{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# matplotlib\n", "\n", "Matplotlib 是一个 Python 的 2D绘图库,它以各种硬拷贝格式和跨平台的交互式环境生成出版质量级别的图形。\n", "\n", "![cover image](images/Matplotlib_gallery.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. pyplot\n", "`matplotlib.pyplot` 是一组命令风格的函数,它们使matplotlib的工作方式类似于MATLAB。每个pyplot函数都对图形进行一些更改:例如,创建图形,在图形中创建绘图区域,在绘图区域中绘制一些线,用标签装饰绘图,等等。在`matplotlib.pyplot`各种绘图状态都保存在函数调用过程,所以它跟踪当前图和绘图区域,和绘图功能是针对当前轴(请注意“axes”,在大多数地方的文档是指轴图的一部分,而不是严格的数学术语多个轴)。 " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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3h6FD4eabw3rJ7dunHZWISPWpoXknrFwZbhGNHAnHHRfaDlq1SjsqEZGaU6VQ\nA+6h4bh5cxg7Fu6+G6ZPV0IQkeynSqGali+HoiKYNAlOPhkGDoQjj0w7KhGR2qFKIaatW0PDccuW\n8OabYUTylClKCCKSW1QpxLBkSZjA7o03Qu+ifv3gsMPSjkpEpPapUtiBzZvDgjetWsHSpWEhnHHj\nlBBEJHepUqjE7NnQrRvMmwfnnQePPAIHHZR2VCIiyVKlUM6GDXDjjdCuXVgzeeRIGD5cCUFE8oMq\nhTKmTg1tB//4R5jI7v77Yd99045KRKTuqFIA1qyB7t3hlFNg06bQ3XTgQCUEEck/eZ8Uxo8P3Uz7\n9oVrrw0T2P3852lHJSKSjsSSgpn91cw+M7OFlbxuZtbbzJaZ2Xwza51ULBX54gu46CI444wwad20\nafDQQ/DDH9ZlFCIimSXJSuEJ4PQdvN4ZOCJ6FAF9kwjivvuguPjbbXfo2TN0K332WbjttrBE5okn\nJvHtIiLZJbGGZnd/3cya7eCQLsCT7u7AW2bWwMwaufvK2oyjbVvo2jX0IDryyPB82jT4yU/g+efh\nmGNq89tERLJbmr2PDgU+LLP9UbSvVpNCYWFICP/937BxY3gUFYVpKnZV3ysRke/IioZmMysysxIz\nK1m1alW1319YCBdeGBJC9+7Qv78SgohIRdJMCiuAJmW2G0f7vsfdB7h7gbsXNGzYsNpfVFwMw4aF\n9oNhw77bxiAiIt9KMym8CFwU9UI6AVhd2+0JEBLA9jaFXr3Cz65dlRhERCqS2E0UM3sW6AAcYGYf\nAbcD9QHcvR8wDjgDWAasBy5JIo6ZM0MiKCwM29vbGGbO/HafiIgEFjr/ZI+CggIvKSlJOwwRkaxi\nZrPcvaCq47KioVlEROqGkoKIiJRSUhARkVJKCiIiUkpJQURESmVd7yMzWwX8s4ZvPwD4vBbDSZPO\nJTPlyrnkynmAzmW7w9y9ytG/WZcUdoaZlcTpkpUNdC6ZKVfOJVfOA3Qu1aXbRyIiUkpJQURESuVb\nUhiQdgC1SOeSmXLlXHLlPEDnUi151aYgIiI7lm+VgoiI7EBOJgUz+6uZfWZmCyt53cyst5ktM7P5\nZta6rmOMI8Z5dDCz1WY2N3r0rOsY4zKzJmZWbGaLzWyRmf22gmMy/rrEPI+suC5mtruZzTCzedG5\n3FHBMRl/TSD2uWTFdQEws3pmNsfMxlTwWrLXxN1z7gGcArQGFlby+hnAeMCAE4Dpacdcw/PoAIxJ\nO86Y59Ir7fhzAAAEY0lEQVQIaB093wv4B9A8265LzPPIiusS/XfeM3peH5gOnJBt16Qa55IV1yWK\n9TrgmYriTfqa5GSl4O6vA1/u4JAuwJMevAU0MLNGdRNdfDHOI2u4+0p3nx09XwssIazJXVbGX5eY\n55EVov/O66LN+tGjfCNjxl8TiH0uWcHMGgNnAgMrOSTRa5KTSSGGQ4EPy2x/RJb+jw2cFJWQ482s\nRdrBxGFmzYDjCH/NlZVV12UH5wFZcl2i2xRzgc+ASe6etdckxrlAdlyXvwB/BLZV8nqi1yRfk0Ku\nmA00dfdjgEeAUSnHUyUz2xMYAVzr7mvSjqemqjiPrLku7r7V3VsR1khvZ2Yt046ppmKcS8ZfFzM7\nC/jM3WelFUO+JoUVQJMy242jfVnF3ddsL5ndfRxQ38wOSDmsSplZfcIv0qfdfWQFh2TFdanqPLLt\nugC4+1dAMXB6uZey4pqUVdm5ZMl1aQ+cbWbLgeeAjmY2tNwxiV6TfE0KLwIXRa34JwCr3X1l2kFV\nl5kdbGYWPW9HuJ5fpBtVxaI4BwFL3P3BSg7L+OsS5zyy5bqYWUMzaxA93wPoBCwtd1jGXxOIdy7Z\ncF3c/SZ3b+zuzYDzgVfd/dflDkv0muxaWx+USczsWUJPgwPM7CPgdkLDE+7eDxhHaMFfBqwHLkkn\n0h2LcR7nAlea2RZgA3C+R90TMlB74EJgQXTfF+BmoClk1XWJcx7Zcl0aAUPMrB7hF+Rwdx9jZldA\nVl0TiHcu2XJdvqcur4lGNIuISKl8vX0kIiIVUFIQEZFSSgoiIlJKSUFEREopKYiISCklBZGdYGbj\ntveP38Ex6yrZ/4SZnZtMZCI1k5PjFESSFg2CMnc/I+1YRGqTKgXJa2Z2j5l1L7P9v2Z2q5m9Ymaz\nzWyBmXWJXmtmZm+b2ZPAQqCJmS3fPlWCmY0ys1kW5vMvKvc9D0X7XzGzhhXE0cbMpkTvn5iJM5FK\nflBSkHw3DOhaZrsrMAQ4x91bA4XAn7dPjwAcATzm7i3c/Z/lPqubu7cBCoBrzGz/aP8PgRJ3bwFM\nIYxMLxXNpfQIcG70/r8Cd9baGYpUg24fSV5z9zlmdqCZHQI0BP4FfAI8ZGanEKYvPhQ4KHrLP6M5\n7CtyjZmdEz1vQkggX0SfMSzaPxQoP4nekUBLYFKUe+oBGTe/kOQHJQUReJ4wL87BhF/e/0NIEG3c\nfXM0Y+Xu0bFfV/QBZtYB+DlworuvN7PXyrynvPJzyxiwyN1P3IlzEKkVun0kEhLB+YTE8DywD2FO\n+81mVggcFuMz9gH+FSWEnxKWSdxul+izAS4A/l7uvW8DDc3sRAi3kzJ4ARjJcUoKkvfcfRFhveUV\n0RTETwMFZrYAuIjvTyddkQnArma2BLgHKHuL6WvCoi8LgY5Ar3Lfv4mQNO41s3nAXOCknTsrkZrR\nLKkiIlJKlYKIiJRSUhARkVJKCiIiUkpJQURESikpiIhIKSUFEREppaQgIiKllBRERKTU/wcBlrpf\nERZ12QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 这一行配置matplotlib以显示嵌入在notebook中的图形,\n", "# 而不是为每个图打开一个新窗口。稍后会详细介绍。\n", "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "plt.plot([1,2,3,4],[1,2,3,4], 'x-b')\n", "plt.ylabel('some numbers')\n", "plt.xlabel('variable')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "lines_to_next_cell": 2 }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BnkGclwqOJSjzYkCT8sd1gZnA4IDOS0XGEoh5Ka/1V8DLh6q3uuckrq7Q3f1z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\n5eYxyr9RAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([1, 2, 3, 4], [1, 4, 9, 16])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "对于每一对x、y参数,都有一个可选的第三个参数,它是表示图形的颜色和线条类型的格式字符串。格式字符串的字母和符号来自MATLAB,您可以将一个彩色字符串与一个行样式字符串连接起来。默认的格式字符串是' b- ',它是一条纯蓝色的线。例如,要用红色圆圈绘制上面的图形,您需要这样来设置:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "plt.plot([1,2,3,4], [1,4,9,16], 'r.-')\n", "plt.axis([0, 6, 0, 20])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# 以200ms间隔均匀采样时间\n", "t = np.arange(0., 5., 0.2)\n", "\n", "# 红色的破折号,蓝色的正方形和绿色的三角形\n", "plt.plot(t, t, 'r--', \\\n", " t, t**2, 'bs', \\\n", " t, t**3, 'g^')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [控制线条属性](https://matplotlib.org/users/pyplot_tutorial.html#controlling-line-properties)\n", "\n", "线条有很多属性,你可以设置:线宽,折线样式,反锯齿,等等;看到matplotlib.lines.Line2D。设置行属性有几种方法\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.1 处理多个图形和轴\n", "\n", "MATLAB和pyplot都有当前图和当前轴的概念。所有绘图命令都适用于当前轴。函数gca()返回当前轴(matplotlib.axes)。而gcf()返回当前的图(matplotlib.figure)。图实例)。通常,您不必担心这个,因为它都是在后台处理的。下面是创建两个次要情节的脚本。" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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4pWPHjhQU+JYHyeFwOGocIlKY6L1BmoCepuYfWnE4HI6MITAFEGjCspISKExY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\nhxxiO/oo7HqGDLH5JYI4BRA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "def f(t):\n", " return np.exp(-t) * np.cos(2*np.pi*t)\n", "\n", "t1 = np.arange(0.0, 5.0, 0.1)\n", "t2 = np.arange(0.0, 5.0, 0.02)\n", "\n", "plt.figure(1)\n", "plt.subplot(2,1,1)\n", "plt.plot(t1, f(t1), 'bo', t2, f(t2), 'k')\n", "\n", "plt.subplot(2,1,2)\n", "plt.plot(t2, np.cos(2*np.pi*t2), 'r--')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Image " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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//Sm/8stfwfcEadij6vuECnyvfGmu45CkGdWKT3cYISybOBrhuA7NRp1KtY6M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LTCYehm7Sas+QJBlBGHDo9lt4/dhrAIzdEY1CA2FoKJnBsOcBAd7IZ8u2BS5dvMyO7XtxSiXu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H2hLDOEgLysCKOUJA6pyhpNCNI4IpiMONjbZW9vT0qnzCoVwzTQDAElOKbAMEwMw2RxeXH+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\nK8Vdd97BC997AzKFKUxileuTW1hE8QjTNK85tXTa8xN/M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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "import numpy as np\n", "\n", "# 加载图片\n", "img=mpimg.imread('example.png')\n", "\n", "imgplot = plt.imshow(img)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 应用伪彩色方案进行图像绘图" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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P0IFwYe/9kngjIdocE72yTTmFbczEm+d/GV9gjWBYOnpD//PLNP6wyviRZRe+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XWitX4WeAr4zq/5SrZEMMHZTevekXBvmwmeXVhN5ATwJnJCh7uqAgNqJeNwm2V4sSzs2n6O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\n09zmNrcjaf8XXpie2IK/P1AAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lum_img = img[:,:,0]\n", "plt.imshow(lum_img)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NMaPFZjj+Zamoj0Fg2n4bzDgR3vt7STIrfg/vA4b0hufSvFs2nrN8V/i6jVmnntHRK2HI\nRHHEte/5PLvuv126d7e0Hww4nS6BTwNcDryrCLgPfvGhoDJ6PSOOrt0GsnG7Nrk12zU516AB6ACW\nkN1Ihp8I7GijxoZgMnp87oQB0Dwfal2SWAUVy6D9/MBnVBwL+1+WlFJ7EexdpSZUfSsD3wQ+Cz07\n0C7fiRZWKWrvSUA1TLocWAcXzwUegFuXQ+F3YNOVcPdKuO7LaI69bfpvKra/FXKdTLe9+wu0QN2Y\nGHN4HQSDhu+uSxC4sUVgeF2RFpPT8H1aqHGnNyEQbUO6z3JygbODrLcM29Buu3U38ClgunCnHbij\nCGY3AO8pEgJPKdJC/xncm47i56/I6P1t4KdoPt6PwOgitHYewH4ohUnHmaX0fcA/R4Ph78XWqHY1\nqsba/ARoohtwUiHRvHaidcbZMaB5n33ol4dCUfgrK6bHQBqDqTdlBATFLQjUH4Ha6cHzp7lf3KGr\n9cdHxV0Ls3oHkJHhogtId8O0E61/TyBAcdQ9G3GMZsiYVKlnPe9EPY9uoN02z10Z3W+w3+wTwDI9\n26NBA7fZ2m2uRq9ZW/vWGhD9x+2yO/4v4HkEoG7Iimlu7tddlfBMkgF+o3s4q7hNbdg6FZ6bK11m\n+12I++1CE6Ie7QjVaKLUAU3jYeR4ahu1UV8U3auGYBjibNi6CmovtXrQVNmMxtC99PipJKJxoF3t\ndOj9vdXhE2AQYWI8hXb6Oli9UkD9zHIZ5nhNe/H7gEWHBDidDl/O87AAT5CCP58cNPcRgHOlvY5C\nc7DL3vchfc93EYB+EBmcbgfOvQtNhOsFtrEY6lZ+V7seZfeM1VsZu2arla0aCcwma1Udi/R79AA/\nywiBX8+oYacCzduh6lTuWAbffEXqxy9a3U8gte0IhLWMgPY2oA1qxyJRyU3dJdFAtAMz4ZnzgWsF\n3E+iNfa1FrK7TncrPJOBrWvlk8cCBK4bofY4SNtU7yvoVUIwDLmRKBbZfSw6Caq7RRl45iaCX+wY\nvZyT7SHYR94HDJksCaHd6t5p9a3uh8dbw32W/h4WLUFouABYD3uutQHbhNDA0dfc2FYS3Dp+a+2v\nKBIH2jwT+BFwjaqsAPZMBW4j7MBjotiJkbrPoukw7ULk1lNhz9S50LEINOcibmsL8Pew6ybtU08D\nfOv2MIB91p9yqLoUptVD7XyouFTPk2rMKROpau5FhptiUDgA8J73B2s+etQfzsjoVorE9SIbgF2d\nUGGWzieBNPI5f8rcq44GcZprNL0m1SNV2JloIbjofjLSLzVqnmxAz61wFnCzJLCHgHmVHCLqRyv7\nzbz+8nRYiO0pQQTfF33Op33I0OJD1Y24ileiMi8grw3fLDuQ9EQNrFsAV10qR2WnHjQRXiP4xL0b\n4Us3mhzuCjMZrdWaHTD8U0CpRL+TsWCkXoJ/zmNWuAJxo68/C+fJilrOdjahCIHHCEr9SaZLq5iM\nfHJeJYh6MbUhVq4TTtuAFu1irbnaoYQwn/GwriHXxlY7GHpbzIshY+6rK4ODvIt/ZdF77EAf/wdB\njG8CThuDwMN8Notvg67LVW6z9XMtUN2g74OsK9VRfWUIVN1OMW+o+sESYAMMqSTof6sJDp1maDp9\nhwDreoKx+LmM1v9RIJ1JgTChHLgJuGg5TKhHutReVfsKMLwE2Abz9gFHFpEmGZI662MlYvdKobkO\nrkHAY9MC0D0zWGNORYD/d0XaWHvQJnMCUDXKOvMeFA2xG+lAd0cj46Ok2mciFU9fv355rkglNlvJ\nDmCfgWP7Q5qGrQRGYzya1wBDLkebivuqPoseTCu54ob/X6TmXzBShte+5XpmZ3wAnn0IvtbGIaLD\nW2w/LMBzN3rYjQgcfVctRw/aNuosuPUQYj9jbGlBa8ltT53IQ2c98NkFcMfNQLVEpOOtvKuwKqzO\n8WjuFNn3EchWMA5xSBkEAnTpZjX2sQeoaAPmFclnyr3hS5DTcTnwu+2wABbWw1WLBZ49iFv+fiPi\nMpz6EaJvJkRCGZfI8QST/iDgfOAH4raX7oZZSM/5Ypv6NgFJpPsBPh8MPachbrq2HsoXBw8BCKDo\n1Bm9x65L7pifAZbeKM63th7Jld+WB0RVo7jeCsRpr7O6XkWMzHjrYrFFcj1uN57toTEeZFKBEHEd\n7Pk9DKkj6G32qsJp02Ha8+KG16INb5w9ow3YWM2HU8dqXrwfA9Ut1pG9UDEdKjZA88tymaMKqLFG\nNdkzeTkMSm0b3FoZ5mc5wsmz7kEc5GAEnlXjgR1wxFBlfwBkagHNxqHAJNjzKAzKBCmjExjTpDaW\nASNH0Qi09usv915YFz2ffTYs7tQ+2sZiKdLHdqBNv2IJUmWMAJ6GqnpYuhhmT9d3TrfCRejhmi77\nBOC5HbrvPwL/DlSdDoMfOpR+nnA4g+dhIbYnaE4WINHiaXv9EEkPTyOrpf++liBa7Ucb+AhC8HwJ\neuZdSE3jaioeAG6UXhyCSsdFxzHWjo1I/HMpeb3V0YBsF4UulrRpbeyzsuwH9mQkmn0SttYD75d7\nSN/HkQ8SwE9kMa2tFPhmLfnuVJkhWMmdzV6LwKMHKU99dy+BpXOADWJw1iLuogeJrb1oUbUjENm1\nUgtsAooWagTYq+qcCz+GwM3HKg5/zwdWN7TvxOqbbBXZYktbBahPoEU8Hj3nSvtcAhRP1p+rjSmb\nNAWe6YetrXJheqbfVAyDIf29DNa0WedcqXmMGtOcka7bo5xW2t8TILtjFU8RAAzCHLy/al9KkEje\nLsxszmh8mlfJDYvB2qAoJTiZ9uiRdyKx9VF/PKeiyfThUw0IS4FJiDc8zt5X2yi+igC0Ve04wtyX\nRo7XJPG2mQj9QTSnY48G13k2IiB3FRRowy9BU6iwHirOE1DKIVehtzwCjIHZQ2HpSkyeJyir/UGX\nadOdaD9fZWO81CzvsWTy9ujwtra/Iynp3iqNTZL0K4ScG+MJVu5hVqb7INf5YvfPGaS68XqqCVEc\nFyJwubcIaIFvVuZKJGPRHN2ELPKj0QR1a7xbNMus3rNmASfIsvsUmkjDgAqbOalV7rt/P1C4GM2u\nmXDLdLhqIvx6rQWpdCBkXqmbPbUczqhHE7cJ6fwmW0XfRbrQYmvQ07rJJdOlit1it9mJuIvB1o+n\nkdruWUL+jWLg4uOkJ/U14mJ+LKrHgJrvNO9UQvDP3wnMmxgNahl0r4RhJsb33ibjWwNw3VC08jsE\nVh0I6IYVyDfURfhx9iyKp5D1Ndu1G4aPJWw2bvU3p9ddGfiOPZ/ZYwmy+t3Qu0Rliu8mhIH5hCon\nBOb32W9u6XpXkRrqLOb/0J75hN2+dhY0L4fa/ShjSUdsinOh3kxxf1glzqANWCYjVWEUNkwP7GqF\n4UMJwSEdsHq3uliEntFgQtBcof1eRe4aarfLp420ZrQBvUW0JxlKEJMwqRFFFXwBWZN6yd1Bi/Xb\nrvM1xzySuQ2px6pu1tglH2d1mqaTeRs0efKJaUPDj99U2SSZ9rbv91bpsOE8ITSmh1w3oWcPdhFa\nSI1WPjbwuDWxC0lYKxAXOwHjJJpCOadWNAncgNppn901sMd+24CtS5PXK6JtthvY3ingfBYxHf2I\na30JNHsvBDpkMF69VnPxR+g3fgd7FsOu5WZnWgwrlhCyfvQT/JxAu0EPcCc8Ph3uvVnr3blAN+62\nEZasc+KuvqrxdhFEdidf8m8WOLExdBxr9/C/96sBw6YLNPklFN8svd3xwDOmt0kzGvNqYNiFulkJ\nUDtSv6/BcKwRVrcBY0LIYbrbbvxBoMISldTB8AvlOjP7crL5D/goMA6Kh0LxpQQxxinOrlRHMBJ9\nwAbyq5kcUG3PiMs/F+O8awTYHPF1hYSekoGTMlCegRFtpEkbzckqnkpW8VQlrL4Mfn0j8JIZX24C\nltv7ly3ByCKy/m237tbHqWgN+BR08X12fTZAKselrwvNhXSH6lqaAT6SoaIyhF1yvXmsjCHsWnHM\nZQc0n681UGbDsh+FkD4J2tTfVi6lmPr5bxee+VYpJczfQQTdo3ObYw9yjS90f04FaO1ASMZzmdV7\nN8H9qfZSYHGwGLsr29kEnel8smHPTLV6G6w9TZiWag2abccBq4Kv6ThC/DrR56zjcQ/wJZgwiyzK\nFyxHKPpdTZfh5vNYCxTvJjiefgLStZBsQSoI8+RPzeDDYriuEu5rC+OANfH70RjPRJP/VbRGUrNL\nuG7Zya3v+brPIgKglliXBhG4VAfviiJFoVSch9D0edNrjgauhyEFMLlfXX84o2722LjP3qoxaAcK\nd+j3k1GMPHZfZQdBk6UBKafvVCeqJtvzqbNOrbT/NyBXh2eRqG6GKEqsnmKCwnA8YYf9kA3gZuRQ\nC1lj1VZkfPmR/bT2LhvHb30FvjQeXtgMr2XgVuBcSNZB7TYov1Jzs8xue+tuKFoOY5ar+proebju\nv7Y0qCHhQOgoAX69OKicvDtE1ySVsGK5hmbFEphxDfTfoP/2LIEhi5FPHahzGeAua8x5X6d22Vdo\nOD+06Wxg+ESoWIu4aJ94h4QOX53nYSG2VyRJekb0vRtJDWsRGBUd5BpXC46JPoPWgoubBQjsXA1Q\nhiJ+Rs2BhUtCXc6plhHi0iGAq//u3G0fmtgVwOzjYGFLEPtdleDRhHHo87Q5SPTuRBzofBPTngf+\nERbtVl+mEiZ6A3LvOcnGxVVtAMlQ5HlfgZD7RjmnV1iqsO9Y2Y8Bnycko5iJOJSZNr7DimSRfpAg\nsjv5ePgzeCX6PbspkCveQwjTBksteB5i/TfYzTcSdDTVckl6BeHasDorUw70QvcOcTWnE4KiQP6r\nz2VgWpHVUwDpKul8KyYilqvaCk9GcvUpCDUeRQlTXJyYiR5gr91kkjncdrdpAP5vtAFsQWKM70Qj\n4SlTNfgc7CTXWFMGzLsZaICnloREOLE07MZRyN3AXBrrBwrLYHUnTLoUnrtLXWtCc8z1nzdbnZ7S\nrITAff4QzfWPADNGKpNYNzJ49Vbqv6proO+G3Pu+BNS6axZ2o/OQ8a0L7luue64FFi4D2iCZfyjE\n9tq0oeH2P10QSJJz/uJi+2HBeWYIG3wBQUczMfo/BtA4y3JsW9mJ1oAbZ/sR81EavbqAUevEjT2B\nJmAnB26W+8kFzRUE30aQW59Pcp9TsY5pI/Ic2I+Y1FKQTnMykp2ugavWqr0nTQ2JOUAgNgdxWg1I\nJHTvAe/D8DJkja9AiNcDfBXunAMLWiU+1tgY1o6Ff2oVt7kTcXZzrW/DimSk8bj4dgLYuz0Ect2U\nOgm2BP8vNhI4R/qqlXsRaPoVzPNQrhokPpejhhar7GTr7zEW2pkMAs6AYWvggl7YYz6KryHsm5vR\nRrMiA+9tUNKQjVbt1rVQNYUQwtRFYOUa0YUeKbQFTTCLnec2JIuT0QR5wm54GeJYHwTuNKMKMNst\n5yfbPcbbwG2zxr5KNqVhL+IUXeLxDcjsUtnMi/Gc9/9aOy1nwwlSd7gRfFolbDfjX+wVEq8Z94Nu\nQGA4o0qb0jDU/+LFUNwg4ISwefd7BfEDf0HDUzFZz653ufr1T1jHxnGIaMBV6U/S64Sdehuav5sQ\nLuwkG9qbdR9yDx0IUXJeLjZaTEfSWh9wy/3KZ/hRYOHvYd4caFhyYFz6wagLcX75ZUuA5hYBlFvp\n2wl5glciCdWWobikJWroVWtVrhQBbhEBZEtQUIkn73EA67PxGU0wSCXtKDvSfHFi1y2D7vOlZuyM\nxudeAvC7Q34yFLp3y7I9fpW4PgdODx54o3GJdaAQ3Jx8wfYQRHsH0UUrYd6X0UP8CGJV2qF3JVw1\nFDgBbmnQOJwMzPCJMAiW7shGT/K0ukyjjfnzSIvxAdMvbAPOGKkoG4/I3N+mtg5DBvqzyqC5U9Fe\nxwBjFut5PI0iZp68S2N3cZFUCqcDHWZNvmACNK+UK9XCfmCV9XuVxGSPmHNx2uf2xVN0fRNqlwOU\nb9xj0PWeKcmzKRZbXS8RVChNCBCLgF+0qXwZ8hv2+V9p5bei5zkGgWcnFj11DdAPS6fC7InAx0Jb\nNxGY9mH+QFEFu5aYHrUHbl2gNrQgffrseii8lkNEhzd4HhYGo5g8NVsPAkRPu+g5LyFXn+8U6/x9\nQXuE4i3FBt8tAAAgAElEQVRTVKmnBX0BskjowBC71Pm7vzahBb0m+n6ctfEJ5J4ScxK+KNoRPvSh\nBT7te8ALo/jaWpU7hWD0Mn9rSgk5T/wFmsDD0EKIw1dZArRC8ZexRKQyzECIxFzaGryg/IEnZrnv\nQaLuq2iMd5JNLJ4zHvyJ786YxIakV8lVg4xAvqC4M30ZCh8dKxBvbxBndTRmfFgPHAVLWzR+rors\nQAzgeASoLiEcSZgju3ZoUW+yV8ba1oRFhHWq725M3kJQyzRhwLlYGx52/U+BC+qAdeb/+Tn45liY\nfSycMwvO+R6c8QTMWAKz71bmp4vnwBX1cPEyNeCK+lzgjMfQN58ecv2XPWsXhARNpxJS2WL/ezLu\ncTbWXYjxddG9CuknT8cMmKaGmD0LuAzSBUGvDyFMuRs0yYuBDRrP4bNg6Q0BOEHA3A4HGuD+bBpw\nVfqTVJQk6WmECTWIEAnmeTFBYDgr71rneOIcmj12bZbrfAI+PVMTy3flMuTxU4EeuGcdeyPuM598\nMtcgo+gcophhgg7Vk3/8hJCi7jNWpg8BnF83Ak3UDnLVDBDUEWcT8uuWo0VR2GgX/TPwY2ifLrvG\ng0i1+l3korUno4k+wXSN3ebwXGJln7D7v5sgQv4pit2Z8qkk+uzP6Gjr5+zjCIq5HkgbxGmvtT5+\nn+C3GOeZeAlJAe4jWkY4/cKl5pU2Np7MZZv1p5Aw1q6L7kO5jn38ywk6w0Fo3IfUwZ5Gc8pfAqm5\nLCWt8PBYuOAagjg0gZC45aP/Dtd9SDevgfb5alNyN5w0X3UMIleSclc4py7CSRtdyBawztp7BiGi\nqIkQR/GYjWFR1FdXhTkX6smLNyNM7Laxnxnd29ejp02M5/cZwNfs8yYb9xKkDpo0C5Llh0LnWZM2\nNNzwpsomySX/PV2VIIgLgwhiu5Mn9/YUj657zN/g4u9r0US85Wb42szcBb6J3Hy2FfxxA2EXgZut\niV4n22+vIJA6WB3PIydin/BzEFhvzOtjFyH5yMHoAbI5HnIieQtAgzeaLKoejcDwk0gfdiZwSUZc\n/AQ3rsyXYWbYWC24sQR9bT5wOtcakxvF3gg4y6wdbol3IH3V+v21FiWX4HkB5w8InjE/R1K9c8IP\nINCsQ9ExXYjz/AESs0+2VwWK3NyC1Ms+ltmMWOQCOggYPm1t3GztnmD3rUQbyopG6Z2bG9WIxJXc\nP48GowahXJxtadGHwhlZjZJ4ngfumx/05T5nfbONyTfOnqjMtA+ETWWd/fcTVPcDhBwtGxG3nB8p\nWUVIftOBZbBv1Fi5jSGOGO+x+3w4/TqfsvZvQiK6u0a5S1w2mjPO/P226PDmPA8b8ISQKcl3PPet\ndMCMY6/9/4N997IL74f7FmhXdp9P51LKkS9wKWGn94ngZbuiV2dUxl8uxl9PAP2a6L0GLYgZ9gJN\n8F8SDFCdCNRcMR/rVWPxvBQBxUYEcvtsXPpBqLAM09jDkJulVngS4DVFjN47VjrRrRmE9P+KELJc\nuXidG+mzvr9EeA4HA0jf0JxcdHbqJDdKqQN43F6PoSTGV6Mwyjb0LOJDr+5HXNYYBGYTbNzujMak\nH4GoSxTtUR3TrfyTaCMdS9gQ3OfdqRQB0I/QMH4TgbEDc7u9HkJO+92tJj6fa1hZipB2HEG06UGG\nJx8Awqkug9DCc+54NCE5jTMOHnbpaiLfWH7xkPr84frcPMydBHuXz6udBB10fpDJUYQIpKV1KrsW\nPTP/z38DWJp8hcsI+nu/jwPIZrvHWZWIyzkklKKn9WZef5ySJDknSZINSZK0JEly9UH+H54kyYNJ\nkvx/SZKsSpKk7mD1xHTYGIw2ognkVvOp5OofY1Ap40CH7h6ECe6O8f2r4dNzA3dXihZCFyHOuwNN\nZH/P5xy7OFCk6o3+LyNwn53I4NJG4CodjAs40KKfv2vFKgvvd2neZ5Dofnp03U5g1I3IZ7EXsSCd\nAqPNwMM74IKhCpHcC1TdBvyrdIzDjN3fmgnh4YUEUTJ2mcm3th9M9/lGYXnrCUDgqggvexGKnum1\nnKdbo/t4pvSXEDOzFo2bi4+zUBimj3cJIdez+dBnj+ooRADqRpyxBHDfSQCXHyPj2g8JiZqzbjhD\nlQf0EStb+55RVLBdSms/KgSEkK8iVx4fmE0hJYFvMgXkHhCI9asgao/PE2csbkRq7nSxBIh15EoA\nfdHYejIurEw3cNosSJerqbWX6obtN4WDCnYiA9o+G7NNBI70RuSDvHWHptr/Y+3bRlAHcIyijw4N\nHRqDUZIkhSgr7lnosb+QJMlDaZrGquV/BV5M0/TCJElOsPL/+MfqPSzAE7Q4StGCj9Mk5ou2PplO\nsv8mR+UuQxPnU8BHbsoFTpDLTCfiRM8ne1wOZ2KHuMUny3tkTyFidwYTDlIzP5BF58tG4/ueg38n\n4VQHB84agvUUQp5Sn3xOHkgUA6e/dyBR3DeOozCA+wzZWMulC8Jpmu1YPHc1bGy0hPHbBFRO3Q0q\nV00w0kGUGzKP/piY3hm9e0x9/jW+Iflvnwfu7RfQPYnCS10afgyB62PWzwI0Lheh8uuQ+OhJpuJ7\neSQUBBEVcgMu3CWolFxpZwxiIqciwLgS48C+DsVXChdPBviv7Qo1fw3JrL9Ek3c97Fql+txo6ZFf\nEDhL36DiTTWWcrwf8X91KPxz0XKYdzU03RT+gwCkXkdsXD0btW8bUPsB/dZ8k6a4b5QxkDtNsLYP\nPxFoGkVFsp2XCHtFHdpQagBaDrGP/KERyacALWmabgJIkuRnKBYtBs/xyHxBmqbrkySpTpJkdJqm\nb6RJOzwMRkcmSepBNJDrtwkC1o+jh1P7Hdh+JYyaguS6U4Gfw6cXhNDjK+4GJsJVU+3oC8t649g4\n7Wayolbf+eak/m1oXqKFcyRQeDWaeX6cZCVBNAOt2AcJZ/VWwC+ulOFpI8FvczQh72iskx2EAMsn\nq+t8Y+dkCFzaMPv8GaR3Og71dxw2FrcjJFihtiy8TPVV6isz6hHLemN0M6cO5T71aM+dBFVGvu7z\nYOCZ//tzHMipxpTPzZeSTQGaVbF02Rh0AN9CoPegfXeLuou5sdDm3fLILg9W8HGeHPWtiyDqOjd7\nNJpnDyAwPwVxjKUEaWUn2nBrLweOgV8vsPwEc8hymUy1DuzU91uXi+uNJZL88XCg9M0zHh+i/92N\nrw74cB38ujEYRyFXKutERhwH7lI0dS2qNUu3Rff5iLrFWgLneS86upl6GxSPkmiH5rni1Dch7vYk\n4GYOhcFoTNrQ8IU3VTZJvthKNuEpAHenaXq3/ksuAs5J0/RT9v3/Aqamafq5cH3yDWBImqZfSJJk\nCmLGp6Zpupo3oMOC8/z7Gnj8brLewwvrg0/zwlnw2eWaHBOAvith1Afg1ofgCo/lGwPfXwa0wH1X\nkmVDbvEzN5bAFVdbhT8gnP072CZ8EzAZ3r1ElulO4JibdBJg1qGzjXBkYbm93CICwSpBsHI6YLrB\nJV90dfJJHIuzsSqhk8Bpb0RA0kLQ76WrLD/Ag8AHYOtM+OZIWLhDTczaMDztmjegg+xmUNAq0WsY\nApfB9ncMngcDxPhzO+K44z52ciCAxtyQly0nN/jBz0krsD570mgf7ljc9feZiLv38+PzgRNCAIXl\nIcmCrbf3GEK6Ni/3W6t7C/L7pECJOfiRCpzj8yQerFcJiLUtWMJj9Y0bid6I04x/77N2FaJNcwww\nuwzSxmAJh6ASiDcVDzMuImwScdrHTQSL/ubonmPsv7OINv5ywqF8RfrDJTyXpA7Gvf559JbE9h1v\nE6xvAm5NkuRFJNTEQuVB6bAAT/YQjlno19GpgA5+mwp3fBwohF/PgSr7r/whgnL+SbLpui4EAcIv\nyebBXHql/O4AyS79iEvz+OUOoAEKL4crPoZmw0dHwdnbNeM9Zc1a5IhYbXW5v6ItGo+SdD1ZN9mE\nQlkuynWskHvUSDu5orLrHQvs+hWEBEWbEZiWEI4OoQF1foUtoB/D1vPDIYiMQfHKDyFLja/gLp11\nb26LPGg/P2fvzoUeDEQhcIr5eumuvPKxWJ+v5/P6LNtaNnGyh6O6+5KfY91P0AnGulYHxhKCv/CL\nhNBcBxbXg0LQ85WiafMKQTy+AEkQxwNnHAsLX4a2jIB1KmpI2grJBnjO8gv8ELgWeHW56v5XtCl9\nxtrnG2QcgBBzlN3kJjXuIgSIYG0cC0waCdRA8hRccJQYiycJKgGnEsRtz74GnroBzigDzlfOztHk\nHo29EYWw/4BwmJ679NV4Y6sJabrMYnq21ePP6K8Enn+MtpJrjzyGoF7XndK0Gwm4JEmSoIytsdbw\nADo8wDMlyFivEPD+KKRLMlQ5x/IsUqHnNnmmpYGbj5CmWJbm7CoxX412UNBvBimw3FfDw/KAdIkm\n/XVPwi1r4fi527mgXvfKOv29j2y8dTZmDrKK1DPuh1/MzeWOXL/nWOU7+E5y3VVGRFVBrt4owjnG\nELiknqiObF7Lqdb9TOBWLwSdv+Mqh9E2zuZQWlwE3RmBxHFkfe2zw9TDG/t8dhE2iFj8zV9A+frb\n/DpWICMX5Koz8sfAVTn9aGOpySvr3Ka3uzq63svV2P/HR785V1dEmH7diONcBvCyLPgZNJ+ywQaW\n+9LyOGdVQxVDdcQ1aI4uJnhilEf3aCVk0bsQOOdY4BteiVW6LOpgbAPOAEuhoh5eWpyT/S+HSoFd\nN5ix0+zMo8kV73cCCxthXZ3movtuVhMUg+1tUHE9sGI8cDFM2gb8hmThVHqSe+jizdi93yodEvB8\nARiXJMmxCDQ/SnS6N0CSJKVAJk3T15DZ5D8NUN+QDg/wTAiAdwwhMPcitNrWoBlw6yhuTbbThh5s\nI5oEFZ9BPjDjCdxoMVx1WZDQPXnHZ53jdPAzr/UkA9edB5TDVR8DvvR+KHwUFsCuG2F4PUKuxQRW\ny8UXU2ymrRKRtpC7ZcWW/f0EAPCFG+t4RxCMSbEOrJoAmJ59CCKfz8ewk7jELFd9QsalHwJDroXe\na6F4PeKcp6NF9G2yCreeVi2u3xE4MRdrHaCPIZx+uZ5cbjNfjM7X774Zsn0xe0BoKSFtcLwoy/Le\nSwniZhzoEANm7OPpwOAivnNY65HOugRxuxPRNPwGUoCNRuP5DWTUuhg1+IMtshkNGUr2iOLulbp+\nmidu8B203b6fSfADisPSxhNyMFZEHfMjFhrRvJ1JiOWdCvsW5wxltu+FVsVE4JzjgLvh8ZYDQW4M\nclnaSPCZBa2ZPuCcm5Hu5Gl0w6yZcwfucu95BfI9Yf58OjScZ5qmrydJ8jmC8PKjNE3/d5Ikl9r/\ndwEnAj9JkiQF/jdaPn+UDg/wdDMq9r6OAKA1aGuuBu7YnpPUuhVLDPHeEJ7m3FIZuQlHJhI91B60\nugcjmWYFevJ2+uGi+TDvkkcV2tJomYIWS7Rx1ea5dmltA7AJmudoLawl1+0oBkaP1XeK3YFi7hNy\ngTOfTkAL3akDGPGyJVQGqlYCvTB8PlzVZcBpHHZvBop+Bck2gv9LOVSZ0Sj21ewie6Q7ELiuLRwo\npsd99vfYMPSnqJNg1Y3B72AGp06C1dyPTPL2xpvWZASQ/txduPHyLtpDrkQAAhP3QHrB2vUdZHP7\nLtrX2zPwrMUmlgBnnUA2ML0dMygNKYIhnwRuFxNwkt3A0/17HsNy++zAOYhwyFAch9mE1osb/k4H\nPijf1NLoFasGSpFIX2htjROO+OcSa/o4hC7xOWLlIOD0XIYMjf6dBGzLUcv8UVn3LdGhi21P0/QR\ngpeZ/3ZX9Pm3KAvkm6bDAzyd1SolHKIWsw3bkIXk6ykL70ngJnh4JhKr9yIHyw0IZKekVPAJ4Efc\n8a1EO/nT5Po1xXWXEvSehUATzLsHiUpj1JbenwJ/D1tbLFOPyzGujOqzMEmC8zPkipUumrnotjm6\nvU+80YSTNtyZ3xeBN7mLoFdyJtvvBYT08BXAjdD8cak5P5MJIFJcpD5szWjBTG0Tx+xr8VEEIu8m\nV1xvItdSHINjHEZL9NubIV/k5dHnLgJj71Mj7quHK7oiKwZQ/96Q95uTG1/8foMJ58gVEiKbvO6M\nXXM7AdvuBq47Fmafooz067FKLdKo9nLgQmhPMlR03C7lqbsTjIddk0PdznFX3Q08Cose1COsAaaZ\n+D/ty2hAv2gNmGDvU4CLFITRSZA2YjCL++/PzDdq9wP1DdHH7CJCcpgSLDN+NhRvN1pw56JjRJ4H\nQqCF1/H2qZ+/VqLjN0OHB3imaPZMJpyn4axMJblgVwaMF3BuXWxJb90snGUtfwRbk3C0woUoq0Ox\nfe+L6nR0cAAtI3gH70dz5BXgV1B6PNAoDm09MMkP/tki/VgJIZFJGcL8QSjw53jEdBQAyTWEhXYJ\nWlA32xicLJcnB898/aFLf50c5KAtl8XWwaLLYV6dgNCHpQQoPsrKVcD9rVqLa5Ch6HR73UvgLH0j\ncDE9du7PB8eDgaW3P58LjfvlIn/s7O2ckJeFoNOL64hDF917xjcZv845fy/vBiXQ4/dw1E1oyjiA\n5qd1exEZjuhAz+0xYAUUF8Ck35BrEi8Dnpfuk0aC6XoQ7DnfjtUYD8NPhqozrVFNwPth3vvIbty0\nQMeVhDRVLhp4hpOx6uw4xLi6GqczKuqbmo+Vb1BFyC3vNWB2HaxrFFeNjd9Ysqdu0IglQwEC5/mM\nlRyard8TkRw6OnyzKh0e4PkaGvllhKcFId1NCUHzPxPN/DlQ1QMsLVKM3zjgH8YDp8H4Z6WcuxuB\n74lFMOUjcMU9qmMy2izPRH4oxxB0ScsQgkxFysNNwGOwx0Pt6qBnlY4J3toqsTZdALXHQu3tcFYT\nQiw/I+FjVufTSC1wKrkHai2zPl6EVvdYSUgQRLCY3BXEuc5uxLF2AcPb0MqoUUgm/y+0HR/2h2eB\nU211Fdk5Y8lEaDXdm3OdsdjsKrp84CQqE7th5ZMDZD6wxhwiBCf9NQQnBq/TOe8SDs5NOcWceKx/\n9XF0TtUNSsUc6Md6sHrjrPl9L0PhscAmSF+2Q+Hcr6mQYOTpABaOh1ua9Hki2d1oiB9tUE1Io1RN\nOC9lv9XVSfD+n4wG0RmAHitzHdAXQD4Wt+Notdiqvx8910GEBCG/btSUNacV2qzJvhR3grjdR732\nSUgcLAVasvfJcPjpPN8pOjzAswAFF+8jsCAQrBWT0Ta4KlFo0NPoKb0P+EgGvgi7psLwoiaaM1C7\nTNc1T9Xlw4sypJl7SOqhb7GiWm4EHrgrMKfvtma0IUDcekMIWZxWJCx+GHhylaJgzm6FKgsgT85D\nvii+Gk9FDpaDEMd7H7Iu/ACWzofZN6PZPIgQoNyFPJUvt0gQAveXD6DOWbm6DC9zMuJIaoD/VMc+\naf1Zb816Fi2iSefB1F/BorXSoU5E+8T7kYeYhw46B5zPOc4gF8R9cT7AgeTXOgcU1+NgVUDwN4z9\nFssIB/lVROVii/IYpP+OufWDAbmPYxnh2Xq5wYS47dhP15n58USbx6vANkguRZFoc4B/A/6FcHgQ\nwOom6Ph3+I8PSYLJ2CA4mxgP0F70gDYTFLpdQDtccDXBWbfQrnX22fLunXMpPHGXNt58ScW5dbe7\nxjQX4XMXQRvleXNbo6acDPA89LVCIb8hq3h6PQPbNKYthPDYQ0MD4PmnqQO2boWqWWjrnEE2qeKu\nlbByiR76MYTjCjqQL2IxwBK4+FJodvXv5+Hcl+GRiTqErDkjzuHMxdIYlyBb0E70+16C7n400Llc\nwUtnjYVFrfLtOxtpeKrRQloP0AJ7F8BpBYhz/bHdv4eQ4LJLGdCHdAHbZFCaHcvbjpB11u9BMPvL\nsNFysDmTAQfq9TaRaw3PphYfDPwcHr8hJLiJDTyTZgEZO4nSfptsY/EowX4XhxC6bcm5k00EMFlj\n4xJHrLwR5etGYyCNxb1+cg0eZQjI8hOoVKOFns8V57swef2ePMbB0e/pnNtgJObH1vkMIePUTqC8\n085SWqKk1Imb7h00fVC7ABqFMx1okDPoe2lUtg2B43mjoH27PCI+hSb8oyiqpyO6xrMlu/PvXuB8\nOPuukKwmBknfbCFsiu5v2x71/bQ6eLox9zoHz/02SIVjQbPA/jniVahqYT/b2YRUG4eOBsDzT9Pr\n2v2a7eCrxlVwhf3liu06pEOMVaG+CK8F1t0l3C0FPvKyfj/LXUEQKP4IHUJ4PgLKDsQYbkTagAsR\nA1yGsPusQdpxJ02G3gb7rQgezwiUipcQ9KYNaFLvRcD5ClJHlAowp00HHjCJfVPUgXa7/rfAL6Gv\nHwqH5trMfNG7X7IbnL4KVNyN3I4eJShBBwHXF3HWFzKwFpZOV3vdeLtuudR1Lk2OQ1y12yBOInBx\nbsubyoGLsAtxOg5sIC9jU47kLOA4y1TMxbZE93LLeSnBNWszwfhRg0CsDD2vFoLhzaXgmBwkYsOS\nj2Ucyugq7vHo+WwkVwcKepy+UfUDhaWQtpjY3oAArpiwgfmz+NZXpB+9E7FyvhP5jhcD7r9sV4NX\nobRSnYQDrXwH9XkTB/Rbw1zocLXPwnrgMlg9FSYt0WD0zdQ8uIewCZ6A1s4zjWF8/DQEp2mVSEGa\n3flejf49Imt86+bgHiJ/Ph16z9FDRYcFeO7olzjpnmM7EWf3GALREYix88nbQW6eQk/i2oG40plI\nmopD0Pz4igeRqFJbCbWD4KetIaHuGjRhrkOuHfe1iFM9JTIfzsgYiNbbBb7zrwdWKOfjPrQA48QT\ntOrDxIw1sA+hlaPhWGAOvDQXhkWJO7z9Hkbn4rFb99vnQ8WlUeGM3ZxM9hjSqQQp8RRC4o1Yp/UJ\n5Ee/iZCZ52TCunX/yc0EEHXxzJOfuDuYry9ffA5AHtcNuaKdg2x+TLf/5uA61f7vJzfJCuQCp4+R\nc6OxoSiOd3dy96QtCMOKCEakWDfrmLcTKG/RKZR8wW74O+QD/FWC7LoGzl0Cj3yBwMZ6hT453am1\nl7BLuEnfg9B/qq+71uqUSq5Gg+xxq5tgXYPcfF9C6YB6IJvPz4EzO5DoWa21Zj2GnY2EgPQFcqWI\nclDwYuyszyT4l9vh304FqumyFenBC4eG/sat7UmS/Agxa9vTNK2z38rQGqxG62lOmqa77L9/Qaq2\nPuDyNE0fO0i1OXQ0AeBORQ90PZqkVyFDhnus+tyL81q4Q/NalOE6jsMaTdgJt5E1gjKoLTd7U5eV\nG02IBlmDymxB1vKcs8o96sg9rjcCZ5uLSmXg4gB+fb5VcDpc/AghLtjRegvQBE9dq59rh8K43bln\n0Tvn5TrGMrTuRoNWTQFBJDwFhaeOAZYpX+dtGYFPH1oc37dL7kULxRNivEAAKHcTqo7u2YfccF00\ndDGwBrW3R8PAWBse12FCbrIX56r9t04O1PG6btOfTTuBm8z32cynrrzP1dFvPQSvtYaojnKy57Rl\nl2wbudmZsO8jgMIrCUH5s5BxMGMdr4Huq9XW9kFQkY6Cr2zXAHcpH0GXFe8lMA69iPNfRzil1X2H\ny4Exa6FmLow6Di2WwcC1MGE+rGjTdXuBhe7U/l00Hyww5EVrnmdzKiP3vLYZV8NjNwUmpRWovQcN\n/pm4VxLwGwNOgBbejewGM+qBmZDUcwjob19s/zF6BHEMw9XAb9I0vckSi14NLEySZDwKfXoPlog7\nSZLaNE3/KO/t4jNo0XkexwziMDZYZe7t4QvWJ3Mp8mU8DulB3evIF2od4lxBQTWDsDR0hDyi1Wgy\nuzGzA4FAD+HgMezesftKVq79BmHGQTjYxerMZrqoRqyrI/e1dhJhPZwxC55aDtwBg+vVrm8eB99s\nEbPqInwVMGEJPDPHxEbf6u9EVvvNSEE7COjT8RuftHaUoqw5NxPStnUgJ+tPIy7RQStmltzI4rHl\npVbWmZkatIHFGxLoGbrXjUueO62uuKwv4jiIYBbhWBUI3mybyAVNrzt+Rtj3MQSOuZTg7tTCgRZ5\n3wfzKYMeWxwUVGiuRuwlOJWeiSbU08AcGDYFFq6SSmTenu0sMj12MVmnCGqHAqeaD+UWBE67oGIn\nfLoyHG9RQV7ceAsMajHGdXFuaOzZEKKB5hIk38rcI7T9GZcSjulIbwpcf6GNa1aUKLdYfoailfoq\nfPNZWPh1ZqQvoZVqmtL6rFn+bdDfOHimafqfSZJU5/38QeAf7PNPgP8AFtrvP0vTdB/wcpIkLciN\n97d/7B5+emYJcvA9HYnXrWgxxcc4uIhYRkjhNhlhhbtp7EPS0/X2fRgh5tgnmC8oXywl0WfPA1KI\ngHMTQYWVfAfm3YfCQWfYj68Qjj0EqYP6yM70My5HKHO8dWYZsMDKFYi7vnc9cJaV7YAzLoVnzQBW\nQ8hW5JFTzDHu+58I5yefj9CwnMA6XQ9DFsO4+nDSpOsb3x+KUIV2SBexS6L34wnZofajZdNj3/0o\noio0/uOs2x6zUAokx2lQn2sMKrx4nyHqm9M+QuYGd1J3dULsctNHEMG9XU79hHPm4j5BwJNYjzuG\n4Lrk1/hzbyIcPdID9O2GQs+wNc46usI67r7HV0HdHJuXJ8K842xQNlj5mWiiOQP3DwpcqIrCuuLE\n1x8h6K3z+xPTThCYjyOIDROBJ8XhriG4f5URMs4XI46xZHHAy2z+U9ut9gJD/ut2+LtT4fVnYeGp\nyE2kGsFJKdxxKIAT/ubB8w1odJqmf7DP7YSoxSpCQh4QrMQRfllKkmQ+MB/04LoJXIcnRPKJHVte\nqwkZd9ajHbnEvrsl3mlu9HkcuaFoPQRxP6Yj7Z6ViANeT27asluvhCtmoVno8l0Z4YzbfrQy2wjH\nHrphCEJGmk4kK58KLIcxq6BzFfTeY5207D2+mkuRqFiK9Fp70emO2XpfJIQxuey5EJb+Cmb3BhD4\nAeJMfAyq0Do/06pYg+7ri8vJre0TCUefjyMc5eDj/zy5afU6gFqzxhyfV19M+cksjiIc5hZHJ25C\nz9KxlGcAACAASURBVM25VK/TOdR8UIYAMnGwgIv9rn7IF/99vBxUSpD0+yJw1rFoEv6WoE8aizi9\n2HA0EZJ7oDaDfOO+Re5u7e+zkGvZbFizGKpMz2QOGoxD0yvmyg9meIv/e64TpnlGd+9wmxbqQtuB\nUjuVNBYL1y0Wpv8UGVA3AJN8MRZpM6r9u/Gw51kNXlUXcBx0PwvDRgGTxEJdxiGi//PAM0tpmqYW\nTP9Wr7sbubFzdJKk+wkT2BX6bkfxcDI3wHjI+xOEkzIhNwHuaII7nItqbtCwoCBKODBKx0W3rrzf\nIDJybEKg5Q5y1QjNTiEg9JOE83zdZcA7E2fGmQn7l6vIBAgLr0SLIG3M1RVi1b7q7XBloWdkcDas\nF7gKZtu9uxBQfgqYPZSsInhhRh8fsJ/OJCxID4KqIneT2YfGtzv6bRi5FOuhawGa9DyfR4D3Rm5N\nvvm5FDHdfvPvsd4XBOLul+iA4qKpZ0/yUzIh9xiMdfb+RnpTp170bF7AJJhhhB2nCUkgPdjh7ugZ\nrkPP5HdorrwW3bQYKbeKdKwHwL4ymDBWY7+oU1V7Yu1260/MZbu6xOepc+6+GSzA2vYC2g336lWO\nuVeVSSIoi1E36trHgNopMO0sNDkq1IhigNebwo1LmmAXSul/3m54/dG8ZG9vh/7GDUZvQNuSJHlX\nmqZ/SJLkXcB2+/1P5s07GA1HIonjjkWxZZ2fIRc44+hN51ici1obXVtCbuz1lQQuYy4BkHYi67yL\nMXH+xINFS/S1aEJXbSHknBsDTxmL1EHIdueTet5ElFniSWi/Fiqmk5XBfu7KvQ40Ke8HlsOkz8LC\n3Vo0nsTik2j9XTEFuQLcYe8ePBBb0kYjh9bvKYx1qXkNLN2tPrcgMHDdl49bDbmA5X61zvHDgWDp\n5LrRsQSjx6I835UnrS/HEbgnf1750gN57Yi/Q0g25GqZB6zO6QSgbCXXyu7rvjr6fDDHe6eM3fM5\nYNpYhGwvIdXNCQg8jyec4/sluK8BSm4I/q8znoD2mXmi9m6N453WtglbNPYP2fh8DOnonfGLydVP\ncTYr39zXI2BsboDab6FBXacODjff5wrT177SYolvIhoPFFainen5j8O37gl/AIyFXW0w3BfJZEyG\nLIUjhkLVdg4N/Z8ptj+EtG032fsvo9/vS5LkfxIOrVj1Zir0ZAwONi3AcjQxXA/3PYKT9U0c6H7S\njRZKvgjoNJ+wKFw96WFqc+x77MC9kwNFvjVo3ewDqvYTEP0WOGMKiiQqIuixmuAXc9AWshHYCxWz\nkGGnHslFzjKUoVGbi8zgXwUWaF222N+NmKq1EZZmYPaX7H7n26uJA89jKFJH6hBwzRupn3+xQ0Xd\n2hpbXSGAVTcH0lEEl6ydB/nfyTev5WiNlRD0li5qx3HssSi6H21krh7wtvj+4KAOQY96EcFl7Tm7\nvoJc7s1BOuZ+Y3CKVcZF9mpA2NHbCsW/RINZgiaU+7mNI8uuX1wGD5vf8njgvplw8SxoXx50t0OG\nwp27g5fSc/0w7Qm44yHkrvRFOHuu9tIucjOD+X6U7xaUzc5VFklKbp3bC7wPNq9VMvEXbDxaCecY\nFXidWzcC34DX7gmVt2q6VrTB8Eobgw9C+2VQcQ3wWYPhvgHwBCBJkvuRcWhkkiSvoLPubwKWJEny\nSTT2cwAsR94StIRfBy77U5Z2rGB+SNdYcjmTEQhL8hdqnG5sk10DuaLuJnKPMfay7v4Ti0Auwrl4\nGFuJYyB/DpjQhVbVTJRyxz2rIfjqVcKHhyLE8918DSEf4wYElp2IbfqUXWcofjbiJDZb31zftzpj\n0v8YGyx3RBxM8AAArQqTc2vnQu3T8GuzzrqIHoPISnKP3T4KcUd+LlH+xjSGAEyPkZuTNKYbCCeb\nfg+FyLqIGQOXR750EaRh3+BiYHUOOSYH0FIrd1H0OwTr/k5yk1S7y60/Z4/8rSKcTglw2lCChPA7\nxO6+ZK8RBMW6RRxdMNQqK4P374Bdy7UwpgJD3GXEqA1xtQ/PhAvSr8NXvwIlatssgnYmVml5YmwI\nSWiyEVyv2Lj6oGy0wjOg+i41+R4EyD6mO4EJQ9HDXjROE+FJaF5gJ20+ADNmofnqvnjtULES+qZD\nISOAV3OdaN82/Q2DZ5qmc9/gr4Mey5mm6Y1IPf6WyHyKOZmQ0sojUko4MGa2JfqPqDxovjoX62Kc\nZzpaQa6Oy4HTQxLdLcd91x1kfYfvQgCWA/adSD77Z2tEBSGp82AU1vQouau4EcmWl1vnBiHgzHNK\n3Inmvp/P46DRg/D5ycUwz5OLuOHKFcjupOgKy02K7T/bqh9+HDS3hC4UE4wzzrnFgOnc4kpCuCJo\nU7vbupDvquRjeo19r0bcb2wELCMsfgjPIvLpzm5cvti3ELjVMQQrfhzF6BTneXUXWyffVN2n0gOE\nOglJLkqs3b27Q8Lk4vKoIa4U9XSAPjFPgdUroWSH2pBUwoy7dTxK8Rglljna7n0hQD1ccDlAXdYX\nz/fEmOKILnc1iqOptqFO1IB23bXoRpW59fhU9XHMgJz+sb71wrrLpK5N74LkWASc1VZXOWKr/86S\npbAWXmyDpRwi+hvnPP8S1IO4FlAODedcPCrGQ8XiOOuYA/0cB/r6bSJXpBxBcEReT27i4XJyj/91\njsR92CE3We4ypL7Myo9lyHGyhOCQCVklPXNhz1zYshhq6xDf/jzBOOS+WIMIK9+QxN1+voBA5yKk\nASjGjqG1ZMx8D+WX24ZWRWzQKkaosyY3i31HSxjPYoKbhHPt+wnn7ng3YzB1t7HrEYD+G7n+hk7+\n2b0nWhBYuOUea8PTSER18TGfNpOb3ML3GQvVz0lkXBPV3cWBWfEdkDJo6NdE155sfXevi3b7rbhS\nuYSy7J0loOEyG4hr0fMfTzaz1qRyaF9iEUttkMyxNIrroWoozJsNzyyG2iUozOt6g/ZfAj3ivn0d\nxBx6T95vnjAFa9LZLfIdrP0p0ntvRg+5PIS8YmPmTiPlIJR3HfraoFLYCNSOszpuQ/reYdDbBsX3\nw9a5QNJG1VDkN3hI6PAGz0MXSfU2yIcnBsRY97ie3OMrYpsIyD/R/Q7jV1zfTnKBNP6eD8YumXWg\nhRMD5wjy3HiakJhyPkFc9swTkbPgkHqonW7lHOFjJ0Mn2/Hd7+YE4JaJUoGei+buMKu+dgMHhv25\nn2cFwWnRVpbnzd6GOEsHzkZkLPV+Po8MaA8SJkgMnO4+RvTfRoLba+xm5hQD6hrr5rVIfP8Ywp/7\nEQhfGw2Ri6uxiO56uf0ICJYQBb4YNaJH488xX8dZjgCxlOCGVIO4sHuRWAt6/u9GUVq9HhPsosw4\ne/cIjBqkxy5DHJqxshVDBU4rgYcz0NcAfAK6d+uGp90N3ClDHl/JADfDuvGweRSFqXvjhvHwxMXx\nGPnz8GdYDcyYgnbaIoK/p82XYYQxzZmC99rgNKhfGbRpvwKSjIqA98HW3cDxUGxHe1SdqGTOj++G\nrUs4ROTW9jfz+svTYcF5pgTw6uRA15wRBEfSiYTEB14+nyMqQwvxYGXi3/LJd/j8snH58daWMcCK\nGyxSqRxWzIEZcxC6NRJW8zZg3hRoWiWv9KmIY1lDOIlwL7KmnA19lVB4s127V9zlurXC5wuBIVMQ\nwnQgbvMRhALHE7Lw9xLcEkqAfZDODYDmxpeVhHH2lG7/P3tvH11leeV/f25CeDmHIAQCpwk0lErQ\nNAwtIFDU5cCA1iq+8CgdGR+mPCPW1o7a0aIzrVVqfQYZO1VbrUWnttTaij7YVqoVLIyPlEoIjAwI\ngjQlxcSQYIgkOYAh3L8/vnuf6z4BKx35/Ya1ptdaZ51z7tfrvu597Wu/fvcA8hlmd/Xas4uOJrY5\nc5tEPiwcx/mdHM/LrQ8+TIUobdSbp4TfRJCqOgk2UTfFgMwxU5F3ugfB3rmXsOhN5VjJeCoQVUHT\nVvGMK4sVyvMooocpBEda2gauowHStyFCHIC4y1BUwa4N0YCryMP1ObxUr2U0et2rH4CZi9E7/Aeg\nj7TdWTehmMl64MwhQCYPl9PH099lUmN627qQW9wHwM59FmdK6FOxjVENgYFWElJWcyECp4ciecNA\ng9KCsHQdCLwNmauyuphbjk5e+zMwyPs2Z5jdU/QyaMJsQ1LYk93O89CiZIxf53GO8XY8ptmSOK7l\nOMck/zvTuMN+DwMqnjDiWg2rl+WHVY0AMuwWMXoB7RbE0JZpgn4UKFgP9QvEC89YEAp0zuoHze1w\nSz+Ux5VBeZT3oILap8GBu6D/V5CHoy1x80Lr5KpjBdytaJxd6/eW9Kx3P6d7G0CwB/s1kshPrYnv\n7q0GMS7XEty+7IyxE0lYTyM0rOfQgpj0hTkz74HMKF8nSMZPI+nqKkKM8Ho0NLlyzBi4xzgY4s68\nd/VOrkGmpHPHAs1woAH6p+Bgg9T3XLKyd8ZX928izl2CiHEesCHsBvHFT4NMPSOBO+HgPIXrsQLZ\naW4ADjZBX2VBJCt69iaAR1+BfFfTsfjdSkQXnwQuKmVv1ECF5yt3a8lFcUY/iB2Qxstpd0JZOVxa\nZ5J4A1IvBiB1wTSkZ7fDTEvJOwSM/wr/Ba/H8drJU9ujKPoUcD+SQx6N43hRt/2nIbn7w4gv3hvH\n8WPHXCjRTgnmeYT8mMvuLaleQz6zS357YHYdotl7E9fofs6JSqPd2zqC5t2MPMgTqnXfW/aFOeM2\nqT1AJlLoxsg6KFtHbsZHX4GKN8jF0pTtHkImamI9cEs5NNYBfaDiawjWDLvw5+13b4E2l81Fs8ux\n1lZbJ01sjBeE/rv6+sJxnjc5Nj267U/u6ySg13tzx9pV5NuKXYr1RScpNXn2kAOQFCeOK0RC2VBk\nCiwGfoSo+9VEXxpRfvBN5KMzJdP9b0YmCAeZfgEJ6yUQEhbckzRBduTGBosdfUORDeOAOAt9jZkC\nIswzCMgejUhU20JwIFmL5sK4pflVq9v2QebTKMAPmDkY+Aw0piBztQ3kuOeZvx6YOJFcVfkjidSO\nvYibpu1/3xQqi3E6cIQOGkIg7Ho9o0ck+GOXAvvbLW7TQ5rM5HOgLhE50YikhFJyjHP/drv1TTrk\n7CqOlXD+y+3kMM8oigoQOc1Ag7ghiqJfxHG8LXHY9cC2OI5nRlFUAuyIoujHVor4uO2UYJ5dHF/9\nBkmcf0wiLEarsHsd64B7roNfPSy69pCXZLsaGHMJIganIgeivNq2f7kU/qUh4KjNg7TFHSTh0NzR\n1UpAFqohv8DbSPueDfykPYQ7NSYAj2cug46oibPQ/vo6KHsAzXiP/HdAU3vgjhJjnEkvaqM9sGMv\nVr2/BOne7XHkA0fAsQtMKwEXwN+TM6ukAT3JyJLSZ3c7qEuswxPHJa+TpIdbEttIbL818dvPT/bp\nWyhj8Lt2zGwCVGDlSshcgkQ4ByWeC5nVtu1NGD8MWAxX74MfbYbI7cpjCNiIKRWCS89FRvp3CInp\nJXrAssegfp421QJjUkj1P02HP7gPbimETBWBcErsHvuqYfAQndwJ9C2FI5Zv2UBCssxCOgsFWrB3\nAJ8aiiTaDh030EwTl6NFZTgKnn92M8ycREC0RxrNK3ervxXTCLbTybD8AZh1Jkyrk9ZUdgMK2ZvP\nSWonTfKcCOyK47gWIIqinyKSSDLPGCiKoihCq0/L+938lHAYwbFSZHdVuhi908uRd/3ziM/NIeA1\nFgP3rIdnH4ZPPailZsN9wZbzBAqJLAGJin+L9J0b0Ip7DSGd5wcNAQH3CoQblWhvk+90qiGs0G5C\n6CTEaIIEjKQFZyRhvnr8jAdxly1B9T7akCp2GIm9JjrWl0N6IkFyuouAcUboTGwD6aYMn2M327fH\n63sNskISYBAE5tad6TUiynvdPnsJWavd2/GYt9tWNxMCtH27f+BYe6nTQjI8p7t91a+dvK+HUBUT\nMDNAvGfjL7rdZBsalDlI0qoEroHHB1v4ri9WDeTE6I5dkO6H3scVaFBaCbBV5cAvAlLRGF+xTgPS\nkBlsi6pjJniURM+Uzh2cQlUr+0HfIcAR7euZ0nVGIbON21uHEmwFyRxkc2TuJYSazeoHOzcbTkAH\n+f6X0xP20BW2L6v+vQ10bNf4lPVA9pUS8kEMPnA7coIfBkdRVJP4XJu4SBkhIguOj7nxHVS7vQFL\n4ovjuFtuXH47JSTPT3wEauaghNzvoZn8IFI1dqCX8n1EmOvhkXkhFtQn927gyRXwyCSYvwNokErd\ndlOuXhy3IVUxczuiYpcafouIOElk2xB3e0f3/HRSHCM/1GmTHToZheG0EJjBKDRhZ9txkwmOA8ee\nmV8K/DWkp0L6xwQMvnoCpNAS6+MG6JhnEmcVvLIAJmeRoS6XfA00Q2N5YCKHCfZMT4H8mt1iD8dP\nQ/U8/9rEfwjSZ7L5/zWE5fy9Mr0GEeyahUgN70/IQKrj+JKqXzOplnvzbbWJ4yDYZc8haJOVyCZ6\nHnAdUjp4WjGvFcWIefnU87zhlcDn4OxtQAccWAn9fZUpgbTjHi5Bq/wku8l0QuRDlUmVd1kH30U0\n/3ew/6jsitMOoEHv8IfsB4Ptm3ZcHVfbra/+tr8/hqQ9QFJpz1JSNAS7SCm5gN5MMTS2KMqgq91r\nfSFjrMeupXVeG5JOn83CTKxvVTD/IqAO4hqIyhGz3k2IPvjA7U/Kbd8Xx/GE9z/sPdsFiBSnITfE\nqiiKXo7j+MB7nXBKME8OodX178kB+FKOmMgwNMt3I6IaA/NvgPmnoZnWS5e49SZYfrGYExWVcPY2\n7rmOELZj9qeqBWh2liKCdu9OknEeAp68EBY+LyK/HF6yVLvzED5jwWw024cD34KHquXUOJ0g6SaZ\nzPjzoXmlMjiebYfJiyGzAOakkLfju8hg+Dco9qYWiaorEIebhvryXUh7xPmbMPkGAsjpWba9A9is\nTXsR02wjFPRyRllnpyWxIZLOo1ZCUoEzMQ8Zq0RSZncmmmR2x7MhJ0PIMonj3BQwDo2fZ4K1WJ88\nKD8pUR7PXOCgLsnsJd8/Ar1yT9HdYMe/BLy0S4rIUy3ifWXj0Go3BjGTa5GDZzTQAP3PRDTj8Fv/\nYRctRJz6UYJI/AZaRafpppkbkBo0AmkX18PASZBdA5w5D857DCYOQdMzmXnek/C2Rtine2wKGsme\n0r2PAtxqlT7HQrzZMGD7hLjX3/mY3Eew0/p3q96zm8dWz4Vpjvy1FDq2atHPndOAJok71D5QO2lq\n+4lgbswDFsVxHAO7oij6PbL8vWd6eaRj/3vbhNIofvkt6HsDAbbda7S4dFiKKH3+FPhHy31sQENy\nP9zfDjfOBp6s5IlIss+cOuT9/AShNGMtgWk61lgNQVRJkY9d5irRSwTdt0di/5t2bgm5oNBViwJi\n09vAlQ1wR6lMDT8Ebl1vEnIncDYcqIb+zcgANcWuf5UR+mB4Yh/MORNJy+PsOW4CBv8MDl4mJcNx\nJNuAZthycWCaSX0FxFg8TMWFEshnNp9GQesTkIVjBlBwPjyyUnziKt2GzYTgelcD3SGUNCgdr/mQ\nd0/ndJ4zkgCw7OaANut70q7p93T7ao9u/4uRqedpghnIEZ+akWDvvPJmAkAx/0qAD/RB2o2k0Cpd\ncPlKmJWsklZogMGL7BwvJ/wJQsmN53WzjjpIXw783PLaU2jhvMidPmBh+dacSX4MeI1gEOpJzpGU\nRUxsENBrIvxjte5ZQk5oOLhI8sHAUnikQbwOoOInhBXNi8zthmfnaUr2R76pgctssGrRorIJuM/A\nQuYChyBaxsYPKAkyYUIU12w4sWOjHu99vyiKegI7UVZkPVo358Rx/FrimO8Ce+M4vjOKoqH2VGPj\nON73Xvc8NSTPEuj7JQJsuwfxOQdKkdABW0Xpu+1vG/CslWSvAn6wjTlz0Wz7JqEG+ww0S75p17c0\nXE4j1G13NT1pmGxAzHOJ/a9ChHVW4phh5OU0Y7fc6938rgj0gD0OUy1UpRl4Cvp7xsrldtJR2aAq\n+gG9TJItQCZuz2NPA3+4LEgIowlMf8WxjNP5viOnvYio43UkrVcCC89H9t8ZQK9SbvxDQ8BzK9A7\nmN83leftnfUC8NfwRHuoSuKlLZwJNpNfadeb2y/fJszZpP3SfXUg7dftlFMJST6b0et0qfQo+SYV\nbP/L5DNOT9H8BFr/GtBQPg/UtMOc6Yjb3jEEipoCTYxANPQYMAlm7UDqakJVfQOo+C56X07TzYS0\npU8CwyH9Hdj4jMa+GBIlC/rZiOwDNiIGWm/fL6jHrzZo0zYbpE0E20yzgTXPrc6lSu5vl8zQdzb0\nnQqb18DoBqnhB4CK2wgJF55WBJBWFECjsZA3MfX+USQN3KQ+r26AaeXA8kTI08lof9TqeGItjuMj\nURR9EQ1eAfB9w+G4zvY/jIwpP4iiaAsQAbf+McYJp4rkOSqKa75if5LAnrsJ6vR59v8zBM+hV510\nzWYxLN+nifGp2Yj+LoedU8Vrym6D+y26axxw7mL43AKN5kN+/0KCmaWAYAtNSqTOiUai4MO5iW17\n4Km74MqJ+vuralkWpt0Oj9wF878Cq+6GGW539et6+BGwsVSXm+xzqBhxuGFIufC0TmecN+m4V5Zq\n8g8lH5koaa6tRVaQTwN7XKp3cNMaxITLyNeFc2gThGJCmcQxndaXo3bzwSn4TJYrlx1rs/Rs1O5S\nqc9Vj+v127okmUQR8ljQEQRowV2EaC2/pzPn+5H5IfmIjxOiNHYjhjuaUOX3PuChpYlnvYL8INPD\nyMVQDPwW6p+xwoDNwEeskyWIgT6NJDR3NA1AZprzoONOSA8mxJAdAn6P3nEnNJ4WwFkKxqLFcxpi\nwL3Q6rcVvcMXrY8p/W9sl4g1GhU8dLXi2XYDLRlk92iAzDLyc1cd5Nsk2S3zFB3wbNaC+1/Usz17\nfVC8sG6XrYDo4pMgeY6P4po/WoMitKj3B7/fn9pODeY5OoprniA/OXcb0AnLzeFz7jJ4drYRwoOw\n8foA1ltxJ5CCqxdo22RMippu1+sFfBK6JkGBpY7dMxtuvY4QN/S0/c4VbkEzKymFerqjz+7TkAQy\nj3wk528RRKmnYGdvBXA/PgHFX15I0EU9Ps915su0vatdtqgyTLWrQuEFbrnxvMOnEYGvg/trtK40\nI+u3e5ZB0to4YPJ/IInF9fZigofWmWkRx4BI5LWj5Esn3nc3co5EXuADWT53Wr7W2z1s6Y8x0e7N\nz01+++2mE6TeAwTJtwB4qBRWNcgMkQy98t8ptMDMJYAFOSp9wYP2Yy3CJID8csEemf8gWuB/+Aak\nTUYuRauU09HnrZPfJdhMVoQH2dlg2sZZ6lTHL7XdSXALUkw8XhUUullpt6jHUoBr1ZeNS2H8mcAO\n2HkUKuw3GXLew9XtOj+zgrAoJ2PIfKA80D5tfb7QBi+ZTmRlZfgFRJtPAvMcF8U1L5/YsVG///PM\n89RQ298lGLU8tKMD7l0gOfti4Nx7RYcFlwBbYLwb6OuRcXoUPL4CiSCnI+fTdPSyC4FeYkYVNnOT\n/qHcbMwSEL9dBCpGusowQqlq14XfRrPut3beIISgtAh4GGiBe3uL2B2s5o47YeE8jnVv91A/N+6S\nlboeCRQV5WjFcOxICATrwJBLYWODaNpLkzjtOzV9YUni+VyS8qTvQ+RD7ntzSKGk5AmSLpPiYSeS\nNuuy0olbgcNZ6AHfM3DNGaYdJJneAEIFXW/dnUxJdT7JOJNtExrjkRxrMki2c+zxmpG67v6eWtvX\nHUbv55g9c5ud8M9IbE8TsOo+j5jhnRDPg3VLR3G2m1ZaCRkT6+xGV9hnizp8MAt9rZZahUuDqHNp\n82DH1eqrM850P+WQO08rQpL1eTaAy+tUh6jSrrPxqI1jEcEEZitHY7tIO7dY+erlQgUEp2oBEtOr\nyKeHN4HvCxW/BBg4+DiD/19pMadyduYpInl+JIprFhOwwEArpBni77gWFt6GZsdZKAj3ZsLkfoaA\nO+axbZ5+Uomo7nTEWN3Y9TQibsPPvPVauGcisE1S3wGkAm+22zz0Fbj6bmW7+OR9G9mMMuVI+ixH\nxs4JQMdEYLdS7LagGbuNAOOVbFl7hiLouFuTo6Md0imEkgHsXwADnWA3Jc55FO7Nahi+kXh0MPvU\nfUjFAxF/OQEY0vOTiwi1ldYjjuJME8QIetrAHcmGGKOeKc1+P66WgDTc02yjrSi4+x+b4J9T3Bpl\nj0FGGoAY6PHsosUEh9J7SZ7++/PonawkOI0mAwtPh/t3hWHvsuGrQu+4E6n/24AZc5FN82aoXyoy\nGQnM9KiIrbY/GcZQhCTTOqi/WymNOT22iGB3r0H051rHCGA3dCzQZTLlyujpPxXq10DZROtoIxww\n61v/KrvnSGhcI+VnD7IijBkMHBLttAGZ03Vufbv1KQX1281kbv6oV9phsmtpLlG4M7WEYFZ6Blih\nLCuA6EFy+H2NpvH1Rn7V4cCFnATJ8xNRXLPm/Y8DiAb+T5U8DyPiayR4wgeRI5yvQb44dTV5qvV+\nU8UHXgs8BztXalLcWAr3NIQ6Nq0EIAQHsBhkgQg3gWbPFCi4QaVB5oxQnDSNQDM8fh0Sg/sQdNFk\nYe9OxHzuA75WHSqMuVGokpC/CZqA7mi6Hrgb0jXAdZB+HbjRjvtyzMA5UYBB8wd4HVZl9Xx3JIbz\nd0DmPxBs2BVIUh1u/R2cgs5sqOvh6rkj6dqY5nAAnUO5k8idHh9KhfO8pQnGybeyCem6SWPwVpZ7\nzDF3Vkq8wxmhYxpkyFflfSE4ngRKYhtIAFxACJxvw6BME+LsWoKFYtZP4Pmr9Ai+zm5cCmVLQ6CF\nS7NnZSGzBL3/byEaTBOecSywFcoWIxV+mz1ULVJxVyK1wIFZPRljqxbJNECHLte/2cq8GKrJxnYY\n34M8u3u8xhbtDji8TzSweh9M62fX6xG0mG3Ac3Uwv1zzID0RNlbD+Itg8nrrkztAu5Am4uYkq9ss\neQAAIABJREFUB5u5HFih7KpXshYSmNIg7bYxr0jB3uyx2BL/5fZnyfP924ejKL6PoB28gVLxvo7o\nrRAZzOci2pmO5qijD+1cIGY5Bpg2lpDh4O7Z0UhacKnUEWBHI4nxs4h4tiFvcyUBHTdNKPrtNh5X\nxYoIqNndI8LTBHBcjx54zK7t121DIpJf6yfKVR+ApflNAr7wM/jRZXISvI4IeyXQCPfaouGM8wf2\nKB2LUWyOq9R+f+8Ttn0TIVzLudOrNm7HxSuzltSdXSrdlw1MyheHQkJM7Q4CinMxucjrK1P5t/FL\nv06+Cu+vMikMJ5sz1AXoNe5B0UaHEGO50cKsBgGzzof7V4ZzbzQm0NFgyEkZ4QrUo9dbgCTQYTZc\nc5YQzDyWbpl714/Z8/6cgELyAtKpa3TtvHx6X8U3qbOPtIvJUQj1u6BsMHTs03iML4dV5v2bYVrZ\ngTroX2oDcynUPwBlFyERcJAevtE0k7TbPJOI2pXIID6CkHgPYuz+3yZm42ztGgpEi+1ZuhCC3vZQ\nmqUS6HkyJM+PR3HNyvc/DiAa+n9e8jwl0jOPIqnh/0LC1mrgC+idPXm+6O6hpTD5QWnE0UQ5Olcv\nALZCxVLRwwbgqc1CK+JapK6ORZP1KwQH0iF0QhZN7n+07RcQCDxj+/eQ83wC+dD1bUgK7YNmaJaQ\nmeEIGkmJLmP7apGE+hyK6/smspNOMsa5GKnXdwPMCcn5h+z4dfDEMt3+VdvVMReuvE1By1xsG50j\nORPtIIQ5eSu1T2+C88hb53F+dxJQQDwn0xnncIIk5vv9dypcihI0eQvhKZus3e2Uk8kvB5JMhU0+\nmjc/1wMYhqNX4rzi1ZXiD+WIcY4mZB75DdqAjYcVf+kBFyk0NBMI8fJcRyjb+Ybd9Kh9X4No5jw7\n4XGIf4lW96ftnLUE5+MZ9pkDv2m3ELaRKgu82w5J9zPJsxBmTDXzw1BgnEiuvgHR5TqlSR74pVT3\njjrYYppJ+nzgHdhyFB7x8ItDiHG6iaFP4rcvsqlw7Gn2cy9IuvZ3/SUYcyZUDJZH/j2RNP7UFqNx\nPZHPf0M7JZhnBqnmLl3sRbzlOwAjtYhyOyy/HgauAUZoQvwOcnbRUiQEtCIafWU6IoRygv1mBDKE\nZ3RdqhCFuqoCQWpN2UXTSIeqRfl9DyPi/7F9voti3n5i3z9HhOfqxl400VwiGQl8nOA9d0fZcGAl\npNcjovx6SrkN+4y7rEKOsUPwSI3oPK/mfMquN5R8CbOZYGJwlOdWu8cIO6aNwAg9+X1H4hzIdxq5\nc8mZ7QDb1kooz1AMfCylsf5YSuOejNf1aIFCeCpO8VQ233nv326ndCm0MTFkcHzB+AxCtd1SRALP\noDVo/PlimHuQlDr+dHLvqsjOhWBCqEjJaTezn3jhhcgBs3MpMFwVMXldv+myzzXI4PwJjWs01W74\nRRTiU2XjMNKOOU3bznasvA6ILrLFIy2mevCo8ud5Sc9fXw28LD9UWT+77zaoPwr9+wXp/Q0SACSN\nKm98jY+/t21I8tiE5oMBiOQy74wEj6Ic/MxgpBX5cQOAhcBvgP8f+iYx/z5IixEnPpHPf0M7JWye\nFtfLPETs/2DbBwE7H4bHzwfOgFmrkFg6AWqXWchGEbwyVzasLHqPuSBpn9jrEGE0kCv3mwMK7kOY\ntS+g2eqMA8JMrkKzz+PxPATlXYK0lpzJrsZZxg8ZO/7LaGXYPRE+Xs2qzbpsgSeUjEbS8L9ndU8v\nYfkT9eX+ZXqEjyLIvY4VdrynyPmkKEx8uwPA1XePIoDgPHK1fhtiBC6l+vWSvx0El8R1XR3vTBx3\nRB539mV1XJawSPk1XNJphe9l4dZUvsN/hH1v41g0pe62z1Z71E60EHsCQCNiegX94I6VojGPB63f\nBRVjw6Ps3Kzv8SnoyOqTbob6bDimolzP2HEVZOaitM0bCKpwEXJoPok0nsU2pnsIq4ET/DOIK7Vo\n34Bn0GLbA6J+wNtw9pnQtd0i2ybAuGrt27hPoB6N7TB0u8oNl42WpFs2ETqqhXpUv12vs6JKAxld\npHt01EHaNSXH7nMHAYiRjrBBPQTpFQgwYjSafM8gZJkRSIty4/VVtu9ktP8mqfJE2inBPPufBrNG\nw/Jq+L+RvdN5XH+QPbJc9pz1d8Gs27RYjzG4+NFoXm5ANHg6khJ2VkHFYgJAsMfx7EAqvCNiuKNn\nASKUswj1bg+jGgwHbfYUEiqFOdMAMYkCgpNoL0EaS8bCXQsUQ31UzXokGWzDfENfQ575p5Eq76l2\n1wPDYbmFnzgT6VhMgEYrtefoO0Q7DzYFBu7B3QMITLUZOX1etPCiAtu2m8BkXWp1+6c7iQZk822n\nkG/ndIbaSXA89R0CJU2hLxUpcaROggMLuCeWl/5zheE5RxDWQKxLyThQD5wfgLSUW6+DxocVGfES\n4tcZ4N72kJb5Nzbu5dhL6NJBZYRoB5Ddsy2r88uWwPJrYZaNYXoqdCw1M0tD4l1sSXQI4P9FDBSC\nuWgEFsGQVSfqgLGWJ95BztH4m2o4+ww4tN2Qi7YZU62E8RfofpndiGZLgRcgugVohIo9wJtQthAt\nvp/UefwWGJSw0KxFjkU3O7kjdCSaDw3qG0XkLxJJOMSzyI8wOBntFHcYnRLME8i9yY5+ihdbgGgw\nMxUR11goq4NZJcDXYf5ctLrtCBUPi3VYHrhurpUSiqPdhxiUO3/GoBffRVhpQQx1JDA0K6ZShr5H\nETJPhpLvQLkPEVYKMYp3EvueBzbA8t/rb4pQBidXUfOHb0DtqHDAN9W3egNa2AZcQqhGmbOheitp\nEqPye3YgD3vamL87dwqRZDiKoOaPQJPeGWwJYXFoBkqy0HMI9AVaEuaETut7o8Zsv9nU3kx0axhN\nDPSI/SLEMCFkN5XYdRBD/V42OJNAQzwFMdBiu5VrGC2JY9z/kukH9IGX9pn58U7ofaeOrQIqToeK\nKYiTArwOB+usisYMSL8AOy1g4Aztpmyxzt24S7xu1npjoAsMrGUPAXtgLcqGa0NSWaVdxMPxNgCj\nsmFxKUe0dQ55mApn3wt8EtI3IODSryFa+SdCydARiHYbCIbi3YTqcSVI9HYg508i6bADLZoe/uS2\n0LG6N0PJ1w6w7WWpfEDmWjs2iwj0cU5eO4Ulz1PC2z4uiuKf2u82xKM88LcN8bZW4Nzr4JWHLS5t\nh4KBu9AkepcAxDGI8C5n3K5jcwZ6R8n21d5bKblUO4Yjzl2SOM89mt6uIRD+h4aEeM6RBA+0AzU8\nh/DwrhdobAbZa7ei1OMvAeMfQ4xyyxtwYJTutRvFUI2DZxcFhrEceHw9srnejCZkL4LO2i3/PIcN\n2de40cHEPt+/g1D9rFP/91uY12GC43UYEhqpQlzlQntZZYnxcWm0npC19BmCROtBm0kTgy9AgxOe\n+4q/4NboP3PJS46Y1H1uJmNBR9qtZt2JOO04AWHsIkSJpacSEg6SqCkD0LvKqG8dWYX9rMqKJ6X7\nKWZyG3o1VyeGFNCKfwj45zfgl6MCotc3bbweJaTZOqRR1h7AzRlrkYf+x4iR7iaXcUQdISTFyyaM\nJD9TzRMf/LihiIbOQOJ29jjHuM3/XMTg4dhwOtCDj7DzNyHJE0Ldph5IVfyHkwQMUhXFNU+f2LHR\nmf9D0zNHRFH8I0IIo4NXgGh8KFK/RiC795eAzJvwlGWtuPM32TyJIgvceDkhvMizIxyFuJMwkUba\nxd2Ombyox+UV2rnusU/aiFzU7UBE5BOiDzBTCDwXoDk9llCbacaZaMa3APen5IK+GLgIGAOrHpDg\nsgRY+CZ8YVhIR7yA/AgTrJvDgIEetH8xkog67KStwCrYXw0DJ5Jfde14kerJNqrbMZsSv7tnKPn/\nOsQQygm25iIbr8E2M51hut20BO4v1BB7Lb3kpZ/r1q1iAgyAS6lfBAom6sT9+4QiFDdAtIIQIQFi\nRDvQWHnlQDPLxNkc9q8CFU6HVRZwX2a2z5xkliJgD1yOGPPzBCSWYiQGn4EkzwaOX2DrCqDvFPjD\nOj18OfJuX4wW6M8gW5Wbad5qUgcL0LvJEmzz99r3s/a9B4UOHCXYNDuQKjOFsBg6M24jENgoNA/W\n2/P1HALVTYpQcT9BI3A1RHNPAvP8WBTXLDuxY6Oq/6FB8r0QYU5ANNaKFuBPIF7ngDWtyJ6Z+QhQ\nJFp5mzAPWwjaxjYkjYwAqSkt5Cr85bAXga41gloDO+kaQhU5d6Q0I6LIqZb23UKwc/oq3oYIzCGB\n9gAPws6ElLs28X0OaMKNQMz2D1lN4k5gDGx8QMeuBxZuA16Fhy6x/uwC3pWZ4ywC5qV7o/fXwaI6\neHVZAMFIpu23ARdUw6w3EDdwxuEYbcdrTxLw28bZpzXxvEmGSeK7gRDjOjiVL/0eyYZcTchlKH2R\nLK8Cs+Jv8Ej01Vyu/kiCCu9tEMHE2IKG/V5gSrW2nTtYYxV1EkKomhEz8+fZjJjH88Bo6FgD6Ytk\n8WhbY1LoLtFaWcocLi6VueT8GOLan0WQdhfafc5BL2G0no1D9vweRwnBFLQFOGOdxjqDGNvVSLpI\nAR/7mRC1GoF0k+i2Cr03D1mxLKRcmQC3ZztYdgcKe/s20H8IfL9JkuMSRIcOpQdyCoEZgG3/T4DF\nTXIgeaKIT+D3QsH+U1vMSYy4P/ntlGCeoIl/BgGFzssLrUE04bTZAhK3Xs8XgEYRgHode7YRs2c7\n3JxLNS59dkBBBok3HvezjpCT2Uoov+HwO6OQGlZMCCh8HomCl6pfnAd8eAjc3gQDxDjLEB9JT4Cx\nNTJFtAEzHkOEfaVNCGfCVwLj8uPO91eKZqcTsDMzxepSVAydLaJ/BzxqRk741eT7L1z9Bc3PWaAJ\n6MZ5Z5zOFOm2vfvv2sS2pCTqjLPctvsYD8gGx1GHMZEkqIi1gsdg/IPQFX2V+S/CjOl69hZCyO7r\n4fCcdNiD4Av0rn1nn+hrdGHQSH0h6QPM6gF0XQg/NXz/9cYYreZaZix0bNajVPQDPmrC2etAozHS\nqTqPDsS0liBVucTGYhvwsXk6Ift8iFDYhhaWSjtu4kT4dbXS2/4BulZCwXSdxveB7ZdZ/iVirNPR\nSryVYBLwhawSEcIytEivtc9c2/84QFMYxEpE554J1Wz9yxJWpQ4kZPyb7b8KEaanVP89J6+dwg6j\nUyLOEyTAORqOh0O6I8hbi23jt/oxBS10DlqTQcKYOxTa0CLO64gAfmsnrLVvLwD/ArJHrbB9hYgI\n/40Q9O4ti1TrK9DEOs9udgchLGkvwoBcCzxtkw2YkQJ6iL6+iyWaNCOiL7pMD96LHOjxqkVhTm0m\nSF3NyGb6O1RKYa99++WSL3Uc+XV+ErwJMItFJfmSpDPA7ozTj/G2KbEv+d9bOaEgUikB6mwzwXzQ\nTJAukqr0kazU004o2Ar8VYpV12khcMHGGShowWwkLLDdzThuEXCG6jXTvEvPHgWKns+3g0/Kv0Yb\nFqbkK1czHDwMZAzEwysDLkMDPpqQbJEcC0UuB0nBmWYfO6e6OoxlHyiYS3j5T1jnf2wPcohQlKnK\n7ldJCEdw2vVMqFb00r2vrra9hAKrv4ycnksIHncQvf8NQr1cYAPnTqYONHdWoflwspw8fw6SP7Hm\nUT+tiBGusU+WADXWgpjhzs3ANi3y0+04j/HzVohoYjh24uWIMCcgQqpH3Pdpu8h9SMr0ojZzCJO6\nERFHmXXyD9mg4l5GgPX5B6S29ZBjgUp1anm7qZhdcIepkQuAiiV2vR/+DNosxKgeDg6DnQZ/9pw9\n/2kEC0H/xAcCE2hFdLSXHKYyQ4oDmnoxAeXdh6UNJH2MJJ/5dbdlbiafcfr/7gzTGXA5x7YqAtxd\nEXofrmZWpCQxeThUzxT0vVArRBHKlZ8HL8QTwZ6lCDmfBxEYqpux/VlB4zcW8SY3Q/s3aOxqEc4l\nkwjo8SlJm57imhkLlAjBym/Qd6y89GDbseMX2xh8k3wIO57UwuDEugl5xRvs9xLEyN5BK8UGVADL\n7dYjrPPD7LpzCXFXUwipyF5lYU94FjrQRNpjfTyE6PqfCClUl9o1+8DOu9F8eBFJk3+H7PD+7orI\nVS/Yv1n58vXToSu5AH3Q1nWCn/+Gdsowzz0Ex2cbWgRfQZPB1axiRDsVFph7y+ygmgLHlJsAMwF4\n2ZcdSNpxm95olDHk6EJHEYG7A2gL4jwec/k9BF10ERJ1WoHDsHMfdD0My5fZPW4y7IcaxQvOOtPs\n7odhYbloeR2Iw+9AFz5iqtP1KkdSZ13aRUCA8wWmnoDOvg5J7L0J0taBxPO/0qJjWsiXyPIks9X2\n3Z2BjiQ/fGUTCg/bRFDF4Vim252h+rX6E8S/o2jca+3/a1kxgPqstr2l2Ikt7QRpdBzwWjUvoXWp\nDZh/ieq5J+M+CwlCcwt6hcPJ99/5J8lE20CFGuanxJzetG2jyRXyeaTG7tWC6KhZyOx02trijpoG\nBM7QSFAXGoHtWa1sF02UujsOEftogm3qQfTSGtH4z4b6uShd1zPmvk4AqPkmoqPd9iAXE3JZC6Fr\nLjlhl2b41VL41U3wxCKl+XIuuVTjxgcQ42+DiolI4rwGQVatBP6FgIXQyz4ZGHg+jJ8oHp3MAPtA\n7RSXPE8Zb/tXCKWsHiS8e982h/wEnoeAgsNwS+9cmnSuWFgy68QLnt06F3hdkp87S4YB869Dk/3b\nSLJ8Ap5dIAKY7/idjhn6z6Xw6wYRzm5ovNhS1Yrgid9Ly/w+Bh5xObDKoOWmwvI1Ek7r7TbpxcCL\nAquY30mQcq9T4DXqSi507r3ciIPQHPaAgaT/oRXR9u+QQJNU3T1j04GEr3SvZnebpUuQXo7jvdrx\npNDu+ysJK0EhYiLu6RtKyHbC9g9OsT/KMnBH4hyAilI+EzXkNNEZhEwkCKFqLplPIDBLODYoIMlU\nq4Cz4yEwzRazdcAUOLhG76EOLYbUIak5meZUCGyzEKdylF3UgBjQNkK+aClKfPi83fBh4JWA25m+\n3K47BmiEg8tUpp1SxLw2AG3w7F3iuSWId052M9RlKosyJ2U73wZ+isxWbyNaNk9sfRbKZhPSkj+D\n3mMjASPBjcNl5BJNXq7K1/RGIhzP/ftyIW0f3Ns+Ooprvvf+xwFEU/+HAoO4NuHt7W77ByFG4pM+\nJzW9DPf2C8c5EC4ENXUk5tFuhIPVQb27CWOcv7WTbodnhwmAuRYL/dmDHDfLEPP4WoNu/hzQLGmP\nEuAW3adgQqj+SJEY5wvAqjUC1X0dM6HeEDo6PxlE/x31cx2SKs9DWmTSiwyhJrwDCbciwWKTjZ0L\nf7WEuNdkSwaVgywXrEATvS7xmUqweY0l3x54vObnrdBn/yKIFwGLYf9su6E72dOEIOxkRkqL9eMw\n8FpWTM5VTH951Q08GU+kFs3ngiXwFFrTWuyZXRjxsNs+hOaMs5V8ydOTw3JtvV10PfS9SJtmeSyt\n53+6TaQQDtTA8qxhZXoUwjlIg9mW6MSdiDEeguWVsPwBoETplU+AXvoeFCVSa/f+pnWwmVwK8czr\nlHI5sErVWDkUHmjOXNifFToUw+GgQentfBi6ssCbQlvagwHpFKF3t8n6mXxP3rrI0b/nNjiw2GFU\n58gX+5PWTmHJ85Twtr+D+NEEjl+u1hfP76CU8hYsvGgpsBMKS7VtKvng5y6NFQCMFIbyR4GFZyL8\ntjq72Gq438BmHTkGkCvaY9/KkMp+jm2rtyqCTwM7RGOra1QEq6OOnBvYsYd31yXSCoehifVLu08h\nofrYhhDTCaF8fHd1+/0y4JJodKD53T+xP5naXg4hNMFBHTYh9a0Pudnwq6P5PpQByArS234PuQTZ\n734A9PoLBvqB7/4nA7chznApIVDejZPdUeoPo2W9I7GrjZDnnwHerQ77HtUYJVP2vTnv99yIZEtq\nKM5EpwNsbAoOFTMZdPzS3p0HtmcJBehbtf0lYNZEO28sWs3HIaLtRKLa3fYsVwBrQ4LTLMNLmN+I\naOoaxKCLkGNyGQFKbgsytYyDrq0GnbBYzCtzg0LXKl40RHd7sL4WbtR/JRRU6bzMbMjUInquRC9z\nOnr3KUK5FQjmrEO6bzP52MleI7CD45u7/0vtJKZnRlH0KVTOqgB4NI7jRd32fxlZj0F88UygJI7j\n47Gk3EHvd9PhiE0NRY+zJI7j+6MoKkbsZQSytsyO43i/nfOPyLzcBdwQx/ELJ/KAuzhW83Mp1FOG\ncw7fSYi4BgWG4qq7a4KTkWTWBjz/sGXlQA6Uomu2anWfhejybfJTCulEnH0FsvX91LZ5naOvW2eG\nKa6+FbijDhauh42TAkJPJeI/a7HsuQEcK8U9AKQEfAtaSEYjJtqdISTRh5JRKT6POwloeZ5e/m0M\nAOM2JNJ+aAgy3oLk4yPwWpMG4mXEROeit2uD+imQyFFMLhd7DIRAcc+qAmBX+N0rJSSp5dnwcpLZ\nWh6y460LMU+XenrY9XsTiogfgBvjC3kqep6qahgyFxYtFU6xN9fhnHEm1XMS+7wVAX3jIfDvTQHb\ns0ADnR5AyF9vJqDuW4D8IzVGl1uRZFmLsr9ASFt9bHuxbb8XHqlWqu34KnvW5wRFF1WhGtWtQAc8\nshnmu/fzAUJtpCoouAIyZjrIjAVegor1hHpD/mBtwB7IXKHrFvikGWX7PEJgj/XVTFN83J47gxj2\naF17JAHOEwKMQpqTLHmeBOYZRVEBsgbOQFN8QxRFv4jjONfVOI7/BRlFiKJoJvClP8Y44cQkzyPA\nzXEcb4qiqAjYGEXRKhQG/Os4jhdFUXQbmpa3RlFUCfw1Ki5dCrwYRVFFHMd/dBjmIHp7nZBLDMHm\n6UzUY9OZRC5g1+2czjh3EZxIb5OoeuE53LXA00KMf9xT1qoIFypGxNcfvbxGFFs0GsXVfQ0OTpcT\ncmYLHFwa7OelABkY3w84qhTw8ROhrA0qt5s9ay0Kg0q2HcA4GP+S6tOMRoKoVfzlPMxRNh348l/Y\nSX2AN+FAg8bCPUX9CQZNt8klgZk/lALaYd9jClh3JleMAqYzTaEWEQQQaT/GubM7chowG2XiuLey\nQbpss+uv59hUqJ4p5bmnCbBY2Hk9zJaZzLd3IJdC4ODzzAKiLPAX8KlL4N9+EULesuQ7hjzyprsU\n6mmbMycAv26Cm81m6a1ZKZoz3ETUmDgRLZhjMTq7BkmcEwjplH303VUDBUvRQrwN5s+GncuQtP6K\nnimaixjYBhQ+d0jXXb7G4nGbEa1egSQJlxjetPsZGAhb0Dt3gJrdBGPwUYhrxKR/sxXOnqv+0Iq4\neaUNUgli/OWIEKcRUn2teQSIN8vtODnNHUYfvE0EdsVxXAsQRdFPkQ70XnzeI1f/aHtf5hnH8VvA\nW/a7LYqi7UiJvRT4Szvsh8C/I+iCS4GfxnF8GPh9FEW7rPPvWUS0H/klMsBg/jk2W9Bjq3kAMdBZ\nQRp1Bno6QbAbTqJs0G5CwLKvspvR6ttMSEvLEgjkSZTdsRExuKuBx6DvR2DmUVhdZ/ne50OZB5V/\nCjgKG7OG+L0N7mi3ckRXIeJvQIH0tENDFlph+V0w6yswYxXwRajw3FR0vVzu8IH/DKpvLWJoLp05\nYxlKcM+7fpvUU0Fq8FvZUMv3ENDaFGLGBnT79muXEIjaUxPTBIaZRgzamXLymBQBIs8lVTdbFBCM\nuQ1AH7MrDyCEXXhd5TTQdwgFMXwhauKh+/ReRgL3xBO5I6pmOlIaismHNkg2Z64jADakYFpWK7ep\n5A5FNwVCTYsCchJovRFaFVbIbTQy7STz1S8ArgyVD7gWrbbnQEUl8BK8Um2C7faQDTkLqeBnG5YD\nW5DEeSfSBach5uaSpQf5urTgi04fpF7VImZaCNEEHX/2ReSHqTSjSfRxxLwvtO1P2L176F4j0Ltp\nRvJFB2IKrQSn/0lpJy55Do6iKOk6WRLHsVu/ysh/yjc5JopXLYqiFJrBX3y/G/5JNs8oikagrMn1\nwFBjrCDS9mlehtbRZEfLjnOtaxEZ0Ycw6B5a4p6soeSXk+4kSKU775KK4pqgJxGRON9XxU6Ql+jH\nBBf8JxABusfKJ4YbTt0lv4RgG7Aqmct/L832PCQkdK2Ego/AwX3QN61JVweMt3z4c3YZT95MsCse\nadKDu2MChPrxGcJsd2nZEaC6CFKYS4ZZ2+/QeyWJY5yyBxAg0EDpkWXmLz2S1UBvJiAruUQ6gABf\nlwQbGZp4IW12P1e/O4DC7LH4nx0E8NxCxGwHEGDzLOsLyBnOBqaQKOk2iDbrYyGwrwnS8FAnfK4Q\nvhfH3PNWBPyYaxlF2W2wYlFYM5LVlF367EEIm+S1rK4/BTGrURqT9STK/Xo2Rqcyx+rskctAYkMx\ngXnttu+fI8Y7QNizo7E67MMQ41wTQG0OEUqw17bDLfchaWAbmkkvIen2Feh4ANV8d7XMYQn3EhbS\nNPk25e4LqNupHJyl074PkB/i4QhR5nkvsWcYmApJYm1o+ozgJLU/LT1z30nyts8EfvN+Kjv8Ccwz\niqJ+wP8H3BTH8YEoinL74jiOoyj6k2KebFVYAjChdxQ//K5ixQCptQ/a7wIUeH4h0u09JnEHVHQC\nLwyhIGrKSa3JiBZnnJ52zS74wi8QkZ2PZk8BooLpBMAEX0YhLAk9h8CBJsV63gezlsLOuaLNszAw\n4zaTPgqF7n1Bu6519S4x2RmPWUecSbjH5cuaiLNut/8WXJ8zMXTPJwRR7wAkPfZGs849S8kk9jaC\nSF5iVH4ka0wqG7Aj/dhaTMrLhmsWIuAOH1xnis7YsX57rGInYtSehglBrUgTVkNX271PkJ+HW0So\n99SReEbsHoMt1ZG3+V78MeBu+NBE4DXK5gKfgdJFQQB0s46r8b79KPJY04jU4RfgYAP0nSQymDUM\nZWI0EyDf1mtfGTBjgvX1dRuDTQQgmY+j8IkJwGKYPFuhRwXmkW9cAJMNsev7deJRBcAUUVTlAAAg\nAElEQVSqj8Cnfw/X3wR9F8MrC8SUMv107M4amXWu3Qd9+0HcDtldZm5oJt9jmgxRMecWRfCbGji7\nioDJAPlax5jE9mTANaYRAE3ZsHZ3ElLoT0o7eQ6jesJogNbK+vc49q85AZUdTjBUKYqiQsQ4fxzH\n8XLbvDeKog/Z/g8REmT/lI6qpUSbbAIyVt60GaWK1RKMKAfQkjwNhXGMAR5pyoUlga6T5AWOjzAd\nzQs+iQh5hO5FPSE1J02QhJIjsxegPeStlwI18tyXnQ8Fs6VeLd+HlIFC2S2/DNy/XRNsJgSwEewe\nDcj+dakmAhCKg0GgSq+V6w/lQfy1BMm1ATGwN5Do0kB+YGxht/8u7aXR2xpOUDe9lEaFMbbBqTA2\ng1MaO4dUG5zSuR7i0DMVmK1Lmkn7qOdQHq/5DIRgW73UzjnzGyGdMQf4/BjwkmLQRj4GZ30V/rYa\nPn8Z/PAb8PGfcWM8jxtjFWVOERDyujuRdm4lqOUDoK9zhzcIQCLeNyOwdG8xq0dqZJNkgY3DpYR3\n9Ko972Ldo36ZOUW/pBIemRRQBVfXCchkBPIn7fy9lKR3gCcWwOS5wrbtatfYVJyvbjyPQuIiD7p0\n5533tZagubipB2CL1t1VHvEBgTY7CChNHYn9DYgOymDgDdpUSIj3bLPhS+rOH7idnFClDcCoKIo+\nEkVRL8Qgf9H9oCiKTkMz/Ocn0rUT8bZHyL2xPY7jf03s+gVyVi+y758ntj8RRdG/omk4ClXjee/W\nRxrjrDn62woMrEXqySH0dt5Edp6RSPqsQYxmrRZ3n5vHk9utJLqC5R8gBP6Vkm/TSzoz3HFUgojm\nb7Ji1hchNO1DUGDQZo9M165ZE+UA+DGKf55iXb0WEVWmFaV+utSZSMUYDmy5C8YsI79utofFFCW2\nO7K9l8twFPtk2I9LiO5293NBDK4nQQL17QlbI9h+lwyTGKE5m2Ni33iEHjyYMIFbCSCbEMr1Dk4B\n/YSBujmr9/q0wcUlUNzT8TfgG3s14NWjYKKdR089b69S4Aj0rYKXq6GsFF5rgNFwdfRVOpEt3JOB\nXIhKRnR4qFYlUDEUqcC97OVNQoEIbqJwCR7C4tEqhjdjAlL1R9s5vpovQ3SWsjIYKSi7BnjRcIOz\ncMs6uAdL3Enpfb7ULrv/mGUw5wsohTZjdlNLrlhYLo0lbcHw6WZCuqvnnGJjXgy/WWNrotHYsIuh\n4nYbkDZto8jOe8nGwM0phWhRztjvT0LBaTDwKHAaDHlH9zy0RHPBjY0fqJ0kyTOO4yNRFH0RvZkC\n4PtxHL8WRdF1tv9hO/RyYGUcxx3vcam8diJq+9moOsaWKIpetW3/hJjmsiiK/o5cEhlYp5Yh2jgC\nXP9+nnYOW4JDI2yxTJeBvQgSiv92BuKJzXuAtzUnf0jQTk5HmWR/1+02C0A6tq8vECQqCIz0AEFV\n/Cgh6noLIrIHbN8MpbM59sO91erLJUi9WtUuuuuDamTn2SS72XJmLSagdptHlA6C2aC/PXP/VPBi\n9CY/iLk5cV6a4ARrtk54cTjMbdxzBAzeHf7TDuVZSVou3fl2rM89Mebr54xAIm8/WJcVN1gLvKRi\nZC4sggjid8BksoyZaovRAuD+eXD/R4ks7SXNA8BgOPhV4VpytjFO60t9Vowy196EsguBjfCxifDr\navYSQKGcj7nPrbug0opI6fVCaQiZFNBhi8VV0FEuHE/eAMqhYzukqxBz+QTMqCTQ0as23uUo7TFt\nF18BB7ZC/3Idt3OZXtMtZtstMsWmIasRnW9MtHG2yLGiH7K3f13S53mo7HCFRwU4c/eWXCxtETuM\n+HvFNuAK8ceKrfaC3D7aiFacL9rvHQSnQiVhYXVppdDOXwVsDQLrSWknMc4zjuPn6AYDm2Ca/v8H\nKEr5hNqJeNvXAtF77P6r9zjnbqxw7om2ywHWw5jBcO8+GLMFVq+BaVXQuBUyZyKVvRBRjhPKOMgM\ngualwby3Epk0vd7WOcDZxUjHcaborkFfY5LxFh5NPoCg1x2wc6YQEL5bVABs9NIgbRah4mEMghkZ\nVTyM+iHZ3J09Dqj8oO7xyAMw3z2qk9CMd6kzTXAU7QGKs8GzDoHo+6YUF1WQGJuk4ygpkTIY2IeY\n5sehfp0YwwYkKTVDXNeUY3o+IbqAsvKsJtcPstB/HtJRAX4On31NUGqX6uCy4cCHhtCfdvhDlsyH\nU7kqytIXXkUv8zUU1tBPduX+Q4By6LsbjqwL0u+BbJCOaCXH9A80wN83aDkvaYKzgv8DgtN5L1oH\nzyDUKZuCSXOfxrA2p1i/RkDPfVDQRHoN4b5txpNcjHW6aSQY+3ybSYQ8YyFBExGSybXaPbMfbKmz\ntP+JQLXW9t3AE1mYcztkdkBmPWysg/GDgDIoGAoVa1E8XpagmXlzyd9XjVY4WKOFKwu8fCece4Ut\nag4eUmg3Ni98rhURMjW8llEb3HuVsCVyku56aQWtURMnrZ3ieJ6nRG77hPIofuwPViLV68KexbEB\ned9G6C7l6KV5lNZn4HOf0GSpRe/f08ZA73uyY9eNJGSwYPdqTlzLVR0PFPSQE1ed9yA17FEBgpQh\njM6ra+RLeh1tyzhqeTkyL3ye4LL1WLnrdJ+ND8D42xFzd0eZO6y6EGNbQi6nef++EIbq4SIQYs8z\nqHoifwt8oRSZnS1J85fP61m3wpalYZ71RkJ2wWBCSQ8IeHZuIOxDgELz6PyRsGWlHjM6XYHeR4GC\n9fYcLsl7c8bvKiEERH6XcorRgrAwK/NND+vHFrvmGwSp3I3bni/oJo9aAvgw/QL4Ss8UwSe8T9tz\n23Zr8xGTwD3ON+kca0Oq7hyCPaCT4C6HUO6zEpmYGgUccynKrVi42G53r9CIihBZjilXXfV3gFsW\n23i/oAynPhgyvnd9JFpwX0CLrgMW+BgPRa/dCj/dYsazNLAwLoV0g/LX+1jfs8gx0AE8CM/WwcyJ\nhOT5YsSkv2nbbkIP5HPiLuBDcOs+WHwycttHRHHNV0/s2Gj+/1AkeTphTDwPpj2m/5cK8aWZgA3c\nAhQvDfN3ODDLQT0M2DGJpFODpM/hwOT/QKknbtv01ohEjxJCnZiLEVdKOow8kbcNTdzVcg69iASJ\n1815BIFxcgVErUg3ugBNJmeeg4fI3lcK9YtgfClQIMfDpydZeYer7Ln+KgUfPg/+yvKf3mpg4DLz\nDluE8sA2AmJ0LeycbR0DeKoBuhpyYvmts7W4DEJaoEtnh9H8KdkXHtuZcgkQmd0OyDG4+KgFqG+F\nMcY0411ioAUjUZTEPPJLVfi4g7j8IXsnnsEyIXHsH7KS0lrtnXj9kixiDC4Od3fCeV9d6j6SFaXX\nYk6wEcBu2WjdKQbadiQLPSv1wpxWkp7oSkIRJddcypDj0U0kHnbmkt8r6tt0oGAqLByAUl/PRRYH\nAqwgzXqM+ecjmEQr8uZoWhXm0CJjz+rRiwlbbEcNpEvQSx4OvHEhfP557j0MXAJP3AUwDEoagnDS\ny76L7LrLYOYZyGi31e55lGBXTwK4NBKEj16Sfzyk9QO1k6i2/+9opwbzfAv45WN60dvgjkV6R9OA\nMaVYdDl5zK/xWjSJzgCWykP5bwQG6gyiFsQVLiaUUgURiBvkkhk03j4b7sX3EeFkgBlwx3ZYmBL6\n+MF2EfXCFHABpIcj19k6xIBdFNxt1+oEerYrUb/YhJk1wGMwv5/SMzvqoOIBAgM88jxPFOoyw4CK\nwcAfCKmSLQTJa3fQpHLSq0/sMh3uErnPl+6t+Tj/h0AwXiYca3GDMVaEZp8HKrEJ2c6SUptLhsnm\nzGY6xzru0mjsuxDjGpDYv5lQ+dEQsbjYjl/DsWHQuSyMfcAIqLDfPZEDziXhzm0hZCtjfTboNVoI\n9nK3LRvSEM/Z/d3d7Ku42T0bgf6fR2EY5wLDofEZkUbWHnFnNpGh8y7c8Yxu1wHMTKEa1aMRfWUt\n3Mj9ABZmlD7dznesgkeeh+8OQZ7O55gzbZ0Gp7maxqVWe97Vc2+zyV/wOtRfKsktCvu3wsCLyUel\nvtb6uYCT0/7MPP94OwiytVmIzcLbCXmYxQT10EKZSEHmfAJW4g4DFr42zI8a2/WFFRwHtJFQ8dGD\nyPsT8OJmCR4s6mHSVQcirKdh+Xaji1JgALxTA+N7C6Gm/hlLyzzL7tGh58lJhTuAjw2RmmjoQXVA\nRcVEWFzN/qN67P4QzBdWitcFhP4QMoI8IDoZ2DpAkl+uOeySee0XoMSRUkLYjockHuVYxmmJNGKS\npxNKaLYY0/SAyRTy1LnXbi9alDw+0B1l2LYy9G5X24t6GHXObb2fxSCGUHRBZTaUOR6AVMa7CY6a\nPchu6fbqEkJ6YheKcW1BkEIdWTjaFLSJ4/lWk/GNILrzRIU0oXiai+7+nSa8LA/9ehp27oKKCfZc\nwM5noGKqIA037BPJfAuZMS8AMf4dsHAO3PGAwpz3Z2HgE8hcYCUy9mIn7SDE2PpL22FjtPwbwF7u\niL4qGMa5wF+2szMrjSPjEQZDre+nIRW8lgCht9b2ecYRlsDwEwKyfIp8nLoP2k5eeub/lnZKMM++\nGULoTiEBGywJFuEi5TYCTLjHoZjanTSXlQNXLiFn3wN42XAy/T0X2GUGIZvfKIKjIfI0t62IsCYB\nd4t2+o4F3oDluwItPWndGD8DMWFjcDuzUFEAzHfvdbtu+s8pKMgy4wbkZOmawppoXQjz9NXcxqCc\nhO38XfIdQK6q7iDUrWkgOBNaEWMrg2grDLKbFGGZNRybeJJ0uDjPi3dJuoyrjZEaHsDyXTCrj/XV\ng8hfRFLYUiTFjEBI++uAnyE76AEkZpUgZASPsk4DtxA8Va1Z+LWNaYudd5/dxzOrisKY58pGNyT2\n+QIJytn8tO3rQcAt7Q6P5+0QQcr0yTwCSWIbCCFvlQRmm7brVgLfhoq/J+fBjheYmeclYALMzML9\nWQ3BwMGIGaWRyLknRA9N/ojiPys8Z7nEkovcseged6eHdxHtln0V6r/Bwip7zvuASY+p9pXjEbiW\n1YEEGS9c14mEFkeph1xt8I1ZGD8Uuq7XK3kTzaMketcHbn+WPP94O2SB06+stGydJP6aM9BMt5Pc\nO+SMd2Q+dFsh8KtrQ9kKh00bSihr7JFJ3Vvk9s5tJl156uEU6DsGWK9omUlYRhEwss6ElXfRxN2r\ni1fkmbDbZVNrQSUZD6PMpb9tggfX5eikBwQGaAAZjst8wIei0TrvE94hz9q6PaBPCi/VaSqv+zne\nJN9/4+ORlEAfRag+cQvQR8JshYOOjIRZrka/SXgvKSQpDkCMZrLd6KMIG/A3iBE5mImryJ7lNIYg\noTrjc9wzb87Q9pLfkjY5d1i5JDkASW4+CAVoEThKYMB+HgSTR7J58P/Xkb3IgVg8pta1mRaCo8Uz\npRdr/FqAMUchvRWezQbfz/p9cONitGGaTFhfQ1Lp8t9bSNuL5Lzk8+ciDup5zR5bC0H6nwRc/NVQ\nvXTgN2B9FdG/XEb9AihLAr7+BNm8KtH72oQSS0rQonMx8ozamHSZE8rNDofJr2Twgdop7m0/JZhn\nnwwwXPN78pmEUqaHCJPF83c3AS0yir+OFtYDwNmtoqkkuMgeQqqTM4ha8tHQkm09orP4qAi8GWhr\ngE99B1HHPOTZbIVtDTDjdN1k+WF1b76nukGoiHgzerAr24F+0PPjMHxdCJTnInjuMWgewsioKaza\nlkLn9kFndr2BknYYmCHEb3owvIfTvEPwmPuE8lATAthKUsvyeQaB3zoDvRRjnEh9HwVQo205O6e3\nrYnf7unbDXwU4s12PIhhvQX8P/b/BwTbrb/EDKGesn+/QTDquhOpkhBe8Tqa/H6OxwS7an408b8H\nYYHurh56ZAUEj44fNxy6Jlk0AYjBphP9brY+ZREzug1YpJjgW4DHx8LqzZDuoWy60eT8kHofA2B1\nNUz7Eiw0b/dVvxR97l8AA79iz50i4Cg60xxAkBhdrXjXvjsQh774q7K5vgxlFyEJ2P0Bnfbbn70S\nuERzohUYcFc+ffycQE9JKIOT0v7sMDqBFgHL9c4at0Pzdr33gYPRS3bdeBzihqWQ/iyM/yJ64fcB\nLwWnkccNe9Zgf0IK+MtIq/OkCYe8w34/k/ifyzF1VRhEwcONQPZAowH0fhSCytZFqFvj4TNHsgpK\nBxHxzcAPUzrpEByMmvIXWVcRzYnRh5CZmQUGbrEfyXCuEsRYNiC1FPLBQ4yZLkAIeyMJEkP/xOEn\nsth3h02IjTEfw0whN5uOAj1awu+CiQT0p88iOPhkjFlZSh73IkJ0+yhCKihInfR9XUh18VRUlx59\nldgLlA2B+iYxVl/o9iSOdebu5iMXxd8lrwRnIxbH2kJIf1yBktO9XTkRqqrlnd+i9MpvrxHjbAQ4\nD6INUJEBGqGxXWvJU7vgyvug6yql/tKsbqTQ4j9+g/2YZGP9H+Q7dxwgpBcSNpwZZgnoKC8TIACd\n6Tt8XS+0CFXaM3VrzfbYa+x/67GHnLz2Z5vn+7R2oAxmzUZEthFhOjvYgkszaxERzEXMpQuphJal\nWtEIrRfnI1m3kW+DmU6wpye/werAdM/2ryRAce1FcKkvwqypCIC2FYrWmGBTQpikQFwH0W+RAb6n\nu4qt5eU2hOYCVl7aZGMQVHOa6wjyK20dsp2taLzGJfY5Pt8WfUWnQ+GuIJS69NlKyKrsngTVfYL4\nk7j06c6j2BxJOS98Fo3fIsWQxvsslCmLBj/prJmBVMISe5Z/z8rUsJYgbXqWGSgWbSViEBNTgpP7\nGQHjshP48BRymF1l/YB2MWX/jX97S2wvMcfez23svkhOnSmbSLARORP1id6JhaZVK3vC2wYY2A+m\nDdezPvIAzJ8K9Ws0nvPPhGe3q7dP3QRX3k6uEmD6TBi53QCtrTbLb5YJ2GN5A8xyInbDP9bXAYlv\nHz8IDqYkUJtDll1Brp5G08OBJpJJTJbxSW3idie9/VnyPIHWCxXEck/lZbZ9NOKEdQS1wiW66+2Y\nzWjyvAhcAN87DMt7JxJRSDAk8lOTl6GwQdeyAF6xCTAJs306E3K1bDUhXOoZSRNrESG9sj2UuI1O\nN8zE05C6v28bDJ4C7ErAw1mGTB9Y2x5ixAFyJSItQN9pfIw9D1UB9BeCp9yD5gsWheGd3CM8l/83\nZ3+uufTpwffOOH2BgXx4z2RLSqEetgSEIN0rkVr+LYgaga0J773l3cfVEJ1PwCDci8Y+C/zlEGAE\nHDEDm2cc/Sir/eNQ9tGPCN7z3CL4KhrnfiizyuzOZO3BsmEg2hCaVBvyzg9FAYvvEmyWaaSG/y3h\nZQ1CNPt9ZKKYhiS7pxFBLCYgWm8FzoL9D8D8xcA7UGZMbGONTIrrUb7ElQ/Czhbx34WXQ9l2Qppy\nJ5xdLrCRSRCQlPwFFRMWmSz5iOFJ4/Zw8hNDhqKF4hyFAx5IHD7Q6KiY/Gqt3oo5ye3PzPMEWx2a\nNKWIcVxt298hBD1j3+8gI/Zn4Yl9emlpYF0NrL4bPkd+qGDS3l9MkDbH2jZnpOUEm2gDkDoKZUst\n88mDvaeQkwgzA8RAz0G8+yUC7U5OSoWDhyBpJlEh6UjW8sMzdFlgepKBZWqQzS+tZ25BwpcD2zhD\nc57oRvoWND/nEurjYM+a/F9MME+438nHopl8++dRgiMcxNd6AwPNieTjGZWSc/zkwqWqEoP6bSRd\nkpBK0fNFl6CFwh1AyZd2sAlamoK6nrUTXQrdi5jlARsgzwirRC7hIlP9S5qCfTgZe+qtiAAKvRrR\n2euI8V+i313tYsdnLIW0ASr8apeUn4d8ES/BkGDsug8CNbD8eph1uaqj9kLbuBOllRYZ/sEgmPw4\nrD8Kd7QobG9hMzQ+bEOSHJe3RRPRReildyKBw7laL4Ia7vb4WvvtkmcKlV74JCENcxDwqIa0Gd3j\nDRQWO5rgA2sl36frkV8ntf1ZbX+fVkAoZm6hR/vvhoGWvphLCRyECG4FKuU0BW5dmb8C3sexoWZb\nEfPonfjvkqZLZa4NOfPLedxHEqSO4baziFzmfqY3PHtYwq8TUTFQ2A7jPdr5YFMA2silAjqwxmsU\nTJTX8uOIYIeCJu/N5E2Wt20IXOJ0Z7XXReuN5no5+YzylaNmjjBCPHhUa5PD4LWi9cnDUflf7J19\nfFXVme+/mwDCOYAhmBgTKZRCwBiKNRgYaodCRUDUVm5Lx46ldXpxOtOptjO+9dbWanWuWjutbbVO\nmamfUqsterFVMSoW6tSmEMCKYOQlpaSQGBMIkSQHEMi+f/ye56x9Dm9auTPce7s+n5OTc/Y++2Xt\ntX7ref09BGmjk0AqVIxU9N0dtl/CttmOElaykmcGAakD5BhoPSWActJcEo1GTo8zCSqm2wkKCFJk\nj93DS/a5K3GQJKiM1Llvrgp46/43z43oSnzngtcYYPoGJD1+E8VPlkJcZtc4F1oXWSwvema/R+Nv\nLPbns8ioPBeN5/+Oxiow92pVypxpt9e8GCouRsH1k8hmBPX0wjVVcM8GWPt1qJ4PpV+246S0D7VA\nJUTj0MP2dMwdhJhoj3vzFORRdp5HCeVBMiiMzb3yxXrtrle/DEGScBEaRx6t5M795NxLcoifkPZn\nb/tbaDGwHp5YIbXFvXdDf4tUpBvRbN+FBnYK1u9E9i5rDlz3ooXcm5v7PBllCALKHYQB4WaiTgKr\n2CYDnLjRguTT6EFuswP2E9nCwFMCsbnjfAaby7MRUucwFMFhdrat2Sy87CrfbyeqPmlMTAPsGoch\nQSs/JNE/u0MpX7Ve2ZsLqBDCaj00MEXoe3ey7SHYutrRRbh2ONRWqZI+5IaS5a1ecQv0niJt8Eco\n6eV55GSrAoobDXQb0cNIuv699bGb30dYZZIJAt7KyebBDyZMdg/5hGzpq2xK5CgCNSqfRuU4CjM6\nzyHjJ7AKgYUAI6Fng7BxBPIRfQ/YPQmGPok87FUIiLyMywu6piqCc74YeGI+XDIPPeCNsHARLJio\n+79mAJIGPVNqrh23lqzUHC8yyXMF2YqjDLb9PGfYY29PJUjXVxAM6M5b0E/ni7+g3ZNaGnYZPj48\nljrf5tlBbsTLO2onudp+UhCDjIyi+OPAnV+BG76uxJKViPnN+84dyZ5UtBUB4yHkOfZWBCy0bb7w\nbkBChHvcIQDDOjR+XPqYRrAvDkOTZfrVhDhEA4aeOzQJn0Bhg56hlwy9TD9sB7vO0WQqgo0q+GO9\n1TCaA5MegF/BypSA2CW9kt+RRbfWMxXrZ0T12VrsKbvXPgSCnAMcTgvmarubKtbZPXtsOOSmK/u9\nu1QKwX/lk+kUcm2jWandf+A2T2B5S+488BDUyQhMZlWhOlHlcGhnqI3jrGj+zL3W3Cg750igdCJa\ndWcDNZbB1Q5PlOXadd9KGwNMvwuBy3cSGxYhyXiyXfjzKIbrTGi+XsJcMfCJzyLD9GVISv41eigj\nCXmYd4s8GxQdsh546i6FIQ0ABl6mL/c2wsDFsHeehIJrB1lZ4Qvt+oqQ2u9kMp9BKtVEZD44IIHk\nkhFibxrv4X8ptDqeDzxpDH+DZJIo6AObewMXiOOrjx3PRoPc0CRP719h3fODE0EMUhrFa644/n4A\n0Tf/PyUG2Y3G1Z1flwYxjFAUd9dRfuMhRslVz6XPpAPRHUUrCAswhNjnD9jnaYRBMTOxXyfI3umo\nmwb6WZnVVTByhYCzepBIfNM10FlvBLUuBmbbG2br7AvvqiEbRmA2wS5C5E4nqMaSXVfpfGBRqJnj\nbRcCzgN5953fXOqsRWA4gbAAFRH4Hhw43W/jlKHJwOekTbRf4rusENiquECQuru8EaZfCPwLQbS+\nC55epOPPKjPawQagvYYCtlHKHOA9lPN7qk1GncxdsLNOqYMg0a/dOuspRERCmy5kSxldtGRDOodz\neLVnyHWIeXvierjkXIRqJn3SaZ1kJDFrm6D6KaAlmA5bgHvuh2tWoQD6OxHK+0BbjUDtCaj4vspx\n3GkRJgyHoSsIjsIbYWAT8CgMnAjXtsATLXDJIlg+H059VpdWUAZ7J+myOoCxG2Bog/XnBEney5t0\nyHsycE2KLMHHQ4u1nJdPhIfWwCfmw2Zj2tpvz92la9AY8kV6HUG7cSFlMGEsnZD25/TM47cDaJWr\ns8/DjrCPf7cr7/1ID2oxoWT2HnIrW+y380yzzysS/+8g14cwuQiG/od9cCZdv+BFwCSB/nhEfDxj\noujFvOxwtu5OkpG9bwkhMVrGs+adUP4tSR2rCPTCY+z6twBTFoXr8gUjKSl6O5D4vAMBZZIA2IVC\nr0P3WOKYDqAQJNf9KKvSGeGwd3fojkFAOgQxK7kddMMGGN/HgLMMeOZKePMB6P9eGPMyLIRZ18Py\nKhjTonssrUJ9M6kNGh448kDwG86QrSEOSIWvSvzPmbTTkjXLdpFLipIEzGTI2hZMOh+HwP52NNic\n8q0SqLMgjELxtaZTSrF8ArNedKFwnxvQwluMgHMcQlhLyxzo0RT/hFzqfw1XfA0ePA1IiyDmGWCu\nqRtrgK3z4ZrTYOVOKDAO2HWE2PYdwNBzofTb8MQFwS9WmoJrLkYPvQN4QALqVqC8BT5RhoDduu9x\ngtm5k+Csh0BfUEjQ6DyJazCHJwO+o3YSq+0nBXh6S84VJ65IfucERZAb4ujNYo1zJsYGMH7yYPNM\ngukEgjq/h8ByBmi23ZU4WSHZycNYvRacAgv3G8WiIe/ebqtQccCO4SV2+3rYzEGg0Yh/X6H8QuCL\nkLpeNd5phMKO3AHp0mjSlunbksC3Ak0iL7hYhoDTI77y1fethCQc72PPZvLjLyuCJR1BAPOu8NZg\n5z6zMXy/hyB9HmqBgtcegDPeC6+8LLZ3gJ56pto1Tx+E7BIb2gQ24+xAnVhNXgL9mXvNNtkNuti7\nST9Z0mg1zq3tIzdELRnj62PF+wfrn8kzUHopaHVsIdhFroJoOPB8KLg22DYfAOkHD1cAACAASURB\nVFXI+RV5WgdSUT5ZotrwLmEO1nE4E5gDD84HlsDCnbKlzj1N8cIvomc2t49iZSePAK6E5ss1FDOo\nnlZ5Idmkkku+jAb7dhQ5sBoh45vARKXYVoAOsAqefjbYK6eRW3ewkCCBJsm8/j2xr3MqH01bfNvt\nzw6j47eDBE+ys4K1JL5LPowjCSNJ8MjfH4JNbwNS3d0G+ljit2sIXBzTsJjs/0gcpJdQ2u5HSA37\nlk64oFNEPTe/GrIjp/tk95NnSETrjwR2aNvGekknfW+jlJs4VC9H+zaCqumRL96S0na/xOd+du2u\nol+ABvx2cuPk+xBAcJT1icfFFgNDJyAb4jSUsTOkjC1RrvVwB8FhC8Kw36G+L0ASUxeKkvk9UDEM\n+OnLshvcUa8HVVMD1Evy34WQbAmhmF0+WbKtBD1NOvdz3TCjUze0uVvPrAvzr+ypz5ZASSY8tSfe\nnWxrAIer9E+8akX7ribYPj0VMulObtUNp0fDrAOwsgme2AmXfBD4KfAVJJL2N9D8Rpto5fYBv0Uh\nQleQTZFcuEiYuqAGeuqBkeJMrS6D6gF6QK+vgNLr1TflFwKlxu/qfKO1KFZtux0fBJyldg/+oDNk\ni/8t/3oAy2fsPclQ5p+TarnnLfgacYAct8A7bye5w+ikAE8IoNia9zkfCI+0qhUltrlk+u+EGkZO\nmtNEru3uMkJQ+GXkOpSiJ8k1qLrHfTZCx3XAcLi5UePyESQ8TMXmls/SN5DU2QWQgY0ZWie1ZevS\nLOuGGfHnIX0T5fFtLIluyt6jq5qt5C7ARUgwOx+Lj/wyMoD1N6X8tRZdeyvBY+LBsJBDxTbLxfVi\nAlK3E7gFVgN3tXABciJ7yqp7/x2YSpH6/nuCs6m//Xx6GVpsVr0X/moAcLYqXw6rp2A0HGqEgv5l\nUP73cMVNcoIkjamuhlh6YboFqITKNaFmOMgrPgS7jwESqBo4MvmL30OyJe2fLcBDZ8InVhBsHbvQ\nQ/YAR0cXJ2lpD3i/fCe8eQHMeg5JsHO64UMlQFtIjbyUwPe5AZgOC9LIdtNhUm0lIb7YKsceWoHG\nYxFa3JLmpHUIOAdjVcWsXUAA/a0E4OwD3Cth9BTbdJnt5twQ51s/Dk8cbjCBj2UXIX/FcfmEtRNk\n84yiaBYK9ioA/i2O4zuOsM8HUbRjP1QHfmr+Psl2UoBn8iKOJDkmpc1dHFn69O999duGxofb+1yy\ncOkzCZR1BNU+61RyNp81hEqEDbDWxLrqebDwfkVRNaCBfq6dJGvzSS7JRUiXb8jV5WakABoViN18\nE3MvRAP9IjRaPVzFVVYXlzIEzsouNEEHGFLuI+jcZYnfOCj6O2hlTxIY56/0+4BRAW9b7FaSaeFO\nvjMdydRO9VeFNFVSCGw+/DL8MzCqPmSRdUDBu4GDLdB5k5w+60nERhHAyeOqLP2xzM5bPdEY1q0N\nqQH6l5CmLRsifKTwmfwqL/mOowEgBG4lN86rkGDv8OvcCAzTbc4klOHlRbSi3pKBm1FlgKWZUCbk\n71NQn1FnPUbgcfBIhV0E8uWPAk9B+TQEuE7o4Qtgkf3/qO3bhMxOV6AwJQ9BcfWon+5v2dcDB0RS\nqB5GkEancriX3blXXGvpyvv9O24nSPKMoqgAxSTMQLrD6iiKHo/juCGxTyFwHzArjuM/RlGUH194\nWDtpwLOYQHJTSgBByE3X9e+S0kQhQYUoSmxblfiuiKAGO2hutdc6ghq7BZi7AfhLpLZPtR9uBC4z\nD+cg2H2/QpQGpqA8Y95Xp/ICIXLSkPg60EeQUzoaBjdCczeUjwbStZK2egie5FaCAbeAEIeXjEI2\nlTHH+JkkfvZO8+0OkkkwLSZk5GD/e4e7Xn4l1CZy8R1wOsiVRD2aqx0JPyV9oF++5PCPtvMGZJht\nR5lH70UTvpIQq9hJrhhTiAaJZctEq2BcBuI1Vre8HX6TUeUIqOZNahnA0eMO8yXP/FYI6vOZQC3E\nSy3l1pMlIDtwtnXDlm513UYCZvJtWHs9VC8CvpQRkM0kGFyXZkJg8L+gcXMlkjKHoRXiXDvg+Xbv\nnUiV+gXq8CJCQGva/l9jfbmYXHq9TehBjUXj4p9kS02acdoJgoSn++5HqOOa2xDCPHLg9d+44/eE\ntBOjttcAjXEcbwWIouinKNAsaQ37BLAkjuM/AsRx3Ha8g54U4JlC48Ntj8nmtJHncOS86nxv+5Hy\nbd2u6dKne9ynEOIdJyChZxRQVWUEDB6wbYHqVJm39kqFg/Q8BlQqxGZ9RjWIFjgTj+vbG5GHvbyv\nqjyu0LY626WwEdKDoPV6KL0L6eMb7UKTlHzenFopyW2ZBNAUucv/ATTRkuDozfXUTN7v2u13iYF7\nzZfhkdu1IHlIVJLuz4OmH7M+LACW9CrB5r5G+Pv5hCDdFjmRaDHWoHOR+mm1v+kl0Ol5a0cq8+sI\nAA4AVZBOpkG2wPsnIoB9pPYwf83xWtJpBAYoniFQBtE0Arl0EpEroXiN8G2GZR81dRtmpSz64h9R\nHOsPUAfeAXzM7KCgZ1CHBuTlyFt0j/XNBxDgDkmFwnTF9t0Be3kROF9wRwAfNDH2vtpAkOyercHa\nN841ZWez1aYl/reko5zHsQqjR0x8Nw3NtXko0eodtxMXqlRObiTfDg4v0lIB9Iui6Feod+6J43gR\nx2gnBXh6S5qRXCtywOxMfJ9svh8EbSp/u7dpBLunZ3p0oPG5Dqmdd5YREt9vJUhqnaj7z0cgUwXp\nZaqa+SkCCLMaAYGvaeMglDts0Q2u1qfq0Qp12dxtQLQGuK4GzqkP8YtexiKZ++bgmdQ7k/97xgjk\nilcDEPA8T8jxrrTOcGNtF8HY5ZLzYOCr0GIpqe59deG0nZBBex7SNAsR1t1o/R4vMvvsOJ3rpcf1\nu1kLIT7VgAkUAjaYQLPmRkQXh1zy6mef+xDsuh4N0QX3zDuyxOnrSH6oUiKeP9vaIUxe97b7QrrK\nrmOmbjxdA5PqFetbB8xNqTRLusUY16da/fcvI2fcC8C6NqVyen//K3LwPIUGpXvjX0LP7ZMPwWMf\n0YBvRs/x4wQg3U7IO+0C/liri3Fp2an3PPjV6Ob6Ic2tk9xIBM8yayYMF2+e1uqWhWSMcCcnqMUE\nLtLjt9OiKErKXj+I4/gHb+NsfYFqVE59IPDbKIpWxnG8+Vg/+C9vHgKTLzV2JN7zH0jy80p7d1uo\nmweTpAUr7TcTCfW7kwbwicCCG5EU8xdI/fkg8LL9YBTq1oth93x5Nxd2h3O02zEXdsvJkE4hzHwO\nDuvmcVD5qoDTM5MGWhE4ZtbLO+ujeBsaqfsIEpZToL2IJlUXQqou22ciAUwHE9CtA6HHR8mVNF2C\nHUy2WBmQayu57XAWph6CX8l/4r6hX1t/34GEos8CVz4Ok8vUUaOA6riMhVELl6A4RCYSgL2fncAk\nq56M+bvcC4/6J26SoyhussymQuB6GP7YkbOL3CeWbB6alRx/WzFC/iQxcNLg7gnzoEJ+RiuXHgRF\n3dpW2grLMpJGe5Zq19bbTcOYqt/xCzvGcMRos9ou5gPIhuTiXhpo/ohA0slQ/hYhG4n9Sq0P1wPf\nfy+8awDcV69tjxPiirbC5vvVncksNb+UDGGdyFdmMokuOUBwbLq/4oR52+HtSJ47j5Fh5HEy3s4k\n9Jy3HcCuOI57gJ4oiv4DiVAnN3j6Qg7BY36A3LHqTqTk56M5jpItOSGeQvPT92lCZrfF9r78DqtO\n+RWIv24UaS4VdCEkWARDjULpkg2woEx8ikUI5xoRpn2gD3A30lsZC7wSSHntMW4EqlNo1N4AN9db\nPW/QituMJmjazr8NgeCL9l5GsF3lJ7q7Q8I7wRE+acfowCKoCejhXlgINtZO4G/hzkr428sDr6hj\n+D6CQ9r5W0BCjz/Xf0IREIfuD4RHQ/+uhQUp+9CEyDggiIzuodoFacsF7WmB9DSdKAuYoyC6Ay0C\nE4CKKZRRd5gD6EgtaU9PtlF2egaaq99je524pJCQM1okh+GyJujqtqB2YNt+mGH/9+m2AqwZ2JxS\n2nnBCPTsr0WD4XEEmD8zX8WYNoU47WkLObur7b3WruEqu2DTZmi3PpsK3PSycp2HIBX9doj+AjmU\npuoQDpSedpkiAGMruYtKfoxv/ufGvPd33E5cqNJqYEwURe9Gs+qvCMVYvP0C+F4URX0JVcu+dayD\nnhTgGZMLegcSn48VquT/OxZsIUiayQlxkb2PQg/W2dI81ewCYMGlwAuwsoNQ+/UipEo/gEbIKnLs\nAKWnwN4WqWg3ZIKEXARM6YaCHZiU9AqwDfqWwbmSh7zkh4fadNbDLRfa8b0GiKtfjgLJdJmkfbI4\n8dklzmTCusebJlOInFLIdbQNwEOBKWgTSgUkY8drBuaGCVNK8C15S1oOXOv/d2TCc//Q6ygUJhpE\nSFPxe3A3veepJh/iOOhZZyBq4BVNJTjoFlh67DRg+alHVR3z0zGNxCvblcmmezkTaJF6/QsCnXsC\nOEGftzWpfHRbE5SktMaNRN/7edNzpDnvA55p0qIz+QbdH7NRx7/ZJkKR6Yj1vhQYUgKfbpNdpMpe\nz6GTnJvofH++z+vmVv4BJl8Iv/66BbdfrM0F98tycCQ/grckYY7dYja7KLkGHyJkIBVxuOnsT24n\nyOYZx/HBKIr+ASlBBcAP4zh+JYqiz9r2++M4fjWKoqeRrtmLwpk2HP2oJwl4evOHkQ+KR9vPWzJo\n93RkbhyDMONcQhrZChSA/j1C8cV1mKDTBA916P9r50nIWABSc69AE/pLwADYfIrKxt68H24ZAbQK\nCF8ihEW1Y1r2CsTU02zSwzigQIdttWudgsjNWQj8T6RyubrtQapdBFtmUsqEEJr0PLAVDj0rAPQ4\n6PUE9cvfRwEV70Zq4LlIUrkACg7Icv7Y++CSfgQdrEs3eAFaT/YRcsb9mWCXuMW2T0IVgrsQiI6y\nZxGlUArQPrJljLOMHw6myVk9Dkl3XozvRfv+y4hN/hvAReIa4OfAK7VZx08+WB5JGk0yB3nL0vMd\nrNfGK1GwvLvvVxE83IYWC4zfYB3QZYtic1MYzyPPgm0rwm2OQFL62m7oWANda2DuWcjm4aYJN8T+\nsU2RGNNUYn6f9+UkZLusJBT+2wJsUx2kFNrRvegQUnK9JReaJJB2JL5zs1pSUvf1w793Zqr84fmO\n2gkKko/j+CmkfCa/uz/v8zfQaHpL7aQAz/2EBzIMLapfRHM6mo9W5O3AdWUwU0wMaxdD9b3A3fDE\nHzS+Jz8Hyy+A6fOATrjoWT3QeYi1Z1YDVnQd7rtD4/N6IHoYbr5cg2ssmpNDLwVuQpN8BpK8vgdc\nYBUxV8EtE2DbOp177iCFqryI+DxKU5aWeD7ADkPHQVLBVgfzZZMduikDlSOkUY29H2bFsyFdy8pM\nmD9nYlEAzr34d0iUa7b+eVATEXJrqLlKHe1HEysZoOHg+DxBJAdueNgOkodC4xF4dhLuYV/iMO7U\nHUC26gfjkbnkImD8Z+24G3Q8GlDs5zeR1NRJ8CC7F8IDwjvRqliEhvg0aG6B8if1PJRkX8ITVW05\n0uSRyD+8HW1bAeareAENiqEpIeII2+C+2q2wt0m3MS5xvkrMBjoRCt2N8TLs6qdjP4ok8pJTYMv+\nsH/2YQ8mkLu+qwR+pXGzPAPTU7A9I5/a9Cb0IP47oVzIKh2shwCMnrr+UbRO/oLDnbEeCWa8ITnN\nQ0jbCcL+V7E6VF9ED3fIe5HPBb4ZPXCEXn2b7c8ZRsdv7xsIq/dCVIWeclKV24eWygHApBbZ/9ZD\n9TQ0Ov4ZLilA9sCtMP1G9KSvm81T3zC63w7gUZEAD0ywaAxDwEmBQHQjipYZWoTS8vYRgtbKCaPm\nalg2Hz6yDnpGK5f6k93wvxDWPAdMzUBFCk3+vS0wcArwEpyVgic1QwqR4LeeEOJyzd+g9fHiWuiZ\nzeSZtSx/FqafhnTAechbmyaUf+jQZ6c5OwdNgqgIDtmq1AsUHCKodT5zXiAgrf9fiKLgfoBWMvfc\nF8sZ7j91EpUee1Qd9viSSUpuz3aJdPxUBPQ/SsHgjFTt/0EwlCYNasWJ/z0afwvQk4KR6sPyiYSY\n2jUAfSkkd304lu0zma6ZBNI+dkoGA2ekxNvm/ZQhxzXfi4AzfRY89Kok0GzS/kbLFIJsYsAhhHXp\nU2QXBVtbK+3CByP1/Ry0OI5py65O01OquOn9zfbEzfbYdZ0ObJAg+u/Wf9FEuHwNfOBCWP+s1oNR\nwNALEfBV2fmHIfKWN19WfuojyGRwsE0L7IvAdSUEPtpB5Ky6LD1Gb7/N9ufc9rfQzjCDv9uSXEfo\ngwCjk5CyMtJ+455Yj5uBEDsxCuA7MHxMcPhMMRabwUB/raJzbySb0paeCC+sEU5Mn4h09plIwvi1\n/W46MsA/CjMmwI/XyWP+YQScxQR1byvwnow5sr8HXHdQ13jQJr0x5fQ0asJutrjAuu/AjBoLyOb9\ncHUt09O6956vQ7oHuDUApQcmr0cS3g6CmlicAM52oHTge2HLy/rS+8x1r1EEcOgEHoSnvwCzLJzF\nbaj3fQVmeiC/n4fcWH43tzpLlav264B9l6u/0vdm4IeqgsoQ5aunUwTATC6g3kYhafu8TNjWQHAT\n/xIWRi0M59jSZn7Lt3k6Ucqs+Qj1f5UJ9mFfMRK2o7SVKeiplxeipxu6lsomziTUv9tKoLyN6pQ8\n8GkrnjWyH4x0M4CD4PPWaeUlKh3StwSa2rKu8UxGlzXBL34qskeBbEG9ijseXwbX1iM7zGL4wJwS\noC/jX2mRC2UrGtMftKynM0pkXipvVJ8uRfPjj216uOOwbJRuI7oxUO3bF+lF27TtqFbUP6GdxJJn\nn+Pv8p/UOpHOt83+9yvzzyMRCmyzVzsh2Gyb7VtEsKHxSgCDwUg62Uo2LW0aBL3zXBXfmoSpmlfD\n3j+g8hvulHjcrmkx2dk2d4QIIQpGi+OhxQ5ZgATDgjJCPnm2eFlJGPCturVL+uQRU/gkWnuTfn+5\n7qEZoKEGvgoV90JFkdaTPmgiuZqcFNg8kUWZITu14cXEa6tddIbcQmBlobRsNuSpALi1TAEE1tIE\nJ1EnuQlM+xLX8g+EmNBse0E7xC0GnH6QJMdeA0GFTyHvcotdYzHZUhmMBD44m3EcHseZ3/Ltm+3k\nkvxm2/XA2SmJ05XkJhS0ozHlC3taC/BGNCYGo/voWaHsM/a2QbHslTM80N5ZnbcmTl6JVp3tQH2b\nznOwTf3QCrt3avdebJj7jbpT8ALCuB9r11gPhy4GXmsT70EPMkdd7vt+xkhsRxpYnaNx2rdGVRDe\nZYaf8hJ7NoOMYrHaKBaxizZQ3ft2KaiP0txh9FZe/wXt5ADP/YRBuMO+25HYPhIBpLvH/bvt5JbY\nhcC7+aWPhHoUrfC3jao0yC59HnoXGgg286snKgbxwRGw+WIYeBfKCx6HVJnbSiQReEbMRqAd1jZC\nc6NUpHORYDQKE1DKCEn2fWtsYLWJYePiYJ/s6Q1q+xQkuUSjoWci8MHPCyC+CBVNQH097IDln4Nr\nO+DziDj6k3aqXUhA6SXwLGYjFL7UEryz/vLrdMNoQmi48yv2j5M6HwK+0ZK1eXYSKEs9VDRJFVhE\niKj6BbnBAvRDE3tbShqwo5dTanmMo+fd9lMf8En77GCzwU56B/BabXbByG9JYHShNfldR+L7DmCW\nRwwezKjPBlbC8koB5zAETBeR049L1hhobkmRXqzv0hNVg4j16qyBI3SvPZ5nnuWxS9z/X9tF1MyW\nPt+3TOe9QM90NDIRlJ+GBkwH2Yqabkuu8pv6N9hdBQVVwBn2kM9Fx0vrmvjxdw0Md9g48EKFiWDA\ncgPLQvRuGhR72lBV0gnAVOh7JQy88ghP4E9sh97i67+gHRc8oygaEEVRfRRF66IoeiWKolvs+6Io\nipZFUbTF3ocmfvOlKIoaoyjaFEXRzKMfPdF2kCvtezzkSPvsK8x229dV+xSHrz6VaHAn8rmz3sat\nSEVKMh+71FMFFEPFPGS43A7chjKNvtSmwDgLXthrtqpSrAS4tT0IHDYBrWsIUcgM0zUPLNHg7Qm/\ndbOqG+6b0fWnBwH8DE6rgW/ByhFwzyTgIfksPB6vyG7/UQKgbbP79WiprSAQSBoDQdfiSDiK4Mlu\nQdEFLml7Xw0/PLp4AIcnOaQIwQEfTVxryvqIsWjij8mQXgM9+wkOI3cMYed19/RUaF2KVgMvpORp\nLXOu5J6jlN04kgrffoTvPBR2BMgOU4gcWYOBRxrgvAZ4cgr8aIrIizutvzp1Y3PjEiragXMyIlGe\nof7iUTvWLw00C0xtX4FCkpJ2Aw9TKwL21MKbGeCgxvQb6vs3gJ5XrcNPJRCvuJenyyIaTofNzxrT\n1PnAmy2K/HgRAXI/4KzZ8ElnI3GWVyTtAmECAqwTmcNr5ktorrWV0DQaSgmFk05AO8klz7di89wP\nTI/juDuKon7AC1EU1SLB/5dxHN8RRdGNKBPvhiiKKlEQ6tmYky+Kooo4jo+9PpxPKEE5kiBtjrTt\nDvPn2XcuQbXYti7CCr6BUGP9PB1zFMKN9xcih8uDaAJ7esnX7LdJtgsH8A7kxKm13zxqReYycMtp\nQDHMaJIty7hxAZNCHiVQ1Z9WJvYggEaT1oZpji3r1m/LB0FFKWxeChU1iFV91WgYCZOb4IURsHmn\nBMF+5BLcewyea7Vue/Q6TUue1fpQ8aSIijvJ8gcDRwgLu0rHm3xBYmMpPLgfPm6sEA6KgwnkPg6i\nHnro1GXD0YComIaekZe/fVQSWpbcpJ0sS1FWQgKFJVmfAcEuugt484EsKbD3/9uxe0JIwCoEdVj5\nFLihUUDyGbu+8+pgMNy8QrXUaSdED0xvY9mKEBjPU3atk4CKEjivTXWtPgPN6xLJQy4uZ4NByfKo\nZpdUS1WtLjP/Yx89wyiDno270yfZDUyB9d/R4SpqlE1UsQnWroDqRwDOhO0tcIbrJUmK8HV6aOW7\n0CTsixxDZ2rzGVXwWr2k0V9mVDaVFuhvjrWNnJj29tIz/9PbcSXPWM1da/3sFSO7/4/s+x8RSMY+\nDPw0juP9cRz/AcWl1xzzJE7P4p5eCC7ddej5rQF+AvE06JmHwDZF8M4PJtAn+V1VkvVAfuxqw1ab\n4ZufJTgBignUb0/acXuAmpSqy5nUQyfwVZEeX4piPJfshL2v6pwzBkkgGUsiRa0Pmog/roX6Fs3u\n84FTJYE1m7GzC2PB69b1lQN0yAnRE9XBx2bDdXDtWfKgVhHWil5CcL7nlrs242vKLkLgwpJezfWh\nZTB5Pkz+HUzeABUtUPE7gWvFt6FiEUyeQLBBFpCVQJOxgQ7SPYnvWgjZR3WENM6xEDzn7rF+DtEw\neb74WGQucTXWM522mhPGbY4OnG2w8JSwoHhrz3vPb4fZONEQnOxayeY6OVD6prQI2o3evCIk9jCG\nAFhYqGW7fS7VBe1dAdCt8fUDoKeS8pS87e2+fzEhViiFEjMOtpAtUb0GGKHQrDcw4ByBjvmcde5w\nwuDbCOPPguk1Ou4mYPMKY3fyBzYc+Hi9gHBPPbBWnfhai/r7tXqp5W+2IAB1lQ9b0Ko0//qXQX87\nUScahCeq/V8ueTof3lpkbrk3juNVURSdHsfxa7ZLK6EmWDkh3RzU4+XktSiKrsLG4LuGklum0UWX\nF2HZ/YH+31vFl+0fl0i8qBiEwDWP4k6TLVf8UdCg2AAVfcglzRiMcoW9FOYAtKo2IcKGdmhtgtJH\ntf5+BbisKZhem7rl/7gUabplmNr9HjvWo6gEwyNtAvVnQ8cVdoeic+kyi11MaeNG644Zk2rhx0AL\nfG2aggGc0OF8FAo79LPAPTC9fxlZKWFPfa4k0EWoS+Fcn83kRtFj21LI/uaU7I6OvwhBEL5ugbC1\nlBC65N3rWDkYGHqa/eh0AvofAK6AnqshfYCQrrIROUB2AP8LWoug1FNSXWTOAAPLeA8t2UwXOJyr\nM9kcNA8RwkcPILyuWGTX1tdCyw5mEIDJ4752ReDVAIS2Xt6zM+8E1gamAEZCodlMRjYoVz9lPynm\ncBbwKswOaXLL88BUjYs4ozU+3QTTP2d9MA8B718QeAzSyAi/CbqelYMxW/epuF7e9Z/1FTj2lyee\nITUwZIcYwM6wcbSnHvof1HZfJYaYo2gI2ocdwRn11FE6/u22/xfiPE3lPscIQx+Loqgqb3scRVH8\ndk5sjCc/AJgYRTFXIvSB7ExrvQpmnIZQzyfUt+HpMoXAnYpW4dJBEHdbnnOnBldUpnK3xcD40+Dp\nnTDrdwgggeW9MN0pdlxM/BZCojI0KP4RJWUPBx40QoevaddH0OBfZvg6BWFi+SB4odtiqJ1i5lG7\nfkbCzDYNsFbl0K+1sJ+NGHXZqVDQApsNxJpQAP7aeqi2rJaBT8KDruL5uyPFLqC3RYN/JALLNCEh\nfTASC90g6VJIstzFCHKlk6RDw65rJjLXOV44gO4jrGn+c0/jnDXINrYkfuCS5X+D9HdQIKnb/jwK\nYDFQZcCZQrZC4/TkUA0ro/rs2unNu8OZ+5IqvJsUHfx7EfZNn2g/fAG4uw6erIS+26S2TwNeV9DF\nX/s9Otm0Mb8DDJxGiFUbBdTJPj7wSw3hhKMgvS0F6Yxw1tPR2o0AxVV3qoAdkkBnQ8+V0mILCXXf\n/bk8kYFL3o2em0vJu4DPqc8GAHwVlk+C6Q/btkq3awLY/2egsbMRUUKtb7HMNdv+OnB6i723SSIe\nXQ+Niil+CSWGn5D2/wJ4eovjuDOKohXALOD1KIrOiOP4tSiKziDb+2+JwSSnZYDN/ULFyPGWRVN6\nL0F6LERJ0TfCrNPg1ztl9jwAbO3WgnrNmUAZvL4GSs+H3y+G6Q3AX8KsCXDz+2QSn4aVwk0TmIR6\nCIzdLWhp/7F9bkcofRm6yEWWQ10IlY9B+Ryx5rjjKOs4uRypVE+hdAw2dvQmMQAAIABJREFU6Dwv\n2rl6TEAwcmQysNbqIFWcJafABqTKV8dTeCKqYyQwvoGQrunv3twWnCY3MbkZyf9pQoiWO9QSQfA5\nhs8c97g1G8yOF0kfn6futdolbCXkuPeHUKQKQoF5P28HyjyuRAH0P83IZHMBsnUWJ+6lCmiwXHYO\np5KDgFMeBpyvuntOezsac2eCyK9vR3aG5Z9HFqed0HcqUAudupQhWHeWIamzA4F9MQKdKeqMvSsk\ndQ5ModTOSej5FAIMoieTUZB/A9nwomeaYK4TtrABhQXVQG09fVBWkbes9HuDPaJrExv6KBa4Fii2\nrtzyBckGzZfbWK0kGMptHMQdsslHZUhQeAFJtTPs2C7en10Gk1o41AEFhbDZBv055Ja6ecftv0gl\nfystiuNjC4xRFBUDBww4ByKF8040/XclHEZFcRxfH0XR2SiUvAaty78ExhzLYTSxMIrXFKtM7S40\nMZO8FvnU/hMJOPceglbqGvvZccLQvicTvLK9aGl8EjmNPH4xCaCeX+gSG0jEutz+v1T79GQ012ci\nLsfm+kBJ9kQ3XHKa/f4KpPZfj0JtDhBA7VbV7vbxMQBLd9tgEsholLr4ApIgPql85TOBirgGflkf\ncuCTqqJfd0/is6uFDpzOE/o8kuwg1LypJJcntJFQSAyyqv/Ci7U2FBJIIdoJgDUKZdI8BVzimUru\nDvcY2E6Cxz/pMU56shwJU2iV3CBbcXmc4ukoc8R67MmfHasVA3MnoiINP7F++VllYo+dcHEbbIKF\njWHcjcFsjthvvpi45k6C/cCCSPfuN4ImNzn8BJqnWbKEHWPJfuFu6cPo2cwpUYD6u2rglnq4FZ7o\nlUJRjECq4l47/zeRluSxz7+F3esCefWCb6N4seWz4ZFa2dAP1kJf87T/tJaVl4fa7I3kkn8kOXPz\nWz5f9yFgHqw9BkXcW2oTB0TxmpFvbd9o0zs/39ttb0XyPAP4kdk9+wCL4zh+Moqi3wKLoyj6DNIu\n5wEYW8litJ4eBD53PE/7y2/A8Ddyv0vSzbnQ4Q+wE0k0abSyzkbSh4cInn1Pi6yzc0okJnwoI32r\nHfEkJhmIHJ3fQ1AVn0SocBGm3qDjOC3Zx6Hu9lBPm45EfGO3Xafrr3WE1J/n0azznZfDwPnQbHzV\nDUClg/Amu8ke4GNTWBLVMfcumN4LT6+Bivvqaf0clD5JomAOoSzDSCRp9iHEAXYRmMa9rtJwJGH4\nQgJ6mm7OaCEQOvoxOoCPlTCMpNoXahslheE9KAmAYoJ3vZNA4w+a7F4GtAOpB3WEZGoXEd9n+w+G\n8riEtVFbloeyl1xeziIOn+j5dtCsLX31FHiljs3fgYq4BNhmGTSVwGjItEFhKJw5GONceN6urQoN\nREdrX0U83KoQBt4Iyy43Ae59wN1Q/hUEesW615lNxu/qGkFzG7wrpZW5TPHA5xPid3cAFc8DE2Xm\nqRiDFqVHgS26BBeMOR12r4Ch7JJ792O7tMMZa3WNxYEhyaPFIHfeJakHIDv0wd59kucLO39y+789\nPTOO45cJwzb5/S5ED3yk39yOFKC31A5xdCJkZ1kaRpgUH0V96prfBjQRbkI4dcEXIPo28hR+DMH6\niwgIPgQMh7Z1YU4WozxwgLYODYodwJ5nNRBmjSbUJT5HbzPm2+fnYGFLlgGMbwPvH0QgJV2FpNwq\n65HlKYmVXQjgLobWRQrSLz8d2dlebQhZIml526cAS66HufNh1uoUd0cZrq1R5kjBcwQVHBIV6Ajs\n4q6aO9eni4gOmEkqHJ8FHXnfdxEMiPe1sQ7LmSf4+pyzeZ+9hnpOfgfq2KnqM563z8m4omQbT8gs\nwuzYG5AzZ30KftyWlThdci8gSMFuIk+2fAdSBpi7AnilDtqhYgPKwjkjZc4aYGSdrrlBmP44cMto\nslSBy5pgxhwC2hQpqyg9jUBmWgicCzNOIUie5mlbljHemSYFvZfvRCr+MyUCT8Kx/dH1QVF4o+x8\nTLXu62fH/hRwN1T0QkW7mOyp1Zge+ko9PFmijLdClLRxANgX6od5v3ror7d1umQm2TbnO/HkM7e+\nJCMx3nE7iW2eJ0eGUV5LqglHaoMJxBSeC/E4Eh590Y+/oPIOu5+F+HqIL4b7roKFHfD0uhDb7Ca4\nzR2wOwGckGC6qUSOppuQ2j4f2eWe1/8L5sODc+REqpiIkN6lSw8wfw6LY6nSLFiDnCPrLANldaWA\n82CDyEM8OHLgFNKDoHSO8HfhImBkhmsvgyfqjTN0AQKowYSQlT6E/Ey3a3Ul9kmGaHUlXsn0myRb\nups3nEJ+BNzyWZ3Gx3cGgWirHTaF9ZubFtwI6aDptux+wOkQr7Brfl6fsw+oHaI5CMRGAkxl5fzc\nsKT8lnR++2NItn0E0mL6ITQqQsAJdqIPZYlRetYIkGdj1/wiMNOqrb5OFiDZaqmmbhCeBvweNo9F\nCLOK7ILQcz3MiGdnU8Cad0LpPGTq2ZMIUv+Bbqb0rhD2ONsul/Hqr6H32nF7COaae4H7ofouoNV4\nbfrYMftO0T4D7X4HhAoMHnnli49HEA5G2D+MwJHj0X4+1E4ocJ7kQfLHtXn+Z7T+URT7RHDqKzj8\nASYBdTAKLUnZNk9C6Uz8FnJptwqBqE8IEPeWDLPD9nm6F2Yll5a1hHjDHqSSfYvATLQR4vqEHczb\nJILIY87TrAOklAAeA1MoJKYbXstkJyd9UxIdfoEmygRoHQulX0ZSZRk8cQdcEtcopGR7XkdtRyB1\ngFC0qc7etwENciykCQHvjm3jgfIiYCLc8yxckzRG7wM+ADNPDbjtXkI/zp1AQZyC6ZlAJu0kq642\n+IybRmCx344e7A5kSuljfXUVcF0Zv45aDkuUOl7LD5gvBubGn4e135WkdzVQXUkgSjgHLq4LdogG\nWJiBBZclDpI32Fofg9KJsHkNVHjK62+B9yteN51C46GDkNN+CiLgaAL+G7I/b0Kajtuu/yfwHOxd\nAwOr9LvWjD2jr6DO/xpa1KcgBFyDxuilyAx1rdWKes72GWjGdQYpmmATrKzS7Z6p09Fll+ls86sJ\nEW7TUTxi0jSN/aZTt/HObZ795Qt5Ky1qOTltnv8prZKQTJRUFdysmDThD0H4dQiNL2cN2oHG4n70\nULcjFb+dQLg0rVfgWNgb7DdJ4OwEhmLAaQM87oXoZwiU3kAj5FQ0EX4LpKC1HkodbD3i1VNBp9oJ\nRtr7HFvtmzO6yD7AWYOAvnBehrVrLGypqwSoFkXi8lrd8C9k76q7Xdj6DJKgVkb1TN4Pm6uCf8il\ngqHvRrbe2ahg2Mft+rYAz0HFRu1YXmv3WAdXdCvWeXgHjHjWJK40uSaAX8gs3ECY5y2J/wt8IXHA\nfR+ar+5M8ZxZD4FKkVsqoB+h1Mgm4LoSHopacsyv3vKdQ0n75iEO97Z/GOBX3xWj0NUZW7H9CCOl\nrn+YELNYCAtcX/UwpEL0AGyCl1qWVMUIu4/mStZGDVSPMDXebVGeL7sFlmTgw8XKPd/bBAP9ptIo\nlnKvxQU/BwPP0rlaN2gMFEG2BvvKDEweRwh1WIwG92Xang3Hexz4UAkKgcoEBBgTbNb7CcUJCgjf\nY//7428k11nka8kJEwRP8lClk0Jt99Bb7/ytiW1HMj4vBybX6MH53BtDqPJ3CnrIH7s02DLHErIk\nd/eGfHKXeJNG8t/0SvJ8uhH+tVfzI76DbF47Z9oJF6NMkEVQeiECSedXbEicYKMd/Pt+jCp4NRNU\n4XKAag5FLdCpukY93SCv1xt6JeIuK0ZLiE3XCEDvaVLqJv3LqIivpPx3gSRp6F3Ad+HQIiRK3oNA\nswYVuLsNLQCVKC7iX4CuK/kiwi0fuxU3oqgDnzmok51bJGXPoQzZBv8u2bluN80QJO2NdoFjyXUK\n+D4ZgmPrdWBLir1RW1a6zR8XDnsuqORHYCUFmDKg4Gr0DJdmdMHlFvTNILLU6512oEK7zsLEqwMt\njI8TgLQFiWnbUrAbOK+BaquxlDVXOPJ36vwzgYLT9P0676tPllhqZrc0kseAF2Hzq4hIu48ALhuq\ndCpMdn4F76DZKGG6Ffg3ghloPZI091i22x8z6uP+ZXQRMDa52Pj/RYn3p5Bgk+Tm8OzaE6q6/1lt\nP3brH0XxBKQKZMPg8pqP5UIk8LnkUYgW+TWJ7SOQ1uMTxr2E7UhjOVoISycwtI/AdWj+svIvBHo6\nsIyMbnFLjkKq+5tkpYue3gQJ7lQ0Yx9GNPUTkM3BY1i7gIdkAwNIX00YgT9yy+upCjE5BKyD5juE\nzzO+jNC9AYWq3DqbrIvtl7U0X6BTZ1nkz04pc+pGFPMF6vQd5Ipr82HJHTrzmShtc/P7oMJVd4sm\nWD4NpltK4aFu+CGwwCWvIciu+y0U6OmkI26+sCSovUth4ATC7EwRFqp+wJYpMKqOf/3D0esNeUs+\nWxcQk20EWqvGx/b81ppMVV0Jexu0qHjyxHagBX6TgfdfhgD0OwQTw1a7EIuprEgBPSUwve3wEpLD\nrN+esc+HRIaSLiMERmaAn6J67k7vBjAa1jfB+D5a2KegR7kDmH4vAvFfYysWoaZRCzIHXAZUl8Dg\nNv34S8AHXW0vFJAOqaE5qs8aLV4g5PqXcniFW59LnlGbbB3AoydCbe8bxWsGH38/gKjzP19tP2kk\nT5BE6Q9im707R+9otEpPQ+PyOTSAOlFkRhnijJyGNNT9CKuuIkyoRYnjR4k7T2Z27rZVbKW9x70a\nsNwl8OAelMu7p03kjJWEWhcZgebeXg2qvU0EB00LwdN8I5IsDgBDUkZ6a+QYIGPSCEyKMMaag7W6\n8QIBp0fErL0dsZRMsxuudOqn52EclD8M0QRoPgXiKuDjGV3Db5D6/v2UgPwPdu5iJLqXhizKIQAf\nMzxLolYPTL/aHlCvzLILBiHAG2fvDQSgcQktYw9iA7ADBl6GFhQHnIztWwVsKYGRdTxt1+cp7Udr\nhQSPtGPx1rx9xk9DZS0+ZeDkKvuDBN7OdogbZed8/wgEnN+y7QnTQ09G914xAikJFycycUCLRn/k\nBHtG+/dkBJydGPXlAHvdYX2wp03xySBn0S4YXwMMh/dPE2PSGBIhMBfYNW9Az9bjkwoRcP4lKirX\ni8bc6ZANx+JMjUHOpofc+Oqk6byA4Hc8XstfsP7k5mr7CaCki6JolrG8NVpcev72D0ZR9EYURS/Z\n66vHO+ZJAZ6QqxGBpFB/CFtRZP4ugkAwjRBGNxXZxB+0z76QX44Se5wu9J8Ik89Bcosdx9V2P/9k\nd1JgZBoWjvT09QBnapD3s4t5FChSitz3kZOzFc0ltiEk3YdUqVVoQH+qRbVpqJIatYJs6mdzPcG2\nOrcNHqlTlsmcFM3zFB+Y/orwqXoEUABrlwL/bFRlgzMwJiPbxF9dCS9dSXlcQjQfDi2GQ3fA7lOQ\n6LA0A99FKvlrKMtm62z4OwmGxWiutTbC3IcJ3qEBSGq+p0zA0sfiJj3SoNMe2HdQX51JrjRWSIg4\nH2z9mCFM+u3Ak7PZHLXxdBOHBcInATF/7ji4Jp2Nfpr+oEDxMUgL8PCAj9dlC+iRgT0b9DguAjgX\nlt1htHlmJ+pp0uKYHmEAuq1SeZtuHDwdAeibhJzKYkmaSa90LYn7vohwo0OsszYRFh9L66UQorNM\nSWhFg/8K9ACuJ9hPDhFYJ/YRZvtZVyIiYzvHngzwSrZOu4dEecsXoj00aQtBC0xuO6FmyhMAnhaj\nfi+agZXA5cb+lt9+HcfxOfa69XiXdlKAZ9JrlVS5/H0UwV65i+D9g4Bh8xL7gIQnDzlaiQD0SM3D\nLBy4/f+4VwznIIm3CpkMZwAsrdfE6LWTjwW2SNVpT7y2Yft42lQTGm2j0OA+2AacrUF8P9CQYFSv\n0sVsfsxu0mjBymO3zSHC3V2wbJoO3TMP0l8mW6eb/wGMeUAvquFHV1LwsGxsGQxAu4D32/XcZp+v\nqYVrdI5hdgulLcBf1eR2Xg9iiuovYufqiWSlzrgRKFWZEYYRHlgneoBFhCB5CAXV+iH1fksl90S1\n2VLyyeZj4li2taQZzG2fA/BQnzcEKKOAM6aI43IVwXW8T8AwFauR9IxmXLqG7MNNp4zYuB3RzH23\ngazo1oVQ+nR7d5amYtWdH4AIPgpIEMEV2X2vx0g3zIiZgtZetGiloflV5KxMw8DTCN7SKWSZWXbP\nI4SjfR4N4AGwu9s6j0EEz9w2EzeHZcsfJf0PEMzQfpld5FpYkk6jLg5f6P7kduJClWqAxjiOt8Zx\n/CYyjnz4nV7eSQGekCt1Qnh4+SFKEHwJKfu/kZBD7R7m/QSmu6kE1dzDHv0cSRUw6hNsnZ0ovzfq\nAzOKVKZ38tUWkP4B1HMvAVfAoRVw7R809rfZbxuQINNqah3tSEIFOZrGYqlxS/XdwNm68K+pH5Zd\nBTylHHc5n15CxovR4UYfJSu9zU3JB9N6O8pamYoC7BsNwMbU0hM9IGLn9tmUx7cxNL5SYvU22H0B\nEt0/iUrcfr+Mii9DQREUTMDiH3eEWh/ecQ2w5LGE9GEOi2g07Gk03G9Ak/Z3yC63i1ACwrMgjF+X\n1VNg22yWRA0MR9aOY6npcHh6IIRsGQhm3BQmeS6s0/V8DRhjrsNdKNZ0jfqrBTNvm6RZXkNg43BR\ndpcCJrL22QzqCI9RdWKYIlUc6Fkj0B2MpNXSGhuLhbB+J1o4PgpaKLulbVRC6Vlkqeo6gOWvwsI1\ncPdOQkhJq93w31j5FI/NuiL0ydCUHYdVZA1jzW2aKK/WYpGfPEYiM8laPkWnO4dWEBLDXGk4oYbH\nE6O2lxMi6OAoTG/AlCiKXo6iqNbSzI/ZTgrwPMjhUkS+Q8cdt86P24dQKHAr6gm31+wnMJHssc+n\no7E0hFBuO3muTqTKr+wNjiNaCXneW0vgnpRAaQAqqnUOPDRfAl4XMj25tzHn+lPKkMmquxvRRJxe\nm9jpDfj0FNXCGWQLxkVoYnSBZJRG7Xqx/aRUNz9jEFk9aw/QejmSNi6WHTWdEiCka0xyGVwLY26C\nuQ/Az1LQdSVD49uEz1uBM2B31AL3QHOHcqTjKMPKqIX4coJeVwyMhLlXQ0WVdbLNuCWNYjeLRtj3\nHnZkC0jPVRA/ZsfKiBxYedd1rI9qcyg7IcyPpLp+JKeft3aODKo9oBrsAMuQxOYD53ldb3qEzpNl\nsykUqxVdyihiq9ktuy0Xog4Z1Lfb/buaTeiP6hFBq0hbak5PvbzkzS1i/mIT8KEUGkFV8Kt6eULd\nhFMg64eP3wmQrUqQjQ/7KMy9C3ZPQgNzEVoUd8FuX8g/VQ/0lc2zvER20LNKKPhsCBLpSry3EtJe\n/ZaaCKYu1wSKEttPSPP0zLfygtOiKFqTeF11xGMevb0IvCuO4/ciQ9bPj/eDkybOM78lwdTTMp3U\n1zXbXfa6EKnmBwhCQTmaQK+Tm5b9bUQKPooQ4pQvgYLFdrpO1YjS9l4kZOpMgUMm2l6NJJPWehHb\nuLGkA+FR+U55SrNVESfZTl8F8TUaFx1v6OZ+COPmweZFUHG1bfp4PfysRBczBrhutkBwKnAL8DcK\ncXIvLtfZRSxF5oBngE2mhoIA/ACQzsC0B0IHfBhYBkMfAc6enVieS5nMe+CXNwm0z54NvB+ab5Kt\nr5MQVb0F5tYQZuKTUxRwjmyz1aMhPT+xffkUyhnLE9ED9EMTs4wg0SSbx5YfryWBMxkgPxK71oop\nUFynftiFglrXA6fDzfXq1nGQRejqCSqr4izxdcCMiVD9DeALaEF7EqFbBq116+wmVgls67CMpIla\nIHu6YW+3neIWEsn2hcAGeAz2fsdo7rYC2yUIlF8Ihc9qOM4ALfC/tU4boZTdIcDuP8iUlAamP6/L\nGjoW2UXfdIaWkXCGcXra5HG6vq2Jvk7ySiSba3rtBInzhIEnb8t+uvMY3vbjMr3Fcbwn8f9TURTd\nF0XRaXEc7+Qo7aSQPPNbMuYSDp9ELn+vIcspDEiF2Ip5h621EqpADkZA++/oYa9CkSPJjMQEKTg0\nwPoNKMPDk9ctoG3zszr2JiyOugNK5wssk0zy60gAswdDDkAAWAx8I4PWsDeAg/KUmXRWDvB72zQG\nS9nrNnV/rWb4uXaTM7AARv22Z7/9fynBaOjOgwaLI60iO/I316NZ9hSaRB8B5tYKoGfWAq8Av4EP\n1cDZVyJD6W+g/OdQU5LLiuzWpFKM4aVan183B9dYAnCung2cyq8NOLHTOxO9tyQYHs+bm5+UkiSd\nasbu07OHGtC08hS1xI/Tg9DgMwNrdra16uueNSjltihxP+5x8YgCZLrpJBT5cxU4PQgGDkpUmjgH\n8uXp7ShXPkvkAvB6Iu98o537L8jq0q1AwTxZEy5Cw+nvL4fyCUg9ei/wbrQ6TKqHc1r0OXF297aP\nQqBYaa+J9poJ3AfcXQM33AV3/w4WvAEL4hJuSNjl30k7gc721cCYKIreHUVRf1Qm6PHkDlEUlUZR\nFNn/NQgbdx12pEQ7KSTPZKC6t5EEdaADWftcAnW+Cg9jOoDm6eVo4HyPEMrj42Wr/WYqMBmpt+VI\nIowttGiy/R95rGchjP8ccGsKXskoRhLgjxk2IWHlFpOwbm6ESxt1HeNQ2NV3ELb9Hpg+wG7K+R43\n2g6zgaUtMKcT+Ay8qy/MryP9UTmA1i6F6quBLth9KgyNIUvq/2S3wNc9+ctENDGegGM9GUjfikb+\nz4F/IstiDiqLO7jJYhRX237DZKNzK0H1JvQla+0mlgJzFD61qVbhNB747e7WK5DxDJQC+ToCbk+/\n/AlQUcneqJbfEugw81Moj2fvPFJrJ3fB7ZM4zgQINc4dKcYhqdNSac73A7kjolOe9eoJdqEFko6r\nRyPmpeENWlxHodW0n92nhaaVpswjPxVYquvq6VYFTLbD0MUkvOHGys4gSGVkDnF0aLcoo0thwU+Q\nKDsY2YuHI9BuUXgaHXBgseaD5yE8tA7GrtNlDr0UjcPpdozVOsXH4hKFNfW3elsZ5PnfkxHKp9EE\nm06QlN2j1AVsbzuBsUonJv49juODURT9A5KVCoAfGvvbZ237/chA9ndRFB0E9gJ/FR8nCP6kCJIv\niqI4WXNvJDJnJ51IblNJOo8OEBzYu9BcT6ZzugDwMJI4hyNJcA0iOPLJ5dl/nn0HMHQDGiTfT5FN\nHH21QX67GcB2aF4jr2lzRgLbgkHIS/0S4uRsEqnTeAT+C55EetRdBMPVeWi2LnBPdl/dySOKF9w2\nT/N1xjTVoKmYBiyfAnvrYOAUOFin+EOAHbD2OybdGY9kVhLNqGbO5v1Q8TBCps8SbB2rdB/lo23/\nRpO8Su0GlpTAN9rguhqyhIEHa61u99XwqZsk+W6ye3OtcDYC1+WVcGcD3DAbeIMnorosSXESIBOX\nfMzvjteKMQks77syYPIaglnDW8pua5cWLE+7v8RU5r1NFo/6om2YhgCzq5LmqIHyyxC4vI4G2ptk\nY9C9KmlPky1afTyDzGJ7r7RjXgWcUQPsgPtadI1J1/c+uLsXrn1O15TlQnUOz+0ESsLFSCLtse9/\nCPwN0no+AdxTI2alvjXANtWI93SxLWjIewpThmBX9XzNdkSXtycT1Cznqh0M0anvPGj93CiKf/0W\n9x10AoLy3247KdR2H+ANhEy9kRwepwcCSFfVu9BY9qSNTkL0izt4Wwk8xk12TGeXSxPGgf8eYOh8\nFFj8XWBnBnY2wE8bWFYJS7rh5sfg5jXh+spHwIKUJsSy2+Hmpbro9ATZWN1BvfJieOgOWNgLD71q\nJ37ONv7KjPgcBEZn2ZiK7RpZDRV3oYl5sE4ljDkoFd6t+09B9Rz7vzh0bGvGMllKzaTxaaTO/xT4\nRti/fJp55jEnU7d14Hbklb2uDDhbJXEB+n7efvx64KSDQCgNclbMBBgEN8xmb1TLyqguSz6SL1ke\nCSST370Ve2cxueU3vGXVu+opirWdQgCIRE2k6ol6Zl0glaQw2B23NSkffdtS+z07VW9qPbAQWJ2C\nJZWiffOATgdca83d6t/0aC3ADCaAN32BmXroVvDNB9ryXnXl0xfAkqtQULF3YpLVpQlNmqvRQv+E\nrnVvN7J3dqKT9fWT9g2+5wwaJG7GOK1M8chjrEO89lQBIZAfwr0e4sRVz+Skzs48uSTPpKSZT2br\naljSk93JkY3TSa+fZyeBcKcJmfo2JPafRu4kKwSiS1HGxxDgk5L6ujDCjl6ynqaeJiN9SHqlOpEB\n/9OwZKlw5HtofN5ZAzfUB+7ha8vQQP0aGujlLtmthaVtsk9er0OWzycwqmeAe0qQPXGXPKgjEjdy\nh47b3GTF5IrJ5qnuzShlusfG/kaMFm82WnVeVFmR9Gidb+0aqN4AnF1DEKfOBLbBzjZNsEdaRLI7\nHk2s+cgpw1g2Rw9kKSydNc0F0/8TLZnCWZx4d0CdG1tQzqfqdFFP2Q88VqcM7r5D6wsYzWCLsoFe\nQE6j5qYwDtNnoRvzL9rRIBuGpNNnkZ1xnDavXSftoKcJ0qtQ+PaNwFllwEE9928S+EAttKS115iU\nLiTUWtqAgPNx228TgRLrfGSn+EdgK+x+1UwE2+x3/4wmy8AyobQzhkFIGy4vAboFlNvRuPfA2RRW\nothEz/qMJtkZJURR2zuWBM+JoviXb3Hf0/5/lTy9daLnuo3g6XvR3tfYe0diW0feb/33nsRzAbmB\n896SkkxyeyEwtMrqtzxiXywBujRmqlOINLRSoTVrDTh7VkiCWLZCdGRiTgLGi7wY/cudxjkBAqwy\nkCfd46i+71eyDhgNc6bASPNMA8sWIUnQF/wft0l1pi/8aHZIBQWBcT/zY1QSCDkqYeAcnTxdJgmo\nHATSl6PQlmsh/RyyAg22RKsfAOygJ0pIGwfbbIJPgI/dxt6lSPW7bQpU3MbKqI7l0QO8jubii0ib\nTZJ6HIu39Wgtf9AWJ94dLD3sMSnZdmAa5jfqYGldljKAVnJ9seZ2tL/RAAAgAElEQVR4duZ4GoB+\n6rdKgFHCi05Ub4bt9ns/RiEKKN2ufdeORemwRcAWjaPmJjOLdCFP/RiQ1jFSC+94HWd3xiRGC1Yt\nQvSAH38clWbJlx7G2m+XAd+HhWNh81JY+Kptb0eTaR9aqAca20MfgvqdJjet6GAmgOouQiKAD4U9\nGe3ThRaMN9s4Ue1kljxPCvDsJhARNaCxvBGFH/n7trzXnrxX0kPvaZtHalV5n/fbqx0rrVAGNJdp\n8B1AelKl8omXuQe1XfVzquPbYPkU0gf0eUZcIiDaiLxSRQo38pjD5d1w87OaB+OQ9BW/iibbo0hy\nfKXeTtIInKrv5qlg1xRg7eJwo/fMx2yOLwFNcJ15OQeQLXUxw+MsO+1+3JNUGN5LU7qYdJnt82kk\nOT4MrSts3txTA2+2kI5rkDizTWrfnBSwDt68iYH74W/nwdNRHU9HN3GAwJ3cCVxTEy7PW75q/Vbo\nG/MnS3veux+3NG8fZ75beT0w5+dZOjfOQ2Cxjmz9qrkjTNpHZo+eJmCDeawLgTHSBBZMA7oqBZQe\n85ZMv9kqsIwnAstLoFi25VaQA6kFEYH0LQvM8SAzQKfGZn87lieGXJOSxYV2FPL2JMFw/4Zdx3a9\nFgwSVnpFE9Vomg0/82DXgwK+NBpLZ6TEu9C3RMdxUmaPgD+jRNLo6XYxHqL2IhrUv0bD8QS0E+ht\n/z/STgrwzL/5/MXUK1q0EmyiHXmvZAnwCwk0mdsRDHnZjg3kZgU6Nd1+kJqzAXilRWEj/QgGV5/V\nbgtKZxRoPqYOzkLsSue0yQHgk/G6FBXxbC6JY66Nf870OOaWOOaW+OfcskFCzwa/6DQSpz1Bn2rg\nDaip0YqyUt+OA4HzD+Gas4Brkqv8aLju87m5FCa1MsquKZmGWEYgM+0Mrx6PgG7XHJaFc5sxSXkx\nJiRx7MlI5etfAv3LsvM2rZ9nsTqFrtljub3l2z2PFBuSH1t4rNZ+lP8P89zv+QjcVhJYnDch0HMD\ndRXMnaPHsQdLzTwdOVOesX1/hgbQwoag8nt4yIsEC0cVRIOgJ2rLmlGqz0JxvptA4sNB8z7Ww4Oq\nN7Q3o4WtHdicjDacBNFphIlSaccZQ+jwqXZfw0IsZjFY7uQ6FHo2jGwS85CUgPJgRixLB9t0jykE\npFkbWl/t17cs5MYXo/nSicb+OZyw9mfw/BNaksGlldxJ5SCaBFTfPpNcUG0kLI696Ib7ELDiEDJ5\njf8BxFeh8JpRaMR5SYbhBE+ko/QYAug5Uvj2rUiSfCSDwnuuBq6C1yK9Fn4ExsKCxVlMlHi23m5g\naQYN8G3ADgXE3wppD1jdgFB0BkLgWzKwp8HudhXcOkX0dufbfcy0azogZ0dPIwLkFnJrWRQmwpgm\nBZtoJZr4MFJA+XHbMABFDmxE3tqXZMncREit9pZBD8tZ6Y4GiEdSwQrzPh9rsuRLru6PS8Z6tgAr\nT0VEw7eV6PlOIVDhdSJc6S+zzk9QAgTj0HOfhPrzIlXF5Ha0SLk9upNQxmSLMomau82GjLHguYf9\nc36HfYGp8G+w25LDBw7SMzjFDnem98Vq1MFjyC2ad6q98hLMz7NLHjoCPfdhLaq8SrP90K5hyGyB\n4hCThIehh/laW0CK1yw5/83/zd7bh2dVX3m/n00AyX2TGF4CMYGSUggSQ7GCgfpyKFRUFG3lKFan\npXWmWKujTltFZ9Q6an3aon1a7dPWSju2HI+dUh8cK5YWFcrRUgjBSsEo0aakNHdDAuEtuYNA2OeP\n71r7t4Na6cg85bo6+7rgTu7sl9/+vazfevmu78rBATPnG5Cl9jMELznprcfmLz2O8yocx5fwHHzE\n55HHEDQfy9C8GYes43FogZ+GxI1rM2dhlX/HwC018JmHdZ8O4JbN+mduPZ652oJEIwlRDQZq1/1C\nqhG+Ah1B7Idrb/2QJD+I5F93G7DOSEDQSJ9HUnTrfdiz8vbvy3a/uhwwUYEYdopPdBtkN1u+fAOh\ngBOovPHeNjwUlo2vDzWI9qPFvdOqLDvjzm5C5CYtoewds5mkBLkJuyHSvn5cDlRKC/vSMK3OCmC4\n0uL3EYTjQVLEEi+o79vprey+0+HneKQ97bM+UvM4Mno//W3+lgUovF7UdEVozN6HNLYJJNr7pOlw\nV0ZKZstigqyxVKfCW01T/6g11Aur7zZegbyEZkVGv7di1kMlsgJOMjzl3hy8sjzxWQ/qI37U7NDg\nWvqNPWJXJ2zqtDYbzCypvOfO5Qy9nMvbvQMagJ2zVPfqpd8CLSZ9RuiGL+XgZdsIv4MW1EcRMv5U\n+6zVS/ScAK1TIP6Aspo2LFDySM8xSjH6y7Iz/88fx4XwdOjYP9rv1UjwnYE22W01sG0JvLQE1tfA\n+ofhJ2O0UH+yEH58hza9L6Dy2fcvhPtvgzOvgQkLEVZpAWy6WrKxA/h2DXDKlxgCXPsNrRdKCExJ\niQozNCHi2IogSq0bebNv4TVd31UvYtxFzWgBrgN+UKcA0sXA+WhSbwLGCUAPhEJxZQjf9y2ADXBZ\nuWoTVWT0Hluh7BItyg33EDB+ebTrt+SR02kDfMqhRHqvxk7zgfoO9H2C5mmMP9k083m1/nQyLlv3\nSCN5LqeGnDJMwYF9qH1ZqHqjd7UJ99MBsKw3r0AaXfHnhOiRkLU0XKmA3sN1pFZacMR3btW+BmyK\nvgkf+hLcUi3BuYkQcBuJGtsBTIcbxyhm1ro41aB2YLkgaZyOYF/nGI/rwZTsatWwZKfL/5kdSKDp\nAm3QGRJKwkFzgQHGMN9fbgMX/IOGqtjbhHMJAZtZhLpF6Wi5ZZLsRftsdz7VUU1GRPPJ32qAh9TB\n6Dp6PoAqDHwYVUlYgtwLTyBHq5PODIGCjNwKeaBgujaaqoet3cfoOJ7N9uMCqjR5RBTX30jwFZXZ\n52y48ytBwBhREFf6RPs1iUDhW/ZzWm11koYiuOne3hrLKODaWv195WaYsczOn4zgSRXDEMhpEhz6\npjjvapDKeze9o7MpmqYuM5cyWACqhrArHEQ7/mTk2L8YuqfIrzZ/FXAtdFtUtHAesrWuLZcWWoSq\nah7Kwx1Iez0fWt4wCNNqgyXdgZjCCzPWY2Pgvm/SsgAqHkYZAyN1fpfxUdIOXApdi+33UmC44EoQ\n8rCztcC6YdJwi8ulLXWh3O4f+/fv5zPRbxlNoOt0zcApLht4ezb/IwHx7qscjNJsS1EqfdVQWLqj\nNxypCAlSF8SHU/fcRwgkGs9+AkWdGn8J/nS74ELVhJTNNalGNlkjphC0dVexm+zBr10Pn/ymfAXp\nsspj7edy5ceXLUNC6YfDCJW7ENb3w5bdNhQJ8iHqwE25gM1/Daiam3qhPihRohKYB40LoKo21QEN\nsMnM/5H2dbYPNB62+6wj8YnvfRqKHduXA2bDr5bAmfX0ToLw43EMx2vH9dCzAvoeA+hQTRTFj7/z\naQCM/ytAlY6L9MzEqbMZCUCfJavgrmVHnOv+xRfQxN2PhNc0guDcg7bacuB1CU4PEjmxxChgU52C\ngwAzmgmrtAH4VhtsHQo8J81gKTwTtTHzEkImxRH+BRecWa8nsw9N6MJhMts3IQfaBxGOqhkKN8OE\nGqRtngyHX9FiL3Ts4ZM5meyHAUo0Yqfl1dZzoORpJA1Og4oaa9s1wPfz0He1OuNyqPi19ZfnHs6D\n7GL4VbMxpW9M4VVRXzgMq6tTl7bUQRV9pVGfggRoV06ayd42+cL2/hbojcl17fOPJCXQ35YRyQWn\nC9G0cPx2kjM9FChhTuUaftKsv41CUekZA5HJMkWaeTOBjtDvaflR7EbTaW10uwTobbcLEzmEAD9y\n/K7PjXS5SKcGdEHLBl2X0uYBGA1dGyG7F8qaUXT8h6a1968E+go6tQIYB8WvEDbkAfDUDrhoqIJG\nq+z2VcsIEKd1JPyr1Ks5K+sSbiaqMlID+ttrlGVsQHYg4TcZbYLrNaQ9ryuDdeYYXXDmg0jzPMfe\n94OaN2cg6kGcc3Y7rKwPVbePxfHX8mcezXFcmO0JU/EC++xAJK6OK/IdPI9WwjLggdeUq92AJvVZ\nKJ0HJDgvQIt5RG8eXsd/9kMy+yBw7TVoArk9eCM0NoNUWgtzbmhTQsoTunjRRuE6kzrZ/eR+T8gj\nTkagxq3A5W1SuRw785y9i2k5U5fAU/XAkxK8xaOga4c0QUajtLpTDEBNjUz5auBzkF0oHB+bMAcq\nkkx3AwyEvWuUIbL0DPk0fMEf1mce64x+9HZFWPQ/bU4nDEunuM42QueNtD7YCRSX96pr4wkyJQQi\n9KM53jod01WirXrCdQH/e/4dMCOHNppPA2Nh0jqYM1ddNZggjP3I2+8HgU3R7Zpb/xMJthKC6Q4B\ntdBk3xWRwJrYhzlRJ+kaj16O1ot3PWHBomok6J4EqIT+Z6At5USZw0+qUW72dh0GJmj/9Wj7DIN7\ncR+as77ZubIwW7rDCKQQVlnFzcKh0jP2Ao151YjfjBEtW8mQlk7oyYXUdXKwdRXC/vYhqbbKt+T+\njC4kgOkBXoUZo+DKuRyT47+hSkd7/Ag45UsqjfDljFIjQYJyABKSHuSYDrw8ViYwwM0Zmwn2+z6k\nCZQDl8O374Bn7oD18wLl4hBU1OwfIdRZvQf5ofrPosolLgCdMFEmbQsizXgdKb+31MEDr8Paei3k\n1cD9nSKrBbRgZiM3wHuGCd7RgoTdVjvHJc1gEj9jwii/HK2C53IEE283nHKGXBvVUDUQ2AZLHyTs\nFJuBT7YF1Rqg7xnBlu4BMjDzESRs/PkNIgQmAxQFF1oBHi12G22EMKmeO+3q3N4caSLFIrSHuHXr\n3/1n4Ufh+DDcPIuvroOvrkMWy0FUKfKHyF+3GqiGi+aqea+95X00bbqAxtmYNXG5srdeshevJlTG\nnIgEYBr+4fXoeU6aXFpd6pK74+Ovw8fr0Jg/7X/cCkBPtFyRS8fh2oaUHa97jyGQcHEanH2bNboM\nCc0SQnmU/VBWA1XXaHE3ehpwXhvz+5A27oisJOa4XbwGP7Zf96MHVrYj4TnSvqzRs7JbCMiE3fbz\nECWObFjyNh39Fx7Hu/A8fnyeX6d3+NV9T5XIp3abfb8FjfwV9M6nvhpW5qyaIGg1nA58KIa7ooTp\nYdPDCi7dMhiWdsCca5CGsBnZfqOBT1XDrgaj3kaYzj3I15gXx2J/NH/LsfLGX0Sz/EI1akOUY1It\n8EssD71THvt2ZKK7JpPXO++9Whon25CA2wJrc1pHEyYj2MBu4E6LdLNVn3VrEthl1wLJ5SozXVeu\ngBkLCebdQSyj5JBe+L58Qh3Jidbnt0rrrqoFOqDFct09SpyNZwEb4fKc8YsiKMth9PBTgdfgMzVS\njIao29mP6s21EOBDHnF/OxP+SGzmZ+JyYCL8abkuaiBEvz9qz/66DYoze/zG+vRj8NUd4VlpSJNn\n1fr3w0Gb50oE4fBKo9uR8Gi2ZzuedgoSssusPRuhe6O5nVF7Gl+HqiVo7yl298MY4ESotPexokBd\nq8xnPookpTbOCyuaZBjsR3NuCRo3zzmugV0LLMV4IHABxEt0emEGGAVrX9ES+nugwJV5c0w/06xX\nmTEQzV2P2l9n/7Yg860IKIZGMz4q5qFsPOCBTvinY+CDHB9F8eKjPLf2bzY9sxDJgmuQxlBJ4Efc\nCr/Kod39ZmSPfIHeqksWWAEzLDhEhtSKfFICsQ8wXP7FiQBfNBjLbDT5rkOm00xgdgNsRKmIXpr2\ng8CXr4dWKDxXplXFQBOcbqo1IxxcXS5YwA3I39mSFwypCWkMDQTH4GYzUzNy4t+/ChblEpmolM8D\n6D3+nxwSfoeA16E2o/tVSlOpQOYXWVsAHWiB9a1NreatQI3wo036kSLg1wo6VU22Pm3VO7qS8yrA\nfUYK8uNyCU0XnO77Azilthc43pnLysqVgj3AhqeJtxec8GaN87tRjsei5TxWbu/lhKp9h0mwLUPj\n7MDfPsiHCXCalMo+vLl8sQtOz4baDDRmEGXgSbM0R84gZFmMtnfN2EssBr50vYTf4ynBWQ2cJ4hS\n1WJkqnhhtwNtwImQXQ6fkxvoljwsWiWr40Xg583w8xyszBu7X39YuwNW7rB6RNOsXbPQANXocwDK\niOMwdC+B6Ab5/BvNT+FZlAXum/eIXpe8X1NAikcPCp5+DLrr0SS1YKNT7Ve91/aQZ6G1Uzc+lmTI\nxzPO8/jRPL9Eb1ZiCJGF+THcF2lAIfBO+nEqvU12x01m0EheQwID4Vn4yQqVIRoORM/qnMa5MnV4\nHFgA8QLdqngUgZbJtAo2EcxUkFTxNg8hEAMXIRhMd4Pa8Qn7m5fhmKv27FqhdfWC3eKrA+GpTsmF\nmzLAfpUzLhyPwNWbgR+WI8k7EJVUyMnPWQTcAa1vSJksXGh94gskhyBKfR1N8JIi+P+Awv7TCOw5\n7cB2BcJ2W7eOBaK4XCDp/rXwpzrN3uHW5wOApSLftThWIlOv/BHceYXWeM5O/XN0c0dqno4iuvFH\nSFicZe/R3aYQfBEBReAELuWI7agHHjunt4bpUyadxpluT6KFZoCuWlhUp/HzgSpC2UbzCD6bdhLt\ncSFSDgsyaAM7z/u9EyiBX+b0wC8gB/xM1GmlqftXE4KTlQS1/TEUK5hoHfxB69Qm6P6KfJzOgb4f\nAVNmTNb9uhZbcBDYsEqXeQZeBkO0DETm1QAJ8F+jJRQNhraOEN9tIWyA2wil7L92DDTBk6Mo/rej\nPPfMv9louwP1StHIuaOtGq2wX0a9haULUT9vNwFekk5N9IyKRjTZbr6KxgWPcFkOdpVD9C00GfNS\nXKqAnh1QME1Cdd85UDwNBbLctnMf5NeQUC1As+d3JL4lGghgVX8/14A+qH93LoC75gJbYNBAeKEz\nVfL1c3DRE3BRqwJH+zDfVDMKiv0TcF/OKOIAKqHvbpidt/rI0DLdwP8LYOZCkiy8lsVQcR1Q24mc\nepXQdwf8sJKuxXVkvU9TR4sNS7F1QTHnQf+nobJOfbtf78GF1tcfK+eLV+S0OS1UHz9mPIJenn2/\n/SvhzQL07Uz5UuDKWrSB/R1yZXytTZrXcGtcCWTbDVo1Cs2f4bpmAJoyh22oknzv1OHtSH//Rh4m\nlNbBH5ApfysagzHAeoMnmQ+0Kw/ZLrncbwUKytFucTPm0jE2KiZCgzBPizbqVX5dF5TZWdYHn0D7\n2ccRUdbVqAxHwhM6BE2OZpIof2EGmAARwEgo3B8EJznI1pBolqNXyVrZS8gw3QvEneH98wii/Bow\ntkP9dysBAnbk8Zf4s9/p+Gv5M4/mOD40z/dGcf2X0fZ3pABsRbOnHe3ADWirfFyMM14RMO40Nvh5\n+luch+gapE1dgKKT76kFLubn0e0UADMnwq82alE2IRiIp3tfuRDN2NWkirAhpLRDNnIImN4fnsoF\n8/aieShi29KmmfQw3Pkg3DUQ1nbC1PHwccNzTrNHPDod7lylvPwzx6CI7magC1p3JB5OTiAs7Kpy\n4PdA/wxQIzD9bqQZZ5EmavVzsrcCz1oFx3+1G1xHkFJ9DU71BFKZHJ6zVeD6rJ0qJqBZ4vQ005Cd\nBCaevHXmM9C6AMomI7O2ErlknpQgddfda0ipOkwQmmnh2Yeg5M9ZaHPgR4Rc/WXDYHZbgBdZGmri\nJ7wBCbnR8PPZkvFu9ffw1uQh6aMkdd4JQFUzkrAnIEk2HWmf6eeXqp/3AWULrW+udcFpu9g/57S5\nLobWJXr2CUCVs9X3kRlcNhE2bYQJ85DFdbI9ZzJBIy2zvnhW7966SvvFKjS/9vu4VRPU+S/C0tlq\n+kPIOCtB+sY+JFtrgGHlsMFYptqR5bEdxeTakcz2a9LHw8dAExwXRfHDR3nuh/4KmudRC08rHF8P\ntMRxPDuKIqdGqERre24cx7vs3H9GhmAPcEMcx794y5vaMbkgiuvPQc6WKWhltQPbBPjFHnzlufDx\nFYF8vQj5XDgPLdpXkaArQ8Jnmd3nUZuINcA8Leq9QNVXkAD8GeI23I3szJutYfNQitq664EN8Nwa\nCffPi6dzLJrnczLwVF4yuhXTDIy7kW2w6wlZeheZoF/UCRfZnxuQ0jrNml1sXuhN5sipQQHk36A2\n+1GM1u3ZQNnFwJOzgNUywftm4Jf5IGVvJgBcryPgYF0Qbc3AJ/NmzmegIK9+bAC2yodaQMjOyXrC\nt7N8FA8LOM/9QHEM/D1UPwKjoeVp+U75HBLOHm2+Ax5bLG1wC4GjxPHoLmBPA862uvctc6HiBmAt\nxHUQORh8NxKa/YC8ZUt5gGU/0AiPlatL0qxOR8PiBKHw6XBkLU9otoZ+54gbPo4mxgnWP+vQZP3F\nsHDOc21K6qgGvg7P56X1fRL4KlaVIAPX5uHb74X7f6/hmgpMGK9EisLb6J2eWwm0Q+t15q7JWLVM\nJK5LgbJR4fSnmrWmbNYkZWrS/XKWNfEg2k8vsVc7jEAc5vFKuHen2LUlwIePkfD8zjufBsfoeX/p\n8ZcIz89j+TcmPBcCHXEcfyWKoluBQXEc3xJFUTVakrVok38WqIrj+G018MknRPFnDsB8T+saDT11\nUHANkipfh+fr4GzTPHZ9BQadi0Z1n85nANqRHZ+3CeJVluXjmmwTsFPCa/4NOqdllZTJu4zPsKVT\njOqUkmD8NtyD6Od+crs8+YPRIsnavVsJboV9hLQ7Z99+PGime4CbBgrOdBbC1D1aLqRAqd3WM6o6\nCFHRWcDUc5E2/CDQDl9ttppMHrT6/5AkGoK00bq8VsR2lBZ6MjyzEWa6cB9sbXc86SZzA+zIyR+7\nTed01aWgUx5idKjOawSC3OJyyOYkeH94FVSqKmdXPgDuszdYRciFqBzEl6DxIXlDBhDgRE4QNBrh\nYBmFtmP0c/y0VTf1qFM/khSmXlleQ2HvDijeDM/X9GZxSmM/XYh69tGRWqhnwfowjwXK8ghJ4cxW\nPnCbwwW78jAodq0T+EOdXD6tsGmJhmuw3fv8gZp/g5FnYqoHnRrUEWs3q1Qxh1Ef1xDSMM3X37hA\nU6EwI3DHHkQkfxEGjgdJufWKiufs11akRboLZbf1/SWpfvDkooNIGfgRSVn6NwX/nj0GwqwqiuJv\nvvNpAJx/vArPKIpGIE39XuDzJjy3AB+K4/hPURSdBPwyjuNxpnUSx/GX7dpfAP8ax/Gv3+7+k0+I\n4vpT4ak6uGi8iFvn34DqrszROXsXQ/HDaNRWA0UQbzbhuBpNJEc934Ym034EyCwHXhRkYxkCAGdr\n4Vd1cOZQbIUiSdUPzZLRum/L4aAFRbeR1AtqzWtS5ukdvR1Jbx/eNjRBNxFctRejPGC+BYwfBhva\nJMDWqj74fgKi0ydk1tP1ILFju5oh+yP4yRV6xTMHAvtMCyzOoGASYjxqskbdq2wXgKyBnBctkRzL\nOotHcS1MqEvy7TfUSdZm7F0qaoF15anytQQh2t+DScPoitrIXgJ7n9At+SM05gLY3hMKqvYA96vf\n1y4xAXEGIqMqRe4Hx682QdxsKYp3IEFUDbwq90LVmFBKJOk3kFkwEpbeqzFJK4tulvcQhKZrVGlf\nrONTXQufOR5oOAPmrFFb7yakUl2H5spaUmNRCd+ukwS6VamaIKH2VB4uOpeQ9mSRl0V5gxRdg6I2\nLQLMV7nm6TWL6tUPrXNDW33Di/OKvrfkzQIAbumUN+PTSKv0a8qgV5JDEfJSnUYo0uflulchoetu\nryICmdPCYyDMxkZR/MBRnnvhcSw8H0dAmyLgJhOeu+M4LrG/R8CuOI5Loij6X8DaOI4ftb99H1ge\nx2+fpprgPDcRcAejkLDYjma1pVryO9M65qIR/QXaOh8HDoqQw31krkXsJLh7VgPzL0FaikOFLkXa\ngmurNbBos74egHbxn+fD+vWAJ3ZP3/h/h2RA2beAa4eRxON+aTngv7bneqgSu9CdpWttA8kYcxJQ\nZml5VX1kypcCZedaI1yT+BwsvUdaQrQZEXbQaSa8mYv3tam/CtAiX2M/fwFtSB1oAR60F56RV9v6\nqCxxBUnVZXFJtg+Df28LsB1PZ8ymfh4v8xnMhD5ZkJeNSEBu6NT93gcULLNrhxOEx0rousdy6reT\naLutnVD2R+gZAQWjgC7YtMMqMA9UsGgTMgCyo6zRWxGxxYPyuW6zr9ORdT/eKr++lUAyUkBIB50Q\nm4r3PZL5SX9CFcLb0BjsbZM9blJ57RV6zRHAoInAblHRPY7m3feBmyZCz0Y9+2f2/aCJ9owLEIRq\nDaFc6gDgU5o7btG7h6ZwqPo1bobovRD/XkJzANoQB4emMZFQ+BTC/P5H+71GzWULWhO/s0/PlIZj\nJzy//s6nAXDROzwviqLzgQfQ8H0vjuOvvM15p6OV+rE/J7PgKIRnFEWzgQviOL42iqIP8RbC087b\nFcfxoKMVnlEUXY1c7rynH5OWHtSOVjxP7OtVTlzQBy3QywmL0sHko60rHkQL6JXAeRgNFHP7AQIh\nsvvK3Q02Bk2AfUh27Sc4vt2/OA2rivlF5LPbjQRXOukaNHvOQbN/IgnQnXFIC6kmZIN4RGQzmnkT\nCPbQ9wiVCx1TeAZJKQjG0husaBoHs6GnBgq+hWb7FdYmB2QfatPv3yWotcuQ13oICp9en5HAHU/A\nF3UBWTO5+yhlcABQ4EGbJqSWjg7nUjxMdXjORvAbD28vh+5qLWjvX++iKme8bwDmGJzGzFinsfNj\nxjWw6CG9ji/40wh8Kyut+705ifZ+A4rSfwuWLpYm5dzFEOocwdvDp9KmqQvSGcuQOTHZTjgN7WQn\n01vrvKsORkP3PLWzbCjs2hH6YNBCtS1pOEgx+BmaA9uRLzVPSLLAnveiXqT7K9r7GvMKKLbmzL9/\nA3CWIHmrSapKJ3km+wnrwvvDzXnnhbiEJOOUF1GoISrXuz/wkCw6X399joHwHBNF8deO8tyP/pnn\nWbymEc3GP6LQ2xVxHDe8xXnPoG74t3cSnkcDVToTuDiKok/nDNUAACAASURBVAtQ/xZHUfQosD2K\nopNSZrs5fmihN+fQCFIp337EcfwwVhlncmUUT/oBmjT7oKoE2AZVL9p3B+Gpe7VIz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+bO09lAsUgIfa1Ad1BOtkMdpEzczeuxmKXcPfBvECiCbbOJ9u35dYv/qYtds98gQ3yTjoWQUF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\n6xciofeY7Lmp1m52ATy1Ca74DFG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 运用你'hot'彩色地图\n", "plt.imshow(lum_img, cmap=\"hot\")\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 检查特定的数据范围" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([ 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 1425.,\n", " 0., 0., 0., 0., 0., 2297., 0., 0.,\n", " 0., 0., 2007., 0., 3716., 0., 0., 0.,\n", " 3767., 2486., 340., 0., 0., 3491., 2569., 779.,\n", " 0., 0., 5283., 1074., 0., 0., 2400., 5259.,\n", " 0., 3346., 0., 0., 5892., 1328., 0., 3243.,\n", " 2695., 6614., 6971., 0., 0., 1697., 1869., 6257.,\n", " 0., 1709., 3560., 2301., 2777., 1074., 2364., 3373.,\n", " 3229., 110., 3575., 47., 8181., 0., 169., 3510.,\n", " 4089., 1143., 4108., 550., 4542., 1932., 2384., 4179.,\n", " 1914., 522., 5839., 4741., 1011., 3520., 0., 5271.,\n", " 8140., 899., 2689., 4562., 3941., 3518., 5036., 5275.,\n", " 0., 0., 8912., 0., 4104., 2852., 368., 2787.,\n", " 3850., 159., 33., 5986., 22., 62., 1575., 3654.,\n", " 0., 0., 3746., 3170., 2568., 1353., 0., 487.,\n", " 6367., 650., 491., 1742., 3136., 0., 1516., 2269.,\n", " 2334., 4129., 0., 0., 5220., 0., 2949., 3078.,\n", " 0., 0., 4318., 1464., 512., 3299., 2101., 1624.,\n", " 0., 1844., 2926., 3265., 2035., 163., 1861., 2334.,\n", " 1200., 3495., 0., 0., 3523., 0., 3568., 1783.,\n", " 0., 0., 620., 195., 1587., 1115., 0., 0.,\n", " 1321., 0., 0., 0., 0., 549., 0., 343.,\n", " 0., 0., 0., 0., 251., 0., 0., 0.,\n", " 0., 0., 0., 0., 154., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 88., 0., 0.,\n", " 0., 0., 0., 0., 104., 0., 0., 0.]),\n", " array([ 0. , 0.00390625, 0.0078125 , 0.01171875, 0.015625 ,\n", " 0.01953125, 0.0234375 , 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0.33203125, 0.3359375 , 0.33984375, 0.34375 , 0.34765625,\n", " 0.3515625 , 0.35546875, 0.359375 , 0.36328125, 0.3671875 ,\n", " 0.37109375, 0.375 , 0.37890625, 0.3828125 , 0.38671875,\n", " 0.390625 , 0.39453125, 0.3984375 , 0.40234375, 0.40625 ,\n", " 0.41015625, 0.4140625 , 0.41796875, 0.421875 , 0.42578125,\n", " 0.4296875 , 0.43359375, 0.4375 , 0.44140625, 0.4453125 ,\n", " 0.44921875, 0.453125 , 0.45703125, 0.4609375 , 0.46484375,\n", " 0.46875 , 0.47265625, 0.4765625 , 0.48046875, 0.484375 ,\n", " 0.48828125, 0.4921875 , 0.49609375, 0.5 , 0.50390625,\n", " 0.5078125 , 0.51171875, 0.515625 , 0.51953125, 0.5234375 ,\n", " 0.52734375, 0.53125 , 0.53515625, 0.5390625 , 0.54296875,\n", " 0.546875 , 0.55078125, 0.5546875 , 0.55859375, 0.5625 ,\n", " 0.56640625, 0.5703125 , 0.57421875, 0.578125 , 0.58203125,\n", " 0.5859375 , 0.58984375, 0.59375 , 0.59765625, 0.6015625 ,\n", " 0.60546875, 0.609375 , 0.61328125, 0.6171875 , 0.62109375,\n", " 0.625 , 0.62890625, 0.6328125 , 0.63671875, 0.640625 ,\n", " 0.64453125, 0.6484375 , 0.65234375, 0.65625 , 0.66015625,\n", " 0.6640625 , 0.66796875, 0.671875 , 0.67578125, 0.6796875 ,\n", " 0.68359375, 0.6875 , 0.69140625, 0.6953125 , 0.69921875,\n", " 0.703125 , 0.70703125, 0.7109375 , 0.71484375, 0.71875 ,\n", " 0.72265625, 0.7265625 , 0.73046875, 0.734375 , 0.73828125,\n", " 0.7421875 , 0.74609375, 0.75 , 0.75390625, 0.7578125 ,\n", " 0.76171875, 0.765625 , 0.76953125, 0.7734375 , 0.77734375,\n", " 0.78125 , 0.78515625, 0.7890625 , 0.79296875, 0.796875 ,\n", " 0.80078125, 0.8046875 , 0.80859375, 0.8125 , 0.81640625,\n", " 0.8203125 , 0.82421875, 0.828125 , 0.83203125, 0.8359375 ,\n", " 0.83984375, 0.84375 , 0.84765625, 0.8515625 , 0.85546875,\n", " 0.859375 , 0.86328125, 0.8671875 , 0.87109375, 0.875 ,\n", " 0.87890625, 0.8828125 , 0.88671875, 0.890625 , 0.89453125,\n", " 0.8984375 , 0.90234375, 0.90625 , 0.91015625, 0.9140625 ,\n", " 0.91796875, 0.921875 , 0.92578125, 0.9296875 , 0.93359375,\n", " 0.9375 , 0.94140625, 0.9453125 , 0.94921875, 0.953125 ,\n", " 0.95703125, 0.9609375 , 0.96484375, 0.96875 , 0.97265625,\n", " 0.9765625 , 0.98046875, 0.984375 , 0.98828125, 0.9921875 ,\n", " 0.99609375, 1. ]),\n", " )" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(lum_img.ravel(), bins=256, range=(0.0, 1.0), fc='k', ec='k')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. References\n", "\n", "* [matplotlib的基础用法汇总](https://www.toutiao.com/i6874582238512546315/)\n", "* [matplotlib 详细教程](matplotlib_full.ipynb)\n", "* [matplotlib 教程](https://www.runoob.com/w3cnote/matplotlib-tutorial.html)\n", "* [Pyplot tutorial](https://matplotlib.org/2.0.2/users/pyplot_tutorial.html)\n", "* [Image tutorial](https://matplotlib.org/2.0.2/users/image_tutorial.html)\n", "* matplotlib Gallery\n", " - https://www.matplotlib.org.cn/gallery/\n", " - https://github.com/rasbt/matplotlib-gallery" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.4" } }, "nbformat": 4, "nbformat_minor": 2 }