{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 朴素贝叶斯" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 【关键词】\n", "\n", "- 朴素:独立性假设\n", "- 贝叶斯公式" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "优点:\n", "- 朴素贝叶斯模型发源于古典数学理论,有着坚实的数学基础,以及稳定的分类效率;\n", "- 对小规模的数据表现很好;\n", "- 能处理多分类任务,适合增量式训练;\n", "- 对缺失数据不太敏感,算法也比较简单,常用于文本分类\n", "\n", "缺点:\n", "- 只能用于分类问题\n", "- 需要计算先验概率;\n", "- 分类决策存在错误率;\n", "- 对输入数据的表达形式很敏感" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "另一个例子,现分别有 A、B 两个容器,在容器 A 里分别有 7 个红球和 3 个白球,\n", "在容器 B 里有 1 个红球和 9 个白球,\n", "现已知从这两个容器里任意抽出了一个球,且是红球,问这个红球是来自容器 A 的概率是多少?\n", "假设已经抽出红球为事件 B,选中容器 A 为事件 A,则有:P(B) = 8/20,P(A) = 1/2,P(B|A) = 7/10,\n", "按照公式,则有:P(A|B) = (7/10)*(1/2) / (8/20) = 0.875" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#选中A容器\n", "P(A) = 1/2\n", "\n", "#选中B容器\n", "P(B) = 1/2\n", "\n", "#选中红球的概率\n", "P(C) = 8/20\n", "\n", "#A容器中选中红球的概率\n", "P(C|A) = 7/10\n", "\n", "\n", "#B容器中选中红球的概率\n", "P(C|B) = 1/10\n", "\n", "#选中了A容器同时是红球概率\n", "P(A)*P(C|A) = 1/2 * 7/10\n", "\n", "\n", "#选中了B容器同时是红球概率\n", "P(B)*P(C|B) = 1/2 * 1/10\n", "\n", "\n", "#选中了红球的概率\n", "P(A)*P(C|A) + P(B)*P(C|B) = 8/20\n", "\n", "\n", "\n", "现已知从这两个容器里任意抽出了一个球,且是红球,问这个红球是来自容器 A 的概率是多少?\n", "\n", "P(A)*P(C|A) / (8/20)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 一、朴素贝叶斯原理" ] }, { "attachments": { "1.jpg": { "image/jpeg": 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" 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EVsNiM4p5A8Ph8XSzHLqWYZLhqGL+t1MzxGJwdHNsHVlTqVMLVpVunK8NhMw8VOJ+E4/WMRwvkviBT4KwOKy6tQr51mdLD46jQzPGYbFqjVy6rXg8ZTyzDU4YFwhm+AzF14zpVqWGpeqfsvf8FvfFPjX/AIIsfBv/AIKG/Gz4S6FcftCfF34hP+zX8Jvg74J1Gfw54W+P/wC0vqvxa1z4RfDmx8DX/ie+vZ/D3hDxZqmlT+KPF949/rkvhDwvofj2+00a1caPa6TP9TxPluIlnPh/w9wnQp4TiDxNwmUzynLc9ji3heFa2MhmDzPOeI6eGdTMqfCuWYXL5cR4WpJ/WcRkWZ8MZfXzX63mMM9n4PDlSlRXiFW4qx08bkfhTUzTEcS5/ktOjUxGc5Jl2X5Rj8NVyqjGksLPN83rZ3l3DmGrQo08qq51Uec1cHlmSyxGAw37Ufs2/C/4ofDH4ft/wvD4zeIPjd8YvGN8niv4l+LryGPQvAmneJrvT7K1l8IfBr4c2Df2R8NvhV4TgtItG8IaGr6p4w1WxgHir4q+OPG3xQ1TxV47v+fGLLMPGnluTvHV8vwEq8KOa5zKhU4hzuc6r5s3zuWFhSwGExWKp0qHLk+SYbB8P5ZTtSy/AfWqmaZnipwcsxxPPmGbQwuFxmLhC2UZapLKMjwzxGMxdHJ8BOpKeKzN4GpjK1KvxBnFfF57mq9jCvjKOTYLIcjwX4n/ALRHxK/br+AH/Bbf9iz4D+Kv2/fjlB+xL+23pfxh1XwF4K0v4KfsRpe+Efjr8KyPHkvwG1P4jX/7J+reKb34P+J/B722h6NLNqEPxlEFxMjfFufXbSbxa3n8Av63xHxrw1nbpZtjMj4Jw3GPCKxU3g6nEdGhmWGwXE2CzOllzwH1rEcOZdhM34hxNfKJZZRjhcVkGHq4eUsPjXje/jO9DhrhziLJ6ay3C4rifB8F8WywzWJqZNWzPKa+G4Yz/LP7Sq4vlxXEeeSw1CtgsZQzHA4avgs8xtGlTy3E4LKcF9j+M/Bf7Zv7X37Suh/Er9lz/goZ8VP2aP2K/Culal4b8Z6d4L+DP7IvxC1D49eO9NlntP7Y/Z78SfGj9mPx9qPgvwFo907Ra/8AFrxH4g+Jfhr4jarp95oXwr+Gvh/wxaQ/FnWMeG5qf17P8yqTzLJM4pZVj+CsuvTwtTFYGeGxEMTnuJxNHD0MTDhHN5YbAY7hOhKFXN+K8tx+acZZVxJguBMZ4dYzMdc2nTgqGT4GhTo5xldevhuJMwcq9XBYTE0Mxg6mQPCzqv65xRhqE8dgeIq+ExWEyjhDG4TJ+Hsdl2b8b0vEPJ8o/WO1ikt7a3glup72WGCGKS9ultUubuSONUe6uEs7a0tFnuGUyzLa2tvarIzC3toYgsQ7Ks41KtWpClToQqVJzhQpOs6VGMpylGlSderWrOnTTUIOtWq1nBR9rVnU56j46FOdGhRpVK9XFTpUqdOeKrxoRr4icIKMq9aOGoYbDxq1mvaVI4ehRoKcmqNCnTSgp6zNQoAKAPjT9pTxR4o0H4//APBPjRtD8Sa7o2k+Mv2kPiNoXjDStK1jUdP03xXodl+xv+094kstG8TWNpdQ22vaVZ+INC0XxBa6dqkdzZ2+u6VpGrwwrqNjZXSaZKlV4izqhVSqUaXhdxXmFKjUXPSp5hh/EbwZwWHx1OnJuMMZQweZZhhKOKivb0sLjsfh4VFRxOJjUWY+5w7Vrw9ysuK+D8Mq0fdqrD4mWeLE0FUT51RxHsqXt6XN7Or7On7SMuSLPkv/AILc6n+3B8Mv2Bvjb+01+wb+0z42+CHxZ/Zt8Da18UL7wfo3w0/Z4+Ivgv4oeBtAv9J1b4hJ4osPjB8FviN4g0/WfCHgTS/Euu+D7nwT4g8PWk+oJdWPijS9bjn0uex+YznMqmQ4vJs3xNXEYjIamf8ADWUcQ4CjTwf1nD5Tm2a1Mnq5pk9arHD+yzDD47NMsxeYVMzxVfLYZHgMcsLgKeZT9tP6bhzL8LnlXE5JKg4ZliMFmmJyXGUPrFXFV83wWW4nGZfkbwPtnSx1PPa2E/snCUMLSp5os2x+Ar0MRiadGeTYnlb/AMVfHb9of9kn9j/wN+yF/wAFHfj1YftC/tC+AND+Pvh39pDWvg9+xL40ubP4JeILHRdb8Q+N/j18PI/2V9G+G0nhDwjH4p03wR8N/BPw00X4bfEfxx8SJ/Duiax8QZvC2j/GH4haX9/xJk/1LxAzXIsPVWDyrglxXEbw98TRzbKcVnlSjkFSliMSqlWnxTxthMlzahwzjMPXwfDmBySjxdxtX4Y4gq8O4DhDG/BcK5ssZwfgM5zeh7fMeIZUKWDwSq/UcXgc9y/AU8HxRlmBoxp4h/2JwrjcTDMuJ6mZYfHYmnmf9gcIx4nyfGcTZHOp+tfwv8H+JfAPgLw94R8YfFjxx8bPEWkW9xFqnxR+JGlfC3RvG3iqee+u7tLrWtL+D3w2+FXw9s2sobiLTLKLw34G0aL+zrSzbUFvdYbUNXn8zFVqNeqp0MHRwVONHD0lRo1MVUU5UKFOjPFVZ4qvXm8TjJ03isX7J0sIsTWrLA4PCYNUMHT7cDQxWHw6hjcdLH4iUpVKtd4ehhqUZTfNKjhcPRi5UcJSd44Wnia+LxsKPLHF5hiq6liH31cx1hQAUAFAHx5+2L4P/aH/AOEDPxo/ZS8a6xZfG/4LaR4h8TeHfg9qmopcfB39pHRYobbVdd+BnxK0G/tr2Hw/qXjZNCtbD4efGfwmNL+Inwt8YPZagmp678MNR+KXwl8S+LmubVOF6WJ4nng5Z1lGX4ZV+JuHHONOtmOR4KGPlicbw9mHs6mJyTibJ8LisdmOVOh7TJc/xlLBZVxjk2b4bD5DiMB6WAwOHzvkyGrjqeSYvGYqH9j8Ry5fYZVmtSnUoYOGfUak40Mw4TxuK+qw4jozUM1wOWxxGP4YzPLc0VWpiOq/Y0/as+GX7cX7LXwV/at+EUlyvgv4x+DbLxLbaTqEltJrXhPXYp7jSfF/gPxILWWW3i8S+AvFWnax4R8RwwSPAmtaVfC3kktxFK32nEGTxyPNa+Bo4yOY4GdLB5hlGa06UqFLN8izTB0cyyTN6dCU6k8NHM8sxOExjwlScq+EnVng8Q1iaNZHzmWYzE4uliqWYYCvlGb5VmGPybPcmxSqxxWVZ1lmKq4PHYOtCvQwuJVN1KSxOAq4rCYWvi8sr4LMJYOhDEU6Z9M14p6IUAflZ/wWm+M/xS/Zr/4Jt/tGftGfBf8AaM8a/s6/E34PeGV8R/D3XfB3gz4IeOI/HnxA1a7Hg/wD8LfE/hr40fCX4p6dfeHvGPi/xFoVrP8A8Ina+HvGcV9FYzWPiqLS01nSrv5/OqucQxfDWFyFVMbm+e8U8McLZdkUaFGtTzarn/EmUYTHThFQp4tY3LMkhm+Pwc6WNo4OioYnFZlhsbRoU6MffyDDZfi1ncczjSpYPA8OcSZ5WzSpXqYd5WshyDNc1oVZVZVo4OGGxeLwuEweM+uUKznRruhgqmGxtSlil+aX7cnxg/4KX/8ABLn/AIJnfC7/AIKFeO/2/viB8d/jX8OH/Z2vf2iP2X/jd8Hf2K9G+AXxTv8A4lz6N4P+JPw18A3/AMEf2Xfgx8aPAmueGte8UHxJ4H8QQ/FXxKYYfCtxY+JvDev6ZqN4YfsM9xWU5D4lZBw5lmBxHFXDefcZYvgulCg8RPiTG0lgM3xuGzrhqeBqUMNUzLEwyHEfUctxuXY/C+zzGhVrwxDwFWlivmOEsJmHFvBWcZrisSuHs7pcKQ4py2p7KnLLMtrvOMoq4bK+IcPjIVKuLo1MsxcsnxsMHistxeMzypQhl2YZc69KdP8AQvxj+1L42/a+/a2tP2AfgF4r8T/Bi1+HXwT+HP7QP7dfxV8NzaLH8T/h34e+LFvJL8K/2Uvhze6jFd3PgP4rfE+wt9U8S/EP4njQV8RfDb4UWdsvwtvNG+LnjHwt8SPCSoZVRrZ3xxiq+MWY8JeHnFC4Po1Mur1sPQ8QOMXKvifYUsywslVo8EZHleDxFfiDEZDmeH4ixXEmJybh6hmOW4HD55WxONDN6q4W4Cx+HwscDxN4j5NHizK1jMPQzLD8K8H5ZWwdLMs5eFx2Gllmc53mOe4ijw5kmX5vg8ZlFLCYbiPOs9yHFUIZHhMR+qOv6Be6r4P1rwtofizxJ4Kv9R8O6hoOkeONAPh/V/GHhO8udMnsLDxTorfEHw/438Oar4i0OWSLVdPbxt4c8T6Fe6nbwHxPoWs6fJf6fN5uOVbG+2lHEzwVWtWjWlWwOHwFLkf1iNepSo4apg62Co0a0VKhKlTw0Y0cPUlHCOhVhRqx9DLvYZdLAqWGjmGHwTw8XhcxxOY144yjh+Vewx2Mp46jmdZV4R5MRiY4+GPqc0qn1yOIftz+eH/gm/8AtP8A7VXgb9s//gqj8Bv+CjP7ePxK+KI/Yd8SeA7z4d6d4g+Df7Knw6+H3jX9nr42aZFrPwo+It1Z/B79m/wt8SPE3xdW6sE8Gx6H4W8ajw74g8R+IIPDmi/DfVfFM+ixwzw/meFxPhdU4kzPDUa/EmB46zPgHiPC5dSzXF4nC5tRxGXYXg6HDfD+BqYnMsVmPiTiFmU+HuH50s8zfH0quTZPktGvnNWGJxKzzBYnCcd4LJ8HiHQ4dzXg3Dcc5BjsViMsoU62AwazShxvR4jzbGOlgsFlPBFWrl8cfn0o5Lho1MuzfOcwr4XJIYrA0+h/aF0b/gp78B/2UP8Agoz+3P46/b8+Nc/g/wAJ/Ab47/FD9ln9ju8+DH7Hema38PtHtvhZ4yufDz/H34t+DP2YfDPj7WfEmk6heWPijR/BHw81XwxqXw2utCsPDfjL4z/FuRtf1qX5XiulXynw2xGR59Up5pxHnGIynhPPM0oY7DPB5Rl/E3FuF4YxFbBYvIqlDAZvxHl2R5hTxuN4ky+dDg6XEM8zpZFkON4dwuU59ifpeG1g8744wWMyvCVMNkOCeMzvCZXXwleWI4lxORZe+IMPl8MvzvC1cdknD/EONy/GcPYbIs4w+P4yxHD+LyvMszxmR8W1cx4Xwfvv7U/gPwf8L/8Ag3l+PHw88A28Ft4Q8Jf8Et/Gmi+HhAbNhc6fbfsz6mE1KeexgtrW7vdXcNqmo38EEaX+oXV1flA07E/V/SGUKeccZ4alTp0MNgPEbIMqwGEoU1SwuAyvKvEjJ8syrLMFQjaGFwGV5fhMLl+X4Oko0MJgqGHwtCEaNKEH4n0f6+Ixj8O8yx2LxOYZjnGU0M8zfM8bXnicdmud55k2NzfOs4zDFVHKpiswzfM8Zisyx+Jm3PEYzE16825TZ5Z+294g1H4af8E6f+CWfx58JCCP4kfBv9of/gmHc+A5hAj6lfQ/FfVvA3wA+I/hSynjxfR23jH4XfFfxnomsW2nlpbzS5p4biCW1WavuOKub/iZvI8HF1Y0OKPFnxL4Ez1U5yjCvwvxJw54h1swjjIK9Ovg8mzXJch41o0sRF4ehnfC+S5rUlTqYCniIfA8LX/4lt4hrv355F4Q8CcY5ZCSUoUuIeFc94DzDKMXCEoySrSTxeV1akEq88qzPN8uhVjRxuJUv33r4s+zCgAoAKAPyM/am8Q3Xij/AIK6/wDBLT4IeIYxL4A0f4a/ttftMaZYT+W1hqvxq+HXhT4YfCzwPezwXcE0F1eeD/CHxs+I+q6QtoY9Usb+/j1aK5S3tJ0lnhC9fjPxNxU7Rr8LeDGWSySoopVKFXjnxTyLI+I8VRqP36deeS5BDJHVoyjL+yM8z3Lq7nhsyrU5LiXmw/CnBNCk6rpcUeKssDnns5yhTngOEeAeIuKckyvHKEf3+Dx/EdTAcR08LXmqcs44OybH0YVK2AnUhhftPf8AKbv/AIJPf9m3/wDBSH/01/s10cGf8lZ40f8AZleBv/X1Zea8Sf8AJJeH3/Z5q/8A65vxINn9m3xBqPhH/gsn/wAFLPgtoAgHgDxl8Av2Kv2ntasLOBIbXSPjV4lg+LfwW8T6hKlt/o/9reNPA3we+Htxqlxdqmp3sWgaXIzTW0MctVwlzYng7xDw9Z1fY8JeMdDA8Pqc5Sp0sv418NuHOK+IMqwSn/AweC4mwuO4nqYXDy9lHOuM87zGvShiMwVWpjxRejxZ4eYiHvVuI/CXMv7XqySc68+DPErOcq4frVKnLzzq0srz+tlSnVnJ/wBmZZk2ApOOGy+hTj+u9BQUAFABQB8nftt/D/8AaU+I37NXxJ0z9kb9obxV+zj8ftG0DXfEvww8aeG/A/wX8fWGveLdJ8N+IDoHgTxv4Z+M3w0+I+i3PgrxLq8unDWLjw5b+H/GdncWum3OleLbfTl1rRb/AOb4qxWbZXkuYZ5lHNisTk2BxOYPJnSp1KOdUcLKlisVgYyjS+t0MxxGDwuJwmUYihiI4bD5hi6OKzHA5jh6P1N+5w7DKsRmdHL85UKOCzSdDL55q5141ciliMVRjDOqVKFeFDFRwThfG4LGU6lPF5ZPG4bDVsDmVTBZzhvyY/4JpftlfGv9pb/gkp8KPiX4x/ah+OHxP/bT/aYX4ieA/DttL4L/AGU/Bvj34d/HjwBrV94E8caf4J0Dwt+yovw78J/CD4eatokXjbxf45+Mvwx+Ks/hLQNeW21K48S+IdR8A/Dy7+u40w0auD4Wy/gPFYKpjeJeEcm4xyPPZ4ipiMDjMBHDZTW4nzbiHEewx2EwPB2SZ99b4WxWLwWAwmZ4ytjcn4RyDHY3xIz7g2OK+Z4dq18HmXFb43oVsMuFeJ804OznJsPSpTrU8x9rm2IyDAcPUqWLw1bM+Mc3yCvgc0p4PF5p/YOErZZmWfZ/DKeBMm43zWjzH7bfw5/bY/Zo/wCCU/xC8P8A7XX7evjv9r/4i/H74kfsq/s8/F3xCnwg/Z0+CPwz+H/wz+On7TvgH4YfFq0+GWj/AAm+DnhPxOY9V+HPjjVvBmv+Jfih4t8S6ZrSRReI9L8G+DI9Q1PwrTlTyHNOP/BbhGnlqxuS594y8EYTOcZm9NTxOcZflFfMuJqeAxOVRxOIyrBZTnuN4dy7DZhktb+1MR9XxWPyqXEGOw1aLeir5zlfCvinxfhsZWy3N+GvDDjXOOHcFlOIjUrZPm+IyvAZZhc3oZ5PAYbH43OOCq2Nx/EeUZ7gsFktKMsJQxmJyTD1sNHG0/qT/gpv4k+I2gfGj/gld8Bf2Y/+E50n4sePf2mdUvdK0TwL8Xfir8M/h1pHwE+DHwu1jxX8RNT+MHgn4efEXwb4Y+Ivwj0HXIvhTpHijwx460DxNb3XhTVdb8BfDuHQ/iJ4w8N6wOTK62YZz4l1KtfMJzjh/D/xJ4k4qzPMYTzjCYb+03lPCGS5lmOVYuvUw2Ozr/WHjKPEPC0HTwma51xPkGGympxTkPC0+Mc+oXi8Jl2UeGuZwpYLEeyp8UeFvDPDeXZLWw+V5lLG/wBvV84xGX4bOZYfEYvLclrcGcL8T5ZxBUwlHMHl2TY2pxR/q9nGOyHL8E9b9gnSfiLqf7an/BTzTtd+M/xn+M/wW8A6l+zd8BQPjJ411vxV4d1/9onTfhdr3xN/aN8V+BvBOoS/8IN8LfDuo6T8Y/hf4L1HwF8IPDngz4ZR3/hq9RPB82qxXmuzzluEy/MfDTG0MdgI4rLuIPEDxBwmSLNq6zHOcXwXk2V8McE55LN8bKnTqYmhn3iLk/iNXp4BcmRZZSpywXB2ScNcNSw/DFGsyr43B8c5LPCY2OEzTJ+AsjzPiSOT/WMBluG4l4h4kz3PeFKOV4KGIxFPLsRw/wAEUOHa8MX9dxvEGNwOcZTieLs9zji2lm+c1Nb/AIIi+K9b1z9giw8F6ncfbtE+An7Qv7W/7Nnw21IKRFefCD4GftLfEz4dfCyC12s9v9g0DwZoej+FdLSxdrCDTdFtLa2ZUiaMdeFxmMzngTwg4pzXE4nF57xX4S8C5zxFjMbVnXx2YZ1RwFXI8TnuPxFVe2xOYcU08no8U5jjMQ5Vsbj82xONdWtCtGvPDE4ehl3HfjBkWCo0sPlmR+KnF2HyrDUaVOjRwuEzWrheJq2Dw9KlCFOlhcFj89xmEwNCnFU8LgaOGwcU1QR+t9cx0BQAUAfkz/wW48Za14U/4J1/ETQtLubmw0v4x/Fb9mP9nf4ganaTm1uLD4SfHr9pL4Y/Cf4rlLtopre0XU/AfivX9Dmub6KSwig1KZruKaLdC3Ng8Lh818QvBbhzMKFHFZRxF4wcEYPOcLiaNOvhsZgcqxGO4qp5diqNaM6VbBZrj+HcFluYYarGVPGZficXgZRftrvorYvF5Rwd4pcS5ZiMThs64X8MuMs5yDFYKrKhjsDnEsBHKsLneAxEIyq4bH8MLM6nE+AxdFKrg8ZldDF+0pQpVMRHH/4LLeKPEHw6/Yu+H3gH4Jw/FPTPi38Uf2lP2X/gL+z74f8AgF8YviJ8CvGkviLxT8Q7Cy1rTNF8S/DXx54BYaVofwj0v4gau2leLZ9Z+FmlppNj4q+IHg7VvDPh+5gTooYrMMz8TPDbmqf2lj8dxri+Is8WZ4zEyy/HZDwzkPEfGvFVbiqLo5lTr5BmdDJI5Nn+Y4rJs7xeCpZz7fIsqxXF9Xh6nLnhg8Blnh/4jezp18Fl+SeHGZYHLIZRhMHVzfB5pmNfLeE+C1wz9br4SNPOMFxNnORYjLcJSzDAzzX2E+H6+MWBx+Moz5r4N6L8a7//AIK2eM/Bvin42/E34i+GfAf7CNt4i/al8I33jDxbN+zjL8Xv2gvjOsPwT8EfDP4NajfyeBPCtl8Mvh58HfidbQ+JbLw7F8WPFnhnxTo158Y/iD4y1m9lkiWTYDLsZw74t4PHQln2SVs74G4NwmOz3D0KeYZxxHS4e4sz/wARMdh8spYnG4fhzJ6nC/FnhhlS4ZybGLIaUKzrZph864xWbcf5jnmuIxmEx3hdUwdRZJnaXGfFFXCZTmOMrwy3gzAy4f4e4QwmLzL2GDrZ9m+K4socV5rDivN6VHPcRmGTZ28swGQcHVuGeEcD2n/BEXxXreufsEWHgvU7j7donwE/aF/a3/Zs+G2pBSIrz4QfAz9pb4mfDr4WQWu1nt/sGgeDND0fwrpaWLtYQabotpbWzKkTRjrwuMxmc8CeEHFOa4nE4vPeK/CXgXOeIsZjas6+OzDOqOAq5Hic9x+Iqr22JzDimnk9HinMcZiHKtjcfm2Jxrq1oVo1554nD0Mu478YMiwVGlh8syPxU4uw+VYajSp0aOFwma1cLxNWweHpUoQp0sLgsfnuMwmBoU4qnhcDRw2DimqCPqD9hHxL4q8bfs869qnivxV4h8Q6yP2i/wBtbw/Bruu6vd65rFpovhv9sf4+eGPC+mW17rcmosNP8L+H9J0rQ/DumyiTTdK0XTtM0ezs49LtLezXldKVfhXgVwr1cLisx8KPC7GYjMKEcPPGvM8z8OOHcVjc2lLF4fFUMTmOIxterj8RiMdQxKxWNnUr46niJTrc3VVlGlxNxhTdOFXD4Li7M6OHwk3VjhoYWjLDuGDpwo1KU6GGteKp4edJwjKXspQn7z/KP9mj4p/tm/Df/gtB+1D+xp+1p/wUW+Mnjv4NfDj9nb4ffta/sv8Ah/xV8J/2FvAulfFH4OarLr/gj4wR/G7xn4H/AGTfBfiC5m+FfjuOFtKu/hvr/wAPWew0xtY8TS3OkSX+jOuGswwMuC/ErO8+p4f+0fD3iink+bYnEVauGymjwpnOQ4niLJeKsPRw+Mp4v6xleEWGyvO8ZjpxyX+3FioYbK6uFrYX2d8TYTERz3w+w2R0sZTy7jvLM2qUY4TCyxlXD8Z5JnuX0KnBWDxlaGLhiZZrlUcTnNPAVMPLPsPkmOwVKOPeMoUM8xv3r+yD8Pv2rPGvxQ8W/tO+Nv28f2gPHX7MXje/fV/2b/2aPHnwY/Y78KST+ANQsNYij8d/Enxp4L/Zc8C/FF9B8Vz6hpnij4KeBLfXPDfjvwn4F03wzffHPxZ4u8Y+KPFvw+8P9mCweJyPKVlvEFGpjuI6mHorFyzGEsHjuHoyo5XOll+Z4XAPAYbE8aYeeDxsuK6v1PCZBlmPzfH8HZbwzVrcN4XjvM+PHV6GbZhDF5HiaOEyehXrylPLK1LMcuzyq6spqrkuPxUcW4cLUPaVsvy/EUcXm1fiGjgcBxdlfFrybM6WAqfptXKbhQAUAFAEc0STwywOZFSaN4naGaa3mCSKyMYri3kjngkAYlJoJEmjba8UiyKrDHEUIYnD18NUlWjTxFGrQqSw+IxGFxEYVYSpylQxWFq0cThayjJuliMNWp4ijPlqUasKsYzV05ypVKdWKg5U5wnFVKdOtTcoSUkqlGtCpSqwbXv06sJ05xvCpCUG0/yr+GX7QPjz9lf9ubwb/wAE8Pj944134leB/wBoT4d+O/if+wv8dvHd/ps3xC1KX4VyaU3xZ/ZP+KGrwW9nP8RvGfwz8M6rpXj74cfFzVYG8b+O/hlLq2mfFvU/EvxV8K658VPE/ZkNWtn+F4ty7HRovijgnD5Rn2KxuEwuHwWG4s4J4hzTHZdT4iq5Zg6OGyvJc/4az6nSyLPctyHD4XI8wy3MMhzvKciyanh84w88s6orKv7Iz7B+2nw3xJm+IyLGYapOviHwXxa6NfMMvwP16rGrOXCfFeAhKlwxPPMfW4go8T4PN8ip4rNsBVy6eD/VisSgoAKAPyn/AOC2/wC1Nd/sg/8ABLn9q/4leHZh/wALF8X+Bz8C/g7ZxmE3198WPjler8L/AAjLpsM7rFc3Xh2TxLc+MZYJCYzp+g3zyI8aSK3y/E+VYritcPeHWXqlPMPE/inJeAMPSr4h4WjiMFm9TE4niTDyxkIzq4SrX4Uy/PqeDxFCDr08fLCeyqUJXxtL6ThfMMDw9i8x42zWvSw2VeH2TZlxxj8ViIVqmFoVMipSq5IsZRw98TXwWM4hqZPgMdDDuFWODxVerLE4WhTrY6n4j8Hf+CMQsv2LfgZ+xp8av27P21/FHwB8IfDH4eeDfiN+zF4V139lH4SfCrxlpWl6FbJ4z+FesfET4Ffsh/Cz9pO/+F3ifUJtW0/xHpp+O8fibxboN1Na+M/FesXV3qF7L+hcXyybPOJ8wxNek+IcowWYYilkEM2lWwtOeX5dgcXknCmLx2BySpk+CxVfIsDDLsyyzBVsK8mw+d4DKsfPKqksHh6R+f8AB7znK+G8rlSqS4azvG4fBZpnUsppUXWw2cZhmlHiPiXDZfWzaGbYnLaOaZnLG4LF1sLiI5pTynG43A4LM6DrSrnyl/wVb+GHgP4KftYf8G3H7Pnwy8Haf8OP2c/BH7dosdB8C+EvDsFt4L0PxD4N8FaPH8KdOGzTbtbe8e41HxFsa4mF9qhuvEGvahdS6jBda3F53C+Z5lmvj7h8fj6zr15eB3jw8PL2VLD0KcYcIYTD1qGBw+HhQw+GwuW4PCZXhsFgMJThg8qwdPA4LAYbD4V06MuriPLstyvwQzTL8LB4fDR8YvAKi4e1rVquJWM4yz+WLlja1epXxGPq5tiK9aebYvGzrYnMa2IxWIzDEVa9fEVpf051zHpH8pH/AAcWyeJ/jl+yB4Y/bD+FPhHQdf8AhF/wTd/aX+FPxvvfG8sWp6l4i+PNnb+Obb4YfGTwH8KptE1aOx074QaJp3iSaz+J3jHxHZ6vpnjrVNC1XQND0ez8KeHL3xrqfzuXYzK8u478M+OuJ8Nh5cEZjmK4Jx2FxmGpYyPE3h94hLLv7azbNMHXjUwj4J4v/sjJuEeHslzClVr+JuX8Q4vO6dLBcAPgbHcbezPA4zPOGvEDgTJMVCjxLTyjGcR4LNZ16+Fw3CnHvAEcxzXKaeW4zCTp4v8A114WpwznNMfmGHrfU+Cs6wmD4bjQx/iXLOlwb/UH8NvEXhHxh8OPh/4t8ADTx4H8T+C/CniLwWNIjs4tJHhHWdBsdR8ODS4tPJsYtPGk3Fp9hjsj9jS1MSWpMCpn7riHB5nl3EOfZfnNepic3wOcZpg82xNWtUxFbEZnhsfiqGOr1cRVlKrXqVcTTq1J1qkpVKkpynUk5ycn8Zw1jcBmfDfD+ZZVhqWDyzMMlynG5dhKMKVOjhcBisBSr4PDUqdCMaNOlQoTp06cKMVSjC0acVCyPlv9t7/hQv8AwhPgv/hff/DbH9if8JPcf2H/AMMQ/wDDzH/hNv7W/si78z/hNP8Ah3B/xcD/AIRj7J5v2f8A4WH/AMUP/a/2T7H/AMVB9gr5mp9X/tPCc317619RzH2Ps/7U/sz6v9Zyr6z9b9l/wk/XvafVf7O+v/8ACp9W/tX+x/8AY/7ePpYe2+oYnl+qfV/reB9rz/2f9f8AbexzH2H1b2n/AApfVOT6x9e+qf8ACf7b+zv7T/2n+xz82f8AjW9/1n+/8+0a7jkP2L+Gnhz4feMP2dPDXhLwrcfHO0+HPif4dN4f0u7+Jfir9qPwT+0XbeGNX0q4043HiXxr8YtZ8P8A7Ung/wCIsNrcPIvijxhrmk/GHQtVFvqy6xY69b2t6m2b4eeKlGjjZUYt4XKJqWUYrD4SPsaWDwNXBqWIyGtQjHFOjToLN6c6ix1bGPHYfiGM8yqZpTnnk+Ihg508Xgo1JvDZjja0Y5xha2NhLFUszxU66qYPP6OIhi8ueJjU+pYerRq5PVyx4WnltKeSSwUT+Wv9mj9jz4J/D7/grL+3r/wS+8PfFX4x3f8AwT8/bL+F+o/tM6r8NbH4rfGW61P4n/HbwBqQ+Ev7VfwWvf2pz8R0+LWo+H/7S8f6V4j+Plpo3im88eePPFOk+HvhR8Q/i3B4Z8J/G34Q+KeXhOlheI+AeJuGc5w+EzHDeHXEGB4i4BwFOH9nYd+HXFmMr5D/AGxisvy9YXC47KeD+NeC8TwhwjltWnTy2MalfivH5XmuYY3h3iaHZxDisVw5xdwnxbk86+AzfjXLKvDnFGc18VUx2Y4DjThmpS47ytZZh8yq1cZk+dZ9whnlHiavxTfEReCz/MaOUSo5jU4Wx+Q/tprv7OnwX/ZI8Rf8Ekf2cf2efBv/AAgHwf8Ahd+0h8W9F8B+Dv8AhIvFvin+w9LvP2M/2xtcurb/AISHxtr3iPxPqnm6nqt9defrOtX1ynn+RHMtrHBAvr4LMsdm3F+c4rMK/wBYr0vBTPcsp1PZUaXLgcm48+j/AJPllDlo06cH9Wy7AYXDe1lF1q3s/bYmpVxM6taXjyyzA5RwhisLl9D6vQq+IHDuZ1Kfta1Xmx2c5vxbnGZ1+avUqTX1rMMfisT7JSVGj7X2OGp08PClSX13+2h8WPAfwH/Y8/ai+MvxOsNJ1fwH8OPgT8VvFfirQtdaRdH8R6TpfgnX5pvC1/5StM8HillXQDDCr3E7X6wQI00iK35r4kyT8P8Ai7BqhTxVfOMlxnDuAwdaTjRxubcSRnw9k+BrTUk6dLHZlmmEwtWrf91TqyqNrlu/uuBaU6vGXDMo4qpgYYTOMBmWKzCl7Dny3AZXiHmWY5ovrNKvQtlmBwmIx8vb0atFRoS9rRqQ9x/mj/wbt/sq6t+zP/wSj/ZV1D4gjVL74t/F34X6D8RPEup+Ir7WNU1rw98O/E+reI/GvwX+EWkz6/e3+peHvBPw08F+MYho/gW3uItE0PxXrvjzWrTTodZ1/wARXVx+3cdRll2aUeGnOcq/D+XZHl+fVav1f61i+LcDw7k+UZ9UzGWDp0sHicZkzyrC8G4XF4Wn7KfD/DmQ0I1sSqH12p+VcLV6ebxzTialhsLgsDnGcZ7W4cy3L6uJrZPlvDNTPcyxGDnktXEV608Rg+J8RVxPGM8wq1K+Ox086pQxuZ5nTwmDzCX6Xftcf8Kp/wCFJaz/AMLm/wCGmP8AhCP7Z8Pfbf8Ahkf/AIbX/wCF2/bv7TT+zf7G/wCGEf8AjIH+xvtO3/hIf7A/4pz+zN//AAl//El82vzrF/V/rGV+2+ve0+vVPqn1T+1Pq/1j+y8y5v7U+o/7N9R+rfWPZ/21/wAJf9qf2b7L/hc/sY+2w3tvY5h7L6pyfVIfWfrP9n+29j/aGA5f7P8Arn+0fW/rHsOf+yv+FD+z/r/tP+Ej+1j8mf8AjW9/1n+/8+0a7jkP0G8IfGz4Afs1fsI/FH9ojwjB+1LdfBr4I+BPi98VdWtP2oof21Z/2gryx8C6brniXxDZXUP7dh/4aBe2vX0ua28JDxMy+GxYyWx8KyJ4cWKSvN4wznFZBwys1WHwOLr0cvjQyTB4eeW0qmMx+PzvGZdlWDzetg37fD18XnWIhh5YnOf9vw+UVMFXjfI6eVN93CeT0uIOJKeTUa+LwrzDOMLh8fi8VTzGrQwkHgcDLE4zLqOMqU6NfCYXL6ccRPD5POODrZjDMKN/7blmbl8BfAv9lf4bftrfsG2P7df/AAUa134NfF74tftD/s/6l+0D4e8RftF+EvBXxb/Y4/YR8F/EX4eW/i7wXYfBT4DfFXUrz4OeHNG+DnhcaHqXxO+LeusPib8W9W0rxJffEb4sf8IHJ4c8MaP6PHfB1Lh2lxBwZhc1hheKvq1LhvN/EHEYWnic4nxfiMPHKMfW4W+tVqf+r+QQzmrHDcL8MZJLLsDmscHw5nfFeDzrjmWY57ieThPPqnFOcYDNaeUY2tw9POVl+UeHmX43HUoZhlmUZ/j8JR/t2eEw9LFZ5xnniWKeJzjH5f8AX+HY5li+GeGcryfLaeMy/EfrB+xr8DLv9mP9kv8AZ2/Z6vvi1rXxyufg/wDCbwR4Ck+LuvWttYX/AI9XQNEtbKHxBDplpqWsQaPpFxFGsfhzRE1nWDo/h2PS9Jk8QavLayaxce/xNmM80z3H4yrgsRgareHw1ahjsRVxmaSr4HCUMBXxmd4+vRw9bMs/zGrhZ4/iDM69ChWzHPMRmOPrYelVrzprxchw1LC5ZCOGxeDxmExGKzLMcvnlmDwWAyjD5bmmaY3M8ty3JcBlqWXYDJMowWLoZXkmCy2FLLcLlOFweHy/DUMHTpYaP0qQCCCAQRggjgjkYIJ6e3PU8nkn5+cIVITp1IRqU6kZQqU5xUoThJOMoThK8ZRlFtSjK6abTum2/XV07p2a2a3utnv/AF3b1P5qP+Da2aWD9hn9ujw1qV1r138PPBv/AAUe/bf8N+BG8PXfiK51aLwDFfeFdRu4fBo8G2FprNtdSapqGtX2lQeBHn1KTWbuS+8PGDWrlLUceW/VX9Hn6PNTF1MwrUp+A+AeMrZdLNJ5vXwa4g40cq+Cq5NL+2KuY1VKu8LVypPNZ4n2f9n1JYyNGK0xsqz8dvHGOClhpyfin7aSzH6h/Z9HPqmCy2lWw2KWazq5bHBRy/D5FiMVHMp0sCoYmu8dgYYV1cfi/Wf+Nb3/AFn+/wDPtGu4zPun9hz/AIZi/t74h/8ACgf+Hiv2/wDsnQf+Ej/4bj/4fEf2D9i+3ah/Z/8Awrz/AIeTf8U3/a3nef8A29/wqr/ioPsP9n/8JV/xLP7Jrtp+3/s7F8v1L6t9dy/23tP7N/tH2/sM0+rfVPa/8Kn1Lk+s/wBofUv+E32/9l/2v/tX9hnHP2H9oYbm+ufWPqeO9lyf2j/Z/sPb5d7f6z7P/hN+uc/1f6j9c/4UfYf2j/Zn+y/2yfnz/wAFqrm//af/AGnP+CVv/BLHwj4t1jwnqf7QP7R15+1D8XPE/ha28Dah4k8HfBT9knQNR8dWd7a6Z8Q/CPjzwbc3niLx5caTc+HbfxX4K8S+G9R1Xwjcadrug3+jSanYy+VwtQnmnijQx0MVPC4bwj4LznxMxGJoTwyxuD4qz367wJ4a4vCUMTg8bTxlB5pjM+wuZ060KX1SnXwWY4Koszw+Fx2F9DiKvSy3w2zbC1aODxWJ8TOI+H/DPB5bjoY6dLM+HIY7CcVeJEsLPAYnCVMJmWVZDleXV8LiMTiVRlh8XmHs8FjZ0qrofbGsf8Eqfhf8Wvil8Mfih+2X+0f+0/8At3D4LavaeLfhB8MP2ktX/Z+8P/AvwP8AEewvRcaZ8UZvg3+y7+zn+zb4I+JHjvSLaS+0rQ9W+MWk+O7PQ9L1PVYtD02yu5xer3ZbVpZRmiz/AAWFoR4go06FDLs+qzxdfHZLhqdPM414ZHh6+KnlmVYnHVsdQxuKzjC4CGfxx+UcN4vB5thquVYNrkx9GpmWXzybFYvEf2HiY145pklFYbD4HO3UxWU4mis7rUcNDMszwmEeVyoUMmxOPlkFXC5jndDMMqxccdVa+D/+CLU9/qv/AAUZ/wCDhzW/FUuoS+Nm/bq+H+g3A1PThY3EXw/8O/D/AMSad8MBCf7OtWlsW8PIYtOk8+ZbnSoNN1IJm7/tC65eBJVpeBHCkqt/aVPFzx+qYlv3ZvHSz7hOWLjUhf8AdzpV6lZOjyRVCcqtGMIKDgnxVGj/AMRmz9Qk5Ol4OfR/9nC7lCjCvw/xO6sqTaahLFTw0ViOWV6n1bDe0T9jSP6C/G3jbwj8N/COv+O/Hev6f4Z8J+GNPl1TXdd1SUxWdjZxEICQoea4ubiYx2thYWkc1/qN/Na6dp1rcX9xbW754nE0sLSVSoq9Rzr4XCYfD4TC4rHY/HY7G4qjgcuy3LMuwVHEY7NM1zTHV8Pl+VZVl+HxGZZnmWIwmXZdhcRjsRh6E+ujRlXlOMZ0acKVHE4rEYjFYnD4PBYPBYPD1sXjswzDHYurQwmXZdl2Ew9fHZlmWNr0cBl+Ao4jHY7E0cJSrV1/LJ8atP8AE/wk/wCDiH/gnD+2b8avhhoPgb4fft7/AAs+KH7LXh7wJqVjNL4p8C/EX4VWR8Z/Azx78Z9SudY1DwhN8Z/GEXiSHw94b0Dw7aW+ofD/AE4yeDtO8Q+Kda07V9bl28N8NPAcVeKHC2ZLC0eIOKuD6viZkmFw1fC47DZRxBw3l2F4a4qwuCzfCVsVhM0z3JPDDLsxybiPinh/EzyJQ47z3w+yLH5zwdiKXHvE/JxxVo5hwlwTxVhYp5XwhxvlPAmYYjH0sVgM1z7h7jfMa2YcNQ/svE0sPUweQS8QsNQ4py3IM6wi4go4rh7h3iriRZdxPUyfgThr+p/xl4Q8M/ELwd4s8AeM9Itdf8JeNvDmueEfFWhXoc2Ws+G/EWl3mj65pN2EdXNtqOnXtzaThHV/KkOxw4DV52dZRg8/ybNcjzBVHg82wGLy7EujJU68KOKoVaM6uHquE1RxFJVPa4etyylRrxpVYpzhr6eW5hi8ozHAZrl9X2GOy3GYXH4OtyQn7LFYSvDEYep7OopU5qFWnGThUjKE0lGcZRun+dXw6/Ym1Dxp+yfrX/BOz9sjTNe+JvwF+HXhvw38N/h38Uvh38cfil8IdY+PPwCs9N1vw14X8C/Gmx+DnjL4ZeNtD8ceDfCVnZeCfjF4bt9X1v4KfGLTJfD3xIsLi11DxH4v+CHgv2uIJ0eM4YLPOJqSqcSf2msZxDhqc68cpzriHB4DDqrxtSw9CrTws8HxRmGNxvED4VzLDTo8I8U06lDKnmGFyjhTi6vw5TFcKYvHYLhNLLuG3CUOGKEXOWbcLZTLE0MVS4Vp43EyxOI+r5AlTybIOJMDjoZvm3DeGqYTiHDYKvVx0cei/sTXGr/ED9mj4NWOieIPCf7F/wCxH4x0P4weAdN+I/xh8e/HX4ofHb436Vo+vv8ADO0k8W/FDxv8R/HPhf4I/s63PiqfWdBg8YeMJvGfib4k6R4U8J+G/Cng34GfDjRrrxxth8xxmO4izDjPiCcMRnOBwWa5NwnShTpwxEMfnuTTyDiXxAz7FYaNKhjc2xnDOZ8QcJ5Vha8Mdj8a+IeJeMeI8xo8Q4fIIz56+XZdhuG3wrlNJ0cHnWJyDHZ/UhKawOCyPhnN8HmOT8D5Pl9d1KWHp5jnHDuQ55ndXCYfCZTlmS5bl2R5Q81xvFHF88m+ov2uP+FU/wDCktZ/4XN/w0x/whH9s+Hvtv8AwyP/AMNr/wDC7ft39pp/Zv8AY3/DCP8AxkD/AGN9p2/8JD/YH/FOf2Zv/wCEv/4kvm14mL+r/WMr9t9e9p9eqfVPqn9qfV/rH9l5lzf2p9R/2b6j9W+sez/tr/hL/tT+zfZf8Ln9jHqYb23scw9l9U5PqkPrP1n+z/bex/tDAcv9n/XP9o+t/WPYc/8AZX/Ch/Z/1/2n/CR/ax+TP/Gt7/rP9/59o13HIfrR+yR/wqr/AIUhon/Cmv8Ahpb/AIQf+1vEX2D/AIa3/wCG1P8Ahd/23+1pv7S/tv8A4bt/4yC/sn7Vv/4R3/hI/wDiQf2T5P8AwiH/ABIfs9duK9v7DLfa/UvZ/Uqn1X6r/Zvt/Yf2lmHN/aX1L/afrv1j2/s/7X/4Uv7N/s/2X/CN/ZJx4b2Htsx9l9c5/rkPrP1n+0fY+3/s/Acv9nfXP9n+p/V/Yc/9lf8ACf8A2h9f9r/wr/2sfzn/APBVL4HeDP2Pf+Cnv7Cn7cv7O3xs+Lvw0+Lnxq+KL/sv/tmeIb74gfEz4/P4N/Zx/ao8R6n4D8AePdJ8M/GDxx4v8L/BfSPCnxc1G5h+BHhCwtLb4KaV4/tYPE+j/Arxp4a+HXj3wTN53AMIUeN8dwGqk58K+IfD9fh7NKTxWKoZniPEjAYPEcVcAZbhuI6dR5xLPOOcu4KzTh7Mc1rYyvmeUcM5Xh8Jk2acP5pm2VZliPV4uxHtODKXGmJwWHxWd+GuaZTxHk1OvzYXJqnBWVyo8P8AG9TGZLQrYDB53l+QR4ryivmmU5XUwOc5ri+LMwzLGY953isBxLl/6Yv/AMEdP2f/ANnPxJp/7RX7APg63+H/AO1d4c+N11+0Bqvi341/Gn9oD4pWH7QuveIfCXjHwP8AFj4f/GP4h/E7xV8ZPGfhOx+MnhXxnrBvviV4S0jWNZ8J/Ea18GfE3UPBPjq08P6j8PdW2wONxGQ/2XSy7BU6vD2X5bxZkeM4SwMcFgYYvJOLZcI4rHSyzG1aftKeb5JnfAXBfE+R0MdjKeXZhiMjxHC+Px+VZdxJnvENDixWDw2bwznEZzisXieIcbhuE62W8T117evl+e8C0uJMLwviauU4SvleXSyypkvF3F/B+Y5dl9PA4fC8O8T4ytleGWLyXhnDUPpzx7+xj8DPi58T/hl+3X8Q/hJ+0N/w098KfBMOs+AvBnhn9sL47+FLvwfqM2laNrHiD4R6N4G8FftO+E/2arpvGeo+H9H8NfESyvQvws+KU9jYJ8T9Z1vwpG1+Ja/1VzHirMeF3HN8Zm1CtltaviXL6vnuW0YU6GX4Orhs7hjaWVZVCrhsNnNDL6WFdHKs9dfibAYKXFLqZhV2camfYLKcmzyrhcvw2FxDtUw9TFRwuW42ssywWJzzD47K8Dhc3r4mGDzPH4fDZ2sJT4l/sLERytUcNRhTymn0/wCyR+zv41+GviD4+ftC/HGbwzc/tF/tVeL/AAz4r+JGneDLi41Lwb8MfBPgTwrbeD/hF8B/B3iS+0jQtT8a6R8NNBTUb3W/H+raJot745+I3ifx14ts/DHhnw1f+HfA+l70KOFynJMHkGErrG1f7SzXiTiTOY0q+HpcQcY53Sy3BY/M8Jg8RVrVsBlOV5DkPDHB2QYapONevkfDmAzvMsLhuIM0zqhHHFTWZ53Vzx4etgsPRyTKeGMgyzEvDVMXlvD2U4vN8zdTMKuGq4mj/bXEOe57nfEud4fCY3G5dlNXMcHwplmaZvlmQYDiLF/aVYGgUAFABQB478ZPi/Z/CnSNHtdM0Obxz8SvG+oS+HvhT8LdM1Ox0zWvHnidLZ7q5Q6heiWHQPCfhmwSTxD4/wDGdza3dp4U8KW17qS6fqmtNonhvUOStVxc61PLsqw1HG5tiaFfE0MPicVPBZdg8Bha2FoY/P8AiDMaeEx1TJ+Gsoq43AwzPMqWBx+YV8bjso4a4YyXPuOs74R4QzHWKw1GhUx2YVquHy+hWoYac8Ph4YrH43HYmni6uCyXJMDUxODp5lnuZUsDi6uBwNXGYPA0MHhc04g4hzbJ+D8n4n4nwX87H/BDXwNL+yb/AMFHP+Cyf7DPxH0zwUPiVpfxT8CftZfD/XfB+h6ponhn/hT/AO0fYSeMvEngX4Yad4o1fXPEVh8O/h5421HTtLeKDVbjS7vxBdy3+oQWOsv/AGenZwNRwcPBvC5LgK0q+K8M+MK3hpnWKrYOnl+NxXD+X5di8Z4XRxOCp4vHyy/BTwP+ufF2TcM18yzOlw0+NM3q4HNsznnuZcRY/k4s9svE/D53iqWCoQ8SuCHx1gcFhMXVxf1LP8FnGF4d8RcbiKtbD4NYnM86x9HhjLczzrC5fldPPMJwvkNV5Fk+UYPhnhzBf0JftPfs9+B/2r/2evi3+zn8RJb+08L/ABW8Iaj4ZutY0g2y674Z1NmS+8N+M/DzXlvdWaeIvBXiK00rxX4ee+tbqxTW9LsGvrO5sxcWz8GOw2MqxwOKyvH/ANl51kuc5FxLw9m31WjjVlfEfDWc4PPshzCeCryjTxuHw2Z4DCyxuAnUpQx+B+s5fUr06VedQ9PAV8HQr1aeZ5fTzfKMwwWZZNn+TVa9XDUc64czvL8Xk/EOS1cVQ/2jCU84yfG4zL54zDNYvCKu8VhKkMVSpVDy74F/B3xdrnibwL8a/wBqr4f+G3/as+CHgjxt+z/o3xf8DeNvE938NfiL8OvGN58NvFHin4leB/hxca3DZeAJ/ilqfgnwtdeKvCnjHw5feOPhz4p0DxB8OfCfxK8dfC230X4peJvoK2JwPts2zTJsE8ifGGFyuOf8PvETzJZNHIM54nxGU5BhM6r04SzTKcFUzjFZhgM1pYfLcdnWCxWU1eKMowmc5bQyzCeLSw+Ljg8BkmYY+ec4Hh3NsVmuQZpUp/Ucbj6uJy2vkkMzz7A0Jypwz3+y3UoYzCwxWZZJQniq2PyTEYevjsxwFHkdQ/ZfsP2ZNG+Pfin9hL4QaZbfH79qv4n6x4t8aeN/iR8UfH/iT4e+DfHfjmfU9R8VfGvxLovjjx14h1Ky8IeHJw2tRfBT4G6Zotn498ZHwp4Omi8EeFL3Xvi94b+beExccjyrgvKcc8gyWMsThqudwoRzDMcgyuriM2zTFVsvhXqfXc9zSOYZtm+N4ayvNMfTyLB8TZ9n2eY3F4OOacSV8b7lGtgKmd4jinO8F/bGLw2DyyP9j0a0stjxBPLsDw/w7hMu9vh6awWRPH5TkXD2B4q4qpYWrntXhfh3Lqv1TiXOsi4T4are7/sr/s7eDv2S/wBnf4Vfs7+Br7UNY0X4beG00y58TaxFZw694z8UahfXmveNvH/iGLT4Lawj8QePvF2q634v12LTra302HVtWvIdNtYLBLa2X6HMMRgq1ajRynLYZNkmWZflOQ8OZJSxFbF0sj4Y4fyvCZHw3klPGYj/AGjGxyjJcvwGX/XsVfF42VCWMxk54utWqPxMFQxVL6/isxxizHNs5zfOuIc9zJYalg45hn3EGbY3Oc4xlPCUpThg8NVx2OrLA4JVKqwOAWGwEcRVhQhUf5T+N/8Ah3r/AMJt4w/t7/h+v/bf/CT+IP7a/wCEI/4imv8AhCf7W/te+/tH/hD/APhXH/FAf8Ix9r87/hH/APhAf+KH/sj7D/wiX/FPf2ZXhZX9X/szLvqn176r9Rwf1b+1P7U/tP6v9Xh7H+0f7a/4V/r3s+X65/a3/Cp9Y5/7R/2z2p6+P9t9fx31j6p9Y+t4n2/1D+z/AKh7b29T2v1H+y/+E36pz831b+zv+E/2Hs/qX+zeyPoL9jn/AIY+/wCFyH/hSP8Aw9V/4TL/AIRXXP8Ak8b/AIfxf8Kb/sfztN+34/4eA/8AFiv+Eq3/AGb+w8f8V35P9pf8Ix/o/wDbVe3hfb+wzP2P1L2f1Kn9a+tf2b7f2H9pZfy/2Z9d/wBp+u/WPq/tP7H/AOFL+zf7Q9t/wjf2ueRifYe2y/2v1zn+uT+rfVv7R9j7f+z8fzf2h9T/ANn+p/V/b8n9q/8ACf8A2h9Q9n/wr/2UfJv/AAcMfsY/Dv4+fsbeI/jpp3i34q+Hf2s/gFL4a8f/ALF8fhL4x/F6HRr349fDjUvEHj3w/pnhb4AWXjGT4V+IPiFreg23i6G++JA8Av8AEPw14Ls77XtU8c6b8PfCWpSW3x+NznGcDZ5kXH2RewqZxw9m9HPMfRzKnVx+BxHBeU0aeYce4fE06lX22W5FheG8pr8RZpg8nr4B53mGT5blleOPxePWW4v67KsuwvFuV5vwLnVKVXIs+wWPy9rDVZZZWXEWeUqfD/Cir5thZYeSnmXEGPy7hbL6ubV54PK1xFmU8qq5ZmeOnm8LHwl/4Js/sUf8FQv2c/hd+378cX8dfFf9pv8Aap/ZLsoYf2jLj4gfFPRovhTpfxX8LXGvQ+Gvgh8A7r4i6/8ABn4YeGvgx4i16b/hXHh2bwt4j1mDV9Ft/FnxK8aeP/inqfjn4m6z95xPkb4Kz3ibLeBMwqZNWlmvDWdZTxPiKdDPcfm1bh3iXhrj7gfijM5Y+Kp4unjMw4d4azqvleXrK8reU+04ZyzC5bw/Ull8fiOG84jxXlXDOK4zy+lnOAyiWfZZj+FIVqmWZZB4/hrOPDDxByqdbK5UnicdxJkuIz7K894icZV8Xj8ZUzfJMNlOCwHC+S5f+m/w3+Dvi74qaX8EPEP7aXw/8N6p8eP2UfiBq+s/D34h+AvG3ieH4Y+O/Flx8L9Y+Hb/ALQHhrwNZ63pkmiyeMfBvj7xTpmo/Cv4raP4hk+FHje68WaP4H8UeNdB0vwR8c9cwrYnA/2n/rLk+CeRYzNsjzzJ8XkjxE8yXDeX51nmCxOa8O4HNa9OEM3wNd8O5NXy3iT6pgM9xOR1Fg8xwWVYnG8SZHPooYfF0sqxfDGOx884yqOZZLj8PmVSn9Sx+cx4extbF8P4vPcPQnKWCzXDYiMMZmuW4HHYzh7G4yOBzCFWpOEMswXI/FL9l+w+HXxH+Mv7UH7J3wg0zUP2yf2j7Pwd8OvEHxS+IXxR8f3Xwo8CWGheGB4Z0f4s+J/hnrPjq98PxWPw88N6PbQp4W+C3gzSvHfxU8QPofgjxN4n8MeFde8a/F/Qvm1hMXSy/E8M5PjnkGX8RZvmOZZ5n8aEcyzDJv7QoYR51mOS0MTUeJxObZrDJ8jw+Dyf65gOG8ZmOT8JYniStHLuG8lhS9ynWwFbG5bnGe4L+2f9WMtw2EyzI6NaWWf27Sw2cZ1i8uyjGY7DU1Rw0MNiuLuJak+KMfRzDPOGeG8541jwpg8xx+Yy4SzP3f8AZX/Z28Hfsl/s7/Cr9nfwNfahrGi/Dbw2mmXPibWIrOHXvGfijUL6817xt4/8QxafBbWEfiDx94u1XW/F+uxadbW+mw6tq15DptrBYJbWy/Q5hiMFWrUaOU5bDJskyzL8pyHhzJKWIrYulkfDHD+V4TI+G8kp4zEf7RjY5RkuX4DL/r2Kvi8bKhLGYyc8XWrVH4mCoYql9fxWY4xZjm2c5vnXEOe5ksNSwccwz7iDNsbnOcYynhKUpwweGq47HVlgcEqlVYHALDYCOIqwoQqPxb/gnR/ybbrn/Z0n7eH/AK3N+0ZXLQ/5Jjw1/wCzReD3/rseFzrxX/JTcd/9ljnH/uufkV+2x8MPDf7Zf/Bw/wDsCfAywsQ+hfss/sdfH744/tZXukalrtn/AMJ98Jvip4k0nwJ8Ov2e/iTDY3lvpHiDwJ4j8Z6Za+Ide8A6/Ff6Z4t8Jap4n03WtLn0G5u4JsfDxez4q8aOL/ZR+oZFwn4Z8F4etJ4eVLF+IT4nzbjfI8JiaMoTxcK3C2V4ijx7w7j8JPD0sPxHluEeMr1HRw+ErVxrUlHhHw24cpzpxzTiPjLi7O6NWNedPN8h4NwXD2BybiDOsojh5U61LCcXV41+Ac3zKc44nLnisHPJsfgcTUxuFzH+lxVVFVEUKqgKqqAqqqjCqqjgADgAcAcDNU2222222222227tttt3bbbbbu7t6tttxCEKUIU6cI06dOMYQpwioQhCC5YQhCNoxjGOkYrSK0Wmp+NP7Q//AAwz/wALt+If/Cy/+Hy//Cb/ANsxf8JJ/wAM8f8AESB/wpL7d/Ztls/4V5/wyf8A8Y/f2N9m8nzf+FVf8U5/aX23z/8Aidf2nXBl31f6vU+rfXvZ/Xs05v7R/tT6x9Y/tTG/W/Z/2t/tX1H6z7b+y/Zf8Jf9l/Uv7C/4Q/7NO3G+29tD2/1Tn+qZfy/Uv7P9j7H+z8N9W5/7O/cfW/Yez/tD2n/Ch/aH1n+1/wDhW+ujv2dP+GGv+F3fD3/hWX/D5X/hOP7WuP8AhHP+Gi/+Ij3/AIUj9t/srUPM/wCFhf8ADWn/ABj7/ZP2Xz/s/wDwtT/iQf2r/Z/2T/iff2TXt4D2/t6n1f6l7T6lmXN9f/s32HsP7Nxf1r2f9qf7P9d+r+1/s32X/Cl/aX1T+xf+Fn6geRjfYewh7f65yfXMu5fqX9o+39v/AGjhfq3P/Z3+0fU/rHsv7R9p/wAJ/wDZ31r+2P8AhI+vln9qv40+Nv2hP+CjfwZ/4JV/D34p+MPgt4Q/4Z38SftmftY+Ofhpr+q+B/jL4y+FWi/EvQPht8NvgP8ACT4maJqlh4m+GNv4/wDF95qmrfF/4ieAmsfiNpHgPRrLwv8AD/xx4Q8ReJpfE1v5WSYCjxLX48xuZRrVeG+A4cK5S8uw+KxWCqZ5x1xT9ezbL6ObV8FXw2Ojwvw7kOVzzXGYTCYuhS4hz3HZJkOdRx3CVPizIcd6uc16mQ5Hw28LCj/bPHuacQ5NgsxxWHo4qjw3kOS5TDE5tm+AwmKoV8ux3EebVcRPKMjWPc/7CpUcz4moZRmGLw2X4zCdZ8Jv+Cc37MXwG/4KEeD/AIzfsxa78Ev2fYPhz+y74l8GfEf9lP4I/CL4WeDPH/xam+Kvj7TG8M/H39or4jaHqMHxG+JWiW83wr1jRfBEfxA0HU3uviDpvjHxdpfxEbW5fiDo9/35NXr4Rcd1aUo4jKc5w/CWQYfJMvw+Gy3hLg7MsnxubZ/UxeDyLLaFPLMHxFmWX5nhcsyn6vSy6lkfB39pZXluW1cFm9WtS4s0wsMTh+EalSNanmuEzviTMq/EuZ1a2a8QcWZdHI8vyzF5HUz3NJ1s2q4TLsyzXL+I+JqizDGSzvPMRwtjuJqVXMMBw9jo/rBWBofzgf8ABdWXU9I/bF/4N/PE3hW6lt/Gdr/wU28L+GrEWt2LW9n8HeLNFsdO+IMIaCwvb+WwuNFt4rLU7eJRp1zaXbWOrFYbmG7ingiFJ+O3DvPLlVXwS+kdGvFctqlClw1ws1UqRbTm8JGtXdCbklQeIxDjOEqkpvDjSbj4LcWNTnGrT8SPBivgOW955xRzXiupkuH0nH3cZmUMJh6kVCvKdOTUcDjXH6hV/o/qjcKACgD8r/29f+CU3g//AIKIeNfhN4l+Ln7YP7YHgLwx8EPiR4L+Mvwq+EHwh1D9lbTPhV4Z+L/gYP8A8I/8Rb/TPH/7J3xJ8S+O9Yt5ZLiZNK+I/ivxR4Qsftmq2uieG9P0/UtXs7jmyvD1Mo4nwXF+GxeIqZ1lNTFyyHEYiOEqUMip4yjkscTSy/CRwsMPWqPFZLRzLDZjmlPH5zgMbicfDLMzwuXVYYCPRja6x2QZpwzUoUqWVZ7l6yziCjh5YmlWzzCLEY2uqOPxX1iWIp0GsTSp1cDl9XCZdXlgMnx+KwVbN8DQzI/S/wAI6Lqfhrwp4b8O6z4w8Q+P9W0PQ9K0nU/Hfi618IWfivxjqFhYwWt34o8SWfgTwp4I8GWuua9NE+parb+EfCHhzwxDfXE8eg+G9K0xbbTo/RxdaliMViK9HCYfA0q1WdSngsJLFzwuFhKTcaGHnjsVjcXKlTVoweKxVeu4pe0rznzSfDQpTo0+SpiK2Kl7StP21eOHjU5alapUhSthqGHpezw8JRw9F+z9q6MKcsTVrYl1a8vgX/gp7+xLq37bP7Pnhmx+G2tWPhT9o79nP4ufD/8Aaj/ZQ8Zapc3Nlouj/Hv4TX97qXhzRvFV3Z213dReC/HunXmq+CPFckNtdNp+n60viOLTr++0ezspfKjiMwyDiPhrjjJcGsyzPhbF4hYvJHiKOFhxXwfm8aWE4z4LnisQnQwkuI8qpRjgsXVdOlQzjD5W8biYZT/acJ+nSo4DOMl4k4OzrFvAZPxdlkstrZrHCLHV+G82o1JYjh/i/AYWUajljuHswUK05YeH9oVcmxGc5bl9fD4rGxxMPIPHXwutv+CvfwHbw9rn7Sf7eP7Df9h+X8Pf2nP2VfhZcfA34Y+NdC+JFrBZazr3gb4p+IfiJ+zf8TvF/jHwfqul6tBb6bf/AA98cf8ADO3x4+E2padr1tYeMfBWu/a5uvG5RleIxeAz7B5g+I+G8UsHjcmwGa5bg1lbq4VZksVgeL+EswwdSo85jSzXDYXingfjOOZ5Rha+DyfMMBldTDVsDxFjvOwGY5pSwWJyfMME8g4ioQrUsyx2V47G0se4TxcKGHzjgzinA4yDWT/2jkWNqcMca8I1sDmrq/21leLzWlmmBzPIsD9MftI/sN6P+05+xuf2KPEv7Qvxz8AfDvWfh5a/Cj4jeLPhXon7LugePPij8Ox4Lu/Bms+GPENprf7M3ij4a+CrHxLaXCalfH4K/Df4cXGi6la2Vp4Em8N+Go5vD0kcS0KfFeZ1sxzP2qpV80hnVbLqeKxdbDVs1w+dYDPcvxtfHZhXx2eYitl+ZYCniKTr5vUWMdXERzlZgpxcerh+s+GcFUweW06C/wBhxmV4SvLD0KMstyrG4bGZfXy7L8JgYYPLaWG/srF1MpoqrgatXD4KNGph60Myg8wlrfsM/saW37B/wO8Ofs8eGv2kf2ivj38NfAeh+H/Cnwt0/wDaK1H4I67rfwx8HeHoLu20/wAI+GfE/wALvgV8Itd1vQ44J7a0tIviFfeLr3RNL03RtA8KX2j+HbNdJb281znF51U+tZlGjiMznVdTGZvy1YY/MYrB5fg6MceoVlg69WksDPFVcwWEjm+ZZhjsyx+e5lmGKq0qsPFy3KcPlMsTDBVsTDB16mIxEcuqVIVsLh8bjM1zXNsyxuHq1aUseqmY4rM2quFq42rluDw2FwOGyfA4GlHFRrfZleSeoFAHxp+3P+w78Lv+CgPwb8PfBj4qeOvjN8N9O8J/Fn4afGvwt44+AfxBHw3+J3h3x78L9bl1vwtqOh+Lv7E12TSjFczS5vLKzi1zTpjbaz4Z1nR/E1hpGuwc8MNShn3C/EDliHieF81xeZ4XD08Xi8LhcfHH5BnfDeY5dmM8DXwuOWBzDKc+zHB4qWW43AZi8PXq4elmNPC18dQq6zr1ZZJxTkUXThh+KsjnkOOrywuExVfDYZ5plmawxGDo4+hi8vniaWKyvDONPMsDjsvq0va0sVga0Z6eUfF7/gln+zZ8UfFP7Hni7wv4i+Mf7PurfsXaT8TPCHwru/2fPHdh4L1bXfhn8X/DNh4U+K3w28eeLdZ8LeLPG19pnjvSrN7nUPHfhbxP4X+Nuk+Lry++JnhH4raL8UTa+NYurCShhM7zLN1hsFVw2ccJ4PgjOOGXl+Aw/CWYcNZPmWWZpwrlMsiwGGwmHwOVcHYrLKNPh7h7KpYLhiGUVMRwzm2R5jwvKnkscUoxyTDZMoxqVMv4mo8Y5VnePis64gy3idUM2o5nnNPMc+eaf2hjeKHmtatxlXzulmVTi2rCkuJp4+jUx9Kv0v7RmhaL4X+Ov/BLnwz4b0qw0Pw/4e/aP8f6FoOiaVaQWOlaPouk/sH/ALV1hpelaZY26R29lYadZW8FpZWkCJBb20UUMSLGirXVlWJxGM4v4lxmLrVMRicV4Ucb4nE4irJyq18RX8VPA2pWrVJttyqVZylOcnduUm27tsxxdCnhuEFhqXtPZYfizgShS9rWrYir7Oks+pw9riMRUq169TlguetXqTrVZXnVqTqSlN4f/BRH/gnD4e/4KVfC/VfgV8Vf2rf2rPhD8EPE+maTp/jz4Sfs+at+zt4X8P8AxAn0bxEPEenaj4r8UePf2bfif8SW8u8hsYrrw/ofjrSPBWo2un2H9q+Fru8W6vJfnMVk2Fx+LoYnMKlfG0sHjMFmGX4CtKjHAYLMMFSxtKnjIUqFCjVxlRvFrERpZpWxuFwuOw2XZlltDCZjhKOLPZwuaYjAYarRwMKOFrYijj8JiswpKq8fiMBj4YOnWwPtKlapSwlB08NVoTqZfRwuMxWCzDNcszLFYrK8TLBL6p/Zz+C19+zz8H/CPweuvjL8UPjfaeCtPtNC8P8AjT4v2XwbsvGtv4X0uwstM8P+GZ1+Cvwg+DPhC60/w9p1hBZWF/N4QbxJdx75/EOvarfN9rr6vN82xOd46vmeOhQeY42vjcZmeNpRqU6mZ5hjsxx2YYnMMTR9q8Lh685Yz6vGjluHweAhhqGG5cH9aeKxdX5vKcqw+S4KjlmBnWWX4Ojg8JluDqyp1IZbgMDl+EwGGwGGreyjiq9GMcK8RKtmOIxmOlicRiFLGPDLC4el7hXlnpBQByHxB8A+Dfit4A8cfC34iaBZ+KPAfxG8JeJPAnjjwzqDXC2HiHwh4r0a/wBA8R6HevazW90lrq2k6jeWM7208NykU7tbzxzKktcGZ5Zgc5y7F5VmNF18HjaMqNeEK2Iw9VK/NCthsXhatHFYLF4eoo18HjsHXo43B4qFHF4PEUsVSo1o9uW5jjcnzHAZtltd4bH5bjMNj8DiIwp1HRxeErwr4er7OtCpSqclWnGTp1oTpVFeFWnKm5Rf5Hfsh/8ABDD9lv8AY68V6Fe+H/2gP25PjZ8KPAesReI/gv8Asn/tF/tSeIviF+yH8DvEmneL5fGfhPxF8OvgNp3h7wp4Yv8AWvh9rkn9q/D7UviT/wAJvdeFfE8Om/EjSZY/izpmjeP4PoMBmuYYPDU/rGIeb5zRwWAy7D8V5vSo4niPB4PCZFiuHa9LLMTTp0MFk8s0yfEPKsdXynAYTEUslVXhzKq2B4Zx2eZNi/DxWWYKu8dh8NS/srJMylmU8y4YypvC5FmMsxz7B8QVFmMJOrmGYUYZlhZ4iphcbmNbCZpUxeMxHEeHzTGvDYyl4P4/u5/+H0fxV+Nn7MX7OP7PHxb/AGh/AfwU+Gv7KNpbeLfiFr/wO1fxDq/iyxHxw/aL+KPxN+K/w/8A2aP2gtZuNM+AvwzT9kzwN4fl8W+G49OtY/ixeeBPDvixPGOveFfh3rHkcGxxNPBeIOKy6hToYTiniOhl+ZYr3svwOXcPeH2SuvHOpJYSpLO8Z4oeIfEmN4FVLCVVi8VmnhDTxn1PF5Bwbx9xFkXqcVfV3Pw+weaTx8quRZJj8/yeksNQxNTMc7454kx+Q5NktCTxNPEZVlnBPCXBniNxtmmPxtWnkj/13yvLMJl2I4sz/ht4z9P/ANqf9pD4j/CD4S6N4R+HHwyPxJ/bM+L3hHUdL+DnwM8CalqviTwzb/EBdLsLLXfHHjf4jaj4S8PWngz9nf4S67rumXfjj4zePvD3hazvbGbw74U0Lw1d/F7xn8P/AIXajwcRZdieIP7Y4R4Vx06FTM8PjMC+K82wzwGXcJZLmFPNaGH4r4kjhsRmFPDY1YTB4/GZFwjgMbjc94rzbL8ZkXDDxkMJnGb4TbJsRhsuwuC4h4qwUatDBzwzxHD2VYqtjcVxFnUMPLFLhTIcRKhlmJqUcdiIQwGN4oxWFwGVcO5diaOf8RTy6g6GGqt/4JzfsX+G/wDgnz+xh8E/2VdB1n/hKtT8CaFeal8RfHbQzwTfEP4u+MNXvvF/xS8eyQ3Uk11bweJvGesave6RYXM802k6AdJ0P7RJFYRufsM9xuWYnFYbBZBhJ5dw1kOXYDh3hXLZ06FGpguHsoovDYBYijhpPC08wxz9rm2cvC2w9fPMfmmLpq1bXw8BTzSpXzrOuIMTRxvEnFOeZnxNxJjMPCEMPWzbM6ybpYeNLDYOk8NluCo4LKMLWpYLB/WsNgqOMr4KjiquIi/tuvEPRCgD8jtI/wCCRmhaf+3xpn/BRzVP28v24fFn7QGm+EoPhhHD4pm/YnvfhwPggniy28V3vwT07wZZfsR6cnhXwZrF3byWmra74K1Hw/8AFa4t77WNST4kxeKdS1LxFKuForhSjnlKh/wq1OJ8Ng6PE+KzbXFZ5XwGXZZgsFjK9TLHlkcudCvk+WZu8tyKGW5BWzjC08VisnrUqmMw9WuIJy4hp5bQqt5fh8jxma5hw7hstbjQyLG5tQx+FxeLwlLGvHRx+L+pY6eAjjM+/tTG1MBRy3B4vE4ijl+Xqn+uNMk/Fr4kfCu5/wCCe3/BQz4p/wDBQ/wz4a8W+If2ZP2yfAvgPwP+3JZ+DNI1fxPqXwM+Knwks5NK+Ef7WN14M0LTtQ1nVPhRc+DZtR8AfHbU/D1ncXnw7RfD3xj8SWcvw/t/iX4l0bPhnEQyqlnXA2YV6eFyDiLiB8W8G5xjJ06eVcM8Y4uhjo8XcOZ3jajhDI8n8QJPA5zlvEmYVJZRgOKsvqZJnuOy3K81yTF0NM9w9fOHw7xPl+Hq47P+G8vnwjnOT4DC+3zrijhLH4/D1sizTLMNRhLH8ScRcFZjT/seGQYd4nNMZwdmdKHDGWVsXkeIweL+g/iL/wAE9z8a/wBqD4RftX+Jv27/ANsfVtP+Efja3+I/ws/Z+sdR/ZFuv2VdLknjZY428AXX7I+par4suG0i71LSvDfxS8SeM9Y+OXgvSta1if4YfF3wzqdymqLvk9Cpw3m2YY3FUZ5nms8LnWT1J59SaxGU4bMKuc0auGymngVlkuH8Zg8LmlfI8RmGWLCZzneQUYcOca47PcorZtgsVy5jVw/EOVYXD4SvDCZbUWCx+Hq5JXvQx1enhsuqYPMcbOvUx9DiHDxx+XYPibLcuzlZjw7lvEtLC8Q5DlOBx2GwFWnzX/BQv/glX4D/AOCkmv8AwX1X4q/tWftbfCPSPgF498KfF34U+Ev2etc/Z08Haf4X+NPg+TXv7B+Ldp4s8Yfsz/EX4mjxXaW2tvZx2A8fr4JgSx0vULLwhba7Feavcc+VQrZNxNheLcFi8R/bOX0Mfg8sq1Y4WphsDluawymOb5X9S+rLDZll+byyfDTzHDZ3TzGOIpVMZl0pLJ8TWy59eZSpZrwzmHCWLw1L+yM3d84hRqYyjisxcMNmWDw0qmLp4tVsFPB4bNswpYaplUsFVTxP1itOri6GCxFL9Efhz4U17wP4H8PeE/E/xO8bfGHXNGtZrfUfiZ8RtP8AhnpnjjxZNJeXNyl/4hsPhJ8OfhX8Pba6ghmj0+FPCvgLw/YmztrZ7iym1Jr3UJuzEVqdepGdLC0MJGNDC0XSw8sVKnOph8LRw9XFSeLxWKqqvj6tKeNxUY1I4WGKr1oYHC4XAxw+Cp8eGo1KFOUKuLr4yUq+LrKtiY4WNSFPEYutiKOFisJhcLS9hgKVSGCwkp05YueEo0Z4/FYvHvE42p21YG4UAFABQBxXxJ8BaD8Vvhv8QPhb4pfUU8N/EfwX4q8B+IpNHv5dM1dNB8W6DqPh/V30rU4VeXTtQWx1G4NlfRqz2tz5U6ozIQ3kZ/kuE4jyLOeHsfOvDBZ3luOyrFzw06cK8cNjsNWw1Z0nWpV6MpclWTVPEUK+FqpulisNWw8q1GfpZNmmJyLOMqzvBxozxWUZjgczwsMRCc8PPEYDFU8VRjWhCpTnKlKpSiqkYVIVHBvkqQn75+Xmm/8ABE/9jnTf+CePij/gnG/iL48az8PvF1n8O4Na+Ofib4l6f4l/ahN98Jdb8N6r8HtT0n4ka74Ov9A8OxfCK18J+H/Dfwz8J6B4HsPh34O8K2UmjaB4LtRqOv3N39Jm2Y47M844d4goYh5PnXDPFGU8bZdmuWU6EsbX4wwFDA4PH8TZzWzSlmcs/wA64my7A08m4gzPOfreMqZD9TyHKq2XZPk/C2CwHh5JgsLk1DiDC1KFLPMJxLlWf5Dm+Bz6lSx2XVshzyrnOI/sSjlsIYfA4bKcox+c4vOspy+hh4YaPE08TxbmdPH8VZjxDnWN/SP4NfCPRfgr4LTwrp3iLxf441jUNRuvEfjn4l/EXV7TXPiP8TfHGow2kGseOPHGq6dpeh6OdVv4bGy07TdB8LaD4e+H/gnwrp/h34c/C7wX4T+GPhvwf4KsJxeKjiHShQweFy7BYWnOhgMtwMcQsHgMPPFYrG1KVGWKxOLxlepiMZjMXj8bjsfi8XmeY5lisbmma4/F5nisZi5vC4d4aEoyxOJxc5LDwlXxU6cqrpYTBYXL8HTtSpUaV6OCweGo1cR7P65mOIjXzfOsTjs/xma5tX9VrkOkx/ELxReHtelnudYtIY9H1R5rvw9Y3upeIbWJLG5aS50HTdP07Vb/AFDWIEDS6XY2OmX97dXy21va6dd3DxW0nmZ1ThVyXN6VXE5ng6dTLMwp1MZktPE1c6wsJYSvGeJyilhMLjcVVzOhFurl9PDYTE4meLjQhQwteq40pd2VuUczy6UKGBxUo47BuOGzSrToZZiJLEwcaGY162KwlKjgazXs8ZVq4rD06eGlOdTFUoRdY/Lv/gnZ+zp8QvA/7P3x48Bat+03+3/8UPhJ8UtX1A/A74lftweMdWP7bXhjRvEHga20Txf4ttNS8V/DD4c/ED4U6X/wkDm9+FHgD4m+CLPxz4K1DR7/AMV6jpFlY+JNP8O2vq51hKma8Hvh3H1IZRmOJhxFg8Lm/DONw1DiDLuFs0wGX0Mkljs2wNbH4KpxbhcxfEPEmAzONXF5lluR5xwlw7xEsHxHkObcMZf5uV4qOD4txHEGDhUzHAKWR4zF5Xn2BqrJMXxXl+Y5tLPI5Vk+Ip4StheEcRlkOG8krZdChgMtx2d5ZxVnWQYfEcP5vlvFWZ+oav8A8E9v7X/Y2+Hv7Hn/AA3T/wAFDNM/4QHxNpniX/hqTSP2nPsf7ZPjX+zfFWueJv8AhHviF8bf+EEl/wCEl8M6h/bP/CP6npP/AAjVp9q8K6boej/aI/sf2l+rF4z63xFwlxD9VweG/wBVMfk2O/sTCUPY8O8Sf2RkFfI/qXFuW88v7ZwGa+2/tjOcN7bD/Xc/p0My9pS5PYGGEwv1PKeJsq+s4vFf6yYfMMP/AGli63ts2yH69meEzH2/DOM5I/2ViMF9V+o5fU9nW+r5ZXxeE5Z+19ovcPGH7Mv/AAmH7T/wZ/aa/wCGiP2nPDH/AAp/wf4s8If8M/eD/i1/Y37MHxS/4Siz1O0/4Sr4zfCn/hHbn/hOfGHhr+0ftXhPXP7d07+yLyz0yf7JP9n2tx4D/YMx4jzH/fP9YciyvIvqOP8A9oy7I/7MzvE5x/bXDmG9z+y89zH6x/ZWaZjz1vreSUsNl/sKfs/bPXE0frOV5Dlfta2H/sPNa+a/2hhp+yzTOPbZfg8B/ZufYu0v7Ryqj9U+u0MH7Ol7PMMRjMT7V+19mvjjwZ8DPiPf/wDBSD45/GD4aftP/wDBQWLwPr3gvxF4J+M3w5+Ml1dWf7Hfw68USeEPBemfDZ/2I/hx8Vvgjpmlav4xs7ywl8feJ/i34I1P4i/CAXieJvBHjK61vxF4kvPDul82SUq0eHeLcE8XiFgM2jnNDKc4zCGDnxplvGMuLJVoY7h+nmODr1cFwvwxkks9yynhs+yhcM8SLOOAcw4djxTTyDiHHYDqzirCpnnCuJhh6f13J5ZdPMsswX1mnwlmHB9Xh/F+2wueV8FiqUMy4qz3P45Dj4V8sx9XiDh3B5dxplmc4rhilmnDmU5l61+zL/wT7P7OH7RHxY/aZ179s39rz9p3x/8AF/wpp3g/xJbftLaj+zFr+gaFpGkarBq2jWXwzT4Yfst/CXXPhT4e027OqXR+G/w+1/QvhFqmr65rPizxH8PNU8bLpHia09DAVaOW5RmOT4bBYblzPNqWc4vMajxVTN62KovM/ZUMTmEsV7XMsvwizTGQyXLs1+u4ThnD18Zg+D6WT4PMM7oYrkxlGeNzHBZlVxOIjUwGF+pUMNSdKOXQwssNQoYmOHy6VGeEy7E5nLBZZis+zPKqWDzfiLFZTkNTiXMMxhlmBpx8L8Rf8EgdB139ve5/4KPWP7fX7dnhL9oiTwZefCq0l8K3v7FFp8PbL4IXHiXVPE1v8FbjwNqX7EOraf4p8FaVfakx0zUvHM/iT4ixT2mia7cePLjxdpOleJYsuGZy4XpZth6D/tTD8RY7KMx4ow2bXnQ4ix2T0MpwmExWMp4B5essxLwWUYfASxfDjyjGUsBXzXC4PEYenmWaqvpxJBcTRylVnLLKnD+HxdDhytlcpRqZHPF4fPaNXE4aOYPMaWY1FU4hzTGwoZ9TzTALGV6M5YOVHB4ChT/X2pLCgAoAKACgAoA/PT4E/wDBMn9mn4A/tL/tM/tT6HffFPx147/aX8deJviHrXhr4pfEC48XfCv4XeJPHOgaJ4c+JV58FPh4dL07RfB1/wDE3SPDmgaV418TaoviDxtf+HNI0vwPY+KrH4fW48JniwuW4HDcH4rgqeGhjcsxsuMaGLxeOc6+cVci4z4jr8VZ3wnTzHnhUwPDNfP6886xOWZdHCyznOIZbnXFWIzjOsp4fzLCaY2ticdxTheLZ4rEYfMcBl3CuBy+hg6jwuAweL4TyivkmUcQU6FK1SvxDSy3EV8HQzTGV8RUyjDYvOcNwzDKcNnvFVHHan7CP/BOv4L/APBPf4fWXw2+FHjn4zfEPw94atPEvhz4Yr8a/GOg+KJfg78MvE3jfUviHqXwl+F9p4Z8GeB9H0TwfN4w1W51nUNW1PStX+JfiW2s/BXhjxz8QfEHg34d/B3w74f9ueZ46vlmX4DGYh47FYXLOHcszHPMTTorOuIo8L5Msh4fxWeVsPToYSVbK8pjLCYTC5XgsuyijUxGZ5lSyyGc5tn+Y4vmq4fDSzTM8xwmFwuV4fMc2z3OoZJlOGoYDI8ux/EePo5hnUstwdGn7WnQxmJw2HrU8JisRicNgayxuLyylhcfm/E+Mx33vXCahQAUAfAH7BGm3us/sneONH03xDq/hPUNV/aO/wCCgWnWHirw/B4fuNf8N3l7+21+0lbW3iDRLfxToPibw3cato80iahpsPiPw9rWgS3kMMes6FqOnG50+SJ0amI4P8O6FHF4jA1Kvg/4PwhjMLHCTxOHk/DHhe1WjHHYXGYWU10WIwtal/NSZq6tOhxfxnXq4ajjKdHjfNKlTCYmWJjh8VCE8LKWHrywmJwuKjRrRi6dSWGxNDEKEpOjXpVVGovDP2fP+CRegfs7/tn/ABK/bs0v9vH9uX4k/Gv41WXhfRPjcnxVv/2M9Z8GfFHwj4Qhhh8NeCtR0Hw1+xX4QuvAPhrSRbWzWlp8G9W8AXsRhEaaiIJr2GboySdHIMvzjKcFhKE8uz3Nauf5rhcTLE1ZYvP/AKpnmEweb1cbHEwzB18qjnmKeW4X63/ZdKjSy3LK+X18lwOEyyHHm1Kec43KcxxWKr08dkmWrJMrxGHWHpwwmSVMxyvMcflVHBSw9TARoZvXyulPMsQsJ/aVWviMyzKjjqOc43GZnL9cqyNwoAKAPyv/AG8P+CRX7PP7e3xc+FH7ROsfGH9qr9lz9o34QeHNW8DeFP2jP2MvjfJ8FfjFL8N9YbXZ7/4dar4hufC3jGxl8MS33iHVtQzYaVYa/wCZfX2nvrr6FealpE3BhcB9QzbNM2y/G4/AyzzK8PlOf4HC4qVPLM7oYLHYXHZbXzLCcslUxWX1sLBUq1GdJYunHAxzenjp5PwxUwPXiMX9cyrLsoxuFweLoZNnGLz3JK+Iw6ni8nzLMMs/sjNa2X1edRpPNMBDD4bFTnCpXp0aDo4GthqGMzqliuN/a/8A2fPgb+yN/wAEqv2n/hL4S8Ead8YtV+JPhCLwZFe/tQa1ffG/xf8AtG/tT/Fi58J/B74QeNv2g/HPxN/4SbWvir4y1H4gXfw3t4dT8QPLaeGdB0Dwv4V8D2XhnwJ4V8JaFpufG0KXF9DKOF51Mv4WwGe8RZVkGXYjK8DGjgPD7Ks54jrZjxTxvk9KddPB4ngbKMTxL4lZjxHmGNlj3jMqzXi/ifOcTj5ZxmtTo4On/q5mWN4sxv8AbHE1fhzhnH55n8q1ajWzni3KeCuEsbOlwpUm4YbL8Ph+J8JgFwthspwuFw2QU62c1sNhMl9li62Cq+p/8E1H+IPg/wCAHgH4T6P8HPg74J/Y9+Cfw30j4Y/s1fGbwz8fPiB4t8efG3wL8OI7HwpoHxZ8Q/CfxV+yv8J9G8A+GPiTo2mXnji08S2HxW8dW+uzXEOueGJ/EfgDXdA+Jd59lxRm6zCpm3FPEOG/1Tx2Nqf2ouFq0oSwvCPDcZZtHA5Tm+PxMcqnktfI8iwmQvDZDWyqljMnyzE1Mm4rw/DXFeSZvwpT+M4by2tltHA8P4Cqs9WCp1cHnmfxhPDTzrjuc8BW4prZFl1GjiKWZ5RieLcZxRg6OdUq+AwWYzwGFzbhXK8bwrnOVZjT8U8PfDO7/wCChn/BRD4E/tr6j4Y1rTP2TP2FvB/xPsf2UNb8UaZqOhXH7SP7Qvxms9K8OeM/2gfCPhzVLa01Of4FfDjwDop8OfB/xxrVnFp3xa8ReJtT+Knwva9+F+meCfHviHxeHMNXyWtxXxbmeFqZfn/EeSYPgnhfJsdh5Us+4a4VoZpm2K4zz3OsNWhSxvCud8bYlZZw7hOF8XGGeYXhTLc6xPFeBwM88ynLafvZ/XhmGEyzgzL6sMRlWWcR4firjTMqLhVy7OOI8lji8Nwlwxk2JUKizLCcJ4ipieJcz4nybGRyTHZpjsFw1RlnEcuzathv2arIoKACgAoAKACgAoAKACgAoAKACgAoAwtV8LeF9e1LwzrOueG9C1nVvBuq3Wu+D9V1XR9O1DUvCuuXuhav4avdZ8M315bT3Og6reeHtc1nQLrUdLltryfQtV1fR5p306+vreV026VWpXpN061XB1svq1qbcKtTL8RisBjcRgalSLU54Ovi8sy7F1sLKToVMVgsBiKkJVsNh6kSXv0nQn79F1qGIdGXvUniMN7T6tiHTbcXWw/tansKrXtKXtKns5pym5btIAoAKACgAoAKAPwo8Af8Ex/jx8Ivjn8Lf20fhzB+y1b/ALYvib44/tman+1d8QNZi8etpHi79n/9pXxhe6r8OfDlj4j0jwLpnjv4var+y/ovgr4K6d4D+HnjHU/AXhPVrTSfiFomjeOvA7a9H4nJwkocO0skyqXtaORYvwzwGSceYXB1nWq5l4kS4w4b8ROIuKssp140KFerm/EFTj/hrL+IMx5MyynhjPsgzGtkmZUMk/1IrnEk6uePiHG040I5jQ44yTOeB1i4Sr08Fwnw3wBnnhhleTZpjXN4jAVc0yXFZVxvxDgMlovK8TxlhcXlFCUcLWo8VQ/degAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAMLw54W8L+DtNk0bwh4b0LwtpMuq69rsuleHNH07RdNk1zxNrupeJfE2syWOmW1rbPqviTxDq2qeINe1Fojeatruoalq+pT3Go3d3dSNNqlhqCbVHB4PB5fg6KbVLC5fl+FpYLL8Dhqd+Whg8DhKFHCYPC0lGhhsLTpYehCNGnGLH71WvXl71bFVp4jE1nrVxGIqW9piK9RtzrVqnKuerUlKpKy5pu2u7SAKACgAoAKAPhj9tT9kl/wBsnVv2Xfh9470L4XeMv2bPA3xvuvi5+0f8N/iXp1z4jt/inpPhX4WfEbSPhZ4Dg8EXnh7V/CPivRE+KXinwv498UweMru20+3t/BumxWWmatdXjxQcKy7BYrOVjc2ovE4PA8KcYYbJY0qsoYnA8aZ/TyjhzAZ5FOKhTjlfB+a8e/U8fTqPH5bxJieHMZgMO5wq5lhd62KxNPIcyyzLpuhjc5zThWhjsXKrWp08Pwvk+e0OLM1o4aOHnGriMxzbOOHOGcklhq9SGWT4bzDimrjJV8TRwGW4iv8A8E7f2ffjr+yj+zroH7N3xa1b4V6p4N+CjX3w2+ANz8O7zxpq+v6j8FfD/ibxO/w81r4m6p4o0bwxZaV4w/4Qa+8I+FNS8CeGNC1PQ/Dup+FtX8QWnxN8UWfiuy8PeHvcrZhisyyvh3EZ1XqYviilw7w1lvE2Mg08Dis0yPhXh/h/F47DVqn+1ZhXzzMMozDibG5jiqWBnGedUch/syrVyavxRmvDLD0qGecU1MupYfD5DmXEnEWf5LhaeHhha+Cp8S8SZ1xJicsng8O3gsJgsllm1PJMqo4SdSNbBZfDMqrwssYsnw33fXCbhQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAf/9k=" 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "朴素贝叶斯算法是一个典型的统计学习方法,主要理论基础就是一个贝叶斯公式,贝叶斯公式的基本定义如下:\n", "\n", "\n", "\n", "这个公式虽然看上去简单,但它却能总结历史,预知未来:\n", "- 公式的右边是总结历史\n", "- 公式的左边是预知未来\n", "\n", "如果把Y看成类别,X看成特征,P(Yk|X)就是在已知特征X的情况下求Yk类别的概率,而对P(Yk|X)的计算又全部转化到类别Yk的特征分布上来。\n", "\n", "举个例子,大学的时候,某男生经常去图书室晚自习,发现他喜欢的那个女生也常去那个自习室,心中窃喜,于是每天买点好吃点在那个自习室蹲点等她来,可是人家女生不一定每天都来,眼看天气渐渐炎热,图书馆又不开空调,如果那个女生没有去自修室,该男生也就不去,每次男生鼓足勇气说:“嘿,你明天还来不?”,“啊,不知道,看情况”。\n", "\n", "然后该男生每天就把她去自习室与否以及一些其他情况做一下记录,用Y表示该女生是否去自习室,即Y={去,不去},X是跟去自修室有关联的一系列条件,比如当天上了哪门主课,蹲点统计了一段时间后,该男生打算今天不再蹲点,而是先预测一下她会不会去,现在已经知道了今天上了常微分方法这么主课,于是计算P(Y=去|常微分方程)与P(Y=不去|常微分方程),看哪个概率大,如果P(Y=去|常微分方程) >P(Y=不去|常微分方程),那这个男生不管多热都屁颠屁颠去自习室了,否则不就去自习室受罪了。P(Y=去|常微分方程)的计算可以转为计算以前她去的情况下,那天主课是常微分的概率P(常微分方程|Y=去),注意公式右边的分母对每个类别(去/不去)都是一样的,所以计算的时候忽略掉分母,这样虽然得到的概率值已经不再是0~1之间,但是通过比较大小还是能选择类别。\n", "\n", "后来他发现还有一些其他条件可以挖,比如当天星期几、当天的天气,以及上一次与她在自修室的气氛,统计了一段时间后,该男子一计算,发现不好算了,因为总结历史的公式:\n", "\n", "\n", "\n", "这里n=3,x(1)表示主课,x(2)表示天气,x(3)表示星期几,x(4)表示气氛,Y仍然是{去,不去},现在主课有8门,天气有晴、雨、阴三种、气氛有A+,A,B+,B,C五种,那么总共需要估计的参数有8×3×7×5×2=1680个,每天只能收集到一条数据,那么等凑齐1680条数据,大学都毕业了,男生大呼不妙,于是做了一个独立性假设,假设这些影响她去自习室的原因是独立互不相关的,于是:\n", "\n", "\n", "\n", "有了这个独立假设后,需要估计的参数就变为,(8+3+7+5)×2 = 46个了,而且每天收集的一条数据,可以提供4个参数,这样该男生就预测越来越准了。\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "朴素的概念:独立性假设,假设各个特征之间是独立不相关的。" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### 朴素贝叶斯分类器" ] }, { "attachments": { "4.jpg": { "image/jpeg": 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" 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" } }, "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "讲了上面的小故事,我们来朴素贝叶斯分类器的表示形式:\n", "\n", "\n", "\n", "当特征为为x时,计算所有类别的条件概率,选取条件概率最大的类别作为待分类的类别。由于上公式的分母对每个类别都是一样的,因此计算时可以不考虑分母,即\n", "\n", "\n", "\n", "朴素贝叶斯的朴素体现在其对各个条件的独立性假设上,加上独立假设后,大大减少了参数假设空间。" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### 在文本分类上的应用" ] }, { "attachments": { "10.jpg": { "image/jpeg": 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" 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" 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a01VxeCp4ONTFLkxjrYDDYDMMTha8cqx+ZvJIZvB4ergcJnc6EcRgMrzP2eIlicrr51RjiXkeIx2Ho5dmmJwWOy3BY2rm1OGBn7b8O/2kbT4wfG/4k/DP4X+CtS8R/D/4MXmqeDPit8dLrV7LS/Bdp8bLIaNcT/Bf4d6X9nvtX+I/iHwhp2oPc/FrxLEuieBfAusz6N4B0zxJ4r+JNv8AE7wj4W58tazHK6ud3jQyyvWxOFyCtKcalfiKrl+bY/Js5x+Bw1OTeFyLKcyyrMsoqZpmFTD4jMM5w0qGR5bj8ojjM+o746CwOKw+W8yr5l7LB43NMNT/AIOSZdmGWf2jlkcxxLk1/beb4bFZVmeW5Hh6VWcOG8XPPc8x2Ve34UwGcfQNl4h8P6lq2t6Dp2u6Rf634bOnL4j0ay1OxutW0BtWtDfaSNb06C4ku9JOq2am804X0UJvbQG5tfNhBkJTaq0qtak1Vo0MbWyyvVpvnpUcyoYHLMxr5fVqRbjTxtHL83yrH1sJNrEU8DmOWYudNYfF4WrUif7urChU9ytUwlHMKdKfu1amAr4vMMBQx0KcnzSwlfG5VmWDo4mKdCpi8BmGGhUlXwuKhHXpgeQfAr4r/wDC7Ph23j3/AIR//hGtvj74y+B/7K/tX+2M/wDCq/jN4++FP9q/bv7M0r/kYP8AhC/7f+w/ZP8AiV/2h/ZH2y/+yf2pNVNc+XcPY+9v7d4R4K4p9lv9V/1s4Ryfif6h7TT2/wDZ39qfUfrXJS+t+x+tfVsP7X6tCFK+IzShb/kXZ3n+T89/439i55mWT/WeW37v619Q+s+xvP2PtfY+2q8ntpev1JZ5f8ZfGfjz4d/DfxD42+HPwm1b42+I/Dv9m6gfhf4c8S+HfDHi/wAU6DHqtmvii38EX3iyax8L6h41svD51HUvCPhnxNr3hfQPFOv2+n+GNV8deF7XUJPE1tzYnFQwapYjEUcXUwMarWY1MBhqmPx+Dwjo10sdhsqo2xGawwuJWGqZjgcDKecPKP7QxOQZbnfEFDK+Fcf1YPC/Xak8NDE4XDYmdKp9RePrLCYCvjEr0MJi8fJThltPF8sqNPH4inLA4fEzw8szr4TLXi80o1fgX8cfhf8AtJ/Cfwj8afg74jHiXwL4ytbyXTbybT9R0fV9N1PSdUvtC8S+FfFXhvWbWy1zwj408F+ItM1Twr438GeIrGx8S+E/Fmmax4Z8RaZZ61p99Zr6uOwU8DVpwdfCYzD4nCYHMsuzHL8TSxmWZtlGZ4Ohj8pzjKsbRlKjjcszXAYjD4/AYulJwr4WvSnpLnieVhMWsUsTTqYbF4DG4DF18uzXKsxoPDZplGaYWXs8ZlmZ4Ryk8PjMNKzlFSnQr0Z0cZgq+IwNfD4ufrVcZ1hQAUARTTQ20E1zcSxwW9vFJNPPK6xxQwxI7ySyyMQqRxpGzu7EKqhmYgA558XisNgMJisdjK0MPhMHh62KxWIqvlpUMNh6c6tetUl9mFKnTnOb1tFN6sulSqV6tOjRhOrVqzhSpU6cXKpUqTkoU4QjFOUpzlaMYpNuTSSb3/B34bfGX9vz/gqX8Gvjb+0/+x1+0Va/sm/Bq11n4w+AP2EtD0Hwt8J7nXf2iNY8DeIbjwLF8d/2oPiJ8cP2bf2pLfwp8INa8YeGdZuPh78Nfgj8JtE8d/8ACIzXupeM/ibqmp6jommaM8Lg89wmS5Ln2aQwtLOuJnw7xDlvCWZUMT/ZXDHAWPrUq+H/ANbqWDrZbnud8bZ7lFV8QV8mynPeHckynAVMn4Yw2e4rH4vH8c4freKyinxTn/DkqE8TlHCmPr5Dnme4Sup5pnXFmV0sRPM8JwpVWJnk+V8KUcRicPkVbNc2y/PM9xWaYPE53Sy3KsNgcTwjmX7BeONQ/aI8PfCXTLn4Y+DPg/8AFj4121l4Zt9W0T4gfFLxt8B/hbq+oGG2i8XatZ+MPDXwV/aO8TaFbxyi5vfD2hyeBdYe5RrfTdS16yKyaoezNqlF5pVeR4WSyirmeM9lHMsZy5hg8mcMdUwMn9XwVWjmGYRqRwGFxNJzwWHdKpjMfTxLqYejl1fx8ko4qnk2EpZ/jFXzqhlWAhisRgcLB4PH5zBYSnmE/fqYOWCwdVPGYqhUp4arP2kMNhHgqVOtVxNH5l/4WP8A8FXP+jLf2AP/ABZ3+0t/9J5rI6jzj/goh4r/AGgdO/YGOva78ePgd+wt4tvPF/wktf2hviDD8YviHrOheFvhDf8AxC020+LngL9nj4xWPwi+HvxG1f41fELwk8/g74L6loHwt8M/ETU/HesWGh/D6HQfHs/hbxha82Ljgf8AWfgCjUr5rmGQ1OK8nqcQ5DlmCzJcWcXYbD5Fm2YVuDuFMBkGNr5tjsdjuIMNgqajleIhmOP4Xwea4uWBjKriMie2Eq42nkHGeKjTyrAZ1huHM4XD+c5ricBU4S4Zx9XNMLl+W8VcXY3PcNhcqwGU4LL8RLFYupm9Cvk2XZ3WwWHxlTHZdRljKv5l/sYfEb4qeJ/+CnH7ef7FHwr+MH/BQH4L/s9+Mf2Hvg9+0L8D9T/ag8beL/iZ8ffhj4wf4k6z8M9b+JPwn039uK+/aJ+K/gPwp8RLa1+0n4dftF+GfD/ijStZsNW1Kb4OeH4brwvr0vnYv+08T4Q+N+PxeNhh8z4N4+4co5BUwUso/tTLskzfw2zPifF5LmWbZI6kcTheIv7Cy/H0oUsznxLwzk+b1MBQx/CviGuJMLhOXF43BZZ4geGVHCYKpicDxB4b8Z5hnVPGvNqWBzPOOH/EDBZHgszwOXZo6csHXyaOe43LHiIZfRyXP8blWHx+IwnE3CKyHMsVX/4IlfBv9q34y/sL/sw/8FC/iF+33+2f8d/jZ4f+E37SvhfwB+zx40+NaRfsxfEXUbbx/wDGfwx4OuPj3oGv6V4g8Y/Fbx6mux291afEzxD8R7KTw3p8HhbQPDWj6P4a8OR2dx9Jx0sy4f4e4jx3DGBw+Y8T8UeDfBWJy3DYujRnluVZ7PgfhrPcmqcK5fLkpZVmONxGGw9LiPN8xr5nmXEWZZlxTjcdjKGTZhlHDeW74XAYHFcd5xw7nea47A8P8GeN/G+X18xy9Ro5njsnwvEOYZDmizmVPD4iljcvpYWVfE5Jw9gcBhclyKnhsojleVyzzDZjn2P+Kvh5+0j8ZvHfwf8A+CeE3wB/b7/ap1D/AIK0/GP9qrRfhD/wUZ/Z00r46QfE34g/DPwLP468d6R+1fqGt/sMfGzRPjF+zd+xx4b+AeoeGdMuPAPxQ079m3wb4d0rwta6ZpUGs69beM5ru/6srwuWY3ivgzL+FsZVx3hzm/hz/rFxdnyqUs2/snEvgbIM6hxBjuIs9w2Y5jk+Yw48xT4dfBGExmWYzMqmc4jhXLMpoSy3LsPhOLN8Tj8DkfH2L4ry7D5Txvl3Eiwnh/w/g44jC4PNMRic9xFDhfIMpwWUYx0OJ+GM18NatXiLEcZ4yvm+FwWKwWB4x4l4qliaOaU8X+rP/BZlP2nvhvf/APBJ/Ufgl+2z8evhhe+J/wDgob+yz+zp4603S4/h5Z+EfipZeMNI+JM+rePPi3pHgbwZ8PNc8Zandv4bj/tT4aWvivRv2etZN3JJqfwaluLHRJrbzsii8z8X8twbksHlOe8EeLWIllGGisRg8jWS8K5hmrxXDtPN/wC1KUs6WHxEcPk2a8XUuKaORZjl2RZxhssryhxPgc36cdTeE8K+NKzqTxWacL4PhDMaWcYj2dHHZzWxPiBwNw0sNnM8sp5dLC4CpUzKeOzGjwnPhzF5hhq+bZNLH0cJissq4Dzq/wDAXxf8A/8ABavQ/wBhrwj+2R+1y37Pn7R3/BP7Vvj98eNG8a/H34h+P/Guq/ED4e/Hq58K6lq3wN8deJNen1H9kS5+Klh4quNM+IMP7NVt4D8PaL4aVLH4EeHPhZ4q0f4Z+OPDi4XdDOF4s5PjcJT/ALH4JfAPEHDGDw+KzWlmODrcTwzjIauSY7imeY1uKc94by/+x8Ln+Fwed51jM7xXEtDD1M44jx3C2L4u4SzZcQwxWWZf4W59hMdP+18/4j424QzzF18DlFTB4+hlGQZTxZSz2PDscvp8L4PP8TipSyio8LkcOHcHw9XxmFyXhvL84nhM+oH7O/xM/ah8N/s9/wDBdj9n74eftdad4S8RfsgftJ/E7wf+yx+0r+298VPEPjfQPgF4C8a/Bj4efFSwg+K/xn+JbeO/GHiDwj8H77xX4hk8OeNfirqHjvVdL04aTb+IxrHhvSYfD58LF4vFcQeDvC2dYjMsFkeZR8RONPDjOs8w+Hp4HFZrw5wf4qZXlbxtOll0cJB8aZzwrnFTh/AVMuWCq4/iSnlWKw1XB4vEKpS9ijDA5X4sZ1lkcsxeYZTQ8NvDvjGjk0amLzCjHiHOOAs+xeNxVWOKxNWvQyOeaZLgs2zvBUa8MBhctWa1sLhacqmIlPwn9nP4x6j4Z/4KrfsL/Ab4K/FL9v3xb+y7+1/+xd+0VpHxK8SftQ/G/wDa21fwf8aviH8LPCXhbxZB8ev2abX9qH4p6v8AtA/C5ydcuLAePvBXhX4S/DnxXo2seHPEfwR1nxXo9jca3a/YYPCUc9zr6QOS4nLcfkfDuB4J4W4i4V4dzCdbLeNeGlmPiViuEq9XEZlhcRT4t4br/wBm4/H5BXyXiHMcBxZh89ybFcQY/JaGHXAvEmI+NxmYYrKst8EM2WYZdnXEGZ8bcSZDxRxDlKw2N4L4geF8NIcVxpZbgY4ePCPEGXrM8qweeYDOeHssxPDdbJ86jkWXZzViuKeG8Pxcfwx+KfwK/wCCifxO/wCCTPxO/bq/apvvhv8AtoeO/hd+0X+zF+0x4q/4KF/tfah+0D8KPhr8PI/GOv8AxF/Yh8J3lh8Y5bnwr8QvFp0zUIfht4o8TS6LpvxG+EFx4u8UeM9U+J/xU+HPgDwPH5PCNuIsDDIc4nGedeFvEec8TVJ5bJ4bH+LHD8uHsthTy/NKmEhhMPRhwXRzjLcy8Tsiy2ticZSyPHZZxXw1wlwVHO8o8Tcs9jiuTyevDO8rrU6eX8b5RlfCtPLsRh6uIoeG2d5jn+cVZcRupiKleWIwnGFDhrHZR4XZzmzpRw/G2T4vhDH4njHLafHfD2Zf1jQJoHw78FQx3OqX1t4Z8DeGI0uNZ8U+JNd8R6pb6B4b0krLqniTxd4q1TV/EPiG+isLB7rWPEniTVtR13VLgXGq63ql5qM1zdthn2dUMDhM74kzWVHD4bCYfMs6zKWEweFwmGoUKFPEY7GSwuX4Glh8JhKNOnTqOhg8HRo4WjTUKGGpU6MIRNsoyurUlleSZbDE4qtOWByvAU6+KxWOxuIqylTwmFhWxuOr4jF43E1pqKqYrGYitisRVlKtia9StOdV/wA0X/BJ/X/+CkHxC+Af7Uv7a37PfwE/ZE8SXn/BRb9pf49/tEeAfi1+0l+038dfh54q0DwNba3e/CL9nrTvEXwK+H37G/xOh8X+AvAngXwD4f1bQtJsv2gfCGreK9D1O+0pNU8KXM8fiuX0MvyvM8h4F8MuEM4eHyTMaOSYPjDi6rhYVOIJS4k8Sc0fG/Fea/2fLF8P0f7RrZbmuAwODyrD5wsswlPBZZThj6dCFXLaeWOxuV5p4g8f8Q4GTzzK8Lm2A4HyV4erDJaWP4Z8N8vjwxl+Hw+cSw+fOpWxWY0M6r4/iGpkvJHMsZjIYTh2rl2CwSxFDWv2UT+xt+1j/wAEkf2LNY+Ld18Vte/bC/4KD/tnf8FH/wBrP4m6n4d0/wAEab8Y/j/8JfgheeOtFsNC+H9nrGuw+HfCOleL/EXhPXvCngu+1zxNdaZP4I0nxDdeKbrWNLtJC+DPZQ4hyTIsD9alkvgZ9HvimhlFPMa1LFZlm2dcb5/heBp8S46vhcJgcJTzHDYfi/jvFOWEwWGjhsBmeByqm68aWZ4/ELiaGNxnBvG3FOaToVM4468UfBfhfMHhaFRZNk3B2V43NOIMq4PwMMZVxdbDZNho8AZDl1DE1q1THZjnFavTlPDZfnOJyun+o/7Wv7WHxn1b9rn4P/8ABNj9kDWPCvhD46fE/wCFHjL49/Gv47+L/DcnjTT/ANmX9m3RdXi8C2Pi/wAI+A3ubTRPGfxq8f8AjbU10j4T6d43uZ/hzoN1omq+K/iF4V8XaBDD4I1LzMpo4niDOM5p08TUy7hjgmnk+K4zzbDQoSzbMMxzt4uXDvAnC0sZhcXluEzjNaWDrZxxBnea4fF0+H+FKMq+W5DnOb5jhpYTrzGrTyHKcjx8sJQzLOOKc5xuVcL5ZjZ4iGUUqOQ0MJmXEXEPE9PA4zA5xisiw+Fr0cowGX5Ji8Dis2z7FxwlfifIKeG+tVvpL9lT4a/tYfC69+Ouh/tI/tB3H7Q3hK6+I+m337O3i3xXYfCq3+L+n/DQeBPC9prlh8U5fgt+zh+zN8NYdQuvHNt4i1Pw9oXh/wAA61faJoV1EmtfFLxNLdWmlaR6NOtTqZPgoYrC4ahnNLMc9jiauA+ufUq+SPG03w48RPG43ESxOdfVliKubV8Hg8qyyjTrZfk+Fy7F4nLsfxXmfFWpzjm1WphsRWqZTLJckpwpYpYeOJjxDDEZ1Vz7EUqdDDp0Msnh8RkuBwFKvjsdiK9XAY7Naiy+OPhk+H+uqwNj48/ZemhtvH/7etxcSxwQQftdzTTzzOsUMMMX7KH7KjySyyOwSOONFLyO7BUQFmYAEmMPiMPhOA+EMViq9HDYbDYbxRxGJxOIqwo4fD4ej4/+NVStXr1qko06VGlTjKpVq1JKEIKU5yUU5E+zqVuIuIaNGnOrVq4jhCnSpU4SnUqVJ+G/A0IU6cIpynOcmowhFOUpNRScnd/nB4H/AGwPjx+3T8OP2jP20/BH7R2r/sI/8E9/gBJ8WrX4MfEvwx4F+Cfjb4l/tTW3wbOqxfEP9of4g6t8a/h38XPC3gb9mGLVfD+s+Gvh/wDD3wB4Q0b40+N00vWvHl/8ZPDVhdeHfBB8fNMfjOG/D7CeIuZ0ZrO8yyDF8VcP+H2ZYDG0MHRybGRpS4Py7jnBUY4Di3H8W8XVcLh6+DyDhrNOHXl2S57h8uw2I4lznMsk4gwHq0MBHOeNsZ4eZVJ1MPl+a5dw9nfGGW4qhLMf9YpRxVDiPLOFlj8NieH8vwvCE61GWN4hzrAcT5Zm2YUaThhsnwuVcR5VjfXf+CFXgPx9pP8AwTs8D/HL4yWttD8af22viD8V/wBt74vGyi1a30xvEH7RHjO98W+FLbSNO1y/1XVtG0bS/hkngXSNL0TUdU1K8020tFtrvUru6+0XL/d5/kuE4Yy/hXw9owrTw/BHB+U8P46GYzw2Jx9XPcfPG8T8ZQzmthqFDCYvMafFXEWe4PG16WGpRrOilVVatGrip/J5dmDz/O+NuL1Wo1qHEnFeMeU1cLTrUcL/AKucM4PA8E8Of2dSr1a1XD5Vicq4Zw2Z5VhpV60qOEx0fa162Lni8VPj/wDgiv4r8b2Xwj/4KB/s9s9nrmnfsf8A/BSX9sz4E/BO21HVp7DTIfhpNr2hfGDwF4MnvrfQL+80DRPDE3xSufDFmIdP1w6DoFraWOj2dzpmnabpVfOZfUxVfwh8H8zw9OjjM6p+HFXhiu8ZXng8PmeP8OuKOKvDvKquJxeHwuNnhsPVyvhbKMDLF08BXxX1bD/2jicJicxrYmlL6HOKOHwnitx9g6+IrQy3P8Vwh4ky+r4anUnk/wDxEnh7CZ5n+W4LBTxeHpYyVDPKec5zCvUxeDeY4nNqkMW6OJp4jMq/1t/wsf8A4Kuf9GW/sAf+LO/2lv8A6TzVnOezeCfEv7XOr/DD4o3vxp+G/wCzd8DfiHY6LrJ+Gdz8Pf2iPiT+0D8PPta+Hr+Wx8Q/EbV/Gf7LP7Lmp+HtO0nWltX1PStI0nXVu9Ciu7oa9ZXWLSvK4nlWocI55iMozbC5VntPKs+lhcfnFGhSyDKK1LLOfKc2x2NnXrueFoYv29bNaNbAQoYTBYWnWjXxjxNehQ7shpxxHEeWYbMMvxGOympjsnp1cPlVWpWzvMY1swq08yy/B4H6vThDETwscPTyyrDG1amLxmIrUamHwscNSrYj+W/wl+0R8VPg/wDGr/gjF4z+H37UP7V/7R3jT46/tYwfs6/t0ftEwfGv9ozxf/wTY/aT8XfFHw545k8W6X+zN4M+PHizSPht4g0DwX4o8OXes/Cv4jfsdfAjSPgVovh7TL/wo3xD0TxJ/Z/glvreHaGEq+I2D4cwWBzTAcIYrwV4/wAdRy/i/DS/1lzjPuDOCMgznDcVYaGbV8bxZk0KmZ0aGfSzLHYjBZPxJk3E2VYThPG8QZFR4ww+F+W4lx+Ip8C4/iGvi8sxvEVDxg8PcvpY3hWtycPZNw3xZx1n/D64ZxUsujQ4fzTGwyTEf2LmGVtZtxBw9xDw3mGI4teUcTyyTM8f9LfCD9mj9pz9qr/gpn/wVv8A2bviH/wVZ/4KH+GPhL+z58Sf2HviF4HT4RfFbwD8MvHq6n46+BeqeNT4Jg1rw38L4/A3g74R2f2q607xD8P/AIa/DHwhc/Eu6g8PeJviv4p8S+IdMvL2+8fgOm8PwRwtxTmFSWdZhwt4ueI+VUaWZRhUwPE0MkjwhKrU46w8Yx/t7DV4VKUcs4ey6eS8JZJPHcV1MJw9VWYcNQyT3eNIxrZ9QyjB3yvA8a+EOGzDFxwEpUcVkEqnH/HORUVwljISVbKsbCOR+3xHEeOeZ8XYmjHJstXENHBYPO4ZrxX7Wn7Seo6D8dv+CuGk/tfftpfGD9kz9of4I+HfB3iX/gkz8MvBv7S/xC+Dvhr4jeBpPhTrOp/C3xj8L/2fvA/i7w54Q/by8cfEv9oDw7r/AIY+Kfw9+JHgv4zXEF3Dp3wei8JaD4anstIufmcFis7fAuLzTh2hPNfFan4r8UcPy4apUf7dr4nh+jxBwrLw4yejwnj6WY5Xhcv4o4ezqvSxHE2Hyp4hVcZjsXmWdxx/D9KWD92eFyynxRkWB4knHA+FFbgfLcVjuLZV6eUVJ5tHDZi/FjMsdxVgpYbGZbxBwdSeU1OHcglWweFeEp5VmeS8NZrPN82x+P8Auz4oad+22P8AggV8VPiT8YP2q/2ovhZ+19B+xR42/aK8e+N49I/Zm8E/F/wF8QtM/Z/1Pxpr3wVtV+HX7N/gTRfA3hWx1+wurH+0fD/h7Rv2hPCbzSwWPxosvE2m22pxe14y/UMilXhwxjW8v4f4gybDfWMHj6lZcRYfEcRrC1aOa5phK8YYqOD/ALSp0KOP4WnlGVZv/Y+VV6+FxuS47PsBmHn+DVLF8QZ1kOG4gpSdXizOMJl9BYzLKVCWRYTGY/CYDA4/AZLj8NOdGpjcJh45picm4tp5rmGX182zTLK1TCY3CZVLA/nv8cNW/as+CP7Bv/BF/wDbV8L/ALbf7R2p/tO/Gf41/wDBPT4SeNda8TfE34iaz+z94k+GP7Q/w2n8M+IfCfjz9lu68eH4afEu9sBrUni27+KnjRNS/aC1/wCIZk8SXfxktdNsfBHhvRPuc/wVPA/SAwnAeFVLD5TxfxD4lcM8TypYTBVJwq4fKc5z2lnfBmGx2HxuB4GxvD9fIcNl3BWByvC1skwGSwpUeOcr43znFcV59m3wvDmIxGY+CPGPFeJrVa2ZcJcJZdxlw5KrWxEXB5PxVkmApZHxBi8HWwWY8S5dnsMwrYzizE47GwznHYyrWwPDWZ8N8J08q4Vwv6H+FIPiH+yz/wAFrfgZ+z94e/aD/aK+KHwq/ae/YW+OPxF+KXhH47fGrxr8V9Il+OPwc+LvgD7B8ZPBGi+LNQvfDnwX1LxXpXxC1rRPEXw1+Amg/DX4GQWMWjw+HfhdpVnpHh+xtPmOFsVTx+P8XeGZYLC0su4a4S8OuPOG5c2MxmY5PWzbjPPuDM3yCGdZni8fneaZNi8KstzGk8+zLM8zoZlgq1aeY144ycKf03EsZ4TKvCzNFXq1czzrjjjjhfOcYo4bB0czynAcAZXnuXxr5PlmGwGRYfFYPH4V1YY7L8rwuNnGviaVXESpVsVCr+QX7Zn7R3x1+Afwe8X/ALS3h39rX9o74+/thfCX/gov4Ptvix8Uv2X/AI0/tJn/AIJl/Db4N65+0XoXw78M/sleLPAfjzxj4Q/ZP8X+KdP+GviLw/4M+JXgP4OfDP4q/HfwH8Ylu9a+NuqWTHV/ibd83hxCpieIfozZTVnUxuF4tzjKuHvEXPczoqrkfiDmfEmD4yxGa4ngOlm1TEZlWyOolVp8M8UcJYfCcK5NQ4VzLDTzjI+MqnDOT4qfEHFQwnDX0hs0oqlRrcIcO5nnXAWUZdN4fO+CcNw1X4SWHjx3Uyv2eGw+fyx0a1XOeHOLMXjM7zrA8VZZisJkOY8C0sbiMB9uf8FaE+JH/BOn9qv4Of8ABRbQP2hvjv4l/Zv+KY+IHwD+P37MXxB/bk/as8M/BH4YfED4l+D/ABFpfgL9rLwN8O/CvxKvrqz8D/De4mnPxl8H+APCeuRfDnwXFB8Y/hD4C0jx/oCeL7DysnhCnmnEXAGYZnh8DlfiXkWZYLJeMs2xeMxOP8NuIMVn2VQrYmOKePwWJw2QZ7jMzwWSZDmdbPeGKXC/FOa5PwxR8QckyHOeHMkpexms1WyjLuKsPQrPG8DZrl2Z5rw1lGAovEeI+RZPk+e5pUyXKMMsJi6M+LcuweR1eIcblsMrzbDcX8MZHn2Kz3I6lDBcY5xjP3Y/Y5+Atr+zd+zv4A+GkXxv+LX7RN/Hplrr/iD41fGb4w/Er4x+KviB4g1qxsrjUfEOleJPiT47+IGqaH4NvjHFL4Q8G6R4gufD2haMYfJuNS1i51vxLf8A12cycMWsu/s+tlsMlpLJqeFx1DC087TwVfExr1+JMRhsuytY/iHE4mVavnGKeBweHp4udTLsoyrKeH8HlGQYX5fJIueDeYzx2Hx9bO6izmvXy7E42tkMZY2hSdLD8MUcZmGZTwPDmFw9KhQybDPG4vE1sJBZlnOZ5rxDis5z7Gfi/deLf2lv2hf+C7X7SPxS/Zo+FHwT+N3hv/gnd+zJ8O/2V7Gx+OXx8+IHwE8I+GfjR+0Zqc/xj+LniDwZ4r8Cfsx/tQXPiPxhZ+DPDfw+8EeJtHufC3h6Cx024UHXxcwyafeeHwVLELIPEziz2ND2XGPGeXeHmT5l9cqRxdThnwtwjx/EOVLLIYadBYeXHvEtfEV8xrYujjq08ty3Dxw+KwVKnPD+3xZGhLMvDbhh1nKtw7kOe+I+aYKOFjOphM844xEeG+HauLzB4uH1ahW4QyCvi8ryulgcRPEvNMyzDHZlQjh8twMvGf8AgpX8Ff2lv2bP2Wf+Clv/AAVj/aL+Jnw8sP2vPiF+yfpX7EPwf8F/AS48UD4Ofsqfs/fFT9obSvDFvb6R8V/GumeFvHXxb+JMt34/s/HHi34xXfgv4Y6ZY69ZT2vhL4SWGm2VhLJxLJ8NjKGU+GNHH4rFS8cPGDwhwvG+cYrCUMFg4ZdgMLl+U5tw7k2S0sVmFShk2JyilxZhcRUzTNs0r5zic0y/EVaGUYGljcpqfQZFisZi+IMtzyphXQwPhZwd4lcU8JZFgas82xGJ4vwXCWc57V4vx86+DwOHx+cYmtkWT4LJcjp5fSwGV5VRr5NmWO4hqYqrmx+2vx9+Pfwf/wCCXv8AwTx1j4weI9Jnv/hz+zB8E/Bfh3wr4M8NLbWWo+MNS0nSdC8BfDL4eeGEET21nqPjXxFL4e8MaXMYZLTT5NQW/uIXsra4Fe7xzxBmOacTZjjcvyqeZcScacZSy7h7h+FedD6/xHxLnWKjgMvnivYYurhMDhp1p4nM8bDC4uvgMnwuPx1LAYyth44Kp8T4a5Lh5cK8O4TEZhh8JluTcG0c2zrOY8lbD0MqyXh+WZZtmUJVK2Fo4mviqWHqywSxOKwlHH5lXw1HE47DKvUxS8T+Enwu/wCCrGveJf2Z/jx8U/2qfBukP4p8XweJ/wBp79kjw74I+Gekfs7fDf4Qaj8L9attP+G3wm1DVP2fPGH7SfxJ+MGleMpvDl/4j+JXiv8Aad+H3gSTWoPEmuaR8LP+EOGl/CGXajgqGRZn/ZGY5hQ4pw2GyLPcJnnEFHD1MH9c41jKH9lYngnLcNi8PTyfhCljVVpqvxNjOJ85xPD2DcauDhnefU80yEhmNXiDh5ZngMBLh7F4zH5Bi+H8vqVJ18RQ4VrZ7RzHM48Z47FQxVLMOKKnDsa+UrC8PZRkGU0Mfi8JOOKdTJcZmmdfq3XnnpH4rf8ABXzxN4m+DnxL/wCCSP7RPgW8+xeJvDH/AAUx+CfwF1xEn+yvr/wj/aq8OeN/hD8SfC1zMbK9S5sLlp/DXiM6dcxCBtY8PaJq8E9vrGlaTdJXCih/xFfh/B1kpYTivw98YeE8dTUIN1Z4Phaj4jZJiKsny1FTyrOvDnB42k6VSNWVZrByTwOLzG955Tdbwv8AELExqOjiODKvB3iXgasIp1KuI4a4mo5Dj8pjUck8HTz/AIf4xzrKMRjqaqVKFHESjPD4rCzxeDrexf8ABZv9n/4F/Hr/AIJkftsP8afhH8P/AInXPww/Zc/aP+JXwy1Hxp4U0bXNY+HXxE8NfBjxzqmg+N/AOs31nNqng3xPp13Y25j1zw7eWGoyWvnadc3MunXF3aSfDceJYbI/7Xw37jM8Fj+H8PhMxo/usdQwmM4v4cnj8FTxUGqywOZPBYWOZ4FzeDzGjRpUMfQr0F7M+z8O6cMw4y4ZyHGr6zlGdcRZPgs0y2q5SwmLoYqtiMsnOdK9oYujg8yxsMBmFLkzDLauIqYrLMVhsYo4hfDX/BGr/gmv/wAE3fij/wAEov2BPiJ8Tv8Agn1+xX8RPHvjD9m74ca74u8deOv2UPgH4s8ZeKdcvdM33uteJPE2v/D3UdZ1zVbx/nutR1O9ubyd/mmndvmr9j4zw2Gwuc4OlhcPRw9OXCfh/iZU6FKnRpyxOM4C4cxeMxEoU4xi62LxVatisTVadSviatWvWnOtOdR/kPB2IxGKyjGVcTXrYipHijjrDxqV6tSrOOHwnHXE+EwlCM6kpSVHC4WhRw2HpJ8lHD0qNCko0qcEfC2lfsIfsOaV/wAHVul/CPR/2O/2Z9E+FXhL/gmHpnxk8OfCrQvgR8LtF+GGl/F20+OU+kWXxNg+H2leFbPwo/jiwsZvK0/xTPpEmtWMsOn3lnfRX1hptzF4HhpWrrB+PGaqvX/tHh3izgmhw9jXWqyxOQwrZB4eZnVlklWU3LKa8sdGeJjicA6GJhUxGYezrRjjsxVb6DxDw2HdPwawToUvqme4TPqWe4VU4LDZ1RcvF3DuhnFBL2eaUJUcJhacqGOjWpShhsEpQbw2Gcf7Fa4joP54f26vEvxr/aA/4LQ/sNfAL9njwF8M/i9c/sJ/BH4rftwfEnwJ8Xfir4u+D3wy/wCFifE+4i+AnwLuNe+I3g34KftAavpXi3wrpV78Q/GPhDR0+GOoLerPLJPqWnwyRatb48GyxE+JPE7iynRoVcNwnwpkvhjlmOqYyph8RlnEniNinxHxZTwuDp4bERzKeO4L4bynBTqYyphaWCwmY5g8Fi/rNTEYLE6cVRoR4X4H4aqVnHEcW8aVuNcdgVhY4ivX4e8NsJVoZDjY13i8Osqy+fGHENSOLxXssficbjcrwGW0MLhcLPM8wOx/aK+Bn7U1p4s+IP8AwVp/bL1H4K+GPFH/AATu/Zf/AGuvFn7Gv7Ln7Ouv+Nfin4N8LeIfEPwGkk8e/FX4u/Hr4mfDv4La38T/ABd4mXwzf6D4e8E+G/g18OvC/gvw2NL+2eI/F+t3OrakPneJMXW4U4P8S83yfMcXU4s464My3w/o414enl2VcLYWpxpmOLyzEZdRo4vHZhmWZ1MdjOHcTmmeVcdgcOsLgcfl2A4XhiJ0M6fv8N4D/XHifw74Kx+HpYbhaHH2Q5znWFhjcRXxfF2bRrxy7K5ZjOGFwNPJ8n4ewuOzGeX5Th/7Qx+IzuvDPqnEWHw0IcOr2T9hWTS/gb/wQm+AnjrW/i14m8GrpP7Cdr+0J8Qfjl4HTwTrvjjT/Eni74ZX3xy+J3xT0WT4j+C/H/gzxD4rufEGveIfEv27xv4M8TaRq+sTyXniDQtRSe6tpPtfGyrR4Kq8U4HJ6dXD4bw+y7J+FMgwWEp4aM8fh+BMsyvhjIsnpUa2GxNGlDiSOS4TLalPD0oVaUMwn/ZuIwmKjh8bT+T8LoYzjPHYWri4Ua+a8fcacV4zGTxdGeHlQzXjDjPPKkq+Mw2XVMIqGNyStmNPmwNNvCYXE4Gnl1TD4jL6M8LPzf8A4IE/s9fGT4f/ALFHhT9p345ftG/HT4r/ABN/blhn/aq+J3g74qxfCG+0nRvFPxObTp/BviC18SaN8FvCfxXvfEMHwc0P4beDtR0nxN8QtY+HGi22jrpvwx8B+E/DUGkaVD7GdZbHhTA5LwDyQry4TyPIMDXrVZYj6zl3EGKwuM4g48wEJfWqs8Z9b424izyvmGO4grZ1xNWxWFw7xPEdeax86/lZfjocTZ1xJxrRqYmnhs7zzPcNl1CrVw2JeI4bybMVkHCNarXhh44fDUaOTZLHGZVlXDFHJ+EsDRznG0sLk2JxFs6qfujXzR7x+S1n+1v8Pf2Ef+CY/wAb/wBq/wCJljqGs+HPhJ8Uf2y9WtfC2jyRxa7438W6p+238cvD/gbwDoMsscscOr+OPF2p6N4ZsLqWKW3sptRXULqJ7S2uFrz8ZjMZhuHfCvA5Tl084z/P/DvwD4c4ZyWFaWHea8QZv4WcF4TL8LUxMaGKnhMFTlOeNzXHU8Li62ByjDY/HUcBjKtCOCn3ZPl9LH5xxe8XjIZdl2XcSeKWdZxmVSEJwwGT5NxRxZmWY4lQq18NRqV/q+GnSwNDEYvC4fE5hVwmErY7DQqyxKvfCT4Xf8FWNe8S/sz/AB4+Kf7VPg3SH8U+L4PE/wC09+yR4d8EfDPSP2dvhv8ACDUfhfrVtp/w2+E2oap+z54w/aT+JPxg0rxlN4cv/EfxK8V/tO/D7wJJrUHiTXNI+Fn/AAhw0v4Qy/QUcFQyLM/7IzHMKHFOGw2RZ7hM84go4epg/rnGsZQ/srE8E5bhsXh6eT8IUsaqtNV+JsZxPnOJ4ewbjVwcM7z6nmmQ/PwzGrxBw8szwGAlw9i8Zj8gxfD+X1Kk6+IocK1s9o5jmceM8dioYqlmHFFTh2NfKVheHsoyDKaGPxeEnHFOpkuMzTOv1brzz0j8Vv8Agnz4m8TeEP8AgqF/wWx/Zi+2faPhr4a+J37J/wC094D05Z/3HhzxH+018C73/ha2m2lkbJDZQa34t+FZ8X3McF5NZ3Ot61rOs/ZodW1TWriWuFFCr4V4alNJ4jhXxX8WuEsPUjCEILI8wx2ReJOW4CkocqdHLcbx/nCjKpT9spYqeEjUeAwmARfFNN4bjjh/MYVG6fHXhZkGa4vCKKp0sHm3AWb5l4d1MfzqUnja+fZLl+QRr1akadbCLKKOF9picLLC08P+1NSQFABQBn6tpdjrmk6pompxG407WNPvdL1CASSwmaxv7aa0u4hNC8c0RlgmdBJE6yoSGjdXG6vNzjKsLnmT5tkeOdVYPOMtx2VYt0ZqFZYXH4WvhMQ6NSUZqFX2Vefs5uE1GfK3GVnfsy/HYrKswwOZ4GoqWMy7GYXHYSq4QqKnisJXjiMPUdOrGdOooVYRk4VIyhJe7OMot3/Jz9ij/gnB+0B+xl8JvA37JemftuW/ir9jr4TeJPE1/wDC7wdof7Plz8N/2poPBF74+1Xxp4Y+FXxC/af0T49ar4Y8T+FNJbVrjTfFOt+Bf2e/hr8SPF0MVqLbx14e0yTV9Gu/op5njcxnkGO4iqRzLNsgy7JMJDE4GCyvLs6xXD2Fp5fkNfiPKpvMVjsBlmBw+XxeR4DF5bl2dYnKMoo8Ywz3h3FcbcNZ341TLcvwf9t4XhrDvI8pz7MM0x+IwFWvXzSvkz4grVMx4nw/C2Z150MXlqzbOMTmWIwWPzZ53nfD2W5rjqHD2bYPiPB8LcXZb+k/xc+CvwX/AGgfBF58NPj38Ivhn8bPh5qF5p2o6h4A+LngDwl8RfBF9qOlXK3mlX954V8ZaRreiXV5pl2q3WnXU9i89nchZ7WVJh5leRVwuFxFTC1a+GoVquCryxWCq1aNOpUwmKlhcTgp4nCznGUsPXlhMXisJKtScajwuIxOHc3RrVoy9OniMRRhiKdGvWpU8XRjh8VTp1ZwhicPHEYfFRoYiEZKNajHE4XDYmNKopQWIoYesl7WlTqHyZ/w6a/4JR/9Ixv2AP8AxC39mr/52FbmJx37a/8AwTV8CftM/s6/s9/A74E+IPB/7JV1+yf+0V8Df2mf2bbjwZ8GtA134SeAvHPwU8Ranqmi6BqXwQ8O+JPhdpureB9WsNd13T7zw94f8UeE5La+u7PWrfUmNpPp1y6eJzXDcX8LcZYfMXUzHh2lmWWVaOY06uPw2bcM5rw5V4cx/DteTxVDE4PDVMvjgsNhsVgcRSxmX4LCxwmW1cNKdOvT0oRwFPhnjfhSWD9llnG2Q4/JcdLLpYfA4nC1sbnmC4gqZrhnLB4rDzxdTNMGsVi1Xw9RYydbFTrz9vVlXPCdC/4Jr/tm+H/25PHf/BQC2/b7+EN78Yvid+zHoX7OHjDwvqX7C2rN8JNJs/CPjXWfGnhO7+G+gaf+2Tp3jHw/4Pl1S402fxr4X8c/EH4h+PteuLjxufC3xl8G6XrHgjR/C3GsDQp8N+IPC1GVaWX8fZxk2e5hVxc6dXG08xwPCOM4OxcatXDUsDRrYKllWb5rW4cw+Dw2X4jLMzwfBeJ4lxvFWEyzjLLuJOfHw/tPM+Ec4xVqeO4SyPiThjCfUlKlhK2SZ3xFl/E1Nuhip46rDNqeaZZh6eZY6eJrYHG5Xis4wuWZPk+OrZRmmA0v2Wv2dtb/AOCOn/BK/wCLPwx/aD/aVX41fCD9mr4Y/G7x5o/xE+DX7P2u/B34v+HfAV4/xA+JXi6FbG5+Pfxj07xX400zU9c1EeAtd0xPBtnpVpa6RD4kt9Ru7fUPFb4+I2ZrOODKmXuVTLM0rcPZN4e4DNKGPjg8PFVMnyLgHhDETqVaf/CTjaOK9jic3zypjf7OgqyxkMBl2HwOJqV/c4cwuOzDxEzbO6VPK674l4tx/G+KyjGYHFV8to5pjMxx/EHEtOVOOIxeMzLJcYqftMNkVKhis5lP69gcFicxqY3LcsofnH8B/wBiz/gr38Hf2JPg98Sfhz/wccfDWx+Bvgf4E+BPEXgbRYv+Cc37J3xH+F0/hOy8KabP4b8LR/H6bxpB4u+JGjaw4s/D6fEz7IPG/jKa7XxBFYP4p1FLNvpuLa2aZDnWZ+0yvCcT5xgcfhcvyrh+eFfDOB4rzP29LLeGeGcvwGU1qc8nwnFOIllmS5Hl+S1fa0qOOwGEySUqrwifzuTrKeJqWKxOXZhmvDWUZ5jeIs4xmdZnjcBmufcMYTH5lnGbcQ5/xHjc3isrec8ORqY/NuKJ5qoZNl+YYTNIZi6eWYfESP1A/bK/Yn/av/bz8GfsE+Ij8fPg5+zN4x/Zu+KvwT/a58ZeCdb/AGa/GHx503WP2kvh/wCG9SW28Lxa9pX7VvwSl0/4WaPqHivxNp2p6Lbw3vinXQmj31n4/wBJjtrm2ussRRwmQ+JeP4j4dx6zHKMnwXG/DPC8MdhpqtiMp4pw2aZDjs2zOvSrYf6ziq2SvLqmV0MPhsDSwGPWOxGOhmNHFYXBYXLLcXi848OpZLnOE+o5nxZlXDcuKqmElWpQoTy7NeGuKqeXZXg8fhfrGAjTz7JF9cq5h9YxlbAOhgoUcDiKWMxFfS1j9gT9pTWf+CoHw+/4KLzftVfBOHT/AAP8Brn9mj/hSsX7IfxAN7qnwp1/xboHjzxrdf8AC0H/AG1WhsfH+o+LdLvJPCviX/hXl14a8N+F7y00HWPAXinWLGfxZd8OUezyWv4h1sNGdVcdYXCYNQrTTeVUeHcXxDi+CW5QhD6/Vy+pm2FjxVLlwkOJIYTErJ6fC8sZSlhurOPrWbZTwZlvtcPQqcJZ3V4hjiPq1WrDH5lnGRZTkPFcZYf65TlhcFjsJgsXV4ew6r1sRkWJxOFnmmN4hpYStRxP5TfEn9i/4ZeM9V/4KafsC/tH/wDBQvwb418c/wDBTz4ofDjxL4pk/Z7/AOCfn7ROlaB+zT+1JHovw71L4JaF8Qfi3Z/tEftC/CHwLaeINH+FHh/xDp/wH+Nni74e/Ev4iWuox6t4W8c2eha74bt387h6hOWR8LZBwvjcRQzrhDxX4r8T+FuJ6tHDvLK3FGH/ALS438SOHsNDMsNTyjiLGZTleSYitHJ8vzKrnHC2XQxEs+wOa4zGZXXp+7jM1/sPjbMePsVh1RyvN+Bsm4CzDh+pWWJzihw1j6Nfw44JzqriMLBYrLKOZVeKcXlUuIcdkC4f4h4ijTlk0supZPnuWVPv7xZ/wTJ/bX8fftWfskftm+L/APgob8JpfjH+yt8P/jF8KdC0rQP2DrzSPhNrXg74seHdA0LV/ENn4Uv/ANsbXvGGi/FGddMuLjXvEOs/EnxV8Nb5IfCkHhL4N+D5NN8XXfiL2qGK+oZzx3neW0KFGvx3w1luR5jhMS8RisBgquScX1+MMlwuAhDEYXGf6rLMKWAwudZVicdX4uzDLcRxTSy3xDyfG5hwvmGRfJLKcPLh7gXhytUrPDeH2e1M2yDFUXCljK9HHcG1eDM2/td1IYjD4vNZ5dWnisnx+Dw+AynLsxo5fUzLhvOcJTzLBYuD48/8El/jZ+0X+wtcfs4+P/2xPh4P2o7j9p/RP2qbf9u/S/2TNdtvH3hj4l+GPG9n4o8H+Lvh94Df9q6abwV8QvCGhaRoPwj8M+K7D4iTeFtF+COlWvw20r4b2umpZ3Vv5sKeJy/GeGePyDHYjKsb4fYTFYerjasMLj8TxDPMcPncOIJY6NTD0MGsFxnjc2lnnGeSYzB5jkebZzLF/Usvy3JHkuSYD26dWGJwniFl2fUYZxlnHGAxWURyunVxeVYPKMnqfU45bl1KWBxKxco8Nxp4t5DjcvxeVZrPFVaOa8UZhn+eYrjTNM7+qf2j/wBmH9uD4/8A7EF/+y/Yftt/CX4dfFz4geA/E/wy+N37S2j/ALHXiTUJvE3hTxLo+qaBqWpfCz4Vr+19pFj8IvG+o6TerDqniLUPGHj3SI7ybV9R8H+E/C9zPoH9lc3GGV4Dit4jAUqLyjh3MaVFZrklKc8dPFSjjMrxWKyujj8c6nJwxmdKhm2UZjk+PwmY5ricizKlg58SrHYTE5pi9uFMwx3DE8Jj6leObZ5leMo4nKc1xNCjQpUpYajilhcbj8toRWHx2c4bFvA5pSxFB4LIpY3C1aWJ4arZZiXl9P2X9hr9nTxZ+yJ+yh8Ff2Y/FXjb4d+Pk+CHgnw78NPCniP4ZfCPxN8HdBuvBPhLRtP0Tw6dV8HeKPjb8ddRn8Wz29k994s8Sp41Sy8Qa5dXWp2nhvR1kktG+s4hzn/WDM6ubTwscHicUpPE4bD1F/ZmHVOvXp5fgckwboqpleTZVlMcvynL8trYnHVKFHB88cb7CpSwVH5rIspeR4GWXrFPGUo4iviKeIq0I08dXrYySxmZ4zM6lKpHC4nMMyzivmWZ16uAwWWZfSjjKeBwmV0aeGdWr80f8FL/AIKeKdT1H9jz9tj4beF9c8a+PP8Agn98fpfjFrHgjwpYalq3jXxz+z3498C+J/hP+0b4Y8C6FpVjqF/4j8aaf4H8Rx/ETwv4VsLOfV/GWpeCk+H2hqus+I7KavlcJmGD4Y4uy7izNKtSlw/iOGeLuAeLatOjVrUsvyTi6nleIyvirH0KHNWxOW8F8W8PcO55m6pQnisDw6uIM2wNPE4rCLKMZ9LXwmIz/hLiDhPBqMs0xGY8K8X8NUZ4jD4OlmXFHA+bVczwXDuIxuLmsPgqXFWV4jOcgweKq8lLDcQ43IcXjsVRymjmTlyGvfspax8ef2r/AAB/wVe/4J6/tl/CjwnrPxS/ZdtfgH4uk8e/Ay7/AGovgB8ZvhJZ+On8f/D3xN4Yt/A/7RH7OXi/wP4w8Ka9d67Z6vfaf8RNS0jWLdtN0fVvCOm6tpGsXF/6mFwGa8JYnjfJ6sqE8v4vx/DfEWYYCtThiHRz/KMmpZZlHEeSZzgcaqGLy7H8NTVDBQisdkuPwWY188wtbEzrZLjMP59fEZVxFhuGsxlh8THOOE4Z9kWWZlCpWwVWlkGaZjWxPEfB/EORY/BynSxeB4oy7DY/2koZXxJkua4LM8hzeeIwdWWV4fsv28tD8RfCv/gnd8UPhwvxq+NGvfGb4w6x4L+EvgD4u6N8WfG3wm+J3/DQvxw+J3hrwb4D8U+FPE/wm1nwhefDHwn4F8Ta1YeKLrwf4Oex8FWXw18Oa9o/i7Std8PXPjT+0vNxNPL6mZ8A5JHE43AZXT4pyaOPzLG5vRjmS4PybFZlxn4ocR8S5v7PLMFmuLwfAeV8b8S4ygsDhckw08Lh8k4K4ayTIsv4P4awXfleJxWWUeKeJcVhcsznF4HIc9zV5PWws8PkWZ5zVyh5DwjwXk2AdXH4zKqPEfEGJ4b4KyKpgsTi+L6mb5ngs7xGe5r4g4zH8UYr6K/ZU/aDuPjbo8ln4c+BXx78PfCXw3pCad8Mf2kvij4z/Z18XeA/2jfDuhatd+FtL+IXw11j4d/tK/Fj4peJtA8dWGlReOvDPj74k+CPCdn478H6ppHjPStS1BdYtjJ72MeKxssZmuZZfDhvMcbXwmPq8KV8GsDj8sWdUMVmc8HLL8DDEZdlDyRSoYDMMmr4yhj8sxVahlscDKrhczhhvFwmGWUwwWRUsdXz+GV4SplmL4hdadSNTMclnh8sxlDMZZhLD5pUzWti44uGKm8FUpRxeBzGOMxdOrPAfWOc+AvhnS/Gus/8FF/Buti4Oj+LP2n9d8M6sLWbyLo6Xrn7IH7LmlX4tpyknkXBtbqTyZij+XLsfY20qfm8blGF4h8L8iyDHTr08HneT+LuUYuphpQhiYYXMvHbxuwWInh51KdanCvGlWlKlKpSqwjU5XOnOKlF+1lmZYjJeNMwznCRpVMTlOa8DZlhoV4zlQniMD4f8BYqjGvCnVpVJUpVKUVUjCrCbhKSjVjJKZ+cdn/wRX+L17/wTf8AFX/BL7xv+3No/iH9nzRvhZ4z+FvwFu9F/ZcuPC3jbw9aa9rOvXvhTW/2jL9f2kNa0T9oe7+F1jqluvg7TPBXh/4FaJN4psbPx/4psNZ8T6d4Pn0jr4khX4tp5Ji89lhKudZNDw8pQlhcNiMPw1iP9TKnC1LFYypklTH4nNFmWb5Vw5UyXA1ZcTVMsyTD55nuavJ8x4lw3B+eZThw77HhTEZtRyZV45PmlfjXEVKGKr0que0nxUs9rQwVLPaGFwtGllmGzHO55nmlPD5RRzXOvqeCyL+2cBwli+KuHsz/AFKsfEPgb9hD9kjwiPjf8TrPUtB+D/g3wv4K/wCEi07wXYeGZfFWt+ZbeHfA/wANvhL8KPCY1PUb3VNb1KfSPhx8E/hPoU/i/wCJOvySeEfBz6746+Id3c+JdS9XizP6+dZ5jszweW4zMM64jzKt/ZeSUK1HFZ1xDn2Io4zGVKaqxoYDBzzHMnh8ZnGdYyjhMr4dyyis2zmeDyThXAV6eG83hDhxZTkmW5JPMcDhcs4fy3DUMZneOSyzI8jyPCVaeCo4zMa06uJWX5XltKphcHGtiK+IxNV/VqLq4vM69NT8F/4Jlfsp638CP2Y/iBefGrwfp2kfF39sX44/Hb9rz9o3wDe2mgahY+HPG37Rfim512f4U6v/AGfJqela+fh54GXwz8OfEVwuoaxo+r6zo+uXel303h+8sIBjjcswWB4V4R8O8RWy/P8ALuDeCsDwdmOKhH63k3EGY1qmY5nxji8NTxWGoLF5DmPEOdZzRyRYrBUK9fhaOT08zwzxixV+qjmmKzPiniXjihHMcrqZznOAqcNU8V7TDZ1kvCfCuVZbwvwNh6s415V8BjpZPkeF4ixuBhOlLLOIs4zqDh9eeKxdbrP+HTX/AASj/wCkY37AH/iFv7NX/wA7Cuc0O6m/YE/ZB0X9nf8AaD/Zl+Dn7P8A8Iv2cPhx+0l8P/G/w9+J9l+zr8Kfhx8In1ey8a+Cda8DX2uz23grwrpGnah4h03RdauYtI1PVrK9ktCscW17YNAfL4ky/EcR8N4rhyWZYnC0JzqYvL5pyxGHy3N/aYGvSzSlgKlWNCrU+sZXlk8XTbg8dQweHwmIqulCm4+lw5mEeGuJ8q4qwmDwtXMctx2UYtznTjCpjKWUY6rjsHgsRiIR9tLDU6uIxTowcpRoTxWKqUoxnVqt/lbP/wAEZv2uNU+Ef/BOf4Xa5/wUa+GVyn/BMr4jfCHxt+zvPpn7Bt5pugeLrH4U+BdU8CaLD8d9Guv2ytX1/wAXeLLTRZdOs9A8RfDrxp8MPCNnaP4qPjH4Z+Mtb1Twvr2gfWVs4xGM47j4g46VWWd43hzjPhbPJ4OWGw1OrgeNckwWT57m2QUsRg8dQyfiLGuni80r4nNaHEHDsMzWSRynhXLcpwWdZVmvzVTKcJ/qrm3B2HUllGJ4vyLjnLJYqUq+Ow+fZBxlmXFuX4TN8RQlgqWa5BGtj54Crgcuw2SZxUwssRVlxC8TPC1KH2F+yh+wT+0n+zz+3N+19+1/48/a1+FXxZ0L9sKD4RxeP/hjo37JfiX4ba9oVx8DPAF38Ofhfqnhr4kP+1n4802PULvw9cLcfE9L34cXGk+KtfjW/wDA+k/DvS2fQj5+T14ZbwvieG6+Go1IVeJOJOMaFbASxODoYTiHiqvkLzmlSw2OxGcYirw9Sw2TvD5PlmIzCrnGEqVqOIzHibM3QrUsR35sq2ZZpw3mNOqqL4f4dnwi1XprEYjM8gjnfEXEOEli61GeDw9HOcNm+fV5yzDB4Khl9fL3iMFPI44ieDzDDfmx8MfgH+3T+2B+0L/wUC/aB/4J1/8ABbq6/Za+FPiL9sLxr4H8YfA/xF+xL+zz+1F4+8H/ABQ+Cvgf4ffBDxknijX/AIq+J9I8V/DTRNS1f4eXWpfCr4ZSWaafB8JLjwX48jWHVfF2t2UfmcO4bHUuBeE8wqY/+0Mq4lnxVxdktWODw1L2WC4l4wz3M8LhMbj6E5TzLNcLldTKqOJhj+XM8iy+OT8J4mlChk+FR6fENXBvi7Mculgp4PO+HMg4T4azqLxNZ4KusFg8fmODxORYCpTpwoZPVnnGMeKzTDSrYLP+M/8AXPNsvxuJyypgMQ/vDwh8E/22f2sf+CZ/7Qn7KvxZ/bM+Dvj74jfEO5+Nn7O9l+2/Yfs1Wd9oPxd+Bmvafd+DPE3jkfAXwB8bvhx4X8KfEWzm1jxt8PdNu9B8aXHgi11HwtpnjNfDfiKxv3huI4ky7A8W8O8JSo0lktLM8Jgc3zzB4epXzClj8Hl3Eec1uE83yPMMRVSoYXjvh/LuDePa2KSzLAPCZ7mmXZFHC4OvlGMweXCmZ5jwjxTnmJnXjnGL4Z4iwlTh3GVoUcP9SzOngOH82zPLM6wuEoqhja3BnEWJ4i4OeCoVsLjaNfJsFS4pqz4iwXEuWVvM/jN/wSd/an+MH7H37Bn7J8n7bPwF0CL9iP4i/Aj4lab47T9hn4kalJ8RNZ/ZofS7X4HWN94ab/goBYr4Y01NJs7i2+LCQa3q13441S4t9U8GXfw4tLaXRZ/o8zzjFZn4lZX4mzhQpZrlmPzrPIYCMKsstq59xBR4ny/Nq0k631mOU/2TnWCo5dlixDxuFzPBYvMsVneOwmPo5PhPDynK8PlPAfEfAFOdatlvEWS1uGcRjJyhHH4fh+eK4fzOjCi40/YPN6ea5Vi6tTMp0XgauW4zC5fHJaWLwVbNsVS/a08Ian8B/wDgoT+y5+3j+0F+218J9Lm+HfwO+I/wc0L9mn4Xf8E+P2mPjD8ZPiZ8N9esvh14p/aV8feHtF+DX7UXxT+I2n6V4d17wfDrWn/EG2+DGv8Aw9+B3hTxFoXhr4s3HjPWJtK8Zaj8rCrw9l2Y+K88w+t18s4y4Bnw/n9CFacFwlwFlnEOdZ3w3nWe53Ry6vg8rWHzXE08vzniTN6GV5HxBKjPKMlweR5xjMNVpexi8uzfPch8PcDQeHp5jwxxTLM6OMdJLD8U8YZ3lkMjzjJ8gyWtj6WMq1cZw5Rq4jJuG8BmGdZ9ldehj+KcwxWbcP4LHZZD59sf+CHHxS8df8E5NO/YH+Gn/BRjwpY/shN8TtO/aL/Zxvof2MX1T4m2mlar8fj+0d4P8IfGbxvq37TtvZfFnwLZyazO0D+AfBHwK+IV54gTw3req+M28I2fiL4Xat9VNcQZBxH4b43iCdDF8a+CuacP4OnWq4elSynM8bwZl2bcORnm+WZdi7vMqGHlQyrC4nKc5oZNHKqOYvG5RmmfY3L+KMFw5jjso45wfinj8L7dcPePOWZtjs5dGq45lhY8UYLI8RTxHD+MxOChRwWBdbK6WPngc2ybH5hL2tPCRzHC06daNX9QPD37F/7QniXxn+0d4p/aq/aL+Bn7TelfF/4AzfAj4eeANb/Y+1vwt4D+Euka3b6jP8RLS98Py/tUeL7X4heB/izrVxpF58SfCjp4Y8Y+JtE8I/DvwxqPxUktvC+k3w+WzTKaGY8J8ZcOQqVKeM4mzLA1sLnuIar4nAZXkuW4rLuG8Ni8NhvqEMXm+TV61XiqlneUVchpLjjN+LM3wGUYDIK/BXCfD3qZZmGOy7iHhjOViHDB5FTlWxGV4GnSwrxWdV8fHE43NsLjMVHMfZRq4Gdbh7BZfnmG4gw+W5BRwFHDTeaY3xFzbiTnf+CfP7E37Yf7Cf7GZ/ZO1j9t74c/tC3vw78PW/hj9mT4leO/2TvF+iP8K/Dlqb0aX4Q+I3hvS/2wb3UfjN4L8KW7abpHgfStN8Z/DfxHoPhuxXw/eeMdWsE0YWH1Gf5vjM9oYLE1XD/WKFTC0s3z7FReIjn2Dw9bBxlicfl+HlgFDiPE4Kni8Lis+pYpYfGYqeX5zmeS4vOKWfYzNPFyzLsLlmYZvKhT9lkeYYvOc0weRYWpiF/YuZ5viMbj6tHAZpmNfNMXWyOnmWJ+uwyzMVi8xhTnjMuwufYfL55ZQwdb/gml+wB8dv2E9T/aj1P4v/tS/Dj9p3U/2o/jj4v/AGjvHXjLSf2YvEnwV+I83xV8YrotjqFvqOvXH7UXxg8MX3w78PaFodlovgTwNongfw5N4ZhNzLJ4l1KKZrMcGWfVcq4N4e4PoUarp8ORxLw+Ye1w9KtnGPzbMs2zbifiTiahRwVOnmnFfEePxeBljc6wry+j9Vy6hhq2WYicqGJo9GYLFZjxXmvFFevR582wOV5ZPBRwvLTy3KuH8Bg8t4YyXJ60K8JUspyfCwzKVT+1oZrnuY43MXicZn7p4anhp/Tf7en7K+lftvfsWftL/sm6tqcOh/8AC7vhV4o8G6J4iuIZp7bwz4yktX1DwL4qubaBhNd23hnxfY6DrtzZxkPd29lLZ7sStn57iDCZnXwGHxWRVo0M+yHOuHeK+Hq0qjoR/t7hTiDL+I8qozxMY1JYSjjcXllLA4rExp1nSweJxEpYbEU1PDT+j4azLC5TnFDEZhCvVyzE4fMcozeGE9n9ceS55lmOyTOHgXVaorHwy7MMRUy+WIUsNHHRw88TTqUYThL4X8SfDLwb/wAFh/8Agmr4z/ZC+LHjHX/gV+0R4KtPhl4S+O+i6amna58RP2bf2tPhBqvhjxr4a1zXPCXiG1sIPHXw+1zxb4V03xz4Nvby10vw58bvglq9l4j8EeJNMt9c0zxTY/VZ9Wo5xn3DPijwHi6uT4XC8ZVOOeB8Ticvw+IqZDm+Elj8PmPCXEmT1MRWpYXiLhOhnNfJc9yTEYiX1PMFgM2oTzDh/FZTjMb8nw7l9HIMmzfwx4xwNHPMBLhf/UninA4bHYrAU+K+C8Q3hMq4p4fzWhTjicHgeJqOT0M9yTMcPHEQy7NMPjOHM7w+JzHKOKcgX298Jfhv+0V4EN18SP2v/wBq3wl8WJ/A3hTU7XTbb4O/BbxB+zN8JLTSItOjuPEXj74keDtY/aA+Pur+OfHjw2F2YtUl8b6L8NfDmlP5nhf4T6X4mS68Wz+Rn2Y5Ll2WcVZ9jaGIwOGllOZSx0KGPxby3IuHsLOeb4uHDmG5v7SweaVnhaNPE8RZhm+Z57h8ty7Lss4ZxuR0cw8Qp5/25dl2aY7E5HlFDESx9SnicLTwqjhaNLNs6zvEUqmV0aucYuhKlhsRhYwrVZYLJMuwGWZTLM8djczzvDZtiMDwS8m+FP8AgmF+0X4on+GfgP4a6H8Jv2vPj5Z+Ptc1v42eMPjj4s+Pfwz+MfhT9mnwb+0P4x8afFL4D/A34reL/wBof9rOL9pF/GHw8/Z/1H4Varr3w70D4feOfEvhjw74r8C+ItUS4h8XWOrXHvrA5hQwGQ5RnWFp5Pj+G+G8u4cz/McXHC1IZr4gZLw9hcw8RcHRxWTLHVs5nk3HuOzvw+o57UoRyt5vktfJVmUcFkuY4yhjjMZh8TmvEed5fVw2Pw+f8TY7MMly7J6lSOE/1NjnFXhPhrjTKqGOjl+V4XhzjjLOH6niDhsNw/VnlSWPzWlw5gZ0ll2Bq9v+1P4R8P8A7d37a37InwE8Mta+KPhx+wh8fdM/bE/ad8VWFtY6noHhL40+BfAesad+zN+z9Pq8r3FkvxN17UviTN8aPFnha0hvNb8G/DLwv4Z1XxfF4db4k/CLU9S83hZTo8Q4vj+LUcuyHhfjbgrh6u5yis94v4ulg+Hs/ngF7L/a8r4FyDB8QYfO8ww+IpU8JxxmfC+TYepi8XlvGWAwfXn7lR4axPB8Zf8ACnxpmHC1XPcJGd6uV+HeSZpg+Mq1XOcK503Soce5xlnDeSZLg8Rd51w3LjDHrD1sowlRYn6M/wCCoX/KMf8A4KKf9mTftW/+qH+IlfC+If8AySWL/wCxpwv/AOtZk59t4X/8nJ4D/wCyt4e/9W2HPEP+CGH/AChw/wCCcH/ZrPwu/wDTTX7Rx1/yPMF/2Rvht/67nhc/GOB/+RLjv+yu8Q//AF4XFh+d0H/K3fqH/aHq0/8AWhq+V8Nf+RH9JH/ssuA//WR8Pz6zxC/i+An/AGD57/6keMh/S7qKajLp1/FpF1Z2WqSWd0mmXuo2E+p6daai0Eq2V1f6Xbano9xqVnb3BilurC31bTp7uBZbaHU7SWRbtODFRxU8LiYYKtQw+MlQrRwmIxWGqYvC0cU6c1QrYnCUsXgquKoU6vJOthqeMwtStTU6UMXQnJV10Yd4eOIoSxVOtWw0a1J4mjh68MNiKuHU061OhiamHxdPD1qlO8aVephsRClNqpPD1oxdN/k1+xz/AME9/wBqL9nn9tv9qn9tD44/tf8AwY/aE1/9rPTfh5pHj3QtA/Y68b/CDV/A+gfCfQtV0X4Z+Bvg94qvf20/i3pnhP4faSNXvdS8SaJ4h8F+LPFHi3VzbarqHji21OO4vZuzJPquS8O5xw/CjVrvN+Js04vxma+1w9HM8wzzHPK8FgIZ7Vp4JwzfKeFcgwNfh/hPBKGFxuV4PFudfNsbGGIw9fjzdYrNs6yHNp16NKGQcPx4XwGXLC82FwmT1MXmGbZrUwNWNeni45pxDn9fB5tm+NzPEZnhIU8FHLcjyvKsLV5o/qB8RPAnhv4pfDzx58MPGFob/wAKfETwf4n8C+KLFZGia88O+K9E1DQdatVlXLRNcafqNxEsi/NGzB1yyivn+JckpcS8OZ9w7WrSw9PO8pzHKpYqnFyq4V43CYjDRxlGKnTft8LKrHEUHGpTnGtTpyhVhNKa9nJc0xGRZzlOd4SNOeJyjMsBmeHhWU3RnXwGLp4qlCsoThOVKc6UY1YxnGTptpTT1PwT+Fv7N/in9on/AIJW/FL/AIIa+NPjvF8Af2m/gR8LfC/7Ofi7xXeeDbrxnc+NP2Y/DXjfStN+HHxy8G+BbjxZ8NL3xx8Iv2hPg/4fj+H2van4d8VWlv4E8d3nxD+F+o+IW8aeDr+zl+iz3Fy8RYcN8cYihh5VMs4i4HxfiLw9jqNXEU14g8IU8DmWYZPnqwuNwOMo5Rxfn+S0+OOHM2pVMPR4q4SxCpwpQxEOKcmwXDkkMPwJnXEmTUI4qvluc4TxGxXA+ZyxOGp4vGcM8c4XOaVPMKdV4DE4Cpnvh9jOLYZDxNlToVFSzjL8Fj69DD5DxDwzjcR+0/wk8C/ED4MfAvT/AAjr3jfw78UvGnhTw1drYXsnhzS/gt8L7W4sNMddC8FeFtD0Cy8e6r8OPhR4fFrbaJ4ePiXVfit8Q9A8LRRzeKvG3j3X7SbU7uOJ85q1aOcZ3zQr42NHOs2xOP4kzejhnmOYYjGZpm9XF8Q5xgcno4HL8NTqYpYGWNy7h+nDCZNhcLiMXgcxzinmeZ4zh4byihgYZZkylUp5fQ/snKsHhsqwE8RPAZXgcJgcpw9LL8Fisylicwx1ahhP7QxUMXmsaeNz3F4+OXyyjI5ZZkuE4D9iXxLqXxN+AWhfHfXfCd94H8QftAajqnxb1bwpH+0X8XP2i/BFhb61Mul+F9U+FHi74q6H4NuPDHw48YeD9D8O+NfD3gTwh8OPh34P0VtevbiLwJZ+Ir7xHqd304nCxy/D5VgILHU3HKsBmeKwecYD6nn2U5rxHh4cTZ3w7nntsVjcbPH8MZvnGP4fnh8XjK1PK6WXU8jymjgsjwOWZZSVKvWxePzmviIYWNTBZrmfDVKtluL9vlOY4LhPNsx4fwWd5fSo4fB4FU88pYF5pHMKGG+uZvhcRhMfmuNxeMk6i+IfEH7FPhP/AIKF/wDBL74pfsseK/G/iD4at4w/aA/ab8SeEPiR4ZsNM1jVPAfxJ+Hf7ffxj8e/DvxXL4b1gf2X4t0fSvFfh7SpPEnhG/msk8R+HG1bRLTXdD1O6sfEtn5MaOOpYTwS4hyfMP7Lz3g3gjwH4pyDHSwlHHUKGZ4Pwb4ZwV8Tga8o0sVTngsdjIQp1JqFPEzw+JqRrU6M8LU9DDzy6tPxEyPPct/tjhzinOvEvhribKI4zEZdWzHI8w45z2WIo4TM8KniMsxtKthcNi8FjaUasKWLoUVjMJjMvljMvr/Yfw68E/tCfCrS9c+MH7ZH7VXhj4uD4Y+BdfuLWy+CvwP8R/s3/C2DQdN0U6l4o8dfEDwNqvx++P8ArPxA+IUttpd4LW9bxro/w30HTpF/4RX4TaZ4oW68WT3nOOwmCwPE2dUMrxVTEVstx6jleExtapgcDllCtPNf7P4ZwdfmxmGzfMcRhcNhK+f5rmua5xRy7A5blXD2LyTDZj4hTz/PKMpzPNcfw9kVPGwryljsDh8PVq0KWGzDNM5xcZ5RSxWe4/DulhqmBoU8RVq4bJ8ty/LMp/tDG43Nc7w2bYnA8Ef2N5R+wp8dH0z9jfxB8U/2ifiz4X8MaF8Jb7xhp3xJg+JPiXUD43/Zyn8CW0L/ABG8G/tJ/F3xn+0V8cLXxb4p0XVxqXjCz8UN4i0LStL+F2v+A9Cgtdes9Pt/iRrXZmLwmT5Pkft8XTzJ0MBgcnp5zltKrWpZ9Xy3Frg3C4DD5dhqONxeY8aYfO8pxPCnFywWYZxiOIfE7D59SyxSxlang3z5fWXEOd8Q18lhP6lj80zDPsFldW0q+VZdxC8Xx3ga/wBZcsJTwXC9ThLPskzrhrB4zK8oxGQcF1Mu/tvDYSpGtgcJzn/BOf4LavJ8Sf23v2/PG3hLWPBfi79vf4weEPEPg7wr4o8OP4a8Y6B+zL8C/AOn/CP9niTxhoeoQpr/AIe8TfEDQ9P134u6n4X8Qix1/wAL2XjjRfCXirwzoXjbRvFWnLtg8HiuG+Dcl4QxyhDNVnvGPHPE+Gp4iliYZZxFxtm8MTDhtYjDqOHr1uFuHMs4dyjOXSlicPDjCHFiy3Msbk88vxDeYYyjnnFGIzbBV44vIsh4cyPgThPGQk6uFzLAZXis3z3iXifKqk5c0ct4o4t4hzVZZXjRovNuGMn4Vzao6mHngaFH9Sq4zUKACgAoAKACgAoAKACgAoA+PvCf/BPH/gnv4C+JGnfGPwL+wl+x94M+LGka9c+KtJ+KfhP9mD4HeHviRpnim7luZrvxLp3jfSPAdn4jsdeupbu6ludZttTj1KaW4uZJbp3lldpyyMckoYfC5LGOU4bCYCeV4XD5YlgaGGyupgamW1Mtw9HC+yp0cBPL6lTATwdNRw8sDOphJU3h5Tpsx/8AwrVa1bNf+FKtiMZTzGvVx/8AtlWvmNLGQzClj61TEOrKrjKWOp08dTxU3KvDGQhio1ViIqqfYNUAUAflf+yL8Df2vP2TPDnxN8C+NL79k7w58IbD4tftX/H3XPj3Yav8YvH3xY+NVz8ZPid8U/ippuv/ABL+GWraB8JvDnwT17wM3iTQF8Za3Y/GP436f4v8O+Frjwf4Y0n4fWN9ofiDRvKr5lHI/DrArNK+HyufAHhhlfDeDhhcLPMcn+ucMZRQjj+N8ZL2+TYhUc5r5fnHE2ecHYbCrF5lxHxRjsZ/r9h3k9aWd9jwlXNeOMzxOW0sVmlPjHjLD5xVp4irSwma4bAYnDZdlWB4DyzD0MPi8BOnk+EoYHhnhXia+Ew+W8NcP5Lh8fwRmeY5ljcfgvXv2PP2wX+NPh/4e/Dr4pWnie4/aMk+GXhXx18VbrwP+yt+074I/Z98P6h4s8IeGPiFo/hkfFbxRpHxB+EPhbx0PBHjjwdqurfCS6/aA8VeO9Ju9Sntwb63ga6r6jF4GVLE5hhVhq2CxORUMPgM/o43Ex+rrijLJYPIuM8Jw3mOKwWUx4syrKuMaecZTgcfk+Eq1JYTL8ZLHUqWKyzP40PEw2KU6GGxX1zC5ngc5zHOqnDeZZXQqzpZhwws2z2XCucZnhKWIzCvw5XzrhzL8DmlXCZ5UwdaGIxuFpKjSlj8qw9T7yrzDvCgAoAKAMjRvD3h/wANw39v4d0LR9Bg1TWNW8Q6nBo2l2OmQ6j4g1y+m1LXNdv4rGCBLzWNa1CefUNW1O4El9qF9NNeXtxNcySSsopQpU6EEoUaLrulSiuWlSeJxmJx+JdOmnyweJxuLxWNr8qTq4zEYnFVHKvWrVJOTc61bETbnXxCwqxFeV5Vq6weAwmWYNVqrbnVWEy7A4LL8Kpyl7DAYXCYOk44ahRpr5Z/au/Y6+Hf7ZV58DvDfxwtfC3jf4IfDH4ga78SfHPwJ8a+AdJ8Z+DvjL4gPw38Z+BvAdl4vi1y/k0lfD/gO/8AGuo+OodHv/DmtpqfjLS/BerQXGlXWgRTz8FXLcJisdVxWPpQxdKPDPEWT5ZTlFwxOSZ/nmKyChT4yynGKcpYLOcr4bw/FPDeBrUaMMbh6XFWLzHB5lhq+C9hiehY3F0MurYHAYiWCnjc2yLEZpiIRp1XmGQ5PXxeaz4bqUasJRp4bMuIsNwxm2OxMW51sDkeI4dr0K2V51mZR/YZ/Zm+Jn7IXwM8N/s/+M/jjonxj8E/CzRtD+HfwLTR/hHL8Mr3wX8HPCMN3Y+C/DfjW7vPid8S7n4ieOtM0aXT/DuseOrG48HeGdU0bQPDTaX8LdC1seK9a1f6DF5njc1w+AxWd1nmPE0sJgocSZ/GMMNQz/M8NleW4DEZvTyqEan9mV81xODxWdZnTeOxqqZtmWOeFqYfL4YLL6XnRwmGwuY51UyyjTwOTZhnGd5xl2UKKqVMplnfEWdZ5iMBHHQ9hSxWAwSzLD5dllNYDD1qGEwalisRi61eU4/WeleHvD2hXOvXmh6Fo+j3XijWP+Eh8TXWlaXY6fc+IvEP9k6Tof8AbuvT2kEMmsax/Y2h6No/9qag099/ZOl6Tpv2g2VjZxL58bwoUMNB8uHw31pYahH3aGHWMzDG5rjPYUk+Sl9bzLMMfmWK5Evb5hjMbja3PisRiK092k6lWq0nVrOi61Rr95VdDDUMHQdWd3Ko6OEw2HwtFzbdPDUaGHg1SpU4mxQMwtV8LeF9e1LwzrOueG9C1nVvBuq3Wu+D9V1XR9O1DUvCuuXuhav4avdZ8M315bT3Og6reeHtc1nQLrUdLltryfQtV1fR5p306+vreV026VWpXpN061XB1svq1qbcKtTL8RisBjcRgalSLU54Ovi8sy7F1sLKToVMVgsBiKkJVsNh6kSXv0nQn79F1qGIdGXvUniMN7T6tiHTbcXWw/tansKrXtKXtKns5pym5btIAoAKACgAoA+Tvi7+wR+wb+0J41uviT8ff2Jf2Tvjb8Qb2x0/S7zx98Xf2bfgv8RvGt3pelQm30rTrrxT4y8Ea3rVxY6ZATBp9nLfNb2cJMVtGkZIPPRwmEw1XGVsNhcPh6uYYiOLx9WjQpUquNxcMJhMBDFYycIxlicRDBYHB4ONetKdWOEwuEwyn7ChRgtquIxFaGGpVq9arTwlGWHwlOrVqThhcPLE4jFyoYaE5yjQoyxWJxGKlSpqNN4mviK7i6tWrUl9Q6TpOk+H9J0vQdB0vT9F0TRdPstJ0bRtJsrbTtJ0nSdOtorPTtL0vTrOKG00/T9PtIIbWysrWKO2tbaOK3t4kijVT34nE4nG4nEYzGYivi8Xi69XE4rFYmrUr4nE4mvUnVr4jEV6s51K1etVnOrVq1JyqVKkpznOU5Sm+PDYbD4PD0MHg6FHC4XC0aWGwuFw1KnQw+Hw9CnGlQoUKFKMadGjRpxjTpUqcVTp01GEIqKNCsDY/M7xb+z1+154Y/bw+Ln7SvwQtf2Y9f8AD3xy+BPwI+Cv/Cf/ABp8SfFyL4ifs6WXwl8VfGjxLrFv4Q+EHg/wVdaB8e/B/jzU/iTYeIr/AMNv8cf2ftVt/EOnSf2r4o1yztfD5tnkMngKOfZVjowo5bnHHGE4zxeY4C1bNMzwWF4R4V4cp8JYrCVqeEpYNYJ8P5xW4e4mnmGaUcjxPG2fZnPg7Mv7Pr5Tm5nV8Z/q5jcHOpPF5Hw7n3D1LKcXKOHyjC43Os/p5rW4ww2Lw0KtfE47GUIZTgeIcixeCU83y/g3hPLcs4syFYvMcfQ6Dw/+2m/hL47fGH4bfGS+1LxToV18aY/hl+zpbfAP9kn9qP4heJ3s/DXgT4Qaj8WNQ+LeqfCtfj5o1h4X8C+Nvi74c8IX/wAZfEmnfCP4f6ZrJ1jw5remw3GjXHiC5jJJLNcvwEP4mZ5jn3E0cJjafNheHo8MYXijHcH5FLN8wxsFgOHs8XE/C3HmT4unmecrDZxl/D3+tmW0MBgZZvleCjMFPA4rMKntKdTLso4d4Tq5phoQnWz3DcU5nl2b53mWDwuWUak8xzjL8Vw0+EuJsteVZZiFl8OJcJw7jcyx+cKjUqfojVFhQAUAFAGQnh7w/H4guPFkehaOnie70ey8PXfiVNLsV8QXPh/T77UNS0/QrjWVg/tCfR7DUNU1HULLS5LlrG2vr7ULuCBLm6upXUUoOu4JQeJWFWJcVyvELBPGvBKvZ/vVg3mGPeFVRy+rvGY32Li8RiHNzbqLDKo3NYR414RTvJYV5h/Z6zB4ZSb9g8f/AGVlv132fK8T9Qy/6w6n1XDOPkv7S/wh1n9oH9nr4x/ArQ/H118Mrr4ueA/EPw5u/Hun6M+t6r4c0DxbZTaH4ou9FsE1vQGj1yfw5f6rZaFqg1OP+w9YuLHXzbX4sTpc/HjcBhMyjgsJmOHoY7KVnXD2Kz3KMVTdTCcQ8OZfxBl2YcRcK41KpFQwXFmTYbH8OYytKNeGHwuZVsRUwWMhTlganZl+Y4zKMRPMctqRw+bYbCZjPIsfKnTrxyjiF5fjIcP588HWhOhmK4fzieBzp5XiUsLmawby3F1IYfE1qq+Wf2Wv+Cf+n/sWfG74tal+zP4o+GPwj/ZK+LGreHviBqX7JfgT9n7TPDLaB8YtH+F/hr4V6j4m8MfEnSfiDa+G9F8E+L9F8J6B4n8V+CNO+Ddt4o1L4j6Za+J1+KcOkX3i/wAK6r7WHzDGzy3HZdnGJqZrClm+c5hwtNcmE/1dy/PsVlWZ5jkM4KFdZhlmEzihnmYcPYag8tw+T0eIswyx4fF4PB5KsP41TA4aGJyfF5fD6tXwvDmTcN53VxH+11s9pZHjOK8Tl+bVK0fqtWjnNann+CwmaY/GTzKWPoZTRrOnSx2MxmLPvrw74X8MeDtMk0bwf4b0HwvpMmqa9rsmk+HdI07RNMl13xNrupeJfE2syWOmWttbNqniTxDq2p+INe1FomvdW13UdS1jUp7jUbq6uZOCTqRw9GjSUXHBYHC5fgMPKcqeHw+Cy/CU8HluX0eWFVYTA4LC0KGEwtCjSdLCYSnToYeh7KlCm+x2lVr1pa1cVXniMVWavVxGIqW9piK82+atXnyrnq1JOpKyUpu13+Iv7R3xK0X9vLwF8Nf2SPjT8Fl8I+PfjZ8RP2oPhNf6Z/w3L+0r8G/2Xryz+EHxS+IvwS8b+G7zxx8GdS/Zp+I/7afjHxX4O8M+Ivinof7G9n4Ms9L1rwlo3iwfFD4i/Cnw/B4c+LV9yYPLsv4jzXJqWJo1alHC8IcP8Z55hMSq9X2+X47ESxWa4PhXJY16uE4lx/DXEGQZbhsZxlmuEy/A8DZJnGU8VY2VPPs7yHwyzz0sZjsRwvUz72FedsFxDlGWZJjsL7PAV6uIzPhDh3ibIanEOfPD15cDQzrLuM/7Jw+U4DE57j8+4jw2JoZNlGeZRkmfcR5V9PfDnwL+zB/wSv8Ahv45+F37O/wz+Pup/D34Y/BhvivefCGx+K37W3x5vtI8OaPrl34d8HeEf2e9J/aB8beN/hT4StdZ1NvE0njLQdB+Kvw50nwXbweHPHHxO01PA19L480rqzTiSrLA4yrjpzxGF4fxvCuBxuNxSy/DVsup8VVoZFkVfMs/zeeXU48JZLlnC+OxWZ5niszlw5wNk+U47G4+OWYXGYitPyss4fo0cRl8cNy4bG8Q/wBvTpYbD080qYHG0eF8PXzvifFZXkOVRzfEVOJsZm/F2RUcJlOAyipn/GuLztYfCY7NM1yfBZXU+APDX7On/BM7wl8QvAn7fv7S+pfEHQ/2h/i74T1vxx8Gfix+z5/wUA/4Ky/tLIn7NOleJ/Bd5B4UH7QHgT4zXnhv4keDpLzxanxV8V/D/wAMeGPD/wAFvDHw2vPG7aX4a8ZfBT4Q/E79oO99HJMsrcI5hlnDGWKVLiLF4ng3Jc8ji6eOnl3EXEWbYqFLh/C4mtxhhaWP4tyilLhvKcBVz/jihHE5pHBcP5/xhk3DVTO8k4Xo45xiaXEuXYziDMkv7AwlXPqOVVo4nAYbNMplRw2d183p4TB8NYuthuEM3dXM8fkWDyPhDHY2H+tGOpcNcL57mXEOe5Vk5/RxXCdIUAFAGRdeHvD99rekeJb3QtHvPEGgWur2Og6/daXYz63otjrp0467Z6RqssD3umWutnSdMOr29nPFDqJsNO+2pMbS2IUUoVJVYJRqzw9TBzqRVqksJVxGDxdXCymnzSw9XE4DBYmpQbdKeIwuDrzjKrh6MxybnShQm3OjTxdHHwpSvKlDHUMLj8FQxsKbbjHF0cHmeY4SjiUvbU8LjsfhoVFRxOJjP4Y/a6u/2rfihc+Pf2SfhH8BPEOk/D742fB6x8NTftu2vxb+E+l+FvhDeeNNd8ZeFvi/peo/DPUdYf4uyeO/BvwzgsPFPwZ1fwj4H8X+C/GfxL8SaL4T8da18OvDWjeIfHw41lWX8SU8wyniWEsJkVPNcpWa4OUq9WXGfB0fqWK4hyDLa+W16eJynMOIObE8K4qrj6mAo5VkeIzTi3L8zzDOMDlXB2Zenhsyq8Of2Zn+TeyzHP6D4gqZdgq1CSweS8RYDAYGvwRnOdOtiMLDMeHa+cV8TWznDZXXqZzRp5VRwVPLa1DNp5lhPuDwr4Z0TwV4W8NeDPDVmun+HvCeg6N4Z0DT0Z3Sx0TQtOttL0qzR3Yu62tlawQqzkuQilmLAsfbzTMsZnOZ5lm+YVFWx2a47GZljasYQpxq4zG4mtisTUjTpxjCmqlatOShBKEE1GMeVHzWUZZhskyjK8lwTqPCZTl2ByzCutKM6zw2Aw1PC0HVnCFOMqjpU4upKMIRcrtQilYm0Lw94e8LacdI8MaFo/h3Sjf6zqp0vQtLsdJ046r4g1rUPEPiDUzZafBb2/2/Xtd1TUdc1m98v7TqetX2oarfzTX91dXL8KuqeHop2pYTCYLL8JSWlPDZfl2Do4DLsDh4X5aGEy/BYehgsFhaajQwuDpUcLh4QoU4RPQsuarOy5q1fEYmtK3vVsTiq9XE4rEVZXvUr4nEVauIxFWbdStXqVa1Wcqs5zlsUDMLxD4W8L+LrK003xZ4b0LxPp9hrXh/xLY2HiHR9O1mysvEnhbWrHxD4W8QWlrqVtdQ22teGte03T9d8P6tCi6ho+tWVjqum3MGoW1vdBwbpV6GKpt08ThXiXhsRBuNfDvF4DGZZi3QqxaqUXisux+Ny/EunJOtgMXjMHVc8NXr05EvepV6EveoYmn7HE0Za0sRRVSnVVKvTbcK1P2tKlV9nUUoe0p052c4RkbtIAoAKACgAoAKACgAoAKACgAoAKACgAoA8e/aB+E3/C+fgj8TPgpL4kuPCunfFHwxfeBvEWt2dnc3d/F4P8Qsmm+M7DTVtNY0We01PW/C9xrGi6Zq6X2NE1C/ttbksNTisX0a5wrYaniKuWOu6ksPgs+4bzfFYenWxGHeYYTJOIcrznF5RUxOGq0cThqGdYfAVcqxOJw9WOIoYbF1qtFurCCOjDYrE4JYytgq9TC5hLKs6w2U5lS5Pb5NnONyjH4PJ+IMPCcJwrYnh7MsRhM6w+HnywxNfBUsPOrSjN1l4F+yb+yP4r/ZJ8Q/FPwr4S+L+mar+zL4g8ZeLvH/AMI/gc/w81xfG3wz8TfEbU9M8TfEkeKfjl4l+LPjPUfinpOreOF8VeNvD0X/AAhnhDxDYa3478azeOvFHju5fw7e6f3YfE13k+Dy7MpxxuLyt4zBZTjsPTp4CjQ4ercQ8SZxl2TYrARjXhVXDWAzXK+EuGHl9fLcqyjg/IcryWhkcoU8JWw/n1MJh6eZYjG5bB4OhmMMqr5thajjiZ1s0ynhbh/hanisFiYww0sPhszw+RrOs+hmFPNM5zLinF4rNlxBh8JUxWU1ft6sDoCgAoAKACgAoAKACgAoAKACgAoAKACgAoAKACgAoAKAPzA+Ef8AwTu8V/AD4+6X8d/g5+0HaaDqXxFtPE0H7Y1j4l+GHiXxtf8Ax9utS+M/if41+HNR+G+qa58cf7M/Z7k8JeI/HnxH8PWmm/8ACNfEjQJPBPjvxWum6PpPxHuE+JgWRc+T5dHI605YzJFkHA+E+qqVSjjnxZwnw1neR5jxi8fXqY2EsRx3Vx+U4njDC1MJUx2Jy7hrhXh7LM8wGWZRlCw5nK/tbGyzbnqU83pZvxnLLsXXdPFUMFwjxRmXDdTL+FpUI0sPiK/+o2T8L5blHBuLhjqGU4SvXznN834azStmWLwp+n9MAoAKACgAoAKACgAoA/MbVf8AgmpqWr+C/EPwzvf28v2r9R+Gni34jeP/AIn+Lfhr4n+FP/BMP4g+CPE3iH4gfFS++L2r2mtaR8S/+CcXjNrnSNN8bahd6r4et4riG/0pnt3i1OS8sNHvbfPLYzyz/VWTnHM63COH4dWWVszpqM6+a8N5jisxy/iHF1cmlk2KwmcVK1XDRrYnh/FZNDCRwGBxOQ08rzT65mNa8zlHNKnE1SUI4SXFMMXhMx+q806cMmxHCOVcFw4fpYbMJY/C4nJ8Pw/lUMC8Pm1DMK+Z08VmFPiLE5ph6/sI+xfD34KftJeJPDvxj8UfGv4v2/wd+OPxV0/wN4N0zxR+y9qGheM9K+Fngn4ZvqzaHf8AgIftHfBTxT4TuvEXxA1jxF4y8Z+LLLxZ8JNbsvDFt4rsvhraax4vl8FaJ8WdRXspSyjC0I4nFYPH4vNocSZu6TwWLjgsVXyvh3L8RwZlmY4zAOtmHCWAWRVMRg8dXwGV5ticzzvijN8PhMnqZhDA0XKVOGcVq0KUcZlWCyvEZHlFPHyrQxGMU804jxi4tzDDYCthqOV8Q4nCZpkmX43LsFicblNSfCuTYuvXxWCxNbJaHkVr/wAEvfh03hXxxpniP4+/Gjxd468Z6tquun4y3vw6/YY8KePNE1bxV478BeN/ifqVr4a+F/7F3gH4N+KNY+NMnw58L+FPi54m+JXwn8Z+KvGPgK2uPCd7riWNzcu/ThKscrq5VXynBYXCSyqpwxVeEo1MXQwuZ0+E+NuJPEHJ8ur1FWrYjIsvq8X8QT4hzKHCMskq43PMuyHiLESqcR5dSzafPXpLGQzSjjqk8ZRzfL+LMvxsK0aVqr4o8Pcu8NP7SrulTpTzHNeGOE8FiMp4Ox2azxtTI8vzfP8AJaKqcO46rkx6b+xV8Jf2qfA95+0B8RP2yPEPw88S/Fj4pfEXT28MXHw18U6b4t8O+Gvgp4Y8O2p8F+ArPVYP2X/2a9Zs9L8P+MfEfxN1bw94e8XWPxL8XaBoPiDT9M8RfHbx5rCX+vMYF08JwtkmVyvPNJ4nMM+4pxHK3SxXE+Y4TJcnr1sLiFWp0sThaeR8McO4OlUoZPkcHPDVqlTKpYqeJzDEaY+MavEmZYzB3WTU8ty7JckjW5aeNlgMtzjifF0cVmWGjHEKjmeNoZthsVnE6GaYrLq+dzzOpkuX5Lkiy/JYfc9ZgFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQB//Z" 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" 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b0O6utNvAw8nVPD3iTTdI8R+Gda0+4jm07XvDHibSdL8TeHdattQ0HxHpFhrdlf6fF216EsPKmnUw1enXwuCx2ExeBxuDzHLsfl2Y4OhmGWZnlmZ5fiMTgM0yzNMBicNmGWZnl+JxGAzDL8RhsdgsTWwlajXlx0a8K7xMYKtCpgswzTKsZRxGHxGFxOFzPJ8yxeUZrgcThsVSo16GJwGY4HFYPEUqtOMo1qNSNmlzv0OsTYKACgD+bT/g47+Jnw013wJ+wJ+wp8T/AIkeCvhr4B/bF/bQ+G118evFPjvxrovgjw1oP7LXwEuV+J3xf1rXfEXiHV9E0DSNMiv4/BsDX2ualFaefILaztrvVHtVXm4axODl4x+H1fHYqOFwHh9h+IfFbF15zp0sNUzzIsrxWT8C8PZnXrp0aGH4yzjOMdl2Wwi447F55g8BhsvqvEXw9XszV5ngPDDxBxuU0cbPNOIlw74cZVXwM5UsVlU+K84VbNuKKE4QqVa1HhrLMonUzbDUlBLK8fXxGIxUKNOWFr+S/wDBZz48/C7/AIKy/AHwp/wS3/4JleM/DP7W3xf+MHxV+AviXx98Yf2ftWsPih+zz+yD8KPCvjvVPFMnxT+N/wAfPBF7rPw78B6xcr8P9WsPCngD/hJZPiZ4lgivLTQ/DU2qat4J0/V9ssyzNM44+4Ez/wBrjMkyLgTivFcW8Q8ZVqKw8MLicLw3mWX4LKOGI4yEFxFxbmdTiinjcqweWwxOX4aOXZlPiLHZZhaNTEGDxOWcNcA8X4ChhcBmWMzzhiPC/C/BdLE0p4vNJYLPeFsZU/tDDQhi6uT8MYenhMFlWPzvMMM8NTrZphZUKGLwmEz7EYX3r/gnr49uv2xf+CyP/BRj4k+LdfuPG/hj/gmj4L+E/wCwb+zzdaheCaHTfGPii11jWP2rviQ2ii1t4NP8ceOfGPw50XwvqWuL9qvF8M6MfDlpqR0hriGT0uHMVQzLgzjHxJw+Ep4DEeK/iZxJk+AwlCMvYZL4eeHdfD1siyDLMRLlq4jJ8+zHielxjX9rCnKviVk8Zxq08twNSPj5tg6uT51wD4ZyxVbG0PDvw64Z4vznF1oRoyzri/jvJnhsm4kqw5q1eOIwfDmGz/h6OAljcRgMPF4nNoUoZhm+IdP9dP2jv2vPCvwF8V/Df4O+GvA/jD44/tHfGaHX7r4TfAH4b/2LF4i1PQfDRsofFHxN+IPijxFqmk+FvhL8GfBN1qmkQeMPiT4s1BSbvUtP8L/D7w742+Jmo+Hfh9f+PTljMfj62UZPh6GJx+Hy6eaY/E47E1cDw/w9gJyxGGy7MuKs2oYLMcTluCzbM6P9m5ZhMryrOuKs3q081r8NcLZxh8k4inhvZrRw+By1ZxmdStRwM8woZXgsPhKFLFZ1n2ZTdOriMq4Zy2vi8BQzLMMFl7nmmPq47MMsyDKsFGlW4i4gyqjisBWreNfsuftwfEj4vftaftGfsW/G74H+APh18Xv2ePhr8H/il4p1r4FfG34g/H34RWmlfF278Vw+G/Bvifx18Qv2X/2XdS8O/EmbT/Da+KdP8N6R4T8UaDqfhK8lvh4xtdb0rWvDsXflv1XNskz7N8HVxMf9XOLqPB+Phi8JGhhMdj8Rw1l/EaqcP41YqrLN1lOGxtLD8TU5YbCwybF43IqEMRja2PxVLCceO+tZZmeQ4HGUqCp8TcP5rxDk86OIr1cUsFkue0chzCrmeHeCp4bA0MXjcTCnkTo5hjMdjpYDiKeY5dlWDwmSY3NP0crE2P56f2/viVb/ALC3/BZT/gl5+0V4Ze30Dwv+33e+M/2Dv2o7KG6+xaf47v7A6DrX7LHizVtNisrmPUfFvgPxn4p17w/p/iZ449Xi8I6xL4Qn1WPQJYII54Flfj3jDgGUG8Dx9wLnHiFltOKhKOC418LsDRhm2eJcqrPE55wvicg4PrYX6xTwNbDrB5tUoV8fkuGhN8XWXh/lPGDlNYzw841ynJalRU+f6zwP4g08xef4DGV7upRyzhvHcNx4ywlOmpwo4z+2JKNKOY4+rP8AYr44/tS/DD9njUfD+l+P/C/7Rmv3HiSzvb7Tpfgd+xp+2N+0tp1vBYTw286eINX/AGbfgP8AFnS/CV5I8yNZab4pvNL1LUYBNd6Za3NrBczLlHEU5YqthFGv7WhQw2InOWFxUMLKniamLpUo0cbOisJiK8ZYOq8ThaFepisHTnhK2No0aOMwFSrq6E44eniXKj7OrWr0IxWIw8sQp0IYec5VMLGq8TRoyjiKaoYitShh8RNYinhqtWrhsZGPhn/Dy79m/wD6Jt+3/wD+KjP+CtP/ANBJW5ifTt7ovwc/ap+CsemeP/hhZ/EP4RfFPQdPvNW+GP7QPwT13SIdb0d7q31Oy074ifBD44+CdG8QaNeWt7a217J4Z8f+DbDWNNv4Lea70q3vIoyJx+W0Jyo0Mfh8DjFTll2ZUE54LMKVGv7Ohj8DiITpVMRSo47COVKcoc0cdl2OhPDYmGHzChWop4DMKsfaYjA1sZhJNZjl9SahjMBWnRk8VlmYUXGrDD1qmDxtJYijzpSweY5fWVahPEZfiaVWpjfA39lT9lf9l6DxJbfsy/s0fAT9nm38YS6ZP4vt/gb8Gvhv8KYPFM+jJfR6NN4ki8BeGfD6a7LpCajfppkmpi5exS9vltGjW4uN/TLFYqWFpYGWJrywdGvXxVHByrVXhaWKxNPDUcTiaWHc3Sp18RSwmFpV60YqrVp4fDU6k5xo0znWFwyxMsasPQWLlQhhZYtUaaxMsNTqVKtPDyr8vtXQhVqVKsKLm6cak6k1HnlOb9ji8O+HrfxBqHiyDQtHh8T6rpGkeH9U8SxaXYx+INS8P6Fe63qOhaHqGspANQvNI0S/8Ra/f6RplxcyWWnXus63d2UEVxqOoSy4R9yNSEPdhVqxrVYx92NStGlGjGtUinadWNKEaUakrzVKMaalyRV+ibdRYdVG5rCfXPqim3JYb6+8C8f9XUm/YfXnluXvGez5frLwWB9u5vDYdr8NPAPjDxH8Df8Agpj/AMFK/Gn7Q/7LP7TPxV8bfGC3/Z88B/sbeMPhp+y78Q/iv8PPHP7MWm/CqP7V8C9J+O+heGLr4KfAu5m+OzeP9X+JWl/tHfEz4T+DTe634O8c+MfEaeD0svENpycOYVY3gHPeG6+FwdTiDP8AxQ49zDi7BZ5NZbkebcOwybhjJ+AsfmGPxuHnluZ5HlPBtLHUXgMnpZtm0MbX4ry/LuHsx43zbHZRjujOpyw/GnDudUMc8LkeUeH3C+C4czLAvH4zHZDxFiuIs9x3HPtsBlFPGZxg80zTPcPkeIjjKOC5J5DlvC+JxOLo5fl9CvH9H/2VvjH8Mtd1H4kfs1fD74feCPhof2W5vBHw4u/AvwZsNd1T4L+BI2+GXgPXbj4eaT4r0r4UeAvhr4U8QeCNX17UvDtv8H9PuI/HVj8PbHwL8V9Y8G+G/Cfj/wAI6cPaqV5Zzg5cRQx+NzLD18yzvLoZjmcKuHxGPWS8W8XcJ0a+E+u4meJzSEVwhVWazwSxOCyDMZ08hxWPqy/szHYvzKdKnl1TC5dLBQyvFYjAUc4r5SlhFi8DUzXDYDO51cfQy+riaGGo5lTz3C4rLs0rVoUeIseuJIZTLGVci4hrUvsSuA6goAzdZ1nR/Dmj6t4h8Q6tpuhaFoWm3+s65rms39rpmj6Po+mWs17qeratqd7NBZ6dpunWdvPd39/eTxWtpaxTXFzMkMcklc+LxeEy/CYrH4/FYfBYLBYevi8bjcXXpYfCYTCYelOtiMVisRWnClh8Ph6VOdWvXqzjSpUoTqVJqEZSNsPh8RjMRQwmEoVsVisVWpYfDYbD0qlbEYjEVqkaVChQo0ozqVq1ao406VKnGVSpUlGEIym/e/k3+Bn7bn7KH7fX/Bzdqvizwv8AtH/AzxH8NP2M/wBkG7+Bv7L88PxL8BvH8dP2ivi9r0eu/FDXvgPLc6m83xUTw94K/wCEg8I6xdeApNQgS10KDW9Pubnw9fvfXHX4c4evUy/xp4llh8XHOuIcdwzwHk2W1IV6WNqeHfCdTPOJc6zmWUOlTr+ywXFPDua4+jndP2+CrcI5zgcbjaksNiMplhuPjuthYvwj4fjVwksDlNfiLjvO8ydX2mFw3FGeU8HwlkvC9XGxk8vnisdl2YcO5pl2BjOWNw2eUc4y+tUnmtGrl2D/AK2qg2P5wv8AgkL4E1/9m3/gq9/wXs/Z08Zre2t38SPj38Jf21vhnNqSafbjxZ8N/j5F8T77Vdd0CO3aS5vtL8MeKIj4I1G8kkMVvqunC2eGDUHvlZ8DRUfBPLMk5oyx3AHihx9w5nFJRmquGwmb5Xwni+C8ViU37NVM/wCHMjebwdCU6XPUxNG9Orh6lBLjOdR+K+FziUoTwPGPg/4eRynklFSU/DmGK4Z4hnUhJ+2ipZvnTwVONSMXfL6uKpxngsXgMTV8P8V/8FDPgF/wTZ/4Ls/t++I/+Ck03jr4W6J+0V8Ff2T/AAx+wf8AG4fCT4qfE7wl4h+FHgTQrlPij8GfBUfwt8JeN/E1hq9/8YfFk/iXWdLs/D8tlfa/ZzzeI7/TpZPhzb6rlwJiKGJ4b4s4SoLEvjvMfFrEZ3nGTU8LjK+N4kyXHZNg+HvDDFZRSw9KvSr4bK8syzMctpwoKjTxGdZlmuHwqx/ENDi6GF242pRwuN8PuJ51MOuFcq8NeI8txGZVq+GwuG4dzv8A1wxGc8VzzbEV69Kn7bM8JhckxGJlHmll2QZbwtXxqp0MYq5+zvxX/b81L4D/ALH3xY/bi+K/7KPx1034QfD+K58XaZ4H0i4+GunftIT/AATsNMWa++LHxH+EXxg8cfBnS/hZeXN1bXmpaP8ABt/H3iX44L4PvvCI8a+AfCfxmvfG/wAC/DazSpPJv7AwuKw9XF5pnOc5TkWIwWR1MHneHynM+IMTQy/h/L6mPwGLnHO8fic4xeB4bx64XoZxlVDP8Zh55RnOc8KxxPFsN8uwjzjF5vQyyo50cpwGaYqOJx2HxWWvOJ5JXzGrnFXJcNiqCrrKqGTYOOc4LMM+jkuNzGnSzbC0Mni6XD2Jzb7y8K68PFXhbw14oXSNY0EeI9B0bXhoXiK2trPxDoo1bTra/Gka9Z2l7qFraaxpon+x6pbW19d20F9FcQwXtxEqXDenmmAlleZ5llcsVhMbLLsdjMBLGZfWeIwGLlhMTWw7xWBxEqdN18JiHQdXDVnTg6lCdObpxcnE8LKMyo51lGV5xhqVejh81y7A5lQo4qEKeKpUcdhqeJpUsTTp1a1OFenCajWhCrUhGpzRhVqRSm/52/8AgtD4Q1v9on/go7/wQU/Zc8E2yXuvaN+194n/AGxvGtxDcQJN4W+F37Mtl4O1/VdW1BJXfybLXp9Vn0XTWa3b7frUdvplvc288vmHi4CnNeMmKzr3I4DgXwW8SK2c1JNOUaniL9U4X4WUKamqjhiM+yKOXVlThUqR/tCji5KngsHmOIj6HGK/41Bm+UKcFjeOPEHgrhnKqE+f2mKwmGyvi+pxljMIoxcZVeHeHc2/tZqtKFF1PqtCbnKtCMv22+OPhj9r/wAQaj4fl/Zn+Of7Ofwn0u2s71PFNl8cf2Uvil+0BqOs6i88LaddeH9T8Bftrfsw2/hiztbdZ4r2w1HSvEs9/PJDc2+p2EcMlpLzxjiliq051qEsHKhho4ehHDVI4qnio1MW8XWrYt4udKvQr0p4KGGw0MHQqYWpRxdWri8XHFUaOH3bw/1enGNOssSq1d1qzrwlh54eUMOsPTp4ZYeNSlWpTjiZV68sVVhXhVw9Onh6EsPVq1/DP+Fcf8FXP+j0v2AP/FYn7S3/ANOHrcxPdPGV/wDte+EfhD4LX4eeFP2dP2gvjlFd6VYfEOXxl8Qfij+yJ8Ib+w/srWJNb8V+C7fRPhd+3R4u0e7/ALYh0Sz0r4fa5cavAdKv9Y1O8+KIvdIsdH1PavLDSqReFpVqNP2OGjKFfEU8RUeJjhqUcZVjUp4XCxjRr4pVq+Gw7pyqYXDTpYStisXWpTx1TGhHERhJYmrRrVPbYiUZ0KFTDwWHliK0sJSlTqYnFSlWoYV0aOIrqpGGJxEK2KpYbC0qsMHT8KPxI/4KuKCx/Yt/YBwoJOP+CnP7S7HAB6Kv/BHgsx+XhVBYkgAEkZ5K1WGHo1q9RVZQoUqlWcaNCviK0oU4SnJUcNh6dXEYiq1BqnQoU6lerNxp0qc6koxluldpK120ldpLV21cmkl3bdktW0tT4c+BP/BWf9pn9o/9oPxp+yl8NP2af2P7H9of4f8AgOL4oeLfgz8Xf2q/+Cmf7Pnj7Tfh5Pq+j6Jb+LodE/aC/wCCCvwwm1fR7jUNd0iO3uNG+3GaC/tb+JX05/tddWBozzPLc2zbASpYrBZFmWVZPnU6deh9YyrNM5y3E5tlmBzDBSqrG4XEYrLsNLG8lbDxdHD1cDPEul9ey7205n/wjZngcpzJOhiszhmVTK6sYyxGW5nTyrF1MFjZ5bnOGVbKcwiq9DFLCvCY2r9fpYLNcTl31nC5dmleluftY/8ABUH9rv8AYef4fD9pT9k/9k/wnb/FDxFpng3wHqng79qH/gpx8ZtB13xxreoJpnhzwGPEPwP/AOCCfxH0XTPHXiq9Y2/hHwPrF/ZeLfFLR3T+GdG1GK2u5E46GIp4nN6GQ4eNermuLpwngcFDC4p1MxbpZjXnRyyfsfZZni8LhsrxmMx+CwM6+My/AwpY7MKFDCYnB1qm9TD1KOWYvOKjpQy7AUsRXzHFvEUPZ5bhMPPA0quOzOPtXUy3L3WzDCUKOYY6NHA4jE1JYXD4ipiKWIpx9t+FPin9v69sD8Yfhp/wTh/4J4eCL/4taLo+ta7rGo/tsftWfCD4neIdPm1PxL4s0y2+JPhjxh/wRI8GfEbStXsdb8beLNcuPDXxC0ax8RaJ4k8S+LLrUtKs9c1XXWl9CrQrZdGplXtKMaEMTHGyw+BxmFxWXvGVMsyrLvrcJ4CvXwVXEvK8qynLalenOdaGCy7L8tqTVLA0KEOKNWlj60cxnCrUxNKhLKYYrGYbEUsbDA4HGYpQwUJYylTxKy+niZ4nEYOEf9iqqvLHYN1KOIjiJ/q1XMbhQAUAFABQB8KftS/sear8Uvid8L/2rv2fPGmj/B79sT4HaLrvhXwN8Qtd0TU/EHw8+J3wk8TXltqXjP8AZx/aA8KaRrOh6h4o+Ffi7UtP0/XdE1rStSg8ZfCj4h2Oj/ErwTJfC28T+CNewwc8XkuY5lmmWUcPjqOdZdRy7ibhvG4qpgMu4ow+VrMcTw9UWbUsDmdfhbiDIswxtWeTcW4TKs1lg8Bjc5yrOeHOIMjxlfJZbYpUM1yrDZPmFath1luazzzh3N8PQWLxPDeeYjBzyvHZhHK54zAUM/y3M8qnLAZ5w3isfl8czw8MLWy3Pci4hweUcT4X7g097+SwsZNVtrSz1OS0tn1Gz0++n1Kwtb9oEa8trHUrnTtJuNQtIJy8VtfT6Zp891AqXE2nWkjtbL24mOGjicRHB1a1fCxrVY4WvicPTwuJrYZVJqhVxGFpYrGU8NWqU1CdXD08XiadGpKdKGKrRgq0uPDyxEsPQli6VGjipUaUsTRw9epicPSxDgnWpUMTVw2EqYijTqXjSr1MLh6lWFqk8NRk3TPxL/4LnfHfwv8ADr4J/s4fBvxR4Z8beO/Dvxr/AGlvA3iv4seAfhn8P/EfxJ+IHiX9nX9lmLUP2pPi3pui+EvD1pMf7P8AFN78LvBPwy8ReI/EuoeHvh94W0Xx1deIviL428NeCrPXPENv4CznC5NxjkGdYyn7TAeHeS8Z+MOZVHJxw+Fq8FZM8t4QxmPxE6lHB5dh8s484p4W4khi8yrvD4mWQ1MnwuW5rmWMwmWT9qGVVM04W4pyvD4jC4fH8aLJ/CjJ54mnUxDqYjxFx9TLeKYYbL6NHFYnMsRS8M8B4gYunhcDgcbmHPh6dbL8HPHU6FaH2N+xDonxw8R/DDQ/2lPHv7X3xM/aBsfj74Fi+J/w++E3iXQf2atB+DPw18MfEW6Xx78N9F8JeLPhh+yT8Ifi74ivPDHg3UtF8Far4v8AiDrGrpr3l6r4pm+HWmazdWmn2n1WdZTmHCNLNuE8RHCZ7xLkE6eWYzOcbiK2Cjj8/wAkw+YYDNI0auXYSGCw2TZzmfLWqY3/AFeq42NDC4LGZfgMBTq4/I6nzmVZplvFOKwfFGBq47KOFs3TxWXZPTwuHxGLwmTZhLL6lDEZlh8ZiamLWeYGnhsVUp5JDPo4TK3mGI4bzXOOIcZltDjSrt/s4/sna94H+LvxF/a1/aG8ZaV8Uf2qfiz4X0XwJfat4d0280z4XfAz4O6JqVxrmjfs/fAXStWmutbj8JW+uXL+IviD8QvEdxH4v+Mnj9T431jQ/CHhe08A/CLw1zYWOEyjLMflGW1a+Nlm2b0c54i4hxuGo4LMuJMfgMJVy7JYvLaGKxtDh7h/IcDWxi4c4Vo5hmtTKa+bZ9is14n4hzvH47P62+IeKzXHYDMsxo0MHTyrAVMHkHD+CxNTGZfw8sxhgavEGJeZ1sJl9fiPPs8xeBwkc04mxWXZZ9Yy3L8nyzKuH8kyvCyy6f29XOdAUAFABQB/HZ/wUMl1z4B/tMeBv+DhrwxLr1xoX7O37dGsfse/Geysf7ZubLUv+Ceel3Fn+y/491C70KOO/trabwf+0dpXxa8U+G9Rs9Oa+8Sr408LanPqMlhp3hewt+fgXFUOHeI+CaeaVo4LJfHzAcV4LjCtjamEWEy/Mc7xdXE+CHE/114iMMq4e/1E4H4K4yzjD+3jjq2ZYnCZRmccBjKud5PLr4py3G8S5ZxbluXYaGJ4i8IsLwHnXA8cLUlVxWb0cDlNbi3xNyFRjXo0KGa5hU8S894UzDE4pYrC8NZRwlj80q0aeJjnUH/Qn8WZ9N+OP7aH7FvgPSLzT9a8HfCLwz8Sv20NfuIlW6sr3U5/Cd38CPgO8FylyI57bVm+LfxP8Y6Y3k3FuNR8D6bqIkhu7bTZX7ctw1fBcV8aVsZRjh8dwXwlheG6mDxNCUczyziTxK4jzDDUMywkpWlgp4Xhbwr8SeE84i0q9bB8VTwKl9WqY6EvKr4/DZhwpw2suxMqmF45z3C5qqkaC+r5twZwRgMDxJjMPUliKXtsFWp8bcReEmf4J0Fh8fXhleOwdWssrnnWX4n9AKyOoKACgAoAKACgAoAKAPnHxZ+y78N/HP7S3gn9qDxTe+JdW8W+APgf8VPgL4X8JXNzoLfD7T/C/wAX/FHgDxF8QPEa6f8A8I3/AMJH/wAJnrMfw68OeHF1RPFSaVa+F11LT4NBF3qN/qLcbwGDnheNsFiKMcThuPMi4f4az6FW8KjyHIsVxVjHlmDxOHdDFUMLneJ4l+sZ5RnWq08TiMl4XxOFhhMVl9SvW6JYvF34VlRxFTCz4S4izHirK54ZqEqme4zK8JlOHxuN51UVeWTYOjjI5PGCpLDzzbOZYh4lVsMqXK/sZ/sc+Cf2IPhHpfwW+H3xP+NvxG8HeGtP0rwx4Ft/jL4507xIPh78OvDj6n/whvw18F6T4a8L+C/DGmeH/CVvq15p9pr914evPib4j0tdF074jfEDxTa+HPBqad7NfMcdjMHl9DMcTPMsdhcLhKOPz7GwpSzrP8ZhMqyvJYZpm9ejTo4aGJq5dk2W062CyfB5ZkMsfTx/EMcmhxPnfFmdY/zKWBwuHzHOMdhKf1ShmmPx2No5Rhm6eT5PDH5vm2eYrBZThLuaozzXOs0xf1zMq2Pzr6rXwOQyzaXDWScKZNgPriuI6woAKACgD4h/b+/b3/Z0/wCCeP7OnxB+Nvx3+Knw+8F6ppngbx3rPws8B+K/GGiaJ4t+Mfjbw1ocl1pvgP4ceHLvULfW/GGs6hqt5olhfweHrO8OiWeoxa1rkljo0N1qSfNcTYzFLLMdlGSYrDw4nzTCRwOQ0qlWa+q47Ncdh8iwGeZjChTr4rCcPZPmWZ4HF8Q5zHDVqGUZVDFY+vFwouMvf4cyvD5hmeAqZrOrhOHqWY4OnnuapKnRwWBccZjcVCnXqU6tKeZV8ty3MKuVZbGFbHZnicPLCZdgsXi5Qw0vK/g1+z1+zv8AtU/8EmvCP7L1v8SfBvx6+DXxe/Zjf4WeJ/i54B17wr4x0Hxv4n1nw/eaV4/+JOi6/oN1rOg3XiuL4lnXPFct3BcXNxpPju3na7kGr2lya+n8WeGaOPXEHDWRUP7IwOXUspw/h7HF05OhleVcLQy+p4XYuH7ussTl+XYLKOG8XhK9GNWhjMBRoV8M6lCrTlL5zw64prxr4DjLMcNg6+ZZtm2ccR8Z5NgvaYbA/wBscXZnmWccecMrD16uMxWW4SeKzvN8n+o5hWxWZYLBVVhsxxGKxtOtiKnxl/wb2/Cv9qDwn+zN4/8AE/7ZNzHf/GjwF4lg/YV0DUEg1TZc/A/9hbxN8Qfhd4KvYb/WoE1HVF1jxr4h+J+pPqpmkttWhks9TjhtJZZtOh9/HZ1Tz/hzIeJeXE0cw8RZvxO4jwGNjQhj8p4hzLh7hbgXF5bjYUVzfWMbDw4p8ZYr27lbN+K84ng5Sy2rhKk/Kp5M8g4o4h4Xw1eVfh/gH2PCfCbt7LC4nKs1xOM8QYZ/gMupVquCymlmuS8Y8LcOUMPg7Vlw1wdwhlOY18S8lwM4/v8A188eyFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAFABQAUAf/Z" } }, "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "文本分类的应用很多,比如垃圾邮件和垃圾短信的过滤就是一个2分类问题,新闻分类、文本情感分析等都可以看成是文本分类问题,分类问题由两步组成:训练和预测,要建立一个分类模型,至少需要有一个训练数据集。贝叶斯模型可以很自然地应用到文本分类上:现在有一篇文档d(Document),判断它属于哪个类别ck,只需要计算文档d属于哪一个类别的概率最大:\n", "\n", "\n", "\n", "在分类问题中,我们并不是把所有的特征都用上,对一篇文档d,我们只用其中的部分特征词项t1,t2,...,tnd(nd表示d中的总词条数目),因为很多词项对分类是没有价值的,比如一些停用词“的,是,在”在每个类别中都会出现,这个词项还会模糊分类的决策面,关于特征词的选取,我的这篇文章有介绍。用特征词项表示文档后,计算文档d的类别转化为:\n", "\n", "\n", "\n", "注意P(Ck|d)只是正比于后面那部分公式,完整的计算还有一个分母,但我们前面讨论了,对每个类别而已分母都是一样的,于是在我们只需要计算分子就能够进行分类了。实际的计算过程中,多个概率值P(tj|ck)的连乘很容易下溢出为0,因此转化为对数计算,连乘就变成了累加:\n", "\n", "\n", "\n", "我们只需要从训练数据集中,计算每一个类别的出现概率P(ck)和每一个类别中各个特征词项的概率P(tj|ck),而这些概率值的计算都采用最大似然估计,说到底*就是统计每个词在各个类别中出现的次数和各个类别的文档的数目*:\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## 二、3种贝叶斯模型" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### 1、高斯分布朴素贝叶斯" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "高斯分布就是正态分布\n", "\n", "【用途】用于一般分类问题\n", "\n", "使用自带的鸢尾花数据" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.naive_bayes import GaussianNB" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import sklearn.datasets as datasets\n", "iris = datasets.load_iris()\n", "x_data = iris.data\n", "y_target = iris.target" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "X_train,x_test,y_train,y_test = train_test_split(x_data,y_target,test_size = 0.1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Naive Bayes 朴素贝叶斯\n", "g_NB = GaussianNB()\n", "\n", "g_NB.fit(X_train,y_train)\n", "\n", "g_NB.score(x_test,y_test)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### 2、多项式分布朴素贝叶斯" ] }, { "attachments": { "12.jpg": { "image/jpeg": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "多项式分布:\n", "\n", "\n", "\n", "【用途】适用于文本数据(特征表示的是次数,例如某个词语的出现次数)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 例:延续上面,使用鸢尾花数据" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.naive_bayes import MultinomialNB\n", "\n", "m_NB = MultinomialNB()\n", "\n", "m_NB.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m_NB.score(x_test,y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3、伯努利分布朴素贝叶斯" ] }, { "attachments": { "11.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "伯努利分布:\n", "\n", "\n", "\n", "【用途】适用于伯努利分布,也适用于文本数据(此时特征表示的是是否出现,例如某个词语的出现为1,不出现为0)\n", "\n", "绝大多数情况下表现不如多项式分布,但有的时候伯努利分布表现得要比多项式分布要好,尤其是对于小数量级的文本数据" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 例:继续使用鸢尾花数据集" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BernoulliNB(alpha=1.0, binarize=0.0, class_prior=None, fit_prior=True)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.naive_bayes import BernoulliNB\n", "b_NB = BernoulliNB()\n", "b_NB.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.26666666666666666" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b_NB.score(x_test,y_test)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 三、文本分类实战" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "对短信进行二分类,数据为SMSSpamCollection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "导包 \n", "导入sklearn.feature_extraction.text.TfidfVectorizer用于转换字符串 \n", "读取短信数据" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.feature_extraction.text import TfidfVectorizer" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(5572, 2)" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "<div>\n", "<style>\n", " .dataframe thead tr:only-child th {\n", " text-align: right;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: left;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>0</th>\n", " <th>1</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>ham</td>\n", " <td>Go until jurong point, crazy.. Available only ...</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>ham</td>\n", " <td>Ok lar... Joking wif u oni...</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>spam</td>\n", " <td>Free entry in 2 a wkly comp to win FA Cup fina...</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>ham</td>\n", " <td>U dun say so early hor... U c already then say...</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>ham</td>\n", " <td>Nah I don't think he goes to usf, he lives aro...</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " 0 1\n", "0 ham Go until jurong point, crazy.. Available only ...\n", "1 ham Ok lar... Joking wif u oni...\n", "2 spam Free entry in 2 a wkly comp to win FA Cup fina...\n", "3 ham U dun say so early hor... U c already then say...\n", "4 ham Nah I don't think he goes to usf, he lives aro..." ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "sms = pd.read_table('../data/SMSSpamCollection',header=None)\n", "display(sms.shape,sms.head())" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "x_train = sms[1]\n", "y_train = sms[0]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [ { "ename": "ValueError", "evalue": "could not convert string to float: 'Rofl. Its true to its name'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m<ipython-input-16-856f6218cbfe>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mg_NB\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mGaussianNB\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mg_NB\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_train\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my_train\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/sklearn/naive_bayes.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[1;32m 180\u001b[0m \u001b[0mReturns\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 181\u001b[0m \"\"\"\n\u001b[0;32m--> 182\u001b[0;31m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_X_y\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 183\u001b[0m return self._partial_fit(X, y, np.unique(y), _refit=True,\n\u001b[1;32m 184\u001b[0m sample_weight=sample_weight)\n", "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_X_y\u001b[0;34m(X, y, accept_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, multi_output, ensure_min_samples, ensure_min_features, y_numeric, warn_on_dtype, estimator)\u001b[0m\n\u001b[1;32m 519\u001b[0m X = check_array(X, accept_sparse, dtype, order, copy, force_all_finite,\n\u001b[1;32m 520\u001b[0m \u001b[0mensure_2d\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mallow_nd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mensure_min_samples\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 521\u001b[0;31m ensure_min_features, warn_on_dtype, estimator)\n\u001b[0m\u001b[1;32m 522\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmulti_output\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 523\u001b[0m y = check_array(y, 'csr', force_all_finite=True, ensure_2d=False,\n", "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, warn_on_dtype, estimator)\u001b[0m\n\u001b[1;32m 380\u001b[0m force_all_finite)\n\u001b[1;32m 381\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 382\u001b[0;31m \u001b[0marray\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 383\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 384\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mensure_2d\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: could not convert string to float: 'Rofl. Its true to its name'" ] } ], "source": [ "g_NB = GaussianNB()\n", "# could not convert string to float: 'Rofl. Its true to its name'\n", "g_NB.fit(x_train,y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### tf.fit_transform()\n", "\n", "- 参数必须是字符串的一维数组(比如列表或者Series)\n", "- 返回的是一个稀疏矩阵类型的对象,行数为样本数,列数为所有出现的单词统计个数。\n", "\n", "这里输入data[1]是Series类型,返回的是一个5572x8713 sparse matrix \n", "其中5572是data[1]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#Knn 声明对象,对象调用方法" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#TfidfVectorizer 类----> 实例化\n", "\n", "tf = TfidfVectorizer()\n", "\n", "#对文本数据进行训练\n", "tf.fit(x_train)\n", "\n", "#对文本数据进行转换---->稀疏矩阵对象\n", "# 5572x8713\n", "# 5572 条短信\n", "# 8713 个不同单词 8713列\n", "\n", "# columns : Go until jurong point , crazy Ok lar... Joking wif u oni...\n", "# 0 1 1 1 1 1 1 0 0 0 0 0\n", "\n", "# 1 0 0 0 0 0 0 1 1 1 1 1\n", "\n", "X_train = tf.transform(x_train)\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [ { "data": { "text/plain": [ "0 ham\n", "1 ham\n", "2 spam\n", "3 ham\n", "4 ham\n", "5 spam\n", "6 ham\n", "7 ham\n", "8 spam\n", "9 spam\n", "10 ham\n", "11 spam\n", "12 spam\n", "13 ham\n", "14 ham\n", "15 spam\n", "16 ham\n", "17 ham\n", "18 ham\n", "19 spam\n", "20 ham\n", "21 ham\n", "22 ham\n", "23 ham\n", "24 ham\n", "25 ham\n", "26 ham\n", "27 ham\n", "28 ham\n", "29 ham\n", " ... \n", "5542 ham\n", "5543 ham\n", "5544 ham\n", "5545 ham\n", "5546 ham\n", "5547 spam\n", "5548 ham\n", "5549 ham\n", "5550 ham\n", "5551 ham\n", "5552 ham\n", "5553 ham\n", "5554 ham\n", "5555 ham\n", "5556 ham\n", "5557 ham\n", "5558 ham\n", "5559 ham\n", "5560 ham\n", "5561 ham\n", "5562 ham\n", "5563 ham\n", "5564 ham\n", "5565 ham\n", "5566 spam\n", "5567 spam\n", "5568 ham\n", "5569 ham\n", "5570 ham\n", "5571 ham\n", "Name: 0, Length: 5572, dtype: object" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_train" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "训练数据" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GaussianNB(priors=None)" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g_NB = GaussianNB()\n", "# A sparse matrix was passed, but dense data is required.\n", "# Use X.toarray() to convert to a dense numpy array.\n", "# 【用途】用于一般分类问题\n", "g_NB.fit(X_train.toarray(),y_train)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0., 0., 0., ..., 0., 0., 0.],\n", " [ 0., 0., 0., ..., 0., 0., 0.],\n", " [ 0., 0., 0., ..., 0., 0., 0.],\n", " ..., \n", " [ 0., 0., 0., ..., 0., 0., 0.],\n", " [ 0., 0., 0., ..., 0., 0., 0.],\n", " [ 0., 0., 0., ..., 0., 0., 0.]])" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.toarray()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<1x8713 sparse matrix of type '<class 'numpy.float64'>'\n", "\twith 7 stored elements in Compressed Sparse Row format>" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "\n", "#对短信数据进行预测\n", "message = 'click here>> http://wap. xxxmobilemovieclub.com?n=QJKGIGHJJGCBL'\n", "\n", "\n", "#进行转化\n", "x_test = tf.transform([message])\n", "x_test" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array(['spam'],\n", " dtype='<U4')" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g_NB.predict(x_test.toarray())" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m_NB = MultinomialNB()\n", "\n", "#【用途】适用于文本数据(特征表示的是次数,例如某个词语的出现次数)\n", "m_NB.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": true }, "outputs": [ { "data": { "text/plain": [ "array(['spam'],\n", " dtype='<U4')" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "message = \"Please call our customer service representative on 0800 169 6031 between 10am-9pm as you have WON a guaranteed $1000 cash or $5000 prize!\"\n", "x_test = tf.transform([message])\n", "\n", "m_NB.predict(x_test)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['spam'],\n", " dtype='<U4')" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g_NB.predict(x_test.toarray())" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "预测数据,使用tf.transform(['xx'])进行转换生成测试数据" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BernoulliNB(alpha=1.0, binarize=0.0, class_prior=None, fit_prior=True)" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b_NB = BernoulliNB()\n", "b_NB.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['spam'],\n", " dtype='<U4')" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b_NB.predict(x_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 四、作业" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 对email进行二分类,两种邮件分别在ham和spam目录下" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ham = '../data/email/ham/'\n", "spam = '../data/email/spam/'" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def read_data(path,label):\n", " \n", " #声明列表\n", " msg = []\n", " \n", " for i in range(1,26):\n", " with open(path+str(i)+'.txt',errors= 'ignore') as file:\n", " data = file.read()\n", " \n", " msg.append([data,label])\n", " \n", " #msg 转换成DataFrame\n", " \n", " df_msg = pd.DataFrame(msg)\n", " \n", " return df_msg\n", " " ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ham_msg = read_data(ham,'ham')\n", "spam_msg = read_data(spam,'spam')" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(50, 2)" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#使用pandas方法将这两个DataFrame\n", "email = pd.concat([ham_msg,spam_msg],ignore_index=True)\n", "email.shape" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": true }, "outputs": [], "source": [ "X_train = email[0]\n", "y_train = email[1]" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#对文本数据进行转化\n", "tf = TfidfVectorizer()\n", "\n", "#重新进行训练\n", "tf.fit(X_train)\n", "\n", "X_train_tf = tf.transform(X_train)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "<50x748 sparse matrix of type '<class 'numpy.float64'>'\n", "\twith 1669 stored elements in Compressed Sparse Row format>" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train_tf" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True)" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m_Nb = MultinomialNB()\n", "m_NB.fit(X_train_tf,y_train)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#进行预测\n", "msg = '''Percocet 10/625 mg - $225!\n", "Percocet, used to treat moderate to \n", " EXPRESS Shipping, 100% Safe & Discreet & Private.\n", "Buy Cheap'''\n", "\n", "x_test = tf.transform([msg])" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array(['spam'],\n", " dtype='<U4')" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m_NB.predict(x_test)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "collapsed": true }, "outputs": [], "source": [ "msg = '''Jay Stepp commented on your status.\n", "To see the comment thread, follow the link below:'''\n", "\n", "\n", "x_test = tf.transform([msg])" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['ham'],\n", " dtype='<U4')" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m_NB.predict(x_test)" ] } ], "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": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }