgDOATSJiTlm+KfBTinvm9j0bkplnlOcAEBGfA9Zk5mkD+BxLgRXAMor7aS+Z+ZuyR/XSzGyLiJMo7qenRsQ04D+Af/U8rfwhIp4D7Arc2GO08E5lwNmT93it9wxcpWGIiO8BLwEWlkXbAi+LiHeV+1sB52bm/1A+9QQuALaKiGdQPP19EpgCvBboGMR7NwFkZmcwm5lXDPDcnYBfApsDB0fEN8tDJ2XmvVX13h8RF1M8tT0EeD6wL3AnsBh4H9BQfhHYFlgeEXtlZs0btSRJ/bgMuDwz10bEPcBuwN4UAexXyjo3ZOZ84IKImJuZxw3gujdFxKPA2cDFwLMpvgP/YSQaXQZ+pwCfzswWYCXFg+Z2yvt6RBwEHJWZp1ad+kaK7xAf6HHJjwN7lj3IRMTeFMH7ZsBLIuJNwIPAyZn5+ap2PAm0eI/XRGXgKg1PC3BGZn4LICK+Afyrav80egejb6C4mX2C4qnyRUAzRY/rujxe9WR1EvBpiuHBJ1MM55kOHJGZqyLiJcA1tS6SmXcDz42IHwDnZ+aVEXE48JGIuL2stgHwEeDnFE+x76cYQrWG4mnyEuAFwDcy89MR8RPgy97QJEmDFRE7As+kuL/cBLyS4h7zK+AeYAbwDmAtML/G+RdQBF4ry6Itgf+XmT+tqnYfcD5wEEVvbSOwRURcT/EAGeDszDxvMG3PzDURcSzwd4p7Zi2vBjbsUfYu4I6I6HzoHBEHlOXPq6r3D2AX4HvAryl6S/8MfDAiPpmZp5f1moC13uM1UTnHVRqegfSQ9qxzOnA98E7gtHL72wN8vy0yc8PyZ1o5lInMPCMzX0LRw9te1j2P4qYM8OGIuCUi7omIDXpc80URcQTFsKSbKW5aa4AngKMz8wmKYVZPAv9F8YXhk8BDFAF35ea6LcWXAkmSBmtrinmfZ5X7bcA+wLurfp4DtEXE3hFxIbBlRFwYEdtTBLTvyMy9MnMvintgS/e34KXAlcAXyv3JwIOZeRDwOMW8zkEFrVV+ALytn+NHA9+vLsjMFcAJwHVVxa3Am8t7b6VeR9XoqgQWAMdSDK0+MiJ276raNQ2p5D1eE4Y9rtLwNAAnR8S7y/1tgVdU7W8FfLP6hMz8b+jsjZ1LkVzhM3QFmcNVCVzbqrbPrJ7jGhHPAt4EHAncSHHD/SHFvJ/K/JVNKYY13wRsDHyIIuhuAH5DcXN9AXBtRGwEzMzMxSP0GSRJTyOZeW1EzKMYqgpFgHY5RS9jxclF1fwb8IZyqPAbACKiHfhORLRQPDCeTXH/qkytaQB+mZlvLwO5N5d1lo7QR/gJ8JmI2LTngYg4FGgo808QES8GvkFXsiiALco2HlXWaaDoZX5fZl5Vfb3MXEMRhBIRryzf90uU93zv8ZqoDFyl4Wlm3UOFm6vqR0RMKufAVPwe2Ibiae9I2IJ1ZwDckOLJ6XXAdzPznvJmf3ZVO46gnJebmbeU83P+DOxP8dT6mMxcHRG/oBjKdfUItV+SpEaKOZ27VZVtTI/RgmWguGFm/lu5/yXg2sz8bVW1t1P02LaVw4Ir1z8NeGAkGlsmSPwxxQPsnvYAvlVV92qKxErVn6MzOdM63mqviNgkM8+NiAMpeqh/TNFDWsml4T1eE5KBqzQ876XM8NeHT1VtB8VwnIsiovLE84jydXJZdyQWEr+6fJrcp8y8hSIN/0t6HFpFkQkRup7KVmwFzKFInrEzxRxdgF8An6OYbytJ0lBNBqZHkcxhBkXv61ZVx7cDmstg9TiKHtNvA1+JiJ9RBFwARMSnKR4k/zQzvxcRd1EMJX5nRHyf4r71dmDeSDU+M99RvnfP8rNqnjBAZYB6EsWw3asoMv6+keJ7w/Fl4DmVMquy93hNVAau0jBkZs/5qw1UPQ3ucbyZIu3+frWuVc7RaSq3GymGFbXWqlt1TjPQkZnt5bCiDSjS+z/WR/0miuC4gyKZ0050PaEF+BjdhxH9oOrYvRRDoT5FkT1xjzIZxanARymGaL0tM6vn6kiStE4RMZNiDuhUipFIXwa+mJkrq+o0UWTK3Y4ikdPumfloRHwRuCwzF0RX1Hg28Oco1kTtoBhy/I7y2IXAZymSOe1ZllXuj0TEiRTzPSvL60BxfyUiTqg0B5gGnEOZ8bgcwtvfZ5xSVKu5pEy37w89zAd+Bry+cm4US+b8LjOXlkODn0uRCbjyHcJ7vCYcA1dpZE2nyPZbSxPws6re1p4m03XTOhY4uxzaU7EUuLfHk9xJFAkXLgQOAO4CLqWY+/Ik8NdKxYh4M0Xw/LPM/Ew5rHkxcGvVtV5TSZVfztN9Zrk9rbzu34FjM/Px8nrvp0hmcXf55eATEfHq6i8akiQNwNHAjZn54YjYn+Le9rWImEGR8XcqxX2yDXhuZp4EnQHvNsBbI+LlFJn7LyrvU/9NsVbpSuC9lTmmmXlFRPwX8IXMXFK+f3N5fTLzbIrAd0Ai4r3Af0dEJdBdQzG8tnJ8brk5hSIQPL/GZSbTx/eHzHyo5zmZuYquObIXlu2vJGxs9x6viSh6Jx+TNBrKYTxramT8G8n3mFbezCRJelqJiI2BrTLzXwOou2FmjlRiJkljwMBVkiRJklTXXMdVkiRJklTXDFwlSZIkSXWtrpMzHXXUUXnZZZeNdzMkSRPHSCw59bTmvVmSNMIGdG+u68D1ySefHO8mSJJUdyJiFsXSFY0UGVOvBV5THt4QuBE4Ebi//AH4YGb+MyJOB44BbsrME8vr9Srri/dmSdJ4cKiwJEnrnzcBZ2bmkcDjwAOZeVhmHgZcB3wX2AO4sFJeBq3PAw6iWL9yQUQcUatsPD6QJEn9MXCVJGk9k5nnZOYV5e5sYAFARGwNbJ6ZcyjWdn55RNwUEedGRBNwKPDzclmuPwAH91EmSVJdMXCVJGk9FREHAhtl5l/LohOBb5bbNwNHZObzgWaKocDTgfnl8cXA5n2U9Xyf90TEnIiYs3DhwlH5LJIk9cfAVZKk9VBEbAycBbyz3G8AXkQx3xXgtsx8rNyeA+wIrACmlmUzKL4H1CrrJjO/k5n7Zua+s2fPHvkPI0nSOhi4SpK0nomIScDPgJMz88Gy+GDgxnLIL8CPImLPiGgEXg38A7iFYj4rwJ7AvD7KJEmqK3WdVViSJNX0LmAf4JSIOIViePCewJ+q6nwK+DHFMgOXZOaVZa/sGRHxNeCo8ufBGmWSJNWV6HowW3/23XffnDNnzng3Q5I0cTzt13GNiKnAy4BbM/P+vsr64r1ZkjTCBnRvdqiwNAzf/uN9XHnHE+PdDEkasMxcnZkXVweotcokSSITLjsZ5t8y3i0xcJWG44zfz+Xd/2fPgyRJkiag3/4n/PUc+NFrxrslwwtcI+KciHhFuX1uRNwQEadWHR9QmSRJkiRpFK1cBL86EVpWDvycW35QvDZOHpUmDcaQA9eIOBjYIjN/ExHHAo2ZeSCwQ0TsONCyEfkUkiRJkqS+/fkr8PfzYc55gz935YKRb88gDSlwjYhm4LvAvIh4FXAYcFF5+HKKtPoDLet5bRc5lyRJkqSRNGlG8bpm6fi2Y4iG2uP6VuAO4AvA84ETgfnlscXA5sD0AZZ14yLnWh8tWrF2vJsgSZIk9a29pXhtGMKKqM3TRrYtQzDUwHVv4DuZ+ThwPsW6cVPLYzPK664YYJm0Xmpr7+jcft8Ft45jSyRJkqR1WFmOZl0xmGG/5Uo1G20PV54OSx8e6VYN2FADx3uBHcrtfYHt6Rr2uycwD7hlgGXSeqm1vWsN5PlLVo9jSyRJkqR1uPX/itc55w6s/qc3A8rvuwvugOvPhJ+/a1SaNhBD6CcG4Fzg+xFxAtBMMXf1kojYCjgaOIDiU143gDJpvdTS1rHuSpIkSVI92Xz3gdVrrzEVrmXVyLZlEIbU45qZyzPzdZl5SGYemJkPUgSvfwVelJlPZeaygZSNxIeQxsPa9vbxboIkSZI0MA3NxesOh667bntr7fK1Tw1uOZ0RNGJzTDNzSWZeVM57HVSZtD6qHiq8bE0f/7glSZKk8dbeBh3l99WOtnXXr6zf2tPSh+BLO41YswbD5EjSEFUPFV7Tau+rJEmS6lTLiq7tG78Fp83qv/7vPlq87nRU/9caQwau0hC1VmUVjohxbIkkSZLUj76G/tay6L6u7cM/OfJtGSIDV2mIqntcG4xbJUmSVK9qJVrqy1n7dG1vvuvIt2WIDFylIVprVmFJkiStD5Y92rts5ZNd2x0dcPcfYPWSsWvTIBm4SkO0uqVrXmtmPxUlSZKk8bRmWe+yC17btf3o3+DHr4erPzN2bRokA1dpiJ5c0TXkwsBV0liKiFkR8fuIuDwifhkRkyLioYi4tvzZvax3ekTcHBFnV507oDJJ0gTSWmMJm0f/3rW9tgxsb//V2LRnCAxcpSFauLwqcMXIVdKYehNwZmYeCTwOnARcmJmHlT//jIjnAQcBzwcWRMQRAy0bl08kSRo9q5fWKCy/v2bCbRcV26uqhg+/6JRRb9ZgGLhKQ7Swqse1w7hV0hjKzHMy84pydzbQBrw8Im6KiHMjogk4FPh5ZibwB+DgQZR1ExHviYg5ETFn4cKFo/75JEkjrL+5q/+8GP7x4+5lLzoVDv2vYvvdV41euwbBwFUaogXL1nRup2OFJY2DiDgQ2Ai4AjgiM58PNAPHANOB+WXVxcDmgyjrJjO/k5n7Zua+s2fPHqVPI0kaFe2tcGUfy9osvh9+8e7e5fu9q2v7GfuOTrsGqWm8GyCtr6p7XBtcx1XSGIuIjYGzgOOAxzOz8j+lOcCOwApgalk2g+Jh9UDLJEkTxU/e2Pexr+9du7xx0ui0ZRi8OUlDtGhFCxtOawZgly03GOfWSHo6iYhJwM+AkzPzQeBHEbFnRDQCrwb+AdxCMXcVYE9g3iDKJEkTxdSNitftXjjwc5qm9H+8o73/46PAwFUaoraO5IXP2pQXPGsTJjd1/VNa3dLu0GFJo+1dwD7AKRFxLXA78CPg78ANmXklcD2wd0R8jTJ50yDKJEkTxW0/LV7ffunA6m+2KzSuY2DunO8Pr01DYOAqDUFmcu+CFTy0eBVNjQ20ldmZFi5fyy6fuIxzr39gnFsoaSLLzG9m5kZVWYRPz8w9MnP3zDylrNMBHAFcBxydmQ8MtGycPpYkaTRVT23beIe+6w2kA2bFguG3Z5AMXKUh+M1tjwHwz/lP0dQQtHV0ADD38WINrKvuHPt/zJLUU2auzsyLM/P+wZZJkiaA9tbiddsDu5cfeGLf5yy8s3fZB2/tHuxOGftpcgau0hAsWdnSud3UELS1F0+mnlhW5EbZbIPJ49IuSZIkqdOlHyleH7qh/3p7v6X/dVs3eRYc+92u/VnbDL9tg2TgKg3Bd/6lyyG0AAAgAElEQVTU1Slx9xPLmfv4chatWMuiMtPwpjMMXCVJkjTOtt6neJ3RY6Wze67svt/Q2LtOT8/YFz5wS7Fd6ckdQy6HIw1SZjJ/6erO/XmLVgHwp3sWsnhV0RO74dTmcWmbJEmS1KmhDPfe/Ivu5dnRfb9lFez1Rli9GPb/976v11h+x21v6bvOKDFwlQapo4/56i1tHSxeUfwjdllXSZIkjbtKgDltkx4Henyh3fiZRVB60If6v944Bq4OFZYGqbW96wnVpjO6FmdeubadNW3FsfaOXqdJkiRJY6sypLex/M6695uhcTJMrkqu9PofrTtgrahcp6Nt5No4QAau0iDd9MDizu3f/cfBndsPL1nFb/7xKADtruMqSZKk8VbpGW0qA85XnQ3/swCapnTV2fWV0Dx1YNer9Lg+fNPItXGADFylQaoOSTeb2fWP/rw/z+vcbu+wy1WSJEnj6JE5cPmpxXZDj/wrQ+0xrVznnxcNvV1DZOAqDdK0SY3d9jec1jsRk0OFJUmSNG7a2+B7h3ftN/VY8WLHlxSv7/vL4K47aVrX9oIa672OIgNXaZBWt7R3269kEH7W7OmdZelQYUmSJI2Xn7yx+37PzKG7vxZOng+bP3fo73HX74d+7hAYuEqDdM+CFd32JzcVPbALlq/tLGvvK/WwJEmSNNru+UPXdvV81mqTZwzvPa778vDOHyQDV2mQPv3bO7rtT2oq/hktX9M1V+B71z8wpm3SxNDa3sEFNz5Im2PNJUnScOz+uuL1kI/Bf9w2Ou8RYxtKGrhKw3TQjpuOdxM0QXz/+gc45Zf/4sKbHhrvpkiSpPVZ02SYuRW8+FSYufnovMe0jUfnun0wcJWG6aNHPqdX2W5bb1CjptS/M34/F+g+7FySJGnQVi+FKaP8fXTWNqN7/R4MXKUh2mfbDQFobAieuWlXYqamhmCbjab1dZq0TlOaG9ddSZIkqZZMmPtbWDh3vFsyogxcpUE6dKfZ7LzFTH7x/hfWPD51UiNtJmfSELz0ucVQns1mTl5HTUmSpD48+OfiddsDx7cdI2zQgWtENEXEQxFxbfmze0ScHhE3R8TZVfUGVCatb9o7kumTm3qVVUxuajSrsIaksorS2jaTM6l/ETErIn4fEZdHxC9r7E+qdb8uz/X+LEkT2aL7itdjvjS677PDYaN7/R6G0uO6B3BhZh6WmYcBk4CDgOcDCyLiiIh43kDKRuQTSGOspb2D5sbua2E9tbq1c3tyU4M9rhqSljKbsOsAawDeBJyZmUcCjwNv67F/FD3u15n5T+/PkvQ0sPyx4nXTnUb3fQ768Ohev4ehBK4HAC+PiJsi4lzgcODnWXzT+gNwMHDoAMuk9U5rewfNjd3/6XQLXJsbaO+wx0yD19ZeBKz22GtdMvOczLyi3J0N3NRjfwE97tcR0cQQ788R8Z6ImBMRcxYuXDi6H06SNHQd7XDtGcV206TRfa+G+l8O52bgiMx8PtAMTAXml8cWA5sD0wdY1os3R9W7tvbsFbhWm9zU2BmASIPRVj7wMG7VQEXEgcBGmfnXGvs979fHMMT7c2Z+JzP3zcx9Z8+ePZofSZI0HI/MGe8WjJqhBK63ZWbZ/8wcYAVF8Aowo7zmQMt68eaoetdaY6hwtclNDfaYadCeWt3KX+9fDECHQ4U1ABGxMXAW8M5a+/S+X+/IMO7PkqT1wJIHitfZO49vO0bBUG5OP4qIPSOiEXg1xZPag8pjewLzgFsGWCatd1rbO2jqt8e1gVYDVw3SvQuWd24buGpdImIS8DPg5Mx8sOd+Wa3n/fofeH+WpInpvqvh/ONgWTmA5l1X9F9/PdS07iq9fAr4MRDAJcBngOsi4msUySCOAh4EzhhAmbReyUzuW7iS3bae1WedSU0NrG5tH8NWaSJorRpe7nMPDcC7gH2AUyLiFOCaHvvfpMf9OjOvjIgGvD9L0sRz4RugbQ3ce2WxP3nm+LZnFAw6cM3Mf1FkKuxUZiB8GfC1zHxgMGXS+uTGB4qhnL/++6N87YS9a9ZpagjsMNNgVQ8vd6i51iUzv0kRnFY7vUbVbvfrzOzw/ixJE1Dbmu770fe0tvXVUHpce8nM1cDFQymT1idzH1u2zjoRQWLgocGpXkLJ5XA0mrw/S5LWRyZgkAZhbVv/y9x88037EGCPqwato1uP6zg2RJIkrV+WPLjuOiPp+AvgqM+N7XsyQj2u0tNFX4HruW/bl5vnLeHo3bfkZ7c8QquRhwap+m/G5EySJGlAlj0KX6uaFXLYyXDIx0b3PXd5+ehevw8GrtIg/Onu2msLH77L5hy+S7H04dVzFwDFcM+YgPMLNDqq57UauEqSpHVqWQln7tK1/9LPwoEnjl97RplDhaVBqPSKbTiteZ1120ywo0FoM3CVJEmDMf/W7vvPf8/4tGOMGLhKg/CcLYrU4pP6Wce1oq3d4EMD19bRNVT49kfXnQRMkiQ9zf3x813bexwPjevuWFmfGbhKg1BZa7NhAEOAv3z5Xc511YBVP+i49q7aQ9IlSdLT1FPzYc1T3cvmXVe8PucYePW3xr5NY8zAVRqESry61zYbrrPu965/gK9fdc8ot0gThWu3SpKkPn1lV/jyzsX2mqfghnO6jr3hQmiY+GGdyZmkQWgsI9czj99zQPXnLVo1ms3RBGLYKkmS+tW6Cp68F77xvK6yA94/fu0ZYxM/NJdG0FOrW9l5i5lMm+QzH40se1wlSVJNVXkwugWtAC/51Ni2ZRwZuEqDsHR1KxtMndgT3zU+zCQsSZJqevRvfR+b4AmZqhm4SoOwcm0bMyYPvLd11dq2UWyNJopVLW08tap1vJshSZLq0WP9BK5PIwau0iC0dySNDf1nFP5K1fzXVS3to90kTQAHff4avnzF3ePdDEmSVI8WzIXJG/Quf8Z+Y9+WcWTgKg1CZleCpr5UL5Uze+bk0W6SJoDFK1vGuwmSJKleLX0INtoOPnBLV9mhJ8G7rxy/No0DA1dpEO56YjmX3f54v3WiKnDdZcsaT8ckSZKkgVrxBMzcEjZ9Nhx3blG2x+vHt03jwMBVGqCOAWZ9re6R/fxlc0mT7mgQ3vnCZ453EyRJUj1Z8QRM36zY3v21cNpTsMmzxrdN48DAVRqg1a0Dm6/acwrs2raO2hWlGmZMbmQdo9ElImJWRPw+Ii6PiF9GxKSIODciboiIU6vqDblMklQH7rkSlj8GMzcf75aMOwNXaYAGmmipoUfk2ub6nBqEiCATe+q1Lm8CzszMI4HHgROAxsw8ENghInaMiGOHWjZOn0mSVLH0Ibj9l3DBccV+hwk/B76uh/Q0t6plYEvbNDd2D1yfXL52UEvo6OmtkrW6vSNparTrVbVl5jlVu7OBNwNfLfcvBw4C9gYuGmLZPdXvFxHvAd4DsO22247gJ5Ek9ZIJX929e9mOLxmfttQRe1ylftz9xHIO/sLVLFqxlkeWrB7QOY0N3f9ZXXnnE6PRNE1QnYGrPa4agIg4ENgIeBiYXxYvBjYHpg+jrJvM/E5m7puZ+86ePXsUPokkqdPqJb3LNtxu7NtRZwxcpX5889r7eHjxaq69a+GA5x3usOn0bvut7QYg6lvPIcGV5ZQ6nBqtdYiIjYGzgHcCK4Cp5aEZFPf34ZRJksbLk/f0Lttwm7FvR53x5iT1o6VMrHTzvMWd2y/eebN+z9lm42ncfvpLO/ddy1X9+ef8p7rtr1xbDElf2+ZcFvUtIiYBPwNOzswHgVsohvgC7AnMG2aZJGm8tKwoXt9+KbzjMjh5fv/1nyaceCf1o6W9CFZ/cvPDzFu0EoD/d/i685ZMr5rTuuWsKaPTOE0I193zZLf9b1xzLwAX3/II7z54h/FoktYP7wL2AU6JiFOA84C3RMRWwNHAAUAC1w2xTJI0XtrWFK+TZsBWe41vW+qIPa5SP9rau8Zr3vNE8fSrqed6N+vQ0u6YT/VtUmPX/4YP3alr7qBDzNWfzPxmZm6UmYeVPz8EDgP+CrwoM5/KzGVDLRv7TyRJ6lQJXJun9l/vacYeV6kf1UHnopUtQJHobTBaXcdV/diiqke+seqhSIfJmTRImbmEruzAwy6TJI2T1jJwbXK6WTV7XKV+tLZ1BQ+VoGLLDQc39NceV/WneqmkhqoMYO2u/ytJ0tPTNZ8tXqduPL7tqDMGrlI/VrX2Xru1uXFg/2yu+ehhALQauKofa6t65Kv/tAxcJUl6GmpdDcseKbanbDC+bakzBq5SP1at7crsWgkkJg0wcJ3UVNSr7rWVevr0b+/o3G5siM5ll7521T3c9MDicWqVJEkaF4/+vXg99OPj2446ZOAq9WNlS1ePayVgrQSk69LcWEQgDhVWf+YvXd25/co9t6KxarjwST+/bTyaJEmSxst5RxWvz9hvfNtRhwxcpX4sX9MVuLa0d9AQ3RPo9KcS6LaYnEn92KpMznTlhw/hqN22pKHq76vN4cKSJD29bLZr8brDi8a3HXVoyIFrRGweEX8rt8+NiBsi4tSq4wMqk+rVH25/nFUt7d3KBjq/tbquc1zVn1fstRUAz95sJgB7bD2r81hi4CpJ0oS0chHcdRmcuWv3JStmPwc22REaXfylp+H0uH4JmBoRxwKNmXkgsENE7DjQsuE3Xxo9n/3dnb3KBjpMuLqugav6s7a1gw2mdN2cPvySnTq3g8GtGSxJktYTX9wBLjwels2H0zeE5U8U5WuWmZSpD0MKXCPixcBK4HGKRcsra79dDhw0iDKpbh279zN6lQ00MRNAU0Nljqu9ZurbD/4yj2VVQ9Kbqx6OPLR4FV+4bO54NEuSJI2W1Ut6l11bLoGzdjlMnjm27VlPDDpwjYhJwP8AJ5VF04H55fZiYPNBlNW6/nsiYk5EzFm4cOFgmyeNqsH0uEYEkxobnOOqQek5hfqca+8bn4ZIkvR0s2IBLH6ga3/h3XDrj0bhfWrEOLf8AE6bBWuWwmR7XGsZSo/rScA5mbm03F8BTC23Z5TXHGhZL5n5nczcNzP3nT179hCaJ42MVS1DX8O1q344VFiDEuHwYEmSxsWXdoSv79W1f/Z+cMkHaveQDseqJ7u2D/5o92NP3m3g2oehzPo9AnhxRJwI7AVsCzwM/BXYE7gLeIRiKPC6yqS69cSyNb3KHlq8alDXmNTUYOCqfm23yTT22mbDzv0GA1dJksZOeys0NnfvBf31B+BvVT2tn9++eG2aAh+7d/BDeZ+8p5jLusNhxf7KMnD99+th2iZw3Ze6128d3PfNp4tBB66ZeUhlOyKuBV4JXBcRWwFHAwcAOcAyqW6tWNu+7krr0Nxo4Kr+rVzbxvTJXf8rHuBqS5Ikabge/Aucfxy86mx44I9d5X/rY3hw2xq4/4+wy8sH9z7f2Ld4ff+NcOdv4JrPFPvTNoXJM3rXX/HE4K7/NDGsPMuZeRhARBwGvAT4QmY+NZgyqV6tamlj5pSmbmu5DlZzYwNrneOqfixf08aMboGrkaskSaPu+q/ClZ8sti9+x8DP6+jxvfC6L8NVn4JXfA12eSVM27jvc8/Zv/v+tE2gaRK86eJieHB2wHlHFQGyehnOcjidMnNJZl6UmY8PtkyqVwuWr2XXLYc3x6AYKmxWYdXW3pGsbetganNjZ5lxqyRJo6yjoytoHazlPcKYqz5VvP7mP+ALz+xd/5E5fV+raVLxuuNLYNv9YfNdi/2DPzK0tk1wIxK4ShPRstWtbDx90rCu8cCTK/nNPx4doRZpolnbVgxHnzqpK3C1x1UDFRGbR8R15fbpEXFt+TM3Ik6OiK0j4pGq8tll3XMj4oaIOLXqWr3KJGnCWvrgwOod8H448APdyy77eP/nnLFN9/3vHT7wdk2ZBac9BTu/bODnPI0Ma6iwNFG1tnewYPla/vVo9xHtZ79xn3FqkSaie55YAcA/H+n6OzNw1UBExEbADymWmiMzP1l17GLg/4D9gf/NzG9WHTsWaMzMAyPi+xGxI7B7z7LMvGcsP48kjam+eltnbgnLHyu233oJ7HAoZMKSeTD3t1317rgEdn1lUd7T2mVd24v6WdJukmu1DpY9rlINlYzCDy9e3a188iDWce15ve1PupTLb3eUvLpcNXcBAJf+87FxbonWQ+3A8cCy6sKI2A94JDPnUyRBfHdE3BoR5cr2HAZcVG5fTpHtv1aZJE1cC++uXX7IR+Gtv4ZPLC6CVijm8Bz1ue71LnpL8bpqUf/vc8/lfR9rtP9wsAxcpRraO4p5qR9+yU7dyoc6W/XmeYsB+OnNDw+nWZpgnr1ZkUnwQ0d0/Z1Vhg9L/cnMZX0kOfwP4Kxy+/cUQel+wIERsQdFD+388vhiYPM+yrqJiPdExJyImLNw4cKehyVp/dG6BhbeCc8+ovexlYuKJWsaGruXb7gNvPnnveu395HAM8tvjJPKjMEvOgU+dEf3Og0GroNl4CrVsKqlCB52mD19RK73+FNFD+4mM4Y3Z1YTy5rW4u/siF036yyr/O1JgxURGwKbZWZlbNpfMnN5ZrYDfwN2BFYAU8vjMyi+B9Qq6yYzv5OZ+2bmvrNnzx7NjyFJo2PJg3DpR+HJsre1aUrvOov6mSXx7CPg3Vd1L+trvdVK+apyvdYD3g+ztoYTb4YP3FKUdXi/HywDV6mG1WVAUb2+5nA8uaIFgI2mGbiqy39dfBtAt+VwNvXhhobuVcDvqvb/EBFbRsQ04EjgX8AtdA0F3hOY10eZJK3/Ft4Ni++H1tXwtT3g5u/Cxe8sju3z1t71p23S//WesS/s+QbYcNti/1fvr11v9dLi9dG/weRZXWu1zt4Jpm9abLeurn2u+mQftVTD6rLXa1pzI8+aPZ37Fq4c1vVa24u1XL/9p/s5+Zhdht0+TSzV2aufvVnfyRqWrWnlZV+/jl222ICnVrfyjhc+k6N222Ismqj1w0uBL1Xtnw5cA7QA38rMuyLiMeC6iNgKOJpiHmzWKJOk9dsjt8D3Xty7vNKr2jy1q+xtv4EfvgIO/ui6r9vQBO2txfbycuWIj90PS+fBd8v3W/NU0cN6x697nz+5XGrx+f82oI+hLva4SjUsWF4M7Z02qYmrPnIYR+xSDOXMHNws1zOO3R2A2x5Z2lk22Gto4jp8582Y3NTAzCnNfdbZaFrXsUv+/igPL17N5Xc8wY0PLObfz79lLJqpOpaZh1VtvzEzb63avyYzd87MPTLzG2XZMop5r38FXpSZT9UqG8OPIEkj754raget1ZqnwSu/AS/9LDzzkGIZmhkDmArR2AztLd3Lpm8CWz8PXnV2sb/mqeKnloaGIvnTSz617vdSN/a4SjV86Kf/AGBKc/Fs5+0veCZX3rmAvbbZcFDXaW4szr953pLOssUrW9hkxuQRaqnWZ2va2tlt61kDrr9kZfcbpSvnaCgycwldWYT7LJOk9dYFr113neapsM9bBn/txklFUqbWNb2PzS5H1a15CpaWCTk3fU7vej2TP2lA7HGV+lEJPA/acVPmfe5lbLZBjYn8/Xh0ae/5C2vaOkakbVr/rW5pZ2pz3zevtx24XWeGa4C1Pf526rnzfk1rO/93w7zxboYk6enm3qtql7/i6933pw8x0VxDU9Hj+sdyiZwj/7frWFPZMdG+FtYuL7Zf+r9oZBi4Sv1oGGaX1vwlvQPXp1a1DuuamjjWtHYwpZ/AtaEhqIpbRyxZ2Fg45mvX8Ylf385FLgElSRort10E5x/btf/xeV3bT94Nx1SlAZjRldF/UNpboG01XP+VYn9mVa6JxnJ6T3srnHdUsV0re7GGxMBV6sdwh2LOmNI70LjwpoeGd1FNGGva2juHo9fSGEFHVbdqe0fv3vp6nTNdWUrK4cySpBH10I1w2iy445KusvuuLsp+UZXw6JQnYFJVwsM93wAbPXP47z//1u77U6qm/FTWZl3yQFdZ29rhv6cAA1dpVNXqIaus3SmtaWnvs8f1wB02obEhaOuoDlx716s+Xk82KBNOXfavx8e5JZKkCeW3HypeL3oLrHwSrv08/Og1ves1T4HGqu9hm+3aPcgcqqk98p1UX7OxXCXg6s90lc3eafjvKcDAVRpVMyb3Dkp+dssjo/Je+3z6Ck7/ze2jcm2NjlWt7Uyb1Ptv5N7/PZoL3r0/jQ1BR0f/Pa4tdTRnem1b10OZJauKRFJXzV0wXs2RJE1Es57RtT33Urj2swM7r6Ghd9A5FNHjvj1pRtV71JjSU1nzVcNm4Cr1Y7hzCivJnUbbkpUtLF7Zwnl/njcm76eRsaqlnak1AtemxgYaGoLGhqC9HAqcmXz96nt71a2XwPWmBxbznFMv40c3zAPgmrsWjmt7JEkT1MqqB6K31UiG/rbfwIeqHuR/YA6868pieyR6XKPHd7vq9WBn9lhb/cAPDP/91MnAVerDYc+ZzcbTJw3rGo0NYzPB7zR7Wtc77R1JS1sH05r7fjjSEEFmEbR+5tI7a9ZpqTV+eIwtW9PK6799AwD/8+vbWbi8az7PthtPG69mSZImmrsugyfugK32LvYfvL53nWce0r1XdtMdYZv9iu1RCVyr7nMRMHXjrv1pmwz//dTJwFXqoa0MBPbZdqNhX+u1z+v6H+doxrAPLV41ehfXiFmxto3Tf3M751x7L6ta2gBqDhWuqDz4aO9Izr2+K9HDvM+9jC++dg9gfHtcP3zR3zn0i9ewx2mXdyu/b+GKzu1ZU5vHulmSpInob+fDhccXS81s+4LeQ3YHomky7PxyOP78obejZ9bB6h5XgNWLu7anbYxGzvqztoI0RlaXyZP6CygGatqkrn9izY0NnetwdnQkDSMYyS5a0TJi19LoOfzL1/LEsqI38rX7FA81pgwkcK2ROXhVS/F3eu+CFWwzDr2a9zyxnF/cOr/msfsXrgRg1y03qNvkUZKk9cyvT+zaXvsUZJlXYeMd4Ljvwf3Xwjb7r/s6J1wwvHZUelw33w2WPw6TZ/ZfXyPGHleph0rg2t/6mkPR2BDsvEXxP7c1bSObWXh1H5mKOzqS7U+6lJ1O/T0r1raN6Htq8CpBK8CXLr8LgKn9reNaPtWtkZOJK+54AoCzrr5nBFs4cHMeXNJt/wtlDzDA5Xc8zuSmBrbZeCp3PraMj198W7deWEmShmVp1Rrhz38vbP08OPgjsP1Bo//eDeV9+6APwX/d1/+6by6FM6IMXKUelq5qBWBmjTVYh6Kp7DVra09O2G8bANa0juzwzrV9BK5/uL1YiqSlrYMvl4GS6sNFc4rs0s2Nfd/wKrm9avW4dvXGjnzb1mXF2jbuLwPRz75mdz7z6t14/b7bsP0mRc/vtXctZG1bR2dysp/OeZjDv/zHsW+oJGn9kwmL7iu2H/tHsX3jd7rX2eP4ru2Nthu7tkFX5uCOPjohDnh/13adrrW+vjJwlXpYvLIYdjt7xuQRud5P33sgAG0dHTSVX+TbRjihzrI1tXtTq7Man/fneWx/0qWk/xOtK7f26LmsVulxba8abnv5hw4BYIsNpgCw0bThzSE966p7+N519/cq/+v9i9j+pEvZ/qRLex3b7ZN/4LvXFXNu3/D8bXjzAcWXhks+2P1Jd1OP4fCuYSxJWqefvR3O2gfuuQK+fUix/fuPdR0/7lzY8w3QPL3Yn7XN2LZvp6OK1813rX38yM/AMV8q6zx3bNr0NOEcV6mH5WUQuMEIJZWZVAaPHdm1PVaZYGsNIf7FrfM5ripplMbXuw/eoc9jlV7Vexcs7yzbafNiuPlbDtyOn855mNfvO/Qbdmby5Svu7taOOx5dxjFfv67Pc5atae22H1VDpDaY0vVvZqfNZ9DY0P3Z6MLla8dlPq4kaT2xYC7c8ati+45f9z7+3j/BlnsW25W5pk1TxqZtFbu/FnY8EqZsUPt4QyM8/99g55fBBluNbdsmOHtcpR6Wrip6XKu/hA9Hc1PXF/umxq5hw2OhZ5AB8JGf/WNM3lsDM3tm3z37K8t5ycd98wamTWpk6w27MhdW/paGk+Lrzse6AuIHniwSKr3zBzf3qledubg6g/DztuudefuOT72UKz98CJd/6NDOzMmd1ykf2Dy6dHW3XmRJ0tPYqsVw2iy49nNw83e7yv/2o+71nntsV9AK0FLew3pm9R0LfQWt1QxaR5yBq9TDkjJw3XjG8NZwrZhUNVy3MnS3dRR7XKsDgmWrTchUzz537O79JgG7+4muhEYbTGlmv+27AsWg74zDA/XW79/Uuf2Tmx8C4PFla3rVe+yp1QDcPG9xt/L9tu+d5n/apCaevVnRKzx/aXHey/fYEoDDv/xHfnHrI7zgc1dz/l8fHHK7JUkTyO8+Wrxeewbc/L2+6/VMvPSyM4vXmVuOTrtUdwxcpR4Wr2xlUmMD00dgORzoPs+0koindRR7XKuD4q9ceXe/dZ9YtoY/3b1wQNfNzF49aBqeE56/bb/Hq+evPr5sDdMmd83uWLSyyFR4zjX3Dfn9n1zRle1w2epWfnHrI537P3/fgRxfDkO+f+FKMpPXfeuGzuNfOG4PPnLkTv1ev7JM0zM26hoe/OGLih7/vz3U99xeDUxEbB4R15XbW0fEIxFxbfkzuyw/NyJuiIhTq84bUJkkjYkNtu6+v8mOsPvretfbtMc9Z793wWlPQYPhzNOF/6WlHpasbGGj6c3d5u4Nx6Sm3j2ubbXWNxkh1etmVg/xrHjhszcBimGo+3/2Kt76/Zt4okYvW09nX3Mvu37iDzy4aOXINfZp5OHFq4Z9jeqHKQuXF0HnHY8tG9K1eibpuvCmhzuDyv95+a48b7uNec0+xZeJ911wC8d98y+ddT90xE68fr9tuj2UqaWyBNPyGkPW+1rCSQMTERsBPwTK7CTsD/xvZh5W/iyMiGOBxsw8ENghIv4/e/cdHkW1PnD8e9JJoYXQS+hIFQhN6c0C9l6wi71eCxYUFZXrT7E37rXgtWIvoICFIlVAQekt9F4SEhO/QTgAACAASURBVEg/vz9mdne2JZvNtiTv53l8dubszOybSDI5c85537a+toXjaxJCVFMLX3Her9kIYj3kQ2h8cmjiERFLOq5CuDh8vIA6iYGZJgzOI64xQZgq/Os6o56nrZ9ty1jsbXQ0Mc4Ytft900F7W64PNV6fn2WM3j47Y53fsVZnX/+5q9znuD48sa67jo8p34yA1buzOOf1BfbMvpf/Z4nXY/u3qQdAt6a1AaN804rtR+3v3zXct35NfXP9bka6+1rYmav3SYbriikGLgFsTy76AjcopVYopZ4x2wYD08ztWUD/crQJIUTweapzunUeaA9/J8WnBD8eEdGk4yqEi8O5BdRNCmTH1dH5iI0K/FTh695fBjhKhdmuPfLFeW7HtqyXxP7sPCbP3sBN/1tuby9PXdleLd3XNYqyTZ5d+rRtXzSp40hAMeyk+gBc3c+5ft3h3AKPI+0PffU3K3ccpcP4n9hx+DiLthwCYExf5/OT42No39D446BGXLR9hN5m6cPDfI536nW9mXpdb849uYnH939dt9/nawlnWutsrXWWpelHjA5oL6CfUqorxmis7YnJYaBBOdqcKKXGKqWWKaWWHTjg2/ICIYQoVV4WTD3L2G7W1/k96aQKD/zuuCql6iqlRiil6gUyICHC7UhuYEdck+JiOOfkxnw6ti+xMcFPznQwJ591e7PZecRIjJOe6phuk5oUx5Hjhbzyy0anc3yZttmuQTIArdKSvB5z4Fi+x0zGwuHp8zr7fKzrbHVrVuHY6ChiohTJCc5VzXo8NZvrpzpnBv513T76WB44WDNLP35WRz6/2ag1nJYSz493DXA6d1QXR1bEHs1rU7+m72UHGteuwaB2aSil2Pj0GW7vPzNjrc/XEmVaqLU+prUuBv4E2gI5gO0fTTLGPd/XNida6yla6wytdUZaWlrwvgohRPUx/wXYYc7+aW7puI6dA8MeC0dEIsL5VcfVXFvzAzAdmKyUGgpMAjoC07XWE83j3vGlTYhIkFdYzFtzN7PzyAlOcRllqoioKMXLl3YHHAlpAlkO5+xujflu5W6eOqcT479dzRkvO9fgvKpfOj+t3svSrYepVSOW7R7WWmafKL2zeTAn357h1tv0zuISTa+nf2ZQuzSmXtfbz6+menjzih50bOxDKn0XDWs5dxrjYqLIt4yW25Irzd/omAa+fu8x+6i8zdKtjuzAMdFR9EqvS+akUR4/0zb6CvDRDX09HuMLT+thNx+Q9dIBNFMpdRmQBYwE3sYYSe0PLAa6AeuBnT62CSFEcC142bHdwPJQNyrWKHGTcT2cdBYUHqdixd9EVeFXxxXoCtyrtV5sdmKHYiZ2UEq9ayZ26OJLm9Z6YymfI0TIvPTzRt6aa2RorVUjMDVcXQWjHE5RSQlt6ydT00vMsTFRvHlFD5ZuPcyCzQf5xcP0zHum/cVfj430+hkb9jnqfW45kMvQDs7v5+QX8Y25hnOuj1mKq5Msy4MBreGMLr6l7lcuN+pGtZxr1R0vKObHf/by6OiOZOcV2pMrWVnXMruadlO/MmPo2aIO713Ti36tU0st3eMLW+f47bmbefbHdYzqKiUMAugJ4DegAHhLa71eKbUHmK+UagycgbEOVvvYJoQQwbPiA+f9LhdC4+7w+4uQZv6RMXpy6OMSEc2vqcJa67lmp3Ug0Bs4DUkAISqxwuISpv+9275fu0bgpgpbOTqugRtxPZZXRHSUcqoXaxUXrUhNjueMLo34ZOkOj8ccPV76iOvrv22yb0+c7jy9M7+omM6Pz+TRb/4pZ+TVx6LN3juPpbFOFX7pkpOdMlTb7Dp6Aq01r/26yan9ka//BuCpH9Z4vX5vH9crD+lQv8KdVqubBrUudcq58J3WerD5+pvWuoPWuqvW+jWzLRvjvrsYGKK1zvK1LeRfiBCievnuDsf2sMeNG169NnDu6xDt77iaqOoqssZVYWQ0PILxtFYSQIhKq+0jP7Lj8An7fkpCcH5p2hI1BbIczvyNB1m395jHTo3xmY724hLnDnOP5rV9+owFmw7Zt/u4dHZstTqtJFuss+MFjjXE5Vk/beu3XntqOud295zgCIzkWs3qOpcO+GjJdgC3RGNTxvQE4KKeTX2OIxhSEmLJyZO6wMGmtT6itZ6mtd5b3jYhhAiKLEuW/btWwoB7wxeLqFT87rhqw23AKuAUJAGEqKQ8Tdv9bX1wsp3aOpFv/LY5aNd21b+tI3/alX2b27d/vncgH9/Yl6Z1ajCgre851ro0qcXWg461iVMXZbodY31fOHdcz+zS0OfzbCOujWqVnhBp7d5sNu/PcWu/d9pf1IiNtid1evD0Dozs1JCVj43k/y7q5nMcwZASH+OxvqsQQogq7tge4/XyaVAnPayhiMrFr46rUupBpdRV5m5tjMRMtmm/3YBMYLmPbUKElacapq3TkoPyWTHmiOv6fcdIHzedz/7YXqHrFRaXoBTcNawt0VHuiQteuuRk6qc4Oj03DWwNwK2DW9OmfgoJsdE0q5PolODHk6Ed6tOmfjLRUYr//r6VIc/P4ejxAvIKi3l77ha342/9aEWFvq6q5kiuY1TatTZraXq3NJKEdWlS+sj4+W8s5P2FmW7tX63Yxa6jJ+jbKpWljwzj5kGtAKiVGJw13OXx+6aDrNh+lD+3H2HljqNlnyCEEL44sB4m1IK1P4Q7EuFNjjk4kCiFSUT5+DviOgUYo5SaB0QD35j7k4GLMbIN+9omRFjle6h5ec2p6UH5LNdR0Qe//LtC1zuYk4/W0KBmAlEeOkRHjztP421WN5HMSaN44HRHdqW4mCgO5nooAG5RojVJcdFOU42ve/8PDuU6X3+UmXRo3d5jCAd/k3GN6NiA5Y8Op19r37Nc/3T3AIZ1qO/UNmvNXuqnJJSr0xwq572xkHNeXxDuMIQQlVXWTlj/o2P/dTOr/WdXhCceUbovroNPLzO2U1uFNxZR6fibnOmI1nqE1nqg1vpWM5HDYCQBhKiE8jzUMLWOUgZSIBPcAOzLNjqcDWrGexxxvbJvizKvsWjzIbYcyHVb/2pVUFTi1ulesf0ohy3rW3+8awBPnetIZ//dyt0Ig+3hSLyXdcilSU2O9/reHUPbuLV1aFjTbb1z/RTv14gU+7Lzwh2CEKIyerETfHIpHD/s/t62RaGPR3h3cBP886Vjv0ad8MUiKiW/17i6kgQQorJauyd0o4PJ8YFN+rQ3y/hjv0HNBDwtcY3xsu7VqsAcDZy12vuP5LG8Io8Jq96eZ6zVbVM/mZMa1XRKBGSrWbv/WB4lpXSKq4OW9YwMuv+5KiOg172gh+cESz/+4/z/cuK5XQL6uYHw7PnOMdkeIG3ysFZXCCHKtH0R5GU7t713enhiEZ6t/CTcEYhKLmAdVyEqq5s/XB7uEPxmi93bVGFfPDa6IwBN6yR6PeZYXqHHOrE/rDISLNgy1QIsGDfUHlOH8T/S++lfmDx7g1+xVRXFZpbl9g1TAnpdT6PsAOdZMhA/dU6nck01DpUYl9gP5uTzwaJMhk+ey89r9oUnKCFE5bFnJeQecm7780P34364B1ZNc28XoafNZTMqGuJrhTcWUSlJx1WIMHNdh+or67rJ1KQ4v6cht0g1OqwlpZSwyTZHXDMnjbJ3dK2SLaOxjWslEBOlyDpRSJ6Z9MlT4qDqpNCcKuwt87O/XDuuGS2MaVf/d2FXmtdN5IHT2zOmX3pAPzNQGtR0no5/wZuLeOzb1QD8ueNIOEISQlQWRzLh7YHwf5Y1kp9e7jlD7bJ34asbIYBl6EQpsnYaybH+O8KYGmy1fw2knQTjD8KDW8MTn6jUpOMqhIsr+jQv+6AAOuFhja0vZlqm9kZFKTr4OZpnm05c5GU6r9aaY3mFpCQYI67X9W/pdkztGo4pwkopYqIVb85xlPzJ8ZC5uTqxfW9tdXwDxXXU8q7hbY326CjmPTCEWwe7r4GNFKWVYJIywEKIUr3spZzXkVI6Q4teDU4swtkvTxmvO5fCa47ZWGgNu/+CBh0hKgqiApvzQ1QP0nEVwmJYh/o8fV5o1wNu3u9fzdP4GOdf+kop0s3R0zO7NGTqdb19uo6t8+MtOdOJwmIKizU1EzyXUHn2/C5uyYDyyiivU93Y1hEHe8S1qLjy9PhKy3D8xpzA1zkWQlQRpY2cznzYeD3zeff3Fr8VnHiEs5qN3dtKimHaVZCzFxp0Cn1MosqQjquo1o7lFTrtn9Im+DXFfrtvsNP+Y9/949d1bPVnf7ijv9t7941sz6B2aT5dx9Z/uGSKc/bFvMJiflu3n4nT1wLQuLZjaufHN/axb/s6Orb/WPXNGmvrUAa741rgZ9mdcPn4xj5Omait/sg8zPhv/PvZEEJUYd/eVvYx3cdA66HObcck032Frf8Jlv4Hts6D1V+7v7/mO/h9snPbgQ3w8cWw9jtjP7lh8OMUVZZ0XEW1tnq3cwbClvW8JygKlrb1k8t9jtaauz/7C4BGtRwdygJ/1lJq2zWhyOz4/JF5mA7jf+La9//g4yXbAWhe1/G9OaW1o4N/vMB9GvBzF3Z1a3v9101ubdXF92ZpIG/JlPylcL5ew5rBKeMULKe0rseVXqbmX/TWIv63eJtkGRZCOHPNTDt2jvsxsQmw+VfntnrtgxVR9XBoM3xyCcy4D6aeBZ9f4/z+tkUwbYxjv81w4/X1XrDpZ0d7t8uCHqqouqTjKqq1/cfynfZDkbtBuwxR9vdjlPeVXxydQGu232tOTQcgrRx1O3u0cNRRG28mx7noLffad83qOnfqPx3bF4BLejVzO/biDEfbh9cbo7M14gJbCqgysZYJCqQo8zd4o1oJ/HT3ALo1qx2UzwkmpZTHhF82wyfPDWE0QojIZ95Dxx+ECVnQuDvE+fAAOMbD7+GSElj5KRyTTOZlOuEhaV6BZamTtfRQQm1oPczzdaKk6yH8J/96RLVW7NJTzSvyL1FSeaSnJnHNKel8cXM/AAr8WJf4+fId9m3r6OrYga3JnDSqXBmG4y3rUz9Zut3rcbVdyuH0bZVK5qRR9qRN3thKwLw1dzOHcvJLPbaqKtGaU4JQkiYlIZZXL+vOt7edSoeGNQN+/VC5rn9Ltj57Jr1b1vVYL3jO+v1hiEoIEXGOH3ZsR1vuPbctcWxf9qnxWtsym6PzBVBw3P16636Ar2+CF9rB4S2BjbUq2bkM/uuhI5q921i/+s+Xzu15R+Gk0aGJTVQr0nEV1ZptSeC9I9oB0Dqt/NN2yysqSjHh7E50bGx0NIr8WJe488iJgMVjTZKTFBfN1oOek0XFlHN95v+u781Z3RqTahltrK6jZ7n5xSQGacT5rG6NqV/Jpgh7opRi2k39OJbnPvX8+VnrwxCRECLirPrMeO11g3N7tDnLKCoG2p9hbF8zw/F+TAIc3gzFznkt+OpGx3bOgcDGGmkK/EsESc5+z51WMErfvD0QvrjO0db7Jnhwm/Hg4JQ7nI9PO8m/GIQwVd+5e0LgGHG9oGdTru6XTq3E0kcPA8k2UlpYzo5rfhBHhXMLihny/ByntrjoKK7s26Lc1xrQNo0BbZ0TRB05Xujl6Kott6CIpHhJ/e+vWjVC93MphIgwq78xOqwXfwAxZge1903OxySYM06GPeZoq21ZxvLXR8brU/XgwUyoYS6RKbIkDSwK3APhiHMk0ygh1KAz3LIACvPg0Eao2QQS65Z+7ieXen9vx1LYZ0mil9wQznzOsW+d1fbwbuPBghAVIP+CRLVWaMv2GqVC2mkFRxma8k4VHvaCY9Qyc9KogMZklZoUx493DaBuUlzAkwqBkRVZKYI2EhlJcvOLSYqv+l9nIDSsmcDebOcM1C1Sk8IUTWRTSjUAvtBaD1BKNQc+AEqATcBNQGNgibkPcJHW+oBS6h2gIzBdaz3RvJZbmxBht/ob+PxqY/vQZji6A1QU1G3lfFxMvLHe1VWt5pDlsgTm3+nQpCf0utG5fd10aDU4QIFHmMNmfVtbJ3PaVbBxprHt6ftmk5cNu5Yb21Gx0GEUrPnGfFO5TxF2nR7ccgAsfh1S20Kc/B4XFSdThUW1lldojF4mxIV+NMw2RfeVXzbaswH7wjZNePhJDQIWy/JHh7u1vXpZd+rXTCAmOqrUmpvl9f3K3Wzcd4xOj8+k42MzA3bdSJabX0RSGP6NVUZj+jlG920PZj5esp15G6r4NL5yUkrVAaYCtr8GbwJu0VoPBZoBXYA+wNNa68HmfweUUucD0VrrfkArpVRbT22h/4qEsCgpNpIm2TqtYHSgfp8MugSifXwQeM/fRseseT/n9l3L4Zubje1Wg43XpVOc19BWJcf2OrYn1HJ0WsuSa/m9++g+uHgq3LcR7t8MaDjosoyjcQ/n/QQzYWBCrXKHLIQn0nEV1Zq94xoT3k7FodzyJy2Kjw3cj29qcjzjXTK7JgZwhPB/1/e2b9/xyZ9sPuDnWptKaO6GA5wolBFXX9U2Zz5c1ts5W/WaPdmeDq/OioFLgGwArfUjWuu15nupwEGgL3CDUmqFUuoZ873BwDRzexbQ30ubEOHzZF0jaZLVt7f6f70xHmqO2linr+ZWoQdkJcVGnbsTRxyd9PL68UHj9fJpEGX+nZRcH5I8VEM453U4+XLntvonQXxN5yncQlSAdFxFtXaisJjoKEVsdOCnwpZHSfkTCxNXzmRJZbm+f0smntvZvp8cwDWZA9qmMbRDffv+b+u8Z4n9dOl23l9gTGvKLyom00uyqMri6neXArDjcBVePxVAA8110baSSrY6x2t2S8fVSmudrbV2m+OnlLoEWK213g38iNEp7QX0U0p1xRih3WUefhho4KXN9bpjlVLLlFLLDhyoQn/ci8iyf60xlddq0Djn/ZF+zGSPreH9vfqWhEGuyZsqsyfrwtc3w8elrFEFKHZPiGdv3zTb2HYdSXV151/Q/UpwnZ1VozY8tANaDfItZiHKIB1XUa3lFZaQEBPYqbD+KPGx52otJ1Oi/ejtlsHaGa6dGNjaoy9derJ9+7NljnI+1rq2u4+eYNxXfzPh+zXM3XCAl37eyODn57DjsIcyBmX4eMl2Xvp5Q8WCDqDmLnVwhWfN6iaSOWkU3ZsbyVO+vf1URnZswK1DWoc5ssinlGoF3AfcbTYt1Fof01oXA38CbYEcwPZXfDLG3wGe2pxoradorTO01hlpaWmubwsRGLMfd64X+sBW6O2yFtU1o3BFNe8H3ccY22+dGthrh8uuFcbrqk9hx2JHe52W7scWWh4OH9wEq6YZo7VPWUq4JXv4mb/wXcd2XQ/XFSIIpOMqqrUThcXUiIC1h9t97JidMulX+/bRIGTojbPUdHWt21pRNRNiSU9177x9v2qPfXvdXseo2vJtR3hzzmYAdh0t32hlcYnm4a//5qWfN4Z1beT+Y44kQ7cMlo6XPxLjYphyVUalrlMbCuaa10+A6ywjsTOVUo2UUonASOAfYDmOqcDdgEwvbUKE1uzHnNdeTsgyMt7Gpzja6rUvffS0vPrcDO3OqHodr/UzPLcPtoxeK/N+n3vQ0TZlsFEi6ElLpuFO53m+VvszKxSiEP6Qjquo1vZn5xOEgctyu+K/S0p9/9Fv/ubzZTvItyRx6tc6tZQz/GNLEtXQTMoUaO0apLi13fnJn/btI7mOzvgrv2y0b186ZXG5pgwfPV5g395yIKe8YQbEhn3H6P30LwDcNqS100MBIYJgHNAceFUpNUcpNQh4AvgNWAy8pbVeD3wDjFFKTQYuBqZ7aRMitBa87Njuf69j21YCByA9AMuvhz/h2D7j3xAVBd0uq/h1I8nyqc77Qx+Fh/dAsmUVQKK5TvWgZWZSwTH3a533tufPiEkw6udmXF+xWIUoB8kWIqq1n9fuC3cIPvlw8XY+xJHSv1uz2owd0KqUM/xjG/lNCGDiJ6uHzzyJWWu8f8//9flKr+/d9dlffHubb9O4rPViJ3y/hmtODf3T9AvfXGjfPqW1h0QWQgSA1nqw+fog8KCHQzq4HJ+tlBoMjACes43OemoTImTWfOfYvuh991G+iz+AzAXONULLKzYRCo9Dsz7u79VsDLWaVY2SLdsWQa5LHokGnSEuEVoOdLTVa2scV1RGckjrgwMrpeDhXZ7fEyJIZAhAiErorK6NiApCbdV7R7Tjwp5N+fjGvgG/NkDTOjXwFHZJiWbTfseT3pQE92dq8eUYAX7PTO5kc8uHy+2jyTsOH2efS53QQNJa03XCTLLzHAkvImE6uhA2WusjWutpWuu9pbUJETLTzDWml37seWpqx3Mq1mkFuGsljJ3rvSPWrA8cWAdFBXB0e+UtjTPPw/epkZljIspyL7KNPJfVcS1NdKzxnxAhIh1XUe0Nbh++RCPdmhq1zTo1rsnGfR6m6Hhxff/gjCBGRSmev6gbjWsHcA2RRUx0FCvGjwCgieUz/tp5lOGT5wFGOZQLejS1v/fA6e0BWJp5mB9W7fbpcz5a4lxw/sd/9rJg80FOFBQz4Lnf6PPMLxX6Okqz7dBxp04rQKJ0XIVwl5cF39wGJ46GOxIRTtZMvh1GBe9zkutD45MhpaGx75op11YW58hWeKkLPNcS9nifBRSRcg/BZjMXxnWW9cKJlqVFjx+Fx45AzUbGflHwHuQKEWjScRXVlm0ErqeZvTQcPryhDw1qxrN6dzYjXpxHflGx2zEFlnWtNuHOglwRtRPj+PrWU/j29lN55+oMAG6Yusz+/hmdG5J9wvGHzK2D29i3v15R9rSkX7xM/y4oKmHqokz7vg7S4uYjlvW1NklxsipDCDdLpsBfH8KCl8IdiQi2b2+D90d7fm/OJOO1QWfP7wdazcYw6gW42GUdaAcz2dDrjrrjvD2QSsVW+zaxHjS3zJyKsVQJUMpY1xuTYOxvmg1L/wO7HfkmjHNqwD1rghuvEOUkHdcg2JedR16hewdERJacfGNUzNO01FBJSYilc+Na9v19We5Tdv7Z7bzcbNL5XYIeV7B1b16HesnxpCYbU7YO5zo6e+NHd2TNnmz7NsCT53QCoEmdskeCr7d0gh8+07G8b8PeY/zfzPX2fWuiq7zCYh78YhX7svPsHdr5Gw8w14+MxDNXGx3n83s0YfUTp/GfqzJoJqVwhHBWlA+/mfU4s2SdXJX354eQOd+9PS8b5j9vbI96IXTx9LoBajd3bov2MoXYW53TSFJSbIy22uquXveT8XrFF9Djas/nRJud2bXfw4z74L/Dnd+vURtqNQlOvEL4STquAfbZH9vp88wvdBj/U7lLeIjQyjGncyYnhHd9hrXjvDvL/d/MnqPO03iqUj3Q1CTnWrHPnt+FxLgYxo/uSKfGNRnTtwUAV/VLB+CDRdvI8rEM0AOnt2fsQEcJmhdmb6DYUi83yzKq+9u6/Xy2bAd9nvmFlg/NYO2ebMa8s5Sr311arodQL87ewFtzjRI+Nw9qTVJ8DCM6NijjLCGqoWjLz35y/eB/Xon7zBURIta1ormHHNuFJ2BSM8d+k4zQxeSJt7WatvW3kWrpf4zyNW+YI6yn3m0kXgJoOwLOfsXzebYRV5sSlw56iQzAiMgjHdcA+ntnFg9++bd9/1RLzU0RebLzjI5LOEdcAZItn7/HQ8fVNZlRVUr0U9PloUGDmsYT71Pb1GP6nQM8lpC56l3vpYOs039vGWR0Wpc9OtzjsdY6uK7f0zNedowM7Mnybf2P1pqXLSV8qtIDBiECzrrcodDye2//WvjnK+/nzRoPC18t32cd2wdP1oF/vizfeaJidi6HCbWMtaI2vz3t2F70umO73+0QHeYlFd6SNnmriRopFpodU1sm4RFPeD/WyltH/YJ3zI0IqBUohAvpuAaA1prbP17BFf9d7Paet/V2IvwWbTae/KbEh7njGu+4eew+6t5JsnWwbRKr0HrJ2BjnXvnAtt4TZfVpaRREX7kzi+dnrqeo2H0ExZYUaVSXRvZ1wPWS43nrSkcSjst6G9PDdpilf8C5E+tqj48zJ7Za6szGRisSYqvOAwYhgirfWBqA1sao0RfXej7uh3uNP9JnPVq+jK8H1hmvX1wno0ihUlQAH13o3r7sHaMzO6EW/PqU0ZbaFkY8Gdr4PGl+SrgjcNDaWF/71oDSjyspNjIg2wx91PfP8JQrQ0VB66HGdoNOvl9LiBCRjmsAHDiWzw+r9rhlEgXn9XYisjw9Yy1grDMNJ+uI714Po3u5+c5/aFWlDLWJcTE0rOmYrhRTSsmbT8c6Ek289tsmFm85bJ/Ga5sC/PDXxoyHtBTnJ+cjOzakbf1kAK7oY3Rcb/jA8bPpKaGSzU6z47p+7zGWZRp/LOcVFrsld7Kt072iT3M2Pn2m1+sJIVzsNH8WrUmaPr3C+RitjU6PTbZvGcYB56y1f31U/viE77J2GetWJ6bBCR8fLty62LlMS7hEudx/znzesZ3jUhc12OY/b2Q03rsKjmzzftyTdZ33va3T9ZUugcS6cOWXcNHUso8XIsSk4+pBQVGJW3bXFduPsHDTQd79fSvp46azaX+O/b0x7yy1b4/s2IB/njiN/13fG1E5JMaH94Zp7bgeL3AfDch3ySrs2imr7BY9NJRzTm7My5eeXOpxSikGtK1n37/ynSV0GP8T6eOm0/rhGazaedSegfmOoW2czo2KUsy+dxCZk0bRqXFNt2t/sMj4w8CWBMpq6sJMtNac9tI8LnxrEcUlmg7jf+L8Nxc6HXcwx+i42kZ0hRA+OrIVlr0LP09wtK37wSiXY3P8kPM5Bbnwx3/hszFGp7aoAPb+DTMecE8ys3WOY/vQ5kBHX3XkH4MD68s+zpXWcOKIkcToxY7wfDv3YzKu93xut8vDP0XYqvMFxmvG9dDdsrbV9d9fsP060bFd6GXWj6fM+DkBmuXXZriRnEmICCMdVw/aPfoj7R/9yT6VsKREc/4bC7n8v0t48gcjNfhV7xjr7A7m5LPeUn9zI8VX5QAAIABJREFUUPs0kuNjGNA2jZOb1aZ3y7ruHyAiSrindCZbpioXmNNfdxw+ztKtjtE9q3DHG2hKKV6+tDvnnFx29sJ3ru7l9b2zX1tAUXEJjWol2LMVe/u8c09uTItUYw3qBW8utE/zvapfOjcPau10/Ord2Xy+bKd9f/8xY1T8z+1G7cnC4hI2H8jhUK6REbpeKZ8thLC48D3H9g/3QLzLQ6VJ5kMgrWGaS2bUvatg+r9g7XfGlMqJafBWf1j6Nuz8w6gPe2yv8Ue/dU2slN5x0BqWvWd0WAtPGLVLX+8NOeXMpv7jA/DvdHjKrBVaZOlopQ+ACVkwejL8a4P7uee96Xf4QdHbLCfT7zbva16Dbb5LduUVH3g+brHlezf6JWjYFQY9GLy4hIgA0nF1ccRSlmOtWZLjr53uxdF3Z+Wx5UAON/9vub3tvWt6cUWfFvb91KQ4jhdUgjTq1ZB1mmdamDsa1o7r9yuN6W8DnvuNi99eBLiPuFZncTFRvHeN987rb+sP+JRMqUZcNNsOHaftIzNYvu0I4MhwPO4Mo4ROuwbJ9uM3H3DMsLAmbsrNL+Luz/5i2AtzeeTrfwCo65IpWQjhRefzIcpcqlGvPaT3dz9mYgN4LQO2/W7sX2z+ET/jPscxe1e5n/fXh/DemUbHzKppFZoNtW2RMdLsr0WvwQ93w5TB8HRDY9QUYOmU8l3H2/F3rIBrfnDsJ3nPYRAxmvcxOtqprZ3XgP72THA/N/egY2T1F3O9ry3z9uLXPZ8z8yHj9dS7IONauHk+JLjPKBKiKvGr46qUqqWU+lEpNUsp9bVSKk4p9Y5SapFS6lHLcT61RZIp87fYt2OijV9ah3M83xjeX5hprzf52uXdGdLBOaV/jbhoj1M/Rfh9t9KxPspT5tpQSnbJauw6wppXWEyN2Gg6NExh9j2VrBh6EAzpUJ+aFcwEbRu1Lix2PMB4wjJNeP3E05lx5wCeOrczAG/Pc/xesCZy6vT4TKav2uN07XD/exKiUulpjqQeXA97PHRAi/Lg0CbHfhvPWcI9OrzZ8cd9upnkZudSY71iecrjFBfBkreNkclIUFJiJDd673RjpNnf6c+zzD/DrN9fgD1/Oe8f3go7ljqSKv1wj/Gan+Po7HpSt5Xzvusa0tOe9S/ucPBnCrWvMhfA/7U2Hh5YXfap+7GrvzG+97tWONpOOrviMQz4V8WvIUQI+PsX1hXAZK31SGAvcCkQrbXuB7RSSrVVSp3vS1sgvohAenOO4waw47Dx9GtPtucRnKwThfaO6agujdzeT4qL4Xi+dFwj2cUZTcMdgltJmA7jf7Jv/7Mri91HT5AUH8NPdw+kbYOUUIcXkebeP8Rp/+0xPe3b95/Wvszza7hMtz6vexOnn+H4mGhioqO4sk/51que312KtQtRLmf8n2M7e6f342zikvz7nIved2w/39Yoj5Of4/VwJ0+lGtNhn2tV9rHBprURu9WrPeDDCyHLh+8fwL7VRufHm42zYMtco4P8Uld45WR4Z4Tj/WXvGq/PNoEl5mjrwAfg/i0w+kXoMBoe3uM5a+2Nv8Lty+Hh3dD3Ft/ijQRFvmWXL7fiQnjfksxvrTlCPXS85wzYtozbi14zXpMbQNMK1L/913q4dy0MeQQadIYB95V9jhBh5FfHVWv9htZ6trmbBlwJTDP3ZwH9gcE+tkWMMea6VdtozuPfrQbgu792AbD5mTPJnDSKpQ8Po3VaEgs3OxbrKw+/oDWavdl5btlHRfjl5BtTuP81suxOTrAll1KOZ/SrvzNrzT4O5uSHMKLIVycpji3POG721jI6tRPLzhLt+uP60BkdPP4MW9vuHu79OVuT2jWY/8AQJl9SeoIpIYQL11G4Uo81f7Yf2Vv+z4lLNv44t3q2CRQc93y8J8UVmJYbKNsWeG7fNBte7GSM3m2YaXRMvdW7fdNL2ZeRlhqrH5wN/9cKjpaS0RZgjjmF9uTLICkVMq6DSz+COC91rJv0hHptjAcQnjq2kaaZmc2+KMD34OJC4//RU46Eg5x0Nqz6zNjucRUUWz5z2XvGqLc2ZwrYahKfXc6axq5SGkLNxkZW51sWwLDxFbueEEFWoTltSql+QB1gB7DLbD4MNACSfGxzveZYpdQypdSyAwfKmSCgArTWzN94EIBPx/azt3/9507+yDSmwkRHGb9k69dMQGOUwQFjmrAn08yELt/8tcvj+yJ8bNM9a9UIbykccJ8q7MmdwyJuckLYRUUpfn9wCMseHU4NS4mgzftzSznLsOuI89Pz0jI1Lxg3lH6tUhnTtwXf3X4qAPMfGMJ3t5/KD3f0558nTmPBuKE0q+vlDzUhRMWd9gzcYzxMJraG52PqtIRHD0Bjs25zq8GO92LijU6Vq3dHli+OaVfDgpdh6/yyjw2G90c5tlucCm1GOL//xbXw8cXGtm0qsNZGtuUtc9yvd/3Pju0eV0Ejy8M312nACbWh1w2e43KdFlxVNDFn8xR7r/XtF1vH0ypzvpFsDCC5vmONKxhrkd8Z4X5O62GBjUuICOd3x1UpVRd4FbgOyAFsd5Jk87q+tjnRWk/RWmdorTPS0kKzkP+3dftp+dAMwJgy2NFSLuOez1YC0LOF89ScLQccfxyP7tq41Ovf89lKt3WLIryyThSSEBsVERl6SxtxtblLOq4eNa2TaM/iO9Fcjzqqa8PSTgGgXUPHlOvvb+/vcbTVpkntGnwyti+pyfF0bVqbzEmjaFY3ka5Na9O5SS2f/v8JIUpx0lnubbbR1fQB0P9eI8trituzbmjaCxqbD49PuQNi4mDsb8b+ljlQt7VR4kQpSKrnfv7evz3HNPMR2GR26pTlT5U138Dsx2DqaJ++tICyrssdfwiunWGMtFq5lkPZ/Rf89bGRbfmDc+Db24xan426Gddo1gsu+QjOeM5I7DN2jqOz5irvqHHcqBdg4P2B/Moil23tp6eHHhXx9U3uba4PClwfSngSSaWEhAgBv/7FK6XigM+Bh7TW25RSyzGm/S4GugHrgZ0+toXdte//Yd+2lchw9eUtzlNreraoY89G6k3txFj7yN4fmYcZ0LYSZNSrJo4eL6B2jcjI/upL59k22i+8u7JvC67s26LsA4GbB7amY6OaDGybRpR8b0UlpZRqAHyhtR6glIoFvgLqAu9ord+tSFtIv5CG3WDt98b2oAeh26XGCN7OZcboaWnTic99y5h6WpALsR7u3yeOQEyCY19Fgy7lQXLuQdiz0lhDuOg1Y62mjpDM7ieMEmkMuM/3DsuUQc77f35ovLYd6bjGSZZOuFLGA4DPr3G03fYHvN4Lbl1iTCm1jbrOM9cnd7u8XF9GpZJY13hwEchpzda11SOegk7nwUudHW22skFlTaMPRFImISoZf0dcrwd6AI8opeYAChijlJoMXAxMB77xsS2sFm4+6LS/1yyl8f613ktuAHw2ti+pSXFc2quZ12PeuLyHfTtXkjRFjLzCYqYt28leL0m3RNUXFaUY3L6+dFpFpaWUqgNMxViCA3AHsFxrfSpwoVIqpYJtoZNxrWM7KtYx7bRpRtl/vCeatdJd10zaRqtOHHae/vrAZjhvCjxuKXNnHcl8fzR8eL5jf+XHxmtND4nXCkN8D9lh5OGg/kme3+9+pWP74T2ej7HJLuX9I5mO7bNehrR2RomY+h2cj3v0ADy0M/JqsQaSUhCbZDwYCQStjbXVALWawal3Qu1mztOCPc0s8MQ2rViIasTf5Exvaq3raK0Hm/9NxUi8tBgYorXO0lpn+9IWiC/CX4dy8lm4yZFg6fYhbXjmvC4ADG5vlLZpXjeRNU+e5nZuTHQUy8ePYNIFXb1ev0tTR9a+mz9czvZD5UgCIYJm9pp9ZR8UYl/e0o+f7x1U9oFCCGEoBi4Bss39wTiSH84DMirY5iSo+Sesf7QvKWcnyFuWYWtJlzqWmRg16kC3S5w7uUe2Gq/z/g8OrHW+znRzquhlnzjW2NpsX1S+WCvqU3Nks066o+3xo9D1ErjqWzhmubfFJUILS/7L7mOcr9WylNJqPcwSRR1GQ89rvB8XEwfx1SDTfVwSFPiYgbos1utY69re7WXK+lmvOO/Xbg6nTzK2S/t/KEQVFbDJ8VrrIzhufOVqC4eHvlrFJ0t32PfXPXW625TNlY+PJC46yinxS3mkJMSy5snT6PjYTADu/uxPvrr1VP+DFgFxvMDIKHzL4NZhjsShZ4u6lJQ4sk8P7VCfeRsOUFSiGd3VvdSSEKJ6Mx8EW9dn+5oQ0a/EiVrrKcAUgIyMjMCmyo+xJEc7fsj7cVYPbDXKusR4SayWa+lce+vcpjSGY7uhxLgn8OtE75+XVB9quvwuXv01tB7i+fhAOZIJ/xkGxy2zwxo7ZnOhFJxvlqRp1A3+ne5479zX4eVuxnbnC4yR7f8MNfZbeMksDMYo9oSwjitElpi4wCRn2r8O3ujj2N9tqcWa0hBQxrRhq55Xw/d3OvZrNoU+Nxvrupv3rXhMQlQyFcoqXFllHsx16rSC53WGtWrE+t1ptbHWi1yx/WgpR4pQ+WGVMUUq0hIeWaetjujYgBsHGtPlIi1OIUREqkiSxDITJwZVTDykmdNfrXVdS5NYF1oO8P5+096O7VQvv0PPfM54tZU6aeh9BpV9SrLViqnBnS6stdHxtHZam/T0Pn26Rh1jBNbW6ayTDvU7GtuNT3ZOupSYGpSQqyQV7Xi4URHWeq2eTDgKF73n3j5qsmVHGw8rpNMqqqlq2XG98K2FIfsspRT/u95xA7XVD806UcjR4xFQE64cjuQWMHn2BgqLIyRRhR/Ofu13e9mjSMgo7E1iXDT/GtGOH+8aQNsG1WAqlhCiomxJEsFIfphZwbbQunURPLIP+owNzPU6nuPY9rZm0DZFOXu38bp3lfEalwLXzHA+1jayOyHLeTRy/vMVj9WTw1vgidru7Rd/UPp5rkmEbl1kxFvDrIxwyyI4+zXvdVaFu6gYyNoF398FRX7+3Xb8sPtsght/8+3cXtcbibHASFwmRDVWLfNoN6+byMGc0HUaB7RNY1C7NOZuOMC4L1fx2uU96PbELAAyJ40q4+zIcCS3gO5PGWn3OzRM4cwukT999VheIev3HiMj3XhSnptfxKqdlWP6U3GJJiY6ipMa1Sz7YCGEMBI1zVBKDQA6Akswpv/62xZaSkFsQtnH+arEh6mdtjWGWTucs+g+bNRgZ/RLRv3Mu1Z6v0Zetvf3KuIVl/rwUTHQ5WLPSaLKo0FH4z/hu6gY2L7Q+K/NcM/lm8ryUhfn/fJOxa7fAe7fAkkyUi6qt2o34po+brp9yu63t4VuvemUq4wpOj+s2sOxPMcNdZ8PmW3PeHk+6eOms/VggLLaldPGfcfoOdFRK66oJLDLm4Kly4RZXPjWIvZknQCgx1OOr+GzsZE9zWbtniD9MSSEqFK01oPN123ACGABMFxrXVyRtjB8KYHly5rENDNL7q4VxnpVMErB2GRca3QwrMmQ7O+ZdT33rDSm9AbSxp+d90dNNjL4nvdmYMuyCN84jZT68f0/tNk5KVNy2bXGPZJOqxDVq+N6ONd5lLVN/eSQfXZ8jGNaapcJs+zbB47ll3murRMz5Pk5aK3Rgb5JlmLN7mxGvDgPa1917voAZ5QMsvxCY2pzfpHx+vnN/ejTKrJvAB0aykirEKJ8tNa7tdbTrBn7K9JWqbU31xOOnev9mNgaxmiareQNQOuhvl1/2GPG647FsPJT/2K0mv0Y/PEObJ0PH13g/F7O/rLLAongyd3v2PbnwcGrlmRap/8b/rWu4jEJUU1Vq9+E1hG3esnxJMXH8K8R7ZzWoIbanZ/8ad/OOlFI+rjppI+bzoeLt7F82xG341s+NIOWD82wr5UNtjNfme/W9uWKnSH5bH8UFZdw+kvzSB/nKBE8+Pk5bNh3zL7fK91Dko0IMe/+IZzfvQnn96jgdDAhhKjOGnY2Rksbn+z9GKUg3uUhobVESWniLA++raV3/FFSAgtehun3wtTRjnbb6G/bERW7vgiclHKOlroONLQeIqPmQlRAteq4WtVLNpIy3DGsLQPa+nijCoItB3PtI8G2da8Aj37zDxe8uZCi4hKnzMQ2ny7dHrIYPSmO0OnCV727lHV7j7m1j3xxHgAvXNQt1CGVS/PURCZfcrK1xIUQQohgSfBzdkt0rGNbl0DuIcjxczbStt/d2046C0ZOhMeOQFO3sroiXGwd0WIfBw92LnNs970N0toHPiYhqpFq23GNi4mcL33W6r1e38s8lMuJwmJuGtTKqX3i9LU+TRletfMo6eOms+Pw8XLH9cvafU779ZLjGNLe6OSv2R2ZazAXbi69BuAFPZuGKBIhhBARL6GW837t5uW/Rkkx/F8reL6Nc7vWvpXL+XGce1u6WepHpghHluJC2LMKnkqFaVeXffy6743XHlfD8MeDG5sQ1UC1/Y3YOi1061ttPr6xj8f27DzvSSSmrzI6tXUS41j75Olcc0q6/b2PlpQ96vrFcmNa70//eO8ce5J1opDrpzqeFC56aCiz7hnETYNaA3DWa7+HbLpyecREOY9Ujjujg337qn4tQh2OEEKISGabKtzlImNqsWtHtjR3rDBek+o52qwPlN89HZ5uYJRQOZLpqBfrylojdvgEuOpb6B2gskAisN47Hd42Hyqs+abs45f+x3gd/aKjpJIQwm/VquNqG2WddH4Xnj6vc8g/v36KI9X/tJv68fO9AwHYsM/INteugaMz/dyFRiH0F3/eABh1PWvERTPh7E68drmRJv/Rb/5h19ET5BV6TwBpm2Z8LL/Ivn62tI6yzYFjjqfELVITaVSrBnWT4qibFGdv7/z4TPZmBbH4uh9O6+y8/mSgZRr4v0bKFB0hhBAW+ebsobik8p+b2hpiEmD7YkdboTm7aftiI3ETwPL34eVu8N2d7tcoPAGZZi6JCVnQ/x5oNVjWQVYGDbt6f29iA+PBhe3fQ1Tk1o0XojKpFh3XhZsPMnn2BgqKSjivexMu7d2cxLjQl7CtmWB8Zp3EWHq3rEub+il0a1qLgzn5aK3ZsC+HM7s05MtbTuHijGZO51rXuY7u2pirzdHDUyf9SofxP3n9TNta1Fd+2Whvu+bdpXxSxhrZrBNG5/apczox9/4h9vZ2DVKcjvOUQCqcThQU27/PAM3q1rBv16oR6+kUIYQQ1dUJozweLQf6d35MAmy1ZC4+Yd4T3z3N0fbj/cbrKg/Zh5/2szSKCD/l5U/oDbOgKA+2L4LG3aH1sNDGJUQVVi06rpf/Z4m941a/ZvimaqQkGB2nomLHVKI6SXGs3HGUlg/NAODHf/bSs0Udt3NzXabljura2OvnHMktIH3cdDIm/sx/f9/q9v6K7Ud56Ku/nTLtunroq78B6N7cPZb5Dzg6soXFJV6vEQ45eUWc1MiY+pWSEENKQix3DmvLd7eHrmavEEKISuLoNuN120L/zq/b0nn/nZFw/LDnY231O4sKjGROhzY73ut3u3+fL8LIQ56RncvhZ8ta1gMb/E8AJoRwE/phxzBKjo/hvjBOF02IjeK2Ia05o3Mje1utGrEcOe6Yutu/jWOtzJe3nMIFbxo309wC5+nA3ZvXdtrXWqOU4qb/LWPmaiOp0sGc0mvEjnxxHn9PGGnvUFvZpi/XS3bv6Derm8gDp7fnuZ/WszvrRKmfEWrH8otoUjuB3+4bbB95vXdEuzBHJYQQIqJ1u9y/82q4lFfL3gUfX+z52HptjdevboA13zq/17yff58vwsfTA4r/utQBLsyFWD+moQshPKoWI6426fUSiY0O35eslOL+0zrQuYkj+cO3f+22b1/ZtzlTxjjS3jer45jmerOZFMkmNjqKzc+cad/fuD+HEwXF9k6rJxkt6tjXx9pc//4yt+zEXy531Glt4GWE+tbBRvbE535az+YDOew+anRgN+3PIWPibAqKQj8Sm1dYzOb9ObRKS6ZlvSRSPXS6hRBCCDeprco+xhPtIcfEzj88H5tl3ltdO62dzoP2Z/j3+SL4Mq733J61A5a9W/b5cYmBjUeIaqxadVzbhCGTcFka13IkbJp4bhdqxDnWsqalxFM3KY5J53chOso9UUN0lOLu4cYT3DNfns+c9fvt771/bS/79oJxQ8mcNIovbjmF0V0bs2HiGdx/mjHyvDTzMOe+vsDpuv/6fCUAl/Vu7lM90WEvzOWUSb8CMHzyXA7mFPDkD6vLPC/Q/tx+lILiEvq0rFv2wUIIIYRNXErZx3hS4j05InHJcMOvjv18L8tzLnpfkvdEstGT3dts61t/uMfIGF2awsiamSZEZVatOq5DT2oQ7hDc3Dmsrdf3lFKsGD+CS3t7rytnK49TVKK55SMjNf/Yga0Y3L4+W589kz/Hj6BJ7RpO58TFRHHbkDYMaGtMS165M4slWw6xPzuPTftz7Mc9cFr5plVba8V+uHg7xwtCWy7nkW+MdbnWEW0hhBDCq6GPGq/RAVg5lVTfeI1LhrST4OFd0LSn0XnteQ0cPwj5Oc7nnPN6xT9XhJ62zCqzjaAfdCTBpOe1jlJLOY5BBSFExVSrjqt1/WiksI6wBur85nWNaSlKKepYyte4evPKnvbtS6YspvczvzB8spEd8Z7h7Uo9F2D1E6c57Q947jcu6tnUvr9xXw4fLt5mz1AcbFsO5AKe1+UKIYQQbgbeb5Sh8VeUpcN79ivGa0GOUSrHpmlPI2kPwLNNnM/vfqX/ny1CZ4ylZuvwJ5zXJEfFQl42vGYu9Wo1GM56CW40R9tHTgxVlEJUedWi4xoXE8XNg1o71SCNFDUrWKIlPsa949rFxxHH5PgYtljWyVpdP6Clx3arpPgYTuvkPIp9wJIQ6pzXF/DoN//wfzPX+RRPRewxk0RltKjjcVq1EEIIEXC2jmutZo41rOBeF7a4wP1cKZNSebQeAsr8e6vnNdDiFMd7B9Y5J+SyJeyq19Z4KJImCSKFCJQq33HVWnNxRlO3LLyRIsMsfTO0Q32/r/HzvYOYcecA+37Hxr6nXo+KUrx+eQ+39uR436ZNvT0mg8xJo0hPNUZ556w/4HbMh4u3s9Gl9I6tvmygTPrR6BwXBvi6QgghhFe2jusZ/4bWloyycS45NW781Xm/UTe4eGpwYxPBERUNp97l2P/nS6Nmq03GdaGPSYhqosp3XJVSTDy3C6d1iswi3ykJsWROGsW71/Qq+2Av2tRPduqsljdz8qiujcicNIonzu7kdwyz7hlU6vsjXpwHGHVf08dNp/XDMwKyBvarFTuZPGu9PTvzU+f4/zUIIYQQ5WJLqlRcAHXSHe31XPJXxLt0ZBNTId7PhFAivFQ0JNRyTDHv6lL+KL1/6GMSopqoVnVcq7r5Dwyp0Ejm1aeks/voCQa0TSv3uXExUfxwR39Gv/o7AK3qJbHlYC59WtZlyVaj1tmBY/l88+cu+znTV+3hooxmfsebPm66W1vXppE5si6EEMGmlLoFuMTcrQ0sB0YAW8y2O7TWfyulngDOBJZqrW8zz3VrEz7odims+wEadnXODBztYRnQ3X/DS12M7c2/ur8vIptSoHH+/1y3FeRZ1kg/dtg4TggRFNJxrUKa1a14rbCHzjzJ73Ot2Xx/vW8wJSWaqCjFqZN+ZdfRE/R6+men43/6Zy814qIZ3bVxuT/r82U73NqWPiLrhYQQ1ZfW+k3gTQCl1KvA/4CDWusHbccopXoC/YHewGNKqeHAEdc2rfXPrtcXHpx0Fjx+1L2zUuwhKWHt5nDXKni5K6Q0Ck18InBqN4fDWxylcMBYz2rNGixljYQIqio/VViE1iuXdefjG/oAxvpZgN8fHOJ0jC150i/r9nP7x3+itedRYq01P/69h7xC9zp593+xCoA7h7YB4LzuTaifkuB2nBBCVDdKqSZAAyADGK2UWqqUekcpFQMMAr7Uxi/emcAAL22u1xyrlFqmlFp24IB7LoNqzdpptSXmme+h9icYSZy6XQaXfBT8uERgXTMdLprqPJqemAqZ88MXkxDVjHRcRUCd3a0xp7iUHVJK8eYVjgRQ/7u+t9P72y31X232ZuVx1mu/c8tHK3hx9gan95aaU48B7h3ZniUPD+O5C7sGInwhhKgKbsMYef0DGK617g3EYkwFTgJsazYOY3RwPbU50VpP0VpnaK0z0tLKv5yk2uh/j/HaNMPz+1FRcN5bRokcUbnUbAydznVukynfQoSUdFxFSJzRxTEtKikuxukB9SdLnaf97s/Oo++zv/DPrmwA8gqLndbu/rJ2HwCjuxrXbFAzodwJqYQQoipSSkUBQ4A5wCqt9R7zrWVAWyAHqGG2JWP8HeCpTfijwyjjtec1YQ1DhEiJZUr4yVKTV4hgk5uTCJnNz5zJ5zf3o1uz2nx/uyPr3ltzN7P/WJ59f9GWQ07nTV20jdYPz6DE7Ly+Pc/IM/Lypd1DELUQQlQqA4Al5rTf/ymluimlooFzgZUYCZtsv4C7AZle2oQ/Ulsb2WbbnRbuSESojXoh3BEIUeVJx1WETHSUole6sf6nc5NaZE4aZX/v4a/+IX3cdJ6fuZ7cfPc1rQATvl/NfZ+vBCA1Kc6+VlYIIYTdacA8c/tJjARNfwGLzIRLvwPdlVIvA+OAT7y0CSHKct7bju1YybMhRLApb4lxIkFGRoZetmxZuMMQQXQ4t4AeT812auvSpBard2ex+Zkz2bAvh/u/WMmqnVlOx/w9YSQpCR7KDQghROmq/RMvpVQNYBSwQmu9xVubN3JvFsJ0cCO8Zq5nnpBV+rFCiNL4dG+WEVcRVnWT4tza/t6VRYk2kjq1b5jCR2aWYpuTm9WWTqsQQvhJa31Ca/2FtYPqqU0IUYaEWmUfI4QIGL/ruCqlGgBfaK0HKKViga+AusA7Wut3fW2r+JcgKrvnLujKA1+ucmq7cUBL+3ZKQixTxvSkRlw0+7Pz6dvMP824AAAgAElEQVQ6NdQhCiGEEEI4i68Z7giEqFb8GnFVStUBpmKk0Ae4A1iutT4VuFAplVKONlHNndu9iVtb67Rkp/2RnRoyoG0aF/RsSpPaNdyOF0IIIYQIKVnXKkRI+TtVuBi4BMg29wcD08zteRhFz31tE9VcXEwUqUlxdGjoeI4xoqNbGUEhhBBCCCFENeXXVGGtdTYYaxBNvhY0L7PIuVJqLDAWoHnz5v6EJyqh5eNHAFBYXILWRmdWCCGEECKiPXYYyfkmRGgEqnfga0HzMouca62naK0ztNYZaWlpAQpPVBax0VHSaRVCCCFE5RAVDVHyd4sQoRConzRfC5pLkXMhhBBCCCGEEOXid1ZhF1OBGUqpAUBHYAnGlGBf2oQQQgghhBBCCK8qNOKqtR5svm4DRgALgOFa62Jf2yry+UIIIYQQQgghqr5Ajbiitd6NI2NwudqEEEIIIYQQQghvZDW5EEIIIYQQQoiIJh1XIYQQQgghhBARTTquQgghhBBCCCEimtJahzsGr5RSB4BtAbpcPeBggK4VaJEaW6TGBRKbvyS28ovUuEBi88dBrfXp4Q6iMpN7c9hFalwgsflLYvNPpMYWqXFB5Mbm0705ojuugaSUWqa1zgh3HJ5EamyRGhdIbP6S2MovUuMCiU1UfpH87yRSY4vUuEBi85fE5p9IjS1S44LIjs0XMlVYCCGEEEIIIUREk46rEEIIIYQQQoiIVp06rlPCHUApIjW2SI0LJDZ/SWzlF6lxgcQmKr9I/ncSqbFFalwgsflLYvNPpMYWqXFBZMdWpmqzxlUIIYQQQgghROVUnUZchRBCCCGEEEJUQtJxFUIIIYQQQggR0Sp9x1UpVUsp9aNSapZS6mulVJxS6h2l1CKl1KOW43xqi4TYPJ0XKbFZ2hsopf4MdFwBiu0NpdRZkRKXUqqOUmqGUmqZUurtQMdVztgaKKXmW/ZjlVLfK6UWKKWui7DYmiul5iilflVKTVFKqUiJzdLeWSk1O9BxBSi275VSJ0dSbEqpVkqpX5RSfymlxgcjNhEZKvJ73Nvv9nDH5um8SInN0i73Zrk3Bzs2uTfLvTlsKn3HFbgCmKy1HgnsBS4ForXW/YBWSqm2SqnzfWmLlNg8nFdmQd4QxmbzPFAjCHFVKDal1ACgodb6+wiKawzwkVk3K0UpFYz6Wb7EVgeYCiRZzrsDWK61PhW4UCmVEkGx3QTcorUeCjQDukRQbJg368lAbBDiqmhsVwCbtdZ/RVhstwOPaa1PBk5TSqUFKT4RfnJvDm1sNnJvlntzsGOTe7Pcm8Om0ndctdZvaK1tT1XSgCuBaeb+LKA/MNjHtoiIzcN5+yMlNgCl1FAgF+OHIuD8jU0pFQv8B8hUSp0TKXEBh4DOSqnaGL/kd4QptmLgEiDbcqo13nlAwG/c/samtX5Ea73W3E0FDkZKbKZrgd8CHVNFY1NK1QVeAI4opYZEUmwYPwtdlVINgHjgaDDiE+En9+bQxgZyby5vXMi9We7NIYxN7s2BUek7rjZKqX5AHYxfPLvM5sNAA4ynCr60RUpsTudprRdHSmzKmBo1HhgXrJj8jQ24ClgDPAf0VkrdESFx/Q60AO4E1prtQVFabFrrbK11lsspEfFz4CU223mXAKu11rsjJTalVCrGDeH5YMXkb2zAPcDnwNvAVUqpsyMotp+Avhg/C78CRcGKTUQGuTeHJja5N8u9OYSx2c6Te7Pcm0OuSnRczacYrwLXATk4pskkY3yNvrZFSmyu5wWFn7GNA97QWgf1aYyfsXUHpmit9wIfAgF/ouVnXI8DN2utnwTWYTwNDDgfYvMkUn4OvJ3XCrgPuDsYcVUgtknAQ1rrwmDFVYHYugOvmz8H0zCe3EdKbOOAa7TWj5jHjwhGbCIyyL05pLHJvVnuzaGKTe7Ncm8Om0rfcTWfMn6O8Q91G7Acx9SibkBmOdoiIjYP5wVcBb5vw4HblFJzgJOVUv+NoNg2Aa3MtgwgoN+7CsRVB+iilIoG+gABL57sY2yeRMrPgafz6gCfANd5e+IbrtiAQcC/LT8HEyMotqD+HFQwtpZAM6VUAtCDIPwsiMgg9+bQxobcm+XeHKLY5N4s9+aw0lpX6v+AW4AjwBzzv6uBlRgLs9cCtYCavrRFUGyu510SKbG5XGNOhP0/TcH4gZ0HLAKaREhcvYHVGE++ZgPJ4fieefr/hjFNajXwMvAHxiL+SInt38Aey3mDIiW2SPk58PJ9awzMABaY/95SIii2UcAW4BjGHz4B//cm/0XGfxX4fSn3Zrk3hyouuTfLvTmU3ze5NwfgP2UGXKWYT4NGAPO0MSTvc1ukxBYOElvVias8cSilGmM8kZupg/T01N/YwkFi808kxyYig9ybJbbqHld54pB7szOJzT+RHJs/qmTHVQghhBBCCCFE1VHp17gKIYQQQgghhKjapOMqhBBCCCGEECKiScdVCCGEEEIIIUREk46rEEIIIYQQQoiIJh1XIYQQQgghhBARTTquQgghhBBCCCEimnRchRBCCCGEEEJENOm4CiGEEEIIIYSIaNJxFUIIIYQQQggR0aTjKkQAKKWilVIJfpynlFIR8XOolKoZ7hiEEEIIIYTwJCL+YBYikiilhiqlHnRpG6yU+sqlbZBSapq5exrwjlIqSinV1Tz+WqXU+7YOrVLqCqXUZS4f1xjY62NcNymlni7jmFoe2s5SSnX14SO+U0rdU8b1P1VKneHDtVBK3a6USlBK/aqU6qKUul8pVVMp9bZSaqAv1xBCCCECRSk1Xin1RICv2Uop1TaQ1/Txc+V+LKod6bgKYaGUUsC/gYUubxUAxyzHRQPFwHGzqdDcrwn8CbwPjMX4GWtiHrMUeEEp1cPlulleYol3GY0tAHIt70cppeIs+zWAjUqp5i6XGghc4fkrtp97N7AfON8lPld5GF8rSqkFSqmTzO1GZsc6znJsDPAoUAQkAZdqrbOBocDO0uIRQgghvFFKfaKU2qOUWufhP62UquPl1HzMe1gAr/0YcJZ57hSl1BKl1O/mPXKJUirVcu1xSqkspdRRpdS/fGhfq5Taa/7net+U+7GodmLCHYAQEeZKYKHWer5SqjswDDgPSAYaKqV+x+iMfgHcBKQqpZYBKUA94DNgh9Y63fXCWuuNSqm7gESlVD+MG0gtAKVUBqCAWK21rdP8GdBCKVVs7qcCsUqp8839KGAFcIO5fw7wEbBTKdURWAKst32+GWc74AKt9WxL+4XAZRg3sHrA90qpW7XWv5fxvSoEnlJKZWF06pebX88Bc5R5N6CBOsBgYJ75ZDdZa73F/Ox4rXV+GZ8jhBBCWBUBD2mt33d9QymlMR4ko5SKBwq01tp8u8TlWAXEudyHfLq2ud8U6Ahcr5TqprUea3nvWeC41vqQud8P417bHUgAFpuztpp6aT8EaK11Qx++H3I/FtWCdFyFMJlTfW4HhiilzsYYMd0IPIJxo7pMa32rUuon4FuMUdnXMTqxbTB+nmaW9hla68/Nz/rMvGYdjE7xPZgdV/O6aK3PdYnvGqCh1nqSh9hjgBuBC4BPgUXAcq31YJfjfrZsRwP3AhcCo7TWuUCu2TH+XCk1B/i31nqvUqod8DXQABiglHrTvMw4rfUmyzVvVUp9gfEkeCDQG8gA1gKHgVuAKLMT3Rw4ppQ6WWttH80WQgghylDk4/u/YDwsLsHoyLUBUEpdBWRjPACOBrqV99pmp/cljL8bmmAst+lj3jPvBa4D2lvOOw5cbukoZmIsF/LW3hT42/XD5X4sqjPpuArhMBxjCs1PQEugB2Bb65qK8YvexvbEdTPwIdAfOB3jBmgbmbUla3od2AW8jPHEc5T+f/buO06q8nr8+OfMzPalLLDSpIhgByxYsGKXmFhj15hEo4klJkajUYOaqPlq/OYXy9caTeyKmlgiNqIYFIyAQUFAUHpfYHvfmfP7487MTt2dnd2Z2d0579eLl/c+t8xZxb1z7vM851E9B5x5r8B6Vf1JrIBE5F84D8SakLbv++N5RVWv9zf/AhgPvAn0B34EfC4i/6F1WJQHJwn/QER2xUm4l+P0yj7vf7CDk0DP8se6QkQmq+piYG8R+RvwrKrOFJFjgV+JyFf+6/oCvwJeBeqBlf7YG4AKoBw4FHhQVX8vIi8C/2sPSWOMMR2kiRxX1cMDDSLyIM6zSYB3VfW6ztwbp+fyRJwkczhwMdAkIo/hvJC+CpgpIr9V1bdV9YuQWIYBI4DF/pfGUe3++x0uIhv9cf9SVd9Q1eXY89hkKUtcjfFT1YeBh0Xkz8CdqlrmvFAF4BDg+/4HX6gTgZlAIfABkAesUdXDReSfwC9C3oDuKSILCX8ongLM83/mtaoaNowJZz7OpZHDdv29r6HFIJ7CmVf7pv/8WhH5FDiN1rm5hUCNqqr/je6NqvquiJQG/hUEbg/4VHW7iPxBVcsiYjra/+/lGpyEPTAPtx6YqqpbRGQXYBvwa+B3wK3+WHKAA/znj8RJ/I0xxpiOUOB34tRniHc8SERGA0cDz+A8C88WkbtjPN86cu+PgF2B7+Akql8DbwP/o6r/8H/uR8DjIrJcVUOfd3cCj4YmrZHtIlID3KCqz4rIIcDrIvJuxHBeex6brGKJqzF+/uG2t+P0WPYTkcBQ3X4480d/CryA89Dy4Dwg/qGqPxSR43Dmx5bivM1M5PP2x3nQXIqTcP4R5w1pqFzgryIS+XAbAAQqGuNPsq8APgY2+ufMPoeTtAZibQIKRORhVX0QeFdEbsF5gMWK735Vfdq/vStOgacTcObO/g0nWe6Dk1yDMz/2OZwiVANwhj/f7v/sN3F6fg8FZolT3KKPqob2YhtjjDGJUGBaG/NQQ/fdwJPAjThDd5uA3wPTReR4VY0cGpzQvVXVJyLjcRLXJ3FGXb0BTBORmwOXADNCk1ZxKgEfDuwbce+w9sDz17/9qYisASaKyHbseWyylCWuxrQ6DJgKfIIzZPgLnIfIL4B7/cNxWnCG207BSThb/MOCwRkmfBuwqr0PEqfy7yvAFapaLSJn4QztXaKqTwTOU9Xj/OcvwJmPcijgUdV7I+7XF/gTsBDnDfDFwJ44D6kLceb1/E5VmyJCGQbcoaqvRdzvNpzhyAH9cd7GzgYe9xeaasIZBh1Yzuc4/MOSVXWBiByO8+/yYJye6e+oar04ywq9htNDbYwxxnRUe6tiCDjV94G/AktU9U0R2R1AVZ8TkUOBGSJybkTSlui9i3BeZn+Nk7x+DNwD/A9wEc5zdxrOdwP814wA/gKcHjFEOKrdPw/3xZDn9nCc4lL2PDZZy5bDMcZPVT9S1f1V9Wqc4b+BIbS3B5JJVZ2FM791JnA9sNw/h2Y5TrK4jjgPAHGqG/bDqUD4FHC/qr7uv28ZTlXByyV8CZxAJcKdcJbZibxnsf/6KqCfqh4CnINT7OEqnMIRAfeLyM8jbhE5NDnsX0lwQ3WBqj6HM/woVB3O/NsaWt/0BgwD5uPMGX4Up8ohwN9xCkW82cZnG2OMMfFIe8f9yeCHOIljhYgswhlS+zMR+RInsfscWCYiYzpybwBVrVXVnVT1CFX9OfCpqjararDqsKr6VDWwZE0eTo/sH1X1s5BAY7bjPCd/JSKFInIlTk/xInsem2xmPa7G+ImzBto0nB7Lb3HmwsR6ueP2t/8FpwgSOG9d78Kp2heoTuih9c1sMc5bzXk468TOxBmqmxN4qKnqx/4CC31xHrJ5wPn+83+iqs3+YUo5Ifdc5Z+7MwznAbcnTsJ5J84D+kicXmTFGSb1iYisV9W/B35s4F7/kOFQw3DeHAf+3bhxlsvZjfA18K4nfGjS30KOfYNT4fh3OL3UE8SpWHwLcB3wmIhcrKqzY/w7NsYYY+Jx0/Y8VA/OvM6ngL/6l8O5RURuBPJU9fbAiSLyRKCibwfujX/u6C9xRjdNANbgfAeI5yScYcBD/XEAXIlTpThW+03Ay/5/fg6coqqN9jw22cwSV2NarQEeBOYGiiT555wEich9OEUMCoDL1b/mqqq+LyK/Bu5R1XL/6Tk4xZoARgPzVPU3IlIA/Bx4BBjr33fjzGfNB04GZgBP4zwMz1fVwDI2n+BUAD4TZzjzP/1FHDbjlP2/TlVr/A+/i/zX/xb4mapW+H+eQHyBGK+LM1Q4J7Cvql5/YaodOA9Q/PGeHig+JSKX4lRjRkQKgbdwhi6f4V8e4ELgCpyFz5f7hz9PE5HTYhSoMMYYY+Lx0PY8VI9/JNKTEYdzcJ5dQaq6oqP39u9uxalpcTfOMnYnisg8nORxAJArIlNwntU/94+witebG6/9qMgGex6bbCaq7VX9NsYEiEhujHmigWP9VTWhwkwxrg304npDkub+QKXa/6TGGGOMMSbLWeJqjDHGGGOMMaZbs+JMxhhjjDHGGGO6NUtcjTHGGGOMMcZ0a5a4GmOMMT2MiPQTkbdF5D0R+YeI5IrIWhGZ5f8z3n/e7SIyT0T+L+TahNqMMcaY7qRbz3E96aST9J133sl0GMYYY3qP9tZo7BFE5Apghb+i+cPAJqBIVW8IOecAnGWtjsNZ6usTnKri7baFVDKPYs9mY4wxXSyhZ3O3Xg5n27ZtmQ7BGGOM6XZU9aGQ3VJgHfBdETkaWARcjrOUxquqqiLyLs6azpUJtoUlriJyGXAZwMiRI1P7wxljjDEx2FBhY4wxpocSkclACfA+cJyqHoSzVuV3cNaP3OA/dQcwuANtYVT1MVWdpKqTSktLU/TTGGOMMfF16x5XY4wxxsQmIgOAB4Azgc2q2ug/NB8YB9QABf62YpyX1Ym2GWOMMd2KPZyMMcaYHkZEcoGXgd+o6hrgGRGZKCJu4DTgC2ABcLj/konA6g60GWOMMd2K9bgaY4wxPc8lwP7AzSJyM/Ah8AxOgYs3VHWmiLiAP4jIfcBJ/j9rEmwzxhhjupVuXVV40qRJOn/+/EyHYYwxpvfoFVWFEyUiBcDJwOequrIjbfHYs9kYY0wX6/lVhY0xxhiTPFWtB15Jps0YY4zpTmyOqzHGmIz7ZMMnzNs8L9NhGGOMMSZC1YwZtJSXZzoMS1yNMcZk3tUfXM2P3/1xpsMwxhhjTIimNWvYcO2v2HTLbzMdSnKJq4iUiMgMEZkvIo/6254QkbkickvIeQm1GWOMyW7NvmYALn//crbUbslwNMYYY0zvUzP7Y1ZfcCHq9SZ8TfNm55nsrahIVVgJS7bH9SLgOVWdBPQRkV8DblWdDIwRkXEickYibV3yUxhjjOkV5mycwyNfPpLpMIwxxpheZ8N111G/YAHeqqqEr6mb55/G0w0K+iabuG4H9hGR/sAIYBdguv/YezjrwU1JsC2MiFzm78mdX1ZWlmR4xhhjeopAb2tAi68lQ5EYY4wxvZevstK/4Uv4mm0PPghAw+LFqQipQ5JNXD8GRgE/B5YCucAG/7EdwGCgKMG2MKr6mKpOUtVJpaWlSYZnjDGmJ5i3eR7vrHonrG1EnxEZisYYY4zpnbzV1cFtben4C2LJze3KcJKS7HI4twI/VdUqEbkWuBN43H+sGCchrgEKEmgzxhiTpWIVZGpoachAJMYYY0zvVfHSS8FtbWzs8PXugQO6MpykJJs4lgDjRcQNHAz8D63DficCq4EFCbYZY4wxQQ1eS1yNMcaYruStrglu++rqEr6u6KgjAcjbdWyXx9RRyfa4/gH4K85w4bnA/wNmi8gwYCpwCKAJthljjMlCkeu2PvudZ7nyX1fS7G2Oc4UxxhhjkuEqKAhuNyxZSv4eeyR0nTY2AeCrTzzZTZWkelxV9TNV3VtVi1X1eFWtwim89ClwtKpWJtrWFT+EMcaYnmVr3VZum3NbWNvIPiPJceXQolacyRhjjOlKofNaG5YtTfg6X20tAHVzP+3ymDqqy+aYqmq5qk5X1c0dbTPGGJNdjn35WNZWrw1rK8kvQRDWVa3LUFTGGGNM76SNrdNwyp9+JuHrOjKsONWSHSpsjDHGdJk/HvVHAMrqyyirt6XQjDHGmK7ka+h4QSZoTVxzRmS+4r9V9TXGGJNWS7YviWob028MABMGTSDfnZ/ukIwxxpheTRuSK3wYGCqMahdGkxxLXI0xxqTV7+b+Lqqt0FMIQL4nnwZvAzVNNVHnGGOMMSY5vsYGJKRAUyJUtXWosM+Xgqg6xhJXY4wxabVr/12j2vrl9QPgs82fAfDGt2+kNSZjjDGmN9OGRjwD4q/F2rR6NRrRq6rNzeAv6qRYj6sxxphebvxT47nmg2uC+yP6hM+Tee/M9+iT2yes7ZEvHqGioSIt8RljjDG9UdOaNVTPnEndggVUv/cevtpa3AMH0vfkk8POq/3PZ3x70lSW7bkXVe++F2zXpqbWk3yWuBpjjMkCH6z7ILi9o2FH2LGhxUOjzi9vLGfanGkpj8sYY4zprdb86Eesv+pq1lxwIQDeigrc/fqhXm/YedseeTi4veGa1hfN2x97PLjdsnlzVI9sulniaowxpsttq9/GVf+6KipJBahrTqy0/vaG7V0dljHGGJM1WjZuimqT3FxnCHCIyDVaV0w5mq333cf2xx4La698/fWuD7IDLHE1xhjT5R794lE+Wv8Rj3/5eNSxRm9rSf7+ef3j3sPXDQpBGGOMMT2W2x22W/KDi5CcHLS5Kc4FjpbNm9n+8CPR7WWZXa7OEldjjDFd7sWvXwTgrZVvhbW3+Fp4Z/U7wf1Lx18a9x6Lty/mohkXpSbAHk5E+onI2yLynoj8I8Z+roh4RGStiMzy/xnvv/Z2EZknIv8Xcr+oNmOMMT2b5OaG7Q++8UbE7Q4WXArwDBmS0P2q33ufhmXLaPzmmy6LsSMscTXGGJMy5Y3lYfv7PbNfcPtvJ/2Ni/ZqOzFdWLYwJXH1AhcAf1LVE4DNwMUR+ycBE4AXVHWK/88iETkAOBw4CNgqIsfFasvED2SMMaZraX192L64XCASNle1Zft2WjZvTuh+DYsWseq001n53e91aZyJssTVGGNMlzt5zMntnnPA4ANwiT2GkqGqD6nq+/7dUuCziP2twCHAd0XkMxF5QkQ8wFHAq+p8a3kXOCJOWxgRuUxE5ovI/LIMDxUzxhjTCSJ4t22nYflyALbFGBLcXdk3BmOMMV2uydv2/JmPzvkoTZH0biIyGShR1U9j7M8DjlPVg4Ac4DtAEbDBf/kOYHCctjCq+piqTlLVSaWlpan8kYwxxqRCTo7zTxEaV6xg1SmnAuAqKspgUB1jiasxxpguF1qAKeCol44C4JRdT2FAfuxF0F8/NbMVC3sSERkAPAD8ONY+8KWqBkpKzgfGATVAgb+tGOd7QKw2Y4wxvYiI+DfC2707duAqLGzz2qIjogbiZIQ9nIwxxnQpr8/Lv9f/O6o9sDROW5WEx/Qfk7K4ehMRyQVeBn6jqmsi9/2nPSMiE0XEDZwGfAEswJnPCjARWB2nzRhjTC+SM3IEABKRuVa8/DK+uvjL1O3yxuvsfP99KY0tUZ5MB2CMMaZ3afA2tHm8rcTVJOwSYH/gZhG5GfgwYv9h4HfA8zjv199Q1Zki4gL+ICL34RRwOglYE6PNGGNMLzLqr38FwBdRsKk9+bvtlopwkmKJqzHGmC5V39L2Q7Ewp+0hSaZ9qvowTnIa6vYYp06IuM7nrxp8MnCfqq4CiNVmjDGm52rZsSO4Pfimm/D46xOotq6RXrdgAQD5++xDw+LF6Q0wCTZU2BhjTJdaun1pm8etknBmqWq9qr6iqivbajPGGNNzecud5egGXX0VJRddGGxvXNL6jF5zwYWQk0PR5MmMmzuHcbOjp/l0J/btwRhjTJdyiztsf6fCncL2/7LoLx26X4uvpf2TjDHGGBPUtG4dADlDhrYWZoqluRkpyMdTUhLslQXIGTkS98CBcS9rXJn+95xJJa4i8jMRmeX/s1BEHvWvETdXRG4JOS+hNmOMMb3HjsYdYfs5rpyw/Tx3Xofu9+ryVzsdkzHGGJNNyv7sFFSqmfVhu+f6amqj2nZ99x12++TjuNdUvvlm8sElKanEVVUfVtUpqjoFmA18C7hVdTIwRkTGicgZibR10c9hjDGmmyhvKA/bj+yBfe47z7V5/dCioWH7VU1VXROYMcYYkyX6HHccAKW//GW75xaM3yeqrc1e2gSOp0KnhgqLyHCchcp3Bqb7m9/DKas/JcE2Y4wxvcS2+m3cM++esLbIOa0l+SVt3uPvp/ydvQbuFdwv8BS0cbYxxhhjovh8IELuqFHtntp36tQO395bUZFMVJ3S2TmuV+JUNSwCNvjbduAks4m2hRGRy0RkvojMLysr62R4xhhj0umOT++IavvZxJ8Ft395QPtvfotzi1myfUlwv3++LZ9jjDHGdIS3ogJ3376IO3zUU/7ECXGucIx4/DFGPd/2yCiA8udf6FR8yUg6cfWvBXc0MAuoAQKvxIv99020LYyqPqaqk1R1UmnIBGFjjDHdW31LPd9WfBvVfuCQA4PbZ447s8P3VdVOxWWMMcZkG29FOe7+MV78en3RbSGKjziCwv33T1FUndOZHtcjgP+o841iAa3DficCqzvQZowxpheY/PxkVletjmoP7THtl9cvoXtdvNfFwe1mX3OnYzPGGGOyibeiAndJ9NQcV3Fxp+5beNBBAOTttWen7pMMTyeuPREILPbzGjBbRIYBU4FDAE2wzRhjTC/gVW9we+b3Z3LcK05hiMiqwon45QG/5IzdzuDU106lydvUZTEaY4wx2aClvIKcwVGzMvEMaLvORHskN9fZyMBgqKR7XFX1JlX9u3+7Cqfw0qfA0apamWhb58I3xhjTHQ0uCn9Yzj5nNh+fG7+sfiS3y83AfGf9OOtxNcYYYzomXo9ryYUXJXW/4mOPJX/vven//e8DkLfL6E5El5zOFmcKUtVyVZ2uqps72maMMaZnO+GVE4LbA/IHRB3vn2GHF3gAACAASURBVN8/4WHCAblu563uWyvf6lxwxhhjTJbxlsee41q4/34Mu/t/Ony/nR98gNGvvEzfk07EVVSEp3SnrgizQ7oscTXGGJO9NtVuCm4fO/JYAO458h5OH3t60vcMDDH+avtXzNkwp3MBGmOMMUnyVlXRvGVrpsNImK++Hm1oiNnjCtD3lFPo+73vATDgkh8ndE8RaV271eNBvd62L0iBzsxxNcYYY8Kq/g4tGspvDv4NAFN3mcrUXTq+NlyAx9X6iFpRsYJDhx+afJCmR9h8113Q0sKQadMyHYoxxgR9O/U7eLdvB6D4mGMYeucdeOIkhd1BYI1Vd//YI51EhNwRIwBwFRR2+P7idqPeluQDTJL1uBpjjOmULXVbgtuPHPdIUsWY4vGIk7zWNtd22T1N99S8aRPlTz+TkbUBjTGmLYGkFaDmgw/Y9sADGYymfcHEtY3kWn3+HlPp+P3F7YYWS1yNMcb0MHM3zgXgjsPuYEz/MV167xZ1HoyPfPFIl97XdD/fHH1MpkMwxpiE1H+5KNMhtMlbXg6AJ9Y6rsFz2k9u4/J40Jb0DxW2xNUYY0zSWnwtTJvjDOusaqpK2efkufNSdm9jjDEmFvX5WHvpT6LaGxYvzkA0ifNWOgu3uPrFL4rYd6ozlaf4iCM6fH/xeDIyVNjmuBpjjEna/C3zg9trqtak7HNKC0tTdm9jjDEmlpaybdR+nPhSbt2Ft6oaAHcbiWvRIQez57KlSd3fGSpsPa7GGGN6kMrG1uW4z9rtrJR9Tq4rN2X3NsYYY2Jp2byp/ZO6oc233gqAu0+f1HyAx21VhY0xxvQsS7YvwePyMOe8ORR4ClL2OW6XO2X3NsYYY2Jp3rwlZrt70KA0RxKfNjWBx4O4nP7IFv/8VgBXYccrBidC3JkZKmw9rsYYY5Ly4H8f5MnFT9Lia0lp0gqwc/HOKb2/ybyiJOZZGWNMqpS/NJ3aj2dHtbtLB+EZMCADEUWrev99lk2YyLK99qbq3fcA8NWmvgq/DRU2xhjT7TV5m/jJez9h5pqZPPrlo2n73DsPvzNtn9UTiEg/EXlbRN4TkX+ISK6IPCEic0XklpDzkm5Lp9o5c4LLN0iKegiMMaYjNt96KxUvvxLVXrjf/q1LyWTYhqt/3rp9zTVUvPIKvmpnfuvwB+5P2ed6a2uomz+//RO7mCWuxhhjEvbu6nf5dNOn/HLWL9P6ucW5xWn9vB7gAuBPqnoCsBk4F3Cr6mRgjIiME5Ezkm1L1w+hqmx/4knW/vgSGhY5y0ukamibMcZ0CbcLvL6wJvV62XrvvbRs25a2MGLNMd10y29pKSsDwF2cuudm85q1+GpqnGHKaWSJqzHGmIRtr98e1XbI0EMyEEl2U9WHVPV9/24pcCEw3b//HnA4MKUTbWFE5DIRmS8i88v8X4q6Qt1//sPWP/4xvLG5ucvub4wxySh/8aXgtisiARSXO6rHdd3lP2X7X55g9dnnpCW+5s2bWbb3PjGPNa1fD4CrOEWFmUJ4q1K3DF4slrgaY4xp1/inxjP+qfEs3h6+dt0tB9/C4yc8nqGojIhMBkqAdcAGf/MOYDBQ1Im2MKr6mKpOUtVJpaVdtzRR7SdzotoyUanSGGNCbb7ttuC2Z/Dg8GVjYvS4BpbMad64MR3h0bQ6/vJzXn+vr7tP6kcqBaZ4pIslrsYYYxL2n03/CdvffcDuGYrEiMgA4AHgx0ANEKiQVYzzfO9MW1o0Ll8e1WaJqzEmk7b/5S9h+03ffhu2H6vHNd20OXyI7rg5nzD8/vsAqP5wFhDdU5wKlrgaY4zptioawx9SlrhmhojkAi8Dv1HVNcACWof4TgRWd7ItLfJ22y26sSX9SywYY0zA1nv/N2Z7n5NOYqfrfhXV49q0dm1a4tKWFqrefx/1+WjZ3jptJ2/PPfEMGOBU+gUalzq9w65UreEawltZ2f5JXcjWcTXGGNOmZTuWxT2W6mVwTFyXAPsDN4vIzcBfgYtEZBgwFTgEUGB2km0Zo5a4GmO6oZ3//P8A2PTbaWE9ro0RPbJdaeUpp1J06KEMvvEGVp11No1LlzL8vvvw7mhdq3XwDb8GwF1SEnatKy8vZXEFpLvH1RJXY4wxbTrrzbPC9k8bexqTh05mbMnYlH/2ubufy/wt6S+5392p6sPAw6FtIvIGcDxwj6pW+tumJNuWDtsfD58f7e7fH29FBerzIS4bFGaMybzcXXcNb4jocRVPatKpHU8/TePy5TQuX46ruDjYk1q3YD6u3FwntjFjKDrEedeYO3p0SuLoTixxNcYYE1dDS0NU29ur3ub3h/0+LZ9/8yE3p+VzegNVLae1OnCn21Kt8vXXo9rE/2WMlhYIbBtjTAb1OeH4sH1xucPm4qdqXv6Wu/4Q3N724IPB7eY1a3GXDsJdOohdZ7wVbPcMGJCSONrS/8wz0/p59jrTGGNMXL/48BfB7VN2PQWARm9jpsIxvUjtZ5/FPWYFmowx3YWvuia8weOG0MS1vj7scO3cuSmNp6WinKo3/4m3LH1rxnYXnUpcReQhEfmef/sJEZkrIreEHE+ozRhjTPf0ycZPgtvTJk9jUMEgXvruS21cYUyCRIKbA374Q2dD1fmHzXM1xmRAaLEhV2EhnsGDKTk3fG1Wp6pw61BhX11d2PHGlSs7HYevqSnusYYvvkQbY79A3v3LLyAnh5zhwzsdQ3eU9FBhETkCGKKqb4rIGYBbVSeLyJMiMg4Yn0ibqq7omh/FGGNMKuW58/jw7A8zHYbphcRfRCTQ02qJqzEmE0KLDeXtvjujX3g+6hxfXR1aV0fT2rXkjhxJ84aItVu1C+IoT67okSs3lz2+WNj5ANrjDu91TpekelxFJAd4HFgtIqcCU2idG/MeTln9RNuMMcZ0U4WeQgAOG35YhiMxvYmqUv3Ou8H9gvH7ACHFRWyosDEmAxJ5aVbz0UcAlD3gzDvd9tBDYccrXnqx03F4y3e0e87Ayy+P2S4uV8qL2419/z1Gv/hCSj8jlmR/qh8AS4B7gIOAK4EN/mM7gMFAUYJtYUTkMhGZLyLzy8rKkgzPGGNMZzV6G6lrqePn+/2cR457JNPhmF7GV9M6b6zPccexy99fpd+ppwI2x9UYkxk7nn02uD30d7fHPMfVpxjw97yGDBkOaFzxTafj8FY4Q5ZLLroo5IPD07ZUVTNORM6wYRTsu2/aPzfZxHU/4DFV3Qw8C/wbCCzmV+y/b02CbWFU9TFVnaSqk0pLS5MMzxhjTLLmbJjDTbNvYtKzkwBo8dmwTdO1JGR+a0D+XnsFv4hps/2dM8akX8ULTm/psHvuJm/cuJjnuIv7AOCrq6Vp1apgu6uoqMvi0GZnjqu4Wn9XFu6/P4Ouuiq4Lzk5XfZ5PUWyies3wBj/9iRgNK3DficCq4EFCbYZY4zpJpq8TVw+83LeXPlmsG1E3xEZjMj0dmPefCO4LR63s+G1xNUYkzm+uvq4xwIv2OrmfhpWzMkT0uGm2rmJroGXdzkjRgbbRjz5BCXnnxfc78pEuadIto/5CeBJETkXyMGZu/qGiAwDpgKH4ExNnp1AmzHGmG7igf8+ENV20JCDMhCJyRZhvRqBHlcbKmyMySBfQ/zEFbe7dTvkd5XktKZV2tiI5Ocn/fna0gxA4aQD2OmGGyjcb19cubngL2QH4O7bJ+n791RJJa6qWg2cFdomIlOA44F7VLWyI23GGGO6hx0N0QUhBhUMykAkJhuJ25+4WlVhY0yahc5X7XPssfFPDBm+q81Ogtn3O1Np/LZ1GRxffT2uTiSu+H8HisfDwB/9MNgcmgy7+vRN/v49VJeVnFLVclWd7p/32qE2Y4wx3UNVUxWj+46mtMAZ8nTdpOtwSWqrExoTEBgq7KuqynAkxphsExj2W3TYYeSOiD9FJnSOfiBxHXDxxZRccH5re0NDp2LZ8dTTzmdFFGCSkN5e63E1xhiT1TbWbGR039E8cGz0kGFjUq1p7ToA1lx4EXsuW5rhaIwx2STwwqzfKd9L+Jp1l/8UcAollZx9Nq7CIjZedx2++s4lrvVffOHcNzc36pirqAhfba31uBpjjMlum2o2MbR4aKbDMFkqdIkcY4xJp0CPq6tvxxPCQIVfV4EzlFfbmiPbjkAvLoAUFEQdD6x37e7fP+nP6KkscTXGGAPAXxb9hermapvTajImtEqmr7Y2g5GY7sLX2EjFq6+GfZkPtK8640yW7rEnm++6K0PRmd4k8OLM3ae9IbjRy3kFEtfAHFRfJ4YKt5SXB7ddhYVRx4dM+y2lv/wlOYN3SvozeipLXI0xxgBw3+f3AbDXwL0yHInJViUXXRjcbikry2AkprvY9uCDbLr5Fmo+/jisvfbjj2lYsgSA8qefyURoppfx1Tu9pJIf3csZJsY61IFKw4GCTIF7JcNbXgHAoCt+hiukinBAwcSJDLr8sqTv35PZHFdjjDE0tLS+Hd5/p/0zGInJFjs/8jC5w4eHtblC5nPZkjgGoHnjJgB81dVh7eXPv5CJcEwvFli71VXY8cQ1sIZroOc1coRAR3jLner+hYfYqqGRrMfVGGMMBz53YHC7MCd6aJIxXa3PlCnha7hGsMTVALRs3QqEV1f1NTZS+8knYefZ3xfTUapK3bx5aFMTABuvvx6IXRApTIzENdDTGvx72oklvbw7nMTVU1KS9D16K0tcjTHG0CfHmdPzk/E/yXAkJtsVHHCAs6Ga2UBMt1A3b56zEZIsNC5fHnWeFfYyHVX1xhusuegHbLzpZjTk901OxEiQKDFGCgf516KunjUrOJS9o7z+6sauvv2Sur43s8TVGGOy3GEvHEZ1czXDi4fz8/1/nulwTJYb+KMfOhvWg2ZCqNeHt7ISX2MjTatXRx33RgwlNqY9jf6/R1X//Cebp93qNHo8Yeu0xuKOWIZmwMU/CG5LjpO4Vr7yKqvOODOpuFqLRBUndX1vZomrMcZksR0NO6hqct7ubqjZkOFojAFcTpET9foyHIjpTrSxgeUHH8LXE/dl4/W/DrYPv88pKhdYg9OYhIXMQ614+WVnI4EhvkNunRa23+/004PboUPak+WtqQG3O+ZSONnOEldjjMliv/jwF8Ht/nnZtyZcTyYig0Vktn/7dhGZ5f+zTER+IyLDRWR9SHup/9wnRGSuiNwScq+otkwRt/+ric9L0/r1rP3JZbY0Tg+lXi/emq75b+etqIxq63fGGcHlQnwNjV3yOSZ7eKuS66V3R6zzKiGVfyVGFWBwqgw3b9qU0P19NbW4iovb7fnNRpa4GmNMlqprruO/W/8b3D9q56MyGI3pCBEpAZ4CigBU9VZVnaKqU4DFwNPAwcCdgXZVLRORMwC3qk4GxojIuFhtGfmhAvw9rpvvuJMNv7yW2tmz+eakkzIakknOpltvZfmkSWHzBzvi64MODm5v/eMfo44PuPjisBcdxiTKV19P7aefRrW3O781htBq6IEiTZHWX3U13xx9TEL/L/iqq3GHrGltWlniaowxWWTBlgWMf2o8V/7rSmaunRlsv+OwO7h18q0ZjMx0kBc4BwgbHykiBwLrVXUDcAhwqYh8LiJ3+U+ZAkz3b78HHB6nLYyIXCYi80Vkflmq11d1Ob0MDYsW0bBoEQDesm2p/UyTEpWvvwFAwxdfdPhaX21tu8N/83ffLWpoefPGjSzdY8/Wok7GxLDxhhtpXrs2qj1v7NgO3yu0CnG84b2BKthaV9fmvcqnT6fy9deTftnT21niaowxWeSH7/wQgH+v/zc3f3xzsP3InY8kx52ToahMR6lqlapGj52Ea4AH/Ntv4ySlBwKTRWQCTg9tYDLzDmBwnLbIz3tMVSep6qRS/3qFqdKZ9Q9NN+P/b7n63PM69EVcm5r4+oBJbZ5TMHEiQFSPayBhXfezKzoarckiNbNmxWxXTWxufeg817DENSf2c9Tl70Ft8S91E0+gSFRLgsOKs40lrsYYkwVWVq5k/FPj4x63+a09n4j0B3ZS1W/9TXNUtVpVvcB/gXFADRDoEijG+R4Qqy1j7Atb77Th2msTPrf6o4/aPWfUc88CrYlC3bz5AHh22gmw5XFM2wJrt0YqvfrqhK4vOe+81iTV3VqQKXJeatP69dR9/jku/7zYppUrqf7wwyQiNmCJqzHGdDt1zXU8/MXDVDd13fIOp752atxjI/uMtCIQvcOpwIyQ/XdFZKiIFAIn4Mx9XUDrUOCJwOo4bZnjdsdsrv/yS1adfQ6++vo0B2S6QvXb7yR8buPSpcHtYffeG3W89Nprg9Vb8/feG4BtDz0EwIZfOxWHc0aNTDpWk53y99mHgvHxX/BGCowhEFf85+e3xx3PmvMvwFtRAcC6y3/K+p9dga+dIcMmNktcjTGmm3lh2Qs8tPAh3l71dpfcz9tO0ZK3znirSz7HZNyJwL9D9m8HPgQ+BR5R1a+B14CLRORPwNnAW3Haup3Nd9xJw5df0rB0WaZDMSm27aGHg9t9Tzox7Ngur7/GoMt+0toQsfxIYD60p2RA6gI0vVLD4sUduyAw/D3Oy7awUyNeuKmvdei8t6KCDdf/Gq8t6dQuS1yNMaYbuXH2jfz58z8D8No3r4Ud+2TDJ5zy2imMf2o8b61MPLeYvWF2VNuJo50vg6P6jupEtCbT/FWEA9vnq+rnIfsfquoeqjpBVR/0t1XhzHv9FDhaVStjtaXxR4gWr/ff67yAEU/7XxJN9+Dq06fzN4lICgLL3wTEGy3iGTqk859tTFv8iau4kkinvK3rxW577HGq3nyTVaef0VWR9VqWuBpjTIapKqrKi8teDEtIF21bFLZczU9n/pRVlasAJ8GdvT46IY1l2Q6nh+qwYYcF2y7e62IAclxWkCnbqGq5qk5X1c1ttXU32tIS9k/TA3g7vkSN+sKL44Qmpv3OPIPcESPavL74mGMAqPtsng3HNCmVt/tuzkYSiWvg73n59OnsePJJAJo3bGjrEgN42j/FGGNMKh3x0hFUNsbu5PrB2z9g0cWLYh674l9XxD0W6j+b/gPA/cfcz5yNc9hvp/3YUrcFwErum26n+NBDY7ZrQwOAzXHtIVQVX0MDnmFDadm4ibzdd2/z/A3XXkv++An0Oy3+fHx3v7aLyNV/9RU1H3wAgHf7djbddhvD77mn48Ebk4CRTzxB4/IVSAJDhSNVvfkm7pIBwSrCJjEdfkUgIh4RWSsis/x/xovI7SIyT0T+L+S8hNrSbX31eo5/5Xg21VjVQmNMZlU2VrKtflvcpDWUL8ES/bHM3+JU28x15zJlxBT65fXD4/IXNvHEXizdmEzJGT6cgn33De67+/UDwOevAmq9aN3b0j32ZMVRU5xljXw+Ss45l+Kjjmrzy722tFA142223n033m2ta/aOfnl6+HlxlkrKG+esvdm0anVYe9PKVUn+FCYbjX71lQ6d7ykpoejgg5L6rC13/YGN11+f1LXZLJmhwhOAF1R1in9uTS5ONcKDgK0icpyIHJBIW5f8BB30j2/+webazbzx7RuZ+HhjjAHg1eWvcviLh3P09KMTOn9N1ZqY7e31mM7ZMCdm+y59d+GnE3/KvUdFV+w0JuNCht5JgbNSTyCBbVq9OhMRmQQEhnG3bNlCw+KvAP+cVI8HbWPYcNkDDwa3W7Y761yOeOIvURVeB1x8cczrS3/1KwA8paVIyBxYt38JEmNCBZ6bAy+/nDFvz2DM2zPYc9lSCvwVqjstzlqupvOSGSp8CPBdETkaWAR8Dbyqqioi7wJTgcoE22ZG3lxELgMuAxg5sutLmbvFeeP36opXuXzi5V1+f2OMScRtc29r95wzx53JR+ud9QwbvY0xz2nwNlDgKQjuLy9fTn1LPUOLhnLsy8fy/d2+D8C0ydPCrhMRrtz3yiSjNya1QouduPyJa2C+ZEtZWSZCMgnwlpcHt9ecfz4ArqIiXHl5bQ7xbliypPUeO7YDkONfjxVgyK3TwO0md+fhMa93FxUBsDYisXX1s8TVxOB/weIqyCdvl126/PaeAQNo2bKly+9rkutxnQccp6oHATk4i5YHZhPvAAYDRQm2RVHVx1R1kqpOKi0tTSK8tnnVefBtqt3ExpqNXX5/Y4xpz8rKlTHbhxcP576j7wvue1weWnz+Hgxf7II0VY2t5fMbWho4840zuXDGhVz1r6sAeGW5M/RpwqAJXRK7MWkRkri6+zvzGgNLRZQ//QzNW7dmJCwTn6+piW+OPyGqPWfYUDxDhtCyaVPcESK1s1sLzZX9n7Meq3vQoGBbyXnnUXL22fE/PE5xHFdBYcx2k90CQ84lVT2jEZWu3QMHRp1SfNyxqfnsXi6ZxPVLVQ1MEJ0P1OAkrwDF/nsm2pZ2j335WHC7rtnmyRhj0m95+fKY7dfsfw3HjDwmuJ/jyqHF18JTXz3FqyteDbbvt9N+we3Kptb5sQc+d2Bwe0B++BqGfXOt58H0IDES19AejK3/8z9pD8m0bc35FwQLaAFIvjN/vuiQQ3D3KXaShYg5qhWvvMI3x4bPHGv69lugdWh4QiT2V0r1z4s2BsDX0MCqs8+h4StnGHu6EldXXl7UKdoQexTVzg9lrAxQj5BM8viMiEwUETdwGk5P6uH+YxOB1cCCBNsyKtD7aowx6bRw68Koto/P/Zipu0wF4IWTX2DG6TPwuDzUNNdw7/x7gz2nvz7w1zw99WkeO955CRfa4xrqy7Ivw/b75XXgS6AxGRZagKlg4sSo49psS+J0Nw2LF4fthyWxeU4S62sM/7K+6Zbfxl0CpCNrY4o79rne6ti/H03PVvf556w+97yov0/tWX/NNTR8+SVrLvoBkMrENWI3NzdsP2fECBoWha8IMPDSSxj70Sz6HHMMJr5kEtffAc8AC4G5wB3AfiJyH3Aj8ALwcYJtGRVv6J0xxqTC+ur1NPuao0Z7zLtgXlhiuc+gfRjRd0TMYXVDioYA0DfP6UGtanK+mEX+Pqturg7bD50Ha0x31/Cl8+JlwA9/SN/vnhx1vGnt2nSHZDpB8p0ep9Bk1hey3WkRSe7w+50pFzZUuHfa9JubqF+4kKY1sYsWxlO/8Iuw/VQlrhKRuUYmrs3r1uGtDF9NYKfrriNnsH8WZU4ORUcdmZLYeroOJ66qulhVJ6jqeFW9WVV9wHHAbGCqqq5KtK0Lf46ETShtnefV7ItdVt0YY7rS69+8zvinxjP171O5//P7WVW5itF9R/PFD75g0cWL4i5J83X511Ftx410htXlu51rmrzOULh/rvxnmzFIxNAlY3qCwkkHRH3pA2j8+msr0tSDVLzsjBip/uDDYNuWNoZ7D/jRjzr2ARFDhfPGjiN/wgR8NTWoz2frVfcygQrVW+/u2Bq9fU86KWw/XUOF2+MZNjRsf89FXzLy0Ue7MqJeo0vmmapqvaq+oqorO9qWdiG/u6zH1RiTDrd8cktw+29f/Y2FZQtZXbUaV5x5WQEleSVRbYEENLAOa+AF3KvLX406N3hN5LglY3oId79+iCf2AgiWuHYfvjhzSV3+pWn6TnWmQbgKWl/SVbz4Uti5RUce0XpdQcdGiIgroofL48aVn4+voZ5le+3Npht/06H7me5N/HNGaz/5pEPXeXZyir7m7rqrc59U9bhGzmn1r8OeO3ZXht93X9T5O/mXczLty0iBpEwKndfaopa4GmO6sYh887w9zgtuBxLXFl8Lzb5mFpY582ZfPSU6gXW73KmL0ZgUGPX883iGDaVg4sSwuY6lv/hFcNtXW5uJ0EwMDV98EbN9wKWXAFA4aRIAG399Q9x7DPrpT4Pbrj59OhaAO+J3nMuNeDy0bHYKelW+/nrH7me6tWQTzm3+9YIDBcBStd7qiIcfCvs7WXjIZAD6f//79D0xvPL2iMcepd/J0dMhTGxZl7j6/G89wHpcjTGp9/cVf4/Zftjwwzp8r5PHtD7cPOIkrk8veZp11euC7buV7MY5u58DwA0HOl8SXdn3q970cIX778e4Dz5whgmH9LgWh/TKtWzfkYnQTAzq9cVsL3/2OQBc+dFVVft+Z2rYvuS0DgkPVH1NWMTQTG1qghwPzbaWZq/UvLF1OcvOvMBKVY9r7qhR7HTttcH9QHVrjTGvO9ZUCBNf1n2bCetxtcTVGJNit865NWZ7Islk5BDfwLxWaO1x/abiG+pb6sPOu+WQW1h08aJglWKroG56stBho7mjRwe3vRUVGYjGxLL2hz+M2e4tLwfCE4TAfFONWBpHclvPkcge1HZEViB2l/RHPDnB5XdcRUUdup/pvlYccwy+qtZq0Vv/HD30NpZYw9lTNsc1ROGBB1Lx8ssAVP4zuhZFOmLoTbIqcW3yNoWtn2iJqzGmqzX7mrln3j3MXj+bzbWb4553+cTLO3zvHHfrA65/Xv/g9k2zbwII9rQGFOU4X9YscTU9WWgSE5gzCbZGZ08Q7E0K6RGtemsGDcuWUf3+zPBzc3IYPO23AAy8vIO/H0MS19HTX8JTUhI2N9pXW2u9r92YqlI9a1aw6FI8jd9+S8vGTWFtwWG/8e7t81H24P+x+be/jTqW2qTReUGTP348Q251XmAP+0N0QTJLXDsmqxLX6qbw5SFsjqsxpqud+caZPLPkGa741xXBF2VX73d12DnjSsYxsTR6bcpIkZWA89ytw+1C562urHTq3U0ZMSXm+aeNPS3xH8CYbmjk008Fi5p4hjhLQnXpciomJYbcdhsQ3uO58brrWHXa6VHn+mrrGHD++ey5bCl5Y3bp4Cc5vytzR42iYIKzekRkr+3m3/++g/c06VL97rus/+nP2PHMM22eV/XWjKi2gkkHtHlN/cKFbHvwQSpff8NpCHmhkcqkMTB8XlxCyTlns8fSJRSM3yfqPEtcOyarEtdnlz4btm89rsaYrraqsnWlr+s+ug5w5p0G7LfTftxx2B1J3dstbQ+fG1I4JGxfRPjP+f/htsm3I/r5yQAAIABJREFUJfV5xnQXRQcdFCxqMvb99wAo+9OfMhmS8WtcFX91w/6nOy/NcoYOjXvO6JdeJH+ffcgbNzbpGLTFP+w4pzUpqf3ss4iTkr69SbGmNc66zN7t29s8r2Hp0qg2d3H8Ql6++noaFi8Oaxt02WXB7dB51V3O55/37V89IN6SdJa4dkxWJa5/WfQXAE4cfSJgiasxpmvUNteyonwFPvWR42p9CAXmnvbP68+bp73JS999iaenPs1eA/dK6L79cvsBrUN+CzxtLxExtiT6i19hTqFVFTa9S0iPyfprftHGiSYdAvNYI/U58cSw/Xx/T2ikgokT2eWVl3Hlx17POrEgnCGm4mn9/evdti3slI4usWPSx1dXB4C0898ob2z0M6565swYZzojMr7eb3+23PWHsPackSOC25HLKHWpQDFYV9upliWuHRN7cbReLjB8rqLBCjsYYzrvlo9vYeba1ofnFftewUMLHwruDy4czNDi+D0O8Vyz/zWUFpZywZ4XsLl2M/3y+nVJvMb0ZKE9F9XvvpvBSAwQTBpDjZv9b9z9+4e1Dbj4B2z81XVhbTk779wlIWiL0xHRVlEnS1y7L1+9k7i6CgrbPM89cEBwu+jII6j992zqPvuM+kWLcPftS+6oUcHjVW+9FXV9yQ8uwlPSuj66r6Gxs6HHpf4eV3FHJ64j//ZX1v7wR85xS1w7JKt6XAMClTn/d8H/ZjgSY0xv8EVZ+BqGkwZPCttPJmkFp7f00vGXUuApYJd+0XO+Pjz7w+D2T8b/JKnPMKan81ZW0hKn18+kXiBpBBjz1j8Z9/FsPKWlUV/IYyWVodd2RiABLrnwwvgnxUggTPeg9c7opNDia7EE1uWF8CHCq886m29PPCnsXMmNXoKp36mnIvmtLzAK998vqXgT4vOPTZcYf+9Ce2HdWdmHmLSs/L9YbaKDMaYLldWXhe23N6S3qwwqGMQxI44BsN7YLCQig0Vktn97uIisF5FZ/j+l/vYnRGSuiNwScl1CbT3F8oMPYcXkQzMdRtbSltYe19wRI/AMGhT7xBiJa/7uu3dJDJ6SEvZctjQ4pzYWbbQq1N2Vry6QuLb97Nzxt78Ft3OGD486HvoCa+P110cdzxk2LOaawikRHCocPRw5fD1Xy0k6IisT18jKm8YYk4j7P7+ff6z4R1jbV9u/ijpvbP+xnLXbWWmJqa7FGWIVujyO6f1EpAR4CgiUaz0YuFNVp/j/lInIGYBbVScDY0RkXKJtmfiZTM+kTc5wy5FPPtG6/E0MEqNnadj/pm7k2+Df3Bi2r41Whbq7Cs5xjdFLGsuIxx6l9OqrotpXTD6UpvUb8NXWBtvcAwe2bhcVhfW4plJrVeHoVCuQqANhQ5dN+7IqcS3KKeKivS7i4KEHZzoUY0wPU9dcx+OLHmfanGnBQm8A5/7zXMCpFhyQ78nnmJFOT6iQwuIPOOvfgfW4ZiEvcA5Q5d8/BLhURD4Xkbv8bVOA6f7t94DDO9AWRkQuE5H5IjK/rKws8rDJYlsCa1O2UwQu1lw/d3FRjDO7Rv+zzw7b12YryNldBRLX9niGDaVg330pPvLIuC9JWrZsDut5HfPmG8Ftyc3FVdCJImAdEBgqHysZV6/zd7Hf989s82WPiZY1iavX56WuuY7inOK4S0pUN1UzY2X0GlHGGHPPvHuC2/d9fl8wYQx44sQnmHX2LGac7vwO8bic3oV8T2ofkoEe18h1qk3vpqpVqloZ0vQ2TgJ6IDBZRCbg9MZu8B/fAQzuQFvk5z2mqpNUdVJpaWkX/zSmJ2tevx5o/TIeV5rn8oXOsS3Yd198tTVp/XyTOJ9/jiv+52rzli3BZ6yqos3Ockfi9pAzorUqcO7o0TFu5sNXVRXcdfcLf6krnale3QEDL/kxAy+9hJILL4g61veEExh46SUM/vWv0xJLb5I1ieu8LfNQlH55/eImrld/cDU3zL6BrXVbWbJ9CZWNlTHPM8ZkD6/Py+NfPs6rK14Na/+6/GtWVqwE4IDBB5DjymFgwUBG9HUeqoF5ru2tvdpZA/MHtn+SyQZzVLVaVb3Af4FxQA0QGBdXjPPMT7TNmIT0O/UUAIoObXuesbcizSs5uN14Bg9myO234+rTB2+1Ja7dla8uMLRXqf/qK745agqrzjwTgBVHHsmy8RNo2bYNbWoKeyERqyq1trTg9SeuI596KqooWLqqS7sKCtjpuutw5UX3uEpODjtddx3uvn3TEktvkjWlrH7ynlNxszinOO4iwIu3OYsU+9THOf88h9F9R/Pm6W+mLUZjTPdz97y7eWHZC1Htjd5G3l71NgCnjY0uCDIg3ynbn+ohvPcfcz8rK1eya/9dU/o5ptt7V0TOAyqBE4BHcXpSDwc+BSYCXwPrE2zr1nZ++CHW/+yKTIdhgKYNGyjYd9+4360CWrZsCduPVVynK4kI4z6aBUDdfz6led26lH6eSZ7Wtfa4Nn3zDQCNS5YC4C1z1uNdcfgRAEjIOs6xXob46huo/9Kp9O8qcoaij3r+eVr8UxxiJZKm58iaxDUg1x1/LHmj1ykwEEhgV1etTkdIxphuauHWhWFJ69X7Xc0D/30AgBv+fQMTSicwIH9AzMR1ePFwfrT3jzhu1HEpjVFELGk1ALcDHwJNwCOq+rWIbAJmi8gwYCrOPFhNsK1bc/dLvBiZ+nwxC6SYrtG47Gv6nXJKu+fl7bZb2H7OsGGpCilK44oVNK1eja+x0RKXbqh582YAKt96i+LDDmvz3LBlljS6Im/D0iVsf+RRANx9ioGIZW9s3dQeLSt+k8/dODe4neNq/y/sa9+8lspwjDE9xEVvXxS2H+hFBdhQs4G3V71NbXNt5GUAuMTFtZOuZULphJTGaLKbqk7x//NDVd1DVSeo6oP+tiqcea+fAkeramWibWn/QToo8IU0VOS8cwBtamLZXnuz7dHH0hFW1lFVfLW1uPu3P7Kk+Ijwml++hvRV+W1c4fTiNW/YEPN40+rVlN3/QMJFgkwX8zkVeGtm/ovmjRvbPDW0x9UXo1L0tgce9J8o5I4aFX29f2RA6FxZ03NkReJ62fuXBbcDPa4j+4yMe77NbTXGAAwpGhK23ze3L9MmTwtrC4zUMKY7UtVyVZ2uqps72tadeYZG99b5aqLnMNZ++ikAFS+/nPKYspLX6/R6eTo+gC9WUpEqJeefD0T01oX49qSpbHvoIb45NrUjZEwc/v8ufY4/PuzlQvn06VGnSm7rf0NtiP/8bWv+6C6v/YPR019KJlKTYUknrv6Fz//r3+4xC5wHKn0eOuzQsLln76x+J7j9TcU3aY/LGNO93DT7JjbXbg5bzqZPbh8mlk7MYFTGGHCWUdl94X/DG73eqPMCc+ByR1rvSipoUxMQPyGMZ+eHH2Lo725PRUgxFeznDBWNtSROaE+9N2QZFZM+7sJCABq//ZaqGW8H2zdPuzXq3JatW4Pb6ov+fz7AWxm/Eyp/jz1s/dQeqjM9rvcCBd19gfMWX/gvqVyX0+PqcXnCjl3/0fXB7ZpmqzxnTDZr9Dby5kqnMNtuJa3zsopyisL2geDyN8aY9HLl5wcr2gJojMTV5y/6EmstRdN5gcS1o/NG+xx9NC5/spIOkuN0WmhLc9SxZXvulbY4TGw+/9+jppUr2z23+sNZrTst8RNX0zsllbiKyDFALbCZLlzgPBUCPawBOW7nraBLXDHnw4QqykndwtjGmO4rdD3n0sLWNStdEv4rc+55c4PL3xhj0m/Y3Xcz5LbbgHiJqzNnsWbWLOoWLEhnaFmhYckSgITnhuZPnMCQ3/8ulSHFFJwX2dLOWrMm7dTnQwPruEbIGxfdx5W3a2sxwkDv6+iXX8bdP/GCbabn6nDiKiK5wG+BG/1NXbbAuf/+l4nIfBGZX+YvXd2VAj2uLnFR11LH/1vw/9pNYI0x2eOd1e8wbY4zj/WwYYdxz5H38I9T/sH3xnyPvQfuDcBdh9/FS999ieLc6AIxxpj0Eo+zTmPj8hXU/PvfYcdCE6raTz5Ja1zZYO2PLwHAV5tY4rrLSy9RctZZqQwpJsl31u701dVR/+WXNHy9HID6xV+lPRYTLjAqAojqhW9csSLq/KLJ0UXP88buyrh/f9T1wZluJ5ke1xuBh1Q1sHhSly5wrqqPqeokVZ1UWloa65ROyXM7w1kCVcWeXPwkPvXFPLe2uRZvG+PnjTG9S7O3OWzawB+O+AN9cvswtmQsdx1xV/D3xvd2/R57DbThZcZ0B4GXz+suvZR1l10ediw0cVVv7Ge96bzSq6/KdAhtyhnuFPNqWree1Wefw6pTTwWgYfHiTIZlgOaNrcWY8ie2XYV/+J//H4OuvDK43+eEEwCQ3NyoZW4KDz64C6M03UUyietxwJUiMgvYF/gercN+JwKrgQUJtqXdwIKBALhCfvTKpvgTuA987sCUx2SM6R6+2h7+9j20gJsxpnsKzLMM8NbUok1NbHvscXY8+WTIARsm2tXy996boqOOdBKHbiwwjHTz78KHKZc//3wmwjEhVp1yanBbm6LnIIfqe9JJiNsd3B/2x3sY++EHiNsdfLHs7t+fXWfOZMTDD6UmYJNRHa5frqpHBrb9yesp9JAFzsf2H0vfXKc8duhctR+986O41zT72v6fyBjTe9Q1t/bOnD729Kg5rcaYbihibmvZ/feRO2IkZX/6U1h709p16YyqV1NVvNu346urI6ew+8/zDyQ1kXMpG5cvjzrXW12Nu0+ftMRlwtXHmYeeO2YMhQdGdyS58vJwDR0a3B8zYwauwgJyhgyJOtf0Dh1feCtEYOFzEZkCHA/cE1i4PNG2dJr+3enBX16BfwKsrGy/ipkxpndr9DZy+UxnmOFZu53FdZOuy3BExphERC5x0rBkCc3r1kedV/3ee+kKqdcrf+55ttxxB9C61Ey3FtJL1x5fXb0lrt1I7qhR7DrjrYTOzRuzS4qjMZnWJd0JPWWB80BFYYBlO5ZFHbcvqsZkr0nPTgpuX7TXRRTmpG+pBmNM8rQ5fGRUwd77xFxXtGDffdMVUq8XSFohuqBOt5TA6Jl+Z5wBwI6nnqJ+4cJUR2T8coYNi2rzhPSiNq1Zk85wTDeXtePgVlWuimo7fHjrCj3fHfPddIZjjMmgyAJtu/Szt7bG9BQaMXdVm5soPKS1MMugK6+kYL/9kIL8dIeWFVwFBe2flHHRq0eEriix+5dfUHiQMxR1x5NPsvrc89IWWTareO01mjdupHDSpLD2YXfeEecKk+2yInHdc8CeUW05rvC3sWP7j2XX/q1rQ/3m4N8Et225HGN6r3+t+RfvrHon02EYY5LkyssL2y9//gUIrSDsduGrqaFu7qf44qwXaZKnPWBt1FjJ9bpLLgWgz/HH4crNJW/MmLDjdZ//Ny2xZbPKV14FoGnDhrB2ifh/2piArEhcXzj5BT6/6POwtsCyOAGRPSyBIk4ALdr9fykbYzpu4daF/GLWL7hh9g2ZDsUYk6Q+J02NagtNpurmzA2uB1n52mtpiytb7PjrXzMdQrskxhzX2jlzAIJFfzwRBX3WnH9+6gPLcr7GRgBaNm0KP+ByMeDiizMQkenusiJxdbvcUT2sBZ7wt2+CEE9DS0NK4jLGZNYXZV+E7T/3ned4ZuozGYrGGJOM3J2HM/zPfw5r23r33cHtuvnzg9uh67qarjH4ppsyHUKn+Oqd73juvn3bOdN0NV997P8fxe2m9FfX4iouZtQzT6c5KtOdZUXiGktk4hpY9mLRxYtYdPEiAG6bfBsAtc21aY3NGJN6czfO5d7594a1TSidwL47WQEXY3qanCGDEzrPW1Wd4kh6P1/Eurm5o0ZmKJIuElhtwoanpl3euHFA6zq7QS43rtxcdp8/L+YyOCZ7ZW3iGtkDG2u9xqLcIgCqm+xBZ0xvs6bKKhUa01sU7Lsvo19+mZydd455fPSLLwDgLS9PZ1i9UsvWrWH7sSo49ySBYcShyyQGNCxdmu5wsoqnpARXURHj5s4hf++9g+3iztr0xLTD/mb4Rc55hdaiTNvqt6U7HGNMitQ1O0OT6lqcf77//ff511n/Yv6F89u6zBjTzRWM34exM9+Pah96553kDB8OQMX06XhrbBRVZ9TNc35X7vzgA+z80P9ROHlyhiPqpDaSpFVnn5PGQLKPr74BV7++zkuDkBcHvgabomdiy9rENbLgUq47N+qcGStnAHDZ+5fR7G2OOm6M6VlmrJzBwc8fzPinxvPk4ifpk9OHIUVD2Klwp5gvr4wxPU/f74YvZ1d48EFhvYLfnnBCukPqVcr884nd/frR55hjYvZUdmd5u+0Wtu8ZODC4XTj5kPCTm+27Xyr5Gupx5fun7oUmrrU2F93Elr2Jq6/9xLUgp3Ue7Kmvn5rymIwxqfXJxk+C25WNlewxcI8MRmOMSQXJDX+ei9sd3ub1pjmi3qVlyxYAckaOynAkySm58IKw/b4nnxzcrpv7abrDyWpa34DkOy+NB15ySbDdVViYqZBMN5e1iatXwx9csXpbLp9weXB7XfU6Gr2NKY/LGJM6b3z7Rtj+pMGT4pxpjOmpYlUODv0i7K2sTGc4/5+9+w6PssoeOP49k14IhBBCrwKi0kGlCYogYq9YQNRl1UVXXXtZXUBXQffn2rurKDZEiliwozQFRAQRRJpAQgk9BNLv7493amYmmUxJJuF8nofHd+5b5iQmeee+995z6px6Z5wBQFxW4xqOJDim0DO5lNhcH4Uz/jq2usM5qpniYmxx1kOllH6uKefJPXvUVEgqyh21HdfyI67lkzUB1E+o7/F6f8H+iMaklIocx9pWd+0atPNxpFK1g4hkich8+3YrEZknIt+IyMtiaS4i2+zt80Qk037sayKyWET+6XYtr7baKm/uXM+GsjKPl3G1PQtuDcv7/POaDiEktuQkv/sa3Xgjrd99R2uIVoNDCxeSv3AhxMZaDfYHCJKYWINRqWinHVe7g0UHvY4pPwpbZsq8jlFK1Q45h3IAmDxwMh3SrRT8qXGpNRmSUkETkXRgCpBib7oe+Jsx5jSgJdAFOAn4tzFmsP1frohcCMQYY/oC7USkg6+26v+Kwsd9WnBSz57ENvYcGUzq1q26Q6ozirOzazqEkFXUMbIlJpLcoweN77jd2VZ25Eh1hHXU2foXa3S7LN+eLM2eEFUcHVmlfDhqO66dG3YG4PJjLwdA8E4ukBjj+cetfEInpVTtcLj4MBd8dAEAq/espm9Ta0pSZlJmTYalVChKgZHAQQBjzP3GGEftjgxgN3AyMFZElovII/Z9g4Fp9u0vgAF+2jyIyHUiskxEluXm5ob/qwkne3kTgDbvvO1MzHTMN18DULwt2/VhWVXJ+iGnA3iULqktjvn6K9rP/YzUQYOcbU0mTvB5rHsyL1Oin/0iqXDtWsD1fRa331+lyjtqO653n3g37571Lkmx1pSRotIir2NibZ5PfUrLNKGDUrXN139+zUnvnOR8PbzNcG7teStThk+hU8NONRiZUsEzxhw0xngt1hSRkcBqY0wO8BlWp7QP0FdEumKN0DqGzfYCWX7ayr/fy8aY3saY3pmZ0f3Ax33Noru4Zs0AOLJ8Ob/36k3Rtto/elhT6l90YU2HUGVxzZsT36YNMamumTbpl15a6XmmyPvzoQqNo9yku5j69UkdMoQWzz5TAxGp2uKo7bjGx8RzQqMT+N+v/wPgwz8+9DqmfIr38gmdlFLRLedQDrfOu9WjrUtmF+Ji4uiZ1bOGolIqMkSkHXAH4PihX2SMyTPGlAI/Ax2AQ4BjkV8q1ucAX221lgmwhMn2e+6JcCR1i3ttTcdDgKOBdlzDr3jbNq82sdlo+dyzJPfpUwMRqdqiVt+cwsEx4poaX/lat/LrYpVSNaegpIC3fnvL70yIqb9N5YwPz6jmqJSqGfY1r+8C17qNxH4uIk1FJBkYBvwK/IRrKnA3YLOftlqr2eOPB3RcXVq7WJqXx773p/kcyQqXI7+stDZEqDd4cMTeJ9ocWbGipkOoc0r37avpEFQtddR3XIe0GgLA7b1ur+RI+GbLN5EORykVoBl/zOCxpY9x+SeXe+3bdXgXk5dOdr5+ZMAjXscoVcfcA7QCnrFnEB4ETAC+BX4AXjTG/A7MAkaLyBPApcAnftpqrXqnDwnouJR+/SIcSfUo3LiJdX1OZMe//kXBqlURex/HyGPrd96O2HtEE0eSr+x/3FbDkdQ9gc6KUKq8o77jelefuxh93GjObn92pcc+/8vz1RCRUuqX3F8Y+N5An9m+HR5d8igAa/au4cftPzrbdx/ZzZAPPD+4ntP+HMb3Hc+0s6ehVF1ijBls/+/dxpimbhmEvzPGfGuMOdYY09UY86z9uINY615/AE41xhzw1VYjX0yYBJrcxZQGt/yncP168pcsCercSNg4YoRzO5RprWUFBRRu2uR3f+HvVhId96zNdVmLF/QzX6Rox1UFK+iOq4g0FJGhItIonAFVt/TEdO7qc5fPOq5KqZox6tNR7C/czx3z7vCZOG3D/g0er8d+4Soaf+6scz32OZKsXdTxIjpndI5AtErVLsaYfcaYacaYHRW11UXuZU72f/BBQOcc/PRTdr/wgvP1xrPPYctVYyg9dCjs8QXDlpzs3HZMf947ZQqHly6t0nV+796DjWeO4MiKFT6/tl3/+T/r/RISvPbVRXFNmtR0CHWWo+OacspAmj/9VA1Ho2qToDqu9rU0HwMnAt+KSGagBc3rUpFzpVT4HSlxrTtbvH0xvab28jrm/Nnn+zx37d615BXlATDv0nmsGrOKn0f/HJlAlVK1TsrAU5zbZXl5AZ2Tfdvt5D71NMYYjxHNnf+OjiUIKf1dU57L8g9jiovZ+egk/hx9VVDX23zZ5Wy+xDPbrvsI2dEy4mqroN6rCo3j5ynzlltIGzashqNRtUmwI65dgduMMf8GPgdOI4CC5rWxyPnSK5fy38H/db6e9rtONVQqkrYc3FLh/uxDrhIWU4ZPcW5f9NFFXDLnEufrjKSM8AenlKoVGowcSbPHJnu1x7dqGfQ1c5/4L9m33+F8XRYlI655X37l3C7LP0Txzl0hX7Oo3JThP9w6/LZ69UK+fjRwH6n2RZKSnNumrCzS4RxVTJHVcXWvl6tUIGIrP8SbMeY7ABE5BWvUtSHexct7BNj2h/u1ReQ64DqAVq1aBRNeWCXGJtIgoYHz9UM/PMSlnSqv+6WUqrqSshIunnOxz33FZcW8svIV1uxZA8D/zvgfPbN6clzGcfy25zfW7VtXnaEqpaJY0wnjfbZLCKNoe155xeN1cm/v2SA1rTg7m/z53ztfG2O8Svv5sn38eP/XzMmhdP9+ANKvGk1senrIcda0jsuWIbaKvy/uI66msNCjI6tCk2MvRXW0TDtX4RPKGlcBRgL7AENgBc1rZZHzNvXb1HQISh0VerzVw7k9sd9E5/bG/RuZvGQyL/zyAvO2zQOgTxOr1tvzQ7wTaDjKXCmllLtAOnGBioZyOjsfs0r/pI04k7iWLSnavJkdE1x/Ow/MmFnh+Ud++YX9M2ex/733/R6z/jRXsrsm990XYsTRISY1pfIRV7eOq3sNWxU6Y/9+xrVoUcORqNom6I6rsdwIrAT6EVhB81pZ5LxRUiNN3qRUhOUezvV4fUGHC3hi8BMAzM+ez/u/+/5glZGUwRltrHqtvbJ68dmFn/HphZ9GNlilVK3VZvr0sFzn8LKfwnKdYJXk5rL3f/8DIL5NG2IaplN6wDMTe95XX/k6FYDSAwfYPPIytt97r7Mt/arRgGsKZ9E219KMtrNnhy322kBsro+oRjuuYXPw8y+c24FmAFfKIdjkTHeLiGPVfwNgEoEVNK+1Rc6Ly1yJCYwxLNuxLKKFvlXtsXbv2grLthxN8ovzGfDeAMYvGg/Ail0ruPv7u9l6cGul5/600/Uh8M7edwJweqvTSYpN4j/L/lPhuTax/pTtL9hPi3otaJRUq5OdK6UiKOmE453bJXv3VnhsRWsb8xcsCFtMwSjZu8+5XbBuHba4eEoPet6LDn37rXP74Ny57Hab7py/eLHXNbPuvpuMG653lgoq2rTRuS+xU8ewxV5bpNprAlf3iGvxjh11dpQ3+5ZbajoEVYsFtcYVeBmYJiJjgV+xipd/LyLNgDOBk7GmD88PoK3WmbV+Fg8uepALjrmAif0nVn6CqrOMMVwy5xJibbFHbfbap5c/Tf/m/emV1Ysftv/AgcIDfPjHh6TFp/Hu2ncpKC3g002fsmrMqgqvs+3QNgC+vuRrGic3Bqxpfe5Zhh1u7nGzx+tRnUfx2abPqBdfN5KGKKWqx4EZM8gYO9bv/miuN+meQMkcPoLEx1OwbJnXcfmLFrHl2r84X2f85S+IzUbhxo0ex7X5YBoSE2NlDS4ro+zIEbb+9ToAmk56NEJfRXSrf+65HPrqa0xhYbW9Z1lhIesHnwpA57Vrqu19laoNghpxtdd7G2qMOcUYM85erHwwlRQ0rytFzn/d/SsAM9dXvHZE1W17C/bS9c2ugJVU6Gj09Z9f88qqV7h67tV8tukzbv32Vue+11e/TkGp64lxQUnFT4+fWm7Vcquo89k8tTmfXPAJ155wrUd754zOXNThIh4ZEB3lKZRS0S2+bVvAVZvUH18d16z77ydtxAji27SJRGie719WRtFW3zNW3MvSZN56C8S5xiIcU34Bj04rwI6JE1nbvQdl+fke10jq0gVwJczZdrNrZKz+uZ71sY8WNntCpuqcKlyc7ZqeveuJ/1ZwZO2jMxVVqMK2xjTQguZ1ocj5tHVaEkfBF5u/qPygOmxB9gJunefqqN71/V0VHl9+OrX7DWxn/k7ndkWJleZeNJdWaa2IsXmui4mzxTG+33hapgVf6kIpdfRoMNJ3dYDSciVufHVcG44ehSQlVstUzt3PPsuGocM8Oq9FW7cfsZauAAAgAElEQVSS+/TTmALXbJSkrl3J/86VTTi+gqQ3+997H1NQwJGfV2BLS6PNB9Po+OMPzv2O9a358+e72my1IiVJ2Im9E1+d03bL3KZ773n55Wp73+rgyE4N0Ob992owElVbHZ1/iYLQtn5b53asWE810+LTaiocVQM2H9jMnA1znK///eO/PfZ/tOEj/rXoX2zcv7H8qXXS3776W5WO/2Ofq/LVlNVT6PpmV5btsKa1Oda3/meQ91rWLy/+EoCTm9bKlQVKqSiUPnKk9d8rLne2HfnlF9b17kPe11872/xNFbYlJGIimFXYFBez7ZZb2f38C4BnzdgNQ4ex+/kXyPt2HgBtZ8/yOl8SEolv167C9ziyfDmJHTuS1KULMfXrO9v3vevZoWj66NE5TRhcJXEi3XF1T4JV5DbiWte4/84kdetWg5Go2ko7rgF64OQHnNuntrLWHpzU9KSaCkfVgHNmncN9C+7jUJHvovP3L7ifGX/M4K9f/LWaI6t+87fN97vvtWGv8cxpzzhfD245GPAccXUkW7rm82sAeHSJ9cGoQ3oHr+s1SWnCN5d8wwunvxBy3EopBdYU0JiGDZ3Jl4wxHFmxAoD8RYvZMfEh8n9cAvaOa0q/voBrBE6SEik9cIA1x3am4Pfw15DO++Zb8j7/3PnalFpxupfgKbKvUY1t3Njr/PrnnkPL55+r9H1sKd4lYUxRkcfreqcODijmukgSrI5rJKcK5y9ZwobTT+fAnI8BOLxkacTeq6Yd+PgTADKuv76GI1G1lXZcA+ReDmfVbivJzJd/fllT4ahqtjXPNU1r7d61znXOAE1Tmnocu6dgT7XFVRP2F+xn3NfjnK8f7v+wc/u9s97jxKYn0rdZX2ebY6S1sNRKbrFi1wqP63WZ0oWGiQ2pF1ePdvV9jxBkJmcSaws2l5xSSnmzJSZijlgdkrWdj2Pno5MA2Pf22+x75x22XHMNpsTKX1D//PNp9cYbtP/sU/u5riUNeV+G/7NA+cyrux57DICS3budbQWrVzu/Dnepp56KLSnJYw1ufOvWPt/HFHvnZ2j99lRS+vd3vo5p0KBqwdchtgRrDXD5znw47bLX4s2508qmv/99z9Jvjp/BqjDGkHPvfewPU+mncMl9wipxJwnxlRyplG/acQ2Qe8dlR36tXZ6rqsgYw63f3sqIGSOcba+vfp3LP7Gml93c42a252/3OKfUlFZrjNVt2IfDABCElVet5LxjznPuc6wxTYhJcLbde6JVI7CwpJApq6cw+rPRlLfxwEZOaXlKJMNWSikPxTk5HJg9m5I9vh82xqSlOacKS2wsKSefRFyzZgDYklydxdIDkc8zeXjJEgD2vjHFa59jFDi+fXsAYjIaOvclHnccAJm33Rbwe8U1aUKr116l3hlnUG/48KBjrgscyasimV264FfXg/DSvDzndqO/32S1BfHzVbp3LwdmzmT7Px+ImoRIZfn5zu3Ufv1qMBJVm2nHNUDlR9XA+uCu6q6teVvp+mZXvt7ytUf799tcCTC6ZXbj+Izjy59aJ63ft57JSyY7y9P8cMUPiFi/Ay+e/iJntTvLY933xH4TObPNmfTM6gnA0p1LK6zHWlnWYaWUioScO30nlotp2NDVcY33HCEStxHX5F49IxecG2MMxHh/bHMkTmpwycUA2JJc039jm1qfXeKaN6flyy8525v933+Izcoi65/3+32/Fk89SYsn61ZW26pyJKoKteNatHmz3+zQ7g7/5KpnHt+6DeA5yh4ox2g8QP6ChVU+PxJyn3VNXU849tgajETVZtpxDVDvJr2558R7PNoMhoXZ0fEHQYXH4eLDzm33UVbwTNDlcEKjE3jq1Kc82vxlxT1QeIDp66Zz49c3UlwaPbUBsw9lk1+cX+lx//fT/zF1zVQAxnUbR3Kc68NR/+b9mTRwksfxF3S4gMcGPUZijDUy8fnmzz3239j9Ro/Xjw96PKj4lVIqFPmLFvlsj0lPd3Vc4+I89rmPkuV95flwM1KKs3Mo3bvP735n5l/7ul2AZv9+mKz77iPx+ONIPeUUmoz/F/UvvJD6Z51Fh+/mVZh9WLl1XIuCv2fvnDSZDcPPZMPQYRxZ9avHCOiRVa765mlnn80Re8e1zQfTsCVaI+lbbwg8EaIxhnUnnczW61xrSHc8/FDQsYfT3tdfd25LTEwFRyrln3Zcq6BH4x5ebZOWTPJxpKpNdh3exez1s5m1fhYnvXMSq3ev5vGl3p2o2efN9nh9Z+87SY5LJisliws7XEiH9A5cffzVzhHJ8iYunsiExRP4ftv3rN+/PiJfS1Vt2L+B4R8O5+R3Ks/YuyB7gXN704FNFRzpyd/a1PIj1e7ryJVSqqbFpKb67bjm//ijc/vgxx+H9X39Te08svwnDn78MYnHH++Mp9njjzn325Kth4nu05hjGjSg4VWjnbNj0i+7jGaPeGbEV/6FY8R17xtvOLc3X3IJeXPnOl/v/Ler9nhxTg5FW6xR2bgWLSjZbU1hL9nuuRypIkd+/tlranHxn1uCCTuyYjVnhQqOdlyrwOB9M9l8cHP1B6JCVlpWygfrPmDNnjU8+uOj/HPhP3lgoZU5+pNNn/Dmb28CVud0wWULWDVmFSLCnb3vdF7jrHZnObcn9JvAjHNnONc/3/ndnbjbkb+DL/501X19ZdUrABSXFjuTFtWE//7kmga2Yf8Gv8e9t9azPMJprU4L+D0cH5jKa5zsyoQ5+/zZPo9RSqmaUlZYSNlhaxZO+Y5rgwsuiNj7lvpZc5tz192ANQ3U0ZGKzXT9Ha1/3nk0+vtNNBo3zuf5qurCNVXYXfGOnRRt2wZAkts08yPLlzszScemp1NchQ6rg/uopkPaiBE+jqx+MY0aAZB27jl+PxcoVRntuFaBrmmtO15c+SITF0/k0o8v5astX3nse+u3t5zbVx1/FfUTXPXtLu1kFa3vldWLjKQMr+s6RlLnbp7r0f7xRs8n8o6M1D2n9qT31N4hfCXBM8Z4PIzZdXiX32MdNWvrxdXj+q7XM7xt6Ak7GiVZN7Hmqc39ZhNWSqlIqTf0dAASu3Txuf/wDz+Qc8+9Pvel9I1cXek/BgyscL/Ex9PoRmupRZzbVF+JiyPzxhudI68qDJxThYPLKly80/u+umvyZDacPhSAmHppXvsdqrp2evuECeR96fl5BhFiGnl/VqkJprCQ9FGjaP7YY5UfrJQf2nGtAveOa2ZSJgAnNjmxpsJRQTLGMPOPmZUe9+qwV73aEmMTmTJ8ite6VodXhr3i3H5z9ZvO7aeWex/vvs519KfemXYj7cwZZ3okmrruy+t8Huc+Ijxv5Dxu6nFTWN6/YWJDbux+I88PeT4s11NKqaoo3mV1Kgrc1hmW5xj9LJ8gJ7lPn8gFVo6tXj2P1+mjR9HophvpsHgR8S2aV1scRyMRgbi4oEdcS/f7X5Nsysoo2eX/gXHqKacQ3749yb17s+3Wf7D3zTf9Hguw/933vNrc12mHQ86997Hm2M5VPs8YQ9nhw/pQRYVMO65Buv/k+4m3xR81GWWj3c78nZw67VQeWPhAhVNv84ry6PpmV3Ye3glYDx7apLVh6ZVLWTXG9eGlY3pHvw8lemb19BiFdecYRQR4fNnjrNi1gimrXeULll7pKiz+0YaPnNsrcj1rm0baoaJDZB/KBuCq466q8Fj3EeH4mNBqr/Vp4vqwJyLc0O0G2jXQ0ValgiEiWSIy374dJyJzRGShiFwbatvRIOXEk3y2J5/sPZqa1K1bhdcybgmRQpVyijXi2vzpp6h3xhm0nf6Bx/6YemmICLHp6WF7T+WfxMVVecR1/8xZ7J81C1PgP1t+/vz57HvnHQAaXHKJz2Pi27Sh9OBB8ubOZecjj/q91kG3WsINx4wh8x//oN2cj6zYfXRc8xctYm237uyd+nagXxJlRUUcmGk99DelVSv7d/Cjj6C0NKJlhdTRQTuuVeCeZKZro66kxqeSeyTX45iteVv9JudR4fPwDw8zZfUU8ovz+WH7D5w+/XR2H9nNrPWzGDZ9mN/zpv0+zbndv3l/XjvjNeZcMIfEWM8C7g/2fTAsazBGfzbaWQKmTVobEmMTebDvgwCMXzw+5OtXxYHCA4z5bAybDmxydpQHNB/AoBaDPI5xjAQbYygzrg9j95/kv2xCoE7IOCHkayilQETSgSlAir3p78BPxpj+wMUiUi/EtjovdZDv2tGtXnuVzFtv9Whz1G/1Z+t117PlL2NDiseUlVkd4JJSkrp1I23YMFo89SRxLVt6HJfQqWNI76OqRmJiMKZqDya233sv2++5l4I1awBo8/57tP/qS49j9rz6mnO70ThX5mBJclUmiElLC6iMTvbfbwYgtllTsu69h0bXX0dChw4ene6iLVucD1i2XPsXTGEhOx9+OOCvqfD3dc5tf5m4/cl9zppZVbJzR5XOU6o8TetVBe0btHduF5UVsbdgLx9v/JhHBjyCiFBmyhgxYwTHNjyWD875oIIrqWDtL9jPvsJ9vP/7+wA+64LuLdjr9/wnlz8JWNO+/93fO7Pi9HOms6dgD90yK366HowTGlmdtk7pnbz2JcYkcqTkiN9SOqEqLitmwHsDADh31rnc0vMWACYNnMSvu11lHQa8N4CRnUY6v79397nbue+Sjr6fCAdi5VUr+Xbrt/Rv3p9ujbs5p9orpYJWCowEHJnNBgOOmm3fA71DbPs2QnFHjfLTNJO6dSN1yBAkJoaG115D7pNPVnh+66lvsefV1zg0bx75CxZUeGwgfu/eg6SuXSnOySGuuWsKsLPMjV29U08N+b1UFdhsUOY703Nl9s+wRijjWrUiptyU78NLrRlY8e3bE+M2et5puauWa0xaGuZI4IMh9c8+x+O1Y8S1cNMmNp45gsxbb6HRDTd4HFOal+cVmy9FmzY6t6s6clqSaw3yOBI0KRUsHXGtApvYeGfEO5zW8jSykrOc7aXGmjKRV5QHwNq9a1mxq3qnfh4NvtnyDQPfH8i5s871uX/0caOpF+//j+83W75xbq8cs9JncqVODTvRr1m/kOJ89rRnfbY7ph53zvBeH1JQWsCJb0duvfT8bfM9Xj+1/CkaJzemfkJ9rzI0jk4ruJJKvXXmW8TYgq+7JiKc1uo0EmISGNJqCF0zuwZ9LaUUGGMOGmPc616kANn27b1AVohtHkTkOhFZJiLLcnNzy++ulUrzPetXt3n/PRpd91cAbPHxJHar+O9Ucu/eXtmGQ2GKiji8bBnFOTnOTo2qeSLiURu3KgpWrgQgpl49xE8JmLisxtgSE4lp0ID6F17oMdvLVt9/8iaHMref47Szz/LYJ/HxmOJiirNzAMh90jvfRt4XX3i1+ZL79DOu96xCZxpcidAaXHRxlc5TqjztuFZRl8wuPHXaUx7ThpdsX4IxhgmLJzjbXlr5Uk2EVyf8tuc3j3WhDrd8e4vfc8Z1G8ddfe7iui5WgqHhHw6npKzEub/MlFV4fjgNajmIpVcu5b6T7nO2PTfkOc475jzAs17psNbDaJzU2Osa4bTl4BY+/ONDr3ZHFmH3daflrd6zGoAO6R0iE5xSKlwOAY4pG6lY9/dQ2jwYY142xvQ2xvTOzKwbMybcO51tZ8/y2m+O+F+f6GBLTQ1rTA6xzZr6bD/mu3kReT9VAZutSlOFy3fqbMnJfjutAFn3WpmrO/6w2KvGbky5n691/QdQvMNzuu3OSZOd24kdPaeRS1wch776mm033+x5XbcRXlta5Z1jgGJ7CR+gwrW7vsQ2ykQSEkjoqJ8lVGi04xqCizpcBMD1X13Pu2vfdZY4Aauj5K+I+NGmpKyEmX/MZOP+jZUeu69gHyM/Hsl/lv2HRTmLmLxkMsVlxT5HsH+56hc+Ov8jVl61kr91t9aHtKhnlQbIPpRNn6l9ePRHK5nBQz885Dzvu5HfhePLqlBibCInN3Ul+DilxSnYxPXr9uhAK65/9PoHD/R9wNleXBa+xAWvrnqVu7+/m7NmnuWRPdjhr12skQURoUFCgwqvlRKXUuF+pVSN+wkYYN/uBmwOsa3OkxhXZ8KW4t0BdawNbPG8/8znthTPv40HP/ssqFjKJ7upf955Po+Ly/IaDFeRVsWpwsU5OZ6nN/CdzNEhoYP/zlxJrmc269I9e1g/2JoqXnb4MNl33UXBut8BSOnf3+t8Zx1aez1igDXHdqZ03z7n8e6/B/6UT061f2bllRk84t67l5iMhlq/VYVM17iGwH0U69ElntneFuUsYvLSydxz4j3lT6s1thzcwlkzz2LywMmMaBdcAeutB7cyYqZ1bmpcKouvWFzh8fcucNXMu/7L6wGYumYqp7Swkmjcc+I9XNLxEg4XH8YmNtrWb+txvvsU1BJTwjtr32Fwy8FMXzcdsNZpNkxsGNTXUlXNUv0n8zi73dmc3e5swKpj6pBzKIfWaa1Det/9Bfu5b8F9zM+e77Wve2Z3Z2Kmm3u6nsB+c+k39HzLd824zg2rnvpeKVXtpgCfishA4DjgR6zpv8G21Xm2ZLckOL6mZNofPsdm+l+XV1bgObqW/Y/bSOrRg7gmTaoUS9Gff3q8DucUZBW6qmQVLs7O9ngd08D1YLjxnXdwaMECkk7owp5XXil/qvf7+llLWvD772w673yPtmaPTfY6rsRezsmXwz//bL1HQeXTfvO+83zgf2TZTxSsW+c1wutPSW4usenV89lL1W064hqCUZ1HVbj/7TWBpxmPRmfNtNZK3D3/7kqO9K3MlDk7rQCHig+x+cBmSspKPGqYAuzI38HWg1v5ZdcvPq/lGDG8svOVxMfE0yDR9whh4+TGPDLgEY+2p5c/7dy+q89dQX0twUiISWD+yPn8PPrnCo9zfwIZjlH6R5c86rPTumrMKu4/2Xdm4DhbHIsvX8z5x1g3wmMaHMOFHS4EYM3eNSHHpJSKDGPMYPt//wSGAguB040xpaG01cCXUu1SBw50bvtKTiPxVuexok5kxtVXe7Xtn1b15IyFa9d6vLYleGa6b/nSi7R6/X9Vvq4KXenu3RyYOZM/x1xNWQAd2KItnlmA3WuXZvzlL7R+/XXqn+c7V0d5/jqueV995dXm62e4eMsWv9fOuHoMAGUF/ksIOpTs2OnVtulc37MCyis9dIj8hQsp3ul9DaWqSjuuIbipx00Azg/7vnSZ0sUrMQ5YHZTismK25m3lQOEBH2fWrPIdqH7v9GPX4V2c8t4pznWPlTl/tvf35ZxZ59DjrR70nNqT/QX7AWt67NDpQxkxcwSHig/Rrn47Fl6+kIs6XFRhsiV/zmnvmVXv1z1W1twfr/jRq+xNpDVIbOCxHroyM9bPCPk9P930qcfrlvVa8stV1gOBYxsey70n3sv0c6Z7nZcan+p8GNMtsxv3nmiNfr8x/I2QY1JKRZ4xJscYM809aVMobXWdxMeTfNJJNL7L9wNNsXceTaH/D/YJxxxD+hWXe6xJ3V3B1GJ/3LMIA9jqeU5dTh00iJS+fat8XRU+h3/8kaL16ys8Jvfpp60SMzYbaedYn0VEvD9qxwa4Tjy+dSuf7aU+RlIlvmp11h3T0cvPGvClODsbSUzk2DW/Vek9AHLutH6/Ah2dVaoiQXVcRaS+iHwmIl+IyEwRiReR10RksYj80+24gNpqq5S4FJqkeE4HapzsnWhnym/eiYae+fkZer7VkxEzRjjLlESTfYX7PF7nFecx5IMh7Cvcx2UfX8bve38n93AuV3xyBTd8eYPPa2w6sAmAh/o/xJTh3t+Dl1a+RHFZsceIKEBmciZp8WmM7zeehZctdLY7svIGYsxxYzi91ekebZEqNRMOZ7WzRrc/2fhJSNf5Y98fXm2FpYUe62uv6HwFnRp6l+QBK6vy/874H3f1uYvE2ERWjVlFr6xeIcWklFLRqvWUN8i49hqf+5pNnkTaiBEkHndchddo8uCDNHnggQqPqYxjZC22sfUZonwJHBUlKlkPuvv5F6yNsjJSB9trpPtY1xloQqT0UaNo+uijxLdr59G+7513AzrfIfO222gz7X0SOhzjbItpaE3dNQGMuBbv3EFckyaICO3mfARAUq/APhsc+taqrNX00UcrOVKpygX7l/FK4AljzDBgB3AZEGOM6Qu0E5EOInJhIG3h+CJq0o78Hcxa78pG+P7Z73sdk3vYu3TAK6s81zaUnzpbkzbs38BXf3pPQ3E37fdpnPbBaazavYqFOQv9HicI5x9zPj2zvNdPTl0zlZ5v9WRfgdVJfvyUxxnSagivDHV9b0SEG7rdwJltz+TVYa8G/DXc0ecOHh7gKqw9+/zZUZ0UoH68lbyhoKRqmfrcdZnShQs/sqb3Dm4xmGdPe5ahrYf6Lc/jT58mfUiOS678QKWUqsMS2ren+RP/F9B6U4n1PqZo61YOfh5YqRHHGsq4li2ByGUrVqGR2BiMMex+8UWKKpiGCxCTZk/K5KOUTqCfR8Rmo8EF55M2fLjP/Y3G/S2g62RcPYakrl1pN2cOzSZPounDD2FLtGYUBDLiWpaf7/yZTOjQgbSzz6bEz9RfU1zM7ldeoazcTIXYxnUjG7mqWUElZzLGuM+DyQRGAY5K3V9gZSfsAUwLoM1jiEhErgOuA2jVyvcUiWgVIzE0SmrEpR0vZdq6ac72jQe8s+lmJGawp8A11WP5ruWc1PSkaonTF2MM0/+YzsTFEz3ap58zne+2fcczPz/j0e7+9YE1qpcQkwDAsh3LnOti/9HrH85j/nfG/8g5lMN5x5xHlyldnO2zN8wGYHjb4Qxv6/3H+cbuNwb1NaXEpfDlxV8Sa4ulUVJ0F70+tuGxQMUJnSpSfjp618yuDGo5iEEtB4Ucm1JKqYrlL/R+gLth6DAAUpYu8bn+0OP8JUsAaHzrLRT88Qf1hg0Lf5AqdDYbJbtyyX3yKQ7Mmk37uf6zSEuCNXU3HLkr/CUIy7z5ZtcobwXcpxF7ZKwWoSSAuszm8BFsSa5Za4V//EHxtm0U79xJXFYWpYfyiUlNYc2xrmSOpriYzHHjAEjq3SuqBw9U7RHSXBQR6QukA1sJU5Hz2lwrrtSez+KeE+/h+SGea1wOFh10bm/Yv8Gj0wow9ouxLNuxjMlLJlNWhXph4VBcWszt393u1WkFa+rodV2vq/QaD/9gjW7uLdjLNZ9f46wR2q9ZP+cxfZr0cdYy/fEKz6SV57YPLFFBVTVJaRL1nVbAmWG4/PTmQM1c75ma/tJOl4Yck1JKqcCUHyHNfdq1BKbMrRSJP3tefMl5nYZXXKFThaPUkV9+gVKrRnz5eq3lSUyMtVFSUuFxgWhw0UW0futNOq/1TpbY+M47afrwQz7OCoAx7H/3PfbPsD5DFKxbR94333odVpKbiyS5coQ46tIWrvuDg198wbrevTmyapXHObuffoaN9gRO/pJMKVVVQf9lFJGGwDPAtYSxyHldEBcTx8AWA1k1ZpWz1MmZH57p3O8raRHATd/cxNQ1U9l8YHN1hAlYHc2eU3t61KB1+Fs31xSUt0dYGZLrJ3jWI1tw2QIAZq2fxarcVQx633OEr039Nj7fNzkumYf7u6byPtj3waDiryviYuJIjEnkUPGhoM5PjUslKTaJM9ucyZzz53j9f1JKKRU5GX8dS0O3DMPuo2CVdVxL8/Kc2xXV9FQ1L/eppynZbdVWdS9zY4xhzxtvOF9nPfgACR07IvHxNLpxnM9rtXj+OVq/805A7yvx8ST36QN4J3bK+Mu1NLj44qp8GV6233cfAJsvuZRt48Zh3Drbxdu3U/Tnn+R/75rZ1fjOOwAo2rSJXZMfA2DfVO9KGoXr1gGQduaZXvuUCkZQU4VFJB74ALjXGPOniDiKl/+AVbz8d2BbgG21Wlp8mnM09f6TvEuN9Gzck+xD2R4jru6Wj1pOz6nW+s/84nwAzpt9HosuXxRURt2qGveV7z+o4/uO56KOFzlfd83syoR+Ezg+43hKTAmXfXwZbdLaeHSQrvj0Co9rvDH8Def0YV/OaHMG2Yey6ZrZtcLjjhbxMfGszF1ZpXOumXsNR0qOsHrPavo27ctjgx6LUHRKKaX8sSUkkHXP3ex167w4mEpG5va97frA7xjJUlFKXDV341q0cDYXZ2eza5JVR7XRTTfR8Arr89CxK32X+AOod9ppQYVQetD358lQFW7Y4MygXXbkiHN6+7YbrQoa7smY4u1rsQtW/0p869YUZ2dzYPZsv9d2LwmkVCiCHfH8C9ATuF9E5gECjBaRJ4BLgU+AWQG21WpXdHZ11pqmNPXa36dJH4/XJWWup1irxqwiLiaOJ099svxp/N+y/wtjlP65l7bp0qgLH577IUuuXOLRaXW4sMOFdGrYieMzjmfO+XOYfq5VUuWaE7wzMr427LVKs9EmxiYyrvs4BjSPvqzKNeFg0UGW71ru8TNSkbV717Js5zLn/0N/tW2VUkpVj/oXXujVVrR1G4cWLOTgZ59xaIH3WtiyAispX0x9nSlTGxRnWyve4rJcVST2vPSSc7ssLzIdS4eUftYSrMRuXUO+VpOJE5zbG88627ldnJPj3C74zSqB0/Qh13KyuObNkfh4YhpmkL9oUaXvY0tJCTlWpSDIjqsx5gVjTLoxZrD93xRgMNZI6qnGmAPGmIOBtIXji6hJY7uMdW7HxXhnFSxf4/XnXT8DcE47V61RX6ONH/7xIXsL9oYrTJ8cI7wObeu3pWN6x4DKxrSp38YZ9609b3W2ZyVnsWrMKk5sGnjpGuXpzd/eDCiZQ/ls1dFc7kcppY4GtkTv+3n2LbewdexYsv9xG1vHjnV2fJzs0zKP+W5eNUSoQlGSs53cJ58CPJMuuT+QKFgb2cmELZ55msZ33E6rVwOvtOCPcx1uOZvOO581x3amaOtWZ1tCuZI8pqiIva+/Htj7BJCZW6lAhG2NqTFmn714+Y6qttVm7p1OX50NEWFwi8EA7DqjHOQAACAASURBVD6ym2s/vxawpsk6dM/s7vPa7//+Pn8e/DOM0Vqm/jaVLlO6MPSDoQAMa21lL7yrj+8i7JVxrxF6tK9VDYf//vRfvtv2XYXHdJnShXFfe07ztvkocq6UUqr6mNLKkyuWHvB8Zl+ck0Nc61bO8iSqdnCvf1qyfbtrhy2y2XMlNpaMsWMrzVQdEJvvjqvDgVnW9N8Wzz8X+CVTUkg99VSPtrDEqhR1NDlSTfGXEOfcY6yMuct2LnO2pSemO7dT41NpktIEgFiba33L8yue5+yZrqkb4TJ5qbUOI6/YSgjxyMBHWDVmVUgJfWafP5tLO17KyU1PDkuMR7vissAz8E3sN5H29dtz9fFXRy4gpZRSlfNRs7O87Q94PuAtzs4hrmlwpdBUzTGFvuuuu5eeqWkNLrmE5BP9z4BLG1Fx0qTdz1kdVltKxXWFk092ffbrsHABzR5/3Pm6zQfTPPYrFQrtuIbR8RnH+2yPt1l/xO787k5nW3pCuscxr5/xOv2a9eO7kd/x6rDQp3/4M2fDHK+2cCRGale/HQ/0fYD4mOj5g12bVVTCZ8YfMzxeX9DhAmadP4vWaa0jHZZSSqkKmLLSSo8pWL2afe+973xdvH07cc2041rblLmNuLpLHTCwmiPxr+lDE2n95hS/+20JCRy75rdKr2NL8p4N0Gaa62e43pAhACR07owtMRFbSjLpo0bR+t13SOrSRWu4qrDRjmsY+fvF9LXeMyMpw+N1i3oteGnoS6TFp3FiE8/jtxzcEpb4vtv6HfctuM+jzVdCKVXzft39K8YYukzpwou/vOhsLykr4V+L/uV8fWXnK2siPKWUUj5k3ngjKQO9Oy6S4PmAeMf48ZQdOYIxhpLdu71KnKjoZktOxtiTarkvE+uwYD7po2rXfVlESL/ClWjUvayT6yDv7kLiccc5tx1Zg1Pso7siQpN/3k9yjx7hDVYd9TTvehhMGjiJORu9RzIdkmKTyEzKJPeIlUzn84s+JznOf2rw8h3gL/78wiMJVLBu+uYm5/a47uPYV7CPizp4Zw9WNaNPkz4s3bEUgMeWPkZmsvVB5rkVz9G9cXd6ZfVi2u/TnMfPPHcmx6QfUyOxKqWU8hbXrBmtXnmZP0dfxeGlS6l/3nmUFRaSOnAA2+//p8ex+6d/SEyD+lBWpllXa5myw4fJX7SIgrVriW/b1tke28j/bKlo1vjOOyjLzyfjhuspXL8e3Mo61Rs+nMQTvGcUOko3xaSnU/+csynasoWMv/61ukJWRykJJHtpTendu7dZtmxZ5QfWAiM/Hslve6zpGKvGrKr0+P7v9veo/bryqpUhTbUoLC2k99TeztdLrlyiWWijjDGGrm/6T2//7wH/5v4FrlrBof5MKHWU0l+aENWle3OklBUUULRpE4mdOwPW3/fSvXs5OHcuOx962Ov4pF69aPP21OoOUwVg37vvsmPCRL/7O/74A+tOstZwdl67prrCipj8H5ewZcwYJDGRdh9/THyL5n6PPbJiBbFNmxKXlVWNEao6KqB7s04VriaNkxtXfpCbaedM8xhlrWhENxCOTusFx1zAqjGrtNMahSrrhL65+k3n9pODn9ROq1JKRSlbYqKz0wrW3/fYjAxsyb5HVmNSK05+o2pOvWHDKtxfPkt0bZd4bCdsKSm0fOH5CjutAEndu2unVVUr7bhWk7wiK4PvMQ0Cm9rZPLU5t/S8xfl6zR7/T/FW5a7izu/u9Fv7c+3etc7tpqm6prW2+n2fqzbckNZDajASpZRSwfCV5AagyYTx1RuICpyt4o/KR1Zas+jSR4+ujmgiLqZ+fTr9tIyUvn1rOhSlvGjHtZr8tPMnANbvX1+l814Z9goAU9dM9dsxveLTK5i7eS6/7fmNv3/9d+eUZIdbv73VuT28zfAqvb+qXm+d+VZNh6CUUipCClav9mprNO5vxDVpUgPRqECIj45r1n33Orf3vPQSAInHHlttMSl1tNKOazWbfs70Kh3fO8u1LvXjjR/z/bbvmbt5rrNtVa5rvezt393OvG3zGPnxSAA27t/IlNVTyD6UDVhrItvWdyURUNGne+PutKzX0vn68VMe9zpmXPdx1RmSUkqpMInN8u6gNhqnf9Ojmo+Oa0LHTs7t+DZWKbrkk/zXS1VKhYdmFa4mrwx7hZl/zKRTw06VH+wm1ub6X+ReyuaM1mcgIlzxqSuFuaOD6nDe7POc223S2uiayFqisMRVG2542+E0S23GlZ+60uv3barTd5RSqjZqOOpKYhums/M//6EkZzvgys6qolS5UjCdlv9EwVrXEqy8L78CrJqoSqnI0hHXanJy05OZfMrkoM7t3LCzV1tRWVGF53SZ0sXj9WOnPBbUe6vqd6TkCABvnmklY+qa2ZWJ/VwZDbs37l4jcSmlopuI/E1E5tn/rRCR10Rki1tbF/txE0RkqYg853auV5uKjLQRI2g7vWqzr1TNEZvnQ39bcjJxLVp4HeeoZaqUihztuNYCT5/2tFfbtXOvZepvrtT5w1pXnPWuqiO9quYYrLXM7Ru0d7YNbOFd0F4ppdwZY14wxgw2xgwG5gMvAe862owxq0SkFzAAOBHYJSKn+2qrqa/haBHbsCHxx7SvNPGPqnnuI+KOcjdxjRvT9qPZHsdpLV6lIk//YtYCTVKaMLT1UI+2lbtXMnmpawT38UGPM3/kfD6/6HOP4zqld2LlVSuxif6vri1eHvoyF3W4iHpx9ZxtGYkZNRiRUqo2EZHmQBbQGzhbRJbYR19jgUHAh8bK9vc5MNBPm4qwdjNm0Onn5TUdhqpMXJzP5sSOHas5EKWU9mZqia+3fO1334rRK7CJjQaJDWiW2oxrTrgGgMSYREYfN1rXttYyXTK7ML7feI//byLCCRkn0DRFyxkppSp1I/ACsBQ43RhzIhAHjABSAEdChL1YHVxfbR5E5DoRWSYiy3JzcyMc/tFB4uN1XWQtoJ+hlIoemhGglrirz11MWjIJgD5N+rB0x1LnvhhbjMext/W6jdt63Vat8anIe/ustxH0BqqU8k9EbMCpwP1AvDHGke1tGdABOAQk2dtSsR5g+2rzYIx5GXgZoHfv3r5rsymllFIRpCOutcSVna/k7j53c/XxV/P0qa41r3f0vqMGo1LVySY2ffKrlKrMQOBH+7Tft0Skm4jEAOcDvwA/Ya1nBegGbPbTppSqRIPLRtZ0CEodVXTEtRYZddwor7YDhQdqIBKllFJR6gzge/v2ROAdQICPjDFf2UdkHxWRp4Dh9n9/+mhTSrlJ6tXLq63p+PHsf+/9GohGqaOTdlxrqVt63sJTy58iJz+npkNRSikVJYwx97lt/wp0Lbe/zJ41+CzgKWPMJgBfbUopS6dfViAxMZUfqJSKqKA7riKSBUw3xgwUkThgBtAQeM0Y879A20L/Eo5OY7uMpVlKM4a1qbgMjlJKKeXOGHMEmF5Zm1LKUlESrfZffQmaf0KpahHUGlcRSQemYGUiBPg78JMxpj9wsYjUq0KbCtKIdiOItemguVJKKaVUTYhv0YL4Fs1rOgyljgrBJmcqBUYCB+2vBwPT7NvfY9WOC7RNKaWUUkoppZTyK6iOqzHmoDHGPStQoHXhtFacUkoppZRSSqkqCVc5nEDrwgVUK84Y09sY0zszMzNM4SmllFJKKaWUqq3C1XENtC6c1opTSimllFJKKVUl4crsMwX4VEQGAscBP2JNCQ6kTSmllFJKKaWU8iukEVdjzGD7f/8EhgILgdONMaWBtoXy/koppZRSSiml6r6w1VIxxuTgyhhcpTallFJKKaWUUsofMcbUdAx+iUgu8GeYLtcI2B2ma4VbtMYWrXGBxhYsjS040RpbtMYF0RvbbmPM8JoOojY7Su7N0RoXaGzB0tiCE62xRWtcoLEFI6B7c1R3XMNJRJYZY6Kybmy0xhatcYHGFiyNLTjRGlu0xgXRHZuKHtH6cxKtcYHGFiyNLTjRGlu0xgUaWySFK6uwUkoppZRSSikVEdpxVUoppZRSSikV1Y6mjuvLNR1ABaI1tmiNCzS2YGlswYnW2KI1Loju2FT0iNafk2iNCzS2YGlswYnW2KI1LtDYIuaoWeOqlFJKKaWUUqp2OppGXJVSSimllFJK1ULacVVKKaWUUkopFdVqfcdVROqLyGci8oWIzBSReBF5TUQWi8g/3Y4LqC0aYvN1XrTE5taeJSI/hzuuMMX2vIicEy1xiUi6iHwqIstE5KVwx1XF2LJEZL7b6zgRmSMiC0Xk2iiLrZWIzBORb0TkZRGRaInNrf0EEfky3HGFKbY5ItI9mmITkXYi8rWIrBCRByIRm4oOofwd9/e3vaZj83VetMTm1h6Re3MY4orIfTmU2ETvzXpvrpnY9N4cglrfcQWuBJ4wxgwDdgCXATHGmL5AOxHpICIXBtIWLbH5OK/SgrzVGJvDf4CkCMQVUmwiMhBoYoyZE0VxjQbettfNqicikaifFUhs6cAUIMXtvL8DPxlj+gMXi0i9KIrteuBvxpjTgJZAlyiKDfvN+gkgLgJxhRrblcAGY8yKKIvtJuBBY0x34AwRyYxQfKrm6b25emNziNS9OVrvy6HEpvdmvTdXd2x6bw5Rre+4GmOeN8Y4nqpkAqOAafbXXwADgMEBtkVFbD7O2xUtsQGIyGlAPtYvRdgFG5uIxAGvAJtF5LxoiQvYA5wgIg2w/shvraHYSoGRwEG3U93j/R4I+4072NiMMfcbY9bYX2YAu6MlNrtrgG/DHVOosYlIQ+D/gH0icmo0xYb1u9BVRLKABGB/JOJTNU/vzdUbG0T23hyt9+VQYkPvzXpvrsbY9N4cHrW+4+ogIn2BdKw/PNn25r1AFtZThUDaoiU2j/OMMT9ES2xiTY16ALgnUjEFGxtwFfAb8Bhwooj8PUriWgC0Bm4G1tjbI6Ki2IwxB40xB8qdEhW/B35ic5w3ElhtjMmJlthEJAPrhvCfSMUUbGzAP4APgJeAq0Tk3CiKbS5wMtbvwjdASaRiU9FB783VE1t13Zuj9b4cZGx6bw4uNsd5em/We3O1qxMdV/tTjGeAa4FDuKbJpGJ9jYG2RUts5c+LiCBjuwd43hgT0acxQcbWA3jZGLMDmAqE/YlWkHH9C7jBGDMRWIv1NDDsAojNl2j5PfB3XjvgDuDWSMQVQmyTgHuNMcWRiiuE2HoAz9l/D6ZhPbmPltjuAa42xtxvP35oJGJT0UHvzdUaW8TvzdF6Xw4hNr036725OmPTe3MY1PqOq/0p4wdYP6h/Aj/hmlrUDdhchbaoiM3HeWEXwvftdOBGEZkHdBeRV6MotvVAO3tbbyCs37sQ4koHuohIDHASEPbiyQHG5ku0/B74Oi8deBe41t8T35qKDRgETHb7PXg4imKL6O9BiLG1BVqKSCLQkwj8LqjooPfm6o2NCN+bo/W+HGJsem/We3N1xhYtvwu+1J57szGmVv8D/gbsA+bZ/40BfsFamL0GqA+kBdIWRbGVP29ktMRW7hrzouz/aT2sX9jvgcVA8yiJ60RgNdaTry+B1Jr4nvn6/4Y1TWo18BSwFGsRf7TENhnY7nbeoGiJLVp+D/x835oBnwIL7T9v9aIotrOAjUAe1gefsP+86b/o+BfC30u9N0fhvTmE71lE78shxqb3Zr03V+f3Te/NYfgn9oDrFPvToKHA98Yakg+4LVpiqwkaW92JqypxiEgzrCdyn5sIPT0NNraaoLEFJ5pjU9FB7811K7Zojas2xubnOL03u9HYghPNsQWjTnZclVJKKaWUUkrVHbV+jatSSimllFJKqbpNO65KKaWUUkoppaKadlyVUkoppZRSSkU17bgqpZRSSimllIpq2nFVSimllFJKKRXVtOOqlFJKKaWUUiqqacdVKaWUUkoppVRU046rUkoppZRSSqmoph1XpZRSSimllFJRTTuuSimllFJKKaWimnZclQojEYkRkdYicqaIPCwiJ7jt+4uINHJ7/YKInGbfXiwiDX1c72sROV5EkkSkfrl9NhHJFJFYt7ZuImKzb08SkYmVxPueiJwZ4Nd2k4gkisg3ItJFRO4UkTQReUlETgnkGkoppVQkiEhHEWlfri1LRHJqKqZwEJEfRKRzgMfeLpaNIlJPRCbYPyvMEpGOkY5VqUjTjqtSIRCRVBFZJCLLRGQx8CfwBjAY2Am4dzabAwvtN9IYoAgotu8rAkpEJKHcWxTa93UBvhCRBY5/wPfAJ4B7h/dj4Bz7doH93IoUOGIQkYWOm6OINBWR60Uk3u3YWOCfQAmQAlxmjDkInAZsq+R9lFJKqUg6Husee5FbWzGu+6yTiCwXkaXu99Ry/5aKyFK344eKyCYR2SIiN5a71jsi8p9ybX6Pt++/RkTecHt9g4jssH+WaFvucPf7dLaIJNm329kfiIvbsS2Bv2Ddp9sCJwIxwCBgi79vnFK1RWzlhyilKlAMnGaMKQAQkfHAMmPMx/bXIiIJxphCY8xEEVkOZADvAO2Bk0RkP1bHdAawG7jMPoqaDJQBLYA/jDEnVRSIiHSzH/9RCF/LQyJyAMgDfsLqeOeKSCKQAxggHatj/r19pDXVGLPRHkOCMaYwyPdXSimlgmKMmWkfXe0sIk8DAwABmojIMvv2z8aYsVj3u5HAdqDIGGMc17E/QG6KdZ9GRNKBqVgPhdcCP4vI18aYtfZTTgV2uJ1f4fEikgk8jvWgGRHpAjwA9ARaA88CZ/n5MouBF0SkDOvzwjIgFcgTkQzgF6yOaiJwCrAcOBf43e1zSqJjW6naRjuuSgXJPmr6OVAoIgbrppMGFNk7o79h3SgTRWQ40NrRoQWGiMiTwHRjzAIRmQecb4w5ZN9/HDAJqyN6EjDA3klMx3r6CpBlP/9e++vrsTq7a+wPYBsBRkRG2eOoB1xgjPnRPmVopv0aA0XkBfs17jHGrHf7GseJyHT7e56C9fS2N7AG2Av8DbDZPxS0wrp5djfG5IXwrVVKKaUCZl9Kcxnwsv0e9w7WqGMasMIY09s+MhlnP8UxCvs20ExEWgCHsTqDicDFWPdfgPOApcaYJfb3+hKrs7pWRI7HGslsLCIZxpg9FR1vv95/gS/dwj8feNMYkwPkiEgjEUnBut8+DbQBPrE/GAcYa4wpcfva7xSR5+1fa09gKNbI67FAKXCt/WtcBnQAfrdfW6laRzuuSgXJGFMKDBaRNGA8sAtryuzvwA3AVGPMVLDW3gDTRORV4BigK9Y0nr4isg/oBsywTwG6DmuUdRPW09cFwBCsG+1ljo6liIzF6iwiIu2AUUBnY0y2vW08UGKMedhH7OuA4+1TlaYaY74SkSHA7SKy2n5YGnA78CFwBNiINd25ANgP7AP6Ac8aYx4SkfeA/9NOq1JKqWqWBFwDnCsio4wx+wDcZ9HaR1XLL5+5HKtz9yBWx3IaVue2qdsxJ2Dd1x0esZ8D1r15nv34U4HpFR0vIkOx7u8TgDH2/S3s13DIwXrQ/S3Qxf5ge6wxZr2IPAhMEJHt9mOzsKYGP4X1GeQQsBBrKWCxPY6LsR5KvyUiP+BaTqRUraNrXJUKkliJD57DuuEsNsZchXVT3IP1xHO4fd3o1Vg3ov5Y05RuBi4EsoFTjTHDgZeBt4wxA40xa7Bugn/a32qHMWYC1tPf99zWuN6N64lwfWAc1rQnf/H6+30/VUROB24BlmJ1TAuw1uieaYzZiXVj3Q3cZY/7X1hPmeOAXvbrtAI2VPqNU0oppcLIGLMDax3n18AIEfnZfp/8Cmhgv28uFJGVIuI+2jgB6+HwtVgPoBcAL5W7fAOsDqHjvbY4HhBj5Xj4zv5vSEXH2x9MPwH8FWvZjUMMcNDtdb79Gu4uEpFewBVYD5Ed9+lNwFBjTBHQEfgBeBFYDNwLNMbq0Dru0+nGmFyUqqV0xFWpIBlj8kRkGtZa0MdF5Bb7rtOBe7Cm5LyFtR70bWNMsVjZg9tijWLuAe6zPxGOBZ4QkWbAf40xrwGIZ7ZewXvEtaU9lp+x1tFMEpGLsaZIuU8VTgBewXryi1iZF68EhgE/YiWUmoI1ndixRrUR1jSqJVgJoP6BdZO3AXOwnub2A+bZ1/TUM8bsDeV7qpRSSgXDGFMoIv8F2hljegCIyBfA340xb7kf6xiJNcbcZ389HmvE9VTgYazOpEMx1j3Uce6FWLOQvsBaQtMX6764r5LjB2E9oP5DRJq7XX8fnh3VJKDMnrficqA7sB7rHr0c60G4QzOsB8mrsR4w/wtogpWn4husB+CnYN2nW6KJFFUtpx1XpUJgjPlORLKAF40xk9z32afhzjLGLLC/zgDexRoVfRJrSvB79sP/DtyBNSo7FCtbcHk2rBFX9zWu77kfYIy5B6vTXOFUYayb5AZgPvCK/UZaBDyHK8nE6djXARljfhKRAVhTkE4CzgBGGGOOiMgMYBbWTVIppZSqKTdiTdW9QUR6A2X2KbIXA7uMMd+7HSsiEm8frXT4DOuB8A63tvVY9z2HEVgdyF7AJmNML/vFcuydQ3/HnwM0EpHbgHggyb7U6H1gIPC2fR1uT6yZTccCi7CSTE0yxuyw36cfwTXb6gpc9+k5IrICeM8Y019EbgaS7Q/Zl2AljJpVhe+lUlFHO65Kha4MuM6egMndsVhTdhwuA5YYY/4pIm2w1qQ49jcE5hpjrqvgfY4AlxhjNgGIyLnYR1yryhjzE/CTfb2Nu8O4pjiVzw7cDCuD4Vysr+1Be/sMrERSDwUTi1JKKRUqEekA3Ab0EisT/gTgavvuFcAsERlqjNmONYOpBVbuCce97nT7fxOAifZjwLrH3W/P/rsLGI415fdcrBlLDj9iTR32ebwx5nm3WAcDVxtjrrZ3Xp8QkW+wOt17jDFbga32Y28r96UewtVxLb9mtwmw0X6tHlifO8Ca5XUDMNb3d0+p2kE7rkqFx8t+Rlxt9m0bcBOeKe6XGmOGuR3fV0TONca4l7OJxcramwBcbIxx3KwwxnwkIrFiZTcuA+IrKkVjf5Ibb59OFYN1g+2IZ427O/GcKvyG2771WCO8E4H7ga72KVD/xBotfllExhhj5vuLQSmllAo3EamHlRhpAlbywC+xkgm+bs84XB97iRt7Toc4YKsxpo+f67XB/hnZGLNJREbbr58M/NsY85uIPIU1iunwIzDEGDPF1/H+YjfGHLSPCD+Odf+90h5DKtY05JZ43qcfcdtuhrWO12E5MBvrXj4OOFNEGmLlp7gXq/N+mTFmlb94lIpm2nFVKjxuEJGzy7V1AF63b/cBtjjqnQK5QDsRWYwrO2EL4OZy14jDmlL0EtBJREp97H8UK6HEPPuTY/ekD4jI+Y5NIEFEehpjikTkWaySNsvt++OxyuW4r6Fta99Oxpq+vAK40D5laRTWjfEyY8w6EfkJeFDk/9m77zA3qqsPwL87krZ379rr3ntv2AYb2xTTewi9GkwLLf4IoSSEAKEFQocYDITuhimmFxvbuPde1+uy9vZe1e73x2hGM9JIGnVpdd7n4UG6Gq3uenelOXPuPYddzDlv8vqvRQghhIROJ4iFiT7gnHPG2DyImcmjEAsNlkMsgPQaxADWCGCBItvqKhmKAqac82/gsoWHc36my/1nvB3vcuwyKCoJc85XQ1wSrGSFuIx4teP7AMTP6YlSOxzG2JNwtPhhjHWE2Bv2W4gFm+qZ2HHgEohbe04wxoogViVWXQgnJF4wRc9lQkgAHNlLgXNu8XGcydcxhBBCCAkvR4XfVk4nwYTEFQpcCSGEEEIIIYTENOrjSgghhBBCCCEkplHgSgghhBBCCCEkplHgSgghhBBCCCEkpsV0VeGzzz6bf//999GeBiGEkPaD+T6EeEOfzYQQQkJM12dzTGdcKysroz0FQgghhCjQZzMhhJBoiOnAlRBCCCGEEEIIocCVEEIIIYQQQkhMi+k9roQQQgjRhzF2B4ArHHdzAKyF+Dk/BMA3nPMnHcfN1TNGCCGExBLKuBJCCCHtAOf8Tc75NM75NAArABwEYOCcTwLQhzHWnzF2qZ6xqH0ThBBCiAeUcSWEEELaEcZYVwCdAHAA8x3DPwKYDGC0zrH9Ll9zFoBZANCjR48wzp4QQgjRRhlXQgghpH25C8CbANIBlDjGqiEGs3rHVDjnczjn4zjn4woKCsI4dUIIIUQbBa6EEEJCjnOO+sqWaE8j4TDGBADTASwD0Agg1fFQBsTPfL1jMamxugpWszna0yCEEBIFMfvhRAghJH4d3FSBDx9djSM7q6I9lUQzBcBazjkHsBHisl8AGAmg2I+xmPTfO27A1/95OtrTIIQQEgW0x5UQQkjISQHr0d3V6DG0Q5Rnk1DOArDccfsLACsYY10AnANgIsR9r3rGYo7dbgMAFG1aH+WZEEIIiQbKuBJCCAm53atOAAC2/Hw0yjNJLJzzhznnnztu1wOYBmANgOmc8zq9Y9GYuy+0RJgQQhIbZVwJIYSQdopzXgNnxWC/xmINBa6EEJLYKONKCCGEkJhHgSshhCQ2ClwJIYSE3IjTugEAeg2n/a0kNOxWa7SnQAghJIoocCWEEBJyljaxkA4TWJRnQtoLzu3RngIhhJAoosCVEEJIyFlaxcDV7Pg/IcESO/wQQghJVBS4EkIICTkp48rtFGyQ0KDAlRBCEhsFroQQQkLOZhWXdVKwQUKGfpcIISShUeBKCCEk5KTAFRRrkABt++UHVB0T+wBzzvH+7DujPCNCCCHRRIErIUE6tqcaNgsVDSFESfqb4JzDZrHTkmHit5/mvIr3Z98BALBRRWFCCEl4FLgSEoTKYw348qUtWLlwf7SnQkhMsdnEQLWlwYK37l6GN+5cCs45Ko81YPuyYyjeVknLiIku5pZmVJccVY1ZWlujNBtCCCHRYoz2BAiJZy2NFgBATWlTlGdCSGypOtYIAKiraJHHLG02zHtyvXx/xsyh6D++U8TnVY6tBwAAIABJREFURmKf8qLGqzf+0e3xprpa5KQURnJKhBBCoowyroQEQz63ol6VhEjMrdrLOu1WdYa1ucEciemQOOSrZ6vNYonQTAghhMQKyrgSEgzHeTijuJUQmblFu3erXLDJgdEfDnGw22yw2+0wmkzY+tO3+PmdN7web7NS4EoIIYmGMq6EBIFTyVRC3FjatDOuVpciZqs/PxCJ6ZA48PEjf8bL116C5rpan0ErALQ10/YMQghJNBS4EhIMyrgS4sZTxnXdkiLVfddAliSu8kMHAQBvzrpW1/F7Vy0P53QIIYTEIApcCQmClG+lJY+EONVXtmiO71tbpro/fGrXSEyHtEPdh46I9hQIIYREGAWuhARB7k1JcSshsqa6NgA6ViLQBR8SIG6nbD0hhCQaClwJCYIcuFLkSojM3CouFTaYvH/E2GwUfJDAUA9gQghJPBS4EhIEm5VOnghxZWm1wphsgNXsPTC10x5X4qebX54DQAxc6ysr0NbcHOUZEUIIiRRd7XAYY3kAxgLYzDmvDO+UCIkfdsdyNUaXgAiRmVttSEo2wNqmXaRJ4toehxBfmOPN9rvXXpDHZs9bEq3pEEIIiSCfp9uMsVwASwCcBGApY6yAMTaXMbaaMfao4riAxwiJV5zOuwlxY261IinV6HMLK1UVJr6Mv/AynH/fg/J9QaCrhIQQkqj0fAKMAPBnzvlTAH4AcBoAA+d8EoA+jLH+jLFLAx0Lz7dFSGTYbbRUmBDJkZ1VKN5eCXOLDaZkA1KzkrwebzV7z8gSktu5KwZOmuIcoIJehBCSsHwuFeac/wYAjLFTIWZd8wDMdzz8I4DJAEYHMbZf+XqMsVkAZgFAjx49AviWCIkcKhBCiNPXr24FAHTul42kFAOaarWPS0oxgBkYLG2UcSXeMUeG9bpnX0FbcxOYQIErIYQkKl1rbpjYpPIKADUQW1eWOB6qBtAJQHoQYyqc8zmc83Gc83EFBQX+fj+ERJRUVbixui3KMyEkdljaxIyrdFknt3O6/NjZtw3D9U+fgs59c2C1UMaVALtXLPX4mNQju2OvPug+ZLi8x1WpqbYmbHMjhBASO3QFrlx0F4BtAE4GkOp4KMPxNRqDGCMkbklLhatKGmFutUZ5NoTEhtqyZhiTDYBjRcK5tw+XH+s7uiOSU40wJgk+qw6T9q/q2BF8qyi05Mp1T6vWHtfvXn8x5PMihBASe/QUZ3qQMXa9424OgGcgLvEFgJEAigFsDGKMkLi1/LN98u2371uO3atORHE2hMQGq9mONMX+Vq3lnaYkAyw+qg6T9m/N5/O8Ps5cA1WNPa5tzU2hnBIhhJAYpacdzhwA8xljtwDYAeALAMsZY10AnANgIsTlwysCHCOk3Ti8vRKDT+4c7WkQEnWd++YgPTsZqxcfRHKaERfdNwrNDWb5cZvVjqZaWmKf6OxW7ytVmGBQ3U/JyABjAriipLvNbHZ9GiGEkHbIZ8aVc17DOT+Tc34q5/xOznkdgGkA1gCYzjmv45zXBzoWjm+KkGipKWuO9hQIiQlJqQaMOasnbnt1KlLSTeg2KA8DxhfKj+9bVwYAsFBl4YRmSknx+rhrtl4QDLj870+pxqwWS8jnRQghJPYEtMfUEczO55yXhmKMkHiktcyx+jgtWSOJadvSY6r7qRniUmGjyaB1OCZc2AcAYG6mveGJrFNf713xBIP7wjCDUT1mbm0J6ZwIIYTEJiqOREiAju2pjvYUCIkZBzaWqe6nZJi8Hp9dINbpq69qpX6uCSwtK8fr40kpqW5jrsFsUw29FyeaptoavHDF+TiyY1u0p0IIiSAKXAkJkM1KPVwJkZiS1cGEr8C1tUlc3vn58xvx33t+C9u8SGxT7lXVkpSqFbi6Z/Gpp3ZiKSs6AADY8PUiWNpaYbPScnFCEgEFroQEKCM3OdpTICQmVJU0ouaEepm8KUl7ibDEtTis1BOZJBZu9x64mpLd98C6LhXW83VI+7JmsViN+sTB/Xjl+j9g0VN/j/KMCCGRQIErIQEymOjPhxAA+OyJdWiobvXrOQaXva/F2ytDOSUSJ3xlSpPSNDKuGoGrjQo0JZQT+/YAAFob6gEAR3dtj+Z0CCERQmfehASIMkQkVGrLmlFaFJ9F1m220GS6vn1zO1UYTkDKTOmZs/7k9jiDe99Wg0bBpjl33RTaiZGYtW/NymhPgRASJRS4EhIgu809cM3plBaFmZB49+nja7HouY3RnkZAdi4/HtDztC78zHtiXbDTIXFGmXFNSk3TvO1Ka49ra2NDaCdGYtbX/3km2lMghEQJBa6EBKiqpNFtLLeQAlfiP7sjiHv3gRUoP1wf5dn4J9CKwP1P6uQ2VldBbU1CgTH2BmPsAsftuYyx1YyxRxWP6xqLBGVxppSMTADAuAsuRU5hZwDaQarWUmFCCCHtH737ExKgZR/vdRs7tLUSpYfqUNg7OwozIvFImXFqabBg6y9HcebNQ6M4I32sZhvmP71BVZRpzFk9YbPa0XdMR5/P91W8iQSGMTYFQCHn/GvG2KUADJzzSYyxdxlj/QEM1zPGOd8fifkqM+8GgwH3frQYBqMRTbU1OLxtM9Ky3dvlaBVnAsS/peUfv4dh085Eh27dwzZnEpua6+uQlkWfvYS0Z5RxJSTEdvxWEu0pkDiy8bvDqvvJ6d7byMSK/RvKVEHr1KsHYtIlfTH58v7o3FffyeMtL05xGzuwsTxkc0w0jDETgLcBFDPGLgIwDcB8x8M/Apjsx5jr157FGNvAGNtQUVERukkrLtxYzWYYTSYwxpCRm4ehU0/XfIpWFhYAGqoqseHrz7H42X+Ebn4k5hT27Y/O/Qa6jZubm6MwG0JIJFHgSkiIlRfH11JPEl3blh1T3TfGQbXqqpJG/PrBHtXYoImFfn+d5DQTBp/SWTX2w9s7qCdn4K4HsAvAcwBOAnAXAOlKWjWATgDSdY6pcM7ncM7Hcc7HFRQUhGzCyqXC6bl5up4jaBRnAoD6ynLH16Tfn/aK2+0oPbgf6bm5bo95uqBBCGk/Yv8MiZA4U1NKV32Jfi31ZtX95jqzhyNjx4r57qtIA20PpbWsfs0XRQF9LYLRAOZwzksBfARgOQCpn0wGxM/8Rp1jYcU5x9Gd21BbVgoA+ONjT6Njrz66nutpqfCCfz4CAGipp4uH7dUv774JADiwfo3bY3bq5UtIu0eBKyFB6tQ7y22suT72gw8Sm/auLY32FHwq2VvjNsaYe9sSPbT+fjI7pAT0tQgOAJCiv3EAesG57HckgGIAG3WOhd38fz6MHct+BgB06NbDr+fOevN93PD8azjlj9fKY3abFQBgafOvpzCJH0d2iv1alb8vZ94qtlGy26idFiHtHRVnIiRIky/v79bKpLy4Hr1G5EdpRiTe1VW0ILsg1feB7UCHrhluY8YkuqYaoLkA3mWMXQnABHHv6leMsS4AzgEwEQAHsELHWFgxxgDGwB3BBhP8+5ln5uUjMy8fpUUHwjE9EqNSMsT3i069+6Lq2BEAQFKaWM2fU8aVkHaPzg4ICVJB90y3MdphRfTSyjh+9LfVUZhJYEwpod9XJlWatZptMLdaQ/712yvOeQPn/HLO+amc80mc88MQg9c1AKZzzus45/V6xiIxX8aYnCULNGOvtWy4U59+Qc2LxC5rq5hNn3zVDTj7zvtx4eyHITguetjt4u9SS0M9/nvnjdizajllYQlpZyjjSkiQBIP7CZfNQld+iT7KdiDxaNZLU0P+NS1t4snm/x5ehdZGC+5667SQv0ai4JzXwFkx2K+xcON2u7ysl7HArqNrFWoqoyxsu1VxpBgAkJSaKled3r9evNAnZVy/eO4JNFZV4puXn8OBk0/F+ff+JSpzJYSEHmVcCQmWRqKAqloSvQxG8W04KTU+riPabaG/KONaSVkKXFsbLSF/LRKbmBC6jCtp/4xJSfJtOePqyK62NTvbdO1dtTyyEyOEhBUFroQESWuJW0YuFZch+mTmi78rVz82AWnZST6Ojj5rGFYTXPHoSejcz1ld2NJKy/sSTaBLhU3J7u+1etvqkPjTY9hIdBkwGAajs9+1IIjbFaSMa5eBg+XH6MIGIe0LBa6EBCHdQ6BBRSKIXtwOZBekIj0nGaak2O9DqKyYffqNg70cqV9OpzQMnODsA2sxU+CaaAJdKtxj2AikpKsLfDXVVIdiSiRG2KwWrFrwMSytrTiyYyuO79utelwq7GVzVJVua2yUHxt22lmwWS30mUxIO0GBKyEBEowMAyd21nzMbqOlwkQfbufyPmllL9RYXW6+9ZejAIBT/tAPgzz8/gfCqAjapaXCJHEEulSYCQKu+MczbuN15bHfVoro891rL2L1wk+x/JP3NB8XDOJ7x7zHHgTnHPvW/q54TMBL11yCN265OiJzJYSEFwWuhASA2znsVq4KNNSPR3hCJG7Z7Vw+aT/temcGM1YvfiQ79uIqM6ShoGyBY2m1oaXBmdm1x3kBK+JboBlXAMjv0cttzGalatTtxd7VKwAADVWVAIDpN9yqelzZSmn7Lz+oHqsuOQYAaG1qBCEk/lHgSkgAbFYxMnUtKjPhwt4A6ESb6MftXN7f17Gns7WS9DsWa2xWOwxGASnpJt8H+0G5TPrAxnK8+8BK+f72pcdC+lok9gS6x9UTuyJwtdtsWP7J+2iuj0iXHxJCygrRxqRkAEDHXn1VxygDV6nqsOTwts3hmxwhJOIocCUkAFKBGteMa4+hHQC4B66cc+xbX0pLIIkb5VJhxhhOvlTsQdnWHJsZo5qyZuQUpgW8tNOT1CzPhakaalpD+lokBoUocE1OTwegzrge2rIB679ciF/ffSskr0Ei56OH7pNvS4WWjMnJqmOYorT/lh+WRGZihJCooMCVkAB4yrhKJ/OuvTl3rTyOn+buwoJnNkRmgiRu2G1cdc6+Z80JAOLvTCyymm1ISgl9EamC7pk4947hIf+6JD4Em3E9/74HAQBp2bkAxII+AGC323B42xYAgMXcFtRrkOhqcWTMTS6BKyEkNI7u3AarJbbb0FHgSkgAbB4yroIjcHXdn2g1i8dn5MR+uxMSWRazTbMwUUNVbGUZ960vxcr5+2GzcLn3bKj1HlmgOV51jPanEe8GTJyM02++A9OumwkAsDlOvtYs+gybv/8aAJBBbXLiyuLn/qm6f2jLRgBAeo7655jXtZvbcwdMnIyug4aqxoq3bgrxDAlpP/asWo75/3wY675YEO2peEWBKyEBkAJR5Ql8r+Ed5CWfrhlXaSVTTmF6ROZH4ofVbIcp2Rm4dugqtvYwhSGrGYyf5u7C1l+PorSoLmyBKwD0H9/JbSxW9/uS2MEYw6izzkOyozWOFLhWHC6Wj9n28/fRmBoJQFnRARRtXKf5WEqGuv1RamaW2zFTrr4RJXt2qsZ+eOvl0E2QkHZm/ZeLAAA1J0qiPBPvKHAlJADSibR0An/HG9Nx7h0j5OVurntcpQxtzYmmCM6SxAOrS8Z18uX9AYhLZ2OV1RK+vdpHd7n34DxxoA6lRVRYp70afc4FIftaUhBTX1UBALDbYnOvOPFO+vkFSmvpeVp2TlBfk5D2rO+4CQCAnE6h7RgQahS4EhIAaSmwFLgKAgMTmMeM6/olhwAAx/bUoL6yJYIzJbHO0maDKdn5ViztH42lLGN9lfp3tr4yfMuYW5u099fsWB7bV4FJ4E678baQfa2sgo4AgJb6egDqfsgZHfJD9jokvOrLy+XbgbRK0ioex+2x855KSLTYbTa0NDa4jddXin9znlrIx0qLMQpcCQmAlFEVXD4cpQ9L14yrVIUYiK2AhESfxWxTtYIRHBdDln+2D831Zk9Pi6gTB9TZzkj9Dnfuly3fpowr0UOqPCsVGFFm3nI7dY7KnIh/WhsbseyDt+X7M19528vR2rSCXbuNqvqTxGMxt8mF6Tjn+M/VF+GNmVehrdm5AtBqsWDnsp8BALuW/4ry4iIAQPXxY7BaLNizajleuuZiVB+P/gVkY7QnQEg8stvEE3dmUAeunoozqZ9LPV6Jk7XNDqNij6vB6PydWv/NIUy9amA0pqVSvL1Sdb+5LjIB9UX3jsb8p9ej+ngTktNC2zeWtE+MMRiMRrmqcNGm9fJjR3dtR2tjo9seSRI7Nn7zBQ5v36IaS05z1oYYe97Fur4OEwQU9huA0gP75LGmutrQTJKQOPLufbdBEAy49bW52L/2d3n89/kfyatdNi5ZLI83VFXgwwfvQb/xE3Fg/RoAQF4XsQBa8ZYNyOvSNYKzd0cZV0IC4Cvj6rpUuHNfZ+aIMq7tW11FM16//VecOOg7Q2i3c9isdtUeV4NB0LwdTQc2iEuI/vDgOABAYZ9sb4eHjGBk8p5f19ZThHjEGNZ/uRCtje7VqBuC3DtJwmvZB+/g0GZn27i07BwIivfBhkp9Pz/GGE695ibVWGtDPZrraeUGSRzN9XVorKpEfUUZAKBe8ffTVOu8kKO1GkEKWgEx8woAu1YsDddUdfN5JsAYy2aMfccY+5ExtpgxlsQYO8IYW+b4b7jjuMcZY+sZY68rnqtrjJB4wx1ZU8E14+q4v/yzfapxZbBqs1Dg2p599DfxzX7T98U+j5Va3yirCiv3ZsVCZWGbzfn72ql3Fq78+0m4+M+jw/Z6U692ZpgZY3LASisViF5SReGVn/3P7THuaQMXiUl3zPkITHCeqnYdNETX8zjnMJrc28+1NNSHbG6ExLoWlws1UuYUADr27C3f1ttHu/+EU0IzsSDouYR9DYAXOeczAJQC+CuATznn0xz/bWeMjQUwGcBJAMoZY2foHQvHN0VIuEkZV9cCEMoM7LE9zuqoysDVGqcZV27nVFjKB2W1XT37Uy2tYrGDJA8BqjKgjRZ5WbDjV7tDl4ywtsMZdqp6GVJSmrijJbNDSthek0SPViuTUJH2uSqZW+k9LFYd2bFVc1wwKFakmLS3DGS7VEK1W62ax+o9QSck1rU01GOfYumvFmVBpabaGtRXOIueGZOcF3Z+n/+RrteMhQJnPs8+OOdvcM5/ctwtAGAFcD5jbB1jbC5jzAhgKoBFXLyU+QOAKX6MqTDGZjHGNjDGNlRU0JIeEpuO7akB4HmpMAB8+ZJzn46yOFNLQ2wU3PHX74sO4MNHV8dMwaBYVF7srNTnaUl48fZK/PL+Lrx9/3IseW0bACApRbvcQCxkh6xmMRg/8yZ9mY5Q69AlA+fcPhzTron+Xl8SWne+8wluefWd8L2A4u+n5whxlUCD4sSNxJYFTzyiun/Tf94CAAiCsgaAduB61u33qu5n5hcgp9BZjGvqdTMBOLPxhMS7b155Hl+/+DTWf7XI4zHKJcBv3XYdfnn3Tfm+1oU9Xyxt4esooJfuy+aMsUkAcgH8BOAMzvlJAEwAzgWQDkAqNVUNoJMfYyqc8zmc83Gc83EFBQV+f0OERMLWX44C8J5xVbJZ7CjoIfbl/GnurvBOLkz2ri0FAJhbYqMkeqzhnGPV5wfk+1azduD6zevbsGdNKcwtVlSViHvwPC0J9vQ1Ikm60KLchxtpfUYVeAzuSfxKzcxCUmpa2L6+Mjtw3j0PAABaNPa9kujTukiXki4W0VIuFfbElJSsus8YQ1JKquo+oD+zREisO7xtMwBg+cfveTxm28/feXwskIs4cRO4MsbyALwK4GYA2zjnJxwPbQDQH0AjAOkdIsPxdfWOERK3pGyUxLXKcH1VCw5sLEdjTZtmX7l4IgXlyuWwxKm+sgVlh5z7p5LT9AdanoKyDd8WBzutgNVVtKCprg2LXxA/HMO5PJiQcKgqES8wZhV0lPc72iy0YiQWVR097DaWnO5e/dlTZWBl4Dv8tBmqxwZMOEUuylR26GAw0yQkZihXFGjZ9sv32P7rjx4flyqvA0BqVjZGnHE2bn55jtevaWlt82+SYaCnOFMSgAUAHuKcHwbwIWNsJGPMAOBiAFsBbIS4dxUARgIo9mOMkLjlGpy4bp/58JHV+OHtHQCAljhfYisVnoqFLGAsam1yZqI79sryq7CSt72sJftqgppXoD7622q8/6Bz/0wkt4YV9gnfvkeSOMqKxBUQ9RXl8n5HKwWuMel/D/zJbUzqyQsAPYaNBAAU9umv+XwpE9R96AjMuO0eefxP783Dufc8gFFnnQcAGHP2BSGbMyHRNOiUqfLtkr273R4vLz7k8bmCwYC9q1dg9aJPAQCW1lYkpaYht7CL19e0muMgcAUwE8AYAI8wxpYB2AngQwBbAKzmnP8MYCWA0Yyxl+Eo3uTHGCFxp9+4jgCA3MJ01bi3wg9Jqc7gRFmpNV5I35u0X3fNlwfxzuzl8uM1pU34/r/b5Uq5iUYqtAQArY1mlOzV3zMwIzfZ42NLP9oT1LxCpWPPyAWTF98/BjNfcCuBQIhfTI6loqf88VoIBgOYINAexyipKy9FQ3Wl7wM98r7fX8q4un4EJ6elw2A0IilFXJKuZ9kxIfFAuX/1s78/4LZnNdXRr3rqtTe7PTcpNQ11ZaVYNf9j2KxWWM1tMCX7LoC45/ffgpx18PQUZ3qTc56rqCL8OOd8BOd8OOf8EccxdgBnAFgB4BzO+SG9Y2H7zggJI27jyO2c7vtAhaY655X+pproX7XyF3O8W0jLozd+dxhtiizj+iWHcHBzBQ5tS8yiam2Kvb/1leLV/6Za9c+54kgDtKRmurdtkPQf71YKIOwqjqrnOeqM7kjJ0C6KEg4Gk4CU9Mi9HmmnHMFM/wknAwCMpiSsXTwf5cVF0ZxVQnrn7lsw544bg/9CAa78kHrBavWrJCQerftiger+qzdcrrrfWFONjNw8dOrTz+25yorbx3aJqwJNyZ4voMeSkF164py3cM4Xcs6L/B0jJN7UljfD3wu3rY3Oq2HxuN9V+uD3VJxJyrQu/SA2MoSRJv27XPHoSfJYXWULLGYb1nx5EMf21qgqSg91tH3pOjDX69c1hbgo0sFN5Wht8px1+nHuTsx/ar1qLJqFmQjx1+kz7wQACEbx91Zqp2JwtH/48MF7tJ9IwsKfFhqeqkxPu2EWug0Zhi4DBgU0B+l3IBbaeZD4UXboIE7s3xvtaehitznPzTjn2LH0JzTWVKPbkOGYfNUNuOPtj9Fr5BgAYmscycKnHgUA9Bkjnrt07N1XfuzW195FRl6HSExfN1ozQYifmuvNqCppQlVJk1/PG3SycyO9PQ6XCqeki/uNlJljQOzvCgBlxWJhIqvFDpsl/r4/Vx8+ugrLPtH/gSXt/U3LSsKQKeI+EcYY5tzzGzZ+dxhf/mczDu+sko/vMTgPAOTKwp7s31Dm79Q9qq9qwfdzduDrV7agtrxZ+/XWu79eSyMtryTxY9SMc5GamQWbRTyREwzie5dyzySJjK9ffBovXnWh12Nam8T3wJzCzsjuWKh5TEGPXrjisWc8LmfM7Sy+5/afMFnzcamlDmVciV6rF36Kj/56Lz55dHa0p+LGatbeq2+3i7/fFkW/asYYJlx8OdKysnHJg4/hng8WqlqFSdJzxYvoV/7zOQDAZQ89jqyCjkjLygEAZBV0Qm6XbiH9PgJBgSshftr669GAntdY3YoZtwwFANgs0e/P6Y/SojqUFjkCU5dKykte34rmejOyC5xtLZrqor8UuuJoQ8AXCDjnqK9sxc7lJb4PdpD6thpMAgaeJC7vPaIIVAFg+9Jj8m2pIFOrj6Cw8mjo2ndYWsWfXfnhBnz89zW6n5fbKXwtSwgJh5bGBrmQiJR5pf2NkcU5x761v/s8rvTAPgBAbanYsOK8e/+CK/7xjF+vlZXfEfd8sBAjzzxH83EmCABj8ok9Ib6sWvBxtKfgkc0qXpSbdv0tqvH/3n4Dju/bjRP7xb8p1/7GgsHg8eKP1H7KlJSM2fOWoNeosQCAYdPPAAAU9OwFHgMXfuhdnBA/degi7m095/bhfj2v57AOcksRKciJF4ue2yjfttu4aq/mkZ3VeO8vK1FaVCePNda2RTV4rSltwvyn1mP14sBaH9SUOrORen9WUtEqo0mAydHexjVwVl7kbHYsG84t9B4Udujq3hIiUFYdmXDlfNKzxaWVhX2yQzYHQiJC8cdmcGRcG6uCKQ5E/LVfR9BaVnQAi/71dwBAl4FDAACDTj4V3QYP8/v1TMkpXgskCoKBMq4kaObWFqz5fJ4cPEaD1MpGMBpx4eyH5fHmulp8+rcHsPBffwPgu2WOJCXTc/HF0WdfgNnzliAlPQM2W/S+ZwkFroT4Sdof6CvgkHTomoG8LukYdUaPuA1clTZ9fxiHd3g/AVz87014/8HfNZvKR8In/1gLANjyc2DZ8U8fXyvflrKU3tisdtRXtgBMbBsk9WVtadDOps6YORSd+4rB4GnXD/b4dbsPzoUpOXRv0+ZW9YfOvvWlbscog/azbx+OWS9PRafe1J6GxC9pqTCJrLpy39scPnroPvn2mbfeFc7pQDBQ4EoCs/jZx1F17AgAYNG/HsPv8z7Ekpeejdp87I6g2WA0ov9JJ7s9nt+tBwCg66Chur4e17USgaGhMvrFNylwJUSnthYrNv1wGCvm7Qfg7Gvqi7nFijxHBWLBKD4nHve4Sux2juoT2vsjXUn7X6NJGTy3NJrx8/u73AI4ANj4fTG2/nIUlcfUS3P1XGRYuWA/dv9+AuDifhKp9dHuVSc0j+8/vhOy8lNx11unec1mCkYBdlvo/g0tLeoPp5/m7nI7RtmaJy0zyWuPWULigSnFd5sHEnqu2c/03DzVfdcg0pgU3qqmgkHQeYJOiFrRpvX4+Z03AADH94qfm6VF+6M2H5scuGpX3688ehgZuXleVyAotTX5rtmy87efAQCHt23ROcvwoMCVEJ1WLTqgWnqq9w2hobpVzrRK//e3sFOs0SrgAwCpmeo30VAGXXqt+vyA6v6+dc65/jR3J/auKcWe1e4B5ZovirBywX7Me3JMGj7yAAAgAElEQVSdanzzj0dgtXg+2SneVokdv6n3wiYlB5fhOe/OEbji0ZMgCAw2a+j+Dds8VISW7FhegsaaNnTpn4PhU7siswOd8JP4R0WZoqNo8wbVfdellcs+VFcQlvbYhYu4VNj9QuTWn77FC1ecj9bG0NUTIO1PXUUZjuzYJt8ffMrUqMyDc46vXvwXAHGpsCfelv8GY+FTj0a10jIFroTo5Fr91Z9VsFJlWClwXf7ZvpDNK5pGTFdXmOvm0tolGoHr5h+PqO4rW9Ac3S2WgNd70QEQi3Ht/l0d6FYcbYC51YrasmZ888Y2t+cYTJ7fWv/48Hifr9lrRD7yu2XAYBRUJ1rBZuo9tTKS/OaoolzYJwunXjXQr38nQmJdn7HOVlXfv/lSVPeoJQKpOJbE5lIJdfN3X6vup2SEN3BlHpYKb/z2KwBAU211WF+fxLeGygrsXPaTfD89x3sru3DZvWIpyg+JSRTpoly/8ZPcjqs8Uqz7a/q7p/ybV5/36/hQosCVEJ3KDtWr7vuzf1MK4KTAFQDm/2s9Nn5fHJK5RYvVZRnt/g3lqvvRCFxdrfr8IKpPqDPcxiT1W5+vJc3LP9uH5nrxpMtu55j/1Hp8+Z/NKD+i/p045Q/ujb4B4Kq/T5BvS8vG9RCMTF6qXFpUhzfvWobP/73Rx7M801oiLRXaUv4bpGQkBfwahMSqLv2dPUB3LvsZJ/YlZs/pSGioqnTLyljaWj0er3cvXjDEPa7u74ENVRXy44QAwA9vvaI5rjzv81SdN9wObXGeA0iB67l3z8ZVT/zb76918uXXAAA69urj81hloF5X5l4fI1IocCUkQEYvWTVPDEZnBqviSAPWfFEUyim5sbTZcHBzeVBFkuxegroDLoGqa6bRFoW9vD2GivuoLpktNtrmdo4V8/ap/g3MLgWX6qta4Mt3b4mZVbsjkCw/3IC9a9Rv3qPO6KH53LwuzmBVMOrPYgoG5x7XL17cDAA4caDO21M8Ktlbg3VfHwIATLrE2WD8wCbxZ1iuqBQ9Ylr0e7UREmrcrn4/qio54uFIEqw5d94IAOg9epxqvL7C+ZnRb/xE+XZSamrY5yQIBthdfgeO79sDa5uYGY7n2hMktHYs/dFtLCU9A7tXLpPvcx6d35fCvgPk21LFdFNyCroMGIT+E5yFmgr7DXB7rmTIqacBALI7iq37XP8utFxw/0Oq+811tfonHUIUuBKig1amKiPX/6ttyoyrxFtgGKz1Sw7h+//uwIkDgb/BSH1Gp1zh/iboGqiePWsYJlzovHJXV9ES8ZMBU7IBuZ3T0aV/jjzWWNOmqg68cr66qIJrAKolKz8V65YcQoui76qyLZCr5DTxAyW/u3r5mz/Lbw0GBpsjcFUWidq7Rrvokzffv71Dvj16Rg85gN70/WG8fvuvWPrhbufrBnBRhkQXY8zIGDvCGFvm+G84Y+xxxth6xtjriuN0jbVHyqXCALD0f29HaSaJIyUjE7PnLcHIM88FAKz7ciEAoK25GQfWO3tJDz9tRtjnwgTBrQ/l/nWr5NtSixGS2Dxd6G9tUm8X0xPshcORnVvl24JLcabpN8ySb/cbNxGenH3n/bj/ky8x8OQpGH/hZZj0h6t8vq5ra503Z12rd8ohRWcnhOhQV67OyOlthSORgjnB4P4np9yDGWrVpeIS2V8/CHxJnDS/tKwkt/2Z2fnqq+TJqUaMOcuZdVz87014865lqC3TV4U4WJxzHNtT41YJ2Ga1q/rMupJ6pUotarRUn2jC+iWHVEt1Wxos6D5YXD7Tb1xH1fE3Pz8Zlz80DhfdN9rv70MiGAU5w6v08/u7NY72Lj3bWbGTMYYrH1WfxEsFw3oO6+D31yYxYQSATznn0zjn0wAkAZgM4CQA5YyxMxhjY/WMRWf6oZXbuavbmOtyuJ4jAv/bJPpIWe6OvcVVHlt/+hYA8MYtV8vHzJ63RLOlR6gJBsEt2DAmObdFHN25PexzILHP3OJ7BRYQna4JlrZWFG10FpB0zfpmdsjHZQ//EwDQfehwj1+HMQbBYIDBaMKp19yEtCzfvdpNyeGt+q0XBa6E6GBpU2dc9bbCkXR1FC3SupJnNYenPP/R3dU4vL0KgJj5DFSzI3BNzTShoEcm+o/vJD928mXqPZ1JqUYIBkGV7QSAjx9bg+Lt3nu/hsLXr2xBW7MV9S7fr7nFKi+JddVY04pje8SiTefeMQJdBzrnfsfr0+TblUfFq62N1eqCI6ZkI25/bRpmzFTv0RIMAjr2zEJKuna5ej2UGVdX/i7/7jJA/L7uektcIuQpqzr9ukGa4yTmTQRwPmNsHWNsLoDTASzi4i/KDwCmAJiqcyzupeo4EVPueSWh88oNl8u39/z+GwD1/tHaslLNvabhxgSD3P9SsmbRZ/LtZR9QBp4Abc3OzOrEy670eFx9pfOcwmJuQ+XRw2GdFwAsfPJvqvuWVvd9471GjsE9Hy5ClwGee8QHwkiBKyHxw7UliVbm1FXnfs4TJ2lva0aO+x++uSU8getXL6t7bVWVNOLQNv+Dx5Z6Z8YVAM68eQiGTOmCC+4Zic59s3H+n0bKxyalOgoF3DnC7eu4VmUOB6lqcNcB6sC5rdkKm8V5ZTIr37nM+8d3dmLH8hIwgSE53YiL7x8jPyYYBNz+2jSvrzlkShcYjILPJcCnXjkAI0/vrvdbkV/fbrNr7hU+tNW/n+X2pcdU97M6uO8py8pPUWVmSVxZD+AMzvlJAEwAUgFIfZqqAXQCkK5zzA1jbBZjbANjbENFRfSb0Psi9eu84P6/ejwmEieaicjS6rxwKF1AUAauc++5JeJzAgBzSzP2rf0db866Fhu/+TIqcyCxr75SfH879dqbkdkh3+NxG5cslm9/99oL+N//3YWGqvBeoD++z7naKiM3D10HDdE8zhSGnsiCEBvFyyhwJUSH1ib13hc92xQvvt+5DE3a28oEhsmX91cdF6kCRp89sQ7fvrENDdWeKztq+eldsdl2aqYYuDLGMP2aQegxRFxSqlxampQivrGZkt3f4CLREzQ5XQycL7hnFADghqedy8/2rStDaqYJPYd3QHOD8+d54qC4hJhzLgef48/rhbNuFcvDCwYGePl5a32vWoZP6+b2s/dFMDLYrVwVdEu+eyv0y9qyO/q3BJ7ElG2cc2nz8wYAjRCDVwDIgPh5r3fMDed8Dud8HOd8XEFBQRimH1rSioSMPM8nnlI2kIROhUsLjj888gQAuGU6o6GpVryw2VxXi2UfvI2izeujPCMSi+Y99iAAIDUjE33HTvBxtGj/WnGv9Jw7b8SeVcvDNjfJ3f9bgNve+gCpYerVGssocCVEh7Zm9YcuE3xHrsqsrLIok2ugE+nCdMpenvvXl2H5PH09Zb0teR15mphJNKWIgaMgMLeiRAYdWepgtDZZ0NYkfm/Sv7drAS2DUYAgMFjbbLDb7GiscS77NSp+Ridd0Af9xop7VhljgJdVuXoD10BI/2ZWs/hL4rqPVu9FDynb3We094AjGnt2SMh8yBgbyRgzALgYYiZ1suOxkQCKAWzUORb3pN9lX+/VVgsV5AklZdXgseddLO8r3vTdV5rH3/H2xxGZFwC35uuLn3k8cq9N4k5zfR3Sc3Jx38eLvR7n2uZp52+/hHQetaUn8NtH72LfmpUAgOxOhUhKCX8Vbi2XOS5ERRMFroTo0NbsmnH1b4+rck+sa4XiskOBtTcJlLJw0Y9zd2L70mNoqm3z8gzfJl3WFzNfmAJBcZIo7QnVet1Qe/32XzF39goAQLdBnpuCN9a0oWMv8Qql1WLHlp+d7TAMSYG9HYYzcJV+b977i/iBVdhbvW/vq5e2uD1Hy5cvia10ijarl3heMnsM+o3tiPRsMZt+bG9NUPMlUfVPAB8C2AJgNYAnAYxmjL0M4K8APgWwUudYu9V9iLpgyY9vvRylmbRPtaXOiueT/uAswJSRm+d2bIduPXQVhSEkGqRVGwaj9kV7wdGKpmiTOnPfLcQ9iefeeys2fP05vv7PMwCAriHeu+qPXiNG44bnX5Pvlx7c7+Xo8KDAlRAfbFa7W79VbxVqtSgzrtI+UMn6JYcCn1wArBrLTi1t2vtspTfutOwkzcclBoPgswhROANXpYLumar7Ul9XibSc2W7l2PrLUXlcytZ6I/XuzenkXFIb1oyrS/sk1+zR8f362hy1NGhnlbr0z8FZtw6TWzKNmdEzgFmSWMA538E5H8E5H845f4SL5SbPALACwDmc80N6x6L2TYSUI+Pqss7/9Jl3qu6XFh2I2Izau6baGlWBo+Q05/vkSRdd7na8a1/daOrQTbsHN0ksdrvzXCglPd3jcf1POhm5nbs4jsv0eFywtIow7lqxNGyvp0d+j17y7SM7tno+MEwocCXEB2X/z0ApAxDXjGC/cZq1UAJmabN53ceqFUC6BrN2mx3blx2TA57RZwb/oe5a4CpUXIPuxhr1964sHgU4fxZaAbwvKZlicK5s7xPOwNW1mnXV8UZc87jn3myBkn7OHbp6/qAm8Ydz3sI5X8g5L/J3rN1wWR2T7HIyyu3hKY6XiHYs+1m+ffWTL6geE4zu75PVx4+5jUVDUmoa+p80SV/xCtKutdTXy7eHn3aWx+OYwSC3VtJTrDNQe1YucxszGI3uB0aJLQpbLShwJcQHi6JdjbSX0xutVjmC0TnmmkVz3XcTrPn/Wo8PHl7l8fFqR79O5ZU8q0V98rZt6TEs/2wfNn5XDMBZUTgoOr/PPWtOoK5Cf9/X1YsPqu537qeuKOy6rFv69/cnAyxdbEjNcP47ZOSKVfuSUsL3IXJgo7qFT2Zuiirbq4Xb1cWclD9nZaVrLa6rAQiJV57aRbkuWW2sro7EdBJCeo7zoqyyirAodoPCKVfdIC775FyVcSOJp7xYvHZ3zl1/Vv0OT7z0CtVxgiB4vOjFhNCFVt++9oLb2ASXuUST1WKO+GtS4EqID62N4hWlXiPyMXBSIQDPPTAB4KZnJ+P6f6mbqSuDVdfA1WIO7XIpZTZQy8oF4p4EZcGpRc9uVB1T4/gacg/XAALX1Ez10mE9cWtbswW/vL8bH/1tje7XqTzWoLo/bGpXt2POc7TnEQSGFsfPs2Sf/v2c0t7PiiPia+V1ScflD43HHx8er/trBMKYpD7569BNLHhlSnGOu1Yc/um9XXjr7mXyfeWKgXPvcG9TpPr6XTO8Pk5IvDjpoj8AAHIKO3s9zmoObn8/cVIWqXENXJXLhmONzWqRs2e2GKh+TKLH3CKe+7j2ge43fpLqPhMEeam760Uyf3us+2vipZ57y0aajQJXQmKPFLiOmdFDLj7kbUVRSoYJmXnqarbKLKxrRnb/+jIc3lkVotnq522frtWRZZYKLAWScb38ofE446YhmPnvKQD0vZm/8+cVfr+O3eb8ul3652gWzuo5XGzZ02d0ATr2EPejlLl8/4MmFnp8Dan/rrSPt/p4E9KyklDQI3x7WwAgv5s6kJQqHyuLYJldlhPvX18GwJlRllYMTL1qgMd9yJc/NA6jzuguZ5EJiXcDJ03B7HlLkJLu/WJMpz7+tagintUcL5FvuwauHbr1wIjTz1aN9RwxGrHAajajpV78PKg8XBzdyZCY4Nq/taBnb9V9QXAuFZb+L2VaQ7V3W8r+T7zsKtW4v8VBw6nmxPGIvyYFroT4IC2jNZgEuTiOv28cyuPdlgoDWPbRniBmqJbd0XuZ9O6DxeVc37y+zeMxNkcWWMreBhK4ZualYOCEQnmFmL9tf47uqcbRPdXYsbzE63FSf1nA2ZPVFWMMNz03GWfcNARZBeK/z67fxeqXvUbk4/bXpuG06z1X6pP2sY4/X/zw6tQ7Mr3TXPfOSJl+ZQDqaQ/2z+/twnf/3S5nlg0mz3txO/bMwil/6B9TH4iEREJeF/cVGsR/3G7H5u+/lu8zwf39puugIar7sfJ+k5KRid6jxwEA7DZaKpzIirduAgAYTepzHsFgwBm3OAu7MUEAd/yuSIHqFf94FgBwfO+ukMyl6ugRx1y8F76MJteKypFAgSshPkhFfIwmgzPjqqOPqydae2CV/USDVVfe4vm1jQyZeSk+q9G6Fi5KSQv8jdOffytlpnrPqhP46qUt+O2TvV6f09poll/DWx/StKwkGIyC24WDiRf1gcEoeJ3nkMli9UAp86r1MwwH5vIOLQWuY89xVv91ba8kyS1MQ9HmCvw0V/wQNQbY7oeQ9ubu/y3A3f9bgNzOXeVsCQlOU61664Uxyf0zo75S3Y6rqU5fVfRwyuiQj+Gnz4ApWfzssdtoqXAiK9m7GwCQmuV+cXrgpFPl24IgyO8d3KVI06EtG92eGwjpbyo1KwtDp50BAJh2/S0h+drB6j1qrHxb6i8bKXQmQ4gXTXVtMLeIH2RixlUcD+ZCMWMMY84WA49QVqQ9uKkc37yhzqKef7e6om5SihF2G8dP7+70+rUO71AvXQ4mUJf+rfQsFVZWQ963rszn8TabHaVF9ch2ZFH7juno8znK/clGk6BrX+fI07vj9temoeewDug1Ih/Trh7k8zmhkOxSLElqxzP45C648J5RAABzi3aGwOqyd9roZV82IYkkKSUVSSmpMBiNsNOexpBoqKqUb9/0n7eQle/+XpyS4dxa0XXQEJx+0+0RmZs3HXv2hiAY5KrHdhtdyEhkRqMRGR3ykZzmXmHfmOzcSqPc41pzQlwVxhRXmlsb1X3sA2GzitvUOvbqizNv/RNuff09jD3v4qC/biice/cD8u2N334V0demMxlCPKg+3oT3H/wdyz4WM37GJP+XCp992zBM/qP7HqpJF/fFXW+dhswOKRrPCsz3c3ageFulaqz74Dzc9spU+X5SigE2G9fM8HLOcWhbpdty22ArCkv/VnYv2VDAe9bZ08nE7wvEHoz53TJw0f2jMeMW342/DYoKz9AZkDPGxGytScB5d45AXpfItI0Zc5a6r6oyW2xKFU+0PGVcG1zaAhm9LBUmJBEJRqN8cihpa25CY3UVDm/bAkur82/o8PYt2LNqeaSnGDc+eXQ2ALG/ZV6XbprHCIpqq1c+/pzb0uFokKrICo6lzUd3bY/mdEgUWS0WVBwpRmNVpebjyjY0gsEgF/Ja9sE7AABzi3O12+szgy+gJLWaMZhMMBiNyMovCPprhkpKhvOCf1tT8EG6P6j3ASEAPnh4FXoO7wCrxY7p1wxE9YkmzHtSvXbfaBLkpaiuSzg96TvaewZQmYTknId8z48gMAhJBlz12AQc21ONHcuPewwCLW02fOvI2DLmnFuPYR2Cm4MjULT7aD/T1uy5H5ilzYbkNPU/em1ZM7YvE/sAJqcZ0W1grtZT3SiDP2tbbO9ncq0qrMwWGwxSIQjnL9HetaXybdcl4wZaKkyISvmhgyg/5Gyn1Vhdhf/ecYN8f8CkKbjgvgcBAAuffBQAMOjkU0HUlC1kzr37/zwe12PYSI+PRct5jsxRs6M409rF8zD5yuuiOSUSJUteesbr48rzs7ryUphbmjH33lvlMVNKaIsbSoGxwRi7e1wBwJgU2aKOdCZDEl5rkwUN1a3Y8VsJ9qw6gaqSJvz4jvtSWoNJkN+4QhVg5igKKTVUtXo50jtf2cy8zukYMb07GmtacXCTc59RSrpJXq6sbI/DuVgdGRD3mgbDYBAgGBksbd4D1z1rSj0+ZtYoQLRrpbOa3cmX9dM9H8ZY3C6bVe5TlS6eSEWvGqpb8fN7zqIQteXqtkhJKZRxJcSbjx66T3W/olgMatuanX9L4W51ES+Kt27CC1ecj7ryMhzfs1seNyZ5XqHjqzVRpJx2023y7TRH79mOvfpEazokRhzcsFb3sTWl4nlRbanz/Khzv4EhnY+ccTXGdo7RtYhk2F8voq9GSAyS9rBKLGYbakrde6EajIJ80hKqxKiylUswtvx8RNdxrhVoZ74wBVOvFt9sbS4Z0dSM0F3lMyUZsOmHw5hz328ej5FeX6sli0UjM7pTEbgmpfj3xp6RF7ol2pGkbIPjugR79+/qsvSuP2utataEECfXAkNSwPraTX+Ux6SlpYlu+y8/AABO7N8j98L1lm2NBQMnTYExORmmFOcF46QU8bMgK78AuZ27oM/Yk6I1PRIjRs44z+cxpghkGaVtDIYYrioMaFcQDyc6kyEJjXOOlQv2q8bamrSXrDLG5OWzwRQrcn39UCgvbtB1nNa8pWBo43fFqnEpi3nx/cH32pOWvHpq3QIA25eKy36vemwCLvm/MarHtJ438vTuAIDh07X3U3kTI10YdLnm8YmYds1AjD+vF5IUxZqkYP7ABrGI1Z7VnjPWAJDTKS18kyQkDkmVOj1p1qh6+9Ff76WsK4B9a38HAKRkZmHR048BADJy83w+r6BXH4y/8LKwzs2T8+97EPd+sEiVwVIFsalp6v07JK7tWrEUB/zIokp6+ljSnp6bJ/ds9ca1tVLFkWK53Y4e8lLhGA9cB58y1fdBIRTb+WdCwqzmRDMObVVvxHdtBQMAky7tC8CZhRx7Tq+QvP6o03vgyM5qAMEFsa7ZUgBIz3ZfsqXcD1nQQ6zwKBVFcg18klKNuOut0wKek1JTrf52P6ZkA7r0y1GNmducWfHWRgvmPrAC/cd2BBMYTr1igN/zCdWFh0jI6ZSmGXS2OVYKHNwsLv1WVmTWEis9EwmJFek5uRAMUjVZ/fvd25qbkJLuuxp5IlAWXCotOoDuQ0d4Pf76Z18J95R8Skp1BqvKfYlisS6qMt0ecM7x3WsvAABmz1ui6zm9R43FoS0b0X/CyR6PueqJfyO7Yyd88fwTqvHpN85yO9ZqbhMvhjh88MCf/JrP0vfnAACMMbrH9frnX8OBdasxcsa5EX1dn4ErYywbwGcADACaAFwB4E0AQwB8wzl/0nHc3EDHCIkWrYJAZcX18u2L7huFvWtKMWyK2KTemGQIWTAHAN2HOK9QB7Ns2HUp7cX3j0Zhv2yvzxk0qVC84SGeESIY3NkUBaO0AixlxnXeU+sADuzfUB5wb9L2EMN17S8G9+PP7w2rxftJt2BsB98wISEmGAxyL8aSPe51DXqPGqsZ0LY01FPg6qDsWdlv3IQozkS/wr7Oi52CYpmjIBjQ1twEAGisqYbdZoMpJQWpijY+JD4o/26P7NiqrzAYYyjs694FQqnLAEcrPJdEQ3qO+2oDq9msClwlBzasdftbObF/Lz55dDYue+hxrPtyoaq6tbd949FU0KMXCnr0ivjr6jnruwbAi5zzGQBKAVwJwMA5nwSgD2OsP2Ps0kDHwvNtEaKPVguW5jozAOCS2WPQbVAeTr9xiGqJZrgEE7gWdFefRDEDk6vOeiJtqPcUoLpWtA2VlkYzKo814ps3tqGmVDxJkP7NUxT7avuP74SOPcUTBmVgrtyrGfC+TUfkOuzUroE9PwZIFYa5nasy2uPO6+V27KWzx7qNEZLoBMEAcA5ut2tm2g5t2YjFz/3Tbbylvs5tLBG0NjXi29deQGO1s8/3hq8/l2/ndo6P99P0HO0K9CV7dqL0wD6YW5rx39uvx9t33YQ3Zl4V4dmRUNjzu7OeRsneXV6OdLJZzDCYAgsSpeBSMDjPFa1ms+axS9+fgyUvPasa++bV5wEAv8//yK0lk55lyYnE578G5/wNzvlPjrsFAK4FMN9x/0cAkwFMC2JMhTE2izG2gTG2oaKiwvVhQkJKWclW2lcpFWsKNJsXqGAC1+Q09VIST8HomTc7++ZJ/Uw9LZvN7xaejMKulccx/1/rUbytEp/8Q9x/YjWLgemUK5zXsmbMHIpz7xSXnZUqesv2Hpkv3w40cJUyrkMmdwno+bFAykxv+LYYNqvzd2fCBX2QnuNc/jbx4j7o1Dsr4vMjJNZJJ4R2u03V0kWpWJFRlCj7NSaShU/+DbtXLMUnf3MvwpSuY39rvGjS2NtM4seHf70X37/xH/l+0SaxtSHnHIe3bQG3a3c4sJotAWc3pecZk5znYpY28YLy5h+W4Mc5r8rj9RVl2Lt6hXyxbP+6VagrE89FSw+qa64Qd7rP+hhjkwDkAjgKoMQxXA2gE4D0IMZUOOdzOOfjOOfjCgpip9kuaZ96DHV+2OYVpgMADu8QryYbTZGplDbpEnH/rK+WNt7YXHqzetrvqFya3GuEGAAOmRzZFgUtDRbVXlvAuUfXNRCVWvXsWF6C+soWfPjoKmz5+aj8eKD/ZrmOPaOGOG2L40r695txy1AAzosSADD27F7RmBIhMU/e32q3Y/Ezj3s9dsiU6fLt4m2bE3IvZFmReFLdUOmeVDjr9nsjPZ2waW3QV+yQxJbj+/bghSvOV/VmBoDSA/sAAIe3b8HCpx7F6kWfaj7fajEH3HpG6mWqzNhK1bZ/ffctuQq3UnWJeC7z1Qv/8vh1b3j+tYDm057pOmtjjOUBeBXAzQAaAUg72zMcXyOYMUKiRlnUyDWIyemU6np4WEiZzeLtlT6O9Mxu4+osq4d4Trl/NDXDcYXQJUA/764RuO3V8FWJ0yp+JWUMXZc3mxTLlQ9urkB9ZavHx/1x6lUDMeOWocjrnB7Q82PNhm+LATgD/W6D20/2g5BwkQoLcR2FmZTVZzcuWYxf5r4RtnnFox7DvBdlige5ncUVOFaL9hJPEtuUy9Zdcc7lv/fVCz9V9WaW2CwWGHUuFXatpWl0VP6deImzdZbVbJZb2mj54C93o2jzeo+PZ3YoQH4U9pDGOp+BI2MsCcACAA9xzg8D2AjnEt+RAIqDHCMkalobnW8qrgVsItVUWTA4lnx+Uxzw1zi+rwZ2O5czyKYU7YBO2qvrLdPYbWBuWLPNGTnuHwzSMmnXnwETGFIzTRh8cmesWnTA7Xm+Kul6kpJuQv9xbgs+4laRo7KwlLGeetVATL9uEG596dRoTouQmCb1H7TbtJcOKplS1L2fS/bo2zfXXvjKMBtitAurZ1cAACAASURBVPKpP0addQEAoLrkWJRnQvzBOYeltRWWNvX5QIqiqJbNog4gq44dlm+bW8Wl/1aLGYaAlwqLGdcx516EKx4X969azG2oPHrE6/O8rfTIzKdVp1r05MRnAhgD4BHG2CMA3gNwHWOsC4BzAEyEmN9ZEeAYIVHT0uC8sqrMWOZ1iVwmTgpcg1FaJFZCnnrVQKz5sgjdB2ln3ASB4ZzbhyO7ozqbPHBCIfauFfdYhKsok2TtV4fcxuyOzLfWxQKjyYD6KvWesg7dMlB1rDE8E4xjUuAqCAxDTonf/buERIL0flNX7r0HMgAU9u2PzA4FaKgSLxJJJ7uJYu3i+W5jOYWdUVt6IgqzCd6ES65wK3qz39Gb9ud3Xo/GlEiANn37JZZ98I5qLDktHXe+8wlevFK8GPHNK89j+Gkz5McXPvV33PO/Bdi7eiWWvPQMrnv2FdjMZjlz6i/l3laTI4hd9NTf0GP4qIC+HvFMT3GmNznnuZzzaY7//gexyNIaANM553Wc8/pAx8LxTRHii7nVit8+2YuyQ2LAN/TUrqpltD2GdojYXEKZ2c3KT8WMmUO9ZlT7jCpAhy7qwkuugWwk7d9QBoujOJNBI4gXjAwNVeorqfldqRWFlmB6AROSaFIzxaJlrie9AFQnuYCYcZ31xnvy/aaamvBOLsYkp4kXc6UiTJ0HDIrboBUAJl95HU754zWqMVqWGZ+0/n7/9N48MMYw/cbbAAAH1q/G4med2U2L48LTkpeeAQAc3rYZ5tYWOXPqL+XzlAWejmzfEtDXA+C+HpkACHCPKee8hnM+n3NeGooxQiLtk3+sxY7lJagpFfc5TLt6oOrxJA9LbcMhFBnXYElFjsZrtFIJhZuem4zr/+Vs6p2W7Xxj//Gdnfjm9W0AtLfmCgYBjbXqtkXc0ybeBKfsd0sI8S4tW+yF3NroXoyHMQGTr7xevm8wqDMxnPteXtyeLPvgbQBAx569AQD9TzpZDvzbi7HnXhTtKZAAdB001ONj6Tk5ur6G2AapBTmF+lYqTbt+pqr9k0GRqZWKvgVq1pvvAwAGnkxbfbRQcSSSkJpq3fu3KoV7uaxSwL1IFTr2zAwqS2y3SntMw/OWkJaVhNRM5xt7Tkf3ptwA0Nbsvo+q5kSTPD+JzcIx4aI+uGT2mNBONM4V9Mz0fRAhxEG8aFh51LnfbfqNs8RHDAZVkR6DyX1nlcXs/XOkPUlxBKlWx15BY1ISLvq/RwGIRWTaA08Bh11H8S4SeU21NSjethkle3Z6PMaUnOLxMeWeWOlvWW87nG6Dh+Hml/4r3w82cFVeBMrMy8c9Hy7C6LPP9/vrJILA6j4TEsdqy9yrybmyaVS+DZdAA9fmejPe+8tKTLqkL2xWO4xBtHbpP74TNv1wGH1Hh+8ERFnw6fh+7T553QdpN4Z3ZbPaMe6cXqGYVruSnh3YMidCEhHTWOwy/LQZKC8uwsmXX411Xy6Ux7VOgNsaG2HKS4y/udTMLHQfPAzTb5qFXb/9ilFnnitXZu0+ZFiUZxcangLU/1x9EWbPWxLh2RAtqxd+ikNbNuCqJ/6NH958CYc0+ixf89SL8m2ry8WlHsNGwGa1QjAY5T6rAHBo8wYA/gedlz70OA5v3yLvawXUFcj1yu7YCTmdu6C1Qdy+ZgpwyXIioMCVJJy6SnVRjcI+7sud+o3rGKnpqJYKc85Ve229Wful2Kts9eKDyO6Yqurd6a/8bhm4663TAn6+XiPP6I6tij6srnxluked0R01Zc04+dK+oZ5aXMrIS0Zjtfjh61qRmRDig8Z7rSk5BWffcR8AwNLi/KzQOhltbWpERl7k6iFEC+ccNcePoe/Yk5CZl48JjpYfKRkZuPGFN5HdsX1UaBeMkVtpRfxjMbfhlesuk++/e+8s1JZp77Eu7DdAvp2cpq6HUX6oCCkZmagtOwFud09Q+Bu49h41Fr1HjVWNpWVlux2XnpOLplrtffGDp0zH1GtvRnqOvgv3iY6WCpPE47I9cqxG5s7TUtZwUGZcuV3/3s3mBmd597qKloi17wmGqtesTvndnR88p/yhP86/ayRyC9tH/9VgpaQ7lyeNOatnFGdCSPxh8P5+pKw6m5wmfibc8O/XMXjyNABAW1NT2OYWSw5v2wxAu09mh27ddS+vjHVZ+ZG7YE38s+PXH1X3PQWtrnqOGIWTFUW4Wpsa5edqZdgFITznUYX9xDoqXQYMdnts9NnnU9Dqh9g/0yUkxNqaxYCv14h8XHTfKPQani8/dtmDY3H1PyZEdD7KTJnNqj9wLd5W6bzDY6PIky8sgMD1nNuGh2Em7UNuJ8UFFqpXRYh/fLwdTbn6Rvm21Mc1v3tPjDnnQgDiSXAiWPLSs9GeQsSddvPt0Z4CUdj52y+6jrvkr4+5jY2acZ7msd+99oLbWLCFlTyREgtjzr0Qd7z9seoxo6l9XPiJlIQMXO12LgcvJPEc3CT24Zt+7SB0c+l3Wtg7O+LZPIMiU2qz6t9bm9lBveeKxUHg6i3jeuqVAzTHM/M8F1dIdNOuHYTO/cRlSXY/svWEELgtFVYGqoCYZc3p1BmAeo9rcrr4GdGWAIErt9vR1ixmlg3G9r+7TCqyk9+dVrDEEptF3zm71s9N+Xs74ZIr5NtHd213OzZcF6Om3zgLg6dMR9+xE9yWEhsC7B2bqBIycF25YD/e+fMKWM1UKS4RFW0RA9fk9Nj4EFZmXM0t7lV1PRk2tavqfiDLcCPN2/bdIVO0y9AHkqVNFEkpRky4oA8AoEs/fWX/CSEi16XCQ6ee7nbMzFfexux5S1S1BwyODInNqv/9Ol7t+f03+fbFD7pns9obxsTTYkGg/a6x4t37bkPl0cMwGI3482dfa/bbHenIqqZluX8OCkZnYJiWnYNp19/q8bVyOulrh+OvzLx8nPun2ZrL6g1GClz9kZCB6+5V4vp2awQrx5LYwB0NnZPTjKpMZzQp96au/uJgEF8n9gM8rXY3El8/jw5dM7w+nqi6DszFzBemoOew9l8khpCQcrmSpnefmXQxLRF6uX6rWE7Za8ToKM4kMqQLFEwQMPb8S6I8GwIANSdKAIgXihhjcgZ11FnOJcBjzxMrP2sFhkZFRrPyyCGvKwfyunYL1bR1ay97xCMlNs7cI6i53gxrm5hpdV2WyTlHc71Z62mkndi/vgyA9wAq0pSZUl/9ZZXsNvXSUB4HK0UPbCwP6HkzX5iCyx4c6/vABKUs0kQI0UdnAXeN54mnTv4U0yPxQao0KxgMGHfexW7j8YJzjnfvuw07lv0c7akEhWuc2Ej7UI2KljF6l7GPOfciCF6OzcjN8/iYP/xZ/ksZV/8kXOD68d9Xy7ddA9dViw7gvb+sRNXx9r9vJVH99O4uAMClD8RmEGRK1r982fWkqa0p9vdtG5Ody68mXeJsaXPjs6d4fV5KugkmH61yCCHEP87IdeJlV+l/FpMyru0zcN2zajmO7NiKIzu2ymMXPfC3KM4ocqwWMXlhbmlWBTj2OAtcLa0tqDlRgh/efCnaUwlY9fFjOLhxndv4if17AagLKfkK/kaeeQ6YICC/e8+I7NVWLjXP7ex9+bEhiQJXfyRc4Gpude5rtbtUcN3i6C/52T/XYfELm1B+uD6icyOR07mve5+tWNBnVL7vgxxcM66tjXEQuJqcbzndB4tXNjt0y0B6NjXbJoREVlNttXw7KdW9T6snUpucX+a+EfI5RdPBjWvx05zX8M3Lz2HBE49g4VNisNq530D0GxfZavvRZrfbVYGR3RY7q7T02LDkC/m2zWpFc30d5j/+EMoOBb4dKdLeu/92fPn8E/L93qPHqR5f98UC+bYp2fs5xBm33IU/f/oVAHV2dvqNs0IxVTenz7xDvp2a6X6+OfFSZ5GoRCh6FkoJF7gqeavgenx/LRY8vSGCsyHhtm9dabSn4JM/F/DrK1tU99v8KOwULcrAVaoWPOSU8BRDIIQQb6pLjsm3WaDrhtuRL557Att++V6+n+5YNnnRA49Ga0pRIwgCDAZnQNFQVRXF2fhv9cJP5NutjQ04tHkDju7ajq0/fRvFWQXuwj8/jEv/+g+38Wuffgmn/PFaJKWmuT/JA4vZuSVrwMTJoZiem6FTT5eLvfXU2Bv+/+zdd5hU1fnA8e87s73Ql96bgCBFEBALEBRN7Bo19hjFFo2J0WjUqDEajSk/eyX2AtaosWBBQQUFxBKaICK9113YNnt+f5w7M3fK7s7szuzM7r6f5+Fh7pl7Z96Znd0z76kDxo0P3NaFwOKjiatq8vZsL2XabV8EhgkPm9QtxRFFmnD2ACC+OVPffbEp5LgxfJ5zWwQXIcgpyOTSByYwZHyXGq5QSqnkcA/1/W7OJzFf11yS3A69+tK6U5eYF61qCnoOs9OIPB4vnoxgQvHfu/+WtOesqvJRWR66vspz11/FP047hvJ9e+N+vMqwrWPmvPQ87zzwLwC+/eDdugeaZF++/QZ7ttv96X2Voa+hRVH7wO1Az6sIHXr3ZczJp8f1PO6Vh91zWhPd++ofmVHQJnLerH9faBW/ZpG4Pnndpyx4ZxXP3jQ3pNynqwo3OTs37aV4R+gCR0/98TO2rgnOW27fs0VDh1Wr3sOKgNj34pw17bvA7aMvGgI0js+zf3iwn3ik2XwJVKohiEgHEVno3J4qInNE5AbX/TGVNQeDDpsQuF1euq+GM0PlFqZfHVJf679bElH2/fy5IcNlm4PJF13BQcefQpcBg/C4elw3r0reENs5L73A3WefREVZKWA/ixtW2HmcJTt3xP14iz56L+Q4vJc1HReaWj5vDjOfeJhHLjkPgHmvvxJyv3s47VGXXElR955c+thz1EWXAYOilo84+rg6PV71JOz/IP/Q5px83S0hXs0icd1XXEHZ3kp2bgptuQrvocot1AnSjd2zN83lyes+rfGc9j0KGyia2PlXFo61x/XbmcEhbu172tdT0Dr954kOOVx7V5VKsr8DuSJyEuA1xowFeotIv1jLUhh7g3KvSlrXxXeqfE1jP/jnb7w6avm2tasbOJLUKmjTlkPPOA/xeBqsUXXuy88DsOyz2QDsWL8ueN8r0+J+vPcfq3nu9St33Mzyzz9jy+pVcT92smwOm3sb/t637do9cDuvZSvOues+cgvq9l2u4Rpjqv8+l52XD8C4089poFiajmaRuHq8ErEQE4AvrKyitGlUQCoofNXHlkW5tCyKfS5EQ/HvCxi+4FIsClrncNSUwRz5q8GJDivhPGmyd65STZGITARKgI3AeGC6c9cM4JA4ypoF/1A+gEGHjK/TY6z+9qsERZMeMrKyGX/OBakOo1l696G7AXjmuisDZYtnfZjw51n19Ze8/s/beerqXyf8setq786dIcfhDULu39X6Cp9TWtiuiM79Bybs8WOKwevlqmlvMuzInzbo8zYFzeJbpMcrVPkiW1O3rt0TuG2MobIRDLVU1ftuXuTiS5+/vjLkOF171QM9rrGuzhTWENxnRHtyCtLztSmlkk9EsoAbgWudonzA33WzHegQR1m0x58iIvNFZP6WLVsS/wJSwN2rs//4SXV6DF8T6HHdVxz8LjTu1DND5kiOPvG0aJeoRuC3z/0n1SHEzL31EsDKhfPi2gs1HuE9rlPuf5xf3HpXUp5LJV6zSFxFJGqH/dzXgklNtGHDhW118nRj8t7UxRFlC97+MeT4kFP7N1Q4cRGv/QI1/7+rYrvA+UA3huHBSqkGcS3wgDHG33VRDPj3eCnA1vexlkUwxjxijBlpjBlZVFSUhPAbnjtxbW5zOd12blwPwH4HH8aInx3Ppu+XB+4bd+qZqQorrXTsk5wR9O7tabyZmezeGn+j0Mbvl/PvK6dQtreEqqpgQ0pj+kzv3LQh5Hjjiu/wVSRni79E9t6qhtcsfnoitW8zUlluE9dWHfI4aspg+gxvr0OHm4BB4zoBcMzlQ5lyz+F0SMOFmcB+RoG4e/37j+6YhGiUUo3QJOAyEfkIGAYcS3DY71BgFbAgxrJmwb2mgKfOeynGP70j3ZTssAsAjTr2JDweLz/7zTWB+5r7l3z/AkAD6ziUvDbF24Pb7AyecCTvP3pf3I/x0l9uYMeG9ayYN5d//eJ4AA6YdFTCYkw2d7INsGfb1pDj7oMPSOjz6YKQjVvz2PVWBBNlqLCbP3Ed+pNu9BnRnk2rdlNelv77YiorfIhtyc4y1q/YyeJPN9CqQx499m+boshiU9c/pF6v/gFWSoEx5jD/bSd5PQ6YLSKdgaOBMdgsK5ayZsGbFRyK6K1j79TMJx+lz4GjExVSSqyYZ3dc8G97483IoM/IMXXaiqWp8fda1nXxrmgW/Pc/dO4/gE799mPv7uDczipfJT98tSDk3PY9+9T6eGV7SwD4dNozgbK1i/+XoGiTb+OK5SHH/pWUhx99LOPPviDaorz1duDPjqfvyLGJf2AX/1xaTzNv/Em0ZpG4ioCvhkVvqnxVvP3QNwBkZNkPWFaOl6pKg6+yCm+GfujS3Vfvrwk5Xr98JzOmLgKgtDg5w02SxRhTayKblZtB+b5Kegxu10BRKaUaC2PMeAARGQ8cAfzNGLMrnrLmINO1qrB765N47NoUubZCY/LsH3/LRmdocF7L4P6Wx//++rTcNqWh+XucY15/ohYlO3fw0VOPAnDGbf9gxkP3AJCVm0dVpY/eI0ax8st5HPu765j/5qtkZtc8ZW3V118Gbu/ZFhxmXN380D4jx/D9/ODWkLF830iWr979L606dAxsRVXYrog9W7fw9v3/BKBtl+5JG+48/pwLk/K4bof84hzE62VAknrrm6tmkrgKVZXV/wFe+dVWNv9oFyfIyrFvSWa2/b+i1Ie3QBPXdLd0Tuj8CI+rJzJ8/nLaM9TawtimUz7eTA8deqXn0GelVOoZY3YQXDE4rrLmxpNR9y/I65Ytoct+DbsqaX3s3b2LZZ/NYtjkYwJJK4TOiRQRpBHNkUwWf1KXiCS+yudj29pgI/tz118VuJ1bWEiVr5K9u2wPbP/R4/j46X/jq6y54f1/M9+LWh4e78nX30q7bj1YMntmSOK66fvldOzb8Gt/GGP44N8PAgSS8z3O/N7t6+x7FD5kuLHJLWzBpF9dkuowmpxmkZGJwOol2wPHQyd2C7nfneRk5nhD/v/kxeX4ogwz/nHRNkp2lSUjXFUHHfu0BKD3cLtoyI6NwSFOXfq3inpNuqqKoWW3ssJHZnbj/VKhU0yUUukkfIuM2uw39tDA7T1bNyc6nLgZY6goj+07yYMXnsmHjz/MJ88/meSoGj9xPheJSFxf/utNvHjrH6Pe58nIZO/uXSENCbu3bKJkx/Yan3vZnNlRy8NXu+7Ypx8FrdtEbPvy7PW/izX8hNq+PrgXfUVZKQCZObkh54w+6dQGjUk1Ds0kcRXKSux81RGTu3PIqf3oN6oDLYvsL8mnLwX/UOQWZAHBIcPLPt/I8nmbQh5vzqsrePPer3niD582RPgqBqbKkNcii5FH9wSgbF9wfvLe3eUpiqqOYqgffZWm0c5vPfPPYzjvzmazVaRSqgkad/rZgdvhe06mwrzXX+aes0+mtLg45mu++M9LgduXPPJMDWc2X4nsca1pz98d69fy4zcLo97nT+xiKS/q0QsAE7bgUVau/b7bvmfvmGJNtmjzp/uPHhdy7B7Kr5Rfsxgq7NZrqO2R83ol0JO6e2vwl79d1wIAMlzDhsJXF/7y3dXJDlPFaNW3W/n6gzWsXbqDFkW5gV7Ir94L/oxGHdMrVeHVSSxzaap8VXga6dzrVu3zUh2CUkrVi7fOqxAnzra1a3jiqksobFsUmN+4dc0qug4czLqli2nZvgMFbYILE+7ZtpXyffsiHufyJ6aTlat/l6PxJHCOa3Z+PmUlJbWe13vEqJBj98JQFaWlfPzs44w58VQevuTciGvbdu1O5/4DGXrkT0PK/SMKMnNSu83j+u+W8PyNVzPy2JMi7pv4yyks+vj9FESlGpPG+c03Tnu2BxPTnAI7Yd2T4aF4exnz/vtD1Gs8GcHerFXfbOWTF4O9sn1GBPew27o29tZNlTgrF27hu3kb+e/937B2qV2BbveWfRFzQ0dM7kHPIY1rAaNat26q8LFnW2mj7XFVSqnGrq6LOSXSE1fZ+XPuRXnK9+2jsqKCF266JiKxmfqbCwPXuGnSWgOnxzURqwpXlkcf/bXfwYeFHK9dYlcEHn70sUBob+89557C1zP+GzVpBcjIymbSBZdS1L1ntXH8+vFp9B2VmsXDn7/xagDmv/FKxH36OVSxSP1f3gbm75Hzf+n/4o1qEldPMClYvXg7qxdv56Bje+GrrCIjy+u6b1ugl1Y1DGMMbz/8bdT7WrQNa01shLmdqTKYKkN5mY/s3Mhf0Ycv/xgInZutlFKq4aRDj2s0KxfO571H7o0on/PS8/gqGtcK++lARBDxgKl/4lrd+z/xlxex7LNZgWN/r3jrTl0A+H7+5yz/4jM69ql9EaW9u3bUek52Xj6jjjslsA1SQ5n17OMN+nyqaUrPv7xJ5E9c3cMscwoyKS2u4Ny/BsfXb1mzJ+LaF/78BXu2l9KqQ7BVqLIs9XNbmpvqtrc5+ZoD8XhDBxEc1MiGCYNNzOe89j0LZ6ymx+C2jDulL6075kec11iHCiulVGOXysTVGMPs556Iet/XM/4btfyzF58NOT7lhr/QsU9/3WMyBuKRhO7jGi6vRcuo5f6fzbsP3Q3Ayi/nRT3vp7++irfu+wcA3fY/IKbn9M95BdujKw3wOZj3+su1npORmUVlRSNbl0Q1qGb3FyvT6S2tKA0u3pOZ7aX/6A4UtA5OBO97YIeIa/1DjnduCk4qn//2j8kKtdmqKPNx/8UfMvPZpaxZup3Z077DVAXHzxbviL5yYsfe9o//UVMGB8oa4x68xsDXH9rl4H/83zbefWxR1PO0x1UppVLDPVQ4UXt8xurl2/8UUxLgV1UV2cDesU9/svPyUj7nsTEQj4clsz/iH6cdE9hzNF73/+oXdXnmiJJWHTpFlFWUlwfmjIYvFBbtfAhNXCtr2XInFfqMHJ3qEFSaanY9ruIMAV46J7hp+L7iisD+rX5ZubEtjd+6o47JT7Q922wDweLZ61k8ez0AA8d1DgzJ3r0ttOLIys3g+CuHBY57DSuiMdu2rpiqyuAXoeq2jhGPJq5KKZUK7h7Xhu61jLb6rHg8UVe+XfXNQvY5e4O6uRMXVTMRT2Ae8Z6tW2nbtVstV0QqLY4cxed28nW38PJfb7LPV8OCUDs3bYgo81WUBxeRCvsMnH3n3ZRFWcHXvfVMZXl50lfw3bB8WUznGWdI9vizL0hmOKoRi+mvrYh0EJHZzu0uIrJWRD5y/hU55VNFZI6I3OC6LqayVGjdOTj0srLMFzJvFYJLoNdm+/raV4hT8Yk2TLuy3EdpcQX3X/wh7zxsFy448aoR7DemI+fdOY72PVoEzvXPT/Zvd9TYfDtzbcix+7Porsg2rNjVYDEppVRT1LZr9zpd1xBDK6uT37pNRJmpqqJdtx4R5S/fdmNgGKlbrN9xFFS69sc1CZjr6lfUszdXTXsTgNaduwbKc/IL4nqu1h074/Ha77DhvetZuXkUtolcoDLL1dPuq2bRqER67oaropYfMeXXoQXO59KTpnPIVerV+pdXRFoDTwL+TG80cJsxZrzzb4uInAR4jTFjgd4i0i/WsuS8rFA9hrSNKAv/mx0+7NJTS2+We2VhlVjvP744osxXWcV/7g5tZW7ZPpdJ5w0KDP92O/svYzn1+lER5Y1C2EfP3bPqqwhWZHt3x7bZvFJKqejO+du9XPnsq3W61t/r2pADhauqfJTs2B71vtK9wYb0oy79bcT9Bx5zYtLiai7qsp+ru8F53Kln0X3wUAC2rFoZKHc3hJx2y53Oc9X8yerUbz/O++eD9Bx2IOJsd1Pliy0+b0Ymh55xHgCVKVy0q59/71bnS3lGVhaQvoufqdSLpcnQB5wG7HaOxwAXiMiXInK7UzYemO7cngEcEkdZCBGZIiLzRWT+li1bwu+uk2MuG8oJvxvOeXeMq/ac8ERVapk/OOGsAXTq27JRzqFsjLatK2HrmtCth8KHd7u1aJdb4/3prMoXWlm5G/a/cfXGJrDhVymlmiWP14s3I7NO155+y98Am8x8/up0ln/+WSJDi2r+G8EkOyMzK+S+4m1bA7f3P/wnEdcefuYvGX70seRWsxiQSg73vNP81m3oPybiq2/IcPO2XfxDkWtOXLsPHho4d8A4u6XOgIMPjTmulu3tWi7uHuWalO/by7RbrmWzK+GOpqK8jO3r1wWPy0oR8dCmc1fO+8eDgfJT/3Q7Gc7vXu/hIwFo0a59zPGr5qnWrMsYs9sY4x6T+DY2AR0FjBWRA7C9sf5P6XagQxxl4c/3iDFmpDFmZFFR4no1u/RvTX6r6sfwR/S41jKMJisngzad8snKa5zJUboKXzG4y36tAZj/Vui2RVm5GYEVopuaH77eGnLs7nHd/GNwGHVuYd2+bCmllKo/fwJoqqr45IWneP2ft9dyRf1tWxNcEPLyp14M3M5v1Tpwu//oyEb6FkUdEI+HieddxKWPPhtxv4pRHYZYu3tpxeMJJJkTzpsSKI+2gFZtPa7+4cEAbTp35appb8Y19N3rNHzEuk3Sph++Z+3i//H+Y/fXeN57D9/L47+9KLCQ1fcLvsCYKkafdBptu3bjwvsf54J7H6Pb/geQmZPD8VffyJEXXQHAidfexMTzLw75PCvlVpes6zNjTBmAiCwE+gHFgH9CYQE2IY61LCVG/awXbz8U3As0fKEbqSUy8Qger4eqSu32SiT//NYxJ/SmbZcCeuzflgcuncm+PfYPa4t2OZx161gaeBHHlHLPRapwbb8UbYi0UkqphlHTIjrJ4k+WM7Ky8Xi8nHL9X3jpthsCSQgEAoGZMgAAIABJREFU50t6MzMDScmhZ5zbYDGqUO7EtbBNO7Lz8gNzW/1yW7QkIzubo0OGeNeWuNav48Q/LLcixh5X/xev2j7vSz75CIBNK1fQsn0H5rz4HAAtimxvaot2oZ1SfV0rCBe2acfwycfEFo9qluqSOL4rIp1EJA84EvgfsIDgsN+hwKo4ylKi97AiJp4zIHAcMVQ4hhVbPRkSMaxT1c+uLbaFrvewInoOaRfxc9hvTCdEpNY5yI1R+x6FUcvdjSgVZcFtnLJytbdfKaVSxV8/bVzxXYM9p6+yEm9GBlc89RJAYIVbX0U5lzz6LGNPOYOxp9itV9xDUgvaRK71oeJXl28eMx65F7BDe3scMCzqOZlZ2fzmqZdDfma1zaet7wJbGZl21FZljIsz+RNcqeFd2LkpuGPH9Fuu49HLzmf7ejvFqVPf/nUNVamAunzzvQWYCZQDDxljlonIBmC2iHQGjsbOgzUxlqVMpz6tArfDhwqLCBfdezgPX/5xSPlhp/en6wA7hMHrFXwxToRXsdn4/S7yW2bRqkP0bYYGH9algSNqOOPPGsD02yI3GHdXTi3a5bJhxS7yWmYx8ZyBDRmeUkopF//c2G8+eCfpz2WM4alrLmfr6lUUtGkbqBfyWraiXfeeHHL62eS1aMnBPz8jcM3ki69gyeyZABRq4poQy+Z+QrvuPeO6Zumn9ntkvNfV1rO5/rslcT1eOK+TuFZVVtZypvXWPX8HYMOK6re2mXpF9dvY1LeHWCmIo8fVGDPe+X+mMWaAMeYAY8x9Ttlu7LzXucAEY8yuWMsS+Fri5k6OovWwZmR6OfX6UUw4O9gzm98qm9Yd7QLL29aXUFVpWL88co80Za1ZvJ1Hr/yY+y/+kM0/2vW9fL6qqH+QF3+ynmWfbyS3RVZIsjZgbMfA7Zz8pvuHL7cg+pxV91vVxtnG6cxbxpDXIivq+UoppZIvOy+/9pMSpKKslK2rVwGhW/h4vF7Oves++hw4OuIa96JT+a01cU2ExbNm1vla95zUWCR7CLrHWYnY56s9cd22bg1le2ve/rG2eHULJpUICZtjaozZYYyZbozZGG9ZKrXrZvfLqm7oaVG3QgaN60yvoc4+WK7fyx//tw0gZK6sCvX6PV9RXmrnZb741/lUlPl46LKPmPva94Fzdm/bhzGGmc8sBaBkZ+h8i8PP2A+A/cZ0xONtuqs4Vzc8PTMr+Jr9e7eGjxBQSinVsOJNROpqy+pV3HvuzwPHJ1zzp5ivvfzJFznnrvsCw0JV/WTnRR8NVh2fqzcz3kS0uvNzCuy0otEnnhrX44Xz75VqfJELQ4V74neXhByv+vrLiHOWfTar2usHTzgyzuiUiq7pZgExKupm/wDUNqfVn9hWuVZ5a9Xe/gFr3zP63MTmLvyPbpvO+bz2T/vH7st3VwOwcMZqnr5+Dos/WR84z78Qk19Gppdz/3pwSM93U1Rda6T7s7nqm60RZUoppRpeMnuQ1i75H+uWLqaqysdTV/865L54ktCsnFyK4hyiqqonta3cGWbzqmAjfdyrSkY5f8jEIzn1T7fTe8Qo2vfqG9/jhfE3vPhqSVx3bY7sZ3Jvd+P3/tQHqn0MX2Xq9opVTUuzT1z9PVe1LTs+YGwnIHQBnT7D7cpoLZ0E1ldZxfy3VrFvT2wT3RuL+y/+kPsv/pA920vjus7dqwpQ0Co7ZDuX1Yu3Mcc556Nng3Mm9hvdkXAFrXPwNuHeVoje69+xdwvK9lby+esrKd8XbLmtbbsmpZRSDS/al/y6mHbztbxw0zV8/NTUkPIjplyekMdXdeRUvRuWL4tpNV53j2vPYQfG9VTRelxFPBT16MWJf7ip3r3oXmfOaW1zXF/+680RZdF6nvcbU/0esiu//CK+4JSqRtPOBGJQWWEXV/Jm1vxW9DygHZc9NJEW7XIDZQcd1xuAjAwPW9fu4aFff8Tnr6/k31d/wrrvdiQv6Aayr7icR68MLk4V72vy96oCIFBaEtri9sY9X0c0GIw+rleT71mtVpRctKoK1i/fyfy3VrHwveD7qT2uSimVfh67vPrFaeriy7dfDzkeMlGHXKZSdm4exdu38dwNVzHjoXuinrN39y4+enoqFaWl7Nttp/cc9/vr6XnA8Lieq123HhFliaz7PRm2x7XK1eNaWVFB+b69Ief1GxW5jmq0pLqqhlWQ2/foXdcwlQrR7BNXf69ppz4t477W4xFy8jOpLPdFLNC09LMNCYkvlVbM3xyYnwpQvq/2eRDRnHfnOLoNaB3S2xpNj8FtOfDonngzmufHMlqP6+ZVuwO3a2tcUUop1bTpAjep1XvEKMr22sRu4/fRt0H69sMZLHjzVZbOmcXr/7gdgL074+/M6DtqDN2HhG+fk8DE1d/j6lqc6dk//pZ7zwudO/vFf16KuDZaj2vJjm3kFragfc8+gbKM7Gx7Qz+3KkGa/TfhXkOLuPSBCYGVguNVWlLBtx+vY/a05SHlviawv2v435nZ0+q2V11+y2zWLAn+0R5+ZHcGHdI54rzBh3dp1pVytJbUtl0KAre/cvW4KqWUSm+bfvieHxbOj/u64h3bkxCNSgRjDDs22jU58lu1iXrOlh9/AAjpkfXFuOVMuDadu4Yc//jNwjo9TjSBOa6VwU4J/8rVfu6e1V/ceheHn/0rAKqibAVZWlxMYdsizr7zbkb89HhadujIydfeAkCrDpFTwJSqi2afuIIOu4zGGMPHz8efqBpjWLt0O0vnhPY4T75wcOD2iMk9QlbFPfjkvpzw2+H0GNy8l+uPlrO36xpMXMv21q3iU0op1fCeufY3vHLHzXFf9/DF5yQ+GJUQs559nP/cdSsAGVmRW9J9v+CLkNV1uw603336jhpbp+cbduTPyCko5Kw77gbgmCv/UKfHicabEdnjGm71t18HbnfuP5CuA/YHYPGsDyLO3bBiWWAxqgnnXsgF9zxG10GDOfZ31zHhvCkJi1s1b013U8wUW/fdDkp2lpHfKjvVodSJf+6vX3ZeRsjCVNX5+LllLJodXCF48GFdAOh7YHsqygbi8drh1WOO701VlWHx7PX0GV4UMne4uQpvQDn4pL589sqKiPNG/rRnA0WklFKqvipKS8nMyanXY7Tu1IUzb/9XgiJSiRBtUaPX/vbnkOOW7Tuwa8smWrQrqtNztO3ajcumPg/AVdPerNNjVMff41pVw6rC4cl5a6cHeOWX8/BVVgaS35p6lPuPHlffUJUK0B7Xeqouidi7q5znb/28YYNJIPcKtmCHrIYns+EqynwhSStAt4HBoTQDD+4UWDE4Oy+TCWcOiFjwqjkLT1zbdSug78j2UU5soICUUkrVqLqtZtxDLGNZfbY2he2K4t5DVCVXLMN/9xXvCey7mm78c1w/nfYMn057OuQ+fzIb/tnNyg1+X/v2g3cBWLv4f/zfmSckM1SlAjRxrafsvGCn9f6HdeHka4LLnZeVNN6hneHDUn2VVWxYsYsHLp3JNzPXRr3m4+eXRZR5MjTLilX4UGGPV6JuDRTeOKCUUio1qlvNwj3cNxF7WP7k/Evq/RgqsWr7uRa0bUdpcTG5BQU1npcqwR7XSua+Mi0kEa8sL6PK5+Pl224EYOChE4DQxcE++PeDACx467WGClkpTVzra8vq4Eq5i2ato2Pv+FcnTkf+vWg792tFnxFFbPrBrm5rqgyzp0ef+7psbuT+dV0HtE5ekE1M+MJUHq+HjCgrCecW1G/vNqWUUgkSZVsQgBLXKrK7N29m44qa14z4bu4nbFu7mt1btwBwwKSjyGvZCoBjf3cdbTp3SVDAKlF8FTUnrsXbtrJ+2WJyClo0UETxCf/O4e519fl87NsT3NVg9Ak/j/oYxpjqfgWUSgqd41pP4UNqAY67chiv/99XKYgmcfbutonrYb/oT9vOBSz5bD0fPrUUgO6Doq+k5zflnsN55oY57N1djterbSN15fEIvigrNg39SbcURKOUUioWJWFbn7xw0zVAzXMU3/jXHSHHWbl5ZOcXsHfXzmpXr1WpFWtPen3nNzeUVV9/Gbj9zv3/ZOWX8wLHBW2iL565dc2PmKrgHNnDzjo/eQEqhSau9ZaZ7Y0o6zYgWMns2FhS5612UmXXlr3M++8qwG5lA9CyKDi3Jie/+h6/ou6FZGZ5OeevB+OrqNIVm+tBPOCLMq+4/6gOKYhGKaVUOBOlu+mhi86Oeu62dWto2yWy4bGqKnJxnLKSYrJycv1PUr8gVUplZDaOUVLiCXY0uJNWgOy86N9jPR5P6O+AflZVkml3WD3tf2hw+M4hp/aLuP+1fy2ksqL6FdvSSWlJBeuX7+CZG+eyY0MJEJzDW9A6uDrynu2lgO2VLS+1Pc5zXrWr3/pXHvZ6PWTlaLtIfZSX+gL7uI6Y3D1QnpEV2ViilFIqvf1v5ntRy7es+iGiLCs3L7DugX8uokqNU/90e/Q7xMPe3bsCh9WtzuvNaByJq8cTW0ow+ZIrA7dNVVVIUlvTCsVKJYImrvXUZb/gHE73ENpT/zgKsKsLr17UODYTn/X8Ml79R+jm1v45EO6Vfzes2EVFuY/Hr/mEp/74Gfdf/CFfvrsagD3b6796orLadMqnoHU2lz00kX6jdPNupZRqzKrrtfpqxlsRZYVti+ji7JmZ26JprJ3RWHXb/4Co5TvWr+XBC89k00rbcO+f89qiqD0/vfz3gfO8jaXHVWJLCfJcn8fVi75l6acfB441cVXJpl1iSdKyKJjo+Spr3kYmHezZXsry+ZtDyvqPDh2SesG/DuOx39qNtTevspP2w1cf1oWDEievRXD/tChTXZVSSjUivoryqOXlpfsiyg6YNBlvRiZDJh5Jqw7acJnOdm/ZTIfefVn1rW347z1iFF32GxS4v7EkrtU5KGxhJveQ4s0/hO41X+VrvLtpqMZBe1wTKK9lcDhtVm6wTWDGY4tSEU5c5r+1KqJs/0M6hxxnu17Ta/9cGH46ACOO6pHQuJqr8+86JLRAE1ellEo7/lFJZ/31/zjkF+fWeK6vmt6o7+bMDjn2eL1kZufg8Xpp27V71GtUavUfPS5w25/Ivf732wBY8cUcWhS158Cf2b1NG8tQ4Q0rIrc0BOgyYFDo8X4DKWxXBMCijz8Iua+ylpWWlaovTVwToMt+rcgtzAxJ7GJlqkzUxR2MMXz2ygo2rdod5arEW/xJ6N6gp994EJ37RW5lc+YtY6p9jMsemkibTo1rIap0lVuYFXJc04JYSinlJyJtROQIEWmX6liaE4/XW+tc1Mry0Kk0JTt38NgVF0Scd9FDTyU0NpV43ixXHR2+lZ2TqAZ6Whv5gkVFPXqFHGfl5nHhff+OOK9d954MPeKnDRWWaqY0cU2AE347gvPvOjSi/Ff/iCzzW7N4O/df/CEPXDqTD55YEnH/ph92s3DGal6+c35CY41VXsusqOWFbaMv6z72pD7JDKfZy3f15iulVDQi0hp4EzgImCkiRSIyVUTmiMgNrvNiKlMxcJIWYwweT2TiOvaUXwRuV5SWhty3Yt5cdm0K3f985LEnhcwhVOnh149PDzl2p6ombFXow8+2W8J4vLYzI9qq0emqbdfugbnVfoVtItvAwveABTj3rvt0WLtKOk1ck8jdSxbeq/r6PcF9Xpd9HlpxAbz8twXOdUkKzqXKFzoHt/9BHcjJi97D583wMHBcp8BxnxHtOfsvYxlxpA4RVkqpFDsA+J0x5jbgXWAi4DXGjAV6i0g/ETkplrKUvYJGZvjkYwAobFeEJ2zf8ryWrRh4yPjAcfm+0Lms0baLyy1skfggVb1l5+WFHC+ePTNwO/zn2mPIMCDYEduYOly3rV1Nxz7666/Sly7O1EAqy6ui7vkaC2NM1NatRNm7O7hgxJm3jKFVh7waziaQ1HYb1IajpgxOWlxKKaViZ4z5GEBEDsP2urYB/F1FM4BDgOExli13P7aITAGmAHTvrvMu/Q6YdBQHTDoKCPaw+Q094mhadezM+HMuZP5/X40YKuxuNB7yk8l06NWXwROOSH7QKqHeeeBfbFu7OnAcnNPqz1zTd4HOHgcM58dvQtcsyc6PbcpXVm5uIGk//Za/JTw2paLRHtckm3D2AMDukeqWmRN7Ertrc+SKg4m0r9jGdvRFQ2pNWgGy823l7N4iRymlVOqJbeU8DdgBGGCdc9d2oAOQH2NZCGPMI8aYkcaYkUVFRcl7AY2YhO2DmZWTi4hw4M+Op0XbIlZ+OY+SnTsC938w9YHA7ey8fIYecTTeDO1PSHcnXXszE869MKRs3usvB277f4bDjzqG3gcexPCjj2vQ+OJxyvW3RvSwZuUEvwd2HVR958T5//dI4Hb4Ak5KJYsmrknm751c9c3WQNlHzy6lojRyzsO6ZTt4/e6F7NhYElL+7E1zkxrjxu/tBto5hbEtAOQfAt0YtvlRSqnmxFiXAd8ABwP+FsYCbJ1fHGOZipPHlbhm5+WHJCw7N20A4KGLzqZs715WzAut1zOydB2DxqL7kKFk5gYb7nuPGBW4PejQCYEGjNzCFpx4zZ/Sfs7ykRddEXKcmW0/i92HDOPEP9xU7XVZznsw8NAJyQtOqTDatJdkOQX2LZ71wncMGd8VgEWz10c997V/2eEaz938OQD7H9aFRbPWRT03UbatL2bWC98Bse/BmpFle4t9FZq4NqTJFw7GE2VOlFJKAYjIH4ANxpingFbAHdhhv3OBocAyYG2MZSpO7h7XUcedXG3v6dJPP+b9x+4PKfMnCyr9eTxeRFyNFPkFgdutOnaOdklayyksDDn2r45d2KYtWTnVj6zLzM7h4oefTvvEXDUtmrgmmT/Jq82+PZEbk+9/aGfKSipYv3xnosMKeMVZBAogtyD6SsLhvBn2D7b2uDasvge2T3UISqn09ggwXUQuAP4HvAbMEpHOwNHAGOzw4dkxlKk4uRPXb2fOYPSJpwaO3Xt5rlw4L+LaLT/+kNzgVMKIxxOy7oivsjJwu133xrdQZfhq2P7PcVVV7d/x8ltFbpuoVDLpcKAkK+peGFHWqa9tnTrqosFk59m2g39f/Unktd0KaVGUS2lxBaYqOcvSlbuGLOfE2OPqn5+bkakfn2TwfyaUUioexpgdxpgjjDGHGWMuNcbsAsZje1InGGN2GWN2x1KWmlfQuLmHCncdGDo30J3UrlzwRcS1A8YdnrzAVEIMcg2Jdf88fRXBNUz6HXRwg8aUCOGLfwYSV1/j2cZHNR/6DTnJ3H8QTJVBPEKVz9BtUBv6DG+PxyO89eC31V6f3zKbqirDA5fO5IybR9O6Y2yrvcXCvZpwPLoNbMOoY3pxgDP0WSXO+X8/BK9XGwSUUolhjNlBcMXguMpUfLyZwcbfAQcfFnZv9MbnAeMOJ791G/oceFASI1OJMPnSK5l0wWVA6PY45XtLqrukUcgIG6bub4AxMfS4KtXQ9BtyAzjo2F4A+Jyl7yvKfIHeyu6D2tZ47Z7twQ3Lv3pvdQ1nxm/em8GhSWfdOjbm6zwe4aBjesXcQ6til1uQRVauticppVRj405cw1cYrm7U1M+uuJrxZ/8qqXGpxPB4vGTm5ADQe8RBTLrgMop69qZkV/KmczUE9zzWn994W+Bz7J/rqlQ60cS1AfjnuRZvL2PTqt1sX19CyS7b2+mtZritx2t7ajv1CU56X/zphoTGVbzDJsWn33gQLYt0axullFKqrrxeV+IqoXV7RlZsa0ioxkFEGHrE0eTk5bN9/dpUh1Nv/j2IO/btT+8RB3Hgz05gwnlTUhyVUpE0cW0A/pVgn71pLi/dMR+A1h2Dw0yGHxm6mfuF/3cYF91j57v0Gtou5L7l8zexYUViWvdWfbsNgLZdCmo5UymllFI18WYGR8t4wnpcJ19yZcT5RT16JT0mlVyejAwwyVmDpCH5F5XKzMrGm5HB+HMu0NWCVVrSMYkNYPe2fRFlW1bvCdzuf1AHFs6ww4BPuvpAsnKCP5bwSfMzHlsEwGUPTQwpN8ZEnFuTinI76T47Xz8CSimlVH25e1nDhwp32W9gxPmFbdtFlKnGpaksYHTyH//M9vVrIz63SqWbmD6hItJBRGY7tzNF5A0R+VREzq9vWXMwYGyniLL9D+0SuN2uayGXPTSRyx6aGDI02O/U60dFlLnN/c/3PHDJzJgXW/rhm608csXHAPQeVhTTNUoppZSqXutOwT08K0ojG6wvfvjpkOPdW7ckPSaVXGsWfZPqEBIir0VLug7YP9VhKFWrWhNXEWkNPAn4l7O9HFhgjBkHnCIihfUsa/L881Xd9j8s9k2qi7pFvk1VvuBqbwve/hGI3rMbbuncDbz1QPAPbfm+ptFaqJRSSqVSXstW9Blpt8CtKC+LuD98z0v3/p+q8dPFjJRKvlh6XH3AacBu53g8wSXzZwEj61kWQkSmiMh8EZm/ZUvTaI0UIhPXeLc8GTqxW8jx91/a92bn5r2BstLiCratK8ZXWf0S5h88sSTkOK+FLhihlFJKJYI3w06/iSUp1TmEjV/vEcERcb997j8pjESp5qHWCY7OxuTu+ZP5wDrn9nagQz3Lwp/vEeARgJEjRzb+Ge9A2OKCdNmvVb0fY8bURaxbvpNFs9YFyr6ZuZY1i7fTqU9LTrr6wIjH2L01tEe2sG0OY47vHXcsSimllIrkT1xjmfuo+2Q2fgMPGc/KL+elOgylmo26rMxTDOQCu4AC57g+ZU2ee9GkTn1bctCx8SeL+43pyFfvrwkpcyetAGsWbweotsf16RvmBG6PPr43I4/uGXccSimllIru0DPPw1dZSb+Dou+Nnp2fT1lJCQBVVTpVp7HT4cFKNay6LB+2ADjEuT0UWFXPsiavvDQ4ZGjyhYPp3Df+Htd2XQs59Y+jOPGq4bWeu/nHPbWek5mlf2yVUkqpRCps045jf3stmdk5Ue8fduQxgdtF3Xs2UFQqWTKyslMdglLNSl16XJ8E3hKRQ4FBwOfY4b91LWvy3PNIM7PrnjAWdbeLNOUWZrJvT0XIfYec2o9Ppi8PHL9xz1dMOHsABa1t5elPnrPzM9j/0C4MPqwLSimllGo4/h66zv0HMvH8S1IcjaqvjCxdJ0SphhRzj6sxZrzz/4/AEcCnwCRjjK8+ZQl9NWnKnzxCYno6x585IOT459eNZNC40FWKVy/ezvS/zg8cl+y0KxwefFJfxp7QB2+m7tWllFJKNST/HNguA/cnIzMzxdGo+vJmauKqVEOqU/ZijFlvjJlujNmViLLmRDyRKwzHq13XgsDtsSf2oX2PFmRme+k7sj3tewS3ztm3u5wXbv0CgNfv/gqAlu1y6/38SimllIpfZo6tg8v31b59nUp/rTp0THUISjUr2u3WCOW3DM6pyCkItthOvmAwP79uVMi529YVU7yjjOIdtsc1v5XOx1BKKaVSITsvD4DyfXtrOVM1BuF78yqlkqsuc1xVirmH+W7fUBJx/2UPTeSr91fz6UsrAHjyuk8D97Us0h5XpZRSKhWyNHFtco658g9k5kRfjEsplViauDaQ0288iH3FFbWfGKOjLx7C2w99S68D2kW9v3Wn/IiyyRcOTshQZaWUUkrFL8OZE+mrSNz3AZVa+409NNUhKNVsaOLaQNp2Kaj9pDj0HlbEJfePx+ONPtq7+6A2ZOdlULY3uBVPr6HRk1yllFJKJZ+/6dgYk9I4lFKqMdI5ro1YdUkrgIhwzu0Hh5R5M/THrZRSSqWMx9bDmrgqpVT8NJNpwrJyMjjr1jGpDkMppZRSQEaGXVAxM1vnRCqlVLx0qHAT17Ioj6OmDE51GEoppVSz12Xg/hxy+jkM+cnkVIeilFKNjiauzUCfEe1THYJSSinV7IkIo088NdVhKKVUo6RDhZVSSimllFJKpTVNXJVSSimllFJKpTVNXJVSSimllFJKpTVNXJVSSimllFJKpTVNXJVSSimllFJKpTVNXJVSSimllFJKpTVNXJVSSimllFJKpTVNXJVSSimllFJKpTUxxqQ6hmqJyBbgxwQ9XDtga4IeK9HSNbZ0jQs0trrS2OKXrnGBxlYXW40xR6U6iMZM6+aUS9e4QGOrK40tfukaF2hsdRFT3ZzWiWsiich8Y8zIVMcRTbrGlq5xgcZWVxpb/NI1LtDYVOOXzp+TdI0tXeMCja2uNLb4pWtcoLElkw4VVkoppZRSSimV1jRxVUoppZRSSimV1ppT4vpIqgOoQbrGlq5xgcZWVxpb/NI1LtDYVOOXzp+TdI0tXeMCja2uNLb4pWtcoLElTbOZ46qUUkoppZRSqnFqTj2uSimllFJKKaUaIU1clVJKKaWUUkqltUafuIpISxF5W0RmiMirIpIlIlNFZI6I3OA6L6aydIgt2nXpEpurvIOILEx0XAmK7QEROTZd4hKR1iLylojMF5GHEx1XnLF1EJHZruNMEXlDRD4VkfPTLLbuIvKRiHwoIo+IiKRLbK7ywSLyXqLjSlBsb4jIsHSKTUR6i8gHIvKViNyYjNhUeqjP3/Hq/ranOrZo16VLbK7ypNTNCYgrKfVyfWITrZu1bk5NbFo310OjT1yBM4F/GmOOBDYCpwNeY8xYoLeI9BORk2IpS5fYolxX64a8DRib39+B3CTEVa/YRORQoKMx5o00iuts4Fln36xCEUnG/lmxxNYaeBLId113ObDAGDMOOEVECtMotouAS4wxE4FuwJA0ig2nsv4nkJmEuOob25nA98aYr9Istl8DfzLGDAMmi0hRkuJTqad1c8PG5pesujld6+X6xKZ1s9bNDR2b1s311OgTV2PMA8YYf6tKEXAWMN05ngEcAoyPsSwtYoty3eZ0iQ1ARCYCJdhfioSra2wikgk8CqwSkePTJS5gGzBYRFph/8ivSVFsPuA0YLfrUne8s4CEV9x1jc0Yc70xZolz2BbYmi6xOX4JzEx0TPWNTUTaAP8AdojIhHSKDfu7cICIdACEmeLIAAAgAElEQVSygZ3JiE+lntbNDRsbJLduTtd6uT6xoXWz1s0NGJvWzYnR6BNXPxEZC7TG/uFZ5xRvBzpgWxViKUuX2EKuM8bMTZfYxA6NuhG4Nlkx1TU24BxgMfA34CARuTxN4voE6AFcASxxypOiptiMMbuNMbvCLkmL34NqYvNfdxqwyBizPl1iE5G22Arh78mKqa6xAb8FXgQeBs4RkePSKLZ3gDHY34UPgcpkxabSg9bNDRNbQ9XN6Vov1zE2rZvrFpv/Oq2btW5ucE0icXVaMe4FzgeKCQ6TKcC+xljL0iW28OuSoo6xXQs8YIxJamtMHWMbDjxijNkIPAMkvEWrjnHdBFxsjPkzsBTbGphwMcQWTbr8HlR3XW/g98CVyYirHrHdAVxnjKlIVlz1iG04cL/zezAd23KfLrFdC5xnjLneOf+IZMSm0oPWzQ0aW9Lr5nStl+sRm9bNWjc3ZGxaNydAo09cnVbGF7Ef1B+BBQSHFg0FVsVRlhaxRbku4erxvk0CLhORj4BhIvJYGsW2AujtlI0EEvre1SOu1sAQEfECo4GEb54cY2zRpMvvQbTrWgPPA+dX1+KbqtiAw4E7Xb8Hf0mj2JL6e1DP2HoB3UQkBxhBEn4XVHrQurlhYyPJdXO61sv1jE3rZq2bGzK2dPldiKbx1M3GmEb9D7gE2AF85Pw7F/gaOzF7CdASaBFLWRrFFn7daekSW9hjfJRmP9NC7C/sLGAO0CVN4joIWIRt+XoPKEjFexbt54YdJrUIuBuYh53Eny6x3QlscF13eLrEli6/B9W8b52Bt4BPnc9bYRrF9jNgJbAH+8Un4Z83/Zce/+rx91Lr5jSsm+vxniW1Xq5nbFo3a93ckO+b1s0J+CdOwE2K0xp0BDDL2C75mMvSJbZU0NiaTlzxxCEinbEtcu+aJLWe1jW2VNDY6iadY1PpQevmphVbusbVGGOr5jytm100trpJ59jqokkmrkoppZRSSimlmo5GP8dVKaWUUkoppVTTpomrUkoppZRSSqm0pomrUkoppZRSSqm0pomrUkoppZRSSqm0pomrUkoppZRSSqm0pomrUkoppZRSSqm0pomrUkoppZRSSqm0pomrUkoppZRSSqm0pomrUkoppZRSSqm0pomrUkoppZRSSqm0pomrUrUQkTNE5DrX8T0iMiHBz3GTiNxYj+tXiki/RMbkeuy5IjIwxnOvEmuliBSKyC0i4hGR10SkfzLiU0op1biJyGkiMsp1fICIPJuAx+0vIn3CyjqIyPoarmkpIjeKiMdVVigiT4tI61qe7yIRua2G+8V57CzndnaUc7Lcz50oIvKCiBwd47m/FpEcEflQRIaIyNUi0kJEHhaRwxIdm1Kxykh1AEqlKxH5EqgC2gLZInKyc1dPYLKI7AEKgZ8CLwI+oKyah8sGMMaMch77daCN6/4OQEcRmRx23USgJfCeq2yOMeaSsPMqnH/u+M8EJhljfukqOwG4BygBzjTGfOmUXwzcDKwFfm6M+cH1UKX+xxaRdUBfY8w+EekNTAD+bYwxzrndgF8BlUAv4CDACxwOrK7mvVFKKdVMiUgn4B/AaSLyNrYebQd0FZFnnNOyjDGnOvVyzHUtsD/woIhcZox52SmLqC/DlACjgIeAKU7ZZUArY8yOsNizgQpjTJVTVO5c77/fA2QYY8qduIyIVAKPA78HXnWOw1/DuSJyqnNOJbAQuNwY8z/XYz8HrDfG/N45/gVwkTFmvBPXamC8MWaJc4m7Lv8UuMAYs8R5/48DHvfHic0PbnCeOx843Rhzl4hMBO6s4b1TKqk0cVWqGsaYEQAiMgXoDrwAZAK/AaYZY972nysiFcBpwAag3JXI+Su2TsBzrocfCIzHVqrlhMoAlgPvYisNL7bC7Cki44GrReQ0oDW2AjfYBPp0EfnCGPOhiBwD3A+85oqjPfAYNoksBaYBI0VkCHAjMALoAdwH/Kyat6UC+yWgCtgKzAcKgD0i0hb42ok3BzgM+BJbIS4zxpQ6ceT4byullGq+RCQLmA5ci60/fomtny7CJnD3YEcH+nsm46prjTGvOr2rA0XkHuAQQLANxfOd2wuNMRe4rql0ksC7RKQQW59dCBwc5SVMA3qIiM85bgtkishJzrEHWw9e4CSxAtyBTSg3iMgR2MZptz3GmF0iArY+vtF5f94SkX7GGH/SPgHY6LpuOnCbiAwGhgGfu5LWcBXArSKyC9gDLHDi2CIiOcB67HeL1tjvKrOcntYCY8xKsO+3KxalGoQmrkrVbiq2svkd0BlbgfnCzvG33j4LdBaRrsBebHKXA5yC7b31ewxbwQ3HJq7GdV8GsAO43Xne8OfyOeUe12P6rxfn/18CtwJDXNdNBt4zxiwCEJHVzvDdE4CnjDHrgfUi0k5E8rG9pfdge5j/KyI3O49zgTEm0ELsDCF6AGiBTX6PwPa8DnBiPd95T+YD/YBlzmMrpZRq3vpgG0DXYXshWwN52LprMfBrYDPwKjaBi7muFZGWwOnAI8aYz50eykpsXfWVMWak2Oww0x+MiPwNOMk5D2CeE08O8LGIeIF3jTG/BjDGnOB+MSJyHtDRGHNHlNd6ALYXtxLoJyJXY3uWTwJWOOf0Aj4BrvdfZIzxJ5m/xCar74jI/tge1fYi0tYYs80Y4xORfwGXYr9bXO3E1N95/zoAh4rIg85DX2uM8T8vInKpiLyEbTg4DFtPjwSWANuBSwCPU5d3xzZYDzPG7InyWpVKCk1claqBiPwGmwQCFGF7E8c79z1gjHkk7JJfYJO1PwFLsS2gmdhW4ABjzJ0icjBwIraScMsBPjPGPOU8TxW2gv4K27v5P2PMCyLS11/pOHE+Y4xZ6zzGKcC5YY/bFfjGdfwj0Ncp/8hVvh7oYYyZCQwRkY+wyeoKEfkTcIuIbHDO7YAdGnw39stFMfApNqmuwCapp2AryKdFZC5wLEoppZo9Z6jq1cAsbJ11N3AW8CZwJvAX7GinIWGXxlLX5mLr7+NE5Cz/MF+nJ9P//AbXqCdjzDXANfG8BhH5AOiCrf/8ZadgG6dfMsZc7Tz2V8AYp5d5lhPzxcAiYLZz6RhCG7LdvsY2CL8D/ARbb3fCJrMvOedMBb4DVhtjPnGe9ztgfxF5Avs94X0R+QlwlYgscq5rAVwFvAzsA1Y6r6kU2IltTD8YuM8Yc6uIvAD8Q5NW1dA0cVWqZvnA/xljnhCR3wNlxph7/a2qUc6/BZvY+luBr8BWIjdHObcFNrF7NKz8Quc+vyrsPJZhzlDhK0WkBfChiEyONhTImUcTXuzFVj5+JUArp3x3lHK3k0XkfeAMbK+q/8F/AI4wxpQ7LcBzsYlvBnAd9gvAZuBA4GmgtTFmS5T3QimlVPN0K1BljFkuIluBV7B179PYxtrrCZ1qAzHUtcaYjSJyOHZ+6k+dOrwE2zjcSkQ+wdZlhdjG2S/qGH+Zc/0n7kLne0K0RRNvxiaQpSLyBsHeVrBJ6ffVPE8x9v0Au/7FI9jE9Sc4iasxZq+IrAC+quYxJjjfDX6DHTbtXwRqH3C0MWaTiPTC9mBfA/wZuAk7MisTW5eD7XGtLk6lkkYTV6Wi8C+oQOjw3kxgW9h5GbiG8hpj/uiU34xtBZ6AbTH2RnmapcC32BZWt2+d+/wiVhc0xuwWkb9ik9zfxfKasEmrOyHNxb6+qOUiMhTbqj0MW7E+iZ2r416NsTO2UluE/QJxEzah3wN8iO3VPQz4SES6YRd/UkoppfyLCB4GGGfY7hTs3NUq1zleXMN5Ifa61hhT5gyf7W2MGe5cMwO70NHT1cS0DpsMh0/TESDHGNMjrDwLeFxESsLK22B7Vd2PfQ52waWVIrIReAKbZBZhhyT/iJ2PG21kUj5Q7LwfhwFjsd8PAg3STr3dAThFRP7kfFfog+29PhL43HnOJ7EJu3+Oajvs8OsvnLh/i20c8ABvYEdQHYyty1sDhcaY7VFiVCqpNHFVKroDsUNuysEuDY8dopPvDMv1z385HTt31DlNslyr8gG8jZ3v6V5AAacVeDp2ESawQ4ryCa68e7mI3OgMF/YSOlTY38P6kHthihjMx84R8huJnfdigEOBZ50vDiOw840GAJ9hW2XvcFqvy7Fzb/1fKs7AmXNkjHnDifEFY8w4EbkCyDPG7BGRL4BncC0WpZRSqtlbgJ07+QC20fM1oMyZIpOFrYM9QIYzvBXiqGsdlwGDgYtFZCS2d/dpZzjvZmPMLPfJxpgu8bwAY8wkJyj/azkYu5Lw393nOfFfiO09nomdQ7rCGHOIiJwFDDbGXCsirxG5aCPY4dIPYr+f/GCMOdB53PUi0s0Yswb4A3aF5uHYBa7uwjZMf48djvyo07Ndjl3A0f9+TSJYly8QkUOw035GY7/j/NTZTeAV7M/ow3jeI6USRRNXpaIwxszDLqQAgIiMA+4FXscO/Tk3bIEiwfY4ThcRfwvmJOf/bOxwG/fY3QrsMNsXnONhzvVvOseTCS5C4SV0qPAfnBjjSVrBtqT2E5ELsF8E+jplOcA/ReRDbOW+zakA1zivLbxHt5hg4hpeuXbEtiR/iK04T3fKX8bO5bkApZRSCjDGLBWRds7hVuw6DPOBTdiG1uOwdeMkJ3GKq64Vu7/574ADxa6WewtwnnP3V8BrInKEMca/bkOdiMhYoD1225qDw+4rMMYUAx9j13i4A9uzOg241BmyXATkOQnjwLDrM7C9tIKd13oVtufU73NgoojMwg4h/hU2Sf1ARO42xiwAFohdwdhtL8F5ueGrA3fG/hzewTZi/8kpf8WJ/9ba3xWlEk8TV6VqIHZ5/SnYVtKTnZbK24FPROQ3xhh/5ZEJrDHBvePCH6cnkb9vm7GrB4JNHo3reADBBRrKgBnO7VnYVlD/47bBVuJtCfYCR+XMez0eu1JwC+f1lAPlTsvzXc5znek8dgF2KFI3Qve8u911uzPwvuv4S+A/2NUMLwWOdmK8Bjvn9TUROd0Y821NsSqllGo2MrANtEc7t4uwSeyvnNtHAOc4Q3xjrmvFbmXzEjZZ3YndD70LdlhvS+z2L52A50RkErZBNsNZxbdaTiJZZYypcr4jnIHd2/RCY0yFiBgnTn89+oOI9DTGlAA7nTmm4vyrrsfV79fYntO5wGTn8X+CHcHk9zl2nuso7F6s+4BlIvKt8749jk1o+xNal19N6FDhJ1z3rcA2rP8ZO8f4ALFb/NyATaIfEZFzjTGzUaoBaeKqVBROq+6D2AUJngcO969IaIz5o4j8FJjqLCQxCfu79KKrBThcNqFzVbOxQ3DuCzvPf9wNuww/zjySKc7tKkLn3VZhF3d60hgTMkTKGPMEoRURxpil2HkuhJXPwQ4JdqvEtgjPwel9xQ7dGuPvbRaRvxCsoNtje4zfwi7YtFtEemNXTv6psXvWrcSuSnyKew6TUkqpZisTW7f8APwTO6rpn9g1EdpgF2maYIzZ6iSNsda1HbAJ31NOw+00bA/jGmyP7mbswoT3YRPYbGCGiFRS/cq+4px3uv+xsaOzzjDG+BtxP8UmwydjpwC96SStfjnO680E+jo9rvbB7e2BQJYx5maiLOxojDki7Dja1jsYY452Pe592C1tvnSKsoATXTsTXIDdigcRyQP+i+2RPsmZJnQWtjH6dGPMd86w6D+JyAlhr02ppJL4Rxsq1TyISHdgR03LvYuzf5qI5AKlsQ7fdRZXyDC6ebdSSikVk3jr2mQTkVbArnjicXp7S7X+Vyp+mrgqpZRSSimllEprEdtsKKWUUkoppZRS6UQTV6WUUkoppZRSaS2tF2c66qijzDvvvJPqMJRSSjUdUvspjYOIdABeMsYc6iobDPzLGHOEiGRit69oA0w1xvw71rKanlfrZqWUUgkWU92c1j2uW7duTXUISimlVNoRkdbAk9hVS/1lgl2NNdMpuhxYYIwZB5zibA8Sa1m1tG5WSimVCnVKXEWktYi8JSLzReRhp2yqiMwRkRtc58VUppRSSqm4+IDTsNt5+P0SmOk6Hg9Md27PAkbGURZCRKY4df78LVu2JOQFKKWUUvGoa4/r2cCzxpiRQKGIXAN4jTFjgd4i0s/ZqLjWsoS8CqWUUqoZMcbsNsbs8h+LSFvgLODvrtPygXXO7e3YfS1jLQt/vkeMMSONMSOLiooS+VKUUkqpmNQ1cd0GDHb2r+qG3bTY31o7AziE0BbcmsqUUkopVT93ANcZYypcZcVArnO7AFvnx1qmlFJKpZW6Vk6fAD2AK4AlQBYJatXV4UhKKaVU3A4H7hSRj4BhIvIXYAHBBuKhwKo4ypRSSqm0UtdVhW8CLjbG7BaR3wG3AY8699WrVdcY8wjwCMDIkSNNHeNTSimlmg1jTH//bRH5yBhzg4j0AN4SkUOBQcDn2MbjWMqUUkqptFLXHtfWwBAR8QKjsUOUtFVXKaWUakDGmPHVlRljfgSOAD4FJhljfLGWNVD4SimlVMzq2uP6V+Bx7HDhOcC/gNki0hk4GhgDmBjLlFJKKZUExpj1BNeWiKtMKaWUSid16nE1xnxhjNnfGFNgjDnCGLMbu/DSXGCCMWZXrGWJeBFKKaUaB19JBWuvnc2+xdtSHYpSSinVrMyfP5+bb76ZysrKVIdSJ3XtcY1gjNlBZAtuTGVKKaWah4p1xQAUf7ae3EFtUxyNUkop1XQtWbIEYwyDBg0C4P333wegvLycjIyEpYENRpe8V0op1WBMhZ0+KZla/SillFLJNG3aNKZPD/YXlpaWAmBM41z/Vr85KKWUajCmvArQxFUppZRqSJs2bQrc9vka5xp8+s1BKaVUQpkqw7bnllC6YmfEfXs+tVt5V2wooarUzrHZ9e4qyn7c3aAxKqWUUs3Ftm3bePDBBwPH3377bQqjqTtNXJVSSiWUKa1k3zdb2fpYZMWY3bsVAJVb9rHp3oX4SirYM3MNWx78uqHDVEoppZqFV199NdUhJIQmrkoppRKqcltp4Lbxhc6jqdyyN3Dbt62U7c8vbbC4lFJKqeZiz549gdtr164NuS87Ozvi/DVr1qT9EGJNXJVSSiXU9mnLArer9lWE3Fe6ZHvIcVmU4cRKKaWUqp99+/ZVe1/4djgrV65k6tSpvPnmm5SVlSU7tDrTxFUppVRCVW4NVpbhPa7e1pGtvEoppZRKrJoS0PCe1WeeeQaAhQsX8uijjyY1rvrQxFUppVTSlHyxMeTY21ITV6WUUirZpk6dWu194T2uVVVVgdtbt25NWkz1pYmrUkqppClfHbpacHgPrFJKKaUSa/ny5TXen+5zWaujiatSSqmECd/UXDK9oSdUVlGdnW+uTEZISimlVJO1YMECdu8ObSR279kavhBTRkZGTIlreH2eDjRxVUoplTCli7YBINk2Yc3u1TLkfuMz5A5pF/Xa4k/WJTc4pZRSqokoLS1l3rx5vPHGGzz33HMh9/kT0xtuuIFJkyaF3Of1ekOGCruHCftNnz6dW275f/bePE6Oqtz//5zeZ7pn3zJL9oSsLNl3BAQRIqv5ihhAFC/8UES9Xu/Fq14HLiIX+YleRBGFHyoKP0R2iKxiSEgC2QhZyMpkmcy+T0/vdb5/VFd1VVdVL9Pd093Tz/v1yiunTp2qOtNb1XOe5/k8d2Zg1qlhyfYECIIgiNyHhwSAMTAT0+zzHRtAoN0NHhRgm1wKACi/Yjr6nj4EKG6IPCgg2DkCa13xmM2bIAiCIMYbgiDg3nvvlbfb29V6El6vF1arFRaLBYsWLUJlZSUmTZoEv9+Phx56SOVxjS6VAwD79++Xr2My5Y6fM3dmQhAEQeQk3iN9aP3BZrT99H1wzuFrGUDHL3aCB8QbX9cje9D/4lEMvPoJ/CfCdePCuaw8GAk1CnSKNVyDPcYS/afueBfBPq/hfoIgCIIodN57772Y+z0eD4qKigAAJpMJ06dPh9VqhdPphMViUXlcjxw5YngeZS3YXIAMV4IgCCIm3b/fCwAQhvwYeusEev96CIF2N4K9XvhPD6vGevaJaoTCiFi/lQsRw9Xzkbgv0OZG8eI6AEDpZ6dorjfyYVfa/waCIAiCGC8cPHhQ09ffH6mLrjRcozGbzSqPq9E4ANi0aVMKs0w/ZLgSBEEQCTP45gmEesIeURNDoM2t2u9vEQUinCsaADMDQopQYZ94oyw6qwbOsOFafFaN9hp/b8nAzAmCIAhifDBjxgxN3y9+8QsAYnjvwYMHdXNXAaCvrw8tLS3ytlLIKZoPPvggtYmmGTJcCYIgiNEhcDCL/m3EZDODmZkqVNhUagMAVFw9E/YpZWi6dw0slQ5M+N7iMZkuQRAEQYwHlKG+FRUVqn2SsVlaWmp4/NDQkJwXu3v3bgDAZZddpjt2w4YNKc01nZDhShAEQWgQ/CFVmK8e7m3tCA36jAeYTaKok0Q475VZ1AJPlip1mFLROVovLEEQBEEQInv3iik8zc3NmDZtmmrfP/7xDwDAxRdfHPMcDz/8sKrkzcKFC3XHbdu2LZWpphUyXAmCIAgVXOA4/V/vYeCVYxC8QcNxw++dxsArnwAATMVakXpmYbKxCgCDbxwP79AqEysxFZHgPUEQBEEY0dfXJ7d37Nght71eL+bPnw8AqK2tjXueQ4cOyW3GGC644ALdcc3NzfB6sy+cSIYrQRAEoUIY9gMAhjefBveLeamln5kc85jqr50pt61NLgAAs5rBA9ocG72SOq6VDZGNUO4VPScIgiAKh7179+K1117L9jRi0tjYqOnz+Xzw+XyorKxM6BxPPvmkatvlchmOVebFZgsyXAmCIAgVbfe8L7d9n4hiS+ZyO+xnVOgfYGaAwtaU8l6ZxSSXzImHyWWV25wMV4IgCCKLPPPMM9iyZYsqlzQXGBoawmOPPQYgItDU0BBZ+H3mmWfg9XrhcDiSOu/XvvY1AMDhw4cNx3z00UfJTjftkOFKEARBgAtct75q75MfAxC9p75DfZr9gGigWicUy9uBjpHwMSaVx5XZzGB2s/45zBEvrCovliAIgiCyRK4Zrm+//TZOnDgBALBaxQXfa6+9VhZoOnnyJA4fPgy73Z7UeSUhp6NHjxqOOXbs2GimnFbIcCUIgiDg3taG9p9th/+UfrFxZjW+XTCrCcxsQsW6MwAA3BOU+5WGq6nECsccg/Als+L85HElCIIgsoQyf9SopEy2qK+vl9uS4VpSUoLly5erxtlstqTOK4UIn3XWWYZj5s2bl9Q5MwEZrgRBEAR8x8WQ4IFXP9Hdz6wmFC8Sa6+q8lEBCMMBAEBoyB8eDPl/37EBhAbD/UEBzKx/25HHAODB3HpQIAiCIAqHX/7yl3I7FEos3WWsMJki91CLJSJkuGTJEtW41tbWhM9ps9nk865atQoAsH79epjNZs24bEOGK0EQBAGES9/4jg3o7rZUOlBx1QzUfXcRyi6bhqob56Hsc2oJfueSOjhmV6L+B8sAAP5wfmzbPdvABY7QgF9TCkdCWVaHclwTgzFWxxh7N9yexBh7hzH2NmPsESZiZYy9xBjbzBj7anhcQn0EQRCFiLI8DJBbHtfdu3fj5ZdflrcljyugNmgBYHh42PA80eVz/P7IwnFFRQWam5sxc+ZMfO9735PzaAGQqjBBEASRG0Qbi8xqAnNEVnNNTquYy1pTDMYYimZXItDuVh1jdtlQfeM8mF3aVdnB11oAiLVf9VCrCufOg0KuwhirAPAHAM5w1y0AbuWcXwBgIoAzAXwTwA7O+SoA6xhjJUn0EQRBFBzRHtYHHnggSzNRIwgCnn/+eVUfiyotd9FFF8nt6NBhJcqc2Fg4HA44nU552+eLUbd9jCDDlSAIgtDklZZ8qgkln4pI7UtKwSrCIb3lV06Pe/pgb+yVWvukUjTduwYA4Duq7/UlVIQAXANgEAA45z/gnB8I76sC0A3gPABPh/s2AlicRJ8KxtjNjLHtjLHtXV1daf5TCIIgcoNAIJDtKeiirNUq0dTUpNpesGCB3C4uLo4eLmO1WlVhxrHo7u6W2/v27UvomExChitBEASB0HAkVKh4YS1KL5wMpgg90qu9aq4Q5fat9cZ13yQ8H3XHHQPEFoEiInDOBznnGgufMXYNgH2c89MQvbFSolMvgLok+qKv9wjnfDHnfHFNTU1a/xaCIIhcQU9FOBeUhZWCUQDQ3Nys8ZoWFxfjlltuAQDMnTs35vmUntRYfOYzn0lilpmHnhAIgiAICB6dG7N+OqpM6acnofpfzoR9cmnC13Eur4+53zG3CpbqooTPR0RgjE0D8G8Avh3uGgYgvZguiPf8RPsIgiAKDj0j9e67785qmOymTZvw3nvvydvXXHON4dj6+no0Nzejuro65jnXrVuHxkYxqipa2EnJ5MmT0dzcjHnz5sU951hANyeCIIgCRxROMhZHcq1ujD4EgBg+7JhentS1yq+IHVbMTAxcIHGmZAnnvD4J4KsKT+wOAKvD7bMBtCTRRxAEUXAYqQj39vaO8UwivPnmm3J76tSpmDNnTsrndLlcWLZMFFJMRIAqEAigu7s76yrLZLgSBEEUOMKwHwhGjMWSTzXFGD16zJUOjZiEBhNDqNeLU3e8C8/exMKLCQDAHQAmAXgwrC78KYjiTXcyxn4JYC6AbUn0EQRBFBySYaaslwoAf/vb33Do0CE0NzdrwnbHkvXr16ftXHPnzsWKFStwwQUXxB176NAhAMCBAwfijMwsZLgSBEFkmUDXCAKdI2N2Pc45eCCywhoaVotRMLNoXEr5psyuruU2WuLZrIA6l7b/5WNpue54hnN+Xvj//+Cc13POzwv/+yfn/DiAiwBsBnAh5zyUaF92/hqCIIjsIhmulZWVqv7u7m785S9/ASCG7o4VIyORZ4OmpqaERZUSwWKx4OKLL0443xXIvrIwGa4EQRBZpPuP+9Hx/+5Ax8+1ioGZYvDNE2j90WYIXjGXJ9QnKv7apv67LpIAACAASURBVIi5qqZwGZzis2vgWtkAV5y8VEOilYgTsVwVh4T6sy+9n+9wzk9zzp9WCjkl2kcQBFFoSDmu55xzjqrf4XBgwoQJAESF31OnTo3JfO677z65Has261jR1dWlqXU7lpDhShAEkUW8+3vG/JpDb50AEPG0Bro8AICq6+ag7ruLYC6zAwBMxVaUXz4d5hJtXdZEqPvWAtW2ZCjHIjq/1pOF14cgCIIoTN544w0AQE+P+t7T0NCA9vZIHfKnn34amSY6nzSRXNRMs3XrVrz99ttZu/6oDFfG2K3hHJp3GGO7GWO/ZYw9yhjbwhj7oWJcQn0EQRCFiL9VvXp66o53Eehwj9n1ucLjanJaYHbZYK0xrv2WLNaaYtT/aDnMFaIhLAzHr483sr1Dtd3zx/1pmw9BEARBxOLkyZMAoAnJPXZMnbqSzpBdI1pbW1Xb06ZNy/g1jVAKQr377rsYHBzMyjxGZbhyzn8j5dEAeBfAUQBmzvkKANMYYzMZY1cn0pemv4MgCCLv6Hxwl6av44GdY3f9X+0GAIQG/DA5R+dVjYfZaYVzkaYsKEEQBEHkHJJxuGDBgpjjFi5cmPG5PPbYYwCAFStW4Prrr8fatWszfk0j1q1bp9r++c9/npV5pBQqzBhrhFiovAmA5DN/HaKs/nkJ9hEEQRBZggsc/tZhWCekz9OqIZzb6lrZEH+oI/Or2ARBEAShh+RZNZvNaGoyVtgvKlLXGx8cHMR9992Hjo4OgyOSx2q1AgAuvPBCTJ8+Xd7OBmZzekQaUyXVHNdvAPgNACcAyZ/dC9GYTbRPBWPsZsbYdsbY9q6urhSnRxAEkZsII/HDZscC7g2Ce4Mwl9ozd5EoleJY1N56VubmQRAEQRAJMnfuXMN90QJFr7/+OkZGRrB169a0XZ8xhuXLl+eM0ZgLjNpwZYyZAJwP4B0AwwCkpQdX+LyJ9qngnD/COV/MOV9cU1Mz2ukRBEHkNKfvSt/NLRFC7gCGt7Vp+r2H+8ADAvynhjJ2banEDRfiKxFa6xKX5ScIgiCITLF06VJcdtlluvuiDdfjx48DAOz29CwCC4IAv9+ftvONF1LxuK4BsI2L79wORMJ+zwbQkkQfQRBEQcFDY68M2PPH/eh/7giCPR5Vv3ubqJLob8mg0IJUBicBwxUQ68ZKtWMtNUVxRhMEQRBE+pA8rRaLBYsWLdIdE224SseUlZWlZQ5S1GkuKAnnEqkkE10MYGO4/TyAdxljDQAuAbAcAE+wjyAIoqDw7DMu8ZJIOO1oCLSJasXtYfEnZjWBBwT4jmW+bKcpbIQK3lCckSKNd64EAPQ8+TECGfQEEwRBEISE3+8HANTXx69dHm1QSoZmumqcDgyI9+bi4gzqTyRJUVERPB5P/IEZZNRPSJzz/+ScPxtuD0IUXtoK4HzO+UCifalNnyAIYmzggRB8xyNeyWC/D6fueBen7ngXQ5ta4T8pGlihIT/a7vsAga4R/fMIHL1/+djwOpbazNykeDBsNAbFmy0PqG+6xYszp/xrm1IKALBPT24lOtjjQbDHC//p7BddJwiCIMY3Q0PifbykpCTu2GgDNbpcTrqYOHFiRs47Gv7jP/5Dbmcr7zZtS/uc8z7O+dOc8/Zk+wiCIMaKQLs76RVRYSSAvmePoOs3HyLY7wMADL8Xqa828PIxdD60GzwkwLOvG6FeLwb/3qJ7LveW07r9E+5YCvvMcgRah+E92p/U/BIiOtooLJgkUbK6Mf3XDGOtLUbDnStQvKA2qeMCp0SDdfCN4wgN+zMxNYIgCIIAALjdYmSSy+WKOzYUCum20+Vxlc6Za8JMV155JQBkTeE4MzFpBEEQOYj3aD86frET7q1akSIjPAd7cfqurRjZ1QkACLSJxtTwxlbN2OH32uRze/b1IDSoNbb6X9KuylqbXLCU2+E7LBqs3b/7KOH5JYqlyqHaZpaon/8oQzbdmOwWMDa6a3gP9MqvP0EQBEFkgg8//BAA4HCo75d6NVvffPNNuf3444+nfS65ariec845WLZsGbxeb1auT4arAe732xHsy86bQhBEZgh2iOG7gQ79MF49PB+qy3L1/GG/4diBV44h0B45d2jQl9A19PJaPfu6E5xhYrAitaSB2aVeLWXmHL8djNLoJQiCIIh4BINB7NixA4AoyqTk8ssvR2OjcVTSyZMn5Xa6SnnmquEKACdOnAAAHDp0aMyvneNPKtkh0O1B37OHMfjmiWxPhSCINCLldcYSQPId64d7eySTgYdGH/YTq/yLfWa53GZW7Y2p508H4D3UN+prRxPsVi/EVXz+DPWADHtcUybHp0cQBEHkL4ODEQ2Lqqoqzf6vfe1rctvpdKK6ulr3PLt378bPfvazlOcjiT/louHa1iZGlkkG7FhChqsO3C+ucvhPZLA8BEEQYw4PiN/t4Xe1Yb4SXY98hL5nDiM05Eegw63xuMpYGFznNsU0qKTfEvf2dviifk+EkaDcdi3TVzAcePVYQrVP4yGMBMC9QVWfqVi9osxy3HAdbZgxQRAEQcTjtddek9t6+ZvKe1BTU5PslR0e1ooHSrmyySCdZ2BgAN3d3bLH1WTKPVPN6RTrrW/atAmnT+vrdmSKVMrh5C1dj+2FMBJA3W0L9AeEnxPT8cBI5D+BdjeGt7ah/LLpgCny48UFjsHXWmCfUQ77tLLcD7UkwIOJ10Mb+ucpDG/SN3C5wIEgB7OaUHPr2ej69Yeq/baJJfCfHAIPcgjeIPqeOQwAqLn1bHmMSRG6WzRPXN2tuHom+p49LPcH2kcw/N7plIWTTt+1Vf9vUGCy5/btwEilmSAIgiBS5eDBgwmPNZlMske0uzu1tJ67774bwaC4sHz11Vdj48aNqnNGhy3nAk6nUzbOT548iYaGhjG7dkE+afsO9clqlbpIimAphAgS44fevx6Ce2sbWn+wCZ3/u0vuD7QOY+ifp9D96F70v3A0izMkEoX7EzdcjYxWAAj2imG3zMJgn1QKS3WRar8jbIgiKEBwB+R+35F+WBtdcMyqgD1cIsa1JmKU2meUI5qR3ekTJbI2OCMbip8317mNGasfmy48H6U355cgCIIgRoPScE01GkgyWgHg2Wef1RjCNpstpfNnAqUXeKyjoXL7SSWN8FDiD6zyAx15XAsezjkCrZFFjkCbfviH+32q7pQPDL+nDmkJDvgw+M5JWb4+2gsZLWgk0XH/dgCA76hYirr04imq/WaXeKPhIQHunRHDU/AGxd8VswlF88X8GKeifqrJpQ1Pkryxo0XwRG6Kynxdk0PMmyleVIfyS6eldI1MUXrRZLktGfoEQRAEkSnWrl1ruO/qq6/GN77xDZXhKj0/fPGLX1SNTVdZnFz0uJaWZu9+XBCG66k73kXrDzYj0O1JaLz08EqhwoTSaNVgopy7fCPaMOz9y8cY/HsLgp1iGCr3hVT7uScYU7So/DLR4LOU21X95hLxOoI3BEtlRFbfUukAD3EwE2Cd4ETTvWtgrYt4QfW8npqyNUni3tkhtyVxKgCwVBWh5pazUHHljJTOn0lKPz1JbpdfkbvzJAiCIPKbKVOmAACWLFliOOass85CTU2NruFqt6ufA5S1XccbV111ldw+enRsIw4LwnCVCPboG67BHo8s2gIo8uDILil4ev50wHinYmHDMatiDGZDpIptYonc5gKH/7gomMQDAoIDPgR1FrccZxi/t5baYvm8dd9dJPebikXDtf+5IxCGI6HCIx92iWHGBvnQjDGURxmSqagaA1HGcFBA1ZfnovZ2Mb/fPrUs50OEJZg995QVCYIgiPGB1WpNOFeTMaYxXKNDZgOBgOa48UJRUSQ9Sk+cKpPknv85g0R/qDjnAAfaf7YdjlkVqP7KfHGHLOBClmshExryIzSgrcMpjARgKraqws8tCq8ZkbuEBv0AANvUMgTaI2Hf7g/a4d6mH+5tckR+JpndrPLKKn9TrDXFkXa9+HmwTSlV1XL1t4iGMovhrfce6FF3JCEopYcpXGqHOSyoWHdGTEM8lyFRYYIgCCJTBIPBhMNylR5X6f9o9d9AIKAy8A4ePIiWlhZcfPHFqnGNjY1obdVqatjtdtx0001J/Q3ZYKxVj/NjqT1NcM7V4b8ccj6r92CkXqIv/HCJZPJiiXFH273v6/ZLHvkhRUkVeqjOD4SR8ApoSFAZoNFGa+03F8BUIuapKj190aHERjCLCZa6YpicVoSG/EBUuC9zGHsPQ271Ki0PpuZxlYz1um8vyE+jVTby6UtGEARBZIbRGq6JelyffPJJbNmyRZP76vV6MXv2bM01ysrKUFtbm/D8s8Xy5cvH9HoFZbiCA92//0jedL/fFlEQVjD0j5MA1HUWiQLEKERTWuzYp/CMmRg6H/5QlU9I5Bacc1nh139iCP2vHDMcy2wm2UgdbY5pqNcL774ehAb9mhxYKZRY99pR11OmMYyGgQ2f6J43Xyi/croYzpzjdWYJgiCI/CUZwzUQCGBkZASPP/64ocfV7/frHvvUU0+hubkZoVAILS0t6OnpQUdH5NnxwgsvBACYzbmdHnPbbbdh7dq1mDdv3phet6BChQHAd2xAbvc/fxTORRFFT865Npw4KOTtAx+RGfSU4kIDPvhbBuFvGYRzYZ3OUUS2ELxBMDMDD3JVORxLud2wLJbJZgb3hw3GJL7+1TfNl0vlSEJI/pZBjdEVy0MfnXPqO9qf+ARiwKy5fRM0wrW0Hq6l9dmeBkEQBDGO8Xq9qKpKTMX/yJEjAICWlhYsXboUgOhxNZvNsiiTUY6rVC/2v//7v3HWWWcBAPr6IlGfkkhULpbBUVJdXY3q6uoxv25hGa46KsFKG6T1+5u0+wVOAWoFiK9lwHhn2PaxTy+Ty6Eo1VqJ3OJ08xaYii2oueUsVb+10QXP3h7dY5gtYuRJeakAYKkrRrBDVCAuv0qrcuuYaRCKG+W9H95yGqUXTtYdqvHGpsngZBb6JSMIgiCIaARBwODgIObOnZvQeKfTCbdb1Ml48803AYhlaywWi6HhqjRqJfbs2QNADAu+4YYbIAgCqqqqsHz58jEPwc0XCsuVqFfeRq+PQtIKnq6H92j65Fqd4c9MoCuiQCt4I2HlvuODIHIDKR9ZGAnK0RbmCrvcZwSzRX4a/SeG5HbVl2ajeHEdar5+NlzLRu8FjOX9LF8bVVM1Xbn2VL6JIAiCIDR4PB6EQqGE65Mqw4J7e3sBiLVNrdbIwnO04epwOGBESUkJqqqq5FI7n/3sZ1FeXp7Mn1AwFJThqluXVS+NUekd4Rx9LxzBqf98N2PzInKbCXcsRf0Pl8ESNni4wMFDHMJgJH9BaQR1/ebDMZ8joY+yBFb/C2KtMUuVqPInjARhKtYPOmFmE8zhvFRzmU1ezDIVWVC57gzYJ6VWfNs22fh4Za1Z29RS2cOfKtFpEET+wxirY4y9G25bGWMvMcY2M8a+mmofQRDEeKenpwcPP/ww+vvFlJxEw3P17qcOhwM33HADZswQo7GUhmsgEJA9tHp84QtfSGbaBU1BGa6BVm0+m64xC8gPqjzI4d7SBghqrxox/vAdG8Dg2yc0/ZZyO8wuW8RjxTlGdqhFmGS1WiKnUOa0yn2yFzYA5rDIBmo0jtmVAICST02MiCsZ1F9NlljlcJT7zE6rnFPNQxw9T32MYL83LXMg8hvGWAWAPwCQanF9E8AOzvkqAOsYYyUp9hEEQeQtGzZsQHNzM5544gnDMVu3bkV7ezt27doFAAmLMxlRW1uLyy67DADg84ml8LxeL37yk5/EPC5RTy9RIIarc9kEAMDQP09pd+oI7QCApUp06Q++1iL3dT+2N+1zI3KHrkf2YPD14/B83Ks/ILzCxgXtgkeoT1vvlcg+ernHJqfo0fQe6EWo1wtLbbFmDAAUnSmKDtinl6Hqy/NQ+pnJhh5aPWwTI8/+VdfNUe9MwPlpLreLiyXhz9rA6y3w7O5C+70fYOifJxHs1//M8aAAwRdZZLNUF6Ho7JqE503kDSEA1wCQchPOA/B0uL0RwOIU+1Qwxm5mjG1njG3v6upK319BEASRZtxuN7Zt2wZAFFIKBvUdTx988AEAoL1dLImXquEKQA4XfvnllwEA9957b8rnJCIUhOFact5E451GJRLDz7vu9yP1Hf0nhtD3/JH0TYzISfwKYSZl2CYLf1t8h3pjesyI3GH4/TZNX2hAbfAZvZeO6eVouncNrHVOWGuLUXrBpKTCbZ0rG+S2pbooxkgttd9cgNrbzhEXS8K/UcOKhbeBDS3oeWK/7rGdv/kQp3+8Rd7mAqc6w+MQzvkg51ypIucEIBWX7gVQl2Jf9PUe4Zwv5pwvrqmhhRCCIHKX1157TbUdK0wXAE6dEu+v6TRcARgazErWrl2b8jULiYIwXJUPpsxuVoUGjuzWXzl2nKGvDureqn0QJvKf0LAiX9Ut/tBU3TAXDT9UqLqFn/4HNrSg79nDAICyS6dqT2Yg7hXoHEHfs4eNw9OJtCJ4g/DofL+DnR7VdtF80bNa952Fab1+qE8R0htVUss+tSzmsbZGF8wuG5iJGX5ejEr5aFIiOCdhpsJgGIC0QuKCeH9PpY8gCCIvia6B+uyzzyZ03GgNV2UtU+U5og1oPWghMDkK7ubELCY4ZkWM0oFXjumOU44hxj/BzhG5LYVZKr2tYof24V8yelSEuJxHqaTnj/vhfr8dwW6P9hgi7XT87y7dfmVZGJPLCufiOjTevQrWOqfu+NESGooshkTXZi1enGCtXwYgLAY2Wrg/FLtwLDFe2AFgdbh9NoCWFPsIgiDyDs452tvbUVtbK/cdP34coVAI77//Pu666y54vfpaEYkartHRV2eccYbuPikUORbp8PIWEgXxarGiyJ/JQ6L3wTGrAt6DfYbHmEqMlcVCg3603bMN1TfNN67bSOQN/lNDCCkUgj17ugEAJpt6xU43pNRg6SfkDsBSphb9kYxZRuWWMo73aD9CvQY3pjon/J+IEZZSHiuzpH8Nz1oXyZ1VfhYa/3tV4iHHJgZwDq5TEqd4cR14QNAYxRI8KMB/agiCOwjfYePfOmLc8AcArzLG1gCYC2AbxPDf0fYRBEHkLLt27cILL7yAm266CcPDw5g9ezbcbjfa2trQ1iZGR5577rnYuHEjAKCrqwuvvvoqADE0eMqUKWCMyQKIgDrMNxY8Sh8nUTXiCy64ADabDX//+9/lPjJck6MgXi2lAcK9QdEAiRM6FyuH0XtEfAgc2niKDNc8J9jjQeevduvuY44Evh4GBoheL4UIjx3BduN8lsp1M9H+s+0AAN/RftW+CXcsMc57T5LihXXof/6opt/I0NRDDBXWF5ka2d6Bke0daLp3jdynvJkOvn0CIzs6AUC1MEOMLzjn54X/P84Yuwii5/S/OOchAKn0EQRB5Cw7duwAADz66KMAgKqqKvT09GDOnIgYYmNjo9yWSt4AgCAI8Pl8GgPUbtevMhCPRA1exhiWL19OhmsKFOarxZihwdHQvALg6jC/aPwtooij73C/4RgiPwgNG5exsUSXSdH5yDDG4Dq3CcMb1YrVeqHCUt1XMmAzT6z31azwfkbnu1rKjQuEJ0taBLwYxBxVnc+TLorPlu+TAY0QFTG+4ZyfRkQdOOU+giCIXMTtdmvCfXt6egAABw4ckPsmToyIsz711FNyOxQK6QonuVyuhK6/YMEC2asrzScRiou1VQzIcE2OgstxBQCYmOEDnclhganIEtMjG8uoJfIDz95uuHd0oOvhD1M7EQOK5lVpuqNzElXGagr5ikRisKgwb9U+iwnWxsRuTqlNIg2Gq4lBGA7oelz1UH7u/J8MxhhJEARBEPnJX/7yF3R3d8cc893vfhfFxcVYuXKlZl8gENA1XBP1nC5ZsgQ//vGP5W2TKTFzSi+kmAzX5CgYw7Xk05PkNjMxhAxqIMpjYjxzKsMLBT9FVOUbwX4vep44gL6/HjIMC3UunaDt1PtMMLVnTarXqTFcFZ+TVIR2iMRgil+2hjtXwB5WCbfPKAego7ybCdLw6+o/MQQAaL9fDG12KUrs6EKfLYIgCGKc09raGndMSYlYS33ZsmWafR0dHQmVqjGCMabSqkjUU1tfX6/pI8M1OQrm1VLllZm0oZxVN85DonB/5FjBHdCI+BC5TccDO+OOsdRpwzmMVjN4IGKUhkbEEFXfoV7Y6iMqtX6loUShwhmHB8XX2Da5FCa7BTVfnY9A54gqTDjTJFPz1QghKrrDHB2+DjGvlTEG34lBTcg6QRAEQYwnent7kxofXRoHADZv3qwqYZMqypBkABrRp/Xr12P69OmyZ/amm26Sc3P15kcYUzAeV6VnzfOhtrajta4YRbMr5W1mV3+QJPVRDWSE5B3cF99LbrJqf0hsTSXagQKHMrffXCyGmQQ6RtTD3JGcSz2FWCK9CP4QYGaovfVsuc9aWwxT+HvNbOJPX+03zsn4XKxNKYQlR6kdR/8uAQCCHMF+L7p+/SE8e3v0z1M4v/QEQRDEOMXn8+F///d/44676KKL5LZRGO8TTzyh2v7BD36Q9HwWLFiAuro6jdd0wgR11N7MmTNV8ygri9RyJ8M1OQrmcUYZzhns0ZbJiC6HYXbZUHv7Ank72hCR0BPhIXIX9/Z2w30Tvr9UbkuGjRKTjtFgclpV5W1sk0Tj1ja5VD1Qub5Bix0ZJ9TrhaUiltCS+J4lo/A7Guq+sxA1XzsTgFi+xrWmMc4RaqJLJ+lFd/BAKG4OLDMXzE89QRAEMU4ZGBiQ29XVBg4lQJXXGm24NjY2or6+HiMj6uf6RPNblVxxxRW49dZbNf3XXXddzPMpDd1E82MJkcIJFbbH/mDoPcAqwwqNayWSEZIr+E8OASYGWwzhnf6Xjmn6nCvqYXbZ1CqwCdZaZWaTWshLakcbpwq3LKe1jowT7PPCXBnDcJXejwzX1LXWRcLFK9edEWOkPtGGq96CiuAJYmRnZ+wTZaBOLUEQBEGMJUpBpqlTpxoKNClTdZSG4bnnnouWlhZVjuxVV12FhoY4+hFJ4nQ6MX36dHz88ce6+yUva1WVVtyTiE3BGK6m4qiVj6j8s2iPK6B+aKz+yjx0PbJHUz6Dwj5zh86HxHqs9f+5FOZS/VxGvTDhiitmAABCw5F8wkTyE4sX1wEQlagVB4rXiTJcOXlcx4zQsB+BU7HFl6T3Iy0lazJJ9O+Sjud0aOMp3dxXJdEGMEEQBEHkG08/HanYZbPZYLVaEQgYl78D1IZrMBhEe7s68m7+/PkZCdeNrhGrxG6344orrsC0adPSft3xTsEswxfNj4QUmEttKtVRsVP7YGdyWFB26VRM+N5imF02lH56smaM79iApo/ILm33vG+4zz5NzCsovUj7XioXN0wlWsnyaCo+PxOAmDspIRtCAuA50APfCbEkiWd3xCMW68cs3/AdH0Rr8xYE+yPh975j/RC8o1frSxXPR7El8gGF6nCOG67RIb6WCjvKLp2q6vMe6kNoIE6JrnSU5iEIgiCIHGHPnj265WWijVBlWO7g4KAmhDdbOaYLFixQ5boSiVEwhqvSs1LxBW3InpGHreTcJliqigDoCzQlIvRDZB6jurzRWGqKYHJZUXx2jWafyvuWgHEZ/ZlhNlPkG8U5ev6wH12/FuvEeo9ESigNvKwNV85HBG8QXb/5ENwbRNcjH4ELXKyN+8hHGHpHVLflAQGCZ2yN2P4XjgIAKtfPNh4UNghz3hMZPT0TQ8m5TaquUJ8P7q2RQujOZRNQ+80F6uPG0WIJQRAEUXi43W7V9tDQEBYvXqzqu+2223DHHXcYnsPlcmHFihXy9g033JDeSSqQnBSf+cxnMnaNQiQlw5Ux9mvG2GXh9qOMsS2MsR8q9ifUN9Ywq1m/Jme845T1Oq+fCwAwFRVMtHXOwgWOtp8ae1lVY/0CmM2sr86aBNHiSxWfnykaC2FjVulxFHwhVX3NYJc63DwfCQ36cLp5S2S714uRXZ1ibVxEQui7HtmD03du0T1HpjHH8JozS44brAYkEtpccdVMmJxRqREUnk4QBEHkMT/72c9U26tWrcKnPvUpfP/735f7SktLY4oinX/++SoPbHGxTunDNDE8LKYsVVRUZOwahcioDVfG2BoAEzjnLzHGrgZg5pyvADCNMTYz0b60/BXJInDZwLBOLAFzJG58lq2dBtvEEjhmiR9Ez76ecRX6mY+MbO9IeKzgDYJZTYaGa7zSJdL7Hr1g4VwyAdaaYtmwGHr7pLzPHw4XHk90/3G/pm/wtRa57f1YrLPmPzk0VlOScS4VZejtU4xDcOR9+aa2G8dDbJ9RDgCwlNtVXlceot8ogiAIIv+57LLLAIihtiaTCXa7HevXr8fs2bN1Q4cBYMmSJairq4PdblcZrtFlbNLJ6dOnAQAnTpzI2DUKkVG9Y4wxK4DfAXiVMXYFgPMASBnTrwNYDWBBgn2HRzOHVLDWRVZYqq+bk1A+o0TJmkaUrGmUxXf8xwcx9M5JlJ4/Ke3zJBJj8O34PwqCJ4jQgA/eA6JBZbKZ4ZhVgaKokGFzqR0BDOuKdQGigeo92GecG6kTct796F4AQPlVM9D/3JG4c80H9MSPQoORPMtglwfeI31jOSUZHuIqRXA9Kv7PGSg5twnmaM9krhFlbzJJZMLMVF58Can0DgC1ujZ5XAmCIIg8JRgUo9jmzZuHRYsWYdGiRar9M2fOxMyZxr6wtWvXym1lTqt0XiJ/GO1Sww0A9gO4D8A3AXwDwKPhfb0AFgJwAmhNoE8FY+xmADcDwKRJ6TUGJ/z7EgCiCE/VdXMw9M9TMJXYRqUsqjxGcAch+EPof+EoRnZ0oPZbC2Grd8Y4mkgnof5Ifqttcim4L/JDNLKnC5693RA8QfgOi3mmlrCYUvVX5mvOVbluJkb2lMMao6ROTGI48JjVhOLFdUl5iHORRJW0u3+/ntIBjwAAIABJREFUV3EMTziflHMOz54uOGZVqhWbE5obR6BtOG4osMlmhm1iSVLnzglG6SC2TSmNP4ggCIIgcpD9+8Uor4kTJ6Z8LqWXtaZGq3eSbjIZjlyIjDZObgGARzjn7QCeALARQFF4nyt83uEE+1Rwzh/hnC/mnC9O9wfKUumAJVzb0T6lDNVfnpeechgM6H9RNFoBoPOXOyGMxJbnJtKHuSziMTeXWFV1Unv/8jE8e7ploxUAgp3qotNKTMVWuJY3GJfDkboNwsNjldFhZibmXea4km08uD/5ElCCJ7HvQ7Dbg9YfbkbvkwfR9fCHSV+n67cfInDajWCPN/7gfCDqcxatMpwoVdfNTcdsCIIgCGLMeeeddwAARUVFsQcmwMBApBpIJhWFzznnHABkuKab0RquRwBIxYcWA5gCMewXAM4G0AJgR4J9+Q/Xqtp6D2UnTLIQEXyiIVV0To0Yqhsn59gcXrwYHSkYnYyJXkeBa+q85hPcn7ySdtvd2xIa137/djkENtgfWyla8IXgPz2MYK8XgXZRbdB/YuxzaseU8C92smrIphTFyAiCIAgiGwSDQdTW1gIAZs+OUS0gQWbNmpXyORKhrq4OAFBeXj4m1ysURhsq/CiAxxhjXwRghZjj+iJjrAHAJQCWQ8zOejeBvryHWZjGwzMarxSRPDwkgHuDsJ9RgcrPn4HeZw7J+Xy+4/qiSFXXpvDDJ3tcR3GswIFw7iwPiurG+UhoODPRBIFutdoy98Y2kPv+dgiePZGarY13r8rIvHIJKUKEWUwJ/caUXzEdgpuiPwiCIIj85O6775bbRuJLyeByjTIVLEmWLVuGpqamtIQ3ExFGZbhyzocA/B9lH2PsPAAXAbiPcz6QTF/eYzYh1BtluI7KsiGSpe0noifPd7QfzGqCyW6GEPYIdv1GP9SU2bKjJMuDAswu8UdXGPTDVJ16yMtY4vm4F31/PaQVrjIQCkqWwddbNH08EBLLV0URGvJrQr5bf7hZbrtWNqQ8n1yg/LLp6HvhCKpvmIdgt0d+LYzEw6JxrRgfrwNBEARBxErHShRTWOQwHeeKdx0yWtNP2p7gOed9nPOnw3mvSfXlK1KtRF0hGLJbMw4XOIQRrSKcMBTbwzTaPEEAchkdTZ3MBOBBDpNTXCvqHEX+ZrbpeXwfBHdADouXatkmKnIUr2yUdYJW0Gxo82lNn+/YANp+sg2Bdv1c5aob56H88ukJzSnXsU0sQd1tC2AutcE+LVLep/zzM2Gpya+FD4IgCIIwoqWlBYKgjiQKhZJPTYqHlNdaX1+f9nMTmSfPihjmFjW3nGW8k+omZhxlXrGUw+c9IoowhWKFRyaZH6jEPq0M5VfPQPnl0+IPjoZzOdRTyFC4bbKE3AG4dyancmxyWmGudKDmlrNQc+vZqLo+IvxTee0s45DdYOzvhF7oNA9ow2F7/3ow5nmUBt54pWhWJSZ8d7Gqr/RCKslFEARB5B8HDx7E448/jg0bNqj6+/v7DY4YPRaLBddffz2uv/76tJ+byDxkuKaApUoU+dFTMBVGIWBDJEf34/vktn2GmPzuWi6uoHGPcW2uVJSkGWNwLa2HyZ58lL1zcV3OKQr3/vkA+p4+hGBvAiq84V8LwR2AyW4GMzHYJ5eqaqGaiqxgFhPKPqc17Hkg9ndCWQdWYuitE+j89W5VX9HcqpjnSVa4aLxgcqWe+0MQBEEQY01bWxsA4IMPPgAABAIBvPDCC3jwwQcBABdeeCG+9a1vpe1606dPT4tCMTH2kOGaCmEjRK8uJ/eR4ZpJQoM+BDsioaIVnxcLT0uhvEqjFgAafrwCZWunimMcYy+KVHLeRDCrWdc4yya+Y2KaebDHE2ckxFI+YYxquUqvbfHZ2lJWMb3gAIY3ntLtj1YKjvsa5tjiwFiRaN4rQRAEQeQSbrdbtf2LX/wCu3btkrcnT56MioqKsZ4WkYPQk04KMMb0H5JNbFQlQ4jE8Z8altvV/3Km7AGVvG3BKIVaU5EFJWua0HjP6lF5S1NG+qblUAg5V8yl+7G9Mcf6W4cRGogYjMq2ElNR+H3QKb+il4+sN5d4CDG86UDmBRdyFWYtzL+bIAiCyG8GByNVIHp7ezWGrMWShec2IichwzVVdOpxmpxWKoeTQUJDfvT8cb+87ZgeqZEVT3gplTDhlAgbU7mkNu0/qSgXFGdanQ/uUm0bGZqS4WrSK/UTwziV6rACQN2/Loo5Fx7UfreqbhDzbKXw/UJBKRJGHleCIAgiHzlx4oTcfvbZZzX7rdbkBTGJ8Qk96WQCzuH+oB3D29qyPZNxyeAbx4135mh+Y6BNNMystcVZnkmErof3jPpYKTQ7GslwVWKfLoolKVWF3e+3o++5w/K2FLIMiK9R5Zf0a+169nbD36Kuz1t7+4LIdXP0/c8YSqXmFNSyCYIgCCJbSEq/AHDqlDZtqKoqtrYFUTjQk04GkBRjB14+luWZjE+C/RE14Zpbz1bt0/OomsvtGZ9TPAKnxdBm+5QymEpssphUPqBXxsZIAEnP422pDAsgKKIT+p49DPc2sSKW4A9h4BX1d8Vary2NE+gaQc8TBzT9tgaXbLBmzaNOEARBZIVgMJiRsinE2CAIAoaHhzX9t912m9wu1BQgQgsZrmmk5uYzUXHNrEgHhe5lBKXXMtrDpycaVHbJlExPSZeq6+bI7covnCG3hSE/fEfSL/GeKXxHB7SdOiHy0RSFBZpkI9TgGL18cEu1Vu1vZHeX4bXkm1qBeR2lWroAEnpPiPENY6yCMfYqY2w7Y+y34b5HGWNbGGM/VIxLqG8sGRgY0PW0EIQRHo8HP/3pT3H33Xfjj3/8o+G4vXv34u2339Y1jojs0dfXB7fbjfb2dt39ZWXjv7QdkTyF9ZSXYWxTyuBcUCtvxyrJQowe9/uREGyN0RP17F7xf85A8dm1yAoK71+sUiXu99s1YlKZRlkDFwDMZcZeaT0vJo9TkxUAKq+ZhdpvLYRtYol4jMEhypzVymvFhR+91VXNPEwMJZ8Wa5fysNFWaKVwKq+dDbOU10uGKwFcD+DPnPPFAEoYY/8OwMw5XwFgGmNsJmPs6kT6xnriDz74IH7/+9+P9WWJPGbz5s3w+cR72fHjkRSigYEBNDc3o7m5GT09PXjmmWewceNGPPHEE9maKqHDL3/5S9x///0IBsVn5auvvlq132q14pZbbsF3vvOdbEyPyFHIcE0j0oO1pTbsLaJXNyMoha8slVFiPFEeN+eiurGYki6WmojXkOmIFY3s6QIXOPqePYz2+7eP5dTQ+fCHqu1oQ1aJZBQWL468lkblcJQwE4Ot3hkx4A3EmZTvZ9FZ2jI6gBhOHJ3b3HTPapRdNFl97gILFTbZzGKoNJJTZibGLT0A5jPGygFMBDAVwNPhfa8DWA3gvAT7VDDGbg57crd3dRlHP4wW6eF1YEAnwoMgohgcHMSmTZt09ykXQKQ6oIBYG5TIDSQVYc65/J13uVyacfX19eR5JVSQaZUBbE2ihwkc8B7py+5kxhlSLVBzpQNN966BqVitNJdLHjdrTSSkmVm1XzXvwb6slccJ9YmGqp5BrYSHBHT//iMAQLHSqNRR9jVEeksMXK48EDmXUR5LtGFdcv5E1ba5TPRoF80pQAEH6TNPHlcC2ARgMoDbARwAYAPQGt7XC6AOgDPBPhWc80c454s554travQXmNLBAw88QPmKRFz0wn4lY2hoKFL7W/lZ1dNrILJDX1/k2fhvf/sbAMDhKKyqAMToIMM1E0gPkBzo/v1e+E8NxR5PJIxkwLiW1+sPyCHDVYnJFvmqmUrDYcMM4EJ2yiYVnSPezGu/eU7MccG+iMEY7ImEM0d79+q+uwjVN83XPYcUicB1DKvhbW3of+koAGiOr1w/B7YpYg6nd3+P+sCoc1mqilD/g2VwndsY688Zl8R6fYmC48cA/h/O+V0APgbwJQBS6IcL4j1/OMG+rOH369eJJggJvcUNqa+hoUHuU0YH9Pb2QsjSPZcQOXz4MJqbm3H06FHNvvLycpW6MEHoQYZrBrA2qMMdgn3eLM1kfMEDAobfOw0AsE7Qqs4CueFxnfAfSzDh35eoOw2EuiRl3bEgNOzHyJ7wTZyLNU+tNcUoXlhrqLzc97dIyRpzhQOuleIDQbThaq0phmNmhf6FpfBdHbuq/7kjcnmbaO9v8ZnVMNnFvqF3W1X79BbOzSW2wlQeNJHHlZCpAHAmY8wMYBmAexEJ+z0bQAuAHQn2ZQ3yuBLxUHpVJUKhEDweD06fPm14HIWiZ4/Tp0/jz3/+MwBg48aNmv1FRUXkFSfioi26SCQFK7JoRJhcqxsx8Oon8vbAy5+g+MzMhVYVCq0/2iy3LXX69VDN5dkPNbFUaOegMqjCP8wj2zvGakoAgLa7twEIq/yGBNmYZmaTYX6kMBzxfBTNrkSoX1yEMRUn8dMRJ1RYHqYTTm2pcwIH+2ByWuUyU+LE6OYmUXRmNUa2d8giWERB81MA/x/EcOEtAB4A8C5jrAHAJQCWQ1xCSqRvzIj2vpDhSsRjz55IHfIVK1Zgy5YtCIVCeP755wGIdUGVn6Ply5dj69ataG9vR0WFwSIrkVGee+65mPsZYzCZTBAEATfeeOPYTIrIO8jjmiIacSBo1U9jCd8QsRl85yRO3fEuhCj1YHOJvkqvtboIdd9dBEBcVMhFytdOy+r1ux7+EDzIwSQvsJkBBuFTJqeYQ1x2mThn59J6VF47C84lE5K/cBxb0+TQvl+uVaKHN9qbm5ThPM4pmlWJxp+uNoxCIAoHzvn7nPN5nHMX5/wizvkgROGlrQDO55wPJNo3lvP+05/+pNomw5WIR1FRRPxw8mRRpO/48eM4ePAgAODGG2/EtddeK4+ZOnUqAMT0xhKZY3BwEImIuknvU21tlqpBEDkPPf2lSoKeH2EkoBESIuIz+PcWAECgVS3EoFeiRcJaU4y67yyUja5cQ8rbzBaCOwgeEuSwamZihh5Xa70T/pZBOUSYmVjS5YUkb7N0BW4g7KS3CGQKe2GHN0VChYsX1GZVLToXKcgQaSIhOOd9iCgGJ9U3FujlHJLhSsSjpyeie2CxiI+yr776qtxntVpV+ZITJ4qCfk4nLfBlg5///OcJjVu3bh3a2tpQXKwfVUcQ5HFNlQTj8ftfPpbhiYxvun4bCQuqun5u3PHWOifMMWqnZhNl+ZeszSHII6WDzMxQ3TjU5wPMLDXDSDo0vMgzsOET47HR6OQGV14zK2bdWYIg8gc9w3X79u145plnsjAbIh8IBoM4ceIEAKCiokJX0MdqtcJkitw/pDGFvCjS2dmZ9b//mmuuUW1/73vfU23b7XZMmTJlDGdE5BvkcU0RyW6t+frZMcf5T2ml24nYCN6gbj8PjM8bTya98sHuiCKwc9kEBNrcYGHhI2Y2gQcE9D1/BBVXzlAd5/24N/WLh43eUL8P/tZhDG9OPFSLRdXlLfn0pNTnQxBEzqD3IL1tm5iPv3btWhQVFcHr9aKlpQWzZ88e6+kROciTTz4JQFShve2223Dq1CnNGKvVitLSSHRToRuuJ0+exKOPPgoAaG5uxsjICDweD6qqMl9CbmRkRG7PmTMH//qv/4qhoSHU1tbK3nKCSBT6xKRK2HKV1E+NCHaOxNxPaDEymuxG6rV5gqW6SLffvaMDJWuaMnJNX4siZY0x8KAQMZLDIcPurW2y4ere0YG+vx5Kz8XDtufgG8cx+MbxpA5VqUSbgLKLJqdnTgRB5ASx8t6ee+45LF++HM8++yyGh4fx7W9/G88//zwWL16M+fP1y28R4x9JzKu/vx9ms1nX+CkqKkJpaSlWr16Nc845pyAN1507d2Ly5MmoqqpCb6/6eeq+++4DIBqx6WZ4eBj3338/6urqsHDhQsyYIT5XfOYznwEAlJaWqhYVAHXOMkHEggzXVDGIFLZPK4PvmLG+RWjID+4LGRoxhYzgDWLwjeMQvOobjHWCE3XfXpilWY2O+h8tR3SUrVF+bqAj/YsbvmP96HnqoJyjCgAQOARvCJba8GJLSBuqpzRarU0uzf6kiHoBrBNLEDhJtY0JggDee+89w32HDh3CoUOR3yK3242Wlha0tLSQ4VqgeL2R8oJf//rXAajrtkpYreLC7IUXXij3mUymgjFce3p68OKLL2LSpEn46le/ikAgosrv8UQisAYHBzVGZKq88MILAICOjg5s2LABdruY2jN9+nTd8TfffDPKy8vTOgdi/EI5rqkiGa5Rxkj1V41vqjwooO0n29B+//YMTix/GXrnJIY3n8bIDnW5GBbHq52LmJ1W3fBfU4lOSLBBnmkq9L/6CYRBvyxyxawmBNrcCPV6gYBosMbLuXVMT+2GEm24S0ara3VjcifKfmowQRBpRpmH+K1vfSvm2N/97neZng6R49x7770AgAkTJsjKs4wx2TgCgMsvv1z32OgSOeOZ1lZR0FD6e4eHI+lqyvzxREWTkqG9XV2f3ucTK2tUV1frjm9oaCAxJiJhyHBNFSnJNerpnOmIyki0/jBSj9R7qA88EHkip+LLgGdfj25/PhquRjCT9vPBdTyfKRP1cWIOM/xhw1F+naMMy+jSQzCnqFirI+xkrnTAXC4+aDC7GfXfXxr/NLbx8/4TBCF6z/bu3QsAWLlyJdXXJBKmpqZGtb1u3ToAwNy5c7FwoX5klpHhyjmH3+/XOSJ/kULwW1tbEQqFVMZkdN3kdCOFBkejJ6JFEMlChmuKSKG+UtmOZOl+bC/6njsMAAh0jqD1+5vgSYcgTh4T7PKotqWanfHyiPMJwacVnvLs6U77daJLz5jsOtkBCsMy0OHWhLjHKj2UEDqHm2wmOX/VMbM8IZVgZqOfK4IYT2zcuFFuL1myBADgcGjLYhFENJdccolqe8aMGbjooovwuc99zvAYI8N18+bNuOeee1QiQvlOZ2en3H7rrbfw8ccfj9m19+3bp+mTau0SRKrQk2CKVF47G1U3zov54G2bWia39TyqkqHQ+esPAQCeD+MXaR7PmJwR46rymlkQRkQjbzx53Hg4f9cxpzJj13Dv7EAwKm822Os1GC3S8cBO9DweddMxp/gzoeNxDbSPRBSDEzSMUzagCYLIKZThi1LIcGNj4ikER48exc6dO9M+LyI3UZZOig4tZYxh1apVMUNOjQzX999/H4A69zOf2bVrFw4ePChvx8ojBxKP9PN4PHjggQewe/fumOP0Fp9MOlFmBDEa6JOUIiaHBUWz9Y0Pc6kNlpoi2CaVABbxodv/iVawiYdzG3m4/MvIrk50/3E/+l86itDQ+ApficfQxlMQ3BFvJFN4sseTx1XCuXRCRs7LOUff0zqqwELkBlV6cXgFNM6vAEs1VNiIZM9LhitBjCv6+vrkthRG+KUvfQlLlxqnDqxZswaAaMT86U9/wosvvpjZSRI5g6SMayTyEw8jw3VwcBAA8NJLL41+cjmAIAj4xz/+IYsjJUowqF96MJr+/n4MDAzg+eefNxyzadMmDA4OYuHChfiv//ovXHzxxQAw7kKxiexBhmsGmfD9paj7ziIwxuRcQ8Gj/YEQhvyqOpsA4N3fg+HNp9H/YmZzEXKNgVc/UW0zmxnminAu5CjDsXMROV83QynNsRStJUpkcaQ4BmGKBqOOw1V9XsMBIlXXzwUAVN84L6V5EASRWyhrSEoeGbPZjEsvvVQltqNEKptBD8KFg8fjwdNPP42ODlGwcdWqVaM6j9lsRmdnJ/bt2yeHBR84cEDe39LSkvJcs8krr7yCf/7zn/L2qlWrNGVmlLWQ584V762JGq6SyBIAlUdXyZtvvgkAGBgYgMlkkhWfyeNKpAsqh5NBGGOiTcAACBxc4PCf0C8DYqQwzKOFcsYxylqjzuX1cG9tg7XBKRs4w++dRtklU7M1vbRin1YG74FegAOVX5qN3r+kN/+E+xL43IRDdePYjakvGMQLNY5z/aJ5VWi6d01qcyAIIudQlsCIFm5RPiRLzJw5Uw5DVJZF6e/vp3Ia45j/+Z//AQDZ2DRa1IhHMBhEd3c3/vrXvwIQa5gqw9XzGc45duzYoeq76KKLsGfPHnn7C1/4AubOnQuPxwOHw4Ht27dj//79CRmuHo8H27Ztk7c7Ozsxa9Ys1Zhjx47JbUkASgrvJsOVSBf0SRoLTKLHdWjjKQz981RShwa6xkfORSIow6LLLp6Cxp+sgtllQ6hHfEBRqi+PHzhsjSnWSdVh6N34nzOWoMcz1VrDRqHGcn9wPL6vBEHE45133pHb8RRHr7zySqxfv14OL/7FL34h73vllVcyMj8i+0heViDiER1t6RQpJFjJW2+9pdrO18oOytdJidvtBgA0NTXJHtaioiIwxmCxiL6rREoEPfnkkyrvNNN5btiwYYOmT1J/jhX+TxDJQIbrGCB9v4f+cTLpY0NxxHTGE6H+yAq7qcgSEe8J4zDIJc5LpA8FR3yXZ5IM/L0F/k/UN2j7zHLUfVu/REDcSOFURbEylSNLEMS4IdojIxmydXV1AIAzzzxTta1kaEg/konIf5566ilN32jLJinFnQDRqy957pctW6Y7Jl94+OGHAQBTp4pRaU1NTQAif49eiSDJcE3E43rixAnVtp6BX1JSIrdvueUWAIDL5UJzczPmzaNUHyI9kOE6FoQNk0TCNy11BVyEOSwcVPLpSapuyeNXftm0MZ9SprBOEN9nU4kt7aJDQ++oF0gccypRc9OZsE5wpvU6iaK3MivuCP+fnwvcBEGkAOcc9fX18na04frZz34WAHDDDTfgG9/4hmzI6qkOt7e345NPPkEoFMIzzzyD1tbWDM6cGEskQywT/PSnP5XbgUAAAPD6669n7HqZQulJnj9/Pi688EJ8/vOfV43RywmXvlPxDFfptVHy1ltvYfPmzfJ2KBTCsWPH4HQ60dzcrPpuE0Q6IcN1LNAxTBxzq3QGimJEllq18ZqvoSvJ4jkgKgaWnNuk6q+6fg5cqxthrhg/9f1KPz0ZNTefBfvk0oyXeVGWEaq+ab5mv8lp1T3OUhV+vTMlKhwuIWVtSH+oNEEQuQ3nHG1tbQCA22+/XbN/yZIlaG5uhtPplMMNAeNcuT/84Q84cuQI9u7dG1P1lMgf9u7dqyl3JIW7pkq0aFFtbS0AqPI484Wf//znctvn82H16tUar7Tegk+iHlejcjpvvPGG3JaUjKXQZILIFGS4jgU6D/7Wen3vl7W2GBP+dZHoXZSOCxaG4epvEVcNo8WArHVOlH9u2riq48nMDPZp4fq+af4WRr9+yrrAlprwoogifNe1okFzDueKerhWiv3m8tEJYcTDPqkUNV8/GyXnT8zI+QmCyF2UBmhlZeJpILEWcqWw0q6uwq6FPh7weDx45plnNP1KJepUzy8xefJkjSGbT5SWlsptq1V/IVovxD5Rw9XonEqUIlAEkUnIcB0D9AwuZtF/6csuFcNiXKsaZYPBs687c5MbY4SRALxH+jQPH8JIJBRlPBmoCZHmHFcjD6oI14xhZqYxThljcK5sQOM9q2F22dI6PyX2SZn3OBMEMX4oLy/HypUrdfdJXjOgcCKVxivK3NZ169bJbacz/Skvc+bMURl2giBg27ZteRFy3tXVJYcKV1VV6eayAvrGZ6KGK32XiFyCDNcxQK7ZqcA+VVwhq7x2Nup/tFzuNxVFKhSFBsSchED7+Am9OH3XVnT/fi98h/tV/d6DfQZHjH+UqrtcSP0GYWsyDr2VhJZcy9T5J4JXe+NijJFRSRBEznHeeefp9ivDFHft2jVGsyHSzfDwMI4fPy5vK4V94qlPj4ZgMIgJEybI29u3b8eGDRvwu9/9LueNttOnT8vtb37zm4avj57WRKKG68mTom7G17/+dVl0SWLnzp3kbSXGlKQNV8aYhTF2gjH2TvjfmYyxOxljHzDGHlKMS6ivEDCXaD1W9illaLhzJYrProFZ6f1SGAqlYZEic+X4ye2U6H5sr2q79//XL2ZdEChvKGkwXAW/WhXRtTqS22IqtqLhzpUouUAdnlu8oBZjgetcbZ4NQRBEMhiFLiprch46dGispkOkkVAohO3bI3Xtr7/+epXRlUxYuREzZ85UbS9atEi1/eqrr8rtX/3qVylfL5O89NJLAIB/+Zd/SfrYRA3Xjz8W68zX1NSgvr4eX/nKV+R9O3bswL59++Tt888/P+l5EEQyjMbjehaAJznn53HOzwNgA7AawFIAnYyxCxljixLpS8tfkA8YlAMxKTyx1f9yJsqvnK7aX3S2KEhhFFac7wS6PeACR2g4onY34d+XZHFG2UHl1UzD6m6wY0RuN9y1EmVr1aqMJrvZWOlXnlTK09Cl/NLxowxNEETqjEZ9NO7vFyIP20R+8dvf/lau73vBBRdg+nTxuWjWrFkAIsZWKkilbwDg29/+tpzfetVVV2nG9vT0pHy9TCKVuzH6Ht1+++0qQ1NJMuVwgMj3bvLkybJgWmtrq0qxOF/LCRH5w2h+AZYD+Bxj7HwAHwE4COBvnHPOGHsNwCUABhLsezP65IyxmwHcDACTJk2K3p2XKG+xtoklumI0junlwPRyVZ9k2CZSRicf4AH1D1rH/dvhmFsF7/7IjcEyDr3LcVEYrt5DfSiaV53S6UJuMV+Y2c2J12AN28vmKgdCPemvHVz3nYXjdgGGIIjR8cMf/tBQJTget99+O5xOJ371q1+p6rieddZZ2LNnD84555x0TZMYQzo7O+X26tWr5fYVV1yBXbt2pfRcuH79enR1dWHatMgCanFxpIqD3Z4ZIcJ009PTI4tUNTU1wWQyGX6PKisrDb3UkuEaCkWeMUOhEEKhEGw2MVLw1KlTusd+5StfwX333QcA+OSTT+T+RIScCCIVRnPH+ADAhZzzpQCsAIoASBnsvQDqADgT7NPAOX+Ec76Yc75YKYGf1yhWhx1zKlFkUAq/1AFbAAAgAElEQVQnGpNDNDqEcWK4Ch5tLTDv/h5ZBbdga9gqvoU9fzqQ0ql4UACCAkrOm4j6HyyLf4B8oGi5Ziqj1VrnhKUqf1UbCYJIPxaLZdSGa2VlJex2O774xS+q+gOBAKxWK44cOZKwJ4nIDbq71UKUys9GcXExVq1alZC33YiZM2di5cqVqvNKBhqgFvfKNoIg4OGHH8bbb78NABgaGoLX68XTTz+NBx98EAcOHMDhw4dx4sQJVYh8Muh5XP/85z/jnnvukbclo3b9+vWqY5UGv8TChQtV3myCyASj8bju4Zz7wu3tiBivAOCC+Bg+nGBfQRBoiwhGMIOwYV3CHqrBv7eg9Lz8LxkijIg/juVXzkD/80ciO8wmmOxm1N2+IEszyy6p3IijCXSJEv/mMlvi3lYA9qllcG9rh7XeiWAGPK4qGBJevCEIgohFY2Mj1qxZg3fffRcA8NnPfhYPPPAAAoEANm3ahAULFuC5555DS0sL6urqcOutt2Z5xoQR2c4ndbn0hQ0FQRj1AstoueuuuwAA7e3tOPPMM/HQQw+hoqICfX2ikOV7770niyaVl5cbnicWkpCT0nA9duyYaowUBpxIuaDLL798VPMgiGQYzTfxT4yxsxljZgBXQvSkSvEcZwNoAbAjwb6CQArdTJZ0GjS5gHtnB4CwV1AB9wYhDAfAzAWzlpExOn8pFmtnjuTWpIrPqUX9fy6FbXJp/MEp0vTTNai6Pj1F5AmCIBwOMcVkzpw5KCsrk/uHhobw1FNPoaWlBQDQ0dEhP/gTuYUyTxJIjwhTsii9rzNmzJDbevVkM0n0Z/Shhx7S9EtGKwDMnTu6+2msHFdJTbm/X6wAoXxtJNasWTOq6xJEKozGUrgLwJ8A7AawBcDdABYwxn4J4A4ATwLYlGBfYaBQivUc6E3qUMesClgb0l+3LBtYq8XQEsfMcrhWNmR5NuOb0eSTmksV+T3jbNGEIIjxy4IFCzBjxgxceumlqn6Hw4G2tjZV37Fjx0hAZozhnGPXrl0xBbMef/xxuf2jH/0It912W0bnVFxcjJKSEsP9ypDX/fv3Z3Qu0RjllRoRCIzOOWI2i0KNeoarz+dDIBDAK6+8AkDfGx2txkwQY0HSocKc870QlYVlwgrBawH8knP+STJ9RBzMJmAc3GOHt7Wh/zkxPNjksKD8clEpcPg9sQaZnmAVMXqYbZTe69wuWUcQRAIwxn4NYAPn/CXG2KMA5gJ4hXN+d3h/Qn35QnFxMa677jpNv54C7UsvvYTOzk5ccsklYzE1AsCdd94pt5ubm3XHSPVI161bl5FardH827/9m26/zWaD3++HxWJBQ0ODqk5qppAWUqRw5K6uroSPdTgcsuLyaLBYLLqG67333qva1gsVVr5P8+fPH/UcCCIZ0hKbyTn3cM6f4ZwfS7av4EjSkcUYcr4AdiJIRisAsCLxYUIyWgGg7OIpYz2lnMI6UVz5tZ9RkZbzjdZfGuwRc2SDXSNxRhIEkYswxtYAmBA2Wq8GYOacrwAwjTE2M9G+LP4JKSPV6fR69fP1d+7cOZbTKWheeOGFpMaPlQFkpMT71a9+FVOmTEFTUxO+8IUvyP2Z8tJzznHXXXfhrrvukj2nGzduBABZOdiIJUuW4I477hh1jisgemu3bNkCIPbfqJe6plQQXrdu3ajnQBDJQEmFY06SJoWJqUKN84lA5wi6Hv0IgXa3ql8SDSq9aHI2ppWT2MLh4GZXeqTko/OIE8XfKqoTRpcuIggi92GMWQH8DkALY+wKAOcBeDq8+3WIOhOJ9kWf+2bG2HbG2PZkPELZYP369XC5XNi2bZvc9+UvfzmLMypM3G43du3aFXfchg0bAACzZ8/O9JTiMmHCBNx4442wWq2qvM7oHNx0cfToUbn94osvqhwVCxcujHms05m+NLJQKIRNmzbp7jMqE5Qv5YOI8QUZrmMAD0WMAJbsK25ieRu+2fHzHfAd7sfI7shDjn1aRDij9NPjo07v/23v3qOjKu+9gX+fuSSTC7mSkIQQIYDcggEMKlEQUTxea4WyRFFfL4jtyykvuNouWm1Jq/h6qqetPW+99aBL1GXBurBaLwex9SgqFVCBA5gKyP2SQO73zMzz/rFn9uw9l2RmMpc9M9/PWlnMfmb25Ecmk2d++7n8IsGdxFtH+t/VMBjaDs+cG16Hkr9gPESaGQW3xf8DBBGF7E4A+wD8GsBFAJYjQuXqEq1UnbZESGlpKcaMGaMe9/f3h11ChIKzf/9+PP7444M+7ujRo+oFhksvvTTaYYVEO6IYrcTVXe4GAPbs2YO9e/eqx4Fm27njqq+vj1gcPT09uu+ttWjRIr/tQghcffXVPiWpiKKJiWss2D1/fNxrO4Mle+ywn+2OdEQx1bnjNADAWpKJ4ffqpwEV3j4JRf+7Oh5hGYq6o/IQLlI425WONXNGMdLKA286MZC0smyM/FUtzNm+OwgSkeFNB/CclPI0gJcBfASWq8N3v/tdn7Ynnngi7E1taHAbNmzwaTOZTLr1lF1dXXj++efV4xEjfK6XxJV2jXSkEle73Y66ujp8+umncDqdPmto9+9XarkvWrTIb+I6bdo03HrrrQAiW37G6XQGvJgzUD3k2tpaQ4yUU+pIqs7JqKzlnlE0c15oI2E99cr25/0NibXmUGqmNzs7lA8Hxf9nhk/Jm4yq4UiviH4JFsNzzyAfwnrmU49+DsBrd2AiSiUHAFS6btcAGA2Wq1OnVHp/0GdpnOjQJjrjxo3DmjVrcN1118HpdOp2FnaXeQGACRMm+C25Ek9CCJx3njIb6sSJE4M8OjhHjhwBAGzevFmt1eo2ffp0ddRzypQpusTVvatvcXExKisrUVdXh9LS0ojEBCgJ8+jRoyP2fETREvKuwhS6rItK1M2JRJhFrMNdsxgP/We7YfeTaCdbXdqIcv9sIvEy83IUUapaB+B5IcRiAFYoa1ffFEKUAbgWwCVQ5nV8HERb0nCvxZsxYwYcDoda4mPfvn0oLi6OZ2hJae3atertpqYmCCHUjZD+/Oc/o6+vD93d3ejs9Ox/cfnll8c8zmBUVFTgyJEjeOONN1BdPbTZYUeOHMFLL73k93u0tbXhwIEDunZt4lpbW4tRo0ahpKRkSDEE8s477wSsB8v3CBkJP+LGgC5hM4eXvPUebIlQNNHXvLEe59bHtu5ZonOvfY7EDtLCxAsERKlIStkupVwkpZwjpZwlpTwCJXndBuAKKWWrlLItmLb4/A+iQ7tWUZt8cKpw5DmdTl0/5k5OtTs8v/nmm3j//ffV4zVr1qCszJi13d2jwJHom1944QW/7ZmZmWhpaUF7e7uufdy4ceptk8mEUaNG6X6XI623txc5OTk+paIKCgqi9j2JQsXENdbCzCla306csrd9Rz1/fPMXKGUJht89JV7hJAb3xY0w+0ZtpyodCbqbFxFFnJSyWUq50bXuNaS2ZKSdjhrNJCBVnTlzRr1dXV2Ne+65BwAG3AzLyLOxxo5V9iWZNGlS1L+Ht5EjR2LlypUoKyvD1KlTo/b93Q4ePIi2tjbYbDa1zWgbZhExcY0xI/+Bjoa0imEof2w2bBN4xW5Arl8LR2svOj7zbNbQ8Y9TcHQMvimErnwNR1yJKMWNGjVq0McMtOkMhc5ut2PjRqWq0pIlS3DzzTerGy5NmeL/4vXcuXNjFV5Y3KONwfw+DWTnzp1+28vLy1FTUxPwvLy8PCxbtiyipW+0tEmqm/tz6pQpUzB//vyofF+icDFxTSCRmKoSbd5rcU1ZvKIdFFdH0bntFFr+chD2lh70N3ahZdMBNL369SAnA70HPFPJh80ZGbUwiYgSgcPhAOC/NugDDzwAAAHrVvrDJHdwn376qbrhlXeNz0DrJI2euJrNSt159+9TuN566y2ftvLycixduhRCCN0U9oES2Ui77DKfks1q4poInzkp9TBxNbicqzy1TvtPGL/uXMOzu3XHpkzu/xUU70FSh1S+ADg6Bl+H5exVOtX0ylyY0vkzJ6LU5v7QPXv2bJ/7cnI8O9k7nYPviHfu3Dk88sgj2LNnT+QCTELamqTaUjKAksjedNNNsQ5pyNyJazC/J4HU1dX5bdeW2Jk3b55623uNaTT5W1vMxJWMjImrwWn/bji743fF19HeBykl2rYcwfHVH6Prywafx0inRP8x/eYC3uVvyD+fKeTSs1Y1mNnlHf99HACQMXV4pEMjIko47rWspkF28g9m1HX79u0AgNdff31ICUwya2nRbyDpnbgCvrVQhw83fn/l/v0Jd8TV+/dl7ty5amLa0OD5HJWdnY3KykrcfffdarIcC5WVlT6vg7sE0CWXJNXm4pQkmFUYXPbF0dn6PBT2lh6cWvsPnPjpVrRtOQoAaNpQ7/O4rh1ndMcijb9eIdEkqFJKOFqUXRjNeb5rULz1n1Z2bpR2XiElIlq4cCGuuOKKgOVD3GsWv/jiC5/7pJTYvHkzzp07BwDYtm2bet+jjz4ahWgTm5QSv/vd73Rt/vbzmDFjhnp70aJF6sZNRmc2m8NOXL/55hvdcU5ODqqqqgAAs2bN0n2PO++8U00aY6mpqUl3PGzYMNTV1cUlFqLBcE6hwenWiMYwJ5FOib7DrXD2O3Huhb0BH9e97xysJVmwFNjgaPdcTS24bSIyLyiKRajJwyTU6cGA8hoAgAihhJLJFrsrtURERpWTkxNUbVDv6ZDbt2/Hrl27cPz4cXz66ac+0zztdjucTuegI7mp5ODBg+rtFStWYP/+/X5HU927OBcXFwfcrMmITCYTdu/ejU8++QQ/+9nPdDtTD0ZbqxZQ1rVmZWVh1apVGDZsWKRDDUuqbRpKiY2Jq8HpptrGcL1B52cn0fLWoQEfc3z1x+rt8sdmw9mlrMUs+1UtTGlMoELm3Xc4B369ew+3ovGZ3Sj56UXInFGMri8akHnhiOjFR0SUJNy7tLa2ekrWdnV14e2339Y9zt/U4I6ODt062VTnHpG2Wq0oKCgYsITKypUrkZGREavQIqK/v1+t+dvS0hJwoyl/3nzzTfV2TU2Nem5ubm5kgxwCk8k05M2niGKFlwwTSCzXyfd5rVUNRscnShkXYeWvVTi8r3oOVI9VOiUan1E2wuo91ApIwJyXDsFSOEREg7ryyit92n7729/6tD377LMA9Du9eq/nTEU9PT3YunUrnE4nDhw4AEBJSgeTl5fns+NwIglmjXNPTw/efvtt3Zpek8mEOXPmRDO0sGk3hrrvvvviGAnR4JhhJBIp0Xe8HV17zkb9W2mn/Q7GnKfvhDjtJEz+dhYO4NyLnunbzRvq4eyxw2TjBAoiomAUFfkuZXGPqmmdOaPs3VBcXIxJkyYBUNbFem80lGo++OADbNmyBR999JHaFq1ao0YSzOebrVu3Yvv27Xj00UfV9ay/+MUvDDtKry0ZNXIky+mRsTFxTSROoOH/fYWmV/ZH/Vv1hVB6xzoiE43PKaN/Ip1ThMOm7RCFUEdc3aVutHrqm3XHzh4HRAZ/9kREwaqoqBj8QS4ZGRnqmtmvvvrKb13OVNHe3q7utPzhhx8CwIDTg5NJa2srnE4ntmzZ4rOpkZt2p+q+vj6MGGHsJTzutbbXX399nCMhGhyHaGKk6AfVkH1DW0PgaO2NUDSB9RxoxtkX9gIOiaxLStG57dTg52iSqIzJhdEML6lJu2cKkrOtF3Aox8GMfsseu8/INxERBTZ69GgcPXoUUkq0tw+8PMZmsyEzM1M93rNnDxYuXBjtEA3l2LFjWLdund/7UiVxfe+993DzzTdj69atOHToEJYtWzbg41tbWw2zCVMgFoslYK1ZIqPhiGuMpJ+XA9v4/PBOtigvkzaxiTRpd6K/sQtn//N/1CmqaWXZfh9rHam0Fy+f5nMfk6ch0EwNbnxuj2dzrEE2aQKUUVlOFSYiCp67XqbT6VRL32hpN+Gx2Ww+Uz1TbbpwoKS1uLhYl9QnM7PZjLa2NgBK7VVv3iPxZ86cMewUYaJExMQ1ARTffwEADHnEdiAnHvoEZ/59p67NlGWFtURZs5K/6HxPPD+oRtmaWUgb5XsVkYlrFASxpkb2O7gpFhFRCNwlbZxOp8+uqvfffz/y8z0Xm20233ra3qVOktlAmxIFmjKbjEwmE+x2OwBPeR+tnTt3+rSFUj6HiAbGT7oJwJShjKQ5Onw3jogm6XBixMoZKH9sNqylnk0XhMWkxjR8aZXuHEthYm1znwhEEO9SZ3s/EEK9VyKiVKcdcX355ZfV9rq6OpSWlqKrq0ttcyeuK1asUEfatPcnu0OHfMvjlZaWAgDKyspiHU7cnDlzBps2bQIQ/EaUibyLMpHRMHFNBK4SJ8GsNw2VtDtx6tfb/d5nm+C52ixcdVkthfqrzrZx+unPaWXJv6tgrDn7nGjbckQ/VdxPf6mr+UtERANyj7hqRwzvuOMO9faSJUvU2+7ko6CgALfccguA1BpxdU+ldpcRuv/++7Fs2TJcf/31WLx4cTxDixvvXajdI7HeOOJKFDn8pJsIovQqSYdE8+vfwNHUo2vPvmwkyh+bDVO6Z82kpcCGjAuGo2DxRO+n0REZXGcZaY6mHrRtOYqerz0frswFNmRM05dzEBaOuBIRBSsjQ5kh5K7VCkC3HtFms+H73/8+5s2bp0s+3GVfGhoaYhRp/LnL3tTW1qoj0kIIzJw5M2XWt3pra2vD1q1b1YT1vffeU+/T7tDrb5o5EYWHiWsCEKboJCRnnvwCXV/6drx5N1T6jaHwtkl+17UW/3A6smvLMPLhWtZwjRHZ64Ap3axulAUA4IgrEVHQ/O326r1usaSkBHPmzNG1uRPXLVu2RC84g+jv70ddXZ06uuyeXk3AqVOnsGXLFnUa9Y4dOwAAmZmZqKmpUR/X3d0dl/iIkhE/6SaCKCWD9gbf9TmWotDXqKaNzEbed8ZCWNmhRZN07S4snRLOjn4IiwnZtZ61RRxxJSIKnnuqsFYw0zpTac3i2rVr1dv+NiNKVdpRVO8pwtdee63uIv7p06djFhdRsmPimgj8jLj2Hm0L66n6TnbA0el/kyfL8AwU3jk5rOelGHAnrq61rrLfibQKz4iBsPDtTEQULH8zhIKd9jpmzBgAwDfffBPRmIxs2jTfEnipoLDQtz796NGjdcfa0kgTJypLqlavXo3Ro0djwYIFUY2PKJXwk24CEH52i218ahcAQEqJpg316NrdGNRzNfz+SzQ+s8vvfQVLJsFalJprVQxL89LLftfmTK4E1lKUAWtRJjKqlE7VvYEWERENzjtxffDBB4M+99tvvwUAvPLKKzh58mRE44qXxsZG1NfXQ0qJvr4+NDZ6PlfcdtttuOaaa+IYXfzce++9Pm3aKdN9fX1ob29Xjy0WZa8Pm82Gu+66y+/IPhGFhzvpJIIAa1ybNtTDWpaNri8b0PVlAzIvKPL7ODfpUBIee2M37C09Pvf7S5ApvjKmFKL7f5TdHJ3dynQkdwLr7FHqDpqyXVPbXK8vERENTrsr7OzZs8OeCtvS0pLwJWHq6up82s4/X6nffuutt6q3U5G/db3aUkhff/21mpwuXLiQe30QRRET1wQQaHOmri8bAM3mStLhHLAkyomHtqq3Tz/mWwInWptAUfjcSSsAOLuUD1ldXyivefsHR5E7/zx1irA6IktERIPS7grsrs0aDofDEYlw4qK+vl4tdePtn//8JwBg3LhxsQzJcLxHTC+44ALs3r1bPU5PT8df/vIXAEBzc3NMYyNKNZy/kAiCTCgHTVz8DMgNX1oFy3BlQyb35j9kTM5uOzq3n0bru8oUNfc0Yku+slGIyOBUYSKicOzfvz+kx5eUlKi3EzVx/fbbb/Hqq69i8+bNAz4u1XcS9v7/X3311ZgxY4Z67HA41E29pk+fHtPYiFINE9dEEORAqHvTnlDYG7uDfn6KPWuJZ82xtCt1d93cuzhnzSpD/qLzkVVT4nM+ERH5N3XqVPV2qFN9tRvuJFri2t/fjxdffBEvvviirv1HP/oRfvKTn2D+/PlxisyYTCYTVq1apR5brVaMHDlSPbbb7WrJG38llogocjhVOAEEu15ioMQ10GiqKcuKnHkVaNpQD3Nu6mzxnygyqoaj//RR5cDrNSy4RVlzJEwCWReOiHVoREQJzb2JDgBcfPHFIZ2r3X3YuxxKtB06dAjr169HcXExGhoasGjRIkyYMAG7du1CdXW17v/lz4YNG9TNpbTc06W1u+iuWbMmssEnqNzcXPW21WpFaWmpetzb2xuPkIhSEhPXJDLQVOHuXf53HbaNy4Mp04rM6cXRCouGwJTjqSkoHfrX11oa/posIkpOQogRAN6TUk4XQqwDMBnA21LKR1z3B9WWCrRrF4Op36qlTVzffffdkBPfoVi/fj0Azxrd1157DRUVFTh69CjS09NRVVWFkydPIisrS5dwSSkhpcSBAwfUtlWrVukeAyjlXO677z4UFBRwoyGNmTNnYvv27TCZTCgrK8PKlSuxadMmtLa2xjs0opQRduLKztF4ZL8TUkq/HU3ThnqftuJ/nQZTJguKG1XONaOROa0Y9oZudH3VoO4K7SbSONOfiHw8ASBDCLEAgFlKOUsI8bwQYjyAqcG0SSlTojipNlkNdUdhk8mEhQsX4vXXX490WAMKtJHS0aPKzJx9+/bh888/x9GjR2Gz2bB69Wr1MZs3b8Znn32mHq9evRo2m83v82mnwpLiuuuuw7XXXqse5+XlwWKxoKmpKY5REaWWoXzy9ekcAVQKIcYH2zb08ElLqdG626fd3uwpfeOeDmwtzUJaOddiGFnWjBEwpZmRd0MlzDlpgENCWD1vWdZtJSItIcQ8AJ0ATgOYC2Cj667NAC4LoS3lDDa91h/tGtlY2b7dtyKA1r59+9QktqfH0/evXbtWl7QuXrw4YNJK/gkhfHYYDnWknoiGJqzENZqdoxBimRBihxBih7b4NSmsJZkQtsAdbN+RNkipH5nr+PiEetvR0QcAsE0uBBmc9t1pNinrlC2axNXCEVciUggh0gD8HIB7iC0LgPuPfxOAESG0+Xt+9s0D2LNnD44dOxbV7+FwOLBt2zYAyhTfVatWDbrj7zvvvAOHw6GrWQsA5eXlUYszlWh3o166dGkcIyFKDSF/8o125yilfE5KWSOlrCkqKgo1vKTlTlYLlkzCsNn6KTyZNfofZd/hNt1xx6cn1dvDLlc6K3cJHDIubV1dYRaA3QnZbfd7PxGlvNUAnpJStriOOwC4/9BnQ+nvg23zwb55YK+//jrWrVsXteeXUuLhhx8GoJRnyc3NRW5urm5HY+1a1by8PADA559/rp6npV2jS5HBiwFE0RfOkE1UO0cKwJWjCCF86rqac/RTVeznPNODzr60T3df9iVlKFp2ATKn8YOH4WkTV5OAo61PPc6cwc20iEjnKgDLhRAfApgG4EZ4ZjZVAzgMYGeQbRSkWKwF7enpwS9/+Uv1eNmyZX4fp90kaMWKFT7319TUYOHChZgzZ47PlFcKz5QpU+IdAlFKCWdzpqsAzBNCLIfSOVYAOAZgG5ROrx7AcSgd4WBtFCQhAAkAJgGh6W8sIzIxbO4otP/NM0VJmD0JT89ez0YO2bVlMOek+SS6ZFCaxLX3kH7XwqxLSr0fTUQpTEo5x33blbx+B8DHQogyANcCuARKNxJMW8qYM2cOzp49G/b5sUgAH3vsMfX2lClTMGKEZ5bVkiVL8MorryA/Px/Nzc0AgAsvvNBvXDfccEPUY001U6dOxd69e+MdBlHKCDlxZecYZyYoWaxL/k1jYfLapMe7bIpb7g2V0YyMhsiUaYGzSzMVeIAyBOkVObEIiYgSkJRyLgAIIeYCmA/g11LK1lDaUsW8efOGdL53gtjZ2YmsrKwhPScAHDx4EEIIVFbq++0rr7xSdzxmzBjk5ORg/vz5mDRpEvbu3YsJEyYAAH784x/j8ccfBwDMnj17yDGRr5wc9sVEsTSkS4VSyrlSyjYoGy9tA3CFlLI12LahfO+UI9S5wropo/CT3Ei7krh27jjt9RzRCo4iwWfTLc7kIqIhkFI2Syk3SilPh9pGwfHeDLG9vT0iz/vSSy9h/fr1aGpqQkVFhdpeUFCge5zFYsEDDzyAyZMnQwiBqqoqtbRPVlaWutb1sstScrPoqCstVWY/1dbWxjkSotQQdh1XLSllMzw7BofURkFyJTFCAB1bPbsE+0tGpV3pSJv/7CnFV3jXFBYSN7iie6pw+okdnga+XkREhma323XHzzzzDOrq6ob0nIcOHVJv//73vwegjOzeddddIT/X8uXL0dbWhvT09CHFRP4JIYb8ehNR8DimkyhcSYzXxV21Pe+7Y9Um2e87Vdg2Pj9qoVFkWIZnoPwxz3Qu7hpMRGRskd6cqbGxEevXr/dpT0tL0428BstqtaKwkOXviCg5MHFNEOpoqVMi97oxmjuUf7IvKcPI/3sZYBaQvQ7f881MghJZ3nfGDv4gIiKKqUhPwf3DH/7gtz0WuxcTERkdE9cEkTFFuWJqSjfDUuipwSr7PKOrQgiYbGY4e/RTl9LH58UmSIqI7EvLfNrMhbY4REJERAPR1k7V6uvrw+HDh/HGG2/4rIMNZMeOHQHvW7BgQVjxERElk4iscaXoy72+EsPmlsOUaQW0o6deA6nCZoGz246+kx1qmymDL3MiybtxLPJu1I+waqcNZ8/hlXciIiN79NFH1dtXXXUVsrOzB3z8mTNn8Ne//lU9rq6uxq5duwAAhYWFEdmpmIgo0TGjSRDCLGDOUTZX0CYxlgL9SJwpzYzuXY3o3tWoaeQ04YSneQ3zrmNZIyIio1i8eDHMZjO+/PJL7Nu3Dxs36veg7O3tHTRxffrpp3XH8+bNUxNX1l8lIlJwqnAi0rxqlnx94iosfl7S4GYpkYFxoyYiImOaOHEixo8fj7IyZZnHvn37dDckUJAAAAq6SURBVPdv3rx5wPNPnTqlO37ooYeQm5uLO+64AzabTX1eIqJUx8Q1ISlJjG2C707Bfac6fNrgZOaa8Ji4EhEZmtls9tteX1+PTZs2BTzvs88+U29ffPHFsFiUyXBjx47F6tWrWcqGiMiFiWsCSh+Ti+xLy5C/cLzvnQ7fJFUycU14HHElIjI2kynwR6pdu3bhzJkzPu0nTpzA7t27AQDZ2dkR36WYiCiZMHFNQMIskHfjWHXNq46/BIeJa8JztPfFOwQiIhrA9u3bB7z/73//u+7466+/xh//+Ef1+IEHHsCwYcOiEhsRUTJg4ppshG/imjFleBwCoYjiiCsRkaHl5elLz82ePXvA+//0pz/pjgcasSUiIiauycfu1B3m/Mt5yKoZEadgKFKEmYkrEZGR1dbWqrfHjBmDK6+8EuPHe5b02O2eGuvd3d0BzyUiIv+YuCY5YfG/WQQlGI64EhEZWmZmpnr722+/BQBcccUValtnZ6d6u6GhQXcuR1uJiAbHv5RJxpSp7EZom1yoNHB9a1LgiCsRkbGVlJSoty+//HIA+unB+/fvV297TxO2Wq1Rjo6IKPExcU02rvxGWJQb3FE4OZgylQ811rKsOEdCRESDGTNmDABlFLaurk5tr6urQ3NzszpVeNWqVfje976HOXPmxCNMIqKEYol3ABRZzk7XGhrX1FLpteaVEpO1OBNFy6YibVROvEMhIqIAsrKy0NnZGbCmKwA8+eST6u2cnBxUVVXFIjQiooTHEdckM/yeKgirCdYSZWTO2cEyKskivTIPwsq3LBGRURUVFQEAent7de2jRo3yeWxeXh6En0oARETkHz8FJxnb+fkY+fCl6P1nMwCg8x+n4xwRERFRapg+fToAZSRV6/bbb/d5rHd5HCIiGhinCieprItL0HuoFenn58c7FCIiopRQXV2NiRMnIj09Xdeenp6O8vJyHD9+PE6RERElPo64JilhMen+JSIioujzTlrdli5dqjt2OByxCIeIKGkwqyEiIiKKgfLycvV2dXV1HCMhIko8TFyJiIiIYmDmzJkAgMmTJ6OmpibO0RARJRYmrsmK5VuJiIgMxWpVanI7nSxVR0QUKiauRERERDHgTlz7+/vjHAkRUeJh4pqk0sfmwVxgQ86VFfEOhYiIiABUVFSgqKgI8+bNi3coREQJh+VwkpQpw4LSn8yMdxhERBQjQohcAH8CYAbQCeAWAE8DmAzgbSnlI67HrQumjSIvPT0dy5cvj3cYREQJiSOuREREyWEJgN9IKa8GcBrAYgBmKeUsAJVCiPFCiAXBtMXtf0BERBQAR1yJiIiSgJTyKc1hEYDbAfzOdbwZwGUApgPYGETbN9GOl4iIKBQccSUiIkoiQohZAPIBHANwwtXcBGAEgKwg27yfc5kQYocQYkdjY2MUoyciIvKPiSsREVGSEEIUAPgPAPcA6ACQ4borG0qfH2ybjpTyOSlljZSypqioKHr/ASIiogCYuBIRESUBIUQagNcA/FRKeQTATijTfgGgGsDhENqIiIgMhWtciYiIksO9AGYAeFAI8SCAFwDcIYQoA3AtgEsASAAfB9FGRERkKBxxJSIiSgJSyqellPlSyrmurxcBzAWwDcAVUspWKWVbMG3x+R8QEREFxhFXIiKiJCWlbIZnx+CQ2oiIiIxESCnjHUNAQohGAEci9HTDAZyN0HNFklHjAhhbuBhbeIwam1HjAhhbOM5KKa+JdxCJLEX6ZsC4sRk1LoCxhYuxhc6ocQGMLRxB9c2GTlwjSQixQ0pZE+84vBk1LoCxhYuxhceosRk1LoCxUeIz8u+JUWMzalwAYwsXYwudUeMCGFs0cY0rERERERERGRoTVyIiIiIiIjK0VEpcn4t3AAEYNS6AsYWLsYXHqLEZNS6AsVHiM/LviVFjM2pcAGMLF2MLnVHjAhhb1KTMGlciIiIiIiJKTKk04kpEREREREQJiIkrERERERERGVrCJ65CiFwhxLtCiM1CiE1CiDQhxDohxGdCiIc0jwuqzQix+TvPKLFp2kcIIb40YFxPCSFujHRcQ4lNCJEvhHhHCLFDCPFsnGMbIYT4WHNsFUK8JYT4RAhxj8FiqxBCfCiE+JsQ4jkhhDBKbJr2KiHE+5GOK0KxvSWEmGak2IQQlUKID4QQXwkhfh6N2MgYhvK3PNDf93jH5u88o8SmaWffzL452rGxb2bfHDcJn7gCWALgN1LKqwGcBrAYgFlKOQtApRBivBBiQTBtRonNz3mDFuSNYWxuTwDIMFJcQojZAEqklG9FIa6hxHYHgFdcdbOGCSGiUT8rmNjyAbwIIEtz3g8B7JRSXgrge0KIYQaK7X4AP5BSzgMwCsBUA8UGV2f9GwDWKMQ11NiWADgopfzKYLH9K4BfSCmnAfgXIURRlOKj+GPfHNvY3Ng3s2+Odmzsm9k3x03CJ65SyqeklO6rKkUAbgew0XW8GcBlAOYG2WaI2Pyc12CU2ABACDEPQCeUN4Uh4hJCWAH8EcBhIcRNkY5rKLEBOAegSgiRB+WP/LE4xeYAcAuANs2p2ng/AhDxjjvc2KSUD0op97sOCwGcNUpsLncD+HukYxpqbEKIAgD/DqBZCHGFkWKD8l64QAgxAkA6gJZoxEfxx745trEB7JtDjQ3sm9k3xzA29s2RkfCJq5sQYhaAfCh/eE64mpsAjIByVSGYNqPEpjtPSrnNKLEJZWrUzwGsjlZM4cQF4E4A+wD8GsBFQogfGii2rQDOA7ACwH5Xe8xjk1K2SSlbvU4xxPsgQGzu824BsFdKedIosQkhCqF0CE9EK6ZwYwOwCsBrAJ4FcKcQ4jsGiu09AJdAeS/8DYA9WrGRMbBvjk1s7JvZN8cwNvd57JvZN8dcUiSurqsY/wHgHgAd8EyTyYbyfwy2zSixeZ8XFWHGthrAU1LKqF2NCTOu6QCek1KeBvAygKhczQoztjUAvi+l/BWAr6FcDYxHbP4Y5X0Q6LxKAD8CsDIacQ0htscA/FRK2R+tuIYQ23QAf3C9FzZCuXJvlNhWA7hLSvmg6/HzoxEbGQP75pjGxr6ZfXOsYmPfzL45bhI+cXVdZXwNyi/qEQA74ZlaVA3gcAhthojNz3kRN4Sf21UAlgshPgQwTQjxnwaJ6wCASldbDYCI/9yGEFs+gKlCCDOAiwFEvHhykLH5Y5T3gb/z8gG8CuCeQFd84xUbgMsB/JvmffCIgWIzynvBnzEARgkhbABmIArvBTIG9s2xjQ3sm9k3xyg29s3sm+NKSpnQXwB+AKAZwIeur/8FYBeUhdn7AeQCyAmmzUCxeZ93i1Fi83qOD40SF4BhUN6sHwH4DMBIA8V2EYC9UK58vQ8gOx6x+XvdoEyT2gvgSQDboSziN0ps/wbglOa8y40SW7TfB0P8uZUBeAfAJ67ft2EGiu16AIcAtEP54BPx3zd+GeNrCH8v2Tezb45VbOyb2TfH8ufGvjkCX8IVcFJxXQ2aD+AjqQzJB91mlNjiwaixGTWuRIwtwOPKoFyR+y8Zpaun4cYWD4wtPEaOjYyBfXNyxWbUuBIxtgCPY9+swdjCY+TYwpGUiSsRERERERElj4Rf40pERERERETJjYkrERERERERGRoTVyIiIiIiIjI0Jq5ERERERERkaExciYiIiIiIyND+P0YYqCz0+y6OAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x1296 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "subjects =list(WorldStockIndexList.values())\n",
    "tickers=list(WorldStockIndexList)\n",
    "#每个子图的title\n",
    "plot_pos = [421,422,423,424,425,426,427,428] # 每个子图的位置\n",
    "new_colors = ['#1f77b4','#ff7f0e', '#2ca02c', '#d62728', '#9467bd',\n",
    "              '#8c564b', '#e377c2', '#7f7f7f','#bcbd22','#17becf']\n",
    "\n",
    "fig = plt.figure(figsize=(16,18))\n",
    "fig.suptitle('全球股指走势',fontsize=18)\n",
    "for pos in np.arange(len(plot_pos)):       \n",
    "    ax = fig.add_subplot(plot_pos[pos]) \n",
    "    y_data =world_data[tickers[pos]]['Adj Close']    \n",
    "    b = ax.plot(y_data,color=new_colors[pos])   \n",
    "    ax.set_title(subjects[pos])    \n",
    "    ax = plt.gca()  \n",
    "    ax.spines['right'].set_color('none') \n",
    "    ax.spines['top'].set_color('none') \n",
    "plt.show()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}