{ "metadata": { "name": "", "signature": "sha256:d1ba6d3096f5200dd4c05eeaaea408a254ba11927de07a6c517c18e07db757bb" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploratory data analysis\n", "\n", "## Course Project 1." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%load_ext rmagic" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": true, "input": [ "%%R\n", "d = read.table('household_power_consumption.txt', header=TRUE, sep=';', na.strings = \"?\", \n", " colClasses=c('character', 'character', 'numeric', 'numeric', 'numeric', \n", " 'numeric', 'numeric', 'numeric', 'numeric'))\n", "\n", "# select only two days 2007-02-01 and 2007-02-02\n", "d = d[(d$Date == '1/2/2007') | (d$Date == '2/2/2007'),]\n", "\n", "# convert date\n", "d$Date = as.Date(d$Date, \"%d/%m/%Y\")\n", "d$DateTime = as.POSIXct(paste(d$Date, d$Time), format=\"%Y-%m-%d %H:%M:%S\")\n", "head(d)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "text": [ " Date Time Global_active_power Global_reactive_power Voltage\n", "66637 2007-02-01 00:00:00 0.326 0.128 243.15\n", "66638 2007-02-01 00:01:00 0.326 0.130 243.32\n", "66639 2007-02-01 00:02:00 0.324 0.132 243.51\n", "66640 2007-02-01 00:03:00 0.324 0.134 243.90\n", "66641 2007-02-01 00:04:00 0.322 0.130 243.16\n", "66642 2007-02-01 00:05:00 0.320 0.126 242.29\n", " Global_intensity Sub_metering_1 Sub_metering_2 Sub_metering_3\n", "66637 1.4 0 0 0\n", "66638 1.4 0 0 0\n", "66639 1.4 0 0 0\n", "66640 1.4 0 0 0\n", "66641 1.4 0 0 0\n", "66642 1.4 0 0 0\n", " DateTime\n", "66637 2007-02-01 00:00:00\n", "66638 2007-02-01 00:01:00\n", "66639 2007-02-01 00:02:00\n", "66640 2007-02-01 00:03:00\n", "66641 2007-02-01 00:04:00\n", "66642 2007-02-01 00:05:00\n" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot 1" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "hist(d$Global_active_power, xlab='Global Active Power (kilowatts)', main='Global Active Power', col='red')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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6prGw3gkhds+f37JlS+uneumll0JDQ62fB8CdQEDbnlwhXtq1q7/V86wS4vjD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\nkiKgAUBSBDQASIqABgBJ/T8EkjfsDJfrqQAAAABJRU5ErkJggg==\n" } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot 2" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "with(d, \n", " plot(DateTime, Global_active_power, type='l', ylab='Global Active Power (kilowatts)', xlab=''))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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QKfIT0anLrOQB/L9aAHtqQJFY+FhPLsBdESqp//NM535NZV1CygNufSPnhIq7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\ncmmAVS4NsMqlAVa5/g9nPqSKxviaMgAAAABJRU5ErkJggg==\n" } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot 3" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "with(d, {\n", " plot(DateTime, Sub_metering_1, type='l', col='black', ylab='Energy sub metering', xlab='', ylim=c(0,38))\n", " lines(DateTime, Sub_metering_2, type='l', col='red')\n", " lines(DateTime, Sub_metering_3, type='l', col='blue')\n", " legend('topright', c('Sub_metering_1', 'Sub_metering_2', 'Sub_metering_3'), lty=1, col=c('black', 'red', 'blue'))\n", " }\n", ")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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JiYlvvvmmCOXKHvrXAPKG+aABABiFgAYAYBQCGgCAUQhoCcMYNIC8IaABABiFgAYAYBQC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\ngg==\n" } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot 4" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%R\n", "par(mfrow=c(2,2))\n", "with(d,{\n", " plot(DateTime, Global_active_power, type='l', ylab='Global Active Power', xlab='')\n", " plot(DateTime, Voltage, type='l', xlab='datetime')\n", " \n", " plot(DateTime, Sub_metering_1, type='l', col='black', ylab='Energy sub metering', xlab='')\n", " lines(DateTime, Sub_metering_2, type='l', col='red')\n", " lines(DateTime, Sub_metering_3, type='l', col='blue')\n", " legend('topright', c('Sub_metering_1', 'Sub_metering_2', 'Sub_metering_3'), lty=1, col=c('black', 'red', 'blue'), bty='n')\n", " \n", " plot(DateTime, Global_reactive_power, type='l', xlab='datetime')\n", "})" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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HBcE2FRUVEGQtkUiYvg5tB9spOaHt99kZINg/pWNLkxi2CKETJ05AkQe9UFRU\nNGbMGAsLi7Fjx96/f3/QoEHqOTo0Dg5Es7GxeakF3bVrV2gHjiXspYsoEBAmkUju378PHmdLS0vs\nIQGB9vb2xmXz4FPDhg2bPn16t27devfu3fp1GrjIVbeZZrPZ48aNa+mvxsbGYWFh2IKmKKq8vLyx\nsRH7nVNTU1Vb0NAOXO7nBofAFOiwsLDJkycjhHx8fHg8XkNDw4sXL1RY0PAdCYVC3H0GW9A4vVB7\ncBQ3ffDBBx9//PGcOXM6TVdv1PS1QdSRLl0cOhvIkO8E1dXVBQUF+hqdy+WuX78+ODj4ypUrHA7n\n33//NZAIJTabbW9v379/f3d394ULF7b0NhaLZWZmtmjRopKSErCgYftLbTfwWUulUqxrNjY2HA4H\nLEGo5ti/f3/oboV3C0alo6PjtWvXmDX1VQPX3ksXPF8KvndSFPX8+XMTExOsm1u2bLGyslLxWTgh\ncr8CRdNerksUTdMQCq1CoLt373779m3ob3vr1i2mQMML7UmlkhM6Y8aMrVu3Dhw4cMOGDdA4vUPD\nlGPdp9sZsm7qDEgW0NfoO3furK+v//nnn2tqanbv3i2TydqUf6E92Gz26tWrfX19g4ODVUjbwIED\nIVy6qKiIqaQvLRsPD+NMgba0tORyuRBVjfOqN23aZGJiojgBFxeX1rs4WmNBtwYcNkZRVGNjIzzy\nwhaZTPbo0SMVn1WRP6JicZLD4VRUVKiwoNls9uDBg2UymVAohNod169fB9/R8ePHkZbjwZRY0KNG\njRo1alRVVdWXX37p5OSECz51aOSC7XQ5tM5c3gZ7J8A9T/WCpaXlqlWr4HVycvKoUaP0NRM5WCyW\np6cnvJZbUmPi5eUFJTIgnBlrzUujOCBdkBlO5+/vn5GRkZSUZGVlBbfMrl27hoSEBAUFKUoYNHNp\n5bFoyoLG5i1Y0O7u7viqZkZ0KEWuMyxzYiqCHbhcLpjeSg+2oaEB4g4RQjU1NTDEV1991a1bt5KS\nkh9//BEhBLU+2nCQbUHJfpOTkw8dOnT27NnAwMCWqna1iby8PHd39/bvRz3kpLm0tBTywTqZ58Fg\n1RkhxDTidM/hw4chmoqmacjB09dM5Jg+fTok0SGEwsLCWnobRCXzeLwdO3bU1dVBJRAej1dWVgYx\nBi19ECxo5kIWn8/n8/kikcjJyQmSPsLDwyw50BIAACAASURBVBGjHSITNput+qIqKSmBcC/UlOet\nweJBFEWJRCK8IodaEcWhQqBxoQ9FQkNDVWQGNjQ04KBD7HGGAPPjx4/DAibcSNp4fK1FeRx0v379\nbt68+eeffw4fPlyNnWq8wHn7wS6O8vLypKQkXY5ryNKpA549e/bbb7/pUaC3bt26ZMmSrl27RkZG\nvvnmm/qahiJvvPEGtuxWrlzZ0ttAPa2srO7du+fq6vr2228jhLp3715QUMCslqkI+KBpmsaPL8bG\nxrgsBniiwfRTT6CnTp2KX9M07eTkZG5uruL9asAs5wReBRWNkFQItK2tbUufcnJywvFzSveJLWhm\nFQ6ZTLZq1SrwLrT/uUEFzSzoNWvWREVFvf766zk5OWC9I4RWrFjR1p22vsD53bt3v/zyS+YWpQXO\n2w8+s3Tz/pvaRpcWtGHeCSorK7Ozs7X3DPhSWCzWoEGDDhw4EBISsmXLFq2OJZPJ5FzDUKmnPfsE\nCw5aQOF6Q5DQUVZWpkITsUBjz8Bbb701bty4M2fO2NjYgM0ENi9keMt9HMLsamtrW+qvBLutra0F\nGdVslw84TKZAQ1bIe++9d+nSJaUfUeqpeKmLA9ZIaZquqKg4cuQIBHhgUlJSbG1tYTI0TeNnEYjl\ngDuf7gS6R48eCCFcql9tWl/gvG/fvm0qcK4GiouEndUHTVCKQCCIjY0ViURbtmzRdvzGvXv31q5d\ny9ySnJzczh8UuDhASaVSKVOgDxw4sHTp0pY+CI/kMpkMUlScnZ179er18OFD+DgUoYbdfv311126\ndJH7OIfDkUqlU6dOxUU85ACT8+TJk9XV1TRNa1ansEDjnw+sbRYXF7f0EVzYCCG0dOlS5hehwvfC\n4XDgI5cvX87Pz5cT6AsXLiQmJsLSpUwmw9cPMypJdwI9ZcoUhBBN07i14r59+9TYqZYKnLcHLNM6\nDuTQ5f3AMC1omqYDAwP1aEEfPHiwuLg4ODj4jz/+gLJq2qNfv36xsbHMLe03OMD/ACeQbl7SU3X8\nACxq0TQN9YZee+01c3NzXG1ZIpG8++674ARXWvYdRjxz5kxLYWQSiWTjxo0pKSl9+/bV+EMSjJiV\nleXs7CyRSKBzo2KJOyZQDAR+41evXoWNEJioYm54LbSqqgpeJCQkODg4ODk5ffjhh/BkgH3QSisr\naVWgm+06NjZ28uTJX3755eTJkydPnhweHt6e9t4aL3DeHrBAY8XUmedhz549uhlIB6OoAU3T/v7+\nOAFB95w+fdrLy8vR0XHVqlWq47QMEzabbWVlJVeVFM6naumHxBa8tAUfAani8/mlpaUTJ05U4SHx\n8/NzcXFhPtfLIZFIqqurS0tL09LSSkpKBg8erOYRKgOX05PJZOPHj3/69Ckk2qgQaKlUyuVy8XMD\nbKRpOigoCLdGVITD4Tx9+vTZs2f19fXwqWvXrt2/f18kEhUVFSGEbG1tBw0ahBDCuSpy6M6CDgkJ\n6dOnz4YNGz7//HPYwmwFrwZQ4DwiIqI9O2kncs6NlgIetYdGCuu0BoPVaLBrzp8/P3LkSF2OGxsb\nGxsbe+vWrUOHDiGEaJrOzs6eNm2aLuegEYyNjXFVUlAu0GvVV3JhYSGzez3oCAi0QCCA8F4VH+/R\no4enp2dhYaFYLFZ6f4UmBg0NDfX19TRNg4ppCsjfs7CwAO9wYWFhz549HRwcHjx4UF5eLpdsgucD\nvcAhYBw20jS9adMmFfchb2/vefPmicXi8+fPwyGIxWI4bxCF7eTkBP76kydPKj1jWm2x3Uz7bWxs\nvL29P/3008uXL3t7e+/atUvFmmnHAj+e6FidDXbtTmfg5xVQyXHjxukskS8kJGTNmjWjR49es2bN\nmjVrvvvuO/zk27EwMzMDYcUhX2A5vdTFgS+/fv364UYnCCFTU1Nzc/NW9htsyUUJpZbFYnFBQQEz\nQFsjwK0IC7RQKHR2dvb39y8uLm7psR4EurGxcejQofhnrrqENELI2toaHhEKCwvhXEG9bJqmb9y4\nAe4dOLT09PTbt2/LfXzFihWK7nsNosQ1M2/ePPCvjxw58qOPPrp27Zr2htcBWCAgaJFEcege0JTi\n4uLs7OysrCytWhxMfv31V4SQra3t3r178cY1a9boZnQNcuTIESg0gS1oKD6nwtqgaRq3o0YIDR06\nFPK24eTb2tq2JmYZxmrpNiCVSi9fvnz9+nUYQuNfK6yO0jT96NGjmJgY3AwlKSkpPT1dcem1pqaG\nz+dHRkYWFhbiR/+MjAzV+Y1MBwWOt5N78oChlZZG0qo6I6UCbWJiEhwcjBAaMWIELs/a0cHVvnUv\nZAarm7oBbBCKoi5cuPDHH3/Mnz9fRdacZunXr59uBtI21tbWEPKMBRrUUIUFDc8KtbW18HiORQr0\nyMjIqPUC3ZIFDal9+Cah8UVCWB2Fe0xmZqanpydM/sqVK9evX1cU6IKCAj6fD8Uj8ZkpKipSQ6Dr\n6upoRm4kh8OxtrYuLS1VrP6s7YJFSs6pubn56tWrhw4dmpCQgGvxdXRw0GJjYyNIBtbN1atX83i8\nxYsXa2lcbexW72OpgUQi2bFjh26WTAFmyFR9fb2KlSLDB0wlLNCghi1JZ0NDw+zZsxFCW7Zsgbjs\n0aNHw59w55TW6Knqxlfg38D/1WAaIWqKXYGKHDKZrLq62sLCAhvpLdXN4PP5cEPCZ4bZ50UpTIGu\nrq5GTaVj5AT69ddfP3XqFKwnYfUYOnSotgVayfrjjh07WCxWdHS0RCL5888/tTq8DsCLhHBTFQqF\nckJ24sQJjaf/ymSy+vp6RFK9GRb0ggULvLy8dF8KIy4uzs3NrVevXm5ubi3lOBg+uGcgFmiKoloS\n6EePHkG8M86awal0sB8ul9t6C7olga6vr7979y685nA4GjfmBAIBi8UC345MJrO3t8di2pJAK5b6\nw5HjLcEUaNBfposDNzCEruewNz6fD+VzBw8erAeBNjMzW7Zs2YEDB5YsWXLx4kWtDq8zsDMuISFB\nroKBNjT08uXL4ABFna6uqdqMGTPm9u3bunearVy58urVq3l5eZcvX16+fHk79yaVSrXd5UgpcMXi\n4kpsNrt3794tCTQ8LOJCH4jxJA5GaOstaBW3Aeb1NmTIkDFjxrTmQFoJ9BBgKjJunIgYHox79+7h\n7FCaUYsVRwRUVVW1XqDv3Lnz+PFjiE2Eo4Msyp49e65fvx4hVFFRARVUoJMvTuzUHkoEmqbpxMTE\niIgIV1fX7du3a3V4nYFDI2FpGzXvsaJxaYOiAU+fPtWly1vbzR3UA6c56Ku8uImJiaurK0LI3d1d\nvdvDzZs3g4ODx44de+PGje7du7u6usplo+gA0BErKytsQSutNpeRkZGVlQU1IpgSjGUIbHAul9sa\nge7bt6+3t/fq1auV/pU5ujZigfGqIGoq+6loQZeWlubm5jLfw3wDPDervvD4fD5+A+QKMiOpoewE\nRVFQilomk4WFheE7B5/P12oQNJLzQT98+HDv3r379u2ztbWtrKzMyMgAw75DA/pYVVVlaWnJ4/HE\nYnF9fT1FUdeuXQsNDYXGwxpHIpGcPn0aGl9qY/+K0DSty+LdYrH4k08+aX3DHew81T1mZmZfffVV\nWFhYUlKS0vjZl7JgwYI//vijpKQkODg4Ozvb0tJyxIgRkHarM0AIcDT0tGnTysvLIeG4oqLC1NQU\nXBYxMTH9+/eH1DBmWAV+DaERbDa7NalDP/74Y3V1dUpKitK/Mq9tjesUtCjEuxUKhcyCIcwwZ2a5\nO3zXoWn60qVLHh4e/v7+3bt3VzGQvb39smXL8vPzYXWkvLwcBJpuXuGaucqKe0gyxV1LNDut3bt3\nf/Lkyb///puYmOjq6toJ1Blz7tw5eEqSSCRpaWkURe3duzc1NRVpx4KGhWCoJkPTdFxc3P/+9z/N\nDqEIromTnp6u7RuDUCiEHncvRe8W9M6dOx0cHA4fPmxkZKTemgqbzR44cGBoaKizs7Obm5u1tbXO\nAlEwIFWgNfD4b2xsDNq0cOFCHAt7/fp1sVgMD/iWlpao6bRj5WKz2Ww229XVdcGCBa0Zl6KonJyc\nP/74Q257ZWUlLKkhhFxdXTWeyg9B0FigX7x44eTkBFnXAwYMwKH04I64fft2SUkJU6BlMtmpU6dO\nnDhha2v70lvR8uXLd+zYAe24oDMvdnHIRb8ghNhstp2dnX4EesOGDampqdOnT4+JidFjCwxtsHz5\ncplM9tprr4EfAJenQtoRaEhDamhogHJcT58+1UHPJ+ziWLp0Kf7xaG8sUIdWZp3oxYK+cuWKTCYz\nMTGJjIyMiYmJjIxUr0u9r6/vxIkTR48e7eXl9dVXX61ZswbXQdYZRkZGwcHBOOGboigbGxu4bktL\nS7FPtqGhAQs0TJLH41EUhZULLOjQ0NBZs2a1ZlyKoqqrqxUflZj+ND8/P82GcOChmYb5kCFDINzN\n09MzMTERskjAgj5+/Pjdu3fFYjE2sSEMfNu2ba256ng8HpfL3bdv39ChQ3GfMBUWNKxe9uvXD86t\nhg+7Oc0E+rPPPktNTY2Ojn7w4MHDhw/feust3fvaNA6caKlUWldXB0W8kPYFGmLa6+rqIFtUJpNp\n+4ZHM2om6MDxjZ10EydOfOnE9GVBr1q1qnv37suWLbt//3579rN169Y5c+asWLHi3Llzrq6uQqFw\n165dmppkKwFFAMECgR40aBBOuZJKpWKxODs7G7L7wC0L/hxIE5ezoFs/bku5KlBOGjA3N9eGBY2a\ne2kgo4/D4Xh4eEgkktWrV9fU1IC1W1dXB8+sODcSRDYzM7P1vhdzc/OuXbvi6iVyvyBmBLq1tTWL\nxZo4cSKXy9V21pWS0+rr6/vjjz+uX7/+woULu3fv1rGvTXukp6eDDxopCLTGx4LExSdPnjg5OcHv\nRwdPJFigdVCxDxcvV10zHuk1tuTChQvPnz8/cuTIvHnzhELh+++/P3XqVGZsQyths9m40v+iRYuQ\nntw12AmLZRqHkDY2Nubm5o4ePVooFF65cgWq+4JVGxgYGB8fjy1cpaWfVQBHCvFnzGoqz58/hxcC\ngcDf318bTTAohTYCb7/9NnhfU1JSWCyWRCL54YcfcnJynj9/XlxcLJVKwSsLrQZgzm1yjjs5OeXk\n5OA62qj5Fw0n3NLSEs4hm81+++23tX15tzh7Nps9atQo9cqNGhT4DJaWltrY2DAtaMX3aHBQiUTS\n0NBQW1tbX1//999/68CCZq6W6ECg4a7z9OnTl76ZakKrU1KKvb39/Pnzr1y5cvTo0bi4uFZWn5Dj\n+vXrISEh4eHhV69e7datm4uLy9mzZzU+1ZeCwxjwvzhWAR7w8/PzS0pK0tPTweDFEXVsNhv7dng8\nHrS5aiXMUGjIkq+trU1LS8M2Ne7IpbkD/f/jygk0RVHu7u4ODg5QdBSq69TW1paXl4vF4osXL2If\ndHR0tKenJ/zi2iTQzs7ORUVFUqlU0cWBdwXh2JD/bWpqqqKZlkbQW5Ve3ZOenm5vbw8RSFp1cdA0\nvX//fisrq+vXr1dWVkql0nv37kEzBK3CFOjJkydrNYYdLOhTp05BMXgV4HOrF4GmafrOnTt79+49\nfvx4YGDg6dOn1djJ/Pnzf/vtN5qmw8LCMjMz+Xz+uHHjlIb9VldXy9mSRUVFmirXYG9vj6M4UHML\n+vnz5zhaGd+q+/Tp4+bmBj4BiBJDCLHZ7DatlDJ/KcXFxZB1fejQIfxIwWKxjI2Nhw0bppFjlBsX\nCjwxwS4aEGiapiEjDEr7w2FC+AfzLtVK4J4nlUpra2vhkHEGJkKIw+FIJBKBQADRddpwuyvyCgn0\nw4cP3dzccE0D1DwUWoMDicXi48eP+/j4DBo06OTJkwghcEZrcAilMAX6ypUrdAt11jU1llQqramp\nEYvF586dU50fqC8Leu3atfv27bOwsJg5c2ZqaipENaiBpaUlVKeZPn26h4cHarkJ94sXL+SC0kpL\nSzWVYt6zZ08nJyfEsKAzMzOfP38ON0vmCgQ87FtYWEAhaazOasD8peTm5kJlUbAx4Q0sFmvGjBna\n+HIh0k5uJswOgcynxoqKijNnzgwdOhQ1nR+4Y7VJoME3Ag59aNHHfOQyNzcXiUReXl6bNm366aef\n9CDQUVFRiu/oiNW/mNA0bWJi0tDQIBKJ8H0V/wlpwbKDZys2m71o0aKBAwdGRERUVVWB5a495Fwc\n8BPSXh8THMwvFosPHz6sQqAh6hzpw4Kuq6s7fvx4+59dLCwsFi9eHBERsX37drFYHB0d3ZLWe3p6\nyhV1efjwoaYq3L711lvwAsdE37p1686dOyDQOL8R/mtkZATBG8bGxr/88ovag2IXB+gdGK3w1Xft\n2rWhoYHD4WgjOxTu6Hw+n81mM3+zeMETqikwbSxIwIEVPNS0sNkmgYbcH/jt5OTkoOYeEhsbG7w0\n2qtXL90UZWz2A+401b/kGDFixOPHjyUSia2tLZvNFovFvr6+N2/exAKtcQsaIcRms/38/CAKrb6+\nXtsCjZos6O3bt9+5cwdpeXVOKpVCyQLEsNyVAmXV9GJBf/fddxrZz/79+/fv3w9fpVAoLCoq0n0U\nBxNm0goOUsKtu+FWDcU6jIyMoLROO0esrKxMS0tDTeGVFRUVEonkzTffTEhIAA+DlrCysvrxxx+/\n+OIL1HSr4HK5cD+QyWRXr15lXntGRkZ8Ph9HVuCfYeuHA4Guq6t7/vw5JHkzL1pmfvzYsWPbf3St\nmhLzP3INExFCycnJupmHtpk7d+7OnTuNjIzYbLZAIHjnnXfu3r2rJYFm3roVqwdoFZlM9uTJE1i/\n1qpAgwcQfh6qDw3n2uorUaX9GBkZzZw5E86nubn5+vXr9ZslAPY7FmiapmtqaqDxIGp6tAc/6b59\n+9qpzvhbg25hz549S0tLa2xsFIlEPj4+iYmJWjIk4Y7u4ODg5eXl7e0NRUQRQiYmJqampnATwp5i\nALc/Z7FY9fX1RUVFoaGhfn5+rR8UBLqoqMjFxQX0nXn2OByObtwaTJR8eYcPH54wYcK4cePefPPN\nVkazGzIymYyiKFdX1xcvXsDCq4uLi7u7e9euXbXkg4ZfCHy1jo6Offv2Rdrv5ILXi5iODu0NJ5VK\nnz17BlabTCZraGi4fPmy0nfiaXRcgT527JiTk1OPHj22bt0KW4KCgvQ4H6hGD65tEOizZ89iox4L\nNEVR7W8Hir81SH26cuXKrl27IIAHikprL9+YoihPT08PDw9wBMNMFi1a9MYbb9TV1WVnZ0PWH34/\nBFf4+Pg4Ozv36NGjpKTE2tq6TdUTHR0dy8rKoIwqpBkzL1odRD0rokSgt27dumTJkq5du0ZGRuK1\n2o4L1K6jKKqoqIjD4Xh7e9vY2IwcORJa9iItCEdiYiJqEmgXFxdIk9W2QANMT7S2XRylpaUPHz4M\nCAiQSqX5+fnffPON0nfCDVJfYXYaYcWKFRkZGRkZGXv37k1ISND3dP6v6D4saqGmPCw4yTU1NQgh\nU1NTjZxwvBPszhKLxVVVVVBf28jIaPPmze0fpaVxZ8+e7evryzwQqDpSWVn54sULuXQSFotlZWU1\nffr0wMDAfv36wXJimx4gXF1dDx48mJWVBecTKQi07nsfK5k9i8UaNGgQn88PCQmBqrIdGpqm8ffE\n5XLj4+MXL15sZmbm7OysJRfH9evXmYW4qKae7fgNN27c0LjvSNGC1rZAI4REItGnn35aX19fX1+P\nMxcU39m1a1fUkS1oBwcHGxsbY2Pj6Ojozz//XO9VEJhpxzjdub6+vk+fPl9//TUkEFpaWmrkhDs7\nO0MMNXzjEOB/9epVoVAoEAj+85//BAQEtH8URZh3dEUXGY60w0uj/v7+LBZrypQp48ePR03+YsVU\nl5cOipp+RLBoxPw4l8tVOxBIbZTMXiAQxMbGikSiLVu26Ky/p/YACxoLNGpaDacoCsdEa1bLzp8/\n//rrrzMLPCKEmLe69PT0zMxMDY6I0ZkFDc4NqVTq5uZWXV3d0NDQ0nAymSwwMLBDW9Du7u4ffvhh\nenp67969x48fHx4errNO7UphFu6BBhSQTGhsbGxlZYUvdY1UmPviiy/69++PmlvQNE03NjYKBIKI\niIj2D9ESciYOEzCAaJqGn3C/fv1CQkLk/MXgMm7TScBvTktLS09Ph9Ky+K+Ojo4quoNrCSWzP3jw\n4IABA1asWPH8+fNvv/1WxxPSONjFgZpXyHVwcMBGnwa1LCkpqbGxESpvwRZYdE5KSmIOp3GPB066\nkclkcBlpVaDhzi2RSGDFRiQStXREsqb2CB1XoDdv3vzuu++CQi1fvnz27Nk6W8RXCvPeD4FfMpms\npqYG+qTAebayslKvMpQiFEWZmpqCFMBA8I1r9XmfafwqtaBNTEzw72jFihVubm7MaD+op8rj8dSw\noB0dHcGPHxoa2rt3b/zXPXv24EUInaFk9sbGxnZ2dhUVFYsXL4bOLh0aEAiQS+ZXaGxsDD85zVrQ\nhw4d8vDwWLhw4c6dO2GLn5/fw4cPR48ejc0u7RUzgvIx/v7+SMsCDfk+NTU1rKZGy/CjnTt3rtw7\n9VgsSVPweLxRo0bBYi9FUZMmTYqOjtbjfJgWNK7G9eTJEw6HAwU5EUL/+c9/JkyYoKnhZs+ejVtP\nPXv2DCpzaTukQYUFzWazoVYUCLS3tzebzWbm43A4HHNz848++ohpArdyRC6XC7tVHFf3gchKBPqv\nv/4aMGDAkiVL/P39jxw5ouMJaRwQaLCdmW3TcAC8ZoWDpul169YNGjQIdydCCHl6enbv3p2ZTKgl\n9SwsLJRKpYMGDUIIQRKjlpA1taeBa/rixYsmJiYSiaSwsFDundjR33EF2tDA1ZnZbPY///yDdYpp\nQWvwbP/xxx/4h1NbWwu3BIlEotWQBmb/FMUj4nA4gYGBkKSDEHJ3d+dwOMx4Ejab3bVr16CgoDal\nccIQuMiJtrultAYlM9i0adPt27dPnjx58+bN77//Xvdz0ixgwcHFxHzoY7PZuHCSBuWypQRrLpfL\nTMbVkotDKBRKJJKAgAB3d/dnz55pdggmsqYG9XARi0QiS0tLpaexE1jQhoaPjw+8YLPZp06dEgqF\n8HWMGTNm0qRJULBYg2fbx8cH7y0rK0vWVONUq1+o4jK73F89PT0rKyuxqctms3GmJWqyoNs6KM6h\nN5wrVolAOzg4QBaNubm5ei2CkEJLdj0ufDNdHMzvjGlB60CgORwOTujQnosjNzdXKpX26NGjX79+\nLd0DWuoB2iawQMOlAie5pePq6GF2Bgtc1TiH0MbGBpp9aLzTB94bbsa6Z88erRqYigLNPKLFixd7\nenpKJBLoCUtRlIeHR69evfAbTExM1Kgzh1eq4IHb4CzovXv37t27l8/nT5o06ddff504caKDg4Ma\nOzWowH5QTH9/f19fX+b9Rk4xNTuc4nYohYXfo40CpwihY8eO3bt3D55zWxJoiEOSY/ny5W0SbplM\nxuPxCgoKTE1NoeRjcXFxZGSk4nHBCcFWCUGDgOcBW0L4CR0izDQ4EOzNyckJj/X48WOtfqECgcDW\n1pY5OpO33nqLoqja2trXXnute/fuFEUNHz48NDQUv4HP56tRIQQUGVz5SsfVPc1SvZ88eYIQCgwM\nRAg1NDSovUIIgf3GxsajRo3q3bv3kCFDWnrn3bt35QomJCcntyk786WAQBgbGycnJzOXNXRsQTNr\nvmjDxQEkJyfX1NR4eXlxOJyWDqqiokJx4/nz5z/55JPWF7OXyWQeHh4PHz5ks9kFBQVCodDOzg53\nTGdCBFp7wLIYvrNigcaeaM3SvXt35l1cq1+osbExLosK5a7khmOxWBkZGcOGDVP6cCbnkm4lEJeC\nMwYNwYJuJtBLlizBryFTSL2dQmA/Qig6OnrWrFkqkq98fX3lIlcWLVqk2RpskMmGFGrL6tgHzeFw\ntNqSiqZpBweH1157DSLAeDye4j1AIpFwOByl7iYcmd/64VxcXLKzs+FRFEw2mbJGAVig23hAhJcD\nV5oOBJqiqG7dug0aNOjWrVtyo+uApUuX/vzzz3IbAwICoN6I0nt/K9uWy2Fra9u9e3eBQGA4Aq1k\nBnFxcW5ubr169XJzc7t06ZIaO219YD8ExzDRuPsMMgkVt9va2v7zzz8SiUTjwyndIe62hbRmQb/7\n7rtHjx6dPXs2Qsjc3FxuiLNnz/bp0yc3Nxe7LJlAlcXWjyWTySBMxdjYGAu0ikVCYkFrCea6N/bV\narxEBoRCc7lcnLmHdCjQSpfsOBwOhDkrtaD79OnzzjvvqDEQqJDhRO4rsVVXrlx59epVV1fXvLy8\n6dOnq1F8YPPmzZcuXcKB/SdOnDh37pwGJqsWLSmmjY1NcHDwggULdBbFsWnTJly6RSMrdSrG5fP5\nTIGura1ds2ZNQEDA9OnToSyZHG0V6Lq6uoEDB/7555+4/Q+MqNSCRk2FbNp2SB2Q4uLiPXv2MLfc\nvXu3W7duWhqOoigjIyNsKuKlrYCAAOzA1dRAgYGB3t7ehw8fRk0LKjoWaMXrBxIFld77bWxs1LtF\nDRs2LCsrCyzo9jQ60BRKBNrExASiu93d3dUrxQ2B/fAaAvsnTZrUnlm2B+ziUMTT0zM3N1c3As3n\n8y9cuIDfA+5+7YFjOYG//vrLzs4OYttbcnG0yag/d+7cuHHjoLEIJEcYGRmpcHGw2Wzdp8nqHuig\nytxy+fJlrcYLQ/AMBHGOGDECIWRtbf3ll1+qHX+lFLCg/fz84CIxNjaurq7Wu0D37t2b1cYeuC/F\nxMQEd9XSfWkkRZQItJmZ2VdffRUWFpaUlKTZr1kvtOTiQE2xyboRaDMzs8bGRplMlpGRkZmZGRcX\n98MPP8THxxsZGWkkxEVuXDmBrqysnD9/vo+Pj5eXV1pamuIk1XBxeHh4wCoFtCVtyYJGCFEUtXr1\namgW1bmxtrZmxhIghA4dOqS9Qobgry4V3QAAIABJREFUO4KkPoqioJSPo6OjNjrp9OnTB4cGgXLp\nXaCNjY09PDyKi4s1OxZu2mIIz3xKZrBz504HB4fDhw8bGRm1qb+kYaIior5bt27gF9aUQJeWlqal\npSkdbubMmWFhYc+ePdu4cWNcXNyjR4/S0tJOnjx55coVjQwth5xAi0QiWCNltuFgQtN0m9KXaZru\n3bs3lKkTCATHjx+3trZWYUH36NHDEC73zgeLxRIKhWw2u0uXLnCGmY0/NAVFUQ4ODhRFQY9gHQu0\nqakpjC63ncVimZuba/ZgKYqCKktcLtfOzk6De1aPFnsS2tvbV1RUrFu3rqP3JIyKioJWm4qMHj36\n0KFDGrSg09PTr1271tKFO2nSpK1bt8bFxUkkEqjZWFFRoalOK3KHgCsFA1KpFKQZ12mUk0sLC4sH\nDx60aTiKoq5fv44QEggEHh4efn5+d+/ebemdbTkUQmvBq68cDue9996Djf7+/prqI44JCgpycXGR\nSqUQowmeT519rSwWy8zMTPEGD9s17kHicDiOjo6NjY3Tpk3T7J7VoNkx91OGvmamEYqKigoKClat\nWqX0r2w2OykpqaqqiqllL168UBrn0BpaqrECDB06NCkpqbCwsLi4uF+/fnl5eY2NjdCIRCwWFxUV\n4ZaU6sEcVy6TECsybri5bNmyp0+f4jfIteZ8KSC7YJWvX7+ez+fPmTNHafggEWitAvEzbDbb19cX\ntrQpnr2VhISEQD4I/BdauujSRas0UhM2alag4W5na2trIBdts2Oe3MTIkSNDm9DXzDTCypUrs7Ky\nWkr65HA4xcXFzPhfqVT63nvvLV26VL3hVAu0hYVFQkICFK785JNPdu/efe7cOYFAkJ6e3rNnz48/\n/tjb27tNZiwTOWV0d3cvKipatGjRokWLEMOCnjdvHrw5Pj4+Ozsbv5/NZstksu+++2737t1M4VYx\nHD7MkJAQOGqlK41EoLUHRVHDhg1js9kWFhY6OMl4CIhLkUss0CoQ8qw4HxaL1bNnTw0OBEGKhhMV\n2uyYnz9/PmrUqKqqqoCAgICAACsrq/nz5+trZhohKSlJhevTyMhoy5YtFEU9f/68qqpq9uzZkZGR\ncXFxFy9e/OCDD9RoVg/y1JJTzMnJafv27d9++y2Hwxk/fjw0XTUxMQkJCSkoKLhw4UJJSUl7KhzJ\nLRKeP39+48aNmzZtysjIOHv2LJwHiL7avHlzTU0N9NvGFBQUrFu3bubMmUOGDHlpwxdF2aUoSiqV\nJiQkPH78WO6dah8R4aVA2ps2VgUVwd94QECANnwLKtixY4fiMUKM3fbt2zU4EDwXslgsb29vDe5W\nbZqJ14IFC2bNmmVubu7o6JiTkxMTEyMXM9SBqKurGzduXGZmpuo74ezZs9lstqenp5OT08mTJ3/7\n7bfp06ez2ezExEQ1Sq2qFmiKot59993u3bsnJSU5ODhMmjQpPT09JiamoqLCzc2tsbFx1KhRt2/f\nbuugSvH09OTxeIMHD+7du/eECRNYLBYuq9K1a9cjR45UVlbeuHGDGY5dWlrq5+c3fvz42traljrA\nYpQKdE5ODk3TsI7EfCdZHtQSFEXZ29tDZU5dWtBjx451cXHRpUArbayljQxViqIEAgGLxWIuyOmR\nZod3//79qVOnUhQF3qXZs2frMcGkndy/f//ixYsvzY/g8/kzZ85cs2YN3DO5XO7GjRs9PT3nzJmj\nxhNceno69syqAHoIxcTEODk5devW7eTJk4sXL960adP8+fPVFmg5xbSysvL39z9x4kRwcPDjx48X\nLlwIK6UURb3xxhvXr18vKChITU1dsWIF/kj37t1nzpy5f//+TZs2JSUltWk42DMU0JHz4CsuSBI0\nCDhhlWbTaRw8BGST6/1r1bgDGjWF2RlOXlUzWw97ss6fP48QoiiqnctWekQikXz66aeDBg2aM2eO\n6ncuXrwYIZSTk8PlcqVSqZWV1a5du/h8/unTp9s6aGJi4jfffNPWJK4xY8bAi+fPn+/du7etg7bE\n8ePHEUJffPHFggUL3N3dYSPzlxwdHc20lI8ePerg4MDn80eMGAEJYypQFGj4qXC53LNnzzLLY3U+\nH3ReXh4+n/oF1ET3FjSrCW2P+NL5aCOgEM6nIWSpIDmBNjc3T0pKgmp2CKHExESNx+voDIlEwuPx\nWm9ZwMI0oPbqh0QiYTZtaSs8Hk/tAJKWdNDLy0tuC/5dubm5MR3Ebm5u8KI1cYeKw8FPhcvlyvXD\n7QQWdF5eHvO/M2fO3LVrl4FoNDb3dHCScUcoU1NTqqkJhh7RhkBD1hWXy4UsWb3T7PB+/vnn999/\nf+TIkV5eXhkZGX///feZM2f0NbN2IpVKdX+fh3Jxan+carmIs6agmvfiBCHesmULU5Ehe1j1flqy\noHk8nlwqeSewoCdMmPDgwYOgoCA4kLS0tFmzZsXHx+t7Xv9n7unGxQFXTs+ePW1sbLTh/1VjPszG\nchoB0nx+/fVXXcaoqKDZKe7du3d8fHy/fv0KCwv9/PxSU1MNZClTDUAXdHPhYtLS0trTSbM9KTOt\n1EGlAn3kyBGmqqpnQZuYmDg6OnK53LS0NOb2TmBBJycnR0VFWVpa7ty5Mz4+PjAw0BDUGcAWtA6u\nc7i2P/74Y6SdBbq24uHh0adPH83uc9q0aYsWLTIQdUaKtTisrKwMIX+m/WCB1tllJBQKTU1Nhw4d\nqvYedHMvwaNgIZZKpcxQcfUEmsfjTZw48dKlSzU1NcztKopVdRR4PF5UVFRWVlZERERoaKjGKxGq\nDbag33jjDR2cZAsLC1tbW1yKU+8ujtWrV2t8n1DPxHDo2KaNanRsQV+6dOnNN99kNkZrK/qyoKVS\nKZT5x9tf6mnBmS9MWCzWxx9/LLe904TZeXt7nzlzxsTExMXFRd9z+T+gYYKpqakOTrKxsfGbb76J\nBbpzfK0GTqc9xbqvE5+Xl9fOunTtEejWD8E8ITRN5+XllZaW4kbRrZyGUoGmKMrIyEiu/HFtba1u\n0ih0AIvFmjdvnuFUEAMzVpeZb126dMH9+vRuQb8KdH6B1tl9vp0rhKh9At16V6+ci2PXrl3Dhw+H\n0GygNYuEjY2NiooQFhY2cOBAuY3l5eUGErGkNtevXw8JCQkPD7969Wq3bt1cXFzOnj2r70n9f6BV\nAoRC62A4bDgTC1o3dBLTRhFcJ15nFrREImmnTaEDgVZ0cUgkkv/85z/Myoqqp3H//v3//e9/SjNZ\nJkyYoLiRpun2hB4aAvPnz//tt99omg4LC8vMzOTz+ePGjcPR60wyMzO//fZb5paUlBTtVRyDK5zP\n50PzJy2NIjei4figXwWIQGsMpU/9baI9At360eUsaEXDX/U04uPj169fjxPHlVJRUVFSUlJYWAiL\nV+2JbDEELC0tg4ODEULTp0+HtgMtBcl6eXmtX7+eueXIkSNaXXeCSkmOjo66Wd2iKAoaQWkjBpmg\nSKc9xboXaJFIpEcXB8R9t2YIpkAjhEQikZyAql4kvHz5Mo/Hw9lMigiFwmnTpl24cIHNZt+5c6e1\nB2DAWFhYLF68OCIiYvv27WKxODo6uiU15HK5ci54e3t7rXZU4fP5FhYWOou8Ao8KIgKtKzqtFwkE\nGnpO62bEp0+ftr9Tp9oC3UoHi6KLQygUynWeVPRBnzlzpr6+Hl6XlJT07dsXml0pRSgUpqSkuLi4\nCASCGTNm5Ofnt/lgDIz9+/f36NGjrq4OISQUCouKinbt2qXvSf1/fHx8dBnFCEEjuh/3laVT3QPT\n0tL8/PzgNQi0n5+fen1v1eDOnTs9evRozx7UtqCjoqJsbW1NTU1bOQpzOIlEImdBs1gsueL9e/bs\ncXJy6tu3L0JIJpOdO3dOhVXI4XCmTJmyadOmwsJCV1fXTtDW0sjIaObMmfDVmJubr1+/XmnjXd2z\naNEi6EaosxGNjY3Bgo6JidHZoK8yHcyCfvbs2ffffy+VSgsKChBCa9euffz4cU1NzYsXLx49ejRx\n4kQsHCDQHA7n5s2bag9XUlKSlZUlFAp3795N0/TOnTuh5c/Dhw/hDcXFxd98841QKERNNQrac3RY\nMWmafvTokdxfS0tLMzIy4HVdXV1JSYlIJIK0vd9//33Xrl2tkUI5F0dZWVlpaamc6Q3F+xFCNE0P\nHjwYISSRSCIjI7dt27Z3716oI6OiUsH58+d//PFHhJCzs3NKSsq1a9dafwYMk2PHjjk5OfXo0WPr\n1q2wRSN9ftsPFJLVpUAvXrx4+PDhOhuO0GEEGrp1FBcXL1my5PTp0+PHj0cI7d69++LFiz///HN4\nePi+ffsKCwvr6urgYRy6waKW13Naw6VLl7755pvi4uKZM2fev39/wYIF33zzTXp6+owZM3Jycior\nK2/durV69Wp7e/uEhIT2hzDDL2358uVQNvrRo0fwWA25eRcuXBgyZEhAQIBUKgURzMrKGjlyZEND\nQ1VVVVpaWmtyZNzd3XGXHDabffTo0ePHj8sJNDScvXr1ak1Nzc2bNw8dOlRZWVlSUnLv3r1t27aV\nl5erHqJLly5wzimKGjBgQMetFoBZsWJFRkZGRkbG3r17ExIS9D2dZhhO7w+CNugAAv3kyZPBgwdP\nnz69R48eBw4csLKyOnjwYHZ29p49e2Qy2YULF+7evfv48eN9+/a5urru3LnTy8try5YtU6ZMaeeF\n29DQcO/evX///ffu3bt8Pv+dd97p1q1bZWXlwoULnz179t///tfd3X3t2rWenp41NTXQFaWdR0pR\nVGZm5i+//AJluH/55ZdevXpNmDDB399/5MiRv/76q1AoTE5O9vPzu3fv3ubNm7OyskpKSmJjY93d\n3SUSSWsKCHh4eOCkQVjk4fP5iqs99+/fDwsLGz169JgxY5YuXVpSUjJt2rSYmJiGhgZ4XHilcHBw\nsLGxMTY2jo6O/vzzzw3EvwEQge7cdAAftLOzM4vFOnDggJ2d3U8//fTFF1/cvn37/fffP3funImJ\nydWrV2F9bNy4cf369VuyZElFRcWCBQv4fH47L1x7e/vTp0+///77p06dcnZ2njVr1ocffjhs2DCK\noqZNm7Z582ZLS8ukpKRjx45lZmb+9ddfGrGgnz9/Pm/evFmzZl27du3TTz+1tLQ8deqUsbHx48eP\nJRJJQkLCzz//fP78+R07dkyZMuXYsWPdu3ffs2fPggULzp4929ZnBXA9Qw1ouT+Vl5c7ODhcv379\n3Llzv//++/DhwxctWgSFnuWqib4KuLu7f/jhh1988YWvr+/48ePDw8Nf+hihM4hAd246gEAjhD77\n7LPw8HBzc/PCwsKJEyeOGzfOzs7u9OnT4eHhYWFhMpns9OnTffr0sbKyWrRokZWVVV5enrOzMzM7\nTg2++uqrwsLCgICAM2fOREVFubq6crncdevWNTY29u/fv3///t27d6+pqenfv39ISMjkyZPlqgar\nAZvN3rBhQ2Bg4IABAxwdHcvKymxsbPh8vkgkomlaJBIFBgZGRkaOHz/+xYsXEyZMiIuLe//992/c\nuDFy5MjAwEBXV9c2DWdnZ7dv3z6BQKBY9TsuLo7H4xUUFAwZMmTkyJGw0XBKuOmYzZs3X7p0CRZO\nly9ffuLECcPpNGRvb//WW2/pexYEbaHd4g8ikaitab5z5syRyWQ7duzQ0pQIhsa6desGDBgwatQo\nfU9EK+zatUsmk33wwQf6nghBR2j2etaKD/r+/fvjxo3r0qWLp6enpaXluHHjHjx4oI2BCAQCoROj\nFRdHRETE6tWrg4KC+Hx+Q0NDcnLyggULoM+hHDk5OXLG8q1btzTeJYFAIBA6IloRaBaLFRwcDGsX\nAoFgyJAhLWWFOjg4vPPOO3KfLSoqYjYtLSsru3jxorOzszamajiUlpayWKxOkNahmoKCgjFjxpib\nm+Mt6enpAwYM0OOUtE1ycjIzQJ5cz50JbV/PWhFof3//MWPGvP766+7u7vn5+Tdu3GipM42ZmZm/\nvz9zi729/ZkzZyAfBLh06VJ8fHxn9VFiEhMTORyOihoXnYNLly5ZWFgwEz3eeOONgIAAPU5Jq7zx\nxhuNjY3keu6saPt61soiIU3TV69eTUhIKC0ttba2Hj58+ODBg9UOBtq6devu3bs7QUKaambMmGFq\navr777/reyLapX///kuXLpV7bHqlINdzZ0Lb17NWLGiKooYOHdqe7nwEAoFA6ACZhAQCgfBqQgSa\nQCAQDBQi0AQCgWCgsFesWKHvObwER0dHb29vLy8vfU9Euzg7OwcGBqpuJdUJcHR0HDp0qIp6/50e\ncj13JrR9PWs31ZtAIBAIakNcHAQCgWCgEIEmEAgEA4UINIFAIBgoRKAJBALBQCECTSAQCAaKQXdU\nOXr0aH5+/s2bN3fu3PkqB2YROgfkeia0FYO2oN9++20ul/vFF1+Qq5nQCSDXM6GtGK5Ap6WljR07\n9siRIxEREVFRUTRNl5aWxsbG6ntemuHZs2cmJibDhw8PDg729PT87bff8J9OnDgxc+ZM6IDX0aFp\neu3atQMGDBgyZMiQIUNSUlL0PSO9Qa5nPU5PU+jheqYNkpqaGl9f37S0NJqmxWJxWFjYgQMHMjMz\nw8PD9T01zfD06dPevXvD67KyMlNT08rKSvjv8ePHJRKJ/qamSVJSUvz8/OBwMjMz/f399T0j/UCu\nZ/1NTZPo/no2UAv69OnTI0aM8PX1RQhxOJyDBw8OGzZsw4YNt27dYjZb6RyUlpbKZDIWi1VfXz9h\nwoTff/99zJgxR44c0fe8NICtrW1paenff/8tFAq9vb2h7VldXd3UqVPHjBkzdOjQixcv6nuOuoBc\nz+R6VhNt3wHUY+3atb/88ovcxk5mcRgbGw8bNmzIkCH9+vU7ePAgTdM5OTmHDh2iafratWvjx4/X\n9xw1Q0pKykcffdS3b9833ngjPj6epumffvpp9erVNE3n5+e7ubnpeX46gVzP5HpWDwON4nB3d09M\nTMT/vXnzZlJSUlhYmB6npHE8PDzi4+OZW0xNTePi4q5cuSISiWQymZ7mpUnS09NNTU1jYmIQQikp\nKePGjcvOzs7Kynr//fcRQq6urgih+vr6Tr9oRq5ncj2rh4G6OMaOHXvhwoXU1FSEkFgsXrlyJbRl\npDt1aafff/+9T58+mzdvnjp1auc40nv37n322WdisRgh5OXlJRAIaJr29vaGhk95eXk0TXd6dUbk\neibXs7oYqAVtYWFx4MCByMjI2tpaoVD41ltvzZgxo7KyMjs7e9++fdOmTdP3BLXC6NGjV61adfHi\nRS8vr/z8/OTk5IEDB+p7Uu3i3Xffzc/PHz58uFQqFYvFGzZssLCwmDdv3gcffBAWFtbQ0PDXX3/p\ne466gFzP5HpWD1JulEAgEAwUA3VxEAgEAoEINIFAIBgoRKAJBALBQCECTSAQCAYKEWgCgUAwUIhA\nEwgEgoFCBJpAIBAMFCLQBAKBYKAQgSYQCAQDhQg0gUAgGChEoAkEAsFAIQJNIBAIBgoRaAKBQDBQ\niEATCASCgUIEmkAgEAwUItAEAqFVQNNbRUpLS2NjY1X/KTY2ds2aNVqcXCeFCDSBQGgXrRHoKVOm\nREVF6XZenQEDbXlFIBAMgRcvXsyYMUMqldrb2zc2NiKE6uvrp06d2tDQgBCaO3fu5MmTN2zYcOvW\nrcOHD0+cOHHevHmZmZkcDmfNmjVDhw7Ff6IoKj09feDAgTExMRwOJysra+rUqbdu3Xr27NnmzZv7\n9+8v90F9H7ehQASaQCC0yPr16ydMmBAREZGQkHD27FmEUHFx8fTp06dMmZKYmLh+/frJkyd//vnn\nZWVl77zzTkxMDI/Hu3btWklJyaBBg3Jzc/Gfjhw5AjsUi8X/+9//9u3bt2PHjri4uKNHjx48ePDu\n3btyH9TrQRsQRKAJBEKLPHjw4KOPPkIIvfbaa3w+HyFkamoaFxd35coVkUgkk8mYb05LS8vOzv7g\ngw8QQnZ2dnV1dYo77NOnD0KoS5cuffr0oSjKxsZGJBIpftDExEQHR2f4EIEmEAgt4uPjc+nSJR8f\nn+vXr4OL4/f/x955x0VxvH/82ePoXVAJKqBYULErRgOIvQTbV6NGjdGYxJhYEiux/GKL8Zui8Ysm\nGmtiB5OYaDSaKPaCKGKjiMrRRAHp7dr+/hgZh9294ziuLDjvly9fd7OzM88ue5999tmZZ374oWPH\njp988smZM2e+++47VA2tPd2mTRsnJ6c1a9YUFBSEh4cjkdVlWWrBHSlAXxJSKBQtLFq06OjRo/36\n9duyZUurVq0AYMiQIUePHh0zZszJkydlMllMTEzjxo0TExP37dv3/vvvy2Sy/v37Dx48uG3btgCA\nN2nvhb8jBcHocn+jUCgUiumhHjSFQqGIFCrQFAqFIlKoQFMoFIpIoQJNoVAoIoUKNIVCoYgUKtAU\nCoUiUqhAUygUikihAk2hUCgihQo0hUKhiBQq0BQKhSJSqEBTKBSKSKECTaFQKCKFCjSFQqGIFCrQ\nFAqFIlKoQFMoFIpIoQJNoVAoIoUKNIVCoYgUKtAUCoUiUqhAUygUikihAk2hUCgihQo0hUKhiBQq\n0BQKhSJSqEBTKBSKSKECTaFQKCKFCjSFQqGIFCrQFAqFIlKoQFMoFIpIoQJNoVAoIoUKNIVCoYgU\nKtAUCoUiUqhAUygUikihAk2hUCgihQo0hUKhiBQq0BQKhSJSqEBTKBSKSKECTaFQKCKFCjSFQqGI\nFCrQFAqFIlKoQFMoFIpIoQJNoVAoIoUKNIVCoYgUKtAUCoUiUqhAUygUikihAk2hUCgihQo0hUKh\niBQq0BQKhSJSqEBTKBSKSKECTaFQKCKFCjSFQqGIFCrQFAqFIlKoQFMoFIpIoQJNoVAoIoUKNIVC\noYgUKtAUCoUiUqhAUygUikihAk2hUCgihQo0hUKhiBQq0BQKhSJSqEBTKBSKSKECTaFQKCKFCjSF\nQqGIFCrQFIqusCybl5fHsqy5DaG8KlCBplCq4eOPPwaAW7du+fn59e7d29/f/+rVq+Y2ivJKIDW3\nAVzS09OPHz9ubisoJmXs2LENGjQwtxUaiY6OBoClS5dGRkZ27NgxMzNz4sSJZ8+e1WVfej2/ghjw\nehadQJ8+fTouLi4kJMTchlBMxJEjR7y9vQcPHmxuQ6rB1ta2Y8eOAODp6alSqXTci17PrxqGvZ5F\nJ9AA0L1797feesvcVlBMRHJysrlNqIZHjx6NHj06NTV17969kydP/vrrrz09PXXfnV7PrxSGvZ7F\nKNAUiqjIzs5OSUlJSkpCz62WlpY//fSTuY2ivBJQgaZQqsHCwsLX19fX1xd9/eyzz8xrD+XV4VUU\naJZlN2zYMG/ePPT1l19+8fDwGDRokHmtotQhvL29ZTIZvzwhIWHDhg1kSWxsbEBAwLRp04xt0v79\n+ydOnFgXG6do4VUUaKVS+e2332KBPnToULt27ahAU3TnzJkzguU+Pj6LFy8mS5YsWVJUVGRse1Qq\n1Q8//GAkDVWr1du3b6cCbRZeRYEGAIVCgT8rlUqlUmlGYyh1BblcbmVlBQA43MHBxsamRYsWZImj\no6NarTa2YSqVKiMjw9i9UEzPqzhRhWXZ0tLStLQ09FWhUMjlcvOaRBEz9+/fDw0NdXNz8/X1dXFx\nCQ0NTUpKMrdRVVCpVE+fPjVS43TmpBl5FQUaAEpLS0+fPo0+FxQUFBYWmtceDMuya9eu7dq1a2Bg\nYGBg4I0bNwSrrVu3bu/evYbqNCcnJyIiQnudiIiINWvW1KaXHTt2fPvtt7VpwVzMnDlz0aJFmZmZ\naWlpWVlZYWFhs2bNMrdRVVCpVEb106lGm4tXNMQhWmJjYw8ePBgbG2thYZGQkDB58uSYmBhjd4oE\nety4cVrqaN9aLQMHDjx//vyXX35Zm0bMhUQiCQoKYhgGAGxsbAIDA6VScf1wjCrQVJ3NiLiuM9Mg\n5guuYcOGOTk5x44dGzRokJ+f36lTpwBg79696enpYWFh5eXlgYGBSLJ///33/fv3P3v2bM6cOVOm\nTOE3dezYsW3btkml0oSEhAkTJly/fj0rK2vTpk1dunT56KOP4uPjpVLpmjVrgoODN2zYcP369cjI\nyFGjRnE2HTly5OjRo9HR0ePGjVOpVN27d4+IiLCwsEhOTh43btzs2bMLCgree++9ioqKJk2axMbG\nolnRfE6cOLF582Yy9F+H6Nat29ChQ3v16uXj4yOTya5evYqmFIoKE0S6KabnVRRoAxIZGfno0aOa\n7tWyZcsxY8YIbmrWrNmxY8d+/PHHL774wt3dffny5X369BGsqVKp/vrrr+Li4i5duowaNcrJyYlf\nR6FQ/PHHH/v27duxY8fp06d//fXXgwcPxsXFWVlZXbp06dmzZ71793748OFnn32Wm5v71ltvbdu2\njbMJAO7evXvz5s0//vjj7t276OuNGzeeP3/ep0+f2bNnr1+/vnv37p9//vmJEydw1IiPVCq1sLAw\ni0DHx8e3bdu2Ni188803Fy5cuHjxYlxcXIMGDZYsWfLGG28YyjyDwLIsFeh6CRVoYFlWb5+6efPm\nrq6uNd1Lyy537951cHDYtm0bANy4cSM0NDQxMRFvJUebhISEMAzj6OjYrl279PT0du3a8VtDjp6b\nm1vHjh0ZhnF3d5fL5Xfu3ElMTEQjcxs1alRSUoLrC24KCQmxtLTEdfr27cswjJubG95l/vz5ANC7\nd++angfTMG7cuJs3b5KHUFMYhgkODg4ODjagVYaFrQTFYYzRuMGbpejCqyjQBrzaunfvbqimELdv\n3967d+8ff/xhaWnZsmVLGxsblmUlEsmzZ88AgHRRo6Ki5s6dW1hYmJSU5O3trXsXbdq0cXJyWrNm\nTUFBQXh4uL29PVSeE8FNHGnjfPXz87tw4cIbb7xx6dKlWhy3EenRo0dgYCC+zdTyVac4QX8+lUol\ntuA4pZbQP6e4GD9+vEwmCwn/be+uAAAgAElEQVQJUalUCoViw4YNzs7OISEhO3bsGDlypL+/v52d\nHarp4uIyZMiQ3NzcNWvWICXVkffff//999/v379/SUnJwoULAaBx48aJiYn79u3jb6qWhQsXTpky\nZejQoW3btrW1tdXjkI3NiBEjRowYYW4r6jDUfTYnrMjYvXv3zp07jdpFaWkpAOzatQt97dKly6RJ\nk4zaYz3m77//PnXqFMuyly5dGjFihB4trF279u+//za0XVyKi4uN3YUg77///nvvvWfsXnJycgBA\noVAYo/GKioo+ffoYo+V6iWGvZ+pB14cQW0ZGxp49e8gSLy8v08zN9ff3nzJlSnh4uFwu//rrr81o\niSbOnz8/bdq0Ro0avfnmm23bttX0epaihbr+A6m7vLoCXZ+uuSZNmoSFhZmra87gDXNZoomlS5de\nvnx58eLFs2fPHjJkSL0UaKNezPXpl1LnEBDogICA58+fo8+2tra+vr6rV6/u0KGDaQ0zIvSCe6VQ\nqVSNGjUCAGdn5xoF6+sQ9JKurwgINBpX27t370uXLp0+fXrMmDELFy78+++/TW8chVJ7/Pz8Pv74\n49TU1GXLltVoJZQ6h5Fkmqq/GRHIxZGRkTF06FBnZ+dhw4bdv3+/d+/e1tbWprfMePAvOPFcgmx9\nzMUhl8tnzJgxaNCgjh07/vbbb/o1ojc//vhjly5d/P39PT090QDz+oexL2Dx/EBeNQQ8aEtLy3Xr\n1gUFBZ0/f14qlf7zzz/kXIb6h6guvnqZiyMqKkqhUJw6dSo7O9vf33/EiBGmHK7btm3bIUOGjBgx\nom/fvgZxNVJSUnx8fGrfjgExQQz62rVrpaWlffv2NV5HFD4CHvSuXbtKS0u/++67oqKiX375Ra1W\n//LLL6a37NUE5+IoKysjc3GsW7cOAMrLy/HUmN9//33YsGHdu3fX9Nc5duzYyJEjx4wZ0759+9Wr\nV48YMSIgICA6OlqhUEyfPr13797BwcHnz58HAJyLg7/pyJEj06dP79Chw+rVq1esWHHs2LEpU6ZM\nmzYtKCgoPDwcAAoKCsaMGRMaGjpjxoyAgABBSzw8PNDyCPb29nZ2dia+I96+fTs0NPTUqVNBQUH6\nLd6aUpV33303JSXF0GbWChOc0ocPHyYkJBi7FwoHAUfGxcVl1apV+Kuh1g8XD4a8mnfsgAcParyX\nnx9MnSq4pV7m4ujUqRMA3Lt376OPPgoLC6vNrGs9ePToUWJiYmJiIsuyHh4eerQwYsSIpKSknj17\noonUd+7cmTp16tmzZw1saC1QqVTGaxz/XozaC0UQAYEODw/funUr/op+lvqBV6AQOfpLdrduUJNp\n1i947TVNW+plLg6WZb/88ss//vhjw4YNgYGB1Z0dA9OpU6fXX3/9yy+/RJbr0UJMTMzXX399/fr1\n77//vnnz5kOGDBHbO/P09HQwvh9NFx4yPQICHRkZee7cOfwL1IP79+8vWrToypUrdnZ2RUVFgYGB\n69evb926dS3sNCToOjbM1dy5swEaIaiXuTiOHDly9erVixcvmuVtc0ZGxtmzZw8cOPDFF194eXnt\n27evpi1YWVktW7YsISFh5syZAwYMEKFOGTsGjaAetOkRiEG3aNGiQYMGtWlU/CtQkIjqJeH48eOD\ngoJCQkJef/31fv364VwccXFxI0eOjI6O5uTi6N+/vx65OGQyWf/+/QcPHozycJK5ODibqmXhwoWX\nLl0aOnTov//+qykXx8mTJ2/fvt2zZ8/OnTt37ty5oqJCd2trj0qlKisrKygoKCkpqc2F7efnd/z4\ncXt7+2bNmhnQvDqEqH4prwgCHrRare7evXvfvn3Rq3b0eqpGiH8FCtFiYWHx+eeff/7552Shp6en\nHrP1QkNDQ0NDAWDIkCFDhgwBgJCQkJCQEADgzMZ2dXXFgSzOplGjRo0aNQoAxo4dO3bsWNQs2oR2\niY6OnjNnzsCBAy9fvoxi1ny2bNlSrbXGY8yYMSNGjFi2bFmHDh1qmY1TIpHMnDlz5syZhrKtDkHV\n2SwI6GYtFzcC0a9AIeZx0PpBc3FoAS3yUlpaasBcyd7e3jKZjF8uk8l+/PFHsuT69eutWrUyVL+a\nMM1U77r+M6mLVBHoNWvWLFu2jDPwFntMuqP7ChRlZWWc2OWtW7fENshU/NBcHFo4ffr0e++9xzAM\ny7K7d+82yEjeM2fOCJa7uroOGDCALLl7966NjU3te9QF4wkolWZzUUWg0Xs8CwuLWi4RRK5Agf60\nmpyX9PT0f//9lyw5e/Zsy5Yt586dWxsDtMO52ujFV79ZuXLlhQsXvLy8UlJSJk+efPHiRb2bwqOS\nfH19BSs4OTlxBPrQoUN1fTEqQ75Up9SQKgKNghsRERG1XCLoypUrS5cudXV1/fTTT6dMmaJQKLZt\n2zZ06FB+zVatWnFi3Lm5uXX9gqaICnt7ey8vLwDw8fHRb0kBkY9KMhlUo02PQAy69ksEffLJJxs3\nbmRZduDAgfHx8dbW1qGhoYICLRLEc+WxLPvVV18dPnwYjdbYuHFjt27d+NXWrVvXtGnTyZMnG6TT\nnJycM2fOaH/3EBERkZSUtGzZMj3aLysrmzx5cn5+fkFBwaZNm15//XV9LdUHR0fHhQsXDhw4MDo6\nWr9RHDNnzly9enXPnj2tra3Ly8tjYmJmzZqFJnm+ItSDnOl1FAGBrv0SQS4uLkFBQQAwefLk5s2b\nA4DJwnC6IOZLrV7m4ti/f3/Lli3/+9//XrhwYcmSJZoCuEZi165dW7ZsiYyM9PPz27lzpx4tiG1U\n0vbt2ydPnkz+puhLwhpx4MCBQYMG1Waqh8kQuM7QsKqSkhK9k+c6OzsvXrx45syZ27dvVygUW7Zs\ncXFxqZWZRkCcVxvOxTFo0CAyF0d6enpYWFh5eXlgYCCS7N9//33//v3Pnj2bM2fOlClT+E0dO3Zs\n27ZtUqk0ISFhwoQJ169fz8rK2rRpU5cuXT766KP4+HipVLpmzZrg4GCci2PUqFGcTUeOHDl69Gh0\ndPS4ceNUKlX37t0jIiIsLCySk5PHjRs3e/bsgoKC9957r6KiokmTJrGxsWjIBIfXX3+9f//+AMCy\nrOmvBHt7+xkzZqSmpjZr1ky/S1pso5L+/vvvUaNG8Z0es6cbPXr0qJeXF5rZL2aioqI6d+5cVwW6\n9ksE7d+/f//+/WiicFlZWUZGxs8//2wAYw2EAV8S/vgjCI22qoYWLeDDD4U31ctcHO3btweADz74\nYM+ePf/880+Nz1ft2L9//8qVK9u0aRMfH79q1aq33367pi3oPirJNJgl4IB6vHDhAgCg52M+V69e\nffTokfgFWqVSidM/4yMg0LVfIsjW1nb69Onos5OTkx5TXUyM3n+t/v2hqKjGewlp6QvqZS6OwsJC\nW1vbbdu2LVmypH///g8fPjTgkORq2bBhQ0xMjKOjY2FhYd++ffUQaHJUkhgwV0SYZdnk5GTQLNCl\npaVFevweTE7dFuhXYYkgQ2HwN/n1MhfH2rVrmzZtOmvWLGtra7lcrrupBqFx48YODg4A4OjoWCee\naquFL9BGlRu1Wk32qGWQFcuyBpnH/9NPPwUHB/v5+dW+KUHqUFIRgVwc9X6JIDHfPOtlLo758+cf\nP378jTfeePPNN3/66SdTus8A0KhRo+HDh3/77behoaE2Nja7d+/evXu3KQ3Qm6tXrwqWm9iD5rwk\n1K5uBskkdeDAgevXr9e+HU3UoUEpAh70li1bdu/ebWlp6enpuXz5ctPbZGJE9aeql7k4GjZsePz4\n8WoNNhKtW7du3bq1UqlED+ZZWVnmsqSmhIWFCWad1qQvxntJeO/evR07dgwbNgx91lLTIAKdk5NT\n+0a0I6pfvRYEBPqPP/74sPId1r59+yZNmmRak4wOzcVhQMSfi4N/M9u/f79ZLKkp2oMJpjSjsLAw\nIyMDfT106NDGjRs1VTZI9AAFVWrfjhbqyk++ikBHRERERERcv3790KFDAMCybGJiYv0TaA4mfuI2\nBjQXR41ITU01twk6oUlETByD1n0cNMuySUlJte/R2HOJ64o6A0eg+/Xr17Fjxw0bNnz22WeopHHj\nxuawikKhaNQps8SgkTFk16NGjTpy5AinZm5ubu17pB40popAu7u7u7u7o/WuajNRpU5QV/5ClFcW\nkQg0NoPTKRpyx8EghpkgG4+OdiqVSvPOGhUYxXH+/HlfX98BAwasWbPm119/Nb1NpoeKNUWE6B7i\n0F7fIGbwAx0FBQX8mgbRVj08aHI4vy7o0n5FRUXtk+PXEgGBRhNV2rRpM3v27G+//db0NpmYehCD\nppgMU3qvunvQRjXp0aNHwJNpACgtLeWbYRCB1uNwpk2bJriEQk0hhV6lUpWXl9e+zdogIND1fqIK\n9ZdfQcgf3jvvvFOjfa9cudKvX78xY8ZcuHChRYsWzZo1O3HihKENFEDLhWrKaxiHlTkaLTiizlAC\nXdMDzMnJKS4uxl/RxC492g8LC7t9+3aNujYqAuGVej9RhfJKwc8t06RJkxq1YK70uSKJQSMvkm+M\nUqlkWZZ8ADWUYfo1gkf4FRYWjh079vz583p0UVRUVFpaqkfvRkLAg96yZUuXLl38/f09PT1RUoh6\nD/Wp6zG1D9mh9LnBwcEofa6np6dp0ueaXaDLy8ufPHmCZ+ezlWgxw1weNDlH5smTJ9VOddES3+cc\nb43MMDgCAh0bG5uQkKBWq+/fv4/y4NRvaAy6flP7kB1Kn5uSkoLS54aHh5ssaaqml4GCMWiDq8m1\na9e2bt2KPFNdGjdUDFo/sAetVqtr+s4Qw7IsirmLBIEQx+zZsxctWuTu7m56aygUg1P7kJ250ufW\ndBSHwSHTJJEfNJlhwBCHHh40FmiWZRUKhX7ts5UZ+0SCgEA3btx4zJgx9d6vNPvDC8U01D63jLnS\n5yId4f8STSbQfMe82n7NGIMm7xzVetBaBNrsIzdIhNckHDBgQIcOHdDX77//3rQmGR3+34aKdT1m\n2rRpM2bM+OCDDwzoc3h7ewsO6srMzDx27BhZkpCQUNN3khhNQmxKgcZ98aeriM2DJj8XFhbm5eW5\nurpqqq8pFEMOwRZDDFpAoA8dOrRkyZL6kTlXF+r9s8IrzpQpU7Zu3frZZ59Nnjx5ypQpBrmwNS2r\nKJFIOKJgbW1dmwusRjFog8PpSBfPxoyKRgorVJe2yewvYHVEQKDbtm1b7xMkUV4dBg8ePHjw4IKC\nggULFjRp0qQ2D7ByudzKygoAfH19BSt4eHi89dZbZMmpU6f0fm8mKg+aE4kGDepsEMP0mElY0ziM\nJvkWlTqDoEArFIo333wThzjEv2AVhaKFmJiYQ4cOnThxIiAg4O+//9ajhfv37y9atOjKlSt2dnZF\nRUWBgYHr169vbfDVdHhoEgtN+mVwccEJkkDoJSG/R/O6n5w7h3ZL6rAH/cEHHxiqdexxiBxR/Uko\nhmXp0qVTpkxZsWKF3tNiZ86cuXr16p49e1pbW5eXl8fExMyaNQstuG5UtIiFKT1o/bYar99qd9FF\noHXxoMUg1gICjZfM0BtzeRz6QWPQ9ZU1a9YsW7asV69eDx48+Oabb1DhihUratqORCIJCgpC14mN\njU1gYKCRMpwdOnRo4MCBDRo00F6N70EbUEfINJak0pHetCYM+JKw9rtrb+Ts2bP9+vUT3Nfsokxi\nlOvMXB6HjojqD0AxHsgn8Pf3r2U73bp1Gzp0aK9evXx8fGQy2dWrV9Fy6QYnIiLCz88PC7SWUIaR\nruH8/PyuXbvGxcU5Ojrijjh6R34wXohDj3a0BMf5NSMjI1etWiW4SVT6YBSBNpnHQaFoAeWKZFkW\nv7jbt2+fHu188803Fy5cuHjxYlxcXIMGDZYsWfLGG28Y0tBKFAoF+Q5TS5xUcFPtleXRo0ePHz/O\nyckhBRobo0v75vKg+ZFx7Y1IJAKTqAXbMS/CullYWJienu7t7a1f2M5kHkdtENtfgmJwDLWEG8Mw\nwcHBwcHBRrCxCmq1Ojs7m/yqyYMmq+nNqlWr/u///o8sKSoq4nSENZq/okotnc179+7JZLJhw4bx\nN+nXsu4etPZGRKUMAgK9e/fuNWvWtGvXLikpac2aNWgt5xqhu8fx4MGDHTt2kCXXr1/XNIbJSNAY\ndH2lzi3hxrJsRUUF/qrFg+YItH46sm/fPo5Ao3xDpNcMWh3S2oQ4Hj16FB0drUmgdWxEcBddPGgA\nOHbsWLNmzTp16sRpx+yiTCIg0OHh4bGxsY6OjgUFBQMGDNBDoBmG6d27d69evSwtLVFJRUWFtbU1\nvyZ/3GhiYqKdnV1Ne6RQ+KAl3ObMmXPu3LkZM2Z8/vnnU6ZM0TK7zOxwFFmLQBukO13mQ/NDHNod\n1RrZpimxZ2FhYe09aC0toE3x8fE5OTl8ga5pv0ZFIBDj4eHh4OAAAE5OTtW+UBbkt99+a9KkSevW\nrdHyhgDQs2dPwZqOjo7dquLu7l4nRuZR6gofffRRu3btAGDQoEHvv/++uc2pglKpvHPnDv7KiWno\n8ZJw48aNT58+1bF3nFeTbBmqKh3uCzvX2iMAugscy7L8RbMQ5J3p999/v379ui6t1SjEwTAMy7KP\nHz/md22QUImhqOJB7927FwCsra1Hjx4dEhISFRXl4eGhR6MrVqy4d++enZ3d4MGD27dvHxgYaBhj\na0J5OaSlQXk5lJeDkxO0afNyU22uKgPy8CHExYFUCmo19OkDN25Anz5Q+cghdu7dg7ZtQcOLlirI\nZODqCk5OxrdJA/b29kFBQQDQt29fW1tbs9khRHJy8rvvvnvx4kX01EgKU2ZmpiYPV9PlyrLs3bt3\ns7OzyUhOamqqlZUV54d8+/btjh078scC80MW+H8y9oK3CtbXEZZls7KyNG3Fp+Lx48cMw/To0aNG\nLetijOB9rjZHZAyq/MLS09PT09MDAgJef/318vLyXr16tW3bVo9GPTw83N3d7ezstmzZ8tlnn/H/\ntCbg3j344QeYNQsWLoT167XVNFcMevt2GDMGRo6E0aPhyBEYOBBSUsxiiD6sWAE6vqbauxcuXzay\nNVpxcnJavXr1uXPnvvzyS2dnZ3OawkOhUMTGxsbExKCvpGT8+uuvubm5OnrQZCCCEzfYtm0bXvq5\noqLi5s2bOTk5EyZMgEoRrKio+OijjzS1pkdsV3f4DizuiLxXac+qgXcRDJ1Xu8vNmzc3btwo2I4Y\nqOJBh4WFGaRRHx+f9957b968ef7+/sOHDx8zZszz588N0nKNUCpBpQKlEsyXQ1wb5IpuaGyV1hy2\nokNoRToBFApdaxqJHTt2/O9//9uyZYufn9/OnTvNaYoGsAdDKpEWVdIeXeWMxHj+/HlhYSH6/PDh\nw++//3716tVPnjwBALVafeXKFX9//4SEBLLliRMnRkdHQ9UQB65AfuUsS6jFsM6dO58/f96JeJJi\nNScF5Qh0TZOZ6CLNUHksubm5V65cmTt3Lt4kXoFGdO/eHX+2s7PTvrSXIJs2bYqKikJX2PLly48c\nOXLy5MnaWKkHLAtPnkBREZSXw7NncOMGAICFBVhagkolAWiWmdkAFZaVtSkoaIw+k7i5gY9PjfvN\nyQGZDBgGrK1BLgcvLygvh7w8aNwYUlOr1MzMfPkZpQi/fRsaNAC9okqgVkNc3MtbkbU1kM8t6CHB\nxQWKikCtflmtRQtA78xkMsjNBXxlvvYaVJvaPjYWsrJAKgXklRYUQMuWwB+WqVRCYiK89tqLrxYW\n0KkTmPKhxdHRcenSpehzTEwMeXmLjbKyMpZlnzx5cuPGDS3rmGgREbVazclV/+TJE7xAV0FBAYo7\n5+fn5+XlsSx76NCh9u3bc6KusbGx5FctERV+5inB51G5XB4XF5eZmckRaMFmoapAs7qt0sKPQbMs\ne+rUqUGDBgnWRzFo1PjNmzcFrRKDUgsI9MWLFwFAqVSePn0a3UhripWV1eDBg9FnhmFGjx49evTo\n2lipBywLlQ92kJQEf/75clNQkDPA1ZUrPVeuRAX74+OB/7MNCIBr12rc77p18N13L7+OHg1Xr8KT\nJ9CvH/BTVE6fDu7ukJUF69fDp5/ChQtw4gTot1hHUhJ07VpNHYmE+zDxxReAZj5PmABXr74sHz8e\nDh6sprXhw1988PSEwkIoLoadO2HaNG41lQoWLKhSkpIC3t7VNG5AIiMj9+zZg57WZTLZ3bt3Tdd3\ndXAUEC3Devny5Y0bNw4fPlxT8E3LnBGWWJoPk5aWhj6Qa12jF3R8H5nk2LFj7u7umZWuBF+vjx49\n+uGHHwLA8ePH+/btq+NhcsoBICsr6+HDh+RgXIN40J9++umZM2e0vEgTDBZp0uhdu3ZN41/fRkbg\nLY+NjY2NjY2Dg8PIkSNFdTUbitJSBqD6CTj6BUY4F2FJCaCQoOCAogULYN06+PRTAIBVq2DZMuC9\nV9cVXazl18HOFsfsal0HsgI+Rh1DNBYWOlUzFFu3bg0LC/P09Jw/f/6bb75p0r51A6sqUiK5XK5Q\nKFQqlYWFhSYPGn3AWkw+s3NiIyzLFhcX489YgORyObkXpx30dc+ePSzL5ufnk62RdfBw7J07d6al\npbFC67/wm+UcBQDExcWRD9kcldRRoFmWTUtLe/vtt3F3crk8lfPcWrU+54SA1qGHCxYswLc6kyEg\n0OsqmTdvnt5rL5odLRJTVsYAVP823yDPN8XFUFb24gMfNGYDTYO3tARLS1OHa3F3NRVokrKyF9Kv\no/EmHqkikUh69+5tbW3dr18/vZebUyqVZOjAUO+9sQyhDGWkZKjVaguhW9mzZ8/i4uLQjiNGjOBs\nrVbLOOLO8aAFnVwtwoo/V1RUHDlyRLDHf/75Jz09nd842TK6W5SWlkZGRqJCwRCHUqnMzc3VdFws\nyz59+jQmJoa88WgJU3AEesqUKXFxcRkZGeQuSUlJ6FHj559/ZqtOI0IYe8EpgRBH06ZN0QcvL6+F\nCxcatXvjwbLQpg24uUFMDIwY8SLoWVYGDx5AXh4DkO7l5dSlizvDQFTUBRsb6zfeCLCweOljSiTc\nkLHu/fbtCw4OoFJBRQWcPg0dOkCzZqBUQps2wLLAMCCRAMuCRAJolHmjRvD222BlBVJprQS6ZcsX\n4V2VChQKQCPKVCpgmBdvSmUyyMgAG5sX8Zz8/JfdSSQwfDhIpWBhoasXP3IkSKVQWgoWFqBUvji3\ngvTr9+JIGQYYBhwd9T9GPbCxsYmIiJDL5Zs3b9bP4fjtt99mzpxpZ2cXFhY2Y8YMAOjZs+etW7cM\nZSHLsjk5OVDVEUbeKF9fUBgEADIzM/Py8sjkc6BBT7FXy9FWQceWLGGrxn/J+vh/ZIBarcYuOebL\nL7/85JNPzp49i95SCmrl7t27p06dirZmZ2evW7duzJgxoOFOExkZuXLlSvxKk8/jx4/Ly8tJ+0tL\nS9VqNSfzBj635Ol68OBBWVlZUVERuXtaWtqjR4+6dOny008/Ccr9N99889Zbb+m9qlm1CAj0sGHD\nsrOznZ2dd+7cWVRU9Bp+v1PXGDUKAgJg6lSIjHxZ+P33cOGC4rffDgwf3m3TpiEA0L37Z56enr/+\n+idnd80htWr47jvo0gUAICMDmjaFsDCYOFFb/UaNYP9+PfvCsCwMHgybNmmrs38/bNsGr732orub\nNwHnDrKxeRmmz86GTz6pvrudO4GcxpSQAMRopSo1164FDROVTMHBgwczMzODgoJ+/PHHL774Qo8W\njD2un61chZrj02mqjP7fvXu3XC6fO3fusmXL8FbtHjTZOFsVTuOcXQS/Io0bO3bsr7/+qlKpUNfo\nZhAeHj579uwdO3aMHTtWrVZfvXoVeAKNmgoPD586dSr6rFKp0tPTcbWcnJyTJ0+SPZaUlKDxJ5oO\nDd0kyGF233zzjUqlGjBggKYziQP6FRUVSqWS/9oTbdW0EI+zs7NRVwcUCHFMnz49ISFhxYoVlpaW\n6A1AXQT5qugfiVQKUikLoJRIuK6BwUGxC/Ek8pNKQSKpfgQFwxgmvCMS7OzsWrZs6eTktGrVql69\neunRgvHG9XMEkeOcah+hj8PWUVFRZAs6etB8M/iFdnZ2fMUnzWNZtqioSCaTke8t8/Ly/vvf/6rV\nalTIsuy1a9f4vbAsm5eXd/PmTXyTUCqVOIDOsuyJEyfOnTvH6V3LLHAk8SzLymQyFL5nWfb58+da\ncvOTp0upVCqVSmtra76dxcXFqampgjfOxo0b40EyxkBAoBUKxYgRI2Qy2cKFC/VeTs3sIIHm4+EB\nTZqoADLt7V/cEo03UcXeHvz8oGFDIzVfYxo2hEaNXn41rBCLVtbPnz/v6+s7YMCANWvW4CkbNQKN\n679792779u2NMa4fyQpUenNYCARDHKT/iz7ExcWRm7TAcZar9aAdHR01bf39998lEgkS6PLycnQI\nSLWTk5MzMzNxCVJqQfNI6VSr1UigcbWkpCS+VvLbQbNdWJZ9/PgxOoGlpaVoZibLstHR0VoEnTx8\npVKpVqttbW3JmwRUBqA0xb6NjYBAW1hYLFu2LCAg4MKFC5omy9chOPI7diwsXFgE8JOPjwESNvIh\nbwwODhAfX4NQSW00TtMNiaRvX5g0ydQetC6GGZWlS5devny5TZs2s2fP/vbbb/VoYdOmTePHj8fj\n+qdPny6Yg01vOHmIsGpodx3wXqTMcbw8lUqVnZ3N8aAFVU/ws0Qi4bhoqP2PP/74zp076P6BJJX0\noElpxh8E++UcL9kOy7JIMVmWPX78uCaDAWDs2LEo/vDs2TPctaYTggvJGDSqgAaGo0NWKpV4wAbL\nssh91mMp29oj8Pi9bt26kydPTp06NSIigpMLtA6BQxyC0BSjtcTssqs7KpWqUaNGAODs7KxffnPd\nx/Xn5ORERUWRJY8fP25EPrZUheWNWCAlQ0cPmhz4zKkfHx9/5cqVbt268SuwVRHsBfnIWLZwjydP\nnpw0aRLnPRvZMmmhJp7svA4AACAASURBVA+asyO+2eBquEfkI8tkMrRuGaednJwcjr4jgwWPi28A\nroNUHh1pQkJCeHj4V199BcQrXF1mnBscAYFu27YtSsFRdwPQoIOCcG6zRjdINODT8oqEOPz8/D7+\n+OPU1NRly5Z5Vjs/Uje8vb1lMhm/vLS0NC8vjyypqKio9oddIw+ar1947CAayUtezGVlZUC4I4LX\nPClSnArYg7azsysmBooiKezfvz8p8cgefFPBJWq1WtOsSMG7BVTemTinJT09/cGDB/x2WB6aeuGX\n416USiWaxokOWa1W4/nxuAWxeND1DB2e6OuIK2gqRCu1+jF37txr165ZWlp6enouX77cIG2e4c8K\nBQAALy8vjltz/fr1al/k8D1o9FXQgyZrQuUrLPT5wYMHnPqCAQpNsgg8Lxj7ofb29kigSfHt27dv\nQUEBaQm5L0e7QYOwcqxCH9CoOPyaEdXHyVEFD4pzRKQHrUVV8SaFQoEPGXWKh+vxT44pqbcCrT3E\nYex+9cPYMWjQ4XZlcMweDJk8efLNmzctDTE9Ri6Xo2Tlhlr0h+OaIenBz+k6etB4fJsmR1XLOGhB\nlxMIoURb8Ts3UqDxSAlOU1iOsQetY4gDI+hBc97dCR4I53A0CTTLi0GjOufOncMCzblrgpk8aIGX\nhPPmzbt3756J7TA4WBeof8yh2hCHLvcJvuyK1u/u0aNHYGDg4sWLly1bRg4Z1p379++Hhoa6ubn5\n+vq6uLiEhoYmJSUZ0ELOZBCsCJo8aCwuqH5iYiIAWFpa8hVEkyZqKuRsxR3xJ3qwLEsKNN6XH+Jg\nNXjQZAnHBtQdp2XOvHb+GSNlFN9atEDeA5CFGzduxALNt8306gyCHnTv3r0XL16cn5//7rvvjh8/\n3smMudaNA1vd+3FKfWLEiBH8KdE1YubMmatXr+7Zs6e1tXV5eXlMTMysWbNOnTplEPNItYWqqqHJ\ng+boFwo+WFhY6OhB4/+1SA/WZfRjwQJNii8OI5AqLNiL3h40Z3AI2T7ZDtkguVW7sJIG4Dr8GYaC\ndxGTISDQY8eOHTt2bFpa2tSpUz/99NNx48Z98cUXPnpk3jQrrIaJKhoqG+y8izzEAa/eI8WoUaM4\nJfv375+ofXJnVSQSSVBQEJI5GxubwMBAqYFmH7FV53OT3hyrYao38DxohFQqJYdAkA0KluAPWhZ5\nwgagrCCcTnEuJ7KQ9KA5zeoirCxxZ+IruJaD4oBbEKyP4Qw8ByLszpdvs0wKEbjOoqKiDhw4cOnS\npQEDBqxdu7aoqOitt97SZVkwUVETwXqFFIs81tqEOHTfy+wxaD5aMpwJ0q1bt6FDh/bq1cvHx0cm\nk129erVjx46GMoZhGI5EYp3V5EELenkWFhacZ3OoqncgJJGsULYNqKq2pAfN38qRM6iq1/wuOI2Q\nn0l55TfLN5KzL7lVe4iDo7xQ9aao6TQKGmNsBAT6l19+mThx4g8//IDdBHPNoqkN+EyKTR3MjkFO\niAhl13h88803Fy5cuHjxYlxcXIMGDZYsWUJmLq4lpAqzlW/DsLAKyhO5S0lJCRIO/qQSPoKOIV+n\nMOQ4aNJCspDfDhY7jkDzhZXTJv6KWo6NjfXy8hKswD8ozgfBlknI95DkGSA9aMHuTIyAQO/atYtT\nMn78eJMYY3i0TFQx73kXM4b1oOsBDMMEBwcHBwcbvGXSZUMlpaWl5LRpTfagCg8ePMAz+vjKAjp7\n0KRAo1g2NoCtdEiBJ4WcaADui6yjo0BzWkaNkBmrBXckv2rSWU79n3/+Gc85InfBdya+B21esRYQ\n6ICAAJxqwNbW1tfXd/Xq1R06dDCtYQZAdxfPgOe9DsWg67Gk1iE4vsKVK1dc0Spk1XnQbOUcQqyh\n1V7GHK1Bi3+jQqVSmZ+fj2RXpVItX7581apVuCMyMzUevIFFkKO/fOUV1FlNY7T50s9vVvCgSKXm\nVMCft27dSubDI5MIQqXzzjfb9LqMERhm16VLl/Dw8Bs3bvzvf/8bNGjQokWL6mJWaC0hDraqb/LK\nxqBNwysVDKkpLBFvhcpZEmjVV1bzS0K+FrM6x6BJ3ZFKpWylB33q1KmVK1eqK1cJ2LRpE0sMViNb\n4As0CelB4x718KBBqyJzvvIlVdNUb6VSee/ePVzt33//5dwGBD1oTV2bAAEPOiMjY+jQoQAwbNiw\n8PDw7777ztraWr/W8cB+c0Glgc+rMw5acNTzmjVr3nnnHdMbowmkCGQJnsMm6BSzRGYMvCMe9Ka9\nL7KCWq0m38WdPn36xo0bvXr1Qm+eysvLy8vLOeOg0Wck6ywvqMJRNHKTdoEGnkZzIiqc+tUKtOBR\nHz9+vHHjxmq1GuXcQIeWl5eHkseSAk3eVDhmiEKgLS0t161bFxQUdP78ealU+s8//9R0HYr79+8v\nWrToypUrdnZ2RUVFgYGB69evb926tYFs1hWzTFQxl8NIHVU+nTt3Fiw33voXekD6ekgdlEolHj7B\nr88KzcJgq+YzWrJkydq1a0GDB40+qyvXGdm7dy/SI5SuEwm0Wq1OSkrC7jBpCfnmUFAcSYFGH3R/\nSUieB1ySmZkZHh6OXhgKnpBt27Zx+kUGk/2ePn3ay8sLLyygVCqTkpLs7e3RJG9sjNhCHAICvWjR\nohMnTnz33Xd+fn6//PJLdHT0L7/8UqNGjTqwX0dqdErN+AcgEYkTKhIzas/YsWM5JTExMWaxRBOs\n1tEXWkIc/MdwUlkuXLigqcdz585lZGQA4XQnJCSgvdBLOTx2KycnR3AUh62tLRZBjrayvGHdpDfK\nORa+i4rrc8ZB5+XlxcfHN2vWDNfnnMPExETSEnzqyH7PnTs3cOBA8qT9+eefHh4eLMsqFArO2HOy\ni+LiYpzCxfRCISDQH374IZm7AL/01B3jDeyvKbpMVHmlYtBg8mx2ZnftIyMj9+zZgxRNJpOJbaF6\n/jho/EHTS0LOHGtciCWPM+mO9KCLi4ufPn0KhAddVlaGO8IeNAAUFxdzPGjUY4MGDbKzs9mqLwk5\nxuAPHDs5ByL4lRN74dTknxPyNoDrc6LYAJCYmDhgwADc8ooVK8aMGYMOITc3F2cE5KQBAYDc3FyU\n7xRx7dq1Hj16cAaGGw8B3US5C0JCQpBGr1mzpqaNGnVgv+68UsKrow4a6pyYXXZ1Z+vWratWrdq9\ne/eECRNOnjxpbnNApVLFxMT0rFylkVQcLCvog6awMt/p5ky8VgqtPTxy5MgRI0bgzA1KpRLtUlxc\n7ObmhjtFLwkZhlEoFIIeNBmY5sgoW91LwgcPHri6uq5YseKdd94hFZnTDo5BQ2WEBG8VDO/gJFNA\n3JNwObpdoUZwiAOFv1A1GxsbFMVlhSYBcSbyrFmzZvv27WgAjAkQEOja5y7QfWD/zZs3Fy9eTJbE\nx8d37dq1Nr0jtPiGrOYRpgbpV+TKZeIVVcyORCLp3bv3gQMH+vXrt3nzZnObA6mpqeiGERcX5+jo\niNS2oKDgzp07ZDVWyINevnx57969+UMU2KqhEiTQ165dy8/Ph0rdv3XrVmhoqI2NDdrx8ePHpNON\nu2vYsGFGRgby6/HPhGGY0NBQAKioqMABFn4MWi6XW1pasjwPGkvnpEmThg0blpKS8uOPP+LsEXxB\n5KskRg8P+uHDh1D5pJKWlubj41NSUkLeclCeKeDd51ie/w4AcrkcZdk2DQICjXIXcJZzrxG6D+zv\n2rXrP//8Q5Z88MEHBpzzrinEIc6JKiZWxlckYb+NjU1ERIRcLt+8eXNNX3cbA7VaHRsbe+3atY8/\n/jgyMhIJR3Z29t9//w1VX0kxDHPjxo1du3YtXboUlTx58mTz5s0SiYSzFh3LshYWFrm5uX///feE\nCROQQG/btg0HKnNzc58/f461z9ra+vjx425ubhxRYysHR+O3lMgeiUTStGnTioqKzZs3t2jRAheS\nBqtUKoVCYWVlxRK+M8uyRUVFWKCfPHlSWFioUqmeP3/u7OyMbPvzzz/JyC+OvfCFHjR40HhHFL2B\nqh70jz/+OGrUKIZh0PgNlUp169Yt1AVqjcwzxb/5cTxohUKBM1ObAIFISu0X2RQJZpmoIn5M7EGb\n/ZHi4MGDXbt2XbFixdOnT7/44gtzmgIAAL6+vr6+vnl5eUhkSc+X9FiTk5MZhikuLl61alVxcfGf\nf/4pl8uVSmVBQYGlpSW5oCqSeIlEUlxcjKQZyU1KSgoSLIlEcuzYMZTXHwdPTpw4ERISgnNJo01K\npbJ9+/ZNmzZF01VwOiS0V3FxcXl5Od+DRmH9hw8fkrsAAMuyZWVlf/31F7IHebJsZbIRbMyMGTOU\nSiXaCgCXL19GKi/oRGPXSqFQoJfA2HdGQ+hwBj6o1Nb09PSLFy8igZZKpXl5ec+fP0eRHE9PT7Zy\nbg7w4vt4HhBetxsts6JQKJYvX37//n1DXhYaEPCg0SKbixcvnj179pAhQ8aMGVPTRgWX5lywYIE+\nBuoL/rO+Ii8JaQxaE3Z2do0aNUpPT1+8eLF+D4UGv56lUqlarUajJgQf5h4+fHjnzh1fX19ULSsr\na+rUqZcvXy4vL5fL5UFBQbm5uQ0aNMD1kbIgD5FlWbTMdlpaWrNmzVCqo5SUFKzjbGX+ox49emBZ\nZFm2oqLik08+2bFjR0ZGxm+//YbVVqVS4bF3jo6OyODExMShQ4ciIbt69aqtra1CoUAxk8jISAAo\nLy+vqKhIT0+vqKgoKyuzs7ND47vZykAwii2giIFarY6Kinr06BEAyGQyZ2fns2fPctQZ3yqQ7peX\nl587d47jratUKvTQgA5WqVTa2NjI5fKDBw8ix1kqlcrl8qFDhyL/3d3dnSWiQ5wQx4oVK1Chq6tr\nVlYWy7LobWFFRUVJSQm5JpbxEPCga7/Ipqur65IlSywtLW0IamupXtCJc3xMPIrD7Ozevbtr165h\nYWHdunU7fPiwHi0Y43pG7l5eXh6SEjT7Ayq1Bjl0TOUiKYWFhQUFBQkJCU+ePElPT3dzc8OTWaDy\nOV0ikTx+/Lhp06YKhSIjI2PLli0KhQIFmqHy4b2oqAg7ywMHDuzZsycZg1YqlWjqc5s2bZBmIYGW\nyWSWlpao5LXXXkMt3Llzx8XFhdRQHKZAj93JyclsZVQaKt89QlUPGs9iQ2ag3gsLC1u1anXp0iUy\nvTXuxcLC4uLFi6NHj1YqlTk5Ob/99hv2dpHu4zvQxYsXJRKJlZWVRCKJiopSq9W3b99u1aqVQqFw\ndnZmGIZhGHSA/BAHun8oFAo0plAikTRv3tzKygot73348GF0aLW8BnRBwIOu/SKb06dPP3DgwCef\nfGKu0XWIOreiikg0rp6FOMLDw2NjYx0dHQsKCgYMGMAfHF0txriesSRJJJLc3Fyk+OTDnL+/f8OG\nDXE1JOhyuTwzMxNrLtmahYVFUVGRq6trYWFhRUUFmiCH2kd1kB+NDwGrMADk5uaiWwWyQSKRoHsD\n0q+HDx/26NEDKoMP6I7i7u6Oxn4gJxRbwjBMWVmZVCpFziaeO06+98MK2KFDhytXrkDVARilpaX+\n/v5paWm5ubl8D9rCwkIul1+5ciU5OVkqlaanp6PWXF1dU1JSfHx8kM0MwxQVFbm4uCgUCrxyrlqt\n/vDDD9etW4dMwpFuHOJA+o7vHyzLtmnTBvXr6empUChQXk90btEDEP/px7AIeNBbtmzp0qWLv7+/\np6cnmqKjB//++6951blGoziMfZZNgO46WIfuWAbBw8PDwcEBAJycnMiwQI0w+PWMJUkikaxbt44f\n6Ojbt2+zZs04A8isra1btWpFai5USo9UKr17965UKi0tLYXKi1ytViPpRx0VFhb26NEDbUJCjFtO\nSUnBraH/L168iMSuUaNGjo6OVlZWjx49Qjuq1WpPT090QsgRwSzLtm/fHgAcHBzUarWDg4NKpZJI\nJH369MHLJvz1118ZGRlI2mbNmtW2bVt0gHZ2dsgwtIurqysWStTy0aNHgUhXkpycbGtrCwDOzs7X\nrl1TKpXl5eX4BSN+UJBKpfh9IM7VZ2FhgdxnhmHkcrm1tTXeEXnQeGn2wMBAZE/Pnj0jIyPJu4tC\nobh06ZKxpUPgmrOysuKsTFx3Mf1EFbM7jNoxVMJ+/mGKxP0n2bt3LwBYW1uPHj06JCQkKirKw8PD\nqD0WFhZGR0eTJRkZGW5ubvyamZmZAMCybLdu3R48eIBSrHFyXyD5gKrp5K2trVH8NC8vz8bGprS0\nFL3c69ix4/bt27t37/7vv/+isW6otZEjR6akpKSmppIDM5DOYmNCQ0P/+OMP8hWlRCK5fft2kyZN\nkI9saWnZvn37YcOGyWQyZFVFRQVnyDNi6dKlO3fuxO8YkSaGhIR07NgRebso0FxQUJCdnT1nzpzO\nnTvHx8fL5XLs+SKtlEgk6NaSnp4OAElJSejE4mqpqanoMJs3bx4bG4vGd6N9caDD2traxsYGvYzF\nB06KOABUVFRYW1uzlZFotAnlikKFN2/eRJXRyrkAgCQ7Nze3pKRE0wR0QyEg0OHh4Vu3bsVfxTbz\nSnfELJRm5NU5Lei3HRAQAADl5eW9evUyVMve3t4ymYxfnp2dfePGDbIkJycH/7AxKpVq48aNDMOk\npaV16NDBysoKvYMi6yD5QIOjyU2tW7devnz5mTNn0FRsALC3t1epVD169Lh79y4Sa6Q1SJJatWqV\nmZm5e/du5KLiEC0CtYwi4BwPWqVS4UHTUqkU1W/atGlISEhsbCx/5AkCBzSQNJNqSC5kk5OTk5OT\ngzxcAIiOjsaGqVQq5N4iRxUNRDl37hxuH7W5efNmqVSqUCikUukvv/zi7u6+cuVKfHrREX388cet\nW7d+++23oVKg+fn5+HYCAEqHAgBdu3b9+eefyfsZy7IZGRnNmjWLiIgYO3Zsv379BK8QQyEg0JGR\nkefOnRO87dchtI/ioOOgTWaGGR8pwsLC8OfS0lK+UOrNmTNnBMt9fX05E6+Sk5P54/orKiry8vKk\nUum6deumTp1KemcIJAf29vZoQVgyRItHvsrlclQNrUaIlNHNzS0vLw+LHZJp9JpOS7o78ueAtVup\nVLZo0QIN88DzD52cnJAkoTg19qCxb44jHqQHjUq+++47FJTAoRX0QAAAhYWFnTp1It1YbK1KpXJ0\ndEQpWPFRIB23tLS8ffs2Hm+3cuVK9O7uzJkz5ABBHLsAwo/GR4oPAVfIzMxs1KgR+tq2bdvi4mJ0\nF2EY5vDhw+Xl5R06dGjatGlsbKweI9xqikAMukWLFnqH6sSGjtIgQrGuKfrFoF+FURynT5/29vZu\n166dt7d3VFRUbZrCL+59fX1r0w5TORgZD9XCk62x2DEM0717d/Q+Cs9hIRthWRbF1iUSiVwuR05u\njx49kCijh+CcnByyU+xWI3kldZnjQiIFDAgIQBUaNmyId2EYxs3NDVVTqVT49Rrn0LBABwcH/+c/\n/0Fb8egUXBndPFiW9fDwKC4uxmFrfIwsy+K7F1JbrOM+Pj7I3SbPiVqtPnfuHHbk+f9j4WYqZxuS\nwQ1XV1ccuUZBEoVC0aVLlwkTJgDAkydP8vPzb926dezYscLCQv7bLIMjINBqtbp79+4LFiwICwsj\nfZA6h46jOF7lGLSmOnrEoEXLypUrL1y4kJKScu7cOZyWrEbcv38/NDTUzc3N19fXxcUlNDQ0KSmp\n9oYxDIP0l2GYVq1a8SugYcIAgLLT8WMgKADKMExGRgZSFmtrayRwjx8/fvr0qUqlwmnLSBcSql72\nnAdK7EE3aNAAlfv4+DRt2hRtRdFhVOfx48fItyUH86FqLMtaWFhUVFT4+Ph07NiRIWaO8DMNYacY\njRAnQwpAhE3atWuHxvahm820adPI+ejYPKiMhADhQZMCzdF00vfv378/J88Gy7IuLi5du3bFp7Gk\npATNhgdDqwcfgRDHuHHjjNqlaTBXLo7aYBonVJSHbkTs7e2RkPn4+KBH7JpipPS5yM1ElyJeE4P0\noJnKXP63b98Goec8UnSQN02GU5G7iuWGIdJr4PZxm+SDP24TxxkmTZoEAOHh4QzD2NjY4AEtFRUV\nWMT5Jnl6eqanp5PRG/49BruxuEe+B401d9asWVeuXME+LzoiMhEbar9z587t27f/+uuv0cRRTfcn\nfAZIgWaIJczJkD3HbPR3uXTpUmBgoPa/ci0REGiUFQVRF9fzJtFlFEf9QD+XVu9RHLrvZXZf29HR\nceHChQMHDoyOjtYvdicxdPpcLBnYW+QIAed5HOda02QebgcNIyN9RrI7MjDNsYdUKKZyBJ5g2Lp1\n69YrV67cvn078rI7dOiAA8RkI2jaYVlZGZrsxnHYOZ4sObwEHwtTGfBB81k4QWR0mGgENOdYNmzY\ncP/+/Z9//hmqCi55EnAJP3qOyMnJ8fDwYKpG5/H/LMuWl5dv3749KChI8I9iKKrYNHLkSPRh9uzZ\nnJK6iO7qbMAYtNn1qFrImYSaKtSnEMeuXbs8PDwiIyNtbW137typRwsofe7KlSt//vnnVatWDRs2\nzCDpc0lvjv/UT3rQ6P/Tp09z8qiRjjY52pfzUC/4dM/3oPm2MUKhD0tLy5YtW6ISpVKJ50DiOvh/\nqVSKh0OQWzkNQlWBxg8QFhYWKBuGo6MjOjQXFxcsptiD5qstAAQHB9vZ2ZHGcPSd70GTlQHg0aNH\n5MRLjtn8m5yRqOII4BRZnMyHdRF0zZh+HLTIeZWOtcqahI0bN87Ly/vqq6/0yG+ue/pcHeG4tECI\nNQ5xoJq4EAD27NnTvHlzTjtMZWyX74lzFAdvwgpFtsPxoBkicYemQ0AeNLngN9mpoPCRXQh60Fh5\nAQAJtFQqReO+JRJJ9+7dT548uWLFCmweGQ8hDfP390dBc0YoBs0/Fr4K44kzHA8aQQaLBM+PoTDn\nZD+KAdFjFIcmT9mwIQ4zomlNwprC6Jw+t6bNAhFSAOLXTvp3/F34JaReYK3ByoW/4lEcfLXiP8iT\nMWjSKvIDpw4nxMHXd108aPLlHvqM3hxYWFiguX+ZmZkuLi7knBTcIHnvQcNO+Geb9KDxqeM8dgAA\nGsEi+CcwjTQj6rNAI/dZ8DSK02sWicbVmxg0TrtRWFjIH4xsRjgCChoGKWPh0GQ8Fhr0spEhRqEB\nIUmoMpmuiC9epGpjD1rTz4R/M+BsIu0nzeDoO0egyVRHQDw99OzZ8+TJk6TNuGXBeDo+pcDzoPm3\nHP7ho03W1tZ4MTBBRTaDB339+nV/f38AePz4MfqA5mXWRXCIQ2iTcI5HQ/UrSvF/iUHMqxNTvZ8+\nfTplypSIiIiAgAC1Wp2cnDxx4sR9+/aZ264X8D1oIMYtkGLE2YXfCJI27HWSNwDU/vjx41HifMGZ\nhMB7ZpdIJHhxccHeOZ4vNh6HwgWHQHAOCn/lOPVYuNEmPNGG9I45ak62w/GgOf9zPGgtQzVE50En\nJiaaoEsTo8tpNJJYixwtkqrf+RDbWZw1a9bUqVOdnJxee+21s2fPbt++3TQ5fKtFkwfN1whO7ILf\nDhZo0kPkKAjDMM7OzqWlpWROD108aE0xCvw/J8IAPB3k677gIZAetJpYQ0DT6SIrcwSaPKWCNnNu\nOfxhdpyTLxiD5jRrPKoINB6LXj/QFN/gVROLx1sbJ1RHz508J1pi0HogkYhOoO/fvx8REcEwDBqn\nNX369CFDhsybN8/cdr2A81KOsxUrF/ZJObPmyGqcoWmcyc24JvkWDldGW1mWJV/3MRpi0JzPgvcM\n3KCg+4lthqqiyTEPiBAH584BxH0oNzeXc05Ix5nchdMXLue8zCQR3MRp0NiYaPFw06P7KI5XFi0C\nXT9i0CgvOwCgSSUMw6BFVM0O/xfOSZrMmSsBQr4nVPWg+XFnvk5hyROMQZNt8v1HqKpNuI6giOMQ\nhGAMmtMgKdAML8SBj50f9pFIJDExMWRNwdsJX6DJctJ55+wlqNqCJ9l41FuBRpheGupQDLo2IQ6x\nOcuCODk5kck/L1++LKoUYByxE4x1ahc4qKoypNhBVQ+ar7mcTvmD87QMsyPFjq+55GfBGDRf6Dke\nNDaJNIwTgxY8G4KNk8dFPrWQFgrGhQSjNPxj4dtgQOr5KA4g9EgL9SAGrXuIg/ysd4iDZYHj0tUm\nPmMkvvvuu4kTJw4aNKhly5b37t07duzY8ePHzW3USzgxaPQBedCkfFTrQTOVozhAg3OHq3GSJZHt\ncCIJ5KBpshrnsyYPWpO6aQ9Yczxo0t8HDR40xyrS+8b/ax8HrUuIg2Mt/2wYj3rrQVc7igN/Nc2J\n1oXaaJxazVVMo3ZXJ0ZxtG/f/uzZs507d0Zpl2/evOnn52duowA0hCDIy5IjqaDZZySFErfDiUEL\niiYpgnwlZXR7SajJgybVVnAr59jJOwc/WRL/riMYZCcrc3ohK2uPQZO784M8muwxHnXNgy4vh02b\nwN4eZs6sUq5SwcaNYGEBc+aQysGwaqagENbvhDlzQCoFgLKysm3btlkA2P/008lz5+LfeKOkpARN\nVQIAKCmBH34Ae3v4+OMq7avVsHEjNGgA775bpTw/H376Cby8YMKEl4Xx8fD7UXBygo8+ell46BDI\nZBAaCu3avSy8cgXOn4d+/aBHj5eFCgX873/AMDBrFlSuqgkAkJMDO3ZAs2YwcWIVGxQK+N//2LKu\nDNO3SnluLmzfzq/PMAA7dkBhITNqjlpdZRoYHD8Od+/Cu+8CVEnoBbduwcmT0K0bDBiAz4dEAvDs\nGezaBa1bw+jRXIEODwcnJ3j3Xa6UHzkCgweDXkmL9MDV1RUl+jEIcrncivyL1A5O7gvBOtV60JLK\nhfX4qsHROHKiCseDBqF3cVrCF3x149TBvQgaxj8KUiV1CXFoumnh+w35v6YzQx6m4CgOLdqt6VgM\nTl3zoLOyYOFC+Owzbnl+PsyfD59+CgoFLmMYYEqKITcX5s+HykXG0tPT165d6yKRTLtzp8fhw599\n9hlO9QIAkJICnpYsFQAAEgtJREFUixbB3Lnc9gsLYd48+L//45YnJsLixUDMHlarQXL6H1i8GObM\nqVLzyy9h8WLgpEA7cADCwqAyBfsLsrNhwQKYPx+ePatSfvcuhIXBqlVcG3JzYcEC9b4D3J8wql+5\nzEQVFi+GefMkJUVc52DzZli8GG7e5Nb/808ICwNigcoXshsbC2Fh8O23wPGg1WqYM0fgdAHAV19x\nj0v0GDzdKKkvuATrkWCIg0xwzGmK4TnFHP0iHVWolDwJkXGfL0OCAg08ja7Wg+YMg+OLJl8lNb0k\nJAsFZ+JA1fefHGnGO5IijncRPBDBqTomlum6JtDo7kqo8AtwycvbLwAAKJUMsGT5i8mjUikIPj6g\nakol93FdqXz5v1Z71GqQqIUqozqcQvSVczi4DqdcpRK2QaEAAFap4l4qGs4Vw7woZJQKrkALGgkC\nh//CgybsryLQgseFu7C0FCgXMTNnzly0aFFmZmZaWlpWVlZYWNisWbNq3yypI1qmemt/nGcqQxx4\nF1xNy0tCjgKChpeEguJLftAegybf+HHuSYI3A8FhdpoOR8s54Xzgn0DynFT7kpBjBqcRY1M3BVqt\nfqFWGJ5AIxi1ilOOrhg7CwuoFGiGYVA6xyq7c0SqogIAoLxc2J7SUrJAolIAALBslUaQhRzNQg2i\nxrHGaRJo3BdHVisqAEBdUvbiVsSpX1YGVX4/AAAglwMAo5BzBRpZgs+GduNxSWnpS+M55fwzplCA\nWZd71wOJRBIUFIRSNhs23SjwlIsDmaZOS1Oc+SycXfg6SN4AyE1QNS6sqTuO58uvAJoHEUNVpeOr\npKaJKuRNRdNNixPi4N+0+M1qGmYHxGIr/EPgH4uRMO5PxbAxOwAAtRqCgqCkBPLywN39ZXl+PvTr\nBzk5pEAzDDBqFWNjDZ16kgIdEhKycsiQtL17HXNzt65Y0bBhw4k4SqtWw4ABkJUFSiUA4eilpcGQ\nIZCRAaWlQC4fp1bDm29CaiqUlIC9PWAPeskS+PNPUCpfipG9Pcybx9X99HRYvx7Onq1SqFRCcDDY\n2gJn0K5aDaNHw6NHUFgIOGiOGhk+nI13kCgqAGyq1B81CmQyyM8HImcuU14G/v7QqBGT9YRlm1Tp\norQU5s8H/oTS589h+XKIieGWK5Xw9tsQG8stz8uD118HJye4d0+l6lZFW6ytoa4tqIbSjfbq1cvH\nx0cmk129etVQ6UbxB+yH4hAHRwE1eYuonHxJCFW1AzclIVJ0ao9Bg+aZjZzP1Y7i4DTCv2dwPFbB\nEAc2iXOAOnrQnB45/2saxcHwPGjBpoyNUQT6/v37ixYtunLlip2dXVFRUWBg4Pr161u3bm2AplUq\n8PeHvDyBAELnzvDwIfasX4ziUCnB2hratMHlKpWqY8eOwb16QWkpnD//4YcfsiyrxK2p1dCpE9jZ\ngUIBYFul/R49wNpawKvt3h0sLXH5Cw/6rbfgzh1QKMCmUjEbNICRI+H06Sq7K5Xw4Yfw77/cY+nQ\nAVxcBPrq2RMkEoFj79lTXaBi2Kouj0oFPXuCpSW3vkoFrVtDq1YCIQ4HBxg1Ck6eBA5KJUyaBFev\ncssVCujTB7Ky4MWlTJS3bQuNG4NCoVRWDWk4OtY5D9p46UZBSDKgqsxpGfMLVWMXeBcUsK42xMEI\nedD8NvmWc1RY0CqO+ykoapx2OHNbOMpI3lQ0nRPOMDt8ZyLPOelBkyqsZaq39r+R4N/FUBjlp6L7\nEkEKhQIt54PJyclxJt1DALVK/ee3/yjlKgCwys62e+BkUWZZsP6c0tER17HOyLBOd7B66pH39WmV\njQ0A3EhspFIzGY8T1Kq+uc+f5/32m8LdHQCepKZ6ZWdDfDxIpWBhAdevA8N0Uirj9+4FANvHj22z\ns62Li58dOFCQ8Z/Dq6+j9m1SUqT5NjaZr+H2EbYpKRb5VtYZHvlfn1bZ2gKA7HbnIteE+0lJnsXF\nzw4cUFW6280KCzMePnS7dSt77168u/fTpwl37rRJS0vduxcAVGrm6eMhR3+Mtkl2VtvbKZ7ElZ8p\nwJXtkpIYpYVNhkf+N2dU9vYvy5OTGbn1vWzrvHt34vc+wOUOcXESudy2sDD30CGliwsqlN1vXPDA\nLde+oOLp06yzUWn3fA6vjgWAgowe8XtPNsvLS09ObhgXlyPLPbz6Gm6qYawk68Szpg9dnqx+MY44\nR9Yzfu8J58uXFe7uriUlmXv2FFVYZyT2Pbw6BgAsnz93SHFTPrdT5Nx6eKNpyrEYhXvxi0MuLDTY\n2tqmgtE53agu1zOGdCcZhsnMzFSr1fn5+chdQL/84uJiwZeEZWVlLMs6ODigkufPn2M9ksvlaJUp\njuAyDIMy0Kenp2MVKywsRN3hzPqkaCIDyDVbyXMClSuLFxQUoOUTyUaePHmCNnHOJLaHtK24uBjt\nIpFI0GxPVAHlD+HfzyQSCccZR5XReeCUc46LM2b82bNn+Jyg+izLouNCkU+8UjD/KAT/rIbFKAIt\n0XmJoOTk5J9++oksyczMbNKkynN3wsWkXf8tqIyv2uY69rFQq13ulQAUE7Wcs52aWSmVzj+Uvihn\nioc6/y61zOzYpOzX8vK2lb3YAYzz8YGbN+Gdd8DDA7ZvZwDCO3TIWbsWVbjRvLkTy7bauLFHQdme\n9Z6V7bs/c/a1VnR82T6n/McX5R6SMynKByePH+8I0PL773G9WDe32DNnhj94wFR2BACp1ta/79r1\nFstarV0LACwwfvnq7fvsc5yC1ACNCgvJvljwfOriYiP3c9laWrXc46mLi41cPu52eE7yywEY2QBX\nWrd2Uyrb/PADLnRUeLSTt4z0U5Skp3dOvtroafM96y0AIMBqT87a7fecna+dOTM8Obl9wZ971r+8\nB6glg1O2qL3zx1msf9FvJ4vfc9auz2aYc+3aNbex8V63TsVaeD1V7lmPvGWrXIe+aomkYWFhA8k5\n9ZYNOZIXYfr4hg0Hl5TYEzeYuoi3t7dMJuOX63I9A8Dbb7/drVs3Ly+vlJSU4ODg1q1bN2rUaO/e\nve++++7Dhw8tLS2HDBnSu3dvLy+vN954o1WrVunp6U2bNk1LS0OLKwLAgAEDGIZp0qRJ//79JRJJ\nRkaGh4fHuHHjOnXqNH78eG9v79TU1MaNGz99+tTV1XXEiBFubm4FBQXu7u6DBg36448/5s6d261b\nN0tLyx49ejg4OPTu3Xv69OmtWrVKSUlp3bq1g4ODra3t/fv3PT09+/Tp07xylYDhw4fb2NgAQNOm\nTSdMmNCgQYOxY8cOGjSouLi4devWubm5ZWVlFhYW8+fPb9asWUJCwqhRo44ePRoSEgIAbdq0Wbhw\nobu7e35+Plo4Ea2JNXDgQAcHh/z8/L59+/71118zZsyIiYnp0aOHk5NTp06d8vPzFQpFQEDA3Llz\n27Rp4+TkNGjQIEdHRy8vL5lM1qpVq5kzZ+KnmX79+pWWloaGhqKzNGnSpICAgIYNG86ZMyclJcXb\n2zspKcnHx2f69On9+vUDgIULF3p6el66dOnNN9+8ePHi7NmzExMT/f39x44dW1hY2KJFCzc3twYN\nGkyYMGHgwIEA0LBhw7CwMIlE4urqKpPJvL29s7KyOnToYLCrSgiBCEvtWbBgwd27dzkxu3Xr1umy\n788//4zW6zW4VRRx8tVXX3Xt2nXw4MHmNqQGPHz40NfXV5ea9Hp+1TDs9WwUD9rgMTsKRQzgl946\nqjOFUkuMItC6x+woF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