From f3af2d9de199a928845fecdb7261bb2526c07f87 Mon Sep 17 00:00:00 2001 From: "vn.py" Date: Sat, 7 Oct 2017 23:25:59 +0800 Subject: [PATCH] =?UTF-8?q?[Add]=E5=A2=9E=E5=8A=A0=E5=A4=9A=E7=AD=96?= =?UTF-8?q?=E7=95=A5=E7=BB=84=E5=90=88=E5=9B=9E=E6=B5=8B=E7=9A=84Jupyter?= =?UTF-8?q?=20Notebook?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../backtesting_IF-checkpoint.ipynb | 75 +------ .../backtesting_portfolio-checkpoint.ipynb | 131 ++++++++++++ .../backtesting_rb-checkpoint.ipynb | 2 +- examples/CtaBacktesting/backtesting_IF.ipynb | 2 +- .../backtesting_portfolio.ipynb | 188 ++++++++++++++++++ examples/CtaBacktesting/backtesting_rb.ipynb | 2 +- vnpy/trader/app/ctaStrategy/ctaBacktesting.py | 2 +- 7 files changed, 333 insertions(+), 69 deletions(-) create mode 100644 examples/CtaBacktesting/.ipynb_checkpoints/backtesting_portfolio-checkpoint.ipynb create mode 100644 examples/CtaBacktesting/backtesting_portfolio.ipynb diff --git a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb index 5cb9f593..5d11b071 100644 --- a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb +++ b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "collapsed": false }, @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "collapsed": true }, @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "collapsed": false }, @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "collapsed": true }, @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "collapsed": false }, @@ -71,25 +71,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2017-10-07 22:32:11.562000\t开始载入数据\n", - "2017-10-07 22:32:11.706000\t载入完成,数据量:351090\n", - "2017-10-07 22:32:11.706000\t开始回测\n", - "2017-10-07 22:32:11.723000\t策略初始化完成\n", - "2017-10-07 22:32:11.723000\t策略启动完成\n", - "2017-10-07 22:32:11.723000\t开始回放数据\n", - "2017-10-07 22:32:30.139000\t数据回放结束\n" - ] - } - ], + "outputs": [], "source": [ "# 运行回测\n", "engine.runBacktesting() # 运行回测" @@ -97,55 +83,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2017-10-07 22:32:33.393000\t计算按日统计结果\n", - "2017-10-07 22:32:33.444000\t------------------------------\n", - "2017-10-07 22:32:33.444000\t首个交易日:\t2012-01-11\n", - "2017-10-07 22:32:33.444000\t最后交易日:\t2017-07-14\n", - "2017-10-07 22:32:33.444000\t总交易日:\t1338\n", - "2017-10-07 22:32:33.445000\t盈利交易日\t644\n", - "2017-10-07 22:32:33.445000\t亏损交易日:\t692\n", - "2017-10-07 22:32:33.445000\t起始资金:\t1000000\n", - "2017-10-07 22:32:33.445000\t结束资金:\t2,046,070.49\n", - "2017-10-07 22:32:33.445000\t总收益率:\t104.61\n", - "2017-10-07 22:32:33.445000\t总盈亏:\t1,046,070.49\n", - "2017-10-07 22:32:33.445000\t最大回撤: \t-245,697.0\n", - "2017-10-07 22:32:33.445000\t总手续费:\t155,429.51\n", - "2017-10-07 22:32:33.445000\t总滑点:\t333,780.0\n", - "2017-10-07 22:32:33.445000\t总成交金额:\t5,180,983,680.0\n", - "2017-10-07 22:32:33.445000\t总成交笔数:\t5,563.0\n", - "2017-10-07 22:32:33.445000\t日均盈亏:\t781.82\n", - "2017-10-07 22:32:33.445000\t日均手续费:\t116.17\n", - "2017-10-07 22:32:33.445000\t日均滑点:\t249.46\n", - "2017-10-07 22:32:33.445000\t日均成交金额:\t3,872,185.11\n", - "2017-10-07 22:32:33.445000\t日均成交笔数:\t4.16\n", - "2017-10-07 22:32:33.445000\t日均收益率:\t0.05%\n", - "2017-10-07 22:32:33.445000\t收益标准差:\t0.9%\n", - "2017-10-07 22:32:33.445000\tSharpe Ratio:\t0.93\n" - ] - }, - { - "data": { - "image/png": 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mEn5mI7927dphtVopLi4mKyuLfmf2hrFdQwghhPMrLVXH1avtrXL16aab6m5X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\n0V4WEVo2mQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# 显示逐日回测结果\n", - "df = engine.showDailyResult()" + "engine.showDailyResult()" ] }, { diff --git a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_portfolio-checkpoint.ipynb b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_portfolio-checkpoint.ipynb new file mode 100644 index 00000000..a6482b2b --- /dev/null +++ b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_portfolio-checkpoint.ipynb @@ -0,0 +1,131 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "from vnpy.trader.app.ctaStrategy.ctaBacktesting import BacktestingEngine, MINUTE_DB_NAME\n", + "\n", + "def runBacktesting(strategyClass, settingDict, symbol, \n", + " startDate, endDate, slippage, \n", + " rate, size, priceTick):\n", + " \"\"\"运行单标的回测\"\"\"\n", + " engine = BacktestingEngine()\n", + " engine.setBacktestingMode(engine.BAR_MODE)\n", + " engine.setDatabase(MINUTE_DB_NAME, symbol)\n", + " engine.setStartDate(startDate)\n", + " engine.setEndDate(endDate)\n", + " engine.setSlippage(slippage)\n", + " engine.setRate(rate) \n", + " engine.setSize(size) \n", + " engine.setPriceTick(priceTick)\n", + " \n", + " engine.initStrategy(strategyClass, settingDict)\n", + " engine.runBacktesting()\n", + " df = engine.calculateDailyResult()\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "EOL while scanning string literal (, line 4)", + "output_type": "error", + "traceback": [ + "\u001b[1;36m File \u001b[1;32m\"\"\u001b[1;36m, line \u001b[1;32m4\u001b[0m\n\u001b[1;33m '20120101', '20170630, 0.2,\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m EOL while scanning string literal\n" + ] + } + ], + "source": [ + "# 运行IF回测,交易1手\n", + "from vnpy.trader.app.ctaStrategy.strategy.strategyAtrRsi import AtrRsiStrategy\n", + "df1 = runBacktesting(AtrRsiStrategy, {}, 'IF0000', \n", + " '20120101', '20170630', 0.2, \n", + " 0.3/10000, 300, 0.2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2017-10-07 23:23:57.497000\t开始载入数据\n", + "2017-10-07 23:23:57.617000\t载入完成,数据量:300224\n", + "2017-10-07 23:23:57.617000\t开始回测\n", + "2017-10-07 23:23:57.625000\t策略初始化完成\n", + "2017-10-07 23:23:57.625000\t策略启动完成\n", + "2017-10-07 23:23:57.625000\t开始回放数据\n" + ] + } + ], + "source": [ + "# 运行rb回测,交易16手\n", + "from vnpy.trader.app.ctaStrategy.strategy.strategyBollChannel import BollChannelStrategy\n", + "settingDict = {'fixedSize': 16}\n", + "df2 = runBacktesting(BollChannelStrategy, settingDict, 'rb0000', \n", + " '20120101', '20170630', 1, \n", + " 1/10000, 10, 1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# 合并获得组合回测结果\n", + "dfp = df1 + df2\n", + "\n", + "# 注意如果被抛弃的交易日位于回测的前后,即两者不重合的日期中,则不会影响组合曲线正确性\n", + "# 但是如果被抛弃的交易日位于回测的中部,即两者重合的日期中,组合曲线会出现错误(丢失交易日)\n", + "dfp = dfp.dropna() \n", + "\n", + "# 创建回测引擎,并设置组合回测初始资金后,显示结果\n", + "engine = BacktestingEngine()\n", + "engine.setCapital(1000000)\n", + "engine.showDailyResult(dfp)" + ] + } + ], + "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/.ipynb_checkpoints/backtesting_rb-checkpoint.ipynb b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_rb-checkpoint.ipynb index 4c7224ab..bf98fdc6 100644 --- a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_rb-checkpoint.ipynb +++ b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_rb-checkpoint.ipynb @@ -90,7 +90,7 @@ "outputs": [], "source": [ "# 显示逐日回测结果\n", - "df = engine.showDailyResult()" + "engine.showDailyResult()" ] }, { diff --git a/examples/CtaBacktesting/backtesting_IF.ipynb b/examples/CtaBacktesting/backtesting_IF.ipynb index 934e2e88..5d11b071 100644 --- a/examples/CtaBacktesting/backtesting_IF.ipynb +++ b/examples/CtaBacktesting/backtesting_IF.ipynb @@ -90,7 +90,7 @@ "outputs": [], "source": [ "# 显示逐日回测结果\n", - "df = engine.showDailyResult()" + "engine.showDailyResult()" ] }, { diff --git a/examples/CtaBacktesting/backtesting_portfolio.ipynb b/examples/CtaBacktesting/backtesting_portfolio.ipynb new file mode 100644 index 00000000..d27a56df --- /dev/null +++ b/examples/CtaBacktesting/backtesting_portfolio.ipynb @@ -0,0 +1,188 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "from vnpy.trader.app.ctaStrategy.ctaBacktesting import BacktestingEngine, MINUTE_DB_NAME\n", + "\n", + "def runBacktesting(strategyClass, settingDict, symbol, \n", + " startDate, endDate, slippage, \n", + " rate, size, priceTick):\n", + " \"\"\"运行单标的回测\"\"\"\n", + " engine = BacktestingEngine()\n", + " engine.setBacktestingMode(engine.BAR_MODE)\n", + " engine.setDatabase(MINUTE_DB_NAME, symbol)\n", + " engine.setStartDate(startDate)\n", + " engine.setEndDate(endDate)\n", + " engine.setSlippage(slippage)\n", + " engine.setRate(rate) \n", + " engine.setSize(size) \n", + " engine.setPriceTick(priceTick)\n", + " \n", + " engine.initStrategy(strategyClass, settingDict)\n", + " engine.runBacktesting()\n", + " df = engine.calculateDailyResult()\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2017-10-07 23:24:11.493000\t开始载入数据\n", + "2017-10-07 23:24:11.661000\t载入完成,数据量:348690\n", + "2017-10-07 23:24:11.661000\t开始回测\n", + "2017-10-07 23:24:11.703000\t策略初始化完成\n", + "2017-10-07 23:24:11.703000\t策略启动完成\n", + "2017-10-07 23:24:11.703000\t开始回放数据\n", + "2017-10-07 23:24:42.412000\t数据回放结束\n", + "2017-10-07 23:24:42.412000\t计算按日统计结果\n" + ] + } + ], + "source": [ + "# 运行IF回测,交易1手\n", + "from vnpy.trader.app.ctaStrategy.strategy.strategyAtrRsi import AtrRsiStrategy\n", + "df1 = runBacktesting(AtrRsiStrategy, {}, 'IF0000', \n", + " '20120101', '20170630', 0.2, \n", + " 0.3/10000, 300, 0.2)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2017-10-07 23:24:43.174000\t开始载入数据\n", + "2017-10-07 23:24:43.340000\t载入完成,数据量:300224\n", + "2017-10-07 23:24:43.340000\t开始回测\n", + "2017-10-07 23:24:43.347000\t策略初始化完成\n", + "2017-10-07 23:24:43.347000\t策略启动完成\n", + "2017-10-07 23:24:43.347000\t开始回放数据\n", + "2017-10-07 23:24:58.453000\t数据回放结束\n", + "2017-10-07 23:24:58.453000\t计算按日统计结果\n" + ] + } + ], + "source": [ + "# 运行rb回测,交易16手\n", + "from vnpy.trader.app.ctaStrategy.strategy.strategyBollChannel import BollChannelStrategy\n", + "settingDict = {'fixedSize': 16}\n", + "df2 = runBacktesting(BollChannelStrategy, settingDict, 'rb0000', \n", + " '20120101', '20170630', 1, \n", + " 1/10000, 10, 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2017-10-07 23:24:58.504000\t------------------------------\n", + "2017-10-07 23:24:58.504000\t首个交易日:\t2012-01-11\n", + "2017-10-07 23:24:58.504000\t最后交易日:\t2017-06-30\n", + "2017-10-07 23:24:58.504000\t总交易日:\t1328\n", + "2017-10-07 23:24:58.504000\t盈利交易日\t679\n", + "2017-10-07 23:24:58.504000\t亏损交易日:\t649\n", + "2017-10-07 23:24:58.504000\t起始资金:\t1000000\n", + "2017-10-07 23:24:58.504000\t结束资金:\t2,543,440.99\n", + "2017-10-07 23:24:58.504000\t总收益率:\t154.34\n", + "2017-10-07 23:24:58.504000\t总盈亏:\t1,543,440.99\n", + "2017-10-07 23:24:58.504000\t最大回撤: \t-155,832.39\n", + "2017-10-07 23:24:58.504000\t总手续费:\t216,619.01\n", + "2017-10-07 23:24:58.505000\t总滑点:\t535,820.0\n", + "2017-10-07 23:24:58.505000\t总成交金额:\t7,476,566,620.0\n", + "2017-10-07 23:24:58.505000\t总成交笔数:\t8,041.0\n", + "2017-10-07 23:24:58.505000\t日均盈亏:\t1,162.23\n", + "2017-10-07 23:24:58.505000\t日均手续费:\t163.12\n", + "2017-10-07 23:24:58.505000\t日均滑点:\t403.48\n", + "2017-10-07 23:24:58.505000\t日均成交金额:\t5,629,944.74\n", + "2017-10-07 23:24:58.505000\t日均成交笔数:\t6.05\n", + "2017-10-07 23:24:58.505000\t日均收益率:\t0.07%\n", + "2017-10-07 23:24:58.505000\t收益标准差:\t0.96%\n", + "2017-10-07 23:24:58.505000\tSharpe Ratio:\t1.15\n" + ] + }, + { + "data": { + "image/png": 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WrFnD5s2bCQsLw9fXF5fLRUhICAkJCcTHx9OsWbPssmvXrsXtdpORkUHwH+vw\nmzRpwurVq4mPjyfij926K1WqRGZmJgcPHmTjxo00/SONe9Y9RETkyrJtmw3/VqsG771n28TNmqUg\nUKSwnDcILF26NGXKlMHtdtO/f38GDBiAk5WJE/D398ftdpOamkrZsjnb62Rdk5qaisvlyi6bkpKS\n59ipx3Pf40z3ziorIiJXlpo1oXZt2LXL3o8eba9JSYVXJ5Hi7IJSxCQlJdGjRw86dOhAmzZt8PbO\nuSw1NZVy5crhcrlwu91nPJ6ampp9rGzZstnBXe6yAQEBecoCuN1uypUrl6f8qYGiiIhcGa66CipW\ntN979oSrr7a9ffv1K9x6iRRX510YkpycTK9evRgxYgSNGjUCoHbt2qxfv55bbrmFuLg4GjVqRGho\nKFOnTiU9PZ20tDS2b99O9erVadCgAbGxsYSGhhIbG0t4eDgulws/Pz92795NcHAwq1atIjIyEh8f\nHyZNmkTPnj1JSkrCcRwCAwNp2LAhcXFxtG/fnri4uOyh6DNJzNoHSApVSkqK2sIDqV08U1Frl2PH\nvJg3rwy9eqWecvxa3nzzIPHxfjz3nJvERGjVys554uMXtXYpStQ2l4aXk3ts9wxefPFFPv30U6pW\nrYrjOHh5eTFs2DDGjRtHRkYG1apVY9y4cXh5ebFo0SIWLFiA4zj07duXFi1acPz4caKjo9m/fz9+\nfn5MnjyZChUqsHnzZl588UUyMzOJiIjgueeeA2x1cFxcHI7jMHToUBo2bMiBAweIjo7m6NGjBAUF\nMXnyZEqVKnVaXePj4wkLC7s835T8KYmJiVSuXLmwqyGnULt4piu9XY4dg+Rk25cXYONGCAuDLVug\nbl07lpkJvr6QkWFbs10JrvR2KcqKStsUdtxy3iDwSlLYX6bkKCr/gRY1ahfPdKW3S2QkTJtme/IC\nfPop3HefpYD517/smNsN11wDqalnv4+nudLbpSgrKm1T2HGLto0TEZF82bPHXtPSLADct8+GeefN\nyykzdy4cPVo49RORM9OOISIiki8nTtjrNdfA77/bsPCjj8Ly5XbO1xc2bLCt20TEc6gnUERE8iU9\n3V69vWHiRNsLuHZt2wru2DE7t349dOhQeHUUkdMpCBQRkYty8qTN+1uzxt57e0P37vZ7VhB48KDN\nA/zvf6FevcKrq4icTsPBIiJyUdavhy+/hDFjoHJl6/W79lo7V7OmrRgOCYF//xtq1QJt+S7iWRQE\niogIYEGk5AKtAAAgAElEQVTcnj1w440XVn7uXHj8cRgwIO/xU3NO9OwJf+z8KSIeRMPBIiICwIQJ\nUL36hZffvBkaNz53mcaNbUj4DKldRaSQqSdQREQAS/HyZ+zcCTfccO4y9evD/v02P1BEPIuCQBER\nAcDlstdjx84ctB05AosXQ5064OcHBw7YfsDnUrMmvPoqeHld+vqKSP4oCBQRKeb27bNcflnJnO+8\n0xZ8LFgAy5bB/Pl2/JNPoFcv+93Pz+b+lS179vvu3w/ly9uqYRHxPPpPU0SkGFi3zvb0PdX331uS\n53vusbl7//ynvW7fbgs/3nsvp2zuXr/0dKhQ4dw9fFddpQBQxJOpJ1BE5AqWmmqpV3zP86/57bdD\nZqb13v33vxbE1a4NUVF2ftcuqFoVKlaEv/wF9u6FgICc6zMyYNCgvPe8++5L+ywiUrD0N5qIiAdy\nu/O+X7bM5uCdqk2bnCTM06fD5Mmnl3EcKFPGgroPPoDwcKhbF3x8bGu3NWtsHuD27RAUZLn+EhNt\nyDerLp98Aps2QZMmsHatHX/qqUv3vCJS8BQEioh4mLg4m2uXO99eq1Y2vJq1T2+WI0fgxx+tR3Dw\nYBg4EA4fzrvS93//s0UfY8ZAx47W0weW4BmgQQPL5Rcfb0FgaCh8953N6QMYNw7at7ffd+6EW2+F\nzz9X7j+RK52Gg0VEPMyvv9rrtm22ujZr/12wlbZNm8Lx4/DVVxaUgQV5ZctagBcUZMeOH7eh4u+/\nt56/Rx+F/v1h/HjL3+fjY4FmqVJ27PvvoUoVK9uunQWdzz4LU6bkfP6RIzYP8J57CuSrEJHLSD2B\nIiIeZscOe1282IK0JUssaFuyxObw3XWXvR4+bGWWLLHyTZpAYGDOfXbtsl7CjRstsMs6V6OGzf2r\nUCFnsYfLZSuCs+YEgm37FhVlw8gtWtix1NTL//wiUjDUEygi4mF++cUCvf/7P+utCwiAN97I6X1r\n3drSt+R24AD4+0OXLlCihN1jxw649147/+ab9nrqlm5ncs019vr119Yz+NlntvdvUJAtEBGRokE9\ngSIiHmTzZnjnHWje3IaDHQfKlbPh2TJlLIlz7dqnX1e+vA39Ll5s6WDatYOff7ZzXl7w0EMXXofg\n4JxFIABhYRZgfvut/YhI0aCeQBERD+F2Q6dO9vstt8CIEbbyNz4+JwXMoUM5q3bPxNvbfipWhCFD\n7NiCBedO6nwm9euffqxOnT93DxHxbAoCRUQ8gONYupeEBHsfFmavzz+fNwdgyZIXdr+KFeHqq+G3\n36wXT0TkVAoCRUQK2bFj8PbbsGGDvW/d2gK49HSb33cxnnjCehUVAIrI2WhOoIhIIXAc25UD4N13\n/enVy5I0t2ljQSBcfAAItvI3JCTf1RSRIkw9gSIihWDZMlu563bD66+7AAv6Pv64kCsmIsWGegJF\nRApB7tQtt9ySTvny0KhR4dZJRIoX9QSKiBSi6dNh8OBjLFpUGh+fwq6NiBQnCgJFRApR/frQvPlx\nSpcu7JqISHGj4WARkUISGmo5/EqVKuyaiEhxpCBQRKSAxcXZdnDafUNECpOCQBGRAvC//9l2bmBb\nuM2cieYAikih0pxAEZEC0KwZ7NgBgwfDvn3Qo0dh10hEijv1BIqIFID9++31xAmoXRu8vAq3PiIi\nFxwEfvfdd3Tv3h2AH3/8kWbNmvHoo4/y6KOP8umnnwKwcOFCOnbsSOfOnVm5ciUAaWlpPPvsszzy\nyCP07t2bQ4cOAbBp0yYefvhhunbtSkxMTPbnxMTE8NBDD9GlSxc2b94MwKFDh+jVqxfdunUjKiqK\ntLS0S/LwIiIFxc/PXo8ehcjIwq2LiAhc4HDwzJkzWbp0Kf5/bEL5/fff07NnTx577LHsMsnJycye\nPZslS5Zw/PhxunTpQkREBPPnz6dGjRpERkbyySefMH36dIYNG8aoUaOIiYkhODiYp556ioSEBDIz\nM9mwYQOLFi0iKSmJfv36sXjxYqZNm0bbtm1p3749M2bMYP78+Xk+W0TE05UrBwcPwpYtcNddhV0b\nEZEL7AmsUqUK06ZNy37/ww8/sHLlSrp168bw4cNJTU1l8+bNhIWF4evri8vlIiQkhISEBOLj42nW\nrBkAzZo1Y+3atbjdbjIyMggODgagSZMmrF69mvj4eCIiIgCoVKkSmZmZHDx4kI0bN9K0adM89xAR\nuVKsWgXJydYDuGYN3HprYddIROQCg8CWLVvik2sZW/369Rk8eDBz5szhuuuuIyYmBrfbTdmyZbPL\nlClTBrfbTWpqKi6X7Yvp7+9PSkpKnmOnHs99D39//+x7ZB3PKisicqWIjITRo+HVV+HXX6FKlcKu\nkYjIRa4ObtGiRXZQ1qJFC8aNG8ett96K2+3OLpOamkq5cuVwuVykpqZmHytbtmx2cJe7bEBAACVK\nlMguC+B2uylXrlx2+fLly58WKJ4qMTHxYh5JLrGUlBS1hQdSuxSO//3vGu66az+JiZl4e8OpTaB2\n8UxqF8+ltrk0LioI7NWrFy+88AKhoaF888031KlTh9DQUKZOnUp6ejppaWls376d6tWr06BBA2Jj\nYwkNDSU2Npbw8HBcLhd+fn7s3r2b4OBgVq1aRWRkJD4+PkyaNImePXuSlJSE4zgEBgbSsGFD4uLi\naN++PXFxcYSHh5+1bpUrV77oL0MuncTERLWFB1K7FLyMDPj9dwgNvfaseQHVLp5J7eK5ikrbJCUl\nFernX1QQOGrUKMaOHUuJEiW4+uqrGTNmDP7+/nTv3p2uXbviOA5RUVH4+fnRpUsXoqOj6dq1K35+\nfkyePBmA0aNHM3DgQDIzM4mIiKBevXoAhIWF0alTJxzHYcSIEQD07duX6OhoFi5cSFBQUPY9REQ8\n3W+/QcWKSgwtIp7Hy3Ecp7ArcanEx8cTFhZW2NUQis5faUWN2qXgrVsHTz8NGzacvYzaxTOpXTxX\nUWmbwo5btGOIiMhlsGkTBATA1q3wl78Udm1ERE6nIFBE5BLbuxcaNLDfK1e2VcEiIp5G28aJiJwi\nKgqWLj1/ue++g/HjoVEjG/YFywnYtCk8/zz88oulhmnb9vLWV0TkYqgnUESKva1bbeFGzZrgdsPU\nqfDzz9Cu3dmvOXYMWrWC666z+X633QYffggdO9qK4GeesV7AqlUL7jlERP4M9QSKSLEXEQG1atlu\nHoMHw403wvr18NprOWVOnoTcy+hee822glu50raD69wZ/vpXKFsWPvvMAkAREU+mnkARKbYOHYIn\nn4Tjx+19RAT4+8P27bB/P9x5JyxYAI8/DuPGWe/gyZPQuDHs2gWff27l/f1h/nzo0cOGhgMDC/e5\nREQuhIJAESm2Zs+G9HTL5ZecbL15Tz1lef0qVoTdu+E//4F+/XJ2+fjHP2yu35494OeX93733lvw\nzyAicrE0HCwiV4S9e+Gnn/IOyZ7JtGlwzz2QkmI9fHv2nL3s/PnQt6+lcqlWzYaAn3wy53zJkvDA\nAzZn8H//s6HiL76AmJjTA0ARkSuNegJFpNA5jgVrV11lgZeXlwVwpUrZ+dWroUmTnPJz59qK21O3\nEd+yxYZtf/vN5utliYqCZ5+FtDT7fcQIKF0atm2DFi3OX7+AAPt56aX8P6uIiKdQT6CIXHZffAEr\nVpz5XGYmREfbKtvSpW2+3eOP2+8zZ1rvW+vWMHQoJCRYcPfEE9YbB9bjN26cXdeoEQwZAt9/D1Om\nWJqXyZNtKPe++2zlbnIyNG8Od9wBw4dDiRIF9jWIiHgU9QSKyGWRmmoB1scf2xDrX/5iefW8vHLK\nfP89vP667a7x88/Ws7dyJRw4YEHa0KH2+vPPNkcP4PffbRXv3XdbLj6w3+vXt88qX96O1amT8zkn\nTsAbb9gCjkcfzalD7rqIiBQ3CgJF5ILMnm3z4/z9z1/2iy/yDrO++CK8/bbl3bvuOrjhBli+HL78\n0gK0LVtsTh7Aww/nXNetG/ie4V+pxo1tZe/hw3DkiKV08T7HuIavr+XtExGRHBoOFpHzysiwHrQ5\nc+z9/v3Wgwdw9Kj12C1fnlP22Wdh5EhbaLFjh/XYzZgBZcrY4o4ffoBrroF9++D996Fu3TN/7pkC\nwCylSsG110KNGucOAEVE5MzUEyhSzCxbBjt3WiqUC7Vqlb3Gx9vrjBk2n65dO1tc8fbbMHEivPKK\nDQFffbUFgbmHW++8035O9cADF/0oIiKSDwoCRS6xbt1st4gJE2wrssslIcESFpcpY59XrRps3mwL\nJW6/3YZJDx+GkJCcazIybKszsO3R7rnHzu/fb0O0WRwHFi6E6tWhYUN45x0bTl282IZ558+3cps3\n23y+Dh2sZ7B/fzu+dKnm24mIeDoFgSKXWGwsuFy2ECIrKLoU0tJshW2bNvDttxacZWnaFEJDYfp0\nGxqtUcMCuZ9+su3N9u+3IG7p0tLceaetjv3b3+zaqlVth4xZs+yeu3fDJ5/YPrjHj0Pv3vb7jz/a\nkPBtt0G9erY697HHLB3Lhg3WE1iunA0PX8i8QRERKVwKAkUukcxMWLLEkgqvWGFpTRYuhPfes8UQ\n+bF0qQVzn38O//2vraDt1w8GDrQVtm3aQFCQnU9NtSHWSZOs52/VKvjqK9vPNimpLJMnW8/diBGW\nM698eavfY49Zr+Idd0BwsM3nW73a0qq0bWtz+LJW6P7jHxZI3nKLXZN7Tp8CQBGRK4OCQJFLwO22\nHrKtW63H7e67YepUGzYdMcLmzF2IzMzTFzk4DgwYANdfb9ua9eljKVOefdaOXX+95cGrVCnvNbkd\nO2bBGvjmSbo8ZUrO72Fhdo8KFXKOPfCApWTJqpOXl9Uxa6j31lsv7LlERMTzKAgUuUCHDtkWY9HR\n0KCB9bj98gv86182V+633ywYzOoJe+YZ6NTJ5toNHWrz6zp1shx49erZkG61atbzVrKkrbz9+GPo\n0sXmFd53nw3nPvKIBXXLl9vw7KRJ1nvXvn1O3XIHgGdSurTtkbt/fyJXX135jGXOtkI3984boLl+\nIiJFhYJA8VhffmnDkjVq5D1++LDNP2vXzhZAnOqnnyx1SEDApanHt9/afLtbbrFAsEYNy22Xuxds\n40YLDE911VXWIxgRYT1tX35pQ7RffmnJi9euhUWLrHft4Yet5+3jj214d9YsG6IFGDvWVt2WKAGj\nR1/cc2hnDBERyU1BoHicjz6CQYMsmGvc2OalJSfbMKWXF/zf/9kerv/6F6xbZ71p8fG2Evfmm6FW\nLRsqfeWV/NflyBFbLFGpEiQl2bDuSy9Z0AaWCmXAgDMHgFmeeALCw63M8uW2iGP1arjrrjOnaXn8\ncfj3v+GhhyzgnDfPAkgREZFLSUGgeJy//tVeP/4Ynn7ahkKbNbNFDKGhlmi4b18bVh0yxMr5+1sP\n28iRdu3PP+e/HjNnWoAHFuwlJVkwl5BgO2BERdm+ttdcc/573Xyz9WBm9U7edde5y7dvb3PxbB6f\niIjIpacgUDzKp59CYKANhd53ny1ImDjR0pM8+aSVqVcPxo+HX3+1HrOPPrKh2vr1Le1JjRrW0xYR\nYcOrkZE25+7POHLEVt+2amX3fv55GwouX96Cwd9/tx7Ic+1ocao/OzytAFBERC4nbbYkBeK77/K+\nX7ECevSwBMO5V7L272/H2rWzod+BAy0AGzbMgkOw4dT77rPewM8/t+TFAQEQF2e9gj/9ZFuVjRlj\nw6+lSuXsdHGh3n3XFmHMm2ef7eVlASDYfMOaNf9cACgiIuJpFATKZbdnjw2HfvihvU9OhpYtraer\nb1+b+3bypC222L4dHnww59o+fWDcOHjhBTh40ALGmJgzr1C9/npbUAGWM+/uu2HBAns/bZq9pqdb\nL96pTp60Vb/dutm1u3bZULN640REpKhSECiX3aRJtntGZKTtN1u9uh0fNMh2sjh0yIK9AwcsAMu9\n1ZqPj/XElSx5calJAgJsW7Ovv7YFF7Vq2U/u3sfUVEuevG6d9SAePmx1bto0f88tIiLiyRQEyiWX\nmQn//KeLqlVtCHf2bBsOvvlmW1CxYoWVqVrVUqgsXWq7XnTrdnpOukuhfn37zFmzbPeL336zXj+w\nYHDuXBv6/fxz2/Hjk08sOL3vvktfFxEREU+hIFAuuVGjYNmyUsyda0Ov8+ZZepd777XzDRvm7dVz\nuSzwOnIE7rzz8tSpShXLyTd2rAV7s2ZZHby9bUu19u3Bz8+2RWvd2oJTERGRokxT2+WSSky0+Xef\nf36Q8PBr82wx1qePLQY507BuUJDl/7ucbrvNXu+5B774wlYZ161re/tOnnx5P1tERMTTKAiUfHEc\n2/HC7bZVulWq2GKPypUtm3LugM/bO2dLtcIWGmp1P3kSUlJyVh6LiIgUFwoCJV9WrbKkyVWq2GKK\nChVsOPjEicKu2YXx8VEAKCIixdMFzwn87rvv6N69OwC//vorXbt2pVu3bozOtZHpwoUL6dixI507\nd2blypUApKWl8eyzz/LII4/Qu3dvDh06BMCmTZt4+OGH6dq1KzExMdn3iImJ4aGHHqJLly5s3rwZ\ngEOHDtGrVy+6detGVFQUaWlp+X7w4m7CBMuFlx9bt9qijkaNbOHFHXfY6t+KFS9NHUVEROTyuaAg\ncObMmQwfPpyMjAwAJkyYQFRUFHPmzCEzM5MVK1aQnJzM7NmzWbBgATNnzmTy5MlkZGQwf/58atSo\nwdy5c2nXrh3Tp08HYNSoUUyZMoV58+axefNmEhIS2Lp1Kxs2bGDRokVMmTKFMWPGADBt2jTatm3L\nnDlzqFWrFvPnzz9rXf/73/x+JUWD2227ZuSWlgZffglDh1oC5hdfvPj7ly0LderYXLqrr4bSpeG1\n1+C55/JXbxERESkYFxQEVqlShWlZ2XaBH374gfDwcACaNWvGmjVr2Lx5M2FhYfj6+uJyuQgJCSEh\nIYH4+HiaNWuWXXbt2rW43W4yMjIIDg4GoEmTJqxevZr4+HgiIiIAqFSpEpmZmRw8eJCNGzfS9I+k\nbVn3OJsaNSw5cXG2aZPtZ9ukCXTqZAHatm22J++gQbbTxcKFduyZZy5u6NbthunToW1b9fyJiIhc\niS5oTmDLli3ZkyuycnJl2vX398ftdpOamkrZsmWzj5cpUyb7uMvlyi6bkpKS51jW8d27d1OqVCkC\nc03QOtO9s+5xLi+8AIMHW0DoXQyT4Lz0kj1/aqolSX7kEQvW/vtfS8OS9dXv2QP332+58SpUgAYN\n4J//hIwMS5hcp44t8sjMtFW/wcHw5pswYoRd/9hj0Llz8fyORURErnQXtTDEO9f/66emplKuXDlc\nLhdut/uMx1NTU7OPlS1bNju4y102ICCAEiVKZJcFcLvdlCtXLrt8+fLlTws2T3XDDSc4cCCDVq1K\ncPCgNwMGpNCnTyr79nlTsWImR496UbKkg48PTJ3qomRJePpp91nvdyXasaMCHTqk0KRJOs89Z6tg\n77nnahynBEeOJHLkSE7ZqlUDefjhs++Ntm/f75w8CWPHBjBt2iGmTXORmFiCV145xKFDx7LL5Wo2\nAFJSUkhMTLzUjyb5pHbxTGoXz6R28Vxqm0vjooLAm266ifXr13PLLbcQFxdHo0aNCA0NZerUqaSn\np5OWlsb27dupXr06DRo0IDY2ltDQUGJjYwkPD8flcuHn58fu3bsJDg5m1apVREZG4uPjw6RJk+jZ\nsydJSUk4jkNgYCANGzYkLi6O9u3bExcXlz0UfSazZvnSrJk91pdfwt13B9ClSwANGtjw5dNPQ4kS\ntpjh66+hVCkYN+4ybFNRCE6csIUa//d/cNNNJalcOefc6tWwcydUzn0QWyDSpw9s3mw7eyxdat9P\nUJDtrNGwYQAnTsDrr8OkSUGcOAFHj0Lp0kFA0FnrkpiYeNpnSeFTu3gmtYtnUrt4rqLSNklJSYX6\n+RcVBEZHR/PCCy+QkZFBtWrVuPfee/Hy8qJ79+507doVx3GIiorCz8+PLl26EB0dTdeuXfHz82Py\nH1l5R48ezcCBA8nMzCQiIoJ69eoBEBYWRqdOnXAchxF/jDv27duX6OhoFi5cSFBQUPY9zuSP6YeA\nBXoATz1lr08/ba8PPgjz51vw8/rrMHGiDXsGBFzMt3Hh0tJsD9zLYfFieOghy39Xv37O/rxZAgNt\n27ZTVa9uPy1aWKqX3EJC4D//geRkG05+4gnr8Std+vI8g4iIiBQcLyf3BL8rXHx8PGFhYXmOHT0K\nbdrAddfZfLdy5SyB8ZEjtsJ14ECYOhUqV4YdO+Af/7D5dBcjPR2OHTtzMPn++xZ8/tlv+623bI5e\n795nPn/kiD1fQgK0bAnly8PLL0OZs4/wFoii8ldaUaN28UxqF8+kdvFcRaVtzhS3FKQiP6W/TBlY\nvtx6/AIDbRGDl5cFat7eMGWKBW9JSbZ/bHS05b+7EDt32r23bbPFFyVL2meMGQOPPppT7pVXLCUL\nwMaNF173lBQLSHOlUTzNokWWsHnaNNujNyam8ANAERER8XxFPggES4lyrsCoRAn4+GPb9SIkxHoH\nT13oAPDdd3kDxAcftH1oIyJsbuHw4Rb8jRxp8+vGj4eDBy13XsOGtmr3z+xRu2QJNG5s96hZE+69\n11bqpqZaj+KGDfaZK1bAww9f+H1FREREtG3cH+67z37S06FdO3j7bYiMtFQpP/0Ey5blpEZ55x3r\nefv5Z+jWDZ58Mmcu4smT8MADUK2azc+bNAluu83mIG7bBq++ags4fC/gm1+7Fu680z5r/Xro2NG2\nOfP2tmBz1izr+bv77sv2tYiIiEgRVSx6Av8MPz9bMDJvns23CwqCrl3hww8tATPAsGEWhO3bZz1+\nuRej+PhYEFm3Lnz1FRw6BDNn2rnq1S333tChOeWPHIGxY204Ord9+2yl7m232XzGBx6wJNA7dsAn\nn1jv5fLltqBFRERE5M9ST+AZtGlj8wMDAuD6663Hz8vLzu3fb4tLLmSV7x132M4a/v723ssLZsyw\nYedbb4VbboHWre2e27ZZ7+PevZaUuUMHqF3bgsAs9evba0gItGp1SR9ZREREihkFgWfg6wvr1lnv\nXKVKOQEg2D65F8rLKycAzHLdddaLlzWH7/nnLTVLx462a8ff/mbHlyyxuX8+Pvl7FhEREZEzURB4\nFrfccnnu6+Vl8w737bMVy3/7mwWKK1fasPHChZabr149rfIVERGRy0dBYCGpWDFnoUmWJ56wHxER\nEZHLTQtDRERERIohBYEiIiIixZCCQBEREZFiSEGgiIiISDGkIFBERESkGFIQKCIiIlIMKQgUERER\nKYYUBIqIiIgUQwoCRURERIohBYEiIiIixZCCQBEREZFiSEGgiIiISDGkIFBERESkGFIQKCIiIlIM\nKQgUERERKYYUBIqIiIgUQwoCRURERIohBYEiIiIixZCCQBEREZFiSEGgiIiISDGkIFBERESkGFIQ\nKCIiIlIMKQgUERERKYZ883PxAw88gMvlAiA4OJg+ffowZMgQvL29qV69OiNHjgRg4cKFLFiwgBIl\nStCnTx+aN29OWloagwYN4sCBA7hcLiZOnEhQUBCbNm1i/Pjx+Pr60rhxYyIjIwGIiYkhNjYWX19f\nhg4dSr169fL56CIiIiLF10UHgenp6QC8++672cf69u1LVFQU4eHhjBw5khUrVnDzzTcze/ZslixZ\nwvHjx+nSpQsRERHMnz+fGjVqEBkZySeffML06dMZNmwYo0aNIiYmhuDgYJ566ikSEhLIzMxkw4YN\nLFq0iKSkJPr168fixYvz//QiIiIixdRFB4EJCQkcPXqUXr16cfLkSQYMGMDWrVsJDw8HoFmzZqxe\nvRpvb2/CwsLw9fXF5XIREhJCQkIC8fHxPPnkk9llX3vtNdxuNxkZGQQHBwPQpEkTVq9ejZ+fHxER\nEQBUqlSJzMxMDh06RFBQUH6fX0RERKRYuuggsFSpUvTq1YuHHnqInTt38uSTT+I4TvZ5f39/3G43\nqamplC1bNvt4mTJlso9nDSX7+/uTkpKS51jW8d27d1OqVCkCAwNPu4eCQBEREZGLc9FBYEhICFWq\nVMn+PTAwkK1bt2afT01NpVy5crhcLtxu9xmPp6amZh8rW7ZsduCYu2xAQAAlSpTILpu7/JnEx8df\n7CPJJZaUlFTYVZAzULt4JrWLZ1K7eC61Tf5ddBD4/vvvs23bNkaOHMnevXtxu91ERESwbt06br31\nVuLi4mjUqBGhoaFMnTqV9PR00tLS2L59O9WrV6dBgwbExsYSGhpKbGws4eHhuFwu/Pz82L17N8HB\nwaxatYrIyEh8fHyYNGkSPXv2JCkpCcdx8vQMZgkLC8vXlyEiIiJSXHg5ucdw/4SMjAyGDh1KYmIi\n3t7eDBo0iMDAQIYPH05GRgbVqlVj3LhxeHl5sWjRIhYsWIDjOPTt25cWLVpw/PhxoqOj2b9/P35+\nfkyePJkKFSqwefNmXnzxRTIzM4mIiOC5554DbHVwXFwcjuMwdOhQGjZseEm/CBEREZHi5KKDQBER\nERG5cuUrT6AULydOnOD5559nz549ZGRk0KdPH2688cYz5oYEOHjwIF26dOGjjz7Cz8+PY8eO8be/\n/Y0jR47g5+fHxIkTqVixYiE+UdGQ33bJ8ssvv9CpUyfWrFmT57hcnEvRLs2aNSMkJASABg0aMGDA\ngMJ4lCIlv+2SmZnJhAkT+OGHH0hPT6dfv37ccccdhfhERUd+22bGjBl8/fXXeHl5ceTIEZKTk1m1\nalUhPtEVwBG5QO+//74zfvx4x3Ec5/fff3eaN2/u9OnTx1m/fr3jOI4zYsQIZ/ny5Y7jOM7XX3/t\ntG/f3gkLC3PS0tIcx3GcWbNmOdOmTXMcx3E++OADZ9y4cYXwFEVPftvFcRwnJSXFeeqpp5zGjRvn\nOS4XL7/tsmvXLqdPnz6FU/kiLL/t8sEHHzijR492HMdxfvvtN+edd94phKcomi7Fv2VZevfu7axZ\ns9t4K9wAACAASURBVKbgKn+F0rZxcsFat25N//79ATh58iQ+Pj6n5Yb85ptvAPDx8WHWrFkEBARk\nX9+jRw/69u0LQGJiYp5zcvHy2y4AI0aMICoqilKlShVs5Yuw/LbL999/z969e3n00Ufp3bs3O3bs\nKPiHKILy2y6rVq2iYsWK9O7dmxEjRnDnnXcW/EMUUZfi3zKAZcuWERAQwO23315wlb9CKQiUC1a6\ndOnsHI39+/dnwIABp+WGTElJAeD2228nICAgz3kALy8vevTowdy5c2nRokWB1r+oym+7xMTE0Lx5\nc2rWrHlae8nFy2+7ZAUa7777Lk899RSDBg0q8GcoivLbLocOHeLXX3/ljTfe4IknnmDo0KEF/gxF\n1aX4/xiAGTNmZG85K+emIFD+lKSkJHr06EGHDh1o06YN3t45/xPKygGZm5eX12n3eOedd5gzZw79\n+vW77PUtLvLTLh9++CGLFy+me/fuJCcn06tXrwKrd1GXn3apW7cud911F2Dpr/bv318wlS4G8tMu\ngYGB2b1/t9xyCzt37iyQOhcX+f3/mF9++YWAgACuu+66AqnvlU5BoFywrABh0KBBdOjQAYDatWuz\nfv16AOLi4k7L1Zj7r7QZM2awdOlSwHZ98fHxKaCaF235bZdly5bx7rvvMnv2bK666ireeuutgqt8\nEZbfdomJieGdd94BbJvOSpUqFVDNi7b8tktYWBixsbGAtUvlypULqOZFX37bBmDNmjU0bdq0YCpc\nBGh1sFywN954gyNHjjB9+nSmTZuGl5cXw4YNY9y4cdm5Ie+999481+T+K61jx45ER0ezePFiHMdh\nwoQJBf0IRVJ+2+XU4xoSvjTy2y5ZQ8CxsbH4+vrqv5dLJL/t8tBDDzFq1Cg6deoEwOjRowu0/kXZ\npfi3bOfOnTRu3Lggq31FU55AERERkWJIw8EiIiIixZCCQBEREZFiSEGgiIiISDGkIFBERESkGFIQ\nKCIiIlIMKQgUERERKYYUBIqIAOnp6dk7dJzJwoULOXnyZAHWSETk8lIQKCKC7TxwtiTaAK+//rqC\nQBEpUrRjiIgUW0ePHmXgwIGkpKRk7zW6fv16YmJicByHo0ePMnnyZNavX09ycjJRUVHExMQwZcoU\n4uPjOXnyJI899thpuxiIiFwJ1BMoIsXWe++9R40aNZg9ezadO3fGcRx+/vlnJk2axLvvvkvLli35\n7LPPePDBB7n66quZOnUqcXFx7Nmzh7lz5/Luu+/y+uuv43a7C/tRRET+NPUE/j97Zx5vR1nf//cs\nZz/n3nO3JPdyE5IQQlgDCQLKKppSqyCBsIMKaa0UahGwiPVHEavSomhbpNoi0heKrCpKQUTSyloN\nIFsVQTQkkJD95u5nmZnfH888s8855957EuDmfF6vvO7JnDkzz8w88zyf5/PdWmihhd0Wa9as4bjj\njgPgoIMOIpFIMGPGDL7whS+Qy+XYuHEjS5YsAYS52LIsXn75ZV588UU+8pGPYFkWhmHw+uuvs2jR\norfwSlpooYUWJo4WCWyhhRZ2W+y11178+te/5vjjj+c3v/kNlUqFq666ioceeohsNstnPvMZZ19N\n0zBNk/nz53P44YdzzTXXYFkWN954I3PmzHkLr6KFFlpoYXJomYNbaKGF3RZnnXUW69at45xzzuH7\n3/8+qVSKk046ibPPPpuzzz6b0dFRNm3aBMDSpUv5+Mc/zvHHH082m+Wcc87h1FNPRVEUstnsW3wl\nLbTQQgsTh2JZlvVWN6KFFlpooYUWWmihhV2Lljm4hRZaeEfijTfeYNmyZeyzzz4AGIZBIpHgvPPO\n4+STT96p57755pt55ZVX+PKXv7xTz9NCCy20sDPRIoEttNDCOxbpdJof/vCHzv/Xr1/Pxz72MXK5\nHMuWLXsLW9ZCCy208PZHiwS20EIL0wZ9fX188pOf5KabbmLVqlUMDAzw+uuvc9xxx3HqqadyzTXX\nOH5+++67L1/72tf46le/SiaT4ZJLLmHz5s0cc8wx3HLLLRx++OH85Cc/YdWqVVx33XV84Qtf4Mkn\nn6Srq4uuri4KhQIAGzdu5O///u954403AFi+fDkXXHABF198MccddxwrVqzg2Wef5cwzz+TnP/85\n/f39fPOb32RoaIhMJsMbb7zBpk2bWL9+PV1dXXzta1+jp6fnrbyNLbTQwm6CVmBICy20MK2waNEi\nXn75ZQBKpRI/+clPuOyyy7jzzjtZvnw5t99+Oz/72c9Yt24dv/jFL1i2bBmPPvooAI8++ijd3d08\n8cQTADz88MOccMIJ3Hbbbaxdu5YHHniAm2++mfXr1zvnu/zyy3n3u9/NT37yE77//e9z7733cv/9\n94eO29PTw5NPPukcVyaYfvrpp/nXf/1XHnjgAQqFAnfccccuu1cttNDC7o0WCWyhhRamFRRFIZ1O\nAzg5/gA+/elP09HRwU033cTVV1/N5s2bGRkZYenSpWzcuJFt27bx2GOPceGFF/LEE09QqVR46qmn\nOPbYY3niiSf40Ic+hKZpZDIZTjrpJADGxsZ45plnOPvsswHI5/MsX76cRx99lPe+97386le/wjAM\nHn/8cS688EIef/xxNm3axNatWznwwAMBOOyww5zo4v3224+BgYFdebtaaKGF3RgtEthCCy1MK7zw\nwgtOsEgul3O2f+pTn+LOO+9kjz324Pzzz2e//fYDBGk8/vjj+Z//+R+ee+45Tj/9dDZt2sRPf/pT\nDj74YDKZDIqi4E2koGkaAKZphs5vWRaVSoW2tjb2228//vu//5vh4WFOPvlkVq9ezc9//nOfv6Ik\nrLItLbTQQgu7Ci0S2EILLbxjEcxw9cc//pF/+7d/4/zzzw/t+8QTT3DRRRfxgQ98AMuyeO655zAM\nA4D3ve993HTTTSxcuBBd1zniiCO4/vrrOeGEEwA4+uijuffeeymXy5RKJe6//35AkMzFixfzve99\nD4ChoSF+9KMfcdRRRznHvf766zniiCPIZrPMmzeP//iP/3CO20ILLbTwVqIVGNJCCy28Y1Eul1m+\nfDkgVLRUKsVll13Gsccey09/+lPfvp/61Ke46KKLKBaLZDIZDjvsMNauXQvAu9/9bjZt2sQ555wD\nwFFHHcUDDzzAe9/7XgDOPPNM1q5dy4c+9CE6OjrYc889neNed911XHPNNdxzzz1Uq1VOOukkJ0XN\n+9//fv7hH/6Bv/3bv3WO+73vfc9npm6hhRZaeKvQShbdQgsttNBCCy20sBviHaMEWpbF1Vdfze9+\n9zuSySRf/OIXmT179lvdrBZaaKGFFlpooYV3JN4xPoE///nPKZfL3H777Vx22WWtTP0ttNBCCy20\n0EILU8A7hgQ+/fTTHH300QAsXryYF1988S1uUQsttNBCCy200MI7F+8YEjg8POxk6AfQdT0yPUML\nLbTQQgsttNBCC/XxjvEJzOfzjIyMOP83TRNV9XPYp59+elc3q4UWWmihhRZaaGHSWLp06Vt3cusd\nggcffND6zGc+Y1mWZf3617+2/uIv/iK0z1NPPWUBFnzVAms3/YcFd/i2tbefaG9/oQnHX2sBVj6/\nwoJ/tABr332PsA488GgLHrYAK5UqBn5ziwVY6fSFdnuOtA477AgLOux2fbHGtXx6F9yz1y3Aam9/\nX8R3N9jt8P67+23wnN1/ur6H3a5Gf6NOcP/g9cf91rQAK5lss+Ae+/9jFqyyv7+4gWP4z5tO/2lD\nbWxvf7/14IMPWn/yJysst/+vss9z7yTu67/bv/17K5W6yLruuuus559/3mprO8D+/l891/FN+++f\nB67vO57jbY64Ziw4dgL3P+67H9t/NzR4bWagnaOB4x0Q2P8Ye/tcz29+aRUK+1ovvviidcMNN9jv\ntvzuwxb83P78Nfvv/0ziGUzsXzL5SevrX/+6ddFFn7KmPgfssNtdbeDZPOj5/7w6z6vWvw9P8nc7\n4x8WnGWBZSnKbMvfX7AUJWvv9ykLsE444QSrvf14z++9feziwLH/z97+AwuwEok93gbXa1nwM+vQ\nQ9+/q6mN9dRTT+3yc3rxjjEHL1u2jGQyyZlnnsm1117LlVdeGbmfUAdLu7ZxbzvkAv+XZaiqTTi2\nPMYzwB4AFAoZ9t9/IbAaXU9RrY4GflOhs7ObZHKt/X+LfD4LbLerJdRq1+tNaHM9GPbfcugbRdnI\nvvvu6/y/t7cfGN4FbWocqpqc0P6KsrMMAGNoWoJyeRA4FRgCvgscb3/fwSmnnDKhIyYSlQb3HCed\nTpPJpIFxe9sa+2+9Y5jAzYC3Zq8YQ5LJATRtjI6ODntskS4o4b7ifidRrfGdxFCdtklEVRL5nf33\nVfuvEbFPFCqoqrcP1HOrabP/7vBsKwEWqqqSSCRQVe89TnmO+Sn7b3BMaj4URViH/M9pspDX08hc\n4p1GOz2fb53gOaP61FsJUcowkQg/u2RypvwEQFdXFzDm2cN734LPQt5bMY6qamKqDW1hCnjHkEBF\nUfj85z/P7bffzu233868efMi98tkMrz9XqZdBflypXxbLWsATdNpfJKoBYPu7j0pld5Ekss33vg9\nCxb0AS/R3j4TyzLxP4MK8+YtAF6z/2/azwlmz56Nqo4Th0RiXRPaXA9ysg73m3T6TQ444ADn/3Pn\nzuftRwJT9XfyYOeRwFHS6TbP/zfjEjJIJEY46KCDGjyWmERUdaTOfhKCBGazLgnUtN/a39Vb/PwU\nWAmcaf//W8CdFItFEokBVHWcVCqFqqp23wZ/X7ECfyW855Xvnn9CVJTGSGD0M1tk/5UTbqPvdwld\n9/aZYLuDhFP6YgdJoOmQQEUJksBgW+Lf8WZBkkBdVyPOP1FMjgQqSrdn+0cmeM63m3ghyF8qVQh9\nk0xK4uYlgd5n7O0rcSRQ9H1Na5HAtxLvGBLYKNLpNKr6dnuZdhW223/9yodhDNDW1k1zlEADXU/S\n2dkHCGXvq1+9jmw2g6K8TqHQQSqVB7yTd5mZM2dSrUpF0iWB/f39aFr881KUP0RsrQLFJlzLAELN\nFPfFssIkMJHYwJw5cwD4+Mc/ziGHHMzblwQ2Sii0ndSSEVIpr2qwCXcyttD1EWbMmOH5vlaEv5hE\nTHNbQ2e2LEECczmXBGYyP2bevIXU7/dBovkJ4FFmzJiJpg2gqiV7XPEqTFF9Nm6y8372t0VRGutL\ntZ+ZPHaj6pcggZZl2e9qo0qgd78ylmWiKEoMCQwec4ydDUUR7RF1naeqBMqxoBHy6j4bTevybJ/Y\nYktVo8QLBdgyoeM0D1n77xD33nuvs3XhwkMol2WbBAns7u7GNL3PeNDzOe69EPOBrMPdwluDaUcC\nL7roopqkYnrjf+2//sGkUhmgra2Lqa+ONeAGNE2nWOwENnLuuR/njDPOIJPJYFk/Z82a58hkCvgJ\nSYVisYhhyMnWtM3A0NvbG6sEKopGubw+4pshBEkIKhgTxR+A9bj3JWg2fATLepVTTz2VK664gm99\n61v09vY0rN7sKrgksDGVrTlKYBSxGiWdzpLL5e3/b8IlWGNo2jD5fN6z/4E1jj9IOp2nUtnaUGtM\nM0wCq9UtzJ27gNrm4DXAPZHfzJo1E0XZgaJ4lUDRVxTF+45J5ayWOTiaBLrvyX0121n7mcm2NK4E\nJhKyzyjUf48kCfSqh645WNd1FMV7XVEkMOgisjMglEBNa4Y5eCIk0J1GVdXbvzMTOmO8eLEFeBD4\n7wkdb+oQCzrTHKW721U4s9kcluW3OnV1dWFZ3ntVnwQqynr7+Dt/gdBCPKYdCezq6opZUU1/6Ppn\n7U9l3IG9SqUyQqFQZOpKoAn8L5qm2fL/RhIJMTlJZU98zuNXyyp0dhapVl0SKPfv7OyMJe2ZzCzn\n934MxWyfKOTgU0XXExFK4LEMDf2WxYsXc+211wIiSj2ReLspgdIncE2D+0+NBCYSWaKVnRGy2Rwf\n+MCf2v9fTyIhFYPtqOpIgATWwiCdnX2ePlMbUgksFDLIiduyDLuf1er3N+L3BXQxc+ZMLGs7IJRA\nV2EyUdXnvGcP/JWIUgL9RM00ZV86Efh5bCt3FglUFJXGzcFp3zHizcHJiLbsione2gkksBFBwVWy\nVNX7eaokUD6X/wX+FNe3dmdDnlcogZZV8aVnS6XSmKZ83q4SaBjeZ+w1B9+EX20Xv9W010kk0hjG\nKHA30NiCr4XmYtqRQLFi3z2VwGx2EYlEEvgZ7qMdR9fT9vZmmINNVFWjp6cLeJNUSvhzSFL3y1/+\n0laCvESpTHt7AdOsAhUsy08C45+XHMiDRECuMqdKAuXKtUoymY00BwNks1nncz6fR9d3Ngl8BTi3\n4b0VRQ7ajfnWTEUJfOWVV0gmXaLlxyiZTJbvfve7XHfddeRyj5NKbbK/24aiDJPLNRogMEhHRzeG\n0diCzjDGyWQyZDJpR1k2zSqpVIra/X5h7DcLFixgfHwNMOaYg4VP4I8wjP+yj+1FLZ/AOCXQi3jV\nqdkkMJmUJFChPmGS/cp7/JLPHOwneemIY+58JVD6BCYSGlO3ejSiBIbvmzdApvH37E1gVUBd9rbh\n/AaP0yzI8VjMIabpJ4HpdAbDkNcprlFYerx9IGgt2eD5LK5LVTdTKHTbC73TgH+t0aZRhGWhhWaj\nRQKnERRlmPb2DkD4Uanqx4AyiUTKVjGaERhiomkavb1CCQySwI6ODlvtcc0BilIhlUqSTOYQhM41\nB3d0dKAo0QOtZRl2QEuQdMljT1XxdUlgOp3FNOsfL5/Po2k7yxw8CNwG3At8bwK/E8RCURqLEp6o\nEpjJzGTdunVYlsWCBQtsEhitBOZyOVKpFCeeeCIjI99jePh7zncglMA333yzgbOO0tYmzZBVRN/d\nGLu3YQglUCh2Ugms2oEitRYL8c+8r68PXdcoldY55mAx8Yv77VW/BWqRwGrENvCrbvGEo/YzmwoJ\nbEQJjPKDFNYGqQSaplf5eet8ApsfHVyLBIbVXb9ZvNE2fAZ4H+HF7ls1j0nfcnFdYRKYtt0iLLzv\ngmF471XwndMjvttCPl+kWpV9o5ZbwhnAzBrftzBZTDsSmEwmd1tzMAzT0dGJHHxM81agjK4n0XWd\nZgWGaJpOX183sIFk0m8OzuVyzJjRjevMPIxlfYlEIkGpNAR8GK85uFgsoijRg51pVslk2okngVNV\nAuVxSySTmQAJjL5XIlXI9sjvpo7bgHMIE5NvA7+s8budSwItq+pTvVKpOBI4Si4nVNMFCxY4WwuF\nDmAc0xygvb09EBwSB3EsEcVaAr4GzIrdO4oEmqZBNlvPHBw/0aZSKfbee3/Gx9cGlEDRd8MkcDKB\nId4huJYSGHaeb2s7xP4k+0vjgSG1lEAllI0mymfWbw42Ta8PWJQ5eNf5BKqqiqLsCnNwmHz7zeKN\n+iyLflStbg5sf7uQwLLv/U8mE/YYUkH2ifb2dttEbDi/FdYnCf+7kMsVMIw3SaXSJBLSzaDW/Vo1\n2YtpoQ6mHQlMpVKxpGK6w7KG6ezsRErx7e3LcElgc5RAVTXQdY3Zs/sBQkpgPp9n9uyZuKrNI4BF\nMpn0/V8qgZ2dnTWVQOHLGFTemqUEyuM8SDodJIHRfainpwfL2lnRevIefTOw/c+Bv7E/X4AwH7mw\nrCqLFy8mm31vQ2dRnFm+sf5gmhXb5CeQSnlz8Xkxaud/FBF/xaKI4J41a09gjPHxdfT393vOXwtj\nARL4Uo19q1iWia7rARJYJZ2uZw6O70OpVIqPfvQU57OrMMWRwEbMwY8F9mlMCYwzLeZybUzdHFyP\nrJj2ItJ/DGkO1nUdw9hBOi39PaNMzLtWCWweCZyoEuiSnWz2sAbPJd4ZwxhH17Oe7W8XEljxjN+Q\nSOh2WpcKUOWEE/6MxYsXo+tp3DZXyWS81+JPGdbdPQvDGCSRSJJMeveLwyia1jPZC2qhBqYpCdw9\nlUDTHLFJ4CB9fXsiHG1LTVICpdpURlU19thDJIoOBobkcjnmzJmJqkoSqNj7uSTCskxnUBEmv+jB\nzrKqtLV1sPOUQEku/4FUKuNxdr4CRbkg8hfCAXpnkUC52vbmRvwOAKq6w/P/BwK/q3LKKaegqo1N\nfDLCtdFJxjSrPhKQTscrgW1trs/f5s1C2RAJtjeiqgrt7e0A/PSnP61z1lHy+Qy6nrTbOVBj3xK6\nnkZRFNLptL2oMFEUSKeT1O4nJf7u7z4X+U0ymWTRon0APEqggQyQcNURed/9JExVo0jg6YGzTMUc\nbNgBHtFBJ/EoOW2PMgeHObrpIwECfnNwtbqDrq7Zdj8xQ23RtEbzPU4FMjpYQ1F2hU9glBJYZdmy\nZfzjP/5jw++jJIGqqgee81tFAmVaJmHyNc2qb/zWdc1DAissXChU/0TCOy4ESaD3WirMmCFU/WQy\nabuXQL3FiKq2T+pqWqiNaUcCxWC1eyqBhjFMZ2cHMMisWX0YxjaET6BUAqdCAmWqlkE0TaO/XyiB\ncnCQ6o6macycOZN02u+/5R1EvCqBUATjzcGCNARJoBxopkr23Ykpnc56ghB+iGXdGfmL7u5uSqXN\nTD09TRSiXsevi2/UHbiTjd9sJHzfsjR6PyxL9oPGEvgGlUBB+KPMe6MUCu7Ar+s6lmXZwSAv09Mz\n2/nuuOOOQ9Nqma/HKBSyNskpo+u1SOC4Y1ISZG0cqKKquq1Ux/d7RSnZamEYqVSK3t5e57NrDg6y\npOhk45oWZQ4Onr9RJTAql5phK3oTVwLlNTdiDlYUI4IECiVQkkDDGCKXy/PpT19ht8N/zFQqaOrc\nGQgqgRXg4Ukeq5Fk0VHku8JFF13E4sWLaXx8Eu9Me/tMDMN7vrdiHjOB39ufq4j3SPP100RC95mD\nZeLoZNJrIailBJaZObPX/k3Sdi+R546Hv7LIpcAbjV9WC7GYdiRQrHB3TxJYrQ7T3S2UwFmz+qhU\nBAlMJlP2Cn0qq+M9ATDNAU+KGJfcmab7And0dHgmbbFd0zSuu+46CoUTARPLEiQqlUoF8ku5sCzD\nNikGSWB8mbeJwSUHYjIVCoaq7h/7i2w2aw+IO8PHKeo+iNWvUJWEAplM+kvpWVaVTCbTsALuksBG\n3hMrRAJF4E+UsjNKW1vYtCOCM15h9uw5zrZkMolhlNG0D8Wcd5RCIWOTwBK6viNmP4AxewKSloBx\nwEBRNFupjieBmlaKiPLFOdasWUKxkCliBAkUfdowgr5yEyeB9ZVA8Z5EkUDLMmzT/ERJ4LiHBNYP\nDFGUsBKoqsHoYDj88IM9kbn+CT2RqDdhVwkubiaKsDn4B8D7J3m0yZuDE4mEfU8atVSIdyabLdgL\nUfk83gqL1rcRBAvEdVUc8nXdddcBggTqesL+ruoke5YLNoFq4L3ym4OlqwgYpNP+MUNVr0Q8Oz/8\nPs9fA/5rgtfWQhSmHQkUg9XuaA62qFZHHSVw5swZlEo7kEpgvcmw4bNYZXRdd9KmSDOhnCxBEkN5\nLkGWqtUqCxYsQFGEmiJJo4g0i578TLNKR0eUEhiX3Hli8JqMdF23lakKilI7l106XYhoUzMQJpbS\nBKJpOaQvoK7793OVwMbuh2VVbeVM7n89bh3aIAwURUZcCuTzMsrbD0XxK4ESggS+zF57zfHsK4iG\nYUQP5IoilMCRka3ADahqLdI95piUxPsvfJU0TUfX9UBdWz80rRyhcgmkUil6enqcz65PYBwJ9J/H\nHykapwTWCwypVQ1kskpguY4SGCaBfiVf3DevORhg+fIPeHIpum3p7e3DsqKSvntxLdBIwFAteM3B\nJlMTA8qBv7X28d53YTp1+2EjEM8ikUjaeQZruWtMdiE/gkhIXg9uKhdVFSRQlnXzugBJc7CqugtE\nEQji+gTKuaG7u48gCZS+5JVKyeNbK8ivaV5LFMEL1xhulZtrBqYdCRTK0u6oBIqBXLxQI7S15ezB\nfIxkMtnEFDHCJ0SSQLkK3GuvvRx1T1QQkAOgmLwrlYo9iQqVYO+99wYkCYwuwaUoCpmM1+dJIr7W\n70Tg9dlyB7Yyqlo7cEGqU81HmOhomiCkwulapv4J+uMZEzIHm2bVJk3yvl6GIIIgnMKX4qoR7iQg\n0d4ezAMpkEiM+nIqSogqHi+zzz5zQt8JhE3rui6ONTy8HZE/LMoHUbZ/zPZTlAuQMtIcnEgkAr55\nfqhqlBIohsW2tjY0TePNN98kk8l4zMEy+l6Sp+j+6CefcW1w+1r4uXqPGSaBQglM1dwnGq6PVyM+\ngdEkcNwxB8vJPp/P2yqcXwns7e2jXN5AbdQjifXhVwINpjbeNUICo83Buq57+mEjkP2pYi9Ea0Um\nT3bhezMiIXk9iL7v+lW6779cCCaTcUqgt+1Vx198772DpnGXBIrgLS8JlH2xN9yyFgncKZh2JDCb\nzWJZuyIdwdsNJoqismmTSKiZTifsAWWIZLJ5SiCIAUIOCNVq+JhRSmC5XHZW6JZlsnjxYixLRAn7\nk4xKGPYkHtXuZimB7nFdJbAc4Rjvh9/3pZkY47TT/IEDul5g4cKFiGsW9ymoipmmUAINYwB4uu5Z\nLCtIAsEldZuBZzzHiSKB0UqgptUigeMsWLBXTIvCz1HXR33Rt6Ojf4z4XRKhYI7ZZlGhBFYqbwKb\nUVXNVgLrk0Dp4yogJuUDDjgAEJVDxL5+Erh06VJ7/2gS2JgS6PW1ihq3xDHFef0Ik8BGSY/pLHQa\nSRYd5ROo60PIhZokiIVCwR4b/CQwn895csHFoRlTUTBP4FTGh2h114+o+15xlEC3tFo9iN9blmEH\nQsmxpWSnV4o650TR6P0V+4kAKwOZXQJcEug1B0vzN0iXGlcJlOQwlQpa5+5xUouZZtVJKyUIoLhn\nul4CjsSrXrZI4M7BtCOB+XzeU6N2d4Iw273nPe8BYGxsxH55h0ilkravTvNIoES5HB6U/JHI4lm4\nSqAsu+UONv4koxJCyRGDRRwJbJ4SqOuafb/8SmBUOhP/YNc8aNooM2b0BLaNcc4559jpa8ZJwsHz\nPwAAIABJREFUp7MoSrQ5eHj4t8ChMUd3AytEJY04EijvrQzsiSOBYSWwNgmEQw+Na1v4OarqWOSx\nwoRlB+K+uObg0dGXgYMdc7A/d5sfiiLMwatXryaTEebIdLqfAw88MJQCxksCDz30/RxxxBH2N65P\noJ8s1SeBXiUwOoK2FsEz7MCqiZJAy3n/olLERCmBYZ/AASzLbw4WidS1kAqXSiUbSMTeSNqgegj6\nBE5lvJusElj1+AQ2Oj65JFCk2ZH9oMRBB72bz33OG73u7UdPAt9o8BxRgUVREM9BBFiJCk+C8EUp\ngVVU1TX7ximBggR6x8snePnl3wJgGBU7lyeoqoUkwJq2BXgCoV7Ket2Srshj7YzgvN0P044E5nI5\nqtW3V23XXQNRzm358uUAbN++3SY1w6RSzQgMcSFfbqhFAuPMwSbeSSicaV5CRKVFK4Hy/81WAsW5\n6imB8XnypgZNGwslUlbVMTsRawkYo1jsJGg2dn0C4zACdABrgXokMBg0Em0OVtUwYVHVaBI4Oir2\n3WuvOCUw3Ic0bY0TmSshJgEZICLvv3B5kBOJS1bGUFW9YSVQ13W7rCEkk+1873vhii1uihiv4gRe\nEijzX4r2Tiw6OJoEijbFKYGTI4GmXV83zhwcrhgSJIGKsgNvsmhwlUBBwNz2imTSVWorjs0jgS4R\n3fUk0LJcc/BElUCR3LyAm7pKRHH73ylve64CLm7wHI1O9S4JlOZgSQJds69mb7sTRRl3SKDfH7/K\nQQctZvny5RFKIGzZIoKAREEA4Y4hFGTxXpdKt3j2lrk1DeB+3Dypu6PbV/MxTUngCLvfKsH0OZkP\nDAzYiXaH7ZJtzTUHS9RTAuXENmfOHIcESl8iED6c/og4CWkODiuYbkDHVJVAb2CIZpNAA7XOW7Gz\nlEBdH3UCEQQsYJRisWgrKWN2RZhoc3A8fmz/3QhYWJZhm7TdSUpV40mgnAQkcrkcuh4dGBLVjj/8\n4Q/293ETfbhm6tjYU46qDcI0K6JRl9hbZELbUWDMUe28vmuappFIJAJmWS9MRkcfJ5VK2RVttgHf\nxbIqIR84eTxBxqxYEijN0uJ6G1EC3c4WRayF35Vmk89XEMqPcPlwayNPNE+g+/5NxhycyWSwrB2+\nZNEQ9Al02yKIWb1o2alPReHo4GaYgyfuEyjNwY2UofT+3rJMu+76EKJfl+2x20vAvb6Tjap70AwS\n6DUHi/fjH6hUfuU8f39mDoMZM7r5wQ9+YOfqlPdCjPPSbckwqqRS4veaJha6YRxn/60CH8T1X94Z\nLjm7H5pGAoeHh/nEJz7Beeedx5lnnslzzz0HwLPPPsvpp5/O2WefzQ033ODsf8MNN3Daaadx1lln\n8fzzzwNCvVq5ciXnnnsul156KaWS6FCrVq1ixYoVnHnmmdx1110125FMJu2BbXeLEPaTwL6+Plue\nF+bgZlUMAexjCUSRQK9PYDa7hptuuomPfvSjTmCIlwSKSUSaC4QPioCI7oxSAt3JtXlKoMh9JQin\nN2o4irgI9aX5A5CiVO3AJstuywCDgw94SOA4XV1dmGYjSuCfIJKFQzYrk0tvRroNiL7RGAkMKoH5\nfB5dD6rtCqa5PZIE7r///uy998LQ9nvuuYd8vovwu/pbZs6c49Qrfd/73scLL7xgX+saex+Z0HYE\nUV0kqATSgDn4N1SrGxkZGfEkw77Ejp4Ok0CvOdhPAl2fQK8S2Ig52E/CompSV+1AJBMx+V2MrKFq\nWQaZjFcJbDQwxOsTOPHAkPb2dgwjbA52lcBwihgZeR+P5pqDvTWeJwdxT2tFlntLpEnIvjMZJdCy\nDPJ5qQTmgNfsZMpeEuh1qZhI+cfJ+gSGSaCu655tKQ8JlGTvx0DJsRiJSHS/Wv2d74gk+IZRJZ3W\n7WOVqD2uyvu81f7bUgKbgaaRwO985zu85z3v4dZbb+XLX/4yn//85wG4+uqruf7667ntttt4/vnn\neemll/jNb37DU089xV133cX111/PNddcA8A3vvENTjzxRL773e+yaNEibr/9dqrVKtdeey233HIL\nt956K3fccQfbtm2r1RRSqbg8ZtMZLgkcHBzkX/7lX+yJftj2CWyeEmgY7uAWpwTKXHSK8hIHH3ww\niqJ40keYnglURr6OAZcAMn+UMAcLBVMqCxng9x4Fb2pEP0gCpcncuz2aBO4cJVBRDEdlFclY7wZk\nXU6hBHZ3SxJ4N3IwjFYCHwJeBCCR2GybkTcjfS39JntQlDgSWA7UABXBV5rmJaJi3/HxlwMkSOCa\na67h5ZfDKWhOOeUUstl2ws/xRQ488EAA/vjHP3LvvfcGvl+LSwKFEijS0MSRwLh+L675yCOP9ETL\njjsmvSCCJNBVxF3VSJqlxbEaNQfL6NDBiD0q6HrSPq9X+Snb5uDJBIYEfQLrp4jx3tdisUi1GjYH\nyywEQRLoLvRqva87wyfwzbq/cHELbiUigArZbJbadejDlWJk35mMEmiaBm1t3vRTD5FKJZysC2FM\nhARG3d/7gf8JbHNJoBiTByNJoHvtrhLsjosfRlH+x7PdH/GcSGQ47rjjAKhWK3R3y1yoYqHrtO7+\n+wNtk/f5QftvSwlsBppGAs8//3zOPPNMQESMplIphoeHqVQqTuTdUUcdxeOPP87TTz/NkUceCUBv\nby+mabJt2zaeeeYZjj76aACOOeYYnnzySV599VX23HNP8vk8iUSCpUuXsnr16pptSaWiHdenNwzn\nJS0UCnZEsFACM5nmBIY8+KB4+SqVsnOeKGd/l2BUGBv7PfvsI0pvRZmDwRtt+yyuOcBwyIqYxH9p\n77PFo9Q10ydQ8yiBte9TrSonE8creCcTSSyE+uZOvMJk/go9PZ1Uq0PAaej653DzKQajCMEd+Ev2\nO+iSQH8EN57PQRI45snoLyASU3vNNsJPr1LZHlFPtzaiyIGuv8Dhh4vI3Llz59oVR/As/u7BVQNG\ngfFIJVD4lNYyB+/gXe9axuzZs50Jy7LGQsmxJdwgCgNVVSaoBMZNWApycjOMKBIolEBhDvZO+hun\nQAK9PoH1awcHzcGFQoFyecgxB+dyOce85/oE+ttSnwQ2LzpYvENlZLWdxnA+4FqZFKVMLpez8yHG\nIUoJFH1HLIQbfR6in5imQbHo9QlcRSqVYM2aNTG/mwgJDKYzAvggicTVgf1cc/DY2K3A0c4iUI5N\nuq5TLsv3vxShBIJl/dHZnsl4n33ZVymoWq06hQeCSuAHPvABX8vcJPdbmDNnDi0lsDmY1Jt39913\nc+KJJ/r+rVmzhmQyyebNm/nbv/1bLrvsMkZGRuzqAgK5XI6hoSFGRkYcU4/cPjw87Ntea9+hoSiz\niYtMZvdUAgWJcSF814ZJp6USOFlzsJgkli1bBkClIl7UwcFBzjnnnNDewhRSBZ6nt3e+0wfiSWCG\n8CQpUgy4jv1r7O1lj6N/85RARbEcn0DvQCkHKC+EI3OzVqELge/bbQiSwC0ceOBSjjnmGHvf/2DG\njB5KJeEPl04PI9N0ZLNZRkdHEYO4HPDl5F5ijz16UZRtSDO7KPXkJdFy3zAJDBK7OBIo2hRWAmsh\nKrl7Nvs8Bx98UGjfjo4O/uqvLkFcn6zfLMzB+XyUT2A9c/CgnYwcT380saxqpBKoKIpNmoyAOdid\n4PzX7z2vt7+4+dC8Sly1GpUipmKTwKASeAKVynAgj+bEfQLF34nVDpZKkGlWneNIX9aoPIGNKYHN\nTRFjGN6qOo36h3uDdCrkcrkJK4GmOU46nbYDjSZmDjaMIAmEZDJBb29vZH+sTwKvw62YEl0BRdT7\n9cIlge4+YSWwVJJ9tRxQ/OS4scHZns16x0s35UyxWGTOnDl0d3fb3xnEjatCKHDv8/z58xGVgVqY\nKiaylHCwYsUKVqxYEdr+u9/9jssvv5wrrriCQw89lOHhYYaHXUVuZGSE9vZ2EokEIyMuSRseHqat\nrc0hg52dnQ75y+fzoWO0tbXFtm39+vW2c/bupgSaWJbC+vWu47AwD49QqeQplcbwKksTPTYobNgg\nEr4ODu7wnSeIrVu32gPgC+y33yJn361bt2JZVSzL5M0333R8PgXhGcdvsqgCKiMjI/Yk/pq9vUyz\nooO9Pjujo8O22aWKZYkB85BD3sVNN30z4lqnWo0giEGnPTt2iHsrLECXc+CB5/Pmm65ZyxuUoyib\nEMql7rRR0xIYhgyaEIOkaY6Tzc4kkRimXK6iKDLAwb1+N/o0WK1gDE3TffdgZGQEy/IuslwSODAw\nULNvBCH6qH+iNYxX6OjoiDxOPp9EVbd4TG2jwCiKUmX9+vW+cQVgdHQ00FYvdpBOJ0LnMc0KW7Zs\nicyBKchKhUpFPCsBd4LzLm5kPwKRPscpMGL3bbGPq5pFRQBL0i5UJS8J/K3d1qrn/I2TwPHxUdav\nX28nvK7nS1j13QsR6Z/EMEq8+eabPoIyNDRkv1fuMUulEqLs3c41B1tWlW3btrFjxw6q1dc83wRV\n1PptcJOIN6IEVhDBOjMwjBLbt29nZGTEiTavB1WtYpqCBAq+5ZJAw6hwzjnncNZZZzF79uzAL+sF\nhtwHPOJpI4i+kkeOoUHhIIqMK4qYV6QSPzw8zNiYeKdMs0y5XLb7koFXfBkZGbG3V1HVCiK3ehlN\nE+/c448/jq7rPPvss/YvhDm4r28visWU771MpbI+Uj1jxgw0bZzIV3QKqFQqExq/pgMmRQKj8Pvf\n/55LLrmEr3/96475L5/Pk0wmWbduHf39/Tz22GNcfPHFaJrGV77yFS644AI2bNiAZVkUi0WWLFnC\nI488wsknn8wjjzzCoYceyvz583nttdcYHBwknU6zevVqVq5cGduOvr4+urq6+eMfaxWcn44w0TSN\nvr4+Z4vwExuho6Pdzu022TdGrLDdY5u+8wQh/ASrKMpaDjlkkbPvzJkzURQLMNljjz2c+pHZbI7w\nClCYoLq6ulDV9SSTaxHuhyVUVTiqVypTI4GqanLPPfdw6qmnkk6n7NWvgaqKCWz+/PksWbIk9DtR\nmq+Zq1DDbo9FT08PfX19DslJp1XfvZaJi7PZLENDPwO+j6bpzj6pVI7R0U323mK1rigV9thjD3R9\nlHK5iq4nbHXW6xMYrwS2t7f52tDf34+ieEmwa8acN2+eZ2VfH6LIvH+iNc1BFi5c6CtFKDF37lxS\nqWepVsuoaopS6Q1SqTILFiykr6/P56OaSqWYN29eTNQtwA5mz57luzZVTWKaFebMmeOzYrjfqxhG\nlWw246l/6pLA9vZ2Z19hFhXQ9ZKHBFaQE7j0MYyP0q3atVU3EzVcz5w5A/dZNRoYYpHPF+jr67P9\nvfxKWbBijqpavoV3MplE1wUJ7O/v9xFf8b4Kk7lEW1tboMZxFKZOAhVFkAPLsgIksMrESaCob/vG\nG40Ehvwzwp/ZwjDGmTt3rs8vun67xXOzLJOZM7vxLjC7uopO//zOd77D+eef77meetfkFUuCSqAg\ndCIi19caAF8/7urqpK+vz0lf1dXVxYIFc9myZT1QJp/P09fXR2dnEW8+0q6uLvr6+ujt7SWR+D1i\nzS9q2ff19TnXtXDhQgYGBvj0p+8DLkFV4f/+7/98rcrlCoyMuP17//335957NzWdBCYSiZpz286A\nFFfeKjTNJ/D666+nXC7zxS9+kfPOO4+LLroIEIEhl19+Oaeffjr77bcfBx10EPvvvz9Lly7ljDPO\n4G/+5m+46qqrALjwwgu57777OPvss3nuuec499xz0XWdK6+8kgsuuICzzjqL0047LZRLLYju7k5c\nn6HdBYZvMAbpozFCKpWomy+t3rG9BezHx2tn/5fm4ExmLXPnuqtXNzDE8rXVdUL2QgSGCP+Tb1Mu\n32NvL6MoVdtEOdUIcNfsZ5rSFFtFEiFdj349hHmjmUpg2CewWhXXNjCw3benNM0ee+yx9pYn7CAS\ngWQyi0whIlflllWis7PTJkOizm49c7DI2A/eHHzeNvjrPTfLHFwC1lCpDMWq/V1dXej6VpLJzZxy\nyino+k0kkxucnIJBc3ChUMCyonztAAbp6nLPMzAwgKrqGMZ4bMod8R5UA++am7zWe/1epVlVvfdL\n1DYWEEqgqiZifMgqJBJJW2UJKz+iP0zcHOz3CQwGhoT3D+YJFBHL4SCSqDyBN954YygaPYxmRwfD\nqad+lGRyIotfPwnM5XIoSiPmYFnNxsIwyqRSKTRNs5XA+qZoRTE44YQTuP/++0kmEz4zpyyvBvCx\nj32MTKYdd9E1FRIo58egxcwbGCIgykT6fQJ/+EMxHltWxdkufP/csUCOrcK3Ui7EwoFmIBeWFeAl\nXn/9VWe7zAqQzeZ8pHrWrFloWssc3Aw0TQm88cYbI7cvXryYO+64I7T94osv5uKL/Ykuu7q6uOmm\nm0L7HnfccU40USOYNasLN3pwd4E/RQzIvE2bSKUSdjknKclPFIbPbFAq1X755Co4mXyd/v5TnO1x\nPoH+TPPuOaVPl8SsWf28+WYZRRFJcgcHp6IEJhkcrKDrnwBg48YNIZ9ATYuemHp6OkgmXyAiMHqS\nkP5hLgmUEdiyaLtEd3c327dvxzAMW3Gb50vhstdeC3n6aZlc9TzgXEzTSwJ3kM+31yWBlvUwonSc\nm35FIpPJYJouadf1p50V+URJoD+R7LeAv6FaJTbApKOjA1XdjqKUOOOMP+euu36AZb3ikEAvKdF1\nnba2tpiAC0gkhigU3FV/JpOhWh0lnW4PLagkxDsWJIHuvYgLDPFPWBXEQkizyZ1pm/Gj+rPMBWgS\nNVz7z9eswJD6yaJlnwuSQLc+uNuW7u7uSN9PP5pdNk4Ge00uK4IMDKlNAoP3u4ym6Z7IaxlN/gdg\n79ijqKrBn/zJnziBk6q6zVGNxXvqIpNpY2xsCOik/vRd8HwO1iPeSDZbsF0lFGA1Iv2MZZ/Xfd5y\nXeX1CZw1axbz5h3M2rW/9wSAiPlGQo5ljZBAb27ZT3ziQme7rOstSOCwb3ttf80WGsW0SxYN0Nu7\nOyqB4cAQqQTqus4bb7xBtfqVphy7nhLoOkX7S3/JFBthEhiVSLZiV/Fwz7vHHnsCJYcENiMZrKZp\nvPvdR9LZ2RFSAuOIwEc/ei6JxENTOHcQYSVQ4qtf/arv/3PmzKFYLNLV1cUpp5xLMJnzhz98PIry\noO83kgQqyggwSKHQVpcEGsYzCKfy+iQwl7vfNlNBtAN7PPzkwB3k4xJLi0jhERRlmEKhQLVaYnj4\nhUDtXwFN0+x9ogPJNG3cRzaliigCy6Ih+kTVIVECLsHzHs+rXCjKGN/85jfJZjsQ932EdLqAVAI1\nLWETwiAqJJNRgSECcpIUmEztYJlTbxhJEBopGycWTGHE5QmMXuj5ztJg22tBmNW9JFC0cwi4s4Hf\ne8tFSiWw1hgTXFGP2+muBAQB/Q0i+CteEfQu/pLJJKo66gRsBMcgf0WRej6BrhLoEiYpjrzCAQcc\njGlKcvZr+69cALvH1jTpruJNEYOtdpZDSmAu1+HbTwTY1CaBMltBW9t+XHTRXznbZf/O5fxKYCqV\nCriktDBZTEsS2NPTRTK5+ymBUeZgRRkhkUgwd+5ce+tkXhzDpzI2QgLFC+tPtRGVLBokEajgnwjc\nKDuJ/v7ZyMAQEaE69ZWgrus89tgj3HnnHfZg5iqBcSSwUChgms0wRciJwXT+BlPnyPsn06SI1AgC\nIqfYqE8J7Ogooije/GiWQwKFeXgHxWK7HS1eKzpYtsuNvJXIZDKUy9uRE6thbI/032sEfhJYu1+B\nnAxGgWHHZ2+ffRZ5+rcLXRfm4EplkKhJWNP8kc+SeIqo+mhEK4FuX5DK3P/+7//6zMGKMk5vb6+d\nvkqQwEym4FMC4wJDUqmUvV/4GvzkbCq1g3uBs+xtwf39KWKWLFkSqiIjIUmgojwX0c5dkyfQjbCX\nJPAe4IwGfu8lgWW7f01ECRwnkQiSwDX2/zbHnzVEAsecRXcwR6BIJj3oOX4tSBJoeUjg68BGNO0B\njjhiCYYhyZlUy8U1eUmg7JdBEigW9a45WKRjGqSrq8+3fy6XwzA2IsaTYH1tPMesYpol38JGfs7n\ncz53iRYJbB6mJQns6Oggkdhef8dphbA5OJNJYVlDJBIJLr30UvL5bvwJURuF3xw8NlbfJ1D4w/hT\nbUifwDAJjCq2Pk46nXF+/61vfcvOhSfMwZlMhtrZ/BuD8JVUURTFk1BbJrqOnpjS6XRMveOJQrbf\nLbXkL8nnnmPbtm0kk0lPMIK8b6O+CTmbzWKar/jOYRiCBArTj0iLIn7rJXxRJNAAxigU/CQwnU5T\nrY4hJ9ZKZSAylU4j8JqDdb3+Pc3lcpjmCKYpSOAHP3giX/7ylyL31XXdNhtpRAXyqGo4/Q3IpLfR\naJQEisnLqwQK1VE8qwowapvjpBKo400d40JWkYkugzZZJVAqmW6KmGGEahU+jqKYTr974okn+Od/\n/ueaJLBa3YRl/YRTTjmFhx9+GNhVJNBfzk/TVPu+NlpeLawE1m5zkLRvd3wlxfl1RB5QECbhmLN6\nSKAgUuOOD3aQBBYKbUglUFHqkUB53VU0rWwvKNcBszCMH7LvvovsBRIoipwvxbP3jtum6SeBbkJ7\n0Xf8bR8ilxNmaJGySqaAewqRkLu2OdiyypEksFDIt0jgTsK0JIGihuXuliImHBjS1dUODHnyNbXh\nddyd2LHd1XU9CHNwNVSDNc4cLIhAJUC6xshkXCXwpJNOsn1OXHNws0ighFQCpdkhTgkUvmP1Vav6\nEOTBzbnnTgbeGrQgJlGRakPxbNOBsRAJBPh//+/vSaUKwJhDAoXpZwednW22w3m0Eijql4r2xCmB\nLkzK5SEfOZ0IvDnENG28ZvoneX2GMYJhCBJ4330/Zvny5b597rxTKJRu2Sp/7jUJRRmP9GEU/TEa\nggRWAubgsE+gIG7+ZNFC2Zb3fYR8vs2e2IS7hTj2jwmWmxMEyqvmuPCrKo2XjYsODBF9IFzuzOSA\nA0Ty7kKhgKqqsWZ/t1oHHHbYYRx//PF2O6MWer5fNtj2Wgj7BAqVvFEXBb8SKEhgLaIRJN2b7Hx2\nAuLca+z/xacdCSqBijLmmNuDJLC93e3L7qI/7rnL7eOoapn58+eTTLr5E3t7e51xLJPZgCwrCfhS\nAh188MH29bhtBDe9jOwLYqwfJJ0W44NMoSStGKJ/1VcCvd9LEtjW5pqDf/SjHzWwqGihUUxLEuj3\nQdhdEPYJ7OkRYf6SiOXz3siyyR37t7/9rVMXOg6uT6C//JY3MMRPZsQE4Rfexn0kMJ1OezLPV20l\nsDnmYP9n1xwcpwRKkgs3T/Hs4/bxZOJVdzJwB854CCLnVwLl7/baa55tmhoBTGbMmEG5vAXYRnd3\newQJdCsKuCTQRNfDapmfHA+SSuUjK2w0gr6+bmTiZ00b5wtf+AK/+tWvYvcXpqVRhwRGYf/99wdg\n1iyRqkaYYMOJmBUlWglsa4u/97KqTJwSKElsOp0OJAse85DAKjDiuc9VmzypwMm4ud3EdyJiVEFU\nVPBjqj6BUcmig7WpZb+0LMshg3HP23WpEHnv3HZ6EwlHodkVQ7w+gfUWrrKdXjJVoa2tDcuq1WZ3\n/1mz9gY2+lwJRJCIHG/jjxMkgTAaaw4WJFCag+uVz5Tfj6NpI8yePdvnJuVN5ZRIbABmAKsAkerp\n/e9fRrVa5bOf/ax9PvGMZJ8LKoOSBIp61qKYAHgXjaJEZNQiS7oQGUacOTiLZRkkkwWOO+44e3tL\nCWwGpiUJFJPD7qYEhn0Ci0U/CRSmhMkpgXLVuffee7P33vGRboAzoZlmKcInMJwixlUCvUcZJ5vN\n+EigUI3+i8HBe5tmDvY7QIsJvp4S6JLD+HyVjSGeBObz9UlgLSVw1qxZdrm3HWhaio6ODvr79wJW\n0d6eC5FAd7Kp2n5HIEjgaB1CehyZTH7S5uD+/pno+kZAmGc7Ojp417veFbt/NpulUhmhXB6KJYFS\nSTjjjA8B2Hn2oqpxRJPAefP2iNgXu421A0MkCQwqgZY1bqcOkS4Ho+RyMmjqCo8SCG5tVBB+tTqK\nojWRBMbVDhZ9wPUTw97HDFkAapFAmSTbm8dz2bL3kMvdE/kb+ywNtj0e0sIQDgyR9zXu/lQCfwHK\nNgmspfh7cyEWgTd9Cr6q6miaVKBruToYASI1FlrQS4iURlIJrDq/j4arBGraJhYuXIiquuO/t9Sk\nZclcdSK6d7/99uOhh35m+3h6Fwy1SaBlDTskUPoJL1iwgGXLliNIWzwJjPIJ9FbyMc2qk8qrRQKb\nh2lLAr3h5LsHwiRQJvyUREqQwqn7BDYCVdUxzfEIc3BYZROEpOzZtifwBNls2mMeTdmDh/BbaqZP\noIQsrVePBDYPY/Z5wubgG264gX/5l3+p+WupBHrvsSRsXV1dNgkcQNfFoLpo0SIU5XdkMhny+QyK\n4hIj93H4zcGaNhqbM0/gORTF5M/+7M94/fXXa+wXjZkzZ5JKbQCOZXj4e3VTzIiJxrRVgWizrXxu\nMq2USEgdRQKjzcFRkcYS0icwaA6WbfGSQG/FCMuqOjVlpTm4UJDk+i4URfW8Y//kObZUAtVIEji5\nwJCgOfib9mcLkScxaEUJjy21zMGjo88AfhJ46KGHOGQ/Gs3PE5hIaHY76wUeyXb6zfBtbW2+KPgw\nxP3+8z//C5tQ+UmgVAJFG7wk8BeIWsUCYSUwPjCks9NrDpbPOy4FjqsEWtZGFi5ciKK4yZylC0db\nWxeViiSB8VYQeV9ln/MG4IBLAlOpFCMjI/zVX7lRvmIuKiPdfIJwlcBoc/GaNWuwLAPLcklgbZW2\nhUYxbUmgae5+JDAYGCJJoCQJok7qZCqpTI4EGsZYyOfONKuhdsp0Je64sxb4Fblc2jEpKYriGxzS\n6XSd9A2NwW8O9iuBMvfczoEFLAK8iYTdyeDEE0/kr//6r2seQdTFDQeGgCCBwj9pC6mkoa/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qx6JFBRRM1wVV0fScwkVFVh3bp13HLLLUA8CZRBesEyckFzcBwJNIw/AO4ixgt5vbUSzgfvyZIl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\nkkAAAAALIgkEAACwoP8DXpkH3OJKiuIAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 合并获得组合回测结果\n", + "dfp = df1 + df2\n", + "\n", + "# 注意如果被抛弃的交易日位于回测的前后,即两者不重合的日期中,则不会影响组合曲线正确性\n", + "# 但是如果被抛弃的交易日位于回测的中部,即两者重合的日期中,组合曲线会出现错误(丢失交易日)\n", + "dfp = dfp.dropna() \n", + "\n", + "# 创建回测引擎,并设置组合回测初始资金后,显示结果\n", + "engine = BacktestingEngine()\n", + "engine.setCapital(1000000)\n", + "engine.showDailyResult(dfp)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "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_rb.ipynb b/examples/CtaBacktesting/backtesting_rb.ipynb index 4c7224ab..bf98fdc6 100644 --- a/examples/CtaBacktesting/backtesting_rb.ipynb +++ b/examples/CtaBacktesting/backtesting_rb.ipynb @@ -90,7 +90,7 @@ "outputs": [], "source": [ "# 显示逐日回测结果\n", - "df = engine.showDailyResult()" + "engine.showDailyResult()" ] }, { diff --git a/vnpy/trader/app/ctaStrategy/ctaBacktesting.py b/vnpy/trader/app/ctaStrategy/ctaBacktesting.py index cfd6c772..83daf4d7 100644 --- a/vnpy/trader/app/ctaStrategy/ctaBacktesting.py +++ b/vnpy/trader/app/ctaStrategy/ctaBacktesting.py @@ -948,7 +948,7 @@ class BacktestingEngine(object): #---------------------------------------------------------------------- def showDailyResult(self, df=None): """显示按日统计的交易结果""" - if not df: + if df is None: df = self.calculateDailyResult() df['balance'] = df['netPnl'].cumsum() + self.capital