{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["## \u7814\u7a76\u5e73\u53f0\u8fdb\u9636\n", "-----\n", "\n", "FMZ\u5185\u7f6e\u4e86jupyter notebook\uff0c\u5e2e\u52a9\u7528\u6237\u719f\u6089\u5e73\u53f0API\u4ee5\u53ca\u8fdb\u884c\u7b56\u7565\u7814\u7a76\uff0c\u652f\u6301 `Python3` `C++11/17` \u4ee5\u53ca `Javascript` \u7684\u5b66\u4e60\u73af\u5883\u3002notebook+Python\u662f\u975e\u5e38\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u5728\u8fdb\u884c\u6570\u636e\u5206\u6790\u3001\u7b56\u7565\u7814\u7a76\u65f6\u51e0\u4e4e\u5fc5\u4e0d\u53ef\u5c11\u3002FMZ\u5e73\u53f0\u81ea\u5e26\u7684\u56de\u6d4b\u867d\u7136\u5f88\u597d\u7528\uff0c\u4f46\u5e76\u4e0d\u9002\u5408\u590d\u6742\u548c\u5927\u6570\u636e\u91cf\u7684\u7b56\u7565\u3002\u672c\u7bc7\u6587\u7ae0\u5c06\u4ecb\u7ecdjupyter notebook\u7684\u4e00\u4e9b\u8fdb\u9636\u4f7f\u7528\u6280\u5de7\uff0c\u5b9e\u73b0\u4e86\u5bf9\u4efb\u610f\u4ea4\u6613\u5bf9\u3001\u591a\u4ea4\u6613\u5bf9\u7b56\u7565\u7684\u56de\u6d4b\u3002\n", "\n", "### jupyter\u4f7f\u7528\n", "\n", "\u53ef\u4ee5\u4f7f\u7528FMZ\u81ea\u5e26\u7684\u7814\u7a76\u73af\u5883\uff0c\u4f46\u8054\u7f51\u4e0d\u65b9\u4fbf\u3002\u63a8\u8350\u81ea\u5df1\u672c\u673a\u5b89\u88c5anaconda3\uff0c\u81ea\u5e26notebook,\u548c\u5e38\u7528\u7684\u5173\u4e8e\u6570\u5b66\u8ba1\u7b97\u7684\u76f8\u5173\u5e93\uff0c\u5171\u7528\u672c\u673a\u7684\u7f51\u7edc\u73af\u5883\uff0c\u6027\u80fd\u4e5f\u66f4\u597d\u3002\u4e5f\u63a8\u8350\u4f7f\u7528Google\u7684\u4e91\u7aefcolab,\u867d\u7136\u6709\u4e00\u4e9b\u50a8\u5b58\u4e0a\u7684\u9650\u5236\uff0c\u4f46\u662f\u514d\u8d39\u4e14\u6027\u80fd\u5f3a\u5927\uff0c\u9002\u5408\u673a\u5668\u5b66\u4e60\u76f8\u5173\u7684\u7814\u7a76\u3002\n", "\n", "### \u5b66\u4e60\u6559\u7a0b\n", "\n", "\u5177\u4f53notebook\u548cPython\u7684\u4f7f\u7528\u6280\u5de7\uff0c\u7f51\u4e0a\u7684\u6559\u7a0b\u975e\u5e38\u591a\uff0c\u641c\u7d22Python\u91cf\u5316\u3001jupyter notebook\u6559\u7a0b\uff0c\u53ef\u4ee5\u627e\u5230\u5f88\u591a\u7684\u8d44\u6599\u3002\u9700\u8981\u81ea\u5df1\u5b66\u4e60\u638c\u63e1\u722c\u866b\u3001\u6570\u636e\u5904\u7406\u3001\u56de\u6d4b\u3001\u7b56\u7565\u8bbe\u8ba1\u3001\u753b\u56fe\u7b49\u4e00\u7cfb\u5217\u57fa\u7840\u3002\n", "\n", "### \u6570\u636e\u83b7\u53d6\n", "\n", "\u4ea4\u6613\u6240\u4e00\u822c\u90fd\u63d0\u4f9b\u4e86API\u83b7\u53d6\u5386\u53f2\u6570\u636eK\u7ebf\uff0c\u6709\u7684\u4e5f\u63d0\u4f9b\u4e86\u9010\u7b14\u6210\u4ea4\u3002\u6211\u4eec\u9700\u8981\u7528\u722c\u866b\u628a\u8fd9\u4e9b\u6570\u636e\u83b7\u53d6\u5e76\u4fdd\u5b58\u3002\u4e5f\u53ef\u4ee5\u76f4\u63a5\u63a5\u6536\u4ea4\u6613\u6240\u63a8\u9001\u7684\u6570\u636e\uff0c\u81ea\u5df1\u5efa\u7acb\u672c\u5730\u6570\u636e\u5e93\u50a8\u5b58\u3002\n", "\n", "\u63a5\u4e0b\u6765\u5c06\u6f14\u793a\u5982\u4f55\u5728\u5e01\u5b89\u4e0a\u83b7\u53d6\u6c38\u7eed\u5408\u7ea6\u7684K\u7ebf\u6570\u636e\u5e76\u4e14\u8fdb\u884c\u50a8\u5b58\u3002"]}, {"cell_type": "markdown", "metadata": {}, "source": ["\u9996\u5148\u627e\u5230\u5e01\u5b89\u6c38\u7eed\u5408\u7ea6\u6587\u6863\uff1ahttps://binance-docs.github.io/apidocs/futures/cn/#c59e471e81 \u3002\u53ef\u4ee5\u770b\u5230\u9700\u8981\u7684\u53c2\u6570\u548c\u8fd4\u56de\u7684\u6570\u636e\u683c\u5f0f\u3002\u901a\u5e38API\u83b7\u53d6\u7684K\u7ebf\u6570\u91cf\u6709\u9650\u5236\uff0c\u5e01\u5b89\u6700\u5927\u4e3a1000\uff0c\u56e0\u6b64\u9700\u8981\u5faa\u73af\u8fed\u4ee3\u83b7\u53d6\u3002\u5176\u4ed6\u4ea4\u6613\u6240\u7684\u60c5\u51b5\u4e0e\u5e01\u5b89\u7c7b\u4f3c\u3002\u6ce8\u610f\u9700\u8981\u7f51\u7edc\u80fd\u8fde\u63a5\u5916\u7f51\u624d\u80fd\u722c\u53d6\u5230K\u7ebf\u3002\n", "\n", "\u5e01\u5b89\u652f\u6301\u7684\u5468\u671f\u6709\uff1a1m 3m 5m 15m 30m 1h 2h 4h 6h 8h 12h 1d 3d 1w 1M"]}, {"cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": ["import requests #\u7f51\u7edc\u8bf7\u6c42\u5e38\u7528\u5e93\n", "from datetime import date,datetime\n", "import time\n", "import pandas as pd"]}, {"cell_type": "code", "execution_count": 160, "metadata": {}, "outputs": [], "source": ["def GetKlines(symbol='BTC',start='2020-8-10',end='2021-8-10',period='1h'):\n", "    Klines = []\n", "    start_time = int(time.mktime(datetime.strptime(start, \"%Y-%m-%d\").timetuple()))*1000\n", "    end_time = int(time.mktime(datetime.strptime(end, \"%Y-%m-%d\").timetuple()))*1000\n", "    while start_time < end_time:\n", "        res = requests.get('https://fapi.binance.com/fapi/v1/klines?symbol=%sUSDT&interval=%s&startTime=%s&limit=1000'%(symbol,period,start_time))\n", "        res_list = res.json()\n", "        Klines += res_list\n", "        #print(datetime.utcfromtimestamp(start_time/1000).strftime('%Y-%m-%d %H:%M:%S') ,len(res_list))\n", "        start_time = res_list[-1][0]\n", "    return pd.DataFrame(Klines,columns=['time','open','high','low','close','amount','end_time','volume','count','buy_amount','buy_volume','null']).astype('float')"]}, {"cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": ["df = GetKlines(symbol='BTC',start='2021-1-1',end='2021-8-10',period='1h')"]}, {"cell_type": "markdown", "metadata": {}, "source": ["\u6570\u636e\u7684\u5b58\u50a8\u548c\u8bfb\u53d6\u90fd\u53ef\u4ee5\u4f7f\u7528pandas\u5e93\u81ea\u5e26\u7684\u529f\u80fd\uff0c\u683c\u5f0f\u4e3acsv\uff0c\u53ef\u4ee5\u7528excel\u8f6f\u4ef6\u76f4\u63a5\u6253\u5f00\u3002\n", "\n", "\u5e01\u5b89\u8fd4\u56de\u7684K\u7ebf\u6570\u636e\u9664\u4e86\u5305\u542b\u9ad8\u5f00\u4f4e\u6536\u6210\u4ea4\u91cf\uff0c\u8fd8\u6709\u603b\u6210\u4ea4\u989d\u3001\u4e3b\u52a8\u4e70\u5165\u91cf\u3001\u6210\u4ea4\u7b14\u6570\u7b49\uff0c\u8fd9\u4e9b\u90fd\u662f\u5f88\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u53ef\u4ee5\u7528\u4e8e\u6784\u5efa\u7b56\u7565\u3002"]}, {"cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [], "source": ["df.to_csv('btc_klines.csv')\n", "df = pd.read_csv('btc_klines.csv',index_col=0)"]}, {"cell_type": "code", "execution_count": 87, "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>time</th>\n", "      <th>open</th>\n", "      <th>high</th>\n", "      <th>low</th>\n", "      <th>close</th>\n", "      <th>amount</th>\n", "      <th>end_time</th>\n", "      <th>volume</th>\n", "      <th>count</th>\n", "      <th>buy_amount</th>\n", "      <th>buy_volume</th>\n", "      <th>null</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <th>0</th>\n", "      <td>1596988800000</td>\n", "      <td>11575.08</td>\n", "      <td>11642.00</td>\n", "      <td>11566.07</td>\n", "      <td>11591.37</td>\n", "      <td>6541.466</td>\n", "      <td>1596992399999</td>\n", "      <td>7.592336e+07</td>\n", "      <td>25724</td>\n", "      <td>3127.898</td>\n", "      <td>3.630633e+07</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>1</th>\n", "      <td>1596992400000</td>\n", "      <td>11591.39</td>\n", "      <td>11610.23</td>\n", "      <td>11526.90</td>\n", "      <td>11534.39</td>\n", "      <td>6969.252</td>\n", "      <td>1596995999999</td>\n", "      <td>8.057780e+07</td>\n", "      <td>27403</td>\n", "      <td>3390.424</td>\n", "      <td>3.920162e+07</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>2</th>\n", "      <td>1596996000000</td>\n", "      <td>11534.39</td>\n", "      <td>11656.69</td>\n", "      <td>11527.93</td>\n", "      <td>11641.07</td>\n", "      <td>6439.365</td>\n", "      <td>1596999599999</td>\n", "      <td>7.469135e+07</td>\n", "      <td>25403</td>\n", "      <td>3446.186</td>\n", "      <td>3.997906e+07</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>3</th>\n", "      <td>1596999600000</td>\n", "      <td>11641.06</td>\n", "      <td>11665.90</td>\n", "      <td>11624.20</td>\n", "      <td>11635.30</td>\n", "      <td>3911.582</td>\n", "      <td>1597003199999</td>\n", "      <td>4.555459e+07</td>\n", "      <td>17820</td>\n", "      <td>1842.413</td>\n", "      <td>2.145768e+07</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>4</th>\n", "      <td>1597003200000</td>\n", "      <td>11635.29</td>\n", "      <td>11684.00</td>\n", "      <td>11635.29</td>\n", "      <td>11673.81</td>\n", "      <td>3461.004</td>\n", "      <td>1597006799999</td>\n", "      <td>4.036804e+07</td>\n", "      <td>15513</td>\n", "      <td>1660.575</td>\n", "      <td>1.936981e+07</td>\n", "      <td>0</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", "      <td>...</td>\n", "      <td>...</td>\n", "      <td>...</td>\n", "      <td>...</td>\n", "      <td>...</td>\n", "    </tr>\n", "    <tr>\n", "      <th>8805</th>\n", "      <td>1628658000000</td>\n", "      <td>45627.72</td>\n", "      <td>45894.53</td>\n", "      <td>45540.00</td>\n", "      <td>45801.45</td>\n", "      <td>10296.202</td>\n", "      <td>1628661599999</td>\n", "      <td>4.710187e+08</td>\n", "      <td>112187</td>\n", "      <td>4988.565</td>\n", "      <td>2.282399e+08</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>8806</th>\n", "      <td>1628661600000</td>\n", "      <td>45801.46</td>\n", "      <td>46270.00</td>\n", "      <td>45800.01</td>\n", "      <td>46087.86</td>\n", "      <td>26409.962</td>\n", "      <td>1628665199999</td>\n", "      <td>1.215164e+09</td>\n", "      <td>247170</td>\n", "      <td>13696.301</td>\n", "      <td>6.302708e+08</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>8807</th>\n", "      <td>1628665200000</td>\n", "      <td>46087.87</td>\n", "      <td>46450.00</td>\n", "      <td>46087.87</td>\n", "      <td>46367.38</td>\n", "      <td>23969.309</td>\n", "      <td>1628668799999</td>\n", "      <td>1.110210e+09</td>\n", "      <td>232348</td>\n", "      <td>11990.951</td>\n", "      <td>5.554267e+08</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>8808</th>\n", "      <td>1628668800000</td>\n", "      <td>46367.37</td>\n", "      <td>46643.13</td>\n", "      <td>46002.01</td>\n", "      <td>46217.01</td>\n", "      <td>23472.769</td>\n", "      <td>1628672399999</td>\n", "      <td>1.086549e+09</td>\n", "      <td>229533</td>\n", "      <td>12334.292</td>\n", "      <td>5.711837e+08</td>\n", "      <td>0</td>\n", "    </tr>\n", "    <tr>\n", "      <th>8809</th>\n", "      <td>1628672400000</td>\n", "      <td>46217.01</td>\n", "      <td>46329.69</td>\n", "      <td>46046.54</td>\n", "      <td>46297.16</td>\n", "      <td>6579.477</td>\n", "      <td>1628675999999</td>\n", "      <td>3.039580e+08</td>\n", "      <td>78812</td>\n", "      <td>3313.055</td>\n", "      <td>1.530718e+08</td>\n", "      <td>0</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "<p>8810 rows \u00d7 12 columns</p>\n", "</div>"], "text/plain": ["               time      open      high       low     close     amount  \\\n", "0     1596988800000  11575.08  11642.00  11566.07  11591.37   6541.466   \n", "1     1596992400000  11591.39  11610.23  11526.90  11534.39   6969.252   \n", "2     1596996000000  11534.39  11656.69  11527.93  11641.07   6439.365   \n", "3     1596999600000  11641.06  11665.90  11624.20  11635.30   3911.582   \n", "4     1597003200000  11635.29  11684.00  11635.29  11673.81   3461.004   \n", "...             ...       ...       ...       ...       ...        ...   \n", "8805  1628658000000  45627.72  45894.53  45540.00  45801.45  10296.202   \n", "8806  1628661600000  45801.46  46270.00  45800.01  46087.86  26409.962   \n", "8807  1628665200000  46087.87  46450.00  46087.87  46367.38  23969.309   \n", "8808  1628668800000  46367.37  46643.13  46002.01  46217.01  23472.769   \n", "8809  1628672400000  46217.01  46329.69  46046.54  46297.16   6579.477   \n", "\n", "           end_time        volume   count  buy_amount    buy_volume  null  \n", "0     1596992399999  7.592336e+07   25724    3127.898  3.630633e+07     0  \n", "1     1596995999999  8.057780e+07   27403    3390.424  3.920162e+07     0  \n", "2     1596999599999  7.469135e+07   25403    3446.186  3.997906e+07     0  \n", "3     1597003199999  4.555459e+07   17820    1842.413  2.145768e+07     0  \n", "4     1597006799999  4.036804e+07   15513    1660.575  1.936981e+07     0  \n", "...             ...           ...     ...         ...           ...   ...  \n", "8805  1628661599999  4.710187e+08  112187    4988.565  2.282399e+08     0  \n", "8806  1628665199999  1.215164e+09  247170   13696.301  6.302708e+08     0  \n", "8807  1628668799999  1.110210e+09  232348   11990.951  5.554267e+08     0  \n", "8808  1628672399999  1.086549e+09  229533   12334.292  5.711837e+08     0  \n", "8809  1628675999999  3.039580e+08   78812    3313.055  1.530718e+08     0  \n", "\n", "[8810 rows x 12 columns]"]}, "execution_count": 87, "metadata": {}, "output_type": "execute_result"}], "source": ["df"]}, {"cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [], "source": ["df.index = pd.to_datetime(df.time,unit='ms') # \u628a\u7d22\u5f15\u8f6c\u5316\u4e3a\u65f6\u95f4\uff0c\u65b9\u4fbf\u753b\u56fe\u53c2\u8003"]}, {"cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 1080x432 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["df.close.plot(figsize=(15,6),grid = True); #\u6536\u76d8\u4ef7"]}, {"cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 1080x432 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["(df.buy_amount.rolling(150).mean()/df.amount.rolling(150).mean()).plot(figsize=(15,6),grid = True); #\u5e73\u6ed1\u540e\u7684\u4e3b\u52a8\u4e70\u5165\u91cf\u6bd4\u4f8b\n", "#\u4e3b\u52a8\u4e70\u5165\u6bd4\u4f8b\u89c1\u5e95\u56de\u5347\u5f80\u5f80\u5bf9\u5e94\u7740\u4ef7\u683c\u7684\u56de\u5347\uff0c\u4f46\u4e3b\u52a8\u4e70\u5165\u6bd4\u4f8b\u957f\u671f\u5747\u503c\u572849%"]}, {"cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [{"data": {"image/png": 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Rrdfd8E5J7/zY8QCAEyfV6D6mfOELRQEAzjQBoGp/FwNAygwDQCIiIiIyhLoGcLhTQBsqHQCA+9/cpfuY8oVfCQBdaaaAXnXKJADAZx5ajYdW7hn1cVHhYwBIRERERIZQq4AOdwpovI0He/UaTl5RM4Aum2XI/T596hTtdqcnOKpjouLAAJCIiIiIDBGNqRnAkZ+Sbjvi1ms4ecUXktcAppsC6rD2v3YWk0DTLS/ivuZd+P3rO+AOhEd1jFSYGAASERERkSG0IjDDnAIKAOtuXwwA8BRpkNOfARw6AKwps2m373l9JwDg5y9/hF/9ZzvuWb5j9AZIBYsBIBEREREZYqRFYACg2mWDSQA/+ucW3P3qdr2HZrhbn9sIAHCmWQNYX27Hv288K+ljnZ6Q7uOiwscAkIiIiIgMoRaBsYwgA2g2Caj9z39bxJmuSqc17T7Hjq9Muj2ovL5E8YZeVUpERERENEoiWgZw5EVgilVTnQuzJ1YPu0JqvOoMgkcqPcwAEhEREZEhIsoawJEGObdeNAsAMKHaqduY8kWnJ4T6clv6HYfgDUZ0Gg0VEwaARERERGSIiFIF1DqCNYAA8MVzpuHTp05GMBLVc1iGC4SjcAcjqC+3Z/ycb54/c1A7DU+wuF4X0gcDQCIiIiIyhDYFNItpjjaLCcFIca116/TKxVuGkwG8cdEM7LjzYpw1ox4AcHRjBfxhZgBpMAaARERERGQIdQqoJYs+gHaLuegCwEdW7QMA1JVlngFU/e7qk/DYF05FQ6VdayVBFI8BIBEREREZIqJWAc2iCIzdYkIoEoMkSXoNa1jC0Zj2e+jl/jd3AcisAuhA1S4bTp9eD6fVDD8DQEqCASARERERGUKvKaAAEDKo5cHnHlqDY37w8qgcu6neNeLnumxmZgApKbaBICIiIiJDqEVgRtIIXmVXAsBgJAa7Zeim6XqLRGNYtbsTANDS48d4naqRzhpbgYZKBxoqHCM+htNmYQBISTEDSERERESG6F8DmMUUUKsc9AXCuQ929nf5tNsrdrTrdlx3IIIxw6gAmozLZoY/xCIwNFjaAFAI4RBCrBFCfCiE2CyE+LGyvVYI8aoQYofyd03cc24VQuwUQmwTQlwYt/1kIcRG5bF7hBBC2W4XQjypbF8thGiKe841ys/YIYS4Rs9fnoiIiIiMo0cj+CplnVyvL6zLmIbjQLdfu33zsxt1O26fP4wKR3YT9Vw2M3zhqGFrIyl/ZZIBDAI4T5KkOQBOBLBECLEAwC0AlkuSNAPAcuU+hBDHArgKwHEAlgD4gxBCzcffB+B6ADOUP0uU7dcB6JYkaTqAuwH8XDlWLYAfAjgVwHwAP4wPNImIiIiocGlFYLKoAlpmk08zjZjueLDbl3B/tTIdNBuxmARPKILKLANAp80MSULRVUil7KX9tkkyj3LXqvyRAFwG4GFl+8MAPqbcvgzAE5IkBSVJ2gNgJ4D5QohxAColSVolyZci/jbgOeqxngGwSMkOXgjgVUmSuiRJ6gbwKvqDRiIiIiIqYIVeBKa1JwBz3NgfXLkn62N6QhFI0sgqgMZzWY0LjCm/ZXRpQcngrQMwHcC9kiStFkI0SpLUCgCSJLUKIRqU3ScAeDfu6QeVbWHl9sDt6nMOKMeKCCF6AdTFb0/ynPjxXQ85s4jGxkY0Nzdn8muRwuPx8DUrYXz/Sxvf/9LC97u05eP7/9Eeedrmu6vehtMysiBwW5cc4Ly3bj28e3NXBCYak/D7N+QMYJ1DoDMg4dUtR7J+jTv9ciB7aN8uNEf3j/g4+w/Kr+1/mldibJkpL99/MkZGAaAkSVEAJwohqgH8Qwhx/BC7J/v2SkNsH+lz4sf3AIAHAGDevHnSwoULhxgeDdTc3Ay+ZqWL739p4/tfWvh+l7Z8fP+3YCewbRvOPedsOKwjC96q9ncDa97BMcfNxsJZDemfoJM9HV7gP80AgG8sOQ63/98mAMj6Nd7a2ge8uQKnzDkeC2ePG/FxTNvb8edNa3DLCj92/exirHjrzbx7/8kYw5pwLUlSD4BmyNMwjyjTOqH83absdhDApLinTQTQomyfmGR7wnOEEBYAVQC6hjgWERERERW4qFIF1KzDFNBcr3VTK4D+9qoT8ZkFU3DerIas1+0B/dVMnSMMiFV15Tbtdrs7mNWxqLhkUgV0jJL5gxDCCWAxgI8AvABArcp5DYDnldsvALhKqew5FXKxlzXKdFG3EGKBsr7vcwOeox7rCgCvK+sEXwFwgRCiRin+coGyjYiIiIgKXFiHNYB2g9YAqgHggqPqAAAzGst1CUL1qIwKJAaQXraDoDiZXKYYB+BhZR2gCcBTkiT9SwixCsBTQojrAOwH8EkAkCRpsxDiKQBbAEQAfFWZQgoAXwbwVwBOAC8pfwDgIQCPCCF2Qs78XaUcq0sI8VMA7yn7/USSpK5sfmEiIiIiyg/RWAxmk4DSGWxEbGY50AnlOAP4fWXKZ12ZTRmHCWEdgtCwDpVRAeCoMeX4+EkT8I/1h+BnIRiKkzYAlCRpA4CTkmzvBLAoxXPuBHBnku1rAQxaPyhJUgBKAJnksT8D+HO6cRIRERFRYYlEpayyf0BcFVCD2h1YzPLPt5lNiElyawt120hElGmx1iwzgADwibkT8Y/1h1gJlBJkP1GZiIiIiGgEfKEoXLbs1rr1B4C5DXIcVhPOmjFGu2+Nm4qaVQAYUzKAWRxD5dR6JHIKKPXL/pNFRERERDQC3mAEZfbs8hFG9QGMxYBpY8r7x6EEbOHIoIL1wxKKZL8uUqUG15wCSvEYABIRERGRITzBCMpsWQaA5txPAY1EYwhFYwnZSzUDGIxmF2ypGUA1sM2Gy8Zm8DQYA0AiIiIiMoQ3FEGZPbspoOpauVwGgD6lVUN8AGhXM4DR7DKA6hpAPTKA2hTQMANA6scAkIiIiIgM4QlGs54CKoSAzWJCMIdTQNUplc6EDKA+gahaBdSqwxpAl5Jd9XMNIMVhAEhEREREhvAGIyjPMgAE5OxbLjOAamP1+nK7tk1tR5FtKwi9+gAC/b0AvUFmAKkfA0AiIiIiMoRPhyIwgLxeLpcBYK8/DACodloTxgAAgSynW0Z06gMIAGaTgN1igp9TQCkOA0AiIiIiMoRHpwxgrgNAd0AOAMsd/WMfV+UAABzq9md17LCOfQABoNxugSfIKaDUjwEgERERERnCF4omrKMbKZvFlNM2EH0BOaCqdPRnAKfWlwEAtrT2ZXVsPfsAAkCZ3QIvA0CKwwCQiIiIiHIuGpMQiUlwWHQIAM2mrNfeDYdbCQAr4jKA6lTW372+M6tjq5lMvTKADABpIAaARERERJRzaqCjR7+7XE8B9SkBVar1i7vaPSM+tva66JQBLLebS24KaDASxZ0vbsHh3oDRQ8lLDACJiIiIKOf0DgCDOQwAvaEobBbToFYNNy+ZBQDYdtg94mMHIzHYLSYIwTWAIxGLSTj69pfxpxV78NDK3UYPJy8xACQiIiKinAtG5MqUdj0CwBy2gdjX6cX9b+5K+vM+cfIEAECHJzji4wcjMV2CYlWV04o+f+kEgC29/UV44tdoUj8GgERERESUc0G9p4DmaA3g02sPpnysrswOs0mgrS+7ANCuw7pIVbXLhh5fSLfj5bs9HV7ttl6FdIoNXxUiIiIiyjk1YNMjA2hPsgbwufcP4ucvf5T1sQcKaX36Bk/RNJsE6sttaHOPfO1ZSJkCqpcqpxV9gQhikqTbMfPZ/i6fdtsfKp3M53AwACQiIiKinFMDNl2mgFpM6PGF8fKmVm3bN5/6EPc170Lztrasjx9vq9Lmofk7C5M+Xu20YeWOjiGP0e4OpqxaGoxEdQ8AAaDNVxoB4IEuP6xmAZvZhEAO14UWEgaARERERJRzuk4BNZtwqMePL/39fXx0uA+xWH+wc+1f3sPmll5dWiFEojGsUIK7iTWupPtsO+JGS28AgXA06eOSJGH+z17DDY+tH7T9l698hE2HenVdA1hbZgMA3LLCjy5v8U8F3dvhxYRqJ2wWE6Ix/YNevT5LRmIASEREREQ519/uQJ9G8Ko+fwRPrT2g3T9jeh2W3rMSVz3wbtY/R80onTG9LuU+p0+TH+v1h5M+7g9HIUnAy5sPJ2zv8IRw7xu7sLfTp2sGcMnxY7Xb9yzfodtx85EkSXhnVwfmTqmB2SR0DwAPdvuw9J6V+NLf1+l63FxjAEhEREREOadNAbVmfzoa346h0xPELc9tVLYLvL2zEwCw8VBv1j8nokzbXDSrMeU+n5g7EQAQDCeffpiqImf8ukE9i8A4rP3H8hX5mrgDXX70BSI4pakWFpNAJKbvFNC7X5UD6BVppvjmOwaARERERJRzoag8RVKPhufxGcAvP/q+dvv4CVUJ+13yuxUJ00OHKxyVn2s1p+7RZ1Ee++mLW9B0y4uDpoIe7O4vUvKxe9/GO7vkYMIX6t/PatGnB+BA7e6RVyctBJtb5CD/uPGVSgZQ3+PPbCwHAMybUqPvgXOMASARERER5ZyaIdNjvVuyjNlNi2dgbKUjYdumQ30JfeKGSw3W9nT4Uu5jVqqDvrrlCABgb2d/W4Jd7R5ccf8q7f4HB3pw2z82AUjMGHqCydcPjtRD18yDAHCwe+S/eyF4Z5ec7Z3ZWAGLSSCqcwYwolw8iM+qFiIGgERERESUc3q2gSi3J56QVzosuGnxTJTbLYP2zSYL9s8P5SqjaqYpmb1xfegAwBsXzC369ZuD9t/T4UXTLS/i2ff7+wtmk6VMZtExjTh9vAU72jxFnQV8b28X7BYTHFYzTCahBWx6UafQ+lMU+CkUDACJiIiIKOf0rAJqNpmUv+XsW19APlFXg8y5k6vxz6+dCQD4yb+2jPjnLDqmAQBw29JjUu7T0pvYA7DXH8Li37yJX77S35Pw2tObBj3vH+sPabdHo2dfu19+Lc79VbPux84X+7t8OGtGPQAoGUC9A0A58EtV4KdQMAAkIiIiopwLKlkUfaaAyse47sypAIA6pfXB58+YCpfNjHs/PRflDjkbuH5/z4h/jlq4ZkK1M+U+S44bm3D/gwO92Nnmwb1v7AIA3HX5bEyuTd5CQjUa7Qu+dqI8HdYTjGD7Ebfux88HZpPQ2nPs7fTh+Q9adD2+2v6hx1fYAeDgvDgRERER0Sg72O2HzWJCXZk962N96tTJiMRiuPb0qbhp8Qw4lTVaJ06qxpafLAHQX8Ez2bTQTPUpmZ9Kpbl6MmfPHIPnv3oG+gJhfPahNYNaL9jMJrx3qCthW22ZLaFH31AB5khV2vsLy1xw91vYu2yp7j/DaIFwFE5b4nRgXygCly37kGdXuwdPrZWn6fb6Q5AkCUKMTrGe0cYMIBERERHl3K52D6bWlWnTNrPhsJpx/dnTYLOY4LJZkp6YW8wmXHLCODRUjDzg7AuE4bKZE9pOJDNnUjXOmjEm6WM2iwk3LJqRuP/E/mqlnzx5In582XEjHmMmXLbCLmKSTDgaQzgqacG/6ouPrIOU5ZRabzCSsH4zHJUSqrYWGgaARERERJRzu9u9mNZQltOfWVtmQ7tn5EVQev1hVDpSZ/8Guuvy2YO2VbusmFrf/3u/9s1zcPHscdr9H1x6rDaNcbSMrXKk36nAqIVZBga3K3Z0ZPWeA4mVXC87cTwA4MUNrVkHlkZhAEhEREREOdfS6x+VqY5DGV/thDsQgSc4soboff4IKp2ZTyf873mT8IUzp2L5t87RtlU75fWJr37jbDz75dMxvaE8YVrqaLYYOP9YuYH94d5AwQYvqQSUjJz6+v3u6pO0x470ZhcA9vn7Py8nTaoGAHz32Q245dmNWR3XKAwAiYiIiCinwtEYAuEYKoaRTdNDfbk8/bPLE0qzZ3K9/jCqhlj/N5DJJHD7JcfiqLiMn1oAZkZjBU5WGopPbyjXHk83vTQbv7lyDr6+aAZ8oSg6vSN7DfJVh/KequszL50zXnss27YNO9s9AIAnr1+Aa8+Yqm1/cu2BrI5rFAaARERERJRTajXFbAqyjIRaHbTTO7KMUF9geFNAVfFrEqtcg58/o7EC7966CB/+4IIRjStTFQ4rTlDWG+7vSt3MvhCpv09TXf/02XOPltdhBrIMAN/f1436cketCr0AACAASURBVDvmT63N6jj5ggEgEREREeWUW+nTp7ZmyJVaNQDMUQYw3tNfOg1vfHthysfHVjmSBod6UzOQ+zq9afYsLH0BuUJrjcumbfvWBUcDyD4DuLW1D3MmVmmB/MqbzwVQuMV0GAASERERUU6pa/AqcpwBbKiUp4C29gXS7DlYIBzFwW4/unwjCx5PaapNKP5ilMlKhuwbT36IQz1+g0ejn2QtOtT1gNlmALt9IW36MABMrHHh82c0wcw2EERERERE6akBYK4zgI0VDphNAkd6hx8Abm7pBQDs6yzsqZN2S3/W6tF39xk4En31+cMQIvGigsMqhzrZBICeYARH+oIYGOvZLWYEI7ERH9dIDACJiIiIKKc8AWPWAJpMAtVO64iyeE+skQt+/PrKOXoPyzCRWPFUAu0LRFBus8AU11fSqWUARxaoSZKEK+9fBQCwWxLDJpvFhFA0VpDVVBkAEhEREdGo29nmweNr9gMA3OoU0BxnAAGgpsyG7mFWwNza2oen1x0EAEypHd0efblwxckTAQCmAp3CmIwnGBmUUS5TLjCo00OHa1e7F1ta+wAA377w6ITH1ICwELOAuf/WEREREVHJWfK/byESk7B8axuCEXlKXrk9t20gAGBPhxc72zxywJBhBjIS7c/y1MWtBStUyy6fjWfWHUQ4WnjBSyreJO+nw2rG2EoH9nSMrODN2r1d2u2BLUvUADAUjY1q78bRwAwgEREREY06dbrha1uPYMWODgC5XwMI9Dfy3nCwJ+PnmIrsjNliNmFclQO9I8yM5aO+QDjp52lGY7nWx2+41Oqhyaq3qgGg2oC+kBTZx5mIiIiICoXLgMzJPVefBADY0tKX8XPCSgbwOwOmARayKqe1qALAg91+TKh2Dtpe5bRiw8FeLN96ZNjHVKd3jq10DHpsWkM5AOC2/9s07OMajQEgERERERkivmBHroyrkk/m73hxa8bP6XDLjePnTKwelTEZocppRa+vOAJASZJwuDegvbfxLjtxAgDgTyt2D/u4QaV4jM0yOGRaMLUOAPDqliPalOZCwQCQiIiIiHLu2tObDPm5YgSFT77wt7UAAKu5eIqmFFMGsN0TRDASw9iqwRnA849txNhKB8YnyQ4OZU+HFy9taoXVLGBOcqHCZBJYNKsBgFzgqJCwCAwRERERjapkxUZuuWiWASORLZrVgMMZNoOPH3uyTFChqnZZ8eHBkTW1zzfv7paLtZw8pSbp4w2VdnR4Mv9d/aEozv1Vc9r9fv+puQhFY6hy5r6YUTaK51NMRERERHlpYCPum5fMMrRyYqXTir5AZtmvfZ39FSSt5uI5dS6mDOB+5T2aNbYi6ePydNfMA8BDPb6M9nPazAUX/AEMAImIiIrKzjYPfv2fbYgVUYNnKnz+AQHgl845yqCRyCocFriVZvTpxPd5O2585WgNKeeqXTYEwrFBwXkh6vSGUG63pLyoUG63wBPM7P0GAH+o/z0vpsI/Kk4BJSIiKiKX/G4FAuEY6svtuMagNVZEAwXiTqgvOn7siNbh6anSYYU7EIEkSWnH0ueXA4dHrptv+Lj1VKlkrvr84YLrYzdQlzeE2jJbysfL7RZ4g5kHugGlqMsj183HWTPGZD2+fMMMIBERUREJKFXrCq0qHRW3+OxLY5KS+rlW4bAgGpPgy6CHm1uZKlrjSh1gFCJ16mIxTAN9/oMWdHqCKR8vs1vgHUYGUM2KFnpgnAoDQCIioiKiNic2F1vnaipo3lD/yffHT5pg4EhkLpt8Yp9ZACiPvcKApvWjqVoJAHsKPACUJHm6u3eI9zIUjcEdjGQ8Nd6vHMvJAJCIiIjyWY8vpK1XKoar+lQ81OzLc185HXMmGd9Lz2mTgzl/BgGgWiymwlF4xT6GomYAX9l02OCRZEcN4r84xLpSJUbE31fvy+iYAeXfUYe1OEOl4vytiIiIStA7uzq1230MACmPqOuvymz5kUXTMoBhOTDt9YfhCUbQ5g7g0dX7tKwSULwZQLUv3oMr9xg8kuyoGcxp9eUp9/nG4hkAgLe2t6c9XqcniLv+vRUAYLcUZwawuD7JREREJSwUV62QGUDKJ+o6ujJ7fpxQOwdMAb34tyvQ2uvH+cc24pXNR3Dq1FpMb5BbCrgDYTit5qJqAQEAYyrs2u09HV5MrS8zcDQj16O0d6gcoh1Dg7Lu9LWtbUMeqy8Qxsl3vKbdry+3D7F34SquTzIREVEJ6/TKJ0ITa5zaSRFRPli/vwcVDgvG5kEBGKA/E+lTMpOHevyISf0NxePbAPT5I0WX/RvoYHdmfe/yUa9PvrhQ7Rp6iu60MWWoLx+6kE98a5CzZtRrFwqKDQNAIiKiItHlDcJsEphU40KXlwEg5YdgJIon1x7AmdPrYcmTLFq5XQ7o+gLhhOmeaub83d2duPHx9fjwQA+2HXEXbQD40DXzAAA9vsKdMaBOAU0XAJ41Y0zCLIlk4teETqxxZj+4PFWcn2YiIqIS1OUNocZlg8tmxqrdnXhjWxvOPbrB6GFRiVuxvQMAMH9qrcEj6TeuSs5EtvYGsK9zcPbrTmUN2AsftgAATppsfOGa0TBvivyeHOkLGDySkVOD12rn0Nm9ujIb+gIRhCIx2CzJL0T44qrVRqKZVQwtRPlxGYaIiIiy1u4Oob7chi+eMw1AZgUPiEbbS5sOo9xuwSdOnmj0UDTVLiscVhP+/u4+LHvpo7T7f9TqzsGocq/SaYHdYkKbO3UPvXzX45dnO6TLANYp6/k6val/V7VYUbndgpvOn6nTCPMPA0AiIsqJQDiKA12Fu86kEBzq8WN8tRPzp9aiqc6FTg+ngZLxOjxBTGsoR2UetVEQQqDWZcOeDi9e3py+DUJUKs5skBACjZUOtKXJAHZ7Q3hq7YGM++jlUq8vDLvFlLZpu5r13Z8k46tSM4CPfuFUTKgu3imgaQNAIcQkIcQbQoitQojNQoivK9trhRCvCiF2KH/XxD3nViHETiHENiHEhXHbTxZCbFQeu0cIIZTtdiHEk8r21UKIprjnXKP8jB1CiGv0/OWJiCh3vvfcRpz1izew6VCv0UMpSpFoDPs6vZhc6wIgX+3u8BTuVX0qbA+t3INVSluSbl8ItWmyM0Zo6U0d9Nz36bkAgIYKO8ZXOXDzklm5GlbONVTYcaRv6H8r/uvelfjuMxvw7u7OIfczQo8vnDb7BwCzJ1YBANbt7065j9pMPl+q1Y6WTDKAEQDfkiTpGAALAHxVCHEsgFsALJckaQaA5cp9KI9dBeA4AEsA/EEIob6K9wG4HsAM5c8SZft1ALolSZoO4G4AP1eOVQvghwBOBTAfwA/jA00iIiocq/fI1fX+b/0hg0dSnA71+OELRTFrrFy6vsZlQ3cBF3agwtXWF8BP/7UFV//pXfhDUbT0BFBTNvT6LCNMG9Pf9sBpNWPxMfJ62Ueum4+LZo9D87cX4vmvnYGVN5+H686catQwR11jpQNH3KmD4SN9ARzo8gMArv3rewmFUvLBk2sPoM8fSbtffbkd9eU27XdJxheUj+PKk36VoyVtAChJUqskSe8rt90AtgKYAOAyAA8ruz0M4GPK7csAPCFJUlCSpD0AdgKYL4QYB6BSkqRVklxu6W8DnqMe6xkAi5Ts4IUAXpUkqUuSpG4Ar6I/aCQiogIhSRJCUbn62pECXmuSzza39AEAZjTKAaDLZkYgnF8nalQa/rmhVbv94sZWdHiCmD2hysARJffcl8/AHR87HgDgD0fx4DWnYO+ypThrxhgAQFN9GcZVOWEyCSOHOerGVjnQ2hNIOb1zd7tXux2KxPCXd/Kncbxa1TPTt6i+3I72If4P0jKARR4ADuu3U6ZmngRgNYBGSZJaATlIFEKoZcYmAHg37mkHlW1h5fbA7epzDijHigghegHUxW9P8pz4cV0PObOIxsZGNDc3D+fXKnkej4evWQnj+1/acvX+t3hi2n+62/cf5mduFLy+S17v17bjAzTvEejpDKLHHU14rfl9L225ev+feNcPuxkIRoE/vroRABBp243m5n2j/rOHqy4iBz2XHmUt+u9Gqvc/2h2GPxzF759djhPGDA4N3jyYOJNgx87daE44pTfOqhY5Y3fOBFNG75857MfuFm/KfTftlP8dfe/dlbAUceCfcQAohCgH8CyAmyRJ6lOW7yXdNck2aYjtI31O/wZJegDAAwAwb948aeHChanGRkk0NzeDr1np4vtf2nL1/n/10fcB+DGp1omQycTPnI7C0Rh2tnkg2vdgTEU7Llp8LgCguW8zPug4mPBa8/te2nLx/kuShK++/gquPrUJj63Zjx09cobm4+efiXqlCmO+2Xp2FHaLqegzfanef+mjNvx183v4zbogblw0Gd8cUP3y2lteBAA89oVT8akHV+Pk44/GwgVTcjHktNrWHgA2bMB3P3EGmurL0u5/++rXcbDXjzPPOjtpT8q3vVvg2LcPi887dzSGmzcyqgIqhLBCDv4elSTpOWXzEWVaJ5S/25TtBwFMinv6RAAtyvaJSbYnPEcIYQFQBaBriGMREVEB6fQGUe2yYn5THfZ0eBMaL1N27mvehYt+uwJPrzuIpjqXtt1pMyMQHrrpMZHejvQF4Q1FMa2hHHVx6/5qXfm3BlDltJmLPvgbSnyT+3uW70i536lH1aHSYcGHB3pyMayMqDNLxioVPtPxKGv8DnTL6wAPdPnwoxc2Y2+HPM21zx9BlTP/ChbpLZMqoALAQwC2SpL0m7iHXgCgVuW8BsDzcduvUip7ToVc7GWNMl3ULYRYoBzzcwOeox7rCgCvK+sEXwFwgRCiRin+coGyjYiICsjudi8WzWrU/mNV16tR9rYd7u9PVh13ku20mhGKxhCJMgik3NnZ5gEgF1hRA4uls8eVdICV78odQ08InFjjxMdPmgCzSWDulJq8+ve7rS+ACoclbQsI1bLLTwAAeIMRBCNRnPWLN/DXd/bi609+AADo9Yfzql3JaMkkA3gGgM8COE8I8YHy52IAywCcL4TYAeB85T4kSdoM4CkAWwC8DOCrkiSpq9C/DOBByIVhdgF4Sdn+EIA6IcROAN+EUlFUkqQuAD8F8J7y5yfKNiIiymPxGb4XN7SizR3EUWPK8JkFkwEAW1rz5wSi0MWvyPji2Udpt53KCZGfhWAoh9qUapLjqpywW+TP4FFj0k/NI+M0ViRmz97b26W9jwDgC0W1tggC8r/fp921PJdDTKnNHURDReZTiyuVYPd/X9uBZ9b1r2OcorTP6fWHSyIDmHYNoCRJK5F8LR4ALErxnDsB3Jlk+1oAxyfZHgDwyRTH+jOAP6cbJxER5Ye1e7twxf2r8IdPz8XcyTX46mPvAwDOm9WAOmUNUJ+f7Qn0sr/Lh7Nm1OPhz89PyLI4bf0BYEUJXNGm/KBecHBazdp0OwaA+a2mzIYV3z0XK3d24NbnNuKT968CAOz+2cUwmQQ8wYhWFXNGYwXe2NaO1iF6KOZSuzuIMcMIAMvs8u/x2tYjeG3rEW17JCbPlOgLhNFYmdl00kKW0RpAIiKiTP1ni/yf6lcefR8LlKvEnzttCo4ZV4ly5T9f9cSQsiNJEvZ0eNFUVzZoip2aAQyEOAWUckddd+q0mrXeeac01Ro5JMrApFoXrjplUkL2a3+XD+FoDKFITAucvnPh0Zg1tgIVdktetJnxhqIot2d+gWvOpOpB206YWAVfKIp9nV7saPOURAaQASAREekqWYGXLy+cBgAwmwTKbGZ4AgwA9fDK5iNwByI4ZlzloMfUDKAvzNe6WPlDUa14Rb5QgwK71YTPLJiCTT++EBNrXGmeRflACIHGyv5s2vef34QZt8mrtWLKv+tWswlfPOcouIMR7DjiMWSc8UIRuYLrSE2udcFpNaN5WzvO+WUzQpEYA0AiIqLhStZLeFyVU7td7rAwA6iTZS9tBQAsPrZh0GPaFNCQ8VfpaXT85F9bsPBXzej0pG5snWuBcBRCQDspV7P+VBi2xwV1K3Z0aLcXH9Oo3VbXDObDv+PBSGzYAeDD/2++dnvBUbVw2RILyKzZU/zlRhgAEhHRqLrr8tkJ98vtFriZAcxaIBzF3k4fAKChYvCaFa0IDAPAorViRzsA4OQ7XsO/NuRHl6xAOAqHxYwh+kVTHrv3U3OTbj9+QpV2W60a6s2DADAUicFuHV44c87MMVh7+2J86Zxp+NnHZ2sXy1RnzajXc4h5iQEgERHpKhTpX3O24rvn4ur5kxMer3BY8fpHbewFmKXtR+T2D7cvPSbp4y4bq4AWk51tnkFB3ti4YhVfe2x9roeUVCAcG3RCTYVj6QnjsHfZUvzw0mNT7lOWR2u5g5EYbEkauqdTX27HLRfNgsVs0to+HDOuErt/djFuvTj5v6nFhAEgERHpyhuMYGKNE9vvuAiTagev/fngQA/84Sieff+QAaMrHoeVKnynTq1L+jjbQBSXrz+xHl97bH1C4Q1X3PTKEyZWJXtaznV4gqgugTVUxe7zZ0zF3mVLcdpRdbh87oSExyqUz507DwJAOQOY3QUHtX9qldNSMv0qGQASEZGuPMEIyu0W2NKsy9jfmV/FKwpNu7LuK1UJdLUxso9TQIuC2nz74Xf2att6fSGcM3MMLp49Ni+m4wHA7nYv2z4UkcevX4Bff3JOwrZKJcD/+6p9RgwpQTDLIjAAtEJK7+4u/rV/KgaARESkK28ook0RSmZmYzkAZH3VttR1eUIAgNoyW9LH1Smg+VCqnfRz10sfabd7/GFUu6wos1nyJtDf3+XD5FoGgMVk4HpO9eLSNmUaulEi0RhiEkY0BTTeBcfJBW5+c+WcNHsWDwaARESkK28wOqiqWrxfKVeTrebSmGozWnzhKKxmkTLTyiqgxWNgEH/8D19Bry+MHl8YVU4ryuz5UVk3Eo3BH46i2sUpoDT6Asp68+EWgRno8rkTsf2Oi3D53Il6DKsgMAAkIiJdeZUpoKnMnlAFkwD6/MafsBYyfyiqXYlPxmHhFNBi0RcIJ9z3BCOY85P/oNcvB4AumzkvAn1vUB7DUDMAqDh8d8nRAIAdo5gFfGdXB55ddzDl427le1HhyP6CQ7olC8WmtH5bIiIadd7g0FNAhRAoz5OMRSELhKNaoZdkTCYBh9VkyBRQSZJY5VVHatuUu/97Dm44b3rCY76QnHGPxKSECrxGcAeVE3IGgEXvouPHAQBe2nR41H7Gp/60Gt96+kNc+cdVWLdv8Po89SJipQ4BYKlhAEhERLrypMkAAvIVW/YCzI4/PHQGEJArgea6CmhLjx/zf7Ycd7y4Nac/t5ip35VKhxXfuuBo/PaqE7XHzp45Bi6b/H3zhYz9TqkXdZgBLH5T68tw7LhKrNrVOSrHP9IX0G6v2dOFv74zuOBMr1++4FDFqrPDxgCQiIh0I0kSvKGh1wACQIXDok3foZFJlwEE5AAw11NAT1/2OtrdQTy0cg8AeV3Yhwd60OYOYOPB3oR9YzEJK3a0M1uYRp9yoqtWX7zsxAnYu2wpdv3sYpwzcwzqyuVCQO3uoGFjBPobg6uNwqm4nTatDuv2d+s+yyASjeHUny1P2Hagyzdov/7vBT9vw8UAkIiIdNMXiCAak1JWplRxCmj2/OEYHGkCbacttxnAaCwxkPOFIrjh8fW47N63Mf/O5bj09ysRjvZPU/zLO3vx2YfW4Om1qdf5UH8GsGJAYGVWepZNqHYCAFp6AzDS8q1tAJB2BgAVh9OOqkMoEsP6/T1p9+3wBPHIqr0ZHfejw/3rCtfctgiXnTgeHxzowerdidlGZgBHjgEgERHpplPpTZcuAKx2WdHlDeViSEUrEIrCmab6ndNmRiAuA9jpj41aluiZdQcx7Xv/BgCUKYHpsT94ZdAaoY9a+0/u7nhxCwDgu89uGJUxFbqWHj86PcG0xS7UjJvH4GnVB7r9AIAZSqsXKm7zj6oFAFz/yNpBhYoGmnfHa/j+85vx1vb2tMf998ZWAHKA2VDh0AK8/37g3YSLTNvb3LCaBRorHSP9FUoWA0AiItLN7na5oe6UuqH7gE2oduJQt59T/7LgH8EU0G+96ccZy14flfF8++kPtdunTK1NuV+XTw78YzEJfPuHdvqy13HyHa9pJ9eVKaZWlilrAI1uBt/uDmDelBoW5SgR6vvsDkTwyBBN4Vt7/drtPR3etBehevxh1Jfb8fj1CwAkZpQ7vf3PXb27C3MmVqddC02DMQAkIiLdqCf3DRX2IfebWOOCOxhhK4gs+MNRrddfKk6bBf5wFF3eEHa3ewAAoWgMsdjoRl6XnTgeNSl6wb2zqwO/eXU72pVssTp90egCJvnMHYhAiP5AbyD1BNnoadUdnhAaKof+7lNx2tLSl3S7LxTBaXf1X3T64Qubccqdr2H7EO0j5ErSyf9tU//PiERj2HSoFyc31WQx6tLFAJCIiHTjzbAK4KRa+aT/QPfghf2jKRKNoc1t7DopvaTrAwgATqUNxNyfvorzfv2mtn3tvm5dxyJJUkIfLZMQ+PknTki67x/f3I17lu/Apx9cDQA4cXI1AKDTwynB8eJPqN0BubKuSVnzN5D6fTM6AxiOxmAz89SylPzo0mMBDF7/q1qxoyPp9pYef9LtgNxPMv5iR3xRIfUz7g5EEIlJGMvpnyPCbykREemmPwAcOjCZWi+vEfrk/atGfUyq1l4/pt/2EubfuRwrU5yU6C0WkxCJjk5vtmAkfQBoMZsSCiqoNh7qTbL3yEiShJue/AChSAw3nDcd/3PWVFxywniMicsC37xkFrb+ZEnCVK6dbXJGcvExDQAALzOAmk5PEBffs0K73xcIDzmt0mYxwWYxwWPwaxiOxGBlAFhSrj1jKgDg5c3J+wGqywIGUgu4JDMwA3jpCePRqGSWH1+zHwDipkVzuvFI8FtKRES68QSjsJoF7JahA5OZjeWoK7PBH47io8PJpw7p7cUNrdrt37+xIyc/86YnP8D0214alWP7Q+nXAA5ca3PjSXaYTQJdXv0KwbS5g3j+gxYAwIKj6nDb0mNhNomEAHB8tQNOmxmzJ1QlPPfco8egtkzebyTZqy0tfVrBiGKybUDQ3uePDKoAOlC53WJ4BjAUlWC18NSy1Kjf62Sfvy2tfRhb6cBzXzkde+66GP/31TMAAF9/4gP0+JJn/b2hSMIskkm1LvzzhjMBAE+8dwBAXBN4VgAdEX5LiYhIN/KV2/Ql4IUQ+NM18wAAHx5IX0JcD61KifzL507A5pa+nBSgeeFDOTDS+2dJkpRREZibl8zSbm/+8YWY22hBbZlN1wqsu5RMHiAHgKpxVU7tthq83Pvpudq2WWMr8MDn5qFcudLf7R1+X8iL71mBrzz6Pg4b3P5Ab3s7E6dG9/hCaTMdcm9NYwPASCwGa4ppqlS8vnjOUQCAQ0mmdbb0+DG1vgxzJ9dACIETJ1Vrj33s3rcT9j3Q5UMgHJX/Hxmw3rWhon+qZ5s7gA8Oyv9vsAXEyDAAJCIi3XR5Q2lbQKiOGVsJQC4ckQsHunyY0VCO48dXwR2IoHOU21Ds6eif+hSM6DsNNBSNISYhbRGYk6fU4M3vLMSeuy7WAvO6MlvK17x5Wxvm/vTVYQVUW1rlDO6a2xZpfekAuUfduCr5pE1tX1BbZsMj180HABw9tgJWswmTa+WKsfuTNHoeyo9e2KzdvvHx9cN6bj7rC4SxqaUXdosJ375gJgC5uFK6ZteVDuuQ0+pygVNAS9OYcjmLHz/d88EVu9F0y4vYdKgXteWJ/ydMb5CXAMR/Vtr6AjjrF2/gf/62FrvavUmLQp05vR4AMP/O5XhCmQp6wsSqQftRevyWEhGRbvoC4YyvyDptZrhs5pz1A9zV7kFTfRnmKFeg593xGrpH8Wf/bdVe7bbemZlASA4oMyl/PqWuDEL0B2Z15TatX6Oq2xvCM+sO4r7mXejyhvCP9YfQ4clsmujWVjfGVNgTrtCr1Kv96gkiAJw+rR7fPH8mfnCJXDyivtwGm8WEI32ZB53r9nXjr+/s1e7v7vCk3rmAnPWL13HCj/6Dx1bvx8Wzx2mFdbq9oZQ9AFVVzjwIADkFtCSNVS70/O9r27Vtd7y4FYB88avWlRgAPvul02ESwI42j1IldDm+8dQHAPqLxqg9JeN9X/k3AwA2t/Shwm5hC4gR4reUiIh040kydWcoyYKR0SBJElp6Aphc68LJU2qw+JhGAMDSuEIbevIGI/jL23u1+3qX5/eH5d5+6aaAJlNXZk/IfkqShHvf2IlvP/0hVu/pAgD8/OWPMO+O17Aug2qhezu9mDYmed/HZZ84Ab+7+iQ01fc/bjYJ3LhoBuqUoFAIgTKbGe8qPzsTP/mnnP2742PH47/nTQJQHNMOD3T1n/ReOW8SLCYlAPSF064BNDoAlCQJoSgzgKVI7fv60WE3tijT6x3W/s/BwFkhVS4rrjh5IgDgt8t3oLU3gLd3dibsc/9n5mKgo8dW4N83nqXdN5uL43tvBH5LiYhoxALhqNZTrtMTxPr9PejxZ55Vm1zrwru7u4bdly4QjmJvR/Lqcsl4ghH4w1Gtktzd/z0HANCi89qxPR1eNG9rwxcfWQdALnYDAB6dM4BaAGgb/n/jdeU27ItbY3bMD17Ggyv3JN33qfcOYF/n0K/zvk4vptYnDwCrnFZcOmd82jFZzaZhrQU9pUluNP+ZBVMwuc6FDk+w4PsIBiNRqInaG86bjtOm1cESd4Kbbg1gpdOKPgMDQLUNANcAlraL71mBqx54F4Fw/7T382Y1DNpPnSmSrH+g2SS0oHKgY8ZVaP/eWPhZGzEGgERENGy9/jC+94+NmPX9l3HU9/6NHUfceGXzEQDApkOZV/W8bM4EHO4LDHsK38fufRsLf9WMHUM0E46nFhhRK05WOKz4/BlNKLOZdS3Q8v/++h6u/ct7WLlTnsb0lYXTAQDuoL4n5gElxI7jygAAIABJREFUAHSkqbaajFqhdW+HFzvbPAknagBw76f6r7w/ufYAPvfnNSmPtbvdgw5PKKHgy0hcPX8yAGDdvsyygEfcQUyskX/m5FoXgOGvIcw3h3sDkCTgl1ecgG9dcDQAaBlAABlnAHNR3CiZcFQJADkFtCQtu3y2dnt1XDa/vtymTbuPp04ZT9YncPaEqpSZZCH61xbnav14MeK3lIiIhu23r+3AY6v3a/fPv/stbb3SN8+fmfFxjlfKhyfrVZfKvze2avvf17wro+f4wnJ2yBVXNGV8lRPeUBR9Ombn3IH+QG/JcWO1YgejlQF0pCkCk4zad29vp1crpAAA37t4FvYuW4qlJ4zD3mVLtdLu+zpTB1YfKFm7eVNqhj2OeNec3gQAeH9fZlnAdncA45Wgc9oY+TV+ZdORrMZgtDXKSfP46v5gOj4DmMkawHBU0j4buRZS+l1yCmhpumr+ZNx28TEJ25764mlYe/v5Sfe/7sypI/5ZnzttyoifSzJ+S4mIKK3WXj+uvH8VDihZlv1dg6cF7lemCn52Qeb/OatTeb722HqEMqiU+fpHR/CVR9/X7j+3/lBCtc1U/CF1ymR/wNSoXEUeTvGRofxj/cGEK9L7unxa1kbvNYCB0MjXAKrrcbp9Iezt9GFmYzn2LluK68+elrDfH+JaNqQqlqO21jhpcnYBYI3LCpPob+6cjjvQ3xfv2PFyNdm7X9ue8fPz0Xee2QAAmFLn0rZVxLVUSVcFVJ1S1+Mz5jUIawEgp+WVqoVHj0m4P39qbcp9TUmmb15z2hR88uSJePjz84f8ORNrXEM+TukxACQiorR++fI2rNnbhZc2tcIfiuK1rW3aY2pltubt7bCYRNqpavHiA7J/rD+Ydv//99e1AIBjxlXi6S+dBgB4aOXutM/zJwmYxlbKAaAePeR+9MJmfOPJDwH0lyr/ysJpKFdO4PWuAppNERg1APzGkx/iQJdPa8Mw0KRaF25fKl/RTza9MhKN4ZevbEOFw5K2HUU6QoiM17D9+J+bsbmlD11xTaTV4OeGxwq3HYTdYsK8KTUJJ7djKvqrp6bLADYo++p1QWO4IuoUUGYAS9aMxgo89j+nosJhwS8+cULa/d/6zrmYEJfxPm1aHX75yTmocqXPdlN2+C0lIqK01AAgEpMSMm6PXDcfFxwrV9TccLAXlU4rLMM8AXxGCeRufnbjkPupWajZE6rw7xvP1AqBrN2bvlKlGjDFTwFV15Gs3duVccuDVOJbEnztvOnYdscSXDpnvPx6mATa3PqelPcXgRl+4BVfTGRHm1tbQ5eM+hq3uQe/Puo03PlNqa/yD3dcmUzHVaurxmeaX/jaGQCAN7e3G7YGbqR2tnngD0URjMRw5oz6hMfiM6vpLqxMrjN2LWSYU0AJcpuXjT+6EFeeMintvpPrXHj7lvPwwGdPBgDMzXAmQbqCSJQev6VERJTWQaUn0y9e3oaLldYJj/3PqThrxhhMigsgRtLTb15TLY5urADQX9wkmQ2HegEAt140S+tr9/kzmvDRYfeQzwMAX5IMYKOSAbzn9Z1Y8LPlIw4cvMr0zv+aMx43LZ6BeVNqtEIrVrMJU+vLsO2wvn3qkmU0M2UyCfyXUpkzJgGTa1MXcGlQqqYmq9Cpfia+MYw1n0OpcVnRniTQTOXyuRO121PqynDT4hkAgI3K56QQbG7pxeLfvIlfvrINAFAzoF+a2ZR5FVA1kB9qzeZoCnEKKI3QBceNxd5lS9FQObiXaDLDmWVCyTEAJCKiIfX4QjicZFrZqVPrtNuXz50AAFogN1xfV07ed7alDpQ2KEHI8ROrtG1zJsrV5WZ9/2UtKEomWcbMZjFpZcQjMUkLaIZLzbicf2wjblo8c1AGtKm+LOmayWwEIpk3gk/mt1edqN2eNEQGsF7p1ff7N3Zi48HEwGpnm5wBjF+zlo3pDRVYubNjyIsIaruQZAUkrj29CVazwHPvH9JlPLmwSQlWm7fJU6qrh5j6VpnmpNdhNaOx0m5YAMgpoJQrydYP0vDwW0pERENSszLx6y4uOWFcQnbiZKUK5LJPzMZIzFQCx8vveydlwZENh3px1JiyhEzIkuPHarc//eC7KY+fKmO29vbF+NGl8hrGD4bRhy6eWhgn1VTKKqdV9zWAPiXrONK1d0IIbQ3kUAFg/Mn8pb9fmZAl3dzShyl1rrRr0zIfk/z35/68Gi9tbE0a0HuUXn9jk2QKql02LJrViJc3HdZlPLmgFg1q6ZUvPgzMAMarKUv9mGpKrf4XGzLFKaBEhYPfUiIiGpJ6knq+stYPSFxLBwBXnzIZzd9eOOJqkE1KFikUieHGJ5IX8mjp8WPqgObADqsZv7xCLjYw1NqnVGvmql02fOrUKaiwW/CvDS0jGntLj3zyPqEm+VTKCodF9wCw1x+G2SRQlkXxlV9fOQdXz5+stVFIZe3ti7Xbj8a1/th+xD3ijG8y31Z632061IcvP/o+7mveOWgf9XVMNQVscp0Lh/sCGfcTNJp6cUXtxXicUtE0mUwCq8l1Lk4BJaK0GAASEdGQ1u6VT6avVXq1AUCZPfEE3GQSaKpPXk0yExazCTcvmQUAiKVYi9cXCKMySfW3T86bhCtOnjjkCbKaTUrWON1mMeHcWQ14ZfMRRGPDXwfY2huAzWJCXYoMTaXDCk8wgkg0fZuLTPX6w6hyWrW1kCNxxvR63HX57IRMbjL15Xb8+L+OAwDsbpezS8FIVGkhoV8AOLbKoVVQBYAtrYN7Q7YpU5FTZR1PO0qelvyJ+1bpNq7RFL/m8ejGCtSV2wft8/JNZ+HJ6xdkdLyJNU60uYP49X+26TbGtXu7tKm3Q3l6rVzFN5vPJBHlBgNAIiIa0hvb2jBrbAWOn1ClBWnx5en18uWF03D+sY3o9CSfAtrnj6RcBzWmwo4OTzBlIRd/OAqH1ZRy7YjafPvqB1JPI03lUI8f46ocKU98a5R1Xb0ZtDjIVF8gktNS6Nec3oQKhwUfHOjGXf/eivf39SAakzCjcejs4XB94az+tX3JKqde+Uc5sHPZk2c+B/Yhy3ftcdVn77n6pKT7zBpbiVOPqkv62ECXnDAOAPC71+U1m59+8F3MuO3fIy5w9MGBHlxx/yqcfMerKff50Qub8cy6g3h8jZwdDhrUiJ5KywtfOwOrbj3P6GEULAaARESUkiRJ2HHEo7UD+OxpU/DN82fiqlMmj8rPa6y0Jy04I0kS3CkygICcpQpHpZRBlj8UhcuWuoiGeuK8o21w1imdbYfdaKpLnf1U125tTZLRGqnWHn/KjONocQcieH9/D/741m587bH3AQBHj9UvAwgAC49uwN5lS/GZBZOx44hnUHXXsFJoJNkaQEDOPt1w3nQIgYJoB9HhDmLp7HHYu2ypLq/l9IYKLYt66e9X4u2dnQhHJRzqGX6Boze3t+Nj974NAOj2hXHTE+ux40jiZ7jXH8Zf39mLbz/9Ic6ZKQffi49pHHQsIr2dMLEa46pSVzCmoTEAJCKilNrdQbiDEUxVpneW2y24cdEMrZm43o5urECPL4wNBxMLsnhD/7+9+46vurr/OP462QlZhJAAIewZ9gZFGQoI1j2q1kHVOmv9aat1lNatdXU6itZtna3VCjhQQUS2bNkzgUAge8/z++N77yV7QCb3/Xw8fHjv936/957kkxvyueecz6eUMltzKfzoUGc8NfXzyysqrbVlwuC4CHp0COHUPtE1nlOdjLwidqTkMK5Xzb3wxvZ0Hluy80iDnrsm+1JzWb0vnaGuCqgtITW3CF8f4/m5aGzDukaSX1xKcuaxDwNyXIVvfjauGwM717xXLizID2uPtf5ozY7kFHp+dhtLdTOJR2uYVa/N4/O3VLj/33UHeWTesWObDmQy7MEvPPcXbz/CwM7hqtAo0gYoARQRkRot2XEUgNE9jq+4S0NNS3Cqen6ztWKylOWa2aup+Id7SWp1DcuLS8tYuvMofWJqX64YGuRXZz/BytwtC7rU8kl054hgBnYO58eDWQ167pq4Y9Lcyx3dffbcBncJ9/Q7bGzuapjZBcVYa3ls/hbu/nA9QIV9gtUJDfR3Xdu4hXcaW2FJKdkFJZ5WG42lfblWEjee3guAnAZ+L0pKy9iRksP5w7uw5O4pnuPlZ+AvfOH7KtdtSW6cn3ERaVpKAEVEpEZfbT1MZIh/rTMujalTRBB+PoY/LdxeYTYvI89JAGtaAtrR9Ud0dTMdFzy/lENZBVw1vnutrx3s79vgWSP3ktO69uMNj49gfWJGoyxLdCed4+u5L6yx/GpqX7Y+fBbDXH0YJ/ePabLXcif6z365nZ73zmfut7uZv9Fp79CzY+2zjqGua3MKG2/PZVNIz3XGV13hlxNhjGF09/ZcOb4b5w13+nM29HuRkl1IaZllbM8OdCg3Q1ladqyQ0WBXxdIPb5rgOTbnJwknMnQRaSZKAEVEpFrWWpbtSmV6Qmyz9vZ6+PzBAPz1qx2eY9+4GmXXtNfOPQN4pNIMYH5RKZsOOLMSUwbUnrAE+ft62kXUV5ZrZiU8uPYm3UO7RpJVUFJns3lrbZ1JYk5hCUH+PgT4Ne8/4T4+hiB/X3JdSfLAzo27/6+8AZ2c5GLRtqrLZmvbbwnHkser/rmSvUdbpidefRSVOMlUkH/jx/HDm0/hkfOHeL4XWQ2YASwoLuWUJ74GnPYsIQF+DHDtT3QnrQAJXcJpH+LP6B5R7H3ibPY+cTbXTexZ7XOKSOuiBFBERKp1NKeI9Lxizx/jzeXysd3oGd2OH/ane47tTMkhLjKYhBr6pLln4B7+9McKxxdvdxKIV38+ps52B8H+vtU2H69NRl5RhdevSXdXn8N9qXnsqSYpsdby7fYj9Lx3Pj3vnU9mnrP08d7/bGT57tQK5+YUlhAaWHvC2ZTcveoaswVEZREhVb+fd83ozyPnDyaolr2cAGGu701yZgGPVtrH1pqUuGbT6vq5PBHuBLAhS0B/9c6xPpzu/asLbj+NaQmx7E/L44FPNpOWW0ROQYlntlVE2ha9c0VEpFrbXRX/GrvSY32M7t6e73Ye9dw/mlNYa+uJ8i0YrLUYYyguLeOpz7c6xV16113cJTjAt8F7AO//aBNwrI1ETbpGOgnglf9cAcB3v51C1/YhnscXbT/Cz19d5bl/w5urefSCIbyzcj/vrNzPv64fxymuvW+5hSVV+jA2p8cvHMJ5w7vQq44G8ifqyYuH8uHqJP582XCMod4V/8ovEx4SF9FUwzth7p6Tfj5N91m8++ckq6B+S0DX7Evjix8PA/DcFSPxc838u99PBzLyee37vWTmF5OYnq8qjCJtlGYARUSkirTcIq5+ZSXQtDM9NYkI9vfs+wP4fldqnbNe981yehS6lygu3naEXUdyuWfmgHotlww+jiWg7sqUtbWYAOgcWbFtQeW9ist2ObN8/Vx99VbsSePMZxd7Hr/i5RWe27mFtbe0aGohAX5MHdD0pf4vHR3P+zdNoEtkcIMSjc4Rx77XuYWttxBMiSsBbMoZQH9fH0ID/ersQbnjcDb/WLyL5bvTAPjN9H6c7WqN4jZjUCfP7eyCYvYezaVnHctxRaR1UgIoIiJVPP/NTs8MRVM0fa9LZIg/+cWlFJaUUlJaRmmZ9RQ/qfGaYKdYhXtZ5up96fj5mHoXKwk6jiWgQf4+TKhHMRZ/X58Ks1HpeRW/lsNZBXSLCuGLOyYx+5QetT5XbmEJoTU0QhcIK9cqpK7EpyUdmwFs2rYJEcH+vLp0L/M2JNd4zhUvr+DxBVs9M4W/cFUPLe/ysd144BynyMvhrEJSc4taZHWAiJw4JYAiIlJFnmsm7JXZo1vk9SNcbQAy84s9iV/lGYmq1zh/+LtnDtfuT2dQXESde8bcnCWgZXWfWMnguPrtkfz7FSM8FTTv+89G7nxvnScJOJxVQGy4k2jfMa2f55rT+1Vt9ZBb1LJLQNuChXdOoktEEKnlPjS48c3VDP7D5/S4Zx497pnX4OW+ja241LUH0LdpE0D3zPmt//qhxgJD7oI06xMziAj2r7G9x+xTezK2ZxQbD2QCMKF381aiFZHGoQRQRESq2JWSw6ju7ZtlqV913EVV9qXmsSMlB4DedZT/j3Rdk5lfTFmZZUNSJiPi698sPdjfl6LSMkpK65cEFhSXUlBcVmcBGLfuHdrxxnXjAKdAyX/WHmDhlsOepXcx4c7SxYhgf8a4+i7+ZEhnLh8bDziNt8G1B7AFl4C2BX1iQunVMdTTSiS/qJTPNx/2LNkFGDDnM3a6frZaQnPNAKZkF3huP7CsgLKyqkmgO0lcvjuNXnW8z8r/vPdvgeXhInLilACKiEgVWQUlFRpKNzd3MnfJi8v4mWv/W10NsyNds4ZpuUUkZxWQX1zaoP2LDSmZX1xa5mlOX98EECC8UtXEH/an8/iCrQDElSsk89LVo3nnF+O5dEy8ZwbzJ3/7DmstuYWltNMS0Dp1DAvkcGYB6blFLN+TWu05K2o43lSOZBfy4uJdfL/zaLPsAQS4/rRjyzn3ZZXx/urEKueElfu5vOG0qss/y/vZuG6AUw3Wp4nHLiJNQx8hiohIFS1dabK6pKquvYjuQiu3vbOWu8/qD0DP6PoXqYj2NJMvJKpdQI3nWWs57Y/feMr4u5er1kf5aqUAS7Yfq3Q6zlVyH5xk1r287sIRXXl16V4ANiRlklVQTGhgyyXnbUXHsEAOZhYw4uEvmTnYKWDy1MVDSc8rYt6GZNYnZXIos6COZ2lcYx5d6Ll97alOz7ymrAIKcMvk3iR0Ceffa5L4dEMyH687yGVju1U4x/1+O2NADDOH1L7UenL/GLY9claNy0RFpPXTDKCIiFTR0glgdclebHhQNWceEx7kz09HO8sln/xsG0Cdy9nK8ySAlZrJV3Y0p4hDWQWeSp4NmQEEZ3bvrhn9CfL3YX9anud4dfv9AIZ0jWD5vWcA8N3Oo+QVlbZIYZ62ZnC5ojsLNh0iNNCPS0bHc8Ppvfn4lxPpGBZISlbtsW5KbyzbCzT9DKAxhin9Y/j7FSOZGu/Hst2p9LhnHvtSj/WjLCguZWS3SF6+pn57fpX8ibRtSgBFRKQCay2Z+cWEB7XcLFPniCD6xYaS0Dmcr349iSV3T6lXMZc/nJvAwM7HirLENCBRig51ZvKO1lFtdMGmitUUG7pUdlpCLLdO6UPX9iGePWkbH5iOv2/N/yTHhAUS4OvDhqQMz32p3amVCpREVopTfPtgdh1pvj2AhSWlGAO/OqMvs4Z08iwBbeo9gOX1jzr2HrrxzTWA0/tvfVIm43t1qDJDLSInJyWAIiKt1NdbD5OZ17xl7ItKyuh573xKyqwnIWoJxhi+uGMS828/jd4dQ4mPCqn7IpwedU9dPBSAi0Z2bdAftPWZAczMK+bx+Vs5rW80a353Jk9dPPS4m42X3w9YV18/Hx9D1/bBfL7ZadLdEr0Z25oOoYHcN2sA0xOcQkZJ6fkVHh/UJYJth7JrrIzZ2Pan5mGtU8wooFyyH92MyfyYTr6M7OYURtp6KJv1iRlc9MIywGnzICLeQQmgiEgrtHZ/Ote+tpqnv9jWrK+7em+a53ZJNdUC24LBcRGs//10HrtwcIOuiwj2x8/HeCpHVpaRV8TEJ78mv7iU26b2pUNoIJeMjj/uWZM3XRVBe3dsV69lgNPLNeKub+sJb3fD6b15+tJh1T42oHMY2YUlHMjIr/bxxuJOMF/7fi/g7Ev1KfczE9uMCaCPMfznllP5x1WjADjvuaWAU4Covh+yiEjbpyIwIiKt0GPztwBVG4Y3tfJL4k7rG92sr92YIo6jgqmPj6FDaIAnAbTWciSnkJgwZ+/hJS8uI9tVIXRo1+Ob9SuvXaAfe584u97nXzYmnhcX78Lf12ipXgOEB/lz2Zh4encMrXA8wbVU+PEFW/nLT4fjV8sS3ON1ICOfqU8vorDkWGuRvjFh3DtrIOl5RQyLj2yS163LpEr7TZu4Do2ItDJ1vuWNMa8YY1KMMZvKHYsyxnxpjNnh+n/7co/da4zZaYzZZoyZUe74KGPMRtdjfzWuf72MMYHGmPdcx1cYY3qUu+Ya12vsMMZc01hftIhIa7Z8dyqr9qYD8OmGZHYczm62157z8WYAdj02i0FdTjzJaWuiQwM9xV0+WnuAsY9+xcfrDgCQ72oc/vq1Y+vdXL4x9Yhux6uzx/Ddb6c2+2u3dU9cNJRfnF6xvcHw+EhiwwOZtyGZy19a7olzY9qanFUh+fv0tokEB/jSMSyQV38+lv87s1+jv2Z9BPpV/PNPyz9FvEt9PvN5DTir0rF7gK+stX2Br1z3McYkAJcBg1zXPG+Mcf8r+QJwA9DX9Z/7Oa8D0q21fYA/AX90PVcU8AdgHDAW+EP5RFNE5GT18pLdFe5P+9O3ZDTSTOCd76/j+tdXVftY+f2GTV2ZsLXqEBrIEdcewPkbnWIvt7+7jqT0PA5k5HPTpN5VZk+a05QBMXVWQ5X6Mcbw4U2nALBqbzq3v7uOlKzGbQtx0NVmIjzIj+X3nlGhMmlLMsbwwU0TePLioWx56CxumdynpYckIs2ozgTQWvstkFbp8HnA667brwPnlzv+rrW20Fq7B9gJjDXGdAbCrbXLrLMY/o1K17if60PgDNfs4AzgS2ttmrU2HfiSqomoiMhJZ/fRXGYN6cTPT+3hOfbQpz+e0HMWlZSxdOdR/vPDARZuSWFjUmaVc/a6ysK7e+h5oz4dQ9mRkk1xaRl7jh4rkz/xj99gLZ7efHJyiI8KqVDs6NMNybWc3XCHMvPx9TGs/f10OkW0rsR9TI8oLh0dT3CAWjqIeJvjXfUda61NBnD9P8Z1PA5ILHdekutYnOt25eMVrrHWlgCZQIdanktE5KRlreVQZgGdI4K5c9qx5WEn0rD6i82HGDBnAS8u3uU5duf766qct3SX05R86oCYKo95i9E92lNQXMa6xAwOZxUy+5QeFR5P6KziKyeb8hVVD2c33gxgdkExz32zi+jQAK+dUReR1qmxi8BU9xvO1nL8eK+p+KLG3ICzvJTY2FgWLVpU50DlmJycHH3PvJji33osSSrmn5ucpZ65Rw6wZnkKPx8UwKubi/ArzDzuON2/OI8yC0t2HPUc25GSw18/WEiv4AIWLVqEtZYnP3eaku/auIZDW730D9Zi55+ZS150SuPnpx7k6UnB/GZxPgOjfNi8ZllLju6E6f1e1QVxZUyJDuL5dYX8uHM/ixYdbpTnfXuLs5T4cFZhq/meK/7eTfEXt+NNAA8bYzpba5NdyztTXMeTgPhy53UFDrqOd63mePlrkowxfkAEzpLTJGBypWsWVTcYa+1cYC7A6NGj7eTJk6s7TWqwaNEi9D3zXop/65BXVMLs33/uuT9jwjAmD4hhMrDwya8Jjghn8uTRABSXlpGSXUhcZHCtz5mSXcCulFyO5C/3HLtsTDw9otvxxIKtPLumkNfOCmXy5Mmk5RbB518yrGsEZ0+b2BRfYtvx1TzPzbsuOZ3o0EAuntmC42lEer/X7KP9SwgIC2Ly5DEn/FwpWQV8+dlXnvut5Xuu+Hs3xV/cjjcB/AS4BnjC9f+Pyx3/lzHmWaALTrGXldbaUmNMtjFmPLACuBr4W6XnWgZcDHxtrbXGmM+Bx8oVfpkO3Huc4xURL2Ot5e0V+5mWENsmimasS8wA4K4Z/RnTI4oxPY7VvBrXswNfb03BWosxhj98spl/rdjP+t9Pr7bdQXJmPhMe/7rCsTeuHUtmfjHnDOtCaZnliQVb6dHhWN+vg65eaDdP7t0UX16bsu7307jxzTVcO7Gnpzm8nPx8fQyLtx+p9rGP1x2gV3QoQ+rZ/mPsY8eSv1dmj26U8YmINJY6E0BjzDs4M3HRxpgknMqcTwDvG2OuA/YDlwBYazcbY94HfgRKgFuttaWup7oZp6JoMLDA9R/AP4E3jTE7cWb+LnM9V5ox5mHAXa7uIWtt5WI0IiJVlJVZHvzfZl5fto+3V+xnwe2ntfSQ6rTwxxQC/Hy45pQehAZW/NU8JC6CD9ckeXrS/WvFfgC+3naYC0Z0rfJc/1hcsYro3Wf15/RylSt9fQwT+0STV1QCOJU/3ZUvO4a1/mS5qUWGBPDejRNaehjSzDYecAojFZWUEVCuTUJeUQm3v+vsma3ctzG7oJjrX1+NMfCv68fj42NIzz1WsXfDA9MJD2p4T0oRkaZUZwJorb28hofOqOH8R4FHqzm+GhhczfECXAlkNY+9ArxS1xhFRMp7ftFOXl+2D4AtyVm8uWwvV03o0aJjqs2BjHzeW7Wfyf06Vkn+ALq4lnomZxR4mpID3PHeeval5nH7GX0rNAYPDzr2HP1iQ7n21J5VnrN9uwAS0/Nwb7dOcRW/iAnTjJd4p3tmDuCJBVvZkZJdoQfmZ5sOeW4v2XGE8b064GsM/9tw0JMYAmw+mMWQrhEkpTuz6XOvGqXkT0RapcYuAiMi0uLeWu7MkJ09tDNJaXk8Nn8rM4d0brXL+RZsTCa3qLTG9gudXeXjkzMLGBZf8bE/L9xBYlo+z1w6zHOsqNQpZPLWdeMY3i2y2qblfWNC+XTDQXKLnWWg6a4egB3KlcQX8SYT+0QDkJiWVyEB/PFgluf2Vf9cWeP1W5KdBDC3qASAdtV8mCMi0hocbxsIEZFWKSOviENZBdw5rR9/vWwE98wcSH5xKVuSs+q+uIWsT8okLjKYPjFh1T7uTgAXbErmwzXHOuo8dfFQAP79QxLZBceauGfkFdExLJCJfaOrnVEEGN29PdbCrgxnlX52QTG+PobgapJFEW8Q3975MMQ9g+eWWm5JZ2UhAb7MPqUHQf4+bD+cDUB+UannMRGR1kgJoIi0ajmFJRzJLmR9YgZ7yzXmrsn/vecsyQoJ8MXXx9DNVehkb2pek47zROw5mkPf2NAaH49q58zKfbzuIL8EqLzLAAAgAElEQVT5YD0A8341kUtGx3PZGGdKcNQjCz3nbzqYSa/odrW+5vBukfj6GHaklwGQXVBCWJBfhaWkIt4kPNiPdgG+PDJvCz3umUdRifPeOJiRz4hukbQP8SfI34fHLxziueaKsd144NxBdGgXSHpeMYlpeexIcRLBkADNAIpI66TfTiLSqt3z7w18uiEZgCB/H7Y+XHs9/tIyZ/njVRO6A9A5PIjY8EDeXbmfq8Z3b9rBHqdDmYUM7lJzdUFjDP1jw9jmmmG4fmJPzxK1wXERsCqRopIyrLVk5BWz6UCWJzGsSUiAH4O7hPO/3ZnckpzFwYwC7f8Tr2aMISY8iD2uD5r6/W4B0aEBHM0p4qKRXfnrZSOICPEnPMifkABfbn93Hf06ObP2YUF+pGQXcNqT33ier3077f8TkdZJM4AiclyO5hQ2+WuUlJZ5kj+AguIyz/KqmqTlFjF1QAyBfs7yKx8fw7SEWDYfzOLN5fuw1jbpmBuquLSM1NzCOltV/P2KETx+4RBevHIU98wc4Dl+7vAunttZ+SW8unQPcGzWsDaT+8cAcPlLy0nNLaSjEkDxcv+4ahTnDDv2njqa4yz/7BkdQnxUiKeoy3nD41h1/5lcMsqpwtspIoglO45WeK7odno/iUjrpARQRBrs43UHGP3IQr6toWdWY8gvKuXfPxzb7zY8PhKAw1kFdV5Xee/Nr6c5xVXm/HcTTyzY2sgjPTFHsgux1vkDsjZ9Y8O4fGw3zhrcCT/fY7+6w4P8+dvlIwA4nF3A/jRnqettU/vW+dq/nNqHnuE+ZOQVs3Z/BpEhKgAj3q1fbBh/u3wEr187tsLxUd2jqpzbMSzQs2R66oCYCo/dNaM/Pj5aTi0irZMSQBFpsEXbnMRvxZ7UJnn+0jLLGc8s4rf/3khooB87H53Jr6f3AyAlu/aZx9yiEtpV2nvTvl0An//f6QCs2ZfeJGM+XodcCW2nE2hW7549fHnJbv677iCjurcnuB4FKPx9fbhvfJCnyExWfnEdV4h4h9P6RDN1QAyzT+nBv2+ewITeHWo9/1RXBVGA7Y/M5JbJvZt6iCIix00JoIg0mLtn3HPf7OKyucvYkJTRqEtCV+xO5WCm8xq/PycBP18fT5Kz+WBmrdceziqsNvnp3ymMK8d3Y/W+dLIKqk90ikvLyCsq4c8Lt3Pms4spKK59uWljOOz6OmPCj3+5WEKXcADeX+3MmO6pR7EcN38fw4PnDgJg9ik9jnsMIicTHx/DK7PH8MC5g6qd/ausd8dQ5l41inm/mkiAn4+KKYlIq6YiMCJSb6Vllnkbk1m689jM3/LdaZz796V0bR/Md7+d2iivs2j7EYyB9X+Y7tlz404AH/zfj1wyOr7a9gY7U3IACPSr/rOtGYM68dby/byzYj83Tjr2Cf2324/w/a5UXly8q8L5+1Lz6N+p+tYMjcW9pLWuPYC1CQ304+oJ3Xlj2T4AXrxyVIOunz6oE3ufOPu4X19EnPeRiEhboBlAEamXLzYfovd98/nVO2sBZ8/Lf2891fN45d5Zx2vpzqPM/XY3/WPDPMkfQESwP2cOjAVgz5HqZ7gOZjhjmNSvY7WPn9a3I72i2/HNtpQKx29+a02V5A+cgjJNzd2Avf0J7r976LzBLL/3DP5y2XDG9qx7xkJERES8kxJAEamXuz7c4LndNyaURy8YzPD4SM4e0tlzvLDkxJdM/uzlFQA8fP7gKo/dOsWZtVuXWP0+vuyCEgCiQmtOpgbHRVRIVlOyC8h1VRbtFxvKhgem86efDgOchupNLTO/mLAgP3wboWBEp4ggzhse1wijEhERkZOVEkARqVNpmSXAz4eodgGsnTONL++cROeIYACe+9lIXvjZSAAWbzuxqqDuxsvnDOvCmB5VZ7HcVSrnfLy52uvTXAlb+ZnDqs/hT06hkyiWlVk+33wYgE9vm8gXd0wiPMifcT2dgg+ZzVAUJSu/mIhg9QsTERGR5qEEUETqtHx3KkeyC3ng3EG0r6a/3NSBMfj6GNYmZpzQ62w84Fw/pkf7ah/v0SHEc7u41EkW9x7N5TcfrOdoTiFz/ruJIH8fT1XL6oQF+ZFdUIK1lqe+2Mac/24iNjyQhM7hnnMiQ5yErHJfr6aQqQRQREREmpESQBGp095UZ89dTYlZoJ8vXdsHk+jqQXe85m88BMDoGqruGWN44JwE4Niew8lPL+LDNUmMfmQhAOcO61JrBb5OEcGUllleWrKbj344AMDfrxhZoWdXSIAfQ+IimLcxmZeX7D6hr6kuSgBFRESkOSkBFJE6JaXn4+djiAmreWYtvn1IjYVgikvLKCuzdb7OoawCukWFeNoaVKdnx1AArnx5Bc98sa3CY34+hicuHFrra4zq5iSxj813GsJfMqprtctN37lhPAM6hfHY/C1N2g5CCaCIiIg0JyWAIlKnA+n5dIkMrrVQSZfIINYlZpBdqcdeaZml7/0LGP7QF3W+zpGswlqXbwL07NDOGVNGPn/7eqfn+PheUbxx7dgKM3nVCQ8+1j7iUFZBjQVjQgP9uHJ8d8ps0zZIP5pTWO2yWhEREZGmoARQROq052gucZHBtZ4zw9UD6w+fHCvQkl9USu/75gOQVVBSYwN2tyM5hXQMq70hercOIbx89WhmDIr1HHvuipG8e8METukTXeu1AGGVCsRE1dJ+wT0zV9e4j1dmfjHpecV0jwqp+2QRERGRRqBG8CJSq8S0PDYeyOTus/rXet4ZA2PpHBHEyj1p7EzJ5rNNh0jLrZg4JableYqtZBeWVKnWeSS77gQQ4MyEWM5MiGV9YgYZ+cU19v2rTkSwPxeMiOOjtc7+v6haZt/CXQlgU1UD3XvU2VvZI7pdkzy/iIiISGVKAEWkVrtdSUpNhVnKu2VKH+b8dxNnPvstANGu5ZX/vGY0172+mrP/+l2F89+6bhwT+zqzdjmFJeQUlhAdWncC6DYsPrLe55b3+IVDPAlgdC0JZ3iQ8ysyK7+kQc9fUlrG/R9t4tYpfejWoebZvd1HcwDo3VEJoIiIiDQPLQEV8UIFxaXMfnUlX2w+VOe5+12VPeOjal8CCk5BlWB/X8/9ozlFXD62G2N7RuHvW3Vv3u8/2URyplM4ZsLjX7lep+mXQwb5+/LBTRO48fReTOjVocbzwo9jCegLi3bR5/4FvLc6kZ+/ttLT27A6W5Oz8fc1dItSAigiIiLNQwmgiBfafDCLRduOcMOba+o8NyktjwBfH2JrqQDqFuTvy1vXj2Vw3LEqnr07tiMsyJ+/XzGSC0fEsfSeqXx71xQuGxPP7iO5THj8a0pKy8gucGbZyu/ta0pjekRx76yBBJVLWCtzL1GtbxGYguJS/vjZVs/9XUdyebpSpdLyNiRl0r9TGAF++lUsIiIizUN/dYh4kbTcIvreP59fvbPWc2xbWu0tDnam5NC9Q0id1TXdRnWP4tPbTvPc7xsbBjhFYp796XDiIoPp1iGEu2Yc21N4x/vr8fUx/HJKHwL9ak7Impu7YmhqblG9zl+zLx2AV2aP5uWrRwMw99vd1baRyC8qZfW+NAZ0qrnlhYiIiEhjUwIo4kX+vHA7xaWWAxnH+vU9s6ag9mWKh7IZ2LnhScqTFw/ltL7RjO9V/d7BDqGBfHzrqQD8b/1BSssssXW0gGhugX6+dIsKYUtyVp3nWmv5zQfrARjXswNnJsQy1tVf8G9f76hyflJ6HsWlllP71LwEVURERKSxKQEUaYN+PJjFK9/tadA1R3MKeX91ItGhAUSHBvDUxUN55PzBFJXCc9/srPaaLclZHMjIP64E8NLR8bx53bhaZ/SGxUfy9ytGeO4nHMfrNLUR3SL58sfDHM0prPW8577ZSXJmATMGxdIu0Jk5fPC8Qa7HdrF2fzr7U/M85yelO0l4N7WAEBERkWakKqAibUxBcSmz/roEgIc+/ZHBceEVllzW5IkFWykoLuOjW8ZVSOj+8dWPrNmXTl5RCUUlZUS6+uI9Nn8Lc7/dDcCUAfVvs9BQ0xM6eW4PP86qnk3pxtN78/G6g/znhyRuOL13tefkFJbw9BfbAXjy4mGe4wM7h3PxqK58uCaJC57/HoD3b5zA2J5RJKa7iuu0VwIoIiIizUczgFIvGXlF3PL2Gn71zloOZuTz6/fXcyS79hkRaRo3vVWxcMumA1kM+cPn7EvNrXKutZab31rD2EcX8uGaJH46Or7KbF63MB+2H85myANfMPWZxVhrmb8x2ZP8XTGuW5PuUwvw82HzgzNYcvcUfOu5z7A5JXQJZ2zPKN5Yto/SMlvl8cy8Yk594mvAaXfhbh7v9vQlw7h/1kBGdHOS20v/sYyXl+wmMS2PQD+fevU9FBEREWksSgClXp76fBvzNx7ik/UHmfz0Iv79QxL/+SGppYfldZLS81i8/QizhnRi7xNns+nBGYDTVP2Kl1ZQVilBOZCRz4JNh0hxJesXjepa5Tnjwgwp2YWUllnScovoee98bnn7B8/jv5zSpwm/Ike7QL9maf9wvK4a352k9HxW7kmrcLyguJRhD31BZn4xV0/oztQBMdVe/4vTe/Gfm0/x9C18ZN4W3l+dRNf2wRjT+pJeEREROXkpAZQ6lZVZPt982FPMw10wZGdKTksOyyt9uMZJuu+bNRCA0EA/3r9xAp3CgziQke/p2ee2x9XE/e6z+vPXy0cwpkf7Ks85vKMfYUFVV4OfOTCGf998Cl0i6+7/d7Kb4krsLn9pObuOHPu5f3PZPgDumzWAh84bXGsyZ4zh41tP5c3rxgKQmV+s762IiIg0O+0BlDot253K0ZxC5vxkIJeMiie3qITff7yZD9YkkZiex+MXDqVntBpZN7WyMssHq5OY2CearuX2jY3tGcU/rhrFec8tZdvhbHqUi8VeV9GRi0Z2JTa8+gqbXUJ92PjADM/9nMISFm87wrheUUSHankiOIn2qX06sHRnKuc/t5S1c6axNjGDFxfvAuAXp/Wq93Od1rcjf7lsOJsPZnHF2G5NNWQRERGRaikBlFoVlpTy1OfbCA30Y8agTp6m2UH+vtz94QaW705jytOLWHHfGTUmGNI45m1M5kBGPvfOGlDlMffyyQPp+RWO/3gwk5AAX2IasM8sNNCPs4d2PrHBnoReuHIUT322jTeX76PP/QsqPNbQZZznDY/jvOFxjTk8ERERkXrRElCpUX5RKde9tpp1iRnMHHws+QO4eGRXOpfr2Tbusa/43/qDLTFMr/GPb3fRPzaMmYOrJmftQ/yJDg1gwaZkz7H5G5N5Z2UiZw3upH1mjSA8yJ8/nJNQ5fgrs0e3wGhEREREjo8SwFYqr6iEBRuTq6062Fw+WJPIdzuPcuPpvXjioqEVHvPxMSy6azJvXTeOGYNiCfb35aO1B1popCe/wpJStiZnc2ZCTLWVMo0xnDkwlh/2ZzD3213sTMn2FHK5a0b/5h7uScvP14eV95/BKb2d5u3je0UxdUBsC49KREREpP60BLQVSs0pZNQjCwGIjwrmqYuHMTw+kkA/n2adydlzNJdgf1/umTmg2tcN9PNlYt9oJvaN5jcfrOeT9QcpKikjwE+fKzS23UdyKSmz9IsNq/Gc0T2ieHdVIo/N38pj87cC8IdzEugcoUIjjSkmLIh//WJ8Sw9DRERE5LjoL/VmsmJ3Ku+t2o+1tc/o5RaWVCjBn5iWz2VzlzNgzmf89t8bmnqYHtZavt6awtCuEfVKOif160hRSRlLdx1thtF5H/fy2so9/Mqb3L8j3cq1Ugj292X2KT2aemgiIiIi0oZoBrAZpOUW8dO5ywFIySrktjP6VnteflEpk55axNGcQq4c341Hzh/CgYx83luVyF+/2sFXW1KabcwfrE5iX2oet0zuXa/zx/V0WkT8/NVVDImLYEr/jtwwqTehgfoRawzLdqcyrGtErTOA0aGBfHv3FDLzirnprTVM6t9Re/9EREREpALNADaDbYeyPbef+XI7/e5fQI975pFdUOw5XlBcyuLtRziaU0iPDiH8ZrqzbysuMpg7p/XjopFdSc0t4hdvrK5wXVN5e+V+ekW34/wR9atUGBMexLs3jGdsjyiO5hTy1693Mue/m5p4lBWl5xaRkl3QrK/ZXJIzCuhbS/JXXkSIP+/cMJ6bJtUveRcRERER76EEsBlM6N2BjQ9M55NfnkpYoB9FpU4j9We+2A44BV/GPfYVN721BoCXrh5NZEhAheeYNaQTAF/+eJgb3ljTpOPNzC9mS3IWw7tFEujnW/cFLuN7deD9mybw/T1TuWBEHF/+eJhi19falAqKS7ls7jJGPPwlF73wPWUtWDinIRLT8pi/MbnOZcEFxaWkZBcQp6bhIiIiInKClAA2k7Agf4Z2jWT5fWew6UGn6fZr3+9lZ0o2q/amk5nvzOpde2rPamd6zhgYy57HZ3Hl+G6s3JvWpNVB31m5n6KSsmrbDdSHMYaZgzuRU1jCQ//7sV7XJGfm8+D/NvPB6kT+vSaJnMKSer/e+6sTWb47DXD2TK5LyjiucTen5Mx8znhmMbe8/QPvrUqs9dzNBzMps9A3NrSZRiciIiIiJytt0Gpm7Vx74n539kAembeFM5/91vPY6t+dSXRozQ27jTEM6BROaZnlh/3pjOkRVefrFZWUsfVQFtGhgXSp5wzS2v3pdG0fzLSE4y9vPy0hlnOGdeHN5fsY2zOKc4Z1qfHcvyzcwZ8Wbq9wbOGWw9x+Zl/6x4bVuI8tr6iEX7+/ngWbDjGqe3temT2G0Y98yQ1vrOHCkXFMS4glItif3h1Dq22d0NiKS8vw8zGe8a5LzOBQZj4+xpCRX8y5w7oQ5O/Lkh1HuOqfKz3Xzfl4E6O6t69xied7qxJpF+DLKb2jm/xrEBEREZGTmxLAFnL9ab0Y0S2SFxfvZvmuVM4YGFNr8uc2ZYBz3pUvr2DRXZNrLfH/x8+28vbyfWQVOLNpCZ3DefanwxjQqeZKkgAHMwroE3Nis03GGJ66eChbkrN47fu9NSaAu4/k8KeF22kf4s/9ZycQ3z6Ypz7fxoJNh1iw6RD3zRrADacf28u26UAmb6/Yxzsrj82adW0fzHNXjCQi2J+bJ/XmH9/uZq7rP4DBceH8Znp/JvaJxs+3+knvQ5kFfL01hcFx4QztGtmgrzUpPY+Xl+zhnZX7iWoXwNyrRrNiTyqPzNtS4by7P6xYxfW84V24anx3Ln5xGdP+9C1/uWw45w2vuOcyJbuABZsOMS0hlqh2FZcFi4iIiIg0lBLAFjSqexQvXV33LF55cZHBvHT1KC54/nvmbUjm+tN6VXvemn3pvLBoF6O6t+fsIZ0pKi3jyc+28tK3e3jm0mE1Pn96bhEbD2Ty09HxDRpXdYL8fblwZBxPfraNxLQ84su1KABndvKx+VsJ9PPhizsm0THMSYDfu3EC8zcmc9s7a3ls/lY2JGXyx4uG8vQX23h16V4AfH0MYUF+9OkYytyrR3uSozun9+fO6f3ZkpzFh2uS2JmSw+LtR5j96ip+/5MErp3Ys8IY8opK+NeK/RWStYl9orn+tJ50aBfI4awCkrMKuGRUV4L8K+6H/GhtEl9sPsyCTYc8x5IzCzjn799VOG/WkE74+/rw8TqnlUO/2FDumTnA00B8yd1TmPmXJdz+7jr+vHAHT18yjKz8YsKD/Xll6R6KS8tqjLOIiIiISEMoAWyDhsRF0L1DCE9/sY1ZQzrTJTKYzLxiRj7yJTee3oszBsby+vd7AXjhypHEhAUBzuzZv39I4tELBldJZgC+3X6E299dC8BMV9GZE3XO0C48+dk23li2l/vPTsBay4GMfA5nFXLlyyvILy5lzk8SPMkfOMndOcO6MLBzOHe+v45PNyRTWFLG8l2pxIQF8uWdkwgP8qu1xcHAzuHM+UmC5+v+yd++46FPf6TMWs4fEeeZbX103hbeXrEfgBtO70VOYQmfbTrE7FdXVXi+wuLSCklYWm4Rd7y33nN/5uBO3DdrILuP5rLnSA4ju7dnSFwE2YUlhAf5A/Czcd1J6BJepTVGfFQI3949hfdWJfL8op1c9ML3FR6/ZkJ3BsdF1PdbLiIiIiJSIyWAbZCfrw9vXTeOKU8v4vrXV/PLqX14c9k+Sssszy/axfOLdgHw81N7eJI/gKkDYvh0QzID5nzGXy4bzoxBzsyU26PzthDs78sDlw1icv+YRhlrfFQIY3tG8dKSPXz542EssC81D4DwID9evGosk/p1rPbaPjGhfHzrqdzx3jr+65o9e/rSYUQE+zdoDIPjInjt52OY/eoqHpm3hUfmbaFLRBBFpZajOYUYA6/OHuP5mn939kBW7kljzb50woP8eXT+Fs91F4/qSnJmPqv2pgPw0S2nMLRrpGePYXxUSIWvx538AYztWfNsb1S7AG6e3JsO7QJ4+ottBPr7kJiWD8DFo058NlZEREREBJQAtlnxUSFcMa4bbyzbxy1v/+A5HhcZTJfIIB45fwj9O1UsKnL+8Dh2HcnhuW92cfu76wC4ZFRXzu7oLP3cdjibX0/rV2Uf2omac3YCf/lqO5sPZpGcWeAafzB/vHAop/SpvbCJMYYnLx5GZEgAy3en1pgs1mVy/xj2PD6LDUmZ/GvFforLyjiSXciSHYW8/vOxnF7ueUMC/JjcP8aTEPbrFMY1rzhFWz5ck0TfmFAm9OrA5P4dGR4f2ajN1i8dE8+lY5yEr7TMcjAjv8rSWRERERGR46UEsA178NxB3DmtH2sTM9ifmselo+MJDqi5b5+Pj+GuGQO4fmIv/rxwO68v28cHa5JI7OzL8s++BGDqwMaZ+StvSNcIXr5mDKVlloVbDjOuZ1SVPoe1CfDz4YFzB53wOIwxDIuPZFh8w4q8TOrXkQ0PTOfT9cnMGtKJiGD/Rk36auLrY5T8iYiIiEijUgLYhhljiAwJYEoDl2u2bxfAg+cNZmDncO75z0aWJ5cCcOe0fgzq0nR7zXx9DDMGNc7ewuYWHuTPFeO6tfQwREREREROiBJAL3bByDj2HM0lMPsA/3fJGfg0Q688ERERERFpOdU3RROvEOjny72zBjIy1k/Jn4iIiIiIF1ACKCIiIiIi4iWUAIqIiIiIiHgJJYAiIiIiIiJeQgmgiIiIiIiIl1ACKCIiIiIi4iWUAIqIiIiIiHgJJYAiIiIiIiJeok0kgMaYs4wx24wxO40x97T0eERERERERNqiVp8AGmN8geeAmUACcLkxJqFlRyUiIiIiItL2tPoEEBgL7LTW7rbWFgHvAue18JhERERERETaHGOtbekx1MoYczFwlrX2etf9q4Bx1tpfljvnBuAGgNjY2FHvvvtui4y1rcrJySE0NLSlhyEtRPH3boq/d1G8vZvi790Uf+8yZcqUNdba0dU95tfcgzkOpppjFbJWa+1cYC6AMebIlClT9jXHwE4i0cDRlh6EtBjF37sp/t5F8fZuir93U/y9S/eaHmgLCWASEF/uflfgYE0nW2s7NvmITjLGmNU1fUIgJz/F37sp/t5F8fZuir93U/zFrS3sAVwF9DXG9DTGBACXAZ+08JhERERERETanFY/A2itLTHG/BL4HPAFXrHWbm7hYYmIiIiIiLQ5rT4BBLDWzgfmt/Q4TmJzW3oA0qIUf++m+HsXxdu7Kf7eTfEXoA1UARUREREREZHG0Rb2AIqIiIiIiEgjUAIoIiIiIiLiJZQAegFjTHW9FEVERERExMsoAfQOYe4bSga9j2Lu3RR/72KMiSp3W7H3MsaYycYY9UP2UsaYXxtjprtu6/0vNVICeBIzxkwzxnwHPG2MuRvAquqP1zDGnGeMeR0Y1tJjkean+HsXY8xZxphvgT8bY54B/b73JuXi/zOgsKXHI83LGDPdGPM58FvgatD7X2rXJtpASMMZY7oCDwBPAIuAd40xHay1vzXGGP1iOLkZY6YADwPFwARjzD5rbXoLD0uamPu9rfh7B9cn/D7AdcC1wOPAWuANY8xMa+2ClhyfNC1X/A3wU+AfwHXW2g9adlTSXFzx9wd+D0zCef8HAGOMMf5Aif7Wk5poBvAkUmm6fwCw0Vr7P2ttNvAccIcxpq/rD0QtDTi57QGmA3cB44ChLTscaWqVPtjZA8xA8T9pueNtrS0FvgMmWms/BgqAFGCzMcbHfW4LDlWaQLn4lwEHgTeAna7HLjHGdHUlAYr/Sahc/IuAj621p7l6ZqcDl1lri5X8SW2UAJ4kjDG/BP5jjLnDGBMObAcmGmMmuE6JATYDv2upMUrTMcbcYoy5yHXbAInW2kPW2q+Bw8AkY0xciw5Smkyl938na+1ea22y4n9yqhTvztbaH621JcaYkcB/gR44S8GedV/SQkOVJlAu/ncaY6JxPgDYALxgjNkKXAr8DXjefUnLjFSaQjXv/1Wu4/7W2sXAbmPMzJYdpbR2SgBPAsaYC4BrgL/ifNL/R5w9AH8CbjTGLMWZDboQGG6M6aFPhk4OxpgwY8yLOEtAXjfG+LliW36W922gH85MUPlr9UfBSaCa9//vjDHDy52i+J9Eqon3/eXi7f70fyxwNzDbGDPaNUskJ4FK8R8CPAj0AT4FvgEut9ZegrMs+HxjzCjF/+RRw/vfvc+7xFUEah9Q2kJDlDZCCeDJYRzwgrX2G5x9f3uAB621/wR+Adxhrb0C2A+sBLJaaqDSuFzLexdbazvh/AHwnOshz3JAa+0GYBUw2Bgz1RjzW9dxfQhwcqju/f8r94OK/0mnunjfDmCt3WOt3e+6nQu8D4S30DilaVSO/17gLmvtQZx/99cCWGvTcGaDQ1tonNI0anv/W1fcg4EpAO5l4CKV6QejDan8iX25+7uBKwCstfuAT4D2xpgLXOvAV7rOexhoB2Q305ClEdUS/09c//8/4HLXPs9SY4xfuXPeAa4H3gOiq3s+aVtqef/PA9oZY84td7ri38bVEe+QSvHGGPM7YISK0bAAAAf2SURBVBDwY3OOU5pGLfH/HxBmjDnXWltQ7vw5OPHf2txjlcbXwN/3bwFjjTFBmv2VmigBbFv8y98p9wn+h0CeMeY81/1knMqf/QGMMX2NMR8Dg3FmA4ubZ7jSyKqNv7U21xjjY609hLPn42XX8RJXwZ92OMtFNgJDrbV3lb9e2g5jjK/7dj3e/wnGEQr8BcW/zWlovF3XzDRO+59+wMWu3wvSBh1n/E8zxnyDE/+LrLWHm2/E0piO5/e961gw8C5aBiq1UALYBhhjJhhjPgCeMsYkuH8pGGPcbTzSgY+Am12VoTJxln0EuR4/BNxqrT1X/xi0PbXE37fy8g5r7T1AT9c1scaYMa6lYL+y1p5trU1ugS9BToArlg8BuCo+uo+7/7Gv8f3v+qOhALhd8W8bTiDewa7HtwA3WWuvVrzbnkaI/16cf++vUvzbnhOIf2C5JPFja+1L+rBfaqMEsJUzxsQAfwfmA6k4a72vBWeGx3VaMPA5zidBc40xXYAROD3AsNZmW2uTmnno0gjqiH+ptbbMNcMTUe6yPwJLgSVAiOvclOYctzQOY8w1wOs4hV0udR3zgwqfCNf1/i9R/NuGE4x3keu8vdbaTc09djlxjRT/RGutlv22QScYf/ffgxUSR5GaKAFs/YYB2621rwLPAP8BzjPGDAAwxjyC82lQLPBrnJLv/wIycJrAS9tWV/wfxlkSMth1fyZwG07590GuktDSdh0ApgJnAU+Dk9CVmwV+AL3/TyaKt3dT/L2b4i/NxmgbSOtijDkfZy3/emvtPGNMR+B74Cxr7S7jlPi9DWdm50Gc/V5zrLW7yj1HiLU2rwWGLyfoRONvjEkAsq21iS3zFciJKBf/DdbaT13/8PtYa4td+7q+sdbOcZ0bA/wZvf/bLMXbuyn+3k3xl5akBLCVcP2h/xIQhfOJzkPALdbaD40xT+Ds5/k/156vU3D6wPzWVfIXVxEQVXtqoxoh/r5a9tF21RD/G621HxljAqy1RcaYQTgfBvSrvJdX7/+2RfH2boq/d1P8pTXQEtDWozew1Fp7urX2RZzp/Ttdj70DDDDGnOl606fiLAEoBP0yOEmcaPyV/LVt1cXfXa2zyJXgbwY+wLXUx7XcF9c5ev+3LYq3d1P8vZviLy1OCWALMsZcbYyZbIwJAdYAb7iO++L0btrsOnUjTknfPxtj+gBnAAZXWwD9MmibFH/vVo/4b3TdN4C75cf1wDXGmHRgmFGT3zZD8fZuir93U/yltfGr+xRpTK43dyecaf8yYBfwC5wy7YfdS/mMMQNxVXZ0/YH/mmsN+D3AAOAX1tqMFvki5Lgp/t6tgfFvD57qb9YY0x34E05111tV6bH1U7y9m+Lv3RR/ac30aUIzcr3ZLRAGHLDWngHcAqQBcyudPh2nuiPGmE4A1toncfaFTbTWbmm+kUtjUPy92wnEv6PrWCbwhLV2kv4YaP0Ub++m+Hs3xV9aO80ANgPj9HF5CPA1xswHwoFS8JT4/RVw0BgzyR4r258D7DFOQ9ALjTFnWWuTrLVFLfE1yPFT/L1bI8V/lrV2P7CyBb4EaQDF27sp/t5N8Ze2QjOATcwYMwlnvXd7YCfwME6D5inGmLHgmfJ/CHjAdY0vTrPvD3F+eUyxauTeJin+3q0R47+/2QcvDaZ4ezfF37sp/tKWaAaw6ZUBT1tr3wQwxowAegK/B14ARrk29n6E80uiO05cXgTesNb+0DLDlkai+Hs3xd+7KN7eTfH3boq/tBmaAWx6a4D3XZ/yACwFullrX8NZInCbq8hHV6DMWrvPWrvLWvt/+mVwUlD8vZvi710Ub++m+Hs3xV/aDCWATcxam2etLbTH+rRNA464bv8cGGiM+RSn19sa8FSOkpOA4u/dFH/vonh7N8Xfuyn+0pZoCWgzcX0iZHEaeH/iOpwN3AcMBvZYaw+AZ424nEQUf++m+HsXxdu7Kf7eTfGXtkAzgM2nDKdx91FgqOtToDk4ywC+c/8ykJOW4u/dFH/vonh7N8Xfuyn+0uoZffjQfIwx44HvXf+9aq39ZwsPSZqR4u/dFH/vonh7N8Xfuyn+0topAWxGxpiuwFXAs9bawpYejzQvxd+7Kf7eRfH2boq/d1P8pbVTAigiIiIiIuIltAdQRERERETESygBFBERERER8RJKAEVERERERLyEEkAREREREREvoQRQRERERETESygBFBERqQdjTKQx5hbX7S7GmA9bekwiIiINpTYQIiIi9WCM6QF8aq0d3MJDEREROW5+LT0AERGRNuIJoLcxZh2wAxhorR1sjJkNnA/4AoOBZ4AAnEbQhcAsa22aMaY38BzQEcgDfmGt3dr8X4aIiHgzLQEVERGpn3uAXdba4cBdlR4bDFwBjAUeBfKstSOAZcDVrnPmArdZa0cBvwGeb5ZRi4iIlKMZQBERkRP3jbU2G8g2xmQC/3Md3wgMNcaEAqcAHxhj3NcENv8wRUTE2ykBFBEROXGF5W6XlbtfhvNvrQ+Q4Zo9FBERaTFaAioiIlI/2UDY8Vxorc0C9hhjLgEwjmGNOTgREZH6UAIoIiJSD9baVGCpMWYT8NRxPMXPgOuMMeuBzcB5jTk+ERGR+lAbCBERERERES+hGUAREREREREvoQRQRERERETESygBFBERERER8RJKAEVERERERLyEEkAREREREREvoQRQRERERETESygBFBERERER8RL/D8DIS7r0jgrqAAAAAElFTkSuQmCC\n", "text/plain": ["<Figure size 1080x432 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["(df['count'].rolling(100).mean()).plot(figsize=(15,6),grid = True); #\u5e73\u6ed1\u540e\u6210\u4ea4\u7b14\u6570\uff0c\u5904\u4e8e\u4f4e\u4f4d\u53ef\u80fd\u915d\u917f\u7740\u884c\u60c5"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### \u56de\u6d4b\u5f15\u64ce\n", "\n", "\u4ee5\u524d\u7684\u6587\u7ae0\u4e5f\u7ed9\u51fa\u8fc7Python\u56de\u6d4b\u5f15\u64ce\uff0c\u8fd9\u91cc\u7ed9\u51fa\u4e00\u4e2a\u4f18\u5316\u7684\u7248\u672c\u3002USDT\u672c\u4f4d(\u6216\u8005\u5176\u4ed6\u8ba1\u4ef7\u8d27\u5e01\u672c\u4f4d)\u7684\u6c38\u7eed\u5408\u7ea6\u548c\u73b0\u8d27\u975e\u5e38\u76f8\u4f3c\uff0c\u533a\u522b\u662f\u6c38\u7eed\u53ef\u4ee5\u52a0\u6760\u6746\u5e76\u4e14\u6301\u6709\u8d1f\u7684\u6570\u91cf\uff08\u76f8\u5f53\u4e8e\u505a\u7a7a\uff09\uff0c\u53ef\u4ee5\u5171\u7528\u4e00\u4e2a\u56de\u6d4b\u5f15\u64ce\u3002\u5e01\u672c\u4f4d\u4ea4\u5272\u5408\u7ea6\u7279\u6b8a\uff0c\u7528\u5e01\u7ed3\u7b97\uff0c\u9700\u8981\u4e13\u95e8\u7684\u56de\u6d4b\u3002\n", "\n", "\u4e0b\u9762\u7ed9\u51fa\u7684\u662f\u4e00\u4e2a\u7b80\u5355\u4f8b\u5b50\uff0c\u53ef\u4ee5\u5b9e\u73b0\u591a\u5e01\u79cd\u73b0\u8d27\u6216\u591a\u5e01\u79cd\u6c38\u7eed\u56de\u6d4b\u3002\u5ffd\u7565\u4e86\u5f88\u591a\u7ec6\u8282\uff1a\u5982\u671f\u8d27\u7684\u6760\u6746\u3001\u4fdd\u8bc1\u91d1\u5360\u7528\u3001\u8d44\u91d1\u8d39\u7387\u3001\u7206\u4ed3\u673a\u5236\u3001\u505a\u5e02\u548c\u5403\u5355\u6210\u4ea4\u3001\u7701\u7565\u4e86\u8ba2\u5355\u7ef4\u62a4\u7b49\uff0c\u4f46\u901a\u5e38\u4e0d\u5f71\u54cd\u6b63\u5e38\u7684\u56de\u6d4b\u7ed3\u679c\u3002\u5e76\u4e14\u64ae\u5408\u7684\u4ef7\u683c\u548c\u6570\u91cf\u3001\u8d26\u6237\u7684\u66f4\u65b0\u90fd\u662f\u9700\u8981\u5916\u90e8\u4f20\u5165\u3002\u8bfb\u8005\u53ef\u4ee5\u5728\u8fd9\u4e2a\u57fa\u7840\u4e0a\u5b8c\u5584\u3002\n", "\n", "Exchange\u7c7b\u4ecb\u7ecd\uff1a\n", "\n", "- account:USDT\u4ee3\u8868\u57fa\u7840\u8d27\u5e01\uff0c\u5e76\u975e\u5fc5\u987b\u662fUSDT\u4e3a\u57fa\u7840\u8d27\u5e01\uff0crealised_profit\uff1a\u5df2\u5b9e\u73b0\u76c8\u4e8f\uff0cunrealised_profit\uff1a\u672a\u5b9e\u73b0\u76c8\u4e8f\uff0ctotal\uff1a\u603b\u6743\u76ca\uff0cfee\uff1a\u624b\u7eed\u8d39\u3002\u5176\u4f59\u5404\u4e2a\u4ea4\u6613\u5bf9\uff0camount\u6570\u91cf\uff08\u505a\u7a7a\u65f6\u4e3a\u8d1f\uff09\uff0chold_price\uff1a\u6301\u6709\u4ef7\u683c\uff0cvalue\uff1a\u6301\u4ed3\u4ef7\u503c\uff0cprice\uff1a\u5f53\u524d\u4ef7\u683c\u3002\n", "- trade_symbols\uff1a\u4ea4\u6613\u5bf9\u6570\u7ec4\uff0c\u4e5f\u53ef\u53ea\u4f20\u5165\u4e00\u4e2a\u4ea4\u6613\u5bf9\uff0c\u9ed8\u8ba4\u7684\u8ba1\u4ef7\u8d27\u5e01\u662fUSDT\uff0c\u4f46\u4e5f\u53ef\u4ee5\u8fdb\u884c\u5176\u4ed6\u8ba1\u4ef7\u8d27\u5e01\u7684\u56de\u6d4b\u3002\n", "- fee\uff1a\u624b\u7eed\u8d39\uff0c\u4e3a\u4e86\u7b80\u6d01\uff0c\u4e0d\u533a\u5206maker\u548ctaker\u3002\n", "- initial_balance\uff1a\u521d\u59cb\u8d44\u91d1\uff0c\u9ed8\u8ba4\u4ea4\u6613\u5bf9\u7684\u521d\u59cb\u6570\u91cf\u90fd\u662f0 \u3002\n", "- Buy\u51fd\u6570\uff1a\u4e70\u5165\uff0c\u5bf9\u5e94\u6c38\u7eed\u7684\u505a\u591a\u6216\u5e73\u7a7a\uff0c\u76f4\u63a5\u4ee5\u4f20\u5165\u7684\u4ef7\u683c\u548c\u6570\u91cf\u6210\u4ea4\uff0c\u6ca1\u6709\u64ae\u5408\u7684\u673a\u5236\u3002\n", "- Sell\u51fd\u6570\uff1a\u5356\u51fa\u3002\n", "- Update\u51fd\u6570\uff1a\u66f4\u65b0\u8d26\u6237\u4fe1\u606f\uff0c\u9700\u8981\u4f20\u5165\u6240\u6709\u4ea4\u6613\u5bf9\u7684\u4ef7\u683c\u5b57\u5178\u3002"]}, {"cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [], "source": ["class Exchange:\n", "    \n", "    def __init__(self, trade_symbols, fee=0.0004, initial_balance=10000):\n", "        self.initial_balance = initial_balance #\u521d\u59cb\u7684\u8d44\u4ea7\n", "        self.fee = fee\n", "        self.trade_symbols = trade_symbols\n", "        self.account = {'USDT':{'realised_profit':0, 'unrealised_profit':0, 'total':initial_balance, 'fee':0}}\n", "        for symbol in trade_symbols:\n", "            self.account[symbol] = {'amount':0, 'hold_price':0, 'value':0, 'price':0, 'realised_profit':0,'unrealised_profit':0,'fee':0}\n", "            \n", "    def Trade(self, symbol, direction, price, amount):\n", "        \n", "        cover_amount = 0 if direction*self.account[symbol]['amount'] >=0 else min(abs(self.account[symbol]['amount']), amount)\n", "        open_amount = amount - cover_amount\n", "        self.account['USDT']['realised_profit'] -= price*amount*self.fee #\u6263\u9664\u624b\u7eed\u8d39\n", "        self.account['USDT']['fee'] += price*amount*self.fee\n", "        self.account[symbol]['fee'] += price*amount*self.fee\n", "\n", "        if cover_amount > 0: #\u5148\u5e73\u4ed3\n", "            self.account['USDT']['realised_profit'] += -direction*(price - self.account[symbol]['hold_price'])*cover_amount  #\u5229\u6da6\n", "            self.account[symbol]['realised_profit'] += -direction*(price - self.account[symbol]['hold_price'])*cover_amount\n", "            \n", "            self.account[symbol]['amount'] -= -direction*cover_amount\n", "            self.account[symbol]['hold_price'] = 0 if self.account[symbol]['amount'] == 0 else self.account[symbol]['hold_price']\n", "            \n", "        if open_amount > 0:\n", "            total_cost = self.account[symbol]['hold_price']*direction*self.account[symbol]['amount'] + price*open_amount\n", "            total_amount = direction*self.account[symbol]['amount']+open_amount\n", "            \n", "            self.account[symbol]['hold_price'] = total_cost/total_amount\n", "            self.account[symbol]['amount'] += direction*open_amount\n", "                    \n", "    \n", "    def Buy(self, symbol, price, amount):\n", "        self.Trade(symbol, 1, price, amount)\n", "        \n", "    def Sell(self, symbol, price, amount):\n", "        self.Trade(symbol, -1, price, amount)\n", "        \n", "    def Update(self, close_price): #\u5bf9\u8d44\u4ea7\u8fdb\u884c\u66f4\u65b0\n", "        self.account['USDT']['unrealised_profit'] = 0\n", "        for symbol in self.trade_symbols:\n", "            self.account[symbol]['unrealised_profit'] = (close_price[symbol] - self.account[symbol]['hold_price'])*self.account[symbol]['amount']\n", "            self.account[symbol]['price'] = close_price[symbol]\n", "            self.account[symbol]['value'] = abs(self.account[symbol]['amount'])*close_price[symbol]\n", "            self.account['USDT']['unrealised_profit'] += self.account[symbol]['unrealised_profit']\n", "        self.account['USDT']['total'] = round(self.account['USDT']['realised_profit'] + self.initial_balance + self.account['USDT']['unrealised_profit'],6)"]}, {"cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["{'USDT': {'realised_profit': 96.76, 'unrealised_profit': 0.0, 'total': 10096.76, 'fee': 3.24}, 'BTC': {'amount': 0.0, 'hold_price': 0, 'value': 0.0, 'price': 41000, 'realised_profit': 100.0, 'unrealised_profit': 0.0, 'fee': 3.24}}\n", "\u5229\u6da6\uff1a 96.76\n"]}], "source": ["#\u6d4b\u8bd5\uff0c\u53ef\u4ee5\u770b\u5230\u8fd9\u91cc\u6ca1\u6709\u5f3a\u8c03\u4ea4\u6613\u6240\u662fUSDT\u672c\u4f4d\u8fd8\u662f\u73b0\u8d27\uff0c\u5b9e\u9645\u4e0a\u7ed3\u679c\u662f\u4e00\u6837\u7684\uff0c\u8fd9\u4e5f\u662f\u4e0d\u505a\u533a\u5206\u7684\u539f\u56e0\n", "e = Exchange(['BTC'], fee=0.0004, initial_balance=10000) #\u521b\u5efa\u4e00\u4e2aExchange\u5bf9\u8c61\uff0c\u53ea\u6709\u4e00\u4e2a\u4ea4\u6613\u5bf9BTC\n", "e.Buy('BTC',40000, 0.1)#\u4ee540000\u4ef7\u683c\u4e70\u51650.1\u4e2aBTC\n", "e.Sell('BTC',41000, 0.1)#\u4ee541000\u4ef7\u683c\u5356\u51fa0.1\u4e2aBTC\n", "e.Update({'BTC':41000}) #\u66f4\u65b0\u8d26\u6237\u4fe1\u606f\n", "print(e.account) #\u6700\u7ec8\u8d26\u6237\u4fe1\u606f\n", "print('\u5229\u6da6\uff1a',round(e.account['USDT']['total']-e.initial_balance,2))"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### \u7f51\u683c\u7b56\u7565\u56de\u6d4b\n", "\n", "\u9996\u5148\u56de\u6d4b\u4e00\u4e2a\u7ecf\u5178\u7684\u6c38\u7eed\u7f51\u683c\u7b56\u7565\uff0c\u8fd9\u4e2a\u7b56\u7565\u6700\u8fd1\u5728\u5e73\u53f0\u4e0a\u5f88\u53d7\u6b22\u8fce\uff0c\u4e0e\u73b0\u8d27\u7f51\u683c\u76f8\u6bd4\u4e0d\u7528\u6301\u5e01\u3001\u53ef\u52a0\u6760\u6746\uff0c\u6bd4\u73b0\u8d27\u7f51\u683c\u65b9\u4fbf\u4e0d\u5c11\u3002\u4f46\u7531\u4e8e\u65e0\u6cd5\u76f4\u63a5\u56de\u6d4b\uff0c\u4e0d\u5229\u4e8e\u7b5b\u9009\u5e01\u79cd\u3002\u8fd9\u91cc\u7528\u521a\u624d\u7684\u5f15\u64ce\u56de\u6d4b\u6d4b\u8bd5\u4e0b\u3002\n", "\n", "\u56f4\u89c2\u7f6e\u9876\u6709\u5b98\u65b9\u5b9e\u76d8\u4ece2021\u5e744\u67084\u53f7\u5f00\u59cb\uff0c\u6301\u4ed3\u4ef7\u503c\u662f150\uff0c\u7f51\u683c\u95f4\u8ddd\u662f0.01\uff0c\u76ee\u524d\u6536\u76ca\u4e3a3600USDT\u3002\u7528\u540c\u6837\u7684\u53c2\u6570\u75285minK\u7ebf\u56de\u6d4b\u6536\u76ca\u4e3a3937USDT\uff0c\u7531\u4e8e\u5b9e\u76d8\u5f00\u59cb\u7684\u6301\u4ed3\u4ef7\u503c\u4e0d\u5230150USDT\uff0c\u6240\u4ee5\u7ed3\u679c\u8fd8\u662f\u76f8\u5f53\u51c6\u786e\u7684\u3002\u5982\u679c\u628a\u7f51\u683c\u95f4\u8ddd\u6539\u4e3a0.005\uff0c\u6536\u76ca\u5c06\u8fbe\u52305226U\u3002\u7f51\u683c\u95f4\u8ddd0.005\u663e\u7136\u662f\u6bd40.01\u66f4\u597d\u7684\u53c2\u6570\uff0c\u9700\u8981\u901a\u8fc7\u56de\u6d4b\u624d\u80fd\u53d1\u73b0\u3002\n", "\n", "K\u7ebf\u5468\u671f\u8d8a\u77ed\u76f8\u5e94\u7684\u56de\u6d4b\u7ed3\u679c\u8d8a\u51c6\u786e\uff0c\u9700\u8981\u7684\u6570\u636e\u91cf\u8d8a\u5927\uff0c\u8bfb\u8005\u53ef\u4ee5\u5c06symbol\u53c2\u6570\u6539\u4e3a\u81ea\u5df1\u60f3\u56de\u6d4b\u7684\u4ea4\u6613\u5bf9\u8bd5\u8bd5\u3002"]}, {"cell_type": "code", "execution_count": 241, "metadata": {}, "outputs": [], "source": ["symbol = 'TRX'\n", "df = GetKlines(symbol=symbol,start='2021-4-4',end='2021-8-11',period='5m')"]}, {"cell_type": "code", "execution_count": 286, "metadata": {}, "outputs": [], "source": ["value = 150\n", "pct = 0.01\n", "\n", "e = Exchange([symbol], fee=0.0002, initial_balance=10000)\n", "init_price = df.loc[0,'close']\n", "res_list = [] #\u7528\u4e8e\u50a8\u5b58\u4e2d\u95f4\u7ed3\u679c\n", "for row in df.iterrows():\n", "    kline = row[1] #\u8fd9\u6837\u4f1a\u6d4b\u4e00\u6839K\u7ebf\u53ea\u4f1a\u4ea7\u751f\u4e00\u4e2a\u4e70\u5355\u6216\u4e00\u4e2a\u5356\u5355\uff0c\u4e0d\u662f\u7279\u522b\u7cbe\u786e\n", "    buy_price = (value / pct - value) / ((value / pct) / init_price + e.account[symbol]['amount']) #\u4e70\u5355\u4ef7\u683c\uff0c\u7531\u4e8e\u662f\u6302\u5355\u6210\u4ea4\uff0c\u4e5f\u662f\u6700\u7ec8\u7684\u64ae\u5408\u4ef7\u683c\n", "    sell_price = (value / pct + value) / ((value / pct) / init_price + e.account[symbol]['amount'])\n", "\n", "    if kline.low < buy_price: #K\u7ebf\u6700\u4f4e\u4ef7\u4f4e\u4e8e\u5f53\u524d\u6302\u5355\u4ef7\uff0c\u4e70\u5355\u6210\u4ea4\n", "        e.Buy(symbol,buy_price,value/buy_price)\n", "    if kline.high > sell_price:\n", "        e.Sell(symbol,sell_price,value/sell_price)\n", "    e.Update({symbol:kline.close})\n", "    res_list.append([kline.time, kline.close, e.account[symbol]['amount'], e.account['USDT']['total']-e.initial_balance])\n", "res = pd.DataFrame(data=res_list, columns=['time','price','amount','profit'])\n", "res.index = pd.to_datetime(res.time,unit='ms')"]}, {"cell_type": "code", "execution_count": 287, "metadata": {}, "outputs": [{"data": {"text/plain": ["{'USDT': {'realised_profit': 3866.633149565143,\n", "  'unrealised_profit': 70.54622281993666,\n", "  'total': 13937.179372,\n", "  'fee': 177.51000000000596},\n", " 'TRX': {'amount': 36497.43208747655,\n", "  'hold_price': 0.08203709078461048,\n", "  'value': 3064.689372385406,\n", "  'price': 0.08397,\n", "  'realised_profit': 4044.143149565462,\n", "  'unrealised_profit': 70.54622281993666,\n", "  'fee': 177.51000000000596}}"]}, "execution_count": 287, "metadata": {}, "output_type": "execute_result"}], "source": ["e.account"]}, {"cell_type": "code", "execution_count": 288, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 1080x432 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["res.profit.plot(figsize=(15,6),grid = True);"]}, {"cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 1080x432 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["res.price.plot(figsize=(15,6),grid = True); #\u6536\u76d8\u4ef7"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### \u73b0\u8d27\u5e73\u8861\u7b56\u7565\u56de\u6d4b\n", "\n", "\u8fd9\u7c7b\u7b56\u7565\u4e5f\u6bd4\u8f83\u6d41\u884c\uff0c\u4f46FMZ\u5e73\u53f0\u4e0d\u592a\u597d\u56de\u6d4b\u591a\u5e01\u79cd\uff0c\u6b63\u597d\u7528\u8fd9\u4e2a\u56de\u6d4b\u5f15\u64ce\u56de\u6d4b\u4e0b\u3002\u6211\u4eec\u9009\u53d6\u56db\u4e2a\u4e3b\u6d41\u5e01\u79cdBTC\uff0cETH\uff0cLTC\uff0cXRP\uff0c\u5206\u522b\u914d\u7f6e25%\u7684\u5e02\u503c\uff0c\u6bcf\u504f\u79bb1%\u5e73\u8861\u4e00\u6b21\u3002\n", "\n", "\u9996\u5148\u628a\u56db\u4e2a\u5e01\u7684\u8fc7\u53bb1\u5e74\u7684\u6536\u76d8\u4ef7\u83b7\u53d6\u5230\uff0c\u53ef\u4ee5\u770b\u5230ETH\u6da8\u5e45\u6700\u5927\uff0c\u5176\u4f593\u4e2a\u5e01\u7684\u6da8\u5e45\u5dee\u4e0d\u591a\u3002\u5982\u679c\u5e73\u5747\u6301\u6709\u8fd9\u56db\u4e2a\u5e01\uff0c\u6700\u540e\u7684\u51c0\u503c\u4e3a4.5 \u3002\u5e73\u8861\u7b56\u7565\u7ecf\u8fc7\u56de\u6d4b\u6700\u540e\u51c0\u503c\u4e3a5.3\uff0c\u7565\u6709\u589e\u5f3a\u3002"]}, {"cell_type": "code", "execution_count": 290, "metadata": {}, "outputs": [], "source": ["symbols = ['BTC','ETH','LTC','XRP']\n", "data = {}\n", "for symbol in symbols:\n", "    df = GetKlines(symbol=symbol,start='2020-8-11',end='2021-8-11',period='1h')\n", "    data[symbol] = df.close"]}, {"cell_type": "code", "execution_count": 291, "metadata": {}, "outputs": [], "source": ["df = pd.DataFrame([data[symbol].values for symbol in symbols],index=symbols).T"]}, {"cell_type": "code", "execution_count": 302, "metadata": {}, "outputs": [], "source": ["e = Exchange(symbols, fee=0.0004, initial_balance=10000)\n", "res_list = []\n", "for row in df.iterrows():\n", "    prices = row[1]\n", "    total = e.account['USDT']['total']\n", "    e.Update(prices)\n", "    for symbol in symbols:\n", "        pct = e.account[symbol]['value']/total\n", "        if pct > 0.26:\n", "            e.Sell(symbol,prices[symbol],(pct-0.25)*total/prices[symbol])\n", "        if pct < 0.24:\n", "            e.Buy(symbol,prices[symbol],(0.25-pct)*total/prices[symbol])\n", "    res_list.append([e.account[symbol]['value'] for symbol in symbols] + [e.account['USDT']['total']])\n", "res = pd.DataFrame(data=res_list, columns=symbols+['total'])"]}, {"cell_type": "code", "execution_count": 303, "metadata": {}, "outputs": [{"data": {"image/png": 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BULAJgOzbItTdTwYu/Rjoe562vXUPZV+WAUkKaDeJvImNjUWPHj28X9hMMDgjIiIiiharXgG6DAM+u1Bp27kYyHrY+72DLnZtS26r7MvWwCxoTUQNxjlnRERERNHi12e0gRkgMl6B8M9XQF0lsH1RYJ5HRH5jcEZEREQU6aqPAp+O1z93yr2Becf3twEfjQO+uAo4siswzyQivzA4IyIiIop02dOBfSv1zw28KHDvKdwstubawD2TiHzG4IyIiIgo0rkr1HH6o8Ep4mHwoTw/EQUcgzMiIiKiSFSWDyy4T8wDK92vf425LjjvZtVGorBgtUYiIiKiSPT768C6j4Cep4uKjKHE9c+IwoKZMyIiIqJIVGVblNdS7+GiAFVqdGY1B+e5ROQRgzMiIiKiiGQLvMIxxJDBGVFYMDgjIiIiijS5q4Gt39kO3ARnaYOAk+4IzvuX/19wnktEHnHOGREREVGkmX+Tsr//D/1rbv89eO/fszx4zyYitxicEREREUUaq0nZXztbe27MVMBUFfw+yDKrNhKFGIMzIiIiokjjac7X6dNC0wdTDRCXFJp3EREAzjkjIiIiijx6pezjWwKPHApdH2rLQvcuIgLA4IyIiIgo8uhlzurKgbjk0PWBwRlRyDE4IyIiIoo0FpP3awJl5O367XXloesDEQFgcEZEREQUeWSdYY0xicF5V88s/Xa9oZVEFFQMzoiIiIiigaUuSA+W3TQzOCMKNQZnRERERNGgTa/gPFd2F5xZg/M+InKLwRkRERFRNJi0IEgPdgrOLratq8ZhjUQhx+CMiIiIKBqkdAzNe2ISxJaZM6KQY3BGREREFEncDTMM1ftibYVHGJwRhRyDMyIiIqJIorfGWY/TgvhCp+CMmTOKZk+liv9ZdP47igIMzoiIiIgiiVmnKuO46cF7X4cB2uPYJLHlnDOKNjWlyv7y/wtfPxqBwRkRERFRJLHUa4/7XQCkDQze+9r2Ah4rUo6NsWLLzBlFmw/GKvu/zwxfPxohJtwdICIiIiIVe+Zs1F3A2c8CkhT8d8bEK/uS7W/3XOeMok3J7nD3oNEalTmTJOk+SZK2SpK0RZKkeZIkJQSqY0RERETNkn2x6bSBoQnM1HqfBRiMYp+ZM4o2w28Odw8arcHBmSRJXQDcA2CYLMuDABgBXBmojhERERE1Sx+dK7bGuNC+9+Fc4Mq5SuaMc84oWlgtwHe3A/v/UD6/UaqxwxpjACRKkmQCkATgUOO7RERERNSMVdi+ToU6OEtsLbYSM2cUwSwmYOXLQMfBQP/xwC9PATsWA8Xbw92zgGhwcCbLcr4kSTMAHABQA2CpLMtLA9YzIiIiouYs1MGZnX0oJYMzikRbvwNWvCj2nyoDVr/m/tr6KiAuOTT9CpAGB2eSJLUGMAFADwDHAHwtSdK1sizPcbpuCoApAJCWlobs7OyG9zZIKisrI7JfRO7wM0vRhJ9Xijbh/sxm2bbbNq5BYUHop/Mn1BTiJADb/92Kw6XZIX8/+S/cn9lQ6rNjPjrb9lcsX4YxHq49/OHV2N7/vlB0K2AaM6xxLIB9siwXA4AkSd8COBmAJjiTZXkWgFkAMGzYMDkrK6sRrwyO7OxsRGK/iNzhZ5aiCT+vFG3C/pnNFpv+fXuj/5Aw9OPYAeAvoF/fPuh3YhjeT34L+2c2lKoXAgVid8x+nazZaf8FVr4EAOhoOoiOUfZ7acyMuQMATpIkKUmSJAnAmQC2BaZbRERERM1cuIYVOuacsSAIRRiLCShShRv7f3e95oxHgZt+EftH94SmXwHU4OBMluW/AMwHsAHAZtuzZgWoX0RERETNjywr+4MuDU8fElqKbW1ZeN5P5E72dCB3lffr0gYEvy9B0qhak7IsPynLcj9ZlgfJsnydLMt1geoYERERUbNjrlX245LC04dYWwEFU63n64hCLX+99rhnlv51Mba5mifdEczeBEVjS+kTERERUaDUVYrt6AfC1weDAYAEWM3h6wORnrI87bG7Nc0MRuCxYsAQfaFO9PWYiIiIqKmqrxDbtr3D2w9DDIMzijymGqdjW3Z3wATg1Pu1C6fHhGkpikaK7iW0iYiIiJoSe+YsrkV4+2EwsiAIRZ5BF2mPD/whtmc+CXTOBLoODX2fAozBGREREVGkqLcFZ/HhDs5itFkIokhgiBXbB3Y4tTedwYAMzoiIiIgiRX2V2EZC5ozDGinSWOpFwZoWadp2Y2x4+hMEDM6IiIiIIoUjOEsObz8kIzNnFHnMdWIumSRp243ROb9MD4MzIiIiokhhqhbb2DCV0berOQrkrwtvH4icWeoAY7xrO4c1EhEREVHA5cwV23APawSAQxvD3QMirZI92rUA7TiskYiIiIgCLneV2IZrAWpnVmu4e0Ck2P87UHtM7F/4ptJuaDrBWdPJARIRERFFq6dStccxieHphzPZCv4tnyKC8x8Kuo5Q9pk5IyIiIqKAsJhc2wwR8hWNa51RpNi7XGzHvSi26oDMuUBIFIuQ//KJiIiImin72mZ2XYaFpx96ZA5rpAgx5xKxTWgptua68PUliBicEREREYVTnVNwdtH74emH2lnPiK3VAnw2UXwxrj4a3j4RAcofDNr1ATplaueeNQEMzoiIiIjCyb62mV273uHph5pk+4pYfgjY+xuw+xfg60ne77NagT/fAWpKAQsXsaYg6Hm62BpjgFtXACdeH97+BBiDMyIiIqJwqioKdw9cSUaxVQ9rLD/k/b7dy4Al04AXM4A3hjTs3eY64J+vAHN9w+6npkeWlf0WaeHrRwgwOCMiIiIKp0/Hi+3JdwNTVoS3L3b2zJlFNa/HqlO4xJk6C1h2oGHvXvcx8O0twB+vi2GVRPbPgSFGZMyaMAZnREREROGinsc1YCLQOTN8fVEz2DJn/7tYafMpkyVrD2vL/X/3vpViu/xZYOUM/++npsf+R4IzHg9vP0KAwRkRERFRuBRvV/a7RlCVRntp8uojSluFD8Mat36vPZ7ezf/s146Fyv6BP/SvqasE6qv9ey5FL3tlRmNcePsRAk07L0hEREQUyY7uE9v0k8PbD2f2OWf+2vaja5u5DohLamhH9Jtf6CK2T5U18LkUNaanA7W2f+eYph+cMXNGREREFC41tmGNV38Z3n44kwL4FdFc2/B7ZStQVwEseRQwNeI5FJ2sFiUwAwBjfPj6EiIMzoiIiIhCyWoV/6sptc3JkoC4FuHulVYgg7O6Ct+vLdwKtO6hHKcNAn57HvjzLeCfL0Rb0bbA9Y0i2x9Oa5jFNP3gjMMaiYiIiELptYGu87cMEfb3ckMDhzVmXgPkfK5tm3MxcPd63+5/12l4pzEG+P11sR+fIrbvnNSwvlH0Kd2nPTbGhqcfIRRh/09ARERE1MT5UlijgWRZ9n6RLxqcOdOZI1ayu+H9UC9kndja9by5zrWNmg7nf18DgzMiIiIiCpRn2gbt0VNXTcWVC68MzMPcFQTxNqTQEqCFo3tmia26cqMef4ZMUvRRL4IOAO36hKcfIcTgjIiIiCgUrFbAavZ+XQMt3LsQ/5b8G5iHSW6qJB7zsrB0Y4Izi2qRa3vhh9Jcpc1q+6Levp/SxsxZ09ZnnPbYPrS1CWNwRkRERBQKS6bpt9+xJrT98IW7OWc1pZ7vUwdYau4qLeavB55KBfI3APVVSrteEFt2UFyrXhvuYAT+7igwcuYCy54U+0Mnia3e0NYmhsEZERERUSj89Z5r21NlQIf+oe+LV24yZ9/dqt++YzGQt979MMTKQvf3AcCuZcDGOUq7qRroOlx77Z7lrvevfk3/uRTdrFbg+9uBMlum9qQ7xH8rsQnh7VcIMDgjIiIiCrbPL3NtG/9GUF41+NPBjX+Iu2GN7sy7EvjgDPfn3WXU7HOKdiwElj6qtB/4E2iVrr1Wb4Frd8+l6LZrifa4oYuiRyEGZ0RERETBtmup9njSQmDoDeHpSyiNvF1s3c1FswdnBZtcz8Uken9+M6je1yyZarTHkbbURBA1n5+UiIiIKBz05mm16xv6fvjDuST/mU/6d/+5L4ltl6Fi6y04A4CuI5T9mETPQ9iG3SS2J17vX78o8vzxJnB0r7bN4LQUMzNnRERERBQQH4xV9jOvFXNnWrQPX3984VzCvJeHIYvOgdzoB4GRt4qfM7GVaHNXpdJqUfbTBgLJHYCRtwGTFwIxHoKzU/8jtv4Ov6TIUlsGLH0M+GS8qLxp/yzFOmVNG7ooehRicEZEREQUTOpFmGPiQvbaivoK7Czd2cC7nQIue5ClZ8s32mP1F2mjbdihu8zZ4X+U/cKtQFURcO6LIuO29Xv9e274SSmpzjln0c2+FEJ5HvBsB+Wz5DyskZkzIiIiIgq4EM6Rum3Zbbjkx0sgO2e2fOF8T+sMsR2hU63xiFMAqP4ibbQFo3rBmcUE7FupHOf9rT1fnud6T68zgR6nKb/Hoq2u1/jim5uBv2Y17F4KHOcgbN3HYuu8fh0zZ0RERETk0fZFwKGN3q9LVVUdrD4SlK44B2CyLOOfIyIrVW9twMLQ6ucl24ZgxiYrmTC1uGTtsbp4gz2IsugMa/S2YPXAi8V2wASlbc+vYmvvh7r8fmUxUKYT0OnZ/DWw+CHfrqXg2PIN8Prx2rb9q8XWzMwZERERUbNQu2MHjs6d2/gHfXEV8PVk79d1HabsOw8BDBCzrA1+LLIyl6vGOTvhC/WcM3v2SzK4zkUDXIMzycdhje7modmNfx0492Xgsk9dzzlnIGUZmNEbeG2g52cCYg0tO72gkULD0xp17hYtbwYYnBEREVGzsm/CRBQ+83+BeVjpPu/XeMsQBYBFXVgDgMmqzMWqcc5C+EIvODO4Cc5ik7TH6uyaff/Pt13vc+qzi4SWwMgp2qIfbXopfVHb/LXnZ6lt/EzZX/2q7/dRYHkabuv830xy2+D2JYIwOCMiIqJmSTY1opiEt8BCbfsCsU1uD9z3b8Pf6YE6UwYAZlVWak/ZngY8UfXF2VvmzLmq4v4/Xe/dv9o1S6X3rCs+1+/O5J/FNrG1/nuPqoLk357Xf4bdT/eqrn3O87UUPM5BPQAk2YIwe3B2z0bgnpzQ9SkCMDgjIiKiZsla24ihU2Yf7z12UNl/aDeQ2qXh7/TUHachgurM2QPZD/j/QHVWI8ZLcObcFt9C/zkWpyIPehnF/he46Y/tHS06KG0DJgKt0rV9BIAVL+o/A/AvqKbgci4AAwDVJWJrr8LZqjvQpkfo+hQBGJwRERFRs1T155/eL3Inb51v1/3i5+LNDeQcnKmPT0w70f8HqgMu+4LA7oIz5yBLPR9MHajlrQXqq5Tjv2eL7eDLvPcnfRQw5mHgwrdU7zEqwV9cC/37nBVucW3z9d+SAis+FUjp7NpeVyk+U5KxWVVptGNwRkRERM2SY1jjm0OBL67x7+bKQt+usxcA6X6Kf8/3k/OwRpPVhO4tuwMA9pX5MC/OmToIkwzKVi84q3KqQKmeI9ZS9eX7swnA15OU4xzbEEZjvPf+GAzA6Y9o5x5JElB2EHixB7DoQe317tY/0ysA8sGZ3t9PgWW1AnVlQMUhpa2fLWtaVy6CM2Po1gSMJAzOiIiIqFmJ6y2KSsS0s5WIL9mtzAvzlS9fHFe9ouxfHNw1teyZspGdRgIATBYT9pfvBwDkV+b7/0B/gjPnNanUwZmzXUuVffuX8VPuBe5aDzy4W/8eb2qOurY5B4wAsP4T4IMztO+2s+r8XBQ89iI18alK28CLxHbZk8Afb3j+HDVhMeHuABEREVEoSfZgw2JueMluU7Xn81YL8OszynHL4Mw1s7NXa0w0JgKAY42zhlPNFfMWnDnPJes63LdXJLYWz2zfp2FdPJrr/lxVEdCyk7ZNXQhk5K1imOT7o8VxZaHr9RQ89oD+9GlASkcRTMeniLbNX4mtt//GmihmzoiIiKh5sZVhly0WpQABABzZDWS/qB+AOPP2xdH5fACzAGarGdVOzzfJYhjfkRqRMXp09aONe4msE5yV52sXfXZ0qA6A6ucbcp1v79gy37fftTv2BYvVxj4ttrk659RZGkMs0Ol44NKPxHFtWcP7Qf6zDzs1xomM2YhbfJ832MQxOCMiIqLmxR6cbZoPvDZAaf/qOmRko3sAACAASURBVCD7eaSW+VDufqGXCohVxcp+QqsGdNK9x35/DCPnjtS0HakWQZkxUAUUNMMavTzTXKf9Yu1rIFqa63e3vEqzLUK95BHgtxe05zqfoOzbs332gK2uIvB9IfeOHRBb9QLmBg7oAxicERERUTNybP581G3bBgDIe2sp6itVgUeRCMoycx73/YHqyoRqX12v7A+c6G83PVq4dyEAoM4WYGwo3ICblt4EAEiOTdZce1b3s5AYk+j/SzSZM6dg64c7gUpV8GmpA2Kd1jrz5NhBsRbZcecA7Ro4pBEAsqa5tqlL5a+YrgQBgDZIthdosQ+lU2dQKbhmnwl8OFbsq/9NnIOzc18KXZ8iCIMzIiIiajYKHtMGXnsWpLlcc7TNEM8PUQ+Bc5clOrxZ2e86wtfu+cRoy2SV15UDAHaU7nCcSzBqg6ROyZ1gcle50COdYY12G+cAvzylHJvrfau4aDdzkFiLbNeSxlXkG/Owa1v6Sdpj9ZxCiwlo1xd4cBdgtAXV9gzhvCuAVa82vC/ku3zV0gUJqqGmHfqJdetG3Ao8WijmBTZDDM6IiIiIVEyxqe5P1lcD09OVY29zpobdBGReHZiOOVm0bxEAIF4VGFWYtMPzWsS2gFk2w+rv3C69ao1qOaq5Z5Y6IMaP4EytMUPZJAlooQqub/4VSGylzWbmrwe+vBYw1QA7FwNHdmgXsrYPgwSAX58Gcn9veH/Is63fA9sXadvUn624ZOA/m4HzXvIvE9vEMDgjIiKiZq38QALMtcpXotalG91fXHtMe2zVWTcLAFp0FNtxLwSkGMim4k1YmivK0NvXNJuxbgYAIE6VfeqV2ktzX6wtQ+S8SLVXegVB3NnyDXB0j/vz18x3f87oZlior9RBZNdhYtvpeKXt54eBbT/pFzIBgISW2uOqosb1h9z7+gbgi6uU41F3+V7ZsxlhcEZERETNWv4fbXDoT2XuS3x9qTY4UdMbIuiusMWJ1zc8o+Tk2kXX4oEV+kVI1JmzaSO187BiJJGZOlR5CH7xljnzx3FnuT/nbs6ez2yB7x1/KU1XzAHa2IJU+xBU+yLVfc/3/Dj1ItkUPJd+DJzznKM4Dyka9RuRJKmVJEnzJUnaLknSNkmSRgWqY0REREShUltmCxKOv1Jsdy3Tv1AvOKspdW2zmgIQeLjKKcpxabMHYABgcAqkzLLImE1fO92/F+kFZ709BFkNFajqkrGqoictOwPjZ+pf16pbYN4XDhaTGBbo7g8H0SQ2Kdw9iFiNDVdfB/CzLMv9AJwAYFvju0REREQUWgaD7QtvxqliO/cy/QutquAs2TZ3qfqo63UWc+OH7OmY9c8szfFr61/zeH29pR4A8Hu+v3OpVAGAPYDa7SZgtRt+M3DR+/69JlAl7J0Li9h+bhexOpUr22iHgkZE8GO1APOuBg6oMoLrPhbDAp8O7NIMAbV9IfD7G96va8ZzyrxpcHAmSVJLAKcB+BAAZFmul2X5mOe7iIiIiCKPqdqWfXKeg+RMnTk75V6x3f878FQqULRddV19UIKzTcWbNMcfbfkIe8r053t9cf4XLqX1faY35yylk/YadZl6ADj/FeCEK/17j7r0fUMMulhs450WMG7bW/96vd9H1lTt8boPG9enQCjeDuxYKOZp2akDyyO7Q98nX3xxNbBMZykK54CXmTO3GrPaW08AxQA+liTpBADrAdwry3KV+iJJkqYAmAIAaWlpyM7ObsQrg6OysjIi+0XkDj+zFE34eaVI4lo4X2vT9n2wL1Ws97lNKd+Fobb9fw8exQAAWPUKAKD4q3uxddA0tCr9B5nmGuzPK8C+AH/2y+vLXdpe3/C6Y1/d5+ItxdhTvkf3nDfp+3ejp/05R0qwNTsbw6xx0IRAMwcjO+sHZAEo7DAG2zw8v93Ah9Hx8HK0K1mraa+sLMe6xvyOEs5G7Mknw/TnepdTWTqX5+7diVxZ+z6DJRV9O4xGWtEq0bDwAWRXuQnuQmT433ciGQAqChz/bh0K98C+ZHrZZ9di44nKUNVI+P/ZU1ZfC/ufI5z7YrDU4zTV8bqcLajcUx2qrkWVxgRnMQBOBHC3LMt/SZL0OoCpADThsizLswDMAoBhw4bJWVlZjXhlcGRnZyMS+0XkDj+zFE34eaVI4nH+xYgpOGHAcOAfcejyud31C7D9U7E/5mEMGHYTsO0Vx+n2qcninqcmAAC69+iF7gH47JfUlAD7fbs2KysL+FTZ3791P7BOdc5XK9cB+8Ru+w4dxL3/JgNV2suysrKA1YlI630C0jw+Pwv4uz2wSBuctUhKCt7/P2TbtomtHfMCM9olIUPvfWeeI7KfNlmDuwFte7leFwqyDGTnif3WPZB12mnA4oeAFkrVz9Sa/ZrfW0T8/2y2MkTVpS/VR4FVyuGwk04F2jdiAfImrDFzzvIA5MmybB8MOx8iWCMiIiKKOvI50z0vivz5Jcri0hmnulZidC7DHqCCIH8c+sOv698b+x6eP/V5AMBpXUW+oncrPzNB3UYq+44iI26WBJAtvq1XltRW2U8bbLvXz/XX/JExWmzVBVt8Ld2eMzfw/fHVvz8o+73OACoKgLUfAGtnK+1dhrreF2mqj4qAd+EDwNZvtecYmLnV4OBMluXDAA5KktTX1nQmgH8D0isiIiKiEJPNZt+/9BpiXYOzw5u1c2sCNOes1lKLOJOMKYstSK4Rzx/RcYTLdQPaikFvp3Q5BeN7jQcA9EjtgS4tuqB/m/7+vbTHaOD8V8W+t1L6VrNvwVmfc5R9+xyxQBUE0TPwIte2zGt8u/ev9wLbF3+Y65T9unLg8D/a833OBWoirMxDrdNw2wNrgOwXxP7aD0SABgAn3QnctzW0fYsyja3WeDeAzyVJ+gdAJoDnG98lIiIiouCIb+2mih+AY199DVmScLDrBP3CEWrGOMCos4bZ1u9UB4Gp+pcck4ysf2SMzZEx40NRQKNjckeX6z4/73O3z5Ab0pc4WwDlKTizWkX2y5eS+JLqGntQVuHn+mv+sK9xBgDX/wjcv83zguCTFgEtbLMSTTXB65c3Mars7eavgSWPaM/HJQOmCJuvVZanPf7oHODvWa7XZV4NpHYNTZ+iVKOCM1mWc2RZHibL8vGyLE+UZVlnoQ8iIiKi8JNlGXWl7octFj73HLb3HwDz2oOAqUp/TTM7g0F/Ad35k5V9T/f7wWgwIsH2qLa2mCbGKVOVGJPo0mYnQWpYcGYfcmgPqvQCm73LxXb7Au/PUwdww28CBkwA7gvioKvdvyr7PceI9c88yTgFuMs2J27YZM/XBpM6cwYAR/dqj+urgKP6FTrDxp5FbuH6RwOHPucCHQeFpj9RjMtyExERUfNgNvt0Wd3fxWKnqhj47jYgd7U4TlF9ubf6MFfK3Vpbfqox12BXZ21gpF54GgD+vuZvt/dLkgS5IWt3OYIzD3PO8jeKrX0unifqzFlCKnD5Z0BqF//75av2tpk3Qyf5fk9CKhCf6tswzcYo2SPmY+1Y7HrOU9bu5l+BnbZ7nJcyCCf7HyI8ZcWuDOM8vijC4IyIiIiaBdnH4Ey2Bz5/zwI2zQM+OV8cW01Ayy5AQiugdYb3BwUgOJNlGR9t+UjT9uTnZlzW9zKfi3wYJIMjc7a1ZCvOmX8OyurKvNwFneBMhz8/ozrT6Etw21iZV4vtSXf6d19csihmUbQdKM0FzPXA2ycBBZu83uqzxf8V23k668I5Z87sTr4H6DpMKXQSzqGXzuyLs+st8g0Ad2/QzzSTC/6WiIiIqFmQLWK+VusTPS80LduH761+TWm0mMWX5gETgKn7geS2+jerWXwLBj1ZmbcS+8r2QVJlvgYeADold8J3E77DG6e/gffGei5eIUHCtpJtkGUZ7+a8i0NVh7C+0HVdMACQ6+tRs8VWsMERnNl+Hz1Gay+Ob6nMffJ3UWG5kYtP+6LrMOCpMv8rA1pNwOavgHdGAq+fIIKy4m3A+6d5v9dX1Uf12+urgFpbsY/JTlm10baiGiffLbbBLKbiL3vmLHeVtn3QpcAtv4VvWYIoFOScLREREVGEKBVFC+JwEECq28tMkk5Wp6ZUVM7zVGrfmR9ZJdlkgmyxwJCQoGnPqxR9lpxGJRrKKiG3S8Hp6ad7fXZueS4AYO72uTBbRcDobn7a4RdewLF5X6DX0iWIi7H1JcH2uzrr/4A174j9UXcB6z5Wbmzp5/BEawiCs4aqKtYeGwP4dfnT8UDGacAx28J1AyZqzz+vGjrb7STtOXtWKi4ElS795e7f84LXgATPfwwhLWbOiIiIqFmQt3wvdlSRTvv770fqxRdrrour1AmqNn8tts6ZAbsxU13b/AjOcq+6Gjsyh7i0p6ekAwAMTsFZ3mljceQ9/8q97yzdid8P/Q4AuPPXO2HSKVhSu3kLAMBSVgYMvhQ480ng9EfFSWMMcP924PY/RAEISx3Q2dbnie/41omrvhTbaFiny+7j8wPznIpCYN9K4LdngeOvEG3/fq+cr3da4dt5GKC96IZ9GYIaN9m3cLAPaxzzsLY9PiX0fYlyzJwRERFR07JjsVjwuJt2LTDZFuhIp96N9qPboP7gQbSbcgustbUo+/ZbvScplkwTW3fzjsxO838yRitBjQ9qt2zRbU+yDRd0zpwBQPmiRWh/xx0+v8PgNHesrL4M7RLbebjBCIy+X9vWspP437YFYn0zc61oT/bwHLW+44AnSqNr/pGpyvs1Pj1HVf6+SKdKpa8FPlI6iW3F4cb3KVDsgX6S6nPwWJHnpQtIVxT9l0FERETkg3lXAh+epRx/fwfwVCqOzhdzeMzHatDuttvQ+bnnAABSvOt6ZY5BWjHaYYawuplH5jwE7cq5QEpaAzrv9DrbvK/zM85zOSfX1Pr1rHqnTF5eRZ6bK31gz+LUVYqtwY8FtyM9MGvXNzjPVWcqnbNkAHAox/29rdKV/cTWYpv7u1j03NN9wfZUKjDzeCVzph7C6LxIO/kkwv/rICIiImoge0GOHLE4c/lqUQTDVFiiuUzS+et+WZ1tcFGSU0aoTU/9dzkXPIjzsoi1G/UHlOzJ4arDuHHJjQCA/m36uVxrys/369k/7vlRc/zI6kdQUFmArSVbXS/2VnrfHrRW236XTemLuL0QysCLPV/nL/V6ZYU6mTP753D4LcCDu8X+f/cBD+0B7lyrXGe0BcI7FoqKorPGICt7AlBuW9DbatUP/oLl2H5gziViP8mHQjnkEYMzIiIiappmHAfsU+aI2UvpS/EJ7u5wsNbZviKVO2WXbvlN/4b2fcVcrMePAI8UaBdcdqN6w0aUfv21ps1cWIjcq69ByYcfYv7O+Y52o5vK8+YjRxz7sizDVFjo9b12Y7qOwdnfnI0rF7iWc7dXtnQrxlYYZeVLtg76USgl0tmDs6xpgX3uiheVfftQyTjVnCx7gZVT7gVatBf7SW3EkNFYN59Ze0l+AMjfILbL/08UFvnfRYHptzvOi2MDQIptEeq2vi3zQK4YnBEREVHkMdXor+O0cQ7wdGux9pQ3NUeBTy9wHNoTE5XJ7ZAxdSHW5bovqFC82E0GILGV+/elDRRZjTjfysrvv/pqHH78CeQ/pHzBlk0m1GzYgKKXZ2DtYSVbIpn0h1PuOnU0LOXlAIDSuXOxe0wWajb7sCA0gLK6MqQXybpZMnthELecgzHn4Z/R7ISrxDYhFZjgY6ETXxza4NpWXyF+/6X7gYNrRJvRjyGiaqZqkTVb/ao43rO8Yc/x1WcTXds6DAQmvgdc9UVw392EMTgjIiKiyPNKX+C5jq4L8v54t8hsfHwuUKYzrM/DcLw2fcX8qKuOdAcAXPren+7fL9siuROu9tzP+MaXCS//6SfH/oEbb3Lsb81T1iIzvjXH7f07R4wEABT+37MAgNrt231676ElP2DGhxbc970qLWf7/RU+/zwqV612f7PklBlsSpmzk+8C7vhLzBnsf4H2nLfhnu5s+Mz9uadbAX+9rxwnuF/mwaHfBa5t394C/Pac/31riMoiZTkANYMByLwKaHdcaPrRBDE4IyIioshTWya2z3ZQ2g6sUYac5a8DXhsgMgVqeuXru58CALAXK6yL8SMz0ftMz+dv/x24+ivfn+eHe7d2c+xLRWL4YuqEC3Wvrd6wUbnWS4W8a/pfAwDobJsuNmq7DJOtoIMVSvBhra52uVd5idNXyEgv8uGP2ESgg22On9FpLl3xjoY988e7PZ9f87bYJrVV1jPz5KL39dtXzdAe15Z7f1ZDfK+qEnrXuuC8o5lqQv8lERERUZNkD8AOrHE99+U12mPnoZCTFwOTFwFXzoPc+xwAgEUVWGw/XI6MqQvdv9tbYY9W6UCfczxfo8NS6b1gw7CfcwEAnUqUgKntbbfpXrv/aiXDJ5tc1y9TG5cxTuyoYrgNhWLIXXF1kaPNmOohg1MXpC/9kcY5I+hm8W6P/Flwe/wbvl1nX+vMnTOfFNs1ARyWqZZvy+oOv1kUyTnxeuBWN2sAkl8YnBEREVFkcf4y++NdwL8/ast02+1YJLaF/4qy3i+KIYtIthVUSBsotv3OQ23nUQC0wdm4mV6+UDpXawwQc6Fva1RJsoyeh5XgLKZ9e+/PLi31eL5VvJg316JGdmk7VlfmaJMtbpYNAPxaYDuqOWcEG/Jzu7vnvBmubcW+DUn1qucYsT3s2/xDv424RWzPfUkUv7nwTaDT8cF5VzPD4IyIiIgiywGnuWA5nwNfXQcsuE8cZ4xWznW0fSHc+D/tPWc+CUzL08zfKTwqslVWyYjhGa1960vnTOByD/OFGsp5WKAbCfWAWTW9y5CkX2wktnNnx765oEBzbvll2sIQnVuIa/d2VFJnZtv6bZJ6TpWnio3u1ntr6qyes5K61MFZ5rXAvZuAB3YoAY7aiCm+PzdBKU6z/kRVoHfC1UCXoUByh8CXtpdl4PkuSuVJH6qSkn8YnBEREVFkmeta2l3j2m+AK+cBPU9Xhpk5D9+SDEB8irbJNjzyiYmDcN7gTrqP/m2w03wtYywwYAJw6UdiiGSgqLKDLcaMQfv770e32bPQb/M/aDl+vOOcwQpYVd/WJIMBCQMHov1996HrO+8g5Syx2HZs586OcpTHvhYl+Ov370f5zz+jfVJ7TDle+dIfZ4zDs6c8iwe+U+brmZetwO6xZyG9QAm6ZLOn4MyPoXrRrkVHJYPqKZvoztoPxPaEq4CJbwOtM5SS8/cocwUx4lb97LA7x9kWWr9iDipaHgc8elgs5XDRu6I9LllUcAykLd8A9ZWBfSZpNGDgLBEREUWrDQdKMfevA3jpkuNhMHguHBE27fuKgh89xgD7Vriej4kH+p0HbPsJKNmtnWc2+DIROAy+1OU2s22ds4FdW6NXhxRU1prRs30LvLtit+Oady8wYsgeM1pViyRByfuzkDpxImIHXRLQH1G2KIFR5xenw9hKyYK0u/02RwVHSQbsNTraP3A/AKDHN8r6ZylnnI5t/Qegep1rUYY954i5ZSnbzkFm+0zNub5t+kJddzDu6TfhkhPyFIDJqnPnv+r+uqbgge2iLP2cixuWOfv1GbHtNtL1nHpR8/1/+Pfc8W8AZzwmgr3CbNdCIrFJQH2Ag7OSPYF9Hrlg5oyIiKihzHXAV9eLICFKXPfBX5i/Pg9nz1wZ7q64l36S2PYZ53pOPUwrLklkBgo2ieNhNwKXfIDfjn8ROQWua6RZTCaYJQMSYmOQmhiLu888Ducf3wk3ndrDcU31wRuwPFOCRQLqx3+P4tdeQ/599wXyp7N1RsnAqAMzAIjv2RNpjz0GQNTsiLHFcSmnn67/LC/l3eW6OsQ5FbboFdvZzdWq+zxlztSFMToM8PqsqCZJSmEQiy04qygE3jlZrE/mK2/LDbTJ8K9fcUkiMHOnqgjYsRDYvsi/57pjtQDZzwfmWeQWgzMiIqKGerYD8O8PwJfXhrsnPktrKRYL3l1UiaKK2jD3xg1TjQjCTlANb+xzrtiqv+DGJIgA+SNbtcSeWQCAyR+vxcS3f8fBo9UwW6z4c08J7p63ETm5JbBKBiTHa+fJnNJbKfphremK+hgJRhmwJooy/taKikD/hI7MWZsbrte/wJbVlGQgEbaf2ej7/B7ZrAR/1poaxNiCKXsGrfTDj3zoo4chfH3PU/ab0hpn7tgXhrbPH/vnC6Boq1ifrKZUFKPx9kcad7+noZPFdtyLgemrXVWx2H5xVWAyXpvne7+GGo3BGRERUUPFqeY0NXRx2hDr10np84jnfsVPmw6FsTc6yguAdR8C1SVAUhulfcAEsVUXAzHGaee/tO2tedTol37DPV9sxFWz1+CnTYdwpKwGFsngCFDt2iUra1mNP6Eraupt64vZStJbqoIwx8Y2ZDD5lFP0z0tKcBZnm3Qmxeqvz9Z5hmvVP2uVUqpfrlGyiI410Dx8XD890/b10HkNObX2fZV9ox/rxkUre6ZwzsViu3OJ2K55W8mefXmt66LparuW6LePnwk8eQxI7RKYvtpd8qGyX54vMn1PpQLlDfxv3r4Wm12sl2UmqEEYnBERETVUsmqI3Z5fw9cPH8myjEWbtSXc75630c3V4WGe7bTo88T3gL7nA5lXAZN/Bia8pZzbvkB7bZzr2k/qn9dotcIiGZAQq81AFdUU4pvhqdjTEeiXlor6GHHevl6Y+ZC2+mEgyPZKiG6q3T3z17MAgNlvWnBOt7EAAClGv1RAy3HKOmvt770HgDY4s1ZXO6oxGiXxPsno/ivg7k4igKvdssXrzyEe2gwyZ/YlGez2/67sq+c87lrm/hmDL3N/zsvC4Q2innc55xKR6QOAV/v7/6x/vlaGDwPAVV8CN7kJNqlRGJwRERE1hCxrJ9vvXg7Ulrm/PgJsyvO9f3uKK/HthjzHscUqo7y2AcUQvFi8uQAZUxci/1gNYLUgpiIfADBJfgo9pi3Ej9IY4Kq54uLuo2CWYlFcYctOqBeIHjoJaC3WOOvolBmzM8gWxMa7Znkm/zwZX46twrTJMRiR0Rb1tuGD1joPWZDGsgVnekGSLMuQVd/Vh7QQX6bdBWfq4Y7mDqIKoFWVLdt7wXh0byl+N1f0u0I0eiiBbrW9++inPi4h0BwyZ0Ylu4r89WLxZbvVqoIozksMFG1T9ns5/eEhlLytz/b3bOCzifrVKGUZ+Fb18977D9B3HNBxcGD7SAAYnBERETXMxv+JCfd2a94GpqcDGz8PX5+8OFYtvqA9O3EQrhrRze11OwsrcOYrK3D/V5twrLoexRV16PXIIhz/1FIs2hyYLJLVKuOk53/F7Z9vAACcMn05nnhNGTaVXdcHsgzcM28jZNuQ0fxjNej96GIMf+4XVNebgYveVx54wtWOXbNtOF7r2nLE2go4vH75YFy47w/EV7nOH8uvzHfsD+jcCoZ4EQRVlQV+rpmdo1qjzjwys9WMbkeUcYflC0SGUIqPd7l2W0E5zn9jteP44e9EduTQtEc013VM7ojNN2zGuAxRZEWKcR+c5Xlf51orxrVfTY56MerZZ2iHL+5aquybneZx2is1JrYBjGEokn7WM/rtlcXa45+nAnt/Az7XqUrqvO6g7Y8gFBwMzoiIiPy1bQGwV13iXZXmWPZEyLvjqzqzCAiGpLfCraf1cnvd2a8plRwzn1mG4c/94jh+buE2vVv8duBoNQ6XK19kU1GJ9FL9UuJ5pSIL9PW6g462AU8sEfOe7JUCOw9BVZ0Zy/4tRFmNCa1ryzH352fw40/TsPXpc3B+jxS9RwMAZNUELINkgClJFE8o+eKLBv983tiLbUg6wdkjP2zAKVuVPtVuFQGXIUGbEczeUYRzX1+FfwvKMWvQeNwz5l6YbcMWa//5p0H9euEyA+44+UH/bmoOwxqdlebqt1cd0R4n2yLdzKtdrw2Fk+/Rb1/wHyBXNTTTnvHbm+16rTrgvHJuwLpG+hicERER+aNwK/DlNcAWdeUy5Yu0pV2/0PfJR7UmCzqhBO12foWMdsm4bGhXAIBJteZWnafy6RDZq3qzFWaLh2IRXtTUW1CoCsx6SfnYlDAFN8eIRZ4vr3scQ7u3xim9xZy+Gz9Zix83HUJVnXbI1X1f5mDvZcuAp8pQKxsx8MkluOWzdTBZZPRPVH6O5PgYSAb9rzyyUyEXg2SARbIFTmv/1pyzlJUh96qrUX/wIBrNlt3bergSI577BVar0o/56/dpFp62UxcE+XlLASZ9vNZx/F3vMdjVuhssbn5Ol9frDNlce5yEjb0NSIpN8vWnEJrDsEZnuatc2wwxQLVTcGb/48HoB4LfJz3u5rJtXwB8ch5QYAvi00eJrXrdNTv1UMd+5we2f+SCwRkREZGvZBl492Rt20WzNIfGA6sRSQ6UVOPNX3fBapVRZ7ZiRfx/kJb9IFC0HQM7twQAlNcoc8nsWSpPBj25BL0fXYz//Znrd3+KKmrR/4mfccWsNQCAiZmd0U0q0lzz1fMP4JvbT8ZzE8Wcll1Flbhn3kbMXrUPADCyh6ji+N3GfJzxishgjnNat+3iUdrMoOym8mBuufZnMEgGx5wrOylOZIYqli1DzcaNOPLuewCA9za9h8X7Fnv8eesPHkT+/Q+gYvlv2v7Y5pw9+uO/KKqow8gXfsW63KP491A5IJmxrZvrl+rdRZXo8+hi7C2uxG1zNui+L8bTwtEqxhYik5h8svJ5ts9zS4xJ1LvFw8OaYeZMT1I718yZPSNlCMOQRj1jpmqP3x8t/lBgH6apt2i1vSLqaD8zqtQgDM6IiIh89XQrl6binhPD0BHfnfbyb3hl2U68/dturNhRjDjJ9uX9nZFISRAZj4pa5S/jq3YWuzzj9qxeeHbiIEw6OQMAUG/Lmj3+w1a/+7O9QDuPa9p5/WFVfx3pe57jr/0Z7ZKRFOc67G/mlZma4/xjNcgtUb5UTjo5A+cM7Og4tpSVOQpwtLr8cs29VlkbeJsPpQAAIABJREFUtBklI9IM2pL8UpLIJFnKRd/Lvv0WAPB2ztv478r/uvlJhT1nnY3yRYuQd8cd2DtB9VmxrUM2pIdYY624og6Xvvcnlv57GDCYMXucAet7awO0sa+uQL3Fiu835sMdo9PPY7INc6z6W5sFjGknspJpjz3qaDPYbk2IUYZPOmcW9V/aTIKz8W+4P9e+H5DcTiwBoWa1/eEjnMGZem5mlxNdzx/ZARyyBfuVh4H/XaQstg0AZbbCQEMnBa2LpGBwRkRE1BCGGODRwzjjlWzXcybv2adge37RNvyQo3yJf2XZTizcXIA91k6Otq7F2YhHvaOARkFZDdqliOIOz04c5Lju4XH9cO1J3dGzveu6RtsKygGIL/FlNd6rOTqPskprmYDXLz9eHKR0cpnTUl3vmgnqlJqI9Y+NdRxf8o6Yq5bVtz3+fuRMPHXhQMSp3mM5dsxRgCNhwABsLNqIt3PextHao8iryNM8W5IktIvRFjywHjsGq9WKopde8vrzeVK3YwcAIPfqa5B3190AgD8PlGuumfnLLkiGelQnSJh/iv7XtBxV1c2TerbB17eNcvvOeX3F7+nA9TcAACyVlSh4+mnU54mfWz1U0mCLwxKMquDMl4qVkZIVCrYT3SwYDgAXvgUktgaqj2rbIyFzpl4wPKmt6/l3TtIe71kOrFWtkbbscbGNdz9vkwKHwRkREZG/7skBnigBYhNRUWvGUstQPGO6znHasuSxMHYOqKw1YdbKvbj3ixxNewtUo5dBqbY4cs2d2JEwCWNfXYnSqnqMemE57por1j2zDx1U65DiWpXv3NfF3Jv56/NwwtNLsbdYf8Fmewamqk4EWxcN6YKPJg0DALSOtX2BvfYbt3NkvpgivkCe0E1kL9u2iMeFJ3QGAEdhkf+e0w8d7GX0VRmkY/O/QfGbtqyH0YDrF1+P9za9hzFfjsFdy+9yfZnOvK2aam0VvpydK12u8YW5tBQ1G5QhiSbbl/aHzlEWdU7u8SYAoM7NVK4N+0sd+y9fegKGZyj/VkbV8M3nhl8HyWm16Z3DhuPYvC9w5E2xXpx6Lp5e5kxdkt+tYKzRFYn0fs7zXxHbtr1E8FJvW1/OagVWvgwczRXH4QzOEloq+6ZqYMQUoOtwz/c4z50DgETXkQMUeM3kTx1ERERuWC3A55cCpz8KdB3m/frhtwBtegAA3sneDQCYYhKT/btJRZgcswTGdR8AF7wStC57tPFzJC18APF4F3XQDjfrI+W5uQm48dO1muP4GCP+fvRMSKpKlOMGKVm33h1aYHdRJW4+Vfwu7CX2Nx44hp7ttYtBf/ZnLp6wDYHsmyb++v6fscehe5sk4NBGoMaWbdApRPHZjSOw9VA5TurZFisfOh1dWivzoXYc1g6RjItR+upY5BlAyezZjn3Jw/pejmskEbBYJSWb9OZPmzBBdU3+lFsxepgBR/1MJuwapZ2zaDYYceuYnujQuhaGhAOw1qY7ztWq/vleGHatY7/SVhjlwxuGoVsb5Xc2PKM1xia2A2yx3x+dByN9R6HnDqmqRcbYgrOUuBR8droB1/1mdQy/JDeG3wwMu0kEbrFJQOFm4MhucbxcLCQOyaAb8IdF6wzgvJeBYweAmU7rlD16GHjONhy41pbRNQdxrT/SFSGfFCIiojB5oZsYxvPpeM/X5a0X251LHE0v/bxDc8nXljEAgBWW4wPaRZ/IMrDrFyD7BRjMNXg99m2MMoiA6JbRIoBKlmzZn0kLXW7feOCY5jg+1oAOKQlob8+W7f8TeKYdWkJkxn65fwziYgwwGiVsyS+DxRbEHKl0/TL3hGpu2o5CEVAlx8cA394CzMoCFtwnTuoEZ6f1aY/bs0Rxj/S2STAalADsgxuUYPq5iwahdwdVpOSmAIiss8huanyqtsEWnFWqKtfnffeT5pKeh4G7F1jx5LyGV60EgKMJLXHDKe3x4pZJSO7xDubdMtJxTp05K0pqhQ+u1/7xYHBXpd+/Tz0Dn904Eh2SlL+7WyUD6lTzwSyVVa4d0GTOxD9ivDHeERj6NOesOVF/Ru+0zeOzZ9TsFVzfGgrUqv57khv3GQmIO9cCl/8PaGUL/pN1FrOLTQSesP2h5G/bPLUaW5a2L6s0hgqDMyIiat5Mti+s8S2Bp1LF/47udb1upW2+UdkBAMBm1bwfu/cenIx8uS0S2nQOVm/dW/AfsYBsmSjzPs64FvPinsNAKRc3yN8DAG4/VZTOR1wycKb79dguNqxEyz9eUBrMdcDH4wCrCX90eRM//2c0ACA5zojiijpc8OZqrLQVEvGl2mNLVCG1fCew+WvticTWvv60AIBubZIw9dx+mJjZGdeM1M4TU2fONK8Yc5pLW1md9t/SnjmLUT1iyuYf/eqbr6TWOTjnu9NRZxFB7coSZa5PyYGHHPvbW3eH2WrF5FMyHG0dUpTosUurRCTGGVF60hjN84f0Ur6EH/30E9f3qzJn5UkiyDBIBkflRniKzVLdL2TeZD2qWoQ9paP2XKcTlP0a7R87wq59H2DAhcpxrC0Dba/eaN86Z5brbNnpgRcFt3/kwGGNREREgKhSZvfGEOC8GcCiB4GblgHdRgA7fxbnRok5Si/+vN1xeVyMAbOuG4r0tknYISeirrIMJZV1aNvCdY5W0Kz/RLf5m7gnkbDOhF2P7kHsgVXA3wCM8WLdpfICyJvmAarpVN2lw3g17j1gDYBO/YE2vYAPleIbLUo2o19HMYeltNqEbzdoKwcWVSgPq6ozY+CTItM4/oTO+GnTIQDAh3EvI3bWTtfOxvhf9e+2MW4W03aTOXtim/fhpvW2RcaS6pW2WNm3EvXOpMREyG7mbe0+9TwkdPxB0zZn2xwAwHkd78WX/4riDVUxCYAkoUV8LJ4cPxBPXDAA7hJa6V3a4ZLz/w9x9gzh+ROAHz8GAJTOned6g85wuzpLnRKceYrOblulDH9rjgxOkwJPugP47lax/+V1rtdHmqdsf5Q4fZq2ve/5wI6FQFm+8u+rnrdGQcXMGRERNX2F/wK5v4us2LInlXZPQ7YW2db0+fAsoGSP0n6muH9s/w4AgG9uH4Wdz56LrL7iuAJJMNSXY+Tzvwb0R2ioBElUUIx9pRdgtkUbMbagMakNpPpKGGDFIGkvnh2ThLuM3ys3f3erJjADIAK7fSuB/PW676tULRT93grl9/bTpkN45DyxQPdwg05ghgAXlXCTOVu8/2evtybEKl+P6r1PUfNIlmV803sMXsu8zOVczpFjkAz1OncBT595Lb6542S8NPQq3J31HwBwLMotSRIMBv3f18iebVEdm4hjCSlY/sAYpKQq8/8sJSUu10sGA2ouPUvs29p6t+qthGRuglwAItPZurv7802d8+Lbsar14Uw6Q0ijxQ7bsOfXBgD2rHI8g7NQYeaMiIiavndVpcZ/nwmcfA/wck+gU6b7e9TetK0NJBkc2Z1as/jS2r+T9kuLNS4Fp5rXY5RlE4DzECpy5yGQDm30fFGd7a/g9uDM9oVrb4Kt2MRfcP/NoO/5olrbrmWO+XlnGe7HMqt2HpR6zbR5fx907B/XoQVuGd0TF5/YFfggXRQkAIBbVwLvnxbwIXLuFp12594T78Xaw6IoSloLJSKriQfidNbl9cWBfYeA2loYZCsGl2iHyhYltkJ21l9wF5QmxCQgraUVv3Ub6miTfKyK+P51Q7Eu9yh6tm+BP/e6BmRqxtRUDLjpPuybvwx/93Ed1ujv77FZca7AmDHa9Zr0k4G2PUPTn0DpeTqw17Zo+v9swxlZRj9kmDkjIqLm55ubxLYgx/Xc4Mtd2+we3u/Yrag1wWiQkBirTa3EJIqA539x0xvdTX9UyglYZ+2DSfUPub9oqW29IntRA1+HKg2/BbhqLtDuOKCqyNE8O+5VtIQ2Q2APzswWK45Vi6zQExcMwDd3nCzWEGsRryxw2+8CMU9n/OvA5EW+9cVH9bn7XdpiV36ne+1jIx/DzYNvxvtniSII6oqOqQ0MzABg8b1iXt/o/E3oO0j5crs/JQ2TLrgDRa2VYOvXy37Ftf2vxeP/z955h0VxdWH8nS2w9C4qqICKWMDeK3YlGhONLRqNxhSjMUYTTawplpiqSSwxzdhNLNHYYsOuWBEV7Kj0Kp2t8/1xd3d2dmaXBUHA7/6ex4eZO3dm7hZn77nnnPd0mIff+5EwRCc7bvL/++slSJ+b0K9pTcyJaAIA6FTfW7SP9+R34PsxyTNSBAaiUfRVxLX1xfut3uf1U+tKrl33f4u5sezoCQz+gd82YT/w4k/PbkzlwZjtwoLTNKzxmUE9ZxQKhUJ5vlHz61NBIudWhQ04egE+IcCozYCqEIjZJn4tO64Ic36xBs72MoE3I0/3DPPMTHBJPos2EuA+S8RI4h1DEVAYQw62nQRcWAto9LlPjvq6WPePW77gkNXArrfJdu+F5K9GGIL3p91SDFF9jjqeDmhd1wOn7hJPzdBVZ6DRq/9N0MvtAwCKc4C8ZKIaN3IjaTOfCJYDKZ9+ytsP3LkDMbo8Qb8fev6AHnV68NoUOU9hkenJLVZDW0iuo5LK8XHTk9iwnxx7p+cMMFKurMHFMRdhL7XHrHazeNdwd+TC5kwNtdIQ6O2EWLO2gL//hkOzprw2ib09jg4/atzX6b/WapHPnGKFVq8Bu6dW9iieDokUcDCrc0jDGp8Z1HNGoVAolOebC2v5+2KegNDhxHOjcONC/gDgpTX8fiYelUuPsqHTCXPWcnMrQaWtgBSMTWY98eeMETgz9CL8PjAxvGqEiJ/XyopoQUAXbtten7fUfISgW5ZHGH4Y1RInP+qJGq4KZOQrEf51JKL1apYhNc3CoR6dI3+9Glp9SU8LqyTqh4xCAZ8ZH0DRuDGK9Mbpey3fw6AgEprZ3b+78Fzp00+PLjzIgkJv2Gjs7KCSM3j3HSkCL11GWNgFOPhvMPa1l4ob9AzD4KthpCxDXU9hmYGyoGjSRGCYiTEgcAAAQKUpLqEn5blEZvadpMbZM4MaZxQKhUKp/tw9DBxdJGzX6YD/5pZ8fu+F3LZJXSg0fYm3gvzupsuIepAFlUaH64m5yFMKa2YNkp6zfdwlsPzwHVx6mG29042dwFdEsXCftj08ne3QKbQh5DKTcEtPE0VDZxP576AepPCsgXnEyMPIzYB7HRLeNNZEIMQjAJh6GXhlHdDtQ0DuhJ5N/DCoOfHWPcwkIY4PMrhQx9kDzAxDw/vbdYb111VOrO6hgmLcKGQUZUCtD6fs6t8Vi7suRsy4GNE8Lp0VhcKbNqbG/XD0LhRaYpzV9SMT23R3BvuS9uO+ZickcpL/N7aJdVW/V9rUwb3FA1HTTWG1n60U37xpUz+5/nPS0ZyzstPurcoeQdkpzOK256ZXnSLa/wfQd5pCoVAo1Z8NQ0kdsrMr+e1fm3lnzIsNv3OWGCdyk4mv6YqxzB744CbQeDDyXIOx91oyhq85i+C5JD5tVLu65fgi+Gi0Onx3+DaGrjpjveNf442bPSWXITedRAXqa3oF9eDaei/kn2+qMCeVE3ntEL2QSYPeQP1wfn+v+kDTIUDPuaS/3gBB0lV8cmcUvMGvGdajUQ0gNwnY9xFQkAmoSBFrozeugrkYzKDj5o4I3xaOYi3xAtlJrEv266wUDT7YSiIw0MQKNV99/MToObuWz6lTLjizgNfvjdA3rI4FAK/w9tMir2fbd5bRf490ZSwhQAHQ5f2S+1RV8kzquZWhxAWl7FDjjEKhUCjPDwc/Bk58RYwBACjM4I41fRnoOYff37cJ3zgBhApscgdgxHqsaboB5vRr6itoS280yrh9MZ5bfVZpdLiTKsx5skRWIZfrIzb5Nx5TcAbnePUs2MtMftpH/wXMvEuECxbmAPOzgBajhBd54Xvg3Sibx2ZEZg9oioEtrwI/d0c9SRqGS48J++2aDEStIQqZ2fGk7Rmpv+lM7JrsYuKFlJtLoJufA84gyf1oPO/YbX8Gm3rwRWBiM+IF16jv4wQnlnjqlFZu52bnZvlgBWDfwLZwUkMhbmvfvf9bQl6wfvylNcBLPwOulVCMvrxoM4H8bTmmcsfxfwg1zigUCoVSPSnIAJT5wvajXwDfNha2v/I7CVM0MFZcuQ8MA/RfCkz4z9h04Hoyfjx2V9A12FdoYPgEc7L9N5O5Ar1rjt9Dn+9O4FaKbQZaZj5nnI1ee95iv2Oa5sbth2xNfv0ruQJw9uH2JRaKdrV5HfBpZNO4eOSnApf/BOL+NTaxJlOLD/vUB34O5wuwGMJM7Z6NcSY1cYJ9ffFrcuuSPGc6zjhTtw/lHct0ZXDbnwHTvYOx7b+4+3iYWcAzZOxlUriChL0WW7md1NJnUkFo1BqsPxtfotFlCPc0fS8oekZu5Ao4i9F8pGh+ZrWifjh5jdVNafI5gBpnFAqFQqmefFUfWN2l5H4A4N+O/HWuAczPJnlT9Xta7t/hHaBue+PuwRupxu3dUzqjZ0gNuCpkqCWWB2Qy2fawY3F4Xg9goRsO3iBhQhcfZgnPESGrgDPOLNWqWvXZ22isvm7cD/AqH9GIp6F/A+49eavoFyDpsnhHR69nMp4CkyhVrT5Ez05q3ThzkHDe1MY1w3AslDN497+8H7uH7Eajn9ZC3ToUWgbYdT0G3b+KxNxd1zHxjwt4UqhCsVoLOzURJVFVIW3s07dTMe+fGzh2K81qP2NYo06YV0mhUCoOapxRKBQKpfqS/UDcexbUg/yV6Q2FNw5xxyQSkjdVChr6kvyom5/1Q5i/O34b3xbXFvYTLwrs28y4ue/SXfSWksLQD5LIZPhJoW11ozLyldY7PI7CO7rNqMUQY+9L9Uh0tFDT6lkS5gV81L8RLs/rA9mVddwBT7P3vAIFBgxeob+6MFDLhZ+RSwleOx9nLqnMw8kbLbw475m/iz8C3QLByGRwaNkcUhZIyCZelI3nH+FIXBqW7IvD/YwCOBaQ9kc+DNb2XYuXGryEf178BzPbzAQArOxlliNZQbw4aIlxmzWUN/jjIpQay14xQ1ij9va9ih0chULhQY0zCoVCoVQ/TBXklvgJj2v0hk1AV6BWi6e+XYFSI1pwWpTaLZDV8RMAQFJaurF5nPQ/47VsITNfBXuoIAF5rWfuZfA7/NqHt7tKOxhLXuaH4FU4Ed8ImpjiJ5jcowE8new4sZBBy4E3I4FGEWR/qgVvWnmhJgawRioupCEzzys0Q9WkiXGbkUjAaMQFQmRy4oGTmXmXtl58zNs/0IZB+5rt8VnnzxDkHoRxTcchZlwMuvp3tf46ygmVVI5Nwb0BADkmtfqyCywvFBiMM+WcJdA+qYTyEBTK/ynUOKNQKBRK9WOfBRn2rjOJAfDoLFEGzHkM2NmuCsiyLPbHJEOtJZPxWX9fQ8Dsvfjp2D1odazAU7Y0ailC14XiSTF/8ir1IkWXVQVc+0fyrfhNvgzKIhFPnx6tjsXq4/eQU6RGVoEKtxTj8a2ceFes5Z1VGm3NlAbd6wJFeul/jYnnr/V4QOEKjNgAvHe11J7L0sIajTMgyC0I8zvOL90FTD9nmQwZr3QT7SaRE6UPWQmKhizDiHtZnyEbGvfFL00jsCqMy7s8cTsdVx5lY19MsqA/Y1Lr7XaHjsjeaqEwO4VCKVeocUahUCiU6sfF34Rtw34Hes0DpHqvyFdBQHoc8PCUzZf99tBtvLPxMlp+RsIgzT0g5myM3QgA6LqV7wFxcnEHAAyR8u/dU3oVzkmWpfEX7L6Opfvj0PzT/5CYXai/Btc/M1+Jl1aext0UrvZZkmsLRA/cjXMf9yrp5VUM8zJJHt+seMAnBDAYqpFLyV/PIK6vRAJ4BpbLbdtsaIO3D70tesxonEmAnnV74pXgV4zH1vZdK3qOJRiJBF7NWosekxg8Z6zQGypRJAAA0twAN/MSDs+YN7sFgWUk2N4wHAV2XD7dR9uv4aWVZzB5o9CTafCcGcjesqXCx0mhUKhxRqFQKJTnBYMSo7qY3+5oOQ+rUMWfVP9wlCgy5is1WLI/lnesbxO+bL41tTuZguQ0eUKozKgpsBwituHcI+P2nqvctj9DwiPPP8jClUdPMOJ7UmdtsXoUfKYdQ/N23cutSHGpkcqI0eXgQf4lRwO/RwCnviXHey2wfn4ZyC7OhlKrxOmk0ziTKDR2TT1nBsPs/Ojz2PfyPnSo1UHQvyQ6+XXCx+OkmPo2P6xVakfURhSKu3BpPBtS51iM7xSAWm4KONTcBh2A480YhNcJF7nqs+OTgY0R5m/dQEzN5f+/Mff0aTPMwmopFEqF8NTGGcMwUoZhrjAM82/JvSkUCoVCKQcM6oumGCaTZiGGaDIYjzILjaGKBo7FpaHJ/IOIfixuLK05fp+3/2qHeniU+wgF6gIAwLILyyyPT19g2YERinq4qVOh0epKlDKvzXAKjafsp5G/dzN4x/xq+kIurULrrAriMeR5K4O6l/ttlFruff3x6o+C46bGmUGZ0VHuiDoudQR9beVebQapHnyDRar3nNk5kiLT/donYOHgppjQORAO0lRIABTbMRjRqPJl1af2JPXNXBUyPFgyUHA8Qe+pNcCY/X/RpKcj76hIDTsKhVKulMcTfRqA2BJ7USgUCoVSXjj58FQRebz6N283J+wNdPvqGD7dc8PYlppbjNf/uAAAePGn0wiYvRcHb6QgyNsJDWuI56i1ClAgYmcEOmwinpcbmTd4x2MzTX4K9XluwUyC4DqemjQ0mLMfrT4/hJQczlthbqy1YPh11eowqdh0/hHk0OAr+RoAgHO9lqJjrTTMZddfP0C8aeWMxuQ+T5RC45pVESESjRTwdigfBUsZI0P7Wu15bcawRn3KmUxfVE0uZdD3Mvk8pzWfgmbeFr6rlUCbAE8wDINmfq68dvO1AkYtzKNLmDy5IodGoVDwlMYZwzD+ACIA/FI+w6FQKBQKxQbUBYDcpKbXZBOxDIUr0GyocbeAIeF+u68moVg/4Yx6IKw19tb6S7ifUYB8MzXFcR3r4c6iAfj7Nmf0FagLcCXtCq9fTEYMt6MfW7Akkez3/cJ4yEtDaqZlF6rRYckR41jupROP3NLaJ7FI9iucGH6Y2Un76QCAnpLLCJGQXLhOYSGC11GpXN3E33eqGGn/tEKuRpeOFSop3r9PcqjaBYoLediC99QpkHpz47/y2hX80pc/3TF4zgyFro89Jp6lR8VRGHaaNLJZ2agKtKrrDqmEwVvdSA7g5kn88E7z7z1jRWafQqFUHE9bFvF7AB8BsFgwhGGYNwG8CQC+vr6IjIx8yluWP/n5+VVyXBSKJeh3llKdKO/va9C9P1D3cSSy3cNwu91qyDR5yLuZAtxMMfbpHHcQcv326WhSpym3WIPuSw7iy26OuJ1qWc5eq+ZC5sY3tUMn53ScPnkCt3NuG9sN3jMAYMCABYsLsRew59oeDPEYAi+pJ3qYXDNS2RTo8Q/cTi2Ej44/WR++5iz+6O+Em5la+CEdI7NWWfx1lkAHFlxo3c1b93ErPkW8cyXgF/AqGt4lBkx02EJkX08EkFju91mQYJLHpoTg++UwYw5cATy4H12m715+fj5uNG0KfPE5kqycb3/nLtwBOBUDczZr8Us/Cf44+Af+SvkGL+oNtoTkZMRVkef1r30dUfQoBpGPhMeiLl8DkrkvXtajxzD3eRZ26UJ/e6oodF7w/FBm44xhmBcApLEse4lhmB6W+rEs+zOAnwGgTZs2bI8eFrtWGpGRkaiK46JQLEG/s5TqRLl/XyNfBAB4SIvQfuAo8T6xAUDqdWDIKqw6bAeA5CClFrJYelWCSV1DgCvRIidqsWd6D7RfdBIAsHAsV0ts6rqp4sMZEYnuW7vjQM4BAICrpyt+Cv8JOM716RHeEwBw+aIrFKpUzJOtx0FtG0SxjQEAXbt1R9rlBPwZ/S7/4owUMJFpd4ASLb3UMOiM9Oo7gC/7bgMqrQq5qtxyC/fjcT0TuPsL0PcLNO8k/n6VB1nrOM9nfd/6gu9XbBH5a+fgUKbvnq3f2ayHD5EKYOoeLWpnAaOP6/CNJ6n9ppEAdgDqhYTAp6o+rw/sNW7WaxCMHm3rGvfPXTkk6O4XFIiaVfW1/J9D5wUcecVqqDQ6eDnbV/ZQysTThDV2BjCYYZh4AFsA9GQYZkO5jIpCoVAoFDHS4rjtzDuW+xmKDNdpj/sZBbxDcSl5OBJHQgt/f70tAGBCZyLv3qLdFvTe0Rkz+wbj8yG25Ql5Kjx5+wbBEDG8PNzhwhRiomw/ttl/bmzfcTkBH/19DfUlZvWmnHx4u9Nlf+OdPBMBjDLUzmq9oTXCt4WjWFNccufS0uQlYOQmoMO7JfctIxqzvDbD68guzsaYfWPw3aXvENmcqCq2fvW9ChsHAMh8yOfjoS9d1zGOJG61j9OB1X80XhMmVOgYnoZ/p3bB3AiyQDBrewwv79FcEAQAtJnCcGAKpbK5m5aHwT+ewtl7mbj0MAuhC/9D6y8O40hsamUPrUyU2ThjWfZjlmX9WZYNADASwFGWZceU28goFAqFQjFnpYkgw/h9lvu98jvQ4xN+jS0T9sWQUMBuDX3wYMlAzB/UBFcWdsK9PJI39k6PIIztUK9MQ7yUesnisXq+3vBlOAELhZz8DH936DZCGJFYs/wU4G1O+fAN2f4yjcmA6eTbPGeuXJBIgJAI8reCWHJ+CW8/KiUKq6JXodvWbohOj8Zv139Dnr0OansZ+oe8WGHjAABFWHMAwJ3afCN5xk4dnPTRsRIHB/PTqgzN/NwwvlOAcX//dfEQWXk94lHL3bsXRVevPouhUSg2kVOoRu9vT+BaQg5GrT2HoavOGo9NXHexEkdWdqqQ/i6FQqFQKCUQPID8bRQBBHS23M8zCOgxC2AYowEEAJO68gsgSyWMsZ5Tt62ceIS5PLvBO+PryK91dnjYYdHbF2mKxMcl50/UT9RZi5/l3yBl8WUsAAAgAElEQVS7UI06DCdywVM4rBkK1DZTZez/JTBNLCzTOlfTuYn1m4feLPX5VYHDj4Tv+cqrK3n7Mi0AmVTQr7xh9GUMwuI5o1eis14ioaohMynFMHnjZWyJeoTVx+8BJrmNEicn43b8SAuhxBRKJbDzilAR1xRzoZvqQLkYZyzLRrIs+0J5XItCoVAoFIvc1nuOhv9p8yltA0jYoZ+7A8L83W0652HuQ95+Un4SAKB/QH9cHnMZzbyaoXPtzvB1Isba2r5ref2XRi0Vv7COr4BXI+kI+kovAeoCOIDIv+PlX4AivWhItw/J3yGr+NcJ7gt4BNj0Wgysu7EOr+1/jdcWnV56A6+yyVHmlNhHpgO0stKHfJYaidAAdLMc1VotmL0jBkv3x0FpIqUvsaueuTuU55f9Mcl4eeVpOCvkgmOTe9Q3bv9x+sGzHFa5QD1nFAqFQql+SG3Xs3pSqEbHIC+cnt0TWiteDXspNwFtX7M9ijRFeJxHJOvz1ESBo32t9pBL5dj8wmas7rPa2D/Qle+R23Fnh/hNisRl1Z2ghMJQsLpeR6BuR7Lt6kf+1mjMP0Fhm5FpytcXvxa0jdk3BhtuVq90cS1rWeJ9efhyLOm6BDItV4OsImFEvHP7e2wxbieYCGxUN9QaLucsuSgVDl9/WomjoVA4nhSq8M7Gy7j86Am+OkjykCNn9jAe/6h/CP6bTiIhvv7vttglqjTUOKNQKBRKxVOQATx5XCm3zsxXwteVGF4uCs6oG92eP3HuUIuTx//i/Bdot7EdBu4YiPePvY98FVF8cLETrxzj6+SLy2MvY3JzUqRXxlgwHms1F232YZ7AEXrjTO4I1GhCttWF4tdRuIm320gNhxrG7S8vfPlU16pIzAtzm/LGZXdsW6LhhRE29GiIiMAIdPBqA0eHp3uPbEIkty552vvG7WKX6utx0ug44yyxKBmDMomAjcfYsZU1JAoFAPDnWS6yITWXPDcd7aU4PbsnTn4UDgAI9nXB6PZ18dPoVpUyxqeBGmcUCoVCqXi+awp8b5v6oUWi9R4JN9u9Eel5SiTlFMPJnhhLPUNqYNnQMAxr7Y+Fg5ry+h5POC52CRx5dAS/3/gdAOAkdxLtAwByiRyjG48GAAwIHCDeqcM7os0jpUfhCL16op0T0HUGENgdCB0u7NxijGg4XUm09m1t3N4/9OmERZ4FKQUpCPszDPNPzze2mRprfQ9mAABa32URXicc/wz5B3Vc6oBhGNSQuUOqqHjDiJEJjXB1IlfXTfcMIisrCpWaM850+rxMlUIGppzFXopjYxEb0hhFN26U63Upzyd7opPw7SGhN8zZXgY/dwfU8XQ0ti1+KRQRYbWe5fDKBWqcUSgUCqVs5Kfb3tcg235tW9nvd2kd+ZsjompogbaLiHjE9aRcAADDMBjetg6+fqU57GTcT6Bap7Z6nfPJ5wFY9pwZcLN3Q12XutCwJknoDfty2+bS97XJqm4K64WP5Pr3RmYPuPkB43YDziZS+vOziRDIAAv5bFZ4nPvYqCL5auNXYSe1w+edPy/hrMplxeUVAICdd3ca254oidLlrLazjG1fYAhW9FyBIDeizKnNyUHeoUPQPAPZ95IMlYbuDSp8DOWBoaSEKafvZBi3DWUBNIwOrNZyWGlZyDt6FACQs+ufcr0u5fkj6UkRpm4WV5l1kFe8ANCzghpnFAqFQik9944BXzcAdop7giyyYxKQfE38WOoNYGk9y+GPCtfS3cuEkhwYSo3SputY85yZ9ilSFwGv7ycy+CM3We6sPxYquV/yzSUSoMPbgL11A1GMiJ0Rxu3Z7WaTtqAIS92rBHvu7zFuG2qbpReRBQFvR5MC2hq+sZD4wQwAgDbrGdTkEvGcmeJp72H1eFVBo7WuMGnwAKoZHVht+arfMTIi6JC9fr2xTZtfgKz1G8DqhLXWKP+/dFp6lLf/z7ucYi9jsvClycoi3x8rYdFVGWqcUSgUCqX03NXLmUdvAopLVs+DvUn+T4EFj1vUz0DxE+DOQfHjBnXC1uNtHSW8nUloW8f6Xlb7TY+cDgCY234uFnRcYLGfo8zR4jED6UXpiEyIxG1XbyKDLzVTE5sWDQz8GmjQG3CuATBSDJBfJseca5Z4/dKSo8wBC+EkRS6R462wt8CAqXKTGHNFRkPOX0Yh8eb4OHAeRVZDjIW8I0cQ27QZCk6ffkaj5HvO3F95RXCcZauHcdEt2Bv9m1r+7hmMMx0DgTEshjox0ebvlFhoaObatUhdtAi5+6p++C2l7OQUqRGTYMPvB/ghzavHtMaDJQMR5u+GJS+H4sq8Pry+yZ/MQeqiRSi+ebNcx/usoMYZhUKhUEqPykQvfKkNOWC1wrhtS5M2tb422N4Z4n10WiKEMWi5zcM0GGUz+gRb7MOyLM4lnwMAKGQKhPmEWewrtSHXK6OIGBBDdw8V7+ARALSbBIzZTnLH7JzBSPQG3KSj4uc8BdnF4gqRAAnTZMEiszhTcM6uu7ugqwTjIqMoQyD5n6vKBcuyuJ1Nck3EjLPsLVsBk5A75/Dwih+slPs+2Adb/o5VdexlUqwe2xqfDAzBv1O74Pfx/DBHQ1ijWyFQdNe6+l1xXBzu9uqNrN//sOnejFxonBkm1UkzZ0L1yPYwZkr14LXforD88B28tPI0Bv14CgU21CIrNsmB7N+sJhiG1Kgc1a4uPJz4yqy6QiKkpH5svQZaVYUaZxQKhfIck5JTjPQ820L2SoVMwd9PvSGo4cXDkHMGADcsyMyn3+K2T38PfOoJKInHBCwLXFhrm5fOBB3Lor6PE6/Qrjm5qlzjtkKm4Enql4XwOqU0CuwcAUPRaofSS+SbE50ejYkHJ2LBmQVYcn4J8tX5xmNh3nzD07AaPXovETIp0hThZMJJdNvaDfNOz8PkI5Oh1Cqh1qpxK+sWYjNjn3p8JfHukXdxP4cf5vnZuc/w580/8c2lbwAA7nmc8S6vyS8MbsAuKFC0vTwx9Zw5dekMnxkf8DtUMY9kSbzZrT6a+bnB1UGOx+6ct1unf5kSFlBeEa+Np1OpwKrVUN67BwBIW7YM+6K3YcD2AVaNfMaBK8yuU6kQG9IYBSdPGtuSPvzoaV4SpQpy4nY6vjt8G/fTySJf/+UnSjynSF93b8GgJiX2lei/U4nvv19Cz6oJNc4oFArlOUWrY9FhyRG0XXQYabnF2HstGadMkvyfCntn/v6qTsBRKwITRU8A70Zk++pGIP02cPcIdzwvFUi+yu0fXgiwWiAhiuwXlG3cOh0LibkIhxnbbnEiJQop3zj7qddPpb7nscfHRNvVWjVe2/8aEvLMVnO1Km5bXnLYZEmM2TcGUSlR2HFnBzbFbeIZn/0D+/P6BnsQb09yQTJC14Wi3cZ2mHxksvH46cTTaLOhDVptaIVhe4Zh+L/DcTqx4sIGV0Wvws1MLhTplWASKng++TyvTlvSwBdNziKfLyPnh48ydhVf58wU+8BAeE+ahOCLF+E5YQJptFJXrypjL5PgfF1/bO1Kpom2qE7eCmuOB8NeMU6MASBwxAIobj1GsenijAnK+w+QsYorsH4rTFhqwrFtm1KOnlKVUWuFhvrjrCLcS88X6c1hMM4c7UqOXmAcHUrsU5WhxhmFQqE8p+SbhIq0W3wE7266jDG/nsfZe5lWzrIRpcgPqSEPzQxFUSqQeQfwNPFk/NQW2PAyt/+NhZCw9S8BGXeALLIaj+ajrQ7remIOvj/MhV3p2JKNs0A3blz2MnuecdbGtw2WdVuG91u9j8jhkVavUxKzTs7ClbQrwnDHQpPPo4SxlsSmWKH4yFuH3gIArO27FmMaj+Ed6+TXqdT3ePvw22UbnA2svLrSuF3frT4+bPuhaD9WyXmDDaIRjD3fGFOEmBXuriAcWrWCrBYn1y11doJdXX2obzXznBlQyCUAo0OSPlXT1pIAylu38OAkP09s8Z9aFBWIe7wT3n0XmqRkq9c09ayVF9kFKmi0OuQrNbznJKX8iU3O5Rlk+cX899vPnXy+s7dbEIoC8Ma6i+isFwPR2LDgITFZmCk4d65U460KUOOMQqFQnlOK1fwwwynSnYhXjMbls+JGVKk4v0rYViBu9HU4/ybZuH1A/FrJ4mFSRq5uAi6SOmPoNtNq13G/ReH7w3fwOIvkHOhYQCKxPrNkTLQcWZblGWeOckcMCByAiaET4eVgXVREDNMk9hsZpI5TocZCYemnJLMoE0uillg83tSrKU/RrCSmtJhi8Vh5CIhodVp02dIF229vBwAsPr+Yd3zXkF1wkNkwMdfnmZl7zlz79RXrXe4EbNqIhsfMcgWN73P1NM7IgoYWjH74OshQlDjCeDwvMtLiufLN/wraniTcE+2revDA4nU8xowBJBKwautlLkpLoUqDlp8fQoM5+9FswUE0W3AQ5++Xw4IVRcCjzEIMWH4SDefsxz9XE6HW6pCnN86+GhaGm5/1w6lZJAzczUHc063VsTgcm1qq+8pq1zZuJ84UX+CpylDjjEKhUJ5DtDoWmfkqXttM+V8AgNbZ1hXQbiblWs9TMxUD8W/HbeclCfua5og5eIoMVGO5Xlrr18nfU98C1/QFqN2ti49kFpDXfET/Y86yLEqwzXDnyR1uOKwWdtKnC4czhOIBnAQ8ANRzrVfqa2l1WpsNIdN6YGJYqtE2t/1c0fZRjUcZt9cPWI/NEZuN+2F/hmHa0Wl4/cDrKNLny+lYHR7nWSiDIEKuKhc5yhwsPLsQoetCsTmOu37Uq1GC/qHeoajtVBsrwlfw2lmdFurUVChj44xtLv362TyOCkH/natqKpi24u5oBzBaSPQODx0jgSa3Ja7XJdPGzDU/l+p66yNtF/EBgOCo8/D9eDag0yFz9RoUnDuP+y+9DJ1KVfLJJZCcIwyxHPHzOeiqaQhqVWbB7uvG7WlbrqLhnP2YuoXUKXNRyOFoJwPDMLCTSXA4NhXrzz3knV+s1iIzn/9bNKptyQJUEkcuPNy5c+mjAyobapxRKBTKc0ivbyIxcMVJ0WNu6ZcsnvekUIWBK04aizeLojLx/LSbZH0gx0y8IUNEvG3FT4B8s1XRD+8DnyQDL3wn7G8uS29CbjG3wr5wz00kPimC1oacs6R8zqis41IHMon12lUlMSBwgHE7pTDFuN27Xm8AwAtBL/BPmH7D4rVarG+BT89+atN9TRUMzVnVW+S912Oeh2bA1c4VUa9GIerVKLSo0QLNvJvxij8ffXwUF1MvYuLBiQBIrtvAHQNxJ/uO6PUM3Mm+g9B1oei2tZvFPmIes3UD1uHgsIMIr8sXXHmyZSvudu8B5R1y31qLvkDtJYsF5z9L7OoSQ1zRKKRSx1FWPJ3swDA6SAyeM/3/IUN4I2sm/iOWR2TKiB+vi7ZL3YUCODUXLkS2XIUpke8Z2x6NHw9lbCzyjxwR9C8t2y6ILyDcS8/HpYfPoDbec84/VxOx7ABZKDl2S7jwFv2YFJJ3VXDPWZWGfH/m7bqOawlPjO1hC/9Du8XcZx41p1eJkRAAAJPvY+GFi6V7AVUAapxRKBTKc0h8puXQucaSR9ApC0SP/X463rhdqLKQi6HK47ZlZsqGyjz+vqm3LLgfEG7mpbm6CfiHE6AAIwWcvIiCYSnzr4b8xBeqGPzDKRy7lY6YROsKj3ZSO7jaueLUyFNG79bxEcdxeczlUt3fQNuabY2qiPE58cZ2tY4YjxdTzSYLbv7AoBXAJL6QyM47xBO2/c52XE27CksceHAAbx16y6iIt7gLMUy6+HUx9mlfq73F8x1NREhixsVg5+CdODPqDABiJJkaSgYD05SaTqQ+VkxGDAAgLitO0McUgzFniQ0DN/D2F3dZjPdavge5xLJhbor70KG8lfPKwKlDewTu2A6PMa9W6jieCkZnEtZI/i9KDJr6ZrXO/jzL93iI8aT4iaDNoVUrAIDPtvUI+ncPai1aBI+RI/DDpVU4kXAClxrwnwGMgqjEarKyoMkovUjQwRspWHOCKIF2C/bB3IjG+HY4ESHp890JDF11FsdupZX6uhSOaVuuYmXkPdxNsy7w4WxinLUP5H4nBv9InuO3UvKgMjGyfhrdCjVczFSCLWAorwEA6iSRiI4qDjXOKBQK5f8AT+Ty9gsSxSXRXR24CfA/V/U/aum3+TL5hrDGIasAnZkBZy51X6SvsfXabmJsdf8QqGsSZnJoHrfd42NgxHrLL2KkUOzCFIMsswFDiKMBpVaJ0HWhWHRuETQ6DaLTSa7bkUdHoNQq4WZSKNtT4Qm5FS9dSRiELCQM9zOr0qsyphSkCE9oPQ7wa8VrupbBJciP3T/W4r0+OfUJziSdwfwz8wEAXf26YnzT8fi88+dwkjsBgFXDRi6Ro0+9Pvih5w8AgAYeDSyGQNZ0qolFXRbx2rwdvHE3+65xPzbLutx+tpJfd61PPa6A7KFhh9Dch6/YN6j+IEwKK8FDq8el77PJM7MFRZMmpcrxq2rU81IYPWcsI8H6ie0g0z8GDCIsBkrynAFAxl2h94xVqaAJCUT4lddxyTEN7kOJSNC2q+S7n20mCqsrIItOCVPfw50uXZE833LBeDHeWs9FDawY2QJvdA1C2wB+uPXrv18o1TUpHE8KuWduai4/fPTKvD7YNIlbJPJ25hb2tr7VEStf5Z5/N5JycCeNv9BnasyVhDohAbIaNeA+fDj8vheJwKjiUOOMQqFQnkNGOl/FbBkxZnZM7oSdE5vxjt/ct1LsNHz+Lydj/vGOGCD7IVFW/MxkAmMwzpx9hWp0ynzSln4byLoPqPKgtPMCgrpzfVjxemiarh/h74Lm0JrmfnSeRv72+RwIieD1T8guNE4Gztwjq+htAzwE1/39dVJQd8Vlkqu05dYWfHXhK4zZNwYTD05ERlEGlNryrQVnMIoOP+LCQw3Gmbu9bbXMZEzJk5G99/caPXIGXO1dMaPNDHg7eGP74O1Y03tNidf5tse36FGnh03jGlx/ME6OOImfev0EHwcfHH10FLvv7TYeFzU+RRgQOAAudi54vxVXi8jghSsrRddjnup8CkfbQA+jcSaVSdG1oY/ROCuKu4XrS79F/jXyfsvMQs0OthQapUoRxUZWrUY+SybxBu/wwfiDkCiIgqPM7FGhyyfemKJLxMh6sm0bSoO/B/EC/zu1C8mrA1DHs3K9rM8TLT47ZNye+RdZ/Fo+sgV2Tu4EDyc7BHg5GY/XdueHLg8M5RRPI1acwpRNV3jHne1tN860ubmQenqi1mefwrW/eNh2VYYaZxQKhfKcwbIslmqW4W3Zvzhq9wFa3v8Z9Vz4k6X2GdsF55muehpQF5pMqM6tBpYFcTL69i58eXwAUOUD51cTg25FS+DKBgBmq+piBWkHfo11Zx9i5l/R+OuiSU5In8+AyeeAjkLlwC5fHkOLzw4hX6nB6LXnAQD+Ho7YM6ULr1+QN5kQPMzlQq82xRHDNSpFKDxRHhhCAf++/Tf+vf8vlkYthUpH3l+D4VYSeWr+yvH3l74X9Jl9cjZvP8wnjOet83P2K5Ncfkm4K9zRzb8b0ovSkVqYit9vEDVNJ7kT0guFeSYsyyIhLwEZRRkIcA1Av4B+WNZtGc6MOgN/F38MDByIPwf8+dTjqvWZlVp7lFLC4k5t8ty4Gky8yts7EUNGwuog/WMtHg8fDgD4Yi/fW1pgL8OSYTLE+QEruzUAAKRkZOFG5g1eQWpWpYJOTupWPVE+QZGmCDOPz4RETp47Xa/zF39SFi5ErFmJBF0x30MTl5KLnVfMagnqqe/jjOb+bmjm58ZrPzKDLB65OxIPc6O5+wVqtxTr3DerU2YQXmla2xUt65JFs9ruDrgwpzfuLBogOB8Ajs3sIWhr5ucKoHTGGVtcBInCthDIqgg1zigUCuU5Y/kRTpAhSJICJnIxoClGEcNgbt1WKGAYXNXVF5zX/atIAEDb2jL8IF+BWsjE2N9N8qMOzCI1uTaSOl3br2fjnl0j4N0LwES9hygtFnhwgnddexU/jA2DlgPBZquZYSOQkkNU/3KKzKSzazQGJPyfK9N8uGYLDhq3C5QahPq74fsRLQAA03sHo55+tdZa3lWYT5jFY2XBQ8F58D4++TE2xm7EyQQi0GKpIK85eao8hHhyghK/Xv/VuM2yLC6kCMOvDMqJlUVt59pILxIaZ//e/xcDdgxA+LZwxOfG8/LYJIwEX3b7Ei1rtLT5PvYNG4q2O3Ww/BlTSguLRzUYjJglxfWG5Pt8qaG4weKi4ocU182Q4kpDYP5rMqh9ybMm9r91uPj6KzhynfOysioVHhYRL9nmuM346Dh/seH7wcS7NaPH6xZHqbzHyfTnFqvR//uTmL41GtcSnmBl5F2j2ARAhCdkUuHUt76PM+KXRsBFHzqn1Ogw/veKWbh5XrEkvOTvwfdM+rjYQy7yGQBAoLcTohdwocneznb4dHAzvN45AA1rOIueI4auqBiMAzXOKBQKhVIFUGt1+P6wiFreta14s2YN/CPNwDLXOsiXCkPrDEbRX1nDMUh6DmcVU6EuECbxG/jqeCp6fXMc8AkGXPThaLunALf2WR+kb1Ng9FbAy2SCbe+CBxlkgie1QY1r2YFbou0z+zUCAAxp6Yf4pRGY1pu7hzWjyEUunmNVVpzkTpAxMjjKuImJIRerpBBKtVaN5ZeX40TCCZ63DyBy9ZdSLyHszzBMODhBcO60ltPKYfS2Yy7e4SJ3Qa6Ky29ccXkFQteF4pNTn/D6HXlYdtU9bU4OlHfuwKVPH8ExRvZ0SpsUDo0+z5SVMJAYQmwl4lL2L93lL8honTjju3sT8n+y9alEtLvN4tjKOQCA3IP/ofjGDdirOIMvMoFfL+58Ex2GzfDB447CXNQaH5Kah+rHnJds6htf4sV7ZBFk8I+nsezALQTP3W8safAoqxC13CxP2n8YxeU9uTmUPef0/xGxvMOxHepBofeM2oqbgxzxSyOwY3In7HuvK1rX88CCQU1tU2nUoysuhkRR/sXLnxXUOKNQKJTniIx8JT6UbUG6VILHMhkKGQZFDANE/YyrCpKAzcgVcJeKGyohzCPe/idyyyIcKSB5aCqNDnCvY7HfjSYWCke3HsdtMwwOxxKVtJKMs6NxqfjjTLzwPp/2Q7CvZSNrxZUVFo/5OFqWoS8rdlI70YLTxVrrnrOfY37GLzG/ACCesGPDj6F/APE0Rj6OxPgD43n9jw3nVB67+VuWp68Imvs0x/ut3ke/AFJXLMQzBEoNMT7VWjXWxqwVPc8gmFIWHo4ZQzZk/ElfwN9/l/maFCFaE9EPqZX8R5VGhyxXvjCQMtgHU1pMgVwih38NUpfKXe9cG3tMB3VBPhKnkYWEJhZK481v/wUAQGJHPO8fjyOft7xOHfz29UiMyCVCD6yS+/80++JGvB3zj+Ba+Uoyvox8JWq7O6A4Lg5ZyfHGPFADLeq4I35pBOykEtF6aBTLGJQVJ3bhQt0/e7Fpma/Xqq4HariWzfvFFhVBQj1nFAqFQqkKFCZcx7uy3ehZ1x8D69RG+4A66FnXj9fHkVHAXleAnCI1AmbvNeZ4+bk7YFgD/vVaS8RrVs1UvwVDpd3fTj+wPKAGvZFeo6v4sY5TiIrjXH4YnEZrvRjshD+4UMt2egnmSV0D4VSKnARTHGWOmN1udskdS4lp7pcpGp0GY/eNRei6UCTmJwqOF6o5g25ow6HwdvBGjpLk4Ew7xveMhXmHwdvBG1GvRuHwsMOVog44MXQivu7+NWLGxcBd4Q6VTgWtTour6Xz5f1c7V/zU6yeE+YTxasGVFuUdogzJqtTwX0WEbaTe3nBoVvaJIEWIvYQLI7NmnP12+gFy3PliH4/6NsVbzd/C5bGX0dDXV3DOf5OGWryeKrs9YsbF4JWQF9HIpTM3HjV5Lpy3S8CBzL+h0ju2dEqyGGBNAr9QpYVKo4NSo4OLvQwPhryE1PAB6Lm6lWh/lVaHawk5uPQwCyfvCMN0y4pOxyJg9l4EzN5bbQuUW8IQPtqlgTcAINjXuVKeR6xWC1V8PBLVGTideLrkE6og1DijUCiU54j6fwnrUOVLJMg0ydnSSu1hrynAufuZAIBfTz0Ay7LIKlDBUyZcLT6tFU56/9Zy6otL94vUteo6A1iYA4wRCo8YYRii4igjeSWDmtcGAOQVqy2ekpbHjW9Uu7rY9lZHxC+NwJyIJpbvY4H5Hecj+rVonBt9zmaRjtKQr7Zc58dguPTf3h+HH/ILfpuOJdgjGAAQ4BYgep0fehH5eweZA3ydhJPgZ82lFKKiF7Ezwhh2uTliMyY0m4DdQ3ajm383bBy4EQrZ069q5x85ApfwcDSOi0XwKfGC65Sy09ytLzT5ZLVGCsshfqlPCiHVkefLhYYMvh0igatJWQqfOvz8wEv1nOF2h/PQ364N1MNo4/6UUK7QeRPfGsbtuDoM9rRjsGoguZda7zg1GGfXz0Yb+75xm+ShznuBPBfaLz6C4Ln7AQCMlvPyrf1BK5qnGagXERq66izG/hqFubtisCXqkeXajzZy20QePjrBev1FlmWx7EBcifXCqgrFamKc2cslOPtxT+w2E2Z6ViR9+BEAIO/iBbx9+O1KGcPTQo0zCoVCeU7YfklcoQwA0kxCwDY5pMKRURpr/sSl5EGp0aFIrUVdnTDGqLP0hnF7tvoN9FYug4ejHNc/7WdsH77mLP8kpxooLYaV5CwR1UgAKFJp0W4Rl6s0s2+wzdfeGLtR0Das4TBIGMkzWd39uN3HcLd3F/WmTY+cbtyed3oeVkWvMu4baq+Zys0DgL2UhKh6Kvg1miqbm5mkFIOpR7C+e31Mbz0dXg5elTUsShnQ6Bioc4mwTpAPUcxjWDtBv8zUTHS4nwUA2BguwbnGEl5epdSNr4xop9XAS2+jFNoBi172wJ7XZkORvAC1nnyFqb04Y8504UInYbC+lxQ5zuT/q1rvzA7EbPMAACAASURBVIu6/Rjq5GQ0jufqAg69eQixYwMQlMKJhQDAe1f+Qq/3Xua1rZjYGt23dud5sprWduX12XDuEWbviEGT+QfxNJy+m2nc3h+TbLFffEYBAj/eh5WR9/Dm+osW+1UlivWFye1lUtRycyh1rll5oUkjHtT86ptyRo0zCoVCeV6Y8Ve0xWPnPPmhjRIzefs+3x0HALR5qFcEfPkX3vHhynn4WD0RW7Q9cZf1x6lZPXnSxlEPsvg3dOPfzxYM9c2yC8Q9Z6bhk0dndIeXSRFTa1xLv4alUUsBACMajcCmgZuwe8juZxpyM7rxaJwceRLd/btb7bfr7i7evkHV0FHOVzyLejUK1167hqrGm2FvCtpMlRnLE4+xlgtzU56eQpUGrIoY/z0DSa1ABSM0sM/HPEL3+HgAnDfr7pO7gn4GAjI473eKB1Bo7wiGYXBh9jD8N42v4trFn3hfWvu2FlxHpX/8BPy1HnfDe8JvC/+ZFT90GGrOnYpaBRnGtgEPzwuuM/g8i5d2pSMqJQofn/wYxZpiNLKSuyoGy7JYvC8WPb+OREa+UPAn6kEWPv/3Jq+O5JoT9zHq53N4mFkg6H/8NhdKGahXmz0Sm4rMfCWK1VoUqaqezL9S7zlTyCvXtCh6Qgzgb16uHOOwPKDGGYVCoVQzknOKcPZepqC9LRMHLYDQwLqCY9868I2xSCd+DsnjLLPQHlNlw9f3I4ptjM3aXgCAn8e2NuZ3NffnVsVfVH7GnSMXFnZ9kFFg1bun0Rtne2OScfBGCgb/eAo6HYucIjUuxmch1yTcMcjHdlnlrbe2Grc71u6IUJ9QBLoFWjmj4pgUOkm0fUvcFuSrhOFLDT2EkvFta7Z9Zh6/0jIyZCRvf3n48gq7l129ehV2bQowom1d9AnqhHV9/sawhsMAAP7uLvjkNSl+ipDg37bk++eq4nIkM/SPgzou4gJB1+sycDF5tHw+SgqdVuiNMzC3w1zMbjcbv/blykg4Sl2wY/AOLO36k+g5GWZ21TCfIkzTe+PueXKe5v8Wv2Dc7neFhfLF8Xht0i5cTjiPN7oGYUp4A8yNaIwLc4Sh4uY8zirCzyfu435GAQ5c5xdhv52ah+FrzuLXU8Lc3LP3M40lTABAqdEiYPZeLNhNohW8ne2QnFOMY3FpmLjuIrp/FYmQeQfQeP4BRD+2rKRbpNIi6kEWr4xARVGs1mLH5QR8uoeMubI8ZgCXb7a7PYNsfW3P6HTLi5ZVFWqcUSgUSjWj45KjGLX2HM4+jDNKrSc+KYKM0SJDav2HsW1NsgK+wNcV3SXRiFeMxlAJkcFuyZiIf/hw9bVQjytiHLOwL/o2rWncX/IyVx8sDyYGmZewjtqyA3GY8Vc0HmcJFQyzC1Q4dDPVuP/W+ku4lpCDY7fSsHD3DQxbfRabz5M8lZ/HClfRrVHLqZZx2xAOWFmE+oTy9l3tSPhUamEqrqRdMbZfHXsVMeNiRCe53/X4rmIH+RQoZAr8NegvAMArwa+gZ92eFXYvu3rCRQhK+eHmIMfqsa3RqnYj40KAVCLBXT8Gx8MkxgLVA+O5kGZW3++FoBeEFwSQ3LWDcXtXJzkKHBh4O1s2zlztXPFq41chlUjxeWdSYDy0RhM09GiIpt7ite5mTOI/AwduWo7pfYJx4sNweGtyERXM4I33pGjVbjAanjkNXSuSU+ujrwBR8OrbsFcXY2a/RnijaxBcHfgLWUlPyEJWRr4SAbP3ov/3J5D4hFvc+s/kOQYA83ZdF4xxQmfxxaFL8fyakDXdFLiZnIvX/yA1DQ2qkwCwzkSxlmVZZBfrkF2gglqrw6J9NzF8zVljnl1FEjLvAD7YFm1Ut6zh8uyfsVvitiD0j2ZI+Hg25BoWiV7cwtWMyBnPfDxPCy0IQqFQKNWUNyNfAQDEdPwavX4rQLT9MrSpaz2ccFXvVWizoQ0aK1VYZ/clAOAbu9X4p7gTdtovIJ36LgLqtAWCBwCBRJp9+cgWOBybBhcFXxigSW1XTOgciN9OP0ARy/0oJzG+qG3ST6tjcSSO5AIkZBehjiffszZnV4zoeCeu4/ItcovJxKRPk9IJX6y5tsa4bWlFv7LYFLEJL+x8AXYSO0w+MhkAsPelvZBKhEb2tdeuQcNqIJdU7fpLIZ4hiBkn/nk+LayGfAekHh5w7mpBBZRSYUxuPhnvHXsPAKDXAEGtAs6Lv/WFrajhWAPeDt6886a8LYWDCnirdgAAYszZu/oASIPMLg+2MCBwAE4knMC0VkSx1MPBGebLPGsGSFBkz+Dtd6Vod5vFhEPEcxQb0hgA4AYgsSmDXCcGjnJHyDw94TdzFpJHv2a8hn8mcKt1G9T+83e4tesAe7OSDUVqElLY5guSDxeXkoc31nEF4QuUfNGQjvW9cN4k7PvM7J6o7e6ASw+zjKIgv5y8j4a+Lhj3Gyl8vX5iOzSq6YK7afkYvVYYitm4liueFHGRBH2+O4G7aUVA5CFB38x8pc0h4KVBqdEKcvCa13EX/EY8CxadXwSvPCB/978AgCQvBpHDI9FjWw+kFqaWcHbVg3rOKBQKpbqzaThOOMxEtsx6CMvsdrNhL7VHp8IiyM1knN+W7uF2pPof19FbgI7EYHixhR9+GNXS2OX44+MIXReKrOIszB/UBD+MaokicCvgnZYexcQ/LhiT7JfujzWG2Gw4xy+sDABXHlkO0THHWjifuTx1WiFfXruuS9XxtoxpPAY1nYgXcmX0SmN7befaov0ZhqnyhllFUxRNQpS02dkl9KRUBOF1wxH1ahQ2DdyEXkF9AQBpDh4AgK+GStDEq4nAMAOAX17fgyWvb4YvyymROtQiokHpRZYl8E2xl9rj2x7fop4rCWd1kDvgq5e5aeyuxo1wpAXZz3JlcKCN+BTXXm/TtPAhYieuIeIlGC58M8e4Pe+FJhjayh8AlxtrSoE+B6x3Y19kFXCCRnEpufj+MIlIiPu8P+KXRqC2O8nB/GdKF9TU1/H6Ym+s0TAD9DW+XBToVF/4Xk7sEggGwNG4NKg0OjzKLLSq6PjrqQc4czfD4vGysuLIHd57cXleH/zzbmcrZ5QfqoQExIY0RuavJNzVoZiFp4mNn+gJeDl4YVLoJKzuvfqZjKk8ocYZhUKhVCN6f0uEOyDhJ53XYDPRx4LXrItfF8xsMxOjQ4hctQPkyJXwH/8tJCYJ/A4lKwBOOTqF/D1C/jraSaE0k9s+EpeGW6l5+OhEITZHcSqQj7IKkVusRrbJJMbXrNjoF0OaYdWrwhpE5z/pZXFMM4/PRNifYdgct9nYtuAM8QY6yBxwbPixZ5qnZcl79M+Qf3Bq5CnMajcLdhJhSJdMQoNaLCFxJB5XhzalC22llB8OMgeE+oRCKiffXQlLDJM4f8v/twLdAhHqE4qmg7nC8409Q9DAvQHWD1hfpnHIJXJcaCRBpj7H7L/mxOjZ+9JeAKQg+7pewmmua6cuiBkXY/ROSxwdIevcHvKO7XBj9hCca0Rex2MvzvCY2CUQbQOIEdr3uxPovPSo6Jga+jojIbsQSo0WOYVq9P+eK/EglovVLVhofHUM8uLVbHytYz281NIP9xYPRPzSCMx7oYlRGTF47n50+4oUoW9Xk7v+m92CcH/xQADAysh7GP3LeeyJTsKxW2kImL3XWEalLLAsi3ylxpgjfGpWOOKXRsDTyXJ4annzZMsWAEDaV1+j+NYtrPtOi0V/ciIpO18jXs33Wr2Hzn7PxmAsT+gvAIVCoVQjDCukCt9/eO0XFFzYytKuSxERFIHQdSS/6fPOn/NWsx28myA/N5Z3fm+pPt/Jvx3QzHKBWHNiMogB4uVsD5VILSRucsKF+sQk5uhVzVSIXxoBALhqktxuaDPF2V6GU7PC4e5oeQJwMJ6E2Cw+vxiD6w+Gk9zJ6Gma2Gyi6Ip+RdOxVkf0D+Qr0AW5BRm3zY3FigoHfF5g9ZNSrwkTK3kkFKmcPHOcGBI2prZBB8LOiZOolzo7Y+eLO596HAUKwCsP0HrHAGDgZu9m/H+0ehVX//DPnhI8qAm0axciuEbDX/8AANRnWRSPmY9LHVuhQaIOmqwsyPQiIqb5XqY5ZgY8newQ5ucGtZbFhQfZcLAr2f+xbFhz1HRVYMVRsjj2To/6+LBvI16fz15sJjhv+YiWGPTjKV7b283tse39cF7blPAG+PEYufbUzVxO68ifzyH2s/5wsCudeIdWx6LNF4eQXUjcjwwD+HsIxZ8qmsxfOIGYpNkfC44bIhKqK9RzRqFQKNUE05C94Fqcp2m1uyuWenoY90M8+ZMPNzt+nSEnmRQ6S4vcXd4HJNZ/GnQsP3wyuzgbno520ML6D32AF/cjnpFPvGYsyyJTRHranIPTuwkMs8d5j5FdLB7etu7GOgCAnzPxJopJvD8Lfu77M15u+HLJHSk2wWr0k0I5XVuubAzGWXAmkX23dypZfl4mlWN/awZXAxmgS9unHkPbGt3w5TAp1odLkK0XcLWTcs+JlDcGIs4fmDBNin/bS3CjngRa1rIMPcMwcJA5wCsP8L6VijudOmPFKGLgWRLxWDehHQBgxzudEKAvXj3m1/OYs5MTApnYxbI67Ad9G+HBkoG4/cUAzOofAomkZO9+qD//mb55UgdIRKIC3u/dEIemdxO9xraLj3HqTgZWHye14NadiceUTZdFwzaL1Vr0/DoS9T/ZZzTMAIAVdq1w1Kn8MFhlLH+hcdLU6iuhb4A+3SgUCqWaYPqj2LtBM6yNOQMA+MnDndevvjtfKVEu5Xu0GLCwOD3xEldAMyVXmcvbv5R6Cb3rEbnpb9TDcEIXJnYaJBIGrgqZUdgDAD7YFo0L8SRZfkLnQIzvFMA759SscEglDGq58WtlRadHY8y+MfBz9sOBoQfwIIcvU70qehUmt5iMHGUO/Jz9qqTsPKUM6AVBGBmdvlQ2Dvr6XJ7655KbDeHQDMNgxJpD2BK3BcNqd3zqMVxIOwG4M9jTgfv/bVpXr3FAW8wfyxetmNJySqnu0ecKi+yUh4jRPMSkbnWx9sQj47HDH3RDgxouRm9/cg7nUYtLIUlQNz7txwtTFINhGNjJSveMerBkIFRaHXIK1ajhqkDkY2EfmVSChr4u2PpmB4z4+RwAEjI+d9d1o1w/ACzdH2fc/vcaKY59ZEZ31NeXLDl7LxP3M4T12D4dLJ6vV5Ekz58n2n5y41SMajYW+5hKsBjLGeo5o1AolGrC94dvG7dzVTmifWyRWZeygA7iE4Fij7oIXRdqDIk0J60wDV238lXypkdON27/oH0Z0WwD3vGXGxLjUKXR4Y2uQbxjO68kIiGbTGgmdQtEXS9+iIy/h6PAMItJj8GYfWMAAIn5iWBZFoN3DRaM9cVdLyJbmQ03ezfBsarEmt5rSu5EAUDqGAEASigZQal45GZTyEVdFtl0np+zH2a0mSFYNCoLpmUyAKIWaUpsFudV2fXiLlwcc9Gmouhx/vz9H+YMwObl7+Bxylxeu6Md3+jyFlFFLMkwKysMw8BeJkUNs3xdMdoHeeGFMPJeDW9jm2LtuxsvG7fXnrxv3J4b0RjxSyMQvzQC48wW00qLOjER2du2leqcguOk9Mv+1vzfMIXCGS72LsbyJNUZapxRKBRKNaFJLfKjI1E85hVWNqDQ6YweLADwd/ZHx1rC1WlGZice1thxCnbc2WHc/SXmF0GXQw85qeZOtTsJjhv4+pXmxh/wgYFy9GvqizVjW2NKeAP0biwuhW9uhFli9L7RvP3TSadF+93PuY9TiacEnr6qRie/TogZF0PzzWyAVRs8Z//fqpVVgaJwvihLXddnr4S6e8hu43bLGi0FRds/af8JAlwDcGz4MdR3r29zncPo1zvhXCMGn08nBo1CDby3R4dpy27jxRacmqqDmciHXCrB3ve6lPXlVCg/jm6F+KURsJNJ8PPY1ugY5MU7/l6vhvhyaCg61SftcSl52B2dBJZlceYeERCJXxohWGB7Gh4MH4GU+QvwaNKbSJwxE+pU67L39zO4BcqbdRnc1NuZl+sz6OJfNd/3skDjAigUCqWaYMgpaBJyBQ9F0rQ+bDaJt79/qHgBUmnN5tBlXiU7wQOA2/p+XaZD+viIsd/yy8sxtOFQTDs2DYu6LEIdlzpwlHGerUH1B+FMEgmt3H1vN/6e3A7DVl4CAOMqLQDIJAzWjG1j3P9lHNkOmL3X2GYpL8Icc6l8ANh7n7uOXCJHQ4+GuJl509iWkJ9g07UpVR+ac1Z1kNtxiylLXpHgV7uSc87KG4WM8xr90vcXQakJO6kd9ry0x/y0Epk4eCH+CPoDf7T5CPe+a4FBUdxzZ/nIlvjnahIAiApqNK3NeepPzQoXHK8K9G1aE32b1sTt1DzUdFPA1aQ22Yi2dY3P5vc2X0FITfK5tqrrLnqt0pC+4gcoH9yHnb8/Cs6egzaTGH0FJ4lwVO7evWgcF2vx/If/bIFB6uN8iATXAhh8uEOHP3tJMMzZeo3P6gT1nFEoFEo1ITmnGADQpwGpz/NnUgrv+PC279t0HYlEhiKJhOSd1eLyw5JYFb44/wWvb7et3XAl7QoG7iCyzKaKh218OYNrzqk5+PvBT8Z9c9lorU6L9MJ0XpthhRYAGtRwtmnsSi1nlXoqSI7Lv/dJ4dHmPs1xauQprOq9ihe6ZChaS6n+sDTnrMogNQlL1ElQaTX4fu37K15r8hpPCORpqeNSB/M6zoOdXOhpMxVEspeJT6M7BHmiY5CXQMlQrVMjdF0owrfZZrRdSLmAfJXlGmZPS7CvC88wM3B0Rnfj9qk7pEba1F4l5yNbg2VZZKxcibz9B5C59hcUX78u2s9Qu8ycHGUOan5FyqSsfjcAR145giIFg89GS5HkxdjsFa0OUOOMQqE8E7LWb0Dq0i/xZPuOkjtTjGh1LB5mFuDSw2x8p885U+mKIGeBlkoVYh48wqQnOfggy/aivBtiNwAAZvl4IStmC9iaRKq53/Z+Vs/bfW+30VMGELniLn5cKMnj/AdipwEA3j78Nnr+1RNTj0w1ttVw4X5MbRXs2HmXSG/3qNMDB4Ye4B1bP2A9HOWO8FR44vArh9Grbi+MaTwGE5pNsOnalGoANc6qDKYeaW0lzibb1WqHD9t++EzupZQBCXnc67b03NryZkdsfrODoD0+Jx4AkFGUgUJ1odV7LTyzEBMOTsD4A+PLPN6yEuTjjJl9gwEAn/1LohC8nUpv/KgSEnF/yEvI2bvXYuH4rV35X560r74GAGjzCxAb0hhpy5fj8bRpSGrOvZ/L3tmFGo418GrjV0s9puoAfbpRKJRnQuoiLlncfSiVFi+Ju2l56P3tCdFjSl0hnE3C+94bvAHwFdbCsYRaR0LDDjo74SBYLO74AQbV6Qls40ILxzYZi/U3+cVh55yaY9z+rd9vAIBhwcNwKpHU27mfcw+uChneDecLggDAuWSiFBaZEIkbGTfQ1Lsp3ugahF1Xk7DtLZIXdyPzBkb+OxK7XtzFU5wsvnUbj157DYF7dmPx+cUAgDvZdwSJ/aYTJVc7V3wf/r3N7wmlemDwnIEaZ5WOlOG84zIRD9PzQvDFC7jdhsj+22uAwuz0Es6wzJnE03jpjA6xdRhMj5yOW1m38FPvn9DUi696WKQpwvY72wEAt7JvlX3wT0GXhj74+j8ux6tJ7dILbTzZugXKuDgkzZgJhxYteMfefleKmtksbtaTYMRJfnkWdXIycg8Qlc3MVat5x5J7NUNjGfm+TW89HVfTrmJ66+l4nqCeMwqF8swpvn0b2hxxtUEKwZJhdnJWF6QWpEJmGsJRMxRwLFnG2oCE4T/6Pzm7EHAgddL8nP0QMy4G3fyt54AZDCNDaCEA5KvzceaTznire32kF6ZjyK4hOP74OKY+nMo7N72ITG6a+bkhfmkE2gWSaxgMr0n/8XPnstatgzYnBymHudyyxPxEAMCSrkswOmQ0Lo25ZNNrp1RvMlauAkA9Z1UBUxXUPEZViSOpWCSO/NBEZUYafh/fFh/2a2ThDMucOLIOo47r8NkGLS48/B979x0eRfE/cPy9V5NceiWVhJoAoUnvoNIRQcFGUb529GelqQiiUuxYUBELolJEBWkiRXrvSC8BEgjppLe7298fm9zlcpdCCCU4r+fh4W52dnfuWO7uszPzma2k5KXw4PIH7er9c+Efm+exGbFEz41m9bnVRM+N5u3tb1/1ua9W81BP1r7che0TenBuej/UlVh/rTSNn7/lce6BAzbb0tzgaG0VjXwakV/033lFa+Ucp7v3IHHGDLvjHQqX6PDB95bnerWeBf0X0Daw7VW37VYmPt0EQbjhYu4ZiL5+Peosu/qJ2rc7k1nm2Z/tA421L3fF101F50WlvoTeSATN1d21fr7F88zcN9OmbGf8TgAebKj8UCg5r6Klf0v2Je6zqe/vonzptvBvYVOempdK+/nWDJHPrbdfU2hlzEq6hXazKZNlmfR8JWC3mztSlD59++VdUDRNbcUgJVDrX6c//ev0d/xChdtK7r9HKIhRhs6K4Ozm6xvRl5OMBSD/Nk6eKalsb2bl5WXR/Q5/ukf6l7GHY8dSjlF/nzUb4ag1ZkKTZL7sp7YkOsox5tDuF2X4nr5AZt6HJr7op6IvypzfVze+CsCik4u4I+AO+tbpW+XXVRn1/K8tyYukt/9uWtNCYk89iQ4hndh6cStze8+l99lW6IyQ7AH9dtuuwnnZE2pdURYS3/LUQdSq238ZDdFzJgjCTZF/6vTNbsJNt/FMDDGptkk9vtp4htVHlC/w4jH/G17tRj1/VzRqs90xrjYwAyU5R2mP//04AMFuSsarK3lXLNvm9LJNqR/iGmIJzgD2Dd/HjM7KXc7SQyFLKu6xWxWzyib4A/j15K+czzgPKD/6SpLNSl1z0TfWlA5TbkrabuHmyj1Y4s67WOfspiv5I/mFjmNvYkuuv8Bp09AMHQjAub8cz5s2mU3sTSi7B3/o8qGcDrL2Pt15UKbBJXhoo5mmPzZl8vbJlsyztROUwAxg9AoHn/soN7nK89Gej4ieG82iE1e3jti1eGPLG0TPjbYMgT942f79+Laniv31VEzpMIXDIw/jpHGibfN+xPtIFGokHhynZmcD6/s04VE1Tzyv5vPBc/8TgRmI4EwQBOGm+Hz3PJ7bcg/3LLubaTunM33newDsPW+dND26ez3OTe9HuK8BAKPZaNnmbzRSVU39mpa5ra6HMtera2hX6nnWY0H/BWhVWsa2Hktjn8YcHnnYLkW/VqXFXa/MR1hwYkGZx/bUW1MxN/uxGQcSrT+2N8RusDz+5vA3ZBVkWdPmm5TXmicXoJE03Fvv3sq9UOG2kvzpZ5bHWv+r67UQri9/z8otbFxTeQ66l5AnngGg6a8H7LZnpFzmZKMmuHQdxtbT68s8jsb+vhj1Limfc7+f+p23d7yNyixz5wHbgMzviox7tozKrNTtEtKFjXEbLdt3xu9k6qWpFJoLMZqNjN04lu+PKMP/3t5x/YdAgjJPbumZpYCSPApg5Sklk+6hcInHXlRzfNlUzEXDI/2c/Sz7Tu88nX3D97H6vtWYVRIf3qfm6dFqnnpOTZ9mQ8hy09DSv+UNeR23AjEuQBCE687R2lRXI+Ov1Tg1ikIXdnv0llzOvszXR9+zPP/l+M8A1FE/xPrjiQAcm9IbSZLIKcxh0YlFDG80HKNsDci+uZwI7Z6t0vnbB9kvTA1KkFXHU1lg1KA18MfAPyzbhjcazvBGw8s8Zsm5ZwDDoobh5+LHwLoD2bFtB7uddzOqySjmHZ1nCeCGrxpuWXj5YNJB2zYWDY18v8v7eGXE4Q5sS9iB0VtV6cyOwu3Fc8j9pMxxnGZbuDmMKtCYwdm/VsWVazjn0NqWx4tXfcj9fV6xPH/+h8GML3p84rfv6Diuh82+xct9eGTbH9c7C5BlkCSCk2U+/sYawWmDgii8dIkvvlTKLjYNJAQvfvHcgNReYl/CPmRky8iHlvMcBzDRc6MZ3mg4Y1tfvx7OpJwk1Cblu96klrj/z/tpUBRjfjBYxe4nldT5l3MuE+UdZfM5LkkSWklLkGuQ5TthxdkV1POsR0PvhkxqP+m6tftWJIIzQRCuP5OD24WVdCwyCgCXNm2o/ePc6mrRTXMg8QDDVzkOcias+g2nwANoPfei0fQE1Mw5PIdvDn+DVq2le6h1bZw6hcarytBYGQPrDazyvpHekTbPx7UZZ3lsUBuY3GEyAGNbj7XpXUvITkCtUpNRkOHwuGM2jeGVJBNtAbOEzSLYwn+Lpqi3zGOwyPZ6q3jmOTXuOfBFicWg/wsavzQHuffLHE4+TLRvNKYMa4KrgsQEm7qrYlYxYfMEkGVGbHB8vEXTTczroSKpVELEkK++JOYe6+dy8KF4ZOJ5CAhMkxipGlluO1sFtGJPwh5AGXLexKcJb2x9g4X9F1Lf69rWLSst15jLp1+Z8MuAYyEwafgJooq++r/p852l3jPNnqnU8frV6Vet7atJxLBGQRCuO7mMIXhyQfkZvi48bs3al7t/f7W2qSoKExKuuRewrMAMwCXsW7Seyhj9lvNa8thfj+GiVYKRfQn7WHBcCWruCS5aIFTr7PA4VfVcc/vkHZWlklSWIZHlLUarVWtthjf2+b2PzYKsxYk+bI5ddPfVrIKVg8ufZ3GzySYTqXPnYq7g2haunmxUfukFTBhfQU3hRkk3SMT6STip/xvBWU5RrqLd9SWWn13Om3MeZvC0aCYssg5DzEy8SGKOMgJi1oFZTNv2DrVSZX76wITKpNSru3at3bGHrzfz8hJle+C0adRbvw6nBg3KbEudeNvvogh9hOXxhqEb2OQ0kanHom3qjNs8jkJzIY+sfOSav8tKyzHm4Fd0jy0qDhrGydTTBgLQLOiOaj3X7U4EZ4IgXHdlBWdJn31mW6+wkNx/j1ieZ2/ZYrPtZso9cjPAkgAAIABJREFUeJDTXbuRvmTpDTvnnoQ9lqyKf5//mwuZFwB4MLAoONMZqnzsPhF9AGgfaB3i6OPsU+XjgTVxSPE6amX5pd8vlnljJetObDfRJtHHD71/AKzBmUqlueY2OmLKyubsgAHkHj58zcdK/+MPEqZNJ+Wrr6uhZUL+2bOWhDDFN3McZYATbq7Saw7erlrsUYZf142XeWftBKbNNTH1RxOqojgnVwc9DsrcuagHPx/7mS8PfknHrVf49GsTuqKvQcnFBV1IMEHvv0fQjOkOz+Nx70C0QUEAaAKVAMd/zBhCv/6KumvX4NazJ2HJKMMhgdYnzUydmczuB3ewb/g+XC9ncHnSJK58/Q2zWr+HZ5ZtIJZrzOXT/Z9yPPX4Nb0fJ1JP8POxn4nNiOX8KduMvm/PM9FmrbLkiSQS+FwVMaxREITrrqzAKnvbdrAO2+fcAw+Sd/QoYP1Csqm/cxeYjMS9+BLmjAwknY7IQwft6l0PeceUL7Hc/fvxHHTtCSnyE3vzXLfGfHP0w0rvs+7COgDCtEXpja+h52xVjJLU40LmBcLdwzmXca7KxypWPO+sR2iPcuuFuoXydse3WXJ6iaVsbOuxDG04FMAy56BY8Q+fKR2mXHMbHcndv5/8U6c5N0Q5f9gPP2BoV7V1c8w5OQCYMhwP0xQqL/aZZ8n65x/U3t402LaVpE+URcVFGv1bx+IBi9mbsBdPJ8+KK98GJK0yKsA7C4KT7bc7F3WYRyTA9J3T6HxEJiLBNjCqv0lZw9JjwADl74EDOdO3HwVnzwIQ/NmnNvOx6q5cgaTV2lz3hXFxAHx9pgtfeh1gzG9pQBqpk97Be9RjNkMhfQe/zGzgyefVXHGV6Bjcka0XtzLn8BzmHJ7D7/f8XqUhjgnZCdy/7H4ApjOdwBSZmYAUVQ/5mMjGfC3EJ5wgCNdfGT1nLm3a2DwvDswAjPHxAEg6neWO+YWRtuPr5YICEt57n4CxYyg4f56MlSuRC40kz5pFxNIlODW8+kVCy1LcBnNWpqVsZ/xOTl85zSNRj1TqGMXreOUn9qYgpRtPtbyLQ6lbeLnVy2QWZFomdVfEtXg4irbqPWdOaifyTHn4OPkwu+dsco25VT5WMZWkYt2QdTaL01ZWWZm4/rz3T/LXvYZ89gCu12u+WamlBS6MGkXU0SNlVK5A0XIBaT/9hM+TT4isgtcg6x9lIV5Taqql9wzs150Sbp6G3g1p6F19n7O3upJBU2iybdDl+sMXGN+fRd6RI8z43sTGJhJd/7WtEzr7a9Su9p/bdVeuoPDiRTQBAXY3H1TO9jfh/F99hQuj/ofXr//wWony9CVLSF+yxK4+wOzPTOxsKNH2xEaceqtY10L5fzT4z8F81+s7EnISuJx9mcejK/c9tO3SNgCanDNz0UdCW/QxKl1OoeSrrjXpzUodT7Cq8iecJEmhkiT9I0nSMUmSjkiS9EJ1NkwQhNtH2q+/Wh77v/oKDfcqE5Qlp4qHJxk6dCh3e+p3ykTj+DcnkTTzU5JnzQIgZuC9HIuMIqea5qqZs7MAyFhpTSP/+N+PM33XdL48+GWF+xcYC+i0oBMAkjaNQA8n9Go9c3rNoZFPI9oGtmViu4kAfHXXV8zvN5+l9ypDKENcQ9j58E761enHvD7zUF/cC0jgVbus01Xo94G/E2QI4pue32DQGvB19q3ysUryd/FHr67csLOSGR6jfKIc1onwiMBZKjqeyfF6P9fKnF0qhZrZTNbmLY4rV0Rl/fF2acztvfbT9aYvMd8m94B9+nJBuJmG/WP7eRTctB3BH35geV46MGuwZzeuXbqUeTxtcHCle4Vd2ttn3M0tUebWqxeRx44SPHOmTZ22J5Q2PfWXmX67zPTZrbyGUatHMWHzBGbum8nAJQPZl2A7RLFYvimf6LnRRM+N5q/dv7BompE355v5+nMTT6mVucN+o0eXeM178HrooUq9JsHqWm4/GYFXZFmOAtoBoyVJalQ9zRIE4XaS/rs1JbuhY0dUBgOSTgelhjsWj7EvqdbEN+zKav/yM3X/Xm15bs7NdbgvwPmHHq5qs22UTPCQuV65o++Trqw7M+vALD7buIecAmsPYWJGns2E6/NpqZbHBcndWfyMfdA5pMEQlt27jI7BHWni24Q6HnUs64q5aF2Y3nk6zf2bQ9we8K0PhqoHVKFuoay+f7Ul4cjN8HpbZaHSAXUGWBaodqg426eDxbOrgzEtza4s9oknyDt+9fMxSvbqmDLF0MaqMhcUkH/ypOX5+YeV3ml9lOMgXhBuNNc862PJ2RmViwtq37I/k9WurtV2bkmSaLBnj01ZxsgR1F39Fw12bCdk5idIkoR7r55EHT9GcNGQ4JJGrjPz2FozC6YZ8U2XCUyRaX7GzNn0s4z8aySHk+zn4O69vIfxi0wsmmbkxSn/2myrP1tJcuLcrJmS0GTjBoe9hELFqjysUZbleCC+6HGmJEnHgGDgaLk7CoLwn+X9v1E4Ff24knQ6+4x2pe4aBr77DtrgYMIXL0YuyMeYmIja0wuXlrZD4E60sH3u1KQJef9avzguvvwy7n37EvfSyzTcsR2V4eq/MEoOT4t79ln8163ly1lKsDB0gobZ5x5j8aEX2Pj845xNyuLur2ZjyqnLU50bML5PJFNXWdtzZsrDqFT2a3VJkkS4R3j5DYnZDOe3QoNeV/0abjU9w3uyN3QvOrWu3HqWhBDXoecs5bvvSXzPuuacvmFD8k+cULbN+ZbgD96/quOZ8/KrtX23MnNODidaKlnY6m/dgsan+pK1nGjazGF5yEz7H5mCcCNpatXCePmy5bnnkPvxvO8+QAnAas//xeamoFN0NGqPqx/qXRG1qwHPhx7kyvwFRB4+RMLWrehqOx5N4d67FxeLHofOmUPs49ahiypg1izrja+zAWb21pdY3mAZ0X5KtsdCcyGDlw5GPhXD+2fKz/Lo1LgRztHVu8zLf41UHak0JUkKBzYBTWRZzii17UngSYCAgIA7FixYYLf/zZaVlYVrNd7REITrraZds66Lf8Owdi0Jn84EnfJD3G/MGPJatCDz4aIvMVnGd9x4Chs0IOORh9HvP0Be+3ZQzoLDbvPn47Jxk1150ozpyGo1/q+OsZQVhoWivRCLMcAfY1Aw6U8+Ue6xS8tespo6fzkeyw9wKFzinYfUjPOeyZt7T2GI+JyCtDbkX1bWZFLpEjHU/Yhezg/R37/8oZplURtz6LxFGSKS5tmEg83frdJxbrRrvV69p89Ae+4c6Y+OJK9du2psGQQ8bbvmTvqIEXj8+KNNWdJ7MzC7l1qAqIiUnY3r8hVk3jsQ9Hp0hw7jVTS0tjA0hNTXX6/W9t5KnLZuw2PePMvzhK8qHt5rs//u3Xh8+x2pr75KYb26OG/ejFRQQEG9evhMU7LYpbz2Gj5Tp1b5HFVV0z5jhRur5OeGo2vS/7nnkYxGkt96C1PAdZx3ajIh5eUhGwwVXrOuv/2O065dJE+fhjoxEd3x47jPL/s3+df3Grin13uoJBV7svcwN3kui6bZzx8vfv36/fsx+flhDAm59tf1H9C9e/e9siy3crTtmhOCSJLkCvwGvFg6MAOQZXk2MBugVatWcrdu3a71lNVuw4YN3IrtEoSy1LRr9vKWraS7udGtZ09L2SlnF7x8fGmoUqFv2JDTXbsB4BsVRYs+faBPnwqPWxAezplSwVnU8WMUD3wqbN2G012VtPOuLgbyAU1CIpqEROprtLh27lSp9meuX09cOYEZQNNzMvoCmTe25qJ2Uca76Lx2kX95IKBG0irJQB7q2os7Aiqx5kt+JuhcbQPI5S9bHnp1G0235t0q1f6b7Vqv15MTXsMERNZvgGc1XveyLFN64GLLYY9wplRw5jd2HFHHj9ntb87P50Sz5gAEBfgTOHkyWRotsUXbDVodTWvQ/9OrdaxUYNsxqhHaEj9EZbOZvCNH0IWFIWm1qFyUIbSyLJP++x/Ef6vMF/X+4AOCZkzn0s+/2BxP5eZGpxHDSUpPpyDmLMEffcSNGtRY0z5jhRur5KeBo+vEvGsnyDJRVRilUVUVXrOOtk2axJlevSk4fx4AXXg4BefOARAal8P4S+PZ9cguPv1+CotmWAOzumv+Ju655/G87z6iio8r/r9Um2sKziRJ0qIEZj/Lsvx79TRJEITbjTkrC5Wb7R09Y2Ii6X/8Qfoff9iUZ6xaRa3XX6MydOHhlsd1VixHV6eOzXZtgD+62rUpOH+e/FLzh2KfUBa4jli6FKeGZS/0CRD37GiH5cvaSAxwaQ8blKxV8z400edecKk9x1JHH7CC/IT++NT5hVwjBBrslwggPwtOrYYGfaAwF1LPwrd32dZ58TD4lmhn8+qZS1cTmPOVoYJyNc85y962zfI4bO5cdLXD0NaqRYM9uznZqrVN3YK4i8j5eRReuoTGxwenRo0sgRnAlQULCZw8GWTr0MuSQ5/+C1K//x5kGf/x45AkibQFC0iY8rZNHfe+fTGmpJCzc6dN+aVx9gtL19+qJGXxe77qi6MLws1QfCOiJghf/Cu5Bw7g3KIFaldXZLOZ440a03ePjFNBFsmDk6m/J8FmH11oKHWWln/DUqi6KgdnkpJP9FvgmCzLH1VfkwRBuN1kFqXErgz3vhX3mDmii4iwSXNczH/8OOKeedbyXB8ZaROo5f17uMLgrKSh49V0PyRzMEIi1V1i1NAZ5E+cQcby5QBovWyz/Om8tzHurvZ8vE9JVe/n4md7wJxUeC+i4hN/Em19POZMpdt7WyhOo17dc85KLPFgaGtd1kGls58Dl3vgAJdefdXyvM6K5XZ1kj79lORZ1iFO5pwcZFl2eF3ejlJ/+AFQ5th49O9H4YVYuzoZK1faPPd78UXL+mUlNdi9y+G/gyAI1Uvt5oZr586W55JKBWo1mEz0OCTTfWE3Fq1TPnvVXl7U21D573Ohaq4lW2NHYDjQQ5KkA0V/+lZTuwRBuE3kx8RgTk/HnJ5uU+5okWkA97vvvqrj+73yMp4PPlDm2keGjh1tntdZYttTF/+6fTbI0tIDlDH0j76kBknin2YqUt2VH9xuOjeC3n+PU52UidhOAcvs9v94n3Whaa1Ka7sxpQqBllP1Ty6/pRUnBKmGnrPUn38mtWjYoqRXUvQHTp9mW0lr/TdybtECwCYwAzjbr7/lsdrLC8AmMCuWufrva27zrSTvxAnyz8YA1vemtJzduwHlvS6LPjKSyKNH8H36KUK/+cZS3vDgASKPHUXt5laNrRaE60OqQT1kV6Ph3j2ktaqHWYLmZ625KRps34ZKX7mlUoSqu5ZsjVuA/8btQEEQqqz4h1ppxYtMlxT2w/e4tG7toHbZfIuGJ5al5N33umvXWs5z4dHHLOWmrGzMmRkUXIi16UEBMF25gkdCHEf9vclxsk+NXryml1z0abhouomh49X0iejLqnOrbOr+ee+ftjsXZNsPXwRoNBBqRUOXMRB/CAKawNpJsO1TGLUa1Fr7fW5jlsRV1dBzlvD2OwC4du1quQZ0YbYZziRJwn3AAHQR4fg+8wzHo8peJcZj8GByDxzA5CAdP0D+6dNAzc+sCcocspiB9wJQf9tW5MJC0GgImzMH2WQk/o2JmLOzKbx4kbxjxyxLZTTcu4eEGe/h++wzyPn5pP+5DN/nRlt6FF07d1J6ygwGscC0UKNE7tt7s5twXaicnNDWr4tqz2leW6R87gYv+qWCvYTqcs0JQQRBEMqj9vQEQF+/XoV1DdWcic++LUqPk0urVhg6tCd723YATrayJkzyGHgPQTNmWJ7Hz1Wy0TVKTKX4I7NVQCsea/IYLf2tKfwbbD5veVw7Efr06GMXnEV4lBq+OLNEuvD2z8H2z+GJ9RBcImFIYFPl755vK3/+i67DOmdnevW2PNY6yKYW/P57dmUA9TZtJPOvv0iYqvS2Bb49BXNWFifb2l67IbNmEffsszVq7klFsjZutDw+1UHpkVa5umJo1xaA+v+s51hkFNlbthCzxTq8V2UwEDjlLctzR3PIRE+ZINxa6kV24DLW9UTdGkWXU1uoTiI4EwTh+iq6Ox70nu2PXUmvR863rgnl9+IL160Jod98Q+batZZFQCWNhlpT3ubMXfa9VulL/8SldWs0AQG4du7Moe2HiACMJW7of9/7e7v9AiaMJ6Eo/bdLPrQNbMtLd7zEx3s/BmDxgMX2Dcst6m3RucJdk6HdM+Ah0hDbuY7rnDk1a4o2OLjS9TU+PniPGIH3iBGWspJrGNVZvgyNnx8qd3fQasvsUauJTKmpdmWl129SubtjzrD2MIf/5uC6F4Qaru7aNRgTE292M64rz/vvI+vgfszJKXjeMxBJI0KGG0WMHxAE4bqSc3IA7BZ+du3SxfI48thRfJ9++rq1wbVzJwLfmmxTpgsJJmLpUof149+YSOwTT2LOzcU3/hwAHw5WPi7v1teCCzuURB6ftYLv+0JeBl6PPIzfSy8BMCKgPy5aF0Y1GQVAt9BuNPRuaH+isPbK351fVoYqisDMRuaGDRyLLJE8/Rp7zkqv61lr0ptELFxY4X7Fc8oAJLW63Lr6evVQe3ggSRKSSoUxKYmTbduRd/Jk1Rp9gxRevkzar7+WWyf/7Fm7srqrbBN8eA4aZPPcqVHZQ0IFoabShYTg0rJlxRVrMEmtJnTqNGrPno1H/343uzn/KSIMFgThujIXB2cuLuQVmnDSKj9ug95/jxPNlYQCZWWz+/diOv0/U4ZHvXBnfV66W8mqGJeWw7RVxxnerjZtI7zt9i8wmtGoJFSq8qfFls7SGHX8mE0wcLxVG/6q04khCXFIQQW0yoWPYnbB8RJziFJOwfRQJMDrkdUkfQx1P1pKVmRfXLt04fDIw/YnvhILc/tD2jnleaeX7esIxJdKry4bqxacybJM9rZtFMbaZg/0euihSu3fYPs2Mv5ajSkjvcw6od/Mtu+BU6lIX6Kkm465ZyCRR49c05wqc3Y2kl5f5h1s2WTiwv8ex9CuHSoXF7yGD6t0psiLL75E7oEDuHbpgjYgwHrOvDxUTk4ApBatSxYyaxbpS5YQ+O47SKUyKpqyMm2e/1cyVQqCIFQXEZwJgnBdyIWFmLKyMBYNhUooVNFx4l+W7a/2bMCdFRyjODADmLnuFF9uOENBiaFtKw4pSUXeHtiYiUuPODzGa30jebJL3TLPUffv1SSs+Yfpa06zYvwKGPg+rROOM2XHt0gmI0NObQAJUrVqAkzGMo8DoPqpFxAEQOzTTxO1ZQV4l5hnVpgH6XHwealFqMUPWIc8h9xPypxvLc/LytaYtWkTLu3alZl6PWvdOuKee96mTBtydb2U7r3LT+pRMhW1RameuuONGgPQYMd2y1zMykr5/gcSZ8zA0LULYV9/Xeo0MjH3DCT/1CkAcnbsAEDj74d77952x3LEnKcsnH66aze8hg2jMC6OrA0bAKg1eZJlO4Br92649eju8DgZK6w9aXXXrqncixMEQRAsxLBGQRCqRb7RRK+PNxE+fgUtX/iF49FNOdW+A8mffQ5An9VdcIuy9oR88Hf5w7yMRUGYFxkc1z/C49rFlsBMTwH9VDsIl5TgrKzADGDqyuN0e19Zl8Vslu22X3TxofMpX1aEFyV0kCR214piRXh7a1s0Mmd1WrY7O1t3fG4PTE6HiSnQ+vHiXa3MMnzaHAqUnkPy0uHdAPvArMXwct+H/zJJ72Rb4GDOWd7Ro8Q++RTxr71e5nFKD2eMOn6MejcgcJBLBDQlxU9+y2G5IwVxcZhzckgsSlKTvXETl8aN41hkFJlr13J++AiORzWyBGYlXXzxJY5FRiHLMlmbN2PKVHq1cg8dIunzL5DN1vez5PDDtJ9+sgRmAJcnv0XidOX8od/OKbc3rHgunu+zz6C7ygBYEARBED1ngiBUwbnkbO77chsLnmxH/QA3CoxmGr5h7RX7Zp19pju56AfdOP/R/CiNID6hNb+++R0TuobZ1T2blEWPDzcSIiXxo+srtA4JBfagimmDOS+Y+Z7Ps9RVy/rkVKYUjuAHU28ebeXLg2EZbCuox6PtQjh4MZO/jyXy5YYznEvJIXz8CsvxH2oTypv9G9NxxnpSswsAuKO2F3NHtaHQaMbDWYuc34PTXbthzshAU6i0vWNwRyg9TFGtgd7TQa2DHbNsX7MM0tRAGHcOZoTb7hfWHkb9hVBJkuSw58ycqyzunbF8OWpvL7yHDwezGU2tWqj0eswFBSS8O9VS3+fx/92wJpfFmJRUqXqyycSZu+zX/UtfqizJULo3EJRsknJBgc1+JZcCaHhgP+eGPgBA8uefE/nvYSSNhsw19sGq2scHp8hIsrduBcC1Rw9cS60bWJrfc6NRe7jjNWxYJV6hIAiCUJoIzgRBuCqFJjPdPtgAwN0fb7LbPqpjBC5L8u3Ki83ycQP+oI95M3P/HcObD1t7qPIKTYz6YTfbzqSgxcgW/QtEh1iDN0OEEvyMREnQ8LubK9/FL2RMMy8MO2fCvxAJsBZaAC1C29Hp7md5ZI3tR938XbHM32Wdf9QvOpAv7gmCL1vCnW+CfyOI222TdQ7gix5fOH5Rai2Ed4Yds2h4Xzzxuz3IuOCCKV+FxslsG5j1/QCaPgB6kTq8PKasbJK/+spaoFY77DmTSiwYnfbjPNJ+nGd5XnfN31waOw7j5cuWMr8XX7w+DS6HS6tWBL77Djn79xM/8U0Kzpwh7v9eIPNv6wLVUcePAZDx999c/D8lc6n7gAEVHjvgzYk4RUahcjWgDQpG7aok3qm3fh2mK1eIGXyfTf3ieZ7FjjeJxtClM+ZM61wx165d8XnqySolPJB0Onz+d/MDYEEQhJpKBGeCIFyVWf+cKXPb3y91IcDTzKUxtuWvjbDPcLfFNxlTkpl9F9JoEuSBTqPi3i+2cvyy8iNxt/4Z4jTlZ8YDGBUYwOGdM23KTmu1TPDzYc7FXXSM3cHA8HkcynJnwcMRfLIjg/m7Lljqrvy/zjQKcIa3fZWC36w/LD3reXDltIH/vaDmizu/QK0qpz2RfeHx9ajObyH3n7lALsknfanVtES65QlxIiirpKSZMy3rm+nr16fg/HmH2RovFy0q7ciZu3uib6AkffEfPw6fRx+9Lm2tSNjcH5DUanS1a1N4IZbkWbNsAjOA3IMHcYqOtgRmABnLltnUqbt2DebMTPQNGyKpVMhmc5kJRrRBQWiDgnC7+y4y16zFc+hQrixaZNleZ/kyzvZXgr/sTZsBpaeswdYtDo8nCIIg3BgiOBME4aqkZlt7xcJ9XDiXkkN0sAfvDgnivr86EJgiUzJUOhQucTpYom2ttgyuP5hxm8dZtj2t/pPBs+znr/Rv4ovn6WxGBASW2Y4JrcczbbeyrthiNwPnnVz5wVXPvNpDGH5eSQneqXYI6y/EMfNy0byu2TDNuw6vDX6FTxNb8Ez3+njnX4S3m9scO1aj4ZhOS89W6awYHEKmOpPWtVpX/OaE3AEhdyDrlgC5mCP6AUVrojW5XwRmVyF33z7L4zrL/uRE23aYc3Lt6uUddpANs4T8ohT2NyswA9v0+5oSmRBLyli5ioT33rcrV3t5UfuneRTExNjN4apM5sfgDz/EnJOD5OJiCc5CvpyFvl49Io8dJX78BNKLlpTwHDyovEMJgiAIN4AIzgRBsJBluczJ/rGpOXR+T0ms0TLMk9+fVeaemMwmms9rziOrlXodj1qTL/zRXmJ+VxXv13uY3h0nANDUrymLD3/Ht6d+Jds5CbJsz/NY20AmHVQywdXxbkBMVoxlW+fgzvSJ6EO/Ov1QSSrWXFjLnoQ9vOXrY6lTHJgVe6KWP0suWoe1kXoWt5WjeT2yP7y/3FK8PrABLzg5SuCg9OQ5a5wdbHMs5LNPOTdkKPkxsfDGZ5CZAF3HVLyjYJF3xDbJizkri7RffiFg4hs216g2NJTC2FjCf/0Vfb26YDZjysrmdNeu1p1vocVTPYfcz+VJkyzPGx48wIlmzUmdO9emLP/kSbL++Qff0aOR1Gr0dcvOOFoeSadDXZTFsnjopGWbJBE4fRr+48ehMhhshogKgiAIN8et840lCMJNI8sy28+m8PA3Oy1lnzzQnJ6NA0jJKsDNSWMJzACGt69teXw42bbnQlUiM978bkqPQYvGD1rKQtxCaBHaFU79yin3FJvgbEm7kzQ/8DCZkkT/0CBSs2JoF9iOHfFKavBZd9km3Piu13c0/bFpua/tjE7Htx5u/C89E+771jps8bg1MCO0LS9o4ss9ztVwatIEUDIJ0vK3ajvuf1rREEfjpUuW9cRksxnnpk1BJeEc3cRSVWUwEPzJx1x88SXU3t7U37jhZrQYALWHh81zSaUiYskfaHx80Pj52dUPeP11VHo9ztHROEdHX/f2SZKEpsQi24IgCMLNJYIzQbjNbD+TwsLdF3i6W108nXXU8rCmI0/Oymf7mRQGNAuylH298QzTVh23O86LCw/YlXWq58uXw1ri5mS9w7763GrL4yein6DR6e3AAQx3p/Jukpr+3aeh8oywOU7HYKXXLVgdxzmnh8lt/CB53afg9fnDAMz09iS1aCiYRqVh8wObHfbolSxbfd9q/F382ZOwh3aBSlr8g0kHGbZyGJ94e9FW602cqys9J6WhmnMXXNyr7Dg2hkvmPPjNdh2rJ5s+yexDs5Uqrcfanbs8kiShcnPDuXnziisLdkqmeC8d3MS/OYmg92aQ9PnnXJm/oMxjuPfujduRu22GFN5odVf/hcrd3a7cKTLS5nn9rVs41bETAN7DRZZDQRCE/zIRnAnCbeahb5RepiUHLlnKDk3uSdPJ1gQEz8/fT5CHE5fSbYfxhXo7s/DJ9hy5lMETP+6x2fby3Q14vEswapWZp9Y8hafek6mdphKXGUeERwR/dp8FHzfm/CYfctAT2mcUYbtmQWP7eSwalfLR87dCF6baAAAexUlEQVSrAXNSCs5HFuB8RPmhnSlJLHS3zs3qV6cfnk5lL9j7cbeP2ZuwlyBXJeAsDswAmvk1s74vbjJsGsOYTWP47f7faODVgNS8VMZuGsvOeKXH8Ld7lPLi4Z1PN32ajIIMfJx9uFq6iAi7siuLF+N8xx3oHWwTrOSCAsvj8F8X2WzL3rrVEshU5GYGZgC62rUrrgRofHyos+xPsRi5IAiCIIIzQbidbD2d7LC8ZGBWrGRgNqJ9bfo3DaJNhDcAQZ7OnJvez26f6Lm2w6xWxqxUyn2j4ePGAOQk6AGQ+k6DPlMr/ME51ceLN1LSAFjt4syrAdahXnuG7UGv1pe7/1217+Ku2neVuf3tjm8zcetEm7L7/ryPb3p+wxN/P2Epa+DVgHqe9ZS2F7VZq9ZWKTADyDt0yOa5KT2d+DeUdpSe+yPYKrl4sy5MWUrB78UXSfrkE/vKajUN9++zL69h9PXr3+wmCIIgCLeAilM9CbcekxGWjIazG5RVbgWhyCNzlB6gke1rc256P85M7WvZ1jjInc1ju1Pbx4UR7WtzZ6Q/nz7UgphpfZkysIklMAPAbL+e1Km0U2WeNz/viuMN5QRmU5s8DcBCdzeeDvADJw/eq20d7jWz+8wKA7PKuLfevXx919c80PABvrrLum5WycDsizu/YPGAxaik6v9INOfkAGAqtWba9XZl8WJM6ek2ZaasbLI2bryh7agKc77Sc+Y/5lVLmdvd9gF42A8/EHXkX1RFCS8EQRAEoaYTwVlN9EM/OPAT/DgQvutVcX3htpaeU0hugYmHi4YzBrjreWtgEzDmo04+zsg7fBndvS7Ln+9EqLcLG8d0Z8rAJnz7aGvuaeSFtO9H+OMZOL4CshJhsidM8YLlL9mcZ/Cfgx2ev1F+Pi+eVuZvyY8pPXSuJTPllaFPi6csj7e6ONMi2IfEvBRA6e3qEdbj6t+MMnQI7sAb7d6gY3BHDo2w7dGa23suXUK6lJmlsqoMXbsAcGnceACyd+yo1uOXJ+/kSeLfmMjJtu1syhOmTyP2qafJ3rXrhrWlKuR8pedM7WPttVR7W28e+I8dS+SRfzG0a3vD2yYIgiAI15MY1lhFsixbssTN7T2Xxr6Nq+UufyVODLElfuTF7iy7rlBjfLslhreXH+X3ZzvQMsyLvEIThSYzLjoN760+ztcbz9rU7xikwSkshaw8I4+Xmhv253NF83FWjoF9c3kLYNw5mB4G+RlQvxfcPQUS/rVZcJmDv9g2as93yh/gYutRluIt5+NwNZtZ7mpAK8v0zVZ6hmjzJHmZrgAYunSu8DUXzzsrZjQbAZjaaSoD6g6ocP+qkiSJxQMWs/rcaoY1Goa3k3fFO1WBvk5dsjduImvDBgAuT3zTss2Unm6X6KJamayLNafMmYPH4MFovL0pvBALQM7OXRjatLl+579G5qJhjSonazIbtYcHKjc3AsaNxfP++29W0wRBEAThuhLBWUWSTsLix6D9aOVHrUG5k3s06RC1UmUSPWHkXyMB2DdsH1r1dVwnxmyCuKIf4i1HQMoZOL8V3g2Cx1ZCkMgMd6uIT8/F01mHVi2hVkmWXpkCo5mfd57n4bZhqCWJuLRcjsVn8PbyowAMnrWN2j4unE/JKff4Wy8Z2TrbtifGx6Bj/Svd8HDWwG+Pw+ES633NCLc+PrVa+VOSpAJZGcr4RFgdDujU/HYuhjCjEjDNilkCbkrg5WE2w7jzDHQuStKRlwEaJ9DouNBKWai55Jyh8jhrnMk1WhcWfijyIfpG9C1nj+rR0LshDb0bXtdzqAwGAOTCQkxXbId95uzdi1uP6usZLE/iBx+Se/AgvqNHk1PUY5b8xRf4Pf/cDTl/VVxZ9KtdmaRS0XD3rd3jJwiCIAjXSgRn5bmwE77rqTxe8gwAZmCyrzf7cgx8+p1yd3rkS2pynSRm7J5B34i+nEo7xaHkQwyLGkaUT5TdYTMKlLkn7jr7FMsOyTK5f40jYe+3BBuNzPVwZ2baBvo6BzENUBVmw+yuMDm9wkMJ119mXiHtp623K48O9uDwReXf6K1lR+2292ocwOojCQ4Dsw+GNGNAs0DyCsxo1BKNJ1mDq/lPtMPXVUeErwGNWgVrJpF+ZDFrXQ1M9vNhQGY2U5OV4YK4+EJOiaQhkf3hwZ+Vx8Z8jiYfYcfqkWAy0i80CC+9FxHOfiQkKe3d+8BWcCp13RY9N+fkYM5SFi3zfvTRSr1Xywct58yVM2y7tI3Gvo3pHd67UvvVCCXm7Zlzc202Zf695roGZyWzHQJkrllL5pq1ts0rKLimuVoZq1aBJOHeu/r/zdJ++gkAY2pqtR9bEARBEG5lIjgDkGVL6myLwjxLYGbW+yG1e5J3/53FQnc3JFnm8S3WH15zPzbx8uNqFrKQhScWWsr/PPMnmx7YhJeTssDnlbwrPLHmCY6nKmtKdQruxKfdP62wt+3SkV/plbgKQoNsylfmX2JPaBDrYotSpmdeBrdaVX4bhOox7Fvl7v4rmkU8r1kCwDZTIxISvWjkdAlPOY3/003B1z+QFWcKaV/Hh7FdfGkcEcKQOfnoNSqy8418+cgdFJjM1PUzWK5NvUZJDf5DbwPdunWzP3naOeJ3fEbP2qGWomVuBh6RDUwNa0CwV12CVC680H6iXZpxWa3jgdUjbQ+Xn0ZafhpoNTzQ8AF0Tu7IRqMyvFajsfk/c26Ysj6TpNVWOoW5v4s//i7+tA9qX6n6NUlxzxnYB0vpS5Yg6fUEvjX5upzbnJ9fYZ2YgfdSd9VK8o4dQx8ZiSRJ5B09iuTkjL5Oxan+L770MgD6ZXWrPdOgytUVc1YWGl/faj2uIAiCINzq/vPB2b696wh45jmOA/W3bUXj7Q2FuZB8ClOBxPkNtchPlWDu99yHM/dhdHicj+aYLD1oyDJqM5jUEl0Wdinz3FsubmHGrmn83x0vklmQSaAhUMkWV5inzCVbOwn50n4+9vMBV+sPPX2BTL14mUm/mBn9jBq57TNIO7+EDxvC0B+h0cDqfpuESkjNLuDlRQc4HJvKeM1CntYss2zroD5KIfB0LX+a58kc9fqASckpfOGUDZ3msfePexji681b0cNo3uWN8k+0ajx1LiVA167WbIg5qbDmTbIP/ETP8FC7XR50B66c5NCVkwB8e+Y3m0WWPfQeZBdkW+rvH76faTunkWPMYd2FdeQZ87i/wf3knznD2X79LfUaHjxA9tZtxD37rLVs396rfOduT94jhpP4/vsADhNwXFm4kCsLF+I7ejRqby90YWG4dq54rl5lyKV66orVWbkCbUAAJ+5oRUFMDMlffUXSJzOVjZJkk/3V4/77CHzzTaQKetfODriH4I8+JP/0aTSBgXgNGVLldqctWIhz82Z4DBxI2s8/43b33VU+liAIgiDURJJ8A1Oxt2rVSt6zZ0/FFW8QWZZZ17UxwYnW98DlgWbUyvwbrcHE8aW1kArKTmj5YYsHOOEdxux175dZ55ExagrVEJwCye7Qf5fMA3sKUbubmNnaiU1NJJt04wNy8tmtU3NZo0Ety5iKtgWa3PHNf5cC9Qne/sh2rZ+hEzQ8mZbO81dKDGsc+AW0GHa1b4li8Sj49zd4fh9414HUs+BT17aOqRAWDoOTfynPO76oJJuoFQ1R94ChZt3xlgvzyPioFR65sWR0exd3Zy1Xki7i2WsCGSYN+2KS6dggAK3aej0YTWYy8ozMX7eLHSdi2Zriigy8qZnHY5qiYYddxxHXqB8hR1cSfeEXxycvZX/MBetdk/u/V5JynNts2V6IcldFMvhDr6lw5Hc4oaw3NtPLgzmeSqKJRxs/ysORD9Pzt55X9V4svXcpdTzq2JUbU1M51aFjuft6PfIItSZWEFz+hxyLtB3W7Pv8c2h8/bg8aZLD+g0PHkClv/bEQqXP6z5gALVefw21pzJP8PTdPSmMja3UsUI+/4y4F18i7NtvMbRtgzEpidRffiHly68c1m+wc4ddspMNGzY47umtoN1iPTjhZqnsNSsItwpxzdYskiTtlWW5lcNt/+XgDGDtu8+w9+xG7tla9vvwyv/UmNQgoUdKGU9UmC9O/r4MuSOEFmFeHDqbiDzgLnSmwiq1IdkNsp1gVSsV65tbf/yHJsk0uChT/6JMj0Nlt+/HHiqWt5HYfy7Wtiu0ojloyafg5yHgEQK9p8M/71p+5AMQPVT5+/Aia9mEOAq3zUK7cWrFL+yez5TEJdXFbIak4xDQqMqHKDSZ+eefdQRtmYBGJRNpPs0ZQqhLXIX7/mNqxlznkYQ45UJBNo2zt9NddYBaUppd3X16PSODAqrcTss5z8exx9mJMf5KsNslJ5dNLs4AbDsXi1uJ/79/GVws9b7r9R2taynJOb7/93tMsomhDYfirHbm9a2vsypmFQAGrYFf+//Kx/s+Zs35Nbze9nUejHyQ/LNnUbu7Y0xJxZR+BUObNpy+8y4KL14EoM6K5TY9aC5t2lD7x7nX/HpvN0mzZpH86WeW56Gzv8a1SxdyDx7k3AMP2tX3GHgPQTNmXPN5i4Ocumv+RmUwKCMCSoh96mmH6535jxlD4vvvo4uIoCAmxm67pNUiF1o/57wefpi0X2xvOmgCAghfuIDT3boDUO+f9ez7Zg6NOrTn8jvv4t63L/6vvoKksr3xJRcUcLxpM5syEZwJN4v4oSvUNOKarVlEcFaBDRs2sHjZaEavsF9494nn1QxoPZxB9QdRy1Cr3CQeOXv2YMrMxLVjR9BqOR5lH0TowsOpNXkyai9PYgbea7c93QXy9Rr80+yHT6o8PDAXLSrbcP8+9s35BcMXH1i2v/1yML/c8wn8MxVOrID/OwAFWbBvHvR4HSQ16F2LGpsK75UzrySwGcQfLHt7kSdcPqZHxp8MUm/hfeMDAEzU/mTZnv/0TvS1Im32kWWZ7WdS8HTRYYzbR1K+CkNOHJ5nl3PeuTG1Lv9Ds7zdnHBpSY5fc5BUZKtciby8DN+cMyT3/w7fOwbb9DjKssy5uDgupOUj52eRLetpGB5KhK+BxMw8dp9LY+62cwTHruBT3edlvp7lDafT/8R4Yp0iCc07XuHrB8jR++Pk7oMqSfkheUWlonPtkOKG2bTz+17f09y/ObIsU2gu5Nl1zxLhEcGENhPIKMig+6LulTpneR6JeoTxbcZjzs8ne+s2nJtGX9XcHVNWNidbOfy8AKDhgf2onJyQZRk5L4+CCxfQ+PqiKbEmlaBI/XEeCVOtNzLCfvgeQzvr2mPFQZRbz55k/v03HoMGETStEjc+KnCyfQd0YWGEL1zgcHvJHipJr8f/1Vdx790LjZ+fpTx71y4ujBjpaHcAPB98gFpvvokxKZmMFStw79WT03faLxRdFtc778SldSu8R45EkiQyVq2yzGMDZXisysWl0scThOokfugKNY24ZmsWEZxVYMOGDWjrqvnox2dIc4UkTwnPLJl8D2c2PbgZJ41TxQdxQJZlsjdtwqVdO4dDlfLPxnB5yhS8HnwQXUQEMQPt54oZOnfGc8j9GNq0sQxJKmZMSSH2yafIO3LEUra+gT+FXmqeD96HWlfGv22/j2DFy3bF2U6BnHNvxRRTLYzmHH658jN6GR4tGMNxcxg7nJ4HwGyE3xM6Mt7rKTr5SPx7MZOQhuFIGRm4+ntz4dJlOqkO826hMtwzWfImQ+3JXueOHPC/F7kwl5fPP4uvlFHp97Ism9VtaGY6giSbcZNykc2Ql6Yl8YA7wR3TeECaiIxEbSmB17Q/45mXhblAxXnTvbi5B2KUTJxyyca3Xj02rv2JjvEeeBRqUQ/oyTlfmS73v4BKkuDcFljxCoS2AbUWAhpD5ABwK9E7FrMZMuPpfWIOricvMXqZiVpFGdTVI4bgf0cHzAlJmLIycbmjFbn79+Pery+60FDM2dlILi5IkkS+KZ95R+cxc99My6GfbfYswxsNZ+mZpXQN6Uqf3/s4fD8+6fYJPcJ6cGHUKHK2W1Pt19+ymaxNm9H4+6Px9SHv2HHi33gDfYMG6OvXQ+3hScZfq/B+5BHrHCQHwhfMx7m5WLKhslK+/c4y7wwg/LfFODdubHluLihAUqmQNBpOdu6MW/ceBE55q9LHz9m7FyQJl5YtbcpPtGqNx6BB1Hr9NYf75R46xLmhys2UsoZSyrJM6nffYWjfHqdGjchc/w8XX30Vn8cew71fX/R17Ie+Jn7yCSlffW1T5tK6NTm7dwPK4tGJ771ns92pWVNUeidLmn/fZ5/B7//+r5LvgCBcH+KHrlDTiGu2ZhHBWQWKL+iMggyu5F0hzD2MQlPh9V2zzIHUn34m4Z13cL3zTkJmfoKkqVy+FmNSEqc62yceyRuUxiE/DXXyC2ldkM88NzcijIXclZOLDKyTXTh7MISTHiEsD++MyjkWtSqHl7Ztpu1xmU96B5KT3p4X9v9Orh5y9OAyYSL+Py2FvYccN8bbEyk3H8/Bg3C7+CmGWgWO6xW3PU+FbIYC/3A0ibFotUZSQl/GmONMruk8RmdndE1akJGZik/rIWT++CgNc7ZRIq8mhZIOso2c/tM+U6VrUB6FOWoKs9VoXKAgvew5hOXZEC0ROXYy3VsPtZQVZy1M+fFHUmZ/gzk9HXXblph27qvSOYpJTk74jBqFc8sWaNu3RqdSEjIUZ0Y05+ezaetWApoF8vrW13mtzWvkGnNJzElkUPgAEqZN48p8xz0mleXSti3OTZvi1KQJ7r16IpvNdsPQhIpl79jJhRLLCpTXG3S6Vy+co5sS/IHjOayZGzZgaNPGZv/iHrCSw//O9O9PwekzeD/6KAHjx5XZNlmWkQsLrymdvqNjFo8YKNmmkj8a5MJCkmbNwhh/mfQlS2z219evR/hvv1VrmwShKsQPXaGmEddszSKCswrcDhf0gse602z75Ws6hhm42p/fCZ4QUGJ93VhfCC2xjFbgffUwGLdgavUy6kNfo5azUGlkzGpnUjJ7kvzn7sqdSKuBQmWop1GvIejJTrg07gs+EUh6HTH3VJyh0qRVc9FfjS67gBVtVJz3l6gTL7O7gUSvlCA0sQmounXg7KFNZLlrGTu/4nTk5Ql89x08Bg3ClJJC2oKF6GqHoQsLI3vHTiStFpWLM4kffmRZG0zS65EdpEB3bnUHuXv2ogkIQHLSU3j+AgCGDu3J3rbdUs+pWVPyDlqDZt9nn8Xr4Yc41UnJAKjx98eYmKhs1GpxbtYU52bN8LzvfiSNmqxNm1F7euLcNBpdWNg1vXbBKmPVKvJOnsT/hRfKrXd20GC0gYF4jxiByx0tkbTKzSG5sJDTd95l+bdrsGO7pRe9ODjzf/UV8s/GEDBuLCfbKsMmQ7+dowyxvsEy16/HKSoKbWCgpaysz9jUuXNJmDYdgMhDByvMDCkIN8rt8LtA+G8R12zNIoKzCtwOF/TO85t5Z8EzTBg2G48cGdWAxyvcx6iCw/W1uEnOaDPzUEdHEXowHtf7BpHn707hm+8T7wXJ93Wmeat+XPlyNm4Hz7KkncSKNirqRtzB8EbDWXB8ATEZMdxd+24MWgPzd3xNeILMxAX2c/hkScYpUCb/kjUMvOAHPhkgyeBSACtbSeiM4JkFAUYXvOOzOe8Paa4SHY+Vfb1uj5T4ZKAKWSUhyTJDN5lJ9JTY3Fii8xGZPfUlMl2U3qfJ7SczqP4g8ox5uGjLntdiysoma+MGPls9mV6bssh0Bq0JjoRJmFz0ZGpN6PKMLGurou0JmY5HzOwb2YY3H/3Bdt28co6vcnG29EoVXLhA1oYN5B05QvrSPy31dPXqIkkq8k+dqvCYho4dCZ45E3WJ5RdKEr1gt6aS88Bc2rej8EIstX+aR96RI8Q997xN3cB33ib+jYnlHu9WSqZR3mesbDJVel08QbhRboffBcJ/i7hmaxYRnFXgdryg0+PPc3j66zR5/nVcgkLZ+tRQIl6ZgNfFTFIyLuPTuTseIRUvNFsVecY8YtJjmPL5/bw5XwnQTtcCtzzbXjaTBNOHqnDv3JXNF62p4nuE9iAxJ5F/U/7FWeNMrjEXjaShX51+OGcbOb1pGffsNJPsLnGxgRdOJjWkpJI9vD/5KjM6tY6DSQc5l3GOCI8IWge05nDyYSZ3mEyIWwhuWrdKBU4lGc1GruRfwdfZl+TcZApMBQS5BlFoLkSFCrVKjSzLxGTEEOEecdXHd8Scn09hXBy6OnXsjrfpjyVEXjiPMSmJgFdfJfffI6i9PG3mMwk1S+k08nY0GjA6XmextNrzfsSldetqaFX1uB0/Y4Xbm7hmhZpGXLM1S3nB2X9+EerblUdgbTrNtGZN7D6vKEV+c/AoY5/q4qRxIsonilpdejI0fC0AgYZAOgR14NLSX+nyr8y/w9qQ5e/Ke21fI8g16KqOb7z7HXZd3kV370Z4OnlWvEM10Kg0+DorGQ+L/wbQqqzzEiVJcrg+WFWp9Hr0des63Gb28sR/kDXbp2unGz98TaheYT98z4VHH3O4Td8oijq//05hQgJnevexLDJdd+0adCFKZlBzfj65Bw/i0qKFZUikIAiCIAg1iwjOhOvm4+4f2xd2mHzNx9WoNHQI6nDNxxGEW0nJFPsllewF0wYEELnfccIZlV6PoU2b69Y+QRAEQRCuPxGcCYIg3CIknQ65QMlwWnf1X+hq177JLRIEQRAE4UYSWQEEQRBuEYai7Iq1f5onAjNBEARB+A8SPWeCIAi3CP+xY9AGBeHcrNnNboogCIIgCDeBCM4EQRBuEfqICGpNfONmN0MQBEEQhJtEDGsUBEEQBEEQBEG4BYjgTBAEQRAEQRAE4RYggjNBEARBEARBEIRbgAjOBEEQBEEQBEEQbgEiOBMEQRAEQRAEQbgFiOBMEARBEARBEAThFiCCM0EQBEEQBEEQhFuACM4EQRAEQRAEQRBuASI4EwRBEARBEARBuAWI4EwQBEEQBEEQBOEWIIIzQRAEQRAEQRCEW4AIzgRBEARBEARBEG4BIjgTBEEQBEEQBEG4BUiyLN+4k0lSEnD+hp2w8nyB5JvdCEG4CuKaFWoScb0KNY24ZoWaRlyzNUttWZb9HG24ocHZrUqSpD2yLLe62e0QhMoS16xQk4jrVahpxDUr1DTimr19iGGNgiAIgiAIgiAItwARnAmCIAiCIAiCINwCRHCmmH2zGyAIV0lcs0JN8v/t3N3LFGUYx/HvD+1FDakOilJBA+kVwgqxhA4qyCiyk8DAkgiCsLIIQvsLOoiooITQykiSsKAIesM6DIs0MDNJNPQpS08q6aCyrg7mPlhEpYMHd9z9fmDZmWtmlln4Mcy1e99jXnW6MbM63ZjZEeGcM0mSJEnqAf85kyRJkqQeGOvmLMmSJLuT7Emyetjno/GVZE6Sz5LsSrIzyapWPz/JJ0m+b+/nDRyzpmV3d5JbB+rXJtnRtr2QJMP4Thp9SaYk2Z7k/bZuXtVbSc5NsjnJd+1ae72ZVZ8lebzdE3yT5M0kZ5vZ0Te2zVmSKcCLwG3AFcA9Sa4Y7llpjB0Fnqiqy4FFwMqWx9XAlqqaD2xp67Rty4ArgSXASy3TAGuBB4H57bXkVH4RjZVVwK6BdfOqPnse+LCqLgOupsuumVUvJZkFPApcV1VXAVPoMmlmR9zYNmfAQmBPVe2tqr+ATcDSIZ+TxlRVHayqbW35CN1Nwyy6TG5ou20A7mrLS4FNVfVnVe0D9gALk1wEzKyqz6ubUPr6wDHSpEkyG7gdWDdQNq/qpSQzgRuB9QBV9VdV/YqZVb9NBaYlmQpMB37CzI68cW7OZgEHBtYnWk0aqiRzgQXAVuDCqjoIXQMHXNB2O1F+Z7XlY+vSZHsOeBL4d6BmXtVXlwCHgVfbUNx1SWZgZtVTVfUj8AywHzgI/FZVH2NmR944N2fHG2/roys1VEnOAd4GHquq30+263FqdZK6NGmS3AEcqqqv/u8hx6mZV51KU4FrgLVVtQD4gzYc7ATMrIaqzSVbCswDLgZmJFl+skOOUzOzp6Fxbs4mgDkD67Pp/i6WhiLJGXSN2caqeqeVf2lDEmjvh1r9RPmdaMvH1qXJtBi4M8kPdEPCb0ryBuZV/TUBTFTV1ra+ma5ZM7Pqq1uAfVV1uKr+Bt4BbsDMjrxxbs6+BOYnmZfkTLpJlO8N+Zw0ptqTk9YDu6rq2YFN7wEr2vIK4N2B+rIkZyWZRzfB94s2xOFIkkXtM+8bOEaaFFW1pqpmV9Vcumvnp1W1HPOqnqqqn4EDSS5tpZuBbzGz6q/9wKIk01vWbqabj25mR9zUYZ/AsFTV0SQPAx/RPQHnlaraOeTT0vhaDNwL7Ejydas9BTwNvJXkAboL9d0AVbUzyVt0NxdHgZVV9U877iHgNWAa8EF7SaeCeVWfPQJsbD/I7gXup/uR2syqd6pqa5LNwDa6DG4HXgbOwcyOtHQPbpEkSZIkDdM4D2uUJEmSpN6wOZMkSZKkHrA5kyRJkqQesDmTJEmSpB6wOZMkSZKkHrA5kyRJkqQesDmTJEmSpB6wOZMkSZKkHvgPRb38U48TPBQAAAAASUVORK5CYII=\n", "text/plain": ["<Figure size 1080x432 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["(df/df.iloc[0,:]).plot(figsize=(15,6),grid = True); #\u5f52\u4e00\u5316\u753b\u51fa\u8d70\u52bf"]}, {"cell_type": "code", "execution_count": 304, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 1080x432 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["(res.total/10000-(df/df.iloc[0,:]).mean(axis=1)).plot(figsize=(15,6),grid = True); #\u589e\u5f3a\u6548\u679c"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### \u6d77\u9f9f\u7b56\u7565\n", "\n", "\u6d77\u9f9f\u7b56\u7565\u662f\u4e00\u4e2a\u7ecf\u5178\u7684\u8d8b\u52bf\u7b56\u7565\uff0c\u5305\u542b\u5b8c\u6574\u7684\u52a0\u4ed3\u6b62\u635f\u903b\u8f91\uff0c\u5177\u4f53\u53ef\u4ee5\u53c2\u8003\uff1ahttps://zhuanlan.zhihu.com/p/27987938 \u3002\u6211\u4eec\u8fd9\u91cc\u5c06\u5b9e\u73b0\u4e00\u4e2a\u7b80\u5355\u7684\u7248\u672c\u7528\u4e8e\u56de\u6d4b\u3002\n", "\n", "\u6d77\u9f9f\u7684\u7b56\u7565\u5468\u671f\u5bf9\u7b56\u7565\u5f71\u54cd\u5f88\u5927\uff0c\u4e0d\u6613\u9009\u62e9\u592a\u77ed\u7684\u5468\u671f\uff0c\u8fd9\u91cc\u9009\u62e96h\u3002\u5510\u5b89\u5947\u901a\u9053\u5468\u671f\u9009\u62e95\uff0c\u4ed3\u4f4d\u6bd4\u4f8b\u6839\u636e\u56de\u6d4b\u9009\u62e9\u4e860.003.\u5f53\u4ef7\u683c\u7a81\u7834\u901a\u9053\u4e0a\u8f68\u5f00\u591a1\u4e2a\u5355\u4f4d\uff0c\u5f00\u4ed3\u540e\u5982\u679c\u4ef7\u683c\u7ee7\u7eed\u4e0a\u6da80.3\u4e2a\u6ce2\u52a8\u7387\uff0c\u7ee7\u7eed\u52a0\u4ed31\u4e2a\u5355\u4f4d\uff0c\u4ef7\u683c\u8dcc\u7834\u6700\u8fd1\u5f00\u4ed3\u4ef7\u76842.5\u4e2a\u6ce2\u52a8\u7387\u6b62\u635f\u3002\u7a7a\u5355\u539f\u7406\u76f8\u540c\u3002\u7531\u4e8eETH\u7684\u5927\u725b\u5e02\uff0c\u6d77\u9f9f\u7b56\u7565\u6293\u4f4f\u4e86\u4e3b\u8981\u7684\u8d8b\u52bf\uff0c\u6700\u7ec8\u5b9e\u73b0\u4e8627\u500d\u7684\u6536\u76ca\uff0c\u671f\u95f4\u6700\u5927\u6760\u67464\u500d\u3002\n", "\n", "\u6d77\u9f9f\u7684\u53c2\u6570\u548c\u5468\u671f\u5173\u7cfb\u5bc6\u5207\uff0c\u9700\u8981\u901a\u8fc7\u56de\u6d4b\u9009\u62e9\uff0c\u6bcf\u6b21\u5f00\u4ed3\u7684\u5355\u4f4d\u4e5f\u8981\u6ce8\u610f\u4e0d\u53ef\u8fc7\u5927\uff0c\u907f\u514d\u98ce\u9669\u592a\u9ad8\u3002\n", "\n", "\u4ece\u6700\u7ec8\u7684\u51c0\u503c\u56fe\u53ef\u4ee5\u770b\u51fa\uff0c\u6d77\u9f9f\u662f\u4e2a\u957f\u671f\u7b56\u7565\uff0c\u671f\u95f4\u53ef\u80fd3-4\u4e2a\u6708\u90fd\u6ca1\u6536\u76ca\uff0c\u53cd\u590d\u6b62\u635f\uff0c\u4f46\u4e00\u65e6\u6709\u5355\u8fb9\u7684\u5927\u884c\u60c5\uff0c\u6d77\u9f9f\u53ef\u4ee5\u987a\u52bf\u7d2f\u8ba1\u5f88\u5927\u7684\u4ed3\u4f4d\u5e76\u4e14\u62ff\u5230\u8d8b\u52bf\u7684\u672b\u5c3e\uff0c\u83b7\u5f97\u5f88\u591a\u76c8\u5229\u3002\u5728\u4e0a\u6da8\u7684\u672b\u5c3e\uff0c\u7b56\u7565\u4f1a\u7d2f\u79ef\u5f88\u591a\u4ed3\u4f4d\uff0c\u6b64\u65f6\u7684\u6ce2\u52a8\u4f1a\u6bd4\u8f83\u5927\uff0c\u5f80\u5f80\u5f88\u5927\u7684\u76c8\u5229\u90fd\u56de\u64a4\u4e86\u3002\u4f7f\u7528\u6d77\u9f9f\u7b56\u7565\u9700\u8981\u63a5\u53d7\u6d77\u9f9f\u7684\u7f3a\u70b9\u5e76\u4e14\u8010\u5fc3\u7b49\u5f85\u3002"]}, {"cell_type": "code", "execution_count": 424, "metadata": {}, "outputs": [], "source": ["symbol = 'ETH'\n", "df = GetKlines(symbol=symbol,start='2019-8-11',end='2021-8-11',period='6h')"]}, {"cell_type": "code", "execution_count": 425, "metadata": {}, "outputs": [], "source": ["df.index = pd.to_datetime(df.time,unit='ms')"]}, {"cell_type": "code", "execution_count": 568, "metadata": {}, "outputs": [], "source": ["M = 5 #\u5510\u5947\u5b89\u901a\u9053\u5468\u671f\u6570\n", "pct = 0.003 #\u52a0\u4ed3\u5360\u603b\u4ed3\u4f4d\u6bd4\u4f8b\n", "df['up'] = df['high'].rolling(M).max().shift(1) #\u5510\u5947\u5b89\u901a\u9053\u4e0a\u8f68\uff0c\u7528\u4e8e\u505a\u591a\u7a81\u7834\u5224\u65ad\n", "df['down'] = df['low'].rolling(M).max().shift(1)\n", "df['middle'] = (df['up']+df['down'])/2\n", "df['true_range'] = pd.concat([df['high']-df['low'],df['high']-df['close'].shift(1),df['close'].shift(1)-df['low']],axis=1).max(axis=1)\n", "df['N'] = df['true_range'].rolling(50).mean() #N\u76f8\u5f53\u4e8e\u6700\u8fd1\u6ce2\u52a8\u7387\uff0c\u7528\u4e8e\u52a0\u4ed3\u548c\u6b62\u635f\u7684\u5224\u65ad"]}, {"cell_type": "code", "execution_count": 572, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["\u6700\u7ec8\u5e02\u503c\uff1a 280760.566996\n"]}], "source": ["open_times = 0.3 #\u5f00\u4ed3\u5224\u65ad\n", "stop_times = 2.5 #\u6b62\u635f\n", "e = Exchange([symbol], fee=0.0004, initial_balance=10000) #\u624b\u7eed\u8d39\u8bbe\u7f6e\u4e3a\u5403\u5355\u4e074\n", "res_list = [] \n", "last_price = 0 #\u4e0a\u6b21\u5f00\u4ed3\u4ef7\n", "for row in df.iterrows():\n", "    kline = row[1]\n", "    if kline.isnull().sum() > 0: #\u7565\u8fc7\u65e0\u6570\u636e\u90e8\u5206\n", "        continue\n", "    unit = e.account['USDT']['total']*pct/kline.N #\u5f00\u4ed3\u5355\u4f4d\u6570\u91cf\n", "    \n", "    if kline.high >  kline.up and e.account[symbol]['amount'] == 0: #\u7b2c\u4e00\u6b21\u5f00\u591a\u4ed3\n", "        e.Buy(symbol,kline.up,unit) #\u6ce8\u610f\u8fd9\u91cc\u7684\u4ea4\u6613\u4ef7\u683c\n", "        last_price = kline.up\n", "    if e.account[symbol]['amount'] > 0 and kline.high > last_price + open_times*kline.N: #\u591a\u4ed3\u52a0\u4ed3\n", "        e.Buy(symbol,last_price + open_times*kline.N,unit)\n", "        last_price = last_price + open_times*kline.N\n", "    if e.account[symbol]['amount'] > 0 and kline.low < last_price - stop_times*kline.N: #\u591a\u4ed3\u6b62\u635f\n", "        e.Sell(symbol,last_price - stop_times*kline.N,e.account[symbol]['amount'])\n", "        \n", "    if kline.low <  kline.down and e.account[symbol]['amount'] == 0: #\u7a7a\u4ed3\u5f00\u4ed3\n", "        e.Sell(symbol,kline.down,unit)\n", "        last_price = kline.down\n", "    if e.account[symbol]['amount'] < 0 and kline.low < last_price - open_times*kline.N: #\u7a7a\u4ed3\u52a0\u4ed3\n", "        e.Sell(symbol,last_price - open_times*kline.N,unit)\n", "        last_price = last_price - open_times*kline.N\n", "    if e.account[symbol]['amount'] < 0 and kline.high > last_price + stop_times*kline.N: #\u7a7a\u4ed3\u6b62\u635f\n", "        e.Buy(symbol,last_price + stop_times*kline.N,-e.account[symbol]['amount'])\n", "        \n", "    e.Update({symbol:kline.close})\n", "    res_list.append([kline.time, kline.close, e.account[symbol]['amount']*kline.close, e.account['USDT']['total']])\n", "res = pd.DataFrame(data=res_list, columns=['time','price','value','total'])\n", "res.index = pd.to_datetime(res.time,unit='ms')\n", "print('\u6700\u7ec8\u5e02\u503c\uff1a',res['total'][-1])"]}, {"cell_type": "code", "execution_count": 573, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 1080x432 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["res.total.plot(figsize=(15,6),grid = True);"]}, {"cell_type": "code", "execution_count": 571, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["<Figure size 1080x432 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["(res.value/res.total).plot(figsize=(15,6),grid = True);"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## \u603b\u7ed3\n", "\n", "\u719f\u7ec3\u4f7f\u7528jupyter notebook\u7814\u7a76\u5e73\u53f0\uff0c\u53ef\u4ee5\u5f88\u65b9\u4fbf\u7684\u8fdb\u884c\u6570\u636e\u83b7\u53d6\u3001\u6570\u636e\u5206\u6790\u3001\u7b56\u7565\u56de\u6d4b\u3001\u56fe\u8868\u5c55\u793a\u7b49\u5de5\u4f5c\uff0c\u662f\u91cf\u5316\u4ea4\u6613\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002\u5982\u679c\u4f60\u73b0\u5728\u5bf9\u7b56\u7565\u7f16\u5199\u65e0\u5934\u7eea\uff0c\u4e0d\u59a8\u5148\u5206\u6790\u6570\u636e\u3002\u5bf9\u4e8e\u65b0\u624b\uff0c\u63a8\u8350\u8d44\u6e90\uff1a\n", "\n", "\u5229\u7528 Python \u8fdb\u884c\u6570\u636e\u5206\u6790 \uff1a https://wizardforcel.gitbooks.io/pyda-2e/content/\n", "\n", "Python \u91cf\u5316\u4ea4\u6613\u6559\u7a0b : https://wizardforcel.gitbooks.io/python-quant-uqer/content/"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": []}], "metadata": {"kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.3"}}, "nbformat": 4, "nbformat_minor": 4}