{"cells": [{"metadata": {}, "cell_type": "markdown", "source": "## \u5e01\u5b89\u671f\u8d27\u591a\u5e01\u79cd\u5bf9\u51b2\u7b56\u7565\u7814\u7a76\n\n\u5e01\u5b89\u671f\u8d27\u6700\u8fd1\u53d1\u8d77\u4e86\u201c\u5343\u56e2\u5927\u6218\u201d\u6d3b\u52a8\uff08\u6d3b\u52a8\u5730\u5740\uff1ahttps://www.binance-cn.com/cn/futures/activity/tournament \uff09\u3002FMZ\u91cf\u5316\u5e73\u53f0\u5b98\u65b9\u4e5f\u7ec4\u7ec7\u4e86\u56e2\u961f\uff0c\u76f4\u63a5\u641c\u7d22\u201cFMZ\u201d\u5c31\u53ef\u4ee5\u627e\u5230\uff0c\u76ee\u524d\u5df2\u7ecf\u6709200\u591a\u4eba\uff0c\u6b22\u8fce\u53c2\u4e0e\uff0c\u53c2\u52a0\u540e\u53ef\u52a0\u4e0b\u65b9\u5fae\u4fe1\uff0c\u56de\u590d\u201c\u5e01\u5b89\u201d\u62c9\u5fae\u4fe1\u7fa4\u3002\n\n<img src=\"https://www.fmz.com/upload/asset/1fbed0c3795dbecac04.jpg\" />\n\n\u53c2\u4e0e\u6d3b\u52a8\u7684\u7528\u6237\u5747\u53ef\u83b7\u53d6\u6b64\u5e01\u5b89\u671f\u8d27\u7b56\u7565\uff08\u7b56\u7565\u6e90\u7801\u5c06\u5728\u6d3b\u52a8\u524d\u653e\u51fa\uff0c\u4e5f\u53ef\u4ee5\u76f4\u63a5\u6839\u636e\u6b64\u62a5\u544a\u81ea\u5df1\u7684\u4ee3\u7801\uff09\u3002\u672c\u7bc7\u5373\u4e3a\u6b64\u7b56\u7565\u7684\u7814\u7a76\u62a5\u544a\u3002**\u6ce8\u610f\u7b56\u7565\u53ea\u4f9b\u53c2\u8003\uff0c\u53ef\u4ee5\u5728\u6b64\u57fa\u7840\u4e0a\u63d0\u51fa\u81ea\u5df1\u7684\u601d\u8def\u8fdb\u884c\u4f18\u5316\uff0c\u4e5f\u6b22\u8fce\u5206\u4eab\u3002**\u62a5\u544a\u53ef\u76f4\u63a5\u5728FMZ\u7f51\u7ad9\u7684\u7814\u7a76\u73af\u5883\u76f4\u63a5\u4f7f\u7528\uff08\u70b9\u51fb\u53f3\u4e0a\u89d2\u4e0b\u8f7d\uff0c\u5728\u7814\u7a76\u73af\u5883\u4e2d\u4e0a\u4f20\uff09\u3002\n\n\u7814\u7a76\u73af\u5883\u70b9\u51fb\u63a7\u5236\u4e2d\u5fc3\uff0c\u518d\u70b9\u51fb\u7bad\u5934\u4f4d\u7f6e\u5373\u53ef\u8fdb\u5165\uff0c\u6253\u5f00\u4e0a\u4f20\u7684.pynb\u540e\u7f00\u7684\u6587\u4ef6\uff0c\u6309shift+enter\u9010\u884c\u8fd0\u884c\u5373\u53ef\u3002\u7814\u7a76\u73af\u5883\u7684\u4f7f\u7528\u5e2e\u52a9\u91cc\u6709\u57fa\u7840\u7684\u4f7f\u7528\u6559\u7a0b\u3002\n<img src=\"https://www.fmz.com/upload/asset/1b39347a88aa4cff916.jpg\" />\n\n### 1.\u7b56\u7565\u7f18\u7531\n\n\u5e01\u5b89\u73b0\u8d27\u4e0a\u67b6\u4e86\u8bb8\u591a\u5c71\u5be8\u5e01\uff0c\u867d\u7136\u77ed\u671f\u6da8\u8dcc\u4e0d\u5b9a\uff0c\u5982\u679c\u7528\u65e5\u7ebf\u89c2\u5bdf\u4e45\u4e00\u4e9b\uff0c\u5c31\u4f1a\u53d1\u73b0\u57fa\u672c\u90fd\u8dcc\u4e8690%\u4ee5\u4e0a\uff0c\u6709\u7684\u751a\u81f3\u53ea\u6709\u6700\u9ad8\u4ef7\u96f6\u5934\u7684\u96f6\u5934\u3002\u53ef\u662f\u73b0\u8d27\u5e76\u6ca1\u6709\u666e\u904d\u7684\u505a\u7a7a\u624b\u6bb5\uff0c\u9664\u4e86\u4e0d\u78b0\u5c71\u5be8\u5e01\uff0c\u6ca1\u6709\u7279\u522b\u7684\u5efa\u8bae\u3002\u6700\u8fd1\u4e24\u6708\u5e01\u5b89\u671f\u8d27\u4e0a\u7ebf\u4e86\u4e8c\u5341\u591a\u4e2a\u6c38\u7eed\u5408\u7ea6\uff0c\u5176\u4e2d\u5927\u591a\u6570\u65f6\u4e3b\u6d41\u5e01\u79cd\uff0c\u4e5f\u6709\u4e00\u4e9b\u9ed8\u9ed8\u65e0\u95fb\u3002\u8fd9\u7ed9\u4e86\u6211\u4eec\u505a\u7a7a\u8fd9\u4e9b\u5c71\u5be8\u5e01\u7ec4\u5408\u7684\u624b\u6bb5\u3002\u5229\u7528\u5c71\u5be8\u5e01\u5bf9\u4e8eBTC\u5f80\u5f80\u4e0b\u8dcc\u4ee5\u53ca\u5c71\u5be8\u5e01\u7684\u8d70\u52bf\u76f8\u5173\u7cfb\u6570\u5f88\u9ad8\uff0c\u53ef\u4ee5\u8bbe\u8ba1\u51fa\u4e24\u79cd\u7b56\u7565\u3002\n\n### 2.\u7b56\u7565\u539f\u7406\n\n\u7b2c\u4e00\u4e2a\u7b56\u7565\uff1a\u7b56\u7565\u5c06\u5206\u6563\u7b49\u503c\u505a\u7a7a\u9009\u5b9a\u7684\u4e00\u7bee\u5b50\u5c71\u5be8\u5e01\uff0c\u540c\u65f6\u7b49\u4ed3\u4f4d\u505a\u591a\u6bd4\u7279\u5e01\u5bf9\u51b2\uff0c\u964d\u4f4e\u98ce\u9669\u548c\u6ce2\u52a8\u7387\u3002\u968f\u7740\u4ef7\u683c\u7684\u6ce2\u52a8\uff0c\u4e0d\u65ad\u8c03\u6574\u4ed3\u4f4d\u4fdd\u6301\u7a7a\u5934\u4ef7\u503c\u6052\u5b9a\u548c\u591a\u5934\u4ed3\u4f4d\u5bf9\u7b49\u3002\u672c\u8d28\u4e0a\u65f6\u505a\u7a7a\u5c71\u5be8\u5e01-\u6bd4\u7279\u5e01\u4ef7\u683c\u6307\u6570\u3002\n\n\u7b2c\u4e8c\u4e2a\u7b56\u7565\uff1a\u5c06\u505a\u7a7a\u4ef7\u683c\u9ad8\u4e8e\u5c71\u5be8\u5e01-\u6bd4\u7279\u5e01\u4ef7\u683c\u6307\u6570\u7684\u5e01\u79cd\uff0c\u505a\u591a\u4f4e\u4e8e\u6307\u6570\u7684\u5e01\u79cd\uff0c\u504f\u79bb\u8d8a\u5927\uff0c\u4ed3\u4f4d\u8d8a\u5927\u3002\u540c\u65f6\u5c06\u672a\u5bf9\u51b2\u7684\u5934\u5bf8\u7528BTC\u5bf9\u51b2\uff08\u4e5f\u53ef\u4e0d\u5bf9\u51b2\uff09\u3002"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "# \u9700\u8981\u5bfc\u5165\u7684\u5e93\nimport pandas as pd\nimport requests\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport numpy as np\n%matplotlib inline", "execution_count": 1, "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "### 3.\u7b5b\u9009\u9700\u8981\u7684\u5e01\u79cd\n\n\u5e01\u5b89\u6c38\u7eed\u5408\u7ea6\u5f53\u524d\u4e0a\u67b6\u5e01\u79cd\uff0c\u7528API\u83b7\u53d6\uff0c\u4e0d\u5305\u542bBTC\u517123\u4e2a\u3002\u4f46\u7814\u7a76\u73af\u5883\u4e0d\u80fd\u8bbf\u95ee\u5916\u7f51\uff0c\u8fd9\u91cc\u76f4\u63a5\u7ed9\u51fa\u5217\u8868\u3002"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "#Info = requests.get('https://fapi.binance.com/fapi/v1/exchangeInfo')\n#symbols = [symbol_info['baseAsset'] for symbol_info in Info.json()['symbols']]\nsymbols = ['ETH', 'BCH', 'XRP', 'EOS', 'LTC', 'TRX', 'ETC', 'LINK', 'XLM', 'ADA', 'XMR', 'DASH', 'ZEC', 'XTZ', 'BNB', 'ATOM', 'ONT', 'IOTA', 'BAT', 'VET', 'NEO', 'QTUM', 'IOST']", "execution_count": 2, "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "\u9996\u5148\u6211\u4eec\u7814\u7a76\u4e00\u4e0b\u8fc7\u53bb\u4e00\u5e74\u5c71\u5be8\u5e01\u5bf9\u6bd4\u7279\u5e01\u7684\u4ef7\u683c\u8d70\u52bf\uff0c\u6570\u636e\u6211\u5df2\u7ecf\u63d0\u524d\u4e0b\u8f7d\u597d\uff0c\u5e76\u4f20\u5230\u4e86\u8bba\u575b\u4e0a\uff0c\u53ef\u4ee5\u5728\u7814\u7a76\u73af\u5883\u4e2d\u76f4\u63a5\u5f15\u7528"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "price_btc = pd.read_csv('https://www.fmz.com/upload/asset/1ef1af8ec28a75a2dcb.csv', index_col = 0)\nprice_btc.index = pd.to_datetime(price_btc.index,unit='ms') #\u7d22\u5f15\u4f4d\u65e5\u671f", "execution_count": 3, "outputs": []}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "price_btc.tail()", "execution_count": 4, "outputs": [{"output_type": "execute_result", "execution_count": 4, "data": {"text/plain": "                 ETH       BCH       XRP       EOS       LTC       TRX  \\\n0                                                                        \n2020-03-21  0.021434  0.035580  0.000026  0.000368  0.006196  0.000002   \n2020-03-22  0.021026  0.034852  0.000025  0.000367  0.006086  0.000002   \n2020-03-23  0.021010  0.034186  0.000024  0.000353  0.006021  0.000002   \n2020-03-24  0.020529  0.033712  0.000024  0.000347  0.006012  0.000002   \n2020-03-25  0.020727  0.033480  0.000024  0.000348  0.005996  0.000002   \n\n                 ETC      LINK       XLM       ADA  ...       XTZ       BNB  \\\n0                                                   ...                       \n2020-03-21  0.000810  0.000367  0.000006  0.000005  ...  0.000268  0.001956   \n2020-03-22  0.000789  0.000341  0.000006  0.000005  ...  0.000253  0.001918   \n2020-03-23  0.000768  0.000348  0.000006  0.000005  ...  0.000259  0.001883   \n2020-03-24  0.000751  0.000343  0.000006  0.000004  ...  0.000261  0.001842   \n2020-03-25  0.000786  0.000339  0.000006  0.000004  ...  0.000258  0.001857   \n\n                ATOM       ONT      IOTA       BAT           VET       NEO  \\\n0                                                                            \n2020-03-21  0.000351  0.000060  0.000022  0.000022  4.700000e-07  0.001007   \n2020-03-22  0.000330  0.000059  0.000022  0.000021  4.400000e-07  0.001022   \n2020-03-23  0.000326  0.000058  0.000022  0.000021  4.400000e-07  0.001032   \n2020-03-24  0.000318  0.000057  0.000021  0.000023  4.500000e-07  0.001022   \n2020-03-25  0.000321  0.000056  0.000021  0.000023  4.600000e-07  0.001020   \n\n                QTUM          IOST  \n0                                   \n2020-03-21  0.000199  5.600000e-07  \n2020-03-22  0.000197  5.000000e-07  \n2020-03-23  0.000191  5.100000e-07  \n2020-03-24  0.000189  4.900000e-07  \n2020-03-25  0.000187  4.900000e-07  \n\n[5 rows x 23 columns]", "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>ETH</th>\n      <th>BCH</th>\n      <th>XRP</th>\n      <th>EOS</th>\n      <th>LTC</th>\n      <th>TRX</th>\n      <th>ETC</th>\n      <th>LINK</th>\n      <th>XLM</th>\n      <th>ADA</th>\n      <th>...</th>\n      <th>XTZ</th>\n      <th>BNB</th>\n      <th>ATOM</th>\n      <th>ONT</th>\n      <th>IOTA</th>\n      <th>BAT</th>\n      <th>VET</th>\n      <th>NEO</th>\n      <th>QTUM</th>\n      <th>IOST</th>\n    </tr>\n    <tr>\n      <th>0</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>2020-03-21</td>\n      <td>0.021434</td>\n      <td>0.035580</td>\n      <td>0.000026</td>\n      <td>0.000368</td>\n      <td>0.006196</td>\n      <td>0.000002</td>\n      <td>0.000810</td>\n      <td>0.000367</td>\n      <td>0.000006</td>\n      <td>0.000005</td>\n      <td>...</td>\n      <td>0.000268</td>\n      <td>0.001956</td>\n      <td>0.000351</td>\n      <td>0.000060</td>\n      <td>0.000022</td>\n      <td>0.000022</td>\n      <td>4.700000e-07</td>\n      <td>0.001007</td>\n      <td>0.000199</td>\n      <td>5.600000e-07</td>\n    </tr>\n    <tr>\n      <td>2020-03-22</td>\n      <td>0.021026</td>\n      <td>0.034852</td>\n      <td>0.000025</td>\n      <td>0.000367</td>\n      <td>0.006086</td>\n      <td>0.000002</td>\n      <td>0.000789</td>\n      <td>0.000341</td>\n      <td>0.000006</td>\n      <td>0.000005</td>\n      <td>...</td>\n      <td>0.000253</td>\n      <td>0.001918</td>\n      <td>0.000330</td>\n      <td>0.000059</td>\n      <td>0.000022</td>\n      <td>0.000021</td>\n      <td>4.400000e-07</td>\n      <td>0.001022</td>\n      <td>0.000197</td>\n      <td>5.000000e-07</td>\n    </tr>\n    <tr>\n      <td>2020-03-23</td>\n      <td>0.021010</td>\n      <td>0.034186</td>\n      <td>0.000024</td>\n      <td>0.000353</td>\n      <td>0.006021</td>\n      <td>0.000002</td>\n      <td>0.000768</td>\n      <td>0.000348</td>\n      <td>0.000006</td>\n      <td>0.000005</td>\n      <td>...</td>\n      <td>0.000259</td>\n      <td>0.001883</td>\n      <td>0.000326</td>\n      <td>0.000058</td>\n      <td>0.000022</td>\n      <td>0.000021</td>\n      <td>4.400000e-07</td>\n      <td>0.001032</td>\n      <td>0.000191</td>\n      <td>5.100000e-07</td>\n    </tr>\n    <tr>\n      <td>2020-03-24</td>\n      <td>0.020529</td>\n      <td>0.033712</td>\n      <td>0.000024</td>\n      <td>0.000347</td>\n      <td>0.006012</td>\n      <td>0.000002</td>\n      <td>0.000751</td>\n      <td>0.000343</td>\n      <td>0.000006</td>\n      <td>0.000004</td>\n      <td>...</td>\n      <td>0.000261</td>\n      <td>0.001842</td>\n      <td>0.000318</td>\n      <td>0.000057</td>\n      <td>0.000021</td>\n      <td>0.000023</td>\n      <td>4.500000e-07</td>\n      <td>0.001022</td>\n      <td>0.000189</td>\n      <td>4.900000e-07</td>\n    </tr>\n    <tr>\n      <td>2020-03-25</td>\n      <td>0.020727</td>\n      <td>0.033480</td>\n      <td>0.000024</td>\n      <td>0.000348</td>\n      <td>0.005996</td>\n      <td>0.000002</td>\n      <td>0.000786</td>\n      <td>0.000339</td>\n      <td>0.000006</td>\n      <td>0.000004</td>\n      <td>...</td>\n      <td>0.000258</td>\n      <td>0.001857</td>\n      <td>0.000321</td>\n      <td>0.000056</td>\n      <td>0.000021</td>\n      <td>0.000023</td>\n      <td>4.600000e-07</td>\n      <td>0.001020</td>\n      <td>0.000187</td>\n      <td>4.900000e-07</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows \u00d7 23 columns</p>\n</div>"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "\u5148\u628a\u8fd9\u4e9b\u5e01\u79cd\u4ef7\u683c\u753b\u51fa\u6765\u770b\u770b\u8d8b\u52bf\uff0c\u6570\u636e\u8981\u5f52\u4e00\u5316\u3002\u53ef\u4ee5\u770b\u5230\u9664\u4e86\u56db\u4e2a\u5e01\u79cd\u5916\uff0c\u5176\u4f59\u5e01\u79cd\u7684\u4ef7\u683c\u8d70\u52bf\u57fa\u672c\u4e00\u81f4\uff0c\u5448\u73b0\u51fa\u4e0b\u964d\u8d8b\u52bf\u3002"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "price_btc_norm = price_btc/price_btc.fillna(method='bfill').iloc[0,]\nprice_btc_norm.plot(figsize=(16,6),grid = True,legend=False);", "execution_count": 5, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<Figure size 1152x432 with 1 Axes>", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "\u5c06\u6700\u540e\u4ef7\u683c\u53d8\u5316\u6392\u4e00\u4e0b\u5e8f\uff0c\u5c31\u53ef\u4ee5\u627e\u5230\u660e\u663e\u4e0d\u540c\u7684\u51e0\u4e2a\u5e01\uff0c\u5206\u522b\u662fLINK\uff0cXTZ\uff0cBCH, ETH\u3002\u8bf4\u660e\u5b83\u4eec\u5f80\u5f80\u80fd\u8d70\u51fa\u72ec\u7acb\u884c\u60c5\uff0c\u505a\u7a7a\u5b83\u4eec\u98ce\u9669\u8f83\u9ad8\uff0c\u9700\u8981\u6392\u9664\u7b56\u7565\u4e4b\u5916\u3002\n\u5c06\u5269\u4f59\u7684\u5e01\u79cd\u518d\u753b\u4e00\u4e2a\u76f8\u5173\u7cfb\u6570\u7684\u70ed\u529b\u56fe\uff0c\u53d1\u73b0ETC\uff0cATOM\u7684\u8d70\u52bf\u4e5f\u76f8\u5bf9\u7279\u6b8a\uff0c\u53ef\u4ee5\u6392\u9664\u3002"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "price_btc_norm.iloc[-1,].sort_values()[-5:]", "execution_count": 6, "outputs": [{"output_type": "execute_result", "execution_count": 6, "data": {"text/plain": "ETH     0.600417\nETC     0.661616\nBCH     1.141961\nXTZ     2.512195\nLINK    2.764495\nName: 2020-03-25 00:00:00, dtype: float64"}, "metadata": {}}]}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "trade_symbols = list(set(symbols)-set(['LINK','XTZ','BCH', 'ETH'])) #\u5269\u4f59\u7684\u5e01\u79cd", "execution_count": 7, "outputs": []}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "plt.subplots(figsize=(12, 12)) # \u8bbe\u7f6e\u753b\u9762\u5927\u5c0f\nsns.heatmap(price_btc[trade_symbols].corr(), annot=True, vmax=1, square=True, cmap=\"Blues\");", "execution_count": 8, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<Figure size 864x864 with 2 Axes>", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "\u6700\u540e\u5269\u4f59\u7684\u5e01\u79cd\u4e00\u5e74\u5e73\u5747\u4e0b\u8dcc66%\uff0c\u663e\u7136\u6709\u5145\u8db3\u7684\u505a\u7a7a\u7a7a\u95f4\u3002\u628a\u8fd9\u4e9b\u5e01\u7684\u8d8b\u52bf\u5408\u6210\u51fa\u5c71\u5be8\u5e01\u4ef7\u683c\u6307\u6570\uff0c\u53d1\u73b0\u57fa\u672c\u4e00\u8def\u4e0b\u8dcc\uff0c\u53bb\u5e74\u4e0b\u534a\u5e74\u8f83\u7a33\u5b9a\uff0c\u4eca\u5e74\u53c8\u5f00\u59cb\u4e00\u8def\u4e0b\u8dcc\u3002\u672c\u6b64\u7814\u7a76\u7b5b\u9009\u51fa'LINK','XTZ','BCH', 'ETH', 'ETC','ATOM','BNB','EOS','LTC'\u4e0d\u53c2\u4e0e\u7b2c\u4e00\u4e2a\u7b56\u7565\u7684\u505a\u7a7a\uff0c\u5177\u4f53\u7684\u5e01\u79cd\u53ef\u4ee5\u81ea\u5df1\u56de\u6d4b\u3002\n\n**\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u73b0\u5728\u7684\u5c71\u5be8\u5e01\u6307\u6570\u5904\u4e8e\u8fc7\u53bb\u4e00\u5e74\u4e2d\u4f4e\u70b9\uff0c\u4e5f\u8bb8\u4e0d\u662f\u505a\u7a7a\u826f\u673a\uff0c\u53cd\u800c\u53ef\u4ee5\u505a\u591a\uff0c\u9700\u8981\u6839\u636e\u4e2a\u4eba\u9009\u62e9\u3002**\n"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "trade_symbols = list(set(symbols)-set(['LINK','XTZ','BCH', 'ETH', 'ETC','ATOM','BNB','EOS','LTC'])) #\u5269\u4f59\u7684\u5e01\u79cd\uff0c\u5177\u4f53\u51cf\u53bb\u54ea\u4e9b\uff0c\u53ef\u81ea\u5df1\u8bbe\u5b9a\u3002\n1-price_btc_norm[trade_symbols].iloc[-1,].mean()", "execution_count": 9, "outputs": [{"output_type": "execute_result", "execution_count": 9, "data": {"text/plain": "0.6714306758250285"}, "metadata": {}}]}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "price_btc_norm[trade_symbols].mean(axis=1).plot(figsize=(16,6),grid = True,legend=False);", "execution_count": 12, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<Figure size 1152x432 with 1 Axes>", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "### 4.\u5e01\u5b89\u6c38\u7eed\u6570\u636e\n\n\u540c\u6837\u7684\uff0c\u5e01\u5b89\u6c38\u7eed\u7684\u6570\u636e\u5df2\u7ecf\u6574\u7406\u597d\u4e86\uff0c\u4f60\u4e5f\u53ef\u4ee5\u5728\u81ea\u5df1\u7684notebook\u4e2d\u76f4\u63a5\u5f15\u7528\uff0c\u6570\u636e\u662f2020\u5e741\u670828\u52303\u670831\u65e5\u76841h\u884c\u60c5K\u7ebf\uff0c\u56e0\u4e3a\u5e01\u5b89\u4e0a\u7ebf\u5927\u90e8\u5206\u6c38\u7eed\u5408\u7ea6\u7684\u65f6\u95f4\u5c31\u8fd9\u4e24\u4e2a\u6708\uff0c\u6240\u4ee5\u6570\u636e\u7528\u4e8e\u56de\u6d4b\u662f\u591f\u4e86\u3002"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "price_usdt = pd.read_csv('https://www.fmz.com/upload/asset/20227de6c1d10cb9dd1.csv ', index_col = 0)\nprice_usdt.index = pd.to_datetime(price_usdt.index)", "execution_count": 14, "outputs": []}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "price_usdt.tail()", "execution_count": 15, "outputs": [{"output_type": "execute_result", "execution_count": 15, "data": {"text/plain": "                         BTC     ETH     BCH     XRP    EOS    LTC      TRX  \\\n0                                                                             \n2020-04-07 23:00:00  7192.90  164.55  252.51  0.1925  2.632  44.83  0.01329   \n2020-04-08 00:00:00  7153.32  164.42  251.62  0.1914  2.591  44.41  0.01321   \n2020-04-08 01:00:00  7160.02  163.83  250.55  0.1924  2.601  44.53  0.01321   \n2020-04-08 02:00:00  7262.37  168.74  264.67  0.1972  2.684  45.94  0.01352   \n2020-04-08 03:00:00  7378.88  172.81  275.81  0.2003  2.741  46.68  0.01371   \n\n                       ETC   LINK      XLM  ...    XTZ     BNB   ATOM     ONT  \\\n0                                           ...                                 \n2020-04-07 23:00:00  5.475  2.729  0.04843  ...  1.960  14.725  2.346  0.4219   \n2020-04-08 00:00:00  5.415  2.719  0.04816  ...  1.928  14.588  2.321  0.4167   \n2020-04-08 01:00:00  5.428  2.758  0.04818  ...  1.943  14.592  2.320  0.4152   \n2020-04-08 02:00:00  5.586  2.808  0.04947  ...  1.995  14.902  2.378  0.4244   \n2020-04-08 03:00:00  5.720  2.838  0.05033  ...  2.052  15.339  2.419  0.4355   \n\n                       IOTA     BAT       VET    NEO   QTUM      IOST  \n0                                                                      \n2020-04-07 23:00:00  0.1632  0.1611  0.003873  7.719  1.373  0.003394  \n2020-04-08 00:00:00  0.1628  0.1600  0.003822  7.658  1.366  0.003368  \n2020-04-08 01:00:00  0.1628  0.1633  0.003815  7.657  1.369  0.003373  \n2020-04-08 02:00:00  0.1662  0.1674  0.003873  7.800  1.400  0.003442  \n2020-04-08 03:00:00  0.1700  0.1702  0.003930  7.965  1.420  0.003484  \n\n[5 rows x 24 columns]", "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>BTC</th>\n      <th>ETH</th>\n      <th>BCH</th>\n      <th>XRP</th>\n      <th>EOS</th>\n      <th>LTC</th>\n      <th>TRX</th>\n      <th>ETC</th>\n      <th>LINK</th>\n      <th>XLM</th>\n      <th>...</th>\n      <th>XTZ</th>\n      <th>BNB</th>\n      <th>ATOM</th>\n      <th>ONT</th>\n      <th>IOTA</th>\n      <th>BAT</th>\n      <th>VET</th>\n      <th>NEO</th>\n      <th>QTUM</th>\n      <th>IOST</th>\n    </tr>\n    <tr>\n      <th>0</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>2020-04-07 23:00:00</td>\n      <td>7192.90</td>\n      <td>164.55</td>\n      <td>252.51</td>\n      <td>0.1925</td>\n      <td>2.632</td>\n      <td>44.83</td>\n      <td>0.01329</td>\n      <td>5.475</td>\n      <td>2.729</td>\n      <td>0.04843</td>\n      <td>...</td>\n      <td>1.960</td>\n      <td>14.725</td>\n      <td>2.346</td>\n      <td>0.4219</td>\n      <td>0.1632</td>\n      <td>0.1611</td>\n      <td>0.003873</td>\n      <td>7.719</td>\n      <td>1.373</td>\n      <td>0.003394</td>\n    </tr>\n    <tr>\n      <td>2020-04-08 00:00:00</td>\n      <td>7153.32</td>\n      <td>164.42</td>\n      <td>251.62</td>\n      <td>0.1914</td>\n      <td>2.591</td>\n      <td>44.41</td>\n      <td>0.01321</td>\n      <td>5.415</td>\n      <td>2.719</td>\n      <td>0.04816</td>\n      <td>...</td>\n      <td>1.928</td>\n      <td>14.588</td>\n      <td>2.321</td>\n      <td>0.4167</td>\n      <td>0.1628</td>\n      <td>0.1600</td>\n      <td>0.003822</td>\n      <td>7.658</td>\n      <td>1.366</td>\n      <td>0.003368</td>\n    </tr>\n    <tr>\n      <td>2020-04-08 01:00:00</td>\n      <td>7160.02</td>\n      <td>163.83</td>\n      <td>250.55</td>\n      <td>0.1924</td>\n      <td>2.601</td>\n      <td>44.53</td>\n      <td>0.01321</td>\n      <td>5.428</td>\n      <td>2.758</td>\n      <td>0.04818</td>\n      <td>...</td>\n      <td>1.943</td>\n      <td>14.592</td>\n      <td>2.320</td>\n      <td>0.4152</td>\n      <td>0.1628</td>\n      <td>0.1633</td>\n      <td>0.003815</td>\n      <td>7.657</td>\n      <td>1.369</td>\n      <td>0.003373</td>\n    </tr>\n    <tr>\n      <td>2020-04-08 02:00:00</td>\n      <td>7262.37</td>\n      <td>168.74</td>\n      <td>264.67</td>\n      <td>0.1972</td>\n      <td>2.684</td>\n      <td>45.94</td>\n      <td>0.01352</td>\n      <td>5.586</td>\n      <td>2.808</td>\n      <td>0.04947</td>\n      <td>...</td>\n      <td>1.995</td>\n      <td>14.902</td>\n      <td>2.378</td>\n      <td>0.4244</td>\n      <td>0.1662</td>\n      <td>0.1674</td>\n      <td>0.003873</td>\n      <td>7.800</td>\n      <td>1.400</td>\n      <td>0.003442</td>\n    </tr>\n    <tr>\n      <td>2020-04-08 03:00:00</td>\n      <td>7378.88</td>\n      <td>172.81</td>\n      <td>275.81</td>\n      <td>0.2003</td>\n      <td>2.741</td>\n      <td>46.68</td>\n      <td>0.01371</td>\n      <td>5.720</td>\n      <td>2.838</td>\n      <td>0.05033</td>\n      <td>...</td>\n      <td>2.052</td>\n      <td>15.339</td>\n      <td>2.419</td>\n      <td>0.4355</td>\n      <td>0.1700</td>\n      <td>0.1702</td>\n      <td>0.003930</td>\n      <td>7.965</td>\n      <td>1.420</td>\n      <td>0.003484</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows \u00d7 24 columns</p>\n</div>"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "\u5148\u5f52\u4e00\u5316\u6570\u636e\u770b\u4e00\u4e0b\u6574\u4f53\u8d70\u52bf\uff0c\u57283\u6708\u4efd\u7684\u5927\u8dcc\u4e2d\uff0c\u76f8\u5bf9\u4e8e2\u6708\u521d\u7684\u4ef7\u683c\uff0c\u666e\u904d\u8170\u65a9\uff0c\u53ef\u89c1\u6c38\u7eed\u7684\u98ce\u9669\u4e5f\u5f88\u9ad8\uff0c\u8fd9\u6ce2\u5927\u8dcc\u4e5f\u662f\u5bf9\u7b56\u7565\u7684\u8003\u9a8c\u3002"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "price_usdt_norm = price_usdt/price_usdt.fillna(method='bfill').iloc[0,]\nprice_usdt_norm.plot(figsize=(16,6),grid = True,legend=False);", "execution_count": 16, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<Figure size 1152x432 with 1 Axes>", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "\u5c06\u6211\u4eec\u8981\u505a\u7a7a\u7684\u5e01\u76f8\u5bf9\u4e8e\u6bd4\u7279\u5e01\u7684\u6307\u6570\u4ef7\u683c\u753b\u51fa\u6765\uff0c\u7b56\u7565\u539f\u7406\u5c31\u662f\u505a\u7a7a\u8fd9\u6761\u66f2\u7ebf\uff0c\u6536\u76ca\u4e5f\u57fa\u672c\u4e0a\u662f\u8fd9\u6761\u66f2\u7ebf\u53cd\u8fc7\u6765\u3002"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "price_usdt_btc = price_usdt.divide(price_usdt['BTC'],axis=0)\nprice_usdt_btc_norm = price_usdt_btc/price_usdt_btc.fillna(method='bfill').iloc[0,]\nprice_usdt_btc_norm[trade_symbols].mean(axis=1).plot(figsize=(16,6),grid = True);\n#price_usdt_btc_norm.mean(axis=1).plot(figsize=(16,6),grid = True,legend=False);", "execution_count": 17, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<Figure size 1152x432 with 1 Axes>", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "### 5.\u56de\u6d4b\u5f15\u64ce\n\n\u7531\u4e8eFMZ\u672c\u5730\u56de\u6d4b\u5e76\u6ca1\u6709\u6240\u6709\u5e01\u79cd\u7684\u6570\u636e\uff0c\u4e5f\u4e0d\u652f\u6301\u591a\u5e01\u79cd\u56de\u6d4b\uff0c\u6240\u4ee5\u9700\u8981\u91cd\u65b0\u5b9e\u73b0\u4e00\u4e2a\u56de\u6d4b\u5f15\u64ce\uff0c\u5199\u7684\u6bd4\u8f83\u7b80\u5355\uff0c\u4f46\u4e5f\u57fa\u672c\u591f\u7528\u3002\u8003\u8651\u5230\u4e86\u624b\u7eed\u8d39\uff0c\u4f46\u57fa\u672c\u5ffd\u7565\u4e86\u8d44\u91d1\u8d39\u7387\uff0c\u6ca1\u6709\u8003\u8651\u7ef4\u6301\u4fdd\u8bc1\u91d1\u7684\u60c5\u51b5\u3002\u8bb0\u5f55\u4e86\u603b\u6743\u76ca\u3001\u5360\u7528\u4fdd\u8bc1\u91d1\u3001\u6760\u6746\u7b49\u5386\u53f2\u3002\u7531\u4e8e\u8fd9\u6b21\u7b56\u7565\u57fa\u672c\u591a\u7a7a\u5bf9\u7b49\u7684\uff0c\u6240\u4ee5\u8d44\u91d1\u8d39\u7387\u7684\u5f71\u54cd\u4e0d\u5927\u3002\n\n**\u56de\u6d4b\u5e76\u672a\u8003\u8651\u5230\u6ed1\u4ef7\u60c5\u51b5\uff0c\u53ef\u4ee5\u81ea\u884c\u52a0\u5927\u624b\u7eed\u8d39\u6a21\u62df\uff0c\u8003\u8651\u5230\u5e01\u5b89maker\u624b\u7eed\u8d39\u4f4e\uff0c\u5373\u4f7f\u662f\u51b7\u95e8\u5e01\u79cd\u7684\u76d8\u53e3\u5dee\u4ef7\u4e5f\u5f88\u5c0f\uff0c\u5b9e\u9645\u4e0b\u5355\u4e2d\u53ef\u4ee5\u5229\u7528\u51b0\u5c71\u59d4\u6258\u7684\u65b9\u5f0f\u4e0b\u5355\uff0c\u5f71\u54cd\u5e94\u8be5\u4e0d\u5927\u3002**\n\n\u521b\u5efa\u4ea4\u6613\u6240\u5bf9\u8c61\u65f6\uff0c\u9700\u8981\u6307\u5b9a\u8981\u4ea4\u6613\u7684\u5e01\u79cd\uff0cBuy\u505a\u591a\uff0cSell\u505a\u7a7a\uff0c\u7531\u4e8e\u6c38\u7eed\u7684\u9650\u5236\uff0c\u540c\u65f6\u591a\u7a7a\u4f1a\u81ea\u52a8\u5e73\u4ed3, \u5f53\u505a\u7a7a\u65f6\u5e01\u79cd\u6570\u91cf\u4e3a\u8d1f\u3002\u53c2\u6570\u5982\u4e0b\uff1a\n\n- trade_symbols\uff1a\u8981\u4ea4\u6613\u7684\u5e01\u79cd\u5217\u8868\n- leverage\uff1a\u6760\u6746\uff0c\u5f71\u54cd\u4fdd\u8bc1\u91d1,\n- commission\uff1a\u624b\u7eed\u8d39\uff0c\u9ed8\u8ba4\u4e075  \n- initial_balance\uff1a\u521d\u59cb\u8d44\u4ea7\uff0cUSDT\u8ba1\u4ef7\n- log\uff1a\u662f\u5426\u6253\u5370\u4ea4\u6613\u8bb0\u5f55"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "class Exchange:\n    \n    def __init__(self, trade_symbols, leverage=20, commission=0.00005,  initial_balance=10000, log=False):\n        self.initial_balance = initial_balance #\u521d\u59cb\u7684\u8d44\u4ea7\n        self.commission = commission\n        self.leverage = leverage\n        self.trade_symbols = trade_symbols\n        self.date = ''\n        self.log = log\n        self.df = pd.DataFrame(columns=['margin','total','leverage','realised_profit','unrealised_profit'])\n        self.account = {'USDT':{'realised_profit':0, 'margin':0, 'unrealised_profit':0, 'total':initial_balance, 'leverage':0}}\n        for symbol in trade_symbols:\n            self.account[symbol] = {'amount':0, 'hold_price':0, 'value':0, 'price':0, 'realised_profit':0, 'margin':0, 'unrealised_profit':0}\n            \n    def Trade(self, symbol, direction, price, amount, msg=''):\n        if self.date and self.log:\n            print('%-20s%-5s%-5s%-10.8s%-8.6s %s'%(str(self.date), symbol, 'buy' if direction == 1 else 'sell', price, amount, msg))\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        \n        self.account['USDT']['realised_profit'] -= price*amount*self.commission #\u6263\u9664\u624b\u7eed\u8d39\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['USDT']['margin'] -= cover_amount*self.account[symbol]['hold_price']/self.leverage #\u91ca\u653e\u4fdd\u8bc1\u91d1\n            \n            self.account[symbol]['realised_profit'] += -direction*(price - self.account[symbol]['hold_price'])*cover_amount\n            self.account[symbol]['amount'] -= -direction*cover_amount\n            self.account[symbol]['margin'] -=  cover_amount*self.account[symbol]['hold_price']/self.leverage\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['USDT']['margin'] +=  open_amount*price/self.leverage            \n            self.account[symbol]['hold_price'] = total_cost/total_amount\n            self.account[symbol]['amount'] += direction*open_amount\n            self.account[symbol]['margin'] +=  open_amount*price/self.leverage\n            \n        self.account[symbol]['unrealised_profit'] = (price - self.account[symbol]['hold_price'])*self.account[symbol]['amount']\n        self.account[symbol]['price'] = price\n        self.account[symbol]['value'] = abs(self.account[symbol]['amount'])*price\n        \n        return True\n    \n    def Buy(self, symbol, price, amount, msg=''):\n        self.Trade(symbol, 1, price, amount, msg)\n        \n    def Sell(self, symbol, price, amount, msg=''):\n        self.Trade(symbol, -1, price, amount, msg)\n        \n    def Update(self, date, close_price): #\u5bf9\u8d44\u4ea7\u8fdb\u884c\u66f4\u65b0\n        self.date = date\n        self.close = close_price\n        self.account['USDT']['unrealised_profit'] = 0\n        for symbol in self.trade_symbols:\n            if np.isnan(close_price[symbol]):\n                continue\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            if self.date.hour in [0,8,16]:\n                pass\n                self.account['USDT']['realised_profit'] += -self.account[symbol]['amount']*close_price[symbol]*0.01/100\n        \n        self.account['USDT']['total'] = round(self.account['USDT']['realised_profit'] + self.initial_balance + self.account['USDT']['unrealised_profit'],6)\n        self.account['USDT']['leverage'] = round(self.account['USDT']['margin']/self.account['USDT']['total'],4)*self.leverage\n        self.df.loc[self.date] = [self.account['USDT']['margin'],self.account['USDT']['total'],self.account['USDT']['leverage'],self.account['USDT']['realised_profit'],self.account['USDT']['unrealised_profit']]", "execution_count": 18, "outputs": []}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "# \u5148\u6d4b\u8bd5\u4e00\u4e0b\u56de\u6d4b\u5f15\u64ce\ne = Exchange(['BTC','XRP'],initial_balance=10000,commission=0,log=True)\n\ne.Buy('BTC',100, 5)\ne.Sell('XRP',10, 50)\n\ne.Sell('BTC',105,e.account['BTC']['amount'])\ne.Buy('XRP',9,-e.account['XRP']['amount'])\n\nround(e.account['USDT']['realised_profit'],4)", "execution_count": 16, "outputs": [{"output_type": "execute_result", "execution_count": 16, "data": {"text/plain": "75.0"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "### 6.\u7b2c\u4e00\u4e2a\u7b56\u7565\u4ee3\u7801\n\n\u7b56\u7565\u903b\u8f91\uff1a\n\n- 1.\u68c0\u67e5\u5e01\u79cd\u4ef7\u683c\uff0c\u5982\u679c\u4e0d\u4e3anan\uff0c\u5219\u53ef\u4ee5\u4ea4\u6613\n- 2.\u68c0\u67e5\u5c71\u5be8\u5e01\u5408\u7ea6\u4ef7\u503c\uff0c\u5982\u679c\u5c0f\u4e8e\u76ee\u6807\u503ctrade_value\uff0c\u5219\u5356\u7a7a\u76f8\u5e94\u7684\u5dee\u989d\uff0c\u5982\u679c\u5927\u4e8e\uff0c\u5219\u4e70\u5165\u5e73\u4ed3\u76f8\u5e94\u7684\u989d\u5ea6\u3002\n- 3.\u5c06\u6240\u6709\u5c71\u5be8\u5e01\u7a7a\u5934\u4ef7\u503c\u76f8\u52a0\uff0c\u8c03\u6574BTC\u4ed3\u4f4d\u4e0e\u4e4b\u53cd\u5411\u5bf9\u51b2\u3002\n\n\u505a\u7a7a\u7684\u4ef7\u503ctrade_value\uff0c\u51b3\u5b9a\u4e86\u4ed3\u4f4d\u7684\u5927\u5c0f\u3002\u8bbe\u7f6elog=True\u5c06\u6253\u5370\u4ea4\u6613\u65e5\u5fd7\n"}, {"metadata": {"trusted": true, "scrolled": true}, "cell_type": "code", "source": "# \u9700\u8981\u4e0eBTC\u5bf9\u51b2\ntrade_symbols = list(set(symbols)-set(['LINK','XTZ','BCH', 'ETH', 'ETC','ATOM','BNB','EOS','LTC'])) #\u5269\u4f59\u7684\u5e01\u79cd\ne = Exchange(trade_symbols+['BTC'],initial_balance=10000,commission=0.0005,log=False)\ntrade_value = 2000\nfor row in price_usdt.iloc[:].iterrows():\n    e.Update(row[0], row[1])\n    empty_value = 0\n    for symbol in trade_symbols:\n        price = row[1][symbol]\n        if np.isnan(price):\n            continue\n        if e.account[symbol]['value'] - trade_value  < -20 :\n            e.Sell(symbol, price, round((trade_value-e.account[symbol]['value'])/price, 6),round(e.account[symbol]['realised_profit']+e.account[symbol]['unrealised_profit'],2))\n        if e.account[symbol]['value'] - trade_value > 20 :\n            e.Buy(symbol, price, round((e.account[symbol]['value']-trade_value)/price, 6),round(e.account[symbol]['realised_profit']+e.account[symbol]['unrealised_profit'],2))\n        empty_value += e.account[symbol]['value']\n    price = row[1]['BTC']\n    if e.account['BTC']['value'] - empty_value < -20:\n        e.Buy('BTC', price, round((empty_value-e.account['BTC']['value'])/price,6),round(e.account['BTC']['realised_profit']+e.account['BTC']['unrealised_profit'],2))\n    if e.account['BTC']['value'] - empty_value > 20:\n        e.Sell('BTC', price, round((e.account['BTC']['value']-empty_value)/price,6),round(e.account['BTC']['realised_profit']+e.account['BTC']['unrealised_profit'],2))\nstragey_1 = e", "execution_count": 19, "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "\u6700\u7ec8\u5404\u4e2a\u5e01\u79cd\u7684\u5229\u6da6\u5982\u4e0b\uff1a"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "pd.DataFrame(stragey_1.account).T.apply(lambda x:round(x,3))", "execution_count": 20, "outputs": [{"output_type": "execute_result", "execution_count": 20, "data": {"text/plain": "      realised_profit    margin  unrealised_profit      total  leverage  \\\nUSDT         5576.449  2350.526           -536.669  15057.009     3.176   \nDASH          847.374    86.354           -272.925        NaN       NaN   \nIOST          926.829    88.409           -231.819        NaN       NaN   \nONT          1302.690    85.751           -284.984        NaN       NaN   \nXMR           654.856    77.073           -458.549        NaN       NaN   \nXLM           643.571    81.016           -379.678        NaN       NaN   \nIOTA         1358.780    82.337           -353.258        NaN       NaN   \nQTUM          902.930    87.172           -256.569        NaN       NaN   \nBAT          1013.011    82.470           -350.592        NaN       NaN   \nXRP           682.601    83.889           -322.224        NaN       NaN   \nVET          1278.532    78.069           -438.614        NaN       NaN   \nNEO          1109.221    83.870           -322.590        NaN       NaN   \nADA           982.309    81.397           -372.060        NaN       NaN   \nZEC          1173.761    82.286           -354.278        NaN       NaN   \nTRX           706.935    82.172           -356.555        NaN       NaN   \nBTC         -7708.165  1188.261           4234.779        NaN       NaN   \n\n          amount  hold_price      value     price  \nUSDT         NaN         NaN        NaN       NaN  \nDASH     -26.788      64.472   2000.000    74.660  \nIOST -574052.813       0.003   2000.000     0.003  \nONT    -4592.423       0.373   2000.000     0.436  \nXMR      -34.471      44.717   2000.000    58.020  \nXLM   -39737.731       0.041   2000.000     0.050  \nIOTA  -11764.706       0.140   2000.000     0.170  \nQTUM   -1408.451       1.238   2000.000     1.420  \nBAT   -11750.881       0.140   2000.000     0.170  \nXRP    -9985.022       0.168   2000.000     0.200  \nVET  -508905.852       0.003   2000.000     0.004  \nNEO     -251.099       6.680   2000.000     7.965  \nADA   -54510.766       0.030   2000.000     0.037  \nZEC      -52.618      31.277   2000.000    38.010  \nTRX  -145878.920       0.011   2000.000     0.014  \nBTC        3.795    6262.883  28000.001  7378.880  ", "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>realised_profit</th>\n      <th>margin</th>\n      <th>unrealised_profit</th>\n      <th>total</th>\n      <th>leverage</th>\n      <th>amount</th>\n      <th>hold_price</th>\n      <th>value</th>\n      <th>price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>USDT</td>\n      <td>5576.449</td>\n      <td>2350.526</td>\n      <td>-536.669</td>\n      <td>15057.009</td>\n      <td>3.176</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>DASH</td>\n      <td>847.374</td>\n      <td>86.354</td>\n      <td>-272.925</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-26.788</td>\n      <td>64.472</td>\n      <td>2000.000</td>\n      <td>74.660</td>\n    </tr>\n    <tr>\n      <td>IOST</td>\n      <td>926.829</td>\n      <td>88.409</td>\n      <td>-231.819</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-574052.813</td>\n      <td>0.003</td>\n      <td>2000.000</td>\n      <td>0.003</td>\n    </tr>\n    <tr>\n      <td>ONT</td>\n      <td>1302.690</td>\n      <td>85.751</td>\n      <td>-284.984</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-4592.423</td>\n      <td>0.373</td>\n      <td>2000.000</td>\n      <td>0.436</td>\n    </tr>\n    <tr>\n      <td>XMR</td>\n      <td>654.856</td>\n      <td>77.073</td>\n      <td>-458.549</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-34.471</td>\n      <td>44.717</td>\n      <td>2000.000</td>\n      <td>58.020</td>\n    </tr>\n    <tr>\n      <td>XLM</td>\n      <td>643.571</td>\n      <td>81.016</td>\n      <td>-379.678</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-39737.731</td>\n      <td>0.041</td>\n      <td>2000.000</td>\n      <td>0.050</td>\n    </tr>\n    <tr>\n      <td>IOTA</td>\n      <td>1358.780</td>\n      <td>82.337</td>\n      <td>-353.258</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-11764.706</td>\n      <td>0.140</td>\n      <td>2000.000</td>\n      <td>0.170</td>\n    </tr>\n    <tr>\n      <td>QTUM</td>\n      <td>902.930</td>\n      <td>87.172</td>\n      <td>-256.569</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-1408.451</td>\n      <td>1.238</td>\n      <td>2000.000</td>\n      <td>1.420</td>\n    </tr>\n    <tr>\n      <td>BAT</td>\n      <td>1013.011</td>\n      <td>82.470</td>\n      <td>-350.592</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-11750.881</td>\n      <td>0.140</td>\n      <td>2000.000</td>\n      <td>0.170</td>\n    </tr>\n    <tr>\n      <td>XRP</td>\n      <td>682.601</td>\n      <td>83.889</td>\n      <td>-322.224</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-9985.022</td>\n      <td>0.168</td>\n      <td>2000.000</td>\n      <td>0.200</td>\n    </tr>\n    <tr>\n      <td>VET</td>\n      <td>1278.532</td>\n      <td>78.069</td>\n      <td>-438.614</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-508905.852</td>\n      <td>0.003</td>\n      <td>2000.000</td>\n      <td>0.004</td>\n    </tr>\n    <tr>\n      <td>NEO</td>\n      <td>1109.221</td>\n      <td>83.870</td>\n      <td>-322.590</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-251.099</td>\n      <td>6.680</td>\n      <td>2000.000</td>\n      <td>7.965</td>\n    </tr>\n    <tr>\n      <td>ADA</td>\n      <td>982.309</td>\n      <td>81.397</td>\n      <td>-372.060</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-54510.766</td>\n      <td>0.030</td>\n      <td>2000.000</td>\n      <td>0.037</td>\n    </tr>\n    <tr>\n      <td>ZEC</td>\n      <td>1173.761</td>\n      <td>82.286</td>\n      <td>-354.278</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-52.618</td>\n      <td>31.277</td>\n      <td>2000.000</td>\n      <td>38.010</td>\n    </tr>\n    <tr>\n      <td>TRX</td>\n      <td>706.935</td>\n      <td>82.172</td>\n      <td>-356.555</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-145878.920</td>\n      <td>0.011</td>\n      <td>2000.000</td>\n      <td>0.014</td>\n    </tr>\n    <tr>\n      <td>BTC</td>\n      <td>-7708.165</td>\n      <td>1188.261</td>\n      <td>4234.779</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>3.795</td>\n      <td>6262.883</td>\n      <td>28000.001</td>\n      <td>7378.880</td>\n    </tr>\n  </tbody>\n</table>\n</div>"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "\u4e0b\u9762\u4e24\u5e45\u56fe\u5206\u522b\u662f\u51c0\u503c\u66f2\u7ebf\u548c\u4f7f\u7528\u7684\u6760\u6746\u3002\n\n\u51c0\u503c\u66f2\u7ebf\u4e2d\u9ec4\u8272\u7684\u662f1\u500d\u6760\u6746\u505a\u7a7a\u5c71\u5be8\u5e01\u6307\u6570\u7684\u6548\u679c\uff0c\u53ef\u4ee5\u770b\u5230\u7b56\u7565\u57fa\u672c\u653e\u5927\u4e86\u6307\u6570\u7684\u6ce2\u52a8\uff0c\u7b26\u5408\u9884\u671f\u3002\u6700\u7ec8\u4e24\u4e2a\u6708\u6536\u76ca60%\uff0c\u6700\u5927\u56de\u64a420%\uff0c\u6700\u5927\u4f7f\u7528\u6760\u6746\u7ea68\u500d\uff0c\u5927\u90e8\u5206\u65f6\u95f4\u90fd\u57286\u500d\u4ee5\u4e0b\uff0c\u8fd8\u662f\u6bd4\u8f83\u5b89\u5168\u7684\u3002\u6700\u91cd\u8981\u7684\u662f\uff0c\u5b8c\u5168\u5bf9\u51b2\u4f7f\u5f97\u7b56\u7565\u57283\u670812\u53f7\u5927\u8dcc\u4e2d\u635f\u5931\u4e0d\u5927\u3002\n\n\u5f53\u505a\u7a7a\u7684\u5e01\u4ef7\u4e0a\u6da8\uff0c\u5408\u7ea6\u4ef7\u503c\u589e\u52a0\uff0c\u6b64\u65f6\u662f\u51cf\u4ed3\u7684\uff0c\u53cd\u4e4b\u76c8\u5229\u662f\u52a0\u4ed3\u3002\u8fd9\u4f7f\u5f97\u603b\u7684\u5408\u7ea6\u4ef7\u503c\u7ef4\u6301\u6052\u5b9a\uff0c\u5373\u4f7f\u66b4\u6da8\u66b4\u8dcc\u4e5f\u635f\u5931\u6709\u9650\u3002\n\n\u4f46\u98ce\u9669\u524d\u9762\u4e5f\u63d0\u5230\u4e86\uff0c\u5c71\u5be8\u5e01\u662f\u5f88\u6709\u53ef\u80fd\u8d70\u51fa\u72ec\u7acb\u7684\u884c\u60c5\u7684\uff0c\u5e76\u4e14\u6709\u53ef\u80fd\u4ece\u5e95\u90e8\u62ac\u5347\u4e0d\u5c11\u3002\u8fd9\u53d6\u51b3\u4e0e\u5982\u4f55\u4f7f\u7528\uff0c\u5982\u679c\u4f60\u770b\u597d\u5c71\u5be8\u5e01\u5e76\u8ba4\u4e3a\u5df2\u7ecf\u5230\u5e95\u90e8\uff0c\u53ef\u4ee5\u65b9\u5411\u64cd\u4f5c\uff0c\u505a\u591a\u6307\u6570\u3002\u6216\u8005\u4f60\u770b\u597d\u67d0\u51e0\u4e2a\u5e01\u79cd\uff0c\u53ef\u4ee5\u548c\u5b83\u4eec\u5bf9\u51b2\u3002"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "(stragey_1.df['total']/stragey_1.initial_balance).plot(figsize=(18,6),grid = True);#\u51c0\u503c\u66f2\u7ebf\n#(2-price_usdt_btc_norm[trade_symbols].mean(axis=1)).plot(figsize=(18,6),grid = True);", "execution_count": 67, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<Figure size 1296x432 with 1 Axes>", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "# \u7b56\u7565\u7684\u6760\u6746\nstragey_1.df['leverage'].plot(figsize=(18,6),grid = True);", "execution_count": 24, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<Figure size 1296x432 with 1 Axes>", "image/png": 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"metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "**\u5f53\u7136\u7531\u4e8e\u5c71\u5be8\u5e01\u5bf9USDT\u7684\u4ef7\u683c\u4e5f\u662f\u4e0b\u8dcc\u7684\uff0c\u6781\u7aef\u7684\u65b9\u6848\u662f\u4e0d\u5bf9\u51b2\uff0c\u76f4\u63a5\u88f8\u7a7a\uff0c\u4f46\u6ce2\u52a8\u5f88\u5927\uff0c\u56de\u64a4\u5f88\u9ad8**"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "trade_symbols = list(set(symbols)-set(['LINK','XTZ','BCH', 'ETH', 'ETC','ATOM','BNB','EOS','LTC'])) #\u5269\u4f59\u7684\u5e01\u79cd\ne = Exchange(trade_symbols+['BTC'],initial_balance=10000,commission=0.0005,log=False)\ntrade_value = 2000\nfor row in price_usdt.iloc[:].iterrows():\n    e.Update(row[0], row[1])\n    empty_value = 0\n    for symbol in trade_symbols:\n        price = row[1][symbol]\n        if np.isnan(price):\n            continue\n        if e.account[symbol]['value'] - trade_value  < -20 :\n            e.Sell(symbol, price, round((trade_value-e.account[symbol]['value'])/price, 6),round(e.account[symbol]['realised_profit']+e.account[symbol]['unrealised_profit'],2))\n        if e.account[symbol]['value'] - trade_value > 20 :\n            pass\n            #e.Buy(symbol, price, round((e.account[symbol]['value']-trade_value)/price, 6),round(e.account[symbol]['realised_profit']+e.account[symbol]['unrealised_profit'],2))\n        empty_value += e.account[symbol]['value']\nstragey_1b = e", "execution_count": 25, "outputs": []}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "(stragey_1b.df['total']/stragey_1.initial_balance).plot(figsize=(18,6),grid = True);#\u51c0\u503c\u66f2\u7ebf\n(2-price_usdt_btc_norm[trade_symbols].mean(axis=1)).plot(figsize=(18,6),grid = True);", "execution_count": 26, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<Figure size 1296x432 with 1 Axes>", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "### 7.\u7b2c\u4e8c\u4e2a\u7b56\u7565\u4ee3\u7801\n\n\u7b56\u7565\u903b\u8f91\uff1a\n\n- 1.\u68c0\u67e5\u662f\u5426\u6709\u4ef7\u683c\uff0c\u6709\u4ef7\u683c\u8fdb\u884c\u4ea4\u6613\n- 2.\u68c0\u67e5\u5e01\u79cd\u4ef7\u683c\u76f8\u5bf9\u4e8e\u6307\u6570\u7684\u504f\u79bb\n- 3.\u6839\u636e\u504f\u79bb\u5224\u65ad\u505a\u591a\u505a\u7a7a,\u6839\u636e\u504f\u79bb\u5927\u5c0f\u5224\u65ad\u4ed3\u4f4d\n- 4.\u8ba1\u7b97\u672a\u5bf9\u51b2\u7684\u4ed3\u4f4d\u7528BTC\u5bf9\u51b2\n\n\u540c\u6837\u7531trade_value\u63a7\u5236\u5f00\u4ed3\u5927\u5c0f\u3002\u4e5f\u53ef\u4ee5\u4fee\u6539diff/0.001\u7684\u6362\u7b97\u7cfb\u6570"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "trade_symbols = list(set(symbols)-set(['LINK','XTZ','BCH', 'ETH'])) #\u5269\u4f59\u7684\u5e01\u79cd\nprice_usdt_btc_norm_mean = price_usdt_btc_norm[trade_symbols].mean(axis=1)\ne = Exchange(trade_symbols+['BTC'],initial_balance=10000,commission=0.0005,log=False)\ntrade_value = 300\nfor row in price_usdt.iloc[:].iterrows():\n    e.Update(row[0], row[1])\n    empty_value = 0\n    for symbol in trade_symbols:\n        price = row[1][symbol]\n        if np.isnan(price):\n            continue\n        diff = price_usdt_btc_norm.loc[row[0],symbol] - price_usdt_btc_norm_mean[row[0]]\n        aim_value = -trade_value*round(diff/0.01,0)\n        now_value = e.account[symbol]['value']*np.sign(e.account[symbol]['amount'])\n        empty_value += now_value\n        if aim_value - now_value > 50:\n            e.Buy(symbol, price, round((aim_value - now_value)/price, 6),round(e.account[symbol]['realised_profit']+e.account[symbol]['unrealised_profit'],2))\n        if aim_value - now_value < -50:\n            e.Sell(symbol, price, -round((aim_value - now_value)/price, 6),round(e.account[symbol]['realised_profit']+e.account[symbol]['unrealised_profit'],2))\n    price = row[1]['BTC']\n    aim_value = -empty_value\n    now_value = e.account['BTC']['value']*np.sign(e.account['BTC']['amount'])\n    if aim_value - now_value > 50:\n        e.Buy('BTC', price, round((aim_value - now_value)/price, 6),round(e.account['BTC']['realised_profit']+e.account['BTC']['unrealised_profit'],2))\n    if aim_value - now_value < -50:\n        e.Sell('BTC', price, -round((aim_value - now_value)/price, 6),round(e.account['BTC']['realised_profit']+e.account['BTC']['unrealised_profit'],2))\nstragey_2 = e", "execution_count": 31, "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "\u7b56\u7565\u7684\u6536\u76ca\u76f8\u5bf9\u7b2c\u4e00\u4e2a\u7b56\u7565\u597d\u4e0a\u4e0d\u5c11\uff0c\u8fd1\u4e24\u4e2a\u6708\u6709100%\u7684\u6536\u76ca\uff0c\u4f46\u8fd8\u662f\u670920%\u7684\u56de\u64a4\uff0c\u5e76\u4e14\u6700\u8fd1\u4e00\u5468\u7531\u4e8e\u884c\u60c5\u6ce2\u52a8\u8f83\u5c0f\uff0c\u6536\u76ca\u4e0d\u660e\u663e\u3002\u603b\u4f53\u7684\u6760\u6746\u4e5f\u4e0d\u591a\u3002\u8fd9\u4e2a\u7b56\u7565\u503c\u5f97\u5c1d\u8bd5\u3002\u6839\u636e\u504f\u79bb\u7a0b\u5ea6\u7684\u4e0d\u540c\uff0c\u6700\u591a\u7684\u5f00\u4e867800\u591aUSDT\u3002\n\n\u6ce8\u610f\u5230\u5982\u679c\u67d0\u4e2a\u5e01\u8d70\u51fa\u4e86\u72ec\u7acb\u7684\u884c\u60c5\uff0c\u6bd4\u5982\u76f8\u5bf9\u4e8e\u6307\u6570\u4e0a\u6da8\u4e86\u51e0\u500d\uff0c\u5c06\u4f1a\u5728\u8be5\u5e01\u79cd\u4e0a\u79ef\u7d2f\u5927\u91cf\u7684\u505a\u7a7a\u4ed3\u4f4d\uff0c\u540c\u6837\u7684\u5927\u5e45\u4e0b\u8dcc\u4e5f\u4f1a\u4f7f\u5f97\u7b56\u7565\u5927\u91cf\u505a\u591a\uff0c\u53ef\u4ee5\u9650\u5236\u6700\u5927\u5f00\u4ed3\u4ef7\u503c\u3002"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "(stragey_2.df['total']/stragey_2.initial_balance).plot(figsize=(18,6),grid = True);", "execution_count": 32, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<Figure size 1296x432 with 1 Axes>", "image/png": 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Ek/pHSZJ8k8q08KXVer8gRI9dPuyETRIPV1prleOrb9U/Jkj7SusVlTqq1eoj9Va7ar/8ShOG9det6QNanTt1mqkmm0NBfh23EGNbVmcwJP1X0g7TNP9+nMM+lnSfYRhvSZogqZp+CAAAAED3U1Hv+qY/u7zhGCGCa9j8/TMHaENulZbuKdPzGfvUOzxAo5IidNXo3np1Zbbue3ODu/HddWOTWt3YxoX6a/4Pz9Ubq3M0qs+pLdvo7WXRM9eP0v3nperCfyzWv5fs10OzB5/8xBa1VruaHU5FB7UOHpIiAzVrWLy+2Fqk7YU1qm60KSzA55RqOxtM09QnmwoU7OetqanR+mZ7sSb0i9TyveV64N1NMiVdPSZRpmnqq23F2lNcqy+2FOrWycm6cEicHnh3k55dtE/PLtqnxIgAvTVnohIjAlu9RlmdVWnxIUe99uF/hpFt6K3Q0QzD0D3pA/TWmhz964ZRqqhvVkSgr374+no9s2CP/v7NblU1HAoO+scE6a05k7SjsEa3vLxGg3/7pSQpJsRP79w9SSnRrZdK/GJrkb7aVqx7Z/TX5rxq3T2t/1HTbcYnu3ohfL29WOuyK5UcHaTdxbX69EdT1Ccy8LijBIqqXSND7pjST88s2KP73tigBQ9Ml4+Xa5RIXqUrEEk64s9GkrwsRocGCFLbRiKcK+lmSVsMwzjYpvQhSX0kyTTNFyR9LtfyjnvlimJua/9SAQAAALRFSW2T7n5tnaYOiNY1Y5OUFHn0zcbp8vdx3cjsLq7VJTrU8K2h2a4Xl+yXJN12bop+FuSrsjqr5i7P0uzhvRTg66VHvzNUV4zqrSufW+E+70fntf4m9aAbJvQ57RoHxAbr8pG9NW9llu6cmnLMzv+Sa/qFw2nKy2LIy2Koos4VkEQFH30T/PxNY7Q2q0LXvLBSK/aWadYxmt0di2maWra3TCOSwhXq3zHBg9NpamtBtbwtFmWVN+gPlw/VzZOS5XS6pq4PeuRLNTucemX5AXlbDPn7eLkbWkYH++rWyclKjg7Ssl/NVEFVo77eXqw/f7FTryzP0kOzB+vB+Ztld5j6+UVpKqxuUvRxRnd8/dNpWrV6TYe8x9Nx9ZhEXT0mUZLUK8w1/eKPVww7qv/Dpz+a4g7EIgKjNH1gjJbvLdNNE/vqo435euyTbXrltkMjL0zT1EtL9yslOkgPXJAmyzGmiUiuUOsvV5+jDzfka8W+cpW3BHDT/5qhRy4dojumpBzzvIJqV0gwrHeoHr9ymO54NVMfbyzQd1vey/5SV1iXHBV0zPM7WltWZ1gm13SkEx1jSrq3vYoCAAAAcPq+2lasDTlV2pBTpWcW7pW/j0VWu1Pv3zNZo/tEnPZ1m2wO5Ve5bnCeXrBH+0rr9NQ1I5SZVanffrRV+1uaDx7s8h8d7KefX5TmPt8wDI067PX3PTFbXse5ATtT95+Xqg835uv1VTn66QUDj9qfV9mgKX9eJEm6cEicXrxlrMrrrZJ03CkQo5LCFeLvracX7NHIPuHuG9MTeWbBXv3j291KiQ7Sv28eo4FxR3+Lf6bueX2dvtrmasAX5OulS1pWkTh4c7v0VzP0wYZ8PfnFTv3k7UPLV749Z6LS4kMUHuj68/KyGEqKDNQdU1K09kCF/rvsgF5bma3mlmUG529wzViPPkbIIkkD40JUENp5+0VIajV65pFLh6iyvllDE0Ld27y9LHr51nGqqG9WTIifnKap99blacW+Mjmd0pCEUH26uUCb86r1xyuGHTdAOOjasUm6dmySFu0sUZ3Vrt9+tFWVDTb99audum1y8jHPzyl3TZHoGxmk4b3DNCg+RA+8u0nvZOZq3h3jWwIjQ6lxnukh1bHjHAAAAACcdYt2lqhvVKAuGhqvF5fsV5PNdRO4dHdZqxDhZ29vlAzpr1ePcN/Ml9dZ9cTnOzUyKUw3T0qW5Pqm22Gauuq5FcqtONSw79PNhSqqblJmy3J0kjSlDR3hl/96pmqbbB0WIEhSSnSQpg+M0bOL9iq/qlG/vDhNsSH+Kq216sb/rNLu4kMrFhxcqrDs4EiE4wzH9/ayaM7Ufnp6wR7Nenqpvv3Z9ON+Ky9JK/eV618L90hy9Yv47vMrtOjn6Sc851RtyKnUV9uKFRvip9AAH31/Ut+jphPEhfrr7mn9VNNoU3lds97OzJVhSBP6RR33uvfNHCAvL0PldVZdOMT196iopkmh/t5tHoXRWV08NF5fbivSjRP6HLPfgZfFUEyI689oQkqU5q3M1g0vtV6gcFB8iL47OrHNrzljUKwkV4jxbmaunsvYp1/P36y8ykb98uJBGpl0aOpOVnm9wgN9FBboGrny4/NSdc/r67X6QIVu+s9qrc2q1MC44GPWfjYQIgAAAADdxIPzN8vLYihjV4numtZPt05O1rfbi3Xbucl65KNtyiqv17yVWUqOCtLgXqHub5bL6pr1n1vGytfbopeWHtD76/P04cZ8zRreS1FBvprz2jp9u+PQUnOPXzlM14/ro/SnMpSZXanU2GDdk95f0wbGKCLw5PPhe4cHSDr5t/hn6v7zUpWxq1TvrcvT2qwKhQf6qri6SUVHLPPn2zLXvPwE0xkO+tF5qZo5OFaXPLNM/1uVrZ+cf+xRDj5eFt36yholRgTojbsm6t3MPP3j2916cP4WvXDTmNMOUGqabAr199HW/Gqt2l+ur7YVKcTPWwt/nq7gE8yFNwxDv7x4kCRp6sBoxYeeuMnfsN5hevaG0a2e/2fpfj1z/SiP3by2l6evH6nyuuY2vY+DTRIlaWpqtKoabPrRzAFKT4uVr/eJV7I4lpToIP3iojRllzfoncw8SdLP3tmohQ+ku4/JLm9Q38OmKswa3ksbHrlAt7y8RmuzXIGdp6YySIQIAAAAQLewIadSb67JleS6Kb57Wn9FBvlq4c/TJbm+bf9gQ74+aAkODn6LesOEPnpjdY5+8+EWpcaGaPWBcoUF+KjOatcPX1+v2cPi3QHCoPgQvXLbOMUE+8liMfSP60bqn9/u1r0zBmjiCb7V9pTRfSJcjRbf3KDs8gZltwwTH58SqVB/b6XFhyjE30dPfrFTtU02ZZfXy8fLUFTQiUcKDE0I03mDYvXaymz9YHr/VjejhdWN7mkSkvTcjWOUEB6gH5+fqhB/bz326XZd/+Iq/eN7I1vClLb7YkuhfvjGet0wvo/ezcxzTzP4+YUDTxggHOnSlukOp2J8SqTGp0Se8nmdkZ+3lxLa+LOPDPLVLy9O04tL9uu5G0crpB36WhiGoSe/O1zNDqcq65uVmV2pkpomWe1O/e3rXdqcV6X0tNhW50QE+WpwrxBtya/WgNhg/fayIWdcx+kiRAAAAAC6gQ9bwoHBvUL1m0sGHzWkfUBssJbuKZMkBfh46f31eeoTGajHrxim8jqr+1tRSZozrZ9SooP0yIdbteZAhSICfXTXtH66YmTvVn0AxvSN0Gt3TDgL7+70fWdEgn753iY12Vw9IbwshnqF+Suu5Zv4Tze7ljfMr2rUqgMVGpEY3qZvmO+YmqIbXlqtTzcXupv37Sis0aynl7qPGRQfosG9DvVAuH1KioL8vPSr97fo34v36bHLhx3z2qZp6s01ucqtbNA96f3VYHXoh6+7lr2UpNdX50iSbp7YV0MTQnXl6N6n8ZNBW/0wfYDunta/XaffhPj76KVbxmrJ7lLd8vIajX9igYYmhGpbQY0kHXMFjMn9o/VOZp4euXTIUatmnE2ECAAAAEA3sDm/WuNTIvXO3ZOOuf+Kkb31yvIsSdKPz0/Vk1/s1Kg+4TIMQz+amaqvthUrwMdLKdFBumR4L41ICteUAdH6xXub9KOZqTq3Db0OOqvnbxyj99fnaVRS+FGN7A7ejK3PrtLW/GrdM71/m645qV+UYkP89OXWQl04NE6h/j56e61rJMjU1Gj987qRMgzjqGX8rhvXRx9uKNDG3KrjXvuV5Vl67NPtkqQtedVKT4txBwif3z9VMSF+WrW/XLOGxcvb69SH1OPUdVT/juGHNXo8GCDEhPjp+5OTjzr28pEJGtY7TANiPdNQ8SBCBAAAAKALW72/XEv3lGlHYY1unND3uMeNSArXE1cOV69wf41LjtTuolr9+PxUSa757it+PVO9wvxb3fQmRQbqrTnHDiW6khmDYt2N7Y40KD5EyVGBeuiDLZLU5mkZhmFobHKEPt9SpClPLtTY5Egt3FmiSf2iNO/28UeFB4cb1Se8peGl46h5+dUNNj319S7NSIvR+UPi9PAHW5WZXaEQf299eO+56h/juoG8bMSpT0lA5xMR5Kt/XT9KG3OrlF1er99cMkTxYf7H7NdgGIbHAwSJEAEAAADo0m6bu1YNzQ5JrnXlT+SGCX3cj/9+3chW+9o6R7y78ffx0mOXD9MtL6+R5Jqi0VbXjeujz7cUqabJroU7SyRJs4fHnzBAkFyhjd1pal9pnYYmhLXaN29llhqaHfrFRYM0uFeIKuub9dTXu/WdEQnuAAHdy2UjErpUKESIAAAAAHRR1Y02d4AQ4uetC4bEe7iirunwqRoBvm1feWD6wBhteOQCzfxbhn56wUB9Z0SCwgJO3njv4BKPlfU297byOqs+2JCvpxfs0YVD4jQkwRUI3TczVRP7RSkl2nPd+IHDESIAAAAAXZBpmnr62z2SpBdvHqOJ/aNOqUM/DvGyGPrs/ikKOI2lCyOCfLX+kQtOOvrgcAebXpbXW93bHv1kuz7ZVKDxyZF66toRrY4fm9w9VkVA98C/MgAAAEAX9OyivXp5+QFdPSZRFw5lBMKZOnJawak4lQBBOhQiVNQ3K7eiQdWNNm3IqdT45Ei9NWfiUc0fgc6EEAEAAADoQp5dtFfvZuaqvtmhyf2j9ORVwz1dEk5ReICPLIYrRJj6l0Xu7bdM6kuAgE6PEAEAAADoQv761S734z9eMYwl/rogi8VQRKCvyuubW20f1vv0R0MAZwv/4gAAAABdhGmarZ5POawhILqWiCBfbc6rarVtdJ+2rwwBeAohAgAAANBFZJc3tHoeRCPFLisyyFdb82vcz1Njg+V/Go0dgbONf3UAAACATmJvSZ2u+/dK3Tixr64YmaB+McGt9u8pqZMkje4TrtvOTfFEiWgnvcMDJEl9IgP11DUjlBobfJIzgM6BEAEAAADoBMrqrHpl+QGV1zfrmQV79K+Fe3TThL6aOShWMSF+ig/zV06FayTCf74/zt3hH13TAxcOVGmtVTdP6qvxKSzhiK6DEAEAAADwIKfT1IKdJbprXmar7aYpvbYqW6+typavl0VTU6PV0OxQiJ+3IgJ9PFQt2ktiRKD+d+cET5cBnDJCBAAAAMBDVu8v13Uvrmq1zctiaMujF2rIb79yb2t2OLVgZ4kk1/B3w2AZQACeQWNFAAAAwENW7Ct3P751crIkyeE0FejrrVnD4t37eoX5ux8fnNIAAJ7ASAQAAADAQ+xOp/vx1WMSNXdFlvv5M9ePUl2TXe+vz9NlIxL0fMY+5VU26rIRvTxQKQC4ECIAAAAAZ1ljs0OfbCpQVsuSjb+7bIgGxoVIkqKD/SRJPl4WRQT56s6p/SRJj35nqGeKBYDDECIAAAAAZ9lnWwr1y/c3S5LGJ0e6l2v8981jNDg+1JOlAcAJESIAAAAAZ9meklr34/pmu/vxRUPjj3U4AHQaNFYEAAAAzrJdRbWKD3U1S5zYL8rD1QBA2zESAQAAADjLdhfVamK/SD1y6RCF+Pt4uhwAaDNCBAAAAOAsKq21qqC6SUMSQhXV0kQRALoKpjMAAAAAZ1FmVoUkaWxypIcrAYBTR4gAAAAAnEUZu0rl72PRsIQwT5cCAKeM6QwAAADAWVBWZ9Xrq3L0dmaubpjQR77efJ8HoOshRAAAAADOgsc/26EPNuRreO8w/f47Qz1dDgCcFuJPAAAA4CzIKq+XJD1/02j5ePFrOICuiX+9AAAAgLOgwerQRUPjlBgR6OlSAOC0ESIAAAAAHeSzzYXaVVQrSapoaFZEoK+HKwKAM0NPBAAAAKCd5FU26LVV2bplUrJKapp07xvrJUmrHjxPlfXNiggiRADQtREiAAAAAO3ANE39+K2NWpddqTdW5SjI79Cv2p9vKZTdaezSZYoAACAASURBVCqSkQgAujimMwAAAADtYFtBjdZlVyoxIkC1VruKapr03++PlSQ99ul2SVJ4oI8nSwSAM0aIAAAAALSDb3cUyzCkv10zQpLUK8xf5w2Oa3VMJNMZAHRxTGcAAAAA2sH6nCoNjg/V+JRI/eaSwZoxKPaoY/y8vTxQGQC0H0IEAAAAoB2U1VoVH+YvwzB059R+7u2f3T9FS/eU6dPNBRqeGObBCgHgzBEiAAAAAO2gor5ZQxJCj9o+NCFMQxPC9IPp/T1QFQC0L3oiAAAAAGfINE1V1DcrKpieBwC6N0IEAAAA4AztK61Xs8OpKBonAujmThoiGIbxsmEYJYZhbD3O/jDDMD4xDGOTYRjbDMO4rf3LBAAAADqf0lqrthfU6Py/L5YkRQb5ebgiAOhYbemJMFfS/0mad5z990rabprmZYZhxEjaZRjG66ZpNrdTjQAAAECnU1zTpAlPLGi1jZEIALq7k45EME1ziaSKEx0iKcQwDENScMux9vYpDwAAAOh8Xl+drclPLjxqewQhAoBurj1WZ/g/SR9LKpAUIuk60zSdxzrQMIw5kuZIUkxMjDIyMtrh5QEA3UldXR2fDwA6tcompx7OaJQkxQcZSgmzKDbAoo/22bR/23pV7aPtGHouPse7v/YIES6StFHSTEn9JX1jGMZS0zRrjjzQNM0XJb0oSWlpaWZ6eno7vDwAoDvJyMgQnw8AOrOle0qljDV6866JmtQ/SpJrdYbf1jcrKpieCOjZ+Bzv/tojJr1N0nzTZa+kA5IGtcN1AQAAgE5nT3GdJCk1Lti9zTAMAgQAPUJ7hAg5ks6TJMMw4iSlSdrfDtcFAAAAOpW9JXXaWVSjiEAfmigC6JFOOp3BMIw3JaVLijYMI0/S7yT5SJJpmi9I+oOkuYZhbJFkSPqVaZplHVYxAAAAcBZlldVrf1mdXl+VowU7SyRJUwZEy9VXHAB6lpOGCKZpXn+S/QWSLmy3igAAAIBO4M01OfLxsujRj7epzupafMxiSCH+PvrNpYM9XB0AeEZ7NFYEAAAAuhW7w6kH529ptW3e7eM1bWCMHE5TXhZGIQDomQgRAAAAgCNkZle6H1sMac3D5yu6pXEiAQKAnoxFbAEAAIAjLGzpfSBJk/pHuQMEAOjpCBEAAAAASWV1Vk18YoG+2V6sxbtKNaRXqIJ8vXTNmCRPlwYAnQbTGQAAAABJn20uVFFNk+6alylJemj2IN0yKVn+Pl4ergwAOg9GIgAAAACSvtpW1Op5elosAQIAHIEQAQAAAJC0t6ROFwyJk7+PRb3C/JUaG+zpkgCg02E6AwAAAHq8JptDJbVWDUsI08xBsQrw8ZJhsAoDAByJEAEAAAA9Xn5VoyQpKTJAV41O9HA1ANB5MZ0BAAAAPVpjs0PZ5fWSpKTIQA9XAwCdGyMRAAAA0KN9/+U1WpNVIUlKiiBEAIATYSQCAAAAeqyS2iZ3gHDNmETFhfp5uCIA6NwYiQAAAIAeqc5q13lPLZYkffqjKRrWO8zDFQFA58dIBAAAAPRIa7MqVGu1a2pqtIYmhHq6HADoEggRAAAA0CNtzKmSYUjP3zSG5RwBoI0IEQAAANAjbcyt0sDYEAX7McMXANqKEAEAAAA9Sp3VrkueWarFu0s1LiXC0+UAQJdCiAAAAIAeZVdRrbYV1EiSZqTFergaAOhaCBEAAADQo5TVWd2PJ/WP8mAlAND1ECIAAACgRympdYUIK349U4G+9EMAgFNBiAAAAIAepbSmSRZDigv193QpANDlECIAAACgRymptSoq2E9eFpZ1BIBTRYgAAACAHmVfaZ1iQ/w8XQYAdEmECAAAAOgx/rcqW2uzKtUrjKkMAHA6CBEAAADQYyzcWSJJenD2YA9XAgBdE+1oAQAA0O05nKaqG23KzKrQ9eOT1D8m2NMlAUCXRIgAAACAbs3ucOr3n2zXa6uyJUlj+0Z6uCIA6LoIEQAAANBt2RxOXfXcCm3Jr3ZvG59CiAAAp4ueCAAAAOi23snMbRUgSFJiRICHqgGAro8QAQAAAN2K3eHUvxfvU3WDTf9evF/De4fpD5cPVVyon2YNi5dhGJ4uEQC6LKYzAAAAoFv5Znux/vTFTv132QGV1Fr1wk2jdfGwXrp5UrKnSwOALo+RCAAAAOhWcioaJEkltVYlRwXqgiHxHq4IALoPQgQAAAB0WaW1Vs16eqn+tWCPe9uGnCr347um9ZOXhekLANBemM4AAACALuulpfu1o7BGOwprdNWYRC3cUawvtxVJktLiQvTd0YkerhAAuhdCBAAAAHRZu4pq3Y/PfXKh+kYFKirIVx/ee66SIgM9WBkAdE9MZwAAAECns72gRk99tUvnPrlQeZUNxz3uQFm9hvUOdT/PLm/QD6b3J0AAgA5CiAAAAIBO57oXV+r/Fu1VflWjFu0qbbUvu7xe4x//VhtyKpVX2aCZg+K05/FZig72VaCvl64ewxQGAOgoTGcAAABAp1PbZHc/rrfaW+17f12eSmqtenD+FjlNqV90kHy8LPryJ9MU5OutAF+vs10uAPQYjEQAAABAp1Jc0yRJigj0kaSjpjNszKuWJO1s6YcwrHeYJCk62I8AAQA6GCECAAAAOpU1ByokSf+9dZyG9Q5VXmWje5/TaWp9dqVC/A4NqO0fE3TWawSAnooQAQAAAJ3KtzuKFRXkqxGJ4UoMD1RuRYMysypkmqZyKxtUZ7XrFxenSZKmpkbLMAwPVwwAPcdJeyIYhvGypEsllZimOew4x6RL+qckH0llpmlOb88iAQAA0P1UN9i0u6RWY/tGuIMA0zS1eHepzhsUJy+LobT4EH25rUhXv7BSV49J1NAE10oMIxLDtfbh8xXkx/QFADib2jISYa6ki4+30zCMcEnPSfqOaZpDJV3TPqUBAACgOzv/H4t1zQsr9dbaXPe27PIGVTXYNC45QpJ02Yhe7n3vrcvT7z/ZLoshpcWHKCbET4G+9AkHgLPppCGCaZpLJFWc4JAbJM03TTOn5fiSdqoNAAAA3VS91a7SWqsk6bFPtmt3satJ4pZ8V9PE4YmuZokDYkN0w4Q+mjUs3n3u0IQw+fswAgEAPKE9eiIMlBRhGEaGYRjrDMO4pR2uCQAAgG6srM4VIPziojQF+XnrjlfXKjOrQsv3lsnX26KBcSHuY5+4criev2mMfnr+QEmuUQgAAM9oj/Ff3pLGSDpPUoCklYZhrDJNc/eRBxqGMUfSHEmKiYlRRkZGO7w8AKA7qaur4/MB6KTWFtn17Earnp4RqDC/M2tmuKfSIUlylGVpzlBDT6xu1NUvrJQkzUjy1vKlS446J6HZqd7BhsYElPPvBNBJ8Tne/bVHiJAnqdw0zXpJ9YZhLJE0QtJRIYJpmi9KelGS0tLSzPT09HZ4eQBAd5KRkSE+H4DOxeE0lVPRoOd2bpZklT06VeljEs/omk1bi6TV6zRz8jgN6x2mhpDd+ue3eyRJj10/VUmRgcc875rZZ/SyADoYn+PdX3tMZ/hI0hTDMLwNwwiUNEHSjna4LgAAADqBv3y1UzOeylBhTaMkadnesjO+Znm9azpDdLCfJKlv1KHQoFeY/xlfHwDQMU4aIhiG8aaklZLSDMPIMwzjDsMwfmAYxg8kyTTNHZK+lLRZ0hpJ/zFNc2tHFg0AAICz552W1RNyK1whwpdbi1TdYHPvL6xuVMauU+utXVbbLEmKCvaVJPUOPxQieHu1x/dcAICOcNLpDKZpXt+GY/4q6a/tUhEAAADOOtM09fbaXF08LF7hgb7u7eV1VlUeFhjcMqmv5q3M1seb8nXzpGQ12Rya9KeFkqTff2eorhjZW2GBPid8rQ825Ckzu0LhgT7yaQkMEiMCOuBdAQDaGzEvAAAAtCG3Sr+ev0WPfLSt1fbthTWSpJ9fOFBPf2+kHr1sqGJD/LQ2q1I2h1O7imrdx/7u422a+bcMVTfadDxWu0M/fXuTlu4pU9/D+h7EhbqmMPgyCgEAOrX2aKwIAACALmzJ7lLd8vIaSVJWWX2rfTtaQoQbJ/RVRJBrhMI5iWH6eFOBPt5U4D4u1N9bNU12ldc364P1ebr13JRjvlZhVZP78aT+0e7HXhZDT39vpIYmhLbPmwIAdAhCBAAAgB6qsLpRS3aXat7KbPe2LfnV2pBTqXqrQ1NSo7W9oEbxof7uAEGS4o/R+PDbn02Xv6+Xbv7Par28PEvfG99H/j5eRx1XUNXofjwuOaLVvstH9m6PtwUA6ECMFwMAAOihHv5gq371/hZtK3CNNpg+MEaSdOVzK3TTf1frxSX79NGmAo094mb/7mn9dfnIhFbbYkP9Fervo19cNEg5FQ16/LNjL9aV1xIi/OHyoZo5KLa93xIAoIMxEgEAAKAHKqpu0sp95ZKkpMgAvX7HRPWJClROeYP+/OVOfbalUE98vlOSdPPEvq3OTYoM1NPfG6WHZg/Wn7/cKavd6d43JTVat05O1twVWZozrZ+SDut7sDW/Wr98b7Mk6bpxfWQYRke/TQBAOyNEAAAA6IHueHWt7E6n3rhrgsYnR7qXVewTFahnbxytq3eWaEdRjRIjAjU+JfKY14gL9dffrx151Pb0tBjNXZGlklprqxBhQ06l+7GvNwNiAaArIkQAAADoYXYV1WpbQY0euXSIJh/W3PBwMwbFasZpTjcIC3At8VhzxCoNjTaHJOnv1444resCADyPCBgAAKCHWbCzWJL0nREJJzny9IS2hAhHLvVYUW+Tr5dFV46igSIAdFWECAAAAD3M3pI6xYf6KybEr0OuH3acEKGyvlnhgT70QgCALowQAQAAoIc5UFavlOigDrv+cUOEhmZFHrZUJACg6yFEAAAA6GEOlNUrJabjQgQfL4sCfb2OGSJEBBIiAEBXRogAAADQRdgdTtVb7Wd0jcr6ZlU12NSvA0ciSK7RCEf3RGAkAgB0dYQIAAAAXcS/l+zXrKeXntE19pfVSZL6deBIBOnYIUJlg03hgT4d+roAgI7FEo8AAABdRF5lo3IqGlRvtSvI7/R+jdtfWi9JSokObs/SjhJ6WIiwcl+5SuusqmI6AwB0eYQIAAAAXUSTzSFJKqppUv+Y0wsBDpTVy9tiKDEioD1LO0p4gI+yyxu0eHepvv/yGvf2g00XAQBdE9MZAAAAuojGZleIUFzd1Gr7gbJ6/XfZAdU02Y512lHH9okKlI9Xx/4aGBfqr6KaJv1vVXar7aEBfIcFAF0ZIQIAAEAX0WR3hQiFR4QIryw/oD98ul2Pf7rjhOebpqmtBdWnPYrhVPQK91d1o03Z5fWKDvZzbw/xZyQCAHRlhAgAAABdxMGRCEU1rUOE/MpGSdK6nEo1Njv04PzNKjniGElafaBCuRWNumBwXIfXmhDmmi6xu7hOA2IPNXEMJUQAgC6NEAEAAKCLcPdEOGIkQl5LiLC/tE6fbC7Qm2ty9ZevdrU6pqzOqrtezVSgr5cuGhrf4bX2CvN3Px4Qe2jkA9MZAKBrI0QAAADoIhpbQoRtBdXakFMpyTVFIa+yQfGh/nKa0vps1/a6Jnurc9ceqFCt1a6/XTNCYWdhmcWE8EONG5OjGIkAAN0FIQIAAEAXcTBEWJ9TpSufWyG7w6nqRpvqmx26eJhrdMH89fmSpOpGm+wOp/vczfnV8vEyNHNw7FmpNS700EiEmJBDPRFCWZ0BALo0QgQAAIAuorHZ2er5U1/v1sjHvpEknTsgWokRAWpuCQ5W7i/XbXPX6vXV2TJNU2sPVGhQfKj8vL3OSq2+3hb5ert+1Yxp1ViR6QwA0JURIgAAAHQRB3siHPTC4n2SpPS0GKWnxWhy/yhJkmG49i/dU6aHP9iqO1/NVGZ2pS4b0eus1vvLi9IkSYkRge5tHb20JACgYxEFAwAAdBFNNodC/L1Ve1i/g5+cn6ofn5cqwzD0o5mpGhgXolnDe+mrrUV67NPtkqQFO0sUFuCjO6f0O6v13jm1n64Y1bvVEo8AgK6NKBgAAKALsDmcsjvNVtMRYkL8dO3YJBktQw+SIgN159R+6h0eoHHJka3OT44OksVinNWaJbkDhPMHxyniLDR0BAB0LEYiAAAAdAEHmyreMD5J2wtr9YcrhiouxP+4wcDwxDAtfGC6Pt1cqL9/s1txIZ4dDfCf74/16OsDANoHIQIAAEAX0NTsChHiwvz1swvT2nROv5hgJUUGnPxAAADaiOkMAAAAXcDBkQgBPqe2ukJKdLAkaURSeLvXBADoeRiJAAAA0AUcDBH8TzFEGJkUro/vO1dDE8I6oiwAQA9DiAAAANAFNDaf3kgESTonkVEIAID2wXQGAACALqCivlmSFM4KBwAADyJEAAAA6ALyqxolSb3DaZQIAPAcpjMAAAB0co9+vE1zV2TJx8tQdLBnl2oEAPRsjEQAAADo5OauyJIk2RymLBbDs8UAAHo0QgQAAAAAANAmhAgAAACdmM3hdD/29eJXNwCAZ9ETAQAAoBPLq3Q1VLx4aLweuHCgh6sBAPR0xNkAAACdWG5FgyTp9ikpSo0L8XA1AICejhABAACgEyuptUqS4kJZlQEA4HmECAAAAJ1YcU2TJCk2xN/DlQAAQIgAAADQqZXWWhXi560AXy9PlwIAwMlDBMMwXjYMo8QwjK0nOW6cYRh2wzCubr/yAAAAeraS2ibFMpUBANBJtGUkwlxJF5/oAMMwvCT9WdLX7VATAAAAJGXsKtHnW4oUE0KIAADoHE4aIpimuURSxUkO+5Gk9yWVtEdRAAAAkP7+zW5JrikNAAB0BmfcE8EwjN6SrpT0/JmXAwAAgIP6RQdJkh6cNdjDlQAA4OLdDtf4p6RfmabpNAzjhAcahjFH0hxJiomJUUZGRju8PACgO6mrq+PzAWiRV9ikhGBD3iU7lFGyw9PlAMBJ8Tne/bVHiDBW0lstAUK0pNmGYdhN0/zwyANN03xR0ouSlJaWZqanp7fDywMAupOMjAzx+QC4vHpgjaK8m5WePsXTpQBAm/A53v2dcYhgmmbKwceGYcyV9OmxAgQAAACcmkabQ/4+rMgNAOg8ThoiGIbxpqR0SdGGYeRJ+p0kH0kyTfOFDq0OAACgB2uyORXi3x4DRwEAaB8n/VQyTfP6tl7MNM1bz6gaAAAAuDXZHCzvCADoVBgfBwAA0ElZ7U75+3h5ugwAANwIEQAAADqpJptD/t78ugYA6Dz4VAIAAOikmmwORiIAADoVQgQAAIBOitUZAACdDZ9KAAAAnZBpmmqy0RMBANC5ECIAAAB0Qla7U5IIEQAAnQohAgAAQCdktREiAAA6H0IEAACATqjJ7pAkeiIAADoVPpUAAAA6ocbmlhDBm5EIAIDOgxABAACgEzo0EoEQAQDQeRAiAAAAdEJN7p4I/LoGAOg8+FQCAADohJpsjEQAAHQ+hAgAAACdUE2jTZIU6u/j4UoAADiEEAEAgNNQVmfV3pI693On05S1ZQ47cDrK6qz66dsbVdPkCg+qW0KE8EBCBABA50GIAADAKWpotuvaF1bq/L8v1mursmWapm6bu1aX/WsZQQIkuQKB3IqGUzrntx9t1Qcb8rVkd6mkQyFCaAAhAgCg8yBEAADgFL2/Pl/7y+olSY9+vE3nPPq1Fu8u1e7iOj00fytBQgfZml+taX9ZpGcX7fV0KSd1+9y1mvqXRe4goC3WZlVKkny9XL+eVTfaZDGkED/vDqkRAIDTQYgAAMApWranVL3DA/TWnIlyOE012Bz64xXDdN+MAXp/fZ5un7tWdodT9Va7p0vtVl5dkaWcigZ9tDH/jK/ldJqatzJLd7+WqV++t0nVDW2/2W+LzXnVkqT739zQ5r8HpbVWSVJDsyuEqmqwKTTARxaL0a61AQBwJoi2AQBoo1X7y/W7j7ZpV3GtrhubpIn9orTggemy2pwakhAqSYoL9dMjH23TgIe/0OBeofrix1M9XHX3sa/U1YPiQFm9rHaH/LxdqxY4nKa8TvFG+4MN+frtR9vcz1fuL9dXP5kmb4tFvt5n9h2LaZoK9HXVtmxvme57Y71euW38Sc85qK4ldKhqtCmcqQwAgE6GEAEA0KPVW+3Kq2xUamywLBZDb63J0dI9ZbphQh8lRgQo2M9bf/xsh3YV1Wp7YY0kaWzfCN01LUWS1D8muNX1bpzQVzuKavXG6hztKKxRQVWjEsIDzvr76m5M09S+0npFBvmqor5ZW/KqNaZvhDJ2leonb2/UCzeN0YSUSFkshtZlV+pfC/eoqsGmxy4fqnMSw4+63svLDygtLkQf3DtZq/aX6/a5mRr+6NcK8PHSvDvGa3SfiNOutby+WQ3NDv3usiEqrbXqhcX7VNNkO+EqCwdHH0hyj1yobrQpLND3tOsAAKAjECIAAHqc7PJ6vbzsgGqtdn27vVg1TXaN7RuhYH9vZexyNbX7bEvhMc+de9s4pafFHvfaFouhJ64crpsn9tWsp5dqxb5yXT0msUPeR0/QZHPopSX7FRPip+pGm+4/L1XPLtqrq19Y2eq4619aJX8fi/rHBCsi0FfL9pZJku7533pNSInUd8ckamdRrZKjAjWxX5R2FNbovpmpCvT11oy0WPWLCdL+0nrVWe267/X1+vKn0+TnbVGTzSlJCjuFEQE5LQ0V+0QGalB8qJ7L2Kc1+yt0/pC4455z+JQHd4jQ0EyIAADodAgRAAA9zmsrs/Xqymz3875RgdqQWyWH05Svt0Uf/HCyNuVW66EPtkiSbprYR9HBfvrB9P7y9/Fq02ukxYUoPtRf81Zm6ZLhvRTg27bz2so0TVntTnc9pmnKaeqEw/qrG23yshgKbqdGfaZp6pXlWXp3XZ6GJoSqrskuh2nqpVvGtsv1JWnZnjL97Zvd7udTBkQr1N81OkSSZqTFqE9koOatytaMtFh9s71YdqepqanRunpMon781kbN35Cv+RsO9VH47uhEOU1pVB/XCAXDMPS/OyaoyeZQdaNNVz63QrOfXqqi6ibZnaZ8vSxa8MB0JUUGtqnm3MNChKTIQPl5W7Ryf/kJQ4S6w0OEllEJ1Y029Y0KauNPCgCAs4MQAQDQrTXbnfrbN7tUVW/TAxcOVGyov9ZmVWh8SqTumJKi5zP26X93TlBRdaMkQ7Ghfgr199HQhDCN6hOuFxbv00OzByvQ99Q+Mi0WQzdP6qu/frVLo/7wta4dm6SHZg9ucwhxpM+3FOrDDfm6J72/RiaF68kvd+qdtbn6+qfTFRPip+cy9unZRXs1LjlSl41I0HdH95ZhHAoUtuZX6/Jnl2tccoTemjPptGo4XE55g37x3iatPlAhP2+LdrRM9ZCk3cW1GhgXckbXr2my6e9fHwoP/H0semvOJI1MCtf4lEjddm6Klu4p1cR+UfLztujBlp/tHz/drv8sO6ChCWG6fGRvhfi7/txun5upqCBfxYT46f31efKyGBp52DSHw6ec9IkMdI8mkKRmh1MX/XOJHpo9WN8blyRvrxP3TMgpd52bGBEofx8vjU2O0Ip95Sc8p9569HSGygbbKY2AAADgbCBEAAB0SzuLarS/tF4Pf7BFlS2d97/ZUaznbhytrQU1umd6f100NF4XDY2XJA2IPfqmd3CvUD39vVGnXcPt56bIYhj6v4V7NG9ltib1i9Ks4b1O+TpWu0MPvLNJjTaHvt5erKmp0Vq6xzVc/8J/LNaQhFCt3l8hu9NUdnm9fv7uJpXWWnVPen9JrpvSV1dkyeE0tWp/hRbuLNbMQYe+Fa9utCkzq0LDE8MU6Pv/7d13fNXV/cfx18nN3nsnhBD2HrJRQHFQLWpbFXd/WkfValvbWjtsax2tratarVXrXlVUiltkKQICskfYWUASQvbOPb8/7uWSSAIBQ24C7+fjwSPfe77f872fby7JN/dzz/kc38OOVFixaz+/+O9qIoL9+DqnlBtO68VPp/XmjrfWMiwtknve38jMp5bwq3P6cdGotKO+1q2FFTz06RaGpkbw3OKdAAT4+rD+j2e3GGXh8DEtppUcSM7cMrU3RZV1XD42HcBznUvvPJ1AXwe+DsP7a3eTGRdCVEjrUwV+fmYf7py1lqevOoUl2/exu6yGN5bn8dt31rGzuIrfnjvAc6zTafnzexuZMSyZIakRFJTVklNSTXxYgGf0yfhesTzw0WZKquqJDvFnR3EVd81ez8MXDyPaHUPzkQiVdY00NDkpq2kgJlTTGUREpGtREkFERE4Y1lpqGprYWljJdx/7wtPeIyaYZ64axSVPLeGSp5ZgDJwzOPG4xxPk7+DGyb24dlJP+v/uQ258eSVv/3g8w5sV7Vu6fR9Ld5Rw3amZrY5SqKlv4saXV1DT4CrU99mmQhZtKWZwSgTXTurJ/M1FvO0eqr/wF1NIjQriymeX8eKXO7nhtEzWF5Rz5bPLKKmqZ0hqBLUNTfz45ZUsvfMMgv0dPD5vKy9+uYt9VfUAxIYG8NwPT2FQSkSr1/TE/G1sL64C4PYz+3Dz1N4APHTxMACGpUXyx/+t5zdvr2VCViwpR1FU0lrLtIcWYi18umGvp72u0dnu1Rcigv1aTfwkhAd6tn9whOTGjGEpnDckGR8fw7heMZRW1zMiPYqVOft55osd/N/Enp6RC19u38ezX+zg2S92cNGoVN5YnkdieCA9Yg5Ofeif5EpQbS+qZHVuI898voPPtxbz3poCrhiXARxaE2F/tev1iGkj0SEiIuItSiKIiMgJobCilrvnbOR/qws8bzj7JYZx9fgMJvWJIyUyiDun9+fuORu4YlwGA5Nbf5N8PPg5fBiRHsWynSVc9ewy5v58MnFhAQD87t11ZO+tpKC0hvu/NwSAhiYny3fuJzkykH8t3M6C7CLuvWAwl45J5+rxGRRV1hEbEoCPj2HGsBRGZUSRGhVMuvuN63eHJvPLt9Yw9r657C2v88SRFhXMVeMzuOhfX3L3nA0E+vnw0pIcesaGcN7QWe4AIQAAIABJREFUZOZtLqSgtIaL//Uld503kKn941m+s4TiynouHJFCsL8v/r4H38xfNqbHIdc6NC2Sf1w6gskPzOPBj7P5+0VD2/192lFcxYGVDusanfRPCm8xTaIz+TRLWkQG+3PJ6HRG9ojijeV5LMwu4pLR6Ty5YBv3f7DJc9wby/MA2FNey/ismBb9Ae59fyMrc0o97Uu2l3DWoETiwwKpqnclEeLCAqiqa2JfpTuJEBpw/C5SRETkGCiJICIi3ZK1lrkbC6lrdPLh+j28t6YAp/sNaP+kMB68aNgh8/IvHJHKhSO8s1LCQ5cM49FPt/D68lymP7qIxXdMZfOeCrL3VgLw1so8rhjXgycXbOfrnP3k7a/x9L14VBqXjnENzzfGEB8W2OLc33wzf9bARN5ckUdceAAZMcFM7RfPVc9+xeVje3iKCb65wvWGd9qABJ66YiTGGP7AQDbvqeCqZ5fxy7fWEOLv8BT5++P/1nP3jEFsK3SNQrj/wsFtTgdIiQzi2kmZPDF/Gytz9jMiPYoRPSIZnhZFcmQgs1bmc+mYdM/IixW7SsjeW8mX36gbcOW4Hry9Mp/vDDn6KSDHQ1Z8KInhgSzcUsT0IUk88NFmAKJD/Hns0uHkldTwy7fWAJAZe7AgYqS7rkHzBAK4VgB5b+1uHrlkmGc6Q3xYAFX1jZS4R4ZEaySCiIh0MUoiiIhIt/TpxkJ+9MJyAIL8HFw7KZMfjEyl97cs6He8pEQGcd+FgwkP8uXfi3bw/trd3D1nI7GhATw6cxiX/nsplz29lOq6Jk7rG8clp6Th42NYvHUfP57S66ieKyLYjzduaFk8cd0fz/Js3zm9H3UNTi4ZnU5MiH+LAox9E8N4/LLhfO+JL6mqb+LBi4YSFeLPw59kc8cs12oV15+aySWj0w8bw42Te/HE/G3sKK5iR3EVb63Ma7HfaS3XTsoE4HtPHFyuMSE8gKz4UL7Yuo/zhiYz8wjP05mMMYzJjGbRlmJ+9vpqmpyW5354Cv2Twl3TJXrBy8tyWJ1byqXNEjuRrSzTOHN0Oq8uywHg9++u52x3bY6E8EC2F1VSXOkaQRKrmggiItLFKIkgIiLdQt7+asIC/YgI8qO8toHH523Fx8CrPxrLsPRIAnw7dgnF48HHx/Crs/vxv9W7ufW1VQC88qMxjO8VS1Z8KFsLK1vUGQD48eSsDo/julMPn5QYkR7FY5cOZ1haJKlRrikSp2RE8+rSHNYVlDFjWMoRnyM80I+7zx/EtsJKpg1IYHVeKXNW72bTnnKcFl5asovvDktmi3skxgEf3XYqxhj2V9V32FKUHal/Ujjvrirg04176Z8Uzml94lokYf5z9SnUNjS1GEEQHnjodZwzKJGa+kZ6J4TxyFzXCBWAuNAA1uSVNRuJoOkMIiLStXS9u7OIiMg3lFbXM/Ev88iICeaXZ/fj3vc3sqeslr9fNJQxmTFHPkEX4uvw4aJRqTz62Vb6JoQxzh3/VeN68PGGvUd8g98ZjDGcOyS5RVtogC8/OjXzqM5zxdiDn8ZPyIrlynEZlNc08M6qfP764WZG3zMXgMy4EMZmxnDmgATPp/ZddWnD/knhnu3Xrx/bIoEArU8/8HX4EBbgS0Wz4omxoQE87C4AOb5XDBf8czEAYYG+VNU1sq+yHh9zcCqEiIhIV6EkgoiIdCmF1U6mP7KIR2cOJys+lAc/yebRuVsA2Lmvmh+/vJLM2BBev34cI3tEHeFsXdMPJ/SkrsnJNRN6et6EXjEuw1Op/0QVGuBaPvKbRS0fv3REizfnXdkAd5yT+8YRHtj+N/jhQX4tkwhhB5MNzVfrCAnwpaahieLKOqJD/FsUeBQREekKlEQQEZEu45WlOdy5sAao4bfvrKWooo5tRa5Cfn0TwggN9GV7USVv3DCO2G5ctT4qxJ9fn9Pf22F4zcDkgwmDu84b0G0SCOBaPeG168YyuI0lMNuyr6quxePob9RJmH/7ZArKalif71qNIr+0ptVaCiIiIt6mJIKIiHQZb7jnhYNr+TuAayb25M7p/XH4GKy1VNc3EdIF58pL+8WGBvCDkalMG5DAme6Cgt3J2GOYQlPb4Gzx2Nfh0+JxRmwIGbEh7Ch2Jc3yS2sOSTSIiIh0BforTEREuoy6RifJIYYXrj+Vm19ZybQBCfz8zL6e/cYYJRBOEA/8YKi3Q+hUSRGB7C6r5Rdn9WVtXlmbxx0oJpm/v6bFMpEiIiJdhf4SExGRLsFaS25JNWMTHGTFh/LBrZMOKVon0l29e/MEquqa6HmExECIv+tPs7pGJxFBGokgIiJdj5IIIiLSJZRU1VNZ10i8ewi3EghyIokPC4SwIx/XfKRNZLBWZhARka7H58iHiIiIdBxrbavtWwsrAYgPVvJATl4hAQ7PtpZ3FBGRrkhJBBER6RQ19U08MX8bpz0wn4c/zaaitoFnPt/B/qp6AN5ckUeQn4PeUY4jnEnkxKWRCCIi0tVpOoOIiHSKV5fl8JcPNwHw8KdbeHlpDkUVdbz+VQ7nDknmvyvyuHJcD0L8ir0cqYj3hDZLIkRodQYREemCNBJBRESOyaY95dQ2NLW6r6HJyaX/XsINL67gpSW7eH/tbt5ZlQ/APRcMIjzQl6KKOkb2iCJ7byUPfpLNBcNT+M13+nfmJYh0OS1GImg6g4iIdEEaiSAiIkelocnJ84t38uf3NjIuM4ZXrxvr2VfX2IS/w4eHP81m8bZ9AHy4fo9n/13nDeCyMT0Y0zOGbUWVnDkggV/PWktGbAjXn5qpYopy0gv2Ozidp29iOyoxioiIdDIlEURETkIrdu3H18dQVddIfZOTyX3j2933P1/s4N73XdMSvty+jw/X7SFvfzVr88uYvbqAA3UTByaH89wPR7O3vJaHPslmx74qZo5OByArPpSs+FAA7v/ekI69OJFuzMfnYCItITzQi5GIiIi0TkkEEZGT0PeeWAy45l9X1jVyxzn9uOG0Xi2O2VpYQUZMCL6OgzPfrLW8uiwXgNeuG8sfZq/nhpdWHHL+folhvHXjeAL9HMSFBfD0VaOob3IS4KuiiSJH8tDFQ+mXGO7tMERERFp1xCSCMeZZ4Fyg0Fo7qJX9lwG/AgxQAdxorV3d0YGKiEjHcDoPLrFYWdfI5L5x3P/BJqrrGnlpaQ6+PobEiEDW5JVx+5l9uHlqb8/xK3btZ0dxFX/7wVDGZsbw+/MGcOm/l5IYHsj4XjFcOCIVh4+hX2IYgc2GZRtjlEAQaacLhqd6OwQREZE2tWckwnPAY8ALbezfAZxmrd1vjDkHeAoY0zHhiYicHDbvqSAuLIDokONfjT2/tMaz7e/rwz9mDmfcfZ/x6GdbPe0Hlpb728fZNDnhlqlZ+PgY3lqZT5Cfg3MGJQIwvlcs91wwiPG9YukZG3LcYxcRERER7zpiEsFau9AYk3GY/YubPVwCKH0uInIUauqbOOvhhWTEBDP/F1MA2LWvivmbixiRHsXg1IgOfb7txVWe7WkDEggL9OPu8wcyf3MRM4YlkxETQmZcKG+uyOP2/67moU+zqaxr4OoJPZmzpoBzBiW2qCB/2ZgeHRqfiIiIiHRdxlp75INcSYQ5rU1n+MZxtwP9rLXXtrH/OuA6gLi4uJFvvPHG0cYrInJCqG20fLCjgemZfqwqbOKJ1XUAXJDlx3m9/PjZ/BpK6ywOA38YH0RamA97q5ys2NvI+GRfIgOPfoXeDfuaWFfchJ8PvLutgWsG+TM60ZcA39ZXRLDWUtkA/82uZ2Feo6f99lGBDIo9flMTKisrCQ0NPW7nFxERkeNH9/ETx5QpU1ZYa0d9s73DCisaY6YA1wAT2zrGWvsUrukO9O3b106ePLmjnl5EpFt57LMtvLstm8SUNN7cmkdogC+JEYG8vbWSiPgUSut28pPTe/PK0l08vtby9k1jeP+TbN7IzmO3jeDFa45u1tjO4iqu/tt8z+PT+sTxu8tHt6vv2ac7+WxTIYXltTh8fJg5Ou24LsU4f/58dH8QERHpnnQfP/F1SBLBGDMEeBo4x1q7ryPOKSLSHVXVNRLk52ixTFtrdu6rBuBfC7cD8MGtk0gID2Tknz/hucU7AbhmQk/OHpjIeY99zvOLd7F8534AvthaTHFlHbGhAS3OuWJXCUNTI1uspuB0WhqcTh6ftxUfAwdqKt5xTr92X5Ofw4ezBia2+3gREREROXF96ySCMSYdmAVcYa3N/vYhiYh0D06npb7JyexVBXyycS/Rwf68uzqfW6b25qYpWYft+3XOfs927/hQ+ie5lnN7+dox7CiuIibEn4hgPyKC/ZjaL54nF2wD4PxhybyzqoAP1u0hIyaYP/1vAxeMSGFoaiSXPb2U/knhXDuxJ05reWVZDmvzymh0Zw6uHp/Bj07NxMdAUkTQcfquiIiIiMiJrD1LPL4KTAZijTF5wF2AH4C19kng90AM8E/38NbG1uZNiIicSNbmlXHpv5dQUdd4yL5PN+49bBKhur6R7cVV9IoLoby2kYtPSfPsG98rlvG9Ylsc/7Npffhkw14Abjm9N2vzy5izuoDY0AC2FFbyrwXbmdovHoCNu8v5+X8PrrIbFezH2YOSGNcrhvOGJB3XaQgiIiIicuJrz+oMM4+w/1qg1UKKIiInqlW5+z0JhKhgP+b8ZBKzVxWwp6yGl5bmMGtlHqdkRFNYUcdNL6/kpWvHkBUfSn2jkz+/txFr4Rdn9ePsQUeeJtA/KZx3b5pAZLAfPWJCOGtgIk8s2EZYgC9xYQEUVdTx9tf5nuOTIwKprGvk+yPT+P15A47b90BERERETj4dVlhRRORksre8Dh8Dt5/Vl6n94kmJDOLGyb2Yt7mQ57/cxc/ecI0GSIoIZE95Lf9asI0HfjCUd1fl88rSHAD6JYa1+/mGpkV6trPiQ7EWymsbuW96f3YUV7Ewu4i/XzSUrYWVzBiW0rEXKyIiIiLipiSCiMgxKKyoJS4sgB9PbjltoXd8yyWNSqrqCQvwZdbX+Vw4IpXckmrPvrTo4GN67h4xB/sNS4tk5uh07pzeH4CByRHHdE4RERERkfZQEkFE5BjsLa8jITzwkPbkZgULX/3RWAanut7UT3twAf9auA1/98oJj186AscRVnBoS3p0iGc7K17rMIuIiIhI51ESQUSkHRqanPg1WzqxsKKOlMhDkwjNl3YclhZJkL8DgO8OTeaZz3cQ7O9g+uBEvjMk6ZhjiQ3192w3j0lERERE5HjTX58iIkewOreUEXd/wr8WbKOmvokVu/azcXc58a2MRADoGesaKXAggQDwg1GppEQFkRoVzPdHpn6reIwxnD8smZ9P6/OtziMiIiIicrQ0EkFETmjWWp5auJ2oEH8uGpV25A5uTqdlb0UtVzyzjK2FlQDc98Em7vtgk+eYjJjWaxrMvnkCNfVNLdqy4sNY8Ispx3AFrXv4kuEddi4RERERkfZSEkFETkgvfrmTD9fvITTAl4/W7wXg9H7xxIQGHLFvQWkNVz57MHkwMSuWH52aye/eWUdOSTXnD0vm2kmZ9E5ovR5BWKAfYYF+HXYtIiIiIiJdhZIIIuI1heW1+Dl8iArxP/LBRyF7bwW/e3e95/EpGVF8tXM/Zzy4gHOHJHP2oEQmZMW22vfVZTn8etbaFm3/+eEp+Dl8WPjLKVTWNRLi78CYYyuKKCIiIiLSnSmJICKdrrCilh+9sILVuaU4fAx//O5AzuifQGJEIEUVdcSFHXm0wOG8t2Z3i8cvXjOGU/86j8KKOl5csosXl+ziwuEpbCuu4t9XjiQ80I8bX1pBbGgAn2x0jVp45JJhBPk5qG1sWVAxNEC/NkVERETk5KXCiiLS6RZv3cfq3FKuGNuDJqflt++s4+r/LOP9tbs55Z5P+XxLcZt9H5+3lTH3fsrTi7Z72hqanPznix2UVTcAMHfTXkZnRDOqRxTTBiQQ6Ofw1EN4/NIRBPr5MOvrfNbnlzH9kc/55ZtrmLe5iP+uyKO0uoG3bhzHjGEpnDkwke8OTT6+3wwRERERkW5EH6mJSKfbvLcCP4fhd+cO4MUluwDYUVzF3z/eDMDCLUVMyIqh0Wk9owAq6xr557yt/HP+NgD+t2Y3107KBOD5xTv583sb2V/dwI2n9WLj7gpuPK0Xt5/V1/Oct53Rm5lj0kmJDKJPQih1jU72VdXzh9nrmb26gNSoIKYNSKDJaRnZI7ozvx0iIiIiIt2Gkggi0qkqahv4aP0eMmND8ff14aGLh/LT11cT7O9gR3EVAF9sLeaq/3zFhoJy3rh+LMmRQfz9483854udTOodS2ZsCG8sz8PptBSU1fD4vK0AbCusZH1BGU1Oy9C0yBbP6+vwISUyCIDeCWGe9jdvGMecNbsZlRHFwOSITvouiIiIiIh0T0oiiMhxV1BaQ3SIP4F+Dn7z9jq2F1UxfXAiABcMTyW3pIYHP8kGIDM2hPUF5Z6+U/++gIggP8pqGhiWFslzPxzNmytyqWlo4smF23hm0Q4amiwDk8P5fGsx9U1OAIamtS8hEBMawFXjMzr2gkVERERETlBKIohIh1qbV8bOfVUkhAeyvqCMS8ekM/7+zwC4c3o/Zq8uAODmKb09fdKjgz3bD/xgCH9+byOjM6IZnxXLVc8uo6zGVevgklPScPgY+ieFA/DXDzfTLzGMR2cOZ1thJTe+vJJPNuzl59P6EB8W2FmXLCIiIiJy0lASQUQ61K2vfc1297QEgC+27vNs3/v+JgDm3DKRAcnhnvYDSQGAgckRzLpxvGcJxU13n03e/mrW5pfxncGuIoeDUyLoFRfCtqIqHr9sBL3iQumTEMa/rxxFiL+D8W0s3ygiIiIiIt+Okggi0qFKqutbPP7UvWTixaPSeH15LgADmyUQAPomhvHPy0aQW1JNoJ+jxb5APwdZ8WFkxR+sY2CM4Z2bJrCzuJpecaGe9mkDEjr0WkREREREpCUlEUSkwxRX1lFa3cDPpvWhb2IYTU7Lj19eyQ2n9eK2M3rz+vJc+iaEeUYZNDd9cNJRPVdYoB+DU1UIUURERESkMymJICLHrLC8lo827OXS0elU1TeyOrcUgFEZUYzv5ZpS8PmvppASGYQxhjm3TCQpQrUKRERERES6KyURROSY1Dc6OfWBedQ2OPlqR4mnYGJMiD8je0R5jkuNOlg0cVCKRg6IiIiIiHRnPt4OQES6p3dW5VPb4FpO8UACAeCHEzII8HW01U1ERERERLoxjUQQkaNWVt3AAx9tZkhqBNl7K6htcPLgRUOJDvHntD5x3g5PRERERESOEyURRKRV1loWbSmmqKKOMwcmEBbo59n32lc5FFXU8Z+rT6GmoYn8/TWcPzzFi9GKiIiIiEhnUBJBRFrYW15Lo9Pywpc7+deC7QCMWR7N69eP8xzz7qoChqVFemocnJLhhUBFRERERKTTKYkgIgDkl9ZQUdvA2Q8vAiAzNoSRPaIYnBLBc4t3UlheS3x4IHvKatmwu5w7p/fzcsQiIiIiItLZlEQQEQCuf3E56/LLPY+3F1fx02EpTBuQwHOLd3LJv5eQFhVMr7hQAMZlxnorVBERERER8RIlEUSE7L0VLRIIBwxIDqd/UhjnDklizprdbC+qYkF2EaEBvvRPCvNCpCIiIiIi4k1KIogI73ydj8PHsOTXpxMa4Mv0RxeRv7+GoakRGGP4x8zh/GnGILL3VnDnrLVcPSEDX4dWiBUREREROdkoiSDiRbNW5vHI3C2U1TQQHeyPr8Pw7ytH0SMmpEOfx1rL7NUFxIQEMLF3LIu3FhMfHkBWfBhOp+XdVQVMzIolLiwAgLk/O42KukYiglwrMhhjiA7xZ2xmDJ/dPrlDYxMRERERke5DSQQRL7nwn1+wMqfU87i0ugGAL7ftO6YkQn5pDTe/spKrx2cwY1jL5RbfWJ7Lr95ai6+P4fHLRnD9iysAeP8nkwj2d5BfWsNNU7I8x/v4GE8CQURERERE5AAlEUS8oKC0xpNA+Oi2Uzn/8S+oaWgCIHtv5VGd6/nFO4kJ9eeVpTl8nVPK1zmrGJ4WRXpMsOeY17/KBaDRabn+xRVEBPlR29DEXz7cREyIPwADk8M74tJEREREROQEpiSCiBd8tbMEgDm3TKRvYhhv3jiOtXllvLw0hy2FFYfte8urX5MSGcQd5/SjsKKWu2av9+y77Yze/HPeNv40ZwOPXzacAF8HG3eXszKnlFumZrEqt5TiynqevHwEj8zdwqyV+Z6+fRJUKFFERERERA5PSQQRL/h0YyFhAb70T3J9+j8wOYKByREs21HCguwi9lfVE+UeIdBcVV0j/1tdAEBOSRXvr93j2Rcd4s+tp/cm2N/Bve9v4oXFu7h6QgZ//zibiCA/rpnYk8jgg+fsnxgOHEwiBPk7jtPVioiIiIjIiULl1UU6Wc6+at5bU8ClY9Nx+JgW+74/MpWK2kYufGIxzy/eibXWs29/VT0X/nOx5/GBBMLIHlEAzBydhjGG607tRWZcCPe8v5GZTy1hYXYRPxiZ2iKBAHgSGAAPXTy0w69TREREREROPBqJINLJ1uSX4rQwY2jKIfvGZ8Xyw4kZ/GvBdu6avZ7S6gaC/H14d1UB6wvKPce9ft1YsgsrGZAUxpDUSDbvqWiRFPjRpEx+PWsty3ftB2Bq//hDnqtfkmv6wk1TenHB8NSOvkwRERERETkBKYkgx9VH6/fQJyGMnrEdu2Rhd5a3vwaAtOigVvf/34SebNpdwfqCch76NNvT7ucwPPD9ofRNDKN/UjhjMmM8+walRLQ4x8zR6Zw/LIUHPtpMfmk1p2REH/I8saEBLL3zdGJDAzriskRERERE5CSgJMIJyFrLh+v2UFxZx+Vje2CMOXKn46Cooo7rX1xBZmwIn90+2SsxdEV5+6uJDPYjLLD1JRQTwgN5/v9G0+S0LN2+j4SIQFIigyipqic5svXEQ2uC/B38/rwBhz0mITzwqGIXEREREZGTm5IIHaixyYmvo+PLTJTVNLAqt5R/zN3C+F4x/OzMvq0et2tfFduLqnhv7W7eXJEHQH5pLWGBvmTFhzIsLbJT3zTOWeMqAFhe29hpz9kd5JbUkBp15GSAw8cwPivW8/hoEggiIiIiIiLHg5IIbXjw4818urGQAcnhXDYmnUEpEfgdJkGwOreUa19Yjr/Dh4lZsVwxrgf5pTWM7RlDRHDrnzgfibWWWSvzue+DjRRX1gOwfNd+9lXVc8c5/fj7x9nk7a8h0n3+2asLqG90ApAZG0Jdo5MnF2zznC/Qz4eHLx7GWQMT2xydUFxZR1Sw/yEF/8pqGvjv8lwuH9uDQL/2VfFfk1cGQIDvkRMrTy3cxq591fzyrH7H/P3qDmrqm8jbX63lFEVEREREpFtSEqEVtQ1NPD5/G01Oy4bd5by5Io/T+8UzNjOG8toGkiODCA3wpX9SGDkl1XyyoZA3lufS5LT4O3x4fXkury/PBaBHTDAXDk9lQHI4U/vFH/Lm/HA+3VjIz/+7GoDzhyVz6xl9eOyzrby8NIeXl+Z4jksMD2RPeS0TsmKYOTqdHtEhpEYFUdvYRGl1AyH+vmwrruTXb63lhpdWMqZnNLef1feQefI7i6uY/Lf5/HhyL355dr8W+15ZmsNfPtzExxv2cvnYHkzoFUOMey795j0VLMgu5KyBiSRHBnmSLfuqXImPgrIa6hud+Pv6UFbdwG2vf42fw4enrhwFwO6yGu59fxMAo3tGM2PYoQUHTwRLtu/jkqeWAPDdVooqioiIiIiIdHVKIrRiQXYRTU7LS9eMITjAwR9mr2fupkLmbirEGGi26p7HZWPSPZ+ir9hVwrbCKvx9fXj0sy08PDcbayE21J/xvWK5YHgKI9KjPJ+4W2vJLakhLToIYwxOp+W9tbu54601xIYGsOAXkwkJcL1Uf/vBEHyM6w36uMwYrpnYEx8fQ3V9I0F+jkNGGCRFuIbAp8cEM/uWCTw6dwsvLcnhJ69+zRe/mkpdo5MGp5NnFu3g3VX5APxz/jZunppFsL8v1fWNfLx+L59vLQJg2Y4Slu0ooX9SOB/cOgmAe9/fyILsIu59fxNp0UG8ecN4EsIDKamqc18fDP/Tx0QE+XHWoETmbXadK2dfNUmRgdzz3kZPvI/M3UJadDCDUyL496Lt/GBkGjEh/vgcRfKlq3p83lbP9vdGKokgIiIiIiLdj7GtvSPuBH379rWbN2/2ynMfyd1zNvDSkl2s/cNZ+Pv6YK1l6Y4SIoP9SAoPoriqjrV5ZeSWVJMWHQzA+cPbflNYU9/EG8tz+XDdHjbuKae0ugGHj+F7I1KICwtg8bZ9fJ1TyuS+cVgL6wvKKK6sp3d8KH/87sAW8+I7wmvLcrhj1lr6JISyvaiKRqfr/0BYgC/nD0/hxSW7AHj80hGszNnPM5/vAOCaiT05vX88b67IY9bKfBbfMZUrnlnKtqIqJmTFkBETwstLc7h2Yk9+e+4Axt83l4SIQDbvqaC6vumwMd0yNYvXv8qlsMKVeHj6ylFc+8JyAC4fm86fzx/cod+DzmatZcDvP6JPYhiXnJLGzNHp3g5JpMuaP38+kydP9nYYIiIicgx0Hz9xGGNWWGtHfbP9iCMRjDHPAucChdbaQa3sN8AjwHSgGrjaWrvy24fcuZqclt++s5YBSeF8vGEPQ1Mj8XfP5TfGMLbZcnoRwX70igtt97mD/B1cNT6Dq8ZnUN/oZNGWIh6Zu4U3lruKH6ZEBhHs72C++xP6EemR/PzMvlwwPKXd9QeOxneGJPHI3C3sLa/j4lPSiAkNYHLfOIanRVLX6PQkEW565eDLmBAewPWnZhIfHkhYgB+zVubz/Jc72VZUBcAFw1P5/shUVueVsqWwEmst+6rqOXdoMi9dMwZj4NbXVvHJhr389Iw+fLjetXpEUUUdGTHB/GxaHx5r9kn9gRgAXlqS0+2TCFX1TdQ0NDF9UKK7PqlTAAAVvUlEQVQSCCIiIiIi0m21ZzrDc8BjwAtt7D8H6O3+NwZ4wv21U9W73/wuzC5idM9obpqS1a5+tQ1NGAPLd+7n1WW5nvZzhyQflzj9fX04vX8CE7Ji2V5URUFpDZP6xBLg6yC3pJroEH/P1IXjJSzQjy9/fXqr+wL9HKRFB5FbUkPfhDDGZEZz+dgepEUFE+TvSmgMSA4nKSKQpxZuByAzLoTT+8UD0DM2lP+tLuA/X+ykrtHZ4nruuWAQ/zehJ2Mzo7llahY+Poal2/eRGh2MMYYzByTw0fq9gGtKSe/4UCZkxfLc4p1c8cxSooL9uXJcD3YUV3HukGRPPN1BsXuERay7joSIiIiIiEh3dMR3q9bahcaYjMMcMgN4wbrmRSwxxkQaY5KstbsPd94mC3vKaimvbaChyUl5TSNlNfXUNTr5dGMhPgaC/X3J219NYXkdZTUNNDotd88YyDmDk1ixaz+Pz9vKxaeksSq3lCfmH1yFYEF2Ea8szeHtm8YTH9b6koa1DU00Oi2/+O9qPt6wl/BAX0IDfHn8shEUltcybUDCkb4130qgn4MByeEMSA73tB2YGuFts2+aSEOTk/g2loN0+BheunYMlz+9FD+HD3N/dpqnFkPP2BAA/jRnAwDRIf6efvFhgZ7X40DphjHNRng8dPEw9lXWM/3RRVTUNnJanzguG9uDF5fsYtGWYldsq13LRu4tr+Xmqb0Pia2spoEAXx8cPoZnP9/BGQMSSAwPPO6JmSMprnQnEcKURBARERERke6rI95ZpQC5zR7nudsOm0TIrXAy9r65re4LD/QlKsSfytpGkiOD6BETTESQH+sKyrn1tVVs2F3OUwu3U9fo5LNNhQAMT4/kolFpRAX78cs315BfWsP0Rxbxwv+NafFGHWBlzn6ufGYZlXWNnrZecaFcNT6D0/rEHcv34IQS1eyNf1t6xYXy4W2nUl3f2KKYY9Q3lmeMace5Dgj29yU42hcf9/nOH55Cz9gQ1tx1Jg1NTtYXlPPJhr18nVvKq8tyuWlKFl9s3ceq3P2M6xVDYkQQP355JatzS7n9zD787eNs7vtgE+MyY3j1urHtjuN4KPKMRGj/90NERERERKSraVdhRfdIhDlt1ESYA9xvrf3c/Xgu8Ctr7fJWjr0OuA4gIj5l5G1/+w8BDoO/AxwGogMNFkgK8cHfcWg1/rI6y91LaiiuccX846EB1DRawgMMw+JarkywvriJB5bXMjXNlysG+PPMunpW7G3klERfqhosqwqbCHBAdSP8enQgfaO7z9D4rqy6wfK/7Q2sK26ioNLJvRODSAjxOapzbNzXxMrCRi7t53/IahMA83MbeG59PZNTfZmf19jKGQ5178QgkkOPLo6ONDengRc31PPw5CAiA70Xh0h3UFlZSWho++vOiIiISNeh+/iJY8qUKcdWWLEd8oG0Zo9T3W2HsNY+BTwFrtUZ/nDFtKN+snNOd/LBut2s2LWfn583EEcbS/9NBlZUfsWWwgo+Konh8/xc+iWGsSi/AmvhklPS+MVZfflg3R4uHZ1+Qiwh2FVMd39tbHLi6zj6N8yTj7A/vqCc59YvYn5eI5P7xnFG/wQe+iSbfVX1LY579upRDEqJYPQ9cykL7cGkIUnMWpnPzVOz2vx/015/nrOBjXvKeemaMTgtRzzfyk+yMRu3cO60ycf0PRE5maiqs4iISPel+/iJryOSCLOBm40xr+EqqFh2pHoI34a/rw8zhqUwY1jbSyoecFqfOD7bVMhrJblcOa4Hd503kI/X72FBdhHXnZpJTGgAl4/tcbxCPekdrzfLfRJCCfTzoaHJ8vtzB5AZF8rlY3vw9td5/GvBdv552QgWbSlmSt94jDH0iAnmLx9u4i8fbgIgLTqIC0ek8uG6PdQ1NhEa4Mvp/Y+uBsbT7mUvf/POOpZs38erPxpLQhs1JACKKmqJDvZXAkFERERERLq19izx+CquD4djjTF5wF2AH4C19kngfVwfPm/FtcTjD49XsEdr5uh0vs7ZT5C/gz9+dyDGGM4ZnMQ5g5O8HZp8C74OH2aOTic62J/MZkttXjA8lQuGpwK0aI8NDWDXvmrP40fmbuHUPnHc8NIKT9vHPz2V6BB/dhRXMapHVKvTKA4oq2nwbL+yNAeAy59eyjs3TWizgGNOSXWXKZwpIiIiIiJyrNqzOsPMI+y3wE0dFlEH8vf14eFLhns7DDkO7jpvYLuPPaN/Ait27efiUWkMSA7nrtnredX95v+AMx9a6Nm+dEw6914wuM3zrckrbfF4fK8YFm/bx3trd3PRqLRW++wsruaUjKh2xywiIiIiItIVeXfdO5FOcN2pmXxvZArxYYFYa3ls3lbedS8V+eTlIxmQFM6pD8wDYHTPaF7/KpefntGHuGbLMdY2NPGdRxdx7aRMckuqcfgY4kID2FNeyw2n9SK/tIZ3V+Vz0ag0bnvta5ZsLyEhIpBxmTFcOCKFgrIaMmJTvXL9IiIiIiIiHUVJBDnhOXwM8WGuegXGGCZlxTLra1ftz9AAX9JjgnnvJxOpa3QSHujHGQ8u4OWlu7jtjD6ec7y6LIdtRVX8etZaBqWEMywtkqeuGMlrX+UyrlcMM4al8I/PtrChoJx3VrkSFHvKa1mdW8qTC7YB0DM2pJOvXEREREREpGOpypucdEb0ODitICTAtbTnwOQIRqRHkRUfyjmDEnlywTYKy2sBeHrRdv74vw2ePuvyy5nUO5aY0ABumpKFn8OHGcOSsRbudxdvPOC+CwdzoLzCiHRNZxARERERke5NIxHkpBMb6u/ZDgs89Efgl2f344N1exh971wGJoezvqCcMwckcP/3hjDi7k8ADlnVo1dcKAOTw1mYXQTArB+Pp7quiYm9YxnZI4rwQD8SI9pevUFERERERKQ7UBJBTjqRwQeTCK2tptAzNoSzBibw0fq9rC8o54z+8Tw6cziBfg4+uHUSpdUNxIYGHNJv+uAk1heUkxYd1GLUQZ+EsONzISIiIiIiIp1MSQQ56UQdIYkA8I+ZIzAGfIzB4XNwucf+SeFtnvfS0ensr6rnynEZHRariIiIiIhIV6Ikgpx0okL8PNsh/q3/CPj7Hn25kKgQf3577oBjjktERERERKSrU2FFOelEBh0cidB8lIGIiIiIiIgcnpIIctI5llEGIiIiIiIioiSCiIiIiIiIiLSTkggiIiIiIiIi0i4qrCgnpZmj03E6rbfDEBERERER6VaURJCT0n0XDvZ2CCIiIiIiIt2OpjOIiIiIiIiISLsoiSAiIiIiIiIi7aIkgoiIiIiIiIi0i5IIIiIiIiIiItIuSiKIiIiIiIiISLsoiSAiIiIiIiIi7aIkgoiIiIiIiIi0i5IIIiIiIiIiItIuSiKIiIiIiIiISLsoiSAiIiIiIiIi7aIkgoiIiIiIiIi0i5IIIiIiIiIiItIuSiKIiIiIiIiISLsYa613ntiYCmBzK7sigLJvcWr1V//u3L8rxKD+6u/tn4FYoNiLMai/+nfn/l0hBvVXf/0MnNz9dR8/cX4G+lprww7Za631yj9geRvtT33L86q/+nfb/l0hBvVXf2/2d5+j1ftDd7kG9Vd/b/bvCjGov/p7s39XiEH9dR/3Zv+OjKGt17IrTmf4n/qr/0ncvyvEoP7q783+HcHb16D+6u/N/l0hBvVXf2/27woxnOz9vy1vx9/d+x/3GLw5nWG5tXaUV55cRES6LN0fREREui/dx08cbb2W3hyJ8JQXn1tERLou3R9ERES6L93HTxytvpZeG4kgIiIiIiIiIt1LV6yJcNIwxjxrjCk0xqxr1hZtjPnEGLPF/TXKmzFK29p4/V43xqxy/9tpjFnlzRilbcaYNGPMPGPMBmPMemPMrd/Y/3NjjDXGxHorRjkyY8zZxpjNxpitxpg73G0vu9vWuX9O/bwdp7SujddvqjFmpfv1e94Y4+vtOKV1rd0H3e23GGM2uX+3/tVb8cmRtXUvNMbcbYxZ4/575mNjTLK3Y5VDGWMCjTHLjDGr3a/fH93tPY0xS92/W183xvh7O1ZpWxv3QmOMuccYk22M2WiM+Ym342xOIxG8yBhzKlAJvGCtHeRu+ytQYq293/2fKMpa+ytvximta+31+8b+vwNl1to/dXpwckTGmCQgyVq70hgTBqwAzrfWbjDGpAFPA/2Akdbab7NMkRwnxhgHkA1MA/KAr4CZQAbwgfuwV4CF1tonvBGjtO0wr99HwOnW2mxjzJ+AXdbaZ7wXqbSljb9jpgC/Ab5jra0zxsRbawu9Gae0ra17IZBnrS13H/MTYIC19gYvhiqtMMYYIMRaW+lOmH8O3Ar8DJhlrX3NGPMksFr3wa7pMPfCMcAU4GprrbOr/S7VSAQvstYuBEq+0TwDeN69/TyuX+TSBbXx+gGeX+oXAa92alDSbtba3dbale7tCmAjkOLe/RDwS0BZ1q5tNLDVWrvdWlsPvAbMsNa+b92AZUCqV6OUtrT2+n0PqLfWZruP+cTdJl1QG/fBG4H7rbV17mO6zB+9cqi27oUHEghuIeh+2CW5b3WV7od+7n8WmAq86W7X+4murdW/ZXD9Lv2TtdYJXe93qZIIXU+CtXa3e3sPkODNYOSYTQL2Wmu3eDsQOTJjTAYwHFhqjJkB5FtrV3s1KGmPFCC32eM8DiaCcH8qcwXwYSfHJe3T2uuXCPgaYw5Ugv4+kNbZgcm30geY5B5KvcAYc4q3A5L2aX4vdD++xxiTC1wG/N57kcnhGGMc7umzhbgSr9uAUmtto/uQFvdG6XLa+lumF3CxMWa5MeYDY0xvr0TXBiURujD3p2jK/HZPM9EohG7BGBMKvAXcBjQCd6I/lk4U/8Q1lWGRtwORdrPAJcBDxphlQAXQ5N2Q5Cj5AtHAWOAXwBvu0XnShTW/Fx4YhWCt/Y21Ng14GbjZm/FJ26y1TdbaYbhG3Y3GNRVTur8AoNa9vOK/gWe9HE8LSiJ0PXvd89MOzFPrUkNX5MjcRcAuBF73dixyeO5Pqt8CXrbWzsKV9e0JrDbG7MR1Q15pjEn0XpRyGPm0/JQ61d2GMeYuIA7XvFDpmlp9/ay1X1prJ1lrRwMLcc0Vle4jD9dcbGutXQY4ARWo7cJauRd+08toWlGXZ60tBeYB44DIZkVpPfdG6ZLa+lsmDzjw8/g2MKST4zosJRG6ntnAVe7tq4B3vRiLHJszgE3W2jxvByJtc38y9gyw0Vr7IIC1dq21Nt5am2GtzcD1C3yEtXaPF0OVtn0F9HZXofbH9Qn2bGPMtcBZwMwDcwmlS2rr9YsHMMYEAL8CnvRijHL03sFVDAxjTB/AH1Bx2i6qtXuhu7350OkZwKbOjk2OzBgTZ4yJdG8H4SrOtxFXMuH77sP0fqJra/VeSLPfpcBpdLGEupZN8iJjzKvAZCDWGJMH3AXcj2vo3zXALlzF+aQLau31c1cQvwRNZegOJuCaL7/WHFyK805r7ftejEmOgrW20RhzM65q/g7gWWvtemPMaly/P790j6KepVVSup7DvH4PGGPOxfVBxxPW2s+8Gqi0qY2/Y54FnnUv+1gPXGW1FFhX1uq9ELjGGNMX10iSXYBWZuiakoDn3RX+fYA3rLVzjDEbgNeMMX8GvsaVKJIu6DD3wvuBl40xP8W1Cs613ozzm7TEo4iIiIiIiIi0i6YziIiIiIiIiEi7KIkgIiIiIiIiIu2iJIKIiIiIiIiItIuSCCIiIiIiIiLSLkoiiIiIiIiIiEi7KIkgIiIiIiIiIu2iJIKIiIiIiIiItIuSCCIiIiIiIiLSLkoiiIiIiIiIiEi7KIkgIiIiIiIiIu2iJIKIiIiIiIiItIuSCCIiIiIiIiLSLkoiiIiIiIiIiEi7KIkgIiIiIiIiIu2iJIKIiIiIiIiItIuSCCIiIiIiIiLSLkoiiIhIpzHGWGPMS80e+xpjiowxc7wZl4iIiLSfMeZ89z29n7djkc6nJIKIiHSmKmCQMSbI/XgakH80JzDG+HZ4VCIiInI0ZgKfu7+2mzHGcXzCkc6kJIKIiHS294HvuLdnAq8e2GGMGW2M+dIY87UxZrExpq+7/WpjzGxjzGfA3M4PWURERACMMaHAROAa4BJ322RjzEJjzHvGmM3GmCeNMT7ufZXGmL8bY1YD47wXuXQUJRFERKSzvQZcYowJBIYAS5vt2wRMstYOB34P3Nts3wjg+9ba0zotUhEREfmmGcCH1tpsYJ8xZqS7fTRwCzAA6AVc6G4PAZZaa4daaz/v9GilwymJICIincpauwbIwDUK4f1v7I4A/muMWQc8BAxstu8Ta21JpwQpIiIibZmJ6wMB3F8PTGlYZq3dbq1twjXKcKK7vQl4q3NDlONJ80pFRMQbZgN/AyYDMc3a7wbmWWsvMMZkAPOb7avqpNhERESkFcaYaGAqMNgYYwEHYIH33F+bO/C41p1YkBOERiKIiIg3PAv80Vq79hvtERwstHh1p0YkIiIiR/J94EVrbQ9rbYa1Ng3YAUwCRhtjerprIVyMq/CinICURBARkU5nrc2z1j7ayq6/AvcZY75Go+VERES6mpnA299oe8vd/hXwGLARV2Lhm8fJCcJY+81RJyIiIiIiIiLtY4yZDNxurT3X27HI8aeRCCIiIiIiIiLSLhqJICIiIiIiIiLtopEIIiJyXBlj0owx84wxG4wx640xt7rbo40xnxhjtri/RrnbLzPGrDHGrDXGLDbGDG12rrONMZuNMVuNMXd465pERERETlYaiSAiIseVMSYJSLLWrjTGhAErgPNxrb5QYq29350QiLLW/soYMx7YaK3db4w5B/iDtXaMMcYBZAPTgDxcBZxmWms3eOO6RERERE5GGokgIiLHlbV2t7V2pXu7AlfV5hRgBvC8+7DncSUWsNYuttbud7cvAVLd26OBrdba7dbaeuA19zlEREREpJMoiSAiIp3GGJMBDAeWAgnW2t3uXXuAhFa6XAN84N5OAXKb7ctzt4mIiIhIJ9Ea3CIi0imMMaG41pK+zVpbbozx7LPWWmOM/cbxU3AlESZ2aqAiIiIi0iaNRBARkePOGOOHK4HwsrV2lrt5r7tewoG6CYXNjh8CPA3MsNbuczfnA2nNTpvqbhMRERGRTqIkgoiIHFfGNeTgGVzFEh9stms2cJV7+yrgXffx6cAs4AprbXaz478Cehtjehpj/IFL3OcQERERkU6i1RlEROS4MsZMBBYBawGnu/lOXHUR3gDSgV3ARdbaEmPM08D33G0AjdbaUe5zTQceBhzAs9baezrtQkRERERESQQRERERERERaR9NZxARERERERGRdlESQURERERERETaRUkEEREREREREWkXJRFEREREREREpF2URBARERERERGRdlESQURERERERETaRUkEEREREREREWkXJRFEREREREREpF3+HyH+I6AMM1ijAAAAAElFTkSuQmCC\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "# \u5404\u5e01\u79cd\u6c47\u603b\u7ed3\u679c\npd.DataFrame(e.account).T.apply(lambda x:round(x,3))", "execution_count": 33, "outputs": [{"output_type": "execute_result", "execution_count": 33, "data": {"text/plain": "      realised_profit    margin  unrealised_profit      total  leverage  \\\nUSDT        11544.446  2240.648           -572.088  20961.347     2.142   \nLTC           208.435    71.269            -74.615        NaN       NaN   \nDASH        -1611.443    15.000             -0.000        NaN       NaN   \nIOTA         -731.880   137.227            255.450        NaN       NaN   \nQTUM         3695.002    15.000              8.472        NaN       NaN   \nEOS           515.414    15.000            -16.148        NaN       NaN   \nXRP           804.351   213.625           -527.496        NaN       NaN   \nVET          2029.654   119.771             39.893        NaN       NaN   \nNEO          1046.044    44.474             39.211        NaN       NaN   \nADA           606.302    29.077            -26.916        NaN       NaN   \nBNB           895.348    71.510            -69.793        NaN       NaN   \nTRX           980.596   141.199           -218.180        NaN       NaN   \nIOST         3369.938   103.764             24.726        NaN       NaN   \nETC         -2929.940   245.720            485.595        NaN       NaN   \nONT          1365.283   216.755            464.890        NaN       NaN   \nXMR           662.873   239.586           -608.286        NaN       NaN   \nXLM           319.303   238.507           -629.853        NaN       NaN   \nATOM         1501.062   113.670            126.604        NaN       NaN   \nBAT          1572.965    45.429            -29.451        NaN       NaN   \nZEC         -1108.730   126.443            171.133        NaN       NaN   \nBTC           164.300    37.620             -0.000        NaN       NaN   \n\n          amount  hold_price     value     price  \nUSDT         NaN         NaN       NaN       NaN  \nLTC      -32.134      44.358  1500.000    46.680  \nDASH      -4.018      74.660   300.000    74.660  \nIOTA   17647.059       0.156  3000.000     0.170  \nQTUM     217.234       1.381   308.472     1.420  \nEOS     -115.340       2.601   316.148     2.741  \nXRP   -23964.054       0.178  4800.000     0.200  \nVET   619674.671       0.004  2435.321     0.004  \nNEO      116.595       7.629   928.682     7.965  \nADA   -16583.748       0.035   608.458     0.037  \nBNB      -97.790      14.625  1500.000    15.339  \nTRX  -221893.491       0.013  3042.160     0.014  \nIOST  602755.454       0.003  2100.000     0.003  \nETC      944.056       5.206  5400.000     5.720  \nONT    11021.814       0.393  4800.000     0.436  \nXMR      -93.071      51.484  5400.000    58.020  \nXLM  -107291.874       0.044  5400.000     0.050  \nATOM     992.146       2.291  2400.000     2.419  \nBAT    -5511.329       0.165   938.028     0.170  \nZEC       71.034      35.601  2700.000    38.010  \nBTC       -0.102    7378.880   752.395  7378.880  ", "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>realised_profit</th>\n      <th>margin</th>\n      <th>unrealised_profit</th>\n      <th>total</th>\n      <th>leverage</th>\n      <th>amount</th>\n      <th>hold_price</th>\n      <th>value</th>\n      <th>price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>USDT</td>\n      <td>11544.446</td>\n      <td>2240.648</td>\n      <td>-572.088</td>\n      <td>20961.347</td>\n      <td>2.142</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>LTC</td>\n      <td>208.435</td>\n      <td>71.269</td>\n      <td>-74.615</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-32.134</td>\n      <td>44.358</td>\n      <td>1500.000</td>\n      <td>46.680</td>\n    </tr>\n    <tr>\n      <td>DASH</td>\n      <td>-1611.443</td>\n      <td>15.000</td>\n      <td>-0.000</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-4.018</td>\n      <td>74.660</td>\n      <td>300.000</td>\n      <td>74.660</td>\n    </tr>\n    <tr>\n      <td>IOTA</td>\n      <td>-731.880</td>\n      <td>137.227</td>\n      <td>255.450</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>17647.059</td>\n      <td>0.156</td>\n      <td>3000.000</td>\n      <td>0.170</td>\n    </tr>\n    <tr>\n      <td>QTUM</td>\n      <td>3695.002</td>\n      <td>15.000</td>\n      <td>8.472</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>217.234</td>\n      <td>1.381</td>\n      <td>308.472</td>\n      <td>1.420</td>\n    </tr>\n    <tr>\n      <td>EOS</td>\n      <td>515.414</td>\n      <td>15.000</td>\n      <td>-16.148</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-115.340</td>\n      <td>2.601</td>\n      <td>316.148</td>\n      <td>2.741</td>\n    </tr>\n    <tr>\n      <td>XRP</td>\n      <td>804.351</td>\n      <td>213.625</td>\n      <td>-527.496</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-23964.054</td>\n      <td>0.178</td>\n      <td>4800.000</td>\n      <td>0.200</td>\n    </tr>\n    <tr>\n      <td>VET</td>\n      <td>2029.654</td>\n      <td>119.771</td>\n      <td>39.893</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>619674.671</td>\n      <td>0.004</td>\n      <td>2435.321</td>\n      <td>0.004</td>\n    </tr>\n    <tr>\n      <td>NEO</td>\n      <td>1046.044</td>\n      <td>44.474</td>\n      <td>39.211</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>116.595</td>\n      <td>7.629</td>\n      <td>928.682</td>\n      <td>7.965</td>\n    </tr>\n    <tr>\n      <td>ADA</td>\n      <td>606.302</td>\n      <td>29.077</td>\n      <td>-26.916</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-16583.748</td>\n      <td>0.035</td>\n      <td>608.458</td>\n      <td>0.037</td>\n    </tr>\n    <tr>\n      <td>BNB</td>\n      <td>895.348</td>\n      <td>71.510</td>\n      <td>-69.793</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-97.790</td>\n      <td>14.625</td>\n      <td>1500.000</td>\n      <td>15.339</td>\n    </tr>\n    <tr>\n      <td>TRX</td>\n      <td>980.596</td>\n      <td>141.199</td>\n      <td>-218.180</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-221893.491</td>\n      <td>0.013</td>\n      <td>3042.160</td>\n      <td>0.014</td>\n    </tr>\n    <tr>\n      <td>IOST</td>\n      <td>3369.938</td>\n      <td>103.764</td>\n      <td>24.726</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>602755.454</td>\n      <td>0.003</td>\n      <td>2100.000</td>\n      <td>0.003</td>\n    </tr>\n    <tr>\n      <td>ETC</td>\n      <td>-2929.940</td>\n      <td>245.720</td>\n      <td>485.595</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>944.056</td>\n      <td>5.206</td>\n      <td>5400.000</td>\n      <td>5.720</td>\n    </tr>\n    <tr>\n      <td>ONT</td>\n      <td>1365.283</td>\n      <td>216.755</td>\n      <td>464.890</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>11021.814</td>\n      <td>0.393</td>\n      <td>4800.000</td>\n      <td>0.436</td>\n    </tr>\n    <tr>\n      <td>XMR</td>\n      <td>662.873</td>\n      <td>239.586</td>\n      <td>-608.286</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-93.071</td>\n      <td>51.484</td>\n      <td>5400.000</td>\n      <td>58.020</td>\n    </tr>\n    <tr>\n      <td>XLM</td>\n      <td>319.303</td>\n      <td>238.507</td>\n      <td>-629.853</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-107291.874</td>\n      <td>0.044</td>\n      <td>5400.000</td>\n      <td>0.050</td>\n    </tr>\n    <tr>\n      <td>ATOM</td>\n      <td>1501.062</td>\n      <td>113.670</td>\n      <td>126.604</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>992.146</td>\n      <td>2.291</td>\n      <td>2400.000</td>\n      <td>2.419</td>\n    </tr>\n    <tr>\n      <td>BAT</td>\n      <td>1572.965</td>\n      <td>45.429</td>\n      <td>-29.451</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-5511.329</td>\n      <td>0.165</td>\n      <td>938.028</td>\n      <td>0.170</td>\n    </tr>\n    <tr>\n      <td>ZEC</td>\n      <td>-1108.730</td>\n      <td>126.443</td>\n      <td>171.133</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>71.034</td>\n      <td>35.601</td>\n      <td>2700.000</td>\n      <td>38.010</td>\n    </tr>\n    <tr>\n      <td>BTC</td>\n      <td>164.300</td>\n      <td>37.620</td>\n      <td>-0.000</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>-0.102</td>\n      <td>7378.880</td>\n      <td>752.395</td>\n      <td>7378.880</td>\n    </tr>\n  </tbody>\n</table>\n</div>"}, "metadata": {}}]}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "e.df['leverage'].plot(figsize=(18,6),grid = True);", "execution_count": 34, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<Figure size 1296x432 with 1 Axes>", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "\u5982\u679c\u4e0d\u5bf9\u51b2\u7684\u7ed3\u679c\u5982\u4e0b\uff0c\u5b9e\u9645\u4e0a\u5dee\u522b\u4e0d\u5927\u3002\u56e0\u4e3a\u591a\u7a7a\u57fa\u672c\u662f\u5e73\u8861\u7684\u3002"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "trade_symbols = list(set(symbols)-set(['LINK','XTZ','BCH', 'ETH']))#\u5269\u4f59\u7684\u5e01\u79cd\nprice_usdt_btc_norm_mean = price_usdt_btc_norm[trade_symbols].mean(axis=1)\ne = Exchange(trade_symbols,initial_balance=10000,commission=0.0005,log=False)\ntrade_value = 300\nfor row in price_usdt.iloc[:].iterrows():\n    e.Update(row[0], row[1])\n    empty_value = 0\n    for symbol in trade_symbols:\n        price = row[1][symbol]\n        if np.isnan(price):\n            continue\n        diff = price_usdt_btc_norm.loc[row[0],symbol] - price_usdt_btc_norm_mean[row[0]]\n        aim_value = -trade_value*round(diff/0.01,1)\n        now_value = e.account[symbol]['value']*np.sign(e.account[symbol]['amount'])\n        empty_value += now_value\n        if aim_value - now_value > 20:\n            e.Buy(symbol, price, round((aim_value - now_value)/price, 6),round(e.account[symbol]['realised_profit']+e.account[symbol]['unrealised_profit'],2))\n        if aim_value - now_value < -20:\n            e.Sell(symbol, price, -round((aim_value - now_value)/price, 6),round(e.account[symbol]['realised_profit']+e.account[symbol]['unrealised_profit'],2))\nstragey_2b = e", "execution_count": 63, "outputs": []}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "(stragey_2b.df['total']/stragey_2.initial_balance).plot(figsize=(18,6),grid = True);\n#(stragey_2.df['total']/stragey_2.initial_balance).plot(figsize=(18,6),grid = True); #\u53ef\u53e0\u52a0\u5728\u4e00\u8d77\u770b\u770b", "execution_count": 58, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<Figure size 1296x432 with 1 Axes>", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "\u5982\u679c\u53c2\u8003USDT\u7684\u4ef7\u683c\u56de\u5f52\uff0c\u6548\u679c\u4f1a\u5dee\u5f88\u591a"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "trade_symbols = list(set(symbols)-set(['LINK','XTZ','BCH', 'ETH']))+['BTC'] #\u5269\u4f59\u7684\u5e01\u79cd\nprice_usdt_norm_mean = price_usdt_norm[trade_symbols].mean(axis=1)\ne = Exchange(trade_symbols,initial_balance=10000,commission=0.0005,log=False)\ntrade_value = 300\nfor row in price_usdt.iloc[:].iterrows():\n    e.Update(row[0], row[1])\n    empty_value = 0\n    for symbol in trade_symbols+['BTC']:\n        price = row[1][symbol]\n        if np.isnan(price):\n            continue\n        diff = price_usdt_norm.loc[row[0],symbol] - price_usdt_norm_mean[row[0]]\n        aim_value = -trade_value*round(diff/0.01,1)\n        now_value = e.account[symbol]['value']*np.sign(e.account[symbol]['amount'])\n        empty_value += now_value\n        if aim_value - now_value > 20:\n            e.Buy(symbol, price, round((aim_value - now_value)/price, 6),round(e.account[symbol]['realised_profit']+e.account[symbol]['unrealised_profit'],2))\n        if aim_value - now_value < -20:\n            e.Sell(symbol, price, -round((aim_value - now_value)/price, 6),round(e.account[symbol]['realised_profit']+e.account[symbol]['unrealised_profit'],2))\nstragey_2c = e", "execution_count": 59, "outputs": []}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "(stragey_2c.df['total']/stragey_2.initial_balance).plot(figsize=(18,6),grid = True);\n(stragey_2b.df['total']/stragey_2.initial_balance).plot(figsize=(18,6),grid = True);", "execution_count": 60, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<Figure size 1296x432 with 1 Axes>", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "\u5982\u679c\u9650\u5236\u6700\u5927\u6301\u4ed3\u4ef7\u503c,\u8868\u73b0\u4f1a\u5dee\u4e00\u4e9b"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "trade_symbols = list(set(symbols)-set(['LINK','XTZ','BCH', 'ETH'])) #\u5269\u4f59\u7684\u5e01\u79cd\nprice_usdt_btc_norm_mean = price_usdt_btc_norm[trade_symbols].mean(axis=1)\ne = Exchange(trade_symbols+['BTC'],initial_balance=10000,commission=0.0005,log=False)\ntrade_value = 300\nfor row in price_usdt.iloc[:].iterrows():\n    e.Update(row[0], row[1])\n    empty_value = 0\n    for symbol in trade_symbols:\n        price = row[1][symbol]\n        if np.isnan(price):\n            continue\n        diff = price_usdt_btc_norm.loc[row[0],symbol] - price_usdt_btc_norm_mean[row[0]]\n        aim_value = -trade_value*round(diff/0.01,1)\n        now_value = e.account[symbol]['value']*np.sign(e.account[symbol]['amount'])\n        empty_value += now_value\n        if aim_value - now_value > 20 and abs(aim_value)<3000:\n            e.Buy(symbol, price, round((aim_value - now_value)/price, 6),round(e.account[symbol]['realised_profit']+e.account[symbol]['unrealised_profit'],2))\n        if aim_value - now_value < -20 and abs(aim_value)<3000:\n            e.Sell(symbol, price, -round((aim_value - now_value)/price, 6),round(e.account[symbol]['realised_profit']+e.account[symbol]['unrealised_profit'],2))\n    price = row[1]['BTC']\n    aim_value = -empty_value\n    now_value = e.account['BTC']['value']*np.sign(e.account['BTC']['amount'])\n    if aim_value - now_value > 20:\n        e.Buy('BTC', price, round((aim_value - now_value)/price, 6),round(e.account['BTC']['realised_profit']+e.account['BTC']['unrealised_profit'],2))\n    if aim_value - now_value < -20:\n        e.Sell('BTC', price, -round((aim_value - now_value)/price, 6),round(e.account['BTC']['realised_profit']+e.account['BTC']['unrealised_profit'],2))\nstragey_2d = e", "execution_count": 64, "outputs": []}, {"metadata": {"trusted": true, "scrolled": false}, "cell_type": "code", "source": "(stragey_2d.df['total']/stragey_2.initial_balance).plot(figsize=(17,6),grid = True);", "execution_count": 65, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<Figure size 1224x432 with 1 Axes>", "image/png": 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