稀疏矩阵的表示与运算.ipynb

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  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "## 一.介绍"
      ],
      "metadata": {
        "id": "PPhO0UDfON11"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "什么是稀疏矩阵，假设我们有一个矩阵\n",
        "(以下部分回去重新编辑)\n",
        " ![image.png](data:image/png;base64,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)\n",
        "\n",
        "如果我们使用一个二维数组去存储它，需要开辟4x4的一个二维数组。但是数组里有大量的0，所以我们有没有什么办法去简化它的储存空间，肯定是有的。假设我们用一个一维数组来存储这个三元组{(1,3,2),(2,0,5)}然后并储存上它的尺寸，那么我们就可以用一个**一维数组+两个int变量**来存储这个矩阵。那么我们就称为这个矩阵为“稀疏矩阵”。\n",
        "\n",
        "\n",
        "\n",
        "原文链接：https://blog.csdn.net/u011017694/article/details/109675024"
      ],
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    },
    {
      "cell_type": "markdown",
      "source": [
        "## 二.实现稀疏矩阵的原理"
      ],
      "metadata": {
        "id": "DNTBnce_Obhy"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 1.稀疏矩阵的顺序存储"
      ],
      "metadata": {
        "id": "iFZKhZRoOfYy"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        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ACEta6u8sZ+gPq2TZpgHDlT95viuqM97Okbq88VTtwDWSobsKloHdWoblV5eq/OE57Gxk+vf5cWnCnyE/Tc9f2z/8bYIuIeqBnYKk12bo8BTaj9bIO7PsZR8r4uZac/uY/XpTTd29QxS+EVpG9yI+mmuSGE8V5mcflYX9z6UpPywNseFdd/S562qK18kmnO5TVf5dVu8rZyO9nzz53isc6pjKjfRyjwO5WXFR/1e0J9raXG9Rte+tlDjV9TnfCW1DctCBVcfTtvPRrvxsevXjp3aHj5Q4OqJWbqAQtuOwAY33mcChqoPVHRt01X+Gwx2eETmbqv+gSlXkF8IQAACEIDA3SRw+8EOt+jwDlLrcBqTBE6HdXDCha9ymrSj5p1SUyp2/srGDR0uve0ePVEOmZbX1+k3+Sb/Ninokjto+eLY1mMdwbK2K0617evl5Kp3FDw17ykI82tmgc6dzL19Uoc2vioZygi309brY8miJbRnMb/XNbSJ0ad1WpOStn+G7XY5ivpVFybhgiKsP9y2kj2rcD9YOJfqUFmDclUWtbKuUSv7tVz9eR2231QS9h+9HS76lJ7aXml/KfBKdQ7aeP7YjCcRD308P+dMn1LpAetUtgucFR45MG1w41dHvwrsFIsvtE3nzfUp9r1YWLtXrS+wkT83TLHQNq2gNGhojwQ824VpWCrYtnmj80ml6cVkauugnOOe6BnnqO0Zrlo3FaxSd90kNi7ZTuf37ALb6DY4m8Q6p3YxfSp+pLE6/gfnis7j2hrVZ9uYpnk9K3cGhGh0Wdv/0zqT/chOWobhoPWLAgD1/h6de0qG1zXuf+b9VY6ryhizbYNiNuB0k31G62h0cQHn0O9wuvh5I7CHb69vZ3LeBHnzNrb2M/20n518n4psEhqdbQhAAAIQgMDdJHB7wQ7ncFmHLnUSW3NYh8jduukcwDaD2QocC5VQl9cW9E6J1sUsUuaWS+pppQVbUR7nJDuHO71SbcrNrTcQv5JNrWO+AC3JNu+dcO2wOWx572QlTnKbbhd/nknqwC4W7NC2U30i6A/enoVGxHzjtsTHksK2n+ZOf6WPRY5sK8voOxXzTtGw/nA7ZOsWzSZNlfcLyUod7SKiZarrrdomdKTDRUar9/Att4Cx8mq6unO0UTbMF59tvWl/KfBqM5utQp2+b9h+q1hmdtflus8Jx9Pbwtbt0qN+YuWleUM7xaoX2qb1zW2T6a4FKVZxv1HJvu1hZZ5RytcuJItX++t58ztwwsqC7U7GBflh0fQTo8Gxrk3NqhjcaLlqRn4sCfTw41ZgG89O1Rqkuz7t5dgxIgnKRrp6+WGqkRkvpMNz1W23+rtHXcxXgYL0QKzhYMsGOgZZgs24XfqA17V2rFRvmlexTfPZ9mYBxMAOWoFUlkpM8wRNKNgjPlrbMzKLwQ3Pzejiz+2gT/jzzfNK5oogvaR/3BdzHYvnvj2vvD55MVIgAAEIQAACd5LA4sEOO7m2i1rngM37TR0dw704gVuTeCctvGoROBc6W+RAJM5FxbTeKQmOd+lRqico2m5GuqQOWtk5m1tvK301W1rH7oWdqUi9r0At0oN2WNtPgndEqLxZG0IOfjtvf2iHUEa4HTfaytC33rdBAC2na2GfOKp+Yap088fimvLHqNrjRf3SfumzK36270d5Aq4ur2flEpLfqHxwLCgXMg1yGBtli4owx4q3a7qqavQxNV6EC/S0f6T7BV6pyoU6DY9Ja4NSf3WBgWJfMPWq8c73G12v0S9Pt0ppmyTv73Bplb4aydd58zEz73sVLp5xLsNomPK1wRHXV0O2BV2UHmaBlcsJi/ptq0/UxvZg8siSP6A38jbHx4t7tr7SIlD1iVD3dgwwbdE66jar/hnwDftXuF3oU7rfFfuT1dbLb7XX7Qz5J3XonFla2w/DtmpZH/5V/qvqa3b+7McxaG+rmt1Kj7m6w/PYZDVtydNjkbZ8xsmkt+1J61VS0jyJ5AUCZBl/L1LVH47hrv+4scy004+9gW1D5uF2rr9lEfo6vn6zEZc3abrOaBxNCrELAQhAAAIQuKMEFg92LAIsc9BaIaUJ3DkCLqDSOj3OuQgc+MCxUFLL8tr61JZ3SoLkueWSeoKi7WaUJ3XQrDNTWuhkzl4rcuVbWsd04ZbXongY7q4dgXMZtbPAPDzut4Pyurp4P+Qfbkeahf1IyzX9oGRPVy6W5dpijrpyOk/JLoU0xSSWaWsKdXOVp79RnlgXndWzSgva/ah8kKdXOWVzVee8BUggd5nNiq4R66jfx/3BjQHtuV/glepXqNPZOMxatJ9d1Lb1qRJGpzgoYySZdsxhGfRRXWqenUIl07L2WKR7VZ7V+/HUvEwxC9QoYSlvV7nhrMbe8PyPubi8XXLCPG7cro07NV2MjKjPpOdk1IdcnXW7uRxWcvVlk+1dOEG/C/tXYp/ILq7fdCxcW/lOI2ezHq+F1Xq4vufs5faNvGq/T/lV9stBqYCFU1v9an3MxQ5dzu6XZbiCzkbBXO4OZX2zVO+K+4xrQ5fNgrb6tql+YPugZx6cl2G/0Md9f031N22sn2eFebY4ZnmIbEAAAhCAAATuNIGNDXZoh0A5YNYpMI5u4MgFzoW2YOBYqP3QuahZ2DslQYa55ZJ6gqLtZpSnddDM4yCpc2OKza23lb6aLa1jbdHRVuHeeZDerq1zRO0sMA+P+23n3DqnuOWjZIYc2u04T8lZVFctS/ZsWxJuGXkuiJY+vx/mdA68d2qDg61+YWL6pZTgmNvUDrVz7lNd3J1RQV935dxvVN4lhs/CB2lu0zrx3onW+x11WAfaXQ12Ygb/prrafueZW71avoqHY6NqS8+XuC8U9Unr7BXYVHItD6uTZ+UqiXRN9SrxD2Q6GUN/Na+QhxHg+p5+rr+4MLPnWbKoyu9AKbQj0TEdi5PDdne+HJ0xYphK6pbh2mweBUvL5vtG75xdIad5UajjqHW0fcGPW6V+ZxnbQEHWX8K7QfJKTYqXX8vg0k397ZjVzo1ujPJf6XDtsP0+1asfx1J7Y13ac9alu9+AS6CLO9r+ujb1sZEqVdJplX3G6uPPmVbTbMuOY46BZmrb6uehkm1t/zd2LLRbHy+kBwr0sl9YT5/2BPLZhAAEIAABCLxLBDYw2FFzOKwDZSdu71A4aySORR+HIJORLLad6Og3qSc65naiPM6hc1dIy85ZH32d+JX8ah3nBzvaugqOZtTOOFChyuk2uQWkrS9z8jpktEyCuq0T55xMrZ9Om/O5z7YhFac5ytDulOqzR1v92uxm4dHtrMZXc4O2OTEJE5fsf/XxQh3Fcm7hUctf6QMd7fZ69NnQckzdtcWn6SdWv6wN6flS4JXqEdTpDtXP9YlM9DtDEg62/WGwR8sIFg5R/9YVGd3CxWVaxunT+7dia8My0dkJdboHuppDri+E5VK+Toj6Ne0xARK3XehHukiXnECm1S06f/3hbhnF882XjTc6+cRZ7TjVMonq8f0x73eRbR3zcHHvyyYVhrtz8pg+lj7qFQjQ5dtHVHzgQ+uR66xKRu0LRMWb5bImT8cxx0EFLF90fDnE6e3mh7jyyl6p3lX1GSO7dPdWroyps80b66D7heKf2dbU4cYHZ9vwXOhjm/l5Qn3C7bwlpEAAAhCAAATedQKLBTu8Q+OuQg/5bZ1lN9m7q1XhpF8D75xYf2XYZUwci2EOgRNSdgRTPZ2z0pZKtkJdwm2dzTlKBWbZ4iSRu8pdrVfr4M8XXXA0k7Y55uat+rZ9yumrLXAKOjgZ6uqt39blVb+x7MIFRaB42zcKbP1t2kpOoS2BnGizprvTz8sN62z7eCTL7kSLpFKGNK1wvhX7YGIPx6P7vGr7Y5RPy+puR6qm30/1rdjL51cbti+osSBuW+qs97BdwkGJ1ywSPRyfMKAR6eQW+9U+HC9efD3ReZznievo3jM6Jnfg+PMhL+vaFDMM8yme7vO+Kr3AM7BfJscdi9qo5KR2CusMtq2do77mD3fL8OOBz1/aMDKy+cFnNe11c477bduZ6OD7UsjJysgYhOlWj6TPeTXsRr82paXsfpVl0MZMRxeEDser+nbRTqX+Z3VRPLMy7phnYfRrmVfaVxpjs/Yk9kpE9eJb7dMxZ9dXzG8wNiY8/Fjj+047vmVttmxMej8uXn7S1nY3ZBJutznYggAEIAABCNwVAosFOxalkzgFi4oplgsdC+ckJY6RdnyixWmyiCgKXiAx0SWWUHY+ejllsaDl9qyTlTmmVanGEevKP6gNlfojGc4JVTZTjnIn16rihQPz2+ILWR1K7Y50dQXSPh62wfe9wFF25TbsVzvUyflzOyqm50vJdiYtXIyki4p8gVCSU2uh0cE9UhfmyuSm9leZVb/tyVL3Kd9PzCI0bUtYf7ttGfSsxwU5DLPwkY3g8YhWeLaV9/3UTq5Ibps6i5oMIyuv09Xhfut2cjn6/LaP7hVy23GrbhPbhi+/kt3KXQu6zwQ2Lo0thZpXljSfo6qqcH6EY5ntZ76/+kBGXc3sXKlnHXBkyT5j21S3Zx9VzmXS0X5j744x340Z/0dtnLD92veZDllO3YKt3CF+IQABCEAAAneJwHqDHXeJLG2FwNYS6F5AbG2zUBwCEIAABCAAAQhAAAIQuDMECHbcGVPTUAhAAAIQgAAEIAABCEAAAhCAwN0gQLDjbtiZVkIAAhCAAAQgAAEIQAACEIAABO4MAYIdd8bUNBQCEIAABCAAAQhAAAIQgAAEIHA3CBDsuBt2ppUQgAAEIAABCEAAAhCAAAQgAIE7Q4Bgx50xNQ2FAAQgAAEIQAACEIAABCAAAQjcDQIEO+6GnWklBCAAAQhAAAIQgAAEIAABCEDgzhAg2HFnTE1DIQABCEAAAhCAAAQgAAEIQAACd4MAwY67YWdaCQEIQAACEIAABCAAAQhAAAIQuDMECHbcGVPTUAhAAAIQgAAEIAABCEAAAhCAwN0gQLDjbtiZVkIAAhCAAAQgAAEIQAACEIAABO4MgYWDHeePG2ken5dBzaay2+zKdFY+nKW+mEgzJH8mgAQIQAACEIAABCAAAQhAAAIQgAAEIGAIbESwY/Z0V5pmIpXQCbaCAAQgAAEIQAACEIAABCAAAQhAAAK9CWxEsEPfJfJwKvmNIDOZPmykaUp/BEd6W5mMEIAABCAAAQhAAAIQgAAEIACBO0Rg/cEO9chK9PiLDWhEac4C5tju0yQMoh97IdjhKPELAQhAAAIQgAAEIAABCEAAAhCAQEtgvcEOHaRQd2lM5Fv96Erpjg2TZgIcBDtaU7EFAQhAAAIQgAAEIAABCEAAAhCAQB8C6wt22EBH+S6N8GWm5zJpGpm8UOoPC3aYd380ktXRhwR5IAABCEAAAhCAAAQgAAEIQAACEHgnCCwX7Ci9S0O9eyP5GosJQoQBjZadPha9r4NgR0uHLQhAAAIQgAAEIAABCEAAAhCAAASGElgu2FF8z4a6IcN9eta+jyMKZoQq2uOhHF9W5Rt2Z0comW0IQAACEIAABCAAAQhAAAIQgAAE7iaBGwx2mHdvmMdRanDDuzhMnvgztAQ7auRIhwAEIAABCEAAAhCAAAQgAAEIQKBM4AaDHeXHViI19Hs84nz6M7T+Tg+CHREvdiAAAQhAAAIQgAAEIAABCEAAAhCYS+B2gx36kZUm+BRteqcHwY65FiQDBCAAAQhAAAIQgAAEIAABCEAAAhGBWwh2mIBG+8UUE9BoHk7lXH+OdiLnXkWCHR4FGxCAAAQgAAEIQAACEIAABCAAAQj0IrDSYId+34Z6BCV6yWiih72bI32Xh358pUk/G0uwI6HHLgQgAAEIQAACEIAABCAAAQhAAAJzCKwk2GFeKhoEKoYGO9zjLPZTtm0gZFiwI9NjTuM5DAEIQAACEIAABCAAAQhAAAIQgMC7R2C5YIcNTrSPpDhA6bs3XLpI/LUV95na4L0d+qWlLnBiH3Gx9TTRb/i4i5FPsKPlzBYEIAABCEAAAhCAAAQgAAEIQLgh7YUAACAASURBVOCuElgw2JG+dyPH5wIPcYDCfI7WB0eiwEYgw3+lZdidHYEENiEAAQhAAAIQgAAEIAABCEAAAhC4owQWDHasgJYPaHTJItjRRYdjEIAABCAAAQhAAAIQgAAEIAABCOQEbi/YketCCgQgAAEIQAACEIAABCAAAQhAAAIQWJoAwY6lESIAAhCAAAQgAAEIQAACEIAABCAAgU0iQLBjk6yBLhCAAAQgAAEIQAACEIAABCAAAQgsTYBgx9IIEQABCEAAAhCAAAQgAAEIQAACEIDAJhEg2LFJ1kAXCEAAAhCAAAQgAAEIQAACEIAABJYmQLBjaYQIgAAEIAABCEAAAhCAAAQgAAEIQGCTCBDs2CRroAsEIAABCEAAAhCAAAQgAAEIQAACSxMg2LE0QgRAAAIQgAAEIAABCEAAAhCAAAQgsEkECHZskjXQBQIQgAAEIAABCEAAAhCAAAQgAIGlCRDsWBohAiAAAQhAAAIQgAAEIAABCEAAAhDYJAIEOzbJGugCAQhAAAIQgAAEIAABCEAAAhCAwNIECHYsjRABEIAABCAAAQhAAAIQgAAEIAABCGwSAYIdm2QNdIEABCAAAQhAAAIQgAAEIAABCEBgaQIEO5ZGiAAIQAACEIAABCAAAQhAAAIQgAAENokAwY5Nsga6QAACEIAABCAAAQhAAAIQgAAEILA0AYIdSyNEAAQgAAEIQAACEIAABCAAAQhAAAKbRIBgxyZZA10gAAEIQAACEIAABCAAAQhAAAIQWJoAwY6lESIAAhCAAAQgAAEIQAACEIAABCAAgU0iQLBjk6yBLhCAAAQgAAEIQAACEIAABCAAAQgsTYBgx9IIEQABCEAAAhCAAAQgAAEIQAACEIDAJhEg2LFJ1kAXCEAAAhCAAAQgAAEIQAACEIAABJYmQLBjaYQIgAAEIAABCEAAAhCAAAQgAAEIQGCTCBDs2CRroAsEIAABCEAAAhCAAAQgAAEIQAACSxMg2LE0QgRAAAIQgAAEIAABCEAAAhCAAAQgsEkECHZskjXQBQIQgAAEIAABCEAAAhCAAAQgAIGlCRDsWBohAiAAAQhAAAIQgAAEIAABCEAAAhDYJAIEOzbJGugCAQhAAAIQgAAEIAABCEAAAhCAwNIECHYsjRABEIAABCAAAQhAAAIQgAAEIAABCGwSAYIdm2QNdIEABCAAAQhAAAIQgAAEIAABCEBgaQIEO5ZGiAAIQAACEIAABCAAAQhAAAIQgAAENokAwY5Nsga6QAACEIAABCAAAQhAAAIQgAAEILA0AYIdSyNEAAQgAAEIQOCGCby5lqv/vKr8XcubG67+Tom/fl3hfCVXr6/vFAoaCwEIQAACENhmAgQ7ttl66A4BCEAAAneDwIuJNE1T+ZvI+d2gsJZWzp7uVjg30jycymwtWlAJBCAAAQhAAALLEiDYsSxBykMAAhCAAARumoANdow+eiSHXxwmfyfy6qbrv0PyX/94nPBVvPdlrIJNBDvuUE+gqRCAAAQgsO0ECHZsuwXRHwIQgAAE3n0CNtix+5T7Cm7H2OcyIdhxO+ipFQIQgAAEILAgAYIdC4KjGAQgAAEIQGBtBAYHO97Ibz8cyt7OjuyMx7KzsyuTby9l7W+cePtaXj49kPvv2Udw3rsv+1+dyW+38JKR1/+cysGHjsdY63H1tq8FCXb0JUU+CEAAAhCAwKYQINixKZZADwhAAAIQgECNwMBgh37vxPsTOfvDCvzzUo4eNrLz+cUaAx7Xcv54LLtfv5QrFdx4cyUvn+7LjrpDYnwoF2uMvFy/mMjOvV05/sVGWd5eyeknI2k+6vsODoIdta5JOgQgAAEIQGBTCRDs2FTLoBcEIAABCEDAERgS7Lg+k4N7jWSPvGgZYzn+xQm94d//OJKd0Z4c/XgVVKQCICP9AtDxN+t608grOf6gkeZx8hrX2VR2m0YOfugTdSHYERiRTQhAAAIQgMBWECDYsRVmQkkIQAACELjTBAYEO15/t6+DCZMXCTG7uB9/fZkcuJnd3/5uv2pybyIXYRXPH5mvnazrZZ8/HcmoKQR/xAYwPjntcbcLwY7QhGxDAAIQgAAEtoEAwY5tsBI6QgACEIDA3SYwINhx/li9H2MsT35OkNlgh3p047fk0I3szp7J3qiR0d6z+HOtti3N+ImsI+ziPiV78I/0Dg4bwEiDMUUYBDuKWEiEAAQgAAEIbDABgh0bbBxUgwAEIAABCGgCvYMdv8n0IxXs2JVp+uGW61M50O/LWE+QoWY5F3xoPj3rcUdFTUr/9IvPzctRsztd5FKejNWxAzlN4yCZeIIdGRISIAABCEAAAhtOgGDHhhsI9SAAAQhAAALSO9gxk+nDSrDDPbbRTCR5e8X6AL+9lCfq/Rn3dmX663qqNXe6NJIHO7pYpboR7EiJsA8BCEAAAhDYdAIEOzbdQugHAQhAAAIQeEeCHeaujh2ZvJh7K8XKbE6wY2UoEQQBCEAAAhDYKgIEO7bKXCgLAQhAAAJ3ksA7EOwwn38dy+T567WakGDHWnFTGQQgAAEIQGBjCBDs2BhToAgEIAABCECgQqB3sONaTj9Rj7Hcl+P0MZE/TmRfvbNjXV9BCZvy61R2R7ty/MubMHUt25dfj/XXXx49T6t7KUfvKVZ9HuvhMZaUHvsQgAAEIACBTSdAsGPTLYR+EIAABCAAgd7BDhG3uM/eUeG+xvLZ2Xp5/n4qBw/25SQKvlzI5OFx/JWWG9Lq+h8HOtix+zR9Y6sNYDzoowfBjhsyD2IhAAEIQAACN0aAYMeNoUUwBCAAAQhAYEUEBgQ75KcjGTWNZJ9araWvSMWimD/PZfLgQE5/T47+/ETG6wq62Dtaxl8nH7qtpSeqml2CHUUsJEIAAhCAAAQ2mADBjg02DqpBAAIQgAAENIEhwQ6Zmc/PfnIafdr15Zc70rx/JC/fronpW6uHenSm8JcFH25MrWu5+HxHmg+eyGXQ9qvv9qW5ty8naSCmqAfBjiIWEiEAAQhAAAIbTIBgxwYbB9UgAAEIQAACmsCgYIeI/HEmk/FIxp8cy+nzM3n2xX0ZjfbW9rlXpfNvf98tBjlc4CO78+QmTf3mlUz3RjJ6cCjPnp/J6TcHMh6NB3wVhmDHTZoH2RCAAAQgAIGbIECw4yaoIhMCEIAABCCwSgJDgx2q7rfXMvvpTM6en8nZTzO5Du5qWKVq2yPrjVz9fGF4/HgpV4PelUqwY3vsjKYQgAAEIAABQ4BgBz0BAhCAAAQgsOkEFgl2bHqbtko/gh1bZS6UhQAEIAABCIgIwQ66AQQgAAEIQGDTCRDsuGULEey4ZQNQPQQgAAEIQGAwAYIdg5FRAAIQgAAEILBmAgQ71gw8rY5gR0qEfQhAAAIQgMCmEyDYsekWQj8IQAACEIAAwY5b7gMEO27ZAFQPAQhAAAIQGEyAYMdgZBSAAAQgAAEIrJkAwY41A0+rI9iREmEfAhCAAAQgsOkECHZsuoXQDwIQgAAEIECw45b7AMGOWzYA1UMAAhCAAAQGEyDYMRgZBSAAAQhAAAJrJkCwY83A0+oIdqRE2IcABCAAAQhsOgGCHZtuIfSDAAQgAAEIEOy45T5AsOOWDUD1EIAABCAAgcEECHYMRkYBCEAAAhCAwJoJEOxYM/C0OoIdKRH2IQABCEAAAptOgGDHplsI/SAAAQhAAAIEO265DxDsuGUDUD0EIAABCEBgMAGCHYORUQACEIAABCCwZgIrCHa8+fNKrt+sWe93pjqCHe+MKWkIBCAAAQjcGQIEO+6MqWkoBCAAAQhsLYFlgx2/n8j+vUYmL9ZP4PU/p3Lw4Y7sjMeyszOW/a/O5OrtevWY/X1P7n98KNPvz+Tsufk7fXoo+x8+ktPXfXQh2NGHEnkgAAEIQAACm0SAYMcmWQNdIAABCEAAAiUCSwU7ruTk40aaZv3BjusXE9m5tyvHv9hbSt5eyeknI2k+msqs1M4bSps93dXtVwz83+i+HF1c96yRYEdPUGSDAAQgAAEIbAwBgh0bYwoUgQAEIAABCFQILBHsuPpuX3beG91CsOOVHH/QSPP4PG7UbCq7TSMHP/QNNMTFF9lTwY7RR4/k8LNH8uiLQ3ny7Uv5bdAjPQQ7FuFOGQhAAAIQgMBtEiDYcZv0qRsCEIAABCDQh8CiwQ71+MpHx3L2N3Nnw1ofY/npSEZNI7tP03s4bODgk1NZV7hDBTtyPfqAd3kIdjgS/EIAAhCAAAS2hQDBjm2xFHpCAAIQgMDdJbBQsEM9vrIrx7+KuMc41hnscHUe/CMNadjAwb2JXKzJogQ71gSaaiAAAQhAAAIbRIBgxwYZA1UgAAEIQAACRQILBDuu/3Eg97++1OJc4GGdwY6Lz2vvCbmUJ2N17EBO0zhIsfHLJ+pgx98u5OLpRPbGYxk/2Jej718NuLOEOzuWtwISIAABCEAAAuslQLBjvbypDQIQgAAEIDCcwNBgx5+ncvDgiVzar57cRrDj/HEt2DGT6UN1bFem6RMuw8n0KqHb//6+TH+6Ev2qjj/OZPJ+IzuPz3sGPAh29AJNJghAAAIQgMAGESDYsUHGQBUIQAACEIBAkcCgYMe1nH5yX5783Eq668GO1z8ey/Sn+DaSq2/39Etb88dsWm7tFsGOlgVbEIAABCAAge0gQLBjO+yElhCAAAQgcJcJ/D/P5F8++xf53//P13MpXD9/JLv28RWX+a4HOxyH6NcGkJqPT2Q+1Z/l2Wf/Iv/yv/2PHnmjWtiBAAQgAAEIQOCWCBDsuCXwVAsBCEAAAhDoTaD3nR0v5Wi8L09+OJOz5+3fs8/G+i6Gva9V2oXM4psceqsxJOPl16bOR8/TUi/l6D31GMtEko/SphlXs//2Sl4+P5OX/zP51qwLdoyfiHmzSVd13NnRRYdjEIAABCAAgU0kQLBjE62CThCAAAQgAIGQQO9gxys5+eJQDpO//Q/M+zPGH6tjx3LxRyj8ZrbVC1Kbrk/PPjiWdbyy4/V3+1qP5r0jeRk21QU7Hk576EGwI0THNgQgAAEIQGAbCBDs2AYroSMEIAABCNxtAr2DHWVM9ZeFlvOvJPWPE9lvGhknj9RILX0llRaEPH8kzWhH9r5+Gb2M1AVjRl9GIZCCAJVEsKMChmQIQAACEIDAxhIg2LGxpkExCEAAAhCAgCWwZLDj7DNzZ0f+SMlNEr6Wi893pPmg/SqMqu1K3Wlxb19Ofr/JugPZ1xcy+fCRnP0ZpL2dyfSjRpp7B3IapgdZ4k2CHTEP9iAAAQhAAAKbT4Bgx+bbCA0hAAEIQOCuE1gw2OHu6FCPk7R/6/vkq7x5JdO9kYweHMqz52dy+s2BjEdjmbxYw0tDgj5z/R/HsrdzXw7+7ZmcfftEDh6MpBkfyMmvQabOTYIdnXg4CAEIQAACENhAAgQ7NtAoqAQBCEAAAhCICCwY7Ihk3NrOG7n6+cK8MPXHS7lK3hO6NrXeXMnlj/alrT/N5PrtkJoJdgyhRV4IQAACEIDAJhAg2LEJVkAHCEAAAhCAQBeBrQ52dDVsW44R7NgWS6EnBCAAAQhAwBEg2OFI8AsBCEAAAhDYVAIEO27ZMgQ7btkAVA8BCEAAAhAYTIBgx2BkFIAABCAAAQismQDBjjUDT6sj2JESYR8CEIAABCCw6QQIdmy6hdAPAhCAAAQgQLDjlvsAwY5bNgDVQwACEIAABAYTINgxGBkFIAABCEAAAmsmQLBjzcDT6gh2pETYhwAEIAABCGw6AYIdm24h9IMABCAAAQgQ7LjlPkCw45YNQPUQgAAEIACBwQQIdgxGRgEIQAACEIDAmgkQ7Fgz8LQ6gh0pEfYhAAEIQAACm06AYMemWwj9IAABCEAAAgQ7brkPEOy4ZQNQPQQgAAEIQGAwAYIdg5FRAAIQgAAEILBmAgQ71gw8rY5gR0qEfQhAAAIQgMCmEyDYsekWQj8IQAACEIDAwGDH9etreQO1FRIg2LFCmIiCAAQgAAEIrIUAwY61YKYSCEAAAhCAwBIEBgU7XsrRe42M//JIDr84LP4d//h6CWWGFX39z6kcfLgjO+Ox7OyMZf+rM7l6O0zGKnIvpwfBjlXYABkQgAAEIACBdRIg2LFO2tQFAQhAAAIQWITAkGDH9akcNI001b8dmfx4vYgWg8tcv5jIzr1dOf7F3mfy9kpOPxlJ89FUZoOlLV5geT0IdixOn5IQgAAEIACB2yFAsON2uFMrBCAAAQhAoD+BIcGOX4/l/gcTefb8TM6Sv+NPRrLz+FzWE+p4JccfNNI8Po/bOZvKbtPIwQ/r0UJkFXoQ7IiNyB4EIAABCEBg8wkQ7Nh8G6EhBCAAAQjcdQJDgh3PH8nu33/Lif06ld0HT+RyXY+Q/HQko6aR3afpPRw2cPDJ6XqCLivRg2BH3qFIgQAEIAABCGw2AYIdm20ftIMABCAAAQiIDAh2XM8u5PI/E2hvZ3L80a5Mf03Sb3B39nRXP0pz8I/0Dg4bOLg3kYsbrN+JXo0eBDscT34hAAEIQAAC20KAYMe2WAo9IQABCEDg7hIYEOwoQXr55Vh2/57eYVHKubq0i8/Ne0MmL1KZl/JkrI4dyGkaB0mzrmB/NXoQ7FiBKRABAQhAAAIQWCsBgh1rxU1lEIAABCAAgQUILBPs+PmJjN87lIt1Pb5im3f+uBbsmMn0oTq2K9M1xF9WowfBjgV6LUUgAAEIQAACt0qAYMet4qdyCEAAAhCAQA8CCwc7ruTk40ZGX77sUclqs6wmyLC8TqvRg2DH8pZAAgQgAAEIQGC9BAh2rJc3tUEAAhCAAASGE1g02PHLsYzVl0+y92YMV2FoidUEGYbWmudfjR4EO3KypEAAAhCAAAQ2mwDBjs22D9pBAAIQgAAEBr2gNMT16puxNM1Ijn4KU9ezffm1qruRR8/T+l7K0XvqMZaJJB+lTTOuZH81ehDsWIkxEAIBCEAAAhBYIwGCHWuETVUQgAAEIACBhQgsdGfHbzL9aH3vxkjbdf2PAx3sqH569sGxrOGVHbIaPQh2pPZlHwIQgAAEILDpBAh2bLqF0A8CEIAABCCwULDDLtDX9CLQzEh/nMh+08j468v4UC09zrW6vVp9tfRizQQ7ilhIhAAEIAABCGwwAYIdG2wcVIMABCAAAQhoAosEO/7XVHab27uzQ+RaLj7fkeaDJ3IZfAnm6rt9ae7ty8nv67LtKvQg2LEua1EPBCAAAQhAYFUECHasiiRyIAABCEAAAjdFYJFgh71zoWn25eSPm1Jsjtw3r2S6N5LRg0N59vxMTr85kPFoLJMX13MKrvjw0noQ7FixRRAHAQhAAAIQuHECBDtuHDEVQAACEIAABJYksEiwQ0Su/nkmF//v6yUrX7b4G7n6+ULOnp/J2Y+XcvVmWXmLll9GD4Idi1KnHAQgAAEIQOC2CBDsuC3y1AsBCEAAAhDoS2DBYEdf8eSbR4BgxzxCHIcABCAAAQhsGgGCHZtmEfSBAAQgAAEIpAQIdqRE1rxPsGPNwKkOAhCAAAQgsDQBgh1LI0QABCAAAQhA4IYJEOy4YcDzxBPsmEeI4xCAAAQgAIFNI0CwY9Msgj4QgAAEIACBlADBjpTImvcJdqwZONVBAAIQgAAEliZAsGNphAiAAAQgAAEI3DABG+y4/28v5eo/r5K/a7m1d37ecLNvRfz164Sv4n0qj9RnfB9OZXYrSlEpBCAAAQhAAAJDCRDsGEqM/BCAAAQgAIF1E7DBjkYtuLO/iZyvW593uL7Z090CY8udYMc7bHmaBgEIQAAC7xoBgh3vmkVpDwQgAAEIvHsEfjmRwy8OK38n8urda/Gttej1j8cVzody+M2F3PaHfG8NDBVDAAIQgAAEtowAwY4tMxjqQgACEIAABCAAAQhAAAIQgAAEINBNgGBHNx+OQgACEIAABCAAAQhAAAIQgAAEILBlBAh2bJnBUBcCEIAABCAAAQhAAAIQgAAEIACBbgIEO7r5cBQCEIAABCAAAQhAAAIQgAAEIACBLSNAsGPLDIa6EIAABCAAAQhAAAIQgAAEIAABCHQTINjRzYejEIAABCAAAQhAAAIQgAAEIAABCGwZAYIdW2Yw1IUABCAAAQhAAAIQgAAEIAABCECgmwDBjm4+HIUABCAAAQhAAAIQgAAEIAABCEBgywgQ7Ngyg6EuBCAAAQhAAAIQgAAEIAABCEAAAt0ECHZ08+EoBCAAAQhAAAIQgAAEIAABCEAAAltGgGDHlhkMdSEAAQhAAAIQgAAEIAABCEAAAhDoJkCwo5sPRyEAAQhAAAIQgAAEIAABCEAAAhDYMgIEO7bMYKgLAQhAAAIQgAAEIAABCEAAAhCAQDcBgh3dfDgKAQhAAAIQgAAEIAABCEAAAhCAwJYRINixZQZDXQhAAAIQgAAEIAABCEAAAhCAAAS6CRDs6ObDUQhAAAIQgAAEIAABCEAAAhCAAAS2jADBji0zGOpCAAIQgAAEIAABCEAAAhCAAAQg0E2AYEc3H45CAAIQgAAEIAABCEAAAhCAAAQgsGUECHZsmcFQFwIQgAAEIAABCEAAAhCAAAQgAIFuAgQ7uvlwFAIQgAAEIAABCEAAAhCAAAQgAIEtI0CwY8sMhroQgAAEIAABCEAAAhCAAAQgAAEIdBMg2NHNh6MQgAAEIAABCEAAAhCAAAQgAAEIbBkBgh1bZjDUhQAEIAABCEAAAhCAAAQgAAEIQKCbAMGObj4chQAEIAABCEAAAhCAAAQgAAEIQGDLCBDs2DKDoS4EIAABCEAAAhCAAAQgAAEIQAAC3QQIdnTz4SgEIAABCEAAAhCAAAQgAAEIQAACW0aAYMeWGQx1IQABCEAAAhCAAAQgAAEIQAACEOgmQLCjmw9HIQABCEAAAhCAAAQgAAEIQAACENgyAgQ7tsxgqAsBCEAAAhCAAAQgAAEIQAACEIBANwGCHd18OAoBCEAAAhCAAAQgAAEIQAACEIDAlhEg2LFlBkNdCEAAAhCAAAQgAAEIQAACEIAABLoJEOzo5sNRCEAAAhCAAAQgAAEIQAACEIAABLaMAMGOLTMY6kIAAhCAAAQgAAEIQAACEIAABCDQTYBgRzcfjkIAAhCAAAQgAAEIQAACEIAABCCwZQQIdmyZwVAXAhCAAAQgAAEIQAACEIAABCAAgW4CBDu6+XAUAhCAAAQgAAEIQAACEIAABCAAgS0jQLBjywyGuhCAAAQgAAEIQAACEIAABCAAAQh0EyDY0c2HoxCAAAQgAAEIQAACEIAABCAAAQhsGQGCHVtmMNSFAAQgAAEIQAACEIAABCAAAQhAoJsAwY5uPhyFAAQgAAEIQAACEIAABCAAAQhAYMsIEOzYMoOhLgQgAAEIQAACEIAABCAAAQhAAALdBAh2dPPhKAQgAAEIQAACEIAABCAAAQhAAAJbRoBgx5YZDHUhAAEIQAACEIAABCAAAQhAAAIQ6CZAsKObD0chAAEIQAACEIAABCAAAQhAAAIQ2DICBDu2zGCoCwEIQAACEIAABCAAAQhAAAIQgEA3AYId3Xw4CgEIQAACEIAABCAAAQhAAAIQgMCWESDYsWUGQ10IQAACEIAABCAAAQhAAAIQgAAEugksHOyYPd2VyYsO4bOp7Da7Mp115Ok6pMs30jw+78plj81k+rCR3aeLVtajCpXlxUSapulud09Rg7I5Fk0jjWOqdbF8e7BW9moeTkUROn+8ACtd30Rq1tDye9lKtVzZa4m+kcBT7XFtSw7N2Z3Xb85lMtfeKk/OZXGd5qjMYQhAYPsIhOP1LWsfzgUlVRaaH0qCkrRyvasYg+OKdD2FMTnOtYq9su6KX+YbbZD9V9FyZEAAAhCAAAS2hcDCwQ69mOtyKOwCfbEAhHEiVGDBL+67iFYX+2axauQoWeU/raN2RpLjyeJ9bQvYTJdCYCB0nmYzOVfBDNW+RGeDzfJ0x1zwxO4bWyZtd0EVx13Xly/q3eEhgSDjjLo29bNR5jz6ik35hfqZ7zdKhtPHC1ZhoUKwQ6UFHGYzmapgS5hmA0qLBWDC+tmGAATeBQKrWICXx+l03E723ZgfQCwHHdoM8fjcppstMybW5tI2PRgjrYhivasYgyMVk7kuOlbfMW1O2AX+Qnn+KQU7ZjJ7WrgoEs7XdTU4AgEIQAACEIDAigksHOwwV+fn3CGgJnh7N8EQvVtnyzouc2SY/LlzVV6sVjSJFvPOiTnXd4y0DlzdGVqknRVN4mTvDMbJJriQLNBtECNzzEoySmmuitKxiI/LGP72dDJrOoaiatu2bC97BI5qnD/oJ2H/1O0zPKuO7+NzfVdMKaCUBv8GB8bezuTk07GMCgGr6xcT2fngiVy+bcFc/8dUDj4cmQDXaEf2Hp/Iqzft8V5bv05l917ShzoKvv7nVA4e7Bgdm0ZGHx7I9J+vgxJXcvLxSA7+cR2kzdu8lvPHOzL++rKccaCO8vZKzr7Yk52ROVdHH+7Lkx9DHcvVpKlX3+3ngdbfT2R/dCCnf6a5O/bfzmT6UZ2Jtm0SKOuQJvNtUCn9o1mAxeeCYhTYf0XtW1hHERner+24Uz3fgznqp6PsPDLn7UjGn57ILDi/KhQXTq6PB136B2OVC6AWghda9oB0Pb51zqkmoNErgNw1LyTHivUuNQb3Dbx0zNu2/xd109Y2dfg5NWqT8xMKd5TqfMEdHno/ONd69KTZdwcy1uNY3A+kc0wx42lpjqpVOfycK0h6+1KO3i9cbCmcc4XScZIa86Nx9o389sOh7I3tfNeMZGfvUM7+Z58J71ounx7I/ffsfLCzJ5N/fyWdJef6Ga0dX37ZMXfFrfJ7+Xy+gI5eWrux+rlk9fP56nVs2x9vXcjkXvm89+Naab6z5+3ogwM5+TWWyB4EILC9BJYIdrjHOtTAP9TpaCeLDJ0dbPyAZK+ut/tpibqzOHmROCpp0XBf12udisJi3NwiwAAAHzFJREFUv+4MhUJuYLugi66lll5QIda9B5OS7JCPehDF3UnSscgwC6vA1lpu4AAWdB2WZNpS7xvd0tJFQrqfBcsSBrF01Q/bttYXN3Ept/f63/eluXcgp3+4FPt7fSGT90cyeREEEJQDqYINDyYy/f5Mnn21J2M1sX9kHlNKJBR33/zyTPaVcxoudos5TaJxUto6z76fyqMPVfmdWLefn8hYtaNnQOD6x4nsvDeR86B5To2hOooo56yR5t5Y9r56JkrHyQPlIO/I5MdCBa6i9FcHWMpsLr8eS/PJqfSVNvt7+/hYWs3rH4/kvnbIksVMmtHu97ZBobw5X8ey/8WhHEZ/x3IR9Lll27eMjrJQv34tF9+kbVL7E9kb2/7pbX8tp580eWDtj1M5uNfI/nfDg2IF1IUkO0cVAhLViwaFsSYfn0xVQ9Pj+cA81pgHwRS79C/vp7W6tWZJG9J6VZ60fLo/fAwuLLgLFkmTIt2i+S+ZL6M2dQQ77Bzp5yZdrp0f0vqz/T9OZP9eIwff532yOqa8fS0XX97vuMMzq0UWO+dSOTbAUgjUi1TOuVSE31fB4SBAGfga478cybPnZ3L27ZHsqblLBernLEhVMKJpRnL/8VROnz+To7+MNZ/dvxcCVE6HPy7kOBoj7fjyeE/Gqo3vT+TCTQB/qrFjLE9+doXn/Bbm84V0TKq5sblkhfP5jemYsNC71tccf5zPDcfBxY/ifPf2tZ4nmo9PJD/7SpWRBgEIbDqB5YIdK373gnsUwjsIjl7XIjlwIiKHRZdNHBUnr/QbODE1OU4vfXzA1dhSdb3TIscrKFVLD7KYzdQh68EkkG3amji9D6fmsZnOq4PKSwne26K3WydGyXU8M5V7Jixnhz6BkoCV1d9f4evUsWtxUy548Xn5vSOvvhknd0ddybO9Rpr0To/nj/QdFwc/OC+sXI+8uZKXTw9McEQvZvo44K/k+AOl33F89fvtpTxR6R8cyytfnXFuR/964VPqG0Zu1g8W0lFELg4Ng/DOkrczOX6Y6ljXSF01Vfl33ldOcoGNdm5HctineddncnAvCVSpqq9ncvbFfX+HTPoIVFm7ITbIJZx91kjz4Fi/syc/GqQs1b5ldFyyXwdN0Ju/Hstu0443/rBy3ps9efa7T1EDlbmD7/M+Rg3LdW8Xx84ggGD6fTo+W5nBfORq0YGAoHwejEjGaZU3CLAUy3fcrebq1b8Ffcz43hG8TspoHtGcseIxWNdXOGejhpR3It3CeSt9lDFqU8V2hSoGz1X6TqxCWypjyvXsTA51YNf2gcDuBXVs0mrOuWs199zbkR1190Sp3uI5V9bq+ocDacLgt25vI6PPzuIAsx6nGmk+TdJDsb8/k70mDW5ey9lnI31h4WzOVBmKUtuzv+0WAyx6wbz3TK7SAoX9bD5fVscbn0tWMJ/fuI4F0M8fSdPcl+M5wTCpzHf6fL03kdXOCAU9SYIABNZCYMlgxwAdtQORXxnyErQTUXBOXYbKYlM5cG6xFDksupxxprqcQlfWBFqUfsaBiRa1iRM12HFxbej1O1/nrvb4Y87pyLgGC/iaPpGzZzNFTp69s8M5rtY2nqWT6+WkTG0bnY4u/6BfI0PXadvo215bEDh9VT0Zl1LljlVQV5DN9IPCAqNWf5Ie9jG9EAn1U/VYRy+64qyu+JUWcfJSjmrOZkHn0YMjufhePdpQcKiD/Hrz9xM5eK+R+3/Lr4ZdfqWCAsl5rdmmC8pUqIh2bJt9OQnuLFC5HNdBOorIyy+VEzuR8+RxhNelR1JydRRw/UiNDuo8r7PRturh3GrH9r0jeZnU5Rad409O5Ew50Cm/JL/eHWqDSMZMjh9UFiJRPrOzcPuW0XHJfh01wwXh0uCczmTGojgYZ9KKC7VI8II7+nwIzzM3rih5pu5s7NRl4vNK26UwZg5NT+fJqLwdF8OxSbe6oI87T7Nx141jSZm03lWMwa1FAhva+SjTKxl/w/Mu0s3PW0p6aCs3bzi7JLbrXW9lzghtq9mFfca0tDymGB3VHW0H352Z4G4oq4UUb63inNN3wY3k0fNLEzAs1ms4xedcrIptnQ6qj74MRsyfnuhHeR49T/Nfy+lfyxcIXM7quP/TkQ40Z33cFSz96oBNI7uFOdAE/XoEwAvz+bI66nNXBXRuci7RfXHx+XwtOiY2m/1N3eHkztPkYLKr9UvmczO29SufiGMXAhDYQAILBTvc4KWdiWByUwNE5rTZRpsy+eStDjt50eSjB9jkqpFzJoI6Q6aRw6IPJI5KmDl1Mp1jpuuIBzmtn3Pg/GIszhOJXuVO5HiFgrva5vJZBzBaHPcoV6rT8XGig19jv/48cjsFwnpu9q+zZdD2rzZt9+lUv4RU92VlY9fHMsc4cVArfdCob53PWp5C3077mJJz/Y8DadJggH33QtsWB8xcgZl39X723w/k4OlLea0CAlqP8jnppHb/2iuD6YL+7bl+Xnb8TXu/Ry7H6lu4VXQxHX/Ttz8X351jHdXcYY610o9guFuju9joY2M5/iUuH+9dypNxI5HjbjNc/OuuHP7wm35ufHmnqmKDUJm3Z/JIjQFfn8rUvRdGveflizP5rfTw+pLtC6s22z10XLJfh3Uapjty9FOY2m7r4/cOpL2ya8eD2vnaFl1oKx/vwjHY1J3Nm9oG8Ziqx4iCjkPTc31csyyHYK5zR/LfsA3t0UiXpA1xvasdg7XsPoHbwN8ImUe6RfNf0s6oTRXbtTj8luZSXXwV5gtdTzo218aUCzn8yL3DwnIt9BOvjNtY9pzT7w5pZOfxuVy7u6Mq9Wq+0TnnlAh+9Tg9qp63QU6RtxdyqIL7hfnD5dN3S5aYX5/KQVMO3ruy8a9l+v6RvEwC6SafPd51l0llPl9Wx7XMJUvO52vRMTaY6DsZP3oip+ouVv3em473vOhzLZ7PzXgSj79JFexCAAJbRGChYIdrX+TYyEzOH9svgqTOkl1A5gs0O8mXJiQ9ACXBDl2xnVhsGeNEJAtRu1B1C9m8XiXIyPEOj3Ni0noLuq91IIwcL0de/Rp2Xn/PJnCQbFvUQr7NlzhvoUi3XarT8XF5/G9JD38w34hkO/uX7ZdemfN2dO2qOFauUmMnJTuZtKwOu8HninXetN96xzgp7yqo/Wr5pb5rC2j9Azu5eiLHrRK80GXLt2d2O9QFZQt6FHJVk9z7GfKgxmvz7oyPpvJbrXRfh7O3jnZc+Owsr9Haoz0H8iyiXlam39tgb0buqtddEf17tXUiPQMsy44ldRsEbbS6+HeZPD+V6WP7GM1H0/jRJFVshe1T4nrpuKp+ba+edr5XxV3Z/dExsv11znjicg/7tf0ylB2Ngck85IRrHvG40zXXpWOl3w/rtbJrY93cx1Kcbm68ysbLZC5I2hDVu8ox2J7fxUBnoLO7k6R0N1uum2OfzJdRmyq2C+vU24U+EOVJuKljup7krrdeY8q8uoKKdR2LzyX6XRM+ADCn3uycC/Swm/pxkOaRnBUDCnF+M2420vXYpj5fio/uWb+jcG7EtZg9cwdi0/nibXdXYf2xh/J8viodlaaGieu3pZZ0p9XH6dXN5zenY9g2ExRUY6B7z8vp04ncV0EPdzEjzF6Y78wdN4uzDMWzDQEI3D6BFQY7XGPsROIXmHYSTB2jeQsQPRHPWzDGx/XEEU1giaPiVNS/Ri+/AAqcmMjxsXp457Fyxd/LiepYwU7gGLfOrhqEc+fCHN+VyQv1uIFzoMwXZVr9uphYfYM6fQssn4l+bGjAV2oKgZYs+OAraTd0W9I+ow+7/tV9W75zhkq3pivZu09jLpHNo3qGT3jthK5sFAc1tGjNMkw3dyXEdwHYCTvqzyJv1DPNlSuYxv4D9M30aPnP27r+jyey616KWnBOtfPnx4CCNOu4+wBWIYtO6q3jK/P+kISXljFvrImuUFpFOuud/8iQuSsntHG5gW1fKR/vSp1nA1f2zf91KDuj5EWyIvL6e9WXGtn7Nn3afHXt663jivr11bd7+oW0tbs6NBPn3D5tH8vS/bUrOOdgDv7Nx9vY5sk85OTr/hefy/r8LvTvoelmrJvI5KGaP4PxtDK3hXOfPl9L84PSO9U52Tf1mpcor24MtvOg0r04X1igWpd6nlC3uB2J/aI2VWznbOh+7fij2Kl62rnYZTB1hOm/qRcbJ3fM9RtTLI9CP3G1ud9l5hK9MI4WjnPqLZxzTg/za4MBXTa0Ba7+caBf0G3uKImltHtv5OzTmr1tn+/BSL30Wr8jywd12hrCrerjKD5TaT5flY6mEt2Hu+Zcr0u+MW+cXtV8fpM6+lb9f+dyuDOydxz5VBH7IuomeWRFSo8A6+Dcrkz/V1CeTQhAYGsJ3ECwQ7EIHBDtQMVOWy9a1jmZuxjywkqTbeKo+Lytjt7BCJ2YwDmJitidZQbskrxyWsowDuyoMtrJtc6B3g4XwaoN+piR49uZPoNcqjx1Zp2j2CQ6VDmVuRsdC3daFHQI29YetkweTmX62AQ7jC363RlinPb/Kn/9RDncMRctx7KcJ7O7T1odtSPV3u0UljHy24Xw6+cT2VGOY7v28sGqOADiFhSLX41rWTpZab1RjuKO0td8/eWJXFa+upK2MROk+1SPW5Z1vj46Wu4L3Nmhryi+P5HzsC2d9bb9MDJZ0EjT/uTKbHDcbZp8w8fHPjZwdVR/7e3J+V0Qq2nfIB0172X7tX1BavTC3FLrC4sdNZbd25HJ8xW/f7/Qj/TY5hdahnU7Plt9dbl+/SKWV2pvm2b6mxovk3OqoKculc4F4bipy5ix1wdNfLvc+NK2Qdft5qTHqxmDzZwykan6OpiSHegUBmm6tl0QwgdLIvbJXBYdq9iuxW0Q6i+XGQ5KP/Xi3CgIb+dR3wf+OJPJ+42kXwzpN6bYcze0Q6KP39VtWeCcsy8H9fqaVna8s0NlKJxzXhG1YfWO7m6MMojIG3n1dE+/b2Pn01O5KgTZwxK6byx7Z8cvx/oLLPndi2FNrq8n/lGUxbQ/nc9XoqOt5ybnEiM7GTPC9um+NH8+v0kdQ3Vq22a8OJDT6OW0tu9Z/8+UNV8F2nl8Zh75rQkkHQIQ2AoCNxTsMG03A0v4CMUAJnrw7Jo8UllmMtl9GF45SRyVqEjiqAxwYhYdsKPqqzt24HXOaOZstgXdBKQex8icV58taefAYIe2oXKcIj5GuD4WTRC20lpeddWhcMyrGmwUZauytj6vV1Am3NRsSrr5TDEXl//cOaZFPbv6kxWsy8X91tipTTP71vnV9Y0Ln0a1/Tm4+qxrWPY5a99+56B1ODBhXr0dOJt/PckffwjymzZ2yNacOo47WX3zyaLv7DCcuxZD+Z1I9hzt6F+hjV1TSr9987Vl+9ugLaPWCaWXc9gXl2btWLZ9C+i4in5tFybxIiyiYHeszZMFofoMsvq05PzyJZmVNLuQbRe36RgSj0NeSjj+2DGlu492B3x3n/7fejGq2qb7XGRza++Eh9Ily6t0SfKZPqzqbwMbuh1hG0qywsBJcLz3GKzZBuNo1CZP0mwkuiRHo3bGbU7sFcmp2C4SXuhraZ+w+zogbrfHn1/EXx9xfFLGUV1qp27LLOuC51xr73qfy8+hAodIoTl6v30tZ5+bz8be/zJnE4myO8u+D0OJ0S+Edb5YqRKXpvtFO8e75PbXtD/lsgodXR3GLsk56A4Wf/uP00Z2x3yt299x3NZ/kzpGTXz7Rt4UgmHmxaWpnrbvpePHnxcyUZ8vT9OjitiBAAS2gcANBTvs4KEcx4eV93jMozN38kgEaCdhVyb6vSFuMLMTbMftuX7yiZwYc9eEP5ZW5RbESfqN7Np2xVf9bU3WMYqdTMO+1T3dN0zCOw0yvUt1Jnzc892p41t2tlSddhJO5WSVm4RisCPIe1PBDn+lvqjnPHa2vyWLAaW2nuRtutbd8VCPE7g7O6LPpBlZ6ZUg/z6FNAjibsUs3dkQcIs2dRvduRIdKexcy8WX6g3njfRxNvs5R/OvBJkgWz8d3XPT5a+xlK9gqtuUL5+fyVn697V6HGIsj/67OnaZfFaw4hwF1Ez7V31nxzAbOHVMf0uvZqmXaZgX9TXZJ1eXad9iOq6iX+tb//ssTEpXmdWYdxN3dmgjtDz9Qt4ZJ1nw++Ti+OOPmg2bRz1a2DyetGNski3d1X0zdOC1nFKQx4xB7VySSrL7tnw2pyRtyOpN2p4dT8qb2spjcFY2VbUoq80Ulo/nnqS+SE46t7by3FY61rt0M3+Gc2KwUHZ3diRjvNYxfWG1F+g2bF8rzEEuh/+tPlpiH2OrzCXXs4t8vHz+TB6pheFfnuhjF7Po0vlyd3a8ncnJX9VXv3Zk/zs/Q/tm1Daqj5bY94fMe2G1dAXQ00p1vwhsmB63Y046ny+vY1uR6R99gx3Dxmkju2Me1u2fP5/fpI6ehLXFQfgJen3QPiqVfVK2HZ/b3sWdHZ4nGxB4BwisPthhB5roTgOf1ncgdleduyaPmL4eRK0D1zoriaMSFUkcFa2j08+Vs4NgR7CkvdrWMRFE9Q7cKQUe3OLZ6RU6rokD6YIPrcPq2tahR6nOiE9b1kxe7VW9uZNZRU4r0Wy1NkyPBMc7HLqwP5QlxPbP8vs+m1+9ypx6W4FxbOf3g7xtHe/syBxO+wzxB0/kMrhycf38kb69t+uFbRkH3cb5+qpyzs5tP8qkRQl9n/Gd63AO0FEuDg2D0Ml5OzOfYpz7aEOk/pwv1fR9p0UtwNLWNfd8abMOtoEr6l6wl9pupj97W/pk4uLtG9pPnI7+2fgl+rV+A3/ynoNWfrBVWOTd3Ds72nrN+JAGFeJxyOeeM06G/UbLVWNhadz2AtsNXTaaM8wxp5+7kpmPU60Mv+XGydJYnLQhrzdue3bcyXbzXPCbjsFZWa+g3Uh0SQ+3+2Z+NPP6vLEx1r+VEdaZ2jvLVRxr6u/smDemGJ3yixCFet37KJY451qpc+otnHNtWbVVfoGn/xx4k79zKC5f2Pv9meypl1R+fRkcvJazz9QnysOvMQWHw037Fas0QBFmcdvVoIXLIPadHel8vqyOXr6bo50PGxwobOrzZcBdbKuaz029N6Ojb6Z7SfVHycu3fz3Wj5Dln0AuzHe8s8PjZAMC7wKBJYIdyeQWOiYlx0c7YmrhOM+BsFitvNSpKUM3Dop35m1d7jniXjJC/ZVTVXAGXd39BmzrNJVYOEF9flMH1utpOfq2OmGq3pBx6pAZvTqZpHUq0brejknK6qGcxE7Z8+TYZsxztL2D75qd/M51fpOgkM+v2qFsVtSzzs70iTlt1zra8ybpX7o9yfPKevE2fiKhq6ZEqNvtd1Qf/fCRTL8/k2df7dl3aISTe7meCJNuY9hX3NGk79ovlTSjXTn44lAOs78TiT8ya9/eHrTH8Anqso5k7Ii6+oPfvjrqIuZqjLoCuPfVMzn7fiqTByN9RXDyIrjSqGXOsVW13vZrJfvfufc7FFj/eiz3m+43+CuVDZfCeZXqOMAGOWvHZST3v3gmZ+prLP/N3KVTfMmfXZi07Uv6g1K81L5ldFy6X9tHcoI+F/SieFM7suFVyO6vsWQ8Y2n99oLxMR4j0/HZitP2L/SLwl0p8VhobOXnwoJ2uj3J+BNls31v3lxtuCTvn4gExTt5vXHb/fEFxmBfNq6y3avybLOorXDe0dud81msfyTJ2bvH/G84BmOjEqT1Te4MK51zUaVqx45FhXpL9axsLumoV6uYnnO2j4W+gnnEILkD7acjM9eN92SSzTuHcvjNhZhR2LY76tfXcvG5uiOkkfv/bSqnz5/J0V/MozDx+VEY35TSlnc7DmawfYIOBgSB1hLr8ny+pI5eg5uZS4z4dD4vsO45nxsuhXEt7Q9LziWmnkZGDw7l2fMzOX36SO6rF6qn7+ZSDczmOxETvCroGfBmEwIQ2B4CCwY77GCnr7SoSdpOFtFEU4CgHICHEzlv7xUrZLJJ6eBXz1lcMOjBTt/aO2dR4+Tq+voNbtUB28lSv9bZCSfz8HDvbS3HOELG+UqcIr9gsulZO4yt2snd2KpTr6BOr2cm1x/xV5xVgMjcpt3hAHfIaSXGTmeY7rZjB9+ltr/aRp39MebiJkf/SFBRzzI7V7Zl3OqRbWm5+dW+0Ml2Zczb9/fk2e8upf19/c+pHHyoFvKNNKMd2Xt8Iq+i1zIUHJK2uNnSuuT9KX2ZnJn48ztcdN16DEjOG/t4RMjDMArrslfysjejJ0r21NGXevObnH2xJzvqM3NNI6MP9+XJjy4oYXNZG3SeA9V6RfKvIpRYmyt5+VUkr6neMFwSfupIouMQG+Ss1Ts7Ei47ezL59jJ7L4CqOm9faTGQt29pHdUjXQv365KOMWu3p19Ie28i7eNO1n6FBaIqUzo3naxev3Yu8FfbrW3N+WHr1udReo6F/cK2Lwpkm9pLY6FOq1y51f2jMja6ckpXtx2ex6bGVuf8WJ1IXq+R42SYfqsY2HZrTiEDJbtjDK60SWtUlBXrWjpvvE7FvhHr76U5e3fp4zNbu6Z5tb7heKkK5OecF+M3rG0K+pbap4otfs75SjuDLCpXds7ZcyAag/UXuuI7zcwdBel5Eex7brbdft/q9va1vHx6IPffM2VGatz791cSTZWFAKIuXdIxbLLftndtBMxLrKvz+TI6eh36BzuGjNNafDafl1j3m88Nl/ScvoH5Tt7Ibz8cyt5O6CM9K75QPZ/vOlgGvNmEAAS2h8BCwY6pfiGmGbCcM+AclpU1ve9EYx2LaNL0SjgHMZgcS06lmiB1fYVB2MtqN6oDdpvFLlZSZyXM0LHtnCWnazCJVktZXmqBF9sidcjKzmIkt8BCtzlxJJwz7J3TQIg7ltmlIDsoZjdLk2mcS8tPuLg63SI8qzsSEXIJt22mgKeT535Dua7OMK2txrbD2dH9Jnqr/FpOwleuz2XyXunToG0NnVvqaksqs7NAcFBd1SroGeSobprHJvIgzdln8fmgPl84avJ8VcHpgSV0VFcRyzZLK0n3r80nDdMgTYG1PmfeO5SL4HGjVFrX/uI6iqSsu+qJj1XaV2C9bPsW1rHAOm5D1575YkschLLnabG/dx3rqsces+NIPCY7516dD4WxRxUNxsnuMcaOHUXd7TE17gTHtbxg398NoPJl44Ubw9pzt9f8p5ufz7/xORe2PdyO2blxN/yN5djFSaK70bOd+zMb2GrUj2HctjE4FF9MyeaFxGdwxyO+rbRUJ9OmRIbKruXk+rw755xIPr6ZPhCfmy27uVvLjAuF8W1ufS6DfjFyHKRRh7Lxbdn5fAkdc9ZO+fm/xfm8wHrZ+XwZHTPW85tlc5Tnu/5jXO+KyAgBCNwigYWCHbOnk/gzmeni3C3qOn5TZyVjYJ2Geflyxy2T1C9B11dwOgql+wyEWq/E+SqIWkNS6kSWgh25U+ocw9A5M2lGnnLS5tmmeBWuwjmsxzm18+Uvgy/lksgq6hmzMw5yvz6TSM929VvZC/1Fvw1+6PsmrPTX3x/I6NOz4tX7TIEo4Y1cfjWWuZ/bi8q4HfNOkcxhVd+4H6XPSZuF52L1LKHjm0s5+mAsx784nQf86mesc8e2yNo+OzzoPSpOlWV0LLJ2guf8FttXYb1M+5bQsch6TrP8Yf1elzTAZse07EWtS96hp8eQfMHqddEblXGoOP7EJd1e3znQjFdm8W/GVjfuz9PRceiRzynV67fSdle2yCAeg13WZX5XNldrffvMiz201V9KKfB+V865yvimF9Z93qdRQLj4uFAZ3wp1lJIu/nUkTRr8roxvi8/nS+hYYV1qS55Wns/LrJeYz5fRscI6b0shpTjf2eBp9iLTQnmSIACBrSCwULBjK1p2q0rOceJuVTcq30QC+tbSewdy+kei3fWFTN4fSfTOiSRLefdKnn26LyfRF17KObPUtxdytHckF39mR+YnqFuR7+3LSfLozdW3B8U36etnxt+byHnwSo35lYjIMjpeHMlez88Xprro27E/Pkm+zlJnPfv7buFqeSq1sL+EjjXWhVqypGL7Olgv2r7FdayzzhqTJZhbrXe+fBkfUc7yvUaKz+YXF9xxcfYgsHIC9j0CB98nj+CpuNOCY8pGnXPV8c28X8hdbOnPdYlxoWN8m1v/n2rs2JGjn+KcVdaLzufL6FhlHetc3CvO53XWC8/nS+hYZV1sUJxYnu9ey+knjTR93v8Ui2MPAhDYUAIEOzbUMKh1xwioz+t9OtZfEwlvOVcU1O2hO8kb8zeTzpWcfDyS/e+uBqh3LeePd5I35g8ovs6s6qVpozyQ06nCW+W8jyT/DF5nqds5+K63T73s8P0jeRk8VmTudhjJ+NMTmQXpt2MAaoVAS2D23YGM9buHkrsHt2lMKZxzbQsrW79OZXd0IKeLBNsrIm8q+eWXO5IFT+dUxnw+B9C6DpfmO3t31uiDg8UuFK1Ld+qBAAQGESDYMQgXmSEAAQhAAAIQgAAEIAABCEAAAhDYdAIEOzbdQugHAQhAAAIQgAAEIAABCEAAAhCAwCACBDsG4SIzBCAAAQhAAAIQgAAEIAABCEAAAptOgGDHplsI/SAAAQhAAAIQgAAEIAABCEAAAhAYRIBgxyBcZIYABCAAAQhAAAIQgAAEIAABCEBg0wn8/8JZSFm2jJBpAAAAAElFTkSuQmCC)"
      ],
      "metadata": {
        "id": "Sf-6TAnkOiaT"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 2.稀疏矩阵的转置T"
      ],
      "metadata": {
        "id": "toWlBdz_O0Vx"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        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)"
      ],
      "metadata": {
        "id": "_FbIYh2tO3Qa"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 3.求转置的方法"
      ],
      "metadata": {
        "id": "suLVKx1pPgP2"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "在二维数组中，我们求转置很简单，只需要**循环赋值**，**交换一下角标A[m][n]**，它的转置T[n][m]即可。\n",
        "在稀疏矩阵中，我们如果要求它的转置，需要交换一下每个元组里的前两个下标，并重新排下序即可（但是排序的时间复杂度高啊）。"
      ],
      "metadata": {
        "id": "vAwwM9PqPkEp"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 4.快速求转置法"
      ],
      "metadata": {
        "id": "YDHI4PHUPuvg"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        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134RdMLY04RQ/eq264RckHBJUPiaeQp0yd7n6ZP7pc1qnzbYpf51YFtsVy2a8vTEl61MIH89C0B+MLb/+vhuuRoCp2HhbDT2xUmdEshQxz/VUkHBBI3CFOXXeK8WeOav0cwN1NvdykNra24zHM1jF+3ovmYfV4KVBED31CX9aF/mtzg/HFtpP7fAn8e2XqpPiqTvrG1fMfohfWijmWS8xd6qATdczNszesntcu2X1+r+12MQuxZ86PtUcyvN4/o1u3AL11C2/cvp0ubsB60VsdS/i99lrpub6kTKuXiTjUVs9Yz0uKRNwzu26a/N9tmk1/J3tps5H/vQOvVlpL/siUIaZzVWuru2PzXqgw9DP2Yso8Qvpx/hn+nH8Ej6UdpwXtD1vVeymLF4zSad9Xm81c3Rf0ln4YmN6L/eSsXnaYx1Xc88wpp7iP7FuMhezx255d/9PK+s9bGQWWekYj6X5foh7/fz82Zo/byl/jzPlp+X72s/eR3IHEpsHR/Zm6aL5YEaf4iVLqkOfnY+DRp2bc3X0nx1y0/tfyvxHCtaUX0FQ8JclYdMEm9nnS+Nv9J29oHSPNCgE+HlxljMy8IuVVvWGM/X/nK2ayu0W1nblxjMTccjYbA0Vn09i33CX8WdovmVC97flZgjrFzVoAlJ2vU4A9fwOyraH5Z36n4xFtw3/tQ+B6cQuCGpDgJwk7iYaM7E1sRw9+Mv/c1C1MKrLfrz2NNClPWTrptNoLO1nFTezPjEObW8GCRsG3M/9SdGob0wnnl8qZfIR0/6Lcf1MahWtx16Zra/0kYZb/SzXni87/LEu7UZKllUF5VKgK8Gc79p38JDxlFH421Y+GDA9Gt05tp8mT7Joug0ExfhfFHzv0iv2RVmKM0L16yMDc76ZvDN7Ds91uyet1EHcN3O/uPcJj0fZIGf7XLtZ/YsdqnHsFgo3DA+WS9b+lL0b5nUNVm3KbTZ+m/MpB95D/0F3aknjcp8bavlKoXmuZTakQVebxJMLLP8dR8RZvFnF/Zrj0qnYoZpP8ZBsaP2vjoPpNEN797vwjO8W625NsRnYdx6M+vHVSTeDxi/NP9iLsj4hWd+vrC+FnFi1pq05N71PNHHTld5DEznWpu+seibmlYq10ofa4vieD68TC9pw57dV6eH6D+2F+bg8lqk+SgT0qG/X2Wz3GaqfOiB8seWufqO+jtk2MWcia3KuNx74RfVs5RLe023FszxfVNSnbfv2lT7EenNaiTMyQ8fXRK/QSOVcQbNrsxVb0PQg8y7cs6UMUS3K/VkDPO70lk2zz0zz6Bum8016rFp7keOXH8lp5lp5JnZkuKWXFe+KllUbInrVOAQ7nv73XXXVsUvPn6qftwIvJ3V+VjpU4Zs3uvjN0U4OZzA7qTaO9//7d1tSbUTivxtRBDd8kTT4pZJlSZEJsx0PQU6993cZVEVIl6Z0POnglkinYJr7pcV0Wd2p5r+ehkA1saQ6t50ELjXAqBn4wJKNslTN9kYXHnxTyqTDkoW9WBRlqu3W/Pp5+kls7XeRzIqfJqoniTPfQU7nPZSICwWu1gm63NuPR55TgtsskXU9W984e/X9ODazn2nmMQ+k2azfgobb7jgbA0bgNxnuV25reG+ntfbj20SnMx248v8UP8b0VSjsqjV7F5e1GatqDbj4RyH5nuel7NRvnLobK4slrrdWjspKZybDgtvrk/Tvh2b7iM0k/swXk0fOlbum/aXOfmWsrLK9DsP7bh0Y573leOXZprme30zGuZXFkd0fQXOcZtjUMXv2UZPx9hSV6HhQsfa3mLe5rGyboMyOeo/js+3beOE14Kaa6Wd9T5mu+v35ZtVtXks9mk+ck2/z32Yq/5DruX1VJc94tjNI8cvvrsfjc38UvSi9aP9KUlI8X6c/gpbbrhQasA1ov2sjysdpPFrdmvzz36I6jWZMa5d81alOOxMlN8Ekn7jU9GCd92WeW7LmJbG6dqfY0GVl2Og+t2v19B3q56fI0ViHOrq/pePM+253VPar7ZtyOfoXHed4VyvwrgSp/y3h8w6vmbbfeMXy3k/h8DupDr80NeKw2uCSba7r8x+ml5TAIviiH+jnCZYClqhohZyEmvWT7q+KakOQcNPRAluWZ/J5Cwxn/uZN5Pb/p/qcnLPfcSAWQQPU+LgExs4pXE/Phcs1UakSOIy9to/0s78HnysA3rqQwVlCYq6XL3deUFxfYS27EYqfBIYFpakqdmg9GGL+9q1HefsB/fnCUVdP27X7vPk61bsl3Gkd/n7exMwA3vbvh5X7b4eQLg/s5rrOmabP8nWTe48nn2o2ed2uUZr12xn2mbH1XKxZc1Z9IfbBMqft7vN0av7Uw61KTB13Emm33kseo4u2V3qWbfv25KYkvqaNyi+7EKs0Xov2tGdyHHc2Mw6iDdM+3Ycuo9Qen08drNZa3+Og7MPxMDyiYa6c+ehHZc0lnx55fil/ZtpufwQ1nHSut7qkxW+ka1nHY9LXQWPGB3H+er0aq5H55VtrGkz3CvmuWfz7P83EXfPxxL3y+g39eEq1W0QnRVzL/bj3tx48g/81O0qgy31dBt3HXt/iDaUTrS+ah3o+2+sv5o5u65p21XFwleunFmzVeHYht/3ef07dmEddLoI65e9Nu8zKnoyflD9yP5Gryf+tvKVP3dt6nU4tlH4xra9pO18zS7n5dYY4voL4y3X9HA97ZMcR8dVj9X7IFs703hr1/Px5Zxme8K8XbJtbiePUyWL0MZyHKjcr/rF2arGVC0jdlXalFvmvTZ+U4CTEwjsTqqDDStiXBODPKmpLFRGrDFo1RbCJHLfz5w4zfW1bSIqfS0GBL/RCNf9RM76XGIti6kEg/pkCu3W7y207McjC9xCGX15b3ld1x/XJnFIGOVXWpP9eV/+fA7iM/uikxRUU1uyUMTNWK2GXKu3Kz4N9psgrMblg/hCUPY+TIuhCmRRlx/inyfMC4H0KZbV3rf73I1rXmR1W3FMLlnXi4su4o9VOV3Wj9dpKLc3P3dOcL8vsENvuQ2Rrd3UBru0r/MF2jTjbRD+s42zf0xpexLrzj6yt8Mnv5UPRlyxTL9zzRgP5MOSqg9mO+d681GKT/FSdSwp1mT9SRIgc0TsiO+aq29XL8KzCdmR9Uk5p1q6tfV948n+0FV1jGJFVlYu362//MOaqIfwDY3MZn9PaT3zf8kkWek8UXw9fnW8qmq9XdFPsLGc5+H6WvwyfxOdjeW+pDraJLqrxGjRnax/EsfqY60nzw6RbyebX2UbJftU19kYvzGn50W6X7Hd3dvahysbXoGJ6UNiX2a/1JB311fpX7mrGEh7Mv/9+by+lj6VGKY0PTe76Sj4Udd341Tn3gZ1rlt194TvG+tPm7H/uK4n7ycZj2p0cZ7H8X9K3+xw7DYm1dVYtLBOVfXqDMx85T5IVv8tbRpC4Zt0Jx7UeeSlyjmzJ6lW88fbE/bsEj/0+u1+X8Qllj6Gx/Ho+7NdwW5pY/0917BmF9qp9xF6y+NUyaLFUI1fBrDgFx0v8n6larTKr0nr4xbO+fjVtxsqmrf9cHYLgbdNqpOFpRCNWHXQzgJLWAyCYObJsDRR5LruLxzPi10U/Ue1UCQ7y4N1sUt53Z9ca7znwbZVXP6ut1Fu+bawkUmWTT69qGb+yJMS47uiwxtY+DZCvdnHseEUmDN73W25pzY7QS+qbM7ZjS2W90HNB5q875mVHp5vOwUmPc6oqfRDYnOtYI/eMMV7nrfTdfjbQLFprqnG5zeU7hsf6hXrh81fZm8+ZtnUJttVO1sOI2ffVzwOfgrjrgX76qbU9F+zeeHDhzjWQhu57dG2gqW/XvGBcJGkQm8ypW3Xt7FbboT3TfFhoQ09j5bbCTpzjA1Ta4Y6s1y9xtP4ZOFdacuzVvPHtSz2R47pNwZUr+lQyqYL4cDOnezmptN5XGFMFRvFf7kNmf8197JrPa/Lu8tX8hgSS4omxTbdgNxbi19xPUxP0bKxpA13/LaGn4tGrzJHM17ajpVj7Td9vMRwSce166kNrznRppqnwieNJ/ONrxfHJWUVSzesoBVpe35fnEu6TdeA2Ja1WyCL/VfbFdtkHhZtxTku1315xUHiVOJQ9L5yIfq/qDvPp7lyvWxgGO0pbIvtnKS/2bYbjpytetziB+FcadLrNJur4ZqOmW7MgYe7N6+FcS2XD0tEf7E/aWd5HQv8Sw1FxmYDUDHea9XqxpaKOhMd+veyfJqXunKz7VjYM67FmoX4KIycLYt+yea9tsscVzg5u5MGlm2QZryPlB13xw/XcDFnpDd5r9gtt/z7MeOv+tX0w8ktBO5MquWTpXlxqm2owzU9sUpRGAdH4euvVfvAUp2goa15AuqJIuKUd1lUy8CRFksTYOy4nA35JKtDL8dXL6euVsem7meHhld2b+1UAnm52arU8jYFBibwZ0Fh3RbHXi9AlX7kkg/UmnnpJ29/CopSUfxa78fZJ5tQf6yCZGgh2DgH29BeGnM23qQV044ap/+6YdSlXpArPp79oeeH2rxVxjqPOlrvx6frz3r3JSoL4LrP8h7UefSRWejTuBSDVEVd8+UWEuXi0/fYgNSJHIVX8k3qZ+FA6muO/prVVtBIbluwfdaFji31/rx9RheVcjG+5Xsi7ZOldsL4re1FDzJmiWVq7LqPUC+LVcUcrDxFSWWC5sQni7Ff9S+2lnbInfV301elXVNbcTB6yfy/bovSr2m8cpK4SAwr/eTtr9jtbHD8zLyKXYR7rq0YU776NIW1sWy/YpW6FPXs9BltNVxUyb2HYn9VA635EDtb90PNoqhd94H40iY8+SRotexjh/6jnmo+MrqUeZePW/RY8X8xOrFb/nwoq1OOo2ihvLBif/owJg9KksD7+Nuv/srBNq54vnrNXCmvyjo/+zkTWe6aP75OmLNBL2X/xTzK/B6sdPO4rOvvicaqGoz+k3tLcyb5XOJYra9KW7pdfZzPg2Do+m8HKP0nz8g13faOY/tbTq7VjWNQ9pfzLrSRYkLFxkIjSQcxHm8cw8v/af+OvRprV9ryNjr7oqbKsSTSHNxB4M6kuhKBNxmTCTGvoxyf37LncVIo0ctECUJWk8YJyYu5FiBsq2tnPhia/mqlG+OrVtnzddyVoFpr++hrKSiEhovJmQeW6sJwlFFqo7jYpPtb/pfps/tKUW5LXISKwJePIfrcL3q6DVOutskN9qWgG21MmzDdVs3+aF/64TFTZnns3k4VYO34btSPH2ttjGJUbay1a1Jev2+wKbLIWepWqseunv9v4YIt8wZ8jg9rbXpfOT/5/ivjNxqoJ0beruTLSqIaP6EXP22LM9XRnn7Ra0vFwMSn1rNjU2h8g69rbR11LfPjw8Yvpaf2But5+uT+P/uP+hsuaj6oWFFva33dLBhGX+3R8VIbi26X8SstLpZ9xBsqrtj4dMb82dCm463nsvBvasclZ+fq703cm49/a1IW+VgfvonFHXcS1l5Z7+qGbtBkvWL96oL/1mzYE7/qnVau+nlT2UdUih5/ad7zlOvy8b2N2OKNSfWIqBgzBCAAAQhAAAIQgAAEIAABCEDAEiCptjw4gwAEIAABCEAAAhCAAAQgAAEIbCZAUr0ZFQUhAAEIQAACEIAABCAAAQhAAAKWAEm15cEZBCAAAQhAAAIQgAAEIAABCEBgMwGS6s2oKAgBCEAAAhCAAAQgAAEIQAACELAESKotD84gAAEIQAACEIAABCAAAQhAAAKbCZBUb0ZFQQhAAAIQgAAEIAABCEAAAhCAgCVAUm15cAYBCEAAAhCAAAQgAAEIQAACENhMgKR6MyoKQgACEIAABCAAAQhAAAIQgAAELAGSasuDMwhAAAIQgAAEIAABCEAAAhCAwGYCJNWbUVEQAhAQAp8/fpief3iVU94hAAEIQAACEIAABCAwLIHbk+rXT9Pzh+fpU9pXf55ezPntTF9/eJ4+fPig/r1Mn29vbtqdAHx5mT58aPS5pUy02Y/n4z0jKAfvxvSh2opwFhkAACAASURBVKbzw4fp5UtZ59wrod+6Tbbn3f6w1VfPPOuvPk1Jlqulb7+5zP/2NvfXjMz9XAl6ndm25uOsE8dsb4I89xOsLufsvvl70xzxMag+T519bzsHtut/v5/zGq/Tp6/uGJ+LXdkceat5k4+EcwhAAAIQgAAEIHAFAjcn1eUmrLWJj7j8RlhvuMvjtQ3++ubdtVVusvMEoOm4DQmzJAGubfsBQDjXG3opK/22x5C1WSTPK6wrG2bpd9rAvjaWcE1/gJJaTAczh/Vy0+QSgkoZzzwbt/lgJdQp2Wl/h2RjTT/J4LsOJKkJ75bZy/S5Mhath1rCV44rsjDJT9mfbtcNKWn99XV6jXZUefh7wk5zK/tw41vsJ3LMNZ7wriS+qYw7iNqs2moK2pOgOxlHuOevffVp+vyafbTy7vqPibfR9Zrm9T09Z4KPZp/UfaZ1mXPNuXn/Ga1ZzuWZjkFhXLM9WenIPd132tvVV9YepxCAAAQgAAEIQKAzAjcm1XETZ5I9vcnaP8rFTXnW1Go5lSjoTWJKNLK2Fk9VO/Uy9U1t2jRmlVZtzsqm05QAVBKGyqZc+g6bZb0Zj8fGV6mXmMzoPvKxqbILh3588VsKmnu1eBqXtjEmohs22oZl3Jx/Lr7ZoNuWYz3GqmXbL/oxuPYyVum6biorM7lk133Lw3592oxLqq8mH/VEptC6t0knZKFxrxOjiaX5q+0PfepkzR+7BNb5ILZnxpIz8XNLfLL9PSSFC/1X5kNh49K3aHL7cp+KL1be/Xi36r/aThhXnvhWi/qL2ifLpVp3nN3Sp9fDhvknbRY6kxsb3++tv7EbikEAAhCAAAQgAIE3IXBbUr13Y2w2a7dsjOeEKGzYX6YX/URaEocf5q9t+3Kx33kDFzaj5YZ7y+ZeJSb5Rjw/d65TCVGwefvXv/0Gt/J00DU7j0X0oTbYzg7DOpTx7ZkESurKE8KZb3iSXD6ZVDXsYdSCJPVSXxIsW3ia0kZe8fFl8vO8YjzXLN245n4Dm6V+F5q76fKsLcXetVTTwVKS5rnN3Ks+WmUS5pEevzdBJUrLg3N1Zz2XmtI1szHGW3kd7Rd9XDBZHZPuV45D/5L8ydXD3guf1ce72J/3o9ZhqL9PhxuTam9rGauOYFPV39KgM+0uFVu9XnBfLc1NCEAAAhCAAAQg0DWBG5LqpQ2g3ahvH/W+TbNs2OXd9ZOO1WbPXyuS6g1WpY3rnPDktXzbOqmPG+uUrLsE1l2L/Sf78obyc+m7khhL0TyZkST25ctyMmA2zNLHpqd7soGfEzCxw70HDjqhkLtLiYW7HttSfHyt/Fyayt4Ty2JTHnQZksxlFqm56LM8KU33Fw9CP8G3cZyG5fP0/JVwm9/X+vH+UUlu6jpnEm1OOjP9zn0t3Rcbcv2WmkoWOC9X/343r5P8IrqQD3EKP+m2bzmO/Gtjl3mjueX9v6v+l8YbxrQ9OdZan+fhkt/D9TDvgtbaWsnb0rb5NsS/fkjWnmKUkbnoL9wPutLtFvW4AAEIQAACEIAABB6EwP6k2m1YzYZKRuo2VvXkS0pMU9h85Ru2reduUzZv3mVT9mnu1ycdIRn25XYn1a7N5+mTeuI92y5HMoY56XabTNkwJvvUxj5dkyaq742NaayTJzMp6fnBPaV+mV6+mu2SbkydPMlQdobyeRJV96vfWGt/Fxvn0I58sODbdmVqiY+76X23tNmfdSUs5V3G6M+l7YVEUMr699if+M3cWznx/biEzveVscrZ+nZUmcgo6D34KXAsfRZMEK05LjMDfa+w342rOj9lUNEv6kMhow8plt6V/ela+Y0J7Q99bJ9U6/Es+XrhevJtXY/G/1rTuU/yc13Wjy8fb72/m/Sv+NnDwOX5q/ADjYVPbeE0VxbLFWPKG8jPoyaqugn35uQ32Gr7rl1TfUTd2zoxlie/qvIcQgACEIAABCAAgQcjsD+pXhxgffO5WNzd8JutPFlYraGSapWIyWbQbSZjsqA32etJw9xfKqfame+GI9+uf0omiZAbtxyrZENtbE2SkTeYzhsb01gu2Zjq2SRAj1uKmDpZUlGWz/1YO5ekUnoQX84fLsidwKviY8XHl83PpQH/QcxcX1i6Mc3JY2A3b/wtk9TU3QeBxcvH53pSvbX9zAdbq9lyYcx5oqK/IRHKOxYZP6NfpVnbQTxTLGNyVH4I9jJ92vo31dU+3MXQz+zDpYK5HkM5o2OtpZx1dm7q+aby9mvnB+jfDC/40uvZ2e78IzHNlHMngZMrE5LwOfakonr86eLaQei/0JKvkt3z9s16Cq1mZfKuom6K9n1bFfvz+pxDAAIQgAAEIACBzgnsTqrdf9dUbqq3XMs3T3EjuaE9vRmTpMpzlU2+bEDVJk1vlk1SueAQ065qxxZ3Ntsn2aZefBLv7XVtxKcwqYzYu2HMNcauXZ9MVuprRjbhzJKVLKnwZfXToux++HZB3ERH+3Vfic/avcjl+X//P/wPdJVji0y1HanhyDz+kHNiqVnHvst2lS5FI6ndGw5eP00vP7yGD3a8rXOCk/r+6P7eX/Ubj02yaBhX2sjrV22vzB9Xrta2+/aC5xfqvLhvNdQ+CKoiCfZZn5fXZr9kSbqxR3VQXA9tGk6q+HxYGbfwEv2ouWd5yIc/cyx6U/0v/r/eYUzz2GWMs51p/G5sHz/5r+S78mmu65iVxh/93frv9VJdVz7v07bh/dwok2yVA+/r8gO3Wz5UlSZ5hwAEIAABCEAAAj0R2J1U58anTZ3cSBs0uVB5j5ssl4jYzXpedsPm/eOLT9R8O6pvv/mLm2xn47xhzfuofA1RtWNKO7td4pLuuw2nemqTrt/yQ2V282r6VSflWEpGYbMqbLNkxSQzoU//xEuxCgmijCsbo7LFHC5tnE2h+UQnYf6qYydJ0VzM/TSbYazr6WNTZcvXv22FXWeztirsi74rZYwPJNET3tqUTBORcUrgq/NHeIW6hqmrXyTeWRKsu/fHFfvlaalK9mdfrOlNNV74O6unitpDGZ+9OvvEzr31pDoweg/9W+ujHVnS7cdkfCxjL31i4rBi669X55VYENqSJ+OGoy8SbJM4HWxaT7yl5fS+FBuWrqeKHEAAAhCAAAQgAIHHIHBnUl3ZCOvEssbA33cJX9zMyVOmlXfZ0Lnm/Kbu42f1tFAlxapvvTksE1ExzG4o5eqcNKcr9kD6+fISkvU4Jp/sSKLhrsXNrNhsG8nP7OY1vyvn5VjCGDQjV3buM7vvN7JhU5wzCk8wQ3Ln7/kPDGQjLxYsvO/cIJskwDWpGRZamBPOeVxZ8mTMysZs7t1/MnOr99O0UflArCl4xF96l2RHys3vy3rxbTmGosW5UjjK+i81pStUxujrhx9kkw+r0pijDtxc8PeyvqTlss/Qj/7AYD7WSVxdj7NPMl3k/atzXcfZ85b6Fw7hPfhSWJp7fl5E/TvbvU8zn/gxzXPE/AlAfs80LvNO1RXdSSKe1ffMeFKdU+QcAhCAAAQgAIHBCdyXVGcbLs/SbwL1JthdjRth///zygYu2xhWHVGWCZv37L/UkqeDH3f8TbW3feEJdnUMysDa/ZyFK/OOSfVsbcbQ2xn/X2j9lL3CY2YtPptbLY5i/Ty5L8r5CyGJWPoQwtaxSVSwKfz3ZP5Y/o/kIhHPv4K9YQy248Uz6fdVntjqvr3PI3P/NetKv+ID04NNrHwfRfKiK4TyOe9QL/+b36xs1n+Z4Op+Mv24W0nbWbvyYc4Hm3Dr1sJxaNMm/eFaNbE0DYQ+54Rb+VkSwWSffAtAxSMZu5/DyjdRv7p/z9J/nV+VM7aok1g/94cqsXIYxqT7XinsBmV+kd35T2KNr6fHLxqtfsBS84NrwV2PY8455ee+w1IHxv4lNr4t5RtTiRMIQAACEIAABCDwOATuSKoXNoLVjZIrm29M44ZOJyQLx3qjGja6C//nc7Xv/Out0m9uj3LaQjupROW+39jqjasr00VSnW144wbXJSWa63JiVfNdIjEfLG2c5xLzkefn+KtNveI1FyyPUtIYtaLHMJcO7dbvxVLeBstgrr9+5G3QyXPtb1bXePh7LplwdiodKt/ID+4tW7LkV9de7V7ez5zMLPve9V6yNOXTWCSBdR9UfU5/8xvszzTkff3s/2xjTiRDP/P50siztmKx2SdZPW2fu6UYa32YMZkm6v2ZIqpd3WZRZvFC8Fd77NKA8kkcj+k3n0te67O/pRU35qbOirrBVtOf/n0DaVy/12x0rnA/bicfhOjyHEMAAhCAAAQgAIEHI3BTUi2JTXUTmG9iHZDatcpmvWSnNo/xpu9bJ6+6UrEBDDfnDXPYENonZLqBeJxvSvMiWT+BR7lplWqrNkuh1sY0lgsbYfV0bjW5rHy9s+qLZETl4OikIvh09kHcpLtvGWzYYG9jWeqmGJj34TlJtfgofJ04e4roDIl9h6ets26CjsS3KgkujHcXZr+E/rLyvo94zR1rtpkG5vlR6yhjmdV1NZzdL1/i3FIfNszxYbbVJOm+LeET+pnr1Gyx49YlPDs9RrnpOcyM67FICtfete21+/FaHItNNlfKm1uBXXvsUmn2SW3c5bXQvrbNlyk+6JT25T30Y7QjXw83MThvPzuvstnqb7GFdwhAAAIQgAAEINAvgd1J9bNL4mqb1zTGuBHLnjqXG8Z6udrXOovNoN7QycZc+ov3wqZxT4IiZcN7aW8aoPqhMkmQsoRGFXWHPunRNst9k1y1uIZKZQIUOCZGeZvyt63Sp+elkgy5rt9zpqv+jhWrG2fdaDgOCWCl/4rduRbcGL1fayxNVxkTc+/+kzlpyfqJY8i1I1oUH726v8VPX+0OCUieYOvEW7cnbfnyLb8oP+o28sSy1JRmpBOkMF7Tli8aruu4YNpUmvP+z+w2Y5J5XLzLHHP2yHGcW7HsbFe0R9rQelG26FGaY8VtE2dXOdYRH5v2mieB8Wx/q0KmO19c62jtwyJhMzOce7NtFJqUgl7nlTks9937l5f5mzA1Nlv8oNvjGAIQgAAEIAABCHRMYHdSfdxYahvDvPUtZfI6b3CeNpVhE1rdSGdJYrXMG5j6Zl3UNs55575MbTOfF1w+9wmYTpKqRTvVTWZrSibXxhO5flCJZNbM/tMsoTEJsGst025Kll29LCF2xWuJct6GTxizfvcb3nGN6Kfb5vnepPpWDjGhrvhwb4uFZrIGPn9U89zrSZ1HzWz/ECFrnFMIQAACEIAABCDQGYF3TKo7I4E5EIAABCCwkYD7IMAmynPFz9OLT9xjEu++MaA/OHJJ9gGJ/dwfRxCAAAQgAAEIQOB9CZBUvy9/eocABCAAAQhAAAIQgAAEIACBByZAUv3AzsN0CEAAAhCAAAQgAAEIQAACEHhfAiTV78uf3iEAAQhAAAIQgAAEIAABCEDggQmQVD+w8zAdAhCAAAQgAAEIQAACEIAABN6XAEn1+/KndwhAAAIQgAAEIAABCEAAAhB4YAIk1Q/sPEyHAAQgAAEIQAACEIAABCAAgfclQFL9vvzpHQIQgAAEIAABCEAAAhCAAAQemABJ9QM7D9MhAAEIQAACEIAABCAAAQhA4H0JkFS/L396hwAEIAABCEAAAhCAAAQgAIEHJkBS/cDOw3QIQAACEIAABCAAAQhAAAIQeF8CJNXvy5/eIQABCEAAAhCAAAQgAAEIQOCBCZBUP7DzMB0CEIAABCAAAQhAAAIQgAAE3pcASfX78qd3CEAAAhCAAAQgAAEIQAACEHhgAiTVD+w8TIcABCAAAQhAAAIQgAAEIACB9yVAUv2+/OkdAhCAAAQgAAEIQAACEIAABB6YAEn1AzsP0yEAAQhAAAIQgAAEIAABCEDgfQmQVL8vf3qHAAQgAAEIQAACEIAABCAAgQcmQFL9wM7DdAhAAAIQgAAEIAABCEAAAhB4XwIk1e/Ln94hAAEIQAACEIAABCAAAQhA4IEJkFQ/sPMwHQIQgAAEIAABCEAAAhCAAATelwBJ9fvyp3cIQAACEIAABCAAAQhAAAIQeGACu5Pq19fXiX8wQANoAA2gATSABtAAGkADaAANoIFRNLCW89+UVP/7n/488Q8GvWrATexebcOux543aOux/Xfr/MPv1u/wsDxu1RX1zuWITs/lO7J+0daY2nJ+X3uRVPMBweUSUILdmMHuLRZ4tDWmtvC79Ts8LI+3iD30sZ85Ot3PDJ1tY4a2tnG6mp6c39deJNUk1STVaOByGjgrkLOQjruQnqWpR2yXeTDmPHg0raJTdHqWZtHWmNpyfl97kVSTUF0uoSLYjRnszlo8dbtoa0xt4Xfrd3hYHjpGcNwPG3Tajy+uNi/Q1pjacn5fe5FUk1STVKOBy2ngrAWchXTchfQsTT1iu8yDMefBo2kVnaLTszSLtsbUlvP72oukmoTqcgkVwW7MYHfW4qnbRVtjagu/W7/Dw/LQMYLjftig0358cbV5gbbG1Jbz+9qLpJqkmqQaDVxOA2ct4Cyk4y6kZ2nqEdtlHow5Dx5Nq+gUnZ6lWbQ1prac39deJNUkVJdLqAh2Ywa7sxZP3S7aGlNb+N36HR6Wh44RHPfDBp3244urzQu0Naa2nN/XXiTVJNUk1Wjgcho4awFnIR13IT1LU4/YLvNgzHnwaFpFp+j0LM2irTG15fy+9iKpJqG6XEJFsBsz2J21eOp20daY2sLv1u/wsDx0jOC4HzbotB9fXG1eoK0xteX8vvYiqSapJqlGA5fTwFkLOAvpuAvpWZp6xHaZB2POg0fTKjpFp2dpFm2NqS3n97UXSTUJ1eUSKoLdmMHurMVTt4u2xtQWfrd+h4floWMEx/2wQaf9+OJq8wJtjakt5/e1F0k1STVJNRq4nAbOWsBZSMddSM/S1CO2yzwYcx48mlbRKTo9S7Noa0xtOb+vvUiqSagul1AR7MYMdmctnrrdYbT1Xz5OT09P09O3/6Tiw3+bfv3V0/T01X+e/utgcXMYv2/0KzyIsTou9nqMTtHpWdocRlvsBdQe6M+T8/vai6R64ybirIlJu8cH/WGC3Rto9x+/ffLJ1bf/5Xg/PaL2R9FW8PtX069/HZNrl2Av/RsgyR7F71vnJDyIh1u18p7l0OlxOmUvYFmOoi32AqXfSarfIPl4z4WDvkvRw8QyuZUHC6nlOMZC+k/Tty6BLpJlnlTfOo+uVm+MeWDn/tV8OMJ40OlxGmYvYFmOoS32AnmcdH5fe/Gk+oSE+7/++iv/VOdvv/04/a1/uvPV9Ot/cRMybkrTE5+P0z9K/8VXLKKYn6Tun6d/j2X+9tf/zXwdIXf66OdjBDsb4Jd9nmluKVGqafJPf55YSC3nEbSV4pePMxKHlp5Uq/gkseyC7yP4fTmG2DngysGjZFLjl+Lnt/KND1nzs7j8JNf/PNn59+fp3//lP8d9RFmGbxCt+wGdaj5ZLDd/2uPKLWvSaTtpmW+t+f33CNqysSjTT9ozyt5gnL0ASfUbb/JEiOnrkj6RyQNWLsQoWEl60kL6NEkSHYLaGMKtbVC2Xhsh2G1jsaA50VixiOaaZCHNOV9fW/PCGeJOPC82YLL5HyMeXd/vevPdPoZHm5GLHZKIpL2An0cLcVk+QJe1X+acfOD+9DSFJFrqz0l2Hqc4D/5Bp6LTOa4nLbqkSDTGXmD3g6rra2vWDHsBmUf8TfXuiXLEYpSS6pS8zE+Z9VcqU7kY2HTSnO6lwBcFrtt84w8LjmDzFm1cP9jNE3yVp2zGkmZkMxYToeK+JErzYiubQp6IjLFJ03HHLKTFp9LlBzCrWnzwWEVMsTEHHpbHkvYlfs7Jy5a9gMTpkDSnNp7iB+x50v3gc2uJ3RHX0WnQaYrrKYmWhCl+MMNeYHeucHVtJc1I3PmTaEbW/vx9nA/YeVL9xouOiFGeMLvFQRZGm5zYRFnquTKh/MfpW/9DUR+nf2Qh3Rz0rh7stm42RE9ah7ruFk3Wy2zbUOq+rnJ8eW3J5ipfSNNmbPZ90Nc4C+lVNHzEOC4/Dw7aM9TiZ+3av8uGNX4AGsq4uRUT7K8+Tt/KL+/HOboU14/w71XaQKchXtc1N8fy+n27P62Xmdu4ima2juPy2mIvUM05nN/XXvxN9UGLp56ItWRGrq0l1elvp779GH4o6Nt/in9f9dX07bfh77Rt/XEDmuadH18+2G3UrGhuafMl962mWEhzPenzy2vrX/5p+sf4i99BN3w67fx/eb9vjCkyF+Cxbe2tJSJb4m76/ZT4uyxuLoa25IP2MT7MEr3d+o5Og05rOtRMt2iy1YZub4Tjy2uLvQBJdS8TWQKUSWbkU5/0Vdzyq7b5D0X4+vKE2n/9kr+h2uLjywe7rRtg0Zz6ERyzMMr9FU2a8lv7vXC5IbQVdWGSap5UVxfYLfHoimWGmAcHxLFq/NwQd9OT6/hnF/6DT6nnrqmYfUV9HTUmdBqSatmTzrqRPzGIH86ItpSuUh3z54nyd/3bPlQ6yo89tjOEttgLFOu+8/vaiyfVByyc+YSXYGSS6g0/BOHakbpP8qMl8rUwt5BWNrZ535zzVGnWgCyc2d++pIVz4X7SnvwZAgupMB12IY2be/MjN/7aGE/MhvD7jrUQHtuSimpSvXEvIHWf5ENR9QG73Vtss0Vi2Ejv6FS0sfCNo7SnZC+wd14Moa1aUs1eYC2nnkiqd2wktk46SYzLhS8PXJUnz/KJoSyk6u+xy/YkYPKufTNEsNus25bm1u/Lxs5+RXxcvQ2hrdpCmjZfs+9DnCOp1rFnlOMh5sHmGDvPidz/y/FzPe66dmQfUT5d5EPOnPPSOTrV2swS6/ThupRZ1+SylqX+WO9DaIu9AE+ql4Ir18cJeEMEuwM2fMyJ/XNiCG3JQhr/nrN8Op1980F9s+GqmhrC7ztiCjz2x46rzo2ex4VO0elZ+hxCW+wFSKrPmkC0+zjBeYhgt2MDjHaP0y7aOo7lI+kSv1u/w8PyeCQtj2QrOkWnZ+kdbY2pLef3tRdf/yY5KT6JOSsIvVW7BLsxg91b6Attjakt/G79Dg/L4y1iD33sZ45O9zNDZ9uYoa1tnK6mJ+f3tRdJNUk1STUauJwGzgrkLKTjLqRnaeoR22UejDkPHk2r6BSdnqVZtDWmtpzf114k1SRUl0uoCHZjBruzFk/dLtoaU1v43fodHpaHjhEc98MGnfbji6vNC7Q1prac39deJNUk1STVaOByGjhrAWchHXchPUtTj9gu82DMefBoWkWn6PQszaKtMbXl/L72IqkmobpcQkWwGzPYnbV46nbR1pjawu/W7/CwPHSM4LgfNui0H19cbV6grTG15fy+9iKpJqkmqUYDl9PAWQs4C+m4C+lZmnrEdpkHY86DR9MqOkWnZ2kWbY2pLef3tRdJNQnV5RIqgt2Ywe6sxVO3i7bG1BZ+t36Hh+WhYwTH/bBBp/344mrzAm2NqS3n97UXSTVJNUk1GricBs5awFlIx11Iz9LUI7bLPBhzHjyaVtEpOj1Ls2hrTG05v6+9SKpJqC6XUBHsxgx2Zy2eul20Naa28Lv1OzwsDx0jOO6HDTrtxxdXmxdoa0xtOb+vvUiqSapJqtHA5TRw1gLOQjruQnqWph6xXebBmPPg0bSKTtHpWZpFW2Nqy/l97UVSTUJ1uYSKYDdmsDtr8dTtoq0xtYXfrd/hYXnoGMFxP2zQaT++uNq8QFtjasv5fe1FUk1STVKNBi6ngbMWcBbScRfSszT1iO0yD8acB4+mVXSKTs/SLNoaU1vO72uvm5Jq1yj/YIAG0AAaQANoAA2gATSABtAAGkADI2jg8KR6rUHuQeC9CbhJzQsCZxBAW2dQ7b9N/G59BA/Lg7M+CaDTPv1yBavQ1hW8uH8MLb/f9KR6vxnUgMDbEWiJ/u0soaerEUBbV/PotvHgd8sJHpYHZ30SQKd9+uUKVqGtK3hx/xhafiep3s+UGp0TaIm+c/Mxr2MCaKtj55xoGn63cOFheXDWJwF02qdfrmAV2rqCF/ePoeV3kur9TKnROYGW6Ds3H/M6JoC2OnbOiabhdwsXHpYHZ30SQKd9+uUKVqGtK3hx/xhafiep3s+UGp0TaIm+c/Mxr2MCaKtj55xoGn63cOFheXDWJwF02qdfrmAV2rqCF/ePoeV3kur9TKnROYGW6Ds3H/M6JoC2OnbOiabhdwsXHpYHZ30SQKd9+uUKVqGtK3hx/xhafiep3s+UGp0TaIm+c/Mxr2MCaKtj55xoGn63cOFheXDWJwF02qdfrmAV2rqCF/ePoeV3kur9TKnROYGW6Ds3H/M6JoC2OnbOiabhdwsXHpYHZ30SQKd9+uUKVqGtK3hx/xhafiep3s+UGp0TaIm+c/Mxr2MCaKtj55xoGn63cOFheXDWJwF02qdfrmAV2rqCF/ePoeV3kur9TKnROYGW6Ds3H/M6JoC2OnbOiabhdwsXHpYHZ30SQKd9+uUKVqGtK3hx/xhafiep3s+UGp0TaIm+c/Mxr2MCaKtj55xoGn63cOFheXDWJwF02qdfrmAV2rqCF/ePoeV3kur9TKnROYGW6Ds3H/M6JoC2OnbOiabhdwsXHpYHZ30SQKd9+uUKVqGtK3hx/xhafiep3s+UGp0TaIm+c/Mxr2MCaKtj55xoGn63cOFheXDWJwF02qdfrmAV2rqCF/ePoeV3kur9TKnROYGW6Ds3H/M6JoC2OnbOiabhdwsXHpYHZ30SQKd9+uUKVqGtK3hx/xhafiep3s/0oBqv049fP01PT/HfL78c1C7NtEQPoUDg9bdfz/p7+m5CgW1ljKwtr5dB49TIfq/NCnjUqNx67cv0newDnp6mr3/7emtD1MsIoNMMSPWUvWgVS+PiyNpiL7AsDpLqZTan3vnyy6fpKW1QQ1BjMT0G+cjBbjPBn76bnlQi7YPk1z9ObOfWCY6qrfQBTIpZ65yudndUvy/5ER5LlwZmCQAAIABJREFUZPZez9f+kGB/99PedihfI4BOa1TsNfailsfWs1G1xV5gfZdMUr11Bh1Z7o8/Tl8/fT39+EfVqEtySGoUkNsPRw1224nlGzlX023mMk1ub3CYksNpy8cq922a76bvzAeBw7jcD3Q4vzfcC48GoK23sw83XbWRnwJtxba1HDptkGIv2gC0fHs4bbEX8GJo+Z2kennOnHenspBOteB2ngWXbrkl+ksPftPgak9Daon2psaGKjSctv744/RjfGpmn2gM5fZpOL833AuPBqCNt6vfEKrtDza2RzFLAJ1aHsVZTWvsRQtMtQvDaYu9gJdBy+8k1bXZcvY1F8iKp9I8KTwKe0v0R/XzuO3UteaSJv4EYd2rI2uLpHpdGyPdHXkeHOnn6lNpn9TwGxdHcEanDYrsRRuAlm+PrC32Asu6IKleZnPeHQLZeWzd1+de1//m4dTOH6Jxkupb3TSytlhIb1XN9eqNPA+O9CZJ9ZE0y7bQacnEXGEvanDsORlZW+wFlpVCUr3M5rw7LpCpH4nyHfGVm8N4jxzstkHk69/bOJWlRtYWC2mph1GvjDwPjvQ5X/8+kmbZFjotmZgr7EUNjj0nI2uLvcCyUkiql9mcd6eWQFc/MTzPhCu3PHKw2+bX2t9P159eb2tvnFIja4uFdBydt0Y68jxosdl1v5LUVJ9e72qUwkIAnQqJhXf2ogtg2pdH1hZ7gWV9kFQvszn1jhVlLck5tftLNz5ysNvs2GwzV31isrmxcQqOrC0bs8bxuRvpyH6veRoeNSq3XMvX/tq3iG5plzqOADpt68DG9VyP7fqjlhhZW1YzYymg5XeS6nfTQwheT0/uv6vR/2f1uxl0mY5bor/MQO8ciE+kRX/5nyPc2fZVq4+sLRbSq6p6/7hGngf7abVqhERa9gL8WGSL1/b76HQLK/aiWyjlZUbWFnuBXA3zOUn1zIKjixAYOdhdxIXdDgNtdeuaUw3D7xYvPCwPzvokgE779MsVrEJbV/Di/jG0/E5SvZ8pNTon0BJ95+ZjXscE0FbHzjnRNPxu4cLD8uCsTwLotE+/XMEqtHUFL+4fQ8vvJNX7mVKjcwIt0XduPuZ1TABtdeycE03D7xYuPCwPzvokgE779MsVrEJbV/Di/jG0/E5SvZ8pNTon0BJ95+ZjXscE0FbHzjnRNPxu4cLD8uCsTwLotE+/XMEqtHUFL+4fQ8vvJNX7mVKjcwIt0XduPuZ1TABtdeycE03D7xYuPCwPzvokgE779MsVrEJbV/Di/jG0/E5SvZ8pNTon0BJ95+ZjXscE0FbHzjnRNPxu4cLD8uCsTwLotE+/XMEqtHUFL+4fQ8vvJNX7mVKjcwIt0XduPuZ1TABtdeycE03D7xYuPCwPzvokgE779MsVrEJbV/Di/jG0/E5SvZ8pNTon0BJ95+ZjXscE0FbHzjnRNPxu4cLD8uCsTwLotE+/XMEqtHUFL+4fQ8vvJNX7mVKjcwIt0XduPuZ1TABtdeycE03D7xYuPCwPzvokgE779MsVrEJbV/Di/jG0/E5SvZ8pNTon0BJ95+ZjXscE0FbHzjnRNPxu4cLD8uCsTwLotE+/XMEqtHUFL+4fQ8vvJNX7mVKjcwIt0XduPuZ1TABtdeycE03D7xYuPCwPzvokgE779MsVrEJbV/Di/jG0/E5SvZ8pNTon0BJ95+ZjXscE0FbHzjnRNPxu4cLD8uCsTwLotE+/XMEqtHUFL+4fQ8vvJNX7mVKjcwIt0XduPuZ1TABtdeycE03D7xYuPCwPzvokgE779MsVrEJbV/Di/jG0/E5SvZ8pNTon0BJ95+ZjXscE0FbHzjnRNPxu4cLD8uCsTwLotE+/XMEqtHUFL+4fQ8vvNyXVrlH+wQANoAE0gAbQABpAA2gADaABNIAGRtDAWip+U1L9888/T/yDQa8acJO6V9uw67HnDdp6bP/dOv/wu/U7PCyPW3VFvXM5otNz+Y6sX7Q1prac39deJNV8QHC5BJRgN2awe4sFHm2NqS38bv0OD8vjLWIPfexnjk73M0Nn25ihrW2crqYn5/e1F0k1STVJNRq4nAbOCuQspOMupGdp6hHbZR6MOQ8eTavoFJ2epVm0Naa2nN/XXiTVJFSXS6gIdmMGu7MWT90u2hpTW/jd+h0eloeOERz3wwad9uOLq80LtDWmtpzf114k1STVJNVo4HIaOGsBZyEddyE9S1OP2C7zYMx58GhaRafo9CzNoq0xteX8vvYiqSahulxCRbAbM9idtXjqdtHWmNrC79bv8LA8dIzguB826LQfX1xtXqCtMbXl/L72IqkmqSapRgOX08BZCzgL6bgL6VmaesR2mQdjzoNH0yo6RadnaRZtjakt5/e1F0k1CdXlEiqC3ZjB7qzFU7eLtsbUFn63foeH5aFjBMf9sEGn/fjiavMCbY2pLef3tRdJNUk1STUauJwGzlrAWUjHXUjP0tQjtss8GHMePJpW0Sk6PUuzaGtMbTm/r71IqkmoLpdQEezGDHZnLZ66XbQ1prbwu/U7PCwPHSM47ocNOu3HF1ebF2hrTG05v6+9SKpJqkmq0cDlNHDWAs5COu5CepamHrFd5sGY8+DRtIpO0elZmkVbY2rL+X3tRVJNQnW5hIpgN2awO2vx1O2irTG1hd+t3+FheegYwXE/bNBpP7642rxAW2Nqy/l97UVSTVJNUo0GLqeBsxZwFtJxF9KzNPWI7TIPxpwHj6ZVdIpOz9Is2hpTW87vay+SahKqyyVUBLsxg91Zi6duF22NqS38bv0OD8tDxwiO+2GDTvvxxdXmBdoaU1vO72svkup3S6r/MP3m+Wl6eor//u73l0tu3yuIEuy2Bbvf/53S39PH6ffvNhe22fteetL9jqgtdPLzNKLfte7zY3gcGbN+P32UfcDT0/T8939gL3DQWoROt+jU6u+Jveim+Teitv7w989zzvL8m+kPB83TfH3p+dz5fe1FUv1OovAb1RS8QoLNYrplAWiXGTHY7Q1CXn8qKPpgqc73tjdK+dG0hU5CvBnN7635DI/2OtRiGO7na39IcD7+81Htj90OOm35P+ht3nvmemzVH/f+aNoKCfX88MXmMOPowPl97UVS/R5J9b/+Znp+ep5+869KiP/8cXoiqdn0CWFrszJasGvxKO/XNm7uWqbJ95gbnfc5lrbQicydsfyu1qWF+QiPNiPRzuq7W/ezbwn5zWv6wP2gfhb8uGrbBeqg04Z+Kvr7mb3opn3oWNqqfNhS084FYkYrJjq/r71Iqt9DBDUx1hLt97DtAn2OFewai+ZWf6I/FtItWhlUJ8QUG2fgYXm0NmJL96vfEKrtD7bMTcoUMRyd7tdpVZNoC21lGuBJdT21JqnOhLK0+B16vfpJIE8Kj2LMQrp/IR01QO7V3OjaGlUno/s9nyfw2B9jc4buvPpU2n9wNX/NslaPa9v4o9NtnGY91b6dtLeNMcqPqi0fs/xvQIwZo5zf114k1STVxSdwc4B9zOA4arC71W8+Ucq+gnhrW1evN7K2RtbJyH6vzWl4HLM2klQfw7GmUXcNne7hGxJqfqhsG7PhtTXwt9ZIqt8jcV7rs/b1rkEFurQY3nN9+GC3pr3s3siJ0i0aG1Vbo+tkVL8vzRF4bNt4L/GT69Wv2tb2B1nclvq8r/sBna7zmfVDQj2z2MYMbVX+znqAOOX8vvbiSfV7iKCWQFe/Er5tcu8NBlcvT7DbopsQEPlxvC2s5jLjaQuduHg5nt9nzdfWC3is86kxq16rJNDVp9fvsU+5QJ/odINO/X6U/8qtOj9X5sBY2qr9WQBJdS25JqlemTR7J9me8v7JT/qFzzHFuYfXnrJjBbsNi2ZF415//Nr87j99GE1b6CTMr9H83oq38Lgt7pZc87W/tnk9qq/x2kGnLZ8Hvc3/pVarPPdlDo+mrfxbNf58wD8bdH5fe5FUVxIOmTTnvscnQP4P/p8m/o7luGA9WrDbrdP4yfSTaE+98/+jrutwKG2hk/Shy1B+37AmwmM9TuyLyfGrtzEOk+AcxxadrrMMidHTVO4FxvwRqj3zdkRthT8DE72MqRHn97UXSfWGDcSeiUbZ9SD+FnxGDHZvwZU++BrwqBogpti4Dg/LY9R50fu40Sk6PUujaGtMbTm/r71Iqkmq09OYs4LPW7dLsBsz2L2FztDWmNrC79bv8LA83iL20Md+5uh0PzN0to0Z2trG6Wp6cn5fe5FUk1STVKOBy2ngrEDOQjruQnqWph6xXebBmPPg0bSKTtHpWZpFW2Nqy/l97UVSTUJ1uYSKYDdmsDtr8dTtoq0xtYXfrd/hYXnoGMFxP2zQaT++uNq8QFtjasv5fe1FUk1STVKNBi6ngbMWcBbScRfSszT1iO0yD8acB4+mVXSKTs/SLNoaU1vO72svkmoSqsslVAS7MYPdWYunbhdtjakt/G79Dg/LQ8cIjvthg0778cXV5gXaGlNbzu9rL5JqkmqSajRwOQ2ctYCzkI67kJ6lqUdsl3kw5jx4NK2iU3R6lmbR1pjacn5fe5FUk1BdLqEi2I0Z7M5aPHW7aGtMbeF363d4WB46RnDcDxt02o8vrjYv0NaY2nJ+X3uRVJNUk1Sjgctp4KwFnIV03IX0LE09YrvMgzHnwaNpFZ2i07M0i7bG1Jbz+9qLpJqE6nIJFcFuzGB31uKp20VbY2oLv1u/w8Py0DGC437YoNN+fHG1eYG2xtSW8/vai6SapJqkGg1cTgNnLeAspOMupGdp6hHbZR6MOQ8eTavoFJ2epVm0Naa2nN/XXiTVJFSXS6gIdmMGu7MWT90u2hpTW/jd+h0eloeOERz3wwad9uOLq80LtDWmtpzf114k1STVJNVo4HIaOGsBZyEddyE9S1OP2C7zYMx58GhaRafo9CzNoq0xteX8vvYiqSahulxCRbAbM9idtXjqdtHWmNrC79bv8LA8dIzguB826LQfX1xtXqCtMbXl/L72uimpdo3yDwZoAA2gATSABtAAGkADaAANoAE0MIIGDk+q1xrkHgTem4Cb1LwgcAYBtHUG1f7bxO/WR/CwPDjrkwA67dMvV7AKbV3Bi/vH0PL7TU+q95tBDQi8HYGW6N/OEnq6GgG0dTWPbhsPfrec4GF5cNYnAXTap1+uYBXauoIX94+h5XeS6v1MqdE5gZboOzcf8zomgLY6ds6JpuF3CxcelgdnfRJAp3365QpWoa0reHH/GFp+J6nez5QanRNoib5z8zGvYwJoq2PnnGgafrdw4WF5cNYnAXTap1+uYBXauoIX94+h5XeS6v1MqdE5gZboOzcf8zomgLY6ds6JpuF3CxcelgdnfRJAp3365QpWoa0reHH/GFp+J6nez5QanRNoib5z8zGvYwJoq2PnnGgafrdw4WF5cNYnAXTap1+uYBXauoIX94+h5XeS6v1MqdE5gZboOzcf8zomgLY6ds6JpuF3CxcelgdnfRJAp3365QpWoa0reHH/GFp+J6nez5QanRNoib5z8zGvYwJoq2PnnGgafrdw4WF5cNYnAXTap1+uYBXauoIX94+h5XeS6v1MqdE5gZboOzcf8zomgLY6ds6JpuF3CxcelgdnfRJAp3365QpWoa0reHH/GFp+J6nez5QanRNoib5z8zGvYwJoq2PnnGgafrdw4WF5cNYnAXTap1+uYBXauoIX94+h5XeS6v1MqdE5gZboOzcf8zomgLY6ds6JpuF3CxcelgdnfRJAp3365QpWoa0reHH/GFp+J6nez5QanRNoib5z8zGvYwJoq2PnnGgafrdw4WF5cNYnAXTap1+uYBXauoIX94+h5XeS6v1MqdE5gZboOzcf8zomgLY6ds6JpuF3CxcelgdnfRJAp3365QpWoa0reHH/GFp+J6nez5QanRNoib5z8zGvYwJoq2PnnGgafrdw4WF5cNYnAXTap1+uYBXauoIX94+h5XeS6v1MD67xOv349dP03U8HNztwcy3RD4ymOvTX3349Pf3yS/UeFy2BsbX1ZfruacxYNbbf7RxwZ/Aomdx/xc2vr6cf/3h/S7QQCKDTPUpgL7qL1uvrnuIXK8teYMmhJNVLZN7keghiT4NuVM9CzEK6naxPqJ+eSKo3IhtZW19++TSNGqtG9nttasCjRuWea2GT+kRSfQ/Eoi46LZAsXGAvugBm8fLI2mIvsCiLiaR6mc2pd+Zk5rthn/6cBXjkYLeZ6R9/nL52yfTTd9N3LlniSfUmdMNq66fvpqdfjhurhvX7wqyAxwKYGy7LBvXrX343fU1SfQPB5SrodJmN3GEvKiT2vQ+rLfYCq0IhqV7Fc97N19/+OIUv3I77NYqz6A4b7PYA/eOP04/xTw78po6kehO9MbXlYtR305dp3Fg1pt+XpwQ8ltnsvfPltz9O/ouk/oNOvv69l99aeXS6RifcYy/aZlQrMaa22Au0/E5SXZstb3pt3I3qWZhboj+r30dtl6R6u+dG1JZ7kvH1b922f9xYNaLf12YFPNbo3HiPpPpGcMvV0Okym/LOuPG9ZNG+MqK22Au0f0+EpLo9d04uQSA7GvCIwe4ehiTV2+kNpy230f86Pkkjqd4ulIuXHG4evIU/SaoPp4xO9yBlL7qH1nDaYi/g5dHyO0n1nll0SlkC2dFYW6I/ur9Hb4+kersHx9KW+/Ea/XXUcWPVWH5vzwd4tBntLkFSvRtZqwI6bRHS98eN75rC1uOxtMVeQHTR8jtJtZB6t3cC2dHoW6I/ur9Hb4+kersHh9KW3+SHX/x2v/qt/4Wvg2/n9uglh/L7BmfBYwOkvUVIqvcSa5ZHp01EqgB7UQWjeTiUttgLJD20/E5SnVC91wGB7GjyLdEf3d+jt0dSvd2DY2tr3Fg1tt/L+QGPksndV0iq70aYN4BOcyJr5+PG9zUqS/fG1ta4Wmn5naR6aca82fVxxXkW4pboz+r3Udslqd7uubG1NW6sGtvv5fyAR8nk7isk1XcjzBtApzmRtfNx4/salaV7Y2trXK20/E5SvTRjuP6wBFqif9iBYfi7E0Bb7+6CdzEAv1vs8LA8OOuTADrt0y9XsAptXcGL+8fQ8jtJ9X6m1OicQEv0nZuPeR0TQFsdO+dE0/C7hQsPy4OzPgmg0z79cgWr0NYVvLh/DC2/k1TvZ0qNzgm0RN+5+ZjXMQG01bFzTjQNv1u48LA8OOuTADrt0y9XsAptXcGL+8fQ8jtJ9X6m1OicQEv0nZuPeR0TQFsdO+dE0/C7hQsPy4OzPgmg0z79cgWr0NYVvLh/DC2/k1TvZ0qNzgm0RN+5+ZjXMQG01bFzTjQNv1u48LA8OOuTADrt0y9XsAptXcGL+8fQ8jtJ9X6m1OicQEv0nZuPeR0TQFsdO+dE0/C7hQsPy4OzPgmg0z79cgWr0NYVvLh/DC2/k1TvZ0qNzgm0RN+5+ZjXMQG01bFzTjQNv1u48LA8OOuTADrt0y9XsAptXcGL+8fQ8jtJ9X6m1OicQEv0nZuPeR0TQFsdO+dE0/C7hQsPy4OzPgmg0z79cgWr0NYVvLh/DC2/k1TvZ0qNzgm0RN+5+ZjXMQG01bFzTjQNv1u48LA8OOuTADrt0y9XsAptXcGL+8fQ8jtJ9X6m1OicQEv0nZuPeR0TQFsdO+dE0/C7hQsPy4OzPgmg0z79cgWr0NYVvLh/DC2/k1TvZ0qNzgm0RN+5+ZjXMQG01bFzTjQNv1u48LA8OOuTADrt0y9XsAptXcGL+8fQ8jtJ9X6m1OicQEv0nZuPeR0TQFsdO+dE0/C7hQsPy4OzPgmg0z79cgWr0NYVvLh/DC2/k1TvZ0qNzgm0RN+5+ZjXMQG01bFzTjQNv1u48LA8OOuTADrt0y9XsAptXcGL+8fQ8jtJ9X6m1OicQEv0nZuPeR0TQFsdO+dE0/C7hQsPy4OzPgmg0z79cgWr0NYVvLh/DC2/35RUu0b5BwM0gAbQABpAA2gADaABNIAG0AAaGEEDa6n4TUn1zz//PPEPBr1qwE3qXm3DrseeN2jrsf136/zD79bv8LA8btUV9c7liE7P5TuyftHWmNpyfl97kVTzAcHlElCC3ZjB7i0WeLQ1prbwu/U7PCyPt4g99LGfOTrdzwydbWOGtrZxupqenN/XXiTVJNUk1Wjgcho4K5CzkI67kJ6lqUdsl3kw5jx4NK2iU3R6lmbR1pjacn5fe5FUk1BdLqEi2I0Z7M5aPHW7aGtMbeF363d4WB46RnDcDxt02o8vrjYv0NaY2nJ+X3uRVJNUk1Sjgctp4KwFnIV03IX0LE09YrvMgzHnwaNpFZ2i07M0i7bG1Jbz+9qLpJqE6nIJFcFuzGB31uKp20VbY2oLv1u/w8Py0DGC437YoNN+fHG1eYG2xtSW8/vai6SapJqkGg1cTgNnLeAspOMupGdp6hHbZR6MOQ8eTavoFJ2epVm0Naa2nN/XXiTVJFSXS6gIdmMGu7MWT90u2hpTW/jd+h0eloeOERz3wwad9uOLq80LtDWmtpzf114k1STVJNVo4HIaOGsBZyEddyE9S1OP2C7zYMx58GhaRafo9CzNoq0xteX8vvYiqSahulxCRbAbM9idtXjqdtHWmNrC79bv8LA8dIzguB826LQfX1xtXqCtMbXl/L72IqkmqSapRgOX08BZCzgL6bgL6VmaesR2mQdjzoNH0yo6RadnaRZtjakt5/e1F0k1CdXlEiqC3ZjB7qzFU7eLtsbUFn63foeH5aFjBMf9sEGn/fjiavMCbY2pLef3tRdJNUk1STUauJwGzlrAWUjHXUjP0tQjtss8GHMePJpW0Sk6PUuzaGtMbTm/r71IqkmoLpdQEezGDHZnLZ66XbQ1prbwu/U7PCwPHSM47ocNOu3HF1ebF2hrTG05v6+9SKrfLan+/fTx6Wl6kn9/9/vLJbfvFUQJdtuC3R/+/nnW39PH6ffvNhe22fteetL9jqgto5Pn30x/GFAnI/pd6z4/hseBMetffzM9yz7g6Wl6/vs/sBc4KMag0y06/cP0m2f2onmMa52PqK3f/53SyaB7Ruf3tRdJ9UHBuzUB7f2QUM+LZwhq8/mWQEgZy3TmMWKwW2KxeP2fP05PKij6xGnQhGmRUSU2jKatkFDPH7j4RXXADwBH83trTsBjXm9arFbvx4T64z9Le2FvMJ/Ldd5XOVZitSuPTtu6sTGdvehWnY2mLa8TtUccdc/o/L72IqleCMZbJ9ZN5bKExrfhrinB3tTue4ylwz5HC3b7tVJbON1m7nn6zb+2F+H9/V2nzbG0VdFJLXZ1GAOO1uhYfm/PV3i0GW3RYG1j6q8N+MHVFl57y6DThk79hzrZus9edNM3RcbSVu3DvjH3jM7vay+S6k42hLXFde8CQvmwgIwV7BqLZlXftQBZSaCqdW/p7zp1RteWfapxHb+2Yufofs/5wOM87Y86x3KNHXGOThs6rX1IWku02QsUifbw2hpUJ87vay+S6i6CRS3JaQTDLuzu08bhg11TG/VPGN1mjj9BWNf0qNryH/r5v/ucvwp+xKb3UdoY1e9L/oHHepxY4ta8PuhGtcmluabV/YFO61wS7+pT6fr+INW50RdXqz+6tkb98M/5fe1FUv3uASIk1E983av4JPDWIDx6sGtzqy+aJNWNDQh/ozf9POimn5hi5wY8LI92zN1Q3s8tPtg8hGXc16HThu5Iqm/ed46sLZ9Qq9/kOXLO9t6W8/vai6T6XZNqEuozJtDIwW4bz6A7+2M4fP17Czu0NaZO8LvdnMPD8tgSO1bLkFDfnNyscUWnDZ3y9e+bdTeqtkZOqF2scX5fe5FUv1dSzSJ6czBbW0RF9K0yY9+vJUb1p9djcyo3JGMtpHz4Ivofy++l7oWDvMOjzUhYNd99YvM02Q85D2z/vfY4HfSLThs6qn3zqPr0utFOB75uzrODbRxPW2HfOPoPKju/r71Iqg+eaNsmdtis8ver5wTq8YLdDRyzT6j5obxtDEfTVq6L8LfV4/1d9Wh+b61j8NgWL1ocw59TkFA3Od24T0OnbZ3av42tfeDebuMs//Xc7mja8jrhfyjiSXWPk3L+0R/9H6m74/E2q2f4Z7RgdytDq0O0t4XjiNoKX/eSWDWmTkb0+9p8gMcxiYadWzLHnvjvNW9MonPNotMtOo1PIP0PUT5N/L7PFmaD/R/o8Zu1T6IR9T7aN2xcTFl78aT6oOCdB3POtwWmMzixkL4f+zP82VObaGtMbeF363d4WB49xShsmX2DTmcW6OJYFmjrWJ6Pok/n97UXSTVJ9Wl/2/xek4RgN2awewu9oa0xtYXfrd/hYXm8Reyhj/3M0el+ZuhsGzO0tY3T1fTk/L72IqkmqSapRgOX08BZgZyFdNyF9CxNPWK7zIMx58GjaRWdotOzNIu2xtSW8/vai6SahOpyCRXBbsxgd9biqdtFW2NqC79bv8PD8tAxguN+2KDTfnxxtXmBtsbUlvP72oukmqSapBoNXE4DZy3gLKTjLqRnaeoR22UejDkPHk2r6BSdnqVZtDWmtpzf114k1SRUl0uoCHZjBruzFk/dLtoaU1v43fodHpaHjhEc98MGnfbji6vNC7Q1prac39deJNUk1STVaOByGjhrAWchHXchPUtTj9gu82DMefBoWkWn6PQszaKtMbXl/L72IqkmobpcQkWwGzPYnbV46nbR1pjawu/W7/CwPHSM4LgfNui0H19cbV6grTG15fy+9iKpJqkmqUYDl9PAWQs4C+m4C+lZmnrEdpkHY86DR9MqOkWnZ2kWbY2pLef3tRdJNQnV5RIqgt2Ywe6sxVO3i7bG1BZ+t36Hh+WhYwTH/bBBp/344mrzAm2NqS3n97UXSTVJNUk1GricBs5awFlIx11Iz9LUI7bLPBhzHjyaVtEpOj1Ls2hrTG05v6+9SKpJqC6XUBHsxgx2Zy2eul20Naa28LuHRKLxAAAgAElEQVT1OzwsDx0jOO6HDTrtxxdXmxdoa0xtOb+vvUiqSapJqtHA5TRw1gLOQjruQnqWph6xXebBmPPg0bSKTtHpWZpFW2Nqy/l97UVSTUJ1uYSKYDdmsDtr8dTtoq0xtYXfrd/hYXnoGMFxP2zQaT++uNq8QFtjasv5fe11U1LtGuUfDNAAGkADaAANoAE0gAbQABpAA2hgBA0cnlSvNcg9CLw3ATepeUHgDAJo6wyq/beJ362P4GF5cNYnAXTap1+uYBXauoIX94+h5febnlTvN4MaEHg7Ai3Rv50l9HQ1Amjrah7dNh78bjnBw/LgrE8C6LRPv1zBKrR1BS/uH0PL7yTV+5lSo3MCLdF3bj7mdUwAbXXsnBNNw+8WLjwsD876JIBO+/TLFaxCW1fw4v4xtPxOUr2fKTU6J9ASfefmY17HBNBWx8450TT8buHCw/LgrE8C6LRPv1zBKrR1BS/uH0PL7yTV+5lSo3MCLdF3bj7mdUwAbXXsnBNNw+8WLjwsD876JIBO+/TLFaxCW1fw4v4xtPxOUr2fKTU6J9ASfefmY17HBNBWx8450TT8buHCw/LgrE8C6LRPv1zBKrR1BS/uH0PL7yTV+5lSo3MCLdF3bj7mdUwAbXXsnBNNw+8WLjwsD876JIBO+/TLFaxCW1fw4v4xtPxOUr2fKTU6J9ASfefmY17HBNBWx8450TT8buHCw/LgrE8C6LRPv1zBKrR1BS/uH0PL7yTV+5lSo3MCLdF3bj7mdUwAbXXsnBNNw+8WLjwsD876JIBO+/TLFaxCW1fw4v4xtPxOUr2fKTU6J9ASfefmY17HBNBWx8450TT8buHCw/LgrE8C6LRPv1zBKrR1BS/uH0PL7yTV+5lSo3MCLdF3bj7mdUwAbXXsnBNNw+8WLjwsD876JIBO+/TLFaxCW1fw4v4xtPxOUr2fKTU6J9ASfefmY17HBNBWx8450TT8buHCw/LgrE8C6LRPv1zBKrR1BS/uH0PL7yTV+5lSo3MCLdF3bj7mdUwAbXXsnBNNw+8WLjwsD876JIBO+/TLFaxCW1fw4v4xtPxOUr2fKTU6J9ASfefmY17HBNBWx8450TT8buHCw/LgrE8C6LRPv1zBKrR1BS/uH0PL7yTV+5keVOPL9N3T0/Qk/3755aB2aaYleggFAq+//XrW39c/Tq+AaRIYS1tZjJJY9fQ0ff3bsdQylt+b02CCR5vR9hJ2nn330/aalFwngE7X+YS7Vn9P7EW3QBssBmYaYS+wqBGS6kU0Z94IAp03pq/Tj1+Pt1E9izALaZtsSKi/m+SjnC+/fJpYTDdwex0rmcyJ5LrJ71/1nJhiPQsPy+P2s2wv8Mcfp6+fvp5+/OPtLVJzJoBOZxb1o0x/E3vROqfy6ujaYi9QasJdIamuczn36k/fTU9Pc0LjO3PXeFp4CPfRg10bYmXhrGmy3dBwJYbWlt/wP00jPkkb2u+VWQ6PCpRbLhVxtxKbb2mXOp4AOm0IodDfNE3sRRvQwu2htcVeYFEjJNWLaN72hv/Uh6T6EOhDB7sbCfKkehu4kbU1skZG9nttZsCjRuWAazypPgDi3AQ6nVlsPWIvuo3UyNpiL7CsEZLqZTZveCd8BWfEJ0BnQB452O3lGb7C4/62P/vmxN6GBik/rLYG3+wP6/eFeQ2PBTA3Xw57APcbK/Ofhd3cGBUjAXS6VwrsRbcSG1Zb7AVWJUJSvYrnLW7GxZQfhzgM9rDB7h6CgwfKrehG1dboTy9G9fvSvIDHEpn7r4/8FOh+erYFdGp5rJ+xF13nY++Oqi32Auu/q0NSbefJG58RxM4APmqwu48lf8u3hd+Y2kIbY/p9eUbAY5nN3Xdqf+d6d6NjNoBOt/qdvehWUlJuTG2xF2j5naRaZshbv/sng3zV6wzsLdGf0edjtRkWUPvnBgTLLT4cUlt8i2Gw/z6lPROGnAdtLLtLVJ/6kFTv5rhUAZ0ukVHX2YsqGNsPh9QWe4HmXoCkevscOrBkSGr426kDkaqmhgx2avxbDvPNnD/n76qb6IbUFpv85kLaFM7FCgw5D07xYf4BJ3uDIzGj0xZN9NYitHR/SG2xF2juBUiql2bMiddDAuN+HCr/x49FHYF9yGB3Azj/t3tJg2hvC8IRtZV/ALOF09XKjOj3NR/CY43OznvxSaHsB/iwfSe/leLodAXONE3sRdf5rN0dUVvsBSaS6rVJwb1rEhgx2F3Tk/2NCm3155O3sAi/W8rwsDw465MAOu3TL1ewCm1dwYv7x9DyO0+q9zOlRucEWqLv3HzM65gA2urYOSeaht8tXHhYHpz1SQCd9umXK1iFtq7gxf1jaPmdpHo/U2p0TqAl+s7Nx7yOCaCtjp1zomn43cKFh+XBWZ8E0GmffrmCVWjrCl7cP4aW30mq9zOlRucEWqLv3HzM65gA2urYOSeaht8tXHhYHpz1SQCd9umXK1iFtq7gxf1jaPmdpHo/U2p0TqAl+s7Nx7yOCaCtjp1zomn43cKFh+XBWZ8E0GmffrmCVWjrCl7cP4aW30mq9zOlRucEWqLv3HzM65gA2urYOSeaht8tXHhYHpz1SQCd9umXK1iFtq7gxf1jaPmdpHo/U2p0TqAl+s7Nx7yOCaCtjp1zomn43cKFh+XBWZ8E0GmffrmCVWjrCl7cP4aW30mq9zOlRucEWqLv3HzM65gA2urYOSeaht8tXHhYHpz1SQCd9umXK1iFtq7gxf1jaPmdpHo/U2p0TqAl+s7Nx7yOCaCtjp1zomn43cKFh+XBWZ8E0GmffrmCVWjrCl7cP4aW30mq9zOlRucEWqLv3HzM65gA2urYOSeaht8tXHhYHpz1SQCd9umXK1iFtq7gxf1jaPmdpHo/U2p0TqAl+s7Nx7yOCaCtjp1zomn43cKFh+XBWZ8E0GmffrmCVWjrCl7cP4aW30mq9zOlRucEWqLv3HzM65gA2urYOSeaht8tXHhYHpz1SQCd9umXK1iFtq7gxf1jaPmdpHo/U2p0TqAl+s7Nx7yOCaCtjp1zomn43cKFh+XBWZ8E0GmffrmCVWjrCl7cP4aW30mq9zOlRucEWqLv3HzM65gA2urYOSeaht8tXHhYHpz1SQCd9umXK1iFtq7gxf1jaPn9pqTaNco/GKABNIAG0AAaQANoAA2gATSABtDACBpYS8V3J9VrjXEPAhCAAAQgAAEIQAACEIAABCAwEgGS6pG8zVghAAEIQAACEIAABCAAAQhA4FACJNWH4qQxCEAAAhCAAAQgAAEIQAACEBiJAEn1SN5mrBCAAAQgAAEIQAACEIAABCBwKAGS6kNx0hgEIAABCEAAAhCAAAQgAAEIjESApHokbzNWCEAAAhCAAAQgAAEIQAACEDiUAEn1oThpDAIQgAAEIAABCEAAAhCAAARGIkBSPZK3GSsEIAABCEAAAhCAAAQgAAEIHEqApPpQnDQGAQhAAAIQgAAEIAABCEAAAiMRIKkeyduMFQIQgAAEIAABCEAAAhCAAAQOJUBSfShOGoMABCAAAQhAAAIQgAAEIACBkQiQVI/kbcYKAQhAAAIQgAAEIAABCEAAAocSIKk+FCeNQQACEIAABCAAAQhAAAIQgMBIBEiqR/I2Y4UABCAAAQhAAAIQgAAEIACBQwmQVB+Kk8YgAAEIQAACEIAABCAAAQhAYCQCJNUjeZuxQgACEIAABCAAAQhAAAIQgMChBEiqD8VJYxCAAAQgAAEIQAACEIAABCAwEgGS6pG8zVghAAEIQAACEIAABCAAAQhA4FACJNWH4qQxCEAAAhCAAAQgAAEIQAACEBiJAEn1SN5mrBCAAAQgAAEIQAACEIAABCBwKAGS6kNx0hgEIAABCEAAAhCAAAQgAAEIjESApHokbzNWCEAAAhCAAAQgAAEIQAACEDiUAEn1oThpDAIQgAAEIAABCEAAAhCAAARGIkBSPZK3GSsEIAABCEAAAhCAAAQgAAEIHEqApPpQnDQGAQhAAAIQgAAEIAABCEAAAiMRIKkeyduMFQIQgAAEIAABCEAAAhCAAAQOJUBSfShOGoMABCAAAQhAAAIQgAAEIACBkQiQVI/kbcYKAQhAAAIQgAAEIAABCEAAAocS6Cipfp0+ffVhev7hdZpeP03PX32aXg8dKo1BAAIQgAAEIAABCEAAAhCAAASOJdBPUu0S6Q/P0yefSasEuzbeLy/Thw8v02e5l5/7ttR9Kcc7BCAAAQhAAAIQgAAEIAABCEDgQAK7k+qXDx+mDzf+e/kSkmVTX55Iu8RYjt0AFxPjMuF+/eE5q/s6fXbXPsQn3wLMt1na//zDp2l9XCTogpB3CEAAAhCAAAQgAAEIQAACEJgJ7E6q56rlkU9u9RPksoi9khLpSrKdJ+6ScJsn2qG5zx8/TB8+pufWcx/5E+x057NPol++yAV3Lk/J5Vp8X2wjK8cpBCAAAQhAAAIQgAAEIAABCAxH4Lik2iW7kvguYnTJ85y8+iTcJcPxCbL/e2pft3waLU2GxL182myefucJuT+f+52m9aTaJenJFpJqQc87BCAAAQhAAAIQgAAEIAABCGQEDkqqQ5L6Yelpr+7UJanxqbIkr/5Js/mq9nJSrZvyxzclvQck1b7fD9P8tLuwjAsQgAAEIAABCEAAAhCAAAQgcHECByTVLgF+mT77JFM/DV4iJ1+1Donzyw/hCfcn9xXu6hPmcD09Oc6aTU+7s+vrpyTV63y4CwEIQAACEIAABCAAAQhAAAJbCNydVH/+GBPplFSHZFmeRteMCInwy/Ti/v76y4t/2itPrUP5rU+q5Qn5ekI+P02ul3/5Iol+6N3YctOT8NqouQYBCEAAAhCAAAQgAAEIQAACVyNwV1Ltks+UsKakOiAqv9Kt0cXkVv0Ntklkp41JdUx4XySx112448qPmkXrVn6oLD5Blx8xI6nOqXIOAQhAAAIQgAAEIAABCEAAApHAjUl1SIpTQu0ay5Lq0H58av1BJd/+RryufrF7f1KtEm+XPKu24tgmn9hXrq//UFk2NpJqwck7BCAAAQhAAAIQgAAEIAABCGQE9ifVPsnMk+SlpDr2lv+6dzzXP2wmT7aX/q66+JvqLNl19dtJvow+S5z9r4HHr7HntmX9SAu8QwACEIAABCAAAQhAAAIQgAAEdifVOhE2+HzyueWHyqb0BFk/ndbHU/Pr3yEptom2uyb91+5ra5eTap/cf3R/7y1t6XocQwACEIAABCAAAQhAAAIQgAAEZgK7k+q5ana0Nan2T4JjwqqeAu9Jqn3iq/4ee7YkJMv+aXf1a99SUpVzvzguZdMY3H2dVOfn8mQ+ezouzfMOAQhAAAIQgAAEIAABCEAAAkMQePOkukyeQ/JaXv8w2SfRwR/+l8Pdr4bn7vEJsfsV8Jfpxf33XJIo63Lpq90fpg95Uh7rh6+QZ0m0/iBA2jPl5SLvEIAABCAAAQhAAAIQgAAEIDASgbdNql1ymiezkbZ/+rzy/1T7r51/+TQ9myfI0xSSbJdM6yfL85PkInmueDf0retnSbVPoCuJfKUtLkEAAhCAAAQgAAEIQAACEIDAOATeNqle4WqfVK8UjLdSMr2QpKcW0tNpnTTLXZc8159q50l+7am5tMI7BCAAAQhAAAIQgAAEIAABCIxJ4Likekx+jBoCEIAABCAAAQhAAAIQgAAEBiZAUj2w8xk6BCAAAQhAAAIQgAAEIAABCNxHgKT6Pn7UhgAEIAABCEAAAhCAAAQgAIGBCZBUD+x8hg4BCEAAAhCAAAQgAAEIQAAC9xEgqb6PH7UhAAEIQAACEIAABCAAAQhAYGACJNUDO5+hQwACEIAABCAAAQhAAAIQgMB9BEiq7+NHbQhAAAIQgAAEIAABCEAAAhAYmABJ9cDOZ+gQgAAEIAABCEAAAhCAAAQgcB8Bkur7+FEbAhCAAAQgAAEIQAACEIAABAYmQFI9sPMZOgQgAAEIQAACEIAABCAAAQjcR4Ck+j5+1IYABCAAAQhAAAIQgAAEIACBgQmQVA/sfIYOAQhAAAIQgAAEIAABCEAAAvcRIKm+jx+1IQABCEAAAhCAAAQgAAEIQGBgAiTVAzufoUMAAhCAAAQgAAEIQAACEIDAfQRIqu/jR20IQAACEIAABCAAAQhAAAIQGJgASfXAzmfoEIAABCAAAQhAAAIQgAAEIHAfAZLq+/hRGwIQgAAEIAABCEAAAhCAAAQGJkBSPbDzGToEIAABCEAAAhCAAAQgAAEI3EeApPo+ftSGAAQgAAEIQAACEIAABCAAgYEJkFQP7HyGDgEIQAACEIAABCAAAQhAAAL3ESCpvo8ftSEAAQhAAAIQgAAEIAABCEBgYAIk1QM7n6FDAAIQgAAEIAABCEAAAhCAwH0ESKrv40dtCEAAAhCAAAQgAAEIQAACEBiYAEn1wM5n6BCAAAQgAAEIQAACEIAABCBwHwGS6vv4URsCEIAABCAAAQhAAAIQgAAEBiZAUj2w8xk6BCAAAQhAAAIQgAAEIAABCNxHgKT6Pn7UhgAEIAABCEAAAhCAAAQgAIGBCZBUD+x8hg4BCEAAAhCAAAQgAAEIQAAC9xEgqb6PH7UhAAEIQAACEIAABCAAAQhAYGACJNUDO5+hQwACEIAABCAAAQhAAAIQgMB9BEiq7+NHbQhAAAIQgAAEIAABCEAAAhAYmABJ9cDOZ+gQgAAEIAABCEAAAhCAAAQgcB8Bkur7+FEbAhCAAAQgAAEIQAACEIAABAYmQFI9sPMfceh//ctfpr/86c/T//zv/2PXP1fH1eUFAQhAAAIQgAAEIAABCEDgSAIk1UfSpK3TCdySUEsC7uryggAEIAABCEAAAhCAAAQgcCQBkupE86fp+1/8YvrFr35KV9YOfvrVUtnQzvdbmvnp++kX3/xu+re8oz/+bvrmF99Pa00s9583tnT+b9PvvvnFtMnOpSYOue7s+Gb63R8rjVX4SIJ863vopTb2HX6rmFpcqthelMkvbK5Ts3+aJqMbN54Frnm/jfN/+4dvSp36vurtV8s3+uA2BCAAAQhAAAIQgAAEHpXA+yXVmxMIhdZv5H8x/cIlv7v/1RMAad0nqb7N9XKh/ErC0hiXTzgkcddll47FQP1eSWhm+2tsagn6QmI2TZO3Medrkv9Qd5MPTD03iJLdYhKmmcTx35pMS72EMWrpm3+QjzTuSKozXfoPKiq2p74XD4INs01LBRd85+0QX5ecfWvOrty32Xnef80/RsfGzAXbTBlOIAABCEAAAhCAAAQgcB0C75NUSxJSJFw3gDWJhKu/f1MfksiQTNcSCG3VUvIqT3yX7usn4K6MT1wk8ZL32FG6rztWx85GSXx8f7/6aVqs45MoSbQmX66WVDn7JVGSd+kyPxfGYoOUK96zcYX7tWRvwWeV+pIcl+//Mv2//+t/mv6f/+1fVv/W2trobIlsoibFj7acOhPt6kS0puOK7amVWhu6vaVj+TBmSeNmLtQ4JwvCgSmv71l/eP/LGJdsb90/6Km5tpJjCEAAAhCAAAQgAAEI9EDgzZNqv0GXpEE24veQKBIDmxA0m/ZJp/4adKivk2DdRpm8qv6cLZUxSeKr2/HH1cTLJUO1p83xCboZ75w4lXbF3vz45qR6tkHZ7S6qcjaJnvvI69aS8+JawaPWnu0/9VPhUybT8oNltyTVqaf41ekt31JQdeSpfkp21b2K7emu8WG6uunAa8no4/vpe/enCOma+LrUUf4hyKJmsqS9TKqlj2iyGqtrs/hgwo93P9tNQCgEAQhAAAIQgAAEIACBdybwpkm1JNRu0+2TgyLh2kDDb9B1ErHluL6h1/bYnpcT6zIRkeRU3m1L7syP1SdeZaIzJ0O/8H+3+lPx96s6CbV9OPslUSrtinaoZNlaNrdlkqYsUfT3iqQx1JW+bbvqTCVb81U9nvlqePqd+alSfzmpluR6/T383fEWzeRlskQyml7nEz8kWNK3Sqp9/ZQQ533O5zZRnX2nCe77m+q6FoNPbftGH8r21Lf4Sd7TjXhAUp0T4RwCEIAABCAAAQhA4EIE3jSp1tzuS6pVglNs5G1CUPsbXmeH719/JTUm63PyEtrJf0isTF5jf//gnlJ/P33/jbItDrisE5Ku738lf98qdSTRkfPaj0/NiZa2LYxH3TOJWmwvjtEk8qacq//99DuX2LtEejEZimyKupX+i8RyKanW6gjHtYS1TKrDE+r/+3/5T5P7t+/r36pPpyOtB3VLP8XXl91xzUZfptClqum5Kh+rW/pQfFp+eJFrPNYy7a5zLu3WberjOEbxo+kj9hvH+jv3lPpX36cPetJYanXSTQ4gAAEIQAACEIAABCDw2AQePqk2T9G8L/JkonYengrLT1T5an7jX3511bevkq0yQV5JQKI2bB1nT/zlcEm8fEL3/fSTP/9m+kb15xM6SWiU1n76lU3KbB+6oEsWbdl0d23MLqn2dpVMjv+b6mSROSgTv2nl76Xv+/p3qaPZFH1PEt31DyYqHy6Iz12zlSRT2vUf6kS/6A9NZmvc0aw5owPTbq573ULlnqk7t+9709+eMOVim6Jjfxr0PX84VR+vtoZjCEAAAhCAAAQgAAEIPDKBh0+qfTKik85i068SCH+vliTKxn/hnv/F6vDjYpL85EmVTiJ8mfSV6ZCg+KeNuW0qGXGJm/7qrTydtG1Fqf30ffF3q66c1DGC9IlxmVT7RFEn76qSvyf2+/rZ17JV2f2Hyh+rlRU3Va58Ui1f974nqZ77mv0wd+p5aI3Ntw5+Uh3sWHxinvqVckGvVpPi65DczjqdfVjTitVZaF80bcYf59DcbvwAQfPxZeb+1p70pyFxAAEIQAACEIAABCAAgQcl8OBJdUgcvvlm/n905wRDNvUbk7i1hFs5t0xIbALii5q2wv084fV26kRE9TEnMcttz0lNGGdpV2ywSKrzZEs9VY32+P4lqZavOPt7K3WbXwXXyZ74Rg26OKz77ZSk2nxwEMYoCaUza/ZHYaT/M4Lct76Ua3PBv/Kk2n/Nvslt9k/oZ/aBttH36XXX4JzsmtsJWtI+sboz4zd9RB6pzZmP0bfnK3bNZTiCAAQgAAEIQAACEIDAFQg8dFKtN/tuE/+9+7vm+PTV3/PH9eSscJ5JhIu76UKZvNoERAr6/n1iqu7HPuaEeE6Y3LWUJPly30y/+4fyq9thXKps7NAnMYsJWkxodP8qafZNqMRotj027uvlSVHOVY1TIFTf83qu0E/T95k93oZKUnp8Uh3sNr/2HjmJPzzbzD4ZWqmHeEfxlLLpvcpT7lb4+PLy4YnzwwJr026lHf9bAjp5dn26cvm3HGz7xhemj2hzdayq/+p9GS/vEIAABCAAAQhAAAIQeGwCj5tUu426/vqy3+zb5CAkh99P3+tyS/6K9SWRWipWJlE2ASnr5fcrSUwlUZEkufoUtOxk/Ylp9jfVnkstAV94Ul37sTeTaHl7wjjrHxjohFwlW/IUOLMvPMkNHzjk4z88qc51JGzddfWhiEm6pUxMSKuaWUsk1+75Nm3i67VgPmDINRUNMjqynJPJ5iD6zLTtCtj2ja9NH7Gx1fGEH+VbfGpv7OEEAhCAAAQgAAEIQAACj0fgQZPqkHDpZKZMdsUZW5KL1t9US1vhV8NtomcTkLmkHIUkOtnqEhCf0Eqimd2P1VpJtdyXJ9yL4/f9SV+h8fBhw09iYHhXiVFxv2gjJmPmw4oWB+lO/BHGXSar4bpnHFkldtPBP1QWP0ix/hQ75T2Mq1qm4CJ11hPJgq+qVn6AUdOHYh0ZzR9miK8jX/3hiUme431zzRiSTu5Nqk1912rkLtpNHXEAAQhAAAIQgAAEIACBByTQWVJdSyAyqrUnZVkRe+ratE/+7P14Fjf6OoGrldPJ7JzIlF/HTnV90lPrf0568oQt9PH99FNhkySzZX/HJ9XuCb98Pd3an5IkSejUE90Wvzmhsm16XpJsqa9a+76U/4on1f/Xt/6/0pL/Umt+/3b6//67/IjZ/J78Ep8yl0n9XMIfxTEW4yp8U6lXTVhVQpxVCadb9LrQhrdJJ9UVxq4T8VvVvtIo7wPxifgoaSNqZLGtqFmpr5+CG3vLfrkCAQhAAAIQgAAEIACBRyDwbkn1zXC2bMTzjf/ihl9ZEesUyZMq4g7L5DVLcCRhUUlHPWl2yUhIgELi6I5jAqK/Dh3by9sQs0JdSX7X32Vsi3UiJ5NESUfxfbZVbojN633LV/V9/Yo/5MMKsVFad+/pQ4bVJ9Vz4lwk3iq59u2Kj1KiN/dWY1Owb/gk9VEZZ/uXsM9OqsOHOcWYZgTB/F9Zfya/1Oaf45HGWtODJPquaTVfam1ldnAKAQhAAAIQgAAEIACB3gk8XlJ9FtGNSfVd3cc+5gREtxafXFcSPXm6mxIbXe2G42rSrBKj6n3XzylJ0Mq409h+mr7/xj25X/v698akOibEN7PcqhPFMw2j+qGMu5sloilB1TXDsXz4IB/ImBLGP1uSc1P77U6iD/j699shpycIQAACEIAABCAAgfMIkFSfx5aWTyCw9hR6y70TTKJJCEAAAhCAAAQgAAEIQGBgAiTVAzv/EYf+lz/9edqSPNfKuLq8IAABCEAAAhCAAAQgAAEIHEmApPpImrR1OoG//uUv0y2Jtavj6vKCAAQgAAEIQAACEIAABCBwJAGS6iNp0hYEIAABCEAAAhCAAAQgAAEIDEWApHoodzNYCEAAAhCAAAQgAAEIQAACEDiSAEn1kTRpCwIQgAAEIAABCEAAAhCAAASGIkBSPZS7GSwEIAABCEAAAhCAAAQgAAEIHEmApPpImrQFAQhAAAIQgAAEIAABCEAAAkMRIKkeyt0MFgIQgAAEIAABCEAAAhCAAASOJEBSfSRN2oIABCAAAQhAAAIQgAAEIACBoQiQVA/lbgYLAQhAAAIQgAAEIIgbNLUAACAASURBVAABCEAAAkcSIKk+kiZtQQACEIAABCAAAQhAAAIQgMBQBEiqh3I3g4UABCAAAQhAAAIQgAAEIACBIwmQVB9Jk7YgAAEIQAACEIAABCAAAQhAYCgCJNVDuZvBQgACEIAABCAAAQhAAAIQgMCRBEiqj6RJWxCAAAQgAAEIQAACEIAABCAwFAGS6qHczWAhAAEIQAACEIAABCAAAQhA4EgCJNVH0qSt0wn89S9/mf7ypz9P//O//49d/1wdV5cXBCAAAQhAAAIQgAAEIACBIwmQVB9Jk7ZOJ3BLQi0JuKvLCwIQgAAEIAABCPz/7L29jiQ7cv59NXsf5wLUex2ahpy5hsWUJ5xxX0fAoIyDkaAbkNUzjowF1hDWWaMXu/bf25UMHQjIFxHBICOCQeZHVXVPVz8DnJOZTDIY8WOQjMisqgYBEAABELgmgbtJqv/yy8flp49fl79spMP1f/6+qXZW9/vPPy0/pe2/L59/+mn5vEX098+5zn/+unz86fMyEzHuf5NJP2Al4ZYzbepqgnz0WCUx44/L1z/Xknqy15dqwz0no7HfKuO19Z/0v9WEo/XI9z/+0mb61cbr0jE5ahC3I//P/XEs9i/L148/LT/99FO+jowb+jtk98p64xvQ1R59k7oT/9k+nmJ/ttZGH+n0n/Tf1Q0FUfZ2fYOgeLnH/1j/+R4RxeMaBEAABEAABEDgdgReOKkuiRMFgfzf3iByAIIDjI2JLIuQYOzjL185ARZdVCc6+mCFgyaXQCdBoqq2Ehg5Wbbu6Fzl2mMSEHKSXblaW4I9hVVvc2xjr680TtaGcN70n/d1NJnWdtqtGwct5OM4UKfb3G7I2TJLzq0P2fEmwXQ9lbvmk2rEXH+pFedhoqvTpR8THi9rz4pf2SRYNT161KRGx5CPH78u3+nBmtM72LX60E24XFPXPTbKHPDj3LUPfnINXZVfe0zR9doXsB6fl68D5l6vfr3UsesFr/mvlWXrjs77HqjkEv/9IfyP55vxlZX5Z/c08bMwN2bzhu7ZuZ4jRSkIgAAIgAAIvGsCL5hUl0DebM4cWO16OyOB0zRwHgYHNjHQwEyPxgdKsPh9aUGaDQBHAYm+LRndt0GJBmWcSFGgT32agL/eN2rZU9JHg1bu7+fvHCRqma0ryVoMvsy1q5xdJIyyaheUWT/gc8MiitXkuD/+cfnTP/x2+f0//3H6XetlFHxqn6P7K34qNuzgGsY82jm8Hul3of7D/tIb5BPFVtbn4/L1++jTFTKPUt9MZa8X6vxg5j9/lwcdan9pPvWjEcPh2lESELN2rWs5qnF0DYu+lXGdyY7tm366hrSS9TPH3nExelUfN2vIiL2O3+i+nX9ch+yRvj5/12PRu94f2XGZ//4Q/hdtjNfW9HBP9bdVZuc61rM6uAcCIAACIAAC753AyyXVNVm1yEsQ6IIye3/DOcu1CfPGNhzEtWCvBhpVzxao2aCi1qvdtHqcsGlwWO8nb0X0Xg06tYCOpFP2FqHY6AKkRH8risWFj3a69rFydt36yO5eXMa87acM5j7RJ9P6g2V7kuqQYJhxoPHVByTVNmY29zH2EU00a8P+hOT3D4WCPn2zVpKN3xX0bx2sn9k5UOdGpheLkvF82aR6pc+hruu2X17DrBdbhfEciT6S2TiQbe0t8633wcwvQ1ldp1s//fgbvapfmjXE6qL213qyVm6ff00PFUVHmYtBd/O29VL/1fZqOx/dum8YWMX0PGOg91aOI9s+/zJ6qLUs8iCx+Y/qv9JVva121gKcgAAIgAAIgAAIdAReLqnuupYC2uDtW9xBtUGxBC9727c+W7BXA40awLaAzQYVtV7VSOvpsd6oJ76/JNjTJFo/wuoCtKbjUt/MiGjSS5OVXq/SfbWnXGtAx8eJLqwTBWK2/2rSVU40QOyC6GJnNq7jpFqT6/kxBphsiAb1eozWMavrJNUqmm2v40yM18aizBMdPxVER9Vbj/YenW/QPzYZXrs+SO8SrGd6sRCZF+qnQ7k7bqiv67xsLGccW1JhfUB9cC3J7H10h8JXrMprycBXuje22u9wbA76hvEnHYPG1Ix39RWzhmS6aD09qt56jP0N7Kcx/PxdfMCOV9WR5Lk+jvnvD+F/ZIfOPbIr4+r4Nf9X/We+pPOB5q3jpzJxBAEQAAEQAAEQcAReOamWAOhowK0BsQ2gnHXZBQcfmsi3YE8DjfZx6ZYk26Ci1quySz16U/Dx8/L5YwtetErfRoK7zz/r92i1jfAYB0t6vyRgNSkrb8OHwabKXwm+VGF3bIxc8YUXEtCZRLWMSxtL4Wo/Fk9d9km1vKH+z9/8dqH/tn382/AgoSXQ/kpvqX/+XB9UVBNnAWupJL74cflIPxxlxqXKcCe5ba1K871WVs4yXXbor3NGg+ZdR/2otfGzOl46r8w9K/voHO/sp+EqP1Sm85KPzHzgq5FZvM46Kf2QDdfU/RL+lTXpW3h73QZ+M7G3sRtASIrt3NUxaEmd6MB61QTWjEumyw7/ber8Zfn6M623shYqB+Wr11Rf/YXO9b76ZmVaeGp5PGby1HY+vrD/iR1mHVvR3+4plkfjOT5TO8c1cAcEQAAEQAAEQOBVk2oJDExitWc8NIhYTWC8UOnzBkl1+alulh908kFMSYzpo5QadNKR3jrw9cflo/3+oNbxZizffzYBVQgcXVWVrYVZUKv30qMJiNP7ewuL/YGRJgk1yC1io4/0SbW+mb7Ox7/14/dOjw3Mmp4lYbZjGBHxmFDyTWOdJW2D5IjkZLo4HxG+m/VP5Hl/jcqX6z9/XT6bX+BO9eKqJskaiNpbrPoxc030u6TG+G20MV6bBJq58f0tD0f2ar5SP87VSXXxt+g7A79J7BXRR8amzN/i3zoGbfyNzOqXk7EgRWo9vuj/ekLQP841fUP/8Zfv/GvoHz9+NJ9+GjM56r+v739tDMhW/gsGgZFznXBP9Xd1Jhd1jCd1cAsEQAAEQAAE3juB10uqOYCMQeHW4dCgYsNHZunNWf0uILUrv1jLZS3Yq4FGDWxbMGaDCqoX32LQtU1iuE7t0wSZIbixwST1IW9DTH0N9quswuf7Z9cflVb9I8JqT7nhdJC+Mnva29bGiPUdvIlMZYS6n7/S9/48q6ou6zW4V75nTnyuk1QnY2iTfNbFPOyJDKvS7UQC/fagQ64z/ybmH5evv5QHKbUvO+5yTj7Fcjrdrqi/8wexZ+hL1Vx6Sxj+fF0iR6pbu6qAi05UP2ZzpaTa6vrT8IGI2LLF19M6dhyzObvBz0TPtv5RUtXeoja/cYBHY8PliS+Fecu2lDWImMtfTZD5oWOwL6lO+rRsWK98/unY2/GStVfWdn62aTlGWdzwMv9VHdR2PrL+Zq20X5uJ/ON1HSz1L2N7vWdOyD5+IKfryOyHAvsHcao/S2RWyXiYdVrtNBrgFARAAARAAARAIBB4naS6bOQtGAxaTS818JBAYE2GCwj+/HX5qonKBUm17zMJZDlo0gRR7vs25ePaNpA0NrcgbSy7Be0SgLlAyciSRLgley34pUqJfCrmoE2TJhsoWsFXPnfMxrKvk1QbHp290jfxrA8W2F9Dm6Aij5n9jiPfL8mPGefqj46xBr4aTJtxiVyygDzK0ocx2u9M/0Hb6K/WXGZjEy+aS5le3Cj3fytv77n6urJs88X4KutTeEbdyvXoz0G1ueWTjRmTvTakc282TrYDHrP20eeW9Bq/sfWj/eWecrRVG0tb2s6//0LrQuOsY9DG34x39a1Wv9VrMv16I+Wr849t0jXWyOJTmXecbFcdWp1L/Ve5qe2NWbTzFv5HfEMS/f3z8pG+ttKtP8XmMP6qv6Dyf3lCWng/UjsbQZyBAAiAAAiAAAhEAi+fVHPgmL3Bi6rl1xoQtY/8zf+6ahYQtDINgkwQwfpRAtXKWv3sjXCrZzVubcz9EgiOgvb6tpvr6VsIn8yxXPMWQftULrlsI8MFWEY3FURHF4gqI1vhBueFTWUw6OKlkmr5GHgJih2PXDEZF8O5VhPG+mmJ7z/nMnn86icS/Li4e278Siepfmbc0vvSlvXW5FvFle8sVxPcCck1Dxz0Xhm/3P+Oz3cV346Njc6xZoOx2XKy5yQoXjfh5PzL5/immuuXcXN1L7jIdKBxsg8rzHlL6NV+OUq5jImuid0cyvrKyvQ7x8EfeisbIx2DtmYYvarftfop+1rP9mTamPvTdc7oLXPmq3wc3H5NoXzqpT4w0y6Zh3+IYsei518+RTL6pITla8+pv3itOvDR2K3lXF/8r/KOMvh6rP/wO9WGrXYXH/jUPlsFnIEACIAACIAACAQCL5tU0waefoc0aDW8tAGHCd6G9VvgY6u0IEHl6bEklPzEX4NXL4OCtRZgkdRWz/bRzuN96ivIiAGSvmmM9ZrQ7qzXq1Rh5ibZc31F3UybGqAaNl2vVywoQWGXEIQuXi6pNh2ngae5r8nI6E2RrypXVmZnexgXHsOS1LnxK4KtrLW+3H3px/tz9uBo/skKFpnpxTfyPpwauy5Ink8weD6zvxpftUyibvZe17eRUe5xglbnQ9fgWIEdU5XAZWauark5NlszrlLWzaFof1mz4rhTN02+6bQ7bYx0LdWjrocsu3Ju9dOEstbrOpKCcJ/7CnOtW//YZkoy5zxrjx0jvRM5v67/1YdyUd94rerTMdxzrAJbaeb9qI2tFYpzEAABEAABEAABS+Dlkmre2EMyaTXZfR6DnVxAFhB0ZRRYlLdCLSBtgYWt7wIS7rLVyzWggNJ8TLH2pcFeuF+EcCA/Sar1PulNOvd6qaDy3V1VzgVYorva7o41iTABscq4xbH4R+Ofd/IaSTWPf+WR68V1tgbwJMIEszyWTn70KbnmRMWNX9HFyMq0G+rPvti/gc18iXWsb9I1UC9vxkj3TC9WxugelOtkhvv5JfmjzB2dl82+5qssW984B9203Vi+ZZLPz7zt1tLChH5Qy/oMj4euC7msmlSliXH0myIjs9/5W+ursWxl/VnjLPekX14/rNzql6Z+0IXb13p9T1TidWp96UMBf7/I4H4mSXW9Xz51kenFospY1bfdZMsP4H9R33htUYZ7bn6zz+VvuHUt7uYLy5M2Wsd2h3MQAAEQAAEQeI8EXiypliA337zbR/H2BLAx2MmHrwsINEirCYL0Wd+s2AS4iLQyRnYMgwsOWmyQrnpKvxSIanBY7/CPoX1evpfgpcluAWUrk1YuUFJBdOT+TaDuAiyRF2XZ5unHYX2F61x1tuZiu6T633/Hf0pL/6RWO/5u+evf9JfB21He2iR+aJMB13VhXv3F3awX7CM2Qap3Bic1kch8vi9j+TV5vYL+hXf0PdK296V+jrQ5W+xzfmVtHs3T3kbbanheubVPkFQ22kh9no/2hwqpwprPk17ZfFXhVzgaG3Q94Tmoem/qIuNafNV8bLw9KCtrAI/T2L6OZaqLZ9R8v/TfzSVTv/hd06v4ctdGOy4yk/kn/VJ7s75RM+PbzNfKVp+wZbVNkMMqBM5m7Lh/9/HvorOOo/bldBd54zXXsCri0kOcb/HaNgr33Pw29tgm9lztlDKjf5Br2+AcBEAABEAABN4bgRdLqq8PtgRbaQAZkg4X1LRgXANslyBwIOSDThtUuICEjTJBBl1rIGX0iomLBtIaDEpwSAGd2mSCuyIvylCe0jbYa/q2wSsHcnsDIa7veWjfVz1yP+aN/kB4l1QnifOsTvwoJHfjAksdA8vUjMdArzaGgwqx2PUpN91YxqBf22fj52St66/9jHxKkxLrO26OqC58pCTAspqcW5syO5zc/MLOP7YjJDUyt6y/Ko8yhjyfZuO5ManJ1VsvTf18I0O3joldfgylrEvYDOvKr+jhxnhtHGv/hhHztPO28K51CYmpb3SpsHb6r/VPsV/48XnRp3EJ41871ZON7InNx6/Lv5qv/7yq/0WOq+PZfL76gCJYOfKcquNpfCzqsCIHt0EABEAABEDgngm8+aS6BU/5MGngY+9qmQ8WXI3lL3/2wVYXqNrqW8818LHJRW1b+qvBS71R37xcT4cWYJle2mkJTGvAnenUal/nrLBZs3GWMG+5dx1leynsU/GNWV/t1UvY538APXUO7gXyl18+y9/l7RqW5CmdW+0jxDYpaiI08SoPBAYyWv3jZ3sTmuM93bIlrVX6C9T2AYbp889/Wb7/Qh9vvy5T8V+bxLc+ZQ7m+nC7K4zrD+N/MaGN1w3L/DvVtl49D/MhfnLD7A9r63UViRMQAAEQAAEQuHMCbzipvvORgXkpgS2J86xOKhSFIAACIAACIAACIAACIAACIHCQAJLqg+DQ7HUI/Pr3/1lmSfPsHrXFPxAAARAAARAAARAAARAAARC4JgEk1dekCVk3J/B/v/66HEmsqQ21xT8QAAEQAAEQAAEQAAEQAAEQuCYBJNXXpAlZIAACIAACIAACIAACIAACIAAC74oAkup3NdwwFgRAAARAAARAAARAAARAAARA4JoEkFRfkyZkgQAIgAAIgAAIgAAIgAAIgAAIvCsCSKrf1XDDWBAAARAAARAAARAAARAAARAAgWsSQFJ9TZqQBQIgAAIgAAIgAAIgAAIgAAIg8K4IIKl+V8MNY0EABEAABEAABEAABEAABEAABK5JAEn1NWlCFgiAAAiAAAiAAAiAAAiAAAiAwLsigKT6XQ03jAUBEAABEAABEAABEAABEAABELgmASTV16QJWSAAAiAAAiAAAiAAAiAAAiAAAu+KAJLqdzXcMBYEQAAEQAAEQAAEQAAEQAAEQOCaBJBUX5MmZIEACIAACIAACIAACIAACIAACLwrAkiq39Vww1gQAAEQAAEQAAEQAAEQAAEQAIFrEkBSfU2akAUCIAACIAACIAACIAACIAACIPCuCCCpflfDDWNBAARAAARAAARAAARAAARAAASuSQBJ9TVpQhYIgAAIgAAIgAAIgAAIgAAIgMC7IoCk+l0NN4wFARAAARAAARAAARAAARAAARC4JgEk1dekCVkgAAIgAAIgAAIgAAIgAAIgAALvigCS6nc13DAWBEAABEAABEAABEAABEAABEDgmgSQVF+TJmSBAAiAAAiAAAiAAAiAAAiAAAi8KwJIqt/VcMNYEAABEAABEAABEAABEAABEACBaxJAUn1NmpAFAiAAAiAAAiAAAiAAAiAAAiDwrgggqX5Xww1jQQAEQAAEQAAEQAAEQAAEQAAErkkASfU1aUIWCIAACIAACIAACIAACIAACIDAuyKApPpdDTeMBQEQAAEQAAEQAAEQAAEQAAEQuCYBJNXXpAlZIAACIAACIAACIAACIAACIAAC74oAkup3NdwwFgRAAARAAARAAARAAARAAARA4JoEkFRfkyZkgQAIgAAIgAAIgAAIgAAIgAAIvCsCSKrf1XDDWBAAARAAARAAARAAARAAARAAgWsSQFJ9TZqQBQIgAAIgAAIgAAIgAAIgAAIg8K4IIKl+V8MNY0EABEAABEAABEAABEAABEAABK5JAEn1NWlCFgiAAAiAAAiAAAiAAAiAAAiAwLsigKT6XQ03jAUBEAABEAABEAABEAABEAABELgmgYNJ9fNy/vCwPHx6SnSRe6dvya2bFj0tp4eRTrFjqvu4nJ9juVw/f3kc2JbXT0ufz8sj6aP/Zay+nY71w7JPS0Y/1eXqhTLGj18GAK/eHwSCAAiAAAiAAAiAAAiAAAiAwI9J4FhSTcngKCnley+f8D190gR2nCy3IUiSaqP3WlLd+tI+k+OH8zJPOc3Dh5iAayKuxyiLdHVl5SGH1s+OlNSn/Twu52/hAUDS3j0kGYz/jItr3wYCZyAAAiAAAiAAAiAAAiAAAiDwpgkcSKonCdyH83KuyW1MNG+XaHMSXJJ8PncJZzY+5a32w8OiyR4lhPrmdUtSrXW99O1vcDkB1bfXszfPXQK9LGv6WZ000VU75V54qBD69/JN8s+N+/H3LILsJba32uEcBEAABEAABEAABEAABEAABN42gd1JtSRp9DZYElOXrNW3vXLPJ1s3AsV9tuR4KUlc/tH0ZZFk9iQf/+Y3tM2W+lHt5E2tfTNMMnLbNibVMVEOSa0jZepyspvppsm5a1iSb/PgoN0OiW/of5ZUMz99aBHasXwus58WQFLduOMMBEAABEAABEAABEAABEDg3gjsTqof7ce+QwJFCVdLsjcmmBcQ1SSz9anCpO8+sVadzvU71U9fzstT+A61TypVZjtKUv0k3yvPktysTBPR+uBhKR/HPi1PzDG+2TfX2pZV8EnqKMFXNnnynyXVpr9Ef2Y807Mk9tyv0zf01TDiDARAAARAAARAAARAAARAAATePIHdSTVZzG8rk8Rr9KY3T+wuYyc6mDeiJeFrCXZJrNMEzyZ6dG4fBqx/vHqUyOpb8rG9pJN+DF4T/OeWXGdIzJtquU36qgwZi74/sal/qKAdWPtNcl9u+4cKPolfltY/cWDepGP9zraMiSb17BODN+mqDY4gAAIgAAIgAAIgAAIgAAIg8FYJHEqqU2M5qW3JntYZJ6BaY++xJIwuWdbE0CfHJFmSu5J817fEJqnsktZbJtXNVn4ooMnmgB3Xjvq565jwqnxjnxbxsbBzD0T0h8ra2B1LqstH6ue/zua0wQUIgAAIgAAIgAAIgAAIgAAIvHUCh5Jq9xbSJWj5R4jrm1ROavM6o7fctvz0b/Ir1e1ttMHfvak29/jtqv0e9CjplDY+qbRy5Lw9KJCk1uqYnmvyXEQpv8ql6J62Jb7mAYLXrdjxhX6NfZ1r4xbsX+vfvcnPEvP2p8zqw4LZg4IeKUpAAARAAARAAARAAARAAARA4E0SOJRUt6TS2DxIotK6ptnVTkti2BLHmWSfVHIiuJKU1gS4fPxdrkdvilvfPgnWj84/Lo8fTJJv2MX6S/Jmuuri7rU+5SPa5qPx9hafe/vlT21d+qZ69Ce7SrJvHgx06qAABEAABEAABEAABEAABEAABN4ogQNJtbyp7JJXkxi+CosLkuqob5fYugo2kbbnUik+RHCySEdOLqVdTY4du5Dwlrfsljc/BCh/vqzKcDpGGe4mPRaoP9QW79C107mrQG0lASc9WC9K7j89lV9Wf5IWzqZOCApAAARAAARAAARAAARAAARA4C4IHE6qt3zc2NaxSeFNyL1YUm0T0p1JdTV8llS3pFbfoBO752f/ZWVOfO0vsVfZdGJ1dDfKhb8vslY+Pq4fYS+c7djyud7X7pBUKwkcQQAEQAAEQAAEQAAEQAAE7pjAgaS6pyFvTh+XR/Or1K2WT+Ba+ZXPXiqpdsliTKrjdUuQvbXzpFp/RXz+690Py+OHR/4udf/AYo053dckuv+Y+PRNNdlfPsrt31SfV//EmOqpDwvsd8U9H1yBAAiAAAiAAAiAAAiAAAiAwNsgcFlSXRJZ/giySzaN8VzeJ26mxnVOiy6auM2FzpPOWVLJ9wbfD45vfMe6TJLqylES3+zj3ZyU6pth/vG39n1osXtgX2FEb5Yzucps1f7St0+qy8e+qxD6Ubmo17LY74hT+5keKgpHEAABEAABEAABEAABEAABEPhRCRxLqmtyZpKmmgyWxKm+CW2/DH1TCEWncSJre29JZ0yEu481GztO30IyrCI5saU3v4bHInXzBDbIqTxJhn0AoTKa3FlSr+qsf/y71eQk19i4xf6OcflOtZE6/tvbVNe86UZS7ajhAgRAAARAAARAAARAAARA4I0R2J1UP1IClr2ptUn1a0A4mFTvUpX6MAlhTUD1rfFAmHzcuSXG+vFuTSglsbfJtBdU739r/fsadCVvtrfq1LffUGLs59r1YUL/98HjL4o36fqgYOBHrSLOQAAEQAAEQAAEQAAEQAAEQOCHJ7A7qf7hLYKCIAACIAACIAACIAACIAACIAACIPBCBJBUvxBodAMCIAACIAACIAACIAACIAACIHB/BJBU39+YwiIQAAEQAAEQAAEQAAEQAAEQAIEXIoCk+oVAoxsQAAEQAAEQAAEQAAEQAAEQAIH7I4Ck+v7GFBaBAAiAAAiAAAiAAAiAAAiAAAi8EAEk1S8EGt2AAAiAAAiAAAiAAAiAAAiAAAjcHwEk1fc3prAIBEAABEAABEAABEAABEAABEDghQggqX4h0OgGBEAABEAABEAABEAABEAABEDg/gggqb6/MYVFIAACIAACIAACIAACIAACIAACL0QASfULgUY3IAACIAACIAACIAACIAACIAAC90cASfX9jSksAgEQAAEQAAEQAAEQAAEQAAEQeCECB5Pq5+X84WF5+PSUqCn3Tt+SWzctelpODyOdYsdU93E5P8dyuX7+8jiwLa+flj6fl0fSR/9LWRWduc5pIZpPnx6Wxy+k2FxHuf+wEGfSV9qkmuwuZPtVb6PbVkGXtt/az3XrEW8Zg31yxd/38t/jY8O6307Lw4fz0rkx+97cFvKzfP7us/5N1x7xe9NGvRflZe3cvs+sraeW26jueG9r67aVY855To73HFNz/XTD/F4X8oZrHLZ/PH5vmAZUBwEQAAEQ+EEIHEuqKRgdJaV8bx7Q38J2ThI4AdwSuCRBk9F7mMQUxVtfJml2SehDnuwssqnXRPtBkmLLowZnz8/LM+ukSbattSyL0XcpciWx6/ug/mrwyQHJRO+HQX/a/aXtVc7B44y9JrZ9Uj8aj6YEy00ffLQ6+dne4J6kyBg9fjnLg6DoOyG5t/5oz9kHNKkmf8jOM6V5DP08mXF9CPqIyH4Oee5efqZGk2P8cecY1PliO7AsbLk71zHoHkm4WtmF77Ofb3WuZY1rWWinY1fvZyehTTcu/ZhkUqhMxmp9nfZjasap89n+ns7HkQ6XlLO/bmJWeinr5ZkemCa6e10tR3su/GV8R+e5Vayv9e2VddTr42V2svzt4ZVbO7gW2WbGzeo3m1iKcwAAIABJREFUlKK+o+22zvMikO2OfmdZTjrWW6kMvTk5uj1zUi/e6voL83CTH4Y2dk+O/dlr1llZ93tzP6a2sT2XsZ75ldQOPmH9Y/U8jqvtH+cgAAIgcP8EDiTV/eZQg5QP5+VMb8DSxVcX3En7tN16QiSBn2zufL66ybWNQwNgGyivbVS2rncRsW1946JWooP2r3I62byh94FLH1iRvL6eJnCxH+1Pj2s2a73R8dL2I7mj8mi/5RZ1iXU7mUeDLRI0GJ+uD1egY6VHc7PqIr5E45bZwz5GdcnX9VjEWBZGcj0leeqjymbYpupTm/NJrM86miQvXvvWeiVzQHXROdGutV5+lD76QJNq5/qN1qZ5udPHsS5rmV1vmJd5iJWqXtrVJCZep43YpvrgpNjYPfBw+uVyqHTb+Izb+4d6k3qX3io88z1lPm72kxhs76enbi7p+shjXNmFeVmTKp2TeizG1fsjY0le2f90vfhGn2TSPdG2E9nV565kv6xTtr9jcy/6Tby2lvTn0mfns1RxxDArz8q6zrSvFR9JYw7LKYy1PhjfNXdFhp27Mn9W1gm209Qp19U32OaoXweiFMTxHtUblQe/HFVDOQiAAAi8YwK7k2oOwjl5k0XaJWscANCGdOkCvmNEStDR9CgbWN30vCzW/9NJElAObCgR3bABm8A5Buythz0bT8KvBLt+02zS2xm1bQn0WB9qETfdDbZ2gYYNMi5t36y45EzGsX39wDLQAJrlcyDSWHV9xsClVLDyWpviWx2fLYGb0SEJ3mt/dQ61cXP2NGXk0wrGL+XWaHxK/2yvjmfzo9q/lU/nVR9zoyuTPr3frs+FNCDvZJt+66kfB99vqeTsrA315uTrK7GuvRY761oz8C1i6QJoK4LO2UbjD1Q2kFWb8n0TYPONoA+XNb+pbZOTlH1SLy9aH9u83TVKy9gP1ve8h8akzqXqH8YWGheeT21eeHlNji0XlskaUHS0c6vv30qic6NPvKUPUro5n1R0Rb3MdPxX596xec6qsGxlpOuPU7J7EMZ36ziZuqUs+9RBnZumOp9mcy7WSa6Zk+WdyWF9wny2sgb319aJ7H6nD/VDOlkdbd/1PBu7enP9hO3Ox229MWqAAAiAwPsgsDupfjTJXAwEaRNom1q/kV8bqQQGtk/tQfq2byrkjupEH7uVTfDpy3l5Ct+hZrmToE2CpCcJzLcmWLTp8cakgcX+o7IVu9sGJ/qMPsYqNmtbJdSOymTUvtXMzw62LyzGeg16G3x8k95kaXJlx48Dk+FYDgIN1u1xOX1bZzKXn9vQ2rTgvY5hDV7auDV7RN/hW7sPxZddgNX60IBdmZNcZVb7jypXfdqNpn8pGwSNrLfTpcmgs04O3xYbVUffgq6Ei7ztkrpqg6878ctU38bbyzFXCQtzt56u2Z3fn+hbJYcTtqNf/3L5vi3XSd+U+np0xeO0dZ3TesM518vfVVLm5uj3MFJZZrzZbtKNy2gNNdxJNvtrmzPCabxWn771/lr7IGWqTLqgumXdrv1HjY0+8dbWTzfFdsZ+vXVo7iVySB7bO5nn8hBJ1mfh2fYu1YeP2fziPnP+ft7P529qrxsbp0m56Mcit7Wvl0mLZbmsWMtfsx0d694HfSu6kjqeWV+LSybMh3uPjQsHYlEMAiAAAvdOYHdSTUD2BlmbFvKdpEUH83S4bAQtGJeNzj/BpY2F2uiRreHvlbV2/cdto2rUd27Tns11sBHSRj8NSItdGpyV8cj1Ic2lvtgnfY43xjx40foaQOr13qNlrIGWK4ugJ9dxDOw1BysucM4EFY6RdfGjMU8razCGtko814CF+21+WPWvgWUbt2qPlfXttJw+0W8b0JhpkKrjq9c0/PZjpnq/jLMJzqj/8XgaeVlgX3W2Cq59xFjs6zmLjn25ly1X87qjoJVtjePu5knW1+ghQKw78CtTbdb/fO4bIboOmzGsd3nMzdpYb7QTZqMJcHK087L6JjcX5va+97H19bNpsfes+G9m80SU+LbwqHOpzgvjhzXJon4iv+flTJ9woh/ojA/wzDWpYXlFzpWbrgMJeyvfmjXz59l86dsZm20Ha4nXoXnuOlj52oHxLe5L1yS7/sQ1TeWLTZWvFtNxNB/qeNvK5jxpd625q/vynvkudvQP0UjjXC9jSxnb4Rpv51SdG9K+9x/v45Kwx/li+8Y5CIAACLwPAoeS6hRNWIi1jg0wtOyy4yCw4v77DUeCmrLg16DABE3JxsptuqC7aT22aRSstLbtzAQQrTC82aAbJLNtWGIPBRst0Bjro+17LtxlEjRYVVbPL22/2sG4QrTZXtfxKz7RBy4yTv6BC/VVyidj7zSq/uRKpxd1/A4n1cX/qb36rurB14+L+zSJ1glaPX1q/kO3LD9XVWVrIV83f+TiWKfUFVt9PypGWffJgNjXl7eW7WylbqZXpj8LlLFPg3K+v9KXKsXyB/Ot1CHWQ5/c4HvVh4Y/diS6jm1Ze+ChxsjR+0Yim+dZG+c6/7yYi6+Y29DmkXjRV39Ys+pWdZZxZ3+jsePkgto0HxfedK0+om3k00qPH+xfi9A6QZ/n83Liv+pQymv/oV5Zgzr/L2tZNqZ+fHJ53t9U//hJHGHV9a0is/lEqyZ/eqiNv1bPjvO6iV4Zp6wse9jHCohMb3/RrI53pmlu16Vzt/a0YZ2odW1CbJPfVmH90wJrD0yMrPQhWejX+5yfL1YUzkEABEDgPRE4lFTLxqhPkdePw016L+lJYDF7itt/9Gm+CbB9k+C2bShlwx68bahPhVNZEsDUOiSD6rmAocj/cFqeOP6RNqcv9u3jJCFiviKjD8aS/gd29G1J8KXt9w6+rS82Wb9qYxLflImerW7ROwQJbBG/rd0WHLb66/6vAb0wOy38XUD2CdJFgveqfw1c27hVf3S+4T9aSnXERs+G5HYBJb3lDn/yrvZvMdN51UduyNwPjEIdFZHW1Zuj5GFP8LdWl3m15Kj6LI+9cHLzL/N/nbuztUdtKnU63nq/HNMx2ftAh2VF39aOvA9oqT3Ox8bWjOtLmT8dq+YTLFu5eVGHr0TfLXON6rQxp3byK/tSVnWrc8mwIj9m30jmJWsudWXuUJ1is/X/zueoIb3lDn/6rvYfkRh96i0p0wep7D8d/8Cmrm+Zj2R9UGdZ3apEtxboHRmbNv5anh3X6nZzI+OUlbHubdy1b+mvPOTicQqcOo5NButSOYrETj8uLuOz1edZ/2RdVqUnxyE/64Np+5WxtW0CX2UY10q/pzZuVhTOQQAEQOA9ETiUVNPG0hbUgissxAoxras3r3ksG1VMFvIuaINpmwBvlN3m6jdfa2+zSTbTWZ+8Ielmq5up6atvq7rJJujeplJ7khVYN30yaxMdjR59/1ZG0pZuX9redrHzfDZWOkaOub5JsYmUjofpWwKH5hOcTCb1apMwBlIuYzZk+nxezu7XvHWsTeJSg6PGPtpDfTGHEPCpblzf2Ov0MWMnQZLYPPShqo9IF04hgA51nB6aeGhhPYp9Oma1eC2wbxXXk4Biq9pffSfl1ni7LvQiyNLielSuM58plVmPrp70v5aQ1/7KSToeGxL0vF2ULtfeNxIfZ9ubT7Dszr5c9qZS9i9dj1s/eds2p+g+/WbGs0m4qm5VZ+OH1A/7hpfB/UzH3zCpMpp21e903Sc2tf9WT86MPuWWjBXZn9vuxyfKE938POv7kFZZXSPv0Dw37XUtHthBNZmVnZ8Zp2GZWb9JWBkzWud0DXDaJGNl73e6qH6db++Yu6pTJ8P2PDsfjBGPTbDfiRm0c3XKReDL/mfHpHBoPkWyZ31nnaAMBEAABO6PwIGkWhbnbpMKC/GLoyqbVadXqsh8E6iBV9pWNlDpx55L5RjgjGUNOOrGTQHYaOMNrGOfXu2gI2++FGSUQEADvcnRMb20vVfu8FW02V53zJnXZNOvNll1xuNDtWx/rdW8jdZr+qkfmjFiXSh4bmW1fvHx+MZAr+s4qb1f6DvXPhBnWUmQSfaonP7YZEj7ds02aX/h06RcNwRjyoCO3Gfn49sYihyp24I7K12D6jLuzPVxOX16LIlTqGt4xzt8XdhXxraSjktni63UznMuMt5DW1pzd5aOR7FlJitv50TXC+/ryfiw/c0nWPZGFrWT0YmyJT+qc2NUmcp1Ttk6razqRrLYNw33WtbqT+eF8W3x5TP/eKXnLrzcw1FSTe0arLtVRqknv5/QGDvrsofctYL0X+WV8kNzj3Xp11FmaljUrpOTNb/r9OI+g921rLAtDL2NMq4P/Jc+rpdU57YaH0psrkVlLIf7eq04O8nHM36iqJcwaNdX7B74ZDbTODXeJLv3i0w0ykAABEDgngkcTqr7wHsWlA82tWuSLRtWGvR2/cw3Ad5EhkGhbSubqe3Tbzbxo8hWEdnkbFu6K0FH/JM8oW4NKkRe7NP2ot9d5X64nW5+ve6+HWvDQWLV8dL2fQcHS6LuPqjpx8+OWeiSA/XcP2UsQkBHzYfBfRin0JVeNv1ULz1a2c3GVp8kSB8toNEA3evJwWn4ASXtPzsOfSjaytfqQyop0eloYhf70y7SY9avqVhlEUvRmVmmCUDjbSSY00FfZd3ZFShnDN3cMt3qadZGH0x09oiudd6qDHMc+rapo6feN0R2v/43//P+qlKOHZ2sOp4zWaRf5p9m/N3fqzZrB8lnll5Gxsoz0Tk4fpvcaczj3Zi1+0afMr48jhPbO12aMFIs/fNxmU3jdU0Fyti7tWfDPNfWdEz7rRW87VycccrKVIbOk3/TH/wUndO5UMdbG/tjqqvKtw8Q1+YuieU6kwflvuvhuKmcaA/r2q0DVmg2dva+OQ98hUMf3zU/8PPFSMIpCIAACLwrAgeS6p4PbeoPH+gHkrIg4YUW3LJpxc2m15ZK5jrxJjJKqt2GI0FA6zNe70iqddPlgFA2wCqX75lA0ekwemuqlvc6yR0p74PjfvOseqhIPl7YnoOTPJl13WQXwX4NHFXPbvxGwVPRoQUHsbNio/OFMDauyexeq5jqV962qA3WJle/6NzeQOd98pycJNV6n8af+hwG5tyfndd5f6yjSWbk2rZr9rczkdUSUrkej0drKWfz+qxDCDSzMpE1mietT2aW+ELTv9WdnxW/qrplfhYlxDb6ACaZQ3G9iKJWkxvfwPtGMv5hPjJjx0nk9fx8P6tXnS9mLUg/s1ZylVhWWNKcq2NQePK1rd/qql+mPsQMJkl1vV/6DMyaJdKf9lXLJ7b78akt6kmqb3k413xXxrXrt0qRE5Zl+Mr12jxvQub1RYe2Bmoyeon8RKaqQ0zt+Gu5HnmMoi/FeViuE39XMfogtLFud6ZnPOZ2fse+W+v1ubVtfFli8M3Mf7zPkWzPifWJ86upizMQAAEQuEsClyXVJVDgjTgsxJWW25hkYd+SyPV1VjbWoovbkKsS8aTfBGwN3kQGm2S2wWhbCRhaUjrXpekgG5DflOStQSmLm39g7Tc41UaPshH3uozKtR0dZ3Vm91TGpE4XMGib9SPzcuMjfqU2yvid+E+liR8FtjWpsB9hG/TLerb2fd+2ndfD3rHn3r+kDc+hARNfXyVJO7IvBsLiT/TjdvSDdklQ5spE3tCHWCc/90YMvP83ZlXj7EfTNLgvDxVi4Mkyh4GvYaed1KP4XmQzljfxVZUZWHh727wXn2vM8j6lv7rORRvduqkKhDYhkK216NeYozy9WY6ie9Mx3HaX3jcSHw/rEct285PEJe1cLxsuAv+8BfUTfc+XNdsLz46Vr6/9SLskcS7zjHyN54aVV+Z0Nx6Bmfaha27029lbZD8+TVI9S32J7sqYVB+MYzZo1zgQi4y1XXOqFnzS2PtyvsrGd6BD0pqL+rVJbNS9wbWj/uxYuZt0If7RjYW+/dc1q5Ph+/S8xutEr3t7cDYcI7G6+7OgnSllrHtb+pryNrytDax/sNH7XJgvhquvl/SFIhAAARC4IwLHkmre6EJwwWVlIdZAQjeduFnfAmDRKd08u/7aJjDf8PwGqN9D7jamam/biHRDps3Q1nf9hY2qU7Ny9jLipjffuPwG3/qIAbq3tW7iSQImMi5t3zTZdcZMKJAL/RuWzHjmc3W8xjZX+/WjoiTf+DgHQOrfm44t+Gz6FRuM7u5hSgHT6ktB61v8TXyKzpWJ8cNiq/VBy1vabuBg/YBlmj6swOn503KajUvaNvnl5LReKDRjZe+wvR/Oy3n6HXLPo7EbzSXbQ3Z+zIbnL6flbD9mmonuysQHdB3cM77V59Wfy1g1f/Ncuvrajo5xnAfj0ak/K9g8b9tcE3FtvZf5ZZO+MmecvqY+CWDdxXbxBfEDPu/mVzIHnU3SdspOOXbrQvnLAXp/7VhtEp2aHzuFpheHfDD56wLTTsrN0T62z4fjuiS85S9mbPXfJkPXi93T8BCDI+uj/YQFgdzhX53/lHlj/H2Tn7IcM+doThTfHY3pFn9AHRAAARB4awR2J9X05ksXTGfsNYImJ3DnRdkINJict6aNx2wC88rtLvVhNou64dTgpVW1ZxKUto3a3jt0Hlh3G1cMPm1wVjv0wXctdiezOrN7KmRLHa277Ui2ro0xB0IrY7KtN61F/nK98VP92C9SPZ+X52cfHLHNxcfT+afBVCZv19xQm+fHzufm1eXut5N7wLSlCSc0mU0rjUf6HQ6StT8TMGrR6pH477aB5s4Bnzui34oBI5ajZurf9n5WZu9vOud1bY1JtraXsm/0yY3Buv/8vDzx31suiVdY57M1h20ayOO5na67myztK22yvW9WS8KeUcunJ8d88OnTgPGsr0P6zQTqPVlHs/HTGvPjsT3sEIMj6+P002Rzy4Z3d49FnHPCjOOja86BocK4AQIgAAI/BoHdSfWPoTa0AAEQeF0CMZBa1+ZIoEmJy+6A+AaJpbXuSJK524ZDifj+MbF24fy+Cex+sHHUB3cnUscS1xcbrSNJ5m4G9LsW+x9G7B7TF4OGjkAABEDg/RFAUv3+xhwWgwAIgAAIgAAIgAAIgAAIgAAIXIkAkuorgYQYEAABEAABEAABEAABEAABEACB90cASfX7G3NYDAIgAAIgAAIgAAIgAAIgAAIgcCUCSKqvBBJiQAAEQAAEQAAEQAAEQAAEQAAE3h8BJNXvb8xhMQiAAAiAAAiAAAiAAAiAAAiAwJUIIKm+EkiIAQEQAAEQAAEQAAEQAAEQAAEQeH8EkFS/vzGHxSAAAiAAAiAAAiAAAiAAAiAAAlcigKT6SiAhBgRAAARAAARAAARAAARAAARA4P0RQFL9wmP+f7/+uvz69/9Z/vdv/73rP2pDbS/999r9X6o/2l9G4Oj4k79eywcvswCtQeAyAkfnAPxfuB/lhzXkMr9FaxAAARAAgR+bAJLqFx6fIwm1JuDU9tJ/r93/pfqj/WUELhl/DYov0+BHaP20nD6cl2enyvNy/vC4nH3hsixPy+nhtDy5urh4ywQumQPXWIPfMjvS/RJ+97OGvPVRhP4gAAIgAALXJnAsqf52Wh5CUPr85bErO6YsBbcPV5J1TIPVVhfYrwny0eNYNwr+H5bHL11W4Joc7VfbWWFPnx6Wh09ZuiG6nL7Z2ub822lVT6ktvjCUsxRf2WC36X18+nxeHh+yxGrc5NXuHPRBHcdLjtezOR9fXktSv1rrOZfXtXqmpDqZK8T04WGx/sY+/uG0PHXTKvFx9p8+AScZ6bzk/vr6pO94bnXWXKFA59HA9wuXh8ncoDFLbeSHEgO5ezRP/H1Pc1v3Et+ntu2fcEvtvuZaMrR9o783ha9ydik/z7BXaThf+qoXlND8nfnl2v0LurZN2U/8mkO32xqoc/NheUge7k1ZDdYj2313PtCnq2cLkjab168fZg20BuEcBEAABI4ROJZUa9BnFvnrJNVlA/lw4qA3TdjKAk7Bb/1vTwCetbey0vN+8+VN44D9lwYks2HmMTA6ZXWv1/8k6BgGgapRkpDoLXfMgkYbZPhkRcbE+IUby34MXVd0wb6xoV7XcGfBK/rgpeNvA2LxtxFvWz5gOuI9KlfMdD881ONbo3JtZ4+DPlowq/6QJ73yBnsQDJs5OAt6x/cmc8vacMF5HLv2IMHPL15jk/W1033AUziF8edA2vpHf94lqnZN2dC+7g12DSh2XDoHKna2OfcP50e1gZ4kjEnPhDO3sLarCDomzMdrYBgDK2fn+aX87BqSdd35VlbJPFBNx9qOuzl3fsV+NOFS/KzNjV6ROI/GuuT98Hgl485yszUuqNCzMnvrxD+DGHfJOm3oWxtluo7s0jZ67PWvd1Yeemg9HEEABEDgxyFwOKkmE2gx1U1q60LM9cwm1zYs2QzaG/ASeMQN5/m8nNzb2NIu1hsx3r3RjAPcI/aPA5I/Ln/6h98uv//nP06/a70cDSjL29xx//Qdb9Hhv/59/H1vwhrHUAMJHcvRfRc0sh15QNqGTnxA5bZyOpN76n+ql71u9cdj2OrkQaq7f62LV/TBLeO/6oOFQxZM9YjG7Gft7dzqZJY3zc6fJn6p/tnWFpFY+9g4p7wfyrqjZUOfN2tdfdM06k/XsNF9k6x3THYWMHvtz7WdzblWkeyNcy2XOR5/ksbcUj3CPWKyI9CvmlaWLamZz4H/WP7rN/+4/OkPszWw7E1ubOnBgPYxuq/MesYzDrzmZ7YrEz1Wo8PJ7vUmtA+Xc37/vfy/f/7H5T//6T/m+1iRmflRVhZUqOu/zr/+fl+SyiV25H/VT/oHPHX9KONt+2Sfz8bGdT+YA2Zc6lpU2qncM30azPmZ+phUZL+h+zqHrC8Y+U6dErt5ubGf8bW1P9uHqS/WS3XSzpU1XY94a5vR/SuugaoWjiAAAiBwLQIXJdVWiXQRtRXKedvYTFBaFtAYpOmCXYPRRB4V8Qa0dbEdbTSj8o0fX9xq/zgg2ZhUZwyIn9nYmYduTqH+uP99SbUfKxMkEkeji3bf82lt+J4LHEYbuk3Cpb3Vo/mW9qrHENTwWI/6GJX7YEYlHzqOfG1UfkUf3DL+u5LqTeOWsTsy/pqUEHVpX4PJIbuk7uqgmbWJ6zZdW1NfJ/qeBsX1U+NWvzBfWUP6+gzPWeor4cVrpPX/psmRs/Eakdna9xDtlRqeSStL7NF1u64V0m+cz3V8E2a9VrZEdOHEIayF8zmwPan2yQX1V+wkXUOf6q9iX8+Y18BPZ/nq03ROKUvDa43N2n2LbcP5nN+1kuozf53JJX7VV0jJnqGoPiqXRM/619BU4qVjOaxUeqN5Ox0v3U903FSg1ZPOT8s5k9X5UWnPOp6WEz/cemK/IdvYj6b6RD1UH/uRcynL53irz2dFj/glMPFnU8rr38Py+OlJfssi8cm2JhGPRM9BX0EjXIIACIDAqxHYnVSvL9q6ifijbmZtoTZBD29g9tq0/XBenspm44OYxowX4xdKqi+1fy0gWbtvrOaNmLetsEHVzYk2MheILNO3B2t9033618ZQtdEAQY9a3o7MbRQgtGrhLJFXNucYyKwHFGaTtgmO7ZHLTb16zwTMteyCk2n/WeLk+7/EB7eM8VodtZz9LPiX3mtHr3stH7Le85CMZBMv8RNdY7qPxU76qvq4E5JrP9pt/VDOnf99OC/0RunxCyUC4j+NTWn7hb6vX8Y2zFfqWuesHp06dHHlgJL7icE3j6W1tdOiFvRrgNwiuXUcuGgw/qk9vq5bMxJmVZlw0uZHNpevsQZmjFR3PQalnI/27Z2tsWlmO/t0echU7vdvNc0+Wsc6W19ih/PrtfVhy33toY1V1DXo2THoGYrMUXm2b6kW9ijt/UMRKst9iefRgTXQzfPsN0Y6e62OZb2o687zsnw7L+dvZo2h6qN9xolqP9rodLL7POmS7t0ZKxHu/ZnmhHmbTlUS+7R/PTo1tY2uod1NFIAACIDA6xPYnVTnKo8XV32irIEWLbZyLgttnyiLrL4871m/25gv+kmbutGUhb4GG3FTp2va2EdBkpW93f4+4JA31P/5m98u9N+2t4Ta33l5pldhYYOymxKfm02/75/eUNPbGemfdNjy8W8dT6FQxowSB/4+fAiI7AZdgkFOSoxeT5+yoGXiCzaoLEPRfMuODZ2HMaw+EOpxeaZHaB+a7b6s/b+8D+bjf8QHNfnN5k0s65lKMN2XSyAo7TevAZVnGQk3jjpX9K1JueZ53/oXfaLe/trrI2OnZc33SH5568RBb+nD6hjmK2ktc5beVD4up0+P7sfS2KqkzW6/Mw3sGlH7v0JSbbqQU2t3vbni92Vd4DHRYH6j/WxXDOBrv3KSzoE//Mvy+7oGbvv4t469SC1rxBdKQOg3QbJfl9cHNdYHjY+RrRmvxHb1V16H3f2iR/2IRDD+Cpcpv7/99/LXf2p7yPzj3390b+T9XjJIfp2NZIQwpDFQFu5BV9jXtZ6NPaR+2Kuon5C4xT3UIqz+FvrrdWlrjepe63S+sv4QTdcbPZJOzEHnCyMKSbZVnM9lHurb47gmTGVTe2YVkuXSR9OlzPVoYzeeL78GdjhQAAIgAAIXErhSUi0Lpw8yVDN/ry3UWl4W3bVNKS7KLF7bho1Ru86OWdBC9UblMSHLZHIdDZhiBbVTykcBiX6feT2pLgGZ3TzDBpVtjhoojPu/0se/NUEI49XGvfBxOtPH1rJfj2+BU6SqG3oMyLp6WcForLncBj/amMYwK9f7O4/T/jNf3tK/9zOvUbu3ZfzXfVCkz4LN1n+iO9tPyURkKuNNYxr9pQVpTTIHp59i8tKCvXw90vZWL3tO9xsvqZ35oa/D+q2tYRqsO98vPdSPf+taFNgkbdSSI8e4RrSxLOvLyJay7sTxGeow8vVxA064NAmqD0s32t/sGHaw8mmdK3z8O0twTBKoSZX1z+bfbQ5UC6LtdP2gH/2lt5Tt6z9rfmj7rPJ3nszXkGvwRraKAAAgAElEQVR9/Ns/FejHNZuTZMioPEnWO9/0c5qkCc8wFw2vXi9zs57G9aXeWJ6/nPM/11fXSPPQpczJxy//Wj9J0+Zh0kdnX+tX1zi7f7ItJq5osqldWRfqvi6s+MGAaaM9MLcPj8sj6Vzb6N3+RQD38MJroNEGpyAAAiBwFQLXSarLJi9vdWNS4DeqtlD78mbNeFNsdeisLOrZgu0r+qvBRsMbivvIpzajfsabKtfaYf84INn2neq48amWa0fiTgHVuP99SXV9ym6Cbxuw8aZaN1sZU7uB20BQdM/GPSuT2iyffnyNNm764bpJEFJ1VV8Z+IDIyMZ6gw+sDYC9P+j/JXxwy/hvTaqtSXvOeQ34dOr+fJnzmZoolHlOCenzs//b0jzv+vFi+R/0O8ojzcyYduMhfVp/7qX4Otyn+wHF0ML2wXr3wXJNIKlpXVNEDvuG+m8QfeQyriNNfpxz3k7ta9XeUrHJ1Zb9MeqiNXJ/0Lv5cUt/8zmwPamu60pdA60vxjXPcoyMw1vG6vvFxnBNNpJv1jHQ+5nP1DU453WkdM7vhkm1s6VnyLbwPBu/PXV7kJ2TmkBrIljHtD0sr7yPQMvahI99s++afkcJqxU11SnYt7mdrejOibn4uM4z/mqeGxdpwHOXbEnucQ321dddA51puAABEACBKxC4QlItm5sunrrYtufMNpgwgUD3NkitGWyWerscZQOKCXyolF2mG03Rkb/3qB9P18Z0zwZLWq7HffaPA5JtSbX0Kvr2Qd3KJrVcL6l2wUn2dqAEN5KYCCPXRgNBxUjHEBTq0/EuuWHZj8sj/z1zeRre1cnka19Ft038apAz8wEVvPH4ij449r/2UGUtqa4BU2WT+N3g3unb83Kmt8tlDM9loagyaxDWfNz5TUU8Wid0vtJxtj5oPfW7LTZYeaJf53dVv8lJ4pu8nlXbqe3aujKRv+GWrJ/BZk7aI9fczmkwb/pP622Yf8SVfUKZJMxMN/W033/qrXoynwPbk2o/9saftCdez3TdsBwj42BrXE8Htle2a/dVnysd5/xuk1Q7X2A7eoZULPXKD76Fh1CVl3Jw63AZny/lwV3x0br2uLEs/QzWuLV9hf0mmQPen3L7VHU9OptYxzCno46WSaLDSPfKgTsm3WQt7Nctw0bnriprj4nP9rKEwTi2tAJxDgIgAAKvT+DypDpsNmQSb2y6ePPCrYGF3JMF2gQZq5uBDWYFmgSFffkqUtbHthM9dOGubzzrhkD3m/6d/J32jwOSPUm1auE3HS2lo/Dp9R7335Kqw9+p/mY10O9I0XdZkwAh2VSpNflOCy6Sdmpb+aVc9iWSVcer6DCQz3c7Hyhtgq+WUtJq7gOt4razrv+X88Et47+WVFsjXVBXx0a/v2xrhvPKuviw/iChGUf2YV1HQvP+kw5SwQZm9jw2H42pzBsJTJsfkmHx+4kyZq1OGcMYxJrrWjfxzVRX02d6vzdqc0k6bsw6+nq0U7qI7an06ZNdV5VZvwZFJUe2UR91XifMohy6ZlkjnykN5nPgikl1Wc/afqcs+nXN2VrsqInMwPY6BuX+th8qUx0yetvK5vyul1TzWNb5E3wr2VOYYX2QVtaVem1jj2KnmV/Wcu3Xzdf0U2zSqo6DirUfY7aCzbn2UcfY3NPTKDdeU72sTNv3a1a9E05kjme6kHz96lhoxJdsh67ZzNMk9VqeNUx82snSNmaM0vtaD0cQAAEQ+AEIXJhUl42rWzypvGzetHiapFQW6bbw8sbFdeKmWejM7h0BGBdp2rRjEKabQxpk2k732z8OSI4k1aRL0aHaUK5NMGE1Hvd//aS69Ss61SCFbiSbaquvZ1lAr0G/yGyBgNrdfCs+dXf9axf2yON+edBpRabnr+iDW8Z/c1Kd8NJgMbKna8e/tKUf5dIx7IOmbPyJqPpAoNutFaP2vYyqN69lSbvOX7WO6qLHoBNfBv/vZNkHUFn79ft5q3HpMBg3vimt1U4vy7XnNmF8dV3K1lcvqv7yeSgubx3LA5qEWaxP1zyOdS3Maqx9Wue6SXXTwPpH8IeSHNUHCK2RnA1sr2OQ3pdx6/a2KPvA9XwNuV5S3atW1nieo4Zh8T8bZ0jbUr/EH5WXCo6+nskhtnHt0vZ05DZ+z6hrSX0g0PYktwZaOcm5+rL+9ZPMPzqbrJxon73XnRd/qbHcNv9hHenPZJW/0KJrOenV62vGL/FZldWpVgrW7o/aoRwEQAAEXorARUk1L5yD5K0awJtSS5jbJiCLNm8yoU5tSyeDe5v6doLKhW40LDcGgrYB6UebpR7tPTnfpEPQfxyQHE2qrS6yec827nH/t0yqzVgrRuKSBr9StyZlsc7zeTnxd1dlg9ZNXMXW41B+rdGfJAFSX8mU7K2vTV/RB7eM/9akOgZSZN7mwCdhl7blen6epvV4nvnglnEn/cgwlHnNf4YmPlhTf9WgXOaV9TWZ+1Sua1vw21lAnfhmapP6yzDpWpkDpr0/pXYJKx0/N+eUhZeg6/hoDeRyllO41GDdy6GrNdu5RcKsl/QDJ9XOD71f1bVuxGhgu45Bz6HIJ3nUdiSXGtL96sO9pKxkvoZcnlRnfUqZ+JLMQ7Hx9G3dv5STHqt8HpMwfw0r9uEyj0d7Kvsu/baH+T2FTf5clLB9dONU1j77sCDK7myqxmnCr/bZG6Nz65f5+hBbRn30PttlWEq5yGdWiU+PZA1lsu/SGrxNV5WDIwiAAAjcisDhpJoXwNXFrCzSLkhLTKmLowSvNciogWncGHTxj+WJ7FjkNtJ4M7umTbtftI/a3wUk//47/lNa+ie12vF3y1//Romu/89rqBw06H9yf6okS1qjPH8tif2Wj3/3Y+QTH6cnj69lWAKhhKtrN70wG3RWL9m0s2quzAW+7k56wT6w5ttZy1f0QT/exbeO+GBlpWMpc3EtMKo4avta4pIrFyyW9aEF09aXdA5M1gLuywe+GszaYLhpIjblgXTprwsY83VCZEqbKm+03nUyVSPRp9M1Yagtpkdul/HK7M7KlLlnam11iVrC3+ona6lf+ysrrbhpPhe9VuZkOgfqOrv9TXW/Blq/VMULFX6Tp8yDPwwfmpi2iU1ujmh3bq6UQi7TvrWiHPPkx9eJV3N++5PqLpmMHeq18/eeoVYbHTteOg/oaOde8dfqw+V6PP9kjmj99TVwNn/kI93Rt2Q+9OtAZ5M1Xu2zZem56i9zsD6o0PjLsgntR7ayX0WfLRzZlovXQNK5zLdNa0NQHJcgAAIgcAMCB5Jq3RCyAMIvzrIx5Ju5s2Wy6R95ku5kx4u6YfogLm5i/traepn9awHJ2n0fgFq9oqH6FsLY+empS9J9f9uTah9ghAAn2TBb/eIjtFGXeu1eYsOwSPqUtjomxlYNCMKxC9atfPaNFaam/jSgMfW601f0QT/e/oHN1nv6uwOWpffL8TjUsU5YcyBWxqvWq/DEb3x5VlYbhJNWV/qhdan4Ygz+Qsttl0VW8De7jlReSRDog9NEVqZjImeLrr6v1iINhLMflEzGjqXovM+C8HKPGPS+MtgjwjzxYy9697LW5+/cz7cn1XU8WRUas9Z3r9fkoWMbgnLWr2e+L6lm15/aX8a+6kfzsumoXx3KZHcqmYI5v31Jdf0rHpN5Y+dQ84Geka03Om/t/f4o5W3euXpku/qi8i3Xll0dgxVbOtlufJIHVTqvWK6fK9UHVL+VvpnLpyf5akWt62WaoebTaJfVn+8pE9vQ6Wz2A13H6L6el3ZeVhuLOpauvplviSyrCs5BAARA4KUI7E6qz/yLy8nfhn0pjS/thzef+SbiuzCLt35P0C3uvvba1VpAsnZ/Tf7a/an8P/zL8vvf/OPypz+Mk601+av36eP07m8LJ5tn3ezNZsxlfUBoN/jVvtcqsG/YPmYNrF/M6iX3XtEHp+Nf39aNx5/+njqtATaYTCxcL+pYix9cdTxTLehvYJ8W/dVxqiJJdvS1/Hqs38wfJAG4mFmwpwbUoXx+SbokPt6Nh0qRcVnTXRjO11X6W/T06++v/W86B/hTG/mnhLTda+t/tf53r0PSs3LIj5d9jWm7bfvnVJwvz/QnrepeLn4+f2uuc3x/39vt2lcz2rSv9eW1fSJ8ubw9Elqyn6xnewShLgiAAAhcicDupPpK/b5bMXkgMkti/L1LwWX9//Wffls/gr71+7SX6oH2r0MgG/+9Za+jOXoFgesQ6P1dEkH96s3s6y/U9r3/6/n99/K/9isk//Avy/9beUD33hnCfhAAARAAgfsjgKT6hcf017//z8pHsH0SbQMYanvpv9fu/1L90f4yApeMP/niNXzwMgvQGgQuI3DJHID/L7wG2H1p7zkYXua/aA0CIAACIPBjEkBS/cLj8n+//nooKKFAhNpe+u+1+79Uf7S/jMDR8deE+ho+eJkFaA0ClxE4OgeutQZfpv3rtz7KD2vI648dNAABEAABELgdASTVt2MLySAAAiAAAiAAAiAAAiAAAiAAAndOAEn1nQ8wzAMBEAABEAABEAABEAABEAABELgdASTVt2MLySAAAiAAAiAAAiAAAiAAAiAAAndOAEn1nQ8wzAMBEAABEAABEAABEAABEAABELgdASTVt2MLySAAAiAAAiAAAiAAAiAAAiAAAndOAEn1nQ8wzAMBEAABEAABEAABEAABEAABELgdASTVt2MLySDwwxE4+udw8OeErjOU4H8dju9VylH/wZ+zeq8eA7tBAARAAAReigCS6pcijX5A4AcgQMkxBdhH/qO2+HcZAfC/jN97b32J/2hi/d4Zwn4QAAEQAAEQuAWBy5Pq5/Py+PCwPHw4L8+Jhk+fHpaHyf1leV7OHx6Xc9b422koN+nqTRc9f3ncZSvX//S0yeZh3RFfHtPTMpPO47qx/01KvrFKZP/jl8xpX8aQMf+n5fTwsJy+5XocSaZtm1zqgdKR7x0Q9aM0oXm25hOW5ZHzua009oO1tGtI6+7YT7rqb6Jgj/3WIGGxNna2BZ0P19VYcVD3yBw+4jOxTaLe1YpedF0ssUdc69q4yLhy/PHQ72dTXVf3wIGv2XVtVYbFfswHrQScgwAIgAAIvC6BA0m13agoYTabVdnkZBOTZDpueMvSb0a8CWZJud2grsUp0VH0LcHo4H5nB9fLAtjevlXVS59dH8OGugGfOYGyvLMAogUZIRC0fEfnmQ6J7Rwg0sOT9L/gI26sideoXSl39SlCLQ9y1tqV+5brXM+xHlYGIYkB2ZrcGrDv1N35Zh2LiY/Zcaz120kMsPdesy9t5N75gn0IE/Wk66lc40PNnP1nU/7aR+6T0Qdc58mccPfLxV7esb6TGRkma+vS1VEJsoY0m+K63s+F6sMsYr1+Hc84f8v8qfen42710PFRG+JxMi9iVXct491YuJuDi+NrsAic6Docs+XQJ0ymPjSw7mhxXBdncravJdk+K2vwg11TSmfDeCIo0+tq/IDn88zfBuNnx25VRlNIWMz6a3VxBgIgAAIg8GMSOJxUpwHIpk0k24xigFdg2Q3qWvxSHY1O3f1cN9m4H+Ut/cag8PRtRyDaybSBheqrRwOHmPGDjqY362qCjxpMKF89FjH1vhFrT0meBthUlwKbYZuqT5PAbWqgHWyI/INuLCXWaaLDGck+/jaO9aRxqLo28dHeeN1qhgR8s+4qwfOpOgX/0Pk4uq/BZwyw2/Uflz/9w2+X3//zH6eBu2oVj7uDwmxco9BbXvM4mDnlxsUzl4c4pm6nl8w1nRPdbVPQeGcfwZcx+K9/z+5JmRGVvCkNemvyauZ+a9/Wh1a252yjzYNxHs0X9t9UX6Mbj5VNtred6xwxkuQ0+kJXIStQ1no0deqa1xjbNXg0R1W/0X2aw1v85+gcNhZsOs3GMCsbCWMmydrq6yd8qYKZr3Y/4lvlU19n/ZRcXSv9HK6c1d+srxr5Xh+9Gui1QUbtt+q1zX/pIdSWNUY1xBEEQAAEQOBlCfwgSfWy8BsV+9abONgN6lpc0s3SbJDd/RYYNRWo/ihZM7Jag/EZB2B+sx9XLncql9ZXDWZYHj3xbnrbgM7JrnJsqdjWv0UqOjo+Sf9WFJ1XffyNqi+/XVsJKmLg5XQocrOyIluDVa/B5Ip1Fp182wGbD+eFArhRwNNs9cHgRANzqzGmQieLa7Vx5kAzsgqJ1Tgof5mkmvTvfesV3tCwv5h55/ynZ64PJczA1FO2KXJ38mrVTUnRtqTajHsV7/XOPhU0+pTHyHer6O5E+u/HMhnfyCb4ce4TUU7vI/1ciPbLJ3O8bTv07pIe4y917Wx9Vn3qmtfGyK7BtV5l2uqtzeHx/KWHLpfN4arOxpPeDl2fkk9QJT7ATDrGcdzp2nBn3Qwv3udOy5kS6ShLk+VoTxmfE6/ZT/w1CPIRsqeT4WSSHon/fDgtpw+mrdrKa4ApH8QMzEHbRF1xDQIgAAIg8GYIHE6q4+bDgcsgkPQ0WhDiy2mzCptnDVx8zYuuko1ObCl9dzbYDVx6dpsgb9B+44xs6NonZ2pB2aBHm79WC0fe/LlNY1kDnGlAR/Unun44L0/dd7tbH/L992YLcdCAtfYfdB0l1a2alZ8knZkPdGOUtOMOxN6cfdOgnRk+0yBHxk1tp/ZD++M91X3oh3Z8KJHwfPp+1D/12KzRM2qjSeE8KB+/IdV2KjMeJUDuE59YT6/dHNryYIX8duc80b780YxxNxdUf8OcxymsS0ZgbrfO6/PyHL52rxyPHmvX1X+sbkZvmhIl0bB+WtuHB05aN1u7Wpntq58DTbY5y+ZvmBO9T5v2dFrXtFBeGDT7Mvsfl9MXesQ4/mfnx7iWv9PatD6rHVXfNieZb/HfWq+K1Hp6rDfqifZ31G9suyr0whPWqZtDtH7pPCodDHyAmUzXWWrf+Kq6liX5Rhv/eX+uvX0Q+u28nL/RV4qM3uxb5lob12OvF9+ytq7K0H3LzquB3NovTkAABEAABH5UAoeT6paomOBqyyaSbJIjOG7zHFXaW57qaDay7n4IdPi++UhwDaBUESOLi0J7rWaC3sbS3Bydav+Hkmoj9NtpOX3S77Fq8EC6h6DI8dD7JfEzAdE4wAryjApyGmRmQZrph9s4nYrArCwkDl3XrkDGafwAxFYWnW0wN7ffvMVO9bSy4zn11YIu6sf2Wx90fDkvj/zGRMeyybFtbHAt5/J26z9/89uF/jv60VGeqw+PyyO9sYnj1VQpZ4X1sN54znSijhbEcXDXjbll13XFc7+Njd4XX+jHge73/OlBxn8s/1X40xhseVOta6Nw176a3pKM0AMw8dXugQTr3h6Qqe71aJODWmhP2nxpSXdZF+IcTsbZchVeg7ZVltpoddCkRO8Z+914hjbuUvi85BpsbRdVir9vmMO5/1xnDjsswws/7n4tGjxcHPiS+O7auNN9O8d8/+law76tPtEbovz1SDXYB+1Du1X/Mb5mu7C2rsoQWzzDgVzbB85BAARAAAR+SAI3SKrHm6QELts3DQ0cr0ou3eiMTt39EvDwrymXc0pGNVCMG/i0vbGE621JQEwbk4hLkNz0rgFC1afp7TlSm/LWTwMAbcPX9D1xE8RoHa/G8vTJBy21/1DPvWVSm6l/5RcfskR+Wf+xDvWpNrj+xdZtAXMW4Dhh9UKDwccPj/Xt6dD+8FbOfhewCpyetDGman0/bZzpPutW2Ypg2yYPyi//6KgwIb8RfXwgHAzksSIfkN8k8EElW3H7X6aOPuSulTl9JJQ+Vmrmg5pSbOh8i8uT+qXdmH8bg/WkWvVrrLL1oCXSMg/atY7Rw8I+bN/QWfuCH+ktOW6cL8QjkWN90p77PsoVM/XrTVovriV5JV+6WXZrpvM/Y86+XGW2ucltVt9USx+zObzFf44+GGsWbjvLxi0ry+yhHkblvnfr6/7O85dz/hcqeC7nccjjl3+tX91quiZ9uPXA9ytX2uZ5OX8yf/nE+vuKDLa/PjTK9W0PrLb4f6YnykAABEAABF6KwA2SarP41+DCmqObkS3LzjcGbVnTWdlwwy2BcLcRtsCIEyIKjOzGyTaubYjxjRAxWG9TN9T6BJ3ale+PcVljWQOEyrzpzZs31Y+2GTuojiQ3njvJbcF4AUtvucOfbKr9R/ZVH3PD9GtK5TTq2FWIb6dKhayfA2+q+wQvKkB8yhvZT2dO/ojP0P6YCDv7hHUdZ+sTNRFpY0ya8HjYeuXcjocfMz+e46D8su9jSoDY5r4GjD1P4Xf+Un5Qj3m0ZNz6INnEciqLOBYXXEd/cePimY9ss8xZE5YRP0ngdRzz355Ud75WdS96x4+ysgp0r4wP2V58l3hXf7FM6Jy5U7u4fnmbjlxZG+x5KsvqVeZ0OmeSeeHrNf/Uftj21Xa0VuuDEuHI3+E9sgZfOIe3+M8PmVTXPUzJX3gMH/vW9caN90qfU7+rc2qkp8wL8Yuwjut6VdaDppPxP/ZpiQH8OkJy1ddK36u6jHREOQiAAAiAwEsSOJxUt41CNgYOhuPi74IhNSvZNPSWO26t5xqtX0QduYXpq7svG6bb+GrAmXVnZPHt2N5vwH3S4WVysKDBwTN996skGgcDOpXOwaRu/lpYji2RibprQmsfCEgAMAxQMh8w/DYHtcqAdOzGqCSbnT00FlsTArF1bTz4gYpLoqkdfZR+nEw5Nk73hC/ZZ/jE7xQ6WTxeiQzuQ+32do2D8usm1eJKwt++qaz+7GzUMdVg0tjkbBGpF/2/yIvrl1xr0BvnsPEj9mfV02pSbK1+Sjb09cb8NybVpH/n56pH1FvL7VHrGMblNs9F1d+MD5fXPoudmxJRu07QufL1n7hg+avyWltrTTs3elVd2930jH0hyhU5br23ja+wBl8yh7f4z4+WVDu/mjxUyOek9yEel2QO+/HqfdsOoZ67ceB57fvq9FG/qv3389ut3al/6VpH63Omp85P1VLrRz8193EKAiAAAiDwQxA4kFTHRV82Bk5GTCDG1vFGFTeD2J5qPi0nDeYKlpbYXZlT2Ojo451n+ys24X79zqp9MxvsdJtz197rzwEGJ3qGm6/irmoSYkpbmbI0m3Nl3spqfdZtHDjUwITrPS71bWLsO0lU1a4uEOFgOfiA4efYUT+Vn9pmHyIURWodVYzqFrs08OFbUl7t0urpcct4NJ2i3nP7TcLtdG9j5FQyfA4l1YSRfqSK55TvYxyU3yKpJqukf/20Q51vzsbyUKSuAV5nZlvvOVLHL9w4WL8jkW2ctYO5DsVG53v5W/Yx/41JdVGIx1d9fstR+ZHdiV/IvDNroR0fZmXuKZSOkx+3Wq078fXiXGLbLEvSxSTknbiqRxk3elOv9vaVa0nsV25sWzPa/FJfMTZVfVtZq+8fKEifrV5VbjCHt/jPj5BUe/8M678xMo6B5WSquVOVPXsAGuXGaxKYldWO4vrQbpSPe+u41xty0s2baLuMteiejXsid6hL6BuXIAACIAACr0rgCkl107/bEGtw0erEgFU2yLDx8CYiSdJs47RSN5/HDWrt2vxpqtqH3Ti5UAIxeiPHv549DOjshmk31yq5O+mYumBL5enRfre4bdhehujquEYG5m2Cq9dp1wqGAUrmA4Zf186MPSfon55Mglj6C/qKDz3ID6/ZYJyDbX1j23TNzzaMB/VbxjbqHa9tH+6e072Nka3v3nbUhEFqOFlcNJBRBfr746D8Vkl1VcSfGB+QhM6Ok9eZecSPRHpp+69s/9Ta+amZT0Wyn0O2O9HVvo1vd/u5Nua/L6lufdizXm971597xuRXzgbHp9gY1jVm4uZbqZcm+XaN7/W0ft3keh29/uWK55Mm/Eau0z9p6cbb3pcxW3sQ1/xB+9Sj9aWmf6ufJXOtntWknbf7W/znR0iqm+56JjbowzUudWMn9ZhT6j92fVCZ46P6EO/HJC/4LrW0PtdJcut0dzd98Ma1rN+tymjj2nowfqSFq3K0Io4gAAIgAAKvSWB/Uk0LvAukVH3ZIFwSlgYuumnQMdvspJzlcPvBZsobjQZTqsOGY7dBlc1eberuiz4uyLIbZ+2yyEne4tYq7iTh5e7LhQ3G9HZXVjhREtr0FPl07erXuhrkJvZtSKo5CC/BD/UxDFC4P+2rWGD4STv5W6H6lrvZQLo9Lif6sagkKGJpag/dN3KVlRxFjvtEgq9Q36g6/+3qtIJob7xuNQMb51/NZ9T2elR/vDip9uM7DspfL6kmdi6h6x5k5XOF2438wg5Act6Nl/Od6C9tLnlROn7Bv20l9s+2To35v2JSzT5p1474FQSbKKpxanuzTT+V0Oav1g1Hx7qsT/RbEeXvj2lCxB8gKrpl85LruYctYdwC+6aFnxOtnM5m91pNt6ZSMfclD4Kb/c1vbP3O9zp/b/3IWdNpi/9sT6pFv4xt1CC77u3IammZ2GD7kvEzn+JxD4y13fjI818T8LgOFL9p34UP++AVk2q1o1u7qw7m02FOz+YfzUriZOeU+lZYY6q/hbpNEM5AAARAAARemMDupNoGB05XXuSzhT+U1Y0m2Qz0ntl4ZMPq63J5TTycJvML7qPopBtT+Y4sJ27lPv8QjW7YsR9qZ8tUb9oM+QeYso8iR7W2BTQZb19mgpViTwvqpE9fX/WQdhQI2ECH7kqwclqeil1NnuhMbVqZyBsGWJ1fqAwZ02G7yjQGqqq/6mkezMRx0aplTJ/0OjuW/iKLrCqVRb3jtW3n7jldsqDKtuSeXJBFsmrwpv6ZjEeVwvzb/OmC8n//Hf8pLf2TWu34u+Wvf6NEz/9X5YYT9rHpR3RDgzpW4ofen/oylm/n3MbkJ/QqlzwGjQkVevnUf3mYo4zNmiRCdP6E9a3rsPh7aR95+mt5sLH+699dJ6VA9J4/PNK2zfe87XK/L/NjUu+zf+kcbDK1l/4odXSeiT97hizb8S6sa1m5dkE77ZYAACAASURBVP5APWX293W5zyoraij1vT/GOjFBkzZsU+ER21ubLpnD3l/K3Dw6h5N50Fs6LplzDO1iX/W6jE9ZOyynIKFclvmU7FtUIWMrY2HGqEiiuuqHXV+sn/dLX4fk+TWE79d1jRaV8LevvYD6INf7ispVLmW9d/6qdZKHX10fKAABEAABEHgpAruT6vOHPqHSp/vdBsUBht+YajAWLNTN0G8wUknueTnTDTHIdpcaBFKw7IIy2qwfl3P6y7lOQnsjWmV53bQ226pBebcBt+AgS5JcmdtQbUBXZFg7WCe/2cdARVnr9xRFT7JBdTL2FBu7sS1GehvzhE9t0R9mmQWfym52bH16O/1HeI0EssEy4ltqq9G5q2NkhNPof42pkVfH3gRvq4FW6KgGn1Ie++3eDlafbHrYsUuD8pA4z+oE7epl86FaND9JxqSNa5ybiai9HI0IHiuaU4FVW3tM0GratdPEd8xYq7/LkXxUAmSSP2P7v3/bkFSz3W1sfV9r5Xa+iA3NZrLOB/L+nrGevq/vHqBs5VHWV51nzgdW+tZ5wOtztgep/tbGqLNf39fmbM+2yWZf5XW52K42UZfsV60uFbX6/QO5PXN47j/+AdiobqXi+NfSHSd+zHpe3h/rOlR82PqXm/vDuWTWUadl06P2offdHDf7mn0wumdO1b2Y+vRjzF1apizX96lqjY8Dua6BqWP7c3VwAQIgAAIg8NIEdifV2Ue/eUO0QYVawRva2qZSNsS6WWlje3xaTh/ozamWmU1FizYeZfNONkNtf2gj1MZ7jhKMdUFAEGGDMb2lZTU50Bv1+Lw8l0BeAx0OYDR4yMZKA+psHEo7GwTVrvackBwnv4z9JIhS/el4+qb1R+M3Du4v1j3YGZPbeG2ru3tb/MsFgvoW0Eo8fj4KtLeWj3qWebU210et95frHNjdkvin/m8lHV9frBR7TvrSXJ9y/sO/LL//zT8uf/rDODmyMl/lfIv/vopi1On1x21kivrf7jV4JHBj+dR/Nj4c067cuqSFNz/KGn3t9fiI2sfsN3tMto7YJPfQXNnmw7Le0kOL0V54hAjagAAIgAAIXEJgd1J9SWdoCwIg8LoELg3KX1f7t997xv+v//Tb+hH87d+HffssYMF+Apn/7C3b3ytagAAIgAAIgAAIrBFAUr1GCPdB4I4I/Pr3/5m/LZ287aK2+HcZAfC/jN97b32J/1DyjTn83j0I9oMACIAACNyKAJLqW5GFXBD4AQn836+/cmC99+0WBePUFv8uIwD+l/F7762P+o8m1JjD792DYD8IgAAIgMCtCCCpvhVZyAUBEAABEAABEAABEAABEAABELh7Akiq736IYSAIgAAIgAAIgAAIgAAIgAAIgMCtCCCpvhVZyAUBEAABEAABEAABEAABEAABELh7Akiq736IYSAIgAAIgAAIgAAIgAAIgAAIgMCtCCCpvhVZyAUBEAABEAABEAABEAABEAABELh7Akiq736IYSAIgAAIgAAIgAAIgAAIgAAIgMCtCCCpvhVZyAUBEAABEAABEAABEAABEAABELh7Am8vqX4+L4+fngYD87ycPzwsj1+eB/dRDAIgAAIgsHw7LQ8fzku+Uj4tp4fH5ZzfBDwQAAEQAAEQAAEQAIFA4DpJNQVoD6dllOqGPi+8XAn4psHihV1Pm5NeD8vDMOG3jec2PH953CjHygzn9PCB9NH/NukVZKxeFpu5Dxn/p0/6UGNu47JI29O3ZSF7dz8IKfb17eTBCsl9mX/U3yABeTVfPGJ5Gcsr+An770snZewPl6xBa/46YHpxvwO5e4vJ13aM3XTOvbJN4j9m7Ur2FlpncnvbujJHmNfjvndwnPeBuyAAAiAAAiAAAu+FwBWS6n1vhzkY0kRvx9EmSfPAZ5LklESsJpo7+n9YSRKaXYMEy3lUEsCbBxNz+5al9WUDz3A+fAvlFNl5IWNt+dlxIWGkGye6z8/LM9ukSXboyti7LNaH+j6ov9gPS2MZkbe0p/oSnJtE6yrj348d95PxJv2SctErjNeKL6b2B6SXXDafijz3SpVkhX1kkJw4+xM+1GPVJ9x3bVeYWT/NEzBrWz+u9u7ofDj2owalnO2b8RncG4l9fj7zQ73+IVPegvof+RTbNOw/n5+OdTcuZg4uOi8n/t/1/bw8u7fmk7EazLmOglt/2l3lOPaXy+3n3tK1q+mBMxAAARAAARAAgbdFYHdSTR+vngdQo/v7g/VRYN3ecu4IcEJwXoepeyvTkrJaZ+VEAn2xb1uQ3RIPDWzJVg2I50GtSVw7vUR3ldPdvmqB2KD6q2hrB5cx337seWxd8DwKlO14NG65D1Lw3uo/UyR+QfDa2cIGZXq2PpUDHwcBfu4jAxnmjb6TfcWLPf4rdc0cd/NKbJCEJPePTu3Bg47oV127WNDN41ihXA/6y/2p2Sn6rPlfq9/Ls3NAxzrzpZJ02rlBOhfOPG+6pHXWr9zza0IZJyvn05m/OtPrXWRXfVR35RvHOdiUjMva+qaSs+PIfvWX0f2YJHO9alPoiXW242XvX24/S7tgXbLa4BwEQAAEQAAEQODHILA7qfZqS0DlAzZf49AVBxwSzGmwFOVQYHaVfrugLwZNsedwXXRtepaAdRCwSTB3ku8sfqOPaFPwJhyHAS0FvyZ5IRm57dJ3fi/offFlDKZF4LZx8YH32B6SuXM8dtcfg8j18rrX1uwH/o3c6HurnFSY8SzkOKlpfqSSc8569+LjTv+1uttzHSfrp0uWnJi5zf7ecRCLeJ5o0jeo42zv5rG72130Y9uP66ovZ2Pe9ZQUWF1JBttX1g21WY8l2VW/6PVO5Iei1kZ8ibkP1id5YDlKKEnwQE/VNz36ecF+M+w/KB8umy16w6wPxDXxFWrjk+o2p/heqnN8UKE2XG4/a86+M+Os9uEIAiAAAiAAAiDwFghclFRLQKLBxjXMNUFfEhzt7iEL6rksBkxr13nww8Fh+tHkEnh1gaOUP36hj2qKzKcv5+UpfId6LeiUwPJp/mYpBorX4BkTotjHyrUmBsKt+Y3Y4z7faYbaBM1UOhy/x+X06XH8KQpjv45b9hBDdaSucr365EuUJT2Dn9SEyZijH381+rT22UdyWwLgpVx+pRyszVYXn4iUO+SrRXduz+dl3nb+vmz6pIDoEdgNzTNrxIq/tfFtvlbFFj9qD6D8uKpOpy/02Yfsn87l/G7WQssaNykhP7NjwPcLy+iD8Vplzo6xjfQ30J+4dL45k17uMc+Ec9JU2K6tufG+yI62aJJ/+hbWCdMvtXG+zOvYNl2NmPnpDvtZENff6vPzrnEXBEAABEAABEDg9QkcTqr3BEY2YBybLEERBcLD+hyIlGCrBn6D4HCUvMTgp0t8YnDmg23VnwM1+z3rolvTvdhT9aSWKkuPWuZttkG19mePfWCpd8cstMb1jmSD15tlE88suaodFy7mx4fG9lCjMB5x/FhuwvMLfQogD5yZrxuXpJ/dSXU1sJ6MxnHP3NHEsPlVFX/RyTH/LR9NLuyE42k5rf3iPo8ZJRDiM2rTvmM+lhVC6hf1bn7i2hgfcuWDpvRwgf1L/TkmgfbaJk+FQed/rR/1Gx6j0Vzq1q3Wfn5G/RNLv1Zs8UlNXPeNm3Jo46f2zfXM7/ZrRVkfaL5/IF9s/agE30bHq9WbcRYuWlfbqk17jiqjaFXnhGqJIwiAAAiAAAiAwFsmcCyp5if9FFDYYDHDIAHktoTAB3mZtFrWBZRJoMpBS5L0hYCZgyYX4JIsa1d27T+OzXoN+pOgrMhjbhRcGZmdLcl3KqvhcuKDRHtzB0Pb7NC5MO/GtrOHdGo8hQf5Tgsyx/aQYmJT7SeMn6hueCpb/mh968Oa2I950s+tk2rnc3n/zbbEj61Bu85l3PRtc226xX/DgyrPschN3h7Xsaud6Ym0aW+LtfzAMfWLPXKsD620G7DyrRoPa1/1f04AS1JGvsBrwzxJcxy7eeZ75yuW2eZeLeNEPVsrwlxLRA6LdvBnBqOHBcMO5Ea/VnidvU8mbSpnszZwmbmuOojs+UPCUnmH/dyC64exqf3iBARAAARAAARA4K0R2J9U10CtBY1rby5cMDgklAV5g8qkwyApcW+PssAtBD/8lsLKCvfb22XKKOTPVKX2zO6VH5tqwfU8gF8LOltgWYK+JJFxY5JxGKDdXpyMP/Xj+BX96O0Rf0pW2pzCW+RmT9a7yKjMC2dnH9tfAlTtX4+JyCzw7pL3i5PqsT9v7V9UL8zoT4TVhGCefPVspP7p3y73X6u7PU8wrxQV/zG+OfcDEpf43Jrv1/uUNF3annRoc676ZLCUuWSf4uD+T8s5/Qh9E7KJa7oGigxe08huXtf8L2fTPdE78c/JnGna0VljMPK1Vt4njmyfGXcve35VbavjWnzb/Ak9rlPlWztl/B8/ncKnWKS8G0/m0et/qf1s4VD23H7cBQEQAAEQAAEQ+DEJ7E6q20dqKRDJAg5r6CBYsVXquQ1+amF+siWgNG9CnRAXOJYg60P7nmgL2tS2LXauJNxOAbrwMluf42SpJeT2u77CrAsGTX+XBLBGjJwyO69j37faJmzdww9q3yXe1p6uxxrA9/0M3uirb7hx9nLzpKVnSeNiuYsUtc/L7K/G9fIx6ftv/Wki1PdytZIythln24dlZ8+nPlwTHJVUfCMkRi0RW/MxlVOO/LDhtJxqwhjur14afewDtqQd21neMo9Y5eMra8Tpy7P8qbfSj2U4fmiia5FRSP28FLGcwnOk1+yhBPs5c/TsdUz8PBj5qtGPT/M50PiIHO1jeDT+08/JRBfny3Kf9R+sP6Qqj6vph8rc2DjTkj7dfb3I7ee7rGMyrtoURxAAARAAARAAgTdFYHdS3aybBAy1kgSr4yCvVqzJkw/e7H1zHgLKdscHaaksDmbko342aKKgSt6gSqAjQSqdb7FTAubH9O1U066dzWW2oLO1aGc2oLPnUiMGnXNZTer+s/HYcoBKAX4IUmsfZgyoLOpc6/FJtLFdi230p4BacFrtDX1YmVynS56aXK2b65WN3dNyCrbmfYjkymdjUknJxrY5pJofODKv9X6sXfY8Z5U8+Cj9cAIVmPUy+jGJlrEO+nAvGXNm3Y21laLjWY70tYGgV61d5ateMgeGyWAYXx1Dy03Pz+XHtHoGql/VQk5CApyudaGJvxQb1to5vlWAtN1md5ub2rzZuK4D92/Go7VVaToWei3H1i65X8fRtGGe9iPgM93k3lH7Ta84BQEQAAEQAAEQuBMCFybV+VuNGGxoMDlnNgtiQsssqa7BegmMNOg0ARlL0YCK75uAr7S3QaYEZuXPX639yG9pv83WQaBczGwBYbCbL23bPmCMQedcViZ/a5kkFNFe7o+SCZfIhLo6BqWrqLPXINhIbe1bPhrf6g+mH9eHl1F1DEkP+a21J9fL8i9JY/xURPEFkmf9Sewa+bnXsTEwNrXC658Vna39WSfMzvIv5zmrkFSbPjK/7GWMmJBmci+OmfjC40IPuCr/5+f8F7xZH10DzLhWf8oItL5HrDLbrKQRQ6pDDEhv/5/qaKSs6qh15/5W+6FxJJl2vaTrMCdE6mxctF86Gqa12LYd6VYry9tio9M+HyE5tr8il8fdJtBUHuZZWkf1SmTqLXfM7HcVcAECIAACIAACIHAnBC5MqpNgz4EJgYq7Fy/WA6zawgWU0gcHhyb44rolKHQJXgnsY7DYB2va28bAqMgdBdoqTY5zmdOg3AV7MbiL1yGpsUqwnLXxsw3ieRjbypVkZvdMX86GfW+q7Tg1TmT343L+QklACZZdH563TWqiVfba9tXKVZbY6JIQriTlnExnSUnh1PtJP3bSp8jr6zeNrnI21MtLZ3Y26duTVBtRbexaYc87Z1J1GHwMe8v4igzjkzEB5LGz95ueaaJmbme2mdvuY8VV128nfgDTM1B/sxLK9+sL+3AnXBr/KWNcE+nw0Of5mf7UHyX0j8uZf+gveyhE4mVcrJzxeWRo7RE5/YOnZkJk2fPJfaRJMPZroVsbtNB/BDz222rR2SX2F0nZ2uA7wRUIgAAIgAAIgMAbIvACSXUMqgZ0SsA3C7C4ZQ0MSW4JbmbBJdc3OgwCqoFWg7ctSe2i17bkxwaWvaxZQFeD8L6ZBOsm4ZnpMpOTiE6Kmg0U6Ha/BG+TEjq3YxTGoA+UbXcmaKZ2Ro7nJMFz9R/bhz23oqfn0m+Vp3VZVmIv3dd75uEO66gfT9Y3kcYGFauBej9mjXOre4Ozonvfv+/L+o09H42hH6MmKyuvMkrCIYmaeaOofCs/4xsk2vqc1jVjIb2Lnzh/5BsZ51Hd0G8zi88y22wVy43Pac4WmyqD2iDTS201bGr9cMIczPpXbw/8W32UdOrYaeO5/VorfVPt1oKxDiojsiQ+WQI/9FvrE1Xo+M/tSZUBc22fvf2u9+zJRE7x8aHeVgzOQQAEQAAEQAAEfngC10+qNZjV5K4GwJGFBFQuQBrWLW1VNgV7R4MSlrESjGo/qzYYm0qbbUFSC7ZqUK19TY76d2K7RK+wqG9pWa3Gt6tfAues3FiUnjp9t45XeCPmfyF87U01sbIfy252ke8obw62nT6+3jhBMGZWjhq4937C9rt+pL0G+6qPkVo+0kuy2rjb+3Iu+kp7sbnOjaS/vv2FJbv8t+9L7a86Wz8eJmdeDsnY55OF2Sf5mHI6xnVM29vXbIzSBLCoJz5vE1M7VlLJzQvjl95CU7eMKdls9ck52r5VYvBvyzuep/yl/ZC3crNttSzK33it61ezd6MNRofeR8JYJDp2NtY9IMyzFTtO/1/xs5V66RxY8QkdVRxBAARAAARAAATeJoELkurXMDj8IFRMfqfBThaYXtGGXUnJLLma6ER9mGC8Bm8m6MxaS6BuE8SD/WfCj5TVoFYad4FyDIzXkkqWd+PxHdpZAvPpGDwtp/pnxYaCXvfGLv/tVe3GsFThZHPKpskayWg1wlnROU2mQ9X1y5ebE6MHM6Rjz+BWeq0k1Qzsyn3TeLm5vK7DHv9ZH+NSg/3GroebW6IiCIAACIAACIAACKQE3lhSndqAQhAAARAAARAAARAAARAAARAAARB4FQJIql8FOzoFARAAARAAARAAARAAARAAARC4BwJIqu9hFGEDCIAACIAACIAACIAACIAACIDAqxBAUv0q2NEpCIAACIAACIAACIAACIAACIDAPRBAUn0PowgbQAAEQAAEQAAEQAAEQAAEQAAEXoUAkupXwY5OQQAEQAAEQAAEQAAEQAAEQAAE7oEAkup7GEXYAAIgAAIgAAIgAAIgAAIgAAIg8CoEkFS/CnZ0CgIgAAIgAAIgAAIgAAIgAAIgcA8EkFTfwyjCBhAAARAAARAAARAAARAAARAAgVchgKT6VbCjUxAAARAAARAAARAAARAAARAAgXsggKT6HkYRNoAACIAACIAACIAACIAACIAACLwKgf1J9bfT8vjleYOyz8v5w8Ny+jaqKvcfHh42yhvJQTkIgAAIgAAIgAAIgAAIgAAIgAAIvA6B/Un18rScHmbJshqSJdUtkY7J9NOnh4XK8v8el/OWPF67xhEEQAAEQAAEQAAEQAAEQAAEQAAEXoDAgaR6WZZvp+Xh4bQ8TRXMkmptIPfsG29Kqu211lw4iUdS3XjgDARAAARAAARAAARAAARAAARA4EchcCypXlrCPH/DbN882yQcSfWP4gDQAwRAAARAAARAAARAAARAAARA4DiBg0n1lg5b4l1rP5+Xx+Qj3vSGep6cJ2+q+W35lo+h195xAgIgAAIgAAIgAAIgAAIgAAIgAAJXJbA7qa5J8Yfzol9zfvqUJL3mbXancUmu7ce9d3/8G0l1hxUFIAACIAACIAACIAACIAACIAACL0tgd1LN6lFCW5Nqesv8aK7VgORNtd4qCbFNqvUWjiAAAiAAAiAAAiAAAiAAAiAAAiDwVghcIakmU7MEOisTLPpR78cPj/LjZIOPhbtfAq9J/FtBCz1BAARAAARAAARAAARAAARAAATuncCVkursF8EHSTUn0I/L44eH5YGS6uzPc7k34fc+BLAPBEAABEAABEAABEAABEAABEDgrRK4XlK9LPxjY6dviiJPqp+/PC4Pn87L+UP5E1qUQH8Kf5wLSbVCxBEEQAAEQAAEQAAEQAAEQAAEQOAHJnDVpNrb+bScurfQVEY/aiYJd/tOtVy7j3uHXwlvybrvBVcgAAIgAAIgAAIgAAIgAAIgAAIg8FoErpxUSyJdk+P4Pejn83L6Qr8ZHpPqYP6WN9VUp0vagxxcggAIgAAIgAAIgAAIgAAIgAAIgMANCRxIqjVxzv6M1lZNkVRvJYV6IAACIAACIAACIAACIAACIAACPy6B3Uk1faSbvwNd3hS3j3DvMdIm1esf/dY33/gI+B7GqAsCIAACIAACIAACIAACIAACIHBrAvuT6k/nhT7ALf/0rfUDfxRbk9/8aN9s26RaZeEIAiAAAiAAAiAAAiAAAiAAAiAAAm+LwO6k+m2ZB21BAARAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIgAAIgAAIgAAIgAAIgAAI3DkBJNV3PsAwDwRAAARAAARAAARAAARAAARA4HYEkFTfji0kgwAIBAL/9+uvy69//5/lf//237v+ozbUFv9AAARAAARAAATeHwHED+9vzN+axUiq39qIQV8QeMMEjiTUmoBTW/wDARAAARAAARB4fwQQP7y/MX9rFr/RpPovy9ePPy0//fw94S33Pme3ktpXK/rz1+XjT5+X7d1+Xz7/9HH5+ueBBt8/Lz/99FP97+MvfxlUvLRYeO2V/5dfPg749/qM6n7/mewTBnyejSdz2MN1Wai/mT3U1+x+b8H2Erb149flVqNlNbmlHdv7If8Z+DGNXWChCfLRo9XrovNEt93ygoztY5+tUbQe/LRsW7c21N2wHo38Z1Tu+LD8fNy3c3ASzYXYl6/vptqVTzfZfcU+qb+fsj0j+NUVu2yihuOX+WZrtix0f2U9Hsq2cvpz9pvZntg1Gev60mPZqTYpGOs2tqcTt2F+d22OFuzuS+zYvMeSv2fzYKrvSvzk2iZ1Jz66ff0aj9d4jItik/6d6je+kDkncSaPlxlrvpfFZEWnxon4rqwJ0Y6J/U1ubLTs+nRbFmP0Eo+WjMd+q0Re/1O+sv9tiwXy3mRc8/05b3GFUuM7q9KSPW427qvyfqAKr5dUJ1A3c+FFeOAwhxbozT0PEzZyiM2byLIsdUKxvi15ron0/8/eu+vY0txmw1ej+5gLMHQdCpTMNTgWZgLFTjfmA3wDyv5JFAhwIDhxsjGKncl2YMFA/yBZZJEsVnX3WmsOa/bzGnJX14GHh4cqdvesvQg2m9OK7scfr/KQwRXhec78gHpJAOum+cKFwMArJVgOFtZHeOn8njTetrefQlPGnrdXDtB86IzrlU4u3LZtpRPxKXxnZgfDVNZIsvL28puJ4vIBJbX3c8PKy+XarrBlvzOd3BzrG7GJBwTCNs6ZJkOS0fGmKKs2ujN9I/6VDpM+H1NZtl37eztLvoi4iO27T+/klGaznjNWPptoedunIbvd3eDm/KJeRjE0ekyH7k2KrqMPB/Jaue82jn7WZ4vsGv8l5i4m4nhcqzT2rzNZulR1q+W1FAdN0/rhsPmmyNp9xHHY9dceA1F/ocF5wMeDI7012tU6tW+Oa798Y+xP4uXsNd+riAthorR9zM3aQTK5Yf2URjH+zl3z+PI67AhhPrIzbxje9//B33ZzSWYiegx08rR2P90/JvO5m234vL3Qw33bu7rPR97eZ4To5fnL0/L2mrVrJYb4WBxQQgAAIABJREFU8/6/q09N81Bvi23DLOclZ+u3n3quHPc+zQOGc7MHv1TKPEifxOdS/M+cFaq5ejY0/Qus52M+Z3h7E/JyP1+bX+R4P0qWI/wSXmnGzq2L8UmO73vsaBslzj46s90p3FpcJlmEfveti/KACvuFrp9TVGsCuchxFs77+LK98NP/nly7k3fjXYP/2+vz9ji8UXJOPHE2Sz4UfrQRqO4+GZlgi4DjOTmgbaGMevpxaLxjW/hkMU4Ze1Q+vboZpk+XcUygfcytlKb6BuO4J5fg/vhYb6zd9uQPzf6BvvrJ8/Z6MJEFXdqa18nGXvIfFL6gI9uM7yf+PdVLsKsPznEsHgILm7cNZaBV8K42Ouv713/e/vxP/7L95+LvrWdosV3UxrNJvr+QzQ/vtxMORG8S+9avMW/EiUb0ywFDm9sbvBkZLZ8Pmx9XcqQNjQsnolHGg8ZFvHIOm81XeWbjVgiJbxkmOZcyjhL3IU929YeWbf5eb5VnmD3viH4+n3dmhGVz2IufRlw9Foyx+ubPt43+r/wqi3GaxLwJOMmzYe1oDy+Pb/c9bCKT8mUf2MvdOpmuTQbGSdrLOGD6pLvqp9dG08Y9j9QOGKSxd76d+1nSYyFH2IfcvKl/WTwQvjPbCH+xs7PDETydDFpgdH8Jg8NNjpFhQtGh+uu1T3E6aBz5BzGsSxF/is9s3GNmeKi99NqksPEuVWwRtj7vP24vr7MvHZ0+kcjVd4yd6q3UCtlL+/C86EejLRpRs8O2yQO3y/G3s0J5Rvj37T/+6bfbX/91/nstquZ4FX8/6rPq48s8NTLhHsbT71WtrbRm4/qwkXH264MNxV9krovhiSzczbYcbaLyrJaGscJ3wnhxQ7oo5qx30KVYcAddH15UB4e4AEBxOArmwmFsozwbICct1ZxQnW6aTIhsNVcTKo2bzF4Gkj8mLD+6DuhVEm4B5wPycNvJY0myy0l24eAwfYQXYTTi08dUL+8XimtPLo63LtDDZvKhvcAkPianX2s6GYOy4XUhXiorTWbe7gBdEri2M/kTk2t9/gAc2l5PXpB8hNd7jGNskV6a+OKbIqeM2T31Jd7LTfEDimq20eDze8WJ06k1vR9IPDb8GMvz9I6/3RPbmH0V3+y/To4oqygQbRr1W42JnEk/x5vW+phgysG/vG/5tubCuJ7tFWJqzGEDP2LKPPtBoZwT1eb47X6eBi+5rWLiCB2H53Q60+76mT8Mvh3xPLJ36OFtypsGnH8N84K9h9HU0eypfkyjrJvPR2mJ3Y77CA2xvxc4RL1SDjSa79+Yx1etT88vKfaDjhKTrLvHUvGwPqLxuD0/9cMsaSxx9sIPcCQGXGx6W5/wu8EnKY6vXc/m6ThZbjMZnV2JF+stOvOf2tk8Z2ebJzgMuWLqz10OR23X/7z9R/k9JWo7ffLQlfeVr8j+nvJ7wcfkprEKU7/G4VvOdeOEzQr/5fnh7x9QVLOuY949s294+wtMzo+IvsVqB1HiU/641NvNt9VX7IWd2SblUsLb546CHy1lnjpvMqdLeMAPwuTxxus4jt5Pz4cW1ewA7c0EA3jEUB7LnNzSPdHsAfl+yYhFIsekTSLJEJ08vZXmBKkOTvIt3iypM9tV1xF3F4QeH2onefJwvr/EkfuavllRHycWDlhKyl1GxsSwyglJn9KK7WyuCTqxI+vp7d2SgPMpkynQaji6RM7D+d7WxIbJx/z95uMOIU73uPraO8Ki+4HpN8ji+BR6dfvN5nldBNe+aXSbu9XNJ7tsPFbwXm+K8yfMui7y7HdsF/+wqg+VLZ5vviL6ho3G4s75qxV34pN2SCc9dWxlC5Kk+e0ur4H//NDcH3Ts6JH07bkyQmR+FbvlrtJP7azXvI7XqG943+ptsZ/O8QQS1n7I2k1vtYH11w3h5ew6YD2Odf+vaY69k7yVDyue99Pz5M9pRJ5gL8J6199FBr+OdVecmIbm0ALnytajomNPsPc43Hua3cwv+8issN6z3fNr9ymlFnTWzqHYdAPv3JzH12gve4tPZwX7/RXS0cWKsxPrmvCMfbpWr6Sstr3PUl/zDUf/CDS8vzz4B7GLVYd9xdFwa8y2JqPTwfKR6qf51+/bpH4rvvXqWHEz8/Mxm9q7/hd4kFxNFpM/M3f65KHT90Lr/N7T8qH5lfiG5cSp7E1Ar3M1V8f1mvVy+Os54NJrJt3vk059YNKS+Zpb2Q+TL4w4S8yO8S92eX7V68iSY6rlbR/PvS3y2DnEkyBcfb7wY60t8rucUszpXY3Xrr5+H+0xp/lhxMfPH9vmb12QL9n60KLaI8DAWpD6kf32WaO8pzHYGfWQkjdqTgZ6aIl62Tp2+O5wMoucduXgx4IvcqzuYmKoZgx9TScJ3i4n2YRxNn26jKarEpvi0tfo1Hw1WkxDcZN1Y0KRfrM/rVGfywmc5R4DWQK/20L561Xl43ul/W5FtXJrB4GwIc9kT38zs9RTD0LRL8y2zL7b3ElTNjNGNKnaDP/zD7/b/vyb38r/rvr8+3F7pB8wNDuUYtlDqfm8HT9UDDnuEx7BL2f8i36m2f0szOAx8fWc+8i3o33aSidHtgPf64GZpqs+i01SDw+rNw30pzfPT8/uq4ZRFi0ShF7zs6f9ApH1fnqdvwVayK6bt+WBAG6/KXHsw+dajH9tz4qPtxG3258yTWU+YDPV22zX8pL201XopzzpNFVZ5FciWp5VrM3/F7lH59LVxyXjE39slG3s5zQdu/xOMNKFHkJQvJse/S21x63CmyktbOQ53brNenpcuE2+kvJOw8jrwrK4fGD3DbdoL5E89rl81ejw3yWzLb0ftNikl2Msh+61O2gQzSf/xns9P8q2nqujgp/EFq8n2U1GpwPJwrg4nW2eUutF9bH8pesu8z+W19nefLvZ2sembw8+oGJcca2xJ/zqvGWs2G80dxzwD7PDZG4bP4J/dX7437//afurnh9+c+Xn3+1PCc0upnRqNAym87zOeamela2/xf0POp9SThtjzecwbzdpSx5c+gj7F9lV4tr71vH2KJepQI0qtsKE1Y1gMJ7haY2L6RWJLzJ2l0V1id3EoN4Zy3WXdv582Z6LX+SWhH/C+Tg4/Q9zVQcUTXJ1QFgwucT8+IN+RGxHDuV9AgPbFOxAJbIZzkazJYri82+jQZvL4YOy8OG1YRM9VhQYRqprTnr5XufZU3zpUP5sZ8aA+sUunUfX3cjctCH8pgn9Ul4WQ5G+2Zbp0pj645qRYuVn1Ztie0N99effJFdLzisZ2UfpkP/Iv4/Q7aaSruwnY/x3/GR/+o0FnwdcDMbNao0ZY+ULChUlP6jjfm8DsZXwWnz5knyV5pv/TH2fmCUszEecgGF99B2eFdb4cd/uBVHELRVjji1Lx79nsJPn0prZbfTz2ayD/QGTuKbi42NF29U8o8Q+vKd3sp0tbj7c/Jb4DJi7gz+Pmf8IEZXRSPoG23vu77zW+19by3IMMdD82/GX9T3W9Q2P/mCnxSbTnWFAg6sxr9Bt23O7dnm6jiPvjL2/53bCMPYRnmob4dffYsm95DMXmyF+R3msx+Z5OjZaNI7O80ubPzQdTPeKt8Wg09nmOZo2j/qc3jolrWGezF/kv8j/8vkx8VDW6qNhj+mDV7WiXygp1Unv2/nK4k/xv31RLQ/u1vgvzw83+PybizrOrfGBn0PD8gblRfk9nyIPB5+Kq8f4j5hXdvFr/Lhvq+9Wudz2+iiK+ftN/GvqwwPToqOwu81ajdmkL9O4y6KaHSlv+ot7cxgNlsXcyiG1zzvm/AAgb8v83GhtCSB7as8yaVFdBGcq6oRWDELfR0lBA5BxsmQYpaA71uEQFroJk3O3X9xkunQvY8pT3nqRHl3GLMcr/T3XIx3qZY7Yp8+3z7FGkfvfZ3MAy2FwjrUSELn7L4rnQ+Tj9vJDn2rrGr12Hamn60L9/vO4TDPdL+ygnI5dBad+EBI51Efn18q3HOaBudOt+YnFUOmPYXG78bbt48tN8eqiuuuoOaLLrTKQXM3e9NCJ/agf0LMvMh13SFX761Wp2vWijaVjRXSzzFkG2Tw1JpXz6/bs5PRPjb2s0pbPjC1uDuRFm+viLvjawNvJpzmORfW+5duqx/Er62IFwrEn5bImxeahHOgOkQdE9Jjn6dO823KE5lK95vXX3pNs2ceYJtlJ7TjYzNkz5MFCGoupcYx1Vx5peDUmdnve/hje8vj8Rb7U4t/LvpDlPQuWpFq4ndtV9KG4Ku3DVHquUKKeHuOU8I19hFO3JWNu9562i81DOc3T9XRUyuI6yyVVPLbYEN+lFwaiA+tGYyaj423+7GSb8fSY8ZyOUT/T5D+FEl6SG4nHUf+jt9zpn900+TNOTp88dOU9YxewFp29P4nuD/wCiYpe9SV6q2w+OpW9CWh20Bxd5N+D+C/PDzcoqk2n9nCl/BMb0sd9jcExRD7o847p7OJI4Zg8xLQ9Vs/mzedznlIbeHvIA4mzDiGy+bfDwfYlubYm+E1hz3K8n88G0oadiyObNGJoQ1+wcZdFdWn4SWCXc681xISXFYMcdNW/WN0SJH1ioklEg49pzpzTJXiW3SdzUUYSZE6Ki4Rc6rDjvD9ftpfw5pnmJ54WHF1Glk0TBPFtCaknkSSnYlLYyWgl+a0/fCrS5cuk+vw2MuUZafh1vh3pd91j/7V3QveB//Yy+0RBO2FEM1jmMuGp71Hii34QYyjiUXBtXfW85aZ4w6JahBA9LNZUf90ANQZpMmOlmDr7cX9/q0sPhOgHb6a2LzCfY6RQ+b95itjTDObVZCVbhGJWD3LEd/WvH9j60b6Wt0pBHRY0XulXxA7LqfhaTiACXj/XbjhH3VRXtUsXcN+Pde36TbdQFB0f6dN1lbmzuqg19Y9AjfTPunW8Y9w1SQ/9SwNOdxfrfGAccHb8vR2DzYLQfLPUj3k4uuPysif4TDnDdTY9+h7ixryPeZ38FG43u/svTYY5t++o7Cpcuu2nXAdsow/5XKE0Yp+bz7Set2fKKez3Ho8cm4sDscebmXo6KsV4rXCIshZrflAx2nUwP2y66MN89nWzfZ9/ff5qMl3hf+znLi65qDH5s87HsMyrZvcD7yLfKaZ81RcHjaDuf8F2U9l1kXtYV801O3WpWU6VzeWi5fnhpkW1yDJioL40xirLrOdcp1PQZXhJQXxGWuKneu6IPsAyNWx8m/l4v/Jtlcsglviu99tx/6jzrBGzBwqUS3bnumXSFP20uPc6ybjIep7uwOhDOu6wqJ4AXAXrO0FIztufaCkTHxi+rePtQJoP9Bp8U/k1iB2dHIS8tjtzkI/HxgNOmGOkJ9jauDTY6TlIVTanryXA3tfnS4Ggb6glSITnXnAr3kYr4WX9B4tqTkA+0bDcYzIRuTp+nQ9lR7dZBIy67qH72hvSmZOp4n7ma4PuH12MmZzRD6KvdN6dzuv27LFMhWCfV/9NtW2UNy+qibPoqAlbDwXZdtEfIi5xTLQJfuAVTH7ph+p2lI/nMI1ur5G/s4H6IF29DZZyRPsyFn4DLtq2oVV0VYagYCEjj3verl3Rtfk9/qiL8WAZY//RA3MQsxUEih3R1lzD85It4tr53dQ/aInh1TCir2TMdh23QZbEbuBhdNNEd8tr0kFZhwM9oqUPbHSCu4a5rp+bjFmyTZ5T3LNd9SBdjFNXt32Rq91anufeJtXkJPaCveuJN+2d2zXmHc80YNN8kuVONme7OByIRuxT/3KxZ0Wxx8ONT2Oz+fLkwdAS1wnNKKtHwLdVB/dw03BwOlhfn388R7g1RucW/ie4+ge9rFmz6ewctMTSQ3OiPcXaZJnHcPDhiS1NFIfftfjbWeEj/0ktkl99nHTlXJ1ilTFweA0697GAHYOUaDXg2D4FL2833x7pCqFOpxE2+46fuI80atkaJb4wfY9P2jeI5uDvnoDHt/WHNRlbv/YLtu+2qJ4ln1m/HQqvNYIPFkeLncAORrrZTJ7uOhrm8N7Rh0NtD0hh2TYO9+8z+6SbA8MHHq9nJ65kk4S/h5XJbE+M0wbEQdWDMcznDV/H5EoHyiCzw4fk9WNGi/HqOlj/oaK6bWyEs9os8eymdbrpAaWtYZ6PL9uxf6c627BzON+KMknh2LEwegkj67eG2sE6WkPwUT/w+OdPjxmDlET1KSvFovdLIr7cFN+lqM66qYrugUiLPdVXC3G753iJ9uv+lugv4tjo+SUFbR6mfrehmp/KoHvD2WKIsabPIotig/u8f0T79iLPC6bt5COVT01jp9EI4563a1d0B13boZZzCK2NNjl+YHNyETahCBF95W/lCEvB7e3nyQ/sgs6KpVwpnsQXVIeOseYU4hbibqDnsFPyNGdi/xyHvKTNF1m6DH2s+0z293yvIvCVbZlsEybUN6RvtEU9j3mnnBOwomUWh12HkVrSeZzwLj2DrMZlLg9jo3sVzxf75xzr/UfJxj7xufxPakkO8D945PxrEpssU7KD8BQ9Sp/jCfPxKKtqkK+ig/9iiNe5fMm8LWb6/NM5glgbHZGDeSW9B5se8j+n1wRj3YvmWDoaJ5s11mJ38iu/X+W5Qd+p7E0gj181149XOrjx5fnhHd5UV+JIX4xVjgW/jziZ1Ya6hwfsmFikNfKM494Wvj3SbZLS102aO5pfkm15rfY3piONyDvKJmPZVyRe5PdqLD/9fNvqHbTRSHIIZm0PISzzXh8F+VJ3d1hUj/iJQ5MRqw3UJdRx6cme2sGEf/obGS3AfKApNxdw5sRVsuH5Wf6e9GzjSA5pNJWfFb/UIet9wrRpy7E+awhGdno5zHe6HSubbz/O0ceUapDZ4cMSu7dHntZjO0ASDn290JZNSLHzfW2T5CCVfk44iafKla/M3x1cu75+5qifH+U22/v8wVPoqF5K9W17e33hH90K8kx9qq974b9t1/v62rGlceUtfmTJ2pZKv/lm2pyXm+InFdWkXzzMZ/sl/9HYTnHHEOxibkDZwV981fWH5sg72IBkqHxpKYfYyHzFxS9tgtX/bG5Fdyd2OGYsDza/cXyYdkWXcaD5VZwU/RWNUrYuA/1aebQ9MZVx0znY4+ANy1LIHWR0OpCc6c2qjzvLe8pebeZ9sNRVF+hV/Ilt7NZKXnP7J9Pv914WohTkIZ0crdIflf3iOsZhNbnLr3ET/autYZz7Q5GK0qVyyrq835Ucys4SSz67iG6j31U5oOPg/bfCIvY5nxukq/joA4ruC3xopvj1Ng+0JnTanChPWJjeqsexfpd1qLHoxbCbH+KvUdyJmyhv53WV/5l/tr2nkovFm2PJ8TK1QUdr1op6ubfw+uOxlrPbmOMVfHgqe4FvNfcE/svzw2cV1c2WIW6zTi6fBuycjcP6YDTy3/6Qg+3m9k+N/5GuEOH5znZKuuofaYj/ZdlMBv618i5boO38R/vzlfjpg+s8ZvcOO+v7wo0vVlRH59nFrTkzJ7cqWIkA9xeHm13ixQSi5R2l8Z9vLu3wkQ+FFnBO35n8VsSoLm5zK0SkrjEw+kR24iLAZIaTpy8ZWjEYZQ3bgJ1/EmCB5xioQWbDp0mVi+qWUHRT60UGzfebEMlGtvf8pN1t1nQuD9eD6vEwOQ63Hs+vnsQYel+qp016Va/JsHbvJqOGhU/QxYOpYBv1+ezTxFPHnK0l+fb4W26Kn1JUN/uHn0AY+7K9Ygwo4IrBfoxq4db90NHwzTKmRD59eisYt2JYsZ/mEyKe9Evx5tlrPNmmqjYOPpMfSngKk3hjvJ0cU3lpTvefTrnoNxrRr3ue6AdH0yfoHmXlXFny7lLMW0LL86a5RNN4+9yuhaqLPx93vt3tp3o2fIIulWQyv/OXOaWehmWf43VR/5e16YsUXlvZrJKp9zGtEzmx+32KN+YvMq1o8voT/ERSh2HCqGuybilm+vCq4+poBxIuTlq/10voCQYdk5YPNE5NzyJujJfw7/K0Aaen0N+z7UwPzY/z9cdsEnUQmUh/4atFhqnl46z5hmJvV8Onr5JWo6l51Q13rE/4X8vng4wOY8cinWf8yOgTfvRIm+UnvRSToKPXe7Qn+Zz5yVT2JoXPS8pL/VKvB/Ffnh8+qaiufHbs6/bK8a8+mPOy2ZB9pseMp+3bwSa2OD0A3ek3GuqnbB/n32o/s1fyDS+rzg1+1QVg2Xf31+aHxq+v/6qtTyuqrwJEjeUOIJIYmvGDQ6yeqF4hhXeePTJ5Lt3bZ8NNZtMpbYbs1D2g9ljRuAVGnsw8hN8ssDXAx2uXgYOBA6Vw+KyrHhZDYKVAzDIHfAQPTjgsf5dD1GsyGH25l4Svm69e9VDtkoRixHJX2Pc+kqHrrgur66hfnjW1UZ5Y3nd9huHsR4YLzWxY6UZG1zDeqUnCU9075txfJDj1p2pjkDHBfLkpfkpRPdG50LHPXPiBizE/P7TV1wrsI+6Cvx1elAiv93lD7VPY19vadNINXq5jrKvd05XWV/q1eJXPuyoZinhTXfSa/dbLvbvxNiKVbEp/dmXZ9d87Vhz9ZKdPYS8/c2h7O/lB7m/Yqk2a/iF+/DzDQGwWfCLMSzbzOA7yN/sP/SSs05tpRBtqvA/FAS1lXSosPQhjm2kqHuNw73G+0vN8O+Q3LDo+qkeUX/Xr8zr5dUvo9f0o012v1gcix/Kus6Xh0vSxe+HH2BVvGGk05myyebSN2ZLtrGMpN5Q+0nUd81aNC/FizJ0ND+cfk8Hp0Ozd46bhY3NJRjef+SbZiIbhqf7isPfnTCLnZL/c/xS7hLOP19w2GVWGpIeSXF4jv45bvaj7RuRldqRlFaaOXPC/au4J/Jfnh08qqruqx7AN2PFil1Povvm0j4sjearbyvtua4d46BLn1ihbnpHvm+z0Uor8teJj+mhu0RjTe08zYigYRN/zs79i+76Kak1mPrkoqlWw6thXu7YkQn+La8EylZ+crHK+uVLnA2NOqxrhJNn+DroMou1te0v/yHxM3imJZCYhyeZBf9+CMwSy9AmuGrz+E6tzWHpu1Fbdc3+839HPb/Jx4R3etSQYbJDVoH/uif75qvXfVP/t97/d/vz7Py3/7jpT1ns51H1c8p36wTSOm6Rtg4nxoFqcv1Ksn6clNju/7rx8h1dMcTuR/6Y05lLIQeS6nDCn7nPRfBaNsBzLGJL1753b11Lq6I7/sB3OY8oYVHu7slWc3KeQbkhy82SvzLQ5fnd4edqhbYfES2IvUDp5s+9PlV5V30nGX2x6ywn8J08TP/v5Fn/r5FJbJ83Zj27gf4ns6dvp/nOa0mULQh4a8q47d7UHA7faa5ZF9b/9y/aX3/xu+49/++/pGWKureQ0O4/PJ37ZkWATJ+UZX5nRcORik20/KabjzHbXfONG8Viy+OTO+yqqPxmse2F/OjDuRTHIefcIDJsib4S/3f78G/rfP29/K3/Vs2+Sdw8AFPjFEJDDWv3w8ReD4quoy0XxpBj7KjJCDiAABAYEhvPD3/9744fxfH747faXP/z7tKCmtfgPCLw3Aiiq3xth0AcCQMAQ+Md//c9y06s2Te2jtfgPCAABIAAEgAAQ+PUQwPnh17P5vWmMovreLAZ5gcAdI/B///jHdsnGSGtoLf4DAkAACAABIAAEfj0EcH749Wx+bxqjqL43i0FeIAAEgAAQAAJAAAgAASAABIAAEPgyCKCo/jKmgCBAAAgAASAABIAAEAACQAAIAAEgcG8IoKi+N4tBXiAABIAAEAACQAAIAAEgAASAABD4MgigqP4ypoAgQAAIAAEgAASAABAAAkAACAABIHBvCKCovjeLQV4gAASAABAAAkAACAABIAAEgAAQ+DIIoKj+MqaAIEAACAABIAAEgAAQAAJAAAgAASBwbwigqL43i0FeIAAEgAAQAAJAAAgAASAABIAAEPgyCKCo/jKmgCBAAAgAASAABIAAEAACQAAIAAEgcG8IoKi+N4tBXiAABIAAEAACQAAIAAEgAASAABD4MgjcX1H982V7fHjYnl9rDF+fHraHx5ftrR6+oPdte3l82B5/LCg2mR4ebsv77cdj00VkYPoL3U8r9/q8PTw8bi8/q5WN59ME6GrJbt/r9rwjP+tMOD4kzFlW6acxb3+2ebVmV56DExLvi/zrC2K97fqt+MC7YE14XBSnO365xPmgvcM04beM/038WuLzebOIWfmNH7sIhyYk29DxDLK7m3vKmx6bVR74CNwchGgCASAABIAAEAACQGCGAIrqGTLWf+BQvXNgNVInG72obgtvzWdZgOwULyd1kelHi+pUJGQ58z0TF9rr4ucCodsBvxeWDZezB/pSZpXnc7DWorrrpvLIVR9WjONXYt38+LsV1cH3DvrNdQ8BtZhP8RLNKHc7ueM6OSqGF+bNLGe7D9hu23advCdwq1RDHxAAAkAACAABIAAEEgIoqhMg4+2Fh8OR0OkeFNUEWV1w8qE6vEW/stCbWGfks217xWhJ6q6Kai065MuAWxbV/kuE71xUH/Wbi4vDVrQPb8dL59v32YvlmPFrcZuL4TA9F9CTYnnIg5N5gfbs5ixuMzroBwJAAAgAASAABICAQ+CXKKr5wNg+D+ZDaH7L2A53ckClQsK/+dGi+pU/A7c5nkZxOGSMM12/hibsjA+HyQkfKVRmn3E7a+fm6UKvFbgey1DY0mmXPinvn2nHwkmKtefXWLQ9OBqii8df1yThmc84b3mITyQuv80y5fuC8mms29u4KZbXY63+F4vmZhvy1Ym/be1z57NYi23l0/1ZEcf9zh9GJOuHLDavwjn7ZP6ThxyHZ+P/MB6jn8xwMH2qRtOH8B/jRRZwv883U1vK/EoO7lv537W47cikqk9l8/rp5NX1AG7Ma+l/KwYYAwJAAAgAASAABH5VBL59UT0eyFrRoAen4mAX1/RC0oqPtsaKioKGFpe2Jr9dcQc8cb7Gxx0Ujx6M5WD93kVpNXebAAAgAElEQVR1UcxkHFgnL0de07D3RU3DQXEaigTm4Wm2UB14CW2zSY7oxicU/K5gUP55WXk/8C5nxc7lmoxT9Xlr8tuBXqaxj3VdVDuxK7/m4Yg1x4vDMmLsH3x02jHGev9+K+uZVmRc8r3GoRbOhY5RtsbP/x1/9vujRfVMFo15HncPpBKmlY8O8ZLgsNtCTxtTTFSO4l4fpNgDsILeadwKGl4mbk/meF7cTlh1H6z97zBug0DoAAJAAAgAASAABIDAiMDdFtX90FQcQu1wKIf/fBj1BzIpfouizbCqD/GBRnHw43Et3I2WNmqaucjhg5/p0t9sZ32U6unrziGeMVYdWMeMU9Rj/6AaizGRd4dGyZdO/flH1irapxE5sKDJ6+1yYJU+ZFn6rWLdirRsZ+9zt8A6+9ugRuHXMud6rL0uA99lR8N/WkRRPuh+Wsah9x3fLvlG/9QpUf4jeNR+E+ko9ePXfT9otJotl/5nPi36rPxvjL8s8wHcpv5FtEQGltfk6jw+DLfOEi0gAASAABAAAkAACEwRuNuiOh/4VMP5Ycsd0uhAbge13l+/5ZTDYR4LfIbDodDMa1RGPTCO4/Eg+jFFdS9AunzUirKEsXxA12LQ9df2EVziWOQzFAlMs5BxKIb2MA8aXHzDdndF22FCg7x+ZcTAj6ivWDGkfnsDrO+6qFafi2AVD1v6BLGdPoRTn7pB/B94Uz3zm5BHuqiHW0O8zFY2f4mx1yfP5ej4xAK39495jOiKT+exwGdHJpWu0jHQ0YknrhXNE8sxFQgAASAABIAAEAACAYFvX1Tz4UvfarWCZDyQtaJG5/lPPS86HMqBc3aA1UJpHI/FFR/8tIgisx08hAYLr25OFXoJIy5qorzCqh+2pRDU4oVGK1wijeGwyzp7Gk2hQXahnQ/xK/XPjokvFbIcITTI6xdFDGjkmN9eh/WuP0397Xqsxxj0eKzaI1ZhdsaZ71MhnefoA6RL43+nqF75zeU4iNZDvAQw3M3UljInyyEyN9w+LG86eUNz9Lcsb5h+4OYwbgdoYQoQAAJAAAgAASAABL53UT05SK4PZO3Qbm8j5T4Xa4HGwGc8BEZXm41HXl+qqB4KEdJop8CxTzj17xpF7/gwIdIYD7vVGv38W+mSLDNMG/KhuNIiq1+jTNFaTJ3+/XPziXF8t6fET1dFDGbFbvA5XWpX0b//yF6F2zE+RnLwax2JWLNcriC1t+rc522k66u/Ge9j61bSIU8OOE/mhjmZQFtjtpb7ZfwvfE+wmT+ICTa9wEfHeMn6tPupLWU8yDGZG+YMbC7AbcJnIF3g62Xh9kn/O4zbKAx6gAAQAAJAAAgAASAwIPC9i2o+pOZDfSs+/BvgARZfkBw4VA+Hw3bAnH2iOitGE52vVFQPshBmTV778aIBR52jRYXHVSdHrMbDbhzXVXyQDvjGQk/n3eIqh3bV4UKKRwo51edSv2V7qJz7WKv9pg8Ukj92za/H2hdFne6RVu0PtjLgXGGgXwEoTrbSNfw64XdJUX3Eby7HQcQd48Wp4ZtTW8qkIMel/teKX/GnA7gNMk1sO8y75qHMSdw8hmgDASAABIAAEAACQGCCwPcuqtthzB+I5aBLbx1bsR0O4YJSPKhecjjUN6nyzwcp9oEu833YumztQOmKfZ7v7mdFkNBdFQkqQboWuvcZ6YDb5O0FWBunN0RNxqBfIxQO6+HQrZwin4qG/siX8S7lvr7QU4n89WJsPRFqlzLrpIiB2rn7hhaC3W8rnM5irXwMVxVHr0UxI0PXYx1lVYZHrgmrvCTg3Ob6GGp+TG/TWe8wX4hFbIWGtwXNivKPeBz1m0gnK7N/H2VdzJ/aUtYEOb5U3ixsOOC/0HsydBi3yXp0AwEgAASAABAAAkDAI/C9i2rS1B2i+bPUp9f2b7u6IjTPsU8/icCBQ/XswNr6++ew6a15Htc3lc1CfPDzBcGEz9EDvDc8t4uCos9ph1knk/Dpn0xTocGHcX1AQWj9eIz/TrUb00+0YxEX+cj6hBMJlWwUafCE7fnBP6TomlzekmKp26/rTn290JJ5o0yO80mss770NUC287VYf8Wimv3J+ZxDsDWjvwzjA87Zhs/ba4sjs1/yrfiZ/4H4Hz5PzjxnfpOL80Gb3Y5ZvHD/gdyhDEJRTZ0Zk8L/hjm3ypsFb5VTr4O8OnDwOsNt3/8OMsA0IAAEgAAQAAJA4JdC4P6K6q9onkmxe3NRP4rPzQU/TnB22N2nIIWMFUr7C2474/VZ3nzelur7UrvYn94T69fteVlUvy8kl1G/HI9ri8O5vG/by9PL9jaf8PkjF/vf9Q8j5srfo//NtcEIEAACQAAIAAEg8DEIoKi+Bc5XHA5Psf8oPqeEuu3key2qX5/clw+3heT9qF3sT5cXkbvKvD67LwB2Z3+RCZfj8W5FNdn2qz+cuNj/3rGovkv/+yJhADGAABAAAkAACPzCCKCovoXx2+GQPxP2n1zegjbTaJ+8tl+4XX5mfDOen0NIimr5XPboW2cuTBo2R9fcVrvX7fld7H5bKQdqF/jte2N9lw8n2uff8mcCxZ8uDMCnz6vfwXcojr58nrjA/8In5++A2336X+Vg6AMCQAAIAAEgAAQ+EgEU1R+JNngBASAABIAAEAACQAAIAAEgAASAwLdCAEX1tzInlAECQAAIAAEgAASAABAAAkAACACBj0QARfVHog1eQAAIAAEgAASAABAAAkAACAABIPCtEEBR/a3MCWWAABAAAkAACAABIAAEgAAQAAJA4CMRQFH9kWiDFxAAAkAACAABIAAEgAAQAAJAAAh8KwRQVH8rc0IZIAAEgAAQAAJAAAgAASAABIAAEPhIBFBUfyTa4AUEgAAQAAJAAAgAASAABIAAEAAC3woBFNXfypxQBggAASAABIAAEAACQAAIAAEgAAQ+EgEU1R+JNngBASAABIAAEAACQAAIAAEgAASAwLdCAEX1tzInlAECQAAIAAEgAASAABAAAkAACACBj0QARfVHog1eQAAIAAEgAASAABAAAkAACAABIPCtEEBR/a3MCWWAABAAAkAACAABIAAEgAAQAAJA4CMRQFH9kWiDFxAAAkAACAABIAAEgAAQAAJAAAh8KwRQVH8rc0IZIAAEgAAQAAJAAAgAASAABIAAEPhIBFBUfyTa4AUEgAAQAAJAAAgAASAABIAAEAAC3woBFNXfypxQBggAASAABIAAEAACQAAIAAEgAAQ+EgEU1R+JNngBASAABIAAEAACQAAIAAEgAASAwLdCAEX1tzInlAECQOArIfD243F7eHr9SiJBFiAABIAAEPhIBH6+bI8Pj9vLz49kCl5AAAh8NAIoqj8a8VP83raXx4ft+YozOR/qH1+2t1N80+TX5+3h4XkjMfaKhNenh7GI4A1F1ifK73x7PX7XCkh4PP44ir7I+1DYaw/3a+X069mGDw/bw0PzPbJ/k2lPH7M/2bzQw/Op2ra+GrygT3T5DN8TYT/ObmtfP5QHXJxnqC+zy1qmzKO6vw6/6/lXMqHvNggcsS353eH8+aGFS8vV5QOz2/od4XQYg9uYBlRujcAit26b+svr9qx77gn+HEdtv6Y9W89qJ0hgKhAAAjdC4IOLakkaEvgU/Jc9uRuTiBQAne54b4Upb7zzQpUPjxcUA3N7SMJcbopNppX89dhYLDA2Tv58P5dzMcLytaL659s2L1Qmm8LPt+2Fiu1WmFecbmHTGqPRF/q8Eb9Ktmv6Th0KmZFgmP2F8aED3MJ/j2MY425Ylw+KVlS/bW8/Www7H+v4RPsz3TZv4EGbf8UnHA5WtqOxqEeXo7X4ICM0Mp7D3NMx6H2nHbBPyf5gDyo2J2f3zT3d3XpWhrCf4bEa60jMfXVnPWFX+cOsv7Pcby383Raftp1i621o1L52g3S1uJF4E5+5oS6uAJBcfzCGTiLHOcF0qRfPfbKYz34wi4Fi/jVdjNGEl8NvziLljCp+aHHg4+2tPhyvds6ZM/5yI69PHUe/T4SczTh0Xb2e1/qo57m7p1yEXrJ12ye6fjKuOmWfj/J1DGyvGGKI9umLBL1qEcmpOug5hWWc+fYF3BgLphcxNb4X0PzsJd7/3wc3war722dr/L35f2BR3TYElwAkWfSEehTqHlh+RUxMfUT4WtDtHNI4Qd8wCehTyMsceqZT1y62SNeIZ41VXLV7x5jFQxsVV0PiXh4m1oHNcjrfYDuk+47hUVyOzttF4NCEvBnSoqovE2NdFwUZ+a7h8/Nte9vEpzseQvGYrUcf8fJk3HmM7BpiYmLLwv4z/U0fZb4Tlzrt8LXRY4y4HePiMJ0rJw567tKb+2xpG6VXxKgOBRkqLNKBdTiszcb1IRk9aHkcH5Ls+XXwqSmP4hDpYiXHgOos1zmWcd693Ik+/WFUnQeu1maI41vyaTo4G5q/7fWFHFRoWfl2Me36roUOjy/tAXLlt7qHZjvm+ybhh+lzPSIXU2Bf67mZc5XmFSWa5sQHDTaJ3/Ku84HO7dfML9/3mVe0htws9rYzqb2prnmE/F1P+fxe1tG9rMr3N5KQsfB54J343EjcfTLZt99FH/G3s7GxLzxmVAh8XFE9bNQkzmQzqSR1fUNg8VhOVLpADgSWwHaclg+CPmiVzMXXaxx6plMtzO4hNh9avJ5sn+ogsO7zgWqH/hO01C6yma155cOXrq3RoN5z+M3pHBsh/T0etEr6XnjDD/J77A+QP7KxHsewH2Iya7OhH6CYOSBv0J98YLEm6nPLQzujLni7hzKCjR5qvXK3aosOwcY53vz9FJu5z05t4+lq2+iTXFFvxsLG29swfx/+zIPkKfxlyOcitxV8nGcj3450mssmW/tLX3umNcfyDJWvMzfjduu4aZoOtn0fPjEH1CiHnKJT2h5+ONY4JgofVnonrxyH/PBacAn7kGG3wIznJHlYJ9dXzTkp511MT3qOeTr7vGg15sIF3lMgqjXCL+/jUxIHBsSHX7eXR82HxPdxe3565D+xqv1Y57oH6gd4fdqUFpMWC/n+RoINe9c78bmRuPtkkv/rm2rDcZ/CgRm39+kDTH/ZKR9XVE8gHpPjZKLrHgKLx8RxRmeUxGn9O0HI8qQDJvfpYZWuaVwDoSfHnhC1sHv8QUnVFY2JxsDD85u0TSfSn4PT8xXAaqwcmNqk9UkmHRL9Rto2zo2Ecxy88G5m05Hc1fiNJE/3zGVI2A1Yi57df7qfPD49b48T++dP1Y7ZWjb0/oMpYreK96E+LVxzXA06RjhZ1raWcJNDzByHLEvwfU+6yWHFnRtjnqnAdMPv0vR6HmMw93n2L8U7EesYxiKZ+I8HRLG59Re2Urn1mthN8g3RJV8XHYw+28QVDPmeiDsZ5nHU4yL7/rE1fr17q2LKtViYYGzTJo0sg/mo6vtKP1bUZbBxR29Ko32d0uOAcE52NDpND+OV8k9JyxYXtp3xcWsuaLJvmYwdl66j9JkfKQ/GM+u0tT+NcX6m81nfqt8mHG+oLfXz2nRP9ut2TXHQuLDew17r5xLeTj/iMcw/LvLFM1k3ZxcnA/vp02v7U7A2x40bzwWNbH+ys/Q53ZuvdkwbZcoXHqNpLJgkYyPZTifU9tHRk1eTk3RrMrtcx9QaRoOfN1YZpxwf9f2IYZ/Xx1TXV/pBTYvFPt61XeQU1tH5CeXPptNgt4U/eCxMluRTKq/9Ss2MTxf8itZcZ5VjF7eFvtmubP+JPuVcp9l63OcWtwjNd0Hgk4vqyzbr7EAWgJYUXIC3PgvuidMqurxZuEDO95seSPTgVdCLa8ShScYswyyJqixakNu6PhBbhQw6gbFy+mj/cM2JPkwgO60PJWoTk9U2k0BIbpK8uvaIHfMc41ewOYxfufZoZ7cvyZZtSr6Q+3wBIVyERtbFr2WfenpZ/nDdcRznthQ++ZfxyP7VRtsxUt6mw9KfZk/fJR8YDfITjTNjVWPFw21z73g32zgaImfUn3Ve5I7sc/6eeKnuvv9ou8uqCs71q21D6+IalkcPNo/P8ml2qV/DobCV0CB/kzcqZhMVs1ijQ8NDOI53xXy0Ca9b0TPCba3PpTZWNSIu1YzYJ/5XPZCJ8/Jdk8vnWZ/jWjs8CGi+2nFV3VyczeaYP4u8wYcaL98n/tnoqixGQ76mCQUK83VyXFKwZIiKe/PTYky7yOe9LtzPOnj52mzuVz9TCnQlnKp+P+dc+2zO8DrUcdzs7+wiEhU2PifqZbMH32t+0nzc9Dd5ixhoNLruszndNsFXSfKZTZl2X6fnMuGlsTSeAzkva5wOfi5QDTJchmDzu4eNH4wrTgWu8kKkeFnT+B6Jk6mILd67Ddre2/Zz0TXyFtu6+Go0fF6czbF81tbYPQlY6M50gj18vI/+wvLqfKJZ8fFgNJ6z/TjI59fdArfGu2M/6iOYOD8u9BmwTvlYxkcamW+/94qifWsEPrWoloB2znBQuyGweJ047BgksilZf3PaWZCFpNuc19Y2+cZEsNKhBZIm1YrGVO+ZTnEByTMLmBqruJ7vJslH6OZDicjVeQrGhF3HKuHuWIrdXdJ2Y7F5TP+4xt9du97T2m9Xdqj6RpvUcvq10pavHTrGUaaRbhyXu2zLOIf4+M1ztoZ4mf1dTJls5E9+84ts+t+I+36m4/yi/FvdOVahaGG6MnfQp8lr8nsZqD3IXvPMy/hesUjxroe+ULyUBOa8atuwwKFokHnyACbmM89Q+DAGg77poQfrlHJcsYaL+6fiXxqguSE3eDlae6DXbKfFUKMx2LIg1bvmWPY5N2hV+HiyE39jO2mMsH4JY3JFikedM/y5lORY78d7OSDSUyETHZbFxWE6xOmqa68s6xAnkSrJ6/XjUcbTy9fWTO2wznmR4xV3E7myDmyDQe/m76m/z9V4mBSK9tBs9KFLNOp869U8nh+0Nj+XPaDWZyiCkt+zT3i6M5umdZpfB1+pxZfewc+le5BhRWM1RrI/vmyvr6/yd/YUx8TT4pkWK07PIYd7skfixM/3bV4b+PlRLbCzz8R8wLYeaMQ5g12DLwjPtU8pDumBfqIz6JPGo3aX3w18Eike173Jxjwmx/TZL6qFpp2rjFdrTPQX+TRHiiynYiPzwf1hBD6vqOaEVmyYB0SvHV4cZ3S+5JQTJ1S2dQKhUaHDh1TawCzJ9P7aaWuH9ny4bZvi3qYZx0d9VRO51ljFOXw3SfZ+g1ReMWD14CdvxHQO0ayTaI0HzRe6UT/DO+HjsX5P/Aqkpl0kh5dLMch9rGc4PAkmla6yVn1br1MRrh4YsaTEHPmKneiXPuUjLLFzeos++FMUbcSg2d/iSudTfPlNP8rSDyVpM+blMndWiLHcA79Li+rGK/mpt6naMv7AX88ffu7RNtOknGZ6ZHwUx8W15eKBp/dRnqOb9MRWPMfbSnhyXDzu/HvdU39RfDrvrMnos8dyCOnr81Wme/Re4mEu3/ptm6yb0giYZn8WbHp+yeNZg/l4iIVka937Op9M97J70XnfVgNf3sMLvLl/9D+Rv+q/TG5adVR2jSmvA2PtY4vFGG2jfr300anOl+t2xN4rHUTX7JsqT9Iz+Lfi6mw70y+tOyKzSmDXwc9lZBqLtvCyhtgz+qHwkj4etzzeefCcwV/6+LyVsC4mMu2CZ7fvnEaQl+3k8mm+330wd8xfBnkHPoWSp7vmOiupQY420HE7ps9uUT34uUqgDOmBdfQpHgm4iD4+ByUquL0hAp9TVLOjjAXIUb3qJCOOM25A4tzWH5xt5BgShRaGelBuySfPsYO9zguHtdqhRxpZlib303Px5jDPpXuZr5v4kathwsvrJ6g6h+TloBzwI/1oEyzwrzYtXl8kAT2oHNg8TJYKBus7i58tvLhRyTXrmxV6cgB3hwqWhnQhzAqMs486HzzmA0IzzC1soHrQNSbxif3J9sVmreD2GC74n9BhvVE02oU+Kkd17bLpqNDRWNDe5bXluBGr2vc7rTkvxr7QJWzwPr5arAbbOmwNu8JWMwzUbwNPFn4mt/ouXbNfd6316wD5p/f2Cy3VaW6Tj4v/EQunFzW9TfyQy49TGjxHfSb7s+hodmw5uN97ZtSW9dU4+5bGq5NLKGQ+me5l96OPjXQ074SRHb9W34hXxTBQuvhmLtfo43kuYz3Esbdtaz8+8t/gz3184VsXa0YLW+xUzykb3ZUO4l8zGl5PYhWLAvYJnyeWseNteoGPDn4uyg0yXIWlAhb15F7m78/BtQ49Thp2LodHH29503xL5lfxrioxbY177dQzBdOZ02Af0LUtJs1X8/2uTx3zl0HegY9T4uLmXGclOcjRBnpcHNMn+//wxn/ioyqHrB9zTqSzr4/RQ+NqBD6+qB4SyXkd2HH3Eksanwd75L9MFG1qmBOX28GlH6Zrh17SaIlCkqGsN/mJH2PoN5RBCOuYBb9NaA2eZ8mYOmNSEDqyyevBOtIo5Ew0aP5KHh5Ldis3jeJvl4MsN8Qv0N25IZvmDUz7om5jEuRxwp9lf95ehs+raU2FcRRK+Wmv0dWOnSv7ZfCDtqDF7fzz5SQbzdcNt+A5yiXrPX7jHCJEfnnM97WIqP21EEpVHT6BT7rNl/Yf7vEYGnZaLK7kn/Oa2kbjSn9RVnFvvlSdjYOfFLYqsXf0hvGCBsHk5/n2AOFkPc9zfG0dYzrGUZ+vsVjgyWtXNjAuhxqsly8E8iqWf+Tn1/l2WB70FF26P0uO7jGTxwOlvjd532xTgm8FnjQh88l0L7tf+oOTq+vXOit/oKEJzudyxhFd4t5oK2Zy2QRpsN4aozYmtmNdCX8en/CxNSud/aSz7X17B38x8n6db9sE80GzaYrFMQ4mGCx9tMXB7Cyh2E/8pbaP1+FMW2WJ8S96Fn9qxXrF/p6rnY9MRGC6Ft+Nt92Pi2pd/TrfjuuDDzCW7/emWv1lkDfzjSLa33HPzpHhXG1r5zrrlEEOHvDrLvP/WAwfOOun+FH5Yi4UuQRDkcvjUWNglNA4icDHFtUtYWiAnJS1TfcO4ilI/+ggKSnvBCEnCk26Q+Imfs0pdY4XwdqeZy1v4GPr9POnmFT1UPCovx7OvN/Gfyfa0dFmHfw62q89cbe+vOE03HyhFGnX+IfEu1MUMr3FBqDSDrLqgB7iaTMNdMgej9sl+DnSu81KrqpPCAleIie126bLOFOxIDLTr3R3DCPGA17ZZh6P4oAxxorn5dRV26ditstFc6Ns/OBnESOD7C2uokwt1gpb9l8vd3IOTY/xMDjp8LGrU5Ju3J1oG0ZaOPtrLv5obTxkKSeN9Uq/iHdfYa2WXw1D8yWbYY3gl7Qu2Wq0jy3lRhzvvhpmDfmzwlZWRHqBij1o6g8HEvZuOtP56PhnPWf21MJHi/wubLDnhAbPMdtkvQVPv5/G+Z2XturxRGdiN89H6Z2+LuPEx0zVXmBMgjDtnTmnBa4WCF7+YHqkbXFZ2bqUfR4vJlW5zkYvbGQ/G8mwH+UHSUGWCQ2e44qvhIXEr8+XNR3mP+wLY4yNkvue5Pc8JPxu4uttT8y5dSicvEjUDpiIPOI7+7LlPFrHe2coeOeYiX5X00jYZbvme8Ui2KzLoeeHeG7TmO7+wvJaPhzHPcVr2rXOneI+brXfDrYPti70GXDsMnBrMi7yaRzt+02iitsrEPi4oroZ/+pkNXEiDUrbuAyUmCAGp7Z50gjBVMjM41ygNIfNQWGFzNqhAx9i3XjRG27+9wtz8uHxnPyS8MXtkISKOf4g3/WLhan1O7m4z+598ndMGJ+GBeuguLg5rSmJoDpMjX2DH90Ev+uSD+ExyDWq2XrcpkQY6UbhMCI8Hn/Iv3HtN1X18cxP8fMycJ/ZaCqMDVQ2pQMj0azGOq9kf6+TUe+NQS6nd59FLcLJ+32+j7Pjncg0bNRxUrgTDLOPJt14xUFfmelF/YVdmL/6QpBs8sDD5jR/av8EG9tlxptQ9b5a2Gqwj/GRhveFci7HvbdbI8Ayjf1BnsRLcqOzSUWD+yhPXJM/BcMz/iKiNj8Ldmv2+PEWcrs9LBnwaTR8ocJz+oFS97gun+OhmDUcelymQ7ri5HyPbTnwdXi3B16epqzxvy2iAnzitfKLlThn5y9oMR78ubbHTReQnbzPZ39p984mslLsq/leqYXrng7sQ5VMgcp4M/iePvAXWmZ/k7nQodHofpP1Tr45nJ2aWFkWvvd40rwiFkathh7J952W3Bd47eE8UHYdLK/QZPouT+R7wjXa2/uO4NfxdDxak+mZTfq5Mqxx+Im+MY7Fl90PTrLu1XnQ4dTmmOz5nuTLdsz2buNd1tFfMl56bja+IySX9TT5uywqv/jKIdwO6BMfoHR7eX0k1hzW6QGFjHcfVky67Pt+cxlIWFUh8GFFtRh+LI74Ca8lmf1NZAh400ocxzujDPmkVDutkaC4Cb+2qoHk5H56bT9S4py4BU9/Wu3GWgB0B29SGZ+WONymGxOj3yx0rg8wL/3YHpLQOGX5SbZuVvzZb0g0Ge98PzIibDMOflbU24/EdqSjmHTMI50T+LF+nU7kun/HvuM3tNUS40XyO57c3+0b/dFj7Nvq10RH9NXPtCMWK4FkzLAdNgQa91hS28nd/Nzij9ZbXI98B7mab/UYcjFXvGWXeR2nkQP1NN84apOms+lgRBPW1N/kHeaaXdtib0+mv5B5RrORmvpXW2expTKkfxc5Y2vzm955vBdvBoRKsj3bn2AQNqMfqP/llXyf5R0enKRVPH+GW7Ox88XoW95nde6MVoudo/6SxGT7OF81fJu+zz/8v1PtMeuEIo1ijtmKxrxunYbGabdnptP0VFlznA5+mvjQeFtj+cKzP9VuNgmY79lpwkD9Xv8N6ck07WY/ybrr4NGr9+WZn5ZyqY4tz5VyCO5DjvGylbT7hGnO6FPmraZb96MeN0z38UV+1Vr9KNiwkc00hjkOB9ZxAW0AACAASURBVDtbdT4mnPm94DViknzUFu432A9UB5dH/MrLfUX0i7nAxWO2H987/V2s6X5mtLyArR1zn05I8e50FN3lz83MzgtfXM2x3EXrm90HO2V/8A/zSNw8nvxlsMOMj6p+1fUGuO3oozZlXEnXiT5iJ3cmqnAxH84PZpIPXoUJFu8h8GFF9Z4gx8bJyV1CCovEcSSIUzCUSSIs/lI3khjpn1igIHIJ1qTs+lGCtWTmgsqS317f0/9Lh2JjYgEek3jnHWXr+J+S5+mPTU+XMPZk9uMpuZD0Z/EzjcMGZr0nGh6bfX08riFpqk58kIj+HuapbxSJOM6by8IyhMQf+Y3Ki53Zv0Jcdfvzmh0s2UdUz5HJvIdl3ZNRlzdZD/BRnx0OAUqKbZFw9HQdhvSr6PYL3w6Ht59v9rReixIlr/aa8tcHfp4nLxafK9exTFX+OPumuvDrYHvVQuZ5v9aR8drnsu4lvbZqocdI94r4r4jdoq/5Rmmjq+h3DK8is7s48XE+TXFzzN6JSYgXOky/bfJvCfh5wpdyzSEeTPNobkgx4NkeaZv8Lr64r93nfDHE7REmov/Sb5iPkyGQTTk5jF13w/lyFbMXkpc8ONNnRTT56GrqBWMX+/lgn7wnyb33b8aW/SXbr63155+qfcLXLsd7B8QWH0vf3SFxaPij+CRh7h63pA9ub4fAnRXVt1P861LSxHnJxvKZWuUN4LNkuRy/izfOd1FV9PCbbc3ma+Fum6g7eIvc/YAsD3yOHn7Vnr2g3cdEkWprl4eMNueaA+KwsUddK3n7wSl+VqmSV1e/phq/z76Z/0YM52/Ns9bqL18ofw7+kWW+9P59C4kuVeajGMfPRvv8RathkR8qLVbwkBxid3IG096ZY4xIp6NzbZE9aC7lZ/639DvB3XJqE4PzgC+mZvnt5vJ0HFiGa3JmJxValxcr2UcD2StvLvSVyVeKrKPDju+9DdVudHXz9K1mtZ+oggMtHZhcL8d7QlC7WYf8xlQHb3j9KD5J5LvHLemD29shgKL6dliCEhAAAkAACACBiMC7HfykkJCHVLcs5rr4voBbHeb7CrR+BQTet6iWB6hH/Q0+ernHvXdxOH7RdrmscaV7sBf+Cds4673u7he390IEdBUBFNWKBK5AAAgAASAABIAAEAACQAAIAAEgAAROIoCi+iRgmA4EgAAQAAJAAAgAASAABIAAEAACQEARQFGtSOAKBIAAEAACQAAIAAEgAASAABAAAkDgJAIoqk8ChulAAAgAASAABIAAEAACQAAIAAEgAAQUARTVigSuQAAIAAEgAASAABAAAkAACAABIAAETiKAovokYJgOBIAAEAACQAAIAAEgAASAABAAAkBAEUBRrUjgCgSAABAAAkAACAABIAAEgAAQAAJA4CQCKKpPAobpQAAIAAEgAASAABAAAkAACAABIAAEFAEU1YoErkAACAABIAAEgAAQAAJAAAgAASAABE4igKL6JGCYDgSAABAAAkAACAABIAAEgAAQAAJAQBFAUa1I4AoEgAAQAAJAAAgAASAABIAAEAACQOAkAndfVL8+PWyPP9662j9ftseHh+2B//e8vfaR/dbr8/bw8Li9/Kymvm0vjw/bw9MpihUh1/e6PT88bM8Lkm8/HpsuSU9H5XxTdAm47REhbB5fto50w6NhvdJhjzTGgQAQAAJAAAgAASAABIAAEAAC94rAXRfVWnBWxaGMfZei+qQeu954sqjWBxWhqG5M2hiK6l3QMQEIAAEgAASAABAAAkAACACBb4jAnRbV8S0piuqznnm8qNYHF/zmH0X1WaAxHwgAASAABIAAEAACQAAIAIFvjsAdFtVaUNPbW/l8+lRRzW9WJ594n/78W2XRz82Lz8OZphsPhal+/i1X+WQ90pi9cQ/F7sP4afh6/FhRrTToLTR9Zh8//26RgTfV3zxFQD0gAASAABAAAkAACAABIAAEVgjcYVHt1fnMoroV1P5vrFuBaUX+UKTnNVpMuyK/FeH6OXVVVHOB++A/CY84yLijmeXajhXVAWkU1R4OtIEAEAACQAAIAAEgAASAABAAAowAimrvCPmtsv3gmXvTrEV0+cY7Fs1VQezZbeWb9j0aUkBr0R3pbds2eXMcZUFRPeCGDiAABIAAEAACQAAIAAEgAASAwAUI/BpF9U6xbAXq8GbZIxqLXT+ihezw+XYrcKnfeISFVYEc+cRieNu2pYyL8VBso6gOZsANEAACQAAIAAEgAASAABAAAkDgQgR+jaLag1O+YW4TlgVrLHa39gl1LKTzHKKrn3jr2273WXYbiwV3pFEX1f7Tb6+cFtXFOIrqBBRugQAQAAJAAAgAASAABIAAEAAC1yOAotpjeKaoLufGgtiTlrYW2Fr0fvSbai3oRU7522+VSYv++q06fqhstCZ6gAAQAAJAAAgAASAABIAAEAACKKq9D5SFsk6IBTO/QQ6/5N3/nvlB/+5al/preFN+QVEd3jh7wq09GY9vvH1RXdAoulBUF6CgCwgAASAABIAAEAACQAAIAIFfHoFfr6hemfxEUS1/2+zf6raim37crBXbsZAVxrE4vaCopi+86Ze4w69/x4JfxvWtdC/27VfJ3/PXv1tRP/878pUBMAYEgAAQAAJAAAgAASAABIAAELgvBFBUe3udKaq3bZOiuX82TUVrLnjznFgMX1ZUk8gD3fR2PI9Xf7fdi2wPQt2ODwPcnPBmXIp75sX9+pm7m48mEAACQAAIAAEgAASAABAAAkDgGyFw50X13BJSVN5/Uffl9UBRPXdCjAABIAAEgAAQAAJAAAgAASDw7RFAUf3FTXxfRbX++ri8vY9vx7840BAPCAABIAAEgAAQAAJAAAgAASBwAQLfr6h2f9MbP7W+AJ0vsMR/xn3mc+33F939Dfn03+F+fynAAQgAASAABIAAEAACQAAIAAEg8JkIfL+i+jPRBG8gAASAABAAAkAACAABIAAEgAAQ+KUQQFH9S5kbygIBIAAEgAAQAAJAAAgAASAABIDALRFAUX1LNEELCAABIAAEgAAQAAJAAAgAASAABH4pBFBU/1LmhrJAAAgAASAABIAAEAACQAAIAAEgcEsEUFTfEk3QAgJAAAgAASAABIAAEAACQAAIAIFfCgEU1b+UuaEsEAACQAAIAAEgAASAABAAAkAACNwSARTVt0QTtIAAEAACQAAIAAEgAASAABAAAkDgl0IARfUvZW4oCwSAABAAAkAACAABIAAEgAAQAAK3RABF9S3RBC0gAASAABAAAkAACAABIAAEgAAQ+KUQQFH9S5kbygIBIAAEgAAQAAJAAAgAASAABIDALRFAUX1LNEELCAABIAAEgAAQAAJAAAgAASAABH4pBFBU/1LmhrJAAAgAASAABIAAEAACQAAIAAEgcEsEUFTfEk3QAgJAAAgAASAABIAAEAACQAAIAIFfCgEU1b+UuaEsEAACQAAIAAEgAASAABAAAkAACNwSARTVt0QTtIAAEAACQAAIAAEgAASAABAAAkDgl0IARfUvZW4oCwSAABAAAkAACAABIAAEgAAQAAK3RABF9S3RBC0gAAS+NQL/949/bP/4r//Z/vfv/33qf7SG1l7732fzv1Z+rAcCQAAIAAEg8BURuHR/PXsewPxz56cKr1udqW7thyiqb40o6AEBIPBtEbikoNYNgdZe+99n879Wfqy/IQI/X7bHh8ft5ecNaYIUEAACQOAXReCa/VX3eVyvL5iPYniLM9WtXR1FtSH6uj1/5gGFD0jP26vJs9fYkff1eXt4eLD/Pf542yN4H+Ovz9sxXd62l8eH7fk4oOf0n9prxy4HuLz9eDS7iQ1rv3h9KvQjuz++bIesPdVh20raQfYdPb+4/zHGT9k59n3maLKfzQsQbsKPbXzQZjO6R/sj/2vu9rGaUie/G7Dftm3w3R0fIwa0pqI1ZT4fYJ84aIdR1kaX/b6O1znnC0eWvNQ+hGGRJ3ZYHs1BgcxJW1COqW13VOZ6Xh3bQdLb3HD+fCj2I8X+NmxABQgAgQsQoPhc5PPqjHN0H8W8jyuc97C+wDPedckHF9XuEMkF3/nDB2/Erlj0heOyvXvwOnCAu4EpaMOvisJZ/4ylHUj4YNWLZ8Og1FcOITan4fj445UL0Nwf7kt6M+lm/TX/wGdhWymQ64PUyHF1sMl+WOCncsyS8rQg3fej8cCa+A9Yv21v+W1UO1C//Mzlc9NtoDEiRD0STzEOue/xZXsdaHca9+l/Xf7q4G069WlDay/B741zMaa+9VAdyAeWoWOP/t74tl0Tg/6taI6v/ZiyvPfzdXuuHniRT4d424mlVtRIXjjBPyDqbwQbk9MP5fYgK02YYetxy4Quva/17bJH+5Bv97Ftu0kOSqK//XzhAt7zSVPc7cK2JbZuqTZbDhwejTU56oKdFtfYrfehmCNVBInnbN+OveBcrT0hQ4gJ4/whjdenrpv3mWM2ficRnd05Z9s5Ju+F1/JvNprtpSxHx+dabuqXa2x9jqn86nopjlEQOTj3Mg7tDHPKV3ucHON5ctbPt+2FHtwVMmlc5vPT3v6J8a9TTKstTnrFu0//0KKaE6BzcEmIN0oM0yInYdgOYusNNBU5FzzpT1zt9o3etA70fKIceZOsPtFyQlAc3QZjTPhwt0r262QW6Hei797SRJcPSQPjUuc8a6WjjHlM82q+Jz6Kc54w9bfFYbHRYD1nG3XmU92z/gv7/nybvKne97N5XHR+wT9KW+xhsLJNO/DPcK/wuKAv28AfzioM1Fc0kZfXf/3n7c//9C/bfy7+3rqLWvmg9FX8Hx4kT5Z8lR/x/80/b3/T++La+eeW+IbqmUfH+7UNx/mph+On+xSPDvG28iOR9/yXKLKuxrjOvX3u8/Za7B+CGeGR9NHi7ZpYT7DZ7ZB/sj3yva3kRvb/OLq+24uVjlfEU31rtl5tORvPRTLPm2Fb+ZeplbHJvpT8LmC95z8Up53+Gz2YLPO1zFFMTLTcGGIiT3jH+yQ3+0zLQ+/I9QLSYpNdLE9TFhtlvzMyCR/rv7hxxCfeS9eLhbaFHI8n9m2Nc417I3TTRoHpwm7L/bXYT7/S/L/9/rfbX/7w7/u/9cLnhN9uf/7Nwfnvpveftr/+5rfbX/+1KtT/ffuPfxIZ//yb323/8W/VHOm7qbvcgNjHFdXtMBIDSBJE7LtQq7Dx7dOggI5JmGSJhyLaROKcfbqHZiQslgecaq7f2DhB5AcToy5RLkk0Ne5FEoqL3+eO9DyckLv8mphnB7ne7zGS9X0sHv5C/0ymqb/tYd+KxtlhcAddOdj4zzklhoLM7k1o7/f67zBZDA8Hq3vyP2ezHnPNF55exq8Bijf5y030RkX1EJdO7l3+711UsyxjvFySJyl2SVf16e6rI30aMx5NhgGnhd/efIj83uUG1aXzed88KvsXfWGkcS155/kp/+mIx1LnXpeDhPe5t4J+jW8LXj2fb2Rbh6viSWticSN5j3yAx8qc53Wntup/Iv8bXV2rEq2uTp/ptBMyFHhMyd5yIBUfQ+6/Ja+raIkvWH64ipZf3Gw026sTPn7lZW3ht9bjvXS9TGK/iuPwkK+KDprvb5rHJ/uT8ppfJb6X++ulxeW//cv2l2Jf/s8//G73IfwZec4V1euH72f4Xj53VVS3IpqxQ1Ht42zdvvRwdCpwYqFsAjUaPYFRoPe5soE8bs8/6LnzO/xHCZmSNcuR+LrExHLYPSVdnUvt5+2VE3s+PFT3uo50keRdJrMkzztoXpDUJOtlLKad6lro2PTvtp8QJmwN+zSHcaoOWtGP0iq+PVpExA2AeHn7t78ntYNi58T0ZweB6Seq7jMpr3fQ0/On9h36X9Ptlf5u/emVD+TiB80H1d4aVwnHyzcQ2SRWBcDz68RnnQ2u5d+9JLdE/92YsGUyX3PIMZ/eiW/vd8yniiXvgzSJ5lRxaILuNsgmqodN3vvtBifrTXQ3xgca7JuSD95+0G9ntDhU3yUS7DPuQUQie0zmvI8IzoTXcT8Rxn6Nb8uo+r1ek7D6cMvHomEwzr24x8XZkkbDNuZnwupxWz7U8Pa5eg+S+Osy9Bhg29Kf74Tf5ujjplvWw8mX/YPsLX2ejthr+PMxR0d5ZXo93kSP6E9Fn7e3bzODYr4yzlfWeScP2RrRLz7MscH6CwSWzcdN4pUxD7nrCJ6FropH4t0xbjJn3i6eRtvqw87K3nQiFjk8D4rr6XnJYJN1PK/J42nYtBs1WC+np5Kd9V+7v5brUVTvvz2fPbBAUa0ue+x6LAgLWhyMPtj1EJH69j6DDnQo2FsCDP0F/xt25eDme92UFknH1mlCDTI5XUK/3pw4vOiSd7uSLFqcpQ0o82x48EFCMeIDV7VurqM+VOgHEr8JprbjE8Rh3Au+C5vperOddlx0lc0pHkaE0Jp+7RvB70g31XsSC8bjTv3P5A/Yi8+wXxQbMU2tNk1+4vyb9qnS0c+/m59E+0181tmg4v+/7nOuqz//fpQ3nbsHHbZ7UYwqnt6HtG/vOqypfbWTafaa2KrPm7fYD8LBVua+/Wy/MzGjnWSN/pTtuKfHXL5xpMX903P/sbfKFq3P4jgRivKmwaO3CYPDy4aivOH1g95SP2/P9va9U4yFeLO7sxufJSa2ijbWtSnP2xvpVX87X7h4dBL284MWHKSPk7HPpdYJOTQXK4Eid3gdpR0LHMbHy9L8o+efJo/nxXP6Hud5iChdB8sXU9k6nfzAZ7Cd+q6zJ/NW2Xjcn/VaTBz5MVaWz8mimJbXpp+TI0xL+FSf+QfcGzaGlT4sUr2cT9icAc9CV8XL6OjXGw6jgU6y94CL2tZjJbxFNt8WVFhXJ0PAqrop8KimXdPHflPYb9Zf7q+zgu9o/9GiOuzjxdtZpqOfRNM1vm2WN9V/cp9NTz7vZj5xrehNb45/t/3Hv9KbdeVTyPF3/2n2b93bdulffc4tY/KGmj4/p//V8/Gm+pTfS3KWzcuSxxkKHIwuYdDaqm+vqA48KUn4BBIGb39DP6ZSbAIhCc+4el11g2kJqi4UVS9JhHmObayOxuMP+tGZhPFMniv67YdQbIPa2ciIF8215P22EY1+r8IIndq/ZMz01iX5GvikQZaXfFixbeOKYZHIlcIsoev4ketwEHGL1vRrP+c1iqnX2/ua8vB9jEP9t6bdzxSjr+N/hpHZsbCl6qZ6T4pq24hPfP7N/P0nzcxj4rMOb+NVbejTzbJtUH//b6dJbjbbkN8qJlMfbjFK8nMRXuQJoqH+5FlpfHARk9YNa2pfVXLeZyVvrgqicb9RG/TPgpWy7ieNXoUDy0oFoPuE3eZlO671cFz3m4QfvYV8fe0/wjPg1uzz9Dzd08z/9znOZwx8i6k0J+VIslXMvREvb1elGNYwTbKN8x/uc/e6UAsVs40NjA0XZ+Og6ynneRu39ut+UR1xcDy0WWBc4aPT6Sp+rTlXR0gmxV39I/16SYtN2zOT7YSux7imw7Fose/5qiwqo9DKdNnWlFeMhvAxrAZb1zw6N9diHTM2bjw0m37LBy6dFuud/cxj6NuBj95ciGdFN9ky2qTxC3MShg2nR/+DkgF3mW++MjwgUJ0W18B/Me+KIfatbBONkaJ/ub9We+6RviNFNc35/Z/6Q/u8l7eCOhagf9r+6h7iU1Ed/v4401BZZ/1/b8VupunlagW1/9tt5tvWcDvMXxXH+Pz7CteeLU2BPJuW+1sw9kP76jDVk55+snJsXaapb1Nz//H7/QREeDxuIZFl3fWQoBuOJjrGxG94ulBoxn/LVJK3l8eenLtPYmcJSSlfe6VEbzKkjYE3ATsEJE40V/Xnobk+Rj+RuPZWsRE5O+7ST4ft+T9rpWsvlUGxmem2pi8xV8aAyuzxHfyqbfx+Lh1uh3mq3df0vzVGTXaNLVXlZkV1twEVpXZYbLE92NVhu9z0p5vl8aK6y6Iydt82GAiXpxf+FwNoPvsjHVA8XuZDQmfQyeYqnyN5tMvC9pvlhy7o9J+T8nFL7a63LOZx9vHk7zTM9iB5+94S/SnnI9KxzzXxbtAQPSJtwUb6uh6RWZQ3jh2+MxuPK0QufVsa//UCG0vFivcRnmOHXsFTbCT+8khv6n1RrW+HU50otor4iLTNrkmGMi9m25n9s882Phqveh3huaKnyW3YjKTYtpqf3XDHtGE4PNRPtDlGO3biVz0G9cwwj532ADzjRzIxNh4v5UMyPG4v/ECiGleaXo6ZPk151iPbqt97v3Nw9a8JZlgnfPza6OOqm8hJPpYxk7WCfx5jWmbPQleWw+Oh+Or5qljDDCO/7h8N43YW1M/fw3gRb1FOj8ak3eJojv9k3YnuWZ6b9S/3Vy1Kz16HN8z6Fti/5e17tMjQ3hrrD3QxjeqtcV83FrSJhso9PScURS7NdUU2fxXn74mmk83/nbhvl+taER8fFHR9GAdHe2abE+7wIVM/7ofKJuqMiXoy0XdXm1XVd/hNdU92sVjzTG/YLmVtiYySJyXJMpG3JOif4tJcWtMS1KFDQXF4FztI8qfkKIk9Jt3bISB4h2RablDCn3Qa5tom06QaNhZZG9a1jaDGqG+y9XjctDpG8VMr6adPR3UjHVHrCb3rV/NsMjlf4I0rP3hh3dfy942asB9lY5kUU/UpEj34avOHe/c/jRWH62il6vBWf/5tyT5vQLqJuSvzYXzlLafZnWWpfDbawHg5mtY33Sz7RlXqKUK5N1l9luQFH3/qP6Os7JuKqfMh7lffUtLsszGmQlFuMo2+6mOg+7US9tciz+hbCi9P8HHF2+vsdKW5tNbpRxx7TPMdP3DouUcx87LdoM0YJny4T/M38RAMMk5dXtHN/HBWZKpdvdgVBm19190vkDbZL8rj8NXpLUaFjozzGuonWbLNSNPhx8yaXbytlX6xB9pQaKxt13F0ixSXQka1xy7epR0oXhwWjqVvskyFzh2fOi60SLazR/IvphseZNSyMB/l3/yx1ld919EhzHit9LH9FU9Vkmn63FH7uE4PV7aJ8g0jxY3IYHjkGQkf+8KHbdd45DnNfh6PHisOB8cr4FnF84BHzmGCj+fp2xaLjg7xjNg7e7Bsow9FOZ0CsybbwufZ2cSj/c1eZeysz0eMx9Nrf1Nc7a+X9nFhOH5uHYrOv//3Jm+aXcEdPo1On1ynT7/pDEDr/Rvk/50VrdNzQlGEp7nhT93sE3H3htzp+rff/277yz/JgwBeN7zBLor4jDGK6qPO3+eNibqPTVvVZlX1HSqqKTlQAmxXekJaHSCmwpwfoORjicyW+6Tl2zZBDhIkGyU/v2lRu9Sf1qp+jk4+UKTkFuTjsaObkOcxaXPiLhIp90/4NPkMM6+/Y2MbAfdNMLT5GZe9+bbQnmDnzfCZ/4ZOdCC/Nnn90nb4kzHhOZtHyzg+1B/NxmtZw5rEu/aHdPj0+BrPtlHfu//5Q83Ta/tU8sCG2x7sWAGbkz/dHyqq1Xbe9uSLFBM6lozmbLDLv9hs/ZpE2d2KDKUv+tgkWdgfk6wso4vfwYfcGHFlmv5gXBVFOUb1sHisuNACpsepUzc1+UDY4ozbml/TPLs1/QQHf0hdtY/IYjymDeUZMZW9NP9KtmId+3uOF1ql3Rv/aT5hG/bYWdHwqnTe2pt8aeBbjLuYUCqjT610k7GVrfpYxFmLT7KlYENfbfQ5hlclowlLjezfhZ5hPt00uXVPGMZTLrdxv24W6zLH7Mj2TXpdVFR3GiZOalj8EU8fh+ltKS9juXzumOmTmNBtzlPFlN7lMeu91gr4TOaGObayNdoae8id8G+zYj4qdB3wUD31nFWsyaLQvWFDcjSbaZ//coDXCk2fz7yc3PbFbeWvTFtlrAS6vo/kMH925CxGXR81/V7p27GYHAtkLWD174RDcesKzYFme+ubC2ylV77FZXpSfHs+H1ZUD8Vxf2gvclMhLZ+m/+0Pv+O/mR5lozUoqpP7nbydJBcfiLsUWxD2za5v6Pt9RWLXhPGTOFOSaHNI1r1D1a6wkwkT2oyDTzxVolSSjoYlhyU2WfeWvPnvIQVDn3hyImIet8CDdcqyNKVWY6q3Xp3+2jVex6Tv54w66QZX+ZTfwHXzSX3kQf5NCdtjnKOHItmM6k10kNP7BQ/KOr+h7a/RGYJLGS9qY49vpYcbvyv/0wOp/jKuw5VsN+DJPhlt6DfFoX2gqO5+V9l+Yldng4GnL+7TU+VqrnrBeBW/8HlgnON7oqzs++o/NM35iPq8HpaZyoBtFa/UN8kXzZZreSuaXgffFn0kLmY83fygn+unJutWH+bSzAtum5wea6LS8v/gw8qBZVK9vO2kvcLRYlxp6XWFgc7ha+SR9xf1j6nszdZh3MVEZ5XsXc7R2R4D7auuhQ8S3Ya/YWNYOBkC/5FfzwXKV+aUudkVs0Os6fJ2ZbpD3Di5NA+6/MdLWV6XB4PPtGLdyaF2y74T5Ms0VVam7XJru392eVjwedweqy/VghyiW5ZDWYUry6NxEEaKm2aPjJPODPh4fHWCfsW24ufXCb+sR8CTz6kpt2QsiX3AfaaH502LGn/60wrLLw1b/3Uaq5fXNl1tXcdg2goyTmddMSD6hLzRqFncJurVnnl134Gieig6W+FcFtVtz8+F+EBjVrROzwn7b6r3Xxy0Hyv7Q/sbcdLj9/8sP4Cmn7LbmQVFdXK/s7ctsH3QcTJwSfwoSQ5Gl5Cn6yjw64Q2bjxpbkiYUwYnB+ogj0mzk5RNpfjbXJKt4UhrOQlPMUl6taRMGzevI1pp0zCaJkqmoUm7xtaWnWmcwdvpH1mQnK4o9r4WJjZfDL5R2yYsazdsr4TZ+JZENpm8QYaHN7qJDX/b1rnWyX8ta71GaRa21DfiFV6VXzn8zVeqecwy8+s2+nD/c3KPGIlcYQNmn4x5ZrnBHiiq7Yf5SttP7OqwTHVFewAAHY5JREFU3eX/Hm+q1XXC1cnK8qU87rAWN2j/9JPSCNgKLc1pOiXGSu+VlqwZ48vPK2zqh3276WB50Y9V7ayfzmG9JC9SbAR/0jl6ZZ4X5lCHX94n8v0oh4/JfRzHWGkKzDBQ/ewa7WA5w8adL1mfb8T1POJiIsx0DzancvOC5nN+v5i2o428/J0H0XvcXvSfOCMeQUaPOQ0qf097D4emafPV4PvO71gm0sXlc5LZ348Pfpo8bo3M6fIJXZ8PZU2QQx8uOzqyrtORuE6FoZ1L3LymZ/hBOoLA+b4gIv6R5WhoXXFpmOS9Xik6zM2eTm/FmHIK54EwX4hETI/gWeg64KG+5/JP4TODT+g5gHzH6czz9Lyoujd7+fxW0bPpVaPJ5GnwNLO7k79av9dX4dLWMO5ORyW13F+tGPRvZg+0DxbV/m+XqUAOv4xNZ4vwhrh9Du76PqSo1l/+dnz5jbP7O2t9qy8PBPSz9fnb/dWDA//32jPbiO1arCbfVbt+5PWD/6baKc4bmEugrHWxeVZocND55F5Nor68kWlf2mB4+Zm5M347/SS3T7qaPIrgVkrjhtQ2Fabj8Jpi4vSazlFucqXkuLdBsVxel0ji/F2x4dRERGf/I0H1vHmvyc48dQMR3xwSfCbDGB71W2cfpUM8Dbd6E9WpdK2T/1rWeo1Sdf6gXcrH5HID1cZkOjj9pr7l+E3nOH7tUPbe/ldiRPJ5DArdZ4md+w8U1V3TyvbSt3pTNfLXTSv+LRZtyP7TMF3X+eeW2HIP976q+6DFUx8Uv/VYhkOY6tniqMBZSDnfcbSlWeGXJzn/zEPuPh8aWZ/wJsxN1qbFQOtg36YHenFfWh00K9yU/PqadGfeLieV906uIHuiVTAuY4XmTe2WiCR5FO/s59Pcy3ycfkSeaTqdEst67/eTRO8pT5uafJD4Or+O2KQY8jL6ts+3rNvJPYhlE14dw46P+u+L/3eqncymGsvkHkIP5xDBiHnYn8p4zGvfqXxeZOq8xjzTeAU5m45ZrsHvEu6m4LWNJlPmr2QHv8w20R/wdOcptTeffwmPbjctzDM2Ec9C1wEPjY9UlGZ7B6ybUk0+HxdiOy8nzRU5/Lwop4K0uDZ5PA3FgPtSzCwoFUMFTm5WjNs+oPvkTa8Hiur/1WLV/pmp4i0uv2F2+3wobD/mb6oFl3zmSAUzy9l/VI0fEBRFt34qb1c3x/Bn7Dot63cPOMh63Z4Ss9Gnun0/ovXBRfWNVDoabDzPJYMyiFUmCkI3V7vVYJMxN+1cc0jIi+V5Lt3rJ6x6iGu69U22b2AxcS/4tCFKjjmx51VH5uQ1y/usYzlZEiU/ReX5+3JmMrJBjAeDGreMYXWIWCdvfVotQZ4Dvm3atsF6fq49bOqdjujj5i5oiU2jn/NG2NZ0mye5Mv9v4H89CWcPcffsY95X5n9zxcn+RkX1sCG4fFdtKmf6nHapuePHaXY4/NhYi8/mT4MePK/NIZ86FPNGPDXER7vPpmG6zfk/THE+nv2b56kuaU9weZZ52330k8DK5kRaF+fQwS+bLqbHiA3HOY/LWLeNw2GRO/ybq67bwbVE12SrvuBJMrF+MacNdmZMCXO1U5w/y+fPf6QvJo7Nreb5PK7jiiVjHAqVhE/D4Lo9qKM/a430ZzPP9b8X3XNSVLPFBwYfqabefd/X1XX0/0vAdrnAYvwsnZYTQixGGrP9/8xeerdzXXFePXj/Gnr5wh1FdfTe97hbBZsdYNrGuQisKBoFYjz0xPEvdEeHjlZU20YyxeS8XvuHvfM0d9E7csCmH5N78p/Dt+R56JD0uL38f6t/N3RXQjmkB3+SDcBsMCOhuhH/k+vr5O82nhnP9+z/Bv5X46qFWD90Z9uuNhx+IpueHuf515ol0zt7P+cvsZT1nc+/cOSqGPaFax17cvDv9utfhai8su74g0adX33dpDQvuV6aQxd6u9wy+LfuD3R18/ThyMruA61L1L31GtXn1nQvpcfyHDg/fIDcEgM+Vi5VKq57L7qRyyV3H5S7LhHt5mu+rq63Kar1CxjJ4frA6jiMLV+7h3jV2llOO7ufYv6Bz9/dW+X3wEvsK3HBDzp3bF/5wy377vNN9S0RAK0Bgf2ieliCDiBwMwS+sv8NmwJ/nqSfZKXPoIrN5FqQBv4Fj9Wca/ljPRAAAl8bgfcqfoWuFDurhzAfiQ4Xcu2h+leR6X31d8WDfqX4vgz3qfNLg/YgMzyw21/61Was9k6MfX4BXdngq/kQiuqvZhHIAwSAwJdF4B//9T/Tf3ajSvi+j9Ze+99n879WfqwHAkAACAABIPAVEbhmf/V7PdofU4Df4kx1az9EUX1rREEPCACBb4vA//3jH9slGy+tobXX/vfZ/K+VH+uBABAAAkAACHxFBC7dX1FEf0wR7XG+1Znq1n6IovrWiIIeEAACQAAIAAEgAASAABAAAkAACPwyCKCo/mVMDUWBABAAAkAACAABIAAEgAAQAAJA4NYIoKi+NaKgBwSAABAAAkAACAABIAAEgAAQAAK/DAIoqn8ZU0NRIAAEgAAQAAJAAAgAASAABIAAELg1Aiiqb40o6AEBIAAEgAAQAAJAAAgAASAABIDAL4MAiupfxtRQFAgAASAABIAAEAACQAAIAAEgAARujQCK6lsjCnpAAAgAASAABIAAEAACQAAIAAEg8MsgcH9F9c+X7fHpdWKgt+3l8WF7/PE2GUf310SA7Pa8Ta3643F7eHzZYNWvaT1IBQSAwFdA4HV7fnjcXn7Wsrw+YW+skUEvEAACQAAIAIHrEbi/onpbHxy21+cDBVhRfFOxXhRudBB5rqo9mv9QHVKEdrmmsBfRf3ho/yv4b9s5egWLu+haH/h2bL7QUPCdF+zj0hmvA3Yg33s4w2vkXvWwDtMHSdWK1sc+ent5FhzTEGF5gv8Cv6MYlPM+HYcEy+KW5J8/FCQ89/LFgvjZIbbHvEg7TM7Z9Y0ekF3sy073h0lePizUfCL7UMOZ8zjJ33Lz2j7bZv432U/mXLeN965JvBjdFYElzwP5a0X70JjwUKz8kovs/pX8zyuDNhAAAkAACACBAoE7LKq3bb1B08a+dxCUzT8fXoeDSzsMvvycvCMtN/1+eGE5wyGpHTr8wbg4YEb9Oj21n9CNB0wrzD1t17YinwuM+YGUMSiLe+V+9lpjPVDZKXxI52yvgUbuYPsITsu1gbcvqmftzIjuCz0d/8o+apPSnmqDCY2lPiZe8zelZf2pMeFRyRz6Ct8NlH++bS/00GiPf1tEvlfr5e0QOKQbKToVVxtUOUIs2ig3Shu4+Al6t/6BTyR5/o7tQA8hRI+RZ/2AgmM2y/r4sr1SAZv7w31Nzws+5EQ/eLTt4uvt55sUntkWLS/N5R1lJVq3+G+wffZrsgv78Nv29rPZpvTp6H9Mt80beJAdEp+r/Z/kTDQNH2cD63ONUr7gK+N+U/u/YJDjmOmTbM3O9VonUGt+iP+9V/4b1UEPEAACQAAIfGME7rKo3tqh8/m1FQ07mz8f1MIhqCiA2Mh0IGgFeXkIaQeqKT86+AltOjTwoY837LrIt4NGcrDY3+npNB4P+tDIOE/mx4Pe3qGGDzEDbeV8yXWG9UhLD1Cs3xRjf7ircWXK7fDGhztuL+bSAjs4qw/otclp46Pcxk9xY5s/b6/TNckmSpLkVBrUV/mg0tY1fBV684LEY+banlegt7hh/kTD4Wl9jvYR+yn/2XotEGbjuTDjeWPxJdqs/TDGnHvj2KCIBc8s1ha47Q0FH639I8owEsw6hBmBfhhpb0hP2o7tO8M60S/8mIrTN/+ZcjEnUfmQW81BgRn5lfoqD0x8qfC/mc2CrWb+fdL/x7z5vL0sH6x0+wV5KB3SwzDl3+57oRz9n+cu4p33Qv1C4efb9tb2b6M3039BU3Jdlz/YK98UvjX4X14zuzdZXf6bzUU/EAACQAAI/FII3GlRLW+rbVM+bLK6+Hj+IZ9yL4sSd8BYs4sHjtXcfJDRubF/pMfj4ZBHK8d5Qi8d0PmA8QXfVJOwJNugl6Jy5trs7GzGmOUirCRJa8cD0+zgKD4YsbeDNB3ASn2STZocJKP5NNspy1HLJg+Z8txSOeusfciGi0bDlA66DleeONWzIKNdfo1vt3GWj/kQtoVutCbZ0woBHjtWJOobM/GPY2s0T+haVeni6xCTtX+YX00YdczGCUt7F/iPFFIPy+yKmhOYK350jf7u6CV2H3VrPuQZHsxLwT47mAZbFXP7+L7/s8w7DzmCbF631mZ+u0VsjI8z/t/1KZgX+hezYtet/S9SL+4W+a+YjS4gAASAABD49RC426L6kKl44y0O5PlJeSa22uSZZjxcyCHxcXt+WnxuScUV0d05uISn+ixXLNioiw8oQ7E2zhO10gG9yT87EPEBLdHuh7amdxrXt99dN384Frkef7zyj8jZnEwj22B6r/Qmn36qfXLhp7ilQozYDPoFGz1uL6/00CX6kT+khgMj8Vfdpn6UbMK6Up/yIB2Vb+Vr2qfzp2DdZKDjM+E31XPB3q/x7bZEMdXrQInWBFtWmA6rTnbMYuokmZ3ppKMWl9R+fhVdLFaCP6rt5arriMUUq+pPE3ZkOj1c2NBocEz6nGAjvaFxu9C1wmOWxzrhvdZxrCv+9oCpyW/yrPDItirmqi31OmiR/Z/un14Xe8MkdgfCvuOo/8u8Cp/Hp2f+7ZFqLHzt4tle0i4wNDJH/M8mj43d/DcuQQ8QAAJAAAj8ggjcV1HtD15auCwOjHwgsXnOunwgcW9J3BA3T2/QviBqh3t++706SLbD3Kz4s/7xYMN6XXr4zIe/pDsfIBxm+V4/vZ8eJrVINRr9wGUHziaDFAR93B+yprbjtZMD4mDXRtuwbIWHFa9JeXrY8vRsPwal8uqhSu/zVwE6LgdHJ1uTpz5Qpq8F0lzGhnVVH0p+4HCI/GPRNeM9yJqhaPfmaw7DyVSyvHswMJ81jBTxxnyfXvjhAj2s6ti31WmNymnzGE/FLnFs/qdzde0aqxpXpZE4XHZr9m45JP1AItnZF9GZiWCWFtGkFRaOyBk/GuRI9nBkj/mF6R5XfvQdYzD4Otlj4ktNQPUh84clHukBSDFXbHnc/0lu4s3rNPc2P1/6tRbiJ/cTpSn6ptzUMPH+KriSPinvOQPznINy3Nz/nBy+qXa1/c4Pog0EgAAQAAJAwCFwX0W1Cj4cQlqBqocJmpcOzrqUrmHz5gOUL+x2Ds/l4c8XE63NbzcXBzHSgQ4QwwEuHbiKz7rDwckUqw82WgTbYe/IQctwFFxtbePF+Okc1sMVkiaPNhq2Sc9Ag6d6DGWt2MnTrmnR7HEu9U7mNwz8wUzWk71UDtVd7h/DP9Wmc0RO+/+vz7H4G/xUZyptvW9yNkxJFpYt+JrMMVvwmMdGacVr7Stxzuru3PoJLoGB6O6x73/P3icyX/WZSteArdCkeDJ82tco/T7R3imSZHbCvJN4h5bnpf7R/GJSaCiG4rspb2l8agwQjccX/uG4CpOrFdJ8lmQVGbNfiF4qP/MOvn61NBcTYCzV74xKll9ytMnPsgv+hm3wTyNkjeDfxdwwfsj/Za+p4jXQMgmONLxPrubX8yyPtfysXysZRiuSZ8eu9b8JvwrPyVR0AwEgAASAwC+OwDcpqsmKegClw0VrD4cjmicHJC2S/MZvvlAccmzMHaD0ab1cW4Gjh0O92kLfEPkeH/Vz8Vh8x0PQeGCpN/pxnnDUA3rj3+SfHWz4UGkHci+z0DGdbU7vt0OmX9ZskcdGPmKX/G+ssq6tWJJ2xMrsXtp65QetEH/84/bH8PbEyUFYNT0D5nyAy3LQW+70lnDqR4KZ2kB11L+/Np9stjLMU8Hi3+wL5KMPBLmDXY7dnFvvsMvk7dArcRJ+udnGUmHo8UyYe7nEl56352DHZl9Pg2USjLI/0pDZYcA5yeX/FjjreeG98NaHJOofoz2VvPmIdqj8SV+h6340b5mXHLGzzcHXvey+rTin+HkvuU7qwb4U7E9yVvLT1xPyJyi8hr+qcA91BjyiIGwXtdWV/s8PpRotpmu5mXhG2aMU8U58ZfT1Kv/E+BEe83kqg14j35vcDXh7Xr498b+JECOek4noBgJAAAgAgV8egW9UVIst+6EoHdqaqeUwI5+hycHgdXsOhxCqu2c/MBX9RWhNCqnVIZHG9J+8eXqVt6xOhkg3HghIgjiuMo3zZEQP6G0ey+UOf7q8XRk/J0vHs//TSHmOHtz8oUoLRh2LhzAtaF+2/pfRRwqyudxJjXYrmFRfA5Tz+XCrhU2awbi1glB/ydamND7uMM76Tv3I24TWuqLH3uq8pc92k32dPCaGvWXvPewrzp595Fjr3Ppkw+Zr7BdaQFRsC5xGH4+27HI1/Krige2Z8kCJmwg18qyEFd/N/lzPPNYrujy6v9tXHJvOzq98jGUZBvkb/tkXO3ZO7wkPz29su1gZbBj9lXIGy9Fk6vmhYcT9YiuWb1eeZNdjUBezCowLX1X5JR86vdnvSJao794eEmw1YFfl+CZnUTyLTEUxzHEvuWa0Xc/nCkqQSTuLq2JRDNX/YoHlpYRRI3DM3oV+/s94BgwjL5N55n+lMs0OV+TPCVl0AwEgAASAwDdE4JsV1e3g0Q5k+dCpb6np352mv+0ax5uFhw3aW75v1nIIkb970zesdjBxh0S/mtq0wdOh0ua2A5kWf72fZnd+Smd6iFocRO0Qu3OoYNp6iJjMDXNUKLuqDfTgWWM90tBCwghZg/FQ3VQ2G101mizFIbmvUnmrQ5v/PF/1eOG/uTY8iVDDSe1ntMmPVO7iGmg4nyNsrBCyz5SFv61hnopx4+hoqAwBuySD0dLJxZXXH8Y8HeCPrpvJne3GOrvCK4wnfFgXkcfrudJnhVW24zR3FBiuu0hu0sn7v7YrnYSa+YgjzvIbJrLWfDJgLGNTHRzOTL7yNceXmpE39UTsBXd6cOBjyhFx8slc/8DNzaNmli8NX3PLeckwdJRIPo6fWTGfbOX0cVSsGfAq5oZxXeX0LsfVDntxx3TG/Y9pphyR/V7vs++YPE1G+qe8bI7JnTBSvfLV5rcBvk+5Lq0x/tZ/0v9sXWww3T084xLcAQEgAASAwC+KwPcpqnnjpcKoHXr0EOQPSDSH7/2hUtp6WJhf26ZONNomaxu5HYrcRs7y6AHMHSZsbj6I6kE697u17KRedu+1eZ6OOZmoq+HkCw2dSddQ7DKGqoPOEnr6qbL2xqvnWcsb+PDirn+nJWvJJiJv46027hMnrbbe+8Bk5ihPgaf61NFDlrN1ZOvxaSNuLslCB1L2r+UhNx40ZX6017WHwnPrKxtGzfUu0HW6h/GF3Xh9GC/spf5s8+o5R3nqPLWP3t/m6rCz3NH8d+IDVrQ0AQTTVrjSGu+nGWPmEf1H9Qi2oc5yrsimMgyY5DV8H2XyfLw9fb/KFK5MK/p5GL/ihvOA+UsjpLL7N6N7vpXxTjJ5fau32mE8raXb2Tj3m7+QfcmvPFaSe+xhi6M9o+mmcHOwNT/4dfsj8+v+3DGN8Tfjx/3ed7MvsRS39b+so94PsugArkAACAABIAAEEgLfoKhuhwQ6SOTDEB1s8uGSAYgbcsJk+fm3P1D0QwHRe9xefhC/doAJBz89YIisWtD29VGC2B8PIvOiOM0zkpHnfL0s4AOQHmjaYVIPzjSDx/nQ1vRkjOPhnOVXHNqbdk/D6CgfZq0YOTk8H+kmCdqvc0eeNhwagsngF2EO3ShNLd6bnof9qRFUf1NfnB6sk01YBH0TJm/M9Ud9uuzJvsNBU/Cj3wrwxRTbIuA8KL/sOLdeZNCvNlaE+0Gb4B//3CLGwEgprOfhhI8uYZtUMakT+lX8dvLFAvtiH8v+zDrwnCN+2Xn2lsPO8Jjo1OLQy2BxybYmWr6QqjGmNZ4Gy9JiXnNU78t6iWyyvstucmgMNAWt38UU97V7L8uuz4Xc2hHUr3oGnfyUnbaXSenRHkI0q7HOK9nKbFgzDP5dzA3jBYkui/AND4N9vNNXWU8pp/hxR/ti//fyO9sQvccf/sueiJG3uYnxSf5n/FODMZngFaYSBlfFf6CGGyAABIAAELhDBO6vqG6brvxIUztQrDY9nr86EBZW84cEP0y0HK948KGDpTukMt90mKc+d6iM6z0j3x4PIr5o6jPjvN7fD7zcx3L14rHPkxYf1pyOvVhoBYX9EywOUztQaNHhxg4V1c2ODT/GJb0VinLK/H6gjaP9rtF1mPexusX60+HIY0BTm47040T0pwO92G1vjVIRwdRnfpQ+jS3nMr8RRyt2vH+FN1eKpaw9fCgs4Wi0MhblXOqUGDAZp/OErtlv8J/uazWJFGs8SWiueJeHeMfgWDzKAxeTnde7GJva3DEqm50G+yD77Fynrst8TmBzQC71/QFD9jXvi0S523rtYzKPHza23CPYebm77kR5TU/fnKeHBrSwlDOgsHtjuDafHO2sOT7KrAW4YbeDd/C1xisUxlU+MekF0yibDE6xMx4Fbo1ukMl4jQ3DiIfIjs43Ul5in7L84W3u28Lj8/xv1FF6RMZhLximO1/YsfuwFB1AAAgAASDwbRC4r6K6Hcq4oGmHBDvEnDKJbJbVoYTJLDfGttHyU+lenMbDA1GJ83wRpqIeO8TIAUr0dJu3ErGr8OvztMAtCkRb8xUaihMd9kTXCqvLJG20jxTVduhsNm2+RniynewTdJKkyWmHxSSd+mnzkeGw7PtL2UTu6J9qX8XL2ZVldwdbEuegDJFH17XLnOgmVfOtYtXXOz/0evs3qUW8xdhoePv1A/aKj/+aYsbb9T/90f5d8n2Z3TqVhe3n4rLQJWNU3zca/E/xaV5xtlZ+7pptV9NtvQu5tJhZ0dM5ASO2Ack48ZHmg5Gut6UUeNHWlQ8WuHv/UcUXOuqU8hpiZaKLLXQ2CT7Y/Y+n7sjCeGrsF3MjJh6zhkXgbcLtPJBQOr6w1r4K4wN9TYcQ916v9HA0zGs2VN+KftJ1opbOeQ//85yifKT/nj+wdNuzzits6emjDQSAABAAAt8XgfsqqqmY0Q2bbBIOQ3sHAL85ygFouomf3RhZDk//mMPEg5Nf4w5udIieHKD8intuvz75Q17S3RUR4UDV+qc2ZEAaLe8zA1DKr7afHOa8fErgCG2d+55XkeOyh0vvKddH0/5cHPphvPajfTSouHncXqiotnif60R+ufb9xPFsTkvL3++WdIyYMZaGQcGZ8+0Yk6cxKUhf3pVsNeCdi9eo8+V848pd7FqBesp3IouDd4LH+/M5KM47T7s+/t9ZQJAHAkAACACBd0fgzorqd8cDDIAAEAAC3w+Bocj7fipCIyAABIAAEAACQAAIfBYCKKo/C3nwBQJAAAgAASAABIAAEAACQAAIAIG7RwBF9d2bEAoAASAABIAAEAACQAAIAAEgAASAwGchgKL6s5AHXyAABIAAEAACQAAIAAEgAASAABC4ewRQVN+9CaEAEAACQAAIAAEgAASAABAAAkAACHwWAiiqPwt58AUCQAAIAAEgAASAABAAAkAACACBu0cARfXdmxAKAAEgAASAABAAAkAACAABIAAEgMBnIYCi+rOQB18gAASAABAAAkAACAABIAAEgAAQuHsEUFTfvQmhABAAAkAACAABIAAEgAAQAAJAAAh8FgIoqj8LefAFAkAACAABIAAEgAAQAAJAAAgAgbtHAEX13ZsQCgABIAAEgAAQAAJAAAgAASAABIDAZyGAovqzkAdfIAAEgAAQAAJAAAgAASAABIAAELh7BFBU370JoQAQAAJAAAgAASAABIAAEAACQAAIfBYCKKo/C3nwBQJAAAgAASAABIAAEAACQAAIAIG7RwBF9d2bEAoAASAABIAAEAACQAAIAAEgAASAwGchgKL6s5AHXyAABIAAEAACQAAIAAEgAASAABC4ewT+//broAQAAACBWP/WxjiEJRDnS6f6fkIFCBAgQIAAAQIECBAgQKAScKorebkECBAgQIAAAQIECBAgcC/gVN9PqAABAgQIECBAgAABAgQIVAJOdSUvlwABAgQIECBAgAABAgTuBQYn/j2rjgiapAAAAABJRU5ErkJggg==)"
      ],
      "metadata": {
        "id": "nOkr21f9RmYR"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 5.稀疏矩阵加法（减法同理）"
      ],
      "metadata": {
        "id": "buXW9hudPyfD"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        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)"
      ],
      "metadata": {
        "id": "F8Vc7L-5Rds7"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 6.稀疏矩阵的乘法"
      ],
      "metadata": {
        "id": "yYf9Lk3ZQBML"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        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)"
      ],
      "metadata": {
        "id": "yJVuEQkxRSCC"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 三.稀疏矩阵的代码定义"
      ],
      "metadata": {
        "id": "FOadwAQxQEma"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 1.稀疏矩阵的元素"
      ],
      "metadata": {
        "id": "I8ytLPTlQIxN"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "对于矩阵的一个元素，我们需要存在值value，行下标row，列下表col。那么就定义一个结构体，并开辟三个整数(为了方便，其实值也可以是一个结构体)。"
      ],
      "metadata": {
        "id": "WXGuW5AUQxPA"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 2.稀疏矩阵的定义"
      ],
      "metadata": {
        "id": "XY5XJhlxQhjG"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "一个矩阵，我们肯定要有矩阵的行大小和列大小，且稀疏矩阵因该还有变量存非零元素的个数。\n",
        "那么我们还是动态生成一段空间储存元素，然后三个变量:mrow mcol nzero\n",
        "其中我们规定:0 <= row < mrow 0 <= col < mcol。"
      ],
      "metadata": {
        "id": "yjQSDD1RQ3ib"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 3.稀疏矩阵的快速转置"
      ],
      "metadata": {
        "id": "d-dIO17HQi0p"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 4.稀疏矩阵的加减法"
      ],
      "metadata": {
        "id": "vk_Ui27vQnJJ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 5.稀疏矩阵的乘法"
      ],
      "metadata": {
        "id": "JLl6vi_0Qo_5"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jZpm2xQLM09U",
        "outputId": "29460009-6edd-4683-d081-ea8eed22aad2"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Matrix 1:\n",
            "1 0 0\n",
            "0 2 0\n",
            "3 0 4\n",
            "\n",
            "Transposed Matrix:\n",
            "1 0 3\n",
            "0 2 0\n",
            "0 0 4\n"
          ]
        }
      ],
      "source": [
        "import numpy as np\n",
        "\n",
        "# 初始化矩阵\n",
        "def MatInit(mrow, mcol, nzero, data):\n",
        "    # 创建一个零矩阵\n",
        "    mat = np.zeros((mrow, mcol), dtype=int)\n",
        "\n",
        "    # 将非零元素填充到矩阵中\n",
        "    for i in range(nzero):\n",
        "        row, col, value = data[i]\n",
        "        mat[row][col] = value\n",
        "\n",
        "    return mat\n",
        "\n",
        "# 显示矩阵\n",
        "def MatShow(mat):\n",
        "    for row in mat:\n",
        "        print(\" \".join(map(str, row)))\n",
        "\n",
        "# 矩阵加法\n",
        "def MatOP(MatA, MatB):\n",
        "    return MatA + MatB\n",
        "\n",
        "# 矩阵转置\n",
        "def MatTrans(Mat):\n",
        "    return Mat.T\n",
        "\n",
        "if __name__ == \"__main__\":\n",
        "    # 初始化矩阵\n",
        "    mrow = 3\n",
        "    mcol = 3\n",
        "    nzero = 4\n",
        "    data = [(0, 0, 1), (1, 1, 2), (2, 0, 3), (2, 2, 4)]\n",
        "    mat1 = MatInit(mrow, mcol, nzero, data)\n",
        "    print(\"Matrix 1:\")\n",
        "    MatShow(mat1)\n",
        "\n",
        "    # 进行矩阵转置\n",
        "    mat4 = MatTrans(mat1)\n",
        "    print(\"\\nTransposed Matrix:\")\n",
        "    MatShow(mat4)\n",
        "\n"
      ]
    }
  ]
}