{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 各种格式地理信息数据读取和显示" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "常见空间数据格式包括:文本xy坐标(包括.dat, .csv, .xls, .txt)、.shp、GeoJson、图像(包括GeoTiff等)、netCDF。以上格式数据在Python中皆可处理,不过可能需要用到多个不同的工具包,本文将介绍作者所熟悉的几种除GDAL外的Python包供读者探讨。\n", "\n", "*Macbook Pro 2011b, OSX,python3.5*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 矢量数据类" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### xy坐标,气象站点的分布" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "本节介绍如何使用Pandas读取及简单处理文本文件存储的点坐标,并使用基于Matplotlib的CartoPy绘制地图,力图用**最简单**的方法来解决一些常见的问题。pandas用来处理文本表格数据非常舒服,推荐Mckinney著,机械工业出版社的《利用Python进行数据分析》。\n", "* 建议使用conda安装方式,如安装CartoPy遇见麻烦,可以通过conda-forge安装,执行代码:\n", " `conda install cartopy -c conda-forge`\n", "* 如果认为Anaconda太大,很多内置的包用不上,可参考使用Miniconda,一键安装脚本可参考[Nicola的博客](http://nicolasfauchereau.github.io/climatecode/posts/miniconda-installation/)。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "全国气象站点空间信息(Excel .xlsx格式,包括名称、坐标、海拔高度)可从中国气象数据网下载,[点击获取](http://image.data.cma.cn/static/doc/A/A.0012.0001/SURF_CHN_MUL_HOR_STATION.xlsx)。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "如果用pandas读Excel文件,需要事先安装xlrd包,conda install xlrd即可" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data = pd.read_excel('SURF_CHN_MUL_HOR_STATION.xlsx')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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省份区站号站名纬度经度气压传感器拔海高度(米)观测场拔海高度(米)
0安徽58015砀山34.27116.2045.444.200001
1安徽58016萧县34.11116.5835.934.700001
2安徽58102亳州33.52115.4639.237.700000
3安徽58107临泉33.01115.1737.035.800000
4安徽58108界首33.14115.2035.034.000000
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" ], "text/plain": [ " 省份 区站号 站名 纬度 经度 气压传感器拔海高度(米) 观测场拔海高度(米)\n", "0 安徽 58015 砀山 34.27 116.20 45.4 44.200001\n", "1 安徽 58016 萧县 34.11 116.58 35.9 34.700001\n", "2 安徽 58102 亳州 33.52 115.46 39.2 37.700000\n", "3 安徽 58107 临泉 33.01 115.17 37.0 35.800000\n", "4 安徽 58108 界首 33.14 115.20 35.0 34.000000" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "pandas的选择操作很灵活,在此依次展示:\n", "1. 挑选站名为“北京”的记录\n", "2. 省份为西藏的记录数\n", "3. 观测场海拔高度最高的5个站" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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省份区站号站名纬度经度气压传感器拔海高度(米)观测场拔海高度(米)
79北京54511北京39.48116.2832.531.3
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" ], "text/plain": [ " 省份 区站号 站名 纬度 经度 气压传感器拔海高度(米) 观测场拔海高度(米)\n", "79 北京 54511 北京 39.48 116.28 32.5 31.3" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.ix[data['站名']=='北京',:]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "23" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.ix[data['省份']=='西藏',:].shape[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "如下,通过==选择得到的True/False列,True为1,False为0,所以此列之和也是所选得到的记录数目" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "23" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(data['省份']=='西藏').sum()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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省份区站号站名纬度经度气压传感器拔海高度(米)观测场拔海高度(米)
1371青海52908五道梁35.1393.054613.04612.2
1380青海56004沱沱河34.1392.264533.94533.1
1869西藏55299那曲31.2992.044508.24507.0
1386青海56034清水河33.4897.084416.24415.4
1868西藏55248改则32.0984.254416.14414.9
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" ], "text/plain": [ " 省份 区站号 站名 纬度 经度 气压传感器拔海高度(米) 观测场拔海高度(米)\n", "1371 青海 52908 五道梁 35.13 93.05 4613.0 4612.2\n", "1380 青海 56004 沱沱河 34.13 92.26 4533.9 4533.1\n", "1869 西藏 55299 那曲 31.29 92.04 4508.2 4507.0\n", "1386 青海 56034 清水河 33.48 97.08 4416.2 4415.4\n", "1868 西藏 55248 改则 32.09 84.25 4416.1 4414.9" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.sort_values('观测场拔海高度(米)',ascending=False).head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "不能肯定经纬度是十进制度格式的还是度.分格式的,那么来验证一下经纬度小数点后的两位是否全都不超过60" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1560 0.59\n", "425 0.59\n", "1150 0.59\n", "27 0.59\n", "1295 0.59\n", "Name: 经度, dtype: float64" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data['经度'].apply(lambda x: x-int(x)).sort_values(ascending=False).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "很显然,经纬度是度.分格式存储的,为方便计算,我们将其转换成十进制度。首先定义一个计算十进制度的函数:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def min2deg(x):\n", " y = int(x)\n", " y = y + (x - y)*1.66666667\n", " return y" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "data['经度'] = data['经度'].apply(min2deg)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data['纬度'] = data['纬度'].apply(min2deg)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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站名经度纬度
0砀山116.33333334.450000
1萧县116.96666734.183333
2亳州115.76666733.866667
3临泉115.28333333.016667
4界首115.33333333.233333
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" ], "text/plain": [ " 站名 经度 纬度\n", "0 砀山 116.333333 34.450000\n", "1 萧县 116.966667 34.183333\n", "2 亳州 115.766667 33.866667\n", "3 临泉 115.283333 33.016667\n", "4 界首 115.333333 33.233333" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[['站名','经度','纬度']].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "有了点坐标,我们现在将他们绘制到地图上,需要用到Matplotlib和CartoPy,先画一个简单的中国地图,并点上所有坐标点。" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import cartopy.crs as ccrs" ] }, { "cell_type": "code", "execution_count": 291, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KwJpMmxe8gaeAUly7KmFMQUvD8QZgbIKj8JrPp4x7DWfa6HmPseucalPJX+uQclXKuLnh\nGQD3hWnhMpURoEaFgDtxrRKOR2bBuIxbtv9l6Pwbx+/kKTsbKcQtA9KtJ8i106V8UAxwj7OrQh35\nz/CBw9pDvnvK5SncAao8QnlvqiRamZAZJ71FG1EfnEqEltodlNUT3iw56Ud5YxnCVQMDCfb6/Gs5\nrrU2GV1mGMuLITSxowwQV4FvBrwfRvqgQ/HwpovdTqZXdQ9J8RiDUwh7VIDPuuubYVb5BB02R4SM\nqWQpR3xl2Dr5izFtggJ7a0kTE+PrnmRVfGsduQH4PTKasiv7NoCUts1Jd8oRvPr8u7ERD6zSng0w\norWbaeJ9/TZNUAo6DI5luAn/My+0t9LyqyDepR5ihBvpKkqYvRZaOzKnQcjyZFNZeHDnCCA+RwPz\nYclLNCa8+cHMw6DL+1Toc/k2hq8OGo7lOVJ5clw8DF+2efqEZcmgF83i9RgHjnFgHIMDG3y7HHPN\nqG0lE2KnWXiFO5DvILKDMp5k2fUn+dy6cYwBG6PWWTjzlcZf6WGOvdGQF1BmRQ0ETOwmk7xH8UU7\nH3F98FHrvyG6J0AbgOQcCeA1DicPMIpF2WpS7eVSQp8a28YH/bE+0XDz5l/3jni0Yuj2NRZFq/cK\nGo61FW+QB7/3+CFQJrhJO+WvidWHlUFlt/uQ8N86DJEU9i1JWykQTDDy+l4sPAHdHcRocZXq3Ork\nbBjMHcObQfQ8zk+xBIRP8tXPgzznHAOHD+AYsUBIDiIV0EwFOFfXDZO+QGZ9ZlurJRvTqgEC6f9O\nT5NxqHnm21lPwHzrj57f3gDNHL2mn9sGWYLBiOfMtSI0uVaEjBMJ1YqtB/NtArOyhdcY9Ok7f6rx\naE+vPAY6e7oNv73X1TbX74Ry1t+Ftb2X/hXtIAtgUGmZ+qE6vqRpg9UTyCcYvgKop3Fj/7WteU8q\nZfJY9c+UxrsC5Bg7evGfva/W5yHk+jwOfDrOAo3DwgvuqoDu86KZs1bMW8OijSvl1WhwtcIE2yzj\nfBxHgmqAsid4EBkIVNcyAFdUBoRFAEulG7XTJ96Ogw0MPeQL1xy4cv5awhDCE8lNUvWgY6QCus1X\n61gb5bGVnhE0ko+O42jDx8LwUdmkbDDPZw3HWly/wLGMoNzyQ+WugNxh6HbPDCHXy6eA8iiaX2ti\nrgtz8R41WNV+IEqTgp9kukt4iOPbIfrWw/BI8HOheRP5iZx9+C7tZqMyxQnIW7116fIubS3rxSn/\nDlhB/HcdPwTKTDQigSqhym51eWUlQHmnjsnBp/CjKaFWzSvFWerAewACLLExeVlT3u0RMenBgxTK\ng4t3tFJj4ke8Z9sIkDelmSepkkvTEezpXIY5DMfQDFF63uF5vmFszKRAjwJk8Y7leZuHIzS3G5iV\n2bINjlIfDWRPZ4giv4+LtJHPpSVXwEw+GQPTo17bUxkoPegN1XiiFa8qvCr/UuMEKMWugs+26Nx2\nK3KxJFwNl74vD2aTvzqaX3yjr4IhVwcqXivDR+did1p0SHFXyv2A7tdmIAjAOXoqhmV1oBLmc/LG\nQ+U5r9/nZMfGD/3ag8+2KJ25IMhpVqVOLc+7DG9zswjdYe61OpiChBoOjjjPMKodEQmYpQtqfOg5\nUGo8prCiUsTC88xX1ksvRrNEyQ1D1U6roahREAewbJVHXbJMOqeiLyMJDuc8d/KgpX5YcDFGYuU+\nGh3HOKrUctz4u+S5lGFHSdSYrpKzLJnawY3gQ/7key66I57yGJgrxnH5DOdHjYobtAOoaboAxBVj\nIPqGqrXzQmzDg2Z/E9lCj71wmYqRRtZo1OlBTimAZjmZ0LHp2TL1uCa+9/gxUB7M7owGlHCv7tAo\nporflOk4Dh0iua26lfe7d1zDAg3QTehO7tJsZcAzlN5MuCsqHURHh7lauNub3JSrtfWvoMwbVx85\nQGZYnkX5ZhjLNgOn/rUooapMZeeSod3XOyCrRa3Lb7rv/Q7jhNnMr+22p+kEUcJP52IHZd9+E4Fz\nFtwnMBswRjK9A+Yj2i41olVHvSlNdiUt8lQSkQiST/V96UgqCoghQODiMcC6yb22IKYsHJq5vrfh\ntbFSFLiBeCm5cQtbi7q8h6gJyndAVuDbzFW1hG6AzXuz7C34oy3soPsqsNNEuMo2jhsVSHWZnoEx\np3xYWcV8RnsaUYt8Zh2yUkAN0U3+R2TerQLju6Wz607SKWqKFwYyuWnFgkAlsQQXoLLBqQ9ivGIa\niyFhS0BG6q/WScHvhiz5TEXPVmpI2X1hZp+3jHAX8B53UPbWVWKkWVZLmERbYirgyLnkewa78kjD\nUU2f1WpaQdR9+WGhb7bXczxKn69VoeuOcCSwjuYR/sc2tRxYOQ4hg6RvArLoOv6mVT1PThl5j92W\n676l08ind73n9XuelYb1qKTeIkrVw0fUE7iW48vj9wXKliEmKKC2cu51Tu0ZPLLNFbP3Bg9dXrHF\nEr14wBCL3buObhPnZAxdZxmIQn8C/t3m0TaWxQkV8BRuxwb4OlyqTPnt5nW4x5ywGab3/dXgOLb3\nwcAMY5Muupb2Ni8FEVQIOLvMtaWSJMOnHtvmOXbgF+bW+6CJo/PSO1Xz3/x6UKEk1cgjlobCcIQS\n8xacSLKJFcQqI7weQwWR3o9ZgQw9LdIpCwHqGMk/Bb7ulXhWHaRmRiue6XsGpQruRjuX626oaJCx\n3krnmnPiul7+ceOhfIX1vaO5vIfAGUGRCq6HA/RmnsLtKYca4aGi5zjzewLWyZC7hg+94UgBu+fN\n96U0jbzE6wTNBlLpjTDcMGclZD7lmJRX0/rFHbCRBhYMyDWtKfCaHFT85S2fx0gjahwYxwEza+Dh\nFBOAynFI3oZZyas7l7s9cBwH3BcuTAw4JrqMNFrYdIJxAR0xxkT2bS0sJP3HqDBuzdGPUbpw95ST\nRs0OCa5c4zlpOrDrpyGOFtuNBOAZa/lfs+fU28QSWSG/598wrVJRJ6VBleW0MYb3ipqdrygGJR/J\nYzQmVUruR2ko0iwNwf0MlMyQ7scYGZEhHSd8Taw1MefCYwKP6Xj/fYGyNq46vAGzSTLVMyBvHhS4\nQo7XvZRwdU2uQFWALABBXTo8rKqwXlA1jjBgegRC2mqjIkCn44tivL2EoFBSIQNvN/DCK+C/3ysp\nWALr1Whnf8wQOSRhAB2wLDFL4b0p6rq3GQ6g5oEY8lK+Kis46Xhv7515Tb5Tz5QSYH4DdiABUmuK\nW/DDuges1ti+e0bxj2dJnVn/utHwCRC50hK6/lv+NuLXGOwGDReEIC9aPj88+o2I270KELx5pE70\nVi4dwhQgKHK34QhpFzaAe+6Mbe3YzYYav81A6NcOYZMeCt62nV1PsJ4HZ4i058VHgyvpdevzNrcv\ndKq+yUpoDqt5XE4VrNToRgDjhhUCPnGPlHYqzw189yU2kfOFpEU1HUi5y6TETP3hutkRmt2n9Nrr\nF0NRQc/i+ZwLd4Jg0kqdmiLJ3WvmuCRodP/Um/XiI0Kw14CmfItenjTkyUcqA3LLjiZszNJ8krr/\nxqz3AS8KNQu0nLcHnd/Y8xUl6yhV9HSUrgVqdTLk+2Ky252fZJQPF0Nt42H3HM82ZufMvQ2m4zGB\n92l4nwO/vTq58JeOHyuJkgSMsOpaQzmk/Kc61GxBj8BdyZAW17hl4gpD6eBVeBySwUyByHWmYwOG\nBGXEymFrpHVZbWumbMtKwpfi+TDsEp93D39XWzcmRg+kesJtcMS1C4il/+hxlAWIDO+Fv+crLGsN\nXzWm7yF+tmwtr00nKGyQNt6ZOfSi3IdGkIwHPSVNFNKDy9AtrthmQd/p0c9VWcIQ2VDaCa1x059o\n5UvLvY2j5LdhMObZyDU9it86Go5qnnNYWTmOjla8OjTcxTHe2iBKM+7ltfygAuO9PSwzZEVD3Ntv\nnHf/F3XeL3W5IkVCATOOI6o8jx4xvb5zHHg7Don05DSEy7xkGU932u/ys0UeqEDd05PqaznPazYw\njvQGZRMAynZMi6SCtw61e7rOy1lkZfXspr1E1sizBoT0IWUh/jvCA4iW0UjkXWjspQwuW7DrqkTR\ntVY5JGW0QfErprI8YYqZLStZnXzBa8F8DCzYis9m1sla1T1xkgqMk9ekVGzD9+VwkyRa72gEgNSR\nYRydVkHxNrjFaNDfcpj7881ZeKVflD5bG8vAlDlj1eO8+nbTV0Zj3ZT8MVChfLNMTkuveC1UGeua\njvfpeJ+GrwnG7+vA+zzwTx+/eu7MN44frFOWGjwjWRrQdE7ZHFhGIu3AWt6IyXzw6jnUVWFLbEBC\n8eYqUVXjyWxpQ2b6dWiwvVK5nQkzeCvRth47AsBBG9nWa64SLA5d9MtTUEzam95F1kkeo+eKF8QC\n9g5x+2g6HQDGAQCjw7hoQ3W5Vw3i28gtGvNad8djrshY9ReMiLzRzdOtc+JEXlCvCsj3uSbeMgAn\nIxz8Lmm9rEstaLQMk9AddDyEvuimjIHMXif4s/UhRGMrfmTznyVce641zKUQVmqzrF3VEro7jTZQ\nNv6zt1tp1B4Lttf7NWUIWU8JLdBQso1APLeTTeI5ahx023bl7PtNAKB4boBrBQQQnkN2bzIJby7H\nXAEM0RSGtzsJhzLHxSoIinxGMibgN68FmSdiAza8k5mOo3kZzdIcKwVeGA0GEoTzxAQ1L9BiczsB\napWR2QalRX6E5ZeqUzydmBUjVmAuMg+kHjuaTpSrYiQTCEtLwRGG7ci+lCGQz575Sv1z53wF1UgU\nv5XlAW1kpDBuWyxK8it1wsgMWRujeIvHVirk9zyNThKLZ/eCJM/GHB9pNb7suQKyfLsJlhrGeq+9\nxrijAY1n3I1M+uLBE8sXHtNxXQuPufDlGvjpGvhpHvg6D7yvN7z7G/7p9flFT14fP1YSFT2DWa9h\nHcgbHRnCVLVUNHmJBLbd6ihQGiwLWpgm8815956D7RBPJSF4lC+5+9N8XSiyPQmgTakOIXoqZgfn\nZAOEa15lxBynu2G63qO1og4m+araPCTZKM9j5jevY3CqmS6V43DYSoba3SkYYt/k4xg4Ndznudfy\nRCsYMU6q5VRm3zH+ChA9DjdAAi3H6mY8mx5XCriOJ0a+4r7Ay/6elhmfjxz75Zbz0ya05PVeY211\nP9JWcxAaj+IXy81GiK8SAqTCymcw0UPBT43Jp0PGQz/zXxqeQCtqY1vqEvan+W9jr+49sNteQkye\nlTeWhhfd3Wt+8RwjwVjmLq03VGGId64h+sDSUMj2pBFQy8iTTspHXMGt+Iq6Y4ChaV14pFrrHtNd\nMNlRjvfc+6wjY9QPLoagGsxrYa0JR+gXy7nmJnY8pXSIM7OayXOyIQbHxcl347VBJv+0uvIa97Ct\nbvqLI+6ZpW7Yyvu6vRmRzOmwMUbt6kcZ71MlkqJbmdbYIt+joxqi05BgRpBfuUOXZwZ2nweRgxsc\nq2FBpc5XGVG+0eiejjFoPMkvBGTFo86R4vRIe8jVv1woZq2J98vxNf9+uoDfXgO/vQ58XW949094\n4A0/zU/3Ufjm8UOg/Ok48KlW2OI8D0FsB0xamSoC9Fh0AB3WAOyONaxD2BSKlLnakEKeQwOBQldz\nPPmdowduY06CAIWJAI3O3Ea+bwBpVX9Yl67wOe3ZpRki4AwH1GE1YVZHlmCI999PakU8kJmcHue7\nA2+H4RwW5SWSGEewPsfAdXDPZM/kMaXvbZBFALaQmrxXEjZtUlE58EDM4s/Z64S1AdAPUN44DNGP\nKn0IFc/EHNJheF9oSEB4gXwV9YAqlfp1Hwez4sZScoUYnfMwYPCbF36PNrw6fv5XAdAiSCtfwrTe\nzeDEoKfrd5UjV3oCOQ0b0PDw2m6w+60eRIDw23Fui33Eqncu2a+UTRO9Fz8UbXPsqHA5xdSgyT5I\nx27APDCqVt2nY/ksIKInSuBIKSw+rf5RmS+C+KrrPL9nvXQ2GMfJpKpOPgu+ibD9rPbTmxSYpN4r\nIJd+m9X5FV1KnmogynA1F+AQvim9mfK8yxuemS/HxeJ2QGamGwJ0y7ip85sv1NMnKBtrc0s/0DBe\nTWvbW00vN3DC4Afk9/thLaO2L50q5GkZFJ3PpDuVIb7fIFvoVIYkmNmdHJSGBPd9v/g3DT9dB75c\nhp+uga/WL57cAAAgAElEQVTrxNd54KufeODEtBPLz1/UEXr8ECi/HYY3CbUwfEiGUC+VfW0hD2KU\nRyJK5561qow2c06GN0w5ffLSbFgte9kDEP7QSmzQyf5qDwiMyDIYtrHbymcEgAUTs3xAQ0FTwu67\n+GVrXL6j4UBaGHrlHWtabPPrBCAZ4POwVJS5Qbd4zKc71jEwl+N9TrzPBUyG4FFTBXpsXmN93pNP\nSDky7GFWnroDtVFF9da9ZLNDca7mb3pihk/nyMUHDHPFXBo9xPK6QSPQdl5A07QjHl6hc15PEmof\ngVhpbttk3UWpA+W9NtCrCfZKA74+xMiv62lAkB5ie7y6g1y5v+xtr8ZturHmb63P5xTSTOVbnuhx\n4G0c+HQceBunrOuecjRuYGwDZpLFSzkXJOlvIUZrmsYcIwFkVZKcg/dUkjOTIDkSBGRmku/h2AZ4\n1Pnh3ZdH6DFNN2dsZGFmOM6B44xVvLZVwchfkRiC5ocGL9fHKdCyNRZXEZTNM2kx5aN0pTGsreAi\n161VORjqiGxs6f1cNaJasIT3eX8mMcmaEpprM3y0R54guPJ+XgsFdCPMOS7dL5qINQa28z6z8I8x\nsNbC5V1p0nkLct3G40kvMfq00qQIUxsQjZqOKXolT8Qc8oVrLrzPga85d/zbeeC31xt+e73hfR24\ncOLyA8sPuI0UkgPfe/wYKI+BT2ffnF7uyixFhrEOE6WiVp8owp0qdmOF+CnKghzXzGX/BNh2DzbA\nih46r48dqwAwTaKAoRXzECanAGmYPL8CEErbbGHYyOSx9jivFXC0ZveEjM/77wIpBkWep55yyZFj\n6zPjvLz2GAFmfH0bhrfjqBXDKEQ/PQxms4wHz5WmLkEHy5EY3hGIeKRa7eI9Z3MGn52rHM0FXNxV\nRMS8BM59C+UbuMrTwKdj4Eqj5zJgWtAdpRD2sTrGqChB84SWpfVOVpWkaIy69Oh6nudUTr4rBo4j\nM9wJ+tkz7JkTz8fGSS7JKImULgZdRZrUui5DMm4j+WG7Eua5+vAklouyYpLkrixnyEdmxx9j4O04\n8GnE6lufxplLYbbJULxAY054XvlYQ8R9fhtQjgVuZBN9o881YmlVoWGA2BSPOHnDtF421142kwgb\nw5GDw1Aj12JgtWTmNa9IKLOBcQ68vZ0YdiQwH1hzYc6JNafQxKvGnZ4yO22wbZOGfYhYIZKLoygN\nc5walPtaTvlFPuhqA/Q2/hp3CXtnT4CL2tpdC7sLPW+Abcu6VA1AVCp0Wt50DwVsgEyAyzjme24G\nQ+P5tpo5cuwOi6mTCWCtliMKBSOjjaRWq+TBrFdvozNw23iELaMeOmh01SqNF+ATaz5wXQtfrwM/\nzQO/vU78s3ni/7k+459dnzFxwu2A4wgDFaiptu89fgiUjwyVUhwdHpmuuQxsb7cm1lxr8+d27Tpn\n+zrVU4CEdYLUa1DeSwkYzlomIKquiXXReYfaVUizTS4NklaaNZNTdI4RDMal1pglTi+FXm93OHuY\n81OHWYeix8BjrgqRMFTT5Rdi6SKzgmeAoFkkOpmURDkaOD+fR80PPo7VmdnZr26ig+Uu531bsqRb\n1dyO9M7TEOCYHDkVYS6eiChztuPTYenxc/nRgZF7GZvVwNQ9uDznyNWaRl5LA8Es6ry7JlXJHpZB\nJqhiM5cIGKSvGIH8nrUY9GbqalfzQ4ytursYM0PLoXjJM6hXydymSHZA7tY1bePdhtrxWVCd0SF6\nR8xQNWuvRP+2yJS0BQm2a7J+l4lRIieOBkouukHwLgK1QQIzSZr0AvOaclnhJS+sTjrK+9S0hSgb\nv/Gu19rpakqJF2XhCR44MA4mAVka4b0wRvdp5hCKNVQL9fChLgYH+9tZ1QAypIfdwwfp2ADTI249\ndr570pC+dR/VWNKkKClLEy4KOUivWLCyeEl0+3blHetyHr55jrJCw8yKxWMxISFjyUXqgexXrOeA\nXtSFxqKPBHb1lPkN0jga4DJ/NV8sWGLBsDG2M6f9ron36XhcA1/nwG/nG3663vDTfMOX9QkPf8Oy\nEygwtnwWSXMnyrePH148hKBDpTIGqvylM9T6mhp6+U5UQzHojn/57whgPXzPzAZkZw5rcC059J7T\njiXe+jr+25mGOWjU/aLL7qHoMnyz5RRtWMwxnxna1n44uKY1cLlkbHsnGdE6YwLN22EVlpu0+KEZ\nkhQYRioipOMIMDtzycqibArs2zE6THyMWpxEDaZIAAlaD4Mk9RC4xXsWY4h/C8yCv2VTG4GZvBJG\nXHj2A2+jF89fw2G2ZHySas5QYSiFw1DribMUjoLlsKyrlLAbR987nE4TkO2MPhInOm+g8EOas3Yr\nRg33pyNohhzHZiUCSoTI5Ox6zh5Q7DazGd3yVl80Yqqp8btDGpiAhw61ArTqdSvFffWu0GWt1JDX\ncjOXqpyo51uOWxiAukAF4+CVe5EKWte8L8NhpSzQcwO9t1WDw/yMoqnwNdCJe5ZGgPJX5S4kIozD\nYOOoxC4DKoQbD5hRyugMgecINA6IIRUfdGqhpbNHVxcb4ggZaZUGN8e/v1fg6lKpPd52D5vzHzGU\nTUG8eZOAbExOTj6yshasGlpdprRZ69kxDplTR/Fbf84JIEnWrPZmgzxCsnk/g/lRO2IZE/7c4Sxh\nIV0RBlNNjVBPZG4E9elIlhzugC+sOXFd8fd1Al+n4+sc+DIP/DQ/47fzE36an/DwExdOwE4AGoXi\neD9Z0T97/KCn3AuLOwnpLhuWy9webEtsYtsoDEAPfjOsCcN0Nq17eLpjrQIbBeVRvKHKKkHZHYdF\ndnclKwhTUxH0sp+Q91yphQKwgzS/c0d5i1w6kP1d7nhgdhIJlax7heUYej6PAKnwTMPbuHJO50xL\ns8u94u9xzSrVco9kqemjdr1xaet5DJwH8MlHzX+XJ5hjUoXvaxWAvx2yJKIoO30lUTzvFcAMILNL\n2XcqbkOD8qcx8HZ0Ru/0laGnlQq7A4ErVxZxA87cQiiMB1mByQzTHZcYj7yBC1GaHwPcNMkpnJ6m\nIXUQ+RuCx5u88WQ5Wn9FmVvlMAT3wGBlyW9gXb+jQv+c++o7uwrS1gwvpWuND2i+r3yIXJudhh4j\nPkeO/5F7hXcOR4NmZRdP2e7RUd4t6TznqlWOCi9GaPdYhpLhxjRWxXJheHXJqlEMWncmP6Icp7DI\n2nDYBgIFFkAbOeae5XoTDHNXYpeJp8zyqCUj6F1NUGBoqGgV9ZuG8Kk33JrHiljCQpVFngB4lztG\ns7jUJp+2+g7dfetvOmolz9v4Kl+WhUfaDBl8pIBcFzbIl6aVpUoHx6fO9brG06kIEjgg4Gxy74iQ\nIayEGvNR/GI0SNXYVMPWMkJ35Fah1lnVgaMLxkjMnLiuB94fF77OKHP6stJLnp/w2/lr/LQ+wzFq\n7ng33hmp3I2vXzp+CJT7YTdrygKg2/hVhs8hSOuqARFyZgeN9fveApLlSR2G1rB1tUkeaECFThfn\neGpt5DiBjE19NwjK1nPle+/RSUeBFVWcT0/tpNHi2Lexy34W7fh8CtrdxTKJTDgBuzcpRwrmlNAS\n57YfOcclcnRLjNuzyTtRx3DMhXMsnCueQy+59qNF043vqWcWgiaHMaTtRSsaPHCWRCA9rE7oswxX\nR+kZyiJ+g2FgYCYocj7483mkwTAwql5BkgSdUQqv8XiSDQHgUrM3D1uRlv/G/D7nu0UWbhxDBTqq\n7QzjZbJKovs2/jewbwWKNAasHmTFTH3yvVqTYqSv2fy6SYG+8OOeHJXvPOf+VmfCepUMKRCEhgin\no6kToXtXSyWeWSFOWS4kDWR4lkpyowPuACR9Ea3TdIkWCC2br2icB0+4hMKznREPTvXD+cgodwK3\nZ8x+BN/28zY945B5XgUgtLeYA9PeI1stboan5sz2B89a7JrFpmxrv++MTjll36FPklPVgaXR801Q\nIa9ZJGYyJM6QvHr2NQZqDMgte06Yg9e/G5Sjkj9F2Ay70VCvCchkN07BcT3wI4ETNPzSYfDlmNPx\n9QF8fQx8eRz4sg58WSe+rAhXf1mf8dXfcPnZclL6cY+8/ejxw8ts6sNM/jHs8yAvL5TfNOQCAqPt\nF1i/jY0N0EyjWZWbIpQPRwpX1DCTFZI7S0tFh9aB8vx13dpmUu/fsx3LCeRtJVOB1naMAjzaR65O\nNPL5zGS/Kqs7gP7zGYsjnMfA2+isQKq5cxjWiJ2ngJhv/Xo53tPTZvMJ8Lp/r85RV4gy61Df3BNM\n0vtEGw4tJKm0vENvZP5zDPjB7HmgreJMTAHwfqEA+lzxdy0mZ8Uyhm/D4OPIgRgtUCOMlLdzVEVA\nRBYis/w9i/kfOddZgHtrey0bCtTYa5LYS3WUdFGezN41vziV+92AjGtWFfIXC9ZfyYqMM2+Z67vV\nSQR9VfKaNkmFwfc1dmT/YbBlt73GRZ85OuKVPHzNicecmGu2Z+S5AlcuvQmzBmMDYhejjA5Z3tNo\neHHBHwJyXMu/LXkr0CfpaIAsUMI+KeQwKY+5BE4DBMDEivY4KpkplnD0lG2OagNGwUvbE6WpAry/\nAcDFJw3W1AfGVt80ud4b+lPxbCYblpHQY9HGBQGD47+bbGx3tVX4ES59etEGB2App02bbvvIxVmA\nMK6sDHJ60T1mT4ffTDzrEHVlT3N1Ilv7/sXVDy/6m2nOU4yxZcSD0yKRVAxc0/CYwJfryD9EqZO/\n4X2dePc3TJxYOFBTL0KdzYjOHtjrXr48foe1r4V31FIVcPylx5dCvH3+5rkQxVBPb4B4ukYaYm7l\ncbdVKFnaeatRv0tosQa2GbYVtmHIa1uFqEVBavk1DZ9AlLQkP7inV2AA6wWPMfDZulzoPJgtiQKN\nNRxzOM5Bb8JxXVJz6Q3eTNqiR3+WBxyK7RgMr6rxpKNAsvo2hpl4XlGD9vAjV9lr2iHDQqlEHknT\nuYDzBM7peJxHKSmDV58JaltN9qBx0YYBk+Pe5ypg5lytGijaByo5jlslFW7qPXmhLGISyXq1MiqB\nRZWYC7hwcX8aP7zTrV0bD+c/pSSdvOUCrJLcSGNxu4dtN2vlll5y0sEHM5oR9bZiDJTCJm+vhcd1\n4evjHY95gaFsM+A8zp7ng2EZpxqkdCUb7/l8Gn2cu4ajdqoqMK7Q+IKnSVILO4z2rFvuGwiNY+KU\nLUYSboq7DDACM1DbtrryTtO9M7uR9OvFNXTtBY7xdi/qnVrve7fECPj8bQ/DWvNitr94nH1F05y7\nW3VwXaKLsG578m23kXT0jqS8gvRNmcZaChidi1DtyrAw14rusLZt9+u32duUt4omVbgSbF202WWs\n0UYqykDIuWjEtKYhdNG8Ylrk/QK+zoGvmcz10zzy78TDTzz8DQ9/wyQYY9Q8+U6Vl3GF7z5+J1De\nG2FPY/XLoCx2vl5nr6+0/Z9+/YZS01PrlmUp93mqbJrZ9/vVogL0kleHYr1erYyUe7t4r7vHxOxl\nWrA8d4kFfZoBWTdXc6bG+uKYNz2HYR2RsQwDfEbS19wWCQHmGDhHRAROD1iI5AfLnZpQyi6yqtuC\nrz5I3/aoiFc2syEXhRijdoWO0jk5PxXvTBW4HFgwzAOY6OdvQFzz7pEU9naMUqQarn4sTzD2mh+/\nF1k4FWsBnCq33i5TjSnb/u1wP4BeUpZ0tF61TBW4QQ0eK0+keYVzj31ky6jDpcVyjtmTInqWGZTh\nzDGz1P4G1Jy2+TcUSvZtLcc1L7w/Hvh6PXCwdjfrlwOjR/XXfbYBsyV2WYMyZSHBx+GluBXkAq1S\nloaCMmocdp/OyzNb8ORzr/UIVIk3GHltdsDpGC0B8y2Z06o9vA/D7B1RU3oSoPrTNp1HJcI5b+Gb\n1nleRk09N7/XOVoF5c6a936ldNtuTCT2N9AVNb24EZBsi+pcg+FhwOGhA6JJCcbOzPkY3xE778Cw\nzzU3z+WzPAeCX5V8soYuR5vPebH2QhmGeZNIRgyj/f0x8fVa+HoZfpqIhUDmkaHq+Lv8xER4yI6B\nA5466iYtfvvMsf0lUJTjd55TVm21geC3rhWgatUmv98u/OZ95L2/+K7a8+K8VzfbBbrvp9dEAkUk\nT4xMerAE4+HPSp9RlWED0xx+9AIr7DdDU6q4dWUstf6HgFRZ5wwFnpz7NVyLpVQL1xq4cm7kyqSt\nEPxgyCvSuzEH8LCFcTFppP8qw1rbgVYGpG3pS3dRzDSAaKXniX7APUqW2nuSaIEnKC1Eh5eCVCqs\nNCjcI8zNeePHXHisSFK7GDYvRd8KO/ITIsuVY8FtHkspeRseEEOqF6hpj4dKMdqFtJ6Pp/Ammbx4\nywRoCUYtIM2b1gli9SdKulY5cpbPicGgjEnvbbVaZU+o1NjO5sVcRcojCjMz0WrGLGwA4zFwnmcm\nzxw4jwFzYCYBKvowQ4pGrlldSZGObHeDMYEU8NoQwDKRJugmm0AULwqg08iyBitYh+l5dlc5x33L\n0IPMuQ8+j7ourpjJKDRqWCnhTuOpx5js3zkkKv8be9T4bfP6JgC1jVyPX3NNM1EYF547nXWEiDuf\nGXrhmNZRjS19X/GINzBOvmIrXCKFvsqoYYJbgSqAY2Vp2ZZZDvGI8yEZWRtZazyzPpzRDw5MG1jd\nvohIWYbZg2eiGif0QHnGl+HrGnifZ4So14ELB6YdsHHgxMBpjtwWiCZfPmNDMuzE+fHjx0DZxKIr\njdGg/E1j4EnR7Ge+Auc9HeF+XgPWa2Tu+3DcXpHpDub3j8W2yRwstXGLuWQK37pJSswxB5MfnDRm\nYyBAVj1FhVb2/aMJ7jInZAy1czwiDL0yozq8w9Ueoy3gUnqk4uZuOQJ6hswiP4Z45lGDHclbodgO\ntGcPxybMZp4JFIan9PsD+d3ENUffg3Rl+0ijhaoxpdCHcUABZWIba7rpIXN1NdQzGI4OxeidmJJA\nu0ys7aRGAXaC87aISo3hrgg43z1KUajw7n/KaWGQoN7rkzhHq8YbkOFdtEKtBTN4ZytYQakOgg43\n28jfdCxM+TETCekFXivmkpfnlMQw2HHgeDtxjhOnZVYrlS8NruVYPnGtibcTuTJYlKQsnzVnrLkH\nRZ4yTHPTFRtlYJRnnSDe3m+uP20IYJZeclUwzeDW4WB4ewG7oVxKgfdvINj2Mme7xTiKDG2IHIsX\nLENRQB0DuANznuGJbu6oXdIULzXyps+mxaeATK+zZOQGxgrKBNPGPK/33YYGT1uj78/QYhmUWT7p\nC9PVKRkw8T5DW3gm1QaP6L7NMAsj2Jq32efdkDAgpyMe0/BYhsc0fJ2ZwDUPvK8TV5Y3XX4U4I3R\n1STDwoy4VqzxfjljWf/igPl3C18/WfL75/4kglVUewHdN0vR9q+/qy318cXnFxGFF+cyhKk3drl/\n3MhEigiuuhyyg/NRltnGLYyR4CPzwa7AsXuqBGQqSAJEtdvCA2S2txkalFeEZbgi132uqBaVp5cC\nKhdUeJjAfB4dOgZ6frSUAloAmESyKZyAs/YW2CvrsPNKOrNtNRqpVElXBw2U8JQX544zoWvmfDKT\n7Gg0RYibwIxaNITqYUiJDJ+lgNwld21UajJgXYRIdmKYPTx5euxUWQnCOWhUjOAY8NnwVsrYjbZY\npIXKDqWg9lWsqNx2gVCjR3/uZK42vlluw3WMqyTJMxM6rZBxDhznGbs24cBpA1iA2wrQTYU458Rj\nXhg28HYwEdOwpmMxceymzMoQHVxpKeasWfdcyWDO8KsXuLt77brGaAwnAwhma4dkxFx4cqlHSQ8y\nMzx2wlrliU+XBVPy6uZeAQsZheKpMUT/0FjsKMiWyHrjg55S66m1cmJkHAHhu0ZoZYbgRho2fVn1\no88lv7cxxPO2EHpSwWABYLXkadcYG5cqXVYJk6zY8KHaog0HKpu5VkZrZk4RxYpvNsbGO2rcuSOq\nBZZhLeDLHAHG0/BlDvy0dAGQWATE7cRpHn8jKlLexsJpEw7g/Rr46sD0gZrbV3r9HPD8wvGDi4fI\nwiB8nrWi6n/RP+oh5SP1htiXltwdVO/P2r54+p7fieXE0EpZuPnYsmT3e+rzez4vLU/pe+kzCwDO\nu8dr2h6cq2WZmBlqfVtbXKkMFf7W8i4FvAo15m+6CUBcF8x+cIH5fB5TXIdZeY8XC/B5P2MGuBU9\nHLFZd3U66wcGBg6IJStj/yTQBPvsAw3lsrZFYBYRIpscc77eFv+KDPq1OK8/MGfcs1c94yI2FEg1\nAyL8D+85Lh1zh3VJhd3YqRRNRyuQY+rFZ+1dd9kZ9pX8vJ/W95bn6JdmRcMap/xpYcEn6bDK0FCQ\nt1iQutpHfqChoQaejhc0IgMmADnam1oNYsNy3eMyHZNnExxXhLqveeGaV4R6h+Gws7YqVEVOs4vz\n73tbmu7LHVjtWeucMxcUifCySz0takUpzfiNYAEHScKnYFSin1+6Q7xi0hxVxyuGqO00ppu9tcGs\nntdMZ8V3NLwJnup1a6i2dBqp6MplzYQbRLicL0z2pH5LLlRxtmzSsCsQL6Mwx9F7SWInj4mlQh5Y\n5IW1Sh+WdIr6Y3SIzyvDeE6OktC8Cm0jZ8UGpg1cOPCOE+84cdkJH28YduLIdbwHHG4TR+qhaMOC\nYeKwSRFNHRvPW7hNLRCH7nT8juMHw9fWXtLNAvzFQ5A49Vh9vyV4qT7drsO3O3a/JjWgb38SwuL5\nlcykncyXm5BYJocg72F6gVGl5KNpENRyfqIU+ehh6dW0ghfMF8DKVkvfO6wcc43gPfJmsb4vwSg8\njK/XxPtjBrCJ4r2/Mgtz+ky6WfY7Vs5yyTYsRUHaJI8uj5ATE+KW0L/el7Ek4T+gtvu0tAVqK77s\nz1yGObhLV5eoLdeFGVqRZlghk7rSQ6InVeziW6lvja3Xz+lxtUJ/WsYxB5+GFUs07sy+2QTbIZpU\n+HlXpPtuRFFTuUoLcxyb27rNzAVQYN7kgVdYhoctnkNQjp2U0ggwBZfkhGzo8lCqay485oXH9cBj\nXsAYsMOypvwAcjEfaUV5xJaJY1R8JC+Te2oXJw8vuVYT81bXnBBmVCk8NG0zIupDsBCJ7pUCrQAz\nyCAeOJ9D5WxC7/12G+AWGIv3SwOkPNAcEt8XSijvtAwZ99v9G5Bpl/L+dWnqkl3rWZ8rTW7e89vZ\nAciVX7F5hbbRDyXvA4xY0c0wcdJW9jfyPMQbz8YqR4fBFS3kuNT3SaeILPX4uw0sH7hw4mFveNgb\n3vGGa5yAh7vxhpFt6TqGEl9bMJ8YmZ466tdR9L7ll20UWzeK/9zxO3nKBSASwvjZ436CWGk1LLpS\nEX/4Aevi5TXFEArM8XmM8FZlZwIAzZgUrL6lVcjLkslNT0QCmGYJyr0qVOq9MAnnM13+eDDcOnMd\nYYZjDcjQMo2kBP5sa5RMGcaI7MBjDbwdac0txyOKhrcscO4ZOmzg/QIWrkimgEe5zDCYO97M4Ecz\nK70JGcVWscxSZ3kLZF5XhK7mownGCCAeZgXOJoA1zXCZJMOVp8YwvDIBDapUJClhayAWu6AV9ayi\ndv5BRojEa6Oyq47nwfnf29cFfi592cJdmzLtel49QnHF+CntmhdbdW2bWcBq2sFAJccHSsqXgBcg\nMlOLdqSXEowGJlsxKkNacZ/Za154zAcec+IYJ4adOM/Y1MFKqeb4cyGbkTuOHUcrY8us7/SQ58zZ\n4ALj9pIJ7uxL9YmrLVnrGRrD6ilyDCkTJESMm9C9LrHmC9Ka430/5PnFR0av3LIOW3I0boYr/+7c\nxXKfOy8ZRFeb6MK9SdX+O7/xOSomZTRn+0F6V++7JLJK3NAORpTdaeSs+awwRYwv91X02QwqS56D\nTFmggZlRjpJFM0w7MO3EZW944DPeLVbjQpaG1li7531p7APwBcPCwJX9Z2ZPyrWshXGnIPBzgP18\n/PicMgG1Ta8nJnxlE9TAbl9A0Dm8LdPv6txv2Wx9KJ6X0nt5Mu2852vrc0oYLT2ewN1bKusPZReD\n5onng2uAvIHFQIu1vRcFMirl8unFW641hfPc5VESNXO+d0m2NBXlMOAc4Vlfc+A6Bt5HlCDpPLUm\nJx0j6oaLngms07znbFfQgbMppZFkQYxwoL0MuTPcoLQtgcMilD4NuBgpFwMKmV3ehprVC8sU2XaC\nLmvNS1zspT2Y9x2xmMENaKkwgebxmLu1LKUhj4gi3gC7/2oHMuoG70bECGeIeBEIUqGgQ5xszCvl\n3B6eb4Ylh6SGpkpgRDD20wu8alP30OLhvaiiSiOwlORQYAa4neLi/LBZbHl4xPaH53nGLmRF3wDk\niifRawRZSYF+ZcnR7HFR2WGfNFQt9zQlJvuehNojCxIBKCOygXKnHK/Uf59VGMkOdGb3kgoENyta\nV9mQeOWdvax6NhyE2Hk8SyIF/KgLgH0eWlUvUk47TL8f9Z0YoqRMGT8QuUm+L0+5+u650FImbbnL\nqnBBl63PkhcwDHs2PHoYkislcjsq4nLk8sCwA75iG0U3wxuAz3Asm4C1jgKAazI3B+ndjghNI8o6\nrxWe8bUGpqcHbIbDHNw/sW2URum3+z7sP3P8GCiTKRqPnznv1cjqeTdrgsqV4Lff0+uW+tXt5/2Z\nr7QwT0lPwdHzRfe2U7Ts6bu0Otng23PI9JW8la80WiyfvZWqCIMTkFnv2lAfiqAVQ3q8BgCzkoq4\nu9RTOVM+r7Z2PAxXLcvJ8qD4PDJz+rTwjpdQYrnh8vC0j7FydbBIzBDs2IbkMOTawcAahrflwchn\nlGs9Vq+6dc0GfSAjCWivopQlmp7DqvQVnOeu9qJBjw2jAre0HdRz4qYDbHsYx6s9ffdaznSEfbEZ\nQKWe5TsnGDKUKv2ZjkpIK9PeJRM/26Wrx/HUeG2p2JPUCHANxExse7ZzWV/f3hpXfBt5ki8uK5mh\n4ZynGzlvfdiQhT8COG3Nmpo53o6YrzvOSgaDe24VuUq7hoLP1Z+CyYvnuXDIylA1Pa/it+QL8vrm\nVRXO990AACAASURBVG0yvnuKBGRGezg+qoju4MjrkrLFMe59/2IiGRMa22EQekYylL+BDTj1mT+j\nz1Nthl4qQOZ1Jm3lvduY4bHPtQtf1W9deXCfEy9ANuz0w6ZF2+B0xAZDANbMuu6U99JxBbKtvCmj\nSqcefwA0JtNIZFLgeYSGGMtwLOCYC8e48Olw/GpdrUcs8nt+ehi+PAKAgSO94gMLhsc6MoJp+LpO\nPNaBuSJqeY5ICOssbS9F4u749Xl9exBvxw+Bsq+btVYja/3i2Obn9hsI09bR5T1QZkluM6DnaOWZ\najEWZ77K7GbreC8RhPvZet7OUn0Ca0rVUChAXb2T1XJsazjTWzkGt0S0W7vYP2ZyapgqgTmZccpz\n9t2lvJadfDvSYs1ypsqkPmJrM871MoZkyHYZImR9RGKVgsLMZTC/Tsfpaf2pxyh0MqB3DPOc/z0a\nGKdHydb7NfF1GN4x8e7AlWEj8kJ7Ozo+4aUPPgNUqQ2UOnflYvCFxRvGzwJ6nrFA2Yu/Jr8paz5/\nHajlGctbR4MCgYAKrpc17WS+azFJLcAsNBZSkbanMT0qI1Hek8iBNQ9RLqnEa9Wy4udW7vcsUdKM\ni3FERmzWthKQc6vEykcILdnbOiaBl0+seQUAHUes8nUcUZs84tXXhM+ZKWPcoKLlzT1yGjh9w6xq\nxy73d2Dha9COIV2OZyt96gvdIUg9a8i5LnKHMqrz3DL0cgjyOkV9M3l2Jik1+O09eekdow2tCscn\nd3n+69730KzslstOiGrQ1mYKzeSX0Ffhdca4xwpWXAe/olQF0B3lEDILWKOMMHfHtAWbuUJA8baj\nVlKD3H9Y7kjYFRteMpDjcWT9+3HgTEA+j1gh8JgL55p4Gwuf3DHXFeVMloudmOF9GcY6sK6Bdw9A\nHgjHw33g4Yb3NbA8ADq85YE3WwHy58rIpFeSGKMev3mb+N7jh8PX6inLtyitZ/3x+dr7N/Yzv3kB\nfKNfK8lX19wd31dH2bavUBkpLN8wKkze0XygoujUewJngzJX6KGXfmTcehj2shSBeQJMOlD1nqU4\nk6tVeSyzeY1ciaqUAued40YMUZ+5+te1uKIWRKi9nhOrcgFYAQrMdLZcAMLZCe7qQ0MnxytAirRO\nYotb0Fs88pqFtQyP/E2VKBVGj0KXM1mOBtfmpuc8zDojsoypuOeymB1aeU1shpCUT4Zj+E/5OjEq\nxsSTOWk8EqhqBJvPSJfDZK6NKtW952c59lSSsNRXXiumcagCw62UVqkxpyLz9m7IT8l/YfAonyst\nJUyYHmp7L9FmAvJgaQusV75yh2OGshyGcR4Yx1uOTdYl1xjL7lTZGAWmye0enTWpd35qqVRw1SSt\nBvIGGwJWRczyP90sJLuytUfB6o6pnbCYF1rHKyopj/cxtkzaRoeEtKb+4zONmcF15cavPWRdGoaS\nlLhLAbKrjAU93WJnuqZo8JB5rrq1ZUJa6c8tSz1pPr2f1/zHhXeiPZX7kvpjGVIZima9Pa9zObTt\n+fsYGATk80xQDnDOUYhpM1843eEjaBF6MWT6fQ5cx4Gv48SROnvZgdgkB7jcqj55YmBlTsU5gE+H\n49dvUTb1lsseG7h+gOPXx+/JU44Ba+HhN6+OkiHyzM8A8s8eT9dRKP3Fdz94qInL66nFX92O8nMH\nM2mKWSRzeS6sUNZzCkGsJmO47kCWF+tjhwE2Rm09udwzBJygWpuix1Urvc9rOc6Z+xQf8fqY8fzT\nBjznlQPkuQgHUNm1N7uLYLGW44GYC15rwH0Azs0EOhGwFLxRHEi/vHfyjyE89wK8/LtyreOZyRtP\nmeIp5mQr7tSUjmYhl+XwlDCnhaM14j3uqai2mtcM0x7qqVu2lZuHcA4tQtqlyPn8vPkwizFEG1eG\nWIlt5DRAZLb7BipjLow0hiYySsJV5chD1gmDVGAHOE9NsMrsdc/yjRpZaSX3106ZsAQLrjjdosEQ\ndyjsyLi+AF/pSb1FO44DwAh65OIhlue7T0TWLGUvVw6DljgVPJWwcAzaeH5+bYBQ8WyOjl4bWTIM\nRHDe0goorZ+e8hvvY6WqBnw1IHmFTY6F1JSnYG1Rvq1tqjST1gmGHZ24XeW3+5hEbKqXXZlgmWja\ncSF64fucLUlOAi5f8OmwZXjYrKmOY2jbYlyuxVX2pPwSbYDTWCw5ZOQvx4qJdyXKaQRGwmlOl4w2\nKGgoHmIkwgHPtQvgjut6RGnevFo5sWGxARjWihXq3o6FX58LPibcHnBDLjRieIfhsoEzY3UGw2/O\nC795m/jNeVUt8zlCytZyLFv41fEF33v8c6x9LdxhHGAQqeKziXV/u1ou49lP/NWjgubTumb/Ue/l\nwuPfePSGw3WyWIMujPvUShF0FUgrBvdcGKGzpunhMrSt2E/vVJfaNGulCgKQE4Q6fB07m6TXvBwT\nC37F/T6dA5+OgXlmQZCHt7x84HBultFe8KyO3QweMCQWIew4JQLH5iEs3O+5a2+oDiBtbwuaeHia\n4RxH0yhB9JoZ3Fx7+Q0t4yC/oRamkiaPmwIejtpnGWadFQ70Sl5ALUSxrRZkqD3Em33SwMr2jqRr\nhMY7MaoMA8Qc0/KkfZEnV0tDKBtwESGIOjWDzZwhT0/Gc/5t9x5aBiKRTkFZFDV5zzk+BK+kB+P0\nnKO3vS63DC7QQ3a4T0xPRX0YxghQjn1mLdq7Zu67PEGPiJZFzILQO71t6tBEL8N7m9IopQx5VUDh\n6KLHw/ZxbPZRGI721XraeZveqERqZG+AzN/ZpvKC2STIBzk2fdSJCP1KuXLtUbbW9RTbgdnCcLc0\nwGvJYycHCG3xfDi8NllhBGEMWY9/JFfkWDzmjFUFr1X0bz03Whal01U6uZmyST6LRDjuCHbQTYe2\nOUD5yJ3GrAzB4OlHVgJc89r27477I0ovPfZw/zQG1tsKy2oEb37NFeiifCqW7Ix5bOA3bxd+c174\n9XHhbcwAZbtgiFXv5nJ8tq8vKPv6+EFQtttbe/q1iRogt0Ntn/8EiNs9nr5ug1rv9g3vWFrwfDj2\nZiv4VyX8i4ehLVznexVYeTY9NjJ76NRQ9LQirzQLS4gGauemc/QWhSd3wTHtVxsDXx4LX4BY4Wb1\nRgzwyBC8zoHph+wQNTI0yPkxTU7rxCmuDkp/1NIQuJbjcke6dsWo5rniUa6ugyPEXQF5eXgl9MaO\n7G/UbKdgAkDMooYCNIDzg7KKdtlQVdKTyspI1Gp7lmggkpIsQWKNXHAEWVONBNnlsSsREsi5OXuN\nv8O91zJfltneBoyVyVtZR7srI2B5LG26aoeuMErKCKukuTYHC4hL+dKL7NA1OF55VcyRNTBvdoxb\ntFPYvejpnD/2VEY9hlVHXpCcAUlf8BkJXuM8YSOW3DQbmYUdXtacC+t6YF6P2jsZmffgNsDSF5Y3\nTZlXBLoDm4F2+wzpTsmsYQMG7bICM3+t+vIyTgX+nAYKw79e32+AvCkxu/2rUbZWo13pcTM80eNg\n2nC/t67P5bKQnUFOEqyyU+rufqeZUsm3MHfterccYxjm0bvOeYKyA3h/TLxfE49rgnXuQMgJM6Jr\nE5OMFFV/NiuMnR/1V6uBUZbzIndUwuGgIZTbts4E5Pfrgcd84DxPHMcB2Ei1H3K8fGEgPOWY1kJs\nNzoWzkfoubWOmIYZK7ccRQDy+UhP+YEDF057gLtQLXN8/r16ymJx37Ht+RCbkMRDg3ddb9tLMeo9\nyqO4+UvHU4ToG+dQBsmK7glWzjm058cZMhIqXYzPaT2nMDgIclGywOUcYx6FIU4rpc15RPLxWrnu\nq9EBlbBc/vPpjLfHGJXJ/Mjw70im5faF9Ebnai+Pgk0jY2397bm1LqcXoBZasLbzOKxA9G7YOAGN\nxGf417t2MSz7CE/Fto3qEVopqCZ9/MtIhHsATpUVAcE0XOav6sRlJ5+8LkK2DWRhNBw4uCMVw5BG\nRRz3NhiwxKMsO82KhnFjWh3JD0dSsXIOBEQJsJldn2ZCjddc3n2T6+gdq6fc3iA/dEY2b+joiYaq\nF8e9hjcVZJlubL9lHSgyOSy8+liCkt73in5qyrwo8vY6Uf3wbAvq6W2ZEpC1LrztC4aK92zmMtOc\nZ/E6z7Ii6zWa0xDtHZR6fGulOuFAhfxN95S+ahrqtaBBQR4vXieo6mvrKVZ4lDEhD6O89gjlaBoX\nG2o5+jlVSr3AZw07cOZcLGk/GJMWC+EYhk9HVmfc9P7diIqIEyNAbeCYtK4S7XLNBjdk1cdunaxR\ngpbre+eftbFyYJQRzIFyCeeOsXAiI5TmiIXfDacN/OoYwNvE8vb2j2H4fFz4PC4Mm6HrWabBQYNO\nKfzy8WPZ1/EU6EsRpU94fg/UwCCJqhIYQHtvtBdg6j1veQ2/2yHA/kqAmFRSYR62E/2mRSznjzOT\nj0pEc6cJyAGUWfM74uEadlMKMHS3ltdWiATv8pwN+GQHzjHwaYWHzD2EWU881xJQ7h17mMHdYLMT\noxUPjY1UdtkzZlZXBnTWBY4hgCwdamCgcsuSq9zA9zG95jsxDIeH5vbRg/Bkj8n4OAJ0pzOTvDOJ\ng/cWPBN9a+9YCStWVr3n7KYht4iM5JGgUZdIsWa55hLz9/KZyEuwCs2uBWA4fDGcvTOjlqUwYB6Z\n8wBnPT2XCjWaE1SEpolkPRUSY2k9ZQIm83Q5kqcx4mkAsd27a0bwyI3ra4w9gDVL6C4HfEb9t5ci\nDdrAADsagEoGoYl1VPgEhV3cQ7FDQMy232I8enzZPxcgbjZnGlRApfmt4gENCJpr0SHuu8rbdZjr\nSQXM9Kh1zHtqZpjhn/yf/xh/+nf/DH/zT/5t/MW//Odb3uOCGC8PA7eMwLYJim5b5kBeH1UGnfhJ\nw13MhO4LARmtJ+597qf077GBTeQTNI81Kdi+zcihkZ4nqq5bjgpFD1tRIeJtbDSwRMZWb2jh5WgP\nD0AGjqq4YJ8bUkI/28ipM4/dy5dHLo7lvgCRINhbzB42MWxhYJZcJkcB5LDfFygjQWdXjL+Mkk8l\nVDK4oQy+bbG9AmZtz/PDfrYpfd3tPNc3aTnxOxOGh1iYtTgFaZ6CJ6IAR9boJYMfw2vrsJoXzOdo\ncX+BJYLXep66PWtm/tFquNbC44wNGr5eC18fF+aipxzznaf3HPLSZ0DGRIixedNC82h3e5ZHlscc\nR5TQOxW7qC8yuKO3vaNCuOi9A+EpH5k4te7ejoyZCPxWTuLeO1ulx3W4I/b27YzItgu7ndGfmPs6\nxyhgjpC0VdjS0Qo7to9cseBB3mTHW+Y9e+58FUbZ6VxEv40yKkyyU4QGyYRI4B8pFwE+QBhu54EM\ni1tOicR0wuWoqiuvtXw7/Io0MsjTZiZjnUDM1/JMmxHccmxJk+UN+lWL7DcwvhltSdeOGIyavlDj\niYOkXiXvkEKEykBeu7JogLEaa8qg8qLJ/QIrnsuIgFZ9nEapxkHlqZigfuc4MCYSnmsb3X/69/4M\nf/9/+QcYw/C3/sv/eA/NWyZqLSbCoRY04qI6HflpOWWmPo01zgeTvzYVrTJfMtVDRqCs3JZi9ng5\nLHILjqpoqKGJEr8V2cw1FZMyjuLJ8Oidjk49P6XIHMfSPCKJGrnFtraUqWwzvWQDI5nd0eJ1CwAd\nFkla0zOHJvv0NsIgZQSKfwusUFh13+hyZmSm7Hzv8WOesnPQqWawh8Hyrbw8fa8ecnz98yGUlOWG\njEJKfYievkl6HWWoahtfXG9PN5Xwo1vTNpHa6n3f+t40njP46+imVIgVWUYFVfYJ5MwuNguLbFjT\nLQWNHrdLiPNaA2PS2gtFTDDWJRo73HfrA4VTAJFepGZcOiKr9+GcT43rltPi9ALi8NA7AY5e5XSG\n5KzG3AyRkcxF6gm+GzD2GFU9a/7gK+pqR4KpgfaWKuA9XMwphFFz8LkVIRZsxlkV8kZowYJza3iv\n0hp4gEMqzFg4ArHPtTmOBFUHkLleYGb8yHHbeMkipH9YKOPDwipjPsJRuw8xSzwMQJboLRoPriE2\nAcu8bydQjf2V3Oo3Y4n0XL1sC9cbZ710icr2QTmu+0hDJYnWcpTvNlEu4yLblAl7XGCi4Tf5S5SI\nGsXcfKBv3A+NaSXf8VX0Qgmj7z+37sB+7Q2o+xrD3/wP/h0YDP/un/y1LRpgL64kkHB+lXPe2o8Q\nKWptaVuZfuw7u9P9YNOrLBPRHpZ9wgFb2EL6owBfjaZo17Uc3OXNZ+zI1SaA9I9G6NbvOx/sNNlL\ns3aq8pX6jO2xDIM/X+e5R07rvZC7WL648lnz3M4xiNYES9DgQibDfd/xQ6Acls7adu2gonvCyBu2\n+asvgWcy++vzni6/n7Kh7jeOV4B+E777vTfjQq4zCiPaQFF5Zn/b0/RCubDGGnh4LzeUIpke+wS/\nz1XJWcGnA4cH02NYzJFCQ/1ec4pHKuljxAxTZYAXeK56noIyCVKAmtZYlGhZhqsj8cIxcCG2RHtc\nDiDqSgsAhIZVAsHnNftv9pYq3eAtS8/uGQwYSlTvlaPgLOOAlXBtAm4ShhcgMPTGCYd1glncaZWX\nyb8BiwQUjG4PstTMV2XKU2DMECVxM5TT4QvHGlkv6W2Jow2ojmqsGuNeozmNiUyaae8DkVhYe0wT\nkMNgKYWfQO5CILMjvAImGgJVBgRGBtSqVblAl7/c/3iOfq7pkbrdDaBds6ZF3TqgddR44o08Jw0o\nI0Pl+Fe+Au9Io8rRjq/gcIXUsdkKTzSg3BME6mRnH9q4RfLsyha6AX/0F/8I/9l/8R/VvLrdbt/5\nIS60TgBwhzGRb29UeLQ0EIH0VLVsrlpfeosDVrq+wDkebEya9CgTdN+dBGpIBlc6h0LlJO4Do9GE\nLRgDs53Xky+60COX7x0sl8qa/wwPUd9dufUoil5hsGvVS/PMbirQ2I9d2lBVHwZ0xEJ4ghsFka7H\n78tTjk2mk6ldEn1e23B93AEQqnb33wrcdhPpGYT1M3//VhbYq3NftKl+v32vpw7Kl+vpZP/ncG8L\nZ4bnIMyNBgQC8rBcgnHFXsFfHhPHWDAcxZBkB6lO3drA+aIjQ5jHGJ3dXGFrmXej4nJmZGsNJkNL\n3dazygmi5OVKYaR3cs2Z2/YtGY6dRvGVtTUJqxBbK+A8TcfiZlAoCG7PqfmgHHBvluJiJKM0cof2\n+P2Rmeqcl3ZSmwNb81+ZQDO4HWG355qxKxezuqP0gq0ssy1C7WPhWJwT9vKUlae2UqvM1n8bXKWt\nDZw1gz6xfGn8zdwYHvBKgjGLDNRI1gleoq1kxijB0WNgQfvwulneVGo3n56SYoAdTKqRUCKVuniA\n9LIYbW67Su5ZCi75syImDczbRg55D3qODFNXGLc+s00E7bFFYTx/jy+s2lcAxvfOUVejUHHaEzSb\n30oZUeFzPR4A/+j/+Cf407/3P+Lf+w//Ov7SX/7zzf+UgTS8ghxN51yftrirKmAcMW2SemDk84Zn\nUmBO90RTXfre+rToZDLeubqdOTDcG+TruqwuSEw6DbBlNaXnnisHju4gzSZKSSWRjlHODMetV8uz\nWsyGToxniDyAeeWCS7MNmIGUgV4SuKINa49QeX63tuTf1jmeX5bMFs9bVXF87/E7hK93yQnrTibd\nFRQLkG4HFZOGNvSNoqChhFPb8XRhnfL0tDwthe7VtaKx93v7U1NShvqRJZztySkoF+DJg59BOb6f\npRzi3FjUI0O/yxuM1siyK4pe04cWZjEEhTXbNhneK48i7rANa3ZUDQva7NH2FBgzTAy4WxkSkxbp\nFcB8Dz2WsgCVdczTHAlYZQlT6nR8sjExb7nKQoWMg3ovsUiCKth47mGGQ9owylscZW0TkK3+C2Ay\nz3AhmiYs8TjG6LFOrRa147lwvShpZsHDGLkA5gDG8lSSobiUR3vuLstLBmqZ1eXARIesr+UFymvN\n8pIttf5WTs7ELeH9AMBRXkiAOQCs5KEo96BBxTnpAhkCTM5D74Cc3t1IzvDOFm5AvqdNtcxQTjl/\nXXPIZbTsKpOsQ7k7tA1AGWc0EJf3tIElsLExmx4A56Ox58W8aLvzewGr5m4vveIOLDP8d3/3f8D/\n9D//AxgMf+tv/yctn+g57pVRGici8K6GiObEmw2Y63lA5TcwBFART2E7v7VZGCRdAsqD1boU25nG\nc5uGnGo9j4jqnIdvy9h6LczStxiUCX7GngHOV1N9l/dYTHpNeaildWEYg3rTyiHq8VLxixiVbQCB\n5hHKT4bDl7chu6my7zh+bD9lNIBofL8G7Wnt6RsgCxibDlKfvp/49HTlllfXfeNSOc30w+03ApR+\nSYt2q/tz1m7SGtN+8n03xG7NoqXZFmf8WuUsY+DTmWOcntrnw/B2dm2f5Y4Ieh+Gpt17mU9u9FAL\nhWhWagqtYRTTqKe/gSdoHKQyPHbQjjnwuD88w9upPfcs2A57DvZh9PxfeJNWz41b9DZu7pynzEUE\nxOPaNcHeC1U0I9fwNWsAPnPumElruinD4p7F2aaD13NTdKm51LD6W5lXseY5w5RePABwNaELkbxT\noDHYvwYTKl/y4lzAOxYeq8d7upd3HJ56eN1n7tQ0Rif7RFa2xXKw5NsUkigRmrkGdv7gjPbEwvsM\nexePk6+B2sf7yDpWnuTJd1EU1uBZEYi7YPMHZhqnhJW3KMZleXf5rGpLPp7LzLJGnCHQBlxLHg8r\nQZO7mCexeb9sIm5fliHqT31yb+7sN/vhDvyNnFf+G3/y13K53jb6e8W5TC1KRDPbafJzh6OBu4yB\npQD8dHboFTR4F+lKlTNvZrMlk5+wRbxoDL1lNEXXStDwvHtXETBHxOq2Hpadh86I9kfchVt8xhai\nEbW7VhiUbD+30d1I1TcPOBP9bqLnm0x7FpJ7lLFGaV3ozWXjaW/snzt+bD9leFs8/RKsr4i3MWI3\n+anurjq0M3XBvYxiA90LNH3F3N8A51e82kC0e7TwBkqth4xr9tIiZU4rsNstpDjH5Fy9Z4LEaDA5\nhuHTivtwl6feAaqtPXoiK9MvmV3Nsiiukb17x2yRCbjbvkavdwiGCnm644LjTEpxaQsulcdShWFH\nLju5OrkopW1lGDXAu5l6QukYCwUYsM2DUkuyvSx9CgDfTaNtzhnNQ9G+DnkduU7uwTCZcXEMVL/L\narcBy/ByJb/k86O8ROiXdv3AwCneDRPganqgOC+YmZsA3Hf7Ij9VqZNHwph7lMNd3HVn5prRa8X5\nuTD/W4FkAOVj5rKsV09LJYvGuDliz3F0yLvGzaIchOfb9mq54hMXirDd+0q+a4+oAacEEtALQGPX\nvUtplIYqu0yyMaGZGfB2GD6NkXTQqZIGhZraMVRfFZhftWvTXRoZcpQxW90yUex3XeR9zr/yF/4I\n/+l/HvPKjG6t1dn2/DcdYSxfqQYZqUGD5c1m3dR0GTh0EHwD2R4OMdpAPuz31X/qdKEb+wTsNdzB\nG0fKBnKxmTbumUdCWsK9poCqkM0X3EYCZjpJsJSDmd7xxLVmJJq6Z7QreOcAtogbu63lsFxXgXRo\nfBKHwMkjmd8TQiK6+fcGyjkQNcgvkE9AcutqAbn1K099AsobN/HGnt+9FNp+7vb6nUd4mc+h9p4D\nSoCwZjSuzHVR+cGKWWmBaz/r0804qV9puQ9gjANv0jWeRaU8kj42GmCwcn1kZ6Yzev/juwUtbTCu\nkAOD20KXseQzcr6xE7jEY0la0wuHM/syPMc1kdcG0XzFClChOBgxiXKt8oqy1nDktMi20lQqj6Bx\nznse0f7mOM/1mmV3ITQY8F+C+jFGgzKypAhI77zBohTuGIjp2PZaCQDqzViu9nVYWu7e0w+RAMbv\nPMcr5gOPrPme3gl7bp47i1l5zc1/ncTySO+Y0YUz1z4/D8PnT2cuhhJGiL1fuNYDnuNaom2oBVJm\nlofAWfREfrE0muhfMiTNaIJhHG1YTGvjl8qgC0gIsjvANUqhgINrYlO/bNeqNCXiMkx9GPDpGPh8\nDHw6R2WpUx+VAbu8ogdWbWvv7X5QUdeTaXS7lDtuBoeoKAVwuQv7tuTzEkOrHgXsaz7A8I//0f+F\n//6//TP89X//38Jf+Et/hCq8Kn3qO4oK/XN0t+jB3teWJea2HHmyWdMrRXsD5vvQMlxMY5a66lph\nCMbylKsibzQeFJjDKIlaaE4ZUYUQjOeceKyMHCXgMx/KU0/6rW09KG0I6htn+/F8Xch/ryEQsuKh\nU7/z+N2W2XQFlHvLdhffabGJd9d3yzKDHs7tMT/fDn/+Stujp9g3vn9xJw37kPi1jR3QayZ7ZNYy\nq3UM2wCzmU5gIKXD/l/a3u3Zzuu4D/z1+vYBZSvyTNkiLsSh4qk8zkOmMpWquGril7ElkQQgUZZI\nkcABKF7kWJKtSBYvIGXX1CROMlPzNFWTVE2qMiFASKSsi0WCV8uJzbsdKzV+yB+QEKQIMHbNmNEF\n5+xv9Tx0/7p77b1hgfRoow72OfvyfevS3b++L79uWs1cV9/IWoMnEmMiU5iAkNDomM1tyWHWiGN3\nhh8yIaG9jksS0GTp/pBw604QdHcLBTOLNaGY0NBbd3fvFCU5c7GkmnZ3xQpEO1oBXFpRQIJa4438\nXlMT64lNK7GJH6ThWj2k0JVCCNpljSimu7BmMbs/cc4Rc3c6jJitiLdnLrSgyfQCJjcKeuynxnUG\nyy/Wxa7XOxv1G9jV9pjSMrGFBNihlkEuAEP0kYOgaVWQRsy1boujTQ182gTIhK4NSxfwvdvBH1CL\nYcPLVwj60UEOSQMZasl1TGU019lA3SzhuVuuBLPuu6J8dmC88ZkMWB/+eVqHtOwirIQcA/mPx5Fm\n4hyiRwDBhDxl8p+8SoVNKWldsRyHlMpevqJIcg7YdV4F15W8jzRtRJIuU8nTclVXaYo8TcCzMT75\nzWfx0ndfBQB86nM7oTBZzS+BcwTQisINCc7DZFeBa1WmcjbiL4WJW+5TsEHV+JprECWSPb0CCi4U\n1QAAIABJREFUNfeFeyBg5rMp/01tXZkfwBt0+P0lvX2FeoeM63EvVvMBfN3DrSHDO+J8zh960URY\n/SLR3vhqH+/qQIrBQtbyS2xcEf3Bw+ugzM+k0Porbqr5XAl980e1EMuGW1Fh5MurWl25JY8fQ8+a\n264IVwitnS0HSZ4YRIAOgUaBUtdhhbm0W1wRtbWkZPIO51VrfHMOOoDy3qyYZzJjYbGYoINTKQmw\nBCix85TrWvu9tLU48izcoNI8/uhrpqwHti9L7wHMArNYMHlU2BeqZnQSdAyYHaBa0lzEm0BBap26\nrKd2jQNKtoiMOGpmqVL4VauYbiwmHdFqEDDu1r0xBrOxubZFIFH4FGY1MPc+uPPsCVK2ZxOFt9hh\nFRoomDTBjGsDoJShGjRrm9pEIJMJKm61ZeAvoDJZwpl7LgRL9Nk8CZMArbRHDfgVfrYN7EZ9hQqE\niJd8DAzlHcx9HYJmqUxVgEERqsAIzIHECKE8sr6Uv1MxJi2xh3xUOahgGT1jC0jUufl+8NQvKCAs\nJFgRV4pUBOuj+eQEzC7PhFjud85u1XtT5au7Zcs9Lr35Fp761nM4+is34MCha0t/asWNN38IAHDj\nzR8qgF5F3yrcWgkVeyf0GMsG5WjYo5Rt48NNAEdnfrWXsfi0ABofUitDxuS9Gk5jPokvrfXbl6yI\nYWlXHm+Z65kG0gjIDAttfhRAXlE+UuFgoxorBZ2M6OIELZ5jH3kVV/F4d0c3crzD4CuJY9irAKJW\nQLmCitoX1kl75fFj3q5j/HHAHHSv5cUV3YAMN9ffyw/BuasVlQ9CIbQwBHMmAKX2xtfojuneLjJS\n6R2U4ck4Efvq2QKPY587ApSXnV1zUMjUpYsWwWvt1THBT1gh47n/KVxGCqDlcpnyYcTHwy0C0NwK\ntHbHHS1OXUImzPkPwwHVuxAt7IRJT3mykh1wAI+bm6dir5MpSg/taGJvgll0PJSCIB2kVZQeCv+p\nnASjoJU7o7H5rpKeR8YOW12TbhgT7x7rsmS9QitAnlglBvqxz717f2CKGi0KXRHmobxISZaz2LzK\nhFnFY/sd2mfQKpjYQKEJrD658oMONEsFce4pHJmUli1mi6tZVzrHDYBL17J4Ajg1jVUUSACrLW15\nf4nnInxJS5C4B+nTOpylhRzXEcoFiXlBPQGvWX06FMU1my54KftOudPU9jIVKJ9HAYIEOYx0STBG\nUcp8XZ765rN48buvoong7s+dgrJ2HsD+Q9fi1GdOOE1zC4srHRxHyjuJUiwNl6yUT/OjVDSYAT0+\nipokK9+NvU+FjnTC+1mP9KT3qLVnj/oSvqq4KE0DlK2DH1JrlUq7WXLJMOxUlPRxRlparsbm+DV9\nZahwA8nXfYZM1kciwmJMeJx+YpayDFpTDDjAYcM3gnmovWZnHLNAKgTyN1L+VYwozZPhKmvWfL2c\nYJyHFsZenYZPoMZT8g7qLQ2pkW9wXSenx1AUeR/eF0pt0d1rYmUC0TeZwjCINa0PxornrtjriIxr\ndQRtAw+29YHQNaQaVkZjJpPvh8WPJb7aSLhuBU++iL2l1m83naCNxRMJJBBJCwJ1zVKY0u3Ifs6T\nCLRlJuw0C5qv0d4sljHbEUKslnwBPbah0aqTHqQwCEd/pZJgaO7qx10o4C0CwhIk71blUykQk6dT\n4WISFGhJSIJyZX5pkJ7xchXxltMuaEqJR943QQAKz1y1+DxzBlypj7ac7GltPGrMoGVxdPVH1RWI\nFLZZc8xYuc8tEIJXKtcUQOtiS8qZgR2FVma6vysYU6ETFCUPaTlnzXIqDowpstwm44QC5gQwSUmQ\nc1MkECSNwPeQikgevpItMJPWpMyzgma1jrNHewqMGz/2IYgIjv7Kh0G39cU3LuHJbz6DG2/+MK69\n7tqyaKVUzZWcUHH8hpfevIQnv/4sPnLLDTh0eH8o7HXPTbu3NWKeAI0GCZV/Q3y2XsifU/SoefLA\nfJVerOVsdJOyw/6L65Nmy4htzVA8VJqKV/MDKVqeMpXfKx7IMgHui5a5UKRkVciYj0RFuNEwuIIa\nc6XHOwPlOuCKLCgjLpOJ7Q9k/quvfQVcH2+h45+jq2vjx/L6dQzlQ8HYfFlk41dRQUtGRYTZ0Ywt\nVw0tBVlpsuH3bQI0V7f3PFM6sqV7ARVJoUCw6YBraBrPcx+TUtgRqyofkSjjCRXuvUIwrQNjaAuQ\n6K8brQu1A969C7AsxmlyOCagDPs+KiZQhNutawGtsi4EcTTbk+7jWvg9+mSdsBZ9wuTdz3TZLSlG\ni6XW2Z86Ndg4e1UYE61uxdSeNX7Mj6E6m7VWrDude7japsm7Ci2sgQE8hiwiaFPDBIJyC1DurpFF\nqZiZaRARzBDMMru3hsLaeD2am4Sf1UGDgsJ81ZaQpbaHISJKdjfbIWb1tcSBGwD3SSNMUAWYWd8I\nT0+AluqQJV0fFOO+5fFDMKw0M0gY59O6V6SVqQBwBeSwfBHYGmKLipQJ4gx7jCPRAHpFVgioYlAE\nYtBCsEe0oUxwKNeVfObGEczBddOeFmIZ0f5D+3HHZ04Yfcx2POKT33oGL/57iyWf+uyJABuCSpVH\nXEeO4clvPIfn//QV77V9ysHOedSZVX1tw/ILUDYFN2SPL+j6ntt/VVG0GH1PenJQZhtYrgFPYxKW\nWSI9QWz4IyLUyDHPc3in8jwB+z7LHlM2SypnfdAdCt3J8JoqM+G9woGfa5PxWrNueGgTFM0TB3HV\nj3cGytlYdf1BXloRwKvv22eqhUzAWkXNv/pxpU8le6TmdMUvDcDs2XQbADkyE1fAJgke4e6iyzrj\nxjJoh+z9PKuJHHP9GSQu5+7xYGuNOM9W3gLxk1daBQubwDxr1OGxrq/HCtR/qRqAZUoej00NvzsY\nMGLqBCmpSRozdUBnqM6AziaYvLTIlJKsA/aUXEjLk4rC9U43VaUF0bGxhe+JiMW6RSQUIFXFpBMW\nfcZkJ29glhl7MAbtPFvat9oEaPa0XkxsLs9nCvKGAZA5breU7TPqnbBcuXFNv02eLDdNth/MXoY3\nxBeLHYel0Zo19oApE4Cg1j3T1dZA4CAoSxwAYh3bSjwOs8+fHby6udxdGeChFXaqF+NdtNjTExEO\n845QOvheWEQFzOimZslX8F+AabIdaZJKbpqKlb4RvEOuXM3XCECWdF9WV6UTUPArL6Y945Np4a2H\n0MjfYelS6YUWWkxgNuXVkiz3hJqzhaWEaC45n+FGSFkTXco8bCWuTYgz4xijVdzw0Q9CFbjh5g+G\nMiGxFi6PyI5cO1dwPnbrDZia4OZbbvDkKwo27r2DMkwGbUWpWys9nXsYEutToyZE5ShL4cLrF6eJ\nuTLiFQRQdX4yF7ABKTvYSbF4LYehL5fofY4SzVCEnKeYcCXl/67enKmSoe9lrAMQoWXS+HKe0efu\n9f/8meJHxMY5KzsLXt3jHbqvyYnDim98QSBrH62XARCbsO7zWL/khuS3fGFNUZDy2yZGk+GjkZwk\nmdXLR3cXHe8RmrqkNUerMqw9Igo1bBcGCgNk67Zk9zRQtuvszVlvulx27C0NbAV2tnAkDBTEilpp\ngjKpqDK+iB9JyLXJRC5q8eneTKmbLtFcLKWKSwmlHeLj2pokDg8Xb8MprRnQOyjP3u/ZTrkx8KQd\nqnmbql0Bwixnd+uGMFBA3QUsHZNaHK91uHvXOk6F1tytzKqSMV3iZvlOvmeuWIR4o9LIH9t0aTnQ\ndGGZCSVTs8MZKmk7jUwqUcrGWmwDCyO+jKlbH0RRjQYr5jI2GmMGfGt2L4s1e3tRINtpqlprw2Zx\n9YV404aWCgAEESeGW2wBSEirgzRGbghFUDSEFdchyEbF1t1piSxW+dCwKnMMBo0Z+V0CIfkvwTgT\nA40ni2uyXiqGRIWgbFARMozb89G8N711nTPgnARYNCu1Yqtc+NpjdsuXdN0lOvCVUWz8Sx2Ioz4f\no2KTiVBKssL+g9fijs8cH3Sb9XAaPXljotP29kF87ot3xDhqMi6P87QMZ4kGLCx5bGJd7OY+SNXY\n001zNOVPQm7NnihCV3x6hOy7pvSbhc5++1neSPMBUMx5UllYynbfyXnavErOzxRjDsqtCU8iDQWK\nuADNsFGdG6UWvV+UewgrXAAPKV7t411lXw8Cc3g5OW5tCOWF1Phz4bHKOKs7LKsvbBrQ5okXBXnD\nhRO4Y6G58KC+oA7cpHi7GgGczUNqLIZkQs2Zm2calp17rDq6TsOS9Bubu8jjsU4kdrBBC/BnyRPv\nbXNNF6MNg5bLajyGmqCBnid+57GKcKHHOLRPXWCap8gWBAs7pm2aIJOdt6hIiwt+wL0Kstxh7mFd\nxvGDHDzHA0RzDlpS4pJYZ8FcYrGzKpaqWHbTolsTbC0UU1NsLTTiPuyqw6YhvF4k3Ln1uZimSLbh\nhpigb8C0wDQt0PzABsCBbZrCIqF7a9lNsdpb7nnf6aQ4Zr0LrSGlRV8sJJ096aWH1VDJXPtsvXiV\nypSiqUKkY2rA1pa1Y81Te7I8Y6InQ0o4Axt+lLTSINJryiAyDpy8nHH8yo0asdUxNGL0z4xflhxR\nKKe/Am7ZeeKff4+ueD+5t/BAAZUykFCgnf61uVKXbOBvbZIj9hq7rS3EvDVbXgduykYquzzsohWm\nqT0OfNWwKo9q+SMHXVkDMU6JuXDsa1UMbQRfvpZJqAloV1IQwuBo7KffhqY2NB957UnTY8LrUM/n\nyVLsocDa63nO2DHKnpu1CedVA2O2DE2DvA8ufxHBYlpgalmhEYsEWuQIOrU4MwKshUpsGXvKVful\nNcG0NUGnFvekC725nLZuYkm7e/O8gaY2P945KG8A5KpZ2eqMnxmsT93AwFq+EEIYI50Ew0hes9xw\nDXB15etOyPVzgwVdNKAUShp/QxH9fcn8+T4FSHFjUbtfIXaeVrK7nL1BgTgxJDhzlHRxxmg8/oKm\nK1d2LRA91lPhpULKhLESe/E15hGQBOs59seuQ3cr1z2UDjULz8C4ultdyCvbeqYbKjp6efMQaIKy\nuouKzK/FQk/Xpq95E8wuVNQVou5jX2qCchNAJt+Lru7SyizwpIsEfOsOxu5ezcuXUiFrzU5kNZfx\nBMHkQ5vQmmLiPOBrMM/Ym5fYXS4tMxM5jyjPCgVIB6t0dpDO2JoOAGPrJxa4FKcRpfIAO4861qJY\nNhTKzRQ6RqTSLT36BLSsU5Pm3aP8jfA6kD6LBbHCu2E1KSW4jYMROSlJhXnNdN3bc7rzp3qalmQq\nTZVEw3ohk7gCgJ3e2ihMhnHzIvxe7ezHcpeFZ9YSBEyZtVKz2Xs6ku5cRUViEOkxQ3qRqFgHP9As\nX5L4W2KPyOvsyS4l/pvehloPbfsVEi2VBpdLdAjxesYnK4OK+9t1rIWrFtoyOcTY89KV89nDLOFZ\ncZ4P93hRoKn00OAwRbQHD8W8p4WtZ1nX2fu/9z5H0mxX45HQfDppqAYy0ngJ5SiqVCSV8KB949nl\nXJUo+QmDMgQorqj1d8lcSIZw7YEvVVDeBLybgB9IARqXBJLJ46HJeeVzqzbsOFb7BJWEyhJVSMmG\n+dQWbY3DAaIV3JBVCiOG5Txjd2+J5UwGcCb3eOeitG1kP+WuCRCA2EHekoRAiyPEmWajCnPNsO+x\nn/ojAKSlOwaMRfsa9A40ibIOyWHa/cTimVtbC7eabW8UQJ9nzDpjOZs23Ocl+jxD5w7pM8QzK0N5\nUDV3bxOI18sq95ug7AwwJ6W7gBN0ATqaZy2XQyVcq+9dbUxetpCtLjUAOSzlqZmmDXis15QKauwQ\nxs4XZjnDXLPND6Mw4WHrbqGIJXaXe5jn2TMyqQB0i4dpTyU0aKYerrBO2v4rona+tHQVINzTC7eM\nGU8joKjfK0quKORQ+ZN8kJtOWuT9KWyBVLCrUpvjTi9UMkoqesP81ER6VTDElZfmIjRiyEBYy2mV\nUnHE2iPAmJ9qtt4Te9mrrn/NE944yuoOnqY8w5r6EXz9LD9BHdDKBYp8ufi9t/DUN5/FjR/7EA5c\ndyC+GzshdZ1GMZdWvYzrVKziBRXnYjFHsldRequrOADU90vixjJ4XEyBzLm4nmXhtRKH7lxXzfPU\nox+/1+zPvnAEP4boeKY5lXKT0TQ0SHMsuehYtIXFntvksWb7blfF3nI32pQy3jwrMJmgKdUwtJR7\nMpQWhQfuKXHlvUnz06fc6vd7zL3wrwB7y58YKDsl1K7gKw/TeGQNUCtTDqBMbS+0vtT+8nsYKdKH\nYkPwgayqxTnatOR15XnUGvLeKAQXljk1MQRB04IarC8KKq1pJHmXSexwgGsW1i2odwlBNlErpaas\ndvIPQKuyGCgpFWO9Gxq6drAAqQmgdraaWXPCdpRwQMx15A6w/nj8sddVmsVfqSHOij2dIcJmGG5x\nexIZeof0bi5VtVgyE6EkXOKuj07imYvU3qXQUe590WHcQk5wVmnW/F0k1pJCey7WsIp6VzANC38S\niVab1JIpbCD8nGQsuICn393diU7TqmAi02Ka0lMTQjF5ftA9wEQWjQzoDVDhO5x0S4EYMdZwUUvQ\ndQXY5B6bS2r8WW4XNcb1rorBMqA1MSjBRZmoSifqfmr5XNWjNd3WPH40+74XkAlQKeBexE7luUjQ\nLI8W5V5cxTJ2WV2n8iS13CqVClqUiR/mGJ66YNaWuR9FUX7mW8/hxe++ChHBHZ/dWbEtJOmCtw+6\ncf4gSBAwJKs/oiEQAXkFmLkvitHy5J7EupX5smf4sJhKGZTA1cXWtwltptKxy+8R/d+5qGXPMh7M\nuLmCsazwwgXopbu5Qz0bWrzFriuPvWNvXnob2mXMu3HnXbnVBliSq+cbRGirZGwj15MK+3iuwGr4\nZiWUeBWPdxdT9juu3ib5jYuYnwXS6iQgGJatMkEKp/y93qCym78fQGisVQl4E0zn6/w7WDKAZZW5\no/t+vFeEIqRYnP56V0tOKswMKBYC7JsE2Jq8wYfHYOg6cWFeXfscQ1j0ToiEDjIEhUy6ZdQAuSHq\n5mrDDBQG5HpFogwIbIUYmbnoAnyeFbpcri4vEONSNNdiAWaao1htZHz/aelip/LD+ZLeuBq0bOZ4\n9rg4vFzCaUuUe2Ikqc0/49do5ZCG6CGOZHhaC60hMkBjX/qyCLKa2KQR6miMUbcqeDizBGXxtTA8\nzxwHCqXBaqYyGzU+GTdeTEwSSz7AODq7v2mcAcgCjZj/HFnxnl/AEQtBGUmfRdkY6D/oM2kjQhHc\nv07e43XU3dPm+mXctp42FZZaWb8KUKtMXy3DfMPkU8ZkTdjT+ltD8PK51f1KBTJDV0ZHikUTD+Nk\ns6HoU94VH73lJnz/+z/ED77/Q1x68y0cOHjtuK1FhFaZ2MS6ej3x9Wfx0U98GNdtH9ic1BWK6AjM\nBEnW81ZFjPTO+dQ1j2YbhQyrfBWnw6bq5YtqpYxVSXMaGRLYsqJvUBJ6t4NB8j0p5Y1GiJyvHWFp\nvf/hZWK9WK92QtQcCV1sKdxgwrf3biGUibwEV8BbeALTPS+xANE3Yihdy4et0eb3rvR496Acdy2/\nFoJaH5xufh6IcOWLG64zvJ1rE89hkRQAXhnmBrtDVoAZAPvO1ZtxzP6fOHOvxo3TA+BKQkmGmJpg\nn8dqFw7Ky858qO74xXIllkRQYCfIq6XXIkWCr6G6I1tTSEixlKW4rCOHNhSH1LJFJA5oSLCCX0f9\nvOSO5XLpZRAa9zIt04UTrUhaPlPDggcCuJVKyzmIXuhek1jPjKum9RgHORBAIAHOoWDzF4moVTTn\nUPFYqwt9IRGpu8Wo1BD0JrN6u3b0JeNT3B8ESlCJ4H6LTOi9Id2ChWiRAp6KiiUEcQ4lqztcJE5b\nVF4EnqDGo/AqB9gNuEPhSS3SviEt4swHyPUN2rDJRSKPKdXVu4GiLAY3kAsA5jRwT11pClrkXESx\nALCQVIR44hTjo0Im1ASv4I2BG4uHhHvr96O1XbmVLVZ5sVzD5LOqaHNNECBov09heKRy09V6Eey1\njjZ3XP+BQ3jf+96LP/p3L+Gnv/FTuPNzO4PUCuAvawkYX53/xrN4/k9fwY9+8EO8733vxa/cdiO2\nDx8YLNucR7WaPSnN5QcBcFZamUwQs+tQKdqaUiEf1rgAcwOt5ALIRR2kMrdaBhkGlKO8CkMqPSoC\neKLY7Ae7MHHSKhRsTlayaa/Pyxl7yyX2lktTMuFAL8ACk1WMUOlhmMqyIiHgeeruGYt1M6PBFMrs\nDVGz4XWF/imnfmKWsgBrHa909Q/Z8My3uejDNVPbxPjxte9DiyZ+JfTf8Fgb4xXWpzLjJiWBFliM\nwt9mr+GQy3GJkHzxHt2MIsDc1BICRKPFYneLJS/m82wIhjeRonFlMlJ3icKxseuTlrGIFsFcxrUK\nyKzfndj9xj8XtYWz93G2BtshoPhMMLcpaIyU9czTwrKXeTa0uYVSI+W1gGRmWozUtrsqplKPOMOB\nWUuTi9XNLoBMQUqPQAJlbmgTgQZj5romIVGJk1hr+L2zQxr82FfxLkaVQYq2T1BXDO0bkwD9W1L2\nzEkihAdduzldp4fCYzFeLaegaax3ud3oiqv8OyyrIAPFud+8mZBnUdZOs7CqlSuwwxjr8lnuNIZS\nMCzEoGRwfgNPFtni7ymoLEu8nkr9+Miw1vr9KDOSv+2NC69fxJmzj+PEzjFcd/gAaI3bmgpUG1Q7\nPnbrTVAAN3mXLoJS8CXG+wDG6x/9xA1oIvjB93+Af/snL2GaBF+49850oQ9QXq1lziRpnd6PXhQc\nAPjeG5fwjUefxomdo/j5nz80LopS3UpaVMAUPKflXtYpQSvIKDYruqj53vB6pkwK6HUJD40DIQCI\nn1Ou4iVWnvg1+3GNS1ecIQawkW8xNWwtvJbAB2OhJj/ac8qYNCChrJkMRAlFpJehzhHFkBgY6Soe\nf21LudD/Zojk5pUPVfglOQ8a4ahoO9CM2ofo6t0khA1k5RKVCuIszZUbyfA0EPWmR8yBBf0S+5eM\nKuWZ35M8BMFrhiAAZk/tbzBibgI7GEK9Jk/yBkacEkIkGzD4WomEwNKyGGoqXoA0FaJoRRiMW5pb\n1No+nTEvO/b2PHGrzxC1rGJanKzVE7fKtS+9nFkxa8OkLGKxhDPW8dEtxGetOxDSqVKOZ816Ha+d\nk2r1zwLP/oxTcYISiipDy9G165mgpAONamMyF/esJiEVkAvmTeHBTmlMlOPhJiasNIQN4950p7LG\nWHvS7uBORwpPERQQTiJO0JYQcLSYM3zkwOSfjb33+0k3odfdrV1dcBnXHPlECHjxGVcMAtA7codt\nLpPTMI+pZD3+cHa4rwmTvnIXfdYBqCONiM830aG4X0H5NVCbvbcqRGXDn0VmycoVzpx9HE+++DwU\nwP0P3ANSIS1Zi/0Dhw/vx699/hT25nLMaJGVzGXJdbd7X3d4Pz77hTvw1sW38F997W/gtuM3YWuq\nGdag7hP0X8PBFXzHifv3BPjaV5/Cd159Ca0JHnzonrWPFvslFDVByjC7xxgfpteHaz8msblMQ5Zu\nDRpWbHJVKNwK7Ro9qLt39IIq0FzpjkY5DVvThK0FSx85B1eO/TPsq9BhIYdYM7FY9TyPoLzqzSPP\nroW2ruLx7hK9Nry6pgcobYbN3yBR21Ml6VTF47uFp+pNmWgVYwjizQ+PQs0tFY54RduL/wY0WJ+F\n3YtYUSk9CbWCMucIMGHKBan3XjZgc6JFWhC8A0GZLk3VSDgMBkz3YgerSUN/F0GcUqQsPWghVJi0\nkqUzHn9uLEfwxKM+m1tobwn0GegzRLsL0gmLxYRpsfDkMmsiMi9t7U2DbeiYoGJ5s5pbjVDxtcWa\n1u2oSXjp7kJYnhLuN0sum6EpmHw92USCx/XZ2sNP5so9C+UqrMvMG8jcBQQwMxbsRAmFATABWXnv\nQspGjjb2KPMBlWqTBoOW7QtFxSHLgyS8CwWTi/CXIVbPWlHVtIyp3IW3pDUrpwvf8uyx5gLgTkJU\n8CrPxdckwx7qLUrpIuUxgowdT82e21SS1FoqQ/ET466AOP6dA1kdWbyBGq6KK4gru45MTOC0p6TJ\nwYAIPkdhfmBn5xgA4MTOMVDWMIxjgKzo1hvGatZV8kjJwhcShJ7AT/BoDdjePoAv3nungUzx5jRh\nrwC33OK7ReFYEZdVdwGAW267EZMIbj9+ZMMK+jXJSw7kQUv8jPNMgDIyVJKZ4yk4ayiz8t+gqZTx\n8p4dapbxcsZynp22pACxWcZmJU/295T5K438H7LWQg3dD/dJD62kpezAXK3iqjyHN+gdWMnAX9N9\nPfSQX/vk+kAGtinW3chOlVHqzcaPUKPS+G/zRwOQA+iNIcNSHghxE7rWiyZhrAuA/HqAcQh2/04F\naBFXJ3uUqMQ5CeUzJEyFdYcxQHYQKsQr4pahSLhBwwuBhjjwQHtaUDBhHZmaIl524lZTmZQZlE6I\ny+6lPHYYRZPJOnotzC3dZaL48d9nr1t0occfYHBHqyrUS71S0GXyWVpCZS2hgCgaO59w3WDn+KIp\n1Lsp8Z5hMSLBgS79ELqSq0cUDe07FJt0fdqYjEQGV1e5n/g86ZrOMdBaRAB4h1v+MS5dGR+8xG0E\nLkrytHwzqUWc5jrlHDI+H0BQzZ+Qh5mlC1U797nQUGWB+kcqDYDOdMm7l4Hg1KxNpf24pU6Pi4zx\n0fpTKKHcchRIg1RZQRz116igE0DqxlRgLFyc/DlMd/x7e/sgTp++JxQ0Qj3Hb/xmCVGz52GomAdw\nNUdl9UEFivs7TWxk0oJ3mngpoEq4eqtMo9XMJL+1ewC47vABfOG+T2FraqnMX+ExiMeC+eMylTcK\n8Q/Z85KvRw7IyqUHjCtKd+/WEXEvTmHz8qipYbE1Yd9iwr4A5oatJmGR00PHuv1ZAfTuYF+TGhGg\n3Nes5B5rKYWIjN6v/vHu6pQ3Eg1HzF+lvoor/fFXbXQQuuRGhOu6COi18ejaL+tv1zE0riTWAAAg\nAElEQVQSxKo1tqIX6I9hlNWR1/GPbjzEJmZDC9btOoQWIRq1pUhLeZ41um5xsNERSgDrFumTipiZ\nZxuqkQiTvmpDAQqQbr1AjVmav6fAPM8AzDI24WGw3abJGmq4MGWzjllnd3P3OCpvXs5YAtbMO7bQ\nBJP1By7M6b/XMdZ9T12sKF2KYPLmHZtU8j1urcKBhVYv3YQVkAuNmMxIKyq6pBWFL4s8NDRv+/Ea\nZu1QbWhsAsPKWkmLlwrKBAX8WDpV+EEWtR41eSdqd1FAAynsqtWhMMCPI0g9c9QaOiCO/Mz3fLXE\nu8vFPphCF49QVqz0jeMyxQ3W1tILipswAx/R3CKTuGqTk1LugwokSQPcnAGA1/hw/RGsTY+eKl67\n8CbOffUJHP/kERzmaUkCSOHH4Y6rF06dPaCeblGuh4opUwprzjP3DpbYGa9rhOfzFgQnjXuYQtOG\nDm2trawDaaLloITA4+Eyx56MRVfeg4WXlj3NGRHgjQsXce6R87j9xBFcd/hAKtfhfs+cmybWK1un\nMgvtY3FOAVYpf/NagyXq3r5QjHOoEKcjdVf1wmXSNE1Dg6PoF9CoxBTeUD+boBsY1yNwbf00Bh20\n7oCshVeAzBMRMQ/Q1T7eZUyZJMff8zUb8MrLlVRk7ZcrXH9VKGpoY3Z5yd2gsKwf4GMDluYQkjIq\ncI7fzfv+2GFrvR5Qh0hBmnV6mi0U44iyFKCRsl/NRhHvptShE9vFjQoDLSi7mcQ8xAFarQtsADJE\nivfDshp11mhJmYBt44WacBVllaZYIw32YZZmNYLdM5TnZXTw0q7oSy+zmelyNTflsHVShJ5ICsTS\nRUi5Z04jCWwuRCWzawfQBt3Jec9YSEHMKeh2oFeK2W6STtlcxKFUs5yE4I7SjagpvHRCyvV8/C4V\n6daGsOwth08QC+umWO9MgApA5j+RMiffR7cEannO3BVLtQYYdG+zI1uA49RiXShCBSg9tm2wXAMr\nSTPBZW0nTWARhFdrZ8OyD4U0Qbl27BrkQgHkAZK0vrYK0ytiwWnzka8+gadffR4Kxf2/eVfQUpPC\nL/Vr9SpV5lVApeJHYG6AdjEPjnJdfJ+Ute5e9ljuRzqIBEDJuHvG38c5mgiQkEuka1P0GApT9CbW\nu1qSfr73xlv4xqNP4dbbb8Lh7YOY1UrVBIJHzp7HMy8/j67AF+67M6+jozdA4I1VnF9EqAyIH8jj\ntO3VKShgXI+mjWY6RSZxDYSNrJCKCmB9BQjIzOAfALl0N+RmqZrL347ATUBe+qIPZywrPT52cpiF\n93rKEBmVSh6EcTWPv0ail2z4fYUpVlWZq7hiYF+AZLm2DvBTbrDCHCtAnBbOpuFK3mv4FjXoDdff\nNJ2q+hV1ZQ3sBV4P2uPM0GjlSEBBtRhYRkKhbQSsCnSZY4xR9F+sIkcfqHrpANy6lXwGJFwvPMt5\nni12jBjTuGyZfGNMOrml3LzDjSxnqxVcLt1Kni0RA0DvdsiGRrmBMUsvIKAhQFyYsE6whZ4aoJyA\nnaUz6dJf3XINQA5Hk2YSU5JrmXTZcstZUHgRka8d18+FrHsWmsDG5vFc6/1tyWm9c2z0YvjeermF\nFfBqSWjydW8Z9wfUe4jPZulwX/zzAWgFmOltSVC2uNnu0o/9dGFpdfOWtKDaIwM/TulxcFBFjJFC\nKn8cqB2sp0ahiSiN43WTD7l2Cch06w8sp3VVyjpieKl41Eb65R4P5ZmqOH7rjdDecfyWm0yRjbHk\n+bukokwOU1y48CbOnHscv/RLv4DvfOcVnNw5hu3rD8YNmwheu/Amzpx9HMdPHMOh6w4AELTWDSR6\nJg52p67V/JhqhQLV9T9mp8cSueenOeBUOZRhJLOE7UhTspvtw9cffQrfeeVFAMBvfOlOVwqt1OkT\ntx9BV+Djt91kXfsCkE3hi4Q9sdwZ40lb67kDywZIaTtZ5ReVWzZZyTa99pyKW1uhNd+vJhBMaFO1\nlNsoT1uRGyu0xZLA5TxaytwJo0WN+zIXCH7MpuUMmRJmctxpfvoJgTI9dVQuhjcqQJYPXAmOh7hA\nfnP9fbdgauORvKXdl6CCEGKrd60D58ckNjOE7hXGGmrUMPENCkG5X8iqXt+XsI6Ho8li1Ol6jGF7\nkgGt5a5An70kqZf+1rQMeLqRGOMRwLlH4jnBeQyAYHQRsaXkMJI1YBYgCVomqLY4TzVbzGlci/XR\nseaaWcMUSK1NUPfTUtusAxjowweQ7u4EoEZwCzLQgd6qolXjxEly1dTxfUtVPqzITJihkqMZu20E\ndybUcQ8bpimFH8GelNu1LPbKOgfYE+wE0NYwMZegWJ7Nx2T7G6vgilbJahZzI3e3gniAgjbr6G/C\nuMW6iq+90MKJpdTRso099EQ2T0yKPsyl5SjplWtCgKB1PG786i81WrsqlpKzBZQhKQSyZMWutX3d\nQdz/xbtSqeNny0XXwlgCnDn3OJ586Xn80fN/itfefhNv/5fv45/90y8EDXVYNvZTL5h1+aX77om6\nZY5B/NqrYrW6deme3moNl773Fr71tWdw8uRRfOADB9eUFo79tdfexJkzj+PUqY/g+usPBgByZago\nLSajTUqJj3/yRgDAzbfcaEqbsmOc4OcOXIvPfPFTAOyYWeuklXXtPEJzTyopO0hJKpZDbe8KKHPP\nLM9CPAvS3dKt1BG7XKSSpWjugRDwqEaLubPxiYZFvCydNIF8jZ6jnqQR9Lb6d8pDGenZ39FuYa15\nLk2Wfszj3R3duAFpV105dCtsvEoo17qR8Ou9eILNaCXndcJ96NoUBSDjPxXI69jjPSnv10EM3OFE\nvlEjKR/iRpT52TsagqtriT/4T8IfBZldpBPEJNWHrm7Jzt2B2Qvtu8d8WsZG4xYdiPQj5X0yAqk5\n4Jh8anbVPWhjyNpWB5ZmLUKsCTsbnrijWExR4PzZPB7l6pEhHG02M9ajqJZo2TMgOMqGUy2a1EpT\n/NR4F2I8KAKhlqSEgCy6V5Y7jAyaMVYM1jtcKFWFRh2Ya9Z00nHSEbOyhQAXwOzr6KAcGrkUKyD2\nLOnU1i9fTQsQpbMRrAwKbgs2U+yoVFH4GbArMp3d7mGgS6u4up85vjFbPNbN19Aoc3R/MwSj43/I\nhAJNRQFFcdvA81RO45n7n3cYvS9/BTjXx8kTlmn95ptv4bWX3gQV6NgwVZzYOYauwG3Hj0W8njH7\nzNgdH5VezUUNzyQWfPPRp/D7r76ERRM8+ODd45w5WAXOnHkc559/HgDw0EOfjmvavtla23narpyp\nKfmHrtuPz3zhFJZdcXk5Y9l1OOCiygWFBpDNbi0ynhpdwcoSNjEL39zCqw11UiYy8ZFHpApYMte8\nyxsBedycFA9U0kf3PoDwyNWHnUtAYI7qx4IjI85VuRi8X3jVPAfdvIb9J3ogxTrYrsPlqkhY+TpA\nyYeInaxcNhnIibZoXPwAwS4OBFcmSxRARiHCGFe6s0NLKoOz8RAcV2d9Bc7kp1RKjIRCvp704wpE\nALWTW+X7AuqENxdXpo1G447sKNOVZTt0eZfOS93FuGc9i4OzoFWZCgAh3FsbWlCMTR8IBsW17g3J\nXDlCMBq7VNk9lb7RmDeTUabW0Dx7m81E6HLrM11ZrlgUblAgrOaMFZl7VwGIShwaEkoKgTWEABmI\n8f7c7xA8Kxp9Da/Ej6NouL+FdFeytaXM27V3Hg7fnRJV6cpUpGWR6x9jkwQ51pPnebEcM/JvAq8L\nTTvFyISx+lilWSIlQdxchqlEALSmfTyFeHi+8KLJIMBre8dsN5qrWxUOAcbYXQBz8ssIzq7o6DiW\ngs4hC1j3rR3lesGEg9dlEyAnfOd3AMu0fuj0r+LC62/i0CP7cWrnWFyLJTvXHT6Eex/4dDad0Mzg\n1RgnwTIVUVZNEDxZynP7zhFsLRpOnTxqilV4BTCM7eRJUxhOnTy2RhMGxbbwbQKmNkWewQwb597c\nsbtU7PVeSozItylnl34ow7LrsJ9bPuY3L/5nfOuxp3HsEzfg5w5ciy4NXbyNJtxbUCzkVDpHsGNz\nj31TtZTJU/lM4UAySEXP1sBIYMStTHa034ekdaeV4H8UvRBUjDXGELSpHTPmOHTjah7v4ujGTaDE\nUUu8XbVg1EECmcDijyiQL4sYgExCXcH9IC6ksIz41jDG1S+OisCqQlE3MSwLre+xXm3DteskOS4g\nz/PdoBFXV8eolaxei8QLhF/FD59AIThb9qpwVOdeQo14ohIt6ny7CKZByo0WjZvIoBUf8/N4OU+B\nMuAwBtJe5sBxrwrBsKwSYGa38lctloC8yryg9W+fiGQRIJ5HkkqlgRbiyM0r+xEvpqAYzGEw0u48\nX+Wk1AvmGwJxlzBdyKaI1TODKw1GTEsy2W6YOxUNTeUzlJEcfQy7SQoYwzbNs3/BbGmWyaGyO6LN\nrGTv7YXHOisox/hEct+00K3fPLlBkY0+NgDzsHqoV8Hqh1L2Jh8RlC68cQnnHjuPE588gu3tgwUE\nhlvE0zrH52e3tw/iwQc+DQg7ySXXsb/0PCTX9VA2w4NTZjWRP2Dgtm9qXtIj+JvXH8CDp+8erD8z\nXgaJi+uvP4gvf/nTgGaSWKH88MIoMul77pkQSMW+dwVcZNhnrYMe6W32cqS5p4eJHCtQfP2rT+EP\n/+QlLLvirl8/WdzWPm7SQgB6sTpd5rDj1mKSbNUb30lQbiLB631g+pE6qkygvRDVB0VWVYWcyWbK\ntfN1j2sqYIq12LOXU+1evff6HdYpB2Pla5TjJINIzJIU4rkQlamqvYoArKq86PD58mrZyBQ0FUyS\nVeO+gxBEcqqiJFWAqlTOa31P+aUNAte+Pygdsetwwstx5gCr263IvOJupHLPAyuszjPT791MKxOk\nILDSICO8ERBijXpgfJmThhzk4Aa3Y1lb+66O5V0OzJEJ7dk6TBCKYQiM2V2JYXMJbeJSu1hYtCDq\nVmA9Jg8KErUYV9BWGTWFBsp8fNGQVnQOk1mjRJKw5MVBKehEAe/7y3KJ1d60EZPt9IQMw3IrRAPc\n7bIpSCvhsU6fYNO7t5+hQB1WapiWJ3lL1EO38nkt16dVbRVRSbeqrpd5jsKCRxlOLa2qALhRxUu6\n2iQ0S4WqUAHiwiHYOZXjke6zm92K8FAZ+RTAua+dx9N//DykAQ/85j0Dbw66VtzAM/ClhDec6HpZ\n4yptaonZkrW0ywrIpakP0rvE7zcR7Fu0+GFyV7JqlYIjMPMnzhjwib1x4U2cefhxnDh5FIe3LfFM\n1XMLJL/HkqpJCXrqAJ+y2hKzTN5cfOMSnvnWc34c5X70DiyhuOlXPoRZFTd+7IN+ljzS+0VlTJhz\nkIo84+ikoTx0peXBK1JLBZ0a3eMlfUVB2gDQxiuSPfQjnhzcaRZvjNfXxe9FRd4u3eP62tWtbsEP\nlxOu9vHOm4ekLR+EnRRUXAfUXFwzTqCyBZIQOlV7HR1Ea0zMd3wla8ICk1bs9vWbxWoZL7V+cYKw\nSDbWD8IbBdKqPBgRGoNwl1DbYAlAK0JEIaWfMpxIE2oU6l0Z/XqwmN7UFFlvzBQdByQopJsgdeUO\nAya7wFHvJNRnX1t/L+VfEdMyRca0+h6ky9eINqxkn796Y/CJASKUzN1S52KX635ykAGaAnlEX7PO\nR4rapWjMSSiwbIxGRaHuL1BoFGD9trhVbv2gezIvn0XQWLoWQM5FypKvBA0HY2oJMVrCjWaHMKC8\nQ2Ho9dVKviguXQKSuwjUh8Aj80hqYSSAa+y+gAANoy5aSKuAzBtOnkFKARng7vLfLOhycIR35QrB\nRWUqblDWNZ6T8xN/Exz5S6SqrHrhCvvV1c7JaOrRzisCYOe2j0BEsHPbsXKwxighAncxbm89s6b7\n2LuWQy18fXgi01KBee7Ym63BxXLuOXf3WqW3qJbTFFCeWrwf6+LLeOH1N3H27Hl88IO/gN///Vdx\n6tQxfOADbv1r0oCo4uyZJ/Dkiy8AApx+8J6Y3KySSoHk/rVKx8VyJC8SxJ7+5rN4+d+/CgD41Od2\nogXmz+5/P+74zHHMHdhj2M15JhKzhLFzPxnMM/TrrjJJLMrAmDzoY/3eG5fw2LknccvtN+HAof2x\nOSFeKXMLIFgbpFVgHlv8dO+IuIxe/y0qHiqdKCgLLDlub27YndtPDpQ3IFEMhhotX0nrI4F34HyK\n/MLhVTMxcCwAhgRkLf+M8CUYR4Zx8H7JaFJfxoY/XBCqlNcHhSBFgSK1syDijdeWAFquFYdJBs/O\nZKOiwQ/x8IAWwCmQRgK1GmEAcdqLqqKLx5t9YCHW/fs+LB+nC2uPLSpf4yQ4Rwcwq60uSkDXtJap\nkHSuUZKHHbHmN265BgA1W2sg0tShwmmALilaFJlZW4mlCOFadoYVPc2BXmPvGnj+LTymGpOLk5nU\n/bzuSo9J6YqbuOw+0a/22KCA9M+mKxoJNIMXJeke/l5CSv5Qieie01AilMO1yFG2etl3O9hkWCV7\nMKY9eUZ5Zg1nbDqFZT0GM5WNYH8NYh/RPaQmCnMNOxbvhS9sgyyy0BR8TYqSNHw/r3j99kE8eO+n\nxwmjbJI/Lrz+Jh4+9zhOHT+G7e2DObwibozkmaDJuzCGrH6EoOWEzHPH3Gfunn22ArGvOUMBjKNu\n1dIaHZ5w9sx5PPnS83j1lT/Dn89/CQHw5d8qc9Mc86lTxwABPvjLfw//7J/8S5w8dQzb2wfCZRz6\ncoxJY//Ih2zb28sWfujmDwIAbrj5Q/HaXOQ7E8ko92kd2znzgq2ayDVNWPh8yVeZOIiIbxPMBcDX\nvvIUnnv5RQgEn//SHRaGIZ/6HvGngx3PskTQnHxa+NjH7rKNstWMhua5GBLikS7u3juWXXB5brg8\nL3B53sLVPv76RzcCWONm5CJmfEtB6xZ8R/n+CiBf6aF5vbCKKiNRjnJIBXBWxytXutuKMKhzAEZ5\nOfYdlhCs4bLUHsxtZ4ZmyUztspPyqAr0OmxzVcOFLQFLsYVJvFuNGChPTlCvXfgeHvnqE/jkLTfh\n0MFrU0AL1z2VGzi+SKOo9mStInEEzWK7KnHARIBxmE2upDSB6uRr4u02Iz7YQOXXnW0WhxI2x8j9\nWneVI2ml1/OffNyK2ItoyOKCeSCBIsy1uyeD16Miwv8KXhi9ZVZ6YkhqZEl2JKRiQQPZ27cMpTbP\nACgUEEHAxj2gu67lPcN5PwDY+m8cVQAwTBCqKLQhgV7rN92SblnrCdBqsFrtBJEsceOCdUXmecRy\n6ngPKlK+J+G5lQTdAXzHyxW1bOTmQTkiIBVd4J08FMDDj3wb51/+IwCKB+//9HB/KcoHf6gUQT2B\naLYWtRTqAJvb5EliTPwLa9F/p7saCrz2n97E2UfOY2fnCK7fPoDiP8HOzhFAgF/+5V/Ad37/FZw8\neXQ8cU6B1167iDNnHsfJk8fw0EP34Hf+8f+J8y+8AAA4/dA9EBhILqbm4Y96fCKi0qOWlwnsfOen\nv/UcPnzzh3DqMycA2OeM1jOb2hS1li5ylz1TmXfWsUvklXDjapy5ehPsWoLbT9wEAXDr8ZtMDjht\n9DJ2noFcj321eu0CyE6r3KteZJLNOeWSID1rlizWMM8Ne32By30fdvUaLPHTV01v/z+A8jog2/BC\n8gfw0hojIAMbwLpIqzgJagDY/D2ytsH7IKzO+EoRqlUYc1nXoVnzKYR5Wq8GbGnpmpx2UCa6AbCe\n1vyGx2kUBZQ3rxtHmK4dn5RBm427CHGRyfpVywQoO0YpHn3sKTz76gtoIvjSF+5OAEY5raXzAAzD\nmgbLCg2wdRASmfx75iM1Q1ITnDtdogQfWrmeCOZZ3wTt1jwGWlxYk5ts0gGdXKkJwYx07xNAe6+k\ngFAKfH+iPWQB1gT2CokIazqowoWsxj0R+5oxpFGPCrdnuFjSVQzAXXRxS7sWhQl/J3gAEBcOFDag\nhdDoXsw5xGiCVkdXeP1N4W5ujssJU8MVm7atB56i3rNN7o3pwKxGOSEYQVAW52cpCo6ujGVUIqor\nOjwGAyDXfUDd9A38uwLIyD3l9qwYwYUuCg2FFmWf2Dlh2cs7x4/FPVdXOcFZ0xpTHvNn2ckzLS3A\nE7kYEx0z1hdNcPF7b+Frjz6FE8dvwvXbByEK/B///DE8/kd/iL98+/v4p//kN4Z5bG8fwOkHrM76\n7/7d/xYCiTrlk6c+guuvPzCUSJ08eQxvv/0D/OLf/js4eepYzKE1YGsynp2VehO7EHofAmDYs2d+\n77lwW5/6zIkwuMTlF9cmlIywciVCI5W+U75Vvso15j7FmjtLXL99EPedvsszx20/yfvMMbEMc4vt\nZzIb0uIPnnVZGCWsCf6FNEKuAh1zb+6ynrDb92FPfwq7+Gns/eRBOQXP+BofLghp/ZZZDqC86TNw\nQq3X2wTIFADcs7ztKt+W74fUjjcGm7l+uaB6Wv0rKkg9/zfO3iQgCUSy0M1uq9lIow2sH/OO37v1\ngp47QZ1JU1a6wLaWzNFtPHXJpcFdpz6BJg07t38E+6Yt+Pks9s875cy+7kxa0YY8/qx3qAOykugh\nYM9n9eCZRuZWEVQCRK2wM0Xvbgk0t4ZhNY1kcm5AawLrIOIM18Ss2dgHLYyCtUd2FtW4RrqWCz3Q\nAmdJWc+mGq21te+QGQfXaKVZ/j+wQSaMCGDr3IoQUYTGHy56DtB4PBQZA+4W4xv00VA6NBd85KBh\nlI3rJMBCssQt1jy+bV4EOyDCOrbRMW6ncjkoI2N6wUpV2dbCdlLGxe+AayI53+CFsg+FJ6/0WAXk\n1elHbHWjgMi/ZOWdw9cdwOn774mxCCUyxwxbVA47AFk9yWv2Ukbys681a/RrPJXA9bVHn8Kzr7yI\nhQjuv/8uhNy8jACPqtxcuHARZ8+6FX39QSgUDz/8OM77EZJffujTOFVKpB4+8zj+6P/+Lo78/b+P\n7e0DMe9JBGhAnwTT7KEe30smrEHSwyMAbvzYhwGIua2RJV0ifkirWL7DVhNsLSyTPDKpSyOQIfM9\ntmUTLW/Y20GJG7Uv7sXSwXo5d+zNtZUn930MmFIRoYwzGq/0QiDrUMyYu2CvN/xoXmC3X4M9+Sks\n8V7syU8SlDcwhSlDo86qwCBE7UUNzcLeSpAetF9VbNoFMjiATIJxIRSWeVinidZ5acVKUC+FYH1k\n578Efn8Mmbp0pbIOGQJLh6eg78ipGMH0GYDMkC7x2khMdo/s/doD5LIphaBrg3YpXbI0jjGEKq47\ndAAPfOkfoM8z/uN/eh3nHnscx287iu3t/WZpsSezKl5/4yK+8uiTuO2Wm3Dg4H5MrWPRuseiW8lO\n72W+wsHmhnPNBjeCzWNvVkwEC38/3UouwZRxwBkyTZhmQ6Vwl3XW8AKLacI66eR+xj2oFDjNFL0u\ntPlkLCoQPdaGNCKbpsv/BkUvYAQZw08FBSIR/obka+Zqc9AU68IhBPFiTVUaCGkSS+9JgRWxUyMs\ndGuTF7hr3OdaLQBayVEC5x4KwPbKMrY9T6I2EsF4b3EaCBqP4RCAyzj5rLmGqRjnyq5t/CArRsFx\nJWEuK8ux6TvDXpfh5XKu7nm5poPXXkdYyOaR6d7hzD0LYRkiDuVgVvGJ4zdhEsGJE0dCH/m1X7sF\nP/Mz78WJE0dg4OfrA+DM2Sfw1IsvQAE8ePouQAQ7O0cBwMFYsb19AF9+6B78p9cu4i//8vv4xb/9\ndyy+7LNp8R+wUMt03tcF82IqiWnpWbr4xiU8/a1nccPNHw63NcEYQMSKF25986SmfYtpsJiH3Jyy\nqK/74RfHTxzxLHEMW1/Xvca29+aOy8uO3VkjsYw/2bGrhvLqTorPw68Xnh4PuDnvRWcBdXmsDXu6\nD3t6DZa4Bku8Bx37/KjaH6tWxOPdgbLUP3IhBlCmdRlW5shgYWlsUDoAZAu/1Xvz0deVAMBF/TDG\nHF9YTYHJZRcRF7ClF0R2cFuVyHFZI1AeqZguKw0LzAg0+00Po5ZsYWjvUxAiwI/9VAUN0iaINETf\n2rkITJ3zd3iygfewPvuVb+OZP3keqor7770b4q4yCsfHvvY0nvvjlzC1Cfd+4S4sW8c8uWsHzHhm\nmQE78BBRSgoqcp3o7VBVZJ02ilsKsW6sJVSxjHGRjrbsmFpa5ex/K14qMTmIRaoUFSRYiQmVDoIg\nCxWsyUnppFQxWdZpowJznWLOFSunllWBQQXQX2kogFxASfJ7DG1MogBP1qlWLAG50GAN/QhBURKv\nGVYRpFvfh+Ou7BVhSEWRfzrgsnyF2eapEAoXEDRFCe821DaAGeccS7YCuAMghyctZ7z5kderaxbK\n1qA7lcUpo63AO1x59fXYB7/DBnlDt/VySQvZeFlgilY2VUEoPsNpWRBsHz6I+++7a6hF3t4+gAfu\nv2tUKjzR8PjtRwAFTpw44vNVHN4+gNOn7w4djs9nHv72YCVDgAuvXcLDD38bJ04etdOf1E54mif1\nqohcf4LaU998Fq9891VAzW29ulTNrf59C8E1U8O+rYY/v/jn+N3HnsaJE0dw/QcOeoew9YcK8JVz\nT+KZl16AiOCBB+4acGYgG8Ugn3aXisvLjh/t9SHbmx0QTaatyP4yQ/FfQm5x351g7TNGm10b5r7A\nrA17eg329Kewh/dglmvQZQtA9v6+mse7c1+vMH0l8Oo+IjMFLFeBp0WYbELX2gBFsL54lXlBxpHi\n5lpfhPpSjq1ujG1Kgxb3coJXUJpqWOoKtfN6y4aH0Kel7G7gNG587mI1xNEHmKJMgDyBqEOmCeYq\nt9OYln649jxXYKkdcVxZWBoo3/KxG6BQ3H6LMa24C7RNBp53nvwYpmnCqeMfxTVbW1hMGt3C4og/\n9fv5tU2kTyGE697Qnd9E/JhJYF52O1JNEBmTNJB7oQVz6Xa0NmOaeOBGNiOZJkHzzEzfKVMcwoJ3\n4dNaeBfsAAoHZFUs0aHzXAA3lbOBFB2AojY6rOai2ZMXglIYiy80JZwYVn4krJejVgYAACAASURB\nVJK0q8Xj+3kAQhBvUQ4JxnW8FVzGj0vuS50H2NEJ6fnw0RRYBcNL0V8+aA1FMsr47PcSzmMAND6n\ngIv15qMj92YDL2Nt5uqljCiAX/ICYnS5hpuvO+hXa8+10iJ+VoajQGkUMgcoW92+tYWxZCaukVvK\nxUqurVUB4MLrF3H23HmLL19/EIDgwmsXcfaR8zh+/AgOb+/HdYcP4D4HbE6b61KVGhHg5CmLkZ88\ndTSmd+bM43iSSV8P3gNtgq2JVmBujBZl+oMf/SBU4c860Czn9OeX3sJT33gOt95+I/6bnz+Erz/2\nNJ57+UVsTQ0PPXRPODcV7NX9BE56/fSpU0fRAJw4edTKO1fJzp8MZNmVyw5ZubzX8cPd2fpza1rG\nucejMjBwgGODiVZNQCZtVYVdBbNO2OsL7PVrsIefwhI/jaUDMsLgurrHOzyQIidVN3ndtVRYbeW9\nAKQqiCEjUcdNJL4nA6fUQSEVBBLxBqwfv4C1MevwnjOLFkE2WCeIBIZcg/ITgkRjQOr1QWFFBwHb\n55SCc2Ae+35XhXhGwtw7lnsde8sZe3srlgsyYUigBjy949DBa/Gbv/Ep62etvuLCrlmCD3zgOvz2\n6c8AKt68w8qoRNRKlLTb/ZuNV1z5UUmlYF2vogeBLqJsaNEVQJchySJgQEwez2oZqwo2oWWHsA7p\nDVYBljFbu1a61wWu8JRkQcJm/PjYSzQDm+jZ9K/cX7qbMwQw6o1XEvXxvniZWrl+BVQy/0DvUr5P\nHaI8BymFCzqi6v5/3s/m7F4c0oMPJDlShjUb8KtYDMAIHqjfK14gDV4o/MO1GqzhKmM2MLKs/ZIz\npE5AFYe0qRi0lMDRigZOfIOclng5b7SyLXxo+e31C9/DmYe/jY/echN+bv/7QX/OatyYDUAyZ6D0\nCUfdM8Ejj5zH0y+/AAHwwAN3AQDOPnIeT71k8eL777szRnDhtYs4d+5J7OwcsTInClBVvHbhEs6c\ntezr6Jntj1OnjuEv//L7ePvtH+D11y/i0HX7veyoYdGAuQGTehMZb3l77YFrcfunbwPbxQKsojBr\nf2sSnP/Gc/ijf/cKthYT7n/gTuzsHMViap5cVuherX7623/wb/HKK3+Gf/EvvmzJaw/dnWvsvL5U\npNWraQwx5r3nbmv+hDEEykfxfalyPQVBgPGK4ha0oxqn6u31Cbt9C7v9Guzqe7DUfejYgjq8rhQn\n/tjHO7OUaW4Ecw3SbHwMhb4yCjWCey/XudKYV7iixnmEt7mqR2H21ZuRNwnwfDFV+hBCcd/yW/24\nwON0k8TmAtTYu8fe3SmsgGVXGQuyFEa7hiXL+tzl3IF5z4hgd4nd3SX2dpeDZG7esH6asvm6neU6\nEsWF1y/iK48+gTt2boa0hocf+RbuOP4xXL99MNbYLF3LIDcrylwwUxP0xg4+iMMnar6XudNcn/Rl\nsrN4LT49u3Ji1/Dj6oSKglgdNATL7hnf/mNz6YB0iMxQyNDYnzH4rt5YhWeoukVKAKU2IO7TtuWR\nQiN9UATNIu55OAp8r7WQpyMzNewU9CRWJXG4K9C8LV2ycUITAXztemJIUrAT8GqOBiWNShUx5fc6\nJl/L4fSyxEtUBTTxT2Itxvtj5XPl3qsg58DIpWAGP+cRoaTxQuPgiuKWY60rVGiurtHa8FJxSeRd\nuYysfEnKhFdvLkkCqsC5s4/j2Zefx9wV/+A3TgLON5DsHT1awwnKAslwiObFT5w46s9HYkg7J44A\nAI4ft2eS2Llz5/HUS27xnr6rKJli2dcvvgAo8GAFO5hr/Gd+5r144vnn8b6H34sHHrw7apSju9Zc\naIN76vSl3RROmRoWAqutXjTcettNuGYx4fYTN+H1N97Co+eews7Jozh46ACWXYcGHDsnj+HlV/4M\nl370F3j44SdwekVxmNWPG501PIa995IsasNaek34agtTkTXqGv4YjCtXFrMMCxA3RHjk5d4s2NUt\nXO7X4HL/aSx1H2Ys/LoblMqreLwzUC6bUFSGtXuOOiy7Ufn3ezLNqmDIb9WVs9UwuSP1pbBQ4gJX\nnLzGMzWmbKUnfAdl64qVIUi2KUBL6VLnTAbz4dO9WWv7eJIvE7iMks091Lu7jWfFtFhgIQtIW9h7\n84w+z1guO3Yv7+Hyj3axe3kXZiG7Jj41LBYNi4UV3ZOR2OKSS/HIVx/H068+HwdKnH/xDwEV/Nb9\nnwnLqQ1kZS6vN793CY889jhuv/UYDhy81txz6Ji7ldhQZ6vgbFnYCY4GpDYUi1MLVC0lm2cii7ub\ndbb1AtctQHkGJA/nWPLACjjDwJWTuRxu7gJRIUDvdpkAFWplKADh6+CJVnDAnGnj1jgsrbAKMkEj\n5a1sN25r6jRjp+ZJ5DBEaekKPSuvXTT4+pkKqOOX+ItGfH8drFYBr8yPrvrVx3Bvjf/XQI4fVwKx\n5vrV+VCurLB/HY+UDwxDijVPkKBitapoVPm0UamPea9oHSv326AVAACOnziGuSt+5ZYPo8GOQmU7\n0jwxawTlyMAHgXm8/PbhAzj9wN2p0fhrD9x/V/Kbb8iJ45YEtnPiyJpY3DlxFApgZ+fY6GHxe530\ngytOnTyG1y9cxL/+14/j1uM3Ya8rzp09j2Mf/zD+6/3vj4FR/7HYqm/NpFi0ZjHkRcPfvP4g7r3v\nLiymhv/1f/lXePZls+7ve+DujKv7Fl13+AD++b/4rWgB2n2dqWJ2BfZmxeWluaiXs3XZmnsfPA1L\nb9DCc9pH1/NmHjHrt8b/SWeroGxztvPIG3b7ArtqoNyxgHpYbWDOTYbrFR7v/DzlMoGND6ckxpx0\nk8AjIFfluN6H8wmqlITFmvVQfGChKKwKKawrDfF+UZskxoq4H4VROj15s6IpkqrFvp8dmtL1LV7S\nM8/uAfZGw6+/cQmPfe0Z3P7JG3H4uv2+Pt4/WpkUZlbTctmx3Juxtztj90eXDZR/dBkiwKVLb+H8\nM/8GHz3yS9g+fNDczVggwLDVuJ5g55MfQZOGU8dvDsXhjuM3+96msiKCcsIq8JWvPYFn/+QFtCb4\n0ufvBnT2E5iYh5hLZB2+AGkLL3eAAw4TxQgQXHezkMVrYXsBD2GCTICyADKbu2rO+s9QCpCabljN\nTaC9JUB2TZlLOtR8LxQshjCcfoVlSq3EVZ16qoAiPUbdvCB6i6dH3b/fksqbJM0OoqMCGNNMgWRI\n5tv11S+iKM4EvwLqSMCtYOVkEa/H51Z4LMdRQTzfGrxp5P18M8aUpVPkp8KLAzAX13oM2NzVsnJt\nU4IJ5hvWk6Je8iqr729KOJVN+xPft+SqL913J/aWS+ztLcMDVEuIotcA4Hy2ElrJQSEFDrAWnfS3\nXnv9Ih45dx47J45Yl7L77wp6jMsAOHz4AB584O7Yx9cuXMTZs0/glHf02t4+gIe87ebv/M6/xNMv\nPR/JkX/wyouYu+JTnz25cn9Fvcsk1pnrLy79Z3zr68/i9hNHsG+a8JVz5/E//tIvAABuue0I/uNr\nF/HYuSdw+4mjuP76g9Fc5LrrDuD+03cH0JPkRLLzlp1e5e1KlzPeeP0inv2953Ds4x/GdYcPWLml\ny1JqH1z3YZMrblKp91JN9npP2iGtchwNe/OEPd3CrlqTEK2NUdYo5+oe7yr7eg3mBpyU+lGAAqq6\n2uKnknZqJZyVLaAHyqlZrjbdqK6GPtZcchQ5jjKWuAc/lTGpei5tzCNch1eYOP9a2wkHtzaloPM1\n/PrXv4Pn/vgVTG2B+++9E9NkTPKVr57HbZ88isOHD1lnrWXHvLvEcneJeXcJzDMmKPZNth5PP/eH\nePE/fBdbiwV+49dOmqXsxyBOU8O0mKK+tUnDB7YP4aF7/0FYkF++7zPGXB4DDiYAilICnLjlWD67\n+7cVGd98bbuyPAuALi0T3I9rHL2KCS6VLKCleYrHuMX1z7l3YB5pZpoa2tTsO0CJ13uG5Wzx7SZU\nm4I0QE8D6bM5INj8FdAOneE9vX08rKWmwNBBJYk5DdZdpZvBxaPhPeo6BwFV9bCCHMpYB/BWc4XH\n/YDCB4PkCZpMxZN3zM8FnfsNVHLMkVEfwGofzCSoDXA1bHAZnkbNQfDjaoe8vFwVNOXaMVANuRGx\n8nKd4Ruu+a91jKsLUBmhrgUEzKbNLH3/gALip7ctRCCLaVBqBMDrb1zCo195ErfdfpPHfKs2I4MM\njdfL2rl+lr9Dce7ceTz98vMQAKc9S/nCBSaHWfcvzifee+QJvP329/H8n30XgFnJZ8487gB9ECdP\nmsV/6/GbvL6348jHP4y5z56J363TYOM52s37dE/YtzXhW19/Ft/545fMayeCp1+ycq0v3mfNPf7n\n3/7f8fR3/hD/7//zX/Db/+jXo3lKhN5ygrG33SsxoNblcCGATILnfu85vPinr2ISwa/+w1NoSi9h\n8wZJ63TE62u86h3ExGqqSYumyBv/z9qx1wW7ywV25wUu9y3s6T50TGUHMZDqFT1NV3i8Y1Ae4lpF\nAKzftFDAqrq2wvCFG6PNUdatkbHaClimNswFUyl9iWFMZ7ch4+R3RrV0JRYnedwcOaCIqzK/+Aac\nG4ugkpg+z/itWbAQwafu+DimacLO8WPYWlwDCPC7X38Gz/3JS5imBb70xU+ba9ZBeb68i3nPQG5C\n9yzkhls++mEspgm3fOwGvGdry8F4gWlhgDxRMFQtfYXRc50QYEM9UdCg2nH9oUN44PN2UPo8z5yy\nG/6510rr1q06a1wyBymEQOHeRgZykou5/G1fmWNty6oALHOa5weby5uu8xpfRjRJEZU4ai4tFskB\naU88oaBWB1xFnHzF9E9PhSv0wc3m2qkrkzwkBaEQqhQrXfK13uMShcKqMOFG1eaK/I7mvcOaTEvR\noKTQq38mzoAGx4ecS1FERbKTW/YA7jlORXa2o8t/GDN48TLvOp4VmiBf0pRcfXDN8+Jr8+fvBPZI\nOvSJhg1UUC6zQNYWeOX2ua7Uk0hLomrdupolU6bT1J4f++pTePbVFyEiuPfeO0dRtKYdIPgMCly4\ncAlnzz2OneNHo25XIBFf3vH6ZQA4e84SwQDg9P13D9c7e/YJPPni8/jF/+6/x03/wy9iZ+coHn74\ncTukAsBDD30ah7f34/7Td2FvNlfxZ794B364u8QPdmezQl1ZzlpkO1bymq2Ga7YmHN85iq1Fw86J\no+6tAz55+1GYBeytK68Bltrxw73Z+3w3r1suXe6ASFHKMKDJBTSLxd98yw2YmuAjn7ghvRDSLNlz\nWH2JNcD4itObyQp6SGqSFmvNl7NZyJf7Plzu78EMiyPXiwWvFQy72se7KonKhC24VtGu8MHxd62v\n1ffIgJwAu16V1ymAGztnFZOrzwL1A7ONEau71gF5AHFHHdaNAinIkAvJgaYmPg7ZnmXl9RQwgf1e\nEtWa96luE6Q1/K2/9fP4n37783l8WWu4+85bsVjsw4nbPoLWFtDdPfS9jnlvieXlXcx7e3lO7SSY\nFhN+fvsQ7vv1O9GmCdPk3b4mA+PmoByQp4UItf5SPQNFDY93ZFTILN8qrGVurqqi0W1kXISaec3M\nc0DQJusSNWHiDjmbl3Z+PZm/CYDZSjKkK7YWYoezu3KSZ7SaVr/0mFJNTBKxY9+MlpCAzFN6kK7b\nminP06/sPNWWzDqgWQEHrh29MlyfAkyxEQ4w9FJUGqNF++OYegSTVEyDlIk/ElS63vLVFag8g7Ds\na9C0J9bMcxyzGWNtzru1agHrAB1sufLeAMYhBzCUjXEMiGusaJay3pM+NoP17hFbKGJZynXLpQdn\nQ5kGRVBAechEe8UahFS4BbiIO8ctWev222/CIDl1/ffKq6KCs+cex5NM4rr/nliT7cMHA3ip7+wc\nP4q33/4+3n77+7hw4aLVIwOAKHaOH8Hbb38fUAPyw4f34+SOAfvJk8dyckVmKjsBzuXIRTG+XLSG\nfQuzkv/irT/H//W7z+KOUx/BQw99Ouj49IP3YLd00jp51yfwnp/+KRz9lQ/hR7tLbE1WE72YGi6+\ncQlf++qTuH3nCK47fCDwI/lZw90NCP7mBw7gs1+8I3TJyKfp2VO+7sGqkhUvkm4VyJaFwLy0dZjn\njr2leCvNfdjt74HKPvQNDULCNjTm2HTDjY93nuiFdc2Wr627s5ADbYJG4eOV6Nn0wK/HVW5wd5kM\nAiUmG1qOhr6bd5KBkCuwKEod3QqD1WdbyJHR89d094mPV4SNNTwWXFyvADCpojUjYDO2rMTptQtv\n4OGHv4ETxz+K7cMH0Jri0KGDeOj0Z3HZk7nmeYne50iKo8eAQLRYLDAttuzZQY6g3KZ0WefmVYGG\nAtJUSEJkm4AWQffuQwRWa9OYHgzR7oRvjRG6K1GTKpi9ZGtUQFkRsW56QJrAwJEA3FooTZHPXYQ2\nM8O7dwcxhmSmu4+tiSkGYc2a3W59P0u7zFCgkIAivl4KqFs9yrG2krxWBEWFCB2UO4TAUGiQNHt6\nK13+oIVQ7CsZSHBNDSRdrqM9QpjFu0raljisoCpbccJXIk5cPXhJ7ZU20Aw/5//Io35jjXnmFwhs\ng5wI5dAUGeaXVEAeV9m/G134ihYirgb18l23ltmFbAT6osBx6CtgHIspRXkdVykXCaTF8evXHT6A\n++69c9SJVx5rOpi/cPL4RwAIdo4fLa+PPK2+P9cfPoifed978eRLL+B9596L0/ffHWM+vH0Af+N9\n78VTLz6Pv3H2vXjw9F04vH3Qy6QkGmyw/r61hsU0Yd/C80J6C34yRah5m9iG3330afzbP34ZTRru\ne+DusHovXLiIs2eewC2334T9h67F4e39+PUvfgrL3v0QDGs00gR47CtP4vdfNeXjN++/0y1fOzVL\n/EzpWnXRFd76NcssbXka8oSrlY2Ip9HwYqlkLbFczgiX9W7fstInXOOlTw7IRQesvQxC2bzKxzu2\nlGu8Q4K5xjtW13ZovqomMCWak7kLqAIy8ieAWPN5uAkA+HX9wwNT0EylEMDan4PyOwBzzboUpDbL\nBWZDBLrTxepc1KvXu3Zon9G7C76J5K2AeJcqAf7Vv/4Gnnrp32A5d9z3pV/1RiKK1jr29pZYLpeY\nl0v0eQbUjzRsElawxY63Cigvwvpkf+RMvJYQNKukWHZ0AD50z9xWjQYcDdbli24ecwe3IjyBpi12\nS5p1IuMZzJ2hhoFDJPfYNdPIevY+2OQoErx9vqHDS6y6XYdRVkWD9Ro3+qiHyQd4zmEKAKph2YSX\nxk/FsthjC1qnFcdTk8KadPAoRsYI0ny9kFegphZLOdx3AiqmI21XmpVh/+IjFZ+LAsaPhOeo1tq7\nNCPr8DuVvROQkSVYgYPVoq8WR11mtfWkFSlAZmJLvVisjavyCI9CnSk9XGUMfDCcEUpybAhlRqJY\nvf7qWlWtJmRHrC95iBUi5f1K45prHpynaVQMEnQNkPkjOLx9MHpwb0TzlcfOcc8DIYjD8lYeeeQ8\nfumX/559ZueIucUfeQI7O5bw9drrl3D2zOO4/fhRHLxuPyZRvPXmm/jqufP4yCduwMFD1+J7b1zE\nt772NG6+5QbsP7TfSx0FH/3ETRBp+NitN+Dyskfd8tkzT+CZl59HV8U//NKnoqvg1NhUqEXLzU8e\nvxGA4hOfvNFCWJM3V5nsBCuTJaxHNs8Y1zhc4/AmRU3i8J1a1hisV+RhbVXMnvi9K3bnCT+aF7g8\nL/ygCa9Hli3E0a+bALllP4irfbwjUCYgS2GEgaJ6attCNPAicpswwu09U0XmTwHlaHEZgOy/1wXN\nUQVZD5qnbHhG2MvJxHGVVUmEQfNJgdy8NWaW8aA19KUCcBenzt5xi/WgCcpGNJYpfOutH8U8d9xy\nyzHsLTu+98ZFfPWxb2Pn+M3Y//6fxbxcYl7uoXv3KQG8bGiykqmtBRaLLSy29mFabIXruk1TWq4u\nbKorhVZLjgtF0KeipQ628FOE7FJ2ga4kQsUamPuKQoA2LTAtFnHCEF3AUT/Is581G4AYM5nSw6ES\n0FI+efqXH7kWctw33JJx7HjCmYlYznDd3W6JW5qkJiWfoNBoeB3cOg7XagEPOH33EA7pbouj36pM\niPZEBa1FEvgIymVZ03KTWIdVwB70/hWM4WsiozBKj4Fy9ULVTdiJnfWaangeJpUkvsuxlN97Wh2x\nWa1uWbmGD1aj18EKKHOdClHHfkhZTlc02Ic+aJznZRf5ld6CMo1Yax2GVghnmLatVa5YrO6AzZrK\nCVA+Sx4aNK64x4U3LuKRR57AyRPHcHj74OqOXvGxvX1gcHMrgEceyVjzA6fvwusXLuEzn/vHuHT5\nLwAA95++B2fOPI6nXngeXYF777fSpa8/+jT+zR+/hEkEn//SnXjyG8/hD156AX/23f+Af/S/PYCf\nPbAfe7Pi/Yf241c/fwe2GhyU7SSoj992BLMqbr3djlc0kLW5s07fjADLEv/8lz5lISzfqkl4mlSD\nNOve1ZYGtUsF2AVx1lxzkYYGtdBm2bzYb+4H6UstHwba0WeNYzcvzxMu9y38cH4P9vQajyNbk5DB\nUCgexDhkg4bbVT6u/pPgJEdgFkjKd2CdRuJvZ3EOklYmf/wzFDTxleEiGv82EWNq6Slg1lxxBWhz\nLBxPg0wtf3crz34W8TvaBJUJisn7ngrmGVguFcs9xV503Jqxt7fM59097O7uYnd3D7uXd3Htz/0s\nfuNzd+H97/85XL68h7PnvomnX/5DPHz2G9jb28Nyb+mAbLWOVodMK3mBxdaWAV5LRaHG8mLpVqzS\nTITgiUM2V8s8dAUnXH0FPBlf5Zqm1MqFBULohMsdgqlNrgmn6z3KRII6TDcj87HrkV1TI46ZseP/\nj7b3jJLrus5Ev3PurW4QQANMQHeju0lCnhnPjJXMIDEqWIxIDRBE7AAGMFMyg0gCoGeWPG8syp43\nXl7zFKhgyuhuJDEARGKUSCJTIvlM+9le8zxr1ljoRqLEhNRVdc/Z78fe+5xzq0FZeLN8sS6quurW\nvSfub+cdVVWeECrxhBhFOSmRkpXDVpu1MgOJQhmUnilXVuLSSqs64YxtIByZqPzyTOZL+2/4zG35\nzLJMrsnY7m1sUBrpXCa7Lnk3ZicgmQgAMXzLpPs0YZLTfZr+U7BJ5yg60Ugb9Uz6bhFTx4bxOdV7\nmAjeFJ9S7lm5BY1OoKG72mVE6VjNSqGOcQq6iIxJ4/Clo9pIj0ZGDuNbf/YjjIwcCe1JfzFmSD9+\nhpL+lddSaId8MTS0Gdv27MDAms2BVpZ/2XgQYAjDw4fx+J/+EMMjh8ME9vbOwowrvoDePnYKGxza\ngiMnfo2pzWejt3cOPAF/8JVLcVY2CV/6g0ulgIPH4qWzcN1lV2FJ72xUMoslfbMx5Yxz8Kva+3hm\nw3bOpFV4OR1qhUetcBxL7Alt7VOxcMlMrF+zDW+/9Xf4i//yJA4eOHKKcLGkDwAgVewOjBzGnz3+\nlzh44EjJIYwQ05pq+mHnNfQyHREqTUpYL4HORTrhPYc81VyGqmuS5CBNktu6GQ4VkMmROvGOOZH0\n6Teshcbj9CRla8YsUO1ducM8Uiyg0NiKiQoGaMByQvAyHPMYoxy8AwVSJaAgbvkhWDbhRCNDSbLI\npTERf/iz1NsaSRKEdPMHYi1FIXyUhooAwKx29q6AcwWIHAqrnoWSLMOrLZQk4QVzePO6r4V3BW7s\nvha1apUThnjO/2yFcTh0+Fd4dstLWLpwDi44ryOqWslz+JQkI0nHz4AAL32QZMepI1DpEFu4J5KE\nJR5eQiBS/kY9oxEqRol5QqVe+b6iA2k0RpiC+tp7H+6fcpjcLp4gdrJyKOoF6oWLoG4z2IwkJEuA\nW9qpY8YfRiDWzD4pjxI5b9EMwMJLmlUPTfXCwEEETmiShEsEKUr+C0vcJnWPjY39TYrclwh/kEdl\nuBL0iLHJyfUJ7pp0I+mHAZD1nmVJt9xaaWaCRmNAKZHItd9hn46hOHwfbhvJpRawvEai9NDYosbb\nJC2U8Q4gGgdKupyohClKoxqZMbZ5KlkbDI8cwuDazehdOhud09oiGKLhVZ45tHYLtu3ZAWMNVq24\nI9z2l/sPYmDoOfT0zEZnx1QgbWvSBNWwNFjJoqCg/TKcfW9ozWZcffXlgDFiU473AIDh/YcwIB7Z\nwZkL/Nt7vvqfceTke4ABJx+BQVdXG1aujN7Y/X2zYQxwzdWXYXBwM5b0zMbLL+3Fe+5DvPzyHvz7\nT/8uPBGmtJ2L+x++FSLMom1aK/7sL1Zh3ZqtmDX/etTqBUbrDhVr4K0BcZwUZ8kXzemGtdvw8t6d\n+MXP38EH7iMQgAcfuTXQ//0jh7F+zVYsWjIDre1TmUHnLYQ1Q9uwfdcOwACP/dEdnL/BpTHLnOWr\n7tR3Ia6NNO/1WGbJJ5ococ2SFKTqK5wcxFcYjKkJnD4z43lKqripoBMdFgFtyMfm9TjFcXo2ZQUx\nXTQpp40ysdMNAg29DGCAsCnZUUcHi4IkIFcKoEY1gzEe0RZkQzq6hpr1SXsaZkHMk2EQLQIYxwQb\nNqiSCArIqQQZHZ6cSGTOeZaGawXq9Rqrnb06aDlk1qAwQG4QJl1j2rnCMTMcZ5/VgjuXL4YxQK1W\nDSKgFUk2sxbPbHkJL7+1B1meY9VDd4fxIvIh6YVPvF/V7me5ygFA6p2q41CGBkcugC5nF3NBQtUp\nJRnbkOADCI4hznP2Mf0dBUDOJL43qnNVreidl7SiiXd9IE7MJBT1Omq1OvI8A1GO6FthpR60ZkNj\nZkjXU1BTlZgq7kicX1kMxsIrh0tJxjHwnFtNI6g0U+2JQXskG1PWFPeJTQqEOC46lvE+CUiolJfY\n3ikhKIlgGBZ7WkwivEtAOey7+JMEfON+S3jSMUfJVmwAqJuXKUubJvmfaYPmvTbIKFqEyxEOCMQr\nem4n3EECwCkTEHRmCsiBsCKMG5JXBXYdc537obWbsX3v6wCAlY/cEca5FIrZzAAAIABJREFUDM5x\njpf1z4WxBv193Wy+AkCeMDi0Gdt37wQR8OgjtzVwNohMTCKtj4wcxpq129C7lJN+pG0DCN97Yh2e\ne+k1HD16Ao//5weS8Y/3HFyzpRz6JG0fXLMFR6rvYer4s9HfN0f21Fhw6Opqw6qVt+Pxx3+I7bt2\nwHlgwZIZKLzHvAU3oFov4IhQySwOjLyLZ9Y/j0U9szB1Wiumtrfi7vtvwfFqHcerdVRrdfjMMiCT\ngUHGDlrEwsyCJWwr/sKXP48dr76BhUtnCdMLwBDWD23Fi3t3gQh44Os3g0z0/+3rnwVjtJgGSape\nBuKa1EguJMNfWOIyVp5SLWvKEsf6ASxkWdF+ZqhJyNNJ34zC53Dg0yNLJOSEmRojKevSTvfiP3+c\nnqSMhIinq4vi23TRqL6eqaM0MuEiDIx4KUcpJiERSMRcoDScurS0Tm3cdABioYTkV0p+Iv010Xta\ndf4y0Aw8kvNZFlOak5h8UpZNM20VBYo6n+ox7cmByHHyCcPtOnjwV9j43CuYN+catE2dAgdRqxoG\nCa+codFsP+LclVvkWY6ehbOR5zn6l3Qjy22040uFJBnquDDEmY6nwYYYPHVWO1WoTQh70VOAhO9h\nAiHUa1X61HSihXPBSU3BNpMwMLXdePIhdah3LNmy848Qe72/9/BONA/1Giwq8MaI84aBN16SnoDH\n3Dn4wunqk3URHfNCH7XtgaeM4Ks2amaaeB1YozwP+0bo8g94YbjN1trwvQIzV7QyKBCxMsxxmCsl\n/KKh8IA3mmJUkrooiEt7dTfEnRePdHuWf6dfln9TJiw6RqcmJFHLYpDux0gEjYwNSUx2ygjFJ6vn\nus7HmOeE/sXEJPrqA5ET2lBiYBSIUSKGqkgMuQ6kr/29cwED9PV0J2AcQbhRWj7vvHb80aq7yvsB\nhJ6eOfBEWLp0JgsRiVBxqs4ZGKxZuw3P790JA4OVjywPDzHpA5vT3yRMDZim9PdyreTeHs6PPTzC\n9uerJXtWf98cdHa1xpucck45FMoRsHDpTJzbOgX3PnAzCu9Rcx4jw4ew9ZmXcPL4Cbzx938ND+Cr\nD90qqSYFEAuHwjmx4Vp40RAdPHAEm595AYuXcnjT1x66FSPDh3H06HH85fc34JY7FqKjoxXGMDPg\nASxaOgPGxNAyYww6u1qxctXywPwXnlB4lZAZjPXUPRmBMWHUUmzRz70HeQNHFo5yFD5HzTej6sdx\nLDJp+swooJUl40RlHVnKcPwLSsqykPVBulrZ0bVEHihs1kSaONV6CIs+diwF5UZpN25hBqJ00BMK\ny0TVaIyaSsPg4vHWlIHZxBy4ocCBQyi6oNKxCqPBJlk4kcwYfOHZ9sv5lknU91wbV22lm7f9FK/+\nzRvIKxn+8J5lHJAui8XIpmP8iF571qq61uKCC6Zh5UO3i+evl3ZTeWzDZ0qKozSpxMp74RRkfeq4\n+oLBMhpr1aasEu7YBaZAo3G98AWMd+zJ6B3IFXCFjDNF9TgFtbjYcryDswWvH3mG8xyjbcghz7TC\njibvB6u2vTAGnu3vMIhjZ6Kmg4Q5ibZGrWbDa8k7ktzUH7NQLSJ3rMyncODRzu3hPYOt80DmgSzj\nuXBFgUKYECs2MUoAOdxPVa6qfjai/kMK3rp50onQj3nOYz3msdeq2vuUoIyUHY7Ml74GRhsxg54B\nglYmql9NCPNigE6IFZXbVLajmsCI6PiGjGIJwxAZqzTkTeYmHYvQHDFVKB2Te3V1tWHVo3eFu6ZS\nsknapO3TW0d7Nc/9tGlT8PDDtwbiP3KAqzX19sxER0drKiDDgMHz6LHjuOqTF6Gvd7aMY3me7r17\nCVpaJqC/d07CVKUCDKGzqxWrVtwehvR731uP5158DUePHsfj37wf/+whN1bQqxeEmvMs8YLgvMGm\np17Ejl/swec/eSG+cumVuHHRDNTEEYo1P8R1kzODcRWL5jxDcyVDU55h8zMv4Gf7diO3Fn/49Vvh\nADy1fhtefOV10DigefwZuOf+ZciswdlTz8V9DyxDnvH85KGsLdNhRyIQeY+aI9QKpteB7iPhOam8\nfqPCRAPxVQAxAsQWdWpC3TehJmedKpytq8QsRUYhxay4PuLsnI6ErMfph0SlXLbubCCuXnlRQI7A\n/DEcGhAIExMdUQvACOgqMMdNx/djL91T9jkQiigFq8ocBgGUtQgAq9F5/ByxBFwvtEA5wTs2/DuR\n6tVmypIZS8UcqgRkmUEGKZEohPTIoSN4euMLWHzTdVi6eCbyPEfP4tkYP34cg7LjjV0C5YxLptnM\nsPOQif0AIGvKJ4SKSv0vWyxF9azkVtXc0FslEoZPKquUVIA+CRHwJSk7graoXJ0HyDFX7x28q4fM\nmCHhuyQf0Gd740L/9Lm+oQ0VAeRcnMAI2h6XaGS4l5nlGO48Y7V5kKtIM/NQIm1Bkpyo6ZaEaCeb\nTtZR8L5Wfka5bHEmUgOLMazuZmAWBkPV184hyzjmOctsuD4CVqjaEsBE91lUc6P0Gb+JZL9RC6JM\nVximiJtyK5M8S/sW+wjD86sMU/Ae1r0b9rDWj41PNkKoAq1MhZXGwyT9CcKutL4x1aeuW7lpfEai\nAjeNbUzGJuUQUrd4BeRSv/iVKDIELtEoaZKboK6CwZqhrXh+7y4AwCOP3JL0lx+8Zs1W7Prbt3HV\npy7C0Jot6OvtRmdHa3oJOjsZcE2Y34g4BGB4+BAGhjajr5dDmQIdHoeGRRWP4eHDXL5Rwp/Kw29w\n8MBhDAxuwcIlM3B26xQYS+heeAOMNZi/aBamdbaBiAtDKE3gPQc05wzI45pyjKvkqOQWS3tnoynL\n8OWrL8Nf/J8/xvzFM3Djopn44KNjIE+4du41OF4r2O8mY2C3JoPJuOJdXP8GzntUJcNYrfCoFlwh\nKg5tKgpSaQ1FJk+r9LF07L2F8xZ1XwmScdU3w1EGRxl8EqObapNSBjnZomF9psfpQPPp25RLf4vi\nygj7OIYQRB1+pIqnuG0jICsoQzqXqmbJJzcqA1FZtS6csXpTp1m+SsAcb+GFC6s7j1rdo1bj2sWu\nIBSFj8Rc8yATO3IROTRVMpjmDJU8R6YqTBgYWDy76SX89O29yDODRx9ajsdW3IlKpQKQ4RSahWaK\nUlDmik+cJtOWNxdpsQfiONuQ77hxaHUDG2g8E2ncrYyrMjxpaFJQNshYB8D1JMyDL4FyAFHvQOLp\nrBwO39+x1kGexV7RYldV4m0iQ6lqplipBUEFnGVZ8MjmUCduU+E0gXxM/J9lPBdNTZUyMSWCc0bU\n8hKOFbQA8RVAiPe2on42ht+nAMZSPzvYRY6d+28twToPl0lWILWzew9PWQjBTpYlGIj1RBijFGTT\nz0uUQAbSqDe+eNOXAIx0T7FKWLNYmmTPhBUU5kX2oKyydMzU4xpAMJXw/pXfyeCb+Il89DFkKu0O\nE4AoBQMhrjrtU7hW2sy8tw3V0YwtA3EJkJN9FSTtiAElMNcLdY948ig8q2x1vQdGh4CenpmAMehZ\nOuOUdK+3dxaMMTh67AS27dkJwCQxyLFdxgiQrtmM/t4ykA4MbcbWXWxPXrXydsAA9927BJMmTWA7\n8imOgcGYTrOc75pVyGvXbMGLu3cARLj3oVtgjUXbtFbc8Ye3wMCg5uI6UmbUgJBbzvfdXLEYV8lw\nRlOOPLOYfkEHVjx2B/708R/i5b0cp3zXA7fg/lV3Y7RW4GSN7dFNUlXKwKIizGougo36ghQeqBUe\nJ2suALJLs4UAYc1FRjxh7qGxyA4GDuQZeAufo+6bMOqbcdKdgaofVxJslBlOwTiaekx5G/5vHv8/\n0mzqpoh/p+9ToZiUA0X8zNjkt5RuEBM7LtdzPCFgNEsWCS+snLP+V+J4I2eVbj4q5aVGTCUoGbYK\nx1Jx4TyHNCkgOwZN78S+RyQB6fJj4ji5LDeSOcsnzAQvpfnzbwAALLxpRnAk8FpD2bDXrzcqGakE\nKWBKwkxQ0k1DMJLbMmhOTJwb6bCOKL9PiYpMYLzacHUmggApopikizAzyBKmRJkcK0Q/lYBVxe1B\nklqUY6cpsU8HZ6fSqoqgHItYEGsMJD2pJkVhWwIkx7bm2ebGkjXsVGUtiuIUBJXUVsstsIZVq5YE\nEkUDpBW2Qnk58vCuoc1EQepPnTtSCU3l9MwaWFhQEgao5oQoeaq9mWMxg4bEJqrhdOBk1SgjoJMW\n9kYKXEh+mrRV+wHtOxT0ygSNEBk3vkUEuxDDHWK5Y9+UPY/tQanPpf74lJhGjQ1fE+nL8MghDK3f\njJ7Fc9A1rRUp4UiZDGZUpHs2zf+HyMkGXp7fsPT5HJb1z0VnVxvPsfTFh9A6CrmQlQkNe0Ukqs6O\nVjz68K3JyFNsHzjj1spHl2Nk5AgmrZmA/p45pyDuPB4DQ89hq6TXXLUiArcCLzty8Wedna3Ru1qZ\nDSWq4JrF+jowEAF65arbJY54FuqOcOPimagV7M3sCBxeSFGbZGQirWHVdZ7nePfQu1jz9ItYuGQW\nurraObGHREPMWzQD1cKhe+ENKBxnKWQwN1LIwqI5t2gKpWfZz8d5ZsCdJ1SL6GntvDKHSJg/ndbI\nQKpgpzkbmD5lIJWOXRNqnmsi130TM8xjJNCx8zLGxBKWlSkJHLyv/pnbJYf5bQzQxpgLAbz1wjM/\nwKd+798kG17epFgcpFX+rjFJjwKM3qOR64+bJiB7BJDwmjw3ALTsdGMCZxxFkDhV6eDJL+C8OCkU\n6SufqXRIoJLEAqNZukhib9nuaxAd2CDSRCY24kqlgkpTEw4f+TXWrN2EJYvnob29DV49yOS0mZEK\nT7HuKgKRRwQVlZRt0qkwNZGQR4HChDHV61UzEcZIFhpL5C6J9Y0SUmqfU6DTCi5B2iUksd6Wq6xI\nmBeJHQrU0OyEA9diEIHwmxg4xPPGhFFzXKfOa3mWczy3qK+VEPLQRcDRdVbi7RKwUUBMt0kqVUMA\nPCyzZPUak9qeynOTgp+80UdLfLPWgk4Ar3R3ROlf/ohenglnG4a19HCkRyP50f6FpBthhBpohYmO\nbKGNmk1O+0aNPgkU26ptMeVnR41N8vsAnPzf43/+fWx/43XMuPSLWPngnWHAS91uGHM1YYXERmOY\nWe7jn3zr+9i6+zXMuvJLWLXyztCm1IasJp7h4YNYt24blizhik/BcU9ZPqF3ADMSa9Zuk6pNbQG8\nVSAZM776t6FQiIIl5baPnbyouKXkMz5GRo5gcHAz+vqjtD28/zAGBzejt28OOjpbUU+AT/NU1wvJ\nJe+j4GIEjK3hanXjm3KMb87x3b8YwLbXXsO5Z5yDx//rSkydNjWOm84raZ4AHzRWldyWbNGV3KIp\nY3CuO7Zx1xyhVvfSPhe8rIPmwpOYFOT+MleAD+VfAULh2bu68BlqjqVjBuYmFJShoBxO1VgygjpX\nRrKPlcx3GkLqNeti6kTLOHTgf/w9fvDAAgC4iIjexm84Tq+esnIeQImo6yul68oA5UA8gxBZlPwm\ncBUNRMToDQ3A4U9JO5KZiA4eTMgDMc2ixEAmEgK93vsIHJxkXLyni4JVyk7Vm7EuJ0sxkvQiS9zh\nWYyCMaxuTZ3BiDiizRNzg8YbGGcwuGYTXtj3KhxZPPjgvfAGgHpre1bPkjEgpyXIVBnOz7JWTNYW\nGB45iL8a3Iib++ehq7MN+/cfwl8NbMQt/fPQ1dEubYocY5y2VKsgoTuJk5GxHIOcZREglWAqIBtj\nk8/j+tDNB5NJzkwr4U8JKAcQKYNy5HB9+F5pp6qJ+fccX2iIuEqVrhwycMaBCt4oqVo7XWfBe1gJ\no15nyxsKMMF2qAxakJJgYty0eHenKi2ra8SgtFlZlR2zmUHH1Rp2EjcxPamCcyTwRvaieiGTiC+J\nmjfsi7itPo73LzO8fF8llhrzHfjQRG1XIkAh/MuGcWAwlvk0Ot8J6dC5TSe/Ebz1ByXmGuhf3A1j\nDPoXdYc4c21kGZgaND8692napADifP9l/eyNvaxvbsKglOdfmZV1a7fhhX1iN374VpjkH/ctjvqa\nNYmn9Yrlpes+FpDltbNzKlY+ujys2VPNZuPcc3nGrejr4/jlgcHN2J5IxXzfVqxYeTs8gF/uP4yB\ngc2Yu+gGnD11SlQPO6lhHJKCsId1bgi5JeQmQ55VML65gtkzr8Jzm36KQ/5dbFi3FXf84c1c89ip\n2Sum/j188DC2PPUi5tx0Hbq6WsUWzc5hmnITxsARS+ujdWYWikJrqCsDGjm2EBlhSCJTmHZZeKbP\nRCCKgFz1zRh14zDqz0Dd5w2sZwPzapJRp/i9J9EAOsYfyrj9Gu3xcfvu447TC4kyJnhalwD41Gsk\nftfIZBvZiEaJI0o9TvxV4iZuvL98FwrUa3tSO3Gavih9n0gpqiqFZjIXpwUFPL6xFalAY09VeolS\nuSpOOM+yqFaMh/eRcyZobJ3HwkVzQAAWLuqG8w4cu5w4WHlOnFGorTRRo4ZX4QCeXL0R23a9CvLA\nqpX34McD/DcIeGzlPRgePojVgxvR3zsXnR1tqUiI/cOHsHpoE5b13oTOzg4mhCLxhl5ZSegR/hfe\n3rD9R8dSCXqa+UuzYmlMMILEZwIoE0iYDTlJVcJek1orJwYDC2u8LHix84rKHLHFJdXqmMVjtP2m\n4bNkzer6CUyCmCp8g93cQGzYXCazLJklTl8CyplksguPIsCoe5iOF4wuRRgSNSGZEngFiQOUjL2O\nZ2RcP3ZrGoR9EOdPGW8FzPKmNQnDkkrwNsuSOH8d70aQOdUnKR6awNjr1mNv7QSUZZKMMejqmIbH\nHrwrMvzh2eX+lM5kICJNia3Srzs62rByBUvI6kdCYe6j1G8ALF48AzDA0iUzw/4o7ZFA7MAlDI3h\nV5zCDkmNb6jUZq6PvCVIy8MjqcPWVNlSFIZ/cGgrJ9sAsHLlcvT1zcHRo8fx0dET2L//cJC4nTAe\nAwOb8cLuHagWHnf84bLo2BkASPegagjDlAS+8MWX9qJyTo6zm87GnAUzUCucVGxz8ERSd5np1+an\nXsTON/fBGOC+B5cFmsbNJxQEGBcduqqSLcw5j0ILOJl0DTcIByFLF+8DL2rbustQczlGi0qSHCSD\nE98bFuU8SocBYtpXAzVTGkCEGB17U9qLUVFyqtV/6uP0QDljCZEXpBm78BueTUnIDaSSD2zjSkTD\nD024hkK62kS6SwgJ71NRbQVuWobAlK9j1TNE3RoaBRL6nlkOIbEwpUlV4LWZSlKxSpB6dltrkuT3\nKmUw5+Qk5y55JXQFPBFap56Fr33tFpbqXDUIjbqwXBHHxEhd0CxTaStKYIDHTTd1o154LFjYjZNV\nj8WL58E5YPGSeajVPZ5c/Sy273kNngg3996I1UMbsax3Hjo7p2H10CZs3fMzOA98/YF7ApNC5GEs\ncPjQEazdsAn9vfNwXue0QJCFdUGqDg8qSnjhHsUGhXLfStKLgEp0xuEwDA/ixB1kALUZk5gPshx5\nUJurZBWawUtBpLcAzkj4PlVz6iqQtiuh8ek18hvVfOhGy4wR6VjykOesLk9VtdA1B8Q1I3nJs0yZ\nPReJn9EELVwBhwq2i1tPyGzDei5JtumGTzla+WQMPYgAHL+kRIJV/mls+sBQEi+VkFVSVcaCNKY9\nsQkrrQgtM4gaMvnMWkkwou0oExX9n4AyoJnwH/aPHMTqNRvRt6QbHdOk3rB8P9bBK71/9NBnFWgM\n10vHKkRHCKh2dbaiZ8lMrF23Hb1LZwagK1M5XktdHa0s7TbOhRzDI4cxMKQq6qmNk4aBoS2hbOOq\nFbdjYFCdvEgk3wgCBoYzdQHo7ZsNwKCzsxUtLROwfddOtAyOx4qVdwi94pjfBUtmou485i6cARAJ\nY4Tg8JdZA5NZ5MJsWvV5sBZ1DxyvOnQvuAHHqgVm33Q9zppyNurOhbDP8jgbXPbFS/DO23+HS794\nCbyEOxXKhPso5Cgg1wqORVY1deQVZGWkKXi9RIDIGnSk2fosRl0FJ+tNOFlUUKcMheekSRJbMHZ9\nySOs9QAU/+Lc6Tq1NisLAWH9fhzmnfo4LVC2mYXNbbLREM8G0xNjpBJfvUPS4JJqWwFVv4vXqMpc\nJap0Y0fNUBmQy2wxJVIQ/6/eogQuJ6krzObsdBXvAfGAltrEWRrjWM4brfl1NT2lZpZysihVHQ6I\nKozqUJkgSNlkwKUfWdr2sgDZ6zdHlrFqMxB6ISxnnT0V99xzO6w1OFn1OGdKK+5/4G4YEKp1j0UL\n5sB7Qs+SeVg9tBFbd7+Kj44ex6SWFlx99VV4/8NjeP/Do/jH/zmM9raprK73HllmsXrts3jp56+D\njMGqFfeFUB7dMPv3H8LA4E/Qv/QmdHW0MxiD4xedo6Bu9j5ZoOmKDxKwEDqxPRdGNp6X5SESY5ZZ\nqRudQ+1wAYxVQveUzFPUU5oGRg0QT3YkKlNZs2F8EzoeNp+CkeV5yfMcWYULgvig9vWhX0zIozra\n2gyhGLW3ME47KetH2mWIYD0JM+iTra37gJK9lbQ1YUJQ/hVKHHTYU5FgpjczVsHHloA4SMhJ7LQS\nW2XKguSg9y+1U/ZhWA6yO1M1ZKm93FbVCpQ+17/kpwNrN2Lb3tdAIKx48A4E85g1GD5wCIPrmMFU\n8KR0PFRG8mw3dUUB1uIkDB1i9S7tytp12/HC3l0wxmDFw7dieITjk/t6ZqGzoy3yASUOJD34+QND\nm7FtN6eRXLViefoVAMOxygacLMRwekyA0Nc/O70wMB9dXW3o65+DwYFoR1bHsN6+OYGR/af9h7Bm\ncDNuXDQD99x/S9AOhIQ5ksUu14FQ51NEZq3uDVzN4Ywzz8LN9/Si7hxG63WZ+oThC6BlsXfHW/iQ\njmLP62/hsxf+HmsRHclcixmKgGpBqNbZ1q0mQb0v0ldSvxeRkD1X1wNBkoKwl/VoUcHJooIT9YqE\nPHFmRb6TUWE3jLvOM2s9ffJ9um9MSEqj01xeVWM44489sm984xv/7EV//Md/3A7gzmW9c9Haem7E\nVtlQqY0pODkEwhv/Dt6pKQBbvU+khEpQgw2bfHkCIMSEqTWM3iMkWykDchjbEOdrIwEhCq20iLWK\nuYhAhkpTE5qam9Dc3IympiaOfc0r8axUUMkrgdgy0ZJNbOUEEJN6A1AvVu2H9onUKdxIYQWJlfYI\ngO2Ji19w9RIE+0rdsarceyPpIREcKSZMHI8rL78EkydPwiemd2H0gypqtRpefnMXbI2LJfzs/96N\nY78+gc9+9jOoSQ5vT4Tzz+9E7WgNS5bciImTWlgVbUS96oH/6ztPYtvuV3D8vVFcftnnOESpcCgK\nyXKmKTeLIjAtIe+3qgeJSR8lNiQtKuESyZPA3txZliPPchw4/C6e+PFa/M7083Hm5MnMNCYq1VA1\nK1GtGohtWbM6AYnEre+TZBTqDZ8sJXVuykVC1jPL8tL9ktUv6yK2h5KFqQqzRm2J9wLQwgQH5i7E\ntpcrbkWMVgp4qt2cqPdKgKzNkb0sqvbgyCV28xCaJsyRZjTS0SGgpCnQAdF1HkiHQakQTOq5HdOT\nKkMgYY0JXUlpDjMj/Dr9/E6ceH8UfYu7MbmlpSTlf+cHQ9i69zWc/GAUV115SUkgIPk9wQRNV1Fo\ndbaoZWMtVTRbWWMw/YIOnPygit6lszB58kR874kNeH7vTpz8oIqrrrwIKXgpfYz8UpQypk/n+/T3\nzsakSRMTusVtmzR5Ir5w5UX8nQEmTZqIK79w4dhrgTAn3/nOOmzbvZP7fBX/9sqrLsLElonwZLB/\n/2Hcf9//gXf+5z9g9MMaLvr8Z0FEOHTgMIaefAodXdMwvmUCiAiZNcgzoCkzoYCKNeohzc5Y1boL\nRSicrMtDB9/F04Mb0d7ZjoktE8Ne7OhqQ/WDKmYvuB4TWyaEseBoGKDuOBa6WnCSkFrhgy9QQAHd\nK5QmcknU1h5wZFD4isQhN+FkwVLyyaIJhWchSNepSV+DABnXd9jfybMB1coleSR0OoQGHHv/V3jr\nxacB4Aff+MY3Dp5qZ+pxWqDcu3QOWqeekxAsSp8M0esEpwujDkrhhICwko4ke46N99DtXbILhF/o\n1EkWLtazBdWgsRnfzFqQzQDkIJPBh4pOFoU3DGjiTchayWSzByLBTkpkuG5v4VBK5VY4tnHUioKB\nrGAwYzDyJcCxRksuSv3jShPySiXUQ86yXEA9AghvfgRHokzBRYhpGlucLiIGTEpOGS8yaGlpweWX\nXYzf+cT5OPHeSdw0byb+9b/6HRz/9UnMnnEtzmhugivqXDKyKDD+jHG4+OLPYFxzM6rVGmrVGqqj\nVYyeqGL0ZBXT2ttw4v1RzJ87A5U8R3V0FNXRKmrVKuo1zgNOUulKE5N4nwC1c3CFw/DIAfzwx2vQ\n3joV48Y1hyQbpJIsZI4kNzkR8MSTQ3jhF6/ixHujuOLzFzOxS72VbRKrK7spcK8J86dEM6QEzTJR\nTadSoeTmtlrHOqlfLY5sRCQMSYGi0IpWSQ5r2dDOaza4JLe48+xb4F1ZM6TtFuYkamRUrQqF/cjQ\nKuEI4x0BPGi5EsLR2H8ra03HIn5uI5Aa9aVQXG9I9tIoxSeHeu5bazFy8DD+2/dX41994nycdeZk\nAd+GQzUYQgNiu7XbJjDjkydNxBeuvASTJ7eE9ioN+sT0Tpz8YBT9PfPQMmkColdQfAwRJQwP4cCB\nw/jRj57GJy7oxJlnTsKBA+/iie//BNOnd2LypBZYYzB50iR84cqLMHnyJFhjMf0TnRh9v4r+3m6c\nObkFKQOha2545Ai+/d11mH5BFyZNngjAYNKkiZh+QScGhrZg+gWdArbl0TBp54UZGRk5gu98Zx0+\nMb0Tk+V5ENI4fXonTr4/iv7+bnx09Di+/Z21OH96Jya2TEDhCU98dx3++h//Huc0n417H7wFE1vG\nAwAGn3war/18D05+WMXvf+4zcF5BmWOISxXloN7UDs47loOVeTGPD8sjAAAgAElEQVTA0wObsPet\nfRj9oIpPX/zJ4L0+bvw4fPriT2LcGc2cMtMZ1J1FzVnUvEXdWxTecrhqCD9LYlmDeUST9zCgMwhb\n1F0eQp5GXTNGiyZUiyZUXY66Fw9ro4yh+MjIa5SqTDijV73uN4T5jP4rAZ3idQCOffDbg/LpeV+T\nxo7KFjFxkUSmzwAUMhjH3+r/gcuIGy3YeoxByNQFIAYTx2uZSzGsUgmqBQNYzgCjz2cibIJdUhOD\nsAdwBCvJysiVTAyrrzkntpVczQbeA/VEtamvkdCm3JnIuhp3bBCJWmmiRVoPqTyBonAwIiEasFmF\npaqY9QmUqoR92PDa74KpfmSwRfVERNg/fBDPPP0cFi7oRuuUc3DX7cvg6nXU6wWW9y9EvV6gNnoi\nURECNWWwRIVptGiETOf45nG4uWchDAgffvABc5mJ2jITT8Qsk7Ek7W9UGxMIG57ejNfe2QtXFLjr\njmX8PBknA13wUtxcQqAWzJsFIsLi+XNi8pDg/RuBSutRq207Vb1Zw3PFceNIqB5BHbuChCdEUNXn\nWZ6HNaKSbeFUS1AHZF0FW6wnOMvqaAVYEk9y5fKD3iww72UbK8n8M+FTD1WJaZZ49OgXMFZtxn0G\nVCKOwkCjtJoUZ0/AvqzJijuTkvYBifov6C2TphgEcP/x2mewefcrMNbiP616IErxwaEklUjKQJ8o\n46Bqx8jU63cRyju72rHq0bsbWHuZ3bAeoUQGgMGGDc/jpX07YS0n9lizbit7UBtgxSO3I6or4+t5\nXdPw2Mq7ym1MaJgBMLiGVdXGoFRpanBoC7btYg/tNB45dpy9qgeGtqC/fzY6O9swMLAZW3ftBIzB\nqlW3x0kFq7Afe+wOEIBv/skPsH0XF8x48JHlKJzHjYtmoHAe8xfNQGvbuey+ZAzmLZoJT8Cs+ddD\nU9ICLCjkOe9DiBNYiVl0XMlNy8J6Mpgx71oQAdd2Xy3hVJDxjhItjIYuZqKlic6tLP06SCb68loI\n3vqsuXNSX73wGeoS9lT3OWouR81lAYwDIKsWI9GclaRiBd+4oJK/U42HSRd9gMJwn49hUE91nCYo\nA5Q8OKF75c1AqrIOzU42GyWbjWKnEgIRJMEgjVPYJ9EnLuFFRDI2WQ4FJ2g1JinD5QgoiLPvuEIl\nGMOOXoYz0QRuR+JqTZYxofUUHAxU5ae2iyANkXJvJEkfpCZwphJHjkqlArVBw2YMMCrVOg9rC9Tr\ndYDUniPxzpJohKUfyPPFBT9xtPEQO3RgDFQVybaZ9es34WdvvY564XHX7f0oqqMoajV4KR5x8OAh\nbHvpNcy49kuYMuXcUmiX18VrymkUy37nkNjFWLS8UsnRVKnAUAUEVamruikS8xnXfglFUeC6q7+I\n0ZMnWUWdZ7BZzhtWPODJAyOHDuLZTVux8MbZ+NrdtyG3VkKfVCMh60CINQEhjSYRSVpXk2xKXUdl\nANIqX+R9qXBEpqCc5YAxsY6r93Citq/XCwCIY2EtM0iWE6/EKlAJt++pNG/MTUVyHHwWPBM2dv7K\nAEuwmp9dpT2v6UcFfGTCUpBVm3BajD3E25uUwUEseVwiWIiMMjUAc0KFyo5okDHney/vXwRrLW6/\neQmyPA8OVvCpI2kKxmWmpUSDgLCHTZh//hfs3D62J70FrxFu+/DwIQyt2YyFi2ZiyaLZsMagr6cb\n1mTo7+2GgUFfz5wYFggT90QipcaDZP+G1Yhlvd0AjBSTiBf393bLa/o5lV4HBrdgq1SFWvXY7ehf\n1o2jx07go4+OY2SYvaoVFIaHD2Fg9Wb0LZuD3mUc8fHlr1yKP/vWjzB/8QxMaZuCex9Y1jBnBm3T\nWnHXA7eEmshOfEKOHPoVtj7zAuYvmoFz2qbACNMactd7B2uAdw+9h+c3voKZ869FW/tU9N21NJik\nou1Xi/Z4eFS4Rr2pwFiDSpYhzy3nwCYnlkqWokxY6AgaJJZFhM57i5qEPNVcBTVXQdVlqDmLuhNn\nrJB62QZzRApCDbxxw0yeao7TK/QtBfrzLwbKWv832oiV49XMToBWTVEOqlFdxocBDGfLpyh0BT+t\nsGUMQQrm8sbxyoWLlCtkwXkXCJ56AzMYgzPReCNFJmKMKaObcF/WiJehEZdCC3F1FmIjHrLJZo4T\niiQWMRLACIgWRBaFzxB8uwxn7lIiFrhNx/bWtOgBMu4LqV3ZAIDaruO4Goh0pJWSiKA1mI8cPILn\nNm3FlVdeBu8dZs28DtXRKopqDb6oM5hai+d/uhO7/+EtZHmOO29ZEucxSGsJaEVqnEjlJlFbKVed\nB/s8ASFpgI6l9mD6+V342l03w8MndkwuIq42ctVEPP3sZrz617sA8rj/7uUwecZtsBaWKDrvIVE2\nyXyUnAPTd4HuRwKqZSXJ+1L1Lr6j1Gw2Yv9Xe6+o6zUeHASxwUscO1mZ+4TxbBjDkr0UEQjJSn1p\nsiLxC6BQmuSDx0kZRdL9ilMTEZO8ieq5OC5hnpSRToYuBWGNbS+pr4P0qtMhcZuJuvD8rg78p1UP\nivYgag6Cqj1tH4CYuyAZgDGdQUzHGeT49D4m/j7trQDr2nVb8OK+nYABvv7Qcjzy9dtFYvOY1t6K\nFQ8vlzFJ+njKQU0/oCBJEwidXW14TCTklDpyrus7dHRDH9Jb9fVzNah+yczV2dkKIuC5F14FADz+\nrQegW2D16s3YtnMHCBybvGLVcnzzT36Il/bsABHhvodugfex3jeRhkiJeS+EhDHj+cyGbdjxiz1w\nnnD71/pxYPgwNv1kO2beeC2mtJ0j+aszPL/pFex4ay+MAW65txfWEAprZf9LHQEYkMtREMFREwqM\ng8M4wFSQe4PMW+RScdaSuMQSu2UZUp+UKCEX3qIgDm2q+1zU16qq1gpPIlQEVbVydLz2x2CnGfNm\nzJw1sk56aM4Daw0qGX7r4zSTh/jwYN1kIQ2hDHhQa4i91slEByJjEkcbIzmZNbkHEKQXIBJQxgBR\nZWtmqZBEQtVOIq8FaYHpYlBZU0o0fJBmuViBzrxtODPAc01gJTaxH1qeOSYwjmpWHqEg4cDAO6Bw\nJhCsRmYlutmLCsdwYvj1GzZi0aJ5aG9vl7AZGY/MIicE4FCPQ7bX1nkuRNLZ9OwWvP7XO+Gdw/Lb\nb4Yv6hgdrcLVa4BzqIij0k1zbkClkmN+9w2YOHFCIFoHDx3B0889j/ndN6C9rVUbnMRrmhIQh9Ax\nk9pkGcgbq2IFiZa0qrSPDI9l8FH7PWsrHLpnXQvvCsyZcQ3qRT1K6dbCyxlskyq56GnY9CFdCCs7\n4kj0InaSzcx7V2I4eB1FouycaGCCXdgL8dChMvpwXnsN2zhI6jaCcZrFTZkhFg4S00miNmTQQFxf\nuhfjz6ME3ghSJjIv2rQgOZo4PsGqKwyZjpOu32ALl76nZgJl5qIndxbMIAQK6TUVmAOTkUgsQUUN\nnafkS1Nuf5jX5F8ExjEXRrpjgN6+uQAMliydLeYjASxlj2S8Dhw8jKG1W7Cstxtdne3lKljhtqa0\nz/nJKfFPJRFupab57O/lLFuN5R87O1uxapWWeUy6M47fKiNtYEJKzf7+Ocx3ALjmmsuwb987+Mo1\nl6EpsygMYf/+g/jJ2m3oXsjSc937CMrCDDsymDn/OhgYzLrpetQd4bmntmPnm3thANzxtT7RlFl8\n4Uufx9++/Xf4wpcuRXNuUbGicQy2Y8BBPKy9QQ1NqPtxqNM4eFSQecA6rrCXCa1lfZkLwExEHM7k\nDfsJUQanuaxJs3axH5HkICvRpqD1K/F2FMbpFNxVac7GypplptYYKaCTGVTyj7vX2OP0M3oFDjXZ\nZOrsAgFKwxNZePbE9STqO8vqMzIWmbGSbzmxIUEWbKJC1A1gyAPGgYHXwXn1UOZ8xE7Vy0miqNQ7\n1ZOHkRKKBlyFiYIHKUpOY+lJJlYPYiDhG9hQxk8ZjVhMQx2RNB+JhsjENsZcurzJJfbVGvFy5fH6\nyYbn8PK+12CNxQMP3gu1qcBqMg/DTkUoghTpXREcqCjLQTbDrFk3wDuH66+7BqMnR/n7eh2+qHFm\nnpzto+ef14UH77sdR979Fb7/47VYuqAbnR1t+PNv/xDb9ryKer2GP171gPBGMZFCJLY2LvjglGbi\nvAozFRicBIQ4GJ8Zr5EDh7Dmqc3oWdiN9rZW1OoFQB6+cHC+wJRzzsKtfYuQZRmKej3abbMM1ns+\nAXHySpwJjRF7N4JqJhBMZQrlT1X/FuKEZY3hVORCZLMEmFzhULhCChMgSL9x44gmJlnPYV0Lkhgb\nQT9N0IGEeHDzjLSP9xYVCsyAMU5AIHYkZjhK1PSI34f5aaAZ1NCP1PxEOl4JUMdrYhY2dgaScQ8x\n/jbuFQ1NJGWsKTqkeQ+kJM4kwIwoMCvfETqrbQntouSUy0x5BII2QT7v6urAipV3S3idaJ9YnRWZ\nGwCDQ5vx/D61/94p7aEAutqu/cOHMDC4Cf193eiS9JYmPN/EMZb/B4aew7bdO1m6XXFbZExKXAe3\nYf/wEawe2Ix5867GxIkTJNSJ52ZkmEOd+pfNQUdHaxiHn76yF+8XH+K1n+3DxZd8EnAeT69/Hj97\nYzc8gNu+ukzAMxZ80EiJc6aei1vu6wUA1J3H9fOugyege+ENaMoz/Orwu9i44QUcO34CH9JR7N31\nC7RNOxvPbtiOuTddi7OmTgkaqzplIJ+hMBnqvhlVGoeq49rF6gtjjUcOg9wY5MbCooCFhyUn0rxB\n3VsOyaJcziyYLL2YdXS/xfrHYkZM14/srjLDNBZMx0jTOiNEkTGT52TWoJL9C0rK7GGqLuTKmUNU\npSQhOfzKnsp8eq+2NCPexAaeLDJAHJ0oqKalPyLNJMNFnO5Ns2W5gv/Wz7S8YrRDoZQw3YitU5P8\n2ywLZ5bnsJZtl4QMzvNEGuulprIV6TUT7Ufc1OqPohKs0bam2gLxsC2kQDNL8VFKYg6eE0pkmYGX\njGE3LeyGJ48FC7pRr9eTEo8GEkEqnr4KxHWAHMe0WoK1LEG1t52L5cv7BDw4RZ6xCAxJCOnJK8jz\nDE8/9zxeenMnsizHygfvRmYzoApkNsO45uaSpMZJN1LpOCW4SnRVwuO4W5Xm1DPWBqmHQXn9M9vw\nws93ILMZHn3gLsTBFoYKnG5UK0GxF3se5jP1utaTQTVNgylrTUl9IiHzNQT1EiZLYc7DekQ0ZygA\nWFkAaWx0APuxmym0w1pTco4xJhIPJK9IJCwKxCWuO21ZqX8CiJmN0reCCkcspNqMLDh7BaaiAXih\nmoIwKeVRSboXAVlPm9juAhYlYJ84S5L0NkrHDZIxIgkttyVhGsJfqQo7BWRKuxnl6dCW8qukkArj\n2rN0FkvWPbPD/VNA1nutHtyErbteA4GCyjq0gYD9wwe5/GIPJw3h+wF9vbNK4zk8chiDg1vR3z8b\nXV1sN149wOppT8AjK24HEeF//dMhrBnajGNHj2P337yNjz46hpZJE9Ar6Ta/8pXLsHfvO/iDr1wm\n9NvgpsUz4Txh1oIbGrzoheEVQcDDhPhmT4QpbVNwy719aBYn28Enn8FLu3fgis9cgi9/7grMXXAD\nnlm/Da/+fC+cB265dxkKb1BzBjWfo+oyVF2Oqqug5iuo+wzOCzMNju93yFCYHDkACzb/WInpL7yo\nrb2F11KLEnuswllg7pL1qPupzJ59POD+piOd7xSQmb4B1hIy89vf+TTTbOYg5PBSUYlAsMbDWraX\npRw0J48AnBPwdiSSkEeWkdQeBqtFgrt73DglKUvUfmkMWpQ4ARDbdm1mGHAC0xvQOdxHYx+NzWAy\nBePo3u9UxUziJGMsDDLYrIKUkHoQS26ay5kAQCQlDQ9wSVUkeQ1w2iiaGKCQSVQb/eSWFtxx+zIQ\nEY4fPRZsO1rlgwCQqFc1XMAaQpaLClwlUevhLeCsQcVZkDcAZYBnRqVJQrN0bBbf1A1rM/QsnAci\ng7uW96GlpQV9i24EDDsBgYcdIJUyRHZPwURBhAiGJO7cRjALCSms0chxAISbexbCGov+npuQ5008\nYiZHlhVoqviQKc1ai1yTdyiDJbHJQQJVIMoykZ5NpIZA0nY+NMTMWpG4rUfmYylCE9ZRjEnMJKaW\nzTRqmtF1FImb8otlvZcyizZKyYiMX7pOVKJk50APNXlE7p/7VyoNbCDxxiZEAMQUsTHcKwVPBV4F\nLQMTmkyIZouSzRcEIov9wwewet2z6F8yD+d1TRtzX2WComMYwhiplJ3KuDA66slnaLgGFNqbfquS\nfllOThmHCOchaYu0w3sfpGO+t8eBA4exbsN29C6Zhc7ONnR2sH2ZC5aQUmSEpEly976e2SDy6F06\nC867ILXpUoiSMWHlo8s5z/WK26SN4bYYHNqK5179Gfbuewff+95/EIC9FHv2/DW+/AeXcq4CAgYH\nN+OlPTtw+acuwrWXX4Vjx45j+84d+PDD42hpmYBjR4/jveJDvPLyXvzeZ38PtYJwTusU3Pa1ZaLV\ni/vTkAnLQRnouD6YFh86cAQvbnoJcxfOYIewUWDcGeOw/L5eeAJmzLsedQdc030DjlZzVIsMo87i\nZJFhtMgwWs9Qp1wEIJeMJc9RAcCDwdkIKOsYqzTMp4UXSqK0Ompc0/canfG/C8djD967MRWyUeZC\nfVB+i+P0MnqZHKCM43Nr7JGnRRjK6jiIqlK9n0W6lQT8WQapgmRKcavR9mKSVwUwVXEn21EIRiA0\nxojqF+E1hpoZ9tA2Fux+nwMmh7G5JOTgROda79dJ/CzHE2fIsyZx2lIp0aNwddRrHvV6mkWG4D1L\nrq4opF9ObOFeEq1LDmQEtoG5LB3AsI4ojGX5LBN4IyCTZQZZxaKSW+S53EcSrJAFKDPwTkKMeORg\noOkio5Tb0T4NX//a3WLTNeho78CKB+6Lah8ltMlcpUs8VQUqaJMiBcUsaiEEx1iondeAcMF55+E/\nrnww9N2aDFnm4PMKgmMckYROZEmscJmZUylP05Ty/YyKMCCkgCazEcaYnV8ynVcFV2l76L/hpDPs\nIY4kxl38JZLY4Dh3CViTqP/VC9Qk42ka90M0fainNkxk4gLR1GuFScg0qYpUntLkH2ndZdUU6Jxp\n+ww8EL4Tu7YpxzuTyrVEGNiwEVv3vQpjDP7DI/eVQT+VkFNpTIE43LNBu5Dwr6nMG94RBb+UBKYT\nQC7DciMB5uZ4iXGNsfQqKCgJX7dhG17ctxvGGKx4+DZhGISJgwdnupKxUGAmwrSOqejpmYXVQ8/h\n6qsvxU9feQO9vbPR1dkKAtDTMwtEQG/PLBFcOM/10Jpt6O+dhc6uVhhj0N8/G/v2vYPDo+9hYGAz\nVqy6HS+/vDcB2H8PT4T5i2ei8ISFS2ais6sVhw4cwYS143Hs6Ak8v3sHrvjURbjmsi9g/pLZqDug\n5gi//OUhPLthK2bMvx5t7VOZmTNsSrQCK0cOHsH2p5/HrAUzMLXt3MB4bHv2Bex5+w0ABouX3YQz\nxo/H7BuvQbVeh/MGk845F0vuWIa6y3CsmnOayyJH1VlUiwzVgp05dR4ATRdqQo0FB4u04IJJ1wEl\nGqQSQ5pIxEFUblhQvxGMzW/47uN/osVvrGXnNCvC6G97nKZNmVULReFRqyvIJu0xMWAciaSqaes0\noQKDMkvK3icJFFSFTQpSKSgr14Ewtvo8m7GaMbcZsgzIswj8LCEYUWdyYhFjMpDJAVMBkIuttwBR\nwRmy6h71eoGiXkeTtwAqyDILUBYSchSOUKsRalWPWrUQUGapme26dXa4coW48gtnmWUwQhQpqEyB\nxI1EPkuITKIu1M3OaqeQEA3WAJnJkBmDptygUskYjBWUM8NhJk7svyaDNZysBMROKxue3YIlN81F\nV2eHqGA17lsWt4D2GMkKgAby64IoSXhxQpM9oe1QUFAWDMle4E1ojUdGGSin+GVQEcVMOp6QjA+F\nRPG8XixYK2sSwIlSrw2MXwIUkvucATpqaqT1sQ0mYQwV7MRfIjJrsaQlEUpgre1QG1cgFA30IlXz\nquNi7EME5vLY2ZCNy2ZW8nRz2lgTxt4m99dMSFrqrrwXYQB49h851bGsZz4AoH/pjUFjEIhjmNey\nbwEoAhiA4FzWSDwJwC+HD2BgzbPo75mHzo52kaZ1jxCGRw5iYGgj+nvnsR2VIngPjxzE4Jrn0NvT\nDYAwtOY59PZ2o7OjVQA5rQSVVDKT+V28aCYAg698+fP40//yl+hdOgsdna2BudYnDQ8fwsDAJvT2\nzEZHRyuIPAaHNmP7np3Yt+8dvOc/AoGwYsVygAgdHVPxyKO3hvsYAwyt2Yrtu3bCAOLUBXR1teJ7\n3/sjrB7Ygt6+Odg/fBgfHT2Oyz99ERYsnSWOWaxSvvv+m2GNQa0gnNs2Bfc9dCveefvv8Q9/9z8w\ns/sr+NTv/x4Kz4BcLzyeTbyqb/tqf9QqyT4lGGx/5nnsfHM3AOCWry4LMzNj3rUwxmDGjdfhnNYp\nuPnuXnjvUK07TuLhLScF8RlOFhWMOj5rzrIa21lZy2Jq1AItIjowE25CLgGFZf6fItYGpoxUEivT\nqEhhfvMxBrgbv44zfqrvAj0QsylBTR+/3XFaoFyt1lCtVlGrMcAqKKuaCIhcaQBoGzc7f87gBDgh\nUiqJuIRj1h7GGNzSEAWpS4kwe9d54cYLYvuyIVEHepUEwuwBxsMYrlhfOI9atY5arY5arYZ6rYZ6\nvYaiXkNRdyjqBeq1GoyxMf2jZKRi8GUFCxNIQmYcbOaRGwCZWkA1f6zljFCZxh7HeF3uT5R0tK9l\nIGuIDA6ebR5ZbtFUscgrGbLc4uDBI9jw9HYsXjQD09raWG2diYRs1E7OoPzUpm14+a0dyLIcjz5w\nL7IsS4A3gpeCMg+lqmmTnLNePW+lF4lUqtgM6Y9m4SnlQDYmoceppChAEMAhcsGAJiVJJMkGSUwf\nTkkDlA0iolDURD2aFZTLtjUg2otlXNC48bWjql6WB6paWbl6Y5J7a9tk74zdeogN4Gdam+5zargs\nZRRMVOuL/0SW898I6ygyMV5DkjQRTsimZ0LLVI2uWoMwn/Do7GjDqofvkWnkefcg6TtFSVkZzJCD\noFGaTT8z4Zmrh57G1r2vwpPHykfvbug/YWBoI7bteQ0AsPLRO0u0dXDNc9gu3xERtu99HZ4IDz+y\nHJqmkYR5NrrkSDPCGbR3tuLBh27Fn//XJ/Hivl0gAI8+clvyCF4zqwc2YvvuHfDk8cjXbwWB0LN0\nJoiIJeWfsqQc5lQXpYkRIf19XFGqv2926IMnYFpHK3r7ZmNwYDM+OnoCu955G9defhVap7VK5itg\nZOQQnlm3DTcunolpHVOFeTd49ZW9eM99iJ++shf/9lP/VpJssEPY8WPH8dnf/Ywk+uCRP3zgCLY+\n/SJm3DQDre1tuOHGG+A94fq518EVkrnLWrR3tuPWe/sBIOBC4UhsxxmqjtNb1nxTSOBR95Z9d5Ak\ns4kruMQE6uc2+T5ExqUTHAhlYlJLNWe/8Tgdqfjj9huiachwKxxZwBPqzn7MvcYepw3Ko6M1SdYu\n4U7iuKRu85yUwwUbVpalBItKxHqsc0fKMRtY4gXKpZETlVYAYyarHlrRxHLksTfCLEVA1inlbS5q\nd+NgwFmYmOGocXrIeg1FjV/reR31Wg21yigAXnR1AWUNZgd5CW2WmskGMBmxEw1smDBjjBSvV1CG\ngFlig2KKDfUaVseyslRog9TKajYnYTuSkjNjleVTz76Al9/chSzP8PD9d7AI4pX7jQk5QEDf4ptg\nbYa+xfNRqWjKz2RTGBMYpJDRS77TufSSTrN0KBATIbmZALUFjMTsGhti1k0CzCmIJonSBY+NJLjn\nyzV9n9reKT484aJR2lOK/yVnowDMMUVmKvWpKkylVCUoUWuA0jiMITBEoiURME5TCFJcArHfSO4F\nsaqBgzdVmCtdY6A53Dl5jdrccymswqBMwsiErEieoxhSUCYJCYx7Jxm5BnoYlcUCpIColQ1ULQuP\nWMFN5peSf42Hrh0SwOtZ2o0PPzqKj44exS+HR9DZ2YbUJ7S3txsEwleuvhzf/NMn0Nc7F12dbYAx\n6OudCwDo6elmWgXC4iWzUIjpjDR+HMDBkSNYv34bFi2eiWkdrVDLoAHhi1/6HN74+d/gS1/+HIO4\n7HnIPXp6ZsN7wpLFM1A43pft06bgkUduhTEGF1/8yYQB5bUAUjMGm93OO68Nj61ajv3Dh/HNb/4I\nff2z0SGVowYHtmD7rp248jMX4YpPX4ijR49jeP9hTGmfAk+EZ9Ztx6tvMNNw9/03Cy9HmLvwBhAR\n5i64gUsgEmFk+Aj++NFv4dej7+OLl16BqW1TAl3d+tQL2PnmXhABN993M86deg767uphnw7nmJbZ\njKVZCR90zkvOaqBWGFRdhpOugpO+GTXXBCcSL8cNA6Dop2NSSba0z1IzREJDxqyUhEM0+PhrS8ss\nPr+RPlByzW861Mt6jJMm1ITLqZ1/2+O0cl/Pmn0dJk+ezGropDShqp85k1ENtXpNagS7hNvVWFII\nXZVhphhjS4mEAtK0iQwwQQMWQJ3CvdVpy2Q5g7TEvjlv2TVePPq4gANQL9QJDfCOUK85jI5WOafz\n6Ciqo6OoVflVpeGiqKM6OoqTJ07g5InjGD1xAkVtFL6oglwdBg4WHpn1yCwht0AlM2jKLZorGZoq\nOZqb4tnUlLHtN7OST1ay2Ehu2eaKRVMlQ1NThuamHOOaKxjX3IRxzU04Y1wzzhjXjPFnjENTU45K\nhe9VqWQ4fORX+Mu/+gmmX9CFz3z636H6UQ39vfNx1plncpYsywXJsywWUbA2w5mTJ+Oqyy/FWWee\nGRyn1BZZKhQQEj9EtSR7xrvgzJZKmCWnIOHAE8Eg7BsF2bFSJwJBRHINhDHRDaPOTzFJDEUtBKXb\ni1Wc3/3RX+GC887D5Ekt8Ztwfaz4pWpm9cQOOaBNQ2x2wlQP4i0AACAASURBVCgkpCFIt2kRA7UB\nB9WxEvSQGlN+X1K7ISz+kiZY5djkuQrGGuqWV7iISiZe6pmcnLZUioN4hJhsJa5qV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oHkteX8Hrr77JeecOYs78JSxb/xqFg0WGDzuT4wY00LG/wPQpY+nfr57h5w5i9+b9FIsRXz3x\nOKoqK/ndA0+w4u01fO3YE7j4wuEgoKy0hLfWfEjr5DHU1PTmwIGDfPDhJ/Ts2Z0585ZwwXlDCKOA\n1iljUZGmY1+eHe27+cNbf6S1dRxLnlvByV87gZO/djwLFzxP3761VFaWI4Rgx/Zd3POrx3lt1Zu8\n885/suaDd2jsXcsnn/yVhr419KnpxZChp/KVEweQ31+gWIx49a11tO8rMGBAPffeO58BA+pMCEub\nMEdj31ra9uaZ2DyK0vJK8nHAfffOZ8X6VXTv3khdw0kMGtmCLutORxx4QFZIuuRg2eyHWbnmRV58\n+hX+uvPvFA7kGTbs9ESZ1bYTnNB0ry5nwIA6Fs59geMG1NO92gBz/wGmxnpiy0hTm+3c0DpdoZCU\nMjpyGFOlojyJjFadAdlJFoHSAZHOUdRlFHQZ7XEX2uMy2qJS8ipHUeVsklfCPugUV28Nf87Di7MM\nOAr/t/OIOfkRyrQyn4CsP1YnCzuRyWSePSCnSxmF2Vw6I0KtrHCA7GRmyhNg5IrBnMN7t7PmuQXw\n/xqUp0waRUNDLV27lNK1axdKS8sIczkbO7QgLAIQxloWMoeUOSCwiVymvthYx64XsnndJXrFPjEr\nJpFjpm9wsVD0oGws5iJRMfKA3N7eTj7fQTHfQVTIo+OIQGhCKQgD0QmQRapjk7WU7euPz3uKl99d\nTfFQgQuGDaakxIJymPP9eo/1rr0JVFdXGSARAccN6Ef7vjxXTGuiW5WzlI8EXDORDpBl5n2/lI6W\njeA1xmSBeo2v06L+/IfguP6NtO/v4MrpzXSrrkoWmttAaUC2OQFBaIDPUTcKnxCmPV1jYrRpdOzc\n1KYuzVnIvrY7SFOPBsgwIO1mltJYxcbNbolTcgko50pKKCktNcCcC/1nnMVt7iHwIOeP7Ta3Lx9y\n955sVkOcER/B5+3KjZKSveS74DLaU26eTFYXGWB1x/VxYH9cc80I19QyDZKpbHVfdojnrnax92JU\nRKnYAjKGyCcXWg9QCVu27uTXv3uMgad+gzEjvk11RxGRzwAAIABJREFURbUBZJ06lwa0pKqyivPO\nPsu7mr0AswrTscc28upL69lZ3EvxUJEZrWMNiE8bS4/uVfToUc1xx/Vl9twlnHBsf/r1q2fDm3/g\nxTdX07G/wLBzzqRf3wba9rYzpWWMdbvCE3MX88GmTwiKkqGDT+P+h+axfP3rvL32Qz7Y9AlhFDDz\n5quoq+vDBecPYfiwQdYK38O76z7ig41/omN/ng8//BMvrV/Nzs37ePedj+jXr5aFC5axaMUr/PlP\nf+crx/bn5OOPp1Ao8upb6+jY18GgwacggG7dKhg27Ay+etIAOvbmmdp6KbOfeI4XVr9G+7485557\nOtpamV3Lu3Dm4FMp7VrJ3zbu5Pf3z+MbQ8+j2JHjrNHTOW7ICHRpd9qj0LBbIXEtB8tL4ITjGvhg\n1Ru0BW3UdO3JnXddTXVVFzSKzRu3ct/v5nHcsbV071ZBGAgeuG8hy9a8QWF/geHDTyeQkm7dKjhn\n2BkGkLU2tMDKWcGujj+pfDDxY9duNwkPYStSJKYpTIJQ0hKDlJLXZXQoA8iH41IOF0tNG0ZtLGTd\nCZAT6/KLPbzx4lQCD374ksXA5sok8ivrpfKg/pkWc/a4yV5ObXon4/x+FUf5wSvVDpgNu6Pm8N5t\nrF7yD2D0apo4hj59eoMwGlCsILI9k+NYUIw0xaKmWFTm94KmUFQUCjH5fEyhEFMsxsSRwlP9WqtZ\nxYZ3N4oclZvV5myyT1QsErvYsDJZ01j3CtosnEBoS1dpGjOUloSUluYoKzGCyCWwOGpLY3FJEyu2\nz7lcwHH9GykcLDB98jh69Ohu3arOJW8mv1t1FecNG0y3qioDq8LUJ3errub8YUM9yCUaXmZeO/lD\nMk+ZD2UYsjpBbefPi9TPkY/Orwqqqyo5f9gQqquqks0iknMlLqaUApDy5SSJTkkv7GTxkygY9vad\nReqzs4PEIpRBaAA5CC1xio2zpyxeV2aWPIc2ROIoIxMlztD42Vp122PVufFMDNfcjLbtRU3MO0m2\nSmhc8eQsImURH8kgJ/180+m1zNgfZf6zgsJeF47oxcXyUmVwpLwkToFI9e123Y0ENjQQJEl9hszH\nWC//+7cPsfiNlzm8t51hQ8+yzo3k3tPUl+6S/esuWc3+W1VVwbBzBtKxv8C0KWNoqKth2NkDqayo\nsF8U/OZe411q29PBuWcPYsCARtr2dtA6ZRyVFRVUVpRz9pAzTOKRvdd+/erYuWkPhWKRE07ozylf\nN2xeF180jI/f+y+mTh5LbW0vq0cIKirLGTr0dPIHCkyZPBpZlExsuoSTTj6ejn15omKRVe++SfFg\nkW9/azDvrfuYgad/jZaWEfz1r5sZcelwwqJk8tRL6dGtgp3bd/HwgwspLy9jyeIVTJs2in6NfThu\nQB1te/O0Th1FeWUl+VhyuBhwMB9yIJ/jUDHHow/OZ9WGVRTzOUZeeRO6rBuRCgzXtYAwgK45RWWp\nontZhNr/KasWzWPGFRMplzluu/O71Df0RilNMYbf/mY+L6x+gwN7ipx21pl0xCG1DY207csztmks\nYdduFGJpwF5JikoQ2WiJEHgK35zzPLlQjVtvdj5dtyZTOGKSt2JKPQjnVSkdsXk2PzkKOjR0xrj1\n5Vy5RwGvTkZEuq7Xyx1nUSdmcqKIOmU0EzZKuecz69MLpcwe06lzZwl60teVXu/+Av2x0glrabd3\nci5wnQ0P7dnB6uf+AYxeWuaIdEhchGKsENL0qnWsRbGjPFSKpP7YCg2V3Fw6Zpl0ptG20YX5UUVn\nKVttzjNwRWAXjZu70OaCCRHYgUno4DxFopDJJGn8+dPaFXZQBwxo4O7brrMgbt20PnvaTbROhBhZ\nl4izZRMs9sFAb/zabznPSPLeUVHbuTk7Wc3OanK/foYGKhD+fJ0PbSxbg1SpT1hkzrziM4fd6+nx\nxI2BtHUZCBDaN+RQIkXXhiMHScDL1Ss5d60D+ewVmOvy+okwWru2zjWlnZKnkuuTWLYvPLmCOXdq\n/J2QsFnQpo7Y1HPLQCBwhCrm+P6aSQGqP4YZbWw/Zp/c1dnjccR0ufs29duoTt/QpNZoMh9KGcay\nJKPdArLAx9tC52UIzH0ojAC7fMpElNJMaxlPHBsvxsYtW3l09pPMmHwZDXU1fl24uegM2ljDGjR1\nNTXcect3jYCP3Zp386iZMsk0apjaPIZPP93CrDmLaJ1yGXW1fVBK2VKnZ7jg/CG8smI1k5tH0VDX\nh8rKcpatew0eElRWljO5ZSxz5i5mr9rPipVrOe30k+0cGlnSu09PbrhhGkoruh9Tzby5zzGp6RKa\nmi/h3//t97RtbaexoYb/+dN7+XTbVk48sT///JPf8PetW9i+fRe1NT0pK5GUdwl5csELLF/7Bm9u\n+IA98X4CCTNmjGL27OeYMWM0vWtrKMaCjlhwoCA50CE5XJAUdcBZI5s4VMwxaEQThyPTGUnbdZIT\nmlygqSqNqS6NqSqNmfv4PF5f/zJVpRF333217+0cKUExloxtGkdHLBkxcSz78qVESlDSoy+Tr7uB\nbVu3M+tfH2JM01gaGvsQSgU29CeE8ZIEAkvage1vr4mURkSmxFRpZYh7/FaVROSIRSkRpabVogoo\nxJJIB+ZHBZZSU/pyRq8wdlIcRWo1JDLlyH2R2R/Ci1q/39KVE05UOIIa55rPWLPe0rAC2e9zfOKl\nq2TRKfD2CZVp+ewNrdR1emXBXbWX+u5UX6Kb8pfup5wjVqHhjLUuPWlrcYUwcV9HSu5xSGs8XZu9\ngzAIrHUaoBWe6D6OFHHR/kQJOb7L9Eu6IdmuPfbcobWOwzCJP4ZBkpEtrZvYszJp7ctjROC0nCRr\n2mWGmySmdJlSylokgaZksrIaoJua1BJMo7J9LwXefoHqzgcxr+oUeHyBh0h9WaSvJmXtmuNqfItI\nHGR2BuRkZXoLMnN8Es3Wu24FOjD3GgSpuKq3QG1/a5lo1wnVZPoa7VZ2wGQ3mQZPbK+1W0cmDOKt\nVCFQxMTadAMzGzal5ZJRL/y1b96yhSfmPsXl08bTr7EGGw5HS43L+rcN4hIL13sILHw5xjNHj6Q7\nDbwfYa/peQs5aSOIX1euzMN1xnI6jiLVECSKU8lrthQxdIl5AVEc8+nfN/HgrPlMnzyBu2+5wQK6\nYbh6ZPaTLFnzChrN3bdc50F50+ZtPDb3aaa1jKOurk9W0bBPm7Zs5Ym5i5naPJp6C+jpNaPiJJt9\n9pxFPL92FUrD7TNNzfkTc59h2bpVrF//LnvUfgSaW2/5DlNbTBvDgwfbDDgLyeSWsWigaeIINm/e\nxrwFS2luHkWfmp5EKiaKjet+3rznWPHWWsAk6L225k2iQswvf/ko7aoDNHz44V/426eb0V3hz598\nynt/+Zj2tnaqKrty1pknsX7dH7j+e5N4991PuPLyUTzy6BKeefVVVq95nzt/eC3Llq3lzGHn8OKL\n6xg8YiK57g0GrKoGcG7rrSgtaIuM98bQ8hpehC6horosolfXIj27Rlx5xWiqSot854pRlAYx+QiK\nSlOIBflIUtW7nuk3XE8hluztMH2IYy3YsXUb9/zTT9hX2E1BSa648TpKbevYnHWf5qTxIpZYcq1i\npCnGmkKk0G5/WA+1cVeD6V9cQkxXCnSlA0m7CuiITdcj5cmKnDUrfH5DIgtTFi9YquNORkoCuZmn\n9CYxYi/Zb4GtnNDaNTQh4b9XMUIkyV84a9sf3MkTC+Q63XLWyCCd2mJHPFKWvFM6jE3hNdSUmBf2\n+j7DYjrK48uRh8SKfNEAo+t+IgOzwIQUto+moXNMrATz3XQvXtfFidgOamwFaqwT92Jak7GCXAjY\nvWsXS5e/xNhLL6SutjdhKMiFkl27dvHU4uW0TBxJY32NiYX6zGfb4cVp+Vp7SzntTvVuVVeWJBNA\nd3NgpjWjJyVrSaRBOVl1fhl00rz8Bzr//ZmPI+zG9FVkrqXzO8n1pBa+Bc6MmzplweJaO9o79lvH\n3UxmoR/lXDgr3oGLtlyydlO4UjhhWN/wrmRNmjnM723wkyBEOqOULDGMVkipbbjBeHCiWJl2dSr2\nLuhEwXFrLImpPDr7SV5Y9wpaaH585w2p0RR2CEUynCLp3+o/JQwJjhDCW5J4wCZZ4MIpZkeZV+32\nvoP/1Ch7T0K65jnR2r2HyIYBNPhOTw/Oms+zb7yMUpq7bv6e318amNYyDtBMa74s49J7dO5TLF33\nKhrNHTdfg3dsp5bvrLkGaLXW3H7T1UeA8qx5i3lh/SpAMG3yOBCSqZPH+fNMbh6D1przh5/FilfX\n0tx8KSCor+/DbTOv5s23P+Sj//wzF5w/hNq6XjQ3jWTu3Gc5dPgwqz96F43m+zfOwLNbCc3Epotp\na2+nra2dsWMv4OmnXmJf6UHybXly3UMG9GzgpJP6sfXwTmrLe3HSV/tRXtEVgGdfe403Vr/PjrY9\n/Oa3C7n33h9RW9+HCy8cytz5L7K5Yif/9ON72HRgGytWvsUh2cb+fMh5rTeb5C2b3Jp4d4zZZ3Iq\nNGGgKJWKskDRNYw4KEyZZhRr2ouCNvvz10938NTcxVw4fjzVvRsoxMZyLsSCWAuWLnyaPcU9VOd6\nMvTSZvbnc5QEirJAUBpIygKJlIpSCbnQhPkMg5vZoUZhNdn5ppbY0yiBzhGrEoq6lIKSFLQkr6Rl\nJ0vJdxL5l+zX9Jp21mnynAXk9OMzZFwKC91JNI5T3bit/T5Io77t2e3WoWvPmjynZHJaPB5xfuGf\nM3FkB86QkIzYc0m0f+2LPr5UTPnSUZdQ3a3KEjjEllrPCYaE+zN1G+ZfGRAEOXK5EsJcCa422bjf\n0j8uXd9Zb3ZByyQRaMHTz/D6h+uI22KOP7YvcxYs4vjj+vLU4mW8+PZqCocKDDv7DLZu28H9D83n\n2P6NdOtmE7GkcUe6phk+iUm6cpnQZusaQpMMvaeborRgPWLCxFFla+bRWQXLAP1RZi51vEzywVEX\niLPWOy0ae6AjiNxTtIpJjXVSN57p6OQAVMoMwYkDVQ/gwsVyDai7totaC5N37Z79+9L0wdaYxuix\nphBF5AtF2m2P62IxMgQYUWz5ixV/+/smfvUfv6Wuvp7SsjIKBVsmVzRJgEol8dAoiikUihTscXy2\nqXZgnTq2bdjQ2NhAfn+elubLKC+vsGsyYaLTqanACwn3u0yNAd4lliET8QQ49stuLvxGJ3HVCRfD\nTiuHKZC2+pH7vK8hz+WQMkBpiLQlEYki+jbWcXhfO63N46iqLPfrTggbGx46iMoq87oD/P796mnf\nm2dq8xiqKitIK2Wbt2zldw/O5tvnDSWIAqY2jaaqojxlEZm93L9vPe3787S2jKWxsY5h555FVVUF\nGtN4YvbcRbQ0jaK8vAsffPQJX//6iRw81MZ9D86jsW8Di599iQ82/hFRlAw+61Qe/P1clm94nYae\ntZw04FgmTrqEysouuJhoEAh6dK/i/fc+ZuU7b5I/kKehvjc7N+6lrFcpDdV9OHPgyUydMoLKXDm9\ne/dgzYfvc8pXTuDq707k8N48M64Yz+oV7/JfuzexZ3s7A44/lttv/yWHZDu9y/vQ0L8vn/5tEyec\ndBr9BnyDgSNaEF2q4Wj7ULgEJQil5tDOzSyb/Xv69aunV/eu3Pe7J3jhjZXs21XgpDPPYm9Hjr0d\nJTz24Gxe3/Aq+3cX6feNs2kvBrRHgWUFC+hR14/iwQIjv3Mzlb3rLWtYYKxZJFqYPIxcICgNISfd\ntJi96rOzrdvXJMEGIHMUdBl5XUqHMqBctLHqtJcoXf7jlI/OhkziCk7/dBJ03qhJre3U/jJGbKrB\nCgmXgEpZun6/OOHn3dpJO1Kfp0EC5OYcRzbicQmY6eekYsNxHZjvO0B2UCiEUVgO7d3B2qVfLPv6\nS1nKHfkO2js63PUbsLQlI4F0nUDcgAnr+jJJUKavawlhmPPMSAbYSbh0nbAWAkdiLm2M0rl8Jl42\nhpJcSPPEUTy16DleeWc1JaUhM1rHkisJmNp8KWFOMmfhUp7f8BpCSu6eeR1S2KR+oYz3EceWZUDG\nuK/TQGxBUKdBWDvTKLuYUgvIg7JbhP73z3h44/cLAnLmfQe3qVWResokUKSvJzHt7XeTBed/d6Dh\nLGn3u52fdLzF8eK6+KnRwJ1W6lQ2bYVA+j4FAglKECmbIWrJLgwTW5FYxYSpOkRhE74eenQWz69Z\nTqEY8YPvf99sNL/BtAElpQlCA0YFW04XxyqT3R37EIn5vnM9dz+mF9dddw1BKGgvmP7YoRQEgXUj\na82WLVt5fM6TzJg6gYaGWjsfjl/bBuYkNqNZJyxD2Li3UqbZhl8zDhyFj/15i8OtEb+gsh4Wv16x\nGephjiAMjVJSNOVRxciw2PXu3ZNbb7wKiYlFB9Ktae01fHc9bp7ra/twx01X+3nFL1nNrLmLeX7d\nKtBw+01X2X2vk2dg85btzF6whNbmsQgh+Ndf3se0qRM8feYT8xax5LVXWLf+PU466ThWf/g2ThIv\nW/caWsOkSaOIY82E8ZcQxRHDhg1iw4b3GTlyOL1692D+gueYNPFi6ut7IaRg2/ZdLFy4nIsuHEK+\nI88773zMro691NT0YuDArwKCle++hQaqqroyaeK3qKrsyrTpY+hTV0vz1HHMemwRA44fwMbV2yjG\ngkcefZZtbbvpFnTjuK9+hbMvHkFJtzqGjGyiyzENHC4G5GPpASoQdrwsiDgBLgS8tnge77//MmVh\nTHXraPbtP8zAkwdx2tnD+PefP8DwsZMoO6aR0y6ZzMFCyKkXN7OnvcT0tXL0xEBZj0a+OX0mCDhU\nSERKRUlApGMUMWEQ0UUXQSiCAEItUQEEmASwIDaVJ1pb0AGUzqFVSKxNPDxSwnoALPrYdZqxjJ34\ntqDskxO9qzh5Tsd6P8uYcffiFAD/ut0r6SY0CXGITIm8NCuZShmO2f2TQX6nJNNJrNrzZ0hKhDuU\n9vtFOy8C2K5iWcT47x5fCpQLxSKFYsEDl8zY/IJ0a0FhXTVGPklTt2zrWmNlEgtiT2yPmzcjFoU0\nCQciAJz2BqGAvg0N3Pz9aygplUxvHU9JSci01tE0NvThR3d/Fx0bN/iFFwxh3Yb3ufCbZ3utxhaf\nGXmJRGD5pUVAustTah4wjQwgJYpScykynz36I+3C8zN45EcyB8keMb1gjwrOGfTOfjY5lVMoSIGx\n0wQTq83FdrVVWBBOK3ZWnbQxzUSAO5eQn0O/OBOtMWEEddslpRkLbCa/IooUhUJER75IPp8njuMk\nU9664YIgYNKkiURxzITLxhuwdZzUzq2rHXQJ26rQhVYUUoPUAqFdTa8twXN2sDDZ1rGGQFtLIhCo\nQJOzgkgKeHT2kyxd8zIazd13XI8kZUH4iTPg7K1fV9tIYnWLVJzdfa2zoEvWkLa3mQCn32N2/pK6\n7NAoOrrIf/19I4/OXsCUSWMAxZwFi5nWNJa+DXWAaUuq/WLEuxndWLqZzq5LAwytzWMAaG0anXo3\npYyB74zmLI/n165CCMntt12LRtPSPIZ1695lZ3EPJ3EcFw0+l+bmUWzfsYf1G95j+HlD6VPTi+u/\nP92Ez1TEypVr2asPsHLVOgBe3rAGgebmm6cRBIKFC5azfN1qcmFIt24V7NcH4ZBgt9zHW299zFe/\n2o/hpw0E4JmXVrB69Xs8cN+P6FVXw1/+tp0br/8XdrbtZujpQxk9ZhxDzjuHl5csY/CpZyMErP1g\nA1GumkuuuJm2YkBbZKxIpV0OQDLvXlIKcBm5w8Y0URYqRkwYy9zZC1n7wZucPfACXnllDa+veYk3\n179H052/oOyYAZw99Xa0hgOF7DZP1ol5mCYXwlpq0ucVFBQoFAKJFMrUz2pBoPEWXyDdtducCxV4\neZDs3hQIW0XQve3WfBrI/LpNWcieTlYIv9/SwJwer9Riy/ypyR7Te1axCWB24SqV5Ha4ft7JvaRu\nBCdb0+G77Kkz7mtfjZEG//S9ClxirsmB+jzLLPv4UqDsyozc5pcWxNL9i4UrFkdAYCZeCImKlXdF\nppO3/OC44LpIGp0L8O4ChOkLFWkgBiJNz559uPkH30UGmigyLmkTYISXV6xjrzrASytWc9bAb7ie\nUn4VJx2ZAqQH5yzIHh1yPw+C7VWnDJqjToUQicvk845zxJ9HntsJTH9pnbU/v+CF/9OBcLZkxyxO\nZTU983Xtj2HmRKF17GM3HoBVkiyR2SQubpSyvpINnaaik0kZj4u5WUGB1p6BK6lJDOjfry933HZr\nAqqp5hZaK1x4xPQJhjAIECUlflN6BSt9vWi/R5OWlcbDEmmj7EXKxN4kMGHCWCKlOG/42dz+w58j\nBVx/7RU0NjRkBIPTEJRVZAWu9Mpa5+k5ytiinSxiP+7JMd1nhQKXlq2UQkcRkYZIKfLFAvfc/zDP\nvfIyBw8eoKqqgmUbVhEEkh/O/B6B9YJorVCYhg+PzX2GaS1jqa+tscs1Zc2khCcIGutN1nViGYvM\nEt60ZTvbd+yiIu7Khd86lz41vUFIpkwZR6QUn27cyuw5i5g582pWrlpHS9NIBJq5857l0OE29qr9\nvPrqar5+ygkmyVTHCGDipIsRQtPUdIlXpFpaRlBSYtqsTps2ijAMuOiiITz99CsMPukUAD7++O98\num0LGw9sY/rYS5k+fQxvXfERf9z6d6Zf/hN+e///5Df/MZe/fPp3anrWMaL1Sqp71THrnv9g/Qdv\nMmTgN7lw/EQKC6sZPLKZDg/G5p4dARtWbqXDRslu0/ToU8f4797IoZ2b2Lm3na9/ZTDnjG4iH0ve\n3fAO+6NdrF0yj/Nn3Or3Taf2NEeAslP8hRA+waskUJRIF0v2E5coCjimQ5E5nhSK0iCigg4CqWmX\nkvZIIpGGhdHT52ZBzB/cLudMtj50KhuSWcWTzNJJS43k/ZTMcwBqQqJmv9s8Yy+bTMVBMg+JEuF+\nkf5vrzx3Glf/0dQ1GIkoMudxhoC245kLFGWhokv4xfOvvyQoB5SWpPv7pmOKzn2dxBedRa01Rmja\nWJ+gk9Yh0tqJXTBaoz3wp1vn2RrnyAxKrCEXwOYd25kzfxHTmsfSUNfHJqwIpjWbFnFmpgWbN2/n\nsdmLmTF1Av0aGgwgpy38z7z7I7bCEY8EZ5N4yZHYa1dqZhEnH9q4aQsPzVrAla1NNDbWfebVHP38\nnU4msP18zepyNYkiFRdOwMtatfY4vp+qBQ1TlpZkNyYWsQXlDCmB8gI6GdHEKjbKliAMjKsVu2FN\nhEtbph5DoSdwBC+WW9vSZuasa9ZkXIaGYzmKfQWAW1+uD7FLetL2NefSSlv2eKHlKrSSjPBYKWLf\nJMJEjHv07MUN3/suv77nPpa89BKUQUVFJXfdfiPI2E+t9r28NaliLTzoemHg1n9C66kzH7WgnKjk\neNCW2A5hyfwopSmqmEIxj9IxlMGhw4eRgWD4KYO4onUCYRiYNYLJthVa8/i8Z1i67lUA7rzZtF/M\nCN30rylhlcjhrOIzZ8ESVry7Djrg5VfXcMdt13Hbbdfy6aZt/Ou/38uBAwdZ9c5a1m14l3//tzup\nrevFr371MMvXvcHQr53ORYOHMWz4IP7P/3mIceMvpE/vYxCBoLa2JzfdNM0rbLfddoXlXhds3bqT\nuXOf5+KLhvLTn97Plv070Ycgd0zItwadxUB9EgDTp4/x91I4UOSvbZv4/vX/Qp+GRugi6HfyqajK\nvmw9JDnloqkcKgZ84+ImospavjVjJkUl6IhMwpVb7S7h1+6e7LB5pc+Mz+ZN2/j9T3/IgeIuzjzz\nEoJufQmVpPnOX7BmyXwGjmzx45xpQeyPqf2e0lgpbGVuGpRzgTIJuUdYnEn5kLGUrSdGaAIUpUGR\nQGrKwpicCJEEaBVSFKYcKtKhTdJMgZk/eOItcTpk4uLO5r+k10vq65nj6dQ/aUmd9DtXvolMNm6d\nGBdJiZQ7tpusdF5Op3sR/p/syLk2l+nz+d0tkNKUvZXlFGVhzBd9fClQzuUkpaWhuQFcMovhtNYu\naUe7G3SMSoER2MXYxAmLkSnTsBzETvAlLoFEy3GjI2SAozvUSvi6NVNeATonmDV7Mcs2rAQluOuW\na2msrePum69FS8tdbGtmH31iEc+tXoUg4J/uvBGBiSN3Hva0kMms+swnjnykgdH8KrLILMC7kRO9\n1h/8oVkLWPTGS4DgJ3f94AvNizvnEe5Fv+BIFA87J44OFREkyXXW1eMJ6VOqtFYuUahIHEXJHGmb\nNBUn7TG1rx/SiTYsEuAxVo1E5yxwi9C7Szdv2cxjs+YwacJ4evfqRQy+QYa3lC13MwhUaDZFpBRF\nWUQXE4tFYyzSQAjP8gWmiiCKYjQxQmsjaNx8GAzOKIoay0Bna4HRmh3bt/HM088yYfwYLhs/moOH\nDiEltDSPsyUZduBsgpgbTOGeUxq5P580DnAX9vICRWuz5n0sIGXZ++M6IWaJeNBECApxRL6YZ1rr\nOIpRgf/8z7+wNzpAfVUfT5qDkmjlKVaY0TIegGnN4zp5DY+Qusnr9p7cmtm0ZTuz5i1mSvOlTGke\nzeHD7QgpmTFtApu2buexx59i/8FDrP5gA0NOPoOeZcewq7CHefOfo6VpJIcOHWbo107jqqsmATBz\n5s/Z2bGHWEVcc91kpBZs3bqLp558kcmTR9C3b63hpN+2k1/84lFef/0dRLXgqadeRpUpDu/soOyY\nEtgNEyZ8m5qanjz26GLQ8Ohji9mvD/KV/v0oFIr8ZePf6VHTl+HDJ3LGiClsP1RCWzGg0LU/ZzTf\nSYfQbDmkU3z6SdjjSGAi84IjTRUWqFYsWsje4m4qg16ccvFk9nbkKGpJrkc/zptuLOQ0l/oRj9T5\nvGixCmYoNblAURooXxrl16VI1o9TJAJp16s/n6JURpSJGCGKSHKgQ2KlEFEOExoy6zU44tqSRZz2\nRvnyU+ciF2mZ7zBX+xtKRGdWAGsnW1JgG8f1NHW2AAAgAElEQVTaE+gkJEBujxmLXMoUAGcGVSQ4\nlHGrH/2R7M1EqfcZ5faLUmBAOYzpkvsHgbK/EWcNa2GA0VMRunijRAqN1gHCB+JNjaibJKU10gp/\nYZ9d704pBCJMKAxNwlWKA1hpiloTC+0ZxcaOGUkcx0y8bBSFQmxoHAOdCD3brWlG62UIETCjdbzX\n1LKjnXlKADOzOI72SO0+58ZIg3GyzlKTLfymcN+9cloTCMGVrZOOenhfE+gPoZPjWERJ4sVJnFiL\nZPyEtl24bJJROvM9VknpjFauRM3Vl0Y+SS+5YpGx/ITQlkAgsAJLkq4DT4Oy71JlLVi0Zvac+Sxb\n+yIAt9x4g1kfwp3HXkusiEQECH99jrtX62SA3fArbYZJpBwUGbcX7js6AUqRfMa9KGJraWjNM88s\nYcXbKxFCcOON13DnXbeYZLAwNPWenjvXJbyIxL3vXOD20BoBUiLtVG7cvJVHZi1g+pTLaKyt8Qa1\nJ1FwS0CnhHBmZdrOWhq0ihBCEwaSP/35b+zO70McFuwo2c3Ds57mx7ddnwo7mESY+rre3HXLtaRd\njkLAps1beXye9UY11ByxE3w5NppZ8xfz/PpVIOD2W67ip//jFh/n/tnPf8MLa1Yw9GtncuHg4Uya\ndClKxSyYv4SmpkuZv+A5Vn/0DhcNPpf6+j788pcPs6u4l55l3ZnUdIntniR56qmXeHHDWoIwYFrr\nKGbPWcrhQ20sffl1CqJI161lVNWVIw8GVNVXoA9ocseELF++BtA88/IKVrz6Jiee2J9vnnkWN9zQ\nwj33zOXpV16lsrILk7//ffbnQw4XjX8jcNnvJFSybkI+S4ArSCnhECtBUZuEKolm0IgWIiU4c0Qz\nlT0biFO76aiPo5xHZ942SYlSQGmo6BLGdA0jysKYUBjaTKdMS5s8qyXoQICWBNKxYjn5ZRRnpY0S\nEoqYUhmhpK1tRtj2Ms5TkF6Fbu0kCrlLdpSWiCnBFPuN9M2krNz0OgRBhpvafcrvVyctXFw3bZFL\nfwwH5unfM5S5neS4s4B9q1+rjCmr3DjR4/Imc1KTkxE5USSg+Hmzmnl8OVAmVVajXQP1pDY5XUaj\nhTRcx0JaukxDh5kMopt45YHaCUOTXh+SWCsmjAxWuLlib0uWHkmoru7O1VdOpyQM6ChElISSUAiC\nELZs28GsOYuZ0XoZjQ11/OiO7yFFkL23z9GKjtwJn7Uz7OSlfNf6iE+nIRifNOUejQ11/OTOL2Yh\nexXTZ+pK751Isqdd+ZlbYJjXlNNQnfs5m6HoKU4tsYR3W1tuXCnNznexU2n2NGjHJZ20R0zKgFKa\nqI0Zu5aSTtO88vJWhIDWKc2UlpZ4rde5nLXSxNi4Ni4D1SqHSllgSG1zba5JaMdJLfzGl5ZJzGSb\n2oQsO5kJKEu70QRKSgJlehRPbJqAEILxE8YZS9rV2NsNuXnjNubMfZLWqZPo29hgecGNC1yp2AKy\njZ8b37NTmXhk1kKWrHkFNPzw1uuyOlhaRxTY8EQnsewANtagY7Zt284dd/8b29t3U1/Vm5/8/EZe\neXUtl08d78c2yQNIcjp8rRVmnTw+bxFL164E4K6Z16SXc+phvtvabJK+WlvGIKRk85ZtPDH3WaZO\nm8CUKeNQWtHUNJra2l7eu3LTTVcYb0PLpUgJ558/mF/+74e54ILBaDSTmi6hpuYYtFbkAsmUKSMJ\nA8mFFw3hBzf9Kzvad3PWSafQr6aWKIo48cT+lHftQlt7Oxs37mD6LZcyd95yLr5oKDW1PVm9+j3+\n9PdPTWx5zCj6NvThxhtaKO1SySUTJ1BWGiGEcQOHUtMRSXuH5hGrJKnqCGUZUvstpeRrUMIkDwo0\nXXs28M0ZM0G73mk2DxWdsYL/u0fiOteeb7kssKCciygLYsvyZet5rYoeusgjZi/HSlhPmesapS0j\nnqkWCIgoFQIlFBFQFKZm2RzENqDwd4JRSrVPd8hwQWTuT2fv1+zjBBf8P8IBn/TiL/m+S76S5rtO\n4fWWcQLa/mQpmeTZIK1M8IaJCxelQMKEsEycPgZig+FJ8yPrpQhFTPiPBGVz84lW5Nh5omJkis+l\nsolfAYam0CWQYONcCZmEz8LzrcJMRmAYBqafa3h00NTgz6uUKfFwxfgBUFYa2rh1iAgCJPD47GdZ\numYVQgT86I7vgZYInXJhfO7ji2+LzJNOrAyrq/lDicy/Flw+Xz9Ojp2sdvNSsmItIUrgO3aZEjAb\nZnALDG0zoYU1sLW3hHUakLW22dCxr0t3XZNcKnUgpM2RMJqrtKpiznZxCoPQ1oIb4M2S0qcSPYS9\nf60Z0L8f//zju3wyYBwHRFFEFIOOzDVEsTYSESda3BrLjnkGqjRg6zC9xitMYwxtQdFOHFlQdha1\na3UnUUrR2NDAjT+4wSgx1sNjjm9oCp+Ys5Bla18GIbj7rlsAjYpNvXAcx17TDoS5OKGNVSURzJg6\nHrRm+uTLrJdRdLobB87ClqJ1stTsvtLKUNLOW7CEbW27EAfgxz+7niGDTuPcwWcl1JzKMRppf/+I\nTmcUmtaW0YBmWsuYzGLctGUbj89ZxNSWMdTV9gY0dfV9uGPm1YblSAiemLOYpWtXooXg1pnfpaVl\nDHNmP8N55w1mxatraWoaQV1t7yQeKwTPLlnB6g/eAWDmzCvt+osRmG5XJbmQtrZ2/vmf72VH225k\nm8k7KHaN6BFU8/HWv9EjqObPGzdCGcydt5w90X6WLV/Dj390Fffd+2P+189/zx//+CkXXTSUTZt2\n8MijzzJt+liqevfmYCEyMkka8CoJXItD8xMpSTHGJHl12qbOFZv53VnVQDFt4jh8cL/bv7+ARMBJ\nEKujeiWiJNCUhjFdwpjyXERZqAiEmWMHMmlrzwCyJFIaqQw4Rcp5XEx4SGtFiKZUKmKpKAhJQIiw\n+USawINgcmXOGjVzmlbSndHi11LKsLFauvmMt3y1B1bRyZq1Q5fxbiVj6IDZ/U4CKH5/J9zV0lrh\nyh7BZ2zby/R3KxSB1OjYzb/1AgpNLoCcVORkRCgKSApfaDbhS1vKeFecILlpo2CbXDSTdG/AwBIF\nJ5aJTDL10pmmbowERstxRCHaa0vJBDtN3ACJOYXhbdXEKKQ0XYcipQk1aCQXfvsc1m54j4svPBch\nAgPKntbxqMp+akPoZFF91qCQuZVEPc58RPsRy6Yp2M90OodOHcd/3rtahF9MGzdt5qFH53LFjBb6\nNzYgZAgyRIvAMl25/rrO4nVJTemuL6m4T4pIwCRvmeQpFcc4CPTzlfJkOP1egK+TzeXCo5BfJNZn\n5p5TY+5iP8LZDDrIDK0PY/h9q7wLPvZlD4lWrKxfWyllFIAkeEWyANym/+x5lsLVcaaGzhLfIK2C\nY0VtU/MkQDB5yiTPyxtbRXTj5m0sWPgMk5vG0FBfY8BcmlItkDTU1/Cj22+wgKyTwRHJtWD3hsXk\nzHp1Fq/ZOIrWltG8vuZNPlVbeWbxS5w96ExLXObmXbFx8xZmzVtEa/MYGutqkuP5cwoaGmq589Zr\nsiJXwGNzFrF0zUo0mttvucqt3mRtCJg6dSxaCCZPGUesNbPnLGL52lWsW/8ue9UB0Iqbb74cIQTz\n5i1l+drXOfvrZ3DJ0GE0Tx6VhBm0sVKCQDJ79lIWr1pJdDCGAlQ1VgBQHnWlT10PTul9POeddwY/\n//kjALS0XMTcucu55OKhCCHo27eGurrevP3nj1n+4hoAnnl5BW+sfp9f/Pon9KipIxDYZCljKZuO\nSqZcrr0Y0CYkqigTj432w+XlpXF3W4NEQ2w74mWjW87VmliVmcX3eY9O6O32hdKCSEMxdvLaeWTS\ngJlWxIxLW9lYj/vP9Vk2QK4IpSInY0qCIiWqgEKihCAmQFkF092Tu3wnvzpteRLZkxgIna1j75JO\nK/OdbjjtnUyPWyI3U8dKH5s0GGfd7+ZXJ9iFFxlaJNdpwoY2Hi9sYl0IJSGUhUVKpLWS9T8spozX\nVLSQSG2oDGWgkErj09tTqovAaDU6rQWlJ8tm1aJND92cbXZv2tElFrVQdrisG9IE7E09szHc4iT+\n6cBIgdaSF19aazTkl9YweOCZdnHIo0CjeXjtzSlwGQs1ex+Zl52eIch6FN23tM5qd53n/2gDbt/V\nfkHZa5fm+eHH5rPo9RcRMuBf/ukONBJFgFIixVCV1OiaeLBIsXSltUg8KGvtXNbpuGLKzePbINq6\nbqEQwhTwG65l85MZMT9sdpE7txBpgNDWIkrOK6UgFIaPHJFkNzr6zDiKjWJm6V/jWPm4lWtrGKXn\nlGTvCqPaeiHqdR5EKuEruQv3uxQCkWoX5wgDpElxpa6+hptnfh8hBMViZEA51sRaMH/hIl7c8CoA\nN//gu2Y8lEYo43YMbLlagPShGlcH7heZ/Y5GJevJhShsMw2EGbvtO3axfcduVIn261CRHeNZ8xaz\ndN1KEHDXLdckisdRF2f6Bc20ySaDeerk0X4Qt2zexhPzltA6eQwIwazZzzJl6jhq6/sQRTETm0ax\nb98BDh9u4yvlA5g46RK0VmzZuptDhw5zzikDueaaZurqa9i0aTu//MXDTJ5yKQ31vQDNli07OHDw\nMN8ceBZ/+tOn7M7v45iwmg8++DN/3byZT/dt4fLxY1i16m3+tncLuWLAL34xi1yPgGXL11Bb24tf\n/3oOhw+3Mfy0gVx80dk88uhiOnbl2dpjJ/PnLOKW268xbuBQUZ6LPa1lrCBSgn35EN0Rko8sOyEG\nCAFCoQkDY2Gb2KIiDAw3ezGGQiw8f3SshSXTSG35L/NI2TdKm7h1AWgrSg7kQyTm/H4NY8DYeSVK\nZGytuhilHYmP9kp87OnbjbElpTDsYDpG6QLSxskLSIo6JKslpGR9ah+l93jnTGnjiU4A80hQToyW\nrMc1+THntDk19gJSxrH/W6ZkmvNmpnVhyNYiu/eUVa7QRokKhaZEaEpDUwJVmlOUyCIhBQRJ+e8X\neXxp93UixI0wC6REyQAduAlII01i0SUN4BPLzI+bZdcKbMlLGDiObBPjlEqjhEo0LnsdgRTGIsQs\nduOeJeViMpbNtKkTONzWzsEDh9m0eTt96+vtwkxpTpBaSzqlfQnvKjQAnbXuEys2+b7HZmeVcZRT\nWIBITp9ZMakPp193VqbLoJZ89zszkEHI1VdOQ4YlxLY/daQ0hUhTKESeXtI3CxGGRs+BqgN4Ay7a\nJ/4kmdTJmHs2LN+j2NUHSoQ0SXpBGNp2l7YrkXXxGjXKjmV6jNMudKWdL8QjuYlBWRVIJMpJFMeI\nQmQWfKzROia2zFVBEEAQICzvrW/srrPWsM969i4xt1GxIQ4/9Jm5ciQgxguXAmV7fSa5TKUUvKQE\na0LTeDQwYeJYIruxt2zayvwFi5g+dTwDGhv93HjXmDIaursEU51gFKxsTbgVUmgbPRL87N/uY586\nwDFRd66/ptVejnPHm2tqbRkLAqa1jHVaSVonZNPm7Tw++xmmTRlHQ32NaVAx+xmmTRlDfUMNd9x2\ntb0GB/JLeH7NKn+A59es4sChw1RUVjCxaRS9+vSiS3lX1n70NoNPOo3585dywfmD+MUvH2FXcS+j\nh19AY2Mtmzbv4OabfsbODgPWlZXlpp/x7KW8/od3GHH2uUybNpqf/ex++vevZ/maNaiCpjRfwsUX\nD2XBgpco1TlKwxJEN0G1rOLggcP8f//r9zy7dBWlPXJcPn4My19cw4vr16GVom9FHVdePprynKIs\nxJKVmDaI5tlYoKDJR4IDIvRWcqy82CMnXbKV4tCuTby8aD7fGjeJ6l71tBcFHZFhyYosdWXn7Z/1\n2H3OQ5NaFxBZwGgrSqQIiBWEUqWAxsY9baJX1zCiay5G5MwBYm3q2x3LnvGcub1gQCoEDLdYARlr\n2rVEqZwpGxR2T1iB7VHBKf7eMu4MzNl9KdN70+9/eyDhPAIWkLXuBMoCkc42J/ucePrIWMmK1HHt\nfEhrVKrUnHhQVqb/Qy4wpWddwpguuYiuuSKhKKJVERVHxPoLzSTw/weUIQW2aUHtBjr72TT4+RKT\nlEWUxBgCX4vqsq7dSCipE2GcsmR8ApOWCK1Qwsa6STHbKElDXQOVFVUsef1Fqh6v4id33uQuLHVn\nOgOsZN7Rnf5K/jZyT/ob1+IzdlJGA+7kMegEvM7DoFNfdpmD2Lix4Z4O6NevPz/9Hz9CCOmTI2Jt\nyn4KkWkgks8Xkw5eUWQUGtujOAiSORBBgHN7JgXx9gpS5B0ezD0JicDFRQ1Tp0n4Q0p0nNTM+ltw\nY+Wz8VViobtSLM+G45IvkmQxf04gDhQytqOlNVoZV7vNObMCwsRx48gqBynvgBACYakFhbJWr1ur\n0i/1jFKZ9hg5hSSZ12SiOydRubGsqa3lhhuvQ2tFUSm0EMye+wwvrn8VEPz4zht9sw6TPKd8zCp5\n0iaj3vNxJ+vS6XICARJ+dMd1/Ozf7uXHd99AQ11t4o2w87tpyzZmzV1Ea4vJqk7LPrcuH5/zDM+t\nXQlCcNdt1/LY/6XtvePrKM79//fM7jnqkm1cZEmWbNN7sSkyBBNKTHEBA7ZcML2bZlNDgITce3+5\nScjNvSFAMJjmTiixAWMMuOGKqSYQwDTbklUsWb2cs7vz+2NmdvcIki/k5p68TmSkPXtmd2fmeT6f\n53k+z4IXeWXjakBxx21Xhs7brupa5i1cxuk/rkQA06eOD8fU2t7Jio2r8QKfa2ZewviJZxIon66O\nTl5/ewPvvPMRte178Ft8amv3UFNTz4L5S2lINTEwZx86O7t4ed0q2ts7uPqayShgytSzmPPon/ns\nmx20tXUxZlQln376Dc2qjRUrNnLTTVMAqK9vZOfOeoYMGcjzr6xicL99yOqTYHDeANraOjj55GNY\ntWorZYcOJD8/h4f+uICbb5zCkLKB5tHqe+VZoxwIOtMOLT06VivN+jNYxZTCBOQlA/ISAS8seJy3\n1ryG19XK5bf/lISUJKTS7RB9cPyoM5GeO1ESmaXEv8tIh04jFsFF/9HtSZRySPvCVMPoYwQYLQD9\n9pN6LiccpffRUIcgMk52vxRm/jvo/lES3bUv8BN4Kk1aJAl7mSsZzlWDbGKMWdRIImybGGOvrN2w\nErBxxsqi1QyD3lu4SGB2UBnep/j9ihK7ehl8i9YNMLA1K8F37MnG9cUxteA5icA4OClyE2kkadJp\nj9T/KVK2d0PorGd946KkmPAwZX8qbAFlaMwhdrxthxhpleqJFcWNzdZsaG4H1wVfSCMqbpLHrLKY\n0AgOUwJkUbMfCGZMmwRKcPH0SQSYzk9AdXUNc59ezGUzJlFeWhIaA4SI2oyJTErQXIWhPGyikply\nKjLi3+0bRX+z5wlVy0KPI1KYsddv30ro3sQSRyvqBLp3rcI3dK7pk2prcQ1lbhMrcF3zfARWEESH\nBxQysBMx2o9t4w4b57VI2T5H7e1Gz1zbWY8g0N9v0XYQRPF+R5rwg3HdIyMRRGphxi0VAlQgCWRg\nMjYjdsPz9RwQKBxzbpVw9EIy99AuVqE0ve5gsivNtYRz1T7BAGOUQSjD8EgdR5RCgDQetMpEkyKc\nF8aBRDuG1iHQ2toYlGquObx2wXnnj0cBkyadS8pTaFFEU3PpB6Z6Qa+3jIVmnyWCXTW6ZGn65PGU\nlgzCdgIaecyR/GXJn0wYyXoqhHP2mUVaLKS1vYOCwjwumjJBx7rtPFCKaVMm0NraQWtrO9/srGHa\nlPEoFFOrxhlkoqiuruOGWf9GfVcjABdNHc/8hcuYPnUCd9x+DTuqa8mfn8/5k85Boigt6c/MG2bw\nyUef8slfP2dg8T50dXXzTWcNb2zdSPG8gUybPgGFYOrUcTzwwGN0N6Zoa+ugeFB/Zs++mOrqWjZv\n3kZHuosvv9lJVlaCWbOm8eCDSxgzphKAbdu289nX3+DkmTlh1JXO/8lpIGD1e+/w4YfbaXc6qa/f\ny/pt79PTpLNlf/vrm8PVqoCd1XU88eQypk2fgNtnCElHkZPQYQS9ZwkcCQVZPt2NO1m+dAkTqyaS\n7QaIbEWWE9A/J0V+QrdjTPtSd1/yo4RFBfT4Gkl3pyUpX2oEl+nZ/z9ffiBICwmeoXxj88U6D1Ka\nJNlYi0dpOlg5UuE5AsdXeNJiJG3cpRHQcUSUYZwUPXgIPBKAq3+a/VCo3qO3NDV823BGAC7jeHt/\njF2I1yJn2Akhwj3POvLRMcYpEXGRF5MLoPS6EzoAaIyu0QJTJhxmzm2T/xKO0ujYZLknHQ9X6Eqj\nQJk8kiDSHvg+rx9ulLEbnB/RCgZJfJczENa6CXRJiiDjhmcYI/MVIaqCkAKRUqIclxC+hJSALrsS\npnpd90fWWYC+wlAxgsGDS7nrjls0tYhtTQaPP72EpW+9hgJ+/tNbiMNlIexDCUKjrLdbGcYgwmsx\nRfd2s43ul30JY2RV/FehkYn0pyNpx9hB4aQzuZIExiHwTLmS56uofMn825YRCSmiKw7ZBdvqzAej\n0yrC+lnjDYdKWqYZRDjWaEEElm6OTfrAxHoFEUWFCnAciQoccK0Hq+eGplwDovipCo2XHrLOKQiE\njRWJ8HuCIAiNcsIRoBwEdnwQVxiTaErXMV3CpCOjbPMgci6sI6aTi8y9k1pST9ohh3PEomht6O2G\nZ2eKLk0yGc6WWg6dTn2NgSPpP3Ag18+8iob6Bv6/3zzIRdMmMbS8TDtNnjbMUaV55ASImAv19OKl\nLN+8GgVMq5rA/MUvMr3qXIaUlWhjHMjoIYXXCtOqzkUB7e0dBv3CnbdenTGFS0oGkV+Qyysb15C3\nIJfbZ1/BbbMuz1jj8xYuo6a9AVoVp/+4knkLlrF801ra2rvCGubLr5rCwIH7kPZSOEJRV1vP73/3\nBLtaa6lprGdg0T7gQHHOAKZPH8/g0mJuu/0qAhWQm5tL1j5JcnJz8Hxdf/2nR57lm+Ya6AQlFN/s\nreHBB5dQ39XIvfc+wuGH70dNWwPZMskpx4/g0kvGc8cdf+CbuhoAbrpxCgVP5DFmTCUrVmxkzJhK\nZs/6HV82V9Pe3pVhCJWAPzy4mBdXraK1rZObfnY7Wa4iJxFkoK2khKJsj2eXLWbz1jcoTPpcP3MK\nA/tmM3XaBHqadrBo3lJOOuVEVr25gfEXTqS0uCQj7NaRlnzxdT2vPf88R585haIBJWHMOsNW/d2X\n3v+UL/GC+K7W6yhh2khKRUJCjqsdh6TrINE9lh0JnmMcfuP46+xjBVLhKp+ESuMFgqRQIbOjEzQt\ntIj2RRH7//h6sfRMCNpi1xl3aO3ajoyyMg6rwPZLCNuzmuYU8WOjvJho7dgyMUmAEB5C+BnrVfdH\n0LbHkbovtaasFbluQI7rkeumcaWPNC1gI+2H7+qg+PdfPzj72mZUYwQDrdcRCB1fCwzCCYcQoiFM\nTCza3O2mF9snws09/G1ovKO6VwwF7gutaG1j1hop68+EKDmWmOEgw6zeQAMgLrl4CgjBZTMma8pQ\nRUjH0hf6CqyIhQwXYJQJKELaOoyHfvvOhXcl01ZrZKzVtSLZUo2+RTSlVeQpG/OCwMSO04q054XJ\nXIHvRwbNUjWhUTVZ1b5FsAazi0ggIWoODtKRJFwX13HC8wFhfDqUtjPji2dS2mevb0yA6zraOAoX\ny7KEzIGJcQbKjD2IefYmaxphMyAzAwoCk/3oSDMfRRRDV344DoFJRHMwalaOlubEUvWRo2EmOwJD\nKxpt6SCw25vBLkLPTfsONxW0qpYyGeGe52Hj6zrRysaphK4SUNpZWrjoRd54ezUKwR2332RQchDW\n+evrU4a5iJSRAKZVnRca2fmLX2T5pjUIIblz9nWAYNeuWp5Z+AIXVZ1LWengEPWUlAzi9llXU11T\nS/6SPKZNmRCW+GjHQt+XKZPHEyjFlMljw2zcUOZRwNTJ57Bpywc0JJp4/c2NXDRtAkJI2ts7WLpi\nJal0mkAp7r5nJlIoGmrruPuuB6jrbKI4dwBZWQlKS4up72nk+OOPpKRssA4BADt31YJSnDnqZC6+\nZCKe55uQmSLhOeTkZtGvXxEHH6xrk1OfpqnvaQKgpGAANbKBv33yDc/++XUOOriCb5pq2PrOJwDc\nd+9V7NhZq48dPIDKyiPY/WYjefm57NhZx5NPLuWSS8ZTZqls3SgvLJPKdgMTo9UldtlOQN8cj0su\nmUDSa8HvbqVvlsc1l53DE0+9QGtbB2vef4f3336XRq+VXNfnltuvNjXCOi7d0u3yzEtL+PCDN/ED\nOP3i2eF8jxDmP37ZJDKlMg+2iN6uoYS0BgYcGZA0eT1JqWPdjgPpAEQ6AE8zchppm2ChBC9I4wmF\nh48PCOWAShomyhK90f4nLCAxkycO0syf4u4QNg8ldGTtOrVG2X42ZnBt1QcoCJNWQywUNuCIQgQK\nIXwcPCSeWeHKlOubGLVx/pOuIsuFbAdy3YBc1yfXTetVb9Fx+OYHIeUf1E950gXjGThwgEZbgApE\n9KVhir8I33FlGPs4lLJJN0FoHGzczd5k69b5QVQna48BEXpMoYdkU9ktyrONDkzcVAjtsdmbYzsS\npb2A3Nw8KiuPIzc379vZymZD/WZHNf/9xydJZmUz98lnycrK5rEnlzB8WAWFhYXEkSzCJgxZ6sRB\nOA7CcZFOAiEddlXX8fuH5rLv8OH06dPXGGTLAui3nSzaobC9hvWYfZOA4QVK9wH245nSEQKKOz/C\nFOzbpvc2g1tKaSQoXV1bbP9ttKIdU29s600tkowS2ERYH22/B/N3PwhiiyZe+2uWmt1dYp5y2E4z\nzkTEkj2idarCVWswaTguoVQGktRdcISR6HRJuAkSCa2fHUr+haIGEbVtWQIZZnLHYlDWCbROjJlr\n0hhnKYUxyJa6DqLjv6Vwpl2v3TW7efvtdxkyoJTp0yeRn5+rqW8j2FJTU8tjcxdQPqSEgvw8fXWx\nDa2gMJ8TK3WP4qEVQ+hq7mb6lPMoKkPe0wkAACAASURBVCwAJA/NeYZXNr1JZ3M3oypHoFDsqqnh\n4TnzGFpRQmnpIE4aNYKCwjwsgaVvsDLnz2NU5TEUFORiS2YQUFNTxyNzFjNwYD+ampqpKC7l8kvO\nZ0jZYE7+0XEcdNC+rFm1hXbVyQHlwxg9+jhqauq4447fUNfZyD6JPjiOQ7PfxsH77ceIww7jssvO\np6WljUceWkBWVoJ77v4dn1R/wSH77sfpZ1TqungpOPDAcjau+4DavY20tXUS+PDBJ5+Sk8xm9PHH\ncOGFp7NnTzMtde18U1vDp7u+4cgDD8DvDGj0WmjYtZdNm7axdt17vLZ5I117e7j66gtQ3TBu3MnM\nmv073vn8E7pbUow+eSQHHjgM5SuuuuoC8goKsDHFHFeRnwzIS/q07dnFn594gpFHH8CXn3/Byi0b\n6dzbxXsffMZL69ZSPrCEQ/bbn+kzJkLK5byq83ByCvlqRz1zHllA/5IKyC6isHgYbY0pRpw1hay8\nQmyEEyKjHF8TlrX8tsGOWEj7snR10gnIT/rkJz3ykz7Zrk+W45OUgS6PUiY/J8CUSEb7tP4ubW6t\nQ6GPd/FUAi9wiZd/hgZYRoygHXD4NzJp69CkZJpoA3Bi57bGOMbmxe9DyIARheAsS6tdbJ27kpD6\n+rPdgIQDSUeQ5QqyE4LshCLbVeS4HtlOiiyZIim6SYgUrs49JzB5O1pbQfcv9z2PxoZG3nj5TfhX\n91N2XRfHTRiN0YhGCAGRdZkRYawxbD6tbAafFX0gNKgyZiCU1PFSIExM8n3PxJNdHDtiYQyBE9Fn\nFnlIdMlWoHR2o/CUSfCx1IUyyEwH4K1snlV00f82SVwS5j79LMs3vcmGTe/S5DezYaP+qYD7fjqL\nHTU1zH1qEZddPJmKspLQqRB2nBb94hAoxdz5z7J0vS5j+vnP7sDGwMOfiDAWYXsMe6EDo2JGSkY1\nxeHsNZM1ZgB7J9rJQOE4WpgjMHROxt9j6Noqd1l2QtNS5jtMVnS0aLQj5ikV0rUhUiYSfbHoy3EM\nPRyjf3WClokxhzWU0UsX88RQtIhutmVtsIImSGx5q31JadpAuroZhmNaQVrVMvuO+r32vo+YxaxA\naM9ZMwuOLoeKOaZCWgfNOov6+wVEG5hF6EHAc8/9hS2fbOW4g0awcOGfqZo0gZLBgyzPzaIlf+H1\nrWtRSjHrxiuxNafWAdOqWS8wveo8SksHM63qPOYtfIHpVRMZUlbC9KqJKKWYNvk8k7cRMG/Ri7y6\neQ2guG32VcRnUU11LfMWLGX61PEMLhkUsUDCJtPo+75g0Uu8umkdW97+kCa/hbMqTw4TxnZV7+aZ\n+UuZed1F/OmxRYwddyoQ8OySl6lr2wMdiuHHV/De9r/SP6sfl15+IeVDBuEI+PVvHmfFhnW6pWNX\nI/2z+3HhpLPQ9KTegIcMKeboYw7ms2924CmP+vpGup0UNXvq2LZtOwBr3n+HU0aMYCQHg9CUNcAT\nTyyjtbWDpWvXcspRIznlqJG0tnUCgnvuuZr77/8TNS31qHYYM2YUICgvH8w9P7sapaDbVyB8slxl\nGEJtJBY+9yyrNq0iN+Fz+SXjgIAzTq/kz8+/zomHj+DSq6YyoLiYr3fU0+0Lmrtd6EqwYN5S3np7\nNZ1pyegJF/Lqc89z3DlV5OxTEtL/2Cn/PV+WkdL7rTXose5RTkBeUmdf57geWSaWjIirldnIaoQy\nbd6jElou1JFaTEOvaB+hfEzJQLg2ie0x0UXEIbGwmIuMUF/8HLEr0yyNOV+4j8XGFgMEBuuG0U9r\njC2HZp9dwoEsF3Kc2D4aNmX1EXjoimwPSRoZeEi0LUlboGnfvq8b5fg+Kvj+dco/CClPrTqfAQMG\n6IflR9DcClIoYwwRhhKwG1w8My4IdCawp70ImwgUR172gaXTadKpFD09PeZPIkzo+tYDNSUpYdKX\nzQDWUQKUQZ2+QZ0pz6cn5dGTSpNKeaQ9jULTfoDvRdKhfqAYWlFOV0s3l0yfguM7XHLxNFzf4eLp\nVRQWFvLfD85h6Vuv0dXcw6mnnIiUkl3VtfzuwcfZf7/h9OnbD+kkEU4CpMPw4cPpbOrksktnUNSn\nL5jxKiOLqZAxJKxI+wHptE8q7ZEKkbEKY8f21llHx9oFKSLEbnvsOq6LdKRxhPTvEwlbV5wwSNkc\nG6I/Y3CxGdJ2MdhsbDf8jC4Hsg0qPPOYQh4hHKf9jXXGdCtQbdj0/avhj4/MYfjwoRQVFYaOgj5B\nlLEZIoZwtho8IeIIWTc/cYwxTrguiYT+aTPKHceJedAyEjwREUUcImaLpkO1Mn39tszMbjzx+Q8K\n15W4jqS+vp6nnlxIRUUZhYWFJozgU1w8kJ7mbtLpFOu3baZzbyfHjjgizFIvLyuhu7WHCyeOpSA/\nLxqrCek8POcZXt28iq6Wbk6qPJaH58xj+abVdDV386NRx1FYWMCJlSPJL8jTdcooKspL6GruYsrk\n8RQW5ll/AiHg4T8tYPnGtXQ1d3PiqGOorqnlkTkLGVpeQmtbO4/OWczQilKOOPwAulp6uHj6BDr3\n9pBOpznwwGG0tXcy86b7eXf7R/ztwy9p8puRaUHlCUcxdGgJa1ZuodFroaK4jMMPOpjrbryEwYP7\ns7u6jt89MJe9TS0MLxvCZZefTyJwueWWSygZ3B9QOI52hupq97B27bvsrt6DF3iQD7leDq5waAs6\naW3s4IgD9iOZleCmm6Zw4QVnUFSUT1FRPqNHj6SoqIDNa7Yxc+YUdu2qY8XmjXTu7WH48DL+/OfX\n+PSjr0n0d0m1BWzevI3hw8tobe3gD39YwAH7ljKgXx5NdTU8+ad5HHZgMYP755Cfm2DrW9u48vIJ\nHHZIBRVDy7j1tt/x0Y7tHLL/gex38EE88vAiNqx/l7fe20hzY4phR1bSt6RC3+uxk1jx/HO88/7r\ndDf3MOzIUSEFrchkjP6egY6j5iihSb8cgWkn6JOX9ClIeiFSznJ9XJPspTB7piIyzob9Co2zYYcj\nzfzAoOQE6SCBIloPkUGWEbAw/4vv5dFQYxg7tuXH/fTvoqz1sbEEUgsiMpC0DQ3atzSMh09ewtes\nQUKQnZDkJiU5riLb9ch20mTJHpKiG5cuHNWFUGlQHkHg4/m6JDOd9kh7eg8MfJ/mxibeXL4G/tVI\n2cdw8EFk4HxDW9tyHH0TROgh2PimRcQKk6CjLN2qpQu1/rG+kVLp5C3fyDv6vm+ShMwNthShY29u\ngG86/iCsBKgFUTapySpYaZ/Intd2/XFipVi6VEAQGOnIgQMHc8uNNyCl4MijjkJKwdFHHYUjBWk/\nYPq0ySgEl86oQhlfcc6Ti/jL2hUoBL+49y7tNAhQAZSUlPGzu+9CoWsKw/aKhBHW2P1V4dvGPiSm\nyQIxNGcntYiuMs7hKETYaUjZEI2w8ZuIqYg4LhVSZbY+T39/lDUp0bEpWw8bUamZ322vK6zz861B\nlcgAAhmjoUy95lPzFvLS+hUA/PT2WTGlSRE6BPo/LXmtEYCUmi3pvVfZcdn2j9KxiSA6eUspgXQC\nfF+L4dhwQJgsF91eQwaFW0l4gdopj2WEhjGdyCnZvbuOO2+/n4buPaDguhuuMjXYiuLiAVxx1Qwa\n6/cgF0J7Wzs1NbWUlhQjhKC0ZBA3zbxCf6/daWODmFZ1HkIIpk0+D6X0T/t7i3JU+D89F0pKBnHr\nLVfEnhLhkdOmjgcBU02m9fyFS3l149rwYl/d9BYIwW23XsZtt12OQPDGqs0s37iWggWaXq/vaaTI\nKaS8ooQDc4YzadJZ1NTUsWTxK+y3XwXVm+rIy8vm+hsv0cpnKBYvfpmX31qD6IbJ553NyBGHMuKY\nQ7CNbZQS7K5pYMmSV6mvb2T5a+tJ9HE5oGQYQsA3u2sgGxJdCZrz2vjq6xoavRYKn8zjvnuviq5U\nwYoVG2j0W3h1xQYuvUQnvP3kJydy5ZW/4KOPPyOV5SFqBB0dnby5dRMbNrzHsKGlrFy3ibbWdm6+\naQrXX/NL6roacaXi3p9dyao31tPktfDaaxs5buQhPPHkMuo6m9gnex/GXnAu8+YtY9XmNRxxwHGM\nPPo0Rp0ziZYel2TfIYy59BYCJTj27CpSvmTk2VVh/Dckhn7AS3znv1XGL7SQSIA0DSsIM8ktHW33\nHzOP4w4yAilV9BbYLssxOjQOouw+IcMQlCI2ttiCEuF61z81IDYVGbHTxq9RxX5aFNx7P4xrmgls\noptmDbIc3UM6y/H1PbE63coDXxtfVBpl36RDm6jtjkLnfihcu09IQdLtRdn9g9cPQsrnnTuBPn36\nkfYUnhdopZdAb2jKUHG+KcXRBtkj0ryOHka8HARzeyIRiSBcfL7vGWlEFcY3pUHAkWKTk/FUBCE/\nEd58+w4lJJXdbINYj4yYpxbGXK3Kqf2Mbd+nkbQN3hcWFjD65FEUFfUBqUXZhw0dRufeLi6eMY3c\nvAIt5JHWtcMWlXuWaVBWyi5SIrNI2BrB0NOTEsdxw/7AIZoL4+pm4tsFYCdn7Lqt6lXY5IHo/GHG\nYWCfUUQDhb2sY8jcLl4sU6Iw2cZ2EUcLUX8mKmEIY/+mNClc/EHA0KEVdO3tZvq0KgoKCsPvUWCo\nfmGu2zwnGc9eF2GdtP0O2yxF12NnxnR1vbYM2RWtVuZkLOKw45a9V70XiYJdu6p5+OHHKSsrJTc3\nF9/zwrIwlDbId91xP3WdDfRxiujbt4h99x1Kfl6eQR+6zWSfogK2bfuY9R9tobs1ReXxxxjUL6mr\na2DuU4sZWlFOR0cnj85dwLChQygsLKCwsICTKjUi3lWzm/mLnmda1XmUlg3G+kpK2VKPaNuqrqnj\n0ccWMayilKLCfJNFDoWF+Yw6cST5BbkEKIaUD6arpYfJVedw2OH709PSQ9WUsRQUFQC6V/mGDe9R\nPrCEyy4+n8OPOIg91c3U1jXwZf0ODt1/f04/fRSPP/Ysy99aQ+feLk6qHMllV0yivaOTp594luHD\nyjjyiAPoaOqgdNAghIC+/YpYMP8lcnKyWLTwFYYOLWXJkldZsWkDHXs6aaeTof1K+M//vJFdu+ro\nbOvh6EMOZL/9yjho2FBumDkJx3O47NLxtLa28/v/XsDw4WUUFRaQlZ3FmtfeJSsryYknHs0554zm\niSdeYOunf6VPdiE9rSnyBuRwyP770bm3i+qWer76rJp0lsfBw4fz8Sdf8c7nnzAwZx/uuecqiory\nGTaslM693Uy7aDw5eQUMKhtCe3OaK268lpx9yigqrqCtKcVJ503n0JPGIHKKSPkO6UDiKYkXSBK5\nhQw7ahTJ3MLIT7b7VPy/fqCRtp+xKlWBEkbNSxsjIWwCn84g9ky2tefHsqdFhFCtwdSqZFo/O62S\npIMkaZUE4cTQsYj2qpjfnvHGaj/0Rrb/8IrsEoztEzHjL2yui9kjiJJnHaGT9XJcU2Ps9pDtpEhK\nrcQllIcKPAI/ReCl8P0UfuChTEKqBRsWbAoBrhQkXElWQpKTlORmuXS0tvHSi2/Avxop96R8elJR\n2Y3Ny7IXaBOzNIcetYOT1jsJH2LspYIQ9emYs+H9YxDAIpr4y0ooChFtkNaABPoOESX3Goyg4obG\niCfEzmmNrK1JU0LqsqvAOhAR8hFCkAgCAuUa5KkL5YWpAx1cUsZdd96OH0B3yiZm2fEYHCqk8TCN\nWIrZOTX1GcWKFfr6HWnr+aLj4uVXSmhhjtCQq1i5kupdkhNlIjpWjc1YcBXCPjLvb+g8mT8LSxVL\nlDSdYcx4EbYO2FrsWFa2ue8yUDgBJkPUCojo8wwqHsxtt81GgCl9EzHPWU/+XdU1zF+wmOnTp1BW\nWgbCZPLFsrpRUF1jjptaxZCyEu1pC309YZ9m6eAQ0XWeH0DaQyGQsQxu+9aXb+6vrzvFzJ+/hBWb\n3sD3A2688RqToBWEmd3PPbuUPekmBuUO4MAD92Pzx++Q92we119/Ga4U1Nfu4YXnX+b8iedw4cSx\nOFIy6fyxhsUR7N7dwK13/Rt70k0hZb1iyxqEENw++zq7P6KUYv6iF3jVlEfdMfvaUJjCiqnEKBEW\nLl7Gis1rEQLuuPVKaqrrmLdwKVOnjaekdJAW40FRXDqQm2ZdGuZbzLr1MjDle4EQzF/wEus/eocx\nlT9icMlAEJL8glyaVRuFspC2dq2od+Gks9i6dRt7UnspLMhnSNlgfve7x3ljy3pcR3D77Zdx7bWT\nuPGGX7G7cw+vv76JRF+HLVs+oMlrQQiYPm0snZ1d7GnYS9rzGDJkIHfe+Qe+atiF1+mTTCZodzoZ\nP/pkjj/+cEpKBjD3iWXsrmlgxZpNtLZ28pvfzGLFio3srK9lZ2stxU/25667rmD69HEEgaK9rYM3\n3tnCwKx+XH99FQDXXvtLakQDBxQWM3PmFHbvbmDDhg/4+c+vQSm4/5dzmDFjPHfcdRVpH77cUccz\nzyzjzInnk+xXyp4uB9GnglNnzKbblzT3WBQswj0s3Bpjzu//+mX3NjNJvAAUusNTjqcFTNK+Ro1C\nBIiwo1QQMnWGEIsJ6WAxcQwt2w5OvZwH9J4eh0nReKKjev/eggoIgXXGHbGAo3cVdHyPjI8lngWt\ngKQIyHJ8chOBpqadNFkyjUOKSNxEGb0AHSNGmes0Mrx6S9MAxzV6CUlHG+aEI0i4gsLc5P/rCYWv\nH2SU0+mAVNrSevZmmIs1KNnKHNpOQgJQlpomzk6oGEK2aQQRraKNs+2p7ISfC4IAKQKULQeRkkBK\npHKQMlKICRRaEENYYx29AysdGUM+9iHZRLFA6fpUjQ5FWO9qEb0Q1vhoqh2THIFBrFYz1g80q5D2\nAzzPlJGZhRFOZCfSYI0jVms4oXdWocgYc0ZtNHZqW4pSHxWXoQufm8pM8rK8kDXk5kF9y0tVsd1C\nmQkaKIk09zVCyDJ8xmHyltJ/l4GZM0rfurBBeWDKfqQOI0R+nB6T/m893nkLlrB8w2soIbjzjtv1\nd8rYgzZ3Yf7CJSzf9BpCCO68fXY412wowM4jhWDHrl3MfWoeF100jYEDi7WgijHykf60ipwXEy+v\nqamhtbWNw8sPpbW1jV07qykuHhRjiWDiRK1udf4F40FB3nO5nD9xnJ02vPjiK6x6bz2OFNw083Ju\nnnm5SbbT41vy3DL29DQyILs/06acHz4bS1Nbv1cBU6rOQ6GYYmqQo7sRbnHh2KdUjQUB06r0WOYv\nXMryjWtRAm697UoCtAiCb9ksBDW761iy8BUmTx1LSZluYDF56lhAMWnS2XhBgJBQVTUOpaC1tY0N\nH71L7pJsbrnlUm677Qr+498foa5uD7W76zn11Eq2vr2N004/ASkF8+e/QkNXI6pZIQoFfdxCKoaW\ncnDOvkydeg5lQ4opLMhn2Wtr6CbF12t2k9UvQY6fTafsJpVK8+MTR3LmmaP4xf1zaG3tYPV7W8n3\nc1FuwNatH7NzZy1jxozizTe30L9/EatXv82ppx7PsccexkXTx/PQQws5dcRxnHfu6Tz91FKmXzSO\nhx76Gc88s5SLLhpPSclAnnpqKY2m85QAXlq7luaWDnLz87hgygT+9NAiXl33JnWN3Uy+6ae0pVw6\nPJfOtEuPb+RjjeRltH7tzyh22/tv0WLs/Yu/d2Dmr3wl8H2BCCDlSzxfREyd1L3uba2trU12pUaW\ndk1aalgJ/XtHRKE/GXPmw4lp/0lkKEVsbPZSYgA8A3DZ7wrXYPxDseOir4xKaC0o0J+JwjcCrfmt\nBUDSuGiDLFVK5+vE29ea8kTAJKkarQNls9QVLrquO2mQclbCISvhkJv1/Y3yD6Kvx44bS9+++8So\n0DgdqulmP9BwH2GkER1LB8ZS4FWEoiMEEimPRHSG1T+1PpYK0VQkQO4bitzWLBPSlDbL1jV0b1zJ\nyZES13FJJBJhmVCIz8Oi80gJRttGGdGbjmsaZ+gkLRtX8AJLT6uwjEm/tdMSTkrZmxKNTyprBKIJ\npn/7bWOplCJqImERaWRYoyKK6N6GSRHSieKrRlXNnNpMWMLJHY0t7s2brd46EEFkWMNGFuZcGco7\nSg/EhiFAZJTJWURu51jU09kPk9v8QDGkXJf9TJ48mdzcvLANYZAhpBJQXl5Od3MXkydNJi8/PwxF\nhGINgW5T53k+//2Hh3hp3XLa9rRzwvHHx0r2LNMQKZT5gRbwRynmzn2GNe+9RaotzRcNX5JqTXPi\niSfguA71dQ08+fRCDjvsEE477RTy8/MpyM+nrKyU559fSmlZKXn5eZSWDqanpYcLzj+HwqKCMOnN\nvisqyki1p7lt9nWUlhZTWJjPiZXHUlCYH3OuNJtSWJjPqMqRFBYVIARU19Ty8KPPUFFeSkFBLmH2\nNIqiwnxOGnUMhUX6PEOHltLV3MPUaePJL8zHV4p0EJAyIRshFHPnPMsra1bz1hvvUDnqGPIL88nL\ny6V0SDGLFrxEaVkxLa3tLFr8ElVVYznmmIPpbO5m0qSz6Ozo5hc//wNf11Szo7EGeuCrr3fx1x2f\n4XgOJ510NLk5STau+ZAhQ4oRacF++1fw3hcfM2RAMZ9++hXZ2Um2bfuMIYMHcWDFUA7Yv5yjDzmQ\nn/3sCrZu+YRdDXUcfMBwdu6s4/k33mRvbSujjjmSm2+awodbP6fRa6G7JcUXX+zkox3bqf2mkZ1t\ntXz6wddMm3YOf/zjQl5/exOH7b8/X365k5ffWkdXczdnn/0jfvSjYygqykcIGD68lO7mHi6eMZ7D\njziQjr3ddPWkeX3LJnZ9tZcP3vuEluZWSioOYL+Rp9AdOHiBxDfSrLa4QRIhSAEhKu3tEH+Hrf3u\n1/c40C7j3IRO+MpLBiRkNCaF2cOMUY4Wvwq/wjqBej3pNZ4OEqSCBCmVBOIhNklmolV0jr83/jhK\ntr8QIUOn99J4Uwmd2ClwJbhGk1rLoJqGOehwqERfY7brke165DgpXHog6CEIevC9FJ6nM6ptYm0U\nStSDFubi4wJEUujvdqQFFnqPbdzTwuJFr8C/mr62GdeWIg43JmOQlbIG0tfo1iTV6P7KBiGGxiMw\naDqTFsz0rwJsjpxSvvFSfIQv8WXM2JtgvEasMswWtkk9juMYbVrd3MJqbjumllkZcQedDW5F/vXN\nttNPGbQeZt6an5riFvi+1psm7RMurdhDs1m4EgfhEMZjlDJpFeFki4xg6CpaVKYigy7Nd8RjxdHk\nzXQfw1iN1A06MNcRTiz7iiFolAr7mCoVLRyLklVslWhjG2SMMzLElrYmWln22lEEfoBntGHjsexo\nVBadWYbCeNhCsE//gVw/cyYIQXdPKvTOQ6bB3JsBAwYy84YbEUDK82PPEDyh6zF1KAAuvPBC0p5v\nfnrhfI87PjoW76MCDyG013zBhecigB//+GRWr15HVdWFJJNJEPD8C8t44+3VSCGYecPVBJ6iZvdu\n7r7739jTs4e2tnby8nI599yzufbaS3Bdh9219Tz33EtUTZ5AWelghJSUlpZQVXUuCxa/wJTJ52VK\nYZr7akmU6l27mbfwBaZWnUtpabGmszeuRqmAW2ddiQplcmNve78zfurN1gsUKd+sUSG4cPLZbN3y\nIQ2pJhYteImbb7sCL1AsWvAyb2xZjx9oWdQV69fy9pYP+O1v72TWLZdQU1PHrbf+irquRor3GUAy\nmeDU0yrpP7AfSimqppyNUvD665vZ1VDL9p07yC7K4ojcgxhzwkm0tLSxYtN63n57G3uDNkYfNYKi\nojwuvXQCUuoyp/LyQXz+zTfU12u5z76ygIbuZrZt+5ybb5rC/fdfy733PsyYMZWUlAwA4KijDuSP\nf1zMffddgxSCn5xRycaNH3DG6ZUUF/dHAdOnjzX3xVZ6CIaUDeKSGeN48qmlTJ0+ntm3X8WGzX/l\n/Q++oLm1mxbVRvHg4Zx0wRV0pF3SJvYqhK4Vto5vxnP8v3j1PrkllMI/aj0HpELLs2pWLzS4QWy+\nAAgVVSNgkqWEwjfXFRp2a4DDmnz+Tow4c88KNbwz/vxtRTu9j+hJH5/PUmrFMSl00pV1vkPJG7NQ\nHOHjiDQOPUjVTeD34Ps9BH46prAWDU8YQBHaBxGvMrIgFXypCKTAdyAItAb59339MKMcGiqbCay0\nIpKXNuUvxmga6UsZM8oRyjIo0GT5ZRple+ON8QlJkjhq0osiLKMJ65d1OU9c79QmQtmfOr6n6WjX\nqFS5rqsNmhBhwpUi6osazgCEaQYRa9JtRu0rCPzIQdH2OKa7GkSNCezY4xjWtjC0Ey1OUVsnJbJp\nCok09XbWYBh5yl7PK+6FShHFroRlMew4bCa8NYDWG1bmLCK0073Qsv4PmzBmrzH0gmPGMTLidmT6\nHH5gMz0jhy9eX5hp3DPPHY7AeA1WlENLvlq6XIXXECaPhCIhEsvQ2Phwv30GMHPmTECRTnuxuR9V\nDETOqGfur8PgwcXcMmsmjnQ47rgRMXZIcPHF05BScsGFE/VawOf555bRmG6if9Y+KAWr3nmLQCmu\nu+5SAJ597iXeeHsdQkpunXUNGAS8aNFfeHXzagBunXWNuZMiovqMIzV/0Yu8unEVArj11muYMuVc\nFIqqyeM0QxXT7LKbZHV1HfMXLqO2toFVG7fQ2t7Jz++/mUBhjLL+jCuhuGQAt995Bb/+1eOccuoJ\neh0EignnjyHteZwz4QySruSdrdu04V70ErNnXcqSxcvZ093EPok+CCFoDlpZuvQN8vJymDT5bEpK\nBoGC0047nnXr3qFvvyKamloYN+5UjjjyAHbsqCZ3cTZnnHECa9e+Q1dnFy+tXRdew/Mr36S7IUWy\nMMHOnXV8XP0Vp4wYybZtn1PdUs/lV9zP4YfvT11nI/fe+zD3338NoDjqqANYvvyhcI6vfH0j9V2N\n3P/LR3joj3dz552XA4pdu+qYN+8lZswYT/mQQVTvquOqa35JfWcTXgA33Xo1r6/cSJPfwsCsQzjs\nqLMZeVYVTp9SOrxI41kIdHYuZU/2FQAAIABJREFU8fX03a9/8Kd/+hXuuMrsuEIihBsZZCHDcJNd\nm0KpSB3XOLUoo4GNMlnMlso2jKMiM8HLXv8/uEZlnPu4a57RBcAg3egvFoT10vO2GeVKh8l8TGKy\n0GWnCoErAxyRRtKDUN0Efop0OkXaSxk7YNQThQZC2gmxzsq3bZPvK3yptJhKYGR8lZZ2/r6vH0Rf\nnzlmDEV9iozAvmeyo/VbKd0tRAfATba0YyhKAWDRhS4qtw8njmZdk2HtOG6YAWu7EUXZxBFNF9Lb\niHBjt6gqDGHE0GBYUmV+bzfn0DgYwxTqPcfoQy0QITM226gIXmTQ+dpGRE0mwklmf5+h5GTHEsnC\nxeuLbS1qJOYhwvKtDMMUTtG4uc/0SEPELKKNOHwpiwHIWDGhZxv/pu/YQex1WIoqPm4h7Fis0cx8\nR/eBWFa96HWcCO9ByFRYx89kT0tbj+zE6oztfY1566E8pbTOwbcdAmU84lCqL+bl2y1NoaitreWZ\npxdQXl6uKWcp2V1bx6OPPqlrrPsUUdSniFEnVpKXnxvS4UPKy0i19nDDjVdz5JGH09XSzXnnjaWw\nsJD6hka2bn2fffL6goD9D9jXUNRQUVFGd0s3VZPPpa2tnT/NmUdFRRltbe08POdphpaXUVCQx9Ch\nZXQ1dzF16nl8+tmX/OyeXzNt2kT2P2AYu6preHTOQsorSmhr6+RPjy1iWEUZ8xcuY/nGtbQ3dtIa\ntHPg0GH8+NRKfKXFa9JGfzshob62nvvv/QMNXU30tHbz3taPKC8fzODi/ow49nCKivJIdXWzu6aO\nAQV9EQj69Clg0+YPaGlow/cD9vqtDMrpzz79+7Lq3U107u3ihMojkQLmL3iJj6u/wEk7tIp2nLRk\n1IlHUViYx4knHkV5eTH77VfGO1s/Jkdm8eGHnzNx4o/5+L2v6JDdDNunhJtumspHW7dzww2TOfXU\nY3lxyRraZSf7DRlCe1MX9T1NrHv9fVZv2Mqq17dy8MHDeOKJvzBsWClHHXkgq1a8TX1PI90tKU46\n6RgAHn54MX95803WvPY2Pzp5BE8+vYx3tn9C/6x9uG7WtfjJPhQVV9DSmOLEcy9i+PFnkswtxCqX\nZ7AT0dL7hzA5zmZ8bzj9HcfFV60U2nAlHCjM8ihMehRkpUkIH9AsUBAEWjHQ6DYIQUgRRzrvmopP\n+ZIe8+70s+n2s+gJkgRGOCkcfNwRIcp7sU6CFUkRxrm0KltJ6ZtSJf1OOmmyHI+EkyYpPRLSI0um\nyJJpkjJFUnaTlD0kRQ+uSOGKNAnhkXD0sfad46TIcXrIlka3WgQ4AlxH4DoOCatyKK3+vwULUWKq\nFUpSSgMm7dA4BLj4JPFJUtfQwovPLoN/NX3teSm8dHdoZDSd56PwQQRhRpreUBVaKzSKxel+uUGE\nWExpihPbnDPdwhiaNE8vMiSRUVEqIPACfDwCx8EJXLRiVHSyDLQWoyF9g+YALaahnMgghHRg5BAQ\nM/LffsViDt/h30aIMIgMUYYRC3EPlt6OJ3XFjVscTStT56zsGMKvV9EwzCTHLu7wpkY/w2zuGMus\nv1rFP6SfQ+wKe2c4xm+PRvICIYJwPYZGPobu6E1XmfNoj7RXB6nY361h7i0M0BthW4ctjpjtccSP\nsT66EBlJYDqEIoyEp9Jp2ji8+MIyVm1dgxCCW265HuUoFix8lhUbX0dKwZ133RpzbCKHUpoSLcdJ\nUFI6gBtuvAY/0NT6c8+/xFsfbMbb60M+fPLJdh544BeUlRZTWjaY2bOvRQC/feBhVmxeFT6JFZtX\no5Ti9tnX6DCS2Tx+9Z8Psm3H37j55vuYv+B/WLRoGSs3vwXotbpi0zoEps2igCMPP5BHH3uWc889\nndrddTz19IuMv+Asigb0QynYXV3PfXf8mrrOPRTnDUAoWLlxHQQ+M2+cEa7rF55bwVsfvkO60SPR\nz+Fvf/uSLxt30rW3BzwYPqyCX/32TvzAJ3tRkpN+NILfPTCXqVPP4dRTj2Pzpg+5/IqJbNv2GVOm\nno3jQF1dIwsXvMKMGWNZuOAV1r7/Ll11PTQGzTz44BIef/xe5s5dymWXjWfuXJ2E9eqrG/V8KYCg\nWTF69DGAoq2tk20fbacnleKb5hruu+9hmrwWWlvaKSjM4957rmbl6xuZPn0sAt1Tuq2tgz5OIfXd\nTTz19DKmTB+P5wtOOPlEnnlmGaPHX0BWvwrOvHQWnZ6kMx3tYb0KSP45BPy/gc0xg2ebULhSke34\nJB2fhPRwRDrUmPDC0kmrux7tgXpvNqE70+Wq2xN0pSU9vounHAJ0eSjm6Ph2ZFea/Z2K/UQI081N\nU+FJGWgjLNM4QjdDsn2z4gye1rZXhqkNTFtJu+9IMxZbRa3fSemTZQyyK8AVDjgCpRwTWjT8r69M\nsq7SPaPjGgbhDdZyo8qTeIFDSjkklEO3krSmvq839U8Y5XS6J/RwYv4NwkgOSkcahIyhQrS8WFR/\nrAwC1QpQrtQI2XVcbHo55uHoGKPh9IXCUb3mpHmSfuCHajKu46ISqtfcVSGnr42ARrbCGMco1Ck0\n2jJeUdTEwXxSQKSsY4cQN/wQL26Pvj36QBifxNeo1aI5xyG0gXED2ot6teO340WBkhrjhiVeKva9\n5iVUzNsmQu4xfBz7fxV6tNYniRFecTsfLvIMg5jxiBRKBEgVG3N0CUAUJzJXGzo+9tjeynARGxKF\nKOLPSsfB4wY5op0hM+PcLrzeRtleoJ3T9m8She872PK4Cy7Ugh0XXKClK6urd9Pe3s7JR47iooun\nRqV8GRBJ8OfndOMJKSU33HQt+D7KOBaTqy7gvXc/pI56gr2KWqeeG264kyOPPJQrr7yIIWWDAZ1Z\njVJUVU2grraezW+/xymjj8cPfOYvfIEVm9agUNxx+7XcdPPPEX0EixYu5YILzyYIfEaPPo6XX1nN\nUcMOpr29EwTccduV/Po3c2gKWnjzjY0gBK9tXIsXBFxx/QwCFC8ueYU96b0U5/Xnt7+9DSmgYFEO\nkyefRUKCaxyl6dPG8u47f2V3UQODcvpz1VWT+MOD8+lwuqjvakSh6E6lKB7cn6tnTuPh/3mGVVs3\naaMhJXuDFrZ9+Cmzb7sYKQW1uxu45eb/ZHdrA+vfeo+DDhrK6KNHcMopx/Dgg0v45S+vYciQ4tAg\nH330gaxf/z5nnqljx+vXv09dVhMPPriYRq+Ffk4RnbKLoYNLSSYTXHfdZN5//1NaW9t5aZ2WM71o\n+jiefmYZF100lmeeeZm1H7zD6BEj6FOUx5SLxrPPoMFcf+vV/Oo/5rBq8xqaulxOmTEb2wwiiK+t\n778v//1X3Bv+AS+7epXSa8wxSVDZbkCW65N0PBJCN17U+6kxyiaJVucAyQgoCK2USCBJBxohd/sO\nnZ5DT5AgrVzdWtasaWX28AzDbPYfa5ADI5IiFGiZAGXqiHWzhxy3B1fYHs6+7v0cslwgbOg0HkY1\njYRs/3khHKPwqI2yayRHE0LpzHEhcYTOig9Co6xIpX1E2uxFvsJXfphYqlX+NCPsK/CUQAUOInBw\nzLu95/+Ivv7JGT+mb9/C8BFbz0TT1eA6koQrdAceqXWHdRxBmUsLtHGVIqIZpW0cYbwYESMHFZHm\nqjDZwm6MPjazXMs6BiauHdvQMxBTkGFAMyZsHFAa5O6YTinSUNZaXEKGCDb+PeE6CRGnrX2NYs/h\n8YbOD+nzOI0bHgmWLrWMQEbpUvgSva4pc9VnfE7at8ww7NHY4h9XsXP0/t6IPbBG0LZIk44TlUL0\nYhNE7FwR/R95mTU1NTw25zEqhlZQVFQUUvWZ7EHmNdn5E4UZRPiMQtpaZooVxBtGZNxLe95YCVKm\nQIsIr1nfIe0c5OcXcMIJx1JYWIAQgieeeJrV767j0P0P5axzxsTmmJ2DehxDh5Yb8Y0LaW9v54nH\nn6G8opzCokL69C3ipB9V4nV4XHPdZXyweRtf793J9u1f07a3ja3vfEBF+RBKS4oZVTmSgoI8Fix8\nkfe/+Cvvbf4rlZUjOOKwA+lu7WFq1Xhy83Jp2tvC0MFlnHbGj3j55Tc4/4IzeWX5ata+v4VUW5pP\n676mq7mboUNLWb/hPcoHDuass0fz4Qd/o3TAYKZcNIG8vBwkiqEVJXhtKWbPvhgpBEsWL+e0047n\npZfWkJubxaLFyxk+rIzy8sEccMBQ3t/8CT/72bW89toG3t62jeNHHoX0JHv9FlKtKY47/giEgIqK\nwaTbUkydeg5HH30gDTv3sre5lZUrN7LytU08/fRSGrr3QhvsaW1me81O/M6Aq6+eyIQJo3n22TfY\nd98y5s5dytI1a/ho63YavRYcz2H8+NGccsoIultSTJgwmm1btzNz5iSKcgoZOLAf2+t3QA9kZSUZ\nO/ZkHE8yY8Y4nnlmGa+sX2syrMfS09LDhAmj+eKLXRx2xEFk5RbS7Un6DK6guSHN0WdNwU/2DcU0\niDEk//Qr/tF/ZJBF7P0PTiQEJJyALEeR5SryErrtYK6rS1nTpvFNylN4vtBvJVG4KBIEJEgrh3Tg\nkg4cenyXLi9Bl5eg20+QVgl8lcDHRQt2fPeQ4tDOjksK7TAkQ4Utjxy3h2ynh2ynm4RIm8SsNFKk\nkcpH4mlDbXSpNaq3PQ0C4+TpUi1XghsqeGmD7FolMiG04ZYuQiRQlnrHwVe6I5/Vm9AVGwYZ4xpW\nIIFHAk8lSasEaZJ4JEipBA0Nzax7+UX4HvT1DzLKZ595Kv379zUXCI6j21i5pkA64UoSCUnC1WjZ\npqdLsymGQXhXhkYOi1ZCtSztoXmBHzYGUAqEY3WaEyGqRkXxQIumhPVajGSNCktjfDMJogxeW69r\n3wIRinRkbMix7O5oc86kJO2ur2MuEtdoQVuZNtHLAMteMWNtYKPr+RYujS3GULQlHv/stfD0JI8r\nn0VOgIgZmV4fwX6ZdYTitHBoiGOlDdpIxzssmZr0IIq1xEf2975yzqNzWLFpBd3N3Yw6cVSvfSii\nrSPDTsyw9oIPInqW0pS2RdcSyWt+u9NT1FgiLBUzcpxxdiKDEjdo2jo8Q4dW0NPSw9R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0y4k67VpcycVYcAHpg1AYAbbrySG7iSxx+/mz899RLL3vqApqYLPPrje1i0cCU/mDSN/EQ3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CCWwlPY4/hhH9Os+E6h4+ZNrPvRclLDNh9isbZyHjrRpxHaI6YEk0orYFBRK3oyNz6a1U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\nUq6gfC3Xci3Xci3X8hlS/j8vTp7cfDK8FgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plt.axes(projection=ccrs.PlateCarree())\n", "ax.set_extent([70, 140, 15, 55])\n", "ax.stock_img();\n", "\n", "ax.scatter(data['经度'],data['纬度'],s=0.3,c='g');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "此外我们还可以对这些点做一定的统计分析,比如看一下海拔分布:" ] }, { "cell_type": "code", "execution_count": 288, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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UMn1DLG+qMftwWUnhHmd3DLRF+htum3ucSdqH9KiD4hhXAvfxhzEeTJp9WKxZ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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(4,3))\n", "ax = data['气压传感器拔海高度(米)'].plot(kind='hist');\n", "ax.set_xlim([0,5000])\n", "plt.xlabel('elevation (m)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ESRI Shapefile,中亚地区国家" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ESRI .shp文件可以使用Cartopy显示,空间查询可使用Shapely。在此本文使用Natural Earth的1:1000万世界国家数据[点击下载](http://www.naturalearthdata.com/http//www.naturalearthdata.com/download/10m/cultural/ne_10m_admin_0_countries.zip),演示shapefile格式数据的显示和查询。" ] }, { "cell_type": "code", "execution_count": 156, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import cartopy.io.shapereader as shpreader" ] }, { "cell_type": "code", "execution_count": 157, "metadata": { "collapsed": true }, "outputs": [], "source": [ "reader = shpreader.Reader('ne_10m_admin_0_countries.shp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Reader.records()`返回的是一个生成器,可以参考函数式编程的各种方法,比如map, reduce, filter, etc.。" ] }, { "cell_type": "code", "execution_count": 180, "metadata": { "collapsed": true }, "outputs": [], "source": [ "countries = reader.records()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以用`next(countries).attributes`来查看第一个记录都有哪些属性,注意,可以把生成器的next()方法理解成一个游标,一行一行往下走,那么如果想重新循环的话就要重置一下,`countries = reader.records()`" ] }, { "cell_type": "code", "execution_count": 181, "metadata": { "collapsed": false }, "outputs": [], "source": [ "c_list = [country for country in countries if country.attributes['ADMIN']=='China']\n", "countries = reader.records()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "当然,中国只有一个:" ] }, { "cell_type": "code", "execution_count": 182, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 182, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(c_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "看一下中亚国家有哪些。首先我们可以先封装一下函数,以便下次使用:" ] }, { "cell_type": "code", "execution_count": 187, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def get_record(key,value):\n", " countries = reader.records()\n", " result = [country for country in countries if country.attributes[key]==value]\n", " countries = reader.records()\n", " return result" ] }, { "cell_type": "code", "execution_count": 204, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cas = get_record('SUBREGION','Central Asia')" ] }, { "cell_type": "code", "execution_count": 205, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['Baykonur Cosmodrome',\n", " 'Kazakhstan',\n", " 'Kyrgyzstan',\n", " 'Tajikistan',\n", " 'Turkmenistan',\n", " 'Uzbekistan']" ] }, "execution_count": 205, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[r.attributes['ADMIN'] for r in cas]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "原来,位于哈萨克斯坦的拜科努尔航天发射场也被单独作为一条记录,我们将其删去:" ] }, { "cell_type": "code", "execution_count": 206, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cas.pop(0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "每一条记录都由geometry和attributes组成,将列表中所有记录的geometry循环添加到图上即可生成地图。这里我们更进一步把地名用text()函数表在图上。" ] }, { "cell_type": "code", "execution_count": 227, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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LL/KxJz5G55bOJZ0Pc2PI+Xye97z5PViWxZf+4Uv4AwuXDv7Ga3+DV/7mKwF4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\n1NfVH4PRDR7BUJBgKHjYNuFQmCRnElm5Wd0mIK2+VnxeHxq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ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plt.axes(projection=ccrs.PlateCarree())\n", "ax.set_extent([45,90,35,55])\n", "for r in cas:\n", " ax.add_geometries(r.geometry,ccrs.PlateCarree(),\n", " facecolor='green',edgecolor='black',alpha=0.2,linewidth=0.5)\n", " ax.text(r.geometry.centroid.x,r.geometry.centroid.y,r.attributes['ADMIN'],\n", " horizontalalignment='center',\n", " verticalalignment='center',\n", " transform=ccrs.Geodetic())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在我们来比较一下中亚五国人口和经济,此外,用经纬度网格对地图修饰以方便阅读" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "首先需要用cm将属性值和颜色做一个对应,我们首先做一个最大最小值标准化:\n", "\n", "$Y_i = \\frac{X_i - X_{min}}{X_{max} - X_{min}}$" ] }, { "cell_type": "code", "execution_count": 251, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from matplotlib import cm" ] }, { "cell_type": "code", "execution_count": 255, "metadata": { "collapsed": false }, "outputs": [], "source": [ "pop = [r.attributes['POP_EST'] for r in cas]\n", "\n", "pop_min = min(pop)\n", "pop_max = max(pop)" ] }, { "cell_type": "code", "execution_count": 270, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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myieAJcArgAumMcm95XnuonpQOWu3lpXRRjOlyrneRFRjSqkemK6DvENrvcra8QghKiel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QAAAC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\nNy0iAaqgAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plt.axes(projection=ccrs.PlateCarree())\n", "ax.set_extent([45,90,35,55])\n", "\n", "for r in cas:\n", " \n", " color = cm.Greens((r.attributes['POP_EST'] - pop_min) / (pop_max - pop_min))\n", " \n", " ax.add_geometries(r.geometry,ccrs.PlateCarree(),\n", " facecolor=color,edgecolor='black',linewidth=0.5)\n", " ax.text(r.geometry.centroid.x,r.geometry.centroid.y,r.attributes['ADMIN'],\n", " horizontalalignment='center',\n", " verticalalignment='center',\n", " transform=ccrs.Geodetic())\n", "sm = plt.cm.ScalarMappable(cmap='Greens', norm=plt.Normalize(vmin=pop_min, vmax=pop_max))\n", "# fake up the array of the scalar mappable. Urgh...\n", "sm._A = []\n", "plt.colorbar(sm); \n", "plt.title('Population estimates');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "看看经济情况,在加上经纬度标" ] }, { "cell_type": "code", "execution_count": 271, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from cartopy.mpl.ticker import LongitudeFormatter, LatitudeFormatter" ] }, { "cell_type": "code", "execution_count": 276, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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2g789JAUM3AXlXHbNleQXFeAur+LHuT/QqVOnBr32ihUrAHNulZUrVzL6vDNR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gdp = [r.attributes['GDP_MD_EST'] for r in cas]\n", "\n", "gdp_min = min(gdp)\n", "gdp_max = max(gdp)\n", "\n", "ax = plt.axes(projection=ccrs.PlateCarree())\n", "ax.set_extent([45,90,35,55])\n", "\n", "for r in cas:\n", " \n", " color = cm.Greens((r.attributes['GDP_MD_EST'] - gdp_min) / (gdp_max - gdp_min))\n", " \n", " ax.add_geometries(r.geometry,ccrs.PlateCarree(),\n", " facecolor=color,edgecolor='black',linewidth=0.5)\n", " ax.text(r.geometry.centroid.x,r.geometry.centroid.y,r.attributes['ADMIN'],\n", " horizontalalignment='center',\n", " verticalalignment='center',\n", " transform=ccrs.Geodetic())\n", " \n", "ax.set_xticks([45,55,65,75,85], crs=ccrs.PlateCarree())\n", "ax.set_yticks([35,45,55], crs=ccrs.PlateCarree())\n", "lon_formatter = LongitudeFormatter(zero_direction_label=True)\n", "lat_formatter = LatitudeFormatter()\n", "ax.xaxis.set_major_formatter(lon_formatter)\n", "ax.yaxis.set_major_formatter(lat_formatter)\n", "\n", "plt.title('GDP estimates');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### GeoJson格式" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "这个格式跟json没差别,使用起来只要跟shapely相互转换就行了,不过强烈建议使用[geopandas](http://geopandas.org/io.html)处理shapefile和geojson的读写,因为geopandas基于Fiona,较shapely强大。Geopandas的使用方式超出本文范围,将在随后的博文中介绍。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "python4oceanographers有一个博文,提供了Shapely records和GeoJson的相互转换函数,可以[点此查看](https://ocefpaf.github.io/python4oceanographers/blog/2015/02/02/cartopy_folium_shapefile/),文中转换geojson的主要目的是便于交互式地图Folium的显示。" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" }, "nikola": { "category": "", "date": "2017-03-30 12:52:48 UTC+08:00", "description": "", "link": "", "slug": "ge-chong-ge-shi-di-li-xin-xi-shu-ju-du-qu-he-xian-shi", "tags": "", "title": "各种格式地理信息数据读取和显示", "type": "text" } }, "nbformat": 4, "nbformat_minor": 1 }