{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#start of week 9 work\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "import numpy as np\n", "from scipy.interpolate import griddata" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Use pandas to read in the csv file\n", "data_df = pd.read_csv(\"before-normalized.csv\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#Let Panda assign variables according to header line (first row of the CSV file)\n", "eastwest = data_df['EastWest'] #east-west coordinate\n", "northsouth = data_df['NorthSouth'] #north-south coordinate\n", "height = data_df['Height']" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 0.07119823])" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "avg_height = 0;\n", "#make regular grids out of triangulated irregular network\n", "#see: https://docs.scipy.org/doc/scipy-0.15.1/reference/generated/scipy.interpolate.griddata.html\n", "points = np.random.rand(len(height), 2) #the points array of 2-D\n", "values = np.random.rand(len(height), 1) #the values array of scalar\n", "#fill the arrays with our data\n", "for i in range (0, len(height)):\n", " points[i][0] = eastwest[i]\n", " points[i][1] = northsouth[i]\n", " values[i] = float(height[i])\n", " avg_height = avg_height + values[i]\n", "#verify that all 85207 mesh points are being considered\n", "avg_height/len(points)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [], "source": [ "grid_x, grid_y = np.mgrid[0:1:200j, 0:1:250j]\n", "#grid methods are 'nearest', 'linear', and 'cubic'\n", "grid_before = griddata(points, values, (grid_x, grid_y), method='nearest')" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Use pandas to read in the csv file\n", "data_df = pd.read_csv(\"after-normalized.csv\")" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#Let Panda assign variables according to header line (first row of the CSV file)\n", "eastwest = data_df['EastWest'] #east-west coordinate\n", "northsouth = data_df['NorthSouth'] #north-south coordinate\n", "height = data_df['Height']" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 0.07119823])" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "avg_height = 0;\n", "#make regular grids out of triangulated irregular network\n", "#see: https://docs.scipy.org/doc/scipy-0.15.1/reference/generated/scipy.interpolate.griddata.html\n", "points = np.random.rand(len(height), 2) #the points array of 2-D\n", "values = np.random.rand(len(height), 1) #the values array of scalar\n", "#fill the arrays with our data\n", "for i in range (0, len(height)):\n", " points[i][0] = eastwest[i]\n", " points[i][1] = northsouth[i]\n", " values[i] = float(height[i])\n", " avg_height = avg_height + values[i]\n", "#verify that all 85207 mesh points are being considered\n", "avg_height/len(points)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for i in range (0, len(height)):\n", " values[i] = float(height[i])\n", "grid_after = griddata(points, values, (grid_x, grid_y), method='nearest')" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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dEQndierDq0SWGkjZ3UaNvRc6DXW4n+J7cdLr5Ryn8NuhvO1WnHrWa+V5LUGw\nEOl03jtoed8S5TK+7Jl5UoucnEJMbkFaURern1qRY63+DGqI7UwRIXhahxpmnqklK+WdNbZDIKjW\n/nX3HB7Uvn6NYCLKbc33BLRtFurpc5NSLl39QEH5TKctvzLTPizzvW2K6pu2G9VmQtrk20xtXdAy\nlTdP+e1rpH5okNZuIrE53YUmQdukmNauh7pFPvMA+795el1ERF5U0gr1mqbfGXLC6nK5XC6Xy+Vy\nuVyuU6nXFWG11BQt2KIl8J6CQoB6lr4xKneyuLwPfUbcAX7UWbskq89/9iQr24pEjPWoE0jquJMT\nWSZPKcen0pLf/fy4w7O/F4fJuiOcN7/WCoWmIY7kYW3lZJXF0XvZa4iBvURox/XlsCcWJCtRHUSq\nY2JG5NcirfNljdv5/a5QbD3XuAeymvsSca1MZsu2zOuQIraSl5bL4zZOkWMP1WuoRIqvFdGGEdF2\nuDnN6lWS1HgcvK9MilMbU58svbe4rnrqnuq9lrcvr49lUxvB803E0CKuTHPT+gX3f5njrai6Y66v\nEcUalBxtcultyGccyShI68UPxQd67zH4jDUy41zO2nmV0b/jzbj4/k7tdTz3HviicST1uRRBvTDv\nz9alWIe98/FcV9+s5J28rHjnMHGHNzZR43P5c/Lm346VeP7T1NOmfvqf/8ahiIj8yR+I3mm8Cy2y\nCm+0y/Uw6rXy2XJeypTfsp1HJ2VZVDH51Cjq6iS0suUNUb++RiodhKNs+34oCSzKPCjyKTB8TqZT\nTNFYnHMz+RNBA+n4tL6BCiY/IvkdmQizdzaRKkSEneZf1Zt8n0xKLS+tJY4EjPLm25U9qFymRWst\nOoxrBGXmOliyvNETqSe/FY8oR/vV/ZCDNBFVfJ/BjAODbnK5ln/Tep6tmQy4HtDQlhR2hGRDfM4m\nD2lLt4+DzgAN+ntB8ndFb0Ze8JnewwL+4zsjqtX6uFwul8vlcrlcLpfLdQr1hiCsrCavK/KolmQN\ndCIuI68qxNGBS99Yfr7nfis299W3xB22X2jJH3yejkwoHQC1uPpxOkq0Ul+X8VrI/mI76C3nfgUx\nufJWHdGjaKNM0VB3zpHIYvLK0X6rxJhGeI7rz8+Daoi6yvQRYlqZvH8pV2ru42Sv62SlSG0L+pXK\nNshqw8CfTNS32GqBIufnBJmFQGjL44nUtotsfUk69Xjk8Zrm++F6cD7QuvXdeGGDm3lfQHnYDtK6\ncb2THY+YGBVFAAAgAElEQVRItPCuJtIM+mkQZFZLL3veo8jPTto3EcCc8kIcmTmde437R74edbb6\nu9X/uH9zblDkYz3YgG8975fQc7/Xy64LZBX3rjtSLxTRagxSX3y/+jmf0nfLS/UvOfYLVzze5N2d\ntet85PmxIKrWTASmu9zmPGsE79/9x9QbezWPFM3PzdZLua/fdXr1oKPyWtGC76qsJdefuPy7zMfK\nxJQFEgV/5sEsPvxN0Uz5/Bw9lQWKg0ikqC8ozUh62TLKBXHtybGMJI+7gOi+TDxZVttxpFooXYOu\ntvyMlifVilps9hWDvJr3nKijReNAL8dTmoGTysd+hgfSqMesCEvRV5Hm/sPqd+ojGS/rnUZbI+o0\n7h3PDGh6Pi063+Rp5fIt+sle1SZKauV7raOjTb7dSl1omctkLyyvRxTh/bZ+fyFv66K6LlpvyQmr\ny+VyuVwul8vlcrlOpd6YhLXhqkEnS2qpxzVELK16vfL1z3+W5sd8XvNY9UXWdzTiq3rOEPV345VW\nVgai9CIKKHITgvINbsTj4Cfr32zptajnYxORNGNlNl/WCGuHqG3IygUVsbx+ie7pAImdw5TX0wgk\nR2yj7SWRAiFFJFDybLA/knKfMplalOeVrxl1Qlsn0qm+YUT7HfVzisYB+oaD3IfIKnPL8pb6ug72\n6yPp3roQ8eQjmi+1FJNjLZfajnPxgnzuXMh91iBfKeco0UX2qFZpKHlhU58Kcx5KoWPoioi48vpy\nOT83+9FxDdazbJULlbRQ7yF5yS2vKVTmc6U2auWUcW87nyGx9dG4/spb4r2pRLY2rqfpOhfJiq7O\nPmKOlr53Pve4phkNh/Xkdfsj8S9mjVx5q16jRiv+xa+NL68v/Ptrep68D2xdagjl7HKpTkJe73d0\nYCY0TEqHM/WRGTkYIYs6WsdhPaL5IpJnSTonWbnDgqhnK6eeTQQY1BT+TXgGsX4+sinqMpG8bBzT\npOS3hI+WPgstYjqiL4sW7bLK4Vyey7aN5beEvxN5YTlHKXyg7C8FDZ1U8tFHMZHFMvtMO63Z0qTR\nothN65f1BafIxlJPeK17yp5Ui0ri+Io3tyFSNXtfm6IPV6IUE3U8yfuGr4m9pqlMysM674sVKaP8\ncj/laMLJ10tkFcenKMN0TSCzJ5UTVpfL5XK5XC6Xy+VynUq9rgjrhIHSXYoJwnAjX67kz1zL1yd6\nA5qjgwy7T8Z/HDwyS3lVoeFG3Hf3QtwHpJXJC/vCDh6BX1HLORePB7llXXsmjnDsbSvRvZZfDHv0\nxr38vExQe7dzksk5E5mc8nXweXk7R6ZN243zlfVebnSqcxwSlWXyBzFphZALE+omYli/vaTE9TSt\nzPWZe1C5Xux5Tf2VIy4rdUuE9xB5XOP2PqJhEyHdf7zMFywisrGT52Ot0HLkZVvJ+3vyYVfoOcrJ\nVmflsr/ViljLkZjRHyEQVFY1iq8x4k200Mr/iki2nIsXwkyJ0l/M/TYuI9cttuP5xPO+8Qroeixn\n63JcRi5Sq97lebA+bzdoPgoyv2v4/cf3BLM8EAW4LLP+Wtl/z3WBD7+nuWsvvy1WDtQaAMqJ6utH\nTf7NtN9d+kWt83TCzMw/eq88qiyLfDKF22zHmQXwnKZ60bUkD5/SDaaK8IGi/I1wmO0PijeQGLW3\n4neDd1X3Y1oDIdfpbojBPkBLmeqUFCcvt04cRZepW4VkGsSyyUuNPsC0jO8V0zy+B7yeyS1UiVLM\n3lnDu5p8xxQ9mD2s8KyOpyhncSTfRbL25XuBSLF8XNrf8Kxa6yuzIZi4knfV6itmfRue70qfKeq3\nc4Ro3s59y8yFSvstqh/3b34m8Uy1mKjSM98N+bPIdUnPT8D5dJZdkc9g6BXH2fLdygmry+VyuVwu\nl8vlcrlOpR5uwhruDVVt8nNV8q0SGSrJKo98MOWJ259+bzzwytsLOf9BjBnEvx/69IgLQDXgTTv/\nQrxVL35iHLHYfinPr7j7RKzU+Y/E9SCooHwpKq7uD7LEUXNTJE/kVzW8dkzRQGCtPKwQ50tlgcaV\nkZl1RPIM07y8fp3j3P9p5V9l2lmWU8zlFa3376KM0dpiv2OljSoRjfU4Gi5izyv247yqiDDbmtUT\n30euxIfi5sU4Mj7R4x65vpJdH0cthtAXECWYZeVVZaEPsRe2LEf/QX1pvr3K/kd+1wp9zs/NpDOd\ns5v3E6iMVs0e1NxDzUJ9QE5R9+FZ6mfd+v7OhBfnR37hcn38C9LKlBPHMaXk54jL4/NW8tXO1bvJ\nw8/L1Rko3AZ5nUFSQXc7R6hDfnwiq9qffutLNVr1h+P68p3qelAKUkg3TM3IsaclWjDTF8v3Nr8P\nC1F2U9nLEtlQv50pHggln5+9rYkQISc6qIf62LpES5LXTupJLCKBToh8Yr+BxAd1lOiMfr6EnHJC\nIMJj9bWh3difCs3foyavKNqcz1nJgdlADlMEXCqfiSjajokTl2+RVPYzMpWz6GKFcDWQZnhQ2R/a\nFJ3Yyqk6mbUqvlZoPMv9r7weUYOX9bBa57HymlrLkEXBUa/Uh3AdDXmHmfRaeV1ZyY8cck94U/1Z\nMwlLRAWOwrNZ9htcQ7z2A4nfGfGMV3z0RX0e1U5B+Y+VpnPbnTQasCX/ZHe5XC6Xy+VyuVwu16nU\nw01Y71JWDkLLW4cBTVBd9rNNujnFLD2HeTnv/9y50Yq3xz8X3p+Tk/MfjrfmhU+Jhb/wrnG2PZFS\npQ4gL5fflo+ElASx3h+W9kMkz21Egl3sASxp2GICBb8m51lN9V/NaV/FowjSi1Hj4/x840RD8+NG\n/fy8WMZ5ENGXc67Gc4mWmZ8bSnWdSbYd5zpai2UH7FchqTkl5Fy2qR7WvTIiN5flx4qdvZJ7nG6e\nj33orJJW5Ikd9XN6CfUP8gr0b9Xn20z+4gYCNyPfZIXm4boqUZLn/I7UZtwWlZyfveVG9tDPuB+X\n9ybvpxA/F0wRTe82KHw/n+GQqLTOWED/xP4czRgeeMzyAK3E88Be3orvuJJ3Vc+jkdK7h2Hu/Ub9\n1cqtrMvw05azMPJ7wz5ga8ZCdyi1SkRW79n2C/W03fXgBErIvq0mWVF7LR8an88iuxATgDqvIvvB\nmMIiKi7EVMqKSAuiWEbDzckmk5f1MMqOhw9tQw6z40YBUXd1lpZSwNK3xuSV/GlUz06qf05i2R9X\nlpvvDzLM9xzthuur0p+8HcdFu3KuFCXYiKzK965CFBvIfpOv0vI7mnlfyc9okU6WRQ+tCLeW55UF\nL2vF92wQ2XT+UNTmZq07J8pOZTbQbqstGr2suKaGKMVMRtMyUUGLrLJAz/vtevpoRZRuoqJNuX/n\nvazVZ5Cj+C5+35ZRt+l7jK5PkcFDXh7vjzbke3OvZ9A4YXW5XC6Xy+VyuVwu16nUG4qwLuvBSvRG\nSSpG+LFc9Y/VH59oaCKycdThrb8eRxSvvWmaaMMLn6ojGQaVBYFhwor9Lr81xxVl3tLcT1nN0xjX\nX3kuP2H3SOeuk5fOLMfypKYov/nxlVynrXw/zp/K52X6afnoWCCrfD2zdpG8lE2ks+I11e3TNcz/\n1/Vph1jnoN7XieZt7Uzgq1XKpm1+pPutaL5J5HvFtSLvayoe9HliEEtV0ONubsa+tnrI9Zhl5WOZ\n21zIZwyKx9GP2buatsM7SxGg5/uUmT+0lf+V+fs3X1fqdynCM1Nhjmad6ixZOXhOy/4oek3GaKlx\nvmsXj7N6pjYc6ojmMGT1RpvtbefXh3ZB3mQI+Yl7Gvn5qj7X2y/F8hF9HAKlTN7brXge5IfeeWoq\nWx+tjyCOa9t5qn5WBsR5WSGmu1CaFXE2P9/2i4iEnN9jPo51J7lmXfdWFqW0RuITfcEtpq7VFDGT\nSeugpX7LYrGncP78B9P6DmoRGETdhSqUj+qK6LtlBE/1+hGZ5TylPRll23Eey6uavKVGBFEQWI4I\nWpLfem8pXyf2q1AfIle49yDJTRFE62h33T7z56hEbm3wTVr0zVKTF7biTW2Idt0kpmu4Pq7n8Fip\nPeVRPWlOVAhRh+eJayKWszxPqXlOatOKf7fBV8vlpbob/nMmqqkfN9xTvmeWr31MHzSpXuRlNa+X\naLvlYW/yfY6LdpUqGxGQeblK6uvFsyDKd1VcxmyRcchncYDAwuNq1eekcsLqcrlcLpfL5XK5XK5T\nqdc1YV2WujVtZ7JqeV2tSKAccTT5RR+fzeU2zInM5Y/X0UclOSnKrxKevW2NIHgm94mVZAZEJl8/\nI8+nFcEVvkb4HLHf/ibqFbdvX85HoSs5Gw1aaRFT3o/JLXtRLSrIXr3SK4tytR6d3BM4f61cJ46q\ne9ylSGjsVUXdmXRqm071HhRTkNV8P5Tf1WuagIRKfg0gpBOMmhGlRlusnI33bnqY+6XTceT3Rdtv\nXlvJ1qMdQAOT7xJtS/liq/c2nx2QZgvMqqNvKdKy4Zes3GeDeFqUrY7u1pVnl5u3seWp3d3OnxuO\nso0cud1R/Ss5la/LyPXLvlD2rCNfK6J4b15Raq+PLaKLV3Kp6vtl1i4jjvf34ZfNzwml3Me6vXtI\nnj5dBhXGO+1gE9cY14P6oj/Cl4vc0lB/P65HvtfhuUKXuY+I6zVWkDgab9Ez9hYyhVg2b59FWkEC\n2A+KZZBWzkWaqGPRTlF4cQ4ui0kmCCdHfC2351F2kw+TyCpfSzWXIkgmk888Wm/KjajlMrlFZFD2\noLK6QtGIzVyPeVRjUG6LSFfKKXJiPH9cczTUvAyLci1L2ZpyhTYp9Scjb2rFy8r1p/279ILGfgfj\n+CJnCon8qxb1RL04Eq91/fPHW23BxJVzwvI1NNHdRPemeZTsCokN9W1YOQ8R/wr9JkLKx/N1WOdB\nOcv2OeueN+0//288azzrgkkqv7NYlWjc9B7mdxG/g8r98RzW+3vvVE5YXS6Xy+VyuVwul8t1KvW6\nJKzDc8vtZ0WpLCNk5utPKpDZRDH179WPi/94+n2dRDquPYuRDx0lIvsM8jyCcg32YqW2L8XR1J0n\nc4JTUsK8HCacdRFZ549PVE2XBzc7tdfEdBl5MJsi2nI+1URplCoiB+nGTjzv7nYcsQFRxfHdo9w/\nyeQtRSpdzYla3b216gwvaWH4dVkd0FvQYHhXcc1ap/4ZHVnXckejdrZclqcj8lMmsXEZnlQoeVCV\nwE5vxpsdyBPbOYaXNR6HPLODfR3JN33Lkm2HBzetpz7BHkcms/MRfdkHy55llA2PdZM3takfljMY\n4jLyqHKeYvwtryGnztyfhoN64g+VMxDi9p0nNM/yx+ofzBTF9wzq1crWp2jB+1o/op3D9bi8vwWy\nmvtBLR9qPJYiq67kbc2+eizj3Dz7gomsNTuknNESsmvj/rV+vb7u7mF9cOIIuBz91xITWI76W+YC\n1VzTNNLf5JVC5F0+ro/5K6ErW+F2PLd+TeK8pT2iB030Am3A1KL0h+WE1YoyzD6xknS2a9d3JafI\niWAaeVqZNjP5TVGJ6esjIoiC9pTr62kPi9cjCmsdebKoVcWbF+rPae1nlZtomeQU0ZIVnbhJFr2D\nhvoBBa+qpmKvRAO2ohFX6tkQmdciw3XbQGEtb6Z1botCs9g72qSmKMKWl9byS1v5lfleJdrJ+Vqt\nei5JVhfla7XeEZDlh7XqVs7+iM9gT+pnolg+fZ6Vca/khNXlcrlcLpfL5XK5XKdSDzVhnbWXp6l1\nYopZpYbxL0e55O0mPaEBoYt/GJv7xU/GyGxLXvyk+O+tyxrF84mqp1KkpBm9oXpslOzsnp9l2zna\nLuhH8sgRmaxEYdXzwiMHolSNLhz/gkSBrlWILkXxZXILCljNbZqXs3P+ONsOCliSU+xZT/v4PLj+\nQunmbFZG0S1W89GoQglkkfKN6jVRblDIIqMtjJ5OYnmDwSRbLvfXusJ3jDaBd3QtL2d6RJSRPaKd\nfLmbKHR22kSfOf8qxL5L9n+CJqKPshJRtSL/ply9c+ekaL+c69Uip0ximRyiDqWHWtejf/Xz5wrR\ndxPJpPzB49VpVh5mBnCbcf0qUYrp+UU98Nx2yBKS6Hca+QRpzenmSO8NyGw6vpJblfw77SoRZfG1\nWNGAUyRnLY/rUr5/c38u3xtcMzy17JV1PXgFKaQj00oOTytv4NyBmTh/K6jIIBxl+1n+yzICLqgj\nURY9rkf+054MU11BXbtMiVVM65hgWn7ccr+87kwy71RcrzF93cN1MS3h+lsUhnM+TgzvLteHvbtN\nBGqR2DdontPIw1rJ8Wn5IK1rsggl7d8UrZcJaa9dT6gOxiCr8Inq96hpTilbRns05X9t9NqGInlT\nrRyvkHXNVo5X697wfiCtoNGgzliu5H81cu8u64tuqh97a1lNBJWfU36urCjj89dTqYv5zGIWRYOv\n1vCm8ruJZ2WUddd3ilaxW9wb4uqE1eVyuVwul8vlcrlcp1IPNWG912LPlb1f/NuUf5WJxPOfqTmL\nlI6+/7PHcx7OeBB8Yuw1TeTDIJ3Q3lYcyVi/EW/t8GyeIxGkNdWZBriRDzJ5ZW/mEWXTNRJFBHHC\ncYm6nZ1m5aJ+TOcOz9SPkAciUIl+HudjLYioi9ylILCcszTlSq0ZqkGeVEodlchqh2geSCr+gqSC\niPI5sNzv56NNXYo2jGjAJanNl0vimpePNmhPcroMrZ6bZMettPLzF+qHnBxr5EG9N7ceiyPxZ69r\n9EmmgtQH0Qcg7M+5gfn5KGllUemX7Mku/Y05tasQ2eSP1Web8hmjLVJ5eo/Rb+ERhbcU5J6JLc9A\nANHfeDVWeO9RzBBYzluL80HrN/I2TNdHzyNHZk7vE2No0sopzLNN5relYxu8oVb0dNBeqCnyc7Uv\n5Pfaqp/rwaqllFWkHLFnn2cT9Uj+ylb9CH0TnQNFtKjh2MgdOl8u9rHKMImMQUiYaLIsz6dFXJmc\nTgQ5EY9pfX5etC1TbpwX3lq0IVNxeFiZxnA5rIpXtchzOEIczVWkSt2W9f9V6mDQskp0YOMegeYx\n4bWIpUUTcY1WFOB+W78z6sstReLFZypys7fpHpI/FFQUfxFF2Mp1ytGDudy6Y9I+Un/N7FU9ceRl\nLg9RpREZeZbn4kWbcj+yovdyxN0mGl3J3WxdNyLrGvTTIqh8PO83f/5K7lojMnd5zjvbznXh6MNN\nXvG7lRNWl8vlcrlcLpfL5XKdSj3UhLUI1VH2e6HRICetiLzZRBQmq8Z6EFmikq2pyLPvjxtf/ET1\nkyBPo+G9S57RRIryMuE/rOSD1GWQVxAl5Ftl8rRzfpKVx+WwmG7sP5JHLQaB5TaYriuB7TBl1NGu\nruZ2G2FZfZLrsfy9GzoKjEi7Z+tH4s8kGpqvB7UcDtvpnL0eovvGfcZKbdmbWhJPGnnrUNsr8Sy9\nrNhvRuXnx6NcPg97XleUGo/JgwuPLSj14a38cUf0YIzDrz0WfWGH5Ls8o5Tw8AklrZdiUs/ynhfZ\nsvWcMH1npajGx6HRFwmBuM4fW7cd5SEfKfr/VSWZFz4Sn8OdC0p0RrlXHOVPVnLSyXXH84XnBmSV\n96vLOStS+o1RX8wQwPM0XlX/8838Od/QqOHwhSLXKXyeyNcM8XvFat/5/Ti/btoH98jy5fLsjIbl\nah1oP70U5Gs92FSa/XI729+jAz9YtaSwI24mSpkL3qeOkTu0iU5YOVBZFsWcp6Ds/eRImda5oWrO\nwvoowSxsZ1+t3ZZEJoliMxG2IoZyvVIeTPIBc30sL26Tl5XrZx03T8IsX2ETaa1EgG2IUNtEAZnm\ncd0tf2Ol7xjRfLlNkIt0oxc/oy/tns22d5SwgrSivEE3T4XRRA0tzRNXzrdaKTPkZTI9bhK3DboD\n2nzZ/K1MUDkqcOU4kFryVmM98jKbPmTy2VvPqyUrNy+Xsz9dTefDMagbckUfFN1see4sWVmW939Z\n8Tujyfd+t3LC6nK5XC6Xy+VyuVyuU6mHmrDeL/EIPf8FcQVxAFnFes7vCmKbIpLCZ9cWufSO4/Tv\neaXImBWvaBzBGA5ATHOPKcQkc/NaJysXHrnNV+KK/c04EpPyrColufbkWI/X/F+DPBoqCA/7Fst6\nxL+FRlFFxN02KKAxlR70sdebZn9BK6EtpYKgkj09z+iIyDBRTgh0c319kuoyHCol6y8efSrLyr2s\nIKU4J3tU2fPa6cTzHBwQAdU2AFFNfkvK79oij23y0CKasVH/Y5qdsMr+Slyf/m3vxj5QUkJcDxG1\nFPU3J3LoU6N+7g9ljfqz1L8MK00lSm8lbzBRP5THUXa3Xl7J6sja39B+i3urfssxRZLGNVtRgtnL\nOqF+WI0ijOtkP7BuV4I72MvbEEQV3lXOnVqNBry4nSfdohK9l8XvGo5AblHyFBV6jFkl+b20CCz8\nyPtb+g7c0ZFteu+6HrxASEcNY+NME5kwMaXEMmgIjrd8pKCkM60P00JonhiUdcjLtgipFd1zbOSI\nbaLFVq5D01dptAGWmRCXEZTroxSzx7WMoDyh+tXngLTatuJzY99ojVewKZotUy+TnJPv0VIT5cK1\nID9wU87PJuJfyRFqvJD3RvHLZhezsyZKepWsTvRd203LSuvb+T1jT6sZsZe9ka1ZI5VuJI9G26e8\npUS/0RbpGnQ/qx4oH9GD+53cB9wUzZfPa3qxm0gviC36SCtvH6tvVfynWvxwFq8H+YlnRSiJvB4D\nstpv6fcMel+yH57fn7bq+6M1W2NMMQvG4d781HTC6nK5XC6Xy+VyuVyuU6nXNWG1PKWWmrxPJRHQ\n8rv1+6Xz6/adp2KB2y/GAi69U0fHesUcNYBHTpdBIBHNFHklKWrwcJDTK84riXKvPhUrfeHF2Cgg\nSyCtiYrpeUBUsZzIUMr3GvdH1FQr2i+oH0aXuv1YzmiUjzqDZg41mjCoJChkGTkX++voL/JiHteP\nvXRXMAJkbM/op44gK81N1LZHo6UUBRjLKAtEFMdjfWqDlby84WE7Oy/E3ln2344pumqHfMDp+HZ+\nfIoyTMTsAB5XrS9HaJY0Us9tqespR3CKaNvO+y4EX2bvUEe95yglygDVK4lr/egs+ncnRUiO5xrs\nIzq1+hx3dHSSnqt+L65Y39V8yI/nKBZteExtg/6fPNpaLjysZfRenC/+LYhKImEZ2gJRrlkgs/1b\nOlJO3nN4VbmtLUqKe1PmwK3S0KrnlOgskVA+Tpj4zOqPa7I6Wfsj1sCy5bjuv4LkZAKRZiEe6V+W\nxkEjySPLciRfi4Yioi3oYpfIQh15taLospq8qU1Rgbl8Pg8TzdIHnNePIzHzeRD91/LgVqKRGjSa\now2Xnlah9bl3N92zIr9nyyjRrCKvQ9pu0OVE7/ham7yvRt2sSLOV84X6e2nV11p/9eCMiIgMx/r5\nhc8f5GzX8/RXNPYITyWiekNWlGPTuzttVyIJMw1mL6ZFmyv3yvDVJs8seWObyCa2IyJyUy5cFvcV\nkE0rbyqU+jVy5eoHEkchtnz5KQq3Rs9GeYnU1rQT98ODafzxMWiPF14rR/dt8sNDTZHRrdkmdysn\nrC6Xy+VyuVwul8vlOpV6qAnrdEVkf7u44xF1zrfK+VW7h/XHwZOaKI0R9XK8ppTnRhwXuPROpYsa\nyXM8R+5AaDj6qOUPK0mnzhFXIgsyinI2drCsdSevafKspjyX+bXBb8hkNSglPFaSG45ymseRbtnH\nmQhpipyrbTVQH46eJ3lSkw8oL7en5QyU3A5HHV3WqKpKXtnbiuXJdC4CIUYClcxj35KcgsAa9Cv5\nZHM63CQmsyCgOA+oM7cV02euB9oSbQXimryv7cX162r0YY6CLIe291Sk9EMyJUTEW/Zlct8f92aV\n54D77a2NeG3ndvNXGCgvth9oFGqQVnhLIdQV59vX6Lo4XyAantoMZFI9RCCteF5AMkFMcV6Q1Uc0\np+3N83EEFLWazPJ7cv6jsTP2bqsvR6OEI5/x+dsrWX05ajrqwXlnzVkkyO86K5fx72pEdtDj5QnJ\nvJLXFf1T35eYwZK8z5yvl5ax/7LR3F33X0EK6chsaXqWvHXGiL5FXC3CxvSiQxTQohp11MMikE3E\ntIlCcPm8ndukPK/odv1cMHy5pkfOaOM+5W1t8qJaFLvTkJMx7UeUkgnSoujAXMZJ8zxakVxxTtA0\n7Mf7J3oW6vOnLpsflvev5PbU9V2NcwHP6gz7t0FYF5/H8nla9V2UQzUdO8u9pL0OzVaga2mKostE\nFkR1QknET5Irdv487E1lgcRy/7vTXL+s5B0v8qlIJv3UvgXvauX5qbmOSoRla3sDJW5SU4R03u9e\nyQmry+VyuVwul8vlcrlOpR5qwgpZOQRZPPKOEX2oQ57Ag0d1FOsoPx7e2JYRWAt5Aa3olvNKeSJ1\n3yGo2iAnmyBAoFbw6mE5UZAV+AlzL9/Y8POibiBAoGCVfKmge0Tlkj8TnkOifxzlOJ2X1oMmIt8q\nb2fKCR9oyk2K3HUgp8jjqvtNQLxW807QXdHR6yACuIUyB2c0utwxSKtkdRyciR0AJHb9bL7/srnO\nOsljWu9BBSllT2vZxiGrt5UvFh5ZJqYo9/zjIxER2Xl1VfeL29lfDJ8yct8eKaVHH1nR8oLmxJ3e\njseFzfggzW6u5PUDkZ3L01pGAUb/BeHXa9d+jtywbb2mWxv5tSMn7c3NuB7eU5wTXtNEKI08w+z/\nZaVnnTzdEGY4gAjfuhDrvbrXya4L17mpBBYe1UtvjW335veuZeWmaOLpntZTz+RNTX3DGBElr212\njURf0/ol379lOQ2+sUqsgLzOyc9MUdut+jhxfTBqSVGhcBzdl8km50CE+DiLSpZ/W2kL16nuL2ss\n7Urk4WX9WFae0nJ7XjfOXWhFFe5SbtoDyT/UyyjA9TS6SyTWygvbLeq/2ExCO9vfot18PS1EChUc\nT35jyj3KJC47B1E49u5BTMmafMLYbzjVGWmIEMuRcHHv6fW5bP5fq57cp0DhUr+fUKRZ3W+9V59n\nlakJknIAACAASURBVClkE0EdTToLt89HAD6pZxWy1qd+Q/eUow43XYN1ryrPI3lYLYLL4vItGm71\nERbndU3n5+e2lT/3+DNojyu0luuW8gA35D5O12DkUV3WK87PPs8WuVs5YXW5XC6Xy+VyuVwu16nU\nQ01YZ+1Chufs0c7+TRq5aCAB8KZCvQMdHVCy1rsl2fJkUH9ujh784ifGkU9QjwnoYKsun2NRuzwi\nGlwo3cIlrSmRmb55KCIi4+fP6Dm1TkRqE7GtkKXcwzddw6gO6J3oX1C7nHxavk0r2m/ye6oXo79m\nkFl4DbXHJh/FFJHYaASJcphyZN7aOmoZidoSpep1yf+ICLNr5N1o5/QXFNckoHqa9TNxtHR3P46c\nd8gDauWY3d6K9G13bzUrH+R0cyOWC4J87XovO56jGG8/Nsq2o97wHUMoH8czBU80fD32f+SZRaRd\n0PpwNv49VrrfOW6nmQMr2v/aWrepnhPLLbpnHYOQJu9zuij1k+jzh5kFGDxO/V5lRWqe6nqQ3J5G\nIR6ezfMV334094cVer5zifDq/tpmrz4e79n+IzpzwIjAXEYFFl1ff/XpuDGTVr2+lCu1rv0Mr54R\nBTiVifddN6e+TDz53ZTW03FlufFv9f1O10T+Xddrq/lReI5GycsQUz8mYV2idU1eKqaJVT9nTgQQ\nQbcrEzNqLpdlRdG1KMTYiA7alIOWz4/Iy7w/CClyHyaPa6FtEfKXGJNZq/6dQssJFO03RV5e/KCV\n7VSfGzKdt4aUMbVK/cMglBwVmGX6KSmyLC6piQ42Eft0LQ2zrqx8qGlWleSf1aCdlo/UiohrLTfR\nxTpvpJV31co3aonvQVO+10o9GiIun5TQVupneGebfNSWVzt9p6X8tOn5DvG57IXcf4973JIibeMZ\nLJZHtUXPYOUa07tNsv0lLdO9bog94ITV5XK5XC6Xy+VyuVxvCD3UhLVJi+irSDlSj7/sYQVxHewq\njenH9fuPKQ3UEX7sxyRg7/HcXwoPK8jBvF+OSScIE6KKdleZZOYEEZ5X+Ac77ziI298fSWvKtwiv\nG0UNRh3xFxSsC2JKnlSOlAufI3v8mLiCkIIWlqQUJFRH0MkHmo5v04gPR1FOOVBnWXnJ20H+zfny\n0ggaIu+1cr8sykZE4nTcLC87jU4ZXlKO6Le5PsrOjwjHKb+rnh8RkJmwQhvrSuUOIiVgsgrBy4pc\nuLhHiKhcnl/7PbVZopnICbp2nNUf95ijHq+va464fk6c4Y0dqOdVzk7kjJ6r2oa1l16hu1ZdMf4c\n9DkbtxC5WL3MWldEvQY5ZcJ6fAPmUZppkDzkGo1ayWj/lrZ1yicbD0e033X1toJ0br6yku3HSu8S\nrUb5LjEoPjzuRhRh9sDP50rFuyMRy6WHOfWdQyTWIp+WvxZe1kRQicSmmTBq6UPMgXpa7DoNasq7\natESEFBQQWvkHjlAx/QVh4lBmb+1lR03XweuG/+18ilCTBKtujf5xrg8Fq61o+QV1wqyWpbLUX5z\nWo3orNb5Ob8q02qrflgPb/C+9PT8HGU4p+KdMKuQwkToi/p7kO6NkScVl8b+2eStphcvE1smkk2R\noZf1P1p+xguD+H1uNI33mH2X/ZXjrNwK9aQIuRyVOPVxgzpyDtP5dZYavd50T5tywPI1d2mqTmV2\nxZJtbImpsuUHtYgyL3NEaYvogpqm/Yy8yBNpmbMxmqL/sld1YvjmO8bMgWVnh1j736le1z9Ym8Rf\nmPBlDsGY+jc1JcUmvmjl+2M9ytl7PO9ow3V9CaYvl/ZN4ym6EKZNltM2Md1Svwjrj4tbR91sv6MX\nYySSlp4TUx73H9EfDQf5w49gL4cbmG6g56cv6vghmOrdwfRXyc5fToet/4GJQEMcDAk/mngabSW1\nCom3p/bp6ZQJDEogPQ9+oGOKcyiEpzamY9r1dYbwA3c8ywMjoA7lfvmP/lR340MCPywhtOX6IP/B\njOThqBd+cOLaDw41AXUKHsX3RLLjWLg3uM6D4UpWb+sDoEwdRNeX+nD8u76Ovi3Z+nnxQI3VL7j/\nlWmQsD0fuOmcyQNayREFYJjm50E5mDL8qKadmdyIbYwfqOmH34IgRiJlWqkm4Xi8S5DehqfRpv0x\nle04P976jlGtb/njsUzXVf9j15rSW/lBqstNqXdSqiEaQITVAteE92//pq4/qr8214NTK325yjsD\n/0jhLzz8A6Kc8jZd6nirHtX1+EJWndLG046tH5hNKR2sHzFdupam6cpcLtRJ06Q7WTndon7atTVl\nuPzhemfiad7WoAR+sOKH70Tig40v6hxwKCtLL92chrrkF2NOpWL9eOL9U30oLQxP6+TprTicp4/y\njyqrLyFAD/6ijaxULRxMilPRWNNjG3+Ezh1n/UAbGx6MZadB8z3gZfxQrey35A9kVvoRz9No+Qfv\nCX90NU3HtoJUWYMvdT9OrW3Vd0bT4EI+VXh+4I7PWVcnKxAbB1q7W/mUYJfL5XK5XC6Xy+VynUo9\n1IS1CPdm2lc58p+vx9RfTEnDiP/uhTjC0zvIA7VAIKsHG/k0QZ5uN+4VKegLpvQiNQhShjDRHI9j\nZduH8e++Uo0tTUly4+U4zaabhiJieXsa9CUFV0GaDhBUBGdSwolgN4mUGgGHIJ4inNLF0DRYENSW\n0sJeJ5+igv14GquVHicFMgIFpfaq0D2MdqVUMLrYnq8rztWqPbaD/gIylEZpa6tYEZ8HwZ4mFOxp\noNPCB6vx3u2jDTRm0oTo4nAUad/GWQ3CpMGbeGouSO+6ppnhEUCQWKaZEJNTJskt0D3cWyOr+aST\n16sMSlU9J6eVYZJaLaOgZcnWT2gAsZwyrOVSv+GgYsVxPmOhd6jLm0oPNPURSCjS0/AMClZJKXPq\niPdDi6dnt/J3Ct4x67uUnFwf397tWK+97Um2f/kO43tVVOiwSXWN4U9+Pw5u0PQj7Y+jMzob5DCW\nf/DItH5/PU9/P+6H93T3kGY0OHF9YApSZKP6TPEgHqlnSscj+HwcBw+ZEZ0sp68uNw1wvnwmoPa+\nrfQvEZuInjRIU5OqxFavNdRPhwVxLZW3TSdUKXPcnpfDNIXbaSj5F6kOpePhADGYIo3p3inwVlEG\ndKmQSKJlFg2zpuwyeeSUJ6x0HBFKTp/D9WNyydNHLTJsTQ1mqtlERNM01nbeHljf7UyzeqTgTe1J\ntn6eavLUXGu6s0USue2ta+CpuGwHW1ZcTiW9zQmnLltTeZcOcCV5fdLxNIuAX1k8FT8vMyek1VkT\n9VN4q7M/8jayguMtmyaH63e3csLqcrlcLpfL5XK5XK5TqYeasL7WSl7V7TjqsKkUBkSV9wM5gO8M\nQlqbUX8qtzX9BYIqdXfjKGPQIC2tpyM5vXU9jloOHo249wCFaR1ufkw9q1RneFNBgBDMCWk2QGoR\nZKk9yT17TNlAtkCaKp5WSumSrpk8rextRSAhUEo+nslZCoQ0zddD3U7DiA9G3Wp8xRxCPl3DtN6T\nWvputU6TxeNAJamNfw9G8Z5vnIlIqN/N8R/ajkcYJzMEiIjlcPCmrXNx+cpODGHUV0/sUIMtIU1P\nZQQw8/VWR3t77TzgxVCz4FQDWunxuhr3qtPOR/PSiHu6vpa0Wnlbzmbw/2pZhqe19Kzmy2U6JfTb\nvM6pX2n/Tp5WEvtrj9byWRTJa7qat+ngZk6WQCnZ1w4Ci+3wntszSfLrhDd9fzNPqwPCCuIL8eB2\n9Tyh4t3n91uTx5XJ6/7WNDsOBHWks0qQqmf7pU5Wzmgwy84/jq+8RGQRZG/9Wk6nXadPveRftMhp\nvQ+Sva2W16opEFKTL7W+biiTvWT1wV9OSiEgThFhe2TpWS5y+sbpa9iTm8oPi+kzn2dmUHKrnk2p\nLUCB4MuEB3KeiGGbRa8tEl+heg1+4/SZR/s1pUCxKFxTgB/Tn2wcxkQYYg+t6cU1KCGI6oxmQ/Xb\nGiBs7iXebef90/LFspis8jVZxzOBta7J9PMaBLipL7CYzFpBnawUSBDaAX7kJEygUy83v1fK+pU0\n1fKzV/ddboYJP0+VutPsCIjfw5gtAVlpdE4qJ6wul8vlcrlcLpfL5TqVeqgJa9EqfU/z4vQyywrR\nK+E34/Ke/7SjbDs8VtgOkjpWP+fmy7F5X3yHegVn8LEp6Tozm/Ne6rkvjrJzIwrw/mosaziMf599\n5raIiFz+WMy1ozbblNYGJDWl1NGUD0jTAQ/ejCPW6hDGGtLaUERZRK5l0gUPYU/bcIgUKep3BEFF\n5FoWR7RlDyJIGqggaGev4q2V7HhWhVJOy9FB9pa2mBjB/6jHlKl4ctoLbZ6L9300Jj8h13GW1wW+\nEqgyeqvH9TnBNvZHedp25x8d6noQ0TVZJMuDkTy7PLqLdqIoylUfalF7XElP82dBZN6rimsD6a/v\nH9CEZgpY6XDKKNg5we1289Q+EMgrntLEN/VaCr32qT5/KwdKDyl91Fh9yHjeukeBtufkNtW3ftC1\n4k0f7LWy9fDfH2zEAuBxRXn7jxr+tXZRRhwe4xy5bzZF962QWBDYkNWJo/9ixkoZLVhnhdxWMqOW\nuMGNVu15WEhvwwPYrgcvRKidhHpiBsEHmVKz8GwMIgdMNRExF/5Ik8BV6GHpM7XIYRO1PWmk2iby\nalHmVE6BmSwhW0Y6G24bK3owE1kut4wgiqjE+m7Tti6pdjWaady//usmjkPaD/7cBV2tE0d05XQ3\nqU0ogi3257LZI1pJi2Nst8hlxXNq+Dv5HlnrU7kNnldLVjnwqFpRj+dTyFT6I0XZTR5kJq/6h9uK\n6TbXga/RIqn9Tp5eL/lvQ35t6doNosvpZ3C5lb7CdNMgq0xk2Ued+i6nveGsFSkFV/Vely768v01\nX0Zj2iXj3dU0W6RSjr4zeoFSPza8w5aVE1aXy+VyuVwul8vlcp1KPdSE1VJT5GAeyWdZeQWhix+I\n87N3LuaeK5Tbv5XTjdLLmu8XVmZzntD870DzQ4L8XHzyMK+jevtAo0CppuovaIOA6jWce/Qo239v\nbyUrv23QsC6R1hRVN9E+0fVKj5UmbpyNzHf/tuZYUxIKgopl/C0pYn5+oXsEmonjhkeaS864lxWv\nyYJ8rtXRUT1GV8MX2yXfJDyoWL9xJl77SKPtotwLm7e1PCXyk3w7099KnjGO9NfOo+eNjvPHuUIH\n9Xzbm6Pa84Lw8jLUofOXUYfz0Vh+qSQKmogqjbalSNEob1pGIAYBB4lcyfP1pui+Ey4T67FMlcKI\nt3E8i7dXoxTnXtiUr3U91vdIn8PkEdfrYW851CIPbqpH2h7/sjcWKv2bRbYMsgqPK95V7DOtC9yI\nGShMWtM5W/l+iJSM9x6IKRPWzZdjnXYuxqvD+zXV+Xos58VPiqO22y+1s+342zsItetdD0YYba9T\nRykfcoEyAejrnCHLY8p/S89UPe3h4yXtbT/3TBfqcrUu2p/XJ5JoetMM+mXsD4Ka9icPK5+/Up+Q\n+zqZyEIcabSV2jin3U30myOXWvXi8rphWqFbTLP4nOxFxfFMEi3/boqSCuqL2VXkw+w2TPdoytVr\n9Rk+nvdviprM0YebqL9JB2vqV6F2hgeVCSh8silfvVEn+Gax33Cykh2f6mF4RlNUYcNjuvQMCLoe\nPIdNeVT5+KaI1lCTz5Sfn/l3G9ZhRkn12PoZJtw/mvK5QjxTplIekVacdyB3F7rfCavL5XK5XC6X\ny+VyuU6lXpeEtUlNBBaeKY7y++z74oZL74ijBiAG7Hm9+oyOEClZqEYOVb/bcUtmHRpBQ45WJUiI\n7NojL+jOq6vZcfC6wuMKAjTQyJojjQzLpKj09uVEFXlV2RuY6Ji2TenfzMc+DoZKHVfyEcj1M8fZ\n/geHK1m57CnkCLycd7Wbcn0uN2rGWpTbK9UF+9KIIUYAB714TVuDSMF3DqJHtL8a78k6/MQgiPB8\nNETVK/OzxuWmaHoQiHCVkNLoGbVZxWOqo22g5kyxk4+Zc92SF5gjD1rnK2cNzKSrsxyGo5ygVyMN\na11T1F9ZuJ69sJYwAwH5WDc1Ond6PseIXozz5P2Twzyiv/J4PMhqJ5FXzO7AHrm3Fe8kHXRO76be\nMCe36bwcrRvRjHVgFLNDLBq5iLTyTBU+N+d4Hq9pXW/TOXT7hQ/lkQX7N+FhjcdtvKJRRNX/26HB\n5L3zOsPhqo/DPiyy8gVylN8q9WOCVEbOnBcTBMvDWne+Zf1cFincL2JHBd1bb+V0gclpNdpw7gll\nTymLiStUmWUU6q+jclyiLvC85m3XK+IDOAw6i4oiP3PbLvLgZfWr9ejV19Xy6lX8ivA2L/DDZuWS\nh5PLsTyrlpe00o+LfH98J2iK8gux/7EparEls08beWDrtrE/uPF7TQORHNOHEc63dxSfp9RW1E8G\nnbHUqeJBb2jbROOJqDZFXrbyKy8blZhnJMDHj9kmPFNhmci/lZkHxvuV62BFKud3FGbK2CRWM6rI\nsLGuy8g/2V0ul8vlcrlcLpfLdSr1UBPWohVH7ZGH726FkXyoq/4yrAfNADnYuRBHDy68oBENdfBh\n60okBVeeiyOq49V8RAk5T1vtIouIKlJG4QVRhUBu9m7mFAJEFOS0JKTT7DgQoAl8k3oN2A/1wPqN\n9Tiqs7O7mpXLKv2Ji0knqB/Ia4oIC+oH3xkivE0QYS4vp4kSVs+bjzRy9OG6fTmHa8WzQN7R82cj\nMsIo0/bZ+Hd32NPyNNduOx+x6+jFIeodtk8IVbUo0mHKy8pENJFbeGTzkUH2mpbl419FtjzW87DP\nmAO8dYxBa/Y7lyes37/0spb74zlI9LWdP4PluXR0MsD7ahD7ce59TVWi8vr9/PnDDAX2nLdauYeV\nCS8r+ZC1foWe91jfMUHLAQlF9GB0iUreVFD4FerPRB85ki8i9h5sYBaIPvfX40cCogb3b7XSPqyZ\nvtdAcct8rPEvk1hEKEbE5PVXlZhu5QQ1RTTexLXVP+MTydtqMAaRrd3ddYrEEW0ZFmCEHxFoy+i/\noHT1EWlbRNyaomE25RCd33eS8o8ufsixH5Okg5l+T6B3DchkxfPLHjzyh1nXxtF+QV55faovrUfb\nlrlu632a8B9zW5qkiWj62CCudbSm4kdc0ocIkjSa5V91QSiZCnJuTHhU02cfZklRftdUL/qss0gv\nZJVjlZe+z5zQk2pGIyYibUVHnv/OYNFliL+/sO+WabJFOkdTI6o0fV+qPAcNbWZ6bg2qnso1cvVW\nIiuf0Jec+qLh0x5LnLE3CGM9Xr9PymTp/KpWlF6LrFbfq/qX3lHWs36/5ITV5XK5XC6Xy+VyuVyn\nUg81YYXgjbpXAhEAzQA5KL2t8W9vGH/vD8/mUTDh6drYic17WUnrFBRzLvcqvKcQCJKVb/RZjaR5\n6coZLQMjIXG/C49H2nf1+lq2fWsz1uHFS/G4ixei3/LqtUgBt7fiHHOO/guihMiy13Z7UqfSt6ht\nRLeEI8Qy7WsatWPqmc7b4CHpkYd2Ql5ZjvhbJ46eW4nuSz4SjJhfOHsQy6Zoejz6iZFE9raOp3Se\nNDKZj8TtDbtZveD7xfnW++NsGaqMMNI9WkSj59XTnKXsmbW8VkIjnQs1w7OStxmIK/oZk1RuI4ij\n+5bKCSlmLMz7akVERoh8q6R2fV0jH47r26ykKXn5IKkgrHgnFFSvSs5TbWK8W9ijWlJOkFzJ9uMI\n6GWU4LgeFBQEdu+xqWxd0f6ZCGaRtmV1pSZPVFh3Q9RgnGu4PsvqgmXEBEj+3Nvq59+P65F7u4xa\nHMsfDeLfwW5+XtfpE4/UW1EnKxFjE+3Lb+5YyPfWQO0sKmgdPy+OyGlH91VyCiIT6usEioxTwhtq\nRe1Nxy+IwjyvpT2ridwq3aYIzlXSLLX1s2gO7qF1b5ah3Xyfyhyv9XWyyGU63iC3KRqw4Ue06s5q\nyoPJ9JFJJwtRi/k7haVK5oMloxYvkkUoTY8nE0XKz8qxQbi80aRTW24irUTBl82bbH0fq+TIZV+x\nER3Zajv2i6bzG88NX0e/dZwtI59xVybm88Dn6qbZDRQZvHI85YI13jHL+t+hcVjOO94kJ6wul8vl\ncrlcLpfL5TqVel0Q1rsV+7sQOXPSVQ/fQT4SwjkMEQ14TPARZDWRhnY9vRQpo/Jeux49o+tviqMq\nezciPbuo5PTK9b7ur/7Zx4bZ+r1bcf/1sxqpWGnb1WuRuL75TUr9aFDr2k6s/PnH8nyv6wMd7U2+\nTaJyyE2KaMET9nSIni8nTkwtebSKPbzwJCJ6bBP1Q+Te3koc5T4YxXaB73PQy6nj/OhdIpWga/A/\nTnJy2WnlI3FXb0d6ff5MHga1MppKJNUaBa7spx2p17G8rjqyr/cCbZB8waBt7BfrUC7c1E+VaKUo\nwXqvQn4vUzvMyCNi+EzL6MvNRDd5K+DBTv0grzP6ObeFNQpqe591VFM9rAfI7Ul1tDyw5bMN8sr3\nVstZgzc3vxkgrmJ4WaHhWSWhN5W0kn8U4nysEOglaCa6UsohPRf5GSR182o723frY/Hc157Sd8Rx\nPjOFVUZADtk5yvcuk1N9/95GW0i23ppZ42T14RV7p6RCVnNZEWkhJgiQRWH4+Pq6tbJ9uW6WTxYz\nb0pSAi9nJ9sOygzqbBHcpmsyr8OINsy+Yq5v0/nMfK9GRNIuRTsdU6ToVN+a6030mr2YdP9SHlUj\nCq4VQTb1J/YnLjMrqGY/Pn7ZSMlNxy0bTZjrtawHlzW/nT9bU11DPf01yazhQbVm3cG7CrLap3Dx\nnGu34j1taCum2BZVr8ywO2EuXT4v6gUf9UmiaVcoNr0XIWsmSZotQu8Gfr4sQt8U3X3Z2SBNcsLq\ncrlcLpfL5XK5XK5TqTckYbWiSHI0yjLaZfwLj9X6ro4EIr8g0Yorb9JoXokUFXP/n480WszlQc23\nXXklEtEUHfggVqLMexrX7+xFMsokFJ5X+BevvHomOw6jQ4PBJCt39+Zqqls8v2TlQIO+jsggx6wS\nLs5damljkOekS/lYMZKobQuiO1jLaSHElA9+Sh5N66/mx3Nk3PmIuynXJiIMHufYqvQk5SNtF8/e\nEpGSfO4crmVlb63luagu3VwXkdLrao12WiOTu7fzXLzb68gDq/nKKp5bydZXPay5v5OjJrP/F5S8\npSOSHMEZ2zm6snUP5+tREngmmaJ1lHw9DUZyXtTSO10/yory8PwNkUeYonDjuej1lIZM8n5fJa+5\n95WfKxDXtF6vr6MEdnQICpNf8ECjhZe5TnNaycI7CkpkVbs2qCdr82pHds/Ha925kPvt8X6zjk37\nUZ3wnu1THcrtWqdx/nfvcZ05cENnGiBmAOjwzeXoh+vhURNtY0/WLFHPekrR5G+bJxBM68q8pJNs\n35OUOb8/5zkdSuz4m8Uw214pnymIQS+a6sX0o1JvzaGYIq9TVN9liS5fvxWBFKrz/JmeTskJKmg1\n6mxFB2Ylmkdt3m/rTLVZHvnZiv7L3tcmula5nlBPB3GYRS2t66k0W6jfL81Umi72GtYR2EoEYiNv\naRO9ZaHtk9fbiBpsEc6mtqyIqpeiGjfQ6JP6OZf1FfeDfqdPvlSbllok9aTvJisSuZkPWyOM3yuC\n2iQnrC6Xy+VyuVwul8vlOpV6qAnrtF3IwSNVjwo8Tstqxr5MRPxM0YGJbD0eRz5Ga/HcF16MpIsj\nca7fiM07Uj9cV5enby5JG0hQIqJPRJwA4nnlWvSmjpXyrZ/JvZcgmyCQKWcmeTwvbkWKd/VGP1t/\nfitSOUTTvXw9ktinH4/7w7949dV+Vl8QsD48okONJFohYvUUrxqRVreTZwPE1PIi9nW7Re9SPVJE\nOh7tKrfvJ59rfo0c/RaeT+iF3XO6fpZth5d1qMjoysEgO+7iek5kzRF1GrG8dOOsiIhsn9VIzzfj\nvcG1bw00ovN+JLwpSjCR03QvQExn+Ugp/L8QSC3ao9vJt5flS1Z+GoGd0QhsK7+u+Xa2jmUfLXy5\n8LQmqmvkYS3z++ajv0xGMfOAj2PPKYT+y6QVHlaQWizX+djnj8f1IpowIoy39fw75+PzvnVV8xob\nnu4ZheuGv5S9rfOe1bi9XL95tZMdi6joKRKxkSMWZXI+VvasYhmkFu9fUOBUjr5X97aVSOmMl+2X\nYv0GOvOF39eu06cmHyZIKb8LR/SVBUQNlJKjXFqE1SK1UEdmZq5CVlMETj5nSVZnteVUaEmRv/Mg\ni7Q2RRe2vKuW3yyVC2Il9RTO8gFbEUst3xsmwI2kzDnP99WKhlrup/2Co++SRxV+wYpPMtD5OK+p\n4emrRJjFPdDil80fW4l8a+RfteJgMFXkCLTJm0svbSuP7HwOUyuKrhXtF9di5kc1yGuaHace1V47\nv1d8T6xov3wv0YRN9zDVw1jP50n1QOTqIp+RwN5YCOutPlYuw5daXo/l7U91M/JRp+PJJ2/NCKi0\nVXpnoH/kszHgRy9zQHuUYJfL5XK5XC6Xy+VyvY71UBNWS00j7E0EFsdjhB8e1hc+IZKr8WocNbj4\n4UhWQSsQLRgRPW9ejD5NRPRFLLOeUpWd66uycU79rhRlFKM2z16IFI7JZfJZKvnpr+a0q68RYkfH\nmrNJqR/ILfsNoWfPK/VTUrW7H69xayNeOyLPwhN7oF6/t1/cy8q5tDPIrid5aykvaitF7c09uBhd\nA+FtUUReJmepPEQZJgo6Tn5KrQ+V121P5fzZSERBPHfVC8p+SWg07mR1wD0CiQRR5ZHHLnlI947U\nh7wa+8veSNt8LY/YfOVWLA8E9fJuXIYv+cqNM1m5G2eOsnqmnKXa/TnqMfoUjuMR0ORZNSLscrTh\nknbn1PBgpP5LbZZ+z6bkTEpZ6F8T2q/LRDUdn0ezTmSWolt39M2YRpO18RDNu9wP56kntaVnNdQu\nW9eDtmnru6Y4RA5T3U+3723FtsNsDuSGhrd1spJTTRa/K0Fq5/O5gnAmfy3ypvaMe6J1Qxk4Df8q\nRwAAIABJREFUHqQWnlgI71nkW8VxvYO4fO2ZuP/myzrb47lJVi57YJkWux6crCi9UCXPpY7Ij0P+\nPIKsViPvxs8NpptMMa2omdCy5Gt+X8tf2+QTQ51nVKdqhOQoO5+1lm8Q1WVzhHYL5F1d0frk/t+m\nciAmpZZ3tyknKRPqibQqdMmKQAwx9a74DdnLaURDtcglXxOrQsua8qVytONZHp3YIrdWLtFKrlDL\ng4jz0HcUnvVVRxebou42eVbTbDpj1gM3LUgtE9Mmr+yyUXoTCTbuvRktmPdv+PhB9G2uTxMNrZM1\nm4O3c507REQxa4KJK8/usPr7WHM2g6ym5y9Ykb8Xfy5YcsLqcrlcLpfL5XK5XK5TqdclYW0SUwVE\n0AR5RVqnak5DHZE8amXljFeLbP/2xUjAVq5otNaLcdTi8EokZyCtz71zP9GuMr8k1TVFYs39kYha\nB39imbNTaJnm/ZNvEWI/Ic7z3BP7IlJ6X7fOxmt7ejuS2OFRrPBIqSLIZiX6cWfxXHvLs2h5ckEL\nh0exC1/cOMiOx/UPj2P9tvvRN7w7Wsv2A9WczFqVkTpQ332lyLgXw6N8JA80j/O2YvvWmcOsTqhD\n8tfote0e5ol8rw372bUjWjEI5YRIEpY72g+ZZltRfFHe+XOxjcYU3RdCO4DSQ+treQRpK38a+myi\n/RR9eH8YpzIM1o4rflfLwwyhrEoE4pBTXxBEvgZ4s8vjtM7qEe+vKXWgqMOTdHx2+Nx+Wh7IL94Z\n6mVlDzdrgpylSlrlOCetZZRg3Z8inVc9q/lxHOEX65mm1skqI9Wd3rOoG0gr1xXv3+Sf1bqffyHu\nX5JVnD8/32iA93i+3onra68gzXRVxKYJHKEWYn8kfI6cl7Op/GXq0VTWsoQVNCF5QRMNofexUmVQ\njcY6J/qhhKjIyQ3oRtmW2nbw8FHb9mfjrB7YjvqAxOLVCyqzKHetiH0PLNI6v4eISFdmc+cCsck9\nrFYOV3zGwk8IcX5W3p7q3uRPJOK5bL5Wi/JVPjONelliktx0XdXPy6L27yIhL2pTDI603NQfDFKa\n2jrU95dGYktK378k/75j5VdlLypHhGa/cvKmGvTzXsiKDszPZJXE4l2DZ3q52R2lJzUevyfxuyw/\njzyjpS/0oXyHcsLqcrlcLpfL5XK5XK5TqTcmYV2pH3kZnVGfpXqpsIyR/7f+ThxN+NAnj7Sc/HjL\nJ1Z8OB7X1eGBMx8faSDnjhSp+iVBjvZuR/r0tEb7LfOP5sS0jIabex/gSUBU3eRRYIJFUUqh848M\n9Th4PmP515TObZ6JbfLCtfWsXJAs+C5xXs5tCnEuUPYuwo/ZJSI2msT1/ZXj2uvjdsH1gsD2V44r\no42IUAwieO3mWlYWVOYMrY/4inys8xGJRcroweurcfRp/6iblZciQSu5Pb8e78GLO9rG2p9GR7nP\nd6gUDvcKdPzpx27pdfSz+sJze+nVGH0YfXB7I5LhF16O54O/GUTWitBsjd5iPxwPfzIEH/bB4UoZ\ncRmU2IAOlYjDGOGb1o/FcX7WpOQxre9/uHdcjZKMYgZDfu0gqdjOntpWKyexZbk8AyL+ndB6RBGG\nl3XzWv5SmtH+oJLw2ZcR0m2vK0gp3oP7m9NsX7xPQa9Bc7EdHlVE9QXxxEyW/j55hTDTRQdlU3nk\nr22hrTmPaxfl4PjlPUGuB6NKHj993pKnKuQkrfSsLvZXWh7HdN4FflTL/8XExcozOluSPDLBrPp6\nc0LaIgLbnensj0oU4Vnt8qSlfmBqcyaqENoQ9UuUJuQUpUmg4FaUYfYhz6+38uraJKne52gRRyaj\nyUtq5G1lzUfRXSQrT2slmrDhWbUIruVpRRRkXDfXM0Uj5j7Xqj9PKxSN18heT2u9Ffm4UhejPDNq\nbwPBZQpdiSJsyMrzirbliNTsVbciWlvRtTlSel074X3YSzNM9PdAqjOIaz4zoXJtRi5m3o53xFBj\neeMaU65cI9aA9cyfVE5YXS6Xy+VyuVwul8t1KvVQE9bjbiFXnzk2ySa0+Uq9Z6oSIVNH/kFWIR6h\nR0RO1q1PiFFmEQUYXtWD9VjBR5+MlBGRQkfjdvJogsyUy0ojjOiog65G1dWRMBDGnubGxGgPKB5G\nldZ7ETscjHMSk6ieUozBak4qOcIs9NxjN0VE5NLu2az+KAfUDD4HjKptrEXv6O4w+ja3B5EeJspI\nYym4TlDP5A9dy/2h7HOAEIkX7TNhA1yNQJHHWpfNs7HOIJ4p+u4Mdcz9v8hRO+Y8ru36UU3cA3he\nmY6jjdE3mCLCwwqKBzKacvruntHjcwp54RFER4ZXtpNdH/rg5esxKnFvNfegDnU/eFnLvK5Z9ZLf\nGGIamSJC14ycWlGtIYvmjhEFMV1zyLZbkY9nhtcVu3Hbswe19KjSdWibcX5WRBnG3xRVeAUzHvQ8\n9C4qiBQn2kkRetN16UBntfvXk9Z5esnRfZmksph8QvCmdkeICkzkNOW/jn+H+v7sHobs73gt1rm/\nX092cbzr9KlCVLHeiO4LYUQf+Vc5WqwlKxKnRUlnEmrIab0XL/nAWPoZDGK5bLRdiMtlYrqs15Vz\nIHLbjymSJ67bzP96F77gWD4+/+qJqhWxt05mLk2KhpoosUHTTP8l5+ulvKTY3fKCpnoaVLLSL60c\noEu2eZrZo9QPhLVC/1o5sa7UH+3Xwudo2UesPKhmDlqVRaut3LIWtU7+SCNqL5cDNd2DJllEtyln\nL4sjXaPePZpFMGqYHbKo3i16hq28xWauZvblYnagHj8o4nfhg7CaHddLsyjqZz6cJAJynZywulwu\nl8vlcrlcLpfrVOqhJqwS4NGi0SEaRNt9PCcDVlTLMeVYhPcq5VnVSJ2gGMh5mCKPdvPjzzwbqeG5\njjGC1Coq+UQrnjkt+7ntGK2XSWUip92jvGz6C0oHwri+mo9ejaftrHzOz8V5TEEPsd/W2UgFOe8r\n/JkQzs9RixEhF1GGN3ux7UBGcd6uQdqw38ZqpNggztBgRSMg0igftw//e34fqPTPahto2+CaEZ03\n3Rttg6aRN1BnywuKqMXID1uJEkx5VZOvQD2u3RXQRb0H8Nje6mXlswYaIRcEFOcFMUXeVkSMBmnl\n+idfKsisHp88sIj+1yoqeYUhy9vM3lUr+m6iuhS9l6P/WjMb0vnIO8u+Y86rnKIKU75WXp/ywyby\nKlk5XN/xNCeje4/GezjY1yiWbX2OEW2YyGnT7JTJSpH2GexpVOkNIj0oG22a8qMubsOUK1ZJKMgp\nlg8eiSfeuBYrOzpTZPvx36ZrcT04WUQ1bWd/F+ghPgcbKAjn3Wwirom4kdcxRQKVqUkFmF7wsWk/\n+L4a6EI6Z1H/zuP90ruuIarwjKL9sp+X/3aJ6I6JzDIBQn0TjUm5Gunzk0l18sMtvk6oI7Pk1VuW\nhlWiyBv3eVlCn+piRB1uyknKSgSTItvy9hTNGN9TGnKDMgnj6MODdvxsHtP0F5zHIq4gsvNlQRUC\nSnXsNryYUx5Uow7JZ8u+XW5rWmzMfcu5eY16Nd2juv4a1+N5qyfBHD2Yy+Ec09D8e6AalVfrUNRT\n3GVzvlbyuVK+VlxTU05ZaFmfe5OcsLpcLpfL5XK5XC6X61Tq4SasKo6E2URcrSjBrFF/lv09Wo+j\nCe3DdrZ+AoJ6Pc7nfuSxSJx6PcMvgQi/7aJCdErvWj6yxiN4IJ8YfcIyR8cFWRy1Ft9qRNeFmPL1\njDyq5X5xGZSwjF6c1wvL0EbvqHY9R3RLvgiDtPLx3G4pb+1KPN9o2smOOzjuViIJl9eoo7t0r1Ke\n05WcrJbH5ddg5RS17l3lXqqveGe/l9VnRt05XbNGC2YfZmpL8nOmPgjaR9ebcgUTVTSj9aXHMKfp\nOA5+ZEQpRkTgTqsoz0XRoDHEhkc+zURIy9rWBt1LJJT6Fw/dMXHla7KiDVvkFgI5TYR0nJNVzgcL\nEgsCm+qh5bdxr3Q/kNXhIJazfgN5W7U+Kb8qSqLRcX03YntrGmTvMZ0tsVtvSk0zUHqYeVIeO789\ntc0oP57fz4juu67v2b1t9YRrNGF4V0FWuR5OWk+HFlHVZb1MTA9B/XjEnvP+MZWwqCIf302RO2fC\nLwXOp2pRYZDPcYifMaCD60Xs+L3Zce1xaYZJQ/TedA28n+THjzor2foO1Z/zWaJtQVp7RFCThzbk\npJbPzzl0uV0sWcRqIi1zW5f8gNVjczLbFC3ailBboYZEA+frWlu+4cusUHMjHyvXsyk/ahNJayLC\nFn2cSajQYTTB/iR+/01xT0Di6YVc8Y8TJeZyeT1HcObc7BbxXFYcaZnLWdpPnO7BYjXmi6V32vxs\nAatOTWU2kddKHWlWBPvPy4jHfJ57y0SdsLpcLpfL5XK5XC6X61TqdUFYWcsSV4zIDwfT7LjuUe77\ngncVdGR6WE8aHn08jwIM3xnIUfKnrZREK9GzNc1nBA+CrkeuSyiRSyMfF+fVSuV06vOTQpVyyMvK\nlPBD1zZqy3l2az9bb+Z7NWgmXxc8r/CkcjTg/XEc1dtaG2blwMt6cBwNcSCriRi3q36hlDuWfMI9\nPCUaYTnlcFXPZqJp2hSIksvUmu8Ne2VLirzYq4H8qHu347Xv3lzNjzcGFEvqp/VUCrmJHLlG7lJe\nj+PQXikvq/pOETUYRBjPHzy+7F+eYSR/Vn/9devqchjHc6DM+uNwD1pkbi29r3ocvzP4nYKhRsyW\nwEinEkrOjVvNq5rfC8zGSDR7kteHlWZiJP8oaKb2vQOLrOb7p/LolVZ2zbLeaUYJRSLGvsmTql5p\n0f36t6itU4By0Fx9Hro5OcWrYfPldnYcR3ev5ltdzkfmeu100uiQ7M9MlC75wvTziSLcIg+gRVqb\nIv+m80u7Si0afLilhxO0Qr836HZE1FzHZ9Asz2Folb90FFM9Hm2H/KwcJZj3h0oCC+Kbe2BBSyp5\nWnE+ziNLl9PT+pRRiUGHohD5GQRpLOW9taI5p2sxoj+zrHyQlTynRPGYtqVouyGPimrlGrU8r9if\nyam1nr2nkJULlOkj3xMrtyh/X5uPjsw0eDiNL2Z8n2EavXfcy5bXO/G7mOVNZZnUj757chtAyddO\nEZ5TdN5Q78O0zs+zOao5R/PzoM9xdGDu0/8/e+8SI0mWZYc9M7fw8PT0jIrOzs6uqa7paTZnSHCI\ngThaDAhICwHaaKcdoY2gBQFtCBACtNBnT0ArAtpoMYAWEiBBIiAB0k4LAlwIEigQgiRSM+DMcNjs\nKTWrs3OyoiIjPTw83M20ePfc5/c8u2EemVldkdn3LNLTfu9n5m4v7nnn3ClmWN27D/Z7+nqs7pjS\nxXM5lV620q7e/f3S674hLjQY1kAgEAgEAoFAIBAIPEh88AzrmBNllXvQYVzBnDLAIIBp3Qtjeip/\n3t86DqKsN2Mn0ENmFUDeUmVWSR/JWlBEj8ACekwrUK1RR3S3RY5QidjJ5R6jykzo50+vUkopffn1\nMqWU0o+ffX3n9Z4uoGqvo63QPKyURxUaXQbqYWa10pUir9TJtmI8qxyAwhBudpY9Q25baD7RRkBZ\nPUeHrGyA5rwdv5eVcx+ekQ6OsuN57fR6sGpyy+Hu65VfculK7kPRxJZcpkm2837kbcX5HAHtwPKR\npqVHpB9M3UE7Cmts2VfWqCI3LsDaVoaXyxbEq8fQMPR7W+V5HV/BoAwuuRiXVRn4Dcn7saoDeVtv\n3uQxPn2cT8DXt3W+Vvh97G5tP/Db5zmmY3/fprST362eaG3kUa3yW8s2NK+d6HThwr54c784KR6X\n9bPebJfHSMZyP96XwC8fzQET8zY4Nsco9JLMIm6JSWOto6f5GjuOOnzNpmVawGpsW+SKlePCRIJZ\nZe1qcfa0zCZrZjk3ImOnzCixy1L+lvws6n5QORO5GlkT69071K/jIywQ/DWYaTpkWuFGuiWmx2sT\n4GmXweYyG8ZghlNXXSGPKa2K8uYvXL+ykDS0zHBW7SG3YJ5XsbswX6f9FzZyysFX53+pzD+9uvk7\n5/XhSmzgV52du/Fcdkqn68HL9+phMwgbSWPvsYnHrni4L3jOwfWz0/UYWFuK71ir3y2skiC2t/G+\n47a8Y/Opst7fK/++CIY1EAgEAoFAIBAIBAIPEh88wzoGZl2nGFfevn4szJWwDM/E9ffqKg/X9349\nawjXa+seu9nk7fNPtma/p2M7dEAF4wOdH9g3jjJBe+m513F0yFt/r9oM0oSqCys5uzI07+u5RPyE\nHQTzO+kEVznxjusXob1di4AN/QfbM8Xc8nhUOtIDjQr6CgdhLqMwo5ZZLSy4rVt1t+TS6zkMgi1G\nPdDfAhXrLO09X+Xrrq5PzPH1RiL8YH6XeezArHIOUQbYf36O2bm30md6bLazf6tuw+V6dSgmDQ5/\nH4p+mJnYfLwjfbHXJtXTol4wl/ycYpPYZS9/q2pNZzZ6ym7C7DrMOZ3BnjfyLN2+RuRU6tF65blW\nnWkzepx1/AD2byVP86HWtSXdLDOrrIvFcdQNLSvyqSKvK4C27PSxl+dTHuvNY/mNFGZ3fm3bjt/9\nYFo/HrTM1jm3FozBUl9jYH0sk8Z5A6tyhMU4ZAnBNHp5Vat3HbRxwqRu2hNTJhjObr81bee8jZ38\naDEj6mlIcV5LrrxF2zqj7XEnZa5HnZkpT6u+Q4ndZka6sDjyru1tLnZoX7d6b227lmmrGropV+Bj\nXU+Lq+nd+sNKA8rlUF7Waj6GZwEr2uQ8zmmr5x/JKnq5Tz0NKgPt8VYNQCur9+iQiZVLoF0FsFqP\n55RVpgepA67CGMPl7NZsc5u81YS1v8VxYzilT2aW2nOEPtapF9/veSLt+gSTepfLMbv09vz8ErOq\n100wqrjOdb129P28yuJ9s9HBsAYCgUAgEAgEAoFA4EHio2RYGR7jqvouynGoGlRhEhaivbr54xwR\n+rnoyH7jx1nHCW3qn/zpKqVUGNbFqURrSS+njNd8V7mdTmkX1CWutfs5N1blEsfsHEexnBxwYE7/\n5OW56cvzJ9ej7a1cgCkqxg683D8Guxx7/fCYXG2XE5EdO0fbcqSEgvvMOWfVKVDunUYSHcdKaCpw\nPZhad4yEwYLT9Pomnw+GdLkQVl7uHfK4Pv/k2ly/3cqKgQHtsThbSk5f0ap6zrdgNVn/7EVcoQ22\nEdo6o9fhNZzfVOtwIoeFRXY0Rk4kvXq+8RyhL457MO4sfgOg/1WHZtW3Sz36Q2BXY1xenoxet91L\nvUoYyfMv25BjIzDO+VVxfH4zzooealvxe4mycGyzHMz+cr7dVuZUAvLzDbHAYG5F0sQuwdiPPKzQ\nxKIcxpivQeBhAQ62Hrycncs+PwzMOirbwXpTcQBdEMvIuUKZITisn9+J+q4dxn+/qzynso22l/P5\n+uN0X967ujqPtK58fuXqq+WDmRXmi5hVBjSpngMvxmW530h90ECSzlLatx1xNa5W2kxoWFkPeyzT\n47FZyrySprNqn6Mp1fJZpzmpBRy/Hq9HzCn0vYhnZqDzHXjtYcfrw/HENTo/kRVpKAPzFe0DzQN4\nrMA6Y1t9R5xVgtwnzyGZ6we8uTGziV45Y2695jxiNfl7rv2g/czue+WPfQem6vL2e3hbl985f6dJ\ns/2uWtZgWAOBQCAQCAQCgUAg8CDxK8GwMoq2yu4Hc7C6tBE+aFc/+Z3XKaWUviORlp/+WXbIBevR\nIH8rtFTQ/Kk7cC5Pmbh9q3rAol2Va2Y2UlE5zVJeLS+fqUJO58gj56aqckEhKibt+vHT7Aa83p2M\nnufl1oL2lCOCuI5ZSTc/64TL41TE0mNowWqmVLPDCOt4OWy3nKcU2lA5H7kBcU/BsDI8rSeuQ+QS\nbCE+Ud8W+kd9pvLni1c2D9pKtKzI4wrmVLXWch4cb1m7i3yreGY3t1bvgjysyCHM/QLYlfmQfefn\nYnNrf6pQN2tEJ3O6YaWCOD2D58FYlvyo4+XodxiRQ9JL6neemFf8JvS9vbdanurc8zZcgdlp3GsX\nAO2p5/7LutPudvz7UtjPlJZX8p2lPqkmVfKzLtbQy9qymHGt8q3S8c1KypNcstC0lvPB0I42PfAA\n0PV9erp9o9ub2d03ixlVdtAFXMdah3VkFhRsoOrFmD0c6no8vVaVw1JYY9ZvdcPWbC/3lmn1WF5s\nd5RzVt/dlEsa9eN6MLrQ0E65+DKzCSl5O6FdxZhyvxjsfuyB3VIPNbKeVq/KH+m4mtaa1ST7k2yP\n55tEm+akgcb5y0by3DfWI4TbA0xpTD19JaBsIpynG/tce6uxprw+9DxHl9k1fVr3499lrIID4zo1\np2P2zWNCVZfrzPH4eaq8Mvj768yzPO3qlCbW04kuSKuq/hXQCSf7fWZ4Duh3odKq3tPVt94//neB\n567N38N3cYofb08gEAgEAoFAIBAIBAIPEN8Yw9o0za+nlP7rlNL3U45b/v4wDP950zRPU0r/fUrp\nRymln6SU/sYwDF/JNf9JSulvppT2KaW/PQzD//I+24TIv6dxQm7CxbVED4TNaISp+uoPskb1O7+d\ntat/6Tcz46r5L6lYzsW4EMbp0FEUzFDHjExrI1ych1XZt9bmY/Vc8nQNOe3niBsidTgfn7/53YuU\nUkp/9IvvpJRS+vw7V+Y6TxPo5fkCm8YsG8r58s1jU85nj69G+4/jLzeZ7X6+eGP2exiLbHrRTo1m\nOvEd3DvkZ4WCke/pWljCF+mxaasHjB1Y6Z0yqHZMOQept1+1qqKn/PRpjoiDaV0tbk09HjPKztGs\nw2bHZ8+Zl/XMh598TtfaKCM7G3vP39R5jEorxTpdfL90jJI5f3OT27laWs115SJMLsFtY6+Hjr5o\nV+UZdO71TphY6PHBkOJzsXaeEdHnc57Ww6/tmK71EEthQmtH4nFUjCtYXwncQ6uqrr8TrLJfz7vp\nZT5W/LLezW3qNeK/2NtVJcy4MqPq5fgEWANbuYfjvUdOuRVz5rAYbRpqV1y43DqMY6VplTrR1kon\n27bj+6ktPCbAvEdeVTqf3vGFebXa1NLXZM4HwJiCfQFTyyj5Wy3TxOOkGlXRHyu7LQ1QJphyQ/ap\nGVlRZV2gvXnPVL5dXnEGaB8mcl8WZso6xjKbxvWXeoi5YmbWyUnKK+M8Z10GM7fQf96HCVu1eC5k\nxVUr3hnEvIKxR/YDzjPvuf9ivqN94vnFsayht7KLxg441g/Fz9krfz+kcQdmz5Gaj/N+/h4d6vDr\nFSjOHNUpo7TFfo+q6ydcg10PHPr9ZUzp8Kvz73X2/bBLKf2HwzD8dkrpr6eU/lbTNL+dUvqPU0p/\nfxiG30op/X3ZTnLs30kp/dWU0r+VUvovmuYeXHggEAgEAoEpxLs5EAgEAh8UvjGGdRiGf5lS+pfy\n/9dN0/xhSukHKaV/O6X0b8hp/1VK6R+klP4j2f/fDcNwk1L6503T/ElK6fdSSv/7u7bF06yCCWAG\nYfMoRxNWwjo0//eTvP95jiRB0/rFnz3K18n1n/9gnVJKqZ2NR3Z60himlNLiZNwt0XXVlQ/PHZhd\n6ip2iyN8DjMFpvVqPzfn/fDp69H2sna10itQtIvznEH38Gqd9ZZgET99bBnTF9eZnXy2yGMNZhX1\nvtjk458+uhrvL0f1oGVqSrRKI3yOvhbAftawluONOQ9AOagHY8fRz43z9fRy1nrOtdBQX4m7NXSR\nP/15XjHw2bM8lmBkwaC+Ejfh+cnelLOa2XFZnt7K9TNzPQD3X4DZU8bhOEO3i+dB8/2Cfd6Nz5u9\nnLWsVcVQcZt5ZQBrRz234LNVHovLqxOz3UKHI6wKWG6swljL9mZDujTJx1o0rcKIyqOB/en23WKP\nNSuK/g7VPs7pyswrs7lcdnFpx3Yy5WwfyW/QlWwv5Hd6bvfD8TiY1Pvhl/lu9vRdYP3Y7Vcj7hOs\nSsU2wqm2yglqtX54nJmBY6Z1Puwq5rQnF+A6z2hDx4n18tgQl8lBvWBUiIXm8mibHZGTo13V+iaO\ng9HVHI081j3aZxljHY/BjjXuvcdClns3OzjHMpceQ+phyjW4OLPe7dDKYHZsisGs8rxO6C2nUJ2n\nC3nG24t2Ad78ETj0PMEYgVlFWdB+Lk/sagowr56PSdU25IBFFg9n9SDrdbntuqqQ9qOdzGYDWo8z\nFpqruXL5vpvVZ3jPLhhaz9H8kC1ld2D+zekch/PFIKx4Mx9tu/e73VE9O9XhQp+OesfndvdlVKvr\n3+nqI9E0zY9SSr+bUvqHKaXvywszpZS+THlZUkr5hflnB5d9Ifu4rH+/aZp/1DTNP+pfv/zG2hwI\nBAKBwMeMb+rdfPlyPLAZCAQCgcDb4Bt3CW6aZpVS+h9SSv/BMAyXzUEUcBiGoWmODCGVa34/pfT7\nKaXU/YXfHb0WTpkMjvT3RM4w04rz1+JaCaLs9S9yVOI3/7JoWCXCD7YEjJQ6hnbEkgoW891BLkpx\nXoVmD1EiMEoeG+VEnwCPWdUoFq+r99b3EytYlc8aIic/q+bwoqgV+nn+6MbUh/1gToEv15kdxLg8\nXeScole3c9NO9Gc1G3cwPNSnMhP6xeUT0/ZPn1jNqcd0Ah77d7HJmtHFY6ttAjgyqG2Fg+1gx7zH\n+b1tjzL6wowWllC0RMLK7Yg9vFznMTx7nMfs6jpHSM9XeRt5XuEuvL7Jx4seG9HaJO1MZj+7Ldv8\nq8n0Ad8L6H8r92jSgCurDQdlYlaB8tyOa4TQdlyHMUBO22rlAtx+ZfvpJzemPHXVA8sA12CpB0ws\nNKrrtXw/yT0YmlZmfAc8G+zQK+dBn885p3H80BX4cP8hPG0qX7uj/cy4sktwVY98bdafoE8o3zKw\nnqbWkc0HCN/ku/kv/qs/MtdWLpRw5JxgWj3WsB3sew9QvShrFTmvJLGVZbt8T5kBKQzhOLPCDAj/\nrlfuv8ScAMxOLHphsmSM9DrSTXLe1URuxdxehjfmXo5H1iUrc9o4K4Mcd2DOX6uQ0xcGsZiTAAAg\nAElEQVTDbXFWpbLvm2d1SkN63/MnsxXI6a4/hrLV4/Mur15eIabn8Yo58jDR/Y6u08tlejhfqzTS\nWD2k77Txd6peL88BGFcATO2izfs3vWXgmVWv+shO4xM5aI89T+eQzc2d5zFYqzonPTRcgnl/Od+6\nfqte+2BOf2zuZqCa1yf7W+Xmfq5WuNzNdbJG9tiVAlP4RhnWpmlOUn4h/jfDMPyPsvvnTdP8mhz/\ntZTSC9n//6WUfv3g8s9lXyAQCAQCgfeEeDcHAoFA4EPCN+kS3KSU/suU0h8Ow/B3Dw79zymlfy+l\n9J/J5/90sP+/bZrm76aUPksp/VZK6f+4q46+zWzqlCtldd0M1+fr9qLpm+3GowvIQwgGARrXVxfC\nRD0RnRqxIZU+AfrQeYkssZMsM5aIQrHmgaNbU85mzJxO5QFDtEud3Zz8rAxPo6rHOW+TtAuaVGwj\nzyuuf758Y/br9dK+y+3paH845ynn2BpznFNGdfVm/FzSYG4pHyrGBrlDeQyWoluGE/LzZe476yaZ\ngeT9mi8W7r9yHIw/nkfeBkuH5/TVZR47zh8MVlFznArDBTdhMK3sEsya38plGGy99Ass6qGLID+f\nGDO+v7gGzGr5PlEUFmOxs+wu632ZuWRmdrOdmfPAuPL1nB8W4HysKJ3df6Ez3jm/SaVfUq88Osyw\n7kXzOiP3YDihKzuKZ4Scfvu2MJvqWOwwm6gbjzHKRp7W5R7uv1LOtjHl4Towr8qkynnQsoK22DzO\n22e/GG1OwMEv4908BWXrwOxUjrxgVfLDUrF2wqZs4ES6v5Fy754LeMwqcOg+7OlmNfdlb98tLXIs\ne0wiaTmn9FxVfsmKWcLqIHL4HOz1HoM5rYFtab8wQvixQf3yI9TtxeuAWPOpegDWEY+xPp5rL+dP\nrTSljl4Q7JbmfPVcUJ1nQfW2FUtG7YFrvcNkTjGrHtM7mSMUcwS4Kk+4ArODr7dyL6U6F6c358Pq\nNvQV2le+Xu8FnyfbnGu2vgfjvimV14dcBybXA1+3lszES5lpec65HgvP7UU5rInfNONu3GBcdwf5\nW1Gz93vm5q1md+oGeent90WPO47GjPedd5XxTS4J/tdSSv9uSukfN03zf8m+/zTll+Hfa5rmb6aU\n/kVK6W+klNIwDP9v0zR/L6X0BymvKvtbw+AodwOBQCAQCLwN4t0cCAQCgQ8K36RL8P+aKq8/xb/p\nXPN3Ukp/5+g6mkG1WW+Dmo0Yjw5slhL5keM/+LFl3hanwnKykyg5vy2gbT1gyJiFYoa00ug0tgyO\nUnlQ59metEIUheJPtI+ZTW4ft39KF8BRLnatW3VWc6pRN7EGRXu4ncpMS7lelI01IJuh030Xu4Up\nE0ygpyOeC4t2RVpOZue0L/LgreY2Qs/6YEZpD+l45NZX7rzE2p1/IpFO2l9YRxlDXSlgnykwqurY\n6/QPxxcdcqha7SpjfSsugl2JeHoaaL6fxUXbalyhTa00raqvpe+qk+uTxwL1Lx/tTLk8VgBraTkf\nK/Ku8vVwA26Fvi4uwcQUg81H1JWSQQ/KmEp/oDOVclrSNacR9pRdgQsri+PU55PxsQBDungjbIZo\nWT3GVhlY+SkoLHCScvL25ffEvfrVL8VD8IPHL+PdfCzAEsI4n3OTYhsuwOs2sxysV0MOT2Y9cZ3q\n/MHW0SOqutIDTddYbtbDNld9YW1qxUqMO28C7P47ycCCDZnQ1HL5naNtBbx8sjzmnr6Yr+Ocucy8\nsjO0x0illKr7pn1KvHJqfF7kObkW91Nbt6eR9Rhbr1wFDbmnReXy1NdignHV6xzmdSq3qF4Hln5s\nBdoE28zwVvFxhgvW83oZLDxHZYDL24xoP4+B55TsaWi97frZkXmR48o9pRM9HG9mfXeN/U3Q1QoY\n2yMZ/a2zYmFK8z3F6E7lNZ5CvOEDgUAgEAgEAoFAIPAg8Y27BD9kDA4rAsYA2isGsy5f/CznAv38\nM8nDStGtw7yrKRXWZd7t3UgY9Iyql2zGIxNTERB2/z0WrLEAM8WaWk87O6mppXyaHnR8pBjPpXgK\nU+d1TZ82wtKhj6qd6GyEuOgm8+erN1kDujwVFoC0nWD50IbLTY6KwREZbDHGGGOiecNUKws3XYm6\nIn8l8pXJeRthpMCwLhd5/3pDudfA4iGyzTpPfD/k0UF9L75+ZOoFo7q5tXlYwbACXo5eAP07jKyi\n754LNa5xI8qaaNXmcdXINRjQDrpjlJcvY80qci6jjeoQPlr7gX4YfZ9gWsHcXr4+GT0PQH5WRktf\n80HYS7gDc+7p+Y30A4wrOaWbvrCLOuVRBXCctal6PrSwW/qtmtlPMKtePUAwqx8+itulZRmX+/wQ\ngEFldnAxwGldVp+Q23C3B3OG6yxzwGzoIatZ5VGlc8AcekwIO3hqOY09XsqfjZ4PzPekk4TOnJhK\n1px6TA60qMycelpXnM96Y6+9LtNMbssV630HiVOxWdxWZZ+sHrYuZ5ztdrMtkCaW512shYXecEtv\nhmNzcnI9HhPL+s4N65lRL2loj9W+KtN6sMKJVzuxLtfV+fIcUcpRXS3e6bJduXQ7TOYUy81zZ0/X\nPMUOVv4rE6sbfS1rvm6rbOjdc2DUg/LAquYy0YdTU4euxKQ68b0ofSbvDNLlen2cYtX5PIC/D/dF\nvOkDgUAgEAgEAoFAIPAg8SvFsDoSujvOl4jPKfReeT/YEI/94Jyjep6wGGCYDh2Cy75xZ1VmLL2I\nB0fQOB8pULHAEpEBy8jr/TlnFh//yeUnKaWUfnx2kY5B5ZJH0TpoUFnHAG0r6n1x89i076y7GW3f\n1LiNsnqkB/TG8OnjXCc0rEUHbPtcIpNW84rnB064l/scQXu62IzWp9tg+iXKDEZVn7+ZPX8l7B3O\nW8zBvDp581T/KRH2E4qQ4vsgLCTKW87HGWnkUj073Y72x5Q9oV/h/R44x+xUvmB2PK5Zc6v1QZ+1\nPmFsOTcztjd70qzS2K6vO3O8/MZI+cKUFo2rPDvLnTkfmtf5k7z/9iurQa/ysyprKu1ydKUppSov\nKpcJ1CwtfZ9EwwrmFIwrtqFZxXXsLgxZPdpczg9822jSUDGCKRVNqgfVOMmjAoYMbNzZXvJtz7LP\nQIn0J7NdOfiSE2fS88EgWLavHUr7tzO4447nzfbYuq6n30t17bXne7kUPeaS2eiqfGWAvVVZtn6P\nofXqr/LJ9pbF1vOof7Um2LLenMdWzx9G2C0nbymzttonXnnm1aVtu5tR8hgmZqg8plVzbBJ7huu5\nHE97y6SgZo1wcqF6Gl0Pd71fp1btVXWR9pSPs48JO9NyfW/LcDIbDnhjznNr1YlOOOmyLrq0g66T\nZ+9KmFPUN5Wf1bSNWGPvufHcgFmz6o3BsVru0ldb3rsiGNZAIBAIBAKBQCAQCDxIfJQMq8ekQrPa\nSkQeMQFlLxxWQXVeouG6uMihfejISs5FieCQdo/ZEo3+Nb0bwXIjas55yowmy6wCrIHwInCe5nTK\n9VcZMI5kEttcnY88m5Jz63J/Olo+8qmy7gHMqmprJxg0jhQdMrwaMW5slJYjg+qcLO62m53VYLB7\nrjooi34RzwfchXE9GEh2D1Z2WJ6vomWV67dw77XuxPwcoh9gBdGus8eZ8Xzx6lEaA9g8aFs70mRr\nLlBilsGsqi4U+kn6ghan31onU7XFcRxmXWzJBTvettJ2+930gO82Oy/XeVZxD8aZVK1Xmdq8veVn\nRjZXK9EmbTD29jjn1MU2fpvAyO4qB/RxlhTYLuSZ2zeJJcfsODwn915la9n5+Nb+jqrGld3VSXa2\nE8nOhNy9sMMJ5wfj+tDArCPADrkMZiE516eWP1jtFrMZqqsEwzbRnpSKdtRzBy5l3O0ezH3jtnBu\n2mPBeV15TBhg9cAUKbsIba2wlNAHs8uvp3F1LEGq69gJunb4teNxOBrMuE9hLmO8dRyMlc2SviLf\nb+XRQUxU3dZh9HMqX2tHmsJjmV1u19S8zvMcqfKaE4fFeVkP53FT/iXscMxzxIr9m1gF6PXlWI0q\n1+exg8ycKtNJP03H5jjl+sG2T7kNewzxmHa3cqN2yuT76z3PfL7nkMzHPfb6feVnDYY1EAgEAoFA\nIBAIBAIPEh82w9qm1DyqIwt3Z7P0MRc91/YGf8fnqMF3fzPnXf2Xf5bdgG/e5GF7/r28/+rN+DB6\nuRmBfmiKdtXRWE6hiogdGfXxjlfRJicvbBX5k0jcF1dPUkopffr4zZ3Xq4aV2g/tqp7vuShLVA1s\nn247TnXczy9vVqbd2/1M///80RtTN9g6LouZwQ2z2sS+nS8lVxYxSszIgnG9uM5s87PH16aekksU\n2lGbE5Tr1ShqT9tO/dBbnj/ZSnkS2WOnWuRZxXG4IF9nSmy1sKx4L+VuJcLOTPLhvfa03Axlryln\nrpt/V1leh8mhPiobDT07OSFzzl2cV7Sr41FjfWbUhTgfBzPKbsLYDyYVGlXW0XfOL3orWtbr15ID\nkVhSsJ6qEz1w+NVzHYYT+VXxuXyNCLdlXlH2fGP3A2BSl1/jfHsvto8Gcz3AjGyp7/1EdQP3RzMM\nab4vv+Xb2d1TjWNzjhaHXXnWxEUYLOBltzDXgf1kdtPTax5us86R21LtJ9bWq9Prm+akdXWV9C6l\n8lgfPNX+yk0VGl1yUJ7SsuJTmS1mrSkHrn46fEmpvx5HaJNLGeMs1I5mgWBaO2VcKZe5lLcYbk1f\nUHzRD9LqORrDDbFnvlPs+H7ehl6x6o+zfzKvq/Ne1OvBJA/js+h+aMo712EweS5530wOnCvUW23o\nZc7w4N1Dxn0dcL32TemPcf2G/gybYmgPt702esypx4ROzZc98HHuC2tq3xXBsAYCgUAgEAgEAoFA\n4EHiw2ZY3xOYVUGuxd3O6tu+/4PMdK2WYLSIcevGIzfHRJiYUZrSjL5tftUpjcNkvcN49OmHTy5H\nywVQrsckT+Xy0nY6mlSux4sg/mwjDPDpVUqpMK2rk63qZF9ssvPw+enG1jk4dSJHrbiWbnfI+ZnP\nA9PIOkXWvnKbwaxq7lBHn8v7Fyfi/ivaVmbhwHS+upT8sQvryAzH2pJrNJc7l+uv1rmji1OrlYWT\nLrS0/KyhXWA5Nzs538m1egz4e/P0NI/Zq5tH5jiYV4bWCRZxsPeipxy6YLM5xy7AjKoH1bM7Xzdm\nyzvdL6yJ6ohFh7az7VivrZM56oGOv8F+2d4jD6s68ELjmlwtKLsFM/Op5+nQy31fWg1rt7XMqTKp\n1435BGO6eSz34s1UfYGHgkO2dQyFHTzu5oEpg74UDNlqLy7xxAoeo1Xl89hNt1OWbmeu9TSdAGs2\nWWvq5Wv18jMWNtiWw9rV6t2J8vEu7okRm9D1eu1AjlytF/nEeztOU9pa1bhSXthu6CtXYNXUeTlm\nnXvksc7sSs3E0rEr3xbKfNr2TuUU9Zgsdpo91q3VY860XtZjklbVmx+OYcopmbc9Xax3XTXnY3ds\n6pvHHgJgH6c0pMfe86mcvXgmvHLLPYNTb3/ndnfQv6lcsl5fvZWZU8y/qz92uE/odT39/30RDGsg\nEAgEAoFAIBAIBB4kfqUYVmZS61yHYFbz9qloWRene3MedGeXl8IQqb7MMl5gYXQbOjP5XHS7inlk\nKOPoRJk8JtKDp3FwI3zMWDqROc6rCi3qFGs2lR91yh2P28dMrce0bnr76K93J3WOT3IFVmdap0tw\noFVtpzKUlolkd2Cud70VBpMYe9XSolxm/06QZ1XyBqprsG0HAGb11deZaT1bWU3p9lbafQI3YrTX\n9vPiKosPn30CRjofhzswzmNnX4BZ0l3fVqwzuwDPRajo5Qdedrkvm31nri+sbzLbjCnXYA88xkxW\noD4v9y1QnKVlHPBbRdqi4hJMUW5hTLfIbarNkvOg75TfuJn85t3OKeq8b1MveaiXV47mDGytNG0j\nz4syqPhMdlu1rDTWYFQBMK4e0wvta+DhoEkpdU4e0JRS6hurawSrx7lbdx1cYcd1nR576ek2AXbk\n5fLN9eQa7+ZHddyAPb1s5RLsMLUe47nu8oMPhhPnI/8q56L16lE2krWmDvM6lUsXwHm4ju+JMsw8\nPiMvWPTJ60PlHDvY/KfKCLk6Yppv4B4S8zrFkFa5Qx2Wbypvpcdacr7M4jJ89z2ZkxtxxYhhrkqe\nJHfNEz3nWH13EfutfZtgbxcN5XHn1XfeKj6HMfXYQ+/eTDGrzHR6OXS5PNw7bg+e0dK+8TyvfH6b\nhrTVc607OtdROTc7fZ8Ca6Y91PP30LAGAoFAIBAIBAKBQOAjxkfBsHJeyGNRsQ6CkysbRdjc5O2X\nL0/lunz++XmOYH72fJ33E7MKZgnng1lbdIV9nNKsatRFmgj3NtUbttaptuoj6S89VFEmRy+pOgOJ\neqF+tAvObdwv7Nd2NxTxo1xdiAgivyy3kxndYzW/rF0dOwc6SB676l4hf6/m/JRoEnSHcJbd277p\nGJDDLDvNMqOq7aR7yVpRdgm+uMrOmXC8vXyTI/JwvGXHWS7/1UV+7p+eZ30Y8rG+vMjl4vt3dW21\nTKjPg6dd7dq+YmPLGN99n/W5nFHdM3sc+lnWEQN6D/Y89o3Zz/fsvmCyYrUUF0zVnko9O/sMgf0G\nk6qrPza4l0mO9+Z6BrSr0LSCacX+7emgute1fGUWa2kLXKfx3FMVYFzRlr5HdBeQyHQ2elUGFYxq\ntwVzK9dxPlZHwxp4+ECuT/7aeG7CYOl0FYZ8cRZ78QcQto5zhrJmkRm6lhxDD3WX7GbLWtMpZ2PG\nlK72Lj1tvt7Wz2wzWEgeA69+ZjZVE9tY5tO7DvUfrfVzGGZg25zYekdY0aLDHa+DXYTBtGob6F6W\nui3Lpewg6hlsHzzGyGMkpxhVbz/rOjEvYqa1VV3juGaR4bF3AJd/V87Piq3zVqBN6COnULkHO27F\nlQaWtK3s5My5cbW+aozHGVRvNaDnkAuGlBlX322Y3cJLPZ4rNj/fHpvLffPuybErMr2VBB4bf18E\nwxoIBAKBQCAQCAQCgQeJD5phbZrhXuwq2AiAWRGwEJtVjrjMrnPU4qs/zflX2/McrVssJJq1I5YF\n7CBYDaEcVic56seM0iErqNoLh6FkZhLRmfX+xJzHjCuzb55OU9nhI6NeqGeKma2ua+x1iLgsGuQ/\nuzvq5DGyHlQ/MIyP12GkCH2aymXm7ifmVNsgbUTeUTjWXt2cmOuA1amMBWn7PBYdgHbVa5fm/ryx\nzOpyKc+UsHaXryXSjZUEn0j+WPl+LB/tTDmMjvJfcp5Wbg+jTUPFpDLjqjnMSKPKTCzndkOdS/lO\n4vjV1rLDpX7LPnN+1CrPK7HmDM8dmJnWWpNq68VvGbsDl/PtcejswcACDT1jwykirVLOaa9lQHsK\nqJOw5nSV7+yR6fF2cNWW/K0YcjCuAI7DHVjkycrA8vmBh4P7spBnN3l1y+Vpdvle7vLN3c7kt2aw\nzCqA81jTChyrP93Myu8AmMpdi2vtNazRLXUk2k+rRSY0oDWjOe4izIwsM6uFqaTfUs7vyvrffmuu\nKzlwnd8a0v/yOLi608q5lxnl6Wfn2JyZpS7nOFg46cumgbbZMq3l9358jrB1tK5T7OKUYy2zdXCe\n9TSpHTGuUwzZVDYGnke9DbzctFPw8q96emHA6+MyyW+Fo8f09lc66QndKDPP2PYcdbm9l0Ne2QZN\n75iO2Wc6x/f7mmpPG21XFEzlU2UmFWw2ZzO5bw5dIBjWQCAQCAQCgUAgEAg8SHzQDOsUmFEF5uSE\n6bEUelyYhF4YVzCsn31fcj5+ncVVP/q1rI+EWyuzL3fp8I5lOlnDqqzuhJa1YoKauyN6U2DXYGV+\nHS0rolEv95mt/nT2OqWU0ot9FsY9n12Z44jIPOvWZnuq3RoRkvZd7LPO8myW9ZfrZJk0XP/sdF0z\nq4gQU24ynHdF9qRjWsyUimaZmcWK7SaX6SlG1WXx5LpXr0/NfmhX9XrVNVo3YbB5U2aQ7J7NYC3t\nsY7RY7mFlR0W7SnGFOdWYyFVY1UDjnM+Vtawos1gyXuwB9ATS1+3ItDkPkIX7LkD107l0s4TO5b6\nLMBZHOX348+Mdw/wW4d7zb+JyJm4F7dg5OhthRXf3rT6/82jfO7ScXvWvKxSRq99bcx+YDeX428s\nMwvtKzO10LK2whKvz3J7Vl9F4tWHhmYY7sWuKssnX5zlrfxen+TfMOg5t/KFAZu33AsbqOyc40Te\njzv9lk/4DhSGttK/Stlill4xrFMMqHfe1H7vPGVE03g7WLd7cZLfrXifIWet6nYrhsrqPTVvK/rF\nq0LIYRe60KUwtlPjwdcf3itmiWu2295f1TwTiwuNK8ZGnYqxEkeeK2XXhWmdDyhffifJQZmZT2WW\nKuZzXAc5hSlWsug1sVINmlfkhSV3+SPLG8v3Wjn4Oy7B7DSMuaHnFsz5WHk1Hbd9zs/9PeewnnZ1\nTux1YRdno9dxrlN2BfZ0ptxu1LfuZYUbjc+YrngqB2zp690aVYC1rscC9XH2DS4XeFumPhjWQCAQ\nCAQCgUAgEAg8SHxUDCvYg7Oz29HjnlNmYVwlf9lCtKc/yAzq1RuJwlFY78tfCHv3JNcH7WFxC55m\nyuaO4KvScDqOtShbGZ8Jt9yqfugBSBPqtdnLm6q5QGW9PWtUATCrF4NolFp7r57P3pjt9SA6T2I9\nj+0n+nWxk3vVSVSZGOlFu6vY2bsYv5T8+6xs3YSjLQBGXl2DSR/JkTZmE1nfqZrZR3lsL9dz2Z+P\nF+2qRBKlmfh+LBYS6Zz15joGtKlQTlVsoT5D48yz6kyZJR8an4Wmsbja5r6t5lbICG3rF5dPUkop\nnT/K9/1yg7GwjCrXA2fnuY7BuBap9EnadYLvM+XY7ekZYUIYDCnyrpJLMDs3o91brNoQVrzr6NnY\nWcZ2LqwmngEATsAdVpNAutU3aWAttWpWbZt0JYr0YQ7HYjguC8EPl2FoUDkPK34SX322N9tgXsHM\nrr5qzX6+PvDwwcwqY7XNuZ2haV3d5m1mSrENDeyuFZ0+uQ4vb60mVh1v5fzFThi4vk+b7kSOQc+4\n12NjfWBmsBznvrWj+8HeeflrKxZR2sOMqpf3FS7C69nc7C+tkvcPaVyhG9Z8tGDvhIUESzkFZT2p\nnprJtu2u2nPYZif/LrPFU/vVGVmZKGHx9LhlXguzKm2TW87Ospz/VNt9pLZV20mso6fdnco96tXj\nOdpyvYfv36kVUygLc1OcDxZuOZPvmsOsahucOSfg9dVdpUguwXWO0nHtK89lmfEENvRn1dS90FVi\nYHLJDbmqpynXscfNllhc1r3qfrkOWTiOXbnoOhnTHNljUKdWDU4hGNZAIBAIBAKBQCAQCDxIfNAM\na9cN6dmzwqw4QdqD8ymiSZF9uJ+erXL04NWFRCJVT2bLmZ/kz+fnOeoLZgwkBzNvcCZVbeOszpfG\n+VUBRDRWbe7vVW/1k1Ue0wkXLi/PatUeL5LnaG29tfJf3J6llFL6/OQypZTSy23W0yD6hv7+6PQi\npZTSl7usbX3aiU74NkfYn59YBhaAVhWRIjC9uP7lreh3DhjVw3b2qamYVY9pVTbbcbL1xhL6ycM8\nvGPn74gy0ugZuQB79YCB9fK3Lh+N651Lzk7pNwXJ+PuD+penVida2Evbv8WJfSZR/9VtfpYxnoft\nYqaV3YA3t2hkLmO97cx+OHaDWa105dLmjpjUkgPXjoEylZJjOTn3BCyzamelPM6nylpVQJnf1ka2\n2emZmVrcIzCoXG7tMizXWXmzojnpVdcKR2F1B5YhwEuENarqGgzdr7j9drcUkX4s39k3lnk9e5n7\nePlMnlfSxKK8q+/0cr6zEmL/blHdwPvHFLO6uBVH9S4/XWBOAU8PWZUjjGlLGkQGNLOH7VNmtYcW\n1G57ulgGt7VsW6YV5Vbuub09rjlGHe2pBzgrM0voydo8LSy7AgO6X9gc6EUZaK/mYZX6Paa2Tb2b\nE1bHnlhbzyFZnY+dfKrKRg/QsEpfqnyuGAvxs5hZv4gpR1yPwZo6j/d7Tri1oy20rGDvxgFmmXWZ\nwDztK6fZqTawUz/PW9gPxcsIwe7A7NLrwTuOcjz2cMurpOTjashzifPm2pRTyrPab0+7ChZSGVZn\nJV+l5T1YZQi9K+a72jfkmx+wckDmarKikfeD9WY2m+e+fC+4PmaHvT69LYJhDQQCgUAgEAgEAoHA\ng8QHzbAyplxNAQR11YFzZj+VOf1uZk4vXueICmtg19d5+F5+ndm9Hz5Hnk3LzswdndzhGnTtA0Wj\ndH0/RT487an20VnP7zGjHF2CO563zp+Z1Hkaj0ACn51k7So0qVtiEbH9J5unuTyhb77crkb7B0YV\nwHiAOQWjCoYVzOzL3dJs6zin3mgDDsHb7CZc8q9aR1k+b3WyNX1lthCAZrRi94hlY+danK/M5XUe\n6+UpGF3RdaGfwjyBBVT2T74XyMvaS8HqHszsfGuficKG5vEAG8ntA+PMmtZ+aNL69sRcg77u9uO5\na19S7lhlEtvx79eUlgLXgdVmBla/D1RfS2PLqzhwPhyWeT/DWwmh50PfCVfkObSsEjndWNfiuh6K\njut5dtucQ27AAPK0siYVjCzncdU+0WIQaFSZyYUmFkwsa1vxCYY28HBQ6SWnlkMJwLQCXg7Tnvaj\nPmhYe9JLzvdgM8fdZNthSKvtjSkDX7b5ntgMqRsMLM73taiWsdU+VNrXgcqXlVrSLvShx3uGGFlu\nn2pc+7qv5pNXe0h53tjz8YqRZc1vGh/zY+s7vFZZWlw7jI+5B48d13y+xDAqe4bnq7V5TlkDOpVv\nlc+7r3ZwKt8ra2gr7aHqI+/+Ph5e780dtUxi2TwNKs9xXabW8Y/wNKQeSm5Rcnp28qZqPWBC6Th8\nWJht9MYa9wIM7RRDrauphP3k1ZeHqwI536nnv8K5jsHQevdAfxNoNaDH0Go99F9vhdUAACAASURB\nVHfLu+TvNe15L6UEAoFAIBAIBAKBQCDwnvFBM6xNSiYPopeXksGBO2aUmHl9+TLrE5B/dS7y0dXj\nHGn99GnOFfqTn2dH0h99P7OJ7PKq2wdsJ+dRBdg5jXNOIarDkRUESKq6HaczHQMnEqgaCKnP0w1w\ntKjoAERTKBEZzjG16jLruN5ZER27HuN8MKRgUqHpRb2qVZXtF7ePzfXnXWbNr/b5JrJL8WGdOmZw\nVMM6f9JacqSOGUNmk5lZ9fK39tAFOHkvGcpckn7zxVc5Enj+RHIWKjtH0Vhh55Stk5UGLvtHeWMR\n/kK9nstw0aXm7QUxt/3QqM738ka0p+xUC10krXrQPKjIwyts3Nlya9oEXSa2O9Z6MhtM+VqZ3db6\npT3rG5vfD785FdMkx9cb60SuY9/gt4l0zeoinO4E55xmR+jEDALGdTv9zHWUvxruwGBG8ZXu5HcV\nDCu0p4Uhlb7gd3cLFkyix4/B0Nr6OV9rMKsPD/dlVj2tIq6bIx+raFvnIsIGw4r9ADSsu9YyY1xf\nlb+z76tjqIuZT3y54TwMTOYdddhAj/kEs9uTthaMbtHr2vbN9705j9vBqHOaWjZaId3VXKaOY6/H\npLKOlJnYwiCX6ypHZmgtJxySVdvqOSFTm0reX+sezOcxPNbMwxQ7CC1t5f6LdqI9E/VNHZ/yIrlP\nv7xVTMy6Yc7KGk1eBcjzK7B1mJPy3LbSwMKteMjz+GVzO9oX1qqOrYg83I85KLOY3ipJrC7U+tJ4\n+VV9PKeWF982zcpYDbZO/F2AbAnaBnkps3/OxW1esYj5OP4e4fuv5chKNzg9c1/5GeD5/dsiGNZA\nIBAIBAKBQCAQCDxIfNAMa2os+6Nru/vjoluc61AdNm8t+/D5DzKD+kLyroJZBQty8SZHbphJ4hyO\nd4EjFICXb/Ryf2quA1xtKmvhHC0E6w2mImodMb9edAtAVOrZfM0FmfoBXht/PtuMtvvV7pEtzlk7\nD2YV5cBt+Xy2KW2nnFYoC8+XG1GDdrW19x3RrOI8e2T0tbHl6/O5syyisoHEOuI5Pnuco2avvrbO\n0s+f5jH48qVoMeR5Ri7OwqDm84vWW1xdK9ff/Kn6zQ5a20Tn5f2reY7OQa8KVnXXt4WFJsdj7qPq\nb1EnrSxooW9EVBR62irnbRqFMrLQqLY2otnKmMCVuLgOD6PlIEbI7cXYV0xy5Wo8/ux4WlnW2HI/\nfA1rYYYRix3I9XcnOllmWiEbhsa15GElbZDI0Nk1uJSD+vI2tKvaViJJto9IM3QdjOu3iUMG71jN\nalXGhIswM11gQZlpZfZO9xOLN8YGMrPq6R6VnYVbLrG6U4xrXc7dYwZGFcwrGNTCyIKBtc65HphR\n7ehHkRlUaGfbQbw7HJdfr9/spuq2K80mmfGpe8POyJi3cC5Yr83sJsy5You3B1a+2fzxJcfnuE6y\nMFnyDoartZdjVPub7jzP08DuaOzZyfYufeWUwzG77HrgOjBX85hSHOc+wCH3WC0ruwPzfI7nnN55\nWC3Ic3es+sMcBHNMnttyBgTWrvLKPOBwhR7mpGA8maVWvxOwzOIbAsYTvivY/2r/SMtOKaWni+wB\ng3k7628xVpVLMPq+y+eD6X1XBMMaCAQCgUAgEAgEAoEHiQ+bYXXgae6AmmWw+/H58s8zi/n0Ozli\ncn4uOYxuZua8xTxHKT7/3tVofYhWIA8rs5mm7cTycaTvshc9La2f91y4PMcyRpV/iTSs2EYEsdPI\nnI1Wcb18HjvIVRFIXve/sy5mF02mZcCQXuysWzDDy/nF+Wpf7pbpWSesL7oilx7rdIbIl5dDl9k5\nbpPf5nEtK9x3r67zGLAzLZjRzdbm7ESeVTCrcJRlzSrrKJFbtFONNz+/VgPuacpV1wDmWM7f7IpG\n+GorrOtJfs4v1qemb1V+VjCdyD9KDCfGBnlaV6fIiWzbpOf39jnxVhqAWeUx4nYymIHtcc+JEfau\nwz0FOFe09mM3Xo7q9OXeH6NZ1bbi2ltiHWST3YDZNRjH55vxtsElGF/Aq/O7nT/BpLLUG9rXwLeH\nY5nVyqn2SK0rwGcvtluzDcb1UKOaUqrchZVxbdvq3cuutarVdNraTqykqfrs5Ir1mNFKYwuNa2Nd\nhWtm1GeTU0ppJ8tSUJ5fPxjWZMrh8eD6lPH1/DSYcU57t61cN9fJOthKs0y5YyvQLSx5X+W3SfKv\nbhs4yR7HKmp5E/MzL5+rx2pOwXMV7shNeOfkYeUVc2Nwc3FKkzGP4ncc5yWFvwjPu7CtjCveR+T7\nwk627HDrzetYO+qB5yAo52LI8zHMLbVeJ9cpl8csJc/7sL3enahLNeDph3VeL3PUkoVhfD4FvLxe\nmnLVe0YyXlzdygrF041pG/5O4Ta/K4JhDQQCgUAgEAgEAoHAg8RHybBOwWNWGWAdwKiuljniuJHo\nEzSCJc+lZYwAdpU9dOiq1rWzI9hgGRx2WFM3rwl9CgORMjCUn59c5vLJBRiRtkWq3XQPwZFAjtzh\nUeOoFusCGOj30/m12Q8NL8CRIY4YMVOG/K6fzjMrPm/26Yubs5RSra/FtYj4MavraZTVbZjyZ2nQ\nktg9jnrtVK9po2hgHTe3eUzhgAsttTpLLyxDirys3goDZlQLeynldfZZ5ZygOG8jLKZGa7ESQdhH\ntB/YsAPu0Cl7jL6vFqJ3Ffdd7F/Md6ZPoCiLlnRvtmEk2y6szoQjgJ1uMlNrNbV6vezHGKGHPWlO\nvQhotT2hwy/OzHez85DygWlllt0jsg7rH27Hv6NgWuc348fBrG5PwWY15nPxRn7b4NhMLr+X35V7\nJwaD6yfkIioMrTKss/HvIeeLDfxycB/d6rHMKrsCH/ve4+t6ym16V5t4u2L5KHnxsYym79J7v1yi\nwFReV21vpZm1cwgwrF5+VNbWVmx309J55GOhzs3EbDn35JCxnXIc5vNqFtg6EisTO1iNq6fHBTat\nrPyS8jeNZD+gFWqYZ3lMaZ2/fty9nXWb22a8fcyIel4iXF+5Uw77dzAvZR0ut61qE2VdYG2mx2RC\nI+qxydgPxlRzzlb643H2kOeeXjvYHXgKfD57n+i8ypkLK0u5zfM5rApbylwHutPNrtP/49NjSu/6\nnTvElN+O5n0lTerFjfj7CPP6Yi3ZOpy55tsiGNZAIBAIBAKBQCAQCDxI/GoyrGBZ8Fc/ReZ/9mXW\n9iE68PSTm7wt0YWnixzpALtz8UZyeoourjCt49FiRFDm7b6KtnjwXLi8qM+UpgHHsc6egUjdQiKA\nnvYBxznqhmgXnOJQjzrBEfvIDCjKeXpybc5D1I2vn2JqAc59+tPNJymllD4/vdScUgyNKvU2tya7\n/vL9Zu0E5ytVd2q4EB9EzlIqjrZwm0akrbj2WmdZMK3sQMtaa3aaBevGmlTVWjjRMXVFpqguvhfo\n7+V1/n5cbcDwzk25Z4+s3iylOu8ptueasxXn5TYwe7w4JR0x3HKlK9DIaps7djxuzPlcjurXNFjc\nj57P0HumOXOtozPaD7ab6wVwHFpWaGd3u/HvAV/fVb/8Eu2VVSVwpN7t2jTItQ25BBcGFZpW2S9D\niU8wsDi+WIMRtS2AdhVM6+oiX/fyM1lRsBzMdZ0w89CqtjL4y68puuwwr4FvH8cyq3AF1uv2lLdc\ntnezcdauqpdY0WOguT/xyfpXJ3+p65Lb3F13pbekPtZM7ng7OY+rp8Ut273Zz5pUL1cu9KK7yquh\nH62X3Y15/A7HjfvC53ptYjDjCnCO2ikocwnGdiCtLOqr8pvScyvtQTlVvleHXSyaU3sd3ImZ7ZzW\nwIIFvfuZHHMJntK1TvmrVGwg5oAO2+dl1GA332Nz4fK8Ttvdj2tbtT7OSEDX61wd30/O80rtQ328\nwg54hRV0s1Lfq1u70hBzqTJ3tC7AQJU1ZOLvCbQFq0cx99tgpZvUB2a1ut7xM7kvgmENBAKBQCAQ\nCAQCgcCDxEfNsHJeVM5NCHh6sdtrcf16nRkhsBpgqlD+0yeZgWXtamnHuKZ128/U7de75lj3t2PB\n5T3tMoOJiN0qCUtHjKm6BA/jUeMO2gpyySvaDRsRRTOU+XLcgrEfeaY4rxRQOaxBAyxRK+iGOccV\ntn9280TLQl1gd7UvzIJTuIedm/GJ/RxR0/OJqUVUbH1rI3/QMDBz6kHzwJ5CDyrt2ls33y1pSDsn\nf3BxG5aIfWfZQgVJlzi6pnlYZUXCy8uF2b883Wkd600eg/PVdrQPwFJWPbB7LoPdeRkcaSy/IeMR\nyBJdtVFRXWVBrDXuGfoFtltXfczu9xuF3yIwu4fMqOkPR9Q1Pyuehbx/Presfd8PqbLKJEy5Ai/W\n0A3aPiGvKhhQLgcBbnwijyvO24pGu6N7vllRPVehYX2o8Bix5U296mIMPb/kCcwOvnqUGYCz6+xT\nwHlbVRvb9xVbeyyKFnRcZ8vaTWY0gUqLRxrPKbdfdsjl9k3p2tBO1q6WentzXql33K14qn7vvMM2\nMArjavta6m5Nm0rfZL4izKpe53A4cGNVb47BMqWb1ubALfpOct91WPVFT74OUt58IH2xMrqYV2E/\nXIrfDwd1lwvxsXXo3LEp893R8ybYPW2To0HV1Xu9XZXF13maVWVswVKTPpNX0KEe9AtOucsuz2d0\nrgmNrZTH2SNQjmb6EBb05Ru7wlP/bgEzi3dzag68Ouz348uv8+8c/HXYNwQoGRrIJwUeIjTP2kk1\nPY3lxfWptHF83vO+EAxrIBAIBAKBQCAQCAQeJD5ohrVthrRcvJ2j3iE6YSnAevzwB29y+b+ej7/6\nOkdQwFT97EWOXjz7Ts49BIYV0YiiZSTNBhxL+3Ier8fnde4MRJO8KBczqMzUoh64/sIFmPOHqdOs\nuOexI5yyfBo5bMx1mnfVaSf3g7WtqAcOcNoucpzzwNE0RLk8hmw3tMWRWJjVihknp79FYxlPtA2a\nCDCo7OzMLDK0sxzZQ5SrdpTNn3DSxfOEyB5ywjHAiDIzqs62cGt1cpiWSN/4JzvUgeVDO+EeDI0r\n2FCwhHAATqlmfS/Xc3Mts8woq9LhOgynHm/H2WTsZ/Zb861i7Pe2j22Vbwwa3HF2ew5NiKM9nQKe\nBY2+EtOqUVodL3u95sx18rV23ZB2O7C0GTvnrTG/kfsuK1HmFJ1V7as8T6xZhRswWGYwqtC8Xn0i\nvwlL0efI7/Xy9d1jx4xr4NvHp19dmG3Wg+p+rFxw2E7olsG0Que5JZE2yllub0bL6UgTu5vNqryi\nlbsv5XLtOOenw2Ae6wLMTGTNSFpH2ftmCvAYWLCOhSlF/aydpRydE3pgHkeg0up64z0CboO3n9lu\nsMKVczMtD5r35B7svVsHy6R6WPZWi+0xth3pH8v+frQdi0HmEI3NPeq5FNeaVvqtJq+Sw/MnV/3p\nu+jdVrZwGzwws6rza5qPabmONpZX3bHGFu9ueIywMy/mb5g76DbN/3AvmGE9zENv2tPb1VuYR8Ez\n57BtX36V/zbBnAq+IXzeanH3ChboZZGdAbjazKXP9nzMGXmsvDni2yIY1kAgEAgEAoFAIBAIPEh8\n0AzrvNunH373dfrpnz+ZPvkAnD8SOHtsow5geZ6dC4MqLAiYVWhav/jF45RSSj98nnN6tkdKX7qm\nr9bRc86mKRdfjUCTezAzory/MKsOAzrYNe8d61ec6Jfm2pLyNZqEiCW75MGNuLFuw6jnrLkxx1/c\nPjb9gQYXGlRul7rM7m30TOs/YNhUk7Cfm3POZuNReQD37HKXo1JgaJGvFfcQbYFGdjXLz9ur7SPT\nFnYyXnSWVWSHW87zC60r6ykBZuMAzkUKZ16Nnknw2dO4MpixXT26lXIt23ioXdU+oQ5Ho6Y6DsoV\nC8zJ9Rcsso4VXO86R++iUU17Lxgeo4u+8ZgyU8uo3HzBNuJ60rUgzytchvGbxPcWEddtg7Gf0Avd\noY/GAhJ1BYaupbXHPe0pb7OZupYDt2u4WKvLMLFnYP7xTLyd9DDwDeDzl69G9xenXTwDlq0EVKNI\nDGilXcVKCNqP65RJ21HeS2ZH72AJ3Tyq0naXBWYX3onzj63/vtex5tRzzJ1P/TZgziE6y013Itft\nRusr19FvIWlh53tuXymnzu1q+1b31eqIy/UTzs1gJOUebeUeMQMKhhP7kReV50nzflw7CM0pz9OA\nZb8dPb+4CdP8Tvq7bPJ1cAsGqpV3uj3OUBf3YXo/jrCdPOfilWTqfwLmEavm8PUBy0xMJPuaTDG3\nXr7Uyo1YVyXRSjLnXV3mBLRqTxjRMs+yc0xdUclsuRTDmt5qngaPEZkv4e8RvLvXN+UeFy8MmWPe\njP9pt5BsAhdr6y7szUc0s4PqeMfPe9/5Vj0EwxoIBAKBQCAQCAQCgQeJD5ph7dohPV1cp/Tdu8+7\n3MxH97PTKDNSJZ+k1pj/nVkt4KdPr81+lLOAZnBG0eGDKBU7z7KzLEevKqdaCWisWuvuq3UhMuJE\n0sB4wiV4gz4KKzh3IpKqPZXIIjOqfB7nF2PNrOdKp9fDfQy6BGhSu/Fo2mSe2soNdiia0kaYwIG0\nEaSLVZ2taCTAmL64ySzw+Ulm4l9sH5vz4Sb3crs0+z19LSJ5HOXiXKEc/Sr5gOu+Hu4vYyFRZegy\nT+09K3lg5Xp53gsTm7cR3VNH5p3VygJgVJXNVH1F0U1s1e02b29urVMxHiusauA8p2BaK8Z1ZqO+\nQBWdRdtoBUOn1zNDmz8RyVxv7ZiXXLy2HuRRBcEz9nzm/9h2TZikFo0qdKMT7Alrafs+HaSqlDbI\n/dzK84E8qzBBRCC6uAI35jiGvHWkfJw3tWJ06TpoYdG++SbisN825rudy66mdMhO8hH6PpL2UFk5\n0q5qub1lZI/VdTLb2e33lSbVY18nNa0HzsOH255G02tzrf2kVSXkhOuxiKxN9cBspefECzaS3YSn\nNLilndPfV89JmdvKdS12+V1yeZpXMW3pPtcaUWHFhC2Dzre6jtx52R3Y0ylrnvphnHmd03Xr2Vzq\nYXfg8THFfA3zOta6bmV+N52jFPXY+Vt/MG8rq+esFhOo8po6+VirXLU8x3XA72TPI4ShmldafagM\nceVDkVF7iYy/g7Ga79Cr5rCey21mN5cnt3Q+a2btvIhZVKyqOgS3vbz/8/4r+cTfNl7f9PqJVXTl\nejnfKe/YcqYQb/ZAIBAIBAKBQCAQCDxIfNAMK/B0kRnOtdhMbsjG8kwcsVQDKGu/OcoAgH0Bo+Sx\nNKxvY8dQPo/ZnN3QFqdZMKjJMkQaWaP9iEKxa64XrZon1GNjFHALZr0BwOWqRlWYVXYDZu0El3Ps\nfgazmGCgf7ax+mWOzqF8dmge0y/g/kCTCqYVmlZlYFu7H226uF2YMl/dPhpti8eqe2BtKzSt69sT\nOe4xqP3ofs4r5kEZUlqJAPYQgNoGTCuYVLChzEJ6OogxDau3jWhkJ3pIjU72zKwSC+HkB8PYbklX\niz5VeVE1gmijtEUfbLW1yhQTMzzlmsfRXx3brdWzAJyHFcdVswtNLDk/77x+9o2Wud3mMvei+53t\nrCYVjGoHx2FHswpgv/Z1gv3dEuN/9ko0QzNcL+ct6J4H4/pgUTFmqoce17bWTBqtCMB10DAKM+Zp\nZD3Wrx2GkpsV7rXQ0RJDOoWqD7I9d/aXvozree/KV3p4HPuhMZ3SlhZtqtW4em7CwPJ2wuNBdMNw\n/0Z7AM9dWHWg+/o3e0q76mld2Ym4LgfeCVYD23q6TMe1V8+bYES7CeYYGthW7tGW8r1y+QC3h+d9\nnM2hnNeY83ll3OG12kb4ktDjwXNHzHXXw4k97qwm8vKnssbV06x6TCmDszNoPf24D0XJBnI3a1jm\nT5ZBxXWXN/M7yynOu5ahPewvZ1PQTA5UZqVx3WC1qF0xNqVB9XxRflmIN3kgEAgEAoFAIBAIBB4k\nPgqGFYA2EJ/MuCIqAMZ1S06eyxPLuJ4/upHrwRzB7TXJ586Uw+wNGCxew37IsHH+0Sl453kMKUfI\nCtPajF4HbcVisOcBUy7B0MJypM5zE/b6ocwt5anFeIHdrHKAcr84BxaxjocsI/KhsosvXILXvY0M\nMpgJZaBOuAJXfZ+IWrHjMWujuW/sOM1O0VP18hjNHXfgxQm0qNb9t2I35ftTrTSAw+eBM21PkTzo\nYsHClv2WZe6gBXXyqvK2x3BOud5xeV6UmMcCvx1gXPW5bWy0mLUniITqdcSYdpIjurgnU3udvKzA\nfI7j3P+kOVpBhAy342OmY0FMqadVrV19baPXT+Q7v5C+C3O6WNuo8maZ93v5WJlxDTxcHKttxZ32\nnHaxHwzZnBMQC9h92NSBaybyizK717+lm6/HtDLADjIzWedpHd/uetu+4h4srAtpVVt1vp1YCeTk\nWfVYbXYDZtw1fsyUTrVpeStzvpmtE21Anz22GljsJX99axlPzsPKbsHL/dacr26/nvO0gJnaJIwr\ntLPM3E4xqwwv3yrPGz3X4LGypnK/8pys1EHvQFq95K1Em3Lix3WcU53f/bwSkleY8ZwCKzVrXwvr\nb8Ha1C25/Op19MlzB7z7D28NvC/um9+UV4i9L1RZDCayItwXH9UfrAz84ephIb33/ggsD66kJ5nZ\nyXBZMtCMXufh8OGaupH1H6DD6PGxpRtj5+kfpvKHJX5ckHh6XiWwtiYExU7dlsc/TlsV56M+CPTv\nfuR+dpuX+CJdTfUjiCXO7fgSX2/ZK9qH5R+rE7tMfNHuqucAfxSfdTembv5jGelsAF6S4on1OZDh\nnQd4f4Rxuz1zA4yZ97zjhx1jg4APG11VCbrxxyL+Munsj6j3g1+17+A6TgtT/uCzZSB59qHF+2Hd\n5Y9kCmy85Q9ptVTZ+UO4tFueU1pWzWlpqnQ4+/GX8F3pZg7LxbcMp/PSYfwRWtL72KXEd80DByw7\nIoMmLAVW0yRNWyP7cR1S8cgfkstL+7wWEyXZPhm/RzgP10c6m48HUyZL+CMIy013M3X6yp/0LPAf\ng9XSYlrm2+337h+Q3h+yU0t1E5kT7TwzJjJtwtLkKXh/+MF4CPWgPP5De77bmONlqfDdS3bLH7pb\ns5+B/uxObTChmDbhD2VaAtrOqj/o8Afo1NJf9HkhbVtu5Z29yEFjTsWjbdU/vuU3arB903f4QGmT\nqJ3dvh89r/RN/vBt7PJz/kNUlw5P/IGB80r6GzvvqtL+Oelu7pJqTZENnLoQ8xFefsx/ULpLe4fj\n5g/e/GkqPQ1fx0t4PXB7EFRHUBqSQ07fV+ZP8h4UQg2p5zCH2FYGiMf/UeoF3CElQhvxvl8uclv1\n74kjlzvzGLD50vtGLAkOBAKBQCAQCAQCgcCDxEfNsALMtHJEZU5r1vj4s8U6pVSWiMIACMyax6R5\nTOvYfrBYVfoLB16kjaNbiFIt0rjB1Fm/sdf3Np1OsVO3CbKViaWgDy8dYVMmL4L3s21mVquIDZlR\naTuRdkeWROCeaEoiMWXCPcI22FK1Nj9g3hAJxLkAzJN4yYjed0fk7xk8MYp50jjj6j0TyjaToRQY\nUgDPhLcUGGNZLcnp7L3iSGhZKmwZVR6nubAf61ub7kbrr4yQhsJMbseX8WyQYkfuH5hW7ttqfmu2\nPct5NmqDsdRGiq0Yztbu5zGoUllVvw24F9R3pIbBCjCM6W48tjhmkmQ+B3seR1473GOpD0xr2x6W\nIyzAlpf6yXOJ1D9SFtLcFLMly6yW6+VzZo/PNzhPnpsnxy3p5ZX4EwtdAh8APFOmVti4XeekygCz\nRkt+mbWsUs7IktG+bStmlZnRuwybxo7z8lWPga3YPuqDsow3N6aezTyv/FHWmRlg2V7cSjoNGQNl\nPquUL+PtAY41T0L5YDWV0Z0wc9J2jxxfn+S+gj1mFlmXhMunGj9p3XabDarKkmPbxu3Mvicqllrm\nT3yvSyohMR7qTs35ZYky5hRYMtybbUybeOVblRZQysN8jVGlpGH2s2JeD+cI4zIvAGVWzKWzBIbl\nXB74PG/eXS01dpb+lu3xekt6GTuPm1p+i3cu5ii8KgvM6YZMXcF+YnkIX3fXqjCPfd3cOL+PlDoO\nJkzA+ZMbU+e7wltufV8EwxoIBAKBQCAQCAQCgQeJD5phbdNQsWEpFbaNwSwmM6u4jlPFgFlF1Anm\nPFc7ifJJmhFmntj8Zqw9rCf0WLBau4qI17gYnrWlS9FwIDK3aU/MdYteNKy9TSrOkTxoMnA9zJk2\nLUUeHQa4I7YPkb3P5q/z9jAezeJxwn3ndDd875+drM22Z3LVtX1lBqCaz8GK4ZG+hhlJT0/Lmk9m\n+5hZ9fS4i9ndyZ5xnCORnALJS6zNJgdsdIWVCmBkMda4FzCrgn6MI6pFRyr1UZANkc7dvk0rYUw3\nFE1EVBL6EKSdQdlTKX3QB1c3Q8YIgN4TrSeNovruK/ttNbVaLtLp7GCuBC0rtCZgQq3GdEpjUtLn\nSH9Gkoybdgs7itQ1QN+Xuss+OQeaVdKmMmOKx2AHA5Fby6SCiV2QmVO3tef1NOhTaXDQzGBaP16w\nxhVM0GIr7wNmHWfQh8r3ScopmsPy/Vze2t9bXNsi3crOvisZ+CZVLK6TrmYqPU2d0sceR585BZBn\nBtU5DKfHEHO7PMOjqh/SntXWpr+5PLWMa69GRChXVmq07fFtwljc3u1fssTzcWJZYjC1YFqZNS7p\nZOABMjPbc2LDPY3sfJ/nJWCK1WND0gJuiWn1nzE7P6yY1onj7GXimTCNpbmpUukM9p21GZx0MU6a\nGn4n63zGSV/D4DQ5mF9xehmt12ElwahibuHNV7AfxoeqC6XVTTuaB3EqGtQDFMaV5tTyni1MrI+p\n932VDo8Y13fFTr053m+5wbAGAoFAIBAIBAKBQOBB4oNmWD2Msa6H8CI1SF+CSA0YI0R+lq1lZ1gD\nuKPk0lOpNcbW7LNmc8rNFGlqoFFl118G2MLV3kY7waxWmorGMpKwZQcjdl+SZgAAIABJREFUC40r\nMkdgG9oJL8KHSF0r2xyN88ZQWe4m16+s5y6znrgH523W5jLb6KW/adNQpcJhxpXvBTOLT0+vR89X\nSGBMWeMTq4UF8JzApResIDOf7PrL7DL3g+E9U0jfg+cd/QRjyt8vbg+A85lB1uP7ca1L2w5VKilE\nIUuUUZh1SVHl6XxdZ+Vkx34uaWFebRZmP56vwpj2phzGtL7FiZSTY+Jcng1ESj3XP2+bNS01Qzt+\nPWta27apHIOVjd3nz9nO6VPP2xLpXlimFWBGFNYDuG71tadXHN0d+IjAzrxgOyvWnfI5qXZRrkd6\nG2Ze2Ym32/dV2R6YaWRWDswn6vDqrMr1Uu6Quy7AzrjM8Orl0DdK/SW9jHUxZtaZdZaA14/iPmyZ\naLCa0Iei/tIPGr/drZ7D7LKHlhyZK1aZWG/W786Vvab0SHvog2V13d7Os3AeXIxLnxq6Ppe72uZ5\nyvoka1rB1ILIVCdmMLmUjUHfxDJmOxq7Vs+3c9MtlYf545bsteEuXOalZdy9VXSa/m9KW0qMKL+z\neIXWlIaUV7oxs8qMamFQG1M/3vns5M+p4rReuW5zO649ZYB99LJlXb6Z33m91nvQnvs4CN/VJjCi\nF6/z8wgt60NBMKyBQCAQCAQCgUAgEHiQ+KAZ1lnTKyt6DJSBkmAEmFGgYt2IQeVyoGVF5IhZG48d\nBA6ZL40OJcsQcsQLdazSdvT42ZCvqzQTg2XFNGeW42qn0VXjDncQjaL8YKo/oTytLcVEoJngdlfa\nCannqs/RpvPZxpzH5T3v3qSUUnq5X6aUatdggNlGzRs7zCq9cJXoGvfmRO6NRABXnc3pqnWRm7Ay\njaQhZW0q9p+dWMZfmUxy9QXAfHoaEdYNA155/FyjfDCvfB6+D8pEn9iIKMZLWUTRd8IledGV8cK9\ngLMwwJpOwNOOgvWdymmLHLNeed51U6soEN2dK1Nr87J65SsLrxqQux0D2U3Ycw+u8r929rcOroKI\n/nZdnzYbYkAQiZb7OxDDqu6/FA6F1pVdhBdrec7AqErbkGd18cZuM7iewIcLduadPt+ygMyUdTt6\nx7fj+lNoWt8FrO30XIYBtMEthxhWZjI9jSs742KJBK5nZrWUB9aRvBLA8km5U/eo6IUtK+q5Dbc0\nhwDAwI5BXYGJxVWtKxhU7J9oK7PQ7BLMbQSDWnLRzsx+Zo+5L2Bay3PYmvOuThamP/xcA5h/beTd\nPR+sJlXH3mFadf4j87HtxJ8Eu9TWGSCG8dFlbSrAq4l4vszbXvYBzCfg8I/9lzeWodRy5Z27uWXm\nNkk9+RN+EqpJPfJdzWCtKrSnYGA9B99vE/fVnt43n/2xmTM8xKs+EAgEAoFAIBAIBAIPEh80w3o6\n7NJf2r/Q7Z/MvmuOM4vH2rsqzyUxX+ySqowYOdQyK4hcn6pldFzOdkNb6f5UDyuxhGWyDsWcUxOf\nl2khx3ej5wHMrGpboNFwmFaNXII5FY0sM63r2dz2mRhNjfxRpA/3AHlTwZyvWmGSyYFuPQgrh7xm\nopsAE4vzAdZLcNTvkEXnsQVUyzmANduburEfjsX6vHSW+WStLLcFTKUyuDPL4Kp2lXN4ov3CZKFd\n3Ed+LrnfOK9yF3bYanbVrrQpiJDy90dYzeWJZWwPWUpcuzyRMewRlUUd0je5F6jz2Ty7MOI7qgw9\nmETZ/6rPTpXqHgzXXsq91rW2L5xntXJwdnLKoRwifjSiif06dsfmppvQsFRaVawGkX4iskpSwbTb\ntcrCgrABuw1HYSfArtrSnehx5/t29DjcgCFZwk+ifmrf3q/jYOCbQ9sPaXGznT5xApVGVZx71wub\nxxLn6fuKBGc47uVdHWP5qjJmlp31WC+PgeT9nnuwp12F861XL2tYeT/KhYZ0q32X3zjSrqKeq/kp\nlWfZQIB1m8xiV3lh3Ty2VnfaN63WBWa1nGv1uKjTu0eegzFrWasVasTELm7tPYOrMNqJ83VVFd1j\nvkerm/x+0ly1yJPajk/RK2fnZOdpmP9tKA8rv6N5tRWf563KMsecF0DlNIxVQzRvUcZ0b+fZnP8U\ngLcHY0vO+ur2i5Vdjqv8lnKct5TNYH2DzAScLzWZ/cCrS/t9YbaSmdeHCIzVy4v8d8Wz8807lfO+\n3IKDYQ0EAoFAIBAIBAKBwIPEB82wMn60//OUUkprcXDbNDkSc5VOR89HlIqZWGY1KqdZONsKSwPG\nC8yURoTkg1lTZQvT4OYZVafiJG50wpyydrUwluSeJ3XDdQ4MKLv/MtPK2FE+sBL5Q0QRkUMwrXvz\niZBI31De13Rr2n+xW+X2tHas4MCrzrzCZIFZvdxT9BdaDtJleu7Ah2xgpV0mlprL3sjXByxwK1Ek\n3F913nNyv7L7tLrqynlg/QB2CVbHv8E+C6gXY4R2VvURaw10wzhDgDEEu+3ldfW0wGBW+Ti7AR6y\n42BfPWaTWdzn8zemLtwbPG8aeZbndz3Lny83SyoXfbaf0KJ6rsQauXZy7rJTIbd/eSoM0g1papWB\nbZxt+z3kPGw4H0ysp0IDCQICoO9rXSy2oYP1TBGhUZ1v7o6LsjYVzCoC6T2xw9iPwDaud9JdB74l\nMEN5DKZcf4HlRlYxEYOG67EfrCKYqvmtzceqTJo8w9t52Y+69d22t9+xSqM6kUe1YsWI0Ww9V2Au\nz2FqWTvLLKHmqlW3X6uv5HbuqNzigJvHfjuTFTLCrMINGWCHXrCg2A+2tORftTlQSzl712ODc9Cy\nppV1tJP3xLneQ0t9YRbZ01azxrbcw/F8rrieXYDV30Le2XycsaEpP7sGHwO853kVm7eiUFeq4Z3K\n+VspP6rO1TA3nnDkxycyC+g7zsmxjuNX17JKT14keIeCIcV7bvko36NXX5+a7curfP2l5M6Fs7/n\nH+HBy/P6MWNK/+te9000JhAIBAKBQCAQCAQCgXfFR8WwAsteIn34c9z5Ix66T0DX1kMX15BGsS/M\naEp+PkrgvMvrvjkiBZanH5pK76f6QWjM4MTmxBZQlrKBjhMfoO690K0M41FdRApZQwFzVkQ8q+MU\n6cM2tLWvmrOUUkqrZN2dP+suU0qFUfZ0Ea/2j6g/uR/QeYL1VtYz2UgqthFpZBbwcB+zwcywL5Nl\n2wAw+ztlpaWcxuY64+iSap/JfQ/X8TOBbe4LctoqayeMKmuumSHV5z2N51HzoO0hzbfqgqUY1sIi\nosmacLguH7YN30HOsQYwG83X1+7SuU5opa+6/Nxd3pD+pLVMKkd7vRy3wNQYcs426G7mnY3WbjXH\nm41MFuY0mW1QRhpt1qjznc1RfeqhM3BhW8f7oq7AeomMFbG8OA7mFQ9Gt4XuUJgdIVg2j6Uty95c\nj/ytnM+ViPqKmQ08fBzLylZMLFYQqe6Z/AduZFXJSWeOF0fraWa3MKugRGR/Y/d7+VvZiZjPYzbO\ncwmu8qoSo1ozuTQWwkaetWtTrrKAWFVFWlWeW0B3CXjtBlTXCdZb6t2cWFdXMLaH+WGZ5UUZy+3W\n7GfdLOfvPTaPK1Cx6NQ3Lgc6Y/feIR8r5eLlewroWNCKOHiFFI2ptBer/2hehjyuPN/ZJKx8Iwab\nMyUc5H/Vec0ES6ari5x8qgC7/nruwJ57MDOnmpVAGFIwqRjitbzb8E59+Sq/8+HJ8Px79rl+8TL/\nnbB6bJlVBlx/0Y7VY6wOQ79HL7s33mLhyjvjXbWsjLd1Cw6GNRAIBAKBQCAQCAQCDxIfJcMKMNOK\nKNFVI060yeY6RbSJc4WCoVI3VHI9Bdg1lVHpKg9ZPdInVjlh5fNKGMg55UdVjd5gdZesXfW0IAxE\n9HD8y3lmRp/trqReG7Es141ral82WaMK12OMdcnzmq9jTaq2c4QJPdwGA8fjxcwazl81W6q/GWFW\nLSPqRR35XuC5gnYaDKnqcuUebpvxXLS4XllqdtWj5wfPFdpxNeTyOV8qWGdm61lrohrdwTKyKI/1\nwKqVHSzTy58a3aZ249lH+ev+pMo5q2ME7eYwzrRe7YUplefos5PXuW363ZYIPLHfcGa+lHvGeVjV\n6Vkig9BSu07jYJ3JARGYd3tTHu8/6HGuR5jY7W48Wo2cqOysqL8jlH91CvM5nrk29T20q8TcgN2V\nbXQFeVR7sL23DuMkjyfnW9X90qfLpztTLrC8koj2BJPKzGvgwwfyq+JzO7fMaZssW7nr7PsMTCuD\n82KOAfpXMKZYpaSMZMXCESNKbLDuR05ZrJYixlbf4aLD9fqg5zk6SK4XrOCWHHfBrKIc1Z4Kq4mx\n2sxlVZSjpe3IdRjlgVU8u7ZML+s5s55Y3gdow619t/H224LbDHAO3KkcuoDnUtwT43vIJqdUa2Lx\njO1ozsArx3DeHCyjnO+5A3N+Vhy/6IVVlDmDXje0lVfF4THTNvJnYX8HL4cnvxM5z+rUqiUwq5ut\nrByAO70899Cavvoqv+t5BdGLX9iVl3gXXnxtmdXVSlYNvsrP/9mZzBHkPYnygWdP7arCjwlT+Vjf\nl1twMKyBQCAQCAQCgUAgEHiQ+KAZ1ib5jqaHONtnxgrr/s/765RS0QNczXIk5JKiA/ANBTuzFFYO\nzBmvpdcoFzNipO1jxurwWmZWATBDi2Qje3o+RQRZm+ppVwvzKpHqmX0kXsyfmPZ8cfKdlFJKn+6y\n5hRuq5zHDuzgl6JZRdQYumFE4543mbG9GJB/bJxJZVTMKXLgiiax3AurCfbu0S61ug/XFH0H3wse\nW2HpBmFtESVNVk9TGEkbDX6R8hifp2t7nlzPrB1/grWGTgXs8WHfDsupcvM24/1T/SSeWzj10koB\nD65js7MfWLS7KhIM92iOrrJOhqO8X95a92lmmXE+3KjhQsyMqraN8q0q0+rkWp4CR40rxpbzp5Lm\nlTWqVflwNdZuIDcdrVSgbWZTU0pVPlZ1FHbMTYu21WpUtQ4JWINZBRMKberqQjRGv4bvi9Wsaj3B\noP7KwMtxOt/K97WzD0Nh84RxOoFeE/kw/Yh/cQcef8A95nQKyqSSZtXTvgLaF6qXtbFeO1Av6ltK\nntyrR/mdvJZ8q/wu9/qP8uC8vIQ2lZhf1IfzvHEtvhjWwbnb7902MJBjFozrfTWrHlh/6+bgZWdm\nuBjfWsaUc92O5QHO50/kkeUVZ5WL8DgnhbnOFhkE5LyrPs+RVQdKc9ZD3xXkUQcOs1+MtRHnM+Na\n5U8lBhZfUX4XAzvSrlbvUnqHQmsKhvTyUvKsLmTeJxpXzWe/xrb0U7SuV1fiPC4MLMoBSi7z3I6f\nrm0mgh9+vh7tz0PG+9ay3hfBsAYCgUAgEAgEAoFA4EHig2ZYH2836fe++Ge6/ZNn30sp1VGpy5PM\n3j29fWP2I1q13AszJmvb2WENTBf0o2dNji6ww+828XU21ygY2vkB6wfmE8wjM6zP+yuzjUjc2S63\n4eV8ZepUDYNHe+A8ypFWcqHBFTUf//QmM6k/XTw110MbUXSW9wOibC8G234vh6enCwZDBgYNOULP\nm2tpl9WZsn4TbCrY0cNzmAnlXLRe7jNop3WMSAPbDXbsP02XZluPk1a2aF47s3+ajXbGjtyGodVl\n9lm1phQ55fpZq8vt0v5zzmFiJQ9ZUr7/zPZq2dBywkl5sAwqdCxgUuFMzOXDbVj3kysw55TlvkDH\nq8/jzuYRZhLFczpUZ8T9eD+r/rf2ezPl5MiM6mo57oDY903Rv/Y2Yr29oWg+NKwO27s9tXksES/d\niUkotHVz0sCefZXH9OoTMDT5vM1S2PD1e7JfDDxYeMwqA5pWZloBsHyl3PyMbU7tc98OvT5oU+6/\n5d053sYpdrDkYbVaf84Ri/q9djBLp1pZtSkd186erddyWOYijzITNN/bsZpTzlDun8ecFmaX5hjk\naozr0A7Vxs5mle4VI82OwwCY1oqR5LFFGyeyK0zdw6rP1Mf1fF5dcxe2wrzi02VKaQ6COcK2scwp\nzyVYw7pDpgHOkT6SQ97L4MDeLrz6CVpUPr+63nl/MJOKdzo0qx74HchO+ouFzC229D6rViHZcmfX\nuV+38h48eWK/L2OrlA7xpz95nFJK6Ue/8Ubah/beedkHDdayRh7WQCAQCAQCgUAgEAh8FPigGVbG\nj17+IqVUmFbg6U1mKS/nNocnNKybmbAufWZXNLqkjJawL6RFZMaJXWV5v2oDpbzz3XU5Se7E012O\ndkIbijYBK2FWEblb7bNmk13ksL3YiwOgsMbos1bbj+tigHVnI4PP9nksX81ydAjMJLOMwNOUo0df\nDOe5PeQoC/ZOo3IOs+rlDtV+UE5UZgkBdlMegzKH5Ia7HG5sW5wx13ImNE3qWCnRUHSJnf/4fPQB\n17Eul/WfnK91rtpYq08pz+e4frpEa23UlrWxuEdgu3Fvl8JY8/eDMW/2pS5iIDVX7DDuCg1GVPXD\ncJGGRlXohSpnrOxnnQ2Acj2WWNtO5XO0edcjkp3PR3QYWlMves0sJ6DjMnN0dmBFSRO7ON2b4+vN\nbPy6dkjIl8oR48UjGbNrupY0QyV/Zd6GBhXMaHEXtsevzvOO/e/mFQiLf5K13mBqgc1yMNcD85uP\nOFT9K4JjmdX7ArrPwu5ZZ9u+bdPO+ZlS3SEciel3/thcsgzOGaptcfSSx+o6lZ3EapMZHGrz58Xj\nzKiuNphb2LFoyT14eZPfg5zTtnJHVndjlOPo7B1dKOrpm6ZkN6DngRnTcm/s/X1bcJ/AMi+2t6Y+\n9FW35Xx2Tt6ROzBQGF5ZvcW/83T+fJC5pswBMF/kVU14j+Kdu3PevTpfcobrcH6m7zboXmWJjL7j\n8A6TLkGjyhpUb5WUt1+vwyqkvV09xeXqI+M8d/wuhRYVTCved/Bu4PNu3+BZy+ftxUX4Vo63Rzri\n/uRfWKb1beDND74pfFta1mBYA4FAIBAIBAKBQCDwIPFRMawAmNbLZY4cQs8wp2jZX/8nf5RSSukf\n/LW/mlJKaTcXtmWPPJiy9l6iV2Dl1rINBg2f0L567N6qzxHDQ5YTkbJnpK+FrhbOxitpE9jg85vM\nxK4a29a5alhFYycM6vJW8mkhokwRvx30MXL8i9PsBqx6TInMrVvRlUis46IRfXC/NtezVhSa0sKU\nkuZDomivxJuZo2Kcl1PzuTZWewT2kR1+1QGY9aGI/iY/GtaqTiSPAVhvXDvv5R6wu6GM8VVn83Ex\niwwGE1CNht5TG00tUWW7IkBd9xr7HILRRz0YG833Kvd2IeXhnvI9LPWM94PPWzbjufGUIU7jroH9\n0FRMJutjPB0s523VvLuzrbmeXX2hSVXt6d4+VwyPYQVji/qQ3/WLtbhlt2BaoeWQZ4vzp5LeBtFi\nPCn9/u7rOUceQ3Wot+3ofnUA7ptKu8Oui7qfz6NoL/KoYv/2dNz1d7PszfmIeDcnYH4SXW/bDCCP\na+BXD1NaVmYvmclt+z61xN7pO4PcegvTajWZDHbJ5bZ428pAgh2b2fKqvqVx5lXLBcNK+V0vHmem\nh3O1HwvOs8ra38oVeIIhLg66g8u0dzTmzAoDfE+Yma3bJr+rMlZwVMY2A/dCNdFzq6H1RrRuF+mD\nkRcWq6Rk/qdzixObK13LIUd+nt9w5gD/XW/L3Q4zl7EEg+rOCxwGFdg4OcZ5lRXnIt9sra+FV89u\nh1VbebvrsBpL+ibvQrzfIIvmR0/fR3hXQlvLK4vwvrsn0/rjH7090/ptYyof67siGNZAIBAIBAKB\nQCAQCDxIfJQMKwANBHB1miMxv/cHf5xSqjUW0IdCt1kcd8cjQoVpk/NEV7chBhZsJyJP0JXu2rb8\nH+5u7d23hN3iWD85FR2F859qPjgvmGx/us26sT86fS715jF41WQGdEkOyNCwsqYQ5YL52jgOt9h+\n1uToEtyDK/0CombyURyXrf5yTrlUvfoOdafMtqJPyoQK01mYdUTaLWvNWtbV7sact1UmXs5DxK+n\nKGrVHmJmh3E2sU23tG012asBumd5Pof83F+1mQnmewsUF2Eb8ffYaY60lvbY4xWaA4YRLobqRm2f\nb3UBhlaHXA3hUIhtT7vKUdk5CSKZicUnuxEDl3vLqntg/Q1QR5ftfgAM61QeVmZgud7CqI6U0YHl\ntUwmIs0aQd5ZBlXLdn6SkD+1yNOgRZU+S7knf5Qjz9CuMnO6Xsmqi6tIyPqx4JvSrnqA+yyY2b5t\nKmfa0jZhYAawatUShPH9dL3fFmdVBDwMtjbHqDrSHuhvx7bRt6LXxUoYO0/SzAFy3ZaXLgiUScU7\n3mF8tf3Ub+4ns5qHrCfnmi06XNtWzr9azi9srW3TxHxJNKulTcLKCeNa8vrafKqqZWUG1RnLci9l\nDtAhJ65lkDF3wGo+9g7BijN+93vbQOWX4Wy3aVD/EV5lxBpWZVzpnVX8HO7WW+o7q7XvrB3lHi+u\nv7aeLXkuTEnL8Z5DftaLC/HgADMr3R2EifVaP5N691LecDt+zz38sz/OXg1/8bde3+u6bwNvq2Vl\nt+BjEQxrIBAIBAKBQCAQCAQeJD5qhhURuk9fXaSUUnp1llm7/+e3fiOllNJf+6c/SSmltNiJpm6W\nh4NZz070kmAfcb4yp4iCdZITtLduwNDO7ii6Nt/vS8QPjCG5+KIt2ie48kquWc/1V6/fIeJo3eo4\nOltFJKWtyAP7os1jxw60nFsUYJYSWMlYgoVcN5nNvkhZNwltKucDwyfnwJ2Clod7ASZaPwuDBwYV\n9x064qJhhi7YjiHuETOtOqZwNgaTiuehsYxQycMqkX3OGUv6ZG+MVUejTL84Rif7XLO7peqVEcWV\naK2nb5kCxpyjYmC/PbfhlOrcr7hmnUhbKpcsW/s92fRW2wNGldvOmgvU67n8etFiLZeGBnlYub5a\nlwO34HG3P5ARqr+Z2Xt3tsz37mpT51Edw5Sb4CHjOlUGzgVpCwa0kNSWMe1J+4PzWcv64gf2nuK8\nnUSuF9e02kQ0rt09I9qBDwfHOvAyewf2D4wY45BZRT0eA8j6WNZqqo7yrd2CxzWxbW/r9Rngu1lD\nfvfD64MZWZ6vTOUqxdgejqGplxZAMBvJrOSYxtVlnx1X4J5WkL0rcO8BZpWx6kiZWakfOWV1zkBM\n8E7zrorzsjKt8g6mvPdav2a6yPMnXkHGqFyEh3EW1EPbDLq6aNLnQZbWwCWYt6fyjepqOnL79VYl\ncc5y1aQ2yXziseS84tCcVu9eOb6/YTd8/G987MC09m/5OvqQmNZfFuLNHggEAoFAIBAIBAKBB4mP\nmmEFltdZo/Hpz79KKaX08rvZsfP//Cs/tufdWia1bywz2ipLg1xZ1pEOTJuvbWzM/kNMOQyiTI4U\neppVrVM+5zthzzrrNFvOt31ldu/psDb1q6ZQdZDWyVb7BcdYYYaVoVX2Ol//NEn+2WRziwJgvmrt\nhdWmeuwf+gMdZ2HE8vVgF1MqWmaAGXdmtfne8SdDnxtoORobWZ6rC6V1cl46roqt0y5orFUzq3lj\nrS606JdtOWgfnKHhMnyVsr6mc9wovSgvs+Xs6Dx2D9lRuHJYbpFjUJ6r4e3YYNdNl/P9Ou7EXG+J\nIo/Xjyjx5lbuvUZ18Wzc3d7lXL5v4pi42ebxOXuUn+PLa8mN11q2pnw7hXUXqS3ysO52nb2uPdAK\nCbOJ/HQ4B3np3ty8XfwTjGu3JfZA8qhuHsnzSvnwrh/nPpwK07p5JMflfGhaWVMbeLioHHJ3478x\nABg0ZvXuy27qexVsTtsclDXeBm4b1zmll+S8o+51sg3nWXbhRaNZA4rjc2QIkLFit+LF1s4NWnWm\nlXY6usspeEyrHmdHXMdduG+aSkNaud6q87HV7xZH52b0OIO1sl7bWROL85BpQsuTepDjltltHvMF\nVjkJY4oVcmus3pN5Vt9Y5hX78Y7GPGxHq5jUu4O8IRj63qLut2nQ1Utu3lSs/IIjP1YR7eHma8uE\n1tXNp6rMKnSP/ej5HvPKjCqDnfLxaEDLul7n/nLOgwFL5qZWK+lvyp2nuWCmlZnih4BfVl7WYFgD\ngUAgEAgEAoFAIPAg8SvBsJ5dZvbu8cvX5nP9KNMLX37nPKV0GNnMwzKHhrFDTi3LwAJzdcuzjCsY\nK2ZaD6HsrUS8Voh2zjjnJjGO+505jmjlnCKKaDuiqNBWbE8X0iZ7fh3dRUSTGFlyyvXA2lZgS0wZ\ntKxg744Fs3i8PScWEEyqaiMRmdzvXea8JRa21vsif+/ObKtGh56D1RbRVmF9JVqLewU2uDCm9mta\ndCvINWuZWNXUImdpb59b9DkR88qyF41iy37OM8xsJ0dzK3bSYcOZ3ezSvjgbp/E8c5UWVfP73q3d\nqXKzIQrc2+s5Nyzng0V0mbWuWxJqIaq87GT1hYRbwYAiKsx6GkSTNSecfC5OSEPV5W0wrSgP55Wo\ns/RLdKDQzOL4HPpPyRt7cTnXOrRN5Lq4XNq2nD7Oz9Xta3lObsF6JNmme0ga16tz+Q28aM31T/5y\ndg7fCAus7sTQFhEzCyZ2e3q3a2ng4WGKUWUUvWjeZsZ1Um/qaBu7fe+ukKna4KyO8rSsqBtMp2pS\nJ/reEctYtJ70DlQXYFs/voeo98XTT/L2znpxFGdc+b7RqixmLZkp1pVCu/G8s4C6LcPTwWGcd7PZ\nQV22jQzNhyrvXrS91Hm3vpd9Haq20L1S3S65/FbaVjDApNNFPzaPHpn9mDMA6hLMK9gwD+N8qTTk\n9TuWMhDQu9u7rk9NpWEtrr/jDCmvMsJ5nWcfT8C7UBlX5PG+te8wZkrhB8H5Vfk8D3jPIF/r7JRW\nSMj7DG7As93dvxfvm2n9GMC64ykEwxoIBAKBQCAQCAQCgQeJj5ph/Z3/7Q/HD0i066/843+eUkrp\nxb/+r6SUUuqUUbMRU2ZGmVFldhPg3KaVZqPfV6ysas0c3QyXfTl/NNpmsH0MRByZWWVWUVm8dlw7\nyPhylnXBC9FQQIuKnJ9n+8wqbttxjSrKPU/XuV/NYvQ8wHPBAyon2QDZAAAgAElEQVR2j1yBx8rl\n+1yYUMtiF+dlREMdVk/HNtd9tsl9U5Zb7gX0KuW5ujXbO3HAvTpZmPLZQbp6bgfStO7t81ix9nKv\nwNxq3tZ93q+O0A6LyTngANXLOPExaGHBpnapr9hYxNagZWYoI0v5VZnxnILqbQarQeVoMed7Xfc2\n2gyczyW3s0SjtRzoP4UhhQZ1vZExAJPQOv1tne/FbPzetK2NTnM70G52GbZl5E8wrcibytogRJCn\n8q+2olEV8rlEoOX4n38/rwz4TDSyT8/z9s++fGTasX+Ux+i++e4CDwfzLSvE7gfWm27ndmrDLB+z\njqz7bPu+PPBVXdZNd4oZ5XkCu9/Ob+1xnRNAFyms3OLmdrQ8rgfnFybU6jYxFuev88qFq2V+r+C9\nhDyvuxnloiaGlZlX77jHhmLM8dvODCvK6fb7tD49vfMcfpcdqw+eYtGVqec8sN3d7xWsaNN65V5i\nrNUZGaueZIyuZOUb5m9YaVdW4lltKeZTeg+c+Zn3Dp56V9/lAYF3E5zw8a718q9uSWO63hJDS3lW\nO8q/yqujAI+l22ztO/xYZhXgVU/1Ozcfn2JWGe/KtH4I8Nj1d8VHPGSBQCAQCAQCgUAgEPiQ8VEy\nrC6zSrh5kiP1n/15dg/2ol+IpG5OrEsfwNE8dYCbQQtrXV+BsehepYMhPSwzr6xnhHscg6OhrKtk\nhlfLF2Zy09iIG7v9ar7LZMfiqsmR0WWTI45ryQ26hIMtuQUjsneWMjO1obybyHPGbneVq7AwvWBU\n4ZjLuVSVee17HVswqICyz729lqOjGgmXiPnmJOsAVzcbud7e/6VEYXEenFs5go578nRzZeq/PM3P\nL5hgaGC5fYCy55Cszq0rMZ4huCRjm/PSzqG9ba2+FGO+6jMjC3dh6G487Wq59+KGmU40fy6DNcl4\nXlhzqnVRnlQwozomE3lVuRyOSF/tJb8emFmKMl/dijb7Jo8lXIHBoIL4KZpVaQdFc8Gcrk6hTyZW\nU6LBa6lnMbdOz9q/GVZwWMYV9S7k4SgsalN0tMh/usjnXF3Z18fmOvfthCLOzLQ6pLFGnDfLfMF3\nfy5j+2v5ecQYPf2O5Jx9Y+vHExNM68PHsYzq2+YynW+tPhRg51rNv0rvwW6/T4m0lcpcOu7Bnv5R\nWVv8voM57cDQ4jrLgBadrWVc2R0YQHmsn9QVDXIddJfrhfWL4OuWm/yNArPLLPXF6rHtJ88dHGYV\nYFdj1rLqnGWE6fa0x55e1sOx+VnZpVjro/kaxmq1lhVlMtabU5n3bOTdKGOPOcHFMo8lv7N1RRra\nCYdYytmOd6zHiHrMqvdOVr0ov/+GRt9xlb6VWDW8A7fk0+BrW0mjqu80u+qoYmR35EZMnga8vVzm\n5/Ly8u48sgC8E9AuaFebd3Sff1umFVrWv/CbD0/L+k27BcebPRAIBAKBQCAQCAQCDxIfFcP6O//w\nn+b/zOjvcIqKYfv02rI4Z2+yxhD5zgBEyVrSeXpsqEa/HL1dcZEdDvaNs2Flm6KpLbFcnN+L9n+5\nyk7IYOm47duZZXBZy4po2qa1Y4PI3PlwbcuTiN9aGNKXs1VKKaXn+xwVupyJVgMMp8OUar1Sjpf7\ns1xv79FhftXcP1/7yi6JALsoVvtJ07SeZ2ZocTteN+fBO7vOLtas+YFux2vH0/2VOb64lbymshJg\nQfn3ANz7Z2thuXUlABhkeQbmors5OZXjduy3MzwbeBYtmwHdMpjWXSvO1BO5c7vUqwYaaIlR3zo/\nXZyvt9LuQLP2/7P37jGSbFt614p8VVZWdnWfvuee+/AdzzCyB/AwZvzAEowwI4Mt/+EBMTYIyx7B\n2AILWRhkA5LB4mVZlkBjEEYGGbDHMvIYLBuwxGP+AgxjS2hmeJixsbmy5z33nnNun+7q6qysrMwM\n/oj1W5H7i9iVWd1d3dXV+5Na2RG5Y8eOiJ17R61vf9+SHHEdF2JhWucDZ8PrUXI80WZlVudj11te\nNv0ebShs5XKVyT1H9xSJ1HS8Tupdbjxyvyb6vE3OH9cxSK+D84WuZ9OvxYJN3W4rmx7hOOwRZo9o\nw7RqpBoGFbde3IEXc9dyfwZz4m3DBVKacn7aXPPRwrXUHhnHtZH8rzC9tNlG/WNEP2df8CYxXb7a\nU8jpRftYuPS8ns/yuF/3CSMGS9mcK9WEqi5RNaeRmzPyn17PMLbaUi2nTsc+9sm1K3vMNbYMLZ4L\nPmYceW7mXRbZzAbrlG0Gp88XvedTJvfTR41/RecdRtjx0Aln8syqBhYsJ61jufo/hBOxf6/HHsqg\nHopw+xU9sp7nbH6cbHMNPBvm6N1r261HvUk6Gt2qf9xeVroiLXX/Za7u7t/jcLuTQx3t6tlV817A\n3KdzimpWFapZVS8EnRuXl36eQeqdwLykTGpuSNjHrObytWbL7/Fs2If3QdP6ulBuUUFBQUFBQUFB\nQUFBQcGdxDvNsB6/uGxZ1esA43rl0bfjJqr17IOG/dh1ozPrybHlUbGZRwxhYIOti3xjRN9StrOr\nE21DMer01+5Pj9H94HTlrLDrF9Ed5sprfi+ioqqR5bjzYcryZV17Q3fZHDetU40qET2YVtUtoi0l\nQggzuxaqaTfSZ9bVNMLY6n2brxvtCM66XPfMWchHF4vOPc9pcOgnbc63w5wHidCjc6F/qasiUdfT\ni5S1Voa/3Z9qk2aX7vbrUdz5cpnUSz0wAjNryp9Pp0n9p5fN+ds+IRFMnmFoXFOX4Vx0e12l0V2O\nRwO7tqHNLNW4aa7XYNKFSQXK0CrTqprXKCc6c9XZwODi+qsuvjC2OCdOYD6JFgtBpNpVXIPRkmq9\nE3HuXFyNknZOcuziWnQ4Er2OvLLOXuJHPdnJ+7rOsLGaj/XSP0+ee0Tcr3F6IS7pV/2/E24pjKvm\n3SPSzvCrEfeCu4P5+cX+Qq8BufyayhpOLz0nteTTbB1/d+ZmyZeq+lelVEJjylyY0cvS1vbcUq+P\nVZOValfTlTwKzUk7ci8GHJNjnmGecD2lzkOzi8trz/f0QaO31Byn+9yAI3+saHRbZlpWkUnO0r4y\nuj/33vSqyL2nqX/JWlb36XFxTfKu2Jb3sXJDZoDm/Wsr3FLkmRUfiU775Djdzq1oy9W36wFBHlV1\n4u/6QqR15Nx+4xzr6x2YWy2s1z9I92u+cJjX6fQlKdAMap93XlXLCm7KtP7trz7o6FjvylyIlvWj\nD17v+F8Y1oKCgoKCgoKCgoKCgoI7iXeaYbXN1uzZhdnD4/1lzczGEgnyqNyH3zgzM7Onj5rIIRFV\nIo9sEx2brCUyCJNKvTCpe9yEzfIM6L78YG2+Vte2rZxB9JydMK6h5UTPKDnTOhHAQeqQ3D1vJgcc\nzGfcC9dnutvv0+o42Q8DS8QPZhWmlQBfqqJpGdWpM3AryfeqrsBEKjVnKU7AOPiadTWiqkHi2iNS\nXKUR+DbC7W24RDfVREmJqGv/igi81/vo/EXSDiLZMLREZ4nmUp8yv1NPcAmr0DIAab3U8+hFc15l\nYhVtFJs+5g7Q7nas9xod9LTyZ+ZR4cXQHXSdYZ16uXW1DRaWti6qpuyheeKCccWF18vPaAOR4j2B\nSKLBMLaai3a59WczSPsKUeeF51fNRZX5maFBnTjDSYQUt19y0qFdzV331BnWs6XfLw/bRtRbftac\nl6g2LCY61cl428lf1+alMy9rSZtxIkbDunXX39k5TEqqWc25BgMi5osLNEzNfiLnaFlVw1Tw9jDc\nbO30TEfvt4/Ql65S1rT9vmUVGa9bNnbbKbOLbS43srC8ufytbVtkJYK0I1c/GlZlbnFkfvooXVGm\nyDkyPz09kfb5eZkH96wwincCYZLb7XTlkOaRTeqQ95c4J3lKr/GoOASdjA9yT/QalFGdrNPzM8fH\n8bwziBaX97XI4lDJu6VfLh4ia31vk+3lTk7zZnucbEd7ZOVSeDNInvG4vmrTyVHOKiOOjbLMLR2f\nBj+nrPYJJ2KYxsycySMJd2BWFPh8s3DPA+YFsFymbsUKLX9TvKqWFdyEaf3bX727jsFm9trzsZYZ\nvqCgoKCgoKCgoKCgoOBO4tYY1qqq/oSZ/SYz+7iu67/H9/1bZvbPmtknXuxfq+v6v/fvfr+Z/U5r\nVF6/p67rHz74ZM8OXCd95Jc7THUrROVOz5p6cMF7JJFNmDLVtqBpVeYKrOU8E//cLdeyVrB3XSfh\nvnK6H+QYVQX6RJxiVQMLY6kRPM7/dDhryjnziTNsG7nzaJdr/8jTelY1a9xhRikPk6YurzCro8hV\n6syxe39OtsqG9rvrcb3BSLuz7miziYixMpkasQYzZ1DR/ADVRwVDL3n30BC1efkkZ2AmxxvlZhca\noYfpdWdbyQXHdus+6XpMycc3v3DHTI8ec4+IPj+dNc/8dOn6aWdWH184Q+vR4sU4dUCM6xDWezAW\nLex21UaSYUadxUWjfD5wh0LvT5r/dxJMLPrYTVLfRBy8+X4QuWBTbZBqf8B86DlBN+m1Lq58xYAz\nnnwuV5KHVViZYC+r9BOcr5rzfHHWOETP5835f/q8ceqEWcVVGOaUXHYwuBHVzrBCOAP3IRehVnKj\neuxs9vPUFRiX4NUR2rwq+R5tK+WenfjYsaLNaTtUs1RwPd7o3HxH0TJxzM2qJ207s+pcgbJtndyu\nmZygLUPbf/xEV9LgyuusMJpUHJdzzsnhxSFZDzpOun5eXYnDPBPvOUfkoXfWbqL6zVSLquwj2A4z\n7Cj5wMPlvp2b9d53fRz6/R1eFblnqJkjwJnPjTmofwTgvSRWxoU/RMqoknd1WYmLfuRpTd+XYr4L\nfwj8I6QvZ7Sr6qK/rgcdh/1OWfKhbvrLhc5ynTKelF95rnIl/HkUOv+wjVt85CRf4B4v2mjNE+63\ngnyrOaY1R96/bi1rtOseuAe/bi3rbd6KHzSz39iz/9+v6/o7/R8T4i8zs3/KzL7dj/ljVZXx7S4o\nKCgoKCh4Wfyglbm5oKCgoOAdwq0xrHVd/6Wqqr7lwOL/mJn92bquL83sb1dV9VUz+zVm9ldea6Mu\nnYVzt+CH32jWfV+epBrDc8+htZr0a0mU6SLiuPJQjeoTgqnzCCKRw+1gsKNZTV3jcs7CSojA3mp+\n0RyjmnMwhlmN82sEztu3cOYLvSGa06l/wnyxHXkst5d+fMMAwYipFi+rzXPNq2plAUxwaFiFxSPH\nKJ/h2LvaZVjTyDPMKdHU0/OMa2989kfYR97tOo6VWs+FM/QeQSeiHhpYbx/58Razo97zavuI0Ice\nZ2PJdssAD5Prdflk9OP5yhla6UP0Z1yG0QWjE/541rB/k9Co+u/Go8Wna3cxpg9aFWUHoW+9Ss49\ncR3NqkoZVGVa6S+dPKtoUYPBT/MNRz/0w6aWMvhoP1XD+uQq1dMTFT6dOWtS+yoNicbOjrhe6df+\ng8cdmDyrP//iQVJOtSKLy+ZertaibbqC4fX2r4bJ8TC/u+0jQj0QtkE1RESmVf4+dIZ0/cJXV3zQ\nXKvmYwWf/JKmPwzP0rx7v+bbG/LvR//6571dkpvQI+e6vyDFnZybXxI5dhF0nGcZ4yb9rz67q666\nms5+V2A0ot22Xa9p1ZU4uXIKmFXmh7bt/cxl296UVW41uevkfKoxnQxkfhgMessp1ONjXx578o5z\nHO4Sk/W6s2Iq5qBX1Ky+KnJuvzkwl47k3WGUuTddrar3GcllHvAuF4yqeD+0ecxZmZRqXalOWVFY\n1VG17bgCB/uaoQJzWlRW+TBH4ZVAd+ITJ3190pQP74SYR9LzLS/knYA5bkM5Z0gvm/ou3c3+6OH1\neZTfFA5hWu+6lvV14W2Qzf9CVVX/d1VVf6Kqqg983y8ys5/ZKfOzvq+Dqqr+uaqqfrSqqh/95Pyy\nr0hBQUFBQUHBzfDa5uZPD5XpFBQUFBQUHIA37RL8H5vZH7QmpPEHzewHzOx33KSCuq7/uJn9cTOz\nX/3NHxwWSr+SSCWhG99/9DydXOf+SRQWDcggk8eJaFjOEQ5mTCONq+EotKPRtIz2MhthzJTLMakK\nrTfyenF8MJpE9NKIokb6NPIJM9vmT232zyXvqjKrERF0Fg7togImDmaV+meed5XIZbB+zgbCsO46\nAXfcdj2CDaMJlNGkn2hEXjVHGsFWaLR4OW2io4+evZB6r5L6s26+EglXj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595KOYX32a+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\npAJrQnqu7rCT1fdGd4msvm1xOvDT8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ail26q3eqhyJJWVrVfZ2N9NTlPt8le2ElfxXEO/\nqa2UW/Jwqt+SPH9Mv5gmsgcQzwbway7Xko1AzwAp0da2P7d/eMTEY1+igHa/NHWYRnflqCJvp0Vi\nM4vtU1TsKyg0e1gxvqWumZQGaaPQYqqygPVCieDaaTyr6Xexs23MeVJbtXu1XfY85H3W+XCeEu2H\ncse8r1ZuOrd4fRhxICPyyNu7376cR5nbsLm0pBPnKftv9bvJ5KKkNtrna6y35duV53U8b096zs+c\n7tYd0OVyuVwul8vlcrlcLtG9JqxNKBLN3JN6ROmz6YaSP4WglhMhQ+JhRb1UvLK3ldebPK3S2yCz\nqx9VugVAWrn2agghTFE7luo5TitJ3pRvai6U4+xoZvcFtQ6FvIIooTcIiZtap1EEugbSmksJ1t7U\nTBdHq7aU1ku1vVov1rHHHT0z3NOiY+SpJhV7PJC4zIm78LoilW9GJBYUE18h5puMdilRGD2I4hvB\nNHqpQFaZwEIIjkVbZ5JcDI8EeqH42GgPJM3HPgF4WpGMvNnZy1jbJT2cJ+M40qCPdLKSjxKUE6SV\nvIsZfzTOtSnRUW2nkDrQ02e1ELOiaRG/dUFpu7JMSrvunoZAWpFA2yaK3f51FtdhHdWWROr7SP2W\nOsoj9bM3drmjOP8TIa6rUbw+1JuKeq+yP2eFTRdmqo1pHlEB4X14XZEijOMC8gx6ur8OPl9AiVHr\nGccQPtx0fgRpYzDb2Gjb7UgA3h5Gneg+yH12UcZ73GpsKR4npLvevepB8d7QVVzzh6YD53RTsnpT\nvW667+tK64Rfsx1MP7m2Y9e8LFC5HDFkcc31EdG+oHQPzyO23mnabkPz2Vf8putorCyVi5+rr5Hq\nqWq7sV2qu8nUMEd0+dkit9x+OzVRfrY168A+8/OQ7pMSSl2T2QbTYV1v2d0mPJepZxajsrZ4frLp\nwTmfb6LX3e3OHTt+TmNaX9V2O7o+ma+PgkNay5TqEw+KpnV+5fzBG/IF59KCc8/xh9ZSHg26l7/q\nGr6OnLC6XC6Xy+VyuVwul+tO6n53RReRgsIbCrIKddFX+zlIapxmj2luPaAnWodwR2PLpYtlUhAZ\noO6+2eZSiSpqtoKogLi2SaslpKNWCqr1jU0aJBLDq2Z9jCAt6LpAL9W6jtuBd7XPZ6l+Skqyxfu5\nsfVMGVMvlRwH6b0601S8YOZPRJaO7dgm8HI7of0eqgnV6xoJxa0yoaMtL2qmRw29S1yjKpdKp6lx\nkqyWejDFyyB1vPBdsE93tRXKKPuO73AxitSMfcicCK31VjmpsBl1Ls81fCeUFvsiWDoK4mrHO6Tl\nR6FWyoAasFr3V9q6GF6aZUDr5kUp67a3NmwTybPaZqRuwwcph2JCdVS5/jHm32Tqs+L6nezEgzo5\nstsJdjtYbiZkEynCaF8pZiats4oUcK3TKte7elO7va7sL04py5Zurodxv6f1NsyrRFvjuqyHWf2/\nlBqs+yjHfAXfPfmNQfCx7VIo8pPmPC4nnlUcyz5NPCXYdQvq8672KZ8Efje5wqE1UHm6Ul+oJbCH\nkNi++qstEpQhrTmfrHpCe8hkbj2TDGHC9jFqaza1z2X13kivKHkuzBLkjAe2J0+D59PRY3X352mD\naX/0uSDYfVdPa8ZPnLYln2eOdbsGbWPmb70vWq3j9Zfd58z5yGrXA7bzq++TaHZfYm/anl2Oc1za\nqcD2uXF/O3w95Ag5EpPZ6wrvqhL2Gp5TjHDEdoKZ5u2399VOT8nbelPdzTuhy+VyuVwul8vlcrm+\n97rfhFUEUro5QjrwRed85ST2wExK8V4J1VS/2cT2kIKsgtxifq2xuLva94bldP0dy9eDq/sMUnpp\ndx1H7tXluq2cIgzakbxxNoX12c76dEDT1CNLhDWR1avH43f1Du2L6zSVO0sX0WPDvgT1eTLFJMKr\n7Wj5GPBJo9uYCcFMPX225xA9eOxl1X0h7ytqtuV8KK1eMvkciYOaxEZkNvlypTbuyNag5R5E1NAF\nPee6rEpod3G7s6HUPm0wYsCmC4N2gnJycu+I6B8+34jH8ayadu5/FQYppRrLSNuRdLzcHdm2Zzyb\nmAaBrcXLelqvzXwgmfodSJvhkxzV1pOKkQ56HQn9Y78lNNuWZjlIfe9y7imhrcVrq0RY0rLlekaa\nMO5Ri2Yjn8d2w8ub6CUIrCXMicB2qyxGSlSZDuM05pRgFjyruk4mquS7xfZOqrXZLic5g06PqP5e\nLjnd5boN9XlX33Xd1Jz096R+M9dPjmBlk0zfkM/NrvOw+TihFmI/JtqO36G0HevfVJ8iaFwrjZc8\nhwNsT5LTifxmR3NlSCs/a/CzCy+nj5cYHci+yQ6qh8+wz5z23EdtOXm5XT3BLp9LaM49T+H5CSPS\neBQfHwPNCCkPO/+xfcw/P5bf7Myzbrsmrx3RxwnWTD35ua5uikSv5XtdbeR/HDwLUsYLe6lz9VVz\naqdq2+duni+nm/rr78ad0uVyuVwul8vlcrlcLtJ7QVih6SW74qJSvVV4VK3fEwKtwCvXVeX04UnJ\nHlXpeZL04UPShdGm2eaycx5dlrysShuOQNukvqnSDumpo9qHeAHVQO/uizqmDp+OIlE6KeLrl9Wj\nOD/qs8KTyr1l1CvLFFD3eWh757A+pXvaQ2R7JrkGVTu1LJj5QYLhkZ1meo5S+9rHHdscPZTeqwtJ\nUpaetZOH4pcU0goPB2tTgh6Xpu2tBGbRWuZveRmaTK8parxRIttk2O2t0N420Eehl9oDSR5EJq44\nF7hHXr8r8W7DdwqB0L6obNItSCxo/nqXiBz7a5ECjbag7Vp7FiMCZDm0paJk49XgyLaNfI9IyYWH\ndV6KZ3ZoveaLS0njxggEpAhrrWdpF9KBKSGcR07g+sb6OVUY80+ELM+LSFZBMXHd4x430fTg5A+O\nx8MSbKWYSObdOx5ILp5XoLjk24VftrDXEI5xrt4q0/BVE4/1j4vvzD7NSuuh5e20fMGNe1hdb043\nTQd+XbJ6Xe9q3/reNsnNkdneOqzZzw/f9qHEhskjU7ts6i9GU3EKK6ULa0ItCGVmFFYuzTelvVrf\npqYO192vLBw73r+KknAHGDWV8WF2JdnieSc3Wk6pHX7D6Jhzyi8f45xy3w2PeOtTlYYG2fXh+WUi\n+RWX3f8erTf2+YxJ6IC+a35OY08q7w8vx6MYu0YocAqwjgSQtnCSMT+/50ZI5lN/Zf2UEZOrccvb\nyS3fJyesLpfL5XK5XC6Xy+W6k3qvCCsEejG9FBpZd5PU+SoSA9RhBRmFBpkuPn4fJBXvc71XJbqg\nJKNEQZjK6jaEGswuhbyCnA7tfPNt3IflRFJDhUrkahpiGp5VvMILyDUR8f6Ppy/j+o/isfrFy1O7\nj1QnFcr1DnHPYkU9MamHqLsHZn4kNcC0Z9Jujz2tKY042PZ0eHBnE/JUSs/xYha/1/WlUOCx9QFA\nILDa+4pE5gtajgiqphOj525ge/qwXq4Lix7PVq03TVq2iYSgj/DhoI4rerswDW+qJkQjxbewPYoQ\njqX6TTOeV+5ZR/qwemD3qCrmmY8tnQaFxTRqzcLbOh+WZt0grRhZAM8nCyMSXhw9CCGEMKviejjl\nF68grvCwJg95t+8TypFTVlovvLLy/gCe2qFZj4oCS+EbTnRSpqneK5PWab1tr1u0HolPltKBUfMZ\n9Vi5nm+i3bVZTtsqjf/x9kUIIaUEzy/jdwafMGh23zF0ud6mrpsO/K7J6rsWRsG03t9mCOxreFeV\n3rU8n7SNVnpwt28yzX/1dpnm8XOP0rZMvcvsdmFp7Uk3zq2HE3m5xil7Uldr+X08svVhUWNVt7NH\nYFM9VUuDc9UUuO05z2raVvfyIKm55dI+BPMKIso+5Vzt2la7yf+JdoDE8nOb7kfGZ6zPYZV9xuV0\nYvb44vrZ942yp5TbimfH6ZhGgxIp7UvvZf8snil5n3j9/Apdl6zqem+0lMvlcrlcLpfL5XK5XG9Z\n7xVhRUrwyfLcvM8EdDOVmo4j8nuRJ5WpJ8jsqKrNenm6TXSbzvdDSL0MmhYq82BfKqkFCtK6nM3M\nGkB4QBmQrPliFAmRetKoXutMUkhBR0DDNkRePhqs4vqamZmensRj9YtV9PeUlHDW13PDVJI9FOwL\nQC/UbMw1SKn3S3uC7PZ5PvUrSE9RVQ+ySWpah1R6uJA6h3VuMqmH2kM2Qu9Td2+THgPqOeQeNZ6v\nlRZc0b5Rrxp6tdbVWNptk3HxPntrQTeVXgd7bLGeln9Brhd4m0Bm2fu6KlHrF+2sW75eiIk41gXi\nqj5YSUJGHdcRpeOC/unIA/jSxf/I6dxa51S8newlTyRV/MRDe2vFtHpQqaYor6dFPPVV7jWoPU3r\nYcqo9EfeXhdynGgkBahOCUK8txokEmuSMtVsrdUnb8Ue1UmwvapcKxc1dNE2pACfXMR7Gvy/66NI\nu3O1cV2u21Sfd/X7opt6V99JG3rqmzKxzfkN+4inpgaT3xHJsuwxxe1bydQQ+4H1Y8b4gtwMzrvQ\nBN+SyW98HY0s5VxfWF/m2SvJbphV5v1yO2z5Y3MkESSS58P7msDMy7O/kshqX8UJptNpmr5zvM/f\ntawXtUvxnDWbbK/c35zwHDgorJcVQsYJxIS5zHhzq7rYq/N79bXEVTWgiaYE2/k1wZies/D8xc/R\nOWKbI6+557s+OWF1uVwul8vlcrlcLted1HtFWJNHlJLQkGJK3QjwrnIaMK+vHiD1t+6cLyeusYpp\nrKcaDZTKos2tRGPxaU2lduxm0m0UQH1H+MpAN0BH1DMnvTzwurJ/jIXPPyoiWQVpmhdxvX/w8HkI\nIYRfb2Ka8PIy0o/VZbcHlXtcePw+qKCOzZdDyP4A0EIeC7/eSpoy0VH2rLZ8CYO61Taso6LeUbS1\nJA/Cai2E8kBPDqfGQdyDyKm+nNKHHkyu5wVanjtd4TVKvWbxffS64f2zy+ghzB1D9cMIKVWS21hv\nF0jtajsx62knTg+U2KMt+F4h9rbC94pXkFZdp6bk2pEEIxlZMGqYD8pyXMdYPN+ge6jPCs1K2Ufx\nXSqNLDI9/fCm496Q8YtyonmaxnKoryw+aUo9hhe3nsxtu8jrvpHlN0Vs/6TYKaXFOtljB3/sJkNv\nc+nAixA9qevQfS86m8RRHU/OX4UQ9u6B4+5atrXXX3W9Qf3qw6tJKXtX33UqcHY974BcXkd9I4Xe\npA6tu5pf3mZrsPDbul7HfTp51F2ZQjM4qLoBe11HGS9fu45qfP/Fy/h8dXYWz73TU/m9eSn33hH8\npHI/39h74nQqz1vSbCatKXm3nx6CHJbkTcbzQK62LUsfy695PnAOyqg1xicKFJq/i8mBhJSfYVtJ\n0Xje6sldgThzRNerz31BPg8ynRmR1xTZmsZMiXNt4ufgtG1LUHNqL989P6cC51KJ++SE1eVyuVwu\nl8vlcrlcd1L3m7A2Xb7QvLjOqibuygs8UvCyJs8qKOhhPfggqckjK70PRHgHdZMIolLXOI2ar5wi\nPL+QNNSZ1LIUssoE52QX60MqWRUPK8gqaIkmespBKKleJYTeYfa8oVcLKcK/qj8IIYSwuuxOTszV\naeoiniEkypmr58TLg7ixv5KX4zH0+4Q1N85+QgQTdVrV6ynJekpaM8lthwopdKsL8aNITybXdOOE\n5uSvkV5WeG+F4i8vJzLNNbTi66bqPs9bPmNNMxbyDN/MLkNgQ9zui3Mhthkfc9d3wecFjjl8t7PR\n1n7e2MTilr9G65HKNSqklQccwPMNAgsf53osPmHxsrbrp1ovK+q55jynnC7M1/NITibco1i458y2\nZed2VpN4zJ+UK9pu3A4871yndb9eLY6F+nsxjXTnYP2+LMzH25iGykyDgq+GR7atPSNbQJmrgZNW\n193RXUvxfV3xb6q+n0kHZvX9Dl6n/upNt9G7fIb2rVb292T5SkaH9HzFqBQAaZ1WSoJ9+k28T3/0\n2KbYP/3muHP7z5+Ln1+I6GpFowupXSCuiaDWZj58jvXPjuUefZTaq55U9bLa5yKti7qz1A5KNW27\n/b/p2NhcFM01YZoH3y95V5n8cjUGFj+b8vxMM3PPdbwc7/9+ym9nO/D8putDpgpG+KXnq1wKNZ5N\nOQGZn93StGyr7v7O2svb74KnOQcF68WzYW7f+/R+3UldLpfL5XK5XC6Xy/Xe6H4T1sL6RJm2gpQy\nMQWtzNEKfJ48rNZfijqrIK81EQCezukqYsv1VlFzcC3pwdx2eFdBUlvrE38XSBHoCNKDV0gwI/qB\nJM+KiCongKJH5ZOppAgP4zHXmp6S6pvzLULcg6OvRfd2efv4WGkO9fxAXT1CPK5e04KHlqTmEtLg\nEzh5GNezPJ90tjUlth02OqBq1ZiT72qc8TYgqRkeE/Kq8nzsb+CeRK4PlvPY6nr5WEtP42ojNF96\nCFebsVk+9XwO9djwukFU9Zgfx7bDZ6ukfSKeTUloTnWGbVqw+oLhf5RdZw/oqLHkE9dTjfquQlLx\nirrIWj+1tvOByIIG5hJuQQ0nVSZVmO5RuhylDGO7Og1PrywPj+uX0zhCYqDX2yA8G0TfK1J+4ePF\nvWEVpJdfPxefCt0rtE5rsF5XTTLHcnKsFzJKZD1JlDeEdC+EEp12ud6+DvWuHkpWX9e7etcIrtbX\nfgfe1UTh7LazbcvWP6VsjbGlhJpoK8p5PfU3dVJ3zq/zSTsxGmuzsTTx13/zQN7PjKoir+3Fqzhf\nw9uRn/bcswJShDWdmJaH/3P/maC+IQJPI86CrNPSZU0DBrXLkNDs+mus15JeiIku6rMyucV8OtKO\nRq7puUKXXb6ua86Daqe5ffx+es5sHxdkvywvup85c0Qzd73g+RyjJvjZWDNCZHGtBEHP1SnvBM/Z\nMn/Ge9unu3Wnc7lcLpfL5XK5XC6XS3SvCWsTrNcL/32XkiLJZJUpxGIZ6/utZ0ednyeyKhRifWk+\nT4m+IK1F5nOuyzroeH9o2q41LMf2K5pdSirccSRKi02kECAxTx88stuiPokBUQ0IPjLQD/X2cYpo\nQ/UlG1tjEz0rIKxMyHL+SO2xzPQEMeWEkn/S1iTVz6knCNIeoJCoaY7C8jbRm5VLPF5fwtfSdH6u\nNc0q64XVtqE22iX8KtIeqkcG5Xr2mJRifdqjOLC9YLx99Ibl10PHelibV2h5FmkjejRn08rMB9IK\nn8x0skvb7qnnm+rxxnWdHEXvD753rss6GVgKCHG9U1A+Tg/OkVDch55PH8b5lC7KSAXxvs6r2D54\nSrFcSvklGiH0ECMuQFrxqvNrarFc3/IKGon7BBJ2J3LckC6eq2m62UveBZXVhGXZRyarrGkjNLno\n9sezUCN3vo33W/UHk9+3HIJyZ6hJ5n2Xq099CcEh3D5ZvSsCXenT20gvflOpwK336RalibdSlzT5\nLeU37Hxk3mcCyzQP5LJdJ5V+2/GsUIIaCvWTFOBGyG8h7RhdIDclzrfLEODNBu2025lM7LMECO9M\n67G2R5jx95pLDU4ENdjPmVzqB3Z5CB5Ypt6Q+m0rPrZ2O1y7NkfBU3MOI8v8DNs6lzIj63LPOPq8\nVhet+bjNpw/s/yjQdNT9zMqjCJmo5p6/uBoD5760RzDa7eXSjfv0ftwxXS6Xy+VyuVwul8v13ule\nE9YQIiXSJN0hvKnW14XwOswH8nqopputWf7QOqypjV1ENQp0FynBLKW0Qi+YtKQ6j0LrdrGtE/G4\nKoUIlkqw4H0dwesq28Ny6h3FmPWGEtioDiZe0aPCdTTRC1UiAQ10jryr3Is3H5VmWnt6ZH4QNPSG\nKX2Ef64em+VBicp62KLE6tultoCGZ+tkHcn5QiSVU94m5NlI+xrM8igvpqcdfJaUoMxe0Jb3Ymd7\ntzbotUV9Wemx5JQ79VBwz6G0S1MDkQQnPe7Pz47M5+gVRm8zhDRkaLUeh4EQSfRgz6dC6agXFrT3\np09emm3PxnH++UBScymlEd9trteU04FZuF5w3aFZTzaxZiiI5dOZHfEArzmuU03cRa1neFbJo47r\nfCoF9NjHyeQX09MtjptcH3Lf4FqmszL2zH4u00jm/eL4cTipIp39ahT3Jfna5V4UyF8b7DWnJJb8\n8+lzu6/Tuvv+XPVEcTpRdb1NsXeV9a69pHfFuwoq8y69q6xD6S234VA7ZkqqxTOg3W7O06rVCoSo\nbmg0U44upvqo3YRUb4VHck/dxveLzAg1fM6psqmigG1H2n6cL5HWXaLaA/5+bRvxew8/b4XRUORZ\nxXMHj9jiZz8deaZJxnY+eGJxrFkjzcWw7eTnmj7lauvm1oPtXVUVwcxP66mo6sL+fLl6pvo8nKvz\ni2dFqlePKhvQqp6Y+fk6Q0YNtwMj33K66WiLu3HHc7lcLpfL5XK5XC6Xi3TvCWsIiTqiRikrpfba\n9zdTm6iF1F8IacCgnIfWY815VtkjG0IiNJsjm0yMVC3tuZNtoz4rUoI3k9jru7iIflyQkrPjWdwH\nIbfrkU3aTLRDyGMhPSkBKaLWp8bpvEqm0FvF/k/puQGJxRh69Lxg/tnYel1RT1N7bgpLTiFMa01U\nSYFlwgoCC2E+JrRVGLR7sIjSou3otWLfbM7TqiQUPY8F0nttz2IipGiHfMel9YyOhlhvtyeklepL\n+4Fjhh7Jtab1yvwD67tpk9Vunw1IKfsT9FhLjyv8ONOp9fTu7x96Xdn3ixsWjt1Hi0j/8L0zJUcP\n4clQvK2BejOJAjJxbdVDxegNHdlg03hR/1SJqZJYeMElIXkUPaxID0ZKL2+XvbU6amRo04WxV7gv\nqDd2Z32mEJY/WZ+b9cIv+uWDmBb8482L8NXRSegSPK0gPYsQj7Gm/jZyr8qQVb6nJN+wbSt8tpCT\nVNdtir2r1yWd99W7yr+lh+pteFevq5af8XpQrVcgkm06dvW+c9qvLlfhfV6/PFeV/F0Q7eQEW6Wa\n9pXJah9t3GwGSkxb1QH4GXGAfZHfck5Ozhward86IM8mRpZpgjPlmXCmRk8VhtznTEJb+8k+ZR0d\nePWxyxHVnHjEHFd1qOqBbrPS3JG2z/Wq93lbPI1MEF4Pj0KEd5WfiXlE3E29q9qu11ra5XK5XC6X\ny+VyuVyut6T7TViLwtTgQ3IufFqzi+7ELKicCLnSeqpF5+ecNswkFlQU5PXQOqzlJJED9eESve3y\nvYaQSKsmvZI3VckLkSAkdZaFnX8aIllBTUVtY7BElHuT8T5IqvbUyAvSgtGrtC7iPjOt5Pqr8B5q\nChlIGI25B1mbDSRJlGo+cv1W9BKzB3cy3LV6wJQu431QY0pFTL1L1gPKQk/ZTL2t9pixZ5X9MVwv\nFWIyOiiQVjwy7c3VG0OJT+3ZRDPgSRXaqel75KnAfEvxLqF3GEq9xeyPsfunJHuvN3xTxnUuZqXZ\nNsQ9ftpjHKxHGenW8yLeE5isYn4Qz5y3dcCEVgkoeTiGNukW/rfNcGCWS/VcqXea1gtyyt5V+Dq5\nTmsyOcJ6AAAgAElEQVROvB2sbybe2Klcd5+/eh5CCGF5dBx+fPEihBDCn84+i21Rf3thXnFvmDVE\ni+lzkFelwI29xuFhrTQVuPvY9NWwdRLruq6uSgd+XbL6tvWmSebBvtA35F3NUc+rlj+8jQfNllWL\nRNKoqnY9ViwXX5kust8THtH0ufWq5ioEcE12/AqAqDbICAEVpVOW15fqstKIHPWjNjpPldk3prSt\nuu1azUA+lyb00When46yA8FFUrIcK84I4e9E18fPX/Q+08ncfBDvF8/Hybu5cys9E8sKaWDnPqkd\n0TGGOLW3tW/4DafnKDy3Y3l+TtfrTk4T9qxy5QmWe1hdLpfL5XK5XC6Xy/Ve6X4T1h6hhiloZDWS\n3obK1qFkkprqp1rf2EB6/nNEluuyYr1MSfF+V9ta3SgkJqr7hDmENm1YTmINTNSBZLIKgXJMC9Rj\njd4/pijaE5PztELysa5P0nk5zRc9OS0/G9XRRMorp/7ifWwH4t5vEFUQVu292iNmSnxkm5uaklhl\nGbQZx7Jds0q8p9uRWS5Xg4pTeVs9a0T12PPaStMDXSSiyr1auR5N9Fjy/OuL7lpz7Kfh3mZOC+Re\n3ecvItX/5MPol5iM6uSLlUS+lHqHYy3Xrhy71XZi5uP6YBCODeoOazq2nP+bwdi8D01kGkSUP4f3\nEwIZ5euTl8M5BwKLdOHNyHpKOR0cxFXvA+g2rikhXdtj72UgqxV5YjmteFTv1EP6yW4Zl5U6qc8G\nc9mGZAiESJNxrNQPT/VX1cOK3tx6a5YD5UZSMo4JpwTDLwyanUtKdrleR33pwIfqvnpXIeRKQMvy\nKDNn1Nv0rmLkTZ9ytTpvqj7SCoH21eQt1ER+PCtounD3b6Mm2yIRV+eXZ4wN75+dTvVT2d9pf7v5\nN3y1kmfiFhkuNHsCQhvoJ2hvGoQzbnN2jNyS0CklruQ75qwL3RdKws19Jzn1kdVDxRQf09xe3g6U\nSxEOnKvR4Udt1z292rOaq5cKcYbMurJ17HPHppVlM7DHkp9Jr6v7fQd1uVwul8vlcrlcLtd7q3tN\nWOuiCOujidYaHGSMCqCX/Hm+9mndOT/oZh9ZhQ+Vva/wrCbCu9tbF+iv0Nmx/WownaMGWndRvGiT\nSSROoBUgQ5xeyoI/DbRkGab286L7mAGQgnhq/SYiofOJ1JGsr07YnQ+tDw7Lg5BiGjUgOdWYpWRN\nUoLXO9trXjWDNqnMeFf5fSaxnBa3n+q2v/xUEpI51Rfzc49brjeM28PEFtMtLwfVfdUUYyKvbd9M\nfF2tJF245VnZdS6HXtzZTDy2a7vfS1nfycMy0eZsbTM530eWvKNn8GS8MfuMzzFyQP2S4t1mCjgi\nStjaPl2HuTqqAAGz6lKmhWzCSy5kE3VZMb24lMRd+DuJMuKMAxnFdQ9xWjDuUZsp1UOW9S6Pjs32\nVpMj/bxFLuWYzAJ84/YaBL3mVGCsB8d2vuvOGJhvN2Z+kFQq1xvWY6HquO8ODqMuLtd1dFdTge+6\nh/Zt1l3t0+uS1eu2PZu+Cm8h7oEYOYQ8iMr6QRNRtetjAgp6id9SqKrg47QElT2sPOqJf5PrGnkU\nPHpqp35bpq8ggW0/b0+WC31XeP5QT6pWD2CvLNZ/5eoPlraTyDBvl6V1XTPeVV1/D1Xso5Zd5xhG\nmlXIKQGFztRh5XVxxovmTcizKp6TMb0p7LNujujy9vH+fCRZJI19Nvi/Ove8rbt1x3O5XC6Xy+Vy\nuVwul0t0rwkrtBnL+Grxd01LIV9H8f3Zxvbkc8ovKGcuqTdPYqXXDLUZh5aScmrwVcI2UI9V35d1\ncwowxJ625QykBHRCSI9QL03olJ6UtXj2KvLOovcWpBV1WploavInJYfCU4oeHKT4QjjmSielc4kJ\n7qzY2vZIyiuT1DrYepN43YSxaQ9Sj0HU9tON2QPK4/VzqXEQ6DF6o548iNtclXKMOV236e7BS4QW\nFLE7AZa9s1rjdlKZ7UGaSkw9k+yzYakfp6GeT6rlBt9LOt3J70NJdtxDi17nq/YRHtb0Kue1fFfo\nwWMPtJJ+OS9mSlbtLXBWW1LJdVBZoH88/wh+d6J/+FxK3LbptZzn8I0qsZXrHPeBjdBFTtKdb4RO\nwn8/tKNC2PvKNU5Rr1m9raNhSk6Wtq/F0zdtrPeU/fFcVzX5f+V96hoHWVUvuXx++moVQgjhxcN5\ncLneldi7eteI5m0Lvwfrspu63IbeNFm9KSU+tK4piOpCflPRftQgBeHEby3IKHte8VsqA+tatc7b\n22UKGsx6OLW4S6kt3ZkVucfezaUQ2rG9/4OsVlSfHr+w04xlOucRTfVc47Q+t9GoKRxzrKefCNuq\nC5oTkaHsrfYOLEXPPVfmRtLpaLLtqIP+4rnILqPPQ5lReniO0pyV2tZXhcpMlQZ9ppP2fP7gLG6P\nqjToM2TRfV72ye/ALpfL5XK5XC6Xy+W6k3ovCCsI5uySfVw2qXNaWtKa6qeOZT32fQgeWAFobY/q\nMFN3U0grr2+/nmvyt0ovz47pr2yb6q7WmbqrJ+drsxzIDpOY9UD8X0I7KqIjEyWVtZneqE/N1j1l\nQgsyynUrayWyqM8a24EemNNibdaL7YOMgoxBeB/b4fqaaDfqy2IaY+i1XVf0CqN3Cv5XUCtdh1xF\nmrzW6vUad77PPWnsx5yNhQLubBoxk19OXhvAO8g1ubROLLys3V4RfL46F1/wsfXUcj1V9KguFkKx\nS9srXJa2pxM9mkgLxHbRjtlRpdvi2rNcT2w22ppjwkSfySq0lu8E5xNGHnBqcEq2lWmqn9onvp7h\nUZ3LvWglPeJKcAs7n3pKj6KXHNRRva+SItzy1FK9V/WyYuRFZRN2Wdi/9XAS1sOJ+QzXMMrtIuU3\nyDKg1OqLKWwa8OnleQghESyQVdBqTlZ+9mhh9p0JLO5tXAvX5TpUXfVX4V29KVm976nAN9V1qeTr\n1kh9EwI1O5SStdJQ6bcRytUs58RbpXzqYbW/za3643XoXB5q+0uxHOVYtJJ8r/7u9musTyb29x/T\nOeF5gI9VrlqBEkh5BZnFSKwciUz1TUPn++3tBNOOHLHldrXeJy+rio7pgOl2hqSm9XZnq0xGu7C+\nlNFOMqoOlSnYy6rPqkguLuwzoxLVxpJVEFWQ03VpR50ghwXr+ez4VZyfCKo+x8uIRvbOHqrv5x3V\n5XK5XC6Xy+VyuVx3XveasDZFEarhsJWIqV0mu6t73NlbmksHhpDyOymFLlIc2Ggr7RC6wZ+n7Ujv\nR7UzNVnje9RmeFDFpwtgCV9ZSi629RUhUIsn55F6rCX989mxUAv4ydATI3RDyalQExCoiXhBkR7c\nTgqV+YnQ4v2peGITMY3tmhWUChxsSisTMq6nmUiv0HRpl3pYafrJyJLcEEL4qnwY20y9T6B3OalP\nknrm0PYnxxchhBBebKK/uOqr4Ta0tBC9rqxPjqK3D71Wp5O4ndUuErEvXz207dEeRtvLm4ipUM2x\neFLPR2a+Vs8izsWxJbPsr9Ge1ZEluVOJfdXEw6Otbge9sNxTmLwScdkn4/g9tr4z8lTrMWgRfzr2\nXH9VvahEx4Ole/CKg1wyycR8SDTHdTqX014JKHrMyWM625bmfW0/aDruBwX11hJZxb0Sr2sxPYFO\ncq3TQVPrPYATlHm0xifl0myLhWO2HsX5n1y8MvOn5UCRUSu2ezRJa/1Ek12um+pPHvzwznpWb7td\nZ5fxt/82vKvry+5H1ut6V0FUWX37kK1rScn8aA+n9LJvk9vdRziZjEKcM4H54EXN1XflOq74rZ7P\nJX9jhdrrVzbLtEnpb+a5pY+sLuZb8/lAH+stTeZj2a533501wvvSV7NU14/npUwVBU4ayaUMI0sE\no8f4u2FvK69v/zlM6TNdixvZBl65fv18Eo/xWogsprFNjOqDlptJZxtAdLEveBbFa8vjOqAa7c31\nkv3v5h3Z5XK5XC6Xy+VyuVzfe91rwgqBWkDwjqqHFPRAvadbM83LgVZq0mausJKIiexQSCvWfnk8\nyWx3oD7Y9jqlp0II7Pw80rP1sdRHZG+cEFiQG5Cd2WUkmi/mMWET1AJ1H5morIbi9Wx25lW3I3t1\nGiLZSkSWeuqIZM2bS5l/aKYh9rvBEztrLHnl+ZHyisRSTCs5ptRhpAez57YORcsbivH8SDKGh1XX\nhXXL6cG1YpX6YlpOk4nSQ7za8xe+TO5h43qw7BNAb9XT8wdmefW5SPoe9/wxZcT+PzkVGp7pBW77\neKhHsJUWHDrnn4ztfgyKppUCDOHYzIbWo6r0j75v9UqTp1k/l5ED8F1uJDV7vou+ylklfkycl6CN\nqHtc2e9O941IJl5xr0BdZVyveGVKiOsTNUdz28XICSW3khYMLdbx/jFfSxIvjcx48WBu9nc5jqMB\npnUVSvQsIz1bjuGiujDLQOVgZN7H/RcUeiq0mJOP9ZX89hCTVSQo5+bD+05cXdfV61DMd+1dvc1U\n3n3dRt3VHFldX3Q/2val9qb5ut9v15rtnh/0b722yflpWkimVBJQ72rmENYYlaejmfBM0fNsSqOo\n0vooV6LEswFGQ9lRUfj8gIIX2XlazzOUmXHyUEYRCf2eTa0/kr2pLeqbOXiHEtTc/OpD5pwIouq5\n85/ng0BaIc7n4O9YM0vwbD3o+F6liRiJkJ79ZISjeE5BViFUssB82NZmy22kUYSoby/be76ZxfmO\n6fmbDz2oeabOfU5OWF0ul8vlcrlcLpfLdSd1rwlrE2Lv+fI40oBFiD3+SNSFQDGVbkxs0hXXZdX0\nX03zrc18OaLaigfbSwO265Px3pPUXzDdWPqKbeD9zVTIz/lGlh3ZdQvpRM1ZpcpDS4R0H9XzFteL\nng6QptlOeruElqDGIpI+QVZBMjEf1gtSC6nnVEioLof1CunSFLNmY5ZD+9RTq9sJpt2gjljvoo7r\nWQ2ETMNHJ15WeFrrUGhvEHrX27VebVtyBBRiAooU4FyvKPs0OZ14MRDi2TPu/6OZ0G9BnF9Vc9te\nTcWzqcFBXmdSuw3vT6hGHCvXcwmPKi4LdIAi5Q89jlMirOgFDCGfjAzhWOA7Qzo1lPOyMnkFWT2p\n4rFTGigkU/2aY7ue9TieV6fr6CcGNcSr7geNiIBfflrKdUbec2x3JeS0TV67fZ3w2m7Em4r18ygR\n3F9++PW3IYQQPhq/DCGE8IsffhpCCOGTZayj9nz+cO8YIHk8vn45+yCEEMKT7cq0DaMiUpusv5fJ\nKvY91art9j7xcqwcSc15Xl0uTgf++YMf33hd74qs3raH9S7UXcVvUY6k5tRHgRORPGx59VUKgSzx\n7KA5DnG+/XTd+Lmli0gFxmbxm4tkXBzj8tIm8EOJgFqiipqmXDM152lN+xlfp9PaLNdFqHOJxBDX\nV0+1ZeNy85nNsuARV0qDh1d/N5D6JVGloLKkMkd6+9RHUFlMVNN8NOoP+4XrSD7O1WXdryeLdGAI\npFPPFzrv6tr+74Nj0yd87/DA4qqr6Np/uoyEFcT2yUxGYcmIOM17gVe2dg+ry+VyuVwul8vlcrne\nA91rwgpxAiaEaVDL6Sb2/I+kU4LJJ5PT9jT1QkmXUCPLF5l0Yfa0bo/E43W+CRvxt2JdTHtTcrH0\nuE3j/PPVRvZNeo+OhYYJXcbr2cPoZ1RPq1A6TR+VY8dePRDTuoAPmAhtY3t2NPlYPK8noNIyjfUx\nmR3R+hOptf60ebWhdhVmOxDoDgiv1uAVsntWRBrP9VoHoQmLYTw2y50sC18t6DB5WLXHi+YDWcXr\nyTC2fSp+la82No1YvRJUG3Y+jPsylwRl+G/Vy6o1aG0PHJPimfTCvQiWerNARNEzOMC5UNlUPvWw\nUloeeuF4Pqx3fgxvbpyfa6xiejKsw3wslI56Q+Fpbb2P80hTpYlwyveM8wPebJyPi8p6Pkfk3dbU\nX9xTqPan1mdFfdRyaz5noUY06qWChA7gGRLqCLq5Hglp1QRdqWcm1wle+R4FMcHldmH6Z1/+NoRg\nPa7wwW/EJ497ycnF2ryf9g1eVaHE06lsoyeFUZOKba/r/NJ+N3ovHNv6sLn1s0/f5WK9Dln9vgjp\nwKybelevU38V5OhsOemZ8/WU25ec97XKECpOB+5KeN0XSKqSLPgXMzQR6b2cyF/Xtj1MdvMeXvEs\nbmzOxVX0lD8DSeX0Xv6e57Pu3Idcqm9aT895hhGUknDLdVWVPmdIaz4B2q6H28MEtJXu2/N+euS3\nqcgsrZyw55nV+qmZ5GL2ySYfcPcowZuKvxtcr19sFqY9mO93PzzrXK5P78U/rHiA0n9OaBjcYhmx\nNP65wwMPPk//0NoLCfPlhgLzw2Ej6y+4NA2NiUT5m6JudPgxB0DpojSMOBfSNLuwIUYaMEXhS6mc\nRpzWf1AljAn/yGLI7Xy7MfPxsEBtJ4XSTHdx/ShhwSFPGLrI60G78GCOB3Y8xI5qO1R5oGV1bLum\n0v6NzBek3RMNXRqY5Qeh0VI9p8MLM89ahlHgnx68Px9IW6gYMuZLpXdQUkeO/UgCfnbyz7kMd8X6\ndDiHDJcYUfDQQP/JHpjt6s2oZ4gu/yi2hgZjOzKfDu1t/ZhLZ4QMzzpdXJr1pX98pVPkqDLTGCKN\nYb/ToVwLzUDfw7HAkJJ0DOQfyMKWT8qZ+LXMEgKA5PyYoeOkwT9+/I+cHYoLLS4vzPz4HNcbQpX0\nH9EDA9x0fbU9//m6y7WLS8ToP5ertZ2P7mW496F9CHf76LuXei/RDkD9p7yUdZ+bfeYhuyfn5+Z9\n7mAcIHhqaDujUJILy/G+4p903Bu45I/L9S70rkOWbku3ORT4bf+j2if+x5RLvR061Jj7znL/yKah\nxPYfV/wjDPWFIXHJujRUmIcIBzNdlrZdrxOohX9gW//w5YZd95xXfMx0n2obbgmx5Yn/oeb5OKQy\nhS/ZoCpervXdckCXDtPFc508T2ZCmdJywbRH/2HdWz/avCkP+w3kYdYHz6//9HfPd91/gL/4dnGt\n+b8fd1qXy+VyuVwul8vlct073XvCWg8GOiQNw/BWMwlhEqrAQ35BK9ezI/M+00ymEJB+LsP6ahnW\nh+nUOEqbuYhEohhLL0gHVQW1HV9akophxNh2CmdCqR47P4cyffnx4zgfCJBQjcWF0ETpHkJYC0gr\nD7PbCEXmshqgHPOdJb2YD+vToSY7au/QlvVIZBVE1tKUARvXMYQTid88/EIJKyifDesZhEZJqO6T\nDLnFsFHdp8K2fV5cmvkh3ZZQPwztRajAEkFQFNbEZXJ0H4nw5sRldaYyBv7kgVDvy/hdYCgKjPut\ncjfcQwjyNQYZbczyoKIoJs3DT3Q/eoajgDjv/61BCjTcurVspozNYidEFMNOMRqjZnKLEizdIxlY\nPPxVh/DTdaNDbFEGCvca3EMQaU8WgPVRPEdAdBHCpOtF2JqSXLt9WA1APyfSTrYeQBz+NtrtQi0E\nHe+txZaA+yO2dfIqktTlgxi8gOHOLC43o6SVCCuudbzmvpNc2FJdeH+sq1sIW/KhwG3B+rLexd+J\nVdVNN99VGZuvvpm9k+10KRu0Q4Syb+htbr5ErrrJJ8/HoUkclpTK09jtbDZyD6VhvNjedErBhzLN\nQ5v324X3+HccI67YGhSI5nFYUe65Q0eEEeXOHYOA4bBbG0TFw2BbYUdoP20HZXa09BACQDNDmA8t\nncT7z+QVWl1I4KpYqrBcWQ0Std3aZTEkl0sBsa5b8oeXu6l+9fzRjZbzX3SXy+VyuVwul8vlct1J\n3XvCOqhr9X1xKQmI6SPoRqIJliAkwkp+NpquhJTCk5oVaCm6OfbmHwqlGPI6Mr5X3Ta1FdMpvMm2\ndXEeCY0STCEy0BSUg7xv7DE9WUeKAvKD9ZzNHtj1b+Ejlt42oSPsU0ulL2zok7ZLSCuWY7ILKRGG\nnxMdRgBXoDpc3gO+06ZWOodgJkwvCtuzltNU/bTUiyrTsyAUTErpsH8gV65mHSZmeXimsF4QVfXQ\nFrYUDEIIJjDtH0uIkxxTLYwtPYggpeoJQS/wyPao6nKgn9ozSGWlhna93DunpWuGKVRKSerAelRZ\noN2nIY6mACEF6Ue5Iy6HhFd4oXEPYQ9ryb5LDTmy9xz1TlPwW64EC6iikv+t9b7yvQzrmeh12n08\n2MPa+pzKZeF6QJjbbB2P236o2+qBXA9EZzdHMmoCozOOukOQ+JrmkCbdR1lPi8Cq37277A3uDTnl\nCKzL9Tp6197V2ypn89WruZl+V97VXz+d98/0hpXCiw6bH+QSYrqGxyeQTFBC9l9ie2m6m9qxl5CJ\nKpPVHLGFMD/2g0krh0Z1roMoXZ9HtE/8fKHvDyzZhEBS2SMLItoOgcLyNNILlHvb3U5sB98Nhzhp\n6FNtCbNuN1MSKR/2ZJ+vQFrXG6Gngz3v8dDOkzaCjcu26HHkul7W25YTVpfL5XK5XC6Xy+Vy3Und\na8JaNE0Y1bWST/gy4aXKeVPxfzolgO+lB8sY8YlQk42lkUzpUM4G5W3Us9qOK2vvhHblDWhZdLnJ\nNoSgXh5b/xi8qty29Lkk3AqZmW2sx3Q9BSmN9ETL4cwjMZ1vbEkJkB/MD4GCcOkLkCH1zG4i6WX/\nGogtJ5Em4kulLbiMCJHYs6OZmQ8eV02XlWlQylFT698nIbZxXUzMMnhFOZkpeVSVeIbuRGJNFw7x\nO1hRmRktptxYfy20ETKbvLZDsxwAsCbnCtk8GcVjh3I9y5J8kFhO5t+QlyLnc0C5nNnYngtKSonU\ngpbic6Qkc+LvPqEGWVVq3Ep5FmIoZYtQnmaxFc/nOO7rk82ruNzAnld6DLA+pYK2bI22hzymus+Z\n0R18D1If/Q4J5FK2Rq7D+YWUb9IyNOIvHsCratO9eUTEIDPaBNc1tJrHROyTs3ivTCW/kEYu3vPp\nJMzlegCF3UxHZl8GtR3lgWNWB/hg7X0Vfl/cK1CehkdhsPi70FR4HMPx7SaJuu6PXse7elupwPx7\n8C5Tes1235F39V2KvaUs3ufcMWjPF19TGZruXAduB+YDJWx7U7u33/JzopLAqJuUoh3sjeXPD/Fl\noqxNa9lMORf2ajJRZWnZPPK04vmF6XPfVbq6kO9kaPe9ldhMUTT6fis5VzI+uNRQ5jrlEXtaJpG8\nsSC1VyUAgzrnzlN8//gXhGn0oeorz/S25YTV5XK5XC6Xy+VyuVx3UvebsIZIFDShk71NY7t7OSIA\nse8TtEETPpFWKZ5Y9p0W2tWT6X3gVOBdE8JQekQuyZsJ88PQ9phMZD74Z9EWpsOpxqzQLSQoix8N\n+z5fR6IDAgNf2icvzsx6mRSxXw3vnwrBzaWiqvd1a/cXJBdkaHkc28kESbdHPjfsN3xwizJSIU0f\nRsKueBlB8eBh7NKssWRd0+Fkn0ZKkuSYFPHYPamlLiVtC59D8MgmWihe1yIem2VjSShoI0gr13tV\n8jtI9UxDSORyNpD1CtkFGU31y+J65hOh1eJ9BSnlOq/aoziw1wHmRx1Z1FdVUivHEbVVQU/R7v1t\n6GeU4DwNdpsgq/CmbobxGJ1cireV0qdbvkpJtIVndSYebPZhKj2EV5w8q4mg2pECmE5k1S6HUSG4\n/uANx/JI72YynGpQiy9fpnE9oz0Tut74vpG7p5WTsfpdQVh13UhcxigKut/mjgG0mk7NdKLa9phX\n5IPHPq8pMTnnmXW5oH/6+d+/7SZ875V7PILehXf1ukS1TyCpeGzLpfWmuqndKcKYf71GMm235xXK\neVQTOa1Nu9iby6nBOXWlzKJagO7D0G6Lvab4/ee0X6bCuVTglu+XziN9/OZ6qtvu7wJEFzXPc2S2\np3S6tlMp9g1HPrB3V0f/yXGdKCVNvmem0jka3Drmw8OqILwt4Rj97ofx/4x/eeByTlhdLpfL5XK5\nXC6Xy3Undb8Ja9OE6Xbb8metj4UgXVi/ZqpdCqqAlOAjebUJuymJN8hrdxpww90ZMl0QsVVautvr\nGgLR4JRgjDG/lHUIeSlkHWNZ907qsyaPHAiQ0K2NrQ+JfSobSYilFNOT5XnnPqYk0NgOr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GOjBrObb0f1oLSR7E5ea1pZ7lQIhybb24y0mk4bNKaOhwGEa1TfpGEvJCRi+Axp2+XJlt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\nnzb8iaTvSnpQ0hc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rainbow = cm.get_cmap('rainbow')\n", "rainbow.set_under('w')\n", "\n", "plt.figure(figsize=(16,20))\n", "plt.subplot(221)\n", "plt.imshow(grid_before.T[0], cmap=rainbow, origin='lower', vmin=-.1, vmax = .25)\n", "plt.title('Gridded Height Map Before')\n", "plt.xlabel('East-West')\n", "plt.ylabel('North-South')\n", "plt.ylim((0.0,250))\n", "plt.subplot(222)\n", "plt.imshow(grid_after.T[0], cmap=rainbow, origin='lower', vmin=-.1, vmax = .25)\n", "plt.title('Gridded Height Map After')\n", "plt.xlabel('East-West')\n", "plt.ylabel('North-South')\n", "plt.ylim((0.0,250))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "149.28944200000029" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import math\n", "\n", "cell_area = float(1.0 * 1.0) #1 unit north-south and 1 unit east-west\n", "displaced = 0\n", "#Get the amount of dirt displaced\n", "for y in range(0, 250):\n", " for x in range(0, 200):\n", " bef_amt = grid_before.T[0][y][x]\n", " aft_amt = grid_after.T[0][y][x]\n", " if(math.isnan(bef_amt) or math.isnan(aft_amt)):\n", " displaced = displaced + 0\n", " else:\n", " displaced = displaced + ((bef_amt - aft_amt) * cell_area)\n", "\n", "#print out the volume of dirt displaced by mass wasting:\n", "displaced" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#create an ascii grid .asc file\n", "ascfile = open('sandbox_terrain.asc', 'w')\n", "ascfile.write('ncols 200\\n')\n", "ascfile.write('nrows 250\\n')\n", "ascfile.write('xllcorner 0.0\\n')\n", "ascfile.write('yllcorner 0.0\\n')\n", "ascfile.write('cellsize .07\\n')\n", "ascfile.write('nodata_value -0\\n')\n", "for i in range(0, 250): # for every pixel:\n", " for j in range(0, 200):\n", " ascfile.write(str(grid_after.T[0][i][j]))\n", " ascfile.write(' ')\n", " ascfile.write('\\n')\n", "ascfile.close()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 1 }