diff --git a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb index 008c1e94..ba2d0e11 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": 7, + "execution_count": 1, "metadata": { "collapsed": false }, @@ -68,18 +68,32 @@ "source": [ "# 在引擎中创建策略对象\n", "d = {'atrLength': 11} # 策略参数配置\n", - "#engine.initStrategy(AtrRsiStrategy, d) # 创建策略对象\n", + "engine.initStrategy(AtrRsiStrategy, d) # 创建策略对象\n", "#ngine.initStrategy(MultiTimeframeStrategy, d) \n", - "engine.initStrategy(MultiSignalStrategy, {}) " + "#engine.initStrategy(MultiSignalStrategy, {}) " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2018-01-09 09:54:42.212000\t开始载入数据\n", + "2018-01-09 09:54:42.331000\t载入完成,数据量:285480\n", + "2018-01-09 09:54:42.331000\t开始回测\n", + "2018-01-09 09:54:42.402000\t策略初始化完成\n", + "2018-01-09 09:54:42.402000\t策略启动完成\n", + "2018-01-09 09:54:42.402000\t开始回放数据\n", + "2018-01-09 09:55:10.816000\t数据回放结束\n" + ] + } + ], "source": [ "# 运行回测\n", "engine.runBacktesting() # 运行回测" @@ -87,11 +101,68 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2018-01-09 09:55:10.822000\t计算按日统计结果\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Github\\vnpy\\vnpy\\vnpy\\trader\\app\\ctaStrategy\\ctaBacktesting.py:971: RuntimeWarning: invalid value encountered in log\n", + " df['return'] = (np.log(df['balance']) - np.log(df['balance'].shift(1))).fillna(0)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2018-01-09 09:55:11.113000\t------------------------------\n", + "2018-01-09 09:55:11.113000\t首个交易日:\t2013-01-11\n", + "2018-01-09 09:55:11.114000\t最后交易日:\t2017-07-14\n", + "2018-01-09 09:55:11.114000\t总交易日:\t1095\n", + "2018-01-09 09:55:11.114000\t盈利交易日\t399\n", + "2018-01-09 09:55:11.114000\t亏损交易日:\t696\n", + "2018-01-09 09:55:11.114000\t起始资金:\t1000000\n", + "2018-01-09 09:55:11.114000\t结束资金:\t-1,583,699.42\n", + "2018-01-09 09:55:11.114000\t总收益率:\t-258.37\n", + "2018-01-09 09:55:11.114000\t年华收益率:\t-56.63\n", + "2018-01-09 09:55:11.114000\t总盈亏:\t-2,583,699.42\n", + "2018-01-09 09:55:11.114000\t最大回撤: \t-2,666,357.75\n", + "2018-01-09 09:55:11.114000\t百分比最大回撤: \t-246.28\n", + "2018-01-09 09:55:11.114000\t总手续费:\t1,772,319.42\n", + "2018-01-09 09:55:11.114000\t总滑点:\t3,900,600.0\n", + "2018-01-09 09:55:11.114000\t总成交金额:\t59,077,313,940.0\n", + "2018-01-09 09:55:11.114000\t总成交笔数:\t50,395.0\n", + "2018-01-09 09:55:11.114000\t日均盈亏:\t-2,359.54\n", + "2018-01-09 09:55:11.114000\t日均手续费:\t1,618.56\n", + "2018-01-09 09:55:11.114000\t日均滑点:\t3,562.19\n", + "2018-01-09 09:55:11.114000\t日均成交金额:\t53,951,884.88\n", + "2018-01-09 09:55:11.114000\t日均成交笔数:\t46.02\n", + "2018-01-09 09:55:11.114000\t日均收益率:\t-0.97%\n", + "2018-01-09 09:55:11.114000\t收益标准差:\t24.5%\n", + "2018-01-09 09:55:11.114000\tSharpe Ratio:\t-0.61\n" + ] + }, + { + "data": { + "image/png": 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wYkXp9FkpVblpcqhUGRo5Uv7wDhwop1vs2ydH/H32mSSBs2bB0aPyR75BA1mv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5Ga+i1MpvO4cOEAAKBXrxkAjkY2MAoIk0MiIiLqEpPJhCNHDuKvfz2KU6dO4ZtvvsGiRVMADEJS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\nAAzCIQAAAAzCIQAAAIz/B/UsfCA7ANAwAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# 显示逐日回测结果\n", "engine.showDailyResult()" @@ -125,30 +196,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2018-01-08 17:21:35.783000\t------------------------------\n", - "2018-01-08 17:21:35.784000\t优化结果:\n", - "2018-01-08 17:21:35.784000\t参数:{'rsiLength': 5, 'atrMa': 20, 'atrLength': 12},目标:0\n", - "2018-01-08 17:21:35.784000\t参数:{'rsiLength': 5, 'atrMa': 25, 'atrLength': 12},目标:0\n", - "2018-01-08 17:21:35.784000\t参数:{'rsiLength': 5, 'atrMa': 30, 'atrLength': 12},目标:0\n", - "2018-01-08 17:21:35.784000\t参数:{'rsiLength': 5, 'atrMa': 20, 'atrLength': 14},目标:0\n", - "2018-01-08 17:21:35.784000\t参数:{'rsiLength': 5, 'atrMa': 25, 'atrLength': 14},目标:0\n", - "2018-01-08 17:21:35.784000\t参数:{'rsiLength': 5, 'atrMa': 30, 'atrLength': 14},目标:0\n", - "2018-01-08 17:21:35.784000\t参数:{'rsiLength': 5, 'atrMa': 20, 'atrLength': 16},目标:0\n", - "2018-01-08 17:21:35.784000\t参数:{'rsiLength': 5, 'atrMa': 25, 'atrLength': 16},目标:0\n", - "2018-01-08 17:21:35.784000\t参数:{'rsiLength': 5, 'atrMa': 30, 'atrLength': 16},目标:0\n", - "耗时:214.858999968\n" - ] - } - ], + "outputs": [], "source": [ "# 优化配置\n", "setting = OptimizationSetting() # 新建一个优化任务设置对象\n", @@ -168,14 +220,27 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ "# 显示优化的所有统计数据\n", "for result in resultList:\n", - " print u'参数:%s,目标:%s,统计数据:%s' %(result[0], result[1], result[2])" + " print '-' * 30\n", + " print u'参数:%s,目标:%s' %(result[0], result[1])\n", + " print u'统计数据:'\n", + " for k, v in result[2].items():\n", + " print u'%s:%s' %(k, v)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/examples/CtaBacktesting/backtesting_IF.ipynb b/examples/CtaBacktesting/backtesting_IF.ipynb index c0a3849a..ae37aacc 100644 --- a/examples/CtaBacktesting/backtesting_IF.ipynb +++ b/examples/CtaBacktesting/backtesting_IF.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, "metadata": { "collapsed": false }, @@ -68,18 +68,32 @@ "source": [ "# 在引擎中创建策略对象\n", "d = {'atrLength': 11} # 策略参数配置\n", - "#engine.initStrategy(AtrRsiStrategy, d) # 创建策略对象\n", + "engine.initStrategy(AtrRsiStrategy, d) # 创建策略对象\n", "#ngine.initStrategy(MultiTimeframeStrategy, d) \n", - "engine.initStrategy(MultiSignalStrategy, {}) " + "#engine.initStrategy(MultiSignalStrategy, {}) " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2018-01-09 10:00:06.236000\t开始载入数据\n", + "2018-01-09 10:00:06.408000\t载入完成,数据量:285480\n", + "2018-01-09 10:00:06.408000\t开始回测\n", + "2018-01-09 10:00:06.457000\t策略初始化完成\n", + "2018-01-09 10:00:06.458000\t策略启动完成\n", + "2018-01-09 10:00:06.458000\t开始回放数据\n", + "2018-01-09 10:00:33.335000\t数据回放结束\n" + ] + } + ], "source": [ "# 运行回测\n", "engine.runBacktesting() # 运行回测" @@ -87,11 +101,55 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { - "collapsed": false + "collapsed": false, + "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2018-01-09 10:00:33.341000\t计算按日统计结果\n", + "2018-01-09 10:00:33.425000\t------------------------------\n", + "2018-01-09 10:00:33.425000\t首个交易日:\t2013-01-11\n", + "2018-01-09 10:00:33.425000\t最后交易日:\t2017-07-14\n", + "2018-01-09 10:00:33.425000\t总交易日:\t1095\n", + "2018-01-09 10:00:33.425000\t盈利交易日\t541\n", + "2018-01-09 10:00:33.425000\t亏损交易日:\t554\n", + "2018-01-09 10:00:33.425000\t起始资金:\t1000000\n", + "2018-01-09 10:00:33.425000\t结束资金:\t1,696,649.0\n", + "2018-01-09 10:00:33.425000\t总收益率:\t69.66%\n", + "2018-01-09 10:00:33.425000\t年化收益:\t15.27%\n", + "2018-01-09 10:00:33.425000\t总盈亏:\t696,649.0\n", + "2018-01-09 10:00:33.425000\t最大回撤: \t-185,949.45\n", + "2018-01-09 10:00:33.425000\t百分比最大回撤: \t-10.7%\n", + "2018-01-09 10:00:33.425000\t总手续费:\t201,671.0\n", + "2018-01-09 10:00:33.425000\t总滑点:\t406,020.0\n", + "2018-01-09 10:00:33.425000\t总成交金额:\t6,722,366,580.0\n", + "2018-01-09 10:00:33.425000\t总成交笔数:\t6,767.0\n", + "2018-01-09 10:00:33.425000\t日均盈亏:\t636.21\n", + "2018-01-09 10:00:33.425000\t日均手续费:\t184.17\n", + "2018-01-09 10:00:33.425000\t日均滑点:\t370.79\n", + "2018-01-09 10:00:33.425000\t日均成交金额:\t6,139,147.56\n", + "2018-01-09 10:00:33.425000\t日均成交笔数:\t6.18\n", + "2018-01-09 10:00:33.425000\t日均收益率:\t0.05%\n", + "2018-01-09 10:00:33.425000\t收益标准差:\t1.03%\n", + "2018-01-09 10:00:33.425000\tSharpe Ratio:\t0.72\n" + ] + }, + { + "data": { + "image/png": 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Dq1bNtsSIyWRb3qJhQ1lfriBGCDSZrlwJ/PPPvK8LGuemisfPz/Z3oyTdfbdr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egCGP38xowZA5A1XJfL5SGZzHfDEjc3Vc3v8ClKnKqqKqBrncBQyBSBqtqgf1d25uTs2bNJJBJc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\ntw6/38+qVatYs2YNa9eu5cknn6S+vp6NGzfS1tbGu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EIIIYqQhEAhhBBCiCIkIVAIIYQQ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\nDHgZR5zazK6dzdu67V92efbmWnK39otVb8dEt+1iDdTM+5qXsiQyEPUy9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rK7caq/1Ycq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AAGktYBiGkexCxEtDQ4PKysqSXQz0Ap9mU18gEJDkNlx4W2cADTsDAsdf+qLv0luy45ak3ycQ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\nEQIBAAA8RAgEAADwECEQAADAQy9RZjslfNJPJgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# 显示逐日回测结果\n", "engine.showDailyResult()" @@ -125,30 +183,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2018-01-08 17:25:47.836000\t------------------------------\n", - "2018-01-08 17:25:47.836000\t优化结果:\n", - "2018-01-08 17:25:47.837000\t参数:{'rsiLength': 5, 'atrMa': 20, 'atrLength': 14},目标:1012046.4324\n", - "2018-01-08 17:25:47.837000\t参数:{'rsiLength': 5, 'atrMa': 25, 'atrLength': 14},目标:1012046.4324\n", - "2018-01-08 17:25:47.837000\t参数:{'rsiLength': 5, 'atrMa': 30, 'atrLength': 14},目标:1012046.4324\n", - "2018-01-08 17:25:47.837000\t参数:{'rsiLength': 5, 'atrMa': 20, 'atrLength': 12},目标:1004664.3888\n", - "2018-01-08 17:25:47.837000\t参数:{'rsiLength': 5, 'atrMa': 25, 'atrLength': 12},目标:1004664.3888\n", - "2018-01-08 17:25:47.837000\t参数:{'rsiLength': 5, 'atrMa': 30, 'atrLength': 12},目标:1004664.3888\n", - "2018-01-08 17:25:47.837000\t参数:{'rsiLength': 5, 'atrMa': 20, 'atrLength': 16},目标:983785.8654\n", - "2018-01-08 17:25:47.837000\t参数:{'rsiLength': 5, 'atrMa': 25, 'atrLength': 16},目标:983785.8654\n", - "2018-01-08 17:25:47.837000\t参数:{'rsiLength': 5, 'atrMa': 30, 'atrLength': 16},目标:983785.8654\n", - "耗时:207.414000034\n" - ] - } - ], + "outputs": [], "source": [ "# 优化配置\n", "setting = OptimizationSetting() # 新建一个优化任务设置对象\n", @@ -166,234 +205,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "------------------------------\n", - "参数:{'rsiLength': 5, 'atrMa': 20, 'atrLength': 14},目标:1012046.4324\n", - "统计数据:\n", - "startDate:2010-04-16\n", - "totalDays:1761\n", - "endBalance:2012046.4324\n", - "endDate:2017-07-14\n", - "dailyTurnover:5160203.81601\n", - "totalNetPnl:1012046.4324\n", - "dailyCommission:154.80611448\n", - "returnStd:0.891698573803\n", - "totalTradeCount:9587\n", - "dailyReturn:0.0394081002553\n", - "dailySlippage:326.6439523\n", - "lossDays:901\n", - "dailyNetPnl:574.699848041\n", - "dailyTradeCount:5.44406587166\n", - "profitDays:859\n", - "totalReturn:101.20464324\n", - "totalTurnover:9087118920.0\n", - "totalSlippage:575220.0\n", - "maxDrawdown:-183004.5084\n", - "sharpeRatio:0.684656992748\n", - "totalCommission:272613.5676\n", - "------------------------------\n", - "参数:{'rsiLength': 5, 'atrMa': 25, 'atrLength': 14},目标:1012046.4324\n", - "统计数据:\n", - "startDate:2010-04-16\n", - "totalDays:1761\n", - "endBalance:2012046.4324\n", - "endDate:2017-07-14\n", - "dailyTurnover:5160203.81601\n", - "totalNetPnl:1012046.4324\n", - "dailyCommission:154.80611448\n", - "returnStd:0.891698573803\n", - "totalTradeCount:9587\n", - "dailyReturn:0.0394081002553\n", - "dailySlippage:326.6439523\n", - "lossDays:901\n", - "dailyNetPnl:574.699848041\n", - "dailyTradeCount:5.44406587166\n", - "profitDays:859\n", - "totalReturn:101.20464324\n", - "totalTurnover:9087118920.0\n", - "totalSlippage:575220.0\n", - "maxDrawdown:-183004.5084\n", - "sharpeRatio:0.684656992748\n", - "totalCommission:272613.5676\n", - "------------------------------\n", - "参数:{'rsiLength': 5, 'atrMa': 30, 'atrLength': 14},目标:1012046.4324\n", - "统计数据:\n", - "startDate:2010-04-16\n", - "totalDays:1761\n", - "endBalance:2012046.4324\n", - "endDate:2017-07-14\n", - "dailyTurnover:5160203.81601\n", - "totalNetPnl:1012046.4324\n", - "dailyCommission:154.80611448\n", - "returnStd:0.891698573803\n", - "totalTradeCount:9587\n", - "dailyReturn:0.0394081002553\n", - "dailySlippage:326.6439523\n", - "lossDays:901\n", - "dailyNetPnl:574.699848041\n", - "dailyTradeCount:5.44406587166\n", - "profitDays:859\n", - "totalReturn:101.20464324\n", - "totalTurnover:9087118920.0\n", - "totalSlippage:575220.0\n", - "maxDrawdown:-183004.5084\n", - "sharpeRatio:0.684656992748\n", - "totalCommission:272613.5676\n", - "------------------------------\n", - "参数:{'rsiLength': 5, 'atrMa': 20, 'atrLength': 12},目标:1004664.3888\n", - "统计数据:\n", - "startDate:2010-04-16\n", - "totalDays:1761\n", - "endBalance:2004664.3888\n", - "endDate:2017-07-14\n", - "dailyTurnover:5179549.71039\n", - "totalNetPnl:1004664.3888\n", - "dailyCommission:155.386491312\n", - "returnStd:0.887696038596\n", - "totalTradeCount:9619\n", - "dailyReturn:0.0391993739583\n", - "dailySlippage:327.734241908\n", - "lossDays:899\n", - "dailyNetPnl:570.507886882\n", - "dailyTradeCount:5.46223736513\n", - "profitDays:861\n", - "totalReturn:100.46643888\n", - "totalTurnover:9121187040.0\n", - "totalSlippage:577140.0\n", - "maxDrawdown:-201527.1462\n", - "sharpeRatio:0.684101385707\n", - "totalCommission:273635.6112\n", - "------------------------------\n", - "参数:{'rsiLength': 5, 'atrMa': 25, 'atrLength': 12},目标:1004664.3888\n", - "统计数据:\n", - "startDate:2010-04-16\n", - "totalDays:1761\n", - "endBalance:2004664.3888\n", - "endDate:2017-07-14\n", - "dailyTurnover:5179549.71039\n", - "totalNetPnl:1004664.3888\n", - "dailyCommission:155.386491312\n", - "returnStd:0.887696038596\n", - "totalTradeCount:9619\n", - "dailyReturn:0.0391993739583\n", - "dailySlippage:327.734241908\n", - "lossDays:899\n", - "dailyNetPnl:570.507886882\n", - "dailyTradeCount:5.46223736513\n", - "profitDays:861\n", - "totalReturn:100.46643888\n", - "totalTurnover:9121187040.0\n", - "totalSlippage:577140.0\n", - "maxDrawdown:-201527.1462\n", - "sharpeRatio:0.684101385707\n", - "totalCommission:273635.6112\n", - "------------------------------\n", - "参数:{'rsiLength': 5, 'atrMa': 30, 'atrLength': 12},目标:1004664.3888\n", - "统计数据:\n", - "startDate:2010-04-16\n", - "totalDays:1761\n", - "endBalance:2004664.3888\n", - "endDate:2017-07-14\n", - "dailyTurnover:5179549.71039\n", - "totalNetPnl:1004664.3888\n", - "dailyCommission:155.386491312\n", - "returnStd:0.887696038596\n", - "totalTradeCount:9619\n", - "dailyReturn:0.0391993739583\n", - "dailySlippage:327.734241908\n", - "lossDays:899\n", - "dailyNetPnl:570.507886882\n", - "dailyTradeCount:5.46223736513\n", - "profitDays:861\n", - "totalReturn:100.46643888\n", - "totalTurnover:9121187040.0\n", - "totalSlippage:577140.0\n", - "maxDrawdown:-201527.1462\n", - "sharpeRatio:0.684101385707\n", - "totalCommission:273635.6112\n", - "------------------------------\n", - "参数:{'rsiLength': 5, 'atrMa': 20, 'atrLength': 16},目标:983785.8654\n", - "统计数据:\n", - "startDate:2010-04-16\n", - "totalDays:1761\n", - "endBalance:1983785.8654\n", - "endDate:2017-07-14\n", - "dailyTurnover:5153400.2385\n", - "totalNetPnl:983785.8654\n", - "dailyCommission:154.602007155\n", - "returnStd:0.92264098262\n", - "totalTradeCount:9579\n", - "dailyReturn:0.0386421451957\n", - "dailySlippage:326.371379898\n", - "lossDays:902\n", - "dailyNetPnl:558.651825894\n", - "dailyTradeCount:5.4395229983\n", - "profitDays:858\n", - "totalReturn:98.37858654\n", - "totalTurnover:9075137820.0\n", - "totalSlippage:574740.0\n", - "maxDrawdown:-212996.1012\n", - "sharpeRatio:0.648834758585\n", - "totalCommission:272254.1346\n", - "------------------------------\n", - "参数:{'rsiLength': 5, 'atrMa': 25, 'atrLength': 16},目标:983785.8654\n", - "统计数据:\n", - "startDate:2010-04-16\n", - "totalDays:1761\n", - "endBalance:1983785.8654\n", - "endDate:2017-07-14\n", - "dailyTurnover:5153400.2385\n", - "totalNetPnl:983785.8654\n", - "dailyCommission:154.602007155\n", - "returnStd:0.92264098262\n", - "totalTradeCount:9579\n", - "dailyReturn:0.0386421451957\n", - "dailySlippage:326.371379898\n", - "lossDays:902\n", - "dailyNetPnl:558.651825894\n", - "dailyTradeCount:5.4395229983\n", - "profitDays:858\n", - "totalReturn:98.37858654\n", - "totalTurnover:9075137820.0\n", - "totalSlippage:574740.0\n", - "maxDrawdown:-212996.1012\n", - "sharpeRatio:0.648834758585\n", - "totalCommission:272254.1346\n", - "------------------------------\n", - "参数:{'rsiLength': 5, 'atrMa': 30, 'atrLength': 16},目标:983785.8654\n", - "统计数据:\n", - "startDate:2010-04-16\n", - "totalDays:1761\n", - "endBalance:1983785.8654\n", - "endDate:2017-07-14\n", - "dailyTurnover:5153400.2385\n", - "totalNetPnl:983785.8654\n", - "dailyCommission:154.602007155\n", - "returnStd:0.92264098262\n", - "totalTradeCount:9579\n", - "dailyReturn:0.0386421451957\n", - "dailySlippage:326.371379898\n", - "lossDays:902\n", - "dailyNetPnl:558.651825894\n", - "dailyTradeCount:5.4395229983\n", - "profitDays:858\n", - "totalReturn:98.37858654\n", - "totalTurnover:9075137820.0\n", - "totalSlippage:574740.0\n", - "maxDrawdown:-212996.1012\n", - "sharpeRatio:0.648834758585\n", - "totalCommission:272254.1346\n" - ] - } - ], + "outputs": [], "source": [ "# 显示优化的所有统计数据\n", "for result in resultList:\n", diff --git a/examples/CtaBacktesting/backtesting_portfolio.ipynb b/examples/CtaBacktesting/backtesting_portfolio.ipynb index 23efdd0a..c7249f09 100644 --- a/examples/CtaBacktesting/backtesting_portfolio.ipynb +++ b/examples/CtaBacktesting/backtesting_portfolio.ipynb @@ -43,14 +43,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "2017-11-30 08:58:50.792000\t开始载入数据\n", - "2017-11-30 08:58:50.948000\t载入完成,数据量:348690\n", - "2017-11-30 08:58:50.948000\t开始回测\n", - "2017-11-30 08:58:50.989000\t策略初始化完成\n", - "2017-11-30 08:58:50.989000\t策略启动完成\n", - "2017-11-30 08:58:50.989000\t开始回放数据\n", - "2017-11-30 08:59:21.510000\t数据回放结束\n", - "2017-11-30 08:59:21.510000\t计算按日统计结果\n" + "2018-01-07 17:18:45.507000\t开始载入数据\n", + "2018-01-07 17:18:45.654000\t载入完成,数据量:348690\n", + "2018-01-07 17:18:45.654000\t开始回测\n", + "2018-01-07 17:18:45.694000\t策略初始化完成\n", + "2018-01-07 17:18:45.694000\t策略启动完成\n", + "2018-01-07 17:18:45.694000\t开始回放数据\n", + "2018-01-07 17:19:17.327000\t数据回放结束\n", + "2018-01-07 17:19:17.327000\t计算按日统计结果\n" ] } ], @@ -73,14 +73,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "2017-11-30 08:59:21.585000\t开始载入数据\n", - "2017-11-30 08:59:21.745000\t载入完成,数据量:370838\n", - "2017-11-30 08:59:21.745000\t开始回测\n", - "2017-11-30 08:59:21.754000\t策略初始化完成\n", - "2017-11-30 08:59:21.754000\t策略启动完成\n", - "2017-11-30 08:59:21.754000\t开始回放数据\n", - "2017-11-30 08:59:38.014000\t数据回放结束\n", - "2017-11-30 08:59:38.014000\t计算按日统计结果\n" + "2018-01-07 17:19:26.235000\t开始载入数据\n", + "2018-01-07 17:19:26.396000\t载入完成,数据量:370838\n", + "2018-01-07 17:19:26.396000\t开始回测\n", + "2018-01-07 17:19:26.404000\t策略初始化完成\n", + "2018-01-07 17:19:26.404000\t策略启动完成\n", + "2018-01-07 17:19:26.404000\t开始回放数据\n", + "2018-01-07 17:19:43.626000\t数据回放结束\n", + "2018-01-07 17:19:43.627000\t计算按日统计结果\n" ] } ], @@ -95,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -104,36 +104,36 @@ "name": "stdout", "output_type": "stream", "text": [ - "2017-11-30 09:42:39.063000\t------------------------------\n", - "2017-11-30 09:42:39.064000\t首个交易日:\t2012-01-11\n", - "2017-11-30 09:42:39.064000\t最后交易日:\t2017-06-30\n", - "2017-11-30 09:42:39.064000\t总交易日:\t1328\n", - "2017-11-30 09:42:39.064000\t盈利交易日\t676\n", - "2017-11-30 09:42:39.064000\t亏损交易日:\t652\n", - "2017-11-30 09:42:39.064000\t起始资金:\t1000000\n", - "2017-11-30 09:42:39.064000\t结束资金:\t2,446,304.82\n", - "2017-11-30 09:42:39.064000\t总收益率:\t144.63\n", - "2017-11-30 09:42:39.064000\t总盈亏:\t1,446,304.82\n", - "2017-11-30 09:42:39.064000\t最大回撤: \t-155,832.39\n", - "2017-11-30 09:42:39.064000\t总手续费:\t216,395.18\n", - "2017-11-30 09:42:39.064000\t总滑点:\t555,500.0\n", - "2017-11-30 09:42:39.064000\t总成交金额:\t7,517,158,420.0\n", - "2017-11-30 09:42:39.064000\t总成交笔数:\t8,160.0\n", - "2017-11-30 09:42:39.064000\t日均盈亏:\t1,089.08\n", - "2017-11-30 09:42:39.064000\t日均手续费:\t162.95\n", - "2017-11-30 09:42:39.064000\t日均滑点:\t418.3\n", - "2017-11-30 09:42:39.064000\t日均成交金额:\t5,660,510.86\n", - "2017-11-30 09:42:39.064000\t日均成交笔数:\t6.14\n", - "2017-11-30 09:42:39.064000\t日均收益率:\t0.07%\n", - "2017-11-30 09:42:39.064000\t收益标准差:\t0.97%\n", - "2017-11-30 09:42:39.064000\tSharpe Ratio:\t1.09\n" + "2018-01-07 17:23:24.218000\t------------------------------\n", + "2018-01-07 17:23:24.218000\t首个交易日:\t2012-01-11\n", + "2018-01-07 17:23:24.218000\t最后交易日:\t2017-06-30\n", + "2018-01-07 17:23:24.218000\t总交易日:\t1328\n", + "2018-01-07 17:23:24.218000\t盈利交易日\t675\n", + "2018-01-07 17:23:24.218000\t亏损交易日:\t653\n", + "2018-01-07 17:23:24.218000\t起始资金:\t1000000\n", + "2018-01-07 17:23:24.218000\t结束资金:\t2,495,104.82\n", + "2018-01-07 17:23:24.218000\t总收益率:\t149.51\n", + "2018-01-07 17:23:24.218000\t总盈亏:\t1,495,104.82\n", + "2018-01-07 17:23:24.218000\t最大回撤: \t-151,844.23\n", + "2018-01-07 17:23:24.218000\t总手续费:\t216,395.18\n", + "2018-01-07 17:23:24.218000\t总滑点:\t556,780.0\n", + "2018-01-07 17:23:24.218000\t总成交金额:\t7,521,413,620.0\n", + "2018-01-07 17:23:24.218000\t总成交笔数:\t8,168.0\n", + "2018-01-07 17:23:24.218000\t日均盈亏:\t1,125.83\n", + "2018-01-07 17:23:24.218000\t日均手续费:\t162.95\n", + "2018-01-07 17:23:24.218000\t日均滑点:\t419.26\n", + "2018-01-07 17:23:24.218000\t日均成交金额:\t5,663,715.08\n", + "2018-01-07 17:23:24.218000\t日均成交笔数:\t6.15\n", + "2018-01-07 17:23:24.218000\t日均收益率:\t0.07%\n", + "2018-01-07 17:23:24.218000\t收益标准差:\t0.97%\n", + "2018-01-07 17:23:24.218000\tSharpe Ratio:\t1.11\n" ] }, { "data": { - "image/png": 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KIjIykoiICJRSjBs3DoPBQHh4ONHR0URERGAwGIiLiwNgypQpjB8/HqvVSkhI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\n", 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EYmNj0el0JJ3b1HDatGmMGzcOi8VCREQEISEhAISFhREdHY2maSQmJgIwevRo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Dwi5YmmNdK9e3fOOuusFq/HTrdu3bjkkktSxyu3CIxmOH6mGDPDys7l3ZxAyzU0BXNmWhS7ExgD\n6o0wNcDRNiGffgyFCFRVLSNdSZ8+fVLb9fl8KEq+zSPiuPUONtM3hcOdsJ4TmS99omNUfVYn0B4O\nNoW02L/2dQI1TTVEdz5j+mqInHMCKw1VLuFaWBGoKFpqyMr9D3Fs161bxwMPPCCmuDrXzazFNRys\nIY6T27HKXd+ITAZSBLaFIhaB+bQJLJKBHQE4i+++W+2YYroSphDr3Lmc1oeDRSWq6/XN5gkE8UBL\nJJpcOobEMioPe8eQtWvXcswxVu6neNzqpOH3+1OjGbTVCfR4hMhK2IYDsNoEim326tUrjzW1zgnU\nNKtyUVVzHZYIHDt2LEcddVTW31vh0D5GZSMwRUgkEqGsLIKur0tVxJ07lwE6gUCALl264PG4i8DS\nUqcIdHMCH3/88dT/Hk8rckUYiKHuNgN3Uls7t8UjjrgRCoWYO3eu43tzTuDGjRsJBkWoPRI5lFtu\nuSVtbFOBuxNoObcVFRX87ne/M5IF23sBi3Mr1hkHagkETBG41gj3ihF1nMTw+92dQDNxs7l9TctX\nQFjCTlHUlGMvRGCC0tJKzJ7n2ZxAIZSzOYEi3D1x4g2sWbPGKGvLBFHrSKJpmsMJFCIwnzERksCK\n1DdVjRv7mavMhRWBmpb7ZWtfYjqBvXr1Sr1oJrIPpZKVY489NuOlS9wTtwFu934yZ1MTkdO0mOrx\n9qcoRaBIKJuPE7i/vnW1jjVrnGlvzMb6ZmXWpUs51sO9pZxmfDbvBII1pFB6mzsRInNWHqYD6PP5\n6NOnD3//+9/5/PPPAWuIIjDdFlGpCper9efPTN9g3xe7E/jpp59y22235bGm1j2A7ALW4zEFinVs\nZ82axccff5z195FIhIsvvgqIOjqRmMcyEAhQXl4CJFOuYVWVCOOYTqCuWyLQniKmtFS8PJhC080J\nvOKKK1L/ZxtZJR+6dOlCIvEv4J5UuQtNOJxdBCqK6BgiRrkxHWCNn/3sZ67Lm71p09vFmuUOBoPc\neuutBAIBDj74COBFY4kEPp/HOFdCBIZC9raXZkeCdKfEcgLT2wRqmuYIB+ffUcoSL6bAs4Sd6ZxG\nU8um3+9mpezWMcDs/AVJSktLU01Scg8NBvAScGSe5XfHFCpm+bxeUwSaIqK58KU9/VDCeN7kdgJz\nPQtbKnwPBBFo54033uDNN99s0XpuvvlmGhvTX2Y04Hvcz09uoe3u8k9GXE+SfChaERiL1ZG9p1Us\n7bM4SXcCKysr8HpbGw5+L/VfSzLy25cVTmA8wwk0hYvlWHZO5YGK20YIr6ysRNdFEnARdmr9+Usk\nmti2bZsj35RomzKZ+vpN9OjRw9UJyqR1TqCqWvulaZlOYD6I8jY4nED7KCOdOonzb4pAsy1PIBAw\nEvja28Sa4f54Slj861//MraTO5zWFidwyJAhNDZ+kfre0mHn8kGkFsomAkXHEK/XS2PjduBXGW1Z\n7biniMHhyIn1Kv8/e+8eJkdVp4+/VdXV9+npuSYzmVxJSAiQbC7AAyExsAZEjSLkLrprorBo0J8x\nrGRXw21BViEublDYZXdhgTyEsMqKrooSJQZZNwlfCBgjEgUCk5DLTGamey7dXVW/P06frlPXrqru\nnunpqfd58qSnui6nTled8573c8vXSac+uGnU18c0SqCWBLJKIPu7qEqgPlKV5kEEyDvkXAlU076w\ndVmpSs/WMwYUy0lY6/MI5nwkMIQ9rrgq9jOwSpw3GANDtAEpxaLP1fZSEminBBZzjXGrBAYCo4sE\nfuADH8AHP/jBks+t92XXopg52Ozd3gbAvIytDyNqkgQSk4BdxBHdXitKIBmw9QSCKoF0O0kg7JUE\nqnBiDjbzD1N9As1JoJlPIEsCx48fr9vulQSSSUrv+E8GI0IynStSXn0C1XtVo2LdkUAS4duvUQKn\nTp2KF154AQDQ0EBIIL1PlgTS8msU9PcKBAYL964oCn76059q+p1Fc3Mzpk+fji9/+cuO26xHW1sb\nOjpUs7vbsnNOUFdnRQIH0dv7TEEJJPieodwhCytzMCWv7HNDiBZRNwShFw0NCYYEpjW+l8SPVgDw\nDgA28pklgUZzMH1niKuEF3MwV2i/LOfyiiNLAo3mYNJe8/5hlUB2nFDv2wreFxIU+jyBRBUMQFU1\ni72rbBuoOdi6zcVJoLvoYLVPqy/liRkJLBdokJI5vJBAAPCWsmosoiZJIFAsPL/WlEBi+tb7aOhD\n+pPJJAShdBLobDAwJ4GybK0EFiOBND0KQO/V6++XgSCEDJMbOxgVI4Evv/wy/uZvNsKrU7IgqPfK\ncUShYJM+OwFpr5YEchyHJUuWAFCVYNpvDQ0NAMiEry/9Rn8vWiHku9/9LiZNmoQrr7zSMl/iyZMn\n8cc//hE33XST4zab4cUX9+LRRx8FoD6r5YQ1CTwMAEilUgXlj9TEtVMCzQNDKMFmSSzZl/SrKPah\nrq5OowSyuRWJz58AY2qrHILBAMyqngQCgUI73ZqDzUmguRJo9r6z6jMLnuchSWcA3KFztSimipVO\nAo2BIYJnEsjzUskk0K05WL1W9aU8qSwJtBvz7KODicpPx7FBqHN+9aqq1YYaJ4FZkPQAn9R9W2s+\ngfbEjvpgJJNJcJxXn0AVxfIEkn2MLzYhgVnDS00nQ7OJ9/zzzy98LicJ1Bc/B7RmiWJkbN68eTj/\n/HMQifzZUwvYyUVVeNyRwHBYBDBgmViaqntUCaTRsiTnYhi53CD01SoEgZCTG2+80XPuP7eYNGlS\nwazkxdm8GBKJKMwJANn2oQ99qPDsKcogZDnnmgRSgm2lBAYCvUgkEkxpwhTq683MwQt1VyQkkHxn\nNAezJNC5EmhuDiYLNKMSaE4CzdWbRCKBbPY9zblJW4uliCl9KtIrgYQEClD7rViVCbYNUtHAkGIk\nkPw2bkgg3bf6ol1HUgm0MxdrF3iNADbmP/tKoFPULAlUpfjnAOwA8EuoKz0aFFArSqA9saMkkExQ\npRNfJ+ZgMxJI8gcalUBqbjRTAtnUI9TJHCBVIxTFa1TYkCkJtB+MjJgxYwaCwT96agE7uXglgSTh\nb78lCezq6sqfnzz3tOg6iSSlKskAOI4rpHswKxM3XHjllVewbNmysp83FqO1bvXowcUXfwj19fWa\nCU5RskXNwfp3gC5k2GdYzZkH8DwhgeS8ewD8tYYEEvJi9ttLTMRruUiguTmY5tkzkkDjos/qmTv/\n/PMxNHRcc27a1pFXAt0FhpSqBJLvjjtrOpCvvNOA6iOBCszqRJcLxK3FCvZ9TBZ4lAQOAHgFAMBx\nvhLoFDVMAvUrz3fz/z8KlQTWihJoHZzwzDPPYPny5QCc+OU4g5voYP1xiiIbSCBV+IoFINBB6NOf\n3oCzzz4bknTaaZN1GIIoGn3P7M0SRkyZMgWSVCwRLQfgh4at2nxg3szBwSAhcVb9tnDhQk2aG1YJ\nBGianDR4XgTpWtlBhZDKYe7cuRVRG8LhMAIBMz+rXtTXJwxbZdm9OXjNmjXYuXOnpv0smeI4Yg4m\nC403AQBTprQx+/Km987zlAQKUBTtPQiCUFYlkLRDgJaQuTMHB4NBxONEedamXyqmBJbPJ5C+QzzP\n58c80i/19RcWOQNLAolPIM0iYLo3Z+4vSfGnP70C4CqnzYeiZJFINKIaSaA+t2s5QYsFmMMNCQSo\nuj9MRoyaQNlH3CNHjmDhwoUF355XXnkFq1atwrp167B9+/bCftu3b8fKlSuxdu1aHDxIosK6u7ux\nYcMGXHfdddi0aROGhsigt3v3bqxYsQJr1qzBrl27HLXD6JRLV91/jdojgdb38fGPf5yZ9AO2K1un\ncEYCzSY0NTcZC0oC7ZJFs8jlMmhubsbQkNfaz+Yk0D5KzQhiQnNS6kwf9fgT9PcfwzXXXIvrr78e\nqkrl1idQBMdZK4Ef+9jH8M477xT+pvn+6OQcDEYApPMExNxXrRZAlE9zJbCpqd6w1Y4EWgWGLFy4\nEKtWrdJsI0SRqk+sOZj4Dy5YMK+wr5USyHHkmYhGE5CkLs13rBJI3p3SlEDaDroPgTslkD0n6887\nHEqgmTlYFIMA+jFlyiybRaNZFgkaHWw3XhavnuQGspxDfX01KoHGhXs5UYwE2lmeYrEok10BoK5R\nTktQ+igzCUylUvjmN7+pcY6+7bbbsG3bNuzYsQMHDx7E4cOHcejQIezfvx+7du3Ctm3bcMcddwAg\nudGWL1+Oxx9/HLNmzcKTTz6JXC6He+65B4888ggee+wx7Ny5s2DmsoOxViWb8Dab36dWzMHOBv9y\nKYFOCodbl5QyEkQzp3o7SFImT2gUeIvONSeBZikv7BAKhSDLTiL59Pt8GADwb//2MG666SbIsjcl\nMBAIgOOslUAzfOQjH8GkSZMAAMEgVQKFAglUlJFTAiuFcDgMfaJlgh40N6sk8LXXXoMghCDLGctS\neVZKIOuqoN2XEAxZ7kc0Gs2/g0OYMGEaPvzhDxf2VfMEUlAFkTwTjY3NyGS0pkXy+3OFz86jStWJ\nlb7LdAFmjA42JzpOnjmWBJL9K6sEmpmDm5ubAJxAc/M4ZDJWZULpPKCt8ELeb+/mYGZPB/sQJbCh\noRqVwMqSQPvFv30fRyIRJs8qwHGkGIK+uo4Pa5T1l926dSs2bdpUUJ5SqRSy2Sw6OjoAAJdeeile\nfPFFHDhwAIsWLQJAUkTIsoyuri68/PLLWLx4MQBgyZIleOmll3DkyBFMnjwZ8XgcoihiwYIF2Ldv\nX9G2GJVA4+dSkg1XF5w98EQJ9E58aS3WTKb4Kss6hxigHxRJ6SrFMZnJZDLgOA6JRAsAL2rgEIJB\nIwk8fdpdLelQKARJMuv7x0B8UdXrmSEYDOb9jkh/uo8OJj6BThVUAPjRj35UKCcYCkUApPIkkKRU\nkuVUTZJAM2WA43rR1KSag2fNmgVJGkI4nLA0fZHfh5BA9nk1U0/ZwBCq8hIlcBBTp56juUY2O6Sb\naKmPJjmupaUZgIy6urrCGKmvxuNcCVTVvVwuw9wXDVApHhhCFDZ7aElgpZXA44WgM5YETpjQCuAY\nkskm5HJpizbQfmODtaSi5mCnifMJipdUlOUcmpoaYIwQH2mMJAmUbJVAEnGvRlMrCiHQ5os+H2Zw\n5wmfx9NPP11I6UDR3t6Oj3zkI5g5c2bBkT+dTmsGx1gshqNHj+arGSQ121OpFNLpdCGtRSwWQ19f\nn2Ybu70YjD6BWcPn2gkMyaC+vhH337/Ndq9SzcHPP/88BEHA4GCxpKuAJFmTwFJNKNTVoKGhBV1d\n7wOY7PIMxnqxAPCJT3xCU26sGIwk8AcgPkCfzrfpLdpi0+NFUdSYlKljvlOoJNC5EsiCVQIVhShc\nkpSuOXMw8ZczTgqimEI83lT4m5IqtZybEawSuG7dOsyYMQOXXHKJKWlkzcGU4BM/ziGDT10m049w\nmPVPlAAECkrg+PHEn/MnP/kJ5s2bh1gsZiCBzuvOqupeLqetnGOWJ9DMHGy3YKNdYVQCSyGBMojb\nhLlCC7Qhk6G5AVWfwIkTWwG8hECgEaIYwdDQAIy1hM2UQOoTmAPpC2P7nCuBAEn7YlSLWchyFi0t\nvhKov7ZdH1ulPVOVwFsAvAztotwHC08kcMWKFVixYoVm25VXXomnn34au3btwqlTp7BhwwZ873vf\nQyqlrmrS6TTq6+shiiLSadWMl0qlkEgkCmSwsbGxQP7i8bjhHFTJMENnZycAao40kkBBaIYk3Z/f\nViurhQzmz78Uy5YtK9y/Gbq6uoqsbK1AJoRjx44BAHp7z9heB1BJILsfLQGnKFzR4+3Q29uLzs5O\ntLa24MiR9zyc4TlD2wDgoosuwrp167Bjxw5H7VMUJd+fMoiofg2Ab+a/ZQMEBmGSOxsnTpxAd3c3\ncjnVHHzy5EnHiih5LwYgy7Kn/iR+XWkAXJ6UDCGXS6O3t9c02Xcl0dfXV9IzYYf+/n6YBU/x/AAG\nBwcN1w0ERMu2yLICIIP+/jROnTqFqVOnFt4L8+tSc3AOp06dQjabATAESeLR2QZqSY4AACAASURB\nVNmJhx56CDfccAOGhsxIIADk8uMjWbR0d3fj9Gni29bV1VVopyzLDl0TAEDGwEA/Ojs7MThI+uX4\ncWpq5vLkTTUHDw0NWfaH2Xb66PT09DDtk1CaOfhOALehmKJG3ymAPFOxWBgc14lc7mwEAmEMDT0K\n4E8Avs0cRcmzOjYqShY9PT352sqEkBshFcYiM8ydOxevvvpq/q8u2JNABbKcQygkoPpq4ZLxzeo+\nS313yXtihSwkKWt5fkmSoChmvp5UqPgBgDcctyWbtb5WrcITCTTDz372s8Lnyy+/HP/+7/8OURQR\nDAZx9OhRdHR0YO/evdi4cSMEQcC9996L9evX49ixY1AUBclkEvPnz8eePXtw9dVXY8+ePVi4cCGm\nTZuGt99+G729vQiHw9i3bx82bNhg2Y729nYAyJv7WMKTQTLZiDNnTgHYi3A4Ap4vf06ykcEQEolE\n4d6tIMsyOM7LPZMqHxMmTMifRyp6LaowsPvRgARBEIoeXwzt7e0455yz8NJLRz0cfRveeIM3bQM1\nhTptnyCIkKQMAKoskgGc5wOQ85ZAUczCLAfyhAkTkEwmmeASGRMmTEBbW5txZxO0tLRAlt9HPB7z\n1J9E8UtDEAKIx5NIpc4gl+vH9OnThy1HIEVnZ2fJz4QV2tvbTYPABGEQbW1thutGImHLthBfwUHU\n19cXbS+pwUweAo6T0d7eno9GHkQs1oT29nZcf/31uOGGG5DLDemCLag5mFS2oaR8/PjxhYjv1tbW\nQhuI2ul0gaegrq4ufyw5L323iVrJKjOy6fNFA0nM+oAqh6FQqPB9U1Mj7M2cxUjgIZvvVPI7YcKE\ngj9nU1NTPi1VN+LxGMLhKNLp2wGchpYEGpVAjlPQ2toKQRDzpNg4VXKcgsbGRsvn4Mc//nHBFYpc\nc6rNPZAxtrW1CdVXxICocVb3Weq7S2uUmyOHZNL6XZsxYwY4zphcW33f3Y1joihWbByygtUicrhQ\nNhLIgvp4AcDtt9+OzZs3Q5ZlLFq0KF9PE1iwYAFWr14NRVGwdetWAMCNN96Ir371q3jqqafQ0NCA\n++67D4FAAFu2bMH69euhKApWrlxZ5KHJ31ghCIL65AwhGo3hzBkSVBKNxgr+MKMfmSIRVgTezcGS\nxmndfuVmjXKYg8877zxcfvnlAIDp0zsQCLyLnIdbkmXz4Ja77rrLEOVph0CAmoSpH9IAJAmQ5T+C\nmCEAURwyJYEAmKTNiqfAEAA4cGCP42NYRKOqT2Ai0YBjx45DEMRhJ4CVBvFRNqpkPD9gWhkmErGu\nFkPcCHocPcOsWVVvDmYj0UMhYqbUnlPKn4McR39r1gTMPsOBQMCVEkj9rIxjoKL73zwNihMXBNYc\nPHv2FDz77J9NFXGCYv1pt3hVlZtQKFQgsWwKHUEQ8j6wZpYDo08gQEoH2lWeKmYO1j5bxdJZ5SAI\nRDTh+TQshqcRgrHUZzlhbw7O5t8ZcySTSUiSWZ5c+i5UhOLUFCrSQ88//3zh85w5c7Bz507DPhs3\nbsTGjRs125qamvDwww8b9l26dGkhKMEp1LxUdFXVj2hU9fWJRKJIpaptxeUVGUQixSNryUThhQTK\n+fxhBAMDzkig3qxJJ5NS8k299tprhc/Nzc0IBt/0RAKt0NLS4qooeiAQyqcyolGa/VDTo/0XAGBw\n8Cfg+Y9Cln9kOJ4QgygymZTHwBBz/0vnxw+A54W8j+57CAZrKygEoJOxWWDIYEHRYtHYaO1uEg6H\nAAw6IoHWPoGDmt85HI5iaGhA915oSSD9ra1IYCwWQzbrtCQkGxhiHAOdRAe7JYEzZkxDNPoC0paW\nzmJjgh0JVH/bQCBQ8PdV8wSS9E+Dg30W5/l6/n+2L2h+RuuAFqckkIgidiqoAiALnicpfwQhU2Uk\ncCCfTqoysCeBOdtnraGhAZlMN4DXEA7X4dSpY9i9ezc+9alv5PeorQVtJVCzyaJVJZCu8lKGIJXa\nKBv3KwC/cqwEevMJ1K4EnZJAq6oL5fI3q6+vRyDQU5ZzeQVJNTMEuvLkeVbavxsAIEldkOUfW54j\nFmsA0O2aBJYaYEMTF7e3T0JjIyGBdkERoxVsBDYLjhswJYFTpkywPFcoFATH6VU7c5iTQBHAoKY6\nTSRCgx3Y90Iq/K9XtCjYNkSjUZvoVz1UYkcrxVCoSYHtA0PsJmbKZdlk0R0dHQgE7HytSiGB2u8o\nCdSSZwFdXVbX35H/X5sihiiwdqlt7EkgbUd9fSNI6VKrgI9vA0gUlEDnZv3hwmA+iKwysE8NZq8E\nkuhgEcBOrFnzScRisXzeWfqb+UpgMdQ4CczCigQmk/WoPt8LL7gMwC5EIsNnDi6VBJYr8Xx9fX0h\nL9RIgZDADKgaMTDwX67PUVeXBHDGNQmkydRJxKN7kIn8IObMOQfNzWOPBAKDpubgqVOtfbfC4RAU\nxRkJdGoOpkRUuziyNwfv27cP55xzTmFvRVEQiZDnqDhYc7BxPHCiBNolVrdOFl1KYIgdCdTKZmbm\nYGeJ4LUkUDUHe1MC6W9FslsMAfi9xZ6v5tsbQDAYhCBUmzgxkDelVwZaJVAvEGRty8pxHIcLL1wM\n4BeIx8liip3nWAuWD3PUOAlklcC78j5QBA0N9agNJZDAiRIoiqJHc7CeBBYnHbt379YEC7EYGDA6\n8noBSdBbDSRQVQK9gFQJcE8CaYQ9rQ3tFoQEvonZs6egtTUJ4F2Ny0StgKT6MHtmjUrgb37zG/zd\n3/2dzblKMwcTBdCcBGonQDqJmSuBCxcu1JiPc7kcEokmqL5nC2BdTlJV95wogWZ52pzU2abZANR2\n2xG58imBqsopOyKBdXUXIxaLaRQ4RcmVrARSqInHrdpA+lIQxHwVoGqblwYQDg8XCfyM7ttckdrC\nwJQpHQDeLQgh7LPGcb4SWAw1SwJphnrtC6UOsolEoqTEydWGSvsEug0Mueyyy3DxxRebftffXx7i\nVl9fD1keWRJIotCNJPDNN9/Etdc6CzBpaEgC6IYsuyOBXgN0KMg70otYLIbJkycA+AHefPNASees\nRoTDYUiSkSgripEEXnzxxZbVQgD6njlTAgnRoiliWEVvSEOiYjEzEmhuDrZS1yVJQjLZCJKKBCBB\nSe9btMzaHAzofXat8gQWn1xZJZA813aObsX6044YmZ83l8s5VAKHcOWVV4Ln1fYqylBelbNSAr+K\nVOoJDyRwRf4fC0oCA/nAkGojgYMIhSpnDtY+b9pCEDyftXzmKQj560M0SuZArRLok8BiqNkeIoNU\nFwQhUwgcIPmeCEiuwWp72dxCHfycVI0gCWUlWCU/tYbqE3jTTTeVFNixefNmxylQiqG+vh65nDdV\ncfz48WVpA/FnGYJ+IjrrrLOwZcvf4tCh1/H739P0Fub93tRESKDXwJAjR454ajsxTfYhEokMe1qE\n4UQ0GoUkGQmzLJubg+1AFHfvPoFkQhvUkBJqxrIzB5v5BGrvRUY8XgeSlJjCyvdWJXb6oCL13S4W\nGOKOBJJzeFUCDwP4pc335ufN5XKawBCKYLBJE62vKCk0NDSA42h7FQwOHsXEiRNNKk9RkHygTsbC\nxsaG/CcZNFhMC9rGYJX6BJr7zpYL7HPCcTFNBDnP5wwBhnpQEsi6Aajvj9142g5gE4DNntpdK6hZ\nJfB///c5ANdpVlXswxaNRmtACVQdjZ2QQFKfNAD7wdgMqjn4O9/5Du6///4i+1vjW9/6FjZt2uT5\neBb19fXIZr0pgWyUcSmwUgIBkgbp0KHf4Qc/+IHGtygYbMVFF11U2K+tjZjxFEV2RQI///nP4403\n3sC0adM8tp0MrpFIBC0tLQCAa6/VqxSjH5FIJJ+QW0uKZNn95EaUQHNipAdbO1hLAjMaUqK6qVgr\ngWYpYlhIEl1AsOewIoFKwcTLBm8AxF+3VHMwJZh33nlnYVtp5uBiteKtSaBeCezo6EAwqI3+lqQ+\nNDQ0FCpIcdznkM2SogTEHGw9TxQjKJ2dnZgz57z8X1aiAzlHMBjKk8BqEycGNK5U5YbWbYC9zkGH\nSiB5J2mAiXMl8BiA3d4aXUOoWRKYydBoTfUBY1MqhEIhF2WWqhUqAbKPsFJhl/fKGu4UquECm2PP\nDXg+YFt1xm0bSHb6QcyadYHpPldffTVEMQIaPBIOt+Bf//VfC99PmNACuhp1o7KKoogZM2Z4bDkK\nvjbRaBQXXHABnn32WTz99C7P56tWBAKBvJKtncwlyT0JpCYn5+ZgMuZQczBdrLEkSjUXejcH53K5\nPFmzIloZqO+9bGkOJgvF4tHBTgItaE5YoFQSWEx1LG4OFkUBnZ2d+OlPf2rIp5jLpfIkkPSPovyb\neuUiAS3FSKDW6mE13wTy5wpWrU9gJUkg634hivUA/hHkWZkL4HTRPqb+8GZKoOrGZOU3XW19Pfyo\nWRJIwSqB7Kq3eHHw0QCVBDo1axHzhlsVTOsTWC0gebyKmZmMcOt7Z4dYLApCAoeQTDbi8ss/ZLqf\nKFKy2IW+vt9rBjaqwg03KAmMRCIIBAL46Ec/OiLtGA4Eg1FoAyUUZDJ9mrrkTkBJoBOyTp5NGYRQ\nEfVQJYHuooPtzMFbtmzB2rVrTfzu2PPNBilrSKJaafv1SqB6b8Wig915EhFXFDufQKvIWaA4CXSm\nBLa1taG1tVVHAmXkcul8pgFC9uLxT+HBBx/MH2cXGFKcBALs7/oBiz3I/amJrquNmKzBqVOVK6W2\nePFivPXWW3jqqacgCApIvV/iz8px/UWfNSqAsEog9X1XlcAIgL0mR3sP6KsV1DwJZP0rWHNwKBSC\nLFfby+YWf8T48ZMAwLGyNTSUAnChyTfdAE5YHFXZjPGlgCgZ5xTdT4U6IZcDxKmfkMBwOAyOM1cl\nSYqFQQCfgqLImoHNqYpbblC/LrtAiFoBSXbLRginEQgEHddppqC/lZPjSKStAvr+cBxXIIFac7C9\nEqhNemycEO+++26cc845DOk0wxGoTvfq82/mE+gkT6BbEqiqM2bZon8PwFhQwDnMyZWZOdgYJNQH\nUYzl70e9Z1o+Uk01xkJbqaUYrKoTqSDnoObgakxdduDAixU7N8dxmDx5MuLxOCTpz/mtNKgpVfRd\no++UuRLI/j5vmxw92jlA6ajOmb2MYKX1Sy65BIcPHwZAc4dV38vmBhz3Ki65hBC60sybOQBnAZhs\n8b1UlUqgijdd7CszE13pIE79xBwcDodgxS1JstUBUD9OdmCjE87771tFc1YGrBJY6zCSwB5Eo0kP\n5yETjRPizvM8OE4G+/6w5kkKOyWQ+OQVDwyh11OVR8DoJqHWMVZJoJmKxr4b7pVAM9IoCAIGB98D\nEDceUFSN8VYRR5IkQ2BIKETLPFJ0Ixarz/9WLPHl88eZKYEqiXSnBFqh2pXA4UEsFsPQ0J/yf9Gk\n+8VJoL0SyD67ZqUjRzcHKAdqNjpYhRo8cd999xU+k8FgdL9skUgnZs06GwBcm7XIJCMA+DSAx4ru\nW40+gd4glTWBaDweATEzBhEMishkzMklSbEwAJorjJ1Er7nmGrzzzjuOamKXE2xgSK0jHNabg88g\nFqt3fR79hGMHstAYBBAGxxF3DTOfwA0bNgAAnniC9cd0FxgCsNHIlHToCR41MWvrAes/kz/tA0O8\nKIG5nFXFjGIkyRsJHD9+vIE8i6KYz5BAx79uxOPJfB+oJJn2iblPoPoclYcEUoJKlenqm5f+4R/u\nqvg14vE4k8+TkEBF6Sv6rJkpgTQTiHZBYiSBHOebg2tWCTx48CAAQJa78U//9E84cECb/2zevHmj\n3ieQ54cKCqB7JTAD4BkUJ4BAtfoEekN5VU1CAgdQLLN9KvU+gsG/K6xM2cmD4zhMnDixbG1yCtqG\nsWAOJslu2ULzPUgkKksCibqkTWGkNVkRnHvuudi2bZuFEqglgcWVQEpw2HNQUJKjVffYc5pFB5fD\nHEx8Ap0EcJmZTu3GaXKPkybNxLFjasnGnp4erFu3zhBQY8yQ0I1Eop4x3ZM2qEqgmTlYNWl7Nwff\nx3wm1+V58nxoAxZfLnr+SiMYrMfnP39jxa9Dkv9T7AdASKAXJVCNDmb73owEVh/hHm7ULAk8//zz\n0dQ0GbJ8BtOmTcP8+fML3ymKgkWLFuVJYHnq2I4EOC5TIH/ulcAMgE843Fcqmw/dyKO8SmAiQRWm\nnG3ajB//+IcIh98tTLhuJ9FKgA6uY0MJjABYAuBofssiHD78W9fnoX3llAQCKQDIR7Gbk0AKrYeC\nlgTS/e3eQzUwhE58ehKokhxW/dOSQL1PoOJaCTTztLBPFm1GflnYKYE07VJIk/szkUiA4zhTMzp5\n/+k5u9HQUK9J58OawGnRAS3cKYHXXHONyVY2Nx0lLIrOJ1ABqfxSuaAMJ1CU4rn6ygFt7lYSmCPL\npSmB2t/OSPh8EljDJBAAIpEYZPmM6QOsrgi9mRqqASwJ9KYEOkVtmYPLqQRGoxEIAlECqXnVDHPn\nzkU6/QYEgUyEwzGoFgMdXKlPYi1DJbonC9vGjXOfMJyqps7NwVoTqBoYYpzY7JRAJz6sqjnYnRKo\nb4uTPIFuxwMyMbO+imw0cCkkkI5j5ot5MxJIMiTQ65xBQ0PCYA5WSaCZEqiSQCeLub/8y79EQ0Oj\n5fc0NY0sZxEMBpnoZWoaLU+ZTa+Q5eK5+soBOg41NTUVtknSKddKoCAIjE8g++wYlUBF8VZ3vZZQ\n0ySwvj6JbPZ9y4eIPCh/rHArvNV1dQKOyxQUwHjczOHaiOXLl+c/uSOBvjnYHNFoFIHAAIAcgsGA\npckrFAohEAiC58lAVA1KIG1DuXImVjNCIZpMnQz6icQ8/PjHP3J9Hq9KIIWdEqhNoeKeBKqBIVZK\noAwS9NFrYw42RgebXdteCTTur1Xa/gySssYMZiTQzhzMqmZGFFcChxAOBy0DQ8qhBALazBR6UBI4\nNNTP5K/th6oAnnJ0jUpBkrLDumj9q7/6K83fbqODiTnYTAmkJPBZABwEIYZc7iSA4yW3eTSjpkng\n9OlToSi5IhPuuRVswRsg+YkqhQzC4TBOnDjhmFT88Ic/RFPTZLgjge4qWVQ35LKmu4lEIhAEYg4O\nBkVccsklaGhoMN2XzVVXDUrg0FD1ENJKQ+1vkiZFUfo9+UK6IYEcx0FRzJVAc3MwS54kAPXo6dnn\nQQmkJFBvfqV/p2zMwZXJE6i9XzoZmxE4r0qgOWg7WZcHrRIoM/2r9lsxJZCkfHL+HutT8bBTL1Wr\nBgbS+fy1gwBiAP6//B6nHV2jMpDAce6VX6+46aYv4m/+5m8wY8aswrZivqR2SiD77NAFOA06iUYn\n5rM2jKy5faRRttlQlmXcddddWLduHVasWIEXXngBAPDKK69g1apVWLduHbZv317Yf/v27Vi5ciXW\nrl1bCOLo7u7Ghg0bcN1112HTpk2FSWr37t1YsWIF1qxZg127nFc0OO88Uk5r5Cbc7uK7lARS5Nxt\nsmFR1KYh0K+8tEgBOFNTPoHlVgJ5Pg1iDg5g69at6OoyL3MVDEYgy6fxwx/+sCqIVzptlrOtNqGa\n6r8MwFvJOEA1BztJzk7eGa0pz67yR0cHW79ZKhzrjgQWDwzREzu9EshCH0lM4c0nkIKqo/Q9MVNA\nWZSuBE6ZMqWwjbz/lBxIEASz3Iikf8hzoydwacTjRD13+h5TJbC7uxu//vWvUV9/ceE7jiP3TEkg\nzWPIcTT11UiSwCx4fvjmz+98537MmDEjXwqO4PRp+/ungTczZ84EQAOyKKlXf7tAgJJAkoVBklJI\nJBrBFl0YiyjbzP7f//3fkCQJO3bswAMPPIC33yaJGW+77TZs27YNO3bswMGDB3H48GEcOnQI+/fv\nx65du7Bt2zbccccdAIAHHngAy5cvx+OPP45Zs2bhySefRC6Xwz333INHHnkEjz32GHbu3Gk5yeox\neTKJuBw5Elhp4pRxVDNYD0IC1YH1sssuY77VD3hLAFwxCpRApwE+5SWB8+fPhyzvBZCxjQ4GSJqS\nTKZT5wA9cujv7y++U41AELTMxEvJOMCLEujcHDxjxllsCwufymsOZtU+AjufQL3/INsmN7AngeyY\nY64Ezp49D3V1ZiUSyWLWSi2i1508eTKzzagEsuZqo0+g0RxcV5fIf+9sbrnggguwYMECJJNJQ9oZ\nag7u708zpTAB4J38/5UWE+yQhSAM//wZDqvvV7F3raWlBZFIROPbrJr82X6mwgf57fv730VDQzN8\nElgm7N27F62trbjhhhuwdetWXHbZZUilUshms+jo6AAAXHrppXjxxRdx4MABLFq0CACprSjLMrq6\nuvDyyy9j8eLFAIAlS5bgpZdewpEjRwrZxEVRxIIFC7Bv3z7LdrCgD0Utk0Av1Sb0SqD2HHofRuIz\nWf0+gU4DfMob5HLOOedg0qTxAL5fqMBhBUHgoShZzJ5t5Q81vBhLJFDPobySQDeBISQtinNz8A03\n3MD8pT7PgiA48tskCZHtAkPo3/ZKoJYEyq7NwdY+gRTU/EYVHrad5iQwGAxZlJ2zVwIB8puxJNCo\nBPL5+3ZuDqbpTJzOLbt378ZvfvMbANRnTT0nNQfTyjA0vYkatDCSuexyI0IC6bv5sY99DCtWrLDd\nd+7cuYaxTE0DxL5HdM5T577m5ib4JNADnn76aSxfvlzz79SpU3jnnXfw0EMP4bOf/Sy2bNmCdDqt\nCViIxWLo6+tDOp3WpDSJxWJIpVKa7Xb79vVZJR3Vgg7YxV/USqWJ8Uo2ngPwf0X3UpRSlECnJLB4\nfrLqgFMfx/IHuaxd+zEArxZ9zk6dIiv7aonGtXNWrzVoeYyCXK7ySiAhEtrJyY4EXn755fjrv/7r\n/F9aJXDGjBk4ftzegb24Eqgmi7bLE0jyAqok0IzULV26FGeddZZhuxW093td/v8uALcDYFP1mJuD\nSWCPGQm0jw4GiNsDa77XK4GBAK8LXFHv2dwc3I/6enfm4GAwqIsMV8/JcTnccsst2Lt3L5O1wuwe\nRwLZfH8NLx5//HH85je/wTPPPOOpupNK9Nl+NpLAlhafBHr6dVesWGFg55s2bSqYFS+44AK89dZb\niMfjSKVUc0g6TQp1i6Ko8UdKpVJIJBIFMtjY2Fggf2bncBrN6JwE3grgDkfndAevSuCVACYAeNd2\nL0UZ8kQCyUpzT+Fv7Tm0JJDjAlAU+/xk1YEhEGdqOwyAREaWlwS2t7cBKD4h9Pc7W7wMF+688058\n+tOfHulmDAvo48txAhQlq8kh5wbuU8RoYZciBgD+4z/+A+++24tf/EJLAgFg3LhxttczBoaYESoA\nyFmag83yBJq9+xdddBHefNN5uUbzRWQGwG0AWF9IM9Url4+atVYCnSWiJtArgVofMoC9Z6LuG5XA\nhgZ3SiALfcQxx+Uwa9asglrJ8wIkSb0mz2dQtPxwxTAy5uCOjo6CBdELMpk0gOUFVRUwJ4Gtrb5P\nYNko/oIFC/DCCy9g2bJlOHz4MNrb2xGLxRAMBnH06FF0dHRg79692LhxIwRBwL333ov169fj2LFj\nUBQFyWQS8+fPx549e3D11Vdjz549WLhwIaZNm4a3334bvb29CIfD2LdvX6HMkhk6O9VIH0o0u7q6\nNNsp/vmf/xk33XQT3NWe9QIZ7glhMZWGQ18fcTQ2uzc7vPHGAQBqBZW+vj7cfPPN+N73HkEqpc+b\nRB6RQ4d+6/o6w4tiq+XLAfwy/3laWe+FTuz9/f1FzxsMhquqHydOnFgV7enr66toO4aGyHMtCCHk\ncgMIBCKerpfNksn59OnTRc3pvb3aoJDOzs6CP/PAwIDl9TMZbRL7U6dOFVWP+/r6MDg4CPvAEAJF\nyaG3txednZ247777MH78+EJbJElCJpNhri+5/m2oo77ZWKyFWTvN8rbloCgKE/HJgrz3uVzORRs5\nsEqgLOfQ3d2NwcH/B+BcKMq4wpyRzWagH4s5Ll3w/z158qRGpHCC06dPa0gekNH0sT6ZPc8PjSgJ\n5HnBtm8r/e56xwuQ5VnM3/TZUueKcDgIQegFLaGdzWar9F4qh7KRwJUrV+K2227D6tWrAQC33347\nABIYsnnzZsiyjEWLFmHOnDkACGlcvXo1FEXB1q1bAQA33ngjvvrVr+Kpp55CQ0MD7rvvPgQCAWzZ\nsgXr16+HoihYuXKlbY3V9nZ1VTlp0iQAZFXBbqdYs2ZNngS2laUPjKBvbhaAW989Z6a6iRMnmt6b\nEwQCIeRyQxg/fjy++c1v4oknnkUqZa4EDg31e75OJXH++efjtddeQ3ES+MvCp0AgUNZ7Ofdckmao\nqamp6Hnj8VhV9uNIo7Ozs6L9Eo0SMy5RBgYQCkVKut7UqVOLquP6VEHt7e0FK8bVV19tqeyRtsqa\n44q1tbOzE4lEHNZKIA81MERCY2Mj2tvbsWnTJs15RDGgMZ3yPFmgu+mrSy65BK+//rrmmIEBM3Ln\nlARmUV+fYPL4sSDvvSDwjttIFm2qEhiJhNHc3Ixs9ggAgOPGobW1Fe3t7WhsrIdeCQwEBtDWRuaM\nSZMmuVYDBwYGChHBAMDzMlpaWgrt1z9XgpDFyHluZCGKIdu+rfS7WwoURV180AAcrTm4BTx/pkAC\nRVEc9nthyx2OBMpGAoPBIO6++27D9rlz52Lnzp2G7Rs3bsTGjRs125qamvDwww8b9l26dCmWLl3q\nuk3UdGNlelF9DZtdn9sZ6IvuhQRamXK08BIYQhEMRpHLDRVW7sFgCHpzMM8HIMvAt7/9bc/XqSQO\nHjyIceOm48QJ587T5TYHNzaSagBOJoN4vDr8Acca6LxK1KQBBIPe83c6NT2akcR4PI7XXnvN1rSr\n+vYROPU7U0uzmZEr1fzLcZKln5W2qgf5360ryK5duwz1cs3NwWbtNFNXcwiHvQeG6GH0CdRHX9un\niAkE+lFX15L/7H4KZYM/AGIOZs/D9pUoikxU60ggi0Bg5HOaekU224tgGJEEdgAAIABJREFUMIxM\nZhAq+dP6w7OEfCyi2h29SgJ14raanEOhEDZv/ltUrnQcSwLdQVvuxhpefALVY0n/0AABQiiNSiAA\nfPzjH/d8nUrDjLxqoZ0gyh3kQk11xSaE66+/AZs3b7bdx0dlQIIdaFWOAYRCxfP8lQoronXeeefZ\nHqf69hE4J4F2PoHqUK8o5rXAx41rgyRlDdHBbh3zBUEwjLnmRNKsqoO5OTgctg8MceMTePz4myA1\neUkbeJ7XtU/W+QRqx2KeTxcEBi9BC3oSCGhJINsWkod0JElgsWIL1Y1MpgexGI0hoEKBTwJZjN5f\n1wGcBIYkEnFw3BBcjCEuYDbIOYN2kLCGFxIYjUbR39+fz5ZO/IAAIByOwEgCCWGialc1IpGoh319\nTa3jb7mVQKepiB566MGyXteHc9C5mijb6cKzX0l4DabyrgQ6I4H6wBCKN944jDNnzuCGG25GKUqg\nedvM3jk6xrHkztwcHAoFbZVAN1xscFA1EdJIaSslUBQDhvlBEFIllVospgSy41M4HEE67SuBpUCN\nbjYqgcFgEDwvgdSyfnmYW1YdqGkl0AkJDIVCEIRK1fdlfQLdonIk8MiRI/ljw1i1ahUWLlwIwEoJ\nJKMfm6an2pBMJgGcsdlD2//lVgKp4lz9EdQ+SPqNVEluFM6vxdafdY7SlUCjmVVbKtFcCUwkEpg0\naZIhRUw5nmtzxexzhnZaKYGRiJU5mKRdcqMEsuB5eyWQmGP1gSE9BX9zLwgEArogl5xmTGI/R6NR\nJqp1JLAPAwN2C+zRAPJskJrMbL5A8lsQq9tiALdoklSPFdT0rFXMHAyQ8k+CUKlknN7NwfY+geqA\n52WApo7foVAYO3fuLJSdI6V6BgCsBfDj/PmDnq8zXGhqaoB9Vv3KkkDaN2Mp795oAyUhRBVID6s5\n+Atf+AIeeughx8eVpgRKcKIE2r3PpZqDnWDdOjbDg70SyHG5/BiuJ4F/AvAlAN5JIMextYPV9tC/\nA4EAeF4/fveira3N8zWN5mBtvld2gRKLjTQJvBHHjh0ZweuXD2YkkPz2EgAyHkQilR8Xqg3VO7OX\nAYIg4IUXXrAdREOhEFNYutzwSgLZPF1mKE25pIMMMf+qiMcjANIAngTwCAAgGGzGz372s5KuV2k0\nN7tTAitFaElqDR/VjJFQAtva2nD99dc7Ps6rEmhfMUSrBNoRO+135TEH66FVXOwDQzhOgiiKJkrg\nGUyZMjf/2SsJlIqYg0UDCZTl3pLNwZlMLwA6rmpJINs3RMjwx5VSoPoDD+X/1pJA8vzROdFXAmsO\nS5Yssf1eJYE/BBtBVx54I4H6PFFGmJlMnINOgPqJMB6PgpBAQG37kKbqSzVi3Lgk7JVAvWN3Zaqf\nDA2NZHknH05AlcDhWPGr6qO7563yPoHm5mAtjNUzygkSdau2R4WZEqjk1TM9CexHNEr8cUtRAo3m\nYJX4qkqRilyudBJIcHX+fy0JZJ/NcDgMjvNiSSoPEonFePTRR0fs+l7xP//zPzhy5Ai++c1v4sQJ\nkvePKoEsCVTNwaTPo9GxpwTWdGCIE6gk8PcVOLtXn0CzouUsSiOB2sg3FfX1UajF3Wn9Sm+l6YYT\nTU0NEMVOZC27ubLmYApfCaxeUCJDlcDhWPGzRMIN9Eqg0+PtSCDH8UxwgztzcCXeF6JamsGMBMoI\nBEJQFL2LTJpJol0ZJdCMBGazvYXawV6gkkBCOPRjLEtEiBl85MYVjstgxowZI3Z9r7jqqqsAADff\nfDP++McjmDx5Iu666zsAoDGv09+X48JQlLFJAmteCSwGEiI+hPKrgIBXJdBYO1KP0kgghSBo7zmR\nUJVAdeCrfhKYSCQQCNiVZNMSap8Ejl0MpxLolQTqlUD3x6k58FSw77p5dHBhz2HwCbQmgWbvkLUS\nGIuR4D+vSiBASC5LihVFJYFEKWJJYBaynNUk1HYL9VpBAN9Fb+9BnRKoLlDI9pEbVxTFW43tasK/\n/MuD+PznPw9ZpkqgarGh5mCeJ30ei/kkcMxBJYGVgFefQGfm4Pvvv99tgzTQiwGRSASiSEigIIwe\nJTAejyMQsCvdNDxK4OzZsytyXh/lAyGBKc1EWyl4NQfrlUCnIIpW8cAQqzyB6nk4AH8GcBqV8gm0\nIoEkXYcWVI00ksA06upKMwfzvMTUS6bQK4HsInIQohguiRjTYzlOBPAFALAMDBFFET09/wvVTWd4\nUQskECB9KknEl55VAinJ5zjS59Ho2PMJHPPmYLKiq1SKGO9KoGQXHIxBTJ++AF/84he9NgyAUQmM\nxWIIBI4jmwUCgRxyudFBAuvq6sBxfSDkOAqjaUjb/7FY+Qe19957r2pLJ/lQQXKeDQ8JLJc52Plx\nAjhOZsymrDmYbYOTwJBbAewGMLkiJFAUzfvEPHGvtRJYV1ceJdC5OVhy4LPtDBwnFEz0ViRQ3b4T\nwPqyXNcNZHmgkGptNCMcDiOXGwLxcdUrgTnwPFEAfSVwDIK8cKWYgyUAXRbf0UHLXeoQWqXDGgOG\nyF4vEEXtzx+NRiEIZMWZzb4KQIEkDZRk+hgOxONxcFwKADUJ60m9tv/D4coogT6qF9/4xjfw/e9/\nv2AOHo7Bnk0z4galmIM5rvTAEJUQdZUtT6AeVkqgGQm0UwITiVIDQ+zzBJLfjh0/pLIFlrHjPEsC\nly5dms99Cqb8XqXq29tDkmpDCeR5HqIYBhEKtCSQPANkPKj2ua4SGPMksHQl8GkATTAftCsVHTxY\n8sN622134ytf+ZJmWywWA88TEihJpwG8iVwuVdWJogGiBCpKH1STyWndHtr+D4Uq4f/po5oxefJk\nfOITnyiYg4fD7DPcSqBKAu1rByuKfWCICkIoK5NSyZy0mZmDASXfh4ruuHTej7kUSAYlkPUJNCqB\n5esPKxK4efNmdHeTbAfnnXcepkyZBXMhoR/A8bK0RUUGwO/yn7+EwcHTNUECASAUioHMEcYUMTxP\n5rjRXCLPK8Y8CYxEIpDlAXhXAukA/5bJd3TwsPNXM8JJYEg0WtqLeeutW3DllVdotpGIt2MAOMyc\neSGAE8jl+pkIvOpEPB6HoqSg9rORBKqlg4wKqI+xAzLID68SOPwk0Dw6WIWTwBCAmM4qRQKtrm2u\nBKoRvGyi/P4SlUC5EPiiVwJZFVdvDq60EqjH1KmzYC4kfB7lVwi/A4DWtv41ANQQCYyCZAFRlUCq\n9PI8eX56enpMj61ljPnZUCWBXkGPNYtOpYPxMVdnLE4CBysS3Thv3jykUi8DUPJVRN5GMBit6moh\nACGBkmRHAnNIJpsLf1X7/fioHMig/2NMnz694tcaGSWQDQxh1SO3gSEArT5SiffFirRZ+QSSe9P2\niyj2FqwUDQ0NHlqRA8cZlUB9nsBKmIOvuOIKhELnFv62I4GhkFWEsF2CfK9g57HxAGpnvAyHYwCW\noqfn/wrbqBJIczF2dVm5dtUuauPXLQGEBA7CuxJISWA3gJO678iAxvPvuTqjag62Wt0OVCS4IRwO\nI5lsBQCMG9cM4M8Ihao7UTRAzMG5XB/slEBKAsPhMK655prhbJ6PKkI2S1w/1qxZU/FrjVRgiHnt\nYLeBIQA1B1ciRYwbEkjVOiMJPIOGhgYcPXoUv/rVrzy0IgdKcq1SxKgVJSjkspDADRs2FOqyA9al\nTRVFySfWNlMCK2GhUfuX56dW4PwjB5pYHAB+8Ytf4E9/+hNDAgnRr1TmiGrGmCeB4XAYksQqgW7M\nCgqAn+Q/3w6gVfc9GTwiEXckUH0RrfJDDVYsqSUdhNvamgC8hWi0uv0BAULkc7kBqD6B+nQKOSST\nTQCAvXv3Yu3atcPZPB9VhBMn3gYwPOpGuSqGuD+utBQxagoTBRxXmRQx7kiguRLI82eQTCbR0dFR\nqH/uBMuWLct/slIC7fIESjrTujeIoqipBGJHtEOhkSGBghDCfffdV4FrjAwiEdV/dPLkyZg6dWre\nMiAByOHee+/FXXfdNWLtGymMeRIYiUTyJJC+ZG6COP4A4Jn856Mm30tobGyGIJxy1Sa1uLhV/sKB\nfJ3f8kOWyf1PmNACnj+CWKz6SaAoipDlHIDe/BY9ec6ioaERwNhc6flQkU73IpFIDsu1Rj4whDVj\nOg8MUUng8JqDVXO2HqwSKIGYLP8WHHemEEXrBs899xyi0QaQsZ71N6Rt0yuBWnNwOcYQovwVn2vs\nlcBKWGlYkp0Zlhrbw4V4XCXN9L7o78txOcycObPq/d8rgbKFwqRSKXz5y19Gf38/QqEQvvWtb6Gp\nqQmvvPIK7r77bgQCAVxyySXYuHEjAGD79u144YUXEAgEsGXLFsyZMwfd3d3YvHkzhoaG0Nraim98\n4xsIhULYvXs3vvvd7yIQCODaa6/FypUry9XsfBLJLFTClQHJ5O4EbFSxfiWXBpBDPF6Hnh53Pocq\nCRwEYFajchDxeGWUwFmzZuKdd45i4sSJ4LjfIx6fWZHrlBMcx0EQgpAk6s9hJIE0mnpwsFI5IX2M\nBlx++TJ87nPDk2/Na4qYcgWG8HwONMOIVr2yNwerqGR0sBGkTdY+gcQMKwP4LYBvQVHO9UQCAep3\nnSuaIsZoDi6PT6Bas7Y4RsocLAjVnyPWDaxJIFECx2JkMFBGJfD73/8+Zs6ciSeeeAJXXXUVHn74\nYQDAbbfdhm3btmHHjh04ePAgDh8+jEOHDmH//v3YtWsXtm3bhjvuuAMA8MADD2D58uV4/PHHMWvW\nLDz55JPI5XK455578Mgjj+Cxxx7Dzp07y+q8yXFcPn8QdYh1U6LHzLeMrnDjAO5BLBYHCeV3DkXJ\nQRBEjIQS+Nxzz+F3v3sdkyZNgiQdRyJR/UogAAQCIQBUcdX/hrlCwfpczl3ORh+1heeff25Y/AGB\nUpVA988puZ4aGMLzVkqgs8AQSiiHSwk8++yzTYmR0SeQtCeX86YEAjRpOPEJtEsRo5oLKcrTH26U\nQGtzMPUjdFuRyvaKhU8cN1RTJJD1o2dJIEmunvVJYKk4++yzkUoRx/xUKgVRFJFKpZDNZtHR0QEA\nuPTSS/Hiiy/iwIEDWLRoEQCgra0Nsiyjq6sLL7/8MhYvXgwAWLJkCV566SUcOXIEkydPRjwehyiK\nWLBgAfbt21euZgMARDEMnqeh4W5I4J+Zz5TopTXf19UloCjuSWA4HIdV/sJAoPQ8gVaIx+Oor6/H\npEmTAAANDd4LpQ8nAoEgOO79/F/6QTELUQxg//79hefOh49Kw7tPIAcvE7veHMwSKllWoz6dmoMr\nmSJGTwLvv/9+/P3f/73D6GDSnkymyzMJJCmjsqCJs+2VwPJHBzslgbNnz7YhgV5cmIpBaw6uJRLI\n+tHT+1KTgY9dJdDTXT/99NN49NFHNdu2bt2KF198ER/5yEfQ09ODHTt2IJ1OIx5X/RZisRiOHj2a\nj0JNaranUimk0+lCyH8sFkNfX59mG7u9nOjv7wbw7/m/nJDAf4MxEpiqk6fA+mrU1dVBlt0l9JTl\nHGKxOqTT5kqgIFQ+i/u4ceMAAI2NZubo6kMgEIQoHkcs1oDubqM5OBQiCwgfPoYLXpVAcpx7JVCN\nDiYTOUuoRHEicrnO/F/2Eb/66ODhIIENDQ15YlQsOlgCJYGKImnmFzcgJDCny0FI2ybrCHxlzMFA\nDrHYRPzud7823YdWCzl48HcwI3qqud+2xqhLqCSQ42rLJzAcVukOqwT29r4OwDpCu9bhiQSuWLEC\nK1as0Gy76aab8LnPfQ6rVq3CH/7wB2zcuBE7duwoqIMAkE6nUV9fD1EUkU6rilkqlUIikSiQwcbG\nxgL5i8fjhnMkEtbEpLOz0/I7exSLyGWxEUaVjv7dDWBKYWsgIEKS3BX/luUsgsGIyTUIeH4Ag4OD\nJdyrOfr6+gznlOXyX6cSEAQRHHccTU1N6O7Wk+ccMpmhit6HWd/5cI5a7D/qttLd3e3q3lKpFDgu\nU6gr6+TYvr4+9PT05P2JKQlUiYMgaJMKd3V1WZ53cJD6MEuQ5Zztvl6hX8j39fXl/XWNZEdRpHwS\nXw6sEhiLNeHYMXc5WCkIocxBlrMYGhrCqVNq8J4sSzhx4gQURUF3d3chWC7/LRRFKbk/zpw5A1nO\nQJIG0d3dbUtASM1b4/c8n6kACVTJuaIMOnovR8u7S9NDAcDx40SYOX1aTSfm9j2tFZRN/6yvry+s\nyiiJi8fjCAaDOHr0KDo6OrB3715s3LgRgiDg3nvvxfr163Hs2DEoioJkMon58+djz549uPrqq7Fn\nzx4sXLgQ06ZNw9tvv43e3l6Ew2Hs27cPGzZssGxHe3t7iXdi5Ydn3IfneciyjOnTp+PNN9/Mf6f1\nV2xpadaloCkOWc4ikUji2DFzEigIg2hrayvDvWrR2dlpOGckEiz7dSqBUCiMVOoEJkyYij//OQtJ\nMy5m0diYrOh9mPWdD+eoxf6jaUvGjRvn6t6SySQ4rrNAAp0c29nZiaamJhDRjvoEqi+BmgBabZvV\nedUISRk8z9nu6waiKCKbJYRKr+C1trbmgyXMoobJnKL65xES2NDQ7LldwWAIQBY8T9pCLR8ASUnT\n3t6OlpYWHDt2LK+uUkgIBksfE0+cOAGOy0FRJEycOBFNTU2W+zY2NoLn04UgHwrV57MySiDPZx3N\nM6Pl3W1oUMUj2t7+ftVVqxJzqhN4XciUC2XT+b/4xS/imWeewXXXXYebbroJ//AP/wCABIZs3rwZ\nq1atwuzZszFnzhyce+65WLBgAVavXo0vfelL2Lp1KwDgxhtvxI9+9COsW7cOr776Kq677rpC9PD6\n9euxdu1arFy5Eq2t+nx8peGll15i/nJS4o0MVBdeeAUURcHmzZuZ77QkkCQyduMTqECWaUqTXtM9\neL5yPoF60EG72iGKIeRyxzFu3DjwvNEcHAyOTX8PHyOH0szB3nwC2TyB2iALLbmy839i8wSW0xy8\nfr0alU3NwTt27ABACKKxTm9hbyY6WAIt1dnY2GyyrzNQczCNlGbNwbKctQkMKWeKmBwUpbgvGtn3\nlwBe1mznefqMVIYEArXlE2j2u7HbfJ/AEtHa2op/+Zd/MWyfO3cudu7cadi+cePGQroYiqampkJU\nMYulS5di6dKl5WqqAc3N7GBiTrzMEA4TvwLti6IlgaS8mwIyqDvxOSA+J83NjSCmZbOUNZX3CaQY\nLdG0wWAQspxBS0uLCQlUo4N9+BgueE0RQ3zUyAR/++23uzxOjQ62S0HihMiQqMnykcAHH3wQoihi\n+/btBRJI20FUQKsUMbS+L00RQ44tJWiNKJHdoNHB7D3Kcg72gSGl90cgEICiZCHLuaK/BcmD+r8A\nLgOg1rZVf9/KkcBa8gk0+918Eugniwagmm3mz18M9iUrBkos6IsSjUahJ4GCwCMYjMJ5mpgseF5E\nS0sDSCJq40vIccOjBP7nf/4nvv71r1f8OuUAJeLEJGaWJ9AngT6GF3SC8aYEHkdb29kFK4nz66ml\n3rSqmmKyrzkqGRhCz6UngVQJtMsTqAaGkH1Keacvv/xi8PxeUFKnDQzRksDe3kMAXsh/W56ycaIo\nQlGyUBTJoRII6AWKyiiB7HNSW0qgTwLN4ZNAEH/G/fv346yzzoIbJZAU9tYSEI7TmpMDASGfh9Cp\nX2AWgiBi3LgkgJ9b7DM4LErgpz71KUyfPr3i1ykHiI8P9Z/RkkCOy47ZyC8fIweaZskLCZTlI5g8\n2V3tVlYJFMWgrTnYrk2q/2D5SSBZKBvbEQgELEkgjQ5WvydqlSh6J2Nz5sxCJPIWzPIEskqgSgyo\nIlseczC1XDhVAs2gBv5URglUlNrKE2jWzyzx80ngGMeCBQvQ1FQPN0qgngTW1dVBELS+PKIo5BM/\nOzWrZhAIBNHYmLRsi6IMDJtP4GgBVWUbGho0UZEAIAg+CfQx/JgwYQIAEgnqBjzPQ1HeQG+vO4dx\nNeeZjGDQngQ68Qkkx5SXBH7ta1/D/v37C0ogbYcTJVD1CZTyx3gnY6R/SJ5AYmpmayvr8wQCbD3m\ncvRHIpFANtsDRSlOKkeOBNaWEmjWz2yqolq6VzfwSSCD5uYEvCiB1BxcV1dXUKEEgZC0QCCQz07v\n1NGbKIF2E4eiDI8SOJpA/JdILehUageAdwvfcVzOJ4E+hh0cx2Hr1q2YN2+eq+MoyfjHf3RXzF4l\nNjJTEQMAvots9l3MnTu3sK8TJVBRVNNyuRCLxbBgwYLC5Msm7bUmgXqfQEoCvU9foigW+kqvBAJm\nQT1y4f9yKIHxeBzZbFpzLbu2mkEl+e5LDFpDJUWyPHwBiMMBs35mlemxOkf4JJBBMlkPUXSuBIbD\nRiWQksBAgDxcHR0drklgICDi5ptvxp49exAOGyPgfCXQCEki/a6u5v5Q+I7nx25JIB8ji9tvv911\nVQs6WV144YWujiPPfgZUCVQJ1RcwMPD/cMcdd2Dp0o8DKGaiZs3BSkWSRS9btgznnqvW/rVTAjmO\nKoFan8DSlcAMzCuGGIN6BIG2qzzmYJ6nvuLFoTehqyi/EsjzKqGU5doSG2bOnGnYlkgkcPPNWwD4\nJNAHyMsWCDhP5xKJaElgc3OzwR/NKwlMJpM477zzdIlKCSSptl7OciCXI/0+NETzPKokmed9c7CP\n0QNKSNw+s2R/QgKNPoFg/OqKBYbQT+U3B1N8+MMfxuuvv24ggYqSASGhrCWk/D6BtGwbNccWUwK1\nJLA8/RGJOKvLXl9vHgVdCXMwmxNRkmpLbFi7di2mT59h2E7Th/nmYB+IRqMQBOckkNR0VM3BLS0t\nhReTZO4ntR+9kECApgYwI4G19XKWA21tRDE9eZKW81MDcfzAEB+jCV5JIJnEiImT5qFjQUyqxdPW\nUEJEzcGVIIEUlARSc3Bv74H8N2yVJXOfwFIUOWIOzoDUFRcN96gngapCVh4lEACiUWck0LpCVmWV\nwFyutszB7CKIBSWBY3WO8Ekgg2g0Co7zrgS2trYWlEBZziKVSmHChAmOi4UTOCGBvhKox0c/ehUA\nYNGiRfkt6u/oK4E+RhOMkanOoJqDlfxnMxJYPIG1Gh1cOSWQgiWB2vtliY1eCZTy7fTeLkqYFSXD\n5ChUof8NiBJ4FOXyCQSAeNyLEvgE87n8eQJVJVCCokg1N27KsrGv2OCksQifBDKIRCLg+WKpXFTH\nWX10MFECKQlUgxHcKoGiSM6nkkA2sk+GJNVWEs9y4Atf+AJOnz6Nv/iLv8BVV62GNi+jHxjiY/Sg\nFHMwMafaKYHFSaCqBCqaSNlKgI6dmUxG1yY22IFVAtXAkFKVQEICs3n/QC0JpH/TayhKCsAkkDyu\n5ekPOn8Ug5YEXsd8LlUJjAP4nWYLz9O55h4EAuGyBgVVAyTJzOdU+1uPNfgkkAFxwC2mBKpkjg5g\nrE8gXYnLcla3wnBKAjMFJVCbIJViAKJYey9nqeA4Do2NjQCAeFz7O3KcHxjiY/RAn0jZKYLBIBSF\nmIO1gSEERE0rrjJWMkWMFUh6LfZ+1bareQLpWEhrI5cWHQxkIMtECbQKDDG2530EAuUhC059C618\nAoEhmyorTpAG8Kpmi6oEfg3BYO1Zm8wqYLFpYsYifBLIgJDAYkqgGvjBrmIBkv5Ako4B+AU4jteZ\nFJzmCdSaLgWBmngo+h1HlY1V1NUZSaCvBPoYLTBTK5yAVQJLMQdrCVB5U8SYQVEUTJkyxaESWB6f\nQEqYZTmb9w80v8e6ujp8/etfhyzT8eTdsilGTsmklV8eSeYcQXnNwWzevNrxB6Qwe7d8EuijgEgk\nAkUppgRmEI02AABkmQxUkyZNwqpVqxAMBpFOHwBwBXheXWmTRMZuzMEsCdQf249QyCeBdkgkfBLo\nY/TCKwmkVSgoCaTBaSyov5+z6GBguJRAQN8mWfPZzCewdHNwBopiHhhCwXEcPvnJT0KS6HjyXtlI\noFMlkOM4/PznxupRipJBOBxFpQJDSKWr2sITTzyB//qv/9Jso/P4WIVPAhlEo1FmxcdiFohTMEDM\ntcQfr7e3t3Dczp07TcgbgdvAEFr9Qj0PMfGQfwfzL74PK+hJoJ5Y+/BRzSiFBGrNwaUpgRzHQ5Yz\nI0QCtXWPeZ5naiOXTwmUpIxBCayv1+ZmDYVCDAl8t2wpYtyYlT/4wQ8atsnyEEKhciuBqiWsFsfM\nD3zgA7jmmms023wl0EcBhASamYP/AOBg/vNQIXCDkkAKNs8QSwJLUQL7+7sAtAAQAPwMwMd8ElgE\nsVgUgQCbYiLn+wT6GDUoxRxMlUBiGrYmgfbvA/VJDEKWh6pGCVSTRZPvbrjhBs/XIv1jbg7u6Jis\n2TcUCjFZGo4Pu0+gFWR5qAxKoJYA8Xyq8Hlw0Hn1rNEMnwT6KCASiTArPj3og0Jq+wJAX1+fZg8t\nCVQHWbdKoPUK7G0A1j4iPghisZgu6bevBPoYPfBqniLmYKIEkshT68AQOxVNres7kiTQqAQS8kXM\nwdde+1eYNm2a52tRwkxJIHuPU6ZM0OyrzcRwvIw+gcNJAgcA7Hawnzqn9fV1eWzZ6IJPAn0UEIlE\nkMtZBYbQgTkDUQxiwYIFuPzyyzV7sCTQu09gxiZ1wB/JHhnnuQzHIuLxOAQhxWzxSaCP0YNSzMGk\nfKLMmIZVcBznMB0GVQJFSNLwkcC6OjZvnr1PYKlqHOmrfvC8oOkXAGhra9XsqyWBXWUzB3s/D1F4\nJcmNOfg/Afxl0b1kWVX/Jk+ebLNn7cAngSXg5z//Ob7yla8U/n711VexatUqrFu3Dtu3by9s3759\nO1auXIm1a9fi4EFiVu3u7saGDRtw3XXXYdOmTYVyX7t378aKFSuwZs0a7Nq1CwD5kW699VasWbMG\nn/70p3H06FFUAuogavZQqCQwGAxh//79WLt2rWYPlmiIojpwkMoi3nwCtXgLAHDmzAmH5xqbiMVi\nEATWHOyTQB+jB6WZg7MAJIRCQSiK8Tw0MMSO2FElUhDEYVUCtaneO7LGAAAgAElEQVRQrHwCy0MC\nRVFENpvOZ1/Q9kdrqx0JdOfLZwfvSiBZ4MpyBpGIUyVQry4rpttzOUICr732Wjz/vDEYpRbhk0CP\nuOuuu/Dtb39bs+3WW2/Ftm3bsGPHDhw8eBCHDx/GoUOHsH//fuzatQvbtm3DHXfcAQB44IEHsHz5\ncjz++OOYNWsWnnzySeRyOdxzzz145JFH8Nhjj2Hnzp3o6urCL37xC2QyGTz55JP4yle+gm984xul\n3bUFBEHIDwZm6Vy0SqAZWCUwGAwxn92RQFqOjsUHPnA5gD8DAE6dOubwXGMT8XgcHJcC8EMA/wFF\n8ZNF+xg98EoCid9cAGSMoj6Bd2q+p5O/XdoXSgIDAUICRyYnKR1vOfT0/JLxCSQBcqWqcdQcTH23\n2XscN26cZl+9/+Rwp4gxIgVAhqJICIXCcEYC9b9hVvd//q8sIYFLly7FxIkTPbZvdMEngR4xf/58\n3HbbbYW/U6kUstksOjo6AACXXnopXnzxRRw4cKBQyqutrQ2yLKOrqwsvv/wyFi9eDABYsmQJXnrp\nJRw5cgSTJ09GPB6HKIpYuHAh/u///g8HDhwo7Dt37ly8/vrrXptdFIIQgjYvH4XqE2hVaJrkGSQg\nLyeBWxJopgQuW6aSwCVLljo819hEPB4HSYT6GQDroSh+smgfowdeSSBAA9IGGSVwa+E7juMc+htS\nn0Cx4hVD9Pja175mauLU+wSWSsToGE79u+k9rlu3DqtXr7Y9tlzmYO/92gtAgKIojDpa9Gq6vzO6\n/wEgB0kaBDC2qmf4JLAInn76aSxfvlzz7/XXX8dVV12l2S+dTucnX4JYLIa+vj6k02mNr0csFkMq\nldJst9o3Go2abg8EAhXL7UMGhSGTb+iLNmDps9fa2ornn38egF4JdJcsWk8Cb731VkyYMAHAGXzm\nM5/HCy/80uG5xiZisVi+zBP5HWkuMB8+RgNKI4FBAIOW0cHmri5asIEhQGmVOdzizjvvxFlnzYPe\nTKn3CRTF0s3BAAxK4N13321QAo3Hlis62N15FEXBWWfNB8lWQaAS42KgvyH9/Qfz/7Nz3QBEMeKp\nbaMZY50EFpVHVqxYgRUrVhQ9ESV3FOl0GvX19RBFEem06p+VSqWQSCQK+zc2NhZIXjweNz1HPB7X\nnEOWrVennZ2dRdtqBzIosKsjOhjRAfUgzj57kuV1YrEYADJw0n1yuSG4UQJzuUzh2LPPPhvz5s1D\nV1dXvn1yyfdohb6+voqdeziRTqchSX2gA5wsD6Knp6ei91YrfTdS8PtPRU9PDwB3YxntPxLokEEm\nw0OWteTg9OnTGBjoL3rudJqMwaRkJXDixIlhVdJJu7Vt7+rqQi6XBU0RMzg4WJbnRZZl9PX14cyZ\nMwCAkydPFl0wluva1A/ezbmIhUkt9UbKoDkhgZTsDQKIgKQdA/RKIA1o7O3tddyu0f7uDg4SQjya\n76EUlO3NjsfjCAaDOHr0KDo6OrB3715s3LgRgiDg3nvvxfr163Hs2DEoioJkMon58+djz549uPrq\nq7Fnzx4sXLgQ06ZNw9tvv43e3l6Ew2Hs378fGzZsAAD88pe/xIc+9CG88sorOPvssy3b0d7eXtJ9\nkFI57ItByVsmf58v48orP2R5HbqqiMXihX0aGxvghgQ2NiYLx/7hD2TV9+tf/xoAiVwr9R6t0NnZ\nWbFzDyc4jkM6fYT+BVkexOTJkw0O3+VErfTdSMHvPxXUrcRNf9D+IyRQQkNDk0EJbGlpQTgcKnpu\nev1Eog7vvUf2Hc7fhhAdrRLY0tKSX2CTZNGJRF1Z2sRxMurq6gqL9wkTJqCtrc32mKamZFmuTa/p\n5lxkLvk9cw6ngSE0o0QKhARSaEkgrVvf1NTkuF2j/d294447sHr16hG7h2PHRtbHv6zLu9tvvx2b\nN2+GLMtYtGgR5syZAwBYsGABVq9eDUVRsHUr8VG58cYb8dWvfhVPPfUUGhoacN999yEQCGDLli1Y\nv349FEXBihUr0NraimXLluHFF1/EmjVrAKBigSGAmTmYkjeyTRDexaRJkyyPp6tIOtgCQCSir/9r\nB/PAkIYGUqqOvPQ+7EAHVwDguBAkadDPrehj1KAUczANbDMzBxMUN31RV5vPfnYVvvKV3w6rORgA\nkxRau4344pXHHExB1VJnqXMI6utjRfdxAi8m10SiDsD7unO4IYFpqCogYKUEDvdvPpKIxWK48MIL\nR7oZI4aSSOCFF16o6bw5c+Zg586dhv02btyIjRs3arY1NTXh4YcfNuy7dOlSLF26VLON4zjcfvvt\npTTVMYgvn5kSSE2L72P8+PGWx5uRwGAwCJ7vhzM3xizCYWsSyAaf+DBHJKKudDkuDElKabb58FHN\nuPDCCz0/r0QJzOUTRxuTRZOSivagJJD6xg03IVDLw6kod55AClkmRNlJOT2eFyDLkmaRWQq89Gsy\nGQerBDr1CRSEfpC1RUqzneczzLyUKxQ5GEs+gWMdY4fuOwRJ/2KlBA5iaOi4LQmkvjMsCQyFQuB5\ns2ATIzjOPIiBksC5c+c6Os9Yhrb/JCiK7EcH+xg1WLFiBfr7vSWEJ358lAQaA0Pq6xMOzkLUQqqe\nD3eKGFXxU6GNDpbLRgL1KXPsyA8dQ8q1EPemBMYAdOP667+IVCrlmAQGArQIQlqzXRC0ggclgWNJ\nCRzr8GdGHayVwAyACDIZfVJTLayUQEHIIOcgQFgQshDFOsP2SCSCWCyGhQsXFj+JjwJkuQ+iGB2h\nXGc+fAwveJ4Hx9Fa2VrTL8dxuqoc5qB+zZQEDr852FwJ1KaIKU+baM5XJySQBsqUy6pwyy234KKL\nLnJ1DHEVGkAkEsyXxxQAnLTY+zCAdwBcgUAgDRKHolcCWXHCVwLHInwSqAPJH8VGUp2T/6y+LHaE\ngpLASMSbEsjz5kogx3GayGkfzhCNzgHw7kg3w4ePYQEhKlnwPA+eD2jUQGIOLq4EUnMwrZQx/OZg\noxKo1j2WAdyG48c/W5Zr0bHWiTmYmtfLZVWYPXs2Zs+e7eoYkm4sjXCYkNef//xZEB/BW0z2/gyA\n/wWgQBB68tvsSSANDPFJ4NiBr/nqQEggVQJPgxbUpmXIvvCFL9oeT18e1q+P+AQ6CwyxIoE+3KOh\noRGynEIw6PsD+hgbICparkAC9XBCAkdaCTTzCdSWjQMOHTpUlmvRnKxOlEBKAkeSIBElsD8fbAic\nPPm+zd6q6stxPWhsbAEhgSnU1Z2NLVu2QBDMlUDfHDx24P/SOhAzLiVs6gsiCO8hFmvC9u33OzpP\nMKgOFKFQCBxXmk+gD/cQxQAkqTef9seHj9oHNQcTEqglKxzHYerUqUXPMdIk0Cw6mOO4fEQw2V6u\n+vGiqCU9diofjdoeSRJI20srnnzmM+tt9o4zn8+grW0CSP35OvT1vYFkMqmbl76MwUFSNs5XAscO\nfBKog9YczErnR1FX1+j4PKKodq2vBI4MRFGEJPVqSvj58FHbUJDN/txUCeQ4DpdddhlOnz5tewZq\nDh45JZCafVVoA0OAZ599tizXomZV9jpmYLePJEGiJJXOEf/8z99BIGAVqKKSQFnuQUfHBABfK2yr\nr68Hxw0y++/GiRNvo7m5Geeff36ZW+6jWuGTQB20SiBbpeQd1Nc7J4EtLc2Fz8S3xlcChxu0SLxP\nAn2MFRw//iYAWCqBANDYaD+OjbxPYLEUMSjkoC0Vavk4AXV1dZb+3izxo/0yEqAkkCqBkUgEudwA\nzPM/qubgbPYMJk4kyZC/973vAaAk0DgvnTx5EtOmTStvw31ULXwSqAMJ6DCG0+dynUgmraOC9Zgx\nY0bhczAYBMc5UwJ9Elg+qJHavk+gj7EF4kNnVAKdQG8Orp4UMTyATD4XYultOvfcc3HFFVcUzt/b\n22vTJtKXe/bswYc//OGSr+0VdEyjJJDneYhiGOqcxYKSQAXZbA+6uogCTHP7JpNJqDWEfYxV+NHB\nOpA8TJT8LWO+kR3m2CIZyBctWlT421cCRwZ01ez0d/Pho1ZgRgKdYqR9AlUlUCWCxCcwAGDQNODF\nC15//XUAzmrG0rFk8eLFZbm2V+iVQPI5imy2H4DeLEz/HoKiSLjgggvw7rtqiTeSLsjZvOSjduEr\ngTqQkkBp0++SyeI5tgAglUphwoQJhb+1Ecf28Elg+TBx4kQAwIwZk0e4JT58DC/szMHFQEngyKeI\nUeut8zyfj4gdKBsJdIPyJacuDWYkMBy2mrOoSb0HohjBLbfcgt/+9iWMGzcOjzzyCCKRCBTFJ4Fj\nHT4J1MGMBG7btg0A0NDgjATqoQ02KQafBJYD7733Hh588EEAwMyZ1rWeffioRZRiDh75wBCqBKok\nkOO4fIBdeoRIYHUYzcxIYCgU/f/Zu//oKOp7f/zPTXY3Cbv5BZaAgOFipagVCkm594r8sMqncFta\nrEESftWStsoVbQUUqUiCVUNb0XuuAVtLz9WiNhKkp7e37Sl4UVIiXsxS4KDS9otF0hIpSpTsIvm1\n7+8fy2xmJ+/5sbuT7CbzfJyTAzs/3vOa97xn5rXv+bHo+W1gNaUntRUej/qnNF34+te/jqysLAjB\ny8FOxyRQw+/3we3uSQJHjrwcX/va1wAAQ4cmlgRGdjZrPYFMAu1x+eWXR9+JduWVV6Y4GqL+FXmQ\nIrl7Aj0eDz71qU+l8J7A2J7AyEv3Q9EXGvendEkCtfcEAsCQIfKewIwM5UXhH0lfk5Wdnc2eQGIS\nqBX5KZ4QlG9Rf/7zn+D3Rx61z89PvCew9872IiIvo9ZiEmgXZbt96UtfSnEkRP1D3WuX6OVgpSfQ\n5XLhH//4RwqSwEwA3wTwv9Fh7AmM0L4iBgD8/lwAvR9qycjo6QmUJYFZWVkIh5WeQNnTxeQE6dGy\n00hPEvgJPJ4h8Pv98Pl8AIBPPpE9gWUusrOpk8BTABYD+CWA+Zqpz1v6fU8yF+mB5cGNnENp793d\n3b0Sl3h7AlOl53eBX44OU3oCXa4LCT/wkoxf/vKXOHfuXL8vV0t2OXjYsEIArb2mdbmsJIHKeamz\n13hyBiaBGj6fDxkZIQAhZGVFkj/l4PnRRx8lVKbH44EQ6p3sL5f+7eo1bXd3q+l7vIiIjHR3d/fq\nCbRK6QlMlZ6HMHoSF6UnEAilJAksLS3t92XKyHoCL7vMPAlU7u9Uy87ORne30hPIJNCpmARq+Hw+\nuFwhABcu3XAbcezYsZgnfuMReWmxeic7denf3jfzdnS0orCwMKHlEJGzKb14XV1dg6AnsOelzBkZ\nGSlNAtOFkvwNGdJzbho+vADyJFDpZGiVvis1KysL3d1KT6DVe9ZpsEnqnsA9e/Zg9erV0c8HDhxA\neXk5li5diu985ztob480sNraWixYsAAVFRU4evQoAKC1tRWVlZVYsmQJVq1aFZ127969KCsrQ3l5\nOerr6wFEDkpVVVUoLy/HsmXLbPvdSJnIpd8LAELIyfFFh1977bWXXq4ZP20S6HLpJYHd6OoKWvqR\ndyIiPd3d3Uk/GJIqPb/OEdsTGHllzYWUPBiSLpTEPjYJLERGhnKVqgXAHgDqewI/kvYERs5LXYjc\nD8ieQKdKOAl89NFH8eSTT8YMe/jhh7F161Zs374dxcXFqK+vx9tvv42mpibU19fjiSeewMMPPwwA\n2LJlC+bNm4fnn38eEyZMQF1dHbq6urBp0yY8++yz2L59O1566SWcO3cOr7zyCjo6OlBXV4fVq1ej\npqYmubU20PNi5wvIydH7Tcb4aJNAt1u5iTf2HkOXaynC4e5+fyUDEQ0uXV1dyMiITfrifTAkdZTl\n9ySxSk9gOOzsnkAlCVTuUweAwsJCeL2tl8YvBfD/Lo3puRyck9M7CXS5XJcesukEk0DnSjjbmDJl\nCqqrq2OGbd++PXo/W1dXF7KyshAIBKK/njFy5EiEw2GcO3cOhw4dir59fcaMGThw4ABOnDiB4uJi\n+P1+eDwelJaW4uDBgwgEAtFpJ02aFH3Te1+IPMnbgb5MAjMy2i89/KHtCdxny/KIyNm6u7shRO/f\n37Ui1UlgKBS89L8OeDyRS8JKT6AQF9LmSd1UUC4Hq5NAv98PtztSZxkZbdHhPa+IkSeBAJCZ6UXk\nyeLRfREuDQCmSeDOnTsxb968mL9jx45h7ty5vaa97LLLAAC7d+/GwYMH8dWvfhXBYDDmaVefz4dg\nMIhQKBQd7vP50NbWFjMMiHR5y4a73e4+O1D1vNOvw7YfCo/E2/MQSGZmOwoKCuByxSaBWVnzeyXW\nRETx6u7uRk+PWnxSfTm4tVV5ddYn8Psj90erewKdnATKegIjwyLnF5dLvc17egKHDJEngW63F8AH\n9gdKA4bp3lRWVoaysjLLBT777LPYvXs3fvazn8Hr9cLv9yMU6nmRZTAYuedNSQaHDh0aTfL8fj+C\nwWB02lAohPz8/F5lhMNh3UumVn4H0khra+uldyd12FJerG4AmXC5Llz69hZCp6oX3uXqQHZ2ts3L\ntK6trS1lyx7oWHfJYf0lR1t/586d6/VF+ezZs5bq+OLFyBOjqdoezc3KPdOfIDs7F8D7OHPmDM6f\nP49w+CKEsDe2gdT2lNfUtLa24uOPPwYQib/nF6nUb5zoRHZ2Di5ePAeXa7R0HSOXgyP3E3o82di3\nb2/cdTGQ6o96s/Ur1dNPP4133nkHzz77bPQ9RlOmTMHjjz+O5cuXo6WlBUIIFBQUYMqUKWhoaMD8\n+fPR0NCA0tJSjBs3Du+99x7Onz+P7OxsNDU1obKyEgDw6quvYs6cOTh8+DDGjx+vG4Py49iJ6urq\nQuT+iA7k5vqTLk+RmelBd3cngExkZHSiqKgIJ09ejEkCMzK6cdlll9m2zHidPn06Zcse6Fh3yWH9\nJUdbfz6fDzk5kSsZf/jDHzB9+nQUFRVZqmPl2J2q7XHunNIzdRH5+UPR0gKMGDEimtTm5OTYGttA\nanv5+fkAgNGjey7fDh8+HBkZkbrJyFB6cTvR3v46hg8fitOnz6CoSH5eiVxujySWBQXD8a//+q9x\nxzSQ6i8dtbS0pHT5tiWBH374IbZs2YLPfvazqKyshMvlwr/927+hvLwcJSUlWLhwIYQQ2LBhAwBg\nxYoVWLt2LXbs2IHCwkJs3rwZbrcb69atw/LlyyGEQFlZGYYPH47Zs2ejsbER5eXlANDnD4aEw8rl\nYK/p9Fb1JIHZcLnaUVhYiMxM5XLweQCb4XJ18ddCiChpkVfERK6WKFdNBso9gcov/QAXo08CX7hw\nIZqcOvlycEdH71e5RM4Zkd6EnsvBP0FX13sYOvSzOH36GPLzfb3mi8zrhZIEhsPd0mlocEtqb5o6\ndSqmTp0KABg2bJjuAxsrV67EypUrY4YNGzYM27Zt6zXtrFmzMGvWrJhhLpcLGzduTCZUy7xe76V3\nJ7XbngT27KjtKCwcpXqsfz+AhwFUOPoAR0T2iPxiSGJJYKrvCWxsbMSDDz6En/zkT3C73Xj44Ycx\nZswYnDx5EoCzk0DlVWpqbrdb9U5AJZH7/wAg+qCm3y9/yDGSZP8WAGLuWyfn4LtINNQ9gdnZ9iWB\nkSf1Tl761I5hw4bB5VLuf4y8F8vl6v2CVyKiRCgvXR5oPYHDhg3DiBHDAXwCt9uNhx56CF6vN/qg\nnsfj3GPkxIkTMWHChJhhkZ7A2AdD3O7Iu3SVJFD9XkG1yOt2fgEAvV4pRM7AJFCjpyfQ3iTw4sXz\nAEoufWq/9CS18jg/k0Aiss/atWt79QRaleqeQEBJbC6qfkIO0RceO/kYOXbsWLzzzjsxwyL1odxc\nHukJ9Hgin5Vfn9JLAs+ePRn9f05O718VocGPSaBG5G31AsAn0Rur7RdJAoVQegKVzcAkkIiS43a7\nkZubC48nkkANtMvBQCQJdLkuxhwPlSTFyT2BMuqeQOW1QJmZkW1t1hPY3t7zmjK9dwnS4MYkUMPl\nciEzMwtAEDk59vUEqoXDFzFs2DCEw+wJJCJ7KcneQL0cDCi9W59Ik0C9+9ucqqcn8J1L77hF9Glh\n5adO1e8V1OP3syfQiZgESkRukN1o6+XgHl0QItIT2NWlJIHKwbmDSSARJUVJ9rTJ30DrCdReDlbe\nnDBkSF9doRmYPB4PhOgCcA0uXIjcC+hyRd71WFRUBEC/JxAARowYBYA9gU7FJFBCeUpKuZxir3MQ\noh2f+tSn0NmpXA7uurRcZ78Nn4jsE7m1ZWBeDna73RDi/ZgkUJGV1RfH5YEr9p7ACCEiHQzKPYGR\nX5CRU5I/5R2E5CzMOAwob8631wV0d7cjPz//0re3TvQkgc7+XUwiso+S/MX7YEg6XA5Wev3+9re/\n9hrn9bLvQq2nJ7CHcqtR56VfIzDqCRwyJBuHDh3CqFGj+i5ISlvMOAxcuHDBfKL4S0U4fBHZ2dnI\nysrFJ5+0gT2BRGQXpcfv85//PH77298OyHsClZ4r2btalXsdKSLSaxrbE9jdHUkC29vbcfHixejr\ndWSys7MxefLkPo2R0hf3Jonc3FwAfZUEhtDZGcKQIUMwZEgegI/BJJCI7KIke+vXr0dHR8eAvBz8\n0UeRF+l3dXX2Ghdvz+Zgp+0J9Hiy0dV1HkDkwRCjBBDoefUOORMzDonz58/D5XL1URL4ETIyMuHx\neOD35+PDDz+Gcj9HV1eQPxtHRElRPwjicrniTgJLSkrw5z//uc/is6K1tRUA0NnZ+2fSmATGUvcE\nzp07D3/4wwGEQq04fPgwJk6caDjvo48+Gv3VL3Im7k0GPvnkkz4o9QN4vZHH9XNz86HuCezuZk8g\nEdkr3iTwqaeewj/+8Y++DMmU8hu5kd9bj8UkMFYkCexCRoYbv/rVy8jIcEOIblxxxRWm2/x73/se\nbr755n6KlNIR9yYdP/3pT1FVVWVbeSdOnMD06f8G4CyysiI36RYUxCaBgGASSERJ0Z74402aMjIy\nUn4cUo69ssvBymtPKMLj8aC7+yKECMPtdl/6KTj+AghZw4xDxze/+U1byxs3btylF3d+EE0CCwuV\nJLDnRuxUH3yJaGDTSwKt9gSmA+V1JcrTrYrm5mYmgRputxudnUG43dkxl//N7gUkAtgT2K9yc4cA\n+AA5OUpPoA9AA9TveGISSER2GohJoEJ7T+Do0aN537RG5MGQMDyeyAMeyiX0gbi9qf8xCexHJ0/+\nGcDTyMmJ3BM4efK1ALah53Iwk0AiSo725B/vL4akE9mDIRRLOWd4vbFJIJEVTAL7UTgc++LOZcuW\nICurAEAXJky4FgCTQCJKzmC4HKzQXg6m3pRzhscTufzLJJDikVQSuGfPHqxevbrX8B//+MdYtWpV\n9HNtbS0WLFiAiooKHD16FEDkFQCVlZVYsmQJVq1ahfb2dgDA3r17UVZWhvLyctTX1wOIvLeqqqoK\n5eXlWLZsGZqbm5MJO2V27/49AMDniySBubm56OhoA9CJUaPGAGASSETJ8XpjX7DMJHBwU7av2x25\nTN7Vxd5Tsi7hjOPRRx9FY2Mjrr766pjh+/btw759+3D55ZcDAN5++200NTWhvr4eLS0tuPvuu7Fz\n505s2bIF8+bNw/z58/HMM8+grq4OixcvxqZNm7Br1y5kZWWhoqICN910EwKBADo6OlBXV4cjR46g\npqYGW7duTW7NU8Dv9wNQ7g2MHKwzM93o6gpizBgmgUSUnHfeeUc3CRxovv/97/NFxnHIyIgk+UKk\n/hdfaOBI+OgwZcoUVFdXxww7deoU6uvrcc8990SHBQIBTJs2DQAwcuRIhMNhnDt3DocOHcL06dMB\nADNmzMCBAwdw4sQJFBcXw+/3w+PxoLS0FAcPHkQgEIhOO2nSJBw7dizRsFNK+Saek9OT6GVn5wI4\nh2HDIj/0zZueiShREyZMwLhx42KGDdSewPXr12PNmjWpDmPAUHL9rCwmzmSdabfTzp078dxzz8UM\nq6mpwdy5c3Hw4MHosAsXLmDjxo340Y9+hL/85S/R4cFgEIWFhdHPPp8PwWAQoVAo+vNsPp8PbW1t\nMcOAyL1zsuFutxvhcHjAfsMdMqQn0cvJyUUweA5e75i0+LkmIhpcBmoSSPFRegJzcnIQDH6c4mho\noDBNAsvKylBWVmZaUGNjIz788EN897vfxfnz53H27Fn89Kc/RW5uLkKhUHS6YDCIvLy8aDI4dOjQ\naJLn9/sRDAaj04ZCIeTn58Pv98eUMZATQADwenuq3efLw9mzrcjKGmcwBxFRYpgEOoNySszJYU8g\nWWfbDWizZ8/G7NmzAQAHDx7ESy+9hG9961t466238Pjjj2P58uVoaWmBEAIFBQWYMmUKGhoaMH/+\nfDQ0NKC0tBTjxo3De++9h/PnzyM7OxtNTU2orKwEALz66quYM2cODh8+jPHjx+vGcfr0abtWqc90\ndHRE44zc8/IhLly4kPLY29raUh7DQMW6Sw7rLzlG9dfW1gYAOHPmDK82SAyWttfd3Y3Tp08jKyty\npam/1mmw1J9T9flTCNdeey1KSkqwcOFCCCGwYcMGAMCKFSuwdu1a7NixA4WFhdi8eTPcbjfWrVuH\n5cuXQwiBsrIyDB8+HLNnz0ZjYyPKy8sBRC5H61EeSEln+fn50TinTv0cjh//Lwwd+pWUx3769OmU\nxzBQse6Sw/pLjlH9KVdXRowYgREjRvRnWAPCYGl7Xm8mLr/8clx22WX4y1/+0m/rNFjqL1VaWlpS\nuvykksCpU6di6tSppsNXrlyJlStXxkwzbNgwbNu2rde8s2bNwqxZs2KGuVwubNy4MZlQ08akSZMw\nd+7c6OfZs2/Az3/+E+Tl5aUwKiIarAbyy6LJOmXz7ty5E2fPnk1tMDRg8H0k/ezw4cMxn6+88koA\nwKhRo1IRDhENcrwn0Blcrsil/ssvv5w9c2TZwH26YpC44oorADAJJKK+wSTQGbh5KRFMAlNMuUeH\n9+oQUV9gEkhEepgEplhmZiYCgQB7AomoTwzk12mRNSNGjCxXR6cAACAASURBVMCUKVNSHQYNQLwn\nMA1w5yWivsKewMHv5MmTyMzMTHUYNAAxCSQiGsSY/A1+WVlZqQ6BBiheJyAicgC+KJqItJgEEhE5\nAJNAItJiEkhE5ABMAolIi0kgEZEDMAkkIi0mgUREDsAkkIi0mAQSETlAdnZ2qkMgojTDV8QQEQ1y\nHR0d8Hg8qQ6DiNIMewKJiAY5JoBEJMMkkIiIiMiBmAQSERERORCTQCIiIiIHSioJ3LNnD1avXh39\nfOrUKXzjG9/A0qVLUVlZiY8//hgAUFtbiwULFqCiogJHjx4FALS2tqKyshJLlizBqlWr0N7eDgDY\nu3cvysrKUF5ejvr6egCRVxtUVVWhvLwcy5YtQ3NzczJhExERETlewk8HP/roo2hsbMTVV18dHfbQ\nQw9h9erVmDhxIvbs2YOTJ0/C4/GgqakJ9fX1aGlpwd13342dO3diy5YtmDdvHubPn49nnnkGdXV1\nWLx4MTZt2oRdu3YhKysLFRUVuOmmmxAIBNDR0YG6ujocOXIENTU12Lp1qy0VQERERORECfcETpky\nBdXV1dHP7e3tOHfuHP73f/8XS5cuxR//+EdMnDgRgUAA06ZNAwCMHDkS4XAY586dw6FDhzB9+nQA\nwIwZM3DgwAGcOHECxcXF8Pv98Hg8KC0txcGDBxEIBKLTTpo0CceOHUtilYmIiIjINAncuXMn5s2b\nF/N37NgxzJ07N2a6jz76CH/5y19www03YPv27fj444+xa9cuBINB5ObmRqfz+XwIBoMIhULR4T6f\nD21tbTHDAGDIkCHS4W63G+FwOOmVJyIiInIq08vBZWVlKCsrMy2ooKAAfr8fn//85wEAN954Ixob\nG3HllVciGAxGpwsGg8jLy4smg0OHDo0meX6/P2baUCiE/Px8+P1+hEKh6PBwOIyMDHn+GggETGMl\nfS0tLakOYcBi3SWH9Zcc1l/iWHfJYf0NXLb9YkhWVhbGjh2LQCCAkpISvPnmm7jqqqswadIkPP74\n46isrERLSwuEECgoKMCUKVPQ0NCA+fPno6GhAaWlpRg3bhzee+89nD9/HtnZ2WhqakJlZSUA4NVX\nX8WcOXNw+PBhjB8/XhpDSUmJXatDRERENKjZ+rNxjzzyCB5++GGEw2GMGjUK9913H9xuN0pKSrBw\n4UIIIbBhwwYAwIoVK7B27Vrs2LEDhYWF2Lx5M9xuN9atW4fly5dDCIGysjIMHz4cs2fPRmNjI8rL\nywEANTU1doZNRERE5DguIYRIdRBERERE1L8G/Mui+Q5Ba7q6unD//fdj8eLFuO2227B3716cOnUK\nixYtwpIlS7Bx48botDt27MCtt96K8vJyvPbaa6kLOg19+OGHmDVrFv7617+y/uL0zDPPoLy8HLfe\neitefvll1l8curq6sHr1apSXl2PJkiVsfxYdOXIES5cuBYC46qu9vR333HMPFi9ejDvuuAOtra2p\nCD/l1PX3zjvvYPHixVi2bBm++c1v4ty5cwBYf0bU9af49a9/Hb2qCaRB/YkBbvfu3eKBBx4QQghx\n+PBhsWLFihRHlJ5efvll8dhjjwkhhPj444/FrFmzxJ133inefPNNIYQQGzZsEHv27BFnz54VX/7y\nl0VnZ6doa2sTX/7yl0VHR0cqQ08bnZ2d4q677hJf/OIXxbvvvsv6i8P//d//iTvvvFMIIUQoFBJP\nPfUU6y8Or7zyivjud78rhBCisbFR3H333aw/Ez/96U/Fl7/8ZbFw4UIhhIirvv7rv/5LPPXUU0II\nIX7zm9+IRx55JGXrkSra+luyZIk4fvy4EEKIuro6sWnTJtafAW39CSHEW2+9Jb7+9a9Hh6VD/Q34\nnkC+Q9CauXPn4jvf+Q4AoLu7G5mZmXj77bdRWloKIPKuxtdffx1Hjx5FSUkJ3G43/H4/xo4diz/9\n6U+pDD1t/OAHP0BFRQWGDx8OIQTrLw779+/H+PHj8e///u9YsWIFZs2axfqLw9ixY9Hd3Q0hBNra\n2uB2u1l/JoqLi7Fly5bo57feestSfR0/fhyBQAAzZsyITnvgwIGUrEMqaevvySefxGc+8xkAkZ5p\nr9fL+jOgrb/W1lb8x3/8Bx588MHosHSovwGfBGrfQ8h3CMrl5ORgyJAhCAaD+M53voN7770XQnU7\nqOz9jUDPuxqdbteuXRg2bBimTZsWrTd1O2P9GWttbcWxY8fwn//5n6iursaaNWtYf3Hw+Xz429/+\nhjlz5mDDhg1YunQp918Ts2fPRmZmZvSz1fpShvv9/phpnUZbf5dddhkA4NChQ3jxxRdx++239zr/\nsv56qOsvHA5j/fr1eOCBB5CTkxOdJh3qz9ang1MhnncIOl1LSwtWrlyJJUuW4Etf+hJ+9KMfRceF\nQiHk5eVJ39WYl5eXinDTyq5du+ByudDY2Ig//elPWLt2bcx9Gqw/YwUFBbjyyivhdrvxT//0T8jK\nysKZM2ei41l/xp599llMnz4d9957L86cOYOlS5eis7MzOp71Z059XjCrL/V5RZsoOtlvf/tb/OQn\nP8EzzzyDwsJC1p9Fb731Fk6dOoXq6mq0t7fjxIkTqKmpwT//8z+nvP4GfLY0ZcoU7Nu3DwAM3yHo\ndB988AEqKytx33334ZZbbgEAXH311XjzzTcBAA0NDSgpKcF1110X/a3mtrY2vPvuu7jqqqtSGXpa\neP7557F9+3Zs374dEyZMwA9/+ENMnz6d9WdRSUkJ/vCHPwAAzpw5g08++QT/8i//goMHDwJg/ZlR\nXpoPALm5uejq6sI111zD+ovDNddcY3l/nTx5cvS8sm/fvuhlZCf71a9+hRdeeAHbt2/HqFGjACD6\n07CsP31CCFx33XX49a9/jZ///Od44okn8OlPfxrr1q1Li/ob8D2BfIegNT/5yU9w/vx5bN26FVu2\nbIHL5cKDDz6IRx55BJ2dnbjyyisxZ84cuFwuLF26FIsWLYIQAqtWrYLX6011+Glp7dq1eOihh1h/\nFsyaNQtNTU0oKyuDEALV1dUYNWoU1q9fz/qz4Otf/zq+973vYfHixejq6sKaNWtw7bXXsv7iEM/+\nWlFRgbVr12LRokXwer3YvHlzqsNPqXA4jMceewyXX3457rrrLrhcLkydOhUrV65k/ZlwuVy64y67\n7LKU1x/fE0hERETkQAP+cjARERERxY9JIBEREZEDMQkkIiIiciAmgUREREQOxCSQiIiIyIGYBBIR\nERE5EJNAIiIiIgdiEkhERETkQEwCiYiIiByISSARERGRAzEJJCIiInIgJoFEREREDsQkkIiIiMiB\nmAQSEREROZA71QEQESXr73//O2bPno3PfOYzAIDu7m54PB4sXboU8+fPN53/lltuwfbt27Fnzx78\n/ve/x49//GNLyz148CC+9a1vYdy4cXC5XAiHw3C73bjrrrtw4403Gs77hS98AU899RSuvfZaS8si\nIrIbk0AiGhSys7Pxy1/+Mvr59OnTuP322+Hz+TB79mzDedXzxeuKK66Imf/48eOoqKjA3r17UVhY\nmHC5RER9jZeDiWhQuvzyy3HPPfdg27ZtAIC//vWvWL58OcrLy/GFL3wBd911Fzo6OgAAEyZMwEcf\nfRSdt6WlBVOmTEEwGIwO++IXv4g//elPpsudMGECcnJycPr0adTW1mLdunWorKzE3LlzsXjxYpw9\ne9bmNSUiSgyTQCIatCZMmIA///nPAID6+nrccsstqKurw+7du9Hc3Ix9+/YBAFwuV8x8I0eOxPXX\nX49f//rXAIADBw6gsLAwernZyO7du5GRkYFPf/rTAIBAIICnnnoKv/vd75CXl4eXXnrJzlUkIkoY\nLwcT0aDlcrmQk5MDALjvvvvQ2NiIbdu24eTJkzh79ixCoRAAQAjRa95Fixbh8ccfR0VFBXbs2IGK\nigrpMk6dOoVbbrkFQgh0d3djxIgRePrpp5GVlQUAmDp1KoYMGQIAuOaaa2J6HImIUolJIBENWkeP\nHsX48eMBAPfeey/C4TDmzp2LG2+8ES0tLdHptD2BAHD99dfjk08+wYEDB9DU1IQf/OAH0mVo7wnU\nys7ONlwOEVGq8HIwEQ0K2t68v/71r3j66aexfPlyAMDrr7+Ou+66C3PnzoUQAkeOHEF3d7d0XkVF\nRQXWr1+PefPmwev19u0KEBH1M/YEEtGg0NHRgVtuuQVApMctKysLa9aswYwZMwBEegLvuusuFBQU\nICcnB1OnTsWpU6ei08vMnz8fP/zhD1FeXm57vOwVJKJUcwm9r8BERA73P//zP/jv//5vPPPMM6kO\nhYjIdkldDj5y5AiWLl0KAHjnnXcwY8YMLFu2DMuWLcPvfvc7AMCOHTtw6623ory8HK+99hoAoL29\nHffccw8WL16MO+64A62trQCAw4cP47bbbsOiRYtQW1sbXU5tbS0WLFiAiooKHD16NJmQiYgsWbp0\nKZ5++mmsXbs21aEQEfWJhHsCt23bhl/96lfw+Xyoq6tDfX09QqEQbr/99ug0H3zwAb7xjW/gl7/8\nJS5evIiKigrs2rULL7zwAoLBIFauXInf/va3+OMf/4gHH3wQ8+fPR21tLUaPHo1vf/vbWLVqFcLh\nMH74wx/i2WefRUtLC+6++27s3LnTrvUnIiIicqSEewKLi4uxZcuW6Oe33noLr732GpYsWYL169cj\nFArh6NGjKCkpgdvtht/vx9ixY3H8+HEEAoHofTozZszAG2+8gWAwiM7OTowePRoAcMMNN6CxsRGB\nQADTpk0DEHl3VzgcjvYcEhEREVFiEk4CZ8+ejczMzOjnSZMm4f7778fzzz+PMWPGoLa2FsFgELm5\nudFphgwZgmAwiFAoBL/fDwDw+Xxoa2uLGaYdLiuDiIiIiBJn29PBN998czRZu/nmm/HII49g6tSp\nMQlbKBRCXl4e/H5/9CWtSpLn8/l6TZufnw+PxxOdVj29TCAQsGt1iIiIiPpcSUlJypZtWxJYWVmJ\nhx56CNdddx0OHDiAa6+9Ftdddx2efPJJdHR0oL29He+++y6uuuoqTJ48Gfv27cN1112Hffv2obS0\nFH6/H16vF83NzRg9ejT279+PlStXIjMzE48//jiWL1+OlpYWCCFQUFCgG0cqK5OIiIjIqlR3XtmW\nBFZXV+P73/8+PB4PPvWpT+Hhhx+Gz+fD0qVLsWjRIgghsGrVKni9XlRUVGDt2rVYtGgRvF4vNm/e\nDADYuHEj1qxZg3A4jGnTpmHixIkAIondwoULIYTAhg0b7AqZiIiIyLEG1XsCA4EAewKJiIhoQEh1\n3sKfjSMiIiJyICaBRERERA7EJJCIiIjIgZgEEhERETkQk0AiIiIiB2ISSERERORATAKJiIiIHIhJ\nIBEREZEDMQkkIiIiciAmgUREREQOxCSQiIiIyIGYBBIRERE5EJNAIiIiIgdiEkhERETkQEwCiYiI\niByISSARERGRAzEJJCIiInIgJoFEREREDsQkkIiIiMiBmAQSERERORCTQCIiIiIHYhJIRERE5EBM\nAomIiIgciEkgERERkQMllQQeOXIES5cuBQCcOnUKixYtwpIlS7Bx48boNDt27MCtt96K8vJyvPba\nawCA9vZ23HPPPVi8eDHuuOMOtLa2AgAOHz6M2267DYsWLUJtbW20jNraWixYsAAVFRU4evRoMiET\nEREREZJIArdt24b169ejs7MTAFBTU4NVq1bh+eefRzgcxiuvvIIPPvgA27dvx0svvYRt27Zh8+bN\n6OzsxC9+8QuMHz8eL7zwAr761a9i69atAIDq6mo88cQTePHFF3H06FEcP34cb7/9NpqamlBfX48n\nnngCDz/8sD1rTkRERORgCSeBxcXF2LJlS/TzW2+9hdLSUgDAjBkz8Prrr+Po0aMoKSmB2+2G3+/H\n2LFjcfz4cQQCAcyYMSM67RtvvIFgMIjOzk6MHj0aAHDDDTegsbERgUAA06ZNAwCMHDkS4XA42nNI\nRET9Z8SIERgxYkSqwyAimyScBM6ePRuZmZnRz0KI6P99Ph+CwSBCoRByc3Ojw4cMGRId7vf7o9O2\ntbXFDNMOl5VBRET968yZMzhz5kyqwyAim7jtKigjoyefDIVCyMvLg9/vj0nY1MNDoVB0WG5ubjRx\nVE+bn58Pj8cTnVY9PRERERElzrang6+55hq8+eabAICGhgaUlJTguuuuQyAQQEdHB9ra2vDuu+/i\nqquuwuTJk7Fv3z4AwL59+1BaWgq/3w+v14vm5mYIIbB//36UlJRg8uTJ2L9/P4QQOH36NIQQKCgo\nsCtsIiIiIkeyrSdw7dq1eOihh9DZ2Ykrr7wSc+bMgcvlwtKlS7Fo0SIIIbBq1Sp4vV5UVFRg7dq1\nWLRoEbxeLzZv3gwA2LhxI9asWYNwOIxp06Zh4sSJAICSkhIsXLgQQghs2LDBrpCJiIiIHMsl1Dfz\nDXCBQAAlJSWpDoOIaFByuVwAYu8BJ6LEpTpv4cuiiYiIiByISSARERGRAzEJJCIiInIgJoFERERE\nDsQkkIiIiMiBmAQSEaWZ6urqVIdARA7AJJCIKM1s3Lgx1SEQkQMwCSQiIiJyICaBRERERA7EJJCI\niIjIgZgEEhERETkQk0AiIiIiB2ISSERERORATAKJiIiIHIhJIBEREZEDMQkkIiIiciAmgUREREQO\nxCSQiIiIyIGYBBIRUb+orq5OdQhEpMIkkIiI+sXGjRtTHQIRqTAJJCKilGIPIVFqMAkkIqKUYg8h\nUWowCSQiIjLAnkoarJgEEhERGWBPJQ1WbrsL/NrXvga/3w8AGD16NO6880488MADyMjIwFVXXYWq\nqioAwI4dO/DSSy/B4/HgzjvvxKxZs9De3o777rsPH374Ifx+PzZt2oTCwkIcPnwYjz32GNxuN66/\n/nqsXLnS7rCJiMghqqur2btHBJt7Ajs6OgAAP//5z/Hzn/8cjz32GGpqarBq1So8//zzCIfDeOWV\nV/DBBx9g+/bteOmll7Bt2zZs3rwZnZ2d+MUvfoHx48fjhRdewFe/+lVs3boVQGSHfeKJJ/Diiy/i\n6NGjOH78uJ1hExH1OyYiqWO1Z++KK0bgiitG9HE0RKljaxJ4/PhxXLhwAZWVlbj99ttx5MgRvP32\n2ygtLQUAzJgxA6+//jqOHj2KkpISuN1u+P1+jB07FsePH0cgEMCMGTOi077xxhsIBoPo7OzE6NGj\nAQA33HADXn/9dTvDJiLqc9qEb+PGjbzMmOaam8+guflMqsMAwPsSqW/YmgRmZ2ejsrISP/vZz1Bd\nXY01a9ZACBEd7/P5EAwGEQqFkJubGx0+ZMiQ6HDlUrLP50NbW1vMMPVwIqKBJN0TPn+BHyNGx9fr\nFU9iMnYEe9SSke7txw5MdPufrUng2LFj8ZWvfCX6/4KCAnz44YfR8aFQCHl5efD7/QgGg9LhoVAo\nOiw3NzeaOGqnJSIi+4Q+DuHM3+Pr9YonMXnvTHr0qFH6ckKim25sTQJffvllbNq0CQBw5swZBINB\nTJs2DQcPHgQANDQ0oKSkBNdddx0CgQA6OjrQ1taGd999F1dddRUmT56Mffv2AQD27duH0tJS+P1+\neL1eNDc3QwiB/fv3o6SkxM6wiYiIiBzH1qeDy8rKsG7dOixatAgZGRnYtGkTCgoKsH79enR2duLK\nK6/EnDlz4HK5sHTpUixatAhCCKxatQperxcVFRVYu3YtFi1aBK/Xi82bNwOIfDtYs2YNwuEwpk2b\nhokTJ9oZNhERJSEdH3JJx5iI0o1LqG/aG+ACgQB7CYkoLblcrph7pF0uFwBAewiurq7Gxo0bew3v\nj/hk8RhNo6yTdt2slq8kalbmj5dRmVaXp8QMGNdLf+iLOko3TlhHrVTnLXxZNNnCjm/c/NZOlPh9\nUQNx/3HSPWBjR4zgwzGUdpgEki3sOJg76YRAztVXyZrd+89ATCrT2Xtnzlh+OIZ1T/2Fl4PJFnZ0\n4zvxUgA5h/bSqd7lVyuXZY3KTyY+9XJl5dl9OTie+eOVbpeD49muenU/2I+PTlhHrVTnLewJJCLq\nY+zZSU461F86xEB964oRV+CKEVekOox+xSRwEONBiyg9OPFWBzuPP+lQf+kQA/Wt5jPNaD7TnOow\n+hWTwEGMBy0iShXl+MMvo0Tpa1AmgTzoENFAkq7HLDvi4pdRovQ1KJNAHnSIaCBJ114z9bE0nthG\nOPxVKOm2HYn0DMokkIgoXVxxhfWEKJ2/wMYT25lB8DvBySRy6bwdidSYBPaTwfjNcDCukx0Ge70M\n9vWzW3PzwE+ItNKlDdgZh7YsWSLXl+t9xRUj4vrCMNilSxsb9MQg0tTUJIQQIh1XKxUx9fUy1eXb\nsax02W5VVVWWhunp6/WIJ5ZkjSkaI8YUjYkZli7baaAAEP1TPquHy4ZZrWN1W0h2u6iXW1RU3CsO\ndWyyuPXKkq2vNmblX722rbduRusc7zi9dZCttxm98s1i0qtPvWGDjd3nlESW39/LVfKWVGFPIJGG\nrAcgnS7v9GcsTnxlQjpSfmNXy6wtVFdXY8ToERgxOr4epjNn3otrervI1mfEFen53jarPVXs0bIX\n69NeTAKJiNJYdXU1Nm7cGNdDGsr4jRs34szfz+DM3+2/JG33yVhWXnV1Nc40G38JSVVSYPXLmHa6\nwZTEpGJd0ukL+aCQ0n5Im/FycP8uEzZ33cdTht5lI9nlSzviiCe2/qz3vgaDS3h6+vNy9UAA9L6E\nWlVVZflysN4w9b96/5fNq6VsL208RnHI1km2zrJYtNMZxakeXlRULIqKinWXo2W0zlb2caP1jad8\ns3XUq3+9MtNp/7L7WGSlfvvy+Ge2r/SFVF8OTr9sKQlMAvt3mXo7bKIHqciBvkgUFRXFtWzt8GTX\nezAngfFum0SSwHTc/+IxZkyRGDPGvA1aJUuY9JIoO5JAJcGUzauXSKmntRJHKpJAo/HKeivUdaCm\nTri0UpUE6tW/XplW9y+727FMfyWB6vOC3jLtSI6ZBA5wgzEJlB20+3qZiZRv9eBoVp7eTqjdwfsj\nCTS66d7ogJPOSWC885olgUZJxUBl94mgv5NAo2ROW44sYbQSh178Rr1aMcnoqCJRNKrI1iQQgHT5\n2um19aYdZ2V99cqQjUtVEqiUp3esSubcoo3JLkBWNCZZ2zNaph3JoR37frzJKJNAGw2WJLCqqsr0\nYGb3MpMtX/b/RHudrB6gjcpIhtEJ1mz5ZuPskE5JoNn4gchJSaDeuESTQKOExkpcySaBeuuprSOP\nBzG9ZLKeQzuTQPXl//5OAvvjWBkP9fnNKCZZ2ysaMybuJDCe81Ff14m2t1oIJoG2SsckUPuN1wor\nBzOr5fSKx4Zvf7LyjU5Q2vv0lMZfXFQkilWXfo0OWlYTjUTqy1dYKIrGjOl1qcjogG/1BKCmtAWr\n4n1dhhXxzmuW5JmNH4hk62T1C41sGxslPHqJkl7ypR6m/ldWhtGyZetqlpQZJUXqREdWltW4rCRi\nsvHq/8teb2NUR7LPZuurrXu95VhdB70605vOCu3yZFdTzMoya/eJ7OtGy9WrA6P6M4slnnpL5Pwh\nK0PvPCtrP0wCbaSXBOo15Hh6qhJNnswartE8Y8YUJdUo9Q4kdp2k9Q6Iegd/7T0dVk52svJln7Vl\nxLseeieteJdvZ2zxHuzMKO0pHkYnLSvjhUivG9mtsLJO8c6rl/Do7Stm+4VRG1WmlfU+GSU/ejEK\nIXqVZbROsrLMypeto94y9erbbFplGu1DOVa2m9E2kNHbfkZtS1ZnetNZodfGtOPNykhmvFFc2uOC\n3sNS6nmMYjYbbiXWeI/RRmUYbUP1/5kE2kgvCVQ+a3ukZBvJSjd1PMwartk8yTRKvUaYbCOXlW90\ngtI7GOkdiLXx6V2q0Ysp3vUzik9veVZPAMnEJjtQmi3brLxE60Zv+WbjZZ/TkfbG80TXQXaCM0p4\nzPYVo2HauPTKly3b6IlgKzGr/8ySzXjLl6233rHBLEa97aO3LIVZ0qute9lyjMqRTSurM73prNBr\nY9q4zMpIZrz2+KXu2NDblnptWztediXJKEYr9ZbIMVKvDKNtqP4/k0AbmSWBVnZi7TCje/OqqqpM\nn2Y1ahBW5olnXiVWJSajg6CVcszG69Wl3sHf6KQgm0473OhBDe208ZDFp008ZTHp3dtiV2xWDiTx\nSKZu9JZvNl72OR3JkgnteC3Z05dGCYZsfwB6Ll9amd/KLQuy44fRvuiBR4wpGmM6ndU/WX3q1bHV\n9TY7NuhNr6U33uqyjY4J2uXEsw56daY3nRWyOtYbp2X0FLUsJqvjZfWgPceaxau3n0b2pd7n43jq\nTVYnsquARq8ik62f0TmTSaCN+iIJ1JtXPUw73KgXQEsviTA7mMkYHVC1ZSfzdKveTqo3Xm/nNjrw\nymK2cgDWThfPzcBmJySzmMwOnLIDn5W4ZMPVrF5utdKWrNw3JNtmRgm61fabCsoB2ujkogzTiqet\n6rUvq23PaB/SxqhXvlGPnVkcemXG/mX1Wo4sLrPy9dbbqL6N1kVv+8iWZbZso2OCOlmwsq31tpus\nbO10VqiXpyT5snF68+o9hGHly7jeeLO2rFcHRm3UbJ3iqTezNmY0TC8Oo3USgkmgrdIlCYx3Z5MN\nMzuYqc2cOVMaq3o+vW9bavF++9OrS6s7dzw7sXq4upfOLGnRWxerl+vUy1PmkZ1M9epFLzb1NEY3\nEcvW06i9GbHSlqweALXjjepcb5lFY8aIojHWXuxtlOgmc8+hdj9Tb1tZncsuG6svS+nVh1770lu2\n3vyyfUjWO2jlT2/aeGK2ugx1GXrlezzWEjHZ9rNy2VWvLqPDMxF9qMdonfSOk0brbLYOevOrHzSS\nHTu09I5rZm1SewzSi9XoCol2P5Q9EGmlfcjW06iNKrFbqV+9WI2u+FkdJotVO62s7pgE2iieJFB2\nn5nVedXjog1RdUIz2tnMlqedx2hedS+Gen30dvroNloo9gAAIABJREFUuEz9A6RegiU7IeodDMzi\n0atTswO92U6lV6aM0XLj+axXx3rLNDrAWZ1euXynXa7e9jJbjnYao3lkJwG9eoinZ9SM0XRGB3cr\n5Rr9aZehDJclHdryZMuwskyj+Y32oUTKtzI8njLjiVXvs+wLq6xerG4/o8Qo0W2kXi9tGVa2hXY+\ns/m1w4TouSfO6HJjvOtr1Fmg7eGdOXNmrzJldS2rI+2y9XqpzebT+9N+YZeVZ7YNZOtstG5mdasX\nA5NAGxklgcVFRbobRjttzGePR/jy8iwfgLRl6O1MQohoTLIYjA4aVpYv26n14tGLVW+n0e68Zuus\n/qxcYpC9xsHoIBmdf1Tv7SibVhur+kAZT7xmn/XqRcasjajpXVLTTm/1IGe0HLNeRqNYtfUgi8eo\nPrTva9NSf8vXo40nnl5D2T5ktm2NptWb16j9WFm2rAy9fSGe8q2uh9Uy9cpSl2Gl/EJfoWm9WN1+\nZnWpTUD0ehWNypWtn1F86vaondbKMKN2IVuneNpkUZH84Q29eYQQ0jdZ6K1rPG3QaLtZ3UZ6daPd\ndrKYzdqdml4CHa3XMb0vyQvBJNCycDgsNmzYIBYuXCiWLl0qTp061WuapqYm3Q0c08hH6b96xWxe\ns+52bU+a3s6knl8Wg9FBw8ry9XYovUYtGyeLWf2aESs7rF6cZgcZs/WULVdWp0Y7t9lOK6tP7dNt\nsjLV218vNu2b8Y3anV79qv8va3daVg5mRuOVg5iVba2XnCr09g29mI2SRaD3JSGj8mTlW2mbZtNr\nx1tpX/HuF3plWI3RSizJxGwlLr1en3jrxer20+4Xdqybti2py1buvzNKJrXx27GdrbQBWb1ZaddG\n88jGaccbJaV9td1kMWqHqWPVtlGjY5R23ZRhxZIEWhaX+vjIJNCi3bt3iwceeEAIIcThw4fFihUr\nek3T1NSku3H0/mT3QqjJ5rFSrmy8dhmyxqVXriy+2GmyTGPRzqNmpTtePX+vniqPJ+ZyeLw7a6/p\ndMozilFWp3p1rRefdie28ieL3yg2WS+ful1ZvTSi/cZutV1VVVVFn25T3xog63HTqyejdZbVp7Je\nQgjh8/mk0yn31Wnvg1L/yXr5ZNtEXZexXyiyhM+Xbziv0X6nN532CVujekumXemVYSVGK+UkG3Mi\nccVbvtm2j2f5ia6bulwrPYdm29aO7Wy1ruPdvmbzyMaZrZvVNpjMdpPFoB2mPpebbUdZuxOi59xn\nNU7t/EwCLaqpqRG/+c1vop+nT5/eaxptEhjPTq7Q29jaPysNxmwZAHrd32X0jUkZZyUJ1c6bBfm3\nFCF67u2QrZ8QIuZ1M1Z3tnh2VtmNvVbmV8YVFvqivURGdS1bViIHcFld6a23WVuyUl9Gvcvy8rKi\nN7lb6VHV1oMsZlmc2mGypFQ7fzz7jV552gQvnnVSf9Zrc9L1zIy9gmD1r2eZWabtWXfZJm1G297i\njy3+NhnvMozKiLd8q23aSrtLdN3ir++sXvMb7V9Gw5Re8XjXVa9Nma2D2TyycWbrZq0NZunuo1aO\n27IY1MPMzmt69aC/br07Ysy2qxBMAi178MEHRUNDQ/TzjTfeKLq7u2OmSSYJHDOmSGRkDInZ2LLk\nSG9j6zVivZ3D6FKxYaPPjF0/K396O0y8PZp60xpNE0+cZmWbjdPGEW8bsDNO9XY22rbxXBozWw9Z\nog9EDnbxJLuymGXrF0+ZVreB1TLj3abahFF3fo+n13KSaT/J7A96yzYaFm/5dsecSFyJlG91u5hN\nk+i6qffvROc32r/iGRbPusjqzWwdzG5r0I4r9BWKPF+eZrz8nGl3cm4Wo6xcWUKtnGe1sWrrItHO\nIPX/mQRaVFNTI373u99FPyuvRVFramoSHq9HeDweAWQLjydL+Hwe4fV6RK7HI7LgFV6PV3hyPMLj\n9YiZM2cKjyc3Op3LdWkej094Pd7IeJ9PeLxe4fHkimy4RJbHE50nMn9keR6fT/jy8sTMmTNFrscj\n8n0+4fHkCrhd0Zg8nsgytTHl+fJEcXGxKC4uFjNnzoz+v7DQF41JGebJ8QhkeaMx9cQR+X+hr1C4\n4BIejyemzFyPJxo73C7hy/X1iikvzxedbubMmdF6UurT58uPxj5z5kxR6CuM1qcsJmX5Po9PuOAS\nPp+vV30WFxVF56mqqoqpT2+WS3i9seuhjUm9jWfOnBnddnZu4+iyfT6RnZ3Rs+1U9anE5PP5YtZd\nvY09OR7hy/X1iikjY0h02+X58nrFpN3GSn0q9eTxeqXb2KjdZWdkR2OS1Wdenq9Xfeq1O58vP+6Y\nlLagbGOjdqfdxko9KTH58vJ060m7jX2+YSIbLpHv8wmfb5h0PzaKyefzRfetwkKf6bFF2WestDvl\nmKHdfxLdxlmX4rS6L5gdW+LZxko96R1bfPk+y/txvDFZOVYbbWNtPdl5bNFuY6OY1NvO6Pzh9Xhj\njpFKu9bGpD62GO0zSn36Cgt7bWNlOcXFxabnNDu2cSLHFivb2I52JztWW2l32n2BSaBFv//976P3\nBP7xj38U3/rWt3pNo+4JtONPCPm3vUQuRyQyXm8Z2vsPlGm006o/m10aizcu2fCZqp5T9Tcm2fJk\nMRsNj6dO493GSW9HybdG5S/LpBy9SzvxxmK1RzHe9mjWphLdFnptQ91jp9D7tu3L77m3cKbqS2G0\nbiX36cnam1H71GsvCnWb166X+hKwUZmJ9H7q3UKhvGtPHo/+dIn+xbv9jaZX11F0Ot19S9KzpOnF\nVaazctlf2+b04kpkXay0K70yte2yv7aV2bolEqteT3zRqCKRkZ0tfHl5Qgj5E9N21UEy9aZ3jI33\n0rT2j0mgReqngxcuXCjefffdXtM0NTXFdd+O1a5c5V/1cIVZOdp5gdgDsHa89r4/2XhlmNkb6tXx\nqcdpy5XFqB6WSIKhXoZsebKYjYZrl6OOSVr/BokZEEkQZLHFvxNHTjJVVT0/IRhPOfElUr2fKNar\nE722abYsIYRh+zRqR9rlxS47K2a4tm2oL7Vox8XT3oziNZrHbL305tErX13/8ayH1bZjVJ5RPHb/\nxVuu0fTabd+fMaqXK9umsjKsrks820yvPSXzhSuRbSWE+RO9erHqza8d74FH5PnyhIxevMnUQe/1\n6f0FQbbOZuurHp7I5W0mgTZSvyfQSkPQTitrtHr3QyhkDX6Y6ulHIYzuLTRuWOplyHpHZHEYlaWN\n36iBCiGk9x8aHYz0lmG0fKvDZfUf74HB7PUu6j/ZK0eMtqF2W8Szva3Gr93+AGKeopbViRA97c/K\niURdttK7ZmUb643XO6iq45OR7QOycmS/OqJst5gvTKp3dJltN7Nl6s2nrXftPmpUptVtH2+7Ucdj\ntY3F8ydEz0uLrU5vdKLsi3jjrSfZNpWVERkmv9ctnnKMYjWKC0BMT3ci96eZbQu9q2BGserNrx2v\nnk5LL171MHWHSaLtQIlR2/soi9to25i1NaPtziTQRrFJYO+dU9Yjpt7g6nHaBiq7nKpMr51Guwxt\nubLGoe4J0VtGvDuNdh51HcjqwWiHNvpZIdnPLZnVjyxmo+Gy7aK3HeM9CGiHW60jWXtQr6dZDOrl\naOdRv1Rb7/13esNk7chKW1T/8Lre9HrbK6ataBKzaPmqV79ol6El2/9kX9KszK/dF/Tm1w5XX8rX\ntl3ZfFb3UyvtUtsWlEtlRnVvVLbRtFZPomZtP57pzcZZLU/ddq3scwCkr/TQbjcrMRvFGE85RmUa\nxSVrz2ZlV1VVxay/dh7lJd1621VvGynHHOXhNNn8sv/r0VsfvTKstj2z9isrU285Sn0qw612kGj/\nmATaSJ0E6r1DTRkv27jqcbIGqtfAZZ/Ndnx10qfXqycrU4/eTinbcbUxqf8v+x1UmaqqnnfNqeO3\n8t5FdRnKv0YHGOX/sum0dWMlAVP3zGrLslJHRgcS7XzqePTWVy8GbV1p55ENk9WvdrgsNlnZRnFZ\nqTvteC1ZT5ksXllZRvuCdn7tfqZu40ZxGm0Po5jM9lNt3WvLMGpf2mFKOR7p/XDyY5tsuxstP97Y\nrExvNk69bto/vd5ls/3eaJh2u1mJ2ShGo3KM7lGMJy7Z/mi17mXtQq/9mpWhbY9aRrHqUU+jvrdX\nGWbUI2m1bvXOu0ax6v2CkZW2DUSuRqmvSFVVVTEJtJP2Z+O0la6QbVy9HULNyjC9nUNvh5QxKlOP\nrJdTO4/ezi2bTynTLFYzZgmuUZzqH5Q3OiDqDdfbEZW4tPNoE1jZMpQd12xbqg8y2ndB6tWDNqnW\n1p3eAdasXO1wddzKlxGzhEx2a4B6fKGvsNc6quM2Kl9vHt1YEtiHrDDaZ43K1J5UjJatbgt6Jyej\nY4XeML0yZOP11k3/T//hCm0cZvdky+rW7Jilt05W10G7jbTHALNjiF4sCr2kVK+ceGI1qw/tdu11\nRUGStOi1C712brSNrOzbsvhky9HOo51Xbzupp5NtC1nHhmzZeomlXp3ofVYvQ2991WUzCbSRLAlU\n6G0AdeNUj5M1EivDZA1IW65R45eVqb43y4ySSMjK0tu5heh5AalWvCdvM3rroHeAMTsAmB3AjQ5w\nRnWjtwy9A6eWXi+cbHwyzA5OsuFW2qCaXq+Venx/0caiJ571U8+jrScrJy3tFwqrPZx67cnoWKE3\nTK8M2Xh1zFaWb1a+lTiUutSuh6wss31ZNtxoubK61tsGsuXqxaKmvd/YqBxZWepbKKzWh96VBdky\nZccjvWOZUayymMzozWtUhnoaWXKmnU59q0lP73jvc5re9tBbtlGd6H3W+3Kh1+6YBNpIqUy9b1Dq\n/+t9awciN9vKnlqSHdz1emviOYBYWY4sViuMdlyjRt5X9JYTzwFLPU75rHeCqaqqkj5FbbRMbVx6\nBwXtiU1PXyZJZgcn2XArbVA2v6weUiGZfSieco3anmxeq8uQLS+aDEh63IxiVJep1yOlt91ky9f7\n05tGFodRGdplR/6yesUln87+JFB9i49suep2pH3lkJZsXc3WX3mjgGycWX1o5zGbRjut3rHMaFvJ\nlmdGO6+VHnPZtpLNZ+W4LRtutGzZOVw7vdkVLr39TzaeSaCNtJWp11iMemnsOmEbfTuLZwdSS2Q+\nvfVWxyQb11fMDkxaZt8CjXZ0s6TdSn1qD456J9RU0fsSoqWOVe+eOCPptO7a3m67aC9tGR3EtazW\nh177NUtwFFmSYWbHGb3tpv1yBEDnXXvJJYHa23HMytJLxszqSDudUf3qLUu2bfTWT0tvXfTKMjoW\n6p279MqTTaN3LNAeU2XnKivrZZXP5+uV6JqVYbTPWTlXxbONrJRhNr2szqyeu5gE2sgoCdSjfsms\n3cwOzsmUZ4dUnMyNDnxW5jM7UAth/R60eKdJp0QoXsnGOpDXPVGyJMpsWqtlKv+X1ak2kdHOr5ec\nqMfLTmBWEg/1n5VLxrI4ZPHrfQGVJSxW9jnl/9p7LI3qoL+SQCtJWzxJoJp2m8Q7v3Y6dbmy4ery\nEk0CrSxfb1yinROyV0cp5fZXEqj9P5PAfpBIEtiX1A1Y6fa3mqCYlWeHwZoE9pWBnAglG6u63Q60\ndU+U9kTUX0mg+rPdSaBRT7EseUskCTSK3yhOo+mMYtEu3ywJ1Et49JJPvfKNYjWrh0STQGW80bkg\nkSTQaHgqk0C7JZoEmp17teXJ2phe+2ISaKN0SwLT3UBMAs0O1H1JvbxELqmmkp1fIJySBJrd92M0\nrZ5UJ4FmcQ2UJFBJWPUu38vWQ7aN4knEEkkC1e8jVNNeglUzO7ZYOVZa2T+t3DqifNbG1NdJYF/d\nnqTUTTKXlPWm1aPX7pgE9gFtZfbXfW4DldWdwe5lxjNcYbYj9QenJD9mnFoPduwr8SSBskRBts/a\nkQRqe3n7IwmsqqqSPhihnU4vkTNL0mR1ICvfbLl65eutk5WyjJZtxqwdyl51lUz5sjjt3hf6SzzH\nLr1LynrlxkP9QFKqk0CXEEJgkAgEAigpKUl1GAOGy+VCf29+vWUmEsuIEWMBAO+/f9KGyMy5XC4A\n6Pc6Szf9Xe+Dibqdq9uTtm0p02n3i+rqalRXV5uWqVCXYWUfU8+vjWuofyhaQ629yjeLI5n9XVtH\nestTfzaqA6txyPZ1ZdoRo0cAAN7/2/sJl2U0fbrpqzhTdf4B7D+Gx7su6ulTnbe4U7ZkSrmqqqpU\nh5AUJiGpwXpPHW0C2B+U48S54LleCVayZaaroqJi3XHa5E+R7utEJJOR6gAodVJxQhnIisaMQdGY\nMakOg8iQ3clIoscJozgSKbM/k6z33z8Z95edeNeJSWP/KxpVhKJRRbaXG++2TKdtzySQ+lU6Nf54\nvX/qFN4/dSrVYZADJLOfaJORVO1zdn3JVOK3Wt5AOcbwS3j/e/9v7+v25CYj3m2ZTtueSSD1q3Rq\n/ETpys79JJ6ytAlUOiRU8SZ/1dXVKC4qQr7PlxbxD3Ssw8GND4ZQWhgoN0kTJcPqgyGy6a2WqVde\nIg9j6I1TGD0YYvVhFLNY9OaPp2w7HkhLdF34QJkcj/kRqc5b2BNIRDSA9XdPTbr0DKVLHEQDGXsC\nKS3wWyE5QV/0BKopr5Dpy55AKz2N/dETaEc57AlMHR7zI1Kdt7AnkIhokBhs99za1dvHXsP0w22S\nHvieQCKiFCsusv+1FVoD8aRrV1I72JLjwYDbJD0wCSQiSrGT79v/2gqtZJ4SpuSwPildMQmktMCD\nJDmBup2n64vHq6qq2EsjYee7G4nSBR8MISJKU+n2MEJ/PxjS12S/xWy3dK8DSq1U5y18MISIiGw1\nUHr22UNHTmfr5eAZM2Zg7NixAIDJkyfj3nvvxeHDh/HYY4/B7Xbj+uuvx8qVKwEAtbW12LdvH9xu\nN9atW4eJEyeitbUVa9asQXt7O4YPH46amhpkZWVh79692Lp1K9xuN2699VYsWLDAzrCJiAaV/njQ\nxAiTK6KBwbYk8NSpU7j22mvx9NNPxwyvrq5GbW0tRo8ejW9/+9s4fvw4wuEwmpqaUF9fj5aWFtx9\n993YuXMntmzZgnnz5mH+/Pl45plnUFdXh8WLF2PTpk3YtWsXsrKyUFFRgZtuuglDhw61K3QiokGl\nrx40GSg9fERkjW2Xg48dO4YzZ85g2bJluOOOO3Dy5EkEg0F0dnZi9OjRAIAbbrgBjY2NCAQCmDZt\nGgBg5MiRCIfDOHfuHA4dOoTp06cDiPQqHjhwACdOnEBxcTH8fj88Hg9KSkrw5ptv2hU2ERFZpPTw\nFY0Zk7YPthCRdQn1BO7cuRPPPfdczLCqqirccccd+OIXv4hAIIA1a9Zgy5Yt8Pv90Wl8Ph+am5uR\nnZ2NgoKCmOHBYBChUAi5ubnRYW1tbTHD1MOJiCg13j91KtUhEJENEkoCy8rKUFZWFjPs4sWLyMzM\nBACUlJTg7Nmz0eROEQqFkJ+fD4/Hg1AoFB0eDAaRl5cXnX7o0KHR5M/v9/cqIy8vL5GwiYiIiOgS\n2y4H19bWRnsHjx8/jpEjR8Lv98Pr9aK5uRlCCOzfvx8lJSWYPHky9u/fDyEETp8+DSEECgoKMGXK\nFDQ0NAAAGhoaUFpainHjxuG9997D+fPn0dHRgTfffBOf+9zn7AqbiIiIyJFsezDk29/+Nu67777o\nE781NTUAIveQrFmzBuFwGNOmTcPEiRMBRHoLFy5cCCEENmzYAABYsWIF1q5dix07dqCwsBCbN2+O\nPj28fPlyCCGwYMECDB8+3K6wiYjSFh/EIKK+xJdFExFR0mQvReaLklkHZCzVeQtfFk1ERETkQEwC\niYiIiByISSAREVEf4X2dlM6YBBIRUdKY7MjxJ/QonTEJJCKipDHZIRp4mAQSERERORCTQCIiIiIH\nYhJIRERE5EBMAomIiIgciEkgERERkQMxCSQiIiJyICaBRERERA7EJJCIiIjIgZgEEhERETkQk0Ai\nIiIiB2ISSERERORATAKJiIiIHIhJIBEREZEDMQkkIiIiciAmgUREREQOxCSQiIiIyIGYBBIRERE5\nEJNAIiIiIgdiEkhERETkQEklgXv27MHq1aujn48cOYLbbrsNixYtQm1tbXR4bW0tFixYgIqKChw9\nehQA0NraisrKSixZsgSrVq1Ce3s7AGDv3r0oKytDeXk56uvrAQBCCFRVVaG8vBzLli1Dc3NzMmET\nEREROV7CSeCjjz6KJ598MmZYVVUVnnjiCbz44os4evQojh8/jrfffhtNTU2or6/HE088gYcffhgA\nsGXLFsybNw/PP/88JkyYgLq6OnR1dWHTpk149tlnsX37drz00ks4d+4cXnnlFXR0dKCurg6rV69G\nTU1NcmtNRERE5HAJJ4FTpkxBdXV19HMwGERnZydGjx4NALjhhhvQ2NiIQCCAadOmAQBGjhyJcDiM\nc+fO4dChQ5g+fToAYMaMGThw4ABOnDiB4uJi+P1+eDwelJaW4uDBgwgEAtFpJ02ahGPHjiUaNhER\nEREBcJtNsHPnTjz33HMxw2pqajB37lwcPHgwOiwUCsHv90c/+3w+NDc3Izs7GwUFBTHDg8EgQqEQ\ncnNzo8Pa2tpihgHAkCFDpMPdbjfC4TAyMnhLIxEREVEiTJPAsrIylJWVmRakJHeKUCiE/Px8eDwe\nhEKh6PBgMIi8vLzo9EOHDo0meX6/X1qG3++PKYMJIBEREVFybMuk/H4/vF4vmpubIYTA/v37UVJS\ngsmTJ2P//v0QQuD06dMQQqCgoABTpkxBQ0MDAKChoQGlpaUYN24c3nvvPZw/fx4dHR1oamrC5z73\nOUyePBn79u0DABw+fBjjx4+3K2wiIuojVVVVqQ6BiAyY9gTGY+PGjVizZg3C4TCmTZuGiRMnAgBK\nSkqwcOFCCCGwYcMGAMCKFSuwdu1a7NixA4WFhdi8eTPcbjfWrVuH5cuXQwiBsrIyDB8+HLNnz0Zj\nYyPKy8sBgA+GEBENAOr7xoko/biEECLVQdglEAigpKQk1WEQERERmUp13sIb64iIiIgciEkgERER\nkQMxCSQiIiJyICaBRERERA7EJJCIiIjIgZgEEhERETkQk0AiIiIiB2ISSERERORATAKJiIiIHIhJ\nIBEREZEDMQkkIiIiciAmgUREREQOxCSQiIiIyIGYBBIRERE5EJNAIiIiIgdiEkhERETkQEwCiYiI\niByISSARERGRAzEJJCIiInIgJoFEREREDsQkkIiIiMiBmAQSERERORCTQCIiIiIHYhJIRERE5EBM\nAomIiIgcKKkkcM+ePVi9enX08yuvvILZs2dj2bJlWLZsGZqamgAAtbW1WLBgASoqKnD06FEAQGtr\nKyorK7FkyRKsWrUK7e3tAIC9e/eirKwM5eXlqK+vBwAIIVBVVYXy8nIsW7YMzc3NyYRNRERE5Hju\nRGd89NFH0djYiKuvvjo67NixY7j//vsxe/bs6LC3334bTU1NqK+vR0tLC+6++27s3LkTW7Zswbx5\n8zB//nw888wzqKurw+LFi7Fp0ybs2rULWVlZqKiowE033YRAIICOjg7U1dXhyJEjqKmpwdatW5Nb\ncyIiIiIHS7gncMqUKaiuro4Z9tZbb+Hll1/G4sWL8YMf/ADd3d0IBAKYNm0aAGDkyJEIh8M4d+4c\nDh06hOnTpwMAZsyYgQMHDuDEiRMoLi6G3++Hx+NBaWkpDh48iEAgEJ120qRJOHbsWKJhExEREREs\n9ATu3LkTzz33XMywmpoazJ07FwcPHowZPm3aNNx8880YPXo0qqqqUFdXh2AwiMLCwug0Pp8PwWAQ\noVAIubm50WFtbW0xwwBgyJAh0uFutxvhcBgZGbylkYiIiCgRpklgWVkZysrKLBV26623RpO1L3zh\nC9i9ezeuvvpqBIPB6DTBYBB5eXnRZHDo0KHRJM/v98dMGwqFkJ+fD7/fj1AoFB1ulAAGAgFLsRIR\nERE5WcL3BMp85StfQV1dHYqKivDGG2/gs5/9LCZOnIjHH38clZWVaGlpgRACBQUFmDJlChoaGjB/\n/nw0NDSgtLQU48aNw3vvvYfz588jOzsbTU1NqKysBAC8+uqrmDNnDg4fPozx48dLl19SUmLn6hAR\nERENWrYmgY8++ihWrlyJ7OxsfPrTn8Ztt92GzMxMlJSUYOHChRBCYMOGDQCAFStWYO3atdixYwcK\nCwuxefNmuN1urFu3DsuXL4cQAmVlZRg+fDhmz56NxsZGlJeXA4hcjiYiIiKixLmEECLVQRARERFR\n/7K1J1BPV1cX7r//fvz+979HV1dXfyyS6P9v7+6Dqqzz/4+/DhwEAQna0fCmYDNds8wbyHVkY1oX\nNpm8IyABRU2mpK2tkXTVMvE2rMm1NtRs/dWutJPSurrudjPqlFLejMqumpK2Zd4kdNRsVw4qkFy/\nP/hyEgXUgnMBn+djhhnPdXOuz/XmOoeXn+u6PhcAAMbKzs7WpEmTGl3GK7fXrl+/XocOHVJwcLAC\nAgK8sUkAAACj1N40e8MNN2jZsmVXXd4rp4PPnz+vM2fO6MKFCzp58qSys7N15syZ5t4sAACAMRwO\nhyzLUp8+ffT555/rb3/7m2699dYGl/dKT2D79u3VtWtX3XTTTXr55ZfrDPcCAACAH6+2X+/+++9X\nRUWFTp061ejyXrsxpLS0VA899JCOHTumixcvemOTAAAARnE4HGrfvr0sy9I777yjrl27NrisV3oC\nT58+rbFjx+ro0aMEQAAAgCbgcDiueO3r66sbb7xRkhoNgJKX7g5evny5SktLVV1d7Y3NAQAAtHmX\nn8y1LEvfffedXC7XNY2pzDiBAAAABvLK6WAAAAC0LIRAAAAAAxECAQAADEQIBAAAMBAhEAAAwECE\nQAAAAAMRAgFAUmVlpYYMGdLg/IKCAga7B9CmEAIBQDWDrF4++v6lXn31VUIggDbFK08MAYCW6Ny5\nc5oyZYrKysp08803S5J27dqlvLw8WZalc+dWf12bAAAceElEQVTOadGiRdq1a5dOnz6t7Oxs5eXl\n6fe//72Kiop08eJFTZgwQUOHDrV5TwDg+tETCMBYq1atUs+ePZWfn6/U1FRZlqXPP/9cL774olau\nXKn4+Hi9//77Sk5OVseOHbV48WIVFhbqxIkT+stf/qKVK1fq1VdfldvttntXAOC60RMIwFhHjhzR\nvffeK0m666675Ofnp06dOmnevHkKCgqSy+XSgAEDJNWcLrYsS5999pn279+vcePGybIsXbx4UV99\n9ZV69epl454AwPUjBAIwVvfu3fXvf/9bQ4YMUXFxsaqqqjRr1ixt3LhRgYGBmj59umdZX19fVVdX\n69Zbb9XPf/5zzZ07V5ZlaenSpbrlllts3AsA+GE4HQzAWGlpaTp+/LjGjBmjt956S/7+/hoxYoTS\n09OVnp6uc+fO6eTJk5KkqKgoPfLIIxoyZIgCAwM1ZswYJSUlyeFwKDAw0OY9AYDr57Asy7K7EQAA\nAPAuegIBNIkTJ06od+/eSkxMVGJiokaMGKGkpCStW7fumtZPTEyU2+3W2rVrlZWVdc3b3blzp/r2\n7avExEQ98MADGjVqlJKTk/Xhhx9edd0hQ4bowIEDV0zPyMjQr371KyUmJmrUqFEaNmyY5syZo/Ly\ncknS/v379eSTTzb63p988olycnLqnXfp+jNmzNAbb7xx1bZeLjMzU//9738lSZMmTdIXX3xx3e8B\nwGxcEwigyQQEBGjt2rWe1yUlJZowYYKCgoIUHx/f6LqXrne9brnlljrrHzx4UGlpafrggw8UFhb2\ng95z+vTpnjZfvHhR8+bN01NPPaVXX31Vd955p15++eVG1//Pf/4jl8tV77xrWf9qtm7d6vn38uXL\nf9R7ATATPYEAmk2XLl30xBNPaMWKFZKkL7/8UhMnTlRqaqqGDBmixx57TJWVlZKkXr16eXq2JKm0\ntFQDBgyoM/zKfffdp0OHDl11u7169VL79u1VUlKivLw8zZgxQ5mZmUpISNCYMWN06tSpq77HpVfK\n+Pr6asaMGdq9e7e+/PJL7dy5U8OHD5ck7d69WykpKUpKSlJycrI2btyor7/+Wq+88oqKior09NNP\na+fOnRo5cqRSU1M1atQoffzxx571a99j9OjRGjZsmJ577jlVV1fXW5Pa1zNmzJAkjRs3Tl9//XWd\nHs3Vq1dr+PDhGjVqlDIzM3X06FFJNT2O8+fP17hx4/TrX/9aWVlZOn/+/FXrAKDtIgQCaFa9evXS\nZ599Jkl6++23lZiYqFWrVmnDhg06fvy4tmzZIklXPK2jc+fOGjx4sP7xj39IkrZv366wsDD97Gc/\nu+o2N2zYIB8fH912222SpKKiIr3yyit67733FBISotWrV1/3fvj7+ysyMtKzL7Xy8vL00EMPac2a\nNVqwYIF27Nih8PBwPfHEE4qKitJzzz0nSfr888/10ksvad26dWrXrl2d93C5XFq5cqXWrVungwcP\nqqCgoN6a1L7Ozc2VJOXn5ys8PNwzf8eOHXr99deVn5+vdevWadiwYfrNb37jmV9cXKzXX39d7777\nrk6ePKn333//uusAoO0gBAJoVg6HQ+3bt5ckTZ06VWFhYVqxYoVmz56tU6dOea6zq+8etfT0dL39\n9tuSap7dm5aWVu82jh075rl+b/jw4Xr77be1bNky+fv7S5IGDhzouYO3d+/edXrXrndfAgIC6kxL\nSEjQ3LlzNWXKFB04cECTJ0+ud93w8PA6ge1SI0eOlL+/v5xOp0aMGKFt27ZJurImV3v90UcfKSEh\nQaGhoZJqrrM8efKkTpw4IUm655575HQ65XQ61bNnT/3vf/+7xj0H0BZxTSCAZrVv3z717NlTkjR5\n8mRVV1crISFBv/zlL1VaWupZrr7n9g4ePFjnz5/X9u3btXv3bj3//PP1buPyawIvd2lwa+z5wI05\nf/68vvjiC/Xs2VPHjx/3TB89erSGDBmirVu3qrCwUHl5eVq/fv0V6zc2jIyPz/f/H7csS06ns85r\nSaqqqrpivcv3pfY08uXTvvvuO0lX1oHBIQCz0RMIoMlcHiq+/PJLLVu2TBMnTpQkbdu2TY899pgS\nEhJkWZb27t2rixcv1rturbS0NM2cOVPDhw+/4jSqt1y4cEG5ubm699571blz5zrzUlNTVVxcrFGj\nRmnu3LkqKyvT2bNn5evr6wlfV/Puu++qsrJSFRUVWrt2rWJjYyVJP/nJT7R//35JNae4Lw19Tqfz\nimB4zz336L333tOZM2ckSWvWrFFYWJgiIiJ+8L4DaLvoCQTQZCorK5WYmCippqfJ399fU6ZM8YSa\nyZMn67HHHlNoaKjat2+vgQMH6tixY57l6zNq1Ci98MILSk1NbfL2NtYr+MILL2jZsmVyOBy6ePGi\nBg8erJkzZ16x3NSpU7VgwQK9/PLLcjgcevzxx9WlSxf1799fL730kn77298qIyOj0XZ069ZN6enp\nOn/+vOLj4zVq1ChJ0jPPPKM5c+YoJCREMTEx6tixo2eduLg4paena8mSJZ79GDx4sMaPH6/x48dL\nksLCwrhzGECDbBss+rvvvtPTTz+tEydOqKqqSllZWbrttts0ffp0+fj4qEePHp4xtgoKCrR69Wr5\n+fkpKyvL86xPAG3fP//5T61fv16vvfaa3U0BgDbFtp7A9evXKywsTC+88ILOnj2rkSNHqlevXsrO\nzlZ0dLRycnK0adMm9evXT/n5+Vq7dq0uXLigtLQ0xcTEyM/Pz66mA/CSjIwMnTlzRn/4wx/sbgoA\ntDm2hcCEhAQNHTpUUs1ArL6+viouLlZ0dLQkKTY2Vlu3bpWPj4+ioqLkdDoVHBysyMhIHTp0SHfe\neaddTQfgJfn5+XY3AQDaLNtuDGnfvr0CAwPldrv15JNPavLkyXUuDA8KCpLb7VZ5ebk6dOjgmR4Y\nGKiysjI7mgwAANBm2Hp3cGlpqcaPH6/ExETdf//9dYZJKC8vV0hIiIKDg+s8MaB2OgAAAH44204H\nnz59WpmZmZo1a5YGDRokSbr99tu1a9cu3X333SosLNSgQYPUp08fLV682DN8wuHDh9WjR49637Oo\nqMibuwAAAPCjREVF2bZt20Lg8uXLdfbsWS1dutQzxMEzzzyj+fPnq6qqSt27d9fQoUPlcDiUkZGh\n9PR0WZal7OzsRscKs7OYJiopKVGXLl3sboZRqLn3UXPvo+beR829z+7OK9uGiGkORUVFhEAv40vD\n+6i591Fz76Pm3kfNvc/u3MITQwAAAAxECAQAADAQIRAAAMBAhEAAAAADEQIBAAAMRAgEAAAwECEQ\nAADAQIRAAAAAAxECAQAADEQIBAAAMBAhEAAAwECEQAAAAAMRAgEAAAxECAQAADAQIRAAAMBAhEAA\nuA7h4ZFyOBz1/oSHR9rdPAC4Zk67GwAA3hQeHimX62iD8318AlVdfe4q72LVO9XlcvyIlgGAdxEC\nARilJgDWH+Ikqbra0eh8iaAHoG3gdDAAAICBCIEAAAAGIgQCAAAYiBAIAABgIEIgAACAgQiBAAAA\nBiIEAgAAGIgQCAAAYCBCIAAAgIEIgQAAAAYiBAIAABiIEAgAAGAgQiAAAICBCIEAAAAGIgQCAAAY\niBAIAABgIEIgAACAgQiBAAAABiIEAgAAGIgQCAAAYCBCIAAAgIEIgQAAAAYiBAIAABjI9hC4d+9e\nZWRkSJI+/fRTxcbGaty4cRo3bpzee+89SVJBQYGSkpKUmpqqzZs329haAACAtsFp58ZXrFihv//9\n7woKCpIk7d+/XxMnTtSECRM8y5w+fVr5+flau3atLly4oLS0NMXExMjPz8+mVgMAALR+tvYERkRE\naMmSJZ7XBw4c0ObNmzV27FjNnDlT5eXl2rdvn6KiouR0OhUcHKzIyEgdOnTIxlYDAAC0fraGwPj4\nePn6+npe9+3bV7/73e/05ptv6uabb1ZeXp7cbrc6dOjgWSYwMFBlZWV2NBcAAKDNsPV08OXi4uI8\ngS8uLk7z58/XwIED5Xa7PcuUl5crJCSkwfcoKSlp9nbie2VlZdTcy6h5y8bvpmlwnHsfNTdPiwqB\nmZmZevbZZ9WnTx9t375dd9xxh/r06aPFixersrJSFRUVOnz4sHr06NHge3Tp0sWLLUZJSQk19zJq\n3rLxu2kaHOfeR829r7S01Nbtt6gQOHv2bM2bN09+fn7q2LGj5s6dq6CgIGVkZCg9PV2WZSk7O1vt\n2rWzu6kAAACtmu0hsGvXrlq1apUkqXfv3nrrrbeuWCYlJUUpKSnebhoAAECbZfs4gQAAAPA+QiAA\nAICBCIEAAAAGIgQCAAAYiBAIAABgIEIgAACAgQiBAAAABiIEAgAAGIgQCKDNCQ+PlMPhqPcHAFDD\n9ieGAEBTc7mOSrIamEsQBACJnkAAAAAjEQIBAAAMRAgEAAAwECEQAADAQIRAAAAAAxECAQAADEQI\nBAAAMBAhEACajH+Dg1Q7HA6Fh0fa3UAA8GCwaABoMhVqeJBqyeVioGoALQc9gQAAAAYiBAIAABiI\nEAgAAGAgQiAAAICBCIEAAAAGIgQCAAAYiBAIAABgIEIgAACAgQiBAAAABiIEAgAAGIgQCAAAYCBC\nIAAAgIEIgQAAAAYiBAIAABiIEAgAAGAgQiAAAICBCIEAAAAGIgQCAAAYiBAIAABgIEIgAACAgQiB\nAAAABrI9BO7du1cZGRmSpGPHjik9PV1jx47VnDlzPMsUFBQoKSlJqamp2rx5s00tBQAAaDtsDYEr\nVqzQzJkzVVVVJUnKzc1Vdna23nzzTVVXV2vTpk06ffq08vPztXr1aq1YsUKLFi3yLA8AAIAfxtYQ\nGBERoSVLlnheHzhwQNHR0ZKk2NhYbdu2Tfv27VNUVJScTqeCg4MVGRmpQ4cO2dVkAACANsHWEBgf\nHy9fX1/Pa8uyPP8OCgqS2+1WeXm5OnTo4JkeGBiosrIyr7YTAACgrbH9msBL+fh835zy8nKFhIQo\nODhYbrf7iukAAAD44Zx2N+BSvXv31q5du3T33XersLBQgwYNUp8+fbR48WJVVlaqoqJChw8fVo8e\nPRp8j5KSEi+2GGVlZdTcy6h568bv7tpwnHsfNTdPiwqB06ZN07PPPquqqip1795dQ4cOlcPhUEZG\nhtLT02VZlrKzs9WuXbsG36NLly5ebDFKSkqouZdR89aN39214Tj3PmrufaWlpbZu3/YQ2LVrV61a\ntUqSFBkZqfz8/CuWSUlJUUpKirebBgAA0Ga1qGsCAQAA4B2EQADwGn85HI56f8LDI+1uHADD2H46\nGADMUSHJqneOy+XwblMAGI+eQAAAAAMRAgEAAAxECATQ6oSHRzZ4bZ3DwWlVALgWXBMIoNVxuY6q\noWvrahAEAeBq6AkEAAAwECEQAADAQIRAAAAAAxECAQAADEQIBAAAMBAhEAAAwECEQAAAAAMRAgEA\nAAxECAQAADAQIRAAAMBAhEAAAAADEQIBAAAMRAgEAAAwECEQAADAQIRAAAAAAxECAQAADEQIBAAA\nMBAhEAAAwECEQAAAAAMRAgEAAAxECAQAADAQIRAAAMBAhEAAAAADEQIBAAAMRAgEAAAwECEQAADA\nQIRAAAAAAxECAQAADEQIBAAAMBAhEAAAwECEQAAAAAMRAgEAAAxECAQAADAQIRAAAMBATrsbUJ8H\nHnhAwcHBkqRu3bopKytL06dPl4+Pj3r06KGcnBybWwgATc1fDoejwbk33RShr78+4r3mAGjzWlwI\nrKyslCStXLnSM+3RRx9Vdna2oqOjlZOTo02bNikuLs6uJgJAM6iQZDU41+VqOCACwA/R4k4HHzx4\nUOfOnVNmZqYmTJigvXv3qri4WNHR0ZKk2NhYbd++3eZWAgAAtG4tricwICBAmZmZSklJ0ZEjR/Tw\nww/Lsr7/33FQUJDKyspsbCEAAEDr1+JCYGRkpCIiIjz/Dg0NVXFxsWd+eXm5QkJCGly/pKSk2duI\n75WVlVFzL6Pm5jLp985x7n3U3DwtLgSuWbNGn332mXJycuRyueR2uxUTE6OdO3dq4MCBKiws1KBB\ngxpcv0uXLl5sLUpKSqi5l5lS8/DwSLlcR+1uRotiwu+9linHeUtCzb2vtLTU1u23uBCYnJysGTNm\nKD09XT4+Plq4cKFCQ0M1c+ZMVVVVqXv37ho6dKjdzQTQzGoCYEM3SnCTBAD8WC0uBPr5+enFF1+8\nYnp+fr4NrQEAAGibWtzdwQAAAGh+hEAAAAADEQIBAAAMRAgEAAAwECEQAADAQIRAAGgV/OVwOOr9\nCQ+PtLtxAFqhFjdEDACgPhVqaNxEl4txEwFcP3oCAQAADEQIBAAAMBAhEAAAwECEQAAAAAMRAgEA\nAAxECAQAADAQIRAAAMBAhEAAaPUaHkiawaQBNIQQCMAW4eGRjQYXXI/agaTr/3G5jtrYNgAtFU8M\nAWCLmmBS/xMwahAEAaA50RMIAABgIEIgAACAgQiBAAAABiIEAgAAGIgQCAAAYCBCIAAAgIEIgQAA\nAAYiBAIAABiIEAgAAGAgQiAAtHk8WxjAlQiBAJpNY88HhjfxbGEAV+LZwQCaTePPByYIAoCd6AkE\nAOM1fLqYU8VA20VPIAAYr/Z08ZVcLnpsgbaKnkAAAAADEQIBAAAMRAgEAAAwECEQAADAQIRAAD9Y\nY+MAMhYgrnZ8cOcxYC9CIGC4xv5QX+2P9PfjADb0A5Nd7fhgkGrAXgwRAxiusQGdGR4EANouegIB\nAAAMRAgE0IiGnyTBNX9oTv36DeJ6QqCZtZrTwZZlafbs2Tp06JDatWunBQsW6Oabb7a7WUAb1/CT\nJGoQBNs+/0YDv49PoKqrzzX5Vk+dOq7Gjj2XK6DRdt10U4S+/vpIk7cLaEtaTU/gpk2bVFlZqVWr\nVumpp55Sbm6u3U0CWgXu4MWPU/sfgfp/agKgHTcGNd4ubjoBrq7V9AQWFRXpnnvukST17dtX+/fv\nt7lFQOvQ2I0fNQiCAGCiVhMC3W63OnTo4HntdDpVXV0tH59W05nZppw7d06ZmU/oxAmXAgL8r5jv\ncEiLF89V7969bWidecLDI+n5QCvU+KlmAM2r1YTA4OBglZeXe14TAO3lcrm0atX/a3SZjz6KNyoE\nXi2IXe3aqcbmX+36psZ7+/gji5aqsWtOf+xx23DAbM7P4o9xte+Q5tq2XduF/RyWZbWKEV03bNig\nDz/8ULm5udqzZ4+WLl2q1157rc4yRUVFNrUOAADg+kVFRdm27VYTAi+9O1iScnNz9dOf/tTmVgEA\nALROrSYEAgAAoOlwUR0AAICBWvSNIRs3btT777+vRYsWSaoZK/D5559X586dJUlPPPGEoqOjlZeX\npy1btsjpdGrGjBm666679O2332rKlCmqqKhQp06dlJubK39/f33wwQdaunSpnE6nkpKSlJKSwkDU\nl7i85nv37tWCBQvkdDo1ePBgPf7445JEzZt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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -155,6 +155,60 @@ "engine.showDailyResult(dfp, result)" ] }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2018-01-07 17:24:26.175000\t------------------------------\n", + "2018-01-07 17:24:26.175000\t首个交易日:\t2012-01-11\n", + "2018-01-07 17:24:26.175000\t最后交易日:\t2017-06-30\n", + "2018-01-07 17:24:26.175000\t总交易日:\t1328\n", + "2018-01-07 17:24:26.175000\t盈利交易日\t648\n", + "2018-01-07 17:24:26.175000\t亏损交易日:\t679\n", + "2018-01-07 17:24:26.175000\t起始资金:\t1000000\n", + "2018-01-07 17:24:26.175000\t结束资金:\t1,815,424.82\n", + "2018-01-07 17:24:26.175000\t总收益率:\t81.54\n", + "2018-01-07 17:24:26.175000\t总盈亏:\t815,424.82\n", + "2018-01-07 17:24:26.175000\t最大回撤: \t-193,351.02\n", + "2018-01-07 17:24:26.175000\t总手续费:\t216,395.18\n", + "2018-01-07 17:24:26.175000\t总滑点:\t450,060.0\n", + "2018-01-07 17:24:26.175000\t总成交金额:\t7,213,172,820.0\n", + "2018-01-07 17:24:26.175000\t总成交笔数:\t7,501.0\n", + "2018-01-07 17:24:26.175000\t日均盈亏:\t614.02\n", + "2018-01-07 17:24:26.176000\t日均手续费:\t162.95\n", + "2018-01-07 17:24:26.176000\t日均滑点:\t338.9\n", + "2018-01-07 17:24:26.176000\t日均成交金额:\t5,431,606.04\n", + "2018-01-07 17:24:26.176000\t日均成交笔数:\t5.65\n", + "2018-01-07 17:24:26.176000\t日均收益率:\t0.05%\n", + "2018-01-07 17:24:26.176000\t收益标准差:\t1.07%\n", + "2018-01-07 17:24:26.176000\tSharpe Ratio:\t0.66\n" + ] + }, + { + "data": { + "image/png": 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jR6BSpeJ/n5dflvqBf/wh+716ybZhw+J/b6XckQaBSimlXOrvv6Fy5eJ9jxdf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vZQHEpaBOZyAr1er+wG3+v8HcglAi8A/tUjIxHhYJETmEhEChKBY8YMB/YmXTzzYmRcXE477TRe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VZ1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\nI4G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n8fVojf1fS8vnrvPr64/wxY/Ack/ivMVGGp361v6OCx2Aq05zObiurk5XXXWVJOnS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\ngg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "engine = BacktestingEngine()\n", + "engine.setCapital(1000000)\n", + "df1, result = engine.calculateDailyStatistics(df1)\n", + "engine.showDailyResult(df1, result)" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/examples/CtaBacktesting/backtesting_rb.ipynb b/examples/CtaBacktesting/backtesting_rb.ipynb index 2826db57..2a52ed9d 100644 --- a/examples/CtaBacktesting/backtesting_rb.ipynb +++ b/examples/CtaBacktesting/backtesting_rb.ipynb @@ -80,13 +80,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "2017-11-25 10:08:45.455000\t开始载入数据\n", - "2017-11-25 10:08:46.114000\t载入完成,数据量:448128\n", - "2017-11-25 10:08:46.114000\t开始回测\n", - "2017-11-25 10:08:46.122000\t策略初始化完成\n", - "2017-11-25 10:08:46.122000\t策略启动完成\n", - "2017-11-25 10:08:46.122000\t开始回放数据\n", - "2017-11-25 10:09:09.719000\t数据回放结束\n" + "2018-01-07 15:25:16.799000\t开始载入数据\n", + "2018-01-07 15:25:16.805000\t载入完成,数据量:0\n", + "2018-01-07 15:25:16.805000\t开始回测\n", + "2018-01-07 15:25:16.805000\t策略初始化完成\n", + "2018-01-07 15:25:16.805000\t策略启动完成\n", + "2018-01-07 15:25:16.805000\t开始回放数据\n", + "2018-01-07 15:25:16.806000\t数据回放结束\n" ] } ], @@ -97,52 +97,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2017-11-25 10:10:54.243000\t计算按日统计结果\n", - "2017-11-25 10:10:54.280000\t------------------------------\n", - "2017-11-25 10:10:54.280000\t首个交易日:\t2011-01-11\n", - "2017-11-25 10:10:54.280000\t最后交易日:\t2017-10-09\n", - "2017-11-25 10:10:54.280000\t总交易日:\t1638\n", - "2017-11-25 10:10:54.280000\t盈利交易日\t702\n", - "2017-11-25 10:10:54.280000\t亏损交易日:\t728\n", - "2017-11-25 10:10:54.280000\t起始资金:\t30000\n", - "2017-11-25 10:10:54.280000\t结束资金:\t76,760.0\n", - "2017-11-25 10:10:54.280000\t总收益率:\t155.87\n", - "2017-11-25 10:10:54.280000\t总盈亏:\t46,760.0\n", - "2017-11-25 10:10:54.280000\t最大回撤: \t-6,300.0\n", - "2017-11-25 10:10:54.280000\t总手续费:\t0.0\n", - "2017-11-25 10:10:54.280000\t总滑点:\t7,930.0\n", - "2017-11-25 10:10:54.280000\t总成交金额:\t24,882,330.0\n", - "2017-11-25 10:10:54.280000\t总成交笔数:\t793.0\n", - "2017-11-25 10:10:54.280000\t日均盈亏:\t28.55\n", - "2017-11-25 10:10:54.280000\t日均手续费:\t0.0\n", - "2017-11-25 10:10:54.280000\t日均滑点:\t4.84\n", - "2017-11-25 10:10:54.280000\t日均成交金额:\t15,190.68\n", - "2017-11-25 10:10:54.280000\t日均成交笔数:\t0.48\n", - "2017-11-25 10:10:54.280000\t日均收益率:\t0.06%\n", - "2017-11-25 10:10:54.280000\t收益标准差:\t0.71%\n", - "2017-11-25 10:10:54.280000\tSharpe Ratio:\t1.26\n" - ] - }, - { - "data": { - "image/png": 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v3jHCw3MJDHQ455xj9Ot3CJer+Khow4YatGx5jEWL6vDEE6EAuFx5PPdcFlde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\nWRU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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# 显示逐日回测结果\n", "engine.showDailyResult()" diff --git a/examples/VnTrader/CTA_setting.json b/examples/VnTrader/CTA_setting.json index 19884be3..a3f3de1f 100644 --- a/examples/VnTrader/CTA_setting.json +++ b/examples/VnTrader/CTA_setting.json @@ -1,19 +1,19 @@ [ { "name": "double ema", - "className": "EmaDemoStrategy", - "vtSymbol": "IF1706" + "className": "DoubleMaStrategy", + "vtSymbol": "IF1802" }, { "name": "atr rsi", "className": "AtrRsiStrategy", - "vtSymbol": "IC1706" + "vtSymbol": "IC1802" }, { "name": "king keltner", "className": "KkStrategy", - "vtSymbol": "IH1706" + "vtSymbol": "IH1802" } ] \ No newline at end of file