From 4d49bf3ae3f7470cb71ac587185d40563d7abf08 Mon Sep 17 00:00:00 2001 From: "vn.py" Date: Sat, 7 Oct 2017 10:58:37 +0800 Subject: [PATCH] =?UTF-8?q?[Add]=E6=96=B0=E5=A2=9EBollChannelStrategy?= =?UTF-8?q?=E7=AD=96=E7=95=A5=EF=BC=8C=E9=80=82=E5=90=88=E8=9E=BA=E7=BA=B9?= =?UTF-8?q?=E9=92=A215=E5=88=86=E9=92=9F?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ....ipynb => backtesting_IF-checkpoint.ipynb} | 0 .../backtesting_rb-checkpoint.ipynb | 230 ++++++++++++++++++ ...backtesting.ipynb => backtesting_IF.ipynb} | 0 examples/CtaBacktesting/backtesting_rb.ipynb | 199 +++++++++++++++ examples/CtaBacktesting/loadCsv.py | 1 + vnpy/trader/app/ctaStrategy/ctaTemplate.py | 38 ++- .../strategy/strategyBollChannel.py | 218 +++++++++++++++++ .../strategy/strategyKingKeltner.py | 1 - 8 files changed, 685 insertions(+), 2 deletions(-) rename examples/CtaBacktesting/.ipynb_checkpoints/{backtesting-checkpoint.ipynb => backtesting_IF-checkpoint.ipynb} (100%) create mode 100644 examples/CtaBacktesting/.ipynb_checkpoints/backtesting_rb-checkpoint.ipynb rename examples/CtaBacktesting/{backtesting.ipynb => backtesting_IF.ipynb} (100%) create mode 100644 examples/CtaBacktesting/backtesting_rb.ipynb create mode 100644 vnpy/trader/app/ctaStrategy/strategy/strategyBollChannel.py diff --git a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting-checkpoint.ipynb b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb similarity index 100% rename from examples/CtaBacktesting/.ipynb_checkpoints/backtesting-checkpoint.ipynb rename to examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb diff --git a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_rb-checkpoint.ipynb b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_rb-checkpoint.ipynb new file mode 100644 index 00000000..478239ad --- /dev/null +++ b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_rb-checkpoint.ipynb @@ -0,0 +1,230 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "from vnpy.trader.app.ctaStrategy.ctaBacktesting import BacktestingEngine, OptimizationSetting, MINUTE_DB_NAME\n", + "from vnpy.trader.app.ctaStrategy.strategy.strategyBollChannel import BollChannelStrategy" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# 创建回测引擎对象\n", + "engine = BacktestingEngine()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# 设置回测使用的数据\n", + "engine.setBacktestingMode(engine.BAR_MODE) # 设置引擎的回测模式为K线\n", + "engine.setDatabase(MINUTE_DB_NAME, 'rb0000') # 设置使用的历史数据库\n", + "engine.setStartDate('20110101') # 设置回测用的数据起始日期" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# 配置回测引擎参数\n", + "engine.setSlippage(1) # 设置滑点为1跳\n", + "engine.setRate(1/10000) # 设置手续费万1\n", + "engine.setSize(10) # 设置合约大小 \n", + "engine.setPriceTick(1) # 设置最小价格变动 \n", + "engine.setCapital(30000) # 设置回测本金" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# 在引擎中创建策略对象\n", + "d = {} # 策略参数配置\n", + "engine.initStrategy(BollChannelStrategy, d) # 创建策略对象" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2017-10-07 10:26:41.392000\t开始载入数据\n", + "2017-10-07 10:26:41.510000\t载入完成,数据量:332899\n", + "2017-10-07 10:26:41.510000\t开始回测\n", + "2017-10-07 10:26:41.510000\t策略初始化完成\n", + "2017-10-07 10:26:41.510000\t策略启动完成\n", + "2017-10-07 10:26:41.510000\t开始回放数据\n", + "2017-10-07 10:26:57.512000\t数据回放结束\n" + ] + } + ], + "source": [ + "# 运行回测\n", + "engine.runBacktesting()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2017-10-07 10:26:57.518000\t计算按日统计结果\n", + "2017-10-07 10:26:57.545000\t------------------------------\n", + "2017-10-07 10:26:57.545000\t首个交易日:\t2011-09-02\n", + "2017-10-07 10:26:57.545000\t最后交易日:\t2017-09-29\n", + "2017-10-07 10:26:57.545000\t总交易日:\t1478\n", + "2017-10-07 10:26:57.545000\t盈利交易日\t663\n", + "2017-10-07 10:26:57.545000\t亏损交易日:\t616\n", + "2017-10-07 10:26:57.545000\t起始资金:\t30000\n", + "2017-10-07 10:26:57.545000\t结束资金:\t81,790.0\n", + "2017-10-07 10:26:57.545000\t总收益率:\t172.63\n", + "2017-10-07 10:26:57.545000\t总盈亏:\t51,790.0\n", + "2017-10-07 10:26:57.545000\t最大回撤: \t-5,170.0\n", + "2017-10-07 10:26:57.545000\t总手续费:\t0.0\n", + "2017-10-07 10:26:57.545000\t总滑点:\t6,130.0\n", + "2017-10-07 10:26:57.545000\t总成交金额:\t18,983,370.0\n", + "2017-10-07 10:26:57.545000\t总成交笔数:\t613.0\n", + "2017-10-07 10:26:57.545000\t日均盈亏:\t35.04\n", + "2017-10-07 10:26:57.545000\t日均手续费:\t0.0\n", + "2017-10-07 10:26:57.545000\t日均滑点:\t4.15\n", + "2017-10-07 10:26:57.545000\t日均成交金额:\t12,843.96\n", + "2017-10-07 10:26:57.545000\t日均成交笔数:\t0.41\n", + "2017-10-07 10:26:57.545000\t日均收益率:\t0.07%\n", + "2017-10-07 10:26:57.545000\t收益标准差:\t0.74%\n", + "2017-10-07 10:26:57.545000\tSharpe Ratio:\t1.42\n" + ] + }, + { + "data": { + "image/png": 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csl8/C8y8CypORZUqcMst8Pzz0Ly5BXQbN1qA16EDdOly6t9ZVPIcig0KCmLbtm107NiR\nffv28dJLL7Fs2bIcx1NSUkhNTaVKlSpZ5ZUrV84q93g8WecmJyfnKDv6HiIiIlJ2OY4FYC1awM03\nW9mSJbbqtEkT+Ne/8r7+669h+PDjH//3v0+vXi6XpUgB69W78kro2hW+/x5GjgS3+/S+tyjkGdi9\n8cYbtGvXjoceeoidO3fSq1cvMjIyso6npqZStWpVPB4PKUctGTm6PDU1NausSpUqWcHgseeeSFJS\n0mk9XEEkJyf75b5lldrbt9TevqX29h21tW8VdnvHx7uBMzjjjIMkJe09UlqP9ettDtuGDUlUqHD8\na7t0qUXDhodwuSpQufKfFNWvQePG8MUX5WnQ4BAej8M//1Bk9zodeQZ21apVI/BIX2aVKlU4dOgQ\nF198MUuWLKFFixYsWLCAli1bEhoayqRJk0hPTyctLY0NGzbQqFEjmjVrRlxcHKGhocTFxREeHo7H\n48HtdrN161aCg4NZuHDhSRdP1KtXr/CeOJ+SkpL8ct+ySu3tW2pv31J7+47a2rcKu727drXXAwcq\nsXVrJdautc9Vqtiq1C+/rEf//vDNN3DuudCoUfa1ixfD4sUVaN0azj67aH8HTvbIO47ersIP8gzs\n7rjjDh599FF69uzJoUOHGDx4MJdccgkjRowgIyODhg0b0rFjR1wuF7169SIyMhLHcYiKisLtdtOj\nRw+io6OJjIzE7XYTc2TJyJgxYxg8eDCZmZm0adOGpk2bFvnDioiISPEVEWF546KioEcPm8c2ZAg8\n/bQNsT72mPWOPfEEtGuXver16Fhq7Fj/1L24cDmO4/i7EieTkJBAWFiYz++rf/X5ltrbt9TevqX2\n9h21tW8Vdnu3aQNPPQUPPgh//229dGvW2IrTjAxLOly1KkycaAsWrrjCAj+AN96Ajz8utKqcNn/F\nLV5KUCwiIiLFQlqapR2JjoZPP7W9WqtVs2Ply9terB4PXHUVDBwIP/4Ib70F27ZBgwZ+rXqxocBO\nREREioW0NMsx17WrLVI4Nt/cmDHwyy9QvXr2Ctfq1WH3btvPVRTYiYiISDHh7bHLj44dITzcEgT/\n9BPUqlW0dSspFNiJiIhIsfDPP/kP7CpWhBdftO3CPv3UevgkH6tiRURERHzhVHrswHrsvvrKdpM4\nsslVmafATkRERIoF7xy7U9WrV+HXpaTSUKyIiIj4xG+/WS6643EcOHAAKlf2bZ1KGwV2IiIi4hNj\nxlgC4e++g6N2FgVg714ICipe+66WRArsRERExCd+/tler7oKPvwwu3z9etiyBerU8U+9ShMFdiIi\nIlLkkpJg587s/WD37s0+dv75cPPNtrOEFIwCOxERESlShw7Bs89C8+YwZ44Nx27fbse++MJeN25U\nYFcYFNiJiIhIkfr4Y5g0KXvF69lnZwd2s2bBNdfYew3FFpzSnYiIiEiRWrTIXlNT7TU4GNasgXnz\nbK/X33+H1auhUSP/1bG0UGAnIiIiRerHHy3NSefO9jkiwnaZuP56uP12m2N3/vn+rWNpocBORERE\nikxmJiQkwAcfQI0aVuZ2W1l6OlSq5N/6lTaaYyciIiIFdvAgrFuXu3z/fihXLjuo8woMtGTELpdv\n6ldWKLATERGRXJKTYejQ/J8/dKjNkdu7N3suHdjn6tULv35yfArsREREJJcFC+Cpp45/bMIE+Oij\nnGXe3rqaNWHixOzyW26x5MPiGwrsREREJJcTBXXp6ZaT7vvvc5bv2ZP9fuRIeOcde798edHUT45P\ngZ2IiIjk4t0ZIiMjZ/lXX9m8uWPn0/31l72ec469DhwIO3bAtdfCq68WbV0lmwI7ERERySUlxV6T\nk3OWL1kCHTrY/q5H27fPXiMi7LVfP+jb185r3bpo6yrZFNiJiIhIDhkZtrfrWWdZ79zRtm2Dq6+2\ngM1xrOyrr2DXLks4PGmSfR49GtLSoHx5JR72JeWxExERkRy2boW6daFWLQvYQkKyj+3fbztHeDww\nebIHlwsWL7ZeuauvtnOuvdZe583zedXLPAV2IiIiksOGDXDeeZZnbseOnMf274eqVeHxx2Hp0oCs\n+XNr1/q+npJbnoHd+++/z9y5c3G5XKSlpZGYmMjMmTMZN24cAQEBNGrUiFGjRgEwZ84cYmNjKV++\nPAMGDKB9+/akpaUxZMgQ9uzZg8fjYcKECdSoUYMVK1Ywbtw4AgMDad26NYMGDSryhxUREZG8bd0K\n9etDtWq2Y8TUqfDJJ3Zs926oUgX694cbb9zPZZd5uO8+OPNM/9ZZTJ5z7Dp37sz06dN56623uOSS\nSxgxYgQvvPACUVFRzJgxg8zMTObNm8fu3buZPn06sbGxTJs2jZiYGDIyMpg1axaNGzdm5syZdOrU\niSlTpgAwevRoJk6cyNtvv83KlStJTEws8ocVERGRvKWmWvD2n//A66/Dp59aeVwc/PQT1KmTfW7b\ntvZapYrv6ym55XvxxKpVq1i3bh1du3bl119/JTw8HICIiAji4+NZuXIlYWFhBAYG4vF4CAkJITEx\nkYSEBCKOLJGJiIhg8eLFpKSkkJGRQXBwMABt27YlPj6+CB5PRERETtWBAzYMe+WV2WWOA998A488\nAg0bZpdfeiksW6atwYqLfAd2U6dO5b777stVHhQUREpKCqmpqVQ5KlyvXLlyVrnH48k6Nzk5OUfZ\n0eUiIiLifwcPQqVK4HbbrhEulwV7P/0EV1yR81yXC8LC/FNPyS1fgV1ycjKbNm2iefPmdlFA9mWp\nqalUrVoVj8dDijfpzTHlqUc2jfMGf95g8NhzRURExP+8PXZgc+3q1IGrroIvv4RmzfxbNzm5fK2K\nXbp0KS1btsz6fNFFF7F06VKaN2/OggULaNmyJaGhoUyaNIn09HTS0tLYsGEDjRo1olmzZsTFxREa\nGkpcXBzh4eF4PB7cbjdbt24lODiYhQsXnnTxRFJSUsGf9BQlJyf75b5lldrbt9TevqX29h219emL\ni6tA27ZplCsHu3ZVpUqVwyQlWcfMWWedwZIlbgDc7iS8Taz2Ln7yFdht3LiR+vXrZ32Ojo7mscce\nIyMjg4YNG9KxY0dcLhe9evUiMjISx3GIiorC7XbTo0cPoqOjiYyMxO12ExMTA8CYMWMYPHgwmZmZ\ntGnThqZNm57w/vXq1SvgY566pKQkv9y3rFJ7+5ba27fU3r6jtj59kZG2/2vbtvDZZ5bOpF69agAM\nHQo9eth5Z5+d3b5q79x2HJsfxsdcjuPNG108JSQkEOaHwXv9svqW2tu31N6+pfb2HbX16XEcCAiA\n996Dzp3tfWIiXHBB9jlBQTZEe3TUoPbOzV9xi5e2FBMRESnjvFPnt261vWE9npxBHdhcOyn+FNiJ\niIj42fbt8Pffucuvvhruuado733wYPb79eutLsfrhLvjDmjcuGjrIgWnwE5ERMTPgoPhwQezPy9a\nZAHXt9/Cxx8X/v3S0iwnHcDGjdnlGzZYYHf22bmvGTYM1qwp/LpI4dJesSIiIn7kTeN61lnZZa1b\nQ3S0vd+2DebOhZtvzvu7/vrLzk1Lg02boEGD3D1+06fbbhLffQeHDlkvHcCjj0JMDCxfDh06FPix\nxE8U2ImIiPjRe+/Za0AATJyYHeB592Z98UUYNMgWNeS1u8P//R9UqGA9fVdcAZMnw223gTdV7Fdf\n2QrX4cNte7ApU+Cjj+Dee+HJJ6FvX0hPP/5QrJQMCuxERET86JtvIDQUUlJg3Dgrq1kTeva08htu\nsGHQPXvgjDNO/D2//24/W7ZAxYowcKB937ZtcPHFtpq1d2+YMcO2CnO74YsvYN687ECuQYOif14p\nWppjJyIi4icHD8LSpRZY/e9/UKuWlT/0kAVzN9xgnxs2zB4yPZ6//7Zzu3WzHrs//oBevaBuXeud\nO3DAegCTkrL3f+3bF959F8aPtx5BKR0U2ImIiPjJ9Om2IMG7fdeZZ0L58nDnnTnPO/NMC9pOtMnD\nDz/A2rUwYED2+QEB9v1BQXDZZfDEE3D77bmvHToUjuwYKqWAAjsREZFCdNNN0L17zkS+R5s1yxY3\nAKxebb1qb74JHTva58WLbZXs0bp3h82bc66cBTh8GB54wFaz9uplQ65Hq1/fhl7HjbN7Htn8SUox\nBXYiIiKF6OefITbWFjAsWwY7d2Yf+/5727pr5Ur7vHo1vPoqVKli23jNmweXXpr7O3v1su9aty5n\n+YoVNoQbEwO1a5+4TrfcYvU62Rw9KR0U2ImIiBQSx7GUIz17Wi665s2zV7k6DgweDNWrw5w5dt6i\nRdm9bC6XJSQuV+74312nDvz0E5x3Hnz6qZWtXg3NmtnK1549i/75pPjTqlgREZFCsnOnDXk2a2ZB\nnNfq1bY6NTUVnn8e/vtf60FLScn/Vl1nnmk///qXLZQYO9Z6BW+5xXLQiYB67ERERArNiy9Cu3a2\n+OGjjywBcK9ecMkl0KWLpSDp0gV++w2+/hpefjl7n9a8uN222vX11+HHH+HXXy0tykMPFekjSQmj\nHjsREZFCsnixLWaoVQtuvNHKHnvM8svVrw/9+0NgIIwZYwmCu3Y9vfu0aAFvv1149ZbSQ4GdiIhI\nIfn9d7jggpxljRrZXLqjDR6cc6hWpLBoKFZERKQQpKdbnrmQEH/XRMoyBXYiIiKFYMMGG24tX97f\nNZGyTEOxIiIiheCii/xdAxH12ImIiBSapk39XQMp6xTYiYiIFIK6dbMTB4v4iwI7ERGR0zB/vu0W\ncddd8MUXsHt39i4TIv6iOXYiIiKnYeNGe339dVi1yrb8CtTfquJn6rETERE5DUevfl22DK691n91\nEfFSYCciInIaXK7s9zfcAJMn+68uIl4K7ERERE5Daqq9RkXBxx9DUJB/6yMC+ZxjN3XqVL799lsy\nMjKIjIykefPmDB06lICAABo1asSoUaMAmDNnDrGxsZQvX54BAwbQvn170tLSGDJkCHv27MHj8TBh\nwgRq1KjBihUrGDduHIGBgbRu3ZpBgwYV6YOKiIgUpuRkeOghiInxd01EsuXZY7dkyRJ++uknZs+e\nzfTp09mxYwfjx48nKiqKGTNmkJmZybx589i9ezfTp08nNjaWadOmERMTQ0ZGBrNmzaJx48bMnDmT\nTp06MWXKFABGjx7NxIkTefvtt1m5ciWJiYlF/rAiIiKFZc8eOOMMf9dCJKc8A7uFCxfSuHFj7rnn\nHgYOHEj79u1ZvXo14eHhAERERBAfH8/KlSsJCwsjMDAQj8dDSEgIiYmJJCQkEBERkXXu4sWLSUlJ\nISMjg+DgYADatm1LfHx8ET6miIhI4dq9G2rV8nctRHLKcyh27969JCUl8fLLL7N161YGDhxIZmZm\n1vGgoCBSUlJITU2lSpUqWeWVK1fOKvd4PFnnJicn5yjzlm/btq0wn0tERKRI7d6tHjspfvIM7KpX\nr07Dhg0JDAykQYMGVKhQgZ07d2YdT01NpWrVqng8HlJSUo5bnnpkhqk3+PMGg8eeeyJJSUmn9XAF\nkZyc7Jf7llVqb99Se/uW2tt3fNnWSUm1gGSSktJ9cr/iSL/bxU+egV1YWBjTp0/nzjvvZOfOnRw8\neJCWLVuyZMkSWrRowYIFC2jZsiWhoaFMmjSJ9PR00tLS2LBhA40aNaJZs2bExcURGhpKXFwc4eHh\neDwe3G43W7duJTg4mIULF5508US9evUK9aHzIykpyS/3LavU3r6l9vYttbfv+KqtY2Nh+XK48MIK\nlOX/tPrdzm3Hjh1+vX+egV379u1ZtmwZt9xyC47jMHr0aM4++2xGjBhBRkYGDRs2pGPHjrhcLnr1\n6kVkZCSO4xAVFYXb7aZHjx5ER0cTGRmJ2+0m5sjyoTFjxjB48GAyMzNp06YNTbVzsoiIlAA//wzd\nu9t7DcVKceNyHMfxdyVOJiEhgbCwMJ/fV/8K8S21t2+pvX1L7e07hd3WO3aA45CjV27YMMjIgCZN\n4PbbIaAMZ4TV73Zu/opbvMrwr6OIiMjJhYZCmzY5yxIToUULuPPOsh3USfGkX0kREZFjbN8OixZZ\nrrr0o9ZGOA4sXgzNm/uvbiIno8BORETkGMHB0Lo19OkDSUngzci1fj0EBkJIiF+rJ3JC+dpSTERE\npKw4uocY8KnOAAAgAElEQVRu3Dj7/NZbcPiw7Qnbrh24XP6rn8jJqMdORETKrJ07LUg7dCi7bPly\nuOwye61Tx1bAjhwJ33wD5crBI4/4r74ieVFgJyIixxUaCk884e9aFMzzz8PXX5/4eGysva5caa8p\nKTBpErRtC82aWdn118O6dfY9ixZZ0CdSXCmwExGR4/rlF+ulAli7Fv766+Tnv/UWfPll4dfjwAHo\n3NmCq/zKyIC4OLj/fujWDbZsyV3/tDSYNcsC2A8/tPM//xw++wyionKeGxIC5csX+FFEipwCOxER\nOaFff4WHH4YLLoCbb7aAae/e3OcdOgR33AF3320rRzMz7bqYGPuOo7/v++/tnKQke923z8oSEo5f\nh8cegw8+sLQjY8bYdx9tyxb7HseBxMRAYmIgIgLat4e77oKDB+Hcc+H88+Gnn+Cll+Cmm6BSJVvh\nev/9Fti1bw/Dh9tzNGhQWC0o4ltaPCEiZdauXbbCsUaNU7vupZfgvPOsN2v1avjoo9I3md6buv7W\nW2HiRHufkGCfP/gA5syBTp3A7bZjy5bBOedYkNWpkwV6n39u7TJ4sC08cLmgVy8Lri6/3OawRURY\napGAAOtRe+EFa9v16y2YbNwYXn7ZAr/5822YtGtXuPhiu+9vv8Gll9o506bBhg21uP566NsXxo6F\nli0tEL3wQss/d/nlULMmPPssvPKKBX2pqRaQPvggbN0KN9zg8+YWKTTaeeIElE3bt9TevqX2NrVq\nWTDy00/5vyY9HSpUsIDQO+F+8mS4994TX1MS2/vPP+GiiyyP244dFnh9+SU88IAFQjVrWiqQq6+2\nBQVz5li7jB4Nr74KZ54J110H1atbGx84YIFbSAisWmWBWHo6PPqoBcr9+9uK0yFDYPNmqF8ffv/d\netouvtiGR8GGZM8+G668Em68EXr3tvqsXWvf/fLLSdSvf/y2PnQI3njDdovwBqReK1eCdrY8dSXx\nd7uo+XvnCQV2J6BfVt9Se/uW2tt4e9mmTYM//rCAoXdv+OIL6NAh+7wdO2wS/pNPWo9U27bwv//Z\n0OS778LTT8OPP+b+/tRU+PtvgJLX3p99Zr1a336bs9xxrN1Wr4YrrrDFBuXL27Dmr79a/rdjffed\n9fZ5PHDLLfnfX3XdOuttu+giuxasvbt2zXne+vXWywf63fY1tXdu/g7sNBQrImVSXJy9tmplw3yV\nK9tcLrD5VqtWWQ/T/v02PAg2dDttmg1H3nSTpcqoXh0GDICZM6Fnz5z3eOIJeOop+PVXF3XrWm9W\nixbwn/8U7bONGGHBaJcuUK1a9pZYe/fmf9h5/nybc3YsbzB88cUW3E2bZnPSKlSwwPh4rrzSfk7V\n+efnLrvlFut5O3jQFj+kpFivnogYBXYiUiZ9/bUFQN50HocP26rO2rUtaBgyxMq9wcqECTB0qAVl\ns2dbgFOnjh379lv417/s5+geq8Ajf8JefXUdHn0UHn88+15xcRaU/Oc/hbPfaGamfc9XX1nPIsBr\nr1lv16pVNhRas6Y9c69eNnftRMaNg2eeseDuZOrXt8UMvlaunPXgeTw2nC4i2bQqVkTKpKVLrffM\nq1w56NHD5o2tWmVB0v79tpWU40B0tA2rzpmTe6GEd6P4Ll1spWdiop3z+efW25ea6uL++61368IL\noWFDuOoq+L//s2tPZY7fsb75Bt580+r/zDM2hPzssxbI/fMPnHWW9SpedBHUrWuLHC64AOrVs/Nm\nzrTn8k7KOXTI5gzecUd2T5+IlBwK7ESkzPj1V1sJ6TgW2B27kfsrr1hvVu3atpKzSpWcx6tWtSHb\n43ngAViyxHr4nn/eytq0gY4d4emn9wEWONavD5s2WWLcxEQb7vzoo1N/FsexnrVrroE777RAcsIE\nO3bxxTbnrUIFmy+YkmI9iZs3W7C5dq2tGh0yxOr9v/9ZIJuYaLsqNGlivX2BGtMRKXH0v62IlAmO\nY8Oemzdb4FKlivVmHevccy34OVXXXGO9Xb16wZQptsLTmzbjxhv/oVMnCwonT7a5aTfdZMfCwy3X\nWufOFkxt2WLpO/74w+bknXnm8e+3c6flXPvxR1vB6r3XX39ZD52X223DtEf3MjZqZN99++0W5HXr\nZuUtWliA9/vvhTM8LCK+p8BORMqETz+1OVl33w2tW1uajsJWrpwNbU6alDMgc7lsGBRsbtvR89u6\ndbNg87LLbGVnZKQFYi+9ZIFivXowcGDuIHTVKuvtO3o4GWwe3bGOl2MvIMAWJzRoAK+/bttnVa5s\nK3lr1z6txxeRYkCBnYiUegcP2tDjtGkW0H32mSXGLQou14l72Y6ncmXrPbv6asv35l3hOWiQzfeb\nNs3q//TT2df88Yct4GjSpOD1LVfOVpqKSOmgznYRKdXWrLHgaedOG66sVMkWRIwc6e+a5dSuXc60\nHbVr29y72FhLv5KWZj17AMOG2T6uffv6p64iUnwpsBORUisjwxYWXHUVrFjh79qcnq5dLSg9/3zb\nWaFPH9s94b33bC6eiMjRNBQrIiXWr7/aUOKFF+Y+Nn06PPSQbYm1b58l6i2JXC7rsVu40PZWXbsW\n4uOPv8ODiIgCOxEpkW66yQKe6tXhnXdsVSrY5P9bbrE0H2+/bSlGSjpv8mMRkbwosBORYu377+G3\n3ywtyOWXW+LdZ5+1oO7gQQvgrr0Wdu+2XQiefdbK4uNtuzARkbJEgZ2IFEu//GLzytq3t/QfQUEw\nb56tHvXmaatY0Xrueva0HRf69IH//te261JQJyJlUb4WT9x8883cfvvt3H777Tz66KNs2bKFyMhI\nbrvtNsYctVHgnDlz6NKlC927d2f+kU0G09LSuP/+++nZsyf9+/dn7969AKxYsYJbb72VyMhIJk+e\nXPhPJiIndPiwraxcvz7/17z0kqXZKEybNtm2V45jm9anplr5yJG21ValShbUffqpHWvVynrs1q+3\nDe29pk+3XrvZs21/06JKZSIiUuw5eUhLS3M6d+6co2zAgAHO0qVLHcdxnJEjRzpff/21s2vXLueG\nG25wMjIynOTkZOeGG25w0tPTnddff915/vnnHcdxnE8//dQZO3as4ziO06lTJ2fr1q2O4zjO3Xff\n7fz222/Hvf+yZcvyqmKR2L59u1/uW1apvX3rgw92OeA47ds7zocfOs78+Y5z552Ok5Bw/PM3bnQc\ncJz77z/1e6WmHr/8jTfsO2+4wXFCQ+19zZqOM26cvY+Lc5wnnnCcv/6y85cudZwffnCc/ftPvQ7+\npt9v31Fb+5baOzd/xS1eefbYJSYmcuDAAfr06cOdd97Jzz//zOrVqwkPDwcgIiKC+Ph4Vq5cSVhY\nGIGBgXg8HkJCQkhMTCQhIYGII/98joiIYPHixaSkpJCRkUHwkWVdbdu2JT4+vgjDV5HSw3Gs9+y/\n/z216/bsyX6/ZImb8HBo2hRuu82GO994A1q2tJWXjmMrSX/+2d6/8YZtIr9y5ands39/G0L98MPc\nx554Ap56Cj75xHZR+Pe/4YMPrMctJsZ63UaMgBo17PzwcNsx4tj9W0VEJFuec+wqVqxInz596Nq1\nK5s2beLuu+/GcZys40FBQaSkpJCamkqVo/7ErVy5cla5x+PJOjc5OTlHmbd827ZthflcIqXWpk22\nR6jj2PDj+vW2O8F//2tbUqWmwhVX2Eb0V15p14wfD48+auf961/w4otB/PCDBWuLF1vi25Ur4ckn\n4eabbQ5brVrw7bfZ9/3kE9vu6sMPoVOn/NX1m29g8GDo0gVmzbLrXnjBAsbt2+Hhh+34Tz/ZPRs2\nhC+/LPQmExEpM/IM7EJCQjj3SDr0kJAQqlevzurVq7OOp6amUrVqVTweDykpKcctTz0yccYb/HmD\nwWPPPZGkpKRTf7ICSk5O9st9yyq1d/4tXFiBpk2DqF07k5iYTDZuDGT+/IosWnSYjz/eTVRUdX79\ntQKDB6czdepf/PprecaNq8GLL+5jyhQPffu6Oeecw1SrtpOkJHjyyUBq1Mjk0KFMoqNhyBD44Qc3\n775bmccey+CjjypRsaJDs2Z7iI6uzPPPV6R587/yrKfjwNatdenb9w/CwtzcemstKlXKxOWCRo0O\n0aHDIXbu3Adk76NaWn8F9PvtO2pr31J7Fz95Bnbvvfcea9euZdSoUezcuZOUlBTatGnDkiVLaNGi\nBQsWLKBly5aEhoYyadIk0tPTSUtLY8OGDTRq1IhmzZoRFxdHaGgocXFxhIeH4/F4cLvdbN26leDg\nYBYuXMigQYNOWId69eoV6kPnR1JSkl/uW1apvfPP5bKN4aOioGNHS/OxcCG0bVuOVq3OpHZt67Ub\nPtxNePhZNGgAc+bAddfVpH9/ePNNOHw4Jau9j9fs3brZD8CoURakBQbWIyLCFjJ4PPVwu21V6rH+\n+suS6K5ZY1tkNW5cl8aNbUP7G24I4OBBqFvXDbiBykXWTsWJfr99R23tW2rv3Hbs2OHX++cZ2N1y\nyy0MGzaMyMhIAgICmDBhAtWrV2fEiBFkZGTQsGFDOnbsiMvlolevXkRGRuI4DlFRUbjdbnr06EF0\ndDSRkZG43W5iYmIAGDNmDIMHDyYzM5M2bdrQtGnTIn9YkZJuwQIbyrz8cggLs/loSUnQpo1tMfXL\nLxAdDRUqwIQJNjz79NNw3XV2vctlW2wlJf2T73uWK5f9vkYNm4N311023y0qKue5mZnQokX2atsB\nA+yeYHP5IDtViYiIFD6Xc/SEuWIoISGBsLAwn99X/wrxLbV3tlWr4JxzwO2Gv/+21CT16lmAdM45\nsHWr5Wz74ou8v2vHDjjzTAg4ZpnU6bb3rl1Qp46979sXXnkl5/GPPoLHHoPrr7eFD+XKHb9Xr6zR\n77fvqK19S+2dm7/iFq985bETkaJz+LDlYate3RYvNG9uCxdq1LBN3ps0sRWky5ZBYKANcb70Uv6+\nu27d3EFdQdSuDQ8+aPuu/v67la1cCTNm2GunTpYwePx4Ww2roE5ExLe084RIETtwwOa43XknLF0K\nF18MzzwD998PS5bYnLSxYy14W7TIUpDEx1sQB3ZN27aWAmTECGjc2K+Pw6RJtpq1fv3sYVaw91dc\nYT15IiLiHwrsRIrYJ59A79625+lrr8FDD1lw5N20JTzcNqq/7z77OVbz5rBtm81t86Yv8bfgYOtN\nTEqC99+3lbTLl1vqFBER8R8FdlKqVapkAcdFF/mvDq+/br1tiYlQs6Ytfpgyxea/depk7/PKC1e7\nts2rK06WLbM5dC4XfPddzi2+RETEPxTYSamVlGT7kP78c3ZgN3IknHUW3HOPb+qwfj0kJFivVsWK\nMHVq7nNefdU3dSlsgUf96VGhgrWriIj4lwI7KbXmzbPX0aPh7bfhsstsHhvA/v0wcKAtAjgRx8k5\nh+xY330H995rKUe8K0WPNX26DbNqEYGIiPiCAjspNf7801KBhIXBli02BPriizYf7JNPsoO6a66B\nYcNsFerll1vetWNlZFi6kenToV07G9KtUQPS0sC7G96CBfDbbzZHbv16ePllG44cMcK24lq3zu7/\n2We+awMRESnbFNhJqfHoozas2aFD9n6js2bZEGGTJpY898UXbV7Y2LH28+eftmo18Jj/E77+2l57\n9YLKle2nenUL1vbvt43o9+61BLwvvWTf//ffFhCOHJnze/yYzkhERMoY5bGTEiE/abSDguz16E3k\nvUOkISE2v827i8KIEbbStHZtaN/e0ncc7Ycf4O674dprLXD7808oX96O/fGHvf71F7RsCf/+N7Rq\nZYmFd++2nR7++1949lnrHRQREfEV9dhJsZeaasOfn32WvTUWWG64zz6DN96wzzt22N6pK1bAhg2W\nXiSv5LytWtlWXD/8ABdcAF262JDra6/Bxx/bMKvXl19a79uOHfDjj5Zr7vbbcwaSYKk/RERE/EE9\ndlLsvfmmvV5/vc2h85ozJ/sYwKZNNgy6Y4fNifv3v/P+7nfftd0eAPr3t7l30dG2Yf3RQR1YQt5b\nb7Xz+vSBrl2tt09ERKS4UGAnxd5771lS35tuyt5Ka//+7I3mmza1La3WrbNdHU7Vo49Cerq9X7rU\nhlBPNC/u6act79wvv9i2WcfOzRMREfEn/bUkxdr+/ZZgeOZMW5wQEWGbzL/xhvWgNW9uq1Ojo+Gd\nd06evuRkype3eXTeoO54+ebAFlEUl90fREREjqXAToqVgwdtGBVsccIrr9jWVWedZT+XXWYB3OrV\ntvr13nshJcUCswoVCnbv2rXhqacK/gwiIiL+osBO/C41FZYvL0/9+paSxLsC9rzzrJcuJib73EGD\nLB9d7drwn/9YmTevnIiISFmnOXbiV45jw6sPPlidO+6wshdftAUQf/8NkydDVFT2+ddfD7t22WrY\nM8/0T51FRESKKwV24ldvvmnDr3Fxu3jtNdu94Z57oF49OOOM3Hu6liuXHegFB/u+viIiIsWZAjvx\ni2XLLKHvvfdar5x3T9a774Y1a+Dss21/1ePt1TpoEOzbZ8GfiIiIZFNgJz4XE2OrWZ980hIOX3VV\n9jGXCxo3hl9/teDveFyu01/9KiIiUpopsBOfOnTI8sb17g3vv28LJI6nWjXNoRMRETlVWhUrPvXX\nX1C1qg2/PvAANGzo7xqJiIiUHuqxk+Pyphw51h9/2B6pp2v7dqhSxRL9XnqpUpWIiIgUJgV2clwB\nATB7tuWY80pLgyZNoE2b0/vO7dvh8sth48bCqaOIiIjkpMBOTqhHD7jrLnu/bp0FdDVr2ueLL4bD\nh0/t+/r2tb1V16wp3HqKiIiIyXdgt2fPHtq3b8/GjRvZsmULkZGR3HbbbYwZMybrnDlz5tClSxe6\nd+/O/PnzAUhLS+P++++nZ8+e9O/fn7179wKwYsUKbr31ViIjI5k8eXLhPpWcNsfJTjHSsiXMmWND\nr61a2YKHX36BBx+EAwdg8eL8f+/q1fDFF/D777bqVURERApfvgK7Q4cOMWrUKCpWrAjA+PHjiYqK\nYsaMGWRmZjJv3jx2797N9OnTiY2NZdq0acTExJCRkcGsWbNo3LgxM2fOpFOnTkyZMgWA0aNHM3Hi\nRN5++21WrlxJYmJi0T2l5Nu6ddnvFy2Ctm1h4EAYMMByzrndMGkS9OoFt99uvXY7dsCePSf+ztdf\nh1mz7L2SCouIiBSdfAV2Tz31FD169KBOnTo4jsPq1asJDw8HICIigvj4eFauXElYWBiBgYF4PB5C\nQkJITEwkISGBiIiIrHMXL15MSkoKGRkZBB/5W75t27bEF2RGvhSab7+Fjh3hhx/sc/fusHIlHPnP\nneXxx6FuXZuHd/fd0KEDvPUWNGuWe4j2rrtg7Fjb4zVQ67BFRESKTJ5/zc6dO5datWrRpk0bXnrp\nJQAyMzOzjgcFBZGSkkJqaipVqlTJKq9cuXJWuefI0segoCCSk5NzlHnLt23bVmgPJadv8WLo3Bla\nt7bPAwdaoHb11TnPc7lg/Hjb5xVg2DD48ENYscLyz4WE2CKJ77+343PmWDJiERERKTr5CuxcLhc/\n/PADa9asITo6OmueHEBqaipVq1bF4/GQkpJy3PLUI0srvcGfNxg89lzxvz17ciYGDgiA++8//rnt\n2kG/fja8+thjVpacbLtGzJlj235dcon12HXtWvR1FxERKevyDOxmzJiR9f72229nzJgxPP300yxd\nupTmzZuzYMECWrZsSWhoKJMmTSI9PZ20tDQ2bNhAo0aNaNasGXFxcYSGhhIXF0d4eDgejwe3283W\nrVsJDg5m4cKFDBo06IR1SEpKKpynPQXJycl+ua8/bd5cjo8/PpPbb99NUlJ6vq4ZNcpej26qc86B\nwYPtZ+fOAM44I5O8mrIstrc/qb19S+3tO2pr31J7Fz+nNeMpOjqaxx57jIyMDBo2bEjHjh1xuVz0\n6tWLyMhIHMchKioKt9tNjx49iI6OJjIyErfbTUxMDABjxoxh8ODBZGZm0qZNG5o2bXrC+9Xzw27v\nSUlJfrmvPy1fbq8NGpxBYT16fr+nLLa3P6m9fUvt7Ttqa99Se+e2Y8cOv97/lAK7t956K+v99OnT\ncx3v2rUrXY8Zc6tYsSLPPfdcrnObNm1KbGzsqdxeitjOnfaqBQ4iIiIlkxIUS5aNG+HWW+Eknaci\nIiJSjCmwE8ASE8fHw003ZScoFhERkZJFgZ0A0K2b7eXapYu/ayIiIiKnS7OphPR0eOcd2LbNdpYQ\nERGRkkk9dsKmTXDeeXD22f6uiYiIiBSEArsyIC0NpkyxPV6P5Tjw3Xdw/vm+r5eIiIgULgV2pdxH\nH0HFinDvvRAVBUftBgfAkiXw8MPw73/7p34iIiJSeBTYlXLTptnrbbdBUBDMmpXz+Jw5cM89FtyJ\niIhIyabFE6VYZiZ89ZUFb23awJVXwlNPQYMG0Lq1DcN+8gnMnu3vmoqIiEhhUGBXiu3eDVWqgHcz\nkN69Yc8eC/D27IGYGKhQAS691L/1FBERkcKhwK4U27o1516tLhcMGQILF0J0NLz8MiQlQYAG5EVE\nREoFBXal2LPPwgUX5C6PiYFGjeDOO6FOHZ9XS0RERIqIArsSJDMz/71ryckQGwsLFuQ+dv758M8/\nNgwrIiIipUepHIS78Ubo2NHftSi4gwfh99/tZ9EiKFcO3nsPli8/+XV790LVqnDNNdC27fHPUVAn\nIiJS+pTKwG7BAvjyS9sqqyQbPRoaN4ZbbrFVrGDv//tfWLMGDh8+/nXeFCf33uuTaoqIiEgxUaoC\nu48+sgUC+/dD/fq2qX1J9uef9rpyJTzwgAWso0bB9Olw4YWWyuR4du6EZ56BTp18V1cRERHxv1I1\nx+7oQKZ2bfjrL8vZVhKlplpA9+mnUK0atGgB5ctDu3Zw3XXw/POWn8471Dp4MDRpYj15H31kvX0i\nIiJStpSqwA6sJ2vRIujc2XruSqrhwyE4GK6+Ovd8uCuugLPPtnx0VatCpUo2H69hQzj3XEtzEhTk\nn3qLiIiI/5SawC4jw15//hncbttVYdEiC358adcu+PtvW3l6KubOtd642rUtefBzz1m+uRMtcggO\nhl9+seHZBQssbcl999mxuDgICyvYc4iIiEjJU2oCu7//hpo1LagDC27i4uDRR4v+3nv2WM/Zvn3Z\neeFGj7ZtvMqVg+bNYf58C8CGDYMaNXJe/+mn0KUL9OwJkyfbMGvr1tkLJk6kQgW49lr7Odq//lVY\nTyYiIiIlSakJ7DZtsgUTXu3awfffw/jxtstCUe2u4DjWK7hmjc2B8yb99c5xc7nsHK/337d6ejzQ\nvTssXWqrXGfPtlWs3qBv0ya7VkRERCS/Sk1g99tvcPHF2Z/nz7e0H48/boFXy5Zw4IDNPzvebgyn\na8UKS/abnm4/EybAmWfCE09YQuGFC20Rx9VXW9D200/Wu7h+vfXQgc0H7NbNflJSbDXvuecWXh1F\nRESkbCiR6U7+/DN7mDI11XZZ2LEj576oAQHQr58NU06aZAHVuHG2uOJ0OE7Onjdv2fr1tho1M9M+\nn3mmHXO7oWJFSxJ8661Qq5bVKSwMrroK+va1+XRPP23z67w8nsINPEVERKTsKFE9dnv3Wm9WaKh9\nvv56+PZb6NHD5teddVbuay65xDa+Dwiw4U6wRQdNmuT/vikp1uu3bJnNa4uIgFatrDewQwebS3eq\nw6YuF/zxR9ENEYuIiEjZU6ICuxYtYN267M+9e9tw5qxZ1nMXHp77mv/7P9i9G556Ci6/HP7zH3jo\nIUvum99g7LnnbF7cokWWVuSss2DtWjt2+DAMHXp6z6OgTkRERApTnoFdZmYmI0aMYOPGjQQEBDBm\nzBjcbjdDhw4lICCARo0aMWrUKADmzJlDbGws5cuXZ8CAAbRv3560tDSGDBnCnj178Hg8TJgwgRo1\narBixQrGjRtHYGAgrVu3ZtCgQXlWduPG7Pc1akDXrjaHbd8+OzZ8eO5rGje2eW8DB1ruN8exoc6f\nfrJA72ivvQZTp0KfPhYA2vPb3qydOkFgIFSpYoFi+fI2r++88+y9iIiIiL/lGdh9++23uFwuZs2a\nxZIlS5g4cSKO4xAVFUV4eDijRo1i3rx5XHbZZUyfPp3333+ff/75hx49etCmTRtmzZpF48aNGTRo\nEJ999hlTpkxh+PDhjB49msmTJxMcHEy/fv1ITEzkwpNMgNuxw1KK7NljQ5+XXWbl1avbnLu8FkUc\nvRihRQvbtaFGDduZYvVqK4+KsqHVp56C0NByuN3Qvr0dOzofXqVK9uodEhYREREpDvIcDLzmmmt4\n4oknAEhKSqJatWqsXr2a8CPjnhEREcTHx7Ny5UrCwsIIDAzE4/EQEhJCYmIiCQkJREREZJ27ePFi\nUlJSyMjIIDg4GIC2bdsSHx9/0nr8+KMFZC6X9dJNmWLldevC77/b3LeKFfP30F27Wo9dy5Y2b+6S\nS+ynXTubhzdwIHToUJuwMBuC/flnOOec/H23iIiIiL/ka45dQEAAQ4cOZd68eTz33HP88MMPWceC\ngoJISUkhNTWVKlWqZJVXrlw5q9zj8WSdm5ycnKPMW75t27YT3n/KFHj9dVvlavXJPlarFjRrBhs2\n5Ot5AUsG3KULPPKIJQ8OCcnevcHlgocfhquu+pPdu88iJMSSDIuIiIgUd/lePDFhwgT27NnDLbfc\nQlpaWlZ5amoqVatWxePxkJKSctzy1NTUrLIqVapkBYPHnnsiV1yRwBVX2PuEhNzHX3nlxMdOxps7\nDmw4988/cx6vWXM7+/ef+vfK6dmxY4e/q1CmqL19S+3tO2pr31J7Fy95BnYffvghO3fupF+/flSo\nUIGAgACaNGnCkiVLaNGiBQsWLKBly5aEhoYyadIk0tPTSUtLY8OGDTRq1IhmzZoRFxdHaGgocXFx\nhIeH4/F4cLvdbN26leDgYBYuXHjCxRNh2vRUREREJF9cjnNs2t2cDh48yLBhw9i9ezeHDh2if//+\nnJ5ICVAAACAASURBVHfeeYwYMYKMjAwaNmzI2LFjcblcvPPOO8TGxuI4DgMHDuSaa67hn3/+ITo6\nml27duF2u4mJiaFWrVqsXLmSJ598kszMTNq0acODDz7oq2cWERERKZXyDOxEREREpGQoUQmKC+rQ\noUM8+uijbN++nYyMDAYMGMD5559/3Jx8AH/99Rc9evTg448/xu12k5KSwuDBg0lNTSUjI4OhQ4dy\nmTfviuRS0PY+ePAgDz/8MPv378ftdjNhwgTq1Knjxycq3gra3l7r16+nW7duxMfH5yiXnAqjvSMi\nIggJCQGgWbNmPPTQQ/54lGKvoG2dmZnJ+PHj+fXXX0lPT+e+++7jX//6lx+fqHgraHtPnTqV77//\nHpfLxf79+9m9ezcLFy704xOVMU4Z8t577znjxo1zHMdx/v77b6d9+/bOgAEDnKVLlzqO4zgjR450\nvv76a8dxHOf77793brrpJicsLMxJS0tzHMdx/ve//zlvvvmm4ziOs2HDBqdz585+eIqSo6Dt/cYb\nbzgvvPCC4ziOM3fuXGfs2LF+eIqSo6Dt7TiOk5yc7PTr189p3bp1jnLJraDtvXnzZmfAgAH+qXwJ\nU9C2njt3rjNmzBjHcRznjz/+yPpzXI6vMP4s8erfv78THx/vu8qLU6Y2tbruuut44IEHADh8+DDl\nypXLlZNv0aJFAJQrV4433niDatWqZV3fu3dvunfvDti/aCpUqODjJyhZCtred9xxBwMHDgSycyjK\niRW0vQFGjhxJVFQUFfObFLIMK2h7//LLL+zcuZPbb7+d/v37s/HorXUkh4K29cKFC6lTpw79+/dn\n5MiRXHl0xnnJpTD+LAH46quvqFatGq1atfJd5SXvBMWlSaVKlbLy6z3wwAM89NBDOEdNMfTm2QNo\n1aoV1apVy3Hcu5p3165dPPLIIzz88MM+f4aSpKDtDeByubjjjjuYOXMm11xzjU/rX9IUtL0nT55M\n+/btueCCC3L9d5DcCtre3kDjrbfeol+/fgwZMsTnz1BSFLSt9+7dy5YtW3j55Zfp27cvw4YN8/kz\nlCSF8Wc3wNSpU/O1XagUrjIV2IHl27njjjvo3Lkz//nPfwg4Ktvx8fLpuVyuHJ/XrFnDXXfdxcMP\nP5z1rxc5sYK2N8Cbb77JjBkzuO+++4q8viVdQdr7o48+4t1336VXr17s3r2bPn36+KzeJVVB2rtJ\nkyZcddVVgKV12rVrl28qXUIVpK2rV6+e1UvXvHlzNm3a5JM6l2QF/bN7/fr1VKtWjfr16/ukvpKt\nTAV23r+shgwZQufOnQG46KKLWLp0KQALFizIlTfv6H+FrFu3jgcffJBnn32Wtm3b+q7iJVRB23vq\n1Kl8+OGHgO1kUk5bgJxUQdv7q6++4q233mL69OmcccYZvPbaa76rfAlU0PaePHkyb775JgCJiYnU\nrVvXRzUveQra1mFhYcTFxQHW1vXq1fNRzUumgrY3QHx8PO3atfNNhSWHMrUq9uWXX2b//v1MmTKF\nF154AZfLxfDhwxk7dmxWTr6OHTvmuObof4VMnDiR9PR0nnzySRzHoWrVqrzwwgu+fowSo6Dt3aVL\nF6Kjo3n33XdxHIfx48f7+hFKlIK297HlGo49uYK2t3f4NS4ujsDAQP1+n0RB27pr166MHj2abke2\nGhozZoxP61/SFMafJZs2baJ169a+rLYcoTx2IiIiIqVEmRqKFRERESnNFNiJiIiIlBIK7ERERERK\nCQV2IiIiIqWEAjsREfl/9t48To66zv9/VlXf15yZSWYSEkISIJAECcQQIiCYBQUCQQiIqKDCGmVB\nILK4KiDori4xyIrI/oi4igfnFxGXSxAEAeWQUxAQOXKRgySTOXr6qvr98alPXV3d0z1Hks7W6/GY\nx3RX1/Gp6/N5fV7vK0CAALsJAmIXIECAAAECBAiwmyAgdgECBNhtkc/nreoOfrj11lsplUo7sEUB\nAgQIMLYIiF2AAAF2WxiGUTEJM8D1118fELsAAQLsVvg/VXkiQIAAuz8GBgZYvnw5vb29Vp3Kp59+\nmmuvvRbDMBgYGOB73/seTz/9NJs3b+bCCy/k2muvZeXKlTz77LOUSiXOPPPMssz6AQIECNAICBS7\nAAEC7Fa4+eabmTFjBjfddBOnnXYahmHw97//nRUrVvCzn/2MRYsWcd9993HyySczbtw4rr76ah59\n9FHWrl3LL37xC372s59x/fXX09fXt7NPJUCAAAHqRqDYBQgQYLfC22+/zRFHHAHA7NmzCYfDdHR0\ncOWVV5JMJtmwYQMHHnggIEy1hmHw+uuv8/LLL/PpT38awzAolUqsWbOGffbZZyeeSYAAAQLUj4DY\nBQgQYLfCXnvtxXPPPceRRx7JK6+8QqFQ4NJLL+V3v/sdiUSCSy65xFpX0zR0XWfq1Kl88IMf5Ior\nrsAwDK677jr22GOPnXgWAQIECDA8BKbYAAEC7Fb4xCc+werVq/nkJz/Jr371K6LRKIsXL+b000/n\n9NNPZ2BggI0bNwIwd+5czjnnHI488kgSiQSf/OQn+fjHP46iKCQSiZ18JgECBAhQPxTDMIyd3YgA\nAQIECBAgQIAAI0dgig0QIMAugbVr17Jo0SL23ntvAEqlEuFwmE996lOceOKJY3rsG2+8kTfeeIP/\n+I//GNPjBAgQIMBYIyB2AQIE2GUQi8W48847re/r1q3jzDPPJJlMsmjRop3YsgABAgRoDATELkCA\nALssurq6OO+881i1ahW///3v2bZtG2vWrOGII47g4x//OFdccYXlM7fvvvty9dVX873vfY94PM6X\nv/xlNm3axGGHHcb//M//8MEPfpC7776b3//+91x11VVceeWVPPnkk7S1tdHW1kY6nQZgw4YNXHbZ\nZaxduxaAJUuW8NnPfpZzzz2XI444gpNPPpnnn3+e0047jQcffJCJEydy/fXX09vbSzweZ+3atWzc\nuJF169bR1tbG1Vdfzbhx43bmZQwQIMD/IQTBEwECBNilsc8++/D6668DkMvluPvuu7nooou49dZb\nWbJkCTfffDMPPPAAq1ev5g9/+AOLFi3iscceA+Cxxx6jvb2dJ554AoCHHnqIo48+ml/+8pe8++67\n3Hvvvdx4442sW7fOOt7y5cs55JBDuPvuu/nVr37FXXfdxT333FO233HjxvHkk09a+5UJjZ999ll+\n8IMfcO+995JOp7nlllt22LUKECBAgIDYBQgQYJeGoijEYjEAK/8cwFe+8hVaWlpYtWoVl19+OZs2\nbaK/v5+5c+eyYcMGtmzZwh//+EeWLVvGE088QaFQ4JlnnuHwww/niSee4LjjjkPTNOLxOIsXLwYg\nm83yl7/8hdNPPx2AVCrFkiVLeOyxx/jwhz/MU089RalU4vHHH2fZsmU8/vjjbNy4kffff59Zs2YB\nMG/ePCuidubMmWzbtm1HXq4AAQL8H0dA7AIECLBL46WXXrICKpLJpLX8ggsu4NZbb6W7u5uzzjqL\nmTNnAoIIHnnkkTzyyCO88MILLF26lI0bN3LfffdxwAEHEI/HURQFZ0IATdMA0HW97PiGYVAoFMhk\nMsycOZOHH36Yvr4+TjzxRJ5++mkefPBBl/+fJKGyLQECBAiwIxEQuwABAuwy8GZfeuutt/jRj37E\nWWedVbbuE088wZe+9CU++tGPYhgGL7zwAqVSCYCjjjqKVatWMWPGDEKhEPPnz2flypUcffTRAHzo\nQx/irrvuIp/Pk8vluOeeewBBHOfMmcMvfvELAHp7e/n1r3/NwoULrf2uXLmS+fPnk0gk2HPPPbnh\nhhus/QYIECDAzkYQPBEgQIBdBvl8niVLlgBC7YpGo1x00UUcfvjh3Hfffa51L7jgAr70pS/R3NxM\nPB5n3rx5vPvuuwAccsghbNy4kU9+8pMALFy4kHvvvZcPf/jDAJx22mm8++67HHfccbS0tDB58mRr\nv1dddRVXXHEFd9xxB8VikcWLF1vpVj7ykY/wrW99i4svvtja7y9+8QuXiThAgAABdiaCBMUBAgQI\nECBAgAC7CXaaYmcYBpdffjmvvfYakUiEb3/720yaNGlnNSdAgAABAgQIEKDhsdN87B588EHy+Tw3\n33wzF110UZDxPUCAAAECBAgQYITYacTu2Wef5UMf+hAAc+bM4eWXX95ZTQkQIECAAAECBNgtsNOI\nXV9fn5XpHSAUCvmmGggQIECAAAECBAhQG3aaj10qlaK/v9/6rus6qlrOM5999tkd2awAAQIECBAg\nQIARYe7cuTvv4MZOwv33329ccsklhmEYxnPPPWecffbZvus988wz1ucvfOF8A8YbgPlnGPBj67uq\njnMsb9Q/DLi4xnXvMwCju7vb0LSTPNfF+3eZ8Y1vXGrceeedjvUw4E+eY4/k+g0YoVDMaG7uMkKh\nU40VK1YYpVLJZ7+qARhHHnmkEY2e51j+tAFrXO0Jh+caoFv7SKcP2In35cuO7xeay0oG9BrR6LnG\nlClTjEjkfHP5CQass9ZX1bB1Dk1Ni4bZhr87rqU+xLqXjfBe1vp3pnmckw3ACIXaHL+9YwCGokQM\nwMhkFvruI5mcYTifyUmT9jK3G2/ANcbnP3+uoaqaAfka23S4ua8fmP9v3UnPzGj/fWUH3dMd+YcB\n33MtC4U+bIj+PFJ2vqnUp4y99trLcPcpPzMAY+HCo42urr0NeLXG41br7zDgu2Nwvs85jrvMXPbQ\nEG3x/hWM8j7gDc853Vxh2x871ul1nOuqmo6dyZxkdHdPNGBl1fUikfPM/b7i+U325WtqOp79d4dx\n5JFLdgg3GQ04ecvOwE4zxS5atIhIJMJpp53Gd77zHb761a8OuU0iEQU2eJbmHZ8HR7OJOxHFGtf7\nKYcddhyXXHIJqirKFoVCe/quGYlsobW1hVDIK9K6H4FQqKvOtjrxDrFYilAogqL0EYlEfFVYVe0A\nYMGCBaiq8/4dDJzmWldRijjvsaIYI2jfyBAO54H3gD1QlLi59HtAGlXN0d7eTijUZy6/C0WZBPwN\n0DGMkrWfUunNYbagj+7uvc3P+aprQpP5f6yv1/+Y/28HIBLpcPz2nmiBkeemm24CtvvuQVEK/OEP\nf+CBBx4AIBoNAxAKHQDkSCSiqGqYWt8LVT3E/PQP83+2pu12fdTaL+xqeAv4c5Xf3X2EqopqHbqe\nR9Oint966OhwPmMPABsB0DSFRCIF9I64xX7tGv19aub/ep9P+U47XZdKnnUqPSuFCtvUOnaWaGlp\nptK7LKGq8jjedsn+USPA2GGnmWIVReGb3/xmXdskkzHKByp7gNP10Xqhdza8L0OldX5Fb+8C4vE4\nsBWARGIu233euXB4Ky0tfsTOXfIoFGqnOOzxY1/6+iCdbgV6iUQivmvF44eyeHGEKVOmoKrrPL/m\n3K1Tirg7nVquzWhDXJBIJEuh8FdgNZFID7kcwB8ALGKnafYzePzxp/Gb3zwNdBGJJMjl+lAUhVzO\nOzmpFb00NbWxeXOaXG4QiFZZV97XHqB5mMdz4k1gDXC4a2ks1sHg4Ebr+8DAq8CHgYfNYwtMmjSJ\nYvF9n/2+Tl/fW+y///60trYCoKpwww03cP75T1IoCGKnaSGKxQIQ99mHG6papKNjPJs3v20+y7sH\nsVOUktBXGg6LgZepPMlw90GS2AFoWoSS45VXlO0WsVOUEIZxNHISo2mQSqWxycNIMRbDo/NcJbkZ\nYMqUGWzcOMDAQC370B3/5T68nXYtxM5JDGsldjotLS2Ew9spFCqvJfpt7zEAtlVYHmA00VAlxWIx\nv4FsKOWikbAaAEXpBzYNsa4gB6GQSiwWwzC2msv9rkeO/v6f09ra6kPsJMSLFg6319voMoTDERTF\nJnYdHR2oql0/U1UVTjzxRCKRCIriba+7txAdxLvWd8Oo0puMGUSnp2nbrc/hsOigFEW0TVUHaW9v\nR1UFsbvvvvtIpxMIUrGNRKLJ3C5CsZildoK6Ffip+VkEHIXDMbwEuBySVI1WAfqzgSPKlpZKtp/s\nSSedZH56xNMG2GOPPcjlNlM+uJ8DQFNTk7VE0xRisRiqOgjkiMejaFoY77NRCapapLm5GVWV78Tu\noeRr2s6Y1IwcijIU0fJX7JLJVnTdTVAMw1bsNE1OHHPmdgbpdCXFbj3wi/oaPiaqkj+xa2trR1X9\nJ8Ll0D3/obw/qfSujFyxa25uJhyuJqJcjaLkrPXdkH1CQOzGEg1F7KLR3ZXYvQW8AOwBgGGsAjqq\nbQCsNdctEY/HMQxJNPyuxzsAtLW1+RA7+aKLztfPdFovIpEohtFn3a/f/OY3pNOzzF/X09t7O9Fo\nlEgkQl/fz4Hf+7RHQFFKwGzru2HsjPudNdvSgz2ISML0uvmbUOygj1AoxsKFC01iNwD0kEoJ1axY\nLBCNphnKlGHjf4Azzc+9ZDIpwuEoQ3XEkYhs3+io2KrqjGD/GuHwOUDRJKkCsVjMs5VN7Nra2lAU\nhXL1TLgOaJoY5K688lt885vfJB6Po6qDhEI5olFJ7GqTkhWlQHNzM4oiid3uodipaqMSu6Guv1ex\nE/9TqRZ03d0f6HoPnZ2d5nphc6l4JzUNmprS+D/zK4Ez6mr32BA7P1PsgElIayU7fqbY2hW7L37x\nfJLJNs/2tb0jiqLT3NxsTnIr4UJ0fbX5OSB2OwMNRezKB46Ps3sQu6nAS3VuI0yYhlEiFotRKm0j\nFApTSbHr7t6HBQsWVCF2crvh+/Ekk3tz/fXXEw5HMIw+S7ETiqIkIj8BsIidwMPWPhTFO9N0t0fX\nd8b9Fm3v6XkQ6bclVQjDyKGqEYvYGUYPxWKOeDxOKhVHErt0OmO2XyeZbMJJeqrD2QH20dSUNold\ndcUuFJId7+gQu1jMNoFq2uMUCjcAPUSjaf78Z+E/VW5632YpcfF4nGSyBdjiWiMcbuE73/mO9f3r\nX/8ap5xyivmuZ1HVQZPYhahXsdP13YvYNapiJ96BavA3xcbjSVOxs1XeYrHXMtkrihy+7N+bmlKM\nnil2xyl26XQKw6iV7NSi2FUmdqlUwnyfhm+KtSdNXkirU8Fa343+CssDjCYaitiVK3b/z+N838io\nVcGREKZYqdgBJJNp/Ae/QdOpGB9i9yyiY5TbDZfYfZ/+/tdYsGABkUgEXbeJXTweR9fl4Cra6iZ2\n9sA7NLEbygQ5Fsgyfvx0Zs9eiLheYBi2CTIWa0eQ5256e4UvkaqqZDIJU63YTiaTsc43mcxQ+X5r\nOImu23TZR3Nzimg0xlAdsf1ejA6xC4clETUIh7vNz0+TSGSYN28eUP5+Kso2pk2bZm4fJpNpRfqC\nCrxLoXA1zc3lPoCxWAxFGUTTcsRisToVOzex07TdwxRrO6Q31qAolFo/+J+HUOnFMyPIm72eYRQI\nh6VSV+6z19paSQ2vNtRV8v3bccQuk0lS+b6+hLuNIzPFxmLyug7PFHvwwQeTyz1VYRtpdcpb63u3\nF2isZ7jR0ODEjjJiFwoldlRzRhn1+o4JYqfrNrFLpTL4K3ZZkwz4EbsLgd8xcmL3IACJRKImYheL\nxRzEzu4gyomdu2PYOYqduH77778P8LzZDltxK5UGgUGmT5/Oqad+0loej8cJhQYQQQ8Z9txzT1pa\nWkinKyl2fYgOb6NjmSSyeSBPPB4lEhlasbOdl+udMPjDMNabnwYd5v7HTZIq4FXsotEtTJ8+3fre\n1NSCm9gJ9S6RKH9nxTM9iKrm6lbsFKVIU1MTpZIgtZq2eyh2tt9SY0XHaprX0iIhz8d7X+VyA1UN\n4TxfwyhZZntnpDkIAtnZ2erwrXT96tsCN3EsIt9vs+UV2j1akPu/lHfffRujYmTMbOAvju9+xK42\nU6yiCGKsqppre02rtV/V6erqMsl1NatDJR+7gNjtCDQUsSs3xYKmuTuFxiV29XXW0ahIJVEqlazr\nkk5nKvigDVrr+AdPFLA71+EGJwjSnUgkiEYjgOEyxeq6JG9+ip1z5uc+vmHsGqbYWCzO9OkTEelL\noFAQPmyZTLNJ7AQB+eUvf8qLL74IiGshSMV2WloyPP7447z66qukUkkEiXsMMeDIc1pj/revQSgk\nTZdbgTzRaNij2BWAp8parCgFEokko6XY5fOybQl6e29n331nAs+aUYgC7jQUEA6/z0c+8hGWL18O\nQGtrC+50ReK8s9ly4iXM91mL2Ak3g9qJnVMF3H0Uu0oqyK6NysRO3hfvJEV8VxQ/Yqc7iJ1NDqZO\nncq3vvUtWltbiUbd5n4/xGIdLFmyxFQT5X5uBz7A2F5fJ6GxieOkSZOoTnac/Z5/uhPpHy3++48n\nmiaJnVsJrSiqlkEUEvBu74VhSPO791rqFZYHGE00FLEbSrGLRCJlRGDXh3xJ6yNU4bBQYk499VRL\nsWtqqqTYDZJIiHX8iZ2thgz/+tnEThI2p2JnO9nHrN+kScXdEcvrYPi2p1Rynp/OjlEvssRicdrb\n26wlkth1dXVTLGYxDEFAFEVh1iwRKBKPx9G0AWA7bW0Z2tra6OzsNJ/jHDbJkYEOm83/9kzYjj57\nBSgQj0cc2xuISL8P+rS5SFNTM6Pjb5SlUOglnbaJ25Qpk1HVN0gmhYn/nXfe4eKLL+b111831YBX\nKRSeZ+LEiVx11VUA/NM/LSCZvM2xX9E2v/da+mUqiiR27gG+GqRiJ6Fp/VXWbiQ0pmJnT7a9vnb+\nxM4wbMVOKLWVFDubWCxbtoy5c+eaAWJ+aXW8fnxhrrnmGlOxk32wnGiOJYF2kiEx/IbDKS677LJh\n+NiVcFpaolHRx4vxwH88UdWCw8Rtn1/t+UFLJrHTqHZ9dF3ea+85BYrdjsBuRexSqXRZePyuD/kC\n1pTAyAGdn//853zta18jkxHmsEwmXSEdSJZ4vJpipzFSU2woJDpFW7GziV00GqVUcnfeuq5bv5dK\n9zt+Kbr+lxNNA7tzOBsZVTm22Ex7eyttbTaxk8phZ2e7mWNte9nzKUyMG4Htpu+PgLgXOWzfQvm/\nnNhpWj/77juTZPJqFCVPJBImHA4hlMPbgLN8W6woRfP4o5EeZivJZItrVj958mR0/e9mFKJIZxKJ\nRJg+fTqRSBKYyeDga5ajO8C8eXMdCiRAH3vvfQBnnFEerSjN9zaxq0+xa2lpASAajaNp79R7wrsk\nKqeQ2FHQGU7qGPsdftfzi4w2z3vWF99VlTLFTtf9TbFyktja2oqq+il2bmJnE0SnYicnA/J9HIux\nxEmgRF+s6wVzIlMvsVuFTUZLHmJXyRSbNxPHu02xqlr7sTVNG5LYVVbsAmK3I9BQxC6VSpUtU5S8\n5Zzb1JRpQMVOdtb1KSuKYkvv0uzU1dVR0RSbSFQjdkWgSCQSH3aeONmxhsNhYjE3sRPH1BEvtbg/\nsVjMaovbuVp2fHkURS0jhCITvTzHp7DNl2OJDUyc2GmRhaamTuuX1tZWSqUCAwOrSSaTrq2mTp1K\nf/+9aNofTTVVIB6Xipvs/ORAIpQGZyoBVe3nggu+TKHwKKoqOuUFC+YC5yJSOEh4Z9wFksnRInY5\nwuGoSy2dMmUKgEXsnIhEbHcIec3A9puz0cf06ftaA7UTiUTC9Mt0Erta322b2E2btj+53N9q3G5X\nx8gj10eGK6glQbQXhpGnq2sq5cROPP+a5q/YlUoFX8VuyZIl3HDDDS4iJPsa0RcOnbtREju3Yifx\nnvl/rBU78dyXSnlzUlhvupMnHcvcip2iPAQsKdtSKnZi7Cg5ltd4aFOxs30Ti8Bvy9bS9az5zlYy\nxQbEbizRUMRu/vz5XHfdda5lcgYCkE6nKZV2RgLbkUB2aqurrlUO29dE+s+1trZW8EEbJJl0m2Jn\nzZrjaUOBaDQ+bGKsaVmzbBRlip2iKGYy0TxQ5IgjPsaMGTMqOAvbpulIJOkxvUplUC7bMY+vomxg\n8uROimZJjlRKkIYHHniAH/7wh/zjH//gr3/9K93d3a7tDj74YP75n8+jVPq9meNOQCTadip2kuxs\nMYNKbMVOUfqZPHkyqmqgqu8RDoe5+ur/4IwzzsHdaXrNjcWqJpn6kCccjlIs2vdCRsKGQuX3UA4w\ngMvXTTynbmIn0lOUQ5jvB7CJnXQXWA5cU7W1ilK0SHZr6zhyuS00mvnSHztbsXtv6FV8YBgFmptb\nKbdKSGLnVgGLRTHJzecHPcTOwDB0MpkMZ511FrpertiFw+EKfZjXiUx3EDtn8ASIZMbO76MJL7Er\noSiiX64cPAHu9st9bHYs+3/WJ5HX9Ang12V7sYmdVOzEMWs3xYrrJsaeEvAocHz5WvogkUiMQLHb\nOWgoYqdpGmedZZueEonTXMTuK1/5iinPN1LdHTlY3s7ChR/jtddeq2krp2InFS/xQvubYr2K3e23\n38qhhx5h/m4Tu/7+d4F76j4LVe2zBtN43E3sxHGl0laks3M8IAI/gAodmiATMldVS8s4cz9OYrdj\n6g3GYhvp7Oxg0aJF3HXXXdb1XrRoERMmTGDPPfdk5syZvttOmzYJgHHjxlnLKit2fXR3d3uSf/aT\nTCYZP34KhvGGdU0zmQTu19frV1Qw/SrrJXZ+g3eOSMRN7CRhe/nlv5St7SR2Tl83GRBho4+mJrfK\nKWH7ZYrAHzFwFxG1eS8f4hwK1nNeKAwSDssKII2Oouf/ULiDaLTepLzV0D30Kj7Q9XwFtwDx/IfD\nzijWHIWCmNiUEzsdRVFQFMXs++x+w2kd8O8Dy02xQnlymmK9keQ7gtgVUNXyYAZHS6vsw/nO/5gN\nG4Q4IH2u/WBHxcrj6ebyWicLusfHrvJYK6L3Ax+7nYGGInaAy2yjKFEUJW/N1s4444whbf+7Hmwz\nRDKZdJmuqkMvM2HF43Gy2U2UmyezpNNuYhcOhy1lTagoTsXu2HpPAkUZtDqUf/mXs/n+979vmevE\ncSNIAil8xJxmOudLbit2mha2zC2SxLqrLuyYx1fT+shkMkSjURYvXkyxWLufkVTxnMQukRDEsNFd\njgAAIABJREFUzs7IL/6HQv1MmDABVbUVO8MQhLmzczy6vsZ61kVVC6f53hv9WjSrN9RD7PqBCZQH\n4AhiVyrZA10kEuG7372KCy74ctle1qx5xfps5xyTfnPOayeCSvwgB59Sqddhtpfn4mdq24T9XBRd\nxC4SibM7EDvbp6y2/i0Wu4tc7heUq7nDhTSx10d4dF1GaHufK9EuTXMSlHU0N08AIJeTxM7O3ycn\nepLgScjnzA6yyQH/5divv4+d2xQrjyPfpdEidjqyUlB58ITo51RVreBjJ++1sy2SjPkFidRD7GzX\nmELhGUTaq+qQhNgmhpXDacPhCIEpduegwYldCdBdvndeZ9tdHzaxi0TCvn6E/rAVO4CTTz6ZU089\nlQkT9sCb/iIUep+Ojjbzc8j6/+lPy9m8IFzO6gL1w1ZJPvCBD3D++ee7/Pmcil0kIjrhvfbai56e\nHo9iZ/vYCR8NzBm6VCVTyAHBzjw/tlDVAVdn+fOf38Ctt95a07azZ4tyaH7ETuS4A7v+bD9dXV0o\niq3Y6bpQ7Lq6OtH1NQ63gwTunHD+plhVreddWOP5LyFUcZEAWyASiXDxxcv5/Oc/X/Pe3WlvRGS3\n0/fQi3A4TqGw1UyNI4InFEWu721jByDbUrQG+lwuSzQqS7s1OpyD/B3AvlXXVhSZZmRj1fVqR87z\nvzboet5U8/+GXfcYYIDx4yfhNCmq6hzGjxfvyuBg1uNbWUJR/FX6clPs88D5jjW8xK6aKXa0id2N\nwETzs5PQCNJandj5BbXJPtL/ma6N2ElTrHim8vlXgH+qfhpm+93BE5WJnUjLFJhidwYajtjZyk0Y\nKSWvWLGC559/3vy9sYldPB5n/fr1hMMpRNkw/wSziuJW7G677TamT5/O3LmH4o1ci0Y3WjnGnMTu\nM5/5FGed9UVGi9g51RkvRAc9CcgSidiELxqNVujQ+kgkBJFQ1RDjxgkfNVFBQyhVO4rYKcqAK4nu\nUUcdxSmnnFLTtvvttx9PPvkkkydPtpZJYmcnzhUltTRNKHaG4Ux+LBS7Z599FLAHMNEeJ7Fzd/KG\nURiGYidVBW8UqVDsfv/7B/nCF74A+JUPGxrxeJxSyVbOwuEel6nWi0gkYRE7cd4/xTDk++CnQv3V\n/C8Uu3Q6w1lnnWGahhtfsbMHxRLwEDKnYiXY5rXRyv0o+5Var6WOovw7xeKgmbvxW9h1jwEG6O6e\nRKlkK0+G0c8f/nA/TU1NJJNJjym2ZBIKuW4lU2yRcsJRjyl2tImdM3ejs69TGJrY+ZnfxXqV/KGr\nv5texa5e65a4braPXWX4m2IDxW5HoOGInYR4KQWxa25uZs6cOebyRiN2dqcbColOq6WlxUx6202l\ndBZexU5C+NK5O95QaJOlGDmJHUAyKR3aR0rsivhH3ArYZqT3LFMsSKLup9htI5MRflyaFmL69L3M\n9trEztnJjy0GfKsj1Ir58+e7zEaikkLOzHEHIlGxiIDt6upC1yV5WYOqlujs7OQ///O7gDs3IAxy\nzDHHs/feH6B89i7SndRH7NZ7/kvkiMWizJs3jwULFljnMBRuuOEG13dR09iedGjaditVjx+i0biV\nCkI8M06VtNy3R1EkIRbP4rZtW7nwwguJxXYPxc5+h4rU4l862sQuFJL3rlZXhL9hGF8DsPJoujHA\nhAldVk5IEP13KpXir3/9K88991xVYueEfB4rEzs3ZNoUtyl2rHzsnARI93zOEwpFPATTCT/FzktE\n3di+vXK1GUUR74YgZvXnAS1XOuW1K38f/U2xgWK3I9DAxE4+mLqL4NRTemjXgK3Y6bpotyjJJV+4\nSmlQyn3sADP61Tuj3lyR2D333FPAVxDJb0dStaO6YmdHt651KXaKonhmqjaxa2mxid2VV17JVVdd\nRTq94xU7wxgZsfNCEjtVdZMNRRHETjqPw5856KAFaJrGySefDNj3TbZnxowZ7LHHVMoVu6KZ9qCe\nd6FSfdm8NXBKM08tip1M1CwRi8VM/0Rxj1W1umK3adNbgLhe0ah30lCuFiiKJAhi8JL9gpiw7B6K\nnejfSsgcaNVgE7vR6Q9VVfZVtRI7W1GORt19g6IsBb5Ia2uTS3nSdXHvuru76e7u9iSmrmyKdRI7\ndy5T2Z8oru+SoLiDFtw+dvW5MVSDl8w521YgFJKKnV8ggmxDwbOdd182XnjhhaptcacrqVex0x2K\n3VOOdpU/Y+KeBMRuZ6BhiZ2YNQgfOzexqyff1a4AezYtow4VReEzn/mCubQ8T5iAv2JnK3A2dL2P\ndFrsx0vsuromyKNX9c0YCoZRrErs7IhKN7Hzdmgib93TwDZaWyWx05g1axbLly93EDvD8rsbGV4k\nEjmJ6h1NdtSJnaoKYnfggQday3V9C93d3RQKvUARRXmNuXOFH5Uk8fm8uI6yPYlElHQ6yeiYYr2m\nKImcFWjT1dXlOn417L///q7vtjq7Guihp+d3VRU7iVgsxjXX/DsHHjjXsbT8fum6IHaG4VaPRVt3\nD8VOBA8VqYXY2YPo6Ch2dlqSWomdrcRJv1oJwxC1pbu6OqwJLegYht9EvV7FzlkiUZ672wQoTbHu\nBMXu519VRysIz7kfJ3nTcRO7+kyxflixYgUnnnhi1baIdCX1mmIvAPaxrpvoj74APGH+Xv6M+fvY\nBabYHYGGJnaVFbtGInY55s8/GoBCwVbvOjpk/q9KxM5fsUuny9UJw7Brxcpt5P8VK1aQTE5EKHZx\nPvOZzw3zPApVTbHFojy3l8sUO9HZOSX9ecA2xo0T18C5X5H3rA84nVzusWG21Yn7yOfvpNpgpeuj\nq9jF43Hy+Z8DA5xzzjmkUlOBd+jtfZpJkyaRSDQD75NIvM7MmTNc28q6qrI98XiUVKqcuAxPsZOd\ncDmxE7n3YMGCBRiG4Vu3WSIUCrFo0aKyhM0A++03B2FSfRMoJ39O3HLLLYAYtKdNm8axxzqjtd0D\nRijUhNOk5iZ2u4diZxglM7q8xM4wxapqvcTOVuxkCiSJUGgPAKZPn+bIPVpEVUMutwVB+l6U33wn\ns+Cn2MlzzpltdypfdqS92xXETewUZUeYYocidtVMseW46KKLWLVqVZW2OIMf6jHF/gF4zbG9vA9y\n+/JnrLm5xaet9UV2BxgedjtiJx7YRiJ2dh6+t99+01ra3i5TgdSr2MVRFHfHWyplrYFYdpqS2Nkd\nYYFoNMz1119rVneoD0MpdoWCfPG3udazO3HvYLHVIrfOQbq9vQlRSuzmutvoh2TyZdnCiuuUSgMj\nUjO9WLp0Kbrei2H0mUmlc8BGpk07iGnTptHUNA7YRCj0JtOmTXNtOzgorpPTJCpy2vUjOl9hppaK\nXX2Dk1jXrk8rkTNz79WG9957jzvvvNP3t8997jNEIu8C/ey336GWkuwHGSEun3NZFk/APTBEInbU\ncbHY49qvIL67Q71Yp2I3HGL3KOWkvXbUb4q1FTuvKTYaFROWjo4OR+7RomlxsXHggXsTjz9tfhta\nsbOjYt1tdRM7ez/VomIrpROpH5WIndcUO1zFzj1pqd5XOdOV1KPYiXdQKna2Bebfzf/e6iGGSewC\nU+zOQAMTOzvBoluxc9fA2/WRJxaLsnz5xZYfFTjTutSn2ImcX+4XvVQadCks69at83E2LhCJhIlG\no2b1ivpmVIZRXbFz5kDzrifIXQ/xeJNjne20tIjvzvO84oqv+5gaHsMdeVY7NE0OdJWJXbE4uopd\nKpUiFIpRKm2hpaXFJHbbLTLS3j4O2Eih8CZTp051bStz/8n2RKNRMxfcV4AjgCsBQbQTiUTdip3w\ng/sxbpNR3ioTVwva2tp81ToQNWVjsXeAfjNSsjK819wdsOF+x0Mhua/HGBhYy4QJE6zf/EzVjQhh\nio0gUr38uYYtvMTucNy53eqDPWF8n1r89kKh563PXlOspumccMIJfPjDHzYD3gpIxc6JRYuOMoPk\noFZTrJ9iZ09wXkdE60pi52+KbW1tJ5//GfUmu1eUReYxnOcq74OBn2IXDocdlgsv/HzYvOvV0jeV\ngN9gm2Ld6U6GhrwvYtwZGPAGaNxetoV/5Gxgit0RaGBip1lRsU5i556BNQKE/9JVV32Xyy671Fq6\nadMmoFpxZn/FLh6PO9JomGuWBl2zOOegZxO7QZLJGIqiEAqVR9YOBcOoHjyxbNmXOfjg+dYxnRD3\nrIdUyi4YHw6LiMkzzvg8n//82dbylpYWDjnkEM/eD2P4A5bXcdoLg2JxoCJRGS4ikTiFwvsOxe4j\n9PWJfF7Tpk0B/oyuD7jKlG3evJmlS5cC9qw8Go2yfPlFjBs3yVxLqL66PpySYkUGBwfNlCLOPHH1\nKXbV0NHRgaJsZuTErgT8L3YEozzPwwB3YmRR3aLxFTvbx+4URLqToeAMnqgv95wfFGWL+elE4KtD\nrq9pd3LPPffw5z97SejrKEqWs88+20xpEjbbKGvD2giFQg5SNjSx0zTNJHbyfB81215yfC85Eh37\nJyg+4YSlRKMpKqWbKscFwA9N38H/tZZGIt+lVPqeY//lil04HHFYLrykrT4fu8r4K3ACblNqPaZY\ncd2lD2R/f4/n9/OsTwcccAAgszwEit3OQEMTO/GQeE2xjUbs8pb/khPLly/n2GOPRdMq+cdUVuzc\ntRcNR5Hpctgz3EFSKWneq78Ek9dh3Yvrrruaa6+9xjqmGwqwjWTSdqQPhUTE5E033cC3vnWZa23/\nc5nms2xoDO2HlEXTIr7XeiSIRBLk89vM1DZiEHrjjZcAOOSQ2ajqT9lvv7muZ7utrc0aACTpSafT\npFIppk4VJc1U9X5gi8MUW59id/rpnzY/O0vb2c/GSJFKpTCMfqDfVNIqY+7cuS6TrtuvTweOA1YB\nd7B9u6h2oarlZa92J2Inano6B//KiouilEwH9jzSZKaq3utwE7WSvlJprfU5EtlcbU3gXorFXo45\n5hjmzZtHf7847qxZHwAeoFB425qc2MSu3BRbL7GzIz5lIuQzzOWyfnAOtylWKnY34IwKTySitLVN\npDwRdiV8HxD9VDhs1/2Oxe5n5cqVZq3sHH7pTuQkxF+UqM/HrjLEu2MYhWGaYiWxE4JCNuufrSES\nyfDII4+ILTS/8wkUux2BhiV2olbl7qHYeR2LAdrb21m0aFGVqMZKeewSnjQaOUeepHIIxa4EZM2I\nWoZRgmmAgYH3qip24DaXOCEVu3TaJnaqWjnHmT+xG+49H0qx6ycWq7UaSO2Q9VSbm5sdqWAEuru7\n0fXXaW9vq7i9HBRlupBMRrRR1/uANnS9MCzFrru7i6VLz8KdpHiQVKpysEQ9SCaTZhv7yWSqEztN\n01xm93LFDsRgKVwY4vE0mtbJj3/8Y9d+MpkkiuJH7HRE7dnGgGGUWLHiW3zsYx9zLK2W2qJkpnoR\nz1dnZyeG8X1EVLLEp4Enazk62exaHn74YW688Ubicb+awhKPAR/j058+x+p3JLE75pijgZ8yMPCK\nNTkRZG4d0F+m2AnLTO3EDmQu09+6flcUJ7HTPT52BnAO9jP/LhMndtLV1U3txA4k+YpGbbcQw1jD\nMcccQzyeQfj7eYmdPSH2H7tqV+xeecUu5VeeQF28L8XiliFMsZX6fXnddVMV9SeEMl0NBIrdzkTD\nEru2tjb8iV2lRI+7Kir7L0UikSrEzl+xS6VSqKpzNjVomlb9IRU7TctaSUTrz9R/BmAMSeyk4uLN\ngSZ97DIZpz9h5Rxn/sRuuJF/QxG7PqLR0TXDAlYy6FQqZakU0sdOnJ/hq+RKyEFRkl9J7CSi0aT5\nW32KXSik0dKSwc6f+D00bWNNCYlrQSqVolQSip1Q0mqHW7GTA4SdtDiVasYwtpRF7CaTScJhP4Vh\nAFhOo+S9NIwSxxxzDJdeeqlj6R+rbGETu0hkO/vttx+GkQW+a/4uyYJ8dn6Jqn4XVfUrl7edUCjC\nEUccwV577UW5AvoScJv5eR0f+9ip3HjjtdavktiJZ0tEy7oVu/1R1QVDmGKHjooFSezckMROBIC8\n7ljXSabsPm/fffehra0Vd3WXoSCJqiS9BtnsavbYYw/CYene4jXF2v147YqdX3JuhX33tUvM/ehH\nPyIabXWsIfrHfH6zJ91Jv1mmUaLS+boVu0rEzmm5CYjdzsOIiN3vfvc7LrroIuv7Cy+8wNKlSzn9\n9NO59lr7pb722ms55ZRT+MQnPsGLL4rQ9a1bt/K5z32OM844gwsvvJBcrj4fEEnsvHmPyisZ7OrI\nV/RfEk61/oTFzsPkhiAHzsi3QSKRWoidHWAhMvXXQ+zWWfuqBtn5ev3VRIc2QDKZ4O677wagWFxP\na2urdxeu/fz4xz9mv/0+YC6tNjiLKEx/DJXEtd8sYza6KBTE9RX3WNzHl14Splg7GXBlMuVV7EQa\nGBv77z/XJND1EN4ikUiIlhY7CTQsR9fvqZrepB4kk0mKRaHY1Uvs3ORSPuP2IJ1ON6PrW8qiApPJ\nJKFQJcUOYIvPb7sedF2885LUi3vSg3BleM1ni5J5zV4iFNpuEjIAqYRLc6p0dfgkun4J4fAlPvuS\nNXep8Fx9GVhqft7ApEmdrl8lsWtqarLMwYWCeOdEuUEDXd/gS+ycKTK8ip3wOXRPFp3m3GRyCQCq\nmqW5uRlNywHzGBwUvnNOIUBRsixYsID5849k3rx5tLc344zsrQzZvgyZTCuGIRW7zUQicZLJpNkH\n28TuYx87DqmYCZI1FLFz9k/lpMibuFnTNE/JMXG/isXtjjx0OtBDc3O7Y71KkcC2j51Q7PyJWalU\n8BC7wBS7MzBsYvftb3+bq6++2rXssssuY+XKlfzyl7/kxRdf5G9/+xuvvPIKzzzzDLfddhsrV67k\niiuuAOCHP/whxx9/PD//+c/ZZ599+NWvflXX8QWxK/ex211MsTA8xS6dTmMYbsVOzBb9IXxSRJ1S\nOSCK//UQO7H/Wk2xMo2FDQVBQMMcd9xxAOTz77H33ntX3U8kEuH555/iS1/6MtUJzGTcBcGdkM9K\npe37iMdHX7Hr77cHDJnHS9aTrYXYea+lIGM2xo1rY9KkSRQK3rqvlaEoImKuqUmqvrJChDrKxG6A\nWGw948d3Dr2BA7INgghsMpfabgdNTc3o+nZfxa7ctwzsAbmav9iuA8MQ90cSu/b2dkIh6dz/us8W\nRd599y3gajTNj9hJAnIPkijPmjWbWGwc5ciaLhrivRNJgJ2wr7mmvcfkyePdv5r3JJPJoOvvMWXK\ndObOnWuub5M5cW9xfHf72Hn7PBElDO7MCM4E6CHzfy/t7e2OlC0CzuAJRcly4okn8uSTDzFhwgQ6\nO1uojdj9w9zeYNy4LopFuc1axo2bCGBW9ckCBocfvphZs2abxy05FDs/a5Psl6oTO69KabvYePeD\nJ3iih6lT9+bYY0+kq2svaiF2lVRTkVRdceRKlaqgE4FityMwbGJ34IEHcvnll1vf+/r6KBQKTJwo\nHuSFCxfy+OOP8+yzz3LooYcCIhpT13W2bNnCX/7yFz70oQ8BcNhhh/GnP/2p5mOff/75pp+JXx67\nRiN2w1PsKvnYpVIpdN2p2GVNB+rKUNUQqtpnETthvqknPYQccIen2InzsKsbABx00IKKHYicnUci\nEUKhkFkfdyhlqlJ029CKXTkRHTmyWfseefNXyUEwkahM7KTvkq3cua9pOp1kjz32wDAGqJW4yDqS\nqVSKSKQPOyfewKgRO1GnMkw4/JpFZGuFnassgt/z2dQk8h562ypUIr8BWt770cpXNraQaomT2IXD\ndn3cctiDqqo6iZ18r5zvxBM0NU3g2mt/YFXwcCNr+YWKCZz3fbOf1Xj8RcexBH7wgx/w5ptvWgrz\noYceYT3DTjLnr9hVJnZNTW08//zz+OGOO+6wSKGi9NLW1mYqdjac44WiZF37b29vRtNqIXZvm/+F\nn7CtlK0x/fScZe1kSS67pJfbFOu1Nsn2Vkt3Ul43u7y0mh+xKwHb6O7u4re/vZMZM/ankilWKoL5\nfE9ZvyxresOgSy31M8Xa1TwaaYxuPAxJ7G6//XaOP/5419/LL7/MRz/6Udd6/f3uATCZTNLb20t/\nf78rWWgymaSvr8+1XK5bK77//e+btU8bn9hpWq5i3c1IJFIxqlF28l6k02lKJadi10sqVb1sk8j2\n3usgFPUqduJlHipytLpil3P5Gh533FFD7kdeN6F4DkXsKpEkr4/datyBA1usfHqjiR/96P/jxht/\nBsBXv+pOHSHPrxqxA+EsLSdS3kS/6XQCRVHMFDK1pWxQVTHICL+/PqQqpuvlfmsjQamUp7f3EaZM\nmVLXdnbwTRhvktx58+aZPlHlxG6vvfZC1//u1xLzf2OYYqsrdv7ErrNTqqI9TJgwgW9841JstwSn\nirmOeDxFU1MThYLf4G5PEIVi533f5DV/lL6++zjyyCNdv2YyGaZOnWoGvbknIvUQOy+BUVWVOXPm\nuJbJKjeCgMr3uq+CYudUyQZdVofm5mYikVqInbgHhtFDJpNxKGXbrbKIXmInyiEKYicIUCVrU97z\nH591yhU7O+2LRMGxrmoe8+PA2VaFn46OVipNcpymXm8/b3/PmtG/An7Ezs5J2DhjdCNiyIKDJ598\nsitxbiVIwibR399PU1MT4XDY8q8AoexlMhlr/dbW1jLy58W6devKlr3//vsYRhFdL7F582ZrHWH7\nb5yHRlVzZLNZ33Ps7e3FMJwDWB4QL46uF9m0aVNZgEF/fz/Z7HuITiQObCWRSPjuX0JRQuj6dgYG\nBli3bp35QtZD7MRjtH79+qprFYtFq43u9ghiVyoVWbduHVdccQUf//jHK7ZZTgK2b9/OunXrGBwc\nRFE0fGtoW/AnSSKxcoRiUXZ8sxDzHTHYK8rL7L33xKrXbzg45piPAOLZXrBgAZlMk3WMnh6hwpRK\n+arHbWqyt5Gd68MPP2wmfdVZt26deU1qS2mgKAX6+/vJ5/MoynZspa9oPRujgXvvvZeenh5aWlrq\n2qe8LmLwH6S9fTIPPngXBxxwABMnTiSREM9hb2+va7/xeJxsdjVicHOa+pyRtQCLgFsAf9/OkWMx\ncB0wcRjbGhiGzoYNG6z3SCjfkoSVv6+6XuCGG27ghBNOpFBYj2EY6HqJUCiL2IWT2G0iEomhqir5\n/FaEKuSMpM8SCoVYt24dW7dutVL0SChK1HzWNnD44YvJ5/2fXVkXWtN063fpYyrh3G7btm0OElnC\nMIyy/Xq/S2LX09NjbVssbjcnBgOu7XTdmTQ4S19fn7W/QqGAqtYyKZKixCDRaNhBqLIoiuHpU3UK\nhQIDA/2I5PMlisWieUw/U6w4F03LU7JeYz9ip7mug67rjooeCk5iuHnzZvJ5m+hFIgrr1q0jnY5S\neZJj36P33nNHRNsZF7KoashqRzbbD7zsWdcOhKkXuVxu1Pvh3RW1VJKuCcJ8E2H16tVMnDiRP/7x\nj5x77rlomsaKFSv47Gc/y/r1681SI80ceOCBPProo5x44ok8+uijHHTQQRX3LQuPO9HZ2YmiCL+G\n8ePHW+sIFadxiJ2mDdLZOcP3HMePH+8pRB0F7gQ6yOc30tXVVbaddGqNx08jm70L2EZnZ4fv/iWE\nH0s/3d3ddHV1mQrVY4hEqENDVTV03f8++WGPPfZwrStU1kFaW5vo6uriG9/4RtXtZdLeCRMm0NXV\nRXt7O5q20RysKsGf2CkKZnmch4GjEM7otpqQSr3CwoUn1Xxuw0FXVxc9PbYyICdC7e3tNR93+vTp\ngLi2Yp/ingsForb3QVV1WltbmTRpEprWj9OE6/esDRfD3c/27WKQlepHS8s45syZw6233spBBx3E\nAw88wE03/ZhJkyaVHSMeT9PXtxXocCz15jB8EHgecKtNo4MCcDdwJsMjdjqKoljP/te/fhn77DOd\nRx65xvz9M4jUJTYUxaCrq4tIJMnAwLsccMABvPDCC4RCL5vvitOcvYmmpmba2toIh2Pkcr3YvngA\nWdLpDF1dXSY5c79smhY399lLR0dbxXss1dQJE+w+26mwRiIR17bjx493VZ6IRKKu36PRSNmxpGLW\n2dlpJXg3jH723HNPVPUNaz37/ZDn0u965zo6Ojz9byX0kk5n6O3dzvjxHQ5T7CDt7a10dXXR3NyE\nJHaJRNyckBeBEslkgq6urgpVk8SzqaqFqsRO00Jl10FRZJkyDSex6+rqIpm0A4zGj++kq6uLvfba\nA03b4jiODVUNIeMlpJVAIhyWNCJLOGzfn+OPP45rr/2o+bwoZpvk7Lv+WrHRaHRM++HRxFAix1hj\nVNOdfPOb32T58uUsXbqUmTNnMnv2bPbbbz/mzp3Lqaeeyvnnn2+F6i9btozf/va3nH766bzwwguc\nccYZ9TXc9BHwOnM2WvBEOLzNKhPlRSwWwzC8M6jVwKEUCtt9fdBUVeWhhx4iEpEzza2MG+e/f3ub\nELreZ3WwRxxxMKnUozWfg6pWzrfmB2+QhbhnuYppX7zwmmLD4TCqOlxTrOxgvm0t0TR7QFOUv1uk\naUdBnl89KUbmzJlDOp227qH0Y6znfZA+diLX3PuA3TmNpil2uPCaYqXj/CmnnMKee+7J/PnzXes5\nkUw2IUi7E17FDkZSS7UaFOVQ89P1qOrKYeyh5DKHXXnl5cyfP59CoZqCIUy3+byYKKRSKbPSg58p\ndpPlIiHM995+x06HFA6HzbKDNmxz3Ps0N1f2SZWmWGef5/TN7e93m4HFfm2VR0aQSvj1gW+88QZv\nvvmmyxRbLIrgCUXJEYlkePXVVwGpNtnEztk3VXOFcWO7lXOypSXtIHZZK7G3uHYDSFOsoigmYfX6\n2Pkrdu4gunLThNeELbZxXru8Y7nqMqfKd7u1tZVIxF+xq2aKtYndgMusvmjRItLpdpy5AO2E8I0z\nRjciRqTYzZs3j3nz5lnfZ8+ezS233FK23rnnnsu5557rWtbW1saqVauGfWx7dtPYPnYmpIt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Sh21YgdiFqitin2LUS1hdoIVS3QdTvXYzLZDGzFNmVegrN8WzlEO84774Kqx0gmUwh1/W/AXey/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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 显示逐日回测结果\n", + "df = engine.showDailyResult()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2017-10-07 10:27:24.212000\t计算回测结果\n", + "2017-10-07 10:27:24.226000\t------------------------------\n", + "2017-10-07 10:27:24.226000\t第一笔交易:\t2011-09-21 13:32:00\n", + "2017-10-07 10:27:24.226000\t最后一笔交易:\t2017-09-29 15:00:00\n", + "2017-10-07 10:27:24.226000\t总交易次数:\t307.0\n", + "2017-10-07 10:27:24.226000\t总盈亏:\t51,780.0\n", + "2017-10-07 10:27:24.226000\t最大回撤: \t-3,840.0\n", + "2017-10-07 10:27:24.226000\t平均每笔盈利:\t168.66\n", + "2017-10-07 10:27:24.226000\t平均每笔滑点:\t20.0\n", + "2017-10-07 10:27:24.226000\t平均每笔佣金:\t0.0\n", + "2017-10-07 10:27:24.226000\t胜率\t\t43.32%\n", + "2017-10-07 10:27:24.226000\t盈利交易平均值\t873.53\n", + "2017-10-07 10:27:24.226000\t亏损交易平均值\t-370.11\n", + "2017-10-07 10:27:24.226000\t盈亏比:\t2.36\n" + ] + }, + { + "data": { + "image/png": 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W4xYREZGzk58PnTvDoUPw8cdwyy0lX9+3D1q3NjvjDR0Kb74JDRrA1Vd7J16RKtIMsoiI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\nEhISEo2QFsgSEhISEhISEhISjfh/x3Te7p7BNLUAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 显示逐笔回测结果\n", + "engine.showBacktestingResult()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# 显示前10条成交记录\n", + "for i in range(10):\n", + " d = engine.tradeDict[str(i+1)].__dict__\n", + " print 'TradeID: %s, Time: %s, Direction: %s, Price: %s, Volume: %s' %(d['tradeID'], d['dt'], d['direction'], d['price'], d['volume'])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/CtaBacktesting/backtesting.ipynb b/examples/CtaBacktesting/backtesting_IF.ipynb similarity index 100% rename from examples/CtaBacktesting/backtesting.ipynb rename to examples/CtaBacktesting/backtesting_IF.ipynb diff --git a/examples/CtaBacktesting/backtesting_rb.ipynb b/examples/CtaBacktesting/backtesting_rb.ipynb new file mode 100644 index 00000000..acccdcda --- /dev/null +++ b/examples/CtaBacktesting/backtesting_rb.ipynb @@ -0,0 +1,199 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "from vnpy.trader.app.ctaStrategy.ctaBacktesting import BacktestingEngine, OptimizationSetting, MINUTE_DB_NAME\n", + "from vnpy.trader.app.ctaStrategy.strategy.strategyBollChannel import BollChannelStrategy" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# 创建回测引擎对象\n", + "engine = BacktestingEngine()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# 设置回测使用的数据\n", + "engine.setBacktestingMode(engine.BAR_MODE) # 设置引擎的回测模式为K线\n", + "engine.setDatabase(MINUTE_DB_NAME, 'rb0000') # 设置使用的历史数据库\n", + "engine.setStartDate('20110101') # 设置回测用的数据起始日期" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# 配置回测引擎参数\n", + "engine.setSlippage(1) # 设置滑点为1跳\n", + "engine.setRate(1/10000) # 设置手续费万1\n", + "engine.setSize(10) # 设置合约大小 \n", + "engine.setPriceTick(1) # 设置最小价格变动 \n", + "engine.setCapital(30000) # 设置回测本金" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# 在引擎中创建策略对象\n", + "d = {} # 策略参数配置\n", + "engine.initStrategy(BollChannelStrategy, d) # 创建策略对象" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2017-10-07 10:54:17.527000\t开始载入数据\n", + "2017-10-07 10:54:17.650000\t载入完成,数据量:332899\n", + "2017-10-07 10:54:17.650000\t开始回测\n", + "2017-10-07 10:54:17.650000\t策略初始化完成\n", + "2017-10-07 10:54:17.650000\t策略启动完成\n", + "2017-10-07 10:54:17.650000\t开始回放数据\n", + "2017-10-07 10:54:37.665000\t数据回放结束\n" + ] + } + ], + "source": [ + "# 运行回测\n", + "engine.runBacktesting()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2017-10-07 10:54:40.828000\t计算按日统计结果\n", + "2017-10-07 10:54:40.855000\t------------------------------\n", + "2017-10-07 10:54:40.855000\t首个交易日:\t2011-09-02\n", + "2017-10-07 10:54:40.855000\t最后交易日:\t2017-09-29\n", + "2017-10-07 10:54:40.855000\t总交易日:\t1478\n", + "2017-10-07 10:54:40.855000\t盈利交易日\t640\n", + "2017-10-07 10:54:40.855000\t亏损交易日:\t601\n", + "2017-10-07 10:54:40.855000\t起始资金:\t30000\n", + "2017-10-07 10:54:40.855000\t结束资金:\t82,010.0\n", + "2017-10-07 10:54:40.855000\t总收益率:\t173.37\n", + "2017-10-07 10:54:40.855000\t总盈亏:\t52,010.0\n", + "2017-10-07 10:54:40.855000\t最大回撤: \t-3,790.0\n", + "2017-10-07 10:54:40.855000\t总手续费:\t0.0\n", + "2017-10-07 10:54:40.855000\t总滑点:\t5,890.0\n", + "2017-10-07 10:54:40.855000\t总成交金额:\t18,246,990.0\n", + "2017-10-07 10:54:40.855000\t总成交笔数:\t589.0\n", + "2017-10-07 10:54:40.855000\t日均盈亏:\t35.19\n", + "2017-10-07 10:54:40.855000\t日均手续费:\t0.0\n", + "2017-10-07 10:54:40.855000\t日均滑点:\t3.99\n", + "2017-10-07 10:54:40.855000\t日均成交金额:\t12,345.73\n", + "2017-10-07 10:54:40.856000\t日均成交笔数:\t0.4\n", + "2017-10-07 10:54:40.856000\t日均收益率:\t0.07%\n", + "2017-10-07 10:54:40.856000\t收益标准差:\t0.73%\n", + "2017-10-07 10:54:40.856000\tSharpe Ratio:\t1.45\n" + ] + }, + { + "data": { + "image/png": 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i9NitXLmS77//noULFxIbG8uuXbsYP348kZGRzJ07l+zsbJYuXcq+ffuIjY0l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\nvHgxrrrqKgDApZdeip07d+J73/s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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 显示逐日回测结果\n", + "df = engine.showDailyResult()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# 显示逐笔回测结果\n", + "engine.showBacktestingResult()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# 显示前10条成交记录\n", + "for i in range(10):\n", + " d = engine.tradeDict[str(i+1)].__dict__\n", + " print 'TradeID: %s, Time: %s, Direction: %s, Price: %s, Volume: %s' %(d['tradeID'], d['dt'], d['direction'], d['price'], d['volume'])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/CtaBacktesting/loadCsv.py b/examples/CtaBacktesting/loadCsv.py index 5758a2ce..7012afda 100644 --- a/examples/CtaBacktesting/loadCsv.py +++ b/examples/CtaBacktesting/loadCsv.py @@ -10,4 +10,5 @@ from vnpy.trader.app.ctaStrategy.ctaHistoryData import loadMcCsv if __name__ == '__main__': loadMcCsv('IF0000_1min.csv', MINUTE_DB_NAME, 'IF0000') + loadMcCsv('rb0000_1min.csv', MINUTE_DB_NAME, 'rb0000') diff --git a/vnpy/trader/app/ctaStrategy/ctaTemplate.py b/vnpy/trader/app/ctaStrategy/ctaTemplate.py index 8d454f59..0eb7957b 100644 --- a/vnpy/trader/app/ctaStrategy/ctaTemplate.py +++ b/vnpy/trader/app/ctaStrategy/ctaTemplate.py @@ -416,4 +416,40 @@ class BarManager(object): self.xminBar.openInterest = bar.openInterest self.xminBar.volume += int(bar.volume) - \ No newline at end of file + #---------------------------------------------------------------------- + def updateBar(self, bar): + """1分钟K线更新""" + # 尚未创建对象 + if not self.xminBar: + self.xminBar = VtBarData() + + self.xminBar.vtSymbol = bar.vtSymbol + self.xminBar.symbol = bar.symbol + self.xminBar.exchange = bar.exchange + + self.xminBar.open = bar.open + self.xminBar.high = bar.high + self.xminBar.low = bar.low + # 累加老K线 + else: + self.xminBar.high = max(self.xminBar.high, bar.high) + self.xminBar.low = min(self.xminBar.low, bar.low) + + # 通用部分 + self.xminBar.close = bar.close + self.xminBar.datetime = bar.datetime + self.xminBar.openInterest = bar.openInterest + self.xminBar.volume += int(bar.volume) + + # X分钟已经走完 + if not bar.datetime.minute % self.xmin: # 可以用X整除 + # 生成上一X分钟K线的时间戳 + self.xminBar.datetime = self.xminBar.datetime.replace(second=0, microsecond=0) # 将秒和微秒设为0 + self.xminBar.date = self.xminBar.datetime.strftime('%Y%m%d') + self.xminBar.time = self.xminBar.datetime.strftime('%H:%M:%S.%f') + + # 推送 + self.onXminBar(self.xminBar) + + # 清空老K线缓存对象 + self.xminBar = None diff --git a/vnpy/trader/app/ctaStrategy/strategy/strategyBollChannel.py b/vnpy/trader/app/ctaStrategy/strategy/strategyBollChannel.py new file mode 100644 index 00000000..aabd0075 --- /dev/null +++ b/vnpy/trader/app/ctaStrategy/strategy/strategyBollChannel.py @@ -0,0 +1,218 @@ +# encoding: UTF-8 + +""" +感谢Darwin Quant贡献的策略思路。 +知乎专栏原文:https://zhuanlan.zhihu.com/p/24448511 + +策略逻辑: +1. 布林通道(信号) +2. CCI指标(过滤) +3. ATR指标(止损) + +适合品种:螺纹钢 +适合周期:15分钟 + +这里的策略是作者根据原文结合vn.py实现,对策略实现上做了一些修改,仅供参考。 + +""" + +from __future__ import division + +import talib +import numpy as np + +from vnpy.trader.vtObject import VtBarData +from vnpy.trader.vtConstant import EMPTY_STRING +from vnpy.trader.app.ctaStrategy.ctaTemplate import CtaTemplate, BarManager + + +######################################################################## +class BollChannelStrategy(CtaTemplate): + """基于布林通道的交易策略""" + className = 'BollChannelStrategy' + author = u'用Python的交易员' + + # 策略参数 + bollWindow = 18 # 布林通道窗口数 + bollDev = 3.4 # 布林通道的偏差 + cciWindow = 10 # CCI窗口数 + atrWindow = 30 # ATR窗口数 + slMultiplier = 5.2 # 计算止损距离的乘数 + initDays = 10 # 初始化数据所用的天数 + fixedSize = 1 # 每次交易的数量 + + # 策略变量 + bufferSize = 100 # 需要缓存的数据的大小 + bufferCount = 0 # 目前已经缓存了的数据的计数 + highArray = np.zeros(bufferSize) # K线最高价的数组 + lowArray = np.zeros(bufferSize) # K线最低价的数组 + closeArray = np.zeros(bufferSize) # K线收盘价的数组 + + bollMid = 0 # 布林通道中轨 + bollStd = 0 # 布林通道标准差 + bollUp = 0 # 布林通道上轨 + bollDown = 0 # 布林通道下轨 + cciValue = 0 # CCI指标数值 + atrValue = 0 # ATR指标数值 + + intraTradeHigh = 0 # 持仓期内的最高点 + intraTradeLow = 0 # 持仓期内的最低点 + longStop = 0 # 多头止损 + shortStop = 0 # 空头止损 + + orderList = [] # 保存委托代码的列表 + + # 参数列表,保存了参数的名称 + paramList = ['name', + 'className', + 'author', + 'vtSymbol', + 'bollWindow', + 'bollDev', + 'cciWindow', + 'atrWindow', + 'slMultiplier', + 'initDays', + 'fixedSize'] + + # 变量列表,保存了变量的名称 + varList = ['inited', + 'trading', + 'pos', + 'bollMid', + 'bollStd', + 'bollUp', + 'bollDown', + 'cciValue', + 'atrValue', + 'intraTradeHigh', + 'intraTradeLow', + 'longStop', + 'shortStop'] + + #---------------------------------------------------------------------- + def __init__(self, ctaEngine, setting): + """Constructor""" + super(BollChannelStrategy, self).__init__(ctaEngine, setting) + + self.bm = BarManager(self.onBar, 15, self.onXminBar) # 创建K线合成器对象 + + #---------------------------------------------------------------------- + def onInit(self): + """初始化策略(必须由用户继承实现)""" + self.writeCtaLog(u'%s策略初始化' %self.name) + + # 载入历史数据,并采用回放计算的方式初始化策略数值 + initData = self.loadBar(self.initDays) + for bar in initData: + self.onBar(bar) + + self.putEvent() + + #---------------------------------------------------------------------- + def onStart(self): + """启动策略(必须由用户继承实现)""" + self.writeCtaLog(u'%s策略启动' %self.name) + self.putEvent() + + #---------------------------------------------------------------------- + def onStop(self): + """停止策略(必须由用户继承实现)""" + self.writeCtaLog(u'%s策略停止' %self.name) + self.putEvent() + + #---------------------------------------------------------------------- + def onTick(self, tick): + """收到行情TICK推送(必须由用户继承实现)""" + self.bm.updateTick(tick) + + #---------------------------------------------------------------------- + def onBar(self, bar): + """收到Bar推送(必须由用户继承实现)""" + self.bm.updateBar(bar) + + #---------------------------------------------------------------------- + def onXminBar(self, bar): + """收到X分钟K线""" + # 撤销之前发出的尚未成交的委托(包括限价单和停止单) + for orderID in self.orderList: + self.cancelOrder(orderID) + self.orderList = [] + + # 保存K线数据 + self.closeArray[0:self.bufferSize-1] = self.closeArray[1:self.bufferSize] + self.highArray[0:self.bufferSize-1] = self.highArray[1:self.bufferSize] + self.lowArray[0:self.bufferSize-1] = self.lowArray[1:self.bufferSize] + + self.closeArray[-1] = bar.close + self.highArray[-1] = bar.high + self.lowArray[-1] = bar.low + + self.bufferCount += 1 + if self.bufferCount < self.bufferSize: + return + + # 计算指标数值 + self.bollMid = self.closeArray[-self.bollWindow:].mean() + self.bollStd = self.closeArray[-self.bollWindow:].std() + self.bollUp = self.bollMid + self.bollStd * self.bollDev + self.bollDown = self.bollMid - self.bollStd * self.bollDev + + self.cciValue = talib.CCI(self.highArray, + self.lowArray, + self.closeArray, + self.cciWindow)[-1] + self.atrValue = talib.ATR(self.highArray, + self.lowArray, + self.closeArray, + self.atrWindow)[-1] + + # 判断是否要进行交易 + + # 当前无仓位,发送OCO开仓委托 + if self.pos == 0: + self.intraTradeHigh = bar.high + self.intraTradeLow = bar.low + + if self.cciValue > 0: + l = self.buy(self.bollUp, self.fixedSize, True) + self.orderList.extend(l) + elif self.cciValue < 0: + l = self.short(self.bollDown, self.fixedSize, True) + self.orderList.extend(l) + + # 持有多头仓位 + elif self.pos > 0: + self.intraTradeHigh = max(self.intraTradeHigh, bar.high) + self.intraTradeLow = bar.low + self.longStop = self.intraTradeHigh - self.atrValue * self.slMultiplier + + l = self.sell(self.longStop, abs(self.pos), True) + self.orderList.extend(l) + + # 持有空头仓位 + elif self.pos < 0: + self.intraTradeHigh = bar.high + self.intraTradeLow = min(self.intraTradeLow, bar.low) + self.shortStop = self.intraTradeLow + self.atrValue * self.slMultiplier + + l = self.cover(self.shortStop, abs(self.pos), True) + self.orderList.extend(l) + + # 发出状态更新事件 + self.putEvent() + + #---------------------------------------------------------------------- + def onOrder(self, order): + """收到委托变化推送(必须由用户继承实现)""" + pass + + #---------------------------------------------------------------------- + def onTrade(self, trade): + # 发出状态更新事件 + self.putEvent() + + #---------------------------------------------------------------------- + def onStopOrder(self, so): + """停止单推送""" + pass \ No newline at end of file diff --git a/vnpy/trader/app/ctaStrategy/strategy/strategyKingKeltner.py b/vnpy/trader/app/ctaStrategy/strategy/strategyKingKeltner.py index 01dfdf73..3b403748 100644 --- a/vnpy/trader/app/ctaStrategy/strategy/strategyKingKeltner.py +++ b/vnpy/trader/app/ctaStrategy/strategy/strategyKingKeltner.py @@ -112,7 +112,6 @@ class KkStrategy(CtaTemplate): #---------------------------------------------------------------------- def onFiveBar(self, bar): """收到5分钟K线""" - print bar.datetime, bar.open, bar.high, bar.low, bar.close # 撤销之前发出的尚未成交的委托(包括限价单和停止单) for orderID in self.orderList: self.cancelOrder(orderID)