vnpy/examples/CtaBacktesting/backtesting.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"from vnpy.trader.app.ctaStrategy.ctaBacktesting import BacktestingEngine, OptimizationSetting, MINUTE_DB_NAME\n",
"from vnpy.trader.app.ctaStrategy.strategy.strategyAtrRsi import AtrRsiStrategy"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# 创建回测引擎对象\n",
"engine = BacktestingEngine()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# 设置回测使用的数据\n",
"engine.setBacktestingMode(engine.BAR_MODE) # 设置引擎的回测模式为K线\n",
"engine.setDatabase(MINUTE_DB_NAME, 'IF0000') # 设置使用的历史数据库\n",
"engine.setStartDate('20120101') # 设置回测用的数据起始日期"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# 配置回测引擎参数\n",
"engine.setSlippage(0.2) # 设置滑点为股指1跳\n",
"engine.setRate(0.3/10000) # 设置手续费万0.3\n",
"engine.setSize(300) # 设置股指合约大小 \n",
"engine.setPriceTick(0.2) # 设置股指最小价格变动 \n",
"engine.setCapital(1000000) # 设置回测本金"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"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"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2017-07-14 20:13:38.855000\t开始载入数据\n",
"2017-07-14 20:13:39.021000\t载入完成数据量331890\n",
"2017-07-14 20:13:39.021000\t开始回测\n",
"2017-07-14 20:13:39.041000\t策略初始化完成\n",
"2017-07-14 20:13:39.041000\t策略启动完成\n",
"2017-07-14 20:13:39.041000\t开始回放数据\n",
"2017-07-14 20:14:03.242000\t数据回放结束\n"
]
}
],
"source": [
"# 运行回测\n",
"engine.runBacktesting() # 运行回测"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2017-07-14 20:16:24.541000\t计算按日统计结果\n",
"2017-07-14 20:16:24.610000\t------------------------------\n",
"2017-07-14 20:16:24.610000\t首个交易日\t2012-01-11\n",
"2017-07-14 20:16:24.610000\t最后交易日\t2017-03-20\n",
"2017-07-14 20:16:24.610000\t总交易日\t1259\n",
"2017-07-14 20:16:24.610000\t盈利交易日\t617\n",
"2017-07-14 20:16:24.610000\t亏损交易日\t641\n",
"2017-07-14 20:16:24.610000\t起始资金\t1000000\n",
"2017-07-14 20:16:24.610000\t结束资金\t1,681,826.5\n",
"2017-07-14 20:16:24.610000\t总收益率\t68.18\n",
"2017-07-14 20:16:24.610000\t总盈亏\t681,826.5\n",
"2017-07-14 20:16:24.610000\t最大回撤: \t-185,949.45\n",
"2017-07-14 20:16:24.610000\t总手续费\t216,553.5\n",
"2017-07-14 20:16:24.610000\t总滑点\t449,940.0\n",
"2017-07-14 20:16:24.610000\t总成交金额\t7,218,450,000.0\n",
"2017-07-14 20:16:24.610000\t总成交笔数\t7,498.0\n",
"2017-07-14 20:16:24.610000\t日均盈亏\t541.56\n",
"2017-07-14 20:16:24.611000\t日均手续费\t172.0\n",
"2017-07-14 20:16:24.611000\t日均滑点\t357.38\n",
"2017-07-14 20:16:24.611000\t日均成交金额\t5,733,478.95\n",
"2017-07-14 20:16:24.611000\t日均成交笔数\t5.96\n",
"2017-07-14 20:16:24.611000\t日均收益率\t0.04%\n",
"2017-07-14 20:16:24.611000\t收益标准差\t1.09%\n",
"2017-07-14 20:16:24.611000\tSharpe Ratio\t0.6\n"
]
},
{
"data": {
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4P/OYs+xSU/MOAr/8UrbNm0t5FKVKC+0OVkopVeqEhspqIJ06SebM3t6SUQNL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\nLBZLi0BN62DQIHudvy8ZPHhoug1W3qGbK5eitXUle+21FyCcQMOwah7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R4xwPBrJcj88n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uisG5oYPzSZHnKqEA4//HBmzJjhmJYZDr744jkEAp/Y1pV5k02Y4ajCivz2hNGjR+P3f450Auvq\n6jJGM3ESiZQ2HK0ojK1bnTeeRKKQ33k20gnsTU6gYWReK1JmaRYv8DiwooetEtejnhU2fhvA4QTK\n/9lOYHY4uKcdm8R6yj12sCUCq6ur0TQtLdYzw9cTJowCVqU7hohtliKwhUAgis/nwzDK3eaByBZ2\n331fqqqEQVJbOyhrjmSyQ5XRqhBKBNoQobzChZssESNu7G4iMPcg6/2XDurqGrDcOHHz/dGPfkR7\n+zrgUPNmVxi77747L7/8smOaPRwMIpQvwvjS7ck8FuJp/+OPP2by5MkFr7sQxo4dSyLxTyBOIJB/\nu0499TQuvPDCkq5fURiZQxTW1nY3zKA7xYSDu3cC7eHgYkiZ6+uJCBTbIYesskRgdk6gW8eQnoeD\nfZS75p57PUO702kxevSuhEKrM8LBVkWDYDCK1+tVTmBZ2Mq4cRP49rfFiD0jR45Pf9LY2Miuu44D\nVGmYSqFEoA1h/7s5BEfhVgxanqSRSC4nUF4MB9LTZAd1dfUYhhBqoZDopGH1xPygR05gJrfccgvz\n5s1zTLNyOeUxyLzZxPF6vYwfPz5vLmIx7LrrrnR2bgS25RiVwOKRR/7IVVddVdL1Kwrj6quvZvt2\nkTM6ePBQXnnlL0UtpxQ5gfH4NmC5rRORPRxcDEIEZo9Ekg8hbo4//njzu5YTaAkp8Vtx68jVUycw\n94NyKcktAjOdwHA4jK63O0rEWOHgFkIh6QQqEdh7TsGZorOFxsZagkFxftlTM+bPn89ee+0HqFqq\nlUKJQBvhcJhUys0J/CsyfGKnexEo88+KCz3tnLRTX19v7scleDwiP87ea7Z4xwOuuuoqvv3tbzum\nRSIRNK0VS/y5OYHlqcvn8XgYPXpv4O28oygo+haPx0NVVRVvvvkmH33096IHpC8mJzBTBLa3rwUO\nwnKeMp3AnhaMLsYJTDBu3CTq6+sdbXX2DpbTeh8OFiKw8DG+iyGfE5gpAn0+H5oWd+0YommLqa2t\nwev19mIUF4XFY8AXtvdbGTSohrlzL2DffffHfmgaGxsZMqQRUCKwUigRaCMSiZBK5RJs2SJPnqRC\nBLpd4OQFZCCJwA4aGqQInEJLy1LA2SGjN06gGzKM7/F0UF1dbRuRQZLocUmLnjB16kHAW2Vdh6I0\nTJo0KV0XtBhk7++e5ARmh4MzEeKl+IcjIRp7lhPo/E3YRWBvO4aceuqpHHfccY5pVVXOsZvLQ24R\nKHMfJXYRmFkiJhx+k3PPna3Cwb3mr8Ai87V1/ff7N9HYWM8hhxzCe++9Q3291VO/oaGBxsaYOd9A\nTKeqPEoE2giHwyQSuXICs0WgvMCEw0F03c0JlBeQgdRBpIOmpvqs/ejz+Tj22GOB8ohAwxAiMBaL\n2cZmlcTLKtDGjRuBGKReOYH9HV3XWbduXUHHWtYUzOwYko0IBxffacktHLwYeCfPd5xDN5ayY8it\nt97Ks88+65hWVRWi/A/DuUVg5jjRlgiMuziBSRobG5UT2GuOAqabr637QTD4b0aMGJF+f9dd/8uq\nVasAIQJl57lSp+4o3FHWhQ0hAgt3AmVoyO/3o+tbyR4sQuYCDhwnUNfbaGxscOzH5cuXM2HCBM4+\n+2yGDx/eq3CwG8LBbcXj6SQWi7FxYwfOGtOJbvP1eoMs/qycwIFBocW+hw4dCjjPC+kk1tbWsWWL\nLJqbzHACiwsHO53AwwFZyNyNZI+cwExxNW3atB4VPY9GQ2haO3lqqfeafOHgTBHo9/vRtC4Mw+NS\nIkYMa6mcwFLSbHu9yiECm5qa0q9rampUGLjCqLuWDZEInEI4eJm7xj7ou8amTRvTYSUhAt1CMQMv\nHBwOr2a33Y5xTJs4cSIA0WgUKI8TmEy2ouu5w8HldOlkfpkSgQo78uZmT4WQ50gkErGJwJYMJ7AU\nIhAgX+Fy93Cw6BiSXSw605U59NBDWbduXcEtDIfDeL3rcRkAqIRki0ApKNycQPGQbmSFgzUtlRaB\nygksFVIEJuno+Jfr0JmfffYZTU1NSgRWGBUOtqFpGj5fZgKzfDqU0zrwegPU19enLzh+vz9HUvbA\nCwfr+meMGTMGvz+Cpnn5n//5n/RnUgTK4dNKRTQaJZFoRdc7qampcRGB5Q0Hy/IjKhyssCNF3aZN\nm7I+k+WlBPtniJdvZ87eDblEYDTPd5zuuL1ETLYTmB0O7imhUAiPp+9yAnOJQPcRQ5LpXtLCFMg9\nHriiUORoTu8yaNCwdIckO7vtthtQ+qE9FflRIjADvz9TBIoLq6bJk7jdnMf+HX+OpGwpArNvAv2V\neHwVI0eOxOcL4PVWcdRRR6U/k0Ls+ONnlnSdkUiERKIdaCUWi9HS8jCw2jZHecPBsZhIZFZOoCKT\nZ555xvEbkGQ+MGiavU5dT7FGunBSPiewp4TD4T4VgfI3KrGcwOyOIdIJFD2lix3PeSBzBtmj3ggn\nUNdf5rvfnZH1DTvKCaws6q6VQS4RGAx+Q3s75BKB+cLBmvbPsubC7EjISu9+f5DW1i1ZN7tEItGL\nBHh3dF0nEKgilfqaqiqZp/QFsKtcq1mstjzIPC/lBCoykXX4Msk8V4ToKHYt7iJQ06K26842wAfI\nURgSjqHUnCVirNfi+6VxAnW9vGkxbjmB8n2mCLRGMNFzOoHi+15SqThi3ykK44/AqY4pmrYJw/iQ\nVOqnnHDC83m/PXPmTP7whz+UsX0KO8oJzCAQyBSBIrTo860DXgWGsXWrMxcmtxMoxxj+tBxN3SFJ\npUT+nc8XIJXKDsOWWgBKIpEYicSGrCHlBOV1AqUIVE6golCGDBnCOeeck35fDidQ0+xO4GjgWNv7\n3CVi3JzAUohATau8EwjQ0tKS/o1KRP53F3I/ZIpAq9C3Fyuioyicz9OvRI3OZQSD84CUqzNuJxwO\nc8YZZ5S5fQqJEoEZCBFoFxLywroO+Jbrd/KFgyORKrzewhOod3YMQ1xU/X4RhqmUO1ZVVUM8voHh\nw4ebU1psn8bLKgJlPatUdvdwhSKLxYsX89vf/pbf//736WnOYct6SsrsbOW8Bum6XfhsBlba3icd\nvwn7GMIy9CuEqVh+b8PBQgRWvkQMkCUAobBwMMjxzpUILBxhfPh8VjrO8cefhKa9S0fH/2Xx4sVl\nMwIUxaFEYAZi0Gr5xJoC7sfj8RKPr835nUAgkFME1tcPwjA2u3zWP0km4w4RWCl3rKoqRirVzve+\n9z2OOeZknCUJyhsOlnR2lndsVEX/4LDDDmPYsGGOadk3xp4IwhQ+X9B0tiyyx+hOOF7bf5uWCLR3\nDNGBb9i2bWmvnUAhuhLAv3q1nPwU7lgKJzCefmgV2+weDlYisCeITpB+/yfpKfvvvydvvPFXAPba\na68+aZUiN0oEZhAM2sPBXwE/obFxJMnk9pzfERdQNwGQoLFxEMnkN6Vv6A5JCk2TOXoiubdSTmBt\nrej9FwwGqampwukEljccLFEiUFEs2U5gTzojpPD5AlkiUNMyhaR9mYmcTqAMBwth9LKtfcXj8/no\n7PwC2M2cUo5aMT0XgdBp5nSrcHBpECIwmfwgPWXIkMHsueeeGIbRq9F6FOVBJTFlIAaztsrBAKRS\nSYYPH8Xnn3/EddddR3u7M7dFXEC7gDHAW4Ds/p6g4f+z9+7xUdT3/v9z9n7LJiHciQJaEUWgQqQK\nirSV46VVoaAGBGqh/aqVegGUolTRVlEraCvY0x768IJ6ULz8PHraU+vDC5Xao8QC9QIe0RYURJBb\nNiTZy8zvj9mZnb1ks5tsskn2/Xw8eLAzOzP72c9mP/ua97V3X8LhLZ0y9uITxWbTRZ+RlddZIrCq\nSheBZWVlVFaWkWwJjOByiQgUui66G9a6J1Ot0pZQcbncaX9/6R7cZBFo/U5ksgTq7uD+OY4hO3rN\nPWPd3Bu/rlWkNqAnc7XHUpS7CHS5XKhqGLDFPTmKZTyqiMA204DD4aKp6TNzT1v7dAudg1gCU0gW\ngbqQCIcbqK3Vy5rcdttt3H333UnnuFwuYrHD6MGwX1ieiVJRUYmqNpNevqEnEjFdUEYdtM5yB/ft\nq99hVlRUUFkZINUS2BkiMBwuhc9Y6AgikWaSRVE+wkPF7fZZRJZOa5ZAa3awIQKtiSG6MNJv4vbt\n25fHeNLRu28Yr2/UTbWOZxkwsl2v0RZLoKo2ZbQEGtfJXwRuQTcElCoN9OunF4IuK+sF6P26ha6L\niMAU9L6FRgCzLgKbm49yxx13sGdP5hZMLpeLhoYP4lvW4OcIbrcTr7cCONRBI+5KRM3WV51tCezd\nW2/hV1ZWRnl5GQ6H1RIYxuPp+Gbk/fr16/DXEHomTU2hlOSL/ESg1xtI69edrodiSY9bSwzRfx70\nc4yC6G1FF13G6xti9aDliEy91618AjzVyjH5iUBVjaCqzbjdbmw2G6HQB8C5tM8SOAk4PY/jexpH\nKS/Xxd8xxxzH0qVL6dWrV5HHJGRDRGAKZWXWxBBdSESjYWw2W4sLocvlsvSYtMYO6gkJDofhLu7p\nROPZdOD1dq4l0PhBs9ls+P1+HA7rD2IYr7djReCHH37ID37wgw59DaHn0tgYIhCwZrHmFxPo9fqJ\nRI6iWxMTbs1kcokJTK4TCFFOPfWb1NTU5DGedHRLoLEGGjfE1ljp1jJGbyG19lw6bROBhiUwFqtH\nj4FMtQTmE79odILZlMc5PYkGfD797/iYY/rx85//vMjjEVpDRGAKgYDVHXwjACeccELWc4wFVCdZ\nBDqdDhwOoxxBT8dqCdTFYHsDynPF+jp6d4KjlufCKZ9R4QkGg+0uoyGUHlq8mnNjY4jycmubt/ws\ngQ6HcbPZhCH2FCVVSLYcE2hYvhwOu8UdrFsCC1HSQ48JNGIWr4//bxWBrd0s5jIf+YvAWMyaGGKQ\neM9OZ7438Ea3i9PyOKenEAaO4vfrBcn79UtvDSd0PSQxJIVkEfg+AE88kb16eTYR6HKVkghMxAQ6\nHJ17f2FdxP1+PzZbg+W5jheBgtAeXC4nwaDVEpifCFQUBZfLH3cJlwGZRKCVZEugcQPj9TpTYgJj\nSbGDbUW3BBqWScNKlqsI1IAPc3iV/BJDYjFdlBruYOt1DBGol7rKXQQqirtkukMl83dgDLACv9/L\nSy+9xNixY4s9KCEHxBKYQlmZL6moqd/v5+tf/3rWc8QSaBCNv1dwOju3IOi5557L+PHjAd0SaG1R\nZbeLCBS6NqedNpZAoO2WQJvNhsfjR0+6MCyB1mukfh+jGb+jPp/TYtHWRWAhLIGZY4OtcYDZXuNd\njBvy7OQuAo33ZLMZPYKTLYHGdkvlvxyOrwMvpe232Uq1761R//FDvF4P3/nOd9odRyp0DiICU/B6\nvTgciSy77du3Zzlap0+fPoBhjUovTVJKIjDhDu5cEVhTU8PGjRsBo0OAWAKF7sE777zDk08+SVmZ\nbsHLv0uFIQJ96IlphgXQaglMF4GZMuZdLmeHuYPTsSbRZbME5tppJP/2dkZXFOt5mpawBOoJbqki\nUCMa3YLT+TxwNtaKEIripjQx5ujjuDdN6C6ICEwhIQLD2GyOnGocOZ1OTj/9DM444wxsNkMEhtAL\nkTosLYp6OhFTBPbtW7x4EL3rS+KHQ1FEBApdl5qaGvr06cOgQYMA6Nt3KG0RgV5v7pZARYllFGZO\np9NSJ7BwlsDMIvAK4K8Zx9cWNK0tIlB/ry1ZAvVSV6nu4CPxc7zABqzt+Ox2qyXwy7zG0r0xrLr/\nJyKwmyEiMAWv14vN1giEcLsDOQf7v/XWX5k2bZrFilgG3EX//v1LyhJoLPbFLJfi9/vRNGtiSERE\noNDlWbJkCR999FG8D3C+IlCJZ2UmRKDVEqgoySLLZou2KAJTYwIL0W2n5SoB96HfsGUTgbkmXOUv\nAo1rt5QYktkdrBdCVhTjhj+xtiS7g0fkOZbujCECP8fvL1WXePdERGAKiXiyEF5vWd7nWrNSAQYP\nHlxClsBETGAx40F8Ph+qmnAHiyVQ6A64XC5OOOGEuGDKPzEkUejeEH/ZLIEti0DNpzoAACAASURB\nVEAjY9koEVOIxJDUmMALLpgWf/Q8cHPa+JLJtVxO/iIw0SM4sztYL3WVKgK/iB9n9JO3xh9bk3v2\np5zXk9uHNpmfsVgCuxciAlPwer0oim4J9HoDrR5vJZMIPPbYY0tKBBru4EmTJpmJGp2Nz+cjFhN3\nsNA90b9D+dUJtNvt8b/xCJktgclLvc0WzejmdTqdxGLGeSod5Q6uqKiwbB0le0xgru0YO8odnPr6\nep1DVTVao00Gfh2/TktWy38CvfMaW/eiyYyN93jEEtidEBGYQkIE1uP35y8CdVcylJWdwhVXXMEJ\nJ5yAy1UqIjBiLvYDBgwwEzU6G7/fn9Q9QUSg0J3I3RL4GLATQ/zo60yYzJbAZJFltzfi9aZbbKwi\nUFF0EVioEjFWvF6rUHCljS+Z3ERge2ICrWE/mpYQvnqnodSYwMO43W5iMaul75fohaZbKieTaEnX\nM2mid29d5Gb6uxK6LiICU9D/gI8CR/F6fXmd6/MlyssoisbChQtxOp0lZQnsrDZx2fD5fESjRvcE\nABGBQvch91Zl30cXHyp2u2JZZ1qPCbTbj8YTqBIcd9xxnH322WmWwI4RgdYsWhfZ3cGttZQzaIs7\n2CgVk1wn0NjO7A4+RFVV76S4Yz1O8FwUxbrOW62CxlrUM9uHOhxN9O3bFxBLYHdDRGAKughsBsJm\n/9v8ztUXBlVtMs9P3KH3dDLHGXU2drs9XmbDWLxFBArdh7bFBNpwuw2rVWslYl4kFHo8XkopwY4d\nOzjttNM6xB2cmmCXnGxiFYGZKi13nCXQWK+SYwJjrcQEHqZPn95oWiPptHSzb3yeqXGCPQO7vdl0\nB4slsHshIjAFj8eDpjWhi8D8hIO1NImmNZt3RIlYnZ7KPvRSCZEuIQIBXC5rmRgRgUL3oS0i0G63\nxVs1Wi2BmRJDjgEeAkizBBqkuoMLkR2cit1uFYVOEuIv0/vuuJjARNHoxHmNjV9YRGC6O9jl2m8K\nHoMzzjgzbm0Nc8stt8T3WgWtsf4Px1pXsKdgt0tMYHdFRGAKHo8HVW1Cr/GXvwhUVV14xGKplsCO\nEIEnA9d1wHXz5VfoRVOjHfKD0Rbc7kTBaE0TESh0H/IXgTFLTGBCBGpaJnfwZxjipDURqFsCC5Md\nnIqiWAWSi0TMXKZ1suPcwZksgaoaMbd9PjdwC3Bv/NlGwuGHkubO6/WyceMGQEXTmrjwwgszvJL1\nfX2U1xi7Pr/k6NHfMWDAAABGjCil0jjdHxGBKSREYDgeFJw7Pp+P+voPgHeJxZrMO6LEHXqh+RD4\nUwdcN1+Ojf9/qEvEBAKW7gkglkChO6GLrmwicBfwnGVbjwlMJDGkWwKTYwL1zNzcRGCsQ1pAJnuH\nrSIwU9hMR7qDM8UEktIxBBLrrO4Cnjt3LgDf+c4lfP755yiKgsPhIRarz7AGvk/y5/l/eY2xa/Iu\n8MP445sBPaZ0z549DB8+vGijEvJHRGAKHo+HWKxt7uBevXrFH/2JWMzqDu4IEXh1/P+uEGto/Gh8\nEC+pUHwS3RNAVfO36gpCsWjdEngzYNTZ0zBKxFjdwTabLckSmBwTqFc9yFUEdoQlMJnCiMC2WAIN\nz0XrIjBhqQwG+1FZWQlAVVWV+djp9BCLHTHXGkVxAu8BpwARTjrpdB58cBU+33/nNcauyf8Av48/\nTsyV9AvufrRLBP75z39m4cKF5vaWLVu49NJLmTlzJqtWrTL3r1q1iksuuYQZM2awdetWAA4ePMi8\nefOYNWsWCxYsoLlZ/6K/+uqrTJ8+ndraWtavXw+Apmncdttt1NbWMmfOHHbt2tWeYWfFKgKTM9ha\np6KiggceeAC3eyealsiU7RhL4L8DYLPlukB2JIbF7V369u2V9cjOQs/s1scVjR6ivLy8uAMShBzR\nRWC2UiKpCQlG7+BEnUCHw03LlkBd/OUaE9gRItAoSK3jICGyMq1nubmDC2kJNLaTReA2IIzd7jTX\ndqu3yOXyEokcwel0sm3bNvz+wSQSQfRC+vPmzcXl+huwNa9xdj2MmMhDGFnQwWCwaKMR2k6bReCd\nd97J/fffn7TvtttuY+XKlTz55JNs3bqVbdu28cEHH7Bp0ybWr1/PypUrueOOOwBYvXo1F154IY8/\n/jjDhw9n3bp1RKNR7r77bh555BHWrl3LU089xYEDB3jllVcIh8OsW7eOhQsXsnz58va96yzo9Z/0\nmMB8LYEAQ4YMweX6CLvdbWbEFV4EWhfQXONlOhLjR6mOAQO6hgj85JPNwFmASnPzQYuVVhC6Nq27\ngzOJQAWPJ1En0Ol0oWktdQzRxV9qdrBB51sCNRKityHtWZstwty5cwkEhma/ShtEYGuWwIRQDgEn\nAftxOl2mCNQTR3RcLi+x2FGcTic+ny+eYHgw/mwjDocDr9fLwoU/weNZndc4ux5Gy7w7zULkcqPd\nPWmzCBwzZgzLli0zt0OhEJFIhOrqagDOPPNMNm7cSF1dHRMmTAD0AsKqqnLgwAHeffddzjrrLAAm\nTpzIW2+9xY4dOxg8eDCBQACn00lNTQ1vv/02dXV15rGjR4/mvffea+uwW8XhcMTF29GkL3iueL1e\nVPVw/E5cp/Ai0FprqviWQEVpjLtA9tG3b1WxhwNAY6P+Y6IoU3G7/V0mVlEQWkMXIGqWI6z16epJ\nLhatWwJdLk+SCFQUa8KW/rilLM7OEIHJlkCVxPutTztWUdR4O7tsc6JfpxCJIdZto9yJohjr7Ks4\nHE7zPOtvhNttxIC78Xg88Vqle+PPHjbXoNNOG4Pb/U/Lq/0OGJTXuIuLBhyOP77PFIHJXWCE7kKr\n35hnnnmGCy+8MOnfe++9x/nnn590XENDA4FAosOG3++nvr6ehoYGysrKkvaHQqGk/S0dqydapO93\nOByoamsLQttR1Rjw07wTQ0BfAFT1CE5nQgQm7tALxW7zkaYVXwQ6HEfp168fQJexuM2Z830ANO2/\nCAS6xpgEIRd0AdLy+mYUpNd5DNiB3W7D5XJhtxuWQLdFBIbj8WkGMS68cFqL7rvU7GCXq/AZ/8ki\nMEbi/YbSjlUUNQcXeeHqBAKWEjHJItDpfBiHw5XRHezx6Me63W78fn+8daVRDuaQaXW01pPVeQXr\nmt61UQEbDscWc4+m6QYOsQR2T1r9dk+fPp3p06e3eiFD3Bk0NDRQXl6O0+mkoSFh4g+FQgSDQfP4\nXr16mSIvEAhkvEYgEEi6hqq2/GXfvbtwX6ZwuDHv6x0+fJho9CA+n988NxxuRlFAy1QHtU0cNB8l\nu3yKg91+lF69epmxmoX8DNrKXXfdyWOPPQpAIFDe4WOqr6/vEu+7uyLzlyASCZNdBDamrCVfEoup\nHD16FJstTCwWw253EosZa6abpqSokSi9evVqcb6NNVhfW6I0Nua/DraG8Ro//OFVrFmTXQRCjObm\nZlS1pbVuH1CLpsXYu3cvkUhuXpfvfe97jB07lvr6+qTfHYC9e/fidrs5etToAKXfxEejH6EoJ3Hg\nwAEAmpubzbkx+qYfOHCA5uZmotFm3O496OHuB1FVld27d9PQ0ICqWt3e3amG7N8B0LTN5h7DEBEK\nhczYfqH7ULBbvEAggMvlYteuXVRXV/Pmm28yf/587HY79913H3PnzmXPnj1omkZFRQVjxoxhw4YN\nTJkyhQ0bNlBTU8Nxxx3Hv/71L44cOYLH42HTpk3MmzcPgNdee43zzjuPzZs3M2zYsBbHMXDgwEK9\nJTwed97XGzRoEJHIAQKBAea5ffr0wW7fT7Rgeu1wyrZGcouizsVub6K6upotW7YwfPjwgn4GhaC6\nurrDx7R79+4u9767EzJ/CfQ4tJZFoM3WSLIj5Chud5A+ffpgsx0EYvHEqK9auEKUYDDY4nwnslt1\nK1xFRUXBPxvDa1RRUU6yJTCTO1iLuxpbuoveDbxKc7O+/hrZuq3x7LPP6mfv3p1mxaqursbpdJrh\nTYYnR9MieL0+Bg3S3be9e/c258bwVulx4S5cLh8Ox864CDxEIOBn4MCBHDp0CGtcp8sVIdwmR9ET\nwEvAf7bl5Daiu7djsX+lPTN48OBOHEfPYc+ePUV9/YLa+W+//XYWLVqEqqpMmDCBUaNGATB27Fgu\nu+wyNE3j1ltvBeDqq69m8eLFPP3001RWVrJixQocDgdLlixh7ty5aJrG9OnT6du3L5MnT2bjxo3U\n1tYCdGhiiJWmpvyTLvRsMhWfL+Ead7lceWbxngmcSCIFP5VUEbgPPVvrNuCOPF6nMNhsR83SAIZb\nuCtQV1fH2LFjGT265ZsGQehq2O3Z3cHpiSGN2O0VOJ1ObDbdHexyubNYziLxtoqZsbqDbbbCtI1L\nxXAHJ+Ifs7mDNRwOR0rJGysJr1C+7uCWzktPDEmotEQ/eJJKTxnVJBKu4gCRiCGWDsdjNpObCujH\nGyIwiqJ8C017Gcil68Za9PqFnSkCu5PVUsiFdonAcePGMW7cOHN71KhRPPXUU2nHzZ8/n/nz5yft\nq6qqYs2aNWnHTpo0iUmTJiXtUxSF22+/vT1DzYsXXniBiy++uE0i0FgUrPGRbrcbuz0fEbgR2J7l\n+WQR6HTeQCTye+Dn6DXEOrdtj83WSL9+utDqSiLQsAiccoqIQKH7oAuSluPfNC1VKNVjsw2Ki8BE\nYoiqttzH1uFoWSxFTZeFhqJ0jAg00McRI/F+0y2BYCSGtDQnCbHbVhFoVHJ45plnmD59urltxARq\nWnPcxR7B5XJlFIFG7KRx7pEje4G9VFX156uvEoX0fT5fPF5Qx+Ewxv8SmvYX4EsSBfizUYyarJn/\npnbs2NHJ4xAKhRSLzsBFF10EtMcSCIGAP2mffoeeD5makxskROD999+P261nM6c+13k0motlS7XH\nikHv3r0B+O53v1vkkQhC7rRmCYzFUr/jh7DbFVwuF4piiMBslsDswi6RdKd2mAg0LIF65nEMRTHi\nvDMnhmQXgYn9be1dbojHM844I/6a6SLQ69XdvS5XIjvYKgLd7syvfdJJo4EvTZHo8/nimcMGhoHg\ng/j/1uoP2ShGj95ImtCeOXO22TJO6H6ICMxCeyyB5eXJlsD8izq3LAJttiOmxa2yshKbrZGECHw8\n67kdQyOjR482y/h0FcrKyohGo5a4HkHo+ujCKHv1A4fDmtl7ELvdhtPpjCcwxHC73XHRlCmOLpLV\nEmh1BytKrM3CKhtWd7Ci6CLQ4/GYCRhWWi8Rc5r5qKWyN61hiL4+ffrw2muvmfsTIjCKx6Ov6U6n\n03wd43nILAInTjybESNOBD4w3cFer5dotJHEZ2P8NhjWtIPkRnEsgX37Jgu+X/7y7qR5ELoXIgKz\n0JZWY8Y5wWCyCEzUmWodvZxDyz8CLtdhRo8eDei1mfSSEUa22SLgmTxH3T40rZFBgwaxYcOGTn3d\nXOhIV5YgdAStlYgBcLmsyQ+H4nUCXaYItNvt2GwttZ+LZq39lxwTGC3YdyjTeqpfezeqenc8bCbd\n3WiUiGnZEmg9tm0Jcg6Hg9tuuw2n05kUjmQds8+nWwLdbheBQIB//OMfTJkyxXze40kXgeXlQY45\npi+wh927dwL6e3Y4XBiF/jWtmcrKvsDH8bNytQQWQwRG6dVL7xbyne98h7PPnlSEMQiFRERgC2zf\nvj2p9V2uGO7gigp/yr7cRaDNlv2uyuE4zKxZs3jzzTfjWW1WSyB0tptA0xrlTlAQCkSqO9jhuAqX\n66L4lmHlt1r46nE4bEnu4IQIzBTDFc0aO5dqCSyUCJw9e7b5eMaMGcyZMwebzYai6CVWdI9JpvFm\ncwcXpu6WoihJzQ8MKioqzNaoej/yRKu5U045xdJWjrR6in6/n29/+9tmyZr6+kOWY33oN+51HDny\nDwYNOob8RWBx3MEDBujZ0C+99BKvv/5aK8cLXR0RgS0wbNiwNlVAN+4cKyvLkvblYwm02bJ/ue32\nQ1RUVDBhwoS4+EoVgZ0ryFRVRKAgFIpkS+AhotHf4nAY/dJ1V+HRozuTzjHcwUbbOIfDHq9bl24J\nVJTiiMA1a9YQCoXYtGkT48aN49FHH41fW3893WOSzRKYyTraunWwPdhsNu666y4AHA4jozqzlTZ1\nnkKhENdddx3HH388AAcO7Defq6jQrYNQA8DQoccCu+OfS9cWgcceO0TqAfYgRAQWGCMDrKoq0aUi\nX0ug3d6amf+wWdfK6/WiaakiMH83dnuIxUQECkKhSLYE6kWJnU6jHWPmdcRwBxtt4+x2e7wMTGZ3\ncDZhZ4hATQujKNGCxgT6/X7Gjh1rbhsxgZDNEqjFu0RlEnwdX7LEuLE3sq1bcku3NE+GBfTAgUTd\nxmHDTsRaAeLEE3WhqNcczFQwOxPG70TBuhDkQAS329mmUCmhayIisMAYMSnW4qP5i8DsXzBNO2Ra\nKRM1p6wV6FMXqU+B63J+/XwRESgIhUMXgcZ32BAExnbY7EyReo7+w6x3G3E4WnYHK0p6hqcVo0SM\npjV1WGKIQaoIzGYJ1MVOquApZDvO7DQ3GzfamS2B2fqTn376GYwcOdLc/vrXhwH/Z24b1kK9okFu\nvxWJ8MfOmwOIdEgbQaF4iAjsIFJFYHKP33cw2u9kQlGMhS41O3k3UEsslmwJbG7+EnjYclzqovA/\nwK/zGX5eRKMiAgWhUCRnBxs3dwkR6HKlf9cURbGIwBg2my3uvszsDs5mCfz5z3/OT37yE1S1CT2J\npON+9HUxqgs/h8OBzZbJcqnGxWKm+omdLwLztQQCbNjwBq+88oq53a9fFXZ7wu1riMChQ4ficORW\nlSJhNe3MAs5R3O6Wxa7Q/RAR2EFYm7PrlkDrYjUeGNPiuapqBH+nxoZsAZ4iHD5gWgK9Xi+RSD3w\nX5bjUheF3saVcxx9PkRQlOx3wYIg5E6yO7gBl8uNLn52Ao/gcqXHghnuYE1LWAJ1i2EmgRDLagmc\nPHkyS5cuJRZrbFUwthf92rroURSlRUugzWbDZstUOqfzRGA43MSdd97LsmW3ZHz+9NNPbzE72dpl\nBPRmAk5nwu07cuRIhgwZysSJE+ONBULAL7KOJyGYO1MERkQE9jBEBHYALpeLk046KWlbVROWQJvt\nuKznx2JNlJX1pqXCz5FIg9mn0lqcecqUqcYRKWcYlsWO6FF4FKdTrICCUChSRaDfH0QXgcuBlbjd\n6d83m80Wz6A1SsTYssQEZncHg35zqYvAjncHGyJQzxTOnB2sP1dcS2A43MTNN9/I6aefnvH5yy67\nzFJoOzuBQAC7PdEdpX///nz66Sd4PJ54TdkNwM+yXkNRjM+28+ZAUSJmvUOhZyAisANobm42e+lC\nujvY5Roef5RpgdaIREL06TOIdEtgQhQai7jb7aZfPz1lf+LEs5g6dTbpi4IRy7KfwtMoIlAQCkhy\ndnCIsrJgfFuPFW5JBOqWwERiiC7eMlnWWrfu6QWNO94dbLfb0bSEJTCzVcsQgYlM4gSdKQILlxFb\nVlaG3Z6eAJJoLNB61nMxLIE2W0S8Pj0MEYGdgMfjIRZLLCAOh1FIelOGow/g8QTiBTlTLYHplkFF\nUfjii8+57LJaLr74YtxuI0PQiuFe7oi0/kbc7q7TKk4QujuplkA9tCQG6D++bnc+7uDEjebNN9/M\noEEn0lqdQNDj23TPZmPRLYHZ3cGJ49tS0isfwuH8O0i1RCAQ4MiR59P2J0RgSy3/EogIFAqBiMBO\nwO12x4OsdWw24/GuDEd/QWVlfyory4EjKc/pInDw4CFpZ61b958cd9xx8XiNliyBhVvEEjSYRVQF\nQWg/eks3wxLUQHl5MJ6MoP/4ejwtJ4aoasIdnJoYMnHixHjXi9zi/JxOL6oa6tCYQJvNZloCrUki\nyajxeMGW3cHHHDOUgwdzbbeWP4qiWOonth8jnCeVRHcp43NTgbOAtzKMqRgisGMtw0LnIyKwE0i1\nBCpKE/37DwS+ynD0Hvr1G0BlZZBUEagoh7njjjv49NNPWnwtXQSmLgodKQKP4vWKJVAQCkVqdnBF\nRRlWS6DRt/bCCy/kiy++ABKWQEMEOhzp7uCEkGrdEggJEVh8d7BmsQS25A7u2Fp51s4ghSAQSLQV\nvfPOO5NeR1F0N7yOHXgTeIVUElZTsQQKbUdEYCfgcrmIxXQ3jU4TxxxTTeYYvS8ZMKAvVVXlpLp/\nXS69NEy2/pgej1EmIoHNZriDCy0CjwJb8fnEEigIhSI5JjCM3+9D02LxrFFQVV0g/OhHPzIFoZEY\nootANR4T6ASuNK+rKIppbctFBLpcHlS1vggi8FmsYi/ZHZxZBGpax4pAY54LhXVOb7755pTXaSa5\n+D9kbgDQ+ZZARRER2NMQEdgJKIoSLwBtiLMmqqsH4XRmsgQ2UF4eoHfvdEug03k4qf5gJjJZAh2O\njrIE3gv8iEBARKAgFAo9Nk6NP47EhUEMh0OvGRiJ6GLQ4XCYP8h2uz1uCYzEj7XFhcZm87q6CFTI\n1R3sdnuJxTreEmhY8Ww2G6HQZmA68IXlqNZLxGS5Ly4IhRaBJ510EgMGVKftTzQWaEh5Jl0EFiMm\nUERgz0Oc+52E0+khFmtC7/fYxKBBg3C59hNJ+/4epazMR3l5EKfz86TnbbbWRaBuCUy+qN3eESJw\nE/ABgIhAQSgghgjUtIQI1DRdBDY3QzSqCx9r7TlFUXA6nXGPg54d7Pcnh2nk6w52u71Eo4c6PCbQ\nOr5YLFNXDkMEZooJNFq5dawl8J577uGzzz4r2PUURWHEiNHs2ZN8zYQITM0c3gS8B5xi2deZIvBd\n4FcoSpOIwB6GWAI7CYcj0TpOVRsZMGAAdnumOoBHCQZ9lJeX43Qaz6vAhyhK6yLQ5XKiKMnuYIfj\nY/r06UciS7i9fAGcBqwHMNs+CYLQflqyBNpsukAyLIFOp9O00hmuXr1VXDMOh41Ro4YlXTfhDs7N\nEnjBBd9E0zq+RIxBsjC1rimtu4M7OiZwzpw5SW7bQqAnACVjlBNTlFRL4JPAeUl7Ojcx5DHgMUKh\npyUxpIchIrCT0Kv864u3pjXRr18/FCVTyRfDEliOw2E8/xpwMpHIrhxEoAu73booNNHY+FcuuOBi\nCmMJPAwMSNrz1VdfZD5UEIS80UVgLP44YQlUFF0EGqVK9ON0P6hhCdPDThpxOOyMGTMi6bqGCNS0\n3CyB48Z9HcjeDq295CICc4kJ7I60LAKb8Ps/zHRGynZnikBrndvsve2F7oWIwE7C6XRjiDBVbaJv\n375oWmoJGD1+z+fzUVlZiaIYxaL1RuNHj37aqgh0Op3YbGHgL8ATwBE8nrJ4yZlCiMD0Me/fLyJQ\nEAqF3ic32RKoi0D9R7+x8Wj8ucTybZQv0buENOFw2Kmqqkq6ru4O1mMCc3MHu83xdBTWaycnvCVb\nAnUBmykmcG/8/461BHYEdnt6IKPP50NVG4lG/5L2nF4s20okPn/5CuH7gQN5naGXrdGRPvE9CxGB\nncTevR8DZwB6W7i+ffuiqi2LQL3wqS4CXa5tzJs3D2i9IGpCBF4NzAJCeDwBbDYV+GkB3kmU3r2H\n8I9//MPc079/vwJcVxAESHYHK0pCBBqWn6amRvM4g4QIdABh7HZbWlkTqyUwF2FnJEN0pCXQWiql\nZRGotRgT6PP9XT+ig2MCOwK9KHgywWCQpqZ9RCKZvETplkC9e0y+lsAFwP+X1xlut4jAnoqIwE5F\nv/uKRo/Sr18/olFDBH4GXACAzZYQgbGYXvzU7f6CSZMmoShKDtnBbqLRN4H343vq8fnK2LHj4/h2\ne+P3othsdk444QQAbrzxRl5++eV2XlMQBANriZhMIrCxMV0EGj1r9cSPCA6HPc1tl2+JGENEdqQI\n7Nevnzm2G2+80fJMbjGBdvs7QPcUgZk+g7KyMmKxJgKB3hmOTxXu0Xjh8HxE4P6U/3PD5UrEkxc6\nU1ooLiICO51DxGLN9O3bl0jEEIEvAH8EEiKwsrKSaPRQfN8++vXrh6qqrS7ILpeLaPQflj0hAoGA\n5bzU+lP5ojeUN34ggsFg0t28IAjtI5slcPXq1bz77rvmcQaGCLTZ7ChK2CwZYyVfS2BniMC+ffsC\n8Ktf/YrJkydbnkkXgfqYre7gwzQ3fwr0HBFofC4+n5/bb7895fjkz0zT6ikv70V+IlAPLfJ6/y+v\nsSqKiMCeiojATudzHA5P3KSuoQfcfmQ+a7M14vPpiSFNTQdwu89D0/bRp0+fnK6eXtm+nkCgjEcf\nfRSHw0V66YF82AwciLucdCLpNW4EQWgHCRH4Lqq6L54sEAMinHrqqYwcOdI8zsBwB+siULf0ZXYH\nKzknhnRGTKAR3jJ06FAURaGuro7+/Y8jsyUw1R38T/r3HwJ0TxGYrei/1+vh1ltv5ZNPPjGzklNF\nYDS6n759B5CfCNTjt53OL/McrYjAnoqIwE7i2muvjT/ag8vlRVEUvN5y4BAul1E0eitNTVvxer04\nHA4uumgKzc1/IhJpnwgMBgP4/X6qqo6l7SLwx8CpwG1JPwoiAgWhsCSyg8fS0PB6kiXQapXLJAIV\nRUHT3m7REphPncDOiAk0xnHiiScCMGbMGAKBSnJzBx+ivLyS6upqUxh3J7J9BnrHKF0cDx48GCDp\n5hs0mpv3E402A9/P41X3cuKJI1CUva0fmkSj2d5OYgJ7FiICO4lf/epXjB59NoYIBAgGq4CvcDgM\nITWa5uZd9OrVC4Df//4/sNkcRKNHchaB6en7HxEM6u5any9AW0WgoqyLP9KSFqNwuPuWaBCErkiq\n21MXgSqaFk0q1Ov3J4q0G5awgwc/Q9M+MnsJW9E7F9ksr5GdznAHgz52I8YYjLG15A627j9Ir16V\nbN++nRdffLFDx9gRZBOBw4YNMR/v27cPMGrNGhzFZrNTV/dWfPtvrbzal+gdnvZy6qmjiEbzE4Ga\n1khlZSUglsCehojATqSysgL4whSBFRW90N2ryULKKO0QCARQ1SinnTYxFAw0rgAAIABJREFU59pM\n6ZbAdygv10Wg3x8gvR1Rbrjd+gJgszUnicBoNNrSKYIgtAFrTCCQ0RL42WefMWxYohi0ERNokC0m\n0HiN1ugMd3AmMonAzCViDlJVVYHP58uw7nV9WnIHT5kylauuusrcvvbaa3n66adpbt5Fog3gfoLB\n3px44vD49hkZrvQLYHz88bPAYtzuvYwaNZLm5r2kl9tpGVUVEdhTERHYiRw8uBu4KZ7RZYi9r8xO\nAAaGCDQWtuHDh+b8GtbF8IILpgH/oLJSF4F6AkfbLIEOh8LNN9+MzbYryTJw8sknt+l6giBkJpMI\nVNVYUveOQYMGJZ1juIMN7HZ7xphAQ3h0lezgTKS7fQ1LYGpM4Fw0rdD90DuPm266iRUrVqTtf/75\n5zjzzDPN7bKyMkaMGEFT0y70kByAg5SVVfL3v+tJQk7nsRle4Q+AYSl0xY97g0mTJlFR0RcjSSQX\nRAT2XEQEdiJbtujlDAwReOTIl8AUoD7pOJ9P7/lpLNhlZbnf5Rp3/zfdtIRhw44DPiMY9MWv03YR\nGIuFOP7444nF9pqWAVVV+dGPftSm6wmCkBlriRhIWAKztXBLFYEtuYMN8ddV6gRmIt0SqLUQEwgf\nf5yps0b3YOTIkSxYsCCnYwcOHJiy5zDBYDler5cXXngBr3d0hrOsYk3/W2hq2sE3vvENamrGoVsP\nd+X0+rFYI2VlZQDSO7iHISKwE3n22WeBxB12Y6NeEPTw4bdaPEc/Pvc2Pca1AwEv/fr1AsJm7NAZ\nZ4zG53s+32EDoKoRysrK0LSmpH6l2TLcBEHIH5vNRjhcZ24bYk7Twi0Kso50BxdfBGaKCdRjINet\nW0cpkN4k4Ajl5UFA/5wUJZNF1Go80IWb398Lm83G2LHDgYPAmpxePxZrNBNCZM3vWYgI7ES+973v\nxR/pC9mGDW8kPe/xDOWmm25KOy+feBfjWJ/PZyaYGJbF888/B6dzR77DBkDTIuadoDQQF4SOw2az\nEYm8Z27rXYDsxGLNeYnATO5gIzGku8UEptcJ1IvWl244yhEqKnQRqFtsmzMcY/389dht4zMtL9fX\ncq93Tw6v9QzRaKOZpSz0LEQEFgFV1bOBe/dOVIV3uXzEYiEuvvjitOPzEYHG3b/X6zVFoGEJ1OuN\nZVoschlz1CICO/dHQRBKiVTR5XQ6URQ7qtqyCEx1B0N6pQCr5T6f7ODOFoH6+tJancAwdnvuHpKe\nwMaNG+OPmoBZuFz6Z6l/TpksgVZ3sP68sXaPGzcuvm1tXfpXMnWUUhS9ZWmvXr26ZT1GITsiAotA\n//66ODMW1/79+9Onz7FEowfTajDde++9XHHFFTlfO3GnV24G8hqWwJZFYBT4V9brqmqEYFC/8xRL\noCB0HKlWulwsgUbnDQNVVdNit/KNCdRrDmo5WQ0LSaolUNN0EZgsDptTSqb0fMaPH08w2A/QrXf1\n9Xp9WT1mNNO6nkkE6p/l2WefzUsvvYSiWEXgBOC/LdtvAM/hcklHqJ6MiMAiUF09IGl7xowZuN1e\nNC2aJgJvvPHGtEzAbBgicODAgfTv3x9ozRK4FD1eZEiWq2oplkARgYLQURiiq6bmG4BVBDZl/O7t\n37+fK6+8MmlfLBZLE3r51gksFq3HBH4EVOF0lpYIBOKFtPVWefv3610/9HU93RJos1nnR3/+888/\nMfcEg0GLCDQqVFiL/88DpqGqhzlw4EBBxi90PUQEdjIrVqww2wAZWFs8tTf93nABDRw40IzhsFoC\nVTVVBD6Vw1X1+BtDoIo7WBA6DkME9uvXD0i4g43HqVRVVaWJukzu4YRLNbeYwGKRyR2sC1gjJnBX\n/LjScgcDlJdXALqQMyozJFsCNWA3ADabx7KvifPOO5//+Z//Ma8VDAbRtCPA54Dfcizx83VjRXX1\n10yvktDz6LorQQ9lwYIFSUVeQV+QDStbe1vyWC2Bel1AOHpUv8tzuVxoWmqHD+uX+99buGoEm81p\nClSnUyyBgtBRZBKBRt/YXK3whgg866yzzH1G72DoTpbAL1HVSEpMoCGIS88SqIuxTzj55DPMgtJu\ntztuJb4HqAV0z1FC54dRlCYmTBjPOeecY14rGAwSix1Bd/saJHoEu1y6J2nw4CEd9G6EroCIwC6A\nzWbjlFOOB5JbQbUFt9vN7bffborKCRMmMGLECPO5WCzZEmizWUXg1S1cNYLd7rRYAkUECkJHYQTf\n9+6tF41vjwi8/vrrzX35xgQWi2RLYD9Coe0pMYH62F2u0hOBvXpVAJ8mlYzRi4k3E43+FHja3G+z\nGa7dRuz2pjQvUzAYJBo9gsOx2bL3sPnI6dT/Vioq2vebJHRtRAQWmalTpzJt2jSGDz8OwLTetRVF\nUbj11lvN7TfffNN0C6eLwE3YbMGUK2TK/tJFoOGKMqwJgiAUnsOH9R9ioz6o7g7OvdMHJErGWGu6\ndRcRmB4TSEpMoGEJLD13cJ8+lcD/0adPL3Of2+2muflg2rEJEXiUaHRFWhmhQCBAJFKPz7fdsvew\n5Xy9iYHDkR5aIPQcRAQWmeeee47TTjuNhQsX0tTUsS2QXC5XXAQqwCHgNGy2KJMnT7YclWkMERyO\nxA9RLBbJcIwgCIXg0KFDQCL21ul0mv26cy3Ua1gCraIx3zqBxSI9JtAqAlUMEdgd+wW3l379KoA6\nampOMve1NA+KYvR135/xeZfLhapGicX+Ye5zOA6jJ4dMA4ykERGBPZmuuxKUGNbkkI58jQRfABAO\nv5BSm7Ahw5kR80cI9JqBgiB0DAcP6lYdw1rndDopL88vML8lEZhPncBi0bIINGICbfHjSi8spbKy\nHICvfz3RJs6Yh7Ky5L8RRTFu1vdSVtaXG2+8MeV5/W8hEtlr7rPbj6J3EnmOSORzIL0QudCzaJcI\n/POf/8zChQvN7VdeeYXJkyczZ84c5syZw6ZNmwBYtWoVl1xyCTNmzGDr1q2AvtDNmzePWbNmsWDB\nApqbdTflq6++yvTp06mtrWX9+vWAHiNz2223UVtby5w5c9i1K7d+h0I2jDtJjfLycsv+oxmOjWK3\nJ7ISI5G2FZwWBKF1pk+fzjXXXGNu22w2qqqq8rqGIQKtYq/7loghJSbQELilF5ZixAJm6t4RDPZK\n2raKwECgokUrcnX118zHdnsTxm/A0aP/ZO7cefz4xz9u/8CFLkubReCdd97J/fffn7Tvvffe46ab\nbuKxxx7jscceo6amhg8++IBNmzaxfv16Vq5cyR133AHA6tWrufDCC3n88ccZPnw469atIxqNcvfd\nd/PII4+wdu1annrqKQ4cOMArr7xCOBxm3bp1LFy4kOXLl7fvXQtJJFsgM4lA3R1sEAodyXCMIAiF\nYNSoUaxatSqpO0Pfvm0Tgf/2b//GihUrgO4TE5jJEpgoEZMQgXZ76YlA44Y9tTg4QFmZEd+tz0vC\nHfwlgUBq7HcCu93GT35yLRdffDE2WzMQAuDii7/H73+/hm9/+9uFGr7QBWmzCBwzZgzLli1L2vf+\n++/z7LPPcvnll3PPPfcQi8Woq6tjwoQJAAwYMABVVTlw4ADvvvuuWb5g4sSJvPXWW+zYsYPBgwcT\nCARwOp3U1NTw9ttvU1dXZx47evRo3nvvPYT2Y5RYyFcE1teLCBSEjsbqhhs4sG0i0OFwcMEFFwDd\nLSawmeSadYYlUMUQgTmGR/YojKoP1pajBjYbhEKh+JZGovDzXgKBshav6XDY+PWvf8XMmTNRlCag\ngf79j2P9+nUFHbvQNWk1qOKZZ57h0UcfTdq3fPlyzj//fN5+++2k/RMmTOCcc86hurqa2267jXXr\n1hEKhZIKTfr9fkKhEA0NDeYftN/vp76+Pmkf6EWOM+13OByoqtqlF7LuQFXVAL744p8pPUbFEigI\nXQGrCPzpT28iGCzPcnQy1dXV5mNjnexeMYHXA4lKCckxgboIdLvTC2f3dKJR3bqX+fNT8fv98XZ/\nMRRFX7ej0S8JBlsWgcaNgcfjMUXggAGDMxYmF3oerYrA6dOnM3369JwuNm3aNFOsfetb3+Lll1/m\npJNOstyd6HcqwWDQFIO9evUyRV4gEEg6tqGhgfLycgKBAA0NiYSFbAJw9+7dOY1VgIqKKr744p/U\n19dzww038OKLr/Hxx5lFoKIo5tweOnRQ5jmF+vp6mZN2IPOXzpEj+s3W7t278fv93HjjghbnKHX+\nLrroInN73759AHz55Zc0NTUm7euKNDcbFQq+Mvd9+eWXhMPNJLuDC7Ped6e/vT59+jBw4MCM441G\nI+zevRu73U00GkZVm/H5Ahw58iUej6/F96iqUXbv3k1DQwOadhQI4XI5c56T7jR/QjoFTa+66KKL\nWLduHf369eNvf/sbp5xyCqNGjeK+++5j3rx57NmzB03TqKioYMyYMWzYsIEpU6awYcMGampqOO64\n4/jXv/7FkSNH8Hg8bNq0iXnz5gHw2muvcd5557F58+a0jhtWBg4cWMi31OPYt28fH330ERMmTKB3\n7z6APmcrV67kb387n48/zpQd/Dz19fvNuQ2FQjLPKezevVvmpB3I/KVjFI7PZV6s8+d2e5IsgUbp\nqf79+5s36YMGDcroUuwK+HxGUePE+x44cGB87Al3cFVVeUH+ZrrT397AgQP5/PPPMz7ndNoYOHAg\nDoeLaLQZm02lrKycI0e+YODAb7T4Hr1eNwMHDmTQoEHx2oINVFVV5jwn3Wn+uiJ79uwp6usXVATe\neeedzJ8/H4/Hw9e+9jUuvfRS7HY7Y8eO5bLLLkPTNLOQ8dVXX83ixYt5+umnqaysZMWKFTgcDpYs\nWcLcuXPRNI3p06fTt29fJk+ezMaNG6mtrQWQxJB20Lt3b3PxNwKrjfihsjI/RlBwMnezP15q6i9/\n+Yu44QWhE7AmhrQHqzvY4ej6MYG7d39mPnY6/UQi+o1pqjvY6y29OoHZ0DQ9fMDhcOFy/ZTDh99g\n6NCxfPbZTvr0ObfF8wx3sB4brruD9d8CoRRolwgcN24c48aNM7fHjx/P+PHj046bP38+8+fPT9pX\nVVXFmjVr0o6dNGkSkyZNStqnKAq33357e4YqZCAc1l2/RnmeiooAiQKhBguSts4888xOGJkgCG2t\nz5ZaCiRZBOqxZF05JnDXrn/FH4VNYdPU1JRWIia1DVqpY9w02O12wuHfAVBZGQT2UVVV0eJ5hjHA\n4/GgaU1AiPJyEYGlQulV2xQAmDr1Uo49tpodOz7khBNOAKBXrzL0tkF+4E704OyHijdIQShhClWk\n1yoCjWSKriwCd+5MiEBVjfDaa68xZMiQNBFYih1DWmLVqlUMHToUgGg0DMB1111PIODntddeS+o1\nnIo1MUQXgQ1xg4BQCnRdn4DQoTz33FM88MAK9u7dy5AhQwDdEmizHUHPEH4XSFgVih23IAilRlvd\nwdksgd1BBN5zzz3xLhjNqGqUs88+22LFTMQEighMcM0115ilgFRVLw3zwAP3m/Hz2USg8ffi8XhQ\n1WZstgaCQbEElgoiAgWTsrIyXC7DHbwW2GXW4uqqQeSC0FNpuzs4edsqAl0uZ9K+rsgPf/hDrrrq\nWuAodnuiZ7kezxgD9DIpmUKPhIQlEDDLsyV3hUrG+FvweDw0NOzEbv+MQEAsgaVC110JhE4nEAjg\ncByw7NmFquqZhaXYp1MQiklHxAQatd+6siUQwONxASFstkStOqfTgS4AY1xwwWVceumlxRpel8aI\nowTo1atX0v+ZMFoSGpbVSGStmZku9HxEBAomZWVlRKMfWPYcxOPpw+9///uijUkQSpWOyQ7Wb+a6\nvgh0Ag04HIlC9rorWxeBXX38xcTj8ZmPa2pqeO6556ipqcl47CeffMLDDz8M6NbCmTNnAogILCFE\nBAomQ4cOpanpH5Y9XxAOH2T27NlFG5MglCqFSgwxLIOJ/rvp1sKuhtvtQlFC2O0JS6DD4Yj3w42Z\nWc5COmVlCVeu2+1m6tSpLX7eQ4cOJRjU+worisLSpUsBEYGlhPj4BBMjiHjMmHFMnHg2DzywDY8n\nKO2DBKEIzJw5k8OHD+d9XjZ3cHexoLlcLmy2hqR2lQ6HA5stSiwmIjAbwWCAtubx9evXD0BiAksI\nEYFCEnv27CEajbJx40Zsth9SUVHd+kmCIBSc1DqsbcUqArtyQogVl8uFojTgdCYygK0isLuI2WIw\nZswYduzY0aZzjUQSmd/SoXusCEKn0b9/f6qrq5k6dSqqGqJXr6piD0kQhDzIZgnsLiLQ6XSiKCGc\nzkRMoLiDc+Phhx9mv9HiKU+Mv51wONzKkUJPQSyBQkZcLn3xDQalKr8gdGe6owjU159M7uAIEItn\nCguZcLvd7aqh+Je//IUzzjijgCMSujLyTRKyUlHhLfYQBEHIg54SEwjp7mDDEuh0do/30R2R1qCl\nhYhAISvl5WXFHoIgCDkyevRoM7jfoLtaAjWtHqczsf44nU5sNnEHC0IhEREotMjrr7/O8OHDiz0M\nQRBy5J133ukRMYGhUIhodCfhcKLThcQECkLhEREotMjZZ59d7CEIgpAHmco5dUcROHHiRADC4UZz\nn17oWkSgIBSS7rEiCIIgCG2iO8YEnnjiiQCoaszcJ5ZAQSg8IgIFQRB6MFb3cHexBBq0JAIlMUQQ\nCkP3WhEEQRCENqFpWrcTgZBonae7g/USMWIJFITC0N1WBEEQBKENaJrWbdzBBpksgYoiHUMEoVCI\nCBQEQSgBuqMl0CoC9aQXEYGCUEi614ogCIIgtAlN0xg8eHCxh5EXsViyJRCieL0fp9VCFAShbYgI\nFARBKAE0TaOmpgZVVVs/uIuQ6g6GKOHwn7jooouKNyhB6EGICBQEQejhVFZWUlFRAaS3levKaFpy\nYoiqhlDVZnr37l3EUQlCz0GKRQuCIPRwDhw4UOwhtIlUd3Bz8x7Kynp3KyErCF0ZsQQKgiAIXZJU\nERgO76W8XKyAglAoxBIoCIIgdDmuuupqfD6vua3HBELv3n2KNSRB6HGICBQEQRC6HL/5zUNJ20Zf\n5N69exVjOILQIxF3sCAIgtDlMSyBffpUFnkkgtBzEBEoCIIgdHncbjcAffpUFHkkgtBzEBEoCIIg\ndHn69NFjAauqgkUeiSD0HEQECoIgCF0ej8dT7CEIQo9DRKAgCILQbQiHw8UegiD0GEQECoIgCN0G\nl8tV7CEIQo9BSsQIgiAI3YL33nuP448/vtjDEIQeg4hAQRAEoVswYsSIYg9BEHoU4g4WBEEQBEEo\nQUQECoIgCIIglCAiAgVBEARBEEoQEYGCIAiCIAgliIhAQRAEQRCEEkREoCAIgiAIQgkiIlAQBEEQ\nBKEEaVOdwFAoxKJFi2hoaCASibBkyRJGjx7N5s2bueuuu3A4HIwfP5758+cDsGrVKt544w0cDgdL\nlixh1KhRHDx4kEWLFtHc3Ezfvn1Zvnw5brebV199lYceegiHw8G0adO45JJL0DSNZcuWsX37dlwu\nF3feeSfHHHNMQSdCEARBEAShlGiTJfDhhx9m/PjxrF27luXLl3P77bcDsGzZMlauXMmTTz7J1q1b\n2bZtGx988AGbNm1i/fr1rFy5kjvuuAOA1atXc+GFF/L4448zfPhw1q1bRzQa5e677+aRRx5h7dq1\nPPXUUxw4cIBXXnmFcDjMunXrWLhwIcuXLy/cDAiCIAiCIJQgbbIE/uAHPzD7N0ajUdxuN6FQiEgk\nQnV1NQBnnnkmGzduxOVyMWHCBAAGDBiAqqocOHCAd999l6uvvhqAiRMn8sADD3D66aczePBgAoEA\nADU1Nbz99tts3ryZs846C4DRo0fz3nvvte9dC4IgCIIglDitisBnnnmGRx99NGnf8uXLOeWUU9i3\nbx833XQTt9xyCw0NDaZ4A/D7/ezatQuPx0NFRUXS/lAoRENDA2VlZea++vr6pH0APp8v436Hw4Gq\nqthsEtIoCIIgCILQFloVgdOnT2f69Olp+7dv386iRYtYvHgxNTU1hEIhQqGQ+XxDQwPl5eU4nU4a\nGhrM/aFQiGAwaIrBXr16mSIvEAhkvEYgEEi6RjYBWFdXl9s7FzKyZ8+eYg+h2yJz1z5k/tqHzF/b\nkblrHzJ/3Zc2uYM//vhjrr/+eh544AFOPPFEAAKBAC6Xi127dlFdXc2bb77J/Pnzsdvt3Hfffcyd\nO5c9e/agaRoVFRWMGTOGDRs2MGXKFDZs2EBNTQ3HHXcc//rXvzhy5Agej4dNmzYxb948AF577TXO\nO+88Nm/ezLBhwzKOa+zYsW2cBkEQBEEQhNJC0TRNy/ekH//4x2zfvp1BgwahaRrBYJDVq1ezZcsW\n7rrrLlRVZcKECVx//fWAnh28YcMGNE1jyZIljBkzhq+++orFixdz9OhRKisrWbFiBR6Ph9dff51V\nq1ahaRrTp09nxowZSdnBoLujhw4dWtiZEARBEARBKCHaJAIFQRAEQRCE7k23z6zQNI3bbruN2tpa\n5syZw65du4o9pC5JNBrlpptu4vLLL+fSSy/l1VdfZefOncycOZNZs2aZZX4Ann76aaZNm0ZtbS2v\nv/568QbdBfnqq6+YNGkSn376qcxfnvzud7+jtraWadOm8eyzz8r85UE0GmXhwoXU1tYya9Ys+fvL\nkS1btjB79myAvOarubmZa6+9lssvv5wrr7ySgwcPFmP4Rcc6fx9++CGXX345c+bM4Yc//CEHDhwA\nZP6yYZ0/gxdffJHa2lpzu+jzp3VzXn75Ze2nP/2ppmmatnnzZu3qq68u8oi6Js8++6x21113aZqm\naYcPH9YmTZqkXXXVVdo777yjaZqm3Xrrrdqf//xnbd++fdp3v/tdLRKJaPX19dp3v/tdLRwOF3Po\nXYZIJKJdc8012rnnnqt98sknMn958L//+7/aVVddpWmapjU0NGgPPvigzF8evPLKK9r111+vaZqm\nbdy4UfvJT34i89cK//Ef/6F997vf1S677DJN07S85uvhhx/WHnzwQU3TNO2///u/tV/84hdFex/F\nInX+Zs2apW3btk3TNE1bt26ddvfdd8v8ZSF1/jRN095//33t+9//vrmvK8xft7cE1tXVSQ3BHDj/\n/PO57rrrAIjFYtjtdj744ANqamoAvVbjX//6V7Zu3crYsWNxOBwEAgGGDBlixmKWOvfccw8zZsyg\nb9++aJom85cHb775JsOGDePHP/4xV199NZMmTZL5y4MhQ4YQi8XQNI36+nocDofMXysMHjyY1atX\nm9vvv/9+TvO1bds26urqmDhxonnsW2+9VZT3UExS5+/+++83E0Gj0Sgul0vmLwup83fw4EEeeOAB\nbrnlFnNfV5i/bi8CQ6FQxhqCQjJerxefz0coFOK6667jhhtuQLOEg2aq3wiJWo2lznPPPUdVVRUT\nJkww5836dybzl52DBw/y3nvv8etf/5ply5axaNEimb888Pv9fPbZZ5x33nnceuutzJ49W76/rTB5\n8mTsdru5net8GfuNurfGsaVG6vz17t0bgHfffZcnn3ySK664Iu33V+YvgXX+VFVl6dKl/PSnP8Xr\n9ZrHdIX5a1OJmK5EPjUES509e/Ywf/58Zs2axXe+8x1++ctfms81NDQQDAYz1moMBoPFGG6X4rnn\nnkNRFDZu3Mj27dtZvHhxUpyGzF92KioqOP7443E4HAwdOhS3283evXvN52X+svPII49w1llnccMN\nN7B3715mz55NJBIxn5f5ax3r70Jr82X9XUkViqXMH/7wB37729/yu9/9jsrKSpm/HHn//ffZuXMn\ny5Yto7m5mR07drB8+XK+8Y1vFH3+ur1aGjNmDG+88QZA1hqCpc7+/fuZN28eN954I1OnTgXgpJNO\n4p133gFgw4YNjB07lpEjR1JXV0c4HKa+vp5PPvmEE044oZhD7xI8/vjjrF27lrVr1zJ8+HDuvfde\nzjrrLJm/HBk7dix/+ctfANi7dy+NjY2cfvrpvP3224DMX2sYRfMBysrKiEajnHzyyTJ/eXDyySfn\n/H099dRTzd+VN954w3QjlzIvvPACTzzxBGvXrmXQoEEAjBo1SuavFTRNY+TIkbz44os89thjrFy5\nkq997WssWbKkS8xft7cETp48mY0bN5rZNsuXLy/yiLomv/3tbzly5AgPPfQQq1evRlEUbrnlFn7x\ni18QiUQ4/vjjOe+881AUhdmzZzNz5kw0TWPBggVmn2ghmcWLF/Ozn/1M5i8HJk2axKZNm5g+fbpZ\n93PQoEEsXbpU5i8Hvv/973PzzTdz+eWXE41GWbRoESNGjJD5y4N8vq8zZsxg8eLFzJw5E5fLxYoV\nK4o9/KKiqip33XUXAwcO5JprrkFRFMaNG8f8+fNl/lpBUZQWn+vdu3fR50/qBAqCIAiCIJQg3d4d\nLAiCIAiCIOSPiEBBEARBEIQSRESgIAiCIAhCCSIiUBAEQRAEoQQRESgIgiAIglCCiAgUBEEQBEEo\nQUQECoIgCIIglCAiAgVBEARBEEoQEYGCIAiCIAgliIhAQRAEQRCEEkREoCAIgiAIQgkiIlAQBEEQ\nBKEEEREoCIIgCIJQgogIFARBEARBKEEcxR6AIAhCe/n888+ZPHkyJ554IgCxWAyn08ns2bOZMmVK\nq+dPnTqVtWvX8uc//5k//elP/Pu//3tOr/v222/zox/9iOOOOw5FUVBVFYfDwTXXXMM3v/nNrOd+\n61vf4sEHH2TEiBE5vZYgCEKhEREoCEKPwOPx8Pzzz5vbu3fv5oorrsDv9zN58uSs51rPy5djjz02\n6fxt27YxY8YMXn31VSorK9t8XUEQhI5G3MGCIPRIBg4cyLXXXsuaNWsA+PTTT5k7dy61tbV861vf\n4pprriEcDgMwfPhwDh06ZJ67Z88exowZQygUMvede+65bN++vdXXHT58OF6vl927d7Nq1SqWLFnC\nvHnzOP/887n88svZt29fgd+pIAhC2xARKAhCj2X48OF89NFHAKzAheHzAAAgAElEQVRfv56pU6ey\nbt06Xn75ZXbt2sUbb7wBgKIoSecNGDCA8ePH8+KLLwLw1ltvUVlZabqbs/Hyyy9js9n42te+BkBd\nXR0PPvggf/zjHwkGgzz11FOFfIuCIAhtRtzBgiD0WBRFwev1AnDjjTeyceNG1qxZwz//+U/27dtH\nQ0MDAJqmpZ07c+ZM7rvvPmbMmMHTTz/NjBkzMr7Gzp07mTp1KpqmEYvF6N+/P7/5zW9wu90AjBs3\nDp/PB8DJJ5+cZHEUBEEoJiICBUHosWzdupVhw4YBcMMNN6CqKueffz7f/OY32bNnj3lcqiUQYPz4\n8TQ2NvLWW2+xadMm7rnnnoyvkRoTmIrH48n6OoIgCMVC3MGCIPQIUq15n376Kb/5zW+YO3cuAH/9\n61+55pprOP/889E0jS1bthCLxTKeazBjxgyWLl3KhRdeiMvl6tg3IAiC0MmIJVAQhB5BOBxm6tSp\ngG5xc7vdLFq0iIkTJwK6JfCaa66hoqICr9fLuHHj2Llzp3l8JqZMmcK9995LbW1twccrVkFBEIqN\norV0CywIglDivPTSS/zXf/0Xv/vd74o9FEEQhILTLnfwli1bmD17NgAffvghEydOZM6cOcyZM4c/\n/vGPADz99NNMmzaN2tpaXn/9dQCam5u59tprufzyy7nyyis5ePAgAJs3b+bSSy9l5syZrFq1ynyd\nVatWcckllzBjxgy2bt3aniELgiDkxOzZs/nNb37D4sWLiz0UQRCEDqHNlsA1a9bwwgsv4Pf7Wbdu\nHevXr6ehoYErrrjCPGb//v384Ac/4Pnnn6epqYkZM2bw3HPP8cQTTxAKhZg/fz5/+MMf+Pvf/84t\nt9zClClTWLVqFdXV1fy///f/WLBgAaqqcu+99/LII4+wZ88efvKTn/DMM88U6v0LgiAIgiCUJG22\nBA4ePJjVq1eb2++//z6vv/46s2bNYunSpTQ0NLB161bGjh2Lw+EgEAgwZMgQtm3bRl1dnRmnM3Hi\nRP72t78RCoWIRCJUV1cDcOaZZ7Jx40bq6uqYMGECoNfuUlXVtBwKgiAIgiAIbaPNInDy5MnY7XZz\ne/To0dx00008/vjjHHPMMaxatYpQKERZWZl5jM/nIxQK0dDQQCAQAMDv91NfX5+0L3V/pmsIgiAI\ngiAIbadg2cHnnHOOKdbOOeccfvGLXzBu3LgkwdbQ0EAwGCQQCJhFWg2R5/f7044tLy/H6XSax1qP\nz0RdXV2h3o4gCIIgCEKHM3bs2KK9dsFE4Lx58/jZz37GyJEjeeuttxgxYgQjR47k/vvvJxwO09zc\nzCeffMIJJ5zAqaeeyhtvvMHIkSN54403qKmpIRAI4HK52LVrF9XV1bz55pvMnz8fu93Offfdx9y5\nc9mzZw+aplFRUdHiOIo5mYIgCIIgCLlSbONVwUTgsmXL+PnPf47T6aRPnz7ccccd+P1+Zs+ezcyZ\nM9E0jQULFuByuZgxYwaLFy9m5syZuFwuVqxYAcDtt9/OokWLUFWVCRMmMGrUKEAXdpdddhmapnHr\nrbcWasiCIAiCIAglS4+qE1hXVyeWQEEQBEEQugXF1i3SNk4QBEEQBKEEEREoCIIgCIJQgogIFARB\nEARBKEFEBAqCIAiCIJQgIgIFQRAEQRBKEBGBgiAIgiAIJYiIQEEQBEEQhBJERKAgCIIgCEIJIiJQ\nEARBEAShBBERKAiCIAiCUIKICBQEQRAEQShBRAQKgiAIgiCUICICBUEQBEEQShARgYIgCIIgCCWI\niEBBEARBEIQSRESgIAiCIAhCCSIiUBAEQRAEoQQRESgIgiAIglCCiAgUBEEQBEEoQUQECoIgCIIg\nlCAiAgVBEARBEEoQEYGCIAiCIAgliIhAQRAEQRCEEkREoCAIgiAIQgkiIlAQBEEQBKEEEREoCIIg\nCIJQgogIFARBEARBKEFEBAqCIAiCIJQgIgIFQRAEQRBKEBGBgiAIgiAIJUi7ROCWLVuYPXs2ADt3\n7mTmzJnMmjWL22+/3Tzm6aefZtq0adTW1vL6668D0NzczLXXXsvll1/OlVdeycGDBwHYvHkzl156\nKTNnzmTVqlXmNVatWsUll1zCjBkz2Lp1a3uGLAiCIAiCINAOEbhmzRqWLl1KJBIBYPny5SxYsIDH\nH38cVVV55ZVX2L9/P2vXruWpp55izZo1rFixgkgkwn/+538ybNgwnnjiCS6++GIeeughAJYtW8bK\nlSt58skn2bp1K9u2beODDz5g06ZNrF+/npUrV3LHHXcU5p0LgiD8/+3de3xU9Z3/8feEXJAMmOjK\nRekmq8W1WFSY1PVhFK2FLTyqFQQKREFLHiqu9iJigRZJVDSsD9F2G7x03V7EtoK6uO5aW+VhJcvF\nB5AWKFDsVsqlBiIUWzJRkkjO7w9+M05Ozm0mMzkzOa/n45FHMmfO+V7P+c7nfM85EwAIsJSDwLKy\nMq1YsSL+eteuXaqoqJAkjR07Vhs3btSOHTsUiUSUn5+vcDis8vJy7dmzR42NjRo7dmx83bffflvR\naFQdHR0aPny4JOmKK67Qhg0b1NjYqMrKSknSsGHD1NnZGZ85BADkptraWr+LAAReykHg+PHj1a9f\nv/hrwzDifxcXFysajaq1tVUDBw6MLx8wYEB8eTgcjq/b0tLSZZl5uVUaAIDclXjbEAB/5Kcroby8\nT+LJ1tZWDRo0SOFwuEvAlri8tbU1vmzgwIHxwDFx3dNPP10FBQXxdRPXBwAAQOrS9nTwyJEjtWXL\nFklSQ0ODIpGIRo0apcbGRrW3t6ulpUV79+7ViBEjNHr0aK1bt06StG7dOlVUVCgcDquwsFAHDx6U\nYRhav369IpGIRo8erfXr18swDDU1NckwDJWUlKSr2AAAAIGUtpnABQsW6L777lNHR4fOO+88TZgw\nQaFQSLNmzVJVVZUMw9C8efNUWFiomTNnasGCBaqqqlJhYaGWL18u6dTlgfnz56uzs1OVlZW66KKL\nJEmRSETTp0+XYRhasmRJuooMAAAQWCEj8Wa+HNfY2KhIJOJ3MQAALkKhkPrQxw+QEr/jFr4sGgAA\nIIAIAgEAAAKIIBAAACCACAIBAAACiCAQAAAggAgCAQAAAoggEAAAIIAIAgEAAAKIIBAAACCACAIB\nAAACiCAQAAAggAgCAaAPqq2t9bsIALIcQSAA9EH333+/30UAkOUIAgEAAAKIIBAAACCACAIBAAAC\niCAQAAAggAgCAQBZjSedgcwgCAQAZDWedAYygyAQAAAggAgCAQAAAoggEAAAIIAIAgEAAAKIIBAA\nAB/w1DP8RhAIAMhJuR5E8dQz/EYQCADISQRRQM8QBAIAAAQQQSAAAEAAEQQCQA7I9fvfAGQfgkAA\nyAHc/wYg3QgCAQAAAig/3QnecMMNCofDkqThw4dr7ty5WrhwofLy8jRixAjV1NRIklavXq1Vq1ap\noKBAc+fO1dVXX622tjbde++9+stf/qJwOKxly5aptLRU27Zt08MPP6z8/Hxdfvnluuuuu9JdbAAA\neqS2tpbL9sgpaZ0JbG9vlyQ9++yzevbZZ/Xwww+rrq5O8+bN03PPPafOzk6tXbtWR48e1cqVK7Vq\n1So988wzWr58uTo6OvTzn/9c559/vn7605/q+uuv1xNPPCHp1IH12GOP6Wc/+5l27NihPXv2pLPY\nAAD0GJfskWvSGgTu2bNHH374oaqrq3XLLbdo+/bt2r17tyoqKiRJY8eO1caNG7Vjxw5FIhHl5+cr\nHA6rvLxce/bsUWNjo8aOHRtf9+2331Y0GlVHR4eGDx8uSbriiiu0cePGdBYbAHJSts46+V2uoUPL\nNXRoua9lAHJBWoPA/v37q7q6Wv/xH/+h2tpazZ8/X4ZhxN8vLi5WNBpVa2urBg4cGF8+YMCA+PLY\npeTi4mK1tLR0WZa4HACCLltnnvwuV3PzfjU37/e1DG78DpQBKc33BJaXl6usrCz+d0lJiXbv3h1/\nv7W1VYMGDVI4HFY0GrVc3traGl82cODAeOBoXhcAgFzld6AMSGmeCXzppZe0bNkySVJzc7Oi0agq\nKyu1efNmSVJDQ4MikYhGjRqlxsZGtbe3q6WlRXv37tWIESM0evRorVu3TpK0bt06VVRUKBwOq7Cw\nUAcPHpRhGFq/fr0ikUg6iw0AgC+YEYSfQkbi9doe6ujo0KJFi9TU1KS8vDzde++9Kikp0eLFi9XR\n0aHzzjtPS5cuVSgU0gsvvKBVq1bJMAzdcccdGjdunE6cOKEFCxboyJEjKiws1PLly3XmmWdqx44d\neuihh9TZ2anKykp985vftMy/sbGRABFAnxQKhbrcXjN0aLmam/fLbgg3r9+bvORtt07sXr7Dh/e5\nruu0XFLa6+/29G8ybR4ro5T+ciJ3+B23pDUI9JvfjQkAmWIOMNwCnVwNAq3qlS1BoFu9CAKRLL/j\nFr4sGgByXK49DcslUCA7EAQCQI4zPw2bapDVW8GZ1UMRBIZA7+NyMADkAKfLwebLn6leDk3XJWQv\nl00l60u+XA5GkPgdtzATCAAAEEAEgQCAjOJSb+bRxkgFQSAAIKPcvhjZ/aGWopx68MUPfPk0UkEQ\nCABZrq/P8rj/i7e2rP83cEAuIggEkpSOD+S+/qGO9GKWB0AmEAQCSUrHBzIf6siEbDy5OFWmYF7O\nzbXvb0TwEAQCQI6xC/ay8eTiVJnSfzk3sQ2yNdgyf38jkG0IAgEgx6Qa7GXjTGGqEtsgXcFWtgaT\nQKYQBCLr9aUPLsAPsWOI/9TxCat6M3OHoCEIRNbLxktcQC5xOoZy7fhK14NZ2VzvoAbm6H0EgciY\nIA1kQaor4KdcfzDLy1iRzQEq+haCQGRMkAayINUVuSnT97r1pa9OymQ5GCuQTfpkEJgtAwmCi30Q\n2Sad97pZPUCR6zN0ibKlHFYYW5BOfTII5ADODeloi2Se5kv1yb9UypkN+yD7GlLldqz49QAF+3R2\njC3pRr/6yOhDtm7dahiGYWRztbK5bOnmVlfz+zU1NUmnI8lzmyazrlP+Vml4Wcfr+3btkKwg7Wt9\nnXnfjb2OLbN7bbe+OW3z327HitX7VunY5e1UvthP4nFgfs+chnkbu/K7ve/UTuZ6eXnfqZ289onX\n98xtFpOu8SRd6VgJ8lgVi1v8EjIMw0g5gswyjY2NikQiCoVCytZqZXPZ0s2trub37dZ3SicUCkmS\npzZNZl27/IcOLVdz8/5uaXiti5f307WPBGlf6+vM+27sdWyZ3Wu79c1pJ65ntb1beWJP25rTscvb\nqXynFElqs33fXEa3+pvr6vR+Yjq1tbVdZqlSGdPM+ZjL4FROL3k45eWlzF5lcjxxSzs2K3348L6M\n5G/u594Ui1v80icvB1thurl39PV25jvE0Buy8TgKh//O9hJxMpcovdWtzXN6mdQXL72mU2/tp5m+\n/SDI/RyYIDDIndybcqWds/FDtif6Wn2CLhuPo9bWv6Tlg9hct97ad63ySSZvp3Vz4fhzK2Mq90xn\n436KJKX9ArOPnO4JTKaq3PuQusT6udXV/L7d+k7pKMV7ApPpB3OdvOxfydY9mW29btPTfS2V48DL\nNuZ1hgwpM4YMKUs6r77Man+y2g8T92er13br2+Vlt715Wexv8z12ia+TLavVj1UaVmV0q7/T+nb3\nHtrVw4rduGLepqamxrbMVuk55WW13CktL2NSsvmm6/Osp2XLdP6Z5Pc9gX0qIklXEGheN51BIUGg\n9bpO68eWW/VDNgSBiQO71TZuaSbzXjLb9HRfS1c53NbJ9ACfi3IlCHR6nWxZMxEEWgV4dul5rYeV\nxPXt8nQrs1V6TnnF8vHysIs5zVTGUoLAzCAITKNMBYFuB08ycvHDLpmZmkwGgXb96ncQaLfMqd2C\nFASajxmCwFOcxhKCwPQEgV4CsHQHgVbbWAVqPQ0CrX57DQJTGUsJAjPD7yAwMPcEpovdPRC5cE9I\nqnLln6qn+j2A6WLeB3Kl3dK97yaml8r/aPWrH1Nth1S389oufXls6Q3Z0H49vXculTr0Zr2zoY2R\nIl9D0DSzmwm0ulznxLyuXM6gnJbHxGaF7NZL931R6UxPSc62Wf1td/nBfOnEMLqXXRZnslZlcyun\ned1EXmdlYmk43Udkt8wuzWTes2K3f6fSZ8lubzXLZ9UO5nUS+9jLNr0h1Tx7up3dsZH4d2KbxPrb\nat+3OxYS33eame26fVG349AtP6vjy2tZrX6s0rCqo1uaTuu7ldWq/mZe2t2tzFbpWb02l80pb6vf\nVum71c9pG7v3kuG2vbls6bxFy+lzOd15WaXp90xgIILAZD9UvByAMVY3Qtul6TaI2L1nvvfDi3R+\nkCaTll1bWX3gOQ1aToNZTOKHoZdy2g3uVq+t3rP68E1M121Zsvl5DeQT87EKqu247bte+tztWLNq\nA6cPRrttekOyeXo99t3ycwsCkglwvAQjXgMMp37xkr+X8luVze14sqpjMm3k1B5W2ySewLsdK17S\nk9RtLPFyy4RVXm55W/22St9cNqc62tW7J9y2t6ubFa+fk273UprzytSzAQSBaeRHEOj1ILAbgL2U\nMTYQJVuHxPUTAwqr4MJuBzcHWl7ydfo7cXbBadByGswSl3cfVD9J32mWyqmP7epk/uAwfzg4Df52\naXrJz43Th6/bdk7rec3brixWrxOXWdUz2f3NSbKDdrJ5xva1VD8knNrfSyBhtyzxtVUaVv1hvlLh\ntE+7lSmZ8luVze14sqpjMm3k1B5eymbFS7t7rau5/RJfm/vILW+r31bpW5XVro529e6JxO29PLTi\nlJ/Xsti1m7kc6aqjVd6GQRCYVm5BYOLOVVNTYxQXn2k50+J0QNq957aDeDnA3N5LZif0MoAbhvtl\n6mTztmsrp4HYaR3z8iFDyozi4tO7lc1u0Hd6OtCu3HZ1csrPafA3D2qJl2+dLgV6bXe7elnlbZeP\nuSx2+0SyD3nYfcDZ7QdO+1vmg7rk17dqey/lNH9ViFNZ7NrLqd2c9kerY98tPXOaXvL3Un6rslmV\n06mMbpfH3fYzp+PW6Ri36i+n9LzUNXE7q1l9c1qxtrE6CTb3hblcVnVIrLtdHe3qbcXrMetUNqsT\nQ6dj1eo9q896uz6zOiGySzfV2cHEtAgC08gtCHQ6OM3rm1/HdiKr96y2sUrTbRBJfK+mpqbbdLVb\nHk7pdR/YimxnsZzK7bbT2x2oTgOx0zpWy70OqHZtYC6b1Wur95zyc9q/7PZHu3ztyu9UPruBPrHf\nzLcVuH1IeD02DKN7QGGXjtMHduLfVvub1YeDk2SOF7v7Kt3SN5fd64y9l33A7vh32tfd9n0vx49V\nena3XnQdUzITBCaz3Esb2b3vVhan49G53Ys819Xc51bHqn1aRZZ9YNcnVnVwqqfTMqvjNXF5bHyw\nOmbNx545H7t90Y5T3dwCa6v8rNrPKS8rdu1SU1NDEJhOW7duje8gVjeeO3V0Iqed0Oo9Lx8gXgYR\nq/J52dYwPjnTiX3Yp3NwszogrDgdzE6DWOI6doHEqd/dBzmnuri1qbmebvfCJNOGbvuMl4HFrc/d\n0rNrC68fEl6PDav62t1v49ZPTvtb7G+32Wu7sprZzRIney9mMsepVbCcuL7d+077/SfLugcbVmV1\n25+91M3Lsee1nbwex6mW320/c2onu/TtPtTN65iPCS91tTo591IHp21iv81BpbkOTvuw0zKrfrcq\nt/l9L7N8Tv1oxaqP7PranJ5dnyWub74aZeZlFjUxTYJAjzo7O40lS5YY06dPN2bNmmUcOHCg2zpb\nt2417cjdZ7u8zK457YRuO2iM+R48p/wS07F67XQAWdWnJ4ObXbnsDnK3Opj/djqYncpuVxa3QdCp\nTZ3KHmN3n1Sy7W2Xl9vAmrjPWrGaobHLJ/Fvq8EtcZBL5tiwaxtzvlbreQl4nPIyt4VTWZ3qYlee\nRFZPrXs5Ts15Wm1ndxy75eO2jlu+bv0mybjqqqtSOva8tpOXtHpSfrtjwKq/nMpiV7/E117r5b1O\nRUZx8end3vcaUDqVzcu+6TQTb5eH+X2rmWKrPM1pus2E252sue2Ddve/WrWBXXs6t2P3+9Jj7WBV\nRoJAj15//XVj4cKFhmEYxrZt24w77rij2zrdg0BvB5uZ047qtoNazYDYDTh2MxFO21uVyyqPVAc3\nw+h+pmO30yeWP/GDwqodnQYxuzImHqxOlxHd+tiuvZza33qbIsc8E9O0Ko/bLJBdWyWmm1hmr5fh\n7P62Gtys3o+VPfHDKDF/u75w6gOvx6W5Tc0nVImXmayODydu5bJa324bu3aLtZNdPuZ0vbaJed9I\ntt2d+iLZfrJ732s7pZJXsuX30s5uZbGrX+Jrr/XKRLvblbHrtkVdxlRzHbrvV93vMbSrt3kdu0A1\ncSyz6wOrNnXrO7vtndrN6TYHp/ZM3NYqf/NDY+a6Jy4nCPSorq7OePXVV+Ovr7zyym7r9CQItDvj\nsdqRY+t0/UCy7nRzXlY7u9u9VHY7vNed1+2sMZm8zWnW1NR0a4e8vAHdnpp0Kqc531T60P79om4B\nrfnvxNd2QZbXNvxk3SKLZfYDi7lf7fYbp/ay6h9z3k6Bo9P+Zl7mNINnlZeXPrbb36Tus1FObW8X\nsNq1s9WDB3b94tQmdtta9YnVdl4f0kjm2HDbV7z0Q6rve22nVPJKtvxu+6tdO7nV76qrruryOpl+\nstp3e9LudmV02tbpBMWqbInMJ+iJedkdU177wO4zw2o78wmyVXm7l6H7Cb2Xfcqu3Ha3n1n1q7lu\nBIEefec73zEaGhrirz//+c8bJ0+e7LKO1yDQrlOs7jWy2nFOLbefFUrcrnsa1mc8ie85nZ0kSmbn\ndf4p6nIw2W3rFsyl0hbOB2rqA6JVu9n97dYHmfpJ3AfM/do9/6JugY05PftL1+77ql2+bpdkrMva\n/cfuSVSvfZbqj/nMu7j4zG4nKU7lsTve3Mrq3p/e6mh3oum1He32Fbd6J9NPTvuUl3ZKJa+elN/q\n2LL7AHern9VvL2VI5SeZNJ3KlljvWHt4TdvLrPYn75nHHfM93d1PlLv2jfXDi17qm7jcW92cjy2n\ndkxc5vVkNXE/JAj0qK6uznjttdfir2NnYIm2bt1qFBQUGVdddZVRUDDQkE5L+nVx8emOr+22j324\nFBQUGTU1NV22T7Usdq/LysqM4uIzu+Rtt35NTY3j+8nm7ZRWquvH2s2qbAUFRUZZWVla2i2ZvGPt\nHCuD3fax/SPZdnGrW0/6NLa9eV9M9VhIpW5eji2r/c9Lm7u1k1OfJpYlNmuYlzfAsmyxsiS2Q2y5\nU7vajRley+p1zLFrp570udd2S7Vs2fI6HWnF2sHL/pbK63SPzYnvmz+j0lm2dOx/6SirOa1k9l3z\n+Oflc8iubFZjWuLfBIEe/epXv4rfE/jb3/7WuPXWW7ut43UmMB0/VpfVUj2T8HqWZ7WOeZmXdFLJ\n23zWFJuV8vr1B1Z5eamPua3t8kllltJLG8S49WNi37udWbtdZvZeB/d7FA3DalYztXsb7S4lOy1z\ne514KSeZvnLbpmu/WdfX3K9O7X6V6QzfqY/d+s+pbFb7l10bpbLvpDLDncoxm+pPqm3qZX9LrZze\nv5HAqTxeZtTT0UZOaTp9Ibhd3c0z0amU08vx4PZ+4vFn36fun0V2Zeq+3PssZOzz0GqWNPEqo12Z\nCAI9Snw6ePr06cbevXu7rZPq5eBUtjGM5KadDcP6YRLz+/YHoP0AHDu4r0q4PyWVg9Xqx+l+KavX\n5il9pzrY1cdpmVP7udUllTYw96tdPuZ1zO/b3ZPUdT3rQcxpf3Xbl81l8brvW9XBvI966T8vr52O\nnVNn8V3L7ryN9f+7tWozuz5L3Idj+duVO5l9yenpYqf9y66+Xtrf7X0v+4P9/uotz2R+zPtYsnk4\ntZFd2smULdVtuvafU7Di7cTObrlTGRPfT7U9PwkkvZfT+z5pf7Jmtw9a9albG1htZ3fceUk3Mfiz\nK6vVtlwOzoBUHwxJdpvEM3PzB5PbAWi3jtV7bq/N6dql73Y/VqwuybSVXdnMZTCMrjcQJ742p2EX\nJJvTczu4vdbbqT52/WqVj1UZ3d7v/rfz02TJ9o9dwBFLK7FdzLOY3etgHViZy+U22/HJ+11nV6za\ny7z/2D2haO4z84BsTi+xjOa0zemb+9v8oeFUZrt8vdTXbn9yalu3/cHufbf1nfbdZNLw+mPXNnZ5\neDk5t0s72YAwlXpa7VN26SVzgmYXKDuV0Wq/9vLZ4D2PIsuTXad6ul01scrTuk+tx09zvnb9YVXW\nxDby0u6J7NK1CjwJAtPIOQhMz7S+VacncwDarWP1Xuy105NHVrwODl4C2Nhyq8E29qGbGKiY07Jq\no8TXTk9G27W9Uznt8raqg9M+YS6zefbIbn23vvzkb+sv9jW3i7nN7AYSq8vRVtvaLbOrt/V2RV2W\nef3+PHNbJnNcJK6TyC4tuzTt0rFa7qU9un6I2s/wWLH6ADbn69RGdvlYtaPbfu51m9jfbjPCqf44\n9Vsq9Ym1s10fJlu2ZNZ3Cjq8lD3xv1R5bSOnMia+b18u69sTzCdYyewrTvV0S8+t32LMbZ24vXl8\nsvucMgekdm1l9Vlo5pSGOVglCEyjWBCYOEOX7MHsNONidTkqllaM0/afrF/ULb/EtKx2IKv33XZA\npwPNKXAzl8vuQHaSmIddPcz5OpXfre8S03SbxfOyT5jbJvF1KgObXTms/rZrM6uTAXN5rAJAq7KZ\n17f7PjCrfd5tH3BrF7dlTvuZ3TK78lh9N2OsXnZlN/9tXuY2q2dVFyd2+7FTG5k/sMzH66kf96/B\nsCqrl+PPMJL/InUvP+Z29nrcW722G3+81t1tltH8Y75v1ClvL31htU0qy+3K43Ubq/3XvF7i2NTT\nE+bE9Nz6zapcdu1oxWqdxH3Hrg3c0ndLI/E9gsA0igWBMfF8h7EAACAASURBVOYD2e5LkN0O9MTB\nxO4DwPw6lp/dTpa43Jy+0wFoDnCtmAcxu7TttjOXy2rK3o1Vue1eWw0IifVMXGYuh11bWaVnt20q\nA4fV+uZtrfrS7mzTrQ5mVpdInda32w/d/o7Vw/zaS15OA7bTMqf91G6ZW5+5lTlxPXNeTiczVmVP\nfJ3MB5G5H720m9N2XvfzWNvYXRq0yyexbZzy9Ppj1c525Xaqj5d93byu1cm7U9rJjCFWebul7zTr\nluxyu/JYbWMX+Jq57d9O+6RhOF89cGs7q+3N61sFkVbsTnLNf5vHQKt+Mqdr/tuqLEOGlBEEppNV\nEGgYzrMZbgey206UmI85bfPfVnlbcboHymodq/LYHcBO+bqVqydt4rau3YFvdQDF1rd62s0qDa8D\n5Km/i1zL7jaA29XNLvB1WscLu4HKrhxW6Sebr9M6id/FZ5e32wyjXdDmNAvXkzJ7Xd/t2DC/9lI2\nuxM/t/3J/Npu/HIa36zq5bSNfbsk9+SoXdnM5XEal5M9Du3azC59p7TT0bZey24VmNmVt/vyIssZ\ntVi6Tm3iNK5I3k7WnNrFvH7sx8sMrh2nfk9lG6crBl7STmSXFkFgGtkFgea/DcP6fhynwcCJ3VmC\n+e/E9b2mneyOZpW/3Xt22zm97xR8mtf1yjxIWR0sbjOH5jy9DMLm+sSWxZ6ytpPKAG6VhtN25nI7\ncQr+rPJzSz/d+6XX+lnNXHvhdZ/0mp7T+k5n/uayJzOGWH3oWtXL7gM/9nfiMqsf8/uJ6TiV3WlM\nccvT6485Pat8vdTHbV93qpfXtFNt21TK7pSu1+V25UlcZp7VdTpeEte1CxITf7t95rntB4nrOPE6\nxjmtk+p4miqCwDRyCgLdInrzAWN3KdcL84DudFB7SStZ5vszvOZrdyDGJPMhmmy5k1nfbpB1GnjN\n21oNXl77JLad1QyO1fZus1duA2k6uA2wyebbk/5ySiPZQC2bmOsT+yJqrydNXtvdKaBJXJZqoGK1\njl1AYbV+qj/m9Kzy9VKfZIIJp/Sd0k61bVMpu1O6TstjD5ZYlcEqfav2ceM2hpjT9fI5bJe+l5M9\nr2NcsutYbZOu8ZkgMI22bt2a0mUtu8sxXmcYzMyBn9NB7aV86eSUbzIzlG6S/TBPJk/zYGI34Nj9\nbTcYpVJ3LwO43XaJwaTdOuliVbae5JvsCYHbB09f0JMANpnxwCmgSVyW+GP3DQOJ6VjlYxcs2ZWr\nJz/m9KzyPfXj9lR/91s6nNrMrt1iyxLHc+uyW//bOae87cueWhDodKXEMNxv9zC/73Vftttn3cZk\nq/Wd9gOvUtk+lXEo1djACkFgGpkbM5kdwGn2LBVuO7/XQT/dMyNu+aYSCKVDMnlazeCZl9u1v9PN\nwqkc2FYfEF63S8c6XiUboKaTXbvm8qxfutXUdP+OQyupBoFWaeRuEOgc1LoFE+5BYPcn5Z2DwO7j\ni1sQaL702tMg0GpdO27HdzLHv1sQmLhPO+3fVsFssmWxWr+3x9lUEASmUSpBYKZ2APcgsChtZxLJ\ncDvLS+cZTjJ6OovitKynZ5duzAN6NvIzCET6pC8I7P4F4Fb5ZGsQ6FZW83hiN1Pmln6yQaA5TXN7\nuQVydicDvRkEJjMWO90jmwyn4DcZfgd0qSAITCNzY/q5QyTuvJm+3ysZffED3m3w6OnZZTLlyNb2\nTaZsuTiQBkX6gkDnE6NcDwK9tmG2BYFuZfayrd196FblyRZ2bRCEscjvIDBPfVhtba1vedfU1GRF\nOYLKqf0T3wuKIUPKNGRImad12V+RLbL9WPVyXGWqDnb59qXjty/VJVv16SDQT9m682b7oJouTu2f\nqb4ZMqRMxcWnZyTtnjp8eJ8OH97ndzEQMKfGmyLPJyBmvTmOxsZGpzGyuPjMLq+9HFeZqgPHM9KB\nINAnfgVj2Rqc9gWHD+9TNPpXv4uBPq17QOU0lvh90ndqvGnLiYAlNjY6jZHR6NG05plMcFxcfGbK\nwXS2S+ZKBdKLINAnBGPp4/cHHdB7ugdUVmNJ7EPVj3HG2/FYlPFyZEo6AxavwXFNTY2i0aM5EUyn\ngisV/iEIRM4joAa6SseHaqonV96Ox7aU0k6/5C9V+xGwpHOM46QZiQgCAQDdZOLkKpMBSGppd51Z\nzXSAlInLnsmWmZNmJCIIBICA8SvY6cmT+m7rpiO4yfQ3CWRiFtGq3sz2wauQYRiG34VIl8bGRkUi\nEb+LAQAZEQqFlDhkJ76O/e20jtVrp3USf0uyTD+2foxd2rHfQ4eWS5Kam/d3S9upXon5mNdNXGZV\nPquy2tXFbhu3NrMrj5e0k1nfSxmQO/yOW/J9yxkA0Gd4vcwZmwlLDBwB+IMgEAACxMulwlQuJ6bz\nMmcy+SfzlTmnFGnIkKEplAroe7gcDAA5Ih2Xg72ka14eu4R7+PC+pC6NJr5XW1vb5f41q0vNbmXr\nyaVTu/S4HAw/+R23MBMIAH1AJh8GSMcsXzY+lcoDFAg6ng4GgByVrv9RHtRgKBsDU6A3EQQCQI5K\n19eDEAwBwUQQCAB9SKYDOqsgM4gziUGsM/oegkAAyBHZEHhYBZm5NJOYrjbMpToDdggCASBHpBJ4\nZEPgmE0y3YZDhpSpuPj0pPMA/MBXxAAALKXjK0jcvn6mt78iJtvwFTHB5nfcwkwgACBjmIkEshdB\nIAAgY7h3DsheBIEAAAABlNb/GDJ27FiVl5dLkkaPHq27775b27Zt08MPP6z8/HxdfvnluuuuuyRJ\n9fX1WrdunfLz87Vo0SJddNFF+uCDDzR//ny1tbVp8ODBqqurU1FRkd5880098cQTys/P15QpUzRt\n2rR0FhsAACBw0hYEHjhwQBdeeKGefPLJLstra2tVX1+v4cOH67bbbtOePXvU2dmprVu36oUXXtCh\nQ4f0ta99TS+++KJWrFih6667TpMmTdIPfvADPf/887rxxhu1bNky/ed//qeKioo0c+ZMfeELX9AZ\nZ5yRrqIDAOCLIUPK/C4CAixtl4N37typ5uZmzZ49W7fffrv27dunaDSqjo4ODR8+XJJ0xRVXaMOG\nDWpsbFRlZaUkadiwYers7NSxY8f0m9/8RldeeaWkU7OKmzZt0rvvvquysjKFw2EVFBQoEoloy5Yt\n6So2AAC+OXx4X1r+NzOQipRmAl988UX95Cc/6bKspqZGt99+u774xS+qsbFR8+fP14oVKxQOh+Pr\nFBcX6+DBg+rfv79KSkq6LI9Go2ptbdXAgQPjy1paWrosS1wOAMgsnuwF+raUgsCpU6dq6tSpXZad\nOHFC/fr1kyRFIhEdOXIkHtzFtLa26vTTT1dBQYFaW1vjy6PRqAYNGhRf/4wzzogHf+FwuFsagwYN\nSqXYAIAk8GQv0Lel7XJwfX19fHZwz549GjZsmMLhsAoLC3Xw4EEZhqH169crEolo9OjRWr9+vQzD\nUFNTkwzDUElJicaMGaOGhgZJUkNDgyoqKnTuuedq//79On78uNrb27VlyxZdcskl6So2AABAIKXt\nwZDbbrtN9957b/yJ37q6OkmnziTnz5+vzs5OVVZW6qKLLpJ0arZw+vTpMgxDS5YskSTdcccdWrBg\ngVavXq3S0lItX748/vTwnDlzZBiGpk2bpsGDB6er2ACALMYlaSBz+LdxAIBeV1tbq9ra2qT+bVoo\nFFJNTQ2Xqf8//m1c7vM7buHLogEAvS7VQI4A8BPMkqKnCAIBAMhBBMToKYJAAACAACIIBAAACKC0\n/u9gAACSwb9NA/xDEAgA8A3/Mg3wD5eDAQAAAoggEAAAIIAIAgEAAAKIIBAAACCACAIBAAACiCAQ\nAAAggAgCAQAAAoggEAAAIIAIAgEAAAKIIBAAACCACAIBAAACiCAQAAAggAgCAQAAAoggEAAAIIAI\nAgEAAAKIIBAAACCACAIBAAACiCAQAAAggAgCAQAAAoggEAAAIIAIAgEAAAKIIBAAACCACAIBAAAC\niCAQAAAggAgCAQA5oaamxu8iAH1Kj4LAN954Q/fcc0/89fbt2/WVr3xFVVVVqq+vjy+vr6/XtGnT\nNHPmTO3YsUOS9MEHH6i6ulo33XST5s2bp7a2NknSm2++qalTp2rGjBl64YUXJEmGYaimpkYzZszQ\n7NmzdfDgwZ4UGwCQg2pra/0uAtCnpBwEPvTQQ3r88ce7LKupqdFjjz2mn/3sZ9qxY4f27Nmj3bt3\na+vWrXrhhRf02GOP6YEHHpAkrVixQtddd52ee+45XXDBBXr++ef18ccfa9myZfrxj3+slStXatWq\nVTp27JjWrl2r9vZ2Pf/887rnnntUV1fXs1oDAAAEXMpB4JgxY7qclUWjUXV0dGj48OGSpCuuuEIb\nNmxQY2OjKisrJUnDhg1TZ2enjh07pt/85je68sorJUljx47Vpk2b9O6776qsrEzhcFgFBQWqqKjQ\n5s2b1djYGF/34osv1s6dO1MtNgAAACTlu63w4osv6ic/+UmXZXV1dZo4caI2b94cX9ba2qpwOBx/\nXVxcrIMHD6p///4qKSnpsjwajaq1tVUDBw6ML2tpaemyTJIGDBhguTw/P1+dnZ3Ky+OWRgAAgFS4\nBoFTp07V1KlTXROKBXcxra2tOv3001VQUKDW1tb48mg0qkGDBsXXP+OMM+JBXjgctkwjHA53ScMp\nAGxsbHQtKwAAQNC5BoFehcNhFRYW6uDBgxo+fLjWr1+vu+66S/369dOjjz6qOXPm6NChQzIMQyUl\nJRozZowaGho0adIkNTQ0qKKiQueee67279+v48ePq3///tq6dauqq6slSb/+9a81YcIEbdu2Teef\nf75lGSKRSLqqAwAA0KelLQiUpPvvv1/z589XZ2enKisrddFFF0k6FZxNnz5dhmFoyZIlkqQ77rhD\nCxYs0OrVq1VaWqrly5crPz9fixYt0pw5c2QYhqZOnarBgwdr/Pjx2rBhg2bMmCFJPBgCAADQQ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Lly5VR0eHzjvvPE2YMEGhUEizZs1SVVWVDMPQvHnzVFhYaJvu2Wef3Yu1QLo0NTXRdwFCX2cX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\nAAFEEAgAABBA/w9m0XQqxwRRQgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1d7477b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 显示逐日回测结果\n",
"df = engine.showDailyResult()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# 显示逐笔回测结果\n",
"engine.showBacktestingResult()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# 显示前10条成交记录\n",
"for i in range(10):\n",
" 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,
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"collapsed": true
},
"outputs": [],
"source": []
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