{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "from vnpy.trader.app.ctaStrategy.ctaBacktesting import BacktestingEngine, MINUTE_DB_NAME\n", "\n", "def runBacktesting(strategyClass, settingDict, symbol, \n", " startDate, endDate, slippage, \n", " rate, size, priceTick):\n", " \"\"\"运行单标的回测\"\"\"\n", " engine = BacktestingEngine()\n", " engine.setBacktestingMode(engine.BAR_MODE)\n", " engine.setDatabase(MINUTE_DB_NAME, symbol)\n", " engine.setStartDate(startDate)\n", " engine.setEndDate(endDate)\n", " engine.setSlippage(slippage)\n", " engine.setRate(rate) \n", " engine.setSize(size) \n", " engine.setPriceTick(priceTick)\n", " \n", " engine.initStrategy(strategyClass, settingDict)\n", " engine.runBacktesting()\n", " df = engine.calculateDailyResult()\n", " return df" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2017-11-30 08:58:50.792000\t开始载入数据\n", "2017-11-30 08:58:50.948000\t载入完成,数据量:348690\n", "2017-11-30 08:58:50.948000\t开始回测\n", "2017-11-30 08:58:50.989000\t策略初始化完成\n", "2017-11-30 08:58:50.989000\t策略启动完成\n", "2017-11-30 08:58:50.989000\t开始回放数据\n", "2017-11-30 08:59:21.510000\t数据回放结束\n", "2017-11-30 08:59:21.510000\t计算按日统计结果\n" ] } ], "source": [ "# 运行IF回测,交易1手\n", "from vnpy.trader.app.ctaStrategy.strategy.strategyAtrRsi import AtrRsiStrategy\n", "df1 = runBacktesting(AtrRsiStrategy, {}, 'IF0000', \n", " '20120101', '20170630', 0.2, \n", " 0.3/10000, 300, 0.2)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2017-11-30 08:59:21.585000\t开始载入数据\n", "2017-11-30 08:59:21.745000\t载入完成,数据量:370838\n", "2017-11-30 08:59:21.745000\t开始回测\n", "2017-11-30 08:59:21.754000\t策略初始化完成\n", "2017-11-30 08:59:21.754000\t策略启动完成\n", "2017-11-30 08:59:21.754000\t开始回放数据\n", "2017-11-30 08:59:38.014000\t数据回放结束\n", "2017-11-30 08:59:38.014000\t计算按日统计结果\n" ] } ], "source": [ "# 运行rb回测,交易16手\n", "from vnpy.trader.app.ctaStrategy.strategy.strategyBollChannel import BollChannelStrategy\n", "settingDict = {'fixedSize': 16}\n", "df2 = runBacktesting(BollChannelStrategy, settingDict, 'rb0000', \n", " '20120101', '20170630', 1, \n", " 1/10000, 10, 1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2017-11-30 09:42:39.063000\t------------------------------\n", "2017-11-30 09:42:39.064000\t首个交易日:\t2012-01-11\n", "2017-11-30 09:42:39.064000\t最后交易日:\t2017-06-30\n", "2017-11-30 09:42:39.064000\t总交易日:\t1328\n", "2017-11-30 09:42:39.064000\t盈利交易日\t676\n", "2017-11-30 09:42:39.064000\t亏损交易日:\t652\n", "2017-11-30 09:42:39.064000\t起始资金:\t1000000\n", "2017-11-30 09:42:39.064000\t结束资金:\t2,446,304.82\n", "2017-11-30 09:42:39.064000\t总收益率:\t144.63\n", "2017-11-30 09:42:39.064000\t总盈亏:\t1,446,304.82\n", "2017-11-30 09:42:39.064000\t最大回撤: \t-155,832.39\n", "2017-11-30 09:42:39.064000\t总手续费:\t216,395.18\n", "2017-11-30 09:42:39.064000\t总滑点:\t555,500.0\n", "2017-11-30 09:42:39.064000\t总成交金额:\t7,517,158,420.0\n", "2017-11-30 09:42:39.064000\t总成交笔数:\t8,160.0\n", "2017-11-30 09:42:39.064000\t日均盈亏:\t1,089.08\n", "2017-11-30 09:42:39.064000\t日均手续费:\t162.95\n", "2017-11-30 09:42:39.064000\t日均滑点:\t418.3\n", "2017-11-30 09:42:39.064000\t日均成交金额:\t5,660,510.86\n", "2017-11-30 09:42:39.064000\t日均成交笔数:\t6.14\n", "2017-11-30 09:42:39.064000\t日均收益率:\t0.07%\n", "2017-11-30 09:42:39.064000\t收益标准差:\t0.97%\n", "2017-11-30 09:42:39.064000\tSharpe Ratio:\t1.09\n" ] }, { "data": { "image/png": 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KIjIykoiICJRSjBs3DoPBQHh4ONHR0URERGAwGIiLiwNgypQpjB8/HqvVSkhI\nCAEXBh0EBQUxcOBAlFLExMQAMGbMGKKjo0lOTsbLy8t2DyGEEFXL77/rhYrPnNGv8/NL3nvgAahd\nWy+jcnGgdSXHj+udKG4mTtizx/WGtmsT4nbjpNS1dj68vaSlpREUFGTvYgiqzm9pVY3Ui2OSeimx\nejX88596KZKL/znfvBkeeQRmzNDbtG3ZUnrm7aVat4Zt2669t++1FBRA/fpWTp2qhousqOtwqsrP\njL3jFhmeKYQQwu6sVr3Y8IQJen25wMCSBYZBv+fqqmfVnj2rFykGvWix2axb/S62bdvVP0spPTP3\nk0+unmf3bmjW7JwEgKJKkyBQCCGE3e3erVv3evSA557TaX5+4OFRep/Z6tXhnXfg1VchK0vv4Ws0\nQo0aeg27hAS9Lt21fPCB3vN22bLL39uzR2/f1r8/3H9/UUU9nhAOSX7HEUIIYXepqTrwmjevpJu3\ncWN4+WW9D+3FHn1UtxY+9lhJWrVqeu/bsijeb6BevcvfCwrSLY0AjRqdv7GHEOI2Iy2BQggh7C41\nVe83e/E4vylTYNKkK+efPVuvvVeseDeKS/3vf6VfWyz6s+bP193LF0tKKgkAfXzgscfO3thDCHGb\nkSBQCCGEXSmlA7MLm0vZODvrP1dy1126SzgyUr++dFePhg2hTh29p+/FTCbdfezjo2cQg97Dd8QI\nvZDx4sV6e7fDh6F583M3/3BCODAJAoUQQtjVvn1Qs6beU/ZGvPkmfPSR3pUjIQH++1/YsQPuvhsO\nHIB334Vnn4WoqJJrioPAOnVKgsDYWHj/fZg6Ve/4sXNnRT2ZEI5NgkAhhBB2daVWwLJyctKthd7e\ncP/98PDDULz+brdu+piQUJK/Y0cdCNatC7m5Oi0rSx/DwvRRtjUTdwr5qy6EEMKuNm2CDh0q/r7u\n7rqr18tLdzmfPw8HD0JeXklLYGYmfPedXlKmfv2KL4MQjkyCQCGEEHb1xx/QrFnl3Puee+DUKd26\nt2pVSXr9+jownDRJd0VfYzdSIaosCQKFEELYVXY2NGhw/Xzl4excMnN40CDdDdy9u54Z/OKLeoeS\nt96qnM8WwtFJECiEEMJurFY9hq8ydwD77DMYNUqfr10LGzbo82HD9DEwsPI+WwhHJotFCyGEsJs/\n/tCtc0Zj5X7Ou+/qFsC2bUvS7roLfvxR70ksxJ1IWgKFEELccl99pYOwgwf1ziC3Qp8+l8/8bd26\n9ALVQtz6PgvNAAAgAElEQVRJrtsSeO7cOV577TUOHz5MUVERo0ePpkmTJkyYMIFq1arRtGlT3njj\nDQCSk5NZsWIFrq6ujB49mk6dOmGxWHjllVc4fvw4RqOR2bNn4+Xlxc6dO5k5cyYuLi60a9eOqAsL\nOcXHx5OSkoKLiwsTJ04kICCA/Px8xo8fj8VioV69esyaNYvq1atX7jcjhBCi0nzyiV6ixWwGNzd7\nl0aIO9N1WwLXrVuHl5cXy5YtIzExkWnTpjFr1izGjRvH0qVLsVqtfP311+Tm5rJkyRJWrFhBYmIi\ncXFxFBUVkZSURLNmzVi2bBl9+vRh4cKFAMTGxjJv3jyWL19ORkYGmZmZ7Nmzh+3bt7Ny5UrmzZvH\n1KlTAUhISKBXr14sXbqUFi1akFS88aMQQojbUvFafv/7nwSBQtjLdYPA7t27M3bsWADOnz+Ps7Mz\ne/bsIfjCfPrQ0FB++OEHMjIyCAoKwsXFBaPRiJ+fH5mZmaSlpRF6YRXQ0NBQtm7dislkoqioCF9f\nXwDat2/P5s2bSUtLIyQkBIAGDRpgtVrJy8sjPT2dDhcWkSq+hxBCiNtTaip88QX4+sLGjZdv+SaE\nuDWuGwTWrFmTWrVqYTKZGDt2LC+99BJKKdv7bm5umEwmzGYz7u7utvTia8xmM8YLI37d3NwoKCgo\nlXZp+sX3uNK9i/MKIYS4vWRkwE8/6V07AAYP1mMDpSVQCPso08SQnJwcnn76afr27UuPHj2odtHI\nWrPZjIeHB0ajEZPJdMV0s9lsS3N3d7cFdxfnrV27dqm8ACaTCQ8Pj1L5Lw0UhRBC3B4eegjatCl5\n3aMH5OdDjRr2K5MQd7LrTgzJzc1lxIgRxMTE0PbC3PqWLVuybds2HnnkEVJTU2nbti3+/v7Mnz+f\nwsJCLBYL+/fvp2nTprRq1YqUlBT8/f1JSUkhODgYo9GIwWAgKysLX19fNm3aRFRUFM7OzsydO5fh\nw4eTk5ODUgpPT08CAwNJTU0lLCyM1NRUW1f0lWRnZ1fctyPKraCgQOrCAUm9OKY7pV48Pe/mxAnd\niDBvXj6NG58BfNi58yzZ2Xn2LdwV3Cn1cjuSuqkYTurivt0rmDFjBl988QWNGzdGKYWTkxOTJk1i\n+vTpFBUVcd999zF9+nScnJxYuXIlK1asQCnFmDFjeOyxxzh79izR0dEcO3YMg8FAXFwcderUISMj\ngxkzZmC1WgkJCeHFF18E9Ozg1NRUlFJMnDiRwMBAjh8/TnR0NKdPn8bLy4u4uDhqXOFXx7S0NIKC\ngirnmxI3JDs7G5/KXP1VlIvUi2O6U+rlrrt0699HH+kt2wD27QODAfz87Fq0K7pT6uV2VFXqxt5x\ny3WDwNuJvb9MUaKq/IBWNVIvjulOqRc3Nz0buFo1qF3b3qW5vjulXm5HVaVu7B23yI4hQgghKp1S\ncOYMeHjo/XyFEPYnO4YIIYSoUOfPw3fflU47e1Z3+0oAKITjkCBQCCFEhdq7Fx5/HE6cKEk7c0bW\nAxTC0UgQKIQQ4qa89Ra4uoLFAt9/D3l5UFgIn31WkictDe6+235lFEJcToJAIYQQN2XrVjh3Tq/3\nFxqqA8EaNfT+wMU2b4Ynn7RfGYUQl5MgUAghxE05f77068mToVcv+PbbkrRffoEWLW5tuYQQ1yZB\noBBCiJtSHAR6e8O6dfr8nnt062Dxe/v2QbNm9imfEOLKJAgUQghxU4oDPYOhpLWvTh2oXl2PDVRK\ngkAhHJGsEyiEEOKmFBbqY8+eOvgD3SpYvbqeLJKfr2cGe3rar4xCiMtJS6AQQohyOX8ehg6Fbdv0\n6xdeKNkJxMsLTp6E8HDYvx8aN7ZbMYUQVyEtgUIIIcpl/37YsAEGDNATQfz9dfrnn0P79vr83/+G\nevV0UCiEcCzSEiiEEAKAtWshMLDs+b/+Gjp1gvfeg969S9J79Ci9N/DHH98eewULcaeRIFAIIQSg\nl3TZsaPs+b//Xo8DvBZfX300GMpfLiFE5ZAgUAghBABubjeW//ffoUmTa+cJCtLH1NTylUkIUXnK\nHATu2rWLyMhIAPbu3cvAgQMZPHgwkyZNsuVJTk6mX79+DBo0iI0bNwJgsVh44YUXGDx4MKNGjSI/\nPx+AnTt3MmDAACIiIoiPj7fdIz4+nv79+xMeHk5GRgYA+fn5jBgxgiFDhjBu3DgsFstNP7gQQojS\njEZ9vHTx54spVXJ+9Oj1t4Lz8oKEBJgy5ebLJ4SoWGUKAhMTE5k8eTJFRUUAJCQkEBUVxbJly7BY\nLGzcuJHc3FyWLFnCihUrSExMJC4ujqKiIpKSkmjWrBnLli2jT58+LFy4EIDY2FjmzZvH8uXLycjI\nIDMzkz179rB9+3ZWrlzJvHnzmDp1qu3zevXqxdKlS2nRogVJSUmV9HUIIcSd68I/8ezadeX3U1Oh\n2kX/a5w6BR4e175n7drw7LPw1FMVU0YhRMUpUxDYsGFDEhISbK9btmxJfn4+SinMZjMuLi5kZGQQ\nFBSEi4sLRqMRPz8/MjMzSUtLIzQ0FIDQ0FC2bt2KyWSiqKgI3wuDRdq3b8/mzZtJS0sjJCQEgAYN\nGmC1WsnLyyM9PZ0OHTqUuocQQoiKVVAADRvC3/6ml3eZObOkOxcgJ0cfx46F11/X+d3dr36/2bPh\n+ecrt8xCiPIrUxDYtWtXnJ2dba/9/PyYMWMGPXr0IC8vj9atW2MymXC/6F+DWrVqYTKZMJvNGC/0\nMbi5uVFQUFAq7dL0i+/h5uZmu0dxenFeIYQQZbd/Pxw8eOX3XnoJ3nxTB3UTJkDdupCdrWf/pqeX\n5Ctu9Xv7bZg/X59Xr371z4yOhvvuq5jyCyEqXrnWCZwxYwbLly/nvvvuY9myZcyePZsOHTpgMpls\necxmMx4eHhiNRsxmsy3N3d3dFtxdnLd27dq4urra8gKYTCY8PDxs+b29vS8LFC+VnZ1dnkcSFayg\noEDqwgFJvTimstTLxx/XonNnC/fcU3rA3lNPefOXv5xn1qyT17w+JqY2589DXFzpfFOnerBokZEG\nDc7Ttq2Fc+csuLm5sW/fSZyd3YEatrKdOFEd0FuCFBYqjEYr2dl/3tjD3kbk58VxSd1UjHIFgZ6e\nnraWvPr167Njxw78/f2ZP38+hYWFWCwW9u/fT9OmTWnVqhUpKSn4+/uTkpJCcHAwRqMRg8FAVlYW\nvr6+bNq0iaioKJydnZk7dy7Dhw8nJycHpRSenp4EBgaSmppKWFgYqampBAcHX7VsPj4+5fsmRIXK\nzs6WunBAUi+O6dJ6+eknaNOm9CSMiRPB1bVki7ZiW7bA6dPw0UduvP++HrM3dOjln/HHH7o18O67\n3dixA1q21Fu57d4NNWuCn58z587V4p57alG/Pri43GXbAs7Hx4czZyAiAlxc4Nw5KCpyokED5yr9\n90l+XhxXVambnOIxFnZSriBw2rRpvPjii7i4uGAwGJg2bRp169YlMjKSiIgIlFKMGzcOg8FAeHg4\n0dHRREREYDAYiIuLA2DKlCmMHz8eq9VKSEgIAQEBAAQFBTFw4ECUUsTExAAwZswYoqOjSU5OxsvL\ny3YPIYSoior/X8jN1V2zxYqKYPNmuDB0GtBLtGRk6D16R4zQaZcGgUrBzz/rJWBSU6FvXzhxQi/w\n/MMP8M03MGiQDjLd3fWM3ry8kutNJsjM1OcdOsDIkTogfOyxCn90IcQt5KTUxb9r3t7S0tIIungU\ns7CbqvJbWlUj9eKYLq2Xf/4T/v53+PFHaN1aL9ni4qLH5P3tbzBrFhw7BqtWQWKiDg5feUWP1Ttx\nQgdtF6/5d+iQblkcNEjf22Ip3aJYVARduugAc+tWWL9ep//4I3z5JaxbV7IjSIsW8M470LkzfPEF\nPP74LfiC7ER+XhxXVakbe8ctsli0EEI4mD8vDLNLTtbHn36CBx7QO3SsWqUDsaef1oHeDz/oGb1T\np+oAsH59iIkBJyfdbQu6FdDfXy/TUlAA06fDCy/oVsSWLXWAmZCgr/Hw0Pf//nvdGtimDbz4YknZ\nTpyAtm2hTx/o2PHWfi9CiIpVru5gIYQQlefPP6FpU70jR1oaLFmig66mTfX7vXvD6tUl+b/5Bv7y\nF31+zz0wb54+z83VizkfOACNG8NDD+n0++/XLYdTppSMO/T31+MDmzXTLYcX1vsnKQnCw0s+6+xZ\nqFEDPvussp5eCHGrSBAohBAO5uhRePRRPTaweB7cli16AgeULOpczMdHtwSuWFHSigj6+lq14MgR\nHQxWq6aXbHngAf2+p2fp+7RsqY/e3iVpnTvrY/36+t5nzlTMMwoh7E+6g4UQwoEcPaq7gZs00cEb\n6KCtdWt9npAAb7xx+XWvv667fefOLXn/yBG9Y8ecOSXbu/32G/j5XbsMxcHhsmVQrx6sXQs7d+o0\n2bVTiKpDWgKFEMKBTJ4MVqsOAn/9FRo10t20Tk76/Wefvfb1Awbo4969evwe6MDtRsae33WXPkZE\n6GPxpJCWLUvuKYS4/UkQKIQQDuLgQXjvPX3epIkef+frWxIA3ghPTzh8WJ83bFjSrVwWHh6l1ygs\n9sMPeqayEKJqkCBQCCEcxPjxJectW5Ysx1Ienp568gfoLeHKE0he6Z5CiKpDgkAhhLAzpWDXrpIZ\nt0FBYDTqLt3yOnRIHy0WMBhuvoxCiKpHJoYIIYSdpaW58vDDJbNyiydx3Iznn9ddyxIACiGuRloC\nhRDCzr76qgYAdero9fm8vG7+nu3a6T9CCHE10hIohBB28N//lszC/fJLHQS6uuqxgBXREiiEENcj\nQaAQQtjB9u16R4/ff4f8fP1PcaNGdi6UEOKOIt3BQghhB0OH6uPnn8Nf/3qWfv3ceOQRuxZJCHGH\nkSBQCCHs6Jtv4G9/K+T//T83exdFCHGHKXN38K5du4iMjAQgLy+PZ599lsjISCIiIsjKygIgOTmZ\nfv36MWjQIDZe2H3cYrHwwgsvMHjwYEaNGkV+fj4AO3fuZMCAAURERBAfH2/7nPj4ePr37094eDgZ\nGRkA5OfnM2LECIYMGcK4ceOwyL5FQogq4ptvoH17+TdNCHHrlaklMDExkbVr1+Lmpn9Tfeutt+jd\nuzePP/44P/74I/v376dmzZosWbKENWvWcPbsWcLDwwkJCSEpKYlmzZoRFRXFhg0bWLhwIZMmTSI2\nNpb4+Hh8fX155plnyMzMxGq1sn37dlauXElOTg7PP/88q1atIiEhgV69ehEWFsbixYtJSkpiaHFf\nihBC3Mb27gUXF6u9iyGEuAOVqSWwYcOGJCQk2F6np6dz5MgRhg0bxueff06bNm3IyMggKCgIFxcX\njEYjfn5+ZGZmkpaWRmhoKAChoaFs3boVk8lEUVERvr6+ALRv357NmzeTlpZGSEgIAA0aNMBqtZKX\nl0d6ejodOnQodQ8hhLjdBQXBvffauxRCiDtVmYLArl274uzsbHt9+PBhPD09+eCDD7j77rtZvHgx\nJpMJd3d3W55atWphMpkwm80YjUYA3NzcKCgoKJV2afrF93Bzc7Pdozi9OK8QQtyulAIXF70XrxBC\n2Eu5JoZ4enrSuXNnALp06cL8+fPx9/fHZDLZ8pjNZjw8PDAajZjNZluau7u7Lbi7OG/t2rVxdXW1\n5QUwmUx4eHjY8nt7e18WKF4qOzu7PI8kKlhBQYHUhQOSenEMr75am4YNDeTmHgOkXhyV1Ivjkrqp\nGOUKAoOCgkhJSaF3795s27aNpk2b4u/vz/z58yksLMRisbB//36aNm1Kq1atSElJwd/fn5SUFIKD\ngzEajRgMBrKysvD19WXTpk1ERUXh7OzM3LlzGT58ODk5OSil8PT0JDAwkNTUVMLCwkhNTSU4OPiq\nZfPx8Sn3lyEqTnZ2ttSFA5J6sZ8//oCsLAgNhfXr4bff4K67dF1IvTgmqRfHVVXqJicnx66fX64g\nMDo6msmTJ5OUlIS7uztxcXG4u7vbZgsrpRg3bhwGg4Hw8HCio6OJiIjAYDAQFxcHwJQpUxg/fjxW\nq5WQkBACAgIAHWAOHDgQpRQxMTEAjBkzhujoaJKTk/Hy8rLdQwghbhddusCBAzB7Npw6BXXr2rtE\nQog7nZNSStm7EBUlLS2NoKAgexdDUHV+S6tqpF7sx80NTp+GwYNh2TI9LrCY1ItjknpxXFWlbuwd\nt8i2cUIIcQu4XOh3+ctfYNYs+5ZFCCFAgkAhhLglXF318eRJ8PS0b1mEEAIkCBRCiFuieFWs3Fyo\nXdu+ZRFCCJAgUAghbgmldPD3zTdw9932Lo0QQkgQKIQQlW7tWjh+HNasgbvugmusciWEELdMuZaI\nEUIIUXaxsZCYCJ07w7599i6NEEJo0hIohBCVLC8P2ra1dymEEKI0CQKFEKKS5eWBt7e9SyGEEKVJ\nECiEEJWosBDOnoVrbHkuhBB2IUGgEEJUouJWQCcne5dECCFKkyBQCCEqkXQFCyEclQSBQghRifLy\noE4de5dCCCEuJ0vECCFEJSgoAIMBjhyRlkAhhGMqc0vgrl27iIyMLJW2fv16Bg0aZHudnJxMv379\nGDRoEBs3bgTAYrHwwgsvMHjwYEaNGkV+fj4AO3fuZMCAAURERBAfH2+7R3x8PP379yc8PJyMjAwA\n8vPzGTFiBEOGDGHcuHFYLJZyP7AQQtwKfn56WZiPPoK//c3epRFCiMuVKQhMTExk8uTJFBUV2dL2\n7NnDp59+anudm5vLkiVLWLFiBYmJicTFxVFUVERSUhLNmjVj2bJl9OnTh4ULFwIQGxvLvHnzWL58\nORkZGWRmZrJnzx62b9/OypUrmTdvHlOnTgUgISGBXr16sXTpUlq0aEFSUlJFfgdCCFGhvv0WXF0h\nMFCf9+xp7xIJIcTlyhQENmzYkISEBNvr/Px8FixYwKRJk2xpGRkZBAUF4eLigtFoxM/Pj8zMTNLS\n0ggNDQUgNDSUrVu3YjKZKCoqwtfXF4D27duzefNm0tLSCAkJAaBBgwZYrVby8vJIT0+nQ4cOpe4h\nhBCVpWtXuKiD4qp274Y334QGDXSwB/Dll9CnD8yaBf/8p+4W9vOr1OIKIUS5lCkI7Nq1K87OzgBY\nrVYmT57MhAkTqFmzpi2PyWTC/aKFsGrVqoXJZMJsNmM0GgFwc3OjoKCgVNql6Rffw83NzXaP4vTi\nvEIIUVGU0n+Kff01fPPN9a974QWYM0eP+/vrX3XA160bmEx6iziAajL9TgjhoG54Ysh///tfDh06\nRGxsLBaLhd9//51Zs2bRpk0bTCaTLZ/ZbMbDwwOj0YjZbLalubu724K7i/PWrl0bV1dXW17QgaWH\nh4ctv7e392WB4qWys7Nv9JFEJSgoKJC6cEBSL1c2ZIg31asr/vnPfL79tjpQh99/L2TPnuN4eqor\nXrN7tysbN97F1q1/snOnK6NHe+PhAXXrnqddu0JcXfMp61ct9eKYpF4cl9RNxbihIFAphb+/P+vX\nrwfg8OHDvPzyy0ycOJHc3FwWLFhAYWEhFouF/fv307RpU1q1akVKSgr+/v6kpKQQHByM0WjEYDCQ\nlZWFr68vmzZtIioqCmdnZ+bOncvw4cPJyclBKYWnpyeBgYGkpqYSFhZGamoqwcHBVy2jj4/PzX0j\nokJkZ2dLXTggqZcr27QJiopgw4aarF4N77wDW7YYePvtBrz7rs5jsehxftWq6VbDadNg4kRo06Y+\nbdrolr/mzWHQIGfmz6+Ji0vNa3/oRaReHJPUi+OqKnWTk5Nj18+/oSDQ6RpL3tetW5fIyEgiIiJQ\nSjFu3DgMBgPh4eFER0cTERGBwWAgLi4OgClTpjB+/HisVishISEEBAQAEBQUxMCBA1FKERMTA8CY\nMWOIjo4mOTkZLy8v2z2EEOJmnDmju3S9vODoURg5EtzcIDkZnngCOnSAHj1g+nT9+sgRsFqhVSvd\n5XthEQQAmjXTaW5udnscIYS4IU5KqSv3ddyG0tLSCAoKsncxBFXnt7SqRuqltFWrYN48+Ne/4Pff\n4ZFHICoK/vEP/b7FAosX60Cx2C+/wEMPwYkTUL16xZRD6sUxSb04rqpSN/aOW2SxaCFElaNU2fbq\n3bgRnnxStwQGB5eeHAI6yHv+eT27d98+WLYMwsOhU6eKCwCFEMJeJAgUQtwWTp6EU6fgnnuunS82\nFqZM0du1GY36WL/+lfNu3AgffHD9z+7VSx8fekjfr0uXGym5EEI4Jlm8QAjh8PLywNMT7r1Xj7k7\nd+7K+f73P92VazBAvXpQowbcfbdew08pHUTOmAGFhXD8OBw6pMf3ldVjj8GAAVC3bsU8lxBC2JME\ngUKISnfpOnyX+v13ePRRePll2LlTB3nTpumg7eRJ3RJXpw68/z6cPq1n6a5bV/oeR4/CW2/pCRwJ\nCToAHDkSHn5Yp8XGwoIFMHkytGwJgwdDaCi4SH+IEOIOJf/8CSEq3eTJ4OwMF3aCLOXkSb3DxunT\netJFq1ZQs6aeufvLL3osXpMmsHq17tatX1+ff/21DuL274fRo2HbNvh//08Hgn5+8Pe/l3xGZiYE\nBOhlYHbvhi++0J8xZMgt+wqEEMLhSBAohKg0Sung7O23wcfn8iAwJwdmzoTWrfUWa05OOlDLz9fn\njz0GffvCG2+UTPR44glo1AhCQkpm8f797zoQHD78yuVo0UIHlPXq6e7kBx+svGcWQojbhQSBQogy\nMZvLvgbe/v1w3316IsWuXTBmDKxZo5dkCQoCX1+9LVv37jr/Dz+UBHmurjpYA33tlbRsqcf0nTmj\n1+7z87v+9myNGpWt7EIIcaeQIFAIUSZGI6Sk6C7Y61m4UB9bt9ZLsERH68ka/fuXzrd+ve7CfeSR\nGy+PkxPUqgWNG9/4tUIIIWRiiBCiDE6f1se0NH3cuxf++ld9npcHf/ubXlS5OO+HH+rWwMWLISZG\nr6kXF6db7zZt0seMDOjZE86elckZQghhD/JPrxB3mJ9/1pMi7ruv7Nfs2KGPv/6qj+vX62VXjhzR\nEzd27YKvvoLatXULXXDw5d2vzs7g7a3H8oE+F0IIYT/SEihEBfvXvyAry96luDp/fz3b1mQq+zVf\nfaWDt//8BwoK4PvvdfrBg/pP8eLJgwbBwIG6hU8IIYRjkyBQiAo2YYJe8+7o0cr9nLffhjZt9F63\na9aA1QoREXqtvbw8PSt32bLS1xw7Vs223Zm7O8yerVsGP/64dL6CAnj8cb1WH8CXX+oZul26QGSk\nHhvYsaNebuXbb/XYvylT4M034ZlndDmEEEI4NukOFqKCHTumZ8UuWaIDsopisZRMpPj+exg7Vqf/\n9JNeYPmTTyA5We+QsWqVbunLy9MB3YEDeq2+f/2rBk8+CcOG6QWVJ0/WgduJE3os35NP6i7fRYv0\n5735pr7PL79A+/b6uerX1/nGjNHLtRQV6ZZPX9+Ke1YhhBCVT4JAISpQYSH8+Sc89xyEh+v17l5/\nHVvrW3nt369b9WJidGC3cyc8+yzMmqUDwp49dTfvd9/pSRvPPqvX5FNKd+F+9pmegLF3b3WGD4eu\nXfWf0aP1VmwdO+ogb8wY3brYvLkOJLdv1y2CjzyixxHWqKHLM3SoXsPv11/Byws8PG76qxNCCHGL\nlTkI3LVrF3PnzmXJkiXs3buX6dOn4+zsjMFgYM6cOXh7e5OcnMyKFStwdXVl9OjRdOrUCYvFwiuv\nvMLx48cxGo3Mnj0bLy8vdu7cycyZM3FxcaFdu3ZERUUBEB8fT0pKCi4uLkycOJGAgADy8/MZP348\nFouFevXqMWvWLKrf7P+qQlSwH34omfTQu7feoWLGjJItym7GsGGQmqrP163TgWb9+jr46t4dVq6E\nfv30pIxOneCpp0qv6XfgQPFEjZrMn1+S/u67JeeLF+tFlTt0KEnr1k0HnMU/bk5O+rOL1/Fr2PDm\nnksIIYQdqTJ47733VM+ePdXAgQOVUkoNGTJEZWZmKqWU+uSTT9Ts2bPVsWPHVM+ePVVRUZEqKChQ\nPXv2VIWFheqDDz5Q//jHP5RSSv3rX/9S06dPV0op1adPH5WVlaWUUmrkyJFq79696r///a96+umn\nlVJKZWdnq379+imllJo2bZpas2aNUkqpRYsWqQ8++OCK5dy+fXtZHkfcAocPH7Z3EW6pnBy9O+6Y\nMUodOFCSnpioVEhI2e9z+vTlaYWFSt17r1K7dim1YoVSd92lP2vRohsr4xtvKBURYVKFhTd2nah8\nd9rPy+1C6sVxVZW6sXfcUqaJIQ0bNiQhIcH2ev78+TRv3hyAc+fOYTAYyMjIICgoCBcXF4xGI35+\nfmRmZpKWlkbohdVlQ0ND2bp1KyaTiaKiInwvDCJq3749mzdvJi0tjZALTSkNGjTAarWSl5dHeno6\nHS40TxTfQ4hb7cwZ3W26eXNJWk4OJCbqrliABQtKt4499ZRuScvN1a8HD4ZXXtHdul27wvjxer28\nX3/V73l46L1vf/xR5//1Vz3JpFYt3bLYv78eazhunJ6FeyNiY+Gtt07i6lrur0AIIUQVUqYgsGvX\nrjg7O9te161bF4D09HSWL1/O0KFDMZlMuLu72/LUqlULk8mE2WzGaDQC4ObmRkFBQam0S9Mvvoeb\nm5vtHsXpxXlF1ZedDadOXZ5+/rweB6fUla+7WvrN6tZNf+733+vu1YAAvR/uyJHw6af6cw2G0te4\nuupxd08+qRdJXr4c5s7Vs24fekhP5ujQQc+ubdlSd/u++qoeh3f8OEyapBdoDgzU93Ny0uWIi9Nr\n8gkhhBDlVe6JIRs2bGDRokUsXrwYLy8vjEYjposWHjObzXh4eGA0GjGbzbY0d3d3W3B3cd7atWvj\n6upqywtgMpnw8PCw5ff29r4sULxUdnZ2eR9JVKCCgoKbqovffnOmY8f69OhxhsWL80u9l5bmSu/e\nd3H//UVs2HDsspat9u3rMWqUicjI0+X+/GJKga+vDzNmnOD77z155ZVT7NrlzF13Wdi9u2S14yZN\nsgCopJcAACAASURBVLna4774IkyYUJsOHdyIiiqgR4+zzJnjzrhxeYwbpz/DatWLKSsFr70GTz/t\nTc+eTmzdWp127SzExuaRnX3z0e3N1ouoHFIvjknqxXFJ3VSMcgWBa9euJTk5mSVLluBxYVpgQEAA\nCxYsoLCwEIvFwv79+2natCmtWrUiJSUFf39/UlJSCA4Oxmg0YjAYyMrKwtfXl02bNhEVFYWzszNz\n585l+PDh5OTkoJTC09OTwMBAUlNTCQsLIzU1leDg4KuWzcfHp3zfhKhQ2dnZ5a6Lnj31gssAJlNN\nfHxqkpKiW8tq1tQTMMLCICvLlUOHfHjkEVi6VLfCPfUU/PEH/PKLJz4+njf9HMWLPk+apO8VGupB\nWBgYDHrWxVNP6Va96z3rhx/q2b1jx7rTpIk7jz8OcPVrPvxQdw+vXg29elXHxaXBTT8L3Fy9iMoj\n9eKYpF4cV1Wpm5ycHLt+/g0HgVarlZkzZ+Lj48Nzzz2Hk5MTrVu3JioqisjISCIiIlBKMW7cOAwG\nA+Hh4URHRxMREYHBYCAuLg6AKVOmMH78eKxWKyEhIQQEBAAQFBTEwIEDUUoRExMDwJgxY4iOjiY5\nORkvLy/bPUTVVBwA/vabHoMHMGKE7hrt3l3vUHHPPTogfPddCA3Vy5wcP65b00CP1btZCxfCSy/p\n827d9FIrjRrp7uiPP9Yzf198UY/Xux4Xlxvrpm7USAe7QgghRGVxUqqyRlDdemlpaQQFBdm7GILy\n/5Z29qweaxcdDcOHw1136Z0vGjcuydOnj14wed8++OgjPTHj0Ud1YHjihA64PDz0bhh9+pQsZ3Kj\n+vaFrVuhaVO9Q8bx41CnDhw+rD+7TZvSy7DcDqrKb89VjdSLY5J6cVxVpW7sHbfItnHCoQwdqve1\njYjQkyC6dNEBoJNTSZ7Nm3WX8YQJsGePnmVrNOrA0WDQs20XLoSvv4agoJKZtjfiX/+fvTMPk6K6\n9/6nunqf7tmHgWEXWVxQWTQqirhwNTdCxI1No+J9UV8x7kGiUVTcXgVzDXrVoFERZVNjTIILegMi\nJgJG0SiuEJB9dfZe6/3jVHVVd1f39Mw0A8ycz/PMMzPVp6tOredbv+38RRRYXrFCCEBFgfJy8btb\nN9GvQ00ASiQSiURiRYpAyX5H02DJkuRlL74Ixx0nhJyVv/1NuHh9PvG/MTXaxx/DjBkiFvCtt6C4\nWLhhrUJs6lSoqxNZtmPHwoIFIl7vxBPFdGrNYf168TtVgEokEolE0l6QIlCy39mxQ8wxa5R3bGyE\nSy8VrtqHHhJxdSAyZHfuhK5dze+efLJw9x51lIgJfO01s1xKKooiXMFWzj9f/F69uul+zpsHd98t\nSrfs2CEEqhSAEolEImmvSBEo2e8Y7tgZM0Q8nWH9O+00Ee83f75IgqipEZY9S0lKFEUkhbS0wHFh\nIfzhD6I+32efib/vuy+93bvvigLMs2cLd/KMGaIGoEQikUgk7ZUW1wmUSHLlwQfhqadg2jSRyTto\nkJj/9vTThch78km47DKxTK84lFcuvxzq62HoUCEwGxrErB1GYefvv4fx44XL+Ouv4aqrxEweV1yR\n/75IJBKJRHKwIC2Bkv3CY48FUFUh8jZsENa8884TguuJJ2DUKNPVet55Irv36qv33ywYF18M4bCY\nrQOE6DRYsgRGj4YRI2DyZAiF4P/9P5FsIpFIJBJJe0VaAiV5Z+FCmD/fz6efijl1H3pIWOB69BCf\nV1Skf+exx6CkRFjr9gfl5cLNO2AA9O8vEkfOOUdss6JCJJMYpE79JpFIJBJJe0SKQEneefhhmDHj\nR44+uoxt26CyUiy/7jpRdNku2aK4GKLR/ZuIMXCg+H3mmSIu8Oqrzc+WLdt/25VIJBKJ5GBEikBJ\nXvnsM9i2DU47LQSYAhCgtFSUa8mENSFkf3PJJcI9XFgIf/6zcEdLJBKJRNKRkCJQ0mp++AFqa4XI\nO+YYYfFrS0HXEgoKRD8hOT5QIpFIJJKOghSBklbx1Vdi+jSXS2ThAvzylwe0SxKJRCKRSHJAZgdL\nWsV33wlX6uLF8N//Ldyshx9+oHslkUgkEomkKaQlsINy7bViDtxp01q+jvXrRZHloiJR+PmNN+QM\nGxKJRCKRHCrkbAn89NNPufTSSwHYuHEjEyZM4JJLLuHuu+9OtFm4cCEXXHAB48aN429/+xsAoVCI\nX/7yl0ycOJGrrrqKvXv3AvDJJ59w8cUXM2HCBGbPnp1Yx+zZs7nooosYP348a9euBWDv3r1ceeWV\nXHLJJdx0002EQqFW73hHQNPsl3/2majV94c/tHzdF1wg5tWdNcss8Hz22fAf/9HydUokEolEImk7\nchKBc+bM4Y477iASiQDwwAMPcNNNN/Hiiy8Sj8dZunQpu3btYu7cuSxYsIA5c+Ywc+ZMIpEIL7/8\nMv369WPevHn8/Oc/54knngBg+vTpzJo1i5deeom1a9eybt06vvjiC1avXs2iRYuYNWsW99xzDwCP\nP/44o0aN4sUXX2TAgAG8/PLLGftaViZKjXR0HnwQHA5Yt05Y6EDMyDF0qJjH97zz4JtvxFRtLeHV\nV4UlEUQBaIlEIpFIJIcWOYnAnj178vjjjyf+/9e//sVQvarv8OHDWblyJWvXrmXIkCE4nU4CgQC9\nevVi3bp1rFmzhuHDhyfa/v3vf6e2tpZIJEI3XUWccsopfPDBB6xZs4Zhw4YB0KVLF+LxOHv27OHj\njz/m1FNPTVpHJvbsgX/9qwVHoh2xeDFMny7+PvtsMRvGO+8I1++NN4oZPF58UUzbdsIJUFfX/G10\n7gwffgiTJglXsEQikUgkkkOLnGICR44cyebNmxP/axY/Y0FBAbW1tdTV1REMBhPL/X5/YnlAn3+r\noKCAmpqapGXG8k2bNuH1eikuLs66bmMd2XjxRVGqpKPGpy1eDE8/DU4n/OUvInHjhhvg22+FG1dV\nRYmU996DkSNh6VI49VTh1l2yBCIRMXVaebn4HIRrWVFg9mxYsEDUAqyogGeeObD7KpFIJBKJpGW0\nKDHE4TANiHV1dRQWFhIIBKitrbVdXqebmgwxZ4g7a9uioiJcLleiLUBtbS2FhYWJ9qWlpWliM5Xy\ncli0SExddvbZMGWKEIR2fP45eL3tL5t1zx7o1ElMizZhghBwd9whiiN7vclte/YUrmGAMWPgtdeS\nP//qK5EAcs45sG+fOK4rVsBdd4HH0zb7I5FIJBKJJP+0SAQeeeSRrFq1iuOPP57ly5dz4oknMnDg\nQB599FHC4TChUIjvv/+evn37MmjQIJYtW8bAgQNZtmwZQ4cOJRAI4Ha72bRpE926dWPFihVMmTIF\nVVV55JFHmDRpElu3bkXTNIqLixk8eDDLly/nvPPOY/ny5QlXtB1nnlnPzJn7+PZbJy+84OeWW5w8\n99weFizwMXp0I0uWeOnXL8JRR0UZOLCK8vIYn366vcUH8GAjEoH33uvC9dfvYsuWSGL5vff6ePll\nP1u27E5qHwwGcTgCDBoU4bXX3IwdW0/v3lEGDw7zxhs+xo930a1bDPBx7rkhvv3Wybvv7mbAgChb\ntmTuR01NDVuyNZAcEOR5OTiR5+XgRJ6Xgxd5bvKDommZckiT2bx5MzfffDPz589nw4YN/OY3vyES\nidCnTx9mzJiBoigsWrSIBQsWoGka11xzDWeddRaNjY1MnTqVnTt34na7mTlzJmVlZaxdu5b77ruP\neDzOsGHDuOGGGwCRHbx8+XI0TWPatGkMHjyY3bt3M3XqVOrr6ykpKWHmzJl4U01awJo1axgyZEji\n/3/+EwYPhuXLYfhwMV/s7beb7R0OUd5k9+724zp+7DG4/nr48ksYMKDp9sbZX7oU/v53+M1vzM9i\nMWEp3LwZduyAGTPE34sXN73eLVu2UFVV1bKdkOw35Hk5OJHn5eBEnpeDl/ZyblJ1S1uTswg8FEg9\nmHV1EAjA2LEijs1g4kSYNw8uvFBkzK5eDQMHHoAO55EvvxQzdwwaJKyBy5aJWTxay9dfQ3W1yCpu\nDu3lBm1vyPNycCLPy8GJPC8HL+3l3BxoEdiuZwwpKIB//1skOwwbJurj7dsn6uP94x/w5JMiTu6Y\nY+Chh/ZvX7Ztg9tua/73qquFpTIbjY0wfrwo97J+vYjby4cABOjXr/kCUCKRSCQSycFPuxaBAD16\nwMsvixkyjj5auH9dLlEapaxMuDkfflgItD17hFs4Hm/ZtvbsEXX57Pj974XQbK7d9cYbYerUzJ+v\nXw8+H/j9Qmh+8olZv08ikUgkEokkE+1eBIIojjx+vP1nFRVw883i70suEb9zrTO4Ywd89BFs3y6y\ncMvK4IgjRD2+MWPMdr//PcydK/7WJ0HJifp6ken8wQeZ27zzjvj96KNQWQmlpbmvXyKRSCQSScel\nQ4jAplAUESMYDov///zn3L538cUiDu/cc4UFbuJE4XZ+8EH44x+F+xlg8mSx7mnT4Nlnc+/X0qUw\nZIiw9j3wALz0UvLn4bCo0zdvnuiHRCKRSCQSSa60qERMe2TCBPHz5ZcwYoSoizdoUHKbsWOF6/W5\n54T174cfxPL+/YWlT1FgyxY4+WS48ko480x4/HFRhHn9epGlbM1OborPP4fjj4eLLoI5c0S2c3Ex\n1NaKPo4fL+oijhuXp4MgkUgkEomkwyBFYApHHAG/+IVIJhk0SAiu1avh+edFwgVA376iWPL554t5\neQ8/3CwxU1UlpmULhcTMJRdfDJddJj7v3x+++EJY8Nzupvuybp0Qe5MmwVVXiRlALrpIfH/wYOGK\n/uADUepGIpFIJBKJpDlI+WDDySfDu+8KsRUMCjfv6tXQtav4/NFHhct44UIhGu0ycT0eMcUaiNk6\nQMy3e9JJ8Nvfmu00TUzfVl+fvg5rrT9VFcKyrk5kNo8caVodJRKJRCKRSJqLtATaMHKksPLdcgv0\n6SOmTlNV8dnHH4sCymVlTa/nzDNFiZoePcxl99wjprO7/nohFGfOhFtvFYLx2mtFjb8XXxSZxqtX\nw7HHmt81rIeDB4sfiUQikUgkkpYiRaANgYBItPjd78RvQwBC88SXw5EsAAGOOkrU/Rs1SgjB3/0O\nnngC/ud/hDj88Ufh/i0vh7/9TdQ6lEgkEolEIsk3UgRm4O9/F9OmGRnD+cLrhSlThOXvnXdEwsfl\nl8OmTSLW8Ne/Fu127RJT3UkkEolEIpHsD2RMYBZUVWQD55vf/U6Iy6uuEpm9qgr33y+Wv/givPqq\nWbhaIpFIJBKJZH8gLYEHCJdLTFtnZcoU8SORSCQSiUSyv5GWQIlEIpFIJJIOiBSBEolEIpFIJB2Q\nFrmDo9EoU6dOZfPmzTidTu69915UVeW2227D4XDQt29f7rrrLgAWLlzIggULcLlcXH311YwYMYJQ\nKMStt97K7t27CQQCPPjgg5SUlPDJJ59w//3343Q6Ofnkk5mi+0Znz57NsmXLcDqdTJs2jWOOOSZ/\nR0AikUgkEomkA9IiEbhs2TLi8Tjz589n5cqVPProo0QiEW666SaGDh3KXXfdxdKlSznuuOOYO3cu\nr732Go2NjYwfP55hw4bx8ssv069fP6ZMmcJf//pXnnjiCW6//XamT5/O7Nmz6datG5MnT2bdunXE\n43FWr17NokWL2Lp1K9dddx2LFy/O93GQSCQSiUQi6VC0yB3cq1cvYrEYmqZRU1OD0+nkiy++YOjQ\noQAMHz6clStXsnbtWoYMGYLT6SQQCNCrVy/WrVvHmjVrGK7XPxk+fDh///vfqa2tJRKJ0K1bNwBO\nOeUUPvjgA9asWcOwYcMA6NKlC/F4nL179+Zj3yUSiUQikUg6LC2yBBYUFPDDDz9wzjnnsG/fPp58\n8klWr16d9HltbS11dXUEg8HEcr/fn1geCAQSbWtqapKWGcs3bdqE1+uluLg4bR0lJSUt6bpEIpFI\nJBKJhBaKwOeee45TTz2VG2+8ke3bt3PppZcSiUQSn9fV1VFYWEggEKC2ttZ2eV1dXWJZMBhMCEdr\n26KiIlwuV6KttX0m1qxZ05JdkuwHtm7deqC7ILFBnpeDE3leDk7keTl4keem9bRIBBYVFeF0iq8G\ng0Gi0ShHHnkkH330ESeccALLly/nxBNPZODAgTz66KOEw2FCoRDff/89ffv2ZdCgQSxbtoyBAwey\nbNkyhg4dSiAQwO12s2nTJrp168aKFSuYMmUKqqryyCOPMGnSJLZu3YqmaUmWQStDhgxp+ZGQSCQS\niUQi6UAomqZpzf1SfX09v/71r9m5cyfRaJTLLruMo446ijvuuINIJEKfPn2YMWMGiqKwaNEiFixY\ngKZpXHPNNZx11lk0NjYydepUdu7cidvtZubMmZSVlbF27Vruu+8+4vE4w4YN44YbbgBEdvDy5cvR\nNI1p06YxuDkT+EokEolEIpFI0miRCJRIJBKJRCKRHNrIaeMkORONRvn1r3/N5s2biUQiXH311Rx+\n+OG29SEB9uzZw/jx43njjTdwu900NDRw8803U11djdvt5sEHH6RTp04HcI/aB609LwbfffcdY8eO\nZeXKlUnLJS0jH+dl+PDh9OrVC4BBgwZx4403HohdaVe09rzE43EeeOAB/vWvfxEOh7nuuus47bTT\nDuAetR9ae26efvpp3n//fRRFobq6ml27drFixYoDuEeHAJpEkiOvvPKKdv/992uapmk//vijNmLE\nCO3qq6/WVq1apWmapt15553aO++8o2mapr3//vvaeeedpw0ZMkQLhUKapmnac889pz3++OOapmna\nq6++qs2YMeMA7EX7o7XnRdM0raamRps8ebJ28sknJy2XtJzWnpd///vf2tVXX31gOt+Oae15efXV\nV7W7775b0zRN27Ztm/b8888fgL1on+TjWWZw1VVXaStXrmy7zh+iyGnjJDnz05/+lOuvvx6AWCyG\nqqpp9SE//PBDAFRV5bnnnqOoqCjx/csuu4xrrrkGgC1btiR9Jmk5rT0vAHfeeSc33XQTXq+3bTvf\njmntefn888/Zvn07v/jFL7jqqqtYv3592+9EO6S152XFihV06tSJq666ijvvvJPTTz+97XeinZKP\nZxnA22+/TVFRESeddFLbdf4QRYpASc74fL5Encbrr7+eG2+8Ec0SUmrUfAQ46aSTKCoqSvocQFEU\nLrvsMubNm8dZZ53Vpv1vr7T2vMyePZsRI0bQv3//tPMlaTmtPS+G0HjhhReYPHkyt956a5vvQ3uk\ntedl7969bNy4kaeeeor/+q//Ytq0aW2+D+2VfIwxAE8//XRi2llJdqQIlDSLrVu3ctlllzFmzBh+\n9rOf4XCYl5BRB9KKoihp63j++ed58cUXue666/Z7fzsKrTkvf/rTn1i8eDGXXnopu3bt4sorr2yz\nfrd3WnNejj76aM444wxAlL/auXNn23S6A9Ca81JcXJyw/h1//PFs2LChTfrcUWjtGPPdd99RVFRE\n9+7d26S/hzpSBEpyxhAIt956K2PGjAHgiCOOYNWqVQAsX748rVaj9S3t6aef5vXXXwfEzC+qqrZR\nz9s3rT0vb7/9Ni+88AJz586lvLycZ599tu06345p7XmZPXs2zz//PADr1q2jS5cubdTz9k1rz8uQ\nIUNYtmwZIM5LVVVVG/W8/dPacwOwcuVKTj311LbpcDtAZgdLcuapp56iurqaJ554gscffxxFUbj9\n9tuZMWNGoj7kOeeck/Qd61vaBRdcwNSpU1m8eDGapvHAAw+09S60S1p7XlKXS5dwfmjteTFcwMuW\nLcPpdMr7JU+09rxcdNFFTJ8+nbFjxwJw9913t2n/2zP5eJZt2LCBk08+uS27fUgj6wRKJBKJRCKR\ndECkO1gikUgkEomkAyJFoEQikUgkEkkHRIpAiUQikUgkkg6IFIESiUQikUgkHRApAiUSiUQikUg6\nIFIESiQSiUQikXRApAiUSCQSIBwOJ2bosGPhwoXEYrE27JFEIpHsX6QIlEgkEsTMA5mKaAM8+eST\nUgRKJJJ2hZwxRCKRdFjq6+u55ZZbqKmpScw1umrVKmbPno2madTX1zNz5kxWrVrFrl27uOmmm5g9\nezazZs1izZo1xGIxLr/88rRZDCQSieRQQFoCJRJJh2X+/Pn069ePuXPnMm7cODRN49tvv+WRRx7h\nhRdeYOTIkbz55ptceOGFVFRU8Oijj7J8+XI2b97MvHnzeOGFF3jyySepra090LsikUgkzUZaAiUS\nSYdlw4YNjBgxAoBjjjkGl8tFp06duPfeeykoKGD79u0MHjwYEO5iTdP4+uuv+fzzz/nFL36BpmnE\nYjF++OEHBgwYcAD3RCKRSJqPFIESiaTD0qdPH/75z39yxhln8MUXXxCJRLjzzjt555138Pv93Hbb\nbYm2qqoSj8c57LDD+MlPfsI999yDpmk88cQT9OjR4wDuhUQikbQM6Q6WSCQdlvHjx7Np0yYmTpzI\nyy+/jMfjYfTo0UyYMIEJEyZQX1/Pjh07ABgyZAiTJ0/mjDPOwO/3M3HiRC644AIURcHv9x/gPZFI\nJJLmo2iaph3oTkgkEolEIpFI2hbpDpZIJIckmzdvZuTIkfTv3x+AWCyGy+Xi0ksv5bzzztuv2372\n2Wf55ptveOCBB/brdiQSiWR/IkWgRCI5ZPF6vbz22muJ/7ds2cLll19OQUEBI0eOPIA9k0gkkoMf\nKQIlEkm7oaqqil/+8pfMmTOH9957j3379vHDDz8wYsQILrjgAu65555EnN8RRxzBo48+ysyZM/H5\nfNxwww3s3LmT4cOH89xzz/GTn/yEN954g/fee4+HH36Ye++9lw8//JCysjLKysoIBoMAbN++nbvu\nuovNmzcDMGbMGCZNmsSUKVMYMWIEF154IZ988gnjxo1j6dKldOvWjSeffJKamhp8Ph+bN29mx44d\nbNmyhbKyMh599FEqKioO5GGUSCQdBJkYIpFI2hUDBgzg66+/BiAUCvHGG29w8803s3DhQsaMGcP8\n+fN5++232bRpE8uWLWPkyJG8//77ALz//vuUl5ezcuVKAN59913OPvtsXnrpJTZu3MiSJUt49tln\n2bJlS2J7t9xyCyeddBJvvPEGL7/8Mq+//jp//etf09ZbUVHBhx9+mFivUWB6zZo1/O53v2PJkiUE\ng0EWLFjQZsdKIpF0bKQIlEgk7QpFUfB6vQCJGn8At956KyUlJcyZM4fp06ezc+dO6urqGDJkCNu3\nb2fPnj2sWLGCa665hpUrVxKJRFi9ejWnnXYaK1eu5Nxzz0VVVXw+H6NHjwagoaGBjz/+mAkTJgAQ\nCAQYM2YM77//PqeffjofffQRsViMDz74gGuuuYYPPviAHTt2sHv3bgYOHAjACSeckMguPvLII9m3\nb19bHi6JRNKBkSJQIpG0Kz777LNEskhBQUFi+Y033sjChQvp2rUrV1xxBUceeSQgROMZZ5zB3/72\nNz799FMuvvhiduzYwZtvvslxxx2Hz+dDURSshRRUVQUgHo+nbV/TNCKRCIWFhRx55JH87//+L7W1\ntZx33nmsWrWKpUuXJsUrGoLV6ItEIpG0FVIESiSSQ5bUClfr16/nf/7nf7jiiivS2q5cuZJrr72W\nn/70p2iaxqeffkosFgPgzDPPZM6cOfTr1w+n08mJJ57IrFmzOPvsswE49dRTef311wmHw4RCIf76\n178CQmQee+yxzJs3D4Camhr++Mc/csoppyTWO2vWLE488UT8fj+9e/fm97//fWK9EolEciCRiSES\nieSQJRwOM2bMGEBY0TweDzfffDOnnXYab775ZlLbG2+8kWuvvZbi4mJ8Ph8nnHACGzduBOCkk05i\nx44dTJw4EYBTTjmFJUuWcPrppwMwbtw4Nm7cyLnnnktJSQk9e/ZMrPfhhx/mnnvu4ZVXXiEajTJ6\n9OhEiZqzzjqLGTNm8Ktf/Sqx3nnz5iW5qSUSieRAIYtFSyQSiUQikXRADhlLoKZpTJ8+na+++gq3\n2819991H9+7dD3S3JBKJRCKRSA5JDpmYwKVLlxIOh5k/fz4333yzrNQvkUgkEolE0goOGRG4Zs0a\nTj31VACOPfZYPv/88wPcI4lEIpFIJJJDl0NGBNbW1iYq9AM4nU7b8gwSiUQikUgkkqY5ZGICA4EA\ndXV1if/j8TgOR7KGXbNmTVt3SyKRSCQSiaTFDBky5MBtXDtEeOutt7TbbrtN0zRN++c//6n9n//z\nf9LarF69WgM0mKmB1kF/0GBB0rKiolH68s/ysP6NGqAFAhdq8JAGaEcccaI2cOCpGryrAZrHU5zy\nnec0QPN6r9H7M0w74YQTNSjR+3Vfln25tQ2O2Q8aoBUVnWnz2Qd6P6w/iw+C82z+OJ1d9X7l+h1H\nM9un7n+m78Y1QHO7CzN8PjGHdSRv1+s9J6c+FhWdpb311lvaf/zHhZp5/b+nb+f1FhzXp/Xv3qV5\nPNdqDz/8sLZ27VqtsPBo/fPfWfbjSf33lSn794xlfTtt9hkNRubQl0lZjpdx/6DB1pz3z+8fZuln\nfcr6jkppf4q+vKflO6u1wsIjtc8//1x7+mlxrPr27at/dn4Ljnc+7oNbtTvvnK5de+2N2oEbA5pz\nfbeHn2s0QBsxYoRWVHSWvmydBt+kHAvjp68mxiE0mKH//qMGZ2U5ZsnrmDBhohYI9N4P+/K2NnTo\nWW0tbbTVq1e3+TatHDLu4JEjR+J2uxk3bhwPPvgg06ZNs20nrIOhtu3cQUdByv/GNFTRPKzbWMfH\nQFcAgkEfRx3VD1iF0+khGq1P+U6E0tJy3O6N+v8agYAf2KvPlpCtXz/koc9NEdN/h20++xaXy5X4\nr0uXbkBtG/QpdxwOd7PaK8r+cgA0oKouIpE6oAqIA98Co/XPezZ7jS5XJMeWjXi9Xnw+L9CoL9ug\n/25qHXHgWcA6Z694hrjd+1DVBkpKSvRnixGCYnetpIan5NL3XJ5VjU18ruq/Y1lbWXE6retMQJcJ\nRQAAIABJREFU7XfqrCUB/bd1OrsomhZHUZTErCxHH320/pkv537kE4cjTElJUcp5kuxfNAA9VMu4\nJwYAo2xbK0onzOt5r/67lsz3ipa2pH//fkSjNS3qrSSdQ0YEKorC3Xffzfz585k/fz69e/e2befz\n+bB/QHcEjBvJk7RU0/ahqk6aM0hkJkZ5eU9CoW0Yg8Lmzd9y+OFVwDqKiirRtDjJ5yBC796HA//W\n/4/r5wm6d++Ow5F5kHO5NuWhz01hiFC762Y7RxxxVOK/Xr0O4+ATgZ6mG1nYfyKwHq+3EPHg3grs\nAd4C3gDA4YDbbrstx3WF9O/UNdHOQIhAv98Ugar6pf5ZUy8/bwJXAuP0/58CFlJcXIzLtQ+HoxGP\nx4PD4dCvbUi+VoyBKpsIzNSmKYEHmYWisX5jnbnf39HoVst/qQNt6v+GCKxO2baGw+FIzHtcWVmp\nf+blQKAoQpSqqhSBbU0gEMB6TzgcfWzbORx2IrCO5onA/kQiUgTmi0NGBOaK1+vF4eiolkDjpkq+\noWKxfRQWlpMfS2AMp9NNaWkVICx7M2c+jN/vQ1F+IBgsweMJIG5sgzCVlZVEo4YlwRSB3bp1Q1Uz\nny9F+d5maRQozsO+7ENYM8XgqWnpItDp3EGPHt0AmDx5MoMGHcfBKwJzezAqitp0oxZRh8dTYBFK\nO7AOxk5nLZ06dbK0z5bh/yMA8fienLasaUIEFhSYItDn+xO9e/ej6es+VWheDbxPp06VqOo+HI6Q\n/lyxigu7azZVeFivp2jKb4PWiMDtKdvJXQSGQrst/zUlmAwRaLU4RwEhugwRaJ7bA2MJNESpFIFt\niWkJ1DTzOnU4Sm1bq2oh5vVs3Nu1ZL5H06/pnj17omlRcrO0S5qi3YnAa6+9NquoaN/8Xf+dLGYi\nkX0UFpbRekugCsxGVZ0UF5cC27nkksmMHTsWn8+Hpi1lw4ZP8fmCJAuSCMXFxcRixmAb193A0KVL\nl4yWQEVRCYe32HxSgxAJ6W+JzeN7YAvmAyj9oeLx7OCcc85h6tSpPPXUU3TpUoGiHFxvoaYIPCan\n9vmxBNo9tOvxev0UFhoCfYelXRyns063GBgMzLL+arzeAJHI7ixtTOLxdBEYje6iV6/DyT5YbABe\nsf2kc+dKFOVHFMVqCRT3kKJY7zHDfZp6PTYtArNZwU0yPc+MYvnNF4HxeMQyf3H2+0hVjaoM1jCT\nKJqmJYnAdEvgD8DzOfeptRiWQKdTJT9ej6ZYihES03GxcweDw2F/TamqCzt3sKJkukfTxbzH48Ht\nDpDrS68kO+1OBJaVleFwdEx3sNP5a/2vMOaDPUokUkcwWEzrLYFx4O+oqkpZWRmwHZdLCArDsif+\nDpBsLYtQWlpMNGqKQKN9aWlpRtHu83VOfD+ZmgzLm0uD/juGqroyWAK30qdPHx588EFAuD1croPN\nEmhYaDbk2L51ItDl8mMeOyt1+P0FnH32SP3/HRgWPahBVWtTRGA2qiktrbJcM9kxLIHBoA9jkNG0\nmH6dZbvunyA5FtCksrISTdsLCEugqqqIeyCOw/Gpdespvw2s16fRh2RxoiitEYGp28lV+MTRtDhL\nlizB6y2iaRFoiFzrgBzFsLwZMYGmCDSeBd2By4FfYl4H+5O2tgR+hHiJlASDQeJx8zpVVftryuGI\nkioCnc7aLGN2+jXtcrlsDA2SltLuRKB4Y++YlkC/fwAulxt4G/PUNuJ0evXl+XAHx3E4VCoqyoBt\neDwiacIQdf/4xz8oKEgVgWGKioLE48KEr2nJIjDz+TIe5KlCwIhNaq0INB5GUTwen40I/C9CobX0\n6WPGtwQCAZzO/S0CvwEuybm1ohgPXFfWdmb7lovAb775BrfbFFrJ1OPz+Zk7dy6XXjoJRfkej2en\n/tkeFKUuIRiappqSknJisdxe6GKxRnw+Hz6fN2Fdi8ejeDwesl/3/TJ+cvjhh9PYuAFoSLiDhav7\nj8Rif9HXbSVbTKAxmDXfHdy0tbC5lsAYDocTRVFQFAXR7yuA39q2VtWw/tJn7Uc2d7A3pe3vgHU5\n9q3ltH1MYOq13BFd0FZ3cNOWQGFBN64N4Q52Opu2BPbocVgiGdTlcuH3SxGYL6QIbEcoSi1FRSUY\nN5fDcTkQxuXy6FaMfLhI4qiqSpcuwhKYKgJLSkp0a48ZRK4oETweN253AULQme7gkpKSjNYQTYvp\nCS2postYd2stvlYR6CceT13fMzQ2bqdXr16JJYFAAFXdXw+fauAl4HVgXjO+J4SFouSWJdxcS6DP\nV8mmTZvQNI3DDz9cF4H2lsCCggI8Hg/nnz+KYPA93O5t+md7URThDt62bZvNd1Opp7CwUP87irh2\nt2dsHYsJS6Cw2BmWwKieKJLtZSHzNVRVVYXTqRIKbUq4g8WgJI631fotaElMYNPPqqafZ80VgZHE\nNaAoDsRA/hzwdMbtC6Fn7Ud6YogpAj2YSWAG+ysO1UpbWwL9Kf93PA+UohuJTREojrvDYX8tChFo\nXEd7CQSCqGrTItDlclFaKuIMnU4nfn8BkFqFQtIS2p0IdLvdHdYdDLWUlJRi3Djx+FwgjNPpxul0\nkq/EEFV1UlVVDmzF7U52BxcUFNCpUzmwK9EnTbsfl8tFKFQD/ByrO7i4uBhFsR/k4vEoPl8RmUVg\nay2BxnpDeDw+GxEosJaIEaVC9tq2az0vARNJH0yeAf6R5Xv7VwRqWjTJ6uXxZBKB9RQUiIHxpJNO\norr6HWpqXtU/awBq9eujk8137dfldHoQg8ajQOeMre1EYDwew+9vyh2cWWB5PB769j2KxsaNKZZA\nce2mi8DmxwTG401bAjPdHybNdQdH9dgsLJZAMIYD07Jsbl9YcK3LzRIxxnEoLy83voHIDrey/wds\nwxLYdiViDBH4FfBrOmJpMsPtGwwGicVCGNdicsysSbIlsI4jjzwKVV1HU4khDgf6GCaex06nC5kY\nkh/anQj0eDw5PDTbJ5pWq78tCUtVUdFITBGYH0ugwxHD6VTp3l1kzKZaAgOBAN27V2JabZYDGm63\nO+l/wxJYWlqa1RIoYhlTLW/5sgQa66m1EYH27oyKigo0bZftZ63HOEZPpiz/L+B6/e9JQLIlTdOi\nHHvssfj9p+e0FcV4fc/xeojHI0lC2ONJdfcZ1Ov1H63xYVBeXgU0EovtpLy83LL9bDSkiMBs7kQh\nSJxOZ4oIjOL1NuUOznwNeTweLrvs/MTfprjIJAKThYfD0XRMYG7k6g7O9SUvolvYjWvBiNezHw4U\nJZyw9pmYMYFGnGdZWRnjxl2C2MfU/WwLq43oj8PhQFFaKwLjwANNtDGOyTN624437lhFoHh+imsx\nswgMYZRzAhgx4jQaGj4nHq+2bW/cU4qSKgLzZdSQtFMR2DEtgfF4nS4Cq6mq6gnsBkJ5sgQa1qYw\nDodK164iKy41MaSgoIAePSpxOAwRqOjtTBGhafGEKBQuP/uHp6ZFKSwsYf9ZAg1xeY4uAu0G7WTK\ny8uJxfaXCDSsbdbaiH8AwOH40fL/kpTvRTn//PNxOHIb+IwM11wHrXg8mngAA3i9mS2BhYVmnNR/\n//d/A1BV1Quoo75+M926iZeHN998s4mt1hMI+HA63Xo/92VpG8Lp9KIoCl6vV3+piKMo4PW6yX6d\nhLj99jtsP3G73QwY0B/AYgmMYWS/NhUTqKp219PgpDa5CeKmrvPmuoOjKe7gK4ze6MuSWytKyFYE\nGpZAr9eLpgkxUFVlFAlPvRbbzhKoqmpGd2Tu1CGse9nuKeOeMER6xxWBgUBAj98V16qm2T0fQFyr\njRQXiwoCpaUleL1BYrFMiUOGJVBJEoFiPJGWwHzQ7kSgEBcd72YEiMVqKS0tAarp3LmKWGwPIibQ\nsAS2RgQaWXDVqKqaGMwNcWcMZqqqUllZidebHL9lFYHWB6t4I8zsDi4qsnMHGw+Y1op9M+HE6/Vb\nkhA+Rlgs0ykvLycU2knry9PYYXc7imB9IQKNgW1nUgsR++Yn1+MhamxBbjXq0i2BQvDbDer1BIOm\nWLjuuuu49957KSvrBPybgoKShHAaMWIEqprNfd1AMOjH5fIgrNnZRGAjLpcQZkKsNWIIHWGpznzd\nK0pItxam4/F46NKlS+Jv0x2cKtyMayFZeKiqdbv25y43mhI0zReBwp1m3LfGsTXcwcmtM4lA0NJE\nrIjHi5EunjKJgnyST0ugcUyziVdjG8ZLaccbdwxrt8fj0Z8r4hhommnZ69nTOlOQiAksKSkBhPXY\n682WLGaeR+MZJESgtATmi3YnAsUg0/FuRoBotJbycmEJ7Ny5ikhEiEC326O/RbXm7VjcyPH4PkuJ\nGPPGjMfNm7WkpMQyaIvlqqry8MMPEwyOQpSoEAOneHhkdgeLN8ZUEZhtmrfmYD5E3G6P3tcY8FPg\nLNtv+P1+feDbH5YNu+NQBBilFYQF0u1OnkpP06L4fL6cLeCmCMzlPtHSRKBw/9mVbqmnsNAUC4qi\ncMcdd1BQ4AO+obKye+Izt9tNLBZGVc/NsN16gkGfLgJDOJ3ZSow04Hab1jlhCYyhKGqTg4Wqhmws\neiTW1bmziEM0SsQIESiu6VgsNeM32TKRrI8y9SEXS6D9fVtYeJR+TJufGGK6gx0YSRvibzvCNlnd\nZmKIFfGyeWAsgUa2cn5iAo17I1slAGMbxrXZUcadCKbbN6T/VvSXOvFcsFr21q5dCxgv/GFUtTGR\nbFdZWYnfn61slHlNp1sCpQjMB+1OBApLYEd0B2tEo/UJS2BlZSdCoR8xLIH5enPStLCenSUGe+PG\nNAZLIOUGFQ//aDTK4YcfjqIIa4ohGoUryU78aMTjUUpK7CyBxoOhde4ARUl+wIiHWARFOTrzlwCv\nN2jTp3yQPlA6HEIEqmoBRiyg05nczrQE5nY8NC2qW86M9rMQwe12xFAUR9JgHwgYWd7JKEqyJdBA\nZOh+Q69ePS1thfiJxf5iu1VFEZbAurrdwGwcjmwiokHPWDbu/wgi+cGJ0+lMic1LRlXDlnjVZDwe\nDxUVFYm/TXGRKgKN9Sc/d5KtUfb3nmlJUxDzLKdjuu/Tl4v4zOZbApMTQ6yCMN0SCNndwVZMS2Db\nxwQqSj4tgWbyQmaMbZgJZh2Ds4BTgeSkJfH8FAlssVg1xcVV7Ny5M5Hlf+GFF6JpIZzOOgYMGAAI\nEShKimVCHOOuXbvaxARKd3A+aHciUFiWOsrNaEXcLMJVV0dhYYH+gG7A7XbnsUSMeNs3BgWxXujT\np0/Cuud0Oi0p/+LhH4lE9EFUuIr69u0LGCLQfgoukXnoIf1mzzbXb+4I65q5T2JgDONwdMn6PcM6\nlX/SB0pVDej982KW/kl1rcWa5Q6Ox6O6aDKO680IIQiigOsQTBdnJCEYDIqKUutAClyuehuxYIjA\nr+nXr0eGHqW71p1Osa7a2r2IOnN27kSj/w16nKLxAhLGcAe7XK6k85yKw2FnCRSPxcLCQlRVZdu2\nbfh8Pos72Mi+N0SA/fWoKNbt5mIJ/DpDm0wiMNpCERhJDKhWEZhq1TPJ7A4+WC2B+ROBuVgCjX0b\nmSKKW+L6P5ipRjwflgOfAeY1rmmaHr8r6ptGo9W43d5Exnh9fT3Tpk3TjQh19Osn6nNWVFQkRKD9\ndJZxXC4vr776amKscTqduN3SEpgv2p0I9Pv9aFpHrB8UR1Ec7NixAwCv16W/mdXgdufPEgjogdfi\n0olG09dpZwkMh8OoqoqiiNkKjj32WDRNZAnHYnYDfEwfxO36nS9LoFUEGpbAMA5HdhedcD3mFk/X\nPBq46KKLk5Y4nUH9gRnDEEKpVrF4XFgCY7F9wJomt6JpqSIQzMFuJyIm0liPnQi0twSqqr0IFFO5\nfU+fPt3TPjO2kYrTWZ+UfVtfv97me26EBbNBF0PCEhiJbAN24nCouiWwaRFoxLgKxOB+9NHCImxk\nOqeKwCFDhujtTRFoTaBJFoGZBJr1WsvUz0yCJpZwsWXfRirWmMB0d3CqJTAS2a4nfCSvw84SKASY\nXUxg22UHG8+Z1mG85OViCTTa7NHLJxlk9ygcepyCsU+KUqYvizJx4kSOP/74REgGQCzWkPS/z+dL\nGGgcjjpKSkq44oor6Nq1q+5ZIEOMcIyios4UFhYmjAyKoujjgrQE5oN2JwJFllJuU021L4Tb7uST\nTwagoaFOfzOrweNx43K1NjHExHgjAyHuUknORBbnwrQEGtNuiUtPiEA7QSUsOaIOYSYRmF9LoDhe\nYRt3WDIifjD/lkBVradTp4qUZQ1MnDhRL7/QiNfrR1Hs3cG1tV8CQzOs3UysEDNpZBKBxrE1Ensy\nicB0C0l2EQhHHnlkhr6ln0eHo8F2Xeni4kfEcTHdwfX1XwPHJdzBmQvRimx3t9vNqlWr8PlE/UKv\ntxsDBw5MKwFjFYFDh57FiSeeqH9iikDrd3KxBCaLKPt+ZnYHR/Vrsbl1AlNLxFj/hmTLbIzGxh0p\nIhkyWQJNAZZ8ntzu/T9tnLVOoBCiGmLqwpbQEncwxGLW89zSbR+M1CGsfyJBUFVNEXjuueeiqmpa\ngofxYmZQUlJCOLwHh0MUlX/22Wdxu934/YYl3u7BK2aoAhIiEFINDZLW0O5EYEFBAdHowTW3a9sg\nbpYxY8YAsHfvXl3U1OLx5CMxxMQoCwPZRGAmd3Ac6+Dh8/myiMBMgf32gfjNJd0S6NS3m10FZq6T\n1zpUtSGtkLLD0UBRUZE+L2cDxcWlpFpVzJjATNQBJcBGoCkRmJo0Yu8OdjjSB0eHI5M7WDzkhw7N\nJFDTryFV3ZDIzDUQlipDTBjHX4Q8iKLQWOL7GnA4nDlbAp1Opz6tIbjdRcyblz5ji1kiJp6IPROY\nItAQo6K/ubiDrdi3yRYT2HJLYHpiiHHdJ78EbScQKE3UdbOuI7MlMF0EejyZZ3vJH6kxgUuByqa+\nlIHmJIaY96OoZtAeeUz/Le5vh6NE/z+WMAqkJnhY7wUQIjAWqyce35OUaORyiWvITFizErMNUxDG\nAWkJzAftVATWsX9KeBzMxJOy+/bt26cX2q3Vp2zLrzvYoClLoKoKsdCjR4+ECNQ00xLo8Xj00iyp\n58twB6dbMM2EjtZaAs1B0+UyRGDsgFkCnc76RCKCQAPqKS4u1i2BDfqMMPbu4Mz8Sf+9HdDQtJju\nqjEfog5HZhFouA4NCgoKcDrtE0Ps+mGEKJgzSqSSeh7DNDSsTli1Qbhmhegw6uwZs7bUAw0JC5w1\ni1lVVVwuV4oYsxKnvv4DPB6PPqPNHuBFNC05G9q6PmEJ1FJEYCTxO1ksNdcS2FwRaBTDbm2JmOTE\nkGS2U1pameTmFojs4PTEEDXNHSzK9uQyVWBrSc0Obs02mxMTaN4LZWWlrdjmwYxxvQihp6qG9c58\noRBTuZmkxtoqikIwWEEotD5JBJaUiL/FOLAnZbv2lkAZE5g/8iYCa2trufrqq7n00ksZN24cn376\nKQCffPIJF198MRMmTGD27NmJ9rNnz+aiiy5i/PjxiRTyvXv3cuWVV3LJJZdw0003EQqJgei9997j\nwgsvZNy4cSxatChrP9xut/5g6mgZwskisKqqCpfLdAfna8YQMIK/BXYi0Gqq9/s3MGfOHC677LJE\nYohVBCqKYikIHMM6+4Gq2scEmoN6/iyBIs5RCE6rJdCumK8Y6PNvCVSUqB43o+l92Ud19RKLCGyk\nrKyMeDwXS+B/IIqFg99vFJfeiRE2IK6N3ERgqiUwEAjgdKYOjgrx+F5bEfjdd9/Z7u8rr7xCIFBG\n+r36JZWVPQgGgwCceeaZfPbZZ/q+btDbGINFHWJ2kVRLIDm4g78gGt1OXV2dReTcoGdPp4tAqzs4\nkyXQsEhCSxJDmusObqklMDkxRFGSE0NSS9u4XO6kFz9jubhOk4cQO0tg585diMfbQgSmWgJbIxKM\n6z/bfW6IElMEPvTQQ63Y5sGMKO6sKEKwGcJMPKfF38aUkSbpx7+0tJJweHuSCPzZz35qaXEByUlg\npiUw2R0sLYH5Im8i8A9/+AMnn3wyc+fO5YEHHuDuu+8GYPr06cyaNYuXXnqJtWvXsm7dOr744gtW\nr17NokWLmDVrFvfccw8Ajz/+OKNGjeLFF19kwIABzJ8/n2g0yoMPPshzzz3H3LlzWbBgAXv2pL4t\nJOPxZKpj1p4xRWB1dTWPPfaYPtDX6jGB+bMExmLmzZfJEmiY9hVlHccdd1yikn9qTKBo70Xc+Ddg\nPGwMd7CwYBolJ3zAtxYLXuuEvnWQdrmcCZe5tXSMvQjcP5ZARTFdK2JGh8UAujtYWALLyw0RuBhD\n5NlbAt8BPgfA5dqpu5F3YsRappZYUJRMIjCsX0cmfr8fVbUKUdG2sfFrG7ch3HLLLTz88CNpy88/\n/3z8/iLSz+PnDBw4EID169fz+uuvp3y+EVMECkugyEDOJAIzXfdin4cNG2Ypet6IpkVsLF/pItAU\nRlZ3cCZLYC4CLVM/7b0aYm5tq0U3d0ugub+ORFam/ewl4rmSejyEi92uRIxhCTT7UlnZiXB4/8fH\nWWcMEc+Z1jzvcpkFxBC6Yl9PP/3nWUIeDnVEmRdFES855vzjpgh0OpOvBb8//UWqtFTEElpF4AUX\nXMDWrcZc0zGEy9msM2tnCWyqCLwkd/ImAq+44grGjRsHiIxRj8dDbW0tkUgkEVR8yimn8MEHH7Bm\nzRqGDRsGQJcuXYjH4+zZs4ePP/6YU08V9YeGDx/Ohx9+yHfffUfPnj0JBAK4XC6GDBnCqlWrsvbF\n47EPXG/fmG9MwWBQzwgWlkCfLz+JIW+99RYAkUg4sR27h54pMCI0NHxL//5i6i07dzBYs20/wXwL\njCXEihjE/6G32WURafmMCTQtgZlFgyDbLCfN5xusg4nxQBXWN1PQCFfJN1RUlBKN1gAX4XTegVlP\nsYR0jIdySL8HTRGYHlgdTflt7F9DSsYjemFq69u6iNOLRPbazKcLZ511FrfccrPt3hvJOMnLPuMn\nPxFZiL169UoMGObL3ysYAliIwEZbS6CIKc3mDv6R448fSffu3RMiR9Ma0opjGwjBoyGuTcXWEpi8\n/5ksgaaVLJfEENHOgcja/lViWcvdwZFEXK+wBIr+mJZAq+iM43AoaZZAhyN3S6BI/moLz0yqJXBT\nk9/ITHNEoMDnc9u+PLQPjOtU3PfGNaJpscQ+x2LiWJ17rigAX1lZTCqGpTz1pdWoM+t09tKX7NO3\nWW9rCZQxgfmjRSJw8eLFjBo1Kulnw4YNuN1udu7cya9+9Stuvvlm6urqEpOLg1D/NTU11NXVJVw9\nxvLa2tqk5dna1tTUkA2fr2NaAk0TvUDErtXi9RqWwJa6g8XNN3LkSAAiEfGArK6uZuLEiWmtXS6X\nbglcS5cuhyWugcwi0Ee620W8YZqB/Rv05WFLoH/+LIGqqlhiArOLQFG7MF/u4H7Ay3p/UkXgLgYO\nHMLw4cP1tr+nU6cKQiERD+f11mJYY/x+P/X19YgHpzE4GQ/NEF27dkFR9mC42UVMjfUharRNF4Gp\nwi6TCBR9SrcEZsOuuLvfv5bjjjsmrW1JSQn/9//egNg/Y/5m4Q4OBOxiAptyB1frxcitNfLiaFrU\ndjAXgknBeOFKjwnMVQRa+5OrCFSBOcDDiWWaFtMtgc2PCTSOkxBMEUaNGpXBEqhltATaF4tOjwl0\nuVy6JXt/Y40JbADubcW6Qim/7bdnxedzN/v6P3QQ16/TKQq+m7MTmZbAXbuENe+NN94ASEtyA/Tr\nFZsZaIQn0LzODEtgXQYRKC2B+aJFry0XXnghF154Ydryr776iltuuYWpU6cydOhQamtrqa01LXJ1\ndXUUFRXhcrmoqzNFWm1tLYWFhQkxWFpamhB/gUAgbR1GBXI7tmzZomdvdjRLYBxNU9iyZUtiibAe\n1BGJBAiFGrBalpq7blASJvvq6h+TtpPK7t27iccjwGcceeSARNvdu3ejaWLw2LZtWyLmUwieRtJr\npjmoq6vTB/F/68vD5Cs7WNPM79fV1eoPmSiaZg5YiqLY7Guc/LqDqxP9+fFHcWzF8+4WBg68gm3b\nzHgqq0VGUXYgLJfORB9V1UUsZiRNCKEajzfi91fictUSDkdRFCPBwdx/8T+YQsIUgarqTDoGdXV1\naJr1JcsUgfv27ct6baQirtFkgRCLfUNJSYntegIBNw7HLouoqAfqUZQoW7ZsSXqugChSm9xXKz/i\n9brSthOPR9i1a5dtDUzx3hwhEhHnSmCKQKsosl5H6SLQrixGtjmOVYzgfLOfUT00o/mWwFgsxpYt\nW/SC1yEgc9H2WCzKvn1miSER8C+SubZt25Zk1amuriZ17uB4PK5nXmvkNk1ey9C0GPv27dM9UN+0\ncm25xAQmi0BNiyQZKPz+gdQ3ozyi2z2ZaPQo4vHrc/9Sm2Fcm+K6Na6VeDxCKBRiy5YtbN0qprPc\nsmULf/rTn+jbt2/avWVYEPfu3Wu5fwThcBhFMSz8xjOvAU3T2LJlC3v37k2sPxxuQIQH5ZdIJNKs\n51d7IG+262+//ZYbbriB3/72twn3XyAQwO12s2nTJrp168aKFSuYMmUKqqryyCOPMGnSJLZu3Yqm\naRQXFzN48GCWL1/Oeeedx/Llyxk6dCiHHXYY//73v6mursbr9bJq1SquvPLKjP2oqqqirKyc9euz\nTTjfHomjqmpSUVfxcK6jpKRIr+3W0jcnYbkz1x23KR5rIuIEoyjKRgYNGpBoW1lZqT8E4nTt2lWf\nF9jIKkt92MZwu92UlZXhcGzB7d6ICD8M4XDEcblcRCKtE4EOR5xXXnmFCy64AJ/Po7/Fx3A4zIf7\nKaeckravYmq+fCaGxPT+aFRUVFBVVZUQOV6vI2n7RuFiv99PTc3bwMuoqjPRxuMpoL7eiL8SI5Ci\nRPRpl+oJh0VmqLDOWmMCM1sCi4oKk/rQrVs3rNNFGSIWoHfv3lmygNPx+dJnOonHq+kozPIwAAAg\nAElEQVTXr1/SVIQGvXr1wuP5hGg0jMPhIRTajMcT5vDD+1FVVZUUo+rxeOjdu7dtORvBj3Tv3jlp\n3xwON/F4hB49eiR5MczPHcRiUfx+X+L6tcZPmsuyTRuX/JJhkvl6djhUYrFUERijoqKcllgCA4EC\nqqqqUFURblFaWoqi7NT7ZG2r4XZ7EtfdsmXL+Oqrr7jhho+IxTS6du2aZP0sKytDUdZjFUh+vx+H\nQ9WFYLqbPV8oiti+x+MhEsk0DWKuGNUNwsQyHtY4Rx99HBdfPJY775xG//59EqFP48aNY8mS5gnR\ncPj3eszdwSkCrXOmG94SRYkRDAapqqri3XffJRKJUFVVlXF8MCz26XUnoXv37rq3Aox6hFCH2+2m\nqqqKq666isMOO0wf40vZH5ZAl8uVdWzbH5jxkAeGvInAWbNmEQ6Hue+++9A0jcLCQh5//HGmT5/O\nLbfcQjweZ9iwYRxzjHDzDBkyhLFjx6JpGnfeeScA11xzDVOnTmXhwoWUlJQwc+ZMnE4n06ZNY9Kk\nSWiaxkUXXWRrZrZSXl6KGTPUUUivp+TxGIkhLt2t2kg8bv/tptZtndKnsdFuhg8Twx3s822kV68T\nEsvNgO3kWCIhvlLXGU3M+BAOP2NZHkZRovh8vkRsYsuJWmLBDFdsFOPhcu65Y3jttYVp3xJ17/Jp\nCUyPCYxGxb7t27c3qaUx4J522mksWbIEWGkJ0ga3228RgUL8aFqI0tJSHI6vMebZbcod7HSGEIaw\nhqSMV6MPyfM958sdHAK2EonUZLT2l5WV4XTuxuFoYPTo81m0aA5u90i6dDkNSHcHB4NBNK3adl1Q\nTVmZuZ19+/ZRXl5FLNaYseSOuA+iKfeaYe6JJQmi5LpnViWRSQTa10kzsQqo2wFNj4VsvTtYzLQU\n1vtkbZucBON0OvWSLw051wkULlqX7h3YnyLQjAnMbP3NFXEsVTWUVQQOHXoSv/nNbdx55zT69OmT\n+CQSiWSYEz07mpb92XrgiCbCiwSiWoE1dOKEE07I9OUEDkfm0m0FBQVomjFuG8KoPhHm5PP5GD16\nNIA+njW0cDyTWMmbCHziiSdslx977LEsWLAgbfmUKVOYMmVK0rKysjLmzJmT1nbEiBGMGDEi5750\n7lxGer2h9k5yiRgw3DY78HhcegmUSItFoDXeMBTK/nAzsoPd7h/o1u38xPJMMYEigSVV0MUSMV0G\nnTt3Y9u2MIoiSmNUV7fGEuimujqC03k1AOFwKBETaAzGXq99oHdFRQlu92fYJEa3EGM6JFMEGhnY\nXbt2TWpZXl7O3r17icViusWtd1IJlz59+rFmzQr9v0uBS4jHDRFYB/xIIFDUpAjUtHcRU8eZ5VcM\nfD4f8bg5WDmdazA8p80VgeJFxTiQTwHXE41im2ACIi7Q4diLooQYO/a/WLToVTTtm0RhaasocTqd\nFBYWEovZi0CXq4Zg0Hzr9/l8RKP1eL1FtgVqxfodZBaBqftvPb7hlL9T4zZT2ycvE6EKxnnujDGj\nS/L2mlMn0JoRbMQy2m0/rpdxEveB0+nU51FusE0MsYsJFBm7LqLR/R3Ib80Obi1iPm5RpD3z9oz9\nP+WUUzjnnHMSn0Sj0Sa+m46q+onFDtYpT0WyZ0ODEIE//vgR4EPTejQrGaYpERiNGiLwDv13ve29\naMwJLkVg62l3xaIBunTpiJbA9MQQMcCKGmibN28mGk0v09GSdTdlCRSzL0QQViTTomKU2EgXgamC\nBIxaZtYHeteuPYFQQgS2LiZQfNdY/2effZpmCXQ67W+Pyy67BJfrnVZsO5V0S6DBzJkzk/7v0aMH\nxcXFlJWVcf75l5BazPnnPz8DRXkree26CFSUOqCaYLCwSREYi30MnEUuIrCg4K9cccUVAM0aECDV\nEmjG8donKRgB5XUoSi3BYJBoNERt7We27iVVVfU29olkqtqYJDYN65hILLNHXLdRVNV6bZjHIrMl\nsIZrr51CaWk3xHE3xLZVuNlZAiM4HKrezjjP5uwbLROB8UT/haiN6Ochri+ztk0ujO1yufR9bMoS\nmNwX8aKyv0VgahHv1hDT3djZRaBxHN9///2kF7ZoNNpsS6CqZr7uDjxR3G43mlaL328mampatFmi\nO5sIDAQCRKOpxpt62/ULS6DMDs4H7VIEVlSU4XZ3PEugnTtYUepwuVz06tVLX9oSN2YsycqYiwgU\nA2ByqQ27YtFgCIEIyUHjjXi93iRR0a1bd4zEEJGh2npTnNPp5Pbb7+AXv/iF/rAxLYGZpo8LBoPE\n4/mICTQeiPHE79TSOcbxM7LpevTokfi8sDCIeEiax7ikpBhFsRbm1RIiULiHf6S4uMim2GpqTKDR\nLzPz1sDn8xEO7wWEqzwW22sbv5cLySKwaVeYcBnVA7WJmL3+/QdYrm8Tp1O4gyORauxq7alqcuaz\nIWiE28see0ug2W+rKLOKQKezml69eurzq4YxRFIuItDp9OiJO+mu1JaJQNOCpygKmhbWi5TbmVXE\nNdmnTx9Gjx7DwIED8Xq9KEojqWEdgOUeMtdVVFRkWwoo/1izg620ZPaoKAUFBTgc2focT3kZMOnU\nqVOG6TAz43SmZ8wePMRwuz3E4zUUFJghFJky6TMRz2K6KyoqQtOiHHbYILp3P0xfWpfREthUFQdJ\nbrRLEVhSUoLLtbfphu2KdHewz+dB02pwuVzcdNNNBALlWIP4cyfZHdzQ0HRMoAgCT35AGDGB6SLQ\nRfoA0YjX60t8/6mnntJr4Ql3sHBJtf5N0Ol0MmPGvdx++68tBbUNEWh/e4i6Z/kQgUb/DWGebAkM\nh81t7NmzB7fbnZR4II5bfZIlULiwrAHpEWIxIQJFnJQoi5JeYsFOBMaABoLBZBHo9XqJRhuAsWIL\nkX2UlZXREqzuYKez6WNaUFBAPF5HPC5E4M9+NooHHrjftq3T6cTj8ejXbvq6HY708jdgFAO3pyl3\nsDWZxCoChes5qJ+rCKYINAdF+/23isD067GllkCrCEy1BCZnvQphVVlZyeuvv5pwBzdtCTTXMXv2\nbMt+708yWQJbUhpLWAKTE6BSsReBW7du5f7779e9IbljnYrt4EPUpIzHaykqMmuSxuPNswRay7yk\nYoR0eDwey5Rzd9s+h6UlMH+0SxEYCAQwp8HqKKQnhpSVFQE1lrkdC7EG8Tdv3Ub9uqZveOEOjqbN\nwZrJHSyEQCRlQGnA5zMtgaNHj9br85nu4HyJQINUS2Aml6SIHctHAHejvh2zQLZxfEWZIxO3200o\nFErqkyiY2pAmAgF+85u78HiCQENCBMbjwhJYWlqoV9y3twQWFBhCRohAO0ugSZxwuCZJnDYHkWQj\njoOqNmYt/2TsXyxWRywmROCf//wnxowZk9Rm4UJhoTQKInu9QSDdJawojbYxjOJ6tMdwnyYP/qYI\ntNY0TbUEFhYW6nGnUaARl8ubZAn0eOxm1Qhb2qVf7y0XgeI6EvdhRHf1GcLUGpeWbu0TiUFG0eD0\nOoGplsDCwsI2EoHJlsDx4y/XlzdfVClKbiLQTqB07txZt1g3d7vG+WvJi/r+JpooxF5UZN7rZkJd\nbmQTgcZzJRSq059tArv1u91uKQLzRLsUgcKML4tFV1SIQriGEAsEimjZA8Zc95dffpmYFzoTZkxg\n8vRb1sSQZDEjLIHJ40ljkgj0er34fIbVKKpbAvPjDk7+O5Z4eGeyBBoiF55t5dYb9fWZ2aXmPJxN\nu4aEkEu2BBrf69OnNy6XF+ECjtOpUyfC4V3AHsrLi2xEoDFoW0VgHKcz3VqWfFyq8XgCtjNs5EJV\nVTlG4WdVbeTee+/lo48+yti+oKCAWKw+IQLtOOqoowDo3FmUqhEzCKUH3CuKvSWwsDDzsTfnl7Z3\nBxsicNmyZUkiwOEQGc9m/Gstfn+xbuETA6PTudlmixFcLsMqkn69tz4m0HQHG9dAcgylKRgNsolA\nO0sg0KaWQOMeKioqwu0u0Le7sVlrcjiiLbYEguENad7+mtdL9skQDgzRhHWupMQqApvnDs4mAg1q\navbg9Vqz/NOPsdvtzks4kKSdikAxOHQ0S2D6W2lxcbIIDAZbbgk0XM19+/alb9++WVuLgcBBPB6y\niQlMLxFjWgKta2nE7/cliUBhNfoL1dWv580dbH3LTE0MyZwhanQ0c73K3MgsAgOBpkVgNktg586d\n9enefkRVPZSUlNCtWx/gPYqKCtJEoPlwjhIIGNasOE5nfROCdAQ+X6DF7uBu3SpxOkWig8PRQElJ\nCccff3zG9n6/n0ikjnC4JqMINCwWY8eK6au8Xj92ItBuNhSA3r272rRF72P2xBBDBPbt2zfFElSt\nu4MNS2Atfn8h8XgMQwTGYvYi0Ol0oSgOHI50d7EhAo1429ww7z9hnU+2BEYitZiWYS0tzESEQ9Tb\nWsrtLIHQViIw2RJoTgX5Z6BnE99N7puixPTrvuUi0DrHei5oWgSfz95qfeCJJsIkevUyj2Vz3cED\nBgxoss3OnZtTSj3ZWwKlCMwP7VYEapoUgUVFQgQaQkqIwtbHBOaCw+EkHm+0cQenu1qFILHOttAT\nWInf77W4Rz26WPwCIK8xgQbG1HrGTCL5yTLMRoO+nXR38OzZs3nssceyftuwBFqPsSHYRNFcH7AP\np1M8vAcMGICifIXP5yMQ8KEopjAyT0eyO1hV6zPWzBN8iqLE+c///E9++OGHpnc5hcrKSjyercBp\n1NbOa7LEjKhBGUfTYknzBFsxzptRVkoUpLYTgfbuYLtMYwMjJrApd7AQVaYI1LTqlJjAWoLBoiRL\noLDUppJZBHbp0iXRf1FmKdf7ITkmUNPCif4qiqJP41iTaJsqdHw+H7FYXZo4BOuL3oGzBCaLQCe5\nGQTcwNLEf4Y7uKUiUJTKgebEI8bjUYLBkhz727YoimkJLC0t5JtvvsHlCjRbBN5111369Jb29O8v\nRGLyHODSErg/aZezXQcCAeLxg+9G2r+kJ4YYItAQCWKe1JbMpNIyERiLNaTF3MXj0bR+GuVKTCGy\nEfiIgoITiemVWsXgZD4YRIZifkWgqJ0WtRWq+UcDxAPPHNxNEThq1Kgm1yDmxU1PDAEhAt1uL7AL\nj0csKy8vRtO24vP5KCgowOv9BCPHJ9kSaIhADYejrknXtNOpoihKWk3DXBBu6vcwyp5kqg/YHDp3\n7swll1ySmLkkkwjUtHRL4DPPPMNPf/rTjOsW125q/G0EVVWJxWKJ428mRxnbClmy3aNAjS4YNUyh\nYJc5KUSgw6GmlSt5+OGHEyLQ6/UQCjVHBCr6/igJS2A8HkFRVPz+YkKhfUAhhnXNilFP0W4KOCF+\nTBEostIz1QK1sg/4Ejgpx32w3y+rJVBVHXoMZq6hCqbL2CxDlS2uL7MIBHA4DGtgbs9OTYtQVNSZ\nHTsOPkugopgvXcGgny5duuhTgDYvJlBV1az3+EsvzeOrr76ipqaG999/P/GdVKQIzB/t1hIoguA7\nEumJIUawviECKyqKaZk7ON7sAqyiOGy9rSUw3b0kBojksUZYq6xTw3k8nsT0Zq0vESM21pKYwPxg\nDi5GYkhzH6iiTEJD0jG2ikDxsP2azp27A0aMqIbX66WiogKXa6dlbWZMoDW5weGwdwc/84w5i4vL\n1fLjdOKJJxKJZKp7l5nFixdn/Mzv9zN37tyk/+1EYDyeLgInTZqUyFK0w3AH2yVLgKhM8NBDD1nK\nJAmMcyvOlXAHB4PBhGVR9MfOahTRz7NDL8tiYmQ/g7g3VDXX+8FaIsahF3Z3o2kRFMVBMFgM7E1r\nayDcwaEslsAYEGPKlF/y/fffA5lqgVq5Ezg5x/5n3y+rJVCIwFxtHeYDyOGI4vV6k+YXTyc9XtKK\nsELmnhwSj0cpLi7hYHQHOxymJbCgoACPx0M02pihJE/LGTx4MOPHj2fy5Mn6PNT2MYHiepIiMB+0\nSxEoKo83ZQk8WCuzt5R0oWZkWhpCp1Mn68O9OcRsH/jZUNV0S2AmEWjEpyWLQIWCAm+SCLS+mQsR\n2HJLoNsthE7yDBPJlsBhw4blsKaWlJ8Aq5vJHNybLwJT3cHG94PBIF6vD1hH794ihqe8XLwU+Hw+\nKioqMOaKFZiWwGDQjLWrrn7H1h08adKkxN+ZimrnQnFxMccdNzjxfyYXr5UVK1akZQRno6Agkwi0\ndwdnwz472BTfPp+PX/3qV3i9XsrKugDv6S0MEWjUZ6ylqCiYWJ/eI5stRvTZEVRbEWj0v3kiMDkx\nxOj3/2fv3ePkqOr04ae6qvo+fZlbksnkQiAQQRJIAriEYFg3omAE18mVi5qIGhlxf5FXPnnVCKiI\nCvx8d4MoogsL5CUkXhb2t4gXlEgWX3NZiBGDa5QQmJCQuXfPTHdXV71/nDpdl67qrqquvs3U8/nM\nZ7qr63LqVNU5Tz3fmyiSUo0kMj1TWFc/yZcKAlJKQ4qIxWI6a0Sp59WNtCjaiiE8T0kgfcbLPavK\neTJMXiY9pdpVTJDVsJsgWxRzaGtrDhJoNym8E9CxwEwJ9EigO5i0JDCXS8M8SWgOQATOJ/BGRPFg\nTRUdOmi3tSXB887MwXaVQJIcFhUogaMIh4MQBGUQbm9vL9SBJe1xTgKpEzx92yRt5QB8DmNjfTh1\n6hRuvPFGC3tyms5BPYAV+wRaARmIx2VzOsHMmTNx6623gmEYhEJBAK/i7LNJgmmqDFMlUBQVEqg2\nB5Mk1HR51tQcTNWvv//7Kyy32Qi//vWv8PzzzwMAMpnyycyXLVtmS32IRo1JYD5vHBhSCjR4yIwE\nqgM1li9/N4BjAPRK4GEANyIej8puFqQqiJkSSH0C9ZGqehJoPVpenyKGtJuYg30yMZSK1qWgxNEo\n+lVRArWm0uIKNdWAmRJI+6Xci79yntQcXE4JLGUOtusHKUlCw5JAhlFSxKjHAyvRvk5B5w4jtxyP\nBLqHSUkCSZ1cGulpBPpgTqaqIsU+gXoSmEgk4PfXxieQ+qnpSSCdaNQg6QC0eQIZJiX7HinXsKOj\no/BZFMWKzMH5fBaPPPIILrjgAlWbWdB7wrpC5DRfIGn7LbfcAhol7MQcrFcC/X4/vvWtbwEgChjD\nvIbu7mkAtCQwmUxCENT3gpoEaqNuzQJDxsbGkM/nNaZhJ0gkEjjrrLMKbXMbLS1GJFCCIJinmTGD\ncbLoYhIIUDMWUfcUEsgB2AMAmDmzHYKQAfAUfD7epGKHuTlYIZU0b5oTczBTaL8o5mTFUU0CjdUu\nYkY2qsKiKIFqglReCXRjKtL6BJJ0MRwUVbOci5CabFBzcGmfQDeVwHw+h87OxgwMUSuB9MWJmLur\neUzat8X3GXFf8EigG5iUJBAo549BH0yj5KzNiuIBiU5wSnRwAizrhAQW5yAsB6oEGgWG6NtJE3+q\nX/gYZhTBYFBDcDo7O5UWiSKcKwsSRDGHG264QbN/mlwYKB+gsHr1avmT08ohGbS2zsKmTZsKOdfK\nTSp6kHyFJzVKoBqJRAsk6XghfQupuELOjUR4KgSWEhCGEYqIUanAEJIOyJ0AmpMnT2L58uWu7EsN\nYxJIrptd0mmcIkbpW6XSAV2XTGCUBJJrRe7jCy44X15zE1iW05WQo8jB7+dhVPWE47jC/Uv8ZSsz\nB0tS3lAJNE4FY3zP+Xw+5PNDAO7U3MvlSaAb95BWCWRZVkcCXyuzvdJen6+8EsgwpZ9X8iJs1cwt\ngmEg1+luPHKjjg6mY6M6IK2aMFLIlVKjHirFFCeBb5v83owoDgwxIoEM48wn0K7zr5kSSN6stQM+\n8XnSmoNFcRDRaBTr16/HwYMHAWiVQKIQOh0EsmBZvmhyI0og/Vz6LffJJ59Ed/e5qEQJ5PmAbIar\nRAkEXnrpvwx/j8fJ9ackkEbLBoNBVek7RfEBAJ8vV7hv/vCHPxTWrwXUJN9NxGJhFKtAwwiH7Vc5\nMU4Ro5BAdV8RM6qREkjSIV177bWqden9plcDFSVQn65ETQJJBR3n5mBF3bGmBJqRwFgshlzuTc2+\nAeBd71qEcPinFtvnFProYFZ+nmi/lYs8Vo8HebmesjmJK0cCCQG1Okbl4PNxcr33xiM36uhgeo+b\n3QNuw+jlyFMC3cOkJYGlH8DJqQTqCQQlMjS4gjy8Th4cJz6B5Njq7Yg52ChFTLESCGQLyXUvvPBC\nAMpECwCXXXYZKiFgNHeeGmol0AqIA71zJZDn/bJDvjOfQEoAMhnjfmhtJe4AlPxREh0MBhEIBOT0\nFeTeoG/bHKekhIlGo7j88ss1/d6MIEnGMwCehkKyhhGJxG3vy0wJpMS5OL+ZlgQSJXACy5ZdpVmX\n5AFkYUQCiRJYmgTaUwKLzcGUBBr7BBqRQONn5fzzz0cm85Zm3wDwD/9wOXi+VB7JWiiB5VDsE1iq\n6oc1JdAOCeTh9/ttBPjUDmolUPF7rWYKLTU8c3A1MYlJYCkpnj6YTtKlNCrMB6SJCVqZwl7KAgX2\nSaB+klEvM4o2ZFl9YIi2Dqt6uxtv/Dje9a53IZ936tOZAcsWR6HyvL1zJNG3TklgFjzvr0gJpOua\nmWMTCdJ/RkogwzAyER6TVVGAVAghfnJ+vx9tbW14/vnna6YEVgvBYBAsmwHwQdBk48AQWlrcI4Hr\n1q3Dzp07Nfe2mkxplcCJouvMMEwhB6EWijlYksxJYHlH+c8A+Jb8WTEH0/ZSn0ZCRNX3k3EaFOru\noYff70c0SnID0hyfynGMfB4pKicUtBwl7VufzyePeVlMnz4bsdh5JlvSdilkg2HK+wS6RwKfBbAG\nLMsVrCKNB0GTjgiAiQ+r+yBKvhYkr2Uj9lPzwXUSePToUSxduhTZLLlAL730EtasWYMNGzZg+/bt\nhfW2b9+O1atXY/369Th06BAAYHBwEJs2bcL111+PLVu2FCIFn3vuOfT09GDdunXYtWuXpXYohdqN\nkNP9nwywRgKdFTXPOUgWbVZSCoZKIMPkisiMngQWWpTPor293aTCghVkVPVYFajNwVZAyJFzNdLv\nD8jBL87yBNLnI5s1JqJUnZo+fToAZaKnkzOpDJGWVSjyvNDk0JlMxrT/mw0kfQrtI3q9tuHtt1+z\nvS/yjOWKnrWlS5dizZo1mmVGgSFUCdTfa0SBM1cCw+EYBEH70sNxXEFxL588dzuA/y1/1iaLBtTm\nYL0zvrE5uJQ/GN2nOqhLKSdnulWJ36yiWAkkSarH0Nk5E9nsWybb0XlA3b7KzcHWSeDjAJ4By/I2\nA3xqB4YRNK4HBNWLDFYjFiv2z/b7/bI7y59r0obJDFdJYCqVwje/+U2Nc/Ttt9+O++67Dzt27MCh\nQ4dw5MgRvPLKK9i/fz927dqF++67D3feeScA4P7778eqVavw2GOPYcGCBXjiiScgCALuvvtuPPzw\nw3j00Uexc+dODAyUV4CmHgk09tvbunUrrriCpPBQauPawdUAltv2CTQigeoEtWooPoHaQcWMhAhC\nFrFYTB4ErJp61DAmgeoKD1ZAUrA4Nwf7/UQJJCRQsk0C02ni5zY+bkxEqRsAjQoGgKuvvhqzZ5OU\nMTwfBJACw7AqEmg/YrbRQUggvU9oX/0cQ0P2XyJo1gG9EkhzcmrXNQoMIUqg3ueU1ts2UwJbW9s1\nSbUBWjGGPGfkvilHHpTKJLT9VM2hpulin0BjJbBUrkAKNQksrwS6gWKfwPb2NgCn0NbWiWx2CMbj\nH+039XxQuTn4zTePAPiCbukh+U8N6jrDFVxjGg0MIxb5BFYzPYwaRkF6fr8fmcwAgHNq0obJDFdJ\n4LZt27Bly5bCTZJKpZDL5Qq1OC+77DLs3bsXBw4cKCTinTFjBkRRxMDAAA4ePFiIDrz88svx4osv\n4ujRo5gzZw6i0Sh4nseSJUuwb9++sm0p7RNIB4LGe+NyDuOcVXfddVfBHOhMCdwLwDhhZykYWShL\nmYMZJouJib9qlpuRwFyOONZHo+0AnKiBGfj9xSSwv99eoFA4HEJlSqBfNukFAYw5JoFmMHpZ+o//\n+I8CYSG1hdMgJcnoC0L5MnHNBpJDj5JAkvsxFruwUJbKDtTmYEqEwuGwIXE2CgwhidGNlUByDd4A\n0Kr6hZDAjo520ATMdIzUR96XH88Usyd9BgUhqzov6z6BViJD7SmBbkxFxUrgzJmdAE6A53lwHHnO\nikHnCXUVH0oCnaeIIb66z+qWLpL/1KAkkG/gcmhikRJYK3OwUYoqK0nlPViDo0Q/u3fvxiOPPKJZ\n1tXVhauvvhrnnHNO4Q0hnU5rBsdIJILjx48jGAxq1IlIJIJUKoV0Ol2Y+CORCEZHRzXL1MvLQasE\nTgBQ+zVNRiWwfBoXZz6BxQEeVmBXCRwd3Vm0vhkJpGbQZLIDw8MnAditWWtMAj/0oQ9pyo2VQzhc\niRKYRTAYkPeTwPDwkG0SSHH48GHD5VdeeSUOHDhouh2pLZxWTfyTlwTS0nxK8uYJRwEvijmYwYYN\nGzB//nzTyjJqc7AoqpXAjIFPIFUC36HbSw6BAI/p04k/5zPPPIMLLrigqGoDaVc58qAQO/rCKAg5\n1fa09m/56OBSSiB9AbSnBLphDi72CZw1qxPAf4Hj2uH3h5DNHgR5cVPXh6b9ph4biQ8cIYGSYfvK\nKYEK/gTluhqRYdKXHMc3sE+gVLjfam0ONlMCPbgDRySwp6cHPT09mmVXXnkldu/ejV27duH06dPY\ntGkTHnjgAaRSSuLLdDqNeDwOnuc1KkYqlUIsFiuQwdbW1gL5i0ajRfswMr1Q9PX1AVBSOZA3sfeB\nPHhvAJgNhfw14sPmFCIEQSicvxH6+/vliFA7ILeIIORK7lsP6nem3kYpAcdolqurdqgxMjKCsbHi\nN/fR0VH09fWho6MTr732BoDFxRuXRAY+H1t0Ppdccgmuu+46PP744xbPVUQl5mBJktDX14dwOIbh\n4UGIYh6nTp2yVDUDAP7xH/8RCxcuRDKZNGzvmWeeiR/84CHTcyFqDiGBJJAqA8WM3WgAACAASURB\nVEEYxdjYmK1r7QboNa0GxsbGIEnaF8d8fgwjIyMOj5nB2Fgap0+fxhlnnGG6D3LvKubgkydPyv6b\nExCEbNF2xqUZc7L7A3lhGBgYQH9/PwDyPNN95PN5iGK5+0Ys/E+nU+jr68PEBHm+3nqL+MuJoiST\nN4UwZjITBm0lpMjo3KmVcHh4uPB7f3+/SUUU9yCKIk6fPl1wRxodHUUkEgTD9CGXWyAHQq0GsR6o\nCUyxKCBJOQwPD4NhWDlFidFUmbd4356rOh6pT66FYg4mc53TMaV6kCShMBYPDg5iYmICokjOqZrP\nLgDTeW3btm346lfvktvhTqRyLmdvnpsMcC3l97PPKrL33//93+OHP/wheJ7I28ePH0d3dzdeeOEF\n9Pb2gmVZ3HPPPdi4cSNOnDgBSZKQSCSwePFi7NmzB9deey327NmDpUuXYt68eTh27BhGRkYQDAax\nb98+bNq0ybQdXV1dACArPQKA1+VffgwyAEigDzvD5FAjt4YaQEQoFCycvxEEQQDD6Aeg/wQZFM8H\nyVSvTdbLMBwkCTh8eG/JfetBzF7QbEMSPJM3dPXyadNIRYsHH3wQn/jEJwrLqe+aHgzDoKurC+ee\nexb27XvdcJ3SyCAcjhieDzU9WDnXjo42VGIOjsVa0NXVhWSyDSdODAHIo7u721ZAxrx58xweH4hE\nogDSYFkOLS0JpFLDkKQxnHHGGbautRvo6+ur2jFnzJgBhtGaziVpAnPnzsWMGTNs7Yv02Tji8XjZ\n9pLyeyIo+eru7kZraxLABFpaWjTbsyxnknYlh9bWBFpbY4VzmTVrFgDy3NB9EHWm3Aueou4p7SfL\n6H44jtWpLBIikeJnhapBRn1ArQCBQKDw+8mTJ8Ew1VUCGUbCtGnTCiJBW1sbWJaFJA0hGo0gFIpg\naMgoLVixEsgwEjo7O8GynKyWFl8bn09CMpm0eN/mQVRAI6WfKmxhTJ8+HT5f45UzZRim4FY0d+5c\nsCyLRCKO4eHhonvZTezevRvvec97NJZDijvuuANf+9rdIH7h7mQw4Hm+5mPfiRMnano8PapS94Vh\nmIJJ+I477sCtt94KURSxbNkyLFy4EACwZMkSrF27FpIkYdu2bQCAzZs347bbbsOTTz6JZDKJe++9\nFxzHYevWrdi4cSMkScLq1astJZUtNn3St+RNAG4AALBsFoKTjCkNiWvwhz90lFyD+ASqB5hXAKyD\ntlallhVTEmgXRhGrVD3QRwFT05IVZ3OADEIAcPbZs8CyryNve8x8N06cmG74y6c+9SnLZsJEIgLn\ndT4VczAhBsQcbDcApxIQM0sKPh+LWCyBEyeGIAipSWkO1ieLdlI3WNnXoKXrpJiDlbKL5B5XfALf\neusteeL3meyTmION8m7SlyqAJmK3FhiiNmNSn8BiFJuO1bBijqu9OZiYrmnb1GX1OI5FNjsGY6J8\nNW2xapkAjuPAsrzmPLSwU+FnEEC7rCzqf1MivBu1Ji7DiIU5nd6D+/fv19yD1cCHP/zhkr8Hgy1I\np0fhFgmciqgKCfzVr35V+Lxw4ULs3Fns79Xb24ve3l7Nsra2Njz00ENF665YsQIrVqyw1YbiwBCq\nrvwQhPigQX0vnGNwsHRgQ3FgiFneLAUkbQUKaXysYmysuP5lORJoZWIZHh4umHs6OjoQCByFgcW4\nLPr7jdNFLF68GIsXWzMvn3XWGQiH/z9HxwcmEAqR821tTQAYhCQVJ/yuJggJHYPP55PftIcgCJPT\nJ1AUU2BZHiwbRDYLCMKYIxJI+mzC0uSv+NYdKzxHhMwpJFCdpNnYp1eA38+pyIwyZKsnYBJlXu6F\nhJYGVErBUZ9A43aTbYzyUJqVKtS0vOYpYkhb6fig5Akkx+/vN0tW/ar8XxsdTGrQmwcYlvMJ/MUv\nfoGVK1fK3/pBSKDRSzUlgQH5OjfivCQWkWGqSNfTfBoOx5BOjwAoLYB4MMekTRZdrASqAwGoM/Rk\nCgwpD4UESrDq1EsnJiM5vhTI25k12CGBsVisMMjH43FwXP0Sfs+fPx88/z8Otx6Si8UD06e3Augv\nBA/UCqTfT6ClJYlkMgFSQUeadE7XlATyfEh29BcgSaKj8wwE/LBKAomCNgxgvk4JHC9Up6GEW0kW\nTUGfz7xO0dIHgxC0tLQgmx1E6ee6ONhD76fHMHoSaBYYYq4fUM6oTxZdWTTpfgBfLbmGJJG20vFB\nrwSWh3q+yKsqjjhTAt/5zneqvpFIfYYx6jeyLBAINKwSCEiYM2cOvvrV0teg1ohEWgAY+5R7sIZJ\nSwLJW+/PoAxmasJHHurJowSSwbUcgeA4Tp4EEwDusLRnOmjF4/aqK5QmgdqJyq45mCIej4Nh6kcC\nZ82ahXy+VCksc7DsAKZNI6lAZs7sAPC/HEcHOwWZyP8bCxeej/b2BIA34fdHTCuQNCtIneQU/H6a\n8mMcPB9ydJ6hUADAuCUSSNYhkz8lW3pSQq93LjehUwKp/yy5J/Tm4H379uEd71AiiX0+n5xqqNRz\npyiBijm4mOBYyxNYigQWJ4smx6tECbwXwJfKrEOUQDNzsBlisctw3nnngWG0JJCag81IoFpRNYK2\n0o6eBL6i+o36BFIS2IjiBHlp+sIX9HkP64tQKAzjtD8erGLSksA//vFFAF9TLckVfW7EQt3OQIhQ\nvoxznKIEjgD4XYk1+0B9KOkYZzeBcDabLUqIS9Hff7yoXYD9sH9CTOtHAtUl3+zC7x9AayshgZ2d\niimjlj6BxKT3CpYsOQednYQEBgKTyxQMEIVFEFLw+0MFEkiqpdiHHXMwIU8kkjefJy+c9B7Xk5Js\ndkz3AkD994yVwKVLl2oISD6fl8u19ZdoUbE52ChiV08CjXwCrdTZVrIBEEJGEi9/z2TtciTQivO2\nNk+gKIqWSKAkpXDuuedqLEOSJKiUQLN5wlglpaCKJKla8h0AuYJbgJErjhKU04jiROlzrRdI6U6n\nwXkegElMAotBHuRI5GIAJEns5FEChyytpSiBQGkn7ZkAbgWgkEC7A8ANN9yIm2++2fC32bPnaL5X\nogSKYv1IYCAQQD7vpGIJwPMKCayXDx4hgYOIx2Po6EjC53sDweDkI4GhUEie1Dn5fk47JoF2lEBC\nnrSkTHF90JKoTGZMZw42JoFmSnE+n0c83gaqOAFnQx8MY5QsutgczOjULbOyceUVa70SmE7/DcCn\nTNYuRwLLR3/R2sHq41shgaKYQjKZhM+ntFeSMnIy99JKoBUSGI8nQbIw/Lep36fcEvA8byHApx6w\nEwRTO1SWsN8DMKVIYBatrR1Ip38P4P+B3x+YREqgfRLo8ykk8Nvf/rbB2q8BAAKBLjz++OO2W/Rv\n//aI4X7ffPNNHDv2mmaZ2ifQTsqOeDwOQaifPwjxNXNGAhlGIYH1AiGBIwiFQnI6jeMIhSYfCZw9\nezY4jsfJk0dlR/+UXC3FPkgwT9a2EkhhpgQSc3AxCaTmYCOfQDXy+TwSiSRIFCoA/A+Ij6caIoAb\nwDCZwrHyeS3BUThUaXOwnsQaoTgwpBQqJ4F6wmpEAqdNm4Zo9EztnvOjSCaTKnOwhImJ45g1a1YJ\nJfAQMpkXS94H9DeSVggAfOC4YosKPa4kCfD7/Q1LAhvRTcQjgZVjCpBAOnhMIBxWJjjyuREfNiew\nZpJU1zLlOIUEaoM+6OBPH6ws5szRKneVwCgHk5oEHjt2DCdPnsSRI0fK7isejyOXa04lEBgp5DNb\nu3YtnnrqKfz5z7Uthk5yOeYRCoXQ2tqKXO4gRkaM8qg1NxiGwYwZJOckJYFGFWOsgCiB1pRxogRq\nyxoqqrdCikjlFj20SqBRihjN2vm8TOrVhEUfJCIBeAzA6cKEbuRCUmlgCCWNX/nKV1TLyvWXGyTQ\nXAnkeRavv/46nn32WUiS9pkVBKoEUjehm5DLkaIERAk0IoGLkMv9xdJ9EI3SeYc1JIFUgcxmxw1e\nLK294FcfjWkOjkbD8EhgZWi8q+o66AOsLWEXCoUnkRJoncySSRBgWYUEas2RtE8UEljtaFG1OZjn\neXR2duKcc8oXBidpMSbgpHzRz3/+c9vb6OH3+2Vl1X7UoyQp/er3+7Fq1SrMnz+/4jbZAU3oHQ6H\nC6rkwEB9E5dWCzQnI7n/0wgEnOUVC4etk0CyjjZVknKvKySKqpJaoaW0T6AeokjNdep7UX9fKs+J\nmTmY/FbeJ9CKEkhzwgLllEARwFNl9lbK15GARgdTCIJQ6C+OYzFr1izMmDED+bz6pTmPfH4csVis\nkEhfkn6ganfpUptWArlIRDltYxbf/va3EY9fVlhGlcDx8bTsZ6wmgUkA9mqaVweNqQRGIp4SWCmm\nAAmkBEmbBJd8nixKoHU1ipJAjlMmBOq7QjAhr0f+q8lKtWAnRYwaJI9XuajDYvh8PC6//HJb2xiB\n1Cl15sgtSbm6p2Khud5CoZCtKiXNCFLnmU7qzpVASiatTIhkHe2LpjpylYJEOKKQjJfAuk/gc889\nh3/6p3+Sfyv/QsIwUJmDy6WIMTYHm5FRM2hJs76NhwAY178m+ANKB7Ip+y3nE1istA0jEGjRWEmi\n0Rvw3e9+FwAdm8xJoBU/5rlzqSUlB0nKyFWJ1P6S5BqMj6dl68IEgGdA0uIAjaEGNqoS6JHAStF4\nV9V10BvkDxoSGI/H0Jih+E5gnYQQ5UwxQQDGJJBhSL/VggTSCcVuYAhAlYxny66nhpupWEg90lIk\nXF+nlLYh6+h83QRVc0KhEObOnYuFCxdiaKgRJhz3QUkgVQK16Tusgz4L2mfGGGTS1BIIIzJHSxVq\n8+gZm4ONyNcVV1whmzP1SqD6vtPmIDT3CWQsmYPtPj/afWQAfF/1vRxxteb3a6QE6s3vJF2Q+nkd\nRCSSgM/nA8MoxJfOFeWUwHJkWJIkzJrVLX/LQpKyRSRQrwQSEngVlOwWJ+HE2uEuGlMJbGnxSGCl\nmAIkkObN2ll4iweARCKOyaMEZrFo0d/hj3/8Y9k1qdqQz48UVEEtySsmgVYmvErgVAlU8AFba7tZ\nmYPny5HADgD/ZtCG+iuB1BwcCoXQ3t6Ol19+2XY+yGYBffapEqgeC+yAPgtWnolSSqCaPEQiYflT\neSWwFOkoXZpNGeoZJl/SJ1Drn2dfCTRaX/u8/QXAJ1TfyxEcq6qjlqjk8/ki0u33++V0PbSfBhGN\nxuXtxMJ+KJkk56kXC5Q+tvIipyi8CglUV26iL+TpNFUCs3KbqQl8OYBdZY9TXTRmdLCnBFaOxruq\nLsPnU79FKg/v5FICM+jqmo1zzz3X0torVqxAPj+EQID4SIqiiIMHD6KjYx7oAyUIrwEYhShO1NQn\nsPqgudLceastTwIB4PXiVoj1VwLVPoGTHUoVCaIEhkLOlEA7JFBtYqQwUgJbWqiFopgE6iuGlHp5\nUUigouKpftXsWz2hq58FYg5Wb2uWIqYSczAlQHTyLkcCrb2w6ZXA6dOnF/UbwzDyyy/t30HE41ol\nUJ1H0dgcrJAOK/2gJoGiOCH7pmuVwOXLl+PBBx8EwzDgODreqhPRl/eJrC4a0xwcCoXAcR4JrASN\nd1Vdwr/9G1FfGEYhgWon6Fgs1qCh+E6QRTBonai1t7cjlxuSKwyQN+YLL7xQjlKcQCg0S17zrxCE\n0ar7i1WuBNpB3iRXlzNoSSA1pV4FmmeRQE8S34/x8ZN1VwJpvzupodtsoOZfSgKdKoF0P9ZJoBZG\nPoGUBGp9AglJsBodTH6j/rFKyTkKfQ5Cddv0+7SSLNqukq5dn1pnaE7DciTQ6gubQt6Gh4exYcMG\nQ/JMnn9KwgaRSMRsKoFKsI89JfD9yGQG0d7erlECGUbAxo0b8eEPf1huK9lnPq9Oqt9Z9jjVRWOa\ng41J4Cgmj5Wv+pi0JPCGG25AR8cZGiVQbfqIRCKQpMmiBGZtTWrt7e1yBQUyodF8XmRimwDPx5BI\ndAB4G7lc2na1ELuoNQlUsvZXDi0JTALYDeLUvVu1ln5A+pm8bX2VwKlEAmm0OTUH01QvdkFVUys+\nhUaTppFZV/FVNjcHUxJTPi+dCLWKqGqN6rOgaVs5EmjXHGzEFbTtpgoXVbfKkUBrgV9qJZBE+zIm\nJFCtBA4jmYzBzA+SRHHrlUAlCbc9EkhyAUaj0SISqK0JTduqPm69p+rGVAJbWlrAsnqf0RiAz9aj\nOU2JxruqLoKQHGMSGAgEJpESmLGtBAIkNQXLsjj77LPl70QJlCQBHR3TABwHxwWrXs+W7r82dXPd\nVQJJlGkGyoBN8htqiaaxubhRlMCpYA7+yle+gv7+/oISSANF7IISZqdKoBEpMa4YozUHW1FhSASs\nCEXRUpMncyVQTUCKo4MlQyWwMnPwdfL/AQB/g7ayiREhLPeyPgjgRhipVUYKqlYJzMHv54rMwQoJ\nNDIHK0qg3X6QJEnephQJVPrqyiv/sdDO+qIxlcBkMgmWNQpme7PmbWlWTGoSSEiNMQkMBoOTQgn0\n++8B8AO5koE1KCQwCEEQcOaZZ8rfiRIoSQJmzJgO4G8IhWqXOsRpxKY9uEsCSZ9lQE1cNKCG5KAk\nk4rPZ0wC660E0olnsgaDqMHzPFpbWwtKIM33ZxeUMLtpDlZIuLkSaGUCLq0Ean3yzMzBxdHBxubg\n0kpgucAQikEA8wBsVS0zCmwpVzf4dQCPIpMZKurz8kpgHizrMzUHEyVQP0/YUwL17jRKDXcCPQlU\nm+5bWmL4wAfWG7Sh1mhMJZBUeqFVcjJQrmusTi1qPjTeVXURLS0xiKLiUKtXAkWx+ZXAbPb/AvCS\nZfOWz+fDpZdeCqCYdBGT8gQkKYfu7tqSQEmSmtIcrCiBhATy/BgAQBSPA9gpLzO+z2qjfJojlyMT\nS70VyVqCTLZpRCLVVwK1wQXQfDYyBxvlCbSjBCoksLQSqI4OBvQksNgcbJ3UlWubHpQIqYMejEy/\n5Ujg+wqf9G2l/U2r85C2qJVAERxH842qTeCllEB7JHDbtm2a79oa7gCgJYHqvuV5zqASTO0hSY0Z\nHZxIJCCKlAS2AeiVP3sk0Cpcu6qiKOJrX/saNmzYgJ6eHjz//PMAgJdeeglr1qzBhg0bsH379sL6\n27dvx+rVq7F+/XocOnQIADA4OIhNmzbh+uuvx5YtW5DJEAXlueeeQ09PD9atW4ddu6yHyre1tUIU\nlTJYmzZtQjZLJmSSmb3eb1fuwaoSSINAABRVTSBEcgySJGDOnFnguD8jHK6uP2Dt4e5gRqJMJ0BJ\nIMuOqX59BQDAcRPQlw9rBIyNjZVfaZKBTLbOlUBKAq2o1vQ+6+7uLiwzUgI3btyIm2++GaWig62Q\nQKLYGZNAtbokSaUDQ7SwHx1s1FTjYxgplkZKYLlx+q3CJzMl8IwzzlC1xVgJZBgzJVBPAscK46IV\nc3AoFJLda4Af/vCHhkqgVqlUzqFRSGAjm4PzeUoC0wD+W/48uZPfuwnXZsN///d/Rz6fx44dO3D/\n/ffj2LFjAIDbb78d9913H3bs2IFDhw7hyJEjeOWVV7B//37s2rUL9913H+68804AwP33349Vq1bh\nsccew4IFC/DEE09AEATcfffdePjhh/Hoo49i586dGBgYKNWUAjo6khq/v49//OOFQWGyKIEU6tJE\n5UAHLn3pJxKlmIYkCZg3bx5E8Y+IRifbw+SuOZiY8sZB3Q6y2f9Q/Uru03T6/wXJF9hYmIokkGU5\n+Hy/K5TJsws75mA6ad588834y1/+AsDYD/P888/H9u3bS1YMsa4E5mFMrrSBIWY+gUq7i9OlqFGZ\nTyCFUTudKIHmx6Hf1fXP9UqgYg428gk0MgePoaUlLv9uzaUjlyNzzcc+9rEiElisBCrn4Pdzciqn\nepPAxjUHZ7Nqn0Ci0jZiWxsVrvXUCy+8gM7OTnzyk5/Etm3bcMUVVyCVSiGXyxXehC+77DLs3bsX\nBw4cwLJlywAAM2bMgCiKGBgYwMGDB7F8+XIAwOWXX44XX3wRR48exZw5cxCNRsHzPJYsWYJ9+/ZZ\natP06WSgf/zxx3Hq1CnNb3Pnzp0ESqAyYDox6bGsdnAn2dfTEEVKAtOIxTwSWAqkduUYqBKYz/ep\nfr3fteNUA1ORBKbTgxDFIXzyk590tL2TwBC/31/wu6WkgbpkaGGuBKrNmWYopQTqfQLNzcGMjhA5\nUQKLSaMxiXVDCdSub3RdNm/ejFmzZhW+GymBZuZgosIVK4EtLeR6WCWBgqCcA8dxEIQxKOelTRyv\n7lue5+QX/HoLFo2pBIbDYfn+pURwGADAstZLqU512Hudk7F792488sgjmmWtra0IBAL43ve+h337\n9mHr1q249957NelFIpEIjh8/jmAwiEQioVmeSqWQTqcLTrSRSASjo6OaZerlVjBtGiGBiUQCHR2K\nEjM0NISWlhY5M7sE63moGg1KPzip6qEngfF4GEAKkpQrvDknk80SNGD1OrpLAqNRqgSOIhAIIpNR\nitMHAmFkMo1LtKYiCXz99SPw+wOOq+DYSRFDiYSaZMViMfzkJz9BV1dX0fqlfALnz5+Pt956q2gb\nNZToYLqt2uRoLU8gqStsrIppj+Vo6tDBDSVQSxCN2vWd73xH871YCaRKq2IOpoSHWEuKlUBSccp6\nP1DXJroNmXv+AcDzALSlOdX3pt/PyfdFvQWLxlQCGYbBtGlz8frrx+Tvw5AkgGUnkKt3lzUJHD3J\nPT096Onp0SzbsmULrrjiCgDARRddhNdeew3RaBSplBJOn06nEY/HwfM80mnFuTaVSiEWixXIYGtr\na4H8Ge3DylsxQKRioPhtjUZD+nysnEDajQGtHhgufHISaaongdFoGD4fUQIpaU4mm0UJtHod3SaB\nVAkMIpFoxcmTRAmUJAnnn38xDh+2plrXA5/97GexYMGCejejprj44ndh82ZnKiDgLDBEr7Rde+21\nJluYk0AAmDZtWsnjWQ0MKZUiZmwsZckcvG7dOoyMWKvpa46nDNppNzrYvkJGzlfdv4yudrBUVgmk\nJNDquLtz585CPlalv6n/mpYEqnO+8jwn+1h6gSFmmDNnLl5//W8AAEki96RZRgYPxXCN/SxZsgTP\nP/88Vq5ciSNHjqCrqwuRSAR+vx/Hjx9Hd3c3XnjhBfT29oJlWdxzzz3YuHEjTpw4AUmSkEgksHjx\nYuzZswfXXnst9uzZg6VLl2LevHk4duwYRkZGEAwGsW/fPmzatMm0HX19ijmOvn0NDw9rllOQN6wh\nAO1udUONoZDAXC5neI6lIAhZzTakMsEoBEEo+F1ms2nb+60Pcih9O2fl3/MAGNfOiWHyIEqgALUS\n2dfXhwULzihJAuvdr4lEAmvXrq17OwBgdHS0Ju34yU9+BMB531O1rr+/vywJor9bPTcjJVCSchgc\nHCy7/ejoqKxClyeBkpTD0NAQ+vr6cO+992L69Ono6+vDU089hdHRFL73vR1Qm0ZTqVTR8VmWxebN\nmw3bJYrk+KXa/MEPrsNTTz1h0E4jJTAHn88Hv38aJiaKf1PDWj8DaiVQFPMYHBxEKvUsAAaSdAUG\nBgbQ19eHbFadA5QijWCQkL+33367QO5K4ZJLLim0j/YPQMieKE5o5iiOU65VNjsuk/BapM8yhyjm\n8fbbbxumk6rVs2uG9vYYgJOaZQzjzMrhZB5tdrhGAlevXo3bb78da9euBQDccccdAEhgyK233gpR\nFLFs2TIsXLgQACGNa9euhSRJhRD6zZs347bbbsOTTz6JZDKJe++9FxzHYevWrdi4cSMkScLq1avR\n2WleQkdtZpkxY0bhv7H5RQTQhfr7WzjF/2DmzDPw5pt/w+zZsw3P0Qzvfe81WLXqSs02ra2t4LiT\nyGYFzJ49GwAQjQZt7bd+yAIoVfkiACAB4ApwHO/aOXV1dYKSQLWzf1dXF775zbuRTCbw/e8/KC8V\noZ6Mm6Nfa4O+vr6m6Y+//vWvmkADM1BLRFtbm6Vzmz27G/39dDKjgSESpk2bVnb7vr4+tLREYZYn\nUKvm5Qtt2rJlS2EpPcYjj/xYtR15QbdzbS699FIcPny45DZUSSNQkyhjc/CSJZfiT38yModrx24r\n7SRpnZQ+CoWCaGtrgygSixPDAJ2dnejq6kJraxzFJudxTJ8+HQAwe/Zsx2U1GYaHJO3E6OghzJw5\ns9D2eFzZXzKZkM3VGWjeEWoMn4/UYjbq33o/u62tSejvA5Z1ppzyvHtzg1WcOHGipsfTwzUS6Pf7\ncddddxUtX7RoEXbu3Fm0vLe3F729vZplbW1teOihh4rWXbFiBVasWGG7TdRvp3TQRPM6Dvh8L+PS\nSy/Grl1/s2wip3j22Z8WLQuHw/D5RmS/IEJW1LkVGxGvvvoqFixYYDHx9xCAn8Dnm+/a8Untyn4I\ngoBly66Az+fD0aOvAiBpKR588Hvo7b0ZS5ZcAkHIoDRR9dAMUKcbKQUjn8BSOOusefjv/z6AxYuv\nwMGDxeZga8fLw6452BilzcGlsGvXLpXaZQxiZlXaY/yZQpDHcGOV0D4kAP8FYBFoEIi2P0oHhrDs\nWGG8rSzhOwdgnXwcY3MwLX3n86VQz6FYkhozMASgqc30Qo5nDraKxjTyuwRKAutdmaFaCAb7cM45\nhNA4fRtVIxwOg2GG5Iz6BI1OAs8++2y0tEyDHTXX7RQxLEuUQL+fx5w5c4vWWbhwIfz+EIhiCMRi\n78SOHTtca4OHxoRdEnjTTTdh+fLlKsKThSQJlrcnZkQrFUNKk0CzOrpWwbJs2TGXBLEo7VFgNHnn\nEAwGZMuNHvatOMeO/QHApwEAPl9e9gdUExyFBAYCxYEhLKv4pVcSIMMwyrZqEqgXLQgJrLdY0ZiB\nIQDNkau9bximyG/Agwka86q6hMlOAn2+bGEwsqsEGqGlpQWSdBo+H+mvz3/+8/jUpz5V8X6rDY4r\nl0dL/ybvHgkMhUIyCaQ1SI3X4/kgKAkExIJbhIfJC0osrE6eK1euxJ49XwViTgAAIABJREFUe+T7\nMw8ggJGRA5bvV7KelWTRQklVx0pgSKUwJ4FGvlyCrI45SSRdGgxDooPNlECO48Aw+vFDIYGVjCVm\nJJAGHwHET7QxSGDjBoaQxO8HEAhEMTo6ih/96EfwlEDraMyr6hImOwlkGIUEuqEEdnR0IJd7U86j\nBXzjG98wyWfWWChPArUO/G6SQKIEpgEICAT4oohrikCAKoH/ByMjr7iUYsNDI8OuEkihkED1dyvb\nuaMEqlPEVEsB4nkzEjiuXxXk2fK7pgSqwTCllUBCwLQk0OcbKYy7lRBkMxL4wAMP4Le//W3hO2lD\nff3WG9kcTPruGVx//Y2IRqOyT1+z+vnXHh4JBKDOt9dMUJNAN5TAadOmIZN5WzZdNg84rtgcoIV+\nEHePBM6cORM+3xsABFU6h2IoJPDrACbvi4kHBU5JoL5UmVUSVrpsnHJjSpJg2RxsliewUmiVQDW5\nM1ICc3LC5OoogUYkkH7nOM5AhRsxjJK1C45TUv6oSeC0adNw2WWXAVBqqo+PPwjgsYqP6RyNaw4m\nfTeOtjZyTfQvUR5KozGvqksoRwI//elPy59uqVILhgBcWaV9ExJIk3HTIvSVgO4rHndWUqteiMcT\nAAZLrKH36XGPBM6bNw+53F9BfALN1b1sNg3gPwGQY3tK4OSHUZ5AK1Dy/cHW9tYrhuQtmIPp51qY\ng9UwVgLd9AlUgyqBZuZgI1OsJI1g/vz5+PznP+/4uDt27ADPTy98LxW8qMxfX3B8vErRyEogzdnZ\n0kKyM7AsC0mi9/5tIEm5PZhhUpNAenOYkcCtW7dWuQVHAPy8ivvPIBAIQJLceUtTHvLmktK7umYA\nKBVmrx3E3Xyj7erqQjY7AOCkKrt/MT760bVoafkRKAn0lMDJD6dKYOUksNgcrK5VK0nWo4OrpQCp\nc+FpYawEBoNm5mB3fAK1BEfSXDuSC1RBPj+M1tZWfOMb33B8XOJrqLTdbDyQJEmVmLyeY0ajK4GK\nEKJVAn8K4Fd1aVezoDGvqksopwQq6tl0w98bH9ky6W/s44ILlqC7u7n6Y86cciSweoEhLMvigx/8\nMIBHShK7L37xixgfPwyfj0yunhI4+VGZEqi8TNgjgcYpYiQpo/ps3RxcrZqxZi9LRkogw9AUMbVX\nAo1IYC43UrH7DRkrrJn8aYlVhnF3rLeDRq4YUpoEujfWT1Y05lV1CeXyBCrBFJX70xmj2t3rPgl8\n8cUX8MtfVlO9dB/z5nXB57OjBLo7MPzd310AIFWS2EWjUXmyIZOxpwROfjgPDHGmBBbXDlbISzh8\nsWpNK+ZgxSfQzZem8ihWAhlGBMdxJZXAZLKtbG1lIxj5BKoJD1HstGXtcrlUwXXGKfRKoBkkSSok\nHWeYeo4ZjW8OVpNAxRzsvWyXw5QggWYTLsdx+OIXv4TqmT+dPjR/A2BlQMtaqmFqB8FgUFP5ohnQ\n1taGQGCgxBrVUwIBpTINx3H43Oc+h9tuu81wPZ4PFqL8PCVw8qPW5uDi2sHq+15R3sqZg9XRwdXy\nCTRXAo1IoCSTQCNnf/I8BQLBsrWVjVE6Opgogep+HAfHBSseQ/RKYClQJdDnq6cS2FzmYMX9wVMC\ny2FSz0T05iilugSDAfh8aZRJcO8QTgfPeQDOBfDHkmtJkvtKYDMiGo2CZVMgE9cOANfp1qheYAiA\nQgkpjuOwcuVKrFy50nA9vz8IQSBt8ZTAyQ+3AkOs3iuEzIgqxcw4QtKaOfgjAI6iWr5g9szBIjiu\nnE+gs5pq5fIEFpuDhUIKrUpAXgLtKYH1JIHNpgQq9/6kpjiuoDGpvUtgGKbsG0wgEADLViuxJH1o\nnAxQpZQtea9SxiOBoKbWUQD9AK5H8eSnHWxJugn3oCaBpUBS75D6pB4JnPxwyxxsVTWmJNA4T6B6\nDCrt36VM9j8tu65T2CGBgGRiDh4AsLqidpTLE1icbiTvijsJef6tBbVQJdAN8ukUzaQEqlVjhvGU\nwHJozKtaQwQCgYKflvswMstYRbltGIyO/o9HAkF8OxkmBWUC0aeL0fZlJOKuCd1qHdFAIIh8vh+/\n+c1vGnZA9eAe3FIC7ZNAIyVQS7qsqTr5quUJNIO+OgdZRv0S9STwDdU6To4mwah2cDmfQHX1Facg\n11RAJDIbr7zyinkL5YohgKcEmoHOgW1tbQC0PoHqhNwejDHlZyKiBE6AKDRuB0QIuv9Oti0Nt30C\nmxHESXsUVGUjiqAaeiXQ3cFM/QZaCoFAEIIwXFAOPUxu1EcJzKO8Eli6TcpkTwhlLZVAn8/IhG2m\nBI7hnHMuNljfKvKmSqCawGuJqbtKoChOFMy9pfD000/LSfHrg0aODk6n0wCAs846C4BHAu2iMa9q\nDREMBmUl8AG4n9iZDh5OcllZy3juKYFECRTFFIC0vERvSs9pBnm/vz4kMJMhJHX+/PmuHt9DY6LW\nJJAQFmtKYKk2kcAQgJCh2pJAfToWskyUJ3Y9CUwjHK4kSb4AwMgnUKq6OZiQWgGiKJS0ILzzne8E\nQIMcJ3S/5g2WVQuNaw5etGgRPvrRjxbuaS0J9MzB5TDlaXIgEADDZODUsbg06ODhhARaUwI9EkiU\nQEICzZRAAfF4G4aGTgNwN1k0oFwDcz8ngtOn36jK8T00JupvDqZjyCAAEclkEoODg2XbVF8l0Gjc\nM1cCI5FwYR37yBkqgXpzsJYEutMfVAmUJMH0Wqj7iJBAvdvS5wD8M4zzJ7qLRq4YMmvWLPzrv/5r\n4bunBNrDlJ+NFBJYjRvcUwJrgZaWFuRyanPwkG6NHBKJ9sK3WbNmuXp8OjjmcqWv89hYquTvHiYX\n6h8YQsefVoyM/CceeOABnHnm+WXbRO9nSijdmvyt7MeuEhiN2lcCjx49Kn8iSqC9FDHuKoGSlLd0\nfYnbj171+xOqI14Uo5EDQ/RQk0C3c8JORjTHVa0iqksCPSWwFgiHwxCENBQSqM/7KCCRIE7DTz/9\nNO6+++6qtCOTKR9gFAyGqnJsD40HrZpkdztR993OdmRbfZBFJBLBtGndAKwrgQzj3uRP87YC9szB\ngKRqr5oIjhXqxZZT4dWYN28eotF2AIJhxRC1EljN6GBJykEUBUv3RzAYhCTpSWAtMww0rhKoh6cE\n2oNrJDCVSuGmm27Cddddh40bN6K/n5jkXnrpJaxZswYbNmzA9u3bC+tv374dq1evxvr163Ho0CEA\nwODgIDZt2oTrr78eW7ZsKUyqzz33HHp6erBu3Trs2rXLrSYDoG9YjagElpL4lQGvWd7Oqgm/3w9R\nFECCQ4BiEphDMklIYHd3d9WCaayQwEorDXhoHtBJ0+411yuBVqFXAvWmVYZhbKmTVAl0a4z5zW9+\nU/Bxo6TtM5/5jO6YxtHBpO36COE0YjFnPoE+H83TZ1Q7uJQ52H0SaOVahMNh5PNp3dLaEZzmVQJp\nHzEADtWtTY0M167qj3/8Y5xzzjl4/PHH8f73vx8PPfQQAOD222/Hfffdhx07duDQoUM4cuQIXnnl\nFezfvx+7du3CfffdhzvvvBMAcP/992PVqlV47LHHsGDBAjzxxBMQBAF33303Hn74YTz66KPYuXMn\nBgbK59CzCsXhtpok0G50cLlBoVbOwM0BhmHAsjyUgJBiEkgnYkFwEqltDdls+cozyWSiasf30Fig\nk6ZSntIaKiOBSu1gpySQBoa4TQIvvvhiXHHFFQAUEnjJJZfo2mhkDpbkc9P3SxqxmLPqRiTnngBa\nMaS0EqjuR3f6IxqNQhBSkKS8JRKYSCQgCHo3l1qSwMaNDtaDZVlZFIAunc/h+jSoweHaVT377LOR\nShFzXCqVAs/zSKVSyOVy6O4mJojLLrsMe/fuxYEDB7Bs2TIApOSWKIoYGBjAwYMHsXz5cgDA5Zdf\njhdffBFHjx7FnDlzEI1GwfM8lixZgn379rnVbJXM7pQEZgEcN/nNmTm4fESTUULVqQ2OCwA4JX8r\nNgf7/cR0QtMJVAPlSOCBAwfw7LPPVu34HhoLVF2qFQnURwfrVTU1CSxlgqxmYIh+X5QAffSjH8Wd\nd95pqARSU2QxCRxDPO5MCeQ4UrbNqHZwLZJFx2IxZDKE1Fnp33g8jmx2BNrzry0JbEZzsBLpDhQH\n1ngAHN5Fu3fvxiOPPKJZtm3bNuzduxdXX301hoeHsWPHDqTTaY0pJBKJ4Pjx4wgGg4Us6HR5KpVC\nOp0uDJiRSASjo6OaZerlbiEUCkGSxuGcBO4GKVOWQ3F3OjMHMwwHSSpFKDwSqAfHBZDPnwLLBpDJ\nFCuBPM/hmmuuKZij3MYtt9yCDRs2lFxn8eLFVTm2h8YEfSmwWx1G7xNofztjczBgLWJZmezdTxZN\n0ylRJZC2o6enB/39/WCYPxtsZawE8nwKkUgX5s2bhwULFthqh14J1EcHa/tJSwLdKDvJcRw4LgBB\nsEZMOI6D3x9BJjMCgM6dtfQJbDZzsAhAkl+KKMpbaqYiHJHAnp4e9PT0aJZ95jOfwU033YQ1a9bg\n1VdfRW9vL3bs2FFQBwGiwsTjcfA8r1FkUqkUYrFYgQy2trYWyF80Gi3aB63QYIS+vj5b5zIyMoJ8\nfgzOSSB9EI8BOFP3m1MSaF0JtHu+pTA6Ourq/moJn48Hy76FtrY29PUVk8B8PofvfOc7yGQyVTnH\nT3/60wiFQk3bf/VGM997Zjh+nFgI7J7XxMQY1GTHyvajo6MYGRkBjXgFAIbRPgcDAwOFCPbTp09r\nAjW0x6fjiwhRFDA4OOjatdm4cSPe/e53Y/fu3QCA4eFhAGQcHh0dhSQZKYF5eT191PQgGGYmfvnL\nX8Ln89lsIwOSrFlAJpMp+LADgCjmcerUKUiShMHBQYiievwWIYqSK/0RCEQgCNbHo3A4jkxmEAoJ\nrK0SeOLECUMi2JjPLgNA1Ikp5Ql3LpdrwHOpLly7i+LxeEH1oyQuGo3C7/fj+PHj6O7uxgsvvIDe\n3l6wLIt77rkHGzduxIkTJyBJEhKJBBYvXow9e/bg2muvxZ49e7B06VLMmzcPx44dw8jICILBIPbt\n24dNmzaZtqOrq8tWu8lbgzpPoAh7VnI6YBqpk07NweUuCznmd7/7XdvnWwp9fX2u7q+WCASCyOVO\nYfr06XjrrSxEjZAiIJGIV/XcmrnvGgGTsf9oAJLd8yIvucoNbGX7vr4+tLa2yuXTqE+g1r+uvb0d\n4XCosE+z/VK1jvjike3cvDZnnnkmfvaznwEAOjo6AJD628Q3z8gnkMwpeoWU54cxd+5cnHHGGbbb\nQK6NAJ9PQiQSQWdnp+pXEV1dXejo6EBfXx98PvVgkoff73elP8LhFqTTA5b3FY3GMDjYB4Ccr8/H\n6ca5aoHMjTNnzjQ0CTfis+vzsRDFvO7alSeBPM/X/FxOnDhR0+Pp4RoJvOWWW/DFL34RO3bsgCAI\n+OpXvwqABIbceuutEEURy5Ytw8KFCwEAS5Yswdq1ayFJErZt2wYA2Lx5M2677TY8+eSTSCaTuPfe\ne8FxHLZu3YqNGzdCkiSsXr1a98BWhmAwiHx+HFrVzk70KCWBpwG8BmCu6rdqKYETOOusJfjkJz9p\na7+TGTzvhyieQmfnBfD59CQwB7/fSxXgobZQWzDsoPLo4PI+gVbNwdUyA+rNwRzHyT6NxnkCtT6B\neQC/AsMMadyK7ID4BGZhVDFEkgRNP1H/MgJ3zMEAEI224O23ra9/1lmzcOrUt5HJEH96n4+vGQkk\n/d8cPoGAQgK1QT2eT6ARXJsZOzs78eCDDxYtX7RoEXbu3Fm0vLe3F729vZplbW1thahiNVasWIEV\nK1a41VQNQqEQBGEcir9ABtZJoAhgh/z5SwB+B23yTmfRweUdj8e9fHM68HwA2exJdHZ2wucrNgcH\nArX0n/HgAVi6dClmz55te7tKSCAhSPqKIQSEBNqpYlK9iiEf+MAHsH///oJayvO8HKxiXDFEieAV\nATwP4EpI0oWOSeC5556Do0f/ACOfQFFUSKBxihh3+iMUsjeG9/Z+AgcOPAqaiUpJfyKhOtktKMQq\n7999ECFFTwLpvHAUwPcBVCdfbLOhOTw9qwiSr0mEknbFjvPoEQB75M+nDX6ng4c9h1QrSqDdAWSy\ngyTNltDW1gaW1SuvgkcCPdQcl1xyCY4dO2Z7Ozeig3meN4y0taMEknGxOiTwPe95D377298WSJx1\nJVD5XRSdK4Hvfe+lCAZ/D6M8gXolcGTkMIA36FFdUwI5zt5+wuEwGGas8F0J/Kl2yjBJl2ql8UEC\nf7Qk0OejSuDTAL5Rh1Y1JprrylYBDMOA50NgmBF5iR3Cpl7XKGM9vQH1tWzLtam8EhgKGTt1T1X4\n/URRaGtrK3KI98zBHpoJlSmBlAT6HZuDlbQa1SOBFJTEKUqgccUQogRSdYe0J5cbRDwed3TclpYW\nsOw4SAQ0ozlHtRKo9NNH5P/upIgh+7bXr+TFXwkK9Pnoy261s0U0T3oYCuVeUZ4BjqNkmfr81cSW\n3vCY8iQQAPz+EHw+SgLt+A1cqPos6f7/Dgr5e9NWexSZ3wwTBQdvDwS0fB5xINeSQJ8vZztNhwcP\n9UIlKWJosmie98PYHGzHJ7D6JDCZTAIgJLA4MTOFumKIQgKz2dHC9nZBlFLjiiHFyaIBhZy6Zw6u\nlASS9gPVJ4HNpwSOjQ0CeABaJZDOC3QueKvGrWpMePIIgFTqNIB/lb85zSVEU96kALQA+DsAZGDm\nuD5YKCZRgHYQNnr4xhEOe0qgGjxPbuVEIoGJiedABm0ygHsk0EMzgZA5ATbK4QKg+QhJihi/349s\n1plPoKIESqg2CaRKHjUH21ECQ6G4Y9OsQgKLK4YARnWfabvqZw4OhUIQRcUcXDsSKDYdCST4IgAl\nN6tCAun/YSiq4NRFM17ZKsPKA3UPgC26ZbSkj9Y3cNas2QgE7OUdUqLRzFTJCUQinhKoBs0vFgwG\nIQh9AH5d+M0jgR6aCYQE2q83TogNiXg1UwKp+lSayGh9AqtpCqTPZSaTMTUHa2sHKyQwHm93fFy/\n3w+GyRbKtunPUZ9UW0ld4150sF0lMBwOy4UNhgD8j8rcX30S2GyBIRTqvJPFJPBZKL6eUxceCYS+\nksOY6XoKvgTgf+uWUcI2qFlKzJP2KpwoN64ZCRxHJOIpgWrk82TSVAZzhSQzjFCyTJYHD40EpySQ\nuEQQEyf5bB4YUrpsHP1Eqi7UolJEMpksYQ4mbVCUQp+8TZvj4ylKYA4cxxWRQL05mGXVJNCd/nCi\nBJJ0ZjcBOLum5uBmqRaihyQpz5HiK07//y8An651kxoOzXllXYY2tY0VEkjIWUsL8Ue54IILVL8N\naNaMxVos7lNBeRI4gWjUUwLVoFn9lcz/ysPvKYEemglkwnWmBNLcd2ZKICU7pSZ1JTq4+uZgepzu\n7u4SgSF6JZCgtbXV8TFpX0lSFjzPlzUHKyTQTXOwfZ9AQgKp6xG9R+zNL/bRvEqgKCq5OhmGzqf2\nqohMdngkECQjPkCqTigPWCkQZ53zzrsEkiRh8+bNqt+0JLC1tRWSZJ8E8nwQ5qH/44hGPSVQjfnz\n5wCAqhSWOpWCRwI9NA8qUwIJCTRSAgm5k1SfzY5fu8AQNRQlUOs+QyqXqPMEkqCZSl6EqWoqSTlZ\nFSytBFbDHMzz9lPECMIYaGCD5xNYHrncCMLhFgBGSqD+89REc15Zl0FLF1166UrYeasKBklaEhqZ\nSqAlgStXrrRNAkVRQDAYhdlbCsd5eQL1+NjHPoqOjg6sX78eF198BdTXkWE8EuiheUAIiP3JSW0O\nVoJEFKhJYCnUWgmkYFkWudwQgJkATqp+0SuBhJDZJVFqkP7JQRRzhkqg3ieQEC0G9YwO9vv9spWI\nEtYcotEYrM9Z9ooWKMiA5+1U0WocZLPDiERi9Jvuv/7z1IRHAkHesCYmJtDZ2QE7JDAQIOSPkkBS\nc1PJCTht2nSsXLlSE9FlBZIkIBiMwIwEsuy4afH3qYqrrroKp06dgs/nQ1dXN7QkUPBIoIemAcMw\nEIRHAAA7duwos7YCkvg+C0BSEQbtfkmwR/njE0iadCnVBsdxGBs7Kn9TK6F6n8C8vL7zdlHVVBSz\nhkpgMQmkfTls25fPDHb7leS0DUPpmxxSqREAPRa2fgZKahS7mIDf37zzDUkcDSjzqUL8inPKTj14\nJFBGIBBAS0sY1szBdBt/YVuAJiom5KOlZQGee+5XiMViEEV7cr0o5mQJ24wEekpgKZDrqFUCvcAQ\nD80CSg5+/etfY/369Za3I8SvdGCIZCHvjJYQ1docrBxX/VmrBJLf/P7KlEBJIuZgo8AQCjpuSBId\ni99wMTrY/n6IhYi6CZVzGfgllADGo6VWLINxBALNPN/Qe75YCVSqiExdeCRQhVhMSx7Kwe/n5f+E\nDJIs9OQGo74mih+HdeTzOYTD5uZgn89TAkuh+Dp65mAPzQNKuhYsWGBrO0ICFZ9AIyXQmjlY/a12\n1SK0pEgdIGKsBPK88+mLqqaimIPf7zcluqFQCIcPH0Y+T8eTN10jgU7ItZYEZtHS0lJi7S+jOJWZ\nEzQfCRRFsejFnzwb6lQxnhIIeCRQg3g8AjtKYDCoNQe3tLQUbjBJImlJQqGQTAKtZn4lZYxisRgA\n49QyPp+nBJaCngR6PoEemgmUHNi9Z3mehyiqSWAOwO7C73Z9AgFtHd1qQztpK0ogzROoJ4GVlIKk\n/ZPPZ4uUQH3+QfIiT+eF466liHFCJiORFjAMsSxJUgbPPPMM/P6YydqlCKIZBgD8SLdsAsFgc803\nDMNg27ZtANSBTmRupkINgacEeiRQhXA4DJ53TgJjsVihniNVAlmWBcvS1A1WkAPL8kgmE1ASUGvB\nMJ4SWArRaBg+n6cEemhOOCWBxubg1YXf7SqBLOuHKGbqZA4urwRWosiplUB9YEh39xzNuoFAAKJI\nycJbdfMJBIBIJFpIdSKKGSSTyRKWpqjqs1UR4p9R7GPYnPPNpk2b8K1vfQvj42ROp9fQUwK18Byl\nVAiHw+C4ceQsZmegJJD6BLa3t2uUQDqI+/30TdJKhBUhgZ2dSQDPA7gOxbmzJpryoawVyHU8qSrV\n5wWGeGgeuKEEBgLG5uBEImq8sQrUb5DjaksCzZRArU+gkiKmknbxPI98fhw+Hyun5FGUwLlzZ2rW\npeM7wQmw7HmOj6uGk/YT8y+pciGK44hEInLbcygO/FArgera9qXM+0aBQ+NNWau+q6sLt956K8bH\n8zh48AB+8YvfAdCSwFyuD8Z9N3XgKYEqhMN6Bak09EpgZ2dn4QYTRSUYgeMCsC47Z8GyfkyblgTw\nY5g9lJ452BzRaBQcp1Z0vcAQD82DSpTAfF4xB4ticWAISV5fDoQwsCxfUxKoPd9iJZC0wx0l0O/3\nQxDS8Plozj2FGM2Y0alZt5gE1s8cHItFIUkkDVk2O4RAICBHDBvNW2rCn9P9N8PkIYEUX/rSbXjg\ngX+WX5AICYxG1X3z5/o0rEFQ0d38i1/8Ap/73OcK319++WWsWbMGGzZswPbt2wvLt2/fjtWrV2P9\n+vU4dOgQAGBwcBCbNm3C9ddfjy1btiCTISTpueeeQ09PD9atW4ddu3YBIG+mX/7yl7Fu3TrceOON\nOH78eCXNNgUhgdYjeUMhLQns6OgoyMtqJZCEqFvN0ZQDx/Foa0sAOGW4hiR5SmApRCIRsKyWBHpK\noIdmQXF6EmsgxI+Yg4PBgKESSHyNS0MURfn4PPL5iZqRQJq0X26F5rORT2Cl5mBBGJdddbSqXGdn\nKRIoumYOvuWWW/CFL3zB1jbxeBSSNAIAEIQ0/H4//P4QypNA+nu5+c3IbPw5CIJZ4YLmAHk2yNzM\nMFmEwxEAQDSaBDBcx5bVH47lka997WvYu3cv3vGOdxSWffnLX8b27dvR3d2NT3ziEzhy5AhEUcT+\n/fuxa9cunDhxAp/5zGewe/du3H///Vi1ahWuvfZaPPjgg3jiiSdw3XXX4e6778aPf/xjBAIBrF+/\nHu95z3tw4MABZLNZPPHEE3j55Zfx9a9/Hd/5zndc6QA1QqGQBSVQeUhodLDaHExJoFYJJIlJrYGY\ng5XyZwYtkDwlsBSi0SgYJgU6WVD/TA8emgH5PLlv7UblEnNwDkDe1BxslwTWzxxcXZ9A+uLOceS/\nuq+nTZtWol2VHVeNiy66CBdddJGtbfTm/EAggGAwjJERo3mLzhF5+HxjIJd1DEC8xBGMlMDj2Lv3\npMHy5gFRyalPYAYtLS04deokksl2pFJTmwQ6froXL16M22+/vfA9lUohl8uhu7sbAHDZZZdh7969\nOHDgAJYtWwYAmDFjBkRRxMDAAA4ePIjly5cDAC6//HK8+OKLOHr0KObMmYNoNAqe57F06VL8/ve/\nx4EDBwrrLlq0CIcPH3ba7JIIh62kiFHInDKQkEGCVB4hv+fzCvGwSwI5jsfNN9+MH/zgB4aRX54S\nWBrETyYNYA2AC+EpgR6aCZQE2gXxm+MAZA3NwVZJIH3R5ThCKmuVIkaLYiWQKHBKnsBKlUCyD60S\neMMNN2Dt2rWadfXn75Y52AkiEe24T0mg8bxF+3ACHEd/Lze/GScTz2abO4CCZOkYB7m3MwW3iNbW\nNkx1JbDs3bx7926sWrVK83f48GG8//3v16yXTqc1dvZIJILR0VGk02lNLqNIJIJUKqVZbrZuOBw2\nXM5xXOFt1U0Qda2cXJ4pDBx0IMnJkSThcFhWAiVIUt6xEshxPObMmYMPfehDMHLizec9JbAUSOWW\nNIDnAPyhkK7Hg4dmgFMSCJCIXmDCVAk877zyQQ00MITnyUturZRAAFixYoX8ifbBXyFJE4ZKYCXt\nUmoCk31QonfXXXcVKYF6uGUOdoJwWBtcSNKQGRc5YBh6/cfBsnvlz+WyXxjPq1de+T5b7Ww0sCwr\nq74TYBjFJ7CtrRXASF3bVm+UnRl7enrQ01O+LA0ldxTpdBrxeBx84btQAAAgAElEQVQ8zyOdVm68\nVCqFWCxWWL+1tbVA8qLRqOE+otGoZh+iaJ7Fvq+vz3C5FaRSKYii0UPyVwBngBCyLPz+KMbHB9Hf\n34++vj4EAgHcfPPNGBkZgSRNABDAMCxOnDgBAHLxbeskkGF86OvrQzqdls07WuTzExgcHLSU/d8O\nRkdHK+q/RsHY2Bjy+VHQpKqimMXAwEBVz22y9F294PWfgoEB4vhvpz9o/7Esh1xuHJlMsRL49ttv\n44ILLsAbb7xRct+pFMlPSsYtsp22Pnr18Pjjj2P58lX4618pGTkTIyNAf38/8nkBahK4bNmyiu+Z\nfF7A6OgohoeJGvT222+XJZeZzETd7tVsVhtg2NfXJ1uFinPKMowAMkUMYnz8AObMOR/HjtlXAv3+\nOO67717Tc26WZ5fnSeEGSRovCDgkp6yiBOZyuaY4FzfhmjwSjUbh9/tx/PhxdHd344UXXkBvby9Y\nlsU999yDjRs34sSJE5AkCYlEAosXL8aePXtw7bXXYs+ePVi6dCnmzZuHY8eOYWRkBMFgEPv378em\nTZsAkBJK73vf+/DSSy/h7LPPNm1HV1eX43MgBNTIAfZMAL8B8G4AWfB8AOPj5O2RHm/79u3Yu3ev\n/PYlgGX5wm/kIbVOAoPBELq6upDNZk1J4Lx581w3Cff19VXUf40C0m8joNdSkjKYO3duVc9tsvRd\nveD1nwKqUtjpD9p/LMuDYQS0tk4vIoGdnZ2W9kncYoBAgIwvM2bMqOm1IYRTS0Y6OztlxYuQwA9/\n+CO45pprXDiaWBAgAGDmzJlFgSF6xOOxut2r+rZ1dXXJNe+LTZo+nyj7AQ4gHE6ira0Dx46VUwKL\nhQVRzGH27Nm6iFoFzfLsBoMRjI+nwTA5dHWRXJBnnDELDDMMqqfwPF/zc6FiUb3gqo3sjjvuwK23\n3gpRFLFs2TIsXLgQALBkyRKsXbsWkiQVsnhv3rwZt912G5588kkkk0nce++94DgOW7duxcaNGyFJ\nEnp6etDZ2YmVK1di7969WLduHQDg61//upvNLiAUCqnKA+lB37QICQSgUS0Bah7OggR3KF1rzxyc\nlddXO3qrczuJyOezuog1D2pEo1GMjb0pf+OQzzdnslMPUxOVuLowjA8MI4BlWTCMD5KkrrxhzbeP\nWhgWLz4ff/vbSzU1BwNQpYJRoPgEkjyBbvnlSZI2CMeKn2E8Hnbl2E5gNO4nkzEYkUCGoX3Yj0Ag\ngmiUusn8C4DrASQNjlB879GE2s2OUCiCwcE5SKWiaGu7BACZK1h2DILV5B2TEBWRwIsvvhgXX3xx\n4fvChQuxc+fOovV6e3vR29urWdbW1oaHHnqoaN0VK1ao/EIIGIbBHXfcUUlTLSEcDpcggfThyBZ8\nZUZHtRK8UrszV/AbBCg5tK4E0geOJkglb/R0f+Pg+VCdnLWbA1TJAACGCSCf98rseWgeVOITSAiU\nIOfV4+S8gQRWxwxKQq+6agV+9KNHa04CCRHTkhF9nkC3/PJEUetfaIUEEjJVHxiRwPb2OIxJIGU2\n/QgGwyoSeAtIIumPGhxBrwRKk4YEkgAaIJ8nbmgA6U+fz7g861SBlyxaBaIEmgWGaEngBz7wAXzw\ngx/UrEESkI4A+KMcpUfglAQCkJOZqrcdk/NCeTCDWvXz+QgJ9JRTD82CykggC4ZRSKAa1pVAMtbR\n56ixlEB3SaD6hRsoTQKpdUf9kllr0HHM71fGMy0JHAKwH4BWCQwGw4jFIgBo6rFxkDy0etKnVwKF\nQlWVZgdxJyBoa2sDQO5xpZ+mJpr/yrqIQCAAQcjAOGEmXZYBz/vx9NNPG5LAsbHXALy7YNIFAJ63\nlyxaTQJJRJOWBAYC9RuEmgHqASufHwHD+LzoYA9Ng0pIIAnmEORoWmf3PDUHUxJYa6uDmRKojg52\nK1cfHWutKIH0t0YggerxLJGIw+8flpdfB4DkHvT56H00gHA4IpPAuwAALPsagGkAfq47gn7uyxWq\nqjQ7SNYIAkoCA4GArJh+AsD76pr+p16YemdcAsSPhkFxrV7AyByshzqCjiYhBewrgTQJNQBkMqMA\nfg3gNrkNBwqytofy4Lg4eN5TTj00Dyo1B1euBBIiQAlH4ymB7vkE2lECKWoVKW0Eek3GxpQAj1gs\nBo4jJNDnO11YrjYHh8NhJBIRACcQDocRDJ4s/KaF/t7TujY1MyIRZd6Mx0nCbI7jZCXwKQDilHQb\n8kigDqTOr1FiTIUEmg0CNBErz7drlEBC6pyZg8mA/CEA3wS5UT/skUCLiMcT8Pungee9oBAPzYPK\nlcCcoRJolwTWyxxspgRWxxxM+sgKCSQpatyrGOIElATOnXsGrrrqKgCElPp8ZH5RmzbV5uBIJFzw\nD3344YfBsgPyb+XMwTmNoNHMiEaVeZPO1QoJJP0aDE49tyGPBOpAkq2qczHRh4Q+UGMIhYxJRSKR\nwJ49eyBJuQpIYBaBgNlD9yoAIBicem8rTsBxHPL5Efj9Hgn00Dyo1CfQzBxsNzCkfiSwdj6Bfr8d\nElh5ubpKQY/9pz+9gp/+9KcAiJpJVT+GUZM4hQRGo2G8+iqZP6ZPnw6GGYAx9KQwO4mUQGXepEog\nsf4JAMi9Hg5PvbnCI4E6kPQvaiWQSuq0+PTLWLrUPOs+z/PI58c0JmO7SqDaHKwFSXuSzZbL9eQB\nIP2ez48gEPBIs4fmQSUpYtTm4EqVwHqZg8v7BIoukkCtT6BZH6mX15MEUiIaDAZVZUk5MAxVAtUp\ngfKIRKIA3kY0Gsa//Mu/4Pe//z3a2togitQMrCV9WhIJ0ApWkwGhkDInz58/H9///vdlEpgHw3gk\n0IMMIn2rlUAtCYxGD+LSS5eabs/zPCRJa9J1gwR2dk4H8DcAwNBQcxfzrhU4joMgjHpKoIemQmV+\nSRJyuV9UFBhSbyXQzCeQKIQiiBLoTptosADLsiUrMKmJXz1JoGCQ0I7MNXS5QuIkaQjJZBLAW4jF\nIpg7dy4uuugitLa2QhCMlUCGKQ4MmSwk0O/3qT778fGPf7zwYsEw5IXHI4EeZAVPrQRS8kaIoc/X\nh1mzZpluT6O2KlECA4Hih+7KK68EJYGnT79lcV9TG2RwlDzzuYemwm233YbDhw872vatt/4CAJ5P\noAW8/PLL+MlPfmKxTaQvL7zwQixdai4CVBtGJJAogdQcTMnzT5BO/x+0tiYBnJTLoxG0trYimx2S\nv2lJn883eZVAv1+5Z+izQH0CKQmMRDyfwCkPYg5WK4FaEpjPv4Xp06eX2J7X/AcqVwLXrFmDCy9c\nBEoC3/ve5i7mXSvQa+BVC/HQTAiFQjjvPHOXEytwwyeQmoNrnyKmNj6BCxcuxMyZMy2tS1/uDx48\niNmzZ1d8bKe4+uqrsWvXLs0y0jY6v9B++x0AFJIiq0mg3+9Hezs9Byvm4MkRGGJ0z1CfQJ+PzBGR\nyNSbKzwSqENpJbAfmYw1EqiOICbKnnMlcNGiRejo6AAwho9/vBfPPvuMxX1NbdBrMXOm+fXy4GEy\nYnIrgbdjeHjIaNOqgUYR1xuBQAA9PT2aZWpzMCVxLPs6AIUE6nMbLljwDvmTlmwXK4HZSVEtBDC+\nj6k52OcjLzxmQZ+TGR4J1IFkYjcjge3I5VJoaWkx3V4hgWol0F6yaDUJ/PWvf43Pfvazsm+H9o3O\ngzmuueYa3HjjjQCAc86p35u7Bw/1ACFNzUoCqRKoqFQMw4DnKQkEDh06VOM21c8PsBy0SiAhcTxP\nggfpvKFOlAwAnZ20brBWnFCUwH+W///fOHr0oLsNrhOM7mPSd3n4fKR/pmJlKY8E6kAUPGoOHgNA\nCITPp5iISw2mik+gQuQIqTPKPWgELQlcsWIFIpGIRwJt4qc//Sk+8pGPAADOPHNOnVvjwUNt4UZg\nSP2jgxWVSqsEAq+99lpN29TIFYdI2wSQ7BE0jQ35zUwJDIXoHJPRLFcCQz4r//+F282tG4yIvN4c\nnM1anacnDxr3zq4TyMBHbwTF5MCy/z97dx8dVX3nD/w9yWQSMkNIgOVJuqGoFLVASVJ2f0ZQW1Oh\nlYprkISnWrJWWdEqoJGqJLBqqAXcXQO21p7FgjYQtKft1p6CSyVLxGKGQg5YXBcr0JJSIFEyA+Rp\n7u+P4U7u3Hzv08xNZpL7fp3DIXMfvvdzv/d77/3M9z5MK0IhoLLyX3Xnl5M/5bv+wo+mx/dgiJwE\nJvIni/obeVtMmzYtwZEQ9a3wL4ZEf1m1ek9gWloarrnmmgTeE9h9zHS5XFG31Tz//PN9HFPy9gR2\nXw4ei+CVt4elpoaTOa3zRmamfH6KTnp63hM4cGglgeGng8NX6lpaWvo4qsRjT6BKOHmTvx1djgxP\nSfkzfL7hqKh4Snd+0eXg9PT0qJ5EPS6X+BUx3Tf4Zpkqh8Iv737ttdfw5S9/OdGhEPUJudcufElX\nfdO/tcvBLpcLH330UQJ/O7g7CUxJSYHHkxZ5H576vrjeVlpailmzZvXpMs1yu92QJHUnQzgbHDFi\nBICeSWD3OSY6CVTfEzhkyHS88847doWaUPpJYLj+nJgEsidQJXw5WN4xlC9lPonBg4cazi/qCfR4\nPEhNbYeZd8CmpHQgLc3bY7j8jY69Wua5XC7Mnz8/0WEQ9bmurq4e73yzmgQmSrgnsAPqnsC0tDSk\npHyGUCilzy9Rr1+/vk+XZ0X0ewLDJCn8W8LyL2OI5wF6JoEXFZ9CAC4NmN/TFT3gIt8TKPcE3nHH\nHX0cVeKxJ1Al/NuBcq9ddxLY2XkK2dnGSaB874jykq6VnsBwEtizsXo8HpSXl2PSpEmmyiEi55ET\nuM7OzivJVLf+kgSG7/27H8CmyLCUlJQrSeAlpKSw70JJ1BMYCl0AAHR0hIdfvnw5arx8jlGfl1yu\nVsWnFkjSwEkCH3nkkR7Dwj2BnQA68Ytf/AJ33nlnn8eVaHElgbt378aKFSsin/fv34+SkhIsWrQI\n3/3ud9HWFm5g1dXVmDt3LkpLSyNPdbW0tKCsrAwLFy7E8uXLI9Pu2bMHxcXFKCkpibwPSZIkVFRU\noKSkBIsXL8apU6fiCVvXoEHp6L4M3J0EdnWd0/xWpdT9brqePYFmaCWBALBu3bqkvkGZiBJLTuC6\nuroiSeDvf/97S2XE87N1duju5TsWGSb3BLpcTALVwklgd09gWloGOjvDSWB7ezsOHjyIb37zm1Hz\ndCeB0eclSVImgVvR2XlhwCSBPp9P8WqcMOU9gU49t8acBD777LN44YUXooatXbsWmzdvxtatW5Gb\nm4va2lp88MEHaGhoQG1tLTZu3Ii1a9cCADZt2oTZs2dj27ZtmDhxImpqatDZ2Yl169Zhy5Yt2Lp1\nK7Zv347m5ma8/fbbaG9vR01NDVasWIGqqqr41lpHVpYX4aeCAeDNqHFDhhjfjyffdxB+nUFYeno6\nXK74egKJiMzq6ur+aTWfzweg//QEdvdgdr+zTe4JdLkuIjWVx0el8E+VhpPACROuQ1paJjo7w8lc\nZmYmpk6d2iPBkc8xqanR5yW5BzHsUVy8eGpAPYwYCkW/F1G+HAwwCbQsLy8PlZWVUcO2bt0aeYCh\ns7MT6enp8Pv9KCwsBACMHj0aoVAIzc3NOHjwIKZPnw4AmDFjBvbv34/jx48jNzcXPp8PaWlpKCgo\nwIEDB+D3+yPTTpkyJeafVDJjyBAvunsANwPofhgjO1v7/YAy+UCbmtp9wPV4PD2+cWnPzySQiOLT\n2dkZSQLlnjWrTwcnSvcvO3QngcqewFhffTNQyZeDU1LS0Nj4B7jdaejquoSGhgbNB2jkHzNQXw7u\n6mrtMe1A6QkEwl+OlMK/Gd2J8C+jOLNdGSaBO3fuxOzZs6P+HTlyRPik1PDhwwEAu3btwoEDB3Dn\nnXciEIh+ubLX60UgEEAwGIwM93q9aG1tjRoGhL/FiIa73e5eO1BFJ4Fh7777LgAgJ8c4CZQpk0D2\nBBJRXwr3BIaTqf6WBHb3BHa/uDf8dLAHwEUmgSppaWno6mpDKNRxpcMhXD8TJ07U3OZz586Fz+fr\nkQR2dIR7AufPn4/vfe97AAZ+EnjhwmF0dp51bBJouNbFxcWWHsffsmULdu3ahZ/85CfweDzw+XwI\nBruTqkAggKysrEgyOHTo0EiS5/P5EAgEItMGg0EMGTKkRxmhUEjz6bDTp0+bjlUkFOqC230Zyt/p\nln+02+MxX35KSve0ra2tkKTLBnOESVI7AoFA3OsRi9bW1oQsdyBg3cWH9Rcfdf01NzcjFAoft86e\nPQsA+Nvf/mbqd7TlhwgStT0uXPjsyl/dCcyZM2eunBsuwuVKtTW2/t72Wlpa0NkZhNudgaampkji\n19zcjM8++0w4T0ZGBp5//nk8/vgexdAOdHWFHyT54he/iM997nMAgPPnz+t+gehP9Se/DFqO9/z5\n8wBCCAaP4tNPP+0362EnW1Pfl156CX/84x+xZcuWSHdzXl4e1q9fjyVLlqCpqQmSJCE7Oxt5eXmo\nq6vDnDlzUFdXh4KCAowfPx4nTpzAhQsXkJGRgYaGBpSVlQEI/3zazJkzcejQIUyYMEEzhjFjxsS1\nDqNHj4bbfRSdneH7Yt5//31cd134ZtIRI/7OdPl5eXmRaceMGYOUFHMvi05N7cSIESPiXo9YnD59\nOiHLHQhYd/Fh/cVHXX9erxeZmeGEb/To0QCAkSNHmqpj+didqO0hJ6/AZXg8GWhvv4wxY8Zceefd\nZbjdabbG1t/bns/nQ1dXGwYNyr6yHuFzl5zEaRk9erTqvHQJHs8gtLUFMGzYMEyZMgUAcNVVV+mW\n05/q75577sGHH34YiVeZJI8ePToh69HU1NTny1SyLQk8f/48Nm3ahC9+8YsoKyuDy+XC17/+dZSU\nlCA/Px/z5s2DJElYvXo1AGDp0qUoLy/Hjh07kJOTgw0bNsDtdmPVqlVYsmQJJElCcXExRowYgaKi\nItTX16OkpAQAevXBEK/Xi9TUIIBLcLszUFBQEBl37tw50+Uo3+cX/e5BI7wcTETxUT4dbPVycKIf\nDDl37m9X/roMny8Hzc1NkXsCJeki3G4eH5Xk80VaWjjpD4XMdTiEb1NSXqHqjDx0k5qaihtuuAHb\ntm2zNdZEUz/MqnyBNC8Hx2DatGmRZGfYsGGaD2wsW7YMy5Ytixo2bNgwvPLKKz2mveWWW3DLLbdE\nDXO5XFizZk08oZrWnQRehMcT21NRoVAo6oAb/XvE+vhgCBHFK/yewP55T+CZM3+98tclQRJ4Camp\nA+ceNTvIyYvHE04COzvNdTiEbw1Qnpc6I/cThn92MAULFiywM9SkwySQvxjSg9frhcsVBBBERkb3\nL3d88sknkQdfjKgPtunp6ZAk9gQSUd/o6urqkfz1lyTwr3+VL49dhtcbfjODJEmRJNDtNv+AnhN0\nJ4HhB2nk+/qMpKcr34kLhHsCw2Ul828l20mZ+Dk1CeQvhqh4vfLTwdFJYG5u7pVx1lnpCWQSSETx\nknty5L+B/nM5+Gtf+9qVvy5HLv1evHgRaWlpCIX4ihi17teShRO3rq5OvckjMjIyIEnRPYFy3fb1\nz/IlCnsCmQT2EP521AYgiMzM2JI+UZmhkLonsAHR38JkgZiTTSIiACgvL8e4ceMAWD+hJzoJfO21\n1/Dkk08hfF+2Gzt27MD48eOvJIEXHXuyNiLfA5qW5jGYMix8hcrZPYHK9XRq5wuTQJXuS7cXkZFh\nz70nHo9H9Y3rbwC+DOC3Pabt6mpBTk6OLcslIudxu93wer1Yv349zp492+/uCQQAjycN4Z5AN+bO\nnRt5T6AkdfHBEA1yrm/mNUDydE5PApVfkJgEEgBlwtZuemcyEv4Gq7xPQ/5NzK4e03Z2MgkkotjJ\nyZ7H48Hw4cP73eVgIJzIulyXFb8e0n2SZk+gmLx5MzPNdV6Er1ApOyc6HHc5uFPxQmD51UhO44wt\nbUE4CWwH0I70dHsaRfiGZmUSePLK/xdVU4bQ1vYZsrOzbVkuETmPOtnrj0lgOOG7FJXwMQnU53KF\nt5v8fkgjGRkZ6OqK7gmUe1md0hM4ZswY/L//dyMA9gTSFd2Xg9ts+2YQ7glU3qx74sr/0Umgy/Uf\nVy538CBHRPboj5eDw8fAy0wCLZA778z+zFvPnsAv4fz5U1fKckZq4HK5cPvt4QeRnJoEcm9S8Xg8\nV3YM+3oCw7913KH43HLlZ+mik0BJWm7L8ojIubR6As1KhiRQ7glMS+s+RclfypXDSCncE/jcc8/h\n8OHDhlOnp6ejqyv6rRWBQAvuu+8+3HTTTb0SYTLqfsWOMy8Hc29SCSeB4cvBGRl29gR2J4GpqW3w\neDJx8eKlqOkyMu7DXXe12rJMIiKg/14OlqSzUS8+lu/RdmqPjRE51//617+Or3/964bThzsnOhFO\nHrvbxssvv9w7ASYp+dK3U3uYndHna0H425GcBKbbUmZ3Ehg+uKaktCEnJwcul/pyMHDzzTfbskwi\nciZ1smf1ZdH5+fkJfzhNPiGfO9f9u6ryZU7lwyKkZC15T0lJgcuVAtEDik4if+kxu38MNEwCVTwe\nz5Uucvt6Art3ttCVz+Ek0O1WJ4Gdjv02QkS9w2pP4Isvvoi//e1vxhP2osuXww8sKI+HchJo9ulX\np4klhwn/VrC5l0sPVMnQ851ITAJVwgedEIBLtiWBAK78JmPHlb8vIzs7G6mpchLYBaCOSSARxS3e\np4NTUlISfhxqaWkBAHR0dF8Oli8D+3z2vLproIklmVGel5yKSSBFcblcSE31AAjYmgSGv3F1XFlG\nG4YOHYrUVPmewP8GcDOTQCKKW7wPhiSDTz/9FACi7gmU1ys9nZeD1W688UbccccdludjT2ByPAiV\nSMw4hFwAKjFo0JO2lahOAnNyRiIlJXhlrHxPApNAIopPvD2ByWDMmDEAgM7Onr1UHk//S2p7W319\nfUzzhV8OzZ5AJ+PeJNDZGb4fxeOxLyGL/sbVduVN/oErn+WDNJNAIrJXf0wCH3nkEQDiJFD+jVyK\nX3fnhHN7w5gEkqa2tjbjiUwKBM4CmCKXjOHDhwOQXwcjX95gEkhE8Yn36eBkICeu4iSQl4PtEu4J\n7ISTewOdfjk4riRw9+7dWLFiRY/hP/zhD7F8efeLj6urqzF37lyUlpaisbERQPjG37KyMixcuBDL\nly+PJFx79uxBcXExSkpKUFtbCyCcqVdUVKCkpASLFy/GqVOn4gnbtIsX1T/rFq+/Xvk/nARKkpwE\nsieQiOyhlQT2xx6P9vb2HsP64z2OySr8M3Hr4XLdn+hQEqY/7hd2inlvevbZZ/HCCy/0GL53717s\n3bs3cuD54IMP0NDQgNraWmzcuBFr164FAGzatAmzZ8/Gtm3bMHHiRNTU1KCzsxPr1q3Dli1bsHXr\nVmzfvh3Nzc14++230d7ejpqaGqxYsQJVVVWxhm3JpUuXjCeKgSSFk8BQKDoJBDqYBBJRXLR+Nqw/\n9niIegKZBNonnARWQ5JeTXQoCcMkMEZ5eXmorKyMGnby5EnU1tbi4Ycfjgzz+/0oLCwEAIwePRqh\nUAjNzc04ePAgpk+fDgCYMWMG9u/fj+PHjyM3Nxc+nw9paWkoKCjAgQMH4Pf7I9NOmTIFR44ciTVs\nU+SDpf09gQAgIRS6jOHDh6OzU04Cwy/rlKSLTAKJKGYfffQRDhw4kOgwbNPR0TMJTE+35yX+JF8O\ndjanJ4GGLWDnzp149dXobwlVVVWYNWtW1MHm4sWLWLNmDX7wgx/go48+igwPBAJRb5/3er0IBAII\nBoMYPHhwZFhra2vUMADIzMwUDg//3E2o174Ryr2YvZMEfhbpCezokJPA8AMjoVCASSARxeyaa67R\nHNcfT3bqJHDfvn2YNGlSgqIZeMI9gc7WH3vI7WSYcRQXF6O4uNiwoPr6epw/fx6PPPIILly4gLNn\nz+LHP/4xBg8ejGAwGJkuEAggKysrkgwOHTo0kuT5fD4EAoHItMFgEEOGDIHP54sqozcTQNmKFStw\n++2390LJAYRCbcjOzoYkyTfkhpPArq4gfxeTiHpFf0sC/X5/jy/F8lUlskdKSv95WKi39Lf9wm62\ndTsVFRWhqKgIAHDgwAFs374d9913H44ePYr169djyZIlaGpqgiRJyM7ORl5eHurq6jBnzhzU1dWh\noKAA48ePx4kTJ3DhwgVkZGSgoaEBZWVlAIDf/e53mDlzJg4dOoQJEyZoxnH69Glb1kd+sMWu8rpd\nRGfnZTQ3N8Pj8eHy5QuQn8zq6gqgpaWlF5ZpTmtra8KW3d+x7uLD+ouPmfprampCV1f/+Z3YUaNG\nAeiNY3A0J7e9pqbjUZ9zcnIs10V/r79bb70Vx48f79frEI9ev/Z4ww03ID8/H/PmzYMkSVi9ejUA\nYOnSpSgvL8eOHTuQk5ODDRs2wO12Y9WqVViyZAkkSUJxcTFGjBiBoqIi1NfXo6SkBAB0HwyRXzKa\nvC6iq+sirrnmGni9Q64kgfLl4IsYPXp0wtbh9OnT/aD+khPrLj6sv/gY1d/MmTNx/fXXw+Ox71eQ\nBgont72LFy8gNdWNrq5ODBkyAidO/F/UrVdm9Pf6GzNmDL72ta8lbPlNTU0JWzYAuKQB1Bfq9/uR\nn5+f6DCEul/b8A5SUr6Kzs4OfP7zU3DixE8B/C+AeXC5UnHo0EFMnjw5ITH29505kVh38WH9xYf1\nFzsn153L5YLXOxjBYCuGDRuLc+esv37NyfVnh0TnLXzWvs+dQ1paJlwuF7KyhgD4DHJPoCR18cEQ\nIiLqMxkZ4VcKSVL/uVWA7MMksI+sXbsWY8deDeAc0tMzAQBDhkQngQCYBBIRUZ/JzAwngaFQp8GU\nNBAxCewjTz/9NCZNKoAyCRw6VE4Cu1+DwCSQiIj6yqBBGQB47nEqJoF9yOfLBHAOgwZ5AQDNzU0A\n7gd7AomIKBHknsCMjIwER0KJwCSwD7lcnQD+DRkZ4Z7A4hsWy8MAACAASURBVOI5AC4B6MT48dcC\nYBJIRER9R/6ZQa9X/HODNLAxCexDu3b9CkD4l1AAYMmSbyMtzQugE2PHfg4Ak0AiIuobs2bNwuLF\niwEwCXQqJoF96K233gIAeL2ZV/73orPzEoA2JoFERNSn3nrrLTzwwAMAuu8NJGdhEtiHpk2bBqD7\nG1dKSgo8nkwALRg5cgQAIDU1NVHhERGRQ1199dWJDoESgN1OfUhO8Lze9MiwQYOy0NbWgoyM4fjz\nn/985bUxREREfePMmTPIyspKdBiUAOwJTIBBg7pz78zMwQBa4PG4cdVVVyUuKCIicqQRI0bw6WCH\nYhKYABkZ3Umg1zsYQDPvBSQiIqI+xSQwAdLS0iJ/Dx8+HC7Xn5kEEhERUZ9iEpgAyoSvqOj/QZKO\nRV4bQ0RERNQXmAQmgPLev2nT8gEAo0aNSlQ4RERE5EC8BtnH/vKXv2DEiBGRz3//938PgEkgERER\n9S0mgX1szJgxUZ/lJHDkyJGJCIeIiIgcipeDE0x+L+Do0aMTHAkRERE5SVxJ4O7du7FixYrI55Mn\nT+Lb3/42Fi1ahLKyMnz22WcAgOrqasydOxelpaVobGwEALS0tKCsrAwLFy7E8uXL0dbWBgDYs2cP\niouLUVJSgtraWgCAJEmoqKhASUkJFi9ejFOnTsUTdtKRJIkv6iQiIqI+FfPl4GeffRb19fW47rrr\nIsOefvpprFixApMnT8bu3bvxySefIC0tDQ0NDaitrUVTUxMeeugh7Ny5E5s2bcLs2bMxZ84cvPzy\ny6ipqcGCBQuwbt06vPnmm0hPT0dpaSm++tWvwu/3o729HTU1NTh8+DCqqqqwefNmWyqAiIiIyIli\n7gnMy8tDZWVl5HNbWxuam5vx3//931i0aBH+8Ic/YPLkyfD7/SgsLAQQvuQZCoXQ3NyMgwcPYvr0\n6QCAGTNmYP/+/Th+/Dhyc3Ph8/mQlpaGgoICHDhwAH6/PzLtlClTcOTIkThWmYiIiIgMk8CdO3di\n9uzZUf+OHDmCWbNmRU336aef4qOPPsJNN92ErVu34rPPPsObb76JQCCAwYMHR6bzer0IBAIIBoOR\n4V6vF62trVHDACAzM1M43O12IxQKxb3yRERERE5leDm4uLgYxcXFhgVlZ2fD5/Phy1/+MgDg1ltv\nRX19Pa6++moEAoHIdIFAAFlZWZFkcOjQoZEkz+fzRU0bDAYxZMgQ+Hw+BIPByPBQKISUFHH+6vf7\nDWMlbU1NTYkOod9i3cWH9Rcf1l/sWHfxYf31X7a9IiY9PR3jxo2D3+9Hfn4+3n//fVx77bWYMmUK\n1q9fj7KyMjQ1NUGSJGRnZyMvLw91dXWYM2cO6urqUFBQgPHjx+PEiRO4cOECMjIy0NDQgLKyMgDA\n7373O8ycOROHDh3ChAkThDHk5+fbtTpEREREA5qt7wl85plnsHbtWoRCIVx11VV47LHH4Ha7kZ+f\nj3nz5kGSJKxevRoAsHTpUpSXl2PHjh3IycnBhg0b4Ha7sWrVKixZsgSSJKG4uBgjRoxAUVER6uvr\nUVJSAgCoqqqyM2wiIiIix3FJkiQlOggiIiIi6lv9/mXRA/0dgnbp7OzE448/jgULFuCee+7Bnj17\ncPLkScyfPx8LFy7EmjVrItPu2LEDd999N0pKSvDOO+8kLugkdP78edxyyy3405/+xPqz6OWXX0ZJ\nSQnuvvtuvPHGG6w/Czo7O7FixQqUlJRg4cKFbH8mHT58GIsWLQIAS/XV1taGhx9+GAsWLMD999+P\nlpaWRISfcMr6++Mf/4gFCxZg8eLF+Od//mc0NzcDYP3pUdaf7Fe/+lXkqiaQBPUn9XO7du2Snnji\nCUmSJOnQoUPS0qVLExxRcnrjjTek5557TpIkSfrss8+kW265RXrggQek999/X5IkSVq9erW0e/du\n6ezZs9Idd9whdXR0SK2trdIdd9whtbe3JzL0pNHR0SE9+OCD0u233y59/PHHrD8Lfv/730sPPPCA\nJEmSFAwGpRdffJH1Z8Hbb78tPfLII5IkSVJ9fb300EMPsf4M/PjHP5buuOMOad68eZIkSZbq6z//\n8z+lF198UZIkSfr1r38tPfPMMwlbj0RR19/ChQulY8eOSZIkSTU1NdK6detYfzrU9SdJknT06FHp\nW9/6VmRYMtRfv+8J5DsEzZk1axa++93vAgC6urqQmpqKDz74AAUFBQDC72p899130djYiPz8fLjd\nbvh8PowbNw4ffvhhIkNPGt///vdRWlqKESNGQJIk1p8F+/btw4QJE/Av//IvWLp0KW655RbWnwXj\nxo1DV1cXJElCa2sr3G43689Abm4uNm3aFPl89OhRU/V17Ngx+P1+zJgxIzLt/v37E7IOiaSuvxde\neAFf+MIXAIR7pj0eD+tPh7r+Wlpa8G//9m948sknI8OSof76fRKofg8h3yEoNmjQIGRmZiIQCOC7\n3/0uHn30UUiK20FF728Eut/V6HRvvvkmhg0bhsLCwki9KdsZ609fS0sLjhw5gv/4j/9AZWUlVq5c\nyfqzwOv14s9//jNmzpyJ1atXY9GiRdx/DRQVFSE1NTXy2Wx9ycN9Pl/UtE6jrr/hw4cDAA4ePIjX\nX38d9957b4/zL+uvm7L+QqEQnnrqKTzxxBMYNGhQZJpkqD9bnw5OBCvvEHS6pqYmLFu2DAsXLsQ3\nvvEN/OAHP4iMCwaDyMrKEr6rkb9rHE4CXS4X6uvr8eGHH6K8vDzqPg3Wn77s7GxcffXVcLvd+Pzn\nP4/09HScOXMmMp71p2/Lli2YPn06Hn30UZw5cwaLFi1CR0dHZDzrz5jyvGBUX8rzijpRdLK33noL\nP/rRj/Dyyy8jJyeH9WfS0aNHcfLkSVRWVqKtrQ3Hjx9HVVUV/uEf/iHh9dfvs6W8vDzs3bsXAHTf\nIeh0586dQ1lZGR577DHcddddAIDrrrsO77//PgCgrq4O+fn5mDRpUuS3mltbW/Hxxx/j2muvTWTo\nSWHbtm3YunUrtm7diokTJ+L555/H9OnTWX8m5efn43/+538AAGfOnMGlS5fwj//4jzhw4AAA1p8R\n+aX5ADB48GB0dnbi+uuvZ/1ZcP3115veX6dOnRo5r+zduzdyGdnJfvGLX+C1117D1q1bcdVVVwFA\n5KdhWX/aJEnCpEmT8Ktf/Qo//elPsXHjRlxzzTVYtWpVUtRfv+8J5DsEzfnRj36ECxcuYPPmzdi0\naRNcLheefPJJPPPMM+jo6MDVV1+NmTNnwuVyYdGiRZg/fz4kScLy5cvh8XgSHX5SKi8vx9NPP836\nM+GWW25BQ0MDiouLIUkSKisrcdVVV+Gpp55i/ZnwrW99C9/73vewYMECdHZ2YuXKlbjhhhtYfxZY\n2V9LS0tRXl6O+fPnw+PxYMOGDYkOP6FCoRCee+45jBkzBg8++CBcLhemTZuGZcuWsf4MuFwuzXHD\nhw9PeP3xPYFEREREDtTvLwcTERERkXVMAomIiIgciEkgERERkQMxCSQiIiJyICaBRERERA7EJJCI\niIjIgZgEEhERETkQk0AiIiIiB2ISSERERORATAKJiIiIHIhJIBEREZEDMQkkIiIiciAmgUREREQO\nxCSQiIiIyIHciQ6AiChef/nLX1BUVIQvfOELAICuri6kpaVh0aJFmDNnjuH8d911F7Zu3Yrdu3fj\nt7/9LX74wx+aWu6BAwdw3333Yfz48XC5XAiFQnC73XjwwQdx66236s77la98BS+++CJuuOEGU8si\nIrIbk0AiGhAyMjLw85//PPL59OnTuPfee+H1elFUVKQ7r3I+q/7+7/8+av5jx46htLQUe/bsQU5O\nTszlEhH1Nl4OJqIBacyYMXj44YfxyiuvAAD+9Kc/YcmSJSgpKcFXvvIVPPjgg2hvbwcATJw4EZ9+\n+mlk3qamJuTl5SEQCESG3X777fjwww8Nlztx4kQMGjQIp0+fRnV1NVatWoWysjLMmjULCxYswNmz\nZ21eUyKi2DAJJKIBa+LEifjf//1fAEBtbS3uuusu1NTUYNeuXTh16hT27t0LAHC5XFHzjR49Gjfe\neCN+9atfAQD279+PnJycyOVmPbt27UJKSgquueYaAIDf78eLL76I3/zmN8jKysL27dvtXEUiopjx\ncjARDVgulwuDBg0CADz22GOor6/HK6+8gk8++QRnz55FMBgEAEiS1GPe+fPnY/369SgtLcWOHTtQ\nWloqXMbJkydx1113QZIkdHV1YdSoUXjppZeQnp4OAJg2bRoyMzMBANdff31UjyMRUSIxCSSiAaux\nsRETJkwAADz66KMIhUKYNWsWbr31VjQ1NUWmU/cEAsCNN96IS5cuYf/+/WhoaMD3v/994TLU9wSq\nZWRk6C6HiChReDmYiAYEdW/en/70J7z00ktYsmQJAODdd9/Fgw8+iFmzZkGSJBw+fBhdXV3CeWWl\npaV46qmnMHv2bHg8nt5dASKiPsaeQCIaENrb23HXXXcBCPe4paenY+XKlZgxYwaAcE/ggw8+iOzs\nbAwaNAjTpk3DyZMnI9OLzJkzB88//zxKSkpsj5e9gkSUaC5J6yswEZHD/dd//Rd++ctf4uWXX050\nKEREtovrcvDhw4exaNEiAMAf//hHzJgxA4sXL8bixYvxm9/8BgCwY8cO3H333SgpKcE777wDAGhr\na8PDDz+MBQsW4P7770dLSwsA4NChQ7jnnnswf/58VFdXR5ZTXV2NuXPnorS0FI2NjfGETERkyqJF\ni/DSSy+hvLw80aEQEfWKmHsCX3nlFfziF7+A1+tFTU0NamtrEQwGce+990amOXfuHL797W/j5z//\nOS5fvozS0lK8+eabeO211xAIBLBs2TK89dZb+MMf/oAnn3wSc+bMQXV1NcaOHYvvfOc7WL58OUKh\nEJ5//nls2bIFTU1NeOihh7Bz50671p+IiIjIkWLuCczNzcWmTZsin48ePYp33nkHCxcuxFNPPYVg\nMIjGxkbk5+fD7XbD5/Nh3LhxOHbsGPx+f+Q+nRkzZuC9995DIBBAR0cHxo4dCwC46aabUF9fD7/f\nj8LCQgDhd3eFQqFIzyERERERxSbmJLCoqAipqamRz1OmTMHjjz+Obdu24XOf+xyqq6sRCAQwePDg\nyDSZmZkIBAIIBoPw+XwAAK/Xi9bW1qhh6uGiMoiIiIgodrY9HXzbbbdFkrXbbrsNzzzzDKZNmxaV\nsAWDQWRlZcHn80Ve0ioneV6vt8e0Q4YMQVpaWmRa5fQifr/frtUhIiIi6nX5+fkJW7ZtSWBZWRme\nfvppTJo0Cfv378cNN9yASZMm4YUXXkB7ezva2trw8ccf49prr8XUqVOxd+9eTJo0CXv37kVBQQF8\nPh88Hg9OnTqFsWPHYt++fVi2bBlSU1Oxfv16LFmyBE1NTZAkCdnZ2ZpxJLIyiYiIiMxKdOeVbUlg\nZWUl/vVf/xVpaWn4u7/7O6xduxZerxeLFi3C/PnzIUkSli9fDo/Hg9LSUpSXl2P+/PnweDzYsGED\nAGDNmjVYuXIlQqEQCgsLMXnyZADhxG7evHmQJAmrV6+2K2QiIiIixxpQ7wn0+/3sCSQiIqJ+IdF5\nC382joiIiMiBmAQSERERORCTQCIiIiIHYhJIRERE5EBMAomIiIgciEkgERERkQMxCSQiIiJyICaB\nRERERA7EJJCIiIjIgZgEEhERETkQk0AiIiIiB2ISSERERORATAKJiIiIHIhJIBEREZEDMQkkIiIi\nciAmgUREREQOxCSQiIiIyIGYBBIRERE5EJNAIiIiIgdiEkhERETkQEwCiYiIiByISSARERGRAzEJ\nJCIiInIgJoFEREREDhRXEnj48GEsWrQIAHDy5EnMnz8fCxcuxJo1ayLT7NixA3fffTdKSkrwzjvv\nAADa2trw8MMPY8GCBbj//vvR0tICADh06BDuuecezJ8/H9XV1ZEyqqurMXfuXJSWlqKxsTGekImI\niIgIcSSBr7zyCp566il0dHQAAKqqqrB8+XJs27YNoVAIb7/9Ns6dO4etW7di+/bteOWVV7BhwwZ0\ndHTgZz/7GSZMmIDXXnsNd955JzZv3gwAqKysxMaNG/H666+jsbERx44dwwcffICGhgbU1tZi48aN\nWLt2rT1rTkRElowaNQ6jRo1LdBhEZJOYk8Dc3Fxs2rQp8vno0aMoKCgAAMyYMQPvvvsuGhsbkZ+f\nD7fbDZ/Ph3HjxuHYsWPw+/2YMWNGZNr33nsPgUAAHR0dGDt2LADgpptuQn19Pfx+PwoLCwEAo0eP\nRigUivQcEhFR3zlz5gTOnDmR6DCIyCYxJ4FFRUVITU2NfJYkKfK31+tFIBBAMBjE4MGDI8MzMzMj\nw30+X2Ta1tbWqGHq4aIyiIiIiCh2brsKSknpzieDwSCysrLg8/miEjbl8GAwGBk2ePDgSOKonHbI\nkCFIS0uLTKucnoiIiIhiZ9vTwddffz3ef/99AEBdXR3y8/MxadIk+P1+tLe3o7W1FR9//DGuvfZa\nTJ06FXv37gUA7N27FwUFBfD5fPB4PDh16hQkScK+ffuQn5+PqVOnYt++fZAkCadPn4YkScjOzrYr\nbCIiIiJHsq0nsLy8HE8//TQ6Ojpw9dVXY+bMmXC5XFi0aBHmz58PSZKwfPlyeDwelJaWory8HPPn\nz4fH48GGDRsAAGvWrMHKlSsRCoVQWFiIyZMnAwDy8/Mxb948SJKE1atX2xUyERERkWO5JOXNfP2c\n3+9Hfn5+osMgIhqQXC4XgOh7wIkodonOW/iyaCIiIiIHYhJIRERE5EBMAomIiIgciEkgERERkQMx\nCSQiIiJyICaBRERJprKyMtEhEJEDMAkkIkoya9asSXQIROQATAKJiIiIHIhJIBEREZEDMQkkIiIi\nciAmgUREREQOxCSQiIiIyIGYBBIRERE5EJNAIiIiIgdiEkhERETkQEwCiYiIiByISSARERGRAzEJ\nJCIiInIgJoFERNQnKisrEx0CESkwCSQioj6xZs2aRIdARApMAomIKKHYQ0iUGEwCiYgoodhDSJQY\nTAKJiIh0sKeSBiomgURERDrYU0kDldvuAv/pn/4JPp8PADB27Fg88MADeOKJJ5CSkoJrr70WFRUV\nAIAdO3Zg+/btSEtLwwMPPIBbbrkFbW1teOyxx3D+/Hn4fD6sW7cOOTk5OHToEJ577jm43W7ceOON\nWLZsmd1hExGRQ1RWVrJ3jwg29wS2t7cDAH7605/ipz/9KZ577jlUVVVh+fLl2LZtG0KhEN5++22c\nO3cOW7duxfbt2/HKK69gw4YN6OjowM9+9jNMmDABr732Gu68805s3rwZQHiH3bhxI15//XU0Njbi\n2LFjdoZNRNTnmIgkjtmevVGjxmHUqHG9GwxRAtmaBB47dgwXL15EWVkZ7r33Xhw+fBgffPABCgoK\nAAAzZszAu+++i8bGRuTn58PtdsPn82HcuHE4duwY/H4/ZsyYEZn2vffeQyAQQEdHB8aOHQsAuOmm\nm/Duu+/aGTYRUZ9bs2YNLzMmuTNnTuDMmROJDgMA70uk3mFrEpiRkYGysjL85Cc/QWVlJVauXAlJ\nkiLjvV4vAoEAgsEgBg8eHBmemZkZGS5fSvZ6vWhtbY0aphxORNSfJPtJ3Ocb3qu9XuxRi48TvjAk\n+z4yENmaBI4bNw7f/OY3I39nZ2fj/PnzkfHBYBBZWVnw+XwIBALC4cFgMDJs8ODBkcRRPS0RUX+S\n7CfxYPB8r/Z6JUuPGiWvZN9HBiJbk8A33ngD69atAwCcOXMGgUAAhYWFOHDgAACgrq4O+fn5mDRp\nEvx+P9rb29Ha2oqPP/4Y1157LaZOnYq9e/cCAPbu3YuCggL4fD54PB6cOnUKkiRh3759yM/PtzNs\nIiKKQTL33CRzbETJwiUpr9fGqaOjA6tWrcLp06eRkpKCxx57DNnZ2XjqqafQ0dGBq6++Gs888wxc\nLhdqa2uxfft2SJKEpUuX4rbbbsPly5dRXl6Os2fPwuPxYMOGDRg2bBgaGxvx7LPPIhQKobCwEI88\n8ohw+X6/nwkiESUll8sVdXuMy+UCAIgOwepp+4JePFrTyHGaecilr9dXr0yzy5NjBvTrpS8kok30\nNSeso1qi8xZbk8BES3RlEhFpMZsEVlZWYs2aNf0qCTRz8haVLyePTAKNOSFBcsI6qiU6b+HLoskW\ndlx64eUbotjvi+qP+4+T7gHj62YoGTEJJFvYcTB30gmBnEuUrNmRwNm9//THpDKZWXndDOue+gov\nB5Mt7OjGd+KlAHIO9aVT5eVRZds3c1lWr/x44lMuV1Se3ZeDrcxvVbJdDrayXbXqfqAfH52wjmqJ\nzlvYE0hE1MsGQs9OItchGeovGWKg3uXES/bsCRzA+vJnqdgTSKRN1OvX33oCRb1iej156uNPPD2B\nsayb3T2BQHy9gewJNJbodYx134tHovMW9gQOYLzHjogSRT7+sAeNKHkNyCSQBx0iovgl4wMrRGSf\nAZkE8qBDRP1Rsn2BjfVY6rT7qtSSbTsSaRmQSSARUbKwkhANlC+wTv+d4IGyHWngYxJIMeO3XbGB\nXi8Dff3s5vSEqDfZ2RbNlNWbbd+JT6ZS4jEJpJgN1G+78b7Mt7frpS+TMNGJaaBu9/6ot9pCopIR\nq+tjZ1s0U1Zvtn0rL5MmssuAfEVMoh8zTxa9XQ/q11oMlFfExPt6hr6s996m91oPMkf9ahW9V8SI\nXsOiTIzUSZLRPlhZWYkf/nALAOCvf/3EVJxacSiHVVRUAEDkN471fhdZtL7q+PVeFTNq1DicOXNC\n2OZifQ2M2X1c/YoYZfx6r+BSlqX8fWTl/KJ55PF8RYy23nz1mRNfEQNpAGloaJAkSZIG2GrFrLfr\nQVm+HctKlu0misNKbH1Z770NQI/lJct26i/kOpTrTfm/1jD1vqUeVlFRETWf+m+9eY3iNBOH1jpp\nlaUepo4ZgFRRUdFjvDxMK355Pq1xeutqNEy5bK36MFO+ev314tWqT6PlJYrWusTKbDvtLWb3FTvJ\neUuiJF+rigOTwGgDOQnUOviMHJkrjRyZa3scTALNL9/uE0N/J0qY1MmN1SRQlCzIfyvr30wSqEwo\nE5kEao2X/4n2baMEUYuZfVxvfa2Ub7SOWvWvVWYy7V92H4uYBPa9AZUtJXMSmIgdN1FJYKzrqnWg\nN1q2eni86z2Qk0Cr2yaWJDAZ9z8r7PgioSRKmLSSKDuSQGVvk3perURKOa2ZOBKRBOqNl6SebVvU\nDkU9qFrT91USqFX/WmWa3b/sbscifZUEKtdFaxo7zrFMAvu5ZE4CY40pnh05UUlgrMvVOkhKkrkD\nvLKMeIhOKgMlCbQ6r1ESqJdU9Fd2nwgSkQRqlacuR3kJ1o4kUK9XS5SM2pkEAt3Jr+jSsla9qceZ\nWV+tMkTjEpUEyuX19VWT+MpLF8ZkVDd6w60kh3bs+1aTUSaBNhooSWBFRYXwYNqbyzQTk175or9j\n7XUye4DWKyMeeidYmd66aS3frm/myZQEGo3vj5yUBGqNizUJ1EtozMQVbxKotZ496yg62RAljXYm\nger7C8Ux9U4S2BfHSiuU5zezMcnDlV8czMZi5XzU23WijEH+m0mgjZIxCVR/4zXDzMHMbDla8dhR\nltYBUX2wUi9Tbvzq4XoHLbOJRiz15fUOk0aOzO1xqUjvgG/2BBBPbLHc8G7E6rx6Jy0z4/sj0TqZ\n/UKjd9+aKOHRSpS0ki/lMOX/ojL0li1aV6OkTC8pUiY6orLMxmUmERONV/4tH2+NEikz7Vhv+WaP\nAWbWQavOtKYzQ7080dWU3kx4jOKyMk6v/oxisVJvdtWJ1nlW1H6YBNpIKwnUOoBb6amKJ3my2rDM\nHMzMlqNVtl1l6f0dfXBL73FPh5mTndbyrR5E9IhOSHrrp7d8O2OzerAzYvXLiLwsvXU3Gi9JyXUj\nuxlm1snqvFoJj1aiZLRf6LVReVpR75Ne8qMVoyRpPymrNb3euhnViczo6Vy9MvWOI6Injo22m942\nENHafnptS1RnWtOZodXG1OP1GO27sRyLlO1TvSy97aa3XfVisVJvojZolVH7U//NJNBGWkmg/FnU\n86RmtZvaiFHDNZon1uXK5WiVbVdZen/rHfBFsWitr9alGq04ra6fXnxayzN7AognNtGB0mjZRuXF\nWjdayzcaL/qcjNQ3nse6DqITnF7CY7Sv6A1Tx6VVvmjZek8Em4lZ+c8o2bRavmi9tY4NRjFqbR+t\nZcmMkl513YuWo1eOaFpRnWlNZ4ZWG1PHZVRGPOPVxy9lx4bWtjS73cycz5XDzdSblW1sVIbeNlT+\nzSTQRkZJoJkNrB6md29eRUWFYQ+hXoMwM4+VedWXWfV2JqvUBxD1ML0TlNbBSO+gL4rZzIMasayf\nKD514imKSeveFrtiC0/f80bpWLZfLMvXmkfv5CmKL9Z4+5IomVCPt1KOXrsW7dta+4p6mJlbFkTH\nD719UW5jxtOZ+yeqT606NrveRscGren1to9eOzZaP3Xdi5ZjZR206kxrOi1GXz60xmmVY9TurY43\nsy3NbjfR9jB6+t2I2TLNlCGXo77HXx0Xk0Ab9UYSqDWvcph6uN6OqKaVRBgdzET0DqjqsvW6uc0+\nBKJVl1oHf72Tgl7cVg7A6ums3AxsdEIyisnowKk+MFiNSysWs8y0JTP3DYm2mV6CHmu8fUE+QOud\nXORhambu/xMNU+/bRk/Jap0A1XFpla/cRkax6O2zxv/SeyxHFJdR+eov3nrHQjProrV9RHWsNZ2Z\nY4LoNSZm10G0LqLYtcaJYtJqY+pxWuVodSSY+TKuNd7MtjS73Yz2M3UMRrFaKdNMGUbbVf6bSaCN\nkiUJtLqziYYZHcyUbr75ZmGsyvlEB1Y1vSRGVG9adal18NcaLlpv9bKVw5W9dEZJi1bdmb1cp1ye\nPI/oZKpVL1qxKafRu4lY/mflwKvFTFvSqnutafTqTEraRAAAIABJREFUwSheK9+wrX5pMUu9nym3\nrajORZeNRcP06ki0f6uXrTW/aB9Sx6hVvlY5RsOtlGkUq3756aaWKdp+euuit72jh6cLt6NoO6nr\nXhSLlXXQml8rsdSi126M9lutelIyukKiF48oJq1xWsd10fZWXvkyql815TFdWaZRPRitc3Sc6cIY\n5L+ZBNrIShIous/M7LzKceqGqC5DrxEZXbI1aoDKXgzl+mjt9N3j0jWXq5VgaZWlNV4vHq061atP\n0c6vXq5WmSJ628jKZ6N60YpNtHyt6XsuR/wuLeX20uth1mNUn6KTgFY9WOkZNaI3nTo+K0T7mvH+\n0zNhM9r39NqPmWXr7UNaMZop38xwK2UaxWq2fPVJXVQvRtvD2j5lbX3VdS9aP71y1PMZzS/a5vIx\nUu84bXZ99epJpu7hvfnmm3vML0retMrVKlu5TfXm09s+6i/s6li0bquwUk9axxqtONUxyH8zCbSR\nOglUbmite17UejbadMnrHaJ7ANI7OGg1eKMYjA5mRstX7wyicXrlidZD/beofK1y1J9FTz6bWR/R\ndhStgzpW5X0ZscSrd/AR1YuIURtR0koy1NMr10tre+ktRy5Daz69ZSs/K+MRHVhFwvOJE1qZmVcs\nqeOx0msoanNG21ZvWr3tZaYMo/lF+5DePm4lXitt3uoylGXEW77V7WeUTKj3Na2EUmu91GWb2RbK\n9qie1swwddnqNmCUFGvVpyRpP7yhtc3keeTzpLpO9LaX0XbUm89K+xbVjbou1dPr1ZPR+wqtxMAk\n0KRQKCStXr1amjdvnrRo0SLp5MmTPaZpaGgw3FkAc++RUn4W7WyiceqdVT2Nehl6MegdNMwsX+uA\npdWoRZeiRDErTzx602rtrKK4jdbbaCcX1Z1RXSu3pd7y1PUi6qFQl6nc0bViE116Ek2rV0/Kv81c\npjHT5vXq0yhx14pHtExRexPpnqa7vkT1qr4kpFeeuHzjk5DR9KL60KsjM8s20+Oormcr5ZtdD7Nl\nmolL61hjpUwr289qXVpdL3XZomOkXrsy2qY9h6VrHoeM1kmrTWpdedGbR6+9KOeR68ds2erxsW43\nUYx6w5Tj5C/XRu1OuW4VVx4UtRoDk0CTdu3aJT3xxBOSJEnSoUOHpKVLl/aYpqGhwdIOIe+weo+Z\ni+bRatBmdhxRXGpG5YmnS9eNRW9nNUocjeoyPFx8P436s1ESZWVn19teRnVtJT6jf1oHDK3YRAm0\nsl2Z+xYvOhGkRy4P6bUr+WClnlb07VarnkTbTLStlGXK66fXBuTxWick0bppbRPlMrunDffs682r\nt99pT9tze5j5kmG0bLPDzcUYW/lWyowlLqvlG2177eX3PEbGum7Kcs30HOq1K6NtajZeUQ+i0XLV\n02st08o86u2j1waMtqOVfUBvGlHdqOMy2o6idie3K63zht7y5L+ZBJpUVVUl/frXv458nj59eo9p\nYkkCRY1RyWiHs7qz9YxL/PNFovLkcWaSUFFD1ItHbx6tpxfNHhCM4hPd2Gtmfnmc/Isf6jhE661e\nViwH8Oh/6ZLeycWoLVmpL732IYpJdL+QeFrxC3SNtqt6mNF9XHr1rfXAhVFd6NWHXsKobNd6/7rn\n0z7QG82vrGcz+4NRWxANF7V1u8q3UmYscVkt37hNm293sa6b9fpO7zG/3v7Vc5j59mOlB1I9vVYc\n4jYhjkneN9V1pNXZoL1O2vucmeOgUZ1a3YZKZtuP0fIkiUmgaU8++aRUV1cX+XzrrbdKXV1dUdPE\nkwSOHJkrpaRkRm1s+cZXox1aq5F6vcM0G7xWV7Pxjm39ZBKe11xPhfxPedOvUYPXm8ZKnGZ3ZDPL\nUtZnvDHEE7eS1XWwUhfa/6J7B838k582N9quVso0G7vZMq22f3XCqD2//sk61nYQS9xm24y6vdld\nvh3rb3e7NrtdjKaJdd3k+WL9Emm0f1kZZme9icYZ9Wirx8nnvehtLz5nGn2Ri3ddtYd1nw/FiWbP\neOVYleVGx67f0yzaFySJSaBpVVVV0m9+85vIZ+WJStbQ0CClpaVLaWmDJWBQ5G+tYTfffLOt473e\nIcJ5vN4humV6vUOk3NxcKTc3V7r55psjf4d3pvAy5WFGcYjmMYqpoqIiEr9emerxXu8w3boRrYc6\njpEjc3vEYWU99LaHndtYXveUlEzddiW3AfX2kudXtxGvd1hUmaI2FO96iMo0Wo9Y6sZqTLEu0+sd\nFjW/3v6l15bl9mu0THW7lNukUfu3up7q9VC2oVjagHqY0fx2HiPVdWv12GG0TL3jYbzrYWb/i7Vu\njM4FyvmV297q/mF0HDA61mstU653UbvU2if7+thid1vWGq91vhe1f702wCTQpN/+9reRewL/8Ic/\nSPfdd1+PaZQ9gXZ+k1B/U4nlckQs47WWoXXzqXpa5WfR5T5z35jMx3yzoudUfTlAvTxRzHrDey7f\nuDfW7DY23o76lwL15+/ZsxRv2aJhWvckxtsejdqUmX1Abznq+lf2DMi0egqUPe03C3ovRXUram96\n7VOrvciUbV69XqJXMYnKjKX3U/sWCnF7E7W7WLab1fZkZXplHXVPZyXO2NdJ3ea04oplXcy0K60y\n1e2yN7aV1Z44rTbVM1bj+9QBRL4Iy/fq6sUbTx3EOq/WfPLwWC9Ny/+YBJqkfDp43rx50scff9xj\nmoaGBkv37Zi5r0+rscuMylHPG/6n/VJU9X1/ovHyMKM31CvjU45TlyuKUTkslgRDuQzR8kQx6w1X\nL0cZk7j+jU4I6cLYYtmJ5Xj07m3U295mypZjVh8o1U/Nira92fWQx5v9CTFR3Wlvl/So4eq2obzU\noh5npb0ph5m5jCWaz2iZWvMpy1fWv5X1MNt29MrTi8fuf5IkmWr3ZtZVve3tidHcvZzK5Yq2qSie\n8DDxccZKOXr1o25H8axnvO3PqE2p26d6vp7HJ+331WqVEU+76DmvtbZhph5iufeUSaCNlO8J1Pqn\nd1+Q6ISpdSKRKaeTxyt7KNTjzO706mWIekdEceiVpY7feGfref+h3sFIaxl6yzc7XFT/Vg8MVp5M\nFr1yRG8bqreFle1tpmz1Z1HPrqhOlNOa6blTliP3rpnZxlrjRW1fvZ1FtNZLXY7oV0dEP5ElerhJ\ntEyjbaIVq1a9601rtf2ajVErHjPLsPrPaN1E0+udKHsjXqv1JNqmojL0yrVSjl6ZenEB2u+/NVsP\nVnvz1V/gtMoXbWf1eGV5Sspzndl1iLUdaLVHvTxBtG3MTiv6xyTQRtFJoPjGzu7x+o1YueNJkv5J\nVz2NehnqckXLVPaEaC1DPVxrGr0DSHRvi/ZDJup1EL1Kp/uf9jvvtOpHFLPecNF2EdVhLAcB9XBR\nL6xoXlF7UK6nUQzK5ajn0fqtT9FylNTtXLQdxLGl99i+oulFsajHa7UVo9cxqddDva6ik4qZ+dX7\ngtb8Pder+8lpUV2r5zO7n5ppl+q2ILpUZjSf1nqr/5k9iRq1fSvTG40zW56y7ZrZ57SmV283MzHr\nxWilHL0y9eIStWejsitUDwn2LFf/CorWNjK62qQVqxat9ZGHqfdJs21Pa33MJKxa5Slj0p9WXLdM\nAm3UnQRqv0wzPL5ng9LaAZVEv26gnk7UgNTlKhuxJJn7qR3RcL3lGiUC6hjlv0Wv6hCpqIh+15zM\nzHsXlWXI/+sdYOS/RdOp68ZMAqa8j0tdlpk60mpXovnU21y0vloxaK2rVn2qP6uTWXVZchsUxSNK\nhM20bb26UBP1Amitl9llieZXtg1JMv6tZr3PZmIy2k+Vbdmobem1R3mdjOYVHRu0tqnVf1r1YDS9\n3jj1fiLaj7TWU68O9Iapt5uZmPVi1CvHSsKqF5dofzQ6/qnbg1a5Zntr1ccO5eu61PGoY1W3H6Xo\n6dN79OSLpzNue8orPKLzrl6sWtvfqC6VZYheUcYk0Ebqn40z2jHV06rnUTMzTNSA9GIR0StTi943\nMb1yteKVyzSK1YhRgqsXp+iHt422o3K41o4ox6WeR5QciOrITI+UPJ3ym7dRPaiTanVPoShp0mor\netNpbWst8oFYr22rD/7qsvXKN4q3ZyzW9iGzy9Y7TpiJSXRC6DmtuNfc6OSlFZOyTKM2r7U8o+Ub\nla+Mzcx9aVrL06tbo3j11kG9jfTqQLRcrVhkWkmpVjlWYtWLS29/lP+JfnZRb33V9aP8kqi1Lxjt\nX8p51eXrzaOeVytuUfzKdqt1XNeKU29/0foZS63611pfZdlMAm0kSgLlk5PWBlA2TuU4rUaippXk\nmD2AiKjHK+/NMqLXE6d1IBLNJ7N68jaid7BX/y3agYy2o3K41gFTb5miuPQOClrzafXCicbHQ+9g\npDXcTBtU0vs2r7fMeGjVT6z7kBmi9TLajnKsZk+Keu1Xr91qxags06jNi07GZpZvVL6ZOER1aeaY\naDYWveWK6lqrDkTL1YpFSXR5WascUVl6V2C0ytO6siBapqgda7V1Zf2oyxTFZERrXr0ylNOo4xKV\npaw/UdKqVb6SUa+l3vqr61pr/1NOL39mEmgjuTK1vkEp/9b61l5x5TKn8qellOOM6PXIGR3wjJZj\nZccTzaN1IOpLegd7md4BS2tH0jvBiJ6i1lumOi69g4KZ+rM7kVbHp/dZNDyW7a53QOzN9VMzc4CX\np7PKyoFeNK/ZZYiWp2yrescKrWGSZPzzj1rHJOXfWv+0phHFoVeGetnhf+KnRPWWaTY+rX1Xqw7U\nw6OPK9E9onqx6g1TDje6+qAVl17bNDo2aa2vTOuKg96+oUfreGFmfxLNp75CYmaZWuWLhovO4UbH\nPL391KjdMQm0kboytTaamW/38dL7dhbrMmOZT2+HiSeWWBkdmLSGG+1I6nnknVk93uq2Nzoo9GUC\nJKK3flrTafX6Gi1H64DY12KJ3wz50pdM70SrZrY+9BIQvQSnex7xuwfVZWqdhLTagTohM5tkieJQ\nT6P3m9RmEhblvqxXR+rp9OpXaxuIhmutn1asWttDNK3eOsu0vuAqiabROhYYdZKYicnK/q9XX3rz\nWF2OktExwsx5SNS2zJanPm9IknbPKpNAG+klgVqUL5m1m9HB2areuDTb1ydzMzufaLjZA7UkRZ/M\n9erMSs+uenmJToRksSQfsS4n2da9tyUqCVQnMur57UoCReUq/5m5ZCyKQxS/1hdQo4TFuI7Se/Ty\nW0sCe86vVVdmk0AzSZuVJFA0zqgtmmmPWommmTL7KgnsrS/ZWsvWO95bKc+orpgE9pJYksDepGxQ\nypv+E917JOsPSaD625SZJLC3JGMi1FdJoLLdJsu697ZEJYHKz3YngXrJlih5iyUJ1ItfL0696UTr\nrpWYWEsC9XvcROtnlARqrafRtFbGGfVKWU0CzUybiCSwt5itn1iTQKMrTkwCe0myJYHJrj8kgerx\nRgfq3qRcXm9dkrTK7BcKO794OCUJNLrvR29aLXYkgXpxGSWBRnH1tyRQdLLVqgPR1QEriVgsSaDW\nPYSiW1WU8+g9aW/mWGlm/7RyTLDyjk+jec2U0dvHFzPrrqxHMz2lVpbFJLCXqCszWXrcklUiTuZm\n7lkzO18ik0Anc2o92LHOVpJA0QnfqEcl1iRQ3curnEf0yzF2JIEVFRWm7t0SJXKi9TFKArXKN1qu\nVvla62SmLL1lGzE6r/XFF1Q7zq2JTALNsFKPVuNV3oaQ6CTQJUmShAHC7/cjPz8/0WH0Gy6XCxUV\nFaisrEx0KHC5XLDaFEeNGgcA+OtfP7E/IAGXywUAluMcaPq63pNFZWVl3PuKsp0r25O6bcnTqfcL\nUQzqMisqKrBmzZqoskVlacUnU8/j8w1HMHg+anpleaJ1U08jmtZMPKL4tT4rl601r1Econ1dnlar\n/VspS296p9Bb//5WN1bjVU6f6LyFSaCD2XFSs0t/2OmZBFK84k0CzZSpLs+uJFA9Xhmv1rqpp5GZ\nPfYkKgkUJXpG9ae1TkwCxZgEJkcSmJKwJVPCJUsC2F+MHJmLkSNzEx0GUb9QUVGhOS6WY49eeXbO\nA4STP6s93VbXKdbYqP9Lpm3PnkBKCv3tmx9RLMz2BMq9Snb0BFotSxZvT6DZ3kejeLRuWTHTE6iO\nx6gMo1hiWRdeQRBzck+gUqLzFvYEEhElGTt76a2Upe6hSIYeC7Pxy7EmQ8zkLP25zbEnkJJCf/vm\nRxQLsz2BounNlqlVXiwPY2iNk/VFT2AsvUWjRo3DmTMn2BOYxPTqM5nuV+9tic5b2BNIREQDitOe\nXB9onJIAJgMmgURE/ZjyUlRfXJbqL5e++kucRInEJJCIqB9T9pr0RQ9KX/bS6CVyRkmeMk4mhMmH\n2yQ58J5ASgq8J5CcQOueQKsvIDazHLlsWSzv5hONM3PPoV33BPY23hNIiZbovMWdsCUTKfBbITlZ\nX9zDFs9TwlZxf47G+qBkxSSQkgJvBCYnUCYDyfricTt+SnIg7s/xJHIDsT5oYODlYCKiJJVslyCt\nvoIm2S8H98WrSJK9DiixEp238MEQIiJyJPbQkdPZejl4xowZGDduHABg6tSpePTRR3Ho0CE899xz\ncLvduPHGG7Fs2TIAQHV1Nfbu3Qu3241Vq1Zh8uTJaGlpwcqVK9HW1oYRI0agqqoK6enp2LNnDzZv\n3gy32427774bc+fOtTNsIqIBJVkvNRNRcrEtCTx58iRuuOEGvPTSS1HDKysrUV1djbFjx+I73/kO\njh07hlAohIaGBtTW1qKpqQkPPfQQdu7ciU2bNmH27NmYM2cOXn75ZdTU1GDBggVYt24d3nzzTaSn\np6O0tBRf/epXMXToULtCJyIaUHrrQRM+4EA0sNh2OfjIkSM4c+YMFi9ejPvvvx+ffPIJAoEAOjo6\nMHbsWADATTfdhPr6evj9fhQWFgIARo8ejVAohObmZhw8eBDTp08HEO5V3L9/P44fP47c3Fz4fD6k\npaUhPz8f77//vl1hExGRSbx8SjSwxNQTuHPnTrz66qtRwyoqKnD//ffj9ttvh9/vx8qVK7Fp0yb4\nfL7INF6vF6dOnUJGRgays7OjhgcCAQSDQQwePDgyrLW1NWqYcjgRESUGLzcTDQwxJYHFxcUoLi6O\nGnb58mWkpqYCAPLz83H27NlIcicLBoMYMmQI0tLSEAwGI8MDgQCysrIi0w8dOjSS/Pl8vh5lZGVl\nxRI2ERHZgL/NSzQw2HY5uLq6OtI7eOzYMYwePRo+nw8ejwenTp2CJEnYt28f8vPzMXXqVOzbtw+S\nJOH06dOQJAnZ2dnIy8tDXV0dAKCurg4FBQUYP348Tpw4gQsXLqC9vR3vv/8+vvSlL9kVNhFR0uI9\neETUm2x7T+CFCxfw2GOP4eLFi3C73Vi9ejU+//nP4/Dhw3juuecQCoVQWFiIRx55BEA4aayrq4Mk\nSVi1ahXy8vJw/vx5lJeX4+LFi8jJycGGDRuQkZGBd955B9XV1ZAkCcXFxSgtLRXGkOj37RAROVV/\nfE9gX2AdkJ5E5y18WTQREcWNSaAY64D0JDpv4cuiiYiIiByISSARERGRAzEJJCIiInIgJoFERBQ3\nPsksxnqhZMYHQ4iIqFfwoQgifYnOW9gTSERERORATAKJiIiIHIhJIBEREZEDMQkkIiIiciAmgURE\nREQOxCSQiIiIyIGYBBIRERE5EJNAIiIiIgdiEkhERETkQEwCiYiIiByISSARERGRAzEJJCIiInIg\nJoFEREREDsQkkIiIiMiBmAQSERERORCTQCIiIiIHYhJIRERE5EBMAomIiIgciEkgERERkQPFlQTu\n3r0bK1asiHw+fPgw7rnnHsyfPx/V1dWR4dXV1Zg7dy5KS0vR2NgIAGhpaUFZWRkWLlyI5cuXo62t\nDQCwZ88eFBcXo6SkBLW1tQAASZJQUVGBkpISLF68GKdOnYonbCIiIiLHizkJfPbZZ/HCCy9EDauo\nqMDGjRvx+uuvo7GxEceOHcMHH3yAhoYG1NbWYuPGjVi7di0AYNOmTZg9eza2bduGiRMnoqamBp2d\nnVi3bh22bNmCrVu3Yvv27Whubsbbb7+N9vZ21NTUYMWKFaiqqopvrYmIiIgcLuYkMC8vD5WVlZHP\ngUAAHR0dGDt2LADgpptuQn19Pfx+PwoLCwEAo0ePRigUQnNzMw4ePIjp06cDAGbMmIH9+/fj+PHj\nyM3Nhc/nQ1paGgoKCnDgwAH4/f7ItFOmTMGRI0diDZuIiIiIALiNJti5cydeffXVqGFVVVWYNWsW\nDhw4EBkWDAbh8/kin71eL06dOoWMjAxkZ2dHDQ8EAggGgxg8eHBkWGtra9QwAMjMzBQOd7vdCIVC\nSEnhLY1EREREsTBMAouLi1FcXGxYkJzcyYLBIIYMGYK0tDQEg8HI8EAggKysrMj0Q4cOjSR5Pp9P\nWIbP54sqgwkgERERUXxsy6R8Ph88Hg9OnToFSZKwb98+5OfnY+rUqdi3bx8kScLp06chSRKys7OR\nl5eHuro6AEBdXR0KCgowfvx4nDhxAhcuXEB7ezsaGhrwpS99CVOnTsXevXsBAIcOHcKECRPsCpuI\niHpJRUVFokMgIh2GPYFWrFmzBitXrkQoFEJhYSEmT54MAMjPz8e8efMgSRJWr14NAFi6dCnKy8ux\nY8cO5OTkYMOGDXC73Vi1ahWWLFkCSZJQXFyMESNGoKioCPX19SgpKQEAPhhCRNQPKO8bJ6Lk45Ik\nSUp0EHbx+/3Iz89PdBhEREREhhKdt/DGOiIiIiIHYhJIRERE5EBMAomIiIgciEkgERERkQMxCSQi\nIiJyICaBRERERA7EJJCIiIjIgZgEEhERETkQk0AiIiIiB2ISSERERORATAKJiIiIHIhJIBEREZED\nMQkkIiIiciAmgUREREQOxCSQiIiIyIGYBBIRERE5EJNAIiIiIgdiEkhERETkQEwCiYiIiByISSAR\nERGRAzEJJCIiInIgJoFEREREDsQkkIiIiMiBmAQSERERORCTQCIiIiIHiisJ3L17N1asWBH5/Pbb\nb6OoqAiLFy/G4sWL0dDQAACorq7G3LlzUVpaisbGRgBAS0sLysrKsHDhQixfvhxtbW0AgD179qC4\nuBglJSWora0FAEiShIqKCpSUlGDx4sU4depUPGETEREROZ471hmfffZZ1NfX47rrrosMO3LkCB5/\n/HEUFRVFhn3wwQdoaGhAbW0tmpqa8NBDD2Hnzp3YtGkTZs+ejTlz5uDll19GTU0NFixYgHXr1uHN\nN99Eeno6SktL8dWvfhV+vx/t7e2oqanB4cOHUVVVhc2bN8e35kREREQOFnNPYF5eHiorK6OGHT16\nFG+88QYWLFiA73//++jq6oLf70dhYSEAYPTo0QiFQmhubsbBgwcxffp0AMCMGTOwf/9+HD9+HLm5\nufD5fEhLS0NBQQEOHDgAv98fmXbKlCk4cuRIrGETEREREUz0BO7cuROvvvpq1LCqqirMmjULBw4c\niBpeWFiI2267DWPHjkVFRQVqamoQCASQk5MTmcbr9SIQCCAYDGLw4MGRYa2trVHDACAzM1M43O12\nIxQKISWFtzQSERERxcIwCSwuLkZxcbGpwu6+++5IsvaVr3wFu3btwnXXXYdAIBCZJhAIICsrK5IM\nDh06NJLk+Xy+qGmDwSCGDBkCn8+HYDAYGa6XAPr9flOxEhERETlZzPcEinzzm99ETU0NRo4ciffe\new9f/OIXMXnyZKxfvx5lZWVoamqCJEnIzs5GXl4e6urqMGfOHNTV1aGgoADjx4/HiRMncOHCBWRk\nZKChoQFlZWUAgN/97neYOXMmDh06hAkTJgiXn5+fb+fqEBEREQ1YtiaBzz77LJYtW4aMjAxcc801\nuOeee5Camor8/HzMmzcPkiRh9erVAIClS5eivLwcO3bsQE5ODjZs2AC3241Vq1ZhyZIlkCQJxcXF\nGDFiBIqKilBfX4+SkhIA4cvRRERERBQ7lyRJUqKDICIiIqK+ZWtPoJbOzk48/vjj+O1vf4vOzs6+\nWCQRERGRYy1fvhz333+/7jR98njtL3/5S3z44Yfw+XzIyMjoi0USEREROYr80OyQIUPw0ksvGU7f\nJ5eDL126hObmZly+fBl/+9vfsHz5cjQ3N/f2YomIiIgcw+VyQZIkTJo0Cf/3f/+HN998E+PHj9ec\nvk96AgcNGoSrrroKI0eOxL//+79Hve6FiIiIiOIn9+t94xvfQFtbG86ePas7fZ89GNLU1IRvf/vb\nOHnyJLq6uvpikURERESO4nK5MGjQIEiShF//+v+3d/dBVdb5/8dfBw6ggCy0o4tmwWa6Zpkp5Dqy\nMX5d2GTWOwISUNSVKWlrbSRdpUi8DWtyrQ0tW3+1K+2s0jq67W416pSyeTMiu2JC2pZ5k+BJq105\nqEBy/f5wPYkC3gTnAj7Px8yZ4Vznus75XG+uc/Hic13X5/q7br755mbn9UpP4KlTpzRp0iQdOXKE\nAAgAANAKHA7HFc99fX110003SVKLAVDy0tXBq1atUlVVlRoaGrzxcQAAAJ3e5QdzLcvSN998I5fL\ndU1jKjNOIAAAgIG8cjgYAAAA7QshEAAAwECEQAAAAAMRAgEAAAxECAQAADAQIRAAAMBAhEAAkFRX\nV6eRI0c2+3pRURGD3QPoVAiBAKALg6xePvr+pV555RVCIIBOxSt3DAGA9ujMmTOaNWuWqqurdcst\nt0iSSkpKVFBQIMuydObMGS1btkwlJSU6deqUsrOzVVBQoN/85jcqLS3V+fPnNXXqVI0aNcrmNQGA\n60dPIABjrV27Vv369VNhYaFSU1NlWZY++eQTPf/881qzZo3i4+P17rvvKjk5Wd27d9fy5ctVXFys\n48eP649//KPWrFmjV155RW632+5VAYDrRk8gAGMdPnxYI0aMkCTdfffd8vPzU48ePbRo0SIFBQXJ\n5XJpyJAhki4cLrYsSx9//LH279+vyZMny7LbGkqBAAAb00lEQVQsnT9/Xp9//rn69+9v45oAwPUj\nBAIwVp8+ffSvf/1LI0eOVEVFherr6zVv3jxt3rxZgYGBmjt3rmdeX19fNTQ06LbbbtOPf/xjLVy4\nUJZlaeXKlbr11lttXAsAuDEcDgZgrLS0NB07dkwTJ07Un/70JwUEBGjs2LFKT09Xenq6zpw5oy++\n+EKSFBUVpYcfflgjR45UYGCgJk6cqKSkJDkcDgUGBtq8JgBw/RyWZVl2NwIAAADeRU8ggFZx/Phx\nDRgwQImJiUpMTNTYsWOVlJSkjRs3XtPyiYmJcrvd2rBhg7Kysq75c3fv3q1BgwYpMTFRDzzwgMaP\nH6/k5GS9//77V1125MiRKi8vv2J6RkaGfvrTnyoxMVHjx4/X6NGjtWDBAtXU1EiS9u/fr8cff7zF\n9/7www+Vl5fX5GuXLp+Tk6PXX3/9qm29XGZmpv7zn/9IkqZPn65PP/30ut8DgNk4JxBAq+nSpYs2\nbNjgeV5ZWampU6cqKChI8fHxLS576XLX69Zbb220/IEDB5SWlqb33ntPYWFhN/Sec+fO9bT5/Pnz\nWrRokZ544gm98soruuuuu/Tiiy+2uPy///1vuVyuJl+7luWvZvv27Z6fV61a9Z3eC4CZ6AkE0GZ6\n9eqlGTNmaPXq1ZKkzz77TNOmTVNqaqpGjhypRx99VHV1dZKk/v37e3q2JKmqqkpDhgxpNPzK/fff\nr4MHD171c/v376+uXbuqsrJSBQUFysnJUWZmphISEjRx4kSdPHnyqu9x6Zkyvr6+ysnJ0Z49e/TZ\nZ59p9+7dGjNmjCRpz549SklJUVJSkpKTk7V582adOHFCL730kkpLS/Xkk09q9+7dGjdunFJTUzV+\n/Hh98MEHnuUvvseECRM0evRoPfPMM2poaGiyJhef5+TkSJImT56sEydONOrRXLduncaMGaPx48cr\nMzNTR44ckXShx3Hx4sWaPHmyfvaznykrK0tnz569ah0AdF6EQABtqn///vr4448lSW+++aYSExO1\ndu1abdq0SceOHdO2bdsk6Yq7dfTs2VPDhw/XX//6V0nSzp07FRYWph/96EdX/cxNmzbJx8dHt99+\nuySptLRUL730kt555x2FhIRo3bp1170eAQEBioyM9KzLRQUFBfrFL36h9evXa8mSJdq1a5fCw8M1\nY8YMRUVF6ZlnnpEkffLJJ3rhhRe0ceNG+fv7N3oPl8ulNWvWaOPGjTpw4ICKioqarMnF5/n5+ZKk\nwsJChYeHe17ftWuXXnvtNRUWFmrjxo0aPXq0fvnLX3per6io0Guvvaa3335bX3zxhd59993rrgOA\nzoMQCKBNORwOde3aVZI0e/ZshYWFafXq1Zo/f75OnjzpOc+uqWvU0tPT9eabb0q6cO/etLS0Jj/j\n6NGjnvP3xowZozfffFMvv/yyAgICJElDhw71XME7YMCARr1r17suXbp0aTQtISFBCxcu1KxZs1Re\nXq6ZM2c2uWx4eHijwHapcePGKSAgQE6nU2PHjtWOHTskXVmTqz3/xz/+oYSEBIWGhkq6cJ7lF198\noePHj0uS7rvvPjmdTjmdTvXr10///e9/r3HNAXRGnBMIoE3t27dP/fr1kyTNnDlTDQ0NSkhI0P/9\n3/+pqqrKM19T9+0dPny4zp49q507d2rPnj169tlnm/yMy88JvNylwa2l+wO35OzZs/r000/Vr18/\nHTt2zDN9woQJGjlypLZv367i4mIVFBTorbfeumL5loaR8fH59v9xy7LkdDobPZek+vr6K5a7fF0u\nHka+fNo333wj6co6MDgEYDZ6AgG0mstDxWeffaaXX35Z06ZNkyTt2LFDjz76qBISEmRZlsrKynT+\n/Pkml70oLS1Nubm5GjNmzBWHUb3l3Llzys/P14gRI9SzZ89Gr6WmpqqiokLjx4/XwoULVV1drdOn\nT8vX19cTvq7m7bffVl1dnWpra7VhwwbFxsZKkr7//e9r//79ki4c4r409DmdziuC4X333ad33nlH\nX331lSRp/fr1CgsLU0RExA2vO4DOi55AAK2mrq5OiYmJki70NAUEBGjWrFmeUDNz5kw9+uijCg0N\nVdeuXTV06FAdPXrUM39Txo8fr+eee06pqamt3t6WegWfe+45vfzyy3I4HDp//ryGDx+u3NzcK+ab\nPXu2lixZohdffFEOh0OPPfaYevXqpcGDB+uFF17Qr371K2VkZLTYjt69eys9PV1nz55VfHy8xo8f\nL0l66qmntGDBAoWEhCgmJkbdu3f3LBMXF6f09HStWLHCsx7Dhw/XlClTNGXKFElSWFgYVw4DaJZt\ng0V/8803evLJJ3X8+HHV19crKytLt99+u+bOnSsfHx/17dvXM8ZWUVGR1q1bJz8/P2VlZXnu9Qmg\n8/vb3/6mt956S6+++qrdTQGATsW2nsC33npLYWFheu6553T69GmNGzdO/fv3V3Z2tqKjo5WXl6ct\nW7bonnvuUWFhoTZs2KBz584pLS1NMTEx8vPzs6vpALwkIyNDX331lX7729/a3RQA6HRsC4EJCQka\nNWqUpAsDsfr6+qqiokLR0dGSpNjYWG3fvl0+Pj6KioqS0+lUcHCwIiMjdfDgQd111112NR2AlxQW\nFtrdBADotGy7MKRr164KDAyU2+3W448/rpkzZzY6MTwoKEhut1s1NTXq1q2bZ3pgYKCqq6vtaDIA\nAECnYevVwVVVVZoyZYoSExP185//vNEwCTU1NQoJCVFwcHCjOwZcnA4AAIAbZ9vh4FOnTikzM1Pz\n5s3TsGHDJEl33HGHSkpKdO+996q4uFjDhg3TwIEDtXz5cs/wCYcOHVLfvn2bfM/S0lJvrgIAAMB3\nEhUVZdtn2xYCV61apdOnT2vlypWeIQ6eeuopLV68WPX19erTp49GjRolh8OhjIwMpaeny7IsZWdn\ntzhWmJ3FNFFlZaV69epldzOMQs29j5p7HzX3PmrufXZ3Xtk2RExbKC0tJQR6GTsN76Pm3kfNvY+a\nex819z67cwt3DAGAJoSHR8rhcMjhcOjmm2/2/OxwOBQeHml38wDgO+OOIQDQBJfriKSmD5S4XDd2\n/2EAaE/oCQQAADAQIRAAAMBAhEAAAAADEQIBAAAMRAgEAAAwECEQAADAQIRAAAAAAxECAQAADEQI\nBAAAMBAhEAAAwECEQABGuvTewE09AKCz497BAIzU0r2BLyAIAujc6AkEAAAwECEQAADAQIRAAAAA\nAxECAQAADEQIBAAAMBAhEAAAwECEQAAAAAMRAgEAAAxECAQAADAQIRAAAMBAhEAAAAADEQIB4LoF\nyOFwNPsID4+0u4EAcFVOuxsAAB1PrSSr2VddLof3mgIAN4ieQAAAAAMRAgEAAAxECAQAADAQIRAA\nAMBAhEAAAAADEQIBAAAMRAgEAAAwECEQAADAQIRAAAAAAxECAQAADEQIBAAAMBAhEAAAwECEQAAA\nAAMRAgEAAAxkewgsKytTRkaGJOmjjz5SbGysJk+erMmTJ+udd96RJBUVFSkpKUmpqanaunWrja0F\nAADoHJx2fvjq1av1l7/8RUFBQZKk/fv3a9q0aZo6dapnnlOnTqmwsFAbNmzQuXPnlJaWppiYGPn5\n+dnUagAAgI7P1p7AiIgIrVixwvO8vLxcW7du1aRJk5Sbm6uamhrt27dPUVFRcjqdCg4OVmRkpA4e\nPGhjqwEAADo+W0NgfHy8fH19Pc8HDRqkX//613rjjTd0yy23qKCgQG63W926dfPMExgYqOrqajua\nCwAA0GnYejj4cnFxcZ7AFxcXp8WLF2vo0KFyu92eeWpqahQSEtLse1RWVrZ5O/Gt6upqau5l1Lxj\n4Hf03bCdex81N0+7CoGZmZl6+umnNXDgQO3cuVN33nmnBg4cqOXLl6uurk61tbU6dOiQ+vbt2+x7\n9OrVy4stRmVlJTX3MmreMfA7+m7Yzr2PmntfVVWVrZ/frkLg/PnztWjRIvn5+al79+5auHChgoKC\nlJGRofT0dFmWpezsbPn7+9vdVADtXHh4pFyuI3Y3AwDaLYdlWZbdjWgtpaWlioqKsrsZRuE/R++j\n5tfG4XBIamn39l1ev/qynWjXagu2c++j5t5nd26xfZxAAAAAeB8hEAAAwECEQAAAAAMRAgEAAAxE\nCAQAADAQIRAAAMBAhEAAAAADEQIBAAAMRAgEAAAwECEQAADAQIRAAAAAAxECAQAADEQIBAAAMBAh\nEAAAwECEQAAAAAMRAgEAAAxECAQAADAQIRAAAMBAhEAAAAADEQIBAAAMRAgEAAAwECEQAADAQIRA\nAAAAAxECAQAADEQIBAAAMBAhEAAAwECEQAAAAAMRAgGg1QXI4XA0+wgPj7S7gQAgp90NAIDOp1aS\n1eyrLpfDe00BgGbQEwgAAGAgQiAAAICBCIEAAAAGIgQCAAAYiBAIAABgIEIgAACAgQiBAAAABiIE\nAgAAGIgQCAAAYCBCIAAAgIEIgQAAAAayPQSWlZUpIyNDknT06FGlp6dr0qRJWrBggWeeoqIiJSUl\nKTU1VVu3brWppQAAAJ2HrSFw9erVys3NVX19vSQpPz9f2dnZeuONN9TQ0KAtW7bo1KlTKiws1Lp1\n67R69WotW7bMMz8AAABujK0hMCIiQitWrPA8Ly8vV3R0tCQpNjZWO3bs0L59+xQVFSWn06ng4GBF\nRkbq4MGDdjUZAACgU7A1BMbHx8vX19fz3LIsz89BQUFyu92qqalRt27dPNMDAwNVXV3t1XYCAAB0\nNrafE3gpH59vm1NTU6OQkBAFBwfL7XZfMR0AAAA3zml3Ay41YMAAlZSU6N5771VxcbGGDRumgQMH\navny5aqrq1Ntba0OHTqkvn37NvselZWVXmwxqqurqbmXUfPOgd9hy9jOvY+am6ddhcA5c+bo6aef\nVn19vfr06aNRo0bJ4XAoIyND6enpsixL2dnZ8vf3b/Y9evXq5cUWo7Kykpp7GTXvHPgdtozt3Puo\nufdVVVXZ+vm2h8Cbb75Za9eulSRFRkaqsLDwinlSUlKUkpLi7aYBAAB0Wu3qnEAAAAB4ByEQQIcV\nHh4ph8PR5AMA0DLbDwcDwI1yuY5Ispp5lSAIAC2hJxAAAMBAhEAAAAADEQIBAAAMRAgEAAAwECEQ\nAADAQIRAAAAAAxECAQAADEQIBAAAMBAhEAAAwECEQAAAAAMRAgEAAAxECAQAADAQIRAAAMBAhEAA\nAAADEQIBAAAMRAgEAK8LkMPhaPIRHh5pd+MAGMJpdwMAwDy1kqwmX3G5HN5tCgBj0RMIAABgIEIg\nAACAgQiBAAAABiIEAgAAGIgQCAAAYCBCIAAAgIEIgQAAAAYiBAIAABiIEAgAAGAgQiAAAICBCIEA\nAAAGIgQCAAAYiBAIAABgIEIgAACAgQiBAAAABiIEAgAAGIgQCAAAYCBCIAAAgIEIgQDarfDwSDkc\njmYfAIAb57S7AQDQHJfriCSrhTkIggBwo+gJBAAAMFC77Al84IEHFBwcLEnq3bu3srKyNHfuXPn4\n+Khv377Ky8uzuYUA0FYCWjzU/YMfROjEicPeaw6ATqvdhcC6ujpJ0po1azzTHnnkEWVnZys6Olp5\neXnasmWL4uLi7GoiALShWrV0CNzl4hA4gNbR7g4HHzhwQGfOnFFmZqamTp2qsrIyVVRUKDo6WpIU\nGxurnTt32txKAACAjq3d9QR26dJFmZmZSklJ0eHDh/XQQw/Jsr79rzgoKEjV1dU2thAAAKDja3ch\nMDIyUhEREZ6fQ0NDVVFR4Xm9pqZGISEhzS5fWVnZ5m3Et6qrq6m5l1FzmPD7Zzv3PmpunnYXAtev\nX6+PP/5YeXl5crlccrvdiomJ0e7duzV06FAVFxdr2LBhzS7fq1cvL7YWlZWV1NzLqDlM+P2znXsf\nNfe+qqoqWz+/3YXA5ORk5eTkKD09XT4+Plq6dKlCQ0OVm5ur+vp69enTR6NGjbK7mQAAAB1auwuB\nfn5+ev7556+YXlhYaENrAAAAOqd2d3UwAAAA2h4hEAAAwECEQAC2Cg+PlMPhaPIBAGg77e6cQABm\ncbmOqPk7ZBAEAaCt0BMIAABgIEIgAACAgQiBAAAABiIEAkCHEtDshTQOh0Ph4ZF2NxBAB8GFIQDQ\nodSq+QtpJJeLi2kAXBt6AgEAAAxECAQAADAQIRAAAMBAhEAAAAADEQIBAAAMRAgEAAAwECEQAADA\nQIRAAAAAAxECAQAADEQIBAAAMBAhEAAAwECEQAAAAAMRAgEAAAxECASATiVADoejyUd4eKTdjQPQ\njhACAaBTqZVkNflwuU40GxAJiYB5nHY3AADgLRcDYtNcLof3mgLAdvQEAgAAGIgQCAAAYCBCIAAA\ngIEIgQAAAAYiBAIAABiIEAgAAGAgQiCANhUeHtni2HQAAHswTiCANuVyHVFLY9NJBEEAsAM9gQAA\nAAYiBAIAABiIEAjgqufttXRPWc75A4COiRAI4JLz9pp+XHj9xpZFRxJww/8MAOh4CIEAgP+p1Y3+\nM3C1HmFf3yDCJdDOEAIBAN/Z1XqEGxrONPtaS+FS+m6nKwBoHkPEALgGAZzfB9tcbZghl4ttE7gR\nHSYEWpal+fPn6+DBg/L399eSJUt0yy232N0swBAXDxM2hT/AANARdZjDwVu2bFFdXZ3Wrl2rJ554\nQvn5+XY3CegwuIIXraP5C0cAdDwdpiewtLRU9913nyRp0KBB2r9/v80tAjoO7tqB1tFWPcKcbgDY\nocOEQLfbrW7dunmeO51ONTQ0yMenw3RmdipnzpxRZuYMHT/uUpcuAU3Os3jxrzV06FAvt8xe4eGR\nLZ7k/oMfROjEicO2fDbQfrUULqWrB8zmQ6SPT+D/LkppWlt+J4H2rsOEwODgYNXU1HieEwDt5XK5\ntHbt/2txnhEjhhgXAr/LCexXC3FX+2N2AeftwUTNh8iGBkezr0mSy9WlxV5Iu0Jie/2HktDcuTgs\ny+oQo7lu2rRJ77//vvLz87V3716tXLlSr776aqN5SktLbWodAADA9YuKirLtsztMCLz06mBJys/P\n1w9/+EObWwUAANAxdZgQCAAAgNbDSXUAAAAGatcXhmzevFnvvvuuli1bJunCWIHPPvusevbsKUma\nMWOGoqOjVVBQoG3btsnpdConJ0d33323vv76a82aNUu1tbXq0aOH8vPzFRAQoPfee08rV66U0+lU\nUlKSUlJSGIj6EpfXvKysTEuWLJHT6dTw4cP12GOPSRI1b2WxsbGKjIyUJA0ePFgzZ87U3r179cwz\nz7R67XFt2EZbzwMPPKDg4GBJUu/evZWVlaW5c+fKx8dHffv2VV5eniSpqKhI69atk5+fn7KysjRi\nxAjV1tZq9uzZ+vLLLxUcHKylS5cqLCys2e+H6crKyvT888+rsLBQR48ebbM6N7UfMtWlNf/oo480\nffp0z/48LS1NCQkJ7bfmVju1ePFiKyEhwcrOzvZMW758ubVp06ZG85WXl1tTpkyxLMuyKisrraSk\nJMuyLGvRokXWhg0bLMuyrFWrVlm///3vrfr6eis+Pt6qrq626urqrKSkJOvLL7+0Nm3aZM2dO9ey\nLMvau3ev9cgjj3hhDdufpmo+btw469ixY5ZlWdZDDz1kffTRR9S8lR05csTKysq6Ynpb1R7Xhm20\nddTW1lqJiYmNpmVlZVklJSWWZVnWvHnzrM2bN1snT560Ro8ebdXX11vV1dXW6NGjrbq6Ouv111+3\nXnrpJcuyLOvvf/+7tXjxYsuymv5+mO53v/udNXr0aGvChAmWZbVdnZvbD5no8poXFRVZr7/+eqN5\n2nPN2+3h4CFDhmj+/PmNppWXl2v9+vWaOHGinn32WZ0/f16lpaWKiYmRJPXs2VMNDQ366quv9M9/\n/tMzuHRsbKx27typTz/9VBEREQoODpafn5+io6O1e/duBqL+n8tr7na7VV9fr969e0uSfvKTn2j7\n9u3UvJXt379fLpdLkydP1vTp03X48OE2qX1UVJRKSkpsW8+Ohm20dRw4cOB/44pmaurUqSorK1NF\nRYWio6MlXdhed+zYoX379ikqKkpOp1PBwcGKjIzUgQMHVFpaqtjYWM+8u3btavL7sWPHDtvWsb2I\niIjQihUrPM/Ly8tbvc7N7Ye+/vprL69t+9BUzbdu3apJkyYpNzdXNTU17brmth8O/vOf/6w//OEP\njabl5+crISFBu3fvbjQ9JiZGcXFx6t27t/Ly8rR27Vq53W6FhYV55gkKCpLb7VZNTY1ncOmgoCBV\nV1c3miZJgYGBTU7v7ANRX2vNa2pqPIdwpAt1PHbsmLp06aLQ0NBG06n5tWmq9nl5eZo+fbruv/9+\nlZaWatasWVqxYkWr1/7idFwbBqhvHV26dFFmZqZSUlJ0+PBhPfTQQ7IuuR6xqW1YurCvuDj94nfh\n0m378u/H559/7r2Vaqfi4+N1/Phxz/O2qHNT+6GL73Hp32JTXF7zQYMG6cEHH9SAAQO0atUqFRQU\n6I477mi3Nbc9BCYnJys5Ofma5k1KSvIUcuTIkdq0aZPuuOMOud1uzzxut1shISGeDf6mm27ybPTB\nwcGN5q2pqdH3vvc94waivtaaX6zhRRfr5efn16he1PzaNVX7c+fOydfXV9KF8aJOnjzZZrUPCQlp\n4zXsPEzdRltbZGSkIiIiPD+HhoaqoqLC8/rF7bK57fXS38PFbbup7wfb9pUu3V5bq85N7YcuD5Ym\ni4uL89QiLi5Oixcv1tChQ9ttzTvUHm3s2LFyuVySpF27dumuu+7S4MGDtX37dlmWpcrKSlmWpdDQ\nUA0ZMkTFxcWSpOLiYkVHR+u2227TkSNHdPr0adXV1WnPnj265557NHjwYG3btk2StHfvXvXr18+2\ndWxPgoOD5e/vr2PHjsmyLH3wwQeKiorS4MGD9cEHH1DzVlJQUODpHTxw4IB69uzZJrUvKSnRPffc\nY+eqdihDhgxhG20F69ev19KlSyVduNOQ2+1WTEyM56hDcXGxoqKiNHDgQJWWlqqurk7V1dU6dOiQ\n+vbt22hfsW3bNkVHRzf7/UBjAwYM8JwC0pp1bm4/BCkzM1MffvihJGnnzp26884723XNbe8JvB5L\nlizRY489pi5duuj222/Xgw8+KF9fX0VFRWnChAmyLEvz5s2TJD3yyCOaM2eOioqKFBYWpmXLlnmu\nqJk2bZosy1JycrJ69Oih+Ph4bd++XampqZIuHBrFBQsWLNCsWbPU0NCgmJgYz9VI1Lz1PPzww5o9\ne7bnqq+LtZg/f36r1j4lJUU9evSwbT07GrbR1pGcnKycnBylp6fLx8dHS5cuVWhoqHJzc1VfX68+\nffpo1KhRcjgcysjIUHp6uizLUnZ2tvz9/ZWWlqY5c+YoPT1d/v7+npELmts34Vtz5szR008/3SZ1\nbmo/hAv77UWLFsnPz0/du3fXwoULFRQU1G5rzmDRAAAABupQh4MBAADQOgiBAAAABiIEAgAAGIgQ\nCAAAYCBCIAAAgIEIgQAAAAYiBAIAABiIEAgAAGCg/w9/J7KqxBJkjgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 合并获得组合回测结果\n", "dfp = df1 + df2\n", "\n", "# 注意如果被抛弃的交易日位于回测的前后,即两者不重合的日期中,则不会影响组合曲线正确性\n", "# 但是如果被抛弃的交易日位于回测的中部,即两者重合的日期中,组合曲线会出现错误(丢失交易日)\n", "dfp = dfp.dropna() \n", "\n", "# 创建回测引擎,并设置组合回测初始资金后,显示结果\n", "engine = BacktestingEngine()\n", "engine.setCapital(1000000)\n", "dfp, result = engine.calculateDailyStatistics(dfp)\n", "engine.showDailyResult(dfp, result)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 0 }