From ce65a3215990cde05ee6da3331cce87b4761e597 Mon Sep 17 00:00:00 2001 From: "vn.py" Date: Sat, 7 Oct 2017 22:36:23 +0800 Subject: [PATCH] =?UTF-8?q?[Mod]=E4=BF=AE=E6=94=B9CTA=E8=87=AA=E5=B8=A6?= =?UTF-8?q?=E7=AD=96=E7=95=A5=E4=BD=BF=E7=94=A8ArrayManager=EF=BC=8C?= =?UTF-8?q?=E6=8A=80=E6=9C=AF=E6=8C=87=E6=A0=87=E5=87=BD=E6=95=B0=E6=94=AF?= =?UTF-8?q?=E6=8C=81=E8=BF=94=E5=9B=9E=E6=95=B0=E7=BB=84?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../backtesting_IF-checkpoint.ipynb | 124 +++++--------- .../backtesting_rb-checkpoint.ipynb | 108 ++---------- examples/CtaBacktesting/backtesting_IF.ipynb | 160 ++---------------- examples/CtaBacktesting/backtesting_rb.ipynb | 28 +-- vnpy/trader/app/ctaStrategy/ctaTemplate.py | 75 ++++++-- .../ctaStrategy/strategy/strategyAtrRsi.py | 50 ++---- .../strategy/strategyBollChannel.py | 3 - ...strategyEmaDemo.py => strategyDoubleMa.py} | 58 +++---- .../strategy/strategyKingKeltner.py | 43 ++--- 9 files changed, 178 insertions(+), 471 deletions(-) rename vnpy/trader/app/ctaStrategy/strategy/{strategyEmaDemo.py => strategyDoubleMa.py} (88%) diff --git a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb index 2ac3951c..5cb9f593 100644 --- a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb +++ b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb @@ -60,7 +60,7 @@ "cell_type": "code", "execution_count": 5, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ @@ -80,13 +80,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "2017-09-23 19:05:15.863000\t开始载入数据\n", - "2017-09-23 19:05:16.009000\t载入完成,数据量:351090\n", - "2017-09-23 19:05:16.009000\t开始回测\n", - "2017-09-23 19:05:16.027000\t策略初始化完成\n", - "2017-09-23 19:05:16.027000\t策略启动完成\n", - "2017-09-23 19:05:16.027000\t开始回放数据\n", - "2017-09-23 19:05:39.203000\t数据回放结束\n" + "2017-10-07 22:32:11.562000\t开始载入数据\n", + "2017-10-07 22:32:11.706000\t载入完成,数据量:351090\n", + "2017-10-07 22:32:11.706000\t开始回测\n", + "2017-10-07 22:32:11.723000\t策略初始化完成\n", + "2017-10-07 22:32:11.723000\t策略启动完成\n", + "2017-10-07 22:32:11.723000\t开始回放数据\n", + "2017-10-07 22:32:30.139000\t数据回放结束\n" ] } ], @@ -106,37 +106,37 @@ "name": "stdout", "output_type": "stream", "text": [ - "2017-09-23 19:05:39.209000\t计算按日统计结果\n", - "2017-09-23 19:05:39.282000\t------------------------------\n", - "2017-09-23 19:05:39.282000\t首个交易日:\t2012-01-11\n", - "2017-09-23 19:05:39.282000\t最后交易日:\t2017-07-14\n", - "2017-09-23 19:05:39.282000\t总交易日:\t1338\n", - "2017-09-23 19:05:39.282000\t盈利交易日\t651\n", - "2017-09-23 19:05:39.282000\t亏损交易日:\t686\n", - "2017-09-23 19:05:39.282000\t起始资金:\t1000000\n", - "2017-09-23 19:05:39.282000\t结束资金:\t1,601,119.34\n", - "2017-09-23 19:05:39.282000\t总收益率:\t60.11\n", - "2017-09-23 19:05:39.282000\t总盈亏:\t601,119.34\n", - "2017-09-23 19:05:39.282000\t最大回撤: \t-185,949.45\n", - "2017-09-23 19:05:39.282000\t总手续费:\t220,760.66\n", - "2017-09-23 19:05:39.282000\t总滑点:\t457,980.0\n", - "2017-09-23 19:05:39.282000\t总成交金额:\t7,358,688,660.0\n", - "2017-09-23 19:05:39.282000\t总成交笔数:\t7,632.0\n", - "2017-09-23 19:05:39.282000\t日均盈亏:\t449.27\n", - "2017-09-23 19:05:39.282000\t日均手续费:\t164.99\n", - "2017-09-23 19:05:39.282000\t日均滑点:\t342.29\n", - "2017-09-23 19:05:39.282000\t日均成交金额:\t5,499,767.31\n", - "2017-09-23 19:05:39.282000\t日均成交笔数:\t5.7\n", - "2017-09-23 19:05:39.282000\t日均收益率:\t0.04%\n", - "2017-09-23 19:05:39.282000\t收益标准差:\t1.07%\n", - "2017-09-23 19:05:39.282000\tSharpe Ratio:\t0.52\n" + "2017-10-07 22:32:33.393000\t计算按日统计结果\n", + "2017-10-07 22:32:33.444000\t------------------------------\n", + "2017-10-07 22:32:33.444000\t首个交易日:\t2012-01-11\n", + "2017-10-07 22:32:33.444000\t最后交易日:\t2017-07-14\n", + "2017-10-07 22:32:33.444000\t总交易日:\t1338\n", + "2017-10-07 22:32:33.445000\t盈利交易日\t644\n", + "2017-10-07 22:32:33.445000\t亏损交易日:\t692\n", + "2017-10-07 22:32:33.445000\t起始资金:\t1000000\n", + "2017-10-07 22:32:33.445000\t结束资金:\t2,046,070.49\n", + "2017-10-07 22:32:33.445000\t总收益率:\t104.61\n", + "2017-10-07 22:32:33.445000\t总盈亏:\t1,046,070.49\n", + "2017-10-07 22:32:33.445000\t最大回撤: \t-245,697.0\n", + "2017-10-07 22:32:33.445000\t总手续费:\t155,429.51\n", + "2017-10-07 22:32:33.445000\t总滑点:\t333,780.0\n", + "2017-10-07 22:32:33.445000\t总成交金额:\t5,180,983,680.0\n", + "2017-10-07 22:32:33.445000\t总成交笔数:\t5,563.0\n", + "2017-10-07 22:32:33.445000\t日均盈亏:\t781.82\n", + "2017-10-07 22:32:33.445000\t日均手续费:\t116.17\n", + "2017-10-07 22:32:33.445000\t日均滑点:\t249.46\n", + "2017-10-07 22:32:33.445000\t日均成交金额:\t3,872,185.11\n", + "2017-10-07 22:32:33.445000\t日均成交笔数:\t4.16\n", + "2017-10-07 22:32:33.445000\t日均收益率:\t0.05%\n", + "2017-10-07 22:32:33.445000\t收益标准差:\t0.9%\n", + "2017-10-07 22:32:33.445000\tSharpe Ratio:\t0.93\n" ] }, { "data": { - "image/png": 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uf/4J58/bWCE3K+jaVSYy1KkjAd0DD8gs3oYNpfxJbOzlJ3JMmFB0ybf//U+y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ujR4/F4HsIS3Nn7MIHfLy7aKbcuvT1gt91GEgp9jgwH33vvvXzwwQd516+pqSvr6yuKw5pqcjqw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FHTt2TJL03HPPaeDAgSouLk563QH0XowEAkiZtrY2TZ48WdLJkaaCggLNnTs3HtTceeeduv32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\nyS1o2gAAAABJRU5ErkJggg==\n", 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mEn5mI7927dphtVopLi4mKyuLfmf2hrFdQwghhPMrLVXH1avtrXL16aab6m5X\nksaqf3+13En79modxchI1bL36quqHt9+++Jj2Tp0gM6d66u0zsXFBVq0uHieOXPU7i4PPlg/ZbqY\nSwaBzZs3x93dHaPRyNSpU3nmmWfQKq0m6eHhgdFoxGQy4VlpZKftNSaTCYPBUJG3tLS0StrZ6ZWv\ncb5r2/IKIYRwfsePqzXVDhxQg+dFwzJzpprs0a6dOu/Xr35mdjdmOh0kJNhnRjtStZaIKSgo4OGH\nH+b+++/nnnvuoUkT+8tMJhNeXl4YDAaMRuN5000mU0Wap6dnRXBXOW+LFi2q5AUwGo14eXlVyX92\noCiEEMJ5/fADzJql/vBJECiEc7nkxJCioiLGjx/PnDlz6HNmSfVu3bqxfft2evbsSUZGBn369CEo\nKIhly5ZRVlaG2Wxm//79dOnShZCQENLT0wkKCiI9PZ2wsDAMBgN6vZ68vDz8/f3ZsmUL0dHRuLq6\nEhcXx7hx4ygoKEDTNLy9venRowcZGRkMGTKEjIyMiq7o88nPz6+9uyNqrLS0VOrCyUidOJ/GXiea\nBjt3tqV37z/49tsmlJefxtk/bmOvk4ZK6qVuuGiV+3bPY9GiRXz22Wdcd911aJqGi4sLs2bNYuHC\nhVgsFjp16sTChQtxcXFh/fr1pKamomkakyZNYsCAAZw6dYqYmBgKCwvR6/XEx8fTsmVLsrOzWbRo\nEVarlfDwcJ5++mlAzQ7OyMhA0zRmzpxJjx49OHr0KDExMZw4cQIfHx/i4+Np1qzZOWXNzMwk1BGD\nTsQ58vPz8XP4AkiiMqkT59PY6uTkSTULNzxczUo9dkyNDzt+3NElq77GVieNRWOtF0fHLZcMAhsS\nR99MYddYf2EbMqkT59PY6iQ6GpKS4LnnYOlS1RU8YoRaZLihaGx10lg01npxdNwi28YJIYSoFb/9\npvaAta0x99tvcGYRCCGEE5IgUAghRK04dkxtH3b4sDqXIFAI5yZBoBBCiFpx7JhaP+7kSXUuQaAQ\nzk2CQCGEELXi+HFo29YeBOblSRAohDOTIFAIIUStOHFCzQo+cUKd//YbXH21Y8skhLgwCQKFEELU\nirIy8PZWLYGaBr//bt9pQgjhfC65WLQQQghRHWaz2je1uBhsG0u1aePYMgkhLkxaAoUQQtSKsjIV\nBFZ21VWOKYsQ4tIkCBRCCPGXnT4NVivo9VXT3dwcUx4hxKVJd7AQQoi/zGJRAaCLC+zYAc8+C66u\nji6VEOIEB2nMAAAgAElEQVRiJAgUQgjxl5nN9lbA0FC1h7AEgUI4NwkChRBC/GVlZVW7gs/uFhZC\nOB8ZEyiEEOIvOzsIFEI4PwkChRBC/CUffwxdukBBgaNLIoS4HBIECiGEuCzZ2bBli/383/+2bxUn\nhGg4ZEygEEKIy/L223DoEPTtq85LSx1aHCFEDVW7JXD37t2MHTsWgL179zJixAhGjx7NrFmzKvKk\npaUxdOhQRo4cyebNmwEwm81MmTKF0aNHM2HCBEpKSgDYtWsXw4cPJyoqisTExIprJCYmMmzYMEaN\nGkV2djYAJSUljB8/njFjxjBt2jTMZvNf/uBCCCFqZs8e2LnTfm40QvPm0KGD48okhLh81QoCk5OT\nmT17NhaLBYCkpCSio6NZu3YtZrOZzZs3U1RUxOrVq0lNTSU5OZn4+HgsFgspKSkEBASwdu1aBg8e\nzIoVKwCIjY0lISGBdevWkZ2dTW5uLjk5OezYsYP169eTkJDA/PnzK95v0KBBrFmzhsDAQFJSUuro\ndgghhLiU7GzVEnj8uJoQsnEjfPAB5OY6umRCiMtRrSCwQ4cOJCUlVZx369aNkpISNE3DZDKh0+nI\nzs4mNDQUnU6HwWCgY8eO5ObmkpmZSUREBAARERFs27YNo9GIxWLB398fgL59+7J161YyMzMJDw8H\noF27dlitVoqLi8nKyqJfv35VriGEEKL+mUwq+AsLA29vWLZMpXt5QbNmji2bEOLyVCsIjIyMxLXS\nqp8dO3Zk0aJF3HPPPRQXF9OrVy+MRiOenp4Vedzd3TEajZhMJgwGAwAeHh6UlpZWSTs7vfI1PDw8\nKq5hS7flFUIIUf+OHIE2bSAkRJ0nJKijBIBCNDw1mh28aNEi1q1bx6effsp9993HSy+9hKenJ0aj\nsSKPyWTCy8sLg8GAyWSqSPP09KwI7irnbdGiRZW8AEajES8vryr5zw4UhRBC1J/CQmjd2h4EHjmi\njj16OK5MQoiaqdHsYG9v74qWvDZt2rBz506CgoJYtmwZZWVlmM1m9u/fT5cuXQgJCSE9PZ2goCDS\n09MJCwvDYDCg1+vJy8vD39+fLVu2EB0djaurK3FxcYwbN46CggI0TcPb25sePXqQkZHBkCFDyMjI\nICws7IJly8/Pr9mdELWqtLRU6sLJSJ04n4ZSJ0VFTcjN1dG3bxl79zbFy8uDtm1Lgavo2LGcAwd0\nDeJzVEdDqZMrjdRL3ahRELhgwQKefvppdDoder2eBQsW0KpVK8aOHUtUVBSapjFt2jT0ej2jRo0i\nJiaGqKgo9Ho98fHxAMybN4/p06djtVoJDw8nODgYgNDQUEaMGIGmacyZMweASZMmERMTQ1paGj4+\nPhXXOB8/P7+afCRRy/Lz86UunIzUifNpKHWSmAhLlqjHr74K11wDkZHNmDABjhzRceBA4/m/t6HU\nyZWmsdZLgYNXWHfRNE1zaAlqUWZmJqGhoY4uhqDx/sI2ZFInzqeh1MmkSfDPf6rHTz4JBgP8/e/q\n/MQJ9dOqlePKV5saSp1caRprvTg6bpEdQ4QQQlzUiRNgWxJ22zao/LfY3b3xBIBCXGlkxxAhhBAX\nZbFA9+6qGzgrC/7v/xxdIiFEbZCWQCGEEBdlsYBOpxaI7tYNrrrK0SUSQtQGaQkUQghxURYLuLlB\nejp06eLo0gghaosEgUIIIS7KFgSe2fxJCNFISHewEEKIi7IFgUKIxkWCQCGEEBclQaAQjZMEgUII\nIS7oqadg82YJAoVojCQIFEIIcUG7dqmjBIFCND4SBAohhLgkCQKFaHwkCBRCCHFBJ06oowSBQjQ+\nEgQKIYQT27EDHLnDu9GojjpZUEyIRkeCQCGEcGI9e0JOTt2+x969cOzY+Z8rKlLH8vK6LYMQov5J\nECiEEE6qrEwdzea6fZ/u3WHy5HPTX3sNiovVYwkChWh8JAgUQggnZWuFu1Ar3aXs3m2/xqXYgr3K\nnnxSHb//HkJCalYGIYTzkiBQCCGcVF6eOpaU1Oz1N90Ed999bnp0NHToAFarPc1iufB1evYEF5ea\nlUEI4bwkCBRCCCf1+uvqWFBw8XzPPKPGDX766bnBWmZm1fOyMkhKgkOH4PPP7en798OePerxDTfA\nhg1w3XXQp89f+wxCCOdV7SBw9+7djB07FoDi4mKefPJJxo4dS1RUFHlnvq6mpaUxdOhQRo4cyebN\nmwEwm81MmTKF0aNHM2HCBErOfKXdtWsXw4cPJyoqisTExIr3SUxMZNiwYYwaNYrs7GwASkpKGD9+\nPGPGjGHatGmY63qAjBBCOIitRW7kSPjoI5g1C3799dx8r70Gv/+uHi9fDnPnwi+/qPPTp9XR318d\nbQs+f/01NG1qv8aKFfbHOp19XOCPP8KDD8Iff8DLL9fO5xJCOJ9qBYHJycnMnj0by5n/nV5++WXu\nu+8+Vq9ezdSpU9m/fz9FRUWsXr2a1NRUkpOTiY+Px2KxkJKSQkBAAGvXrmXw4MGsOPO/TmxsLAkJ\nCaxbt47s7Gxyc3PJyclhx44drF+/noSEBObPnw9AUlISgwYNYs2aNQQGBpKSklJHt0MIIRynpAT0\netiyBVJTVSte377w7bfn5n3ySRX42SaPfPcdPP20/ToAnp7wxBOq+/fRR+Ff/1Lpd9wBK1fCpk1q\n0omrK7z3nn38oLc3TJkCJhNcdVXdfmYhhONUKwjs0KEDSUlJFedZWVn8/vvvPProo3zyySf07t2b\n7OxsQkND0el0GAwGOnbsSG5uLpmZmURERAAQERHBtm3bMBqNWCwW/M98Te3bty9bt24lMzOT8PBw\nANq1a4fVaqW4uJisrCz69etX5RpCCNHY5Oer4+LF0K2bGrc3YIDquv3xx3PzHzyounFbtYLDh6FJ\nE/DysgeBf/4JL7wApaXw9tuwerVKX7NGBYdt28I774C7u3pcVKRaEUtLYckStWdw16718cmFEI5Q\nrSAwMjISV1fXivPDhw/j7e3NW2+9Rdu2bVm1ahVGoxFPT8+KPO7u7hiNRkwmEwaDAQAPDw9KS0ur\npJ2dXvkaHh4eFdewpdvyCiFEY1NYqI5btkC7duqxTgcPPaS6h4ODISoK3n9fPZeXp7qAe/ZU51FR\nEBCggkCzGY4eVcHdoEH295g7V6UBjB6tgkFvb/D1VbOQCwpUIKnXw6231s/nFkI4Ro3WgPf29ua2\n224D4Pbbb2fZsmUEBQVhtC0tD5hMJry8vDAYDJhMpoo0T0/PiuCuct4WLVrg5uZWkRfAaDTi5eVV\nkd/X1/ecQPFs+bav0sKhSktLpS6cjNSJ8zm7Tn76qRm9e3tw6JCOFi3M5OertWFCQ/W89FIr7r33\nJNdfbyYhoTlt2ujIyXElOfkkfn6nWb7cQkiIhRdf9GLGDHjqKSMdOrTg6NFCvLzcAW/Wry/ixhst\n5OerLUgmTICff27B7t16jhwp5MYbW/HOOyfw9jaQn3/EEbfE4eT3xDlJvdSNGgWBoaGhpKenc999\n97F9+3a6dOlCUFAQy5Yto6ysDLPZzP79++nSpQshISGkp6cTFBREeno6YWFhGAwG9Ho9eXl5+Pv7\ns2XLFqKjo3F1dSUuLo5x48ZRUFCApml4e3vTo0cPMjIyGDJkCBkZGYSFhV2wbH5+fjW+GaL25Ofn\nS104GakT53N2nZSXq2Vd3n0XTCZ3/PzcAdWS16wZ3H13cyZPbs6sWWoruSZNYOPG5qSmwvDh6hrx\n8Sq4e/zxZtx9t/o/8cwoGx58sNU5ZXjtNTX20M/PD70eZs3S063blft/qfyeOKfGWi8Fl5r6X8dq\nFATGxMQwe/ZsUlJS8PT0JD4+Hk9Pz4rZwpqmMW3aNPR6PaNGjSImJoaoqCj0ej3x8fEAzJs3j+nT\np2O1WgkPDyc4OBhQAeaIESPQNI05c+YAMGnSJGJiYkhLS8PHx6fiGkII0ZgUFkLr1tCxY9X0pk3h\n9tvVGEEbFxc1EaRVK3sACBAWppaMGTsWrr1WpYWH2/cAPpu3t5ooAvaxhIcO1crHEUI4ORdNc+TW\n5LUrMzOT0NBQRxdD0Hi/tTVkUifO5+w6mTwZAgPhqafOzVtWBm5u1V+02cUF3nxTzQqurs6dYd8+\ntfRMmzbVf11jIr8nzqmx1ouj45YatQQKIYSofUeOwJnFFM6h11/etUpKoEWLy3vNxImQm3vlBoBC\nXGkkCBRCCCdRWFh76/J5e1/+a6ZPr533FkI0DLJtnBBCOAnbmEAhhKgP0hIohBAOZDbD7NlqzF9O\njuzQIYSoPxIECiGEg5w6pRZ+jouzp7Vs6bjyCCGuLNIdLIQQDrJhQ3PGjoWrr7an6eSruRCinkgQ\nKIQQ9WjNGrV8y/Hj8PnnzbBaoX17KhZ0FkKI+iLfOYUQoh798IM6enuDwdAUAHd3+PprtdevEELU\nF2kJFEKIevSPf9gfBwVZAPjjD3Uu4wGFEPVJgkAhhKhHJ0/aH0dGnqJpU/jxR8eVRwhx5ZIgUAgh\n6oltk07bHsCdOpXTp4/jyiOEuLJJECiEEHXop5/UWoAAJpM6Tpigjt26lbNhA+TlOaZsQogrmwSB\nQghRhwID1WLQAL/8AgEBMHOmahW8+urTtGgB/v6OLaMQ4sokQaAQQtSxnBx1TE2FIUMcWxYhhLCR\nJWKEEKKOFRaqCSHvvAOffuro0gghhCItgUIIUcdOnYJevaCgAIKDHV0aIYRQqh0E7t69m7Fjx1ZJ\n+/jjjxk5cmTFeVpaGkOHDmXkyJFs3rwZALPZzJQpUxg9ejQTJkygpKQEgF27djF8+HCioqJITEys\nuEZiYiLDhg1j1KhRZGdnA1BSUsL48eMZM2YM06ZNw2wbZS2EEA1AWZl9kegm8tVbCOEkqvXfUXJy\nMrNnz8ZisVSk5eTk8P7771ecFxUVsXr1alJTU0lOTiY+Ph6LxUJKSgoBAQGsXbuWwYMHs2LFCgBi\nY2NJSEhg3bp1ZGdnk5ubS05ODjt27GD9+vUkJCQwf/58AJKSkhg0aBBr1qwhMDCQlJSU2rwHQghR\np+R7qxDCGVUrCOzQoQNJSUkV5yUlJSxfvpxZs2ZVpGVnZxMaGopOp8NgMNCxY0dyc3PJzMwkIiIC\ngIiICLZt24bRaMRiseB/Zkpc37592bp1K5mZmYSf2UCzXbt2WK1WiouLycrKol+/flWuIYQQDcWp\nU+DpCcXFji6JEELYVSsIjIyMxNXVFQCr1crs2bN5/vnnad68eUUeo9GIp6dnxbm7uztGoxGTyYTB\nYADAw8OD0tLSKmlnp1e+hoeHR8U1bOm2vEII0VD8/jtcfz34+Di6JEIIYXfZs4N//PFHDh06RGxs\nLGazmX379rFkyRJ69+6N0WisyGcymfDy8sJgMGA6s0KqLZizBXeV87Zo0QI3N7eKvKACSy8vr4r8\nvr6+5wSKZ8vPz7/cjyTqQGlpqdSFk5E6cQxPz7akpx+hdWsrZ99+qRPnI3XinKRe6sZlBYGaphEU\nFMTHH38MwOHDh3n22WeZOXMmRUVFLF++nLKyMsxmM/v376dLly6EhISQnp5OUFAQ6enphIWFYTAY\n0Ov15OXl4e/vz5YtW4iOjsbV1ZW4uDjGjRtHQUEBmqbh7e1Njx49yMjIYMiQIWRkZBAWFnbBMvr5\n+f21OyJqRX5+vtSFk5E6cYyyMggMbEuljpMKUifOR+rEOTXWeikoKHDo+19WEOji4nLB51q1asXY\nsWOJiopC0zSmTZuGXq9n1KhRxMTEEBUVhV6vJz4+HoB58+Yxffp0rFYr4eHhBJ9ZNyE0NJQRI0ag\naRpz5swBYNKkScTExJCWloaPj0/FNYQQwln99hu0b69mA+v1ji6NEEKcy0XTbFuaN3yZmZmEhoY6\nuhiCxvutrSGTOqlfWVkQGgp33gmff37+PFInzkfqxDk11npxdNwiK1YJIUQdOLMkKs8959hyCCHE\nhUgQKIQQdaCoCO65BwYMcHRJhBDi/CQIFEKIOrBrF9x4o6NLIYQQFyZBoBBC1IE9e6B3b0eXQggh\nLkyCQCGEqANHj0KrVo4uhRBCXJgEgUKIRuXYMbUky9Chji3H0aPg6+vYMgghxMVIECiEaDQ2b4Yb\nbgCLBT744NL5V66Eu++Gb7+t3XK89BIcOiQtgUII5yZBoBCiUSgshNtug8OH4fRpuOoqGDQIjhw5\nN29ZGSxeDG+/rdbwCw8Ho1G9rjoyMuDDD9W1K+2ACcD8+TBzJqSkSBAohHBuEgQKIZzat9/CJ5/Y\n1927kORkcHWFu+5Su3R89x0EBsLIkefm3boVli2Dbdvg//5Ppe3ZAzodvP76pcuUnKyu26aNWgz6\n1CmVfvo0zJ2rHg8eXP3PKIQQjiBBoBDCqYWHqxY9X1/48ks4ceL8+dLSVHewLajr1Em19v3wA0yY\noIIzs1k99/XX8MQTYLWqoPHFF+Hhh9VzGRkXL88ff8Dq1fZdQA4dgg0b1OMtW+Cmm6C8XAWiQgjh\nzOS/KSFEnSgsVEHWpSQkgJ8f9OsHpaUwbRq88QYcPAiPPgodO8Kff8K996pWt2nT1OSP6dPh8cdh\nxAhYtAh+/RV69qx6bTc3tX2b1aq6aR95RI0X/PhjGDgQbNuhDx8OLVqoAPCLL+xB3fm88w706aPK\nu3+/um5Sknruvfdg2DDVIimEEM5O5+gCCCEarkOH1Ni75s3taXfcoQKvY8dg1So1Lm7IEHvAdbaP\nPoLnn4cZM1Sr3HffqeDNYoHx49W1PD1VgLV3L4SEqLF8ZjMEBanX7NwJn30GTZuee31/f9XFu2CB\naqWbPx/27YObb7bnueEG2L5dPX7zTRVgBgfDtdeCbXd1Fxf1Hi+/DKmpKtC79loVPI4fD7NnQ2Ki\nKr8QQjQEEgQKIWps/HgVoLVtq1rDNm+G3btVK9nHH6suV1CTJCqPzdu0SXWpNm2qllKZMAEefFAF\nd6tWQbduKv2qq+zBY9OmKojbtk2N3+vWTbXIVbfVrW1b2LhRTdp46KELv27gQLXbR8+eqvyZmeDj\no4K8kSPVrOPbbrPn9/VV5Vi0SJ0HBl7OHRRCCMeRIFAIcVmeeQb691cTHw4ehF9+Uenh4SoQXLYM\nxo6F/Hy4+mp46ikVfAUHQ/fuEBsL8+ap13TtCv/9rwrw/PzghRfs79O69fnfv3fvmu/E0auXGg94\nMU2awKxZqut44kQoKIDvv1etf337wu23n/ua775TYxUzM8Hbu2ZlE0KI+iZBoBDiovbtU12yw4ZB\ncTEsX66CnquuUgHg0qWqK3fhQjAYICpKvc7PT43Fy8lR3a0pKaqVbfdu2LFDjfMLClLdqc7o6qtV\na6amqc/t6akWob4Qd3fVAiqEEA2FBIFCiIuyte6Vl6sJE717q+7SAQNU1+pzz6kfi0Wtv1e5m9XF\nRXXbPvWUaj20WNSYwYa0fp6LC7Rs6ehSCCFE7at2ELh7927i4uJYvXo1e/fuZeHChbi6uqLX61m6\ndCm+vr6kpaWRmpqKm5sbEydOpH///pjNZp577jmOHj2KwWDgpZdewsfHh127drF48WJ0Oh233HIL\n0dHRACQmJpKeno5Op2PmzJkEBwdTUlLC9OnTMZvNtG7dmiVLltD0fCPAhRC17tdf1fG221Tr3YIF\naqbu6dNVAz43N/VztiZN4B//qJ+yCiGEqL5qLRGTnJzM7NmzsVgsACxevJg5c+bwzjvvEBkZyeuv\nv05RURGrV68mNTWV5ORk4uPjsVgspKSkEBAQwNq1axk8eDArVqwAIDY2loSEBNatW0d2dja5ubnk\n5OSwY8cO1q9fT0JCAvPnzwcgKSmJQYMGsWbNGgIDA0lJSamj2yGEqKygQE32+PJLNS5u92770io6\n3YVn/AohhHB+1QoCO3ToQJJtISxg2bJldO3aFYDy8nL0ej3Z2dmEhoai0+kwGAx07NiR3NxcMjMz\niYiIACAiIoJt27ZhNBqxWCz4+/sD0LdvX7Zu3UpmZibh4eEAtGvXDqvVSnFxMVlZWfQ7M9jGdg0h\nRN17+201a3fAADWbd9o0FfwJIYRo+KoVBEZGRuJaqd+n1ZkBPVlZWaxbt45HHnkEo9GIp6dnRR53\nd3eMRiMmkwmDwQCAh4cHpaWlVdLOTq98DQ8Pj4pr2NJteYVwRqWlai25M43mDdJXX6nZsSdOwMqV\nasFmUBND4uMdWzYhhBC1p8Y7hnz66afMmzePVatW4ePjg8FgwFhpJ3WTyYSXlxcGgwGTyVSR5unp\nWRHcVc7bokWLKnkBjEYjXl5eVfKfHSgK4Ux69lQtZ998U//vvWUL/PYbnDypZqlu2nT51ygrg8hI\ntd3a3/4G7dtXXVRZCCFE41Gjjp0NGzaQlpbG6tWr8fLyAiA4OJjly5dTVlaG2Wxm//79dOnShZCQ\nENLT0wkKCiI9PZ2wsDAMBgN6vZ68vDz8/f3ZsmUL0dHRuLq6EhcXx7hx4ygoKEDTNLy9venRowcZ\nGRkMGTKEjIwMwsLCLli2/Pz8mt0JUatKS0uvuLrQNNi3rx333XeS7dvLCAy8wCa3l+HUKUhLc+fO\nO09hMrnQqdNpNA3+9S933NzggQdO0ry5xqZNTRkzpuoU1nHjynn++T+5885TNG0K2dmnGDfuJA8/\nfIJbbzVXlNnFBYqLm/Dee83ZsKE5t91mZeJEI+vWuTN1qpGCgvK//DnE+V2JvyfOTurEOUm91A0X\nTbNtinRxhw8f5tlnn2XdunXcfPPN+Pn5YTAYcHFxoVevXkRHR7N+/XpSU1PRNI1JkyYxYMAATp06\nRUxMDIWFhej1euLj42nZsiXZ2dksWrQIq9VKeHg4Tz/9NKBmB2dkZKBpGjNnzqRHjx4cPXqUmJgY\nTpw4gY+PD/Hx8TRr1uycMmZmZhIaGlq7d0jUSH5+Pn5+fo4uRq2JjoaSErWlWEaGWhdv586qeUwm\ntXbenDmQnq7W0Pvll782eWLDBrXlWtOmaps0TVNLtqxcCYcPq63ZBg5UjwcPVoswt22runOfekpd\n4803VZfu448bSU420Ls3pKWpdfzc3CAsTK3bN2wYjBunFkO+2Hp4ovY0tt+TxkDqxDk11npxdNxS\n7SCwIXD0zRR2je0X1s9PBWIrV6o18mJiVLdrZqbaKQNUV2zv3mo5lAcfVGk//QQBAZe+vqapVr/K\ne/B+/bXaiqxyt+7JkyoojI5Wy7MMHarSXnkFnnxSbakWFKTybtqkundHjIDsbLjjjtN8/rkrzz2n\nrq3Xq+d794bQUHUNmfRRvxrb70ljIHXinBprvTg6bpH/8oW4hPJyKCxU24j99BMUFan0Nm3UunkR\nEXDPPWqbs+bN1Xp6w4apvW937z5/EHjsmBp79+ab6nqzZ8Mff8DPP6tWvS1b7Dtv/P3v8PDD8MAD\nMHeuWrfPzw969IBvv4W8PBg0SOXt29f+HkOGqGNenmolbNXKSkiIK199pfbE7dQJnn5aBbdCCCGu\nPBIECnEeH3+sgq2nnoKOHVUg2KmTCqiys9Wesvfdp4K2P/9ULYMAr74Kvr6qu3XuXJV32DD13Lx5\nKkhzd1c7bOzYofbT7dxZ5Z09W+07W3ny+5QpqrWvTRu15+5DD8Hvv6tzgJtuUj8XM2WK2pqtWbM/\nATVucNWq2rxbQgghGiIJAoU4S3m56hrdulWNyTt8WKW3bau2SevQAdasUVufDRyoWvBef1212I0Y\nYb9OcDC88456/PvvKoizefNNtQizbeUlFxe4/nrVsrdgAfTqBRs3Vi1XZKQaa/jFF6olsLrc3OCx\nxyA/33y5t0IIIUQjJkGgEGdJSFBj5m6+Gf7zH9UaOHYs7N+vns/OhjOT4gHVKnfo0LnXCQxU3ceg\ngru77lJdrxs32tfeqywkRP1MnnzhsgUEVG+MoRBCCHEpEgQKcRarVR3T0uDIETX2DqB7dzXZonIA\neDGdOqnXf/QRfPop3H03TJqkxhcKIYQQjiZBoBBnKStTS6z4+6sfGw8P6N+/+tdp1gxWrID771fn\nP/2kWgIrX1MIIYRwlBrvGCJEY1VSoiZ31IaRI1Xw9+ST0KVL7VxTCCGEqA0SBApxlsOH7bNva0NA\ngFrg+a8sGi2EEELUNgkChTjLrl2XXnZFCCGEaOgkCBSiktJS1RLYtaujSyKEEELULQkCRaNSXn7+\n5Vqqa/duuOEG2T5NCCFE4ydBoGhU3NzUYs6nTqk9fefPr97r9uyBrCz4/nv7kjBCCCFEYyZBoHBK\n//sfbNt2brrVCosX29fyAxW4FRdXzffSS3DwILz8MphMF3+vEyfUbhw33wzPPqv26BVCCCEaOwkC\nhdMxmyEiQgVl5eVVn/vtN7WG38CBkJurgrzeveG661Srn05n3+6tZ08IC1MLPAMcPw779p37fq++\nqvb0nTFDnUdG1u3nE0IIIZyBjHwSTsVqhRdeUAsqHzmiWgP79rU//+uvas/eL76Abt1U2q23wp13\nquCwbVu45RbYvl11Cf/zn7BsmQoqIyLg5EkVPDY58/Xn6FGIi4MtW9QOH489Vv+fWQghhHAEaQkU\nTmPjRrjxRrV378svqwWWP/oINA2++Ua1Cu7apbpr//tfFfSVlamA0NNTXeOHH9RRpwODAaKj1eta\ntFDjBT08VGBo88knaheQrl3Vazp0qPePLYQQQjhEo2wJ1DRZmLchmjQJ8vPV48BAe8tefLw9zx13\nwLhx0KuX+rEZMABuvx1atqx6zWbNIDUV2rVTXcYPPgjvvKMCTID9++0tikIIIcSVpNotgbt372bs\n2LEAHDp0iKioKMaMGcO8efMq8qSlpTF06FBGjhzJ5s2bATCbzUyZMoXRo0czYcIESkpKANi1axfD\nhw8nKiqKxMTEimskJiYybNgwRo0aRXZ2NgAlJSWMHz+eMWPGMG3aNMxm8wXLed118MQTKhAUDYu7\nOwwfrh63bq127UhJqZrn999VIHi2bt3g66/Pf922bdVYwrfeUuP9/vMf1XI4Zgx8+aVqfRRCCCGu\nNJDcFZAAACAASURBVNUKApOTk5k9ezYWiwWAJUuWMG3aNNasWYPVauWrr76iqKiI1atXk5qaSnJy\nMvHx8VgsFlJSUggICGDt2rUMHjyYFStWABAbG0tCQgLr1q0jOzub3NxccnJy2LFjB+vXrychIYH5\nZ9b3SEpKYtCgQaxZs4bAwEBSzo4MKvn1V/jgA9X15+sLS5Zc+HP9+9/nnyggHKOoCF57TbXO2Vpy\n771XHdPSICdHdffWZEu3q69WXcE+PmrModEIa9eqSShDhtTeZxBCCCEaimoFgR06dCApKani/Mcf\nfyQsLAyAiIgIvv32W7KzswkNDUWn02EwGOjYsSO5ublkZmYSERFRkXfbtm0YjUYsFgv+/v4A9O3b\nl61bt5KZmUl4eDgA7dq1w2q1UlxcTFZWFv369atyjQvp3l0N9j91CpYvVxMEQAUVhw/b8+3bB8OG\nXTxIFHXHaoXPP4cVK2DkSPDzg2PHwNsbrr3Wns9ggK++Ut24tdVtO3u2aikuLlZjAl1da+e6Qggh\nRENSrSAwMjIS10p/KbVKfa0eHh4YjUZMJhOettH5gLu7e0W6wWCoyFtaWlol7ez0ytc437VteS+k\nXTt11OlUMPHHH6q1ByA7GywW9ce/c2cYPBjeeENNHvjoo+rcCfFX/fijCshdXeHuu1WQftddauLH\nH3/YZ+1WdscddTPG08fH/u9FCCGEuNLUaGJIk0p/qU0mE15eXhgMBoxG43nTTWdW67UFc7bgrnLe\nFi1a4ObmVpEXwGg04uXlVZHf19f3nEDxbFOnFpKfr7qt3dxc2bnzKtasOQb48re/qTwPPWQCPBg8\n+CidO+tYudLAp59qdOtWyP/9XzOGDTt5Wffjf/9zZfPmZtxxxymuvfb0efNs366npMSFO++88HjG\nxqS0tJR82yyPM7Zvd2PIkKsAMBisrFpVwq232u9Hebl9YoiofeerE+FYUifOR+rEOUm91I0aBYHd\nu3dn+/bt9OzZk4yMDPr06UNQUBDLli2jrKwMs9nM/v376dKlCyEhIaSnpxMUFER6ejphYWEYDAb0\nej15eXn4+/uzZcsWoqOjcXV1JS4ujnHjxlFQUICmaXh7e9OjRw8yMjIYMmQIGRn/z955h1lRnv3/\nM+X0c7bvAgsIUgUBlSWAdFF+lqgRS1CwIFHUVywoBssromI0ieVNRGKLUZSIWBIlsaIJRUgEYgka\nsUREAemwfU+b3x/PmTNz2u7ZXdiF3edzXXvtOTPPzDxTzsx37vt+7ntF3BWdjjPOKI5/Li0VCYcv\nu6yAQYNELrn77wfD8PHvf8OAAWIo6YUXitxyH3/cieuvh8svz8frbfg4/OY34HLBr34l4s3uuCOX\nOXNg9GhRheLMM622F18M5eUtM2Bl/3544gn48Y/Tu1B37BCxd3PmHLxR1Fu3bqW0tBSAN9+ENWtE\nZQ9FEULP41HJzS1sYC2SA4n9nEgODeQ5OfSQ5+TQpK2el23btrXq9pskAmfPns3tt99OKBSiZ8+e\nnHLKKSiKwkUXXcTkyZMxDIMbbrgBp9PJBRdcwOzZs5k8eTJOp5MHYvk+7rzzTmbNmkU0GmXkyJEM\nGjQIgLKyMiZNmoRhGMyZMweAq666itmzZ7NkyRLy8/Pj68iGZcuESPN44Jpr4O67RdoQO336iNQi\nkyaJ70uXWp/t7NwpXIi6DrffDvPmiek33ijE5f/9Hzz9tFWvNhgUA1SiUSEAm8KyZUJUulzp5xuG\n+KuoELnwdu4UAycMQ4i9X/1KtNu6Fe68U7hbv/lGxONt2CCm9e8vYihXrxZi9rjjwOlsWn+TiUbF\niN/qaohE4I9/FKN1JRKJRCKRtC6KYbSdZCrr16+nrKysSctGInDTTSJmcOlSEbvm8yW2Ma1m/frB\nf/4jYtXOOQcuv1wIQ3M9a9aIHHdTp4pBDxdfLJIc794t1pttHNonn4j0JY8+CldckTjvv/8Vls4T\nToBNm0TqlPJyUXP3kkuE1bO2VvTnrLNEvN1jj8GUKWIff/lLMQjD5YI//UnMmz9fjJr1eODZZ8W+\nZTpWkYgQirffLoSlLVMQAN9/v5UuXUp5+WVRx/fFF0WM5ptvihhAScvTVt+kD2fkOTn0kOfk0KSt\nnpfm6JYDgtGGWLdu3QFZz+jRhvHWW+LzZ58Zxty5hnHZZcLmlp9vGH/4g2Fs3Fj/Ol55RbT/85/F\n/0WLDOO888Sy2XLyyYYxbpxhnHhi4vRgUKzz2GNNO6D4GzLEMKZNE+2XLDGMAQMS58+bl7ieLVsS\n5998s/j/q1+J/7/7Xfp+/frXYv7atYbh84nPs2eLeaGQYdxyi2EUFISNrVsNY+pUw5g/X8xbvNgw\nKiqy33/JgWXLli2t3QVJEvKcHHrIc3Jo0lbPy4HSLU1Flo1LwzHHCIvdnj0wfLiwsK1aJaxuO3YI\nC1+fPvWvY+JEMfp19mxhKZw8WZQm+/bb+perqIC9e0X7t94SVroPPoA33hBpbcaMgYEDRUWNigp4\n6ikR/1dXB0OGiITIxx0nXK4bNohauJs2iXUn97lTJ7j6anj1VeFyvu02+PJLkY4FRCqVH34QVj8T\nwxAxhyAseoYh3N+//KXo7333wd/+BqeeWstPfiKsqqeeKtpPmiRSvkgkEolEIml92mTZuOZy9NEi\ndcnKlWLAyAMPiJi/xg6i2LYNNm6EFSvE986dYf16a75hCIFYWQmLFwvxV1Bgzb/uOuGyvf12Icyq\nq0WMX8+eQoAlu6t/9zvxByIG8NhjhTgrKBC1eE86KbG9oggXMFiDWHr1svr2s5+JgTWbNglROneu\nJSR/+1vhDv71r2HWLLjnHiF6QSR1djrL6dVLdLBHj8YdN4lEIpFIJAcfKQLT8KMfiTq2Tz0lEkpD\n00bR/t//CWtdSYn4PmaMGJF77rlCxD39NLz/vrAudu8urIQXXii+33abaA8iVnHkSBFPd9NN2W27\ntBQ+/ND6PmtW4/s/b54QkX36iEE1f/yjmH7eeSJesEMHISw9HiGW//Y3IZb79YOtWw2ef14KQIlE\nIpFIDlWkCEzD4MHw3HPClduQ27c+xo1L/N6/vxCBTzwhROBvfyssd0ceKYTht98KYZiugsWIEeKv\nJenUSQhZEPWYlywRbm6Px2rTs6f4/8orogzflCnWvPPPb7m+SiQSiUQiaRxSBKZBUYSYmTz5wOfR\n69VLWNVuu02M8B02TIgqs7zdoYqui+ORiby8RAEokUgkEonk0EYODKmHg5FI+eSTRRzdX/4i4gDt\nVjWJRCKRSCSSlkJaAlsYRRHxeU2J0ZNIJBKJRCI5UEhLoEQikUgkEkk7RIpAiUQikUgkknaIFIES\niUQikUgk7RApAiUSiUQikUjaIVIESiQSiUQikbRDpAiUSCQSiUQiaYdIESiRSCQSiUTSDpEiUCKR\nSCQSiaQd0qRk0eFwmNmzZ7NlyxZ0Xefuu+9G0zRuvvlmVFWld+/e3HHHHQAsWbKEF154AYfDwZVX\nXsm4ceOoq6vjpptuYvfu3fj9fu677z7y8/P56KOP+MUvfoGu64wYMYIZM2YAMH/+fJYvX46u69xy\nyy0MGjTowB0BiUQikUgkknZIk0Tg8uXLiUajLF68mNWrV/PQQw8RCoW44YYbGDJkCHfccQfLli3j\n2GOP5dlnn+VPf/oTtbW1XHDBBYwcOZLnn3+ePn36MGPGDF5//XUWLFjAbbfdxty5c5k/fz5dunRh\n+vTpfP7550SjUdatW8eLL77Itm3buOaaa3jppZcO9HGQSCQSiUQiaVc0yR3cvXt3IpEIhmFQUVGB\nrut89tlnDBkyBIAxY8awevVqPvnkE8rKytB1Hb/fT/fu3fn8889Zv349Y8aMibf9xz/+QWVlJaFQ\niC5dugAwatQo3n//fdavX8/IkSMB6NSpE9FolL179x6IfZdIJBKJRCJptzTJEujz+fj+++855ZRT\n2LdvH48++ijr1q1LmF9ZWUlVVRWBQCA+3ev1xqf7/f5424qKioRp5vTvvvsOt9tNXl5eyjry8/Ob\n0nWJRCKRSCQSCU0UgU8//TSjR49m5syZbN++nYsuuohQKBSfX1VVRU5ODn6/n8rKyrTTq6qq4tMC\ngUBcONrb5ubm4nA44m3t7TOxfv36puyS5CCwbdu21u6CJAl5Tg495Dk59JDn5NBEnpcDT5NEYG5u\nLrouFg0EAoTDYfr3788HH3zA0KFDWbFiBcOHD2fgwIE89NBDBINB6urq+O9//0vv3r057rjjWL58\nOQMHDmT58uUMGTIEv9+P0+nku+++o0uXLqxatYoZM2agaRr3338/06ZNY9u2bRiGkWAZtFNWVtb0\nIyGRSCQSiUTSjlAMwzAau1B1dTW33norO3fuJBwOc8kll3D00Ufzv//7v4RCIXr27Mm8efNQFIUX\nX3yRF154AcMwuOqqqzjppJOora1l9uzZ7Ny5E6fTyQMPPEBhYSGffPIJ99xzD9FolJEjR3L99dcD\nYnTwihUrMAyDW265hcGDBx/wAyGRSCQSiUTSnmiSCJRIJBKJRCKRHN40yR0saZ+Ew2FuvfVWtmzZ\nQigU4sorr6RXr15p80MC7NmzhwsuuIClS5fidDqpqanhxhtvpLy8HKfTyX333UdJSUkr7tHhT3PP\nicnXX3/NpEmTWL16dcJ0SeM5EOdkzJgxdO/eHYDjjjuOmTNntsautBmae06i0Sj33nsvn376KcFg\nkGuuuYaxY8e24h61DZp7Xh5//HFWrlyJoiiUl5eza9cuVq1a1Yp7dBhiSCRZ8vLLLxu/+MUvDMMw\njP379xvjxo0zrrzySmPt2rWGYRjGnDlzjHfeeccwDMNYuXKlcdZZZxllZWVGXV2dYRiG8fTTTxuP\nPPKIYRiG8corrxjz5s1rhb1oWzT3nBiGYVRUVBjTp083RowYkTBd0jSae06+/fZb48orr2ydzrdR\nmntOXnnlFePOO+80DMMwfvjhB+OZZ55phb1oexyI+5fJFVdcYaxevbrlOt9GkGXjJFlz6qmnct11\n1wEQiUTQNC0lP+SaNWsA0DSNp59+mtzc3Pjyl1xyCVdddRUAW7duTZgnaRrNPScAc+bM4YYbbsDt\ndrds59sozT0nGzZsYPv27Vx88cVcccUVfPPNNy2/E22M5p6TVatWUVJSwhVXXMGcOXM44YQTWn4n\n2iAH4v4F8Pbbb5Obm8vxxx/fcp1vI0gRKMkaj8cTz9N43XXXMXPmTAxbSKmZ8xHg+OOPJzc3N2E+\ngKIoXHLJJSxatIiTTjqpRfvfFmnuOZk/fz7jxo2jb9++KedK0jSae05MsbFw4UKmT5/OTTfd1OL7\n0NZo7jnZu3cvmzdv5rHHHuOyyy7jlltuafF9aIsciGcKwOOPPx4vMytpHFIEShrFtm3buOSSS5g4\ncSI//vGPUVXrEjLzQNpRFCVlHc888wzPPfcc11xzzUHvb3ugOefktdde46WXXuKiiy5i165d/Oxn\nP2uxfrdlmnNOBgwYwPjx4wGR9mrnzp0t0+k2TnPOSV5eXtz696Mf/YhNmza1SJ/bA819pnz99dfk\n5ubStWvXFulvW0OKQEnWmCLhpptuYuLEiQD069ePtWvXArBixYqUXI32t7bHH3+cV199FRCVXzRN\na6Get12ae07efvttFi5cyLPPPktRURFPPfVUy3W+jdLcczJ//nyeeeYZAD7//HM6derUQj1vuzT3\nnJSVlbF8+XJAnJPS0tIW6nnbprnnBWD16tWMHj26ZTrcBpGjgyVZ89hjj1FeXs6CBQt45JFHUBSF\n2267jXnz5sXzQ55yyikJy9jf2s455xxmz57NSy+9hGEY3HvvvS29C22O5p6T5OnSJdx8mntOTBfw\n8uXL0XVd/k4OAM09J+eddx5z585l0qRJANx5550t2v+2yoG4f23atIkRI0a0ZLfbFDJPoEQikUgk\nEkk7RLqDJRKJRCKRSNohUgRKJBKJRCKRtEOkCJRIJBKJRCJph0gRKJFIJBKJRNIOkSJQIpFIJBKJ\npB0iRaBEIpFIJBJJO0SKQIlEIgGCwWC8Ukc6lixZQiQSacEeSSQSycFFikCJRCJBVCLIlEgb4NFH\nH5UiUCKRtClkxRCJRNJuqa6uZtasWVRUVMRrj65du5b58+djGAbV1dU88MADrF27ll27dnHDDTcw\nf/58HnzwQdavX08kEmHq1KkpVQ0kEonkcEBaAiUSSbtl8eLF9OnTh2effZbzzz8fwzD46quvuP/+\n+1m4cCETJkzgzTff5Nxzz6W4uJiHHnqIFStWsGXLFhYtWsTChQt59NFHqaysbO1dkUgkkkYjLYES\niaTdsmnTJsaNGwfAoEGDcDgclJSUcPfdd+Pz+di+fTuDBw8GhLvYMAy++OILNmzYwMUXX4xhGEQi\nEb7//nuOOuqoVtwTiUQiaTxSBEokknZLz549+fDDDxk/fjyfffYZoVCIOXPm8M477+D1ern55pvj\nbTVNIxqN0qNHD4YNG8Zdd92FYRgsWLCAI444ohX3QiKRSJqGdAdLJJJ2ywUXXMB3333HlClTeP75\n53G5XJx55plMnjyZyZMnU11dzY4dOwAoKytj+vTpjB8/Hq/Xy5QpUzjnnHNQFAWv19vKeyKRSCSN\nRzEMw2jtTkgkEolEIpFIWhbpDpZIJIclW7ZsYcKECfTt2xeASCSCw+Hgoosu4qyzzjqo237qqaf4\n8ssvuffeew/qdiQSieRgIkWgRCI5bHG73fzpT3+Kf9+6dStTp07F5/MxYcKEVuyZRCKRHPpIESiR\nSNoMpaWlXHvttTz55JO899577Nu3j++//55x48ZxzjnncNddd8Xj/Pr168dDDz3EAw88gMfj4frr\nr2fnzp2MGTOGp59+mmHDhrF06VLee+89fv3rX3P33XezZs0aCgsLKSwsJBAIALB9+3buuOMOtmzZ\nAsDEiROZNm0aM2bMYNy4cZx77rl89NFHnH/++SxbtowuXbrw6KOPUlFRgcfjYcuWLezYsYOtW7dS\nWFjIQw89RHFxcWseRolE0k6QA0MkEkmb4qijjuKLL74AoK6ujqVLl3LjjTeyZMkSJk6cyOLFi3n7\n7bf57rvvWL58ORMmTGDlypUArFy5kqKiIlavXg3Au+++y8knn8wf//hHNm/ezBtvvMFTTz3F1q1b\n49ubNWsWxx9/PEuXLuX555/n1Vdf5fXXX09Zb3FxMWvWrImv10wwvX79eh5++GHeeOMNAoEAL7zw\nQosdK4lE0r6RIlAikbQpFEXB7XYDxHP8Adx0003k5+fz5JNPMnfuXHbu3ElVVRVlZWVs376dPXv2\nsGrVKq666ipWr15NKBRi3bp1jB07ltWrV3P66aejaRoej4czzzwTgJqaGv71r38xefJkAPx+PxMn\nTmTlypWccMIJfPDBB0QiEd5//32uuuoq3n//fXbs2MHu3bsZOHAgAEOHDo2PLu7fvz/79u1rycMl\nkUjaMVIESiSSNsW///3v+GARn88Xnz5z5kyWLFlC586dufTSS+nfvz8gROP48eP5+9//zscff8xP\nf/pTduzYwZtvvsmxxx6Lx+NBURTsiRQ0TQMgGo2mbN8wDEKhEDk5OfTv35+//e1vVFZWctZZZ7F2\n7VqWLVuWEK9oClazLxKJRNJSSBEokUgOW5IzXH3zzTf87ne/49JLL01pu3r1aq6++mpOPfVUDMPg\n448/JhKJAHDiiSfy5JNP0qdPH3RdZ/jw4Tz44IOcfPLJAIwePZpXX32VYDBIXV0dr7/+OiBE5jHH\nHMOiRYsAqKio4M9//jOjRo2Kr/fBBx9k+PDheL1ejjzySJ544on4eiUSiaQ1kQNDJBLJYUswGGTi\nxImAsKK5XC5uvPFGxo4dy5tvvpnQdubMmVx99dXk5eXh8XgYOnQomzdvBuD4449nx44dTJkyBYBR\no0bxxhtvcMIJJwBw/vnns3nzZk4//XTy8/Pp1q1bfL2//vWvueuuu3j55ZcJh8OceeaZ8RQ1J510\nEvPmzePnP/95fL2LFi1KcFNLJBJJayGTRUskEolEIpG0Qw4bS6BhGMydO5eNGzfidDq555576Nq1\na2t3SyKRSCQSieSw5LCJCVy2bBnBYJDFixdz4403ykz9EolEIpFIJM3gsBGB69evZ/To0QAcc8wx\nbNiwoZV7JJFIJBKJRHL4ctiIwMrKyniGfgBd19OmZ5BIJBKJRCKRNMxhExPo9/upqqqKf49Go6hq\nooZdv359S3dLIpFIJBKJpMmUlZW13saNw4S33nrLuPnmmw3DMIwPP/zQuPzyy1ParFu3zrjuulnG\n8OGnGPC6AYb8OyT/iP/17NnTgLn1tLsj9jlswBexzyfF5p3ThG0/ZNv+wwZcm/TdMECPfU9dPjd3\nVGze1kPgODb2eO82fL7uxsKFC41AoG/CfE07Mvb5rTT7ju1vXgPbitraBg34o219y4wjjuhnAIai\nFDXYb7+/vwEYbrc3to5ZrXL8/P6LbPs0Nc1xeSz2/2dJxwoDvjYCgWJj27ZthqrqrXz+zfPwpFFW\nNsIIBPrE2zgcY2LXgcPo3/94A1bG5v3DAAy//8LY97/E1iOmO50/NjyeDsbll083AOPccy824IlW\n2s/mHqOnD4F+yL9D5+91Y/jwUw66tlm3bt1B30Z9HDbu4AkTJuB0Ojn//PO57777uOWWW9K269Ch\ngIKCPECWXjocKCsrw+ms71ztif1/HugT+1wa+x8EPm7U9lyuL+OfFWUH9ogIVTXrwfrITF3S/5bG\naMay99OnT1fOPvtsamq+BaxwClWtjn0Kp2wnEOiLy+WJfXM0sI1t+P3F5OWVAtsA03pvoKorOP98\nkT/PMPZkWkGcSES0GTDAzKmX3+AyBwNVrbB9OzL2P2KbpqSZZvINnTv3pKSkhGg0TPPO34GiDq/X\ng2FY519RxO9A19243R6gNjZH7JN1feyN/a+NLeenrm4PRx0lKrQEAn7bsocbWmt3QCJpcQ4bEago\nCnfeeSeLFy9m8eLFHHnkkWnbOZ1OioqkCDxc6NChAw7H/ozzVXV37NPO2P8gqloS+7wUOLZR23O5\nNts+J4pAj0eIQEXxZ1zeMFpbBKrAh01cdj29e/fC5/PhdvuxjilY1cpMwVMdn2cYdZSVDY99a0gE\nfkOXLj2oqysHegPmud2Fz/cJZWXH8s9//hMhQP9S75rCYdGXwsJC7rvvPnS9dX7TilJhK+cWiv1P\nd/4TRaDD4QLW0bFjB1RVjQmtQyGOOYjX68HeX3P/nE4PHo8ba/8isfnJIrAmNh00Tefaa69l48aN\neL0uWu+30VRMYX7YPA4lkgNGm7zqS0rysG5WkkOZjh07ommZH+6mldDl+gYAVf0juh7miCOOsLVK\nZ4FJj6JYwsfh2I75Ezj66AHo+g4ANC2QblFACCJN0xFWyJZmR+z/xkYt5fd35+yzzwM+oKREWNO8\n3hygMt7GEjmmhe4EYDoA4XAVAwf2jU3XAEtIp7KFrl27UFNTCQRxOL6NTd8E/Iejjz46fu4U5dx6\n1hMlFBLCQ9chPz8fh6O1Xuwq8Hr9sb6YAsd+/s1jlyjwSkt7AOvp0qUDAKqqY1laWwsF2I3Pl2gJ\nNOOrnU5PrJZxoiXQFH3WfVW8nBnGHvz+AnRdp0+fPvh89mUPF8z+tsZvWiJpXdqcCHS5XBQV5dUr\nLCSHDh06dEBRMlsCNU08dJ3OnYwcORKf7000rYaioiJbq4r0C9tQlF8DG4lELBGoqvswH+BHHtkd\n80GnqpktgdFobUxAtYa14zMAFOU/jVoqHK6kX78+wD46diwAwO32Yrlq7ZZA8yG/FhD1cCORarp3\n7xabvgroRma35hZ69OjM7bffAYCqLotNn0dNzWaOOOIISkpKGDx4MD5fl3p6XYXT6QVA0yAvLw9d\nb50Xu2i0Ap/PH+uLKRjs5/9Fs2XCct27dwe+JDdXhBeoqkbri0CA6pi1z24JFI8Cl8uDx+PCLgLF\ntSIEudNpngPxOzKMXQQClpv+8LQElsf+V9bbSiJpi7Q5EXj55ZdTUFCAy7W9tbsiyYKSkhJCoU1k\nsuZVVb0LLEJV9zNixAhUdSuqWkNxcbGtVXnaZe3zDePnwNsEg7tYsGAB06ZNA6riFjBhnRIiUNO8\nGdcUjdbh8+XSsg+62xCubyGWnc7d9bZOJhyuolevXoCwqAF4vT6ECDTdfULA+P1v2JYMAgahULXN\n8moK7i/SbkvXv6NHj87cdddchgw5ibq6/8S2+RrhcA2BQABVVXnjjTcIh+s7bxW43YFY30S/VTUb\nEbgE+LbBVo0hGq3E7xciUFXTicC3Y/8Tr+GiokJgH263M7bswbQE9qLh34FJbcwSmE4EuvF6Ey2B\nXm8AwxC/DafTvK8Kq3Q0ug+/Pye+HrfbbRPKhwvmcauqt5VE0hZpcyLQ5XIxfvx4otHXOTSCsCX1\nMWTIELzeEPCPpDn2h+WF1NV9Rr9+/QgGv6Km5tUkEZjZkigwH0p7iERquPLKK7n++usxjGp0XcR4\ndezYEcMQ7TQtc4C4EIEBWtZ19AsU5VbMh5VpHc2OCOFwbTyGtqBAWAItESgefOFwNWBQU/MBw4ef\nFFs2DNSi607OOecchg8fjqqaltRP027N613HsceKOM3SUhG7+dhjjwHg8VgDbvLy8qit3Qm8kKHf\nFXi9llte5Aht2OILk4D0g8aaSihUHheBlsBJd/4TRWBeXg5QjtvtiC2rp7Q5cHwNfJ9VS1WtxuNJ\nPzDE4/HERKB5jUXxePxEo9WxZTcwYMBxmCLQMOpwOKw4UZfLFbs+DQ4ft7B5/5CWQEn7o82JQICe\nPXsSCu1HxngcihhYMVSQk5NDr179SbViJAqd2tpv6devHzU124hG9ye5gxuygIjrQNM+Ji+vE4qi\n4PP5iEar4mEDhYWFcWuHlX8y9SUiEqmLWT5a1uVlGBuAZ/D7AzZrVDZU43B46NSpEyCq7QD4LNa0\nLwAAIABJREFU/aYIrCAQKImJwEpUVef66y+zLV+F0+nD5XJx4YUXYg0m+SZpO1EgSnX1WkaMGAGA\nzyfSkJ577rlEIhF++GFrvLXT6Yx9Oj9DvytiYlu0DQQCRKPZiEAw49UODO+g60Zs1CsoSjpLoEmi\nOzg/PwCU43K1hCUQsn3pVdUa3G53kiVQ/Cbdbk9SXF8Er9dPNFoDhKiu/pJBg47DjB01jDp03Uo3\na1kCnwM8HB6I+4fDIS2BkvZHmxSBAJrmxBrJl4wB3NSCvZFYhFFVFZ9PWIVcLpdNkNhJfciWlpbG\nPzfOEiiuA8N4n549xQAHn89HZeUmamv/AMDgwYNjDzpQFPPhmPoSEYnUEQi0pAissX1+l+LiYpsQ\nyYYKPJ4APXr0YNGiRfTr1w+AQMAH/BeRwuRIdN0NfI/fX5B0bKtxuYR7XAhnMSjE5fqvrY2BGDDy\nFW53IG4127FjCyAEhqqq5OTkkD37yM3NZd26dTzyyCONEoEOx4EUgV9z9tnn43AI67Ci1Dc6PFEE\n+v0eIBy3lAlL4MEUgdmNPFaUqhRLoKqaItCVIgJ9vkDsJeE7cnNLYim4zAFEdTgclgh0uVyoah2p\nLwmHKlsRca6g61IEStofbVgEOsgsAiuB+7GnwZC0FHVomovnnnsOEOX/hCBJvgHX4vHkJkzJzbW+\nm0JD0JAlUFwH0egOBgzoDRAXoQBz5syhR48eRKPJVp5PsVstxQPcwOv10nIi8MGEb4YRTRGBinIS\n8GiG5XeSl1eMrutMnjw5PvXbbzcCNwD/YdCg/jGh8mNycwuSxNo2CgqEKJwwYUJ8amLMrfk7eoOi\nIkuo33777Tz88Pws9tH8nRrAJ4hrYSNHH92bsrIyiouLCQQChELZicBQaD1wRVZtG6YGv9+DYQgr\nW/2WwMT7jccjLGGm1fPgi8B0lsDPUqYoiukOtrumxWenU48N7rCLQH9MBH5D1649YiJxD4qiYBjB\nBHew2+2OWaoPl5x7FwJiEJOiHAqDdiSSlqUdi0Cw50mTtBR1sfxpFjk56UWgz5cXd2MCCbWjzQdP\nYWExDeeEtK6DI48U6xNCTgwkuuaaa3C73YTDptXNfMAnD36oQ9dduN0umh9q8FfgrqRplcBvsSfA\nVpRazj/fcplWVFSkiEDDeBe4CliTZjs7KSoqSZm6bdt3AKjqJgYO7EFNTTnwDZs2fZIkAv/NcccN\nAqBz5862ftmPufn5LTp1skTg2LFjmTHj6jR9EgSDQbzefESs37fAL4Fj8PkuweH4G4MH94u3FSKw\nkuzjfJ/Jsl1DVBMIWCKw/nQiicJQpFppbRF4dMoURalJIwJFv5xOHbfbja5bItDj8SKsjF/Su3f3\nmEjcg98fwDCCCe5gl8sVs5YeLiJQ3IsCgRxUNdPzQiJpu7RZEajrDjI/qKUIbD2EkLIeqsRSaKSK\nQKfTwz333AOAYRgJtaIvuugiADp16kjDOSFDsetBDEgAK+7v5JNPpqioCI/HQyQiHnyWRdC8Pixx\nqOuuWAqN5loC70VYIN62rf9fwHUEAtfFWzmde+ndu3f8+5AhQ9i/fxnCQilcbg5Haazt4jTb2UHH\njsUpUzXNrBAhRr6uWbOGiy++mLFjxyeIQF3/J0OHpgqJRBe8+fmf9OnTLU3b9DgcDjweMXjC4fgJ\ncAuXXnopVVUvo2nvcN5559n6ocde7GoyrS4JV8NNskBRaggEvGlEYLrznyjOTUvgwXcHG0n/GyJ1\nYIhpCXS59Jg1z0oWrWkaTqcf2EJxcV5M3AoRCCS4g91u92EmAsX9QIzklpZASfujDYtAMybwc2B4\n0lwpAluPzpSX/5CVCHS53ESjqXFOQ4aMiruD8/OzyR8XIje3JNY+sfSY6RbWdT32UAzbqoI8BICi\nPIDImyesmAdCBCqKGTR/MrAw9nkvw4dPoKrqfcyHssOxN26B+8Mf/sBdd9mth5sA8Hr7csEFF+Bw\npHOX7qBLl1RL4D/+IUZjq+puvF4vw4YN45lnnuHvf383LgI1TUfT/kHXrl0TltV1nUgknSVwD6ee\nOi6Lvbfw+YQIVBTRd3PgSlnZ8QmWRwCXy0f9I4Sta0pVD4QIfAfDuAePxxM/JvVXjKmzJd1uSXew\n+RvJbt2GUZ0yMMS83gIBT2xwR018uq5reDx+YDu5ub6YCKyJD5ZJtgQKMaxzeCBEYEFBAYoiLYGS\n9kcbFoGmO3gV8M+kueaDRIrAlkUIPZ/PnyAC/X5fmqDs/QQCOWlFoKJYy3q9XhyOhkRgkPx8UbXB\ntASCGFwycODA2DoVHA4PUGN70AtLm2HcDvwJeBu/3x/L+9Y8d7CZCFlgPoz3UVraKVZjVtRJ1rS9\n8QExHo8n7mIUWCXMioqKkmrc/hBbfhvdunVM2f6RRx6J31+EouyIu8ZNTPHSu/cA6uo2JIix4uJi\nBg8eTDhsF4Ej459MEZctwppUjq674us//fRzuPXWa1Pa9u3bD13/XT1rs6yEitJ8Eeh03guI47Fw\n4UJeeeUVLKGV7vzXMnTomPg381wdfEuguc7sRIxh1KSxBIp1+HwudF23DY4SlkCPx4+i7MDv93L6\n6afH2orrxm4JFC9nlRxulsBOnTrJmEBJu6QdiMB0NyPTEvhDy3VIAmynqKgblZUVCbWffb70IjAv\nL5dBgwalWY8lArOrJBGKl/2yB7Hv2LEjQeA4nR6glkgk1eWo6yFcrvVcc81lsZioXWRKmJwNTqfd\nUmI+jPdSXGyK1P/Gp5m5/RRFSRKB5n6bItCe56wTsB6P57sUS56J2+3HMFJFoGnNmjv3ZiAxFvCb\nb77h7bffJhjcjzgPyaXSSmkMTqcGvB4fnerz+Vi69CVOO+20lLZz5/4cny85n6Qda7CPub6GeQLo\nl3aOwyGuM4/HQ0FBAX379rVZz9JbArt06c6ll14aXw4sS6CwmB0MoWH2qf51//a3vwUgGq3KaAkU\nrmA1njwcomiaitfrR1W34/P56NGjBwDl5WZqFetazsvLIxjcClzH4YGDYcOGMXXqVGkJlLRL2rgI\nDFKfCHQ4trVklyRsp6hIWKUGDx4ctwYKEZicqHU/hYV5DBs2LMFqCGCGBv7jH/9g6tSpWVSSCMXF\nn10EJiMGrNQQDldxwgnj+etf/8qrr77KzTffjKbV4HAIq1xOjhe4B+ibcV0NIUrWmVgisEOHRHd1\nKPR9wuAYUwQOHToKUwQaRl0sb2Kyq3QIlZXPZxSBXq+fSGRHwkhpE8Mw+OlPf8r1189MWN7n85Gb\nmxuLqawBNqHrTu68804gcfBONnz00UrgXqJRISgikczJlI855hiCwY8zzrejZKsBWY0IGUlF04So\nsix5GpbgEoIvkVp0XWPAgAFAqiXw4InA7CyBPXr0oG/foUSj9phA87cl1mGKQOuaFO5gYbFNfGHY\ntWsXkCgC8/PzqanZ0uw9ailUNcS4ceNivwEpAiXtjzYrAsXbdyZLYAUulxu3e2uaeZKDwwYU5Rd0\n6JA6SCEnJyfJlQlCBOamtAVLBA4bNoyioiIMY0/adhYhnE4Ha9asYezYsRlbiTjSOiKROt59dxmn\nnXYaZ555Jj169EDTatC0feTn56cVTY3HPrDCTM+xj/z8PNt0Ud/XbjU1hYUYsSuEpCkCDcM8honW\nOavkWyJer49wONUSaKIoCg899GBa4exy+RHu/Q8ZOfJkhg4dGl+mMSxduhSA6urvueqqqxg3blzG\ntl27diUSqSB9XkjLevvkk0/i8RyZpk06CmP/f4/drS0Qx7euTlj9NE2zWc+CjB07gR/96Ee29nXo\nunW/MY/rwY8JzM4SqGkamqZjGHV4PJ7YuRIi0NyvVEugcAcHAn6i0e3xaz83N5ejjjoKSLUEHk6o\nqnhBPHgCXSI5tGmzIrAhd3CvXn1QVSkCWwpVPRPD+At33jkrZV4gEIgPDLDYR3FxehFodwcXFhYS\nidhFYGpeNCECnbGyZ5kveXHN7Mfh8KYE+KtqBeHwN+Tl5R0QEWjFHYKZZ8/hqEiypNVQVFQUT7Y8\nYMCAuCDr3r0rmib2OxoVItBKppzoWu/WLf2IXb/fj2FEMorA+vsfAeaiaf9i9OjjOPnkk9m8eXOj\n12PGlwE8/PDDcdd3OhRFoXPnXsCXaeZa1mARQlCNsIxOTtPWjrm9ZxBWQYtwWBzf2lqrnKBdBHo8\nrqSY1Vo0TWPEiBGUlJTEBVHzLIHVNFzTNjtLoKqq8ZKIXq83VirOiv0DM9lzqiUwEPBjGFXxa2X3\n7t3ce6+ImbSHNliVYIgvfyijqiF0XY+dI2kJlLQ/2qwItH7Uie4OMW0FvXr1IBrd1Sp9a388TTT6\nDddcc01aS5wQPokJn3V9P/n5mUSgRWFhIcGgKQL3IPKiJT9ogzidmd3AJg6HE9gbG4Vq4fV6qax8\nkaqqT8nPz2+SaErGLgI1TYg3RQnidDr59FOrLu8pp4wHhJu0f//+5Ofns27dOkpLS/F4hNstGq2l\nqKiIcNgUgYnHMlMt5JKSovj+NZbq6n3AArzejRx9dD8URcnodm6ITZs2ce6559Zbs9nkuOMGoSir\n08wR18CoUaNjrs4aRO7B56m/Jqwp9lemzAkGhbA0Y/sS3cFB3G4nM2fOtC1Rh6apDB8+nO3bt1NY\nKKyMliVQo/Ei8ERgYANtzD7VL2I0TYuP5BUiUEOIvV9SXv7v+PRkS6Cua7FcntZoemFVFOfLbglM\n5dAu3WlaAsXzwn5uahHXhqw/L2nbtHERGMS6CZnuot8Dr3Dkkd0JhQ5keSlJOhTlOUAEyp9yyilp\n2+Tk5MSsWBHEjTeM01meUCHEjj1GMBAIxPL7BRGDNQC2Jy0RykoECkvgPtzuRBFoigBze4mWwKY9\nJKLROpxOMYLVTO2iKOKB1L9/fwByc0t45JHUihtlZWV0796d6uo/AbuIROro3LkztbW7UJTxwEvx\ntt9//33GPhx1lLAQNk/Ufk6vXr2asbywVP7mN7/Jqu3UqeeRk/Namjl76NdvOH/723t4vV6i0Wqs\n3/wn9ayxNqGSioVBOFzLF198wdSpUwFhyRMjt/8FzMLtdjJlyhSb1bguXl4OrHREpvBqmiXwGxou\nwZadO1hV1SQRaFoClwGwYMECrrzyyrSWQJEWKfFaMUVg4iCnZFq2xnZjMS2B4rjYRbQZ19hQNSKJ\n5PCmzYpAUbQ9hHUTMktbCaHQrVu32Jv+n2nOKE9J/bhcVkqP5Bx9JkLIVQDfxabUoGnJrtH0KIqC\nz1eAsASZIjA5MD07ESheHPbi8aQXgX37HkXXrl2TRGDTSg9Go0HcbjOZsOi3ooQS3GlebyAhB5ud\nbt26xWodP0o0Whfvo2H8DbgegI0bN6bk2rNjxlxmOi/ZUFHxKT179mzy8o2ltLQ0QwzoXoqKimJl\nCAOEQvuxHuDJLwUWmlabYURzBFVV6d27d1zsWO5gMTjF4xHnyv5SYo8JNN3AZkyhOJeNdY9mE2OX\nnTtYWAJF/0SIg2nZFPsxYcKE2HQ1IUWMrmuxEfGJItAMrXC5En9biSEXh7YINF+8HA4HhmE/fubL\n047W6JZE0mK0WRFouYOTLYHioV1QUBB7q58I3Nbi/WsvqKo1Ars+EVhdvQVRSg3gDRSlIqk+sGDm\nzJlJLjgoKOiASJxs5n1sqgh0AvvwetOLwKlTL0FV1STLWXb1bJOJRuvi61FVIVIUJbEOq11QJNO1\na9dYP4sIh+twuVy88847eL2WS7ZPnz719mH8+PFMmXJRUpm4xtMcEdmUbUWj6UaDV5CbK14aCgsL\nY65x09KfOaZO02ooKbEn0zYFXR2a5kxqqyWkVREvmomkO2eVlWY2gsZbAhUlU0jE/wJ3xj43zRIo\nRODHmCLQLnaTLYGmCLRbxTNZAoWF0eTQdgcrStjmJrcfP1MEZn6BkEjaAm1WBIqHvt0SKESgyyWs\nA4n51pqe6kNSP6GQlZA7k2XPmj4j9n8SNTUfpG3/4IMP8tOf/jRh2qRJZ6Drr2JZApPzP4ZSrBXp\nEAJsHz5fovg0H3ym2Em0BNYXb5aJ31JXt5e3336Tv//970SjZn9DSSIw889TVVWmTbsC2I+qivis\no48+mupqYU3NZpDG8OHDee65hQ22O5QQeejSi8C8PHG9qKpKIFAMfBWbV58IrE0SwebLYjCewNpq\nmywCUxNSJ4vAG264gZEjR8bmHUgReA8wL/Y5e0ugmT9R1PhVgdGY+2wKxER3cDRBBNrvm6bFLzkm\nsG1YAnck/ZdI2iZtVgSKt3R7TKCwADqdQiiEw2EeeOCB2LzG5TaTZEuUcFgc96FDh2ZMJKxpWkz8\nFManhUK7ss4517dvT1yu7VgjRJMrwQRjVT7qR7hit6cMSDFFoDlytfkiUCTSPeqooxg0aBB1dZYI\ntLuD9+2rf+CSyFe4Jy5W7Ok5mjpIozFomsb69esP+nbs5ObmEgpVkJwGByooKLCul6KiTsDG2LfM\n50jTapNeCM30M3WxlEH2tokiMHUkrFWT2eSBBx6I5XBsmiVQVesbHBVGjIbPbmCIqqpEIqKNGHGe\nKFhNy15qTKAaF7x24Wu2Tw5ZSBSBh6IlMIg5EEhRrNHBVVWbgNmxNuaLQ0PppySSw5s2KwJTLYFD\ngGg8Sa9hGNxwww3cfvscsi9KL2kcVbFSbHDaaafVm0Nu3rx5WDVoBdmKwJycHDStHKgmJycHlyv5\n7T07d7Bo8wVHHdU9YXppaSkTJvw4Xr2kQ4cOtrlNEYECXdfJy8sjHK7CDF0wLYETJvy/WFH7zAQC\nPlR1R3w0sylm/vjHPza5T9nSt29fzjvvPAYPHnzQt2VH0zRcrgCpuQIrE0SgOEdmdZHMlkBFqU1w\ncVrrDcaShyduW4hAcR3bRaDLJY59fS78plkCGxq0s8C2zobzBIbD6USZYesfaUcHm+IvnSUwWQQm\nuoMPxbQriwGzvJ+VJzAaDQK/AkBVzVhf+WyQtG0OlyrfjUa4/0KoahArlVclsJe5c+dy7rnnAuD1\netC0vdRTqEDSZCpwuwMEg1VpawDbEfF/kTTTGiYnJwdFKUdVa+jWrRubNu2kLsELFYwH8deH0+lA\nUTbSt++khOk+n4+33/5L/HtiLrumi0BTFLvdOVRX78fuDv7LX5YSDtf/UPf5fKjqVny+3IT1ZXvc\nmsOnn37a6MTQB4rc3CJqa7cDViyi01lBIGBZPwsK8oAvGD9+PMuXV2X8fUcim5psCbS77nNz89ix\n44eEutbJiNi5xokiVW34uq3PEuj19qO6+j+xdakJItCqHSz+Z7YEpheBh68l0DqHdkugHV2vwjAc\nhEJNG/glkRwutFlLoKjBuhtNs6uBtUSje5k0aVL8pubxeNB1+bZ3cKjA4xGCJLn0WzLphEtjLIFQ\njq5Xx+qa/jepRS0+nzvNkok4nU4MY2dChY5MvPfeewwffhINi8BewPu276lqRIi4/RhGMG5dcjqd\nDaZuEfO3EghYLsPrr7+e0aNHN9j/5iLiy1rn9jFw4CDgo4Rpup44kKiwUMT5nX766WnqUptsoLp6\nLeFwmK5du8ZErTmiOBgbKGShaRrRaARTbNn337Q0B4OZRY/H4ya7GDkrrY+qmgIr0wuBQX2WQIej\nkOeeey7e32CwNmlZMK/J+kSgKZLs7uBMlsBEl/ihKAITLZVWihgLXa+KufGlCJS0bdqsCCwrG4Tf\n/zGqar8JnUQwuDshdsrj8aBpNQiz/6pGbuVt6nfBbMVKRtseeYZQqIr58+czffr0elumq8KRbWWO\nnJwcIpE9aFo1J510ErAZe241TatLG8SfjDl4pHfv3g22PeGEE2LpVxoSgV8D79q+z0hp4ffnIlzh\noRSLRH34fD4MYxs5OZYIfOihhw670l2N5ZRTRuH1Po/4bQnBn5xSyPTUilCBTCLwWwDGjh3L5s2b\nOfHEidgtgWYeRxPLEiiElP3FJjkdTDrEi0htxvmC7wF7PKf50lDfi2o6S+DpCAETSUhWXV5uhVxY\nlkCxfLqBIYoiysaZVl+78M1kCUxM+n3oi0ArWbSthVpFcXExui5FoKRt02ZF4MCBA1HVf6NptVx7\n7bXx6XV1exJSWoi8WDXAE4iRctkSAk4G3qqnTXtPL3Ave/Zs4+qrr6ZLly71trRbcbp06cq+ffuy\ntjTl5ORQWfklNTVPkpOTQ4cOXbHSg6QL/k+P6crLxhIIkJvrJ7MIfBcrfYz9Af7PNOvJQ1gCGy8C\nI5Hd5OU1XFmlLTFjxtXU1b0Z+yYGA6nq/qTk4kLE+Hy+ekXgxRdfEa/sUVAgLLKCYMrAD+t6FOfT\nHuJgjpCtzxIoRthmEoF/R4gx86VSXItWvr5MItCyBGqaPab2r4jyepYIVFWV/futkdXJIjCdJVBV\nIzHxm2rJz2QJTPzdHgoxgVHg37bv9v6F01gCK6isXEJxcTGaJkWgpG3TZkVgt27dKC//lOrqJxOK\nvLtc7gSrkCUCGy5Zlci/Y8vXl2LDFB6y9FBD2EWgx+POWC0kHfYUH16vN5bixXrwZ2sJ3LtXjCrO\nVojl5fnILAJPAsxqH+YD3MAasWpfT6o7OBvM2MRG6MY2gcvlIhAwX+RMy9vu+ChcsARabm4uqpo8\niESgqt/Rq5f1ctKhQz7WyPJUS6BYRsO8thJFYMPuYGEJzGQpPAFRucNcpxCLimKKQrsYSb6fCBHn\ndie/dO4GwvFrX9O0BBFo9V9sqz5LYDoRmDkm0O79OBQsgX8FBtm+2/uXLibw90BUikBJu6DNikC7\nS8wUGD179qK8PPGBIMon1WAJtmzZyrHHjiIc/ks9bcy3+IYKwLddhg4dmlU7uwhsbKxZTk4OJ5xw\nAiBEvd+fKM5UNTtLYEVFerGQiUDAQ/1uulsBcDrNNu+TLsaoqCgPRfkr0WjjLIEjRozA5XKxa1fm\n0nBtlS5dzHRDwtoaiexKEIFmPGVxcTFW/shEXK69CSOwR44cSiBg1iVOL8hVVUdRMovA+tzBXq8b\nRanPHVyFJRLF9WtZAu3Xze9IxHTnJufH3IVhJFoCo9Go7bdmWhsruffee+P7kCgCow1aAlNdqYda\nTKC9708AF8Y+hzGMOpxOZ9I+iN+rCCWQ8eKStk2bFYH2kYtmbJnX60m5sYv0EDWAmSYiW6tdDSUl\nHWMxQpluFKYrpH3Wn8zJOZbf/S75gZWprWXNmzZtWqO3dcYZZwDi4R8IJLppVTU7S2BjRWDmQUWJ\n15DLtQ/xEE9+SAumTDkLn295o93BiqLwww8/8Prr9b2ItE2uvfaq2CdxnuvqdsXduiBSDn3yyScU\nFRURDifnjRToeqIL+dhjj8UwPot9C+J2p14ziqLF3cumCPz5z3/OzTffLJaqxxLocrnQtPpEYA2Z\nRaD9OrOsyaoq3ME+Xy7797+FeNEwr7/dJMcEnn32OVxxxRWA3R1cmRDHJ0RcJL59VVXrtQQmx+4e\neiLQPsDqYexVYaLRmlhcuLX/brdItJ6Xl4eiSEugpG3TZkUgwCOPPAKIm9R55/007eAEcQOrxLox\nZPPmtxfYjNfrweFwA3eQPvbFvAG2TxHYmIEOpuV20aJF/PznP2/0lsw4T4/HQ05OoghUlINjCbQG\nFSWTuB5V3Y2wCp5Hjx4DAKuUGMCwYcOIRCqIRhvnDgZx3IS1q31x+eWXc/bZFyMsgXVEIomVPwKB\nAAMHDqS4uJi6up2ke7lT1f0poQSiHjMId3A6S6AWzyFn1mX+5S9/yaRJIq1QfZZAt9udlK0gmVQR\naHkTqpPaCYR2idC1qzmYSbiARV+/xzAsd7Cqqrz88kvcf//9gCViDWNLGhGY6A5Ol+LJFHvJo9h/\n//vf274dCjGBppgPkhgbWEM0Wp1yb9D1KhYsWMCECROkCJS0eQ5onsAxY8bQvXt3AI477jhmzpzJ\nRx99xC9+8Qt0XWfEiBHMmCFGR86fP5/ly5ej6zq33HILgwYNYu/evcyaNYu6ujpKSkq49957cblc\nvPfeeyxYsABd1znnnHM477zzsuqPGQvo8/lYsuSFtG0KCwuJRHZj3Xz3kfjmmI5RwGf4/dOpqdkP\n/Bq4APgcOBcwhY95A2xafdmm8RPgN0B327R/A9eTOEr1YLID+LpRli3zYdwYS5gdU0R6PB7y8hJj\nAhUlO0tgeXnjxLoQgekeEonJqg1jFyCsJV26dKe0NC8hQXF+fj7B4F5UNXWUoiQz+fkBxG9rDz5f\nQdq8hT6fLza9CkhOQ1SeYAn0eDxEIqalLr0lUFU1DKOKBx98kDPPPDNlfn2WQCECG7IEmsuLe0aq\nJXAjwqUp0LQooVCYQCCPsWPPZPlya6CI1/styZZAO5YlMDGuz1472BSBJ5xwQrz8XWK7VEvgaaed\nZvt2KFgCzbjKvyVN304kUpMiAhUlRG5ubuw3KkWgpG1zwETg5s2bOfroo1Pcf3PnzmX+/Pl06dKF\n6dOn8/nnnxONRlm3bh0vvvgi27Zt45prruGll17ikUce4YwzzuCss87i8ccfZ/HixUyZMoX77ruP\nV155BZfLxQUXXMCJJ56YlLA3PWbKiPpSjRQWFhIM2kXgXiB9eTOLLwHw++2VBj4FLgL6AGWxaaYI\nbJyFqXm8BkwiUQT+E3ivBfswCfg7hnFk1qLGfKCEQk2zHJiuwD59+qQZsJGdJfD5559v1Pa9Xm9s\nUFEyO+jffwQffPA2r732GlOn/g+K8haGAYYRYuXKlQmt3W43kUiQSKTxlsD2jNutAa8Ap8bzUaYj\nEChiz549JItAw9ifRgRalsB0pQZVVSMaFTnk0onOhtzBqto4d7AY2OEGXqCu7v+R/EKpaUEgEiu9\naCajNkcLbyISSYwJtGMXgQ1ZAvv378+qVYkptDJZAhM5lERg8sCZAYTDrqSKMVY9YfHieCj0XyI5\neBwwd/CGDRvYvn07F198MVdccQWbNm2isrKSUCgUTw8yatQo3n//fdavXx9/q+zUqRPM0ekGAAAg\nAElEQVTRaJQ9e/bwr3/9K57odsyYMaxZs4avv/6abt264ff7cTgclJWVsXbt2qz6lI0IzM3NjdW3\nNW+62dSKDMXW7+Huu+cxevRY4M+xeTtS2rX8wBBP0nczf1pLuKU3I9Jd0OgYN4Da2obyqKVn9OjR\n1NaKEmC5uX5U1S4Cs7MEnnHGGZx99tlZb9MaWW7yD4SlZjsdO5bg8/n4yU9+QjC4D8MQNXYTi9Sn\nIi2B2VNWdiziWqvC48n8G8/JKcCeMsgkEkkUgW63m3C4FuE6rsHnS/4dmaODKzO+VNR3/txuN4pi\ndwd/TaKoSx8T+LOfTcPt3mT2IKk/tYg0J2ZC5zDmfScY/CrBHZxqCbRc5JlFYDjjPmWyBCayqZ55\nLYUpAi/hmGNGJcyJRIJpzqVIGyOSx0sRKGnbNEkEvvTSS5xxxhkJfyUlJVxxxRUsXLiQ6dOnM2vW\nLKqqqhJGffp8PioqKqiqqkpI7Orz+aisrEyYXl/biors3KvZiEBFUYhGw4A5KjD9SMJ0+P0e/vd/\nb2Py5PNRlHdiU7+ztTAf+C01wuzL2P/km7YpiDa1QB+ECHa5ipoU41ZT0/RjZT7sfD4fDkeiCMzG\nEthYPB5PbGS5yfGo6o3ADrp0EfWFvV4vRx3VL94iEqn/odJaVTgOR6ZOnYquu4EdeL2Zf+P5+QWk\ne7kLBvcmZBHQNA1N0xHWn5okS7/ATBGTbD0C+Pzzz+PVOdLhcrmSRgf3Ai6zfa/FEoHmvSMS66O5\nXKL1UVx/ETRNT7AE+v1FRKPV1NbujIu4+sr82d3BiXkCgxlFYHaWwF/VM6+lsF68iotLEubouivl\nuJiWQCkCJe2BJrmDzz333HjtXZPa2tr4m2FZWRk7d+6MizuTqqoqcnNzcTgcVFVZ1rHKykpycnLi\n7QsKCuLiz+/3p6zDHsxdH6YAbaj8lsC05KVaDDJhrrd79+4Yhmll22pr0ZIiMIJwRUNqQlrTHd30\nOrfZs48+fQazadPXRKNqoyxbp512WjzVS3MQCYKtWB7DqM3KEthYrJHlYA48cLt3Ul29na5drYfN\nf/7zWfxBY6/damf79u3tcoBHc1AUhdzcDuze/U29IrCoKJ0ILEdRjJR7icNhuoRrYimAEjFjAtO9\nVPTt27fe/gpLYPJv06pso+vrCYfNfHam9SoSqwxjXmfi+rn44ktYuPAZFKUSCONwaLHSdcISqGkO\nunTpyeef/zMlj186ki2BpqvYFET1LZPuJXvv3r385CdnsWLF8ga3ffDYBzwO9ELXHYTDIQIB0dfu\n3buzc6cfw9iaZrmwFIGSdsMBiwmcP38+eXl5XHbZZXz++ed06tQJv9+P0+nku+++o0uXLqxatYoZ\nM2agaRr3338/06ZNY9u2bRiGQV5eHoMHD2bFihWcddZZrFixgiFDhtCjRw++/fZbysvLcbvdrF27\nlp/97GcZ+7F1a+KP+ttvv2XHjh0ZWgsWLFjA//zP/8S+ZW8JDAaDbN26NS4GfT4ftbX2YvXmDaQl\nRKD9ZpW8PVMEtsQAlX2UlHTkq68+QVE0du3aVe+ISTtPPCEC3pPPYWMJBoOxh6MgEqlm//79zV5v\nMpWVlUSj5suMeLhXV3+Apm2muPjmhO1pmkYkEqG6uipjP7Zt23ZA+3c4UVFR0aTzk5tbwO7d3+Bw\n6BmX9/vdpL7cfU9+fqeUY67rLuAdYB2G0TPNOhWi0UoqKysb3d/KykoMI3GggaLsxfTKhsPvAFNi\nc4QINIwQkUjENmpZ/M49HjdLly5l8uQ7Y22N2AuGsASqqhbPm7hzp0iR88MPP6Qd5QtiUJS5P7t2\n7YqlvgLDqMt4bswX+X379qX9jVdUtHZWhKXAbOCn+Hw57N+/G10XL2NVVVWEQjV4PO74/pl5FA2j\njn379rFnzx4ikezuXZK2ifmMb8scMBE4ffp0brrppviI33vvvRcQA0NmzZpFNBpl5MiRDBok3nTL\nysqYNGkShmEwZ84cAK666ipmz57NkiVLyM/P54EHHoiPHp42bRqGYXDeeedRUlKSsR+lpQ0N6kjF\nfIMvKSlh797d1D82wHqYdOzYkdLS0rgFx+PxEAoFbSLQXFFLjDCzdzpRBDocFbF9ahkR2KVLJ7ze\nfCord3LEEUekdZ0dTDp37pyQuiUU2sWAAQMOeE3dXbt22WK8qvB6CzjmmGGsWfMGU6ZMSUheHA6H\nURQlfs1IEtm6dWuTjkvnzp3573+/pqioIOPyPXt2IdUS+D1du3ZLWcbl8lJZ+VMAiot/mTLf4XAQ\nje6na9euje5v586dUZTEm4tdBApX77Oxz+HY/GgsFY15nYn/Xq+Xnj17Iqz7YdxuV6zyjLAEOhxO\nunfvzKpVViqbDh060KlTp/i2zRcTsa/F8f3ZvXt3vISiqkYyXrOmh6ZHjx5pXc3V1eZ9L0LjKzId\nCEyr6xJyc3uyf/9uOnUS9+poNEootJuCgp4EAgFKS0upqKiIjSaP0KlTJ4444ogGY3glbRun03nQ\n79et/fJ/wERgTk4Ojz32WMr0Y445hhdeSE3PMmPGjHi6GJPCwkKefPLJlLbjxo1j3LhxB6qrKZgj\njYuLi6moKG9ABFoPdlPcOBwOzjjjJ3i9bl57ze7uaUl3cAivt4ALL5zC44/XJEwPhR6Kfb4GOBM4\nmCNQ91FcnEcgIERgawx0EDfyKkQMZIhoNNioMnTZ4vF4iEbNB10lHo8fj0e4ne2Ji022bNmSZWiC\nJFsGDuzFypV/JSdnbMY2BQW5aNp+28sZwBf069czpa3LZb2wpHt50TSdSCS9O7gh3G43hpFoWYpG\n99q+GVhpnBLdwfZRyyAGdQQCASKRCiCCrms4nVZMoK476NpVCB7zN5jstnW7vVRVpb4YJg4MyRwT\n6PP5eOqppzLGGo4aNYqNGzfG+tRSIvAHxOC0odhL9OXkiN9/bq6PdevWUV1dzZgxY3C7rXNs/jYN\nIxgfGBKNSnewpG0jo9CxRGBhYSG6nl3c3LRpV1BWVhb//tprf+aUU05JSgEhRGD6NCL1cS0i92Bj\nCKLrjlgwu317wiUzZMhwxA1yiW2egYhJ+rSR28qMqu6mpCSPQEDcdJNHJLYEPp+P/fvfBY4E+pCb\n26HeoPimIkSgeb6rcLt9sQoO6YPwS0tLD7g1sr1zzDH9gC/TDuIwCQQCOByJrkmv90NGjDgupe0P\nP3wR/5xOBIqYwEiTRKDL5cIwkmMCo1jl2+zXTCT+3+/3x64zF/B/YqlolJycHMLhckQMm26LCQyj\naTq1teIFJRAIYBip8Y/2F5KITSHbYwLrS/iuKAqXXnppxv198skncbn8tGyalZ8BwxCuYEvgmiLQ\n7/dRVlZG//79AVJGlauqjmHUxmMCpQiUtHWkCIS4265z585JqUVMVmHdlAW///2j9OnTJ2Ga2+1O\nKwLTlxarj4eBeVm024412EMEg+fkeEl0P1dQWHhEPOeZqn4Wn6MoeUAPYEAj+5cZn28jvXv3Jicn\nENvGgRdfDZFsbSss7HBQtpOYXLgSn8+PpmVbdlByIDjxxBMB6g3gz8nJQdcTLV4Ox5ccddRRKW3t\nMXPpLYFaxnkN4Xa7bS8NCVtFUVQ0zT54KdkSWIsQU8vi/fT7/YRCVYgXQLslMISm6XFrdKbfoM9n\n/U7C4XD8s90SCKFm5a7UNActWzXE/P1di65b5QJzc8XLlymETauoPXsFQDQapqLik7gIlDGBkraO\nFIEI0bB9+/ZYzdp0cXOjgbfj30QsTiqpo/+CsXqhTYkJbCio+i2gI2BWTxFxQKn1bIWbsrx8HwA+\nn5lGZr9tRPOBwzA2MHDgQHJzMyfvPdgku716905/vpqLSPJsHmshAk1LoKRl6NmzJ6FQiIcf/k3G\nNjk5OahqOeJlR8QGRqO70o7Gfvnll+OfM1kCgSZbAqPRdKIigqpq6LoQW1OnTscuAr1ebyx/oYVh\nGKiqisPhAcrRdQ2Xy7IEOhwObr755oQsDMnYRaBd/ApLoPnS2/hcn3ZaXgRagtfj2Rz/bIaDmC/u\nZrYAtzv9vum6HhP8BskGAImkLSFFYIySkpJYXsFM7uB3gT04HD4+/PDDtC1Sk8GGyMnJzVBfNjOq\nmk382imx/1/F/gt3cGo92wr8/gAXXnghPXr0QFW3xKYnPxwOzI0uGNxBp06dYqXbWodkS+CoUcce\nlO0kJheuwu/3SRHYCui6Xm8KoEAggKJUIMIe3gcgHN6dNm7z7LPPZuLEiUD9lsCmxgSmtwRGUBQ1\nLgKFODNHB4uKH5qWaI0zEz17PDnA3liKGMsSaIqY+mJQM7mD7WXjDCNzTGA2iH1qSRFoPtJ2U1n5\nanyq6Zkwrb+WdTT9fc/hcKAoSuy4S5ewpO0iRaCNQCBANJpJBD4AFBIKVaW4EEzEgyHRHZybm9vo\nIuS63lAeROvGZSUrDqHrjlhpKrsQFRaqm266iZdeesmWbyy5T880qo+ZiEaF+6hjx4bL+h0szIfb\nunXrABg48MC5u+0kJheuiuUgkyLwUCMnJ4doVLgGVfVDwKCubk/G0pO33norkEnoReqZVz8ulyuD\nezGComioqhin5/W6sSyB4VhJuERBmp+fH2sbQIhAPSZchCVQ1xsWbsccc4zVg5SYwAgi3KR5lkDR\nj5YUUeYjrQLDsFzcHo+LZcuWJYyOFoRJh5lbUaQMkiJQ0naRItCGCMCuf2DI1KmXZYyxEdYIUwRe\nCLxFUVFhzBWVPYmxQemwhpRbIjCIw+HE4XCgqiFgISJHVkX8Ldjj8aQVgUOGDMHnSy6unokqNO1H\nJCbFtjCrhHTrdkSW6zvw5OXl8dVXX8UflA0l8W0O4uFcAwRxu10Z87BJWo9AIEBtrajk4/N9BJTj\ncHgyxrr17NmTSZMmM2zYsJR5Ho+ZOqXxt06Xy2WzHJsomO5gVVVi7Uy3rrAEapqG02mJzjPPPIfb\nb78dAK/Xj2kJFNY/yxLYEAsWLKC8XNybkt3BVVWbgY4YRvNiAoUIbA1LIIwadSIbNmwAwOHQOfHE\nE1Pu3ZlSwJjCV1gypQiUtF2kCLTh9/sJh5NFoHXDvuCCKfzhD09kXF6kgDBF4CJgBX369MEwdmZc\nJh2W6yeTVel722fLEmgGM9fVvQdcgijZVBmPzxOjWS0R6HaL2Llhw4ah69+QHbuJRNYBK9PMM4hG\nI+i6Trdu3bJc38GhZ8+e8ZG43bt3P2jbcThM628Qp9ORUI9VcmhQWlpKKCQSphvGJ8A35OQUZWyf\nn5/P4sWL0rpSFy16lj//+c9plmoYXddj4tFufVKAaDzWEIiVf7NiAjVNi/9WAfr06RV3f/v9AWAf\nDoeWYAnMxnrncDjipTWTLYEmTan//f/Zu/PwqOq7///PM/uWyUpCArKDIAgKqbVQLEqpoFKxRgFx\nhdYVVyiUu1ax1YK9Bb1vAa16V1usvyCo7e1t+y1arShiESwqIKiogCUikEAySchs5/fHmTNbJvsk\nM5m8H9fVq5kzZ2Y+cyST17w/W+xrpKo7GAYNilwnqzVxKA4EJASKnk1CYBSn04nPFx8CIx8Azz3X\n9L6gkHgdsO9973v4/W0LgdoHOTTusj0BPEz0gtWRUKd1B5vNZvz+6P2La2JCoM9XjTaZpI6CAm0R\nzIKCgkY7GTRNvx5VCe7TZiUqisKMGTNiBtmnQl5eHl9++WWrqiLtZbHolUAfNpuFyZMnM2jQoE57\nPdF20Uuj1NUdAM7Ebm9fsBk9ejQXX3xxu9ui7XUcGTKiVaa0SqBepNLCYmwlUOv21ehrUYI+1q0K\no9EYepy2TqAWJFuvs0Jg6rqDwWIxh0OgtnxOY9GzoqNFuoMlBIrMJiEwirZXpPZNOiLRQO7EbDYb\nNTV7gDoURftmP3nyZBoajtCWsWKBgD5pIz5ovQHcBcSHyoNolShLgq6berKytIqG3W7H6z0ObAD+\nRWFhdAhsehah5ndoi6/q35zjd2AALQRqr2+xWPjRj37UwnN2vs6uSFqtkUqg1Wpm4cKF7Nu3r1Nf\nU7TdkCHakIBgUPv36/V2xe45jWljzKK/KGohUFEM4RBoNBpjQqDJZMLpjIxD1od3AGRnayHQZDKF\nhoJoO4a05YvPsGHDmDBhQvh2dAjUh3e015dffgjMaPfj2y7S3WuxRCYMJboepaWlnH/++QmfRQ++\nWiVTQqDIXBICoyiKgtnsIHaxZS0ELl78sxYfH9mVYj0u12A+/vhj+vfvH1omofV/dAKBWnJzi2kc\nAvX/XB+Fj7hcWdhsi9DW8zIn+Na+A6dTG08UO9txIQUF2hIZOTk5oUVnEwU73Ty0EKqvfRjdtueA\nUsAbeq89h7bDRKQSKNLTzTffwMCBkQrtK6/8X0raoY3tS1wJ1JlMJhRF37tXmxiid9tCbGXT7XYC\nB8OVQG1burZVAvfu3ctZZ50Vvp3MSmAwGCB2+EpzrgWaXny6dWIrgXqATRQC33vvPX71q18lfBb9\nfIslepy3EJlHQmCcSPee7iT5+f1YvnxZi4/Ny8vjxhtvA44SDNaHxxRpyzi0VGnT+fD76+jduz+N\nQ6DWDawoW8KzE1euXIHVWo0+JjD6A3vw4GHAX8IhMP6DUJvNqn3rra//Gmi8ZEasf6N/K7ZYogPj\nC8B2tApEzwpCkRnh3tCAfpGO7rzzTj7/XKvQPvDAA4wdOzYl7TCbE1cCjcbY7mB9SIjeHex2R1cC\nIyHw9ddfAQjNINbHBPqa7P5sjdhKYMdCYOsdQluh4I8dfJ7oEBipBLb1PejnRyr9QmQmCYFxYkPg\nCWBAzMy8lgwefApm878JBOrClbe2jSv5ipyc3hQVFRE99k+j395Lv37a7Futu/Mb4ruD58+/i4sv\nngFUNbmchd5NrG8wr2mu2/oQka3w9hOpburjCXteJdBu13do8WG396wA3B15PB6WLFmSstfXKse1\ngLZ4u1YJDDaqBMZ3B+fkRHcBR9YRffrp34UfE1sJTLcQ2NJwmN+E/r/tO7HEirTdao2MCWzrDi/6\ne9b2FpYQKDKXhMA4ke49gP0AtGXns5KSEmy2f+P314c/eNo2ruQAJSX9KCrKJz4EGgzabVWtDE8+\n6NevX2jiiQ+rNVIJzM11kZ+v/bFoKgT26pVNTU1NzHig5j7wrNYv0bo9HXg8fwemAUTtiOINvdee\nQxufVYPB0NBFFRPREU6nMyVbGeq02bxPA7mhI4knhkQqgVp3cPTi69HrlH7ve98DElUC2z8ZKjoE\nBgIdGxMYcbyF+7XqpqK0ff3FWJG2m82m8Hu54IIL2vYsocfZ7TZie4aEyCwSAuPYbNF7734JQEND\n82sHRsvNzcVgON6BEPgV/fr1paSkcQi0WivDy57cfvvtPPPMM/Tt25fa2v3AT2LGwGRlucIVg/gQ\nOH/+fABOOaUEl8sV90cx0XtVQ6//KeBlwABt83VtFwYwmfTr5WvVIrWZJC8vGziBwdCx9dREz6CF\nwPhQ0VwI1CqBeXmRSmD0lw39d9tgMIR2LKoH/EnrDgY1vEtKxxxt4f5khcDIZ5l+nXw+X7jnpCU3\n3HAD//M//xO+rX2GSyVQZC4JgXG0X3r9Q1obQ3TyZOtDoLY/aDVGozn84dm2EHiCgoIcevcuwGSK\n/eA0mSrDe18OHTqUa665BqfTiculjTm0Wi3hDz6Xq+kQ+JOf/CT8HI0lGruo/UGqrn4L+H/k5Ghj\nB41G7fEGg/4h6e1xYwLz8txANQZDx7bXEj2DNps3MiYwMjHEQK9e2tqF0SEwGNQqgS5XZM3C6L2x\n9S9wfr+f/Px8FOUY7VkiJlp0CLRYOlY51Rdsb7zcVTw9BCavOziyzEvrr8Xjjz8e2kNeo+3eIpVA\nkbkkBMbRxoBov/RZWW8C0Lt3URsebyMQqMJiiXxoty0EVpOf7yY/Px+rNb47uIqJEycC0KuXNrNX\nURSqq7WuFqtVaTEEqqrK6NGj2b9/f6PlEbQP+0SB14fZbGfu3JuBf2GxWHj00UcxmQpD7Yo+r2cF\noV69tEqgokglULRMC4GVUcEq0h38ve99F0hcCdR7Fd59911OP/30Rs/r8/koKCggGDxKR7uDoyt/\nNlvH9gCvrKxk+PBv03II1F7HYOjo71D0otsd/yxyOOInCgqRWSQExtE2b9c+sILBD8jOzubmm29s\n9eO1raEqsVojIVALB60LgQZDDXl5bgoKCjCZ9BD4KeAmGPyamTNn8vbbb8fMEFQUhW9969vccsv1\n4SDidrubrASCNpYw+hu+qqoMGnQmiUOgF6PRwvDhA1CUz8KLsOp7FBsMavi8njYmMCfHDfwSRanr\ncQFYtJ1WOa4kL0/7AqXt0RvEaDTy0EMP8a9//SthJVAPgaeddlrC59UrgV7vUZLZHawtkdIxkclT\nrdGx3UWiP9OSsUi8trKCdAeLzNV5Wyl0U9Hf/Pz+4xw48HmTG80nYrVa8XqP0KvXiPCx1ofAl1GU\nl3G7f0JBQQGRcTSbgBpqanaRl5fH4MGDGz1y69Z3Afjyyy8Bbb9UbYZx6ze7dzicNBUCTSYL/fv3\nR1UPYLF8JyYERnZJ8fS4IFRTUwP48fnewmI5L9XNEWlOG9tXSX5+L44dOxwKgVol0OFwcMYZZ/DZ\nZ5+FQqAaXiImMr448e+Xz+cjNzcXr/cE0JC0iSHaEikd43I5aTkEausiWiyD8XUgByqKAX3nxmR8\nFrlcUgkUmU0qgXG0sTd1QBCvtyZmOYbW0ANXdnZO+FjrQ+APCQQ+wu12R3XtgNW6g+uvvx6IHmOT\nWHQlUF/6RV8moSVaFTTRmMBICNRfw2q1oiha+AsG9cf8scd1iepBOxD4oscFYNF22lIvx+jTR5uo\nEAz60dcJ1GkVLD8QRFEUDAZD1HJTicOdz6ftEmKzZQFHO7RmZWwI7HglMLp3pWlBHA5n1L7p7SWV\nQCHaQiqBcbS18+qAaqxWZ5tnxukfmtEh0Gpt29ZDegj0+fQQ+BU/+MGVuFyu8OzgpuhBJCsrK7yU\nRH19677Jan+gEi3loHXz6jPs9PW3ampeAsbj99cyZcoUXn11B2Zz68dPZoL58+ejKArz58/vcQFY\ntJ32O1lJ794l+Hy+0FaVvpjgFQmBAQwG7SNa/3LZ1OeRvgeuNjGrDovFnfC81ohui83W8RAY+WLd\nnABWq41AoGPdwQaDgWBQ+zlZlUBFqQ9XF4XINFIJjON26x9Yx3E6mw9cieghUFs6RD/WUgj0Aa9h\nMLhCbXCTk5PDyZOVwF9QlEP06dOHFStWxC3f0FhkiZjIkhJ6taolvXrlkHjrOC0E6s8TDPpD7zMA\nbMHn8zB16lQMhuOh99qzDBgwAEjOHx2R2bRdhLQ1PbWxf0a0MbexlcDq6r8A/w7vQa7/22pqpq4v\n1IdqNJpQlJMdqoJFv0YyQmDki3Vzglgs1tBi1+2nXy9ITiXQbrdjNEolUGQuCYFxsrP18SvHcbna\nHgL1b+wFBW2pBK4DpmA0asGttLQUo9HI/Pl3AtPx+w9RUlLSqtfX/1joE0dUVeWMM85o1WOLinJC\nS0x8E9derTtYD6DHjh2O6SZS1SA5OTmo6uHQ4qo9y8CBAwGkEihapG8lqXfXat3B/xuzY8h5552H\n0WgCDoX+v/kvGE6nkzFjxgCRENjRLySHDx8OPXfHf5+jv1hHd9fGCoQ+O5M3MSQZX8qsVquEQJHR\nJATGcTodoR0wTpCV1fYuFT0caUuH6MfiQ+Ax4Ej4lqLsAsDhGMaTTz4ZHod4zz1LgCCBQA29e/du\n1evrQUT/Y9MWubm5WK2VQBFwX+joHGB6TMA5duybRmOFsrKyUNV6Bg5sXVjNJMOHDwfgyJEjLZwp\nejp9jb/YMXsrYiqBFosltKxKZaNKYCIej4eLL74Y0EKgwVDf4SpYYaE2e7moqPWT4poSCYH6sJRg\ngrOCoZnIHQ2BkZ+TUQm0WCwYDB1rkxDpTEJgHIfDgdmsfWC1J0jpYamoqCB8zGaLDYFG48+AwvBt\nq7UKgGCwKvyNHiJ7hE6bNr3VVSaTyURtbW2L3caJ5OTkYDbry9LoYwOfAw7g80W+DR85crhRCNTH\nHw4e3LfNr9vdGQwG1qxZ0+atqUTPo3+maJ8JEfFj/bRKflW4EtjaQKOd3/FKoK6wsKDlk1rgdDow\nmWqJ7B+caNyxXgls/djpxCIBMxnXwGw2YzB0tE1CpC8JgXEcDgdGYy3Q0K6uTb07Ij8/P3wsPgRG\nPpyOhG5rIbCh4auY3QD04Ne3b+S5WqM94RW0b//B4EehW2uIXi5m/36tWllcXIzb7U5YCdTa2vNC\nIMDFF18cWtZHiKZFQmBsQCkpKYy5ra0/WRnuJm5toDl27CB+/8akVMGApPybttlsGI3adnaaROOO\ng1itVlS1oxNDAuGfk1UJ7Og4RSHSmYTAOE6nE4OhDjjZoUHR0R+ejSuBerfIB4C2EwiA11sZEwJ1\n2tZFne/b3/42tbUfRx15v9E5O3fuZPPmzU2GwFNPPbUzmyhEt6b/fseHuttvnxdzW1tUOlIJ1Ltn\nW+L11id8/vYaN25ch58jMrmiuRCYnDGBEOQ3v/lNB58jwmw2oyhSCRSZS5aIieNwOMIhsCOTHKJn\n5NrtFqL3CzUY6lAUBVU9HDpSiclkxu/3JQyBrV3suaOMRiNZWW5qaqpDRw6F71u0aBFAeOFsjyd2\nUWm9jYm2tBJCaPRKYHxIi/+9yc3VFpXWK4EDBw6koaGB1kpGFczrTc5+2Ha7HYOh5UqgzWbrYCVw\nDvX1z5GT8wQQmTHdEVolUEKgyFxSCYyjfUjXAQ3tnhm3bds2vvWtb4Vv5+a6MZlOhG8rSh19+/ZD\n3xEkEKjitNNGASRcB3DEiBGNjnWWrVv/ybZt27j88tnA1vDx+++/P+Y8vfL3ne98hxdffJFhw4bx\n6aefJq0bSohMpIfA+DG+8RO/CgrcKEpluBKY6DGJ6Oc3tZRMWySrmtg4BFYnOFVKNOkAACAASURB\nVCuA3d7REPgcoI3Rramp4cILL+zAc2mkO1hkOvmLHUdb6qQSrRLYvu7g+C6UoqIirNY9hNZzRVFq\nGTiwP199tRtVvQiv9whr177E4cOHG4Wo+vr6pKza31r6TNe7717C88+Pxmg0EQj4G/1B0CetzJw5\nk0suuQSAIUOGdFk7heiOElUC169f3yi09enTB1VdSnsnnLelatjZ7HZtwWV9a7jEXb6BJFQCNUaj\nMTxRraO0/05SCRSZS0JgnOLiYhoa9gOrcTp/mJTnLCoqwmQ6HHWkjn79hqIo/w9VPYDdXszo0aMT\nPraruoLjjRqlVSZPOWU4e/dub3S/Pvv45ElZQ0uI1tK/PEV3VSb68qSvPdlWqqrNjk2n30vtMyx6\nTGCioBfEZuv4xBCgXSsjNEWrvkolUGQu6Q6OU1hYSENDJfBJaCxfcp4zMv4PVLWO0tJSgsEDAIwZ\n0/HB18mmVyZychzNdkPV1bW0E4AQQqcHlAMHtN/9phZzb+8sezW0v1k6hUBt3+Po7uB5wIm4swK4\nXE4CgY63u61bfTZHKoEi03UoBL766qssWLAgfPuDDz7g8ssv54orrmDVqlXh46tWreKyyy5j9uzZ\nfPjhhwBUVVUxb948rrzySu66665w98Xrr79OWVkZs2bNYv369YD2wXbvvfcya9Ysrr76ag4ePNiR\nZjcrupvG50tOl0qvXr0IBI6GbweDdTHjVUpK2rYETFfq27f5WYkSAoVoO32v36YMGzasXc+briFQ\nVaNDYBB4N+6sIG53Fn5/xz9Pkl0JPHFiC9Hjo4XIJO3+bXnggQd4+OGHY47de++9rFy5kueee44P\nP/yQPXv2sHv3brZt28b69etZuXIlv/zlLwFYvXo106dP59lnn2X48OGUl5fj9/tZvnw5zzzzDGvX\nrmXdunVUVlby2muv4fV6KS8vZ8GCBSxbtqxj77oF1103F0hewHE4HAQC9eHbwWBdzFp+bnd6brX2\nyiuvsGbNmmbPGTx4cBe1RojMcPDgQZYvX97sOYqiMHnylHa/RjKrYR3VOAQC1MadFcDhcBAMeomM\nHWyfZIbASFHgnqQ9pxDppN2/LWPHjmXp0qXh2x6PB5/PF+7G+O53v8vmzZvZvn07EyZMALTxdsFg\nkMrKSt5//30mTpwIwDnnnMOWLVvYt28f/fv3x+VyYTabKS0tZevWrWzfvj187pgxY9i5c2d7m90q\nv/vd/wDJC4E2my2mm8Pvr40Jgem63+4FF1zAKaec0uT9Pp+PG264oQtbJET317dv34RLQcVr78Q0\nIKaHJtXsdjvBYHwI1JeYeh84jqIEMRqNmM0OItvLtU8yA3BkKExyZkoLkW5anBiyYcMGfv/738cc\nW7ZsGdOmTWPr1kiJvLa2NmZGltPp5ODBg9hstphlT5xOJx6Ph9ra2vAyI06nk5qamphjoFXQEh03\nmUwEg8GkfuNLJFkh0G634/frH2wqPl8tTqeT/v0HsH//l61eCDbdyHIwQnSe1m4VGc9gMITG4aWH\nyJfgRJXAccBcDIZeGAwGLBYHXm8d0P7ZvZ1TCZTPOpGZWvyXXVZWRllZWYtPpIc7XW1tLdnZ2ZjN\nZmprI6V/j8eD2+0On5+XlxcOeS6XK+FzuFyumOfoigAIrV+lvyUmkwlFAVX1A34MBiNms5ldu3ay\nb9++8LIsQgiha+/SUMlYIzCZbDYbwWBTIRCgLlwJtFodeDwd+/Kd/NnBAPGB/CBQAqRPt7sQ7ZG0\nrzculwuLxcLBgwfp27cvb7/9NvPnz8doNPLQQw8xd+5cKioqUFWVnJwcxo4dy6ZNm5gxYwabNm2i\ntLSUQYMGsX//fqqrq7HZbGzbto1587TtlN544w2mTp3Kjh07mh00fejQoSbva4uPPvoIp9OZtOcz\nGm2hLhEvFosj/LwFBQUcPXq0+Qd3kZqamqS9355Grl3HyPVrLBDQxsa15rpEXz9FMaTVtayvrycQ\n8BE91s9k+oTI3Bjty7HH4+HYsf3AQEBt9+sdP368Te+/uX97lZXa7iaKYkaNaVI/DIafEgwmb4s6\nkX68Xm9a/S51hqTWuO+77z4WLlxIMBhkwoQJ4bXvxo0bx8yZM1FVlXvu0QbY3nTTTSxevJjnn3+e\n3NxcVqxYgclkYsmSJcydOxdVVSkrK6OwsJApU6awefNmZs2aBdDsxJCSkpKkvJdkPY/OarXj850E\n6rDbs5L+/Mlw6NChtGxXdyDXrmPk+jWmD6NpzXWJvn4Gg5JW19Lv94cmfEQqgUbjBvz+J0K3fChK\nBbm5ZyXl9Xr16tWm99/cvz29Emg0mqJCqza+22yuIY3W5BadwGKxdPrvUkVFRac+f0s6FALPOuss\nzjor8os7evRo1q1b1+i8+fPnM3/+/Jhj+fn5PPXUU43OnTRpEpMmTYo5pigK9913X0eamnJmsw1t\nwHMtNlvLg8KFED1bovUDW6Mrhsq0hdFoDC1iHVlvL3YpmI/x+T7BaPxO1DEVaF+3dvLXCQSj0RwV\nAr8EwGDo2CxmIdJBen1aZDCr1Y72DdKDwyEhUAjRvBtvvBGvt+0LFafbmEBFUTAaLUTP+g0EopeC\n0YbDxIbXyna/XjJDsD4u02iMDnz7Q68jZUDR/UkI7CJff/0pcBNQi9OZnH0thRCZS1GURnt2t/Zx\n6cZoNAOR6p/ZbAeOh26dDJ1jZNu2bVitTtq3TIz2vpMZAm02G88++ywGQ/Ti219jNBolBIqMICGw\nS70O1OBySSVQCNE50jcERoKdxWIHCkK3tHCoqirjxo3D6cyjfQtGG0KvldwZu3a7PRQCXwE+Ar6m\nX7/+KIqEQNH9SQjsctvp27co1Y0QQmSodAyBJlNsd7AWAmP5fD4ADAYj7QmBimIIPT65f9ZsNhuK\nUg9cBJyJwfAiAwb0R1WPA+8l9bWE6GoSAruY2fwa3/3u2FQ3QwiRgZ599lnWrl2b6mY0YjLFVgJt\nNkejc/Txj+0PgVoFsDW7sbSFzWZD77KGAMHgVkaOHElNzT+A5MxoFiJVJAR2EY/Hw6hRE/D53qG0\ntDTVzRFCZKA5c+YwY8aMVDejkfju4ERdtnolULuv/d3Bffr0acdjm6aFSm1xa4PBQlZWIZdddlnU\nGR3b5k6IVJIQ2EWcTicOh7ZH8Jlnnpni1gghRNcxmy3AF1FHgo3O6WglUH9MsrfhzMrKwuf7OnRL\nxWKxx+3mciCprydEV5IQ2IW+/lr7EGzvdlBCCNEdad3BL0UdaRwCO1oJDAYboh6fPG63m4aGI6HX\n8GG12uI+w5Ozx7wQqSC7Yneh+npPWm3sLoQQXUELgdGaDoHtrQS63WeycOEl7Whd87KysggETqIo\nBlQ1iMUSHwKlO1h0X1IJ7ELvvLOZ3bt3p7oZQgjRpfTt19555x0qKyvJzm68VqreHdzeSqCiGJg6\ndWqH2pmIy6W11W53AySoBEoIFN2XhMAuNGTIEAYMGJDqZgghRJfSK4FnnHEGubm5nHbasEbnxHYH\n+xvd3xJVDSS9KzjSHr1CqQ3naToEfgbIF33RfUgIFEII0an0nU/08PSb3/yGG2+8MeYcfX0/k8lE\neyeGdEYI1Kmq1iaz2RiubGqiQ+C3gZGd1gYhkk1CoBBCiE6lKCoQCXoDBgxg7ty54fvvvvtuHnjg\ngdA5ibqDA+jLtDSlsyqBOp9Pm3hiMOhrB+qiQ2Db93oWIpUkBAohhOhUehUtWnRgGz9+PG63O+p4\n/Pm/Alracz2Y9N1CYp49qHVRK4qKwxG92HX07OD0261FiOZICBRCCNHJGs8Gjg5s0asmJA6Bn7Ti\nNTq3Euj3a2MWFUWNe51IJTAdt+wTojkSAoUQQnQqs7lxOIsOUvqYwcjx+BCotvgandkdHB3u6us9\ncfdKCBTdl4RAIYQQncrtbryf79ChQ7npppsaHTeZ2rdETGeGQH128+DBQ/H7G+LulSViRPclIVAI\nIUSnys1tPJ7PZrOxZs0aILaC1v69g4OdGAK1fRV27Hift956M+Y+szlSGZRKoOhuZMcQIYQQnUpf\ncDmRH/zgB4wYMSJ8u70hUFUDnTYxxGw2U1+f+H1YLEcJLXEoIVB0O1IJFEII0amczsbdwbq//e1v\n5Obmhm8n7g5O7ZhAszlxvSQnJ4fa2meBvwMSAkX3IyFQCCFEpzr//PPp3bt3q87Vul7jdwxpLgTW\nAPd2cgiM3/tYk5eXF/rp+yjK9UgGFN2NhEAhhBCdavr06VRUVLTq3LZPDHkf+GWnhsDi4uKEx085\n5ZSoW+ukEii6HRkTKIQQIm20fYmYHAB8vppOC4EbN26kvj52FvAnn3xCQUEBZ5xxBgcOHMDhGEog\nsL9TXl+IziKVQCGEEGkjUSWw+QLbXwFtR4/OmhhSUFAQV/XTlrjJzc1ly5Yt3HrrrRgMdUR2DGnP\n7GYhup6EQCGEEGkjcQhsrhK4JPxT9M4jXaWkpIR77rkHr7cCVQ1NE+ZJ4GSXtyW9HAK+TnUjRAsk\nBAohhEgbiUJg0wW+2HDY1ASOzpadnY3XW00g4A0duQn4Tkrakj6GA2enuhGiBTImUAghRNpoWwj0\nNXVHlzKbzZhMNny+uqijO1LWnvRQA3TeXs4iOaQSKIQQIm0kmhjS9JjASJfrj350aae1qTXsdnfc\nEWtK2pFODAZbqpsgWiAhUAghRNowmxNVApsaE6iFwL59B/PCCxs6t2EtsNtjF8RWlJ4agL4J/2Qw\ndP0YTdE2EgKFEEKkDW13jujFolV8vg+aOLtBO0NteUeRzhY/KcVgsKSoJalWBGwDwGjsqUG4+5AQ\nKIQQIm00HhP4T/z+z5o4W+8OTr8Q2HjXk55kKyAhsDvoUAh89dVXWbBgQfj2a6+9xpQpU7j66qu5\n+uqr2bZN+zawatUqLrvsMmbPns2HH34IQFVVFfPmzePKK6/krrvuoqFB+0b3+uuvU1ZWxqxZs1i/\nfj2gfcu79957mTVrFldffTUHDx7sSLOFEEKkqcbdwZ5mzk6fEOh0xoZAkym3iTMzmTY72mLZBYDJ\nJCEw3bV7dvADDzzA5s2bGTFiRPjYzp07WbRoEVOmTAkf2717N9u2bWP9+vVUVFRw6623smHDBlav\nXs306dOZMWMGTzzxBOXl5cyZM4fly5fz4osvYrVamT17NpMnT2b79u14vV7Ky8v54IMPWLZsGWvW\nrOnYOxdCCJF2GlcCD0f9HCB2xqkWAtNhtzarNdL926tXL7zeUwjVNnqQGgBMpi14vaAoPe4CdDvt\nrgSOHTuWpUuXxhzbtWsXL7zwAnPmzOHBBx8kEAiwfft2JkyYAGj7LwaDQSorK3n//feZOHEiAOec\ncw5btmxh37599O/fH5fLhdlsprS0lK1bt7J9+/bwuWPGjGHnzp3tbbYQQog01nhMYPSew/FdrFoI\nTI8xgVoIvOyyy7j++uvpmYtFVwNQV/cvAILB2lQ2RrRCiyFww4YNTJ8+PeZ/O3fuZNq0aY3OnTBh\nAnfffTd//OMfqauro7y8HI/HQ1ZWVvgcp9OJx+OhtrY2fNzpdFJTUxNzDMDhcCQ8bjKZCAaDHXrj\nQggh0o/T6cBkiqy3ZzBURu0JHL8uYPpUAvUQ+Pzzz1NWVoaq9sQQWENJyTAACgtPIRBoqit/JPB6\nl7VKNK3F7uCysjLKyspa9WSXXnppOKydd955bNy4kREjRuDxRP4heDwe3G53OAzm5eWFQ57L5Yo5\nt7a2luzsbFwuF7W1kW8UwWCwyT0iDx061Kq2isZqamrk+rWTXLuOkevXMZl0/QKBAEZjDf5Q0U9R\n/CxatIiVK1fT0JC4EhgI+Nv9/pN37bQu7EOHDlFdXU0wWJ+E5+xuqnG5sgFwuVxUVf27ifN2A5uA\n85p5rveBcaRyvKfX682Y36umJHXHkB/+8IeUl5dTVFTEu+++y6hRoxg9ejQPPfQQ8+bNo6KiAlVV\nycnJYezYsWzatIkZM2awadMmSktLGTRoEPv376e6uhqbzca2bduYN28eAG+88QZTp05lx44dDBs2\nrMk2lJSUJPMt9SiHDh2S69dOcu06Rq5fx2TS9SspKcFk2hseT6coKrm5uZjNVhoa4qtrWtAyGAzt\nfv/JunbZ2Vr4KSkpwev19rBKoAp8BNSQl5cHwOjRp/LFF3tD9yUq1dpD940A3gby487b25kNbhWL\nxdLpv1cVFRUtn9SJkhoCH3jgAebPn4/NZmPIkCFcfvnlGI1Gxo0bx8yZM1FVlXvuuQeAm266icWL\nF/P888+Tm5vLihUrMJlMLFmyhLlz56KqKmVlZRQWFjJlyhQ2b97MrFmzAFi2bFkymy2EECJNuFwu\njMZIj5CiBDAYDDgcbjyeGqB36B4PZvMv8PkgHWYHW62RHUJsNhuBQD1wEOhHOrSvc/0Drar3a7Ky\nXNx88y1ceeUcXnnlb6Gt9KIX0tYrpD9DUf6Bqu4FemEwzCcY/DHwBTCDzL9m6aFDIfCss87irLPO\nCt8eP34848ePb3Te/PnzmT9/fsyx/Px8nnrqqUbnTpo0iUmTJsUcUxSF++67ryNNFUII0Q24XC4U\nJTL8R1GCGI1GsrKy+eabarSuxJHARwSDnwPpMTHEYonMDna5XPj9tWiBBpquhmUKfQb3+2RlOVm9\nehUANlsWPl81sSEwUvlS1f8X/jkYXAWsCt2qQV8IXPt/2YKvs8hi0UIIIdKG0+kkem1AvRKYleVG\nm32qjzOrZfDgM0M/p1cIdDqdBAInibRVr34paNXBTKOH9h1kZTnCRx0ON7Av7twjMbcGDRqT4PkO\nAlWhn48np4kiIQmBQggh0obL5UJVo0OgVgnMznYDJ4hU1GpxOJyJniIlZs6cyY9+9CNA672yWJxo\nVUuIDTLvdXXTuoAeAj8nOzvy38TpzAImEqmIAhyNeWReXq+Y2xaLDfgKRakMHalCdB4JgUIIIdKG\n0+mMWV9OrwTm5majVQIjIdDl0gJHOnQHf+c73+GFF14I3w4EvMDK0K0qQF/2Jr4y1h01AF9G3a7D\n7XYDwZgQ6HK5Qj/VRJ17hEsuuQqrVdtNxOmM7Cry8MMPM336TOBdHI5PQkePJb31IkJCoBBCiLTh\ncrkIBKJDg1YJzM/Xu4N16RUC4/n9DUSC3wfo4+IcjlU0vxVed/DfwEDgHQAUpTY8i9bpjHQHW636\ntIPo/25H6dOnF2PHjuOii6ZjNEbW/O3Tpw/Dh/cD7qG2dj3jxk0kM7vP04eEQCGEEGkjMqlCo1cC\n8/Ky0MKEHvhqcLudLFq0iCVLlqSiqa2Sl1eIPnHCas3ijDNGAH9JaZs6Tv9vMAH4E2ZzLcXFxYA+\nplPjcOjjJCNduibTYfr06cVbb73Jn/70EoMG9QvfV1xczODBA8O3zznnbGK7kkWySQgUQgiRNpxO\nJz5fLaBViPQxgVq3YQORWaMv4XY7efDBB7nttttS1NrmKYrC+PHnoY+DCwZ9nH32GOCzlLar4yLj\n+ByOxzAYjiUMgU6nOfRTVdT5nzJkyBCMRiNGo5HHHnuUkye1NRV79+4d7kL+9NNPGTp0IHb7l537\nVno4CYFCCCHShtFoxGy2oc+o1SuBNpsNk+kk4A2d+Ve++earVDWzVZYuXUqfPoWAtuuEz3eS4cOH\n4HB09xAYiQ51dRs5efIP4e5ghyPSHWyzxVcCD1Fd/WdOPfXU8Dkmkym8xmJxcTEXXXQR69atY8iQ\nIeTm5mIyyezgzpTUxaKFEEKIjrJaXfh8HrRxdFol0GazYTA0oG8VB7Bv36epamKL6urqsFqt/OpX\n9wN7wsdLSkowm1O7S0THeRsd6dOnDwD9+kW6d81mrRJotWo7wJhMj9K7d7+YEKiLHtd5+eWXA9rQ\nAIOhttG5InkkBAohhEgrdru+j3xRuBJotVoxGk8CV4TP+6//+q+UtbEldrsdgPz8PGBj+LjWXdrd\ng01DoyOjR49m+/btjB07Nnxs0aJFGAwG/vzn/8NgGIXfv5yNG3fHrKnYnMTX6iPgcuDjdrdeREh3\nsBBCiLTicLiIzKCNrgRGqoAXX3wJkydPTkn72qKqKnadu0wKgddee134SH5+fkwABBg7dizPPfcc\nEyd+i2DwFu666y5GjBjR6leJXzhcG1s5mujKqugYCYFCCCHSitMZCYHRlUBFiSwd43I5mnh0epk+\nfXrUzz9stA5i9+Rl4cLFPPXUk+Ej+fn5TZ5dXv4/ACxYsKBNr9L4WvVq8lzRPhIChRBCpBUtBOqB\nL1IJVNXIwsF6d2u6O+OMMwDIzS3gf//3zxkSAhuw260YjcbwkeZCYE5ODj6fLzx5pLVcLhcnTx4C\nfhM6Er3/cne/hulBQqAQQoi0YrNZAV/oVqQSGAweizrHlvCx6SoQ8ANadSt6HcTuyGBoCP03imgp\nlJtMbZ+CoC0XdAJYDEBW1hD+9a9/kZ3dm/g9iEX7SAgUQgiRVrTA4A/dilQCA4HK8DmJZpims0wK\ngUajNzy545NPPuHiiy/ulNeJXnMQDhEMniQ3N5eCghIkBCaHhEAhhBBpxWyOhMDodQL9fq0S6HA4\nuPnmm1PYwrbz+7XKps1mIxj0Ewm53Y/B0BBe28/pdPKnP/2pU14nttrbl0DgJDabjby8fKIXoBbt\nJyFQCCFEWklUCdS6gxvIyspjx44dGAzd68+X36+HWgVVDQL7U9ugDogOgZ1JUSJjAF2uCQSDDdhs\nNvLzc4HKph8oWq17/RYJIYTIeCaTkUgIjFQCAUaN+jZDhw5NWdvaKxAIxNxWlMdT1JKOCAIKqvpF\nq9f6Swaz2YzR6A1XAouK8pAQmBwSAoUQQqQVrTtYD02RSiCA2+1KWbva65577uHuu+8O337kkUew\nWBovuJz+tgLg9b7fJZVAXVZWNoHAEQIBbSxicXEe0h2cHLJjiBBCiLQSPSZQrwTm5eUBUFLS/daK\nu++++2Ju5+TkYDYfp6Hb5cCjAASDVV0aArOzs/nii32A1kWcn5+LybQTv78O6B7rRaYrqQQKIYRI\nK7EhUKsE5ubmAlBY6E5Zu5IlOzsbg+FEB58lSKI9fDtX5PWaWxcw2bKyYqu/gwYNwu//PfAfXdaG\nTCUhUAghRFpJVAmMTBJQU9Sq5MnJyUFRjgNvAu+181l+CjhbPCu5IiGwsLCwC19X5YYbbgjfmjZt\nWuin7C5sQ2aSECiEECKtWCyNK4G6YDCYkjYlU3Z2Nqp6ApgEXNvOZ9lN1y8z46V3774A9OrVdd3y\nfr+f4uLi8G273c7999+PweBr5lGiNWRMoBBCiLSSaHYwwJNPPsn555+fsnYlS05OTnjNQ9iNopSg\nqofa+CxdNzs3wktRUTFff/1VeIxmZ1u8+GeMGDGcqqrYiSButxtF+RPwM6D7DxFIFQmBQggh0opW\nCYydHQzw4x//OGVtSqZ+/foRvfetqla041m6bmJGhJfBg4dy7FhFl63TuHz5MgD+/ve/xxx3u90E\nAtswm6/B53upS9qSiaQ7WAghRFqJHhOoqoFutzB0S4xGI6NGlXbwWVITAgsLe3Hw4MEuf+XJkyeH\nF9wGyMrKAsBqre7ytmSSzPrNEkII0e01NyYwUzid9g4+Q2q6g222VLyuJvrfgderTVLxeF4HPk9R\ni7o/CYFCCCHSSqLZwZnGYol/T/UoyiXAydY+Q5Jb1Bpe7PbUhcBoRUVFUbfuSFk7urvM+80SQgjR\nrZlMJgwGvTs4MyuBZnPkz6/dngP8EVX9E7Cvlc+Qmu7gVFYCo5177rnU1mrjKhXllBS3pvuSECiE\nECKtGI3GUAh8E6/3aEZWAk0mbd3Djz76iOzsXsDHoXsOtPIZuj4EGo3eLt0zuCUOh4Nf/vKX2Gwt\nLRXT/deW7CyZ95slhBCiWzOZTCiKH5hEQ8ORjK4Ejho1iry8XsCnoXtaGwLNof/vuoBjMKRXCAQ4\n7bTTqK9/EvggdESfVR695I4BeKdL29VdSAgUQgiRVrTu4ED4diZWAqPfU1FRIZEQeKSVj9fD396k\ntiuxHcBNaRkCbTYbAFbrKqABbeW7fwF9gNeIhML27syS2dr1m+XxeLjxxhu56qqrmDVrFh98oCXw\nHTt2cPnll3PFFVewatWq8PmrVq3isssuY/bs2Xz44YcAVFVVMW/ePK688kruuusuGkI7ab/++uuU\nlZUxa9Ys1q9fD4Cqqtx7773MmjWLq6++OiXT04UQQnSNSCVQk4mVwOgQWFKiVQKLioowGOpb+Xj9\n+mxMfuMaeRJ4PC1D4OTJk7nhhhswm2sBfb3F50L/PyXq5/asxZj52hUCn376acaPH8/atWtZtmwZ\n9913HwBLly5l5cqVPPfcc3z44Yfs2bOH3bt3s23bNtavX8/KlSv55S9/CcDq1auZPn06zz77LMOH\nD6e8vBy/38/y5ct55plnWLt2LevWraOyspLXXnsNr9dLeXk5CxYsYNmyZcm7AkIIIdJKfAjM9Erg\ngAG9gQDFxcUYja0LgYrix2QyAXWd08AYJ4D07A622WxceOGFeDz/HzAwdPSz8P0Gw0eh//931zeu\nG2jXb9Z1113HrFmzAG1PP6vVisfjwefz0bevtq/gd7/7XTZv3sz27duZMGECAMXFxQSDQSorK3n/\n/feZOHEiAOeccw5btmxh37599O/fH5fLhdlsprS0lK1bt7J9+/bwuWPGjGHnzp0dfuNCCCHSU/Ts\nYMjMSuCQIUPCPw8dOhiA3r17YzIlCoGPAutijiiKP7RgcueHQLP5ROg10y8EQmTh6IhICLRatbbb\nbJ8hGmsxBG7YsIHp06fH/O/LL7/EYrFw5MgRFi1axIIFC6itrcXlcoUf53Q6qampoba2NuY/kNPp\nxOPxxBxv6lyHw5HwuMlkyohNxIUQQjRmNBozvhL4i1/8guPHjwMwcKBWwTrrrLOa6A6+jfi18AyG\nAG63G7O5dZXDjjCbPQCo6mHMZnMLZ3c9tzt+7+BI4DMatZDs832MaKzFx4KX3wAAIABJREFUvYPL\nysooKytrdHzv3r0sXLiQxYsXU1paisfjwePxhO+vra0lOzsbs9kcXssHtPGEbrc7HAbz8vLCIc/l\nciV8DpfLFfMcwWCwyQ+FQ4faugm30NXU1Mj1aye5dh0j169jMu361dTUoKqRZT+OHDmCqnbOLNhU\nX7va2loKCwspKyujd+/eKMrHaDN+9wFDos6Mf/8+7HY7BkMtnU2fhFJb+zr19dfEXK9UXz+AurpI\nNdRud1BfX8e1187DaIR1645hMJjx+U4APiKzqlvm9XpT/t46W4shMJHPPvuMO+64g0ceeYRTTz0V\nAJfLhcVi4eDBg/Tt25e3336b+fPnYzQaeeihh5g7dy4VFRWoqkpOTg5jx45l06ZNzJgxg02bNlFa\nWsqgQYPYv38/1dXV2Gw2tm3bxrx58wB44403mDp1Kjt27GDYsGFNtq2kpKQ9b0mgBWi5fu0j165j\n5Pp1TKZdv169emEwRHp7Bg8ejNPp7JTXSodrV1JSwvr16/nzn/+M0dgAvAV8Dy34nQuAogSJzsEG\nQ4Dc3FwOHjxJaF5lpzEaI7uYnHLKKTHXKx2uX/RwgcGDB7Fz506GDx/K6aefzoYNj6KqQVyuAjye\nw0DfVj+vxWLp9PdWUZHaCSvtCoErV67E6/XywAMPoKoqbreb1atXs3TpUhYuXEgwGGTChAmMHj0a\ngHHjxjFz5kxUVeWee+4B4KabbmLx4sU8//zz5ObmsmLFCkwmE0uWLGHu3LmoqkpZWRmFhYVMmTKF\nzZs3h8chysQQIYTIXEajkfr6zeHbnRUA043dbgfq0SdiaP4R+v/YSqA+JtBg6PwxgapaE/45Hf9b\nRHcHFxcXs3PnTnJzc3E4HEAtqhqgqKgfHk8FcAz4BfAJcCtwS0ranC7aFQLXrFmT8PiYMWNYt25d\no+Pz589n/vz5Mcfy8/N56qmnGp07adIkJk2aFHNMUZTwDGQhhBCZbcCAAfj9PW82ZyQEBhrdF18J\nVBRtTGBrl5TpiEAgEgK1YJVe7HY7b7zxBueeey69e/cGIDc3F6fTSTB4AoPBRElJCfv2HUJbRPrl\n0CP/Tk8PgZk32lYIIUS3VlpaSm5un1Q3o8tFQqA+HjJ64ejYyZCR2cGdHwJ9vmqeffZZID1DIBAu\nHp1++ukAZGdn43A4CAROYDSa6dUrD6gi9joqXd3MtCMhUAghRNrRx3ndcMONKW5J17Hb7ahqPaBP\n9igM36co8StitHeJmC9o21Zzi/B6T4QrbOnYHRxND4GKouBwOPD5jmM0WnC5tICtKIejzpYI1K7u\nYCGEEKIzGY3aH+jHH38sxS3pOna7nWCwDqhOcG/iMYFtrwQOAl4ELmnV2QbDYwSDWmUN0rcSCHDi\nxAncbjd79uxh6NChHDlyBJ/vBFZrAQ6HDajHZjtMfeiSmc0KPl+zT5nxJAYLIYRIO0oP7KnLzc3F\n5ztO60JggJKSErzetixhcjT0/+tQlJHArmbOXQtcg9EYZPny5eEKYDqHQH2CyKmnnorBYAi31Wg0\nk5VlB05iNh8NV5nNZolAcgWEEEKkHb+/k9c9SUPZ2dn4fDVYLF8BMHny95k7dy4AgYAHiB4n6WfA\ngAHU13+NwfBQK19hT+j/16GquzEaG0/OjHgQ+AMTJkxh8eLF4eDUnXZv0YOrwWCI6g6uoqioGACT\nqef9G4snIVAIIUTa8fl63h9og8GAzeYmEPgDAAMHDmDMmDFRZ0RX/bS9g0tK+mAwPNrKVziC3R4Z\n02e3H2vyTLO5PwC9euUCkJeX18rXSB/6phI+Xz02mw2TqR5VPU5Njb4N3vHQmTuBHalpZIpJCBRC\nCJF2/H5vqpuQEnV1Veizg7OysmJ2w4gVwGQy8eij/43DMbaVz36U0aPHAXDjjTdiMFQ2eabVqm3V\nmpOjhcaCgoJO27WlszU01GK32zEaTxIMVjFt2jRKSvoQDOoLNZ+OwXA9sAGzuedMRAIJgUIIIdKQ\n19vzKoG6c889jxUrVnDrrbcydOhQzj57PIsX/yzuLK0SaLfbUZTWTg45yre+pQXG2bNnoyhVCc6p\nBwwYjVqVLBjs/v8dfL6GUAisx+c7zmOPPcauXTtpaDgEnA+A2VyIovwVn++3qW1sF5PZwUIIIdKO\nr4dO23zooRVccME0RowYAcDAgQO59NJLUVWVlSv/C5/PAzyBqtZhsVgIBALAyWafU5tUchyT6Sj9\n+/dBVVV27dpFMBhdCfw3UIK2lp6Kz/c5ACdPdv46hJ3JbndSX1+LzWbDYKilvr6a7OxsDAYDqhoA\nNgJgNAYwmWw9brawhEAhhBBp5/HHH+9WkxCSZcGCuxIeVxSFnJzeHDnyFbCA6mooKiri8OHDJF4m\nZhdwAJgG/Bm4BJttGn37fgvQxvj5/VWAH1gN3AG8CpwCQF3dp4D2Gt2ZPi5QW4PxKBaLI/zvKje3\nmG++2QdAff2bWCzm0KP8QCC8TFEmkxAohBAi7dxwww2pbkLaKSjozZEjO8O3i4qKOHHiBKqaqBI4\nD/gnWhVQ6/Y9efINpk9fD0BOTg5ebxXa3sR3hB5zBNDWA5ww4Xu89NL6mH15u6OVK/+LYNAfCoGV\nmM328H0FBUXhEKiq9TQ06NvJ1QNHKSzM7/oGdzEJgUIIIUQ3UFzcm48//ih82+FwRO0yEs8V9bM2\nucPlygsvm2Kz2QgEvJjND0d1gTYA1YwceTZvvfUGSgYs1nj99dcB8MYbbxAIHMVuj6xzWFRUyO7d\niR5VB3xDv37duwraGplf6xRCCCEywCmnFAEfxRyz2+0EAolCYOPt3RyOyDE94Pl8f4k64whQTWFh\n74wIgNEGDhxIQ8NBrNZIJbBPn8Imzq7HZPqmmfszh4RAIYQQohvo27cX8BFTp16G16stoWOz2QgG\n9e7gemBb6OfoEKgtM2MyNQ52I0aUYjJZADAY/hN4i9zc7t0FnEj//tq6h35/JDD37VvQxNl12Gzf\ndPvxkK0hIVAIIYToBgoK8oDPuPzyaZjN2iQGvRJot18IOIBvhc6O7g7WQqA2qSSWwaAQDPoB6NPH\nBjxMbm5WZ72FlNErm9XVR8PHJkz4ThNn12M0fi0hUAghhBDpQd+1Y/z48eFjdrsdn6+W+vq/xJxr\nMOghUAXqGDfuW5SXlzd6TpPJQDAYJC+vgP/7v/8DYODAkk5pfzqI3onmoosu4vrrrwfg9ttvB8Bu\ndwF1qGoFxcXFqWhil5IQKIQQQnQDegjs0yeyh7DJlHh+p9God/02ALVMmzaVH/5wesLz+vTpy3XX\nXcPAgQMBbbu6TBUI+GNu5+TkAPDII4/wzTffMHLk2UA9Xm8FvXv3TkELu5bMDhZCCCG6Ab1L0+Vy\nNbrP7c6jujqy+LPBoG+75wGW4nD8OuFzmkwGDhzYj6Io4efv7svCNMVisYTHUibSq1cvnE4HUIXP\nV01BQVNjBjOHVAKFEEKIbmD48OFNVqfy87WZrIqi/VmPhMCvAThw4EDCx5lMCgaDIRwAX375ZX7w\ngx8ksdXpw2y2NDp24YUXxnSvZ2e7gM9xuQrCC01nssx/h0IIIUQGGDx4MBUVFQnvs1rNfPTRRxgM\nWgdfJARqk0GGDx+e8HHxu2JcdNFFWCyNw1ImsFobv69zzjmHzZs3h2/n52cDn5OdnfkLRYOEQCGE\nEKLbUxSVkSNHEgh4gSCKoofAg/TrNyo88SFeT6h26SZPnsyoUac3e05BgRYC8/J6RgiUMYFCCCFE\nN6coQRRFwWi0EAh4Y0JgdnZuM4/LrEWhm1NeXo6qqs2ek5eXjaJ8TkHB2C5qVWpJCBRCCCG6OT3c\nmM02AoGTUSHwK/LyEofAmTNncsEFF3RRC1OvNVXP7OxsVPVLioqmdEGLUk9CoBBCCNGN/e53v6Nf\nv34AmExWoAFF8ZKVlU1NzVfk5yde7y7RuoE9XXZ2NgAlJdIdLIQQQog0d91114V/tlhswEnAR15e\nPjU1X9C798iUta270UNgXl52ilvSNXrOiFAhhBAiw1ksNgyGRzhx4u/07VsCfEZJSeavd5csubla\n17keBjOdhEAhhBAiQxgMBoLBRwAoLOwF0CMWPU4WPQRm6oLZ8SQECiGEEBnC7z8JwIwZl3D22WcD\nEgLbQkKgEEIIIbolk0n7s/7SSy9y5plnApCf3zMmOSSDhEAhhBBCdEs2mzn888iRI/n+9y9gzJgx\nKWxR92K1WgEwGo0pbknXkNnBQgghRIaIDoElJSW8+uorKWxN99VTJoa0KwR6PB4WLlxIbW0tPp+P\nJUuWMGbMGF577TUefPBBiou1NYluu+02SktLWbVqFW+++SYmk4klS5YwevRoqqqqWLhwIQ0NDRQW\nFrJs2TKsViuvv/46a9aswWQycemll3LZZZehqipLly5l7969WCwWHnjgAU455ZSkXgghhBCiu7NY\nzC2fJJpVWVkZ7hbOdO0KgU8//TTjx4/n6quv5osvvmDBggW8+OKL7Ny5k0WLFjFlSmSl7d27d7Nt\n2zbWr19PRUUFt956Kxs2bGD16tVMnz6dGTNm8MQTT1BeXs6cOXNYvnw5L774IlarldmzZzN58mS2\nb9+O1+ulvLycDz74gGXLlrFmzZqkXQQhhBAiE6xevZpPPvkk1c3o1npKAIR2hsDrrrsOi8UCgN/v\nD/eh79q1iz179vDMM88wevRoFi5cyPbt25kwYQIAxcXFBINBKisref/997npppsAOOecc3jkkUc4\n++yz6d+/Py6XC4DS0lK2bt3Kjh07mDhxIgBjxoxh586dHXvXQgghRAYaP34848ePT3UzRDfRYgjc\nsGEDv//972OOLVu2jFGjRnHkyBEWLVrEz3/+cwAmTJjA97//ffr27cu9995LeXk5Ho8nJlU7nU48\nHg+1tbVkZWWFj9XU1MQcA3A4HAmPm0wmgsFgq/YBFEIIIYQQjbUYAsvKyigrK2t0fO/evSxcuJDF\nixdTWloKwKWXXhoOa+eddx4bN25kxIgReDye8OM8Hg9utzscBvPy8sIhz+VyxZxbW1tLdnY2LpeL\n2tra8PHmAuD27dtb+dZFIhUVFaluQrcl165j5Pp1jFy/9pNr1zFy/bqvdnUHf/bZZ9xxxx088sgj\nnHrqqeHjP/zhDykvL6eoqIh3332XUaNGMXr0aB566CHmzZtHRUUFqqqSk5PD2LFj2bRpEzNmzGDT\npk2UlpYyaNAg9u/fT3V1NTabjW3btjFv3jwA3njjDaZOncqOHTsYNmxYwnaNGzeuPW9HCCGEEKLH\nUVRVVdv6oJtvvpm9e/fSp08fVFXF7XazevVq3nnnHR5++GFsNhtDhgzh7rvvxmg0smrVKjZt2oSq\nqixZsoSxY8dy7NgxFi9eTF1dHbm5uaxYsQKbzcY//vEPVq1ahaqqlJWVMXv27JjZwaB1Rw8cODDp\nF0MIIYQQoqdoVwgUQgghhBDdW7efWaGqKvfeey+zZs3i6quv5uDBg6luUlry+/0sWrSIOXPmcPnl\nl/P6669z4MABrrjiCq688kruu+++8LnPP/88l156KbNmzeIf//hH6hqdho4dO8akSZP44osv5Pq1\n0RNPPMGsWbO49NJLeeGFF+T6tYHf72fBggXMmjWLK6+8Uv79tdIHH3zAVVddBdCm69XQ0MBtt93G\nnDlzuOGGG6iqqkpF81Mu+vp9/PHHzJkzh6uvvpof//jHVFZWAnL9mhN9/XQvv/wys2bNCt9O+fVT\nu7mNGzeqP/vZz1RVVdUdO3aoN910U4pblJ5eeOEF9de//rWqqqp64sQJddKkSeqNN96ovvfee6qq\nquo999yjvvrqq+qRI0fUiy66SPX5fGpNTY160UUXqV6vN5VNTxs+n0+95ZZb1PPPP1/9/PPP5fq1\nwT//+U/1xhtvVFVVVWtra9VHH31Url8bvPbaa+odd9yhqqqqbt68Wb311lvl+rXgySefVC+66CJ1\n5syZqqqqbbpeTz/9tProo4+qqqqqr7zyinr//fen7H2kSvz1u/LKK9U9e/aoqqqq5eXl6vLly+X6\nNSP++qmqqu7atUu95pprwsfS4fp1+0rg9u3bZQ3BVpg2bRq33347AIFAAKPRyO7du8Mzu8855xze\neecdPvzwQ8aNG4fJZMLlcjFgwIDwWMye7sEHH2T27NkUFhaiqqpcvzZ4++23GTZsGDfffDM33XQT\nkyZNkuvXBgMGDCAQCKCqKjU1NZhMJrl+Lejfvz+rV68O3961a1errteePXvYvn0755xzTvjcLVu2\npOQ9pFL89Xv44YfDE0H9fj8Wi0WuXzPir19VVRWPPPJIeEk9IC2uX7cPgR6PJ+EagiKW3W7H4XDg\n8Xi4/fbbufPOO1GjhoMmWr8RIms19nQvvvgi+fn5TJgwIXzdov+dyfVrXlVVFTt37uS///u/Wbp0\nKQsXLpTr1wZOp5OvvvqKqVOncs8993DVVVfJ728LpkyZgtFoDN9u7fXSj+ubFujn9jTx16+goACA\n999/n+eee45rr7220d9fuX4R0dcvGAxy991387Of/Qy73R4+Jx2uX7uWiEknbVlDsKerqKhg/vz5\nXHnllVx44YX853/+Z/i+2tpa3G53wrUa3W53KpqbVl588UUURWHz5s3s3buXxYsXx4zTkOvXvJyc\nHAYPHozJZGLgwIFYrVYOHz4cvl+uX/OeeeYZJk6cyJ133snhw4e56qqr8Pl84fvl+rUs+u9CS9cr\n+u9KfFDsyf7yl7/w29/+lieeeILc3Fy5fq20a9cuDhw4wNKlS2loaGDfvn0sW7aMb3/72ym/ft0+\nLY0dO5Y333wToNk1BHu6o0ePMm/ePH76059yySWXADBixAjee+89ADZt2sS4ceM4/fTTw3s119TU\n8PnnnzN06NBUNj0tPPvss6xdu5a1a9cyfPhwfvOb3zBx4kS5fq00btw43nrrLQAOHz5MfX09Z599\nNlu3bgXk+rVEXzQfICsrC7/fz2mnnSbXrw1OO+20Vv++nnnmmeG/K2+++Wa4G7kn+/Of/8wf//hH\n1q5dS58+fQAYPXq0XL8WqKrK6aefzssvv8wf/vAHVq5cyZAhQ1iyZElaXL9uXwmcMmUKmzdvDs+2\nWbZsWYpblJ5++9vfUl1dzZo1a1i9ejWKovDzn/+c+++/H5/Px+DBg5k6dSqKonDVVVdxxRVXoKoq\nd911V3ifaBFr8eLF/OIXv5Dr1wqTJk1i27ZtlJWVhdf97NOnD3fffbdcv1a45ppr+I//+A/mzJmD\n3+9n4cKFjBw5Uq5fG7Tl93X27NksXryYK664AovFwooVK1Ld/JQKBoP8+te/pqSkhFtuuQVFUTjr\nrLOYP3++XL8WKIrS5H0FBQUpv36yTqAQQgghRA/U7buDhRBCCCFE20kIFEIIIYTogSQECiGEEEL0\nQBIChRBCCCF6IAmBQgghhBA9kIRAIYQQQogeSEKgEEIIIUQPJCFQCCGEEKIHkhAohBBCCNEDSQgU\nQgghhOiBJAQKIYQQQvRAEgKFEEIIIXogCYFCCCGEED2QhEAhhBBCiB7IlOoGCCFER/373/9mypQp\nnHrqqQAEAgHMZjNXXXUVM2bMaPHxl1xyCWvXruXVV1/lb3/7G48//nirXnfr1q385Cc/YdCgQSiK\nQjAYxGQyccstt3Duuec2+9jzzjuPRx99lJEjR7bqtYQQItkkBAohMoLNZuOll14K3z506BDXXnst\nTqeTKVOmNPvY6Me1Vb9+/WIev2fPHmbPns3rr79Obm5uu59XCCE6m3QHCyEyUklJCbfddhtPPfUU\nAF988QVz585l1qxZnHfeedxyyy14vV4Ahg8fzvHjx8OPraioYOzYsXg8nvCx888/n71797b4usOH\nD8dut3Po0CFWrVrFkiVLmDdvHtOmTWPOnDkcOXIkye9UCCHaR0KgECJjDR8+nE8++QSA9evXc8kl\nl1BeXs7GjRs5ePAgb775JgCKosQ8rri4mPHjx/Pyyy8DsGXLFnJzc8Pdzc3ZuHEjBoOBIUOGALB9\n+3YeffRR/vrXv+J2u1m3bl0y36IQQrSbdAcLITKWoijY7XYAfvrTn7J582aeeuopvvzyS44cOUJt\nbS0Aqqo2euwVV1zBQw89xOzZs3n++eeZPXt2wtc4cOAAl1xyCaqqEggE6N27N4899hhWqxWAs846\nC4fDAcBpp50WU3EUQohUkhAohMhYH374IcOGDQPgzjvvJBgMMm3aNM4991wqKirC58VXAgHGjx9P\nfX09W7ZsYdu2bTz44IMJXyN+TGA8m83W7OsIIUSqSHewECIjxFfzvvjiCx577DHmzp0LwDvvvMMt\nt9zCtGnTUFWVDz74gEAgkPCxutmzZ3P33Xczffp0/v/27j0+qvrO//g7IRckAwb7U4PFJquFtVhQ\nmJT1YTRaC1t41AtIEBINUvJQcLV2jVigIgl4CetDtN0GrC7bi2groMW6bW2VhxWWiw9gWqCAsVup\nQAWjiFszUUgk5/cHO+Pk5NxmMsnM5Lyej0cemTmX7/VcPvM9Z87k5eX1bAUAoJcxEgigT2hra9Pk\nyZMlnRpxy8/P19y5c1VeXi7p1Ejg7bffrsLCQp122mkaO3asDh48GF3eyqRJk/Twww9r+vTpSS8v\no4IAUi3LsPsIDAA+96tf/UovvviinnzyyVQXBQCSrluXg3ft2qXq6mpJ0htvvKHy8nLNmDFDM2bM\n0EsvvSRJWrNmjaZMmaLp06frtddekySdOHFCd955p2688UbNnj1bH374oSRp586duuGGG1RVVaXG\nxsZoPo2NjZo6daoqKyu1e/fu7hQZADyprq7W448/rnnz5qW6KADQIxIeCVy5cqV++ctfqqCgQM8+\n+6zWrl2r1tZWzZw5M7rM0aNH9c1vflPr1q3T8ePHVVlZqV/84hd65plnFA6Hdccdd+g3v/mN/vjH\nP+ree+/VpEmT1NjYqKFDh+rWW29VbW2tOjo69PDDD+snP/mJjhw5om9961t67rnnklV/AAAAX0p4\nJLC4uFjLly+Pvt+7d69ee+013XTTTVq4cKFaW1u1e/duBYNB5eTkKBAIqKSkRE1NTQqFQtH7dMrL\ny/X6668rHA6rvb1dQ4cOlSRddtll2rx5s0KhkMrKyiSdenZXR0dHdOQQAAAAiUk4CBw/frz69esX\nfX/RRRfpO9/5jp5++mmde+65amxsVDgc1sCBA6PLDBgwQOFwWK2trQoEApKkgoICtbS0dJpmnm6V\nBgAAABKXtG8Hjxs3LhqsjRs3Tg888IDGjh3bKWBrbW3VoEGDFAgEog9pjQR5BQUFXZY9/fTTlZub\nG102dnkroVAoWdUBAADoccFgMGV5Jy0IrKmp0X333aeRI0dq69atuvDCCzVy5Eg99thjamtr04kT\nJ7R//34NGzZMo0eP1oYNGzRy5Eht2LBBpaWlCgQCysvL06FDhzR06FBt2rRJd9xxh/r166dHHnlE\ns2bN0pEjR2QYhgoLC23LkcrGBAAA8CrVg1dJCwLr6+t1//33Kzc3V2eeeaaWLFmigoICVVdXq6qq\nSoZhqLa2Vnl5eaqsrNS8efNUVVWlvLw8LVu2TJK0ePFizZ07Vx0dHSorK9OoUaMknQrspk2bJsMw\ntGjRomQVGQAAwLf61HMCQ6EQI4EAACAjpDpu4WfjAAAAfIggEAAAwIcIAgEAAHyIIBAAAMCHCAIB\nAAB8iCAQAADAhwgCAQAAfIggEAAAwIcIAgEAAHyIIBAAAMCHCAIBAAB8iCAQAADAhwgCAQAAfIgg\nEAAAwIcIAgEAAHyIIBAAAMCHCAIBAAB8iCAQAADAhwgCAQAAfIggEAAAwIcIAgEAAHyIIBAA4Ki+\nvj7VRQDQAwgCAQCOFi9enOoiAOgBBIEAAAA+RBAIAADgQwSBAAAAPkQQCAAA4EMEgQAAAD5EEAgA\nAOBDBIEAAAA+1K0gcNeuXaqurpYkHTx4UFVVVbrppps6PVNqzZo1mjJliqZPn67XXntNknTixAnd\neeeduvHGGzV79mx9+OGHkqSdO3fqhhtuUFVVlRobG6NpNDY2aurUqaqsrNTu3bu7U2QAAACoG0Hg\nypUrtXDhQrW3t0uSGhoaVFtbq6efflodHR1av369jh49qlWrVmn16tVauXKlli1bpvb2dv385z/X\n8OHD9cwzz+i6667TihUrJJ16Kv2jjz6qn/3sZ9q9e7eampq0b98+7dixQ2vXrtWjjz6qJUuWJKfm\nAAAAPpZwEFhcXKzly5dH3+/du1elpaWSpPLycm3ZskW7d+9WMBhUTk6OAoGASkpK1NTUpFAopPLy\n8uiyr7/+usLhsNrb2zV06FBJ0mWXXabNmzcrFAqprKxMkjRkyBB1dHRERw4BAACQmISDwPHjx6tf\nv37R94ZhRF8XFBQoHA6rtbVVAwcOjE4fMGBAdHogEIgu29LS0mmaebpVGgAAAEhcTrISys7+LJ5s\nbW3VoEGDFAgEOgVssdNbW1uj0wYOHBgNHGOXPf3005WbmxtdNnZ5AAAAJC5p3w4eMWKEtm/fLkna\nuHGjgsGgRo4cqVAopLa2NrW0tGj//v0aNmyYRo8erQ0bNkiSNmzYoNLSUgUCAeXl5enQoUMyDEOb\nNm1SMBjU6NGjtWnTJhmGocOHD8swDBUWFiar2AAAAL6UtJHAefPm6b777lN7e7vOP/98TZgwQVlZ\nWaqurlZVVZUMw1Btba3y8vJUWVmpefPmqaqqSnl5eVq2bJkkafHixZo7d646OjpUVlamUaNGSZKC\nwaCmTZsmwzC0aNGiZBUZAADAt7KM2Jv5MlwoFFIwGEx1MQCgT8nKylIfOlUAaSPVcQsPiwYAAPAh\ngkAAQFLU19enuggA4kAQCABIithfiwKQ/ggCAQAAfIggEAAAwIcIAgEgTXBPHYDeRBAIAD0onsCO\ne+oA9CaCQADoQQR2ANIVQSAAAIAPEQQCAAD4EEEgAACADxEEAgCvfnZRAAAgAElEQVQA+BBBIAAA\ngA8RBAIAAPgQQSAAoNcVFZWoqKgk1cUAfC0n1QUAAPhPc/OBVBcB8D1GAgEAAHyIIBAAAMCHuBwM\nALDEPXtA30YQCACwxH17QN/G5WAAAAAfIggEAADwIYJAAAAAHyIIBAAA8CGCQAAAAB8iCAQAAPAh\ngkAAQI+pr69PdREA2CAIBAD0mMWLF6e6CABsEAQCAAD4EEEgAACADxEEAkAKcc8cgFTJMgzDSGaC\n119/vQKBgCRp6NChmjNnjubPn6/s7GwNGzZMdXV1kqQ1a9Zo9erVys3N1Zw5c3TllVfqxIkTuuee\ne/TBBx8oEAho6dKlGjx4sHbu3KmHHnpIOTk5uvTSS3XHHXdY5h0KhRQMBpNZHQDolqysLDkdZmPn\nuy3b27KysqKvvZTLqvx2dYqknU71jVVfX0+Ajh6X6rglqSOBbW1tkqSnnnpKTz31lB566CE1NDSo\ntrZWTz/9tDo6OrR+/XodPXpUq1at0urVq7Vy5UotW7ZM7e3t+vnPf67hw4frmWee0XXXXacVK1ZI\nOrUzPvroo/rZz36m3bt3q6mpKZnFBgCgE77QAj9IahDY1NSkjz/+WDU1NZo5c6Z27dqlffv2qbS0\nVJJUXl6uLVu2aPfu3QoGg8rJyVEgEFBJSYmampoUCoVUXl4eXfb1119XOBxWe3u7hg4dKkm67LLL\ntGXLlmQWGwDQxzGqB3SV1CCwf//+qqmp0X/+53+qvr5ec+fO7TTUX1BQoHA4rNbWVg0cODA6fcCA\nAdHpkUvJBQUFamlp6TQtdjoAALGcAj1G9oCukhoElpSU6Nprr42+Liws1AcffBCd39raqkGDBikQ\nCCgcDltOb21tjU4bOHBgNHA0LwsAQCwCPSA+SQ0Cn3/+eS1dulSS1NzcrHA4rLKyMm3btk2StHHj\nRgWDQY0cOVKhUEhtbW1qaWnR/v37NWzYMI0ePVobNmyQJG3YsEGlpaUKBALKy8vToUOHZBiGNm3a\nxJc/AAAAuiknmYlVVFRowYIFqqqqUnZ2tpYuXarCwkItXLhQ7e3tOv/88zVhwgRlZWWpurpaVVVV\nMgxDtbW1ysvLU2VlpebNm6eqqirl5eVp2bJlkk59ups7d646OjpUVlamUaNGJbPYAIBu4Ju0QGZK\n+iNiUinVX7UGALOefERMUVGJJOndd9/uThFteX1ETKTcqX5EjFP7eW3bSJs2Nx9I28fXoO9IddyS\n1JFAAEDvaW4+kOoi9Dm0KfyEXwwBAADwIYJAAAAAHyIIBIA+iC9qAHBDEAgAvaw3ArTeemYewSaQ\nuQgCAaCX9aWHGsdbF4JGIH0QBAKAj/VGUBabh9egsaioJPq4FgA9gyAQ+D+MUKC3pcM21xujkonk\n0dx8gMe1AD2Mh0UD/yfeB/Wa9fSDe5GZnB6gbH5gcrzboNMDl72m5faA5Qi3ZZweFh27vl3dndL1\nKhkPi/b6gOy+iGNY70t13MJIIJAkjFwAPS8dRk/7Ko5h/kMQCMTgBIO+KJ2363jL1pe+VAOkGkEg\nEIMTDJIh3b7UkMztOtkBpbls6RywAn0NQSAAJFlPXlbr6QDzyiuvdJwfG7T1RMCWPh/E8ru0MwEq\n+hqCQKQFDq7wi3i3dfPyPX3f1oYNGzwvmz4BW3J0busTam4+kNDjbazTA9IP3w5GWujuN3OTVQYp\n8W8Ednd99B1O35g1z4u8jsyz+yaxl/Xt1ovnW7Pm9SKs0jLPT+Tbwebyu3172JxH7Dda3epZV1fn\nGJjFlimWl3asr6/vknY6HNfiwTGs96U6bmEkEL2KT8YAkimekdGeHLmMpM0xDpmEILCX9PaBoTfz\niyevnjwIJ3KvVLrdwO+GE4y/ZVr/J7I/Zrq+dokc7jLtPBKrTwaB6Xig7O0DQ2/m55ZXb/VHIvdK\neVknGeVPVhtwgvEHu+2lp/s/2ftqIvsjPpOO5zJ0ldHPVzT6kB07dhiGYRjpWK3eLlNP51dXV+c5\nr9j5dssmo7yS4k4ndh279b2m6ZR/svojHbdtdGXerpzmWe0fdvtMZHnz+mefXWycfXZxl3ysXluV\n1apsVvmdmpYfzcuqPFZ1taujXX5WZYldxnz8scvfqixOYsvkVHa7dc3LxLO/xtYpkfWTwUsbWZUz\nGXoq3d6QyLknIhK3pEqfHAlEz2NEyn8YlXDn1kY91Ya9OxJxIuWjHuly/Elmf6ZLndz0VDkzpf59\njS+CQE5emc2P/ZeOdeahvu7cTmSpPtEFAv8vY+9d6gnd3Ybt+tPtHjH2HXu0TS9L6ThkktldDo6n\nmj01JN3bTd3T+SmOSx5elnVKwzzPro/UC5eDrS67eck/kXIlI52IZGzXbvuVU9v4hdW2ZN7+7ba5\nurq6hC8HW217Vml4Wc4pP6u62dXVaX3zvMi243V/dCqPHbe6m8vkVHar9176xC6deKZF9MS5yssx\ntKfOLV76MF0lcu6J4HJwmmG0o3u6215evmXlNprSk9/UytQbgBMZgYq3LzO1bXpL5/bs+msUvTlK\nmIrjmlOeXredRMvtZb1MO9anelS5L8q0bSApUhqCJlkyRgLt1u3up67ebmq7/JL16VE2n46t8nWb\nHztdHj+t26Uhl0/gduvY5W1Vfrf87ebFI1npdGe9ePshnnbvCb11Y7lTPuZtyTy6Z/cXOz82HavX\nVuu47TdWyzulb5efVTntym1XvkTaI57yWPHaRk7lsauf+bWX45DVecXt2BPPvER52Yd7ah9368Pe\n0J3ja6LrMhKYIew+dWXaJwc+PXrXnRHFTNsuEpVOz8fqrW07nnzY33pP+u1z+a5LJHv7iKcN0q+9\n+ga7dk3b9k5pCJpkPTkSaJeGW9qRT3p2yyVr9MJ8P1Yi5a2rq/NcHtl8OrZK321+7HS5fFp3SyP2\nL5aX+wjN61mlZZW2XVpeymwlcm+UXR6J8LKeuY1i14kd0Yqd79R+vU1Sr4wGRuro9FgWq23RPM2p\n/Zz2L6c0rcpiVy6n9K3yc7pvz2m7j/1LdGTUrv5ubeC0nlPb2qUZbxt7Od7ZpW03LXae0z7rxi4/\ntzTMxwUr8e6Hsce83j6GxPO4MztO+4Bb2qkeCSQINLFbN9GTstP6VifW2Hmx/924Hazcplul4Zaf\n02u7HcvLQdGqD7zsqF5PiFbrfPba/hloduWzS8uuDk59GtkmIut7De7d0vXSr15OkOb5Tift3n7u\nVzzbb6RsiXyZxW1bjZ1nFzC5BT2x24tdoGKXj7ksduWyW85bYJTfKSB02u7d6uulPezq79YGTuvF\nHn9j9zu78sTWz65vrMrj9mHBqh+cppnr5HV5L2l72YfcyhxvOcz5mteN91wYLy/18ZKGXfnNaZvr\nQRCYRPEEgXajXk4HdSted5h4dzi3fN3SsjsZxwY58ZTHrnx2r53mW+3UXg78kXW8HOi9HhztTkpW\n7+3KZ5eW13l2dbDKL/Z1PAGil351ajMvJ2TzSS/RA2qseA788W6/5oA7nnzs8rMLBKymOfV15LV5\ne3dL06osduWyW84uP7c/c587BVbxtodd/a3ysOszp33ZrW5W7Rj73zyS5ZSG1frm17HT4nkaQjzb\nsl1+bmm4lTnecpjz9dJWyeSlPl7ScCun3XyCwCSKJwi029jj3QC97jDx7nBWJwC3fJwO7F7zjCc/\np9de8nc6SdmVy3wCsPrlgHgOjnYnAqv3duVzq5vTPKvLOU4nQqeySNajDnb1d7uU5FZvp/byui25\nBXl2adh9gIt3fzGvE5uuVVtaXc60Kq9V+nbBgVV6duWLneYWAJnXMy9vt5xdfl7/YtvJS329tIdV\neezScNo27OrqpU7m/rXqb/PoqDkN8wcku36w6w+3eU7bv5dLx077g9V6TmXzUobYEVWrNol9b9W3\nyRgd9FIfL2nYld8wrB//FCk7QWASeQ0CnUYAnDZAcxpW0+3Sc9vhzKNjdgd2c/5WaZnzczrIO6Xh\nxC0vqxOQOQ/zpdfY+VbBndPr2PfxHBxj83M6wViVJZZ5m7I7edm1lzkNpzpald1cXq8HfKv3keDa\nrd5O7WW1bRtGfKOXTvPjPWHaLWvVhk7pOfVN7PpW7WDVPm7btts27nWbd1rWqc5u+bnVJdFlYufH\nbjNe04jlFPxaXdZ22o5j83Xqby91tmp7M/P2aTXPPM1cd6t5dgMMTtuGeR9xuypjNz3Sn3YfqOzK\n6aW+Vuw+GDtd0vfC6Rxldz6PzSPynyAwiXbs2GFcccUVthuKlwDLbl3zjijlGwUFp7tuNFYbduw8\nLwcVu3RjNzSrndfqspxbmpF5bvdK2e04dgc3u53dS729rG9e1+vBIp4Dtrmd7UYhrfLzcuA3l8Gu\nX53yjKf+Ttu6Ux+Y28Iuf7dtwa5cbuWOTLf7IORldMCqrG6Br1Wg3/XYYh1U2OXptm1L+Y7biNc+\nd1rWrX/i/fNaznjnm6c5peHU14nUze5Dntf6OpXfqh+symg3z67PndK3WtfL8caqzpF17fJ1ulpj\nt+3bBU+R11dccYVlfe3KYtd+dnW0c/bZxUZBwemW69nVJXaaOaitq6sjCPSqo6PDWLRokTFt2jSj\nurraOHjwYJdlduzY4bhj2O2IVstarWt3AIkVGzxZfXI0p23eIJzKGBmhiZ3v/Cm380HMqh5O5bFb\nziqwjH3tFHhavXart9M6TnU21y22HWPrYfXnZWTQaXuwyv+zefmOBxK7A2Xs8ubymd871d8qra59\nYB182JXVri3t6mg12mjFy7ZqVSarQNDtZOS03ZnXMc+32kacth+n+VbLeim3U5972abc6uz177P1\n8pPSHnbT3Nq7ax0+26at9pd46+el372U32pEym6bs5pn1+dWfet0HrDbNuwuYUeWtdqP3bYvu3Zx\n+tUYp/Z3a4PYupuXsyurFae+cyunXZ0JAj16+eWXjfnz5xuGYRg7d+40brvtti7LOAWBnTfifMvl\nIsua37sFHOblnTYGw7AfIu763v5E7Hbw87KznfpU8zkjO3uA559sind0ymn0xMtB0ku97eps7pfY\n1/GeBOz6yK7eiWwXbvnHLu+lzHaXggzDMAoKPuey7dn3gdf8zXXs2uadt+/YDzlOJ0ar8liVyWqd\neNu66/v8TvUy19Hr9uM036kuXtrba32dlvOaXyJ1jbc9nLZNr9t+vOXzUja7D6/e6hQ7Ypzf5YOz\nVdkjo1BugZz58rlV35rX9TqYEJum1TynS6x2x1y76U5lNv83t4HVgElkWbf7Ms0DOVZt5FY2L20V\neU0Q6FFDQ4Px61//Ovr+8ssv77KMVRDoZUTH6WRp7jzzs7LsNrjY11YjY5GTcOdlu55guu6Qzvew\n2JU70YOVYZwaerfboWLbzLmt820DTbuDwWfpW7dLbLpW88z96NQ2TqMWVnnbXTq0OzhZpeOUhlX+\n8Z50rPrIujz5luWz2t69lNWqLeLZZiNlys4e0Gm+1YndMD67ROPU/962AfvyxO6vVvuIW7+4feiw\n20ac273rNhvbVm71dWqX2DTi/fOynpc+cJsWbz96XS/esnttJy/52m3nTm1s3sattku77cvquO6l\n7azmRcoUu+05f2va+zHXXGZzWeyu7rhdMbFrI6/zvLx22wYJAj269957jY0bN0bff/WrXzVOnjzZ\naZnPgkDnwMBqo4iIfd2d0SK7vL2Uyer5W1brOR1E3MqXSD3M65vbLJ78vJTFXJd40zOMrp/6vLaB\n1/LG3ptitfO7PWDXa7ncti27P6tP5vZt6n6TfLz7hZeymtvInH5Bweei82MvI1uV36pdzdupl7aO\nXcaqvrHzvTweJJ52SnQbsVrOab3YvrRaz1vZ803/va3jZTtzmxZvPzqv5738iQbHXvvPfLuI1z6P\nrBuZHrtdfvYhxv75jvG0nZeyeT12e2kvL2Xx8gUfc3/HpmHOIzaodRrgsHvtdFyInUYQ6FFDQ4Px\n0ksvRd9HTr6xduzYYeTm5hu5uQON3Nx844orroi+jp1WUPC5LtOKi4s7LW+3nDm9urq66OtTO9pp\n0deR5SLTYteNnVZQcLrrcsXFxUZxcbHtctnZA1zzjS2fVR6RdSN1ipQr3raMzc9ruznlEXkdaQOr\n5SJt46V9zW0UW0+n5ezaLbL9RJa3K0tBwecs+zpyicepfWPb6Oyziz1t51Ztbu4vt3yd0ounze2W\n6862WlBwevR2Bqs+tJvmdbv0ut+bp7nlEU96btugue7mPvHaD93tL6/TvLZHPNOctlWnY4aXY1W8\n9YznuJ/MaXbnh4KC07vUyWqaU7tF9rXYabH5xXuMjxy/vLZ5JB+743Rk2tlnF0fPg+Z9xMvxxsty\nTvthIvv4FVdcQRDo1e9+97voPYF//OMfjVtuuaXLMpGRQMPwPqqSyCe7yDeQYz+5xfspx8snBLv5\n5ktTVp9wvH5C66k/cz2c7gcxX85zalO3vnX+sx4piiftyDJWfWBOL55+j6ddvXySN9fb7TKJuR2c\n2iZ2ZC7yZzUi6lZvp+3Ca1u6L281UuX9SoFVHk77T2T9eMufaBt0N49kl8uqj622LbtlerI+bn3b\nk+nb/VntSz1V50TKZ16n67nPPm3zMcM83Wo7SKxdPxs5jWe/87Zc1+OH10cKmdOwayOCQI9ivx08\nbdo0Y//+/V2W8RIE2t3b5nWnsLr3rzuXB5xO6FblinDL0+rexUTqa3fpJt57nOzyjOWlfPGV3b39\nnfJ1ugxotaxTPZNVB3MedvfCWK13qj7W35C06i/zNKfL6tbbZdeg2+peJqd6xnO/VSQtrwdpq7xj\np11xxRXRk15s/1qtZ3WfUnf62Wsa3c0j2eWy2y6c1o2d5l6fzttUMm5NsLsvLpKf1yAtkb7o3B7x\nfoB3X97c9vGl7xyouaXttqxheLvdx63c5n3TbvnYc6JTn3s9t1lvF84Bn9UxkSAwibwEgRGJ7rwR\nVvfSWH2qcwvGnMpiVa5YXnYKp404nhOs1bTYT4VWG7dVPc1tZFUft/4z1zW2Hl7q5OURNs47sv3J\nzqnsybp3zKptY/vULni165PI9mLepu2Wt6qnl/o7pRm7HVn9zqp5fmybWj182rw9mLcRu7K61dlt\nPac26m5fu93P9VkdE7syYW5n7+Wy32ec+ty8vTkHY96OB07ldyqzdTu65eEtfbeR43jqbF7W6fxi\nXt7c7lbltOo/t/Ts6m6eHzk22e0jXrYpu2dwmrm1tdtyXvrAaTm39oidRhCYRPEHgU7fOnVeP7KO\n1WvziItd+lbzIu/tRnjM+Xsp42eXW+1/oSN2B7M7CFp9ySJyv4jbAcCqvezq41Y3u9Ekp5OI1Zcz\n3PKNrbfbAcCpX6we2eD2ZQi7aW7tZ1cGu/Wc0nBb3q7+dnWxS9MuQLNLz67+seVz6i/rtK0f/RJZ\nxmuZnNrI+i++YMvpvbf8uv/nVDer8lm1qVVbeW8z+/zclnXbp7pzpchrm7i1Zd3/3SKTSPs6LW9u\nd6/bm9MVg9jXTl+CM7M7HkTq7pSO1b7nZRtyyjue/o5tR7sBCKs0ItPMyxEEJlG8QaD5Es6pv64H\nZavgJ7JOhN3lIvN7u43SagOzK2uE3eNq7Mpo9dqqHczlNdfPasdzO/hY5e/UZlbt5RRIeGlrq3pa\nTXd6MKpTGzm1hV3bmZ9A73Ywsqu/Wxt4abdIW1jVxS0PM6uDnVPZvfxCTex6dst76S+3tM0f4LyW\nyWrbsjsOefmzy8fLSbnrX3yjg3Yjyl72s3i2O7f+8NJG3WlPr9u21/Ttgsx42rI77WvuP6vtwylt\np/St0rPaD835WX2IslveKZ2uZbTfT+1Gze3yiKRnda+weV+IzHcrZ+z6du1vGASBSbVjxw7bG77N\nG0Jkw4zdsM07qt2lJrv35nl2O5bVjmP3gErDcP6JnNi0rXY2p4Nc7H/zML1Tmk4jI3YHH/N6Xnd6\nu53Y6wHcXAernTi2bFbtYFU2w7B+/ExkvtMlbzuR9Ow+nMRuM1YfCsxt4PR4HHO97XhtZ6v1rNa3\nm+bG7WBuzje23nbbo13aXstntV5sfuZl4v1zqnvsdm2339iNJtkFJG55e53ntKy5n9z6w6rsdaYr\nLd1pT6/btlV6Xp+hGW9burdvfqf+d8ozMs/u+B5bD7eyRFgde2LZPYjZjt3+ZtX+5nl2xy+7EV27\nPMxtYPUB1lwet3LaBX/m5QgCkyi2Md0+eZmZO85qWadRNqv03HbyeNlt8G4budX6djup2wnTidXB\nx0u5rJaP7Qe7gMfpAO42eusl+DH/t2szu/d2B2QvzGm4Bfjm906v3epuTtPtZOBUNqs+cBv1s+K0\nX1rla34deW+3X5tPlF76KXaEwCq/2LQS+bNKw66e5u3F6r3bdLe8vc5zWtZc/njbzK3O8axrPq44\ntXnktVPQZ1f+eNvSbXm746Hd/mjX7nbbudv2ZvXeKo1IWd3YlSP2KoldoOrG7jzgJR23be6z6Z1H\nEGPrbD+o8Nk6BIFJZG7MyE5r/kaQFaed2o5berFpeD2JJcJtQ7Zi3jjjSdOpHJ3fd73J35y/U552\nO53dslav4wncrZYzHzTtymK3brwHT/NysSOrdstYvffaHl7K4XQy8FK2ZG3zXoJHp7o6rW8ub7yB\nslV+kXmJ/nVOo+s9xuY8YstudbI3L9edL3+4p53+QaBVO1qVwTCsf/nCqW7daUuvy5vbzKk9rZaz\nOj45lcUuTSvx7PNuI4t26cebR7zp2I0OmtPzcqwz90/scgSBSWQVBFq9tuK0UyfCKo1kpOs1r9h5\nbuvaTU8kYIgV7/rmg0FsAGRO2+lSvddg34l5Z7c7cTi9t9sGvPD6CdrufTzbvlseVp9s4ylbvNtB\ndySaV3fK69S+XgOURAKE2PLanWTs0rXPN9/20qDXIMV6Wesg1i0Iccs7nja2W9eqTZ3a3KpudpcS\n7dK0GoU0L291NSt2nrnNnNrTrg5u7W+VhlX+Tnl6kcjy3TmuRcR7VcLtioxdmazOJxEEgUmUzCCw\nuycuuwAgGRuumdcRjnjmJ1L/ZNTNbSfqbt5e62V1kDXvyHZ5250s4sk/kTLafTrtTp6JrtubgV8y\ndGfbdVrXa4DiJWix69/Y91YnG6vAw0u+dsu5zXMLvKzK65anXdDktryXda3a1CkQcrtX3K0N7PK2\nGhHz8uUGw+h6T7O5LFbL2Z03rK5a9XRQF+/xIpFbSnqK035pN50gsIc4BYHxfHJJxgmsN4NAt3J0\nZ34y8+pOGr1ZD7v0493BE7nMkSypyjdTdWef724QaDXi4xRAWeVpF1SZT+jdCQKdRq/sAkxzOdzK\na1c287KRPN2Wt1u3O0GgVXnt6mAOENzydrulIBGJrGfXXz2ZZ19gV2+nD+wEgUnkFAS6SfbIRaYE\ngcmsd08Ggcm+/BAvp75zGhlM1YiYXw/CqeB2+4Hbn3k5LzfBew0CDcOIPqDdvJxdAGpXfnP6VsGf\n1TpWZU5GEBj7uvOD67sGgVbBmFuayQgCO0/r/K1eLyNIdmWJRzJG8+PNO9OuBCRLIvUmCEyi7gSB\nyWY1CpSOQWC65dWbn3bjTd9rHukQgPn1IJxurII7qwDH6hKcOQ3zNKv3Xj/0uf1+slX5zelbBX+G\n0fkSpl2Z3YJAc3Bqt745X6cvcJjr5Jam1yDQafTObZpb2pH0U335Mx2OaX0VQWASpVMQaBjuD97t\nDX4JAns66Mm0IBDpwe7+Krsgwy5oiTwrNHaa1ftEttFkB4F2dYl9H3sp18zqMq9d3rHLW5XLuj0/\nC4DtRrviCQKtJDMITAd8qOw5BIFJlG5BoFlfDwKTcaBI14NNPH2XrnVAaiQjCHSb1lNBoN09hVZ5\nutXF7UsLVvO8BIF2acbTnnbldwo2ncQbBHLM8K9UB4FZhmEY6iNCoZCCwWD0fVZWltKpellZWZLU\nq2VKtzbIVKnoO/QN5m2nvr5eixcvjs6PTLfbxqz2YfO0yHuv+3t9fb3q6+s75Wsuj1X5Y9M352me\nZ5WWmVN5Y8tll7dTmvG0p3m6Oe94WeXNMQRWzHFLb8tOWc4+dPbZxTr77OJUFwNACkWCr2Sqq6tL\nWRnizduvaCekI0YC+zjaIDn4FI9EOY0KxU4vKiqRJL377ttd1k9kNCve8pnLY1V+p9G4nhgJrKur\n0+LFi/vESKBbueFPjASiR/HpMzkYxUUyWe2X7777dpcA0O9iRyz7wrGsL9QBfUufDgLZ4Xrm0pMf\ncYJGMvXF/bKnjreRdL22WaLl6I3zRV/sd2S2Pn05GABSzenSoNV0q/Uz4XKweZ26ujrXoMfLZV0r\nsV9scUo7Um6v6camH/nyTjIvBwNmqY5b+vRIIACks3S4WtFTtzp0d9TLqW16ekSNETv4BUEgAKRI\nOgQb6XqrQ0+1TW8E3ukQ3ANecDkYAHpQd78p2tOXg72UMzI93m/oesmzp05B3b0kGwlCEw1G+SYw\nvEh13JKTspwBAGmDb793lg6jtEBPIwgEgDQWz6XF7lyGTMdLwgB6FvcEAkAKeA3Y4hmRYvSqM+7N\nA5wRBAJACmRiwJZpQVUmtjHQmwgCAQCeEFQBfQtBIABkmEwbkQOQnggCASDDMCKX/gjUkQkIAgEA\nSDICdWQCHhEDAD2I5++lBiNxgDuCQADoQZn+/L1MDWIZiQPcJTUILC8vV0lJiSRp9OjRuuuuu7Rz\n50499NBDysnJ0aWXXqo77rhDktTY2KgNGzYoJydHCxYs0KhRo/Thhx9q7ty5OnHihM466yw1NDQo\nPz9fr776qlasWKGcnBxNmTJFU6dOTWaxAQA2Mj2IBWAvaUHgwYMHdeGFF+rxxx/vNL2+vl6NjY0a\nOnSobr31VjU1Namjo0M7duzQ2rVrdeTIEX3rW9/Sc889p+XLl+uaa67RpEmT9OSTT+rZZ5/VjTfe\nqKVLl+oXv/iF8vPzVVlZqa997Ws644wzklV0AAAA30naF41zsW8AACAASURBVEP27Nmj5uZmzZgx\nQ7Nnz9bbb7+tcDis9vZ2DR06VJJ02WWXafPmzQqFQiorK5MkDRkyRB0dHTp27Jj+8Ic/6PLLL5d0\nalRx69ateuutt1RcXKxAIKDc3FwFg0Ft3749WcUGAADwpYRGAp977jn99Kc/7TStrq5Os2fP1te/\n/nWFQiHNnTtXy5cvVyAQiC5TUFCgQ4cOqX///iosLOw0PRwOq7W1VQMHDoxOa2lp6TQtdjoAAAAS\nl1AQWFFRoYqKik7Tjh8/rn79+kmSgsGg3n///WhwF9Ha2qrTTz9dubm5am1tjU4Ph8MaNGhQdPkz\nzjgjGvwFAoEuaQwaNCiRYgMAkoRv3wKZL2mXgxsbG6Ojg01NTRoyZIgCgYDy8vJ06NAhGYahTZs2\nKRgMavTo0dq0aZMMw9Dhw4dlGIYKCws1ZswYbdy4UZK0ceNGlZaW6rzzztOBAwf00Ucfqa2tTdu3\nb9fFF1+crGIDABLAt2+BzJe0L4bceuutuueee6Lf+G1oaJB06kAxd+5cdXR0qKysTKNGjZJ0arRw\n2rRpMgxDixYtkiTddtttmjdvntasWaPBgwdr2bJl0W8Pz5o1S4ZhaOrUqTrrrLOSVWwAQIowmgik\nVpZhGEaqC5EsoVBIwWAw1cUAAF/LyspSHzq1AD0m1XELPxsHAADgQwSBAAAAPkQQCAAA4EMEgQAA\nAD5EEAgAAOBDBIEAAAA+RBAIAEgqnv8HZAaCQABAUvFrIkBmIAgEAADwIYJAAAAAHyIIBAAA8CGC\nQAAAAB8iCAQAAPAhgkAAAAAfIggEAADwIYJAAAAAHyIIBAAA8CGCQAAAAB8iCAQAAPAhgkAAAAAf\nIggEAADwIYJAAAAAHyIIBAAA8CGCQAAAAB8iCAQAAPAhgkAAAAAfIggEAADwIYJAAAAAHyIIBAAA\n8CGCQAAAAB8iCAQAAPChbgWBr7zyiu6+++7o+127dumGG25QVVWVGhsbo9MbGxs1depUVVZWavfu\n3ZKkDz/8UDU1NbrppptUW1urEydOSJJeffVVVVRUaPr06Vq7dq0kyTAM1dXVafr06ZoxY4YOHTrU\nnWIDAAD4XsJB4IMPPqjHHnus07S6ujo9+uij+tnPfqbdu3erqalJ+/bt044dO7R27Vo9+uijWrJk\niSRp+fLluuaaa/T000/rggsu0LPPPqtPP/1US5cu1U9+8hOtWrVKq1ev1rFjx7R+/Xq1tbXp2Wef\n1d13362Ghobu1RoAAMDnEg4Cx4wZo/r6+uj7cDis9vZ2DR06VJJ02WWXafPmzQqFQiorK5MkDRky\nRB0dHTp27Jj+8Ic/6PLLL5cklZeXa+vWrXrrrbdUXFysQCCg3NxclZaWatu2bQqFQtFlL7roIu3Z\nsyfRYgMAAEBSjtsCzz33nH760592mtbQ0KCJEydq27Zt0Wmtra0KBALR9wUFBTp06JD69++vwsLC\nTtPD4bBaW1s1cODA6LSWlpZO0yRpwIABltNzcnLU0dGh7GxuaQQAAEiEaxBYUVGhiooK14QiwV1E\na2urTj/9dOXm5qq1tTU6PRwOa9CgQdHlzzjjjGiQFwgELNMIBAKd0nAKAEOhkGtZAQAA/M41CPQq\nEAgoLy9Phw4d0tChQ7Vp0ybdcccd6tevnx555BHNmjVLR44ckWEYKiws1JgxY7Rx40ZNmjRJGzdu\nVGlpqc477zwdOHBAH330kfr3768dO3aopqZGkvT73/9eEyZM0M6dOzV8+HDLMgSDwWRVBwAAoE9L\nWhAoSYsXL9bcuXPV0dGhsrIyjRo1StKp4GzatGkyDEOLFi2SJN12222aN2+e1qxZo8GDB2vZsmXK\nycnRggULNGvWLBmGoYqKCp111lkaP368Nm/erOnTp0sSXwwBAADopizDMIxUFwIAAAC9K6kjgXY+\n/fRTfec739Hvfvc7ffrpp72RJQAAgC/l5OSotrY2ekudnV75eu2LL76oN998U4FAQP379++NLAEA\nAHwlJ+fU2F5WVpaeeeYZ1+V75XLwJ598omPHjun48eN67733VFtbq2PHjvV0tgAAAL6RlZUlScrL\ny9MXvvAF/epXv3JcvldGAk877TR9/vOf19lnn63vf//7nR73AgAAgO7Jzs5Wv379ZBiG2traVF5e\n7r5OL5RLknTkyBFVVFRo9+7d0d8JBgAAQPd1dHREv3cxcOBArVq1Shs2bHBcp1eCwKNHj+qmm27S\ngQMHdPLkyd7IEgAAwFdyc3MlSZdffrmKior0xS9+0XH5XgkCn3jiCR05ckQdHR29kR0AAIDvtLe3\nS5J+97vfaezYsfr85z/vuDzPCQQAAPChXrsnEAAAAOmDIBAAAMCHCAIBAAB8iCAQAADAhwgCAQAA\nfIggEAAAwIcIAgFAUltbm6666irb+WvWrOFh9wD6FIJAAJBkGEb0x9et/PCHPyQIBNCn5KS6AACQ\nKh9//LHmzp2rlpYWnXvuuZKk7du3q7GxUYZh6OOPP9ayZcu0fft2HT16VLW1tWpsbNSjjz6qUCik\nkydPaubMmZowYUKKawIA8WMkEIBvPfvssxo+fLhWrVql6dOnyzAM/eUvf9Ejjzyip556SuPHj9dv\nf/tbVVRU6Mwzz9Rjjz2mjRs36p133tEzzzyjp556Sj/84Q8VDodTXRUAiBsjgQB86+2339aVV14p\nSRo1apRyc3N11lln6f7771dBQYGam5s1ZswYSacuFxuGoT//+c/as2ePZsyYIcMwdPLkSf3tb3/T\nBRdckMKaAED8CAIB+Nb555+vP/7xj7rqqqu0b98+tbe3a9GiRXrllVc0YMAAzZ8/P7psv3791NHR\nofPOO0//9E//pCVLlsgwDK1YsUJf+MIXUlgLAEgMl4MB+FZlZaUOHTqkG2+8UT//+c+Vn5+va6+9\nVlVVVaqqqtLHH3+s9957T5IUDAZ166236qqrrtKAAQN04403asqUKcrKytKAAQNSXBMAiF+WYRhG\nqgsBAACA3sVIIICkeOeddzRixAhNnjxZkydP1rXXXqspU6bohRde8LT+5MmTFQ6HtW7dOs2ZM8dz\nvtu2bdNFF12kyZMn6/rrr9ekSZNUUVGh3//+967rXnXVVdq7d2+X6dXV1fra176myZMna9KkSbr6\n6qu1ePFitba2SpL27Nmjb3/7245p/+lPf1JdXZ3lvNj1FyxYoB//+MeuZTWrqanR//7v/0qSZs+e\nrbfeeivuNAD4G/cEAkia/v37a926ddH3hw8f1syZM1VQUKDx48c7rhu7Xry+8IUvdFq/qalJlZWV\nevXVVzV48OCE0pw/f360zCdPntT999+vu+++Wz/84Q/15S9/Wd///vcd1/+f//kfNTc3W87zsr6b\nzZs3R18/8cQT3UoLgD8xEgigx5xzzjm68847tXLlSknSX//6V82aNUvTp0/XVVddpdtvv11tbW2S\npAsuuCA6siVJR44c0ZgxYzo9fuXrX/+63nzzTdd8L7jgAp122mk6fPiwGhsbtWDBAtXU1GjixIm6\n8cYb9f7777umEXunTL9+/bRgwQLt2LFDf/3rX7Vt2zZdc801kqQdO3Zo6tSpmjJliioqKvTKK6/o\n3Xff1Q9+8AOFQiF997vf1bZt23Tddddp+vTpmjRpkjZt2hRdP5LGtGnTdPXVV+uhhx5SR0eHZZtE\n3i9YsECSNGPGDL377rudRjRXr16ta665RpMmTVJNTY0OHDgg6dSI4wMPPKAZM2bon//5nzVnzhx9\n8sknru0AoO8iCATQoy644AL9+c9/liStXbtWkydP1rPPPquXX35Zhw4d0oYNGySpy691DBkyRJde\neqn+67/+S5K0detWDR48WP/4j//omufLL7+s7OxsffGLX5QkhUIh/eAHP9BLL72kQYMGafXq1XHX\nIz8/XyUlJdG6RDQ2Nuqb3/ymnn/+eT344IN6/fXXVVRUpDvvvFPBYFAPPfSQJOkvf/mLvve97+mF\nF15QXl5epzSam5v11FNP6YUXXlBTU5PWrFlj2SaR9w0NDZKkVatWqaioKDr/9ddf149+9COtWrVK\nL7zwgq6++mr9y7/8S3T+vn379KMf/Ui/+c1v9N577+m3v/1t3O0AoO8gCATQo7KysnTaaadJku65\n5x4NHjxYK1euVH19vd5///3ofXZW31GrqqrS2rVrJZ367d7KykrLPA4ePBi9f++aa67R2rVr9fjj\njys/P1+SNHbs2Og3eEeMGNFpdC3euvTv37/TtIkTJ2rJkiWaO3eu9u7dq7vuusty3aKiok4BW6zr\nrrtO+fn5ysnJ0bXXXqstW7ZI6tombu//+7//WxMnTlRhYaGkU/dZvvfee3rnnXckSZdffrlycnKU\nk5Oj4cOH6+9//7vHmgPoi7gnEECP2r17t4YPHy5Juuuuu9TR0aGJEyfqq1/9qo4cORJdzup3ey+9\n9FJ98skn2rp1q3bs2KF/+7d/s8zDfE+gWWzg5vT7wE4++eQTvfXWWxo+fLgOHToUnT5t2jRdddVV\n2rx5szZu3KjGxka9+OKLXdZ3eoxMdvZnn8cNw1BOTk6n95LU3t7eZT1zXSKXkc3TPv30U0ld24GH\nQwD+xkgggKQxBxV//etf9fjjj2vWrFmSpC1btuj222/XxIkTZRiGdu3apZMnT1quG1FZWamFCxfq\nmmuu6XIZtbccP35cDQ0NuvLKKzVkyJBO86ZPn659+/Zp0qRJWrJkiVpaWvTRRx+pX79+0eDLzW9+\n8xu1tbXpxIkTWrduncrLyyVJn/vc57Rnzx5Jpy5xxwZ9OTk5XQLDyy+/XC+99JKOHTsmSXr++ec1\nePBgFRcXJ1x3AH0XI4EAkqatrU2TJ0+WdGqkKT8/X3Pnzo0GNXfddZduv/12FRYW6rTTTtPYsWN1\n8ODB6PJWJk2apIcffljTp09PenmdRgUffvhhPf7448rKytLJkyd16aWXauHChV2Wu+eee/Tgg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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -150,42 +150,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2017-09-23 19:09:02.702000\t计算回测结果\n", - "2017-09-23 19:09:02.824000\t------------------------------\n", - "2017-09-23 19:09:02.824000\t第一笔交易:\t2012-01-11 10:18:00\n", - "2017-09-23 19:09:02.824000\t最后一笔交易:\t2017-07-14 15:00:00\n", - "2017-09-23 19:09:02.824000\t总交易次数:\t3,817.0\n", - "2017-09-23 19:09:02.824000\t总盈亏:\t601,026.05\n", - "2017-09-23 19:09:02.824000\t最大回撤: \t-215,542.46\n", - "2017-09-23 19:09:02.824000\t平均每笔盈利:\t157.46\n", - "2017-09-23 19:09:02.824000\t平均每笔滑点:\t120.0\n", - "2017-09-23 19:09:02.824000\t平均每笔佣金:\t57.84\n", - "2017-09-23 19:09:02.824000\t胜率\t\t37.1%\n", - "2017-09-23 19:09:02.824000\t盈利交易平均值\t8,540.18\n", - "2017-09-23 19:09:02.824000\t亏损交易平均值\t-4,786.29\n", - "2017-09-23 19:09:02.824000\t盈亏比:\t1.78\n" - ] - }, - { - "data": { - "image/png": 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TDm/IzpZGJQ8/rNWUDQmRDwI2m3xo6NjR+Bh9cKdmWnfu9I8AuTyxsRIgX3qp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\nvb2Bgddcg4Nz9uzZ4ooNIKknuSt5O/SWHpC2VqNv58+f59FHH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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# 显示逐笔回测结果\n", "engine.showBacktestingResult()" @@ -193,28 +162,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "TradeID: 1, Time: 2012-01-11 09:18:00, Direction: 多, Price: 2464.4, Volume: 1\n", - "TradeID: 2, Time: 2012-01-11 10:18:00, Direction: 空, Price: 2448.8, Volume: 1\n", - "TradeID: 3, Time: 2012-01-11 10:19:00, Direction: 空, Price: 2448.4, Volume: 1\n", - "TradeID: 4, Time: 2012-01-11 14:21:00, Direction: 多, Price: 2456.2, Volume: 1\n", - "TradeID: 5, Time: 2012-01-11 14:22:00, Direction: 多, Price: 2455.6, Volume: 1\n", - "TradeID: 6, Time: 2012-01-11 14:57:00, Direction: 空, Price: 2444.0, Volume: 1\n", - "TradeID: 7, Time: 2012-01-11 14:58:00, Direction: 空, Price: 2445.8, Volume: 1\n", - "TradeID: 8, Time: 2012-01-12 09:51:00, Direction: 多, Price: 2452.8, Volume: 1\n", - "TradeID: 9, Time: 2012-01-12 09:52:00, Direction: 多, Price: 2452.0, Volume: 1\n", - "TradeID: 10, Time: 2012-01-12 10:31:00, Direction: 空, Price: 2455.2, Volume: 1\n" - ] - } - ], + "outputs": [], "source": [ "# 显示前10条成交记录\n", "for i in range(10):\n", diff --git a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_rb-checkpoint.ipynb b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_rb-checkpoint.ipynb index 478239ad..4c7224ab 100644 --- a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_rb-checkpoint.ipynb +++ b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_rb-checkpoint.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "collapsed": false }, @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "collapsed": false }, @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "collapsed": false }, @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "collapsed": true }, @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "collapsed": true }, @@ -71,25 +71,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2017-10-07 10:26:41.392000\t开始载入数据\n", - "2017-10-07 10:26:41.510000\t载入完成,数据量:332899\n", - "2017-10-07 10:26:41.510000\t开始回测\n", - "2017-10-07 10:26:41.510000\t策略初始化完成\n", - "2017-10-07 10:26:41.510000\t策略启动完成\n", - "2017-10-07 10:26:41.510000\t开始回放数据\n", - "2017-10-07 10:26:57.512000\t数据回放结束\n" - ] - } - ], + "outputs": [], "source": [ "# 运行回测\n", "engine.runBacktesting()" @@ -97,52 +83,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2017-10-07 10:26:57.518000\t计算按日统计结果\n", - "2017-10-07 10:26:57.545000\t------------------------------\n", - "2017-10-07 10:26:57.545000\t首个交易日:\t2011-09-02\n", - "2017-10-07 10:26:57.545000\t最后交易日:\t2017-09-29\n", - "2017-10-07 10:26:57.545000\t总交易日:\t1478\n", - "2017-10-07 10:26:57.545000\t盈利交易日\t663\n", - "2017-10-07 10:26:57.545000\t亏损交易日:\t616\n", - "2017-10-07 10:26:57.545000\t起始资金:\t30000\n", - "2017-10-07 10:26:57.545000\t结束资金:\t81,790.0\n", - "2017-10-07 10:26:57.545000\t总收益率:\t172.63\n", - "2017-10-07 10:26:57.545000\t总盈亏:\t51,790.0\n", - "2017-10-07 10:26:57.545000\t最大回撤: \t-5,170.0\n", - "2017-10-07 10:26:57.545000\t总手续费:\t0.0\n", - "2017-10-07 10:26:57.545000\t总滑点:\t6,130.0\n", - "2017-10-07 10:26:57.545000\t总成交金额:\t18,983,370.0\n", - "2017-10-07 10:26:57.545000\t总成交笔数:\t613.0\n", - "2017-10-07 10:26:57.545000\t日均盈亏:\t35.04\n", - "2017-10-07 10:26:57.545000\t日均手续费:\t0.0\n", - "2017-10-07 10:26:57.545000\t日均滑点:\t4.15\n", - "2017-10-07 10:26:57.545000\t日均成交金额:\t12,843.96\n", - "2017-10-07 10:26:57.545000\t日均成交笔数:\t0.41\n", - "2017-10-07 10:26:57.545000\t日均收益率:\t0.07%\n", - "2017-10-07 10:26:57.545000\t收益标准差:\t0.74%\n", - "2017-10-07 10:26:57.545000\tSharpe Ratio:\t1.42\n" - ] - }, - { - "data": { - "image/png": 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s9zfcAJMn+68uIl4K7ERERE5Daqq9RkXBxx9DUJB/6yMC+ZxjN3XqVL799lsy\nMjKIjIykefPmDB06lICAABo1asSoUaMAmDNnDrGxsZQvX54BAwbQvn170tLSGDJkCHv27MHj8TBh\nwgRq1KjBihUrGDduHIGBgbRu3ZpBgwYV6YOKiIgUpuRkeOghiInxd01EsuXZY7dkyRJ++uknZs+e\nzfTp09mxYwfjx48nKiqKGTNmkJmZybx589i9ezfTp08nNjaWadOmERMTQ0ZGBrNmzaJx48bMnDmT\nTp06MWXKFABGjx7NxIkTefvtt1m5ciWJiYlF/rAiIiKFZc8eOOMMf9dCJKc8A7uFCxfSuHFj7rnn\nHgYOHEj79u1ZvXo14eHhAERERBAfH8/KlSsJCwsjMDAQj8dDSEgIiYmJJCQkEBERkXXu4sWLSUlJ\nISMjg+DgYADatm1LfHx8ET6miIhI4dq9G2rV8nctRHLKcyh27969JCUl8fLLL7N161YGDhxIZmZm\n1vGgoCBSUlJITU2lSpUqWeWVK1fOKvd4PFnnJicn5yjzlm/btq0wn0tERKRI7d6tHjspfvIM7KpX\nr07Dhg0JDAykQYMGVKhQgZ07d2YdT01NpWrVqng8HlJSUo5bnnpkhqk3+PMGg8eeeyJJSUmn9XAF\nkZyc7Jf7llVqb99Se/uW2tt3fNnWSUm1gGSSktJ9cr/iSL/bxU+egV1YWBjTp0/nzjvvZOfOnRw8\neJCWLVuyZMkSWrRowYIFC2jZsiWhoaFMmjSJ9PR00tLS2LBhA40aNaJZs2bExcURGhpKXFwc4eHh\neDwe3G43W7duJTg4mIULF5508US9evUK9aHzIykpyS/3LavU3r6l9vYttbfv+KqtY2Nh+XK48MIK\nlOX/tPrdzm3Hjh1+vX+egV379u1ZtmwZt9xyC47jMHr0aM4++2xGjBhBRkYGDRs2pGPHjrhcLnr1\n6kVkZCSO4xAVFYXb7aZHjx5ER0cTGRmJ2+0m5sjyoTFjxjB48GAyMzNp06YNTbVzsoiIlAA//wzd\nu9t7DcVKceNyHMfxdyVOJiEhgbCwMJ/fV/8K8S21t2+pvX1L7e07hd3WO3aA45CjV27YMMjIgCZN\n4PbbIaAMZ4TV73Zu/opbvMrwr6OIiMjJhYZCmzY5yxIToUULuPPOsh3USfGkX0kREZFjbN8OixZZ\nrrr0o9ZGOA4sXgzNm/uvbiIno8BORETkGMHB0Lo19OkDSUngzci1fj0EBkJIiF+rJ3JC+dpSTERE\npKw4uocY8KnOAAAgAElEQVRu3Dj7/NZbcPiw7Qnbrh24XP6rn8jJqMdORETKrJ07LUg7dCi7bPly\nuOwye61Tx1bAjhwJ33wD5crBI4/4r74ieVFgJyIixxUaCk884e9aFMzzz8PXX5/4eGysva5caa8p\nKTBpErRtC82aWdn118O6dfY9ixZZ0CdSXCmwExGR4/rlF+ulAli7Fv766+Tnv/UWfPll4dfjwAHo\n3NmCq/zKyIC4OLj/fujWDbZsyV3/tDSYNcsC2A8/tPM//xw++wyionKeGxIC5csX+FFEipwCOxER\nOaFff4WHH4YLLoCbb7aAae/e3OcdOgR33AF3320rRzMz7bqYGPuOo7/v++/tnKQke923z8oSEo5f\nh8cegw8+sLQjY8bYdx9tyxb7HseBxMRAYmIgIgLat4e77oKDB+Hcc+H88+Gnn+Cll+Cmm6BSJVvh\nev/9Fti1bw/Dh9tzNGhQWC0o4ltaPCEiZdauXbbCsUaNU7vupZfgvPOsN2v1avjoo9I3md6buv7W\nW2HiRHufkGCfP/gA5syBTp3A7bZjy5bBOedYkNWpkwV6n39u7TJ4sC08cLmgVy8Lri6/3OawRURY\napGAAOtRe+EFa9v16y2YbNwYXn7ZAr/5822YtGtXuPhiu+9vv8Gll9o506bBhg21uP566NsXxo6F\nli0tEL3wQss/d/nlULMmPPssvPKKBX2pqRaQPvggbN0KN9zg8+YWKTTaeeIElE3bt9TevqX2NrVq\nWTDy00/5vyY9HSpUsIDQO+F+8mS4994TX1MS2/vPP+GiiyyP244dFnh9+SU88IAFQjVrWiqQq6+2\nBQVz5li7jB4Nr74KZ54J110H1atbGx84YIFbSAisWmWBWHo6PPqoBcr9+9uK0yFDYPNmqF8ffv/d\netouvtiGR8GGZM8+G668Em68EXr3tvqsXWvf/fLLSdSvf/y2PnQI3njDdovwBqReK1eCdrY8dSXx\nd7uo+XvnCQV2J6BfVt9Se/uW2tt4e9mmTYM//rCAoXdv+OIL6NAh+7wdO2wS/pNPWo9U27bwv//Z\n0OS778LTT8OPP+b+/tRU+PtvgJLX3p99Zr1a336bs9xxrN1Wr4YrrrDFBuXL27Dmr79a/rdjffed\n9fZ5PHDLLfnfX3XdOuttu+giuxasvbt2zXne+vXWywf63fY1tXdu/g7sNBQrImVSXJy9tmplw3yV\nK9tcLrD5VqtWWQ/T/v02PAg2dDttmg1H3nSTpcqoXh0GDICZM6Fnz5z3eOIJeOop+PVXF3XrWm9W\nixbwn/8U7bONGGHBaJcuUK1a9pZYe/fmf9h5/nybc3YsbzB88cUW3E2bZnPSKlSwwPh4rrzSfk7V\n+efnLrvlFut5O3jQFj+kpFivnogYBXYiUiZ9/bUFQN50HocP26rO2rUtaBgyxMq9wcqECTB0qAVl\ns2dbgFOnjh379lv417/s5+geq8Ajf8JefXUdHn0UHn88+15xcRaU/Oc/hbPfaGamfc9XX1nPIsBr\nr1lv16pVNhRas6Y9c69eNnftRMaNg2eeseDuZOrXt8UMvlaunPXgeTw2nC4i2bQqVkTKpKVLrffM\nq1w56NHD5o2tWmVB0v79tpWU40B0tA2rzpmTe6GEd6P4Ll1spWdiop3z+efW25ea6uL++61368IL\noWFDuOoq+L//s2tPZY7fsb75Bt580+r/zDM2hPzssxbI/fMPnHWW9SpedBHUrWuLHC64AOrVs/Nm\nzrTn8k7KOXTI5gzecUd2T5+IlBwK7ESkzPj1V1sJ6TgW2B27kfsrr1hvVu3atpKzSpWcx6tWtSHb\n43ngAViyxHr4nn/eytq0gY4d4emn9wEWONavD5s2WWLcxEQb7vzoo1N/FsexnrVrroE777RAcsIE\nO3bxxTbnrUIFmy+YkmI9iZs3W7C5dq2tGh0yxOr9v/9ZIJuYaLsqNGlivX2BGtMRKXH0v62IlAmO\nY8Oemzdb4FKlivVmHevccy34OVXXXGO9Xb16wZQptsLTmzbjxhv/oVMnCwonT7a5aTfdZMfCwy3X\nWufOFkxt2WLpO/74w+bknXnm8e+3c6flXPvxR1vB6r3XX39ZD52X223DtEf3MjZqZN99++0W5HXr\nZuUtWliA9/vvhTM8LCK+p8BORMqETz+1OVl33w2tW1uajsJWrpwNbU6alDMgc7lsGBRsbtvR89u6\ndbNg87LLbGVnZKQFYi+9ZIFivXowcGDuIHTVKuvtO3o4GWwe3bGOl2MvIMAWJzRoAK+/bttnVa5s\nK3lr1z6txxeRYkCBnYiUegcP2tDjtGkW0H32mSXGLQou14l72Y6ncmXrPbv6asv35l3hOWiQzfeb\nNs3q//TT2df88Yct4GjSpOD1LVfOVpqKSOmgznYRKdXWrLHgaedOG66sVMkWRIwc6e+a5dSuXc60\nHbVr29y72FhLv5KWZj17AMOG2T6uffv6p64iUnwpsBORUisjwxYWXHUVrFjh79qcnq5dLSg9/3zb\nWaFPH9s94b33bC6eiMjRNBQrIiXWr7/aUOKFF+Y+Nn06PPSQbYm1b58l6i2JXC7rsVu40PZWXbsW\n4uOPv8ODiIgCOxEpkW66yQKe6tXhnXdsVSrY5P9bbrE0H2+/bSlGSjpv8mMRkbwosBORYu377+G3\n3ywtyOWXW+LdZ5+1oO7gQQvgrr0Wdu+2XQiefdbK4uNtuzARkbJEgZ2IFEu//GLzytq3t/QfQUEw\nb56tHvXmaatY0Xrueva0HRf69IH//te261JQJyJlUb4WT9x8883cfvvt3H777Tz66KNs2bKFyMhI\nbrvtNsYctVHgnDlz6NKlC927d2f+kU0G09LSuP/+++nZsyf9+/dn7969AKxYsYJbb72VyMhIJk+e\nXPhPJiIndPiwraxcvz7/17z0kqXZKEybNtm2V45jm9anplr5yJG21ValShbUffqpHWvVynrs1q+3\nDe29pk+3XrvZs21/06JKZSIiUuw5eUhLS3M6d+6co2zAgAHO0qVLHcdxnJEjRzpff/21s2vXLueG\nG25wMjIynOTkZOeGG25w0tPTnddff915/vnnHcdxnE8//dQZO3as4ziO06lTJ2fr1q2O4zjO3Xff\n7fz222/Hvf+yZcvyqmKR2L59u1/uW1apvX3rgw92OeA47ds7zocfOs78+Y5z552Ok5Bw/PM3bnQc\ncJz77z/1e6WmHr/8jTfsO2+4wXFCQ+19zZqOM26cvY+Lc5wnnnCcv/6y85cudZwffnCc/ftPvQ7+\npt9v31Fb+5baOzd/xS1eefbYJSYmcuDAAfr06cOdd97Jzz//zOrVqwkPDwcgIiKC+Ph4Vq5cSVhY\nGIGBgXg8HkJCQkhMTCQhIYGII/98joiIYPHixaSkpJCRkUHwkWVdbdu2JT4+vgjDV5HSw3Gs9+y/\n/z216/bsyX6/ZImb8HBo2hRuu82GO994A1q2tJWXjmMrSX/+2d6/8YZtIr9y5ands39/G0L98MPc\nx554Ap56Cj75xHZR+Pe/4YMPrMctJsZ63UaMgBo17PzwcNsx4tj9W0VEJFuec+wqVqxInz596Nq1\nK5s2beLuu+/GcZys40FBQaSkpJCamkqVo/7ErVy5cla5x+PJOjc5OTlHmbd827ZthflcIqXWpk22\nR6jj2PDj+vW2O8F//2tbUqWmwhVX2Eb0V15p14wfD48+auf961/w4otB/PCDBWuLF1vi25Ur4ckn\n4eabbQ5brVrw7bfZ9/3kE9vu6sMPoVOn/NX1m29g8GDo0gVmzbLrXnjBAsbt2+Hhh+34Tz/ZPRs2\nhC+/LPQmExEpM/IM7EJCQjj3SDr0kJAQqlevzurVq7OOp6amUrVqVTweDykpKcctTz0yccYb/HmD\nwWPPPZGkpKRTf7ICSk5O9st9yyq1d/4tXFiBpk2DqF07k5iYTDZuDGT+/IosWnSYjz/eTVRUdX79\ntQKDB6czdepf/PprecaNq8GLL+5jyhQPffu6Oeecw1SrtpOkJHjyyUBq1Mjk0KFMoqNhyBD44Qc3\n775bmccey+CjjypRsaJDs2Z7iI6uzPPPV6R587/yrKfjwNatdenb9w/CwtzcemstKlXKxOWCRo0O\n0aHDIXbu3Adk76NaWn8F9PvtO2pr31J7Fz95Bnbvvfcea9euZdSoUezcuZOUlBTatGnDkiVLaNGi\nBQsWLKBly5aEhoYyadIk0tPTSUtLY8OGDTRq1IhmzZoRFxdHaGgocXFxhIeH4/F4cLvdbN26leDg\nYBYuXMigQYNOWId69eoV6kPnR1JSkl/uW1apvfPP5bKN4aOioGNHS/OxcCG0bVuOVq3OpHZt67Ub\nPtxNePhZNGgAc+bAddfVpH9/ePNNOHw4Jau9j9fs3brZD8CoURakBQbWIyLCFjJ4PPVwu21V6rH+\n+suS6K5ZY1tkNW5cl8aNbUP7G24I4OBBqFvXDbiBykXWTsWJfr99R23tW2rv3Hbs2OHX++cZ2N1y\nyy0MGzaMyMhIAgICmDBhAtWrV2fEiBFkZGTQsGFDOnbsiMvlolevXkRGRuI4DlFRUbjdbnr06EF0\ndDSRkZG43W5iYmIAGDNmDIMHDyYzM5M2bdrQtGnTIn9YkZJuwQIbyrz8cggLs/loSUnQpo1tMfXL\nLxAdDRUqwIQJNjz79NNw3XV2vctlW2wlJf2T73uWK5f9vkYNm4N311023y0qKue5mZnQokX2atsB\nA+yeYHP5IDtViYiIFD6Xc/SEuWIoISGBsLAwn99X/wrxLbV3tlWr4JxzwO2Gv/+21CT16lmAdM45\nsHWr5Wz74ou8v2vHDjjzTAg4ZpnU6bb3rl1Qp46979sXXnkl5/GPPoLHHoPrr7eFD+XKHb9Xr6zR\n77fvqK19S+2dm7/iFq985bETkaJz+LDlYate3RYvNG9uCxdq1LBN3ps0sRWky5ZBYKANcb70Uv6+\nu27d3EFdQdSuDQ8+aPuu/v67la1cCTNm2GunTpYwePx4Ww2roE5ExLe084RIETtwwOa43XknLF0K\nF18MzzwD998PS5bYnLSxYy14W7TIUpDEx1sQB3ZN27aWAmTECGjc2K+Pw6RJtpq1fv3sYVaw91dc\nYT15IiLiHwrsRIrYJ59A79625+lrr8FDD1lw5N20JTzcNqq/7z77OVbz5rBtm81t86Yv8bfgYOtN\nTEqC99+3lbTLl1vqFBER8R8FdlKqVapkAcdFF/mvDq+/br1tiYlQs6Ytfpgyxea/depk7/PKC1e7\nts2rK06WLbM5dC4XfPddzi2+RETEPxTYSamVlGT7kP78c3ZgN3IknHUW3HOPb+qwfj0kJFivVsWK\nMHVq7nNefdU3dSlsgUf96VGhgrWriIj4lwI7KbXmzbPX0aPh7bfhsstsHhvA/v0wcKAtAjgRx8k5\nh+xY330H995rKUe8K0WPNX26DbNqEYGIiPiCAjspNf7801KBhIXBli02BPriizYf7JNPsoO6a66B\nYcNsFerll1vetWNlZFi6kenToV07G9KtUQPS0sC7G96CBfDbbzZHbv16ePllG44cMcK24lq3zu7/\n2We+awMRESnbFNhJqfHoozas2aFD9n6js2bZEGGTJpY898UXbV7Y2LH28+eftmo18Jj/E77+2l57\n9YLKle2nenUL1vbvt43o9+61BLwvvWTf//ffFhCOHJnze/yYzkhERMoY5bGTEiE/abSDguz16E3k\nvUOkISE2v827i8KIEbbStHZtaN/e0ncc7Ycf4O674dprLXD7808oX96O/fGHvf71F7RsCf/+N7Rq\nZYmFd++2nR7++1949lnrHRQREfEV9dhJsZeaasOfn32WvTUWWG64zz6DN96wzzt22N6pK1bAhg2W\nXiSv5LytWtlWXD/8ABdcAF262JDra6/Bxx/bMKvXl19a79uOHfDjj5Zr7vbbcwaSYKk/RERE/EE9\ndlLsvfmmvV5/vc2h85ozJ/sYwKZNNgy6Y4fNifv3v/P+7nfftd0eAPr3t7l30dG2Yf3RQR1YQt5b\nb7Xz+vSBrl2tt09ERKS4UGAnxd5771lS35tuyt5Ka//+7I3mmza1La3WrbNdHU7Vo49Cerq9X7rU\nhlBPNC/u6act79wvv9i2WcfOzRMREfEn/bUkxdr+/ZZgeOZMW5wQEWGbzL/xhvWgNW9uq1Ojo+Gd\nd06evuRkype3eXTeoO54+ebAFlEUl90fREREjqXAToqVgwdtGBVsccIrr9jWVWedZT+XXWYB3OrV\ntvr13nshJcUCswoVCnbv2rXhqacK/gwiIiL+osBO/C41FZYvL0/9+paSxLsC9rzzrJcuJib73EGD\nLB9d7drwn/9YmTevnIiISFmnOXbiV45jw6sPPlidO+6wshdftAUQf/8NkydDVFT2+ddfD7t22WrY\nM8/0T51FRESKKwV24ldvvmnDr3Fxu3jtNdu94Z57oF49OOOM3Hu6liuXHegFB/u+viIiIsWZAjvx\ni2XLLKHvvfdar5x3T9a774Y1a+Dss21/1ePt1TpoEOzbZ8GfiIiIZFNgJz4XE2OrWZ980hIOX3VV\n9jGXCxo3hl9/teDveFyu01/9KiIiUpopsBOfOnTI8sb17g3vv28LJI6nWjXNoRMRETlVWhUrPvXX\nX1C1qg2/PvAANGzo7xqJiIiUHuqxk+Pyphw51h9/2B6pp2v7dqhSxRL9XnqpUpWIiIgUJgV2clwB\nATB7tuWY80pLgyZNoE2b0/vO7dvh8sth48bCqaOIiIjkpMBOTqhHD7jrLnu/bp0FdDVr2ueLL4bD\nh0/t+/r2tb1V16wp3HqKiIiIyXdgt2fPHtq3b8/GjRvZsmULkZGR3HbbbYwZMybrnDlz5tClSxe6\nd+/O/PnzAUhLS+P++++nZ8+e9O/fn7179wKwYsUKbr31ViIjI5k8eXLhPpWcNsfJTjHSsiXMmWND\nr61a2YKHX36BBx+EAwdg8eL8f+/q1fDFF/D777bqVURERApfvgK7Q4cOMWrUKCpWrAjA+PHjiYqK\nYsaMGWRmZjJv3jx2797N9OnTiY2NZdq0acTExJCRkcGsWbNo3LgxM2fOpFOnTkyZMgWA0aNHM3Hi\nRN5++21WrlxJYmJi0T2l5Nu6ddnvFy2Ctm1h4EAYMMByzrndMGkS9OoFt99uvXY7dsCePSf+ztdf\nh1mz7L2SCouIiBSdfAV2Tz31FD169KBOnTo4jsPq1asJDw8HICIigvj4eFauXElYWBiBgYF4PB5C\nQkJITEwkISGBiIiIrHMXL15MSkoKGRkZBB/5W75t27bEF2RGvhSab7+Fjh3hhx/sc/fusHIlHPnP\nneXxx6FuXZuHd/fd0KEDvPUWNGuWe4j2rrtg7Fjb4zVQ67BFRESKTJ5/zc6dO5datWrRpk0bXnrp\nJQAyMzOzjgcFBZGSkkJqaipVqlTJKq9cuXJWuefI0segoCCSk5NzlHnLt23bVmgPJadv8WLo3Bla\nt7bPAwdaoHb11TnPc7lg/Hjb5xVg2DD48ENYscLyz4WE2CKJ77+343PmWDJiERERKTr5CuxcLhc/\n/PADa9asITo6OmueHEBqaipVq1bF4/GQkpJy3PLUI0srvcGfNxg89lzxvz17ciYGDgiA++8//rnt\n2kG/fja8+thjVpacbLtGzJlj235dcon12HXtWvR1FxERKevyDOxmzJiR9f72229nzJgxPP300yxd\nupTmzZuzYMECWrZsSWhoKJMmTSI9PZ20tDQ2bNhAo0aNaNasGXFxcYSGhhIXF0d4eDgejwe3283W\nrVsJDg5m4cKFDBo06IR1SEpKKpynPQXJycl+ua8/bd5cjo8/PpPbb99NUlJ6vq4ZNcpej26qc86B\nwYPtZ+fOAM44I5O8mrIstrc/qb19S+3tO2pr31J7Fz+nNeMpOjqaxx57jIyMDBo2bEjHjh1xuVz0\n6tWLyMhIHMchKioKt9tNjx49iI6OJjIyErfbTUxMDABjxoxh8ODBZGZm0qZNG5o2bXrC+9Xzw27v\nSUlJfrmvPy1fbq8NGpxBYT16fr+nLLa3P6m9fUvt7Ttqa99Se+e2Y8cOv97/lAK7t956K+v99OnT\ncx3v2rUrXY8Zc6tYsSLPPfdcrnObNm1KbGzsqdxeitjOnfaqBQ4iIiIlkxIUS5aNG+HWW+Eknaci\nIiJSjCmwE8ASE8fHw003ZScoFhERkZJFgZ0A0K2b7eXapYu/ayIiIiKnS7OphPR0eOcd2LbNdpYQ\nERGRkkk9dsKmTXDeeXD22f6uiYiIiBSEArsyIC0NpkyxPV6P5Tjw3Xdw/vm+r5eIiIgULgV2pdxH\nH0HFinDvvRAVBUftBgfAkiXw8MPw73/7p34iIiJSeBTYlXLTptnrbbdBUBDMmpXz+Jw5cM89FtyJ\niIhIyabFE6VYZiZ89ZUFb23awJVXwlNPQYMG0Lq1DcN+8gnMnu3vmoqIiEhhUGBXiu3eDVWqgHcz\nkN69Yc8eC/D27IGYGKhQAS691L/1FBERkcKhwK4U27o1516tLhcMGQILF0J0NLz8MiQlQYAG5EVE\nREoFBXal2LPPwgUX5C6PiYFGjeDOO6FOHZ9XS0RERIqIArsSJDMz/71ryckQGwsLFuQ+dv758M8/\nNgwrIiIipUepHIS78Ubo2NHftSi4gwfh99/tZ9EiKFcO3nsPli8/+XV790LVqnDNNdC27fHPUVAn\nIiJS+pTKwG7BAvjyS9sqqyQbPRoaN4ZbbrFVrGDv//tfWLMGDh8+/nXeFCf33uuTaoqIiEgxUaoC\nu48+sgUC+/dD/fq2qX1J9uef9rpyJTzwgAWso0bB9Olw4YWWyuR4du6EZ56BTp18V1cRERHxv1I1\nx+7oQKZ2bfjrL8vZVhKlplpA9+mnUK0atGgB5ctDu3Zw3XXw/POWn8471Dp4MDRpYj15H31kvX0i\nIiJStpSqwA6sJ2vRIujc2XruSqrhwyE4GK6+Ovd8uCuugLPPtnx0VatCpUo2H69hQzj3XEtzEhTk\nn3qLiIiI/5SawC4jw15//hncbttVYdEiC358adcu+PtvW3l6KubOtd642rUtefBzz1m+uRMtcggO\nhl9+seHZBQssbcl999mxuDgICyvYc4iIiEjJU2oCu7//hpo1LagDC27i4uDRR4v+3nv2WM/Zvn3Z\neeFGj7ZtvMqVg+bNYf58C8CGDYMaNXJe/+mn0KUL9OwJkyfbMGvr1tkLJk6kQgW49lr7Odq//lVY\nTyYiIiIlSakJ7DZtsgUTXu3awfffw/jxtstCUe2u4DjWK7hmjc2B8yb99c5xc7nsHK/337d6ejzQ\nvTssXWqrXGfPtlWs3qBv0ya7VkRERCS/Sk1g99tvcPHF2Z/nz7e0H48/boFXy5Zw4IDNPzvebgyn\na8UKS/abnm4/EybAmWfCE09YQuGFC20Rx9VXW9D200/Wu7h+vfXQgc0H7NbNflJSbDXvuecWXh1F\nRESkbCiR6U7+/DN7mDI11XZZ2LEj576oAQHQr58NU06aZAHVuHG2uOJ0OE7Onjdv2fr1tho1M9M+\nn3mmHXO7oWJFSxJ8661Qq5bVKSwMrroK+va1+XRPP23z67w8nsINPEVERKTsKFE9dnv3Wm9WaKh9\nvv56+PZb6NHD5teddVbuay65xDa+Dwiw4U6wRQdNmuT/vikp1uu3bJnNa4uIgFatrDewQwebS3eq\nw6YuF/zxR9ENEYuIiEjZU6ICuxYtYN267M+9e9tw5qxZ1nMXHp77mv/7P9i9G556Ci6/HP7zH3jo\nIUvum99g7LnnbF7cokWWVuSss2DtWjt2+DAMHXp6z6OgTkRERApTnoFdZmYmI0aMYOPGjQQEBDBm\nzBjcbjdDhw4lICCARo0aMWrUKADmzJlDbGws5cuXZ8CAAbRv3560tDSGDBnCnj178Hg8TJgwgRo1\narBixQrGjRtHYGAgrVu3ZtCgQXlWduPG7Pc1akDXrjaHbd8+OzZ8eO5rGje2eW8DB1ruN8exoc6f\nfrJA72ivvQZTp0KfPhYA2vPb3qydOkFgIFSpYoFi+fI2r++88+y9iIiIiL/lGdh9++23uFwuZs2a\nxZIlS5g4cSKO4xAVFUV4eDijRo1i3rx5XHbZZUyfPp3333+ff/75hx49etCmTRtmzZpF48aNGTRo\nEJ999hlTpkxh+PDhjB49msmTJxMcHEy/fv1ITEzkwpNMgNuxw1KK7NljQ5+XXWbl1avbnLu8FkUc\nvRihRQvbtaFGDduZYvVqK4+KsqHVp56C0NByuN3Qvr0dOzofXqVK9uodEhYREREpDvIcDLzmmmt4\n4oknAEhKSqJatWqsXr2a8CPjnhEREcTHx7Ny5UrCwsIIDAzE4/EQEhJCYmIiCQkJREREZJ27ePFi\nUlJSyMjIIDg4GIC2bdsSHx9/0nr8+KMFZC6X9dJNmWLldevC77/b3LeKFfP30F27Wo9dy5Y2b+6S\nS+ynXTubhzdwIHToUJuwMBuC/flnOOec/H23iIiIiL/ka45dQEAAQ4cOZd68eTz33HP88MMPWceC\ngoJISUkhNTWVKlWqZJVXrlw5q9zj8WSdm5ycnKPMW75t27YT3n/KFHj9dVvlavXJPlarFjRrBhs2\n5Ot5AUsG3KULPPKIJQ8OCcnevcHlgocfhquu+pPdu88iJMSSDIuIiIgUd/lePDFhwgT27NnDLbfc\nQlpaWlZ5amoqVatWxePxkJKSctzy1NTUrLIqVapkBYPHnnsiV1yRwBVX2PuEhNzHX3nlxMdOxps7\nDmw4988/cx6vWXM7+/ef+vfK6dmxY4e/q1CmqL19S+3tO2pr31J7Fy95BnYffvghO3fupF+/flSo\nUIGAgACaNGnCkiVLaNGiBQsWLKBly5aEhoYyadIk0tPTSUtLY8OGDTRq1IhmzZoRFxdHaGgocXFx\nhIeH4/F4cLvdbN26leDgYBYuXHjCxRNh2vRUREREJF9cjnNs2t2cDh48yLBhw9i9ezeHDh2if//+\nnJ5ICVAAACAASURBVHfeeYwYMYKMjAwaNmzI2LFjcblcvPPOO8TGxuI4DgMHDuSaa67hn3/+ITo6\nml27duF2u4mJiaFWrVqsXLmSJ598kszMTNq0acODDz7oq2cWERERKZXyDOxEREREpGQoUQmKC+rQ\noUM8+uijbN++nYyMDAYMGMD5559/3Jx8AH/99Rc9evTg448/xu12k5KSwuDBg0lNTSUjI4OhQ4dy\nmTfviuRS0PY+ePAgDz/8MPv378ftdjNhwgTq1Knjxycq3gra3l7r16+nW7duxMfH5yiXnAqjvSMi\nIggJCQGgWbNmPPTQQ/54lGKvoG2dmZnJ+PHj+fXXX0lPT+e+++7jX//6lx+fqHgraHtPnTqV77//\nHpfLxf79+9m9ezcLFy704xOVMU4Z8t577znjxo1zHMdx/v77b6d9+/bOgAEDnKVLlzqO4zgjR450\nvv76a8dxHOf77793brrpJicsLMxJS0tzHMdx/ve//zlvvvmm4ziOs2HDBqdz585+eIqSo6Dt/cYb\nbzgvvPCC4ziOM3fuXGfs2LF+eIqSo6Dt7TiOk5yc7PTr189p3bp1jnLJraDtvXnzZmfAgAH+qXwJ\nU9C2njt3rjNmzBjHcRznjz/+yPpzXI6vMP4s8erfv78THx/vu8qLU6Y2tbruuut44IEHADh8+DDl\nypXLlZNv0aJFAJQrV4433niDatWqZV3fu3dvunfvDti/aCpUqODjJyhZCtred9xxBwMHDgSycyjK\niRW0vQFGjhxJVFQUFfObFLIMK2h7//LLL+zcuZPbb7+d/v37s/HorXUkh4K29cKFC6lTpw79+/dn\n5MiRXHl0xnnJpTD+LAH46quvqFatGq1atfJd5SXvBMWlSaVKlbLy6z3wwAM89NBDOEdNMfTm2QNo\n1aoV1apVy3Hcu5p3165dPPLIIzz88MM+f4aSpKDtDeByubjjjjuYOXMm11xzjU/rX9IUtL0nT55M\n+/btueCCC3L9d5DcCtre3kDjrbfeol+/fgwZMsTnz1BSFLSt9+7dy5YtW3j55Zfp27cvw4YN8/kz\nlCSF8Wc3wNSpU/O1XagUrjIV2IHl27njjjvo3Lkz//nPfwg4Ktvx8fLpuVyuHJ/XrFnDXXfdxcMP\nP5z1rxc5sYK2N8Cbb77JjBkzuO+++4q8viVdQdr7o48+4t1336VXr17s3r2bPn36+KzeJVVB2rtJ\nkyZcddVVgKV12rVrl28qXUIVpK2rV6+e1UvXvHlzNm3a5JM6l2QF/bN7/fr1VKtWjfr16/ukvpKt\nTAV23r+shgwZQufOnQG46KKLWLp0KQALFizIlTfv6H+FrFu3jgcffJBnn32Wtm3b+q7iJVRB23vq\n1Kl8+OGHgO1kUk5bgJxUQdv7q6++4q233mL69OmcccYZvPbaa76rfAlU0PaePHkyb775JgCJiYnU\nrVvXRzUveQra1mFhYcTFxQHW1vXq1fNRzUumgrY3QHx8PO3atfNNhSWHMrUq9uWXX2b//v1MmTKF\nF154AZfLxfDhwxk7dmxWTr6OHTvmuObof4VMnDiR9PR0nnzySRzHoWrVqrzwwgu+fowSo6Dt3aVL\nF6Kjo3n33XdxHIfx48f7+hFKlIK297HlGo49uYK2t3f4NS4ujsDAQP1+n0RB27pr166MHj2abke2\nGhozZoxP61/SFMafJZs2baJ169a+rLYcoTx2IiIiIqVEmRqKFRERESnNFNiJiIiIlBIK7ERERERK\nCQV2IiIiIqWEAjsREfl/9t48To66zv9/VlXf15yZSWYSEkISIJAECcQQIiCYBQUCQQiIqKDCGmVB\nILK4KiDori4xyIrI/oi4igfnFxGXSxAEAeWQUxAQOXKRgySTOXr6qvr98alPXV3d0z1Hks7W6/GY\nx3RX1/Gp6/N5fV7vK0CAALsJAmIXIECAAAECBAiwmyAgdgECBNhtkc/nreoOfrj11lsplUo7sEUB\nAgQIMLYIiF2AAAF2WxiGUTEJM8D1118fELsAAQLsVvg/VXkiQIAAuz8GBgZYvnw5vb29Vp3Kp59+\nmmuvvRbDMBgYGOB73/seTz/9NJs3b+bCCy/k2muvZeXKlTz77LOUSiXOPPPMssz6AQIECNAICBS7\nAAEC7Fa4+eabmTFjBjfddBOnnXYahmHw97//nRUrVvCzn/2MRYsWcd9993HyySczbtw4rr76ah59\n9FHWrl3LL37xC372s59x/fXX09fXt7NPJUCAAAHqRqDYBQgQYLfC22+/zRFHHAHA7NmzCYfDdHR0\ncOWVV5JMJtmwYQMHHnggIEy1hmHw+uuv8/LLL/PpT38awzAolUqsWbOGffbZZyeeSYAAAQLUj4DY\nBQgQYLfCXnvtxXPPPceRRx7JK6+8QqFQ4NJLL+V3v/sdiUSCSy65xFpX0zR0XWfq1Kl88IMf5Ior\nrsAwDK677jr22GOPnXgWAQIECDA8BKbYAAEC7Fb4xCc+werVq/nkJz/Jr371K6LRKIsXL+b000/n\n9NNPZ2BggI0bNwIwd+5czjnnHI488kgSiQSf/OQn+fjHP46iKCQSiZ18JgECBAhQPxTDMIyd3YgA\nAQIECBAgQIAAI0dgig0QIMAugbVr17Jo0SL23ntvAEqlEuFwmE996lOceOKJY3rsG2+8kTfeeIP/\n+I//GNPjBAgQIMBYIyB2AQIE2GUQi8W48847re/r1q3jzDPPJJlMsmjRop3YsgABAgRoDATELkCA\nALssurq6OO+881i1ahW///3v2bZtG2vWrOGII47g4x//OFdccYXlM7fvvvty9dVX873vfY94PM6X\nv/xlNm3axGGHHcb//M//8MEPfpC7776b3//+91x11VVceeWVPPnkk7S1tdHW1kY6nQZgw4YNXHbZ\nZaxduxaAJUuW8NnPfpZzzz2XI444gpNPPpnnn3+e0047jQcffJCJEydy/fXX09vbSzweZ+3atWzc\nuJF169bR1tbG1Vdfzbhx43bmZQwQIMD/IQTBEwECBNilsc8++/D6668DkMvluPvuu7nooou49dZb\nWbJkCTfffDMPPPAAq1ev5g9/+AOLFi3iscceA+Cxxx6jvb2dJ554AoCHHnqIo48+ml/+8pe8++67\n3Hvvvdx4442sW7fOOt7y5cs55JBDuPvuu/nVr37FXXfdxT333FO233HjxvHkk09a+5UJjZ999ll+\n8IMfcO+995JOp7nlllt22LUKECBAgIDYBQgQYJeGoijEYjEAK/8cwFe+8hVaWlpYtWoVl19+OZs2\nbaK/v5+5c+eyYcMGtmzZwh//+EeWLVvGE088QaFQ4JlnnuHwww/niSee4LjjjkPTNOLxOIsXLwYg\nm83yl7/8hdNPPx2AVCrFkiVLeOyxx/jwhz/MU089RalU4vHHH2fZsmU8/vjjbNy4kffff59Zs2YB\nMG/ePCuidubMmWzbtm1HXq4AAQL8H0dA7AIECLBL46WXXrICKpLJpLX8ggsu4NZbb6W7u5uzzjqL\nmTNnAoIIHnnkkTzyyCO88MILLF26lI0bN3LfffdxwAEHEI/HURQFZ0IATdMA0HW97PiGYVAoFMhk\nMsycOZOHH36Yvr4+TjzxRJ5++mkefPBBl/+fJKGyLQECBAiwIxEQuwABAuwy8GZfeuutt/jRj37E\nWWedVbbuE088wZe+9CU++tGPYhgGL7zwAqVSCYCjjjqKVatWMWPGDEKhEPPnz2flypUcffTRAHzo\nQx/irrvuIp/Pk8vluOeeewBBHOfMmcMvfvELAHp7e/n1r3/NwoULrf2uXLmS+fPnk0gk2HPPPbnh\nhhus/QYIECDAzkYQPBEgQIBdBvl8niVLlgBC7YpGo1x00UUcfvjh3Hfffa51L7jgAr70pS/R3NxM\nPB5n3rx5vPvuuwAccsghbNy4kU9+8pMALFy4kHvvvZcPf/jDAJx22mm8++67HHfccbS0tDB58mRr\nv1dddRVXXHEFd9xxB8VikcWLF1vpVj7ykY/wrW99i4svvtja7y9+8QuXiThAgAABdiaCBMUBAgQI\nECBAgAC7CXaaYmcYBpdffjmvvfYakUiEb3/720yaNGlnNSdAgAABAgQIEKDhsdN87B588EHy+Tw3\n33wzF110UZDxPUCAAAECBAgQYITYacTu2Wef5UMf+hAAc+bM4eWXX95ZTQkQIECAAAECBNgtsNOI\nXV9fn5XpHSAUCvmmGggQIECAAAECBAhQG3aaj10qlaK/v9/6rus6qlrOM5999tkd2awAAQIECBAg\nQIARYe7cuTvv4MZOwv33329ccsklhmEYxnPPPWecffbZvus988wz1ucvfOF8A8YbgPlnGPBj67uq\njnMsb9Q/DLi4xnXvMwCju7vb0LSTPNfF+3eZ8Y1vXGrceeedjvUw4E+eY4/k+g0YoVDMaG7uMkKh\nU40VK1YYpVLJZ7+qARhHHnmkEY2e51j+tAFrXO0Jh+caoFv7SKcP2In35cuO7xeay0oG9BrR6LnG\nlClTjEjkfHP5CQass9ZX1bB1Dk1Ni4bZhr87rqU+xLqXjfBe1vp3pnmckw3ACIXaHL+9YwCGokQM\nwMhkFvruI5mcYTifyUmT9jK3G2/ANcbnP3+uoaqaAfka23S4ua8fmP9v3UnPzGj/fWUH3dMd+YcB\n33MtC4U+bIj+PFJ2vqnUp4y99trLcPcpPzMAY+HCo42urr0NeLXG41br7zDgu2Nwvs85jrvMXPbQ\nEG3x/hWM8j7gDc853Vxh2x871ul1nOuqmo6dyZxkdHdPNGBl1fUikfPM/b7i+U325WtqOp79d4dx\n5JFLdgg3GQ04ecvOwE4zxS5atIhIJMJpp53Gd77zHb761a8OuU0iEQU2eJbmHZ8HR7OJOxHFGtf7\nKYcddhyXXHIJqirKFoVCe/quGYlsobW1hVDIK9K6H4FQqKvOtjrxDrFYilAogqL0EYlEfFVYVe0A\nYMGCBaiq8/4dDJzmWldRijjvsaIYI2jfyBAO54H3gD1QlLi59HtAGlXN0d7eTijUZy6/C0WZBPwN\n0DGMkrWfUunNYbagj+7uvc3P+aprQpP5f6yv1/+Y/28HIBLpcPz2nmiBkeemm24CtvvuQVEK/OEP\nf+CBBx4AIBoNAxAKHQDkSCSiqGqYWt8LVT3E/PQP83+2pu12fdTaL+xqeAv4c5Xf3X2EqopqHbqe\nR9Oint966OhwPmMPABsB0DSFRCIF9I64xX7tGv19aub/ep9P+U47XZdKnnUqPSuFCtvUOnaWaGlp\nptK7LKGq8jjedsn+USPA2GGnmWIVReGb3/xmXdskkzHKByp7gNP10Xqhdza8L0OldX5Fb+8C4vE4\nsBWARGIu233euXB4Ky0tfsTOXfIoFGqnOOzxY1/6+iCdbgV6iUQivmvF44eyeHGEKVOmoKrrPL/m\n3K1Tirg7nVquzWhDXJBIJEuh8FdgNZFID7kcwB8ALGKnafYzePzxp/Gb3zwNdBGJJMjl+lAUhVzO\nOzmpFb00NbWxeXOaXG4QiFZZV97XHqB5mMdz4k1gDXC4a2ks1sHg4Ebr+8DAq8CHgYfNYwtMmjSJ\nYvF9n/2+Tl/fW+y///60trYCoKpwww03cP75T1IoCGKnaSGKxQIQ99mHG6papKNjPJs3v20+y7sH\nsVOUktBXGg6LgZepPMlw90GS2AFoWoSS45VXlO0WsVOUEIZxNHISo2mQSqWxycNIMRbDo/NcJbkZ\nYMqUGWzcOMDAQC370B3/5T68nXYtxM5JDGsldjotLS2Ew9spFCqvJfpt7zEAtlVYHmA00VAlxWIx\nv4FsKOWikbAaAEXpBzYNsa4gB6GQSiwWwzC2msv9rkeO/v6f09ra6kPsJMSLFg6319voMoTDERTF\nJnYdHR2oql0/U1UVTjzxRCKRCIriba+7txAdxLvWd8Oo0puMGUSnp2nbrc/hsOigFEW0TVUHaW9v\nR1UFsbvvvvtIpxMIUrGNRKLJ3C5CsZildoK6Ffip+VkEHIXDMbwEuBySVI1WAfqzgSPKlpZKtp/s\nSSedZH56xNMG2GOPPcjlNlM+uJ8DQFNTk7VE0xRisRiqOgjkiMejaFoY77NRCapapLm5GVWV78Tu\noeRr2s6Y1IwcijIU0fJX7JLJVnTdTVAMw1bsNE1OHHPmdgbpdCXFbj3wi/oaPiaqkj+xa2trR1X9\nJ8Ll0D3/obw/qfSujFyxa25uJhyuJqJcjaLkrPXdkH1CQOzGEg1F7KLR3ZXYvQW8AOwBgGGsAjqq\nbQCsNdctEY/HMQxJNPyuxzsAtLW1+RA7+aKLztfPdFovIpEohtFn3a/f/OY3pNOzzF/X09t7O9Fo\nlEgkQl/fz4Hf+7RHQFFKwGzru2HsjPudNdvSgz2ISML0uvmbUOygj1AoxsKFC01iNwD0kEoJ1axY\nLBCNphnKlGHjf4Azzc+9ZDIpwuEoQ3XEkYhs3+io2KrqjGD/GuHwOUDRJKkCsVjMs5VN7Nra2lAU\nhXL1TLgOaJoY5K688lt885vfJB6Po6qDhEI5olFJ7GqTkhWlQHNzM4oiid3uodipaqMSu6Guv1ex\nE/9TqRZ03d0f6HoPnZ2d5nphc6l4JzUNmprS+D/zK4Ez6mr32BA7P1PsgElIayU7fqbY2hW7L37x\nfJLJNs/2tb0jiqLT3NxsTnIr4UJ0fbX5OSB2OwMNRezKB46Ps3sQu6nAS3VuI0yYhlEiFotRKm0j\nFApTSbHr7t6HBQsWVCF2crvh+/Ekk3tz/fXXEw5HMIw+S7ETiqIkIj8BsIidwMPWPhTFO9N0t0fX\nd8b9Fm3v6XkQ6bclVQjDyKGqEYvYGUYPxWKOeDxOKhVHErt0OmO2XyeZbMJJeqrD2QH20dSUNold\ndcUuFJId7+gQu1jMNoFq2uMUCjcAPUSjaf78Z+E/VW5632YpcfF4nGSyBdjiWiMcbuE73/mO9f3r\nX/8ap5xyivmuZ1HVQZPYhahXsdP13YvYNapiJ96BavA3xcbjSVOxs1XeYrHXMtkrihy+7N+bmlKM\nnil2xyl26XQKw6iV7NSi2FUmdqlUwnyfhm+KtSdNXkirU8Fa343+CssDjCYaitiVK3b/z+N838io\nVcGREKZYqdgBJJNp/Ae/QdOpGB9i9yyiY5TbDZfYfZ/+/tdYsGABkUgEXbeJXTweR9fl4Cra6iZ2\n9sA7NLEbygQ5Fsgyfvx0Zs9eiLheYBi2CTIWa0eQ5256e4UvkaqqZDIJU63YTiaTsc43mcxQ+X5r\nOImu23TZR3Nzimg0xlAdsf1ejA6xC4clETUIh7vNz0+TSGSYN28eUP5+Kso2pk2bZm4fJpNpRfqC\nCrxLoXA1zc3lPoCxWAxFGUTTcsRisToVOzex07TdwxRrO6Q31qAolFo/+J+HUOnFMyPIm72eYRQI\nh6VSV+6z19paSQ2vNtRV8v3bccQuk0lS+b6+hLuNIzPFxmLyug7PFHvwwQeTyz1VYRtpdcpb63u3\nF2isZ7jR0ODEjjJiFwoldlRzRhn1+o4JYqfrNrFLpTL4K3ZZkwz4EbsLgd8xcmL3IACJRKImYheL\nxRzEzu4gyomdu2PYOYqduH77778P8LzZDltxK5UGgUGmT5/Oqad+0loej8cJhQYQQQ8Z9txzT1pa\nWkinKyl2fYgOb6NjmSSyeSBPPB4lEhlasbOdl+udMPjDMNabnwYd5v7HTZIq4FXsotEtTJ8+3fre\n1NSCm9gJ9S6RKH9nxTM9iKrm6lbsFKVIU1MTpZIgtZq2eyh2tt9SY0XHaprX0iIhz8d7X+VyA1UN\n4TxfwyhZZntnpDkIAtnZ2erwrXT96tsCN3EsIt9vs+UV2j1akPu/lHfffRujYmTMbOAvju9+xK42\nU6yiCGKsqppre02rtV/V6erqMsl1NatDJR+7gNjtCDQUsSs3xYKmuTuFxiV29XXW0ahIJVEqlazr\nkk5nKvigDVrr+AdPFLA71+EGJwjSnUgkiEYjgOEyxeq6JG9+ip1z5uc+vmHsGqbYWCzO9OkTEelL\noFAQPmyZTLNJ7AQB+eUvf8qLL74IiGshSMV2WloyPP7447z66qukUkkEiXsMMeDIc1pj/revQSgk\nTZdbgTzRaNij2BWAp8parCgFEokko6XY5fOybQl6e29n331nAs+aUYgC7jQUEA6/z0c+8hGWL18O\nQGtrC+50ReK8s9ly4iXM91mL2Ak3g9qJnVMF3H0Uu0oqyK6NysRO3hfvJEV8VxQ/Yqc7iJ1NDqZO\nncq3vvUtWltbiUbd5n4/xGIdLFmyxFQT5X5uBz7A2F5fJ6GxieOkSZOoTnac/Z5/uhPpHy3++48n\nmiaJnVsJrSiqlkEUEvBu74VhSPO791rqFZYHGE00FLEbSrGLRCJlRGDXh3xJ6yNU4bBQYk499VRL\nsWtqqqTYDZJIiHX8iZ2thgz/+tnEThI2p2JnO9nHrN+kScXdEcvrYPi2p1Rynp/OjlEvssRicdrb\n26wlkth1dXVTLGYxDEFAFEVh1iwRKBKPx9G0AWA7bW0Z2tra6OzsNJ/jHDbJkYEOm83/9kzYjj57\nBSgQj0cc2xuISL8P+rS5SFNTM6Pjb5SlUOglnbaJ25Qpk1HVN0gmhYn/nXfe4eKLL+b111831YBX\nKRSeZ+LEiVx11VUA/NM/LSCZvM2xX9E2v/da+mUqiiR27gG+GqRiJ6Fp/VXWbiQ0pmJnT7a9vnb+\nxM4wbMVOKLWVFDubWCxbtoy5c+eaAWJ+aXW8fnxhrrnmGlOxk32wnGiOJYF2kiEx/IbDKS677LJh\n+NiVcFpaolHRx4vxwH88UdWCw8Rtn1/t+UFLJrHTqHZ9dF3ea+85BYrdjsBuRexSqXRZePyuD/kC\n1pTAyAGdn//853zta18jkxHmsEwmXSEdSJZ4vJpipzFSU2woJDpFW7GziV00GqVUcnfeuq5bv5dK\n9zt+Kbr+lxNNA7tzOBsZVTm22Ex7eyttbTaxk8phZ2e7mWNte9nzKUyMG4Htpu+PgLgXOWzfQvm/\nnNhpWj/77juTZPJqFCVPJBImHA4hlMPbgLN8W6woRfP4o5EeZivJZItrVj958mR0/e9mFKJIZxKJ\nRJg+fTqRSBKYyeDga5ajO8C8eXMdCiRAH3vvfQBnnFEerSjN9zaxq0+xa2lpASAajaNp79R7wrsk\nKqeQ2FHQGU7qGPsdftfzi4w2z3vWF99VlTLFTtf9TbFyktja2oqq+il2bmJnE0SnYicnA/J9HIux\nxEmgRF+s6wVzIlMvsVuFTUZLHmJXyRSbNxPHu02xqlr7sTVNG5LYVVbsAmK3I9BQxC6VSpUtU5S8\n5Zzb1JRpQMVOdtb1KSuKYkvv0uzU1dVR0RSbSFQjdkWgSCQSH3aeONmxhsNhYjE3sRPH1BEvtbg/\nsVjMaovbuVp2fHkURS0jhCITvTzHp7DNl2OJDUyc2GmRhaamTuuX1tZWSqUCAwOrSSaTrq2mTp1K\nf/+9aNofTTVVIB6Xipvs/ORAIpQGZyoBVe3nggu+TKHwKKoqOuUFC+YC5yJSOEh4Z9wFksnRInY5\nwuGoSy2dMmUKgEXsnIhEbHcIec3A9puz0cf06ftaA7UTiUTC9Mt0Erta322b2E2btj+53N9q3G5X\nx8gj10eGK6glQbQXhpGnq2sq5cROPP+a5q/YlUoFX8VuyZIl3HDDDS4iJPsa0RcOnbtREju3Yifx\nnvl/rBU78dyXSnlzUlhvupMnHcvcip2iPAQsKdtSKnZi7Cg5ltd4aFOxs30Ti8Bvy9bS9az5zlYy\nxQbEbizRUMRu/vz5XHfdda5lcgYCkE6nKZV2RgLbkUB2aqurrlUO29dE+s+1trZW8EEbJJl0m2Jn\nzZrjaUOBaDQ+bGKsaVmzbBRlip2iKGYy0TxQ5IgjPsaMGTMqOAvbpulIJOkxvUplUC7bMY+vomxg\n8uROimZJjlRKkIYHHniAH/7wh/zjH//gr3/9K93d3a7tDj74YP75n8+jVPq9meNOQCTadip2kuxs\nMYNKbMVOUfqZPHkyqmqgqu8RDoe5+ur/4IwzzsHdaXrNjcWqJpn6kCccjlIs2vdCRsKGQuX3UA4w\ngMvXTTynbmIn0lOUQ5jvB7CJnXQXWA5cU7W1ilK0SHZr6zhyuS00mvnSHztbsXtv6FV8YBgFmptb\nKbdKSGLnVgGLRTHJzecHPcTOwDB0MpkMZ511FrpertiFw+EKfZjXiUx3EDtn8ASIZMbO76MJL7Er\noSiiX64cPAHu9st9bHYs+3/WJ5HX9Ang12V7sYmdVOzEMWs3xYrrJsaeEvAocHz5WvogkUiMQLHb\nOWgoYqdpGmedZZueEonTXMTuK1/5iinPN1LdHTlY3s7ChR/jtddeq2krp2InFS/xQvubYr2K3e23\n38qhhx5h/m4Tu/7+d4F76j4LVe2zBtN43E3sxHGl0laks3M8IAI/gAodmiATMldVS8s4cz9OYrdj\n6g3GYhvp7Oxg0aJF3HXXXdb1XrRoERMmTGDPPfdk5syZvttOmzYJgHHjxlnLKit2fXR3d3uSf/aT\nTCYZP34KhvGGdU0zmQTu19frV1Qw/SrrJXZ+g3eOSMRN7CRhe/nlv5St7SR2Tl83GRBho4+mJrfK\nKWH7ZYrAHzFwFxG1eS8f4hwK1nNeKAwSDssKII2Oouf/ULiDaLTepLzV0D30Kj7Q9XwFtwDx/IfD\nzijWHIWCmNiUEzsdRVFQFMXs++x+w2kd8O8Dy02xQnlymmK9keQ7gtgVUNXyYAZHS6vsw/nO/5gN\nG4Q4IH2u/WBHxcrj6ebyWicLusfHrvJYK6L3Ax+7nYGGInaAy2yjKFEUJW/N1s4444whbf+7Hmwz\nRDKZdJmuqkMvM2HF43Gy2U2UmyezpNNuYhcOhy1lTagoTsXu2HpPAkUZtDqUf/mXs/n+979vmevE\ncSNIAil8xJxmOudLbit2mha2zC2SxLqrLuyYx1fT+shkMkSjURYvXkyxWLufkVTxnMQukRDEsNFd\njgAAIABJREFUzs7IL/6HQv1MmDABVbUVO8MQhLmzczy6vsZ61kVVC6f53hv9WjSrN9RD7PqBCZQH\n4AhiVyrZA10kEuG7372KCy74ctle1qx5xfps5xyTfnPOayeCSvwgB59Sqddhtpfn4mdq24T9XBRd\nxC4SibM7EDvbp6y2/i0Wu4tc7heUq7nDhTSx10d4dF1GaHufK9EuTXMSlHU0N08AIJeTxM7O3ycn\nepLgScjnzA6yyQH/5divv4+d2xQrjyPfpdEidjqyUlB58ITo51RVreBjJ++1sy2SjPkFidRD7GzX\nmELhGUTaq+qQhNgmhpXDacPhCIEpduegwYldCdBdvndeZ9tdHzaxi0TCvn6E/rAVO4CTTz6ZU089\nlQkT9sCb/iIUep+Ojjbzc8j6/+lPy9m8IFzO6gL1w1ZJPvCBD3D++ee7/Pmcil0kIjrhvfbai56e\nHo9iZ/vYCR8NzBm6VCVTyAHBzjw/tlDVAVdn+fOf38Ctt95a07azZ4tyaH7ETuS4A7v+bD9dXV0o\niq3Y6bpQ7Lq6OtH1NQ63gwTunHD+plhVreddWOP5LyFUcZEAWyASiXDxxcv5/Oc/X/Pe3WlvRGS3\n0/fQi3A4TqGw1UyNI4InFEWu721jByDbUrQG+lwuSzQqS7s1OpyD/B3AvlXXVhSZZmRj1fVqR87z\nvzboet5U8/+GXfcYYIDx4yfhNCmq6hzGjxfvyuBg1uNbWUJR/FX6clPs88D5jjW8xK6aKXa0id2N\nwETzs5PQCNJandj5BbXJPtL/ma6N2ElTrHim8vlXgH+qfhpm+93BE5WJnUjLFJhidwYajtjZyk0Y\nKSWvWLGC559/3vy9sYldPB5n/fr1hMMpRNkw/wSziuJW7G677TamT5/O3LmH4o1ci0Y3WjnGnMTu\nM5/5FGed9UVGi9g51RkvRAc9CcgSidiELxqNVujQ+kgkBJFQ1RDjxgkfNVFBQyhVO4rYKcqAK4nu\nUUcdxSmnnFLTtvvttx9PPvkkkydPtpZJYmcnzhUltTRNKHaG4Ux+LBS7Z599FLAHMNEeJ7Fzd/KG\nURiGYidVBW8UqVDsfv/7B/nCF74A+JUPGxrxeJxSyVbOwuEel6nWi0gkYRE7cd4/xTDk++CnQv3V\n/C8Uu3Q6w1lnnWGahhtfsbMHxRLwEDKnYiXY5rXRyv0o+5Var6WOovw7xeKgmbvxW9h1jwEG6O6e\nRKlkK0+G0c8f/nA/TU1NJJNJjym2ZBIKuW4lU2yRcsJRjyl2tImdM3ejs69TGJrY+ZnfxXqV/KGr\nv5texa5e65a4braPXWX4m2IDxW5HoOGInYR4KQWxa25uZs6cOebyRiN2dqcbColOq6WlxUx6202l\ndBZexU5C+NK5O95QaJOlGDmJHUAyKR3aR0rsivhH3ArYZqT3LFMsSKLup9htI5MRflyaFmL69L3M\n9trEztnJjy0GfKsj1Ir58+e7zEaikkLOzHEHIlGxiIDt6upC1yV5WYOqlujs7OQ///O7gDs3IAxy\nzDHHs/feH6B89i7SndRH7NZ7/kvkiMWizJs3jwULFljnMBRuuOEG13dR09iedGjaditVjx+i0biV\nCkI8M06VtNy3R1EkIRbP4rZtW7nwwguJxXYPxc5+h4rU4l862sQuFJL3rlZXhL9hGF8DsPJoujHA\nhAldVk5IEP13KpXir3/9K88991xVYueEfB4rEzs3ZNoUtyl2rHzsnARI93zOEwpFPATTCT/FzktE\n3di+vXK1GUUR74YgZvXnAS1XOuW1K38f/U2xgWK3I9DAxE4+mLqL4NRTemjXgK3Y6bpotyjJJV+4\nSmlQyn3sADP61Tuj3lyR2D333FPAVxDJb0dStaO6YmdHt651KXaKonhmqjaxa2mxid2VV17JVVdd\nRTq94xU7wxgZsfNCEjtVdZMNRRHETjqPw5856KAFaJrGySefDNj3TbZnxowZ7LHHVMoVu6KZ9qCe\nd6FSfdm8NXBKM08tip1M1CwRi8VM/0Rxj1W1umK3adNbgLhe0ah30lCuFiiKJAhi8JL9gpiw7B6K\nnejfSsgcaNVgE7vR6Q9VVfZVtRI7W1GORt19g6IsBb5Ia2uTS3nSdXHvuru76e7u9iSmrmyKdRI7\ndy5T2Z8oru+SoLiDFtw+dvW5MVSDl8w521YgFJKKnV8ggmxDwbOdd182XnjhhaptcacrqVex0x2K\n3VOOdpU/Y+KeBMRuZ6BhiZ2YNQgfOzexqyff1a4AezYtow4VReEzn/mCubQ8T5iAv2JnK3A2dL2P\ndFrsx0vsuromyKNX9c0YCoZRrErs7IhKN7Hzdmgib93TwDZaWyWx05g1axbLly93EDvD8rsbGV4k\nEjmJ6h1NdtSJnaoKYnfggQday3V9C93d3RQKvUARRXmNuXOFH5Uk8fm8uI6yPYlElHQ6yeiYYr2m\nKImcFWjT1dXlOn417L///q7vtjq7Guihp+d3VRU7iVgsxjXX/DsHHjjXsbT8fum6IHaG4VaPRVt3\nD8VOBA8VqYXY2YPo6Ch2dlqSWomdrcRJv1oJwxC1pbu6OqwJLegYht9EvV7FzlkiUZ672wQoTbHu\nBMXu519VRysIz7kfJ3nTcRO7+kyxflixYgUnnnhi1baIdCX1mmIvAPaxrpvoj74APGH+Xv6M+fvY\nBabYHYGGJnaVFbtGInY55s8/GoBCwVbvOjpk/q9KxM5fsUuny9UJw7Brxcpt5P8VK1aQTE5EKHZx\nPvOZzw3zPApVTbHFojy3l8sUO9HZOSX9ecA2xo0T18C5X5H3rA84nVzusWG21Yn7yOfvpNpgpeuj\nq9jF43Hy+Z8DA5xzzjmkUlOBd+jtfZpJkyaRSDQD75NIvM7MmTNc28q6qrI98XiUVKqcuAxPsZOd\ncDmxE7n3YMGCBRiG4Vu3WSIUCrFo0aKyhM0A++03B2FSfRMoJ39O3HLLLYAYtKdNm8axxzqjtd0D\nRijUhNOk5iZ2u4diZxglM7q8xM4wxapqvcTOVuxkCiSJUGgPAKZPn+bIPVpEVUMutwVB+l6U33wn\ns+Cn2MlzzpltdypfdqS92xXETewUZUeYYocidtVMseW46KKLWLVqVZW2OIMf6jHF/gF4zbG9vA9y\n+/JnrLm5xaet9UV2BxgedjtiJx7YRiJ2dh6+t99+01ra3i5TgdSr2MVRFHfHWyplrYFYdpqS2Nkd\nYYFoNMz1119rVneoD0MpdoWCfPG3udazO3HvYLHVIrfOQbq9vQlRSuzmutvoh2TyZdnCiuuUSgMj\nUjO9WLp0Kbrei2H0mUmlc8BGpk07iGnTptHUNA7YRCj0JtOmTXNtOzgorpPTJCpy2vUjOl9hppaK\nXX2Dk1jXrk8rkTNz79WG9957jzvvvNP3t8997jNEIu8C/ey336GWkuwHGSEun3NZFk/APTBEInbU\ncbHY49qvIL67Q71Yp2I3HGL3KOWkvXbUb4q1FTuvKTYaFROWjo4OR+7RomlxsXHggXsTjz9tfhta\nsbOjYt1tdRM7ez/VomIrpROpH5WIndcUO1zFzj1pqd5XOdOV1KPYiXdQKna2Bebfzf/e6iGGSewC\nU+zOQAMTOzvBoluxc9fA2/WRJxaLsnz5xZYfFTjTutSn2ImcX+4XvVQadCks69at83E2LhCJhIlG\no2b1ivpmVIZRXbFz5kDzrifIXQ/xeJNjne20tIjvzvO84oqv+5gaHsMdeVY7NE0OdJWJXbE4uopd\nKpUiFIpRKm2hpaXFJHbbLTLS3j4O2Eih8CZTp051bStz/8n2RKNRMxfcV4AjgCsBQbQTiUTdip3w\ng/sxbpNR3ioTVwva2tp81ToQNWVjsXeAfjNSsjK819wdsOF+x0Mhua/HGBhYy4QJE6zf/EzVjQhh\nio0gUr38uYYtvMTucNy53eqDPWF8n1r89kKh563PXlOspumccMIJfPjDHzYD3gpIxc6JRYuOMoPk\noFZTrJ9iZ09wXkdE60pi52+KbW1tJ5//GfUmu1eUReYxnOcq74OBn2IXDocdlgsv/HzYvOvV0jeV\ngN9gm2Ld6U6GhrwvYtwZGPAGaNxetoV/5Gxgit0RaGBip1lRsU5i556BNQKE/9JVV32Xyy671Fq6\nadMmoFpxZn/FLh6PO9JomGuWBl2zOOegZxO7QZLJGIqiEAqVR9YOBcOoHjyxbNmXOfjg+dYxnRD3\nrIdUyi4YHw6LiMkzzvg8n//82dbylpYWDjnkEM/eD2P4A5bXcdoLg2JxoCJRGS4ikTiFwvsOxe4j\n9PWJfF7Tpk0B/oyuD7jKlG3evJmlS5cC9qw8Go2yfPlFjBs3yVxLqL66PpySYkUGBwfNlCLOPHH1\nKXbV0NHRgaJsZuTErgT8L3YEozzPwwB3YmRR3aLxFTvbx+4URLqToeAMnqgv95wfFGWL+elE4KtD\nrq9pd3LPPffw5z97SejrKEqWs88+20xpEjbbKGvD2giFQg5SNjSx0zTNJHbyfB81215yfC85Eh37\nJyg+4YSlRKMpKqWbKscFwA9N38H/tZZGIt+lVPqeY//lil04HHFYLrykrT4fu8r4K3ACblNqPaZY\ncd2lD2R/f4/n9/OsTwcccAAgszwEit3OQEMTO/GQeE2xjUbs8pb/khPLly/n2GOPRdMq+cdUVuzc\ntRcNR5Hpctgz3EFSKWneq78Ek9dh3Yvrrruaa6+9xjqmGwqwjWTSdqQPhUTE5E033cC3vnWZa23/\nc5nms2xoDO2HlEXTIr7XeiSIRBLk89vM1DZiEHrjjZcAOOSQ2ajqT9lvv7muZ7utrc0aACTpSafT\npFIppk4VJc1U9X5gi8MUW59id/rpnzY/O0vb2c/GSJFKpTCMfqDfVNIqY+7cuS6TrtuvTweOA1YB\nd7B9u6h2oarlZa92J2Inano6B//KiouilEwH9jzSZKaq3utwE7WSvlJprfU5EtlcbU3gXorFXo45\n5hjmzZtHf7847qxZHwAeoFB425qc2MSu3BRbL7GzIz5lIuQzzOWyfnAOtylWKnY34IwKTySitLVN\npDwRdiV8HxD9VDhs1/2Oxe5n5cqVZq3sHH7pTuQkxF+UqM/HrjLEu2MYhWGaYiWxE4JCNuufrSES\nyfDII4+ILTS/8wkUux2BhiV2olbl7qHYeR2LAdrb21m0aFGVqMZKeewSnjQaOUeepHIIxa4EZM2I\nWoZRgmmAgYH3qip24DaXOCEVu3TaJnaqWjnHmT+xG+49H0qx6ycWq7UaSO2Q9VSbm5sdqWAEuru7\n0fXXaW9vq7i9HBRlupBMRrRR1/uANnS9MCzFrru7i6VLz8KdpHiQVKpysEQ9SCaTZhv7yWSqEztN\n01xm93LFDsRgKVwY4vE0mtbJj3/8Y9d+MpkkiuJH7HRE7dnGgGGUWLHiW3zsYx9zLK2W2qJkpnoR\nz1dnZyeG8X1EVLLEp4Enazk62exaHn74YW688Ubicb+awhKPAR/j058+x+p3JLE75pijgZ8yMPCK\nNTkRZG4d0F+m2AnLTO3EDmQu09+6flcUJ7HTPT52BnAO9jP/LhMndtLV1U3txA4k+YpGbbcQw1jD\nMcccQzyeQfj7eYmdPSH2H7tqV+xeecUu5VeeQF28L8XiliFMsZX6fXnddVMV9SeEMl0NBIrdzkTD\nEru2tjb8iV2lRI+7Kir7L0UikSrEzl+xS6VSqKpzNjVomlb9IRU7TctaSUTrz9R/BmAMSeyk4uLN\ngSZ97DIZpz9h5Rxn/sRuuJF/QxG7PqLR0TXDAlYy6FQqZakU0sdOnJ/hq+RKyEFRkl9J7CSi0aT5\nW32KXSik0dKSwc6f+D00bWNNCYlrQSqVolQSip1Q0mqHW7GTA4SdtDiVasYwtpRF7CaTScJhP4Vh\nAFhOo+S9NIwSxxxzDJdeeqlj6R+rbGETu0hkO/vttx+GkQW+a/4uyYJ8dn6Jqn4XVfUrl7edUCjC\nEUccwV577UW5AvoScJv5eR0f+9ip3HjjtdavktiJZ0tEy7oVu/1R1QVDmGKHjooFSezckMROBIC8\n7ljXSabsPm/fffehra0Vd3WXoSCJqiS9BtnsavbYYw/CYene4jXF2v147YqdX3JuhX33tUvM/ehH\nPyIabXWsIfrHfH6zJ91Jv1mmUaLS+boVu0rEzmm5CYjdzsOIiN3vfvc7LrroIuv7Cy+8wNKlSzn9\n9NO59lr7pb722ms55ZRT+MQnPsGLL4rQ9a1bt/K5z32OM844gwsvvJBcrj4fEEnsvHmPyisZ7OrI\nV/RfEk61/oTFzsPkhiAHzsi3QSKRWoidHWAhMvXXQ+zWWfuqBtn5ev3VRIc2QDKZ4O677wagWFxP\na2urdxeu/fz4xz9mv/0+YC6tNjiLKEx/DJXEtd8sYza6KBTE9RX3WNzHl14Splg7GXBlMuVV7EQa\nGBv77z/XJND1EN4ikUiIlhY7CTQsR9fvqZrepB4kk0mKRaHY1Uvs3ORSPuP2IJ1ON6PrW8qiApPJ\nJKFQJcUOYIvPb7sedF2885LUi3vSg3BleM1ni5J5zV4iFNpuEjIAqYRLc6p0dfgkun4J4fAlPvuS\nNXep8Fx9GVhqft7ApEmdrl8lsWtqarLMwYWCeOdEuUEDXd/gS+ycKTK8ip3wOXRPFp3m3GRyCQCq\nmqW5uRlNywHzGBwUvnNOIUBRsixYsID5849k3rx5tLc344zsrQzZvgyZTCuGIRW7zUQicZLJpNkH\n28TuYx87DqmYCZI1FLFz9k/lpMibuFnTNE/JMXG/isXtjjx0OtBDc3O7Y71KkcC2j51Q7PyJWalU\n8BC7wBS7MzBsYvftb3+bq6++2rXssssuY+XKlfzyl7/kxRdf5G9/+xuvvPIKzzzzDLfddhsrV67k\niiuuAOCHP/whxx9/PD//+c/ZZ599+NWvflXX8QWxK/ex211MsTA8xS6dTmMYbsVOzBb9IXxSRJ1S\nOSCK//UQO7H/Wk2xMo2FDQVBQMMcd9xxAOTz77H33ntX3U8kEuH555/iS1/6MtUJzGTcBcGdkM9K\npe37iMdHX7Hr77cHDJnHS9aTrYXYea+lIGM2xo1rY9KkSRQK3rqvlaEoImKuqUmqvrJChDrKxG6A\nWGw948d3Dr2BA7INgghsMpfabgdNTc3o+nZfxa7ctwzsAbmav9iuA8MQ90cSu/b2dkIh6dz/us8W\nRd599y3gajTNj9hJAnIPkijPmjWbWGwc5ciaLhrivRNJgJ2wr7mmvcfkyePdv5r3JJPJoOvvMWXK\ndObOnWuub5M5cW9xfHf72Hn7PBElDO7MCM4E6CHzfy/t7e2OlC0CzuAJRcly4okn8uSTDzFhwgQ6\nO1uojdj9w9zeYNy4LopFuc1axo2bCGBW9ckCBocfvphZs2abxy05FDs/a5Psl6oTO69KabvYePeD\nJ3iih6lT9+bYY0+kq2svaiF2lVRTkVRdceRKlaqgE4FityMwbGJ34IEHcvnll1vf+/r6KBQKTJwo\nHuSFCxfy+OOP8+yzz3LooYcCIhpT13W2bNnCX/7yFz70oQ8BcNhhh/GnP/2p5mOff/75pp+JXx67\nRiN2w1PsKvnYpVIpdN2p2GVNB+rKUNUQqtpnETthvqknPYQccIen2InzsKsbABx00IKKHYicnUci\nEUKhkFkfdyhlqlJ029CKXTkRHTmyWfseefNXyUEwkahM7KTvkq3cua9pOp1kjz32wDAGqJW4yDqS\nqVSKSKQPOyfewKgRO1GnMkw4/JpFZGuFnassgt/z2dQk8h562ypUIr8BWt770cpXNraQaomT2IXD\ndn3cctiDqqo6iZ18r5zvxBM0NU3g2mt/YFXwcCNr+YWKCZz3fbOf1Xj8RcexBH7wgx/w5ptvWgrz\noYceYT3DTjLnr9hVJnZNTW08//zz+OGOO+6wSKGi9NLW1mYqdjac44WiZF37b29vRtNqIXZvm/+F\nn7CtlK0x/fScZe1kSS67pJfbFOu1Nsn2Vkt3Ul43u7y0mh+xKwHb6O7u4re/vZMZM/ankilWKoL5\nfE9ZvyxresOgSy31M8Xa1TwaaYxuPAxJ7G6//XaOP/5419/LL7/MRz/6Udd6/f3uATCZTNLb20t/\nf78rWWgymaSvr8+1XK5bK77//e+btU8bn9hpWq5i3c1IJFIxqlF28l6k02lKJadi10sqVb1sk8j2\n3usgFPUqduJlHipytLpil3P5Gh533FFD7kdeN6F4DkXsKpEkr4/datyBA1usfHqjiR/96P/jxht/\nBsBXv+pOHSHPrxqxA+EsLSdS3kS/6XQCRVHMFDK1pWxQVTHICL+/PqQqpuvlfmsjQamUp7f3EaZM\nmVLXdnbwTRhvktx58+aZPlHlxG6vvfZC1//u1xLzf2OYYqsrdv7ErrNTqqI9TJgwgW9841JstwSn\nirmOeDxFU1MThYLf4G5PEIVi533f5DV/lL6++zjyyCNdv2YyGaZOnWoGvbknIvUQOy+BUVWVOXPm\nuJbJKjeCgMr3uq+CYudUyQZdVofm5mYikVqInbgHhtFDJpNxKGXbrbKIXmInyiEKYicIUCVrU97z\nH591yhU7O+2LRMGxrmoe8+PA2VaFn46OVipNcpymXm8/b3/PmtG/An7Ezs5J2DhjdCNiyIKDJ598\nsitxbiVIwibR399PU1MT4XDY8q8AoexlMhlr/dbW1jLy58W6devKlr3//vsYRhFdL7F582ZrHWH7\nb5yHRlVzZLNZ33Ps7e3FMJwDWB4QL46uF9m0aVNZgEF/fz/Z7HuITiQObCWRSPjuX0JRQuj6dgYG\nBli3bp35QtZD7MRjtH79+qprFYtFq43u9ghiVyoVWbduHVdccQUf//jHK7ZZTgK2b9/OunXrGBwc\nRFE0fGtoW/AnSSKxcoRiUXZ8sxDzHTHYK8rL7L33xKrXbzg45piPAOLZXrBgAZlMk3WMnh6hwpRK\n+arHbWqyt5Gd68MPP2wmfdVZt26deU1qS2mgKAX6+/vJ5/MoynZspa9oPRujgXvvvZeenh5aWlrq\n2qe8LmLwH6S9fTIPPngXBxxwABMnTiSREM9hb2+va7/xeJxsdjVicHOa+pyRtQCLgFsAf9/OkWMx\ncB0wcRjbGhiGzoYNG6z3SCjfkoSVv6+6XuCGG27ghBNOpFBYj2EY6HqJUCiL2IWT2G0iEomhqir5\n/FaEKuSMpM8SCoVYt24dW7dutVL0SChK1HzWNnD44YvJ5/2fXVkXWtN063fpYyrh3G7btm0OElnC\nMIyy/Xq/S2LX09NjbVssbjcnBgOu7XTdmTQ4S19fn7W/QqGAqtYyKZKixCDRaNhBqLIoiuHpU3UK\nhQIDA/2I5PMlisWieUw/U6w4F03LU7JeYz9ip7mug67rjooeCk5iuHnzZvJ5m+hFIgrr1q0jnY5S\neZJj36P33nNHRNsZF7KoashqRzbbD7zsWdcOhKkXuVxu1Pvh3RW1VJKuCcJ8E2H16tVMnDiRP/7x\nj5x77rlomsaKFSv47Gc/y/r1681SI80ceOCBPProo5x44ok8+uijHHTQQRX3LQuPO9HZ2YmiCL+G\n8ePHW+sIFadxiJ2mDdLZOcP3HMePH+8pRB0F7gQ6yOc30tXVVbaddGqNx08jm70L2EZnZ4fv/iWE\nH0s/3d3ddHV1mQrVY4hEqENDVTV03f8++WGPPfZwrStU1kFaW5vo6uriG9/4RtXtZdLeCRMm0NXV\nRXt7O5q20RysKsGf2CkKZnmch4GjEM7otpqQSr3CwoUn1Xxuw0FXVxc9PbYyICdC7e3tNR93+vTp\ngLi2Yp/ingsForb3QVV1WltbmTRpEprWj9OE6/esDRfD3c/27WKQlepHS8s45syZw6233spBBx3E\nAw88wE03/ZhJkyaVHSMeT9PXtxXocCz15jB8EHgecKtNo4MCcDdwJsMjdjqKoljP/te/fhn77DOd\nRx65xvz9M4jUJTYUxaCrq4tIJMnAwLsccMABvPDCC4RCL5vvitOcvYmmpmba2toIh2Pkcr3YvngA\nWdLpDF1dXSY5c79smhY399lLR0dbxXss1dQJE+w+26mwRiIR17bjx493VZ6IRKKu36PRSNmxpGLW\n2dlpJXg3jH723HNPVPUNaz37/ZDn0u965zo6Ojz9byX0kk5n6O3dzvjxHQ5T7CDt7a10dXXR3NyE\nJHaJRNyckBeBEslkgq6urgpVk8SzqaqFqsRO00Jl10FRZJkyDSex6+rqIpm0A4zGj++kq6uLvfba\nA03b4jiODVUNIeMlpJVAIhyWNCJLOGzfn+OPP45rr/2o+bwoZpvk7Lv+WrHRaHRM++HRxFAix1hj\nVNOdfPOb32T58uUsXbqUmTNnMnv2bPbbbz/mzp3Lqaeeyvnnn2+F6i9btozf/va3nH766bzwwguc\nccYZ9TXc9BHwOnM2WvBEOLzNKhPlRSwWwzC8M6jVwKEUCtt9fdBUVeWhhx4iEpEzza2MG+e/f3ub\nELreZ3WwRxxxMKnUozWfg6pWzrfmB2+QhbhnuYppX7zwmmLD4TCqOlxTrOxgvm0t0TR7QFOUv1uk\naUdBnl89KUbmzJlDOp227qH0Y6znfZA+diLX3PuA3TmNpil2uPCaYqXj/CmnnMKee+7J/PnzXes5\nkUw2IUi7E17FDkZSS7UaFOVQ89P1qOrKYeyh5DKHXXnl5cyfP59CoZqCIUy3+byYKKRSKbPSg58p\ndpPlIiHM995+x06HFA6HzbKDNmxz3Ps0N1f2SZWmWGef5/TN7e93m4HFfm2VR0aQSvj1gW+88QZv\nvvmmyxRbLIrgCUXJEYlkePXVVwGpNtnEztk3VXOFcWO7lXOypSXtIHZZK7G3uHYDSFOsoigmYfX6\n2Pkrdu4gunLThNeELbZxXru8Y7nqMqfKd7u1tZVIxF+xq2aKtYndgMusvmjRItLpdpy5AO2E8I0z\nRjciRqTYzZs3j3nz5lnfZ8+ezS233FK23rnnnsu5557rWtbW1saqVauGfWx7dtPYPnYmpIt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Sh21YgdiFqitin2LUS1hdoIVS3QdTvXYzLZDGzFNmVegrN8WzlEO84774Kqx0gmUwh1/W/AXey/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\nFSg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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# 显示逐日回测结果\n", "df = engine.showDailyResult()" @@ -150,42 +95,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2017-10-07 10:27:24.212000\t计算回测结果\n", - "2017-10-07 10:27:24.226000\t------------------------------\n", - "2017-10-07 10:27:24.226000\t第一笔交易:\t2011-09-21 13:32:00\n", - "2017-10-07 10:27:24.226000\t最后一笔交易:\t2017-09-29 15:00:00\n", - "2017-10-07 10:27:24.226000\t总交易次数:\t307.0\n", - "2017-10-07 10:27:24.226000\t总盈亏:\t51,780.0\n", - "2017-10-07 10:27:24.226000\t最大回撤: \t-3,840.0\n", - "2017-10-07 10:27:24.226000\t平均每笔盈利:\t168.66\n", - "2017-10-07 10:27:24.226000\t平均每笔滑点:\t20.0\n", - "2017-10-07 10:27:24.226000\t平均每笔佣金:\t0.0\n", - "2017-10-07 10:27:24.226000\t胜率\t\t43.32%\n", - "2017-10-07 10:27:24.226000\t盈利交易平均值\t873.53\n", - "2017-10-07 10:27:24.226000\t亏损交易平均值\t-370.11\n", - "2017-10-07 10:27:24.226000\t盈亏比:\t2.36\n" - ] - }, - { - "data": { - "image/png": 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W4xYREZGzk58PnTvDoUPw8cdwyy0lX9+3D1q3NjvjDR0Kb74JDRrA1Vd7J16RKtIMsoiI\niFRfbi40bGgex8SUP4Nc/Ka7hx+Gt94y/bp08VycImdBCbKIiIhU36nZYTCzwuecY9YxLm7v3tN9\nbDYYMgRWr4YrrvBsrCLV5PYE+ejRo3Tv3p3du3ezZ88e4uLiGDZsGImJiUV9Vq1axZ133smQIUPY\nsGEDAHl5eTz66KMMHTqUBx98kGPHjgGQnp7OXXfdRVxcHK+++qq7wxcREZHy7NtX8oa6W26BtWsr\n7zNmDIwdC/XreyZGkbPk1gS5oKCAadOmUf/3fwizZs0iPj6epUuXUlhYyPr16zly5AhJSUkkJyez\naNEi5syZg8PhYMWKFXTs2JFly5bRv39/FixYAMD06dOZO3cuy5cvJyMjg8zMTHeegoiIiJSn+Oww\nwK23wjvvVN4nNNSsWCHi49yaID/33HPExsbSvHlznE4nO3bsICoqCoCYmBhSU1PJyMggMjKSoKAg\nbDYb7dq1IzMzk7S0NGJiYor6btmyBbvdjsPhIOz3T6PdunUjNTXVnacgIiIi5Sk9O3zxxWZ3vC++\nON2mjT/ET7ktQX7nnXc455xziI6Oxul0AlB4aitJICQkBLvdTm5uLqGhoUXtDRs2LGq32WxFfXNy\nckq0FW8XERERDys9Owzw9NMwderp53a7mTUW8TNuW+btnXfewWKxsHnzZnbu3ElCQkJRHTFAbm4u\njRo1wmazYbfby23Pzc0tagsNDS1Kqkv3rUh2drYbzkxKy8nJ0Vh7kMbbczTWnqXx9hxXjHXTH3/k\n1+BgThY/zrnn0iQkhOOrVpEfHc25DgdH9Heqa9sPuS1BXrp0adHju+++m8TERJ5//nm2bdtGly5d\n2LhxI127diUiIoJ58+aRn59PXl4eu3btIjw8nM6dO5OSkkJERAQpKSlERUVhs9mwWq1kZWURFhbG\npk2bGDNmTIUxtGrVyl2nJ8VkZ2drrD1I4+05GmvP0nh7jkvG+tgxGlx5JVitJdtnzaLh2LFmh73z\nz9ffKbq2PWn//v0uOY5HNwpJSEhg6tSpOBwO2rdvT69evbBYLAwfPpy4uDicTifx8fFYrVZiY2NJ\nSEggLi4Oq9XKnDlzAEhMTGTcuHEUFhYSHR1Np06dPHkKIiIiAmbL6NLJMZha5IAAWLeubAmGiJ/w\nSIK8ZMmSosdJSUllXh80aBCDBg0q0Va/fn1efvnlMn07depEcnKy64MUERGRqnE4IKiSFOKxx2D0\naLN7nogf0kYhIiIiUj3798P551f8es+eZntprWAhfsqjJRYiIiJSC5Re4q00iwVefhnatvVcTCIu\npARZREREqqe8Jd5K69nTM7GIuIFKLERERKR6tAGI1HJKkEVERKRq/vtf+Oc/4bvvlCBLraYEWURE\nxF9t2wa33AK//eae4x8+DJMmmVUrjhyBgQMhJQUOHYJLLnHPe4r4ACXIIiIivszpNAlqae+/Dw89\nBBERMG9e9Y/7yy8weTJcdRX07g3ffFO2z5o1sGEDDBgAw4bBM8/Ac8/Be+9VvoqFiJ/TTXoiIiK+\nbO1aWLQIVq8+3bZ3L0ybBp98AiEh0LUr3HcftGxZ9eMuWQKFhbBpE+zYYdYt/tOfYMSI033eew/+\n9jf44gsza9y3r8tOS8SXKUEWERHxZV9/bep+9+yBCy4wbU88AbNnQ9Om5vnUqWY2+K23qn7ctWvN\nUmwNG0JUlHnepw80aQK33w7Hj5vl3MLDzZdIHaISCxEREV/2zTcwdiy8/rp5vm6dmfktvoza7beb\nGuH166t2zPx8Mwt90UWn2xo2hHffhVmzzIzx+vVw882uOw8RP6IZZBEREV+2cycsXAjXXAOXXw5z\n5pja4OIsFnjtNbj1Vti4ERo1qvSQ1q++MscrrUkTWLUK+vc3s9UTJ7rwRET8h2aQRUREfNWpm/NC\nQmDwYEhONnXH5S2x1qoVjBsH99wDeXmVHrZeSkrFs8Nt28JLL0FGBlx9dQ1PQMQ/aQZZRETEV/34\n4+n638mTz9x/2DD49VdTcvH3v5vEuhz1UlMhMbHi43Tvbt47MLD6MYvUAppBFhER8ZSTJ+Ff/6p6\n/2++MWUV1fHQQzBkiJlxLigo+/r+/TgDAkw5RWWCNIcmdZcSZBEREU/Zs8fUCb/zTuX93n3XrH/8\n7bfVT5DBlFl06wYPP2yOU9ykSeSOGlX9Y4rUIUqQRUREPGXfPhg+HGbMMBtw/Ppr2T6bN0NsrEmi\nv/3WbARyNhISwGYz5RZZWabt88/h4EFOFF8BQ0TK0O9PREREPGXfPrj0UlNPPGOGWb+4cWP461/h\n3HNNnxdeMBt0jB9vbtJr1+7s3stiMStefPKJ2SK6fn2zdfQ//mFeE5EKKUEWERHxlOxsaN0a/vAH\ns5MdwIcfQo8eZv3hCy80G3T07GmS6ddeg4Aa/rL3ppvMusbHjpmviy4ycYhIhZQgi4iIeMq+fdCp\nU8m2Pn2gc2eIj4d//xsWLzbtI0bALbe47r2bNj29856IVEoJsoiIiKfs22dmkEtr1QpWroTvvjMl\nGGDKIFq18mx8IgIoQRYREfGcihLkUy67zHOxiEiFtIqFiIiIp9jtEBrq7ShE5AyUIIuIiHhC6fWI\nRcRnKUEWERHxhGPHdJOciJ9QgiwiIuIJZ6o/FhGfoQRZRETEE7KztSqFiJ9QgiwiIuIJmkEW8RuV\nLvOWnJxc4WuDBw92eTAiIiK11r59WsZNxE9UmiAfPnzYU3GIiIjUbtnZcPPN3o5CRKqg0gR5zJgx\nRY8PHTpEQUEBTqeTQ4cOuT0wERGRWkUlFiJ+o0o76U2aNIn09HR+++03Tpw4QZs2bVi1apW7YxMR\nEak99u+Hli29HYWIVEGVbtLLzMzkww8/pFu3bnz44YfUq1fP3XGJiIjUDk4nLF1qHgcHezcWEamS\nKs0gN23aFIvFwvHjx2nWrJm7YxIREak9Hn4YCgth3TpvRyIiVVSlBPmyyy7jrbfeonnz5jz++OP8\n9ttv7o5LRESkdkhNha+/BovF25GISBVVKUF+9NFHOXHiBPXr12fjxo1ERES4Oy4RERH/d/w4NGyo\n5FjEz1Rag3z48GF2795NXFwcR44cISsri7Zt2zJ69OgzHriwsJBJkyYRGxvL0KFD+fHHH9mzZw9x\ncXEMGzaMxMTEor6rVq3izjvvZMiQIWzYsAGAvLw8Hn30UYYOHcqDDz7IsWPHAEhPT+euu+4iLi6O\nV199tQanLiIi4mY//AAdO3o7ChGppkpnkLdv387f/vY3du/ezdSpUwEICAigW7duZzzwp59+isVi\nYcWKFWzdupW5c+fidDqJj48nKiqKadOmsX79eq688kqSkpJ49913OXHiBLGxsURHR7NixQo6duzI\nmDFj+Oc//8mCBQuYPHky06dP59VXXyUsLIwHHniAzMxMLr74YteMhoiIiCt9/z1ccom3oxCRaqo0\nQe7Rowc9evQgJSWF66+/vloH7tGjBzfeeCMA2dnZNG7cmNTUVKKiogCIiYlh8+bNBAQEEBkZSVBQ\nEDabjXbt2pGZmUlaWhr3339/Ud/XXnsNu92Ow+EgLCwMgG7dupGamqoEWUREfFNmJlx1lbejEJFq\nqjRBXrBgAQ899BBr1qzhvffeK/HanDlzznjwgIAAJkyYwPr163n55ZfZvHlz0WshISHY7XZyc3MJ\nDQ0tam/YsGFRu81mK+qbk5NTou1U+969e6t2piIiIp72/fcwdKi3oxCRaqo0QT41AzxkyJCzfoPZ\ns2dz9OhRBg4cSF5eXlF7bm4ujRo1wmazYbfby23Pzc0tagsNDS1Kqkv3rUh2dvZZxy1Vl5OTo7H2\nII2352isPas2jve5O3dypH59s820D6mNY+3LNN7+p9IE+VTpQvv27Xnttdf46aefCA8PZ9SoUWc8\n8Jo1azh48CAPPPAA9erVIyAggMsvv5ytW7dy9dVXs3HjRrp27UpERATz5s0jPz+fvLw8du3aRXh4\nOJ07dyYlJYWIiAhSUlKIiorCZrNhtVrJysoiLCyMTZs2ldgOu7RWrVpVczjkbGRnZ2usPUjj7Tka\na8+qdeN98iQEBdHqggu8HUkZtW6sfZzG23P279/vkuNUaZm3sWPHcuuttzJw4EDS0tJ48skneeON\nNyr9np49ezJx4kSGDRtGQUEBU6ZM4aKLLmLKlCk4HA7at29Pr169sFgsDB8+nLi4uKKb+KxWK7Gx\nsSQkJBAXF4fVai0q6UhMTGTcuHEUFhYSHR1Np06daj4KIiIirvbTT9CunbejEJGzUKUEGSA2NhYw\ns8offfTRGfs3aNCAl156qUx7UlJSmbZBgwYxaNCgEm3169fn5ZdfLtO3U6dOJCcnVzVsERERz0pK\ngpQU6NdPK1iI+KlK10E+5aKLLuK9997j4MGDfPrppzRp0oTdu3eze/dud8cnIiLiXz76CAoK4IEH\nQKssifilKs0g79q1i127drF69eqitqeeegqLxcKSJUvcFpyIiIjf+fZb+OorWLYMbrjB29GIyFmo\nUoJcuizC4XAQHBzsloBERET81t69cP75EBgId9/t7WhE5CxVKUFeuXIlixcvpqCgAKfTSXBwMB9/\n/LG7YxMREfEP+flgtcLmzVCF3WZFxLdVqQZ52bJlJCUlERMTw6xZs2jfvr274xIREfEPKSnQoQPY\n7SZBjo72dkQiUkNVSpCbN29O8+bNyc3N5Y9//CM5OTnujktERMT3FRTA+PFmt7xnn4WtW+Hqq70d\nlYjUUJUS5NDQUNavX4/FYmHlypX8/PPP7o5LRETE9y1YALfeapLjjRvBYoGQEG9HJSI1VKUEeejQ\noezdu5f4+Hg2b97MgAED3B2XiIiIb9u6FZYsgYQEc1PeK6/AiBHejkpEXKBKCfLs2bO58cYbadGi\nBU8++SSffPKJu+MSERHxnoICePttcDrLfz0jAx580PRp0MC0RUWZNhHxe1VKkIODg7ng973k27Rp\nQ0BAlb5NRETEdx07BgcPlv/au+/CY4/BpEllk+Rff4V77oFVq6BtW/fHKSIeV6VMt1WrVsydO5dP\nP/2Ul156iebNm7s7LhEREfdJTzebeNxyCyxfXvb1V1+Ff//bJNFTppR8bfx4ePxxCA/3TKwi4nFV\nSpBnzZpFs2bNSElJoVmzZsyaNcvdcYmIiC9JS4MPP6y45KA8J05Ur3915OTAjTeaJHfSJFMScSa5\nuZCYCHfeCfffD6tXmyXaPvsMrrgCbrsNvv4atm2D886DCy80N+H98AP89a/mGG+/Dfv3w/Dh7jkv\nEfEJVdoopF69eozQjQciInXX88+DwwEzZ0LLlnDoEPTrB/fdB+eeW7b/yZMmeS0sNDvK7dkDn39u\nktSAALj3XnNDW8OGp7+noABefx3q1TPtycmQnW0S4H79zAoRpzzyiHnvPn3MbO+995okNjCw/PiP\nHYPbb4dBg+CFF0xpxKm+b75pEvlvvzWJ8/HjJjEGE+vf/gY332z6XXCB+bN4LCJS61QpQRYRqTN+\n+83MEg4d6u1IfEd+PmRmmrKEfftMoty4sanBvfNOs0HGueeahLZJE/M9SUlmR7n4eNMeE2MS3caN\nTbK6cKHZUOOll+D66+HQIc4ZOtT0a97cJNSJidCsGUyfbsocLrgAIiIgKMjENHSoSVSnToVp0yAu\nDt5443QMpxw4AP37m2P061f+OVos5tgbNsDKlSU3+2jYED74wNQeq+ZYpE6wOJ3u+v2Xd6WlpREZ\nGentMOqE7OxsWrVq5e0w6gyNt4s5nSbJGzQIhgwxvzr/4QcYMIDse+7RWAN8+im8846Zqa3ImjVm\nlvndd806wNdea8oXSierxWVlwejRpmShfn2OPvSQSZLL43TC3r3wzTfwn/+Ym+RKHzs5GWbNMitJ\nXH89tG5tkuO4OJgzB7p3r/ap11b6OeJZGm/PcVX+pxlkEalddu40s5QtW1at/6pV0KiR+TX6ihXQ\npg2kpsKgQTS0WuGJJ9wbrz94//2KZ15P6d8fgoNh4EBTfjF+fOXJMZix/uCDoqd52dkV97VYTP82\nbSruM3iwSYxXrzazz4cPm9nm11+HLl0qj0VEpBglyCJSuzzzjJlh3LDh9Pq0FTl+3Mw4rl9vkuSF\nC83sY1BHu20aAAAgAElEQVQQLF9Og5tugg4dTPJXVzmdZixnzz5z31tvNV/e1LKlqU9+5BHvxiEi\nfk0JsojULt98A6NGmRu4wsPhn/+Ev/8d2rWDo0dNjepPP5nZxT174E9/On2T2Zgxp4/ToAH/e+st\nzh8xwsyEXn991WOYMQPatzclG96yb59J9Fu0qNlxdu40qznUq+eauERE/IASZBGpPbKyoFUrU9ea\nl2cS3xtvNPWq778PAwZAbKxZkaB5cwgNNTeBVcDZuDH84x+mvODFFyuuYX3nHdNv4ULYvBk2bjRr\n6B44AA89BFare863Iv/7n5nJbdbMLLV2/vkQFmYS99BQmDvXxDt5MvTsWfmKDPPnm1UoRETqECXI\nIlJ7bN4M111nHo8de7q9Z0+47DJ4+mmzHFh1nH++Wf+3Xz946ino27fk6+vWmWXD7rrL9Dl82PQ/\n7zx48kmzkkNenknIIyPNqg7u3GzJ6TRlItOnmw8EOTkmYd6wwWyK0bcvfPklLFpkykumTjUfGoYO\nLRvX/v3wxRfw8svui1dExAcpQRaR2mPTJpOoljZhAlxzjZlNPhstWsBHH5mSiW++MYlvYKCZlX76\naVPGcd55ZgmwevXM6glgljADk7QeOWJqnXv1MjGOH1/xmr3VkZdnZoI/+8ysPQxw9dUmOQYzYxwa\nambR27Y9fTNivXqweLFJnleuhDvuMOfw8stmOTUwKz/Ex5u1gEVE6hD91BMR//bVV2YHNIcDtm4t\nf7WCwMCzT45PadbMJMK5uRAVZWqX58+HtWtNYgkmyezTp+z3WiymT2ysmZHNy4ObboLdu2sWE5il\nzQoKzOx5ejps2WLqrMvTvbtJiovXEzdrZspANm0yK3b062cS6LlzTdI9aFDNYxQR8TNKkEXEvy1c\naGY4R40ytb5nWrmiJoKC4NlnTblCnz5mibKmTat3jOBgs6nF7Nlm/eW//AXmzYNLLjGzvDt3Vu94\nCxea2ej69c3z+vXPfpe3bt3MTPm2bea8PvzQNbPcIiJ+RgmyiPiv48fN9sVvv212OSu++5k7NW5s\nShiCalCl1rWruZnvm2/M7PeXX5qb4caMMXXCGzee+RhpaWZZs1MlHa5w/vlm9vjee6u+lrSISC2j\nGmQR8V/vvgu3325mOZcvN4mmP7HZzOzxKTfdZL6++w7uv9/MMsfEVPz9CxbAww+7P04RkTpGM8gi\n4r8WL4YRI8zj4GBo2NCr4bjMZZeZtZsffdRse12eb76B77/X9skiIm6gBFlE/NPhw5CfbzaxqI1a\ntYIlS8yKF++9V/K1Eydg5Eh4882zrzcWEZEKqcRCRPzThg2mHKE269QJPvkEHnjA3IwXF2duRFy5\n0tQrX3aZtyMUEamVlCCLiH/69FOTMNZ255xjbkLMzIRVq8yKHXffbZZjExERt1CCLCL+acuWurXD\n28UXm538RETE7VSDLCK+zek0KzUkJJgNMQD27TPbIlut3o1NRERqJSXIIuLbnnnGlBU0bgy9e8Oh\nQ2aHt5rujCciIlIBlViIiO/YuxeefNJsyxwSAtu3m22RV682ax1HRUHPntCoEcyZ4+1oRUSkllKC\nLCK+Yd8+6N/fbOXcsCHk5Jjto9u0Ob2UWc+e8Ic/mFrczp29G6+IiNRaSpBFxPtSU+Ghh2D+/DNv\nF922Lfztb56JS0RE6iS3JcgFBQVMmjSJffv24XA4GDVqFB06dGDChAkEBAQQHh7OtGnTAFi1ahXJ\nyckEBwczatQounfvTl5eHuPHj+fo0aPYbDZmz55N06ZNSU9PZ+bMmQQFBXHttdcyZswYd52CSO1x\n5Ai8/jpMnlz1jSU+/BCWLTObUYSEuDaekydNycTPP8PTT0NGBvzjH9CunWvfR0RE5Cy47Sa99957\nj6ZNm7Js2TIWLVrEM888w6xZs4iPj2fp0qUUFhayfv16jhw5QlJSEsnJySxatIg5c+bgcDhYsWIF\nHTt2ZNmyZfTv358FCxYAMH36dObOncvy5cvJyMggMzPTXacgUnvMng3/+hdMmmSe/9//waZNpsb3\n5Mmy/U+ehGnTTM1vjx5w4IDrYnn6aVMmcfPNcP31ZjOMtWuVHIuIiM9w2wxy79696dWrFwAnT54k\nMDCQHTt2EBUVBUBMTAybN28mICCAyMhIgoKCsNlstGvXjszMTNLS0rj//vuL+r722mvY7XYcDgdh\nYWEAdOvWjdTUVC6++GJ3nYaId5w4YW5Y69Ch5sfatw9SUuDzz80GE1ddBeeea9bVPXwYsrNh0SII\nDz/9PcuXm1Ui4uPNcmqvvAIzZ1b9PWNjT6/bW3zGOiPDJMOZmWY1iiZNTL2xiIiID3FbgtygQQMA\n7HY7jz32GI8//jjPPfdc0eshISHY7XZyc3MJDQ0tam/YsGFRu81mK+qbk5NTou1U+969e911CiLe\ns2SJKYd4/XW4887y+3z1lUlAFyyACy4o+ZrTaW5wa9YMdu0yxwoKMsf95RezO9sp27bBffeB3W4S\n1quugvXrzU51AHfcYVaMmDGjauUZhw/DTz9BixYwdKj5at3aHP/JJ82WyUFB0KrVWQ2NiIiIu7n1\nJr39+/czZswYhg0bRp8+fXjhhReKXsvNzaVRo0bYbDbsdnu57bm5uUVtoaGhRUl16b4Vyc7OdsNZ\nSWk5OTkaaxc7JymJX5KTaTRjBo4NG8h54gkCjh3DNn8+J7t148CVV3LO8OHYH34YW+/e5DzyCCf6\n9DF1vUD999+nXk4OeV26EJybS06XLmam+JTij1u3huRkACzHjmH95huc111Hfl5eUb+mF1xAzrp1\nFFx++RljD/nLX6BPH3Lvu4/6H39M8Nq1BB44QGFoKPn33ceJZs1Kvr8P07XtWRpvz9FYe5bG2/+4\nLUE+cuQII0eO5KmnnqJr164AXHLJJWzbto0uXbqwceNGunbtSkREBPPmzSM/P5+8vDx27dpFeHg4\nnTt3JiUlhYiICFJSUoiKisJms2G1WsnKyiIsLIxNmzZVepNeK81QeUR2drbG2pUOHgSg+Y03wvXX\nU/+llwi9805TFzx+PIErVtBg8mRYsoSmN90EAwfSbNYseOMNeOQRGDLEzDyvXUvIeecBEFrZ+xXX\nqhVcdlnZ9nvuocGGDWaZtTP55z9hzRoan3ce3HtvVd/ZJ+na9iyNt+dorD1L4+05+/fvd8lx3JYg\nv/HGG/z6668sWLCA+fPnY7FYmDx5Ms8++ywOh4P27dvTq1cvLBYLw4cPJy4uDqfTSXx8PFarldjY\nWBISEoiLi8NqtTLn900BEhMTGTduHIWFhURHR9OpUyd3nYKId7z9NgwcaB4HBsITT8DgwdC0KYSE\ncOyGG2gQFGRqg8H8OW+eWRFi9mxzA9xjj5nNNlyld2+zo92Zyiy+/96Ub7jyvUVERDzM4nQ6nd4O\nwh3S0tKIjIz0dhh1gj4Zu9gNN5jl1SoY0zOO94ED5ia8IBd//r3nHrjpJnOjX3o6TJ1qknmr9XSf\nhASz8sWgQa59by/Rte1ZGm/P0Vh7lsbbc1yV/7ltmTcRqaKMDMjPN4/Xr4f69Wt2A1vLlq5PjsFs\n4rFsGYwfb27qa93alHWccuKEWUquf3/Xv7eIiIgHaSc9EW/59VezjNrOnVBYCA8/DHPnmhpeX2Sz\nwXvvmVKL9983K15ce62ZUW7cGFavhgEDSs4oi4iI+CHNIIt4Q34+9OsH110HGzeadYaTk81ucqdq\ni31RvXrw7LNm9jgkxNwUGB8Px4+b5dseeMDbEYqIiNSYZpBFvCEhAW67zdT1AkRGwpo13o3pbNx7\nr5kJ79LFbAzSurW3IxIREakxJcgi7vT3v5s/GzWCL74w5RQ5OWZ1irlzvRubKwQGmhnkBx44XUct\nIiLi55Qgi7jLoUOmHGHQIDh2DK6+2uyKV6+e2fmuKrvS+YtiO1yKiIj4OyXIIu7y/vswbBiMG+ft\nSERERKQadJOe1F4nTnj3/f/xDy15JiIi4oeUIEvt9PPP0KYNLF9unv/wg1me7PXX4T//cf/72+2w\nfz+Eh7v/vURERMSllCBL7fTKKzBhArz5Jjz6KMTFQfv25rUhQ+Cdd2p2/MOHISbGJMHl+fhj6NWr\nZu8hIiIiXqEEWWqfX34xCfAjj5il09q1M2sNx8XBqFHwySewaBEsWXL27/H3v0NYmFmq7V//Mhtk\nDBoEu3bBjz/Cn/+s8goRERE/pZv0pHZxOmHGDHjwQbOjm9VqliErrkkTWLUKrr/e7ATXoUP5x3r/\nfVOSccstJtlt2/b0a6tXQ1ISZGbC0qUwdapZD3jYMGjYEMaOhago952niIiIuI0SZPF/ixbB88+b\nLY83bjQJ78iRlX+PzWaS3xEjzIxyvXpl+/z5zzB5skmC//QncDhg8WLT1+k0m2K0bg033XT6e1JT\nXXpqIiIi4nlKkMW/OZ3wxhuwdi1s2ACJiXDNNVX73i5dzE5wt9xiZoTPO+/0a1lZUFBgZpmvv97M\nSG/bZsoo+vY1f4qIiEitpARZ/ENBAQSVc7lu2gSXXmrqjEeMqP5xR440q1306GFu6hs8GAICTNnE\nsGEl+3bpAtOmwcCBJoEWERGRWkk36Yl/uOsu2LKlbPuCBfDQQzU7ds+eZgZ62zb44x/h3XfNTXgD\nB5bt268f/N//QfPmNXtPERER8VlKkMX3FRZCSkrZpdkOHYKffjJbONdUixYwd67Z3GPdOrjuOmjU\nqPy+LVvW/P1ERETEZ6nEQnxfZiZER8P69abm2GIx7e+8Y0oiTj13hdatzay0iIiI1FmaQRbfl5pq\naoTbtjXJ8invvAN33OG9uERERKRWUoIsvi811axXfPvtZuMPgP/9z2znfMEF3o1NREREah0lyOJ7\nnM6Sz9PT4YoroE8f+OAD0/b+++aGOREREREXU4IsvuXPf4aLLzYrSgAcOQKNG0NwMJx7LnTqZDYE\nWbpU5RUiIiLiFrpJT3zH/PlmV7s1a8z6xNdcYzbvKL7xx4IFsHw5rFgBf/iD92IVERGRWkszyOIb\ntm+HVavM18UXw2efmaXWduyA/v1L9o2LMyUWIiIiIm6gGWTxDZMmwZw5YLWa51arSYxLJ8ciIiIi\nbqYZZPG+lBQICYGoKG9HIiIiIqIZZPEBM2bAq696OwoRERERQDPI4m0nT5qVKjp29HYkIiIiIoAS\nZPG2//4XOnTwdhQiIiIiRZQgi3dt327WNhYRERHxEUqQxbsyMswueSIiIiI+QgmyeJdmkEVERMTH\nKEGW6jl5Eq69Fg4fLtk+cyYkJoLTWb3j7dkDF1zguvhEREREakgJslTPjz/C/v0walRRMhz81Vew\nbh0cPAiPPgqFhVU71s8/Q+PGYLG4MWARERGR6nF7grx9+3aGDx8OwJ49e4iLi2PYsGEkJiYW9Vm1\nahV33nknQ4YMYcOGDQDk5eXx6KOPMnToUB588EGOHTsGQHp6OnfddRdxcXG8qrVzPS89HR54AJo2\nhdmzYdMmGk+aBIsWwfz5EBAAzz9ftWNlZKi8QkRERHyOWxPkRYsWMWXKFBwOBwCzZs0iPj6epUuX\nUlhYyPr16zly5AhJSUkkJyezaNEi5syZg8PhYMWKFXTs2JFly5bRv39/FixYAMD06dOZO3cuy5cv\nJyMjg8zMTHeegpSWng5XXgnz5oHDAStXYn/sMWjf3swEv/gi/OtfkJp65mMpQRYREREf5NYEuW3b\ntsyfP7/o+XfffUfU79sJx8TEkJqaSkZGBpGRkQQFBWGz2WjXrh2ZmZmkpaURExNT1HfLli3Y7XYc\nDgdhYWEAdOvWjdSqJGLiOqcS5NBQeOopePVVTvTuffr14GBYsgRGjoToaOjSBSZOhNIfZAoL4eOP\nzbFEREREfIhbE+Sbb76ZwMDAoufOYjdwhYSEYLfbyc3NJTQ0tKi9YcOGRe02m62ob05OTom24u3i\nQdnZ0LJl5X3atoWtW01dckoKXH01DBtmHoO50W/kSLj8cvj9A5OIiIiIrwjy5JsFBJzOx3Nzc2nU\nqBE2mw273V5ue25ublFbaGhoUVJduq94yIED0KJF1W6qK/ahhwED4JproF8/6NzZJM+DBsGkSbpB\nT0RERHyORxPkSy+9lG3bttGlSxc2btxI165diYiIYN68eeTn55OXl8euXbsIDw+nc+fOpKSkEBER\nQUpKClFRUdhsNqxWK1lZWYSFhbFp0ybGjBlT4ftlZ2d78Oxqv3obNlCvQwd+LTWuOTk5VRpry+LF\nBGdmkp+QAA0amNUwpNqqOt5Scxprz9J4e47G2rM03v7HowlyQkICU6dOxeFw0L59e3r16oXFYmH4\n8OHExcXhdDqJj4/HarUSGxtLQkICcXFxWK1W5syZA0BiYiLjxo2jsLCQ6OhoOlVyk1erVq08dWp1\nQ1YWdOuGrdS4ZmdnV22sW7UyZRVSI1Ueb6kxjbVnabw9R2PtWRpvz9nvosk3i9NZ3Z0d/ENaWhqR\nkZHeDqN2iY2FqVPh0ktLNOsfvmdpvD1HY+1ZGm/P0Vh7lsbbc1yV/2mjEKmavDz49lvo2NHbkYiI\niIi4lRJkqZp33oHbboMgj1bliIiIiHicsh2pmtdfN+sbi4iIiNRymkGWM9u+HZo0Mesbi4iIiNRy\nSpDlzBYvhlGjvB2FiIiIiEcoQZYzS083G32IiIiI1AFKkOXMfv7ZlFiIiIiI1AFKkKVyx44pORYR\nEZE6RQmyVG7nTrj4Ym9HISIiIuIxSpClcpmZSpBFRESkTtE6yHXdihWwYQPUrw8vvABWa8nXMzOh\ne3dvRCYiIiLiFZpBruuefx7+9Cdo0QIef7zs65pBFhERkTpGCXJddvIkBARAly4wcaJZreIvfynZ\nZ88euOAC78QnIiIi4gUqsajLsrOhdWvz2GKBhQuhb19TZjFsGDgcEBhokmgRERGROkIJcl22axdc\ndNHp5yEh8MEHcMcd8OuvcNNN0L699+ITERER8QJNDdZlu3fDhReWbAsJgTVrIDUV7rtP9cciIiJS\n5yhBrstKzyCfUr8+JCXBgAHQo4fn4xIRERHxIpVY1GW7dsHgweW/ZrHAuHGejUdERETEB2gGuS7b\nvRvatfN2FCIiIiI+RQlyXXb8uKk5FhEREZEiKrHwdw4H/PnP8PXX0LIlXHYZdO165pvrjh+HBg08\nE6OIiIiIH9EMsj/btw+io02ym5AAPXvCsWMwdizce69Zqq0iP/1UdgULEREREVGC7NdWrTLbRE+Z\nApdfDjffbLaL/te/zBrGN9wAO3eW/70VrWAhIiIiUsfV3RILhwP27zd/+utmGB99BIsWlW23WMxO\neFdcYVapmDvXJMsnTpjd8ho0gNxczSCLiIiIlKPuziDffTeMHg233mpWc/A3v/0GR49CmzYV94mI\ngPffhzffNMnyH/8I+fmQlQXTp/vvBwMRERERN6q7M8g//ADbtsHq1SaBnDnT2xFVT0oKxMScuV+b\nNrBiBZw8aWbL69c37WPHQtOm7o1RRERExA/VzRlkp9N8BQSY3eI++MDMrPqDt982sX78MfTqVfXv\nCww8nRwDnHOOOX8RERERKaFuZkgHD0KLFuax1Qp9+sC773o+jiVL4C9/ga1bTZnHzz9DYWHF/bds\ngUmTzGoV69fDddd5LlYRERGROqJulliUXsHhgQdgxAi46y5zg5snPPssfP+9qQtetMjUE//8s1ma\nrbDQfF15penXurX5ntmzYfly0+fjj7WOsYiIiIgbKEEGs5rDRReZ5dFuvdX9779wIXz3HSxdakof\nyuN0wj//Cf37m8S9Z0+zCkVkpHn9hhvcH6eIiIhIHVQ3SyzKWwP46adh2jQoKHDve+flwfz5prSi\nouQYzEx2nz6Qmmo2Arn+epgwwb2xiYiIiIgS5CJt2kCPHvDWWyXbnU6YMwcOHXLNey9dCnfeWfXy\nCKvVLMn23/9C9+6uiUFEREREKlR3E+TyNsmYONEksMuWmedOJzzyCKxdC088Ub33WLwYtm8v2VZY\nCAsWwMMPVz/mc8+t/veIiIiISLXV7gR56NDTy7cVFJgaXoCcHGjUqGz/Ro3M7nTLlpka36uuMjO4\nH30Edjt8+mnV3vc//zGJ8DPPQKdO0LWrmZ2++WaIjjZLrImIiIiIT6rdN+mFh8PkyWYliDvugObN\n4bXXoF69ir8nJMSsi/y//4HNdnrt4Fdegdtvhw0bIDS08vddvBjGjzc314FJ0nNzTZLdsqVLTk1E\nRERE3MPvZpCdTifTpk1jyJAh3H333WRlZVXc+amnzGoR3btD795m97x//7v88oriAgJMSUPxjTXa\ntIFx48xycOWtVfzTT/DLL2am+oMPzOoTp1itZte6Nm0gOLgaZysiIiIinuZ3CfL69evJz89n5cqV\nPPHEE8yaNavizgEB8Ne/wuOPw5gxpo547NiyN+hVVWwstG9vVrtwOk+3Z2ZCv36mjOK110x5RmWz\n1CIiIiLis/wuQU5LS+O633eQu+KKK/j2228r/4bmzU+XOtx+O5w8eeYZ5MrMmmU29Rg8GH780cwW\nDxkCK1fC66+bFS9Gjjz744uIiIiIV/ldDbLdbie0WA1wUFAQhYWFBARUIdcPCDC71rVrd/YBBAaa\nG/CSk81s9OWXm5UvLrvMvL57t+d24xMRERERl/O7BNlms5Gbm1v0vLLkOC0trWxjgwZw8KD5qokO\nHSAx0TzOy4Py3qsO2b9/v7dDqFM03p6jsfYsjbfnaKw9S+PtX/wuQb7qqqv47LPP6NWrF+np6XTs\n2LHcfpGntmQWEREREakGi9NZ/G4z3+d0Opk+fTo7d+4EYNasWVxYk5piEREREZFi/C5BFhERERFx\nJ79bxUJERERExJ38rga5MsXLL6xWKzNmzKBNmzbeDqvWueOOO7DZbACEhYUxatQoJkyYQEBAAOHh\n4UybNs3LEfq/7du38+KLL5KUlMSePXvKHd9Vq1aRnJxMcHAwo0aNonv37t4N2o8VH+/vv/+eBx98\nkHa/r3YTGxtL7969Nd4uUFBQwKRJk9i3bx8Oh4NRo0bRoUMHXd9uUN5Yn3/++bq23aSwsJApU6aw\ne/duAgICSExMxGq16tp2g/LG2uFwuP7adtYia9eudU6YMMHpdDqd6enpztGjR3s5otonLy/POWDA\ngBJto0aNcm7bts3pdDqdTz31lHPdunXeCK3WePPNN519+/Z1Dh482Ol0lj++hw8fdvbt29fpcDic\nOTk5zr59+zrz8/O9GbbfKj3eq1atci5evLhEH423a7z99tvOmTNnOp1Op/OXX35xdu/eXde3mxQf\n659//tnZvXt35+rVq3Vtu8m6deuckyZNcjqdTucXX3zhHD16tK5tNylvrN3xc7tWlVhUexMRqbbM\nzEyOHz/OyJEjGTFiBNu3b2fHjh1ERUUBEBMTw+eff+7lKP1b27ZtmT9/ftHz7777rsT4pqamkpGR\nQWRkJEFBQdhsNtq1a1d046pUT3njvWHDBoYNG8aUKVPIzc3VeLtI7969eeyxxwA4efIkgYGBZX5+\n6Pp2jeJjXVhYSFBQEN999x2fffaZrm036NGjB8888wwA2dnZNG7cWNe2mxQf63379tG4cWO3XNu1\nKkGuaBMRcZ369eszcuRI3nrrLaZPn864ceNwFrvPMyQkhJycHC9G6P9uvvlmAgMDi56XHl+73U5u\nbm6Ja71hw4Ya97NUeryvuOIKnnzySZYuXUqbNm149dVXy/xs0XifnQYNGtCwYUPsdjuPPfYYjz/+\nuK5vNyk91mPHjqVTp04kJCTo2naTgIAAJkyYwLPPPkvfvn11bbvRqbGeMWMG/fr144orrnD5tV2r\nEuTqbCIiZ6ddu3bcdtttRY+bNGnC0aNHi17Pzc2lUaNG3gqvVip+DZ8aX5vNht1uL9MuNdejRw8u\nvfTSoseZmZmEhoZqvF1k//793HPPPQwYMIA+ffro+naj0mOta9v9Zs+ezccff8yUKVPIy8srate1\n7XrFxzo6Otrl13atyh6vuuoqUlJSACrdRETO3ttvv83s2bMBOHjwIHa7nejoaLZu3QrAxo0btUmL\ni1166aVs27YNOD2+ERERpKWlkZ+fT05ODrt27SI8PNzLkdYOI0eO5JtvvgHg888/57LLLtN4u8iR\nI0cYOXIk48ePZ8CAAQBccsklur7doLyx1rXtPmvWrGHhwoUA1KtXj4CAAC6//PIy/zdqvGuu9Fhb\nLBYeeeQRMjIyANdd27VqFYubb76ZzZs3M2TIEMBsIiKuNXDgQCZOnEhcXBwBAQHMnj2bJk2aMGXK\nFBwOB+3bt6dXr17eDrNWSUhIYOrUqSXG12KxMHz4cOLi4nA6ncTHx2O1Wr0daq0wffp0nnnmGYKD\ngznvvPN4+umnCQkJ0Xi7wBtvvMGvv/7KggULmD9/PhaLhcmTJ/Pss8/q+nax8sZ64sSJzJw5U9e2\nG/Ts2ZOJEycybNgwCgoKmDJlChdddFGZ/xt1bddc6bGePHky559/Pk8//bRLr21tFCIiIiIiUkyt\nKrEQEREREakpJcgiIiIiIsUoQRYRERERKUYJsoiIiIhIMUqQRURERESKUYIsIiIiIlKMEmQRERER\nkWKUIIuIiIiIFKMEWURERESkGCXIIiIiIiLFKEEWERERESkmyNsBVJfT6WT69Ons3LkTq9XKjBkz\naNOmjbfDEhEREZFawu9mkNevX09+fj4rV67kiSeeYNasWd4OSURERERqEb9LkNPS0rjuuusAuOKK\nK/j222+9HJGIiIiI1CZ+lyDb7XZCQ0OLngcFBVFYWOjFiERERESkNvG7BNlms5Gbm1v0vLCwkIAA\nvzsNEREREfFRfneT3lVXXcVnn31Gr169SE9Pp2PHjuX2S0tL83BkIiIiIuJtkZGRNT+I088UFhY6\nn3rqKefgwYOdgwcPdu7atavcfl9++WXRY8DJdEr+WerUy+1TrG+Zr5r0rezrLPqWOY9qxnnGcajg\nMgspb8gAACAASURBVCnTNxBni9YtahxDuccv1qei4xZ/zZf+bkvHUJkK43dRnOWN65mO6+oYzuZa\nrGw8Kvue6sRQ3t/BGc+pGtdBtfq6eFxd2be64+qJa+asjhtoHrdo3aLSa7wq10FVrsEK/71X4/yr\nc/178jqoSgxl/v2WPk4N/27LG/ty/z+q7NzKi7OceCvsU41r5mz/X5QzK57/1YTfzSBbLBYSExO9\nHYbPatG6BQAH9x30/JufhAN7D2CxWDz/3iIi1XESnE6nt6PwD4HAdG8HUX0H9h4A0P9Jclb8LkGW\nyukHgoiIuNTvHyb0/4rUJbq7TcQDWrRuAdNPz/BLSS1atygzNhozqapT14qIiKtoBlnEA07N7Ev5\nyhsfjZlUlX5z5h368Cq1mRJkERFxG6/eF1Ge3+tpXZHc1fUEUR9ipTZTgiziz85w80yL1i18JzGR\nOsnnZnddeHOeEkSR2ks1yLVUXZ/ZqDPO8J+9/gMXERGpvrqVIPvpUjVnQ4lROerQ37+IT6vOv0X9\nuxUv0mRT3VW3EmSte1m36e9fxDdU59+i/t2KF2myqe6qWwmy1HrlLRdWXh/NSInUXLVn11x4g5zU\nDfp5Ld6im/SkVqnKp32fu2moLtKvzWuFau+cqdlgqSb9vBZv0QyyiHieEiUR3xLovZl9zRKLL9IM\nsoiIVItKJGqhk2fxGwEX0Syx+CIlyCIiUi3uvnFJ63ejMiQRL1OJhYiI+BStHIDKkES8TAmySC13\nqr5PvxYXERGpGpVYiJwtP/kVqGbjxBfoA5r4tEBo0VLXqJymBFnkbP3+K1DdWHL2lDTVHdX9oNai\ndQsOTj/osWvk1PvU+drnuuqkJhOkJCXI4rNO/QdZl9S1hFH/IUlFPH1taCUFESlONcjisw7sPVDn\nblI5sPeA5xIDL657KgJa/1ZEfJcSZPFv2rr27P3+K8WqbM/tS84mXn86P39TkyS3Ln4I9jn6GSpS\nLpVYiH+rA0shubs2siq/Wval+syz+VW4tzZAqAtUmuDnatHPUE/XrUvtpgRZxMeVTkDOO/88Du8/\n7NUYREpz9z0DnronwZc+DEr16J4GcSUlyCJ+Jv3LdFq3bu3tMGqPUss7afbp7Lj7Q5SnPqTpw6CI\ngBJkEamritVeFp950iyUuJI+cIn4JyXItZi3lknTryjFL9Si2sv/Z+/+o6Oq7/yPv/KTHwkhgULI\nD35s1SpKwy6JHJdADnighRUUSxShFCnZKtkGf0BKiEEICAQscDxrYo+U1oPQghDc2j09uwpbJF8p\nFAkHKCBuW+khMkOKQuvM2MLA3O8fmtkbyO/M3Ds/no9zOIfczNz7vu+5mbzymXs/F8HVnffSSPqD\ni3N8EU1CIiAXFBRo2LBhkqR/+qd/0rPPPqvjx49r7dq1io+P15gxY1RSUiJJqq6u1oEDBxQfH6/y\n8nLl5OTYWHlos+ujwlD7iDIa3tRDcc5o/lBCMNhxXIXae5pdIinsA+2xPSCfP39e99xzj370ox81\nW15ZWanq6mplZ2friSee0NmzZ+Xz+XT06FHt3r1bTqdTCxcuVG1trU2VwyrdDbbR8KYeir/AQ7Em\nSUxrFeZC9riKEPxhC3zB9oB86tQpNTY2au7cuerVq5fKy8v1la98RV6vV9nZ2ZKksWPH6uDBg0pM\nTFR+fr4kKSMjQz6fT1euXFFaWpqdu4Agi4aACwtxagXQKv4AAb5gaUCura3V1q1bmy1bsWKFnnzy\nSX3zm99UfX29SktLVVNTo+TkZP9jkpKS1NDQoJ49eyo1NdW/vHfv3nK73QRkoBOi4ZSTQBmQMUCX\nKq2dUg/BwzEPoKMsDciFhYUqLCxstuzvf/+74uLiJEm5ubm6dOmSkpKS5Ha7/Y/xeDzq27evEhIS\n5PF4mi3v06dPq9tzOBxtLmvp++Gou/vRked3dBtdraU7+2Dn6xjI3nWUy+Xq8Ppb+t6xI8c69NzO\nPKYrzwtUX1pbT1s/6x3d9v/b///Up08fptUz6ezr1pXXuTPPMT+2vT9omo79rq6/M9/r7HY68vz2\nfqcFajtdfUxXnt+d/nb1sZ1ZR1feO4L93gZr2H6KRXV1tVJTU/Wv//qvOnv2rDIyMpScnKzExEQ1\nNDQoOztb7733nkpKShQXF6cNGzZo/vz5cjqdMgyj2YjyzTIzM9tc1tL3w1F396Mjz+/oNrpaS3f2\noavPDcS5ds22/eV8ujevL9DH2c1/FLa1/kBsO1ivaaD60tp62vpZ7+i2HQ5HxLxPBEpn+9GV/nXk\nOU0/v+bH/tnxZ0mtnx4Q6FqCfYx35Li16mc8WL9nAvX+Feg+tHR8dXQ7wX5vQ9ucTmdA1mN7QH7i\niSf0gx/8wD8zRVVVlaQvLtIrLS2Vz+dTfn6+f7aK3NxczZw5U4ZhaPny5XaWHpFCcTaEYAn4uXY3\nuKWx3W4+fYSP1CNXJFybEE3vt+EmEo4vdI/tATklJUWvvvrqLctHjhypN95445blJSUl/infEHhc\noIFwdvMvNX7JIZTxfguErli7CwAAAABCie0jyAAASF9cZBcbG33jNsw9DISeqAjITGsFO3C8AZ1z\n/OjxqLwwiVMtgNATFQGZ8xBhB447AADCU/R9loWASc9KlyrtriI6NfX+5lHq9Kx0Rq4RdjhuAYSa\nqBhBjjTpWbfOtWsHPha0T2uj0915TULluEL0aTpuuTECgFBBQA5DoTbXbtPdqxgBCq5g9zfUjisA\n0YWLFRFKCMjotmi9sMZqVoyyhdONC/iDDNEsEo//pve4QdmDbvlea+9NkdgHhAYCMgC/cDpthosg\nEc0i+fhvad9ae2+K5D7AXgTkaBQnpQ/ifFMAaA0jk0B0YxaLaHSDv7oDqbUZJQCEr4sfX+zS+yTv\nB0BkYAQZ6Cb+2ACiS1vhl/cDIDIQkAEA6ARCMBD5OMUCaEucOn0zlEi46QEfEwPhh5s3AYHDCDLQ\nlhuSYRidmtUhEkaXImEfgGgTTrPQAKGOEWQAQMCEwihmKNQAILwRkKMAvyxgJ07TiC4XP74owzCi\nvgYA4Y2AHAX4ZQE7cboGACDcEJABWOfLix4ZVQYAhDIu0rNZU1DgrnaICl9e9IjIxx9BAMIZAdlm\nXHWMYAi1cJKela7GysaQqyuYov2PX06tARDOCMhAB4Rb2Am1cBJq9ViBP37tF01/kAEILAIy0AGE\nHSD8hNsfZqH0h3h6VnpI1BEIwe5rKL1uCBwCMgAAIaClP8TtOj3p4scXI2ZAINgDHAygRCZbZrHY\nu3evFi9e7P/6xIkTevTRRzV79mxVV1f7l1dXV+uRRx7RrFmzdPLkSUnSlStXVFRUpDlz5mjRokW6\nevWq5fUHgxVvftw+GNGsO8d/JNw+HN1nx3HQNE1nuI2GA+HO8hHkNWvW6ODBgxo+fLh/2YoVK1Rd\nXa3s7Gw98cQTOnv2rHw+n44ePardu3fL6XRq4cKFqq2tVU1NjaZNm6bp06dr8+bN2rFjh+bNm2f1\nbgTcxY8valD2IDVWBu8jmpvfYNt6o28atei2L6f1AuzWnYAR9SNETM8nKfxO2QDQdZaPII8aNUqV\nlZX+r91ut7xer7KzsyVJY8eO1cGDB1VfX6/8/HxJUkZGhnw+ny5fvqxjx45p3LhxkqSCggIdPnzY\n6l0IGqtv6HHx44utvuEHrBam9QLC35c/xwRERCM+fY1OQRtBrq2t1datW5stq6qq0pQpU3TkyBH/\nMo/Ho+TkZP/XSUlJamhoUM+ePZWamtpsudvtlsfjUZ8+ffzLXC5XsHYhpEXjtFkAOoeLh4Du4w/D\n6BS0gFxYWKjCwsJ2H9cUfJt4PB717dtXCQkJ8ng8/uVut1spKSn+x/fr169ZWG6Jw+Foc9vtfd8K\nLdUwIGOALlVeavM5x44ca3MdgdbWNlwuV6v70d5zO/KY7tQWCG2t345jqLV+h5pwqLE93el1KOx/\n0/tEVlZWt9dlxf6Ey7FtFaveezqyru5ur7XnB2u9Vq7r5ucFqiZ+Fuxl+ywWycnJSkxMVENDg7Kz\ns/Xee++ppKREcXFx2rBhg+bPny+n0ynDMJSamqpRo0aprq5O06dPV11dnfLy8lpdd2ZmZpvbbu/7\nVmiphj87/ixJGpQ9SNKtoz921N3WNh0OR5v70ZaOPKY9we5HW+u347Vord+hJhxqbE93eh0K+x/I\nGqzYn3A5tq3SUi+aPhWw+rXt7vZae36w1mvFulp7LQJVEz8LXeN0OgOyHtsDsiStXLlSpaWl8vl8\nys/PV05OjiQpNzdXM2fOlGEYWr58uSSpuLhYZWVl2rVrl9LS0rRx40Y7Sw+qqL8wCADQTLh/3B9J\n8yuH+2uBttkSkEePHq3Ro0f7v87JydEbb7xxy+NKSkpUUlLSbFn//v21ZcuWgNcUsFkbENE4pxMA\nui6S5ldGZAuJEWSrtXRhG6O16AiOEwAAIl9UBmQ+FgEQ9ZijHABaZcud9BB9muaRBCJWuAVO5igH\ngFYRkGEJq2+CAliOwAkAEYOAjKiXnpXODVcQ0Ti+AaBzovIcZMCMC+8Q6S5+fFGDsgcxUw8AdBAB\nGQCiAH8Ihg9G/AH7EZABAAghzLQE2I9zkAEAAAATAjIAAABgQkAGAAAIIOb+D38EZAAAgABi7v/w\nR0AGAAARjznv0RnMYhEGmn6gGy8whykQbvj5BUJDsKc6JHxHFgJyGGD+UiB88fMLRAem54ssBGSb\n8JcmgFDACDcA3IqAbJNw+UuTIA8ERnpWekiGUEa4AeBWBGS0KVyCPBDqLn58kRAKAGGCWSwAAAAA\nEwIyAHQQ00QBQHQgICPsEFBgl4sfX+zWaUfcXQsAwgMBGWGH86IRrri7FgCEBwIy7BHHSDAABAOf\nVADdR0CGPW4wEgwAwcAnFUD32RKQ9+7dq8WLF/u/3rdvnyZNmqS5c+dq7ty5Onr0qCSpurpajzzy\niGbNmqWTJ09Kkq5cuaKioiLNmTNHixYt0tWrV+3YBQAAIlrTSDSf9iEaWT4P8po1a3Tw4EENHz7c\nv+zUqVNasmSJJk2a5F925swZHT16VLt375bT6dTChQtVW1urmpoaTZs2TdOnT9fmzZu1Y8cOzZs3\nz+rdAAAgovEpH6KZ5SPIo0aNUmVlZbNlp0+f1p49e/Ttb39b69ev140bN1RfX6/8/HxJUkZGhnw+\nny5fvqxjx45p3LhxkqSCggIdPnzY6l0AgIjDFHYIB5xfDasEbQS5trZWW7dubbasqqpKU6ZM0ZEj\nR5otz8/P18SJE5Wdna0VK1Zo586dcrvdSktL8z8mKSlJbrdbHo9Hffr08S9zuVzB2gVEmVC9FTBg\nBW45jXDAcQqrBC0gFxYWqrCwsEOPnTFjhj/03n///XrnnXc0fPhwud1u/2PcbrdSUlL8Qblfv37N\nwnJLHA5H93YiiLpTW6jtl8vl6lJNgdqPQK3n2JFjysrK6tT67Xgtutpvq4VDje3pbK8dDocGZAzw\n/99u7dXQ2X0LtnA5tiONFT1vbRvd3XZXnj8gY4AuOS8FvJZAC7V6oo3l5yC35MEHH9TOnTuVnp6u\nw4cPa8SIEcrJydGGDRtUVFQkp9MpwzCUmpqqUaNGqa6uTtOnT1ddXZ3y8vJaXW9mZqaFe9E53akt\n1PbL4XB0uKb0rHQ1VjYqPSs9YPsR7H60tX47XovO9NtO4VBjezrb68zMTP3Z8ecgVtSOODX7+Lml\n2rv6M2jF6xkux3aksaLnrW2ju9vuyvP/7PhziyPQoXbshVo94cLpdAZkPSERkNesWaOSkhL17NlT\nt99+ux599FHFxcUpNzdXM2fOlGEYWr58uSSpuLhYZWVl2rVrl9LS0rRx40abq0dnRMpFH5yriZB0\nQzIMo82PnyPlZxAAgsmWgDx69GiNHj3a//WYMWM0ZsyYWx5XUlKikpKSZsv69++vLVu2BL3GUEQo\nCx2EDPh9OWrLzyfwf59QAOEuJEaQ0TGEMiAEfTlqC4CL6BA5uJMeAAAAYMIIMgBEGE73AIDuYQQZ\nQGDFEdDaE+ybHVz8+GKXT8nitQMAAjKAQLvB+fLtufjxxZA9b5nXDgAIyAA6odntiG+acxc2YiYN\nAAgozkEG0GHNrlDvwJy7sAgzaQBAQDGCDAAAAJgQkBGWmi5yCvRHysG+eAoAgGY4XS0kcYoFwlKw\nLiRiknsAgKU4XS0kMYIMAJ3U7GJFAEDEYQQZADqJTxoAILIxggwAAACYMIIMAADCCqc4IdgIyB3U\n9MPYeKHR5koAAIhu3PERwUZA7iDOOQQAhBMGdlqXnpWuxkr6gtYRkAEAiEAM7LSO3qA9XKR3E24U\nAQAAEN0IyDe5+PFFGYZhdxkAYL8v7/DFBVEAog2nWAAAWvblHb4AINowggwAAACYEJABAIBlmq71\n4dQdhDJOsQCALuIXPNB5zGGMcEBABlrQNEcmAQht6e4veuaphW24ABNoU7sB+d1339WvfvUr/eUv\nf9GgQYP0L//yL/rnf/7nLm3M7XartLRUHo9HXq9X5eXlGjlypI4fP661a9cqPj5eY8aMUUlJiSSp\nurpaBw4cUHx8vMrLy5WTk6MrV66otLRUV69e1cCBA1VVVaUePXp0qR6gNYxwwArMxQrbcAGmJfgj\nOHy1GZB/9rOfqa6uTnPnzlX//v3lcDj06quv6vz585o5c2anN/baa69pzJgxmjt3rs6dO6fFixfr\nzTffVGVlpaqrq5Wdna0nnnhCZ8+elc/n09GjR7V79245nU4tXLhQtbW1qqmp0bRp0zR9+nRt3rxZ\nO3bs0Lx587q6/wCAm/AJChAY/BEcvtoMyP/5n/+pn/3sZ4qLi5Mk3XXXXRo7dqzmz5/fpYD83e9+\nV4mJiZKk69evq0ePHnK73fJ6vcrOzpYkjR07VgcPHlRiYqLy8/MlSRkZGfL5fLp8+bKOHTum4uJi\nSVJBQYFeeuklAjIABBCfoACIdm0G5ISEBH84bpKYmHjLspbU1tZq69atzZZVVVVpxIgRunTpkpYs\nWaKKigp5PB4lJyf7H5OUlKSGhgb17NlTqampzZa73W55PB716dPHv8zlcrW/lwAAAEAHtRmQW/tI\noCPnLRUWFqqwsPCW5R9++KFKS0tVVlamvLw8ud1uud1u//c9Ho/69u2rhIQEeTwe/3K3262UlBR/\nUO7Xr1+zsNwSh8PRbp0dFch1BWN9dnK5XBG1P6EulPrdWh2hUl93Wd3rARkDdMl5qUvPjYSeh9Kx\nHQ2s7HU4vK521tjStsOhZ5GszYB8+vRpPfbYY82WGYahP/7xj13a2B/+8Ac988wzeumll3TnnXdK\nkpKTk5WYmKiGhgZlZ2frvffeU0lJieLi4rRhwwbNnz9fTqdThmEoNTVVo0aNUl1dnaZPn666ujrl\n5eW1ur3MzMwu1RnsdQVjfXZyOBwRtT+hLpT63VodoVJfd1nd6z87/tzlcxUjoeehdGxHAyt7HQ6v\nq501trTtcOhZKHI6nQFZT5sB+Ze//KVcLpd+8pOf6MqVK8rLy9PkyZOVkJDQpY1t2rRJ165d05o1\na2QYhlJSUlRTU6PKykqVlpbK5/MpPz9fOTk5kqTc3FzNnDlThmFo+fLlkqTi4mKVlZVp165dSktL\n08aNG7tUixXSs9K5chUAACDMtBmQT548qS1btuixxx5Tv3795HA49NRTT+mpp55SVlZWpzf2yiuv\ntLh85MiReuONN25ZXlJS4p/yrUn//v21ZcuWTm/bDhc/vsiVq4hIzG4AAIhkbQbk119/Xdu2bVPv\n3r39yx5++GEVFxdr4sSJQS8OQGhilgMAQCSLbeub8fHxzcKx9MU5wx2ZxQIAAAAIR20G5NZOD/D5\nfEEpBgAAALBbm6dY/OEPf9DixYubLevOLBYAAABAqGszIL/00kstLr956jcAAAAgUrQZkEePHm1V\nHQAAAEBIaPMcZAAAACDaEJABAAAAEwJykKVnpUuVdlcBAACAjiIgtyeue3cNu/jxRRmGQVAG0CG8\nVwCA/dq8SC+apWelq7GyUelZ6QG5a1jTOrj1NICbmf8I570CiG7dGZRD4BCQWxGsW+ly4AO4Gbfu\nBtCE94PQQEC2GAc+AABAaOMcZAAAAMCEgAwAAACYEJABAIhg6VnpXP8CdBLnIAMAEMGYGQXoPEaQ\nAQAAABMCMgAAAGBCQAYAAAHFHSER7gjIAAAgoC5+fFGGYdhdBtBlBGQACEGMwAGAfQjIABCCGIED\nAPsQkAF0CyOdAIBIY+k8yG63W6WlpfJ4PPJ6vSovL9fIkSO1b98+rV+/XhkZGZKkp556Snl5eaqu\nrtaBAwcUHx+v8vJy5eTk6MqVKyotLdXVq1c1cOBAVVVVqUePHlbuBgAT5lgFAEQaSwPya6+9pjFj\nxmju3Lk6d+6cFi9erDfffFOnTp3SkiVLNGnSJP9jz5w5o6NHj2r37t1yOp1auHChamtrVVNTo2nT\npmn69OnavHmzduzYoXnz5lm5GwAAAIhglp5i8d3vflePPfaYJOn69ev+kd/Tp09rz549+va3v631\n69frxo0bqq+vV35+viQpIyNDPp9Ply9f1rFjxzRu3DhJUkFBgQ4fPmzlLnC7TgAA0CkDMgaQH8JM\n0EaQa2trtXXr1mbLqqqqNGLECF26dElLlixRRUWFJCk/P18TJ05Udna2VqxYoZ07d8rtdistLc3/\n3KSkJLndbnk8HvXp08e/zOVyBWsXWnTx44t8lAwAADrs+NHjyszMJD+EkaAF5MLCQhUWFt6y/MMP\nP1RpaanKysqUl5cnSZoxY4Y/9N5///165513NHz4cLndbv/z3G63UlJS/EG5X79+zcJySxwOR4D3\nqnPs3r5VXC5X1OxrKAiHfod6fR0VDr1uEi51tiWc+h0JrOx1OLyuwayxvWPb/L1w6FU0sPQc5D/8\n4Q965pln9NJLL+nOO+/0L3/wwQe1c+dOpaen6/DhwxoxYoRycnK0YcMGFRUVyel0yjAMpaamatSo\nUaqrq9P06dNVV1fnD9ktyczMtGK3Qnb7VnE4HFGzr6EgHPod6vV1VDj0ukm41NmWcOp3JLCy1+Hw\nugazxvaObfP3wqFXoczpdAZkPZYG5E2bNunatWtas2aNDMNQSkqKampqtGbNGpWUlKhnz566/fbb\n9eijjyouLk65ubmaOXOmDMPQ8uXLJUnFxcUqKyvTrl27lJaWpo0bN1q5CwAAAIhwlgbkV155pcXl\nY8aM0ZgxY25ZXlJSopKSkmbL+vfvry1btgSlPgAAAIAbhQAAEAWYReFWTTc6oje4maUjyAAAwB7M\nwnSrphsdATdjBBkAAAAwISADAAAAJgRkAAAAwISADCAguNgFCH1NP6cDMgbYXQoQ0rhID0BAcLEL\nEPqafk65WxvQNkaQASBcxYlRewAIAkaQASBc3ZAMw7C7CgABwB+6oYWADAAAYDNOUwstnGIBAAAA\nmBCQAQAAABMCMgAAAGBCQAYAAABMCMiBFMdVqAAAAOGOgBxIN7gKFQAAINwRkAEAAAATAjIAAABg\nQkAGAAAATAjIAAAAgAkBGQAAADAhIANACEvPSpcq7a4CAKILARkAQtjFjy/KMAy7ywCAqEJABgAA\nAEzirdzY3/72Ny1evFifffaZEhMTtW7dOg0cOFDHjx/X2rVrFR8frzFjxqikpESSVF1drQMHDig+\nPl7l5eXKycnRlStXVFpaqqtXr2rgwIGqqqpSjx49rNwNAAAARDBLR5B37dqlESNGaPv27Zo2bZq2\nbNkiSaqsrNSmTZv085//XCdPntTZs2d15swZHT16VLt379amTZu0atUqSVJNTY2mTZum7du36667\n7tKOHTus3AUAAABEOEsD8uOPP67i4mJJksPhUEpKitxut7xer7KzsyVJY8eO1cGDB1VfX6/8/HxJ\nUkZGhnw+ny5fvqxjx45p3LhxkqSCggIdPnzYyl0AAABAhAvaKRa1tbXaunVrs2VVVVUaMWKEHn/8\ncf3+97/XT3/6U3k8HiUnJ/sfk5SUpIaGBvXs2VOpqanNlrvdbnk8HvXp08e/zOVyBWsXAAAAEIWC\nFpALCwtVWFjY4ve2bt2qjz76SE8++aR+8YtfyO12+7/n8XjUt29fJSQkyOPx+Je73W6lpKT4g3K/\nfv2ahWUrpWelq7Gy0fLtAgAAIPgsvUhv8+bNSk9P10MPPaTevXsrLi5OSUlJSkxMVENDg7Kzs/Xe\ne++ppKREcXFx2rBhg+bPny+n0ynDMJSamqpRo0aprq5O06dPV11dnfLy8lrdnsPhCMp+HDtyTJKU\nlZXV5jaDtf1Q43K5omZfQwH9tk449DrU6+uMcOh3pLC619H+urbX72jvTyiyNCDPmDFDZWVlqq2t\nlWEYWrdunaQvLtIrLS2Vz+dTfn6+cnJyJEm5ubmaOXOmDMPQ8uXLJUnFxcUqKyvTrl27lJaWpo0b\nN7a6vczMzODvVBvbtGP7dnA4HFGzr6GAflsnHHod6vV1Rjj0O1JY3etof13b63e09yeQnE5nQNZj\naUDu37+/f+YKs5EjR+qNN964ZXlJSYl/yrf21gEAAAAEAjcKAQAAAEwIyAAAAIAJARkAAAAwISAD\nAAAAJgRkAAAAwISADAAAAJhYOs1btEjPSre7BAAAAHQRATkILn580e4SAAAA0EWcYgEAAACYEJAB\nIAykZ6Vz+hYAWIRTLAAgDDSduhUTE2NzJQAQ+RhBDoQ4SZVcnAcAABAJGEEOhBuSYRh2VwEAAIAA\nYAQZAAAAMGEEGQDCEKd0AUDwEJABIAwx3zoABA+nWHRDelY6F+cBAABEGEaQu4ERHAAAgMhDQAaA\nMMInVggnHK/NpWelq/FCo91loAMIyAAQRvjkCuGE47W5ix9f5GY/YYJzkAEAAAATAjIAAABgQkAG\nAAAATAjIAAAAgImlF+n97W9/0+LFi/XZZ58pMTFR69at08CBA7Vv3z6tX79eGRkZkqSnnnpKg8Eu\nWAAAIABJREFUeXl5qq6u1oEDBxQfH6/y8nLl5OToypUrKi0t1dWrVzVw4EBVVVWpR48eVu4GAAAA\nIpilI8i7du3SiBEjtH37dk2bNk1btmyRJJ06dUpLlizR66+/rtdff115eXk6c+aMjh49qt27d2vT\npk1atWqVJKmmpkbTpk3T9u3bddddd2nHjh1W7gIAAAAinKUB+fHHH1dxcbEkyeFwKCUlRZJ0+vRp\n7dmzR9/+9re1fv163bhxQ/X19crPz5ckZWRkyOfz6fLlyzp27JjGjRsnSSooKNDhw4et3AUAAABE\nuKCdYlFbW6utW7c2W1ZVVaURI0bo8ccf1+9//3v99Kc/lSTl5+dr4sSJys7O1ooVK7Rz50653W6l\npaX5n5uUlCS32y2Px6M+ffr4l7lcrmDtAgAAAKJQ0AJyYWGhCgsLW/ze1q1b9dFHH+nJJ5/U3r17\nNWPGDH/ovf/++/XOO+9o+PDhcrvd/ue43W6lpKT4g3K/fv2ahWUAAAAgECy9SG/z5s1KT0/XQw89\npN69eysuLk6S9OCDD2rnzp1KT0/X4cOHNWLECOXk5GjDhg0qKiqS0+mUYRhKTU3VqFGjVFdXp+nT\np6uurk55eXmtbs/hcFi1a1HN5XLRawvRb+vQa2vRb+vQa2u1129ei9BjaUCeMWOGysrKVFtbK8Mw\ntG7dOknSmjVrVFJSop49e+r222/Xo48+qri4OOXm5mrmzJkyDEPLly+XJBUXF6usrEy7du1SWlqa\nNm7c2Or2MjMzLdmvaOdwOOi1hei3dei1tei3dei1tdrrN69F4DidzoCsx9KA3L9/f//MFWZjxozR\nmDFjblleUlKikpKSDq0DAAAACARuFAIAAACYEJABAAAAEwIyAAAAYEJABgAAAEwIyAAAAIAJARkA\nAAAwISADAAAAJgRkAAAAwISADAAAAJgQkAEAAAATAjIAAIDV4iRVSulZ6XZXghbE210AAABA1Lkh\nGYZhdxVoBSPIAAAAgAkBGQAAADAhIAMAAAAmBGQAAADAhIAMAAAAmBCQAQAAABMCMgAAAGBCQAYA\nALBIelY6NwgJA9woBAAAwCIXP75odwnoAEaQAQAAABMCMgAAAGBCQAYAAABMbAnIf/zjH5WXl6dr\n165Jko4fP65HH31Us2fPVnV1tf9x1dXVeuSRRzRr1iydPHlSknTlyhUVFRVpzpw5WrRoka5evWrH\nLgAAACBCWR6Q3W63XnzxRfXo0cO/rLKyUps2bdLPf/5znTx5UmfPntWZM2d09OhR7d69W5s2bdKq\nVaskSTU1NZo2bZq2b9+uu+66Szt27LB6FwAAABDBLA/Iy5cv16JFi9SzZ09JXwRmr9er7OxsSdLY\nsWN18OBB1dfXKz8/X5KUkZEhn8+ny5cv69ixYxo3bpwkqaCgQIcPH7Z6FwAAABDBgjbNW21trbZu\n3dpsWWZmph544AHdeeedMgxDkuTxeJScnOx/TFJSkhoaGtSzZ0+lpqY2W+52u+XxeNSnTx//MpfL\nFaxdAAAAQBQKWkAuLCxUYWFhs2Xf/OY3VVtbq927d+uTTz5RUVGRfvSjH8ntdvsf4/F41LdvXyUk\nJMjj8fiXu91upaSk+INyv379moVlAAAAIBAsvVHI22+/7f///fffr5/+9KdKSEhQYmKiGhoalJ2d\nrffee08lJSWKi4vThg0bNH/+fDmdThmGodTUVI0aNUp1dXWaPn266urqlJeX1+r26uvrrdgtSHI6\nnXaXEFXot3XotbXot3XotbXod3ix7U56MTEx/tMsVq5cqdLSUvl8PuXn5ysnJ0eSlJubq5kzZ8ow\nDC1fvlySVFxcrLKyMu3atUtpaWnauHFji+vPzc21ZkcAAAAQUWKMppQKAAAAgBuFAAAAAGa2nWIR\nDIZhqLKyUh9++KESExO1Zs0aDR482O6yIs63vvUt/8wj2dnZWrBggZYuXarY2FjdcccdWrFihc0V\nhr8TJ05ow4YN2rZtm86fP99if3ft2qU33nhDCQkJWrBggcaPH29v0WHM3O8PPvhATz75pIYNGyZJ\nmjVrlqZMmUK/A+D69et67rnndOHCBXm9Xi1YsEC33347x3cQtNTrjIwMju0g8fl8WrZsmc6dO6fY\n2FitXLlSiYmJHNtB0FKvvV5v4I9tI4K88847xtKlSw3DMIzjx48bxcXFNlcUea5evWo8/PDDzZYt\nWLDAeP/99w3DMIzly5cbe/futaO0iPHjH//YmDp1qjFz5kzDMFru76VLl4ypU6caXq/XcLlcxtSp\nU41r167ZWXbYurnfu3btMl577bVmj6HfgbFnzx5j7dq1hmEYxl//+ldj/PjxHN9BYu71X/7yF2P8\n+PHG7t27ObaDZO/evcZzzz1nGIZh/Pa3vzWKi4s5toOkpV4H4307ok6xqK+v999EZOTIkTp16pTN\nFUWes2fP6vPPP1dRUZHmzZunEydO6MyZM/7ZRAoKCnTo0CGbqwxvQ4cOVU1Njf/r06dPN+vvb37z\nG508eVK5ubmKj49XcnKyhg0bpg8//NCuksNaS/1+9913NWfOHC1btkwej4d+B8iUKVP09NNPS5Ju\n3LihuLi4W94/OL4Dw9xrn8+n+Ph4nT59Wvv37+fYDoKJEyfqhRdekCQ5HA717duXYztIzL2+cOGC\n+vbtG5RjO6ICstvtbjYvcnx8vHw+n40VRZ6ePXuqqKhIP/nJT1RZWanS0lL/bCQSN28JhEmTJiku\nLs7/9c39vfmGOZLUu3dv+t5FN/d75MiRWrJkibZv367Bgwerurr6lvcW+t01vXr1Uu/eveV2u/X0\n00/r2Wef5fgOkpt7/cwzzygnJ0dlZWUc20ESGxurpUuXavXq1Zo6dSrHdhA19XrNmjWaNm2aRo4c\nGfBjO6ICcnJycrObi/h8PsXGRtQu2m7YsGF68MEH/f9PTU3Vp59+6v++x+NRSkqKXeVFJPMx3NTf\n5OTkW26wQ98DY+LEibr77rv9/z979qz69OlDvwPE6XTq8ccf18MPP6wHHniA4zuIbu41x3bwrVu3\nTm+//baWLVumq1ev+pdzbAeeudf5+fkBP7YjKj2OGjVKBw4ckCQdP35cX/va12yuKPLs2bNH69at\nkyQ1NjbK7XYrPz9fR44ckSTV1dUxB3WA3X333Xr//fcl/V9/v/71r6u+vl7Xrl2Ty+XSRx99pDvu\nuMPmSiNDUVGRfve730mSDh06pHvuuYd+B0jTHVR/8IMf6OGHH5YkDR8+nOM7CFrqNcd28Lz11lva\nvHmzJKlHjx6KjY3ViBEjbvndSL+77+Zex8TEaOHChTp58qSkwB3bETWLxaRJk3Tw4EE99thjkqSq\nqiqbK4o8hYWFKi8v1+zZsxUbG6t169YpNTVVy5Ytk9fr1W233abJkyfbXWZEKSsr0/PPP9+svzEx\nMfrOd76j2bNnyzAMLVq0SImJiXaXGhEqKyv1wgsvKCEhQQMGDNCqVauUlJREvwPg1Vdf1WeffaZX\nXnlFNTU1iomJUUVFhVavXs3xHWAt9bq8vFxr167l2A6Cb3zjGyovL9ecOXN0/fp1LVu2TF/96ldv\n+d3Isd19N/e6oqJCGRkZWrVqVUCPbW4UAgAAAJhE1CkWAAAAQHcRkAEAAAATAjIAAABgQkAGAAAA\nTAjIAAAAgAkBGQAAADAhIAMAAAAmBGQAAADAhIAMAAAAmBCQAQAAABMCMgAAAGBCQAYAAABMQj4g\nf/rppxo/frzOnTun8+fPa/bs2ZozZ45Wrlxpd2kAAACIQCEdkK9fv64VK1aoZ8+ekqSqqiotWrRI\n27dvl8/n0759+2yuEAAAAJEmpAPy+vXrNWvWLA0cOFCGYejMmTPKy8uTJBUUFOjQoUM2VwgAAIBI\nE7IB+c0331T//v2Vn58vwzAkST6fz//9pKQkuVwuu8oDAABAhIq3u4DWvPnmm4qJidHBgwf14Ycf\nqqysTFeuXPF/3+PxKCUlpdXn19fXW1EmAAAAQkhubm631xGyAXn79u3+/8+dO1crV67Uiy++qPff\nf1/33nuv6urqdN9997W5jkA0CO1zOBzKzMy0u4yAi4mJkfbvb/+BEyb4P+WwQqT2OxTRa2vRb+vQ\na2vRb+sEaoA0ZANyS8rKyvT888/L6/Xqtttu0+TJk+0uCQAAABEmLALy66+/7v//tm3bbKwEAAAA\nkS5kL9IDAAAA7EBABgAAAEwIyAAAAIAJARkAAAAwISADAAAAJgRkAAAAwISADAAAAJgQkAEAAAAT\nAjIAAABgQkAGAAAATAjIAAAAgAkBGQAAADAhIAMAAAAmBGQAAADAhIAMAAAAmBCQAQAAABMCMgAA\nAGBCQAYAAABMCMgAAACACQEZAAAAMCEgAwAAACYEZAAAAMCEgAwAAACYEJABAAAAk3i7C2iLz+fT\nsmXLdO7cOcXGxmrlypXyer168sknNWzYMEnSrFmzNGXKFHsLBQAAQMQI6YD861//WjExMdqxY4eO\nHDmiTZs2acKECZo/f77mzZtnd3kAAACIQCEdkCdOnKj7779fknThwgX17dtXp0+f1rlz57Rv3z4N\nHTpUFRUV6t27t82VAgAAIFKE/DnIsbGxWrp0qdasWaNp06Zp5MiRKisr0/bt2zV48GC9/PLLdpcI\nAACACBLSI8hN1q1bp08//VSPPPKIdu7cqYEDB0qSJk2apNWrV7f6PIfDYVWJUc3lckV9r63cf/pt\nHXptLfptHXptLfodfkI6IL/11ltqbGzUE088oR49eigmJkYLFy5URUWFcnJydOjQId1zzz2tPj8z\nM9PCaqOXw+GI+l5buf/02zr02lr02zr02lr02zpOpzMg6wnpgPyNb3xD5eXlmjNnjq5fv66Kigpl\nZGRo1apVSkhI0IABA7Rq1Sq7ywQAAEAECemA3KtXL7300ku3LN+xY4cN1QAAACAahPxFegAAAICV\nCMgAAACACQEZAAAAMCEgAwAAACYEZAAAAMCEgAwAAACYEJABAAAAEwIyAAAAYEJABgAAAEwIyAAA\nAIAJARkAAAAwISADAAAAJgRkAAAAwISADAAAAJgQkAEAAAATAjIAAABgQkAGAAAATAjIAAAAgAkB\nGQAAADAhIAMAAAAmBGQAAADAhIAMAAAAmBCQgRA0aMgQxcTEtPgvKyvL//9BQ4bYXSoAABEn3u4C\nANyqsaFB2r+//cdNmGBBNQAARJeQDsg+n0/Lli3TuXPnFBsbq5UrVyoxMVFLly5VbGys7rjjDq1Y\nscLuMgEAABBBQjog//rXv1ZMTIx27NihI0eOaNOmTTIMQ4sWLVJeXp5WrFihffv2aeLEiXaXCgAA\ngAgR0ucgT5w4US+88IIkyeFwqG/fvjpz5ozy8vIkSQUFBTp06JCdJQIAACDChHRAlqTY2FgtXbpU\nq1ev1tSpU2UYhv97SUlJcrlcNlYHAACASBPSp1g0WbdunT799FMVFhbq6tWr/uUej0cpKSmtPs/h\ncFhRXtRzuVxR32s79z/aex9MHNvWot/WodfWot/hJ6QD8ltvvaXGxkY98cQT6tGjh2JjYzVixAgd\nOXJEo0ePVl1dne67775Wn5+ZmWlhtdHL4XBEfa/t3P9o730wcWxbi35bh15bi35bx+l0BmQ9IR2Q\nv/GNb6i8vFxz5szR9evXtWzZMn31q1/VsmXL5PV6ddttt2ny5Ml2lwkAAIAIEtIBuVevXnrppZdu\nWb5t2zYbqgEAAEA0CPmL9AAAAAArEZABAAAAEwIyAAAAYEJABgAAAEwIyAAAAIAJARkAAAAwISAD\nAAAAJgRkAAAAwISADAAAAJgQkIHuSkhQTExMh/4NGjLE7moBAEA7QvpW00BY8Hql/fs79NDGCROC\nXAwAAOguRpABAAAAEwIyAAAAYEJABgAAAEwIyAAAAIAJARkAAAAwISADAAAAJgRkAAAAwISADAAA\nAJgQkAEAAAATAjIAAABgQkAGAAAATAjIAAAAgAkBGQAAADCJt7uAtly/fl3PPfecLly4IK/XqwUL\nFigjI0NPPvmkhg0bJkmaNWuWpkyZYm+hAAAAiBghHZB/+ctfKi0tTS+++KL++te/avr06fr+97+v\n+fPna968eXaXBwAAgAgU0gF5ypQpmjx5siTJ5/MpPj5ep0+f1kcffaR9+/Zp6NChqqioUO/evW2u\nFAAAAJEipM9B7tWrl3r37i23262nn35azzzzjHJyclRWVqbt27dr8ODBevnll+0uEwAAABEkpEeQ\nJcnpdKqkpERz5szRAw88IJfLpT59+kiSJk2apNWrV7f6XIfDYVWZUc3lctHrTgh0r+h98HBsW4t+\nW4deW4t+h5+QDsiffPKJioqKtHz5ct13332SpKKiIj3//PP6+te/rkOHDumee+5p9fmZmZlWlRrV\nHA4Hve6EQPeK3gcPx7a16Ld16LW16Ld1nE5nQNYT0gH51Vdf1WeffaZXXnlFNTU1iomJUXl5udau\nXauEhAQNGDBAq1atsrtMAAAARJCQDsgVFRWqqKi4ZfmOHTtsqAYAAADRIKQv0gMAAACsRkAGAAAA\nTAjIAAAAgElIn4MMRJyEBMXExNhdBQAAaAMBGbCS1yvt39/+4yZMCH4tAACgRZxiAQAAAJgQkAEA\nAAATAjIAAABgQkAGAAAATAjIAAAAgAkBGQAAADAhIAMAAAAmBGQAAADAhIAMAAAAmBCQAQAAABMC\nMgAAAGBCQAYAAABMCMgAAACACQEZAAAAMCEgAwAAACYEZAAAAMCEgAwAAACYEJABAAAAEwIyAAAA\nYBIf7A0sWrRIMTExLX5v48aNbT73+vXreu6553ThwgV5vV4tWLBAt99+u5YuXarY2FjdcccdWrFi\nRTDKBgAAQJQKekB+7LHHuvzcX/7yl0pLS9OLL76ozz77TA899JDuuusuLVq0SHl5eVqxYoX27dun\niRMnBrBiAAAARLOgB+TRo0dLktxut+rq6nTt2rUOP3fKlCmaPHmyJOnGjRuKi4vTmTNnlJeXJ0kq\nKCjQb37zGwIyAAAAAiboAbnJv/3bv2ngwIHKyMiQpFZPuzDr1auXpC/C9dNPP61nn31W69ev938/\nKSlJLpcrOAUDAAAgKlkWkA3D0IYNGzr9PKfTqZKSEs2ZM0cPPPCAfvjDH/q/5/F4lJKSEsgyAQAA\nEOUsC8h33nmnTpw4oeHDh/uXJSYmtvmcTz75REVFRVq+fLnuu+8+SdLw4cP1/vvv695771VdXZ1/\neUscDkdgikebXC4XvbYRvQ8ejm1r0W/r0Gtr0e/wY1lAPnLkiPbt26fLly+rf//+io2N1f/8z/+0\n+ZxXX31Vn332mV555RXV1NQoJiZGFRUVWr16tbxer2677Tb/OcotyczMDPRuoAUOh4Ne24jeBw/H\ntrXot3XotbXot3WcTmdA1mNZQC4pKdG6dev01a9+VW63W5WVle0+p6KiQhUVFbcs37ZtWxAqBAAA\nACwMyK+88op2796t/v3765NPPtGCBQs0duxYqzYPAAAAdIhld9JLTU1V//79JUlf+cpXlJycbNWm\nAQAAgA6zbAQ5KSlJRUVFuvfee3X69Gn9/e9/16ZNmyR9cbc9AAAAIBRYFpDNN/NIT0+3arPALQYN\nGaLGhga7ywiMhIQOzSkuSemDB+vi+fNBLggAgPBnWUB++OGHrdoU0KbGhgZp//72HzhhQvCL6S6v\nt2P7IqkxHPYHAIAQYNk5yAAAAEA4ICADAAAAJgRkAAAAwISADAAAAJgQkAEAAAATAjIAAABgQkAG\nAAAATAjIAAAAgAkBGQAAADAhIAMAAAAmBGQAAADAhIAMoEsGDRmimJiYDv0bNGSI3eUCANBh8XYX\nACA8NTY0SPv3d+yxEyYEuRoAAAKHEWQAAADAhIAMAAAAmBCQAQAAABMCMgAAAGBCQAYAAABMCMgA\nAACAScgH5BMnTug73/mOJOmDDz5QQUGB5s6dq7lz5+q//uu/bK4OAAAAkSak50HesmWL3nrrLSUl\nJUmSTp06pfnz52vevHn2FgYAAICIFdIjyEOHDlVNTY3/69OnT+vdd9/VnDlzVFFRoc8//9zG6gAA\nABCJQjogT5o0SXFxcf6vR44cqSVLlmj79u0aPHiwXn75ZRurAwAAQCQK6YB8s4kTJ+ruu++W9EV4\nPnv2rM0VAQAAINKE9DnINysqKtLzzz+vr3/96zp06JDuueeeNh/vcDgsqiy6uVwueh0m7HydwvEY\n4di2Fv22Dr22Fv0OP2EVkCsrK/XCCy8oISFBAwYM0KpVq9p8fGZmpkWVRTeHw0Gvw4Sdr1M4HiMc\n29ai39ah19ai39ZxOp0BWU/IB+SsrCzt3LlTknT33Xdrx44dNlcEAACASBZW5yADAAAAwUZABgAA\nAEwIyAAAAIAJARkAAAAwISADAAAAJgRkAAAAwISADAAAAJgQkAEAAAATAjIAAABgQkAGAAAATAjI\nAJoZNGSIYmJi2v0HAECkire7AAChpbGhQdq/v/0HTpgQ/GIAALABI8gAAACACQEZAAAAMCEgAwAA\nACYEZAAAAMCEgIyI0NGZF5h9AQAAtIdZLBAROjzzgsTsCwAAoE2MIAMAAAAmBGQAAADAhIAMAAAA\nmBCQAQAAABMCMgAAAGBCQAYAAABMCMgAAACAScgH5BMnTug73/mOJOn8+fOaPXu25syZo5UrV9pc\nGQAAACJRSAfkLVu2aNmyZfJ6vZKkqqoqLVq0SNu3b5fP59O+fftsrhAAAACRJqQD8tChQ1VTU+P/\n+vTp08rLy5MkFRQU6NChQ3aVBgAAgAgV0gF50qRJiouL839tGIb//0lJSXK5XHaUBQAAgAgWb3cB\nnREb+3953uPxKCUlpc3HOxyOYJcESS6Xi16Hg4QExcTE2Lb5cDxGOLatRb+tQ6+tRb/DT1gF5Lvv\nvlvvv/++7r33XtXV1em+++5r8/GZmZkWVRbdHA4HvQ4HXq+0f3/7j5swISibD8djhGPbWvTbOvTa\nWvTbOk6nMyDrCauAXFZWpueff15er1e33XabJk+ebHdJAAAAiDAhH5CzsrK0c+dOSdKwYcO0bds2\nmysCAABAJAvpi/QAAAAAqxGQAQAAABMCMoCwM2jIEMXExHTo36AhQ+wuFwAQZkL+HGQAuFljQ0PH\nZuSQ1BikWTkAAJGLEWQAAADAhIAMAAAAmBCQAQAAABMCMgAAAGBCQAYAAABMCMiwRUen6WKKLgAA\nYDWmeYMtOjpNF1N0AQAAqzGCDAAAAJgQkAEAAAATAjIAAABgQkAGAAAATAjIAIIvIYFZSwAAYYNZ\nLAAEn9fLrCUAgLDBCDIAAABgQkAGAAAATAjIAAAAgAkBGQAAADAhIAMAAAAmBGS0a9CQIW1OzZWV\nlcUUXQiMDk4HFwwtHedNxzZT0QFAdGGaN7SrsaGBKbpgjQ5OB6cgHGsc5wCAJmEZkL/1rW8pOTlZ\nkpSdna21a9faXBEAAAAiRdgF5GvXrkmSXn/9dZsrAQAAQCQKu3OQz549q88//1xFRUWaN2+eTpw4\nYXdJAAAAiCBhN4Lcs2dPFRUV6ZFHHtGf/vQnfe9739Pbb7+t2Niwy/oAAAAIQWEXkIcNG6ahQ4f6\n/5+amqpLly4pPT39lsc6HA6ry4t6Ae/5l7MaAF0W6GOoE+sbkJWl40eOBG7bEc7lcvG+bRF6bS36\nHX7CLiDv2bNH//u//6sVK1aosbFRHo9HAwYMaPGxmZmZFleHgPfcxlkNECECfQx1dH2SLk2YwPtQ\nJzgcDvplEXptLfptHafTGZD1hF1ALiwsVHl5uWbPnq3Y2FitXbuW0ysAAAAQMGEXkBMSErRhwwa7\nywAAAECEYugVAAAAMCEgAwAAACYEZAAAgE4YNGSIYmJiOvRv0JAhdpeLLgi7c5ABAADs1NjQ0OHZ\nbBqZZSksMYIMAAAAmBCQAQAAABMCMgAAAGBCQAYAAABMCMgAAACACQEZgZOQ0OFpb4Co0MGfCaaB\nii4dnSKM4wKwD9O8IXC83g5PeyOmvUE06ODPBNNARZeOThHGcQHYhxFkAAAAwISADAAAAJgQkAEA\nAAATAjIAAABgQkCOMB29OporpIEQ0sHZLuJ69Qro44LxPtCZ96Cb68zKyupWjd3ZNu+TXcPvHEQq\nZrGIMB29OlriCmkgZHRwtgvfhAkBfZwU+PeBzrwHdbTOjtZo57ajFb9zEKkYQQYAAABMCMgAAACA\nCQEZAAAAMCEgAwAAACZcpGejopIS/ffbb3fosTU//KGmT58e5IoAAABAQLbR/+zfL8fjj0vtTX3z\ni19ozvz58jz8sDWFAYgeX04x157Ynj3l+/vfLSgoxHSwP+mDB+vi+fMWFISwk5CgrKysdh/GMRRa\nCMh2GzSo/YCcmirPlSsdm0qHaXQAdEaAp5iLuPegDvaHKczQKo6hsBR2AdkwDFVWVurDDz9UYmKi\n1qxZo8GDB9tdFgAAACJE2F2kt2/fPl27dk07d+7U4sWLVVVVZXdJAAAAiCBhF5Dr6+s1btw4SdLI\nkSN16tQpmysCAABAJAm7Uyzcbrf69Onj/zo+Pl4+n0+xsWGX9b+wf7/0u9+1/ZgPPrCmFgAAACjG\nMAzD7iI6Y926dfrHf/xHTZ48WZI0fvx4vfvuu7c8rr6+3uLKAAAAYLfc3NxuryPsRpBHjRql/fv3\na/LkyTp+/Li+9rWvtfi4QDQHAAAA0SfsRpDNs1hIUlVVlf7hH/7B5qoAAAAQKcIuIAMAAADBFHan\nWEhfXKhXWloqj8cjr9er8vJyjRw5UsePH9fatWsVHx+vMWPGqKSkRJJUXV2tAwcOKD4+XuXl5crJ\nydGVK1dUWlqqq1evauDAgaqqqlKPHj1s3rPQtXfvXv33f/+3Nm7cKEk6ceKE1qxZQ68twvzfgXfi\nxAlt2LBB27Zt0/nz57V06VLFxsbqjjvu0IoVKyRJu3bt0htvvKGEhAQtWLBA48eP19WbKkUTAAAg\nAElEQVSrV/WDH/xAn376qZKTk7Vu3TqlpaXZvDeh6/r163ruued04cIFeb1eLViwQLfffjv9DgKf\nz6dly5bp3Llzio2N1cqVK5WYmEivg+zTTz/VjBkz9NprrykuLo5+B9G3vvUtJScnS5Kys7O1YMGC\n4PXbCEP//u//bmzdutUwDMP46KOPjIcfftgwDMN46KGHjIaGBsMwDON73/ue8cEHHxinT582Hn/8\nccMwDMPhcBgzZswwDMMwXnjhBeM//uM/DMMwjFdffdV47bXXrN2JMLJ69WpjypQpxqJFi/zL6LW1\n3nnnHWPp0qWGYRjG8ePHjeLiYpsrCm8//vGPjalTpxozZ840DMMwFixYYLz//vuGYRjG8uXLjb17\n9xqXLl0ypk6dani9XsPlchlTp041rl27Zrz22mvGyy+/bBiGYfzqV78yVq9ebdt+hIM9e/YYa9eu\nNQzDMP76178a48ePp99BsnfvXuO5554zDMMwfvvb3xrFxcX0Osi8Xq/x/e9/3/jmN79pfPTRR/Q7\niK5everPe02C2e+wnBvtu9/9rh577DFJX4xO9OjRQ263W16vV9nZ2ZKksWPH6uDBg6qvr1d+fr4k\nKSMjQz6fT5cvX9axY8f88ykXFBTo8OHD9uxMGBg1apQqKyv9X9Nr6zH/d2ANHTpUNTU1/q9Pnz6t\nvLw8SV8co7/5zW908uRJ5ebmKj4+XsnJyRo2bJjOnj2r+vp6FRQU+B976NAhW/YhXEyZMkVPP/20\nJOnGjRuKi4vTmTNn6HcQTJw4US+88IIkyeFwqG/fvvQ6yNavX69Zs2Zp4MCBMgyDfgfR2bNn9fnn\nn6uoqEjz5s3TiRMngtrvkA/ItbW1mjZtWrN/f/rTn5SYmKhLly5pyZIlWrx4sTwej3/YXZKSkpLk\ncrnk8XiazZuclJQkt9vdbHnTY6NdS70+deqUpkyZ0uxx9Np6rc3/ja6ZNGmS4uLi/F8bpksxWjpu\nJal3797+5U3Hf9Nj0bpevXr5e/f000/r2Wefpd9BFBsbq6VLl2r16tWaOnUqvQ6iN998U/3791d+\nfr6/z+b3ZfodWD179lRRUZF+8pOfqLKyUqWlpUE9vkP+HOTCwkL9f/buPD6q6vzj+DchCyEhhIRs\n4wKuCG6sIqKISMBKwpqoqCDgUrVaWxEhKgoKalXcxSpi2RJBKULrUutC8SdqWVRQLCmoRZyBAGEx\nCWHN8/uD173em0xQSySQft6v17wId5575pz7nHPmmckkyc3NrXa8qKhIt912m0aNGqUOHTqorKzM\nN9jy8nI1adJE0dHRKi8vd4+XlZUpMTHRvTjJycnVLub/qpqudVVVJxbX+peXkJDgu7ZH9B/HOQx5\nr2V5ebkSExOVkJBQbZ47x51cMJ9/mvXr1+umm27SlVdeqd69e+vhhx927+N6174HH3xQJSUlys3N\n1a5du9zjXOvaNXfuXEVERGjRokUqKirSqFGjtHXrVvd+rnftatGihZo3b+5+nZSUpC+//NK9v7av\n9xH5DLtmzRr97ne/0yOPPKJzzz1X0v4CIiYmRuvWrZOZ6YMPPlD79u3Vtm1bffDBBzIzhUIhmZmS\nkpLUrl07vf/++5Kk999/332LHj+Oa33otWvXTgsXLpSkA/7+b/x3WrdurSVLlkjaP0fbt2+v008/\nXcuWLdPu3btVWlqqr7/+WieddJLatm3r5mLhwoXM5x+xefNmXX311Ro5cqT69+8vSWrVqhXX+xcw\nf/58Pf/885Kk2NhYRUZG6rTTTtPixYslca1r28yZMzVjxgzNmDFDp5xyih566CGdd955zO1fyJ//\n/Gc9+OCDkqTi4mKVlZWpS5cuv9j8PiJ/zduNN96ooqIiHXXUUTIzJSYm6plnntHy5ct1//33q7Ky\nUl26dNHvfvc7Sft/s8L7778vM1N+fr7atWunkpISjRo1Sjt27FDTpk01ceJENWzYsI5HdvhavHix\nZs+e7f4WixUrVmjChAlc60PE+P3ftS4YDGrEiBGaNWuW/vOf/2jMmDHas2ePTjjhBI0fP14RERF6\n5ZVXNHv2bJmZbrjhBvXo0UM7d+7UqFGjtGnTJsXExGjixIlKSUmp6+EctiZMmKA333xTxx9/vMxM\nERERuvPOOzV+/Hiudy2rqKhQfn6+Nm/erL179+rXv/61jj/+eN11111c61/YkCFDNG7cOEVERLCX\n/EKc31oWCoUUGRmpkSNHKikp6Reb30dkgQwAAAD8Uo7Ij1gAAAAAvxQKZAAAAMCDAhkAAADwoEAG\nAAAAPCiQAQAAAA8KZAAAAMCDAhkAAADwoEAGAAAAPCiQAQAAAA8KZAAAAMCDAhkAAADwoEAGAAAA\nPCiQAQAAAA8KZAAAAMCDAhkAAADwoEAGAAAAPKLqugO/lGXLltV1FwAAAHCItW/f/qDbqLcFslQ7\nF+hwFAqFFAgE6robvxjGd2RjfEe2+jy++jw2ifEd6er7+A6V2nqDlI9YAAAAAB4UyAAAAIAHBTIA\nAADgQYEMAAAAeFAgAwAAAB4UyAAAAIAHBTIAAADgQYEMAAAAeFAgAwAAAB4UyAAAAIAHBTIAAADg\nQYEMAAAAeFAgAwAAAB4UyAAAAIAHBTIAAADgQYEMAAAAeBy2BfLy5cs1ePDgasffe+895ebm6rLL\nLtMrr7xSBz0DAABAfRZV1x0I54UXXtD8+fMVHx/vO7537149+OCDmjt3rmJjYzVo0CBdeOGFSk5O\nrqOeAgAAoL45LN9Bbt68uZ555plqx7/66is1b95cCQkJio6OVvv27bVkyZI66CEAAADqq8OyQM7K\nylKDBg2qHS8rK1Pjxo3d/8fHx6u0tPRntV1YWKicnBytWrVKknTDDTfo6quvliR9/fXX6tOnj6ZO\nnSpJmjFjhvr06aN///vfvj4MHDhQ48eP97U7bdo09enTR1999ZUk6ZprrtH1118vSSoqKlJOTo4K\nCgp854wdO1Z5eXmqqKjQtm3bNGDAAA0dOlQ5OTmaNWuWJGny5Mnq27ev1q5d6563detW9e/fX488\n8oivveeee059+/bVd999JzPT4MGD9bvf/U6StGLFCuXk5OjPf/6zJGnSpEnq27evQqGQKisrdcUV\nV2jEiBG+9v7yl78oOztby5Ytc4/t27dPgwYN0uDBg9WvXz89/fTTkqRXX31V2dnZ+uyzz2q89osX\nL1Z2drZef/113/FbbrlFl156qS655BINGTJEw4YN03PPPeeLefjhh9W/f39t3bpVO3fuVF5ensaM\nGeOLeemll5STk6OhQ4dqwIAB2r59uyoqKpSbm6uxY8f6YgsKCpSTk6OioiJJ0vXXX6/LL79cubm5\nuu+++8L2f/z48Ro4cKDKy8tVWlqqgQMH6v7775ckvfvuu8rOztbw4cPVp08fff3115Kk4cOH68Yb\nb6zxmngNHTpUN910kyRp5cqVysnJ0ezZs6vFObkdPHiw+vfvr0cffVSS9Prrrys7O1uLFy+u8TE+\n++wzZWdn69VXX5UkPf300+rXr5+GDBmiQYMGae/evdqwYYP69eunp556SpI0b948ZWdn69NPP5Uk\njRgxQldccYUqKysVCoXUr18/TZo0SZI0d+5cXXXVVVq+fLkk6fe//72uvPJKmVm1vrzyyivKycnR\nF1984R7btWuXLrnkEt11112SpA8//FDZ2dl66623JEkPPfSQBgwYoG3btv2kayr517hj4cKFys7O\n1oIFC6rFV13j7733nrKzs7Vw4UJJ0mOPPabc3Fzt2LHDPWfVqlXKycnR8OHDlZ2drQ8++ECSdM89\n91Rb4w899JAk6a233lJ2draGDRumvn376qqrrtIll1yiyy67TL/97W99fXrjjTfc+dW3b18NGTJE\nl156qfbs2ePGLF++XDk5OZo7d64k6ZlnnlG/fv18a9xZt08++aQkaf78+W4f+vXrp+LiYu3du1eD\nBg3S7bfffsDr6uS2srJSwWBQffv21bBhw9x+5uTk6PPPP5e0f40PGTJEZqZ169apb9++ev755yVJ\ns2fPVk5OjlauXOm27azxu+++W5K0aNEiZWdn6+2335YkPfjgg9XW+Lhx4yRJ77//vm8tDh06VAMH\nDtQVV1yh3/zmN77cLliwQNnZ2frHP/4hSbrvvvuUm5uryy+/XFdcccUB1/hVV12l3NxcVVRUaPv2\n7b7925kHixYtkiSNGTNGl1xyiXbt2uWO0VnjL7/8sqQf9u9169ZVW+PDhg3z7d/PPvus+vbtq2Aw\n6Mvt8OHD9cQTT0gKv3/XxNm/a1rj4XI7bNgw9e/f3+2nd41//PHHvlhnjd9888266qqrJElr165V\n3759NXnyZEnSrFmzlJOTo3/961+SpBtvvFHDhg2TJH3zzTfq06eP+7zouP/++zVw4ECVlpaqvLxc\nubm5uvfee30x06dP982D8vJyd41PmDBB0g9r/P3335ckjRs3Trm5uRo0aJC7f1dd405uHUOHDtWV\nV16pAQMGuPly9u/nn3/el9shQ4bolltu8Z3/xhtvaMiQIQd8DsUhZoep7777zi699FLfsVWrVtm1\n117r/v/++++3t956K+z5S5cutWAwWO12xRVXmCSbMmWKBYNBa9iwoUmyYDBoBQUFJskGDBhgwWDQ\nLr30UpNkf/rTn9zzP/74Y5NkZ555pq/dgQMHmiSbMWOGBYNBk2SxsbEWDAbtxRdfNEk2aNAg3zmt\nWrUySbZs2TJbuHChSXJvV155pQWDQcvJyTFJ9vLLL7vn/fWvfzVJ1rlzZ197F198sUmyuXPn2tq1\na02SpaWlWTAYtKefftok2dVXX23BYNB69uxpkmzevHn29ddfmyTLzMz0tXfjjTeaJHv00UfdY6tX\nr/b188ILL7RgMGjXXXedSbInnngi7HUPBoP2hz/8wSTZzTff7Duemprqa1OSXXzxxb6Yzp07myRb\nsGCBffbZZybJWrZsGTa3zm3hwoW2bNkyk2StW7f2xQ4aNMiX2+joaPe8M844I2z/zzzzTJNk//zn\nP+3DDz80Sda2bVsLBoM2evRo32MXFha686BRo0a+dlatWhW2fUmWlJRkwWDQ/vjHP5oku+qqq6rF\nrVu3zvdYXbp0sWAwaL/97W9Nkv3hD3+oMQdPPPGESbJrr73WgsGg9ejRw9fWv//9b3v99ddNknXv\n3t2CwaD9+te/Nkn22GOPWTAYtEAgYJLsq6++svnz55sk69mzpwWDQbvmmmtMkj311FMWDAYtPT3d\nJNnatWur9WXYsGEmySZNmuQeW7FihUmyk08+2YLBoI0fP94k2YgRIywYDFqnTp3c3NY0xqo37xp3\nbmPGjDFJdscdd1SL/+ijj0yStWnTxoLBoN1xxx0mycaMGWPBYNBat25tkmzx4sXuOVOmTPFdx3Hj\nxvnW+CeffOKu8U6dOlkwGLQRI0ZUm/fOLSUlxdenW265JWzcypUr3ZinnnrKJNk111xjwWDQsrKy\nTJLNnz/fvvrqK995F1xwgQWDQbvhhht8x19//XV3zRx77LEHvK4ZGRkmyb755hubN29e2P4988wz\nvjW+bt06mzNnjkmy3r17WzAYtCFDhpgk++Mf/+i2/emnn5okO+WUUywYDNq9995rkmzkyJEWDAat\nQ4cOJsnef/99W7p0qUmyU0891YLBoN199901Xlfn5uzfd955p0myu+66y4LBoJ1xxhnVYtu1a2fB\nYNBGjRoVtq1w+7dzu++++ywYDFrLli1Nki1fvtwd47PPPutb487+/ec//9m+/fbbsO05+3evXr2q\n7d/OrVu3br79e+LEiT+6Rpz9+/HHH7dgMGiZmZkmyb7++usac1v19u2337rt3X///b77nn32WQsG\ng5acnOyuxZdfftkkWU5OjgWDQbvyyitNkk2ePNmCwaAlJCS4sS+99JJJsuzsbF+/27VrZ5Js0aJF\ntnjxYpNkp59+ui8mLy/P15d//vOf7hp39u/8/HyTZHfffbcFg0E79dRT3fi4uDgLBoP2wgsv+Nq5\n9957q+3fVW9DhgyxYDBovXv3Nkk2Z84cd/9u1qxZtTWek5NjRUVFP3lv4xb+tnTp0lqpQw/LzyA7\nrMq7TieccILWrl2r77//Xg0bNtSSJUuqvTPkFQgEqh1r1KiRJCk5Odl3fyAQUEpKihsTCATc2JSU\nFDd29+7dkqTo6Gjf+eFiKysrFQgE3M9IO+06oqOjJUkZGRnV3gmPj49XIBBQXFycJKlZs2buuc67\nnrGxsb72GjZsWC02MjJSgUBATZs2lSQlJCQoEAi4sampqW5sgwYNfO0lJCRIkpKSktzj5eXlvn42\nbNhQgUDAjW3atGnY6+60I0mNGzf2xURGVv9GRlxcnC8mJiZGkpSWlubmKSoqyhdT9TPr6enp7ncc\nasqXMw8qKyvd+6rGeo877e7bt8/tVyAQUGJioi/WOw8k/1wMhUI1XqOIiAjfnHHmgZe3r9IP88AZ\nqzdfVdU0DxyZmZnuu7M15db57k4gEFBxcfEBY53cBgIBRUX5txsnX9616FxjJ7dNmjSR9MOc8c6D\nmsZYlbOPeOOddhMTE6u147zL58wDJ7dNmjTxjSkjI8M9t+rPQTixzpgzMjLctezMGe93w6py1q2j\nptjMzEw3pz9ljTucOePky5Gamuo+VtX9IFwfpf3XNRgMho0JNw+aNWsm6Yc1Hm4eOPFV54GTL2ce\npKenu+c7+XJiD6Rqbp12nfnnVdMad4Tbvx3h5kFaWpo7XunAe31VTuzPye2B9gPHgdb4+vXrD3iu\nw3ues9c7nNz+3HngxDp7ftW92TsPnNzVtNc70tPT3T20pjVedR5492SHE3sgB8ptuDXesmVLnXzy\nyQdsEz/up87ZH3NYF8gRERGSpNdee00VFRXKy8tTfn6+hg8fLjNTXl6eu9kAAAAAteGwLZCPOuoo\n9/NG2dnZ7vFu3bqpW7duddQrAAAA1HeH5Q/pAQAAAHWFAhkAAADwoEAGAAAAPCiQAQAAAA8KZAAA\nAMCDAhkAAADwoEAGAAAAPCiQAQAAAA8KZAAAAMCDAhkAAADwoEAGAAAAPCiQAQAAAA8KZAAAAMCD\nAhkAAADwoEAGAAAAPCiQAQAAAA8KZAAAAMCDAhkAAADwoEAGAAAAPCiQAQAAAA8KZAAAAMCDAhkA\nAADwoEAGAAAAPCiQAQAAAA8KZAAAAMCDAhkAAADwoEAGAAAAPCiQAQAAAA8KZAAAAMCDAhkAAADw\noEAGAAAAPCiQAQAAAA8KZAAAAMCDAhkAAADwoEAGAAAAPCiQAQAAAA8KZAAAAMCDAhkAAADwoEAG\nAAAAPCiQAQAAAA8KZAAAAMCDAhkAAADwoEAGAAAAPCiQAQAAAA8KZAAAAMAjqq47UJWZaezYsSoq\nKlJMTIwmTJigY445xr1/6tSpmjNnjpKTkyVJ9957r1q0aFFHvQUAAEB9c9gVyO+88452796tWbNm\nafny5XrggQc0adIk9/6VK1fqoYceUuvWreuwlwAAAKivDrsCedmyZTrvvPMkSWeeeaa++OIL3/0r\nV67Uc889p02bNqlbt2667rrr6qKbAAAAqKcOu88gl5WVqXHjxu7/o6KiVFlZ6f6/d+/eGjdunKZP\nn65ly5Zp4cKFddFNAAAA1FOH3TvICQkJKi8vd/9fWVmpyMgf6virrrpKCQkJkqTzzz9fX375pc4/\n//ywbYVCoWrHduzYIUnasmWL7/5QKKSSkhI3JhQKubElJSVubHFxsSRpz549vvPDxTrtbtmyxdeu\nY8+ePZKkDRs2qKyszNfP8vJyhUIhVVRUSJI2b97snutcn127dvna27lzZ7XYyspKhUIhbd26VdL+\nFyChUMiN3bRpkxu7b98+X3tOn7Zt2+Yed8bpfcxQKOTGbt26Nex1d9qRpNLSUl+M9wWQo6Kiwhez\ne/duSdLGjRvd67Z3715fjHfeSPtz5RyrKV9V50G4WO9xp919+/a5/QqFQvr+++99sd55YGa+9qqO\n38uJdeaMMw+8ql4vZx6UlpZK8uerqprmgWP9+vXatGmTpJpz64w9FAr9aKzT11AopKgo/3bj5Mab\nA2cNOrndvn2775p550FiYmLYMdbEe02cdr///vtq16rqGndyu337dt+YNmzYoAYNGrhj8HJi9+7d\n68Y6+XHmjPP/cJx166gpdv369e4e8VPWuMOZM1X3nU2bNrljqrofhOujtP+6bt68OWxMuHngxDpr\nPNw82Lhxo6Tq88DJlzMPiouL1ahRI0k/5MuJPZCquXXadda4V01r3BFu/3aEmwfO11XXeLi9vion\n9ufk9kD7geOnrPEfEwqF3Lnj7PUOJ7c/Zx6YmRvr7AtV92bvPIiOjg4bU/U5q7i42O1HTWvcOw+q\n7skOJ/ZADpTbcGu86nMF6tZhVyC3a9dOCxYs0EUXXaTPPvtMJ598sntfWVmZsrOz9eabb6phw4b6\n+OOPlZubW2NbgUCg2jFnM01OTvbdHwgElJKS4sYEAgE3NiUlxY11FmR0dLTv/HCxTrvODxQ67Tqc\nBZ2RkVHtCTA+Pl6BQEBxcXGSpGbNmrnnFhUVSZJiY2N97TVs2LBabGRkpAKBgJo2bSpp/wuQQCDg\nxqamprqxDRo08LXnvBBJSkpyj1ctQhs2bKhAIODGNm3aNOx1d9qRpMaNG/tivC+AHHFxcb6YmJgY\nSVJaWpqbp6ioKF9MfHy8r4309HT3uxE15avqPAgX6z3utOs8gcTExCgQCFQr1rzzICIiwtdeKBSq\n8Ro5sc6cceaBV9UC2ZkHzli9+aqqpnngyMzMdJ/casqt8yQYCATcYrKmWCe3gUCgWoHs5MubA+ca\nO7lt0qSJpB/mjHce1DTGmnjjnXYTExOrtbNr1y63L97cNmnSxDemjIwM91wnX972vWPOyMhw17Iz\nZ7zfKavKWbeOmmIzMzPdnP6UNe5w5oyTL0dqaqr7WFX3g3B9lPZf12AwGDYm3Dxo1qyZpB/WeLh5\n4MRXnQdOvpx5kJ6e7p7v5MuJPZCquXXadeafV01r3BFu/3aEmwdpaWnueKUD7/VVObE/J7cH2g8c\nB1rj69evP+C5Du95zl7vcHL7c+ZBRESEG+vs+VX3Zu88cHJX017vSE9Pd/fQmta4dx5U3ZMdTuyB\nHCi34db4zp07f/a+hup+6pz9MYddgZyVlaVFixbpsssukyQ98MADeu2111RRUaG8vDzdeuutGjx4\nsGJjY9W5c2d17dq1jnsMAACA+uSwK5AjIiI0btw437HjjjvO/bpPnz7q06fPoe4WAAAA/kccdj+k\nBwAAANQlCmQAAADAgwIZAAAA8KBABgAAADwokAEAAAAPCmQAAADAgwIZAAAA8KBABgAAADwokAEA\nAAAPCmQAAADAgwIZAAAA8KBABgAAADwokAEAAAAPCmQAAADAgwIZAAAA8KBABgAAADwokAEAAAAP\nCmQAAADAgwIZAAAA8KBABgAAADwokAEAAAAPCmQAAADAgwIZAAAA8KBABgAAADwokAEAAAAPCmQA\nAADAgwIZAAAA8KBABgAAADwokAEAAAAPCmQAAADAgwIZAAAA8KBABgAAADwokAEAAAAPCmQAAADA\nI6o2GjEzff7559q1a5d7rGPHjrXRNAAAAHBI1UqBfPPNN6ukpESZmZmSpIiICApkAAAAHJFqpUDe\nvHmzZs2aVRtNAQAAAHWqVj6DfNxxx6m4uLg2mgIAAADqVK28g/zJJ5/oggsuUNOmTRURESFJ+uCD\nD2qjaQAAAOCQqpUC+a233qqNZgAAAIA6VysfsSgqKtLAgQN17rnnql+/fvryyy9ro1kAAADgkKuV\nd5DHjx+vCRMm6JRTTtG//vUvjRs3jh/aAwAAwBGp1v5QyCmnnCJJatWqlaKiaqXuBgAAAA65WimQ\nIyMjtWDBApWWluq9995TTExMbTQLAAAAHHK1UiDff//9evXVVzVo0CDNnz9f9913X200CwAAABxy\nB/VZiL179yoqKkqpqal65JFHaqtPAAAAQJ05qAJ51KhRmjhxoi666CL39x+bmSIiIvTuu+/+V22a\nmcaOHauioiLFxMRowoQJOuaYY9z733vvPU2aNElRUVEaOHCg8vLyDmYIAAAAgM9BFcgTJ06UJD3+\n+OM644wz3OP//Oc//+s233nnHe3evVuzZs3S8uXL9cADD2jSpEmS9r9j/eCDD2ru3LmKjY3VoEGD\ndOGFFyo5OflghgEAAAC4DqpAXrp0qdasWaOpU6dq2LBhkqTKykoVFBTotdde+6/aXLZsmc477zxJ\n0plnnqkvvvjCve+rr75S8+bNlZCQIElq3769lixZol69eh3MMAAAAADXQRXIiYmJ2rx5s3bv3q1N\nmzZJkiIiIjRy5Mj/us2ysjI1btz4hw5GRamyslKRkZHV7ouPj1dpaWmNbY0YMUKlpaVq2rSpNm3a\npPT0dP3jH/+QJE2aNEmLFi3Szp07JUm33Xab+wdOPvzwQ+Xn5+v//u//JEnPPPOMFi5cqJ07d6qs\nrEyS9M0332j06NEqLi5WRkaGFi1aJEl66qmn3I+X7NmzRyNHjtSKFSskSQsXLlR+fr6Ki4uVmpqq\nb7/9VpJ09913a9euXb6+L1iwQPn5+e678Y899phee+017d27V+vWrZMk/etf//L1YenSpZL2v7N/\n3HHHSZK2bdum22+/XUuWLJEk/f3vf1d+fr4++eQTSdIjjzzifoSlpKREt99+u0pKSpSWlqY33nhD\nkvSnP/1Jq1at0vbt2xUdHe3r52effab8/Hz97W9/kyRNmTJFn3/+uUpLSxUbG6vIyEiVl5crKSnJ\nvUZ//etftW/fPm3atEkpKSnavn17tdwtWbJE+fn52rBhg9LT07Vq1SpJ0oQJExQfHy9J+u677zRq\n1KhquXWMHz9esbGxkqRvv/1Wo0eP1saNG5Wenq6FCxe6uf2///s/7du3zz2vavEekwsAACAASURB\nVG6dPnzzzTeSpLFjx8rMJO1/0TZ69Gi9/fbbvsd+4okn9Pe//12StGPHDo0cOVJbt25Vs2bN9M03\n3+j4449XcXGx0tLStGXLFndel5aW6vbbb3fz8+677/rmzLZt29zxO7788kvl5+e7+Zo+fbq++uor\nN7ayslK7du1S48aNtXjxYkn7//rl6NGj9dlnn/nays/P1/r16yVJy5cv1+jRo93cvvjii1q5cqVK\nSkok7f+IlTMXP/nkE+Xn57t/VfOFF17Q8uXLtXXrVknSyJEjtWPHDiUlJWnTpk1KS0vTO++8I0l6\n/vnntWzZMpWXl2vv3r2SpGAwqFGjRun999+XJM2bN08VFRUqKipyc5ucnKzo6GiVlpYqOTnZza2T\nr82bN6tp06bu2rrtttu0fft2paSk6L333pMkvfLKK9q6datKSkrUpEkT7dq1y91Tvv76a40ePdrt\n5+zZs7Vp0yZ99913kqR77rlHjRo1UlxcnJYvX+67ji+99JLWr1/vXp8xY8a4e01RUZFGjx59wL9A\n+v3337tzJjU11c1tVXfccYckqXHjxu4ad3L76aefSpIefvhhHX300b7zVqxYodGjR1dr9w9/+IMS\nExMlSRs3bvTtB851ddatk9vbb79da9euDdu/yZMn69NPP3XX+G233aavvvpK0g9r3MnFc889p8WL\nF2vHjh3avXu3pP1rfPTo0e7anjt3rsrKyrR69WpJ0n333ef+1qS1a9dq9OjRbnsH4qxxZ69++eWX\nVVJS4q5xrzVr1oRd445w+7ejsLBQwWDQnTN33XWXoqOjFR8fr2XLlkn6YY07+Zs4caLmzZsXtr23\n337bt38//PDDOvbYY30xn3/+uS+3U6dOVVFRkbZv3664uDhJUkVFhRITE93cevfvL774wl3jt99+\nu/s89WNuu+02d407z52O5557TkuWLNH3338vaf9zs5PDf/7zn8rPz9eCBQskSc8++6w++ugjlZeX\nu7HOul+2bJnveWHNmjWSpHvvvVcNGjSQJP3nP//x7d8ffPCBry/h9m9njc+aNUvFxcW++VxRUaGR\nI0dWW+OFhYUKhUK+/buq9957z5fbRx99VPPnz5ckbd++XSNHjtSWLVuUmpqqN998Uz179vxJ1xqH\niNWC4uLi2mjGzMweeOABe/PNN93/n3/++e7Xq1atsmuvvdb9//33329vvfVW2HaWLl1qkqrdfvWr\nX1lBQYG1aNHCJNn48ePt4YcfNkl21FFHWUFBgfXp08ckWe/eva2goMCOPfZYXxvTp0+3X//6175j\nOTk5VlBQYEcddZRJsoceesgmTJhgkqx58+ZWUFBgF198se+cm266yaZNm2aSLCYmxqZPn26PP/64\nFRYW2kUXXWSSbMCAAVZQUGDp6enueY0aNbIZM2bY0KFDfe3l5ubazJkzLTU11STZ008/bXfeeadJ\nspNOOskKCwute/fuJskuvfRSmzlzpqWkpJgkmzRpko0ePdrXXrdu3aywsNBatWrlO/7cc8/Z008/\nbTNnzrRBgwaZJOvevbsVFhZay5Ytw153SXbqqadaYWGhnXvuub7jd911l7344os2depUe+qpp2zy\n5MmWm5vrixk6dKjNmDHDGjVqZJJs6tSpdvPNN/tiLrroIissLLTHH3/cpk+fblFRUSbJpk2bZr/5\nzW98sRdffLEvtxMmTLDnn3/epk2bZtdff33Y/l9//fVuvpx5cN1115kkO+uss6ywsNAeffRRKygo\nsEAgYJJs4sSJdt9999V4Tby3xx57zO655x6TZMcff7wVFBRYz549w8Y+9dRTNmnSJJsxY4YNGTLE\nJNm5555rhYWFdtppp9X4GC1btvTNg0GDBtnMmTPt6aeftueee84kWVJSks2cOdMuv/xyk2QXXHCB\nFRYW2imnnGKSbPTo0TZp0iSTZMnJyTZz5ky79NJL3Xnwwgsv2EknnWSS7M4777RnnnkmbF+ysrKs\nsLDQTjjhBN/xqVOn2i233GKS7Mwzz7TCwkLr3LmzSbKrr77apk+fbrGxsT/pmjpr/KGHHvIda9++\nvRUWFlrHjh3DnuNd4x07drTCwkJr3769SbJrrrnGNw8kWYsWLaygoMAeffRRKywstLZt21Zb47Gx\nsTZjxgy7+uqrTZJ17tzZN2eefPJJmzp1qk2ZMsXGjBnja79Lly5u7MyZM+2pp56yF1980RdT0xpP\nTk42Sfbss8+66/aKK67wrfHHHnvMZs6caUlJSSbJnn/+eRs5cuQBr+sdd9zhzoNmzZrZzJkz3fE7\n/5544okmycaMGWNPPvmkSbK0tDQrKCiwgQMHmiTr2bOnFRYW2vHHH+9rf9q0aXbTTTeZJGvTpo0V\nFhba2Wef7ZsHkZGRbuyNN95okqxdu3a+6/rEE0/Y9OnT7bnnnrMnnnjCt8Y7dOhghYWF1qFDB5Nk\nN9xwg02bNs2ef/55++Mf/2jTp0+3a6+91iRZp06dquXLyW1UVJRv/3bG36ZNG5NkN998s02dOtU3\nvuOPP94KCwvdNV51//au8ccee8wKCwvtwgsv9OXWu38/88wzNnnyZDe3559/ftj9O9yt6v7tXeMp\nKSlhc/vYY4/ZjBkzbNKkSfb000/72jv99NN9sc4av/vuu+3xxx83SZaRkWEFBQU2YMAAk/bv397n\n5nvvvdcmTpxokiwzM9MKCgqsd+/evse59tprbfr06b45c8MNN/hisrOz3XlQ0/7trPF27dqZJLvx\nxhtt2rRpNnnyZHf/btGihW9Mzhp3bo8++qibr8cff9y3fw8cONBmzpzpPo8/+eST1db4ueeea++9\n954Fg0FuB3lbunRprdSjB1Ug33zzzWZm1qVLl2q3/9Zbb71lo0ePNjOzTz/91FcQ79mzx3r27Gnb\nt2+3Xbt2Wf/+/WsszmsqkO+77z4zMzvnnHNMkv373/+2devWmSRr27atmZk98sgjJskeeOABMzM7\n66yzfG2Ymb322mu+Yw8//LCZmbvAvv32W1u9erVJsrPPPtvMzC2Yndvf//53MzOTZI0bN/b1f9y4\nce4maWbWunVr97zk5GQzM5s9e7avvUmTJpmZuZtcSUmJffbZZybJevToYWZm+fn57hOgmbkb1/bt\n26tdsxEjRpiZVSvsy8vL3X5OmTLFJNntt99uZma9evWqcRPu27evmZn99re/9R1fvny5b+zBYNDd\nnJ3b7NmzzczcJwQzs3fffdcXc++99/raiY+Pd2PfeustX+z9999vZmadOnUySbZmzRr3vNdffz1s\n/19//XU3X5GRkWZm9pe//MUk2fDhw32P7Twxfvfdd1ZUVPSjT1CSbMOGDbZy5UqTZF27djUzcwvm\nqrfNmze7j1VYWGiS3PXYr1+/Gh+jZ8+eZmY2atQok2RTpkxx2ykvLzdJduyxx5qZ2Z/+9CeTZCNH\njjQzc1+0LV261LZv327S/id5M7PJkyebJMvPz7dgMGg9evQwSfbpp5/ali1bwvZlzJgxZmbWrVu3\nautrwYIFJsny8vLMzNyCZs6cOWZmlpiY+JOuqSRbvXq1ffvtt75jgwcPNjOr9iLT24e//vWvJsmG\nDRtmZmaDBw82STZz5kx3Hji3zp07+/LvvHB8++233dgmTZqYmdmcOXNM2v+Cqyaff/65r/2bbrqp\nWsyePXt8MVXX+OTJk83M3MLz+++/d891irXbbrvN16bzgrG8vNw+/vjjA17XTz75xLZu3WrS/uI8\nHKdYX7FihW3atMkk2SmnnGJm5r5wuueee8zMrGvXrtVy8M4775i0vyA0M7egmTt3rpmZxcXFubF/\n+9vfTJJdccUVNV7XYDBoZj+s8auuusrMzH2R+cYbb1Q7Z/78+SbtL8rDkWTx8fFh77vkkktMkr37\n7rturHNz3vy5++67Taq+f3vXuOOOO+4wqfr+vW3bNnd8TsF46623mplVKyrD3aru3941fsIJJ9R4\nPR0lJSW+9gYMGOC731njX3zxhRUXF5u0/w0TM3NfOI0bN87MzH0DZdWqVRYMBk3a/0LZzGzs2LG+\nx5k3b56ZmUVHR7vz4I033vDF/OEPf6iWr4iICDP7Yf921viVV15pkuxvf/ubG//vf//bJNk555zj\na+eyyy7zPc769eurXRdn/3766afNzNwXK5s2bbIVK1b4zr/55pvd+YmDU1sF8kF9xOLJJ5+UpGrf\nwjgYWVlZWrRokS677DJJ0gMPPKDXXntNFRUVysvLU35+voYPHy4zU15entLS0mrtsQEAAIBa+ZvQ\nH374ofbu3Ssz03333adbbrlFOTk5/1VbERERGjdunO+Y83laSerWrZu6det2MN0FAAAAalQrf0nv\nscceU4sWLTR9+nS99NJLmjVrVm00CwAAABxytVIgN2zYUCkpKe5f1XP+aAgAAABwpKmVAjkhIUHX\nXHONfvWrX6mgoIA/3AEAAIAjVq18BvmJJ57Qt99+qxNPPFGrV6/mzz8DAADgiFUr7yBv2bJFTz75\npHr37q3HH39cGzdurI1mAQAAgEOuVgrku+66S3379tVLL72k/v37684776yNZgEAAIBDrlYK5F27\ndunCCy9UYmKievTo4f65WAAAAOBIUysF8r59+9y/lV5UVMRvsQAAAMAR66B/SK+srEy33nqr7rjj\nDm3atElpaWkaP358bfQNAAAAOOQOqkCeOXOmXnzxRUVFRemuu+5S165da6tfAAAAQJ04qI9YvPba\na/rb3/6mWbNmafr06bXVJwAAAKDOHFSBHBMTo5iYGCUnJ2vPnj211ScAAACgztTKD+lJkpnVVlMA\nAABAnTmozyCvWbNGI0aMkJm5XzsmTpx40J0DAAAADrWDKpAff/xx9+vLLrvsoDsDAAAA1LWDKpDP\nOuus2uoHAAAAcFiotc8gAwAAAPUBBTIAAADgQYEMAAAAeFAgAwAAAB4UyAAAAIAHBTIAAADgQYEM\nAAAAeFAgAwAAAB4UyAAAAIAHBTIAAADgQYEMAAAAeFAgAwAAAB4UyAAAAIAHBTIAAADgQYEMAAAA\neFAgAwAAAB4UyAAAAIAHBTIAAADgQYEMAAAAeFAgAwAAAB4UyAAAAIAHBTIAAADgQYEMAAAAeFAg\nAwAAAB4UyAAAAIAHBTIAAADgQYEMAAAAeFAgAwAAAB4UyAAAAIBHVF13wGvXrl0aOXKkSkpKlJCQ\noAcffFBNmzb1xUyYMEGffPKJ4uPjJUmTJk1SQkJCXXQXAAAA9dBhVSC/9NJLOvnkk3XTTTfpjTfe\n0KRJk3TnnXf6YlauXKkpU6YoKSmpjnoJAACA+uyw+ojFsmXL1LVrV0lS165d9dFHH/nuNzOtXbtW\nd999twYNGqQ///nPddFNAAAA1GN19g7ynDlzNG3aNN+xZs2auR+XiI+PV1lZme/+HTt2aPDgwRo2\nbJj27t2rIUOG6PTTT9fJJ598yPoNAACA+q3OCuTc3Fzl5ub6jt18880qLy+XJJWXl6tx48a+++Pi\n4jR48GDFxsYqNjZWZ599tlatWvWzCuTvv/9eoVBIu3fvliQVFxerYcOGkqQ9e/YoFApp+/btvtg9\ne/b42giFQiopKQnbrhO7YcMG9zF2796tUCik77//3ndOSUmJQqGQpP3vjjtfS1Jpaakkafv27QqF\nQtq7d697nxO7ZcsWX3vbtm3zxa5fv14bN26UtP/z3aFQyG3Xid23b58bu2nTJl97ZWVlCoVC2rlz\np+/4+vXrFRcX57bjjd21a5dqsnPnToVCITfHjo0bN1Ybu9OuY8uWLQqFQqqsrJS0PwebN2/2xTg5\n8F4nJ7amfHnngTOmqrEOb76qtrtjxw7ffd55sGPHjrDtVbVhwwZt3bpV0g9zxslXVevXr3evtXNO\neXl52Hx5OfPAefHpzANJqqiokCTt27dPoVDIbbdqbjdt2uS+kHVinXyVlpaqtLTUjd24caNiYmLC\n9qW0tDTsnPHmtqKiwjdnnHng5PanKC4urtYHJ1815SZcbp1Yp09eTr4czrXcvHlztTXurFsnX+E4\n69YRLta7J0g/bY0791XNreNA+0FVmzZtcvfOvXv3hh2Ldx5ERET4Yr1zxrsWHT9nHnjzFS4/Duex\naspt1TXuPJY3Npyq+7cj3DxwVF3j4fbvqmvjQLktLy9XaWlptdweaD9w/JQ1fiDOYzqcvd7hnQdO\nn5154DzfVp0HxcXFbr6d5+aq18OZB44D7fVV/dR5UFxcLKnmNe7YsGGD+/zkqOl5fMOGDWHXuHMN\ncHg4rD6D3K5dOy1cuFCnn366Fi5cqA4dOvju/+abb/T73/9e8+fP1969e7Vs2TINGDDgZz1GYmKi\nAoGA+4SZnp7uFkbR0dEKBAJq0qSJLzY6OtrXRiAQUEpKSth2ndiMjAx3McfExCgQCCgxMdF3TkpK\nigKBgCQpIiLC/VqS++KgSZMmCgQCior6IVVObHJysq+9pKQkX2xmZqa7IGNjYxUIBNx2ndgGDRq4\nsVXfsU9ISFAgEHCfBB2ZmZlq1KiR2443NjY2VjVp2LChAoGA+wOWjrS0NN/YQ6FQtc+YJycnKxAI\nKDJy/6eCAoGAmjVr5otxcuC9Tk5sTfnyzgPn3KqxDm++qrbbqFEj333eeVD1BUFNMjIy3POcOVP1\nRaIjMzPTfWznB1nj4+PD5svLmQfOk58zDyS5Tw4NGjRQIBBw262a29TUVGVmZvpinXw1btxYjRs3\ndmPT0tLc2KoaN24cds54cxsXF+ebM848cHL7U6Snp1d7DCdfzjyuKlxunVinT15OvhzOntKsWbNq\na9xZt06+wqn64jdcbNUC+aescee+qrl1eGOrvgCtyjsPoqKiwo7FOw8yMjJ8sd45412Ljp8zD7z5\nCpcfRygUOmBuq65x57G8seFU3b8d4eaBo+oaD7d/V92LDpTbJk2aKBQKVcvtgfYDx09Z4wdS9TGc\nvd7hnQepqamSfpgHzvNt1XmQnp7ujtd5bq66jp154DjQXl/VT50Hzv5d0xp3ZGRkuHPcUdPzeEZG\nRrUX+fHx8e41wMFZv359rbRzWBXIgwYN0qhRo3T55ZcrJiZGEydOlCRNnTpVzZs31wUXXKB+/fop\nLy9P0dHR6t+/v0444YQ67jUAAADqk8OqQG7YsKGeeOKJaseHDh3qfj18+HANHz78EPYKAAAA/0sO\nq99iAQAAANQ1CmQAAADAgwIZAAAA8KBABgAAADwokAEAAAAPCmQAAADAgwIZAAAA8KBABgAAADwo\nkAEAAAAPCmQAAADAgwIZAAAA8KBABgAAADwokAEAAAAPCmQAAADAgwIZAAAA8KBABgAAADwokAEA\nAAAPCmQAAADAgwIZAAAA8KBABgAAADwokAEAAAAPCmQAAADAgwIZAAAA8KBABgAAADwokAEAAAAP\nCmQAAADAgwIZAAAA8KBABgAAADwokAEAAAAPCmQAAADAgwIZAAAA8KBABgAAADwokAEAAAAPCmQA\nAADAgwIZAAAA8KBABgAAADwokAEAAAAPCmQAAADAgwIZAAAA8KBABgAAADwokAEAAAAPCmQAAADA\ngwIZAAAA8KBABgAAADwokAEAAAAPCmQAAADA47AskN9++22NGDEi7H0vv/yyBg4cqMsuu0z/+Mc/\nDm3HAAAAUO9F1XUHqpowYYIWLVqkVq1aVbtv8+bNmjFjhl599VXt3LlTgwYNUpcuXRQdHV0HPQUA\nAEB9dNi9g9yuXTuNHTs27H0rVqxQ+/btFRUVpYSEBLVo0UJFRUWHtoMAAACo1+rsHeQ5c+Zo2rRp\nvmMPPPCAfvWrX2nx4sVhzykrK1Pjxo3d/zdq1EilpaW/aD+ratCgwS/SbmTkYfda5Yj3S13TyMhI\nRUUddt98+Z8SERHxi7X9S+X2l+zz/6pfaj/+udi/61ZUVJT27Nnzk2IbNGhw2MwbHN4ajK3p7dpf\nWOvWrXX55Zf7bmlpaZKkYDColStXqlevXr5zgsGg1qxZo27dukmS5s+fr3PPPdc9z2v9+vU6+uij\n1adPH5111lnKzc1V27ZtdeGFFyo6OlrNmjXTGWecofbt2ysiIkJJSUnq2bOn0tLS1LhxY2VkZOjC\nCy9UVFSUmjVrpjZt2ig7O1u9evVS8+bNFRsbq5SUFLfd7t27u7Ht2rVT27ZtFRkZqSZNmqhXr15K\nTU1VQkKCAoGA8vLy1L59e3Xp0kV79uxRIBBQVlaWjjnmGJWWlqq0tFSJiYkKBALq3r27IiMjlZqa\nqo4dO+qiiy5S165d1aJFC8XFxSklJUV5eXlq27atLrjgAkVERCg1NVWdOnXSaaedpsjISHdsycnJ\nSkxM1NFHH61u3bq5sZ07d1arVq0UFRWlJk2aaODAgWrXrp169OihuLg4JScnq1WrVurXr5/OP/98\ntWzZUmVlZSotLVWjRo2UmpqqHj16qGHDhkpOTlbr1q3Vt29fdevWTd27d1d2drbOOussZWVlKSkp\nSUlJSWrevLlyc3N11llnqWPHjtq5c6c79tLSUiUnJystLU15eXlq166dunbtqsrKSqWnp6t79+5q\n0aKFYmJilJycXC23ThsZGRnKyspS8+bNq8V2795d0dHRSklJUZs2bdSuXTvt2LFDpaWlio2N9cV6\n87V3714dddRRysrK0rHHHquGDRsqJSVFPXr0UEJCgvvYqampateundq0aePmoH///mrfvr1ycnLU\nsWNH5eXlqUOHDurfv7+6dOmiM844w43t1auXUlJS3HngjT3vvPN06qmn+nLQrFkzZWVluflq2bKl\n+vXrp65duyorK0u9e/dWp06dlJWVVW0eSFJpaakqKircdgKBgNuuN7etWrXS2WefrcrKSqWkpKhn\nz57KzMz0zYPY2FhlZmbq1FNP1VlnnSUzU3JysjsPnOvao0cPxcTEqFmzZjr11FPVp08f9ejRQ8cd\nd5yio6OVnJysrKwsNWnSRElJSWrRooW6du2qffv2KSMjQxdccIHOO++8amvcydeAAQPUqVMntW/f\nXpLUtGlT9e3bVx07dlRWVpYaN26spKQknXDCCRowYIDOPvts9e7du9oaz8rKUkJCgpKSknTiiSfq\n7LPPVmRkpI466ij17NlTnTt3Vs+ePZWamurmv2nTpjrppJN0zjnnuGu8R48eOuaYY9x1m5WVpfj4\neN+8d27OnjRgwAC1b99eWVlZ7hsCzq2srExpaWm6+OKL1alTp5+0xqvOGSe3TptpaWnq0KGDWrdu\nraioKCUlJbn7gbMWnXXr5NYZS2ZmZrVxpKSk6NRTT1XHjh3dedCrVy9lZGQoISFBaWlpvnlw+umn\nq0+fPsrKyvKt8aysLCUmJiopKUnHHXecOw8yMzPdNe6sWyc23HUtLS3V7t27FRMT4/bbmQcnnnii\nu8a98c4ad+ZB1fbC7d/efezkk0/WOeeco927dyszM1MXXXSRzj77bN8aP+qoo6rt39417n1eCJfb\n1q1bu7FJSUnuWoyLi1PTpk3d/btr16668MIL3bXo3etrWuM15bbqNU1JSXHb7dmzp5o0aeKbB6ed\ndpo6duwoSUpOTlbPnj2Vnp6uhIQEpaenq0ePHu6efMYZZ6hDhw7uuu3Vq5fS0tIUFxenY445xl3j\n5513nvbu3avMzEz17NnTNw+qPjdXzZd3/666xp3nZucNOGdPbtasmW+Nn3zyye7+feaZZ4bNVyAQ\n0AUXXOB7Hj/ttNPUoEED3xrv0aOHGjVqpN27dx/wWnP78VtZWZkCgcBB16kRZmYH3UotW7x4sWbP\nnq2JEyf6jm/evFnDhw/XnDlztGvXLl166aWaN2+eYmJiqrWxbNky94mxvgmFQrWS/MMV4zuyMb4j\nW30eX30em8T4jnT1fXyHSm3Vf0fE94mnTp2q5s2b64ILLtDgwYN1+eWXy8x06623hi2OAQAAgP/W\nYVkgO9++cwwdOtT9Oi8vT3l5eXXQKwAAAPwv4CcLAAAAAA8KZAAAAMCDAhkAAADwoEAGAAAAPCiQ\nAQAAAA8KZAAAAMCDAhkAAADwoEAGAAAAPCiQAQAAAA8KZAAAAMCDAhkAAADwoEAGAAAAPCiQAQAA\nAA8KZAAAAMCDAhkAAADwoEAGAAAAPCiQAQAAAI8IM7O67sQvYdmyZXXdBQAAABxi7du3P+g26m2B\nDAAAAPw3+IgFAAAA4EGBDAAAAHhQIAMAAAAeDcaOHTu2rjtxpNm9e7fmzp2riooKpaamqkGDBnXd\npVpVn8dXn8cmMb4jHeM7stXn8dXnsUmMD9VRIP9Ma9as0XXXXaeYmBgtX75ca9euVYsWLdSoUaO6\n7lqtqM/jq89jkxjfkY7xHdnq8/jq89gkxofwKJB/plWrVikpKUm///3vdcwxx6ioqEhffvmlOnbs\nWNddqxX1eXz1eWwS4zvSMb4jW30eX30em8T4EB6fQf4RxcXFGjdunN544w2FQiGVlpZq8eLFkqTj\njz9e55xzjtatW6c1a9bUcU//O/V5fPV5bBLjY3yHN8Z35I6vPo9NYnxH+vgOFQrkA1i9erVGjRql\nQCCg8vJy/fa3v1WvXr20fv16LVy4UNHR0QoEAkpKSlJJSUldd/dnq8/jq89jkxgf4zu8Mb4jd3z1\neWwS4zvSx3coUSCHsW/fPvffZs2a6dprr1VeXp7S0tI0depU3XnnnZo4caIkKTMzU8XFxYqLi6vL\nLv8slZWVkurn+Orz2CTGx/gOb4zvyB1ffR6bxPiO9PHVBQpkj3Xr1kmS+9Od5eXlSk1N1erVqyVJ\n99xzj/70pz/pzDPPVJs2bTR+/HgNHz5ckpSenl43nf4vREbuT3t9HF99HpvE+Bjf4Y3xHbnjq89j\nkxjfkT6+usAP6Unatm2bnnzySb3wwgvq1q2bIiMj9Ze//EUtW7bURx99pPj4eKWlpSklJUXr169X\nKBTSb37zG7Vo0ULHHHOMrr/+eiUkJNT1MGq0detWvfrqq4qOjlbDhg0VW1J1LAAAIABJREFUExOj\nV155RaeccsoRP75t27Zp0qRJ2rFjhyIjI5WUlKSXX35ZrVq1OuLHZmbavXu3PvjgA8XHxys+Pl4V\nFRWaP39+vcidtH9uvvzyy4qOjlZiYqIaNGigOXPm1JvxMT8Z3+E6vq1bt2ru3LmKiYlx1159eV6Q\n9o9v9uzZatCggRISEhQdHc3ecgSN73DwP/8O8owZM3Trrbdq8+bNiomJUXp6uho1aqQGDRro6KOP\nVufOnfXZZ5/pww8/lLT/2xgnn3yyoqKi1KJFC3Xv3r2OR3BgH374oa688koFg0HNmzdPhYWFkqT4\n+Pgjfnwff/yxrr76alVWVqqoqEgvvviiJCkuLu6IH5skRUREaMWKFZoyZYq++OILSfvHFhUVVS/G\n99FHH2nIkCFat26dpkyZog8++EARERGKjo6uF+NjfjK+w9WSJUvctTd9+nTNmjVLkpSQkHDEj036\nYXzfffedpk+fro8//pi95Qga3+Hif/od5O+++04ffvihfv/73ys7O1vr1q1TmzZtFB0drVNOOUWS\ndNJJJ6miokILFixQYWGhzEwDBw5Uw4YN67j3P827776rc889V8OHD1dGRobee+897dixQ9nZ2ZKO\n7PG98cYbysrK0uDBgxUbG6s1a9aoa9euatmypaQje2zS/l/s/swzz2jjxo2Kj49X06ZNlZKSUm/m\n5vvvv6+2bdvqhhtu0Nq1a7VlyxZ16NCh3oyvPs9PM9OePXvq7fys7+NbunSp2rRpo2uvvVapqala\nsmSJNmzYoH79+kk6sscmSe+88446d+6s6667TqtWrVJpaanat29fL3In1e+95XASVdcdOJTMTPv2\n7dPEiRM1bNgwHX300Ro1apSk/RvGkiVLqv3i7G3btqlnz57q2LGjSkpKdOKJJ9ZF13+WESNGqF+/\nfjrvvPP09ddfS5L69u3r9v3jjz9Wly5dlJKSoq1btx4x41u9erVmzJih888/X506dVJiYqKaNm0q\nSdq1a5dWr16tffv2uZ8hP5LGJu3/Ze4vvviizj33XJ122mk69thj1a9fPzVq1EgLFizQ559/ruOP\nP94d35E2N73569Chg6Kjo/X1119r3rx5+vDDDxUbG6sZM2aoe/fuOuqoo7Rly5Yjdnz1cX464+vW\nrZtOOukkHXPMMerbt6/i4+Pr1fysj+Pzjq1du3batGmT/vOf/6h///466aSTdN555+nNN/+/vTOP\ni7Jc//97mGGAYQfZBVlFAVFcQUnEHUFSK/VEatlxO3pOZS8tzXNe5VIuuaQpWmlmuaaGiiuiogmu\nWSm7SAiJoiI7DNv8/vDHc1DBtL4e5hmf95/O8PL+vK7PfV33PM99X/dBQkNDsbGxEZ034cG6p1Ao\n8PHxQa1WExcXh5OTE9HR0URERODs7Cy63AIP6quvr8fGxgbQjdyirTxXWyxkMhl3794lPj6eHTt2\nAPcXzfX19XTq1AkXFxfS0tKE75eUlLBo0SLu3LmDpaWl1pustrYWgJSUFGJjY6mtreWdd94hISGB\n7du38/HHH2NiYoKFhQWlpaWUlJSwePFiUei7cOECc+fOxdvbm6ysLKZNm8bo0aPp2rUrcP+JwYAB\nA5DL5dTW1lJZWSmq2J07d44PP/wQX19fcnJyWLlyJQAdOnSgY8eOuLm5kZ2dTUpKCgDFxcWi0tc4\nfteuXWP69OmMHDmSwMBAVq9eTd++fZk5cyY5OTnExsZSWVnJkiVLRKlPF/3ZWF92djazZs0CoGPH\njjrnT13T11jb1atXmTlzJuPGjePUqVNkZWUJr+VNTEy4e/cupaWloqkL8GDd279/P2VlZURFRdG2\nbVvq6uqYOnUqH3zwAXfv3uXo0aNUVFSIKrc8rK+iooLJkyfTqVMnAOLi4kSdW7SZ52qBXF1dzY4d\nOwgKCiIpKYlLly4hk8nQ09OjsLAQa2trZDIZcH/PjpmZGfPmzaNVq1YtPPLHo9FoAFAoFJSVldG1\na1cKCgpISEjA0tKSdevWYWxsjKurKzNmzKC0tBSVSiUKfQ2ta9RqNR4eHkRFRTFx4kTUajWbN28G\noKysjOrqaoYPH87u3buZN28eAAsWLNBqbfDfloL37t0T9AUEBGBvb49arRYOUTQ8FUlKSqKoqAhz\nc3Otjx00Hb8JEyZQXl7O9u3bcXNzw8TEhLFjx+Lh4YG+vj5+fn4YGRmJVp8u+bMpfW+++SZ1dXVs\n3rwZY2NjQLf8qSv6mvNmUVERJ0+eZNq0aYIX3d3duXHjBsbGxpiammq9Nmi67t26dYuLFy8K31Gp\nVAwePBhnZ2cUCgUdOnRApVKJQl8DD+s7f/688FllZSU1NTWizC1i4LlaICuVSgICApg+fTrDhg1j\n/fr1wme2trYUFhZy8OBB4L8tUxQK7d6FotFohEU93D+U16dPH2bMmMHnn3/OtGnTsLGxQU9PD2Nj\nY6ZMmYJKpcLExASNRqPV+jQajRCH6upqzM3NhVZ8s2bNYv369dTU1FBUVERcXBzTpk0jMTGR8ePH\nY2RkJLxu0lY0Go0wRnd3dyZOnEh5eTkLFy4kOTmZKVOmcO/ePQCsrKzw8/PDwsICAwMDQPu9Cfxh\n/Nq0aUNNTQ2rVq1i/Pjx3L17l7Zt2wLar+958OeT6ANx+lOX9T1O2+zZs1m8eDGvvPIKZmZmLFy4\nkKioKFq1aoWFhYXW1wV4fN377LPPmDZtGoWFhcyfP58VK1Ywfvx4iouLcXNzE42+xjSl7+7du+Tn\n54syt4gFnTykV1JSQmJiIjY2NiiVSoqKiti9ezd+fn44OztjZGSEi4sLhw8fRk9PDy8vLwC8vb2x\nsLCgdevWLazg8ajVapYuXYqzszMWFhZCux5/f38KCgo4f/48ly9fJi0tDVdXVyIjI7GwsCA/P59O\nnToxbtw49PX1H0gw2kJeXh579+7FwsICpVJJfX09+/btw8vLi9OnT2NjY4ONjQ2tW7fm119/RU9P\nj/r6eo4ePcqcOXN4/fXXsbCwaGkZzZKXl8eOHTuwsLDAyMiImpoadu3aRa9evQTNPj4+TJo0iWPH\njpGbm0uPHj2A+4toX19f9PX1W1hF8zw89woLCzl8+PAj8XN2dubChQuoVComT56MoaEhHTp04O9/\n/7vw1E4beR78+TT61Gq1cPBJDP7UZX0P14XHzb2LFy+iVCqFw9v+/v7CgS9trAvw5HUvNTWVNm3a\nEBkZibe3N2ZmZvj7+zN+/HhUKpXW6nu4NtTV1bFt27Ym9bm5uREZGUl6ejrHjh0TRW4RIzr5BDkh\nIYHvvvuO1NRUAGHfbcN2CgBTU1NGjRrFmjVrhD0+Li4uwmJEm7lx4waHDx8WXuGampoKh4HS0tJI\nSEigc+fOfPXVV2RmZpKRkYGNjQ3h4eH079+/JYf+WPbs2cOUKVO4ffs2W7duZefOnRgYGKBSqfD0\n9MTX15ezZ88Kr9CUSiWenp507dqVEydOCPs9tZUDBw4wdepUCgoKWLduHcnJyRgaGmJubi480air\nq8PR0RG4f9uRn59fSw75qXl47pmZmQlxejh+KpUKZ2dnrKysCAwMpHfv3i059D9E1/35Z/T5+/u3\n8KifHF3X93BdMDMzQ19fv0ltRkZGuLq6YmhoSLt27QgKCmrJoT8RT1P3rl69SkZGBnZ2dnTv3p3g\n4OCWHPof0lRtUCqVWFlZAY/qy8jIID09ncDAQFHkFrGiU0+Qa2pqqKqqYvny5VRXV6NUKnFwcMDc\n3Fx4StwYFxcXITnK5XKt/WXZQG1tLXp6ety+fRu1Wk1WVhb29va4uLgI+tq1a8eIESPw9fXF0tIS\nS0tL/P39tf6VEsDBgweJiori5ZdfxsLCggMHDmBiYiL0bGzbti0lJSXs37+fLVu2YG1tTUREhChi\nBxAbG8vo0aN59dVXOXnyJCYmJrRv316InUaj4cCBA2zZsoVNmzZhamrK3/72N619YtWYJ5l7TcUv\nPDxcFN4E3ffnn9Gn6/ETg77H1YWG7Upi1Qa6X/fgj2tDc/rEUBvEjKgXyBqNhvLychYtWkRwcLAw\nGZycnAgMDCQzMxONRvPAKc6GnpZwf39k+/btUSgUWlnAmtO3b98+2rdvT48ePVixYgV3797F398f\nuVxOYWEhVlZW1NTUIJfL8fDw0NokceHCBdauXYtcLsfR0ZGdO3dSXV1Nt27dMDIyIiEhgZs3bxIY\nGIhCoaC4uJhOnTrRsWNHQkNDGTZsmGhip6enx+XLlwkMDEStVvPJJ58gk8nIzMykffv2KJVK7t27\nR8eOHXF3dyc0NJQRI0ZobQL8M3OvufhpK7rsT/i/06et6Kq+P1MXSkpKhI4c2qwNdL/u/ZnacOfO\nHaytrR/Qp621QZcQ9RYLmUxGXl4ecXFx7Ny5U/j3jh070q1bN+zt7cnIyCArKwuA69ev8/nnn1NR\nUdFSQ34qmtNXU1ODlZUVx48fJy8vT7gFMDs7m9WrV1NRUaH1k+fIkSOsXLmSgIAAkpKSmDdvHrNn\nz2bbtm3ExMSwePFiHB0dUalUlJaWkpuby2effUZFRQUODg44Ozu3tITH0jh227dvB2DixInY29sj\nk8n46KOPmDRpEjk5OZw4cYKbN2+yYsUKKioq8PDwwN3dvYUVPJ4/M/fEFD9d96ekT7z6nrYuXLt2\nTcgt2q4NdLvuwdPXhlu3bhEdHS0afbqEqBfIZWVl7Ny5k4EDB/LDDz9w48YNlEqlYKLevXujVqtJ\nTEykuroaFxcX5s6d+8hlINrKw/ry8vKA+/uRZs2ahYuLCytWrODMmTMUFRXh5uam9foaTudWVFTQ\npUsXhg8fznvvvcfZs2fJz89n8+bNlJeXExQUxBtvvEFxcTEmJiY4OztrvbbGNI7d3r17uXHjhvCZ\nlZUV/fr1o3Xr1hgaGuLn54e9vb1o9enS3NN1f0r6xK0Pnr4uuLu7i0Yb6Gbda8zT1gY7OztR6dMl\nRLfFor6+XnhlqVQqqampISoqitu3b5OQkEBoaKhwEM/c3Jzbt29jbGyMp6cnenp6Wvu6syma0te3\nb1/atGnDuHHjCAwMxMnJCUNDQ7y8vLS2M0VjGsaXlpaGWq3G2dkZExMTrK2tWbJkCZMmTRJezy9Z\nsgRfX1+6du2qE7ELDQ2ltraW9957j/T0dKKjo7G1taV///5a/Soe7nenaGhvBbo59xq3jtJFf9bX\n1wvxkfSJT18DulgX/qiui1nftWvXsLS0FPKLrtUGXUYUC+SGW4u6du2KgYGB8JRAJpPRpk0bFAoF\nLi4u7NixAxcXFxwdHamurkYul+Pl5UW7du20+qBMcnIyy5Ytw8LCAnNzc5RKpTCZGuv7/vvvcXFx\nwd/fX2gD07CPWqlUaqW+hvY0rVu3FlpeyWQyqqqqOHPmDI6Ojtja2uLt7c3Ro0dxd3enXbt25OTk\nMGjQIIYNG6bVsUtLS2PdunWYmJhgaGiIkZGRcKjkYW86OTnh4uKCp6cnKpWKPn36MGrUKK1O8Kmp\nqSxcuBCFQoG7u7uwAAF0Yu6lp6dz6NAhHBwcMDQ0FPTpij8fzp0NOUNX9KWlpRETE4O9vf0D/V91\nQd+T5hYx1gW4r2/fvn3CVpfG9UFX9M2bN49z584xYMAAYZxNrVvEWBueB0SxQE5NTWXlypUoFAq6\ndOkC/PdJZENBMzExoaamhg0bNvDyyy8LibJxQddGdu3axddff03//v3RaDQ4Ozs/MCma09f4M21m\ny5YtHD9+HA8PD+HueJlMJuxRzc7ORqVSYWVlRWJiIuHh4djY2ODj44OTk1MLj/7xfP3112zcuJG2\nbduSmppKRkYG3bp1E+LSVOxeeeUVLC0tadOmDQ4ODi05/Mei0WhYtmwZGzduZOrUqYSEhDziN7HP\nvW+++Ya1a9dibGzM2bNnKS4uFnre6oI/ofncqQv6Nm7cyLp16zA1NSUxMREHBwdsbW0B8cfvz+QW\nMdWF9evX88UXX2BsbMypU6ewtbUV9uCCuPWVlZWxfPlyDh06RFVVFU5OTvTp0weZTPZYfWKpDc8T\n2nnM8/9TW1uLQqFArVYzfPhwjh8/Tnh4uNAntvErNYChQ4cKT18Brf7l1TD2oqIiJk+eTFlZGYcP\nHwbuN6R3c3MTtT6AW7duceTIESwtLTl//jxOTk6YmZkJcX3llVc4fvw4X375JcXFxQQEBAh9LbWd\nuro6rl69ytKlS7G3t2fPnj3CrXcP3/IE4oudTCYT2szdu3eP999/nx49euDn54eXl5fovVlfX09x\ncTGffPIJnp6e/Pjjj+zfv5/WrVsLPUXF7M8GmsudIF59DfMrOzubhQsX4uHhwbRp0ygrK3vge2LV\np8u5pWH8+fn5fPTRR/j6+vLuu+9SWVkpfEfsuSU5ORljY2PWrl3LlStXhN7TTcUOxKfveULrniAX\nFBSwfPlyevfuLUyS7777jqFDh2Jtbc2aNWuEdjwPG0lfX5/27ds/8EtN24iPj2f16tVcv36dTp06\nsXv3bq5fv05NTQ3BwcH8/PPPxMXFMWjQINHpi4+P55tvvqGuro7WrVtjbGyMq6srfn5+pKeno1Ao\naNOmjRBXlUqFj48Pvr6+DB06lP79+2ulrgbi4+PZsmWLoOOXX37B398fExMT4uPjKSkpoWfPnk1q\n0PbYwX+9mZOTI9zetG/fPgoLCwkLCyMzM5PY2FjCw8NF5014MLfIZDJWr16Ng4MDXl5emJqaUl5e\nzqVLl4RLBcTqT7lcjoODA3K5nG+++YbIyMhHcieIU19D7gwICCA3N5dOnTpx48YNli5diqGhISkp\nKcIPHDHpe15yS0PsTp06RVFREWlpaRw7dozq6mpyc3Px9/cXZW6Jj4/n888/Jzc3l8GDBwsXr+zd\nu5esrCz69esHNL34FYO+5xWte1eRlpbGoUOHiI+PB+7/mm7Yd3T27FkyMzOpq6sD7rd9ERMbN25k\n27ZtvPbaayQnJ7N48WLGjBnD9u3b8fHxITg4mDFjxqBUKrly5UpLD/ep2Lx5M1u2bKFHjx4cPXpU\nSPZdunThhRdewNzcnNTUVPLz84EH75p3dXUVtl9oK1u3bmXLli107tyZvXv3snjxYqZPn46dnR0V\nFRWcO3eOl156CUB4GtJYo7bT2JspKSksWLCAkJAQfH19+de//sULL7zA2LFjMTU1FZ03G2jILUeO\nHAEgKiqKVatWAQivNgEKCwsf+Dux+fPAgQPMnz8f4Ilypxj0NfbnlStX+Pe//824ceOwtLREqVSy\natUqXnrpJVJSUkhKSnrgb7Vd3/OUW65cucKCBQuYNWsWRkZGbNiwgffee4/IyEjOnTvHyZMnW3q4\nT02DvjFjxpCamsrs2bOFz0JDQ6mrq6O4uFha/IoQrVggx8bGEhcXh0ajITY2lrCwMNavX09VVRVy\nuZyLFy8yZ84cgoODmTt3LgcPHgQQTU/AmJgYfvzxRwDCwsIICAhg2rRplJSU0K5dOwICAjhz5gxw\n/wdBZWUlHh4eLTnkJ2bPnj2cPn2auro6BgwYwJAhQ2jXrh3m5ubU1dUJMQoODubevXskJiYC4nmN\ntGfPHhITEzE0NCQ0NJQhQ4bwwQcfcPDgQdLT0wHIz8/Hw8MDNzc3Vq5cyYYNG6itrRWFxj179jzi\nzalTp1JdXY2pqSkTJ04U2gs1vMJuuJ1LDOzbt++R3LJx40aqqqoYNGgQdnZ2rFmzBrjfYqmgoEC4\n3lUMNOXP999/n4SEBHJzc7l+/TqzZs3Sqdz5z3/+E4Dq6mrg/n7j4OBgWrVqhZmZGT4+Pi023qdB\n13NLc7GrrKxELpdTXl5Oz549CQkJwcnJCVNTU9HEDprOnVOmTMHAwEDwZmlpKdbW1i05TIm/gFZs\nsSgvL+f48eOEhIQgk8l4/fXX+eWXX0hLS6NHjx54eHgwefJk/Pz8cHV1RV9fn7Zt24rmlYRarWbf\nvn1069aNwMBADA0N2b17N/r6+gQFBREQECAky61bt9KhQwfhdZq266usrCQ2Npa+ffvSs2dPMjMz\nmT17NgqFgn379jFkyBAAbGxsyMnJwdbWFldXV63X1UBVVRWxsbEYGRmhUChwcnLCwsKCmpoatm7d\nyrBhwzhz5gzr16/n9OnTWFtbM3nyZJRKZUsP/YlozpsGBgYEBgZSWVnJpEmTSE9PZ/PmzXTq1Ilu\n3boB4viRU15ezokTJx7JLVeuXCEoKIgOHTqwbds2UlJS2Lx5Mz179hS2IIhBX2VlJfv373/En9XV\n1WzcuJEPP/yQsWPH0qFDB1Hmzqqqqkf8uWvXLgwMDOjZsyclJSW8//77ZGRksGHDBry8vAgODhaF\nPl3PLc3FrqHuGRsbEx0dTXl5OV988QUeHh5NHgbWVprKnY29CdCqVSs+/fRTvL29tf6CFolHaZEF\n8qVLlzh16hSOjo4olUoMDQ0pKCigXbt2uLm5CXvovvvuO3r06EHbtm1RKBTU1dUhl8vx8fHR6r6V\nN2/e5NNPP6VPnz7A/afCarWa3r17Y2ZmRl1dHStXrmTMmDHY2dmhUqmIjIzE3NycoUOHEhYWprX6\nLly4wLfffou5uTnm5uaYmJhQVFREUFAQKpUKAwMDIiIiGDlyJMuWLcPLy0tIDD4+Pnh4eGilrgYe\n9qZSqaS2thYjIyOSk5NxcXHB1taWLl26sH37dnr16kViYiKVlZXMnz+fsLAwrb3iFODixYvExcXh\n4uKCgYEBcrmcioqKR7z52muvYWdnh6GhISEhIRgYGPDiiy8ycOBArV58POxPU1NTbt269Uhu2bJl\nC126dMHd3Z1evXphZmbGiy++SL9+/bRaX1JSEtHR0djZ2WFpaYlCoUCj0WBoaPiIP3fu3ElwcDC2\ntraiyZ0Px8/Y2Jji4mJCQkIe8GdUVBR2dnbo6+vTpUsXamtrGT58OEOGDNFafT/99BNHjx6lTZs2\nKJVK5HI59fX1TcZOjLnlSWPXUPesra0JCwujqqqKESNGEBERodWL46ZqQ2lpabPeLCgowNTUFDs7\nO9zd3TEzM2tpCRJPyf/UjRqNho8//phly5aRl5fH+vXrOXLkCEZGRmRmZqKnp4e+vj719fW0a9eO\noKAgFi5cKPx9Q/sobefKlSscPHiQH374Qfi35ORk4aKFe/fu4enpibW1NbNmzWLu3LnI5XK6d++u\n1VcML1q0iOjoaCwtLdm9ezexsbHI5XLS0tKEpxr19fU4ODhQXV1NQEAA9vb2wt9rc3J/nDd//vln\nIiIisLKy4sSJE2RnZ3Pr1i2cnZ1xcHBgypQpfPvtt1r/hGDJkiWsWLGC69evs2rVKn7//XdkMhkp\nKSnNenPOnDnY2NgQGhqKl5dXCyt4PE35U09Pr9ncsmTJEuD+242ePXvi6enZwgoez7p169i0aRPB\nwcEUFBQIei5dutSsPxs8KYbc2Vx+SU1Nbdaf//nPf7Czs2PQoEFa60+NRsPChQtZvnw5WVlZrFix\ngtzcXAB++eUXncgtfyZ2//73v7GzsyMsLExrYwfN1waVStVs7pw9ezYrVqwAoG/fvrRu3bolJUj8\nSf6nK5aKigpKSkr44osvMDIyIiEhgV27dvHCCy/g7OzM999/z6uvvir8ioyKihL25ooJtVrNyJEj\n2b59OxERETg5OWFjYyPoS09PZ8uWLWRmZjJ48GCioqJaesh/SHFxMYWFhURHR6NUKtm0aRNKpRIz\nMzMhKY4aNYqYmBjOnTtHaWkpffr0wc3NraWH/kQ8zpt2dnYcOHCAcePGsWfPHhYtWkRJSQkDBgwA\ntL8vJ9z35N27d4mOjsbExIQ333xTuGnM1taWHTt2EBUVJUpvwuP9aWFhIfhTzLlFrVbz1ltvcfny\nZZKSktDT06Nnz57Y29uzf//+Jv0pltfxfxS/Xbt2MXr0aFH6s7KykvLycpYuXYqtrS2TJ0+mtrYW\nW1tbzMzMRJ9bysvLuX37tk7GDp583SJWfRLN88wXyLt37+batWv07t2bbt26cfHiRTIzM/H398fY\n2Ji6ujpiYmIYNGgQJ06coKamRjhAYm1tTXh4+LMe4l+iQV+vXr2E1i7Hjh0T9uH+4x//4MUXXyQi\nIoKTJ0+i0Wi4ffs2EyZMYMKECVr92iUrK4vdu3czY8YMjIyMsLCwoLa2FqVSSUZGhnCpQkREBElJ\nSWg0Gl5//XX8/f3x9PTUam3w5N4MCwsjISEBExMTxo4dS48ePXB0dMTU1BTQ3r2qjfV1794dLy8v\nFAoFZ86c4fz588TExODg4MDw4cM5evQo9fX1ovEmPLk/hw4dSlJSkmhzS3BwMIGBgVy5coW6ujrM\nzMwYMGAAp06dIjExkXHjxhEfH9+sP7WVp42fmHLnw3OvqqqKuLg4qquruXr1KjExMXh4ePDyyy8T\nHx+PsbGxaHNLt27dsLW1pbq6WidiB0+/bhGbPokn45ktkDUaDatXryYjI4PIyEi+/PJL7ty5w7vv\nvsuHH37IuHHjOH78OO3bt6empobMzEwqKytFc7r6YX2bNm3i8uXLTJw4EVtbW/Lz80lOTiY5OZlR\no0ZRW1tLSUkJMpmM8PBwUej8+eefOXDgAP369aNz587MmDEDhULB3bt3SU9PZ86cOQD89ttvD+zb\n7Ny5c0sO+w95Wm9evXpVOHkN4O3t3cIKHs/D+tavX09qaipvvvkmAObm5nz99dfA/Ru7qqqqhOtb\nxeJNeHp/ikXXw/HbsGEDt27dIioqirfeeoudO3fi6emJm5sbq1ev5uTJk6jVatH4s4GniV/DJQva\n7s+HY/fVV1+Rk5PDggULWLt2LXFxcSxatIiamhq+/fZbCgoKkMvlwvYzbY9dU7klIyODmTNnAog6\ndvDn1i3l5eWi0SfxdDyzBbJMJqO8vFw4+OLi4sKUKVOIjY3F1dWVw4cPM3nyZO7du8fly5cJCQkR\nVXulh/W5uroyceJERo4cyaVLl/jpp5+YOHEiISEhxMTE8Nlnn9EBUTH0AAAEIklEQVSrVy9AHC2W\ncnJy+PHHH+nXrx9r1qzhq6++EpJ4Xl4eQUFBKBQKli9fLnQ8EAvPozcnTJhAZGSk0O9XpVKRlpaG\no6MjL730EtnZ2YA4vAnPpz8PHjyIu7s7Z86cwdPTk+LiYpRKJZGRkWRkZLT0sJ+KPxs/bffnw7Fr\n06YNkyZNYvDgwVRVVREeHk6XLl3IyMjAwcGBESNGCPuRxUBzuSUiIgILCwt+++030cYO/lptEIM+\niafjmXWxqK+v59dff8XQ0JDWrVvj4ODAtWvXOHbsGKNHjyYtLY3ff/+djRs30qdPH7y9vUV1//jD\n+uzt7cnOziYuLo758+czduxYoX8l3O/gICZ9KpUKfX193njjDY4cOUJZWRm+vr5oNBoOHTrE1q1b\nOXnyJO7u7kyZMkVU2p5Hb+bk5JCQkEDfvn15++23SUlJYefOnfj7+xMUFCQqffD8+fPq1av8+uuv\nTJ8+nc2bN3PixAn2799P165d6d69u6j0ge7Gr6nYZWVlkZyczODBg1mzZg23b99m69at+Pr68sIL\nL4hGGzSfW06cOEH//v05dOgQ27ZtE2XsQPdrg8RTonmGXLhwQbNw4UJNZmamRqPRaEpLSzWjRo3S\nlJeXa1JTUzWbNm3S5OXlPcshPFOa0jd69GhNYWGhRqPRaGpra1tyeH+ZhvGfPn1aExUVpSktLdVo\nNBrNO++8o3n77bc1d+7cacnh/SWeN2+WlJRoRo0apVGr1ZqsrCxNbGysJj8/v4VH+dd4nvzZEL+y\nsjJNaWmp5tSpU5qbN2+28Cj/Groav6ZiN3LkSGHu7d27V9Rzr7ncWVFRoZk5c6bmrbfeEm3sNBrd\nrw0ST84z7YPs4OBAUlISN2/exM3NjdzcXG7dusXAgQNp1aoVHTt2FPVm9qb0FRQUEBYWBojjBPLj\naBi/s7MzP/30E4mJiYSGhtKnTx/Cw8OFG9bEyPPmzby8PG7dukX//v2xtLSkbdu2mJiYtPQw/xLP\nkz8b4jdw4ECUSiUuLi5S/LSUpmJXUFAgzD1vb29Rx66p3Hnz5k0GDhxI7969iYiIEG3sQPdrg8ST\nI9Nonu2l7oWFhezcuZOLFy9SWlrKyJEjGTZs2LP8L/+n6Lq+Bn777TeuXbtG3759hUMXYkfXY6fr\n+hoj+VPc6Fr8dD12zenThdiB7sdP4sl45gvkBpKTk2nbtq3ObmTXdX26jK7HTtf16TpS/MSLrsdO\n0iehy/zPFsgSEhISEhISEhISYkDcm2QlJCQkJCQkJCQk/o+RFsgSEhISEhISEhISjZAWyBISEhIS\nEhISEhKNkBbIEhISEhISEhISEo2QFsgSEhISEhISEhISjZAWyBISEhISEhISEhKNkBbIEhISEhIS\nEhISEo2QFsgSEhISEhISEhISjfh/x3Te7p7BNLUAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# 显示逐笔回测结果\n", "engine.showBacktestingResult()" diff --git a/examples/CtaBacktesting/backtesting_IF.ipynb b/examples/CtaBacktesting/backtesting_IF.ipynb index d3b09ea2..934e2e88 100644 --- a/examples/CtaBacktesting/backtesting_IF.ipynb +++ b/examples/CtaBacktesting/backtesting_IF.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "collapsed": false }, @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "collapsed": true }, @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "collapsed": false }, @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "collapsed": true }, @@ -58,9 +58,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ @@ -71,25 +71,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2017-09-23 19:05:15.863000\t开始载入数据\n", - "2017-09-23 19:05:16.009000\t载入完成,数据量:351090\n", - "2017-09-23 19:05:16.009000\t开始回测\n", - "2017-09-23 19:05:16.027000\t策略初始化完成\n", - "2017-09-23 19:05:16.027000\t策略启动完成\n", - "2017-09-23 19:05:16.027000\t开始回放数据\n", - "2017-09-23 19:05:39.203000\t数据回放结束\n" - ] - } - ], + "outputs": [], "source": [ "# 运行回测\n", "engine.runBacktesting() # 运行回测" @@ -97,52 +83,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2017-09-23 19:05:39.209000\t计算按日统计结果\n", - "2017-09-23 19:05:39.282000\t------------------------------\n", - "2017-09-23 19:05:39.282000\t首个交易日:\t2012-01-11\n", - "2017-09-23 19:05:39.282000\t最后交易日:\t2017-07-14\n", - "2017-09-23 19:05:39.282000\t总交易日:\t1338\n", - "2017-09-23 19:05:39.282000\t盈利交易日\t651\n", - "2017-09-23 19:05:39.282000\t亏损交易日:\t686\n", - "2017-09-23 19:05:39.282000\t起始资金:\t1000000\n", - "2017-09-23 19:05:39.282000\t结束资金:\t1,601,119.34\n", - "2017-09-23 19:05:39.282000\t总收益率:\t60.11\n", - "2017-09-23 19:05:39.282000\t总盈亏:\t601,119.34\n", - "2017-09-23 19:05:39.282000\t最大回撤: \t-185,949.45\n", - "2017-09-23 19:05:39.282000\t总手续费:\t220,760.66\n", - "2017-09-23 19:05:39.282000\t总滑点:\t457,980.0\n", - "2017-09-23 19:05:39.282000\t总成交金额:\t7,358,688,660.0\n", - "2017-09-23 19:05:39.282000\t总成交笔数:\t7,632.0\n", - "2017-09-23 19:05:39.282000\t日均盈亏:\t449.27\n", - "2017-09-23 19:05:39.282000\t日均手续费:\t164.99\n", - "2017-09-23 19:05:39.282000\t日均滑点:\t342.29\n", - "2017-09-23 19:05:39.282000\t日均成交金额:\t5,499,767.31\n", - "2017-09-23 19:05:39.282000\t日均成交笔数:\t5.7\n", - "2017-09-23 19:05:39.282000\t日均收益率:\t0.04%\n", - "2017-09-23 19:05:39.282000\t收益标准差:\t1.07%\n", - "2017-09-23 19:05:39.282000\tSharpe Ratio:\t0.52\n" - ] - }, - { - "data": { - "image/png": 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uf/4J58/bWCE3K+jaVSYy1KkjAd0DD8gs3oYNpfxJbOzlJ3JMmFB0ybf//U+y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ujR4/F4HsIS3Nn7MIHfLy7aKbcuvT1gt91GEgp9jgwH33vvvXzwwQd516+pqSvr6yuKw5pqcjqw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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# 显示逐日回测结果\n", "df = engine.showDailyResult()" @@ -150,42 +95,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2017-09-23 19:09:02.702000\t计算回测结果\n", - "2017-09-23 19:09:02.824000\t------------------------------\n", - "2017-09-23 19:09:02.824000\t第一笔交易:\t2012-01-11 10:18:00\n", - "2017-09-23 19:09:02.824000\t最后一笔交易:\t2017-07-14 15:00:00\n", - "2017-09-23 19:09:02.824000\t总交易次数:\t3,817.0\n", - "2017-09-23 19:09:02.824000\t总盈亏:\t601,026.05\n", - "2017-09-23 19:09:02.824000\t最大回撤: \t-215,542.46\n", - "2017-09-23 19:09:02.824000\t平均每笔盈利:\t157.46\n", - "2017-09-23 19:09:02.824000\t平均每笔滑点:\t120.0\n", - "2017-09-23 19:09:02.824000\t平均每笔佣金:\t57.84\n", - "2017-09-23 19:09:02.824000\t胜率\t\t37.1%\n", - "2017-09-23 19:09:02.824000\t盈利交易平均值\t8,540.18\n", - "2017-09-23 19:09:02.824000\t亏损交易平均值\t-4,786.29\n", - "2017-09-23 19:09:02.824000\t盈亏比:\t1.78\n" - ] - }, - { - "data": { - "image/png": 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TDm/IzpZGJQ8/rNWUDQmRDwI2m3xo6NjR+Bh9cKdmWnfu9I8AuTyxsRIgX3qp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\nYIFw4cIFQRAE4c9//rOwePFi4cyZM6Yc3jVjOG/vuece4fTp04IgCMLu3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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# 显示逐笔回测结果\n", "engine.showBacktestingResult()" @@ -193,28 +107,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "TradeID: 1, Time: 2012-01-11 09:18:00, Direction: 多, Price: 2464.4, Volume: 1\n", - "TradeID: 2, Time: 2012-01-11 10:18:00, Direction: 空, Price: 2448.8, Volume: 1\n", - "TradeID: 3, Time: 2012-01-11 10:19:00, Direction: 空, Price: 2448.4, Volume: 1\n", - "TradeID: 4, Time: 2012-01-11 14:21:00, Direction: 多, Price: 2456.2, Volume: 1\n", - "TradeID: 5, Time: 2012-01-11 14:22:00, Direction: 多, Price: 2455.6, Volume: 1\n", - "TradeID: 6, Time: 2012-01-11 14:57:00, Direction: 空, Price: 2444.0, Volume: 1\n", - "TradeID: 7, Time: 2012-01-11 14:58:00, Direction: 空, Price: 2445.8, Volume: 1\n", - "TradeID: 8, Time: 2012-01-12 09:51:00, Direction: 多, Price: 2452.8, Volume: 1\n", - "TradeID: 9, Time: 2012-01-12 09:52:00, Direction: 多, Price: 2452.0, Volume: 1\n", - "TradeID: 10, Time: 2012-01-12 10:31:00, Direction: 空, Price: 2455.2, Volume: 1\n" - ] - } - ], + "outputs": [], "source": [ "# 显示前10条成交记录\n", "for i in range(10):\n", @@ -224,36 +121,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2017-09-23 19:22:56.071000\t------------------------------\n", - "2017-09-23 19:22:56.071000\t优化结果:\n", - "2017-09-23 19:22:56.071000\t{'rsiLength': 5, 'atrMa': 20, 'atrLength': 20}: 812328.0084\n", - "2017-09-23 19:22:56.071000\t{'rsiLength': 5, 'atrMa': 25, 'atrLength': 20}: 812328.0084\n", - "2017-09-23 19:22:56.071000\t{'rsiLength': 5, 'atrMa': 30, 'atrLength': 20}: 812328.0084\n", - "2017-09-23 19:22:56.071000\t{'rsiLength': 5, 'atrMa': 20, 'atrLength': 18}: 750899.3112\n", - "2017-09-23 19:22:56.071000\t{'rsiLength': 5, 'atrMa': 25, 'atrLength': 18}: 750899.3112\n", - "2017-09-23 19:22:56.071000\t{'rsiLength': 5, 'atrMa': 30, 'atrLength': 18}: 750899.3112\n", - "2017-09-23 19:22:56.071000\t{'rsiLength': 5, 'atrMa': 20, 'atrLength': 16}: 640937.2914\n", - "2017-09-23 19:22:56.071000\t{'rsiLength': 5, 'atrMa': 25, 'atrLength': 16}: 640937.2914\n", - "2017-09-23 19:22:56.071000\t{'rsiLength': 5, 'atrMa': 30, 'atrLength': 16}: 640937.2914\n", - "2017-09-23 19:22:56.071000\t{'rsiLength': 5, 'atrMa': 20, 'atrLength': 14}: 640663.1826\n", - "2017-09-23 19:22:56.071000\t{'rsiLength': 5, 'atrMa': 25, 'atrLength': 14}: 640663.1826\n", - "2017-09-23 19:22:56.071000\t{'rsiLength': 5, 'atrMa': 30, 'atrLength': 14}: 640663.1826\n", - "2017-09-23 19:22:56.071000\t{'rsiLength': 5, 'atrMa': 20, 'atrLength': 12}: 624225.045\n", - "2017-09-23 19:22:56.071000\t{'rsiLength': 5, 'atrMa': 25, 'atrLength': 12}: 624225.045\n", - "2017-09-23 19:22:56.071000\t{'rsiLength': 5, 'atrMa': 30, 'atrLength': 12}: 624225.045\n", - "耗时:175.118999958\n" - ] - } - ], + "outputs": [], "source": [ "# 优化配置\n", "setting = OptimizationSetting() # 新建一个优化任务设置对象\n", diff --git a/examples/CtaBacktesting/backtesting_rb.ipynb b/examples/CtaBacktesting/backtesting_rb.ipynb index 25287bff..4c7224ab 100644 --- a/examples/CtaBacktesting/backtesting_rb.ipynb +++ b/examples/CtaBacktesting/backtesting_rb.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "collapsed": false }, @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "collapsed": false }, @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "collapsed": false }, @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "collapsed": true }, @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "collapsed": true }, @@ -71,25 +71,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2017-10-07 18:16:51.192000\t开始载入数据\n", - "2017-10-07 18:16:51.306000\t载入完成,数据量:332899\n", - "2017-10-07 18:16:51.306000\t开始回测\n", - "2017-10-07 18:16:51.306000\t策略初始化完成\n", - "2017-10-07 18:16:51.306000\t策略启动完成\n", - "2017-10-07 18:16:51.306000\t开始回放数据\n", - "2017-10-07 18:17:04.696000\t数据回放结束\n" - ] - } - ], + "outputs": [], "source": [ "# 运行回测\n", "engine.runBacktesting()" diff --git a/vnpy/trader/app/ctaStrategy/ctaTemplate.py b/vnpy/trader/app/ctaStrategy/ctaTemplate.py index d0c17333..927fd6fb 100644 --- a/vnpy/trader/app/ctaStrategy/ctaTemplate.py +++ b/vnpy/trader/app/ctaStrategy/ctaTemplate.py @@ -486,34 +486,73 @@ class ArrayManager(object): return self.volumeArray #---------------------------------------------------------------------- - def sma(self, n, shift=0): - """均线""" - return talib.SMA(self.close, n)[-1-shift] - + def sma(self, n, array=False): + """简单均线""" + result = talib.SMA(self.close, n) + if array: + return result + return result[-1] + #---------------------------------------------------------------------- - def std(self, n, shift=0): + def std(self, n, array=False): """标准差""" - return talib.STDDEV(self.close, n)[-1-shift] + result = talib.STDDEV(self.close, n) + if array: + return result + return result[-1] #---------------------------------------------------------------------- - def boll(self, n, dev, shift=0): + def cci(self, n, array=False): + """CCI指标""" + result = talib.CCI(self.high, self.low, self.close, n) + if array: + return result + return result[-1] + + #---------------------------------------------------------------------- + def atr(self, n, array=False): + """ATR指标""" + result = talib.ATR(self.high, self.low, self.close, n) + if array: + return result + return result[-1] + + #---------------------------------------------------------------------- + def rsi(self, n, array=False): + """RSI指标""" + result = talib.RSI(self.close, n) + if array: + return result + return result[-1] + + #---------------------------------------------------------------------- + def boll(self, n, dev, array=False): """布林通道""" - mid = self.sma(n, shift) - std = self.std(n, shift) + mid = self.sma(n, array) + std = self.std(n, array) up = mid + std * dev down = mid - std * dev + return up, down + + #---------------------------------------------------------------------- + def keltner(self, n, dev, array=False): + """肯特纳通道""" + mid = self.sma(n, array) + atr = self.atr(n, array) + + up = mid + atr * dev + down = mid - atr * dev + return up, down #---------------------------------------------------------------------- - def cci(self, n, shift=0): - """CCI指标""" - return talib.CCI(self.high, self.low, self.close, n)[-1-shift] + def donchian(self, n, array=False): + """唐奇安通道""" + up = talib.MAX(self.high, n) + down = talib.MIN(self.low, n) - #---------------------------------------------------------------------- - def atr(self, n, shift=0): - """ATR指标""" - return talib.ATR(self.high, self.low, self.close, n)[-1-shift] - - \ No newline at end of file + if array: + return up, down + return up[-1], down[-1] \ No newline at end of file diff --git a/vnpy/trader/app/ctaStrategy/strategy/strategyAtrRsi.py b/vnpy/trader/app/ctaStrategy/strategy/strategyAtrRsi.py index adbee28a..248507ec 100644 --- a/vnpy/trader/app/ctaStrategy/strategy/strategyAtrRsi.py +++ b/vnpy/trader/app/ctaStrategy/strategy/strategyAtrRsi.py @@ -10,12 +10,11 @@ """ -import talib -import numpy as np - from vnpy.trader.vtObject import VtBarData from vnpy.trader.vtConstant import EMPTY_STRING -from vnpy.trader.app.ctaStrategy.ctaTemplate import CtaTemplate, BarManager +from vnpy.trader.app.ctaStrategy.ctaTemplate import (CtaTemplate, + BarManager, + ArrayManager) ######################################################################## @@ -34,17 +33,8 @@ class AtrRsiStrategy(CtaTemplate): fixedSize = 1 # 每次交易的数量 # 策略变量 - bufferSize = 100 # 需要缓存的数据的大小 - bufferCount = 0 # 目前已经缓存了的数据的计数 - highArray = np.zeros(bufferSize) # K线最高价的数组 - lowArray = np.zeros(bufferSize) # K线最低价的数组 - closeArray = np.zeros(bufferSize) # K线收盘价的数组 - - atrCount = 0 # 目前已经缓存了的ATR的计数 - atrArray = np.zeros(bufferSize) # ATR指标的数组 atrValue = 0 # 最新的ATR指标数值 atrMa = 0 # ATR移动平均的数值 - rsiValue = 0 # RSI指标的数值 rsiBuy = 0 # RSI买开阈值 rsiSell = 0 # RSI卖开阈值 @@ -81,6 +71,7 @@ class AtrRsiStrategy(CtaTemplate): # 创建K线合成器对象 self.bm = BarManager(self.onBar) + self.am = ArrayManager() # 注意策略类中的可变对象属性(通常是list和dict等),在策略初始化时需要重新创建, # 否则会出现多个策略实例之间数据共享的情况,有可能导致潜在的策略逻辑错误风险, @@ -129,34 +120,17 @@ class AtrRsiStrategy(CtaTemplate): self.orderList = [] # 保存K线数据 - self.closeArray[0:self.bufferSize-1] = self.closeArray[1:self.bufferSize] - self.highArray[0:self.bufferSize-1] = self.highArray[1:self.bufferSize] - self.lowArray[0:self.bufferSize-1] = self.lowArray[1:self.bufferSize] - - self.closeArray[-1] = bar.close - self.highArray[-1] = bar.high - self.lowArray[-1] = bar.low - - self.bufferCount += 1 - if self.bufferCount < self.bufferSize: + am = self.am + am.updateBar(bar) + if not am.inited: return # 计算指标数值 - self.atrValue = talib.ATR(self.highArray, - self.lowArray, - self.closeArray, - self.atrLength)[-1] - self.atrArray[0:self.bufferSize-1] = self.atrArray[1:self.bufferSize] - self.atrArray[-1] = self.atrValue - - self.atrCount += 1 - if self.atrCount < self.bufferSize: - return - - self.atrMa = talib.MA(self.atrArray, - self.atrMaLength)[-1] - self.rsiValue = talib.RSI(self.closeArray, - self.rsiLength)[-1] + atrArray = am.atr(self.atrLength, array=True) + self.atrValue = atrArray[-1] + self.atrMa = atrArray[-self.atrMaLength:].mean() + + self.rsiValue = am.rsi(self.rsiLength) # 判断是否要进行交易 diff --git a/vnpy/trader/app/ctaStrategy/strategy/strategyBollChannel.py b/vnpy/trader/app/ctaStrategy/strategy/strategyBollChannel.py index ed24ba8a..6e5e0e16 100644 --- a/vnpy/trader/app/ctaStrategy/strategy/strategyBollChannel.py +++ b/vnpy/trader/app/ctaStrategy/strategy/strategyBollChannel.py @@ -18,9 +18,6 @@ from __future__ import division -import talib -import numpy as np - from vnpy.trader.vtObject import VtBarData from vnpy.trader.vtConstant import EMPTY_STRING from vnpy.trader.app.ctaStrategy.ctaTemplate import (CtaTemplate, diff --git a/vnpy/trader/app/ctaStrategy/strategy/strategyEmaDemo.py b/vnpy/trader/app/ctaStrategy/strategy/strategyDoubleMa.py similarity index 88% rename from vnpy/trader/app/ctaStrategy/strategy/strategyEmaDemo.py rename to vnpy/trader/app/ctaStrategy/strategy/strategyDoubleMa.py index 286b8669..2692ddf6 100644 --- a/vnpy/trader/app/ctaStrategy/strategy/strategyEmaDemo.py +++ b/vnpy/trader/app/ctaStrategy/strategy/strategyDoubleMa.py @@ -1,7 +1,7 @@ # encoding: UTF-8 """ -这里的Demo是一个最简单的策略实现,并未考虑太多实盘中的交易细节,如: +这里的Demo是一个最简单的双均线策略实现,并未考虑太多实盘中的交易细节,如: 1. 委托价格超出涨跌停价导致的委托失败 2. 委托未成交,需要撤单后重新委托 3. 断网后恢复交易状态 @@ -13,28 +13,28 @@ from __future__ import division -from vnpy.trader.vtObject import VtBarData +#from vnpy.trader.vtObject import VtBarData from vnpy.trader.vtConstant import EMPTY_STRING, EMPTY_FLOAT -from vnpy.trader.app.ctaStrategy.ctaTemplate import CtaTemplate, BarManager +from vnpy.trader.app.ctaStrategy.ctaTemplate import (CtaTemplate, + BarManager, + ArrayManager) ######################################################################## -class EmaDemoStrategy(CtaTemplate): +class DoubleMaStrategy(CtaTemplate): """双指数均线策略Demo""" - className = 'EmaDemoStrategy' + className = 'DoubleMaStrategy' author = u'用Python的交易员' # 策略参数 - fastK = 0.9 # 快速EMA参数 - slowK = 0.1 # 慢速EMA参数 + fastWindow = 10 # 快速均线参数 + slowWindow = 60 # 慢速均线参数 initDays = 10 # 初始化数据所用的天数 # 策略变量 - fastMa = [] # 快速EMA均线数组 fastMa0 = EMPTY_FLOAT # 当前最新的快速EMA fastMa1 = EMPTY_FLOAT # 上一根的快速EMA - - slowMa = [] # 与上面相同 + slowMa0 = EMPTY_FLOAT slowMa1 = EMPTY_FLOAT @@ -43,8 +43,8 @@ class EmaDemoStrategy(CtaTemplate): 'className', 'author', 'vtSymbol', - 'fastK', - 'slowK'] + 'fastWindow', + 'slowWindow'] # 变量列表,保存了变量的名称 varList = ['inited', @@ -58,16 +58,15 @@ class EmaDemoStrategy(CtaTemplate): #---------------------------------------------------------------------- def __init__(self, ctaEngine, setting): """Constructor""" - super(EmaDemoStrategy, self).__init__(ctaEngine, setting) + super(DoubleMaStrategy, self).__init__(ctaEngine, setting) self.bm = BarManager(self.onBar) + self.am = ArrayManager() # 注意策略类中的可变对象属性(通常是list和dict等),在策略初始化时需要重新创建, # 否则会出现多个策略实例之间数据共享的情况,有可能导致潜在的策略逻辑错误风险, # 策略类中的这些可变对象属性可以选择不写,全都放在__init__下面,写主要是为了阅读 # 策略时方便(更多是个编程习惯的选择) - self.fastMa = [] - self.slowMa = [] #---------------------------------------------------------------------- def onInit(self): @@ -100,23 +99,20 @@ class EmaDemoStrategy(CtaTemplate): #---------------------------------------------------------------------- def onBar(self, bar): """收到Bar推送(必须由用户继承实现)""" + am = self.am + am.updateBar(bar) + if not am.inited: + return + # 计算快慢均线 - if not self.fastMa0: - self.fastMa0 = bar.close - self.fastMa.append(self.fastMa0) - else: - self.fastMa1 = self.fastMa0 - self.fastMa0 = bar.close * self.fastK + self.fastMa0 * (1 - self.fastK) - self.fastMa.append(self.fastMa0) - - if not self.slowMa0: - self.slowMa0 = bar.close - self.slowMa.append(self.slowMa0) - else: - self.slowMa1 = self.slowMa0 - self.slowMa0 = bar.close * self.slowK + self.slowMa0 * (1 - self.slowK) - self.slowMa.append(self.slowMa0) - + fastMa = am.sma(self.fastWindow, array=True) + self.fastMa0 = fastMa[-1] + self.fastMa1 = fastMa[-2] + + slowMa = am.sma(self.slowWindow, array=True) + self.slowMa0 = slowMa[-1] + self.slowMa1 = slowMa[-2] + # 判断买卖 crossOver = self.fastMa0>self.slowMa0 and self.fastMa1self.slowMa1 # 死叉下穿 diff --git a/vnpy/trader/app/ctaStrategy/strategy/strategyKingKeltner.py b/vnpy/trader/app/ctaStrategy/strategy/strategyKingKeltner.py index 3b403748..97f37f5d 100644 --- a/vnpy/trader/app/ctaStrategy/strategy/strategyKingKeltner.py +++ b/vnpy/trader/app/ctaStrategy/strategy/strategyKingKeltner.py @@ -12,12 +12,11 @@ from __future__ import division -import talib -import numpy as np - from vnpy.trader.vtObject import VtBarData from vnpy.trader.vtConstant import EMPTY_STRING -from vnpy.trader.app.ctaStrategy.ctaTemplate import CtaTemplate, BarManager +from vnpy.trader.app.ctaStrategy.ctaTemplate import (CtaTemplate, + BarManager, + ArrayManager) ######################################################################## @@ -34,14 +33,6 @@ class KkStrategy(CtaTemplate): fixedSize = 1 # 每次交易的数量 # 策略变量 - bufferSize = 100 # 需要缓存的数据的大小 - bufferCount = 0 # 目前已经缓存了的数据的计数 - highArray = np.zeros(bufferSize) # K线最高价的数组 - lowArray = np.zeros(bufferSize) # K线最低价的数组 - closeArray = np.zeros(bufferSize) # K线收盘价的数组 - - atrValue = 0 # 最新的ATR指标数值 - kkMid = 0 # KK通道中轨 kkUp = 0 # KK通道上轨 kkDown = 0 # KK通道下轨 intraTradeHigh = 0 # 持仓期内的最高点 @@ -63,8 +54,6 @@ class KkStrategy(CtaTemplate): varList = ['inited', 'trading', 'pos', - 'atrValue', - 'kkMid', 'kkUp', 'kkDown'] @@ -74,6 +63,7 @@ class KkStrategy(CtaTemplate): super(KkStrategy, self).__init__(ctaEngine, setting) self.bm = BarManager(self.onBar, 5, self.onFiveBar) # 创建K线合成器对象 + self.am = ArrayManager() #---------------------------------------------------------------------- def onInit(self): @@ -118,27 +108,14 @@ class KkStrategy(CtaTemplate): self.orderList = [] # 保存K线数据 - self.closeArray[0:self.bufferSize-1] = self.closeArray[1:self.bufferSize] - self.highArray[0:self.bufferSize-1] = self.highArray[1:self.bufferSize] - self.lowArray[0:self.bufferSize-1] = self.lowArray[1:self.bufferSize] - - self.closeArray[-1] = bar.close - self.highArray[-1] = bar.high - self.lowArray[-1] = bar.low - - self.bufferCount += 1 - if self.bufferCount < self.bufferSize: + am = self.am + am.updateBar(bar) + if not am.inited: return - + # 计算指标数值 - self.atrValue = talib.ATR(self.highArray, - self.lowArray, - self.closeArray, - self.kkLength)[-1] - self.kkMid = talib.MA(self.closeArray, self.kkLength)[-1] - self.kkUp = self.kkMid + self.atrValue * self.kkDev - self.kkDown = self.kkMid - self.atrValue * self.kkDev - + self.kkUp, self.kkDown = am.keltner(self.kkLength, self.kkDev) + # 判断是否要进行交易 # 当前无仓位,发送OCO开仓委托