{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "> This is one of the 100 recipes of the [IPython Cookbook](http://ipython-books.github.io/), the definitive guide to high-performance scientific computing and data science in Python.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 6.1. Making nicer matplotlib figures with prettyplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Let's first import NumPy and matplotlib." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. We first draw several curves with matplotlib." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAYAAAAEACAYAAAC6d6FnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXlYVFX/wD/DDAz7DgKCgCKKgFuaaS5YlvW2mG9mWdpm\n", "m62vaesv0zLbd9uzxay0ss0yNUtATVRQVFQQ2fd9H2af8/vjDsPihgqJej/PM8/M3Ln33HPvzJzv\n", "Od8VZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGTOUzyB1UA6cBAYBXgD\n", "G4FM4E/rPjIyMjIy5xjLgTutr1WAB/Aq8Lh12xPAy2egXzIyMjIy3YgHkHOU7RlAL+vrAOt7GRkZ\n", "GZlziKHADuALYDfwKeAC1LbZR9HhvYyMjIxMD8DuNI9XAcOBD6zPGuDJDvsI60NGRkZGpgehOs3j\n", "i6yPZOv71cBTQBmS6qcMCAQqOh7Yr18/kZ2dfZqnl5GRkTnvyAYiuqKh010BlAGFQKT1/STgAPAb\n", "cJt1223ALx0PzM7ORgghP4Rg4cKFZ7wPPeUh3wv5Xsj34vgPoN9pjts2TncFAPAQ8A3ggCSZ7gCU\n", "wPfAbCAPmN4F55GRkZGR6UK6QgDsBUYeZfukLmhbRkZGRqabOF0VkEwXEBcXd6a70GOQ70Ur8r1o\n", "Rb4X3YPiDJ5bWPVZMjIyMjKdRKFQQBeN3V2hApKRkZHpUXh7e1Nbe3aHH3l5eVFTU9Ot55BXADIy\n", "MuccCoWCs318OdY1dOUKQLYByMjIyJynyAJARkZG5jxFFgAyMjIy5ymyAJCRkZE5T5EFgIyMjMy/\n", "SE1NDVOnTsXV1ZWwsDBWrlx5xvoiu4HKyMjI/Is88MADODo6UlFRQWpqKldddRVDhgxh0KBB/3pf\n", "ZDdQGRmZc46e6gaq0Wjw9vbmwIEDRERICT1vu+02goKCeOmll9rtK7uBysjIyJxDZGZmolKpbIM/\n", "wJAhQzhw4MAZ6Y+sApKRkTnvUHSR7uNkFxlNTU24u7u32+bm5kZjY2PXdOgkkQWAjIzMeceZ0g65\n", "urrS0NDQblt9fT1ubm5npD+yCkhGRkbmXyIyMhKTyURWVpZt2969e4mJiTkj/ZGNwDIyMuccPdUI\n", "DDBjxgwUCgXLli1j9+7dXH311SQlJREVFdVuP9kILCMjI3OO8cEHH6DVavH392fmzJl89NFHRwz+\n", "/xbyCkBGRuacoyevADqLvAKQkZGRkek2ZAEgIyMjc54iCwAZGRmZ8xRZAMjIyMicp8gCQEZGRuY8\n", "pasEgBJIBX6zvvcGNgKZwJ+AZxedR0ZGRkami+gqAfAIcBBo8Vl6EkkARAJ/W9/LyMjIyPQgukIA\n", "BAP/AZbR6pt6LbDc+no5cF0XnEdGRkZGpgvpCgHwFvAYYGmzrRdQbn1dbn0vIyMj0yXUGI3My8pi\n", "fGrqme7KWc3pZgO9GqhA0v/HHWMfQatqqB2LFi2yvY6LiyMu7lhNyMjIyEiYLBaeyc3lw5IS23uV\n", "3dnhz/Lee+/x5Zdfsn//fmbMmMEXX3xxwmMSEhJISEjolv6cbjjxi8AswAQ4Au7AT8BIJIFQBgQC\n", "8cDADsfKqSBkZGROyP2ZmXxYUkLR6NEU6/WM2r273ecHRo5kkItLu209NRXEzz//jJ2dHRs2bECr\n", "1R5XAJwNqSCeBkKAcOAmYBOSQFgD3Gbd5zbgl9M8j4yMzHlKy0z/k5ISVldWMsjZmU8jI7FMmMB/\n", "fX3Z19R0hnvYeaZOncqUKVPw8fE5010Bur4gTIu4ehn4HpgN5AHTu/g8MjIy5wHJbYqn/FVbS73J\n", "xJcDBzLSWlVriKsrM9LTSWpo4J3+/c9UN0+anrI66UoBkGh9ANQAk7qwbRkZmfMMrdnMhVZ1T/O4\n", "ccQkJ5Oj0xHl7GzbJ8LJCYDlZWW8078/qY2NGDsxuCqe65pEyGLhqQ3kiq6qSXmayCUhZWRkeiS/\n", "VVcDEODggJNSySQvLz4pLcVV1TpsjfPw4Epvb9bX1LAwN5elxcXUmkwnbPtUB+6uoqesAM4O07mM\n", "jMx5xfN5eSwvK2NRWBh7RowAYIa//xGWzxBHR/4YPJgwR0eez8/v1ODfE+gpKwBZAMjIyPQ4Fubl\n", "8UdNDdf7+tLLwQGAOC8vLMdwFd83YgQP9u79L/bw1DCbzeh0OkwmE2azGb1ej9lsPmP9kQWAjIxM\n", "j0JnHRAVQIyra6eOcVWpmObn14296hoWL16Ms7Mzr7zyCl9//TVOTk4sWbLkjPVHLgkpIyPToyjQ\n", "6Qjdvp2sUaPoZzXydpYyvZ7ApCSYOLHH6NlPlbMhDkBGRkamS8lobmakm9tJD/4AAWp1N/To3EUW\n", "ADIyMj2KZaWl3BEQcMrHG8eP78LenFn0FsuJdzoNZAEgIyPTY3jk8GF+qKxkqq/vKbdxtuQF6gyO\n", "mzdTYTB0W/vnzp2SkZE5qynR63m3uBgflUpW5bThUHNzt7UtCwAZGZkzQpFOR7XRaHu/q7GRK729\n", "qRo79gz2qmdxjY8PKY2N3da+LABkZGTOCJft20dIUpLt/bzsbLxVcnKCttwfFMQPlZXd1r4sAGRk\n", "ZP5V9jQ22twbtRYL66wpHw5rtQxsk+dHBvo5OVEu2wBkZGTOdowWCwc1Gobt2sUBjQZ7azqE/6Sl\n", "8WxuLgD/Fxp6JrvY4+jl4NCtAkBeb8nIyPwrPHj4MJ+UlgIQm5ICwPeDBrG1vp7F+flAz8mR01Nw\n", "UyoxAxqzGRelssvbl1cAMjIy/woHNBoAQtp4+Nzg78/MXudPyXCDwcDs2bMJCwvD3d2dYcOGsX79\n", "+mPur1Ao6OfoSGY3eQLJKwAZGZluRwjBgeZmtgwdyjA3N3QWC4U6HQDR1nKO62Jjz2QX/xVMJhN9\n", "+vRh8+bN9OnTh7Vr1zJ9+nTS0tIIPYb6q4+jI7dmZJA2cmSX90deAcjIyHQ7f9XWYrRYGOvpiYtS\n", "iY+9PUPd3ABwVip5PCSE8Z6eZ7iX3Y+zszMLFy6kT58+AFx11VWEh4ezu0Od47a81q8f+VZh2dXI\n", "AkBGRqZbaTSZuOHAAR4NCTnmPq/064dzN+i4ezrl5eVkZmYSHR19zH2inJ2xCEFDN9Q6kFVAMjIy\n", "3cam2loaTCZGubvzfHj4me5OK11lbD6NjKNGo5FbbrmF22+/ncjIyGPuZ6dQEOnszDfl5Yz18Djl\n", "8x0NWQDIyMh0CyaLhUv37mWYqyvjunjgOm3OcKpoi8XCrFmzcHR05L333jvh/r3Vau4/fLjL+yGr\n", "gGRkZLqFQr0egNSmJoLl3D42hBDMnj2byspKfvzxR5SdUH29FB7O11FRDO1kgZzOIgsAGRmZ06LR\n", "ZGLPUfLV/G6N8AWYfxz9//nGnDlzyMjIYM2aNag7KRhjXF25pVcvAqzlMbsKWQDIyJzHPHL4MNMP\n", "HDitNl4sKGDYrl3tqlc1mEwszs/nnsBAfouJkQO8rOTn5/PJJ5+wd+9eAgICcHNzw83NjZUrV3bq\n", "eH97+y7tz+naAEKArwB/QACfAO8C3sB3QCiQB0wH6k7zXDIyMl2Ixmzm3eJiIk+h8lYLQgheLigA\n", "IL25mUEtPv01NQC8178/9udQfv7TJTQ0FMtpFHmZ6OnJV13Yn9P9ZozAXCAauAh4AIgCngQ2ApHA\n", "39b3MjIyp4jRYmF9G5VKV5Ct1QLgdBoDdK3JhJtSycO9e/NTm6yV2VotdwQEyIN/F3N7YGCXtne6\n", "304ZsMf6uglIB3oD1wLLrduXA9ed5nlkZM5rHDdv5sq0tC5tM1urZYSbG6WnkWysRK8nRK3mKh8f\n", "/qyttW3PbG4m4jRWFjL/Dl0pnsOAYcAOoBdQbt1ebn0vIyNzCgghaFEa1LQpoHK6rKmuZpqfH41m\n", "M02nGGRUpNcTpFYz3NWVfU1NNjvA7qYmhnWxx4pM19NVcQCuwI/AI0BHdwBhfRzBokWLbK/j4uKI\n", "i4vrou7IyJw+RosFh82baRo3rlsyMXaW3DZpAA5qNIy1pkyIr60ltanpuBG2x+JwczNflpWxf+RI\n", "VlVUkN7czEh395NuZ1NdHRe6ueHr4ICrUsn3lZVc4+NDllZLrCwAuoSEhAQSEhK6pe2uEAD2SIP/\n", "CuAX67ZyIABJRRQIVBztwLYCQEbmTCOEQKFQoDGbuengQUZbB8RKgwGXM6jO+Ku2llv8/enl4EBC\n", "XR3ZOh0TPT25ZO9eACZ5eTH4JAfb1woLAYh0cmKQszMHNJqTFgBmIfiwpIS9I0YAEOHkxE0HD/L9\n", "oEFEOTujlvX/XULHyfFzzz3XZW2frgBQAJ8BB4G322xfA9wGvGJ9/uXIQ2VkehaX7N1LhJMT0c7O\n", "/F5dbfNjrzaZCPsX+7GrsRGN2cxod3cUSB411/v64mVvz/N5eexsbGRESyI1Ozv+qq09aQHgoFCw\n", "OCwMezs7ol1cOHgK6YZL9XrclEr6WoVjf2dnEuvrWVlRYeufTM/mdAXAxcBMYB+Qat32FPAy8D0w\n", "m1Y3UBmZHsvftbUk1NWRUCd5K9/WqxfLy8txVSrbFS7vToQQfFBSwoPWkP8ABwfKDAY8VSo+GzAA\n", "tZ0dV1sDrlIaG/G3t2deSAjpJzl4CyHY2djIAmv64UgnJ74uLz/BUUeSp9MR5uhoe/9Wv36kazT8\n", "XFXFJ8fJbSPTczjdNdpWaxtDkQzAw4D1QA0wCckN9HLkGACZHoTObGbs7t00m822bb9WVQEwxOrH\n", "/nZEBHcGBDDZy4uqTgoAIcQpG1OFEDyanW0b/Ie4uFBm9c6Z6uuLt709LkolW4cNY01MDAAbhwxh\n", "kLMzxXo9OVotQ5KT0bS5pmORq9NRoNMx2dsbgDBHR/KtaRtOhv0aDQPa1PB1Val4wZrw7VIvr5Nu\n", "T+bfR04GJ3PWsKuxkWytlun+/qfVzj8NDfzT0MDG2lqm+PpisFiIr6vjh0GDuNTLi1ydDk97ez4b\n", "OJB5WVn8UV2NvULBDcc577ysLN4sKgJAnKQzQ1J9PWNSU/FWqSgfMwZ3pZJSg4GY5GQWh4czo815\n", "L/bwwGSx8HtsLINdXTELQb5Ox+R9+8jSalleVsb9vXsf93wHNRqGurriYNXRhzo6nlK++d+rq5nq\n", "59duW5yXF0WjR9Nbzv1zViBbaWTOGuZnZ3PjwYOnfPzt6emsLC/nt6oqAh0cWGOd9b+Yn89+jYaL\n", "3N3xsrdneBv9daijI99UVDD94EG21de3S3ewrKQEo8XCqvJy2+APtNunM7SoX5QKBf4ODjgqlYQ7\n", "OaEZP55HQ0II7DCYquzsuMrHB4B+Tk4cbG4mS6vliZAQ/m7ji98WgzX6NLGujv9lZbXz0fe1t6fW\n", "ZGJnQ0On+2y0WPiztpabjyIU5cH/+MycOZPAwEDc3d3p27cvS5YsOWN9OW8EwNKlsGZN6/ubboLi\n", "4jPXH5mTp5c1D8rJDrAAP1dWsry8nJvT03mnuJhX+vZlu3XAS2po4Mk+fQhuo89uIbzNtotTU/m6\n", "vByLEFiE4O7MTN4uKmJGejoASyMi8Fap+KOmxlbu8ESYLBZ+qKzEQ6lksFX9dDK4q1oX8XcGBrKx\n", "tpbKowR2BWzbhiIhgUv37CFbp2snVFry9Iw6TlUqkLx+WqgyGvGxt8fpPCzicro89dRT5Obm0tDQ\n", "wLp161i6dOlx6wJ3J+eNAHj4Yfjf/6Q04NnZ8N13sGrVme6VTGcp0+vJtKYuaOqEnrstG2tquC0j\n", "gzsDAgAovOgibvT3J1eno9xgYFtDA09ZS/R1ZKLV5/6P2FgWhIZya0YGysREm13gx8pK+qjVTPfz\n", "48HgYGb16sXVaWn02b6dJ7Kzbe1srqtrN4C2sKmujnBHR8rGjGHt4MEndV0t/BQdzRcDBhDp7MwQ\n", "V1cezspq9/m+piZqrbaJljvndoyBu0yvJ6XNSkAIwfN5eTSZTKgSE9leXw9AhdHY5YnJzheio6Nx\n", "bDOxUKlU+J+mWvNUOS8EgNWxg9xcWL0aIiKk9/n5Z65PMp0nX6cjMCkJkxCEqNWUn0Tqghqjkcv3\n", "7eNqHx8+GzgQy4QJBDs64mBnR4yLC/OysrjQza3dTLotrioVIi6OK318bAIEoNe2bQDsaGzk3qAg\n", "vrOW9JvVZp9XCwt5p6gIIQQT9uxhS10djSYTbxUWUmw1uq6rqWGqry+OSuUp+81P9fOz5YjRWyys\n", "qqigos09WllRgYudHduHD7dt8+pwvSWjR+Nnb88t6emM3L2bJfn5VBgM1JpMLMzL45ncXAASrQKg\n", "3GDAv4tTE59P3H///bi4uBAdHc0zzzzD8Dbfzb/JeWEEXras9fXq1dLzhReCNYmhTA8nxzrzfywk\n", "hA9LSig1GIho431yPA5oNAD4WWerbdMSP9WnD/89cIBFYWFHPVaTrsElqlUt07aoSUwajCl34JNJ\n", "Bi5r4/FygZsbuvHjidyxgwK9nrlZWUy2fp7e3Ey+Xs+j2dl8XFLCzgsuIKm+/pjnPxU+GzCAKfv3\n", "80FxMYvCwynW63m5oIBlAwYwyt0dEReH3mLBoUN65l4ODugtFrZaB/hncnN5JjeXAyNHAvBOcTHR\n", "zs68UVjIkzk59Hdy4oYOBuCzCUUXRdaerMG/hQ8++ID333+fxMREpk2bxvDhw7nwwgu7pE8nw3kh\n", "AKy/aa6/HrZulV5PnQpPPQWffQazZ5+5vskcny11dTx0+DC3BwQwKyCAHQ0NjN8j5R/8JiqKm3u1\n", "TzO1p7GRP2tredyq0nmvuJixHh48d5RBdqqfH0WjR+N7FFWGqclE8qBkRmWNwqmfZDBV2dmxbMAA\n", "DHMLiPpOCxhY8uwYfDvMhNV2dhy88EKUwIW7d7OstBSAtdXVtpQSVUYjE/bsYU9TE0O6MGVCrKsr\n", "S8LD+bWqinSNhkHJyQCMamPYPtpKw06hIEitJqO5mfWDB7O5ro43i4oYkpJi2+f/QkO52WrvOKzV\n", "cp2vb5f1+9/mVAfurkShUBAXF8cNN9zAypUrz4gAOC9UQBs2wJ9/SrP+khKIjIQHHpA+a7s6kOlZ\n", "mIVg/J49HGhuJtQ6+27rX94StNWWVRUVPJGTw4qyMrRmM2kaDe/374/nMfTVvdXqow6ITalNANTG\n", "t/equdXBl6jvtNhFOWLvZ3/E4N+Ci1KJo1JJsFrN8vJyFoSGst3qegrgqlRSYDUUd/TyOV0CHBz4\n", "q7aWh6wxBSPd3IjphJD5btAgfo2JYbK3N4vDw9FZLJisdgtXpZJJ1nv/cO/ejHF371LBdT5jNBpx\n", "OQUHgK7gnBcAOTmSrn/iRGiZsPz9N7i5SQLhDKnezln2NjWRblW7nCoVBgNxqamoEhNt25RWlcUE\n", "T09alBcNbYKuhBBsq6/HaB2wbs3IwHnLFtKbm+l7FO+eE6HNktROdfHthUx9Uj0eYz0Yu+9CjDVG\n", "LKbjF/cIVqupMhq50tubapOJELWa0tGjydfrqTGZ2DJ06En37UQEODhQbTLhrlIxOyCAF63BWSdi\n", "sKsr11r/JHbW+x3k4ICIi6Nx3Dj8HBx4JyKCx0JC+Gf4cFscgUznqaysZNWqVWg0GsxmMxs2bOCH\n", "H35gypQpZ6Q/5/Q3ePAgbNwoDfQqFbRMHoODped774WWKHqj+d8J9z+XEUIwNCXFpiY4VX6orLQZ\n", "G1toGZi87e2xxMXx95AhtkhZkAqQX5yayptFRSwfONC2/cXwcFyPYeAV5iO9coRF2qYv1ON5iSfa\n", "bG27zyu+qaDXzF7YqexwHeJK+Yrjp1CY5udHqFrNMFdX1sXGsjY2FtWfjex1imagszODxMkLpxPR\n", "xyrwJnl5sWzgQCZZI35Pll9jYtjWYYb0cHDwUd1lZTqHQqHgo48+Ijg4GB8fHxYsWMCKFSsYabW1\n", "nIgtW7q2P+e0AIiOhvvug5bAyOuug6am1s89PFrtAw4vOPDSlpdwe8mNp/56itza3H+/w2c5K8rL\n", "sVcoKNTpuPfQIb49hfwygM0//3pfX4a6uiLi4o5QNwQ6OLQrZJKlbR2oJ3h6kjx8OHVjx/KUNd9N\n", "R6p+qyJRlUj+y62uYKVflJKoTMTcbEZXoMN9lDuNOxpJjUu17dOwowHPOMk1NHB2IPX/1B/Rdlsu\n", "9/Ymb/RoHJVKrvDxIUjlwP5r92P/XhVbSvuyz3t7J+9K53FRKglRq08prqAt1/r6EioP9l2Kr68v\n", "CQkJ1NbWUldXx86dO7n22ms7dazFAuPHd21/znoBYDAYpBS+HdQObcYDgoKkZ4UC2v4nPD2hthbq\n", "ddKf+OlNT9NkaOLlf17myb97XhXLxt2NpF2Xhr7k5PO2dBctuW9MFguPZ2eTNHw4QWo1n5SW8pnV\n", "+Hky5Ot0fF1ezrdRUayOiSHVmmq4I8FqNSUGA49lZ/N/OTmsrGjNOB7q6MgId3c8Osz8D913iLRr\n", "papaTXulmUDNeql2rcVo4dCdhwDQ5evQ7NXgNUlaMtYn1lO3uQ6z1oy+RI9ThGQU9rrUi8ofKjFW\n", "d371qNkv/U41BzTUJ0m/u5qNNZ0+vrMUjB5tqxsgc27QHV6LZ70AiI+PByDf6tS/Zg2kpMChQ9Ci\n", "+jxWfE1sLKSnw/frW0OCm55qIveRXP4p+Kdb+30qFL9fTPWv1VSv7drasKfDkJQU0jUadjc14e/g\n", "wAVubqwfPJhfY2JsgVttqTUaWZyXd8z2WvzjLztBMjE3lQp3pZLXCwv5sKSEP2tOPIiWflxK9W/S\n", "vdNl6whdEErjzkYsRgvGSiN2jnZ4TvSk6O0img8143ahG31f7QtA2jVppI5JRegFCqWkH3ce4Izb\n", "CDcadnQuhUL9P/Vk3puJ/83+aA5oaNguHbfv8n007W8ia14WmXMysRhOvWi4zLnLddfBVVd1bZtn\n", "vQBYu3YtAIXWAhdTpkiPTZvg0kshI0N635Z/Cv5BCIG/P/hf/iXz3tgFxSNgx4O4OLjQx6MPNdoa\n", "mgxNHU93RtFma/G+0pvmgydO/9u0vwlD+anXeu0MBouFXJ2OpIYG0pubibUur4LUav7j7U2FwYDB\n", "YqHKYODpnBxASknwbF4ev1nz8LTFIgSrKyuZ4uNzTO+atrwQHs5tvXpRazJRoNezf+RI1sXGHnVf\n", "U5MJhb0ClJIapymtCe/J3jiGO1KxqgJDuQGnSCd8p/pS+mkpsWtjUbmq6PNYHyZYJqDyVNG0pwnH\n", "vu1VIr1u7sXhhw9j1h0/OtnUaOLAjQdo3NmIZ5wnftP8qE+sZ+gWyQicEptC0ZtFlHxUQnJMMvpi\n", "PQmKBHKeyTnhfZA5t9Hp4I03YO9eePfdrm27xwoAIeCDD1qNtEKII3LAFBQUkJ2dTe/evTl48CAt\n", "H5eUwLx5MG0aDBggqX5aMFlMjP1iLAcqDwCQZv8pjZlD4NNkWLeUqiqwU9gR4R1BZnXmv3GpncZU\n", "bcL7Sm9phpp5bCFgKDeQenEq2wK2oc3VYmo8tRTFLSwrKeGXykp2dEgWVqjXI4DZhw7xa1UVg9ro\n", "11R2doSo1STU1fFDZSUvFRSwv6kJg/VLunb/fp5OzKB4c+vMfWt9PW8VFdGrkxGmdwQG8mVUFA8E\n", "BXFfUBDRLi5cYU2S1pGGpAbcR7kTtiiM3RftpmlXEy5DXPD7rx8Zt2ZQ+mkpDr0cCH4omDHlY/Ac\n", "16o+USgUuMRI13ZR9kXt2g2cHQgWMBRLwrY2oZYERYLNwKzJ0KDN1ZLzZI5tH7eRbvR5qg8KBwVu\n", "w9yIeDeiXZvabC0lH5UAUP71qdlRZM4d5s6F+fOl1337dm3bPVIACAFPPin56rdIvCuuuILJkyfb\n", "9jGbzYSGhrJz505mz57NL7/8wg8/tLYxaxbk5X3Oa6+9xogRI9i1axcAUe9HARD7YSzZNdngmwEV\n", "g4mNtRAdDQckucAA3wEcqjr0r1xvZzHWGPG91hd7P3tKPz26fl1XpGNbwDbMDdKMdEffHRy8qXMZ\n", "NE3HyGV/d2YmUw8c4KIOycLydTpbSoGt9fXc12JssXJfUBCflpbyQn4+g5ydmZedzRh3dz7s3x+A\n", "ss/KODxhH5oMSS/e4tVzsikG3ouM5MMTFCCp31yPx3gPwp4JQx2qJvzFcFSuKtShkg9+yYcl2PtL\n", "sQIOfkeeP2R+CH7Tjh75au9jb7MD6LIl3/6cp6SZ++4Ld7Oj7w5qNtQQ+Wkk43XjcRvqhmuMKxP0\n", "E1C6KAl+KFhanQCjckcR/nw4+S/kY+9nj/vIk6/TK3PuUFwM338Pb7994n1PhR4pADIy4NVXpdd/\n", "/gnPPfc8f/45gI0bN5ORkYFWq+XQIWlwrqqq4tZbbyU5OYAFC0y8+iqYzbB8uWDOk3fx+OOPs2vX\n", "LtZYU4HW6Vr9uiOWRoCzNAN98UU7+vSB+++XPovxiyGlJIX8uvwjVh5CCJbtXkZp4/GNnAUF7Vcf\n", "HbFYDJjNnfOZF0JgrDZi72/PwC8G2oyJts8tgoO3HGTvxL22bf3e6AdAzR817LtqH82ZzcfMpGk0\n", "GrG3t2f58uUn7EcL62tquMrHB8uECeRfdBE+HYKtxnp4sLqykiu8vXmiTx/+rK1lvKcn9/XujYiL\n", "Y4SdMwZPBUVvSflyvrMacp26wb+8bnMdnuOlWf1FuRcR+pTkHeR9WauLpIP/sQWP10Qvon+IPupn\n", "Kh8VxipJABy6S/pd6kv05C/Jx9xoxm+aH8Ig8J/uj5366Nd2QfIFjNg3AqcwJ/xu9MPOxY7QZ0Ix\n", "VHavGk+mZ5OcDKNHS8ksTzO85qj0GAHwV85ffPPTNzzxxBP8/beZkJAErrvuaVJTDSxatBp4F5hD\n", "VFQUM2bMINqafOuVV14hNDQMrfY7MjNVPPAA2NlBVXMVwl4w9fmpvPPOO2RkZtBkaKJhbwOPBj2K\n", "t5P0x//5xp/JzJSMK489JsUO6HQwNWoqb25/k7B3wkguSbb1M68uj22F27j7t7sJejOIHUU7jno9\n", "BkPrsu1YFBS8ypYtnYum1OXqsHOwQ+mkRB2sRl/U3hOo/OtyKr6tQJulJeCOAIYnDyfk0RBi1sTQ\n", "67Ze1PxRw84BOzn0xKGjzvRbVki///57u+0tA76jFlRG2NySDdJg4LXCQmqNRhQKxVHTAl9gTT9w\n", "g58fMVZ3tR5yAAAgAElEQVT10Mw2qRsCdSrWxgmK/6rGLiGRnY2N9Hdy4jIvrxOmfNbmaRFCUL3u\n", "xAZxi9FCY0oj7mOk2XTbfECOoY5MsEyQrvUocQGdwd5XWgG0HO81yYvmjGaK35ecC6J/iGZ0wWhU\n", "7sfOvOI6xBXXWOm34BzhzPim8XhO9MRY0bPjUwxVBiwGC+XflNtet0VfoqdsRVmn2sp7Lo+K1RUn\n", "3vE8orhYiltSKKCT6a9Oih4hAIxmI5etuIyZ18/k1Vdf5YcfSigsXE5JySbq6hyQSg7DyJFS4YRf\n", "f/0VR0dHnn76aR5//HHKyloHH2dn0Jl0vL39baiDpsAm1CFqvk/8nqu/vRrDNwbevOdNJtZMhAq4\n", "buB19O8v3eCJE6XHb79BrH8so4NHMyF0ApvzNwPQZGgi/J1wpn43lenR0/F38WdhwkIe3fAoOlP7\n", "/O87d2JTSXXMOnrBBRcwcuRI9u1LwmAAk6nxuPendlMtO/rtsOWkUYeo0RXobIOkeGQu2ffvZfj2\n", "4YzKGkX/9/rjPsIdrrwS30NfEvVZJP3f788KVhD1WhT29vZUWwue8+CD8Oyz5ObmMmrUKOLj46lo\n", "41JZbzLhplSy/iYlX7/lzHqrt832hgYGODnxyYABx+y3vZ0dpaNHM9nbm2GuruRddBHRbewE/Y0O\n", "OIx1o1RnoF82XH9AzU7DAHp/10SiXeIx223ObGZH+A60WVrS/pNGzYZWO0LHyFxhFhyccRAsoHI7\n", "+gDcIhAUdsdZrh0HhwAHMm7NIDkmGXtfe6JXR9Oc0YxjuCNDE0890tcx3BFdnu4IwWQxWajbfOar\n", "rAoh2Oa3jcz7Mkmfmc42v21kzW2firp+Wz05j+ecUKALIchblMfBG0694M+5SIsA6C7OqABwedGF\n", "L1K/4JlNz0AVqFxVjBs/jh07Krnuuhi2b0+y7plEYqIgM7O1itGSJUtslXTmz4fw8Aquv/4JAH47\n", "9BsvrnsRF2cXMhozuG/XfVABiXsTUbtLOt8fX/mRgN8D6Mjdd8PLL4PBoGDb7G0snLCQr/Z+RVZh\n", "HW5DN4DehcrmSi4Ju4SNszayIXsDb21/C6clThQ3tLqTWifUALTNQ6bVatm9O52UlGlMmbKZb78F\n", "rbY1b/zRqPyhEoBhW4cBoPJSYedoJ60CLBaa3/0JpaYK97x1OPVzQulsFYjr10vLmvvvxzLKwud8\n", "bmtz944dIATi/fdh8WJKCgq4aNQo7CwWevXqhcma7/6a/fvRN5sRDWb8/2zm212FJDc08GtVFVf5\n", "+BB0gjw2AWo1CoUChUJxRFCRqc7ElH7+2EWoWXY3XHd3A3vG7yHzHsn4ri9rXeVYTBZKv5RUbrkL\n", "pCC9lGFSorJ9V+xDXyp5zeyM3MmOATuo3yatVBp3N1L1YxUW3VFcKw8fltwr9u1jdMlowl/sXMqE\n", "jrTEBTRnNGPnbIfKQ4VTuBMN2xpQ9zn1PD8qVxUWg4WUoSntjP5lX5SxZ8Ieqv84c+7AJZ+W2IR0\n", "2RetM3x9cet3ZtaYqfmjBkOZgeb043uuGauM2LnYoVArsBhlN9gW8vLgGKUquoQzKgCajc28veNt\n", "Xt32KhH1EZgiTWyv345e78811wxFoVAwf77g119jGT9egaurgtxcwfr167n//vsxm6WZ+3ffwaRJ\n", "TezY8S3Nzc38ve1veAM09RoKGwpxcnLiqqlXwR6w6C2sslaCcXc80sA2fbr0/Prr0vOEsAlUaCp4\n", "c80GSL8eikcxrs84ro68mkF+gwBsz9+kfWNrJzsbnnuutV2dTjKyOjs7A1OAJ4D/UFDghk6XQ1VV\n", "FVkdCnm0IIQg4p0IlC7SwK7IyMC9TyPJ0Tup9bkcDf1wJVsqc9aiw2+r5tm2jZ3fvAXA45GPM2/G\n", "PNbfcw85o0ZhBzyjUDD/yScJ2rmToiVLCAVyv/ySepOJrfX1TK5wwiXWBWWwA5/NELyYks23uWVM\n", "333qg1vtplr0RXoG9/ZgkEPr2jZ4njTdUfmobAnZAJoPNHPojkMIi6Bxl7RismgseF/hTcCdASQF\n", "SZMFXa4ObaaW/VP3k6BIYPeFkuE64I4jhT0PPijNHhYtQh2oRul0atWtPOM88brci8iPIwmZFwJA\n", "74el8HPH0NOLpB3691BUPipynmh1B61cXYnPFJ9jOgJ0N2admaK3i9ptG/CFtBJUuioRQpD7bC7Z\n", "T2TbhEPtpvZJ9XSFOorebW1Dm6nFqZ8T6iA1utyTr098NnL48GEcHR2ZNWvWMfdZuxbaZDbpcs6o\n", "APBp8OFARQhU3om7xp3p46Zj1PoDXlx/02jQ6XjtwtVcO0JyPxwyBPbsgcmTJ+P4889s/1SK6uzT\n", "B957L5iioiJefu1lPr7nYwBSrKlsne2duWbSNYQWhBIUEMT111/PY489hk6nO2JpqlRK48LixdJ7\n", "O4UdFwRdwIcPTwVgdu93SLhtM73de6Oyk1QKc0bMYdOtm/gm7Rtbe3l5UqBZdbUUifzCGyYSD6ZZ\n", "z3IzISEZTJ48jMIiR+an/cYll7xEf6t3TEea05txHmAdJKuqYNAgBqTcjJ9DEiUu09Et+gDHWGtF\n", "IWv6Xw4fhn79JMmzfz+Jb73FKwsWcGfcnVwVfDkri4sZnZyMA7DE2udaZ2deUqnop1SS+8knbKuv\n", "Z6KnJ59YQnGJdWF83hjEhc7k7a3njiRHtDdmn1J5RoC9l+5Fm6nFOdIZXUHrH77fa/0Y2zCWwDsC\n", "bYFSAIYKyRhqKDcgDAKn/tKsu//7/Qm49cjBva3ufGz9WAZ+fpR/UUt94dMsbOIy0IUhG4YQdE8Q\n", "wQ9LAizwrkAurrq4nb3hVPCc4Ensmlhq/qxpdS09oCHs2TBqN9WeMP6gO8h6OAuXQS6MKR9DwGzp\n", "3gfeHsjQzUOp31JPY0oj+YvzKXlfcmX1vNSTuk3tVVZF7xSR9UgWxhrpe6pYVYHff/1winRCe/jI\n", "AMK2Ks9zhQceeIALL7zwuL+RhgYYNKj7+nBGBcDqN1cz6idfeP9zSreX8t/R0yB7F7Cctakp8Pzz\n", "0pT8nnsAGDpUEgDo9XDzzdz9oPTHnT8fHBwcWLFiBe9/8D4o4Zql13DBBRcAEOMfQ9++fcnPyUel\n", "UqFSqXjllVcQQhx11n377VLKiJZMBlHeMWCRzvXZSzEolfD881Kq3RD3EMaHjmdC2ATqdfV8uvtT\n", "9uyR+hkZCd7ecM89FXy1OZ/98cMBd2A8M2a8woYNT5Kd9TdBG82kpb0B2B3xYzBrzTSmNOIx1kPa\n", "8McfEBODwyO3ElD9NfqAWAx1KtSj+0shz+vXQ1KS9Kvp3x/UapKHDWMpMMTfH/fR7vj/pSHU1YsK\n", "YLajo61YyqZx41jUvz9uY8fyfUoKJSUl9FGr0RzQ4BIt6e79B7jy1qMwfbE0aOv3V0nScurUTicq\n", "afnTK+wVqDxU9H6oNz5X+xD+QjgKhQKVmwr/m/0pfrfYpg5oEQblX5VjrDIy5K8hjMoehVNfJ5yj\n", "JOE4TjOOwRsGE/1je2+doxpfGxqkPCDjx0u/py5GoVBg79M1JRNV7irUQWp2j9lNyvAUjJVGXIe4\n", "4jLIpZ2Q/Dew6C2ULS9jwOcDcPB3YOCygTYjuuc4T0w1JjJuzcDORRpaon+KJvLDSBp3t7dztbjL\n", "Vv1ShbHaiL5Yj3O0M86RzmjSNZQtLyN1QioNyQ1Y9Ba2h25vtyI821m1ahVeXl5ceumlxxVsr78O\n", "3Zl1uzsFwBVABnAYSd9xVDybpC6UlpTyyitTwdwLle/X3PLQ4dZMbWvXwooVDBsmVfS69pImagdP\n", "oB5Psn/YTU3sc8z/cz5+/f2oqajhioeu4Ju7JXVM4dxCfrnpFyZNmgRIggKkP2h4eDhFRUVH9Emh\n", "kALIsrMl/9v3rpeWA2PHSp8/+OBB/vhDEgAFcwsY3Gswdgo7Kpsrufen/zFsGBQWtkpu/4B38K3M\n", "p6YGYmKi8O9fRt++kmFbiFhefvkr65ml2WNDm4ArXb4OdZBaUv9s2SJ16MorYckS1IseQl8Fujwd\n", "6ktiJanj5cXmMWP4A9g5bRplZWXMtPqP9X3oITx/fYHKVC/CmqSYite3bqXs7ruJBzKHDeOetDTy\n", "HnuMvx0cuWvwYFxqatAX6226bM8vl9j6pvRQ0jB4Ojz7LPzyi9S/o6R/6Ihmvwb30e5MMEgDR/CD\n", "wcT+Fkvo/7UmbnMb5oZjP0cakhpoPtxM0dtFBN4dSM6TOVi0FtQhapz6SqsAB38HxjaMRemsxPty\n", "b1uytpg1MYQ8FnL0TqSnS2vrN96Qlms9nP7v9adxZyNNqU04hjuiUCpwHe6KZm83+AYeB0OZAQd/\n", "h3YG9baTFnOTmeaMZsKeDQPAY4wHTv2cMNWYqN/emjhPm6XFM86TQ7MPkTYlDX2hHnWgGvdR7uQ8\n", "lkPG7RnY+9pTubqSmj8lI78u79xQDTU0NLBw4ULeeuutE65qujtdfXdVBFMC7wGTgGIgGVgDtMsT\n", "fA8X4N30Bfj54azRoE89xKcfDWTOT5cQWFsjqTsWLoTUVLj1ViYFv8oNRWkcwIfboz7F1duBsB9e\n", "YdGg7wH43VtyYXzpoZdwU0suiMHurSb0pKQkvNukxg0JCaGwsJCBAwfy999/07slbSgQGipITFTw\n", "zDMADjB5Lr98M4/33vua3r1X8t57e/n223JuvrnVrfGe4ffw9orW6OHK2k1oG5Oorf6F0tLb+WXT\n", "vSidzMT2SuGrkGkQXQ8FK6HxPuzsNjHgkXUUfzORXbt2MXHiRAD0BXpbsJJthn3zzeDigvrJuzC8\n", "sIWaqhoi3okAhQLzRRcxKSUFI8Bdd9n6coGrK2FNTaj2rMOdQdzGbVwXfR2Og4dhN3UqQ776Ciet\n", "kjtTzXwS68Ji81MsYCG5P//M1ykOzLt9HhiNOCEZugd93BvNF/FotodKwRMffACTJkkD6pw5cIyI\n", "3JKPS6j5s8YWWXs8vK/wpmZ9DaY6E70f6k34onC0h7WoQ9VHrJTaDkj23vaMrRuLykOF7zXHqFqV\n", "nCytmMLDzwoB4HV5a24k91GS7cp7sje5C3Lp/XDv01Y1dZamtCYcAo+tMhu+fTi18bX0mtmL4LnB\n", "2NlLE7yA2wKoWFlB9a/V6Ev1GGuN9LqtF3UJdTT8I014HIIcUIdIv/WolVFggapfqyh8VUrzUvpp\n", "Kb5TfG25mE6HBEXCabcBECfiTvqYBQsWcNdddxEUFHTC7+0YmU16PKOB9W3eP2l9tEWAECGOS0TA\n", "4sViXWqa8KBWDOeQGDzzAxFPvDjM/UIcOCCEVivEgw8K4eYmQAhHmgUI8eIjZUIf0Vf0eauP2Jq/\n", "VbAIEftBrOgsTzzxhJg7d64AxLfffiuEEMJisYiDB2eJW299TYAQsbFCgBB79xlFfDzil18QP/6I\n", "gCVi/PgModXmt2vT5TLpOK4oEfHxiPh4BDgKOzuNtB0h5s3fJ5zjfxeK+HjBqLFi1qx7RZ8+M0X0\n", "xAoROHSoAMRLV74kLBaLyH81Xxyac0iI3Fxha+DLL23n23ftPrF7wm6RkZEhvvrqK/HO5MliOAg6\n", "PERRkRB//CGExSLEDTeI3IVZIp54UfZtmRBCiI1L94oPon8X8cTbHgtY0K6N0h07hJZeYi8vCROO\n", "oogpIoO5Quh0QmzaJMTSpVL/5s496v0u+7bM1nbh24XH/W4sFouo2Vwp/hmzUmwOXyMadjV0+ns9\n", "IWazEAMHCvHjj9L9ACFmzRLCZOq6c3QD5d+Vi3jiRelXpUII6R4l9UsSjXsahRBCaA5phLZQ223n\n", "r/ixQsQTL3ZP2H3Sx+a/mt/ut1XwZoGo/LVSxBMvMu7OEPU76237xhMvtIVaUZdUJ5L6JrU7rm5b\n", "ndCV6ETekjxhamr/faWnC7Hb2jXgtK61u0hNTRXR0dHCYDAIIYRYuHChmDlz5lH3PdY1WP+PXUJ3\n", "rQB6A4Vt3hcBozru5OyYQqFOyZyoC7iyqA575UBeN+9B79RoPegGPA/74jvIEZYuhdBQeAz6c5g0\n", "BjP+Wk8UH+QzzPcKxoSMAdrP+E9ESEgIDz74IABr1qxhxowZVFevobx8BX37Xg9Ik9k5c6Ci4kdq\n", "quHjj8ewbt02YCmbNz/Nxx9fziOP/Glr04NLUD2wHrtpzQiFA24ujwCv4eKymsbGW6WbExTL+wN8\n", "8VCpKL1vNg/ccQc3XDWSbXvqGPDOU5ROu5GV61Zy3d/Xod+op/dDveHdF6UVwA03SMEKVmJ/jUUI\n", "wU033cT333+PWqnkLyAoO5t+/aRI4KSkJKkoQssK5/vvCdGZUTioKPm4hLpNdaiW1RBF+1n5UNr7\n", "sGdt28bYCQMZPCccbtLhQA0GRoBaLfWpzOoO2Hx0l7/0m1sXgCdaAWRk3Ea5eQVYNU7OA04vn5GN\n", "ujqpTFxTk2S3aJmBrVghrTat96wn4j/dH69JXqi8pL+tQqHAdagrzYeacR3iys6BO0Gc2qz0eAiz\n", "wKK32LLQOoacvGdT2yjrwRsG43WZtKIZXToadUB7b7KW/qsD1ehyJLXPiL0jKHi1AM0BDfun7Ke4\n", "0o7GYHdibpXaqa6Ghx6Cv/6CnmwrTkxMJC8vjz5W386mpibMZjPp6ek2p5V/k+6yAXTqK2jWzQL2\n", "kTf/d0jcj4+9DgUQ8k+rV8f+69oEhsyZA4Cvu2QMcutXjr3RzC+z1tqWUieTwVPZJnp19+7dlJev\n", "5NChuwgJeZxrr21g+/Z45syR3DAPHryJoKD7cXRsUfmU0afPD7z77mvo2qgmS6rDqQ8N5D/2+6lR\n", "j2JRvB+MGIG9/bvAMB56SHDNNXB7YCBTfX256qefAFhkn0pFRQjOjo38Z/h/2Mc+oi6LImffQZxW\n", "vCJFlj3/vOSi1MExWKFQoLLm5Llp6lTG/vYbffv25d1330WlUnHRRe0TmAEoHZX43+hPfWI9lT9W\n", "kvCI0xH7eOPJeAdX7lLMBiDu0UchJgZuvBFWr0b9xlM0h09Ec8Cqh54yBWbOhEopbqH5ULMtz0+L\n", "MXfYtmEE/y8Yj3Eex/xedLoiystXtL9Gpy7yDffyggsukB4dl98REUc/pgdh723fPpI5zJHmzGbK\n", "V5XbVDNtPYP2T9vPZtfNJ11Doui9IhIUCdQm1JL3fB5bXLagzdYS+ZEUVHiyOARJfYv6Jgrvy71t\n", "sSEdB/+2KJQKBv0wiOifo3Ed7IrP1T6ULivFWGnkbkYwea6kCjt4UCr3+tdf0nGWHhxGcM8995CT\n", "k8PevXvZs2cP9913H1dddRUbNmw45jEJCQksWrTI9jgbuIj2KqCnONIQLEa+8rTw8TKLP0gQcwa/\n", "I6LdKtst934ckCi2eG0RjWmNwmw0W5dMBtH7wVsEC1SCRbSqRYQQi+IXid8O/dbp5Vhubq6IiIgQ\n", "n3/+ufDy8hKbN7uL/PxXhcnULHJyFor4eMTHHy8RxcVbxNatfsJisYiRsSPF3P/NFfPm9RcTJ0oq\n", "KXd3g7BYhGjU1Qs8dYJV28SaxBBxY/y9ggkTBI8/LpKTk8XDDz/ccS0nBIgm63NYwGHx8jXviuUs\n", "b6d6aUYtRFCQsOTnH/1ChBC33XabAMTKlSs7ff1mnVnEEy+y5meJ4cnJYmdJjajbVic0GRpxY1qa\n", "SL0qReQ8slf8E7hVfNWiSkpMtB1vMVts35XFYpE2JiQIMW6cEEKIpH5Jts80hzXin97/dKpfVVXr\n", "RGrqpaKsbKUwGKpEYqKj2LfvapGTs7DT13ZMWn4vZnPrtrw8IV57rVUVdM01p3+ef4mi94rE9sjt\n", "Ip54kWCfIP4J+Ec0ZzfbPt/qt1XEEy9KlpUccazZYBbV66vFnsv3iPLvy4UQQtx1i1Ek/m0W2yfv\n", "a/dfjCdeJPVLEpoMzSn102K2iNrNtcJitpzahQohtIVaEU+8+HnUQdvXmJ4uxMaNrV8rCPHTTz1X\n", "BdSRRYsWiVmzZh31s2NdA12oAuouVEA2EAY4AHuAqA77iI0bVcLdSSMWs0/M4bC40q1QxBMvdrl/\n", "JT4Y8JKY/tz34tADh0Q88eLAzQdEZuYjIj4eMWeFvWARgkWIxydZv3WrTu1oaLV5x/0STCaTUCqV\n", "Ij7ew7atouJHsXKlNOjNnest3nzzDvH5558LZ5xF1qossW7dKjF8uLvtR/f886vE558PEkFBWWJR\n", "/Hjx+0aFcP3tG4Gzs0jIzj76ia0HbwyXni8buFb837iPxTrWCZVCadPBbwdRYB2Aa2pqjtrUDTfc\n", "IC699FJhNBqPe60dyXkmR+iKdSJ42zaRr22vP67bWifiiRf/BPwjLCBcQNTV1bXbp2VwKP6kWNqQ\n", "mSlEeLjQFenEFq8tYrPbZpE+O12kjEiRbBknwGg0io8/nikyMx9qPYfVlrJjx8CTurYjqK4WwsVF\n", "eu6IydR+FGkrIHowVb9XtRukd43ZJWoTa4UQQpiaTSJBnSDyX5H07y00pjWKBFWC7b8VT7xIHpki\n", "dLrWy1crzKLgzYIjhICx4eR+X6eL2SyZv4QQwqyXJizv3l4tvN3MwgWjeGp0ufjmGyEGDxYiLU3q\n", "e0zM2SMAjsexroEuFADdpQIyAQ8CG4CDwHd08AACqNp3ARMDf2EBsXxIBH7NJuZ83MQgzd1snppF\n", "gv51HJc4krkuk8rCBIqL3wFgjI+CjFtfw9/Fn1fHIqlECltNDtP270djbl0Gb98eRmPjnmN2VqlU\n", "4uHhgF7furStr49lxgzo18+Jt96q4dFHv+DOO+9kMIPxcPEgOnoMBQUOrF1bwLBhm3j22RtJTb2E\n", "IUMSmMBmnJSgeeVDmDiRMZ4hpFzQQb9nVVSufv9BUgOhLKoP7roqlmy5h/99VsFFK5ZyCZcwMPxS\n", "7g8M5JEJksvkM5Jb0hHsSksjdt48myqos4QvDudzUUWRXo9/h2yeHhdLahqLwYLizjsJ8/e3VV5r\n", "od/r/QiYHUDewjy0uVp0doGIklK0GfU4D3TG9zpfyj4rozGlEe//tHpgLV68mLy8PD7++GOa29gM\n", "tm/fzr33fo2v7/W2bRER7zBkyN8YjTVYLCeRHXPKFCmd7JIlktdPWpoUTXi0IulKpaQ72LxZ+rwT\n", "FcZ6Ai1eM7b3wWpbOgZtthbHMEeC50p2seTByZiaTKTEpiBMgopVUs4nEwquSI3lvvsECuvYohd2\n", "+F3vx+A/B9NrZi/sfaXfxrHyKXUHQsBXX7VW9juYacfljGdzthMPPAB3kcPnSe7ccov0lcXESClY\n", "erIKqKfRnXEA64ABQATw0tF2iIwYwZRnlnBVHylrmu8N3xDSu4btf+mxBHtR4bCTZbuXcf/OexHP\n", "P4BLyTSa7C8m2MlAaf5jjPMN4Y4wsESEQ3Y2Wm0OlbXb2FCVS0qjZEg2m6XBpampfS77camp1Blb\n", "o0UHD3Zh7dowzFbB8fvvUqWxWbNa/dpHDx/NkzzJ/mv241ntSUNDAy+/MJPnmw/h6lrL0qVL8Ymy\n", "6pGFwHXvXpa98QbaHC1Nu5vIfkLK+aMr0FHz5mY0bjH8HtRI/iXD2Vm3gJm+a3FQ6RjxSymLe9+P\n", "um8dlUPC2V1ays+JiVzz3/+Sk3Nkhagvv/ySovJy3lapjvArLtXr0R/nH9FsNnP/YSmmwfEoGT0j\n", "P41k4PKB8NlnBA8bRkGbwqT5+fmEzAth4LKBeE/2ZkffHWyPSKGq942Ydqaj8lLhPKg1zUOLfz7A\n", "s88+ywMPPMB9992Hi4sLX3/9NXl5LzBjhlS+Tadrze8fHPwwnp4TcXaOpKamrWbxOJSUSPVBV66E\n", "Z56BCy+UrITDhh37GIUCxo2DgIBWg3YPxyXGhaFbhqLylAZmO7Ud6TenU7S0CO1hLc79nW2umJo0\n", "TbtgKlOdiV639iIXF6pNDnz5pYLxVLL4lnrcMFKnUmMZ5k3kl1GYtf9exPGqVVI6eDs7aClB4eQk\n", "BYIasWPdLkfC+tsx8ef+lCMZpOfNk/YbPBjK5Ro6neaMRgJHXXwvUQ4Hmb98On99EcbV9zzDo25S\n", "DmXPSMkD5YeDP+CnBoPRE/Oz89imHWc7/qn+/bg1FDYvSITsbHbs6MeBvRdzr/iYyvdWoM3WYjBI\n", "v4bm5kyEsGC2WCjT69laX09BmwjQIUO0LF26mieeeAKz2cyOHVKa56FDPGhcOp+KHyt4s/ZNPJBm\n", "xdVrqlmWkcGWpC1MPzwPO4X0Q7w8yx0WPM/610Lx8vJi9oABGEqlWWvhq4UULS1ie+h29s0XJDcu\n", "JbUslUtm/B/upRF4ai7h9SdnsevQJBQKN2I+KSM21AWuuAKA5H1vkpMzEIvFwtTZs7n16afx8PDg\n", "jjvuYNCnn4K9PZVWoXZQo6FYrycoKYnXC9s6ZLVnZ8PxI0mD7grC92rJlz44OJhrrrnGtgoICwtj\n", "2bJlCCEY+MVAhiZIA1F9yJUYv1+Pyg38FFtxv9hdKqvoKg1SLUJq3759tvPMnz+fjz5aQFGRNPPu\n", "KOgUCgWennE0NiZzQnJzpVk/wJdftm5PS+tctPJZJAAUdgo8x3oSsTSCvi/3RekuCfGsh7MoXVaK\n", "+8Xt811lP5aNylv6Hrwv86b/u/3h9cHEqSTD/dBL1Tz0vgcGtT2BvRX4+UlZbQd+PvCUjL+nwowZ\n", "8ITVYrhpk/Ss00l1PoYNA02zgqAgiBwgGcOvGaPn6quh/NtyGrfUMuoIf0OZY3FGBYCTTyzDh0l/\n", "6ODoG3ES0ThapB+i2bkA7+UFZFRlMMDDnSKjEVOtiZzsXGpLVgPQaPze1lZ99n7QOiLMSq5WrMV3\n", "7MPsmLGUHTukGmpaTRYpKcNYvecOApOkxGFG60BkNmuIipIGzq+//hqVSsWqVavIzc1lSt4iXB96\n", "nQPXH0CXq0Pt3kzvkGSK3i5im7WCldaipaFxLiH2ywja30DRVj2um6/Dp8CH5sPN7L92v62fWQ+3\n", "Tz3hv9GfOGOc9CYnlMixv5OReQGJm9+kIUzLmnc/hfXrgBTKskIpLR3Fiy+9xC+ff86Kl16ioaGB\n", "N+bENYwAACAASURBVN98k1x/f8IdHcm15jeKTk4m2HqdhuOsAPamTSFM1TkPkeHWsMSioiL0VuF5\n", "9913M23aNEDKWzNg2QCKEntxaM9kyM7F+cmZDN86vJ3nSlNTk62d//73vwCUl5fz9tuSJuaGG64l\n", "O/vIDKkuLrFoNAcRQtDYuPuIz8nNlR59+0pRyVYPK0AqEN3Y2Jrt73gEBsJRIsR7MgEzA+jzRB8i\n", "3o5g8J+D8RjnQc0fNQTdI1Vpc+znSOgzoTTuaCR4rlT2MubXGFQeKqqNDgRatLzLbhZ85cr/s3fd\n", "4VEVb/dseiUJqZAKKZQA0jtIUYoIiBQbiKD8pCkiAiIIoUiTIiIgHaUrvUoNgVADCQECSSCFkIT0\n", "tmmbLef7Y7K7WVIIEJqf53n22d07c+fO3L0778xbzmtlpcuOERwsXFCdRzuXc/Wqg3oDa2UlHLbC\n", "wsTGTQ31Zzc3oF494M7n4fh9aDqoIu58cgdR30W9tsFTLwMvPR+AUf3msLcfBEfvd9GyUzCMTWoh\n", "z6wjBst/wLolzXG1zzvwq5uDKGkecp1ykRCWAM8Eb+BYN512QnqtAEwLkT1hp/bg2N/E+526SMvY\n", "jby8GzDP2QMnCJIfqUKBq1ebICPjGBo39gBJzJkzR3O6h4cHOH48cqGlCXbJ2QTvB5Ogb6SA9el8\n", "LP34LNwcWgBYjRy9abgZHYIh+AkBBddRAzWQfVaEv5t4muBNpdDjOzVNghu2INUrDFP3TEV4r3AY\n", "+RhhV7tDMDYWPqUzpn+B9VtlGPeZOtRf8BpJpR/ix2mzAdSCUfEuqcuIEbA3MkI7KytsTU7W2D+W\n", "eHpihbc34svhuhl88yLeUJ1DoHceQps3f+xvNXr0aLz99ttITExEQoKW+nrPnj24eVMQ3R2NOYpc\n", "iAledbV4hd+/v4heLkZJ+o1ffvkFp045o1YtwM7OFE2bOkEiMcHQoUNLXd/U1AsFBXeRmxuCa9ea\n", "gSyhlkhMFBP/yJHi+82bgrtjZ/HzcOJE5UlVGjfW6h5eM+gZ6KH629VRf2d9+O72hWF1obtvfa81\n", "as2uhVpza8HxI0cYORhBz0j8/ZOTAa9+Vvhwrytsa2rVgO++K1b/d0pZ754fsrKAatUETZP6kZw4\n", "UfycR48KL+NiPkQAgKmnKaRBUuSH50PfUh+5wbnok1Qxvfp/0OKlCwAA8PXdCWvrDtDTM0Kb1tFw\n", "NxO5V22sUyDNPgIA6FVvOM4anEWtW7WgH6wPoz9mAPMnAyPWADEemrasQ20heX8Ljh3ZBbg9gKSo\n", "GqD2nT3UCzJJNWzHx2iNy8hRyJCbex3h4UNRrVpLAMDnn3+OrKwsSKVSQKFArkFdXC3Bo28AYVvw\n", "Tv4B3Udno/E2JWwadoRno0aobmaBfyD6e5oB8IAHrv1wDU4znWB8zBhZsiy0SWyOOsEfoTbWY1Xr\n", "32DoZoiihCJYNbLC3l57kSvR8uHMmPE9Nm7U3qcmc9T690YAolFUexemHjqEYxkZ6G5jgxE1aiBI\n", "KkWaXA5XY2OMd3WFl6kpogoKkKtQ4HZeHlKKdy1pRUW4nC52JnnZJ9GokpOjr68vIiMjERcXh/bt\n", "2yMvLw+jRn2JXbvErmzoxKHojd6oNj0F9Q61FUFie/YIXXwxzp7dg65d22DCyJFw7t8HenoJ2LAB\n", "uH9fivMjZmF+8TIvZ+JEsSRMSwPs7GAmc0BBQRTSUvcCAOLi5iM395aIAlIHuR0/DqxaJRgC7e3F\n", "ip+sODfno2jVCrhcdqa31wXGNYxh/37pHMbuU9xh6mmKzEztxJ6cDPi8ZwX797T1o6JELlpPT+DQ\n", "ocrbxBUKTRjIEyE5WbCJxMaK/BkSiXhsCgsBV1dh4O3RAzA01GUZcfjIAWkH05BzMQe2fURB0R/l\n", "qzz/gy5eCQHwKCws3gAAzLr1JwDhseFh1wo+o33QPbI7Mv/JhNv3bqjhPgymeo2AQMHSZrTMHenV\n", "CWY6Q//tGsgvrAYa5aDfumKvj1gPmErEimii/loU5osJUKnMha2tMD5KJBJYWVnBwsICiI9HoZWu\n", "96o5hP7bFhc1xyY2cECwgwMaZEbhKk5gxbBhaGdoCE8rY1ikWKDfg35o8UdTzP/IBb0mW0I9Fem/\n", "7YwW11oAEDuEpjWawi/CDrZuyajmnKhpv23bAsyZA7j0yQZq/AXgHQCAc1pN3PPwwN60NHSvXh2e\n", "pqa4lJODXampsCv26Glgbo6A7GxYBgbCNygIjhcuIFMux6z791ELMUiHHXJzy/eQehQDBgzAjh07\n", "EBcXB1dXVyQnL0SDBqsxa9YsLFkyV1Mvt6sT9Ht1Bdq1055cLHyOHJmP+vUvYt6AbkjwENduPE54\n", "Yxn+73+otXgxGllYIHzRIkHV7OcHpKdD394Vepn5uB8ndmkxMdMQHv6Z0BMAYoV//LjYBfz8c6XH\n", "VArNmgG3bj0XltCXiYwMrYpl7lyxiiZF1qmaNXXr1q4tDK/qZEbLllXuGsuWAQ4OuiaU8+eF/r4i\n", "XLgAfP89EBmpvaaFhVg/VAQTNxPIk+WI9YuFXW87uHzzHNNn/QvxSgoAd/epkDRKgn8DV8ySXoS3\n", "737Y2/fHJ4M+gXOCMxRZCjh86IA6q+ugVUQrXBk6Fe9jN9qN24TDvcT0entfDk4aCZVLlqWYDOMe\n", "toSZSoSzmzETFg+nwcysHry8lsPW9p3SHYmIQFj617B73w6tYlrhTWVHVHtwHLhwAZmWlvjf2ny0\n", "/nInPvnxc1Q7eRIOANIBtOraFYH+/hgrWwuPDe4IdwnHrjrTsGB/Pk4WB7iO7w40q9kcRnZG0DPR\n", "g1V7KzR1aoprD69h6YHjeOvbLegxcA5Wr26KqVMdMG5cKGZ6eKDLxIYwq/EdDAyIhKum2HlAiUs5\n", "OehsbY0axUynE6OjYVKcWL1GGVz3LhcvYnlCAibbpqBhzUEoKnp8YpGAABMUFaWiZcuWiI2NxdCh\n", "QxEfH4/8/DuaxfeECVMBAH379kVaWhoAIK+2Ac74FzsuFzOy3rmjRP36QGjU+4gaDdT3A6xvAFC7\n", "uJ44gR65udjftSvQti2wYoU47uiIFpNs4LPMCE2biBW6np4xEBEBvP++WNK+/fZjx/JYmJkJKu3Q\n", "0Gdv6xWCra1ILn7/vjbBeGoqcO9e+UHQ1tZiFzBrltCyPQ7FP7uGrYQUmjg/P6CCYFfExAgTzc6d\n", "uhn0Hgd1Gk9ZvAz2A+3htdQLbVPaVr6B/+d4JQWARKKHVlbC88TfMhEuYdWgZ1AdhjZiIq/WrpqG\n", "WyRRJsMygwyYpwpjr5X5ftQwmAPng9exVm8EJmEBAKBjRyXc7BvCNX0TmjW7CqlRI5gVXkbt2vPg\n", "4jIW+vqPZFyOj0dhj8EAANcJrjD1MIVETw9wccGNhg1he+AA6qRch4lnbfHPOnQICW3Fg9f044+B\n", "du1gZGoIj8RtkHc9i/cu6O6hv/hgAX7qIjxVOhZ0hN27dvi44cfo4dUDPb17YuKgjmgzaDZ8fEJg\n", "ZpYLqfQqmlha4s9B9ZD/0AJeXhJhEIs3w2BHR1gYGEBPIkFIcQ6EN62ti++lBNL27THD3R3uxsaI\n", "a+GLjsVldqo42Nh0QVFRUrm0tHJ5FmSyBJAyhIR0gKGhoSZxzfz5cyGTPYCX18c659jaWmoEQH4x\n", "G3O+G4Br11BY+BDx8QWo4+yG3GJPT7vzxSeqPXfy8lAHQKKTE9CtG4pER4CHD2F8Jw01A6vBMt8V\n", "depsRE7OBRSk3RI6gqpMntqypaDf+BcgLU2rAfvtNzHBrlolvnfsKPTt5d06iQToVmxuO3y44utk\n", "ZmpToao3T+oQjzlzNM5speDvL7x9atQQnrsNGlRqWBrU+KIGavyvBiR6Ely/DhjYPluCn/9PeCUF\n", "ACB80v3raMmwDQICcDg9He3S2uGN041RWAgUKFTwnheDgtO2SBhXB9/oe+H7ff74RDEfsx/MR8vR\n", "DVEtYSD6BPmioEAPbr5WUJ1phPRltoBJIwCAsfEjfPFFRUIZ6eqKPNSCVVMDWLXV5a35qzhpeoeb\n", "NwVBHQD06oXf/vwTN2/e1Hq8uLsD06bBoENH0aa+vvBGIeE7bBL09XT97uvY1cHRT47CzswOrV1a\n", "4/u+qfgxzBBW9l+gsDAWgNiqb90q9LOurkB3RQ386K61GzgX75lH1KihOWZhYAC/WrUQ3aoZooIc\n", "4K0nlLQFBdEwN28AAwNrSKUlkhgXgyTOn7fBxYsuxfUjEB4+HD179oSJiQmKijogJ+civLwWAhAT\n", "i6EhYGAgkslkZQUi3ldwOUV92x9d8vNx58w8GBoaoU2m0PPX9/oTekuXA1OmiIseOQKcPQubmTOR\n", "mZuLmP79YQwgOy9PzEZ6ekDt2pBERcHR8SMAQKZesNYGUFVo2RJYvx4oEffwuqIkx5itrUjfAAhh\n", "EBEBTJokbmt5mD4d6N5dcOhVhJMnhenk/HltKo9Jk8R7t27av0pJSKVAly5CuPzxh9htVJAhsUzU\n", "WVsHdVbXQUiIcBO9cOHJzn/R6NSpE0xNTWFpaQlLS0vUq/coScKLwysrAACgpYNgjDQrEBI9WCqF\n", "oa0hflmuB1NTYHRINPIbpyNzrQvsFKZY2sEFNvev4xqa4wD64AunExhtWguS8/awsAByrMyQtDkJ\n", "sT/GwuqaIFRbmWYEeUk3yb//BsaMQRra4SYWwtDdulS/kop12XYTJwLFLpAA4OnpiQYlly8DB+qe\n", "ePSolrGqEjAyrAbTap2QqrBCQcE9FBbeR0HBXbz77mXUq5eNmjXzYZFuCh8z7e7FztAQzkZGcCtD\n", "eZqfHw4AaKcXDICQyR7A2NgNtWv/jPDwz6BS6TJuZmcHlmojPf0gfvrpJxw7Ju5L27YpMDZ2Bkn8\n", "9ddAHDhgBlfXcBw+PAfx8YuRzGzU2APMOnke/gCGfL0GderUhklsPlxj28DaoZsguJsyRaRi69wZ\n", "6NAB1h06IDMzEwGXLgEQLIoavPkmcOIE9PSM4e4+HZGtApHrIi/V12fCoEHCuPzXX4+v+4ojLEx4\n", "1kyYIHYDM2cKuTZsmFh19+xZ8flOTsCIESIZU0VhI6mpwtmrdWsxsSckiHWPhYUw6KakCJXQiRNa\n", "J6uTJ8WK/+RJob27fRsweco0yupsqEePPt35LwoSiQQrVqyAVCqFVCrFnRfpZvUIXmkBYKavj+z2\n", "7dHcUUxwETmFyMoqXtHoEVtzE9B9RwskXTHXPFBGRmJL2feb2viw3QN4ehankQQQLTOFMltYo6yu\n", "dMV32b9jzq00GJ09i/tqSs/VqxHW/BDCTWYAgCYRe0ncyc+Hk5ERuvv6Vrx0+uEHsUwHgN27xer/\n", "CeFg7oB0hRXS04/i0iUPXLnig+Dg1rh//ydkZLyN6GhdxaxEIkF827YwKKNfBQUi4re5cToK2zWD\n", "RGIIfX1TODp+ApUqD2fPGkImE9a7xMTVuH69I4yNXdGhQy46dhT3R6nMx5kzEqhUop6RkdZzpHnz\n", "nejWLQsffLABYWFKZGaGoedAKQ6l9sDuQ6J+2F0ZJk6cDqSlwTP7AxgZFbOrWloCGzdq/v3W1tY4\n", "e/Yshg0bhpo1ayJMbegFBJ1DcfRyNQh/wFSP2Ce+txWiWjXx+504UbXtvgTEx4tV/KJF2mOursLU\n", "kZiISgVO9esnUpzu21d+nZQUYQDW0xMrcbXpRiYTKVb19IRg6N1b2NkVCmGr/+Yb7V+jjGD0SiM4\n", "WAiguXMfX/dlozyV66O4G1LFC5tH8EoLAACoZmCAA40aoNZBL5wOL4CNDbDDJwxYFgJ5pgFcLY3g\n", "6Kirw+zUCbCqWwOSG6HwrJEPNX1NVK6YXMx8zWAQqsSi9+pgWrHb/0OZDJBKwavBSL1qDkWhsDfI\n", "4nU9Qe7k5eFCTg4uN22qUbdUiHXrgC1bhJGyImFRDmxNbZFSZAoTE49HSggHhwdITHx8Zi01ioqS\n", "oK9vidTUv3Ez9E0YGgo7i0QigZPTMABAZqbIbRATI/QEdeqsh76+OfT0jNGqVTRUqrK5/tXt6OkZ\n", "wtt7GJydTXDzppikv9vxD9q2bYrmzQEzQ2Cgk4vGtbM8VKumjWCdNm2argCwsxP6iL59YVv7Q3iu\n", "AArweEP2E6NLF+FV9JrwApWHBw+065CnhZ6ekLsVacRSU4UAAIA+fYA1a8TnOnXEu4uLWAepNR6G\n", "hkJVpLNRJsVW4zGR2EqlrmoLEAJg9OjXw3Y/ZcoU2Nvbo3379rq720dwekP5/7eqwItjdnoGWBkY\n", "YF4fW3xYFAUYqgB7GdAgB0g10ugaS8HWFjhwABb4CJaW+yGVArFSI7QAYNfbDslbBEWEp4ExPE0k\n", "aBMSgvBr+nD3bgPDJEO0TWqL3NBc6BnrTtrh+fnoY2sLt8ruU7t1e3ydCmBrZou0gmw06xSE9PQD\n", "kEiMoVLlIzFxFezsEpGXZ4KwsGCYme1FrVqzK2yrqCgJNjbdkJa2u1SZh8d06OkZIzc3FDk5QZDL\n", "hZ3DyEibm8HUtJbOOR06lJ+P1s7OAj/+qE2UsH//MVy6ZI+GkaOE5VFfHygj2EuN2rVrIzQ0FA0b\n", "NkRQUBDWrl1bsnEdP32bdA8kVoYi4knh4yNmr6SksgnkXmHk5QkfeqlUTIhTpz57m9Wri6CsKVNE\n", "nEB6OtCmjbbc318b7zdggHDqattWq0VzdQWGDxefAwOFd9DKlWKzpUFQkJAIgweLJD1lISwMB09X\n", "Q7+vXTVurXK58Nx9443KxfudOVM1KTQ7dXpyYs4FCxbA19cXRkZG2L59O3r37o3r16+jdu3apep6\n", "rg4Fl3XQeDuNH//MXX5l8ETUqHKlkvD3p+nABPqeDCb8/Ylfgvn99+WcUFBA7t9P2toyK1PFrVvJ\n", "b7CEMa7jWXA7jSFdQugPf4b2CCX8/Sk5JehuY33n8WrLq6WaU6pUvJ2bS/j788OwsCfq+7Pgt8u/\n", "cfSh0TrHFIo8DUXy6NG/sl69MJ46JWF8/ComJW0tt63w8BGMj1/JkJBOjImZyaCgZjrlaWlHePFi\n", "bcbEzKa/P5iQ8DtVKt20eyqVisHBHXjzZr8K+/2//w3VTUlZEn/9JXh7K3kfc3JyaGZmps05EBWl\n", "5S3evJlKhYwBAeaUy7Mqbuhp8Oab5KlTVd/uc0b//qSBgfY2VUW2y4gI0datW2TNmuLzypWiLDub\n", "NDMTGTbVAMiBA7Xfz56NIUA6Ogqq7cuXS7BunzxJ5uWRO3aQrVqR9vbaxvbtI62sxHd1Cs/ilLJ3\n", "7igIXOTNm6S3d8lrvz500D169ODy5ctLHQfAw6bnmXsnlySZkaEe+qufD6AyeOIbNfJaFP93LoaN\n", "rlyhXot0xsQrK6ZtV6nEgxQfz+ho8izaax4e6aHbTNqWxED7QP4Rn8gmO86IpBr6J3lr0C2dZnLk\n", "cva9cUMIHX9/huXmPnHfnxYHIw6y2+ZupY6fOOvGk6clPH0adHW9w99/b6YRCmqoVAr6+4NKZSFJ\n", "8saN3kxJ2VvutVQqJUNCuvDMGUMmJKyusJ5KVTFfvkqlYuPGjdm6deuyKzzhjGRvb8+xY8cyLCyM\n", "lMvJRYt0yoOCmjEoqAllsqQnavex+OADcts2qlQKFhWlVeqUW7c+eGwOiueBe/fEhFpYKOZLgDQ0\n", "JDdurLprDBpESiRkly5a4XLvHunpSfr4aOsVFhYSIA0MNnDx4sWUSqVs374TAXLDhlDdRpVK0ZCz\n", "M9mvHzlunPju60v26KG90KefCgFR/N0LkWzSZDABsG7dKHYr8Td5mvnlZaEiATAHNxjydTRJ8ujR\n", "qhcAr7wNoCTqOxjBwKEI2QoF7gWYwsNZr2K1ukQiFJMuLqhVC2jdUKtP008JheNHjtA318eAvGr4\n", "bv5RFBkpQaU+TGrpqneOZWRgf7oIILM1MEB988rr3Z8VzWs2R1BCEC7FX0J0ptYPb292d7x3gXBz\n", "m4R69S4jOlowYOnpmSEnR/ivFxYKha1UKpSlRUXJWqNrGZBI9GBr+w5IOSwsmlZYTyKp+NGRSCQI\n", "DAzEyfK8np7Q2ufm5obffvsNAwcOxLmLF3GpZIQxgEaN/oGlZUvExMwot43MzNMaI3el4egIVVIC\n", "rl/vgvPny7dZqBEZORapqTtx6ZIHIiK+fLJrPQOSkkQw15EjQECAcLm0tBSG1nffrbrrrFsnOPpL\n", "GoO9vIRKqGQqin379gGwgUIxCgcOHMDMmTOhr094e/+D4cNb6dCKa4j3EhKAvXuFrqiwUBz/pwT9\n", "959/Ah9+KCi7AUzBMISEbAEAhIdHwdERQsfUp0/VDbiKkZ2djWPHjqGwsBAKhQJbt27FuXPn0KOc\n", "IIkYu+qI2ZSKqSYR2LJWgc96pFdpf14rAeBibIz7hYXIUihgVdnEJ8uXi/egIBjeDEaGqTMyYIP7\n", "w/2QcDwMhpYKyFdug3OsDVaMFpPSownLk0vkDfA2eyRg7DnDycIJ3rbeaLO+DTx/1SYsd7BwRq4C\n", "2J9sD2dnE5iZLUH79lK4uU1Caqrg5SkoiAQAhIS0R15eOIqKknR0+mXB3FzER1hYNHrmvpubm8O8\n", "ioTljh07EBQUBFtbW3Ts2BFt2rTBcLVCGYCRkR1cXccjI+NImeffv/8TQkO7Ii5u/pNd2MkJqZIA\n", "ZGeffWxVkkhMXKH5/vDhGhQVpSE0tDsSE1c/2XWfEOqwj8hIYVpp00YYXUnBqllVsLQU6nlLSy3P\n", "nhol3S+Dg4MxePC7AGQICAjAokWL0Lp1a/TqdQxAIU6sWFGysrCVqaPTWrYUHBB16wpDAaBjD2B1\n", "W7QyuIp4i2gA6iRGiejVC8KT7ODBqhtwFUMul+PHH3+Eg4MD7O3tsWLFCuzfvx9e5YRit55kD/Oc\n", "ArwtewjsSUDWP19UaX9eKwHQplo1HM7IQLZSWXkBMHas8DNrKcjeVkyMhS3SoYIenLs3gMHNi8hY\n", "dgEmcm9M6V8PE+ZKsLmeCqczMzVNrElMxGJPT+z29cVqH5/yrvTc0MpZ66eXni9WAKn5IphrwomJ\n", "qFN3IPz8bKCnZwFr685ITt6C+/fnalb+ABAUVA8yWdxjBUD16m+jY8ci6Om9WtGUXl5eaN68Odqr\n", "JwQAGzdu1HGnMzX1gVyeAYVC11ldJkvUTPz6+qYAgLy88FL1yoSTEzIsKuenrVAIbyErK20fL1yw\n", "R2bmcWRlle/p8axQr0/ef1/40UulwPz5IjkK8GyulRVh0CBgwwZg9mzh8ukmQmugVCqxevVqTJ48\n", "GYcOHQIAdOzYET169MDo0aMhkUgQvXChtqGAABH/MXIkcOqUsBwDwqp88qSQYoMHa7KVyeOTkGRW\n", "G/dlaQB+g5XVZHz2WRj61X4OjgBVDDs7O1y5cgU5OTnIzMzEhQsX0LUC9/C2vQxhVDzuLxCDdFTt\n", "DuC18AJSw8nYGBvr1EGmQgH9J2F3XLhQLIOGD8e4agZo2hJIHtYA9VPvIBMtkIkWQB6AInsEt7mD\n", "qKQ4MFMJg7m+MJ99Bw/kMnxZsybMH/kn+fkBvr6l472qGg0dGmre7X62w4K3FmBF0AqMbj4au+7s\n", "gp3bQwDOxUyKrVBU9BAxMcLtw9V1MszMvBER8QU8PZdoJsCKoKdn+Ng6LwtfffUVvLy80KdPH3h7\n", "eyMtLQ329iIWQSKRQKXKw+XLnsjNTYGj4w5s2yZFgwZL4OGhQO3aP0MqvQyFIgdBQfVQs+Yo2NsP\n", "hI1N53Kvp/R0QWpBNKytOiEr+0y59e7e/QYJCb/B3LwRmjQ5hzNnJGjZMhxXrtQFABQUREEmS4Cx\n", "cdVGLO/YIVw0GzUSa50uXYTzkrW18LB53j7xw4aVPhYVFQUbGxs0aNAAdevWRWxsLNxLhAGv790b\n", "/gcOiAABY2Php6p2J+rSRduQqfZZVXMXPaj3Nu5keSIuxxoRekpMGFkDEgsTLFo0FJs2/Qz/zz5D\n", "p4YNtSnCXnPUry9B0cY3YGmnD9muRKT/mf4vMQG/ZCNN4Kob3IihDB5xk/7w591xEVy1isSRAOKN\n", "DNp+mkCsvKox/JZEQoLWGaFly+ffV5lCxsD7gZx2ahrhB1rPtyb8wGP3jrHX1l7ce2cv331XONeQ\n", "pEJRwPPna9DfH4yMHEuVSvVYo+3riKZNm/LixYs6xxISfqe/P3Tyuw8YsIT+/qBMlqIxlD/6Sks7\n", "qtOOSqViYKA909KO8OomM6rOBWjqFhVllqqrLrt9+1OdstzcMObkBGvKCwsTq2z8iYnaMa5aRaal\n", "kTY25OHDVXaJp8KuXbvYu3fv0gUFBeTVqzzZsiXbAuSxY2T7YseMwMAK2wwLE9V69dIxhDLr4EHG\n", "xMRovq8dP57k62UELg+PjkGlUtHJ2un/rxG4KtFuZEP8/c4mxPRogE7sBK9ffHDnDtB2Tkcg1Abp\n", "fzkA9aRAjgGa6Qvag7Q0YVNu3hw4c0a08/A5xB89CiN9I7Rza4cZnWZgXtd5yCrMwuBGg9HNsxt8\n", "7X1xK+UWunUDPvkEKCgA9PVN0LZtImrWHAVb2z6QSCSPNdq+jujYsSPWrVsHVQkqj5o1v4S+/rvQ\n", "11fCxUWobvLyRDyCkZE97t8vO7j35s2eOuokhSITcnkqIiKGwxLekJw8rSnLyPgH0dHToFIJ3YtS\n", "mQN9fUvUrr0Q7u4/6LRr/s8dWM7cCgCQSAyRl3ezagYPwZ2vxpAhIvQlIwN4pwxi2+eBM2fOILSM\n", "qKsVK1YIShSFQlind+4UDhl//w00b442Dx/iAoC3uncXAQHAY4n8QkIA4CoOH74HQFCWDPL1hdW5\n", "c/BwdIR6vR9j+OruXp8VYWFhMKr2aqlmnwUvR6yWwOTJ5OzZ4vPly2JlcegQ+eGHxasMf3+aHDzP\n", "nTtFnQYNtCuugQPJjh2Fm51c/uL6rFKpaL/QnvPOzSNJbr2xlW9ufJMFBSp6+sj41+6C596Hb//5\n", "losvLH7u13kcIiIiCIB79+q6tp47d4SuruH09t5JgDQyusALFw4xIyODjRqJlWJs7B3m5t7ROStt\n", "KgAAIABJREFU2QUUFWVQqZRTqSzk2bPVNMdTT88m33iDVKkYF7eYQZca0t8fzAvaR27bxry/l/DS\n", "JW/dzsnl5MKFpIcHCdH2nTuf8/r1t6ps/Lt2iWexceMqa/KJYGtrSwDculUbeyKVSgmAF/39ycGD\n", "RQcbNhTvP/8sXDsjIrjj449FvdmzyQcPKrzO6NG6q35gMWvWdKdq82bhprtgAWUA165dy379RHzK\n", "qzC/PCsA8M6dOyRJmUzGIUOG8Ntvv/3/GwdQ1fjjD7JTJ+GG3Lq1eMgePBCuxtWrk4fT0vjx/ExO\n", "ny7q166tFQAAeeSIeD9+/MX2+5uj3zDwvtgyFymK2GJNC66+uppouYytP9/5TG3vD9/PoISgCuvA\n", "D7RbaPdM13lWPHxIhoSQEyZMYJs2R/nHH9qykydVbNcuk4MHf0bAkkA+AVP27t2bZmZgy5au3L17\n", "N0lSLpcyM/MsAwLMmZcXXqZ6iEol6eJCTpvGrIvrNMcz3xAPQkZjMPjyI/EOp0/rPiyFhczKCuS5\n", "c7ZVdg8WLiTHjKmy5p4I6onI2dmZP/74o+Y41IF/jo664wfInj3JZctExaQkAmD37t25c+dO3rhx\n", "gzk5OWVeS5wup0SiT6ApAXDYsGFCbeTmJuID/PwYGhrKevXqafrxugMA58yZQ5IcP348GzduzISE\n", "hP8EQFUhMpK0tSW/+EI8ZMXPDu/fJ0eNEp/Vk3xkJFmnju7zTIqdQM+e2jZLRkK+KByJPEL4gXj7\n", "O9Z+p/xAr8qg55aenHh8YoV14AcazjKkstiusDFkIw9GHHym6z4pPvtM/AZXrlwhQLq5iWC3nBy1\n", "rlhBBwcHhoWFEbhLwIsAuGDBT/z666+56JFAsmvXWjM1dX8JXf4QZmVdZERE8YNQHJykNDPgmWOi\n", "Tvg8O2bvnsvEYTV4O7CXqJeURK5ZQ/buLaKIly0Tka3btlEulzIgwFQT0RwaSt6+/XTjP3NGjDMg\n", "4OnOfxakpaVpJvr169ezefPmTEsTQXIA6OLiov2TLFwoInk7dRLfD2qfk8jISNrb25dY2WvnBAC8\n", "d+8eCwrUTd2nvb0zgb8JgEePHiVlMrJ+fU27BQUFNDExYXJy8r9GAEyfPp2RkZGUSCS8e/eu5vjL\n", "mbJ18TOAOwBCAewBUJI0fwqAuwDCAZRHhvOSb69AdjZZrZp4hqKjS5crlWLl3727CCpesIAcOZIc\n", "MkSUZ2SQlpbk11+LNkaPLt3G80ZcVpwQAAMHECBPnGDFEdJl4ELcBd5Nv0vXJa7svrk7Jx6fyFGH\n", "RmnK4Qcm5CQwV5ZLkzkm9PrVi1firzDkYQjhB9ZfUb+KR1UxBg4U9/vbb8W7o6NYPV69Kr63aPET\n", "GzRoQJKsWbOIn35aQGXxTfnhhx8IgAUFWnXZjRt9GBs7h5cv12VExGgqlTLdC0ql5LBhJMBry6ER\n", "AupX9Lp2ot6sWdrJ75NPxLHdu8m3hOonIMCMcrnoKyAWIE+DMWOe/txnxdixYwmA169f5+XLlzWT\n", "d8uWLenk5MS4uDiyeXPywAHtSdOnl6L/UKlUBEB9fX36+PgQAPPy8jTHd+zYwWvX5ARIS8tAtmrV\n", "ipcuXaKNjQ2LiopEI3/+qeWnIOnl5cX+/fv/awTAV199pbm/6oUDXhEB8Da0RuT5xS8AqA/gOkSE\n", "hgeAeyjb2PySb68WLVtqV/RlYcwYUb5uXdnlHTtq//Pduz+fPlYElUpFkzkm1JthoOnHnj26dTIy\n", "KmZfgB80L6dFTnRa5ET4iZuSVZBF+IH+Mf68k3qH3r96c+jeoTrnwA+8nfKUy9lKICNDK6DT08UY\n", "TUzUDAGzaWWVw6Agcvt20svrOlu2bEn/Yu+tn34SwluNPXv2EAAnT45mRIQ4FhU1lVevtmBw8Jvl\n", "d6J4e5E0vhGjgsfQ3x8MDe3Js4fBzAYg4+LIqVNFp9q0EasLkszM1OgXL12qQ6lUUCEAQtWYVjmG\n", "CQ1CQoR6fXX5bB1PjPT0E9yzZxMTEyv2UpLLpXR1rck//jCiUlnIoqIinRU8ACFoPTwER4Qaf/+t\n", "UYWVRLt27TikeDXl6+vLmTNnlmqva9eb3L59OwcMGEClUsnw8HDdTmVqvbIWLFhQajfxugIAhwwZ\n", "oh1PfLzmeFVN4s/iGnICgNr94jIAtRm/L4DtAOQAYiEEQMtnuM5zh5qutjyoc7yUl6u0JKvx8wq6\n", "qQgSiQQFUwugmFEEe2cpACA8SgoVxc8jkwkmxy+/FF5MhYWl2/Cx1Qa4qahCUq6gTLibfhe/X/0d\n", "AND5j85IlCaihmUNfNlMS3Owa6CIPD4Vc6pKxuPnVzr/7BdfiETlt24JmuH69UWgKADUrasPL6/r\n", "OHlSpAkoLLyJBQsWoFOnTgAEg6VEos0d369fP4wcOQcLFtTCn3+KY/b2/SCVBsHYuAJvFEtLYPp0\n", "OH64Fs71hbePp+cSdHAIgnWqo0hsq86F2KSJlubS2hr49FOgd2+Ym9ZFeLjWeT4jQzw/CQkV35ON\n", "G0UyFqVSNL1lC2BvX/E5j0NiYiLS0gIQGzsHERGfY/LkUTijdm8rRnBwMDJLBEUGBS1EXl4iXF2L\n", "cPasCfT1VThWItlvq+bNoSeRaJMDqNG/v6APfYRCPSAgAH/88QcAkVBpyZIlpfp55UoPxMXFwdXV\n", "FXp6eqjz6B/WWpu0qefjstu8ZkhLS4OJiQny3n1XeEoVFLzsLpWJgwDUiWGXA/ikRNk6AP3LOOcl\n", "y1ctVq6seAdw+7YoT04uu/zBA/LuXfLiRVEvqGIb6nOFTEZadVtGdJrO708IqtRz57Q7lCZNyBkz\n", "tPU3h26m8Wxjui5xZVRGFDMLMjnv3DzCD3Rf6q5Z3c88M1Pz+f2d75PU2h5I4Y3UYUMHKpTPRjsZ\n", "GSn6uWmT+D5liuAIe9Se2Lkz2aGD+Lx9+3a2aDGTrVoJ1Zyd3SRGRkbqtDtuHDl3rvi8bBlpbq4k\n", "UEBA3DO1L39Y2MeV7uvt20OoUOSJLx99JNQRas8XteeAGgoFCTCrPnjG35APH4pqdeqI3+TkybKv\n", "MWeO2CEA5LZt4qVWsV+6VOmulgkA/Oab5sVqLBfq64NLl87TlKtVMWPGjKFMlszMzBSOGdOV7dtr\n", "VV+5uWGMjY0lAB45dIjJAOnkVPEfqhxMmDBBs9p1cHBgamoqAdDGpibfeecd/vnnn5VqRy6Xv/I7\n", "gO3bt7Nu3bo0Nzenp6cnz507V6qO+l4AIGvUELrmCxdeqAroBICbZbx6l6gzFUBJgvmyBMD7ZbTN\n", "GTNmaF7+jwRbvUgolcLw+6yIjxfP/d5ns8M+M7w/+Y1ouYxt1rUhSQ4fTs6bJ+YogKxVS4z5QtwF\n", "HRWOXCn8WRVKBe9n3Wd0RjS3hG5h8zXNSZJ/h/1N+IFD9w4lKSaIrAJBwZxdmM1Gqxrxz+uV+5OW\n", "h7ffFn1csEB8r1NHqNWGD9cVAL17i/sdEkJmZGTQ1NSSBgZymptH0MioK3MfYWzduZN87z2tMOzY\n", "kTQ1HUBr62x+9JGYrBMTN1Aqvfl0HZ8zR3gRAKSxMTW6pZLYsIEKI/DXZW9y3DgV+/YVhz/9lNyw\n", "oexmAa2ae+9eIeDWrhUqseTkZMpkMo1uOCMjo9LdXbx4MQHQ1hbs10/CY8cWEQDHj+9NpVLJiIgI\n", "/vXXXwTA/v170t8f/N//WhAAv/gCvHq1Ff39wZSU3VQqlcKmEhen+YGy64B3737zRLfwypUrbNas\n", "mUYAkGStWsfp5dWQlpaWTE9Pr3RbeIUFwPHjx+nu7s7Lly+TJBMTE5mQkFCqHoon/94AZ3h7c0bT\n", "ppzx9tuvjA0AAD4DcB5ASfrM74tfavwDoKykcy/6vr8QfPmlcE0uaf960di8WfwPawz9lqSwP/7z\n", "Dzlpkjju4KAivnFl/539afBJP2IGNCv5xwF+4Jsb3yyzbN65eY/1IKoIsbFCVz97tujnzp2khQWZ\n", "VUzzX1IADBige66VlRUlkrvF8697qbZDQkQcx5Qp5FdfqdsDgdsENmpzDTwt/P1Fx+rXL98Cr1KR\n", "P/5IPT1F8S6ngA8e/MqpU5X08xPG+127tNXVK38vL/GuFuChoeTFixc1E8TMmTN54MABAmBWVuVy\n", "IqjPVb+WL19OAwN92trqceHCHwmA3333HatXr04APHAA7NXLhU2bgpcu+ZEk7937jrGxc7WNhoQw\n", "xrIBI0Ly6H/wLR1q8pJQKPKpVBaV27cmTZrQ3d2dDx+SVlZZBMDq1atXalwlx/eqok2bNtxQnsQv\n", "AQDcA1ABCLevEyfI1q1fGQHQA0AYgEc5ctVGYCMAtQBEASiLuOcF3OoXj5JOIC8LJ09q++A3q4iA\n", "mABbD7hAgHR/I4Z471Pig/cIkGtPnqi06qb75u784eQPZZatvbaWXr96sUhR/p+7Ipw4IVQ7MTGi\n", "723binf13PzNN0IdN368GE9JACDgT4D8/PMvSrWdkyMSlrRvr/VEXL9+PYFvCdznw4el9XteXuT3\n", "31fSoyovT3T2xo0Kq8kvXaW5aRa37zvNtLR/6O8PLl0azuHDhSoIELuUIUPI+fO1v2PfvtrPCgU5\n", "Z84cAqCVlRW7detGLy/h5jp37lyth0wFsLe35ocf6gqBkSNHsn79GjrHduzYwebNwYEDQV9f8Ndf\n", "wcLChyTJxMR1vH17iKbNrA27eRg92a/frxoVkVwu1bmuQlFQ7GY7mDJZ2TpVpVJJqVTK1avVQZlg\n", "27ZtHzumknhV5xeFQkEjIyPOnz+fXl5edHFx4dixY3U80tSA+gc/ckT86A8ekNrf5qXjLoD7AEKK\n", "XytLlP0AYfwNB9C9nPNfwu1//lAnuwLIJUteTh+io0vrzBMTSXznQHzUi2i8QaesqhJe7bm9h/AD\n", "N4duLrdORYLm99+Fqockr10TfRsypNzqOvjyyy85adIvDA4uv47adfThQ+2xqCgpAVJPL495eXl0\n", "cXHh9u3bSWrvz7hxlesDAwIqDARRKsnAw1n0qX6dCw568sGDZfT3Bxcs6M7OnVW0shImBLVre+fO\n", "Ykek7gNAdu06j1FRUXR3d+cnn3zCs2fP0tzcnI6Ojpw9ezYB8O+//66wm0qlnDY24P79bQmAd+/e\n", "5Q8//MDk5GTGxsawQQNDjQBQKBRcs8aKAKinBx471lnTTk5OMC9frsvGjcmiInKH8zBundGI/v7g\n", "/Pm9eO1aTz548AtJsqAglrGx8/jw4WaNcDh3zkbTlkqlYlGRropn6FCh7goICChl03kcHje/AKiS\n", "15MiISGBEomELVq0YFJSEtPS0tiuXTtOnTq17DGog5NIjR0Jr4gAeFY88c17HXDnjvij1qwpVA43\n", "n1Kl/CyQy0Ufei79jgBpZFrI2kt8NL787RcP4TtjjxEQgZSrVlXNddU2gia/N6FMIStVfiPpBuEH\n", "br+5nfez7rPrH101Zbm5IhmUOjGSSkWuWEGmpFRN30hh7D34SLxaiQyDHDpUGCHff18YudXHO3QQ\n", "dZ9ABV0K6uvUr6/iJIcfufmwIe9s9GXMrcncvr0dAbJRI0HkVlI479ol6Elyc8nPPhM+4Z07d2b9\n", "+vU1aqvBgwdz6NChTE9PJwBu3ly2AM7NzWWTJk2Yl3ePhoZgRMRPZdYLD/+CZ858y8DAQKak7OGZ\n", "M8bs1+89AuDt29rYEJVKwYAAK1pbJ/P8+WE6cRF9+yq4ffsmXr/+NlUqFaOjZ5SKsD5zxpgqlZIx\n", "MbMYGTlOR2Ukl4sd0YULT3e/X9X5JSMjgxKJRMegvXv3bjZp0qRU3TLHMGrUfwLgdYA6UhN4+of4\n", "WbHi4moCpPkMR42ht6Sue/ly4Uvu4SHULs+KtLw0Tj89na3XtebhSC0l5Zqrazjv3Dwuu7SM8AN7\n", "b+vNRecXEX7g3fS7vHtXu9K9fv3Z+/GkKCoivbziCHRjz5492axZM2Zni/7Mny+8bvLzxfcvSmuX\n", "KgU11xRA7neoS39/MHA3GPPrcJ4+bVLctooFBSLQsE2b0m7zKLHyDCgRAiyTySiVClXL+PHjS0U5\n", "qxESEkIAvHHjbxoaotwcylLpdZ4/78z0dKGiuny5LlUqFXNzY6lQ5OvUPXOmPdevb8Bjx9zo7w/G\n", "XBrLgoI4HjhA9uiRxcuX6zIy8iudiT80tBcVigJeufIGY2Jm6pSpvar09cX4K2nSKIVXeX5xdXV9\n", "egHAqo0DeJl4bjf4VYDaIwgQkcZPGplbFSiQF3D84UmEH/jejve4905p9yR1omkjI7HKrAr8HvQ7\n", "3Za68UG2IPkynWNK+IGjD41m1z+68p2t73DgXwNpPNuYn+79lObm2ntVhir0hWDUqFwOGhTKe/ce\n", "sEaNmtyzR3CYFe+6dV7lISJC2BjKEhKjR5N9+ojzt7a15IWtBiJfswEY+pUP583ryQcPtGqO8eN1\n", "r7VmzRrN5D++mPK4LCxYsKDc8p07dxIAp0x5i3XrWld4P86cMaK/P3j2rCVzc2+VW2/lylQtpXYN\n", "C/FAUaOu5vnzszXlgYH2xZTYwuMlOzuIAQHmOuVSaShDQp7djvYqzy/Tp09nixYtmJKSwoyMDLZv\n", "357TH3Ub5n8C4LWHUil8tYGXw9lCksm5yTqum2VBnZO7ZLTss0CpUnLQ34M468wsnow6SfiBLktc\n", "6LnMkz+c/IE1FtVg9QXVeTLqJD1+8ajU5Pq8sXt36Yn+3XdF2aPHy1Pzr1unraMWpnKlnFsORREQ\n", "Sb1PR5/m7C98mOsGXj8klP2Z1ia8caM3U1L2iJNv3WJhoa49GQAdHR0fO47AwEANBUZJxMTE8K23\n", "3iIA+voa8tNP33lMO45iRR8zq9w6eXlka/dEPmxlwMgxYLadm6ZMrfIaOvSYZoLPz49hdvZlTZ2i\n", "onT6+4NBQU2Ynn6MN268y9TUffT0FB5r6vwWT4NXeX6Ry+UcPXo0ra2t6eTkxHHjxlEmK60yLW8M\n", "+E8AvF4YMULos18W4Af23d634jpVPAFvCd3CNuvaaFRPauqI4/eOE35g2/VtKVfKaehnSugX0nxc\n", "68c3+hyhUmnjl9SvnBxyxowZ/PjjsZTJVCwsFMdHjiy7jZJeOwC5dSu59OJSovs4AuTVsHQ6LXLi\n", "x5t6C8pZkkWOdiTAyKsjGHVvijhx3z6ddvPz8wmAqampjx2HTCajkZER5Y9wlH/33Xc6KqS1a9dW\n", "2E5+fgwzMk5XWGfXLvK40xDtgGfO1Cm/dYv08REBdvfuTSp1vjr47ubN/iTJu3cncPv27ymRPPuO\n", "+d8wv5Q3BlShAPj3ZQl5BVGvHnCncmllnwuGvjEUgxsNrrDO1aulovSfCXXt6uJi/EWgsBrGvDFZ\n", "k9e4tUtrAECBvAAGegaQZzoA5imw9UisqLkqwdYbW3HhwYUyyyQSQT9RWAjUq9cX27bthaUlMHPm\n", "TGzb9huSk+M19+f337UZDNWIiwO+LxH9YmQkKC3G//0zcOwXfLsgFHNvjUBSbhJ6N/sY+OADAIDB\n", "33sAAIUPnBAXNx/x7wOxik1ITz+MkJCOIFWYOlWk97Sze9TjujSMjIzg6OiI/fv3IzMzE4XFvB+Z\n", "mQ9gZ2eHVq1EetG+fftW2I6pqUeFqTLVY3YyzRZftm8Hpk3TKffxAeLiJGjWLBu1as0qdb6kOK1r\n", "eroZSMDE5CuYmq6Bjc1D6OkBSmU+UlP3PHbM/+H1xAuWpy8P//xDdunysntRMdSeQ2vWiJgmL69n\n", "a69IUUR85UmAHDdOpWENJQXl9NC9Q5mUJK5pbq6i+U/mHHlwJCefmEyreVYMTqzAn/MJoFKp+OPp\n", "HzU7EYu5Fo+NefD29iYAhoeHa1bM58+fJ6l19wfIpCThx37lyhX+9NMlCtppdblKZzfwzd6Z7La5\n", "m8Y4fu/ePeGvr1LxVn07Bi4axxsbnUt5yvzww5e0s7Pj4SfI8/i2NlqU1apV4+jRn9HVFdy3bxev\n", "XJnGXbt6Pr6RirB6Nenmxs3vbGO6nQ959my5VX18dAhAS6GoKI0mJlKGhor7NHHicK5aJVxHU1J2\n", "i7wLmU+uP/03zC/ljQH/qYBeL8TFiSCkoUOFnlidE+NVgzrfgToj2rVrz9Zeg2ZZbNBQxQEDBP+Q\n", "mktJS2urfXXe1FmHluL3oN+f7eIkO23qxJ/O/qRpc+nFpay/or4m4U12YTZvJd+iSqVin+19NFQY\n", "u3fvpoODAz///HPWq1ePAwcO5LZt2zTtnjqlJJDIlSuPUC4nnZycCfjo2gp8dxK+OwiQPy6NZOPf\n", "G7P2stqMSIugTCYjAM4uTkd3uU9z/tDHnDcmWupM/tOni0l8xIgRlQruUmPTpk066h71KyxsMYOC\n", "mjE9/RkzGBXzpxfom7HIxEJQZZeD7t2FG2t5UKvVtmwR7wMHLqK/P5iVFchbtwZq7kV29pMRbP0b\n", "5pfyxoD/BMDrhZK+5upXcW6HVw4DB2pdMps3f/p2ZDJBiXP2rEhZCOgGxqndLA0NxQThH+NP+IHz\n", "z80n/EDbBbbcEPz4cPny8Of1Pwk/sO5vdfm/A//TTO7D9g3j6quCR/m7Y98RfuDwfcMJP3DUoVE8\n", "FX2Kn+//nFu2bCEAzp8/n9999x3nz5+vaTsrK4vAfn788R7OmpVBwJAiUQn5xhtvUiYjq300iphm\n", "RIA8fCxfI4RkChm3b99OAPzoo4+YnZ1N6cplHG8JJhqDwWe3MrMRuG8faGYG7tgxhHl5T/awqMnZ\n", "/vkHXLduqEYAlEx9+dQo4d62zmQM46Irzoc6YYKg3jj9iDlBLhf/i+Bg3f9Fnz4bdYRgbOw8Xr3a\n", "nBERo56IruPfML+UNwb8ZwN4vSCRCArjkky1S5e+vP5UhHr1BGX0lClAfv7TtaFUAuPHC5rjFi0E\n", "hTMgdMZqREUBDRsCRUVAr15AJ49OUE1XYXL7yZjfdT7SC9Ix/MDwCq+TVZhVbtnG6xvRxKkJ7qbf\n", "ha2ZLQz0DAAAdWzr4G76XQBAkbIIALDh+gYAwKqrq/DzhZ+xPmQ9DBoaYPma5fB+1xtubm6IK9F5\n", "QY98EHv31sL06ckAotC58/sAtiA0NAD6+koUOZ9CX4+h4pqepppzjfSNcPjwYXz55ZfYvn07rKys\n", "8NPdWCyVAq2KgKaHP4H1DSD5NGDvAjg6bsaVK96Vue0auLu74/btwTA2Bjp1csKAAVbw8XECAFha\n", "toKhoU2F56tUQG5uOYXnzgF9+iCl8yAccR8F11oGFbb1/vvA8uVAly66NOQ9ewJ6ekDTptpjlpbA\n", "+vVaO0edOuvh5jYZvr67kZFxFCkpOyu81n94cvwnAF4QRowQf4R69YC//irNd/+qwNNTvNevLwRB\n", "ZXHkCCCXi89vvQWsXCko4SMitLT4aj5+AHj4EKhZU7cNtVFwTMsx2PvBXhjrG6NAXjb/+f2s+7BZ\n", "UPZERhLBD4PRv15/KKmEramtpqyVSyvsi9iHImURorOisWvgLnjaeGJul7kwMTBBbFYsAGDt9bUo\n", "9C1E/1398VD/Ie7fv69pQwiAUygoaAygLqpXN4K/vx6AHHHu2rUo/D0SjRJ6gBT3NGNSBnYO2Ikd\n", "O3Zgy5YtGDhwoKa9+cWrgQcEkAyMfUeCzPVAsxICWKWSo7DwAQoLtf2oCEVFyXB0HIzMzOP49ltr\n", "hIWFAwCaNr1Y4XlKJTB1qpiMlcoyKhw8CHTsiH0f7kT1Dr6P7UfDhtrPDg7AxeLL5+UBFha6dfX0\n", "AFvbXmjfXorGjc/ByekzSCQSmJi4wdn5a+TklG3A//8EsQH4d+CFbqdeJZw/L9LEvopQ5zS4ckVE\n", "Y1bWHQ8Q7J0jRpRWd6lfTk6i7i+/iHSGw4ZV3KbHLx48cUtrDI7KiNIYcN/68y3CDyyQayPHCuWF\n", "mnrOi50ZkRZB+IErr6zUabfrH1055vAYwg8MS9FaKEvaIDps6MDFFxaL7yNB73remnonTpxgzZqN\n", "ise1ibGxieKz825NakPoC7VLjx49HrlP4NixYzUUygC4cOFyjsAMutVrxO4Tu1OulHNC7dqc5C7U\n", "IEf9qzEmZhb9/cFrV1oLnhFHRypHfq69qRQxB2djhUH20qU6jI9fWexm+d7jfj4WFAhaarX9B8Vx\n", "CzpISCCtrKhKTmGDBmSJXPAVYuNGQeSnbjcoiHR3F26i9+8LddD+/eLZKw8pKXt544YIzFAqZczO\n", "vkyVSteYr1IpS6TbfP3nl7LGcPfu+P9sAK87oqNJV9eX3YuyoTbKxcWRNjZkJVzPNRkP9fTKn/wj\n", "I0krK9Feo0bi2NKlFbfrMbcZ4QempSuZU5hD+IEdN3ak5zJPzUStjjZ+KH1I+IERaRFstKoR260X\n", "OXoH/T2olEfR5fjLtF9oT/hBIzRI0mWJCz/e/TFT81JZbV41vrP1HXGdyWKijo+P57Vr5M8/L2LD\n", "hmMIVGfjxo2FxxNIeB1hTHIMF69YTKNB1poJ/tNPR7OgoJBSqZSmptqk8EeORLNDhx385x8ZjYxI\n", "E5OJnDZtHlUqFd0sLHi6sRAA9RZrdeKnDwpL/YWdxdG3rSC4LEiuuDCden7glfgrDAgwo1R6vViP\n", "PpePQ8kgti++ID//XHzWycGyYwf53nsassEJEx7brAZFRWKSV1+jXTtNtyuFvLxInj/vxPz8aF64\n", "4E5/fzA1VRsvUZJugvx3CoDCwgT6+1ctGdx/KqCXABcXoV55FbO7GRuLtIqurkJ1cfdu6TpZWdCk\n", "UgREJkRA6I4BoF07oQbyKc4yaWcn2m3QADh/Xmz9Z88Gvv664r7UPHEaAPDZwl3YcvEEAODs/bOI\n", "yowSfdU3xr7wfQCAiw+EbmHU4VG4kXwDm/ttBgDsHLATTWo00Wm3pXNLpExMAWcQxgba4Ifor6Ox\n", "pd8W2JnZoUhZhCN3j4i4hWIV/rApw9GsGXDmzHXExDTFoJn9MWTmEBjNMYLbj13Q9dvNmHt5Li7Z\n", "X4KFT02oVUJ//rkS1tYtYWlpCXd3d42q69ixWjh37gNs2WKETz4BfHxccfHiA4SHh0MI86YWAAAg\n", "AElEQVTPwADt7gIufwGdTgGyyHdgEQEYJ8Th996ArDjbYoGvNRAfDwCoL5uF7xvUwMm72wCJIRZf\n", "3QNn57FwcPig3Ht88SJw4gSwahXwxhvid1q6FBgqzBf49FNhD1CpIIJZGjTAr78CjRsDkyZV/PuV\n", "hKEh0KeP+GxiAgQGimOVhZmZN4qKknD5cm3IZEINJpUGAwBIFRISlmvqhoR0rHzDrxFyci7ByKjm\n", "4ys+Af4TAC8BhoYiv21EROkyhQL49VdhHH1Z8PIS7w0aADduCCFQUhAcPiwmiEOHxPfoaG2ZsbH4\n", "c584AYSHA/fvC0Hi7i5y+L73HnDhAtCvn9D5VoT4qGqofnEFDpl+gNEB2qyi+hJ9OJo7QqaU4auj\n", "XwEA7mXcAwCcjhFCo5ZNrScet6G+IXbvluDgQSBwWCDuj3uAvmmBwMIUSLw648Tm4wC24+TJk7Cx\n", "8cZfXIsJIRMAAG0aOeDXAdOwNngt/r79Nxwd9QBYAmgKYCVkshsAhIEWEEbwZcuEMNyyBWjfHmjV\n", "yhWnTq1EeHg43Bs2hNGxQHitAlYeAbp/eQQ+SwEDSQGKSsxv94ZkIe/qLs33t20fog1+Qb5SAr+A\n", "Wcg2HwpT09qacpVKrMHVaNsW6NYNuHYN+OgjYay1sAA6dAAcHUWdb78FrKwgftC6dXHunBAYJVP+\n", "PglsKrZBlwtfXzHO+vV3wMdnDWQyIfgKC2NhbOyKN99UQiIxQnb2uae7wAuAhYUFLC0tNS8DAwN8\n", "/biVUDFksgewty8rueLT4z8B8JLQtSuwb1/p45cvA+PGAcePv/g+PYqOHYFjx8RkoE7ADojJq359\n", "sYoHgNGjxbu5OdCypbaeRAK4uQG7dwONGgFJSWLS9/IS51cElUrUn/HOaLgHHoJb2K84/PFhAEDi\n", "hEREfhWJm6Nuiu/SRMTnxMOlWgUJ3SuJr74SK9VmNZvhzmUXTPleH8i3B+MWF9f4GDJZEjp29IKD\n", "uXYG3NB3A+rb10fm5EzoSfTgbuMCQ0Pggw+uARgJM7MrAABbW2GQPi3kFNS24I8+At56S6zuli/f\n", "Dug5ia1UMc64A8YpQJETYOVpgDyFHiARS+iHCWuhUCp0xvHZpSzUtqmNHbd2QC4HNm0SwlhfH9i2\n", "rfS4fXyE59b27dpjBw6I97VrxS4g61I4mg+ug5s3dZ+HJ4W5+dOdZ28vFgEmJp4wNnaGTJaAu3e/\n", "QWhoN5ibN4BE8upPZ7m5uZBKpZBKpUhKSoKpqSkGDRpUqXMLC+/D2Nj1OffwxeEladZeDVy/LmiG\n", "S9L9ksJXHiB/++3l9KsksrK0OlsDA+3x7t1FMFvNmtok7n37CgK0/Pyy2woJISUSMimpctdesEDL\n", "TZSaSlpbkz//TF69lampI1PICD9o/Pk3BG/g9ye+Z42FLgwMfLoxOzqK6x45Qo4dqyY0K46NmASi\n", "GqhvYMPf9l3U2CFup9zWaSMlN4XZhdkkhRH9wQOyRQvSwMCFY8ZMZ36+aNvUVMRQqSmPlUoVTU0H\n", "F+t4O4mDgYFkdjYPHlpCpY01I74Rem7HeeLaaw70YvBvBow7t5OHTkh4YZ8p/f1Bsx/Am/3acdBf\n", "A7lkoZzGKND8lmrKnpLxKeW52HfsKMo9EM1CGNECOXyWv66/vzD+Pi2USkGalpcXocMkGhU1hSQZ\n", "ETGKt28Pfi1sAJs2baKnp2e55SXHoFKpeOmSN7OzL/9nBP63QB15W/LPN2aMmGwmT355/SqJ3btF\n", "ikIDA+GtceoU6eAgsmoZGAjjYY0a/9femYdVVa2P/3MYVDBFBifARBARcwhH/KailkODDXorh1uZ\n", "1m24adMtM1NJu+m1tCzr57WrmWXOXa9lmqaSOWaZ5QSCiggWCogjg3DW74/3DBw4yHQY5KzP85zn\n", "7L322nuvvQ6sd693vcP1vT3N3H23XK80jBmjVHS0bBuN4lQmjkK29Rbu+J/ynxWkiEadzzqv8vON\n", "KrSNsVyDVF6eLGSbwzaDNcrB4cNKfbh1pWXQ95/tr4hGrT26tlQOSlu3SniIsWPz1ejRcm17fda1\n", "q9mLd2ZRYXrbbSr7JtQ3P49V9d6qp4hG1Z+O2rbJVX39kq9avLGp2rdIwkyfXyWJoVe2Q631j1QJ\n", "hhDLM73+uoSuTkiQ3/J6LFigVGSkUtOZpD7k7wqU+qf9PDJVjjliqTi3pdkcuxHGl379+qk3CwXQ\n", "K0jBZ7hwYZ/avTtEGY1GLQBqC+bcvUlJ1rI775SE56NGVV+77NGypViH+PtLlEul5K180CClAgJK\n", "FzZi6lQZfEpDz562IbRbtSr6tpqRoRSNTiiiUV3md1VDhohpqbneffeVLdtZWpo8k9kCpvCfqNFo\n", "tDEVvX/5/SrfWPqwlTEx8lz9+okllL1kJ/PmHVIuLnVVu3ZK/fxzoYPnztnks4xPj1cvf/ey2rpV\n", "BsGfj76lLod7qvODA5QKCVHZQS3UDzdbTbFAqbfftj5b377ipVsacttHqAvfbFenTpX6cSud+PiX\n", "1K5dLdSuXTcXOVbS+FKctVpZP+UlMTFRubq6qsTExOu00XqDhIRX1fHjkyzl1Tx2O4Ty914tYvBg\n", "pdatU2rxYokCbFb/9OlT/DnnzpXNhM4RTJkibXv3XXlTVkqp8eOlrGFDCZ1cEuvWKTVw4PXrpKWJ\n", "QGzUyNYE1ZwwvWFDqaOUCEooMCijlJ+fhNkozz9pfLwIGnP+3dOni9YxGo1qe+J2RTRqV1LZUr0l\n", "J4uKyc9PTOqvR//+Sm3eXPI1z14+q57/NFQlPFNHGY/FSo7PgQOVApVumgWYP3/pckKlrN6lvmOA\n", "asKfCuwEatu6VaY9ubly3oIF8uN6esoU8Aahpo8v06dPV3379r1uHUClpi5XRmOeOnBgoEpL+8ZS\n", "Xs1jt0Ooin6u8TzxRNG3it9/l4GoOG66yZqspKow56otyJUr8kZrVtWUREqKOIBdT2Ny551yH19f\n", "23JzovSICEmvuG6d9ENamlL1Ao6pfqN/UOHh1hzM5vGrLH9m+/Yp1bmzvJnvu07sMfPaQ1JmUvGV\n", "7GBOvHM9nbuZYcPKmBDF31+pTz9VV7v2UnHv/E+p6dMtSv61YaabTpqkVKdOSoE6+vi/1MSxqUWv\n", "06CBSNnZs+WcceNkqtqmTZmetbqp6eNLaGio+vTTT69bB6yB8HbuDFBXr560lFfz2O0QKr+XbwCe\n", "esp28A8Ksjpj2cvsV3Dhzk4SoUql4KBlNMqirpdX6d7+zTRvbj//cG6uhM1u21aezd/f9vjKlUpN\n", "m6bUww9LqOqCg/vrr8t2VJTtOVu2KFW/funbtmmTUnfcUbq6sediS3/hAgQFycypJJ54QqIul5on\n", "n1QqJERtaTLcRuitHPeDCnglRK1cNlkkpoeHrVtuYSsEU6RPNWuW7R/moEFlaEz1U5PHl507d6r6\n", "9euryyXkYMUkAGJjn1I//FBfGU3qRhwoAGq+3VQtZ84c2LjRkh+Ejz4SW/oGDcQhZ9Uq2/q//QbN\n", "JK4Xn31WtW01+S8BkJgIvr7iy9CgQemv0bEj9Osn11q/HiIlPwwbN8LgwVbfiMKxkh58ECZPhh49\n", "ICHB9tiwYXDPPbBli215374yel28CAcPlty2P/6w2r6XRJhfWOkqFuLkSbH/Lwlvb4m7ZnauK5H7\n", "74fjx0nwkOA7Zh+NH+lDV5+/80PDDInA5ukpHW3mpZfgv/8VR434eMjJEaP/wl5eH39cyoZoSmLJ\n", "kiUMGzaM+qWwh+3U6Xv++OPf1KnTtFLMXK8fyk9T6Xh6wqBBEBYGK1aIYw7AhQswerRkn+rdGxo3\n", "Fhvun3+W/9+wMDhypPravX493HVX6QdMM926iW8ByKBtvtbSpRAVJd7BTz0FaWn2z3/hBYkqeeIE\n", "tDL5enXuLDHKCuPiIn4IXl6yf+6ceCUXx/Hj1mB41U1UlPRPUJDV3+J6ZIZ2wxN3Zl16BoAhQ0T4\n", "HT8OPXt0ZPPZtbAiRiSKOcpfgwbitWce3Nu0Ee+upk1FYvbpI5186ZI0ROMQ5s+fX+q6jRr1JyJi\n", "Jy4unpXYoorxMmAEfAqUTQTigVhgYDHnVcVs64YitpBWoWCs9AULpGzGDEmYvXq1UveXHOPLoSQl\n", "ielidrZSDzxgtQYqC0aj1dfB/Bk2TFQ+CQlS5+hRCUbnCGShWD7r14tlkdmQJi5O8h+YA96NHFko\n", "9k01s3lz6VV9GzdKXfMaitnMtE0bpX7cf1Z5zfBSV3KvWE84d04WdX19pXJCgtj0bt4sHQQVy8pe\n", "zdSG8aW4Z6AGrQG0ADYCJ7EKgHbAAcAdCAISsK9qquLuvPEo6IhlDir50kuint22rajOuzI5fNja\n", "lvHjZdywp8svLdeuKXXLLSLIzNetDCOTgovBn3xi3b7rLhE6IM5pO3bItinzY42hc2fxwyiJd9+V\n", "9n9ua/ijQCJ99v+sv/ry9y+LnrhrV5Ek9LWB2jC+FPcM1KA1gDlA4ZBQ9wHLgGtAIiIAuqMpM15e\n", "MGECNG8OMTESnz0tTdRB3t6QkSFxdWJjK78t8+aJRgAkVtHQoRXTCri5SaKYoUNh6lRRc7lVgkLS\n", "3R1SUiTMQcGYRd9+K+sMjRtLH65ZI+U1RQVkpl8/+e0LkpBQdG0gKQlmz4a//lWGfbN6rWNHCb5W\n", "17UuI78ayZXcK7Yn9uwJJSSI19ReKiIA7gOSgd8Llfubys0kAwEVuI9TM3OmDFS+vhL08cABUcv6\n", "+Iia9rbbJMnM5MmV246zZ+G552TdYdAg+Pe/HXNdgwGio2H7dsdczx7+/hLgbMYMiUP03XeyiH3x\n", "oqjDhw6VBXezCrwm0aGDVcDPmSNB+Dp2lAXigiQlyXqHmc8/F/X+3r2yPyVqCgA/Jv1I+EfhrD+2\n", "vgpar6nplPTOtRloZqd8EqLnL6jfN9ipZ8bulCU6Otqy3bdvX/r27VtCc5yXjAwJwNW2rbwtFw4l\n", "/dZb8PTTEOBgUfu3v0mY4LNn5W05PFwsdm40XF3le/VqeR4zy5fD8OGy/eKLtpZONYHWrSXyJsDL\n", "EngUb2+xJoqKkv2335bAgtOmWc9r1MgmlhyRgZE81+05lh5cSmxaLJtPbObuNndXzUNoKkRMTAwx\n", "haeB1Ux7IBXR/Z/Equ5pCrxm+pjZCPSwc40q1qjd2MyfL/rcadOsZdu3ixNWq1aSvGXiRMfc69Ah\n", "MRXPy5N79ugh9vlFvEZvIHJzJXFNYYxG8bwuQ77xKuXPP63Oc/XrSziJN96wZuPKz1eqS5fSOZd9\n", "deQri9f0uG9LGQOihvPOznfUvL1FIyfWhvGluGegBi0Cm7G3CFwHaAUcx/7soIq788YmJ0cpHx9Z\n", "/LXHvn1KhYc75l7DhsmAYrbWiYyU0AxpaSWfq3EsRqP4b/Xvb3V8W7tWHNbMDoPFha2wR4s5LRTR\n", "qNFrR1deo6uIq7lXFdGogNkBRY55e3ubB8ob9uPt7W33ualBi8BmCjboCLDS9L0BeBYHNthZqVMH\n", "0tPFuckeERGi1758uWL3uXZNnIgiI8VHqGdP0S/n5cm6g6ZqMRhEDbR1q1Xv36MH/Por7N9vrRdY\n", "ylQIPh7yI56+cNrBLa169iTvASDlUgqvb3nd5lhGRgZKqTJ99u/vxZ9/fsmpUzP59dfbS6z/2293\n", "c/z4RLZtg2vXMu3Wyck5y48/epe5LUopMjIyKr0PHSUAgoGCrX0baA20Bb5z0D0018HVVZw5T526\n", "fj3zO2NxHDsmi4m7d8PYsZIScPx4uXZN0487C61by7pFr16y36SJ+Gb9/rs445XaWxj46uGv+GTI\n", "J5y+eOMLgDl75tAvqB8AM3bM4B+b/lGh63l4tObo0ZGcOPEa/v5PlVg/IOAZkpPfAyApaZbdOllZ\n", "8Xh4hFaoXZWJDgVRiwgKsubnLY7586+fivHQIbE8AfjPf2Rhedw4WLDAYc3UlJHQUGvIDJDfLzcX\n", "XnkFunQpm2AO9g5mRPsRHEs/xo+nam7qxJJQSvHNsW94tNOj/PSEZFubvXs21/KvWerkG/PZcmIL\n", "6npvPAVwcZHkz7fdlk7jxn8psb6XV2+MxmwALl7cXeR4ZuZ2fv99sBYAmqohIkLMKYt7IzQarekb\n", "i2P/fskFXBBPT2uICk3V849/FA0H0aOHzAKaNy/79erXkRg0fRb3YV/KPge0sOr5+tjXuBhcGH3r\n", "aLr6dyV+XDzdA7qz6bg1l+qm45u44/M7+PnMz6W6ZkjIHHr1ysTd3QdDKaSqm1tD2rVbgY/PYHJz\n", "/yhy/OzZ5eTnX8LTUwsATRXQvz+8847Yu9ujYHleXtHjOTli3282i9TUDHx8xAS3ILt2ybdnOUPE\n", "7H1CHAS2nNxSQs2aycrDKxndaTQABoOB1j6tGdp2qM3z/JQiM4PEzMRSXdPVtR5ubl5lakeTJg/R\n", "rt1ysrNPF5lpuLpKlMT69TuW6ZpViRYAtQjzW/obb4jTWHa2dTawf7+Ug7zhF1xANLNzp/gZhIdX\n", "TXs15cesxiuvN3b3gO4sHbqUmTtmllpFUl0YlZGT5211m7+l/saz3WynswENA9ibspeEDAkXm3ZV\n", "Igo+tPohVhxaUWntc3PzwmBwIS/vgqVMKcX581to23YJjRs/UGn3rihaANQiPD1hyRLZXrYMPDzE\n", "iSgnR5yCpk+HDRvEgeiHH4qe/9134uWruTFQyuoMVh5GtB9BHdc6pX5DripOXzjN5uObLftrjqwh\n", "+INgy37WtSwSMhJo38RWV9nspmbsOr2L0A9F5ZKWlUaX5l0AGL5mOM99+5zNGoEjqVu3BTk51oX1\n", "X37pwuXLv9C48YOVcj9HoQVALeORRySuzcSJsv/cc2LB4+cnM4DBgyWUxKuvinknSChmgwFmzdIC\n", "wJkwGAx08e/C4XOHq7spNjy46kEGfjGQjCwxLEzPSrc5HpceR4h3CHXd6tqU+zfwt2x3/6Q7yw8t\n", "5+3b32ZS70kAfLTvI9YcXVMpba5bN5CcHImAo5Ti8uVfCQgYh6trvUq5n6PQ+QBqIQ88IDbjBw7I\n", "om9qqqwPmHnsMVkP+OILCA6G99+Xcjc3WVzUOA8tGrYg+WJyyRWrCMObsvjaI6AHB1MP0rxBc55Z\n", "LzkOrl67ioebBykXUwhsWNTxoY1vG8v2vjOyuN3SqyVv9X+LcL9wzmefZ8q2KYT7hdOpWaci51eE\n", "gjOAK1cOU69eCKGhHzj0HpWBngHUQgwGceAq+Dbfxvq/gZ8fLF4MkybBiBGSZAbE2sQcM0fjHAQ2\n", "DKxRAsBM+ybt2ZO8h2PpxyxliZmJ3L7kdu5Zdo/N274ZNxc3Ft670LKf/GKyJXPbqI6jePzWx4nP\n", "iOfWf9/q8PbWq9eCnJxklDKSkbEBb+/+JZ9UA9ACoBYTHGxNKRlayBLN7FQUGiqCAHTSJ2ekRcMW\n", "nLpg9R7MzM6k58KelbowHJcWxwsbXyhSnmcU07QR7UfwdNenmRozlRWHVzDm1jGMjRjLrJ2z2Ja4\n", "DYDmN9m3fx0TMYY6rnUAWRQuSP069ZnUexIRzSJ47tvnGPh5cbmqyk7dui3Izj5JUtJMTpx4lUaN\n", "+jns2pVJdfp2qppufVBbuP9+iRVfONb9xo2yiOjhIbOGo0fFCkjjPPxy5he6ftIVgP1/20/nBZ0B\n", "SHkpxe5btiN4a/tbTN42GeMUo429fUZWBq3mtiJzQiYGg8GiDprUexKBDQMtqiCAhfcuZEzEGLvX\n", "/z31d3Lzc+nq37XIsdTLqQS+F2gRNmqqY8agrKwT7N0bgodHKFlZ8fTs+Qd169oLpFxxTH3mkLFb\n", "zwCcgLVr7Sc6GTxYBn+Aq1f14O+MtG/Snk5NRR/+4U8fWsrj0uIq5X5KKVIvpwLw8OqHbWYamdmZ\n", "+HhYnbC+f+R7AEK8Q2jXuB0AM26fYSkrjo5NO9od/AGa3tSUZjfJwOzp7rg8ux4ewTRt+ghZWfG0\n", "avXPShv8HY0WABrAKgg0zkVdt7ocePoAU6OmsvrIap7p+gxjI8YSlx6HURm5Y8kd7E3ey7X8axje\n", "NNDy/ZYVUg/tPL2TefvmsX7kelYdWUVsmmS7yc7LZuH+hXjVtTpi3R58OwCdmnWyDOjd/Luxe+xu\n", "et3cq9xtWHTvIhbdu4jc/Fzyjfnlvk5hWracQlDQdG6+eYLDrlnZaAGg0Who69eWS7mX6ObfjTDf\n", "MOLS4lhxaAVbTm4hcmEkKZdSAEi6kMSFnAslXK14ki4kMbz9cO4KvYt72txDXLrMNGbtnMXbO97m\n", "lf97xaZ+1qQsOjfvjKe7JzGPxRAVFEVkYCSuLuW3VhgQMoDHIx4nz5jH+njHZUbz9GxNUNAbGAw3\n", "jiWFFgAajYaHbnmIdcPXMarjKML8wohLj2PkVyMtx1vNbUX3gO4EewdbPGwLs3D/Qhb9uui69zl7\n", "5SxNPCXvZrhfOEfPHSU+PZ4Pf/qQQ88cYlTHUTb167lZ7eijgqJwc3Gs5fp9y+9j+6lKzEdaw9EC\n", "QKPR4GJwYUjYEOq41iHMN4wNCRssx8w6c4DGno2LFQBTYqYwdt1Ysq5l2T0+4PMBHM84TtObmgIy\n", "64hNj2XVkVWMbD+SW5rc4sAnKplNf5XAcVGLoyze0BeyL5ByMaXS752dl+1Q9VN50QJAo9HYEOxt\n", "Dbtw7pVzTOsryYbHdx+Pp7sng78YzLyf5jH4i8E259Vzq0dkYKTFxHPZwWV8+uunAFzMucj3J75n\n", "3r55BDQQ88y2fm05eu4o6+LWMSRsSFU8mg0DQgZYtt/84U0Ant/4PIHvlTK7TgUImBPAy5te5pcz\n", "v3Dm0hnSr4q38/ms83y490OLlVJloz2BNRqNDe6u7hx+9jC3fHwLvh6+PNnlSZ7s8iQgljNDVw5l\n", "3IZxABxMPUiHph3IM+aRfDGZL4d+yZNfP4lSSmYDeVn4ePjwx2VruGTzm35bv7bsO7MPr7pe9GnZ\n", "p+ofFPjf8P/h5uLGK5tl7aG+u4TKPpV5ipaNWhapfyrzFHd/eTcLhizAz9PPxvu4LGRkZTB371zm\n", "7p1r9/j3J7+nZ2BPxkSMYdvJbTzc/uFy3ack9AxAo9EUoV3jdqipqkhc/AfCH+Cjuz4C4KkuT/H+\n", "HokjMnPHTHLzcwnzC+Nk5kmmxkwlK09UQfevuJ9n1j/DlD5TmHn7TDo2lfDIPh4+eLh5MK3fNIvz\n", "VlVzb9i9DAgeQGJmIpdzL3Mp9xKuBlcmb5tst/6ao2s4fO4wty26jbB5YeW6Z2Z2pt21jN4397ak\n", "7FwXt46JWyYy4fsJDF9TefHZtQDQaDRlYmj4UJYPW84TnZ9g/5/7ycnLsQyYjeo1wtPdk+nbp9On\n", "ZR86N+/MY50eA2BgyEAm9JpgM9hfnXSV8T3GV8tzmHF3dSewYSCR/4kkNi2WGbfPsMQSKkx8ejxz\n", "Bs6xe0wpxee/fV6imewvZ36hm3830l6RtZRJvSex5qE1bH98O+mvpjO5z2SbugA/n/mZp795ujyP\n", "V2Oxm/Feo9HcGFzIvqA8/+mptp3cpjp83EHFpcUppZRadXiV6re4n1JKKaPRqIxGo4qYH6EuZl+s\n", "zuZel9y8XOX7L19FNOpyzmXl8ZaHupRzyabOhewLqvUHrdWOUzvU8YzjyuMtD5V4PlF1+LiD2p64\n", "XZ08f1IRjfKb5afe2PKGij0XqzKzMovcJ3husJq1Y5ZSSqlDqYeKtOX93e8rolFEowzRBhX6Qajq\n", "+P86KqJRefl5CnBYCAUdCkKj0ZSboPeDGNVhFKcvnmbJA0uquzkVYsq2KexJ3sOmRzbR/ZPuzBk0\n", "x8bh7KXvXiI2LZb1I9djMBhwm+ZGvrJa8jSq14jM7Mwi1y0YbmJD/AZe/O5Fjvz9CC4G+wqYnLwc\n", "EjMTuXPpnUQ0j6C1d2tm7ZKk88uHLWd4h+GgQ0FoNJrqpntAd9YdW0fT+k2ruykVZlq/aWx6RExD\n", "OzfvzP4/9vPn5T+Zu2cuZy6d4b0979E9oLtlXSRf5eNV18tiJpuZncmjnR5l9K2ji73H4t8W83LP\n", "l4sd/EG8s8P8wjj87GFWPbiKh255CIBh4cMsntOOQgsAjUZTbnoE9ODQ2UMW2/7aQs/AnmxL3Ma7\n", "u97lhe9eYP0x8Ri+eu2qpc4XD3zBT0/+xMnnTxLiHcLYiLE81ukxBoXYZlXKzsu2bB9MPUiPwNIl\n", "3fBw98DF4EIX/y5sHLWRXjf34tzVcw54OisVnUaMA54F8oH1gDkIxkRgjKl8PLDJzrlaBaTR3ODE\n", "p8fTZl4bvhnxDXe3ubu6m+MwLuZc5Ob3biZf5XNL41tIvZJK6uVUjo07ZjcZTWGOpR8jbF4YEc0i\n", "eLDdg0zsPZHc/Fy8ZnqROSGzSDaz0rDs4DLxzo4GaoAKqB9wL9ARaA+8aypvBzxs+h4MfFzB+2g0\n", "mhpKqG8oaqqqVYM/QMO6DQn2DuZy7mWe7/E8iZmJvD/4/VIN/gCtfVrzVJenWPngSmbvnk3WtSw2\n", "xG+gvnv9cg3+QLnPux4VkSIrgfnA1kLlEwEj8C/T/kZEZu0pVE/PADQaTY3lxPkTnLl0hjqudejx\n", "nx7s/9t+IppHlPk6dy29Cx8PH5YeXMojHR8p92K5URnZkbSDqKAoqAEzgFCgDzKwxwDmANz+QMEc\n", "c8mAbWoejUajqeEEewfT6+ZeltwD7Zu0L9d1/tLuLyw9uBSAz+7/rNztcTG4ONxjuqRQEJsBe5kN\n", "JpnO9QYigW7IjCDYTl0oxm41Ojrast23b1/69u1bQnM0Go2mavH19OXq61dxd3Uv1/kj2o9g7Lqx\n", "AEU8q0tDTEwMMTEx5bp3SVRkGrEBmAn8YNpPQITBE6b9mabvjcBUYG+h87UKSKPROAXpV9OJz4gn\n", "MjCywteqKSkh1wL9TdttgDpAGrAOGG7ab4Woin6qwH00Go3mhsbX09chg7+jqUg00EWmz0EgF3jU\n", "VH4EUQcdAfIQM1H9qq/RaDQ1DB0KQqPRaG4gaooKSKPRaDQ3MFoAaDQajZOiBZ9UE6EAAASYSURB\n", "VIBGo9E4KVoAaDQajZOiBYBGo9E4KVoAaDQajZOiBYBGo9E4KVoAaDQajZOiBYBGo9E4KVoAaDQa\n", "jZOiBYBGo9E4KVoAaDQajZOiBYBGo9E4KVoAaDQajZOiBYBGo9E4KVoAaDQajZOiBYBGo9E4KVoA\n", "aDQajZOiBYBGo9E4KVoAaDQajZOiBYBGo9E4KVoAaDQajZNSEQHQHfgJ+BXYB3QrcGwiEA/EAgMr\n", "cA+NRqPRVBIVEQCzgMlABDDFtA/QDnjY9D0Y+LiC96n1xMTEVHcTagy6L6zovrCi+6JyqMjA/Afg\n", "ZdpuBKSYtu8DlgHXgEQgAZktaIpB/3Fb0X1hRfeFFd0XlYNbBc59DdgBvIsIkp6mcn9gT4F6yUBA\n", "Be6j0Wg0mkqgJAGwGWhmp3wSMN70+S/wILAIGFDMdVR5G6jRaDSaysFQgXMvAg0LXCcTUQm9Ziqb\n", "afreCEwF9hY6PwEIqcD9NRqNxhk5DrSu7kbsB6JM27cjlkAgi78HgDpAK6SxFRE0Go1Go6lhdEXe\n", "6g8AuxFrIDOvI2/4scCgqm+aRqPRaDQajUajqVEMRmYH8cCEam5LVdAC2AYcBg4hi+cAPshC+zFg\n", "E2JOa6Y2O9O5Ig6EX5v2nbUfQJ51NXAUOAL0wDn7YyLy/3EQ+BKoi/P0wyIgFXl2M+V59i6ma8QD\n", "cyuxvRXCFVEPBQHuiAopvDobVAU0A241bd8ExCHPPAt41VQ+AevCuXkdxR3ppwRqlzPdS8BSYJ1p\n", "31n7AeAzYIxp2w0xpHC2/ggCTiCDPsAK4DGcpx96Iyr0ggKgLM9uXmP9CavP1bfIi3aNoydiGWTm\n", "NayWQ87CWuAORII3NZU1M+2DSPiCM6ONQGSVta5yCQS+B/phnQE4Yz+ADPYn7JQ7W3/4IC9F3ogQ\n", "/BoxKXemfgjCVgCU9dmbI7NIM8OB+SXdtDqkZgBwusC+szmKBSHSfi/yA6eaylOx/uD+SL+YqU19\n", "9B7wCmAsUOaM/QBiJXcO+BSxqvsEqI/z9UcGMBtIAs4gJuWbcb5+KEhZn71weQql6JPqEADO7BR2\n", "E7AGeB64VOiY4vp9Uxv67R7gLKL/L8402Bn6wYwb0BmJl9UZuELR2bAz9EcI8ALycuSP/J/8tVAd\n", "Z+iH4ijp2ctNdQiAFGRR1EwLbCVXbcUdGfw/R1RAIJLd7GndHBkcoWgfBWKNtXQj83/AvcBJJF5U\n", "f6Q/nK0fzCSbPmYfmtWIIPgT5+qPrsAuIB3IA75CVMXO1g8FKcv/RLKpPLBQeY3sEzfEOSwIcRZz\n", "hkVgA7AEUX8UZBZWfd5rFF3oqc3OdFFY1wCcuR+2A21M29FIXzhbf3RCrOM8kOf5DPg7ztUPQRRd\n", "BC7rs+9FrMgM1OBFYIA7kUWfBGRRo7bTC9F5H0DUH78iP44PsiBqz9SrtjvTRWG1AnLmfuiEzAB+\n", "Q958vXDO/ngVqxnoZ8iM2Vn6YRmy9pGLrI8+Tvme3WwGmgB8UOmt1mg0Go1Go9FoNBqNRqPRaDQa\n", "jUaj0Wg0Go1Go9FoNBqNRqPRaDQajUaj0Wg0Gk3l8/8B3AEQktDZZBgAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6,4));\n", "np.random.seed(12)\n", "for i in range(8):\n", " x = np.arange(1000)\n", " y = np.random.randn(1000).cumsum()\n", " plt.plot(x, y, label=str(i))\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3. Now, we create the exact same plot with prettplotlib. We can basically replace the `matplotlib.pyplot` namespace with `prettyplotlib`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAYAAAAEACAYAAAC6d6FnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvXd4HVeZwP2b23tR78VF7i3uSZw4jTRSCElou8su2YUl\n", "S10ICyHA831fYHsWFggQFkJPJ6Q6vThxHHdbsS3Jtqxer27vZWa+P0a+smy5yJIsJz6/5/Fjzdw5\n", "Z95779zznvOet4BAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgeA8xQM8DjQB+4HV\n", "QAHwMnAAeGn4GoFAIBB8wPgt8Jnhvw2AG/gP4BvD5/4F+LdpkEsgEAgEU4gbODzG+WagdPjvsuFj\n", "gUAgEHyAWApsAR4EdgK/BOxA8KhrpGOOBQKBQHAOoJtgewNwAXD/8P9x4JvHXKMO/xMIBALBOYRh\n", "gu27h/9tGz5+HPgW0I9m+ukHyoHBYxu+/vrr6vr16yd4e4FAIDi/kCRJmqy+JroC6Ae6gIbh4yuB\n", "fcAzwKeHz30a+MuxDd94440J3logEAgEE2GiKwCALwJ/BExAK/B3gB54FLgDaAdun4T7CAQCgWAS\n", "mQwFsAdYOcb5Kyehb4FAIBBMERM1AQkEAoHgfYpQAAKBQHCeMhkmIIFAIDinSKfT0y3ChDGbzVN+\n", "D7ECEAgEgvMUoQAEAoHgPEUoAIFAIDhPEQpAIBAIzlOEAhAIBILzFKEABAKB4CwSDof5yle+wurV\n", "q7nmmmt4/vnnp00W4QYqEAgEZ5Hvf//7mEwm3njjDZqbm/nCF77AnDlzmDlz5lmXRawABAKB4CyR\n", "SCR49dVX+cIXvoDVamXZsmWsX7+eZ599dlrkEQpAIBAIzhIdHR3o9Xpqamry5+bMmcOhQ4emRR5h\n", "AhIIBOcdvzm0hUg2NaE+XEYLfztr9bjaJBIJHA7HqHM2m41EIjEhWc4UoQAEAsF5x3gH7snCZrMR\n", "i8VGnYvFYthstmmRR5iABAKB4CxRW1uLLMt0dnbmzx04cIBZs2ZNizxCAQgEAsFZwmazccUVV/DT\n", "n/6UZDLJzp07efPNN7nhhhumRR6hAAQCgeAscs8995BOp1m/fj13330399xzDzNmzJgWWcQegEAg\n", "EJxFXC4XP/zhD6dbDECsAAQCgeC8RSgAgUAgOE8RCkAgEAjOU4QCEAgEgvMUoQAEAoHgPGWyFIAe\n", "2AU8M3xcALwMHABeAjyTdB+BQCAQTBKTpQC+DOwH1OHjb6IpgAbg1eFjgUAgEJxDTIYCqAKuA/4P\n", "kIbP3Qj8dvjv3wI3T8J9BAKBQDCJTIYC+B/gLkA56lwpMDD898DwsUAgEEwKqqyQOuQn8trh6Rbl\n", "fc1EFcCHgUE0+790gmtURkxDAoFAMGGS+32EnmwisaN3ukUZFw899BAf//jHWbFiBd/5znemW5wJ\n", "p4K4EM3ccx1gAVzA79Fm/WVAP1COpiQEAoFg3CR295F8b4CCTyxGSWXxPbAdnd2EsdpFtiuCkpHR\n", "mfTTLeZpUVJSwuc+9zk2bdpEOp2ebnEmvAK4G6gG6oGPA68Bfw08DXx6+JpPA3+Z4H0EAsF5SmJP\n", "P9n+GKmDftKHAlgXluK+ehaFH1+MbWUluaHpKaZyJlxxxRVcdtlleDznhmPkZMcBHDH1/BtwFZob\n", "6OXDxwKBQDAulGQWdJp1Od0WJH04iPPiWsx1XgCMxXYCf9xDorF/OsUcN6p6bljFJzMb6JvD/wAC\n", "wJWT2LdAIDjPUFWVwZ9sQV9gpfTrFxF8bB9KLIPOZsxfYyjWKmkl9w1iW1yGHMuAooL55H3rXvwV\n", "UiIyMflsLpSr7zijtpJ0oi3Ts4tIBy0QCM5JcgNxAAwFViRJwjK3iMSuvlHXGAps2NdWk+kIkT4c\n", "ILGnHzmYwvmpBSft+0wH7snig7gCEAgEgkkhuX+QnD+J55b5mOs0e7llViFyZPTGqWTQ4by4lqA/\n", "QfCJ/Zhq3Cip3HSIPC7OlRWAyAUkEAjOOcLPHSD+bhemSheSXhumdDYjzotrx7zec8NcXFfNJNMZ\n", "Rolnzqao40KWZdLpNLIsI8symUwGWZanTR6hAAQCwTmJeVYBOsvpGSkknYR5RsEUSzRxfvGLX7Bq\n", "1Sp+/etf89xzz7Fy5Up++ctfTps8wgQkEAjOKVRVxVBkw31dw7ja6V1mSv/5Qgbue2eKJJs4d955\n", "J3feeed0i5FHrAAEAsE5hRxKYSi0oTOPf34q6XVgEMPa6SI+KYFAcE6RbBzAuujM04eVffXCSZTm\n", "g41QAAKB4JwhvrOX+NZuTDXu6RZl2smFUvT/59tT6jIqFIBAIDgnUHMK8Xe7MM/w5j1/zmfCGw4A\n", "oMSmzqtJfMoCgWBaUNI51NxIFvlcMIl5diHej548iOu8QVaxr64iOxCbslsIBSAQCKaFyMutBJ/Y\n", "lz9O7OhF77JMo0TnFvbVVVgXlZJqHpqyewgFIBAIzipKWovUlYw6Mp3h/Aw3+d4AxuHcPgKwzC5E\n", "7zJPaWCbUAACgeCsoKoqSkZm8H/fRcnkUBJZAPy/2026LYixyvW+COY6m0h6HaoydZvAIhBMIBCc\n", "FZJ7B4m8cBCAwB8byQWSFH9+FdneCMHH952itWAqECsAgUBwVsh2hwGwLa/QirgoKnqHCVPV+ePy\n", "mc1m+d73vsc111zD2rVruf3223n77bdP2kZn1k9ZgjuxAhAIBGeFXDBFyZfWIJn0OC+rRx0e1HQ2\n", "Izq7iaLPXDDNEk49uVyOsrIyHnzwQcrLy9m4cSN33XUXTzzxBBUVFWO2MRTYiLzSiufDcyZdHrEC\n", "EAgEU44cy4CsoDMbkCQJSZLQWUcKu7ivnX3aid/ez1itVj7/+c9TXl4OwCWXXEJlZSVNTU0nbONY\n", "V4scnZr6wUIBCASCKUVVVUJ/acJ2wdgzXABzvfcsSnTu4Pf76ejoYObMmSe8RtLrQJ2aIjIffJUr\n", "EAimjVwohZrJYSixY11QMt3i5HnxnU4SyYnZ1W1WA1dfWHPG7bPZLN/85je58cYbqaurO+m1OpuR\n", "3FACvesUtS7HiVAAAoFgyhj65Xac6+swFFqnW5RRTGTgngwUReHb3/42ZrOZu++++5TXG7wW/L/Z\n", "NelyCBOQQCCYElRZS/MQfaMdg/fcUgDTiaqqfO973yMQCHDfffeh1+tP2ca2vJKCTy3GPLtwUmUR\n", "KwCBQDAhVFVFTebQ2Yyjzmc6NbdPvdsiAryO4t5776WtrY0HHngAk8l0Wm30DhN6h4mkbXBSZREK\n", "QCA4j0m1BlASGWyLys64j0x7iPj2HgpuW5g/pyoqsc1duD88B0OBmP0fobe3l8cffxyz2czll1+e\n", "P//d736X66677pTtj1WyE2WiCqAa+B1QAqjAA8D/AgXAI0At0A7cDoQmeC+BQDDJRN9ow1TthkVn\n", "3kfs7Q6UZA4llcu7cmb7Y0hGHdZ5xZMk6QeDiooK9uzZc8btzXWeSZRm4nsAWeCrwAJgDfBPwDzg\n", "m8DLQAPw6vCxQCA4Q1RVJRdKTWqfSlobsCecbMygw3ZBOenDgfwpOZTEMmty7dUCJj1qeqIKoB/Y\n", "Pfx3DGgCKoEbgd8On/8tcPME7yMQnNdEXjrE0C+3T2qfciiFscwxoTQDSiaHzqTHPLOAdPvIIj8X\n", "TKL3itTO5zqT6QVUBywDtgClwMDw+YHhY4FAcIYkG7Wf02QGA6VbA5r5ZwJdKtEMOrsJvceCfNQK\n", "JTcQx1jimAQpBVPJZCkAB/AE8GUgesxrKhN6xASC6WPgx+9OtwgjVbOk0eUBc/4E6bbgGfWppHIk\n", "3hvAVOdFZzPmUzOPl0xXGGOFU0vvoJe0lA/D/U/2hqVg8pkMBWBEG/x/D/xl+NwAcMStoByYXN8l\n", "gWAK0TxYOsl0hVFTuSnNx346ZLrD2NdW47x8BpmuMOnOEGpOIfzSIULPtZzR4J1qGUKJpNGZ9BgK\n", "beT8iTOSLbnfh2VOEaAlLfP9bCtyNI3OLgb/9wMTVQAS8CtgP/DDo84/DXx6+O9PM6IYBIJzlsir\n", "rcR39pLpCBF7uzNfrlBNT00q3hMhxzPkwqm8uSfdFsRc58Vc4yHTESL4yF7iO3rIdkcw13nJDKdZ\n", "Hg9qOofn5nkAGAqtWnrm8fahqKADnVnz/DGU2QFIHfRjLBPmn/cDE3UDvQj4K6AROBKn/C3g34BH\n", "gTsYcQMVCM5ZcsEkiZ196AusSDoJ9/UNhJ87gHmmFyWZHZW5cipJtwXzxVGsi8uQQ0nUrILz0nqQ\n", "IH04iKHMQXLPAJYFJVjnFpEdiI/7PtnBOKbhBGyGAhvJ/eNfpCvxDHrHSG4a68JS5ECK5O5+nFfM\n", "GHd/grPPRBXA25x4FXHlBPsWCKaMyBttOC+tQ5IkQLNlA1jnFZNuDWCZU4SalpEjaZRETotsOQ1U\n", "Vc33OV4Su/uIvtUBgH1lJfFtPQA4r5iBpNP6LPjUEiQdDP16J6719cjxDHJrACWdI/LiIdw3zDnl\n", "/VVZQY6kMRRp9Xf1LjNyZPzphnNDiVEpHiRJwrq4lPjWbkwVznH3Jzj7iEhgwfsGOZpGjqYxVbgm\n", "1E8ulCKxrQfrghKMxXZUVSXTHaHwb5ZiKLJhXVSKpNdhW1ZOfEcv2f4o6DjpfVMtQ6RahsgOxSn+\n", "zPLxva9YGv8f9qC3myi5cxXoJNSsQqY3in11FeaaEd9vg8eCqqoUfGqJtsmqk1BiGaIb20m3B8m0\n", "BU+ZdiEXSGIosuUVhWQ1oCTHv4+QPhw4LjeNwWul9J8v1FIYC855xLckeN+QfG+AwB8bz7h97J1O\n", "Mr1RMh0hzLMKSB/yA5A+6Ce1b1AbFPU69M4Rs4beZSb6ehvBx/cdV5Qj06c5vGUHYoSebibVMgRH\n", "PHbGQarJhxLNoHdbkPQ6rViKSU/hJxdjmVmAZBydLEySJIzFmr1dMuuRI2mSu/txX9dAuuPkAfdy\n", "NE1qvw+DZ8RHX5IkUNRxxwNk+2OaG+kxiMH/5HzrW9/i8ssvZ+3atVx77bU88MAD0ybLefNNDQwM\n", "EA6PbJa1tLQgy/I0SiQ4m2T7o8Q2dRL44x6ib7ThvLSebK82gKfbQ3g/On/MgUs/PFDqXWZ8P99G\n", "pieSfy38bAvZwRj+3+1GX2il8K+WoHdZkCNp1OzpP1upQwEs84vz9xoPkiRhqnRhW1GJudZDpj00\n", "4jZ6FJGXWxn4380k3xsgvq0bnWN0ErJsbxTfA9tO+76qqoJeOmNz1/nMHXfcwYYNG9i8eTP3338/\n", "Dz300CnrAk8V540CaGxspL29HdBycR88eJDBQeGd+n5BVVWyg/HjBq7TQY5lCL/ciufGuUgWAyVf\n", "WI2hwIqSymkpFo7aED0WQ5ENncuM56Z5eG9dQOS1www9uBNVVZFjGVLNQ1gXl2FfUYmx3Il5diG+\n", "X2xj4IebSR30j5JhLHLBJHqHCfd1DTjW1Y77vQHYLijHOrcIyajHWOkiuXdg1OtyLEPivX70TjOx\n", "TZ2ggs4++nM0lNqRDHrUnIIcG73SSbUGUFWVgR9tRo5owV5qRs57/wjGx6xZszCbj1pl6vUUFExP\n", "ttTzQgEoikI6nSaVShGLxXj++eexWq0kk8npFk1wGqiKysB/bULSSRgKrPk886fVVlXx/Wwr1rlF\n", "WOYUUfrFNfmZvt5pJtUyNMoefiySJFHyuZUYvFZMtR5y/TFyQwmGHtwJOYVUyxCmahe2xVrYi2XO\n", "iE089JcmUq1afhzfz7YixzOoikqmN5qfpR+xox+pk3smGApsGMu1TVedSU/k5dZRsQvptgCmGk/e\n", "7dM804vePXq1UfjXS9F7LSSbfMQ2dZJqGcrLGPrzfm1lkZHJDK+alERWBHpNgHvvvZdVq1Zxyy23\n", "8NnPfpb58+dPixznhQoPBrVoSZ/PRywWA7SsfEIBvD844qFiX1tNfEs3Sjx72qXxjiQ60zmPv96+\n", "shL/H/bguXHumG1zShqDbqTdEU8cyawnmuqDS8zYNoKpZiRDo95hpuyuiwk+1YQcTBHb1JGvd5sb\n", "jCMZdAQefg/rwhJcV88m50tgn8R6uPZVVSjJLKkmH9YFJaiKSqppCPuaKgxeK2V3XTxmO0mSQNUU\n", "UvqAn2TjAHqPhcJPLwMgvOEA9lWVpA/4CT/TgnVxaV7pvB+JbWhFPcPo5yNINiOOa09cy/dk3HPP\n", "PXz7299m+/btfO1rX2PevHksWjSBlKxnyHmhAOJxzU963rx59PX1AVBZWcnGjRspKyujsFBkLTxX\n", "keMZknsHcFxYg7HYjrHUztBvd4EEBR9blN8MzV8fSZPpjWCdq6UhTuzqx35hNZaGouP6NpY7Kf3K\n", "WjAcvxBWVZUN7V/j2rr/HqUEvLct5FDqZToCb6GW6Lnu6/eNOXM/olRCTzaRaQ9iLHeSbg3kN3RV\n", "WSXySivJ9wZwfWjWmX9Ax6CzGbEuLiN9KICSkRn80WZNng/POWVbvctMuj1I8T+uRA6liG5sJ/xs\n", "CwBKPIt1aXk+IV2ycQDnurpJk/tsc6YD92QiSRIrV67kqquuYsOGDdOiAM4LE9DQ0BCXXXYZVqsV\n", "v9/PjBkzcLk0lz6/33+K1oLpxHf/VuKbu/IbpKYaj5aeIZkj23ds2iktbUL4mRZyQ4lh+34M+8rK\n", "/Oz9WCSjfswBPJkLEMsOMJRsGXXeVOumUXqUqvqLsOhdJzUdSZKEzmkiuXcQx4XVZIfiZHoiGErs\n", "SHopv1F8ItnOFJ3dRM4fJ7axHQDbiorTMtc419dTcOtC9E5zPklcujWAeaYXY7VLW3Wp4L6uAevC\n", "EmECmiRyuRxW6/QUzfnAK4BcLkcqlcJut2OxWEilUsyZo82GGhoaMBjOi0XQWUOOppEnmF9elRWi\n", "b7XT/z/v5M/pnNqmpaHEjuOiGtBJo7JPgmaXVlI5jFUuhh7cSeBPjeT8CXSm8X/H0Ww/xda5DCT2\n", "jjofyfRQ57qExeUfQz2NHId6p5lUawBDiQM5lELvNlP4qSVkuiOk9vso/seV45btlPe0G0m3BpFM\n", "epzr67EtOb1qX3qHaVQKh2xfFMuCEry3LKDw44uRJAnv7QuxNBTivrZh0uU+HwgEAmzYsIFEIoEs\n", "y2zatImXX36Zyy67bFrk+UCPfqlUikQikZ/tWywWdDpdvghzQUEBgUDgZF0Ixon/d7sxzyrAffXs\n", "M+4j0xEi/m43klGHiuaKmfd7lyQcF9ZgmV9C7J3OfBtVURn86RYMZQ5cl80g8FAjSBLO9fVnJEMi\n", "O0SZbQnhTNeo8+2RjdS5LgHAbizCl2im2Db2HgKAZXYhma4wOrsR760L0LssBHMd2D5eQ+YlH9IU\n", "zKKPmJlMdR7MNWdeQarw08vQe0bvnZhrJ7ci1fmGJEk89thj3HvvvQDU1tby/e9/n4ULF56ipUYq\n", "NblFgT7QCuD111/H5XJRWqqVI7DZbFx77bX5141GI9msthEk33cHuo/fjbLteaTZy5FmLEWy2KZF\n", "7vcrmZ4IhiIbuUCS+NZujBXOM6pglPMnMNV6MM/wggT25ZXHXaO3G0dVsjqyUZzrj2EotlH8+VXo\n", "bMYTmlfC6S6eb/9nLqn8JpUOLXI3mGrnlc7vcFvD74nnhiiwzOBw5HUOBDfQ4NWem0CqlQWFtwBQ\n", "67yYweT+kyoAQ6EtXyvXWKQpsRdbvsHiok9Qe8NFPHrok3x8zsPj/YhOiWVOEYaCiT2/xhL7qS8S\n", "jAuv18uvf/3rM27/yiuvTKI0HxATUPjwW2OeNxqNBINBLJZjoh6HMRgMZLPZfNZF5ZmfQutu1Dcf\n", "Qd22YWqFPgPi2SF2Dv6GnDK5s4CJcHSBkthbHbg/PAe9w0T0zXaSTb7x96eoRN9ox3lpHfYVlWMO\n", "/qDNctW0TLLJR2JPP+mDQwAYyhzozAb0DtNxg/+B4Avs9v0BgGC6nWLrPLqiW/Kvv9BxFzk1RU5J\n", "E0p34DHXoqhZDoZeJJrRnAdkNYtBpz1PRdYGumNbUdXTd0tNy1EKzDMIpFoZSOxFRSaeHf/ndCo8\n", "N85FfwYxE4JzF0VR8taLyeJ9rwByyRDxvkYUWZvJRyIR0uk02Ww2b/o58v+xWCwW4vE4icDwDzAe\n", "RvfV/0P32f9G7T98VuQfD+2RN+mPN+I7ZmNyOgk93YySzqEkskhmPXq7CdfVszVPksDxbraqomop\n", "E07AEf/yI4nKTobebSb8bAupliHSh4NY5hWjnCSpWVd0M4OJ/QDEMv3ML/wIkUwXqqqiqipF1jnM\n", "dF9Bd2wriawPq6GANWVfRFFzvNv3U3b7/sBQ8kC+P5Pegcdck1cOpyKe9dESeJZKx0oSOT/hTBeF\n", "ltk8ffhO0nKUw+HXaQ2/NqlVvwQfHN577z1qa88sWPBEvO8VQCrQjs5oRUlr/v1dXV309PQwNDSE\n", "1+vl6quvPk4BqAnNe0Sv11OfC9C3fSOZ8gb6HeXDlY0MoJx7aSKimT7qXJcQzfSe8tpkLkhOGX+G\n", "x/GS7YuSHYiR8yfyg7bOpEfvNOeDkVRZIdmsKdnQX5oIPd1MdiA2Zn85XxzLvOLTyidjXVKG87J6\n", "lGQWNafgunwG3o+NbUtVVRUFGVBJy1FC6U685jpshkKGks1klThmvZNKx0p2+37PhRVfRZIkyuyL\n", "uGHGTzDoLDQFnmKGe/2ofmud69jl++2Y9zwaRZVpCjzFvsCfKbLOodKxkpbgc6yrvAuAPx/6DIdC\n", "L7O1/2e8N/Qwsprl8YN/S3tk7NWt4PxBVVX8fj+9vb3Mnn3me2tjcU4rAJ/Pd9LZkKrI5FJhzJ5q\n", "skkt2CuZTNLV1cWOHTsoLy/HaDx+k035+VdQc9qKwb33VUKBIV51LmBXxZqR+5ltqMmxB6npIi3H\n", "qHAs4z3/Y6Tl410gj6CoMvv8T7Bt4AFySmpcJoox79sRIjsUP867R5UVlESW6BttpDtCGApHz9ol\n", "g45cKEWmJ0LkhYMoGTmfS8f/u92EmzuIpkfSFijpHMHH9522e6G5xoN9RSW2xWVYGgrR2Yx5O/ux\n", "xLL9OIxlzCu4mScP3UF3bCtWg5dy+zJ2+/5If7wRi95NpWM5N874GQ5jyaj2pTbNR3tV2T+OOl9m\n", "X4SsZlFUbcKQzAV5pfO7I59dLkJGjnMw9AIHQy8CUGidxWzPhyiwzMSi97Cu8hsUWefgTx3EYSxl\n", "MNmEL9FEVonnVyyC85e2tjY2b96MLMtjjmcT4ZxVAAMDA2zZsiUfuBXpeJdIx+ZR1/Rt/jlyOoat\n", "dD6pQBvhcJj+/n5sNhtLlizBkBkiFewk2PIS8vAKQXn9T9r/v/suqpzD7Cmg31lFVVUl5eXl+ehg\n", "yVsGwf6z+I5PTVZJ4DbVUGqdT2fknTGvkZUMjxz4OO2Rt4hlBni9+17aIhsndN/wsy2En2nBd//W\n", "0feKZjDVeMj5EmTaQ/nSgEewLSsntX+Q2KZOLPNLSOzqw1zvpfBvliKZ9Rze/QLPtn8hr8xywyaj\n", "043yPfo+9pVVJ71mMNlEiXUe1c7VVDhWsL7qHq2tsYihVAuNQw9j0Wsb1jrpeDtrjXMNiwrHrmtk\n", "0jnIyNrzFcsO4ks20R7Rknu93Xcfb3R/H1+yhWvr/otPzHkMo86KWe/k6tp/Q5Ikqhwr0UvaD/u6\n", "uv9hludD7Bh8kBnuyzDqpsc/XHBuIMsyvb29rFu3blT+oMninFQAuVyObdu24XQ68fl8JHwH6Gnb\n", "T9LfjiJn8zZbgHSwHZOrglAoxOHDh1m9ejUrV66kurqa+I6nCOx/hlSwnXRIc+dTA/0gSRAaRPn1\n", "t5Asmt9zQ8McrFYrBw8e1IQorkId6MivFI5F7WpGlU+ePldVVd58882TXaD9GweSJLGo6GOE0h3H\n", "vdYUeJrtg78CNGVxQcmnGUq2cDD0Au8NnXzVADC480+kwz3Hi5lTkMPHm5NygzGMZQ7KvnYRhX+1\n", "5DizjbHMSWxTJ+Z6L9b5xcS3dWOqdmMsdVD6pbXo5zioUC+gNaR5NqQPaHsD41UAp4MvsZ8Sm5Zv\n", "5ZLKb1Bm12b0RZbZlNkWE8/5sBhO7OLoMJWysOi2MV8z652kZW1l80rnPbhNNUQzvXTHtjGY2Eel\n", "YwWyksJtqjlh/2vLv8xHZv4fep2RCvsyJCRmuq/K9ys4P4nFYng8HtxuN1deOfk1ts4ZBaAO9ZAJ\n", "95EcaiUQCFBb6mDpDDvxWJRwxzZaYyWEUnr6332AdKCdvnfuB0lPwbzrkCSJfQNmenp6KCrSZqGq\n", "qqCm4xRbZ1Ew91pyqZCWUVLKodzwOaR5ayAaQHfxLVx77bXYbDbq6uryGUKl+sWor/8J5X//ETU+\n", "kkZazaZRExGUx/4T5UefG/XasfT09BCNnmTQjb0Gbded1uejqCPKxmooIJEbHcE8lDzIPv/jHA6/\n", "xuqyO7lt9u8ptM7mw/U/pt61nr3+R/nzoc/QFX13zP7lTBwllyIVPF6x6J1mlGwOnddMLjycDVJW\n", "CD3VfNIo1iNeKJa5xRgKbajJHJaGkbQbilPBu72Mgehe/H9qJNMbxTKvGL331LNeWdUU8+l60ESH\n", "TUDHYtTbuKz6O7hN1Zj1Z1ZoRlMAI+bCBu81hNNddEY2UWCZyYLCW7i06u6TJnuzGjxYDNoKxKS3\n", "c139fbjNVaTOcQUgK9qEzJ88OKapMaekj4umPhGd0c1jTmzOZ1KpVN6LcSpSb58zCkD53Xfx732K\n", "YMsL+H0D2BQ/ZJMEg0F29LsxmUwkrVrOlFjfHkzuKjyz1mMpqEdRRh48SZK0B7F9H6rFij7oQy9L\n", "ZJs3oW5/gXChDd/AVnJzl6MY9EildXnXKpvNRklJCaFQCMnqQFq4Dmn19dB7CNCUivKzr6C+8QjS\n", "2huRGlai7n0LZfdrx72fZDLJ7t27AY6rOxA69AaRjneR402o2VN7kEQzfTxy4BN4zNoM0qS3k1VG\n", "injv3D/AO52/4br6H/LRWb+h3nUpBp2Ft3d2EwrYafBew/qqb+PMOtE37qB300/zK6id+wdoOuxH\n", "TkWxFjWQjQ6iHrMBLlkN7Lv9FXovbCLTrhUcyfmTWOYXY185tpvmEUq/eiEGjwWd1UjpV9aOqq2r\n", "uBS8M2bmHrXMAAAgAElEQVSR6YmQGBwkXZ/CeHUBAamVFzu+ecI+c0qaRw98EkWVefrwncQyAye8\n", "FuBg6CU4RanGImsDVsOZpeS1GLzsGPw1Owd/Q7F1HjPdV5KSQ4COiyu+dkZ9Ahh11hO6/E6F6+iZ\n", "8OjBT9IZfYeXOu/m4QMfoy08esUbTnexc/DUm+QAm3rvY0P716dCzPctRyuAqWBaFYD8xH2ogx2o\n", "7XtRSqox5BSsJXOJBPrwlNTinrEOFYkKa5hLL72URDKF2VNDJtyDvXwRthItAKe7u5uK0gIuXji8\n", "cTfUg/zkD5EKylCD/Ui//R4yCvLW59AbLJjclQz1biZ2+Q3HyVRTU8OhQ4dQVRXdh/4WaeE6lKZ3\n", "kbMZ9v/5QVS7B7X5XaSKWUhX/x3qpidRX/sj8n13oGZHNkmPLj6zceOIDV5VVeIDTbS3ttB/SCKl\n", "XgSnMs0kmwBYXnJH/pyELr8q2NvaQyCUIR6xYNLbkSTta936Xj+PvdjCewd8FJhnckF4OQmdpjjk\n", "lCbfwc4gu5oGkbNx9BYnqs5I17sjP9jYO51kuyPIagqfsYV4Sy+5cIpMRwhjufO4alXHIh2VaO3Y\n", "a7NKHMfsKlzuSvbc8DS7Sx/m6cN38krXdwmkWvMbq0fwJZoBaAk+q73voUcBeKXzOyiqzEMtt/FO\n", "7w95u+e/8gNkTkmxfeCXhNKdHEs6I9PRGyaRzLKs+NMUW08c0HUyXKZKQul2OiJvo5O03EIWvZve\n", "+A6sholl+szIMd7t++ko891AYi9PH76TcLrrJC2nFl+iiYdaNJPYPv8TFFo075SjV0KqqhDOdBFI\n", "tZKVE2P2M3KtSrF1HsXWeVMn9PuQZDI5pXmCpncF0LFPG/z//D/kZs7H3NeN7lAjyXgEZ3EdAIsX\n", "L6Zh9Y2YzWYtF8m86yle9kksBVqI/wsvvEBjYyNlZeUoSR+qqiCH+wmvvohcNgGZFFTNwTLrQtIO\n", "C5gtuOvXAeTt/0fj9XrR6XT4fNoAIrmLIRUn3dNKm7mUhKcMafF6qJiNZNRs1dLi9VDZAG0j5QoT\n", "iQTLl2sRpun0iP287537SUouOhOFpJQcGXkGZLtRFRklN7bbZjoX5tLKb+VnsPFkFqNczSud3+PJ\n", "jZsxO/xkE8X8/pn99PlGfoAlBTaMBh3dA1EiPm3mHi91YK5bRuOuPby17TDLbZspNAbwN71Iz5BM\n", "smAd/riJoUAUVVFJNPZjXOXFaizAZHKwuf4BEnv7SOzrJzvzzNPpRtI9pOUoVm8B9tJSork+otl+\n", "LqvSPGgq7cuJZUY24WUlwytd3wHAl2yhzLaEfYE/M6/gJhq81/NG9/cBCGe66YptYZ//CV5s/xee\n", "PvxP2I3FLCo6fgP3rR3dPPHyQVraA+h1xjNeYnstdTR4r2NN+ReZV3ATAPMKbiKrJNBJEwu2X1d5\n", "FzZjIfv9T+bPdUbeYXnJZ2gNvzqhvs8UVVU5EHohfxzOdLGiVJuc5FRtxdIWfpO++B629N+f92w6\n", "mqycoDM64tSRkkOY9HZ0kgFZmVguqfcLHR0drFixgrvvvnvM11VVJRgM4nAcP05NFtOmANSO/eTM\n", "JhKbtxJ0XkzOYsWw5iOoWRlVBZNDs+U7PSWYLZprn8PhIBqNYrR56fXFGArGyOVyzJo1i4rqelKB\n", "dpJDrQQPvUaaJMUXfBKSMbA6MBXUIF90A1gcGGwFFMz/MHJ67Jn3jBkzaG5uzh9LhRXs36GVy0ss\n", "vALdlX+NZByJspQWrUN3zR0ozSNRpYlEApvNxvXXX4/T6WSgfwA5pQ3wgaSBWvcWdOZmcjkH0dc2\n", "EexpIta9c0x5IpkeHCbNfi0rCr94dA/b31pIZmgZ5sJG1lzgYE6VphB7BzUFkM3KWC0GvvipC+gb\n", "irNly248DR/C4C4jadNhznRjCu8hqdpZZN+NTlJJhSC534fO7KC9oxc5mMRc50VeCR5TDZfWfoui\n", "wjn4dzWRqkiwNfSL8X/xw2zp/xn+5EHMeld+dquoWcrsi/jEnMcosy/Fn2od+TyH9zxUVUVWMxRa\n", "ZmLS2VlQ+FFqXRcykHiPcvsyQukOSm2LaA2/SiB9mLQc4Yb6nzK34PjVXuBIdasJxl2Z9U6Wl/wd\n", "5fYllNuXAlBonc3HGiae4sFpKmdR4ccYSo0EoEUyvcz0XIk/eXDC/Z8JLcFncRrLuL3hT6yr+AbF\n", "1nkUWGZy44z78SWaSMtR3u3/CW/2/ACAGe7Lj0uq1xXbyqbe+/L7Bh2Rt6l2rMVpLCOWPd6kd/Qe\n", "2AeFH/zgByfNARQKhYjFYphMUxfRPX0KIBHhqSvDDM50k5mfIGs1Yiiqo0UuwmNKkAwOcKgzyINP\n", "7mVXk/ZAuN1uIhFtU+z5jW1s2rwDnU5HRUUFAIWLbiHV04hiMFBqnYPeaAWrA8lTgsHqJj6wF73J\n", "oS3RvbWoinKcvRvA4/FgMBhGYgKKKuk3F2AwGNjd1s2zzz5Lf/fwbH/mUvCUILmLIJtGDfaTyWSI\n", "x+PYbFqlqdkzKxjYsxflwM2oKsSTRqpcO9nnu54Dg4VQ/Qjv7Gkn3ruPocY/HydPNNOP01gOQJ8v\n", "zsLZRXxo7SwOHSjA7UmSUgIUu8pYubCMjr4I0XiGp99opcijLR1nlpmY6+1DNXsptjZwKLAfxeii\n", "2tpLlFJCqqZcrN0qlsZ+SrxF9HccIBdNo3OaCKW7cJmrAXA6qzh0xSb2zHqcYLoNWc3SdNjP7uZB\n", "3t1z6gA10AbxnJqi1nUxkiRR7VzD0uK/YW35l/LXVDtX0xp+OX8cTLUB4E8dQFUVFhbdzo0zf4ZR\n", "Z8Vm0DaWL638FtfV3ceK0r8HoMZ5ETD25pmqqiiKyvpV1UQmmL30RIzlTnomSJKEQbKw1/8E2/of\n", "QEVBLxmxGYunZS+gM7qZhUW3o5eMVDlXcmXN/wuA3ViMrKY5GHyROpe2yr6+/kfM8V533OZuKN2O\n", "21RNKN2Fosokcn5c5kqcpgoimR4GEvvY3PeT/Pt75MAnTmlGej+xYcMGXC4Xq1evPuE1gUCAhQsX\n", "Tmnd5alUANcAzcBB4F+Oe1XOIZNFLimEhJlMtJ+Wtn58xiK8Upq3mjaRTGla/+2dPfT5YrjdboaG\n", "htjTuJeyQhsSMhdfcjmOrkaU5i0Y9RZS8X485cvRLbtCe4O3fQPpolswWNzojDYk3ciPUm92IGfi\n", "Ywp/JHV0X18fe2Lax9TQ0EAul2PNigYCHX/U+rjpi0hmLQBKsrmQH/w2L730EtFwJB+0Ycu9hmp9\n", "GzlnwWRuxionMIaGC5ZkDDQOfARQUZQ02fjoH7RWlcqCJEkEwyla2gKUFNhYMKuQmy5ZQkoJEc/6\n", "KHGVsW55FWajgQ2v7SYT97Oo3oIiZ1laOojNkOWXTx6mt8tDX24Dfc7nAVi8ci1y6SX8pW0ZaihH\n", "cIYXe7CMWYVRgr1Po7PpSeYC2IcH2cZ9CkO6A0SzvZTaFvG7F15lw1ttvLalk9au0Gk9GImcH7ep\n", "igtK/haAMvti5hXckB80AKwGLxaDl3jWR0aO0Rx8htVld/Jy5z34kk3oJH3eR16SdHy84VEkScJt\n", "rs4ry0WFt7G67M6xZUjlsFuNzKsvJBKb+ojpibK89O94b+hhDoVfxjici6jAUk8w1X5W5VBUGb1k\n", "OqFyi2b6eM//CJWOlVQ7tRm9XmdCVtKjlFU000+Ncy0vdHydPb4/ksyFsOo9FFlns3Pwt7zV8594\n", "zNX0xnaSyGkZe6NjrAzej8RiMe6//37uuuuukwa6hsNh3O7xJ1McD1OVDVQP/AS4EugBtgFPA3lD\n", "YKzAiqXvEnKGFFK4GFtDJe3NQ1x82aVsf+sh0tkBguY0H72qgWAkxetbuygrspHwaX7qJWV1JHVm\n", "Gg8MsfadhyGTRFpwEQaTjLHhwrzWPNpUU7TkVnT6ES8UvdmBnI4R7dqGZ9Zl+c1T0DyCYrEYzc3N\n", "xONx1phiFNZW4FUexR79De8G/5aaaASH8yjXwdr5xFq1pa4Sy0KmA7I9mCK/JpW7lUBiNTlZxl20\n", "j/ShaykzWDG5fQQMcym2dCNnL8VkaUHJptAZtR95IufHZtQG31fe7aCrP8qHL52BJEnUVxZyqCNL\n", "INXKkqJPAVBWZEOfbabEGiXVspN+QGewEDQ0oKCjuz9FTF4DFe/in+mhwmaiusxFYaGXdHCITE2G\n", "xCsBDl/VxNJ4GbLRjxoJYnFrPvKBIRtF5XB93Y/Z37MNqyPAFUsv5PGXDlBaaKe9J0xVmRPDCVI5\n", "9MZ3EU534zaf2Cf+COW2JfTF95BVEjR4r6POtY5AqpUCy/HVnI6eJUmSlFcILvPYXkoD/jjFXisW\n", "s55k+tw3L7hM2vuQ0FFqWwJAmW0p+wJPUOWc/JoCJyItRzAbTuwu+6HafyOWHaDI0kCNc23+fK3r\n", "YgYSezHqrCRzIXJKCq9lBgDNwWcAWFv+hWGTYJira/+drJKgO7aNp1o/B0B/fDcFljNL730sWwd/\n", "MuypdeZY9B5WlXxh3O1+8pOfcMstt1BSUnLS2X0gEJjyQjFTpQBWAYeA9uHjh4GbOEoB9OuSGGP1\n", "xKwdlFgqsXiWkEy8wa9aNrLKVcRQ4UN0HbSzZvGnqCl3oqgqXX1R9EBKceDrb2fx4qVsb45DaS26\n", "m7+E8sf/j0JvGTrj2DYzg3l0DVO9yYGcjpIcbMZRsQSjfTiSNfIMttRutmxZRm1tLZIk4bn4GqTW\n", "FXhUbeZTbx+ku+MQc+fPg+GZqG7+hYSbGim0u7H1Z1AGf4Mu8QzB8K2ksoXsTBRgRM/8+V5y27PM\n", "mllCPDXEzFWVBNp2489EqcpZ6N/6K5i1kIrSSwmnO3GZKkhncgSHbdY2y4gSK7UtJKskQc6Rjgzg\n", "0oUZypkwOsvIRrVNVCWXYvaqyymZnaa4wMbO/X9FWdVlvNnzr1S4V1PonMVlK2BPZhdDtrfwX16F\n", "PmKgyXyIWbEiSsIQD72KdeknMKilxPuX8UJ7iEA2idUZprrMyd9/dBFDwSR/fuUgV11Yy6LZxcd9\n", "/sFUO292/wC9ZObCii+f8iEqty9l18D9pJQcF1dq7oFHzDun4lTL5r0Hh1izuEJzG1ZUdjcPsnRu\n", "yUnbTDfX1P4H+wNPUem4AACvpZasnCAtR4djEaIYdbZJMz0dSyB1mBc7/oUG74ljV+zGIuzG48tv\n", "WgweOiOb6Ipp+2SXVH4Tp0lbqS0v+Qx1rnXahrkEc7wfxmkqJy3HiAznvSq0zGbP0J+od6/HpLPj\n", "S7ZQalswatKWTqdRFOW0Bs0zGbgng+bmZrZs2cKjj2oebCdbAVit1ik1/8DUKYBK4GgftW5glLHL\n", "GC6kmBgmyYGlrpL3/vAO7ooUkrKVspI76JEfwjv7GWLyxRQYZ3DBvFI8DjP790A0CRY7FBcXkt3R\n", "j1RUqXnk6A1IxdWnLaTe7CDQ9BwAyaFDmgJIt0L/dyiwLACWUVpaqtXqzHSBoZyY9FXig524jUma\n", "utuptjyIfdaP830m3PVUDQawqGWQOoBa/u/IfW24TWFSsoesAjb3bBw365GMeqx2J/69T2J25UjH\n", "38WYuY6MpZ3O3g0UeBfTF99Ng/c69rf6aagroKbcSfFRed4XF38CgHjfXsKH38RicPGev57VV66i\n", "f8svAShd8Wn0Rn2+3QXzS1HVYi6r+i4HQy/gT81iR+BXMBcsejchRzeSTYc+VYgxMUQOBUMqTCQU\n", "or68mCVzvsRDzzdjsNmwF3ZqM22HmZysPcxHTHfH8kLHXUjokdU0npNExQIQ/AO22KtclNyFrIJe\n", "//+c9vd6MlRVJZdTyGYVSoZzFw0GkvT6OlnUUIRed86ExhyH11LPheVfHjUoeMw1xDL9mK1O3ui6\n", "l6Qc5OaZD0z6vVVVpTe+CwDnGAF1p8KidxFMtwNw88wH8u6xt8/+E3rd6Pw2S4o/CWjBcbHMABa9\n", "h0sq/4WDoRcIp7s5GNpAd2Qn19f/Ly5LSV6+trY22traRtX8ONfYvn07vb29XH311YDmLKIoCocP\n", "H+bhh0c7DdTUnHqVPFGm6mk/pV+FRZYodEaI68zsL9yHO2NAp8tg1SUZVEc8HrYP/F/+77pKzR5W\n", "7tVm+GZJxRdK80hA80GWiqvBffzs40ToTMNVpvQmsjEfJHfB4Peh/L9weBq49vIGSkqGZ4XtN0Dh\n", "P6JKTpRcGrNxkCpHIy299aO0eDRqQhcEy8wocraWWEc5umghZQUVzHX3s2jRIlwuF+ZaD6YKJ3u7\n", "tLabDhciq0Zy0UH0dYuoSVQT2PYnIrFBWg9L9A3FuWBeCTOqPJhNY8zwhmdCztIGPnLdBegMJooW\n", "3YLJWY7efLwbmSTpKLHNI5TupCP6Nmv6tWW2Sa9dq+oUFJ2d/lwlnd4QGazEDr9OkcdKebGDT14/\n", "j9uuWEFlZVpbgQBel5lrLq7PK4BULkwqNxIP4TZVc9PMn7O85A7sxpPMttUshB6DVDMZ02yy+smr\n", "QvWbv+zjF481UlEy8plYzNrn+funz/3Ea8fOCO3GYmLZQULpDgw6Cw5j6ajXG4ce5vWue8ddQ2Iw\n", "sY+XOu4mkumhJ7adlzq+SSzTxzW1/8Fsz9XjlttqKCCWHeCqmu+Pio04dvA/lpWl/8C6yruwGNxU\n", "2JfTFnmTaGYAa9+l7G3cB2ipY5577jn8fv+U5MuZTG699Vaef/55HnvsMR577DFuu+021q1bx89/\n", "/vPjrq2uPv3J7JkyVSuAHuBo6avRVgF53FYfjgMOeudXsGfoT3gLb8VrSuK1d9Ol/BpJ0VFhvZKM\n", "1DW8EWpGp5NYumQJrv1vYD/wBurQu2R0N9M37Pouzb8IPKevAAxWN7YyLaAs0r4JfD+Cgs+AfR0o\n", "CfTdt5MufhyTswDJuhzcN5Huexbv3GuREm9iHnqLjT23wI6NXLDiUlBlknIaXdyFvfphIjtWkdDt\n", "RS8XUzR3FUn/IRwVI/m8f//MPnyBJJrFTKLAcYDOkmdpibZzCZeQVRTmDxTy8KEBqsqcOGwndgdT\n", "Fc0n31ZYh8mpzWxNrnKKFt9ywjY6yUAw3caK0n/AE6zk9hV/JGEMYNLZyG4P01L/GqX19TSFdrGz\n", "fQFLHY3MbNAG47IiO2Bne6ifxw/+DZ+Y8xiSJFFZ6qCjV/PUagk+Ryzbz0UV/4ysZDHrXVgNHhq8\n", "15z8i8l2g/UCcN+EyTwfuv8egg+Bzgbum079xZ6EYCRFXaWLtUsr8uf+7iML8YdSPPHyARpbfAQj\n", "KS5dOfU/vsnAbixhIPEe7/T9kGLrPHSSAUXN5eMPfMlmckqKoeTBfP6jI6iqSiI3xMHQi9Q411Jg\n", "mcnBQweorKhiINGMP3WQDe1fR1VlVFRMegcuU+Uos8vp4jSVc+OMn41pHjoZR1dbK7DMpCPyFnX2\n", "yxlKVBJIxMlms2QymhdXNptFlmVisdikZ82cLCwWy6jIXpvNhtlsxuOZnlKbU7UC2A7MBuoAE/Ax\n", "tE3gPJLDRdml/0Eyk6FAVTDO24Ti0EZya+x6Kgfn4U3Mp8a5lidb/4F9/ichtpGq5A3Y1WF/e7ub\n", "Gww7sQ+nF5Bq5iK5xnjA1LEDlnR6E56Zl2ByDs9GJR04LtGSxVmXoqgG/PtfJN3+76RNf0Um0kc4\n", "ehDJXYSh6EZkg+bz3dsfJdz7LJme/8DsOYBj5mtIiU6SXbPBFafo5gvRm+04KpaMur8vkMRq0rEw\n", "tZ8CtxlJUkhKKeR4EYGEmRaTVpTGrM+STqXx7fzDCW2GSiaOs3YtJmfpmK+fiNVl/0S961LUVA6d\n", "zYjTVIbZ4MKxppo53mt4d+B/MOmsRDN2MpINr3t0WPqRLJYDCW02ZrcaiSczyEqW/kTjcKGTN9jt\n", "+z0Vw7brU5GL7AXzDLAuBZ0JUo3g/wkkNp+68UlQVZXKEgc3Xz46p7rRoKesyI7JqOfVLR109p3b\n", "+XeOxmEsoSX4XP7YoveSzAXzx6qqsKjwY7zd+1/5c2k5yiud3+Fw5HWePnwnTYGn8nUHWpoP8NI7\n", "D9GzV+Gqmh+gqDlUVLzmemQ1i1535j7p4x38j3Ak1YskSagoFEpLKSp1Izu62dP+Iul0mqqqKtas\n", "WYPZbKa1tfUUPZ47fP7zn+cHP/jBtN1/qhRADvgC8CKwH3iEozaAAazFS2hOfYS06sPccRPmgeXo\n", "3BmWvvYlYr0rqdMtxHZ4D7Nt6/mo7p8ZimyCXs1PXHJE0H32DiSrkxnpdgrcFmR5JB/QkeIjeQ6u\n", "BOUUPsRyANUwMutT9GX4wp/F7skSGKjBf2g/Q3ufImIIk5Gj6M0eZKq5Yv0qZhdt5K2dEBzcRaH9\n", "MI7520Cvw7AiijTkQWcxsbX/+KCp4gIrn1oiUZTzU2XPkc7pCfivYsnmm9G3V+H3dBOKmvjwogTX\n", "LU6jZBPEe/eMKX4mMoQuMr7BH2CGez1yexw5mj7OvOAwlWIcjs5c1FCMzWZDyY32mV9S/EnWln+Z\n", "vUOPasE6UgZZVknLEZzGMoqtc9nS/1MOhDZQYV+Wb5cKdqAq8nHZR5VcmsGWTnAclfmw4sdQ/yxk\n", "e8cVtbVpVw/BSIqmw35iiQzReAan3YTuBAns/uHWxfz9RxdjGsvEdo5iN2qb7SW2BchKGpuxgOSw\n", "22RWSWLQmalwLCOrJLQYAlXlyUN34Es20xl5h2rHauzGEgabLPT09IA1hCFVSjaho8Ayg+vrf8Tq\n", "sn/CavCOyj91tohGozz/vOaynE6nsXXciJy0UFlWi+LpoG+gi127duVn1mvWrBkVeS84OVO547UB\n", "mAPMAv51rAvKSpdwddlPyOpjmA1hKnWHcBbaubH261jdhdQd2KGli3jqx6zJ7sTnvBXV9C9IxfuQ\n", "eu+EAjcYD+FymLRgHiUOcpDo6wfyRcLzpPaNOoy8Nrrko9EQIKUb2TzKRgeQs1ls0lNIOgmd0Yqt\n", "fCEHrPt5u/c+MmoCkEj7WugsjlJoa6UlfA0GbkWiH1nOIhWlKbziCnJqitbwK7SFtZxAOSVFf6gX\n", "gzGFI9zJjGULMLkeB4uK1dJFcu5WZi//bwqkNRD0Yow1k+7dirNmLbnU8a5r6XAvcjRB9Lm2417T\n", "IqtPPmgGn9iPHBrbRryq9HMsKLyNC+aX4vJ4kTNH5XpRZCodK6hzXUyFYzmPHPgEjx38a8zOAMFY\n", "EJPeQYFFS+BnMxTlXRkBYt27SId78O/9C/1bHyQb90P0FcIHtYWiajhqo9GxDvReMNVC5vRmd5ms\n", "zJbGPvqH4mx4q40HHmtkf6ufklMUSnfaTZgMejLZc68i3FgYdBY+MvP/MOns5NQ0Fr2HN7v/ld7Y\n", "TmKZ0RlQD4VfJikHUYe36FQUZrivoNy8Ajkn8d6+3aQtXSxZNQMscVAlXKaK4Spo0lmLxg0EAvj9\n", "fl5//XVCIe1537FjB7t27cKguAgHUlitNq6ceTdSqJpkMklZmfY+TSYTudy579Z7rjCtLg+eosto\n", "HlrBtfX30zDrERaaNlE672lclj6M+jJ6vaWoXS0gqRgUL/tkCTVSgaquQ1FBWVCJbnUHFxV+g1A0\n", "TbLtFmi9DHPRRjp7/4CsZOHIQ5tpz99XlRUSO3pRj1o1mE29BA/tIOHTNqDT4R6MzlL0jtmkqm7E\n", "vvRaWu0HQZKIZLrpjzfiKrycRG8jM0LzMdjmEomXkCjy8WR6Pl2tV4Ckx1Tuym+Evtv/Y0LpTl7s\n", "+CavD3wZT/1G1MFO3ItX0+M5gLdsgDkVr6MaC5AKZ7Om9K9pi5UiHagBFQ53JIjHtYE63tlMrHUv\n", "gabn8e99ElNoAXq3OT/Yy/EMak5h4IebSR8eMQkcixxOwUk8zcrsi/FatH0LvcmBb9dD+fB9rSCP\n", "Fkg3r+BGbpxxPzXOtRRX9LGvrQejzo6aqKPBcy03zfzZKNuxkk38/+ydeXwcZ33/3zM7e19aaaXV\n", "6j4t2/IVn4kdH4lzEJzDIRwJEEJCOUqBAi2lHG35tZRAKZQUSFtoOcqRBEIgIYmdOHbsOE5836dk\n", "SbZurVa72vuYnZnfHyOvLEu+YjmxaT6vl16Sdp6Z55nZ3ef7PN/j8yEdas//He/ZTebkd0mFdDpu\n", "NTvBatM6F9IHx79+5j0pKofbdOqIV3aOhp5e29tLpd95ttPysFmNJFJvnOfozYZFcjOt8E5mee/D\n", "ZLCTVRNs6nmYrvi2vAYCgEEw0za8nkrndRSYayi2TsVvn0216R2IzmFyWY3m8pupLJlOkaWBdevW\n", "8eyzzxIOh2kuups5xR98U+5n165dbN++nUQikTcAfX19BINBaqsaGQwMYrFYsNl0Y17dUEpBQQGD\n", "ySNEMt04ned/j9+Gjrc2583gpmnRv+IwRPB7P0LK/QGM5j/oh0JBfjd7Gdrx3QjN0xHTFnJqBm2o\n", "m7TrIWIYkQY+g0AGh9hKJBYhlosSoAnXzKeoFb/Payf+AqV1IYroRst2Qf9XkVt/xsB3dTUtLTu6\n", "yjOaEphcZSR69zF06I/Eu3fhnbGaQfu/8fsN/Tzb8Rlaws/jlRbjjD5E6/Ba5L4YqmxESgs4owEK\n", "HSeImfoYDs6lyxujL3uInJrm2Y5PA1DhWMCaE39FNKu7PZIcYnhoL4pNz1tu1V7DaewjkbATyi3E\n", "ZWgh6HXTXuqkP+CnMxQklsqSGe4m0rWeaP8m0qEOPE23okY0JJ8DNalPXIP/sZ3BH+9E8tryr02E\n", "zP7vYV9Ydtbjp8Ps1lW31Oyo2PvAzp+R6B/x/xuLmVa4miE2MGT/AXLWyG/WdDDP99C4aylyktTg\n", "cQoab0KURFKDLUQTCzFJ/TjKZ5FLT6CzYGoY3QFMwKCaU1TknMojv9xNbyDOg3fPyE/kS64p43Mf\n", "moevaGLJyNPhsBmJJ68uQjKvtYlK5yLq3Ddwe+2/01hwK8fCz1Pp0LOvK53XsbT8Cxwc+g21ruXc\n", "UvUNZhS9B0EQkbMqRpOI2LiNxkrdTRcKhZBl/dlFIpERHeP5b8q9mEwmSkpK8Pl89Pf3s2TJkvyx\n", "mionoHYAACAASURBVJoaQA+mGgwGaq7L4K3U41Cber7JkdAz4zTA38bZ8ZYnPVvMRij6c0z2BVh9\n", "X0Czr0QxfhiH79Pcaf0Z4nvmINRtQOsZwpI1kAqfIOzI0CXoAaUezY4sFDNHvBOH5GZfqg5B1D+4\n", "ZbkWDKgcVCQSsZdIJPZAdC3mOn2FoGYV6Psy5IYwSBLemXfjqllMZlinDhZEiSdfbEEwZMjG/ShZ\n", "B0O9lRw/5kVTJeLpABG3j0xSw2WPUiIoBFIHudVkRbRpRIUQobS+yq1z38DS8r8BoNH4lwy33UZZ\n", "pJwXl0TZH3ycCvsClrY14NZiJNRCth3xEh18nZULCgkrcXpHCKGOD4oMHXoaRRMQo9UgiJgdNQgm\n", "A0avnfQxXVVL8jlw3Vyvi6bHJvaJxrd1YSn8I46FWYr/fOF53yuTqxR72WyUbBxNVTCY9FTKSNtG\n", "VFnfmVjSIonsIKpsY/cRvYhn37EAOw+NMnuqiowomUFTsXob8FX1YDGdQHJUY3RWIRr12ojxA6jS\n", "6zGUKLQtHXNI0zT+/Ze787xRx06EKHCauf+O6fiKbCwaKfq6EBQX2ggMXb28M06TnznFH2Rl5dfy\n", "u67ryz6P3z6bJWWfp9g6dQz7aSaTwe9uZnHNR/PaGKIoMnPmTJYuXUo8/uZpY2uahtFoZN68edjt\n", "djKZDG63m1tuuYUbb7wRq9XKqlWrkCQ9y8lpLCWcbkdWUxRZGohkTpJzjneFvo2J8ZYbAACKPg5G\n", "fRUqlH8HQ4Huz6szHEUIfgdB7UVY8EGcXYMM0kkw00q24H28pFWwnRJOjNDHGuUIcXGQJ5N3cbTr\n", "Kzg0hYxpKq1aGQ6llxMKIEh4Zj6ApSGHllEg9jwEHgaLzspndpfjX/xJ/It1DpmiIihd8D1Mjj5s\n", "xgIG+i1IBpEj2xeywfsN9tt+SSbsxmBrwOL2UJLW09bqMmUkDHE6237L9WV/zQLXB9FUhXunPMHJ\n", "thJSg7OY3pqmznkDvfFdOEyl+OMeNKMeh7ArKbYerWPv3r15Oth5Tt2fLqsiB4arCHZZ8JSvJnty\n", "GHO1G+ssH3JPFE3VEI0GLA1FGNwWlEhaZ9FMZNFGfNuappF4/QgIMkJya16963wwmJ3k0hGUbAKT\n", "uwz/4k/iqr2edPgEAMOHnmP50HJurfxX7r324/iL7RzvHGbf0UD+GnK0DavHj6tuOS/v6EbI9VPo\n", "Xoen+UHC7vciFU5BNDk52hHKj/WPG9tQBRcoYUjoersktkJuEE3T+Lf/3QXoAjf3vnMqtyyuQRAE\n", "igttfOD26VwM/F47fcGJOaKuFkiihcIRqoXTUeW8DpPBjqIo+WBpNpvF756aFxwCuOWWW6iqqsJq\n", "tRIOh8eILp0P54s5TQRFUQgGg8iynE/hnDZtGqtWrUIURUwmU55c8XRDXuFcSF9iL0Op4xRZGwll\n", "2tk++MOL7v//Kq4MA3AmTBWo2lS2dP49GcdqAAR7HQ11H6K72shQ+jg1ruVUlnyScvet9GJDVQ38\n", "Zt8XsQz5ka2HKS1aTCxagZRt4/qX9ck8lShAGKkctNf/Gi2TBMkH8ZfAcUO++1MfMlXVEI1hioz6\n", "tthrq0dJu8lkFXIpPfsiMzgVQ+1iDmen0t7nwBzyQflKTmQasHZLtJoO4vnf/0R78jt0Pf4jkv/z\n", "d/k8eWfxNBb6P0FM7sNlrkDwlqN1XoPfasBnNyMrelFLTZWfuXPn4rI7qUzniKbtqIDWXEiuM0Om\n", "I4ypxoPoMJE+GkTujSJY9BWSwW0hdTBA8Ce7Gf79YcK/P4KmqKQPBTD5BpHj8yEzSn19PliL6kkH\n", "j6Nk4hjMToTERqzRjxM5vpb0UDtGu/5cPBYLLoeZQrcVTdPIyGp+Ysj2/R5T5jFUeyXB3lchtZMn\n", "WvVCmKdeauVwR4yE6mD9q8f49XNHONETpfVkmO/9YheBcAr6vwyWmdDzCQj9nNgIm2dthZt339JE\n", "WbGD5oY3lnIIIy6gy8QQ+lbi9Em8r6+Pdet0ttV0Oj2ugEqSJARBwGg0EolE8voY58PQ0BDPP//8\n", "mL6SyfPvpuLxOAcPHhwjgHLmZD8RDIIRFYWj4Wcodyxgge9jlNpmXdBY38aVagDs16P5f079nhJ6\n", "A/ejVT8F1vnYqhbQ7RhgIHkAj7mGJs87WVj6Cebn/ofghu9TP1BCaWcTAIfTYQyBBRiQMZhNqEoB\n", "kbgfwRYDUwOiIYGY/oWea17+KJjHq0FFYhko/iN+VyPvnfJrllV9is984Do+8q6ZOG1Gpq/9FNPd\n", "n2TqvHr2HB0kKRvwSGHcRWXMWLiC7tyfcVPFP2I1ecne+CBPygt4Gp0g633pNeCvH6nIbabEOg1K\n", "qtEObGJuUz1VhU5mGl7i5rqHqZbvpazEgmVqMWU1s0ipNXg8HgZSIYJ7O0kdGEDy6qsjQ4FF1+od\n", "UeISRAHRbkIJpZD74mRPDhN67ADJvf24V6QxT1sNI2mD58TQj0HTMJgdqHJad9EIAqQPYRDTaJqR\n", "0NE1IAjY/bPyLiGbWWaF7wukMzm27NFjH3LWilE4RvfBr/Pe5m/zxOH/R09Qon2ETbQnEOdgr4W7\n", "rzVTVuLg9+tbKSm0MbupmG2hf2J9z9f09wxAjRKOplk0y8+qZXV4L0BP+HwQBAGrxUjyKgoEXwg2\n", "bNhAd3c3uVwuXzylado5VacEQaCuro4dO3aMkzadCNlsFk3T8nKop/oNBAJ5KveJkEwmicfjhEKh\n", "fHD3QiErSXJqhiJLPQ0FN7Oi4isXdf7/ZVyZBgAwuPQViXVdH4EfB0A06SsS0c68kofyKwNNVkjv\n", "CzI03UlNRqUzWUes89OsCZxA7ZrH4Ev/QEZQEadtpKCmmUjhB6D8h6hCLYKyGwo/AvbF+mR2GuSc\n", "whMvHEKTgtS6luULngyiiNNkYHU4y7DBhMdlQRQF7r9jOtfNrcdaWI3d6cLlMCMaLaSi5WQ++A1O\n", "ZPW4Q/9IWp79ro8jztT92Csrv4bT5Eeon40wZQGU1mKva6bSkcUsJXQ/brYVg8OEd14tATmK2Wym\n", "rq6OtDGH65aG/PMoun8OalLG0jgqvl785wtwr5qCba4f3+euw1RbgNwXQxR7wNwInOOLrWl6JtXQ\n", "DyH4iP4MrDolh803HeR+KPsuAGabLjUpSiYUeYQewjKA19qJUUwTT8qgZlHlJIrjZhoL1qFiYThb\n", "A8AfNujay6FICoe7CIcpR1mxHrT94B3TWXltNXfc0EQwPRVNdEDtCxB9hkQ8jNthxnQeecqLQanX\n", "Tv/Q1e0GOgVN09i8eTOaptHV1cXatWtpaWnBaDRy+PBhFEVBPAcH0ilK4lDo3AsFVVUJBoO43e5x\n", "qZjbt29n9+6JBY8SiQThcJjS0lI6OjouOounoeBmqke0H+Jy5g1VKl+JaI0Ezt/oEnG5qCAmBd5P\n", "LiT46HbS2SwDT+yj8MYG7m74MeLIsDVN44WXXsPiNrDdHuHP7rwGVypNq9KGtaWAbSvMzEr4iEo5\n", "yjWNAmcVITVHPN2O3zQNg/qs7gI6DZqmEQglWffaSaz2NH77PBymsW0yHWGUSIaAy8ickbzy4kIb\n", "qqsRh2+UqthmNfLki6O8RlOqPbidZpbOq5jwfgWrE+GWD+v/FJQgXP9DlKe+gnjjXIQR8XhBEFi2\n", "bBkmk4lQKIS6sBTLlNHJXhjhtTE3jAqcC4KAdXoJ1ukl0DIHqUCn30XuAakMBAlygyCNZ/CkdbR4\n", "i/DPwFiOpXAeuWQIqftO0LJQ+g+IxjaMbEUVqhFlGVW+AbIn8RvXkFMl3n+TgYO7d5KNnACDmwHx\n", "3VSKv0erfoLbnF6Mkshjzx/lw6ubEQSBXCKIljpBQ5WTexu2oWlz819su81IPCnjtPsACbJHcXiu\n", "Gz/2S0Cp186BlkHKS5wTcy9dRUgkEkQiERwOB5qmsWjRIrZt28aKFSvYuHEjc+bMOef5paWlNDU1\n", "ndeVE41Gder0a69lxw5dQS8QCOB0OqmtrdULzc6Apmm8/PLLGAwGli9fzqFDh/B6L859N8Wjx83i\n", "cpq/2voU31y4GhtX7nv20EMPceDAgXzA3efz8fTTT49r93jbTv5u7tmZVycDV7SplOx6YDJX7UDr\n", "jJELJDAIRloiAf5uxzPE9vZS3qWxztmHaDJS2FTKDXNqaEsFiNsSFKouXE0ldDkyfOLVx7AaffQl\n", "9vBa7/cYGsmqSR0bWwDVH0zwq2ePMBTvw173OA7zeI4OJayfc/ud03E7R32nomTWVchGMLW2cMx5\n", "S+aWn3XynxCCgOBqgowT5E690E1N47LlsJhNWC0WshYQrcbTThGwNJcgTMTHP5I6aXQfRyp16Ct7\n", "0QxFfwEDE5SjT+QaSu7AWlRHcdEGfTz1m0AwUrrwozirrsfr78ekbCLb9xRE/oDFmOTljvdjSuyh\n", "sSBAtGsLBpufWMpAF3+DYKygyu+i1GtnyTVleFwW/cfjQlVGBXJyydGxVPqco3QNvq9SLvwPTsvk\n", "rtYrS53kFJWTvROko15liMVi+Hw+6urqWLx4McXFxdx22204HA68Xu95J1yDwUBJSQl9fX3nDPBm\n", "Mhm8Xm8+iKtpGtu3b8dqtVJVVZU/Nx6Pk0ql8mMrLy/n+uuvx2azsWDBgjdMgdwZD2MUDW/KyvlS\n", "IAgCX/7yl9m6dStbt26dcPIHsBguP5/RFW0AAHx/vYSSEn0izQ2nUDWVYDpOIB0nfrCfwzdY+frS\n", "d/HpGSvy53xt3ireM3UOFcYiii0OBtP6xBeTrQRTxygwVzNkFulf9zWGnztG/7dfRVP1D+f+Y4Ms\n", "XLGfqfP2I4v9mA3jc4qVaBrrnFIsxefOKW+s9jC9vgin3cT9d0zH47Kcs/2EsLlA9upMpSfeDcev\n", "hfYbIb4RS/KnpBPjP+wF75wy8bXkLjB4kBxDeO8/bdVnnQWocHzZKG9SfBN0PQj2G6BxFzTqVMBo\n", "Weh8QOfl0bL67mEEQtGDCJWPIlV8GTmdhuwJIn0NTJ16C7EBGckYJRtzYy+/nlQ6R8Zym871g/6l\n", "OD1VU5RMpAJHiXVuw1rchHyaAfB6rHltBM08A7exFY9xcpk8RVFgztQSBq7idNBTSKVSVFRUjKEX\n", "PrX6vPbaa8eQk50Nbrcbh8NxTjdQNpvNB5MtFgvBoJ6SfKbROHjwINu3b89TOFdWVk5K8VZnPMS7\n", "aubw9MmJ6VKuJFxIppTHuJ6kfHmTEa54AyAIAo7FVWxZItA/EOSfdq+hc3sbcwJ2gpkEbosdQRAw\n", "G0YnIp/VhcdhIZrIYDEYiWT1ySKcgbQSodg6lYjSTdfCPgJlurC2mpLRNI1wNE13+kWigj7hnUmj\n", "q2ZypI8Eca2ozQdaz4X5zaW84/raMRz+FwWLHdICSH7InSaJp0awqMfIZC5igsoFwTIbUrsh+H3G\n", "vP3OW0CNQuqA/n9sDcgnofizIBj0GEnjHp1SI70PBDMIE9+TYJuli+2kdB1YY3AntpJmHJYDDGsm\n", "FFMhqUwOq+XsHkjBoE8kai6NzTeNXHK0mtlqMZJM59i2v5d/e2KYZ1r/BjF74ZlMFwp/sZ1jHRcQ\n", "IL/CkU6nL2iSPx+cTmd+5T4RMplMXsDc5/PR2anX05wK6ppMJqLRKCaTiUwmw44dO8hkMhQVFY25\n", "Tn8wgZw7f8A5kh07ls54mLneSr4858rVAziFRx55hOXLl/PAAw+wc+fOCdvYDW0cDLde1nFc0TGA\n", "UxAMIivnXsPJ/92BqVbCGlG4ob+Iw54kZsPEvj671cjWfX3IsorFLFFp9xAdsaZF1ikcH34RuThJ\n", "mX021iIfg49uR/izauw2Cat1CjdV/SOpXDhPq3sKynAa68wShAsMOF5yVorVgZZOIDT8M3g+BKID\n", "1AhE/oAgd6CqMkpmEEPuONjP4wdXQmBbBIPf0v8XT9MJcK3SV/OZYzrnTmyt/vrpMRJBGFnxC2Cs\n", "huonztqVwWwnkahFlCyo2QTuhpUQ2Imt4DZ+9exhPC4L0+vP7noQBIHSRR/NB5QTvftHH4lZ4mBr\n", "cPT/gtmQfvTc9/4GYDZJFBZYkHMKRunK9SlPBE3T8j/xeBy7/fwV0OeDxWJh586dVFRUkM1mkWV5\n", "zHXD4TDl5TrfU0lJCXv27KG+vp4pU/Qdqcvl4pVXXsFisXDTTTfx/PPPs3LlyjEun0RK5rcvHGNe\n", "s4/FcyaW88zKCsNykr/b9Uf+a+n7868PZ1O4TbqK1vkI4aTBryAol2bcNUMhueJ/vujzPvvZz1Jf\n", "X4/RaGTNmjV8+tOf5re//S0VFePdw93RX7GwZNQ9+/pA+7g2l4KrwgAAFFhspCMGKoeNXOsuYSg8\n", "SNiSo9Y08SrU67HykXtmsnZzB597x410xsM8tf8gDdJD+OuvIZRu41j4WbxFTSgH9FX+hsDnKXb9\n", "FVZJ9/ufLlwBeuVw5IVWLE1vPMf8YiFY7GhDvfrkaxlJVdXKIfX3oCWpKz7J/r1wTfkafULXZLCd\n", "hXY5FwTLNHC/B5w3Q2zd2OPmKTD8cL4oj+rfgXjGyrFuDQx+VydnO4evViq4lkgHmFwelGxC/5L7\n", "/pYaYJW1kMeeP4rdeu6Pnyjpq0mD0YqaG13tnQrKVvmdLJtfqRO8dSb0jKVJltCzWYwkUznczqvL\n", "ALS1tdHf3080GkVV1fzK/FLg8Xj0gkJFYe/evcRiMWbNmkVxsZ48IMtyPp30VBzAarXm3U31tVW0\n", "tLTgdrsRRZGbbropvzMJR9IUuMxE4xlmNHrp7h+l+giGU2zY3sl7b9VTvH/w6xF3ZB1klRz/uusZ\n", "Pj/vDswG6YLjB29k4p4szJw5qstw5513smbNGjZv3sx99903pp3ffgeB1IG8HoqmafysZeukjuWK\n", "dwGdDsvKGm7xNGBWRF5dAqvffytzvRMLdwiCgNth1onONAGf1UVoMEvLsSKeWd9No/t23lnzXSKZ\n", "LhyLq5Cm6ZN+2rZxnFqVpmqkjwUJPPI6KBq2Of7LfaujcBXB8BlFOIKAJk5BU+rxG36CnGwlE90P\n", "XffDwBnSiSdHV0goQ2AoAt9XwLZQ/306TLU63cLwEyO1EePF1wEo/jwUPnjOYdvL5mHzTcdo9+Kb\n", "d/+YY/5iB59/YD5m08WsPwSSA0dQsklEUeCem6fw7luaRtk9pWIY+Bqok0sFbD+dGO5C2TCDP4CL\n", "VOCaDJyeehkMBkmlUrhcLpYvXz4p1zeZTNTX1/Paa69htVpJpVJs27YNRVE4duzYGBEWTdNw2Eyk\n", "AofJDHehaSrRDr2Ce+Z0fUdwulvqp384yLrXT9I9EMftMJPKKKzZ3M7OQ/386rnDdPfHaDkRYmh4\n", "dCEgqiI9Xbv5sNzH9r42vOZL3+VcSWjw3MHJuEhnTHcRDaTG819dKq4uA+C2Yc+KaFmFj12zAoN4\n", "AasyDZ56qQWrZGS+qwYRga7+GLGoGbe5ElEwIFXYWZc4irlvGjFh1zgDoETSDD+j+5gFq4RofhM3\n", "ToVlaEM9aNEhvXL5FOR7UQ/OhvJHcZt7iWVHXDVSCcgjsQJNhsxhGJFsJDcE0nl2L7ZFkHxtwsK4\n", "i4W7fgWu2qXnb3gBMJjsDB/fQLTjVXLpKOWFZzTwfxPMTTD82Nkvku0E9eKCanarkUQyC8O/geOL\n", "z39C+HEI/Td0PaCrmL1J0DSNtWvX5jNsjEYjdrsdURQnlR1z6tSpNDc309zcnH9tzZo1tLa2jqkm\n", "luMDTHX24ZY7yMYHSQ+1IwgiTRVOQnt/iaaO+vhVVcNXZONga5DNu7px2k08cFczmqazuSqKhsNm\n", "5NlN7fzimcNMqytCM6r4Im7MPXq66ZqOHXjMdnYd6mf34dNiZVcYYrEYW7ZsIZPJ5KUsd+/ePYbw\n", "7hTKbG58tsXsHVzDT488yu5gJ++unTGp47mqDIDBYUKJZtBUDeEsoh5nYtEsP939cVJpmXhCxlEs\n", "EnFE+O+NO0mkshgFJycH+tFKe2k6oW8xvZamMddQwqOrDqP3zV1lCKKI4CxEferfUJ/6t/zrWiYJ\n", "Jw+jDTiwuJrJeL8HU/aC+05IbNIbyToZG8ev01NAlTCcT1/XPE13JUlnzrBvYOwXUMp/oXDXL8M3\n", "/wEQDQR2/4rBvU8Q6951WmcGcK8+u2pYbB2cuBMSGy+qX5tFgvQBCHxDz3o6Hwa/qf/OHNNjLWoW\n", "Br8Didcuqt+LxXPP6apgsViMvXv34vV6kSRp0rnxBUGgsLAQURRZunTpmEl/2rRp+b/leBBH+RxM\n", "7gqSA4cJH3sBo6OEigrdrz8c6My3HRpO4Suy84Hb9fNLR75jZSUObrqumqICK++5tYlyvwNV07BZ\n", "JbSmGNfarLRqEh2ahBOVGYV+dh4aYOOOrkm958lELpfjhz/8IStWrGD58uU8/vjjPPLIIxMKwIuC\n", "yLziBQxlQljEl9nYuwFz8CeTOp6rJgYAIHltZE4McwGa83nUlLu5YVEl//GEnhp28x1+fnDoGOX9\n", "Zfz6+SMI3gz7QtvwNw7ScN1DpJ4owGhykCtIIY0EcJP7+im8dyaCWUK0vQWPrLQWjm0Hfx2apumT\n", "alrPe1f/8Ajm9/8zra2tlFdUg3U+DHwdjBWgjayyzNN19kzLrDFpmxPCVAENr17mG7p4iJIFJDC7\n", "/KQCR9GULLHO7Tgr5p3WyDbxJK3lIPaCHrdQR+oFlKhu6M5TNWqzGiG5Qxc2PR80DUx1uppZ6Edg\n", "boaT9+jpt6JTrzi/TLDZbNTW1hKPx9E0jaqqKrLZLCdOnLhsfbrdbubNm4csy6iqOsYFlAq24mm6\n", "FXNBJYN7HsNRMQ+zuxzRZEOzlbPp9SOsvrsWgK6BGJWlTnxFdh68ewbOkfqf2U3FCILArCl6jGGD\n", "dTdNTEEUBJA0XGKKzZqF6wqK+bi3CqvkpMBpvqK1HDweD7/+9a8vuH21s4hXe/X7ucazGUv8LG7Z\n", "N4irygAIBhH3rQ3n5LefCLOmFGMxSTRWe0DQ+Mf5t/Pc68cZ7pLxVIQpmv44UExSE6nodxPc2oEh\n", "o/H81Cjv7feTOR7Cc/d4RsnXBtoptbqom0iHeBIhFFfqJs/hQX3snxGXvRdt42OId34Kde967BYz\n", "kUgERVEwGP366rPnk2CshJKv6sHjzg+C91OXdZxvBizeBoosbkwuP0MHnx41iKcg90PfV4na/wab\n", "eJzI4H5c6f/A6JgB/n+FxCv6RN22DEq/DpY5utE7CwqcZuTgNij+Kwieg2Uy+izEXgRjFXg/CcOP\n", "Q9XPoW2Fbniz7bpLTpjc4p5wOIzRaMTlcuHz+di7d2+eyK2uri7Pn3+5UFg4fqeoKTkQRAwmGwaT\n", "jdJrP4Z4WlFT0tqETTqW/z8Wz1JWrGeknV4rM9Husa7RQb8yTGsywErRzKqG63CLkDm+jgybmN14\n", "NwtmlI4772qEpmk4jGburvsHrJKV7vgWhOTxSe3jqnIBAZgq3RedhSMIAk21hYiigCiI+KwubphT\n", "zaAnyLKmOwC4xvceepPDBAoUflDSxoEpCtVtKonjQ+Oup44oYv2idRvbAm8C93jlVMSPfhuhfg70\n", "d6AdGXFzeMsRCv04sjFqamqIxUaCRPUvQcG9IytPm051PWWvHvi9yiEaTJjd5QiCiGi0ospn5KWX\n", "/C0kt/HKK6+wdmMvR9pSDKcr9BoK6yxI7dNX5QD9X4UTt0Pop5CZIL2u70u4zMOkFS8x0/tAS0PH\n", "HaBNQI089N+6cbGM+MYbXtF3WzVPQ/kP9LTa40tHC+0mAZqmsWXLFnbs2EFtbS1WqxVFUZg6VY/f\n", "GAyGMavyNwtyKozRNppBd2ry1zSNWCJL/zB4rDLhaJqXt3cyMJTAbj33OLOK7soyVsjs0o7zFacR\n", "lyFOlbOKCu8o7bXXnqWu8jxuzqsEclwv8iyxVeA0FTGt8E5cwgR0LZeAq84ATBZqC4uY0+zFKDVz\n", "X9NvqSu4gb5klIHbSoiZFDaJfcxOuOksUTDO01cUOVVBUVW+d+Blkrks1Y5C+pJnZzicLAiCgOAs\n", "RJy+GPHeL6G17ERYdDtCQQkUlaMN9VJcXMy+fftGKwxL/lb/sTSf++JXMczusrysZB6O5WBfgsel\n", "UOttYzhdSSLr0ydtwYgip8nI5eBYOXpO8BE4+a6x19E0vRhu+FcI1hk69YS5SQ+kpw9B7KWx7aUi\n", "8H8X3PeMebl/2MKelhEjZVs4GpeZBJzKdU8kEhQVFSEIAkuXLn3TFLHkZDgvCXo60kPHkWxFaJpG\n", "TlGJxjNs2d3DwFCSHz+5n0BUpNQeZ9/mZ9lzJED3QPy8BqArEabRaufV7sOEs0mkRADcDXR0RxEM\n", "EsdS+g7dKvxpEPgBZKNjPytqLo3Z6J7UPv7PGgAAv81NX1LneonLGX7bvpsZhWXcVz+ftJrDVu1B\n", "KLYSXaCvKF4baOe5roO0RALsCXZRbi9AfQPiF5cCoawBPD4oGhHQKa6ErqOUlJTgtNtGdwGg7wJM\n", "1ZM+BvXgZrSOA5N+3YuFtbiJSNsm5ERwzOuK891IuRPY7DMR0BhIXo9S+hM0VSE6XE54aAqa75tQ\n", "/4qe7XSmW0ZTITCSJx7+X5wly2jrGtYL30r/CS26Fvr+mnQmRSCUpC8wBIIJnDeOCZ63ngxzoHWQ\n", "zbt69Cpq62yIPDlp959Op3G73ZSVXZik52Qj0v4KAzt/RjY2Nusm0XcQk7uC/S2D/Psvd3OgNUhb\n", "9zDRRJbZTcWsWl4P5TcxpWCA+26u4DMfnIt4jqSOTX2tPH1iP+/KBfmgGqJJEjG6y7GWziaayHKi\n", "J0JLqBDvrHvIpc6uf321Id67D2VEG1vTNBL9h7EU1k5qH/+nDUCpzU1XXOeg39Snl1yXWJxUOwsp\n", "sTqwLyhHa3DTP7LKH8ok2NBzDKMo8tv23awsm0oilyGaPXt5/OWAMHOZbggA/HUgZ6DrKK7DG4kf\n", "nbis/EKhDXahxc/9JdK2Pot2aMsl9XOpyOVyZGQVd/1yOk+05XlnANLUYi5YgLfAxYLyFMmMgkcH\n", "TgAAIABJREFUiYE9vyPes4ecWoK1oJBcahgMLqh6DGqe0QXn1Sy0zIHOD+gTtahnozg9M8nKCu3d\n", "w8S1aShRvUr6F0+9wi//eJjnNmxHM4ylM4jEMvxxYxsHWoIUF1r1AjX3e3UX1CQhlUpRVlbG3Lln\n", "Kfy7jEgGjiInBrGVzhgz6YaOPI+mZHnutQDrt+qZPtv29xGOpglHUtSUu7GYJfzl5WgmD/ZsO2pq\n", "CCWbPCs/zq+P7+BYZACj2UGbaON+uxGLuwKn3UR/MMHAUJKbF1cjWT36+/onAlEy53cByf5DyPEA\n", "1pJLT88e08ekXu0qQ6W9gGORftZ1H+GZk/u5pWIaBlGkzFbAstJGpEIbdeV+ftaylbQiM5ROoKEx\n", "u6iCpgIfZXY3i0pqWNN16E0dtzhzGYJLn3AEQUC47i7Up7+PJR0lnbq0AiRt/ya043vO3chiQzut\n", "KEXrOoY2+Oam3nV3d7N+/XrMBVW0nAzQ1Xkyf+zll1/GbPWQGe7EO+NORDRUTc9McdS+G4NrBrnM\n", "iOtOEMDo1+snlLCeuZNphdJ/hprf6240oL7Swx/WH2fL/gyJlICsmLhxZi8ffIeHqZUZFHHETaio\n", "nOiJcLwzzPxmH6tvbKDAaaZvMA4G55gsrHQ6fV7KgrMhHo+zd+9e/P43sShxBJqqMNy6Hi2XwVpU\n", "TzYWQBuJiyjZBLbSZl37AXjPrVP40J3NzGjw0tYV0YszAckg4p/7HrLxQcLHXmBgx08J7P5Vvo/A\n", "nsfz17QYJAqNViySCUfJFORYP9aiehw2I0ZJ5GRvBJfdjCiZ0ZTsG5KkvBLhKL8GTZFRcxlSwRYK\n", "GleOCaZPBi7FAHwbOALsA54CTndOfQloBY4Ct1xCH5cVVsnEl+a8g13BTspsbu6o0ku0zQaJpX59\n", "hV1qc7OwuJpX+o4TyiT4dPMKlvjqWTLC+39LxXQ6YkO8NtDOF7f9npd7W87a32VDQTHIGezZON0J\n", "+YIk+M6EFg2iZZJowW4IdqPu34S6Z33+uPL4w/kvJEYLGCS0dAItFUf97b+gHXhlsu7mgnBq4uwP\n", "RrGZjaRTuu/3lNJVgWEYUbIgGi2Y3RWoVXdQcs19WL31GEx2wkfXjr2gwQO5Pr1Owv+wzo0klehu\n", "NPSUxNuW1tLWPUxvrJ6B1FTqTY9QErmH6e4nCad0g9w/mOCpl1rZtLMbh81EXWUB86aXnsZdNOrq\n", "2LFjB/v37+eNYHBwEJ/Pd9HqWZOB5MAhEERKF30UyVZIsv8AwX2/Zfj4ywiihLtuGQVOMx999ywq\n", "S114PVZ8RXb6gwncp2lPiwYjai6NwezA6m1EEEeNYy45hJKOksrJVNoLWemrQTLZWV41G8nuRbJ5\n", "EASB+TNKCUXSOO36xCiIkj6+PwEIBhNqLkPwwO/JRvsmffKHSzMALwLNwGygBX3SB5gOvG/k9zuA\n", "Ry+xn8sKURAotxcgIGAyTJwVW+UoZHvgBHdUzaLBXcI0Tymzisrz55daXfy8ZSvD2dSb7g4CEEQD\n", "wqzluMqqENIJNmzYME5+73yrIvWZH6I+91+g5NBC/dB1DG3n2tFze49DLIwmZ0EyIpTWof74C6h/\n", "eARqZ6Lt3YCWuXz3rqoqsiznx9PV1UVRUREtLS1c01SKquRIp9MkEgkqSpxYhRTOap0cr6Gxke7u\n", "7vy1pJEMlYHe7rzBwNykU2BLhTpP0hkQRYGptYWkMwqq67346j+qH/B9DVWVeWarG1XVkBXdSM5u\n", "KuaaaXpFeXGhld7BuM5wKVjyugyKoiAIwkWvWNPpNLlcjsrKiWlQ3hAyx5HjPWjqeQrHNI30UBul\n", "Ve2IkgnDCBeXnAiSDnXoGhaCSCqTw3Ya15PPq7cznkGiaHKWYvHU4Gm6BYPZQTY+SGDv4wAEdv+K\n", "8LYfUW9zsszrRzQ7MJhseGeOBuwrfE4+8b45eVoRW2kzkbZNl/w4rgSIkhlVyQAaRnclcm6C7LNL\n", "7eMSzl0HnBrRNuBUMvVdwGOADJwAjgNXdP5hndOL3Xj2Sp8yu5uuRBivZeIqYK/FgVE0UGxxkMy9\n", "NWLi4k0fwvCuz2EpLseipMfR9r7wwgv09vaiqurEE467GE4chGxa5xo6eQgcBWiqCj36rkZ9+vuQ\n", "jCDY3QgzluiZMn3tiDd8QL9Gz+Tsfnp6esbpz7a2trJ582bS6TShUAiXy4XL5SKdTiOZbXjdFkKh\n", "EIlEAjMpHJXz86mIpwRPTk32RlsRztoV7Ni9l0BgRE/BvgyiT4N09hxyQRC4dUkNlbXXY3Rdp0/m\n", "ztsw1/+CouJG4slsXkfY7TDn89gFQaC5wcuLr50ESxMMflt/nqpKf38/L7zwwnn1doPBYF5ofceO\n", "HbS3t18ywZumKjptSOJ1GPw2sdbHkeNnBNSzydGdH6AldqAldyIm10GnzvFUMld//03uciyF9SP3\n", "pmE4TWay2GPjs/efVrQ3goL65TjKdW0KyeImFThCLjGEcNpqtznZjZKJYzDptQLnWgmb3RMziF6N\n", "ECUzWi6DKJk5kpnLz58+OPl9TNJ1HgKeH/m7DOg+7Vg3cEW/Kw2uYlzGs/Ol1zi8eMw2POaJt9sr\n", "y6fyrYWr+ZvZN7Oxr5XEZRZxOBcWLF1OgxYh/eLP0Vr0gPAp0e/du3dz+PDhMdJ8WqAT5cl/hXQC\n", "8bM/QnzgHxEX3Q7pONjcqN/7KOpv/gVx9Wcgl0V94adgdSC4vIgP6jS1QkGxnp56vtjBBSCbzbJn\n", "zx7i8TgAnZ2d7Ny5k8HBQWRZZtu2bbz++uuYzWZEUUSSJCSLC6cxS39/P4lEApOQwWAaa6z9fj+D\n", "gzqp3sDAAHuOD+GxqrS2jvCtS4V6Fa/p3JWWzQ1eXA6z7ssv/jyIZpx2E16PlWgiy3BMd005HWMn\n", "5/nNpRzrCPH9NXNRM8fzlbN+vx+fz0c6PXHspqenB1VV2bp1K+l0mnA4jM1mQ5blS+b479v6IzKD\n", "m6HnUyBYyGbEcXUVAzt+Sip4HNQsmpIjPdyHURqpjUkfADWFwewE0YC7dinP7hXZtKMrHwM4HefK\n", "9AGQrB4SfQcwWNwY7cX4r/sEABajlWy0F5Pj/DnwomShbMlfXOATeOuwZs0a7rrrLhYtWsSqVasm\n", "1EuWMZHoO0A22kdfIE6h2zLpVc7nMwDrgAMT/NxxWpuvAFngXPXNV3RUxmdz8WDT2bn07UYT31y4\n", "Guks5HNWyYjdaMZu1ANcoQlyo99MmJ0FyLKC1qtXDXZ3d9PY2EhDQwPd3d15A6BFg6iPPwydR6Dr\n", "qO5KEkSEqmmIn/oh4q0PIX7o/yFMX4xQNxvx9k9C9zGw6CsxwelB/Nx/652W1qIlo2g9lyZgcezY\n", "MZxOZ35C7Ovrw+PxUFpaiizL+TRXk8nElClTWL58OUaHD5MSIhmPMDxwAoukIpzxXhUUFDA8PEwq\n", "leLgwYMUFhZSUaBgNknEekYyc7yfAfuiCx9swXvzfxYVWDncNsTR9iHqKwuoLR+fr/3g6hnIqoVw\n", "wkNfXx+FhYXMmzcPm812VqGVPXv25OMduVyOQCBAVVUVq1atGrcD0CYqUDsL0kMdoKmk+9eRUG5D\n", "cX0EVTGijlSaqrks2bhuMDU5Bh23ku79A+GT3ZgsBv1ZAWRPIogG7KUzEY1WhmMyuw4PIGeHIL7x\n", "gscDYCmqxVrchChZ9M+iaOA511QsmoKcCGJ0/mlU+L7++us88sgjfP3rX2fbtm387Gc/m1AL4D+f\n", "1HfU2wINlHrtVPic9AbikzqW8xmAm4GZE/yMqIrzYeCdwAdOO6cHON05WTHy2hWNs03uFwODIHJ3\n", "zWyODvfTEQ2e/4TLBNOcFXTXLCQe0seQTCZxuVzY7XZMJhOKoiD/6h/Rjm4nWTsiDVk4NptEMFkQ\n", "LDYEbwXiOz6iv1ZcAQ1zwToqJJN3c4gGhKmLLikbSFVVotEojY2N7Nixg1gshqIo1NfX09CgB+VP\n", "UQ+c4pk3m0ddLeSSJBJxJtJwt9vtJBIJAoEADQ0NzJgxA2O6FyXeR/vRvXoj6yw9GPwGUF7i4GBr\n", "kIZqD3fd2IBpAsEgj9vC6hsbONw7lz179lDm90Hi1Ty1cjQaZXh4NI3xlKuuvV0vdguFQnR2dlJQ\n", "UICWy9D32qMM7PolycAx5GSIvtf+44LjCaGj+oY9mW4mEvIj59wY7W6yQ1vIhNvo3/bjfJpnpGMr\n", "Wi6MnIzitO3EXPE+KHwISr4E2RMAuGuXkJUVRLvKJ94/i3uWd8Pwbyfu/CxjNJjseKbchNFRAoKI\n", "oqqEVQVRkYHJIxZ8q/Hoo4/yiU98Iq8LUFxcTElJybh21WUu1nbPoSNaxNzpPqbUFNJycnLrHC7F\n", "BfQO4AvoPv/T96/PAPei02fVAo3A9kvo56pCgcnGkx17+PHRty5P3mKxEE+mOCZ6GBgYIBgMYjab\n", "sQ604RQUbLkkiXCYeNtBthir4cFvYPjw1y/o2kLTAgTvxB49weqEYM8bTsNLpVI4HA5KSkqQJIne\n", "3t7RIC0wY8YM5s+fz8yZM8elP2qqgknIoBhsWArHF7+ZTCay2SyRSCRvRIpm3I3PEmVYtk045j17\n", "9jAwcGHUwk67CafdxOLZ5y7K8hc7yKkSty6djscRh55PYTXqMZvOzk727NlDNpvNC7oAdHR0MHXq\n", "VA4ePEgmk8FoNJIe1nPszQVVZKO9RE9sweSuIBvru6DxmpwevEWvomkGjPZiIm2bsPvnoUp1DLc+\n", "C0Dk+MvYSqZis/WQTDehpELYHMOIjgUjF6nVOY5GMBzN0CWH+MnubyLEHoNc/3jaDE2D7od043AW\n", "WoyC+mUUTb+dlkiAKW4fuUwUyXbp7LRXAhRF4fDhw4RCIW6//XZuvvlmHn744QnTgafXFzGcNvOR\n", "d83EaTfhdpgYDE2uRvWlkMF9H32SPyUr9TrwSeAw8JuR37mR165oF9BkotSml+EPZRIcDPUyo/DN\n", "r9I8pcoUNdjYsUPnS5ckCVfLFhpjUYKmAl6tWYlRlVEUhYzZyYUmE4pN54jnW+1o+zciXLMyX6l8\n", "MUgmk1itViRJ4sYbb+TFF19k+vRREr5TxGbV1eMneEtRHdNLnRhclfn7PxPFxcWcPHkyv/Iyu8to\n", "WPoQLc8/x+aXX2DpDbcSOvIczsr5mJyl9PT00NPTw+zZs8+bcSMIAu9fNW1clss4aDK5rIih7Scw\n", "5SYQTFiHPkmv8h3i8TjV1dUcP36c9vZ2ampqqKyspKurC6PRiNls5poGD6oikwocpaBxJZbCGoYO\n", "PoNgMGEvbWbowO8pmfsBJOt5+HCyXRjLVyIlrRTNvJtUsBWrdwoWbwPD+/8Fg60ZLZfF5PQhFQ4S\n", "DN6CkOtELL8JxJHna26C8C/4Xcce7qm9hqcPHuQdVS+ywBtmQ/RabvXYEBKbdXoOJQ7JLWCqgdQe\n", "/Sf6rE6Yl382ik7rPYLj0QBNbh9e32pE4yVKq56BWNsGVPnSJlPRaMNZf+NFnTM0NEQul+Oll17i\n", "5z//OQaDgb/8y7/kRz/6EZ/+9KfHtPUXO2huKMLt1F3LgiAQikyu0NClGIDGcxz7xsjP/zmU2dzY\n", "JTNTC3zsGeqizuXFJl26HN/FQBzJvlheoLI2AjXeAtTffQdDJoH7ow9jfe2PuF1edvdFKCspIR6P\n", "T04++UiWlPb607DqE+O27Fo6gfroZxDf+0U9ZvDaHxCXvUc/pmmEQiEKCvSJy2QysWjRognZJifC\n", "GFros2DKlCmUlZWNGZcoithtVqLJNKmhdjKRbiSrB9Np/uZwOExlZeV45tEzcD4+m/Xr1+Pz+Ugm\n", "7QjaAXq7ivCVP4x1+CmG24ew2Z0UFxezaZOexjg0NMSCBQuora3F6XRSZIoSbX+FtM2GIBqxjVSF\n", "WopqQdONoMFSgCKnzmoAIh2v4q65FtQYgvVGSubqq3m7Tze0AlBY7UcVzKiWGyF7ElHMYS2ZTbq3\n", "H8F8mvE1uNGUOOu6D7HatY+PlX2PnFCEJNYStb+TToaoTr6uG4DEJuj/ir5rsMyB9L5RKu7YBr3j\n", "gX+C+pfzl+9NRljmb0QyTe7kD1z0xD1ZOBW4v++++ygq0mtH7r///gkNQIHTzK1LxlI/rLx2vG7A\n", "peCKzc+/WmEySHz3unt4V+0ctg508LnXnyScmdxt24Xg9ttvx1CpC9tMHz4Gg90QHkAQRczX30Xx\n", "rGuZP38+lZWVdHd353PsLwn2AoR3/BmIBgiNuiK09v2oR7dBTysgoJ08CCcPoe1ciyZnkGWZ/fv3\n", "09raOmbCLy4uzuvJTgYEQZhQHeuGG2/CX1JA/+GXcFVfh5LRA81ut5slS5aQSOhB/eeee25MPcHF\n", "IJPJ5N08asaCKkZIRfbSE67BIFmJxZN4vV4cDgfTpk3Ls7vabDZcLpcudB7Wq52Hj7+Mq3ZUQcpR\n", "MR9H5Tw9GOufgZqd+POm5jIkevehyUFdC8F6FgoJ192IiWeQTCKcuAsMxTgr51O84AvgXDWmaVaq\n", "4EHX82QSOzkRn4ZW+i0o/z5LfPW8MmzXVdgSr45M/nWQ7QDHUmjcDZIPYuuh7/Mw/LsxLqFv7X2R\n", "3cGuc2bnXY04Rdv9RjG7aXys4FLwtgG4TPCYbOQ0FZ/VxRNtu85/wuVAdTOrmvxoh19DmHsT4v1f\n", "G3O4qKiIwsJCent72bZt2yV3JxgkxOnXITRfj7ru52iy7tdUd65F2/YsWngAYclqSKf0bKGGuWg7\n", "1rJr1y66uvTg8VtBXwxQ6PVjKLseu38WqpwilUphsVjweDykUimefVb3i+/du/es15BlmZaWlnzQ\n", "9nR0d3czY8YMqqurKDPEGNRmUl+4jyc3hjnStZRlNT+hurIEQRCor6/H4xkbjJbjg2TCJ5GsHtx1\n", "y5Eso4yfwkjxFYDBZEPJTpyFdoonRw5vQzTax7hbxkAq1CfjtqU6a6rvq/rrokmnzjgNLeY/Y6a5\n", "HVv6VZ458RmMzvkgWvHbXLw6cJKY9SaI/EFvbB8xWgUf1K9T8iWIPKW/ltwCltmgxEnlZNpjwfy9\n", "/anhrrvu4rHHHiMUChGNRvnFL34xabrNF4u3DcBlgkEU+a+l7+czM1bQHgu+JamhgiBAje7vxubS\n", "mUPPgCiK3H777aiq+oZpCcb1Wz0doXYm2vE9aEO9MNgFzkIY6kEorUOLDaF1HUW8+QG0vuPIGd2v\n", "eSkro0tFYZGXo23dPPfcc+zqkli/fn2eVlmSJEpLS3G5XGMkEM9EMpmkpaWFw4cP54PKmqaRjgxx\n", "5MgRvF4v0yt8VDhyPHn4PcTNevLciZ4CXCWLEHNdPL7mKHJOoaysjJtvHq1IHtz3G6wlUymZ+37s\n", "/rPrwpqcfrKR8bsUNZchHTqBIJlJB3ZiLDiPtuypbCjX7Tpp3gTQNI2Xe9p5YfBLPNXxAG7zaHaY\n", "OGKQXh22QnyEOtv7Gah9HsSRZyi6INOi7yqqnwJTJeR6+J9jW/jo1CV89Zrbzj3GqxQf//jHaW5u\n", "5o477mD16tVMnz6dj33sY2/JWN42AJcZXouDFf4p9CYib0n/wqkKZ/ncpGOaptHZ2XnONhfVb0UT\n", "9Lej/vFRyCQR/HV6YVpxJQx2IRSWIlgdkMshhvu5KdPGggULJq3/i4Xb7cbj8eB0OpFVAZvNRmNj\n", "I8nBFuZNK2PevHksW7aMTCbDyZMnJ7xGYoQKY8iQY+PGjYRCIehrJ/z4dwGwmIxoO9fiK3Jwz61z\n", "cVR/gUXTijgSs6NKtZA5Rm8gTjwhIwjCGGNjdJZSUL/ivPdhMDtQc+MDhemhduLdOzG7/MSjpZjc\n", "Dee+kO/vdTEbxw1nbdKVCGON2uloL+dE/1KubR6bHfbI4vfQmrLo8qT+b+m028bTkgMEAZRBPTBs\n", "rgNTDYHQVlI5mfnF1VQ63lhK7pUOSZL4yle+wpYtW9iwYQNf/OIX37Kd79sG4E1Amc2V1x14KyBc\n", "fw9C+bli9nD99ddfcMD1glDoR9uzHi3Uh/Cuz+v01XJGryFIRvMBY1UyIQgCRmHyeU7OhNbdghYZ\n", "POvxhQsXsmzZMhbWiCxfsgBRFBluWUek5YV8m5KSEk6cOEFbW9uYc7NKjh8deIXeApE9thSS2URr\n", "ayvZNT/hgH8+1zVPQdy5Fm3fRgw10/GPSCDOnaXvyhLKfOTBH1PmbEWObga5R9d2BpKBY6jZxLji\n", "trNCEMmlo2jaKO2Hko1i9TZitOnP3eQ6T5aWwXVeLYmhdAJLTjdSD66eQVPN2M+PxWAko+R0um3H\n", "WTghTQ0kVH3ykx2rSIQeJ5sbKYrTVEgfPfc438Yl4W0D8CZAF565/MphZ4O48J0IvppztjEYDCST\n", "SSKRCKlUij17Lo3WQbA6kEWJLXPuo0twQGkdFJXr/uoF7wR3Maqqsq14LlJpDWTTqPteRj22HfXZ\n", "/0RLTV7Fo9ayA+Xnf4f6m2/pVBbnGrcgIEkiAzv/F03JIdkKESRzPrC6cOFCstksXe1H8pNrLh2l\n", "N9JPoQZ9mTgpUeOXykkGBwfZ5Z0FkomCaC8kIogP/BNCeSOqotc3WC0S17gixIMygfRc3tf8L5Sk\n", "vgAdqyDyJKnAflLBVgqn337B9ytZ3AQPPMXgnscJHXmeZOAwuYHHcZTPxeFR8NVz4cZkAvQOxnlu\n", "UzvdgRhKUuDP752Dxz1xsNZkkMio6rjYQR7Vj/NXR40omsr3D29nf6aee3wjQexMC3TeC8pb9935\n", "U8fbBuBNgNfqYDAdY23XYTpiQQ6ErszC6KKiIjZv3kw4HKanp+es9AQXiqNLPoKvrIJEIkHfUBhh\n", "JAgtLr4Lce7NPP/88wxHY2Rlmf/f3nmHx1Wd+f9z7ow0o9FIo95G3V3ulhs2vRgIvSyG9CwJIQlk\n", "E7JLSc+mbDYF2EAIWX6wpFESQjMBxwZswLhiuVdZsmyrWb2OZjQz9/z+OKNmSVa1JazzeR49M3Pr\n", "uWc0973nvO/7fUVcKvKdPyP/8Xvk4W3QOPJManP9C8iyQszVz0BtOcYt34JwO9KjonykNJFe5Zsx\n", "P+p6yne652GPy8VbdxSLLQpHch7B9q76B8uWLYOgt1MqoaH4A4x9r5PrddBkMZnmSibN08KMql3U\n", "WSJZMGeWinpqrFaie0Dl5qeUxg4QGR1J68EdVNXGYxpd0x7tgVTqCz/AFpOBNWLw0yERidPUiEHW\n", "46svoaFwHW2+yVhFMaLlLSzxNw2zRxWHjtZxqKSO4j0eTD9E2PqPJk+wRVLrPY0xF1YkggZfG1Xe\n", "ZioC8Uw334RAHXg2gyURiq9SnzWjjjYAZwGLMChvbeSVkp388fAWHt/33pgKxvXH/PnzmTRpEhUV\n", "KoTz8OGRqXt6/AFycnJobW2loKCAxsauaTApJXa7ncTERGbPno0473rErAswbleq4uaWVciKPgq1\n", "DxJZVogsWIss3I5Yei2W+55WzumUHKgO+ToKCzCf+Drmgc3I9/+KuX8jsrWRsMpynO551B9egyM5\n", "D6stiqC3ywBERkYSYWmnoeYkJU3VnKg7wQtBF1YjyPenzuSbsy/lkvZ2shtU+x1xidBUC+1ehDWM\n", "9uaTWOwu/K3VSClJm5lHeVs7h4onI9yv8XTBf1HVkk5D6+UkTc/BmZw9pGiY8KhkrOGQ4HyK5Jnz\n", "OpeLsrtU4Xrr8IvIBE2THQeUgqo/zsNnrzt9zWl3ZAxHmmqo7GcKtKPY+7e3vYbNsJLsnATe3VB8\n", "KdQ8Cqk/A9eN0LJm2G3W9I82AGeJO6cv49rM2ZR7GrEKg01Vw7+5nUmcTid1dXUsXrx42NWqQIm4\n", "dWj1dBynu85NIBDA5XKxZMkSXC6XKnq/4vOItMkY134FinYq+enTcDrJCbn3A0T+ClXgxt4VnUJM\n", "ErJeyTtITxNExSHfekp9Xvc8smQv5qrfEub1Ez/zRuxmGBabszM3oOO8rrA29pw4xpqt71DuieVS\n", "9wISbB685QUIIchsqMJ7xecQIpT801wLleo799aVEJ21BF9jORUbnyAxooXJWc1MTanDfPIbNPoS\n", "OVK5HGtjLZba70Lpl4bU98KwkJQbhrAmYqGC2MQyHAmhOf+YT/Y/HdON/mpdV9V6WDAjiXkzE3Am\n", "iQE1tOYnZPBScQE/2P6PHt/XS8U7+PIHz/H1jV16QdHhdm6asoLO/NTsVeBYBAn3QPMaaBv7OtTn\n", "GtoAnCXyYlO53D2d/IRM7p+7gjrv2CqG9ofD4cDn8+FwOAgEBigO0o3W1tbOH/jqwzvZvn07LX4f\n", "9T4PFpuKROpesN7r9fYvZzx5AcanfwCx/as/StPEfOSL/a9vqEJk5sHJYyraKIRIyUEWh8Jd6yox\n", "brgXMfsijJu+AQluqFDOXXl0D+GeNsw1/4fhDxDwdU1jyGA7UQ4LbU0mad5I4hPSqTxUhNWQBH0t\n", "+FtrCE+LpdmdxTXXXIthGBh3/Rrj09/H31KN5+R+wl3p+JuV1k/t3lcASIluwgwP4yb7Ltra8jhJ\n", "CgITKUKZsMGWwc+HByoh4WvQXkSEo5aYaTeBYzkkfmPAXXfWlvLg1lf7XFdS1oQ7OYqUSTYyYgee\n", "looOs+MzA8SER/Ds4c00hgomeQI+VqTPQCLJjVL1GiKtNghLgSnbIPcdFRYKYDhU7oC3/xwMzfDQ\n", "BuAsEmEN464Z5+MKt3f+EMYbTqe6WQ612Mi6devw+XwUFhdRcfwEEsmxljr+e9cajjbXEhMT05lR\n", "W1VVxZEjR/qNqReGgUjKBMMg2G2qTHbrM7n9n33tqtYF/CobOW0y+DydEUcAIiYJER2HeXALsrwQ\n", "YpMxrvgsImc2eFuRB0O6hZ5GaG2E6lLEC78g6O0avZh+L/6IOAQGmY46lsxbCoCjph5Hch7VO1+E\n", "9gDBI+toLN6gzmuxIpKyqD3wJq7cC7CERSAMFf2SMO92Hm1Oo82egrzys2Tf9q/EpsVS6Q9F1Xh8\n", "0LoRefQaZO3/8tKaQ6zdVML+ohr+vrbnNJ3sUKH1V4J9DrRuhPBQBFj6b/vvMylZfWKp3Qa2AAAg\n", "AElEQVQ/H1YW8bv972O3hHHylMCFoGlSXNpATrqLPXXlxAxCokEIwbfmXM5tuflsrjrK/Vteobnd\n", "S62vlesyZ/ObZbfxwLwVPDhvBTflzO3YCazxPQ8UlqYio1RjJ65juLFvwzxctAEYA6LC7TT5R1fU\n", "abTouCl3xCUPRdnz9c3vsevgfpw+id9mxSIE9T4PFbEWlixZgpQSKSVVVVWUlZXhcvXWzO9Oc4QT\n", "HvsKZiic0Xz8HsztazDf/xvyg5dC7VPho9IMEnz4TlWneP0LiOh4hC0CsfQ6iO2ZYCYWX4Pc/R4E\n", "/IiwbkYoNgVx8e0Y33gKWVGMbK6H1EkYQRN/YwVmoJ22QDt+Tw11FhvzYk+QlZ0LwsBOELO1leic\n", "C4iffQvW+laEv5WWit00lO3o7EerPZqIBBWD75h3O3uTF9JqsZOY6mS3GSTgikcIQYw4SXGjSvs3\n", "11mh7KsIsxFvqx8ZCJApf4K97juY7VWdzZdF2zH/3wPI1kaQXvUE7T8GEbMH/O4ON1bxSslOVp/Y\n", "x5emL+fStKl8f/sbPfJXqmo9uJOcSCF5t/xQvyVUT2WqK4kFCRn8KP8aMiJj+fctL+N2xBBusWIL\n", "HSMnKoHkiL4TzgAIz1RRQTIAld+FoguhvVs+RsMLUHQ5lPzLoNr0scRsg9rfj+ohtQEYAyzC6HeO\n", "dTxw9dVXdyYi9eUHME2T2trazs8dks2OFj9FCRaMaW5yMjLJdSvhKmkYGFYLEREReDweTNNk2bJl\n", "A2b+vjZ5DpXRcRwu2kl7g7rRyQObVa3i5CxInQSVJWrjmtKu9WWFiEvuAMBYdiPilIQiER2P5bb7\n", "OVUC23L91zBmnY8wDDAsyPXPIybPQ1qsmDJA25EP+caml/A2V7HP6yM2Jg+nLRnzr7/gAiqYnJUJ\n", "B7cQVrQPw7Dxl8gpNEqBp2Qjm3e9Rs3e13oUPt9WV87fK4rY31DJjJgUoiLjqG6qwgz6CbMaNPli\n", "2FJ5J6X+bKr4LQePXkBrcxVTylYxLeEjcl1bSI4qIxgqFSmCdyLOm40s2aUM5qECSLwfHP0XO2rw\n", "eaj3edhUdZTL3NPwS5P8hExmhKbfflTwj85t6xq9xMdGsLGymMvSpjE/vncRk/4QQpDicCGRzIpN\n", "5bZJA4v39cBwgNkKhQuVkxirUhTtoP5PEKwF2Q7V/zO0Y39caC8B29RRPeRI1EA1IyDCGoYn0N6n\n", "UujeunJmxqaOmQ5KhwBbVFQUzc3NneqiHdNCTU1NbNq0iQsvvJDo6Gg8Hg8i0o5s9RLhiOCWyV0/\n", "7mXmXF4o+oivbniB/0hdzLp1Su1xxowZA7ajtt1L0dyLyX/jSaxmECxWqDqGmL4U6fNAayPmey9i\n", "uf0hZH0VxKch1z0HYTbEMBUkjzbVYAiDzE/cBXYHu5tr2WALY3bdCSbX7ieBaKrqjuOzxmEvWAe+\n", "NmiqIeyi2xAzlmH+8fvgaSI2bxlHmmsotMWy1efnK61ltAOOZBU14wsG+FtxAbPj0lhbdpA7Ji0k\n", "GGbA8U2Y7tk4o2O485a5/L+/G+CC2K1eAlzPJ2L/TGZCDdIfh7CZLEt+lOrq80lJVlm4RvyzSPks\n", "tC1Gvvm/yC8/jOhHygHggW5z/d+aczlSqpt1ckQ0ixKz2FZ9jL115bxTfogFvinkZrjYWFPJHZMX\n", "DquIkjfoJ8J6+pFfvyR9F058BlJ/AcHGkCEAzHawpkHOP6D0q9C0CqLvHt45zjBLlizp8bv2+Xys\n", "XLmSBx98cOCdA5UQMUTDOQB6BDBGTI9JYVdtb82WBp+Hx/atp3wMM4c7iI+Pp7q6mn379vUQi2tp\n", "aSE3N5cjR1Qc+47D+9kbbKA6PYpUR88ft8UwuCV3Pucl51Jm9ZOQkEBqauqgUt9NKUmespCNl97O\n", "a+ddi/GFnwIgrr4T48Z7MW77DzhZokTnWuqV/ASAefoC66fjrRP7ePrQh4joeKqCfp7Y/z5NAT/b\n", "o5MIerx8zWgiqq0Gd0wqIjYZmmrA5kAsWIFwRGF8+WFwT0FEx5MTFU/2pPOpwcLLjlzVH3alRlra\n", "qio7nZ8ymQpPI1NdSWTHZxEe9FFbU4xXGKr2cIjU1qO0BqOxWhuIdktk/SRk1GewijYaK98CQAZC\n", "DxOBcMw3A4jZFyELlRDh8ZY6fMEAPy54k7LWLn9GBxekTGaqK4l/ye1SCL0xey7RYXZeO7ab/fUV\n", "lNY28deyj2j0e4kapkqnLxjsnPYZMhGzAYvKULYmQqBazYnX/EbJSXRgHV3FzNFky5YtbN68mc2b\n", "N/Puu+9is9lYsaKfLOlT8VdA2OjqZWkDMEYsTcpm48niXnPsJc21RIXZxryuMKjyi7W1tdTU1PSQ\n", "Za6vr8ftduP1egkEArTUN7Js6iw+P/dCbs2Z3+s4dksYt+bMY31tMYsWLyY/f+CnmH315RQ2VTEt\n", "JpnLZ19CkcPJrvY2fPf8VtUtFoZ6yk9wK9G5915EzFiKuOZuzJw51A4zyqot6CfSaqPG28Lhhiqc\n", "VhuLErMwLDZS9x7AXl1LdVg0+fZopW0EGHf9uqs0phAYt/474rzreXDelcyNT+eJ5bcTGeGixhaL\n", "32JXukst9eQnZDInzs3vzr8DIQQOm5PttmSCxzexI5Qs+OXb5vLNz+Zz4ZVLyJucxL7qZViii5Af\n", "BTBXHcIf+BHW9t20tnjA66LUfwfV3iykFBQ45kNTLXvqyvhpwWoe3fMupa0NPeTJc6MSyI6K59NT\n", "VKEfo9vTaYLdyfKUSRxvqcMwDY7W1nGwpQJTmsMend43+zKuz5ozrH0BmLpdTQeFpagpoIbnoeHP\n", "YA+NKKMuh+hPDP/4Z5G1a9cSHx/PggX9yHKfimcjRCwc1TboKaAxwhlmJ84WyU92vMX3FnT9w1Z5\n", "W5jqSqZuDGoInIoQglmzZhEeHs6uXapwektLC01NTZ1KmQ0NDfiibEyKTzntTcEZZmeqK5lyT+Og\n", "RL5Kmuu4Z+ZFne0A+N2BD1iZm8+l7mmd2wUv+yzmjrWERcZAcjZG2mReCbeyYcebPHLe0B2CUkJO\n", "dDzf2fY6AD9ZeD2JEU4WJ2bjT56E68//iav4GKLFggSMrz3WJbgXQpzyhGsxDD6ROZNnDzezICCg\n", "9AAvl+zkR/nX9LjhAoRHJYHvJCekFSllZ5EZR/ZUbNUnqKiaB3NnQOoB8Psw1rxB6hWNHN/2AtNi\n", "MqhuSUL4cgj7/Pd4f9UhzNYKDnp3kW+bzPZmNWJraG/DG/CDgDDDwn1zLuu3P2bFptIWaOdAUR2N\n", "USry5jL39CH3awdpkcOc/jkVI1I99XcojUbfqF5dN6vXEeSwnC1ef/11rrvuusFtHKhV/5ynRkeN\n", "EG0AxpAV6TP4z4I3CZjBzvnU6rZmprmSx6SITF906NJbLBbKysooKSkhLy8PIQRSSurr62kOk0QP\n", "Ys49KyqOYy21gzIAlZ5GzkvuqoZkNQxSIqLZUXui0wAETZNvHtrAT4t2Ej5pHn8/tod4u4M1pQcA\n", "+LCyiFibg7zYoWW+pkZ03aQSQzkE0eF2SMqiY3JJ7nwHseILCNvgKqmlOlzcNf18Xi3ZidWwcJl7\n", "GkkRvYvT5KVMp67pGMHINFoD7Ti7RSmdn+9GLnAjLAaWldcj21qQxw8QVv/vTHf/Bpn0BEe3hBPn\n", "nEFdYT350+Kp2xWLUR0gMzuR7eYR7pt9GU8e+IA/FW7huszZzInvu75zB5NdSUx2JfHaiSNcvDwd\n", "m92C3To2ypW9iDwfbJOVc1QMbTJj9+7dPepND4fw8HDmzBneaKa8vJyCggJ+/OMfD26Hlnch6oqB\n", "txsi2gCMIe7IGC5MmczJtmbaAu1EhdnZVHWUb8+byj9DN7G+CJhBLMI4q07i9PR0duzYweLFizuN\n", "gtvtZu/evdSmWokcRNnLLGcc68sPc37/+V34zSBB06TO5yE2vOvmGhvuoNLThFPaOkszrjq+h9zY\n", "FBoinDhry1lbdoA0h4vHl6/kng9f5I+FWxAInrzgjkFdY9A0MYTodMw/vnxlr20s9z2N9Hown7gX\n", "kT2Apv4pxNoc1Icko++bc2mnZn53MlxJZCz6DAWHN+M5xQBYjJ7biwgnTFmAsX4FG3xuzpu8lCCF\n", "2CKj2LSrnC/dOoenDs2AAFQdqWXF8hnEEUVEVRQZWVZWHd/Dr5fe3OOYDc0+hACX08ZLaw6xfL6b\n", "1EQnbd4ALuc4q87lunHYuw73xj1avPHGGyxYsIC0tAFUWX1HlJHzHYSYT416O7QBGGMSIpz8qXAL\n", "R5trmRSdiN8MkhgRRUM/Zf0AfrX7bWbHpXFN5sDx3aNFbGwsTqeTpKQuB1tWVha7PdVclJg0KGOU\n", "4oimsu30CTxvHd/H5qqjxNkiexzTZgmjNdBOdpiNFr+PdjPIwYZKHpi7gke8Hq5IyGJxewv/kruA\n", "MMPC7y/4JF/+4DmGYiI7orLmJ6TzyyU3EdZPlIuwhwxT5Gni1vvAEIITrfWEGZY+b/7dcVjD8QQG\n", "fkIVhgXLpd+h4p+HaGppJ8JuITHFxjWuXKIilSFb0fwO+3OvI89IpmBfFQkN8Vw4O5W58W6cpzhz\n", "12wswRCwZE4qxyuamTfdj8frP63gm2borFq1ii9+sf9MdgBMDxy7VdVJbj/elRk9imgn8BgTabVx\n", "tFnF1Nd5W7kkbSphhoXSlgY2VBb1uY8n4OdIY/WQkrRGisPh4OKLL+6x7MkDH3DQr5yZg8EiDASC\n", "QB9ROlJKKjyNlLbW4w0GiDhlmmFZci6fm7oUtyOG9yuP8O1tr9EWUIVTFmXk8XjZPuLskT2moh5e\n", "eiu50QmDvsYOA2AIY8ApLePe33WWYRwK01xJ3JIzb8DtBmsAOshKi2b7vpNUBZt45MhapuWoLOLl\n", "lyUSnRrGJyYHKdh/koZmL9dcmEvB9hqOf+Tv9T8kgHa/SZtPfUevryvijfeKietH7lkzdHbu3ElV\n", "VVWPim990vCCivtvfhcIqII6o4w2AGPM8uRcfrboBu6afj717R4uTFFp++nOGP5UuKUzXLCDFr+P\n", "BHsk+xsqKWys6uuQZwW/GcQTaOdbcy7v5cg8HWmRLlaf2M9PCt6iztvKi0UqkuZkWxM/3P4PGv1e\n", "UhzRtAV6FqnPiopjUWIWudEJvH5MxX+3BpSjb2ZcKle4p3NTds8ba2TIOSulVE7PAWhsb1Nz/YPg\n", "VMfvYPnqzIs4Lzl3wO0c1nBqhhDJNCkjht2HqyEiSECanGhR/zfNog1/ziwcTeXkZsQQbrWQFOeg\n", "xeOnvsnHviO1VNd7ePODYvwBE9OUhIcZvLG+iIyUUMhqZTPL5g0wVaEZNKtWreLyyy/H4RjAf1T7\n", "JLifVFFOxtBGm4NFj+vGGCEE8fbITl2VFIf6or85+zLWlx9mfXkht0/K73QSn2ipJycqgeXJkyht\n", "bWBqzNjU0T3YUMlUVxKWIT4F50TF88yhTQA8tO01AC5OncrmqhKuzZzF7Dg3q0/sp6qtuc/9Z8Wl\n", "8cVpywhIk/BQVm2cLZJbc/sOpYsKs/Pr3e9Q2FTF786/47TGqtrbQmJ35dAxZLIrkR8XvEWsLYLZ\n", "cad31ALERNkId8JJex20wH/vWsPjy1dS1dbMzJQc2P0+5111JQCmqZ768/OSKS5tYM3GEgAOH60n\n", "IzUKl9PG8YpmpmbFMi07jubWdiwW/aw4Wnzve98b3IZxd4E1DtIeA2N4DxwDMRrf6rcAE+heD+4h\n", "oBA4CAwyy2FiYzEMHlt2W48b1KLEbAobq/jahy9yqEFJGLf4vUSH2UmMcFJzukIbZwC/GaSstQEp\n", "JQcbTg45ugZgSVJOZ3gnKJ2YDSeLKG6q4eqMmWRHxfOZKUu4d9bF/R5jUVI25yXnkp848NRTTnQ8\n", "hU1qpFTpaeKkp0mVKQRa/T5WhUYTEDIAfUTmjAXpkbH8dNH1vHx0cAqYte2t7Ek6zPTQA4HfDNLg\n", "81DtbSEuKQtZV9k53WMYgm9+Np+LFmXgbQ8SH2Pn3k/N57arp3HRwgwuWphOVmo07uQo5kxLZPmC\n", "gQ2Q5gwQH/IRhKefseS2kY4AMoArgO5VsvOAlaFXN/A2MBVlJDSn4VRxrciw8E6n6faa40yLSaYl\n", "4CM6LGLIc8QjpcXv5VubXwbg3pkXc6Spmhuz5w7rWLPj3Pz+gk/y1IEN3Jwzn2+HRgIdo5zIsHAi\n", "GZ0nnhXuGawvP4yUaorn0b3vYrdYWZGeR6Wnka3Vx7g2czb17R7eOrGPi1NPXzv5bJJgd5LiiKbe\n", "5yF2gHDTjqnC/MRM9jdUkGiP4oGtrzIpOhGbNRwzwa30khKVI7HDwX7lsmzaA0HCrBbSErtGP7es\n", "GF3NGc34ZKQjgIeB+09ZdgPwPOAHSoAjwOIRnmfCcveMC1ialE1pKH2/xe/DGWYj0mqjNdBOjbeF\n", "lrOgLPphZTE3Zs/FabXx2L71LE3K6TdKZrB8acb5xNsjuXfmxVyVkTdKLe2JEIIfL7yOqzNm0uz3\n", "kuWMwxsM8Pqx3eysLWVWbCr1Pg/HmlXJQdcwNYTOFFNdyRxuPNlj2an+EVAF2u+ecQGZzji+M/9q\n", "3JExALg7pDlciZh/+mEvp68rykZi7OByGTTnHiMZAdwAlAK7T1meBmzu9rkUNRLQDIP5CRnMT8jg\n", "17vfxpQmZa2NLEuehN1iZXddGbvryogOs3NzzrxBOReHS7PfS35iJhenTuGtE/u5JG30nhBnxaUx\n", "K+7MORmthgVnmI3/PbiBJUnZfG7qUuJsDuyWMO758MVOX8S1mbPHTICvP9yRMeyvVyU6d9acoL69\n", "jdUn9vHA3BXEdatzUO/zMNXV5Q+6OiOPC1ImExXKIxDTlyB3rYP6k5ibXkcsux5xmoI7monBQCOA\n", "tcCePv6uR83z/6Dbtqf75Yxf7eOPCe3BAH84vAUj5DTufqNq8nt5sWg7/hGIoPXHu2WHOFBfSbPf\n", "R1SYnQhrODcPIoxxvBFuseCwhnFz9jzckTFEWMMRQvDD/GsAmBWbxoyY8XdDTLI7qQ45xFeX7ueF\n", "oo+It0f28P8U1BznnfJDnVnLQCiU1d6lUeRKQCy8Ell6EHloC9RWnN0L0YxLBhoB9BeoOgvIAXaF\n", "PqcD24ElQBnKN0C3dWUjaKMG+NSUxfx0x2q+MK1L2/2XS26mpLmWrdUlAGytKmF5yqQRn6vF76Wg\n", "5gQXpk7hxeLtrEifQcsIFCDHA7Pj3Px66a29ooASI6K4f+4VTIpOHKOWnR5XeAQNoUpoFmHw8NJb\n", "2VF7gmpvC1NRT/wHG04yOTqxT2nx7gj3VMy//CcA0tc6pCS58Yos2gkWK0PNytYohjsFtBfoHn94\n", "FMgH6oDXgedQ/gE3MAXYOoI2aoBMZxxTopOYFNWV2BQdbmdOvJs58W5a/F6ePbx5VAzAppNHeeno\n", "DrKj4smIjKXB14Y3GBi+jO84ob8Q0PF684cuZ+0bx/ZQ2tpAZFg42VFxrC8vZFlyLk8f2si26mM8\n", "sfz2gY+VnAW5c6F4FzTXD7j9eEdKE/O1x5QK7CkGoL9yo/0fLAgnvgAZf1CfT3wBMp/tf/v2UpWl\n", "m7sWhBWM0/iOTnwJ3I+DMcQ2nQVGK7i3+xTPfuCvode3gK+ip4BGhX+fe3m/YYrOMHufzsHhUFBz\n", "gkvTpvHTHauZFZdGQ7uHoNRBXGOFM8zG9prj/HjhtQC4HTFUeppo9vvYVn2MTGdsL52g/hBRITXJ\n", "ptrTb/hxoKkOEtKRBzZjHtg88PanQ1hU2cn2I+DZDLYB/Gnh6RB9A7R9BEfOU0qdfSElYI7Lmz+M\n", "XiLYqb31s9Cf5ixit1jxBv3YLcNPGfcG/ditYayclE+8PZKMyFgyImPZVFU8ii3VDIUO1dAOeYqO\n", "UUGFp5GrMvJ6ZUCfDnH+zYh5l2Cuf3H0G3qWkYe3IXLmIGtKkWv/gOn3Ysy5ePgHDJ+kntaFFdyD\n", "KCsZ+0mofkS9b1kDUVf23iZYDZbRlXAeTXR63zlEnC1ywEIoR5tq+OWutf2ur2htJC0UOni5ezrT\n", "YpKZn5DBpyfrSN6xIjkimtyonppGFZ5GtlaXkGQfWuKasEUg4tOgtQHZUD2azTzryA9fQUxZgHH3\n", "IxBoRxa83XubxiFcoyVWTeXkrgH7zIG3D8uE1vXqfevG3uv95VD9sBpZjFO0ATiHyHTGUdJ8+qH9\n", "z3et4UhT/z+KE60NnTHkHRhCEDNI3XvN6HNecg6XdSuCA7AoKYsNlUXDz1uoKcV85kFkKP/h44as\n", "r4S4VERKDsIRjXHP44jETGRtedc2dZWYTz+IbB1kedXoG1Rd4cHKmwgBmc9B4v0QqOm9vm03NK9W\n", "hmKcog3AOcT0mGT+WLilM278VA41nMRhDcftiOlzPcDmqqPMOYMx+ZqhYxFGrwLst09SpQEHK153\n", "KsaXH1ZvKktG0rQxQ+7fhJjTJSkiwiNg8nzk8a46GrKiCGwRMFgjJ8SQC8tgz1NTQbKt9zozFKpr\n", "n9Z73ThBG4BziISQkNn/7F2H3wz2yPps9bfz8J53aAu0k2CPpKm99z9sjbeFOJujl0a8ZnySERnb\n", "KSI4VESkC+P2hzC3/3OUW3VmkP6eJR5l9QnEtJ7TksIZAw0nkR3V9NpaICEd870XkaWHzlZTu2jb\n", "Dhn/BzZtADRnASEE35l/FQD76yu4b/NLHAlJRj+2bx1fy7uIH+Zfy2RXEkVNvYes++orhiXwphkb\n", "vrvg6kGV4uwPkTYZLFZkSBxvvCDbvT2ncppqMR/7as+NvK2qIlp3Il3IHe9gvhJy4La1INKnQVkh\n", "5l9/gVmw9szV0DAcYHbzv1X/Wk3/2Ienl3W20AbgHENpwVzFqyW7aA8G+eXut/lz4VbCDStz4t2k\n", "OKJJc7h48sAHnZnDpa31fG/b6zx3ZBt54zAbVnPmELEpUF851s3ogXz3L5gv/QrZEXp8yhy+9Hqg\n", "L59UR8H5xmr11F+yB5F3HuKqO9V+296CyqNnptHWZPB302xqWg3JPxz6lNJZ5uOd2aPpk0xnHP82\n", "6xKqvS38avfb7KkrY2a3J/tpMcnMi09nX30FboeLffUVVHlbmBmbqp29E42oOJUUlpA+1i0BIPjy\n", "o9DehsiYAc11yIgozBd/3nOj1gZEVFyvfUVH/eTWJuT2Nep9pAsjbxkyLg0CPuTOdyA6HtFhLEYL\n", "awoEKlX+QLAZbFPAdcPonuMMoA3AOUqMzdEpDdDQ3tYZSw4QZli4IWsOj+97j1pf17B1Xvz4uAlo\n", "ziJRsciWhvEjC1GyRzl3nbFQXQoxSWAGIdyupoa2vomsOoZI7Tvj3Vj5IOaGv4PXg3HHtxEhJ7lI\n", "yUZKifzrL5CtTVhu/dbottuaBIHQCKCtABz5o3v8M8T4Hp9oRkS4xcpPF10PQFJEz5JyqQ4XtT5V\n", "g/jLM84HupzImomDcMb1ygo2N/z9jJ5Tej2Yu9/rv025cxEzl2O+/zeoLUcsuxGx6Gpk4UfIrf+A\n", "kr1d0z2n7uueAtZwsIZ33vw71wmBcdM3EI4ozL0bRvc6w1JV3H/rRij/N4hYNHrHPoNoA3COk2B3\n", "cmV6XmelqA46lDBvy81nQaio++RxrImjOUMkpiO3rCL4u28g21oIPnyneso+k9IfVSXIt//Y9zr3\n", "VGUAouIg0oX5xu8g0oVIzkbu/bBzM3GaUqjGii9gXHd33yuzZiKrTyA3vaaE5EYL+2yo+z8lIwEq\n", "PPRjgDYAE4Cbc+b1qRSZ6nB1CqT9/oJP9qpIpjn3ERFORN4yiEtBHt0NcSFfUdOZSxCT9SoyzSzo\n", "mZEuzSB00zQyrvicamNsimpX2WGMG7+uVsb3H60momIR0Ql9rzMMRHK2yg3oVk9hxBgRkPQA1P9R\n", "CcqJj8dvSRsAjWaCY1x1J2LWBcjC7YiZyxHLboQ6lUxofrQa2aKq0QWffghz3fMjOpdsrkOuew7j\n", "X3+O/OifnfH9UppQWgjdpm1EbOgpPylDOasBEjMx7n50RE5csehqjNvu5/QlTIZB1NWQ+t8QMb5D\n", "P7ujDYBGo1H6QEU7lbRCXAqyvhLZUIV8/2+Yzzykns4bq5A7euvtDInmOkT+lYiYRMTkBVAfcpwe\n", "2YH50i8xFl3dY3PLfU8jwiPU/P1dv1JP946h6R+diohPU/kB3tahaQUNhMXZtyDcOEYbAI1Gg0jJ\n", "wfjsjyB9GsSmQn0l5jMPqZXxbsxnv4eYvhQypvebOCZL9iKP7z/9iTxN0HEDj0tB1lUgfR7MbavV\n", "k33a5P7b6IwdzqX1T22ZMm6D1Qo6B9EGQKPRACAS0pXUdEwScs8HamHWTER8KjScBGcMIiJKSSz0\n", "gbn7Pcw3n+o329bc+CrS0wQOFZEm4lKhrgJ5dA9i+uIRP9kPFePOn0NMMubv70P62wGQpokcpboa\n", "Hwe0AdBoND0QYeEq9h6w3HJfp+iamLoQ7A7MtX9AlhVirn+h547tXsTsi5AhfSFZUdxjRCA3r0Ie\n", "3Nr1JB+XonwNRTsRuWd/3ly4ElUWdLgd+dFbamHxLuR7Z75WQvDlRzAPbEa2NCD97UhTRV3JYABZ\n", "fuSMn7+Dj4erWqPRnFWMrz6G+Y/fA0ozyHLf02qFlMh1zytncNUx5OJPIEJP9AT9iPwrMFc/DQuv\n", "wvzgJWhrxrjh69AhPlh6CBLc6n1kjNL8CY/AiEk6y1eoMD71PXC4MENhqbKlHnl4G/KilQhr78JK\n", "sr0N+e5ziAtvA4sFMdzM+fIiZG25crCHhffMa6g/ibhopQqFzZ0LtWUqcukMoA2ARqPphbA7sNzy\n", "zd7LU3Mxzrse85VHEVd9EbnnfcSSa5Ele8HTjLBHgs+DLN6tQi2tYZjPPKj2vfJfEY7oThE3IQTY\n", "IzGWXHtWr63H9XTcWH0eNXXV2gRpk5Fb/6GioU7l2H7k/o3I/RvBGYvlrl8N+ZxSSmUEg37VR+1e\n", "iE5ATF2IPFkCtkjkxleRsSmIQDty9dNdBniU0VNAGo1maKRPxbj924icWchQPf8LfcMAAAj9SURB\n", "VAHz5UegQcX3Y4/EfPV/ENkzEe6pnWJsIisPkTO7x6EsKx/k1ILuY4GIikWueRYaqzGWXKtuxH0g\n", "60925SL04SuQ1ScGPlljDSI6AeOO7wJgXHs3xhWfw1h6HZYb7kXMvQj8PjUyOLpHqZy2NmJue2uY\n", "V9c/2gBoNJohIcJsiLRJyiHsbUE21SKmLcL42m8AMM67HjH3YozLPoNx+Wcw8pYhFlwBkf0XIhpr\n", "jGvuRvo8yOJdkJwNvrZezmxpBpEnDkBiBsa//R7iU1UE07vPIRtrkAE/5p9+SPC1x5FHCtTx+nCI\n", "m+/+GTElH2EYGPf8FjF1ESK1q6y6iA0p8vp9qmJbcjZy13rkBy+N+nXrKSCNRjN8LFaoLYeYFFWV\n", "CxBJWYjLPtNjM+Pi28egcUPDmL4EGZuMEEIVl2lpgKhuoadFu1SkVEdSmmlirnoCjh9AnixRUU3W\n", "cAj4MF//LUyaBy31WD71/c5DyPpKpVM0ZQFAL70iUD4X457fYr71FCIlFyIikeueh+QsZEXx6F7z\n", "qB5No9FMKERSFvLoHoiMHnjjcY6YuhDjglvVh6Qs5eT2+5DFu5Gmibnqt2p00EFFESIiGrHoaqgs\n", "Ru7bgLj49q5KZUU7u6bFQsi9GzDmXjJwW8LtGNffg7HkGsSk+RAMIPKWI+v6Lvc6XPQIQKPRDBuR\n", "koP53osY6SvHuimjikibpMTimuuQ7/5FJcnR84ndWPmgKkwf4cR0RIMQiMw8aG9Dpk6CiiKIiEZK\n", "qRzegKwpRSz+xODaENpHRLowPv9TqK9UI4hRZKQjgHuBA8Be4L+7LX8IKAQOAitGeA6NRjNeyZwB\n", "Ybau0M5zBfcUZNkR5JECRP6VyIK3IWcOZEzv3ES4p3RGNBn5KzAWXKEkLpIyMUL1BkTWTDhS0HXc\n", "du+wQkdFXApERCHf/9vIrusURmIALgGuB+YAs4COeKg8YGXo9SrgiRGeR6PRjFOEPRLL53+i5r/P\n", "IYQwEMlZUFGMmJKP3L8RY8HlXVXHBto/zKbCXi+8FXP7GlWMprkODMvwG3UGptlGcmP+CvBfQEcs\n", "VIeq0g3A86HlJcARYPEIzqPRaDRnHbHsRoxP/6CrKtkQk7GMmcuVIUjMRO7dgPn3h9WIYLjtcSVi\n", "fOXRYe/fFyMxAFOAC4HNwHpgYWh5GlDabbtS4BwbH2o0mnMdEeFUktQRTsidq5LchnOcqfnItc9C\n", "XQXGIOf/+2/T6OolDeQEXguk9LH8O6F9Y4GlwCLgr0BuH9sC9K0OpdFoNOMcIQSWjuSv4ZA+DeLd\n", "UFs2eo0aJQYyAFecZt1XgJdD77cBJpAAlAEZ3bZLDy3TaDSaCYcQAuPT31dS2OOMkUwBvQpcGno/\n", "FQgHaoDXgdtDn3NQU0VbR3AejUaj+VgjLNauBLJxxEjyAJ4J/e0B2oHPhpbvR00H7QcCwFfRU0Aa\n", "jUYz7hiJAfADn+ln3c9CfxqNRqMZp+j4fI1Go5mgaAOg0Wg0ExRtADQajWaCog2ARqPRTFC0AdBo\n", "NJoJijYAGo1GM0HRBkCj0WgmKNoAaDQazQRFGwCNRqOZoGgDoNFoNBMUbQA0Go1mgqINgEaj0UxQ\n", "tAHQaDSaCYo2ABqNRjNB0QZAo9FoJijaAGg0Gs0ERRsAjUajmaBoA6DRaDQTFG0ANBqNZoKiDYBG\n", "o9FMULQB0Gg0mgmKNgAajUYzQRmJAVgMbAV2ANuARd3WPQQUAgeBFSM4h0aj0WjOENYR7PsL4HvA\n", "P4GrQ58vAfKAlaFXN/A2MBUwR9RSjUaj0YwqIxkBVACu0PsYoCz0/gbgecAPlABHUKMFjUaj0Ywj\n", "RjICeBDYAPwKZUjOCy1PAzZ3264UNRLQaDQazThiIAOwFkjpY/l3gK+H/l4B/gV4Briin+PI4TZQ\n", "o9FoNGcGMYJ9m4DobsdpQE0JPRha9vPQ62rgB8CWU/b/BmrqSKPRaDSDZ33ob0wpAC4Kvb8MFQkE\n", "yvm7EwgHcoAiRmZoNBqNRjPOWIh6qt8JbALmd1v3bZTz9yBw5dlvmkaj0Wg0Go1GoxlXXIUaHRQC\n", "D4xxW84GGcA6YB+wF+U8B4hDOdoPA2vo6RM5l5PpLKgEwlWhzxO1H0Bd60vAAWA/sISJ2R8PoX4f\n", "e4DnABsTpx+eAU6irr2D4Vx7fugYhcD/nMH2jggLanooGwhDTSHNGMsGnQVSgHmh907gEOqafwHc\n", "H1r+AF2O8w4/Shiqn45wbsl23Af8BXg99Hmi9gPAH4B/Db23ogIpJlp/ZAPFqJs+wIvA55g4/XAB\n", "agq9uwEYyrV3+Fi30pVz9SbqQXvccR4qMqiDB+mKHJoovApcjrLgyaFlKaHPoCx895HRamDpWWvd\n", "mSUdlR1+CV0jgInYD6Bu9sV9LJ9o/RGHeiiKRRnBVaiQ8onUD9n0NABDvfZU1Ciyg9uBJwc66VhY\n", "TTdwotvniZYolo2y9ltQX/DJ0PKTdH3haah+6eBc6qNHgP+gpzTIROwHUFFy1cD/oaLqngIimXj9\n", "UQf8GjgOlKNCytcy8fqhO0O99lOXlzGIPhkLAzCRk8KcwN+BfwOaT1knOX3fnAv9di1QhZr/7y80\n", "eCL0QwdWYAHwROi1ld6j4YnQH5NQeUHZqBuZE/j0KdtMhH7oj4GufdiMhQEoQzlFO8igp+U6VwlD\n", "3fz/hJoCAmXZOzKtU1E3R+jdR+l0aS19nFkGXA8cRelFXYrqj4nWDx2Uhv46cmheQhmCSiZWfywE\n", "NgK1QAB4GTVVPNH6oTtD+U2Uhpann7J8XPaJFZUclo1KFpsITmAB/BE1/dGdX9A1n/cgvR0953Iy\n", "3UV0+QAmcj+8j1LLBfghqi8mWn/MRUXHRaCu5w/A15hY/ZBNbyfwUK99CyqKTDCOncCg5KMPoTzY\n", "D41xW84G56PmvHeipj92oL6cOJRDtK9Qr3M9me4iuqKAJnI/zEWNAHahnnxdTMz+uJ+uMNA/oEbM\n", "E6Ufnkf5PtpR/tEvMLxr7wgDPQL85oy3WqPRaDQajUaj0Wg0Go1Go9FoNBqNRqPRaDQajUaj0Wg0\n", "Go1Go9FoNBqNRqPRaDRnnv8PPwU9cnVPJnkAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import prettyplotlib as ppl\n", "plt.figure(figsize=(6,4));\n", "np.random.seed(12)\n", "for i in range(8):\n", " x = np.arange(1000)\n", " y = np.random.randn(1000).cumsum()\n", " ppl.plot(x, y, label=str(i))\n", "ppl.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The figure appears clearer, and the colors are more visually pleasant." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "4. Let's show another example with an image. We first use matplotlib's `pcolormesh` function to display a 2D array as an image." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAPYAAADICAYAAADbYhwVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAGSFJREFUeJztnXu4VGXVwH/jAbmogUqiCAkikBpiKBdJZCAxpNRMv8qw\n", "BLPHz1IrybvFoYuipqal3Ug+tcR7ot+jpX46XipREREUJFBUNDEhLyDIbb4/1h5mnzkze693z7vP\n", "mTNn/Z7nfdj7nHXWfjln1n5v6wKGYRiGYRiGYRiGYRiGYRiGYRiGUbdcD6wCFpZ8/QxgMbAIuLSl\n", "O2UYdUQlGwtzDfBPYAHwaR8PHR0oCj90LPAg0DG4/7iPBxlGO6WcjYWZCNwXXI8AnvT14L4lD70N\n", "GOdLuWEYzWwszG+Ar4TulwA94xRul6ATA4DDkDdHDjg4gQ7DMHTsCbweul8J9I77oQ4JHtQB2BkY\n", "CQxDRvC9m0n17ZtnxYoE6g2j5lgO7KMRbIR8+P4VYEXo/lFZyuYcn58puc+XlQqRxLBXAncF108D\n", "W4FdgdVNpFasoMt7a1QK16/cWf/0/dcDPwUuipcd3UWt9rLHzuSBxrkc0ThCJX9O5hq17uHTxjOi\n", "8QiV7OTMOWq946f9Nz0aT1PJLh12gFpv/lMZGudDo2ab5jK1WgBOv7Ybpzd2V8num1mhV3zWRTD1\n", "hyrRb/aaqdcL/CFzen+t7AxgQ7TIXcAuDo9/A+gTuu8dfC2SJIZ9N7LGfhQYCGxPqVEbRjtlA9HH\n", "ROfKbNeFe4DTgVuQWfK7yC56JHGGPRsYg4zIrwM/Qrbnr0cW+xuBbzh21DDqGsfRsmBjPRAbm0bx\n", "xOm3yI74RGAZsA6Y4qMPJ1T4+tc1ytPjsFS09s/umYrePbPqmZwTXbPp7Vtmd09H7/Bs53QUH5LO\n", "ZyIJ+gUgUNnGwpzu2ockU/EaIC3Djt1sTETv1Ax7WCp6AbJ7pKM3NcMeNSYdvQnoGC+SOm3UsA2j\n", "dnEcsVPBDNswPFMLRlULfTCMuqJra3cAM2zD8E4tGFUt9MEw6opaWGOXuqr5JM8JsZ5vItjLoRs7\n", "6EUzP75TLbt2w3/pFQM7dtmilv3j1uPVsifeeodaNn+z/veWuUfvQ/ThDruqZbs+v1UtC8AgfZ+/\n", "vOkGtextGf2ueH5WP7UsQEZOjrUdz0eFX43ESVdibMQ2DM/UwnFXkuguwzAi6BLRKjABCcf8J3Bu\n", "me/vDPwZSbQwF9g/rg9m2IbhmQ4RrQwNwK8Q494P8UTbt0TmAuBZYAjiwn11XB/MsA3DM10jWhmG\n", "I37gK4BNSLDHMSUy+wKPBNcvIYkZIjMXmWEbhmccR+xyiRRKgxYWAF8KrocDexGTbCFu8+x64PPA\n", "28Dgku9NBS5HolJ0gdeG0Q7oEnKHf3wLPBE+OGh+mKI5OpqBTL/nI1GV88tqChFn2LOAXwI3lny9\n", "DzAeeFXRKcNoV3RsKF6Pa2iaIHDGumbipYkU+iCjdpgPgJND968AL0f1IW4q/jjwnzJfvxLQp/ow\n", "jHZEl86VWxmeQfII9kWSlnwFSa4QplvwPYBvIUlO1kb1Ick59jHIG+X5BD9rGPVPQ7xIiM1IvPVf\n", "g5/8A5Kz/9Tg+79Fdsv/B5m2LwK+GafU1bC7Ilvv40Nfq+xFs7CxeL1bFnpmHR9nGC1Pbom0xLiH\n", "nN8ftDC/DV3/AxjkotDVsPsjU4YFwX1vYB6yU/d2qXDjwnBat78ErTmZG3Wup4AcDGhxSDAyr5Nj\n", "NhKHDCOTHtC7tk6a4eBteJNelDH6/HkHnrUgXijgEs5y6ASc/9KVatmJ2/Lkx3Prwslq2czLMZ+3\n", "UUErMMfRA7QG/Dldu7CQpsnKXwEOwnbFDaNIp9buQPzm2Wzg70g20tdpnkjNYag1jHaC40F2Wl2I\n", "Ii7RWvNCAYbR3qmBEbsGVgOGUWfUgFXVQBcMo86wEdsw6pCUMiy7YIZtGL5xc1BJBYvuMgzfdI5o\n", "5YlLtNADcQJ5DvE8mxzXBTNsw/BNQ0QrLx2XaOF0JKLrQCALXEHMbDvVqfiZ6ErNTrszqj5hU66c\n", "82217J9//EW17MJmUanRPPgvvTfS9M/p9U57zaETV+hFr7la398zG/XuCed/EJulpwn53+jHkmWn\n", "6ksuZQbrkzVekf+OWhYkPtkJtzV2ONECFBMtLA7J/Aso1EH+GFLddnOUUltjG4Zv3NbY5RItlBZp\n", "/z3wMPAmsBPw5TilZtiG4ZvQiJ17A3JvRkprpkcXIOvrLBKv8SCS/+yDSj9ghm0YvglZVXYvaQWm\n", "z2smrUm0MAr4WXC9HInRGITEcpfFNs8MwzedIlpzNIkWlgCHB9c9EaOOzKBiI7Zh+MbNqjSJFi5G\n", "0pQtQAbjc4iJqNR0oVxCw8uBLwAbkanBFOA99X/FMOoZd5fSuEQL7wBHuSjUTMVnIWdsYR5AqhEM\n", "AZYC57s81DDqmhoI29QYdrmEhg8ChaSqc4nJcWwY7Qq3NXYq+HiHnIwkZDAMA2pi56raLlyIrLNv\n", "LvfNGY2btl0fmt2OQ7M14B1vGDEsy73B8twbyRW08bDNycBE4LOVBC7tE/J6Wx60Mlw+5wz1Q88Z\n", "oHNTBbhvmd6Nsq9aUth3N73s+Lf1SfmmzZyols1c/aFadnWHCpWjyjD0fX1ix79lmh/MRjH21NI9\n", "osrM5qtq2fyP9DW9M5cqfEKalMZ0TGbYhsM2JwBnA2OADTGyhtG+qIGJqcawZyMG3APxaZ2G7IJv\n", "j2yigeQ91kdnGEY900ZG7HIJDa/33RHDqBtqYPPMXEoNwzfux11xiRZ+gMRjF6ptbga6R3XBDNsw\n", "fOPmoKJJtPBz4NNBOx/IAe/GdcEwDJ+4HXdpEi2E+RoKvxEbsQ3DN24jdrlEC3tW0NwV+BwQWwzO\n", "RmzD8E1oxM7Ng9yzkdIuZbKOAp4gZhoOZtiG4Z9wooUR0gpM/0MzaU2ihQJfRem+7ehS40R+cX6v\n", "eCmgExvVSvfOfE8te39e7+U04cKcWhbg/ov1skc+oZfNHOrwAneIqRt+8WNq2TkcrZbdI/OSvhPA\n", "XvnSeKLKvDr3k2rZWSPT+ygHlSi1D8jnF1b+ZmZwM10dgJcQD843gaeQDbTSNXY3JLlCb2B9XCds\n", "xDYM3/hPtADwxUAm1qjdu2AYRjz+Ey0A3BA0FWbYhuGbGrCqGuiCYdQZbcRX3DAMB/I1EN0V56By\n", "PbAK8U8tsAsS1bUUyX0W6bNqGO2NjZ0rt5YizrDLJTI8DzHsgcD/BfeGYQR81Gn7iq2liDPscokM\n", "j6a4O3cDsg1vGEbAloaGiq2lSLLG7olMzwn+7emvO4bR9vmIqJFZdQxdNdVunuWJ8HX9VWPRpXV4\n", "tjPDszWwXWgYMSwJWlK2uJvVBOAXiIPKTKBcXekscBXQESkgkI1SmMSwVwG7A28BeyAVQspy7bii\n", "YV8LUMmr8V79w6fmf6qWXYU+4+Dgnz2l7wSwcO/hatn3R+rXVltX610jtxukdz+du9cYtez7pzis\n", "Be90m7Ct3RpZ1rkJlzq4iU5ZvjVeKCn93YIgN0aO2M0oxGMfjviNP43U7gq7lHZHTOhziB95jzil\n", "ScI27wFOCq5PAu5OoMMw6pYtNFRsZQjHY2+iGI8d5mtIqGYhOOSduD7EGfZs4O9Idb/XEX/4GcB4\n", "5LhrXHBvGEbAR3Sq2MqgiccegBwzP4JU5/x6XB/ipuLlEhlCsaSnYRglVBiZK6FZT3UEhiIRYF2R\n", "rMBPIjnSymKeZ4bhmfCu+LzcWubl1kWJa+KxX0em3+uD9hhSENMM2zBaivCu+IHZ7hyYLTpnzpz+\n", "71LxcOH7N5HC96Uz5TnIBlsDEjs2Argyqg9m2IbhGcddcU089hLgL8DzSJXb3wMvRik1wzYMzziu\n", "sUEXj/3zoKkwwzYMz1TY/W5RzLANwzMJRmzvpGvYlXItlopdHutIs41ea1arZbfb9Um97Fv7qWUB\n", "Moc4JB0c5qB4/s8chC9TSz596qfUssMzDq6Aj+pFAX7e0FstO3lvvd5JDt5hvQe7ZPx1J9pXvGWw\n", "EdswPJPAV9w7rd8Dw6gzHHfFU8EM2zA8Y5tnhlGH1P/mmWG0Q2phKl5Ntc3zgReQRIc3kyRNumHU\n", "IZtpqNgqEFf4Pgu8hxS+nw9cFNeHpCN2X+BbSIHuj4BbkYJh6koFhlGvbHQb4zSJFkAOFtVF1ZIa\n", "9vtIUHhXYEvw7xsJdRlGXeG4xtYWvneqOph0Kr4GuAJ4DYlIeRd4KKEuw6grUki0kAdGAQuA+4BY\n", "b6qkI3Z/4HvIlPw94HZgEvCnJlJ3Nhav983CftmEjzOMFmRtDtblEv94eMRekXuVV3OvRolr3OCe\n", "ReK0PwSORNKRDYz6gaSGfTCSMqng33kX8kZpYtj5J6YXb8LXJWRu0bv4HXLPI2rZtRtGqWWv6vR9\n", "tSzAD1erA23IH6mfRWWWOLg7jtSLnsR4tWx+aj+1bCbn5p45xaEW+gEv63eXD1LZh7Dg+UFqWYAh\n", "jqW3w7vivbID6JUdsO3+senNiqVrEi18ELq+H7gOSZW0plIfkk7FlyAfqy7I3P9wYuJDDaO94Lgr\n", "Hk60sD2SaOGeEpmeFNfYw4PrikYNyUfsBcCNQae2IlOF3yXUZRh1heOuuCbRwvHAaYHsh8gJVCTV\n", "OKhchkt4kWG0E1JItHBt0NSY55lheMZ8xQ2jDjFfccOoQ2rBV9wM2zA8E+ET3mKYYRuGZxx3xVPB\n", "DNswPFMLOc8cfWqcyL+nLIe9aoNe6UAa1bLvbb5YLbt/wwv6TgB3caxadqcmjkPRrKerWnboww4+\n", "QZ99Vi2aP+UgtewbM/VdAOh9uIOnWvd4kQK73f6aWnZX9AkxARZnhoLeVvJH5OdU/OYDmWNcdCXG\n", "RmzD8EwtbJ5Vk2jBMIwypJBoocAwxPvsS3F9sBHbMDyTUqKFBuBSpIZX7FTeRmzD8MwWGiq2MoQT\n", "LWyimGihlDOAO4Bm5TrLYSO2YXjGcVe8XKKFEWVkjgHGIdPx2B3Iagy7OzAT2D940MmAvqaOYdQp\n", "4Uog63LP8GHumShxzTHBL4DzAtkMiql4NYZ9NZKm5fhAzw5V6DKMuiG8K94xO4pu2WLCj3emN4tu\n", "1iRaOAiZogP0QLKobKJ53PY2khp2N2A0cFJwvxlJkWQY7R5Hl9JwooU3kUQLJ5TIhMsTzgLuJcKo\n", "Iblh90MW8bOAIcA84LtIELhhtGtSSLTgTFLD7gAMDTr0NMU1wI/CQpdsKl4fuh2Mbn3feMOIRbEu\n", "jiSFRAthpmgUJjXslUF7Ori/AzHsJpyzuUuT+y0VlA04YL36wY8sbFTLnthwm1r29dcHxAuFWPwJ\n", "vWyn/B5q2X3nrtArVrrsAnDLULXoXbGJd4pMyz/l0Al4MKP3pjz8QAfFC/SimQMbFVK9HB7elI82\n", "tr7nWVLDfgvZoh8ILEUO192crQ2jTtmyufVPkavpwRlIuuHtgeUopwiGUe9s3NB2R2yQyc8wXx0x\n", "jHph4waLxzaM+mNz6+8Sm2Ebhm82tL5ZtX4PDKPe2NzaHTDDNgz/OGQESgsL2zQM32yKaOWJS7Rw\n", "DLJZPR/x8hwX1wUbsQ3DNx85SWsSLTwEFBKpDQb+DOwTpTRVw27YUsnXrCk/eP4nap07sdZB1iGJ\n", "4L5qUQA25SPLEzeVddB71Ijb1bJ9moTxRnNtj6lq2cyx+oSDjzh4kgGMdXARe2r+JLXs8Iz+/5d/\n", "083lIuPqhOa2xg4nWoBiooWwYa8LXe8IvBOn1EZsw/CN2xpbk2gB4IvAJcAewBFxSs2wDcM34RF7\n", "YQ4W5aKktdOju4M2GrgJGBQlbIZtGL4JxzTtk5VW4JbppdKaRAthHkfsdleonCDddsUNwzdbIlpz\n", "wokWtkcSLZQmUehPMR1SIUwvsuqBjdiG4Ru3NbYm0cJxwDeQfdi1QGxgbbWG3YC8cVYCR1WpyzDq\n", "A3fPs7hEC5cFTU21hv1d4EVgpyr1GEb90MY9z3oDE5EUxKkXGTOMNsPmiNZCVDNiXwWcDXzMU18M\n", "oz6ogRE7qWF/AXgb8V3NVhIa/ZPiOXrP7CB2z5Y/erspoy8dC59RS+Zn91PLvrN2R4c+wJDM2Xrh\n", "OafoZe926MSsh9Si/fPfVssO5zG17NhMZBbcZtyf/65adti3FjlonqyWzNwbI/tSDpbmQl9odkQV\n", "TRs27FHA0chUvDMyat+I7NxtY0jj0VV1zjBahUFZaQX+19GwayBsM+ka+wLkIL0fsvX+MCVGbRjt\n", "lg0RrYXwdY6tjxowjHqnDY/YYR5FpuWGYYC4lFZq5YmLx56ExGM/D/wNOCCuC+Z5Zhi+0UUrF9DE\n", "Y78MHIbUx5sA/A4YGaXUDNswfOO2ltbEY/8jdD0X8SGJxAzbMHzjkllDH49d4JtI+epIzLANwzdu\n", "qZFcNp7HAiejcOYwwzYM34R3xVfnYE0uSlobj30A8Htkjf2fuC6YYRuGb8Jr7B2y0gosa+bsoil8\n", "/wngLuBEZD0eS5rBG3le0M0yrttf343P53dTy76QeVste+TFalHhSb3o4Dn6UrODWKqWfZH91LKT\n", "MvoyuhcdrJ8d3vKM20fo6vzDatkGhwPhftv2nuK5b+tEtSzA6obeoLeVPKMjfn+PZ8rpOhKpMV+I\n", "x76EpvHYM4FjgdeCr21CNt0qYiO2YfhGX+69QFw89ilBU2OGbRi+cTvHTgUzbMPwTRuO7jIMoxJu\n", "59ipYIZtGL5xO8dOhWqCQPoAjwAvAIuAM730yDDaOu5BIN6pZsTeBHwfeA6pJzQPeJCmPq6G0f5o\n", "45tnbwUNJNfxYqAXZthGe6eONs/6Ap9GIk8Mo31TJ5tnOwJ3IDnGm9S4Pe62T2673i/bg/2yHy+r\n", "YG7+EvXDTrvkfLXsXv30HlT5BjcPqsw91+iFuw5Tiy5ar5flr3rRC1+LlynwSp9r1bJf+ZpeL8BX\n", "bx6rls1v5/A36RMvUiDTJeZz8UwO5uX0Cktxz6AygaLn2Uzg0pLvfxKYhQyeFwJXxCms1rA7AncC\n", "f6RMfs3jGx2LThtGLXBwVlqB3zkmM3RDk2hhNXAGUkpXRTW74hnEr/VF5G1jGIY74UQLmygmWgjz\n", "byRYRD3Jr8awP4NEm4xF8ovPR6YUhtHO2RTRmlEu0cKe1fagmqn4E1gZXsMoQ/jA+nHEVCqSSoZf\n", "8zwzDO+Ed88OCVqBGaXCroXvVZhhG4Z3PnQR1iRaKKA+JjDDNgzvOJ13aQrf747sln8M2IocLe9H\n", "yfFyGDNsw/COs1N4XKKFt3A6qTfDNowUaH3XMzNsw/BOC4ZxVSDdZIZ9dDv5+R/ru5FZoz8d+PVZ\n", "U9Syp2UGq2UBljJVLduzs15vtw1/VMveyYlq2ePi3CjD/EYvuugb++iFgX9nlqtlswfr9WaeaVTL\n", "XpHXJ7kEmJq5DlySGfJIxLfHuuhKjI3YhuGd1i+3aYZtGN5p/am4GbZheMc2zwyjDrER2zDqkNYf\n", "sasJ4pgALAH+CZzrpztKluXSUpyK1sdTyoG1KB21wuJcKmqfS0UrwCupaXan9bMZJjXsQnD4BMS1\n", "7QSg5bIqLM+lpTgVrU9sTUUtL6SjVliSS0Vteoa9IjXN7myOaC1D0ql4ODgcisHhlsjQMNrwGrtc\n", "cPiI6rtjGPVA66+xk3IcUoS7wInAL0tkliFB5NastfXmsvkSp2uNg67EJB2xNcHhbr6GhlEfpO4u\n", "miYdkJ2mvsD2yJ6IpSQ1jDrgSOAlZJqiT/ZtGIZhGEbtkIbzStrVPRuQFMr3etbbHamUshjJwT7S\n", "k97zkd/FQuBmoFNCPdcDqwI9BXZBCiwuBR5A/g++dF+O/C4WAHcB3TzpLTAVSR+0i0e9ZyB9XkTz\n", "Kh3thgZket4XqRTia/29O3BgcL0jsgzwua4/C/gTUoXBJzcAJwfXHUj2QS6lL/AyRWO+FTgpoa7R\n", "SOmY8If5MuCc4PpcyqTWrEL3eIqOUTMS6i6nF+Tl/xfEDS2JYZfTOxZ5yXUM7svXqWoHHIL8cguc\n", "FzTf3A181pOu3sBDyB/R54jdDTFA3+yCvNh2Rl4W9yIlYpLSl6Yf5iVAz+B69+Del+4wxyLloXzp\n", "vR04gOSGXU7vbcC4hLpajTQS/qdS2aCEvvit7nkVcDYyhfNJP6Q8yyzgWeTsv6sHvWuQwmyvISlr\n", "30VeTL7oiUxJCf7tGSFbDScD93nSdQzyWXvek74CA4DDgCeBHOCQ16X1SMOw8ynoDFOxumdCvgC8\n", "jayvfZ9BdgCGAtcF/67Dz+ylP/A95AXXC/mdTPKgtxwFxwrfXAhsRPYHqqUrcAEwLfQ1X3/LDsjM\n", "aCTy8r/Nk95UScOwU6lsEBBZ3TMho4CjkenbbGTadaMn3SuD9nRwfwdi4NVyMPB3pArjZmQTapQH\n", "vQVWIVNwgD2QF59PJgMT8fcy6o+85BYgf8fewDxgNw+6VyK/X5C/41ZgVw962xxpOa9kEIO7yoOu\n", "SozB/674Y8DA4LoRP7uqQ5Ad2i7I7+UG4DtV6OtL882zwmnGeSTfPCunewKym9+jCp3l9IbxucY+\n", "FSjU0R2ILH/aLWk4rxyKvC2fI73qnmPwvys+BHnTV3O8U45zKB533UBx19aV2cg6fSOyNzIFMYqH\n", "qP64q1T3ycgR6KsU/4bXVaH3o1Cfw7xMMsMup7cjcBPye54HZBPoNQzDMAzDMAzDMAzDMAzDMAzD\n", "MAzDMIx2zf8DDq6xyoCByFsAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(4,3));\n", "np.random.seed(12)\n", "plt.pcolormesh(np.random.rand(16, 16));\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The default *rainbow* color map is known to mislead data visualization." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "5. Now, we use prettyplotlib to display the exact same image." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAEACAYAAAAHujVXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAGnlJREFUeJzt3XmYFNXVx/Fv9wygI4IgiAsoygsGjYBLXFBgFIz7Hhc0\n", "akTzJnkUjRoX8A0uaB6VGDVRTIKBB4wYNzQmUSIo4MKiIoKguEfZFEUlCAozzLx/3Bqm7emlpk5V\n", "d1H+Pj710D1TdfrIDGfu3L51D4iIiIiIiIiIiIiIiIiIiIiIiEjExgKfAK9nfXwo8CawELil1EmJ\n", "iIQsX63L9HvgHWA+sLf1Bft5QTJf8FBgCtDCe97R+iIiImWWq9ZlOhp40nt8ADA7jBftmvWCDwGH\n", "hRFYRCRGupK/uP4ROD3j+WKgU6Fg6QAJdAf64yr3dGC/ADFERDYnOwFLMp4vBToXuqAywItUAu2A\n", "A4Ef4EayuwWIIyKyOUllPa8vdHKQ4roUmOQ9fhmoA7YFVmWeVHvPVQVfuKgttzJdDpAedJo5Rv3K\n", "JcVPKqL27lGm61tcd4c5h423DTfHuO2PM8wxfjXyTNP1qR+eYs5h6sCzzDH27NzGHKP1NluYrm8z\n", "/q/mHOqeftAco37xm+YYLW57NLtwNVsrqF/v//Q1QHO+iMuALhnPO3sfyytIcX0cN+c6A+gBtCSr\n", "sIqIlNp64Bds7evce1jj78RGTwAXAX/D/db+JW51QV7FiusDwADcyHQJMAK3ZGEsbuJ3A3BOM5MU\n", "EYlEOuVzANz09+qGWtcBV+uupXFF1J9wKwWOBt4F1gLnFXuJYsV1cJ6Pn10ssIhIqQV5h96Tr9Zl\n", "uqg5AYNMC4iIxFLa78yt7R0hX1RcRSQxKv1OC5SAiquIJIZhWiB0Kq4ikhi+pwVKQMVVRBJDI1cR\n", "kQikNOcqIhI+jVxFRCKgOVcRkQhoKZaISAS+E9MCqd4Hma5/7oQLzTlUpv5kjnHI4lfMMb5cYNtZ\n", "q+PGWnMONR9/bo7xq4nXm2M8dcFvTNcfc+bF5hw+/KbGHGPg0DPMMdKHnWS6fuM9N5lzqLjkRnOM\n", "166Nz975mhYQEYnAd2LkKiJSaukm+1mXj4qriCRGnKYF4jSKFhExSfs88jgS13jwHeCqHJ9vBzyG\n", "a609B9izWC4iIolQmUr5OnKoAO7CFdg9cPu79sw6ZzjwKtAb1yTgzkK5qLiKSGKkU/6OHPbHdRn4\n", "D1CDa+dyQtY5PYFp3uO3cK24O+bNxfR/IiISI4ZpgVyts3fKOmc+cLL3eH9gFwq019YbWiKSGPne\n", "0Hqrtoa3NxZc3+ynN8HNuKmAebgegvOAjflOLlZcxwLHACuBvbI+dzkwCtfQy75CXUTEKN9SrJ6V\n", "LelZ2XLT83/VfJ19Snbr7C640WumNcCQjOcfAO/nz6WwcbgJ3mxdgMOBD4tcLyJSMoY511eA7rh5\n", "1JbA6bh22pnaep8D+CkwA/gqby5Fcn0e+CLHx38HXFnkWhGRkkr5PHKoxXV3/TfwBvAg8CbwM+8A\n", "t4rgddxyrSOASwrlEmTO9QTccHlBgGtFRCJj3BXrKe/IlLlBySxgd9+5NPPFq3BrvQ7P+FiM7okQ\n", "ke+yON2h1dzi2g03JzHfe94ZmItblrAy88SNE2w7UvUbM9x0PQCttzaHqFvypjlGVUdjHuubTL43\n", "2wcv2XbmAlg02b6D0r47tjVdX7fgeXMOQ6493RyjbvZscwyr2g9XmGN8NPAoc4xed15qjsGpIcQg\n", "XmtLm1tcXwc6ZTz/ANgXrRYQkRiI0cC1aKF/AJgJ9MAtsD0v6/N+1oaJiJREOpXydZRCsZHr4CKf\n", "3y2sRERErOI0ctUdWiKSGJvznKuISGyl1KBQRCR88SmtKq4ikiCaFhARiUCMZgVUXEUkOVIxmhhQ\n", "cRWRxIhPaVVxFZEEqYhRdY3T/K+IiEnK5395FOv+2gGYDLwGLAR+UigXFVcRSQzDfq5+ur9ehGvt\n", "0geoBm6jwG//kU0LrJ5na1Iw+6GR5hx+eGJ2Z5rmq+japfhJRbQw7op1w15HmHNYsSFvqx/frum1\n", "oznGuyvWmK7//TGXmXO4/e1pxU8qoqKj/fvild33NV3fffd25hx2nfJPc4yaX19kjhEWw2qBzO6v\n", "0Nj9NXNbvBVAL+9xG2AVbpPtnDTnKiKJYZhyzdX99YCsc8YAzwLLga2B0woFVHEVkcTI16Bw/ob1\n", "zK9ZX+hSPzv8DcfNt1bj9raeAvTGNS5sQsVVRBIj38i1T8tW9GnZatPz+75u0lfQT/fXvsBN3uP3\n", "cPtZ745rbtiE3tASkcSIuPvrYmCQ97gTrrDmba2tkauIJIbhDq3M7q8VwF9o7P4KrlHhb4BxuDZX\n", "aVwH7LxdWFRcRSQxjA0Ki3V//Qw4zm8wFVcRSYwY3aCl4ioiyRGn4urnDa2xwCe4zq8NRuHmI+YD\n", "kwBbv2QRkRAYb38NlZ/iOg53S1imp4E9cWu83gaGhZyXiEizpVL+jlLwU1yfB77I+tgUoM57PAfo\n", "HGZSIiJBVPg8SiGMOdchwAMhxBERMUlSg8JrgA3AxBByERExiU9ptRXXnwBHAwNzffLDj5rcXtYs\n", "PzypV/GTiqi8bIQ5xvV7H2uO0abCdiPcLlvYf8G4dsUic4wXeu5vjlE971nT9Yt3P9icw9qhPzfH\n", "uHryW+YYd153iun61ZNfMufw4t6HmWMcNMG+gx1jp9hjkIzieiRwBTAA+Ca8dEREgovTtICfIdUD\n", "wEzcfbRLcHOsfwBa497YmgeMjipBERG/DHsLhM7PyHVwjo+NDTsRERGrVKkqpw+6Q0tEEiMdo33+\n", "VFxFJDE2tzlXEZHNgvEOrWLdX3+Fe49pHm47gFpgm3zBVFxFJDFSqZSvIwc/3V9/C+ztHcOA6cCX\n", "+XJRcRWRxDCMXDO7v9bQ2P01nzMpcmeqiquIJEY6lfJ15JCr++tOeV6mCjgCeLRQLnpDS0QSIx18\n", "KZaf7q8NjgNeoMCUAKi4ikiCpPL8Lj5n3dfMWfd1oUv9dH9tcAY+NqtScRWRxMi3FOvArao4cKuq\n", "Tc/vWpW9i+q3ur8ux3V/zXUDVVugP27OtSAVVxFJDMMyVz/dXwFO9M4pOAyGCDeR+bK6d3PmMJra\n", "WFf8nCLaPjXDHGPtWceYY7w66yPT9VO/XGvO4axdtjXH6P5Mdhv35qt7Z54twGz713T1P2eaY7R7\n", "9DFzjLq/3WULsN325hyGnXuLOUYYRm1cHUYtqn9vj+6+Tuz2xjsQ8SZaGrmKSGLE6AYtFVcRSY48\n", "y6zKQsVVRBLDsBQrdCquIpIYMRq4qriKSHKouIqIRECbZYuIREAjVxGRCMRptUCxXbHGAp/gNoZt\n", "0B7XmPBt4GkKbBYrIlJKxs2yQ1WsuI7DbR6b6Wpcce0BPOM9FxEpu3Q65esoSS5FPv88kL3DwfHA\n", "eO/xeNy9tiIiZWfoRBC6IHOunXBTBXh/dgovHRGR4GI05Wp+Q6ue5m0yKyISmTh1fw1SXD8Btgc+\n", "BnYAVuY6qfX/Ft3usLDtO9uuB2qHnWuOUVHV0hyj7+XHm66vuuNf5hzatWtljrHixFPMMXb42wTT\n", "9XPPGmbOYZedtzbHqJv1pDkGLVqYLr/k7JvNKdx576XmGGEYdf71ocTJt1l2OQRJ5QmgoWqdCzwe\n", "XjoiIsEZ51yLtdYGqMa11l6I6/6aV7GR6wPAAKADrnnXCOBm4CHgfFynxNOKxBARKY3gKwEaWmsP\n", "wrV8eRk3kHwz45xtgLtxzQmX4upiXsWKa642B3gJiIjESiodeF4gs7U2NLbWziyuZ+I6vjb01vqs\n", "UMAYzVCIiBilU/6Opvy01u6Ou4lqGq7n1tmFUtHtryKSHHnmU5//fA0vfLGm0JV+Vj21APYBBgJV\n", "wCxgNm6OtgkVVxFJjHy7YvXv0Ib+Hdpsen7zBx9nn+KntfYS3FTA197xHNCbPMVV0wIikhzBNxfI\n", "bK3dEtdaO7sj59+BQ3BvflUBBwBv5EtFI1cRSQzDfq5+WmsvBiYDC4A6YAwqriLynVBh+mX8Ke/I\n", "9Kes57/1jqJUXEUkMTb3219FROJJbV5ERCKgkauISPjitHFLZGW+9rE/mLYi/O+o7Hnk5vv6m1pz\n", "jB0m/9sco+4x4/9Lqy3MOaT26WeOkd6tjzmGdYfKNScfbs6g9fgHzTHqpj1qjjHs7N+Yru/T2r5j\n", "26qaOnOMC+dMMseo2GtAGLWofu0pB/s6catHX4QI6x9o5CoiCaLW2iIiUbAtxQqViquIJIaWYomI\n", "REHTAiIiEdDIVUQkfJoWEBGJgqYFRETCF6eRq2XdwjBgEfA6MBGw924WEbGoSPs7civW/bUaWI3r\n", "/joP+L9CqQQduXYFfgr0BNYDDwJnAOMDxhMRMTPcROCn+yvADOB4PwGDjlz/C9TgduOu9P5cFjCW\n", "iEg4gnciyOz+WkNj99cmr+A3laDF9XPgNuAjYDnwJTA1YCwRkXBE2/21HugLzAeeBPYolErQaYFu\n", "wC9x0wOrgYeBs4D7A8YTETHL94bWjGWrmLF8VaFL/ewo9CquceE64CjgcaBHvpODFtf9gJlAQ7aT\n", "cBV9U3G979zrA4Z2zplqn75t8/Rj5hifHnOkOUa7vXcxXZ/u29ecw4uDfmyOccjsf5pj1H+x0nR9\n", "1aADzDnM6DXAHKPfRNuOVgC3/Ge26fpbu9u/L6586zlzjDVDzjHHCE2eOdcBXTowoEuHTc9HvvJu\n", "9il+ur9m9uZ+ChgNtMf9Jt80FT/55rAYOBDYEjcHMYgCjbpEREoi2u6vnWicc93fe5yzsELwket8\n", "YIKXUB1uuPzngLFERMKRDry61E/31x8Bv/DOXYdbIZWX5SaCW71DRCQeghdXKN799W7v8EV3aIlI\n", "csToDi0VVxFJDhVXEZEIqLiKiETANucaKhVXEUkOFVcRkQhoWkBEJAIauYqIREAjVxGRCKi4iohE\n", "IEbFNbJM/th6Wz9beOW1bqPpcgAu/ex9c4xPD7XvPNR+8OGm69c99YI5h7oNteYYqcoKc4ytzh9s\n", "uj498FRzDs/sYf+avrluvTnGhc8Zd+is2WDOof7l6eYYfPONOUTllaPDqEX1tdee6+/1rh8PEdY/\n", "0MhVRJJEb2iJiEQgRtMC8SnzIiJW6bS/I7di3V8b/AC37eDJBVMJkr+ISCwF3yy7ofvrkbjeWINx\n", "3a1znXcLMJkic7YqriKSHNF3fx0KPAJ8WiwVFVcRSY7gxdVP99edcAX3Hu95wSVNekNLRJIj+GoB\n", "P2s/7wCu9s5NUWRaQMVVRJIjT3Gd/t4yZry3rNCVfrq/7oubLgDogGuvXUPTRoaArbhuA9wL7Imr\n", "5EMAW69gERGLPMW1unsXqrs31s6RU17OPiWz++tyXPfX7Dtedst4PA74B3kKK9iK653Ak7iOiJXA\n", "VoZYIiJ2wde5+un+2ixBi2tboB/QcK9ZLbA6YCwRkXDYbiIo1v0103nFggWd/d0VtxRhHPAqMAao\n", "ChhLRCQcwVcLhC5oca0E9gFGe3+uxb2LJiJSPrY7tEIVdFpgqXc0zAo/QlZxPWXPToa04Nm3PjNd\n", "DzCy/a7mGMOuOMYcY/m4yabrH3qn6Hrloi7YL3vJXvNtdcHp5hjUbbRd/kLe9w98m7Z6nTnGDTfa\n", "dvcCGNn3DNP1e1S1NOewzw5tzDG6vfKKOQZXjrbHgFjtLRC0uH6MW3DbA3gbGAQsCispEZFA0vZt\n", "McNiWS0wFLgfaAm8h48JXhGRSKU3/5ErwHzc7jAiIvGQis8d/bpDS0SSIwFzriIi8aNOBCIiEdDI\n", "VUQkAppzFRGJQEUylmKJiMSLpgVERCKgaQERkQjE6CaC+JR5ERGrVNrfkVux1ton4G6emgfMBQ4r\n", "lIpGriKSHMHnXBtaaw/CtXx5Gddl4M2Mc6YCf/ce7wU8BvxPvoCRFdd6P+2+Cjj57APsOdTUmmNQ\n", "U2MOMfn9Vabrf9p3F3MOYahf/IY9yNq1pssn3Pu8OYWRL9xnjnFT/3PMMUYsmWe6/quzf2TOYeuH\n", "njTHWNrX/m81NMFXC2S21obG1tqZxTXzm7c1UHDrPk0LiEhyRNtaG+BEXMF9Cri4UCqaFhCR5Mgz\n", "nzp90bvMWPRuoSv9/q79uHf0A+4Dds93ooqriCRHntUC1Xt1p3qv7puej3z439mn+Gmtnel5XP3c\n", "Fsg576dpARFJjuCrBTJba7fEtdbObnvRDWio3vt4f+Z9Q0UjVxFJjmhba58CnAPUAF8BBfv0qLiK\n", "SHLY7tAq1lr7Vu/wRcVVRJJDG7eIiEQgQRu3VOAmgpcCx9nTERExSFAngkuAN4CtQ8hFRMQmRiNX\n", "S5nvDBwN3Evj8gQRkfKxbdwSKsvI9XbgCqBNSLmIiNjEaOQatLgeC6zEbb1VneuEdtXfDxjaqRz+\n", "e9P1APVff2WOsWD/geYYJ3+/k+n6NpOa3E3SbBufvt8cgx12Noeo+J5tk48frz7PnEP91Oy14c33\n", "6xWLzDHWnneK6fo5r64w5zBwjW1TIYAdbrzUHIPjfm6PAYmYc+0LHI+bFtgCN3qdgFtgKyJSHun4\n", "LMUKWuaH4+693RV3l8KzqLCKSLkF3xUrdGGtczXu3ioiEoKE9dCa4R0iIuUVox5aukNLRJIjYSNX\n", "EZF4iNFSrPiUeRERq2i7v56F6/66AHgR6FUoFY1cRSQxUsGXYvnp/vo+0B9YjSvEfwYOzBdQxVVE\n", "kiP4nKuf7q+zMh7PwW0BkJemBUQkOdIpf0dTfru/NjgfKNiXXCNXEUmO4CPX5qzVPxQYAhxc6CQV\n", "VxFJjjyrBabPXcCMuQsKXem3+2svYAxuzvWLQgFVXEUkOfKMXKv360P1fn02Pb9hzMTsUzK7vy7H\n", "dX8dnHXOzsAk4Me4+dmCIiuuqT1su2Jd1r6HOYcRfe27OE36ZLU5xhEbNpqu/3zXgis+fDnqqpPM\n", "MernvWyOsXHmM6brfzl2tjmHu+YPM8cYvl1Pc4yR151quv7Qfe05bPzDdeYYqS5dip9UKsFXC/jp\n", "/joCaAfc432sBvdGWE4auYpIcthufy3W/fUC7/BFxVVEkkO3v4qIRCBGt7+quIpIcmjkKiISAY1c\n", "RUQioJGriEj4UhXx6aGl4ioiyRGjkaslky7ANGARsBC4OJSMRESCSkiDwhrgUuA1oDUwF5jCt7fo\n", "EhEpnRiNXC3F9WPvAPgKV1R3RMVVRMolgasFugJ74zaQFREpj3QyRq4NWgOPAJfgRrAiIuWRoJFr\n", "C+BR4K/A45mf2PDkFFPgWy+qNl0P8NKDr5pjXDu/4Gbj/vKoPs10/bH/WWjOof6zJcVPKqaypTlE\n", "3azsfTGaZ1ivHe05TLjbHKN/2ypzDPbsbbp84cW/Naew5Rb28VW3X9v+P0IVfFes0Fn+ZlO4bbne\n", "AO4IJx0REYv4jFwtExQH4zaNPRSY5x1HhpGUiEggtqVYxVprfw/XpPAb4PJiqVhGri+gBociEifB\n", "51z9tNZeBQwFTvQTUMVRRBIk5fNoIrO1dg2NrbUzfYprB1PjJxMVVxFJjuDTAs1trV2U9hYQkeTI\n", "MyswfeYcps96qdCVzWmt7YuKq4gkR77urwcfRPXBB216fsPvmizH89ta2zdNC4hIcgSfFshsrd0S\n", "11r7iXyv4icVjVxFJEECrxbw01p7e9wqgjZAHe6u1D3Ic2eqiquIJIft9tdirbU/5ttTBwWpuIpI\n", "gsTnDi0VVxFJjgRt3CIiEh8x2iw7sjJft3iWad3Ya4edbs6h119GmGPUTpxojtFq9MOm62/frrs5\n", "h6oK+5f6Z0sXmWNc0/F7putvfGuaOYe6BTPNMdbeOcYc486ZH5qu77llC3MOP1r2tjnGhqGnmmO0\n", "GjsljFpUX//pR75OTHXcGSKeQ9DIVUSSQ9MCIiJRUHEVEQmfRq4iIhFQcRURiYKKq4hI+NIqriIi\n", "EVBxFREJX4zmXC23MxRr5iUiUlq2BoWhClpcG5p5HYnbcmsw0DOspEREggncQyt0QYurn2ZeIiKl\n", "lYCRa+jNvEREzGJUXIO+oRV6My8REbMY7YoV1IHA5Iznw9CbWiJSXvXNOD4vU45FVQLv0djM6zX0\n", "hpaISCiOAt7CvbE1rMy5iIiIiIgEU+4bDLoA04BFwELg4jLkkKkCmAf8o0yvvw3wCK5V8Bu4OfNy\n", "GIb7mrwOTARaleA1xwKfeK/ZoD0wBXgbeBr391OOPEbhvibzgUlA2zLk0OByXLvo9hHnUCiPobi/\n", "j4XALSXIY7NTgZsq6Aq0oDzzsdsDfbzHrXHTF+WcE74MuB94okyvPx4Y4j2uJPp/xLl0Bd6nsaA+\n", "CJxbgtftB+zNt/8h3wpc6T2+Cri5THkcTuNyyJtLkEeuHMANRiYDH1Ca4porj0NxP/Aaetd0LEEe\n", "m52D+PZKgqu9o5weBwaW6bU7A1Nx3zzlGLm2xRW1cmuP+yHXDlfg/wEMKtFrd+Xb/5AXA528x9t7\n", "z8uRR6aTgL+WKYeHgV6UrrjmyuMh4LASvXZJRLEoLG43GHTF/ZScU6bXvx24AvcrVznsCnwKjANe\n", "BcYAVWXI43PgNuAjYDnwJe6HTjl0wv1aivdnpwLnlsoQ4MkyvO4JuH+jC8rw2pm6A/2B2cB0YL+y\n", "ZhOCKIprnG4waI2ba7wE+KoMr38ssBI331qu7XoqgX2A0d6faynPbxLdgF/iftjtiPvanFWGPLI1\n", "rHssp2uADbh56FKqAoYD12Z8rJzfp+1w7wdcgRvJbtaiKK7LcHM4DbrgfjKWWgvgUdyvWo+X4fUB\n", "+gLH437degD3a8+EEuew1Dte9p4/giuypbYfMBNYBdTi3sDpW4Y8wI1Wt/ce74D7AVguPwGOpjw/\n", "aLrhftjNx32PdgbmAtuVIZeluO8JcN+rdcC2Zcgj1uJwg0EKV8RuL/HrFjKA8q0WeA7o4T2+jvK8\n", "E9sb9y7wlrivz3jgwhK9dleavqHVsIrlakrzhlauPI7ErZ7oUKLXz5VDpnLOuf4MuN573AM3fSQ5\n", "lPsGg0NwP/lew/1KPg/3jVxOAyjfaoHeuNFAqZb85HMljUuxxtP4znCUHsDN8W7AvRdwHq6ATKW0\n", "S7Gy8xiCW6r4IY3fo6NLlMN6Gv8uMr1PaYprrjxaAPfhvjfmAtUlyENERERERERERERERERERERE\n", "RERERERERMTu/wHSchpGy2cuXwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(4,3));\n", "np.random.seed(12);\n", "ppl.pcolormesh(np.random.rand(16, 16));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This visualization is much clearer, in that high or low values are better brought out than with the rainbow color map." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> You'll find all the explanations, figures, references, and much more in the book (to be released later this summer).\n", "\n", "> [IPython Cookbook](http://ipython-books.github.io/), by [Cyrille Rossant](http://cyrille.rossant.net), Packt Publishing, 2014 (500 pages)." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.2" } }, "nbformat": 4, "nbformat_minor": 0 }