022a923f27
1. 移除老的tick2trade例子,未来会更新新的测试用例 2. 修复CTA策略回测中tradeTime等字段的数据我entity
277 lines
174 KiB
Plaintext
277 lines
174 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"collapsed": false
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},
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"outputs": [],
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"source": [
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"%matplotlib inline\n",
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"\n",
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"from vnpy.trader.app.ctaStrategy.ctaBacktesting import BacktestingEngine, OptimizationSetting, MINUTE_DB_NAME\n",
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"from vnpy.trader.app.ctaStrategy.strategy.strategyAtrRsi import AtrRsiStrategy"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"# 创建回测引擎对象\n",
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"engine = BacktestingEngine()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"collapsed": false
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},
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"outputs": [],
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"source": [
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"# 设置回测使用的数据\n",
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"engine.setBacktestingMode(engine.BAR_MODE) # 设置引擎的回测模式为K线\n",
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"engine.setDatabase(MINUTE_DB_NAME, 'IF0000') # 设置使用的历史数据库\n",
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"engine.setStartDate('20120101') # 设置回测用的数据起始日期"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"# 配置回测引擎参数\n",
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"engine.setSlippage(0.2) # 设置滑点为股指1跳\n",
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"engine.setRate(0.3/10000) # 设置手续费万0.3\n",
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"engine.setSize(300) # 设置股指合约大小 \n",
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"engine.setPriceTick(0.2) # 设置股指最小价格变动 \n",
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"engine.setCapital(1000000) # 设置回测本金"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"# 在引擎中创建策略对象\n",
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"d = {'atrLength': 11} # 策略参数配置\n",
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"engine.initStrategy(AtrRsiStrategy, d) # 创建策略对象"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"2017-08-23 22:46:29.700000\t开始载入数据\n",
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"2017-08-23 22:46:29.790000\t载入完成,数据量:31455\n",
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"2017-08-23 22:46:29.790000\t开始回测\n",
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"2017-08-23 22:46:29.809000\t策略初始化完成\n",
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"2017-08-23 22:46:29.809000\t策略启动完成\n",
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"2017-08-23 22:46:29.809000\t开始回放数据\n",
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"2017-08-23 22:46:31.487000\t数据回放结束\n"
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]
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}
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],
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"source": [
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"# 运行回测\n",
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"engine.runBacktesting() # 运行回测"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"2017-08-23 22:46:33.876000\t计算按日统计结果\n",
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"2017-08-23 22:46:33.907000\t------------------------------\n",
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"2017-08-23 22:46:33.907000\t首个交易日:\t2012-01-11\n",
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"2017-08-23 22:46:33.907000\t最后交易日:\t2012-06-29\n",
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"2017-08-23 22:46:33.907000\t总交易日:\t112\n",
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"2017-08-23 22:46:33.907000\t盈利交易日\t48\n",
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"2017-08-23 22:46:33.907000\t亏损交易日:\t64\n",
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"2017-08-23 22:46:33.907000\t起始资金:\t1000000\n",
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"2017-08-23 22:46:33.907000\t结束资金:\t879,365.29\n",
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"2017-08-23 22:46:33.907000\t总收益率:\t-12.06\n",
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"2017-08-23 22:46:33.907000\t总盈亏:\t-120,634.71\n",
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"2017-08-23 22:46:33.907000\t最大回撤: \t-138,853.38\n",
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"2017-08-23 22:46:33.907000\t总手续费:\t9,934.71\n",
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"2017-08-23 22:46:33.907000\t总滑点:\t25,980.0\n",
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"2017-08-23 22:46:33.907000\t总成交金额:\t331,156,920.0\n",
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"2017-08-23 22:46:33.907000\t总成交笔数:\t433.0\n",
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"2017-08-23 22:46:33.907000\t日均盈亏:\t-1,077.1\n",
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"2017-08-23 22:46:33.907000\t日均手续费:\t88.7\n",
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"2017-08-23 22:46:33.907000\t日均滑点:\t231.96\n",
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"2017-08-23 22:46:33.907000\t日均成交金额:\t2,956,758.21\n",
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"2017-08-23 22:46:33.907000\t日均成交笔数:\t3.87\n",
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"2017-08-23 22:46:33.908000\t日均收益率:\t-0.1%\n",
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"2017-08-23 22:46:33.908000\t收益标准差:\t0.98%\n",
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"2017-08-23 22:46:33.908000\tSharpe Ratio:\t-1.66\n"
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]
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},
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{
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"data": {
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UDWYFf61atWLfvn107NiRHTt28Pjjj+Pl5cXChQvJzs4mKyuLlJQUmjZtire3N3FxcXh5\neREXF4evry8GgwGdTseZM2fw8PBg586dhISE4OjoyPz58xk2bBhpaWlomkbt2rXp0KEDO3bs4Lnn\nnmPHjh15Q85FscQqpYsXwcurFrlNffYZ/OMfddiypQ6LF8Ofo9UVgjVWbl24oIbDDxww4O5uKP6C\nCub8eXj5ZZX1e/bZ++56Xt++EBwMrq7uGIq4DbJqzj7Jc7EP8hzskzyX8pW/GHV5Miv4CwsL4913\n3yUnJ4cmTZrQq1cvHBwcGDp0KEFBQWiaRmhoKDqdjsDAQMLCwggKCkKn0xEREQHAtGnTGDduHCaT\nCT8/P9q2bQuAj48PAQEBaJrGlClTABg9ejRhYWHExMRQp06dvDasJXfYN1fHjnDggBr+9faGFSug\nXz+rdqHEzp0DkwnKs7RQSoraiic5GTIy4B6J2AonK0vV8BsyBAID732uo6Mq+XL0KHTqVD79E0II\nIcpK6vwVcusW1KoFmZmg0935+n//CyNHwi+/qDmB5enWLRVo7NoFu3er39PSwM8Pfvih6Gus8VNc\ndDTExqoM2bvvQr59sys0TVNFvS9fho0bS/Z8//536NYNhg278zX5Cdo+yXOxD/Ic7JM8l/Jlqzp/\nssNHIefPq/p+RQV+AE8+qXZ2+O476N3bun3JyIC9e28He3v2wAMPqBqE/v4wYQIYDOWfdUpJUbuf\nNGsG//d/lSf4W7hQ7eKxc2fJA3svL/va81IIIYQojgR/hZw9W3DItzAHB3jtNVi82LLBn6bB6dO3\nA73du1V20dtbBXuvvgqrV8N999153Y0bkJ5+52vWkpICPj7QqBHMm1c+72kJn38Or7+u9uf9c5ZB\nngMH4J//VAF2UfP37qZNG/j+e8v2UwghhLAmCf4KSU1VNf7uZfBgGD/+dgbMHDk5kJhYcAj31i01\nhPvEE2rOmbc31Khx73YcHFQAcuSIGn4sDydOwAsvwOOPw759kJ1990zp3fz8M5w5A927W6eP+V29\nCm+9Bdu2QatWRQd/mzapIdxGjUrXdps2kvkTQghRsZTzrDX7l1vg+V6cneGll2Dp0pK3e+kSfPWV\n2g+2Wzc1tDx8uAqC+vRRw6dpaWqu2dixKrAqLvDL1bp1+QYguUGvmxs0bQoJCaW7Pj0devVSK2pN\nJuv0MdfVqyqIrlYNDh6EMWOKztR99x307Fn69j084No1tQJaCCGEqAgk+CukJMEfwOjRsGqV2ve1\nME1TQd3KlSrAadUKPD3VnLLq1dW2cWfPQlKSCiCHDlXBlLk1BHMzf+Xh5k3V99wMWdeuKnAtqexs\nlTUMCFDB459bQOfRNBUMHzxomf5+/70KUJcvV6uS//IXiI9XC3pyXboEP/2ksq6llT/zKoQQQlQE\nEvwVUrjMy9088ohaaLF+vQoA/+//1D7AffuquXc9e8KWLSrrtHatCjC2bIFp09Rrbm6W63N5Dj2e\nOaMWneQO85Y2+HvjDXB1hZkzVfb0k08Kvv7dd2pY9l//skx/v/0Wnnnm9td6vXpucXG3j23Zoj5H\nSTOthcnQrxBCiIqk0gd/aWkwcGDRGbqilDTzB2rhxxtvQP36aqj2999VFu/gQTh5EtatU+d4e4OT\nFWdX5gYf5VG058SJgvMcu3ZV8xVLMny7dCns2KGCYUdHVSD5yy/hjz9unzNvHkydqsrJlHXvYE1T\nwV+vXgWP9+hRcOjX3CHfXBL8CSGEqEgqffD38cdqrt3kySU7vzTBX+/eahFBeroqyfL++yrQLOn1\nlnLffSoTVx478qSkQOPGt79u0ADq1St+2HPbNggPV/sBu7qqY/fdB089pWoGglo8cvw4TJqkhsm3\nbi1bX48cUfeladOCx//619vBn6aVPfjz8oJDh8y/XgghhChPlTr4u3lTzfX66iuVhdu5s/hrSjrs\nC2q+l4+PWgBia+WVfSpqhXPXrgWHUYu6JjBQPYMmTQq+ln/od+5cCA1V8yKDglSGsCxys36F51J6\ne6sFGmfOqLl+jo6qZqG5chfcVJ5y6UIIISqzSh38ffmlyiA9+SQsWaICjWvX7n7+9evq9Xr1yq2L\nFtO6dfksOig87AsqsPvgA1W+prCMDDUPcvJkePrpO1/v1Utl+776Sg0Jv/yyOh4QoJ7fvZ5XcYoa\n8gW18rd7d7UrSm7Wz9zFNqAymDVrqqyxEEIIYe8qXfCXv+TGkiVqVS5A//7w2GOq1Mrd5BZ4Lksg\nYCvlmfnLP+wLag6dpyd89FHB4yaTqlfo56fmPhalenV1zuDB6lnp9ep4gwZqYcaXX5rXz8xM+PFH\nFfgXJXfeX1mHfHPJvD8hhBAVRaUL/t54Q/3+669q4cULL9x+7YMP1Pyyuw1RlmbI194UFXy8+SYc\nPWrZlSZFZf5A7Y4xY4aqq5fr3XfVPrkffnjvgPqll9SCmJCQgseDgwsO/Z47pzKEJckGbt8OHTuq\n8i5F6dFDZf527So6I1laEvwJIYSoKCpd8Pfjj6pUyLJlKqjIX76jbl214nTYsIJ13nKVZrGHvWnd\nGo4evb3qdt8+WLQIVq3SW+w9MjPBaFSlXgpr104Nsc6dq76OilKB28aNxe/+0bq1CrwLb0/33HMq\nUD92TGVsW7WCWbOgYUM1LLxx490DwbsN+eZ66CH1Oby8oHbte/evJNq0kUUfQgghKoZKF/wtX66G\nD//zHxg16s7X+/aFLl1gwoQ7X6vIwZ+bmwpuT55UX8+cqYpJb95cC6PRMu9x4oQa3r1bFu+991TQ\n/fnnaieNzz8v+X7DtWrdeczVVQVwbdqoFdUHDqhM3fHjas7esmUqUxsYCJ9+WrCcT3HBH6i/C/36\nlax/xZHMnxBCiIqi0u3t++ST8Oyz8Ntvd9939/33VcZnwICCc8Iq8rAv3F70YTSqDGhUFPz4Yzaf\nflqToUPL3n5xexk/9BCMHKnmV27YoLKBZbVwIcyeXfB969eHESPUr/R0tS/vkiUqo/vMM2r18fXr\n6hnfy5w5Ze9frtat1crhW7fU6mEhhBDCXlW6zB+oQCC3dlxR6tRR9f+GDVOrUXNV5Mwf3M4+zZql\nSqbUqgUBAdfu2EXDXEUt9ihs0iT45ht4/nnLvKe7+70DzvvuUwHnli3wyy9q+7bYWFVsuzwX7ri4\nqGHkY8fK7z2FEEIIc5gV/GVnZzN27FgCAgIYPnw4p06dIjk5mYCAAIKDg5k0aVLeuTExMQwYMIDB\ngwez/c+NXLOyshgzZgzBwcGMGjWKy5cvA5CYmMigQYMICgoiMjIyr43IyEgGDhxIYGAgSUlJxX+o\nakUPI+b3zDMq6zd+/O1jlSH4++wzVRz5lVfUsR49bnDokBqyLau7LfbIz2CwzOpZc9x/vxrq/+9/\nLZvVKykfH0hIKP/3FUIIIUrDrOAvNjYWvV5PdHQ07777LtOnT2fx4sWEhISwdu1asrKy2L59Oxcu\nXGD16tVER0ezYsUKIiIiyMnJISoqimbNmrF27Vr69evHkiVLAAgPD2fBggWsW7eOpKQkkpOTOXr0\nKPHx8cTGxrJgwQKmT59usQ+/YIFaPfrDD+rrij7s26aN2mnk9ddvr3KtUUPNifv3v8vefnHDvlVd\np07q/gshhBD2zKzg79ixY/j7+wPg6elJSkoKLVu25PLly2iahtFoxMnJiaSkJHx8fHBycsJgMODp\n6UlycjIJCQl51/v7+7Nnzx4yMzPJycnBw8MDgC5durBr1y4SEhLw8/MDoGHDhphMprxMYVnVrq0W\niLz8stpfNjW1Ymf+WraEzp1V8JffsGGwalXJ9t+9lxMnih/2rco6dpTgTwghhP0zK/hr2bJl3hBu\nYmIi58+f56GHHmLmzJk8++yzXLp0iU6dOpGZmYlLvkJrzs7OZGZmYjQaMRgMAOj1ejIyMgocK3y8\nqDYspWdP9WvYMLVNW3HDxfbM2Rl2776zdEn79mqe47Zt5retaRL8FcfHR9WWLGqnEyGEEMJemBX8\nDRgwAL1eT3BwMFu3bqVVq1bMnj2bdevW8fXXX9O3b1/mzJmDi4tLgUDNaDTi6uqKwWDA+Gf9kdzg\nTq/X33Gum5tbgXPzn29J8+dDfHzFHvItzqhRMG+e+fvPnjqlAsh88bkoxNUVGjWSki9CCCHsm1ml\nXg4dOkTnzp2ZOHEihw8f5uzZsxiNRvR/7s31wAMPcODAAby8vFi4cCHZ2dlkZWWRkpJC06ZN8fb2\nJi4uDi8vL+Li4vD19cVgMKDT6Thz5gweHh7s3LmTkJAQHB0dmT9/PsOGDSMtLQ1N06h9j6q8qamp\nZt2IBQt07NxZg9TUjOJPrkAyMjJITU2ld2+YP/8+Vq++SvfuWaVu5/vva9KmTS1SUy0z5F5ZtWlT\nmx9+yOaBB67l3XthX+S52Ad5DvZJnkvVYFbw16hRIxYtWsSyZctwdXVl5syZnDlzhrfeegsnJyd0\nOh3vvfce9evXZ+jQoQQFBaFpGqGhoeh0OgIDAwkLCyMoKAidTkdERAQA06ZNY9y4cZhMJvz8/Gjb\nti0APj4+BAQEoGkaU6ZMuWff3M1M3w0YoH6BZbOKtpaampp3Tz74AN58sx6DBxe/60ZhKSmqOLa7\newUeFy8H3brB/v3OuLvXLnDvhf2Q52If5DnYJ3ku5SstLc0m7+ugaeYOBNqfhIQEfHx8bN0Nu1L4\nH/Izz6jdMUJDS9fO00/D228Xv2tGVbdvn1pAdPCg/Cdqr+S52Ad5DvZJnkv5slXcUimLPIu7W7BA\n7ZiRnl7ya0wmVb/O19d6/aos2raFX3/FYlvqCSGEEJYmwV8V06IFBAerfX9L6tgxtdijfn3r9auy\nqFFD1Vvcv9/WPRFCCCGKJsFfFRQerkrCzJ5dsvPj4yXrVxqdOqnh37LQtIJbDwohhBCWIsFfFVS7\nttoCbuVKeP/94s/ft0+Cv9KwxE4fU6eCl5dl+iOEEELkJ8FfFdWwoQoAFy2CZcvufW58vNq9QpRM\nx44FM38nT8LSpWrP4XPniq+1+N57sHEjXLlSurmZQgghREmYVepFVA4PPwxbtqjyJDVrwosv3nnO\nzZuQmAgdOpR37yqu5s3hwgW4dKka334LYWFqF5moKDhyBBwcoHVr9atNm9t/rl8f5s6FtWth+3a1\nJ3NiIvToYetPJIQQojKR4K+Ka9IEfvgBnnpKBYCDBxd8PTlZ7Xxyj7raopBq1dQw+aBB9dDpVMYv\ndwhX01T278gR9SsxUQV7R46o2otubhAXBw0agLc3HDggwZ8QQgjLkuBP0KIFfPedCjJq1ID+/W+/\nJvP9zBMcDAcP3mDevOrUqHH7uIODCuwaNFC1E3NpGqSmqi3icncvbN8evv22fPsthBCi8pPgTwAq\nM/X116qIc82a0Lu3Oi4rfc0zbBikpmZQo0bJdoxxcIAHHyx4rH37kq/IFkIIIUpKFnyIPB06wOef\nw9//roYqQRZ72FLLlnDqlBSMFkIIYVkS/IkCOneGDRsgIAC2bYPDh9XcM1H+qldXAeDhw9Z9n2vX\nrNu+EEII+yLBn7jDX/6iFiH06wePPAJ6va17VHXlLvqwppYtISXFuu8hhBDCfsicP1Gkv/4VoqPh\n9Glb96Rqa99erQi2lj/+UM94zx4V6AshhKj8JPMn7qp3bxg1yta9qNrat7du5u/YMfV7fLz13kMI\nIYR9keBPCDvWrp2a83fzpnXa//VXVVxagj8hhKg6JPgTwo65uKgi27/8Yp32f/0VXnhBZRdv3bLO\newghhLAvZgV/2dnZjB07loCAAIYPH87p06e5dOkSr776KkOHDiUoKIgzZ84AEBMTw4ABAxg8eDDb\nt28HICsrizFjxhAcHMyoUaO4fPkyAImJiQwaNIigoCAiIyPz3i8yMpKBAwcSGBhIUlJSGT+yEBWL\nNef9HTumSvk0bKh2cxFCCFH5mbXgIzY2Fr1eT3R0NCdPnmTatGncf//99O3bl169evHjjz+SkpJC\nrVq1WL16NZs2beLGjRsEBgbi5+dHVFQUzZo1IyQkhK+//polS5YwadIkwsPDiYyMxMPDg5EjR5Kc\nnIzJZCI+Pp7Y2FjS0tJ4/fXX2bBhg6XvgxB2K3fFb1CQ5dv+9Vd4+WVVyHvfPrXHsBBCiMrNrMzf\nsWPH8PeiKVnjAAAgAElEQVT3B8DT05OUlBT279/P77//zksvvcTmzZt57LHHSEpKwsfHBycnJwwG\nA56eniQnJ5OQkJB3vb+/P3v27CEzM5OcnBw8PDwA6NKlC7t27SIhIQE/Pz8AGjZsiMlkyssUClEV\nWDPz9+uv8OijKviTeX9CCFE1mBX8tWzZMm8INzExkXPnznH27Fnc3Nz45JNPaNCgAR9//DGZmZm4\nuNze3srZ2ZnMzEyMRiMGgwEAvV5PRkZGgWOFjxfVhhBVhbe3Cv40zbLtXrkCN26ofYY7dpTgTwgh\nqgqzgr8BAwag1+sJDg5m69attG7dmtq1a/PUU08B8NRTT3H48GFcXFwKBGpGoxFXV1cMBgPGP/es\nyg3u9Hr9Hee6ubkVODf/+UJUFQ0agKMjnDhh2XaPHVNZPwcHFWAeOgTZ2ZZ9DyGEEPbHrDl/hw4d\nonPnzkycOJHDhw+TmpqKu7s727dvp1+/fuzbt4+mTZvi5eXFwoULyc7OJisri5SUFJo2bYq3tzdx\ncXF4eXkRFxeHr68vBoMBnU7HmTNn8PDwYOfOnYSEhODo6Mj8+fMZNmwYaWlpaJpG7dq179q31NRU\ns29GZZSRkSH3xEYsee+fecaVDz/UePvtDIu0B7B3by0efLAmqalqGoWHx31s336ZNm2sVFfGTsi/\nCfsgz8E+yXOpGswK/ho1asSiRYtYtmwZrq6uzJw5k5ycHCZPnsz69etxcXEhIiICFxeXvNW/mqYR\nGhqKTqcjMDCQsLAwgoKC0Ol0REREADBt2jTGjRuHyWTCz8+Ptm3bAuDj40NAQACapjFlypR79s3d\n3d2cj1Rp5QbmovxZ8t6PHQs9esC8eS5Ur26RJrl4Edq2BXf3WoDa1/nUqfv5618t0769kn8T9kGe\ng32S51K+0tLSbPK+Dppm6ZlEtpOQkICPj4+tu2FX5B+y7Vj63vv7wxtvwIABlmnv73+HJ5+El15S\nX0dGQlISfPyxZdq3V/Jvwj7Ic7BP8lzKl63iFinyLEQFMXo0LFtmufZyV/rmkhW/QghRNUjwJ0QF\n8fzzKjP366+Wae/YMWja9PbX7dqpQs83blimfSGEEPbJrDl/QojyV6OGGqL96COYP18d270bTp+G\ngAC1arekcsu8PPDA7WO1akHz5nDwIDz2mGX7LkRJ3LwJs2ap7QxNJvWrZk24776Cv+rXv/1nF5fS\n/d0XQkjwJ0SFMnKkCsyCgmDaNFX/z8UFvvlGDQnXqlWydn79VWX9Cn/TfOIJ+O47Cf5E+TMaYfBg\nyMpS81GrVVN/P69fh/R0OH8ejhxRf75wQf2eng45OXD//bBiBfTsaetPIUTFIMGfEBXII4+ouXk9\nesCkSRAdDbduwfDh0LUrbNoEDz1UfDu5Nf4Ke+01tQhk7FjQ6y3ffyGKkp4Of/sbtGihgrjSrGi/\nfh3Wr4fZsyX4E6KkZM6fEBXM2rWq4HNoqBoS0+shKgoGDVIZux07im8jN/NXWKtW4OenvgELUR5+\n+01lnHv0gFWrShf4gcp2Bwer+ao//VTwtVu3YOVKNU1i9myYOROuXrVY14WosCT4E6KCqVsXXF0L\nHnNwgPHj4ZNPYOBAWLLk3tvB3S34A3jnHfXNUnb7ENaWnq6CvhEjYMYM8+fu6XQq+/3RRwWPL18O\nCxdCWpoK+qKiYMuWsvdbiIpOgj8hKpGePWHXLhX8jRih5k8V5W7DvqCGlVu1gv/8x3r9FCIjw4He\nvaF/f/WDS1mNHAmrV8O1a+rrS5dg6lRYswYiIlTmLyAA9u4t+3sJUdFJ8CdEJfPoo7BnD1y+DH/5\nCxS1U9O9Mn+gsn9z5qjVl0JY2vXr8OKLdenUSQ3FWkKjRmqXmuho9fXUqaogert2t8/p1EmCPyFA\ngj8hKiWDATZsgD59oGNHVRIm1+nTakj3/vvvfr2/PzRooNoQwpJyctTUhIYNbxEZadkyLa+8ola9\nHzqkgsD33iv4em4h81u3LPeeQlREEvwJUUk5OKgVwR9/DM89B3/9K3h4QJs2MGTIvb/pOjhAeLga\njjt/vty6LOyYJQKmW7dUGRcHB1i48ArVLPwdqHdv+P13FVxOnQr16hV8vV499UPPzz9b9n2FqGgk\n+BOiknv2WfjxR1XG5f/+TxV4XrKk+Ou6d1ffqAcNUtkaUXX99psaVjUazW9D09TfwbQ0iIkp/are\nknB0VNk/nQ5GjSr6HBn6FUKCPyGqhMaNoV8/9Xtpsi3TpoGzM7z9tvX6JuzfypVw9ixs325+G++8\nAwkJ8MUXJS9Gbo7x42HnTnC6SxVbCf6EkOBPCHEPjo6qruBXX6mVlKLquXUL/vUvlQH+7jvz2pg7\nFz7/XO1EU7hMkaU5Ot77PST4K7tTp2QxWEUnwZ8Q4p7q1FE7h4SGqsyNqFq2bFF76IaFmRf8ffSR\nWoTxww9qT15b8/aGo0fV3tai9DQNnnpK1UwUFZcEf0KIYrVpA0uXqtIZ6em27o0oT8uXw8svQ/v2\nar7oyZMlvzYqCqZPV4Hfgw9arYulUquW2kbu4EFb96RiOngQUlKkWHZFJ8GfEKJEXngBAgNVoVwZ\n8qkazp9X3+SDgtRc0R49Sp79++orePNN+PbbuxcUtxUZ+jXfxo2qesCWLffeRUjYN7OCv+zsbMaO\nHUtAQADDhw/n1KlTea99+eWXDB48OO/rmJgYBgwYwODBg9n+52zhrKwsxowZQ3BwMKNGjeLy5csA\nJCYmMmjQIIKCgoiMjMxrIzIykoEDBxIYGEhSUpI5XRZCWMCMGWolZViYrXtSsVTUb5L//rfagSN3\nDl3PniUL/uLi4MUX1Tw/Ly+rdtEsHTtK8GeuTz9Vi2qqV1f7KYuKyazgLzY2Fr1eT3R0NJMnT2b6\n9OkAHD16lI0bN+add+HCBVavXk10dDQrVqwgIiKCnJwcoqKiaNasGWvXrqVfv34s+bPuRHh4OAsW\nLGDdunUkJSWRnJzM0aNHiY+PJzY2lgULFuS9lxCi/Dk6wrp18Nln6ndRvLg4VTS7otE0WLFCDfnm\n+utf4b//vXfpn4QEVWdv/Xp4/HHr99MckvkzT3KyGvp/7DFVCkqGfisus4K/Y8eO4f/n/2aNGzfm\nxIkTXLlyhffff59JkyblnZeUlISPjw9OTk4YDAY8PT1JTk4mISEh73p/f3/27NlDZmYmOTk5eHh4\nANClSxd27dpFQkICfn5+ADRs2BCTyZSXKRRClL+6ddUCkDfegAMHbN0b+xcfr0qP/PKLrXtSOrt3\nq2D/iSduH3vgAVUu6Mcfi77mp59UXcmPPoKnny6ffpqjVSu17aF8KymdTz+F559XUwAk+KvYzAr+\nWrZsmTeEm5iYSGpqKhMmTGDChAnUylfAKTMzExcXl7yvnZ2dyczMxGg0YjAYANDr9WRkZBQ4Vvh4\nUW0IIWynbVtYvFh9I7hwwda9sW9Hj6rVsmvX2ronpbN1K/ztb3fuBHO3od+TJ9Vr8+apoWJ75ugI\nHTqowFyU3MaN6t88qBW/cXEy/7eiuksZzHsbMGAAx48fJzg4mA4dOuDg4MDZs2cJDw8nKyuL48eP\nM3v2bB577LECgZrRaMTV1RWDwYDxz1LxucGdXq+/41w3NzeqV6+ed27+8+8mtahd7KuwjIwMuSc2\nUtnvfZcu8MwzLvTvr2Pt2ot3Laprb8r7uRw4UJ/XXrvOJ5/oGTnyvEX3srWm//63Lv/4xzVSUwvW\nRPHx0TFrliujR9+O+s+fr0b//vUZMcJI9+5GSnJ7bf3vo00bF774Alq3zrBZH+zR3Z7L6dOOnDpV\nnyZNzuU93wcfvI+vv76Cr69sAVThaGY4cOCAtm3bNk3TNO3QoUNaaGho3mu//fabFhAQoGmapqWn\np2t9+vTRsrKytKtXr2q9e/fWsrKytJUrV2offvihpmmatnnzZi08PFzTNE177rnntNOnT2smk0kb\nMWKEdvDgQe3w4cPaiy++qJlMJu3s2bNav3797tqv+Ph4cz5OpXb27Flbd6HKqgr3/uZNTeveXdPm\nz7d1T0quPJ+LyaRpLi6advGiprVooWm7d5fbW5fJzZua5uqqaefP3/laVpb6TN9/r2l79mjajz9q\nmpeXpk2bVrr3sPW/j59/1rT69TUtI8Om3bA7d3suERGa9vLLBY+NG6dp06eXQ6cqMVvFLWb9rN6o\nUSMWLVrEsmXLcHV1ZebMmUWeV79+fYYOHUpQUBCaphEaGopOpyMwMJCwsDCCgoLQ6XREREQAMG3a\nNMaNG4fJZMLPz4+2bdsC4OPjQ0BAAJqmMWXKFDPDXCGEpTk6qnIeCxbA2LG27o39+e030OvVPMkh\nQ9QuKZ0727pXxTt8GBo0UMPVheWu9p42TS38yM5WpT/efbf8+1kWzZpBt25qUcubb9q6N/Zv40aY\nPLngse7dYebMivfsBThoWkUtQnCnhIQEfHx8bN0Nu5Kamoq7u7utu1ElVZV7f/kyPPwwXLqkyj/Y\nu/J8Lt99p+bAbd0KJ06oEiOpqSqAsmdLlqj5cCtXWu897OHfR0KCClyPH7f/Z1Jeinouqamq0Pvv\nvxe8T0ajWgT0+++Qb8q+KAVbxS1S5FkIUSZ16qgVoImJtu6J/TlyBFq3Vn9u3BhatlRFj+3drl3w\nZ5GFSs3HRz2TirYYp7x99plaxV04QNbr1Q80O3bYpl/CfBL8CSHKrEsX+L//s3Uv7M/Ro7eDP1BD\nv2vW2K4/JVVVgj+ACRNg7ly4dcvWPbFf+Vf5FtarF3z44b1rPwr7I8GfEKLMunRRtexEQUeOqJpy\nuQYOVPvcnjhhuz4V5+xZyMyE5s1t3ZPy8eST4OamdiMRd7pwQU0B6Nmz6NffekvN/R0yRMq+VCQS\n/AkhyqxrVxX8VZ4ZxGWnaSrzlz/4q1sXJk6E4cPBZLJd3+5l1y5V2LmilKQpKwcHlf2bM0f+/hbl\niy/Uzi7OzkW/rtPBhg1q7u+wYfb791oUJMGfEKLMHnoIatWqeLtYWNPZs+qe1KtX8PjYsXD9Oixd\natn3i49XbRdVA3/pUnjhBTU0X1yAU5WGfHP16wcZGWrrOlHQvYZ8c9WsqeYFnjoFY8aUT79E2Ujw\nJ4SwCBn6LajwfL9cjo6wahWEh0NKStnfJylJrVh97jk4dAiGDi2Yfdm6VZVlefxxlXHs2FEtcMjO\nLrq9qhj8VaumytfMmWPrntiXP/5QPzA8+2zx5zo7w5dfqizgkSPW75soGwn+hBAWkTv0K5TC8/3y\na95cDTW+9FLZhslWrVJDct26wa+/wubNquTOO++o10+cgOBgiIqCceMgOVkFnStXwiOPwOzZ6vxc\nmZlqf15fX/P7VFEFBan7I1u+3fbVV/CXv4Cra8nOd3VVe37Pnm3dfomyk+BPCGERlW3Fb1YWLFum\ngqT160t/ff4yL0XJLSzcv78aIi6tw4fh7bfVUOWbb6ohZp1ODdNt2KCGevv3V3MMn3xSXVOtmtqv\nd+tW9Y39l1/g0Ufh1Vfh559h715o104N41U1Op0aNpfs320lGfIt7LXXVH3L48et0ydhGRL8CSEs\nolUrlUVKS7N1T8rmxg2IjFRB0RdfwMiRMH9+6RcDFF7sUZijI3z/PbRvr34tXVryLGBmplo5PH/+\nne9Rv74afpswQQVyd5uD1a4dfPKJ6ud994G/v8pEVrUh3/xGjFA1637+2dY9sb1r12DLFujbt3TX\nubrC6NESRNs7Cf6EEBZRrZoKHHbtsnVPzHP9OnzwgQr6vvsOPv0Uvv4axo+HK1dgz56St6VpxWf+\nAGrUUPPxtm9XW789+KAaZhs+XA2dxcTA/v1q7lX+tl99Vc3h+8c/im63ZUs1F3D58uJX7TZooPpw\n8iRMn64CoKpKr1eZq3nzSnddejr07l25Fjx9+y106nTngqWSeOMN9e/nzBnL90tYhgR/QgiLqYiL\nPq5dg4ULoUkTNYT6xRcqc9axo3q9WjUVEHz4YcnbTE1VQ6cl/cbZurUKmvfsgalT4bHHVOmM6GiV\njXvwQZWde/xxNWybkKCyk/fSqFHptiyrVUsFk82alfyayigkBDZtUvsyl0R6Ojz9tJpz+ckn1u1b\neTJnyDdXvXqq7Ms//2nZPgnLcbJ1B4QQlUfXrvD667buRckYjWqoNSJC1bX7+ms1/FqUl15SWbG0\nNGjYsPi2S5L1K8zBQQVsjRrBU08VfE3T4Nw5NY/q+HG1wEOvL137omTq1YMXX1Q/EERE3PvcCxdU\n4NenDwQEqN9nzlQ/MFRkWVnq38P8+ea3MXasmpIwfTrUrm25vgnLqOB/RYUQ9sTHR82XunrV1j25\nO6PRgblz1UKOvXvVvLuNG+8e+IH65hUYCB99VHz7167Btm33nu9XWg4OanjWzw/+/nd4+GHLtS3u\nFBqqsngXL979HKPxduA3Ywa0bavmu1W0zHdRtm5VP7yU5Aedu2nQQGXTZf6kfZLgTwhhMTVqqDIh\nu3fbuid3unoVZs2Czp3vJzFRDfHGxICXV8muDwlRwV/++ng3bqgAcskSNczVtq1acLFlCwwebJ3P\nIazPw0PVTVy8+O7nREZC06Yq8MudVzlkiKqhWNFt3AgDBpS9ncaNLVPLUlieBH9CCIvq2rX8S75E\nRanSJUX54w947z2VhTh6FDZuvEhUVOmHZVu1Ute89RaMGqWynHXrqj8fOKDm6X3yiZqrt2+fmv8o\nKq7x41WAZzTe+doff6gh4fyBH6js8MaNati0orp5U817NXe+X36PPGLf+1hXZRL8CSEsqryDP01T\nZU1eflmVNblxQx2/fFkVNG7SBI4dU8Nxa9ZA06bm7z4/bZpaFdy2rcr2XbyoAr/ly28HhDVqWOZz\nCdtq0UL9XV6x4s7XFi6EZ55R5+T38MPqB4RvvimfPlrDnj26vLmnZSWZP/tl1oKP7OxsJk6cyG+/\n/YbBYGDKlClcu3aNGTNm4OjoiE6nY968edStW5eYmBiio6OpXr06r7zyCt26dSMrK4u3336bixcv\nYjAYmDNnDnXq1CExMZFZs2bh5OTEE088QUhICACRkZHExcXh5OTExIkTadu2rUVvghDCcjp3VuVJ\nbtwon2LBiYlqVWtioqrJ99hjquzGihWqRtmePap8iyX4+VXtOnhVzYQJavhz9OjbK6cvXlQrv/ft\nK/qa3KHf554rv35a0jff1LLIkC+o4C8mxjJtCcsyK/iLjY1Fr9cTHR3NyZMnmT59OtnZ2UyZMoXm\nzZsTHR3N8uXLGT58OKtXr2bTpk3cuHGDwMBA/Pz8iIqKolmzZoSEhPD111+zZMkSJk2aRHh4OJGR\nkXh4eDBy5EiSk5MxmUzEx8cTGxtLWloar7/+Ohs2bLD0fRBCWIiLi6ozt2+fypxY22efqW+0deqo\nbzQrV6pAcO9eNewkhLk6dlTD/c8/D3PnqqzevHmqwPbd/m698ILaSu+PP8DNrXz7W1YmE3z7bU0m\nTrRMezLsa7/MCv6OHTuGv78/AJ6enqSkpLBhwwbq/VnU6ubNm+h0OpKSkvDx8cHJyQmDwYCnpyfJ\nyckkJCQw4s9Kov7+/ixdupTMzExycnLw8PAAoEuXLuzatQudToffnz9qN2zYEJPJxOXLl6lTp06Z\nP7wQwjpyh37LK/hbskT92cFBFUgWwlI2bVJ/v558Uu2j/M03cPDg3c+vU0etAl6zRtWHrEj27AE3\nNxPNmjlapL2HH1ZbF968CU5SWM6umDXnr2XLlmzfvh2AxMREzp8/T926dQHYv38/69at48UXXyQz\nMxMXF5e865ydncnMzMRoNGIwGADQ6/VkZGQUOFb4eFFtCCHsl7+/2ibL2lJS4PffVfFjIayhVi1V\ns+7YMTV9YPJktRr4XqZOVfNNk5PLpYvFKunWhMuXwzPP3LDY++p08MADstOHPTIrFh8wYADHjx8n\nODiYDh060Lp1axwcHPj666/56KOP+Pjjj6lTpw4Gg6FAoGY0GnF1dcVgMGD8cwlVbnCn1+vvONfN\nzY3q1avnnZv//LtJTU015yNVWhkZGXJPbKQq3/tHH63G7t33c+bM7zhaJolQpP/8R0/37k6cO/dH\n8Sf/qSo/F3tSEZ/DyJHq9+K6fd99MH68M/3769m8+QK1apVyY2gLW73amdhYZz755BL16hW9gXRs\nbC22b3chJuZ3UlMzLPbeHh712Lcvgxo1sos/WZQbs4K/Q4cO0blzZyZOnMjhw4dJTU3liy++IDo6\nmtWrV+Pq6gpA27Ztef/998nOziYrK4uUlBSaNm2Kt7c3cXFxeHl5ERcXh6+vLwaDAZ1Ox5kzZ/Dw\n8GDnzp2EhITg6OjI/PnzGTZsGGlpaWiaRu17lAt3d3c3705UUqmpqXJPbKQq33t3d5UdSU93p0MH\n673Ptm2qJIe7e8m3u6jKz8WeVPbnMG6cGh6eObMhK1fati+HDoGjI7zwQgO++w48PQu+fuCAKluz\nbRvUrau36HNp3hyuXq1BJX7UZZKWlmaT9zUr+GvUqBGLFi1i2bJluLq6MmPGDPr06YO7uzuvvfYa\nDg4OdOrUiZCQEIYOHUpQUBCaphEaGopOpyMwMJCwsDCCgoLQ6XRE/LmHzrRp0xg3bhwmkwk/P7+8\nVb0+Pj4EBASgaRpTpkyx3KcXQlhN7tCvtYK/9HS1sOPpp63TvhBl4eAAy5apRSOrVqkt42xl/35V\nC3PHDlV/cvPm2zvaXLyoFrRERkKbNsVnNUtLFn3YJwdNK+lsAPuXkJCAj4+PrbthVyr7T9f2rKrf\n+7Vr4dNPVdFba/jkE7X/aGxs6a6r6s/FXlSV53D4sFossm2bCq7Km9GohqH/+AOqV1cr4keOVPsP\ne3qq7Qifffb2PsaWfi5r1qgC7FFRFmuyUrFV3CLrb4QQVtG1q9oNQ9MK7oJgKZ99BoMGWb5dISyp\nTRv45z9VeZh9+yDfusZycfCgKlFTvbr6etAg1ZeLF1VGLj1drWK2lsaNJfNnj2SHDyGEVTz8sCry\nfOyY5ds2mdTm8717W75tISztxRdV8fNXXin5yltL2b//zqkXDg5qD+qOHdVOJdYswyLDvvZJgj8h\nhNV07Ajx8ZZv98wZqF1b7a0rREUQGamycEVtF2dNRQV/5alBA8jIAKnQZl8k+BNCWE3HjnffBqss\nfvpJ7SIiREXh7Kzmp77zjlqoVF5sHfw5OKi5hSdP2q4P4k4S/AkhrMZamb/kZGjRwvLtCmFNLVrA\nokVqzt3Vq9Z/vxs34JdfwMvL+u91L40bq4Lswn5I8CeEsBofH1VD7NYty7YrmT9RUQUFwVNPwYgR\n1p//d/gwNG2q5t7akiz6sD8S/AkhrKZ2bWjYUAVrliSZP1GRLVqkMnJLl6oA8MgRmDcPoqMt+z62\nHvLNJYs+7I8Ef0IIq/L1tfzQr2T+REVWs6aa/zd1qgqMevdWw6Ljx6vC0JZiL8GfDPvaH6nzJ4Sw\nqtxFH5ba4eDiRcjKUqsIhaioHn1U7bhx86aqBejgAMePq4LQTk7w8stlf4/9+2Ho0LK3U1Yy7Gt/\nJPgTQliVry+sX2+59pKTVdbPGoWjhShPhbPXTZqo+pW5AWBZfmDKyVFz/tq1K1MXLSI3+LNWwXdR\nejLsK4Swqg4d1Deh7GzLtPfTTzLfT1ReTZvCN9/A2LFlWxBy9Cg0alT+O4oUxc0NatRQu4kI+yDB\nnxDCqvR6Na/p8GHLtJeb+ROissodBj5/3vw27GW+Xy5Z9GFfJPgTQlidr2/Jiz3fugXnzqlCuN9+\nC6mpBV+XzJ+o7BwcoFUrlb0zl70Ff40bqxXOwj7InD8hhNXlLvoYNUp9ff48bNgAaWm3f/3+u/o9\nPf12iRgHB5Xlyz9nUDJ/oirIDf6efLL01x45AjEx8P33lu+XuZ57Dj78EIYMkXl/9kCCPyGE1fn6\nwscfqz+fOQNPP60KQLdsCZ06qUCvQQP1+wMPQPXq6tyLF9Vw0R9/qHlD16/D2bMqiyBEZWZu5u/0\naejVCxYssI/FHrkGD4Y5c+DLL6FvX1v3RkjwJ4Swunbt1JDP4cPQpw+88Qa8+Wbx19WrpwLFDRtg\n+HD49VcVDOYGh0JUVq1awaZNpbvm4kXo2RNCQyE42Dr9Mle1ajBzptrb+NlnwdHR1j2q2sya85ed\nnc3YsWMJCAhg+PDhnD59mtOnTxMUFMSQIUOYNm1a3rkxMTEMGDCAwYMHs337dgCysrIYM2YMwcHB\njBo1isuXLwOQmJjIoEGDCAoKIjIyMq+NyMhIBg4cSGBgIElJSWX4uEIIW6hRQ30ze+IJmDChZIFf\nrr//Hf7zH/VnKe4sqorSZv6MRhVU9e0Lb71lvX6Vxd/+Bi4uli39JMxjVuYvNjYWvV5PdHQ0J0+e\nZNq0aeh0OkJDQ/H19WXq1Kls2bKF9u3bs3r1ajZt2sSNGzcIDAzEz8+PqKgomjVrRkhICF9//TVL\nlixh0qRJhIeHExkZiYeHByNHjiQ5ORmTyUR8fDyxsbGkpaXx+uuvs2HDBkvfByGElY0Yof7jDwoq\n3XXPPKOuPXFCtnUTVUfDhqqY+YULUL/+vc/NyYFBg9S/jTlzyqd/5nBwgFmzVBZ/4EDQ6Wzdo6rL\nrMzfsWPH8Pf3B8DT05OUlBSOHj2Kr68vAP7+/uzevZukpCR8fHxwcnLCYDDg6elJcnIyCQkJedf7\n+/uzZ88eMjMzycnJwcPDA4AuXbqwa9cuEhIS8PPzA6Bhw4aYTKa8TKEQouIYNar0gR+obxABAbBm\njWT+RNWRu+K3uH2xNe32biDLl9v/Yopu3dTuJitX2ronVZtZwV/Lli3zhnATExM5d+4cJpMp73W9\nXk9mZiZGoxEXF5e8487OznnHDX9WntTr9WRkZBQ4Vvh4UW0IIaqO3KFfKfMiqpKSDP1OmKDm08bE\nVJy5sLNmwXvvwbVrtu5J1WVW8DdgwAD0ej3BwcFs3bqV1q1b45hv9qbRaMTV1RWDwVAgUMt/3Gg0\n5iPqJhYAACAASURBVB1zcXHJCxjzn+vm5lbg3PznCyGqjo4d1QTxQ4ck+BNVR3HB34IF8MUXsHmz\nKqZeUfj4QOfOkG9qvyhnZs35O3ToEJ07d2bixIkcPnyY1NRU6tevz969e+nUqRM7duzg8ccfx8vL\ni4ULF5KdnU1WVhYpKSk0bdoUb29v4uLi8PLyIi4uDl9fXwwGAzqdjjNnzuDh4cHOnTsJCQnB0dGR\n+fPnM2zYMNLS0tA0jdq1a9+1b6mFK8JWcRkZGXJPbETuvWX172/g3//Wc/XqOa5eNb8deS72QZ5D\n8R54oAaffWYgNfXiHa99+mktIiJc+Oyzi2Rl3bqjGLq5yuu5vP66EwMG1KNv3/O4upZhHzthFgdN\nK/3ugZcvXyY0NJTr16/j6urKzJkzMRqNvPvuu+Tk5NCkSRNmzJiBg4MDsbGxREdHo2kao0ePpnv3\n7ty4cYOwsDDS09PR6XRERERQr149kpKSmDlzJiaTCT8/P978c0lgZGQkO3bsQNM0Jk6cSIe7lC1P\nSEjAx8enbHekkklNTcXd3d3W3aiS5N5b1vnzKsuRO7/JXPJc7IM8h+KdPq0yZGfPFjz+7bfwj3/A\nf/8LrVtb9j3L87m89BJ4eKgh4KrKVnGLWcGfvZLg707yH6ztyL23T/Jc7IM8h+JpGri6qsLouQNe\n8fHQuzd8/rkqnWRp5flcTp1SW9AdPaqKu1dFtopbZG9fIYQQwg7lbm+Yu+L31i0YNgw++MA6gV95\na9RIbfc2e7ate1L1SPAnhBBC2Kn8iz7WrQODQW2VVlm88w6sXq2ygKL8SPAnhBBC2Knc4C8rC959\nVxVxtvdafqXxwAMwejRMn27rnlQtEvwJIYQQdio3+Fu6FNq0gT/3R6hUxo2DL79UO/hUVBVt9YQE\nf0IIIYSdatUKDhxQ8+Iq69y42rVh7FiV2ayIUlPhkUcgPLziBIES/AkhhBB2qlEjuHoVevUCLy9b\n98Z6Xn8ddu+GhARb96R0rl2Dvn3V3sqbN6t9i3NybN2r4knwJ4QQQtgpR0cIC6v8tfCcnWHyZJg0\nydY9KTmTSdVbbNlSzcXcvh3OnYM+fSAjw9a9uzcJ/oQQQgg7NnUqPPywrXthfcOHw88/w/79tu5J\nyYSHqyHf5cvVIhyDQdVffOQRFRCuXKnK89gjCf6EEEIIYXM6HfTooYZ/7d26dapEzaZNULPm7eNO\nTrBkCWzcCKtWQfv2KiNob8za21cIIYQQwtK8vdUuJvbsf/+DN9+ErVvh/vuLPuexxyAuDj77DAYO\nhGPHwM2tfPt5L5L5E0IIIYRd8PaGxERb9+LuTp2CAQPgk0+KX4Dj4AD9+8Mzz6hdWeyJBH9CCCGE\nsAtt26rt7OxxxWxGhlrMMW4cPPtsya+bPFkFf3/8Yb2+lZYEf0IIIYSwC87O4Ol5e0s7e3HrFgQF\nqeHct94q3bVNm0Lv3vDhh9bpmzkk+BNCCCGE3fD2VoWt7cmECZCZCYsXm7e93uTJsGiR/WT/JPgT\nQgghhN1o396+gr9//Ust3Ni4Ua1INkezZqpQt71k/yT4E0IIIYTdsKfMX1wcTJyodu+oW7dsbeVm\n/65csUzfykKCPyGEEELYDW9vOHhQ7aBhS8ePQ0CAqunXvHnZ22veHJ57DmbOLHtbZWVWnb+bN28S\nFhbG2bNncXJy4r333iMrK4upU6fi5OSEp6cnM//8dDExMURHR1O9enVeeeUVunXrRlZWFm+//TYX\nL17EYDAwZ84c6tSpQ2JiIrNmzcLJyYknnniCkJAQACIjI4mLi8PJyYmJEyfStm1by90BIYQQQtiN\nevVUTbyUFHj0Udv04coV+Nvf1O4q3btbrt333oM2beDVV6FxY8u1W1pmZf7i4uIwmUysX7+eV199\nlYULF7J48WJCQkJYu3YtWVlZbN++nQsXLrB69Wqio6NZsWIFERER5OTkEBUVRbNmzVi7di39+vVj\nyZIlAISHh7NgwQLWrVtHUlISycnJHD16lPj4eGJjY1mwYAHTp0+36A0QQgghhH2x5dDvzZsq49ej\nB4webdm2GzRQBaInTLBsu6VlVvDn6enJrVu30DSNjIwMqlevTsuWLbl8+TKapmE0GnFyciIpKQkf\nHx+cnJwwGAx4enqSnJxMQkIC/v7+APj7+7Nnzx4yMzPJycnBw8MDgC5durBr1y4SEhLw8/MDoGHD\nhphMJi5fvmyhjy+EEEIIe1O42LOmwdmz5fPeoaFqRe+CBdZrf/du225jZ1bwp9fr+e233+jVqxdT\npkxh6NChNGrUiJkzZ/Lss89y6dIlOnXqRGZmJi4uLnnXOTs7k5mZidFoxGAw5LWVkZFR4Fjh40W1\nIYQQQojKqXDmb+5cVf/vgw9UIGgtf/wBK1fC+vVqn15rcHaGWbNUEGgrZn20VatW0bVrV9566y3O\nnTvH0KFDMRqNrFu3jiZNmrB27VrmzJlD165dCwRqRqMRV1dXDAYDRqMx75iLiwt6vf6Oc93c3Khe\nvXreufnPv5vU1NT/Z+++w6Mq1geOf7dmawhFSgiCQVqQGiCUACEQepUQQkIoQVAUEQEF9F5EqoVi\noYhypYnSFCuKIkikKCEIqJR7BQUEBAT8kQKp8/sjshKSQBI22ST7fp5nn3szZ86c95x1d19mzswp\nyCmVWvHx8XJNXESuffEk70vxIO9D8VRc3hdvbx1xcRU4e/Y8+/cbmDevHGvXXmHaNE+2bk1n7ty/\nsNmcnwV+840HDRrYSEq6RFKS05t36NABFiyoUHgHuIMCJX9lypRB/3dKbLfbSUtLcyRwAJUqVeKH\nH36gQYMGLFiwgJSUFJKTkzlx4gS1atWiSZMm7NixgwYNGrBjxw6aNWuGzWbDaDRy+vRpfHx82Llz\nJ2PGjEGn0zF37lyio6M5d+4cSim8vLxyjc3b27sgp1RqnT17Vq6Ji8i1L57kfSke5H0onorL+1Kl\nSuYj3hISvHniCVi6FB58sALdu8Pjj0Pfvma+/x5u0xdUIEeOQHBw0eQS338Phw4V+mFyVKDkb+jQ\noTzzzDNERkaSlpbGhAkTqFKlCk8++SR6vR6j0ciMGTOoUKECUVFRREREoJRi/PjxGI1GBg0axKRJ\nk4iIiMBoNDJv3jwAnn/+eSZOnEhGRgZt2rRxzOr19/dn4MCBKKWYOnWq885eCCGEEMWORpM59Nur\nV+bEiwcfzCw3m2HZsswlU959Fx5+2LnH3bkTJk1ybpu5MRiK5jg50ShVmKPnRSsuLg5/f39Xh1Gs\nFJd/xbkjufbFk7wvxYO8D8VTcXpfnnoKNm+G2NjM++RutmVL5uLLcXEFe9xaTlJSMhdyPnMmc6mZ\nouCqvEUWeRZCCCFEsTNlCmzfnj3xg8zewL/+gn37nHe8H37IXFewqBI/V5LkTwghhBDFTrlyULFi\nztu0Whg5MvNeQGfZuRMCA53XXnEmyZ8QQgghSpzhw+H99+HqVee0J8mfEEIIIUQxVrkydOwIa9bk\nXkcpOHUqM0mcOhX+/DP3eu6U/BXSEoZCCCGEEIXr4YczJ4Y88kjmxI9LlzIniOzdm/m/sbGZ9Vq0\nyNzm4QHPPpu9nWPHwGaDvx8yVupJ8ieEEEKIEqljR4iPh9694fDhzJ69Zs2geXMYNgwWL85M6DSa\nzJnBoaGZE0m0t4x7ulOvH0jyJ4QQQogSSquF5cvht98ye/dq186e2N3g7w9ly8LWrdC5c9Zt7pb8\nyT1/QgghhCix2rWDIUOgbt3cE78bRo2Ct97KXi7JnxBCCCFEKRQRkdnzd/78P2W//w5XrkC9eq6L\nq6hJ8ieEEEIIt+DpCf36wcqVmX//+Wfm/YKPPHLnXsPSxI1OVQghhBDu7sbQ75kz0L49dOsGM2e6\nOqqiJcmfEEIIIdxGQACYTNC4MURGwqxZzns+cEkhs32FEEII4TY0msyE78IFeOghV0fjGpL8CSGE\nEMKt9O7t6ghcS4Z9hRBCCCHciCR/QgghhBBupEDDvmlpaUyaNIkzZ86g1+uZMWMGZcqU4V//+hfx\n8fGkp6fz4osvUq1aNdavX8+6deswGAw88sgjBAUFkZyczFNPPcWlS5ew2Wy88MILlC1blgMHDjB7\n9mz0ej2tW7dmzJgxACxcuJAdO3ag1+uZMmUKDRs2dOpFEEIIIYRwFwVK/nbs2EFGRgZr165l9+7d\nLFiwAKvVSu/evenatSvff/89J06cwGw2s3r1ajZt2sT169cZNGgQbdq04b333qN27dqMGTOGzZs3\ns3jxYp599lmmTZvGwoUL8fHxYdSoURw9epSMjAz27dvHhg0bOHfuHI8//jgbN2509nUQQgghhHAL\nBRr2rVGjBunp6SiliI+Px2AwsH//fv744w+GDx/Op59+SkBAAIcOHcLf3x+9Xo/NZqNGjRocPXqU\nuLg42rVrB0C7du347rvvSEhIIDU1FR8fHwACAwPZtWsXcXFxtGnTBoAqVaqQkZHBlStXnHT6Qggh\nhBDupUDJn9Vq5ffff6dr165MnTqVwYMHc+bMGby8vFi+fDmVK1fmzTffJCEhAbvd7tjPYrGQkJBA\nYmIiNpvN0VZ8fHyWslvLc2pDCCGEEELkX4GGfVesWEHbtm158sknOX/+PFFRUXh5edGhQwcAgoOD\nWbBgAQ0aNMiSqCUmJuLp6YnNZiMxMdFRZrfbsVqt2eqWKVMGg8HgqHtz/dzExcUV5JRKtXPnzrk6\nBLcl1754kveleJD3oXiS96X0K1DyV6ZMGfT6zF3tdjtpaWk0adKEb775hj59+hAbG0utWrVo0KAB\nCxYsICUlheTkZE6cOEGtWrVo0qQJO3bsoEGDBuzYsYNmzZphs9kwGo2cPn0aHx8fdu7cyZgxY9Dp\ndMydO5fo6GjOnTuHUgovL68c4/L39y/4lRBCCCGEcAMapZTK705JSUk888wzXLx4kbS0NIYOHUqT\nJk149tlnuXbtGna7nXnz5mG329mwYQPr1q1DKcXo0aPp1KkT169fZ9KkSVy8eBGj0ci8efMoX748\nhw4dYtasWWRkZNCmTRvGjRsHZM72jYmJQSnFlClTaNq0qdMvhBBCCCGEOyhQ8ieEEEIIIUomWeS5\nGDlz5gz+/v4MGTKEqKgohgwZwuLFi3OtHxUVxa+//prr9oSEBB555BGioqIIDw/n4MGDABw4cICw\nsDAiIiJYuHBhln1OnjxJr169HH+fO3eO4cOHExUVRVRUFL/99tvdnWQxtXfvXurWrcvmzZuzlPfq\n1YspU6YUqM2XXnqJ8PBwBgwYwIYNGwC4cuUKI0aMYPDgwYwfP57k5GRH/WvXrjFo0CDHe5qWlsbT\nTz9NZGQkYWFhbNu2rYBnVzq89dZbBAYGkpKSUqD9V6xYQVhYGAMHDmTRokUAJCcnM3bsWCIjI3n4\n4YezrCSQnp7O2LFj2blzp6Msp/e0tCuMzwbk/t2ybds2QkNDCQ8Pz3aNDx48SFRUlOPvI0eOEBkZ\nyZAhQ3jooYe4fPlygeMp6e70e3An8nvhZpQoNn7//Xc1cODAPNcfPHiwOnHiRK7bX3vtNbVy5Uql\nlFInTpxQ/fr1U0op1adPH3X69GmllFIjR45UR44cUUop9eGHH6oHH3xQtWnTxtHGpEmT1Ndff62U\nUurbb79VY8aMyd9JlRDff/+96tatm3rsscccZceOHVOdOnVSkydPznd73333neNaJScnq5CQEHX1\n6lU1Y8YMtWnTJqWUUkuXLlXLly9XSin1448/Oq79jff0/fffV7Nnz1ZKKfXXX3+poKCguznFEq9X\nr15qzpw56oMPPsj3vqdOnVL9+/d3/B0eHq6OHTumli9frl5//XWllFKfffaZmjlzpqN+eHi46tCh\ng/r222+VUrm/p6Wdsz8bN9z63fL444+r1NRUFRISouLj41VKSorq37+/unTpklJKqbfeekv17Nkz\ny3fk4MGD1dGjR5VSSq1du1bNmTOnwPGUdHf6PbgT+b1wL9LzV8yoXEbh58+fT2RkJOHh4WzZssVR\n/uqrrzJ06FBGjRqVbf3D4cOHEx4eDmT2Inl4eOS4nuLu3bsB8PLyYs2aNVnamDx5Mu3bt8/SRmlV\nt25dzp4965h1/vHHH9P7pqd/r1mzhqFDhzJw4EAeeeQR0tLS2LRpE4MHDyYyMpLvvvvOUbdJkybM\nnj3b8XdGRgZ6vZ79+/fTtm1b4J81LgFSU1NZvHgxvr6+jn26devGE088kWV/d7V3716qV69OeHg4\n7777LpDZ0/Hcc885ehkuXbrE3r17CQsLY/DgwXz88ceO/b29vVm2bJnj7/T0dDw8PLKtObpnzx4g\nc1WBWbNmERAQ4Ngnt/fUHeT3s5GamsqECRPYsWMHAMePH+fhhx/O0uat3y1Go5Hjx49TvXp1bDYb\nBoMBf39/YmNjAahevbqjx/aGBQsWUKdOHUcbpfn7Ka8WLlzIunXrADhx4oSjp7R3797MnDnTMap0\n65Jp8nvhXiT5K2Z++eWXLMO+Fy5cICYmhjNnzrBmzRpWrVrFkiVLiI+PB6BLly6sXLmSoKAgli5d\nmqWtGzOoL168yNNPP82ECRNyXU8RoH379phMpixteHl5odPpOHHiBC+//LLjkXulVefOnfnqq68A\nOHToEE2aNHFsu3LlCitXrmTdunWkpqby448/Apmz39esWUPLli0ddY1Go2Mm/JQpUxg4cCBmsznL\n2pc3X/smTZpQqVKlLMm/2Wx2rGv5xBNP8OSTTxb6+RdXGzZsIDQ0lBo1amAwGDh06BCQOcN/9erV\ndO/enSVLlgCQkpLCO++8kyU50el0jlUCXnzxRfz8/KhevToJCQlZ1hy98YNYt27dLIk45P6euov8\nfDZ++uknBg4cyKZNmwB4//33GTBgQJb2cvpuuXVt2Js/IyEhIeh0uixtVKhQAYD9+/fz7rvvMmzY\nMKefd0mh0WhuW56QkECvXr1YvXo1FStWJCYmJks9+b1wL+7xz9YSpFatWqxatSpL2ccff8xPP/3E\nkCFDUEqRnp7OmTNnAGjWrBkATZs2zfZhBjh27BgTJ05k0qRJNGvWjISEhBzXXryd7777jhkzZvDy\nyy9To0aNuzzD4kuj0dCzZ0+ee+45fHx8aN68eZZkzGg0Mn78eMxmMxcuXCAtLQ2A++67L8f2rl69\nytixY2nZsiUjR44EMr9gExISKFeu3B3XrITMe2jGjBnD4MGD6d69u5POtGS5evUqMTExXL58mdWr\nV5OQkMA777yDRqNx9Mw1adKEr7/+Gsj9/UhJSWHKlCnY7Xaee+45gBzXHL1TLLe+p+6gIJ+NFi1a\nMGPGDC5fvsyuXbuYMGFCtnZv/W5JTk7O9/fT5s2bWbp0KW+++SZly5Z13kmXAElJSXh4eKDT6VBK\nZUsAbx1JqlevHpD5tKyc7p2V3wv3IT1/xUxOw76+vr4EBASwatUqVq1aRdeuXalWrRqAowdk3759\n1KpVK8t+v/zyC+PGjWPu3LkEBgYCZFlPUSnFzp07b7s+4nfffcfs2bNZtmwZfn5+zjrNYsvHx4dr\n166xevXqLD1Hx44dY+vWrcyfP59///vfjscbAmi12T9GycnJDBs2jNDQUB555BFH+c1JekxMjCN5\nz8mff/7JiBEjeOqpp+jXr5+zTrHE+eijjwgNDeU///kPy5YtY/369ezatYsrV67w888/A5mLu9/4\n7z+n9wNg9OjR1KtXj2nTpjl+JJs2beoYmryx5mhucntP3UVBPht9+vRh1qxZBAYGZuu1y+m7pWbN\nmpw8eZKrV6+SkpJCbGwsjRs3zrLfzd+RH330EWvWrGH16tVUrVq1sE692Jo8eTJxcXGOx56WK1fO\n0XsHOD4feSG/F+5Fev6KmZy67oODg9m7dy+RkZFcu3aNTp06YbVa0Wg0bN26lRUrVmC323nxxRez\n7Dd//nxSUlKYNWsWSik8PT1ZtGgR06ZNY+LEiY71FBs2bJhrPHPmzCEtLY1JkyahlMLX15fnn3/e\n6eddnHTv3p2PP/6Y6tWrc+rUKSDzedYWi4WIiAiUUlSsWJELFy7k2sZ7773H77//zvr161m3bh0a\njYY5c+YwevRoJk2axPr16ylbtizz5s3Lst/N7//SpUu5evUqixcvZtGiRWg0GpYtW4bRaCycEy+m\n3n//fV566SXH3yaTic6dO7Nx40Y2bdrE8uXLsVgsvPTSSxw7dizHNrZu3cq+fftITU1lx44daDQa\nJkyYwKBBg5g0aRIRERGONUdzk9t76k5JR34/G/369eOVV17h008/zdZWbt8tkydPJjo6GqUUAwYM\noGLFiln2u/EZycjIYPbs2Xh7e/PYY4+h0Who0aKFWw01RkdHM2PGDDQaDV27dsXT05Pu3bszbtw4\n9u7dS/369R11b/5uyel3Rn4v3Ius8yeEKJGioqKYPn16rsO8wvXOnz/P5MmTWb58uatDEULcRIZ9\nhRAlUm43uIvi4auvvmLkyJGMHTvW1aEIIW4hPX9CCCGEEG5Eev6EEEIIIdyIJH9CCCGEEG5Ekj8h\nhBBCCDciyZ8QQgghhBuR5E8IIch8AkhwcHCu29evX096enoRRiSEEIVDkj8hhIAcH491szfeeEOS\nPyFEqSBP+BBCuK2kpCQmTpxIfHy845GJsbGxLFy4EKUUSUlJzJs3j9jYWP7880/Gjx/PwoULmT9/\nPnFxcaSnpzNs2DC6du3q4jMRQoi8k54/IYTbWrt2LbVr12b16tWEh4ejlOKXX35h7ty5rFq1ipCQ\nEL744gtCQ0O55557WLBgATExMZw5c4Y1a9awatUq3njjDRISElx9KkIIkWfS8yeEcFu//fYbQUFB\nADRs2BCDwUDFihWZMWMGVquV8+fP07RpUyBzWFgpxX//+19++uknhgwZglKK9PR0fv/9d+rWrevC\nMxFCiLyT5E8I4bZq1qzJDz/8QHBwMIcPHyY1NZWpU6fy1VdfYbFYmDx5sqOuTqcjIyMDX19fAgIC\nmD59OkopFi9ezL333uvCsxBCiPyRYV8hhNsaNGgQp0+fJjIykvfeew8PDw969+5NREQEERERJCUl\nceHCBQD8/f0ZNWoUwcHBWCwWIiMj6d+/PxqNBovF4uIzEUKIvJNn+wohhBBCuBEZ9hVClEhnzpwh\nJCSEOnXqAJCeno7BYCAqKoq+ffsW6rHffvtt/ve//zFnzpxCPY4QQhQGSf6EECWWyWRi06ZNjr/P\nnj3LsGHDsFqthISEuDAyIYQoviT5E0KUGt7e3owdO5Zly5axbds2/vrrL37//XeCgoLo378/06dP\nd9zHV69ePRYsWMC8efMwm82MGzeOixcv0q5dO1asWEFAQACffPIJ27Zt4+WXX2bGjBns2bOH8uXL\nU758eex2OwDnz5/nueee48yZMwD069eP6OhoxowZQ1BQEKGhoRw4cIDw8HC2bt2Kj48Pb7zxBvHx\n8ZjNZs6cOcOFCxc4e/Ys5cuXZ8GCBdxzzz2uvIxCiFJOJnwIIUqVunXr8t///heA5ORkPvnkEyZM\nmMD69evp168fa9eu5csvv+T06dPs2LGDkJAQvv32WwC+/fZbKlSowO7duwH4+uuv6dKlC++++y6n\nTp3i888/5+233+bs2bOO402cOJFWrVrxySef8N577/HRRx+xefPmbO3ec8897Nmzx9HujYWh4+Li\neP311/n888+x2+2sW7euyK6VEMI9SfInhChVNBoNJpMJwLFGH8BTTz1F2bJlWbZsGdOmTePixYsk\nJibi7+/P+fPnuXz5Mjt37mT06NHs3r2b1NRU9u3bR/v27dm9ezc9e/ZEp9NhNpvp3bs3ANeuXWP/\n/v1EREQAYLPZ6NevH99++y0dOnRg7969pKens2vXLkaPHs2uXbu4cOECly5dokGDBgC0aNHCMVvY\nz8+Pv/76qygvlxDCDUnyJ4QoVX788UfHJBCr1eoof/LJJ1m/fj1Vq1Zl+PDh+Pn5AZnJYnBwMN98\n8w0HDx4kLCyMCxcu8MUXX9C4cWPMZjMajYabF0bQ6XQAZGRkZDu+UorU1FQ8PT3x8/Nj+/btJCQk\n0LdvX2JjY9m6dWuW+xFvJKo3YhFCiMImyZ8QosS6daWqX3/9lSVLljB8+PBsdXfv3s1jjz1Gt27d\nUEpx8OBB0tPTAejYsSPLli2jdu3a6PV6WrZsyfz58+nSpQsAbdu25aOPPiIlJYXk5GQ2b94MZCaX\njRo1Ys2aNQDEx8fz4YcfEhgY6Gh3/vz5tGzZEovFwn333cdbb73laFcIIVxBJnwIIUqslJQU+vXr\nB2T2mnl4eDBhwgTat2/PF198kaXuk08+yWOPPYaXlxdms5kWLVpw6tQpAFq1asWFCxeIjIwEIDAw\nkM8//5wOHToAEB4ezqlTp+jZsydly5alevXqjnZffvllpk+fzvvvv09aWhq9e/d2LDXTqVMnZs6c\nydNPP+1od82aNVmGo4UQoqjJIs9CCCGEEG6kxPT8KaWYNm0ax44dw2g0MmvWLKpVq+bqsIQQQggh\nSpQSc8/f1q1bSUlJYe3atUyYMEFW1hdCCCGEKIASk/zFxcXRtm1bABo1asRPP/3k4oiEEEIIIUqe\nEpP8JSQkOFbUB9Dr9TkusyCEEEIIIXJXYu75s9lsJCYmOv7OyMhAq82au8bFxRV1WEIIIYQQBebv\n71/kxywxyV/Tpk3Zvn07Xbt25cCBA9SuXTvHeu3ajSApaRdgvWXLX1gsAVSurPj110dQanwuR1KY\nzVVRKonr1/cA9Zx4FqLwvY2X19OkpvqRmLgDkEVzhRDCvaSg09lIS0txdSB35KpOqxIz7BsSEoLR\naCQ8PJwXXniBKVOm5FivZ8/GmM0jgJtXsEnHYokkMrIzc+e+iN2+5TZH+hG73czMmdOwWsfd0o4o\n7uz2tSxZspCqVROBd10djhBCCFHslKp1/uLi4qhfvz7+/u34738fJC1tMgAGw7M0arSL3bu/haMG\nWAAAIABJREFUIikpiYoVfUhJuQCYs7Wh0bzMsGG/snTpq9x/fyNOnXoB6F20JyIK6AImU20uXTrL\nwYMH6dgxlGvXjgCerg5MCCFEkSlZPX+uGPYtMT1/eWUymdiy5QNstteAzcAGvLzWsHnzBgwGA2XK\nlKFu3cZATI772+1b6NOnCwaDgWXLXsVieRK4XoRnIApuI1269MBisdCqVSv69OmC0Tjd1UEJIYQQ\nxUqpS/4AfHx8+PTTDZjNw7BYHmXLlk3cc889ju39+3fBaMxp6DeR69e/dzzSKSQkhNatG6DTLSii\nyMXd8PRcy4gR4Y6/X331BQyGlcBh1wUlhBBCFDOlMvkDaNOmDcuXL2Lt2uU0adIky7Zu3brg4ZFT\n8rcDP7+meHr+M0z4xhvzMBrnAWcKN+BCsxqD4RlXB1EEfict7Wc6d+7sKKlYsSIzZ07Fah2D3Lsp\nhBBCZCq1yR/AwIED6NWrZ7bypk2botQF4HSWcqNxC/37d8lSVrNmTR577GHM5smFGWqhMZl2YzC8\nQ2lPfjSadfTt2w8PD48s5WPGjKZy5UvAetcEJoQQQhQzpTr5y41OpyMoqBPwZZZyo3EL3bp1yVb/\nueemUL7891itPYEDRROkk3h4HObatd+B0v1EFJttLcOHh2cr1+v1zJ8/A0/PJS6ISgghhCh+3DL5\ng8z7/my2m4d+T6LRXM42RAyZC0z/73+HmDmzM2XKdMNiCQOOFlmsdyM5+TA9ez6IVvupq0MpRL8A\npwgKCspxa9u2bbl2LQ5IL8qghBBCiGLJbZO/zp07k5r6Nf8kBFsIDg7J9tSQG0wmE+PGjeXMmV94\n9ll/bLZ2mEz/ysOR/ueskAvgIhpNGo8++hA222cujKNwabXrCAsbgF6f85rlZcuWpUIFb2TihxBC\nCOHGyZ+3tzeVK1cFYgGw2bbw4IPZh3xvZbVaeeaZSZw8eRSD4S1un1B8B9TGdZNFjuDr60dQUBDJ\nyT8Cl1wUR+GyWtcybFj2Id+btWzZAvi+aAISQgghijG3Tf4A+vTpgla7BUgjNXVblpmid1KuXDme\neWYiFsvUXGoobLansVhs3Egwi95hGjash8lkok2bDsAXLoqjMP2EwfAXrVu3vm2t4OAAzGZJ/oQQ\nQgi3Tv569bpx39/3eHtXp3Llyvnaf+zYxzAa9wD7c9j6KRUqXOaJJ8ah07km6TAaj9CsmR8A4eE9\nsFpL0n1/2zEaBwBXb1tLp1tHZOTAXIfrbwgICMBg2OvE+IQQQoiSya2Tv8DAQJKTf0KnW0ffvnce\n8r2VxWJh+vRnsFpvvfcvDat1Mq+//gKBga2wWl2TdJjNh/Hzy0z+unfvTlpaZi9n3mT8/SpqR7FY\nelOp0ghq1Pgv8NFt6ipMprVERQ28Y6uNGjXi2rVfgARnBSqEEEKUSG6d/JlMJpo1CyQj4w169sx/\n8gcwatRDWCyHgV03la6kTp0K9OjRgxYtWnD9+j5ckUilph6mXr16AFStWhUfnxrA7jztazBMw2x+\ntPCCy+YSHh5jsFrbMnVqO06ePMLUqU9js91ufb4fsNkUzZo1u2PrRqORmjUbAHFOi1gIIYQoidw6\n+QMIDc18jm+bNm0KtL+Hhwdz5kzFan2WzIWUk7BYnmPx4pfQaDRUqFABL68KFP3SMP9HWtr/Ua1a\nNUdJWFhPDIa8DP0qjMZVpKe/w60LYd9az1mTWazW0fTte5XffjvCpEkT8fDwoFevXqSmxgBXctzH\nYFjLkCED0Wg0eTpG+/YByKQPIYQQ7s7tk7+wsAHMmTMz25Mh8mPo0CF4eZ0DtqLTvUb79i0JCAhw\nbG/RogVQ1EO/R6hevV6We+H69u2JyZSXJV/24uVl5qGHRmE05v5cY43mTXS6+tz9UOpV0tK2sGTJ\nq1SoUMFR6unpSbt2Hcl56DcDg2EdUVG3n+V7s3btArDb5b4/IYQQ7s3tkz9vb2/Gj3/yrtrQ6/XM\nnfs8FstTGI3zeOWV2Vm2d+wYgIdHUScdh3nggXpZSjKHR/8Efr3tnkbjOoYODWPKlPFotSvIeYmY\nvzCZnuP++6uj0ay4y1g/pHXr9pQtWzbblujoMOz2dTns8x3ly9t44IEH8nyUgIAA0tOl508IIYR7\nc/vkz1nCwsKoUiWD8PAB1K5dO8u2Fi1a4OFRtEmHwXCE5s39spRptVq6desO3K73LwO9fj2RkQPx\n8fGhX79+6PWLstUyGqfTv38vXnjheSyWV7mbexrt9vcYNSoix209e/YkJWU3tyagRuM6hg/P+5Av\ngK+vLxrNNeBsgWMVQgghSjpJ/pxEq9Wye/dWFi+en21bkyZNSEo6AlwrsnjM5sPUr++XrXzAgB7Y\n7be7728399xT1jFLeOrUp9DrFwKJN9U5hl6/irlzZ9K8eXN8fLy4fUJ5OxdJTd1Dr169ctxqs9no\n0KEz8OFNpenodOuJiLjzLN+baTQaGjeWxZ6FEEK4N0n+nKhixYqYTKZs5WazmerV6wEHiiyW9PR/\nZvrerHPnziQn7yK3+/Q8PDJ71G6oW7cu7du3RaP5j6PMYpnAv/89iUqVKqHRaPj3v8dhs71SwEg3\n0Llzd6xWa641sg/9xuDtXYU6derk+2gdOwag08l9f0IIIdyXJH9FpG3bopz0kUhKynnuu+++bFs8\nPT1p27Yjev2rOeyXjla7MVuP2vTpkzCb5wKpwBbKlDnGk0+OdWwfMGAAev1R4FC+I/X0fI+RI3Me\n8r2hR48epKR8D1wEwGRay4gR+ev1u6FVqwCsVun5E0II4b6clvwlJCTwyCOPEBUVRXh4OAcPHgTg\nwIEDhIWFERERwcKFCx31Fy5cyIABAxg0aBCHDmUmDVeuXGHEiBEMHjyY8ePHk5ycDMC2bdsIDQ0l\nPDycDRs2OCvkItWuXYsiTDqO4e19P3q9Psetb7/9Gh4erwAHb9mS2aNWq1atLKUtWrTggQdqAauw\nWp/kjTfmZZkdbTQaGT/+Mczm/Pb+nSI9/cgdH6tnsVgICekGfEBmAvoBgwYVLPn7Z93F9ALtL4QQ\nQpR4yklee+01tXLlSqWUUidOnFD9+vVTSinVp08fdfr0aaWUUiNHjlRHjhxRP//8sxo6dKhSSqmz\nZ8+q/v37K6WUmjFjhtq0aZNSSqmlS5eqFStWqNTUVBUSEqLi4+NVSkqK6t+/v7p06VKOMezbt89Z\np+N0P//8s7LZaipQObyuKcjIZVtBXqtV9+4DbxvPf/6zXFmtDRUkO/YzmR5Ws2e/kGP9L7/8Umm1\nHqpVq04qIyPDUX7mzBmllFIXL15UJpOXgvN5jlOrfVFFRY3M0/X74IMPlKdnsILPlZ9fyzxe9ZxV\nrny/gh+deL3lJS95yUtexeeVrHQ6w139ThQVV+UtTuv5Gz58OOHhmWuupaWl4eHhQUJCAqmpqfj4\n+ACZj1PbtWsXcXFxjkWVq1SpQkZGBpcvX2b//v20bdsWgHbt2rFnzx6OHz9O9erVsdlsGAwG/P39\niY2NdVbYRaZOnTqkpl4g+7IpqZjNAWi1rzvtWFpt9pm+txo+fCgtW1bHYJj+d0ka8AEDBw7IsX6n\nTp0YNGgQy5a9muMM2woVKvw9/Lvkli370WqfBU5k28dqfY/o6NsP+d7QtWtXUlLi8PB4lYceKliv\n3w2ZazDKfX9CCCHcU4GSv40bN9KrV68sr99++w2j0cjFixd5+umnmTBhAomJidhsNsd+VquV+Ph4\nEhMTsdvtWcoTEhKylN+ubnx8fEHP12V0Oh316zfj1qRDq11I1arpmEwvAylOOZbVepj69bNP9riZ\nRqPhnXfexGxeRubs1+1Ur14DX1/f29Rf7pgFnJPJk8dhMCwBrgJrsNtbU758X4YMuYDZ3Ar4+qba\nR9DpLjiS/Tsxm8107dqD5OQthIXlnKDmVceOAZhMct+fEEII91Sg5C80NJRPPvkky+uBBx7g2LFj\nREdHM2HCBJo1a+ZI6m5ITEykTJky2Gw2EhP/WTokISEBT0/PLPVvJH02my1bG56engU9X5cKDg5A\nq705+TuHh8csPv30fRo39gPecdKRDt82SbuhcuXKLFv2OhbLEEymFQWeRHGDn58fTZo0Qq/3JiBg\nBatWPc0ff5xg+fK3+OyztXh6RqLVvgIodLr3GDw4HJ1Ol+f2x4yJpmfPB6latepdxRkQEIDRKMmf\nEEII95TzjIAC+OWXXxg3bhyvvPKKYwkOm82G0Wjk9OnT+Pj4sHPnTsaMGYNOp2Pu3LlER0dz7tw5\nlFJ4eXnRtGlTYmJi6Nu3LzExMTRr1gxfX19OnjzJ1atXMZlMxMbGMmLEiFzjOHu2+C7gW7fu/Vgs\nG7mRy5pME4mKGoTdbmfcuIc4cOBZkpKGAnlPiLJLJinpFFarNU/Xok2bNgQG+vHll+8SFDQu39cv\nPj4+yz6vvjqLpKQk7r//fgAuXLgAZA57f/nlR4SHj+DcuR/Q6XbRvfvr+TpevXr1WLr0tbt+j++5\n5x6uXfsfmWsX5r7EjBBCiJJJqeKdD7iaRimlnNHQo48+yrFjx6hatSpKKTw9PVm0aBEHDx5k9uzZ\nZGRk0KZNG8aNGwdkzvaNiYlBKcWUKVNo2rQply5dYtKkSSQlJVG2bFnmzZuHyWTim2++YeHChSil\nCA0NZdCgQTnGEBcXh7+/vzNOp1CcOXOG++9vxPXrF4EYypeP4uTJI1itVpRSPPBAKw4ffgrofxdH\n+Qlv71DOnDma5z0uX77Mu+++x5gxj+X7aGfPnsXb2zvP9RMTEwkPH86hQ4f47bcj+XpChzPVrRvA\nsWMvA+1ccnwhhBCFJQWdzkZamnNupSpMrspbnJb8FQfFPfkDKFfOhytXvsZqDWXFiucIDQ11bPvw\nww+JippJQkIsUNCkaD0dO65l69YPnBLvneQ3+QNQSmW7H7SoPf74BBYvLktGxr9cFoMQQojCIMnf\nncgiz0WsadMWaDQjaNSoCv37Z+3h6927N2XLJgFbC9y+RnPnmb6uptFoXJr4AXTr1hGbbZtLYxBC\nCCFcQZK/ItaxYwu02r28/fbr2YY8tVotM2ZMwmZ7ocDtW62HeeCB28/0FdC2bVuuXdtLUT5vWQgh\nhCgOJPkrYhERg1i1amWuz6WNiIjAZPqFgq5Dp9Xmbaavu7Pb7dSq1RDY7epQhBBCiCIlyV8Rq169\nOhEROU9YATAYDDz77ASs1jkFaD2NpKRfck0sRVa9e3dEp/v6zhWFEEKIUkSSv2Jo1KiHMJnigC/y\nuechKlWqgcViKYywSp3OnYOxWuW+PyGEEO5Fkr9iyGKxsGHDSszmaOBCPvbcTufOHQorrFKnVatW\nXL/+M/B/rg5FCCGEKDKS/BVTHTp04JFHhmCxjADythqP3b6dbt0k+csrk8lEw4YBQIyrQxFCCCGK\njCR/xdgLL0zn3nvPodW+kYfaaSQnf0v79u0LPa7SpG/fjhiNMvQrhBDCfUjyV4wZjUY+/HANJtNU\n4Mgdau+ncuVqVKxYsShCKzU6dQrGw0MmfQghhHAfkvwVc3Xq1GH+/NlYrYOA5FzraTTb6dJFhnzz\ny9/fn9TUU+Tv3kohhBCi5JLkrwQYNeohAgN9MRhm5FrHbt9O166S/OWXXq8nIKAdsN3VoQghhBBF\nQpK/EkCj0bBkyTx0uqXA9RxqpHL9+m6536+A+vQJxmS6m/v+rjgtFiGEEKKwSfJXQtx33300adIU\n+CCHrfuoWtWX8uXLF3VYpUKnTh3R6wty318aRuMT6HTVgVRnhyWEEEIUCkn+SpAJE0Zht7+ZrVyj\nkSVe7kb9+vXRaK4CJ2/ZkgCcyWWvK1gs3WnR4iiVK3sDPxRqjEIIIYSzSPJXgvTu3RuN5ihwLEu5\n3S6TPe6GVqulXbtg4MbQbxoazVLM5lqYzQ9gs3UHPgbS/95+DIulJUOH1mf79s/o0qUjsNMVoQsh\nhBD5JslfCWIwGHjooWEYDG/dVJrM9evf0a5dO5fFVRr07h2MxfI18DlWa2OaNn2Pb7/9lEuXzrJw\n4UDq15+DxXIfWu0EzOZ2vPLK0yxevAC9Xk+nToHY7ZL8CSGEKBkk+SthRo9+CJ1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TAAAg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\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0xd28bc90>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 显示逐日回测结果\n",
|
||
"df = engine.showDailyResult()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"2017-08-23 22:46:39.856000\t计算回测结果\n",
|
||
"2017-08-23 22:46:39.863000\t------------------------------\n",
|
||
"2017-08-23 22:46:39.863000\t第一笔交易:\t2012-01-11 10:18:00\n",
|
||
"2017-08-23 22:46:39.863000\t最后一笔交易:\t2012-06-29 11:30:00\n",
|
||
"2017-08-23 22:46:39.863000\t总交易次数:\t217.0\n",
|
||
"2017-08-23 22:46:39.863000\t总盈亏:\t-120,716.82\n",
|
||
"2017-08-23 22:46:39.863000\t最大回撤: \t-135,300.01\n",
|
||
"2017-08-23 22:46:39.863000\t平均每笔盈利:\t-556.3\n",
|
||
"2017-08-23 22:46:39.863000\t平均每笔滑点:\t120.0\n",
|
||
"2017-08-23 22:46:39.863000\t平均每笔佣金:\t45.88\n",
|
||
"2017-08-23 22:46:39.863000\t胜率\t\t33.18%\n",
|
||
"2017-08-23 22:46:39.863000\t盈利交易平均值\t6,203.36\n",
|
||
"2017-08-23 22:46:39.863000\t亏损交易平均值\t-3,912.82\n",
|
||
"2017-08-23 22:46:39.863000\t盈亏比:\t1.59\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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OWXhYVQ54RX/XaWnw4oult1XUZroiSrMQEZF6QgFyWRMmwNNPu77/iRMm4ChbucEhLs7M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\ngUAg6IIYkAUCgUAgEAgEgi78B0ZPyuut908jAAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0xbf31950>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 显示逐笔回测结果\n",
|
||
"engine.showBacktestingResult()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"{'orderID': '1', 'direction': u'\\u591a', 'gatewayName': '', 'tradeID': '1', 'exchange': '', 'symbol': '', 'volume': 1, 'tradeTime': '09:18:00', 'rawData': None, 'vtTradeID': '1', 'offset': u'\\u5f00\\u4ed3', 'vtOrderID': '1', 'dt': datetime.datetime(2012, 1, 11, 9, 18), 'price': 2464.4, 'vtSymbol': ''}\n",
|
||
"{'orderID': '2', 'direction': u'\\u7a7a', 'gatewayName': '', 'tradeID': '2', 'exchange': '', 'symbol': '', 'volume': 1, 'tradeTime': '10:18:00', 'rawData': None, 'vtTradeID': '2', 'offset': u'\\u5e73\\u4ed3', 'vtOrderID': '2', 'dt': datetime.datetime(2012, 1, 11, 10, 18), 'price': 2448.8, 'vtSymbol': ''}\n",
|
||
"{'orderID': '3', 'direction': u'\\u7a7a', 'gatewayName': '', 'tradeID': '3', 'exchange': '', 'symbol': '', 'volume': 1, 'tradeTime': '10:19:00', 'rawData': None, 'vtTradeID': '3', 'offset': u'\\u5f00\\u4ed3', 'vtOrderID': '3', 'dt': datetime.datetime(2012, 1, 11, 10, 19), 'price': 2448.4, 'vtSymbol': ''}\n",
|
||
"{'orderID': '4', 'direction': u'\\u591a', 'gatewayName': '', 'tradeID': '4', 'exchange': '', 'symbol': '', 'volume': 1, 'tradeTime': '14:21:00', 'rawData': None, 'vtTradeID': '4', 'offset': u'\\u5e73\\u4ed3', 'vtOrderID': '4', 'dt': datetime.datetime(2012, 1, 11, 14, 21), 'price': 2456.2000000000003, 'vtSymbol': ''}\n",
|
||
"{'orderID': '5', 'direction': u'\\u591a', 'gatewayName': '', 'tradeID': '5', 'exchange': '', 'symbol': '', 'volume': 1, 'tradeTime': '14:22:00', 'rawData': None, 'vtTradeID': '5', 'offset': u'\\u5f00\\u4ed3', 'vtOrderID': '5', 'dt': datetime.datetime(2012, 1, 11, 14, 22), 'price': 2455.6, 'vtSymbol': ''}\n",
|
||
"{'orderID': '6', 'direction': u'\\u7a7a', 'gatewayName': '', 'tradeID': '6', 'exchange': '', 'symbol': '', 'volume': 1, 'tradeTime': '14:57:00', 'rawData': None, 'vtTradeID': '6', 'offset': u'\\u5e73\\u4ed3', 'vtOrderID': '6', 'dt': datetime.datetime(2012, 1, 11, 14, 57), 'price': 2444.0, 'vtSymbol': ''}\n",
|
||
"{'orderID': '7', 'direction': u'\\u7a7a', 'gatewayName': '', 'tradeID': '7', 'exchange': '', 'symbol': '', 'volume': 1, 'tradeTime': '14:58:00', 'rawData': None, 'vtTradeID': '7', 'offset': u'\\u5f00\\u4ed3', 'vtOrderID': '7', 'dt': datetime.datetime(2012, 1, 11, 14, 58), 'price': 2445.8, 'vtSymbol': ''}\n",
|
||
"{'orderID': '8', 'direction': u'\\u591a', 'gatewayName': '', 'tradeID': '8', 'exchange': '', 'symbol': '', 'volume': 1, 'tradeTime': '09:51:00', 'rawData': None, 'vtTradeID': '8', 'offset': u'\\u5e73\\u4ed3', 'vtOrderID': '8', 'dt': datetime.datetime(2012, 1, 12, 9, 51), 'price': 2452.8, 'vtSymbol': ''}\n",
|
||
"{'orderID': '9', 'direction': u'\\u591a', 'gatewayName': '', 'tradeID': '9', 'exchange': '', 'symbol': '', 'volume': 1, 'tradeTime': '09:52:00', 'rawData': None, 'vtTradeID': '9', 'offset': u'\\u5f00\\u4ed3', 'vtOrderID': '9', 'dt': datetime.datetime(2012, 1, 12, 9, 52), 'price': 2452.0, 'vtSymbol': ''}\n",
|
||
"{'orderID': '10', 'direction': u'\\u7a7a', 'gatewayName': '', 'tradeID': '10', 'exchange': '', 'symbol': '', 'volume': 1, 'tradeTime': '10:31:00', 'rawData': None, 'vtTradeID': '10', 'offset': u'\\u5e73\\u4ed3', 'vtOrderID': '10', 'dt': datetime.datetime(2012, 1, 12, 10, 31), 'price': 2455.2000000000003, 'vtSymbol': ''}\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# 显示前10条成交记录\n",
|
||
"for i in range(10):\n",
|
||
" print engine.tradeDict[str(i+1)].__dict__"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# 优化配置\n",
|
||
"setting = OptimizationSetting() # 新建一个优化任务设置对象\n",
|
||
"setting.setOptimizeTarget('capital') # 设置优化排序的目标是策略净盈利\n",
|
||
"setting.addParameter('atrLength', 12, 20, 2) # 增加第一个优化参数atrLength,起始12,结束20,步进2\n",
|
||
"setting.addParameter('atrMa', 20, 30, 5) # 增加第二个优化参数atrMa,起始20,结束30,步进5\n",
|
||
"setting.addParameter('rsiLength', 5) # 增加一个固定数值的参数\n",
|
||
"\n",
|
||
"# 执行多进程优化\n",
|
||
"import time\n",
|
||
"engine.runParallelOptimization(AtrRsiStrategy, setting)\n",
|
||
"print u'耗时:%s' %(time.time()-start)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 2",
|
||
"language": "python",
|
||
"name": "python2"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 2
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython2",
|
||
"version": "2.7.13"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 0
|
||
}
|