{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p style=\"text-align:center\">\n",
    "    <a href=\"https://nbviewer.jupyter.org/github/twMr7/Python-Machine-Learning/blob/master/17-Artificial_Neural_Network_with_tf_Keras.ipynb\">\n",
    "        Open In Jupyter nbviewer\n",
    "        <img style=\"float: center;\" src=\"https://nbviewer.jupyter.org/static/img/nav_logo.svg\" width=\"120\" />\n",
    "    </a>\n",
    "</p>"
   ]
  },
  {
   "attachments": {
    "tensors_flowing.gif": {
     "image/gif": 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4cCD1vNgeODC4Arg0c5YY3pnywHlc9K6qVfCMLO9yAYGQwwKjwNIT1DqOsfZ1blTMEBb3w6nJzQCoQT3qFi6CpFoOhIH7a1o5p5ehJNgqdPZ07P86EL/d5uKHlznF147gAMIO8pBPoE4xY9qftkEzieGoZhOj2Deoa0BieWDjxhL82HRusJ0F7ekUfhTAAm4O5yCdQoKfFtRzlfMC/a3bTJe5t3vSg4L5PVM9tFM6P/9ucgGLG2pw68Gzz1mGMZic3JkKAMvu5vKgC0iG4Yra2AlkpXtTTGZ1mXk2tVjGDsKASgSmkoHmhnoEnbCDHDF3AXh44AMV2ERkutrpPBg6yvXgBwVC/eyv1qMfFkHe5iBjAQrQ+qtFfUwsPrC6G5YNsxcivh0546pIQIL6auAHFdRgmYeXQw3kgIrFk6AG9oO8HGUNnGX84vBcJAES4kfAzG9eDkh4bLudk/QrksF+Kogf6lXfPjmgHhUqMIbVnbOMfGDefp/vPO45T4Yu/ELZuNm7QkjIGmSkQxzvSEc+kp+Hd3yj+d/4hvOlnwfqS18c2JDlPoMTg2B8wxveaAD/BcQhDgpgA/wN0IA4dqCBb9hu+7sswi/yAI5vgEMc9P/GOfIgjvqDIw87cA7flwe/EAN5tzhF4H3oN37l1wALSH4akA7v13H4dhucgwwf0AwYqIEZiAy5ZA0F4A8e2Axn1AwfgAwmmDmgoxwSggzLsAxF8gHL8AHOIBAx+AH+YDvZ8R+qA4MzKIO5xARFIII/6IOpE07P0YIvGIP+sADUYIP+8AE4aDsryE8eZ3QHeBu3cDVpYCEhsiNAAAn6IiK3sAsaQAwgVCBpYS+/Bx3ClxAkhBvzYS8aAAwfUIXqsUSrcitZSDjqUA2yYgxyUyA7Igx7CHOvVXQXc3S/EWgx/2AMxhAD+FExuyAMxiA1fRgdJvMLxiANMQA5hIgMMWCJv4ArzfGGCBGHuPEeMVAcIlILR6MvSEiI/lCKClcgW4gZs8gcqHgQqhh8x5GJ2tFivDCJ6MILBkglnFY1mqiIQcOIwEELwUglxGiMISKNyYguu8CMbuiMagONwTGNIlKNeCgg2CiMhLON6FgbvWgQv3gb0siNIUKOyoiM6+iG6tiMV7iI92gg4jiP+1CM5fgz9qiM+diN+/iMlWUfdXELv/B7djGQencXCYMXu8GQdLFEu7A0dSGRsIGRc1GGslgXptYh3mg40Jh0HzACLNmSLvmSIzAMgDEMMFmTLImD8P/HIOKxADZpk8zABD1Zk5+Uk6+Rg0EJk8MgDdFAk0fZks2QIbXBGsvQlC45DM8gDUxJlUPJjifZOIwYKdGgATmADjlQlmZ5lmh5AAeAlmyJlhQQgjnJGhZQDWvZlm1JlhQwlnbJlhRQDTpYG/4gDHm5l215AIFAmGeJDqNAAdHgD3F5CwtAAaOAmGg5CnVJmXhJDUvDlQn5jftzC89QB6lQDltQmqZ5mqi5BT3QA6nZmqVZDpVQBwXQDY/jIlGgmq7pmqSZm6jJmlGQBoM4G/5gDXVwBbvJm6dZDqyJnKXZA+WgAHVQBMBnIRagAQKwmsxpms6Znc25BSfADf8GG+3/WBBCww/NQAEKAAK9sJ7s2Z7u+Z7wCZ8QUAkUcIez0QxMcAAQcAzx2Z/+CZ/HAAEngHOy4YEaIAkQ8J8KqqAgoAAUEEqy4Q/UIAAgwJ8LeqHvyQfTcAKjp3ddWTpHpzk5sAUWiqEmyp49kANtxyjUEAEJeqIwCgGiUIMdwgw5AA8wCqPHsAg5sDrCSQwK8KI5iqEQIABAcIvs8qG+E6LDgA4kOqQmugUq+koC5KJQSqRGiqQWYqM9cKUXegxXgA4+GqG+EAF84KULWqTS0Ay0MZ4EITSa46Qliqb9KaUruiXOYKV06p9FeqQ1mgNduqf9CaZiioehYqaC2p9qyqYm/9mZKFkocfqkZ9oLk8qeAXAMfBAA63mpx6Cp7XmmfICpndqedkqleZqgl8oHPYCpnrqpodqqlbqprCqfWfqngTqpsdoLqeqpnNqqARCqoTqr7EmoY8ooZYqr65mruyqro/qpiioAa9qmSho+TCqnPRABvXAFLAUBEHCmILAFZsqtEKAAqdCt3doLWyAAvRAB4JoKsVqqwnmqvQCmZpoKLsqt89qg99qtEXAFfMCtx0CvIJCp7tmnWkoLXNqp7JquvcCt3pquAcqt5GquocquCnAF9hqrxGqox7qe/doLArAFDhsACaqu4poKQfqvk2qytBqtjVqBrhGpfLAFdRAAqf9QB+naBVcAAWLQX3zgXb1QB5PQC6lwAsVwpnWgAEQQASfgrqQ6pfFqpRAQASUAAjlgtCdwALo6CkSgrgegAL1wUCCbAw2bCkPmtO1psLbaqS1wBVtQAjlbrhGACF3wswKgD11ABJ1QtFcAAl1AtQcgAPrZnhsrnB17DCWQCr1QAlcQAV0gty1QB8cQAep6Anp7BSews73gI4hasNDKqB7qqF4JqU26BTN7Atn6tS2glo6btXzQBaBAuY9bAohQAv96YFaltXMKrxEqr3zAtCBAuQfWBd6lUBHwVohwBX8bAS1ABAcAAldQBwdQB/OatrWqdwkbAF1Qml9bAqzbBQf/oGcHELsCoLO02wJTm7tNq7FhWqxb0rG9oLPH0L3h67gHULfjKwARUJy0iwiUKr2Jm6uLKq2iC6Kk66SZWgIBoLwKIAAQML0RcAyBIAb3GwERkApXgAgN3LARAAqp0F/nygdnyruM4rsKULWBKwCp4J2oGwEHIAZepq3zWwcWPK7Py7gJKsIke70GkrCLWww028AgAMF8cAAREGL6i8GT0MAzG7sHMAmhSrjty7GIygeJG7QKkANDTMMP7MJdEAgKkDxLfJ1B+8AO7LkuG7ow2w+RGqA5oCIKUAw+IgDR2wL62wVJa7aYq7Mi/MF8sFJTywcZS8J4qqfx+yPFMLei/0m1LUC5CrUF4Xuzo9ADEHAFJeC9W1CuYXy7foq9gNqwQtbIb1UCdOxSgeC4NKzH91uuvZC8BwYBnLqehUumiDq1KqKul3wAxeBSRozHdJy808vKLrW9k6qpAfq5BLzGbUypEZCeVKu4EGCvv0qu6wm24LoFm0qi2BwAKyW4EEDIRSmvvwqyfTu9/noM5KqwV3AMW6AAghwBntq4YFoCLhwI3MrD4smlyRrG0Zy0JGuvJBrGl5o8ARABxbCe26w85NpWLjrFhtu5fKAADU3DlNy4pouyA43NH4uuEbC3mZsD4buzyPyyvLUfpTuq3QqmO9up/8qfIryeCRqgzXqmmP+qrWqpAzMLtb2rp5d6riv8oi8doDQNqqhKqRKrv85zz53cw5+sqSl9BSv9q/tJqZMa0/upqUPdBYslvdjq0LRcqS29BSvdAy1t1Pxp1aP6r9HcX/q7UiAw0mpc0rCxzJYqrEOaySibCuys0yVsyJb6qjkKphhMrpx8sPrcnss6pJRrrxicrYX60MqKqVC6Bc4D1Rc8wCStaSYtp4k6rAHLnyl6p0XZokK6p8b82SQbAXXmyeXQ2fMKrJ/t1YwCpLnqpVgdrKFapGiV2R93OhZAAZJQ2509sxRAOcI5obDs2ohdpDSqd++2qsqdtvQZnIxSDaIAAq0a3Q9MoHGt2Sz/2gXTIK7iPd7kXd7mLa4noCRtOgJdUAnn/d7wTd4K0AWuc2bVEAXxnd/wPQ1dsNqycQtFUAexoN8EXt6ioAEWoA7JLNdzfQvcsFjeFeESPuHeJbwUfuHedQDVcDT+4Q/PQLwYHuI6YOEhHuE5oAGgkpOvEwwpXOIUbsEuLuEnQCzlGCnCAOIxXuIwjuEHsDDTaSHTCkBfKR7PAARMcORInuRJbg1AkAbWIA1KHuVIDgSNuYuxESnDIOVafuTCQA3VIAxbHuXvQZT/sQwFYORhruTCQAxfnuZHDgSg8lmRMgJo7uZaXgDVQAxgHuVAIA3ax5lrDBtC8oKEXuiFLiQx/0ABRXILht7oL+gPP/4rEOIPju7oQsILwSAkjF7pj740RCnolM7phy4QxqAkkC7qyxCFuVHmqM7pUEIM0iAQjQ7pJWkgQT5C4Mgb5JA0Z5iGuIgmvV7r6VGIsnIP1C0iO+ILsjKGwXHrSZTrKcYnvkAc/cgcaMEnxAAMpjgg87HmsF4Lwj4gtEDnxKDnRkSBDM6CECIMiBgiDSIMC/ABn34erNEP4RHuBWJ5tgCV6O7dzTFOxnCCVbLrQODruCgYm2koe5KNzV7AS1rtgi4M0pDwZPgLQLAjyN4e0kALhDTwBRmNzr5G0N4b3b7xHR8iDgkMGwnxu9QeQLDyHs/w/f/e2264J0Cw7ywvUdTB7hQ/IOpQhsbADtdxC/h+HuTw8Q0/HrZQ9AAH9Dyf89EojX9hC+RA9AVyNL8gDYGxDx/Q8+px9DI/Zg4fPmH/HEvDC1OPSR7ZHTvCD7yg9byAJ16PHjvCaYOBiUuz9s8B9vfIDywiEo8Yns+B8W8vDL/AGuc+IHU/inD/IEvD9JrYGlQDGMjoSnnvHXz/G6whGCRxiZtEGmvRDbsuGMjYD5gE+nbB6MtI+bsAi6eP+nBxC90wHb9wHFpjCzvCkai/RDGg+3cxIcQw9hfxJZexCzFw/Mif/Mq//My//LawD5w47b4gDaW4D/tgC8bf/Nq//dz/34rPv43GAAzTDgyGvwvPf03Z3/3qr/3mbwujCATi7wuXcU3Xv/7qv/Pub/+tOIq+ABC2/A0kWNDgQYQJCcbg1dDhQ4gRJU50GIMhMGDGfAXzZYxXjF0xflEkWZLkL4u8jGEUBiwYMV/AhH0MOdLkTYooL8rcSMxjSJwlMwaNeEvhUaRJlS5lSpCWLVu7bO3jZ7TpVaa3+O2LCnVEVaxhDz4NaYuWWINU0a5l23btrVq2RP5CaavWWbdracW1iPLXrl1U8eY9SmuXQ1tWwwYm3NjxY4Jao879Gxgs5KxbAVsUCXjfXcwDb9lq+KvW4n2hVa9GK7kmXYuB7ypmjVAr/9eQcy3a+krb7a3DvHZdZVzbuL9rUo4npcUP6i6/OqV+puX7+K29k/vupmo9bC1ewoYvlbq8NpYEDcw3vWVhq3aRnGNAFex9tWS5uufvqy6WVniBkipuPcy4SCABba4h8K3bcOMMttjo46e/2uDaJzedphpsKX5mso+gARd0TApttClDPREfw64WB/vSCSWpprqLQhU1o0yqDY/aRZrUFIphhBQha0CbINfDjh8Wo3ptO5CgqmXCD7GCS67SYqglSlqkGQ+hGPgp0jEaiPxyzGZoaY4r7V6MTaonaZRyBIYasjKhW8RL6Jcox7wqTAX19NO2M597UKf9emOvljh/6f/RIGECLOiWX/50i09JK03qFuxGEFS/6dxMyLDSvIxMmhwRtXQtSk9VNStaWoRQQ4VoiWGm0wbq0KCoVg0rVV17bWqvCymb77KCSONFVF4c9ecXUX1dildno82KL5vm29AWYSK9hRenuJVWKWi/FVcpuKCTs1Z/wvNnl1pBGhepcN+VFyl+govhrH2SFajOPMeNd16AY42zOS2X3TLggv5FeGFck23oP4YNUjhiiv8DJlKKCRoy40r3gY0ukEMWeWSR5+NFA2OgI3lllhf1c5AEOdaTFmM8Iuqmv2y6WaKac0yRCzUO1EYNmYu8BRheMP1gaaabdvppqJe+JWqqqcb/lBdf+q2NC22EPrCMolMURhh/+jH7bLTTVnttttt2W+10yS6yjATKwGIQH7r2wSCfD9oqqzyHu8WYgowR9aloaablbcYbd7xxxYM0MAEsaKjcBwQLikGDZc9K1p99YliWH3645eUsiwriB8+khSnBH4gHMtMo12+hABIKBgoGd9dt0QAYZ7G9xXF+kOGHcdJJd1v5x82uU1kCaUBwECywkAI9MQf6JRhhNKCAH2Ls4KUEYygoIRheti+BmO7tIBz2FnyhhYJggmnBFmJ+94cfX4gRqCNe5A4SXXodMYhBAVq4JHhJYxxoPgC7WrStKhNaHNuQMbzjNW9b0FvP5Con/wUaYC57/ogBMc7HkQBqwBf+gIQtgPG7NNQCGESQVRoGsjl/CKN8aZjPJIwRDH/UggIUiBRLgKiBe0HCHzEBxj6AsUJfkWZ4bzMTBVqggcTIDi9IGogvfjG2WywDglYxky8WQIsHTpFxGyxS0LThAynkLQF7I8gvDEgEYZjQe8DDoi8oYAz/+UIDuwPe/jingRJQwBclsMUVU/OfYy0xGLcogffmEwxE7uN7G9GVmUAnDDWyzUtW7N7phBEMqKTBGLRYBi/CFx7CCSOGkIJJDokQjA/YIhirzKDb2Ci5riHoawbRyhK5JRNP7mNFzSkmBQjQv12mhn9FHI38DsKLFv88JQ3YSU0wImUW8ukqBhRgFwPdtpcWiO4swiACI21hRWM0UgMt2EcwLoY7DVCyBC24By+IoAFklKAEwOhHBX35uSJdQw1de2NebGGaJ2KsKcRKCLoWtKIWxYcz3dNAGszZtqfYARn7aAH7OLeMH5aUGEfc3g/JN4lfaKAf3fOHBryESF58oHG//NI1uBC2tpQpKnRJ325kNDtMbUsDDgnl2pCxjET6I5En84ct8Lg+QUo1Bmm4BzFaMDZ+tNAYGqBFCX6xF2CAgmxrRChQ5fUUYWlIa7U4TYeaujbgtKAFJahF97BDgXnKT6D0JAYwaqEBSJANi8IQICSEiNgY3FX/bTx1a+IeKie7aE0hUmzgMvrBjn7cYh/7KOh/AjMaXpB2tKIVBn9Iy6KnnM4WxlBmBN9G2cquqlW5MQthONtAVu7FTP2YzYo+cCQz3WUZwqVgLY6r3L3stK25/VMzhjGCaKyDGNQAQjTa8ZjfNk+84z0oB6m7IHu0xBfemEd7R9GFUYhBDOydhzd80V0gsaWvcCFvf/1L3Dq57LzricZGRjEPMaAgBYbQghuE8GA3RFgLhkgBCsSQg1EEYx1/WEvK+PtfEDsOOO8bsHlusQ4KxDcFDgYBCISAARjHWMYwdvCLHSCGA1AACGKxhS/4sQzjJU/IQyZykY18ZCQL+an8/zNviVUDBA2MIgUPpnEEDqCJGsNYCG4whIO1/GIM1NgBOZYbcXyRLDRBRc1rZnOb3fxm+rQ5zWrmClewdjAnr8YCFDiAIUDghhgLQQwakK8bNCEGDBhCykJIgRhWfOgZO9gBXahGWCC5M0w7RGeajsim+5ZnyFiA0FueMQYOkAIXpyASYlD0KPqsAQ1gQBMt0ESpMfDgUdhwVZA6yFkLQguJgvo4aRADCGxtalQLwQE5AIEmRpGJHEQgBTlYsBgiYIhjg+AAUDzVyZoFu6UW5GSfFjZhMDUQXhwAzKUWNKGlPQouHwDHKUhBFw4g6xJoYt2RPkB+K3VYSExSNMSAhP8GegRwgZc7NDK5hS9QsG8aA9oNOK51CsKcggM4QAgRmIchDJGDWh/71mLYMVZikJGapXwlJG6LC4FAKtkJAwjACJDLYa7wxuAnf2nQALZnbAgHaMLiQvizjIkOaCpjwMUiDzMKzoEVYBBA6qAgQDKSIfWql4DcWOFgFouFc7fsViRF7TESifFwo+NYDFimMKM1sGIKw3jFcv/5jAVd8qa0gACT4PteW8B3viejzGyR1UG69GvRgT0szrHJX0awodQxQ91Gn8cobp0CDVzZEC24dhcQPWgxuMHVOTDEPDCwdkDTWAsasOhS7EAEvhNgklaF/SQIwHK9JF5z3y684pf/Ito4WUspxBiFsbUshkigOgLU7jO8NXEAEFhZCFeG9yhuPA/Sx9jBXcB7U0pABKongxj7I0LtCTD43Bue97r3PZ2M9YveNmUbfKayEKK95Qiw+tWyLv7zkT0KRXOAzYsAMBMCLfCA8QuLEiAADQif3KG92EM/tOi93UO89ksIj0kfrxOLaugCjWu2zBO6awu9A5C2CIgwMeiCE9QAzwO0SHCAGkOBLlgHtLCDZCgiztkHIiAAULA9CfQP9ruh9bvAR4mTDWSLaOAzFPAyn5Mxn8M2LuMyR4uwFIgAENACFMgxe1gLGySb/KmqSSg4vftBSwtCEhpCIgS29Pk2wjil//gygi6DMKYLMwirsBw4gGAwQ6zoQn/4wvEZiBIQvLygwIVAQ9/7D2GIrNUYASAghhzIAflCAQdYMBjTAkukMAcwAjGovHnwBWkYhrzgQz98HakSxLAzw8NzCj0EtW1JRBNjBpnrH/pqL1r0BpgwBmGwh2ZwDBvklqzaBVIMRDLECkIUQgsEu13Ili/ZhmagBmqwgGGgKMzQO2DgB0zqkBIgnRJgBdybQFQ0RGHrkNPRE9uhAM1yCw1gBVBYR1AoP3aUuiYjxm88RmGbFQErkhfSgO5bDX6YJzsQKIC0gxawg2GUR/Wjxzybj39rCH9bD2mIR8KbR1XMrXaARR3CiP/8oYCx4QV7sAA/YRERoQX9gYxiPEOEzJhmKDBHhMQEQwGXRAFNsLALywFi6K4vCZ2Lyp9we4ySTEXZWcWAsQfiiy8H0IIHg7AIi7Cj5LIbGwUKoAZQFBFTIRDgmIl7PMWDnEiKGYZgkDdDOEqLSz2mq7FGo4BqOEfHsIBgW48jbIyeBEeEEYYWLMBB6zNNIMAwk7iIMzoteK9oWBA8EZE5IUmJ/Ek/4YKfWgsgiAQ/0z5N6AIMsLhCW74FQzD+wzIZAwFVwwcCGczObD3CeMuTFJEGoBsEUY6wEIZIiLAmFAIE+zMQsLaJK4G1ozUh0ADGFMtEM8BIAMrQAAzBBM3/QSxM2PHN42iAAxGmOcKKdug53Rw5DTC+tcu/Uei/U8OAyiu1r3QAczSP1RGRXWDD0CTOklyPa+gau5GCoEmPo+ACFCEIYyi2JpSxA6hPQ4gAB1i++DIEHJtEVzs2IRgFb1mOpFkPZowGXSTMrDTMIJEebRiEQQChoFEDxKxQC+UCzPGBxFwiI9DNLku9KcQ2IdCEWrvPFavC+TQ6FCik5VDI1RgGeliJ9fIGb0gxGoUJIBAGZsBKg/DJ4iwS9FADy7kbzEGQEjlSJA2mMugTX+jQGaO3L9syCls6pXuxBXOw57y1FV2P0gkNZnCJUYBESUwBGQC6BUsBB7CwynsJ/2HYRSBc0B9t0OmJUBqY0Au9UMyhUPiUz0DDPjC7sUSTt7lzNBAYBQKMgJCLsa8UUAKJJMdgLHkryqVUVBmrMTeQARRwSmoQT6UQTa1MkfOsGykYhPV8T4TgAhrgG+cMNPl6MUPzPAzIvHuLgOrkz0Z7QSdUNgpwU/MgjcZgBj7rUFKbQ3YTAkXTABq8Ck9lUDn1muXECtWMsOMrNi7Lvz6bh9ikuIzDT4xzAEXlTeNUjXF0CyDogoeDOGK1NRAwhANoA49kimWN0yIpTaHBArRYzMZ0zbfDgAjwvFjTgDHDuCtzg2ibTYtTOgeIhAElkHxxi3WIBKMMM1vL0jl0sP9Be9dOJc9wXQ7EbAu5DD3NrM8IOD1DnTgNIECMCz2hG7ORvcJRQKIiSS0k7IIt4zJNSFEMEMB0nbHYzJ2liNfyBJh2qAZC87OiS8qvlFZplVii08yXJQZeTRFaACW0aAYKmLsUqE5E47Jbi4BIOD0si8InnLtbSzQtO4CCHE0fDdqAGQE/Iso4XEqlXEpD0ESn9IWoHBNfFQt6yIEXG9ESiMN+nQc3OAANcINIgLc7dDUxYLT4mrhCozEjSEDm0Figood1aK9HjMSXlK9NzIF5KKyNbdTRPQhpaFwt04RIGNl7GwUSLbYc8NZTA9g+y9qvTYFJ0LcYkwFv+FnLraz/W2CGaNAhA8KIjBAGBI1aS2mU1ETdyISxEhgz17zLYrM+Rfu40ns+r41M26QxB6BcpADa0g0NlUALXrAhYkCS87kFjzoKXxhfPxkc4USKdhgFLbi4+gy9fs0BQ7PCOzw9/jTRTQRAa0O0RIvNfRQYOGVb1hDJAyIGTToMCqiFH/oPCpitNPASCl4lf0iD3PEhj9LIA1IIYcCdrVMVmuFUpPCF4gszCpO4sJSxgy01ixNRsxUCGSAr311g+G2MIbJGpLkl+6mFqRrIIdK6dBEogTCgJVqpdDkz8H2U/qGAhZWWyGkKqy02GtO+nQVQQ+hNeP1dAhkiWtgdTDK4SaDi/yuyA2IQCSJYIfxJ3z7kI2MI4ZmIYoMIT7SUFH4wnKu4hTY4AC/rYpFzMBSIhL8MYx4OSRUKj1OaCY+q48PwsfIxw2Cwg8EZLRM+n6O4F4DpYxU+ivwJPXTt4gcbMw3Ywl8R43GphawhJl+YX2MEGJppyKWwhzSI1Cwj1hozhCzUsTJc5BLz0beKp7AYgXUIhjDFTyissZrlsgoTg+qshrQtDFamLmKWl+dBC3vAh/7BPgTz3M+tL5+IBox90x6Fy9zKZm12Rba4hRGwB4uoSXrYhRH4rvEU5gFj53lRRsIIBmnADPF1Mk+mGH9ui7HaSccY6GE+4Xdx57doiYtR0P90Hs3KKuiMsZOWc2h0rsBPPS+MzuirvIrApGiPZlaQ5uh3GZxQVgqPCQ2G3meVfhd+kIY9FreWjkh9Tmmg2luTW8uFvuZ1nml5ma6lwJbViGmefoteqROOtoovso6btuadxmaifpTwyDSt1upfeKKbmBVfOLOJmImr/hShvuiy3h9faJQFGC23fmu4jmu5nmu6ruu55gcg6BK6XhxhODNgkWvS8AWI3OGK/mirJkZfGI4gSzLGbmzHTjJIAaUiw5QYwMUrSbJlWAAf0+nCRunDvgp1sa0QG+3GmZCHNKiCGrF4wo4GakXOPml5XeqmaK1eGi63mZG7QIazsW3Svq3/hpiiqrAFaTCGyEJtxpnatDZsk1RutFbWY0Eb5gEpqACWDCqe3j5ubFkcM+EFIPgFciCH8Qqw9Ovs2P7srOCFfsggf6ifsgENCBKjgaiZWzA4uOhDICIuvJidK/Ek2OkH2RHt5pnaxKBgYaiK/voPWc7Yqh7qP0Zv9faeshEtWDuNsbpgR2bAM/IHwIrwk0EgdgAeZAKs9A4G8pEstgpPYChu/0Lw8YZtBi6akCYXBzcbDc+dC4I172kkYiACY7gHCoiBSQiGglrv3AmtXaCASSAGbLqFrzpjLPonPGkcZDiugVAQY2mWIxkvFvfGBW9u9phx/x6kgWgkf7gFSPDg//XOCHMkq2U4jTTQtQ/YiEjIHe8xRzugHw2gqQ9jG7zAhl/IBnDoH24g2jTon5h4hz3I78fZ8o4uRIt2qxi/FDCvqRIIDyLeiKVqgfFpiXxqAWCgBWToYPFplEl4odcBhmQAnhKABGA4jBa4i7YZiG9wiSGagznAARw4gzMohDPAdRyw9TmgH2M4DRNPG0YPZvJ+cZmJdKTYlvR2nntY9RK4kH8UHUzyITuyHceqDteBhBJIxlVfISDfhVvYnAF6J1hPm1oQo3cALADAgQeAAQmYdwmAAXu3d3qv90LAgRugn3wocwBXm2M3yGTvYYRh9qNw9gyajeHCjuM6C6/ilv/FyXKGZ6bqMApM2p+pQQZmUptaCPV8oIAbwAF5r/d7P3mUP/l5f4A5EIQLLhuQ4oUEr9wuh/SrVvizmRCOP57hKh6kwaB+4PicB/XF0fkJEY4Ksm3dRhvQ8AZBwIF5T3mpn3p8hwEAKIFs2B8+l/kWd3TmtvkGf/bGKfPxupI9B6lrCARBkHeqb/upl4AHGCiYF3iu5/KCJ+ibB/PrJq/TcHqTr3q3Z/u2r/cheIcgovuZD9+zdqtdyHux3/vHKZ6qyIO1t3d+H3kJgPeSx3eTZ4IbuHcJsAaSr/c5iHcJKASbMu6CqvtGn2XPzq34O+/Hh3zkeRKjIIY5qHcJsPX/B2ADGNB8W7f34N/9T3gA0k+kzBeEEgB9AMCDud9t1kd2Fzf4gOFnhcD5t5F8UJ8QCioo42kO3j5uzTaGX6CAQsB3HBCEGxAECRh5GJgDO8D1VmAC4bf13Qf2Bxj5ypd3HAAIYv76ESxIi1ctfwoXMmzo0B+tGA5j8GMY8SHGjBo3cuzoESPFjwpv8erHryBKlLU+WBi2b4HLYQtGWHjpEtmCfR+a1UqZktatD7bSaKCg4QEMGBLm4JBwwxpTHDgozJGAYw4MHCVulHCaVOqcDxSQKp0j0OfBhCIbXmwYcmHbtXLn0hX59iNJkz5T3gJyIkAdFXrqLNLxt46OwYsE/5xYFOPDXqC0bPESxsuYBlvAAEgoWwKHIBg3ps65gVUr1BswBEm9IQjr6xJJld7IdgstwroQJbqtCJe37uDC6971mPfkXoK1lu1wQkIOGVRySJCZDl06dTJhEI2gVRBZUMrCLO+6ZUuav31sHnR+UNqaBCZJmcJwjyOr0gfy58yBf/W+UmdocAtyKKWlW1wLFZfgcA06qFFxHR2XHEG3FBBFBiZkmEEGJGj4IYgd6gANLeDdsk9l5ElmEi0VGTOEUkp1NpuMSUkwI401ytiZBA/YsccykeVWF4P+LAjcg0kqqZAtvuFVUoF7ffBMIB5qyAMPGZqwJZdcohLAByemKP9MDOB5VxA/J1UETgns5fgmnHEGWII4/vSEm1p0FXnkkn0mGUOexkFJoUnIBGBlBlGcoACIXW5JQh3WpEjRLS0SWtE7JQAQo5ydztbjDRp8Y2dyBxKJpEJ8+rmqcICuNSGFt1hTh5YZCFDCCSdo6agJJGDyTEmVRkloP/5gE4gGABRyo6c5MntGqODcQmqpQ+qJqpFO7sYqt8QFKuGgFOKkB6KBBNJDYLt2iYoC4KVJrE+10OJPOt5QYBoOSN24L7/MFoIDABRQAA42EN1Z7bdr7altkd06vNEuCW8Ea6kjKIDoCQLwcYIK6nIJaREWwEvovLSIA04wVPHHn1RXrZz/BgXBnJPHNQbDa+q1E80L1y8P+9yRLRJrRPFesppRqwAtBKLrlhz2uuWXIo9MLD/TXlPLL+/gcQ4wvlDgCzDAGCPOHr6dOTXOc+25s0L89Pwz3BjtYsur4VJoQQCocEmGAIHwIIAlKgQShSVaknBCEWdPTSwyQC1kCwX7LCTs4gZaOxc/2MbAtj+Zx/15Q7tILhLRPt3yzAlWksBhDybUIYAKjHX8qAAkVl75ZEalsY/itxOUtlyeu8W58KCDbsvoT+oV6zMCbNj0ln2TEXjhGpKwCDLD+k4hOb/48v3m21sutEfFK0g8tsb7bAvdpNu913LiOCeHHNJJp8JzqORP/38YdQzTu/hKdRBaANB3wFtLLbD1i2ktxHzq+xn76ra8WPmlAV0ARx7qkAdvnMCCeMhgAwzzjfAFEF7IqAVCkFHC311OLvvYxUQY2Lb0PbBbEXTfBJNTi1s0AxnDQIYPgTiMlghRiGE62AqTw48F8GIB2jNgC9diCxg2ZIEMcWANHXZD5T3RJydpET+807h+gFGMBUyiF5noxCQeUCRza8gtrNhAGmZxVVsUVA7RqEd4LbGJXcRdFN3YvsmhCmt1hOAg8fjHPTISTWpcJNoC+ZEYJE8hDErgIX22j0SCK4+NbGTjwuSPW8RgWpWy1Pba+JFfaKtzhaRjJpX0QglC8v+TBjQlP3ZRGXYAgwLAGM8vdrGzW6hwcar0yC8458qGYDKWNqQiFykURmRYoJoWoKY1sWmBElnzjLfzzT7Y4YtgpKGcaWgEOtFpzjQEwxfCqMhtRnZMjsTRIc1cyD2duapaQFORewnjAorAT+RFTHRT5OcmIwYoWyTCArWUpj/IwY6UpaEa6zDAKwih0Re8QKOEsMcrDOCFRggsGLxQyM0k2RG3OWSWDNkHLPXZoHx28om0sMAOqGACwFlCADu1RE9/+redkkEFOrjpQ1NSi2Z04x4aaIMNKsBRQoTgFVa9KlZfEQJCdLQC1WgDBYThjw8g8Scq5QhMHXJHO/VTpkv/4ict0TKCQOiPBHa9K17zildbWSNIlUvILp76iI7+4Q9ZPexh/xCCjq4DEhSYV1kNclaItdUfb3xpTN0anIYN7X0EGZfqOLS6WvHqY2TYhdSmlhBelMALhDUsYmObVcN2NA0loFtkyThZCFUyVZycomb9xNmMlI6MI7CElUwA1AxMb0uWIENpe2WJX0BGtf5grVS1SohX0EOjWP0DVTNqD3psFbZWtcd2X9GOdZRgh0IiH0eSOZFvrTW4DhouRoo7Jec17QR1OEYUQMHcEpDBY01TATD8eqlbMJgWGhisVivwiBDYQxgG2CpVQ2CA7j4iGiCVxitAulUDAKGq6iXp/0DwpKe3VVGZwLWvkvD7kOLywwKL0JuGBFCHHpwAFGTgAa2i6yF+DINYk+FFeXyRhnZYlRAGIIIB4mCHNrTjETYIcQmWbAcNbKMaLSBENP5AD3vYoA0vuCoh2sCLeI6PLml1iBwXclkYP0jGDikuLYogAERZog5kiEJgVMC00mYAwQreCzK6QQuYVQMSBkgvISpABGrYgwheWK8GGkGIElDgBRpoQTsgUYI0V8AGXgACBdL7hxfYwBcpbvNcYsBJiLBYzrOmc3BIGdefQONiXcpVIAQdBf6WlgTTrW5KkBEmFPHCFxoY54Wb/AgN2CANkFgHIbxAFEKkwQCsfioFbP/whza8wgunTkN6X8Hqs5gVvhqRb0OwOGdcD0fXONQekReR3AwEYhLOq0MdstQ0pz1KD7ZIrUnIcYsF/GI8wtjHL6rhD2K41rCEWAc6W+uFxjaWEBpwLQWI0QovVMMeGpAGVIFg5qu2oxHneLVk3Y2RgzzkzQyZN72D04xS3tsn+92VrS7Bgx60gAgZeO70lntgXwQpjLfAmsNj0I9KLSAhwtDAmUMsDWqQ2ADreIXAGvGCRrSBzF43gA0urgFIPALt2/0DSDMDwHlmxBbpezFDZJ1zB/E8minhBzL0zaUM8KAFZODxCYDMN2BD92n8OGIMHP6LHaJyjP6gwJKtGoL/zdujsCDNaIgLu/kMg57Cij3vCyBhDmrBei2/6K1vJwL7vdNlcz3/CTN4kFzoNc0Sw1YB8FUgcMI/XPKU7+IHHJwGws729IY1b1ZDAP2OQiIY/ihmu+VCEoywcr60H47t/W6gIuAvuhqyRK6wBPzh84AYvPjFAoICScobpQLt6Lxs8/8Ki7/gEWwQCC3kFt09hC3UGkPEmYK00vfFmjJNjGeZhI3tHq80V7GZgE58QFL1ww75AzBoQLdxVFVBn/7ZQ0c9QhtogFgFIMLIRSDRggGmSgMu4FqEnz+lxM+ZH+/xSqG52vZURD8QA1jZwKN11EdtnvQZIXqB4COQnS9N/4uR7RZbnNRDjED6wJsM1p4CdpYn0cIIYEKHfOHzOM3zrM6HXA8zeBOxyAtEsMM8CEwamFrbVUAFhEAFGIABPALJwUzIrdn15VbrIdOtWVZl+YMVXqFcuIr4FcRy8AL+qEB1OCIkQkcjSiIJqIAcWMI5NEMGJgcyLAOtGYMvEEMwkFPKkGIwEIMvsEN5jFJSDSBDkIQMucXsIaAhutEI3N5PFIEw1Ms3aM03+MI3GEM2fIM3pAMevEMe+EI6nIM47EIBoFISPZ4nRpQ6xJEGlEc1jgQ0RpLM5R0dFeJI0GIteoTo4KJKAIUFLIMFNEMzpOM6tuMyIAM7pmMnssTT2f8Si9CCswED5QSQK44EHz6EBbzgKBHkOHJEfWnEQXgSPjJSHMVMGjzGCv2jkQyiQkDcQ7jgQcpFQhLXOzUkSPLDJgkD8mxi0QhDN0KEWGWE3jkEFm3kRnRkRpAkGoLkRKoDL4TRCqWJMcSiRvDC7C1E97lkZsEkQ8gk97EDzNkkI/XRGgWQ1a0kQkphflElMxWlUV6kRRIXMJzUKREQWIalWI4lWZalWZ7lWfJDTqIlWxqJL8SgQ9CCMPhkQ2BkzWFlVtKUhIgNksWAX/4lYAamYA4mYRamYRbmLvyCMQTTYSKmYr6lRzzcRrSkWm1lVsYbXoYOL2wmZ3amZ34maIb/pmiOJmluZleWJmka5EPwQmbxAlzi3GVixEvGpmUmiS5xBM3JTSDGpkVk5hWSEl0uiS1IpUbsAh1REm9uhJ0dJHByy3kEp0PkJEumZFbaW3KORN/5yXBCZxS+G1xe5yhlZ3I2p59EHneGDiyBI3jm3XluJHkuyWaKhGu+W3smJw2Op3g6CD+QiUio5dCo5nreJ2++J99Jpl3sJq2tJ0tmYXXmZ3DUgmXUJxwFpGz6plEiInhaaEYchIFKEYCmh4ZuJGx2xC+gpomeKIqKpjC4U4p+pi1MhjDU5k9+J5PIaHKOqEKKjayxD4/2qI/+KJAGqZAOKZHaXZEKaS2oZTVo/4BVulCTPgSOKihS3llXQkSaXCmWZqmWbimXdqmXfqkK2UI/ZM+XYqlkRB5J2oIx0OhGSCfEICh4TmlDVAbrMeUe8UMtBE0tOR0t6NJ4bM600OlcoFBHYKiC1qWNLsTDFciV/tMfvYudokmeJqm4AEUupQhQVsp3sIOERieDVtGnrqdebuhHKocpjdXBrMQ9xguD+SE+4qmeJptkQJzD8cKLaipK3AJKOikydWpszuaMhcstAEMJaIDczQuDgeLTAcUOkdUtgM1tqOFAVArl7Yy0qmAPTupJNE6lwBSmvt6KvBcLsmk4HurM4SWs+IOx8gIkQEJ6pEHPGAVEUEZECP+TumrAQEREMPSkrZLEiwaDMCzDPggDMQjTyISRKE0OP0zjB3jreCBZ1ZAD9q2gG30oz5hrRqJruKir9RFDCTgYBdyW1yiEMZQAxyqEwEwrL1CAHQgD5vlDC8RAypTAZoKCBpQSyShEwz6DNdyDM3yPKBIDMcDMHDhDASADXHAj6cylR4yqucZRp6YrBbRAC0yCWk6CMEwC2FAAyZosBXADyqYBRNzCRLVAwT4bBfTDJBArBWCGzaCFPyxDETABNwSDuZiLDuRtEuStDgQC35pLMBgt0hLIE1LndcHpUSZqcopjVS6PunZlC1zX2q5pMODrMgiDHairQKgr1wrFJLD/Q1FcHii45iQQgzHUgrN1jlJNCzRQAwWcgN+egiPQAO3Wru3a7iA4QhIsTcwUgCf+EUWiiBspLm8KKHFt7LP5Q/UtQ8gKBDBMggbQLMtOgjEoRDBAbwnIrAbYgfX5AhHMi8dSwLDia4GoYRHMgQZQwSnQQAPQbim8L/zG7/vSAPzSbvs6gmFQABMsw6pmn4Qw7SQFpblGyPEuDz8gTwAmEy0spgqVKErKZcQAEcNtJhmRSUIY6/XpKi8gwyaV7y0sAzfUARUMwv26r/yeMA04wgmXAvvSQBKcgAYww1KyUEraqusZbmzGwC3WlHIQkLyQ1bwAMYMRE1BQq7wMsdOd/xIxLFCS8q+8YOsOIYMGnEAp3G8dwC4LZzH9unAgpHApJEEdfLEW0y7+NkAIlYA1zLArxsCTxhe5gmeUTihD6tEO9W9kWAAkUEH7srBhNABilILf0oAO1AH+tsAXO4J/lYIOCHIgzG4gXDH9NoAjHEIaI9EAQqj2Wex6xvErPmBTwos/BIMe168jANwJ0ECuIMYJzG7fNkAj9y0gl3Ku9K0jdPH7SnIddMcfZuSayoVGYiwBIi5AznGk5tkp0+/8GsbS+PEJ6AAi83EHvbIOxHIJODMtnzL8NgAVgO0uw5E04PBFhqhRuhQ9eXKkFss9BEIDxG8K64ArOwIiJ0EIEf9yKaxyEsBzEigyI6vwIy9y/Z5CMGBgzGkESdIF3gEzQzjtnZlzpPqDM6gzCmtx/c7vFm+xRLOwRf9zIAg0Dc8k8bqFMIOnQsuxSTbSlGDzCtPvNNPv7NYuRiOz7a7wLTMCNw/0Q/BnXUweQsclVhbXORPE5THCOqPwM6s0IDdzCDUyI5dCKfuz/NJvHRQBm+lWwuiqOCsE4wJzPfHwT5vOAkCCPCMzKQcCC9cyItPyFZ+yDlSzYYh1NpfCITBBnQKPBRS0bmz1TleRhPr0TyfEV1MB+7LzMzN1IOwuDfgtYuDvLOftUM9vAyRBCTiD6v4hP0iDAH+EIeV1i3F1Vyv/lT9YwBwgRgvDL7ApMv4qsiKTdS0XNv7CdAOcAgw/w2S33i6803DYnWa7RTfydVer4TO8rvq2sFhbdO2qMEzj7gtrgDN8QJ3a9Gb66mSGdIBe9uQwdGfXQjf4wzNww+uydu227+1+N+1Kwd6eAOYxgQW8LW4QCE43iKHmNicPc0kz5bRYQAGM0936rQ4kAX/r7t727d2eIhNAg0JM7F5clzG4qYNkNULL6ShZd2ejRNXELTIUQQEwwc8KLTFogNB+jzNYwzPohCXdDDnILHE2CF7ndjhzdoRPDbdOjj9AAwXc4jQ22EMBxS4kOKcqyUgDs81p4Xy3uEEsAFEEAxnd/w6OC4MxSARQKslBqziwdjIxCzm8kISGU9fUVE1EKHkyJR8UzqB0r2eKF3CQU7lJqGWjGtnTTQpQdHSSqGduM3h1T7mZE8oJpRDJVEptS0OMfgCyUXWSbJ+KD08503mdK9EjeZFk+KllxN/cfTlmazLGvnewGvqhp5EfEUQS9wMbP+ytGrhNO8iTDzpyOqClXzrg0UKYfEAyDfGR1eqt1iRFekSpD7qtFXqZR+qEj1ItpEOJZoM3vAMvvIMxvMMvlKTC1WSoN4ic7/SoL/SpR/i00EI+AIMoltPK8Me9CIIGcAMwvMM3TLvS3pekY+yPN26uN6RC5AMxCAxTnAFZ9P9LUjyAywgMMYyKHYurqF81b0a5fF+6qfrDO9yLsuiIpzwLABTFHqi3ivFdmB/qmFf6/AFFPaa3BXxAPC4DS1wfxg/DfCcENlAAazBLs8RJZwCAIKBDq1Iss78xQjc7bxNEOIxANKTDPfxCOjhDOlwGNgABzus8L9wDLSyDSSbEHmgKyZd8p3RGqGBDvrt5vZU7MMO5lEMSB9ZABtSAI5pBJdaACWg9GZiBCahADVgCMDjU4izHN5TAGfAIjhz8wQMAJBCQvg/Hudt6qrhbzAMeJkBBGYIhGZJhBvSAHJACMyCcErUIeGhA238FVmSFNXRK5NOIfMy7jQCA9dV9qzz//ADDacwbjYHhoK88pTS9BDn4gzHcAI/MAWuoBg5E/usnhTXIh1UQAY2URmfgwA2QxQzcwAI1/HBQ/aA/e9WTjMUgCuzAQ4dEF7ssAKj/RC2gIi8w/uozRWjEfmnQO2t4RlPo/lY4hSCEho3MAQ/6r3D8Mt43BG4DufGnAvK/jsAVW1T/uYRT/C5UrlHEO+uXBgwAxBwcMHCUwGHNoIQHguYIknCDiTWBNx4+gAFDAg5i/vp19EiLVy1/I0mWNHnSpK0YKFm2dPkSZkyZM1vyW+nyFq9+/Dz29HjLmpkMJkxkEFDnKBmiS5eiCmDB505at5Dt4iWMlzQN+3zhkIDx/4ZXNjjmMLkx52xGOw8KcisBIyxZHDfgWsQ4BxxHnyBF0mz5a59fwYMJF45J69fLnDuj+rQQABXRDIFU8DmhYihToiROMKP18RYtq8Kw7ru1j5e/bBQx4hCU9iAOCmEfUJgDo6wEgQsZPnx98aKGPZ/3hjRcktet48uZN3/5S3nLxTwbd/zw7AQJySdO9KjDY2jmpSQEQKM1VfRVrLamIquFjByyaxrmfL1oFzh+/MD5A7cG/CFv9Cqur+NqScy5BBVk7hd+cNKJuuqui0K7ogQo4QQBLMFMAPCaCqAZWmxRjxf2QuuJH35quaWWhPp7EcYYAbyBghOj4ou5GHZZkP/HHv2KoUCUpqvOo8ciW4oM8FT4TgDMxquDiatKRI/IfkSqRQO67JORS/4UEqRGFhvDcTleaPERzTRZ2sWWBxkjEiihmMqAThWabFI8EjB5Zhcqq/SolmZuQUcQADDassv+JJCgkBs0wMMfWmqpjkzDQFIT00xVcjPCMRNRIAMS6BS1KBMsMYEMS3ooKgNOFLCAuD99quXMb4LRAICBFkUUxl3ZctQbbPzp9EbjjtvlpkyV7bGWZIWEsEqRskEiAyRUIAMJElRwIgMn5CAhWxWesESDYWKVdVblbDknDdsEOmM/4ArBgaw5KAjGGAcl/bPSwsxcFuAFEeP0z1uEIQb/Gwqy+YaCdPAIJuF3GHY4GH7OQ5ffkWx5xxdigpkjjTTmGDnkOYIhBhhjkcG438EuDRhm56CTDtpolUPGn2Ys8MeCZvzBWeeffUbmXIyrnGqkW7BJ58BA9tjHFn6uSXplo/tpWbBddoyZ6+N+OZOlIa0em2xZ+SHaH2E0ECbSqsu+2lh/we6absFiCCzsmt/em+9+bomBgsB3+aBvrGniJ7W6FadJa5rf7CjFyCWfnHLK+0ZXxKymLDzuwWJoc/HQYdrHWZPEpnUZC5BZ5gNkmmn9dWRuoeqDZpCp/fZlkLEg9UkvJ5JWkM7zfW/DZ0pO9ORrQvDZnWj1ZxcKUlnk/wQFAggEnOt1CEAAAQLQIZAAIghfgQMWUYCCHff93SOiZ/fnb+VCo4VYo42PyRbmld+fpFv0Nx1CIhLGIrylrW+p4IAq0JYCVaBAOTjQgU4gwztG4Da+Ic0f6hiRMNhhDHyRBjBgu0X9jtY5v5iQf/v7Wt524g8m1IBOkglPqEZVQxrOUIY1sMYy+MaPZfijFsLwRTBCVsQ0tCENjQgZBdIQDHP86xYsQ6FMXpZCKwKJhSlCBmQ000UvflFU73mbg27BjmAErhHrMMArQkAIN76RECGogAG80IjAzSM1POTXFGPyC9BZMYVsyiItiqCACn0RkV/kwS8IN7YVdeMeFP9ogw0qQIgXxPEVmdTkJtloSUIYoBEaoEBq1jcmPioGeYBM4aaa5yBinEA8iZSlZJBAjQFhTCS20IAGHvGCF4TgD5wU5jBDcEkviPJMxCPQYJClSivy43/9gxA/hrGIQy5lKKIKValkKSpqWk0kvCiBFy75h2AOE52cDOYl0wCJwCjzI6d0SSqduT//DRIaerimCUigFFQhaZYksMQuoIJLf/zCDhV4QTDbmElCmFOT9gjBKzBpD3to0pz2MOcf2uGFEqzIlEGSSf7qacUVnmQ6/nhlLItSBxX0oAR1OMZRWNrFHtTAF7esjuzOEw5eviCTf6hABUIgR3q0sagVYGP/Bf4QAnoQdaJOXaMm22FHnXbkfi35V0n5d7dWImMB1tRMBuoQiB5MogU94E5NNUMCPYjxaKQTCTDS0A5NEsILdiAEPVqwRmpUoB0aaEQ7DmGDbUCCAkBtqjQocNG7tiE5xRIpTEjKVf7ZYmsA3AlYxTqnKJzAEnU4ARkyxFam9NMWBYUTLYIRDGBowACEuOsjQEGPdRDhFfRoVwg00IYXlEADL5iEF+hoAEqmwbGv+MMLqpFTyZ5wbpZN3ghKlzQIqZRaY1VBhgQQiECcwEOJvOlGKBWaXfyCGBo4I1HvCoQSJBG2dGRDBYhLiGq0oQ1sMAAQvECPRlQAuZt8gQ3I/7vMmVRWusq7J0oDmM99ZoC0ddhQC07ATdOiVrVYDc0GhWEVCtDCF+Q8JyFsEEoKNAIIgi1BNEJm3zSwwQbEpUA1KECPNiT3FS9ohDmumlWTNIOeCU7eVksynbN1dk51IAKEQQFLARAFtDV16wKqhh4OT+k0O1KbYl9hj0cAwQAGWIdtkxiCdbThD2AOMxAIEcp1vGIdE1XuRTXAnufKJAbVFfLiAMPgFq60i2RtAZ0mEQiygha8Nc0ATuFHjiv36UTB64c/mGjXYFoU0yGwqGzt8VBMW5SibqToOYsJiZzCE26TZQkthBGdPSevcZrlhwWKYIl9EoUM/lSKJZqkAv8eOKmtlrDFMEgE6aL9hBaQSMMLcJxOZ2/SjaL8WUhlUqJX728f0RzSB7jY1lGxakO/9rWUM6A5Y/9pRbTYpUI1+ux0mtOSj2BDMCKF6lTHBDXXtqe2r+sLKpi2i0rJ9RerRe/QkLAxK/KHOTSQBgP4Us7ujuglH9GGtdWbUvIcSTOEEV19h+6k0tzJLQoAqlmeXFSLjKIjcTYOYrSBAjaI7SUJIdFzslHTlvzlI+5LgXOQ46oGdskvMvtx0X1O1rVYhjgUoU1tskoyUWeV02MYBkwsw97oep46PBi4NNiAGo8wgFLJboBHeMEG7aIAMVr9s6zHU9UlCaLR98dKkfP/5BZAgKUTkOAHFdRAWzVAhRxqIAfCywEVNVCg4sGlwBMwYeV8w1kGeXGPIba2iUTMPDF8YYwVjlCKcU9ax+muPGjKeicfGEE6doCHBuzgHA0QR+zzAI481D4PDQCHOBpwjh00AA87SMcCPvB2svHjA/3rxzj2AbV9qMPV9BtbVq1d+uQ1Y2Z334nFXKe7D3g/dd+3AO8+QP7VtW4ZtpM++6JisbwnBhnIQHjoW2IV66swSGJj//7htAsNEONiOCfuRoBt7k95Ym0kQOJx+I8BP4IfbkUDpAH0LogX8MYkaEEaPM4AFWcE9MdgGhAEe4IWss0YhCEGUqRvPkAYHMR0/1ZwAxUscUiiw9YvBPmvFhwEMCKvePbBGFBCGP7oBUWnQUrCFoBhGY6tBtkHJPqkbxzkHqLpB4NwfwSpJIQBGPhhdrJQC7eQC7vQC78QDMNQOQBjGcQwDGnBGHrQJDpMCrEtmngBGLCCF+aQDuvQDu8QD/NQD/dwD4HBGPgQEK2wAPuHDdsQBoVEaxJREReRERvRER8REiORTf4QsyQREj2O1YDQEIVQ9CyLPRSkFqTBAjcR1oru1bDIOXaB9Ehxf07v41BxOXIiyFgxebLv2mDRMPbBBGnxijRRyHBxMHLCBXkxhUjnFTsRJmJgF4nRinLiGAnDFrBCA5lReX4BGf+dCRhjwio0jhoXx+72LBtbghZiYA6vsRsXxxlv8RpvYUR4IeTO0ZmsUR2lI3/m0BfhUZW+0TlugRiYyIiWiAJG8Vg8jkXI0R1twdXwkavSUUEogBUIgABAIRlY4SEhMhkmgQUNQ2d4wR6aQWdqoRb2QWvMUSFNiiRn4hYmgQgmQSVLgAI0YCVZkgBicCZqIRqkARiIwRt2chQOYBReUr2kYQRKUt8QrDlooQViMhmAwR/2ARRYchJAgSZfghmAYR5GIQfEAAUcwAEMwStTACxTwAFQQAxyIAfYLiGJsqRyIi2PAymJAC6TIadi4ClZUipjAh/SYBTEwAG0QAiEwA3/3AADBpMwB9MN/tINUgAFfpIYhkEtLcuPEgQpCcAXbOG9Dqouo3IqT+IPKOAAHOAwBbMwR5M0B/MvDWEUNCCnHrOeXPEoW4AA2uSM/CEGIJIA4HIzSwIIIsEIALM0fxM4QUALDkAD2oE1nYnIlmMyEyNw/IEXJoEYiAE2c3MkgKELDhM4szM4UaA4jxOQ9NFSYJM5KcAfjAESRqIEkoE6o6ELfBMDwFI0tVM+QQAFyNMwGkANtEEb1IALvFNB2PI1CWA8y7MERsIOZlJIKCAFBFMIxEADRiECAhMDRNMQMEAMFnQwDUEw3aBCJ9RDTfMABlEwBiEBStREG8A/EwTp/5iDFiaBAAIjZJyzQP0hPXMzGnJACExzFDTBECIBAyJgFMByRzHgALpADBITQjEgBzTgSDXhADRBNN3ACDYCJa6hP1uCC0q0DHzAB8ogAbRhalKURalTMFKSANgOEiBBGNLADkijBdQTJfBBDHIUAxo0EjQgBTShC0YhSEsASkfBAQ5ALIkzBQ4ANSPgQbugMGVAQE5iELTBB1zCBxKgDGhgECxVGxJgEMS0OSKTORxyIi0yGQiAIpOhBaZRGOZURyPgM1MgEsRAE360C1JgHjBgHljVQVNgFAwhByLASGPVMB2ASkniGtSgRPUTWZMVWRPAB2gAC7CABow1UjlVOf/JVDB84V5OJvM0L+7a4QC0wDAjwBBo1Q3EYFdp9ULFNQJSoCzFwBC6QAMiQAiAFEMNAQTEAAhOgga8VA0sdRD+FWAvlV+dVQr2NQGwgFqZo/oUJF9kghoOAAQwoEMJk0MztDQNQQjY1UMrVmKFQAY0YGdQAgtQtCUaoER94F+NNQGuNGEtxVoJIwYgYVhfohkoQFXlE2cJUwh6VM9mQmXLIFMPtmUZ5B4L4xZoTAOiiSVq9lvpNGeB8zBRIBKiYTkm9VgRdmirNUFGiBf6hCaogUnrND6f1jSFIFApYCiZgwtogAbCNGuXI88U5AQFYwSCwSdBEzHl8zB3FgUOgAL/pOFtrSg5l6PPBmME1iEYsHIrDUELAhMwAzMwx5Us+ZQYXjZw66YWLJcmCrcw7AEfcnIe5iErxYB0RTd0vcEXgCAGfOZyVclTGUQgNXIYCLAa6IEeYoAZRiBkB0NzT6IyeaFjasEYAnIkGnYbmbJ1W3AaB+MTt7a5lsMWfAFLSqBNUuYWfCENIoUYWPAq2mQfWoAforcF+pEYztMYOqBNpNMy27J1+UFEBcMCRoAZdoEa8CF322EblPNWPuw4SoAIaAEo1W0SbkXtQMEORuJWetAW7NMXVtAOZDYG1Gsl+IE8iYF9W9f+ZoLYgMEXQjd0xcAnxcCDOc9+CaMZirAy/48jBkqA8/hRNXcJOlqAhVcTe1NjgdHTH85Il3bJDrLX/1TqgluXF3q2JIYBCBJ3L40gBSr0MMEVMMd1LK8yB3zhDwQDio5DbSqXB8/oZFogadf0j6Lje2kle3lBlCyYtYwhDX7BF1Y4iIW4aIGIGO7WL92TML2yMPc2MUGYAqi22ojYLyQlJfyHAlgQIVEiDWhSNEoCDYuX3pJXq+4RbMXAL8eWbAGzbynAOF9iDiH5/pZx4zzTL8kWOP9SDCKBGeapdz3Zsjo5Z2zWaSV2QicWODWUYwkTBBwgEuwBJXQRkFn5FDsOCEYhYkczTyf0ieuUTjc0MVNgZwsTYx2AAv9YNwGvIiOB+f74YTfBdTTn9QAy9kI5VBPEYDBT4D3dYBR8lDTtdRQKMHMLEZtfUBi+mTTdQBNGQQi6gDgtNBIOwF0PwA3mgV1LQEPr2QGCoR1NMZ4N0BhQIJYN857RGQTmYZw1AQQ+E58vVBMsmpYJMwUoIBwX+pNxlDS92Q0AekcjIAcC1RDwdFZZ1ZJNEwVWU6Tb0AIooKDzeJx/9EcNQQxKYEcb9EHfc1ZjWggOwI9rug2loT1Lc2wbdE439ENleTRBgAXsU6kNsRq++ZYvlmzpszuzehOJYVZBIKZJuU61IDU3Waw3UW2C9C/RGpl9+v/amhe3AQgoYC8XNG90f9Nx+fYnqyFt7ZoYeYEYcgArxcAIupJxtUALvtIIJncUiEEa2JqwqXEb7MEKfcEbPNizoxMY8CEGdvey1VJnqGkY2uGNS5u1W9u1Xxu2Y1u2Z5u2a9u2bxu3c1u3d5u3e9u3fxu4g1u4h5u4i9u4j7trAgIAIfkEBQQA/wAsZwCUAS8AHwAACP8A/wkcSLCgwYExDipcyLChw4cQB96aeOsfL1v/KEbcSLHjRIsYPXbcaFAkRVooLe66hdKkRo4dUcqsOPBXLYIsZ3p86LGlwFsjhAFZR8yXBgq+qAERxszCT50fF/akJZAZNQoaNHTxcOBAn39eu3rISsGGsGYZW74sOTFlO2oaInnog0KGliBN/uF1E0RvExlGWHjooiENs7QjcZ7816xRiS4sLgQJosWQ5csy/l22rMWNECVGPJTQYO+fWpoSWf6LZgeBAyFuNsuePVuLkAseWhBDHPVX2n/rJqEQUpm28eOG/sl4o4H3QGEVgbi6oBmzFi0ykFu2i32zDL4I2pj/fuk7WgkZQbJf1oICxXU32DvHtsvdAQo36i3/u/uGmumfFdFyiAdCzPZPF138Y8QBDvyTghijWOaAIQ5o8Q8gFcr2jxtGRCLQPhlN1AwFRhS3GVj7ERHJG1ocgAgCHhwYRBdi/AOKe7TN6J8wMVA0ggb5nXiAgwj8E4kRo4ghBAKh/eOBGA4cIESQlwnhQRr8ADiRBiUamOBy/yCAwigxIgAmImIYwaJxTXRx2E6NEGhgjTKMosUodRIhJlhvvOGADIjgqCEKkTSjEUX8tGCEct5dZ0h8YB0A36MpmEjld00ggs94FbW1GhGLJodcCupRSdtnb1TDaaeeRjNJH0EUp2icXYaYWpsQRriiKjlrLTYCG2+wkJeJ2hkohAMItGCAabRElZpq/wABSSR9ONAEbMTS1pleMrDQRQnVBNiss8+m9I8wFCDoAQt1gaFFE/DCqwUYgLFwwGAarOMUS4mx1RZVpglDDFZadWVwV4QdVQ0QIwh0GmoKTdXsT/bQI4w0QGS8VDTMAMzsuGs1JJJMILNFskkkuZQTyVCJRJK/Kqv8Mk8xvxwQACH5BAUEAP8ALGUAkwE1ACEAAAj/AP8JHEiwoEGDvA4qXMiwocOHEB3emjhR4K9a/yhWjMhRoMaNCz+C7GhQo0BaKFPSuiUsxi2VKAdSJElw5r+U/PjV2rlvHy1jvPjt21krp0qPIx/OxFmrZ1GVFqT9sqCy6dCntJDeglgRpc6htCzYE2YjjYazGlqU0ABJA4VGQGKgbIo1Y9KSW73WsvXPQrQ0bEogQOChj2EWKFCwMPxvcIkSbYDw+9eTX8y7MifO5UuL2CFECPoYuRAkyL/Sp5ucPh1EiYM+HhC0aMOMcq3LWwkK83iT1s5bXlq86SNDyD/VF5IrX64cjJYgQpSweDOpzeR9lu0WFLYrI619/2od/wLEwjQY5ujTNw8CwsgbIruxZ80t81/CycyIvEGuvn9z5uz1QQAQlKG0UTMDCWNMWJN4AIIWzDXRhH/LgTEheu0RgM8tt5UkkDC8sIEABBA29w8Lx5WmGmvnTXicDGJcyBwILBAxTC1bTVbfSvgQcYGMyYHxzxsHBIGCBwLJANsFQjaJwh0o/JMeBAhU8w9fBeX1jw0eBJFeEAig4AABCLgiRCSAvIGAFvv908eYKKYnBAt2/GNMRjXd5A8FDn4ZZpRDOtAFCyC8gQICph1wAaLqGdkCM/PRp2U1jKIXxBuI/QOBKw4gKYMrhrhywRseXCBqicwJ0YcG/1gGUl782P+DiANeVhjEASgY4YEQpXpAAKYgCOQKCm644kET59n6BjGtrlTTS7X404YrJKLX5Hn/gEDYcz864ByE/6CqHAgetGJBh/TZNZcFdrwhRK3KaQGGcxfIK8NxQcp73rzMgQEBC6DE0CyeedKS0zB2uCLDg/6FS2GQpyEASjS3+KTdszcVZUEboHgABghAPsycFqex4Iod9lRsYLqZzbXPLdF85gEKTbxLcrLpzQsGdEGs0QciLdhwi1C4KaSZwdixBIlwHrDgbRM8l1bau62tgSICj9nQzne3RcpQV74NdcsI1LQByWOReKC2YbCpHQkCkaxlg0u2WbYSZlnmZbBVlvFIs4s01KTRBlpntUGBDUBEU4sFlA1l98VKgW3wV47DpBLllccEeUQ2Xa4TUaATZVRKWtGUGUiWp066XXib/lFDr5vOuUgiyR4QACH5BAUEAP8ALGYAkwE0ACAAAAj/AP8JHEiwoEGBwQ4qXMiwocOHECMOvLWQosSLBmnRwsjx4EaC/Pj9+2WLVkiCHztORClQZK1/+/b9o/WLQJpbtmLuq1VLpMqCH/nV2mcr5z+R/PwJ61DC38uTRWUOTOmPI1GZ/GIASdMGUol/LVgR+VeCjQYK1Hi9/Jez50yrAmlJa3PIIAsUF4z8Y0HwzT8NXvZttLU2os9/I9K08PvPgRKDTYIUbLKGr0BI0QTuO9yQn0xajcb+AwNCIJjTqFOn1iIQQhAjCIiwscd2Ia+4/Gz9Y9bqH4qBqoMLRz1wzT9QQGo3fBkNFALJw6OvVt0EAl8bbDn/q0pRmD9+BPpA/1CS+p/k0dJPKwkiHIKMf9RgJhUYA9g/ir4OgfIAQvW/JgIFIYQQ/1zQxIBagMFeZHux598/RoDCDC1V+UIAEbdtRAsRuASR4GpBACKQZQSapoURrF3wDy4sNBGcQB40sk0wyTD1ES0vxQdBcKz5hQIrAoGAwEBNAKKEBx4QKVwQfSTDSgeQpDQTP7do0IcQPP7jFwuMvfcbIkYg0kQfHoDxD5bC/eNKBxQIVNVUIrW5o2qsuYICC66U9h5BIv6DgJnR7QXJWwaJFI0rBtL5jwdG/FYaawexUCJ05UGAQBoEWTTQPrew4Rd5dJqZ4D8QEKSgQC4C+iILRAzFj5QDidc0DBEIQADgg6hp4YCKp/3HGhhafEgcCCgQIMw/ha2k2T/2TDIaesP9d2t6A3lAgDTZwQqnTMOwIWJ10KYn3GO+/TNJZrZop5BUQPTWWBClPRsopAKp+MYkaQymbqYE1aIbLUB8VVxkJRZUahMXoNDHQGmMwNZmEW3k2b9F2OCVnwMtzNfC/3QhUAtspCEMP8gY9RNbhCEbzTrVtKHBP14NqoEGaVAjzGa5mcwvRi4R1VZLQvXkk0y67eSTthilFDRMOjUtE0+HSanpyUgvVPXJU1+UdUMBAQAh+QQFBAD/ACxmAJIBOwASAAAIqwD/CRxIsKBBgfsoADnIsKHDhw5rlSjRyhjEixgz0vLVoYWtjCBDGvRHq0MwkShF+tvVgULKlxj9/eqgwR/Mmw1v8aJpE6dPgs14/YP0s6jRg74EWjjq01+MYMR2McVZEtg/Wvz+9ZwqsgORgWmIaa3FNeMtVskI7mzx71bZizMJGLTVIRktt28bauhg56C/WwQ6/OuT9yCrDlYZ+vPXqjBDSFsZNhMoxHHGgAAh+QQFBAD/ACxjAIMBPgAdAAAI/wD/CRxIsKDBf8E0UFjIkIIGDbYOSpxIsSJBDR1YsUrWoWMyjR1AWRxJciItUARAoWyhoURKlayElZxJk8jLDr7+2UqmElQymkBJ2iRAoAOxf7x4qvwZtOlEIsmIxWhBAalSn06zGiTCSqDDf78+siLAVKtZrrz+PfwnDFSwNFDNykWrVsM/YHYEtugg9yyrtGuBtRA4qWvfrKBYRVyoVy/fw01PJgtmzI4dYxQmGTNGpINMyEExdtRIumMHIvxANyWmkEKwEg0p7FMtl8Bn2n0xJruFW64t01V7a+UH7F+JXcLN8k7OvLnziZo0PW96K82kGNOB8sqINHvJ7R358R866n1kiQ7JjNHqMLi8xaOpf5dwPzNGB0j0S2LPXzEgACH5BAUEAP8ALGEAgwElABsAAAjXAP8JHEiwoMGBGkpAWsgQUokSuw5KnGjnX4eLAy92+Meq1sSPBFl1YCWSSIkWI0l2MAYSJL9kKf8F+7crpUiWLT/CxEhBoM0OwnLq7JDml0mfJEUGFSpRZERILf7x0nhxKVODMIPaqWiMlQYNWa8eDLv1HzEiAgn8syp2INmKxEClBdqWID+RAh/+M4b2n1qcdQWK1ACMCBFgJQj48pVsb+CBJTJSHdjx8UAKJb5qaKEZkgZblkOLHk26tOnTqEkLi5GaYIwOvFpD7nBLdtrGtv3ZHuixdUAAIfkEBQQA/wAsXwCDAScAGAAACMUA/wkcSLCgQYN2EipU+O/XwYcQBU6K+K/DPooYBXaouJFACyIcNwLLiHFjh41pBp7cSJIiP5YCNfwTFvKfsZYQX/6jwAuUnZk1b+I8qDPGPzsTDQodWlDnzRYt/gHbCGnjUqYDnf6D+i8YAYHJbGJtanVr1GBh/7ESO5bgxl1Hf/77+i9tW7cCfREg4MsOK2LERN4dGDUizMEDS5T4N0mx4n9wET/kJbmy5ctDf9nC/LAWK8qcDU46HFrl4tIEQaMmKHN1QAAh+QQFBAD/ACxeAJEBAwAHAAAIFwD3/fu3a2CLNP8odLj1jxURgh0GlggIACH5BAUEAP8ALFwAjwEEAAYAAAgYAGP4G8irxUBaHSgMTNNhoL8OGgYC6xAQACH5BAUEAP8ALFsAjAEDAAYAAAgUAG35+0fBF8EO//51oPAvDcKBAQEAIfkEBQQA/wAsWgCJAT4AKwAACP8AR/wbSLCgwYMIEypceDDYPoYQI0pcSADUxIsYIfLqQCujx48EWZUASRKjr5IoU6pcybKly5cwY8qc6RISTYz+/B0kVjCnzps9Ed6KmHPmz4G3khLsGOMfhX+0Ov5LOpTg0ZVFkQ6NGpWf16tevXKdWvVfVpQ/lXblV4sfLar+djkle4sW27ZRyQ68WnLr3X/NaP0BUi2NhjYlOjjVQKERtWi1tt1i6/ZtVb4T00Jla9aeFw2RSkRC4MFDnz5GWJz2gOCfaA1p6Pm7hXfq3oxpo9Yyiw/SSA8o1igxGMRgEzpG+iBAdMiGBX94L3us+zWaHVceHBQneEFhdzBN/gX/kdHnzSQbOmu9vY3RLuA2/zwMV3KhO0b7QVi4sjMC+nqP/vBzyyGAXADBP/ZhBAZ3FwQRBAKgxODfUJhRxI8/h7wRRBMJ/hNeRN1xWJB9fYBiD1RSETWQRRkGQR9CTTg4kBIOgnGBiE044GGHA0HggR2zYVQVGx2sEUSHYEDwRhf/oDCQGwWB4cCCSvRBgBHDGQRGEG80JeRbzEQiYpT/INCHA7gMJESUbzRhppMKCdFaRnX5Qw0CR2pZZh9w/uOABywc+I+GHhwgw0A8FsQKMdJBVNc/wvyTZZRK8vnGgQ4wqeOh/2CnY0IGetCIXhUi1NEtLbCQJ0ELHsCCjsUt/1iQB4gAgoIWgPTxIXdKKIFINFBRCJFOda4DSBNjIiqrjWCsORCHH8p6UHdKshHgf8NO1ZE/bRy7HaIj/rMgp90pseAFYNjIXRM+TtJOsGapqK1Z3RoBQbIH9QoRtWC4MslubgmrInVmeQHKG9oVlyhDIUIAhgeAQDKUemVlZhsttfgzgk0IsNCghxCBMdyGRtBqhzA6BcyeRJph3FkaJYzEp3AxErfhBal58EYLkKBMW1SNTlcXxgJaIEwjGvwzWmulNV1mayUwBsQw/hB96sq4IYUiZUnxEwMQ1DRCwdhjp2EDELyMkBTG6l2NNYAEbdVVLbVRZTd1dIt1atBoxSRdFVd2hSW43lIptVepJJ1FV8UG3R2UUYgvpDhQh/vUk+UZBQQAIfkEBQQA/wAsWQCGAT4ALgAACP8A9/0bSLCgwYMIEypceBCYP4YQI0pcyIrCxIsYIULqkLGjR4K0OvD6SBIjqJIoU6pcybKly5cwY8qcSbOmzZs4V5bIKdGfT4M+H/IkGLToQ1tEjf6sqfTfrae3/iEdCDVqU5hFnVaFKvWfxa1c/wVtWRTs07H8/gUT69Os1aUlx4INasGeASDS0vybJA1vjGFlq7IV6jHoVrHtgKTRUCISgsceInt4HCmSBgrU7D30V3Vsx5+C/QFhjMADCyNrlDRZPXB1kwsOWEz+V6JRu4dc4V5s+1QstRZvPDhoEkTJQBnIkyf/d4EgnT5vELWxoPVtR6j+RrRyxYL4P+Xgwyv//9fkn4M3RNZx7q174i1/0Qh4CNJEvP37MsD8MwIozfr3hGEUnxFBgKeEEvgpBwaC4DWhRH+4RbXbQL60wEKBCqLAwoIOrgHGahfkl99+xxkIBiDCiLWbUBYhAEF4QSDwBokoNLHGQBdcYERz/yDwj4cw9gEJZysCqEEf9TUYGRjJzKiFBwQ5gMg/b6AApREMKncBGIi0MpAGPa3njwYogBFeE5E54AoE/6DwTx9BvMHCQAiwYOWL4V3QBCDJqBimVUcmqVyMCKzhShBtTobCGw6YB4iG/ygRIng/IrBZewnx5g81M4anRB99yBDpdwUh6oorDqiJQpbJBeHBkE5h8JqpVv60MF94x5HqKnkIKnFjcxesAeMaoPxBa4AL8fbPCKD08Y+ZyeUoQ4g53ghtjpNKO+gaBKjH3kSgRTXCJ2+Ageh9YEyaIHF9dBuhrArxFlUzbADiAR2RJmjfP/Sx4Eorf7wLb7z/iRVNCW/Uqeeo6mrZXHlKGOHBGy3YECGAyEZkWG7M6AXZaWtsuSAYJNNhBAt9yGjZI0JhNzBDcrnszx/UUKBBF449prOPlVFQjTDNXHzWyxrLK7M/zdgTgzDC4MN0NMzctnFoRIdp9FZKTQ3WYGQF5tbX7HmGlVFUuZVUVjZlrTbaQx3EdkcBAQAh+QQFBAD/ACxXAIIBXwAwAAAI/wD/CRxIsKDBgwgTKlw48JZDgSP+OXzIcKCtihgzaiQ4cSJBfgb3VaS1saRJgx4LWhgxDEg0fsNG2LP37+K+WwuTATvJMyPFf83+APEVLMeoowc0HDgQqQQFX/QsNPxJEBSBnlgTUmwmrBqFA6MGpvinRYshQzJkDFxKgVpEiTgL8upAMqtdgQ+b+VLK4p+bgWXPGjJbFsPff4b+JaUQA2/cgR003LUbV1okgULICt7MufNfLSwiUZBKVfJkrHHTIHDwD0Pn17AFC3HTpwQzuKfvxqXgYfZgs7CBxxasRYiDFkUk5qb8j5oHzYkFDif+WrjxSCQfL+c5oosW125Gdf/pIkZzYMSjWJ9NYVZgWbOuz4IYRUz59p7A+iA25KaLAwcluCHGAf84cEAEWnRRQg4FHiCGFqNEwiAKXUQQnxYOjNLMfTzh5ItfZ7lxQAmXoVDCUse19lwXAnURiQNdpOBgJCMOdhaEb3FYkofS8UdeJCmg0MI/KGghRgkGGjIKhTm8eICMYkQySgTEyTCKVDqe1JgbZ/3DoCZhMdhgWOWJwdpR/0QSiRgCHuCAa/8IwUIa9mVZEgX6JUbYbykM1mdg76XwVw4pYPBdn4m5oUUkt2lnZ0U4DVMCCvtxBpxwmwmnaZduvAFEnY/69E8tJfTx13TBcYZBgSVQg1eoA0H/AilOt1AQCQqfoQrbX2qVIMyrsG5EUTQadNGHWn5hWt2qZAmkATEbUhWsRsN6dYB+Ah1mkBYyGKHYARQAgaWj9/ljrrkFnYuuQik1Ew0181Bw1JQRzGtvMMTgk6O0uanrb7r+qotQSgI1U0sRw2gAijD44MMLPfZg6Ri5pwW8LrAEWXwxSgQLlMxBHVF8l8UDmdsOM+/+Y0c0fwyzjT8Z/8tuQSKF/KjM/owABAWSXfYPAkAjkOY/GjxFD8wCCZzRp8HKPEIjlyHgAQtGOEAHGEo00YQSF6xhBAvPpUlBNEgrPW1F5wpkDySuIMDCGlovpJYS/4BhxHMtAAGz2Wcn/5S2P20A4gHcYPCkRB+u2DHMP3z3fRDMt7TgyhpB/LMGT5dr7QEo0TC+seMFkdTMJEJ3LdAaF4Bx+UKoqz7Q5UGgQEBjaYN+kDFpvHH6QBd4m3rd/1xAN7Kto4CCEqufHgQLk4hs+0CANHFBQUp44EoTAynB2j9pcW8EGG8AIsP0BF3u6fMGIV3NG0EkLxAYfbzRBCCuiC+QK/eDITQCgDhQeEFgEFIJ/sEK9CUNZsTwAPYAGL8LsM9tA8HfP7CHAhb0IQjbK4gMcAGKDxnQc81BQPuoZz0HKuENLCBQXwTiLSNgC1mvO5xpPghCfiBiDa4bCBjANr3pseZjBHlDt+EAAbzy/cMVn/oc6NLWCCKa7nQX6JoUF1g3HApkfAe5nAdasDekGRBd/mDD9ZA3kO6ppXvcs1xakIVGy01vcxGp3RfBCAlAeCuHBUGdDNxnENjR4Q1EWJwcP/g3ahDhDSjQGvkwsromrMEDgNBAF71IQ88hrRlpQMQbPPC9jCCvD0Jjw20sWUmArcsfO4uaB/pAtTW40pUOcCEo0/SsxVmSkqU8oBy3EQNqBEMDGlDT0NTUhaLZQBjtKFvjclkymR2wGTEZAUsssDGSMdNvGsNmNq+JNo15c5ncxMg3wTmtgAAAIfkEBQQA/wAsVgCAAWcAHgAACP8A/+36R7CgwYMIEypcyJDhrYcQ//3a9w9ixIYKacXAyLGjx4QWQ976x8tWRZEjPxIkIEyly5cFRdKaSZPWrZK3aj4kSIvkx2REYArtGLImP34zd8YYcfIhv128hAnjtatnR2AdhmpdCJHm0ZHN2u0SJg3IujZpgEgrK41XjBi7+BEMibGDr61453alxW9kLWnBNHQZ3MWDYcNdECBqoSEYEGbb/vFNupPhpLx498pt9khDpEge+qBYA0ZLkyZBTmvRAsYBi39dImmoxnTyRcy4DXaV+49aCQQejKBuosWQ8YKG/hk3ZDpIEBksEJRowxTp7dyYd/9jdugNiyb/irv/NNREiAMPiIhJtlkZe96HfP/hI9LHeXKtWsy7gtRM8nX3QkEklzBEOKAcGP8giJAMCf7DYEMyoPYGG+u1B2CAOf0zwiRGOOggCxHKcMEFDxLEIInKefgPioZcQJAWQbzRiH8pXYhhTxp4AIIMYMiAQCTeBWHIgzIUGYkRWjhoYHgiIigDcwxqsUYJI1Bmo0rAxJTTMJE4kKQWDiAAggdvaOFBFzKggAAKF7iCiAdJGvbPAW9EooURkRzwoCFCeKAee1fCtFM0XYCRXI9vIIKImW+88Q8KoDgAxhtGIOAAnkFZ2kUfwLnSB3j/BNFHGjQG6hFFetFiD5rJgYkAC64I/9GFK6/N6UqlYHTBwhsHuPKPB+dxikAfXionxAHV+GfqS/D9o0EfQvDowAF9gtjFAY8adp4Mo8zpQSQXIOAKnGqy0KJySiAQjX/LLKsSfLcIg4gSWjB4qL0OjJgvGC5eYEhrpXmAwpdFEmTImJDQWKMU7mIEX09puHJaQSPaay+JLiLn4pMoOnlwH5PUUmrDHz38DwWuOCCEgirdh5xzHkzCjMIkl2wyNZN4AIYQ4r1kiHO7sjHMP9bVWDNR8MllDyQtBFdeE4Y2ZByMz3HawjoEFX20S9r9Q08bv3nAgqTOOQcqambLYEQfXZQACTUjIcWe0VsjndNkRAORhmeFeWdwAApGsMBCH30ccGYkXWhgwx9ZU2Zh3R5ZNNNXFdmDDzXVSDNJMsFQ4HkwxABBTzs8yT035BjuNXlSBLGCUNI6WYT6VkXR9E9LBG1UU+yyz/4eSgZl6bhIvgPYe0G1oPR48e4uD1NAACH5BAUEAP8ALFYAfgFnACEAAAj/APf9G0iwoMGDCBMqXMiwoUOGk4w9nEixIsFbGDP++yUwI0aLBJOBAkmy5D+PCHnZQqiRIrAOJmM6bPmPls2btG7923ULp82BOit2ACaz6MGPA2/y41er6b59/IT94ve0Kb+ct/jt+idsIhGjYIEmtcl0ny1b+5ravMWLJ62l4WzxEmZMmlR+QIOG3XtUJ9laZvfRqrVLGrE0bTRosMNGMQUKbYhJ+xXDFtmfJ/Xy3ev3bS20tPatawOpBAIE/zwM7NMntYc3rt5E0lAt2lu0V2ll3sy55mBbtW4J09ACgQcWRi4EWS6kufPlTdag8ICgxSEbtf4Bv7qbd9HOn/9F/zuEyAOKJkIGglnPvj17Lf8gBFnzelIjWv1scdfsnWTntBa0AQoCF8jn3oEIvgdCECy4MkkMt+inG3/9VeRXU8McAsgaEDRxQYIgJvhPEB4QII12+1UIkl9U0WKHK8uB0UQTWiSoBY0hugcCCsl0VcuEKlp04T9tuNLheg78o9wFWtQIhpP/vOfkk042yR4ILBAxQi1XURgkQz0NtsskDgQBBoOAdPGPESDIcMGMSv7ThQM4RnnjQDNesOR6ELzRRlZAfvlQT3g1goCZZx7wTyZveGDIaVqwMJAWgLjShRv/9KHmP7HJIMNpdK4XBAolDBaooGASSqQHIIjKAiD/vP8hxGmu9MECAf/AJ8Mb/zjQBSC7otAadW8g0KqMDpRgz4//LIPqTG/dkoYHEKwnhKKtgYAIrw64oVqSQSCAwkCwqjnsGygY4YaoRpSgFlLPLkRoVIg8eaakECDggAO8NkGQDAdooehACIDxDyAE8nuADE2AUaAHbPzzI7zxJuSXQIcY6x58QciQq8EySjlQuIo2EUSvSjgsxBqARLOUbs7+g0XFLNXEFDOg9FHtlOvN2DOCTSgBnxINy9jwBUIoQUAj/wh2Es1g1iRQNKB4cHKUOQJ9oBYQOEDAnxI+DbVCLK5UxCSuoGBg1iE2US0CoFRzS1qnjm2xzbb0Q0saRLzRwYLbQcDHds9CBOGAB64cQo92zFJsd82eWWZPGy00ysIazOH5D5wDFW6mEX28gQgb0tzyWW5iP052Z1StVAsQGpRQ3GosOHCBEbgL2wd1CJTARhox/MalbqmrLu9YgIFWSzTUpAHJ7yNFUsL0bLDRRiPSMHPbdj85bjzZBP1lFvf/ANEBK7XYwwzdZZ1lFWbef796UEoxFZxEA/ESIVpVcZkb8fGTX0Pg5ZOC+OIfS/kfZjLjJQFOhCYFCYZ2fEO8iwTQgf5pIAMhiMH+aJAkAQEAIfkEBQQA/wAsVQB7AVQACwAACFAAa/n7R7CgwYMIEypcyLChQ4MagD2cSLGixYSgkl3cyLGjQWEdbnkcSfJhB18lU6o0SITIypcwY8qcSbOmzZsHaeHc2aLEzp8FEXg42KJLQAAh+QQFBAD/ACxUAHgBXgAPAAAImwBr+ftHsKDBgwgTKlzIsKHDh/+I+YJIsaLFiw5LdMDIsaNHhrY67PtIsiRHVhRMqlzZsAUBljBjypxJs6bNmzhz6txZkJa/gf/87RLGs+avXbUK8rv185+wEkRaaOBVlCYFYwNv3eLHiwKRZKwITL1VlWYHAmn+sQHV4aydYDF+AqVVtuYbQASIaGgEhJmFujUhFIQAIggYhgEBACH5BAUEAP8ALFMAdQFlABAAAAiOAPfR+kewoMGDCBMqXMiwocOHCnn5gkixosWLGI11uIWxo8ePFjsAA0mypMl/oFqcXMmSIgVWLWPKnEmzps2bOHPq3MlT5r6eQBnugzSJwoigMn815FjQGJEOBIIxRdoyhq2BDGNAStaBCC+qMmvRmkRsKkJIBFgRoMAP7MxbzVhpcLjL3z9/dt3OBPUxIAAh+QQFBAD/ACxSAHIBagASAAAIggBr7ftHsKDBgwgTKlzIsKHDhw9pGYNIsaLFixgP3uogLKPHjyAvJisRsqTJkwQhEUDJsqXFji5jypxJs6bNmzhz6tzJs+c/Wj6DOuTVgoLQowj5tejQYiBSpLRKdCDA62nLffwuSk0GzKpLYDFE+vLn1WUyCmTLCs16Nq1aoWdNBgQAIfkEBQQA/wAsUgAZAXIAaAAACP8A/wkcSLCgwYMIEypcyPDfr4YQI0qcSLGixYsHb2ncyLGjx48gQ4ocSYsXrZEjLdISxrKly5cwY8qcSbMmy4E2a/LaJzBGQ1vEhO3aR7So0aNIkypdyrTpvl3/nCrlR+sXsX/GIPIjZusfv1pgw4odS7as2bNo0X79V+tr2rD9BPJ7KLAWMJ4MjfG6xfat37+A3wpc8PcfOWT/hElziOzkL2AMaRnrN7Yf5cCYM6MdjDYurVo+B9qi1bfWB2O1Fqb+DHbfB77/aO0Lu8+ChdlkecrWzBssZ7Kx+XUlCJWW27Af/kFVWEsY61q0fP0rMdDCQF9X8equfZUtXrYCefL/4/ev2YiB/HBrHgiWvHFbdBPz6mrcbOLhCZuz/neL+q8S1MWgAS//QEIdP6HxEpodFIDHCwW+0CINVMJ4RQEwzdgCDAU+FWbdP8to9MECHzTTzIcFQVffZsLgh5B+YcFGCwWQ9FOCBi38k4YG/Ek33VXNaJDGPwsIpMEkxmhAwQeT/EOBBnawRIBDFmwGIjJFFMCEM9gRE0wawXDzJAXcWLPPMgIhU1iLqjkXI49E8AdMnFgRw+M/wPCogS/LBBmMQLRA9s+fg2qwAJ0EIaMeWAsU+Y8FBTgTTCAGJfFPEpbqYBAxTEDTZz+EnXVfm8/1V6FAxsQJxC0alEBLoC3Q/2KHj9R9FgMRwtz4jwZT/kPEn/0QA0lpjJ73zzPcFFQKRDQIxIhAaTCB2D8j2Mcmc26CZV1WJRDDqh1/+kIEdbvmKMwtzTRI3S5pQJLjoI/eUo0dBN0i1giIPdMgRss2u+yuvlhgXqhijYrtc7WI909oQn0FFS/j/dMVWCP4FN9wwzro1QiL8mTBnzo0K9C/CTlCkMkE/XuKQAUQG5bB+WWbmlfb8XOLbFS92tYHtPQzAr6vfsYPz8jwIx0t1d48AnnVJkykQCL/c0IgJ6BcStQIoUyQDpRe+o8zLqd2bcwI93bWdmcVOcw/z/5r6UCOnMCQv1K/TS7UdYDdtG9jv/8os9lmL7DMvg0FQrJAOiShqdddG0TDIAtX+XLfB8EIOODHjkxQEoHoUIdBWiP+TyAi19H42wQxMmTBlBtk+eW9NQM2Qlj/IzLqBi0rd+1wB1Lk5C5W/jfsmTUz0eELIQ/308CTSnxvpCm07OnLkmw9RMEsw3rwrg//PGCC/0OFQp8X9HmzJ7xd9UKQx4AwzH6X/f1fC9AyDBuLKyv1QHJ7PVD5C3lc3qi1PefNLzP7uMV5+meQOqCsaidYFu4I0rgXjQV+MyPI6w4YmAQmByGUyh/olpeQlpUFfsKTHwf9Yqzj/UN5AynF4gI2MOCwiS+nSpH3VuiXBYwANls7BeT/bJcQkYUuTRuzj1f+sZj48ZA3jYre1woSQoFMcCBDEsinCHZCPIHHiU/sDWGkeBBCJeQW/ODiCaPXRLKF8XmNucUy0KScqJSnT8EpDC1CYwzyHOyNHFQUe46jx3+wgzgGBOT3yBibHkLHIKRpnQ5VqMjA+QYwjTmPNKTxkP1IUoM7rKTZfCaMfVzGLFRBEEF01rw/ivJ7+yilWRrjx4HsgxZquuAn2RPKV/ImlovKWQsFUhxQnXCXdemlL//Cj8bEhiG7oGVaUNg9Si7TLGM0nkD2II53GAMd2XhHNv6RDQIBakWCQSZblHlNRi3gQ7wARzDmQLiB3GAgwfCFMeLT/6h0cm+S7UzbAm5xDV4QCgANOQMOECoQuoxAjbr8Jyitec1bYqQg9xSHQPZmQ4nykqIU44cFhnEiZDRjbbcgqQVMurZmQPQvZ8rgRQWCg9GRZlEFdKVamEEgZ+TjG9RIzD/S4dM9BFUYkGlGLV56NofMFCGQ6ApO+ebRZIJUcFcxgUAs8Q8TCIAgXCXBV/8RocD8cA/0oggMGIKDEtTCAhClJkDT4qiGkEAgYfhHIq7aFrAwsiAPkIg1BjLYgVDAXh1NpH1mVxG/RIU0eJhITREyB4Ew4R+X/YcE/vGODyRWp6hMxEF60NWFnNI+dVXIHGqKA0EUliBpNexA2BBYmv9e5bNuVAs0FECQKIyOqwghA6DO0ph+hOYgbPiHIP5xT4Ekt7YHwQF0BVIIgnADsTnNragYKxBKUUqrCcnlWBoDGmEcUiASXe4/JnsQetGrsgTZbGYFctuIKrYsC0DGIggit2MoRLj/EG8qY5DDrgwnK5S9bHOZe4PAsnetCZnBDTSKWzCeBVICyABBMvwP4BoEFYFIxHiMc5CejaAfn+ELQxnyWoNAd7qjI1KFUzjNCmmYIJ/jwVhLS5DkLGeVhKTYB596EABogDRxVecG8TstsKqgBzsuiHCtcariBHks+8gQkQ1y5A9MVWxVXSdI/wGEhHyVByooCCpSsTBp+iX/gQaBcEUeAABBgIMvXwbzfYHzDIKYQKt3JQMPNEyGDNx1IIjJzNKcGmeKoCMd//CZqJTMzjNFVqs8IEian/APAP9DBZn2Cm9GED1wCGTFCHnAGQRyzzQAY2YcPWaYl1wWCQ3kHXngkakHkg9dR3oYaQwcYvgyzj8NiXD1BMc7bLGNZgTbn3vODYiGsYyV/mMYJaK2tVvaj2fDzo98qcU3bMGLNvzCFt+oBUGX8QFvO5bSIA3oWZoJRGefNjNynai8eVOVgbgPc/Det2b48eNdXBkz+f4obayDjLWN9FFru/Y/PoDSiA9DYBbPM/HwhRhkICPW+A44XgSECYGwmQK8//2HqTv3D3Sg4x+Lw0MgAjCQZfAD5JejigVu9ouTWOfga5q1m5ABFT0IBBXP+genlY6QNAvECQPRQ4Vgt4B+JAc28fnHPUQDomV8hqmydt4yfOTngYD37AIB7xnFqG6D1BNaBZGOOh7VzxoLnTXD2O+WTbCPYWiGMMbL4T+88I8KIOQV/3gEQf7UjVvU3Vp3f2sMPDxTElgiBpLr4M4RjJA/eP4fn1fIqTSecKumJg1I2PI/agAizOClQesgxEA8T/va2772BBmWzfJcejHXwmcI0eqf/8zjhZhgqR10qg0E8opX3P750Hf+QEpgi2Z8ufcw4gczDqJ2tUtEvG/54f90DDB7e4DeHs0PvUDs8Qd6hCAEoP9D85mP+HVEBa4zrmZqKJD6gmBaICcAD/uzEBpWX2kDHSNGEPJHD/QAeoX3B+aHeIZHD82HeP/gfPI3ewKxfNiVXU6kfUZ3EBkGCv8ADwDEEH2XFsJhR04iEJ8HBORyCAKxDg04W9WwKxrQDgNBfohHey8gVPkHUHGBEFNjdieoEHqQgmhBYgOheLT3DwZABBVQZgUBCcPCBmyggzdoA9EgEBTQgxloA8SgPfb1Ry0oggMRBV9FeQhxY2HTHiRmTgr4eQaQXDe4gcNSDevwg0oyg2nwB1kEhn9ACF5QDR1IVc6zMGwoEKFGBlH/xhCWEE1jQRVE52+n0h0YOHh3aAOK9w9sYHgU8AKNMB3VsHxt4AUaUAEaAIYDYYCt5EaOggoGYQItgAgdNiUmoAIa9l3ch3xtQRo/phxNhhUKGAIG0ESPYHguKBDwNxD2JxCERw09+AohYH4PEYT6piP9ZxAA0gMmQAQC4H1OdxBX8SoGIU2L1najmIHw934D0Yz/gH7/0I7rZ35/sIyv0A5t8CdJFnklEWoMkWlfNY4GwQNFkEHCEAOphF898w/L54Kf94ShJ5ET+YT/8AJtcGQyVoawmBBox4if9g8CQJAF4RMJSYlpwRNx0QaIFwIYCH0weY+vYH4VAAkUQAsW/4Bz2Ocm8AIRwgVgnmYQ1dAMuAQYrnEL3WF4hPCSMVl7IUAIL2AAQwIMaMJ7AXcaAHlR4MULnoUZi2YLwcAjXqCM8eiSFniB1GgPskcIFbB8GkAM48AWYLeTnzECH4AJnPCRCEFzaaeXilAeOMdC4QEMWdQIXrAOBlABiLeYFWAAzygQwTAZG2V3BvQP3bF0/7CNhyaLBCEHBeEEflADZQY4C8APzbAMsWQOV5EGQ8Ka0AImxAAMvOAoxgRtOjUMRfAPeAAOAZAN3hAAO/CbwbkIi+ANi5AH3rADAeAN/7CcePANzIB/VPcoIXIL/WALtrAL2jkUNmMikQZ2YUcc/v+gby9jcQIRccjAcAJhbR/ycBT3ht9TS84GdICBQhBDngIXGAuDHpeDQkRwJ6aXn4CxFg1iDPFmmwNhB8mgQY0koMxEbuxxOXwRPMLACkB0C8ZgC/TpoGJRdf9gTpfTD8hwD39FjANBIP7AoYXRZv3JDoI3EL1CEMBgDMkRNDZ6oziaozq6ozzao69yC/NxMz66o/whDL4ARAuBoaq3pArxEMKQdRVhDMCApA2xD7xwpViapVq6pVzapV76pWD6GPsEpmQaZkx6pmgKEVSapmzapgXRh24ap276C6zACnIop3i6pBrQAbGVp35KZMnQAZz3p4Q6U+NZqH5KFYi6qBURMZ4aMKiMGqkLMZ4d8HZLGhAAIfkEBQQA/wAsUAAWAXgAawAACP8A/wkcSLCgwYMIEypcyHDgr4YQIya8RbGixYsYM2rcyLGjwF8W/nUcKfHgyJMoU6qkxYuWSo8lL9KaSbOmzZs4c+rcyZMWP178evK8KLHizJdIk6Jk6VKpUZdFKUKNIayq1atYs2rdyrWrV2HGghn76pXXrX/8otL6t4+YL2DG4sqdS7eu3bt48+o1BndvXnb3iBnjZbah1Fu2KAhz+aGx48eQI0ueTLmyZQu0LFiWbOGWP3/8fhnTwOtf04WHg/Hyt2CE69ewY8ueTbu27dsj9rHF7XrfvhH9aNUSKM3svjS1mp5FeFiYL3/7FvieTr269evYs2vfPp0t99/Ba8X/+MdOYL9/I/z9A2aa4sRba4EJu9V7Qedb/KzT6pd9//f/AOq2XS1pjfCPMAXl9xtLvsDnHnMOAlNabgv8wwtcyPxjS3S6xWCLdNb94yGIHF5H4m8BYudddSOkNVxpBLlIHXAxmHPUciZFWJpvH/BCABGgELFLRc3QQoRAtnxggS3/DEfLJMQ0sw+TtDRzHjIG7nPLB02mdUuFKfpWIVsCLUBgkwIhGCMytWDHTwy+3PieSxJ6d8s9oCzjTzIU/FMCEcb8Q0Aw/3wQDDH/UPAQLaAQqhs3LWiwD2m0aPDPPURAQoswkxDBywfctbelBQtAU0QRz5zqWxH/7PJLaTHs/4MMPyde92acykFI54779EhACRSAEoMGoPzDyghQNuPPJC00Q4Ax8BERTDO2LANMCawAE6kwBOxCAAXJpEFMB8TEoOB1yGwJTQHOEBNMMIHEK28gAkGiwRzOPDPMMvh9dytNDxp0WJ08+lhCBxT4QwSULcQwCRACtSDQJPMZyZ4/MRwSrC+/tNBCML8kg6gvaRzS5IbV1XKLBQUQkwYFJ/yjQxJJnOKII1Lc7MgpPCehwz+BUJCGL898cEub2fUDJ8A4FjQwr7cAQ4A/GhDgJyiC+UNAC74IQywxrJhFy9a+GAP2P8lM3EEttiSjATH+QHKkdbWw5gvMVCThCA00DP9Uyt+A/00Q344kccIJFDgzjJTYKY3raTnu6h1LTe5jh7klYH1Ln0fuknkJtsz0DxFHLkDBkYFmrp4voJSwFgW0UGfLytxocEISDTTwj+AG9c33QH3vXso/DdBguAbOfEALytQ5zrSuUfOq23KIpTtTklK5RMsyU/Yqlcq0+DMTEdVoaNoHIyCzZHfNFGG7I8UnEYgjAv3+z+97/0O/DvTTbz8NpaDBKeqgAWggpjrOk1PkorciFP1DOg9sE3oW0Jro1CI3vhkBBaUzgguyTRi92UctQITBKf2jAC3AXfDq8DMdNIB/u+OfI+rQP0cgonD7o9/wTrC3Fx7iGQecTgL/IScwHTUwTKFCk3b+8YwWnKIgdaBBzATCQ4HoTX//8NlA6PePE+yQhgBsQBJKAI3YCXFpCiyi5JDIxuxYQANJOEgJ6tAAFtLrBDRoABcF4ohANCBmJ9ABvYinv76VogGMoMAtmodGIjrNiG2MJHX+YQ2EeHF3gajD/bp4Mxr+zBEn+CPQ6pCEUgQSjAIJ4Ameca4hBuyRa5SkJG9BDYMMTyA/o0EgfmZKHejyivWL4/6yGLNb7q5vyTvj415JkKcdUZZhalpCAti3vfWtePUTiO4OGbzg+a1v1jDjPlwpzYE4E5qR7If7pODNg3CRf6UoJQDlWbi/3QwhAtQABZX5/7wFEgydbbwFN6ZoS1PucSAEpdcMdTC8QBhzcP9wxiL5mUZYMhCgbazFB2DWTr8N0pjDayEP5VdFfP5jDqBi5DJNIw01XhSjSESLBShQhyd6U3CBKOUWqUjKGWYSlB0VSB24wSUELo0fyzEGkyz6T5iGCS3NYAIkTnAKb9LgZ/SKo1b1d7urBjKVwIsjJZfxTMcFRUSB8qf0nIrEZiygdoHMX+6CWj8A2k93/zgFIwTiDJE0Dk7wURP0mspWJNZiGcNgwstOkNNTSKEhO9MBFQQSDGt0plaMVCowHjKnlxa2jQu4hZSs4a4+CUReOkitvAhCKGssoBkWKCF2lkcBYP8wiZnmhORnZZmcLS2gCAWwhjOo4QtiUMAXvnDGPaxRgCIMQyS0wKx1+IEMXgAhGNrDrUDOuVuAdhAZtOASW4JRISXRgk0AOk+aeGEMnziymbrtrlPZNhARpigtMWhpoXaxzHJuN77yxWhaYvSf9PXjFy0FyqwaqV2RADjA3jWQbLVzHt0MpMLjZLB/HRxLCGMUgg/UznCG849AmetcGe7vYNfqYWiOgEm2mLBvziMeYbCjPEzij1FVrNZntjiSL9ZQCQmEjH38QrBowdJfeexSwv4YiR1Mi3gFwiV+7MIgNN4OOVfs4ydvx0AUqcU3xPEOvvwDD8bAw1uEceUM8QP/adzZco+9DKC11OIdiOrTHAYCgD4L5AZzcEs2Zkef78i5ySym83VE8o4/C6QQAplBQSQgARhAeg43SBQe+OFWLWuYy4rGzm2zQRAJ/AMGDUG1BB6Ag39oABzhZZ51Ds3URF/nvGXSTIVIdYvnfmDXbZydLdoQ6ZIYRAKFuIEGxKGeJfcT0V2mTi0K8I88EOMb72CPL97xDWLkQRy+WI8xLLC+AM3O2AyBgQTOYAc8NMPHtIZvh1X0RhVYwgxkUEENSFADFZDBDJbQ9z+Q8AQFUMMCKeJSCdCdajsYg1qz/vSctbOAXZCBBAPJwD/I8A8TCIQEHuf4P5yACPR+uU0G//pHqwnyAIEwQSEtJwgTWr7qSv7jASXYRZF3/OxaR9s3y9AAEgIgEVTs4OfTsYUtBnwQQQhk5SuPOQxajgNTq1wQLW/5HKwOgGBMVKU9l7dnsTMMXljC4yA/Acc9jhA54AE9Wt5HuJ9OkBvYfOVP13olW71nVAuiBDDAwQ1KUPVTP4ACH+J5RcXuZOuU/ewCMUEdYkYGthckAypAD5xnjZ5/lE+OA9mzQAQxB1Sf2uqnngMAJHCDl59066eGQRoeovj35nbe11kGBZBAkMlPPgMYP0gDpDucMbXUGMRGFEFQunxAZ5rqVFe54GEgCEjDYA6wtzQFRlj7BnM3O7kxQf/wJW+CDNSh8geRQyD26ZsRC6Q8AlmLQm6Aaryn/h9MgPqeM53pPQui8BIAAIHwdRRle/+Fe9bxAb6QeZFXB5bAcRngcZYnEHLwQGbSJFQBf7tAXdKxAPlhEA/geiwnEA8QcwZhcwZRCKCDYjMmcdC2HbcQDE/Qe5qUeTzAcSJHEBagNDYmEBtoctWxPAzXEIVgB+JAgAXofQ9mHR1kAjn4DzzAAxkQM5kHef+AeUxEEFmWHbOTDpAwhAgRgCXAC2R1HfF2e2OXe7t3EGxXhRN4dGiyedphC5gxSGCIaoHnaulwFs62eGjYeNVhAcZgCQbhcYRoAlZIgUenYymiXqb/dQYRYXowcAYAcAMUkA3wIWvdt2HfR28CEAYchwoq4AQjJwck4AQkIAek+A9ykHmx1UYisQfGRRCQNhCoZ2lngAMAkCjBcIQpRWEu6HPbsQD9kAZ4kAd1kAfgIBCv9g2QkAdvlyjoIB1yiERIRQu/gAd5RgHYF3pzQAEUEAzVAA5AYRr/cYYHmIaL9g+k4la6xo6v5WsLoCTEiFH9YDRN8g2/IBoakA37uAe9xYcBgo4cpo6h9h1RNhAwwn1sRJCdeJABwnQCwYJh4pBLCJHfQWIDUY2NGIyMJz1J8kAhsQDIsAwVglgLsAzI8Fqx1QzoYzQplyW71Q/n0Q8c2ZFM/yaMVOYM6BAAeBAIi3B0i4AJFLADi1CUQPN26OAN/+AN6PAP4EBevwhTGlQLyNAPQCEcF9RGFrlGIpIPKoAEJBCWqYgEqCAHSCAHqJCWAycQkzVyMxiWmBADN2lYa4EftuAqwkAMwsALHqJRW0KRnpaTHykQ9ZZxBDF+kTcQIteYGocKdcBKkqQyt7ALZhMML2NaBCE0h7JZVSKYZuiRfzghI5APJBB8YDgQesAM0vUf4cNfApEGjeAFj1ABFfAKIZCbr/AKFWAAXlANaSAQiLIycSaa6VgnGpQH6JeaqlkiAdIk/vALaaABaeAFFUAI/0AIIfAPu/kK3Omd/xAC2P9JCK/wCMG5XRqSNMZZkHXSD9BQB3IwgczJBOL0H6FDC/MACWlQAdnZnf75nwD6CvYQnjYgELqhiUnIiUZEQe/whAqBmgphCcyAdNWRJJPSBq/wAgIRoBwKoNyJnY1gIekZcYQ5mmyxAOkAoYh5hRsXgQyBCotQQXW2D5BQoNu5m9+5od6Jo/+Zoz76Ao9wCGaBoF3JQO4JnxOIeSeQAWRQB1IYBQIAEfTJHelzQZvTCO3AndwZArvJpd35nV1aAbqZo69AD9xJD0DKBvtAkbS2VOxZGq2BBw6aATyACHR6CQLQAy0QpQyhAEVQl2LyD78wO16DnV1qABrwCoSgAev/QAjREAIvYAM2EAcU0AhxUEvaKaAD+gheyp9p4CibCGrDgA0q2nHnJwBEEAUCkYgIQQaLMAzcwSblAzHrAKYDCgoG8Aqg8AivYANp8AoUYDIaMAlxAAl2EAJeAJ5tsA72gKMhYADbN2FFWif/AA0nEJ8GUQcCoKonoAJ1YALyWYgnEE7YMWLjQRAGYKt+QgxeIDH00AiHAATrkAbtYAMtYAMa0AgGgKEakK6P0Kz+OXuM2IIlepwwMgLesJwEEQWTZwInoEk94IQLoQLPMLAi9A9KYxADZqgCWqv/oJ/zWg0a8AjUYKkv0wKNoHzeua/MyqMVgHi1Mq07MgzhcJqX/6cCoHACPaCq/mYJPRBw4mcQZBAAsNp+aFEQMRActjAevkBsOUqy60ANXgAEXvAPbWAABlACf2AD60CbNmAPaQAJX9gInOqdaGoDikSiYWei6BEI2FoQZHAJJ3AMKnAJJqACLRCF5xeuDhtOs3JlaUKXlSNCtMIPjPoCZuqjh8qfvHmbO7qjueqfAkGebPAL9Umwa2uwAjECbiufGCcAlsCkApABAnACkyUACksQAvAMY7KRg2sdt/ALh5Cuj1u7Y+qltRuekquoIXAIwMA4oTpnNGuzbJiDqvoP25q6AjG0JSaoFQKoU9IMvFACNvAC5AmmHdqhWwqkh3AOwBu8Cv+pueiBDsqLEDxgCZYQhQhBAgIgDWlhsXOIGJbSqNebvR1KCC+wrxogDGUYmgX7pgJhrW+rEA5aqv9AAlRQAJf7HaETNRrQBjZwnf8AsOBZEN25neTpBW3wNkgFjCU6PZC0ALYAfItpEBp3hSdMEGyHdjEaSfDBDi/zD41ADbkqnoRwwzjMpRWwDr4KjuYwDssAvWcIwmvED9YaBhhniv/AgJmnAiowlk+QioxwlowgB2RQxRjHDlPJRp1hC+xQWprZCCE6EOCYBvNwD1d2NIbmkcEwCdu1RsDBBO+wCCfAA3SsA4sQCAKwCKW7xEuqACewCHpwAnowyAqwCM7QQej/1B6g8irGcA/AEMlwIQyDyhjQC75p0gF32WEWsJL4MQLwMQIzIcr0kS4t8iWhRUG30A/zKGPQVCHg5Q9s5g+Y4RMU6iaimS3QlYa8gRsBJn8Ye8nc8S+ORGK/ssvIiZEBckEFIUktgkbaBQlWY0SurMzlOhDS8AvVDCDPbCNEpF8FER//ICXbbM0schah48ygzAsNYoDw9QvB8AH9EELmvB0DBr8B4hoL4A986SAMAR//UFy0fEG9XNAGfdCuwQ/CYC4IDRvJ4Q/AQAz+/M804QuqARy1kNEavdEc3dEe/dEgHdIgjQy/sIEiHdI2+QvuglRnsQsawFkT0RTOgVw0s13TNn3TOJ3TOr3TPP0WndnTOm0OyAUt7gEMHbBwCRFu2SMSebkLTv3UUB3VUj3VVF3VVl3VtiAfTX3VWH0W8qcBHUAohpE9QlHWZn3WOXELvDAkaJ0TAkEEHZBWECETbV3Xdo0TFjI7dw0VAtEBZGJsThHYgu0evwDCSsGcjzTYio0SGuIlSYHYkB3Z6MYLFgaGdiDZmJ3ZBoE1mt3Zng2GrKCZnz3ao60eCREuEuHGDBcQACH5BAUEAP8ALFAAFAF3AG4AAAj/AP8JHEiwoMGDCBMqXMhw4K+GECNKnEixosGHFjMWvMWxo8ePIEOKHEmypEda/2iZXFnxY0paMGPKnEmzps2bOG/eosVLZc6bAz1G7CiTn9GjSJMqXcq0qdOntYTVevpU5j+ODbHC5Fdr3z5bYMOKHUu2rNmzaNMaS5vW69SYWXfS4rfvH79du2Lo1furr9+/gAMLHky48N8YvHzximH48N4YeGv924eyrkKOMKfu85UmmOfPoEOLHk26tOnTnimgPl0tGDFbtYytvbxT8i8N/3iBxcu7t+/fwIMLH048LPHiu3xpCJay40HMXG1pMObPH0wL2LNr3869u/fv4MH//7MwPjx3WuT/jYjhjxckW0ZV3jKIWXIwX/6o6t/Pv7//+DvF8I8wv9TijzAU/FMLSvNtlNI+u1BA2X8UVmjhUjDtZAsvwvwTg08qBcPLglfRN1dsxNxylIHV+aMiUrdYxxQtMl5oY1Py0bILLwPtwxFS/vwDzFsNErQTXcb4Mp9Rt/BSQgsa1KJidbfEEAw/c8mlIi22BDMhPzGq2EyGWLrIjwXVzXWjUjnug1hu/9gCXVL++DIkllgFVds+xqRoFz/+tNBBCf+AEqMw7AHTAT8pwcaPLTTy0sEv1tESAxAq7ZIpjcYY+JUwX+qX4S3NtFjdMhy5uB4vPC7m45FL/f8TpC/7LJinQPXZAoyfRgVagj8xdHBLMJMMGEMyYPpDBDC/EBHjL8nEsNMtFNhBRAwE/LILAbRA0gIR/FTTAQGyVtXiBwsU8UwB1rTbbgHrWrOYLfuMkONTsv5DK4lFXlWbrrwCqgErRCRDwS0daJAMAbYQAOY/BPjy0LPRptRMMJB0IMwh/1DQQrD/JEwBt1gyFaM/I1jjDDGBtHxQICecUMdyQBQAjaywNpXvvgwa+e+uSwJawiRplJtwMMYIQ0CQ/yQDKgEx8pIMSv8EkwwwrBizLQExGNNBMBS410JKS1UHjTNptBxIEqc4QsPbcMf9tiNJ6AAzBcQ8s0yNTM3/ClvPetJSC8BBKzs2AUT8M0kLFFjawT8t+FICAaDI6s8uHRDRQtH/pPF10/kSUEKCY5MN4z8FpHHC2qXQ0MBApSBUyuwCNfB2Enc780F+fev7d4mBDw70n7cIY0yVwez0Twm2VK0BJEpCooEwKPFDzPPB+BOMHa9BTCiwUDYpzYtH+QMNBSfoQMNA6ycUu0Drt/9P6w00cMoJGlhjplJ+8+uz4IT7E4tYlKwgAapFluMdjVp0QFntYxK/mFJ1DogUGjGhDuqbnw5W1zqCvG59tBNIEuDnQUc4ogFJqEMwUMU/3/kveAFc04xqYQHyNcUfzqhD7N43v38EQiA6EEgg/3RQihIQcX6TSALdgDgQI9qOBvj7gJrK50LA4epnAZMhm7biFH9Yow5vG4gj/mE3PKSwDiM8wfzQ6IhA7JCMjqgDGu2Wvg824ATV4B0VffG7fuVqeFqsEEz+cQr5CURm/+DC6nTQxlJwIXY0wF37hggzRv6DBm1kHxSfYcP+WdFfAARkIP8TpEC8jiBtvCPd1EhGDK6PkYGgQSyHOEb1bZCMp/xHAxjBDT0CqorAu2IoszhK/uDwIKUYY+xQOL8GBPEfypydI2gXyfnRQAcjNGQSsgckYPoRi0ErpjGtccmEYFKXIMxlKU4Zv9rR4H2GdCYxfOnJYIJSeMQUJ1XQQ/9Ic54gmwPB5iUZ+bpAuA2OhmTfCTjZTT6+UJj4DKc+9eNFMCaUhNk0qBgPOU1ExqycBbkjNxv6u42A808T3Q8OdZhLhZ5Qlj4k4z/UuLZ/jNCHHTTICQ42xV4BUyC7gGgMU7ofC5LRdQSBYvpi+sMgOtWQBr3oP+bQDBv61KE9gqEoiaofWZ2PjIOwnUAyCc1kQnN+Q4TmD816yZbirGz6khJG/hdRlHJVPzFK3UyTwEOxkvCduaxf7Wz6QwrcI0Y3/Icx+GQM+pz0rv4xmzPA5kO2jVEhjjjFCH/4j7ztraf8A8Z9hDGfbw5TopDdj+VGUABzEMMgP+QsQe5jjSL/lMqqS4nR9aT1yT/mM7X8+Uep/IEudRWgAOyoBjuO+4wijMACe3MRaHM7H1vYiS69fSxwLzSqgVCAUUThIlVqaIsO0QIYDs3uae26Xe5KRiDi3Q9HyiuMXcTIm3QdanttVCV9eQi3M+LILoSBKKzU07R13e+aYPKL+OJIRb8gcAxquMc+5nerCrbQXHhRsgfriEO6+RFJH3pP/WZYkLUY0XQzxCUOEUhK0/1leu3pW9Se2D+CU/FR5HMXHglETjlr4YwRbOIbi0olVLJvi26xqtz8AlJB7t2QL/xbI7NpuLRIh0CygQfmKBYc4MjGL/ixDekaE79arbKVjbIMu4gD/xxT5ZxA5kDnf9yAIHj4xTX2R5UDU9nGa66Oj+v8ABj8QwIIgUEhcDAHgfgiHXxO7JTTDOgbx+gdc36AQBAdERicAQBVg3SMK0ziGrMXQ/6wQKnQtAw0fWDVe0NTMy6UnwQdWiOGhgEABAFnAF/VwpQ+dVJogQxrpEMcwMAGMDD9j2/kwxfYkA02FOOPWZPyGxpJCAwEQYFr+NrPwX7KLXZhBjKooAYmqMET/mEGOfCgBiSgAhLSrYJ/jM8/y9ByRTitbQncoNsxBrdQMbwUC+SBBP/IwD8QvnCBmEAgCkd4AGrwqyPD5BoHsYYEmDAQfvPbGpreNDkFYuh/wMDf4P/wJanVm2AcWaAOKlC4RPLwgX3WQkr/YLZAcECofzyA4xsfSMkPPYk7C+QBN8CBBGDQaJI/QAPYmK7AS0zwYVtgB6iAuCUSLvOEvKPmT7EAo4DRMYLgwOQEQfSdYXBnjv9DECaXwBzuDPK32/rQc3iHymUM7IGrOT4WEAcZtO5DAXTdIE7owt537JPmdY4ChRgIDthAkDmoHe6CaPqdk872qU4VB0PHO3WE3Heq/x1LL693wslQAgG0/h8PNwgJsCF2Nu1kR4gSRpTIPhDNz+HswGcDDLZ9AxiU4AYlmMO2/c2E31vD6Hh/h7VHzPIiK8UCDSDBwzNgiRPAgwcnOPz/QDKgAnRMH08tFgYvfjEClAlE5wLp+T/OrmkKNH3+nu98owUBg5HfvxAa4GB8V2raNSMW4A1yQHg9IAAn0ANcRxDk9w/LgH4bon6/8Cpz4RP+cHdoZxAj9w8fWBBuh2gjd3KCMHqkR4Dr5RTocQIJuHoloEY8oAImsHWxJxCzV1UV+GNzsmNggg3ZphASIAjowDfUR2MFyBQWwAXaNxDmtnX/IAAzdXhOoAELACe2UEOjVj7YgBtBKHT/UAhEaIRHSGRVV0EW0AWqB3ECAYU/dIP/IAfZAA2aEmVddAvo4HnZJgEPAGrZQIZl+GfCtmPIAA7aF3GHZwmWwAOHxwl5/7AMW8iC/5AHFmFoS3d2GuANNPIUU2dq4rYPUYAKcqACCJeAKoAK5vYPKqB6ZEAFFLB4/FEq3+ALc4YDZ1Boh4ZoEsBpijZVTYcHgBKJv6aCLdcUt8AMGvAN4KABXEAB3tAAdSAOO1AH2IAOgYANXYAHtWAvNxIj17AHjRVnBzEHaTAH9/EOtpAmKoVmfldpSIEm//AB49EMzaBqHyCPqlaPzRCPwtgfSOYP14ANWkaJkGAM4iAOcZJA/Ugn7Gh67lhBWJKBGYgMW1GRC6lhSMYjlIIZFwlXk9aOg7hmxiggPHgjnZiEIrlPthBhF9iRklZ6nhgfQQKP0JVqsVYq9/9IXLLGamgCi6OkEg3mki9JjDFEC80wDP+wAw1wDnjQAHhwDg3wDuDQAOLgDd+QB96QBw1ADOLQAGHmlNJQVRNlFfAllClYfYBEC8OQB0hQb0jwBH6wbiRQb3NZA6JYAwlYAwKBBE7gB2/5DcNQewvWk2a2D8JgC/1QJlRilie5XstQAF0gcwxHAjJXmQEgEJdpApc5mQIRBhpAkTeCMwPmWq3BHLjxGcRgJyNSHYLZZw1pareQCAoAe18oEAqwAGZ5FALRHsSQBhSQBtXgBY9gABVQnK9QnAawDjbQCAIRDMCQjj4ZiOH2AQ2gDLWJma3pH1dxDxTQBo3wCK/wAi//QAiEEALmeZ4hYA+E8A8v8A8V4AUdkwa8EGkeCZMnhUPhd50kUAdF4GtOISu61waPQAgvYA8TEQLr+Qr/gBvjEJ2NWVe38Aw8YAJwmBAVihC3KZQxMg9s8Aj/sJ4a8QftKRDC4JMPGkC1sAzVCYeUuXAyd6EJEQBgF1wbqAEEWpt/8AftUAEDAosnOjz+wASGZxACUG88EAgZYAICAIUKQQInUATZiSFy4Q/EAAn/EAJ/IBDl+aEGOhDm+Q/qqaAg6qUhIBAK+golQCn1SZTDswzWYHgVKkfToEYZQAaIwKQKIQDQIIy0ACGAElTpORD0UA3sCZ8fOp4G8AjtoJwv//AK1UAPIPoC67AOIKqg65AgUveaJ5WiKwqB9ZYBMrh14ncQqHAMM2qMVNNYXjCiH1oBRLAO7UAENrCe1UAIxDAJf+AFRLCoRPAK0vAP4GkD1cCqr7CevIBbP+ont1AAQwqBW7d1JyCF+bkQJBAI0BClAMIlMUCLr/WhBEEP/2ADHvqh1WAH62AAkGAPBtAKj2ADJfAKFEAPjTCps0oQL9AIKCidQbFeQRoFozpTqwOtnGUC/zoQJ5AI2akSFuB4vLAjKeEL61AQBmADtvYI7ZoGXmAAXrANXpAGbJAGNlABaWAPXgAEjGqv+Lp3U3cVK6iiynChgUAEMVcHLTChGf9Qp4N3oajQADMqH83jY5DSDIMjEGnQDgOhrl7Qm+vwCNTQMV5AD4fwCk0Lsk9rAxrABslpAyP6CubZBvZ1lvbEshAaAwrAcBAohVtXB6CQAQyopNNaECSgAyPQEfvwC60CZWriE/3wDwbwDwoqEBWgoMX5D14QsfZADQbwBxVQpjz6B8QABCFQAfRQpn7bDo0wUgz5kQJyn87wtuMHfg+nAg0oENJasCewp3abG3jbN8JQApR7pehZpuRZpi8QuwYaAuMJu2baDo8ACWCypp8ktjFEnbRJEC3qokIEhZ47EAhXBOpXh/3oD41lAO2ApUH4BwTqrvvgo+w4AsI7PLT/AA2pYLYKEYE8oIoFqwBF4BP8ESmQkAbh2aUVUawv0Lca0A8mima30AJBxa/UUAMFWxAEy3VJihB1wAz+2UX8wBxpYAA3+roKwbXsGQLr0AYaAAz0mbl91wGYWle0MAKLMBCxR6Gw93AkTMLFO8IQlwfDkJvJYgvEkCDVAJ4EyqoEUcOR6wXMSQHAQCPCKHBEUCwr2B5IgHBkYMRGTKFHbAJkQAZM7MRMbAIk4MSogAR7MIEXEiO0IAy+ADZp0Ag24AWFuw5i7AXLWTSqwSzq6JofSQHJcBUJFqEUQH7wZglmYAlkUAM0qMegSgVRCMDnRgJ2TAZ6UDQuPGzVMRm8/2AM6EUMjvzIdsIOY0Yl/SFwPCIZLXcLE5gO3yCQ6ZAOnhzKnyzKoMzJ6eDDP/mPQaIbCbSY/7EztRK8tDg495BF6GEBH4AduYzLuqzLu/zLvYyto3QLjmeHrzwrsXwrAmEHCsInShKSKTlsKIEbpHXIRpEvwJDM/TIQXJEk5xfNLDgCvyAN9SWA2lknd6ISACoQXqMSUZE84FxUwGIgMhQk6WwXHCgkzUwB7BHP+kEemrImt1ALFLALJBIs8kcQkgEMr5jA/gwmDWvNMpkGryUZCI0QfbrAFMAiptLRHv3RIB3SIj3SHk0ZJH3SKLHRkiEpCU0Q1TMVMSwksjHTNMFd0zZ90zid0zq904wMBDzN0x3jJVSzoAsxF3WxrY9MDKux1Ezd1KBxPXjj1J4xD5DMI9u8EHJxc0Zxc17R1V791WAd1mI91mQ91vxAIHRR1mM9FVzREjHBFVyt1nI913Qt1mc9ZnXt1TdHIhPRPM7xE4Ad2IIN2MQ8t4NNE9nmEte52ApBAR3C2C2xEpI92ZQdEgLBCglS2Q3yXpDd2dfpHE3DHELh2aRd2gxBAF5mJKa92ot91bjC2rAd20PB2AEBACH5BAUEAP8ALFAAZwF5ABgAAAiNAGvd+kewoMGDCBMqXMiwocOHECFSCBaxosWLGDNCRJRMo8ePIEMaBMbqnz+RKFOqTMivA6+VMGOK7Cizps2bOHPq3Mmzp8+fF20BHZryly+iSDWeDNbhV9KnF4V1IAa1KsRfHShY3cq1q9evYMOKHUu2rFmevGKctTqJ2Mm1SE+y0gr3KQGKdZMS2BkQACH5BAUEAP8ALE8AZAF8ADsAAAj/AGnR+kewoMGDCBMqXMiwocOHECMStEVBosWLGDNqbGirw66NIEOKHEmQVTCSKFOqVAjKzsqXMEdCIhCzps2bOHPq3Mmzp8+fFwcCHYqymS+iSEPe6pAmqdOMyVg9nSqxRIdbVLNq3QryKNevYMOKHUu2rNmzaBmmOZn2aTBhQtsO5UeLlQZ/cpH6S1Yx71CsyZr6HUz4or/DBw8jLgxT8eKCjh8zDuk48T8CbA1GnoxRccFboEMjbho6NEINnB8+Li2w9S28BF3D9sfrX7LUqgmGbi2QLq3X/jD/U3zrF0JbuBci3i3bnwVmwoAAWfevVTRqGogQSEbkHzHkukEP/4eNGy9zfq+HAUmjoUQkBPAJIvj3BhAuVpPS0Gt2mJZv8ZIxZt4tvR32CCQtIOBBHyg4AEYTEAYRRIRNXGCEBwhEAkk1I+BFF4DkFTagf8NR08IbHhjRxD9BKPHPBTDGGCNBKwYhAwsIIKJBLf58iFWIg43Ijz/2tOAKCysqIeOSTMrIYhAOIECEDf4IBKCA/xA4pDQEeCDhi02GGaYSEBgBCBt4/fYjYSP6g08yRoBwARj/gCEmGHaKGaMMErqC5j+/DcdmlgONAIoRQsjwj6IyNCEDnjDSeUFBkYIJ6Zx5KhEEIGlUCRqQbfkDGi3+aIAABI/K8EaOLARxgQxKKP+p6Hx1TqoEnXXS+aiLFzSxxiQjALqmX6JiRUsJRigJhhFvQOCBK254sCgKb7CAqwda/OOBB01Ii4AWKGg756v/IEBloKCedZh4f0RCx4tgyODKvFp48AaK4RoBhitGEGQErf9ESZ8HgPTh6gVBeECBp4ISK94IJawBrwPVAiIEAoD8g0K2gDBLJwvayhfyqn04oOSkHnT6mz/XBDmqPyX0kSgYDnggxIIXzDcpQTVf0EfIBL2hbRM4WmsnGEogEo2wy7RMLKH/CAPIgzJMeoGLFdZZkKS5EqSEByg08eCidv4DAQJoqtmwFHK1SQEgTbj6IkGYVmr13JDmGmm8YED60AcRwwjbcJBQ+9MGIA5AAKaeTUoqo4QIgNKh2ummNeJwNoCCgK2M6/kkC4DYMeSHgw866pAjsOEKAir+s2Lntkq4Rh9vIEKNh4GWbrqWr8XQRgkKsuBgEAR9+SWLjl44Xwle8PcfcKktR6B/r7UDBAXtwbctCyj04f228EUSiQY2MHPY8wRVPmiW01vpTzMjGEBNI0AQwQr2GmiQBjFAxGBBf8/7kfpEBJtR8WZl//gFK5IRGVEdUE1YGU9yErMY1giENgXZRZUeCMEIBmiCmiFPaSJIEGAIa4Qk9AwIG1KZgxDjH7VgHwnT98EVOqSGNGyhDUcyQJgEBAAh+QQFBAD/ACxPAGEBfgA9AAAI/wBH3PpHsKDBgwgTKlzIsKHDhxAjGvTFS6LFixgzanxIoMXGjyBDijQIicA/fyNTqlypEBgrljBjpqz1UqbNmzhz6tzJs6fPn0BF1gpKlKU/Y0WTjiRAQanTjSU60HpK1aKwDhWraoWoYavXhsm+ih1LtqzZs2jTql3Ltq1bskD+8RIG7G1SYv8IlKhrlyg/Wqw0oOxbNFlTwogTK17MuLHjxzb9SZZ8cDJlyBstayZIINhJzYMxRwRNOq9ny6ItkpZ8q/Xlf3gL+tuVZlJqh6BdE5wcZ9iIf5DsCUtzCJRxj0N3T76dG6W/bdF8pdHQJZJ1V2/eAOrQ4R+baJddo//GrHngSSAaIr3x4IEFCyNr6DQBQ+fChTVG+lTXUG0ESvGvNWbZLSg1k0YL6xkBRhNNFCTDgw8WpMQ/SqzBAgJvlADePwQuJ+BkA/njBRFvGMHgPxCmqOKKBNHhgStsWMDheIuBeBIbgBjxDxgr9uhjhEGAgQAoMSgXIGE2+lOCK00oIYN9P17wo4oX/MMCAUV2GBpimqXhShBSXmCEA2CgKOWTUpr54JlPQshmECwQ0c5nWyJJ2Qiu0MGjEhi+0cd8O/K4xj8eGKFEmmBcUOY/ihIEYRBvULCZXUgZ6U81CATxYBOusIACIGWWqGMfF7gCCEEoECQkoU304SePMoD/YUQJzdCpmGUUeNDEptrlyAIgCCBAEAv/vJGqESi88Y+Oxf7jirAOnLlGJMPYaldydPqThgeaysBpH64YcWUfLIDRxz8oIFDluQQxKywgHqj5jwORhFhnX8tF80aDsf5jIQJKeIAAfsH+08egOkLriisEuZrqg0F4AAloiWlWArcoopholYxW6TGaVTbhwLyJgjHyg0rQAcgf2RaEBb6s/TMMKOxSeSaUVEbIppRrzAeIDZPeGvMIoAC865Q+svlgmVc28p+HQsfczCGA9KFEECgi7eOERrxBhDRPH1lxktIgWOiEEyJNEINruIpIG7Vme+/YrDkXTRslIOBBH/CBbKHEiQwqkbK4AgNnQxxhi81Yec5tI0w1FFgX7AF9sBcsAtZpQAEQ/hEEoOKLl0cgnSNEMwIbBKzjyzrSCMNMh7t9PjdkpLU2ulwKsSY76KKtVudvu1N820KrGRSX77wPnxDUBPHju/IjJQ9TQAAh+QQFBAD/ACxOAFEBgQBLAAAI/wD/CRxIsKDBgRYOKlzIsKHDhxAjSpxIsaLFixgzDtxFEJvAdBpDihw5sRYtgRY+IPvwAWXClS1JypzpkJ/BWjhz5uTHrxZPnzh7/uRJs6jRfzYF6lzKtGnTo1BHJs25YMSIfVizat2q1eoCnVHDXuTXr9Y+m8NG3EIGzYKFth9GDLtl9VbaW2/djrCwzCxOsYAl9vy37BmFf4sogAsQCF0Ab4EWKdCACZMGBYkXo3MMjsKIZn8Di25ok9kvPf8UQfmnAgoSJ1Cc/IMSBgmnf0hUI5ktOzYSPTFyjh5+sJa/ajUEkkD1zw9z537+oSKRgQT15RmgQ59dw5qFWsTDD//0GYMMFFTo06tfz549FEsxeoIXT7zWVROc2uvfr54Ms6/z0TeTfQzVsgwFu/GnIHsZ1EDMP6EJKJMt0hSIDDv/LLfghszxwEtZAUo4kjCs3LKQWcNkkN96fpAgBwnSoeLcgpxkgFWEIopESwe8nNhMGk7MmB4JJwikQg3WncCDhvv5UQM1H+CYY0jJpHGiBb6oICR6/5CyRD1LdOAiKEsq6IcK3kk5ZUZEFGiLBSqu988JS/xTBwEqqEDKlvrV6FeIa2akQYFYasmiCkscWcMJT9S5oB9PMEGLmoHSVMuPT/DpYh1m1KBCpzVUhx6TLCLhDISAVmqpLSmuqJ6TBGT/isgnKkznhxxy9JnBn6pixFFDtVzIQ4zq/VNDB3L0QAorc5qBSqOkpseaMLRUa0uPvU7kz0MGIkhsepAuASOdDS5RJJLtNUjNP7wIk21FBADjkH0j6OGqeiTMmK+TKjzxBLrp8lJhDO9OZEcHJgJbS3nnPRpFnipQES2XlhSwwEkFR/QLj9z+o0GCHC7YIDF9pZqxQh20AFGwvOjhnHWjxoyvdTBPJ7MfZMRn8skKbcvtPh/gEYZyzGkIM4zTLXe0hi2S4EQ2zeyzM89jmcRNkbtBocI/nChiRhirBYkEEn70FoYZctymAgldWIMq1STJZ8EC6eyARx5255EHHuLs/71DHtlkg/fdefv9zTAWSA23RvsYI5BNVCFjwQgLIGMVMlUhk9Ywm1te+QILWDAMgFMvXtFUOVnF1epcWQWW6SIlPJ5TtNMOe1i153777rz3LpEFu+zje6DC2DJ8jsYIk0wJ2B4voC8pOy8heMkcJv312Gev/fbcd+/99+CHL/745Fvkz/kNGV++tj4T5E8z7bDSxjDRVFNCmwMltf5C7ftjjzTVOIwGuvAPQAiEAAJJhgbs4b727U8g7YvGYRCAgH/04R8oMIIDwLAGB6yhgyz4RwX/QY04QNCB5POZP2xQAhGygA5KcEgT/gEGI1wQERoYAQTX5zNhTMIVLIihQP/WIBElNMEBCABEG7aFwu/5zEoX/McHLUJEKb5hEsP4RxO55zMKAIIOMxxIFQsig4dU0QOgAM8WuQcEQCiBg2UkSBnXIIM4/kMGRLTjHO8oRSJ6oAVr3N4tEGEEKf7DA644pBIu8I8LMJIgYMDjGi4wR0o+kohVXMf4KtSEKr6hDw4gwAWieBAwiLAPj/yHFgQSwoH0oQuBzJ4NCjJCFAzkDf9IxkBayQJXJDKRAjFgI+NYyFhijxoI6KRAcPkPFthSIKnko0AQkEhmkpGVWhTfMBAxyYEY4ZkCcYA3B/JMDxTwHwfQggdGaEgEWGl8bWBmNxkZx3pGUyBKKKQMLCm7xiYYgQj6c+I/mtECdoqxjlKs4xgFsschSjMIDriDAVL4j1u0whV0CIIhJWLHKVrwH0DYofiY2IZDgtGhESFiE5rQy0n8QaTj89kfSoAIBLDgng5RggPM2YJGMPGB7bNHGiIhQg+wwAh0AIMSlrpUMIBBnBd8Qwk0AAQVPnAg/fvDughIVHRSsCAUqIYBmoFVY8YUhc2QiwZAgQ98CCMaf2gHCtF3Vf7RVSAdsKtZ67oQm9yVrxpxXHgCAgAh+QQFBAD/ACxOAFEBgwAoAAAI/wD/CRxIsKDBgcgOKlzIsKHDhxAjSoz44aGfglEmatzIseNAfg1pGTxhMJ3HkyhTMgQpsJbLly73CRz2z8IwCxaQfUCm82bOihb+1VJJtOjElyNG7FvKtKlSpfugQl2wD+ZQo1izGnSp1JbXr2DDig27dIRLrWixxvy6a1eMt3Djyp0bY9fXqlfT6j1Za5+tXcyYRYsWIxqvX4Z//eJ1mPHiw4t/FY7BLJFdvHszb7QwwlatYejqmOBRh4eJOgIkRTlhQkUdS5bqqJB04kQGAaJJ40Hm12xezcBDVnWGR5ETOHCccPoXRtE/RWGeH08uMEx06P84OUEFzprSs8GB7/+6tZDW0hJO/PhBBcUPlH/u/7WX7x5VfCjv39P3g0TDP1tmhQfcLywdRIstRYijH1FQiFOELVUJqNkk/il04DN4wLEgSlAogseDEUq41ySglGdLNHUosuFJfjgBSWeYiZgWBcksxI8tGHKyokcdfrhLjDJqxctKuzyjICoHQcGJesvJ1+RC+InzjF3gBakVKzbaUkCKG+Jnxj8uILGEe2aocFFDTmiwD5W/WQncjdEEomNBftzx5RHwKbJJGGdCGQY6zLDppoD8FJkHFEgSRMkS8JGypxN47lgQfnlM6Vmbg+51YwFy7ogEKf8ssUQNn1LykBMUBHpppkQF1dCmXNL/qYKoAolqhgtKyrdQmqpWyapHuxBRoEKFPnNoogPht8Qm8h1xhxP4/YMKsgWxV6ld/Fgg0q8esUKAQzc+A86cBVGCJyou3NEBfwOREu2kinjDTIjCcNuRLx1su5KWsRpUwxF+UGLGES78c0QN/5jBnkEtasBMvQLtYi9HHVDwULjZaGgQuUsOFAYSTmS3I354ACHML5hOLJE/D124g6Ty6RctEv888Q8SC0/KyYd4pawyUeY9029KDS8Aoc8/q3RgEd5EO61AiVIbM376RT0QJ+BAc3TSaB34TxFy4MekevS9N7YfS17Unn7uwcHDLg8GyHVW5u0TA3rvpecEEu/VvuCcQDILBIciNYQBBcj8aQCjr3O3WguEzwhzRSACLKJDIHoocIICehygwyICCKBHBAdkvrkelC8izYMAIt34RrYA05JfSxUxgmBF7BLNMzhGg2ABRRRRQAwn8h4D78wU4dfRrr++ETFC1dLVX23RZX1cbdkFIZDOoyTTQC8tNdb45G//UvdYuQpTUk217777SZ2PflbNEGTV/fjn37zScs/PNS230IAxyOO/uVUMffe4h0cUWEDNzON1WLJSQAAAIfkEBQQA/wAsTQBRAYUAJwAACP8A/wkcSLCgwYMIDZpIyLChw4cQI0qc6JAExYsYM2p8WKtjx39FDn4j2GCjyZMoG9YiOOLfiJb8lv1DRnCYhWH/LAzEmbKnz4sr/+0baquo0aNI9xVVakvp0H0Cg/6cSjWqUKX/dmmNwbWr169ete5aClVq1bMpse7iGq0tr7dw48p92zYa113/mv4zi7YvQrwJLYyw9S/GM17ChLFjZ6yx48eQHbNLzOtZjLFl/Wo+SDghLcIjihyo4UfFEjmozDzxo4v0v9OolqyuQdo0KlT/dEAdu7k3QV5EGhatpgCOIij/jieH84+Ton/GoUBRxFzRc+P/pkNRwc2pb9/7OsT/aCisDvPsA5Fn94NeoHoofvy8H+ikDjShe79vTkYsIb9d0VzhnnQEFmjggQcKdEU0Y43Al35VgQKJf7tYowByCGaoIYHQgWNXUw9COFULwSG0EjdmsLfhigmGUYJleoko414xWBMBhizmiBxzBcQQ44wQ1vJLATvAgeA/8g044IYCpWLNL/gBqV81K1HjWoHsLRHGPzX8Q8lrS2b4Txh19BillD4BxlAtuziDnoH/bFJDFnd4+Q8rz62YXCAFQAkVmj2lQYFDQhawiJEGukCKQEck90+d2TH5zxVPngmoSeEBQ2ibUeBIoAs1aFmQCywmd4KZf15qEigEcPSPlSoW//iPE/QRJB98YirSBaqqmhRDB52pNOQViGLJyaK0DhRfpBr+s0OltdDS60aTPERlDEzo4CmHdSK3iZ3/SKLCP6jcKiscOhSwyz5qTovWiSkySyAlS3jpwhJ3DEBQveZy6GIB/0jjrma11HihvATGKtCXzymb4D/gOGMML/9IO/BZBQPMHILxSbfsmE440WW/0qFXQFMtXXwWP69emeObCPtbxzMNhqgySiwzIUCsLLLns5hwCEAzYTbffNIuzPACB3vuuefHl/OhRwlylCQpkB+ciCNQZkZPRRgTSzQcxgqzCoQEc0iE4UfIfiiCBHRvr/3PCk68mFeqXftEC1S2OK2Dhx4nhCtA4CrUwQMZJwigRxSE12GJJV2oIMkJUUBszdb55e2TTraMVQSD0UjDyy/S9GnNk7yInrrpqFvDFjNZ2ZKy5lMxtVYMv+T+y1y8w6X7XUtlTntPQTGVlVjIJ6888nmhLPxPwhRmtFRPNY/U9ddftU9LHw3/kz9RFU1R91TRcgsRwYDv/UAete++RxCyQoH6699MQDDD32MMQff07///ACSIMe5Rv4sEBAAh+QQFBAD/ACxNAFYBhwAgAAAIwABrWfhHsKDBgwgTKlzIsKHDhxAjPtSQRqLFixgzatxIhMDGjyBDinxIIdnIkyhTYhTGSqXLlzAL8msZs6bNmzhz6tzJs6fPn0AJ3gpKtCY/SLSKKlVJhObSpyH5dfgFterHSR6tas1IdavXr2DDih0bUtG/RLRqkSWrqA43UJO6rv3qx8+dDqCI3Ro4F+wJIBZu7esb9gQzwogTK17MuLHjx5Ajp6xGQZrkorViUPBl6zLRockqei6ajMJo0koDAgAh+QQFBAD/ACxMAFMBiQAhAAAI0QBv8ftHsKDBgwgTKlzIsKHDhxAjRqylgZbEixgzatzI8R+tDsI6ihxJsiTDZMFMqlzJ8iKREi1jypz5zw4Rmjhz6tzJs6fPn0CDCgXqL8bQozmD8ULKNCavDraaSlVJ4ObUqyJtQcXKlSOBrmDDih1LtqzZs0Fp+fNnEe3YfWv/paEQY6lbsLf+EZvEqkPFu2H5diCS0h9gsRTg+st7GKxai7UaS55MubLly5gzs9ynuak/fhSAGe489JatZMlYaRhNGuitXRQGA2mNlIAvpgEBACH5BAUEAP8ALEwAUAGKACMAAAjMAPnR+kewoMGDCBMqXMiwocOHECNK9OVLosWLGDNq3FiwRDKOIEOKHNnQ10eSKFOqtPiL1cqXMGMSvMWKl8ybOHPq3Mmzp8+fQIMKJRhjqNGbwoAdXfqyAzGmUEmm6RC1akhWGqxq3Thwq9evYMOKHUu2rNmzQJv5Qxv2lj9/u4TZYguWGJEObGrR1WqXFasWwG7d2muVFZGnb7sSjsrvn7/BiyNLnky5suXLmDNHJeYLSEXNRn3NBS3UVwcC/yCT9tmh9eqgxP4aOxoQACH5BAUEAP8ALEwATQGLACQAAAjOAGv5+0ewoMGDCBMqXMiwocOHECNK/Odr38SLGDNq3JiRVTCOIEOKHOmQACSSKFOqxNhi0sqXMGMW1EBAps2bOHPq3Mmzp8+fQIMm3CW06E1bwIwqhZlMw9KnKGN0sAi1KshJNa1q3Zh0q9evYMOKHUu2rNmzaNMaveWvmVqxMYCN+Lfv5Furt/7x68CKQItHd63yC0akg2ENFQJXZcWqhJ2pwrwohurrnz9b0iZrtfCPrebPoEOLHk26tOnTJAGjFkqM2Oqgk4y9DppsaUAAIfkEBQQA/wAsSwBKAY0AGgAACI0Aa434R7CgwYMIEypcyLChw4cQI0osaEvYxIsYM2rcuNFXMo4gQ4ocCZFXh1okU6pcmfEWK14sY8qcefAjzZs4SYLKybOnz59AgwodGjMG0aM/LSJdepNICaZQY9LqoDSq1ZEaWF3dKlIr168c+YEdS7as2bNo06pdy7at27dw48qdS7euXYVE/rVrGxAAIfkEBQQA/wAsSwBHAY4AMQAACP8Ad/H7R7CgwYMIEypcyLChw4cQI0o0+GvfxIsYM2rcyLFFCY4gQ4ocGbEFKJIoU6rcSIHAypcwYyIEJrOmzZQxWN3cybOnz59AgwqVGWOoUZ+3gJI4CrQFJJ5+mAa91eHeRn5Ysf7blTCdQa9C0wwN1gHjwIK1/tVKS8vfPwsHPyD796HgXKk8CbSYeHbtiH2AAwse/Nci4L9r0/47ixfmL4kDa/39Z6uy5cuYM1/+t29EWsaNjdayWLlIjNOoU6tefbpIZc6fV/L6x8tW6IejtyZiFi3aL168fhcAPvx3cF7DkQfvzSzRLlv7YoNMvPYfrdlqqSu+bXCE2gXo6pD/4FGHB4k6USSd+CfpXx1LluqoUL9egHge//AMo2xxo/bEAzGG1X/VcRedM3goEgYc/ywIRxiK/KMgHBs4CGGDBE34IBzgWANbRtrRktQttdiyCy++BPccP7csQ5B23DFTghMGQUGQjf9AgeOON/JI0ApIaAAXQaA5RB1B+wjjSzAUUNDGk/+04WSTFARjDi+0WHekVLTYUoQ4/zA4Ehw7uBZdkQv59eI5FGjQxj+N/GNABa/U+c8r/1TwiBdRaqBBMMIktaVRXT6Dh5gjbYCHmds1lBhlwWjwjw0GEPKPpSHUqammIRD0QgiP/OOnL+T841mjQWVZwBIboETjCFyh/6rQaBbcQgwbcr7wT6cSvdIpIV5AAokwL8rqEz+2PAMOoiK1WkSsRlpUSxd5tsOrRq8Q8oIXdhDzolH87PIMmAsxSMlEZD7DlXeOWlCLHWm0Y2lIdX76DwXZCUXMQAXU0WqN/5ihwj9I/BOVGWE85EQX+6w7K1wjapBGHHYShOed9BBED54VdErnQRn/E7K2h5ij1lDIFhAmQueaUVBUEYWBzrOmNmSbMWy0c/E/j7QRAiFpUEOQpXtOmoalbRhAUKc2xFkQIRVAsg8/xu4U7jN5QMEsQUuQci4rCUPEYB7q1uwQKBXMS9AjyRgQAgHrhJCGWGmcZAMBuiajZwV5pv8hqUHtpOFLM1XflHIgW/9zLiksOwRFGBQw47BDbIRwLSGPfOLFOkT8Y08ak2xeAuZErNPIJPQknUYjXrShq0E2BHNyUPz6m9DACfmYkBMaSF7QkAr9so7bT7euARtv8qlBI4/Y8E81bRzypAFt4GlD6wjFPjtQV5N7kI4vFwT+yguRHUPhBRlzrw2vX9p0IxTwmUYbkFRTQQv0XN9GI2kYUA0kdvAC9gryCl1ZBX0y2ZctokG+g7jgCP/gBEIqQaPxIQQcyPAHP3yhEFooxgK8YAMhrlUBpV3sFdfrmA0ekTE8GWBjNrCBC3e2LUh4EIEy4RerFOIyP1DCDBA0iMv/cHQQ3gEBItUJBhteYA+D2Glnr6AHIf7wCir66k7zwlPIXnC/2eAwh8nKRuIUAjOCFIyI4kMjbv5xCwocIgQvqNhGfNWOR7SAHR8SSqEYMj4LFgwJnFAjQRhkjaQQiSEFIsYhbGCpnWEkBDprQwlm4xlC/aNf/3qIjTa5ECdQwALQ+eKjeHG8RhRwhI5kyBVfoDQ2UKAf/ojOUbL0DG8IciGcvGWONgAOZkAnImq6BTva1AZKwfFSnrOc5YZ2qVeEyk/B4IqpvngTW9gjBnK4JRTK+D2Y+QGNcJBDEQyCpjQVaBe+ICYFxOI8AzxiHaEqyJOqZIx+EORUeLHIM2ZE/xAaEYwgNUADg5xgIyQ8jiD/gkLBCKYBaORRItRhkVp4AQxiMIlJaaBSGoLhC2P8IkvZKZBU3MWZZxhjEYHQwSJ0EIh/KOAEltDDAQYmAAEQ5ARk+McJFKCHQNhUGuOsWTmNBCM2GpIIHGTRLZa6mKI2Jin7gM4+ijDVaMRgFwV4RrKisYsYFCAGRfjqLqKh1WdEwxbMoCp/qIlI7XjHWwS5IYG4gxbAVGYXXWWNXlWD19fIcqggOshTqCZSuhbkLIWhjGYWqxnOREc6KImB7A5r2IUwRjLeGYxmN2uREeBzMSrZjrfYipdmEAmwF9FKZemalda6Niurja1sZ/sQYxNYJX3GyK1ud7tbg9xDfbRFSUAAACH5BAUEAP8ALEoARAGQADUAAAj/AP/F+EewoMGDCBMqXMiwocOHECNKRHjLlr+JGDNq3Mix479bRAZ6HEmypMmGHXydXMmypUYCFFzKnEnTIBE7NXPqNFmCyM6fQIMKHUq0qNGWv44qDXpL5NKnNVvEhErVJa0OwqpqXRmM1UkLW6sSaHHy1kMSB6mEnclrIq2GZg9ONYhtbdi3BPnp3au3FkGwH5B9+GChmYXCFgYX/vfhHz+SjxH+wkOwrd2GfPnV2syZc9/PmzV/5lvT8tvIlw327cy6tWvXe0uyxktwF63WqR1r5jxin+/fwIML3zdiRGe9HFv33ldroLF/u2r5Lo57663d+/gtGzbiFncLtEYk/x4x7FbxWwtGBBZvQfyyBcxrIcfYebmt+/d9C/ONP//0zlpdN4J2z1CgwCInRLBIIOgsokMgiyhwgh56aHAgBTosCKEOFEDTjGeoPcTbPv31x9w++0lHoi27mEgcZ1Rdx88uv1iCRBgbIOHEPzrC4QQSG4SBBBpo3JijEz7u+CMZvywQWogMccYfi7ZkV8suvNxDTDAUdEFBMPP4YgwvtmhGZX7GbfbULbX4M0cNUPwDxwYE0fmPnXbCAUedfN75DxRwmGHNP/JBqdBmvd23i2O/EKMBJGxECokGj1YKaaQaUHCPLf+cGZ9fSrE5TAxybKDnqaimquqqcCgSwzChNf8kpaL87ENMFyWw8U8jj1QQAiEvBCssIa8Y4EUakJRQggbGhNeib2oexeYItqBiKqvYYrsBKrs4WWiU0rH4zz4UtHBIGgYQ0g5BIbyi0Cu//tNOCF78Y0cJwNCCX5rS1tIMBUjIme3AqUJRAzdsfntouLbdM8khXrwwr7sTvUJIHCGk0UoJiz4bLVEW1GKBMWEQbDKqKkTTz5MLr0gLBZ/Y0M4LFHP0SjuEQEKEMLTs8qJRITNHAhqp0gkFGlD4YWqdA6NBwn/zIbTZPrZRAMorcdQ8Ughx2ACKMPxU+bFQIX+Qxo6p/lODE5Q4YUacNfw5MBRIUNOewgid9s85RIT/8EJBIfxTQUEUw2uQ1gS94m7hXU+yL6hDhWyBL2ij+s8dR/yTeZz/hAFotv84YQ0yxkV90C++7BKOHfUW9EIbkLTzChuPEBSsDWnEgewLIbARcbv/PNJGzVizoYG+zBUVsj38+EE0qn6YkTkpHewod9N+SFe6oQSBmowdWRfUDiQdxOFFBxVUoEEbL2iQjD2NdECIAR0YELwB6zxySOAFEfJICfmBHNlERjmBnQoKTsjcQfxAMB4xITx4K0gt0mCQ3NXsBY1gxToaAYoKvAISBPiHDVrxAi+wwgs2IEDgGrEOSFSADfxL3Af3Ex+Q+etsBtQTFBRBClKYwSCUuNOe/65VMCQ4A4LyiQtCyKKBRtDMdWk4BBEgQRAK2sEGXmiDP9rAhlboiiDrMIALYWiQELyQF9ASIFCCVouhqcoPS+hAwP6xCTkRRBGKYBUa/ACffdAGIWAZyC72d0EqsiENFNRVK3gFij8gEhJtCJ4N7DAJNswuhgTxQgn6ITblyUcaJSsaJZbwD0Vc7h9+qMESUDFHVjmhABf5I0L8SAt+lKAN4ftHCOxHEAO8ogJtaEQVBcdLwWWsDb6sHeDaYYdgIE+Na/SXBgL2xoAlrQakoMQPQ7eEzxXRGcIgS5So9Q9eEOER4RvcQfz2t1fwLgSY/EewAkcsdsWBDSUIWw1tSP8ta6lqA3GaU5ygsAQn1AAJb2OVH0BBkGBAU4LSsY0xQGEDjJXEnS9gQws4JbaH7oRNC/hFqf55qmvFyXrXU5UcKBCDi1xnYdRalDCIYEmL2uwFcVjHJABYi44ahU3LmCYDT0YwgzHBHyxrGYvC1oVJaMAA6wJeRCyGMy8cYhLO7NSLPPpR+RQAFXMiGJ1OlcOSwkEOz1hZBKUWrvvQQhiRsAMkGpGudRFCl4rLKzxtR7N1tOEQUulYR7na1X18QAGrgAMUoGCqzwEKoAJlrGIbq0M9rUIBH2CO6VpGIp/R4hfBSBYbIJEGG4TRV3mtgLGEmaxl+YKjARwbUa5TC1r/cOMEBKnBnsxAJDPgKG5woKZBO8dbNPwQDl2wxm3WurC2tkg+qKPAoyA13UhJalLBMIYtaEE1/8AoVLtpzzd2QBnyLmIReNgBetWLBzwswrzmXe83hsFd5i5kRPjZxXM1Q6NdJEMDtmAHL35hC/n0tEXele1Q9vEcx3RmAcggHYSLg4z0VJg83JkwhBewAAsMw1tJjUhnftMf/f6jGv8gQHtKhJ//fHcpKtnLiIZD4+GkKcQTYc1ySNSzgpSgUy12sYKNIkAZv+bISC4U93Lcms+qphbUqY518pKZJCM5M0veiJQO8qkhh+UiBcGymMeM5dyY+cxoTrOaH2KMBmvECs1rNkow4qyUgAAAIfkEBQQA/wAsSgBCAZEAMwAACP8AafH7R7CgwYMIEypcyLChw4cQI0pMCKzExIsYM2rcyLEgsQ4dQ4ocSfLhL1YDS6pcyRIjLVa8WsqcSfNgspo4c+rcybOnz59AJVoISrTorV1Fk/psAUyp05y7OiB9SlWmhptVs65MZlGrV5K/voqtimys2bNodTIzyIVgg5y30qrkN/Tfh2YWmjUj+OEDQb01ayXk9SudXIK0EPJbzJifQFqPHyOD7DgyS8EDEysUnFZz48+gQ4seWat0wREj/v3SQDDGv32oC5oem1i07dugN84esa+3rd/7fgkDJuzXvt/Ae8vmnFXgYlr+ln2I/mGZv+rXrfe9Pl06deuNMZr/9o18164Y6HfZMmbrfHrzyHunnk31cTNkznYEAIcnAJ5zAewAToDELLKIN4sEQIx+/PlnTTO3MCbReMe1d94vGMagXnvGqOdhDBj+omF881WVGC3DLFKDE2j8g0SLLxKExioc/PMDBz+gUSMaSFjB4z+LDONcRILx9tuFMfzGCzDBaKBBFyW0UAIkTlJAjDG/tJfhhrD9w1xStCxTQB1wwKGQmf+YucEG/7CZJkFowrHKCZOl1NB4v4EYQ3DERGLHIXYU1EYbaaQxKEEl2GFHCRoAY4tqI9qyj5dO0XJLIjygseamnHbq6ado8CDkYg8ZuYuI+1TUwiGQNGLAKy/E/yHrrLO2Q0gFXqTBhh0taMBLcCNO+mVQAn0QgKafJqvsmmhk8IGEDNUyQp6/jABMC5NAsg4hshYUwrfghluQrK80wsYkJYT1i3rCgumPMzW0uey8nbaYyD+kLiTYca7tUgIoGoSwzQv/hGvwwQYTFMcjdoAyzwLrSkppULdY+owK9Ga8aYsLDLnZa7a49gsRrbyyDSEIp6zyty9s4wUBGuwz4gjD9lRxLcsE8EO9UBy0ARRszvuPs9AmJG17qhHBxsAHo2yw0ys7TRAhBERSS5btAlWxP9YgAUenBCHhR0FsOvH1smiccG++Ce3Dzy221LLqyeAS8sIrdj9dcN4hvP8A9bdQ/9POC6AEs496NFMcZgFPnL2pH0f8MwApb5KNtgAjeIyQYLwQE4MvrfgNbjuQpNFMBXZU8EI73bbhTyOHDP6PDXG8EEI7r0BiQOBeEHGepDXvdHPOO3MKBRJ3+LGEz0IH8CzbBw316D8dQLJNuNsQwYo/kPxDiAEEkf7PCDYQ9Mo/j1TwzytehNDK7uG2c0gw/wCv+C2MO77mP2H848Q/pDDDPyJHLzREIREWgN5BKACKgjyiHfFLwz8MwIaCqS8Zj/jHJNqxDpB4gRUEgUQFWkGIQ8APXHFw0rQmpTh/MMFrnjJT5PpHED+4iSCgUlsCFZiQSRgAgqMzVzL/2jDBNqyjFV44yJ9Y8480lDAEJgxcHCBBgfqxUGsCIZ6n/iHAg3ACDlAIQxiS9Q/nLaYuCUmMcChgvYJ9Kw7/8EIrbKA7OzTiE0kkgD3+0Yh/QMIGXnhEKw4xiRfY4YQhIAQhWmAOdgVPJxW7RREwBjY/CPB/CImXvOolgGEQJC4LiRs/2PGJCgAxkev7lvfAZwNUvqoC31LfC/q4SjeGwGRtmITM7IfFd8XLU1BwAinYhIQljI1ySMChp9K2AIfUgl//0AAo2tEON/pNkbaLVRxQtk1FepObtesbuP6xjUcQwBj/UM/EflIxfnwgA8ji1Js20KKeCRAJNVgeqAJA/4R/9NNOBznaqfZhEUJsw5YrS2i4DOqFZBBjBFgDEy1GYIl4bmqT8jJTGDCpv43xgBtTachxzrOPLhCgEXBEqEJTZlBCsIEAvlAN4h65E+jAC2gZa5PllvmPofDQIPsK2S8WQAwi2MEGsSLIShP2jzi8og1EaEFMInZFokBmAYtQ5rI2qaw2LaJOADWaqcKyCwpMogVteAS3UqpUcRWEdU61ARta0QJiyIyq6yQWP/zBCx+hQRH/+Csa/gpYRRS2RX/9h2HpqQh6ImEPy/jp5kB2ofYEI0p2KJ0XXgWLWA1OdK94hA3aAAleRcJRp0qSxGjKE4Hc4hkUIIETzICG/tvREJMHSab/2mRbOaShmZKdbIWQZIvOaSBKgDpEBQ2SXClRABjq0RO7SqQU59xiGchIxzfSoV3ubre72v2ueL2bDujgK6x3IshwQSSi+sVgOL7wRQcQYQ4KBMMX9+CFh7bEJS+xNie2uAdiGEMLC/TFwHjJywcMvOADO7jBzVhweCZSpAq1Bz3s/cUt6PcPWoQsw+9JDkH+6xPP4ObEoxEPZ3pj4fZczSBHMc+GkjMfEvtkLwVBsY6DS2GC8IbF/IiJbOIjn+UcZse5ucyXNHMaoNLnMHIpjY11EhAAIfkEBQQA/wAsSgA/AZIAGwAACP8A+d36R7CgwYMIEypcyLChw4cQI0pUSMHXxIsYM2rcyNEgASIdQ4ocSRJiCVAlU6pcuZECAZYwY8pECCzZSH4Gkf1rptPCh3/Imi3T+W/YzKNIHfb79+2dRV/Z/nHL849Yun/Aqr5LyrWrwRj/UBEkwZDsPxVAvKqdSVQhCbMGeyBpsbZuQQsljcr5Z5bs27+A4eK1q/ZWCVs325IwgTDwW4I7BhPu6qvDQJH8kO0Qu/hfiRP/GDuG22yy10kgSeo1sdgSXbp8R/9L19Y0UlZpUn5D9dYED4Iq6sSO/dj22lp50YVe/Jug8M7EC5Y2Tn2i0eWMW3Q527j4B1oFeVWMH88Q21i+BU3UifIvil+4I/4JI09f4WqzjA0KKFgcT6L6ACJ0HXShhcbDb5YwpuA/4kwX4IMf2IIEQmKFRdBeBSGhwYMcEgQWQSdgA9o3BjXwDwUEgfPPPh0+iBxQFliATIzIfBDjBzPK+BNBL7YIIE44ARUkP0MSFaSPSCap5JJMluRPk0paBOVKAQEAIfkEBQQA/wAsSQA8AZMAHwAACP8A//Hz96+gwYMIEypcyLChw4cQI0qcuPAWhVoUM2rcyLGjx4O3OgD7SLKkyZMSkwVDybKlS48ENLisRbOmTYwvc+ac1OLkzZ9AceocSnTizRH7kipdum/EzaJQoyasqdSW1atYryZ1SlOq16I09/37MMKChUS0RqBNBI1WomFuzTrd1/Wr3YP8TNLkVyBYnmB+KYDboWEHHg2LvFHIQwFdumFc70reJZNk2A/n/kFBgmSzE041FCnS7EQzktIUhtWUbLcFq5Jhi+jxg8oP7X8kUB2sTdtPhjCkYvSry1pqssofa41ABmQJFFTQo0ufDh3KokS2nBaXSqsDL9j7bBX/UfAcFQkVNVzQph6dk44iSYVuL8qKYPJaSZ+Rh+5HBakaNeTGHgmKLBHNAnTNp6BR+PXjjHP8qfCJLp8gsR51cFxnC13yLeihQmHZksgicPD3RA31IEHKPwNycsIz8XX44YwFhbVPAQKU58cTSwxQwxIumHeheS7CWAstNCZ5UFi1MFGDjiqAsgQpTzyBihxITJchUrsUJIySSuJnCzQkSoelCiQsUcMTZkhHAid1MHEQkmDSqBw/1jwpnW1+8MAZZ3JE96YA1sTAD5112lkLngLQRkJuz+WmwqQqmIcKFCRsuVqiiu6DzDtOQCEaHIpwQioUp3KiyKlOlMCVjJwqhUgTLc7UEcAJ/yxShwCYLKGAAkssIoCtJ5yQjzD8EBfrh2HRskAiRRSRyDPSUlvEM9BiG+0w/3C4bJI2NRVeeBtaRW54c236raI0IcXUu03ZtG6dQdWr7LweWlCQvv9Y8AFC+n7ArwXLLIMvmOD8k40vBXlTEDHi/OPwwRT/80NBq1Q8VEAAIfkEBQQA/wAsSQA5AZQAIwAACP8AafH7R7CgwYMIEypcyLChw4cQI0pkGMPXxIsYM2rcyBGhrw4dQ4ocSVIiL1YDS6pcyXIjP1a/WsqcSTOhP1bGaurcybOnz59Aawmt1XCoUKBIaQ79N2Kf06dQo474tzRpUn+2Rh7dZ6tr111gw4L16nUfVatJjRETKbTp1xgxfsmdSxdujF1d9404itYnqxJsR9jaVWvEsyLPrMUooNhagRiOF8dgViTv2b48b3XgFVIo133VTlypE0hPCwEKWiiI0EKPgBJ6DtTZESMvX8w1gbEKPHhEICsrnIT550QRHCRwNiBX5OTf8A11CnC9jJtmCVBsudpigmoFFIJQKPn/CQ8Fynjw//z4WcJtga19RKvLL8q1VhszlMqX56S/v384JDz2XnzzFXiQZ7tAZsk/5VGChBkD5Oeff084AxZ8BBpoIFGDxUCNCgyGh8QdZqQ3oX5+mDHHYLbcpmGBHO6yjwb4NThiFHf8I+GE/5AgTDR4UffifDFGIwwq+lFSgxlZEOTCiebVwM1YQ74YYxHcPDFeeDWQ0iQpA5gXIoo1VIMXPylVSeQ/g+1DgYnhPYGLGUc05wcqY5bXYzRxCaPmhrXss8svvJCQZxg1hOEHKf+osIQiW0aZxj/S/LPLnzB+FgwSkfqhIyWK1FDDE/9A2l8U3PxiC5qYEsnVAnMgwLHjd+bJ0dw/T5gaoh/P4AVfq/IVNlgiCqARYp7H6vkdHEswIdhewFbnmS0LaFDDInVEoccSKizIAw//6PHPEuLWsAMxvroYLVrCDlbAM9QAUQA3TFhDLxPcWAMEMQUw4UwitXQF7bq4teVVbYMm+MugC/9yl6qCCqwuwVZtRZZYGI9VFlUZUtzXUlCRJTJUHHfscV/L/NNMygRZYME/L6eMzDLNENTMxCcXuBZBmCyi0Ac5V3lr0DlvwNB3RI8UEAAh+QQFBAD/ACxJADYBlQAoAAAI/wD38ftHsKDBgwgTKlzIsKHDhxAjSmzI69fEixgzatzIMWGLSR1DihxJcmIJAiVTqlwZMk0yljBjylwIjNXMmzhz6tzJs6fPn0CDCmVJy9bQoz99WUTKNOe+DjFIDtw4telMYjZj7lK4ayvBfVZ1tgD1c+k/r2FvJtPAMlpUgxatmbWWtq5EW3MO/Ctht29MJwSdQEkozKjfw2gT+nE44rBjto4j76QmufLENJb71tDIK3PYziQwIvn31jPTXdUWLilISeG+WxZqma47uqCKgqgOZoD2SwOxzrOFRnNoZiGBDh2IVQ0OFPNFP0+IUHjNfKjzhJwYkoAWuzpzsN6FNlMmWFwhmYJR/qXiVjo8Umd0gSTk9k9+EfeedxkGj//n+P6ejfCfawYNCGBdFhyo4EheCbOgY5BAwhdfD9rVSCsdtHFdhWFt80ob7XBo1yuExNFXQAAh+QQFBAD/ACxJADMBlQApAAAI3wBt3fpHsKDBgwgTKlzIsKHDhxAjSmz4i9/EixgzatzIMSEoYh1DihxJcmIyDSVTqlwZkkgJljBjymRIZKbNmyxR4tzJs6fPn0CDChVqa6hRobSAHV3qU0MyplBxgpoUtarMZMGsamVZdKvXr2DDih1LtqzZs2jTql3Ltq3bt3Djyr3YbOBcrzH+0fLnzxavX3e9+tuXBhQrX10DR41BAVQHVi2MKdbKitUkX//40pqsVTPnz6BDix5NurTp06jV8hKWeqitGL52tQZqixYxVr/2zf6pYVKHfzp397TzNSAAIfkEBQQA/wAsSAAwAZcAKQAACOUA/+36R7CgwYMIEypcyLChw4cQI0qEaGuixYsYM2rcuNAWkVocQ4ocSdLivg68SqpcyXIkK2MtY8qc2TBZMJo4c8okoLOnz59AgwodSrSoQVoDjSodGiPl0qc/CaSBSjUnLZRVs8o0xkqr15Y8v4odSaTF2LNo06pdy7at27dw48qdS7eu3bt48+o9S+vWXr7+AvP7+/VWYFsaQAFLSrjqPgqgWCUr0fjrZGGBK3ttFpiW5s+gQ4seTbq06dOote4KVtFzaqC3fBGZRESY39c/awlr0UEDL5C4ff66BYRVrVq/tAYEACH5BAUEAP8ALEgALgGXACsAAAjqAGnV+kewoMGDCBMqXMiwocOHECNKfAisxMSLGDNq3MhxYZoOHUOKHEkSozBWt0qqXMlSZAxW+1rKnEmTIT9WNXPq3Mmzp8+fQIPO3CW0qNGjSJMWFEZAqdOeJXA+nVqTSAuqWGUmy8p1pdSuYMOKHUu2rNmzaNOqXcu2rdu3cOPKnUu3btqUdsXa2ucvL9i+yYho+HfGL9ZdGjoo/vfA8FMKBDoQINJBmDDHVC//ooAZqz9at/pe60yVFunTqFOrXs26NUYcOFwXFfcN3dZ8soGmnNSBs4XcPv19XAwcKCRWFC4X79nMGNiAACH5BAUEAP8ALEgAKgGYACsAAAjCAP/t+0ewoMGDCBMqXMiwocOHECNKhEiL1sSLGDNq3MiRYRpiHUOKHEkyIxFQJVOqXEkSEkqWMGPKbEiBwMybOGX6Spazp8+fQIMKHUq0aEJ+MYwqLcpv19KnQVtQgEq1Z4dgVbPK3NfBltavK4GxAku2pAabZdOqXcu2rdu3cOPKnUu3rt27ePPq3cu3r9+/gAMLHky4MFVxhrVCalEocVY7MBxX5SW5suXLmDNr3sy5s+fPI+dwA+0zXaAO/36BDQgAIfkEBQQA/wAsSAAoAZgATQAACP8Aad36R7CgwYMIEypcyLChw4cQI0qEmIbXxIsYM2rcyJEhKw0dQ4ocSTIjKJAlU6pcOZKIHZYwY8p02ILIzJs4c+rcybOnz583YwAdSjThiKJIifJqkbSpTw0dnErVWXOq1ZkEUF7dqpKVL65gw4odS7as2bNoi/76RyytW4X8+PGK+xZtrbt4+dX6V0sv3rt1t/4dXGufMFuEARPcFbgo4RH7Iu+zNfnwZMoj+NHaJ9QgrcY9/0K+vG8vrdNy+d0SSMsWL2HGpPHapdkv6H9x6eberXs3xr+RbdlSze9XNm/oKFDQUEKD8jYaNHibu3ryvhF4A9NNzB0wXYl4ISP/vmUL3HJBgm7cAMAeB3sA/9LfiB7oHT8L1rHvTbsdr+T/AF6XHT8R+TfeO8yld0YhMEggAUEz/BMhQQ6KUAgANwgCCTq2/GNddmbF5d9lwpVooomR5UVgQ3eJ988vXZTwzxkPzgCDCDjmqKOOMPwjgQhnCFJCIHtRBiJZfu3DzweJWDBMkyMkQksiUiaygAVNWoBdabg5dNd1t6Bjyg0i/HPjjmimmaOPhQzRwjv/GLnfWCL2VUAwiwSDpwbgXAHJDnhosIg3FBRDATrpDDMCdt8p9OU+t2hgygNmqmmpmg/MIMEZROARp35IfvkBOBzAgQQSpjqxQQ1ohFEDHE6g/4rEP2FQoOheKzo6gi23tDGEBBMSROk/D+D4wLHIZkqsscLiOOEDRGTzAWJzhpVkEXpAAcc/2vqhrUFwQPHPtrSS8kxejv5jwV7gmCJBj2eolykOZ0AoAqUz3DtjvcX+U0i9MMxwRr9ntJDOoopZWxgyziwhLhzbQizxxBP/o0citjC60C62NPOPBvWWOYQgAAwBA70nF1TIHMMSYMo/ZbYpCLEAmFIIsRLcEMgtpVW7lYiTFTEuxH448Y8LfgxN8bYbCFBEio0WROB+LfyKY3z/lJyzmTUDIMKYOBA08s0lEwEADEMMMSnMM2qwWcJcAb3PMzxInHRBDy/9DxpLFP8AWV+5LmR1mYKYkrYEQ3Bt+D9jiizIEADMYMoM792A+M0iwHCGBoXB/TNf+/TT8MNFb6LLPzX4sTTE/yyCMZeBHwTKPxTMkbkIMwxB4xRBxpueuw+YIogEkwxBROKm9Mje8DazvfnbPl819WSJmLAB0UgsQdARlKy+9wnPpDjQQryABAl8lN5g+PA3nIFD2jf8cwPkQYotQs2mzIF22pSKIIEg6MCP56QHun1YIwoR8wMSjkAQUriAW6qT2N7+EQ1++IMvwYALLTyWDVPgDkdnqBexKBVCgpSwWGXS14Iy94+wqbAFhcEOnfRSGiZwa1xF+4f2/uEEKCjihhLbwCL/lmGLDDIELx1CxxQiVCaY9a+J+oKZsZ5IkCg6jwgW6dkMC2OLRCzietvixD9mJa4x/oMT2opYHWxSkPEl5FG3CATv3oXCS9nxahIAwCTeQR5Q0akw/GDCq4YmLj/4IQynmhW3WAcHAbwkdo4qDKTwwJRCAOuOlurRpoZQgj1MS4uhyswBvzUugpSRh04IF7nQoIcP+IMWfWHRl2wxrQSdwX9mkuKlJOSjB5SsBN4YiJxC9CUL7CCVikDDP5K5AUVADA1wQMMPnemEEugnlrLkIqT2EAhIpAcAA2vQgwzioHz9CwBC4hOBMHOkLY6AFtSowz9OcIJF/EMAeviHAhTQ/7p/1GERdTiBOITBD0ZB8o0tso4F+PEOdEQHPepZj3simiFBOAccvxCmnKL3R0BGqQjPSMQzipCIaBShCNEQaUhPOgzoHXQh4bnMO1sjDjwgBxzypIA3AoEOcGTjF7WgBT+s07MBIskvj7KOcEiz1Ix17i5Re4hogrPUvnyGICAh0FBRJCCjhgiptRhNgAB0Tdy8NJt7+U+JaFcQY1iAq1316ln60x3u5EYjB90HQXJVkVzplSBH2ettLriMCxLkAx/4R2IN649lEGQZUZUIXUdjol34QxrJOA3HuFrWyDbGGwURRwAU4jGM5CamJCrRPvwBjDjdgosnisw1PfuWVf/ApE6SLNFMa/ELYZzjHCVgBQWIQYx7CGMX6hAqaeJKW7SQSyHPvUh/qFoL8gBjOSXILhvaYBM2QIINbDjEP5oTDGGEg2dL1U9zb8MRpF7mNMBgziHYkAYvGOAVsIgDQV7QDkKEoAKPaEQb2PASDfDitVUFHHtL4t7h0IIYLbBDGx4Bi3YY5BX/gMU/XsFhDP/jBR9+hQ3Y0IoSCEOYPVvvgiWrF/HcgheTaEUj8kuIDtv4xjjGMIgrAAkiRCIuclLxih1SJ73ewhcEaAN/c8zkJmM4Dq9oBRFi0JoUD3kjQOMVMQhgACg7mcMh+PIrwvwKQvyjDaCgjVOFfGVH0eL/lbQQBgEq0I4Oh4AgHrbxnce8YQyTmcP/+PM/4tCGSVQZqm2W7ot8YdkWtMHLr3hBIyDxghCwYR0ffgGI0+AxSt95He248z/W0QZY2PgfraCAALGZ6IgMZD/JIAKIO9yONnTgBY/4x30hQemCpOHDBtB1rg2wjnUcosYdfoEN7PAZRLdaImlg4z8gAelIe+EfXmgEKwwg6msTxNuN2DAbGmGDQ1SADcgGtAFKsAsBnfXZC3kJBZRs4xf8mgjg9UIaGnEIG9igIIfANxseMXCCGwDdp35ECTqkMXhDZCC7MIY6WlGBP7+gDSOGjhe8K2OC/KENadguJAL8j0+woQLH/7YxoUtAHmc7/CHvvMUtSnCIbdhZ1wR5xCsq8I9GVPwfj6hAsIGe4V9vONAdJsQLiHAOl778IUnaVc/1y2FYhODqGg5BOyr9ilDfGeth5q+pTV31OEwiEgOB3dOJ3GJb0IIXSY5DusVM9zjAgggt2IyV107kWd7iF0RoRbDnTvcc87cRoIjEZ5zKar4vpMjDCYcGiHCIR/CX8GL+sN0b0Yp/mIM8QXY81JPUob934R+HmHAIQAxiDR9E6futgA0g0YIWBEMzCWaz6CFPGfIQQ76QaEMjvPCI+1bg+AZ4hA3SwGvxauAep0kvVN8t+oPUSTzCwb0xgsGc7I43u+Bvzm1wqVOLpRZV99Xf69TCSlXKnAaWlEkGBdTBi184WKhcVRH1058Q3LI/tbbgD23xDwgWW7Klf/yXEXclGqNBC4xREP5AVoNxVwnYEXR1F7SwFgUBS4RhVuhXgRDBGyPgRv8gQx74gSA4EhQ4FQEBACH5BAUEAP8ALEcAJQGaAE8AAAj/AP3V8vevoMGDCBMqXMiwocOHECNKnCjxli9aFDNq3Mixo0eH+zrw+kiypMmTHG+xMoaypcuXLZMRg0mzps2IBCjc3Mmzp8+fQIMKHUq0qNGjBW/tQ8rUqAZfTaMK7TBTqlWe+1jZusrVpjFWXcPCpJBMrNmzaNOqXcu2rVum3N7KLYhRYb+EyObq5adXrwWEdfumrUW4cK2ChhMLtmq44Ih9kB8L2/cYMuV/jRcXbWzZlufPu4zt+kx6Hz9afA2O1Nyz8D/IoHfFmD37F5BftGOM3reLlzBjLHf9Q836put9oGmT3pXvHbp34n6NjvHPGDBgxniZfoz5cPHUCsFr/yT82rNs6byNodNQp4R7O6bsuC/RAtGhQO9q8duF2zNl13vxI+CABBY4IEWEPWaLbDGMsIc3dcA3xD8AAHDGGYU8UEghZ1QIwD+C2HGIBnh41p8t+wDoloEstihgRIQhZ8ts//BSRwtD3HDGAxJIYNAM/wA5A5AFSTBDIQAMYUoLgZi4W3cruihlgQ8l6Bl139RBxBBnEAmDCBGJAKQEIgBgyiTe1DIbipi1deAyFjTjDzLLNGOBPxZ8MGczcPrTzDAEOhSjLb/Ukg0R/xTiI5gcwfCPBACAUkI6/8SAInlrCRhOLdZ8k40v6fiSzTfc5CEON99Ylw4x2dSpn3gJDf8aQy3gEADAoiSJAOYMphDxyz+jjeBdWgPeEsMSaPxTwwY1/IOGGWE4YcYGSPyzgRn/qODMLQcuRNiC+2RDwBn/iOBjkObqWpCu7ILZo0FiklnkkBIMMcmMlw571oAWiIPGBnBYCwUcG0CxQcEAGwwFFBy0sEy3Cwk42iQfgplkuTAA8MCji87QcUEzMLpxvP90CYMEpmhQy2htEnvaAnWEQfDBNNds8wZoYGIBxAjpN9st4AxB5gwPgGLmoxqX2SWQHxaUDAFFFmRKuWdMcSuYhSAinS3CqjUgMjv8C7Cyflh7M81hKLDziwxtNQkBgoD8wBRnDBF3ohtP8c/cJZf/bAqXBU0BitAF2bpovd74p69ZX4d9MBROHGHQ2Rv840QdzfBcUDMFxQCJQU2HPPgUcZuS4T96/wPKP44aJIgEUzxQ9xlTU3i4IIH8c6nLL5cgc8Fh3NFsQZSjEQAygQamEChnDF3IFEaC8oAp0wNwtwhTTLi6KdDHPrveOXY8ROK7o0WgBQGIDfk/AxTkx9lwOBHIB5onJAwF2ZgyNPao3/DPEA/w39REcLd/TA1lecseylSHg3OdARF7CNbiwjIgWgxDAGF4nBP+4YJqUaJyBqNZ/OZ3iyrppxaIuIG8NvYoMIlpXYwiUpA25iNyhWxv5fLYFAKxMltgynwvO8Hv/6AQPIMggRNh+MfMDoaGBvgDVj2rhYJqZLShGSmH88rhuUL2wkfN4EseIxLKDqGmfHlNQBZogNgOpoiCwEFy/zDDEi2ngRJ0QFC1QE6DsjG4RTHKIy6cQgsWJMFMvSxmS1yYQWrQLJuFAQ+CCEZd/qIQWf1DHK2gG6428sIZ3AAUGiCkGc9IiwXo4GABq9zMLGcQginxB5ggCLcaYqUZ7aIWgZiEKQBgLnT9kSG6GlMhbrAkPKhpNz/kXTNsgQQ0RAsNTggDNNGAhlVs4JlOUAQSNPBEtjEkQcjhzz/2QIEWTA0AhfDYuRTSo5B1aAgtOAQ4DqMbNk0QiMbSQB508P+PBpxABw0owQ52UIcGBOIEDfjHPPeBGihW8jAyisEvPIOHE7hnQjfwEIY6VKGCDMEO8gkEL1a2tXzdc1/8qAUt8GSBlrYUGS61AExj+gHMeBOPeTSPcmzBC3AEQgOQKIEGJvGPEgS1BF3QADrwMJoZ1RNFwkomWwzUUAE1tKqnodJEyAObBeWGNLdAFCSu0VSvzmYXTYWMiuQypbaOxztdJSSDlAcMNZ21rJGB0mLa2iKP/HAputtKy/5BAWEMyzMFASxravoPxn6Acwep6TIc+w+CfAQ8hakMcv4hjKSgyDJRHZZD5XKOf+wAHAWpijcW8Q+otIRAiZGifgyylJT/ytYwWi2OQZL1jx+4hEX6uZM//EELhs7kF8ipxS2GS1zCsEi3NTGQfoZLC14QgwIa0MA/tPuPQ7ChBNvVQBrM8Yvh2jS30EVJgQ7jj1vcgwKfY0Mb2uCFR1TACxowQAUM8AgbtEEDbLADGyjAi+GmNFDpPQlsK0sLnRyiDY94xT9gAYuCVCAEL/hHBQxSYVhUoBFsaEUJzjHcV900wR4ZEHuJMQk7eAEWGa6AjGdM4xrL2CCvaEMrWlDefyAYxR1R8T9uUYJPeOEfIbCxkpc84xcQog0EIEY36wfkiVTwFoiwg5OZzGUmv6ACBAiGQKhc5Yfw4y8l9EcJ7BAHDVfg/xUVrgAhXkHjV9AZzhsmRI3tPGNYvIIAwBjzicsMkRgAYynCIEKc3/wINsgZEmmgMCFg4YVGxCENFv6HAeb8jxekAdNNPjItqkpoiqSGAMmwwZdlHIJH/MMLGW4DLLQbgoJIuCCN0LANDOAFA7SBDau+8SHMMeVSR4QfwThICwzg5gu7mr4d8AIhcO2FVtjjH2DRANRa0eg22AASwa7ACyBBgWIbmyL7CIYNksxqGxzCDkSwgw0a8Wv6HgQUIzKAHXKchkaAm8bjLjeZz62QrfgDqO2YcQi+DeA20PvdbWB2BfpdkIhrlwDz/nef7cAOHw+a4AmxgHIJ8gsiVMDDb//+h31fYQADSBjTt7b1hv/B7/3SfMZxaEMLpjxakB9Exf4IBigoLGMJ25nPk6bznI/O54Jwms4ybocXCCCcH/ucIQTyBwUIYIB2NLvLYA9BO9KQDGEIuudXN4iKV0oMUEDiFTEGO5Nr/YhWEGEXBLF62iN2IH/sogSTgMSmLSz3mU/Y3ZMo99nRvne1C9kfwtCufL1w8glbnsOwmHYIDODvQxyCAgM578cbH54F+2Mc5oCvd+U7Xy94Yd7zBfB3S1DY5Yp+9KQvPWxX6g9y/OIewcBudoef3TQQgx22MO+B0Zt7MwOXL8wd7iSIHf32YpX5zT+2lPTVXLdmnyMuuoUZYP/xuSl9vyQGMlY1DnJ93J+fJIszMVcCAgAh+QQFBAD/ACxHACIBmgBSAAAI/wBp7ftHsKDBgwgTKlzIsKHDhxAjSpS4T9jEixgzatzI0SGwZB1DihxJcqOwDrdKqlzJsuQuVgNbypxJ02EtVjVz6tQJcqfPn0CDCh1KtKhRh/5qHV26lJcGplCJ2ukZtapPIi2satVJ4OnWrzJZAQNLtqzZs2jTql3Ltq3bt3Djyp1Lty5Gfnbz6t3LVyvevkOVGhwR898+W/9sFTY8ArDRmIgL7voXg/K/yQeVCnasc2DkyZV/if7HCxivf6J/VY5c0CLnmY0J7oqRGvMuXu+M/TP27t2vXb8I+ipoq9bA2K9JIkdN0NYvcBTqlLBDvWD1f5NaaMBTXHLixck5Hv8mGHyfuEAlCt4oWOjBvwcPCp052KIOMcyXCTb+G17j5F/7ZHOIKf8A8I8IErknCHYaBGeZLfv1d9FAwKGWHkESbDQDQUQEwhqEcfnzwTL/WODPMh/880EzJS7jD0HL8PfQCLZMtgA4oAzhXkcI/nPGFIg4GBctyBTwzzvO/APMOw0Mlwc1DezWJC8nyuhQcOhcMp9KEgwBijiWgafWLmb84wRBniDhkDUQDVQZOJcUotCGCvXYY53/CPLJZPix9UEeBqGRkKBwCEpQCS82NEItSv1CxJZ3zjADDv/QiWFBGf6T6YGVHoTgEOlVtlxaFvyzykGcOCROig8FF4hBhVz/QqlCm9J5SUIzyLkeQQ9M8Q5BYppFS4o/FBTGEg/twGpEu/5TCCj/EJjnnbMyNIW0/9x6UCDBnjUsQnc4ZEUXiTbERkHV7vjPDRuqWxAAdA7xj7ywTpFns+tqMKpaFtRx5kQNLPsQAQZt+QDBB9pL7z/QMiQnQQte+upbH0RpECkuOIQOiRGBY9ADORK0oQiCCGJvRPQaSFAhRJxmWFsWoHPQHZQYBIdCHCvqGREqW0qQCDCsLOmlnd7ZUBdhwmzqQaQUpIgTNShEi0OHTWYMAVsmFLQEWxMUdEFfS+Bzp0NMwppbAi+ELEfBgZOMyiVtSERwlXVrlgVdnHoQFAWV/7kRjRVmQ4RKBpYAWlwWePzPBjffzNAG/4AZEYXB2aJBjmeMPdEDAEwxiTcErbavWjHpvXRBZ/5bEAUTjVdZ5F7xOudBYhvUAjo1Cjm6WswQBI5XoNdhEDqvdoHHPwtMiFiFl3lTx3UIyUeQytJSYExkMfQJ118frLhiM9573wz44BNkJUYO7pKNNxpI1wIkBU13SAmQUADOacCpNpli5ss19dT/oAUAkQFAARIEgBppzPLIExw+7QKAJZjaLjCTmtclRkIs2VcMLBg78oQuPxe0GwZFEpuzEeRcColMbDajl5zVxEq12FepBsPCf5zPMcSYCT92WJAaFgQvgtnhDf9HuBK8pIQg/gjHLYbzj370gxzlsuEQiSgSfgDQH78wRzAQQj82wI8C82BHYaZIxYz8xR+uOURBGuEFAxTEAI/wQiP+AT/6BQM/ZCzjQ84YjKxAwgYVgMVBXrEQA7ThEHaIBDv6p8e7lGosrZgjRgL5jwpg54KNvAhe/NEFUNjgBYLsCCzgN5ZMTsQfJZgELEI5kkf8wxw2NOVCUsKif2iACC8oiCUrYABWJsSNvkQIISx5mjxmsjGTIeQbIdHLNkiSle34RxsIYQD4waICryDEPxoRAoM0ogVRlKVCCCBJgrzCjeWUJkHaUEl2/iMNBPHCP2xAR0hosyCCdI04GfL/iG6a0wBd+QdOQgnPf3SzA/Ss5CHQ2Yg2BPMfOdynQvpBDIcW5BVegMQhQKHGhC7kEWrcZho0EEw2RFSiB5HGPygQUnN6oQ3sbIRHCUKVlsIPFF4YqS8tKSSUxpIg4/iHKwliSYW48R/rQIgly1nUf7SDDZHwaULwYg4CZJOor6hAU1kpyKJ6lRDXREgjQNEPqS4kh/IcCSxeAAlQTMaYsvzLPf5xiKZqRJBemMQkggpXlPYjqmzwgiD9CRFBvqIRdvjHFn9qVoX8JTgXsoEBCGsQrr7iEW1ggx1KMA9yMLKxDPkLLXTzjwvBb54Ndedp2aCBNFDps6B1CH/8YQthNhAjGBRgnUEoEAxf8KKsP4ztXRBYkBboU7gtwctwQHKLviKXI08h7nNJsouTTpcl/BmOc4cSEAAh+QQFBAD/ACxHAB8BmwAkAAAI8ABH7PtHsKDBgwgTKlzIsKHDhxAjSpxoK8bEixgzatzI8aEGIh1DihxJkqOGZCVTqlypMhhKljBjypxJs6bNiLxY3dzJs6fPn0CDCh2KkFYtokiHUtiVtKnPfR1+OZ16UxirW1SzznSptSvMEqC8ih1LtqzZs2jTql3Ltq3bt3Djyp1Lt67du3jz6t3Lt6/fv2xpWWgG+OcuW7z+MTW4j5Y/f7RiADFW2KewNAVj2OJ3q5YwDaAITKJg0ULlm3sodMDDq7WxYCUIdGA1Kc0vo6d3gu3QosQ/Ih2CE0BXC/Li3DsLnTG4HAAANsiDSiAbEAAh+QQFBAD/ACxHABwBmwAkAAAI8gBt7ftHsKDBgwgTKlzIsKHDhxAjSpy4r9bEixgzatzI8WEJCh1DihxJkiOoSSVTqlypsgURljBjyowICdTMmzhxUiCQs6fPn0CDCh1KtKjEWwONKlUqDNjSp0QJtIBKFWgykFWz4mTlVKvXmKx2fR1LtqzZs2jTql3Ltq3bt3Djyp1Lt67du3jz6t3Lt6/fv4ADY7zlz19SwTN9SaRVeIQvCsDEIpb5CyJhf7xadCBAgZ+/yTBvGbPJb+FlWzs7gFLsjxZomLSCdfh1GKGtYEQ6sLLDq7Dr1zBrBWP1z9ZCVqwm+boMfGtDYrb8NatV+2dAACH5BAUEAP8ALEcAGgGbACQAAAjxAPnd+kewoMGDCBMqXMiwocOHECNKnFjC2MSLGDNq3MjxYQcNHUOKHEmSIyiQJVOqXJmSSAmWMGPKjDipxcybOHPq3Mmzp8+fQPcBHUp0IS1gRZMqDZZMqdOhGgg8ndqzxSSqWHOCepm1q9evYMOKHUu2rNmzaNOqXcu2rdu3cOPKnUu3rt27ePPq3av3lr9/1fjKtLbRL78SGtJYFKzyFrG/GP36o9AhGVKkjEne4gWKAJFaAyc2o8CKVTDImUv6C9ahAytjqB/y08Dq4z9/tFKr9GcsGb/cE1n9Gxhad0p/wITTshVR6t/ixlUSEx42IAAh+QQFBAD/ACxGABcBnQAkAAAI4wD/0fpHsKDBgwgTKlzIsKHDhxAjSpxIkJYGWxQzatzIsaPHhLQ6CPtIsqTJkxqTAUPJsqXLk8mIvZxJs+ZDAhRs6tzJs6fPn0CDCuU5Yt/Qo0gV8sKYtCnSW8lGOp0adFcHplSz8jTG6pbWr2DDip0IaqzZs2jTql3Ltq3bt3Djyp1Lt67du3jz6t3Lt6/fv4CT8guM9pY/XisJh/3FK1mrgYq/8mrRYRLkyCV14NHh0d+/xh2I+fOMmSQvZy0KeKRlpwMBYf5qlTYZrMMv07zuzS7puUMHVoN3T03D6l+yswEBACH5BAUEAP8ALEYAFAGdAEoAAAj/AG/R+kewoMGDCBMqXMiwocOHECNKnEjQVppbFDNq3Mixo8eEwjoM/EiypMmTFHex2oeypcuXJmux+gWzps2bD5Ph3Mmzp8+fQIMKHeqTny2iSJMujKEUJ62BT5subKFBqlWiyape3fozmS+uJWv9q0W2rFmxYg1aSMqKF9iNZ+PKJcuP1tp/NP8JG8rqLcW5/P4NvEX4A2GM/wTuo7kXr2C/W/MaNDtCbLMPC55Zc8atWrBgaT4H4+aLGzcm0WzVqkuLH1nIb8tWTlzE2RwNGk7opsKbCiNGvAvW0UCBm7NnH/zxq5wWttSyLP/t46ahzgnf/6TQcDjoVBIq/4ZX/3uWmLlzpIHJVvbHjEKJOoxObacxaFAph6UGbc/OKLyGAoLt09x5PhkzUi370PLBHIf8c0oD/9BAnyMHUTgIQYNI8Y99g1CI4XaDUEHVAv4ISCBQaO1zCzQlmPEgDafUUQd4F/5DIYhJOOJIEv8El0SNF26nQ4QntFCAP7Od6FMtI9ACTQtUNEADhVQs8Q+UNJxAkCN1BOLIJ1Q4ooMjBFBxypCMnODIdqTUQV8DSZBiTYlKLlmLBSVEeZ+GOiwRSB2nnLAEKT3WYaOVSdQhxRKn9JjEEkuckGh422l4CiJF0DJgnTWRdQs3ZjRwn43/9EloA6RQEUiigzQghZbh/f9zQo1VJpFoElkWJEUDVGjgz6acvkTWBxowsp8UVFJBwxKlVEmQoIGUsoSZdQxSh5hmRlrKo5Hut+Gr0ASLE1nDaPBjdjra2GijNATSX7v/bKuDFKfQq2OjPeIbZikaxptlASOJC9OwxWaHrI71OdIhjzRI8eN8HYJYynZrbuhhh/1mWEe4Andayy3EmEHDfTqWTCGXCl94iiPgbbgqjFTw6GgpJm/Jq6/AdhwTWbTkKarJ6aJcH3h1QEqQjDIvQSEpPJasoXaXZpqzQftoIJnOEyHoJJZTmtzhhtvVkYSWqs54Qn99jt20jsiWAicRc5qIkIr/ANMBJFhrRJaKLLr/2ECHCDsy7YZinxCoDlSQEsggkTJ9QiA2IqvfIEXGPTVGFHRAQd5w1WKLXXO04KCEF4Zo3Y6oJ9HoddvqtuOP+mUnogbhCpizP/8Q0YExnHeOIEtFuAeffARJeN+F9+VHcYT0HctIDcNZs4x0rynUwUq9cwSdaitSJyN22jVEn3dEazDHMxjtY95UuGevvXr72JLgB7WlgZt11/HGyHe96XYCbhQgBi/WgiDmTM19J5HNPuK3D34IBBoFYAJnRkMBUHAjGHPgBjWYUIAiIEMgvzPgARGIEsoskIEj4AcyokIQtzylNb874VlIaCfZjOCEC7wLQVaDQ/XNkIZBmctr/zZHEGD8Q4Q/BOJQqlcQlgBhLEc8SPVGqMSa8CMwBVHPCOY2AgPOrYo8ueIO4YfDW3xlF0bB4cfA+BMxKjB+tohjHGlBjH/EwHPc8wct3GIQI7LxJW7cGxzluJq6+OOMIPzFV3RyJV+IRY9iweIfSXLF7cmxLunIhjcooAFIaGAS/yiBBkoAioKUgBe4uwUcbfcPMU6yI+lBUBx3UQtaiCMQkCjBP4YgiBsA4JcAOAMwbyCIf9wAN+BIhyp3IT/mSPKVGYll/NBIC3CUwBRDCKYIZqAQCRRkBg84ww2GYAdIvGOZ8qMLNKPpmhse5RbgmIQpAPAAgnBzIjM4wxCmUP+CPFiAmbZ75jof4hpZ9qMWdQAFAO7JEW6KYAig8AZG0tnKgUIkPfH7RzomMQWGfoSbZ7iEBiZaGYFaVCEFjSM/JjEEexbkAR5FCEzBSZB60vQfMxCBBGZwiUDcgqImPakU62KLW5xgCvY8Q03/cYZC4PSeM4CqSwniVIMUQqciAMU7/qGa1Qh1IYFh5j/CYYpC5FQCU+ClKbhZ1an+QwT/YEUpcfoPbP4jnEy95w1K8FMBBfWrTSQIEVr61hmY4gY3MIUxzwDXfwCgsQdxamJBcYO6EuQM3JxBIezwjXT+FbC7wBtBKvtWCZhiCqYwhTcZSxDF/kMQcFXsYe0JAF//ttQUmCXIQ9+xQK8CtiGHIO02yyoBUBRiCMdFLFIRsty3IhYAip1CbjVrh3RQ77O/5YUGrjEJzOp0n9j0ZiEAMARTCCKmdG0sZf+B2n+YlSCCqMNPS/pblDrwFoFAak6/edfGMrax94SrTQ2CV4JIoBCgyMcIuordk1YSQYIpgX63eZBt7jeqbzUIXKMKYAM/4BISBWp9EYJR+fGjBaCoZ0m4CQAQT1SdIybx3o5CixOAArZ07UghTEGEbEzURA3+6oPheIt3HAKbuZXIDLwpAvJOQgO1BCiMY0zigk5zBLfIRh3sMARfXhW9BsmpMMtrBwrs4QNyDCiVwWrlae7DqALpAMcoSzAEXj5XmAAwZp1DCQkKZKOWaZ6NK9eckEAOchdNqsUv8IAOTlJAdGzATRsC4Y1sfIOozGzma4JM6Af/To6EfIo/QOmrKy4H1PLzYSQ5TehWxpJJJwT1LYj4DwOheoFeHHSrLxpILS5wj1UJBi9occIumsXVu96IqbEInX+45RYlOrardZ1sjixbkskQy0CWXe2aBGwX6ui2uMdN7o8QAiwBAQAh+QQFBAD/ACxGABEBnQBMAAAI/wBv1fpHsKDBgwgTKlzIsKHDhxAjSpxIMAYwihgzatzIsaPCNMk8ihxJsmRGXyFNqlzJkqSxlC1jypzZkBcrmjhz6tzJs6fPn0B5xghKtKjCW7uMKlUabNLSp0FbwIRKVWeLFlU50trKlStBWl+7elVKpETWszQJUEDbsZbbt3DhKuTHti7CuP9qjdi7r6/fEXnzvuUHlq7dum//jfBrq7Hjx4/3jSDMzxZCsIefJmbc2CC/BQv2jgA9DDNBYcakCeNlObNRXgXfLnZMd8EzZ3M0RCpR4tDVFod4RxIkSAO3AgvA1uor2HVQum5n26L14dmcSHZaLFlixtM/RuAJgv+n4snMdt5s5hSwcGufrX2JnfPk5/afe1u3RsxpMWlJDUanDELDPw0w1AANNJzCiCdLtGAHBTH4U4stI9Qn304DuUfLAhpMQoonp9BQ4CAEDWLiiSii+A+JB0pBxRJEsFGEP/ZZeCFNbrnXjDOgkJLEgDSQ+I8UKRK5ohREDoJkkiauKOIpS4BCwS38wDfQjSxdWeE+/3ygwR1UHPjddk4SJMWABFEhxXf/1FDDQTSsSYOaDSRxBCLJwYelTHrhJ8gdJDbpHw2fnHKKGYzUuQSAIUnByCB31OAoQWYk0QAjS3wiZwMwIkPflXuqlOMtc9yBYJL/mEHKCUMu8c8nqbL/egoplJKYRBI1nAIrrUu8aOQgDYRSgj96hiqqfQsQkcSQJ6ZqBgGMEMoIFZgWeCilbZ6SxAmMwKoDFTVwYUaAJgb5CRO0gGosScvRws0SQapY6aw0mPHPsqpS8Sql9d5aAyb/1JFEKbSSwiSBnmggIUT+CLMuRMvdQoEZI6J4yopJkMjqgNQO+OiKQ675zyknLLttxipSUcIyNi5kCxGwPexQu+/Ge6LIZxpKEBb/oNliQUKKTAPPPQeqZAMJS6huQrZ04JTMM/ulbANMLnkmpgM66sikPTOCkBTLKslkuYSi2zJCTWMF9cwj2GJBqaeiiCQNSSxBohQnSOGqeOat/0gFKQoSoMOKKgJLysrFKsRLB3as/VCOlpUAaANKokgDIxS3CiXemJ5gBhWOBEIKtWGOfSanRCyw3NKOa7RcY8j8mWjW5SbxiQ5J6D1rqoy82TMpZnxCrXcmIkmgnZMsUNnZB6XROsSvE8RNjz9SvqIjZtg7qde4Y38Cidlf3LORDUBJgAbpUsj68xllaEsM/EDT4YchHiQkyPffTxCQLsJYwjO3aEyF1sc+itTHPbvYBT+KQAH++AdAAiKQgRCkIAaRogUagI0tdvEe5hXQdfZpzC6GUosCUKAELUDEdrojniQoKDzlMQ8iWlACDTBhMht8zwAJUotmfLAternPCP85WItdFIAbFNAAb+yAwmSgkIklEAQFuMGOXfTjHxvkIHM8+MONyOY+WYxBDAQ4oV0sQwP/cMYHiPi6BCawMVt8iwW6WJLNgDGLCYSfMQjSgfe48Y1wlAxe/nELOpokPovpy2MKWRBfBDCQfQGMYGphGEPySV2J/EczLjKZSEqSh5bsSSV5aKN9CORsoywIKELJEn640pVxqYU/LjKduPCDRvZRyBxZOZJX+jKWs8RiuvhhARrhUiGm4WVHfPlKuBDTHzRy2C2gKSFgqC0kwDCNK5UpEma+hRbQvEU63gEObxADKxQIxD8IQBACBINL//DHMH3JzY14k5LQ3IM3NCD/iBIM4Z+CuME/biCIIUxhCkOgQDCIkQ1ZTpKe9aSIN+NJC2+UwBRDuMEZCiGCGcyAIB/9R0hFUAgA3GAINcwGNFUH0YhGpJn78Mc11DkEADwgpP94gE53ylOdilSkhbiBKVqgUlpM5pUuhUgzZZmPSUzhDB7NaU+nStUHgBQAoKjDNI+6zaQypJkL8AceCAAAkVb1rGcV6RCIkA5/cNWrX4WlP7JxiULMoKN3/YcIRJBWvUqVICLIqUFuQATCULKrcD0IYahEC2yA4gwSIClBz0CQM+xVqoHNaWb5KlLKBjawPh1CHWiE1MQehBbvgWYghiABqwoCFACYwgPOAFUc/+g1s4UQaQdMAdh/TEGgQb2tXk0hjn+U1rRfMe4/ygIKuz5AAoIwxRmmIAIAAOCjphCoQbCa0xkI4h+XOMMDDjqFuz43of44bmKPiUaCgAK0M7gBKARB3Yxil7oItWpBbPoPCdRUEPzd601vQAEJIRa5BzFGGq57XkF8YAomNakpsDoDq5piBuwExRCsKoEJAzi3AvZvINJ7YAQTpMCrbe0MsDoEU4jgBgA4A2+HkFmCDEGw//juPzbqWxdb9QGmyAMt1IvgrciTH0QAQGtJ6lccK+QBm/0riPU7BYUdNpXIbaY/xBFeCQgXypoFrYD1qlPOChjKnP3HEBBxi3li2fG0zRzBlgkwBI+i9c487e942ZwXIps4zv5IRwsgHFI8V3UGrR2ClGjE1TcjOM7xBEcLsgvVn0q1qgW5KwBaXII8pPfKjv7zUqGJByUOAcAbxWtIPXrXQpxh06YoAQU8nR9QmziusHTLNLGRjUDwU83/hPFJC/qPErBBA+gQxzVoNBg/31qxv3QLP6aZ3j2QMxt1+Ac6wAEOPIgjHdR+KDOf/RBmfkratCjmP9AZzzafW9rjJrdSzZ1rWQajIMJQGrzNLW+M0LvEv6DSv0Pd75f+siDM5nfBTbKVf+wxnv9I5sJFIvGDhGPaE8+4JdkAlYAAACH5BAUEAP8ALEYADgGeAEoAAAj/APnV+kewoMGDCBMqXMiwocOHECNKnFjwFy+KGDNq3Mix48ISRDyKHEmypEZIBEyqXMnSJIWULWPKnPkwGM2bOHPq3Mmzp8+fPmMAHUqU4b6iSJPaakErqVOgxjrcekqVJ7FkVbPmfKm160yQXsOKHUu2rNmzOWsNfKgWrdm1BUfsm3v04NwRI9yOhSuXoC2ItvbB/SfMoAW9SPPa+ktwAcF+cm3FmMxs34h+TQ0aM4y4aN2CyIow4aahRAk7LVoUTN3CdAk2FKQxjktwcOec+2YvYEehhOp/Zv5RYUQwifEk/xhR8RR8SWsNzvZZWJv3ts7qR59p+IdIeBIpNP41/wjPsMG/QUmomEGESJC1W/z+fbY+c8TfWzFKfFpCZZB5jTQ0gJ4ZpJjCxD+1zEZfS/bt88FLS5xi3iAFUWgQheFZmOFCg5hBgB3D3KLggirZUssCpvyDHEFUFEReQjScIh5wFh5knoyDkEJAESIiSCJJA82FDBFH0PAiKcQRUEoSSxRECkGbGMSKGaVQ0QCTBt1xCnmeJFMELfNB9MuPDf1VwhETHlTHCTl6+A9/CNGA5JuOHPGPncmRsqWFnoDygW0OaZDMVGQmJJg1n4BXYwNN3pHEIASsaJAn/zGKnBlJpEScGZmoSJ5/pKQxFaAK+dJBYYUqdIsGZvxnUIRMmv8XnKs04ElQk2+WgtAnWxpERQvN+OgQLx34kipCa31QgicKgfcPeZJK6pCMCSXRAjIRdbDdsQcly6qrBA2yIUHmSYGQf8+Sa5C5/1lI4a/BQlQCtwuNgKiiFQ6ir3AHSUEhtQVJQdx5+R4EqqjV0ZvRUbecmWbBxJFXQ41LunhCcXe0aDBBfWZGqsKA/bMAkeMRrNAppDhCMHI14NoicTWYHC7HyTzjMcgUwTXXJCpWWBAVRzhyCso0qhhci00+CVy7++ZIQAFTJYwzRrbs8k8/GhAQIa2nNMksFeYOwgi1MRt0CnE1DlLDHXbsw88uR308NUMD2Wf1PwXox58UDZj/N+5BL7pY0HhJmPHJJM4cJt/cHNn3j1C1FCDIJE9S8V2A4Co0YXrBIVICE/yEyXhGdRO0i1D/7OKMBi10B5wnwzGSxCmOGJfccgSRMkkLgnATw0BCBWZQfKNPtFZuqcfwS/C8OEOBIKexNgkrrSOSWgmCUEBMAYGd7tc/UhffOPLJK5+6fJLxQgsk/xAzDC8xwM3YZPH/85fUhIpPekFHMbbL6fT7hdR2IRn6nc9+8gmf/kwyF/uN6CCZcSBBLLNAmQwGL3WxxVRY8Zm7GGQgcqvgSIgnQq3w44QoNAh8UMiPCJbwJiw8If/gQ4v8/YICL5wJC2tYEF5gpSAk5EwO/0uSQoL4IxzfeAc4slGHf6DDG/+4A0GIQAy4wGeIIjlhZviRjUBogA0FGYIgbiCIIUyhINUgBh7ycA2CFBGLGeEHtvyRjdIQBABnKIQIFDKDB5zhBkMgCAXy4MYgwhEiMvQHOFpgihucASMiOIMZS/ANNx4yIjLEhmoA0BEJPCCQgfDHFS/ZEBkScggzGIkECjGFElxjlKRUSHy+QQAASMAghSBILiGyx4LscQamOIQ//mHIWBKkKddABCcfQJBAHqSX/xABMw8yzYJU8x9TCAQxjakQPJzxHzO4AUFA8UhOPvIhKSJIGfv4j1zWQnHcNAgkPsFJcIqzEKDIpTit+f8PQSQkkCl5JCgCycxUgiOeCtnlP+oJigcA0iDXxGVBJPkPSbKzn1AsJilDwgtf7HMGZVQnAG4AgG9CE5rtnGggz2AKdqYSDwitCEG8mcqCmGIKD6gnP1NUz10G8oznRCU4z4AIjcaSUP5ogTMjGk2EiKAQTJ2oQWYAiozG9B+0oAU/moENUOyTIMx8QDWvGdGozmAGU6jDMI0aSxmmgwimQGlHzgCKLvjjA2w1pgyvUQeviuCWGpnBI4lwUAvklZsy/Ic45jUEAMj1IbtswQmw8Q9kHBahic0DDk0xBJKe4QEi+CVBpFmIM4z0H0PQgDeIl9irLqSI/hCHNygACX9FqpOMqFWnBoKBh3QMk5itdS1DUBhBf2AjieLYjjeykY18fIMWvwXuZYWLkB3+I38HsYBWWUhdjryRIBfhbndJAs/HjSUgACH5BAUEAP8ALEYACwGeACEAAAiyAPeN+EewoMGDCBMqXMiwocOHECNKnFhwF8WLGDNq3MiRYYsSHUOKHEkyI5FJJVOqXFnSDkqWMGPKnEmzps2HGkDd3Mmzp8+fQIMKHXqQFj+iSIeWEJa0qc9bHYA5nXqzFqsYVLPO/MXqqNavLJOBHUu2rNmzaNOqXcu2rdu3cOPKnUu3rt27cRHhXZuEkae9bAf1xAo4rTFfhdEK68ArsVmoGhybJUBAcllIHSyb/bUxIAAh+QQFBAD/ACxGAAgBngAhAAAI/wBt8ftHsKDBgwgTKlzIsKHDhxAjSpxYcN9AihgzatzIsaPCFsQ8ihxJsqTGZCVMqlzJ0iSRlC1jypz5kIgdmjhz4mzRQqfPn0CDCh1KtKjRiBZqHV3KNE1IplCJooxKNWiyNFWz6kzmS6vXmcmEfR1LtqzZs2jTql3Ltq3bt3Djyp1Lt65dmbRo3fJn4W5VpQtp+Rv87xcwY7z8Rt2HsNZefyOAlSBAoAWFGLcUL6XliwivEQZtSdMAihUrAmyA7fP3D7DIX5o3Tu6AiOAhO6A66J5krt/gW7UYk9SANbZGKqQOmiFYR4MGCiyNdUhsXCONhA1mdtBQHW2LDt3T7gYKfxZ6xoAAIfkEBQQA/wAsRgDIAJ4AtgAACP8A/wkcSLCgwYMIEypcyNCgrYYQI0qcSLGixYsYD/LKyLGjx48IjYEcSVLhrZMoU6pcybKly5cp/+0aCHOlwI0xS+r8d3KnT489f2YMSouf0aNIkypdyrSpU6W0agGrVfQpP1q3ePm6ClVgUKEUe9oCZkyYWbPs0qpdy7at27dw47IzppXYP2lwpQnjBYwYMWH/jLE7a9YYsJk8wYb9x4sbr1r8akmeTLmy5cuYM2u+TMvYrqiY/yHj++tfZMv9av36m1hxxFv/bAXDurm27du3aW38wJlW6X8jLGy2cItYadiuG8IGFuPWAtzQo0fnJ/B0rQXIaMUQuMsCv+ea/9H/Gos8ecNaxkBfNw0e8z6B7/s9x85vn/T7C2gJjPpc/0D97W22wC2etWYeQrDZIswtlO1jn2b8/FLaLrZM5uB9GPIz03cE8UILLQHa9sE/xx2YUILCCCfZLZAQ00wt+9zSzDb8jNBTM778U0sJVI2wDQVp6PiejAO9R10zzQBX3YPTyfTPezqqF50FwpRo4kEoqndLC8E8yVgLAwVjhwaB/eNLMjoKRGaawpSgQS2+2BWMMfxAUkKFGrQAjI7S6RdDLSR6NwKGVFp5ZUEoqljLLSV0+c8Ck1BgB2OT+EKAMBRowAsoxED2z5ojMKYBKMGwM8kHRHxawqoxELDfArDG/yprrFd5hdUuZj1Unnyz9mpZoQYeSlNsKU7GaI6BTfLPdhqQScE/Xe7oDy3vaeAoLUCC+Y+dZE6iwbPGlABfr7COsIBX6bzTFzHBBDPHPxRwE4xfwIhjC3IjmOtrZcCWJ6xXxCq6pR2G2TIJMSVQIAwRwrTCy7O1gGJaP59OYowvvKSqrS8dCGRHCcgSsQ8y5A7azC3iEBPkuwKd8U8hDxTi8kDPpuHLL9foqG+sv1YZ7L+JTkYLMR9Doluq+yxDASSXCpOjBiX0Q50xHy9rTAsl7LnpQ/+UYMdv+/Aa6wgx3oLHPzf847IEA8FQkNsCzfDAPwDcQIExsO0ja8+G/v+bmIKKQnnLB6ESp98tZG73qEC1kC3QB7dQ/E8z+i39JOT6AbrAzgvsQ907awoEd0Ruw4DDDRqIIySsfP8sbNCXwZraCP3s40t3gw4qNmXPpeapQObWwut1sg6JjtoeSYDDP97kHWIt/fo9LOCWlVwL5XqTq33nH2a//Qj83PLsDCPBIEggDD4fvfR/F1vZ9vDHLz+s76GTNkkwSCCIXUxOtr70sOPd/AY4P8nkR3UCYZsg/jEHtzHhH6ODoEAKscCBPIBlyisEBM23Bz5R5n9+C+BkCEhC+NnHPwW5gfkUMjccgGJ5A6lg2uYmkDl4Yxmt8xfQAla9WekOO6khmVH/gFgLISKDc/Crz01CJxBxGURbk4BhCtG2wn/Q0G3BYBC/fKbD1/HwfT60wOaKsI8RFGEBzGBGLchoRjQWwQIf8B65+vGhgmhwICyTItoGkjYmTGog1pAAyxgoRRxkMYfsa5+iRri3f3DjH4v4hwIsIZBA/CMD/+ABJU1gSUx4CIkLoKOTCIIYhQxyIA8siCBucL9/CIKGAgGHB/3HxUSK0ICyGsGIwvAPMvTSl70MJhko+Q8SqKA6PKvjQIQRA//cwhYVxOMd34ZKgijvZQcpBCSEh0j23ZJ4sfpHKv9hgoGU85wCKSc5B5KaD3HtH8ykY400t4zySVCC72hG/yQD/8IdUg+MsaJFAQSgThMckyGLsMB4CkKV7/CscaEChh2m+RE7ZONJ6qulN78oQFkNYxGoGMgJMrnOg1ASMAL5BVVI9j1AWfAjkFCdvroJQI4yMlbNcEYNCHKCFtRBISEFHi2Q0Tj5ka2ex1NbBCuCDlro86Ef1GhN/9lR2UGjICcQgEB4gBAyRGAY/CnhyGJjF7phk3wIiWDafPGQ+uxti33zp/uqugB+FMEgKjhGHbhqUoGwtIT0Q8ZNkPUshRQWHOKAjVtnRdMQ2hSX4dQpT0swUnOmcyAN+Ctgx0YVAwHDF3Fqg5l8gYd3qPQW9dyc9hor10VCtlyCVcZAKKnVyv9aNpjMcOhmyVVErMBmJrq6xVDBCT/WepGqN4XVB6xxycsKBJhaLQgwdbvb7Ql2ILagbgHh6rpDfXNWFmCuRNQ5n+rCTzcDKU0JjevdxxK3c8246EHkMJCgCuSg2jWvD6U2MVDGj71X+u6s/kEMS9YBDzuopIH/keB/HC8Pz3iUfou7D2HYB7AANpGAi2cBMS5gGMP4MKxCDGIRL0Chcpywryp84fVyt4vtRe5rH1pXyXxHeKG0ce/8q+K9sfi9241qXI871+T2+MiM/TGGX2xL9yL5yUm2MJDll+EDbRjKKobMh4QrHi5HZoBVNs+VsQxY2lmgnpITyD3+cQ92MMb/NKiNCo8zOuQYFxmygwKxnkms5w/3GRkg7secBzgo5AjDLhQobJAEsuiCjOMfH1AtY5m8URkTr4ihgtI7ufYeTnvJNEUtcy2WgcJ/NMILAgmBQAhBkBBUwCALcg7nwpyc79LuH3iILkkHwtdeqkAFeqCCQLxhgWEMWnv7gFxBWD0RA9jgU+wgtfdo7Zrv/iPCJLBItiEt1th86h+sfsUrJjLugiQte9RWzHeHwQxilhSYBNm2QSyxHRJC6R/P/oe4LzJuVjeCRMvQW7rBsm5mFIQHZFDnVhcSAw/PL0a/sIMBBFLuV//D4voWiMUrMO5yp3ogL3jEIWYyKEpP9c7X/wlvQeow0hOkigctMIHCDQKEZsRvUB8aKkHK/YoQGOAR/1B1uaOhcVUDoQJCt0cFHlHuF3hBA1KiZZ0D7OQPFyQKAvmpQReyCLFtjzrMBLlA7PEPZf3jEJAQCKoJwYYmpp0aROD4uEMABA2QXSAvYPMs+SlVx1r6XAVQASbvK5DK6joheGvpLahD4H8APdXRmIQNWN3oNJBdA4RowyRe0IZWhKAaBvBCNSrQBlXrmxBeOKTJ/Y5y7MSg18H8hwBquxAeeKhXOF8oQRoddAO0oRpn98ILqPGPtjteIGxIQxooUIFGVIAazi/9QOzxiNkMXCgbNsgJEKECYLpb5jN/kv/Ycr+PjQiEa8ghxLjtAYRnH8IG1Xi8E8tqgxaorAIUAEIj0lABu4PcBvOAQ6vXWtXzD9YgbDz1D5aQAZOACAaRcAPxBObwKIBCLeZHIvnxJO8hEgPhcwKxDv+Aav+gfIRQDZindhT3eOtQAdUgdK/AahtxfT8hYCOgBwWhVSaQAT91TJZgSQaxCCdGLb8BH5mzOZAxIAWxb/rWcxeXahynb/bgcU/oca/QDm1AActQckLWXVT3d8hwV/G2TtvGA4Yne7f1TrywD0WIe7TQDyXwb1GYhDwXdAnhceD2AmkAdbSghVLHhRrmZP9QAM2lED9lCQdFEAeVhh8yZcXzD/3/sCYvEAJ2KBFzd3GQQAG0YAECN4AkUUoMkX0MAXsGERxyNkD7QBxl9Wrql3EQEQKE8AIGECS+4Dx05oceET4Q8V0qhxFPAAw2J1aAIhsa0AZegHH2IIniloxMyGqEUAE2kCnE8GihVoswBhIlcIEL8V12ZYPmNHPqtG0z5wf/UASaZW/wAQy8tw4G8Gov+AoVUAEGsA75Bi33QDGLBVV9WI0f0QGO8olOtg/N8A4FQV/FRJAEYZCowFVxZF60g1oVZg7sonwjuGhAMi/nIAyP5oj+JYMUkQy8ZxJV92Z5gA55cA7/MJL/IEt58A/fAA47IA7e8A3eQCLMxYiARUdx/1YftQAYj+E5I8I4/8WJI0EAheWPliYZ7/EBw6CUHYYMTGkBTjkMUBmVHyBYmoghtsF4A2EdhNJ3JQEKTASSR4mVZBkd6PUfZdlPx4U3ZdmWWGkLM0EhbZlStmgi/JAebpmX0FFjOnJjWImE76QT/uBSrxEYvGBzepmYtfFjZDkgMQAMOeMTxtCPuagjwTATUaeYmgkZLMaV04FD3KArPjEJrjIRCUIM7BADtrCarNmarvmasBmbsjmbtLkL0kAhtDmbuEIM26GPHjEJ2mKaPCEMZUEYxnmcyJmcyrmczGmcxkAMxdmcyVkW4cATvtkRROBEi+EVNdGd3vmdMKEbvv8FnjlRlx4BlhhBnuq5nt2ZUhZgnex5nYnEnfFZn/GJKOw5n69hn/xJnvi5nvqpEP7gDwFame+ZEQRaoAKRoDTRnw7angSRnwQxoAGaoESRcxiaoRq6oRzaoR76oR/CD7xwFSDaodypoABTFZu5opMBT3s3HbVinslBoLBRFDxRFCy6mbUjDbbgO9JxFbBBmOxDo+LBE7zgF0iapEq6pEzapE76pFCKpN8WpVAKT7CBUvNZFEOTf7zQpV76pWAapmI6pmRapmZ6pmj6C7uwGhSwJ//AoIdCo/pBC8FAAbDxoHiapyqRoL8ADLZADHbaZW/qN/phDM9SaihqEFQRpK//MaC7EAmsQAAa8BDEMIta6TdXkQa8AKcKKqQEsQ+eSBBCGj4Eug9pAAodkAwUsA/+cBK7kAa/ExG0gKUfIVwaEiXDMhBCiqgI4akZ4atK4hXAkAy24B+hAqy7QAGoygp2IAwDWh4WQAwjihW5yAq0ChRRsRqEOR4mmAaMdxJ7aAxQoh8xih7vhBVzahQHymWZCGPAiiXE0AF/0qsD0QGsoCdvOi0F8Z4bQa2cehAt0DEgIaeqkSY08w924CqA4iAkkgylQaLiET62YK2mYRrNUbFVIRMncRW7EKueem+xoWVD5Q/mkAzJlh238J4cOBAlgDdvGhUHMTSP4a8LwQ8d/4CNHUGwpSGkGjApBBoDwgAKoJAeoKA49rcPLRCM8MSgLdACuzAJj5EqFEAEk9AZyYAmjIMQIzBURWAN3JApbFACkJAqH+MmJVCal1AC9wCQEDE0wvA7/1oQBCAxI6Gz3CCkZQUKLeAPyWAHk8AK/EAEiqOq+5AMwXgp/sAP/kAM2gImxEAED7FoxJAMHQuz8ME4FsAM1AA1iNACS7AEZuAJnkAFnvAPVHC6nmAGR3AEn5AwweAMRbB4gWmw//EXcMsQl+oRCVofv3C3uwcKz8KqXbN8MUAE5eELBHq4UAIMBJAGWCsxZjGCGmCo2mmwxYoMzuBEZkAFSYAF/0AD///QAAfRAOL7D4OQBFRgBqQwCSXADecSmNvqtrd7ILtbfr7LsqlCBKWZKtn1D0RgB44yCR3wnlCSMP/QATnyLKX5D8mQdl0jMS71Hh8yB5NACmaQBIMgEOArEeDbADSQBDWwvhSADM8EJdv6F56zoCZSv40hpM+pJvrht7/QDBTQAt5iASXAJTdaw+x7C2ngLRtBtQIhDOxLC9LgCwcaG7fABKBwBFSQwR78D1KwEBlsvlZMEDQgvoxwBKDgDP7AsAThtik8qPS7JC18EElCmAxCEEncl2EsqohLmPyQJO+xD/dCAZvgCVn8D4xgBnyMEFMsEElAAydABadAEFVMA4z/AL5UsAmCwCAgK8aMF7dCwcL3uxN2vBD3ogGbcArl2wCg6wj/cAqOcMGj7McCwQinkAT/sAmGzAh8XAOOsMGkMAiD0ACDcAcloE8nbGGTvMJmfMk7IZ/csAm3HMgDEQhmIAWfewSlvFP/cAQDkcGnwAg1cAqkQApLcMjCZstSQAM0cAcU8MVpIskqXMamYb/vqhhkswBEwAgNgMw0YAZLsBB+DMvzPAinSwWk8A86MLpcIMUZ/M2nAApF0MtjTMk/Ycnr/BMuRQvcsAQbXBCsTAo0UM/f+7mMUAoEwAisLBD6bAaOQAon4AisrL62LBBTvASBuh8o/MvoXB9n/Do3/4DKBnEKVTwIngDLOg3LsIzIh/wPSeAJh8wIpVsQDeAJguAPoSIeL33O5sHQ/0ILcyDRBYHM/4AFWA3SA0EDVfy9BjHRKv0PZqABt9DU5kzGUR3MDe0TEcwMoOADUowQfWwQHy3Uh+y9Qa0QNCAFn1AAkeHSvgzVM8rW0kMBdwC+Wz0QqIwFRz0QsCzSpfAPS+AIVEAAOmAQgXwEJeAP5/rUcWrYhNoCiR3PBwHNAoHNZA3LCPgPJ3AE6CtsWD3FNEAKRIAMkQzaVyLVftOjf3QQjEAKd/0P/bwEsGzcg0AKnnAEjHC6E/3NQn0Hk1BXBeG2fsPbwpLJtBAkwg3WVv9s06NMBYHMzYoMzUkw3KO8BJIaFbNr3WUX2uk80/+i3dtBBP38vRv81QeR01es0oxQzyXwDNVIrv/ACsKC3fPtJLTwDKHz2OAr1geh2AJRzy2gAQWge7pKEG0yocAc38IsPQ/RsfvwQHYQnAIhbB5d1AaBCIgwJmtLHTNxb4CyKAJh4Mii1oXt4W19IJ22CzGwC/YRA0wwB2SinQ74D03bNZ8yB/fwJ7Uwu7oKPQKhLdvhHwrtEwguLC61sAMxEz9uC/YBqjGwDGRCDR/w42He5RSCEIjKkwnd4TL94fqpaXC5C15OmAau5t4WEZI72DjuGlkuPULa1CCLJfTatqD/feU7EejsIxkLkSTJ0NTAIxEHWoGJDufqnKgZnhFQbhBpreiCKdqarqiknrUMwaufjunyPeoJ0em8EJZbyeaXHtOZzuphnCQuKqo3/h+I7uegXhKMnqj+cTYDIUulqSz31sYKkeq0vuoBmrsLIbR2wA058g0EquwJwexrreMKCu0LwTYHEQjpwBNtre05Huc7fiCjhhBoBREPAAD/YApdgA2iseyzvu3oXpm4Xk8H+pMeke4RQT53NJPYXru+rupybhAxKg7U0ADGsLJm8g3Z4KYCWREAPxEioDagUAf+UPBOffDNnvAFEWl1wEt+jAT/sAH/4AS8hAb/gNriVBEd/5QQsGQRU9AFFevp937uta4QSazyA+HyA6HyUEAQYMKrC2F2AlE3EQEz/5DxBHFHIjADoCBLMbvzgC7qCMEP9eQERT/0DIEJFWEKBjEFUq9HA5HxQyAQD3AGUwDv/7D2cXMGdsBl1Y31ihHssS4OvEQQX58QP9AQuUu3BOEycwP3U8BHBSECUI9NBpHx79BF5p713K4Q1MH3AgEHvFTPcIAQcOAEdUBqBzHHEyEIFZT4/0D4iT8FZ3AGZP/6ZwD3AzEEVn/3II/vPb/19WQFRQ8HikDWwC8R3k4QZWVNaHMDdUP2/4BWa38JgkAAguAyM5D4phD7BJHxiaXzt8/zzv9+EBaQDkCv+f/gB7z09wYRCLieEaYgAq2UEDNjQfAOCtEEAC0Qmbb/5iHf1nPsDU4AEHD+wQnzD8q/I34E/mPYkGEzhxEjWpBYMeIDixFFOJyxMZtFWsSE7ePH0F9GlClV/jv5j98+XtxqpeTXjIIThnAUNUTyL0zBDRVLRryV8dbMlRdXigAVyGXFkCOHtkxaVWXLlzGRorTAZQOaiE6gkFrCcGdOqw63pl0JgIBTWiBFkjTJ1q5ErDBl0lx2QmzDhQyR1Ph3NmNclUi7MMR416Gpfx8RQ5071fHlvFppfjgH1qDDhUAPDvy3w/EHiY1XzpAY6NrTw5XrXr6beW//SgsUfxRkiDPiqoa8aUcc4rCQ6n8bHQr6xxxc0cmxpc4entb2WpALKIj7+C8Qun+LxS32RuGfBnBDqzPMt7IEw0DZsKWNSpfl+pXqryd2uMzCsn/+YwjAf/xbphmK8FOvIXHycAoccd7Jw5bX7qrPMvyq2i8/l5BxaSh+QCwpxAwjKilBiaJj60LqSkxpQxdjlNEhFu+bMSMYb4wxul+qq5EqHSPKcSiK/EGxIdQagoihBI8MssQfn8SLoaxu4+cW1PBgCByGvGGImH/EqeZL0yKLCIgPlgxywcuilNIhGEfIAwkrHPKtoR9q+AENJIDryaE6MVlgxqMQ46WffcKh/83NN2ercqZbmOlip9HQcigowCIa7aA6Bl2PFl6IMS+iQ9h477xg7rFlRdlsbNTGR/+hZQQFXPT0slvuYYgNhtLw4pEK/mmjggoMeMShQ/6hoMekGG00xxJNcJI+CuwQ9pFXXmDoFYeCDTaiRv5p4dR/sIvI2Tf3W8Ya0tYL6hm2aimKGCLs8OIfWKrbJyV0pdzPgkT+8Ww9HuJt5pYSPrk3hAyNQanfJ/djsyFM29XRgltasEPbDNv5Jxld5ZrO1Wep1GumZgqwaDCGSNkACjM+Q2mDGoooCqVaKLo5klY8jujbjID+uaEXDPjnFzVpbBXIdE3W7JYiBKi4oSU2+f+HsDCgwOVOlFSwal9e8HXoEV4JgSSNf7glpJE24mgDkhfI/jaEF9qQqI33JoY4SGgl8i1mJHaaOqMMMiSEIYZ3/ecPSP6Jo/FXGqkgXGHzbYjbX25WemSmX431n2eokGiDipcoK6kNTrAZ56oa6eAfhllppBEiCLFBdjaI+MeOb+2OCBY2zqGM81dNPPmfW+CtaLQldjpiCUrgGNgi0dez45N/GkHbWht41YANAoQ1wFpIbGjD94ZgOcThFJcu3qFYzXWIsBooIeV1RTbw4x+uIyqcIRVVhH3/4FhENJCGcPEqDY8gwCvsdrZ/BMtaj2gD2hoSgke0gB8B3JuUPof/kp4gYQBHMAgSSDELJJCQeiNQCS2QQot+/MMLBSwWtxqSBhsEywbHaojR/uEri7RiVO0j3vuctpeUWQwwYWgeFHxTg7I4wQyDY0hQWGiRaTHEYRUooEW+VQFuAe0VsEjc5f5xiBb4I4Cyct/7TvK5ZQRgJfuLSGDWIzwbZOgFIWjFJGiRtM3Zp3ON+lwiCrYSJ17KIioYU1pKIox6Ga2MdiEELNoAii6cRH5sLOKrmBWrdSkxKZWKSFCG4ZhbaKAVh2hEtmBhw6TAwgBtaEUL2BGgTXJSkO+z4OeGkYdMtcuOdbSUHS0wsWaViwKHsAMbFlgBWHAMFtN0yCsMkMd//5RAA/d4I7/aaEQ4xuBPYQBLGPL3E58UBJ3o9Ek5wcIBZl2mSLwIhgYa9w82NI5yDIEEr7RJgXPsCzbe7OT7+FGLX9yGFtCoBhkKooizwIEwUEACEjZ1pxpwwiHcUNDN1PGLexAjDcEYFQUoMA9fCMMWLVmjdGqBoeKVxIU9QkotaOGPD9QCGzvlaU99+lOeZnE4JdGcRW5BC2S2UCQvbVGjgCErhJYLfvzITYCaRJGqZhWrW7WAhxolVPosFabvmykxcmlExyTVKiHhhU2LasS4/MKsLUVrUmLQSPwUhRcbfKsb+bEqW9C1rinZCpjOWhVaBOMXfB2sw64UDIcddr6w/gobUifbkLhqoBaDvGy6UikMWXUWeVcShgZ40VfRBqkZv9AAMG6hVrgiL2xgAkZtbXtb3OZWt7vlbW97awxW/EMYviUumISB2skedSagIm5znftc4hojGSXgBXR1KwzYJldWMURqiGrxXfCGV7zjJW95zXve8dJCc+gtb4g2aNnUSuRmtOiue+17X/zmV7/75S9/1duQ/gYYuaKlyoDj25CbWfAuBk4tZw88JQIE48Ez8keFHTxhu2DFiAEBACH5BAUEAP8ALEUAyACfALYAAAj/AP8JHEiwoMGDCBMqXMjQoDGBtxom5CWxosWLCG9p3Mixo8ePIEOK9CgQSK1/I0P+swWRJMaXMFumnEmz5kda/2oBoXWLp82IwvahBBmzqESOtJIqXcq0qdOnUKM6/cfLWE+pTakK++e0o9GvBzcmHYq1rNmzWYX94nr2XwyrV5NqZMsRrF2yOG9VNca3r9+/gAMLHkwYsDBgFAr7FcaLmAZjwgILwyk34l2jYv3FCObrn+LPoEMH/rc1WOTCWykIFHYP8D9faShWvlxUI85fFHj93M07Ja9+y0L6u7WL1y6NH0A2w83Ln0/LtC/apsWPQgx/+xZoH8G9u/fv4MOL/x9PHvxAWuEL7kMfXvuCEf8WULA1O7r0nv+A/cP+r/u+/wAGKOCABBZo4IEDjnDSLrUEyE9BtDRYYHcL7OOPMZ35ZN99PPnCiwXv7cNPMyMgiBI//NwSYE+2IOjii/8R9B98BfEDI3zIxOBLfRsedRUwv9DyXj+73CNQjDj9h+KDHtoy2T4j9GMMLzZmR90+/fyDpZYoQskPMlrCGOBJOYnID2v/IFPljVHa4kstcvVYUVzA8ILePrcYQ8AutNgCZgy39BMhfdXFkAYRt9SywC0EqCZULb9kaQs/C/Rjyy0tYtrnLhWKCeBJMfQp0AJhegqlpb6sp6GcDPXEDy0e9v+HpzGg7IKMoCUkU4I/v4BCQAu15GZHB/9YUMstRKSh5T/ETDKJLRpo8E8LdRJBBC/7EJEMMd2YKtQH/+zCjzGhSuhtm6nyyGpGriLj4Z151sqPPxQQ8AsBxJRQgjHJ7DOJMcE8mxOyygoFTAkdpAEMETEQYAso/xBhLyvA2GKugXBGNGg6woADDi/Y1PJgTxe7iK6qc62bkG0ovltinkT4I9AkJfyjbwvS/NNKDC0IQ4xAtoyArH7//EJEMERI2wIB/zSj6z/BANNCM31irFEt74BDTDAUpOH1Df/MQQEFwXCWzTcarXngyeqqXBDL/LiMpzAdtNACMfxCkgwv9Wr/AMoCRABxTwc71tIMAbo+lowvybTwj2pbOUvBPnqKXOC8teDB9T8A/INDIQ/AILroDxRyBg5z3DA2OHs4hyC6k67qtkFwy40MtC1MooE/nRHjTy0aID6Ch/zYQYGxtBCT+z/8ADMJJA+lQYAFfdodbjAKDrifLehI+zkMAol+kPgSSAADDgBoQIE4/vDTIoGwv5ry7G+7GredJe5Tiz/8Y9qMP82wxTZGoDuc8GMEw2mRLf7HP6HwzwK3aIG06MO/B2FHQH66BTgi8Y9CSAAmMDAfAAQRiGO9T0Dxkx39BlI7/LmoFjHQTcle9IvsIYgl/JDWA/4BvqKADwYAKEEe/wKYIFTFbn4rbAl17ncnF3EFPqYSyIOcmEMAmO8uITxDCX6hIhQaUX7QSSJZWuZCb5nRRLdQzUAegAPwPWCHCenhQrRouQClEIlJbGETz8jHAC3rHf/44EBSJxAchO+Q4bODIXkIAwpYYyA4+KAEAICOLgLojmHMo/3k1sdOsgSSBmHDDg2JgxswYSCnjNgcBiKIEsgxkjwsBAVOYscvqlCTS+TkgXLyxAeNgBZZEpKgfqk2BNWCJUB43EHYELY5SAAHJbgBDBAhEAmATZqGtIYg/nFNWPIwDZGqpZuOmMkV6jF/GGPGLmzxyBgUoBYFiAE7beFOeEbjAxY4IYFOwv+PXQTjH8o6Q0HA5TmBzIGQ2myjQFpQCNRxk5vPdCYPH0CBb5TqVOMEoxhZuMkyFugfw+iCCiyxBBMI4AQZqIMK9LAEPajgHxmogQBS8ch9Mu8geABbIe2wyrB57poCEQQODCmB1PWwZqkrgTdx4Chx+oKcG1UiGfdIoApZQhn/IIFWSZBVrm7VqxlAQrHMJcVdIIQ6kBAoDw25wzcWtJACAR0PeXhKJohvIDCYgSDeYQEvZvSW5uwoVQfUDAo4QSBc/YcJuppVxnIVFXjoDooMchIJ2UgvdoAjCMcnAUFU8qIYfapGo3rOXQLjpY0VABkaexASkEEcYCrIWo5EoG3/vKMEar3LA4ZQyRliMqpjZCI6CbQSEyTWBHX4hwoygJAMvDQGWzkS81y0HA3coBCBNAoQSwCMa8wwtFAlrWCHqz0NiFUgyE2uABBCAmXkQbrFPNClbvGzGyxSkA2RY+cCkQ6ZTciWeAxsLj1a1V2sFr11IMNqTbBYg8hBB2AyIy9rAY5/SOsfZwidRbyxh4EY6LfiHfBgBWQBdvCgwcjVqmKNy1qYqqALC/gujAZ2i19UWCBq9GlPC0IMKm2Dth8GcDnpV1oDFfa8AilBHeqw3oE0GLHx6SSAUsS8PfAiG/rxBQU8Bo6HsBC0axMycIv80VqYYLWJVa4KAvEPAURB/7UDeWmMpSygk+BkJcoSiAHJ+yIQb5TMxA3GEw6ighNEgc0FebB26EygBxFExjcSc4inymc/EuOlaV4sGd5sCR6gdyDvZXSja9RHP4sR0AmygA4UoQwVoEIOWUWtQGAtEFQgoQsfqDSja1FZSEf6rwEm8ngPxGsN4GEHQtTBCRrQBXC8Vxw3PgE69hCD+IpaKCxhSSdNjUtKGxOk/dnOe+IzAnFzB2jXTlC2dS0mbgvY26/7T4PKJKsGZa9M6Ybfurct6T8PO98AR+G+S93vU/874AgfwcD56G5hi5jdCO+jyLhSNIrzw9dhBvaQZ4fqAdni4yAPuchBDnAq9+kXvP8oDWneBmSTFbzbwi1Qi8oznn3ok4+0WAY/eNEZZanRa3ke20DYcam+ulzjYz44gFq0gCLsYhcxcEu4oh51qEs920Xoz81NBUFezONxabDBIyrwihDY4x+EEEgIBPIIgqTBGDiBeMM5rvT/2GIB6RAADywRBZPuve8CGGkU2vyPTbcZHMNQuLcm5Q9hUEADjXjE2i9SgYHsCFP/RfqkY05iX7wUFaAPvehHP/rzmOpS/aAAJGwQghdM/iKvSPsjovUL/xZR8/5+OAb/sQNYf9WrrtUqmn/PVR48A+MYJA5ACfECu7zAC4e4RzPAPHe3ofru4vC9ay2hVUuQYfvE3+r/P/QgqxnTwqxeaIdAzk4Ps79iIO1Xewjo8Q97vP4fZR/IK+wg/duLFrAOB29L9w/ooAJbRQYtwAM9MAl1AA8nUAcZEH5c9QTOkE9OxDw4YQPwZwD4Rw8G8AqvcHbvVwH2wIH/EAKVp3+vYAD0Rw+EUAFsECR+9X/BRne6FyBBkweoIH4tIAAkAAot0AN1UANdRXxYVSJbNybnAQxtMBAo2ALrYGEl8AIVEIUv0AZtEAdpMIWv0ALUkHYg+AptYABrR3820FSX9HLvxnlLNwzgEAbiVwdRoALJRQZMVoS/5wf/IA23YyBcQSYWFoX69zhx0AqQ8AKPoCyEoAE14wWg/2APjwAKVWgDr5AGlUiGAvEKFTAfF1V9KnN9//CGXZUBgycQhlYDPCCBJOAHKmAN7pMgjsYQXVMNJWADhBCFJfAK1WADceAFd2MDNWMDjfAKGnCJkweC4KQ2nrgu1zcCOliEdFgHliAAiHACwvdV30cCqLAIWqJPD/JJA0ERBhECHFgNrfAPjWAAbNB2lciLadAIJfCOQGAD1fAKbPAKFICJ+LeJ2paGuGdwN7h0FlCAv+csGcADl0CE34eHKvYPzlA136gezPNJTFgQYtcI6FgBbVANGhACXlAC9uAF60AMQOAFYycQHZmOZfgCjUABljQjahiAbGh3vKd9XEVNEf/4CW92Av/AkzIlfnpQBChiC+JIFVIEIGVCCxpgA80nEPSQf/RXhe/3CmP3fiEQAq9AfwbwCFPplC+4RbQwg+FlHzyxENe3AL1XhP9gCdy3liTQZKYYBdzXfb8QdTmzEtP1USyRfu83jva3fglxdoP4CodgDETkVGNJG7egAeDILgFpdwOJh9moYMylAjXjaW02lwKRZ5Nibbu3C/EIhkYRe8+3L7aHmKMVHfzQAdG1MnUXNN+ACtkogSqgAgqmYN6nVcqwCNnhmTIXKKrHeieIEWVHCITQdhpQe2AGXqmpmMngZa75mDaHDOBggKq4kBKoXNIQlqf3II4HUJL3AoT/gJV9WRAgGALM94I20AYacA48kYTMCYB2kQxEE50CCCDDcA5y4FUM+VX9yVWW4IpnVCx6MQ+qEXZViZ5pZ5yEoIkG4AUY2TVwdwtyF5Pz+TMK0XH9oQCcAHrKgArK8KEeGqIjSqJQIAfZ0Id9RAvtwwvmEAxpIHQC0QgY6XNpwBlBUSx9hioos3HW5yrhoEt2xA07oAACsAiBgAlGiqRKeqSBoAdLegA7gAfU4JveYnK28AuMcTB1whiTghIR0m482jZ5RB2wQmA0iQwLkAhFMAJFAA1s6qZw2qZvGqdFkAjD8Ir5hoG3kEwPQR3LuaNu0qPR8TtzohR1MmIeh05B/7N0jNopEScUACUQv4AMBDeoZPoVu4ChDTEd5hAkIRKp6UYqBAGp51Ipu/AmcRIdFMAKc9ITt+ALwnAL7wFxompGZDJnZ1RuXPELvgCrPloU9fKqOCEMvuAP8BEe20ZzzEoeBdGs4qElMgMMwGofkAAxPnIVwcAO/tAP7vGt4Bqu4jqu5Fqu5uoegKgo50qu+4MbryKfRtECRGARtqElFAAMC/ABaLGv/HoWyFCp/aoUH1ALxkABZgWvgYUftUAMxAAMDvuwEBuxEjuxFFuxFnuxwOALnIGxF8uwtuAcGwFc9XMVK8ELJnuyKJuyKruyLNuyLvuyKUcMjAGzLvtJz/8hsrQzHQG7szzLFDv3rj17szibs2IRtEa7rz/bs14xtOxSg0wbFrRgJ8FqlnXxtBlhtRYRtXdWG1h7EPwjM13bqb9gAV/BP2E7EGY7FL2xtmwrFkHStpbxtVgrt3Bbt2urtXZ7C2Brtf0Tsl87HHkbuB4xHFwEuD9Bt3qbHxpwlzjbtxHhHDQbuZI7uS7bY5Srsix6IcmQMC9BC1F3GY47HMAQDA3rC6Z7uqibuqq7uqzbuq7rusBgrK/ruvdQFRRABB1QAo+7txLxT7ThuLdQNo15tgbRPlE3fTABDKzQAclQe8ORthJRAq4KuobrD1vjHLyWvdq7vdzbvd77veD/G7774wusQB/im71k6xbMlLswBAwyoxHQyxCE87uGawvBgBPnm7/6u78nIa68U75CAq45kb1ZghBk0gzB0Bzwy7sKAQnTS73wawzuy2s5oRRgsr3U8b2Ayr/hGx/ucW4E0QydISP9USKkKhCf66qOo2cxdiHHusAS0QH1eRd9eyFWob3ucxxagsP94L3M08Mc3L0eHCIeJiCvwQri4iADQSMEYQ4ERSnoKwzmALj7IREPDLpDYcOJAie14CsRcxxm6w92kAbLgCfY4Rwj0AwtUA3L0CAMNC8D+zt6+zuZa6nZ+8GS6kckZzArESFzvA9AAAkGQVBqyr20cBhUzMAr//S+essXW3x+e/MPjeMPFyYzu3MLL5pGvPAB/tAovNQsGqCU+8GYvAAKkOAPvFAC85ooHkwjMfJxC8ATH1Ahz1AARSAtzvAM1sANGjAJvgKExLALYJsl5RZj22sBiOwTikw/jKzFvBaWBMBdBGC6rKABHWALLUABMlMCoOAPrNAZ/kAEqgEfyfQaNLMLHbALBKABrFA2HaABMUC24xYmLcITC1AA3PB4+rJkdbAEn7AEdUAKd9ABHbDO1oAM/NMn7yMQxay9yOy+ygxc1evIz7wAyTCvjiMxwWAvduC7GpDR4EwEGFoLJRA81jEJEmRW/6A7K80V2QFFK8EPy1AE3P8QCUpmBp5ABYyQBD6ABVgwCP8gBT4tBVJwCoxABWZQByXtDAvQDMcUI7waxRANvxJtG84MJzGQDI/jquzMGf4ACv8iDHqzFQ/RyS0AGfohDMlgBxGzErVALNwQEUwTZd0o09qECEvgCUkgBf9AAzQgEEQd2IE9EH79D1jACJ6wBBL0DMjaIuE2wA8NsokbVYDLohQNJ9h8HKBgFS0ACmlAyYhDALzQAskACmtxC5AQ2tACCqDwT3YwvRvdAhYQDLpLKtjmDwVgB6RgBqfwDw0A2IId2IOABQJB3AMx2DQwCD5gBkQgCIvySeXGa5Ed0ZRt1ZedE2T7nrTQDPsAIkr/kSIq0sba8d0ogSdleWE58SDIEHcMnUYEYAZS0ABSQAWecAqDIAWDMNz4PQinkASDkAQCQQVJkAS9nd/G/dOn4M9M4A+OrR21MN1UXd09cdUUzGsXzBU9nCbIgAx2NsAnseEcTnHIMALAsA8cDichfkBh8gGCcASnQANSQANUQAqBQApJQAOM8OJSkOOMcARSAOBAPuB/reNJQApUQAMNwAh3wA0MHm4PnswRvlGVTeFBfL4yoyDbGyK2sAwacAR+jQV8jdQ0QApH/Q9mgAk1QAr/oORGnQRUcASDIOCMsARL4AhU8A8EwAgwTgNYcAfOgCnxUSxQPtlSbt03XOWI/85rFcIVTODj903U/zDj/1ADf00FS3Dnfs0IApHTvd0AZjDnli7mOQ3jWEADSUAE2VNuEE7oYjTll53oQRzo+7AMJeAJMD7YZnDnAkEKS5DjRj7gd1AKnqDXvt3rZhDpUnDpR3DkRF3qZpAGKlJuhzzVrJ5Ern7osM7B47YPw1ACAC7Y/5AEek4FRX3p4a7mg2AGA07geq7pCX7kSbAEvB3URC3jGlDG8THtkr3Ms3PtW5zt/LvtFlACmi7YPx3UAjEIye3T/wDUMA7Yw93wDo/fCQ/m9e4J9y4UsTzo/O42/g7wHNwfAtEMGmAGDWDxwf3fDS/UA3EK+23f/O3ffP99Cigf3P+wBNTQV9LO8VU94a8O8vpr27VQBKAA4DVP1P+9BEB9CuT+D7st45Fu6pc+CHT+0zbfAJ6ACB8wIwuw6h2vMh8P9PtLxLfgDOH+1ymfBGaQ3zcvEAmeBEdgBgRg1GZACqdg93wN7g1ABaBQBHdGKhD+9WBv6P8u9ue77fth9rZO70gP4L198/EuBeoe9wIe6Xa/BDbf8EsACs+AefHx5BAt+IPv89hu+IcP07dQAJOw5n+N8FhA5//w+AF+2OEu7DiN7JDe8J7wCSXQ9Y4NH08+xUwb9qZ/vnQdLv/wAXPQAnkt+/qN39B/3/rd8FbP9v/tCaTQAkzQxsv/Et1Pfg+8MrTEX/ziS8Q2dynIQA0lsMKM4AMOPxD5zfaEHdQ+QN/TogFMYBm/Tyq8BhAfbPGi8M/gQYQJFS5k2DChv1u3aPkzZuxWLYwZNW7k2NHjR4wLFhjc98+WLVq3inDTUKLEQU8JGRmkEvNfnUOQKDiDdqufyZL/RoysNcKgtA7/gBn059DpU6gQJVK0CNLqVawY/y0w+q/kSVvIbg175owbBQ0aIGk4RABSibUaKHBjUsTCB4Mn9wUVyZXWP34GifyN2BTqYcQHpU6seDHrY8gZt3IluQ/syVr87lpY4K8gO38LUtLiN+Ly3pL7hlL+d+tgsBj+Ut4ynNi2/9PFVB1H5p1164iuXveavExL2MF9tS7bQh1UqMgReBXu8yW78G3sDXM37t3dd98RzpvvW4bQnHDUyFePqGXw50HCwoBZp53d/sOIjKt652/VIPjgSDJsJOSEWo2rBaRL6C9aRrBAPvpqu8++7fbr70L/+gIPIQsO1LAWCxQigBjXaFkAowfnm03CCbGrcDcMY7zqn/bO++evjBbgxzWTGjoxoxQjbPG+F2U0EiuEaMksxH+accijIFccksL8dDvyyo34QcYCHv9hUiiHkAEpyuumdLFK7rA0cseD0hHnn3cMAsebQwxipYVgdoEPKzLrM/O2ItXE0Ek40flHkJcMGv9CkCFMAeWSS9j4J5t8Alsmqz5Z/DMqNC0UtDuFBLnBoAdEUGgGEc4AwKASNMDjGhp/hBJCKTdNLNBPIxuhy4NMhUqEGQw6Y9QWvPFnGfZmVbFMWw/D9SPR/kFmmS3/GaaZZqbdklpsZdXVTFNnAGAKRL7ZSlkhm3W2Uxg94qcIXsz9Jh9n0gFCmHSoyYPedBprhjej3vxzhhluICCbcznKVN11p0oTpGYoQGKDf8Jwwox/api44ov/QQKJf5z5ALKR8rgkuwcSSvkgCc64JM5kNVqY4aee7WiYEeRAw6AN4IDiHzjg2PkfioH+xwpEkBETpAWQ+YAfNhUq5KmUV/7/x9Sp/znDoBm2rkXJjWam2SGbOfKnGg5u02OYfqziZxdb5ERIkIMeAGDrVYX954GutQ62kFVLPWOKUf+RYAgK/FGYVmbHZqjssGOQg2coagiDEjgaQkMBZNoGaSuEtjaI7n+mEGHU07UW3aAbLrmhZVOmAGUGQUy5JG8RACihXRAZ99Pxx9m1yoIiFKGclCPMUOTnhcIQammOeGWocNOHuCH1IaYGQARfDV802NIPLzzVEvjxHEjfNQVeMeFBOruG449Y4gjmFwrAAo6k0/MgUP45Lu/DGQQUAKDbEAxoipbdDm+XGNYQfDWFGRCOa7q7xuKW9bv14cdhnroZP0iw/7MNQGEJYfBDxTKXkA04jyggystCeCE3hExhCAdR1QwBUIgZDmtVBPyHKXpIu9KdwVQSMEUgFBe29GVwIZDTyC2YADKiQeEIGwth0Q6SQtCRJA0HsYNFDMKPv/ADVr1iSNb+MbVS9Spl3VuZBABAhFtAD30XVF8GmSgZZ0AxhPMziBOcQLEwnNAgAVjIUr4oq36MxBYEsM8a91Y3EbiRAHkQigXTpUSE3BEjw0AGCRCyASf8gxJmOIITauAEQYahDj6Ej0GQ4S2NOMcgEhgSqoYACkomx5K1wiT7Nsi7jfiDG2m7okEqtwSQofIgm2PDFg+CFecQYYb2ieTpplA+r/+gi5e9/IcmQVQAOQgyhP+AgvMUEQbjIUQBBgHbY0bwF+ywEQCNKsE7/PGBmO2ycb305gKWIQAroAEJYQjDxKywig0EtKB9dIIGPnA+XblmD4FgSBpN9YBCqOoGMywBBcRxLFjqE4P8bB9IaMENcJhLHNnQwD8C4Y1vaEAcO2gpOgw1DH70J1r/yAM4FkK60ekEHPmA1QdC2hGxcdObQllGtpryAWo1CRn+uIu0DMLJo3YHnjdKRx7SYah35CEP35gIOyOTVJL+MldX6kdK/jGJf7SUFqTxDlox6c21ggohx+mPXZWI17zyRiHt7I5f7VjSfXzAH06TVogsgAxXStX/leW51mKdhLNPOac8uqxrErnJFOHtgxbLsAYFMqAACixCDxTQwyIooIBFBGKdgdDBImy6CB0EYhEKSMMwLoUlg3zpL0zqLB172aUi/aMI+VjoKgzyg4rtbBUCDeU/QmmFPibzH5aIwTBk1E337IIXvyjIOXjBi128x0tn9exni7QMiRWTaDwzWn2ZVz+jocEMz8CfdxL0j27wYh5oYcNLIHEQSLBBwf+gQDB4wSNMtVepwhtGOjYwtCGhYgTe7Y0//yEPCrDhEIdoQyMeYYAKwMIA/3gFLCpggEc0og11MshxaDQ8CadVPxdBxh448Sc5jECOWXmn/0rQCjbYoAIv/4BFCF5RgQoopAKvCAEsXvAKL0CiFXa4R2vyiUTjfrab7OrHBzSgzCFljgn/gsw+ZPOSNiw5BFG2zStY/A8i2KE9X57jJSesVmTkIZ1TCjKHs+LmXYDiEHamc4sk9UI+9y7M7qXwPjiBYfpuIIRCQwwZFmDoqyzgFrYARRvaYec7p/ogr7AzqlVtEFf/wwb/gLRI67i+F/XDAmcWZB9J0bM7IIES/zBDCR2iZjZ/RLQH6QYi2vCPRqP6yamGMrRR3WiDrBghjSBCOAiLohzfVXjIeMegDQIH4xH0H0sYwB2K/RQ5QGPIHPnHL3pkjla8gM4hsMEnWE0EL4TgEUuGxP+BW/GPbWhgErBodQXY8AhXt8MOBbG1mMf8S2thg9NXlKITkMCKJXQcvwwhAdtMSqODJMMLhDgILLzwj0c8AuYVSPAr7EAAQhCBFc0gACgq8GxIPOIQED8Iv3dXcTHn2gIUQPNB/ECKGpgBfvR1ChxqwIQbbwSeC3DmQQzgapcnow1tIMCJye6FNJgaEm4hQhq8cIgQtOIRD3f1Kx5RAnVAVNJ+1rGVLGAM5yXED/D79T/u8A8/QEHTDdmACopAWHjyIxgKqcXkEQKLNrChFZPQgBfsgGcvPDsOIk7GgWVugE8InegGMTrvDItrdlkrHJdOSDn/cQQXgAwJnAilIpD/YG6EkIAz7VkIXLf6j2B8vug2SIMNbNCIdTjTADYgwkEa8fIQsGESrYjy1w/SjkMkDum9JMbFd6zrQFT3kz/DfSidEIY7nNKECrG6NdjpEAcB5haTMDVC6Fztgcu2r6OyJ2M1oqs2g3gB6mur8fuzHQMRcAi8T4IDJAglTkACODAlM/iYpkMIx5OGhHiPb6uFkdCTRmiHg/i/KGM1WIO2/7O2KEPAdvCCZDgOPnu99aEwWqA9FCKn+fKDj/EYM+jAg8gAhCC+EYylevsHNoAFlmsRWPiHtQONSMNB4CEzC0AHCXQILCIodFoICtSAoEjCjiiJfigBImiDELgy7HgF/yZrhEloAT0xCqQKN+DZKizUQsToNTBEgkTIOneijXs4MkjwAjdkuFhTiBZ7AYFrg1ZogepoBjqsw0n7LOGxlg8ip8yBgp/hRKD5GZ8xJlHUxH/YmZHxjm5ih5Y4BDZoAxsYOCr7hxeAtRezgcyTFA0whqa4Cit0HKmwEi05gVCqQI9xAjTwuGNEAjRYBWX0GDQQKOdBAucyA2tINu8oEWEIhrQwCAUrOAVTMLjQgDQQhnDwB2scEzv8q8JIE1p4hndYhBNQgQwQAAGYRwEwARU4ARLgAX20hBMgAzI4AUsggRPggUUoAFDrj35wDYjYh19gB2EwB2Iwh3tgh1+whf/68AnI6EWaIQza4A6h+Iup+oBhiIiSHAvFGgYL8AeVXKypsoBhoKrWEBRkgKdJMIbWkIjOKax0VKJ15KBa0DvIEEosMYryM6u+6kngeYmfBKbAQkWEOLALMY75iAjwsrgxs5KnjJG/sDz36I9bOA6puEpuOg7XoA1hqI5I20rekKVs4o/OAIaqHCkxKxEK2IVbyCq2hIxqMQidIg0K2IeIcI39wcrC4AUN4AfZkBalaUzHfEzIjEzJnEzKlMyEqEzKvBGIyMWmIEysZJ9U1ABgiIFdKE3TPE3UTE3VXE3WbE3WZI5k0ABacE3XjAFjoID5aI3PRIizZEhb8AXgDE6u4RxO4ixO4zxO5ExOX1iKLlLO5PyH2CDL3VQKgxhMf4CIucpO7dxO7uxO7/xO8ATP+kic8AxP2miKW8PKzhzMwSxP93xP+PTO+tii+NRO9pSe6cwkqbhP/uxP//xPAA1QAL1OAtgiAQ1Qw2CF/ESIoLjO6zxQCI1QCe3PpiCAyZtQ9kzPBWUKB+1QD/1QEA1RER1REu3QhyhREN1QF0FRFm1RF3XQE21RhWgBTAoIACH5BAUEAP8ALEUAxACgALgAAAj/AP8JHEiwoMGDCBMqXMhwYIyGECNKnEixosWLGDNq3Mixo8ePIEOKHJnxFsmTBW+pXMmypcuXMGPKZGlw5sx/tP65RLlRpUFaQIMKHUq0qNGjSHEC24cT6dF/uwTmTGmSZ0WfTYPy28q1q9evYMOKHbv1li1f/GiRBUvrlrFdarcKFYjVKkSfQPnVqrVvn62/gAMLHky4sOHDgGkJA8YPMWFaxozRAtx3X620U6vaXYiX3760fv/uGk26tOnTqFOrXk26li9j+1ibtiXNl+hdlNV+Bqpzs0K8l/kBC0a8uPHjyJMrX85cObE0Gog1N/68RBrpyX1drgW0ru+UOC/v/6KQxhivX+jTq1/Pvr379/Db7+IFZFf8X7Z4ERNmK4Z7YcFo8Ms/3PX2HVVq8aWBL/74cyBGwvDjYEIO8kcXQg0ao8Eul+Wk2YMm0VLLP8EQ409ca6Wo4opi3fLQLWCpFIM0//AD41r+AEMBgR4+OFCItdhCgS03shgXiiwmGRZQwuyDZFu7CMPfLUiOBVQavBT44YFU6iUMMUXW0mBwYtHiYINcmVmkkkpWdWNb+0i5yy0WJOkgMB1u+V2X+xjjSzM12uhnlxKemFaD/tiiAWQMplVLMDHceIs/zdhYZ5do0tKMP2uuOBlO/FhwCy/GRNqpinfmqedmVPJlDJiB+v/Twj8OShiDMSf6Iwwv/9iCEygEpHXLPh0A01QMtvnzkAW++mOeP0Ea80uVKtLCiy3NjIjTqSs6eI5lPYLYqi33wLqVP2xMcqJbyQykQTLJ2EHLIb8QwAowzQxLgDE4+RNMCQTsM+s/BOg3yT/8dfBPo9V2p+wItzTJKZtcOegLuAZyGZ4twJgrISTqWvBPMouy4gsBthADCj+s0FKCHf7YuA8BNJpJjAb/ACEQv7R0oAEoyQjzzz6EjmVBg9f8kw56r6KTzTd7jNhgM9SSZTHGq1oFJMce+1PCwQLdSzAFBPjzCxG1JGPBwLXoy+vC9xIQzD+TdBCMPwr/0zEoE4v/9UGD32TjSzVzFF74P3Mgbjgx4LwjpqEpWmyLlj5u3bFJ5+I8CRH6sUIEAbdMAgoRk/DTAS07GqMSy/8QAYmxFHSwI84jzrooMKwU7ZVJ6YCThuI4FAIDDBIUbzwMDxSCw+HBZDNp1V5JTjmIG18eqIsUaACJ0P+OMFAHROTIzz8aqJ6TL9pT4GAJxERVAq3/WKABGyNwnJdXOX0TyD8AnEH8PzBYSAD/IYEH4OAGGgDHpKy2sMmFS2Mi4hrm9PIhCelEQsIgAq4EIjJonWsgFjQQMWpUFVqIDCzNuIY3BDGHAA6wIhIoBALfATmwSO+Be6qex8gymaMlSS1tQRU2//5xgxdmhHiFEIQ3ahi9Bk4PgkGyXrXqxCZQreUW4YBE4gQigY5IQBDoYGLFnIhD31huhxRLow35NxAmcNEa1rjIAwD4xWzE7Cs3zFgOIyhFNfoRMzYSxw0I8j6BxNEgcyQg4rookBvgAICIG0ghFkWtPGaNJ2ec4B8pBkST+IIgj/yHIKzhRkaG0pH/YIIdKEC8UFpjgIPk4hzecSpLVk6HmhwLnTZ1tGYczQJ/s8AylnE0bi2pFsAo1T/OcBAjCkIQ/yjBFgUyBybAQBAwuMEDEnfAgUhgDrjCIxn1aEZcBspKMdjHL6SBjV1hAwjp2AMQsMELYWBDWpTioUqYQv+if+DAlAOZpiOhGcA5SKAEFJBmNgXixgc8IJYEnOUdu2JL6vERjTHaRR1MoIIaZKAGAjCBGSzBAzNkgApI+IcZVKAAYXCrLcMSyIB69baBsGEgj3SjQKvJUGr+46Y4eOYWkacB7ojTNk/cYxQx+hULfIMMJDBBBv6RARNQ9R9SpepUM9CDGpRgosIa1i94da1hufQaOBuINXDgwgC6sSDDcyEAcZDIUHLxBuAA6xiRWkZWmdNKFqiDHARi1YGYwKqIRaxAxPGBsI5grP/gBVy61BZaLCMdJSiEQIYH14EYUSGMJGIbrlG1ikJRgudkiwXwMFiskuGqhTWICeSQh2X/3KIWkJVsZbtyP3/sIZKh1Ug223DBNfKVnH69aC7BYoE8oMKqGbDEPwSwECd0gR9kjUFbqDgWaLVBEMzcyBwEYSJjWvC4l0RJJlP7FROWQAUCyQAZSnCC9yLEBCTARhF+YSPdkYVW79jRPxIZkS7GkIj/+IYVw2JapaKWLE59LlWl2wP4TtUgGVBBXv2rImT84xrvCAYFCmdXhsxBwAo2714diFy7rNdK/wBHa6P7D3io4ARTVSxBKLAMP5oJWu/wRTDm8LuEpOF3wBDHpFRM0XGm9yQvLpMFTgBfqpKhBSf4Bw/iexAucNfHDdoGP/YgDmEYw1jAwIMx3vGLdEyK/1PQY7CTb6lc9jaVC1HF6kAUMN1/nCDLhZ2qBnq8Sd6qxEH7oIDU8nU/JTW4nHUG7AlaWxDqCoDKWo6vhitV6K/EVCBG9eOjk7vU5eLvH+iIaqCnaolAwJekr73wN77c6bI8RCBz+uOoXfzXsXygFk9AhRzkQAKCvPYfxUa2stVX6/ZaYFpxZtGutdbrFkUlDzroQgNOoINoimMH/2hAIA7wjzqAIx3MiPYf1ZIldaNqzhYttZ290jZiIgMZFri3BYZhgX3nG9/3zlez21uLdm9y2pistpUAmZcjMdzdmxSRwXUN79P2ceAYx1/BQy3qijv44l/Zi8hHTvKSizzjvP/dOMRx5HFIyxssJB+BzBci8xGQHOPdkdEt8mWBRju65aR+ML334j2KMMXmeyn0j09kC/sIwxe7+gWH3sxhBqKXzi/visiHtgBmDI0Z+2AG2Mc+9rB7HRoE2gfS1Xi0RLFDyMEociP+0Yi5p4E4xDCHMPrRoJUjXL0K18sILFMEa+yBHcLIBxDyIQxpKJ4X9MmHMRLPhDwIowALUHvS25QocxT5H+swgEAIoZDfBYMdtHL336Gs8L0MbR8KQAIqnqACVMheBcFGghx4IPuUykEXsxeALfqyeU9BZW5pWMcr/vECQoQgBAgJgT0QQg69HpXFTyZJlLdSC5sX4ARQ8MP/P6AAhX+In/zjJ3/51X9+PzyBGv+wOYtodbNGLJ/0FAnBC15gAOIKLc6rp33V5noj8AxyAAWokIDhl4Dihwrll4AQGIFQIAe84D1kgiPqoAFtAH3QhxF/8A/tYABswCDQE4AjsX2utw/RYAkImIDD5oIuKAcROIMTKDQEcoEtQgsaYAP/0IEhsHwFsXz2IIRAaBD20IGEAAkmImdXF29Cpxcj0g/OgAR+wIA1QAouIAes8AQDsARL8A8zCIF+4ATBMAw3WCYqYSYU0AhxIBCvUAHQ94YD8XwVQA//UAFACIQcGAIVAIevYA8v8A/sYH3nhX1Y94R7YQvMEAMm0ILu/0cAlPAEHVADLgAI5heGCcgJJBADUSF/bLEPZWWDc/g+zVAN/0AIr2AAIdAOcwd6/wCIkNAIL8CBL5AGNhCIf0AIBkBJ15dULoeI9bMP1qACLQiGgIAKNQAKZgAFgECMmOiAC+M9nog/JyIQn8R8A2EPLaAB23AIhxCCA0EBLfAHomcApEcNFVANhGCK/3CLA1GLLtWLfcVrkcZ99TMCQPAEVciApIAEZuAES4AEpNCCmCgQxLAA8XeBMIVbv4Bm1fAI+PcP9AAdXsAGsmgAjXAIBkANOwIEduAF69ACBrCLgZiOXhCRL1AN4dRETQgS1fgbA1g/RcCInACBlGAGgP9gBn6wBDm5j5gIBZtYBAnJHSpRCzFAVvsQAyZyjQNBD15gAwdjAxWAM5BgAF5QDdswQhQACf9ADf0XBxpAD41ADIEoELU4iPLYYhvBD2kwFQiBgvc4hT7pfh1gBgNQAx2ABC5Afn7QlwQ5hmXII7d1lJEVA/11Gf9wDxTQDk05dzuSBq+gAV5QlfhwCH+wDl7wlOtgA9PXBu9TDSf5D384lRy3Yr7YEb/QAb6SEHA5fMLgjAwoB3npAirQAU8QBVHQUTVgBvqogHJgDAipTtnVX0fSHaDHmAZRAaRnA6IXAqF3hwJhh3dIDHBYh3/wCn/QDm3AMCxpiCFhC6ywmm//GZOKGANkQJAJ+AQyOHuosAQ1gAQ1sJs1MFgOiAqQhzD/8AttU3USEhWiJxDP93zTZw+EgH/OF6ABeooF2oPQZw/tkAYUUHUmWBEsM1PjWY9QODnUQIUzKH4yiGxP4IVP8A9PMJ9gOIYaYIMmpHoDcosR6YE9qAERakwTShG0wAo1dRAoqC3miZ6YiARIoALDJge1p4D2aYE42F0jogGPUJYV8YezaANKWFzG5Z0Wt0MEyAs84KNh2JfiN35g6JvsgKQsYhIa0gZS6aQL8QchQAjNh5H/QAG7IEbdeZr0mHVQWCNy+Yx8GoH/QIYik6SR0w0A8g+2+AhwuKD7t38K/5qKXuCY7ZNPVmelHdE2DbF9eZoImAAH4ceXqOAHntqX5heq/wAHepAImsdJDjIOTycQR1Z3NvCU1VB3v5MG1XAOvFB9TLZXWPMRt+ALbgmTGJqntOAMAkACuicHT0AC6ikHt1d7t7esT0BSwYCQxaeqDtIPY4V4xNACxMAOk6dbDcKfTNirHsELLXOprdInGCVyuxANSllPxPAL+8EL3PALvgAM+cANpOILe0AMvDCTJ6d0MNUgQiMMiEIlK3dU5toRxpA76qobr7Jcrud6IrMP/VAEI8IMtcAMMscM/eCxHYsMMjci19ppLjIQudZxS2GnGOEL7XIXCeIngBJyRP8nEI4hGAKBdIIacUFyLaVJMakSVh8RDAQQEV1SC19iTCVXcwpRcyOHcnKREz6XRkPbFj5yIbTQFxQQA5wWFiYXtiUntWmicn90W13rsne6MOqzq2TLSWarRmZCHDyili6msJ/xO8iAKHzbt377t4AbuII7uH17C3NCuIR7C9VAAZZBtFnbGwlSC8RAAb4gDVJyuZibuZq7uZzbuZ77uVIyeaD7uTqSBp+RFnbLKiGiF5FFDK6LHdMRu7I7u8uhAbR7HK8LsCKiJdmnNau7eXxRGcI7vMRbvMZ7vMibvH5hDMOnvMZbC/0AhajrHY+rEyESF3vhvNq7vdxbvLTRvN3/S3zBwRvUW73We71Okb7qu77sCxQm275PYb3m+5a9O7/atyriab8TYr8NMSGTghH7WxC2cAgjpL+Ie8AInMCDaxJvpsB/WxDB0AGTEKwLoSwk4cAYnMEH7CINrMGIIhVE0AEFHBElwJQuybcE4cEqrMCpJxAYPBAfbKgdEDATwQsdEBUhgcIrvMMYXAvqs8IQXBFEAAoi8cEZ8knAkMRKvMRM3MRO/MRQHMVQrCEKI8VRzC8FR8QX0TM56hF8yw8UEAzCcB9kXMZmHB/9EAw4ah9n/AtEsw+QoDBEMD7wMxF2MBIffAsUEE7h28d+bLyAMhDbOxW/wJWsgDAbFMMS/2EsOYwoHZMofxzJklwVu+AZxzt8UyEk7sIU/uALJkIrAfy4DaITxBADgyfJqMy9P/IPrFDJgtwXw9cPJrEMM5U3xlCzf7EAxJATozy/o0wLF1MZtlCwkyHMQAG+wjvMxZzKwjsRvqItQ2PCC+Nhw9K8w2wboBzKD/LBwCy8t5AGREAELWCYHvLNEWoLNmILImMLH0ABEeoXdLwPHzAZJoGQyzA5oIbMlXEQzawTvtDKyEDHCpETyxAk+owM2KzIWcvNtlEZ/gAKoGAMwAIVaSU6BPILxtAPQjM+ozM0/CAMtqs3v3ALwBADyBAdLoI+/4AMw0sQw8sdH7ApDcIELf/jdq2TDKwQswQRJMeL0M3Sy6L8yw3dF/4wCZDgD+/CD0RQAsnwCxowK8sQDO2y1AIxCbNCJMZgB4fcAnawDKwgDCXQAsmQxP8ACsLwAfssyMPHD5uCDEXABM5wYu7cAqwAMqygMJdwA0Xwy0zBT69HvD6dzebL0OArK+3SAfvgCyLMChqQBgNjtP/QAoU0CXfMHcTABskACbxABBowCatJAN5KxDzNT0yBzv7wAQXADRpQAnWwBGZgBp4Q21TACFQg21TwZ3Ugo86wAJziF34N2AkN1Ast1IVNBHtcxbJDDPzwPpRCDLkDClzZOqn3EMQgznSjNzmxIIpCBK9HEMP/7A/PkFB1ANuM4ANSIBCDkN7qnd40IBBYkAS1vQQtIAjO8De+LRDDG9gK7SOE7dCToAH+QADv0wpUTQGsQMSMbDcNUgIHjjBfkwzvowEdYCPRjTpEsAx9MTQE4g8FUAKkYAaMIAXp/Q9YUOImXuIkjgX/IAUm/g8jngSeIN/cYFvDh9+Vod/Czd/EXRkjEAMxECQRwg9QVz9PZxsL4AvXInO7UBu2IeTX4g/hHH8WkK8jsAsP0de+8gEa8AlmgAU0IAVJIAUsjuInXuKncApS4AM+cAonPhCDwAikMAnPkCivvA84rs0H0t+wrBa+Mhlt4+e38AG3MAKynBN/oROC/24ZdPIP/VA+kwExzMIdq0kkCzAJpODlg5AE/+DapzAIWMDinj4I/+AJb34KjPAJpv7pny7ijOAJ7e0Jd4ADkPzXdz7YO87M3msS+pzW/DAMyrjiWCDqpNAAR0AFp2AGVDAIVCAQVLAJA/GFp7DiVADiUlADR7AEnk4DPnAHzjDrfVHr1avnuK7KveI1ZkADJv7mR0AKSyAF7H4EAhHmVLAENLAEtO0J0Z4E1z4QjIDtJT4IPgAKReAZrwfuQe0gwLzr4568AoEMBXDpJ67sS+AJAvEJ/zDb/4Dm817v944FZvAPd0AFMA7ipODpJU4DZgDgfW3nwY3n3yHuC++8Av+xDHNw7icuBa2uUj6g6Yxw8QJxCqRwCstO21jgCVIw7UlwCktACqTe4oxQAhaw8gY/3Ag/1DEv87SSBjbf4qp+3in+86uO5ix+3mPP5sDO4l//9Cxd8C1v61Wv8FdfvFJhDe2e4mUuBafgCSruAwMh4que4mLu3nZ/4jTgCZFA59/e9uF+63HP8L2yDHZA8YNf4ud96V5/7D4vEIyg7Gaw86SQ7GUe7D7wCQUwFYn/0y7vGzDf+McrFdAACsse+ue9BJ/O9z0/9JtOClJwAgRABcvuCKGP7ncwB3TO9j/ty4zP+q1PF0UACnV/8wOBBbb/8Rff+/DthZ5Q2+je4v//wAjD7w8ZfuMJbcBvr/zKSxDIUAJHYPTAruICQf2aHu1Cn/FJYAb23vMmH+9LQARMABD+9v0juM8gMl+2CC5k2NDhQ4gRI/qj+I9WQoMZNW7k2NHjx4wFbfHzx+QfKTNJBq2U4uMUFikwYf5rCfPUKSkLB2GhsgQRBQv+FBbMiHBgDIlJlS5tSNGfRYwgpU6lOrCpNQ0EzVChufKfV51eB7Vk5MnMoRJzFvir9c+qRlvIhN1iWtcuRKdQbVXl23djwYX+FjijkNXMQk9UqDBK8k+xp39mlvyro4FbkWWC3S6ES+sfMVZ3RYvOe3GvX9R8OQ/cR8vfhxHWnFWjUPgf/6R/GnTX9sWkSFC6gIkatNXvX9t/LehWHN18YkXTqaVXZahxBD8Lzfwt+/Av2D9e/z5QvEWrlsaGGYtbzJr7aV7n8ZtCjzrdPkiHHG+FJ1gL2d/0iLPFM88IogC8Xf6BTz4GS6vvPgg9iqiZutTbhy6rGLIgIQWZY1A+B0+LcESpFrIluH36GcqtjWwZkCBhFtKAn3/4iYvDBT90LkQSe5zKlmUIGlBEC5EhaBcNkiGIGwtqPA0hhXLUcTQefbTSo1t8+WcXfuAaockt0wCFoBYWqoVIKDt8asod6SPySjgv1JLLgwjqjqAOCPLFs1v2eXOfNKVk064q47RygX48M/+mRoKWsYWYhnxpa5kzPwrUw0HvKtRQ+/aiJUiC8slmIW8YUhK8JpupVKpL18xUUzc5nc5Fz7DJJpB/ImloiH+muCS0ErT8hi5kXJyq1VdJi1VWv1wEdSFeAfinkH9E+EcCgmZY6AZe/2lDHH8sMNZSHDFNdqlNmf2xQIisbXchEQAYwpQS3jnuz6LKdfVcdJcFyZYvF7BgmAU+WAAZCwQm2GCER8D3x3/SgVe+B24ApY5bbnkYWX6ZStcjZgr4xxle8qDmG2GA+IZkk1F2pp8Pxq1KIXsHFWEKIk7El+OOlfq4xX98MQOOGpxQ5B9FnKjhn6LD+AcNpeXwZZi+ThT/558z7nJ3YoeGAAWbYjniuWeJft5oAT0IguOfDdheaG2C2v5nFVKK6EcqW/wb4ToiIJI2Imq3Drzaaa8dogShxNaXbJ/99YgWJoa+y5JEphohhl3oKhXaKW4g/KGsJfD8AXfnleABAEw5w9oZpsiGFsWjNJdxh8zOaIREeECDISRcgEIiHir/aK9/Vty1W23PeGAhaQEoZAZB/mn+H1BM+WeIKUAh/Z8ZbmhDoI3Gpr12xzvCXXeC/DDjjqIh2gANM565u8XWCPoFt4WWJ0iQKeYlyHkAgOIGZ7jEGWaQtYWo7gyCkFfyWHcDDYBPI+IbH0NsZxDISe4ffqgB++6g/wi4OcQEVLNQgWLQHoZ8J1um8BzWsMbC/mkLa57zXCGGAAB5pc5aqzMcBSSYL9ntq4IWLF9HFmCChagPCVkgBRJ+5xA0nKAIlaLRlv5BgIVIgyBZKRW2/tHCIciQIFNw4RAKIYis3QAAZyCj56xnigeQ7mbi6FL4FjdE8j0lOiDhh8jk5oclLIES/3CCHx6CBioUoUC2ONA/QmORf/SpFrdYwC0Q0cKI6O8fmmRIIQK3PBHobwpdSJwdg4jHPOpFKn102waRcAdSLM2JhHwiQZA4gjQwxBx8WgCRbPEBif2NQe6awQxMoZxVTfCOqAxMETlyxIY4zQ9I0Mos2bYBM/+A4pGMUtXDgPQNgnDSOSKQQCGmoBxa7GyZzFSTKkGSwRAmEQlLq4E1CWKJQ1AAOckcXsbqQMbnibEuIijmGYZAhED4I2wdoSAeL7iPWjyDB0/7RzyP1janVfR3KgiSih7Wkbw5hFrc+1xDWFetkbZAAxLzE7lOyU6CPNQWzTAGB9bmhN1BzQlrC4PcCOK0ESwgNbT6Rx4IUoJ/RG+N1CJdHAtxBmnxqgQa8EZbbMSqdTLzofvghzWq8Q8K4MGoeTjHgcKaj6KCgwIDcVinjBOc3LABqdfr1j9KMNVA4CEd/rhFW4+VVVRuNS6waQYyFtAMgRnsA4ZFrAVg41cI5a3/O9egyy+w4Q1WiAOck9yGRSBLlYYOcavq6ssCaNS3/ozAPqGt4GhJq5pcEoQdfVotYB3qzNdKh0a4SQMv/lPbl8K0ULYoGMEGprAR0AIZX7IAc0eADFosYBgJG0Z3PhohhcToAxq7D2vHx6OQxuAEPCDBCVRgAvOiVwAZ+Md6BXCCDKjgBCaQLwl4cAKktNRHbbnTP4zUn+l4l3Y8WkAMpEEGK/wAamGA2ioISRAnQJggDv5HGCIcBisoIhvCuw9xu9OnXxjDF8DISjB8YQ5h/GJSsLuuKdsJ03ZG5wPOWNpD1gY3HN84bjsmGhNgJ5290GUX5iiMXNmQG4IcmSCH/2ADJChwj3FYRGYufbFwlwXNKXECYEPdhz8uEgkmt6ERj6jAK2DxAoKcGRavMIAXbiNXDSxKY9cVMON41I9nyGFKGwgDL0hYtYwFowV2aIMBYEGIf7yiAgQxgEPK/A9CwOIRbbBDC4AhZSoL6rZ6xMgtuGFP+UABCdyg7cwU8otJtMIGsFizc2Bx1H80Y2O2Fe2yRkCG3TXkiVCAAxrgUEuJcGIfquWLQoBBgDa84NUMQvQhQPELRzGU1q2N1QKKYImHZFQRitgAJzIqET7nd2b+YEcyHvGCRb8iBARZ90NC8IpEJyUNBBhS7KrMTh55GtQbgMIRkDDII7igBkcA9v9DfkdqvLVFueMgghfQTJBHGOAVr4i4uuHdaIqX2QCPmHiiN86QdkCiBT8E4r21Givc4ZohG/DDEcxgyE1QghSkWIqWif0RfvDCFwnKwSHasRBYtCEZsDAAK8jciEa34h8vSEZWiGAHdBPEC4dQNNBbAYwfKzO4+EY5NMjgEEAuIQxHOIIiYmlIcCtiF0IF6Ug2s5BHLJsgNviHARrxjwo02g7/IILSCTAJQnSgDev4xzraQJCqE+QFkIigvTVda04HuRqg/oeoJxMZyTih4A45eDNa5PbiNTIijSAAG9jQNzeDYtLreLUd7AAKLzSi0Eem+qIJQog2NN7Fj6d25Pf/YW055PptYSDFHcKAhE20MilqZ7uLkJMhMjEE0bfPyiTswAYbTIINBDDAIQ4BC0iwARRZcTMk7GCAViR+6WzwoeNnR7s8xfTKSGwIv+/QASg4jRRQqMEGNiD2zfsHmwup42gIYqCRGLg0YlC6hYA3G3iER6i7u2ODV2gEO6iARvCCCLy7f2iFu0uDxFO0SfiFOtI6kwusWNG3zWu5TfCD3zGDfpuMJdA8zvMEaiAIfiAG1PqHatinkeiT5FAyxIO3f3i3EAiBV0NC24M3RUPCJGxAvvOhP6kzsrkziXoIPgsDOOAzb0MCanICyiMItQOCSSAIUEgDq/CozqgFUGCD/xdoN0ezPdtztIZgNSJQDrbbvfeDPHcaBvrjPLeBAiiIsAijps3bABIYkzMcChvxpluohUmYBAN4ASJ0jhB4AS8AhUi4hatyPyFCQd/7gE8LQIfYNlOEiN/ZOxycMo8YkG44kEN4hEirRKZ4hUizATsgAl9gi1nbupPzPWSwBhWIp4hoG//zKYdwmmXQr5kZgS3RgOtrA45TtnejxURzwkTzgjY4hBagAM9gRRPkve+KlV/aAQf7tYrasVZCxrdhiFXAthYbHhoZB2LQgCNjAzF7QAPIu7zzAhtIgzZgA7TQAKz7h17CKl88OXeiBRqDAzAkJA6Ym4j8gRr4gR/gAP8G4wAHax9PcIINqAFnSKdOGYFbEAh2CAYKgATcQCq5QirGowBiEAaSsABmBAkqrELf85NhSIRvwANwWIQd+MmgXARM8AZMKEpMWARv2IFFAAemBAcFyINEWKjIao1lWIbycJFf2IWtbI1uwMouicdw3EPG+YVmcieDqAWBMUhkYBiDqa5/gMuCMcjFmssFOMg44YdlAAVIGbbumjZqQ8vc6hSGuIX5Aa4TREGoGMwIoYUEgTUICZoEEcfWWkyxZExL4Q+COEwgM43ErKBHeg9i8K3LxEyOeBHvKJ7S7Iha2AViWI5P5Dp/4AUK6CbTTA3/WA0g67I0EAaniE2F9Ae0X1ir8qAF4zxO5ExO5VxO5mxO52TOkvyHXHrO5zTMYAiG9wBOrlMQYKCAEQMG8AxP8RxP8ixP8zxP9DRPIFiUEuCF9ExPX0gDYshOGHuIvPAyXshP/dxP/uxP//xPAA1QAeWFpvuFARXQWniP+sQL+PhNB31QCI1QCZ1QCn3QK9KSCqXQmDKQBc2jDP1QEA3RCb2i7xDRCO3QpDBRFV1RDSWIEmVR7URRD4VRGg3R+VBRZgoIACH5BAUEAP8ALEUA7wCgAC4AAAj/AP8JHEiwoMGDCAuiS8iwocOHECNKnEhxooWKGDNq3Mixo0F+/0AKFOmxpMmTKBHWWsmypcuXKWPKnGlwpcAR+3Lq3Mkz5wiBNmkKHarRZk5bSJMqXco057+gRKNKTbgSJ9Jdu2Jo/cW1q9dfWrXuQrpvBNSpaKfW+rfP1lhm0WJEKxDD2rNn1mIUoGv3WYEiz4rsG7vvadrDUVe2tQXNmbcdwfDgobDDG7odgSQH2oHu8WY83IqQNYy4tMxaI5A+e6fCCRQkijb8g+LE9T9FimbXfg1H0ZNsBciuNU38ZK22C6ohoTTbz+zmfqA4/xfdz3TplJxoaLvvbPHvGNcO/y7yDs5sKNLPU6oeHb179//g7Hg21jv4+xHXuo1xLjd6P2EoEp0K0ikSRnvvoRcfOPTZYhZ+EEqEmi0xMEOBE+e5sMQRA6jQgRNZHEGKCwnCp8gJcdnSXYSH3TJceKnp9Q4U6iFxxwBICDTAHcuV+N4OdKn4IotS2eJLUW1pFcyB/ylyhx9L3LGEH3cw6eM/GwQS5IpETgUMK0hSGEMaYZxH4xH/LPEPKf8cgaCPWW45ZJdDCcMKLRkdR2EBM76noZQukCIlJT4qCMUOeakYEp1R8cIKSRTpqdWFZrqQYw1ZDDSAdQKtZ+IJQfKDJ6NE7cJKYeEl+Yw3/qGX3T9P1P+DoRNPwDZQjgrCocMzSPEiDKnASlpANjS65xwSqBy7JqxmLLGEGUzOhgcQwBgD7LWSFkHpe364UJ23bf7jBBLkOhEdlnVwI80u/9AC6bUn7TNqUTE+gwcnZhYqkBMGlikgjXDgwauQ8MokzJwV6beLvfgWCp9A1kWcq8BjPVgwSvwkwwtH4u0ywrYOh0wjGicMbN/FHNnCSgwd6VmENSSsMJBzNA5Uc80C0VidMDEIiTDKG8XAys+RprYLNIEQ6FoYYdCmCBxLN+1Eb1GjAipSFgMdoWJIMQHEOxS8400gYIMz2TvooJONBniAQxk6vgjjDGEna61RMv54JJ6KFMKd9YxectFVwF2CR1NEAcwwI5iiRNtdnFFXZRXW5JRPjtVodTv+3VpWMeW552WxpDmdov+DU0+ol/VT6aOT+tLrsLcu++y012777bjnLtG7utsNySQQsdw7kZN0sLFDtwxPJAEdoOpQCyUoD2EHyST/0C0dACP9RP403lELeUNEQQfbT7RL9N+xAkn5EhnTwbzEwc9+Q7xUPz/KYF4cEAAh+QQFBAD/ACxFAPoAoAAhAAAI1ABv1fpHsKDBgwgTKlzIsKHDhxAjSpx4cJ8wihgzatzIsWPDYAQ8ihxJsiRHYqxMqlzJciWwZC1jypw5ESbNmzhx8rKZs6fPn0CDCkVoa9/Qo0gb/rKVtKlTggR8PZ16lJVUqlh93kp2MavXr2DDUtwltqzZs2jTql3Ltq3bt3Djyp1LV+itunSN4ZVLQINDpnvBEuhAq6EtYoG/TiLsEBSRxFlbdDDa8FYHvZAn8rsJuCGxDpkp3iKblMCk0BN5TSqclBdqicYYv0YrLBnr2WZrow0IACH5BAUEAP8ALEUA9wCgACIAAAjWAPnt+0ewoMGDCBMqXMiwocOHECNKnEixosWLGDNqpEiByMaPIEOKzAgp2ciTKFOiTENApcuXMCeajEmzps2ZNnPq3Mmzp0+Etgb+HEqUoa2iSJMWnBRMqdOhrDQ8ncozWVOqWGvizMrVZTJgXcOKHUu2rNmzaNOqXcu2rdu3cMn6i0sXLN23k1ou9Cf0bldfHWIwJCbVL9daHa4uZNXCMNcOkxrS6vDLcVZWcxkG62C5ojClkTtHrPXPmGi0/owR2HfrdFl/wDrwy+x6rLGttcUKw901IAAh+QQFBAD/ACxFAPQAoAAjAAAI4QBr/RtIsKDBgwgTKlzIsKHDhxAjSjzIb9/EixgzatzIkSGFEh1DihxJcmMLAiVTqlypEhIoljBjyoyoAeXMmzhxaniZs6fPn0CDCkVocajRowwrIl3KdCAkDU2jGiVgR6pVoKCgXt2Kk4BWrmBhEqAQtqzZs2jTql3Ltq3bt3Djyp1LV63AunT5pVF4KwbetKwmKeTH6+9ZYh1oKZz01TDYDsH4dvDlOCwRVguNdbhVOWzRhCVsdm6brPFohtL+FT69ltjHf8RYp73lK9kuxbLP+vPF6nZutMAw/0ZrLFnagAAh+QQFBAD/ACxFAPEAoAAkAAAI9wD3/RtIsKDBgwgTKlzIsKHDhxAjSjxIi9/EixgzatzIkSEFCh1DihxJciMRIiVTqlypssUkljBjyoxYAuXMmzhx1szJs6fPn0CDCh1KNOOtWkWTKh1IQcPSp0NBgYJK9ScRO1Wz5pyEVavXmEQgfR1LtqzZs2jTMgQ3otYutXAhgrOTrBqvuHgVQtnEqsS/W3kDHwT3V6DgwwVjICboT/FixBSMJaRl6/FZYR0qI/Tl2DLZZC8R1upw1/NYXh0sbu5gumwLhSUItCYLOCEBv7PxSs7NOzc/WgJV9za7D+Tws780dDBW+vhYYJBYpXF+lhX1srXPBgQAIfkEBQQA/wAsRQDvAKAAIwAACPsAadH6R7CgwYMIEypcyLChw4cQI0qceDAYMYoYM2rcyLFjQwKTPIocSbIkRyJ2TKpcyXJlixYtY8qcKfElzZs4c+rcydPkrp5Ag2a8VUuo0aMNfWlAyrQpwRbJnEo12iLk1Ks8q2LdmtMm169gw4odS7as2bNO+fnzh7YtRFprjVH4x8utXYQL+AmDlKxDixED7wr+V+Jfh2SQYrAd7O9nwhhk7Qhbu3gwhbkJi5KlpXkwwQ7BEvIq7BltsA4K7bAqjZYVJIWgYLI+Gxghq9Czy8pWCDn34NW+gwsfTpwo8ba3Ro+wcNysP18d9t1qblZYstrUxfKiAHxsQAAh+QQFBAD/ACxFAOwAoAAkAAAI/wBp0fpHsKDBgwgTKlzIsKHDhxAjSpx4kJgwihgzatzIsWNDVpA8ihxJsiRHUBpMLtShsqXLjUTsqOSX0IJBZC9z6lRIpETOgQSB7hxK9CW/ozQfIi3KtKnSgrWiSp1KdWrBpE6zPryFtWPSqCP2id3XcKzYqAS7al17UBgFkTSjirVFd1fdXXjz6rVL92ytf2rZsi2RjGStfbb2jSjCrAjjZ46fNX48eV8RaCMSjxDM2WAJUB7jkl1QAJg4YMbe+XoHzPTqbL7E+UodOxuTsP/+Bu7cFBJor4f/Mfv1DwnBMJz+wSG4/KCK5P+cRMnH7N++v7wHExF5uBaQfyugwP+BUnC8ePL/zotXDmXFv2r8rgPOTp8izczMeEFXzvyfn/X8KbTBO8zYstlu9SWYEE2IMSOMHAWRF0ZB+6GXkCJ4JJJYLQgq6GFahxnIjUGU/HPHPxP+MwBBJSYERRgUZHZdhx8qyE+IMfCCSnN+EORCRMuJU8SGNNZY340NOqOChQRBYUZEYaBToHwH3WKlkQkiSZcvTjDpIkNRTslhUP74Y8EuMWDpUJpFaZkjCc3906KcSzgU5DO7kFWQP8KUwAoFtqjJkD9sHsTPLi1puQ8xB7X4pEI9RghjgbcQxAskybBCAAW1+CPoQhr41GaIuwCRIkF+TIjEigTpguKjByn/kk0zt/BSEAEa7FKmTZ8q1MFbCIGSRqI46hgnFMklaxASNTyqiIV4sGEQcWUK1StCwnRQaZUd+EIsYiNUY5xBUFByXonjhuHEP2aEgZ4iHfwjalDXNjTJbwfF0IGeJmlZBC8QRqRIdOnxhwc0/mxb70PAJEQMKy4xaIuDAT8EBXoWKvKOjGMujFEJBEScmy39MLrRi4Es8M+BHisYYhF6wNEceXGyB2B/4pnwzIbztUyflsMQ8wQq/yS3LkEDR3f0fk4oIgcF1VHp88+5iRWNNbwE8885wYgTDB7ZpCEOMbGlwVrXwRjzjDBn9WwSsFNjJNrKzCzA2D7PWFbECJIxWxPDYswstkBYf23W0i/BeBu33AQdhhhdkO+VF+SUt+02SbQYM8k/1i4eUVy1hGXW6KSPNQJaR7XkDzAd1NKM54xDVdXsVqX10uqs7KMw7PYt1WFSS+0EDMTXBgQAIfkEBQQA/wAsRQDpAKAAJwAACP8AadH6R7CgwYMIEypcyLChw4cQI0qceBBIDIoYM2rcyLFjw2QUPIocSbIkRwIaTKpcyXIlqJQtY8qcGRElzZs4c+rcibAWz58PbxG0YOFfUaNDjRY9KpNfQadAJd6CynJgQmRWadbaWovfvn/7+HHdGrUhL2JN+aldy3atyrFwa+0Tti/u2LIINSQz2bavX78d4Y7YR7iwLWG2ChceMQIuXoIUCJBka7dyXLYYBRO2lbirQFq8PosdwTnxvsZc8UYeuday68tqJ3IdvC/xP1q1fhkzRywYBQ0UggUjBkzYLnUW+HEmfBeoBlAiW2/lN6z6gmEjFizIrn37MO3Vh3H/dftwbO19As/+1sC+TZs0/9Kkcc+ePQVzu6YuT/2Yo9rpCxSRTgwxpPPLLgQauAuCAy5YYBEjiNUVVQxxdd4/tgSjARspeWFACIS8IOKILxBCyCsG2NAGJBwCM1BiqPW30X/8WLDDP5w44QRBcqiABCcEqYAjEmEoMiQ4yU1IYUIW2vLPOBSUwIYNr7zwTwivZKlQliCWaEAabJRwzi21dOaTjBTROEIgaKCxwZtwxilnnGjAIUABFkzY0Fa1/WNMC2wY0M6JGL0Swj+E2GBHCbtYYCaaE/1Xywg81PkmFFBc+s8GmG4Ah6efhgpHGDHkGdtCfNpyyzyTeBEHoRtl/yliG5PwcostMUIKkYSTkuGmp4ooAgccinjKibBzwikHM/1MVyFp/7AawgsVIPpKtSFUSxC2FRhaQQWHavsPuOO+EocXk/xCS11n6uqQhLQUcMKnG/iBxBF+cMIKEi4ssYQfyW7wDxLOkNmVQj75488/wkzyCiHVVmDAK+MaQBCWKH5owMTXctxtxhSbq2g/p5HVUTMX4SQhY75e6sQmfuxoBkE1AJwsGiQw5mxCt/xCgTG0aGBDO9US4gUoFcTRQgtEP0KxBof8YwMo5rZgxz/XUrwiQVm2A0kwFrArEi9MsiRhP0Vs+iYcUPyjSA2b/NO2E5kmC4cK1uCmp0G0KP+8SwcdbAgrIY90YMMLybARhw3s/QPJJ/8U7sULrGgQQhvxPVINJAcxvq7JHBEBk0H7+GL2dM8IQC8cBiGxBEHDBvyPE0zkefBB/vyZDOAlUPACxYh6QUQaU6fRjhcaEFFBIx0S0cjUNlRwNSQ2IG9QCI9oMI7YHN3SgTEIUcDK6XItYMKv9c78jx//xO2HqPS+ifNg02VF0O6gEKMXL21gSRAhjXDP8NJggKu1ogLziU8bktcGClQgatSzAecKYjQNhIN7G/FFBxLSAuisREL8KAAV4hezfyxhAAVxAaZWWDeBESxPC0uIk/xhixjcogST+18jiAeJ7EnPBpOowNH/pEa8lEDiBYdgAyjWIUErYS0ODbwFBjUyCSIkhAgtIF8tisCDOEEBSOojCBII8rol0E1ZzFDYQoQygoL4wg4vOFTFsCaxf6yjDY/AWiMqliWJ2cMAbfACxSY2rhc8ogW70Fm7NoIWhICEfCxD37CcoIhMUfJ1/wgjFOhFggKMDlWTUhXUSqStLHmLEAfRkinHNS2ulYtaRADGrUCnElaA74Nbide85MQ+T/mhbQTZkQk58Sko7GgvZKuQXGpBiy7Y4RXtAB5HDHUuIpgOV7R010IktJ2WBexTBQlDGAjiqQ2ggQzRKIo/aLEkg3DFFsykQAvSEIJ2+K9QhGiHxVrA/w4MTVGb29xKPxKhgoDFiSDA7NTaVGDDnYFSLk7iRQmiZgArnUiaW8pSiAixDkjYgQJfeRRA3yUWWjxjhAZN6dpoR6ZTKROi/7gFOzbEuXVUIEQiQpSJUDmiEKSoDWxgAwXycx7+jJQhkkKGONpUt0zFzqnFBBWnzIkJZEynnUziU234cYtdEGM9GsAcfNZhACYqcIGQAM49fHIe1CzyqNsUiwUKEAgSIEEOckACCZ6ggryi4h8qQAUSUCEkwaJCB9QwlUsdYqELfaAWvADGV4OjgUlQIA0UCA4xjBEDWuRpOW6F665AmIgRWINATNiHNZ5RhNQKgxfMYAIzClCAfYNIo7QR2ltExkKb5fBDILcBRQeyKBqImsatbxUtUkFYCws0ixYjoMV3oIsMfkR3ATVaQHJotNjd8lYx+/AHBQDXASD4UzFxUa5EpPOa12BGI67ZRzBYwQtbWLcy6s0IZdoLm+5yJL3GSAYtDNac/M7oLwgGzEycZOCYOAXB//Bvg2cSEAAh+QQFBAD/ACxFAOYAoAAqAAAI/wBH0PpHsKDBgwgTKlzIsKHDhxAjSpx4UJgtihgzatzIsWNDAmk8ihxJsiTHZBRMqlzJciXIljBjypRIYKbNmzhz6tzJs6fPnwZv8QOacyDRiLaAHbU5lGDTpQvTsIKqspbVq//2Zf131SpXqgQp1NRplGVXryP27Rthy2IttSNGcO0KVSxYjljTqrXFl+8uY7v69lWrlS5Qu3cxXk0reJfjGJB/AfsFGbLjwHzhYk3ckZ/nz6BDi9boda+tx5Zt7eMbY7Jj1acrv1Y9YjNniqJz6wY9cfHq2DH4Sg6mAVKJ4y2Ol4DUhcI8dru0pqbt9bbEz7Qs0MrOnbt279q/e/+OWJr1L9XGKJSwU4LNvzZpbNhY58VGo/eQDh06noPXiF0xYLZPddY55Fl2FiSo4IIMNqjdeA5Zxdguv/xjCwUt2AFJGo+88kI7cbSDUBwhvlCBF20c0koJwNQCYGAD1lKggbQs800UcqggAAlUELSjAHLw8GOQO0bxjj+0PLVQeQHWEgwRraTxComE/BPClVhmiWVBcbzwCCSTtMDOPwGqRuCMCPFDywe+hPEDGmiEESeccso5p51y/qCIN9Ak2ZBVq8Wwzy8tEGEDiFZqqeiiVxIURwiQgKKBizCeuRE/F+Gk5gcK/FAQHHB8+g+o/2xQqqmooqHCAn4u+ZYtggr/AwobL1iZKKO4avkPIdtU8EkJpwVWm0iAIWSBkiV5hswHixSE6gbQnlqqQmiQgUySyBpk1Wn/8AJKGtsQ4mGtHoqL5SuEiEvICyGg+8IrWf7D7j+IllBLcDF2VAsrMSBUAi8sjYfMP2EQBIUT/0CxwSYPhfrMPxAmNMJQA7UAyTZXEvLIroQYkCi7Vcpbwa6w/PNIluJuHIK87RBBgYsXyciRLx2k2YEwAXvGrEEFb1DwEi44ZMIHnykkIy8a/BNMK+xeGUcrBISYDCRx/LMOIXEcYofVU/nTCiiPZvxIK/CuHIcXk7w2LEclgILQL6zIrNKBFiiABkGm/uMEEgTB/3EEQ3cncmy2BvX7TwcahB1CHJDsakAHNvzTCCSQtGNHTSM3sk0HdjAeQiNS2qHlC2wQk5ncGo11EDBT5UzLwJ5O+08NB0Wb0AZPFCEU4Qh18Eg7WLbTSDL2ER9H5ATA0sY/2/xDwPLJpPFCKyG0AUkIh8TbDiQpmekRwAgl09JnHwRwEO0JG/Rs3gVlQHTECI1FQAk2KL79P0Qc0sZ8rRhARPVp8Md92iC+NkxPeNcTXZZIN4/TrcQORBifmpAhgIIZjCBHcAHf/kEJ9h3EYbcoy0IC5IvOYSlrXoBEGxrRiEdM4h+ggEUaCGCPFHrBDo84RPMO8Z4QUA9LLzBAC/9+ISzUoQliaqrb3foWKqAdBGFmOAgaLPEBhWSKK7aoBVuIoDl4dawCV/LYCyJnq5C84mQre4S4/pEGMKLRaXbQAD8C85UjFkRZH9CD+ggShlAZhHbomxYa9PCwP1koOvcggAEehS5CZExc7WhH08LmSEe+C2vtsOTKeAWm05jJiGgSGMESggYP/lFhBHkCK1rnqkD9wxcE0FytckVLXcnrEESoUKXsaBDyNWsheXOCBUeZNxMk4hYRygqs/gEMUNihAtuYZS1zRSIvEKEF/cKXpY5It38scSFQgMKoSFWQuy3AH/BDiIRYs49dlIAIbPhdHBw5zS39Y573IUIwXKT/zW1y8x/I0ME3MaKCIkAsQlpkTQxqIYwStEB/JwNR1UJWK4OQyERe0MAhWkCBXfyDiKqpIy97yY9m2KJncNpAKVO60pWqdKVhyEMz0mk0La4GQDEYAS/U0x42wMcLjzCAAdZRAaGuI3JtYAN7NOCLi1AmM3MZaZpuAQ10mOAJKrCEQcjwDxI84R9cJcE/VMBVE4DDGkIhD6D8AhnVSIYCGjhOHInAOUiw5zgaCAZ02jmdGIFSqnSzQCJGMIwiCHYEyDDsYBMrWGgkFhnaOahabeoXnAansryYCihswQsi3lQ2g4mqVBVyoDVp5xbLOm1qaXELC1TRAiHcDu/+VJrfTgSrMrRIGkF8wY/KBAgzqinMX0dL0t0Yt2gbyYtpGhMSaVxWMISZy3CJm5Dj6oYkdInLXgpSCwsEdy3S9Sd1rXMW1NGivNMdL3GviKaAAAAh+QQFBAD/ACxFAOMAoAAtAAAI/wBt0fpHsKDBgwgTKlzIsKHDhxAjSpxIsaLFixgzaqQICtjGjyBDiszIytfIkyhTokxGTKXLlzAnUohJs6ZNAmls6tzJs6fPnwpp7QNKtGhDW8KMKl1KMFgyplCJOo1KtSexp1Wz1pyqlWYtfl3DXhwx9F9ZswT37Rshti1EsgRtQZSL1q3bWgThFtz1L0aMf7/+8RIMmKDff3z/yT1rN6xcvjF+BY67K8ZgXn53yY0c+G9cxo2h7nvMGbEwYhQilfh3qMWkFnYOlSihgQIwXrZ2SY6RuCze0EVHI957TsO/FocgEWzkxQtBLzYa/dPA5p8dOxSEDf3FO6W/3wZp0f8FrlD4X1u/jC83QKhdnITtCL5/ta5gC2JyJ5/k1RKhZ/IGgTWaborNZEcjIVwUhwFttDKJOYD9F1ILBCDUwmoAHjRCfv8IQ8QkXryXESHbvNDGP5FsNhIoGBqUTIsZGhQYMARoIGKCGeEYwod//QUaRiwhlMxMMebV1z/sJGPDPzga9MJBLzz5T3z/SKnQkw6OF1JiBrHiUZH7/LYPEScWZEAFVRJECCH/sIkQIa+06SZB9TFJSBytGPcXWxuxkhArgxVpQUEU2CHiP9v8A0qJfjZTUKL/3HIQVgS9YAARFbAZQjsGCOZjkTHp1wakBrXziEHVHRonQaxMUpANbYT/MMkrc75HJKg6VWDle6w4V2GikCTDZhv+1PlPhQWlwQYhrdBaUBwaaMAnri6BQlAydjj3bLSgVPePc4+AMmdBrKShnKs2LDtrrZBQ8CO1KlFwCKkFsZHTt0QcOy5BrRhgR0EELEuEs22+Mgk7acHrklq8gBLiQWsS1I50bRrE3j+rNonQNrLV8qnCKA31V0urphkxk3HEER+ba0o57qFMEtQGKNxpBvJLgTlVHyEaaxQHJAQkJeHNJw34ywjEEHBIzxe1s82pRAymH9EpDUUgLy18AokBMFP0grYajGcLW2BRXTRige3jUSv/pGEALF1PWVCt9J3YSheBnveu2SGZgpe2MBrA9o9yjazTaQWPhIDmI17ce4gdJQQz2S+JTct3StOWZgt/GqzW2j+uHlLdvwTZ9ostkSVU9uUqMVYaX7vwol8yvwgjO12S9cWl5azDNBRdkAH2y+oE1SJZZ8Mp9g+f4PVO094FGRMYl8rX5XxwCQ1U0Fq8X8+USd6TN2hbAQEAIfkEBQQA/wAsRQDgAKAAGgAACLYAd/0bSLCgwYMIEypcyLChw4cQI0o8aIvWxIsYM2rcyJHhJGEdQ4ocSXJjB2IlU6pcqTKZL5YwY8qM6HKmzZs4k+HcybOnz59AFd6yFbSoUYb8eB1dynQgMQJNoxYNxkqqVZ/EdF7dehMl168yvYIdS7as2bNo06pdy7at2620+Bn0V+vt21saYhiM8dJuW1sd9BbUUNUvW2OsbhksAdXwWgpaC7Yg4nitHcoGibSobJgAJIQBAQAh+QQFBAD/ACxEANsAoQAcAAAI/wD/CRxIsKDBgwgF0krIsKHDhxAjSpxIsaLBhRYzatzIsaPHjyBDikRI69bIgbVSqlzJMuXJlzATlvh1sqXNmzFzwrzVwdjIWgKHfbg14paFBc2GDbu1wALTZh9GuNRJFeStZMJEAt0n7ZsxaumIGftWLZ84bl59pfNl7FZUoFXjckwGTOs/YUtIIPlH4t8TVP/kCNRbg0SNfzyo/YMrt3HFZL5CphwmDso/P/8A+wHMNzNmwBmQILKw2LHp0wKBxjCDigSJ1ptRyZ6NigwZ11B2LKjFj/Q+1MAJ3rJVs9aIzCRuq4gikDbt25x2IKP1O7j1nClH7OCLyo8KUlQuO/+f7b1EjKzXr/siUvPfsyVyXvvhQaoGKQGZx6OCEuAZL6C08JMeasGwUtMICyzyDxndqfAPPAIskZ9zJCgiwDC0TDXgacQkU1wiOrTWoEACmDEhbX6E0YVUjG14moc//RNDHfE1+Mk/iKjgh2s8zsbfAlK5iFqHBy7QACe2JadCDSo8QQUPNdQQRWu3qXhci0JmWVEtyBQxGIN9/ZOBQFRI+Y+OtymCzm5YaukmREAVEQhfrt3mGpRnqqCCJTxCsQibbwYqEVD5OGHZP5wIBEUYclgGBWCJ/uNEHR9oKOilCQElTAmLBHJCAHUIsEgdeijwzyICfPqPAPnwUhqmsGZ0SgsyCzDDzAJFJDJCESNAU8QCifzKTCIf/FNdrBllaFCbMaXED2/8jPCstLtFy5u0zzKLrEQapFHQLiU4dtO4lm5bESvhEgRMB8CRq625FCVDTEG+wAjvvQ2x4hNBwdiL778GsUJcQQQAR9pABwN8EigHBQQAIfkEBQQA/wAsRADYAKEAIQAACP8A/wkcSLCgwYMIC7KykLChw4cQI0qcSLGixYRALmrcyLGjx4vNBNL6F/KjyZMoC9K6lfJgrYn8WsqciVBDjJkv/9XaybMnT5pAgxK81cGYTJ9Ik/4UyhTlrWTCUvbcR9WW1atYbVHd17Op145Po57kuQ/rrrNo0+7CynXn17cXoY7daauWhUQLRjwbUeRZrSJFFjxjJnjBsERal8JdDHcnV2vV8lAIJE4DuB1s8OBhs8ObBnEUKHxbkDgn49MGb+1qWWuELQvoOED552R2GDg1FCmqAccJEihIkCjSQHWEadTI/92yJbVW2Wd6/KD65+cfpdl+oECpTp06JUWkrDn/d5scObBJzfchq7ZE+nTtCFHJRwVHzzOttEaWR52mg1TXthTAAxTy+eFEDS5wZ5B8cKjgly28iLUfY8Qk859VAhIoEBJH1IBEQtotwc0/xkQV04SLVShVWbXMQd10tN3xzx1IKFhQfUxIY4t+KKZoIUrO2RIDdHDAiMQSWSBBio0DQQFHFAW4xlWPVGoUpC1MCKDhP0cmSQolB2lXBxNWGVflmRS1Vlc1Zkgn0BOb1HCEQNtpN5tAcCzyzFpmounnQ2ruUsQiRaJC4BNmcIlEGInW8A+B2tXARFl9/mmpS7XYsoAzL6LCyXaUuIBEDTUsgYQZHxoKxQnWsHjcpRXR67JaQcwF5Rg/1NQgnXaGouKHCkt4GAYST2Q3WwZFlAarRrIa9ItQjtkywg5oPOokfLo9Cod22/oRxhJ7TbnsRRS0UFAtBMwKlGO0BFPHP46asMQ/ZCxhCQ9L6PGPGYuQuoMvVJE3bkWTEFBQDB3Uuq6atjxTBBNMPOOMNc9QU0AB1DxjjTMPMzECMsoOTLC5BP3Cyom2OrcPaWXFsM8uLp+1Twxa7bKPlMa9KnJERJRQkDCs8JiyylkVzVZbOu8MEQEaFGQMK1/5NMJWVFOds2JK76zU1gJn7fXXYEPEEEUoh2322V6ng/Z+AQEAIfkEBQQA/wAsRADYAKEAIQAACP8A/9H6R7CgwYMIEypcyLChw4cQI0qciPAWhVoUMx40prGjx48gD9LqICykyZMoU368xaqkSoL8XsqcifJWMpc0H9bambNnz5svMf4bsa+o0aNIRxAU6rOp049FbUktuKtq1YJSbRV9yrVrRKK2/u2KEeOX2bNof5Hd9U+rUq9wH95impIowRHPmMWwFqOAtV0FCuyNVqRAkX1F2u6Ly5ihMTsqMe6Tyo3CFUj/UpXQoeCQAnCHUqErcSVQF3GJtf6j27hxmg6RR9jaNeIAkhX/wvxDomg3nN25CTpx8q9OgamsW8clluzl5F3WyKyAQpC6HyiUCFKivr36Em4LVMf/VN6YuXNb/TSY2Q4Fip9/7ePLl09GsK3x5Ms3Ryl5rDQ58FGHxD8DsDeffP9Es08M+TXIX1tjAVEddgcd2N4/74ECDEG/OOihRxjNto967FHyxCYFGXggKnb48g9+H8YoUYi7RGMNKvFRUgNBO7pgIXxPMDFbWMnJaGRCNMZAjArXYbdjQT4eiGENc1RF5JEg3bLYQfzckhONI9ZQIhKs6KLde36kGd8/JBTAyy5XYgkiLwgRs+VM/UXDCwkB+sHJgE8QpMiTGFr3DzdVLVaknBERQ8BBt3TAUU+L2VJNoPH5kd0/hAoH35TchHUnoxpRsF9BtbBCJ6W21JIGEt196UpdQU4oMtxB0cSgGqkdafCoQbYkw1ZPsu1ShCW/qfneP8leV6gfK/zGxGQjLMqrQxqActA+rDD45T/UalBDBv88wacKqJiBCkGoqMDmgHqkoaui12bUAhEH7cKKU7L9wwsT0VRDjTBpUCNNGkAAkYY01KQhDDXcFLFAW2/Ve61kouoaQzRjvRkNx7zEUOMu+8Bpi1LWWiwjRmDNZtVYZK1lVVturaayxUIRNVlWPPNs1Fsp33yktRUjFDRKHQqN505MN820UyX8g6/SL1nwjwXIXI0M1lvzw7XVT9lA9dgRtUN2SN+c7WBAACH5BAUEAP8ALEQA1QChACIAAAj/AP/x+0ewoMGDCBMqXMiwocOHECNKnIjwlq9aFDNq3Mixo8eGtTrE+EiypMmTHWuxGomypcuXLfex2gWzps2bE1nxwsmzp09/yXwKHUq0qNGjDP0NRMq0aUNeGpxKnVowTQeqWJsSC5q1a9GtXsMKBSu2rNmbtPydXWtS2K60/ISxnesxxjBgLTqAimGLrt+JNQgk60CAgi21fx3eWmqQFq2yGYi04OXP3y2MiRva8nXwVolfZaNIszBi34jMD32xOkirgzHUsBGSLXgrmdzYuP+lIdDZdm7cwRL6/h2bN/HjyJMrX868uXOQLJ//3ceLQnTpc2sFu9oX+1x+2/91DvfOlsjVEuTZ2lj3iG5AACH5BAUEAP8ALEQA0gChACIAAAj/AP+N+EewoMGDCBMqXMiwocOHECNKnJhQGD+KGDNq3MixY8NayWJ4HEmypEmO+zqIPMmypUuWtVitfEmzps2IrG7q3Mmzp8+fQIMKHYrQHy2iSJMu5KVBqdOnaTo8nYqUWDKqWINazcq159auYMOKHUu2Ia2jZdNypOXP3z9baifaQlvWLTAiLWbGPXiLbsFfaW8Ba8GqAxFgbvcijEGBLwFeZQuDorCvreKExKQapNXBWFx/ty4rBHbV4K1kwtReFD26tEHUrGMTJM0XtmzWvm7r3s27t+/fwINr5NeslvDLt35RGOH3OFl/vjrYsuBc7S1frHY1rx6WFjFWvwZyBU+bs2xAACH5BAUEAP8ALEQAzwChACIAAAj/AP/Z+kewoMGDCBMqXMiwocOHECNKnEixosWLGDNqtMiPwK6NIEOKHJlxX4dfJFOqXKmyFqsYLGPKnDmRFc2bOHP+c6mzp8+fQIMKLeiP1tCjSBfGCJa0qdM0HZxKPUos2dSrQKti3apTK9evYMOKHUu2bE9+tcxCpGVU7UF/MTTwckvwVluDxAa65WfBn79/GkClofuPV4mDtDoYI/zP1yRWySgwpUssqsFbrITRbcGK1SRi/+66BWb1cjLNdIPx83uLH2PSCE8zvsXYIGzTqGvr3s27t+/fwIMLH06S9i1ff4nTFQYKFBFbtJWX9UeMVQcC0pJLJ+tPWLJbzbabDfUHjNW+6OLJlg89NiAAIfkEBQQA/wAsRADMAKEAIgAACP8A/+36R7CgwYMIEypcyLChw4cQI0qcmNAWxYsYM2rcyNEhLSIWO4ocSbKkxn0dfplcybIly1qsYricSbOmRJgybercuRMnz59AgwodSnShP35Fkyp1aMvX0qdQCwZjFbWqUmLJrGodinWr159dv4odS7as2bNo0z4deJAfLbVwHVoIWfBWCZVxD1p4G1fYpIO0OhjLa3DELX//gM1RS6zDwVvJhBEuWAtUCQolHqgFltUgZMmT/wXrQLoFjM2d60YOTZBAB1/p4HJGmHqyP2El/CFmzbsgLcS3egsfTry48ePIkx/HwQSHcrXZ3nkDZWzw87OIKXTgdR0tYtKOu6MGJfCPutmAACH5BAUEAP8ALEQAygChAEYAAAj/AP/x+0ewoMGDCBMqXMiwocOHECNKnIiQVgtbFDNq3Mixo8eG+zr8+kiypMmTHWuxioGypcuXLlWyhEmzps2IMm/q3Mmzp8+DI392vDVC6M+B/zAWrGU04j5jTXfWmlrQwtSBGKWxpBU1YbBkXV9OHTuW3y6BI2hxBcJL7diwBr/CPUm21oh9ePHW0krLFjBj+2jhHVEXLjGwcz+OvYvXlq19tfhx/bWL665b/PY5fryP8NuohxOnnHrXcWBatX4ZA+cNnQYNJTSwBvduDz/Mmgd/Fs3b4eLcanmho6BBkKAbyAEoB4D8hnENFMDtwWx6d+/rB8fm/pcOHaTjAM48/4AxYwbC8iIKnXEe+xzXx5512uIaFghJ7RhrUbAj6J8ICf/A4J8IBBZooAjk/SNBIQAMUQI4t9TymHUkKWVQUNhlNBVet+DRwhCFADjggSSWKKAEAJhSwjcWTMiUSfzwctAtBMjIE30x1cIhOlOcIQEMJQYpJIEK3jAJL7fYEl9JwBBwEC0dQMUTUgPxY+WVWGIp0VQY8SgCQeX98wBBDxD4wJlojimmmWQSKeAZRIjzD2QvkuQLKzMmI8xOV9blp59XPrQhLdmY8qUID+AwhwgznHFGQWceOmakZYpZyJf/FFIpAHbouORHwCBmkJ46DUTWCIzlpSqqZAnkkGSBsf8BgJj/3GDKDUP8g8OjhRRCUHpEgpKrmscRdAaI/kkgCDoW0MmkqATdQqpN/Py22bXYmqbXVQ3N9w82giD4ZX9nmALDriI0SJBxxhIxxJcNEgHADIKYMsWYX56hgWBUkRSqUNXq+I8FI1gwTCLIjJAILYlAw/ACyCRiQbOdRYaUQvs4ecgQEhB5AxGmcNzfDABMkSsoN4yb3AymjKmcIDCY4iuC+urYb4avBlzLM8TkQUzPaZwjThs7ZNOGOL6kkUcwxNQyDJ1WLpRGQaZ0PC4OEpiCQ3g31Drsrf+YYgoR/Znyz3I3SIAso/pmdjPODAW8zwe+mAHHP0jAUYMTG5j/oUgYNfzjxD9wIPFPGGkMQ5irDQVDwaNf3jCFILnecAYAlPfXoOVDwFDuP5RPAcADIbcspgQ3BHKLs3A3JHciesBxNxRw+EG7HwT5AQcUuv/jRxikFEFhQUQcBEzVAiY6+gya/jPHHGrO2nymZQKAwwONAnDpmGdctMCnrStU7T7IOLMEFITvnr7s7Lcvux6JjOBPQ7TcVpQGyP8TJr6MmjfmDEQ604D2JyD/iIkIeEjS28KHECvpaB/P4AH7oDA4F+jOfez7BxoU8IFbSClumVkAP+pgqAAN6YQGGo8E4ASOpLCOgQlxoGaKYAn24c4gGJTdPzawhBbgREILuEUg/0wxLxOiUEgzWNAQWvAOFy4QhgYx1T74YT701W5wBblgDhcxhRLMpCH4+Yc46pCrEAVoRCdMUKMEUQIKMMVFUFyIFG1RhNjJzg9IIAXejkCJHGowEAvwB2oiA8YN2eI22YCNIMKDPRGV55HmkcAMYMAg9gRiD3NyUZ3ieBAp7qMA68OjQfpYkAyioQ7R0EvUCmkXzdzmG+AgjnGSEx5foc05gtBAILLBlNx4ZpOcjOL4+uEMM1jRD4OrwR2cYDsoOJN2OlxEIia0St9sSDOHjJA48OCNQFAgDRogAAXGSYFAgCMbe3CLaX4ZTDmOzxaJWMQGZIc+LBIkDGYwAxI4Qf87Df7jGaq8mDVJ05gJqYUrGvgHMASilmppq2JPbGcnbWaNGtyNnjf8hxkKEjjCaTAKAIWMQCFSl1RpxoMFqQxndFMYicbNLvywhi766dF/UBBvBQkD+ggnTaht5E+1aEYwCgKMCAHVpQ+R2zB2EAb2zVN2YUCD+566ihL8cqQaIss+qkIUPyE1Ig5MCzWWsIh/nCADdRAAGZZgCYKYQAB1yEANTrADJvCDMNW8T3aA+VWwbqgWRUhEAQqQCGtEowhMeMYzmFCEAlhDsNFABr8I6ZEsHcQCAtFSXyHiwLHY4ntKcswIRAsfW2zIM3mdiGXJ4o+F5qdVmt2sO3+jqtr/1vaqWOVsZ0sqP18khRao+uVbAiXbGO4WqEAlrkT6RFtsOuYWvo0BP66VF+FmtrjGTe0/gFkl7SbVVK10LjVp0VpW1EKQqBEvS5niXexmNkvw3QhzS2MatdhCGL5wHAV8CB3oEAMYvKhF/TazLYvlVra0wOzAEoxZCzAYR6rVGTYDUwtjEOcfJWADJCChgTakoQ1t0AAk2HAIDEciGG3pC2eocmD3nqSzpdnHLX5BgRKUABKN8EIFYPGCf7SjHT4myAteAAsDeKENbMBwMGqRJDi22MUkkdtzd1GCSbDBCyFoxwsI8Y9XePnLYPYyQbRcgTbYYRIUGHDFGAdllARs/7S2uMU8QHEIA/zjBWHOs56/7ON2eGESR0oS1J7c5oyEFSO0COcj/kGIPTva0S+IQxsIUFQXEbrQqt3QP27RhU8MuQIh4PI/YAGLLouZELAAdaMZXWowj/oV/4jDI5JhjCTh9dKYJilXmuEPYoBiy68IwT8MEIIQVOAfxSZEsQlCCDsXuwLEDgGsQ2CAR0j7FXHwAihWTNlcc+Q2/6BAUibhhXZ4+QVpYEUItgGKVsSBICGIQ5Kb0Qhkb4MIkyAIrNuRBjvg2ctxOIQGVsctb3vkLASZRBy+/AIv/KPc/2DDNmww4heU2B6LtkEcOsAGLr+gDeuwwSH+/QpCeOEQ/f/4B14NbpI2LPzcNiBAGmzAiqkRhAAVSIPEbfCPqbGiERWYRDsOkYZ1jJzPBijBLyqGa5Y/xBdtIPnHkQwKSLTBAJMwwCeODYl/tOEfkCCA1V/Rim3g+OQkJ8QjDrHVlTudI7aIATla8Yh/T13nXoDEsRsBigrYIBl/aEQbGnHlQ8ShFWxIhhfQ/uU4QKIECuz221WbFlrcggKtQHawof3sOzsc2QcRNrT/cWwbvGL0564AKGTk08lTRMoWKTEhQA2LYot+yI0OwQuKXepk73jIwm70K9oBCwIEw9bsdf3rqzXa7U6iFbB4+aOn7+p/PEKct5hTwZWfaR2Zlh+RAEX6Gl4AZOo/OvqvYAMoiJF9JVmM+8s35KaB8fw2VODHsDC/mH38gkdAYhIlcBmitX3wt1xSNh+04Asl0AJs0AaP8ApDpmVCJmQ99mlHdgh2oAHC0H4Q1XQF2EBvhk23wQs1lmFs0GFp0Ajr4AWPYAOC1wYjZmMaQAxxBmd08n4faGgShk3/YF/sMA/E0QUUUDyxwWHQ4QsBNmDrxGI5+G27RV+mIRmWRwtgMQnoVT8SQmAQhYNN6IQ680AFZQv+IG4EUWlauIUG1oVRFjUlpRf7MFTCsAtgKFzs5YFqaIBsuBgFYXk3WBbKdYcvEV8LtWnwZYeA+BLZx0ABAQAh+QQFBAD/ACxEAMcAoQBJAAAI/wD/0fpHsKDBgwgTKlzIsKHDhxAjSpyI8JYGWxQzatzIsaPHhvs68PpIsqTJkx1rsYqBsqXLly5VsoRJs6bNiDJv6tzJs6fPnyhvYQT6ExhRjvxGHl3KFCIxAk191kJogaCxf1Oj/gvGSuvLWmDB8iPILyxBCzGkSfNakFgytiXDmh2xb6AwWvv2jRho7OpAsF6Jwf04N+8+W4j3/TKWeJ8wo/z45R0hN+tRwYM3hqWLGPGuXTFC7wLGy9YvX8B27fvcebLZzLAXhs3rGXToxLZq9T3NC68t2zFY29L7+iatgbEnjp192FboGMN/AQukoU4JSC1aIGqhoUQdCuiyqf+2vSsxZcsmb6EnSGxocogWzDaP8Wt4Ng2H7AwZcuMfAABnBHjGfwQNYYd36Iiz2i/lDQfYSfsAcRAtHVxFVAfIkQQWZ7v88o8tgbRgyhAAiiDBiRIghOIMD5xxwxAtlABOLaCVt8+DJfnSlUG3sCJMVBYiNdVhwdWCziSmAPBAijOIIIJDIsBAkASF3DBFC9n8E9xwWJnky1s8JvMjUP6c9U+ZGv0FFpH//ILIFACkCMOTGYkwwz8z3ADKCTTaiKNHwIBpkJg/VTVWRBkqtKZz/7wDyhAp0unRnQ+Acshv5VFmkqAE3UIoUIdqWMtv/4gDSpwwzHCik5ES5OSrTs7/0KSrstIp6z8STFFCLdDduN5GgUYV2bDEFjssTkTW0sINEkQ5IAAzSFmInU1GeaedheD55J1nNJliIanmGgiNGP363kLGpqtuZA3NZos3pjQ75xQ3mCKIBAAUMsMZeHJbEAGg/GPik0No61+K/5wxCWuanuvQuhAbyxBg+/xDQZxRimBKlbje8MAD9Z4hQsH8/jOFKQ/8g4MpjyJMQJwCzzCEN4mZ67BBxN5iQTPLINPMB8j4Y4EF/vjcDDLLfFDLsbJ9+M8hRABAUKong9KfKSIX9MAl0P5TsCDMTjGgIIVMkSLMJgoSyIc33swQsc+kwwsT2EjDSzrOfLOHM+kI/8MONkDwskwzS4dqEHK0UFBQf//A8ACk/4Dy+OP/CFLQFASBMoXmue4ryBmmfAB2pBLMXLPbCg17SwxLbOBEDQYtEcY/ZmyABEFm/MODNbcw3RARzEYJwxRDmIIryvwZT6flU7A4BcjGQzqFIC83+08hiDDoIOoJDWtBHmhsAAccaIy/ARQbiF8++XBAwUEL/vie0C3GHHLLJFLb6SKeropAoP/8K4QE7qQv/+CqSvxilSk0wI/ydIl7B4kMLRZQhzDAIX0b+AcGN8hBNOzAAshpBkP2URY8ECCBKIrVlAZoIoRV6064GiD/5FS6STjHQTZz27CQgYfwiW92ftAgB/83GIYd+MMfwrCDbMDinH54g2ut8oiTcDUEIngoUznUYWSQsQgfQsEJBUHfEDPohC5oIHMTq0WyjPGJfyxJYBx5kgTOAIoW7EJLOIRgBCW4gBJY8HxhuMMSCjLG9AXAeENpRqIMUosRICYGq6kDERLGpCk+JEq4mgEATEEEdNCoV3/S4z+I9T0vgtEFBPHDGOGwCh2UqXeGQ8iinBODWryjDiK6gchORBAYGuROJ2IRAF7UAgrcUXsVC6UeiTUMHYQhfV8kxQD+cQRVDvEfTjhBM+SnqEYexjaKCUQJ9MMfAAXoASJ4QCECJDWvlaAEGgAHRm7DJWWKko8VvCAUwrD/iUH+AwrmM1/60BAAZHCzm2r0TGj+oZjpdGec4/wHG975zjpoAB3vKA99tkQce94zMhZogA/T9w/YlfQfS1hCDRRB0mxuk10PkU9nQPOL4HzzF7RogcVqIQ7t/eY5DcJhFpfJD1oM4wR/hKYf/IAEf4ZRfKvwxgcOmsYhNQdTz6mFLwpSmucEJ6h5wYpHRUmWoi4gED684AVxR5DZ/cN8aPiHBajars3QpjO2sEAaCuILWuB1OGEtDlnRFZlmpMMJaAhDGBK7WDAmFg2PXSwSNBA/mGZELgShy2H+4Re/GmYEBMHsYB8SmdVB4h8C6EIATvCPRdRBDwqowyICcYIA/9RBB98oAi0smxLRFqQqYhXsaElbFlocbRgLsMAChqFcZCAjuci1wDCG0Qz18LYksYzlcCkyrN0ep6gSDC8yvLtbumqkWDyS2HaVE7GIfWRd/zDKP2CprvVGpL3p8kh7/WEUW9AXYvaFSHtHqV+IHecW/xBGMhB8i1uUF8ABPoqxlnaLI3ajFr8QBi/OSAx2sEMYu6DFEf3xYPRG+HAZOk5BVIyQRQq4WLWo8C14QQwKnJYNOGYDJHJ8CIlqgALn2MURsaLeE98ExkfkheJ03AYbPKICrwgBLF4AC1iE4BUV8EIjdvwPDRCjFiQunHmNbBJi1YJowhgnG7zwCoNU4P/NcIZzQahcgUYcohUa6EeZxKxdMpd5WGC+RQk+0YY2hyDOiE50nP9BiBc8AmrEEJqY/fwSQPtjF5YKwQsUzelOV+Af7XgEKEog6TFT+ryRqUUzbEGANrQDy4eGcqzhHOV/RPnNV0b0K15hgEZPgtQPPnWZCVImf0zC1XLGMkHevOs2/yMEBNl1tLEsbQMo+wWfoIA/Ji1sknjoLsGww6ahXIFk2ECioHhBtNtBkDikgQCvaAco7PBqKL8AEm0gBK4NYMNgd/sj7mHFI/QN5TbbYRvJ+AS7CRICOyTD2V6AxT/aYIB/wAISFdBAvuH8AjbMo7J9/vdGQAGJR/yD2fz/tkMbWv0CL/wjGSY/RBxe3oZG/MMG62jFCybxiDa0ARYc/zHIRf4RCrDiFhRoBNCh/AhIQKIDbSAIEUxu8oJA4hBt/IfJ49AKA/ic4BXoeDCGTvSOHMYfFDhEO5j9CDbYwA4m5/deTU4AehCkDZDYMiEmYQd4+3zpJ2+Fh0xddoTc8R+KjLEi+UEEL4x72c4OQdU/3Ygn25rXBKH6PyqO5QrEwQ5dKBPhC0/YsviDHQQwgLoL3uxnW/nNsGi27F1/6F1/+h+QIMJ3R0/61LHLH/cgQCPo7Onix5nKdiCCnrnd+4wQ60y/mEQrHC9x43P6H1RuwydKUGHmN9/5lkZ7tQvskIawE2LZxSfICwjRdDu0gB2l5v33fZ9qfpB4HiU4BBva4AUDSFni6oZ9hFBlr/AINnB1XQZ/22Zi87cRMCZil0YMGnBjOgYJaZAGeOd0OAZPQKZn8cNnIdeAElFfRyQU7HAO82AOOuVlFEAMpDEOI0YLIHhdIuiA60ILFXZEAVMCZ1KCJVZkNUgS7rVXVgFy8BWELXGDtSAYvFAXEIaENCExY2KE8geFMFExVggXWHgzAQEAIfkEBQQA/wAsRADEAKEASgAACP8A/9Gy8K+gwYMIEypcyLChw4cQI0qcSDFhGlsVM2rcyLGjR4e3Ohj7SLKkyZMdmyUThrKly5cvWfGCSbOmzYm1WMW4ybOnz59Ag6K8hVGo0aNIkyqF6QvU0qdQDQZjFbWqUmLJrGo9mnUrTH5eE2IN+xHsQWkNWSbdRbakWYMj9hVUW1BuVVq02pKM+89W0b7/gPzbVdTXv1q16h586/IW43+3SvzSmzHxP74G2e7892snXV8xbO1kC9guzV3BENISSTnjCMCaf01ma4swsILEhCVmK7uzQVumXRLrgPDWytYVMfKe/c4bhX8loBecJL2EhkDgxGGUHYN08JO+uhr/NE4XucMRyn+D+2enhUEA/84ovPFviJ0SJ94V3fwSmPiC5Jn30D4YbfbLCQUJ8k8hM0AkgQj/wDdJC95sBxdK/iX0n4AKEbjLZLacQERBEFbU4D8PTLeeby3dxuFE6HH2zzsjylcSfHUU+KJSk+FBAH0oiTDFJJr9892OCRGE0ms7ZZOMfCJIgNCJC0mJkJX/SNmgKYikh6RQtkwC3z8n4vAPhA9QSSZDDxYEg0FUavDPTq99eVNcwAUCZ4oATGFQiihiadAlCAFJpimGFkKEODsdaedLhP0jZ0EzpPjAEEMwZGhBhcTnpyn/3DAEoQZJqeejDPljgT/NEPRBM/9Y/7DMMqs281hDbLXgFKUigDJqQaB02tCmOAwBaKgH3aBBnagWREsRnFnzD0vYMJHOP0xgwwtLxsTgzz+3OjTmDMKWCGqECvl5kAiFZFrQEAoeRIGjXzLzjyL/mFEQEgY5oZACBVAEyri9JviPunAaVG5Bff4DKqikkimCKdk0a9AHBaGxgUEboAFHQ9FJZAc2RNjokAhvXhnoQSmaeeIQJdTSaLMErULRD/9g/BBYiXlzybFuZrlmQjNYKYGaJUoc4Sez/WUnLRiHgRAUDv0gTkR8/VKLnvKpWRIo78xppMUf5IHQHRBp8BxE6H24gDcEDJE0SUNePZnFBRHkL0UN2P/BxkOJyfXhP+Ic8o8gwppokI0n/GULs6jqfNARDzmx3j/+5BXR4PvgUcIkQ8DndUMPygeqBnfv9DjeUIODs0FHuNDQxxR8OxGBBd3NCwWHuBcvp0p3egYA9NlXhzehzVYQ5DR3YTNClP+zsfTTF9SA5BLVuUsMshHGi3N1sGcQKILYYT50dQSCx90HAYf3QdhLZMU/y2hk2vbs1/YLL5ZpkE7YqZPNnEhzmfcdpGYPWQJCwAGrjcilKEUSYEIkOJqCYIR5BrQAOhTysYRULw/xc42jNHcQAgKmgAWxjAENsg9+/cNmz0OI1F5YkLWVJC5Hesw+MLjChDBDTjoIX0H/AvAPTAzxIOuBhklUmBBbkLCHEOHHLZbxAQsg4wPIsAAWq3hFC2gxi/ULl0uYCMWKaA4vziqjGmFCrzW2po1u3MotDniQJ8ZRKYzJ3C544Y6CAIMXvPjFPuZ4RzwWxB+7OIekIHEQwxXkbwa5Rz8MIsZCusQsqJETGyDRCC8Y4B+vKEgIXvGKCjziH2lggyN9QY5YVdKSJDEL+2xQAVhExJb/eEQb2kMBQr4SlhsBiz/kBIkKcMSWXrDDP25Di18CkyJg6QcRWmHMj4TgBV4gwHOa+cyyOIYIkHhBQUI5zoS84pPkJKdCYAGLT0yqmyRpARvicJBqIqSa6qznP4z5/4hTFgQWoDCMM+GpEP6coxW4BCUB0vAPSBAgoQp5wSfYIM6CEMJwuISFF1pgR4JWBBdeqGhBWEGdfyQDmwlZxz/WEQJUHsQAf0soLA7hIo9mhAga8EJLDXKIVvwDFGwgxEO84IWDMPIghIAEMWyqEX8Eow0vhWpDGTmJoiZEmWxIQzL/QZ2YIsQwTIVRQeZhB5Ea4KheOIQxpVpUe6JSAzstyFEN8kk4hhUhwoTMJBqxEH+utCFxrWY1X9CK5wz0rpSUkVULYkx8JqSxbkXIJ1/QO9shdiJgmYlUS1KBViDiFra6LDSN1IJJ2OAfQuXIKyABCg2w6rCiXQxuCtKGT29OBBaE0Og/WlECeQgEtrFdTF78YQ72HAISNngEOXH7T1xWwAt8ZUMJKOBbcAWXI2/Zhy8oMKlD/G2z/1BleP8RDHYQ0rrX/YiS/NEPXtzDF/cwiC+IAQx27OKJwE2vRDqqX6SkZi79DfAzlUSZgAAAIfkEBQQA/wAsRADBAKEAFgAACLAA//Gj9a+gwYMIEypcyLChw4cQI0qcSDGhL1sVM2rcyLGjR4e3WAn7SLKkyZMdQ45EybKlS5a3kq18SbOmTYkyb+rcydMfz59AW97aFbSoUY+3MB5dyjQisElNo0pNmKbD1KtSiSXDynWp1q5gg34NS9alLYJl09Lkpbbtx1v8EN4iMNOtXYq8NCCk1cHY3b8TiVk9GLMu4MMLgW1FmBOxY4WK5TZ+TLlg5MqYIUsMCAAh+QQFBAD/ACxEAL4AoQAaAAAI/wD/1aL1r6DBgwgTKlzIsKHDhxAjSpxIMSGvfRUzatzIsaPHh8mAfRxJsqTJjrdYCTvJsqXLlreSrXxJs6bNiclu6tzJs2DOnkCDCh1KtGjBWyOMKl3K0FgLplCjpukQtapSYj+tag2KdavXnl2/imVJi+DYsy6J2ULLluMtjAdpdTDWtm5FYU8Pppxpt+9DYlT1yvT7stY/f/7g7gSW1WBjwh35FhzRzB+vEhp6MkYYUzLkjbxi/LNli5+/f5M6TIpxi+fmzydp+Zo0+hYtDR0ICPNHay1syPuMdSDmTxirDhRs/17eLlkLb6oP2xK9HDYkAseTUchcfTmAQv8KgQNHGxAAIfkEBQQA/wAsQwC7AKIAGgAACP8A//0DYkugwYMIEypcyLChw4cQI0qcSFEhsH8a+FXcyLGjx48gG+4DxYoVhZAoU6pc6fEWLVbEaLGcSbNmzWQXbercybOnz59AOyYLSrSo0aNIkx70p1Gp06cMhbGBSrXqvzQdrGpVSmzo1q9Fu4IdC1Qs2bMs+clEyzZkwYO37Pxq+9RfUFodjNFNyu+Wr5w0jYFCeCuZsL1HafEDRWDfvpq+WBE2jDjlSb0QjQFj1YGCL5vAvBosfLiyW18a9sVoaKuZrw7J9tXiBVq0QdumPfqz1QEwQw0dSvizqzN07pr+WrHytzZh5N7+bh3PfWtXXuIIQQX/h326aX8EiPgYe4yQyC5/FrxPb0ahA/mEt96rN22LNuKAACH5BAUEAP8ALEMAuQCiAGMAAAj/AP/9S+FAoMGDCBMqXMiwocOHECNKnEhRobASwSpq3Mixo8ePEFlpAEmypMmTHyd16GALpcuXMF3aSrZyZMybOHNK9JfMl86fQIMKHUrUpT9aRZMq7cjL5tKnUB1S6BC1qtWDxJJd3Ro1K1eu1YQB3YfUoNevV9NQAMoLrdt/xCaVaIvy1j6EtwiIfbvV378OxF6O2GuQVgdjRvne5ejvVwd+CP35/QhM68FbyQiDnIz3lufPoEOLHk26dGmBvpCaNv1vEoF/txRy3uiLVcLMJDl7Lkyrt+/fwIMLH068OC1/wDrsOmo8uL8YHYQxL7tb4GyKlfHi/jg5dm9+/GqJ/x9Pvrz58+jTqx/Pzx+BDkfXk993y18HIv7CiwffG7b1jdklJhAtkN0CHHgIJqjgggw26OCD4NXXQQtHQYigZASw4s8t/ABnYIf+XRdRgCdxptouvhCj4oostujiizDGKKOL/wgDSQfBAAOXjAIJoxUxiLXoiy+8eBeiVQb+Q4svFPgizJNQRinllFRWaeWVVBqzDxHKXSkNL/1k9M8uMRhDJTAUEINUWVH59eEtxFAAmT/LSGbnnXjmqeeefPaZ5zL/1PIPYv8sY+ihzUy2lkGJ/vnPB2kEQyAtsYk4lJtICTPSLf281c+ngrYgkH61dCqoQqcq1A9SFACT5D+WFv/VYTDSdToRZP/gehOoqSK0wD8L0LdQrwvd8gsFBCJJoC3BkGVQbA9BRmmgowpEbEf9iCfQAsEulpCtCNEyQqngMkQLMbx0CO1TH8ZATC3ICPRBW8n280Ezo37GTxr7/KLjP8gs+YsFAy7D6QdIfSBQM5zyc0sztJT7T7bbemvQLggpvNAIvwYqccb/pDttrEEZWMsvwB5EgW3U0kLXPzHEwGmuJYBCS8AWsJIRP8jsI0wtt9jSm62/YAxw0Qd9LJDRHHVc6kLn8lLLyEphenLKBqXx2tKv2fGPT/8QwQ8kvIDSQRrMwZUrtKDY4vU/oAgDDBGg5JoMK4FZC6zFB/3/EgPGtuR1iE8tQLYLyjAvbZDTCp37M64k62Q1yh0LpLWSrRGxGBHEmMPKPsnsogERv32d69clwGVM3Mnww0oJr6HMy822jqDQLrbwck4g/9Txz0hUGQQJBd5kg3EMCv369EGO1wJ51bDRcnXl/1BQt0DJrAWKBpMA3TYB+9i0QH/SCMROMoEtKpJBwRADzCSPVnwQLxjj8c8hbwtyg0Bn/HNG//sbwj9aUAJIoANliDOa7YjVvOclZXLcoF5gWjAJYCSnBazghx0I0AICjIAVu6jGP3RkAWiJynNpeN3FMreW87FJcbywxS4CgYh/CPAMIoDIDAoBgP21oA5aQh5C/1IVMGI87j8PjN7JIngQ0bWgBXmbRFv6AQlWJANOtkBGCfJGsBIQMDYtoEBbNKAVC2ixBbbYhy8gQz3k8U4gDzDIDCIyAwn8YwZnGAIRWvAOiy2wMEZ0HhKLAkHqEcw6p/KHoGIwCTH1xyDXEsgymjGJtUSyY4DjBfzk2BE7ikCAgejX4iY2oEA6kJBK/AUTI7ILvkEEMvs4JEI6ZTuDIEaAKCkEAerQL6adqoGDJEohI9KpdVEkNh8T1GJ28Q4CAOCOCcnhRuYogRmAgpeI+1WngAkr6JlMldQLCsUQsr+DnMGOAoEBQ+IoxwcU4h/SfIAIqgkKb8jQINs0ZTAvlf/KVQ6lU4tpyUFEAApB/KOcAimENP9RiDkKxBQGkYAgICqQITxTIACYhEAFks8jdjOJ3/SnUDoVToO806H/AIAI3snQOBpUIK/JIQ5McQkBTtR/cjQFOHypJH1+FJUhLamqFPaBZSADX8hYhgUsAKh7JfUDShuiQ6aA0X9M4QFxBMUNCsEKHBjkmRctxP4KYYoZTMGrBhkCOjYqKG5GLifDhEgi7vmPZ0TjH9awhS2sUYsYFOAffwVUJCnCTlzaMKEphZspCIBLCQDAoLi8KDTtCcmeevStOIlrQywwjDqEQQUCQcI/OGGGf4RhCZz4Rw2gEBGNHWRrcJxCAGdgChH/mOKZN8ihKW7QPxH0bwaCGAIoBChbAvTvHxI4wyT8Vlm3elN64HyIBdIRhoNs4CBoEMgGrmsQUUnkEK6U7B0fUE4RIHSgM0Bo/3o7xylooJYctawgfyrMfgr1IPxYhgacwFqJoEEBl/mWQQSKDngiBKUMQakIEIzOBduQCBu1XUfni9mbaHYhutKuIv4Bh4csorvD+oe3FrAomHwiH0yjlnxPWd+gSvcbBoFDdf/hBIfUwSkMUeZBCgxNBHsEFIgoGvJsIeFSXva5S7yvQfJbByuwFg4bFkgNGhIAU6ROIBwScDjf0QLZmiSUyPOlrZwLUuiKdCEWgLFAZPwPP9S4/78I2cAqdLCwDCdEUPA1CDi8y9CP5M4gi7FVEY9c5iQ7BDJ4mDGb3fwPOCfkBM2I10PwvDQh/uMdGnjbQd4Zz4YYDXFpjK9ABk1hJEe3Ifnd75Oj/A8k+OEgHTZIACYiqGBt9CDvQIcGrryQQ/wDEiNkSC0lRmagmlnJBrEANjaQ3YSUtrSwdoIGIi2R2v2jJSk2CPKEkY4a/mMP2WhLihF3EOV9rNgtPvahl0GBGiOEEv8gBbRbrd1/eMO1xDxVno/3D8TluW8L2UfHoopufroY1c3wRhhi/Q/unhYhDP+wRsYZLIFsdBfZBtiYmNaSfcD3U+byaYVjcmE0I8MJP//4gUBm/A+VC6TZBsFxRUC1OFdyNF4b9XjlyOWQggul5I37lR4A/I8DvFEBmEidAAxCZ2aAJFu94ta/OUY98YAcIj4PCtC/9cJRC0SWGl+Yip/OK20N0epXn0jWgbJ1hcRL0gdBhp2HAtWPrP0nbecLSu4uOfvqPSd8h6vf/24QfCNk7hIJfGYHT3h1IFAg5nhSDDuieAszfrMEy3zm/7FUzn8dYIjnSDd+ATaB+PofbIBIVMMlclOfGb8AG0a2wtOP8NDe9qWy/duxJZBjpQ4SbfjHIypwEFiEQCAGUIh3Vm/kUhf61AnhRzOwwTs5UAEVArG+MqjwD+0/ofvXp0L/NgDF/GHF5mUGgYVDiN8Q5lee5Jdfcjec4QSYUwQNOigC2CEiqFtEwiSt8A/s0HOt93yvdzr/sAoGsQGOhgZQ4GgKkQgUoWN28AomYQMP8X4wsXWIN2OKsGGKwHILgWzf0gz7AApt0A4CcXwryBAsyIIHwYIv8AoEsBaIp4EvwYEfEAirEGthcAeKAAWsAG2k4BDWACgNcS2QoIL/YACPYBBPmBAhEIVNSIUW2ITEBws0OICNU4DGZmgPsQFwcAdOkFpH8A9HsAQOsX8LQW4+8QIGYQCs0Aj3AwovYABeQHynB2ywAAvJoAGEQHwVAAut0Agy2Ah2kB8JgYOJcXCH//cBeOBybXYEonUHDUdvC3FdRWB4DmEZBlEBHRCArAAK7YCBp0cAIYCBBpB8XuAFGvAKh/AKdmCIBmGBRbKIXphuYPiIdHYQS2AG0DZlC7cQcKACzyBgDnGFwtcKXpMMkPACGEgABtAGwNYIrJAGbZAMj5AGh3B8skiLAgELbPAvrEdoXwh9DgEFSHAER7AB0AaBCGECbEgRjwBsLBM2cGMAkKAB2wBsRNAKkNAI3EgIRPAKhQiDIXAIwmBMzcdiBqdu0fcB6KCABrFhdwBv/1BaGyaGcMBwAlEA1BYReQOFqVeS/xCARGAAdEgPaZAG/xB8aVABRDAJRAALh2ADLP8ICzbQArcAd4BkjrqIjkv2ATsgiQyIhv+wYaI1ZQYhWgYhBw/BIYKChC/JhAiRfAaQBsn3Dxi4EFopEOz3CrAACuYANbn4kLsIexLXEM82ZaXFcGTwVwqxDHPXKRhjA1b5D+xXi5+oEBZ4hVkIC58wEjd4lj8Xf6MikRRpEHAGZ5S4gAbhBB3giV6XY/2GeuoHEhb4CNtzFGYJlGgplAcxa0IhKJ1CBI0AC3C4EcdnAL4WGBHzmc53jgfIDx8QAZIYEQy3AU4ggRVRC/hyDgIBCY+gfpnZEMpYAY3gaxrQKaHXkPt0mI6IXx8ADrmpEce4EbjCDhpweo3gBQaQk///cJwV8Ag20AapBwnNAhuD9ZOzGZRYkxCcpQI/0GzZZZ//gJ/4uQr5sAzld2gCoQ7GICaoV6DBxwYmORLE4A5+YQH/uWLRqXWpFJ/hMgzEoAegZQJRgKH/oAcbCloeSgYCoaGLYD8lwSa0sAtycxHVYwzAYAxS0w1Y9pxdCJrSCV0UmjSP8gG2YwES+Cs+mjJBugAjEKQfMDMmARkWgC//0DXPkiwaETXvGZpjpxD8MSkdgqXfMSmTInc0uhVSSjVL0S7v4pOEVxchoy70VRQfsg/BIDRnKmqY86AE+AtqWhUOEwzG4A90GqfV5g/08qUSmiS/oAHt0ad+6hD9sCEaxCAWYupNa2MMGoB+cTqPFCE6vuAdlVIVSXILYuE+FhSqojqqpFqqpnqqqJqqmvI1LpqqqBoYxqCpVtEdqsEPcmNBQ5KrurqrvNqrvvqrwPqrq+o+weqruGoMQIM5EYpK0cOlBGIh0Bqt0uogyHFtHDKtCOIb/AEtI8d2WKYk34Gt4jquD1KtgUOuWaoay7oUulEdhGcMyVAL3ap86zKv/JSohZEbZ2on2yAZfKEZEzEZ/oqvBFuwBnuwCJuwChsUAPt3AQEAIfkEBQQA/wAsMwCjALIAdQAACP8A/wkcSLCgwYP/biFcyLChw4cQI0qcSLGixYsYM2rcyHHirY8gFf77Jc1Wx5MoU6r0KHLhroIfV8qcSdNiTIHbRvACAswXMWLB/mkwBkRatBEEb9ZcyrRmy2HSglEYRdWgA4FUR1Eghq+dQKVNw4rFeDNamgMHWPxzM5AtQbf/tAg8oCFYjK8tx+rdy1BkEQ1d1A50YAiDocOGtCBGrAWDQBn/ulBAmpCv5ctfBVKLhELIv8NuRkXq8k+MmM+NtShOrTjxWjElgGTGHJayZZFBtQhBXDqSGwdaRgkUc+BfilHz5B6IYBjxbgTUaM8MGfPXvoTUxSok1kWIY97FPQv/OXD6X4t/DiYJ7FIixWfebtwgkFZZ+kbq2XmZxB+S6a4ubjTH2zykGfLPKBGIMQ9ankVy1SgHJLbYWoZ0MYx9GfFHCy0gCRRDLdjdsiF/ealEDAueLZaYFl20WBoKxBXnXheaOHBAFxKq+E8f0WFYEXUjDnRLLcxEE4MNQMQQwwgWbDOQBRz2J1MODghoIAZyGVhlCgZG8FlpVwnknoqgGTGPjxSFxKFA9gBRDQUUaIDWAR50MacGFATjSzQijdihSlRaKVdcWrDlliYpGhhXmGyR6YYRxKApEUi0CDQCMYB5kJYR/1ygRROqaQGGDA6g0MeNGqQhjEB+lshRpIka/ygcapqIGclAcl11QA4CodDaYQOtI+lDlCpkDwWReIDCBUGspRpiMiymmhtCaGFEH5FoIOw/UbqqETO+CdhWYRFEkoMWt3ahBXFdpJBDrSVokiOFXYA4bEMfVdpMGiX8I4MQbpApMJlyNYECAmz8we2fJ/nyT6IDeebeKO0WJ1wXp2kiBgqRadLaWvLR5+29eFU6TAkIgBHXwCwLTC0LiMgm5X0CNRLXbgcWKMatkRjSrwcOtOjlAWf+g4gDAT/XI8kIdThMC31Um+Vi0b7XMpn+IiJslCeJtJlgQQtkCIRiBIcxeqRhEEGYYhgCMLay1cc0TDFp0AcIWooRbY6GoP8gw98D/7qYG2AgEg12KIl0LGlyefYPBo6t9d3jijlG7Wd9SGbvyEzHBEQku7mxcySjuKEFcP8cgIgWHpR9uhZcakFqYjKYvvc/LGgQYkoi0RMMWgLpJlB8bRWk6z/VvCT33AbFRIFaBnaBiOnBIXJAEG/ciogHLCIQCQLc28h9VsAdxqLCYHXUUjv4EDNVVQVxfCBVWwkjUvrMJ6UQBUa0psUBrjCCERAgHxiNQgjKMsQbjLDALjjARojwFQEOELDDjEdknKPZQEYQDWkAwxh2oIBPfOELYOAjGvbCS/76sj8UVNABQhBDBBEAgkgYoSpd4BQCUhAJGRwABZEQwxv/fAUKCiKmCQdYFf5456oOsHCFDokJMQ6AM9jcKnVvoKJpEIijA6TAi6NwAIQiMbEwyuU3XbAAw05ijIOk7yX4gSJEQMKPEsAwMQ7oX2JQwLfZCYyP/gpYtHQDnd1lxB+VkmNY8vUPYbjiXytijCH2NsjAEQyBulvjRX6RhoMERZErYaQ0XNEZwV3tav8AAwI04CRNWiQNTgRlUyj1jxiUwEEAOyXL5KKFPrTAZgvLoESIkQxZLpKRzbDBaHwFMFMGji1NuEq20Me1VxXTmLPMl0LaQY1MscAIMvhUEJolECE0y3SlolOq7hJMYTZkQwQhJjaPqU2B/IEacZITWvrQ/wcvnQotXcBTNfBhAVbN7EfBMMk8b0OpNSXEHsKQhk+kQQA2GIMYQBBGDC70lW4tcSG34EdBaNGBNi50JdeJIn6CJKQOqEdIIvLoRxlii0glhRWrOqlKNKA7YpEoJgToQAcySaKL+IIVMElGTnWKkhi4lCX94UcLOkCAoPAnI764JkG0ylSU8KMD50nTn5IBjBC5MyLA4GpClIoZf7j1rXCNq1znSte62vWt/7DFUP9x17oeBK9dLUhfB0vYwtL1H7zogMMKSxB/NHYgcNVIWu0T2Z9a9rKYzWx2OrkfzXbIJLwwq0Iie1K3itazqE3tZf9BBIH4w7O0cCxMr2raef+6tT+Gza1u63oL2dqBr4MVCShc29vKgqS2srxtTBDJi+Y697nQja50p0vd6kq3FkERhi2s29xa0IIAiN1udPnh2OPKVpGm/YhbgaGnnpDwvfCNr3znS9/62le+vxiuMMxhX2DEoKfGEIZ8+RsMYvTWvKBUbkKCkVDVOvjBcRTIPf7xAfxUmCC/PS1I9uG+2Kr3vFAsb299EQx/IGMBtUixilfM4ha7+MUwjnEtFkDjGqdUIDOu8QhsQxAL7OPFCyAviUUM4vwp9xa2SAMy+CHjJjv5ySyusZR3fGOB7OPKC6nFCJrcjGDw4rXFlaNy/WEMYPgDxSi+BTJ+DON9KKT/FgpBsZtpwWYoA3nKI8DyQkR6kH1IGcUuXoA/7mHmD4sZzGQ2xpBUrJ9/qJgf/aBxP5hMi4zSgheA5scvYsDkFC95Af2YcaiDzI9MRzrFf87zjfVsC9kuwM2uMsk+dvxnF99CGIUe7aHVa4x7LJoWtUiGL/yxZUSyCpGvHQovCBDSWvhjErrTsgX6cYsP8OMWCxjSLSygxhH4wwI5nrKeBWKLcttiF7tYwC/+4bDQ/qPESFZoSmdd6xXfosxg5quYsUNmX6cY2ML2h7ODQQBEqLEFBJhELYghDEj8owTW9gcRos3uFrSgFhQQSAmAYRIifGgSVf2Hjued13OjW3mu/xVKGxXuoZObG8v0rrG9PQjm3u6b1/72LoiGfWvFJiNPZO3ALiZBgbSWtR/P1h1STKqBtO6DFbwgQguIAN4OUCAGtKBxnv9xHZOzM8V74AUevJGNTwiECPl4xzt2keJz/wPd5Z73CGSe4lvQ/Lg3722vf70AAuRUA+ANxiTsoAGJ8+IQdmltpJ+d8X+MgOigyDABfotUOPmitbfw83W6ju4Y7EPT3mhDCUpghyGYXhCmGMINTG+H0WvAG+LgxwiUtIu4c33uNK773dWb90T/WqREJwYvWJHxArOCGKywxcRf4gtakLe1cJJGB9I63IyXFbzEsMWE+VHqzZd7F5y2Bf86SK96AJyhECKYwQwGon4RFOIMAFh9Cw4RiG/Q4iW2j7nuc23zEPPbGIqWYvxQKZNABL/lCwRQAtVWApPQAb9QQrfQAhB3beZBBJNgC5fXAg7jCx1wbTFQgLywCxSQYt73Eil2AohgCjdQCDMgARKwfgzRgi9YCABgCtBmC/0QA7W3eTJnd/xXZHNDZAC4aAvAY7ZxbRFIBNcBbglBY25WEMuQEP5gcY5HECKlavtwblgHDkQwBWfwDy9YES34D2dgCkTgDfe3g1xXYz5Yc0DINEIYgDA2asjAbgO4ZaA2Yy8WarXQD7xwHSjWD6M2YymFbrRAAQQAAGC4ES14BgT/0AX8AHeASGNtiHf+x2tyKGMjQF60sGV2RhmeqGJaR25Yh4giIAHpB4MwuBAzIAIF4YoCcYozAAp1cH/l5niUuHv9t0JxuGh29osw5oQCsQv94A0E0IIiIAJn8ADrVwj/kIywmIyx2IrR+A8P4IoicI3qBwqBYItXlos/2HtDCIzk2GKjmGe1NwlngIozMART8A8A0IzPqH7/0Ir1+ABkuH70qIgScAY30Ir9SASSiIsfoItvSDK9WI4KiWpFuHn/kA1DsH7p54U38I4EMQT4+A9D4IwA0AE38II3IBCF8ABDAApDgIpgOASBUAsKNXcFGY6XqHeZGIzcNwy0MAw2/7kAtHBiN5mTFnBiMtaQA8GAgjCNpmAKJvkPpiAQN3AJAKCIZwCLGjkDX/gPoECSN7B6KCkBN6ABiUSQBimOMwljwzB3z7BjRdAPRcAMtVAEaKmWRVBhdRZldWgQQxCLImAKzDgFhVCURamC8PgP6HcJQ8AKNDgEHzAEZTgDDyAI9siVXrlBC/CSbiiWvghjH0ABSKAMSyAHKmAGJFADVEACZuCZoFkDSKAH3AJoqMZnXzmUgoCN6zcEqCcCGDkFFWmNVvmU/wADpicCuEkAD3ADpjAFJ+mKM2AK4JCFljKZYRmTvheUFmAJP4AGaPAP1omd17md2wkHVoAIdThjfP/2AebQCgPxSSXgD4dwlwORlfgYlX0pECQpEMv4jGdAlXeZjCHJgmB4A4gQibZwHS75nLz4f2PZYv9ADEhQEHDgECqwAAxhG/vQifmliPVIEKv4jAbBjIwpEPbooQ/QjwTwDvuwg36WbQRqZAZ6mS72D9bgBA36D3CABGHQENcpECZlEJ1oGzHQD+9AACF5EusHAJeAB7QQAwGKiygKkwWKiSzaYsNQC6hwnRsABUtgBk8QowYBBzXaLzr6ZyllCz0qDl3ojBrRjKbwCe+ADEjKdSe6pJUJneMYY/5QDRwgEBvgB0twBEewBFCAEGigmm8nEB+gh6IolHl1F7VwAib/eZ8XgZ+0aAsQGnf6V4m8J6cHymLIwAxygKdQQApOAAV3EAZaShA/oAJROCSsuWIjR24vQQu/oAEtoILLqIoxqIzE2QIaIA5pKGtKmmYpyjwJGWO0EA0q4KlLEAZ+8A+kehBhUAebGJRaF6bgtwv8YAvewB4lcJc3YH7n9wBnEK7xt3oPVwfeYK3V6qu4B2iWuosq6qQy5g/ccKf/kKd8SgpLQBClKhDI4GStynngZwvX+g7eECds4KWXcLCj1wVtgA7ZILDXAXcDEXOs2a4HeS/DGozIQAIDwaX/UANOkK9IYAZm0KwbEAYnEK1NNnIOaRKdV3skuAv+UAf/4A3X/wCzIFKtEmtlFFuxwRqEKypj/+AMC2oQKnAENVADBhEGAgCh/ipuVfZ9J7cLyGAOA2EdU1t78mZl65p7Kmaxliljt+AMoaqv/6AIZlADNYoEoboBAxGlUJZq40YQ5fYBn8Qq5jaxPNu1q7p/cdqkMvmkUdYMPLAKN/oPq4C4NVoQYRAGTlAH0/aLqYaFe1YpVXZls8a3Lwa2mCq4LPYBaSAAi/APmKAANHsCAhAAdZAKpvsPgXAAeVAEIkeOf1aEVIa512G1PIu5O8a3fctinAu40RljKPYBP7kAdYi8NHZiyMC8NPYBdLaQ4Va7NLYMDrOa1Et3YvuzcBi0UNZpTP8GabUAvn14atIbZbXLbqxCvb8YvO8auOcbv+T4D1ZrC8Amve4rrN4rv/zrZPSbV/e7kPkLtPDavwbcoq85EJWikAPcvQV8wPwLoQq8C8LADsJwK/NwDwG2C4kUUr8LYw2MkPtrjv2Ak8iAkyaMwsNwwijMwuarkCjWDP/QD/dgsGxwCGzwD5DgcAJxCAUxDjgWiiDMvSL8wAj6akTyan7GDEq8AEz8jUw8d51GuxJ8DxpwCD7cCF5gAK/wD7AwEF/cxf/QCA7XL+bQDY4mxC0Wwhg7wio2AshACzrgBKgQBZ6pApzwD3fMCVHACSqAx//ACU6gA9amxk6WUr5gcZD/8Aiw8AL/8AoVIBHmSQz+0AxzCbxE3MZGrGIfUABUMBDbKRChjJ2kTMrXKQAFUKh2tnlT1whhbBGE8A82MAmT8BKG7LeWKLxzymIWEANh4LYdKxBQsAHAvBBhUATgBmXXsWyQ8AKxrBFf3Ab/0EaXjMuXqsuZigy7oAgD4baKwKWkmscLsQFygMxQ5m2/kAw28A+R/MUGEAL/YAAEAc//AM/yDAuRXBAVEMmPkAzswHVrnMnDkrEr1gxAULRV+rEucAebQAlIcAd/ihBOwATNIGOfJxDNcAtE0AiOLBDr8AqvYABeANLw/Arb4gWP4NHyPBAinc8v4AVEoHOYzKTv/zu8LBalnHCjfnAEpEAJm9ABfmAGR8AQJDAMH7xiHxBa/0wBGSYQj9ABXmCV/9AO62AzL9BarPUP27AOHfAIYvwPj2AH+ywQ7XAIGRfQNK2/m5xijQSjA1EDpBAGpHAEIWsGy3oQcOAE1uBogcZnKMcKjMzS/8AGL9ABGebDsPAJRPACOfwCDvcKGtAI68AGBnAIY13PNqCAaP23Nb3LK9bWMQoFIfuxNbAES4AEEW0QJxsNyfzGfFYioLDIBCEsbAAJBCDNwBQCbGAzbUAAOzwJBrDb6yDWlp3Pr/AIJaAOm53LnZ2pw7APOS0QcKAIpHAHTuAEdxDXEQ0H+6oMC/8AtzHcEJ30zLKcw/8gzV5gdgQQAnbQBnFwCBqQDA5X2WkwyxUg1vkMC42g2TPN2WoNvy1m0EgQo/baARvQoHfgB7+sCAz+zQQhG3A2lAOhAcrjdv9gnsGiAV4gzW1gAHYACa0AC21ABLCg4f+w4SJdgJBQASvu0nZQYst9zc0tuMhgC9w8EHq6CVDgB5uQr0cQBmawpzVQqgV1EOzkaBM6JFPIwwJRAa8Az/k80uz8CE6ez5ft1ew8EO0w4s3W38z93za9YhbwC4uLpwzuzVCABEuAmh/LrA1KzkxQEO6mqiw2ApkHCtLcxfmc5Y9s3E3e5MYdyZH8Cu3QCATwEtX/zMYD7cYp1gzS4NbBXMxO8A9LMOkC0az/oAKsgFRCYqgu1nVE0AoV8AJffRGk7sPrVs1wJtCSQtAqhtOHu6U1ugGc0OAEgQoxUFAVfdQsdh23QBorXs8VEQIvUAEjXgLhANC2xupo4uqNbgyQjhBvTszE3LFIUACzu8qV8gsl0Aq7nd8gfRAgDQuwQAgVYANsIIHCgEiqbs3uCuaerWK08AwOXhEbYAncUo52/nbBAAk3DAlpgNKX3eeP4AWN0AYHCwkU8AuVPHcxpuit/n851+vLgAeJm7g/8AOI+w8az/Ee7/GJ6wTZYMkwPAKV4g+74AtxonE6fAhMLhRb8QsK/5F1vP61zO4jQjjxLEYL1vAOOyC6AqAAmAD0qZAKRG/0iyAAOxBaAbyQKJZI7G4duuMLu/CHseVYwFbzXi7j8K7zK5ZSyPCTPxn2ZE/2Yy/2AuFjEDy+GS0Q52FtAnzzGDJm8b72B/wPnYSjfM3A7JBr+hZiiFb3dt+/kcYN5DbF5XhruYZcRoZoAkZsg7/2S/cVtxy3/gAMi3+xA51v/EABE6r1kV+O/2u/Tj+AFNBqhiaOFJDRoX/35Nba5KgQacBzuoZe+eYPKi8Ms4a7vN/7vv/7wB/8wo+7t3BUVDv8wc8LW0Fkmo+xIsZXvFBg9zX91F/91m9SxOBe1g9fQJmx7vzG+ICPOG5VC8hf/uZ//r5f/G9HZ+iPuc4mYmFmTOkFYfRf/x1iDMlAXva/XM0PEP8EDiRY0OBBhAkVGvTX8NZDiBElTqRY0eJFjBD/GUtGy19GkA39LSRZ0uTJhCIb/gPZ0uVLigNpsYQZ8Z9KlDl17jyo0udPoEGFDiUq9J+wgUWV8mTatOnIm0qlTqUKNSnVqE6bBgQAIfkEBQQA/wAsLwCiALYAdAAACP8A/wkcSLAgwVsIEyo0yLChw4cQI0qcSLGixYsQFWrUKDAGxo8gQ4ocSbLhRoS0UqpM+W+EMWECOZacSbOmzYgaV6bktxIhL2C7/t1SKfOm0aNILSpUyfOWwGYWhtljNuIPNWnNBuqktTCp14swv1ZcSounwFr4iFHQwLZLFw0l3qzVkIaYsGECy6bsKravX5FL+TkdQUxDpEge+rBAYcTBGgcyZBhBwaKPh8MaqOHVy/ev52qeM6JkGQNupD4OmoD4p6VJE0OGwMjWosVNkCBgjPRBUKKNvX9EEYYe/s8W8YMo+f2z0KaFBwdBmgS5gFpLZIGGDIIxpOW2Aw8t0mT/ber0uNfywIWiH578X4xJCC6wZi3jjX0tHkYFgazlnyEZF1gnA3ZaCCEDAi38Rp55NZ3k1C/GOehXQrT8Ew0RLAjRn0BBRILAav8g0IcWByDQGAIeyIDCGwdkJ5AMBfZBBDPAJcQgYBzpdAsvtgylUkydHYXSP/ZMYoR/BDWBwD9uNBHiiDJ68A8BLPwTCQEObDiQISCw0AJPXK1341g26sTPmbXQIkwMZZ0J5o82HrXMkJD0YWBBQSAQyT9ZIiDGAQd0saQRrogRxD+IOGAQlx60UaOYY+IkHFP81LJPLW/+w6OPlV6K6Y/qyYlQDJFsx1B9CLyB3z99eHiADAe8/8HCkW8oapAWDkQyQpiRTlRmWZameUstRUjjhQ1ppMGGBsFUQwwQ0YxggQX8XPpmnDY5tY4HQbj4ohbcydAHa5AFIQYKA6FgHQtZDliQIU10IQy2vTpEIbC1LBdNI4aVcFgXHkgZ8GV6lgBJGkCMcEu1YIaa7T/bdkvQBSg4AJtrtKn4z6EyCDEdn03Q9o+72MU7r3D12jtaLbXcYk8acS1ZMRi31WxzE2vo5gFvGuCT1T5gojxTAwj9Uaq3rMnanyEssIArItX9M+s/O4OAghhIkxuJsJCmPJBTZe3zTy1tIPJGHzIEIUQTsl3g9ttwg9FddEZ4gIgd+IydJq8zzf9ZoQYegECyFgio+88FYrD4jyupCuShA30cQChqBHGJAAWPes1QcvmuQ8QbRnisBdykl056E0KA4QERkCi3t9AjoXTLCEYiyVrhITsgBgIIHPhPF7vZPQoKByDKAhjy+SeEl+3s1XXKnN9CASAoQNCE6dhnHyAIYLwxyW9pCjUThRZiqGHSo6QtaKyLG1L4Gwgcb6UQDgBywKExzvjo8/WCne/0SjhcdErXnQD1R3tvYw0EVjeCfyyoJO2JQSt65zEPuOINFXNViN7gATegAAEH0IIYqnQYFKjNAW+wQwMfqLmvDUU5QACEEnCjhaa5DQyHs04fkiebHo5OPsi7IfL/wLDAQzSDa+NrD3MQ8Zy1/UdA/cFVf5pwHdhYJwggMAICECGebpCHf71KjgVaUKULxCtVKEjdP5yEAFe4QVZOepF8siMDJ7nmbd15wzrSA8aL3KtCf2iDv1Azw43R5pCxaY10cAM53lDgN8HpY6RGgw8EsA0MTQBEJEDghgO9QSCA8IAWCBAJJdkHfiMLkQOIdwAWXO8CQuiDBhzIlQZRSDBjo4ZhENOHPjDGOg4I5mQid5m3rEM5nKFXC4FUIWJwy23W+aQhxiUEV8CqD0H4JBiI4ABXhIgF8gklCAABiH8EMQgs0MDCahkSfyjHJEIJh0CGIQxipKENGhgFIiKh/4G3sIUCaaBGNNohFL2ECXbLZOY/qBGJ6VxgQCCAX5UWJ4PECKFWF3jDBZYUPxD+bpzlPKcsm9EUkdiCGA1Jwz8oMK+VCGQbDvyHHYg0gmFYICZbCVJCmcmPEbQgNWbsgn3U9QZXBK6VEUUAGCIhgy5UFAW7QcRiDpAYh4IAASrdi0iCwQqBzNIgwcCpTgjCC+BsxXnK3KkLy+KPNrwBBFqQTcVCJgOnHW4+RiBdDvmEw7ia8wJWI8IwzCJJiBAjGQ5BKZAWEhSC9OQkan0I2PoxRgRAYHROuuEr/XrAIQbIbSELkNyQB4I1EEAatERoRBo7kMMaBHMG2Uhr1SOhyP+KpiwtmcQbMovA3rptjRBgAQH2GL7CFsQsrUWsHwfiC9qqNrJ99J8D2QAIFuDPt9lTzRoQQIS87cN5SrHDL2z7lzSwdnP+Uw41WnG2C9zmh77F5No+iAgN5AtofLNXhRzbAWPQpKvkfQgwOgBbk3BKbLSwQQlKkBgj0Ow2a3SNazZ2G5yhC0Ft8AjLwAuRX3z1a8kIS4DF4osOfBi9ZrUUV3iRBrggAGC9XIwMHNA0y+wMM9RomaWC9tyCEKMDBgnxiP3Ciw7MVGU+okWwaGEBZkjDBnPhZzIQQQFIaKANjRDoMIZiLZb02CDAUC6IRTzkr9iiA5OQ7KR2wjL8IkT/OUEBxXK4Aqwue/nLYBbzQPRc5q/sowNEEE15VoImTBGkBHrD1JsOatyBhLnPDNqvRLriUuMIJA1JZolzMQIMSI+4KAaRNKg9TWoyPVenpfZ0pynij1b7wyCuTjWrXU3rWtv61rjOta5x/Y+wCmTXty6IrWXtEGAb+9jI3vU/0vxrZA8kzbomNkFqvdNXCwTRE7H2tIVNa2n/o9utRkiyx03uXJc1Bv64ha7FbW1a1Poa6n51t2Uda6F02hfAMIe+983vfvv73wAPuMD5DRQCaKrT/xaIfzHXAYQTvLm+4Ie8W01vV9tCA8T4xS42zvGOe/zjIA+5yEcO8loYB9Mx//h4ykmK6BYMJeUf/wUwNPCLiac61rSgAC9evY+e+/znQA+60IdO9KILvSALCDpDaGELot9iFxoQW709TWtg+GIZTTe61rfOda3bwgIeAcYtjGMLW3ygIBXaR9aH3iNjEMPmpKb4LXyxC5/bgmVrF/rd+WELfiyg6bZYgMm7Tnixlf3wBDFOvgjiEb5v/e7EqBDF4/5qWvji57YYgdqLXotf8ILvdd+86AtP9OIcvuwGqcUCltGQsnPd8kGZep8pbvm136IEbLiF2t3twB7JOxiYJkIMxn4LuOjeFu72x+KNU6lW8/3byMh7z09vkLLzwyMMYf1ATm90ZPjCOLIfMv/Ov+9zf4AizcjfBREmYQt/BIMIJfjFPXyBUiLYAhn/aEGgv2uMSdhhAWqxUpHXAuy3DyUQaLpnd4gnEKeHev/QDGJGBMqhdgtoeq43dN4HfpM3e7RHfj3nD5PQAv+wALdwfqDQAjHACrNkT60gDKxQAn33DyUggj1SVgLhC6zgFL5wgMtWVi3gXwpoadS3D8hAZ7XgD9gWCOEWNhYohKgndBn4bRtYZuO3diCIbbzQVchgcGlWAhQQDC5HAPzQDMZhByIIHGyxfv+wfpPgFHagAZNADHJWHBTohKi3MOIADoHAFiWgAabQAaAwB1amAegADr+AECa3gE8IdFEYfiP/VoXlRwQEYAzfh1glAAr38A/GQAC+QAFEUCEU0A8LkH+a6AvjlQaSOBCwBQrB8BOsYBx1yIBN1wy0gAeCNARDcAM3AAAAcAaF8AAPcAa8eAOCMAR24IXvcAsfoIiw+HONOIXi14G2lwYEUI0xwAvJQADC8GoiGAzG8FUEYGlTUo28IIeggDkwUVbCIGdr0gJkh3qHd0QUYAe56Isz8A8zcI8FkY/3OAOFAABDYAot4A23YAG7AI/N2HPPqG1UKI12V4Rn0iM8YQFHqAGsAAT/EH1KRoE8cSb7MDsscYn/gGAjUC20EIu2sAu1cA3oQASmAAD6+A/AOJM0WZMPgI8S/yACAGAKk4AH/kCBpjeSCvl9UsiQ0Vh5Hrh5I5h0dyeUC0ABxpCAmSeUTbeUPad6QAMMvMB0+yB4Pad58HgWLQAKZ4CPNnmWaAmM9wgAoKBOf/eOPreQVOeQXhchF8h1X2cB0md3DFgpRDAE+fgAIgCMg5mWglmThXmTOTkFJXB8DBiXROmIAQaJpFeZbPeOt9ACQyCT/yACIiCTN5mWAkGTnQmaBDEFJ+APYTmUGmiUj0iXlhmbdteVZocOUzAQAPAPpjAQZXmPnomPn3kGU/CbElAINyACa3kGnykCRPAO/QCXRBiZ0PiaSLmXskl6Z/FtJQCTN2kKgnAGoPCZhf/wD4JwnIUgCIJwk4LwD2cwAzcJCqYgATvJnoMpAYKgTkLImkU5l9XJdSMwArXwnwG6AEkXoAA6Al5ZlwPxhlMQmv8wBFNgCrs5BTggAutZlgPxAOX5D/aJi5s5BQAwBYUwmDMAACXAdI8Zna3Jn8CRlETXdwswAkUADQIxAjS6AMxAoy1BI0VonWq3eO8kEOEpkzMwBAAgAew5BMIoEOt5A0MgAjggEAQgAaZQCDOwi0PwAd9JogCQe/mpovsJaZRZdLTgDHVAAjWgApbwD2QgADXwD3WgpkvQpm/KC8+JebXAevygWK2lAUfanSDaoKZwBrtJngJxCWeAiw8ACrz/+A8RKgKgIAhkWZ9DgJ8pKpdiCpts9wGpsAr/EAYCAaphIKqh+qlo4KmJYCmBx3qWx2wGgQeg4JvkqaSj+aA3EIwCoZMCgaE3wJ4laqRqWQhEsAd/VxxCiakc2J9FhwzW8A9wQBBQwBDP6qz/IABFgEu0YA4EkQaWtny3UAdTIKudeZOdmY8CEZilma6jyY8PMAMicAnegHVkd6zS6ZqTqalCxw8FQAUbIBBQ4AROEBEmIBQYmXgC4Xiw2HS3F54SYJgOW5McegaXoIQICZkrmqnKWnQLMLAC4Qf/QAoqsAHTWhAbsAFmcIYG11jRt3YOGHi3cAKgcAMzgKQPK5o5/zkEoAAOqimEQgmmkkleYzp0tMAEZjCyNXAHSwARlpBm2HeS1tmy7fcOLTAFN2ClGfqwAiEBM5CojPkN8iqLzlivLFp7RjcCiWAJaNCxZmAGLnAESBCtBpG2Z+e0RteyQXELeFAC9HgDZ9CuMWkQ7vqPgiCQXSAOymespseIYouxLeqjPrcAicADafsPfmAGSDAApPC2BrEBaGAGz9APeAm1yOcPe+ANXzUE5bmLvTiM6DkEC6YB4NB+ieiEQYesDZmxQmsNRTsQZrAJZkAKUPCsUAC3A5EBw+C4QUd9Fvhdw5KH6LAWFFACycAWGkAB3oAHvyAYTFeBdxm2F5usjf+rdRtLEIqABGbwD+crEEkLt2hQA89gKYSnvA3oZn+jif5AZ6DbgNvXvd4bpuBLtkWnrzXQr/+ABs/qB4ogEOZLCpQrEGgQBUUAv4WnvLJ4eLdQsP+wC3xHwU24rIv7vy6ar/s6sgJRsjVwvgFbEHqgebGpvwWxHsBwdgUxv933wbcbvkVndjtgBZ8aBmggqilsEJ4KDUl3nQ1YgQKBf0fMvx78vTcMwGTqDCcgEDqACf+ACTowxf9Qxf+wCALQBf/wvtcJdEc8dxm8wdxXeLZ7lDicw8iADDFKoAjaEnEcxy3xxsg7xuWhwWO8xtTZxlvHwkWseYL8lWO8dXtcLdf/6cf3iruH/MiI3Fx8vMg2zMZQDMmYXHRmPMmyychAi6+ZHMol+Q9nh1oVclOga5mebFtBG8qH3JRCsQ+8QInAgGgUoG/swAstAxwjkMf9+7OsDMqzWcejWFME2hLDQKAxmswE6st1+5EZ7AsaAAkyyAYD0QbUfG0DcQ5ic3xat8qR1cp2VwuJ8Ay2AHMxcM4bFwPp8AzrbAvPkA4xkAjDMHrxi2DEAAlsYM3/8AgV8A+w8A8vMBAB/c8DcQiRIHby2sT++8QhPH0LMAwKgAScgASjigT/YNFhgNFIkMAB29HV2sykFyE5IFNtYAACEQISodICkc3aypUYWMl/fMmP/5sIgfAP/VqyOL3TOp3TOS0QcPAETHCS8aspRNAKXvACsGDQF6HUjUAELTAOWBfTTmzJD70PZisHaMAJAwEFBiwR/RoD9dx1xnEPyeAoLC0ShAAL1jxe1gnOaiXOXRm5kwsHThAG0RqwG+AECdwQYcALY/14mkgABvACBvAKBO0QsIDYiF0QiI3S7dAIBLALMP3L09nIgOxz+sqvHUsKRzAAS9ABUCCqJFwQ52ABdZsvzXAL/fAPXiAQiP3aEJPSAe3aAmEDKG0AXlABKv0KsLAONtDY7QAJLdANUCjTmE3Tj0sCBHG0/5C0YeAEd0C8BsEJWG10++VfGnAIBPUPIf/w2o8QB8kwU8ji3QTABu2QDK3gD5DACrCQ2yHQBq0w0AIBC60ADERt2fb6yY7cc/3wDIxAwKN9BM+d0UjAwA/hC6itdyToHntGECHwCP/QBojtKI3QCmwQAgRgB4QwCV0libBgBwZwZTYA0APxAlb2k4pb1TN91QtQBCowuSJLCktguQJhBh7rEIBNxgqzHKvWECFgA0SgAWwACo0AC47SCgH9CCh+1G9YAa1QAW3QBiVe2/9ACPik4vo9tlf9n2QwEBtQuR1QA1BwBHfgBB4LB8M7shugCLtQxAorFMZwZAb3VZhD3yGgUmxAAMmiUjbwCbAwCWnwAnbQBqyA1kT/4AVvaAPzfeJsQAFabrENbdXWqa8G8aZO4AKbINo9HN147a9OQAwfsA9n1wxhAWQOnsHYVxBe0AbA/Q+NUAGHYAdsgOKtoNLr0AgSDguN8A+f4AVeoAG1HQIVMAnZW7vIzd+Z/bhkMLn/8K93kMBLQApBTAqkYAaKMK2cUCHLIAzYJhDjBRxqxxNi8w+HQBCNDdsVYAAB/QoG/Qq9LRCHDduw/QKfAOl7CdfVJszEogIkO639GsRIMPBOEK1wEAYBqM2sas+71w9EUOtpTRBM/Q8TXxATv9bw1w0NhOwsntxXXQvPELIEIbIl/KlJOxBIkMJw0Nf/MC/LwfCYx9qI/zAJEj4SAW0DoNAFC/PWyR7M/d1zC8DcDtHmoFqyOj0QnGCDo+7Mo4s5hyDhhJDuE/EKSs3ok2AOyuej+p5Qcq2vSEDADUHyDPGvwDDV91wcGtACh9AGj/AKhGDirxD3/xD3iB3QhFABrT7rFFAhTCzpwBzOwmy2etCvcPushm/41Eqtz4oGZFAERTzSrV0LhYF7bNAGaeAFj/AIh20Aj3AsU27Ny3IP5NASebz1yyTXX8cLARuw0f0Pqw+qr+/6rj+q4KCXspl5TjEO7DAPa5HNbNAKMtiH1UsMvKAO9wvzx93xyq7cVxkD1pAH3pAHeHAO0C/9eFD955AN4hD94P/wDuMlwYdcS7egDvvgfpqie7y3MMhPdKbfQnL9oxawAB+wAMgQ//OPf/I/iiM4//8AEMOGIbO1z+BBhAkVLkxIC1myf0T+1WJYUSEyX7b++eP4z+NHkCFFjiRZ0uRJkR1p+bLY0uVLmAz/UfgI5FZMhis1cvSH0udPoEE9qmSJ0+hRo7aC/RO2iyJSg7Z0buwp1OpVqx39EYuxAOpXsAc1eqxloWBYbrSoYmXb1iRPf8aI+Tsb1q7RW77+7eIH1pY/X756dnRb2DDPf7fS+Fqm1vBjoR/YIvMnTINaxJA1Z1X5L5gxXsJEjyZd2vRp1KlVp7aV5p+0X6tTh642kWpk1c25f8LdyAsYsHtAhA8nXtz4ceTJlSMXRtOcseXJfwsbTFj3dZS8b8Pl3t37d/DhxcPllWz8+KGZsa8ved79e/jnmf7DHB88e/xv7e/nL35++v6sy29AkgI0sL//ttuPwI8CAgAh+QQFBAD/ACwvAKAAtgBQAAAI/wD/CRxIsKDBgwh5IVzIsKHDhxAjSpxIsSLBWxgz3hK40aLHjyBDihx5MSPDjgNRklzJsqXLhSYH0ppJs+bGX8YUclT5sqfPnxExCqxJix+/WkiT1rplC4ixWv9mpuQJtKrVnkKjFj26b58tW133ITUqzBcvWrXEGpX6L+vVt3BBCqV59Os+oyNi4AOyjpoNam3aCBsxwqhXtWzdxl3M+ORQtF750doFGFKJywgyR3rzL1Kky5AoALGFFmytxI1Tq+aolZ9XWvuqlWjxxkMfFEYuKGnSJAhvJTKMsOjjAUGLEtSggpVMq+3q53A3zqxl69+INpNqG2kCQaCSIP/AgP/RIhDM7n9Cgigx4gFRizTD/tk63Zwq9PsspcPed8sGkTcoBAGCQA4c8I8bDvyzWxPiacEgGE2Qx10QLLhCBBBM0acYfh/FZJCHb0mHFC1sAMICBEGIFwQKgCBwIAIsDMTbBQ6AAZ4DSogHxj8Q9EFAG7eIVR+HFm1IkE4I2eeSdK7RYgcgTYCgI3mu9PGPDE0AKBCAMnB2wUBY6ggGBGAAAglTkjlHJERUNWfQLgWxldJP0u3zjwaAoHiBmGC8gWUQQWj5DyD/pJAMjwcksx2fFwAKSCNBDrlmQyq5aVRSXfHzDy+uJWWUTHO+dMtWwhDRKJ9aCOGKBwJlaQQCxf3/A4IMgBwAAosspCjmBUI4QAQztUim5KRqRiUQV1/NFyw/G8F5qVemBWssay0t8w9UkHgAwZ58BuEAoS8a8Q8CnIHB6j8JIhIgn+JBgAAFtwg7LLHNIXsXP7sIY0MjFGiggR0laNBGGtUAEc0Ipc2n6U/YIENLCTGimiJ4V7ohAxhCoBAeGDGmqLGu7ArRhwb/yEvsQnXtQ8sIQLRx2biwCtSHgf+w6mLAjdBDSz/LTTuvRch8APHGDYKRG4SA+vaPESAIAcYFEEgpgwy+gSymyCSbfDJBzVFnpzAkw9qHEVgOJMTZA6XoQIz/IFKCDZoqHCpJyPyT7ba7uuLAg/+g/5CxKyj8qXGPPMrAArdiuguv1idLd2110bBBBAIoKCHEQFqwK6bZ3v7zxiTVNGfLwsWCZC1Zplp9wRsJkmdlH2UK5AYLLvZ9pUCLiserEb8GS8vPzzlupwUUgIIA1ERrrryOslIISCt/yEf6SHX+0wYggHK7ugwCydCHK2+sPi4LnL2BQIKG1Jq57r4BUk2kpW8N1TCHoFve8vjziV4QHhCAj/SSkktUmnQIKEnpaa7AEgg4w6ovDWhLV6LdP76EACnJ6gKA0ECQ0gQ81TBJZXZwBaB2ZLUdNSE8D8qfjpTwDxYQQBjXyk9URgQJE3VHC28wnwxQkMN/NMEVrkDA5f9q07c+XKALb7DSP4LgIyAJKX4ng0oaXAGBCIHBSlrIIoMwF55W+XBjvGFeF1tIBKikSS5Q0U9abuGF/+QKAjJIUOceZITxeKuOOnIA95pQoUlgaD5S6SB0asGMSTggRVqIGdMEAp43QElGX/Sh0ZbIyH+srzttuFYAK7IPILBmOtW5Tnb6cMjudGeLJzQhxVDUBAd44A2tSAM/wgHITZ6sKP9oBCVzRIA+QOByMhMCAbqwIxdxZkuGuEAfOOPKf/RBVxQqAVqoZZFgHOqTRXlNLahhmcz0gQUOWEOj1DOjNQinD5kpASTWEbe7uEmQz8FlJg8IHldYklXgOSJ6zjf/KO4lyJICcZErDrU+JTigBPaAChQlYs2FzKRJzGiZZUrwBiQiIBKZQcBlAiYae5TGne/cWpw0RQFtied2qyKOQC5QOwRwjyAe0BjM/uEKAijopEYoAVKo+RCVEYQY1xRIMBRKgeYY4x+HkUxemCGNf4AiBtSghjSiUYTTuMY0zNnJc4Thj4hoShiIGM94aueALw3kXAOp3T8OIC7PkVIgrNoRBDzAhhgudCG8UKhAgPqQoqTlMAUJErTAgpjEwBMoxkiGXh3Cn0O4aDwtpNoJUbDFHd2PTyf84nkYuQZARKNktjxJMmAYEWEEQyt0uQWSIFGyZTFHTkZSDS1A0QE7/zkGl8wARR/o+aDenBSFDMpcFnMkoZNCVghNAEQakOqQWyw2Kh0gLUOWG1iuzQQlRHHTTg4LlxZ0IAYQ+RoBtFVCFeKPPAlyIgfxaofAjtYjGqEUiE5Wgg4g6SBMqs4fJuEKI6DIvPjjEQsJ8D67NoQYHTDIe1fii7bEVqQC0UAHGtyQbEaFAkToG3cuq8K0udIVdvjsfOZ2EGAElSMLhjBcTuuYY3lFPm2gTQvXAB5gHuRsKTKClRDBBgxJz1g/M7GK7wMMSg3lWi8eATU0UAK4CgQFuLnAGqA8nIAeJw06k4+0IiLkIauYJ2kBi3V4QQwKQGKiXRBIF0CjgUYAgf8ZRfmKtELq5TpLxFJhVhhkVPsPAmyjFoVBsl3mTGI7G7qvx0JKWJZy4kUv68g8PbSkYWLdgTCrwtq966Q3Xd2D/E4gFM50oTlNaiMXRCHP1XSpV83qVrv61bCOtaxnTeta2/rWuM61rnfN65HYliA27fWmw/JrgvRD2JwmNrEFstx+1MIf1jpIsZG9JmVbW2VwKnJBuopUZVObQ9cON7cFMonmjKDb4f72c8LdFYTdwh/+2AjJ/kGMULF72up+y7UH4o9rpCMb3qDAnSjQgr2SLBDgeMezmyGQfecbLtbmtzjQ8a9/DOEfN/gHAM5QiDMAAOMW/4c60fENf1ig4cv/frhVvN2Wa4DjEKYYwsZFMJAZLEQEZ8j4P+qQDX/QgrBhUXlViG2LBfgjGy2Ywj8e8A+bT2QGhbjBFFqQB/mgG99CXwnRkXENkgHA6R6huQgu7g1/2CnlWW9J0GtxjUNMgeZLFwjTGTL3gdRdIIW4RCD8AXSspx0ky/aHBpQO97kXAiQzEMElwIFyv/8dJGmhRTb+Afd/xFznlJe73Wluirj/4wwDEUHGHzAD0Cs66I9fybHvdAMJCGQIF4876P8hCKZf/PCxF4ggCBB7pR/+9YG4eupbguHZg3wIStf4QD6e4H9EfSCxFwTobwCKut9AA2ZH/fBBUreBEOD3GMe8//ItfgOwf1wgM5jCA0QAgBsIQgK5xzj20b59kfjCG7kXBCgIAoAhCALkC9F5Q1AIUzAE34d+/+ANwld/JPENzgd2A4EDh/d/4GcQlWcQEgAA5UZ/DOgRCxAk/oAOlyACNjcDNlcIF+h5mYeCNScCFSgBoPcOG6F9HVgR1WEdAuEPFHAJoJeCH/FxjLeANWgRy7YP/sB4Q3B3HnEGU0AE4tB4jjeE4aV96dBkQ2B8EWGC7PcPRKABtMBwLCeFHqFstoAM/pAPGtACpiAIM8cQIvAAoAd7JRAI1bEAfReFYthTLFc32AAOZvZ/sCcIGYcDGAeIERYIMjgQEZeHgOdwFlgQb+nwDuAQCBQQDKxFAZiIDnigcO/GXA7HiCFxb/swAshgAc3QVQIHQ9GmKaIIiloninZyVAJBGrCIh65IhPf2Ia14iz6RbjLRHL7IiysXhv9QN8S4JgEBACH5BAUEAP8ALEcAoQCeAB8AAAj/AP8JFHjL38CDCBMqXMiwocOHECNKnEgxoUFewipq3Mixo8ePCAvyI9Lhn0GQKFOqXAlxnz9/aTok48Wyps2bIP3ZIknhJc6fQIMuXNemQ0l/w4QqXYqziytAXTQwnUo1ZZMgQpqsqcq1q9evYMOKHUu2rNmzaNOqXdvwF9u3NWn9MxYDrt2VrCZRuMv3owcPfQNzhCC4sOHDiBfe2pe4sUJ+GR1LFkiMAN9bkx0GY3W3Vs/MA2nJHUgs2d1bHSaBFhjM1kFifXd1gI14F0JaHYy9Dkysg9vDtg/eYhX5cIkOjAsbIxIyWfHDkzrwK+yr5GqTzAsDMy2c+/W7278jBA4PMSAAIfkEBQQA/wAsTQCeAJgAHwAACP8A/wkcSHAEwYMIEypcyLChw4cQI0qc+I/XJGIxKGrcyLGjR4/ACHQgYuujyZMoU0YElqxDi5IqY8qc6VFkCX40c+rcqXDSvxa1eAodytPfP1pEkypdyrSp06dQo0qdSrWq1atYs2rdKvHWUa9cw6Yk9kusWY+3aLEKZvSs24n8aiVj+7YuxLTJiLW1y1dhm38j+wpe2KeP01swr5YdvHEx1r2MI/oClRVSi8gNdx0Mxiorrw4ZMSvkh3QgsWRaiaAWjfBWC14HV2Pl18EYZgv7DtKqTfD0Vg0dMNeCTfBWMmFuIQ8OedA4creJB/vqXPw4a7csEcq+LjY7977eHQYBBAAh+QQFBAD/ACxWAJwAjwAeAAAI9QD/CRzIS5itgQgTKlzIsKHDhxAjSpxIEeGvEsk6UKhVsaPHjyBDVqRFgUAHAhQOilzJsqVLhx2SaVD5sqbNmx6N4dzJs6fPn0CDCh1KtKjRo0iTKl3KtKnTp1CjKvWXRpjUqy35EUjGKg3WryBrpenQQifYsxT9/SNgFa3biP5uJSP2ti7EuXZf7ruVt+WtXUh5UejL8i/SXx32ERYJjEhSVhoWU9xHC2EwVkk1YJYskRfHgcSSJaXVgRdniHLbCgytlAiB0whv8UtIWvU/1klpwv5ny1fC1Lux+tqMMJnt4E99iY5tHLlUYMudo40u/St0iQEBACH5BAUEAP8ALFwAmACJAB8AAAj/AP8JHEiwoMGDCBMqXMiQ4K+GECNKnEixokWCyZL9I5CM1cCOdi6KPFgrBr+RKFFO+kek5aQWLFsS8ZjSIi1gJQh0sLOvpk+KLUC1/EeBYEuNPyH+0gCKFSsiGoTdSkq1YVCOrIL9qyVwqLGqDJOVEAa2LEOY/4KhHejVrNu3QGn6giQQVDICRP59hcu3L8IWNLV2LQFpUrK9fhP7BSxQMEE7rBArnuyWcdqBIf9Blky5M1XLxDAPjOy5NFXDAinQ/Yc2JDDTsGtC6kCgNoF/oGxn3BW7d8oWMO2EhLnWt/GRRF4fX45SWAdQzKvW6km5g/Wi0X/aekiZGKvV2X0CZ7sd3i1vvrs62Cpf9hZ1vqx8sQdrrPhbUPbn26RFME0HvxTQpJ9Iaaw3EDFI8WXggBfR0oFkCDLI3C38EXQLK2QdmKCEvsWA3UC3JJMhh9kR8x+JEgKz4T8hohieii4yCGOM+inXUEAAIfkEBQQA/wAsYwCYAIIAMQAACP8A/wkcSLCgwYMIEypcmJAXMV8QI/p6eIuhxYsJb/EKlmYExo8gPxLrQLKkyQ5EQqo0SEuYBiLJWLFK1mLfyps4/xHokKwnAVAEevbsACynSpkEWlAQVmvgL6NQL4LimayDhn8xZA71FRUkra5gQU4tSeHfPq1Vi4ZdyxbqVDsUQJX4twst0bZ484rtwOtfsBb/bLEimVav4cMIpxalADhGskktdqpFTPmw4n+M/wlL+Y/I3cqg817OvFmg58mhU4OdKgwz4F+cT6ue3XUnsVoaWtQCBqpWLc/EaHf199AfZcAmZZ58KtzorcgEIFGuFRkUkevXgYJC3fzmLWPJQBn/oz2++9pJ0lX3Nc+2BWf2oP01ZauBAHzDuwoKm8vWF6vK/gRoHEECBphXLV8NlEYHbdlimIEHGceVQQKG9dx6AhGTzH0WQTjQLSBW9I+IH4ZI4IBG0dJBeRluyGFCKI5YES001kjjP8HZeKOJAsVo0S38FHRLMq0NpOGLEZb4D438NMkPLSAayFWItDhZ44gD+agQL/x9SCSSCw0IIpNP3uLPMDEAQU0jabTxzyTVpEEMNcKMYCaQT34lopYIjSTkl2AudAuTtPhzizBpaBBJJAsxqkEb1IxgaC1PYvkPnwUB4yJBmwZ60IwI+sNMWTe1AAkQ28hH454Laepph1jS/9KPPyNAMklULazjT5VQ9qiQq68qZFxFT/pTjUAyRNWHK3bUoiqJweY0KC3NsNEWAqBE40+Zl0ar0rBV+mOtXn/s6qu3Kg1q7D9B5NXHJBasiu5NtAyDCGJp7FoRpvMipG5wlDXTK7/9GqRuGpRFwi3BBROkbiOVDbpvwxdBGc0biGmgb7cUW8SPuHoJ0Rkz8jJMMbj16qXEPzZs23FIHxcBSl75LvxymCOGS90/KHQFxj+gULNtrzdjNCg/ZlZzKwtRlWCPqlkWjXPO4baTRgkIDNTERx78Y6q2vILIsdTCCjRjk4biQ0EXjA7EdEKRlKABMZLSgiDRJpM99tnF3mLCDBDVtKHoP1cRTrgGFFATzcd47niu3rDKuGSVTUJpqAWiAu1PM2YaSnmNYj8OeUhi21i5P/YN9PmVoY89Okgx8lioTQ6bzeOleb8uLJ9mClRU61nmrjtGFTr1T5DBCx9VQAAh+QQFBAD/ACwyAI8AswA6AAAI/wD/CRxIsKDBgwgTKlzI8FYtewaHMZxIsaLFixgzatw4cN7AAwTFEATGi6PJkyhTqlRILMc/lwfdIBwl0FeMlThz6tRpgdrOn0CDCjW4DqFIgoYOJh2IgaCGoVCj5mwjUAiGpSvTSN3K9WI7pApLGOyy0JDMfxS2dV3L1iAFFhM1gfw3lyJWYm3zSqU1UJhArGMFyhVikpnew0IJQBrxz8jZvwgBE3SZYlSEhEuBZRSWJpjnz8G0IkZMTMOkDqhbPJ5oCKvkgUtfm8NIYWGy0YdBtUBd28E/wPM0eCxI1mBTsAZfV+zwDzVqVqycM/eF+zAFvP+KExw1V5N2RJr+Rf8aWPzA08jHGV9k1Zy5WF7S/wWrjns+5JcDxdBkeKBp+KP3eaDRbQM9ZUt82NF3WDMa7JdUXWLAlJ1y4aUQ0m8CyVTNgP8QAQkBLfwTA4IK1hcSWQ74ZpBIxwnUxXgYyBQeQT5pxJ5fGoDyzy7MNfdPgiUeVtJGEh5k2Ebs4QUJEf/ABwoozAEZJGKipRTNSUn+s+Q/xhB4m5RTjhbMKKMU+Y8bq00mEJgcZblllwJ9GWaJFuyCj2YMAbETe5ppwCQvXv4456DN+EMAEc38M4wFagHFXBr7lADKPsQks88+t9kXJD+D/vMLanxBpSNBqBU0ZF6hhlqLQfsgtOo/obL/lQxqk0S1zyTJsJIMAcn0Ch0BmkLlT6wHtQrrP7Xs4pdAehLE6Wi8EDDJsp2atA+xvJznLEGGUaAtQYAYpBVEAz1b7bmmvioQBT0aNIINBcElg0FKFPTGP2wQpC66596SDLU/EmhQC4hUpEVBKGz7j7n8KrhLQbSwAnClAr3qBUICVhTEP00IVOs/xt7SsEan4mSBsQP5O7HAWqIEhkIMj2yQPzTX7E9BNtOMkjAfE/QvQhbki1BdFB08EAgX/EMVyjIPlLPNt+hMXdRP66wRMe0KpDJCVDFEmEYdb7hvw0/fYvbZVP8zNdpm/5MzRsCwvNCVJ0GwkBH/QESLyPzm/8y22TUPpFnNfwMeeEVxV/StQXgLZHRBRLuyUJV9E472zTQPE40w+OhZAufR2JO2P2wfPlHiE1nQtLCWt+1PMwZUU9uLCAjkgYAIIDCeBhSsMwLml1utUqJSEV9t6yL7I40GJSDgQR9GrKFEx0FUL1ATFzjAgge6d1HNMDefbTpKDK6kIkKUd0rz2W7b0MIbHjhQfRBKvKwQ9RewgAAiGkgkvvAouRIdJgIXgRRsaAnR2/FI1zZmIMIVLNiYEi6QtIpUMAhrQAARGhE+qt1sNBlbCLzGNiXL+QMIBOhD9SjIkQsoAQJrcMUhEmW4lQTtH/VKiHb+ca+DzGsg9lNa5f/ahsI12G0gFRRIDuuVRIVcoAlBeIMd/NGNtNnwHwQYSMcScsCD1E5cAolZCdf3D2YAYg1BeCJcLgAGMNTLfkn7Yb3qlzQ6EqSCrqAAAwGYkhpZRAbnE0gF+yAQaYAMXeuLGiQ8AIELBMED94pgvTr2xYOAQQvZe+L1/gGGC2gBDK6AiBVxUos0dDEjjftHNUIlxjCRUSIDBEMQAPEGEKTRdrP8x+MqiQAtOOAACJABXPqAgo5dAAIeCAbp+HgSWqjrYgVJ5UByaLsCNQtZAiHWnMhIDwRgz4VguJcM+vAGwvzyH1FM2D8cAAi8oSBpBAAJAVwRBPsFoQ96HGVOnPn/D1ugJSw9/EcapME0mZHRHgiAo28Q8AYW9NABGXuDEewX0Df0wRUCmmc9/3EBIXggn8wEyqrsgY+BeGEdJX3Y6mZGOreVIIIc84DkijmQrwkkoAhYAyFB4goUFLCAsnyDX/QpUpCNzR+rulSrSGhQMgKBnvVTAgoc0ARM3vGqSaujQF7WhCBCoA+H2OMH89LKlQokkf7QAD2xZ0w2GvNlLuToy9o4VxwS5GUQYAEBGHOLQo3VrApKpNvYAIgLgICjJqHgxgR0pRoCdoyuSwMgPNAECEwwI0mrnhFc0Qr/efCxY2RgN/7xBzsgIn4b2+JElFA9MDh0Ejbo4PhAG9hElCYvGpBongdQIAMoCmRjGxtIELpqBEJqiRg0NNxfaVsi5LnNAkCgQBe6ULvn9YEFDkBBH/pwu/F04Tp/AJ5ymTsoqInPbf4YgTCoERoKzKcFaXAvMaTxh0K5rXQhJW9zkVdDnSWqVlZjYPBmq19X+u1vf31K4Z5W4JFVjX3mUqZY39bglVZtuReusH4DdxO+EBgqAQEAIfkEBQQA/wAsLwCLALYAPQAACP8A/wkcSLCgwYMIEypcuPCWw4cQIf67VZAiw4sYM2rcyLGjR4URQ4q0ePDXx5MoU6pcmXAkrZcwY1K8VWsXL4G8du1jybOnz58GI8aUSXKgrRgDa5GUCLSp06cgH8bkR8uiBXvCpAHxVY0CmxIaqgGJxoxfs4ERoapd+xMiTH78KPLD11VDl7sHDvzLK3DUgbsaNKShhlQgU7aIE290SwvuRCBt7nroY0QGmCaYg/wLohlzEzAOUPTx0EVw4YeKU6tGKLWxUgvESiCgrESzECFaZBjazbu3IS1aOINB4SGSBgOGi65ejrg1v1r/8NlBgKLJPy2/ZXShvrmJDC3Xv4f/bxLEkG7wWlgggDRionLm8J06fFkrbhpELIK4MfRvtxsEXQikhV9aOBAJCm444AEKWohxgAPY8bZZH4hI4158GDY1X2P73ELBG2D0199uWhiBQHD/iAHIPykg4AECMryBiCFGgNKHbr2JKIMrFr6X4Y8oQaQUNYg0kZtvBb6hhRBuiBFgHwj8M9k/XTAoJYS+9SfEBYgwMxGQYKbk0D47NVOCEW7g6Jsb2x0gBgoIBBHjAQg44AACM6JAhAcj+maIEH1oEOagKiUT1gFy9vYdcNgdEIkDMjhgSBMmIuikpB6MomaWhoChwTCEhpoRLQd1AYKfoaEA4T9CkPiPDG7g/wbrdX+OaKtvTRxQmKi8MkSAHQJNgih/vIERSSQeOOCdA0HAKZ6kBWJXoHi79clfbhq00+u2CO0kkGD/lIDCq70hwEKIYrxRJwqAGOGAKwcM+IZe/6grwyihjdJEtYaA0AcF3AZ80C20nHULEK6AkWZ/WiDwhgP/RJJiJDJ4IMQoiAghRpTUdeHAAaP845cY+4noQAvQCayyew7xsxMxrqyhI8XBLYjCo5FcHOXGQlB3gAx7ueHKiQyDgMIkSPm4sqgbPvfPOpP0YZ0WXaibIgpGjKLFGyigcICRHszbMyIeg0A2bv+A4UELf3y5tMDOQVcEG2/0AUarkEa4W6TYLf9qBHBuEuuBDCBU/EYbMyn9dqhxk/OPNBogi8IFQQhhpLR+Rjgrbkaw0EUkFNiT3OIr+WP66f78k3pbcVMUQzV2eXAAC+6CAVzlnhl5gQyd/3UABdSAyjLpHqFuumKMvUTVP80wA0RddnUBsl95/VWaBhQQI4zwaREvkD+kKoQ6WiOlHj5Bx68k1FtVCXRVNMLYw0oyMawDBD68xFDLWYZVhdriLyHILwCGkPSNhGAwEUgwKmKR9KkkJEOBCUVuwkAEhsR7abAFQdLQgYMcb30RDCA/QPGPNAjkJUxxoJhcgkKCEGEi/hOJ9/5Biw4YgyDESEZBPtgaFJ5uGxaoxQj/hkGMf4DiLKZDIAod8r3VseSA5/vSBUmnQYLcghXCwKEOB7K6HprOAsKgBgUid6xj4QIXoxgj8KJhAdNJkIkq7MlhSjC8Gf6DHyaxYjKyOJAccpFlPuQHNTQgGw9MhgVYsxMYLtC50bwILOtoIzmWSBEn2lExwCCARpI4H9XZQwMtmI0RlAABCFhnICH6hxJOGYThhK0FbRiG+R4Sx0uuxResqMgWDcJJgvmjGW0gAgKMwJm09SE8aQPDIi+gzAswEwxK2AyciJAGN8LRkrZUCzB2yZDUzccfzCDCG9YgBCUwM0ZvuM6U/nEBJSgTaNYBmjPJ865JyNJ/qssmYraJ/xFO0sIfMSBAHyCgBBk48x8Og4ADoik1PrlrICz4h92WKQPyeAAUIwCfQ2o5Q2xiUyX8vIg3STUMULAAAux0JuX+kZ8moLQPSqCXEXKJUAIsVKUHhUAfJkEwOHbUeB4F6keb4o9vQgIBEMCpM4PgMIFEkwV8qtc/jJCiIBzzpjj9BwTeQAGN5nNxQjXIDbkY1qd48x/2GOcycVpQV/wDEVQal0AG9w+3GoFPWMUppVpgAfdwtFfGQ58/4jACL7VhiNtQYWCdwoVb+AMIUVJqRf9xSgitgXIRZecxvRPRJihVpUpAQDSK6tihimp8qmuGMIgxxs8dS13HugsFgiGNjP+S9a/qe2xks/oPiF2GsgJBgRCCcAGBaAZi1vHsZ0M72o2adlCobYYXCPmGQ7prDSFqAh3WYATRvCgSXQgGM1Z3Og3dIq3YxWkQ6qYZgbCgCQ4ARB8gpoTMRukfck3pPI3AV78+F0zl/Uc7KNCCuikLMwJxpgwWrFJVBkG7xHnDIQyQugDzZKT+OGpSVWodqSmTBa7wQDTrqoVjprMPiJRvenP6hmr6779AKq8/GiFMqsZzwTjOsY5xvBkw9MEVdhAebosHw3+U9KQptU5+lACxKAFNIMeMMgvmy9K1atUDPMUnjH90vGbYwRW+3bGYx4zjB1+Uwqrb8iZJ+88/CJT/oCv1AOUQEGK3AuLJCEWBEgwZBCMkA1EXsChGNVrabXU5lEFwpzl1HGhm7o7MOd6MEQiAnCF3xJu+tMckYrYZDwDiDSy4k4vqVd32qhKRTaZqn13Rinv61NCq00A6ZaAEI/Thso52JgtkltJFLtKgv97do4PgAIym+cKk9eU2gjlMzhTXO6psJ61/i2d2cgYFbyBCI6zpXEOnLgauSG5EXXRKMATBAwS4QJTcqUoHnDPBCS6zBzRQ4Z5gmmCqG0EbZEOZELVXCQBPpXE3QwdbI6AEsQRfDC3NZdVRwANyqilm9jw0gbjVqXXN+FT5pDYpXRZoa0BAX9W8kXs3xrEW/1hH5BB6yMmtwU5GaOSLqEQBIDiWhgsnOYYqrIFzLXjPBKCdK7ZGHA9AILKuGBcKwGyi3sqgA3zCcRMQQI+vyseNX4yGF9IQGAqI07XG0UAwvBCD0r6xkjrfeaylBjQjNAEFmnTFVseFVPwCDWgOALVA2vX0qC8YDAhoT9ozQgx+CCQNFMmiBFHX10P4YxjDsEBik0gUtA8+PscDwqxZOlcpIdQ6RneyB2SmICmFrWJ4BYMMgsCCEtSbLRtK4EBMEsIYNvDyGUrdNlrQBzmBRs/KZOerhD/8u8N7wQKRwRos0wRA4OPYUOFFEUPij10MRFAHJCvpjudmYlpG9cAWtuOwVS9sg4bf/LsjDyDaUGHcY4SAgiXfzX3Bsv+lmeGAXV00CABx70D6/zzWW4AACe2XGqjlQYt1SekzAi2QdA/2KgAoZgJBBwgACMRQgBkCDPenT7x0PP5ADAV2a+TBTv/3bGkDJ4jABkLmfhyoGgHmD4PEcqEGTdahGZyBGWCwBt6FAJHQCLZlYS3obenzeNLAdduBAC7iAVNmSEhIc8TwB04EhEHILQeYWswQDUBADUDwD2zgC+sgDDEgS1FYhVMoMEDFS//QAh1IhmX4NmW1Q2fYhvpUXlHURHJ4hwMxVssREAAh+QQFBAD/ACwwAIoAtQA7AAAI/wD/CRxIsKDBgwgTKlyI8JbDhxAjPmRIsaLFixgzatxoUWLFW/9AchxJsqTJkxQhCqTFsqXLlyxB3uL37xevm/922ULJs6fPnipd8uNXq+i+o0iP8qPFzxYvYVBr2qL1s6rVqx0nshxa66itr7ZqDWVa1F6Mm79+xdjHz2FLgQ6xyp37UyvZfV91FqUHpBoFDZACl2gxaVIJDWmIUYs2otktpixDxqVLuXLGuFvx2ooRNgYxDSVKIEDgwUOfPixYoFh9ujSCSCUgpRFm4R9kyZZz624IkqytXZxHUGPTgjQLB2CCKFf+L0iT5suVXzDSxwOCEhT+rMS9u3tuzPzwxv/Ytc9GK0QejDQRIrCJ+wtg4sufL/+5ECUoECBioz2mSO8AYgXePrv8YoswrRDRhxIQNAHGBUGg4IorzQkRxAVNSJdhExD+w+EFzYFwgQdEtPGPP7RMFuCKPrkV3i682EINAQg0AcKDF1yghQyAoKDaP6UFYQQCLAhhxD8suIGCByg4GJ+OIrrSQjv+hMTilShhVostv+xCTTIsQKBFjmQGccA/IPwDQR8EoOAAImJQ+A8gMsiAiwf/jDkfhhB4MIkF/qiI5aAaudXVPjeBEiaZjAbRByIgKHfAmWd2Q5oWCPSh5Bso/EOmfDpCgAAbcBFq6mWP8WPTLRogAAGjjIL/oQWFCPio5j8UyukBnUa4gsg/OML3ZHJvCGPlqchiRFMJiBwJKxjuZXjBaDIIlNxAQrCAQJ5A5hkrqCB4QMGxyZarUDAlEDEQC0EEG99AMtgIghZPQggCh0F4CAaaY/ab43yOjvufuQQf1IJArKAgBKNN9IqnDPlewN4b+4IhgxZBxLtvjhyCumefAhcs8kA7CYRdGm9AEGyErsT7TxeIvGEIC8k4MKcHTfQBpBAexPwPahd0Qe+TWijhinYDj0zwTLYcFQMRHqjMsREEdGGIEICwUNo/rh4AiD4SdvJrptoaYdobQhANgSsmCqp0slputos0BESNr7aR/vOGA9VV/wvCAW8g+QYIb2jtgAODI0CAAx8q94YdcCX9NrIu4hUjPqC8IUOkRgCy7Yh8HwAGIDYjwN62287JKdeAiBgECJ2TGqjkk586IJe77MKG52u8aiujWhz5jwz7InkB4QhAHESmzR1JhBcDuV3uLgX5QxPlvYW3WQy1SHPIJLUyaKG1GGph/r9B0GvEvkFAIAPfb7TQRju2cSdyLVQNtAsx5YLXldy1EEYbSvCGbR0HWsuxUAKXowQjaK0LkWADMWgSGen1rwW8IEgwWLERf3jwgx6sCmbu8ptddAUfaWBDaEYDJA+opjWlicRrDtMGajDjRG+xYLlo0QFjEIQYyagICP+H+EEBjZAomtEJW/YRDSAQIw1tqEYHWBEMDViRAtWghjDsYYFULYUqE+lfLQpyi2QYayBAVAgR1xhCgvxCICA8iV3I8j+wHGWMA9mHbR7DFKKIJYc6JNQ+fEiQMp5RIGk8CBvZWL9/BAOOa5TjZITix6JEhiB+HMtbJBNIQvmCg4U0I0MWWSVIftAYrGhFKU+0SEmGESb/0OM/1PXFTUbkbb4IYkF0mRBGsnIEwqCGXyhAAUhM0RdAWMwI2hjJLHlkJSBRVyGfOTlg8FKIRDxRO4BAgS6MhjSmOY0RqGOd0USCAtK4RZWayROJuE0ltTPINSkyxBMJAzSZQgG0PJT/EDCsQWvbgkQM1hnHeF7JmheJoz/+YAdXeIBx7jHCGopXp4paFEQR9YArSjAMU67SoCNTaCMA4QElNKFOStBoy4B00id5ing5qlNzwOABUFCDoG0EqciK6I82AGIN+UJpHwABBhRMywP7Sl3quCaQijbHAYCoBk51ulMQjtRBa3Bqt5SQLzx5gAD/6FRzAAEIYFl0DUoY3TrqSVVzFdEegKCDxSzaBI0GYaKZ0plAgsACVxgVAW+4gEVlgNZe0aSIbVUIMAIEQgp44K6DlcEF3vAGVzjAhQThm0DyM7zIAhUBNihoYgnij23E4R/V2EZOdbPOLrBgrnWaqKc2CwYH/6zhOSwgrLVs9tLIKqEPGiBoYv0xAnz4RQMvU10XuvAPCqQBCPT46FyucSLXwlayYc2RSdO6huZ0NmJuUgJ3B/vb4LJSp/6gRxogCE7VGMEBF1jDOFlQnW0dhhrNmAsXPuhYyNapCaM5KYj6ACKHGkEJFzhApwLnqKZW9LPEEO3k/OGFEgCJBWj9B4KHB6+BuAcMZotfG0aAlbf+FLZc21a1BIIAMLgicCMKXLd0ltsHN5AI9EPs5KIxCVf0oXgYuYBJh1Qi6fJkiNUABFarRRpgCQRPDnAVkOSktbDKKbYOAgQQ2Ko0f6QBEH1oghL+0V2NrAFEa3DFJDpaFZ76FP+o8UKAZWWwqzlVS6wTCvMbugCGAyTMYkKK6lTf1tO4dky3AskqbMuskDKTiM0+UWiSkQoBFASuD9UKHBjkXBAw6KxTHqgWHRAAirWycrUiAwIgEFzbfzigToJdsc2yKtlaZ1WwWeXwk1tg5JMo1B6HcGjv2iUfMjuJeA9aMVddLWc2sFnCIrtFsx4kPASAaLZN/dmDnDy8MldLCYjG1TraXE9/REMDlGXSbZ/znIGM2T1K+Kd1StCGP+AU1SKTRo3Q2odkyFavRiOq3oA8kPzgaSC4/m0Xem2SSPojDtzUgAzB6aPTVKeckdAAOlV7ah2/rRo4I/PPSNrdap3Gu7n/XVfgWBA4GXSKBWMWiBEiwfCelPLm/hiGMPpSDcMQk5jEAIIwqIRzLk+OGtvy9hqC+AYl5NUD7MEwmVGHq38QYA0vj/kFWEBzuTwyDbwwuj9YYSLRthKkI0BEd0E8EC0MxNN9yJecLjuQ1PHW2rpFwLh8sveC8K/jHt8JKaFdu54G7sxrvzZ2ZZrtatXaU2tA6xps2zAiQBorvhhINkum+cGPthmtwJNg0Wzr2C6ew44XLOq7uwYC4EMuafhh5z0OeMIn1gKTeAMd8sVoM++LTUBg0SoXS/vRKlIDJL12RrprUgkRIQbGp2oMDsE1fYrZIkqAXwsaUXPvzDP6FWEGRAUISDb4xke84o2PfOubcVOD3/j+8My4mJviA5TzH5HoggaCgQ/6vf//cBQHzBAD+CAMBKAB+BANfzAM3QeADjgJARIQACH5BAUEAP8ALDQAiwCxADIAAAj/AP8JHEiwoMGDCBMqXKiQlsOHDCNKnEixosWLGDMW5MexI8d/t/z5E1hLo8mTKFOqRMjvX8l9+wTammnrHy2Ru3z947Wyp8+fQG0OrBWz5sB9JfnVGrELiIZJyT7xmmmT1kCrQbNq3SrQqtJ9NXcJHGGLF7U0bSCx+VeCCKsOHQiwoVCNGD5mt0i2xMq1r1+TSgWK/bePVyNI/1oUZPEPhQMZDowQRMCWgrSWfzNrnog1Zoxf/2zZKFGwiUAhBIMMRC0QjAOCbaJd3Uy7ttVatnb9imErzaQ3/xyoFqjl3/CJTYx4cFVCdt7a0P3erslTGhFXxkEsBDMcjMAg3geC//EOITykZtHTc8UdQ2Cjfx66jzddkLJA4Iu7SBb/r/ybSSMIpd6AKtHCzz678FTNP0aAMN6D4Q2k3T+p/INdQYYk888F/0TY4UCgDCPQSASWaBJV0hDQIIQP3jdQHxI10WJr3nlgh4k4alSSTWs5yOJ4Shw0YUIXzvihQEDkqKRFJdkxyWssfkeQBwMVd5AbBEGYJQR9aLDklwylURAK/2jxoJUCcQjBkeFBAN4/IAwHgYwdGikQC16CqSdDyRgB3oNBoAAIQReAAQJjTSR6pEB0gteEEvSJB0KXe1ZK0HMCtWFfizAaIpAHwGnRBwEyyIDdcf/0gR9jYHgQoXeqCf9j6awDzSQMKH1oN16g8Hl3YXBvDFkQlQN1IRAExYX3BmK0jsDXP/7sWKKBMfESAzXJwDjQAQXJIJAR9g2EHWXaEuTneP39Mwl6tPIibWjALJnbP021BoEQZHrgqrFpEjTkG/os9w9jHhBQXhMQvHYIppbekoysAwXDypK4JfhPNDd6wKEMLKDAYXj0gcGhjNpS9ppA3ArhAGXvCWgpLaxALFAwGuZ4m0C//LIPNa244oGf6RLHXYcyglHco68JywICiGgQoMtK3vIsSA8TREzNNgsElm6ESaOBHSV00QcKazShmhBCoPoPa02cTGUJ1Txd6S7BGFT1QFdXunUMMSD/CAQFpA1ELJkCaUslZSVoYEMMzdzyUaXEdFCQwzLTepBYtewijBfVtKGBmP+kwezn/0izC2YuWe4L1pYfhBVmYBFklOz/8MOXtKjTCgzrrSPEV0svwZR7QUnNNhCJe+6elTS8azY11K73TlC8KQ0TwzrE1P1PJEhKA0QMIuL4vPQqNSMN6AehQLhAkXSRBj7b5OgPw+Rn1N6nLNChRJAI8T9QCW2QW/0GOJbAGcF/AlnDGg6ywIEEiWlssAABB0iNfl2ggQJxQB+0dQEOcYggChQIHSgjjQlKT0wnW2B4NkYsg3irIA00AgGIYULLVRCB/2jCpv6BgD5EiDEGwWAO/+lAAHzU0FK1IMIChViQC7TwRQxpAgomQb8jKqkR4TLIr8qVkA8a5A3rsKKeNMDFNHmRBV4sI4O0xcQceoACYgQTGRFSKg8NpIFNkMF+ENKEN8bxS1hkyAFeOCXjwCdSXwzjH5U0DCK8po2Fc+GYnjiQJrCAiotc0g1xOJE+AHFDBCFi5TKJo/fs8Vv/4BZBPtkaBFDJA7gwQgcbQwBFknJJXgAFAuiAkAN4cTFGYAFwOLQG4BjxlmAaxloQIJx+OTCBhPKiZIgAiSoiU0l/aEPgWOCAIHFSIEpwDUEoIMBr7mkb+EDfQFgAI30ZJBjCQJ45WxeHaEiDGDRk1j+CQRINadCDXfM8IhwDWr9RErSGAQEAIfkEBQQA/wAsiACLAF0AGQAACLgA/wn852/gP1u+eO0zyLChw4cQI0qcOLGWMQ1EkrFKBmwExY8gQ4pkaOtfCQKsWBFoEezXyJcwYzIkQICIBmO1/On0d0umz58gqwEBEs0e0KNIkypdyrSp06dQo0qdSrWq1atYs2rdyrWr169ObxU0SAvs0zQlB9YSZrYprQ7GDBJL1pbpLVZsBwajW1fmrbIGbyXLK3BuX5m8NEw0fBgmsQ4MBTMk1jgmML6VmV7O3HQz56XAQAYEACH5BAUEAP8ALJEAigBWABYAAAirAP8JHLjLWJoSk4LtG8iwocOHECNKnEhRw6RkyVhhBNUCGD+KIEOKHNmQQAsKxmyRXMmyZUNeLmPKdHlrps2bOHPq3Mmzp8+fQIMKHUq0qNGjSBvGSFrUH4WlA5fWZKqTX8YOMP/FYMNGA1Wdu4h0IABMIDBQrEos/Joz2S6GvpKxjXlr7cBbyYQxJCZ3bkthLRri1evXJrEODvsOJFa4JTDFjXU+jsxzssiAACH5BAUEAP8ALJsAiABMABUAAAiuAP8JHEjwX62CCBMqXMiwocN/t2jZmgjsn62HGDNqLNiCCIFkIJOxGjkp2MaTKBuWoBAMmDBeu2ztMpmyps2GE2/q3Mmzp8+fQIMKHUq0qNGjSJMqTbmPYNOlPW39IhjjItSdGp4K3KXh6sYY/2gR5NWh68AWHax6dXhRg1mBHToQBBaXldi1DY1NSqZB7aR/RAYS+9ehhVq8C42xcgiMAOKHwJI95hl58s7KGQMCACH5BAUEAP8ALKQAiABAABIAAAh0AP/t+vWP37+DCBMqXMiwocOHCkt0IEYLosWLGB0mY9WhA4FdyzKKHOnQ1qQOkICRXMkSoTBh/261nEmzps2bOHPq3Mmzp8+fQIMG3Sf05i9bFgkWfbhLg8UYSx/a6bArKktjHTtUtDrSF6gOLbiuFEbgYkAAIfkEBQQA/wAsaAB4AIkAMQAACP8A/wkcSLCgwYMIEypcyLAhr4YQI0qcSLFiQlsWM2rcyLHjRgseQ4ocGTLGvoExSKpcifCWy5cwY94ieKtWyn+/BGLctaugzJ9AZ7IcajCoUZkD+f0SJrCWsZy8ch6dCpPo0Ji0smrdyrWr1pm3dgmLIUzYPmO3vKpdG9Oqyqr/qMrVCaSaMVpx5QYVCNetR5d4//ECds+Y4cOIEytODMQYL1+QiAkDtriyZWAP07r02/HlP1rEfEX9Rbq06dOoU/+LYStl6tewfz0mhtczZ40wif1b9g+Z79/Agwsf/psW8ePH+f3zd49Y39sUPRvz5W/BghHY92nfzr279+/gw4P/xz7Cuj9fxvJCtwjT1y5k18XLn0+ffnlku3w9Xw/xpS1g/FhHXy39DGjdAuLVUkt9290HjC228ReRf8D0E594EH7ATzMLhlcLLdqNIB4tHTKIHS3A7BKhhA0J9V8tF4Z3izBEgPLPCAOd9E8z2gmkgTC++GKBiyD9w88tFEjjTy3L1WKLfA5CuBmLEcn2jzECioeMLQRo4EsJC8QQjAZnQWJOXMBoQIAwxgDzzz1sQEWBBvzsk0wL/fAzZ0rzjYBMiitS2RAFwtAionj+pEGEP0KV0ME//RhTwprCENACAbZoEAwvRGgwSS2XgqIBl0SclAwFD/X5p4pTSuTPq68i/wRrrCGBYkGdiGrQgj/EJGOMBgLxMyYBkFHwzyS8eKkBKMD4WgI7tthYgpsUEEAMPyWG5yegrS5Ea1FtEeSPQcBAElFPArUQDLbyWSBMMrzww0qa5vbKqS8amAtKssRU2+axwPxCxD/qVsdLMiX8oyq3QiX0bV4wqXXLuAIFppFhgtVyKKIUJGPjLSVA4s8vk0z6zy4EEIGpBmns00ILuk1iDqe3aJDMLsG0QAQFPEK5aqADfRuxWvzwQwvF/LhJkB04RacTMDDOtyOQtCgVA5P5/dLTYCbtEsMHuxDzi0222DL2Pg/u40uhfS7wp5QNB03xS1sVXTQttzTz6jbNtP8jDAWtgAJKK4JZvFzQLbr0YoziDemkThh9xo8tge1TNEa3TP6Pxv/Yotw+tbhk3wIowl3Q3GllVbSCR98ygjDUVNOGBrRPMpCo1EQTjT0WvJr6lBQnRGGAGzNo/PHilVf6iqirvuDRIwAxZwmRENRHQSgQFEkkGlQTzTbL4S1Q8Ae9lDTojCOvPvLlLQhghOMCVvWCeUujQcIDKSFQEAxdYMRAkUgDMw43E/KB6x/AEIY/9nGd4q3vgckrzz78ASSIjS8vWXGSOrZBjRaIJHuIYMMfllNA4YmOArZYUnkOxMIWuvCFMIyhDFtYC3/YggL7sE380oItCO2Caf9owkj/LuCj+B2ufGnBCaFIZ5y1OPGJXUFGVqSoFSpacYpZWcDfcoK3uPHQSbeQBmeGERcD0iSJtQgSYe4BhDa68Y1wjKMc55hAXrSpjZThxWTwKAw7AuOPvjhJFy+YOieRQ4wogIBf2sEQ29TCazGIpCQnSclKWvKSJgFGC/gByV24TBityWQLaMETJkFMKPHTyj6YAYrscSZhDwOXXmZ5FJSohyl8aVhPkIK4tNhiF/5owz8UeRsxmtEn+zlIF2nZFqXxZXMDwaUvBPKoUwrvH2zwoISOWRSBGIMCaTAIBXRzSmZuhpwnE0hOBDJNgRDgjAkJhrkEdUSRmNMzQklGLm3Z/62IAFEgQriNB4zFTYugk54EmaCPiGED/kSjnghliT+qhrdaDOw2wIJoREeyw6rtgxbReKdfCDeugm6UI6kkEYRiMDAiDqUE4NPoSUUytwxSjh/zlIFHrheE//1DN4yS6UxD0lGP1jAabECEQIS4keu1gAKM3IxJh4pSDM7vo/74Qxq29w8P/MMB+muIT//RBQ1QAyTAoypRmnfVI90iGsTQAFerp5DtcY8CQBiB78QnVLVydCDyqxq2juQPC9hDGOuoRhraGVcKgJMY0ojGMGClmYZN1a9EzWXqtGI3o23mJniZVWAHeUHM3iZ4Q+NK3CqmWviZdpvkA4rhlsm8yxu+1iqwKt+4bBcXg+T2tjOd1axOFyvbAtcjAQEAIfkEBQQA/wAsaAB4AIsAMwAACP8A/wkcSLCgwYMIEypcyLChwBED+zmcSLGixYsTb/2DGAPjwVoeQ4ocSZIirZIoU5K8xbKly5cFR8TgNXDfQVsCf/3697Knz54qgzqEKZCW0aNIj7KsuVMYL5D/hMXYSUsarVtJs2o9KZCo0K8ElyblR7as2bNmr96yxcuYMH62gNF0egut3btJeS4FK7SlUbK1Au8bTLiw4cP7atHix0suMCAxgPFDTBlx4FpkjbbkG5TlYsX8fvEaTbq06dOnY0SmoCGNVNSwY/9SjFkt55Se+f3j5ysNsd/AgwsfTvw3sGCtfRVfvjyNL938bN8e6dnoPgrVZvO7zL279+/cr9L/Ak++fIxqFGwtlj7do2fFFHz5q3u3vv37+O/uvuXPF4Xx7LV3EVZGHecPWf2Up+CCDDJYlj/E3KOUgBjlRkswvPiDWYMcduhhLbfwEsx6e1FI0Xu2EKPedgtGN96CiwFGXnQfRreLioqVaOJQWNVyo3oM0uLPPkL+U55ul7H43W4fgvRjjhrtmFFddan4YnlCQpJMMmnwJ1At/vyjoW7/lEATT2EOGSV/yIWVGIxPBiilQ8L4IswISpLnDwUdCMOaP8JowFMwJQCjURolJBOZL/8Ac4gwYZYZQ5isQEpMoZ8pSMuPROo4Z0K6dWRHmbRYoKBuBFAgUJjJ/KOBP8H8/8NKiqxMwgotJajaajK22NHBJATQAgorwADTASTE1AWnip1G6ZE/0EYLbUmsGNRKjzPeQgCjLfxjCxHAeKtBCawYMwkx/xCxSwnoJkNMB75A8moy13UrTJm23BIkp3IuJO2/AEuLkKANTZVuusZkCh4//nQLawe2TBIuubIKM4mgBNhSQjBpsPIbLS1A4g8Bu0RCBJMtdECbpvx6ilDAMAucEjDECKOsgvoSQEAyFPhDBKPAJGMHK7wI08GwuFJQCyj/qOrqyLsYKxcRLYBCI8vM9ktQzPPN91KkPBljEDEdTckPVlYuKCYtxBgTZgy2MMwL2fsA6ssu/diyy1r/8P+y6W4xEGmM3zSvjLUtzb4McE/Rrgptiof8Q8AkqjrrONgJvRdD2kFCu51GgUHbzHjQ6tsjf6abWtfaYvpzpYL/xOny4i6l6c82I0QjjS/V/ANKBwKda08cjbf+r0Lv/ahwk8w37ySOcv5bu5hx4IPeP5Eg8I8H3PfBAgoosOABAgh00QUFxEQzrfGYF5QbP8H8crPz9HfIjwW/BJOZjtKzFO0640KAB1hghAs0ISFB+EcT1mCEPowvEm2A1OUytx5iyGdD9cvgqcBEMxJtLVq1a0YaWvCGPqwhgUFIYRNkcIEWuvCFF/iHEhLYBCN44A0tsEGk1meQ3NhCA7vQ0G7/ZKTBDJoFTLvQQNzYI62WQMsLRHiDEVIokCY44A3/YME/EmhABcbQiwIBAwsFEgQWvGES0XDcQXLTNw3YjGtwjKMc5zgfXmiAF3WRThP95w82AMIIEGiCC8GgBVd4wHtg8IACHYAAFCSwittzgBJemEIWAKIRaULIe0KEvnAV65OgDKUoR0nKT/rCLcDwRbFUKQxjqDKVqBwIMSiARygNBIROLMEbUgjDJpgxgRBgQTJYIIM3HEAgrnDFBRyAiz7IAAwwvEAQwACINGSyh+8xijBS6YtuevOb4AynOMfZTT+Bok7eNAYo0uBKO1HgnN0EhjCMohi93LKJ/kiDKyDw/49oNgEFrnjk9v7RhzdkQiAyyKIWWIAASUbTgE0AhDSQV53axCg/GK3PQGgSmH+ITSBk2ehuPhOdzdzTdSe5hSvoMMlogiEIb3hDF763RYIY4R/auwAKAJHThwYBBS1oBkUJtJ6F6Kt+/2DUQKwzkI+ia6kuUovltkYADVDAAxCIphIOeECcOiCMAsFiEPoA1jA+tIVBQEAajboUZ1HgrXBV1Yj+sZW6aqUgO+mbQJgmkFgJpCMpdZlGiKGBSQykD0KAIUES+g8hDOSLQhDkFpUgECFAEwwCieb2gMCj9kzVIHnFpkkRAopupQurLxSjK7z6DxnIIIGuAIMSwPBVK/9StrUyECQYdtvPFzYBAX/4yk+G6xP3aYQr9gxLReSDiDUIsoVKcAAgUIDZA6zWASzAhRGk+w8teMAVXQjCd/vZByPclIstFEIf7NA+o1JIqQRBbki6Bi1iACIIzxUjTx0AAmP2AQEJhQBZ+fkGIWDxDSg4wAC554EguDAIdABEGtv7KYbI9yIg9Jo/2gAIMDiWtohoQhMcS9MrDjSs/8Ci9v4rhGTuNoYgcAABvHDNClMIl/zJJyD6wEtXkE8GByDgPzCLAjJiFqcGBsQ/bppMEGyxCR4ABRBqbGMB7dF/0WiBK1jQhCA4wAjP/GJ0H6sEJVAXph6I4QFvmkhX2GG2GGqssomurBF/UEOXHjBClwUyWwNiFpoXAEMToKlAGhqBoW8ogQSLJ+c501lMMUgD9rZHwAtsVaBVHDQYDu2BLhxAA9UYge142GhH0zlazABCGjTQBexFgqAO5B72yne+YEhD1JcjdalNTWcvQQt3MRDGWqVBjXVIQxh/GAYPA7ZrG8OMcdPCiZgKAsdmNzqO/nOWYeVobWtjO3jsY3a3x33S433Q3OROt7rXze52Vzlc7rZxQAAAIfkEBQQA/wAsaQB6AIsAMQAACP8A/wkcSLCgwYMIEypcyFDgiIYMb0mcSLHiRIgYM2rUeGvjP1r7CP7615EgrxgCeXk8KHGly5csCdKaSathTYG0bPESRnDXzjT//Anjt5LmTYElYSrdWPImP361okqdSpUqzoHGav0jpuGWBl/+qood+5Tox6VoPdaEqnXfPltw48qdS9dWSK0DW0zqYCtn3b9z3f7bV4vo0bSIY9bEG0OYMGOQI0ueTHnyTmL/OnRIs6uyZ8+OUf7TWjNp4sQda4aMQYHC6X++krXgCdPXPwppUIYs/bq3Vl4agO2zYMGo8ePIkXeUmLx5cgv7gGlQibc34tREY0w/67x7c5I1vYv/P6sdJT/e1pWW1JoG2MCy8OPLn0+/vn36BIG5xms6PcxaMaQxAi1E3WfggQgeSItWMVTnn1IE7sMTgf8oeIsFBxY3k320YJjgUxV2JMw+5z0IIT8SnnVgR7Z0dN9abhFI3y0yfviUiCQeZiJHH9VCSwzBrHWfBbe0wAormL333k12/EJMkgLx449AU/pSQoVUJtiRMbaUuKNSaRjjIof/2PEPcK4Zc9uaxvjjj2sCGeOeMVea9A8BHbjnHjHFrfgPlz6S9OVGu/wSkkDNVMjhLazYlugtHbDimmsd7BOMQB3cYuZIFLDyDyQCJfMPEVupVMKlNdq3pS2B9jfoQqIW/zRJlPUVx4pKoBDwDygqDdSBNETY9o8tAsEpkAZ17kLMrLv808Iu/iC4aquvZjTSQJNMSCYBpGrwzwhE8NRCMr90QFCsSdrWUQv/JGMLBaB8RIu3v0Rr4LToVZuRL65NaeA/MXiK5K48JWmuQLp2pAE/unrrbLuN/RPMSCUQ0KKfgOab0ZRudjzldT3+s0uQit5XYTAT7hKoMZdqZQwxfcUQw5QoAxwDLSpNKc0tLO9zi7R/sqqxQh67idBDLehKhAa0FYXihCXfl5SUilKJZVD8NPNzotG6KeVN0SKl5T8jerlQ0QS52cwI9ETThq7tQhKN0S9FqG3UNuat93w4mv+NkMcD+ROHMMRQ0EUXkSCAwBuuIHCAGKP8E0kXGlBATTTbrFSLSjPhvffnNsp7poN/0/1PO1yVgIAHfaBgBB1KKDFQE7ErsYYRLHjgAQIlaLBO5g2txw8FKhUI+vEJYskLBVAhdRDg/vyhASII9OFAE/9AMJAM3Hff/ey0G+HBGy20MUxEHxGl5pjvIe9+WQQRlaiaJbraMaKQuOLBGv9gfwEY4/uHEprQBBmA4R9gWMMBwSADAspAINgzAgKI0IaPMSQkmLGFBfWFEX8QixggScj9AAYKBFwgCP/oXhMQ4Ip/eEAJfUCgQIyAvX+g4ID/WMMFunfANbhiEudLCHb/9kEL6cTpM0hMomeAIQxeyAkywDDGTqIopyaqSU0CAcZahga4aBCABQLx3g5dwb8goMCF/EOAQAAhEBZ46h879N4BPQCKICokQsPyxZP2yMc++vGPgORjMIwIDD7ahgLACMYgvfWyJ/mCWDki2ulAgYIgeI97O/yHA/rHAjUSpA9GsKEMdIfAS3IvCB5owQYL0pTRhAQqbomlLGdJy1raMpYP4wlcBgIqwRCERAIhjfMM0pE3IcCSpmwgC/sQwzc0YZMEcUULWZAMDyDTlP94wzpWSZBWVqgwCwHJLcc5y1tAySzEymJHLkUQcJ5FUAnZRxeMwEA5guGeALThP4xw/4EmnLEga6geHJPZwD5ogJvdTMpN3JMQs6RlEr1ayLWO4qq8DAQQBRQj/1jgADAEAYUXiGMTgqCEByLwhEGIY0gvuc8uIJSVFU1PTbAoupSITlgr0UAk6Om9FeqPBU1Yw/WM8IaOyiCUYKDn/5Aqg5VesgkGfSkHC4JTjLQkIdWhAGaI8YZryiAI1PtHEMDoChQ4gAD/lKELV4iIFHpABswsafeC4Ap8TPWuQRnILSbRh2sG4Q2AMAIEdoeCN/wDAdhzRRD6oFhEdFIG1fPAYW/IPYEggA1SxeuDODalEYDCmgykawyVoDsHeBIMfUAABBirhBbmsHoXwMUxuUfAN+i0IlGaneoI29EKV4QSla54AwpQYL0YugKUHsCeB/RH18N+FRB9oJ0NAVEC4OVWt/fzRyOIgIAzFlCHKRwoHBn4PweUtLtgUIIDrKkEFrxhEtTI7HV3BLh/xKERJXiDB1DQTxQKBAw7VCmA4QhBB+TuDSWwgXznO6j6CsU1imMdC4ygw9jhkw63I67iIqGBYMyMwSAOygiDMgJ8VMNwXZBcJBKnODVSjgLVEMYwFhxi7I5YxNsYRjuSUUdmMGME7TBdjYdckKJtsFnwJLKSISLkJTv5yVB+EKiiTOUqW/nKWHZJVbP8pYAAACH5BAUEAP8ALG4AdQBkADAAAAj/AP8JHEiwoMGDCBMqXMiwIcIYDiNKnEhx4T6D/mxV3MixY0JgGgkSs+OxpMmKtojcIkgA1MmXMBeygkSwA7CYOHMKJNZhIE+dQF/y+seKmMBkLYIq9WhLA9J/xjrY8re0KsVbkDpM8tchqdWvEY0RTUaSFj+waBkKmyQwWMi0cA8aM0oyrt2DzWg1u8uXIK2+gAMLHky4sOHDiBMrXsy4sePHkCPfrRXsX7Jkkjv6azYCImaBbZhllujvD5B/FCINdAXojYdR/7p0iUQhDRB7VEcT9Icv9T8EHvr8c7AGTJPjSsBcWGMEhXAE/yKliZZbsgUKJVwbudAkyD8lCmUQ/6SDQmCJRtUb+0tD5I2RJgLFDwQDfg33gU2WC1wzUAmLN5NQ41g7rbhixH4DeQCIB/+AwcI/Fxh0oHD/iMefQCwAwkZ6h/FDBINgXFhhhAc2YQQBBL3hwEB94PKgfPsp0cQbdmyTmD92MPiPiCP+c+BAEAgEgkAovEHQGjAi+M8bGiS2jisKKUgQGAYBIpBwfYBXEH9KuPKHYZDUQkGWIiIpUIRLPlghlf+w0ISOK8Z3EH8eUJCYfQTBuN1AMsiwxoUhHodmExb2ySMYfdhpGAUa9NEEjzp+58CPgJS3BgoXXIBpn2fyJ0Oc+wXhQRqIReMKfBc2gcAbMsBn5YO4UPEI4XxvuIKAAwhcAB2b9tHxjz2I+QOJkTv+8+Y/KARxgI+urPEGmwIZKS0YbzwInQMWGgdII4o108IbMq6hqkBgHAAdlIDwR+ysS6bpQAcMXkgHIJBwaJg/bADi5j8UqvmPjjoqoSsgfYABCJSZEsCCcUowmIa9iAHRgisF7whqjzLoN9CKB4JR3o4euNJCNJH548VvbTpgHHzsypcxucaCYQSFbOCj2z/M2KCBasD1wYIRKof456QssMDgG11QQM0INxcURzTUBKOBBl0MpFokkVRNQTXrxLBX0wv5s42Nn8QxwggWQAw2QxD989fa/wQEACH5BAUEAP8ALMYAbwANABQAAAh0AP8JHEjwX61aBRPy2pWwICgKDQkmgxhRYDJfwireYiXMHzCKBW2xsvXvVgdICY2xGiisQ0aCGpLB7OCPIKgWAhH+66ChYs+XEQl0uEUgIr9/k1iBqsirWYl/RJhq6FA0YowWHSr+w1iC1dOIt/zVqmk0YkAAIfkEBQQA/wAsxABpABAAGAAACHUA/wkcSHDgvn0FE/7btY+Cr1oKC/7qUCJGxIKgKFwsSATSRoIdPw4EpUGkQAIaTRIweTLNP1vAfLHk18EOS14UWe76V9IkL5EIWQojINNkiQ6TPtry969WMlYmb/0rIXIXBQI/P5Kb2oGISGH7jK00aSyrwoAAIfkEBQQA/wAsoQBjAFMAOAAACP8A/wkcSLCgwYMIEw6MsUuhw4cQI0okSOvWJF/+JmrcyBFhxQ4UMnYcSTIiLX8ENIgsybIlRZQqXcpseTLlypk4OcK8mbNnxH7JIPHzSVRi0F9FkypdyrSp06dQo0qderAh1aK0gBHgdbVoiw7BuhL19a+E2LNo0z6NUUvtzF1aw7p1CalDMmNzIbZ1CAkhWYH+AgseTFhwSZ4Rb40gGGOfwFuAewaOePOWZcgPMf+7tS/GL1CguM68rPkf4oIiMdNaza+169ewXwM2NqkDwUkUY+vWvZrW48T/aLX+V6vWvuPIkytfbtqfrb4Fb9FaTr168X+tfZdGvRm7QH6/eIn/H0++vPnyu27xIjLQV7jz8OP/GuodMs+MkIfy85VmZjBg/9gR4D9yjUTMP2n4ol93p/m2DwXBzLfbhBTyUwstzYxwi4UVdtjaL8FQYIt33EkXHAVkbZcXZL5Q4FtFpkUW3D/AFJgXQv/NGCNB/NASDC+n3WgaV8IZJF0tI9rim0RLOtSkkxzRsksw+1xY2pENOfbQhf+M8IFEFvYk5T+2WBnZhhtWM+JDJ7GRTDL9DbQXcfSZ5ctfAs0pUDDQyQmRlMGUCaNBvgjDpUJDUfCPMBRosOg/joYFIIIDAUPWpAQ1lMyjBwKzIZtT2rIPjBnZEsOa/1igokH+JKOofax0/xCpQLYQY5tAh/zDlQbJ7CPgPwTcQgCNAEJyIH0KASoqqawY1AKbrR7YwqZEAKjlP3gdSJCjA0HiKCu1UPCsMMmUYMuqBik7qn3/xEAQEXg5NNQkm4Y1IoCHsMJLswaF1QExZE3SZwnsEfcsP+hSFOq6OwoEzIEmbrmpqwJd+k8L/A7kGwV6/tMXAXDRyFULoNBiAaiBMjzZp7QQg6pCbbW8kJa8HLiYMGTxY4tVxHC1y4hs3SIMV0AQg6yTC5P6GC21uHttTpDVAtktUmum3UZSqmnmQFiS+aSQGie5NY9D/ZLwiu4OR5BICANMHNgEteULMZ/uiJ9vI1oF90ANjamodEEIcyXM2WgJrWvdJTKtHoTEAuP445BHLvnklFtqjDCWOu4LMMIYs7nlmG8+EC+Q/R0d08GFfufqrLfu+uuwr26MojjLjqDnhdJ+J+e+jc1dd6iz5uHwFA7I1XUCOar2QD1+113Da/8WXPMKUV3c9dhnrz32/uC55LXGZKQt80tiFmRzXAsUr0c4tYDUQ+4+D31CkzkFmTBca4aUZTTufRCmEqkfQgICACH5BAUEAP8ALKEAXABSAEEAAAj/AP8JHEiwoMGDCBMOVKCwocOHECMWfNbmXwGJGDNqRPihQwuBzTaKHNmQ1j8CHToE88ePpMuXAm/tItKBgIZbyGDqHEnLXzJi/nYK3UjrVrI0QYcqjVj0aNKlUB0mCxa1asNkVrNq3cq1q9evYMOKHUu2rNmzaNOqFcqL1621L4110ADXJbEOyXbVJTlpr12/gLeOCLwxhi8ixghj3Depwz9igYPW+qfXoUnFG0uk9ce5s+fPBWvt+rUrGBHIBn0V/My6NWuJoGPemk279mzOAv39msSKVd+BRAQK+zfZtvHjb3N7dogbufPjuIEF//eLbsHn2G3/64yws21a4MOL/x9PHnzyWhpYDdTs71b59+9tczfIuXb97Pg507Iz8Fd7/M/dd9tTA923nT/C+KLgggw26OCDvggTQwse/QLhhRcK09wtuBX4H4e0pBGMMG2VaOKJKKbY1i8j2LKPijDCKEwwafREW4cH1kaBL+0Jddk/P47EoS8U2PfUh/4As1ItTDbp5JNQRinllFRK6U81wPzXoYC3EBMDLVWGKeaYYtISQzBG5jibLb7wQ2ZLYvLTDz9uTkknmU7+44stNwYl4C5thvnPYO4JtICdtzDZD5X/1InnZL7E0GeOnAG6aJWDCUMAASVMNlBy/ywwkDDEoPbPLfssI5BJGiSW0z/IjP8gpp67TNofL0mK+cE+/5TgSwuiBQNJLcZA4stbqnUgTGIDSTqcBrT00wEo/NBCgQa7gCmoL7UOaJItvf5DgTHaMqoBVj1+1AItwAjEznDB2aKZQJAQ0A8orCRTgi2sELDPRxoMN2ukfWJVECgCVfkPJAinwYoxJfBnLSSsENMCXQTwQi8BAgEziTG8+tOCanQFQwsyA0s6IGV69dUCBY1W2YwwHfACKST8BePYTyV8xIrG/5zrizm0EODLL6cSATM/vHQwiT8p2yqQMRoaM6Y/GtTkMn+/cPzYLup1AO4/vE6Sxkm+aOyPZrtQMIlNUG+rMod+tlepL5dSuQA/CB7/K9Au/MhEnS3LaByDaJLqGQM/MQza6AjG2FJLhM2MSeukArLpqN61qErLCLd8MMICb70F+qn9WPD5qoOZdMtg//QzUD+Hbtst3WrKFOijvPfOKLeYf8gPMfvk7fvxvfezDzGBr5zjdsQA4Y+syFdP5gj+GAPUqRx6SJst2PpjvPXkR+kP+Hw6r2ZPvLS6D3zwxx//B+SpPp79nxujAa5F4e69e/7gFTcwRMACOugf7VKNgv5hDgTqSTX30JOeIGMLf/QPR8r5z4Fq8YsOevCDIAyhCEfYQV7Y4hzAikEHY2CLFkSuLWxK4S9qIaAD0YdLAMohdprFvX8A7VRP0YtxWeZzww/NpiEW1CFyHPgpqI1KIKopkJEIdBDuPEVEwchiFh9TOiUapyCVQdo/pvOYgYDrLURkDhWhssaCNK6Ky2Gja+b4GoI0x0OrGUkbodKu62AGI6DSSEAAACH5BAUEAP8ALA4AEQDjAIoAAAj/AP8JHCjwlsGDCBMqXMiwocOHECNKnEixosWLGAlq1Iixo8ePIEOKHDlyI8eDJlOqXMmypcuXMGPKnEmzpk2EKVHy+8Wzp8+fQIMKHUq0qNGjSJMqXcq0aVNbBQ1ulHrLmDljWLNq3cq1q9evYMOKHUu2rNmzaNOmBeaL3z+pBBH68lXrlgWbePPq3cu3r9+Vt2gJC1br7a24h4X989dvxILHIyJLnky5suXLmDNr3sy5s+fPoEOL1vy4tD9evgwjpuXLFj/Io2PLnk27tu3boR/vuwUshmrVtozRgr2vuPHjyJMrX868ufPn0KNLn069unXpkR8f5vVbanBatSJf/x9Pvrz58+jTW89+lztc78LDj0Dutp/xfxb4Fe/3D9kC+sjUx1x+6hVo4IEIUhdZe90Z9N0C8x13yz6K0WLLLfwIw88H+yxgyy7LWGjcLrbsQ+J/yI1QizC/6JfgizDGmN6C/7h3mGG3PBhhcbcIQwQoRPByGiigEGCMPxQQQEQLttCyzz8LlAAkART4I9A+tAhESz8l+HLjP7VAJVCYBclo5pln0mhjVDkKB6FxtXQDSgn++PILLXPWQgEw/7QAyS5EvFXLf/8kaYwtvFBQAqJ2aPAPLcTwso8vkFBQ1y92UNCfMRposEAtaIYqqno0Kvaeg27uOMItGiTj6D/GgP/Cj0G03GJHMP/YQgAvTj7pY5YlsALJPokSUcI/iABji7AEPDoJBZM4CkoyUII66rXYVldqg20Ot2OH/wBDRDLC8EKEPzGAslgJmvJDBDsc7iYuVCU4CqkGkwjUAjC/TOIPMTUSEEy+t0yiWLYIJ/zctqd2+2Zx/wn3zyQt3EJAanYsdus/GhDQj4u8EUGvQMIkw4sGLfTJr7+48kJtavxMAsyECtdsc3EM33iQjnDeUkIyLYDCJzHJTCL0Pz9PQoAwNMsLCr2Q/LPLJCUEiqw5vxCxDAUVl9CCBrvcQoSXN5edcM5s8gwnP75owMuEPWqgWD+/pGbLMiUWV8su/+z/0w93/PnWG38kCuQbmBQEYwt/YJrt+LVo46h2z//E++Rb+4gZGHKLT9ikhZpb+EE/dUFloVvLePhPP3k/7rqZke+c6uu0145g7Kh6G11pvPfu++8o2i485CPcZarOuT/snG7kORb88NDDXvw/x6c9O3NQLQPOPxnw8I8eltShhx51WGJCHTwscoIO6guwSCCBZCDAAbU0E/39MeLu8LfJ0cLEPySQAwnIIEACksGAAiFDSuQgEDlYwhfKw58EZzS96knuesuxQBqc8A8TCMSDHfzgBz1oAhKCEIT/4MQJimCfCSKnH/6BEgwXIMPXQIkfNlwADiWov8kpZwThyIAC//vyPBdiqQjR2EcBbBGDZyiRiU5cYgxioMR9NLFx0eshBpUzDHAwsC86eIaLjDgfBQhAD/8gAw8EgMKB6EEFKhDIG8FRROFpUXfLWQAyThBHvpDgHwVAhhGx9I9A+MEmArBGr4Z3xwgmZwHYMMEfTWLCDrbRJMroz3lqMZwPDOcWerzFCDy5AFAiA5QFoiEaNUIGEqZkkgKBhrXQMxxk/GOUUDIllD6QyxYqqILc8mFyhpENkwzxH+aLiQ5WV54wCWMfQBCGLahRI2fUggnSpCYvqLGAZszSPMiIBg9gmcaY8IAXFkhPLQqwC15YM5r/oAai3vlMYhRhGeFoHXQayf+/4+iRjxkgSAbiKERQqKAHdQhES0hwggIs8jqwMsM/asBGifbxBGcUSB99sY9vkocW1tjICQSCCIGU4JIasUY6z4MMqJBBBTUQSEVfGlOKmsAMlgAHd6bDz+YsIB0oJUMLSMCDSwgAaX1kSQCGYZ4F7ICcBDmmSVZqHhVtpA7/qEOgBIBVqA5kEY4czzDyIZA/KjCgZS0nWnuwBEfxFJgNEyZyhiGOVl51jccaYUsUkAiPUgeQZiCBCUvYElmixwLS0IgKsCoQHkRhpCp5AhAsVx5ectCSIVyJHmLgy33CFXn7Y44eu6ACtBJkpFH4B2QzgFKN/NGh5KkFNFLSWoL/FMGv1+nH4T5oiX+kVrUuYSF6/rGDL/5jjS2xBC8EiZ3PWg+PedyDV/8hgBacIAMjPepAaosKKDUTGgo4bQIzSxBYUrU8/dhFbzWCCBX0tnwrsYRwzzOM4g6Eq8hcCRIosIy3Gi+YW3xkHqQqkAxYggAnOMZRedDb7mF2I6mARh2nA0gAopSwKWEqej7wP42cgAAKXNJ480sQyVKWPLxMqgpShkzTEgQVGWiMf6kHYOg+0gKkdfEHW7BgRJggjtq1q0kUWZ4FLOK0ApgGYzdCAoY+Cj2P2chRPViHkWIVsplFBVj7eZ0FNIAgAjjBNE6A5Y08AWAztqDsbDzMfBDY/7X3jSpKUYEJx5CHH0U4ASxPEIVj1KG0IizrJB/60QLAWaQybSxB2HFe8twF0NQVs29VogJfnNg5PRXtN2pLEA/GUQXeE/KL68xl6eBZzwRhsUZQ2F0Nn+cuAFx1oAcC5PUKBJ2HDQSkVVDSOhyTwCYIa3MyrZzRJhUmbyYIkckzjAB0d8QDRWYUtBvrOjDh0l3exyqRTRA92Pk8Xo7qeEE90mMXqm/N/W9cA4ycBWRDkpx+ZUpS0VfyVFiwUk6tAKgtEL7i1jofAEJeGMGnDf+jjygMaGqzi0JL/MLVnlU3aOXqT2TwQA6VJOwJZ13etOYD29OpRRHCO0lYKpAMlv/w3kC6W+9NFqHjTO50eTFxW/QMAw9/vGRvFciDY/rhnMyNDrGVU4t+UEAFJKgBI/yABCqQAAlI+McTuBdHEsQRFQyUQ9bJoIFnENo6zXiHQKL+7D5eVqMkHqN5miGQ7j677S/eCAPBAXLrICMd/2Bg1Kmggu4G8Al+cELfBXICNKebxutmc3LwM4JvZEMc33jHDiIvEHFUvph5wDzmNZGHdCBDROUBZBoKBY48OAoP/2hAMMDxDYEUcw/D6Kx5+PEM7ngjD+d4hzhu/w/L/yMPvRfH9sBheTGqcx9pEAceKND60msg88z/R+lrxMw011jYyBnHYyzgH+4vwAIW0OP/Mv6XOmSEfxgWGAb6h/Ep9GSvmx+g4TCaYQFqLKMZC1gG+vX/7/G4Jv3x9wEAmH//8Ay7hAzIEIAIqA76ZB61oH930U0W8AEj4AzNkDpsR0P+0X/LMXTXYSFXonaiQgvAYC/ZQguHQzrYUgtuUSNftx7OdUGKRx06RBDDcS1ZQhAieCa1UBia8mQ4mFgC4RpVFYNrhn3SESbc8Q+/0CHXUgu7tQsc+CJKCCu/MGFmUgu/kFi8IIVFKHHPhYTTcQu/EANNcy38wB/gkS2l1IUviCYW8jZTKHRGmDylRh0tuIOh4iHPlDBu8QuyJypaKAyBeB0eeB15iDB8qDB/WIho/zKIjqgtdRhasycQeogmi+iHTBiJ5lEitvCJoBiKnziIYSKKppg5CzOJFFcdiciGttCHCNOIBWKKtCiKC/ALwlCKtViLHaiK7GYdrYgtmRiLm6geu3iMxCIMI3CMyJgivjiDHdKD0jiN1NiDtMAd4FGN2jiHx7GN28g6YOKN2igdnyKO1JglMZCN5tiDWGgcoRhyuMiJySGKzgiGMihstzAMzLCP/NiP/sgMIyAN1jAC/1iQ+/goDcg5mGOQBlkEQMCQBbkqc3gYEPmPI8AEBUCQFcmPd4E9n0gLIyAM1iCS1lCSJnmSJVkAzsANBYCSLlmSJPkkoFiPiDdxAVY5zv/wD6OQA/DTkz75kwTxk0IJP+dmhglpHE5CARQwlEyZA6NwAIHAk0zZkzr5D9ywQ8xxC9agAaNQSFPpkwJxAF75lVHJMUyjHKAIUiVwAGzZlm75lmxJZnA5l25ZBzk5k8bhgfH0D1fQA39BED0QAZFQBG84KBrAby/hlzExUnV3I5WgmIkJE1vQA6lAY/NoC7UQDS3AA/VQDj3wmaAZmqJZDvAgmqYZmv9QD5WACEwAOscxdP3ADBrQA3zwlxoBAqKAOcpxC9xwVL1gmybxgjVYCcBJEBBQCRoQfseRlhogChDQA+UQndI5ndRZndZZnT0AATwACcPwia/5jBHkPwL/8JwBUJ7meZ7omZ7qqZ7HcAWBwH7K0QzBoAB8sJ72eZ/r6ZcCQA1naBy6pVD/gJ8CKqC9UA6BwAzfBIojQAGVcAyn+aAQGqGfWQ5boAFFgJf7MHQgJQD1OaAeup7HUAnBAJ/JcQsA06EfmqLmWZvOgG398HICoaIy2gtbcKAJ+okLWgmlKaE8yqPlIAkWiqEaag1JVp4BGqPoiaRGGqBJGgBHip4hOqITZqL/0KExqqTmiaVYaqTryaIuCqNP6qTqyaRL2qRZip40aqPLiaMMuqM9GqGT2QNxOppAeqHeiTPg+S0bOg09cAwB6qfo6ZcOWp602Qs9YJ6Q+Q+/aajm/xmlJIocVFqfihkAfACoiCoQh7qkmRoAirmp5+mlyvGiA+GkBHGePfCbmdqpWSoQfoqp55mmCLqmtpCjO8qnPcCnczqZ9SCncloO9TCncgoPFHqaPxqkd5qheXoce9oLlckHChABECAQv/kPlRmtfFCbV8AH0fqbqRABfumXV9ALjSqijyohJ0qp4fUPEcAStakRvcCs/xCtnkqp/9CioQqjhkptpPoP2dkLETCt1Mqq0sqXqZAKV/AP+vCqNRqr7uidbUqhR7UFBDENEgsBB0Cc/zANVyAA8AAPGXur6goCwxqaxWqnrTOkSQYBEVACIHAAJ9ALbPmuOTAJAgCz4f81CV3ABxEQCNzaBf8ACgrQBVsgruXpqFN6rv9wAD7bBQcgsRwqsZMQARKbClsACgdQm9qlAJNwAAeLnqCaHKIqEBLLlwIRAVjGYuvaC5B1sPfVBT47Ugqrpg1bIg+7BZNQCVuACJUgCiWwrshCBBIrtKLACgrQA10gCvAAAV1AAE3rmSRbp0KarEhJpNOgrv8AAvu2sl2wb1kVAQHQApOQCnUgABEAuicAAcfgsiWwuRBAtAFgtLt5rhAwP0kbAQdQAnXgtyWQCsWACCmTMvyWCiUAWa5Lr/YKtmA6tqqVCtZlZWWmrseCVYjgrEx7Al0QXnHLsMUxk3X7Bv+wBbn/SwR14L2I0AWIAA8CwArXSwCiSwQEAK1R0AIt0AXP+bjGerKSWxx7arkgEAgHEAFXsAVuy6w5sG8lsLG9IAB9OxAHMAkKAApH5aD/cAywW6KyKwBvK7aiG6+JFpaqtbllOxASC5lf+0JgOhCKKZYncCzR+g85MFIKoACkegCfSV0CQAT7Kq0Le6N0q6OeOQlXUA6IEAFvSwonAAKbS2YIkAqn+wkuC61dgLclRaf3m5f5iyWU+651cCzF4LfPeiy2izRXkANdILpN2wuzmzIO3AsKAAExfJxSGrtV+rpbcCwlsAU5wGLUprTHwrQKUAI5IBCpUFIb0QslfBxhqxEC/zC2YnksYolVAnAFhMxYtRkBEVBS7zoQsMrD+9CmfnkCREAEJ1AORIAIdTDIiIAIAlBSdwwK60oEHAsBJwAKiHAAz0mawlqykWuPR6inlEubWyAAlSmWVXoMadsD2rUFEcAHqUBtW1AMvXAFx8C863pU5Hq0c+yXW0DMXbC7ihoBCkCjwsyX62pG39rM1MpiYnnI/nnCxuy3LSC1HWzJEiu1yFyZ/1AMAbAF2+y31LXJstrJOgqd6CuWlSDKB6sAB6AA8GC7OgrO8DBt0bmxAlAOdRDDdYAASQa5x4qy08CprcqsEhsAaKyoHPy6fECbivqZfqrSCp25cFyuxhGphP+qEd/KwYBZm5CZqLYrAIF8rfX6pSgsEC2Mz6UKAdGaw/wKmbJcB8TMtQaqvZnDpgM9mdFaDpUQXvCwBZXLp5W71f9QmhnLzx77D+XwD0ybLyfAz1WMp7xsh8pKuYE6wfOaou0ZwnxwzXKMopfKrzLqpKkQXuB8DOy8H2Bqqqj61/32v/02mXK7vVTtpp+5BeWAq29KsuXgsmakrltACW2NrG9NiforDeP51/ipmIvanugg0zzCDfRp2vaJ2phKXfwZqrsF22PaC356DIvaAzkg1QrqyZd92bksndtsslYc2j4kGLaM2/YJmP9AnI1mHPK5rnXt3DYtELWdHLXADD//eN2wrRF0fEs8PAwa0MbD/aaOC5rTIAldYA+7XJNh+C0LQAvNaa3Xmt/6vd/83d/7nbFdsN2LVwB14Jf+feAIzt8CQZx+sxy3MHoCkeASjuDxGgXB0J9pyQ0IEK3T0OEe/uEgHuIiHuLxWgMU4JrJLd/3yD+0IJsHIAowHuMyPuOisK40fuMwvq4nwA3TLSECp644juM2HuQzjsFvwxz8oCdlS+Q0LhBMnuMCQQHDgG6yOgwUUAdP/uSBTeRdoAGQ/Z3KHWBQMQzOMBfUcOZonuZo7gzEQAHOoOZwjua+QAwFcAtTeAsxQAy+EOdx7gtAUA0UAAR7zudyTg27cZTb//soTKDnhK7mfh4MgT7ohD7n0mAB+XSZJcIP1KCUnN7pnv7pnO4Lc+ILoK6U1UBDGAraKt7LRIcjD8FL/5AG/PEBEvGGyWFLEzEQ1XAXtP4Q1fcctSIRbzEQF+jqDGHrU/2J/EALONTszv7s0M4fNJQv0I5DtAA6x+rWqw7Xd7ZbPXiCv/CDSY4tOfgPQIDs0sGM6u6dtEAthZIjzJgch4iHAgEwMXCJZpIhA7EL8pggn8IOAmEMHXUe686M1ygQ1OIkzUiTasbtsZUlRIgwnJQrQYeDT/Ias1jwtHg5Q7iLzDHv1YEMv9Af3Agj/OAb/dDvMJIl0rCGCjPxmgKDDP+SeGI4HTno8ifIHfWdLSOQhxW/glkS85I48zYJjdWhQ+xgDDCUMAefjiV/ICxoOMwu8VkyejJPfaeSK/EhHpuEDMLQGziPg7sgcE2i8gdS375hDPce9o9Y7uvxfViPPFoPHlx/HiOAgmS/JdmCQ/v+eU+vHgHCC8aQWLbg96FSFwMhiXC/JqqxD8CADI4hGenB7Pt+7X+vHvVNQwPxOZdfVczuG0K4C8s+7jGC+FfSXJFfFYyvGvwyIbBhGx0FkgMhKbSADPKBG5sR+y2478tu+xCC+5ix7PuAiwSxD5+X5MAvGaZ/S59RGsvOUb+hGrsQDLNCOut4/dXYD9wXA4r/wYRYwuzYH/7YTwsfAIUEEQOFf+1JLv7sP439QAv50U7CMP+8EAP1Df7tb478sAwDARC1BA4kWJAgLX++jP27devfw4cN//EKJszWPlsZNW7k2NFjx1r8dvEyVpLXrn39+I342NLly40h9/0SJq0ku5P7FvTrtwAjTKAuU9ayxatmSWEoZQaFuY8WAQ23mG7k9Q9YQ4kQGUq0BazkV7BhxY4lC1aYMGPEiPkiliYNMWPCjKItW9du2bNofVVb6+tfmmDEvOale9cw2bzA1Pp16wtn4cNjq5YgGfkrsKpbtULEGpHWZ9ChRY8mXVp0Q1q1YsyV+8sWP6y3TM+mPRs1/z9bq/Py4vULJa3YtYWXRl1r5FleMfgxHE76GlTZzUFHzLqZemzs2bVv584dIq19u37x7h3jtUOt3dWvj52eX/h/43n/Mr8P9mb2+avziwFxF2f9JAKlhK0CxM46/AxU0ECtUvsnBvnKs6UW4KxbUD/8UrPlwfF+ia+++xK8sDpa/ptoHwDZS29EBFu8zrt/lhkxQOsc1Kq3By9azsUCZ2yvxn9s2QVCD+P7RylaWlTwO4h4SbLH7R4i4EUVebTyyjiu1HJLLh/qr8giuxRzTBQhCnOXCcdskR9gOrBDTTjjlHNOOv95UisPw6xzzjv31MqXZP6hwE9CCzV0zw3NPP80zkTzjDOYRSOVdFI/+6P0Ukwz1XRTTjv19FNQQxV1VFJL9TQGX9Lo01RWW3UVP2BY6eBVWmt11RgibNV110XLvHJHKxfidVhixfQwmMyKVXbZOXEjogNWJvGLWWqL9edabLPV1h+t9iHGyqqW23Zccrmt9lw5y1V3W60maZHAdePNFl16t5T33msfAvYfUCDC9956A25x3n/+VfchfzSASFyD2S0YW4EjRjjfgnch7GKMM8bYNYhi0PhjjWMwF2KJ64XYnySD8QoIllt2+WWYYTbml/FitvlmY4CBlB9uSS753GxpoQCYDz4wdNU4jQaGAoR8/pnZk9fy56J9qrb/+mqss9Z6a667ttqWhIjp2dynoca2n2D6odprttt2m+vXgqmF4LKVzfYXX6Ry2yev18Zoa6r9ZtuWD3zhhe66ib3bFwsG5xkiwb92CkWitLZlBPAi95oWwxFPnNeR8Qav69eQaeEfInhB759aHsLoIYUfoqWZf3BDr5Z+jvyMoYzY5vwXzz/fVbwgfRm9a39aYOWfSYzh51veSggGOHM0YAWIvf7xyxZajNGAgoT+KYGWGDSQu+3fgxd+V2K6On5r3FgR5p/cvwVlPDtYCeaX5Y98yBgCtIAItEhGMliRhjZNYgHJIAAF9lEL3/kCeE5b37CSIYxbeA0Z/FvALggA/wli9OsWkEqGBkpAICLMLxglAEUa/oErW4RwGUTY0CQIsBD0SVB9FWxVov6hAcF8wGsjuEUyWlDESQCjXx7yxQc1QIQiCsMOLnyIL1BEESIg44LIsIULfbGMCE6QYjzU1fzsZLy+3YIXyyOALXwBRX5MYhIl5EegWLELSATpIfbjBTEQcQsCtLEFpxPG+7aWPgqS0VWhQ2MaN2SLW/zHPrUwx0nIBww0+echrdOjau6hGt1pDmuIHKMiX7U4QwIONripBRcnJBu10eID4OFHLG9BFPC0ckMf2NAtuJhDMZLNlIvEFi98IcS3JVOZbuPc4RI5zFJlK4a0EOUyrZlMwtYRYxc7hOao8uUPZFHzmuNcJvcoMjZhdtNU2SrfPm7BN3LGs2sLuMUINCCyZ6rTm9/khQbMQZ8YBFSgAyVoQQ16UIEOiaAKHahCf1G9wz0snfqM5jdrAYx/mAMYG+VoRz36UZCGdKPG4MVHSdJRkmLUKnOTKEVpRbKGxTRbu9DAtjSwD3bWFKb5dOk+ZfpTsv2nlAXTyoYc1tOXctNfQM2XsBBWuyY9RKX9UypSo/kQYQDGOmmYFlO5NS09+k+qEOnXUq1aMqAS9R9Tepgmh3rWkoG1VAEBACH5BAUEAP8ALAwADwDlAG0AAAj/AP8JHEjw362DCBMqXMiwocOHECNKnEixosWLGCsW3MjRYMaPIEOKHEmyJMmOBBX+o8WypcuXMGPKnEmzps2bOHPq3Mmz506BCVEiXMmSn9GjSJMqXcq0qdOnUKNKnUq1qtWrVV0O3YiwJVGfYMOKHUu2rNmet2jxY3mwYFd+/2wBm+urrt27ePPq3cu3r9+/gAMLHky4sGHBdHmlZXsrZVp+t4BRACYNpeXLmDNr3sy5s+fPoENjlmYsWLC1tLYeVPsPmIZ+/jyanE27tu3bIP/5u0UsmNrUjT2y/EWBloUFtZIrX868ufPn0KNLn069uvXr2LNr3w6bG7CVbYX///NlzB9y5QvSq1/Pvr379/Djy59Pv779+/jz66fP3EIM32u19RgtvvDyAXr7Jajgggw26OCD+iXXTy3E7MLYamsVaME/tUDo4YcghiiigxLW4ssvAb7Fj4b/sPcPP/7EJhBsMtZyyzK31NLiAv/0g1AzcLX3oj/97DjikUgmuWAt/SxwYooYrsiLBcmpRxQx39VCS2u+sPQPL8DwEts+C/AjFy9g7sJPci0mx88uwezSZofp0VmnnUrmqeeITJqIInBREjMlnsjw0wIBrLTQWAussLLSPqwkk4xB/IxwizCIOvqdQboBJUwLMcgo0D6i1iLqCKimquqqrLbq6quwxv8q66y01mrrrOv1eaKWCdFSCz+CUrmeP750oGN5FBjLj2+8sMLLPx1AEpuOt7RAxC37UECEHbRoQMRKu1DAjzAlEKHBLf6kAYoG/tiiASic3irvvPTWa++9ruY64a6ApvVrsHjSsg8ojjYGSgn+xKAjL8n88g8FyeTI4T+HTOJPLR0QQIw/xGjQATH7dMCPx8lKIwwrxLASTD8dENHlP/jGLPPMNMurr5+8dvXvoOvZElswBKw0SQn/BMNKGrQ0/DABzdSCqj92WGxLMs/+UkIJyVBQSzIjC0QEBRCnQUAJ+xCwoS01p6322jPfzG+vOwurHi3CBOMPPx38Uuw+tHT/kAY/zsbQAbup+tOCblN/xyg/BFAwAiv8QPItKBQQ04Ex/+zDCwEWsu3556DL6vYvOa8WN563NPtPMi1syWgyk9xiS6OJ3lLp0y1Incx3xsDeQTAjcK2BbuvSQsS2qRMQAy2hN+886KOX7i+wPFuZYzC+2A4jMMSkpfmX/gicKj+/oLhPXDbyIijaHMaAIi+/WDBCMMKYmTnMz+evv8zR9+sr9XKzEi1iAxcOEZBDwdGRqvi2IRvxYx/7CE6lsLWlCGZuS9jSUS32sb8OetBm6tEV6fx3OvZ88IQoTKHoQrivEcINgHhawKv4MYx/DKOGN7QhXPpRwB4KhIYvUqAK/4dIxFj174UAMyGrOgQNW9TCFk60xS6eOEUpUlEgu3BiFmuxixFMqIhgDCOqjqgzGCoxVRxqhi1OIIB/sDEDAjhBBlQgRx7UwASWqAEZyFADS5igBir4Rw10cIsNifGQKiSj6cy4nlX1wxbB0AMnUCEQMlSSBP8gAwn2uMk9ejKTltSkCqjxAfwh8pT7U+T0kthIVdHiGScggQk4g8mOqCAQVEIlrV5kgWF8YBgW6OUvg+lLYAoTmFvSZapU+T9WqmdV/7BAA5QxS9EIBJPYMKUyXcWhUgojHdLYwy++Gc5xglOc5PwGLwpgAbgok5klbGWqXimAWlpTIHJAxzCctv/NVy3AFv94AgmeYAmCWIIHApglGXjwD4X+Qwdy4icq4cnIZ7rSGv/IQDXvKYdAIEOi/YTmMwSSgYyS1KQmLWlKCeKMW7yThTgjYUXTA01pUrMgGrVkZ0jABRneayW/XEYv/QHMFjVjqMBsBodo5rTPbNQEthjGzASCVFooNZrDIKoFrlpKkMKKos6kqar4UYQIyLIgDM3AQgXCA51aRg7g2Oe9+BEDa6SDG7zYQzXSIQxq/ENQ6dirMIhRQ4HIbEuBHAgPLFHSgpKgrR2ZJeZk9qsvBTYd6tORNO66h8yaAwjN+AAHV1inFkqvmdWzaKosgFGNFqQOJzjGCTJqiRb/kGGjHZHDPz5qr38swxt3/IcK+DhLJAhyuHoUiCWCIUR8/aMAHTkBKDJQW7cWxAQ8mKzMPnCCJ5jADGRQQQ3+gYSE/sMS4iWvABRAjA/gCqZvK2NYfYpGZDQAFbiFYx16IN3w1sG1liFBNu9VC2hgYiD2VGlDB1JSTvwjGsyLGY8WQUmBtFEgoAivQHCLYBN0SGb/2AUZ/HBNh6qUBJjUqRNaIFcjwteF8k2tWMeXCAXYk6QMJcMJ6qCCOCoYJXLAQw3tdQtnoHQzmBiBNnuLUYLkWCA9vowKiNEMmfmDAjUIwEA4zBES5AE5pEWOaWU631WxtgYARnBBThAIzMzx/wS8rVeR9GBPATAUM4m4nXOZoQeCzHK2ib1wR8iwC6nG7B97KGhDLcllP/8DD2B2cWljikQZ0xeNecDvRk4wiYTWoQ53vgwJvmHoepH1Hzf+h6A3YgIS1KEAEd4zQUhQ0k6boA7/CHVH4iczC/Diziaw5AlU0OiGyqEOI9CzP1982niqFlUF3sFZCxKIS/CgB9aCo4UF8OOByGEHpaZXkdFcyyjgGjPIWHK9WLvqf0ThEpboASK+NZCCKhrK2bNyGsbb0FtbuCMoxka4lz3p+C6yzKr6ABPQzOE5LnjH/BWuCqLQ7YyqoAtxrtcwtEwQFcAj19d09D9GOrN+ULjjA/+Z7T9KQAYB4DoKOr3thw+NjVYvmrbnZrUcTjACr7YKrJZeldMwMW01d+TCFcdkHgYuL9Zm1J4q6MF5OVLNIii7twHmiAq2rmBguDdmzfAFFTZMhv/yIOfXzWekv8psMgddVTrKdLFFzuCNbHLp6rYV3dpYbqIF4s4CuDdBZoaMGOg6uiAXbqgVLbPIMGLD/hZuxRs6aqb/vO2VDuCMUfUBaTC8MzbHqQrqkHF6/WMRdL+wABJLeTPAmrJKvox1F0yQqMpsGOmwuSzDi94oDEQAbj12ssMswmbP9NLJLsIO0rwZLqMY3Mi/VZHNkIFUCwTQrBdIkvM+L3aLRgXeqHL/zK7M7w1D+QSATnwmxbF2gouZ0jHWPPL/0YxfOAGTrbY+qq9r/gXLQQW1YHm2wg8jtWAmMEuYhF6z5FgqpQDQwH3y8g+JcGD9F3K0N2sG2COHJQyMVUvVNEuBZAl+RFJB1mJsV3AwdnBv50rPoAFkoFuoIAc1IAeoAEjHRV5jhwRIMFCoFkgkoAIUYIKmtwzgYFz49A+U5ATkJQehRBDnA2L/YAxP0IQqUGGVtBEVxgPekEuNFwhOQEn/t4NPoAIkgAQxKIZbpwFceILvZ3CrtIJoRAvIYAt58A95UId1aIf/8A55kA7vIA7/IA478A3i8A6EaIgjcCCj1VtM4A0C/5ENApEH4BAM2EABeICHeEAB6dBOEBiBMUAQeHCJAoEHfOgN33AO2ZAHjriHu/AsU0UL1HAOeaABeZCJDRAI4PANGiAO2UABDYAO3kBDzeV+xed28tcqE5NuOZRDyFBUI0dV0LhbAqEjnVgr+7BVumEB6eZb/+AMsZFV/1BKA0Ez5yMQzVBY9JdVTQaN53hUjzJVEXSO/oAMFrAMAsEEFjCP+Uh/V1WNY4R58RdD81IQw5g/OgIEAlFKHYRFP+SPbLMSA2FI9AJ0xygvWuILBOFzzcMRC7kRGgk61DgQTziRAKmCFXkrmeMwhvWRoFNAA3F1zkMQ0qAwLOk5OvKJL/9ZLxQpkBGoZDipZAvJGi/ikGozMb9gC41RM/e0Gauyk2ckL1uyEidEjT13QlEJk6YHGnTFCy75GSPglPIElQIRax1ElTUZOlfpXNb0iSEZGiX5hicpllL5QWZplT/0UxwBRXGBGeWYGQAFRQC1EV/ZhikIlzw5L1FJlvtTlx+Ullg3EIE5ELswmZRZmZRpC7wgDVJkmZw5mbVXEINZjJl3mHKpmPrDmB7kmFkJmVi0CzHwmrAZm7K5C8JgDK4pm7gZm565l4b1laIZkE/ZlkspmLQinJfxQJ5RK8Y5nAPhc5/pmgIBmNI5ndLJC+ywD9SZnYC5D64pJ4E5Rr9pkgL/uRLiVyvDIAwFIICsMgxAsoitUo63wgzSMIDj+CoJaSvnGQ3qySqDF3vRGWJTJA1tADZtUKAGeqAGmgaQwAZpgKAOaqBgkwYFUAsxkEUABZ5jNpouwjxpQAE58A85EKIiOqIjig5ggw4kmqIhKhDVMAzig4y3UAQCoaI0+g+B4KEgSqMiCqL/QA0bwn0CEQ0U0GY6SqImSgEoWqQreqNMsFT+iUUxMAJtgAgnEAVWeqVYmqVauqVb2gWIkAYUyptKFp6GyR40pAECsAVbwBlquhlXEAUUsIarQgvMUAei8A9ruhl5mhlbcAVdUA1JiYzQpQB7yqeFehlbUAn/gJAw/8OacpIGDFAOEDCplFqplnqpmJqpEBALgAAyWWRYHJKhwLkezUAMAgACx8CcHHEMEHAARtYqtdAMFCAKIKCqHMEH0/BceVcLP2qrHSF1yVYQrlkELSAJAtEDyJqsyrqszNqszPoPPQABomAHIxADeqlkCyCq4pkrtxAMCsAHHOerxwoBEVAN5Ql3w0ABi5Cq4toRrXJq5dCuBBGtAiANUSmZMSAMdeACHyevx1oPlVAHr/mpApGt8LetIWQBxKAA/joQfBAB3QOrC4AOi9ALDZsS73qxAxEAfFCv9wql+koJGtsDABsJ0VChkWmwbohamserC8sHAqFlARCuG0uz//9gszebszb7sBG7RMOADlfArjN7szg7tDXrGS7FKl2Zs0xrGUVLEDbLsQJgDfcKULvwC9ZQByK7lFIHrRxBsgH7DCg7ECpbmCyLJy77rf/AB6nKtl0bs3xgsdBqsUZ7s2ybqqnaA+HKs0krdD8btHaLp5kht0ibsQMhdcfAcW+7sQQBs7dKuBvbsVTLmu6TtVtbDlkQr5n7tlKXBfAgdcjqufOKuYt7uABbB9HwCwTbItpapgn7sv+gAKmgDxFwBQIBrnxArrYrEGt6DG0rdRGQCldAqP8AuXwLq3+bqhbLsP+QCrf7ts4rEL2QCj0gtAOBqjgLFIYrvbXbCxGwp1r/BrN5ygfD67gDIbzE2wuEK7WT+5+Vq7UDEQVb0AO+JxBZ0ANZoGp3+g9ZkL+V0L8QUA89sAVRAA8QULpgi7qqm7Kte7a5orBq2wURAAElULuxCwFXcAItsAXO2wsKQAAKcAwH8K2tKgCBUMF1AAGNC7F9i65Ay65dcAD/UAcCUAwHMMFXcACIILx4arsXFgEwGwEgugWQi7FKSxDHUAKpYLFXkAoy3Lx1UAIcpw8CAArF0ANPfACBIAAtEAG4tr6SW7X/4D7SAL/1IAmT8g+AIAkKgAB3WgkIgAs8cAUIoADxSgpZIAo1sAVZsKYMIAr5O6+nm7qrW7bGF1ZpC7M3/wwBJ6AAXfBpqTBbJXAMEQAKs0UETiwQDBvJB9AFjHu7LIy8LywQB9BGjbxjStzJG5wKRFAHqYAIAzEJQqwALVAHXWC+brG9xdu87FoCXdAFzvvIqjbMk+BGh9Ons+XJAqDCkTu1YkzGZiwJgBAL8lYJBPAGgKAADPAGdyAJ1nwHlQAIbgwI//AtPQAIb0AAPBDI/xqwhMzAB+u6dQLBuSvBMxwBBwACXJzPOSDEM+y8EIAIAjDCENALiHDD/7C7DhvKPjvKbtRmEhwIICDE+SwAq7bMdfDE+nxhPQCu/8Cu2nvEA5GqVxDEbXYALXCqFnYAB5AKy/wPQlzSVFrJJf8druz7zL9QxiJbD1tAAJgLCDyAAP+AAOgsSFYqCgSgqPUQBQQgAG/A0wwAAjXwBszczgpcyA3sbMhBz+Ray3WgD4/syjuGayUwW1vQAgrAxWLgu/+ACIHAyr1wBcXwsLbL0H47ynyQCi0QCf/QCTtGyufWBRq8chad0hYrxOe2u9Eb0quytG1WAgfQCyUAW6nwaZ7sy7M1Cc5bwbnbAgdwBaBwDGx7t/8wDc5MuVgLv5iLCIAACIhQD+iczdt8B2qMAKxQCW/wxwRQx9A6KSAMAfBQD1kQwIO8wGSb1TOVyId9AAGgD7b8Dxjc0nygAG1GySEsABEgt1cwv9DdRhn/HAET3bN3DbgCEcnFQMECEd0RcAyp0Gax+290GwE54LjOu2otPD4bIQDzbbuBsLstbWG7ewW9MMICsd29UAwWvQUsDa0QcNrum9pbK8AIgAA8fc37+wZRUA5tnOGVUAP1IApvUAn1UA4gHgGxsMcCUAN1DAHubNwFi9yITM890Aswewxb8K0wm+McO67FCwF80LVsa7ENXgcRIMThfd/Qlrxe67g9EMI3m6oqjMs9TrTQPRAS3EZVjeTBehnmG7cCcQyIa7Ewq2XH0Av6TDSq1gUK0ODtu5dXa7n/KhD18A93er/5CwGYC90kq8LDLcD4C90KcAe6cAKIQAAnwOJ1//AMLs668ezAr6u2h0vjRdwZ0+3P0G3XLkzezBnEDjsQWr60zMneXfDDqcDmHxti+Qq/BdG55VC6mUGyW8AAiKAAosBGLF4CJ4vVja7VvOqtUi6uD8sN55oqTpMDWwDS4kq4ryrS4krEuNyx9iqsqb61qloOiZqs8zvIY/viu358zZAGDOvqtkqu5gqrFkABJa2x9dnY/yDDvZC9w/nurSoMp+6a+sqv4loP8FAOwR3clVACRTC22ArjlnYL0tAFufrr1Y66pokqvHHo/gqzxmoPWKkjFNBGCj+cMMsDathUBBED+9ACdwoPJF/yJn/yKE/y/J7yJl8PIKALJcBF1//K6Cur1TLEGxJc5Dq/8zxf5LHb80Dv8xHQBS3FfbxKAScgxEEf9AqgAEvP8wxbB8LQm6zCPMOj9E8P9U6f9UovAF0QA0npqPsABJ8gCj3gAs6a9snqAi7guZTgrC5AwJPwLAQ7pgQvfwhkDdVADHzf937/9xg5Hn8/+H5fDdGw7tBkHECw94Tf+NQQDILf+H9fDTLqnqtyPsNADdwg+YTvC2nQjZzf939lKaO1EQoDBF79aaq/+qzf+r4MCC0Q1q0fCSVwCMIQpt8Zqt1eZlTVj5cRHEMJ/JbRj7CCQL7fGcLfEc2QTMVvI5xxVb4QI5lhO6b0nCA/AsIgDdLABNz/3/3e//3dDwTRgJCXwAxMAATfr/0FwCOf+J2+efekWSu0ICczQpRrw5GLSRCYc5bcBBD/BNoSuCuGwRgJfy1k2NDhr121CAj8RysGw4QZD/6zRfDfiBELavWr5etXLVq3VN6iVYsfMV4Wai2gSRPkTZw5c9Ki+G/XR51BhQ4lupMXRVv8ii5lKrTWP2E9gTa9KdWjz10INW7lGmNfVIGQamlNmPUnx54gRZI0iXIlS5cwZda0SbVqT5529TLtuS/vXsBBBT5tGXiEVI5XES9G7DGYT8aJpYZcW/JkypUtX8acSdewxYpTDY8GSWuXMX78RJMGLBDs6qaRE3ekXdt2/+3DSG8rllpzpGW3mVPL7VzTMMXXrEdTNPYUtvKmzqP+1Svb+nXsPen+botZJa3UvjgXp1ve/HmRyIRJ48cT/Xv48d//+0Wx3z/5+fV77ofsn7GfkNnPvOyuu69A/MwbaQGT2nsLPH7Es+Af8gY0b4R+aOEFiJ+UsvDD+AQyhiIPQTTRJuf+YSe0BE8sz64DBcJpv1oWbNA7ltoTb7AKTxzBuREFKtFFE0fg6R9pBDqSSBCNFEgasJZkcsAYWxywxn76uVGlf26p6BbxbqmxRxdzW4yyKff7kULG0tQvpH/8g2og7dx8r8oPx+xnH2KSwqxLlv4Bxhd/fhzzUEQTVf8U0QUGUxGvBBeVdFJKa2y0pxXRqogkkSr1dNL08IvhKEgFoulTVLHsKdVDF/BHmGBYSkmg71qigBd/SEIQQZRUc62nKncVVipaLqWoPl+HVZawYAXaR9nsvIS2lmVouZWWP2kNNAYNULvFAlosEHdccss199xxw23GH9N+4QUifj5Y95YPwkX3XnzxpUVef24ZYRd3f4nBlgxvWabfb+3Nd+Fzw73Fn2r3uWihiFLqF1yG8334Hwr8yVhchzXUAJh/HJQWUPA4CoYYX1p2+WWYY5Z5ZpeBAYYYCih4LOc0iLF5UJqDFlpom30JJueVOaYgDW58+XloqIe2GeelieH/OA2ngY56ZpJbMGbrl4kJhpdbTO5JuJR24WVtYdp2+22445Z7brfX5kWYm4PRm2VghLGbbboDF1zuv4X5Wmy9V3baGL//vntwyOG2G2/Eg/FFGHcjj5uXn1qwRfO27ebJ5JO1lRVbCFNTfXXWW3f99dZdSomWfdR+vPGBg8MWdt57f312fmwZ9fbGIfJz9t19V152lmy5G0peavnOJeVT66n61VHHdqXFuNf+e/DDF3988rWfXnjA/1l7YL/eOr18+Ml/cAT011bfbuNJfz/+8VWq5Ze20edI/OMJKEpQEQJ+D1ClQ4z7GLiYZSzjgdCSDZdoxY/aXcR+azOeWxpo5EEKSgWEXcLgPzT4N4HZ4lml496uTmYLX7DigNEKi7AcOMEP3tCB1cKCBHX4QyAG8S0NZNNZ7Eafg6iQVpERYhNHSJGUGWQhHKSIkRjoRBCmIRn/mOECbyhCLLovhGMkIwVrcZX6CGQhkLGFc3BYRiKmqDE2hGMd7XhHPOZRj+oryB79+EdABvJYPeGNIGNQMuy8UZCLZGQje3IWR0ZSkpOkJCWFl6xKZlKTmyTjPijQASI8hpOjJGUprSOMEmzRlKtkZStd+UpYChJbsaRlLf3oSVYQgQK25GUvxxgOYrRgIpQMCAAh+QQFBAD/ACwMAA8A5gBtAAAI/wD/CRwo8JZBgggTKlzIsKHDhxAjSpxIsaLFiwUN3pK4EaPHjyBDihxJsuJBhh3/0Vo5kJ/LlzBjypxJs6bNmzhz6tzJs6fPnzgFrmT5LyXCjiv51aq1r6mtp1CjSp1KtarVq1izat3KtavXr2CzNl3KTyWtokaLmlXKj5bTsHDjyp1Lt65dr/vKLlWpdiDSWv/4AQtGLJjhw4gTK17MuLHjx5AjS55MubLly5WrEbb1bx/flBtptd1FIZgwXqhTq17NurXr17Bjy55Nu7bt27hz5xbmS4Owf7XO+uXLVAMwfyWTK1/OvLlHfzEg8RJ9dmPossSI+QPKvbv37+DDi/8H/48XBaXV1dJiSmHXrfHw48ufT18+cmG1yhYUuI9XsH6i1SfggAQWSJ8/vviSn3Aq8dNfNW0ZKOGEFFZYE3LALJWeaLb4F9xMyDXID1Jt+WNigC7dYuKJNG1k4YswDoicL/sEpx4/HQbzYUz+2EJBUbRsRwExG43AW0tt8eKLMMbQOFRbK91i3lBJQUndkzFmqeVNM9a4IY4eopgiL8mA0oEGPbKSTAdE+ANMBwR0UII/ovkTzD8ddPDPLwOl56YdDAZ2VjNmIbnloYjy06WN1+W440v/tPAPcnwSkQxyxvhDwaW8/ENMYCWCgqYtJRCgwS12CORPp7f4MgkBkzb/w8Y/P/7SAgEU0JnorjHOaAujDToq5ohkqvoPK76UZ4udk/4zSZvU/UOEBuVF2mkaAvFizKRE/HOnLWno2YExnUr3Hq/oVugrsByGGRNgnrICij/JfFpCBzEAQwByREDblrTUStOsMZMcexq3kPxDgDGlalDvb8jll+7EBq77pbAx3fKpt5OmSsu2tiTbz6fbunQWAQkbwwpgZdYyLsRESLqwBqxoa+eloFKss4AW34gxTAjqyUoadIJyLJpvJuOtrv9O+48wBAD2KRE187JvCyVI6ws/BIAypy+gELrz2Af+48uvF7vLIz++xIAcoeRGHIMw+sFEiy37rGdLif8Y/1NjLbbcnfdT252t97BkJw5ez42qnTGSwlEX4kwGlRjg2ytt56JAI3JOSzOKhy4e48E6LvrpqINoNto+m24TLbdYYMEHstM+u+24yx67Bbt/gHjqwC++Ortg6vh7TCshw8w+2MTwDza72IKNQNM//08M08cAmPb/FLGABccHL35PpLdrPE60LJNHDTyYUIMK/5wgwD9RRPGPACdkAH8GPPxjAhn/sIQJ/oEHf5xrfAj8SfmK96gW8QIdGSABCf4hQQpOsIIYlKAGLUjBDAiACddIoAh5ssCfXcgaAsgARQa4ECf4YhkJtMAyZPiBD8xwGTW8YQ4t4I8cAq+ErpvJMv8CQJIMhAMZ4wtSIp73m10wcRd7YGI6oogNYUxRGM04YOiAeD6bNMMYKlBhSPTnjWWEj2yiEQgjTDA/SxDEjf94giUsMT858kAA3xjBGSfGxQaCyBxPGAkZzRi8WxQBISZgof8UmciBJLIH8NuO6Pq4R34McSERVCEJxOiQTWYCid+5xQx7+IF/yNAfPGxGKU+JjEryhBbD4OQEMxkREqTDAuMRpQX+oUpULgOVvJwUK12purMRz4QtKkAYFQJAN2YAgIrEpArO0Qxi1oQW0RDG9KLIDWwYAxjT41M3zWZDa+LEkP5TCA8yEM2EZEAOvBQPLeaGDW784hvdFIY5sEH/DF6koxpV9MUHmEa+4aWtixciBhKIiJASzK8FiICHAErASWkGgpDd8Qc6kCAQOcCREVQYIA/cOEGOmtKcNkEnQU5QB4I0s6IDeWc2QBcejSIhA+wj6RNu+g8VALCnSNBDMKpEQoO2DqE1aUYAlJGQE+QPohmIwgkeQgITHNE7tBiBHvzwjwAkkqEUFIgJGNoDeBZBi91Bxi4niJCp/qN/DSEBNnAJnqzqQYwDDABbBaJCrwoEFaR4BlpzQsmb3MJ5CsGfG0/AA/lFJBu+y2iyCALThSyileFpRgEQAkf7CQB+DiljeP5BDTNwsrKIFAhmC2rMg/pRJv7gxkIRwj/6/wlgfj2FiBNyhdKYWMAznA0AagcSAT2GhxYLWEggBrLchtwyPL/VA1tVSIYeDJeCEYBGbwtrE7UuYq+OjNQcW3ACAKpwuFWdq3c+EIP2rRQiZz3uCAgSTRVmrQd8zQAnB5iPD4SHvWH9RwamOj/0/kOwPuHuNf+hh4XUART69ZpA+hcF0CbEEuLwb0apIVaBuDV/C5mghsFzi80iZH79K4HROsxXgoADhuRxBmVZ6tSFmAAVDRhxUVt71NfyKBizbWod9FuHKKiQsZ9tIW+7A74IEoQHRIRjOwUSX/CoVa8N/Qd+39pWS2jyeXT9TpNj+g8yUBe1E0Qwa1nXOKTOBP+5i1CICfTrP/0CEK4Wpq8twwwUf0jDfvUtc0O0G55bPCO1KpxzAHO7kBfX1Boz9nKdFUICASRCxzpRME1g+d2HPHPRKsgzQr7B5590hJ0e/kcdBADHFguEBAEodXc+wIyHALC5cE20HDI82gLgVsAsvR9tCRJrBRq1zT4GGpC3vEKFOAFNvYVJk8HbU2YHAq4DqUMMBgsUTntkz9DlB17TyYPG0jEQUZB0IwvAbS4du3RulskuG0xtTDpEhf31DoJYDFNsI2QY0Z6JZkMC4++Q1gyU1bIlWqqCxi7TBCRYBMAT/G7zJRtoO4hpIsXI8QFyvIMUVLQieAlK7ligCPT/FnBXB2je8AaAE/+YeF2TO+x0VnTcYgzcfxHbYoaqQACJ7F9fUaGABWy34gys5C2kkT8nUBB+JJCDGeQgdTmQ4H3/qMETMoCEm1JBwALgRmT17Y2BwJOCThD1BJ2uAZkv7jf1/ikJnDBBFaCCIGcPOIh0gAS2nn1//7D6P1ChAiRYogtGpziPke1KVU5vBw0QyDckL/kGiCMPkcf8P8TRgHyI45YY7Q7s/gGOyItDHBSIvDe48I930Oob5wgENsZ+XGbcExzfeEc2voF71/P+H9n4xzeShYd/2OIZeqecNXzRAArsIA8agD06uECBbED/G3j4Ee13zGZ4Xxx5FmhG/zNmN0Mbyq4Z/rCG28I/fvGzH3zJ5xEwxW/KHgoEh6b8Jfji8zke2nCUpVQAhyRDo0SAH9BuGTV/A7UMT0MoqpR/qBRwmtYdtwAvtCBrBvI5xpAwkmQht8AZQPIisJMsv9CBwrN43hd/JmMUt6CCQHELfMIfCCggLEEtwtCCFQI7vyEQ37dmxxREPyEacyMNuxAhObgLvCAwOpeDtRAD0iAMu0BUErISuyAM0vALeTM6SIdM+hY9JlghLViCLsgdQRID+/CFFNIMTUhQJ9h9FjeGI/ILvzCDBJJV0wGHL/gPu4CBU+hEeKgoWwiELyiHdDggdiiFYKiHfNgdS9GIjv/4iI14FtMBiZT4iO6Ggm8oHjA4hzFyiH/oExuxh+PhiCPQFKZ4iqjYhIGBiqx4iiNgicXkhkmniYTYiSNwhzESiovYE43YFAOhFZ4hDPuwFQMxFmQBW4EYb9yxiYVIg7eIiBSii+CxFL4IghMBBBUBgn+DjJg4i5tGJeAYjlESA9smjua4E+aYjuthFuoIjujYjuAIg+4Bj1RCE9RofAixC/q4j/y4jwIhDLbQjwLpj/zhRJ1xjC8xgS+hIsPQkA75kBDZkBYQDdFgARF5kcMwUErnDxiJkfxgJB15kRqJEyYSkhFpAQUQAxZpkg6JfohTC/NlfCPADRoACTZ5kzj/mZMaYAfTkpM+qZNpsDzOUyM8kow+5g/MQAE5gA5M2ZRO+ZToQBBQOZUCAQRicyG1tpRTuZU58A9bSZX/YJVn5A+HpJVf6ZQCsVxn6ZRdOSliQo1PsQt2wAD2IxE1gAAUEQUIMAnCuAvbmJBGiTi3wAxdEAHOET/aURPoZJiHSQ1o+BLXwHPNcQVd4JgwAZMDMStZcJj/AAG6MAnWKDEuMYFBQgFwdQyomZqquZqs2ZqsyQfxc2hvJhAK8A+ueZu46ZoQIBDb9mbNQAEKAAK5OZy5KRDwcALMcEBMEZDCgAgDkAXwEJ3SOZ3UWZ3WeZ3wUA8QgABpwBlECZjdyIWw/5QDW3AMvXCe6Jme6rme7Nme9+MMj3kWOYBf7Vmf9lmfVRmfI9CW99mf/jkQHcgUxlcNCLCZ2HmgCHqdntkGIIiQpDkM6FCe/jmh9bmbQBCfw/APEkqhHJqeEBABFzoTFlBr5fAPHXqivbCb1iBJe6GH1fAPWVAPCTqjMwoBXUABIPiK4CmL4gmhG8qhJsqhFhqfArEFQYqi63mk6rmbTBCftSYQ/amkvSCl/bmbk+ISLRoDLxqj0Smj2Wmd9eClXSqm0hmm2GmjbbALzqOjoxmYyOOj5gkB5ymn6nkMUNoLAWCnSjoQsCkQAeChYUmkGmqiA9EDVqqedzqliYqnsP/5p+vJpE46EClqoruJqEfKUOkpEH3amY+qKlgKL1oKozKqnWEKAWQKDwMAAVkwANE5ADDKqtKZqquqoF2Qpmsqmg8aoXq6BUSkqAIBAY06EMWQCps6pQpgpFdQDAqgD0c6pLM5qIp6Bf+gANLamQHQp9U6EHpqosyaCpIKqE36Zk9qp8fqpwgBAbU5EFvgrQOhD966rr2QroB6pUoRk6Eao/WAX+VQolsGAa4KAqIwEBAAAaKgAFa6qlkgAJUAAvUAq9OJpmrKgzv6g24GSxFqoiVwBUa6rv8granQBSVwDBEgAHwgAESwBVNarYXZBQcQP4nqrDIhHEaqqPNTAun/6q3F0JXSmgNERATpmq4CgAgR0KvgGqkLIa1IewB1EK//wAeGeQXbKgAHEAGI4K2wOa8saq9bWg+beQc90AN3gBCx4AGsIADFUAOiAAF3cAf6IAn/IAkDywB3cABmSp0QUANtQI4S26bh6ToWO7NdcAUBcACpUAIsq2p1UAcQMD8CEAGTUK0tUAwgYJgncABTq6QwizxFSqgnwJjZRhCKOlU++w8l0AK1yZgHUKnoCaniqq0d+w8t2wIt9Q9dQFzdogBEkAoHULrFsAUtmzWLOqn0ipnXs7VZEAsMsK8M8A/JgAh3wK7JUAnlwACs8A8MQAqVQApyuwUQ8AaAAAgI/wAB1Xm3eYtYuOqmduOjGHutXaAA87O7hnkAtWm5VxABfDAJtemtVwAKtzUJRkqpAxGiMbu5U1qYA9GVEyUQUysGqmakINACUktckZKi+AWbrBuzTyoQLWWjCtCyOQC8gVCbOVC7AoEIApEKEGC4JyynkmqlWcubxhsLMEqby1sDR7C8BCYAgMADUVAJW9ABooC9uxkL8AArp0q+egscE+taw/K3drq7sBsAhtuyddAFblUHLYsIVzBV9mubuSsAk1Cp0/q/Aqy50PqhtLu0XUDCJwCyqra7AWC6/2DC77VlqXAF+nDByJPBA0HCtNvHH9YFxUDHkvIPIGC4RhoAVv/KB3xwDH36wsUrqtoJCNrLANNAAAhAAIaJALgwELjAwwTgtgwgAFkAAaQACAzwBiCQBaXcmTCKt0l8vn1bsXBqosvFB1fQAgcgrZ4bAbtcslfQC/ILm8eQCj2wriCgtLR7BZlrNwQ8pYa5BXxQxQgBmy3rtAOhA/+gD1sQwQKRrXpsN3yswIPasiCQrtbctAKQCnYaAcfArFBbvwKRA80FoFiqtaIKD5vJAMlbDrgACPNTCQxQA/9QCW9QA8f8Bj0g0KLAyrWJAOUQBQpQCVkXBaVcqxHLpoA4y37kxHm6m7icCiDwq1B6qLapp466m8dgpcCLwoH6rDM7p+bap5v/+qvCC6W2qRCGGc4vQQsZ3At6CpvpqhB8MKWNjNNNKxARICluFQEjPbygurWoupmdKQn2468DUQ9ZvZla3ZkD4KoCkQXgWwN3gAhLYLAYfatL3GNNDKd1GrwdihDVWsbODK1JSqUTmhAD+w/hisHfip4rjaRNK62Ea6TB6alKAS//INXUSao0Wp2vDAg10MNPkLZp/Q8anas/iqTuOaVT2sw9naFwzdnoSaie/Q8g+pgj+tekXdrQSqgqyqLwsgsEyqWNfaqPnZ31wAPSuwX4Zai1mqOyzKN+awGBsNmtnamS+p4YetzmmdyWOhAM1dfIMwKjUA7PDd3nmdPLLQDS/xCgw7gL3FCguJ3bZ8rKm7mZ5OudDoq+QFMNAvDUzbEFXZCcNGEn8X2YRjoCfOgPaSAK8r0cICAJiIciAroL0UAEbhumDN7gDv7gEB7hWs3KDEAN7A007t3T/EAB8qsAHv7hIB7iHp4KIl7iH65q362Yw6ABHW7iJp4KJO7iII7atfuYKZJcAiDjLx7jOu7hEVAHBWCCxFsLaQAIsYDeSJ7kSq7kqrrkSD69JaDYornRxK2MscNhFEEtE+E2hkVaGxMRk0URNp6Qu/TlEfEj5hAR1cAMX3iPAtEGpNAFeCkQCFDndn7neG7nJ8AAeJnnfd4FiMAGzMDeU66QJrMiiP+e6Imuh6Y0KYr+6AaUE0EC6ZQ+EAxI6YnejJOO6Yr+DwKjKpxuItwGk8P4D/0QDcRQDaq+6qze6q2eBtSALazABK6+6jYgDbWgj5g95VROsT2oEx/YJ5/IE7ewC9TiC/uXgyyod0tRigIRPQZ5PeQ47dRe7ZJJENM+ENBejAjJt1X+6znREb4ADLawizSYEkCQhTnIIHSTfL0oECAY7cuxD6/I673OxMe1KrXQjOfOC/uei7TACzjoHY1Yir5oEcDlEE1R7/Z+72ytiVU48DAS7NA4IR0h8Yz4iCOw8Rzf8R7f8fqBLR/P8I14IRkeSqwy7D1xWCrB7/MBO53CO/D/UYk0H4kbgS00T1hm4yUPL08bIQywkyWHZQy2gPETAvPGFzuduBF3klE7Tzz9oYyitxFEb/TRyBm8MAJWXyCwYwtPWPRbX4c3nzPGRiNQ7x9lwX/BDhxhXyBheBpgr/KGRQu/8Bu/sO9t//IhQvYUlyH/chBuEQNSH0pnAfcGIfc3ATuFvyd4j/hvFjtIWB5YqPiOf+iGokDjviD7sR4b3in0EfRPcz0jkvef34JIeBqTf/hT+B5OhBp62PhyHySX3xMrkQZ3vx/X0TdowvfwofiRzwvao/oUIvMIYYawQ/ryxDt38wup8QtFKPzjIfucE4T+UBjAkR7qkTefsiyh/979oV4UI6Cmu6D1JuLo3n/+3e+W+yD+v6Ii5Y/+8N/pJoIj+7gP7m/+8f/oBJH/2wEQxCjsq8WP1r9b/xD+o8WvFi1fFBQCU1jR4kWMGTX+A2bMmK80/4j5Ihasmq9/HoFR3NjSpcaOxsxVU3iSZLBgxGIaW/nSJ8yYvoL9C3ZTp7F/5n7CRPqP3dKKwCIGs/Xv4cKLDff9syXV11ewYcWOJVtW7MqvAjWspUAh50q0ZuXONRu3JIW1bCmkKQrXK13AY+3iZavzb+CwxpJNEoY4LLBftGpdxaowIUOrkyfv49zZ82fQoUWPdmjr1z9hKaWl5hVjn8GGtUbPpi26oP/sXadTS5OGWhivX7sIGnQou/bxzg53pfTI1Z8/fraQc7Y4vfPtggcrV7xM6yC/4prFjydf3vz58bCjx+CFWqEw1jFsZfcOHv19/JPV17LF3jd8+P4BTjjY6svvPIIeosUWXngJhoChEOIsP4sOFA88hrS7LKMNvfPwQxBp+SDDEEs08cQSEbrlFsn6+6U9i1rbxRaDVrSRRRRzzFHFFVuM4cWLBpyPloRWJFHHEBPaxw5W/oGEH4WQtAjJFLl7aUOfsIFqyysx4merH2EU8J/TuDJIIyO5RBPLhPhTqME3f4nhn60uwtIlDSWKsks17bzTpxsDXXGZf3zgTlBEE1WIdFFEfZrzzT4tY3RRl5Yr87TloMSI0o0U9XPSGyMVdVRSobLAokcBLfWlUy0qk6tVY5V1Vlpr3bJOW1taLldee/X1V2CDFXZYYos1tqJdNJjEF+2OdfZZaH/1xxgiWGkyWmyz1XZbbrv19ltwwxV31h81oGpcdNMNFspqWUlGXXjjzXWXCKMNCAAh+QQFBAD/ACy3AEUAFwA2AAAIjQD/CRxIsODAEbZi1DLI0CCtYJD4NZwo8FYLVhIpNrxVggAtWxoZprnUoU3IhrpqnFzJsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKhMY7yMweRFDBIvmLSMJesACqa/f8Jk3jLK1aAtY79g1rJlp0OyFjF3UTB6i5bMfRpYESlB7OU+YiVAJXMZEAAh+QQFBAD/ACy0AEEAGgA6AAAIlgD/CRxIsKBBgcIOKlR4i5athRAJ3qLQwl/EiP7sJPPH7+JCfyUI+KvlUSFIAhZKKqQVkqTKlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRo0iTKl2605g0YDUpaKCQkOauYKwIaPhVU1iJmxaZil156+avGC0mBXtIkxiRZKzG3rT1i4KxjjNr8SLAilUym7d+BZsZEAAh+QQFBAD/ACxuADAAYQC1AAAI/wD/CRxIsKDBgwgTKlzIsKGJhhAjSpxIsaLFixgzatzIsaPHjyBDihxJsqTJkyhTqlzJsqXLlzBjypxJs6bNmwT9IYu2DGfKZsFK+ETpr0SHo/9uDS0JjAgrYruULhVZyx8FUElrTR3pDxKBf7S2kvQqtqzZs2jTql3Ltq3bt3Djyp1Lt67du3jz6t3Lt6/fv4ADCx5MuLDhw4gTK17MuLHjx5DbVvvHi5cxc4MptOhAJA1hWrxKfCW8j5Y/qZFTq16NU9i+w6A6JGtR+BYvCqxzq90nmjbhW8ZKENFNvLjx48iTK1/OvLnz59CjS59Ovbr169iza9/Ovbv37+DDizcfT768+fPo06tfz769+/fw48ufT7++/fv48+vfz7+///8ABijggAQWaOCBEhUx2BIIarRBXwEBACH5BAUEAP8ALGUALgCBAMUAAAj/AP8JHEiwoMGDCBMqXMiwocEPBZEVbPaPn8OLGDNq3Ljw2cA9ewQaAyYwX0ELyziqXMmy5T8T/yzJ+UeC0UuBlv6RIWjRpc+fQAX6IZhhp86bGUj8y6BsSbSgUKNm9CWQhFWYVrNqVTqwp9SvYAvaymmVINatZXUkCss2rIWBZc3S3CqwRoG2eKVSq8r1Xx2+aJXlHQyV31mDJtASXvxzmbQoc/3enDyXq44ibxlrzthMGJXICc8qa7C5dEZshw9GOVFVoJl/FE3LXlgjMswMPFgPFEBTIKYFs4MvhHnboAo9AjMIX26wX0EVAo0qhf5v5sB9mZkvZ+KtYDo8wQTi//lGsJb28+YPEmvhT2Dm2OfjF7x1i1UHIPLz69+vclIy/gAGKOCABLbkVYEIJqgggiMQtItDmR240IMLbkShQLYwBF9DGVbIUS3EbESBRhlemJ6HBtlSwmBPoaiQhG21sI+LCd31DwQD4PVGNTSmuAs1ddRTT1619WhQDHvlOFgaRhpEDQJKNsnYg09GKSVhVP5j5ZV57fJLkgxJIpAonbDUxT8XGuklmP9IQkpBbxDwzxJLAJVmj2tqKRAld9xIUBeAKESJQIEOVE6fCd1JY55WFloPohuRgoBCirqY5ZZSPXHQjE1WCVYUBDDAQCVcFsSmQVmwNClkPEDmYJMzxv/gTB2Y+qSAJJgyWSqQQ37Va0EzdthkDJOUqllPsuTFhrFo/pMGIggUCVQdfw0EiT2l1lIiPx5x1IhDxAgDY489CStQpS2hy2xB6h7UYKIUmrvuQPLOa++9+Oar77789uvvvwAHXKAvFGhAlcAtAQNJBx0g7BIttvhih8MrzUhLexRnrPHG+t7CsUox8DIJJMCM+3FC+5RAACusnOzyy7PxYwsvHsPMkC3AsJwMETYztI8w4fUs9NBEF2300UgnrfTSTDft9NNQRy311FRXbfXVWGet9dZcd+3112CHLfbYZJdt9tlop6322my37fbbcMct99x012333XjnrffefPf+7fffgAcu+OCEF2744YgnrvjijDfu+OOQRy755JS3ZMvlmGc+NKcz7vMucJ2PAFy9FA9zEDNFvDs0NbW9JsdrBVk3kI0bW6DAQWjgLhApRcCc+z+/E7QBQdA5tzESA8GB/EI/IKcx6W9qqlAdpjx/kBmbkEIKJ0N3yANBdQ5KtC2qD7REbUeM/w8TBdU50AYbwPHPBsGbAFzGlxe0QRjSEuSE/DBb3kCgMBDYCYSABLlfxqyxvOHNz3wIMcrLfvCPVfyDggLB4AUHspaPnUkgyHHeIs4UQh38Qxwu44fpoNEgaPxjBC5k4T9c2CDTwYxT79qHLXBotMz5kHQZCwgAIfkEBQQA/wAsYQArAIYAzQAACP8A/wkcSLCgwYMIEypcyLDhwVoQI0qcGNGhxYsYM2q0KHHEiH0gQ4b0OELixpMoU6qUGNKWy5cw99na57Giyps4cxqsta/WvwULhkEDmogoUGj9gFpYwK9WSZ1Qo26E+I+ZBgXgSmAKVAeThhOYSugIqwBPiR3MelKVyrYtQogjkP3ioEoVkh9W7lqx8gMJXyR1/4UxU63ZWreI3ULctwDPjzBh0ESWLDky5Mqc0HCg8OFp4s9SFw8rgaQy5NOoU/9QNLMn6Nc6ndoaseMxZCdLwnBKnRoNkjQW1MIenlL2CB2qTjshtcQMb9S+gQsnTj2j7AWkTX8yw3zD8zCrbaX/PVy9PEPZiTDZDrNc8qfvYTZw0BCcvPn7D0fYWhDIinJSaDjxHnxI+LLAdPglWBBP+3Xh32mgkPJJDd4999guINmnYIKyQbPIeuzVgAQSSzhhhhklYjbfBwhuqKBodVhhGhobcIIEKWbUUMMSFConzIE+ueiiaIGoYhpqJzrhBBJOSKbIY7ws4JmQGzq1wDeA4fWDKnyp4sSWqvzgRJh8mUGBYUFS+eJibKhgSQuW6AAnFXWYUMcJZLQggCWIgLOLLTap+eI+/1gwAjTMQJNIEctQAMoHzCSaKDTQjGDBP64JWqVTToHkEi20COTLPy6F1KmGmt7XEUgj/GPHQPvQ/zKSSalSSRE/QAwUAy0U1VprRK1qIBAtJQXq67EE8YOsgvw06+yz0DZbULTUOrusVNZSpC1VkAjU1La9PnutStJqS9K55w7kj1PooqvtP9KOu1GzLHkK070v+SPQLTLhi++sEMUr70X0LtZTweBC5E+3/nybcMDK0gTxwARXRIsF0lCj8cYcdxwNKP9Y0/HIHQMxwi2zTUwxQwX/c0s0LSCg48w016wjAjLbrPPMXSACBMoqr6zQtz0xQ4QuWSSt9NJMN+3001nMAog0sgYs9EJE36KBLgIN4PXXYIct9thi/zMABE/Ywa/VVyf0rS23QCJKFmTXbbfdWVRSx0clCf/cdrJNyWSBBk/QfffhiOcdSatqKfv3tIHbMnjhiI8NT+Ve512Cfo0/Pu0/DE5OtwtJk56FC2CT/g/qA7ggEOte/5NFPWaLrTnntfjtOdG20EI43fWIwsM0AvBAUD0QKCC77Fn8w0PzAw3wTw8QSB923nvPxLbn3i7W++9nA4IACIBEEUsNUZh9QDJRlENQMnn/Q0nSgDAwt+1645479wPx7jvlEGBAFEDwBlEsARB3QEENGHAHUUjPef9gwD8AAQgC1CMLDGDg/cCGPf05jn/+Ax8ESBGFTJDiCQjIgvH+AQFR6EIU6RuIAnDBAwaoDgJRIEXtrNdB7e2Pf/Dy3v//6PaPKOACAckoRwYBIQoEMPAJDFjCQABRCYGIQnYE0OA/aCeQpOXPhx/kHu9El7n0VQICCEwfJd4wPUkggGuUQID0lmC8ehgvCluoASWuiAAeQKASmwMjEOEVOTKirovS64FAuDgARtLugadznUAqsQmukeIOUfhjIA8Wxt0VEnxhkyTsMJfIDCrgCS+8nSCBSC/9kFFslyNl2HpQCUUqUnb5w9T2QLiYZrDhCdWTZeLq0UizaW4Y/+hbJ3e3GAukQYrQcwsEdFGCtf1wkN/6iAXssARZUEIS4AynOMdJTkm0rhLllMQ3dUEEZvCjc4Mk5GL4sQBIlKAOA6mDPvfJ/89+7nOCLfhHP/NZh0MU4Ragy90yxZhQkNxiBDEoQhFiQNGKWvSiFR3GM/4BimZM9KITZQZCAbXLeDrsIy3xl0pdcjKC+ONfIomI7rCprHqJ5KY4DQkteDEQDcgqp8UKWjz7h7CHJcxxxNDlUWc6VG+Jy6jaogVCBfIuQjK1qQepllatBThqYfWrYA2rWMdK1rJSDFRmHc5U0woaYGggGS2ggDnYihhg/KMEBKBrYgB1i7XqFTFp+qtgB0vYg+irsFAxFmJxYgtjsCIZRBDWYnPyi2AEdLKYzWxTbUEBDQDjF5otDiSSkYx/lDa0qE2talfL2ta69rWwja1sZ0vb2v/a9ra4za1ud8vb3vr2t8ANrnCHS9ziGve4yE2ucpfL3OY697nQja50p0vd6lr3utjNrna3y93ueve74A2veMdL3vKa97zoTa9618ve9rr3vfCNr3znS9/62ve++M2vfvfL3/6mpFWwBfAHbEEQlwhESrA18D+a8QGBrNRfqX2whO8VWpXu4sIYzvCFVZpZfGkYoxTVML4me69d/ENRCyhCWoqwD2iwmBlFGEERElGVDb+ExC8xsTWE8Y457AAY3BCHL3whDm4Ao8fvyEY1eIHMP90YsTm2RRFaYAVVhKIv//gBBzjwAzPwJRRcCsUqAmGNfim4sDlmBi9UkYsf/KD/zT9YhZvhDGc3/yAUN6CFiffh18HmeAEa4IudB01oQqsiG9AI1T9GBWWX7AIa6BC0m728gUIP+h+q2IMF5iqQvBI2x7sogjje7GY0HOEId7F0qT1xCU9rIAaNtsWFscPlUh/hDqdWtZ1JYQdeIJQfBP60oyN6jjDZ2hMbuIOkC20FYyxjHyY+s2BzHNFsGPsHpkYCHASi6/ksIAZODrafHb2LEZSg1ti+wx2WcAQ0lNrddm6zOIpgY3FPm9xFqE2dkRCKUFjhH//+h78HzYE0jKDesX60NyQdJjSgQRUC4UAo7mAGeGs5GP8I92JzPIwuoJvQp87LEtDd5nzQ+8lok3Y0M2IQhiq0ORcvz0WVf/CPL7wZzqGYAzI0HmuWkiYMJcJNGJBgBk6YAQlGR0IYQqECcFiDVCgXtqP/UYACFIEbVefGM5hAjSI4wxlXt8YztC6QcNtb6rImVbkvvA9w2yIGLokBtHexAFmbHbMe1rDe9T5ivD/Y7GaHsGYnTPizD77wfU9tPwyygAP/RLiGT21AAAAh+QQFBAD/ACxgACkAhgDPAAAI/wD/CRxIsKDBgwgTKlzIsOHCWhAjSoTosKLFixgzYpzIsaNEjSBDihwpccS+k/ts2UKpEuXJERFHypxJ02DElCpt7drJs+eunCth1qpJtGhGiCZV/tz1K0aMpk93RXUKdB9Fo1izIoTYssgza9YKMGEiNqyzsGTFFljwb+VVrXCxQky5IM2SMEvM4NVLylOYvqpIIXFCigo4Z23/DY3LmOhQnSOo/BtDeQLly5grj6nC4VORk28biw5ZC6c1K1XGfFld5Ytq16tfr3Z9ooDbxaNzbyxt6x83Uq1jW1Gd+XLsCY4S/YSpu7nFuVJ5qSKei8ORXLlcF389hpS1lridi/9PyHXnPU+xq286coT4dtoFflodT39rLZ2+gbuu3oHDnevaZeaaAs/E4FZ9CBJU3jPCTEdZdUf8YMUdsRXnGilMgJfghuXF4Ax6+/kn4R3BzWbcGLXJF96G45XnWyitjcFfKJuE8gNrMVI2YIEHslgfdDFIR9wXVnAQCgfWWRFKKEdwkFps3mnoI31z2cKMMxyY+AV2P/hnJJOhZLfaBFQ8s9yKUzbH2wjcwKjlF1VYwR6SSJY4hgJF/BRammret0sijFgW22wTDKeaoKpVMQEpn1mFJp+jVTmML0eoggQpqniCKRJmdGkjB0uoEooZCmRoC3OQioeUSkUwwYs03Aj/4ww3+5TAyi6zCkMNNbw4wwRMt6XaYi0jqDRCEUXYUuAC+wjEzS27PJNnDCep+KiwkRKLk0473dLCQNT2lJOj12IrWkQmnRSUMUQIxAs/4+4j1J7mOvfRPyYV1OxA99ab4FD9CjSRvwT/Q0vB9fGj8MIMN8wPQbQ4LPHCCNc08cUK/wOJQBFjPHHFInl8scb/+NOxyA6DrFHDtLTs8sswHzxQzDS/3LDKFzXsTzMj9Ozzz0AvYwcrywwD9NE/W2AywzhXxLA/QLQQSR1UV2211V2QAkgXV3dtdSQlpLF0xk0z9DQ1d8xCyQqStO32226v4MIAbMNtt9uUyHJEG/4w/122QgvTMgwiK2ThQlYuZJEFA9H8Q/HfCVFsDQIDuGD55ZhnrvnmnB+uSzV9kw35QQvfYk0NlXeu+uqa//N56KKPTlDpwqDO+u2su84N7A/LPjvttv8zgED1CIT5P/UUbznywx//T+e6w+57QQzfUnvlA1QiSj2ziKK44YdXEsU/WQjEQyUCZVE5JU/UA37m0fs9vePAV55FDYBAsAQD9UShy/ACuAMCXEe+fwDiHzzQxeEkgQsEKOB58NPF7uQ3vepdL3FRYAAEEBCFKNwBEFF4whEAoYuBiIIU/5iFQEiRBUrc4R8EkETqLhe/x83PgrbLgi4AAYIa+JAHA9CaC/94MECBiOIf7LuDKN6QBfT9gwG6eN/yJMi7+QkEh9iTxB3egAsFROGAHTxgDd7AACWa7x9v4ME/JMGKJRCAEupzn/pqGDvfYXF5lVjCE/6xBFwIbwA1QCIlahAFF0iiBkNEQCXq4QJRIEAWajzkP2ogCR1O0IY3VJj1gucC9yHvCeiznOKEp7i5GY58w0vfP6KQDAQsAQGA2CMVMZlJfmxyhjQsHgRxd7nsAQIBs+DBE2YBgVnS0o6aPB0uebk6SlACl64DHQUrqMloUI6ZvFzmJKVZR2rygxbNaMETIPC9cprznOhM5/dWQARmWOCYyFSYP57xCV2I4p74zKc+9/n/BFDO4gn7xOcTAEENf9QCnvGshT9GoIGGOvShEI1oQ4NBgH9QQKIOLUAVrfg7hQ3FHyANqUhHStKQ/qMFJR0p/bppRZShTGYCCcZKPcZR0rkUY9ASSEVvcbKR1RQhN72YzHyhGJr+tCFBZVoz/iFTnx71qVCNqlSnStWqWvWqEDMpVuFSC2MEozdb1YovWtCBDlQ0rFjxhTGEQQy0crV3bo2rXOdK17piyxbC0IAx4GrXkPDDGARgRV9rcgtepGGwiE1s2WxBjGQQwQ4UUKxGbEEBOxDhrJLNrGY3y9nOevazoA2taEdL2tKa9rSoTa1qV8va1rr2tbCNrWxnS9va/9r2trjNrW53y9ve+va3wA2ucIdL3OIa97jITa5yl8vc5jr3udCNrnSnS93qWve62M2udrfL3e5697vgDa94x0ve8pr3vOhNr3rXy16DIEIhbS0tMBwnkBEMpB8D2ccHNLuAYv1jXzCV10BWoi5bMOsf+O1rTgjC04y0rK4LJohPJuyTgkQ4rhfmiVOc8osOe7jDG44BTwasErmWWCBSeQovVsziFruYF1DZBYlNPBCpCERaMbBGNL4SjQLo2Me/KEABvFIgEQvkxG4Fq42ZQAFLaKALSagDlEtwgiRQWQUlCASWdfCOIsu4LWAN64mlAg0KwAhJX0CzQNJsmX9MYP8CbuYAG5hhZIGwBa0llsovnpGE1lQhNblIzZ83w5rVBHoCSygAVeaa5xj8wxmkkM2gZkNpE00gCc/Yxy3w2woM90bPTKiBbMbQnhtJutITYEQRiEpXJf+CFwVQwQRMVKNQTLrSRGKFYCGM4qb8RtLreaGYcL0agRiDFpum8T+YwgsmUGHUd5DRJpxE7C9M4AR5+sWXw7xVV/PCGrKezYTG8IM7UJvYiHaVto+c5F7H4NeU7sARQnGHH/wZO08aUxIKAONtt3vZQbLGsynNpCZx4B9GQniJJmAGa/CiztzGaqO/HShKc8kK06b3vGXDcGs0RcZI7vanHe2M9hDbCgK9oVMorHAcOTzj4SCP+FXHHIMC6CA4uVBNdsbAAZYTaTObyQWiC7RtmVt1zL+AhjFCMQYlNd3WReKMk9CMJCpQwClFxzCKZSwMCuABHILAAzrCTgGyawAPF82GBihQBGZo29+eRrFTRvAMMxWgQHfPcTRy7JQhM2PvEDf6zMO8Ew6/+sUuBrGIvwxmRnNbwyGOfIhHPGPHy5zCFDbIhU0MFJB0frB37lno7Vtf0vcXX2AW/GCfYeFoMN71ig0IACH5BAUEAP8ALGAAKQCCAM8AAAj/AP8JHEiwoMGDCBMqXMiwoUOE/B5KnEixosWLEDFq3Mjx4Yh9Am3ZCimS5Mh/IDuqXKkypcBdC3fB/GcrZS2WOHM23Hcyxj+f/37xCsorxq+CMnUqXXpwREFnAqH+o8ZkalRr/6Qy3cp13w0zP0h5UiVW1T8kZpE4IchIADeBLrnK1ej0HzMkEyb807tXb96+ewV++Qfq2dzDHZlJ+zf43xiBjx1Dhvx4zAQqIesi3iwRZpojjsdElnxQtMAkz3zG5cz6YMSTxqxIrtLQdNbWuB3GAGbFNO3al60BzU2coFOfFEA/ps2K4GjnE5IUOFq8+r/j0WIP/M3w8RFnM60T/z/+z1zv5f9Ac9g0WLRtx8GHi8eteY7yf9wXWlZRYD7x1/88I0xlB4VSmnda+ZfbLkUA40loCR1xB37u/cNIfygpyNlNAi0wB2WVjTHYhAIZGNp+hl2nIWspPbOWY7SNUUVkekVWBV8CYbhia7bABM4/VlhxxBhCEvmPWfj9Q8o/HISShDUwrbYjVxGlFIMzwhgzhzHAzLGHQHmYM0c2/3Dzzj84JDIlcVIGuA80A1ngk0/PMKOZUxyuiRhPL/2EUAzy6VkdSCXVVFCeI+2jmaAbFvRRUyMsyuh/eU5q6aWYZqrpppx2epgGAlng6Vb+DGPqqaim+s8hA6XqKqrL/P8T0agPCcMqRV00lKtVtDokDSBPCLTCsMQWSyxBxiZb7D+z/FNNrwzd0sIsEGzlAinMQKtQEXXMVQM12iYUQxcuyPVtuAgVQa65CaI7kLrlEjSATjW06+4/8BbEA0LBKiSJKFkkVO+9BeX7TxQE/FPDkgfVk1A9ldxRQyUOGzQwwe+u+0+/UdTQb0EVF0QAAwXFctDFGOOrcb+6IBAFQZQoJMASDi/xD7An2+uuwZQk/A8PohyEwEC6MEuiQLiQ3MNAIaOMscEF1ZBMQ83+M+9As+hSyUAxO00w1AQFjdEdbzBQ9Mte3wt2RwqQ8oYolEQRdNrujhvvVuem/I+ad2//Ba7e/thR9D8hs1QPBLNMMgwtet/CDBE1bPzE5JRXbnnlBV0++cH/LDYrxhEN08ZWRehN0OdMNWO6Uoyv7jq6qL+ekz+y12777bjnrrvpou6+Uk23+L4SLWkkU4IvwncUDBEdJM8RMcDwMpTz1Fdv/fXYZz+XLcEk0wIF2k+0iwaThG/++cXVQssulaKv0C6gdJCMz+4rRAsvyNev//789+///wAMoAAHSMACGvCACEygAhfIwAY68IEQjKAEJ0jBClrwghjMoAY3yMEOevCDIAyhCEdIwhKa8IQoTKEKV8jCFrrwhTCMoQxnSMMa2vCGOMyhDnfIwx768IdADKIQ/4dIxCIa8YhI1FPsCpi/BbbpfE9UEfrCE0AqMsSK2PPJL7aIEC76CXszoc5DeCFG6x2FGQWIQX94sUas8MKNWPFJ6cqYu5MM5Er/SEIJTqCCParADv/4IxUYYQdGEPIfeNAR9X7BjF0JxC+QfCQHCmIHmARqd2zcy2MGU4XGNIY0MmoMVqoXA24s4QvuiUwqV/meAozkJojw3VGcYQYIDSQXIGLlP6igyOQJY5SmscLRclmhMWziekcJBSqfI5AZsbIyoPkHMv7RPt0540HvKcgzH1ODFF0yd8KwkC2P8AVcErNCt8HeMiVjInM6xzQqGKXzZolNZh5knf9YAlToqIe7o2AolQJxp0FswwQyVu8t7QEoQQw0SdJIh3q78AkTMCOa39BGNrbcjpL6EwMsCu8vf7HMI0daEH7ezo5fFMSPSrBScASCpS9dKR4oIIhnwOmbwrPSP6Zjjens1J8DgYlJk6fFf0xPIUM5Ck5PihSBLLUgQLEiSpPn0YNUNYmCmqrw0gHAgAAAIfkEBQQA/wAsZQAtAHQAxQAACP8A/wkcSLCgwYMIEypcyLChwF27Bkb8JZDiQIsOM2rcyLEjQWrWrP0LKVBkAYHPRnhcybIlQluCPKn6h8QJTZtWrPxzopMREoEn5rgcSpRjEU8cx/z7VLSpU4RFhKlSylHFs4hPs2rtqOIf1q1gWQJZeSSs2ZXPjK1UcfKsW7eM/sV4S3dhDGB182ZNu7YARr2A/6VZSSWwYbnGdHYkdThwjMRUNyZ5Nrdx3VppynakUsCW5bq2Cvw0+EXxBIGnx0S2pvJz3WwEFVuZ+U9n6SNjPB3R8cy13iL/jAkTeO+fxXx4jQGbk80Yt5S+9dZiRrC1Qc9FFniOzr279+/gw4v/H0++vPnz6NOrX8++vfv38OPLn0+/vv37+PPr38+/v///AAYo4IAEFmjggQgmqOCCDDbo4IMQRijhhATS4s+FtFAoVzAUxOCPhv4QQ0AyoGj4z3AalGgiMGqZ6OKLMBZ04Yca8hNDZRruo0EHyRDg4i54xSgkhLUYQwEwvGQ4YS3BJJMMK6y8WMuQVFZp5ZVYZqnlllx26eWXYIYp5phklmnmmWimqeaabLbp5ptwxinnnHTWaeedeOap55589unnn4AGKuighBZq6KGIJqrooow26uijkEYq6aSUVmrppZhmqummnHbqaaRF9DaQSAx9JSA6/9hRmKpxMcJIC4wUovZPYSp4M2AMRZTwj1KnMcTBGKG0MKCoCFE1xhe7IiuQGcYFiAOzHhHrXwzcLKHsRjV8qtESL3IDLUdmtBVgVx3VwESAFHFrIkXfbsTYgEl4VAOpAYaya1UCRpStsl8oVcVAsgn0RS4lCVgELwIZ+0+v/P4TyhgThMIIN9EIGAMvN6CDxz/ogMOxDv/ogCrHAgVSQgH7GFhEWyYl9Iwtf/0XEAAh+QQFBAD/ACxlAC0AdADGAAAI/wD/CRxIsKDBgwgTKlzIsGHBXzEI8hI4saAthxgzatyIcUGiAv8KWHNWgElIJiRN/rNmMhHHlzBjMtx1g5GVf06Q/FOlk+dOTz//hakjs6hRmLYKLPk3ZiOpo1CjMqy4cUySIlKzahU4J9RLKiC3ijVaxBeHLxyfjl0rU5iqCRyTPPvFtu7GNF451rBmty9Gs2id+h3MMNvbuM8IK0aYd2MNlYsj/3PmKbDkyxvdvrSEFTPhBXMwNkZbw/NiJp6qfIFrWWBThEv3mR68QNy/s6Rwc8j1z0pT371vCoA2m/CufziAveNmLts/XpCeOwdm7J8xYSFlF1cMLXHEfSMEEv9DJjAx1lr/jm9fz769+/fw48ufT7++/fv48+vfz7+///8ABijggAQWaOCBCCao4IIMNujggxBGKOGEFFZo4YUYZqjhhhx26OGHIIao4C0WiEiQLbbcYuJAtkDCyiTBrPgPP8S0IKN1EN2o44489sijLWloAMxFJtZCQTLJsLJjRD42maEtv0wyCSRprLiPBpOA4uSWXHbp5ZdghinmmGSWaeaZaKap5ppstunmm3DGKeecdNZp55145qnnnnz26eefgAYq6KCEFmrooYgmquiijDbq6KOQRirppJRWaumlmGaq6aacdurpp6CGKuqopJa6FVVehvUPVsxMuAsT4Oi18A8jjMxKxT8qnGBHriXwmkQwfEUYQwscTNCYQhz8U0WFtbrmWmCtDdSUJ6o2+Atqr2mkQrUOqrWRGRGiutEd4eJgRrYa2fggXUtEyxBaS+l4K4S8UHMuR80+GAM37cJEl4zz6uvMEuhilO+DAysr0LILFSwhB2dBLNBZ/0yA1gRNwfUPEsCI22BEFPzDBgV4/EMBOP8EgjI6suqAMhPhSfgLkf8kJhBfIoVUUAwe0+tQzw0GBAAh+QQFBAD/ACxlAC0AdADFAAAI/wD/CRxIsKDBgwgTKlzIsOFAWwNj8IohkOK/GBR37XLIsaPHjyCtCWQy0Nk/kydHCiwCsqXLlwyLUPjn6Z8qMwLNLPmnk+eSMEtwLkkDs6jRlvuskfI4YcI/REUgHp1KdaFThmMEZv1nKVHVr2D/2eLm0ow1qWHTwmTGLVQVkEtIqp1LF6Glung97ppTlsnGvIAV7nULN7Bhhe9c3j3MmOBelzv/Nj68ixuHt0zN+J3M+Bmvf1c5i+Y4ou1BzAqXWNs3OvA+ZzgFfhmIuuAXp2PqFGhtGFqeJaFUhQoeSqCny/8uh+LwJdSJYbwPJ3LmSyDZf9a6YE9MLBs3Z4nPRv83vGsfa427FwisfvHf3wX70I6fT7++/fv48+vfz7+///8ABijggAQWaOCBCCao4IIMNujggxBGKOGEFFZo4YUYZqjhhhx26OGHIIYo4ogklmjiiSim6KA/LNKiYkUUaPCLPy/+QwsFybCSTI0P8SgQMML4KOSQRBZJ5C4tENDCTC/eAkwJRBBg5JQj3sLjL//sowErBIDSwov+2OILBSVQaeaZaKap5ppstunmm3DGKeecdNZp55145qnnnnz26eefgAYq6KCEFmrooYgmquiijDbq6KOQRirppJRWaumlmGaq6aacdurpp6CGKuqopJZq6qmopqrqqqy26uqrsKrYhSWPMTwjkDW7/ZNrAbv+E42t7WUYgzV4BPKPCieUgGyZdZSQRB11JFGCdhTkiiEviDjFAUHbftHttlsJZEeGvxRAxT+zoYsQZlWke+611jASWkeMZJnhES6JlGG9H32Bb4ZMvPvRJqZkOMdSHoV77T/8fsSIvhc6g0RLVMiFIcI+qtCSCtZW+AsTNYGEhDWzWkgNxgptle6GMURDU3GybfuWFexywMFWvLiM4S/MzKHBPxr8DIkGeLBB9D8U4PFPIEpTAw2HuzBTka+2RvPZrf88s5tkFwYEACH5BAUEAP8ALGUALQB0AMYAAAj/AP8JHEiwoMGDCBMqXMiwIcFd/yAqtCVwn8OLGDNqzMiEyT9nHkEK9PgvZIF/zzaqXMmS4S5fKpaYCSPzHykzNnGS8qRqZ8+WQIOuHOHsiMAJ/8YgVZp06dKk/+pAE0q1KsMvY6AOxPqP6xeBXwcWsUq27L8izjiExTiGFEmzcIHamqNyQg1rEuPq3RiNZZK9gDfG8KVWY1tngRM7tJWm7t0YiiMrFLY241/JmA3GIFY442GKmUPPDaWSirXQqCGvTJISdeZ91DpnPPLWdeRaOEhXEbj7K9KwWbd+CfQPtG3FtoqI89SVQ3PSVsyo4hAql5lQqqIWP555hDVu/8zR/yXGBFLJf9y4vUMvDmRe7pJtjTiL0latghIhjpgPv7///wAGKOCABBZo4IEIJqjgggw26OCDEEYo4YQUVmjhhRhmqOGGHHbo4YcghijiiCSWaOKJKKao4oostujiizDGKOOMF95yC42a8cIPjgXZcggrRFDAo0D+1ELMJEMmqeSSTDaZkT/+3KgkL/clucsuoHSQDChK8iMMMU6GKSM/+wgTAy1J2iJMMqywkoySt+zDi5h01mnnnXjmqeeefPbp55+ABirooIQWauihiCaq6KKMNuroo5BGKumklFZq6aWYZqrpppx26umnoIYq6qiklmrqqaimquqqrLbq6quwxv8q66y01mrrrbjmquuuvPbqq65zJhnDL2el9MxJ/5wUbLCqWXTiM9l0UUcSdUxbQh3/lHCCCnZsa0cgKmhg4i4FtPCPc2OgK1BWEyDV7j/tHlHCWCPGYA1zu/2TbxVf8QvWVlUw8kywIhaggkp3mUjKSsiOyAQSwWW0xCUlWsMIUhshIk2JRm2EU4kPR4zRwcKQyMTFHp/YsUZL/ENwiNZQodJlI/JiMcYXfWVGbSKuHNYXuaz7jxUD7cZvyyUWAAwSSVkRSlahfDGBc1Y49y8Hv7RW7wLOlPBPICWAQ4HXY/+jQSRmi6vBHPSWyEsMFiFbALFzu9zXM5AxYwuxKfIDjWNAACH5BAUEAP8ALGUALQB0AMUAAAj/AP8JHEiwoMGDCBMqXMiwIcEYAn/9+ieR4q9dvyBCdMixo8ePHUcU+VdAoDVr1E6mRHlSYEmQMGPKbCiMESkkqm46+YdkpxUr/5wAFfqp2syjSGHWwgFywr9AC5JKnaqQmTGgXzx+SfLMFtWvYP8JszIG5BFn+8KqlXoEJqMCG9fKBRkDGFmQb+PO3evw2dWyH9t65Uu4IYW2eAtMLMw44d/EehtLFvg48OTLBRF/VPEsMubCYwF7fLvrs2Srdz2KNi2Z2xGnYwCXBSrQ6b8vVWKPATeSteRsVI78FG7liCpVocZg9dSWA6kiaX0ztrWgpDFj/4AB+1cimTNjwOaA/5/zzpgz6ZdLx4jhlRk/gtEEFvEKrda/wejz69/Pv7///wAGKOCABBZo4IEIJqjgggw26OCDEEYo4YQUVmjhhRhmqOGGHHbo4YcghijiiCSWaOKJKKao4oostugiQrS8eNA+/tRogYwD/VJCC8bcgqNAt1RDACvJ/PgPP/7cF4yRTDbp5JNQInRLjUkaGQMvGhBz5I/7xEBEMqyw4qR9UZapYi3BaODLP6XhWIsGBBQJJX5m1mnnnXjmqeeefPbp55+ABirooIQWauihiCaq6KKMNuroo5BGKumklFZq6aWYZqrpppx26umnoIYq6qiklmrqqaimquqqrLbq6quwxvcq66y01mrrrbjmquuuvPbq669GLmYkL/8wI1A01vzDS7L/MMvsSyL+YlUJJ6hgBxWMXMtIC4ww8g8jVPyjAhWCMOthDNZ0AdQETrH7j7sJUcCMsBvu4kwoAmV1W0GyZQWYCiIm8VFWSzARlYfULAFTuB/+goMZTQojLkwdTMLOh9woDBISnX1IDcRMCmMNwFr9Q8p5IGrcUVk1MNGwM56sxhHJHxZAs0ek/ONZhuc59YVsCIlWxQkipuHtBGW5O0EV/4zh8wTJcRAKLzHQu+EvIySLDjj/oKPDPzqgA3YgJYBD9lM3RLOzhhLZ8oxLcLs00UvQhRgQACH5BAUEAP8ALGUALQB0AMUAAAj/AP8JHEiwoMGDCBMqXMiwoUBb+/7F+MdLIK+JF2NU3PXPlsOPIEOKBLnvmUBr/wowcaaS5UqV/55ZKxBxpM2bOBUy+0bliCok/1R5CjpUlZmgZpb8GOosp9OnN50t+TdBJJ5/HKFq3YpwH7FQXwiGbUilANezaGPyUlVVJKmOaeNqDWUziUm5eG/u4sZhbMgaTLLmHQzyHduRbwUTXqxwVxq6I+0ynqwwBl+/IAFT3mzwmeG2Iacq5swZskhL/36RJr2LWt+RZqx5XL25CC/MCjkMHPNvKm3OI5oK/FJ17ATdvAUmnzABT6LfnGMEcxKKg6rqX0h5+rHktRXe3/85/6sFnfOwIuLfcfNl7J8dAv/MtTeX7Z8xXkzKry6yb9ezXTEUUUsyAllgVgx3MTOCfgw26OCDEEYo4YQUVmjhhRhmqOGGHHbo4YcghijiiCSWaOKJKKao4oostujiizDGKOOMNNZo44045qjjjjz26OOPQAaJIS3++CPkQbyk0d6RBN1Cix0dJFMCkwT5E4MGVBJEZJZcdunllyPVxKWRXcZgDCiTdHmLLRpMAh+YcMYJpC1nTlICBVnSEkMJkxAh55+ABirooIQWauihiCaq6KKMNuroo5BGKumklFZq6aWYZqrpppx26umnoIYq6qiklmrqqaimquqqrLbq6quwxvgq66y01mrrrbjmquuuvPbq66/ABivssMQWa+yxyCar7LJ5oVeAWQRBK200/6B34wi+tKACFf+ocEK3J9jhbQkq1FFCEt/aWAA6/5h2EHLwhuJNjdQcEdYYY92bb0FV/MNIAarNyIhNb5EXI35IJBcSI88QI6NlpODm0FE1DtwlL854ojBIjFgb4y/cRDwSI0xUxGxCvzhjxsYfMYLSw9wsITFZL8+YhJcxMEFxv//wnBzL//CmA8AyclSCExz0lXRYVuRCVb8T8MbcP8AwQ2OAz2igAR6RbP0PBVdRAM4/gYztzdjQ1hhNEUWgJNNJKaEE7TMmTTRjQAAh+QQFBAD/ACxlAC0AdADGAAAI/wD/CRxIsKDBgwgTKlzIsKHAfbb+7Yrxj+LBif/2OdzIsaPHjbuYWbP2zBmTf84EmkR50pm1fycjfpxJs2bCXSPSLVnyY4mZfz6B/iQ11JOqJYgKaLTJtKnHfUw8EZzwbwxVq1WvUv03IRs0mU7Dij24YM6RKgbH/Puilu3atmOWMFk6tu7YIjQn1Hhpt2/YItQ4fPlo6d8vv4ht2poTCm3HMaScgU1MuaOwmXqZWKzMuWEMboI7i/a7i7FjjpCd7RrNeqxea5tbyy4CerDHJBVl685o2mPq3bopqppJpcBk4J33WQu1Fu0Xx2rVCmxrG9yC1chba7DCgXn3fxx+dv/P1V1VqFDDKWTXPQIlt3++uGUrYOqfNfncuL3j5uuf8fWyRWRLRDGs1p5At1S02i62FEEXgBBGKOGEFFZo4YUYZqjhhhx26OGHIIYo4ogklmjiiSimqOKKLLbo4oswxijjjDTWaOONOOao44489ujjj0AGKeSQRGbnT4JFImRMkgfdsg8RHZTAC5MENUMLBQRQWdAt/mjp5ZdghilmTbXwQws/YEJkS5df2uILK8kQ0AKYwhADyZh4MokkmLa0wAoBRMzpJS/EqCdonogmquiijDbq6KOQRirppJRWaumlmGaq6aacdurpp6CGKuqopJZq6qmopqrqqqy26uqrsMb/KuustNZq66245qrrrrz26uuvwAYr7LDEFmvsscgmq+yyzDbr7LPQRivttNSKidczz/hXgEDb8rJtNNv+Y8thOTJDQR1J1FFCuuiWUMc/JZwA7wkqlOCfjnhwwMEYHKzV7xf9qjUBVQMLlA1eN+Lwj2NojVHFYA8vDLFt/1DBV42/MIGEdB8tcKM1jGzVkRwI22jWR5DhyAsTVHDM0SamLGkjEyF/FEYiOJ78UQ0qsxzmyjV7pIKOR8xkxkkfMzLTEobZ+EsBVBBkm2NW2CYdWhMkke2N0bRghRWhjAE2v/1yJ5Bg+g5GATSxzbhLAQUEYy8Fc9urARt4aKBB3hpkGzPHxTfGsDXchxUQzT+8HP5MNC/hdRyV5OYYEAAh+QQFBAD/ACxlAC0AdADFAAAI/wD/CRxIsKDBgwgTKlzIsOHAXQJ//dol8Z9Eir8EQnTIsaPHjxxtFflXoMA/a9aooVSZEiVJk/82gpxJs2bCBbxIIVGl04lOK6SsWPnnBAlRJEfqLLBls6lTkLueMRo4piO4Z0+zalVYi+rAKg0nHNlKtuzAe1aqflTxTKbZtzWfCUsLklGBGHDz1kwzFmRfvYA9xgBGd22BjIETM3xmrLBHRtbwKp6M0BaFvx7HMqXMmWAMtGo9qoDZuXSMxqE7UiFdujTmjq9bTy4ibajBLwsnJGkrm/OuGJ7+VR2jFve/CbgnCBxTZQyHE9A2957MrISnMUeEZreyRJWVI2OAav//V0PDiOmdmUUT9s+YsTnAfk35x2uOMWD2jXErUGQf+tK7jFQEVsxAIxA3zTyD1T8x+OfWfxBGKOGEFFZo4YUYZqjhhhx26OGHIIYo4ogklmjiiSimqOKKLLbo4oswxijjjDTWaOONOOao44489ujjj0AGKeSQcPlDC5EKSePPP0ciSZA//BDACjFLOvnkPiV0wIqVBflTJZdghinmmGSWqRU/t/hzy5i2GEMML12FWUswrGxZpn9m5okkLbbwgmeYthBTZzLJjMnPaXomquiijDbq6KOQRirppJRWaumlmGaq6aacdurpp6CGKuqopJZq6qmopqrqqqy26uqrsMb/KuustNZq66245qrrrrz26uuvwAYr7LDEFmvsscgmq+yyzDbr7LPQRivttNRWq6dEtmAVg0m8WEOftycJ5C0zRfAimY3bCkKFCnZQwUi77zLCSAuMUGGHClS0QEEMiNX4SxE7hDKBcgMfR7ByBYXCwQ4L2uiMGf8Y94Vxyy2H2xhf5DLBEgyiS80SFHdkhjXn2VhAEjQlcuMv3HAM0h12+ssNxH61cKMw1qhQZssf4UaKMzhSY0ZqDVVVAxM4FqBzmS535LMz/c4YgzPXeVQVEuDa+IzOVX1RXMhW4Ebx0ugWUQIHyVU1cCjNRaxceKEIVAIzOTLhDB7/oANO3jr8IKMDOiX8XQI4gOPBBGs2Btjwttb8UlJGd5EkUBEPzhgQACH5BAUEAP8ALGUALQB0AMUAAAj/AP8JHEiwoMGDCBMqXMiwoUBbMXYJjBGDV4x/Fite/PXQocePIEM63LWrwDNr/wowcaaSpTOX/07GtCWyps2bCmly+6fKE08zP5eoMiOUaBig6CzgXMrUJrSPEwaO6VJgX9OrWBPu48bB4xiCS1BmHUt2a6gqIi0VuUi27VVeqqKGNMNEotu7N3fNCVVzyT+7eAODLLIXbUhLzwQrBvkurki6gBdLRqiXr8gldSdrPliEq2GQiDluHi3wWWO5IDHTJM3aMsgJdFmT3keMw+ePpxLJJs3MicAvXyYAHzPByr8xX/8F/1dlwpLEuzeP0HA2VChVoTh8MWMlV3bv2kN5/2JEYXV0zTGs8frH7R03bt9MXcrDjVi2f9Te/WMyotb52f8wI1EMVg10C1sxJLZagf816OCDEEYo4YQUVmjhhRhmqOGGHHbo4YcghijiiCSWaOKJKKao4oostujiizDGKOOMNNZo44045qjjjjz26OOPIvnjD5AKCVOCeUQa5A8oHfiSZEIadJDMkwbdIpAdVGap5ZZcdunll4Lxc4uQXe5CwSQaOLklP74QQcCUYMYpJ5D7BBOMMaJpacskybACppVzBirooIQWauihiCaq6KKMNuroo5BGKumklFZq6aWYZqrpppx26umnoIYq6qiklmrqqaimquqqrLbq6quwxv8q66y01mrrrbjmquuuvPbq66/ABivssMQWa+yxyCar7LLMNoueVYlZU4BA06Y0bQHTQnfjLkz8o8IJJXwbLrgq1FFCEnXUge4/vjA4IzTeHDRGV1/Q29W8/1gBTgFsxZgeI8d9cRxaYwjMnECGGXZEtzPuws0RIX3FSFU0WgOwSCpoGyMvTFCRHEib2DjHEQaHhOWM610cEiNF0MiLM0h8rGUM3JBS8keMiDWjziFRwbCMvzDhicxZOhzKzR6pUMB6M06bMMLIGfTFV2jVUC3Q0FDAFwfacV3vBGiBne9XVvjUL40UZKOBBnisjUckbP9DAR5y0x1MNBrTuFp60UQS8080vFgTTQHW/FJtEc+cHWNAACH5BAUEAP8ALGUALQB0AMUAAAj/AP8JHEiwoMGDCBMqXMiwIUFbMQT+kijx164YMWzZcsixo8ePHG3tK/LPmbWSTP5RS0nt5D9rBUwm2geyps2bC/fdMBOGlKd/PoEiEeqEFJKiS/A8w8m0qU1mQ/+NmSCV6tSqUgWO+TeBlNOvYBcyk2blyz+zBL9sVXtWIFoqBTaGnUs3zZGaSZbS3fs1hjErWz2OIeVMLt/DNmMAA/xxAhVrERFL/miLwl2QKgpM3twx2t/AHccccca5NMMY5hh7nMAIsunXB23Nufwxc2TYuAUKGwOao2jSuXMXAeapN0dGz3YFx71gTqiaKvQuh/2MkdYqvKsg1I6WVAGa003v/xp27ogVK+bRj7FiRhWHUFU4kHIfKok15eFhF3EmzNgcY8DMsUcJrPxjzhwqcVMSDonkF9wI/xSxkV4F/mOBQDEoxwyEDnbo4YcghijiiCSWaOKJKKao4oostujiizDGKOOMNNZo44045qjjjjz26OOPQAYp5JBEFmnkkUh+dEWSHgHzjwbGMNkREJNIyREvFHQwiT9WMsTLPwS0QMuFXSbkTy2T0MJlmQmpSUAybC50Cz8dJHNLnGbSAieeZvLp55+ABirooISGWEsthf5Tyy1rCrpLCcmA0sKgt2BZAqF3JqppoPwQM0kJFBAjKC3ATEIEAZumquqqrLbq6quwxv8q66y01mrrrbjmquuuvPbq66/ABivssMQWa+yxyCar7LLMNuvss9BGK+201FZr7bXYZqvtttx26+234IYr7rjklmvuueimq+667Lbr7rvwxivvvPTWa++ruzDzTwya8dLvSbwADFMMRUhHZAzOUJBECSf8w/A/djRsBxWM2MFIxXVko2+RzHTxT3wCcTABVSNzRfIEoXDwpMFA+psEVVWgZVbMbtX8MVAuCRnREtD9YxiQvzhjhnEOweXLkMJYowJVhHLzXKHOFAdSDckhbQ0jTPv2D8+JqmBk1EQvZNYSwAnpL9aC/WMGE18SeRdaHSVRZAxMUHFWYGZ9YYVWW41God1ApLhGZJQjh1L4VCpPkDgHX3DAARUUTFSkMIKAA04J4KCDeSCbY07BpRQI8gw0kh9M01IFFDCR6v+wXkBku0RTupABAQAh+QQFBAD/ACxlAC0AdADGAAAI/wD/CRxIsKDBgwgTKlzIsKHAXbv+/Yqxi9evf7xiYIwR41fEfx8dihxJsmTDBYkK/CtgbSUTZwVexlzZssCCWiZz6ty5cJcGRkj+qfIklOhQoWaWDD2CRAe1fTyjSjVpq8CSf2NGjuHw79nUr2AVFuGlKqvWf5aKhAzLNuycUDlrWLPVtu7XXdw4fLHLt6/CZ8JUTTCZ5NlFv4hH7nobl4nGxJAZxsi7tySpyJgXPnsnmLDhzKAPwjVphsna0JmLENNr8irq1zHIDi6Z9vHr2wxH/9trZi7uzPuYeKryZXDlKlawzh48xuySlr8zj8gTioOq6l+q5/pnZW/3I1bGHP8JtCA66I/O3nHzlQ1jl3/C2rOfA0R9AajmM0fc92zX4xECEYPMPzE8Y0sMRSxgy2n5NejggxBGKOGEFFZo4YUYZqjhhhx26OGHIIYo4ogklmjiiSimqOKKLLbo4oswxijjjDTWaOONFl6BY0nGHNLCjiQlwwqQDvlTQgf/lEAkQ7ccyQokSzbkSwf+RLmQBf8kYyVD/tCy5ZdghinmmGSWaeaZKNJyCz9n7mKMMGju0kIHrBBwJi0xAIOmP1Wi6eeYEYFCABE/knnLP8RooOSfjDbq6KOQRirppJRWaumlmGaq6aacdurpp6CGKuqopJZq6qmopqrqqqy26uqrsMb/KuustNZq66245qrrrrz26uuvwAYr7LDEFmvsscgmq+yyzDbr7LPQRivttNRWa+212Gar7UJFCGSNStCtJJBKA3l1GI3WgCOAHSpQwe4J/6gAr7wlJHGCKYGsZBuMBbbAwQShzHYQV1v9MwEHJez74kWM7IbVXmNALPHDDiNRwLkLM4GEWSQ1PONkpFRGUm8z8vKPxyUdQSMvznjC8Uh3mDLjL9yETNJeS5A7owo5McJEyc6Y8bJIKMc42RIij3QZxjAm0XO4/AbdXElUQP3iLs5cVYVAVWS1tUDJTZDcF2NsV2OBvHCgl9pfsG3wXhNkNwHA/0hj8sxFUKABHpDsJv2P3xSA808ggqMDTgnO4EfjL7Ywo1I0NUVO07gH3n2j5QthPmNAACH5BAUEAP8ALGUALQB0AMYAAAj/AP8JHEiwoMGDCBMqXMiw4UBbu/7tivEvxi+BF/9llGjLocePIEOCZGLtnzMmJlGeNFny5DNoImPKnNkQmIolZv6R8qST506dSHSSCnOCQi2aSJOKrOXsiMAJ/8ZAlRp16tR/UE9A66i0q9eEwsb8+yJ2INmxYs9+GXjqq9u3Aovcs1L24xhSzuDqVWorzZEqISdQsRZxr2GZ7MbUPcz4cAxzVtaCvOuscOPLC/v+DTyYIubPCdlFFamiAOjTBmNQ8yTZ7hFnXFGjtjUnFGCQggt4lo1amMwkz3jLhuaMQ+uBtxUeYbJP+Ola3JxWUQx4LVTJaatMGPNFwLPYzi/b/yoiDolTT0fGcHBqZck/Drbhqwq1ZAT48OIXWOP2D9icf74wUUcyzrzjy3++cCOOM5XhJ5stIxQRQ0TMHAWgQBHt0tE+tdhyn4MghijiiCSWaOKJKKa4UAy0qAgiiy6G1yKMMbrFzz/85Kjjjjz+w8s/FvAopI441sjQUR+MoOSSTDY5wj/CPMOPk1QqaYFAFhp5kDAajBLIl2CGKWYO/1CQg5hohvkPMbdoeZA/1pRQiWGx1FBNM24WZIEGkkDQy5+ABirooIQO+g8fEPxjWp4DPXPANP+UI+mklFZq6aWX9iAQNYwKREs0/xwTKaakloqpQEDg2Wlw8Ixq6qumov+qKqOsRvpPL4f+08Okmgq0a6+7StoDpAPxUU6wksra6T+s9tJDBLpG+880mvIBLUEKEHvrQAr8E0EArpaj7Kr/tNpDC1dsUccWqQyUShct9Kotru3+c8I/RPxTAq6Ujktruf+oKy1BddRRwj8CgOKtwv+0gMgV9jY8UKX+5lnruT3wUcdAJ7Qg0L3/HADyP5PY2+0/GxMArbgCsZzqsrVGXMIJLHehb8ENd3HCFiWfgIgAxyRaQg8EQHzQy+S2eqvI0xQTMQQR3CtqQb2AjKtBAhwQcMVuXoxQrwVpeszVYPeKiEAHlCAA11rWSmkPvfCBLKyUQrrxP1esnSjSjIL/KirddA80NUF85xnDo70ADivYBnG67C0a8HAYBD3UwcyyAjETSUxbgAQE5v8cNUI1wZRu+umolw6Mx8Ck7nowaYAKeugCNWP77bjnriorA+nuO5azh3SjHQTdGDxc/BAvED8tHv9WlsA7/1bzA0Ev/fXYZ6/99tx37/334Icv/vgu8uOPP7dQT75DP2qgATA/ru+Rhi0kwwrv8gu/Uf4Nnc///0m5RS2MB0CG7EMDrEhGMhhWwITQgheta6AEJ0jBClrwghjMoAY3yMEOevCDIAyhCEdIwhKa8IQoTKEKV8jCFrrwhTCMoQxnSMMa2vCGOMyhDnfIwx768IdADKIQ/4dIxCIa8YhITKISl8jEJjrxiVCMohSnSMUqWvGKWMyiFrfIxS568YtgDKMYx0jGMprxLRZ5RhGC8wzT8MKNbixJDIrwjyLsYn/f+8UzslGwJMxMX/eyQyCpoIISlCAJ3iiJ+HZRgBJMgAMcUE9UOAAVSj6lkmMIxT8uF74YMCEntwnlWqowylGORgXPiN/33qgCqISkBtZoDgdrsKjwOcMTi3HIF5ZwCfEJwxqtFEkHJiEN8f0nJGKpwfh4cctcOkQF1vBN+KzBCFd6ZC1LyMv4SBGTJTBBld9jAhVikoRarrIA1QQJNpmAx+5RIz25GItAvhDP0dBlLIAhZU7GV04AXyAhFBOYQCikoslHaocDVYDkFzhghl9YRHwxWIAzSgAOdFA0EBSlwME0igcNRKKjaaAj+XgRg47oRlEXKUBKL/IMijDDFu0UX0wnGBAAIfkEBQQA/wAsZQAtAHQAxQAACP8A/wkcSLCgwYMIEypcyLDhv1229sWI8e/Xr3+8LvKiuNHWLocgQ4ocKXLfs38FrKFksrJlAZYqn9kiSbOmzYXMvlE5ogrJP1WefgYFKvRIUFLcbipdWhPHEpETBOJZ8JGp1asI9/kK9YVgV4Vj/n2hUmAm1rNnY/BSFRWt27ch54SimeQZRbh4ae7ixuGryBpMquYdDPLZO7aEE+PdJZfus4uKIyOMQawvScB3JWseaBjxyKeCN4uuaenx6M27nFkeacaa2dORi/D6EpYhh4FjxjyFrXmBs39RvwSvfXtM27DGJ+BJxFtzjGBOQnFQJb2rpx/V/1kZc2Q7KSa1mmv/Hlbkn7N33HwZ+2eHwD9z64Flm2OMF0vxm4vs+3cyRvlkAllQwD8xnPQPMyPgp+CCDDbo4IMixUALhApOKCGFeNWi4YYcdqjhhAJ5KOKGGILk4QgopqiiihP+ws+KMKLoYYkKbTjCPjjaouOOPPJYizC81NLjkDviuA+JNBqk4Y1H8rMkk0ZGiWOL/Ehp5Qgk4ohleEkOtKQttPAjDTXOUGPmmWiiCUQa1QCR5ptmlgmEPf9EpGGXIQpJyzMldHHCn4AGKuighBbaAjW32LJllxriaE8LT2SRRT2UVmrppZhmimkWsjAABC1Hckljo/+kEQUEPaSq6qqsturqqz38/zNLCRbsgyWjI9higQaioArrr8Cy+g88lHTBDI6illjLPjPx6muw0P4KjyTG2pkshcvq6my03Lo6LLVFWJtktvw4u0U9/2wBTxZb/KPqFuVME2sP6tazxbvr9oBqFvDcq+q0XYQb6rjMlttrPQoIME3C0wjU7z/lRBHrP/VcIUA95fyTRTkJ9yCAx6mUsyrAAt85asHOQhAFKCojEnENkvwjCgNEwCPACfVEwYoC9dTQKw8MKNCBAojwPDK44p5si8EQtAzBzaIkw0ANCgDCAAMQnMDKCaK4VwMRBEQAQR11EIBAFyIfHXDSyqLcq8qTgCDAPwLM/QYp/0DwRgQn1P+AQCVd/JOMAHXMjUAyUQfOKslsY0ius/0CggABoigAyhJ1RAAIIohEsTkisSSjAAKgSPwPAqxk0UEUIJRTT9P1MD6w0kz3kEUqDJwaRTKB/xPF3hHXwTPX5SAQRTnlVCJKFgrwEIUkopzQhQL/ID1720tve65A9YgSwbBbQEDxxPZSnLH46rILQSwERBEFA4Ccar3J2O/aK6v1+tttquVswXnCURCF7OjnOGbRYlvu2t+v/pGKe23hgQBjRuOwJST7+SqBCmyVu2LXg3LAw4PUOtaRGLUsWnADARCYBjxWyMIWuvCFMIwhBJ4AiVrdalzL2gc/2IAAWUjih0AMohD/f1iJVFViiEj84RMQQZHrjWpZ/VgABSLRBQ104YpYzKIWA8G5UWjxi1e0IhueQQtFEfCJEfnACPwzkTa68Y3MGEYHOjACZrzxjkUoAjMswA8zXuuJOcwRkYj0jxYIxJCD7JGRFoUnL9nISpBEVoIGcqRISolDjVTSiDa5rH8QQyC3CBUnkZTJhIyyQwcZZSmx8sd/tHKVaAkPP2CpmVfS8pa4zKUud8nLXvryl8BM0i38EUys8OIfRABFCShQTKZUSQMtAEUzp0nNalrTRLYAhjDAdE2a2IIXyWAFgLppkzKS85zoTKc618nOdrrznfCMpzznSc962vOe+MynPvfJ/89++vOfAA2oQAdK0IIa9KAITahCF8rQhjr0oRCNqEQnStGKWvSiGM2oRjfK0Y569KMgDalIR0rSkpr0pChNqUpXytKWuvSlMI2pTGdK05ra9KY4zalOd8rTnvr0p93khR4LUIBoqOQf1hhQUgUyoJPYIjPdHIEvWqACKtiBEVZVwQn+odUSaNUUVPiHBs5JEXRYIRQTiEpaC1IcDqA1Kt6oyDV3QY0jdGUMXfnCXff6D7yK5R9VYEQBIHPPrnxnAde0jydqIxJGPOOT1owBN0jhl5CY4Z/sSKwzFksSRhQBqtP8BTe40lkmHNOawuAqTfDWzV84wwyMdUhYGHHUyHByYwmVBQltz5mE1RKom0xYwgSqUIWwFLevAmFsbcZQBR0Mdq7/KAEjONAX6nbFClUATnYnMIa3huIezDhnEZ6hAQ3ggQ3m/QcF8PCPQIDjH+gARwm8AY4bFAC01fxFNHZRhJioJCUo+W9TnyERcgYEACH5BAUEAP8ALGUALQB0AMYAAAj/AP8JHEiwoMGDCBMqXMiw4T9b+2z92xWDVwyBMX4J/PVrF0WIDkOKHEnS4a4i1qw9c8bkH0uXLZ1Zc/nvWYECu0rq3MlT4a4Re0iZCUPK07+iR42SQnJ0iSpPLYrs60m1aklb1qj8m/BvDFevXb9+Hci1iESraNMirDXnSBWDY/59iTtXrsC5R5hMVcuXbxFhVuKOnEAFZ9/DaGMAC4y4sWOFttq+HTmGlLOzjzOHjGZsjGCRhK1d1EyaYQxzVr7oLFC6NeQ0bkmOOXLZte2C0bJ1JRl69O3bpz2pJpnkn+/frvfNCTVZ5GxnyKOrOjhcIaMCmKOXtlWAg9wqY768/60reALdyTpG5NRuu4QVK0fGeIrPYck/K6FUcQj1Zb+qJRqw99s+MRjDTTbAzPEPL1P8I8yBvnDzDjXc1JSdgNv9w4xEMeQ0gkDE3GJcTlKZheGJKKao4oos8kRLi6XVIuOMNNYoI0E25kgjjCLN+M8I+wQp5JBE8iPML/wQqaSQH+7IY0I3BmnLlFRWaeWU+wjDS0RXdonlPiPc+KRBMgI5JUUxpKnmmmzaYowwaLIpZ5oeYSnmmALJyGUMEJ3p0Z+AArrPm7YEamidINW5z51j1jJCof/UQowGkFRq6aWYQqKBHSVk6qmlGqQhFZ+L1oKnnoXaUgIDUbTq6quwxv8q66xRIDCJMPvsMpWpjT66Sy1sMJAFBMQWa+yxyCarLLFRTMLMLhDx+mQtEe0SDSIu/DMAPNx26+234IYrbj0QIJDGQ6UO1EyL1BZKTR0D1CPuvPTS+w8EUQQILaMs6kmRMwjEW+/ABMNzb77G2RLmtLUUGsO7Atcjr8ThyuutxRfDMzHG3B6swUeLMlzoLxDXM0AWWZysrbcnZ9HtyRBs2y259fxTc8reegyytOw2vAvJ8NaTxRM8QCCAKBAIJC8IsfyThUAQSHLv0xBkIUkUWUSxBQ9I54wvJDuL/HPJ/wCCAAik6NKJLk7/IwABDOCL9T8dtC3AP+UQUMk/oiD/UAMEXkcBNqk89+sz0PH+80YUILzBQw0EABKFKAIh8g8C/9TAwx0KIEDKJowjwMAdNbxRicvdHjx4tGIjXrPkmTDwRA2SDMAAA5LUrIAHil8OwiY1+A1CFHWTAkgWHKseNo8yjlwyvqz8g8sWXZBCShR3k4KALnfcvkUHqbyRDOZ8131HMk4/fS+5gi8PY/NjB80+IDyAwAArCAgtugL1IOA4BDWw2eWctoW7cU0ACqhEDWoggGG1j3CtK1m8kua0KFQCBBITCPKgNgCn1cxmMOsgBMz2j+4xQAH4+hgEmeezhwWMY/BomcwKdrEs1EByUVDA5FKYsIWxMFcxcEbQ/8BFMRp+S2IJLMc/esBEHkLLh8yrlhCLaESCVU1oWHSiLe7EDHZVqwiT2JvExkjGMprxjGiUGMoYwA07ncpXtUgDIGSBsjra8Y54rBoe94iyASzhECNYIcMiEoM4TqILCKhDHRDAyEY6spF1OMEb/nGCRT4SkonEHCJK0EWQFO597SrkM4hRjVKa8pSobAQ3qCEQCjUClbCshg2kUYs6QfGNfnLYnOb0ooHQYpdrghai0oWnPJmKS4XyCDDVBCmBlABay/wTlsL0yUaVSUpe8tI/gvEPWtAim1UKEjWrWcwa/WgE6EynOtXJD4I0A0zrTKcx+VVMKOkoR/+4RTsH0v/Oe9bTNuT8p0AHStCCGvSgCE2oQhfKUNsAAxgNbUyaNOKPiB6GF8BgBSsIQASLHkYY3PToYfxRUZGa9KQorUUwIBEMX/ACpVWphQYIQACY2vSmOM2pTnfK05769KdADapQh0rUohr1qEhNqlKXytSmOvWpUI2qVKdK1apa9apYzapWt8rVrnr1q2ANq1jHStaymvWsaE2rWtfK1ra69a1wjatc50rXutr1rnjNq173yte++vWvgA2sYAdL2MIa9rCITaxiF8vYxjr2sZCNrGRbc5KasIYXl73sTKIRjQIU4R+/OA5Oi3CDOiShBCdQAWr/YYcTsJYKjOBUEk5wg2foaCSnv3hGNjjAgTF4x7dc4QBXthLcf3hnB5/dKXMEUgXVNPcfz41uV95Sg5nkNIhm+ExTC5CE4Y5EDongaShKMpvo5ZQXzvCEdkNyhxYYI6fCsAYjvCsSH4R3p6QgiWqWAJ3zOgMJ63WIfXTKC/nSNyQqYM1Oj6DffyyBCbe96S+YoBXK/MMMoMXtMxhhlw4/NzUCEcxbJpCEZ7wUp2lqgXpDMYEJhMIr3plAjDnQHw68JUCiheku4guOEoADHT4OhI8pUIJ/EBkPlMoGN6y7U4o8Yxc3uUgBNDLlf0xZJZ/1yFMjvNOAAAAh+QQFBAD/ACxlAC0AdADFAAAI/wD/CRxIsKDBgwgTKlzIsOHAXbv+/YrxjxdFixUpUtxny6HHjyBDetxV4Jm1fwWYoFSZciW1kyo7ipxJs2ZCWwuI/VPlaWdPVWZ2mlkC9AiSf0cCWZBps6lTkLsSMfo4QeCYEwX2Pd3KNeEIbqH+jRlYReHYfxNIdV3LVqAtsF9EWipCsa3dps94qaoasoa1iHcDz4wYVuSSf4AFKx7JjUPckEme/VpMueGzd3tFmmGSuLJng7vmFA55uPPn04gbPwZpSTLq1/+eCcsccrNp2LgdTliiMvfnfdQ4lAU5wVKi274D7yriROy/L2OhT7BS9Sz0f1U4LCnCNPniERpCqf8KxWG8YzNWcv0rv/7LESuMKHT3vjiGNV7/iL3jxu2bqUt5/ONLNnOY884/1oywAH2n7VPEP0U8888+0AjEjUQSxiChLRFpxeCHIIYo4ogklmjiiSimqOKKLLaIUEegpEGLi6h1QAAFNJ5WQ4489ujjj0AGKeSQRBZp5JFIJqnkkkw26eSTUEYp5ZRUVmnllVhmqeWWXHbp5ZdghinmmGQ2aQwvxpCJJgVp8iPmLr4kw8o/yYzpzz/zhenPnVruWeafbhkDyiQlaCAmLTFA0gIRoADq6KOQRirppJRWaumlmGaq6aacdurpp6CGKuqopJZq6qmopqrqqqy26uqrsMb/KuustNZq66245qrrrrz26uuvwAYr7LDEFmvsscgmq+yyzDbr7LPQRivttNRWa+212Gar7bbc1oTfmBPtk6E1BSBYLrkCFfBLuczE8O2TuzAhiApU2KHCCfae8M+9JdxrChUqtMCNh09CA04oE1SVMEFjcCAWBwj/E4oVeDxTF5P2USFWXGOUNQbHID/3Ty5pMXHxkrtwc8RqDo1FRVZPWjOVSJE9yQsTSJwF0iZQ/sINKSx7dIQdfzLyoJO8OOOJzh+p9aTPQIM0FiMnQanCTFRU3eQvSjPtESnOwAuXSIwU8G6TSThXxVhVXDeQFRxj94/GkzkJDQWhZOcYBxyMPDVBWX+jNQbCnpSAnJL3zLGDBhrgEUnj/1CAR+Tg/BMIHiUQw0s0U1YYg33RmITSSQVYE0MBBSxnMZQBAQAh+QQFBAD/ACxlAC0AdADFAAAI/wD/CRxIsKDBgwgTKlzIsKHAXf9sxfi369evfxYx/oJIsaPDjyBDimxoa1+Rf86soVRJzZq1ltacOSugMtG+kThz6lxoS5Cnf6SQABUadCgjUktUmVmC59nOp1BzFvn5b8yEqletYq1KcAKpqGDDLizCzsqXf2cJfhmDlm3agVSe2RJLt+6+NEeqjFThtK5fsDGMWWEbcswRZ3P/KtYZeLDICYwKTFxMWaQtCnn3FqjMOaRgwiANO+tMmmEMYI5DQpZcuvVBW3j1iow82bXtf41BfxSd+LbrIvdSh+Rb23fpWnOO4GTU17jrzQLH6JX+xUrBCXrPei1w03npXcPwHP+xYmV8efJmVFkJ9a+8Kg6hdBTg6L11EWfZjM0xBmzOnhKs/NKfMebM8Q8wOJxU3221MBPDXH2xIpAFEz34DzMjLKjhhhx26OGHT+3TG4gL8vMPBdLcQqKG/NDSAQX+rLjgPrUkQ4GKMnoHkY0m5lifjRb4uCAoQhZp5JFIJqnkkkw26eSTUEYp5ZRUVmnllVhmqeWWXHbp5ZdghinmmGSWaeaZaKap5ppstunmm3DGWaQvxvDCi5wC8RIMESWkgec+wExCAJ7/0OJPjIS+eWiiiBL6YAusEEAEobwQQ0EJiWaq6aacdurpp6CGKuqopJZq6qmopqrqqqy26uqrsMb/KuustNZq66245qrrrrz26uuvwAYr7LDEFmvsscgmq+yyzDbr7LPQRivttNRWa+212Gar7bbcduvtt+CGK+645JZr7rngXkToLszgthkvKsH7j7y8PGPNM0U092UMzgSSRAkn/GNHwHZQwUgLBttRRxInlPBOu/sWgWkVHFxV8T8VXzWBxWNwwME/GkTzZb1JXFVFWmed/I/K032h1xIqeRkDNUvglIRcXv6Cgxm6fVRDAb54KYw1KlyVaM2UUsPzSGbMJzTRRu/2jxlMhMneXmE640nPDJ1Fymhe8lJA0YX9UwMTd36pHNb7MkHFyYQRZvQYbEmHVi5AWVOclr8wQSPMPxuHEvjGH09QOHseMzKHyPsWIIg34JTgjTcl6IBOCeAEgqnmJwpSADTq7nvTZgUUcJHp/6DO2jPMRBN6lwEBACH5BAUEAP8ALGUALQB0AMYAAAj/AP8JHEiwoMGDCBMqXMiw4UBbu37FiMErxr+KFy1ahOiwo8ePID0uSGSNSQEm/wo4c6aSpTNq1v6xXFArpM2bOBfumqPCzBJVPoH+XPLTzBEkTkhR0TFnX86nUEPus3bk35iEEwZmHfOFQ4sitqKKHauQl6qsCa8KvPrlqqVEu8jKnWuLG4cvIc0wCTu3b1Rbc0JVATlBr9/DT58JOxvS0rNfiCOH3GU35JglzuJK3uxwp2DChjmLXvjsHWOQjiGPXm3Qs2XMmlnL/kf588fCTGLPXv3MLNqPlorsnj2CW6iDgwseF4g3FBOnw1ePcGamypcJX/B+ST5mK/OtdaLP/4aWx0woVaHOp8/liYOqfxxyhXL/78QwvuJH74LGhNg7btz8Z00X/zDxX4DcUCMON3vl18w+FPgi2i777PNMEbsU8M8CAvmCzD8xPLNLEcJBJx4/FFDwDzDN5OdiQvsIQ4AGqr1oI0G3/MMKMTf2OBAttyQTjD8+9kjLP8mkQWSRNtaUDJNQRinllFRWaeWVWGap5ZZcdunll2CGKeaYZJZp5plopqnmmmy26eabcMYp55x01mnnnXjmqeeefPbp55+ABipofsAAAcygAhHDozCIgqgBK6BMAsmgtPwSTAlEIMrPLUs26imgtNjCy6aI7kNMB6yw8mSpvxjz6auwxv8q66y01mrrrbjmquuuvPbq66/ABivssMQWa+yxyCar7LLMNuvss9BGK+201FZr7bXYZqvtttx26+234IYr7rjklmvuueimq+667Lbr7rvwxivvvPTWa++9+Oar77789uvvWCEKZ42GKWlYgMH/DBxwDDW+WUA2J/yTxAklqFBHCUnUUUfGpjDCiB064FGARXAWgMgEW3Fglcpd/dNVKCjDzEEJurH5izVIuGwVXlxZNdgYg+Fl3T+M9PYmL9Yw8ptHVBRgIpsxcHMEXiCZEdPRTDAS0hdHrOomL0xQsXRHm5gC5y9zTB3SEnGCrXVIjFz9NRNIqPVRDSi9GbXajSZzbZMKBLv5C91jO+SJNQ2vuQs1VSXnuBUCQT4G5FUAPSdF/3gSSld3ccBBFRN8Dl8Vnn8Riie8yPkLNHOUgAcFkeChASR4QKIBHmzc/g8FeJTADZ287MLMP8/EYM0z0VgTzTPKI018AdDsknqd0zNUfZwBAQAh+QQFBAD/ACxfACoAegDmAAAI/wD/CRxIsKDBgwgT1vrwD9k/CwIdQmz4ECKyZQL9JdzIsaPHjyBDFjGWzliePCRNoix5MuVJJgxrhZxJs6bNggt2/XNCgpEcOYx6/gzqE6hQOf/yQbvJtKlTg8+oCCRjggQJE1StYq1K4h+Zf1Yz/POF8alAW/tixNj169e/tm9/7YohV6ctszaR1TKhjIxfE1i7kulKwq/hwxHxjnjGpMA/Z9asUYs8WXJjJkyeFdmHtyYvsH5JqPhnwpIKqyosFT4cOgw4vEV+MTpCxQkpK1ZIOUFCShWSI2bCLAm+5J/MziGjgf5a5x+8fwRKI1rOuisehk5rUSMlcMK/Md7Bf/8XKP7fBO86FiAHyY8fX78Dxf4zXaIq68PpHDrdB4zDly9jEATgP18INOB4XzBSwF3rdbSMNFL9NZolJwgkQHP3hfYPOs08VQQvqng30xhHOMNZgxxZsM9XoZHRXIUCVZjhV//kgeJMKjwTw40c6eQVfP8QAdY/LaiQgVVIGkaCHOJM1FQM5nhSIE1UWLMjjwg1Yw0VWMEHI5FDWkLjcl1506FTzxgzRoA0HfEPg1gaNAwy7wGJCBli1aFCCwat1pV+TdmShps1qVCAW3Ee5NhqoSF51UACQOoVCWGY+RSUVkw5U5VXJlpQDKMdZlVopf1zwmioBvbPO2alaQWbM3H/B6enEdWiR18zdqXCfYV59Y1ZtsxBKE1J6EgrQQ9GOONgXDn614ZnNlXEPa/WREUBPh4rEDR6WAUWV81e5WhVgAm0i5NMFSFMtR1xQNAY3GmLrDFOoOKEMgIpc2++/+Db776jCQBoU9odMUEVa1Yx3gT+mUcewuDhUcSs2n6Yhzf/4IHHxTZm8483eWj8sUB4fOMYsDGAM5snJOJ2hBWqhIKbzFa8nFsBI8g70HH/LGNBMx2WNQk3DQHd8z9Ao/uULcM8w8092cwBDB5MlECAM8YAM8c9xswhjDDOZKuzQv4A00Ey/ijNo05FPGOLZv0MZMEzOsVwFzMyUTx2Qbfs/9PB3xr4w8/ehDd1yy7VsFKCMYU3ftNxyQBjnOOUV2755ZhnrvnmnHfu+eeghy766KSXbvrpqKeu+uqst+7667DHLvvstNdu++2456777rz37vvvwAcv/PDEF2/88cgnr/zyzDfv/PPQVw7M11lHb1AakJQQjOTWE7QLJKwkk0z3BdGyizFpkF+QPxqp7/77AwVDjDGddm/LLpOIHz78/9zC//8ADKAAB0jAAhrwgAhMoAIXyMAGOvCBEIygBCdIwQpa8IIYzKAGN8jBDnrwgyAMoQhHSMISmvCEKEyhClfIwha68IUwjKEMZ0jDGtrwhjjMoQ53yMMe+vCHQAyiEP+HSMQiGvGISEyiEpfIxCY68Ymri8FnmFGAAkTDGv/gBRa1mEXHROMZ/2CG8X4BDWDYgQqMsAMjGNECRlBBjVQwRR2SUIIuJIECTCieNU5ghVCcxzze+eN5QsGBMXCgkKGgADMQBbxdOCMU/6hCgST5BYQVaAwFApAkx1CF0RCvAEmgSYFIwQT1BO8XzjADrEJyreH9ghtL0FRIzHCJ4QnDGp6kSQcmwQ7h8YIbqrSWsU4JS1nORBjCu6UKRASSUTrDlf8ozoj+QYU8Ci8GOAgmTRhBPF6AUpT/IGX9fvdI7wwIQLkIzz+sQB4DVSEQhxLeLgpAASf8A5Gv8qPCJhD/IPCEwp/CiE3xCsCGQOChBIEARwnQoYOFeqMEOnjohm7Ai3EC7xfKeYZjCmCNX3DUo4eq4o6ekRb4MRJ5nWqLSldKEIsST2wdganv9KY+W9D0H0sZSE63NRBTAs+m/xjGPwpgsrYQtQB78KjJksqLpf4CjGfpHVBHkLN/oIEgG8DqP8KwG0Vs9Sw5A+rubFqLZ3zJqgW56kDUOpANIMEZFhCr7oAqxn9sAA2KgAMc7PoPrwpEEWgIrGADm5QFyDV3QC3CaALLiZ00lq9fHexgV/Wmw9rOprbohzWQYNWruskFBNmEXSUb2KwSo7I3lR1m/zECfAUWCgLxQ7wIQlq1/6YDtXMFagE4G1g42LMgbqotGrKKsdUiFqhQJewGhjUQKAj3qqwyLu4wuw9mIEWwUJBmVrG6ge4ClrC/GIFlLwtULN6VsGYQCCUEsleB/Pa8WUVHXNVWu9Xuw7WE5WxB7vCPGrhpCWG4a1+x0T/eYXYBYJQsX9n6D87WQCC8Ja4GpGrTfhTAnoL16l39Gk4I/9aqGwjD71bb2s7Wdqu/VYSKv9vXd0jEwHfBoolPvF3aDvcf4OhQameHXEuU9qp3DXKQbzzcIv+DE2AcL3n/8QF2sPMfP1jFKgYiZSqv4gcCufLHhKrkJRfAGOJAhzjAAY4wj/kfYcYxHjZEsn8wgTYzO6bdYR0yDKHS2c4NUY9DkOHTLt8Os4AOtKAHLd0RE/rQgy4eohENxaf049GQjrSk4ya8gAAAIfkEBQQA/wAsXAAmAH0A7AAACP8A/wkcSLCgwYMIEyKsxbChQ4cKI0qcSLGixYoPM2rMeLGjx48gCT7cR7KkyZMlR0AMybKly38NS9qaSbOmzZokG77cyZMiQ5LIFoxYkGgEtKKJkI5IunQotKC2dPacSlUgQ1sWRgRSoeCEJQECLJ1QoOKApUA6xFrSEUjPCWMf/u1jWLXuS4Yj+DlTYUWVqr5+//rtC7hwLithwD2DWcuu45A/FwiwgiaM5cuYLf/IfPkHkgKMXe6z9W9XDF4x/qFWHSPGrxi2Uu97rLDWiH3QMG2+XFkVmsphgHO2rMoStH0qWe4qYs3aM2dMCkCXHt2ZswLWnD0rUGAX7YW3oZ3/UIXZjBM0SMxUNj/cMnpnyOY2/rhrxLclZn7gV0XKDH9P/yxBihNIDIgEIs/M9l1BtYyWiA7kuZeMGVAQ0AEaTiTjRHth/KBCgvKBZIs1SPwzwT9jnJgiiioONIZAE2RTxIIMOuhIhGFsQMoSGxyhIRJHCMeZh0XYEuJHtcxxRBUEfYHiP1+86KRATkZJChMK0viTLeLhiIYZSzghoCc1kLIBh2h44oxcdIEkzEcT1GANaTQy5qACXiKxBH564ndmez/IUeSRHsXgjCdTXpREnQNtmQiemPFHABKqfAIIEn92mNkPjBSQ03we2ZJGKExeNAYpztCpZYO2JDIeZmgc/9HBeQSwEoYTG+K6YWdIONMPoR5lo8qJF01AhTWp1ekoJjjmuAQBaOh4BBIEOFGmgEgAV1wiuwB7UQy+cJCoRUksxihMDgrQ7K1ObEaemOkh4Ul6wHnGRINthjpqqRad6ox3jLKaSCDr7qbKDxgKWIO8ZNaLhDX4guqRMMN2ZCyy59rGJbMcWuaEJ7rqepkqckBjZL4d7RLuuOd29NMIr3Yc3Ka8IcFEfBJ3tM8cpHbkr6qrIqfDbjJz6GEBtuXcES+qHMRyQS9SUQDQC0a2C6V+/RBYYD9ovfXWP1iBhwXeXmRLARxAyeQXpb44xotPfvHFiTqMAHDADDETjCWMUP8hxwkqqFCDHAIwYkkNKjBywt+MJFGDJegwwZjSHQliBQdHfMEBKZov8YMnpHIQiiqiq7IEBZR/99M/FixQRBHMPPP6M9AMA0oaFsweO+xFJIIMm6lfNEIR93DzjjlzGMPLFP9Yw002xBhPDTe8PEM13g3KVNM/vgh0ywI3lbQAyiHZAjtpMXg3QjL/EHNLAenLvk+RLTPY0G0m0aJqCXKhtFL9ALSfRmjxi2D8ww5W2UjwAlg/jWSpe/LhCAMnmJDG0MUC/0jD5GBCwQny44P8mAoIQ9jBqpBwcgpsCAk1mMKHDOSDJdwJCX+CkhrmhBYC8YcNbaiTE8YQJCGk4U3/hliT+dyCiEhETmN8+MOLBPE2pMHLDk1SCxz+Q4dTJIlKQjiTufyDiU2kCD80tgtaFKEaaUijGtfIxjRU4x9EoEYb56hGa+jvZF8Mo0WCOBpaEIMIXehCDQZJyEIasgb/OKQiCdkFDzBAA/yYyQjyqEcxaowfQACELASShU568pOgzAInQ0nKTv5jAAxog/68WElL9tEOT/gHPE45gFra8pa4zKUucfkPCLgAEbDx4glv0coKjoYZJahEFnbJzGY6cwB1AIIkKVlMhIRwBDNhRh2U+cxuPrMe0JScLbZYzYRc0xa7QCY3vclOXYIzml2sBRjLKZBzpjOZojTILQlS/8t/1CML8LDlQAZQkFu+U5onmyc97VkEfP6DB6L4R0QLAoEe+JOTnKzHQCohgHoIAB6i4MEybXnQeCq0nCEczXIcigBA/OMNDMhCFP5hUVEAAhD5NEhEKzEQHjBAALSsZUkTSs+DpBSdDVXmP06whERG4QnJIEUNeECAfzDgH10QSERR8A9A4EIAEHgpLhCAgB6Ak6TQROhcTlrNo65UqTW46iCjIIqwAoIHEGhqVpsqEFxEoQYzReQ/cMEACOByqGstqkHcmtROVgIXAlGATRlQA1EQgAFLmKlAYjGQO0SBoCfoZQeuSpCRwpOoiiUIQ/FJUFH89B8IwGoPIFCDN/8IpAYIUEBOE1mPelSirijgwQkkwQOtnvK0iU3tC/+BzXsqEx6zHMgTintKgwC0oAUph2cFQoqyptWkyl1uc9U5UoEOtJ0CrQcDGBBRUQhAEuH8B2rDG8Rs/mOd6G1mdSkxAIvKMr7zDS+6xsna/Op3APnUqEYBvMSBJEK5YxyNBUqgCxA8Bh4QqMQk7MEmAatWY/uIARF0UUsXmPjEKE6xif+p4habeACzAAQxVrnAhQ6YFtFoAf9KwOMe+/jHJejCersA5CKXILYz7jBbbdwg71igAMJojjSmTOUqU7kAM/rHdqxs5eYIQxgjuGNyPGyQLZGGJrtIs5rXnGZbEHP/IEdks5q318XkLLmoM7yNfJFok9HwTyBG4jNNPkVNMr8wiFLMYkkEQox/3IKYWVRJm+5MXx+20CFWzKGkNaJaShu6niMMtaj/0YxM/wOHogbhp1vm6VW7+tWwjrWsZ03rWtu6fsDgha5vTRsKgCIZk9AAr+0yEwoQgQDsG7Zd/OEPZX/n0c6OtrSnvQ9iTAISFJh2T/gBjEmAoqraDre4x03ucpv73OhOt7rXze52u/vd8I63vOdN73rb+974zre+983vfvv73wAPuMAHTvCCG/zgCE+4whfO8IY7/OEQj7jEJ07xilv84hjPuMY3zvGOe/zjIA+5yEdO8pKb/OQo/0+5ylfO8pa7/OUwj7nMZ07zmtv85jjPuc53zvOe+/znzubFv5ejZdDwwuhGbx78QGOLX6y7CBSoQxLqIPUSAM7qKiiBHfpmBxWcQBAFcPq5f/GMbHCAA2NIW9pRxIETnX0CJ4L7P3aQ5XPjgBRMGkMVorT3f/Q9704ag5PkJPZy/4IJnoDbvo+uAmJdRFCNNndqSOGRUyXb3Lw4lOItsglTGAPd1mCE4y3igwejew6U94gZnCF0zDMBCZuvCF/PzYvQj74iKgANurmRuYs4aQlMKDy5fxH6j5jhH8If9y8KQAW1Ob8KL7LClOAG/QmUq/Xlbk0LPDGBUJjI+2fPxf8EOMAkcZ2dSRqARrK0nSWBxADK3igBOALBPwqUAA/2x4MG2KB/DWSDG9ZAbqoCMDHwDM/gHWH3DwlYANFgDbzQgLLTHQIINKaBfBYhdMknbTRBEGnWGsj3C7+gayI4grwAgk6XGncTbTYxEB3YGq5hgjAYgy6YZgVxPbS2gqVhGi8YgzxogjOYgjOhbCtoGkRRBPsgO0XwDLsTO8yQhNDwDEnxYKYBMNvDa9sTA7jBDTqgAIGwFl0YCArAFmexhV2IDmkRCAUwDG1Whbe2gd5hDXwhfVZwGHMofWNQh4JXh1ZQBRzACNZAg2xYa9uzCwsQCBPQNV1zMFqDiIuIiIr/eDC5UAO6F4g3iGa7kAiYkAtbgwaLiAYHw4lfszW5IAeJkD6UOGs1kWYDMwaNaAaU4QkcoDWu6DVfkwu58DClsWc2GGtuGAOr2IisEApQsAn/gAZW0AEHE4qqYIvHAohB2IZBaBpFsAOa6BexEiR38A+qUCKJqIxVYAlFkD66aIXRGANFcAJW4DVo4H1WcAT/cHbFqIzLmAueIDnesYHQSBrSqANf4DWe8Q+hsASYEwqh4InymAu5J47PmI+lUYB4YItZowpHwAqeoArZmC2MSIvL+CHpswtYMWy9eI7pmDVokI2+wQr/4I+E4TW2WI//0A+OJoTlWAQKAJHWGAqb/4AwRzAt/+AEabOTSOA13/gByMAOKjiT/EiL/riI7fiOZwc6nvgDuUAFbFAQzUCO+uiL6KiR3dg1TrCTZ4cEVpAfikiMdiANcWFqgjiTmSiPEckBoSiUKpAItxBJe4aV6HSJgcCKbqmIGUmLtxiAHomPtjaIiYAO/diXipkLnVIap4iK0fg6TvAFtliZlnmZmFkFVgBm90iYhYmPUJc4SCAHNcAIghMGSEAFYYA4jIAEq2majxMI9oiD+aiP/3AU2PEM1sAdTKCbztGbubmbupkI0JCLtPmZbrhm6dMaOsiczqmDOdiZnomcgyhn1nmdgHactfmYE0FEGiho4Mln6Bx2af9jEDAJdDxxD/dQEOrZnu75nurJnvHpbAEBACH5BAUEAP8ALFwAJQB9AO0AAAj/AP8JHEiwoMGDCBMarMWwocOHDf/VUkixosWLGDMqdDii1oiPIEOKhKixpMmTKCUy3MfSlsuXMGPCZBkxpc2bNxmO2Pdyl89dMYIKHRrj566X+xjiXMr04kqYRYA+CxotRtUYU7Fq3VWEma2jSSc2HUt2oEeX/wo4e+fMWTZuQIxxMwaMmjFqzuQauytMmjVoLsOWHbz0KVcqHFR58qTKjBUrjq0k5sA4shlVlHkVcdmRsOeUtXjuY1KjypcxX06fHlMFterTrVGjruKJwghbST/rLhnaFjQmVlKPcT1cuOzhyJOPmaAjEW6lNn3++xXjH6/q13f9+gf0H8/dCENz/32nKvkX06xbn1+tHDnzqLagn9xV4Jm1tEzw4+eW39n9/LaAVxBDX9kyBwexVcHBEWPkcsQRuYxxBILtFTdBHc+AJVZJtixADCmKgejJP42R6MkRjJHC2BGBWBCggAKdxRUwViBXhRUdWJFLB//kgqMVsVU4Bh5TPTdfIoxYNME/ywk0xgkF7AOjRLdhhUeNxVWxCQdWbILLGBxsgp6QzBWZm0kjcBMKkwNVcdAY/5wm0ARrTikRT0WlQeFwudwRyoIThnJHhEJ+caGZG2pki5pulmRJEdXB2JuVWPL5YKAPhkKokEMietIzvKiyZEk1MLHLlJM+QyN7uYR5x2Ob3P/BQS6p1crecoF4atIuc6C0BHeo4rmLnkGe1gErpnXQwWnB1VjjaoZiGIORu3KDoElJPLOdpHg+k41yX+w4aC6bbGLFqxzckalxnU57ZknPkDeqRmaYimqVRfgSnHmPpebsEVb8KbBshp6ga0m8+monlV8xc2CQw41ZhY+ZcmBxKARPYLC7iWa0i7VfmGSJtvd+Fe+tFX4R8GMsP4vcDgdr9IwwoppU76moNqwvyu2Fa1qtxWoMX2dTTrBEfnb2luaenDaN2gSBbBZfxxjt48u1Gk1gSSI4c/tVEYxMwBpss6XHWsRlmzaBFbx49S7CzDjBpHBxLmfFkk3CpuASz7z/KGktXy0AMpdgjiEZmMFxOQEHhjNusSpdRGkL0SeNoEEoqvyZOQdfOJbLP9dyjmKSfgfrUhHWvMMNOHjMgQc4rgPBShdMgAM7Hr5w85Y5vPT9HNUaxWANL/8Qozo335iSTB7/+JLNHOa88w8TIyywcIy9nW5LERk+MxUy3PxzCT/cYxXVM8wwI7VgN+1TxD/ceweNQOFj9Y/9X3l3vUo8ueTTUPvYlkAsQBSfIEU++0ugUloSk1rwIg3/aME/biMTlnQEeAm8HnR2whKe0IIguOngPkaAPQxmUIMOkYhA+PHBAamkJic8IT9mSMMazvAftxhIDf9hQxrGEEY9DKIN/2mRwxUK8Yg/HEwPIcLEWtDCAv+AYBMh0sMkNqWGU2wiC6Pojyxq8YZWvAkNG3LEIBIxijws4w7JCMYwomSGHuGHP0ZAlDoOJX3/gAQB7WhHZvjDO7XwoRtNMkZ+3KINEqyDIhfJyEbWARCI6IIjJ1mHf7zhECO4RVLaOMiMwLEW/tAAA2LhglKa8pSopAQlsjAASqDylaiswSSGwY9AcrKTFoFjWhiQBVZ6ZgD/qEEbumhLXGLkk7eoRg3+ActmOvOZpszCEzRAzFsaMyHIpMYyocnNbrpAmtRkiDWveZBsbpObzDxlOr35zWkuoyPjJGdBkEmMbQLTBfdEZT5Luf/PUv4jC/8E5gBQCc53FlOeCqHnMgcgiSgw1KG9ZGYW6vGEbwL0H6L4xwB6WQ8eiMIFTxjAEyQx0Gi6E578QGhCa1mLW9Tznwq4Q0fv0IMn/EMS/5jFr0RakAHoggf/iAIDMvoPQFCipKUsKEpVik2WunSZ9agEIKL6BlGwggEMQAEgipoFXeBCILgAKin+oQBgIuAfDKgBK0+p1IMy1SAK/UdUCQABSZDiCQgAgUCi8A8EiGKZA4EAK/oqCggw4A5P6ABfXTCQdmrAoPFkalw3CggGEEAXkkjGErIqEAYQRBKsUMA/CDAQUuCiHjmFADB7udGTuvWtBImrC+pBiTf/1AACougAAirxD5tmlK9A1YVGgwpMHvAAoH+lBF93CwHXRlal5kxnPSLqUQhkwaIajeg367HR6zL2umRlRQ1qYFldNPexS4XtPJ2qzXWasp/s9Kdd3+DRKDzhvHN8rXrTyJCnutef/41vK0nK1mlWM6X71aFTuXHO+KKTuwOIcGshceAEx7aWtGAGKVYAgc/0kgHcaIY4EWxh/i7AH8QAhCgqMYsWu/jFMG6xJCgR4xrPgsUMYIOIbUliC49xBP7ITxckSUlHUoAIn6BAJIqsyCGXIA05HHGJL7ySW/ijHcPIspa3zOVm+GOw/mgGl8ecZS97hMdTVvAnvQgRf9hB/yB2ICab2djjNGNxzg2hBT/enEcn4nmHaYarDfE8EV/8I8xsrmKgEaJGIS6k0XVe9FL+OE9JW/rSFYk0pjfN6U57+tOgDjU5fWEMUXuGAhRghbJIa2qyzNAYFOBzq8fCEivP+taDpDSud03OXfACFMkgggR5jRN+EEMDJSC2spfN7GY7+9nQjra0p03talv72tjOtra3ze1ue/vb4A63uMdN7nKb+9zoTre6183udrv73fCOt7znTe962/ve+M63vvfN7377+98AD7jAB07wghv84AhPuMIXzvCGO/zhEI+4xCdO8Ypb/OIYz7jGN87xjnv84yAPuchHTvKSmzzkAv8EN3X28Yz7WaMA/3h5zGF+n2jAXH3XefYumCAIFQTCDio4AdBP8I+gm+IEKrADFSJIDCk9GxrgCMUEljT1f1QdTlIH3ZJCYQU8FCBSyxbe0lHDJDeRnewhM02PJnAEJoBd2R87QsgyAicqRMnZ1kgStlrebF4wAQlwKskmBtvsGMyBFHPXyBFkLW5GvK/vzvBE4DESsrE6+xfcQLxG4MSI+zxbBSehgueZ/YvITz4jpHCGsz8WisRfBE4qKADxmv2MJLCpNf9QO0GCc/t/2D3lxP4FNCgQCgVxzmJwmoCblP+PGkndEyXoGq5LJ5B7pCEbGtAAHiKh/X9oABz/oAD/OEoQCDyUgBi8iMazY7AdZnzdPrwoABPiP7wCWOMX9t/FM9QvEOmLmvo48wu8MHv/IAwGeIAIOBAE6H+49j/sN4AQqBAQyAvUASzEBhQPOIEayAsGuIEDSB3SwWtAIYADWAAIaA3CgIIpaIAqKAwFIHsUWBRdQ32b5jcj+AvPUADsIA1AcA8++IM+2IP3IIRxIQ0uGA0g2Go2+Au/UATocBmL0RhIABlWgASXYQZI0BhVCIUbk4T/139BYQ0nMHXLITZkaIZoWIZnOAFIUD8MCGoY6AwI8hq28hrEYYfnATVF8AszKGrawYGighzrYTaD2DReV4ECQYOcxn4xYC0J/2IFDOIgECIhTAMuGgMqRZGIoTaCvEANnrAaN5IjO9IjAgEknDIB6CB7mfgPiohpQBF/xhCIs7ElY+AlYCImPJMc4KCKONOKl/aK0fAwyNEnfzIQa7IpPTMBXYCJvbiJMRB/1GAFTMInaxIo/3AEPeI0u5gdAuF0n/aKBXAPlcIa6fIqXQI6tFKHycEcvNhCzkiBwlgcY8AjyVI3vAcnxhEtfXML7viOajGO4RIruUAur9J8gvIPflIsO5AIwHBr4OgM43gcwjF3J/IPoRAKclcrVjBsA1FEcPiMvxCPNgItPoKQ2PgnGZka/9ABLQAMmvZp7FcAseg0KsN1LRMcq/phBdmwALawir74i78QDRCZi+aRCz+TGkGTK174k5bWHY7oNDQ5ARSwh33oaS8yggWgAlOHHurRGlXglWRzHmMzAU5QAF4YakvIDMRgBl9AOIwjGW3pOI/hOMf3GBrwdauIlgOBgWohDBTgDeDwfehAAXhAAWkQmN7gDd8XDIRJAb5gDdYQFG/YaaWDgf/wDNzzdS8YDdbgPZ35gjnoPQUAKdUhgwPBlJuGgUzogawJgUwomZNplQXxE3xUm0LxEwWBmpKmiEbRm77Zmwehm5+2AMS5ACJxnB9RnNYzIP1wcktxD/8ghD4YnUBQndZ5ndj5D0AYndppagEBACH5BAUEAP8ALF4AJwB7AOsAAAj/AP8JHEiwoMGDCBMqXDhwBMOHECNKnAhxl8AYMRZmpMixo8ePAi0ajCbwGciTKFM+tPWPyT9q/4zFBCbQGbF/3AjeE8jEpcqfQB8yG8jh35ii/ziM8TTQihWiA4WZDEq16j9nTP9NGFjF4FavAovus0o25T5gRccIVMsRT5FdLE9atJVx169f/+7+i8FrI1yRZRd+IaiW7VqjDKc69GhrX5Gr1iBbo2ZtsrMCLp9VTrQ4sMTBEQ2jtCUIiRNSpkk5VW2F1BJVZpb8iI0nsmeDGX39A+1xgoKURcys3TqGuHGvpG4jNCaaIC6tA5sXDFTgZBFhqtTyFvhFu/R/jJ4B/1YukMJJttVB7ptzpGP48eRpnvRdAO/HGMCsfF845oizuOQRxpVBm0SX0AnpffSMMfpRNIEKBWwU4D/mEdTVRGoheJItabTHESPWSBggHk9ZyNAdh2n1m30e4dcghv5NWBJN+xWUlUHonbTgixI9WN+EMeySBkIXFtSecAL+kyBjHRYpERUhklfLQNnUyBBbvqFUBINWIjQGKf/JWIR8FPGmVg1T3YcPjxIl8YyI5FVzXknwUVQLe2X+Q0UBAAaYZkFs8bYddxcKA82GBSCxVldjVPFFiV9NwKhWpFjT2YS6hSXQBF9ZcaNaXxFUh20g7bLAO0c4laoVqcKmihWhPP+66hE6iCfjQDEwscM/mYIzEE0n/OMNHv+AA84ceBCT6U9FOGOMMHMAY8wcv5TASj73zGEMMHNkYww3z1x661hDJTQMQVMVcWhQtTBTBF3h/sOKQBZcxFIRC/R5K0FwEnQILQXVVdCU+xb8j7gIAfEQwQbfynDDEJ/EDz8HAbzQxBFnrFAwBVGs8ccbg5zxxCSXbPI/t/zDsckskyxyVS3HPDEtKa8sc8wvo0QyLTz37PPPNPuj8j9AF92zyzl7hPE//gzj9NNQR21BMxQuE/XVUFP9z9JJU0SxP9EcUgdEXXQxUR0lcOMPLVx3DRHGwgDyBCUr1G333XivMADdeff/vQIlsxyRhtAeu/32P8u0IAoELljlQhYDkPLMLW0bntDEFiRSR+Oe1ZBT5ZYfhHEMXXAemC4wgR56xxQX0QUlD5kukOwQ1UCNP6qvPhDGrsPe+AC0z87QAPUIH7ztuBeuu0G8v/6PC09IAj3sBGXxjyQCFf/PAAMNIAoPkojSuAu0I5/78s1TMsAABIj/TyW/8ZAFDwgQQIko/2hfCUE1vBEFK/irR/ludz7dpW99pOCBCxgwCxQlhyBRIMgs3gCIZFRCEkv4xx0AITz+EVB5yyPIAblXiSxwcAkQQMAdECCQJwgkgf/IQgf+8YZZZIEAgIigKKxHPs6ZD4QhFEj6/xqnQgYwwAV3YMA/RMFBggBifzz4RxM1CAjYUcJ69dDeP34YROa1znnrqwECBiCJeUVRFCzkXg22948o1sCFJByALJ6gC0kgAAE1uCIXuyjCL1KPe/nbn/UIwjntAXIgWRRIFO7wBgboIodb/CAf+/iP3gFlAL9ZIuzwZ7utATGIoyudQcjnkcZRjyCo8+Qkd8cPWowAAS44ZEpi2UNSdrKABuSHP0qgixjGMAvADKYwh0nMYgbzHxCoBBFGQLlPgpIftxjBJBAgiidY85rYzKY1eTALbXrzCaKIAiCAkLxVsu4fFqCABtbJzna6c50cA0Uw3knPdcYgec7sItL8wf/Pfvrzn/z8RzLmBdCCBhRp5mTdzVgGsEMIpAREW+jJEio6iZbMAhYTCC0sYNF8UrSPFiUIPmX20aDUS4QlVY5HU1oWimWUpTCNqUxnStOa2vSmNNXAkISBU6AQIw3J6MAMe8ouXpCJqGZpJVKX2rB+MlUl+xjLU0ejAVYkIxkEmCpIaGFUjmn1q2ANq1jHStaymvWsaE2rWtfK1ra69a1wjatc50rXutr1rnjNq173yte++vWvgA2sYAdL2MIa9rCITaxiF8vYxjr2sZCNrGQnS9nKWvaymM2sZjfL2c569rOgDa1oR0va0pr2tKhNrWpXy9rWuva1sI2tbGdL29r/2va2uM2tbm27i8fEoDq8iExw/8GL6hRAM88owjNY9NUYOAMdSbADFf4hXUbYgRGMaEEdVFCHOiShuzt4DFhjUIQSKCUUW+FAejkVCqWkhQNFKcGfnsqLZyRhK47izj+qoBZG+bcrZviRVp1rhi4hxE36WmoMuLGEQdWuAMt6qjCscV+OoAisv2DwXblRYI4EuE5InbAKQgWRM/kErBnkiArC+gscdPgz/wATWItbYYmcyRq82C1VdsGEGjjKO/stUYOs0JUv5CLGUfpqEXI8gTGg18n64cAXJiDlCYRCK6FgBDdIEtYC3AAdeChBIMBRAnR4owQ6QIcd/oGOEoAj/xAlKMA+mKvVX9jiGREqgDV+URm87FlJeLFVjnWsMRYlmNAnMa5ASFWZRTuap2IdtDRk8g8gWPrSCrN0pf9xD4WRSqvMCIRBSqSKG/2jRAMRzqDBGqlNQYcgJP6KJ+YwVZgYKEWIwbVhBoOO+eJ0SWsRFHcMvFSL0Dkpo37I2JbKi2hwgwNOSoiDCeIrpkL61gLBxbyw7RVv4LUOwMYpL3KSkk/3VBhAUAWJ/7GJAiGF29MRyLFryuWUFADENrU1vAvybrLuJNkHuTKyCyMQRFyCrNu50BEe+I9QoJqpgLnHwyOiFCxNlRcKI3ZBpr1qnM7bI4Hw9VcD1VZnALw5bDx5Cluc8A9zL5Ua2UiDV73hDQ34yjwUQEe10TGQm4RVvAdJT72VNJAiRKNfSMX3QzqOaMsuoOkNUxhdAwIAIfkEBQQA/wAsYQAnAHgA5QAACP8A/wkcSLCgwYMIEypcuG+hw4cQI0qcSLGixYsYKzIr+CyGwWjRCtrKSLIkyV3W/gn7d2+gM4HUqAkE5lKgM2sjTOrcuXDXxhoCzVixYmagKg6eCo5JKhBJtgI8o0oVyATJvzECsQ78MhCr1n9cC+acSpbkCF9lMdra9WtXDF4e4f771fbXv7VpEz4TOIFkIJ0LEjFhUsAZYcOF/1mz5qxA4WcjauU1yKyayRMmd/lSscSMqs6qSHle8s8JElKmSTE6QaHhZILEXkMc4ezI1b5jcOPuinsMhzrQRsr+ly1sRswmw34Fi9X4l+ZYTyUa/q9ImssliwDzZDziGFJMhL//joG2+8W9GW3NCVWF4oQa1nZRN7ac+kdhqvpSTPLMruwi9i1EHgfmPfSdM/INV16AB6nHnnvweTQcHibVYRJ++k3EH3UbmfQXSTEQQyBFB4o3WRHGWMFgg+u1N9EEVMQ331UYFYgRL/mtONECwZikQ0n7ODNiQS4SFEpBRzDhGoMu2rhVff+wU1ItOLBXxQRftJdlX8oJ9AWWXwRSgImvARHKcir+k+E/HAhkhX5pnsBESbYUIY4nR3zBASl6hpKLFaEc5ScHgYZSxwJkUudLbAJR+I8xAhljWUHgcFPdTiNYw8075syRDTFMQPKPM+9wsykx3IhjWII6KrRAhwUt/6nTLraM8EwR8kEj2T++IPPPLs/sIt8IOSXa6rHIJqvsssw26+yz0EYr7bTUVmvttdhmq+223Hbr7bfghivuuOSWa+656Kar7rrstuvuu/DGK++89NZr77345qvvvvz26++/AAcs8MAE80QLLQUnLBEwwRDRwj89KjxQC8mwIrFAI91Ci6wKN7TrxQX7A/I/++xCjDEx8HOxLcJUbPHI/9xiLMw012zzzTjnrPPOPPfs889ABy300EQXbfTRSCet9NJMN+3001BHLfXUVFdt9dVYZ6311lx37fXXYIct9thkl2322WinrfbabLft9ttwxy333HTXbffdeOet99589//t99+ABy744IQ7HcMvtz5jzTNQOfYPVCnxYk0BMdzKFr7PZFNHHUmUwLnnKpRgByNU2KFC6Sp4Y42E9O5SQAsTcMCBb1e16RsHE/SV+1VHAlhvDEwk1d4Yw1fB1fBcjZH8Pyo8w0u9vBSgwpoRwcexvKRYVJS9vDiDBJQOfbHEJdxbwwj1ELGCiDT1/jJHniPzUhX4DqlgzUr0yn9+RWbM+Ts38KMIae5lDSpYJAlQgZ750LcQriyBCf6hFzVsoyUt5SIr/7CCVqpAPPHdKwYFAAYSjjSBIxHqSxyoghVSKDuucABx9/oFbUrwD3TQkAIlAAcO8aABNvBQAzycA+vhfgeXjRTALgV4XhIfJ7lnMA5XhYsiuRJIM0j9Az3yikERKJAUMyAhTVb5hxmYkiZVeIIpYsJivASgEK2siX7x2oWltnIQJxXEGzSbADjU2K5oEIM7I3NfSeCYsA/BixdzJEkX6JVCkjgKXtawYvx0gpxDcgOQGCkSvIQBhBxhhANEqNnLDvkSkqRJXuxj4EQwE8F2+S4jWEFHFs3HwSx5aSFasaVi6DWnMaywK24yyCnZRBVWxYsbxkAHBfBAAXSAQyCypFDEvIFHiAXDcfWSD3q2CZWQ7MUaIfmHR/gYr4AAACH5BAUEAP8ALGAAKQB5AOMAAAj/AP8JHEiwoMGDCA/aIvgshsFnAp9BFOgwocWLGDNq3KixyD9r/7gZAyaQGrWQJP8Zc/YvGzVn7/4VWMCxps2bOAnu82jFCkFVHAb2NCOQA1BPAhmds7Yvp9OnUAVaoyJwzMAvE74MtFpFIFaDc6KKHbuR27+uTsfsILswhkNeb2Ps+gXXoa1d/5qS3ejxn9WnJ8Tuglbg3zOQBZjIZEKNSQFnip0VfrZwb8YixP5pjVox5y5m6WqQUuVpNFHSnzypIqWaFJLVzmpZzhiMA9rZN4lOSLh7TO8JwPEswIu7+MA6UUdwC1Vls+aCVr9Ej17DWmXjBoOJDRT1GS9Vu20u/8GekFvQqIWf7jKL09KzX+QLFsjm3ClyqOuZ52ZCPP7AsFEJ0N074N00nn8EYSaWDuk51d9N7sGHoED0TXjRerbt92B8uwAIlQ4TOfUMgeFxNMES/Fn4jy/PPaWDigZFqOI7fz1131PMEMNBfRuheJ1/I4g1Bh59ORXDdyVadJ5fY5hhnYW2gNQVj1V5ddtWRQET5FMjsLTbV9IV5VdvYzQXHDQb+icMBxP4VNRfNQ7EgVXADeTMlk/FQIEqoYTCp1H/ePLDP4DuSIqh1MgGYxHOZAOOWdxk9g84MXUhTFjVEIPHpJsWkAhZCxRBjS/vcMNNNta0QMCK2cxB6j9A8P8CEowFFYGXWwJZ4KFM/3Q2UJrq7cMMRDF4lIxAHxQWA2XMFKEXrdBGK+201FZr7bXYZqvtttx26+234IYr7rjklmvuueimq+667Lbr7rvwxivvvPTWa++9+Oar77789uvvvwAHLPDABBds8MEIJ6zwwgw37PDD09Jyiz8WQIwQLbX8QovFBxGjQQes/GMHxwWRpMEkJBO0ED8bp+zyyzAjZAsFLVAQcy0UgLJqzDz37PPPQAct9NBEF2300UgnrfTSTDft9NNQRy311FRXbfXVWGet9dZcd+3112CHLfbYZJdt9tlop6322my37fbbcMct99x012333XjnrffefPf/7fffgAcu+OCEF2744YgnrvjijDf+Ny9FMFNAAdFYU4CslxfGi7KF7eNrwL8o14IKJ9hB+j+km3KCCnYEZgdVghTsEDhWhFJnnb7ZTuhubO4Gzj8SArwLDkd0NYZWX2h1/HPNnaVVFYwUEDzA1jBik1akMKEowLwwQUWSG6nwjKQAx8ANKVQy3QHBvDiDRJzhJ/J5v7/Mgf5NVDDBy8Cz1oQ9SwJrnyfghxGrMKJ/5Ttf+jBCBQQCrABJwAkpeiWwGFjDDLupAlfKBKeqTKcKKpCewPBSAitwYEcn/MIJc/EPK3RlAmOwXQx9wYyCFYEXFNAAHjSgQzbo8B8UAEcJ9yiAhxKgAw8UsMb8/kWXYlkjGrJajEyeWAAlSsQWMZie47YYLpAIA2nSoMjANCAUgZAGKS10ExrNgASB6IAd+/PXLwrwIoMQUEnsIdgdDxImv/xjU/7ihTHc9BTuBNIZVtgjRwLTMzw4MF8FAAJUtGKzfxHDCgtcJMB29bIvTvIfjPQXNzyRyYxYpZL/ylDMjCGWT/wrGnmEGSxJ+ZQJALJfBRCGKqLShX/EUV9yEdLv/uW9hPTxC2ihkhWYsER8FaEwSToPIU2IpRbaCWB0+QcwvDEQm1HAG97QADiC4U10gEOc3kgiRLS4r+D15TDRiIhMQmSwgAAAIfkEBQQA/wAsYAApAHkA4wAACP8A/wkcSLCgwYMIExY5+MxgDIO7EkqcSLGixYsUIwozRi0bNWr/uAETaGzkv4/GuBkT9q8hxpcwY8okOOKZGYEcVHHgINCKlZv/cnLw1NOKQHRMZipdylSgrQKMJkwQOOHLvzFX/1UR+KXqwDFYpxJrSrasxQXVJGK1iMfsvoi7fv2KOzcGr4d3d8WwZRZmtrUzrdYga6uItQIFnFmzRm0xNWeJ/xVgwuTZ4Yh9K8YAZgXwTB1kFwgjZYURaSuknFg5skSVmdZLlvwIVQcZ38wTmaUhC5rprmeMvk4dM3wqQeNj0D27jTuhMc/NL9aaIxDwVqxfoGOfcITJvugJfVn/sbq099IiwDyRxzhBxbOH4A0W2b21fNNnwlQZf0mlAPz4BkEHoES2zHFETGOQ4gxzAwo01nqf/fPLUjGYMx5M7RUwYYMDBcNBfUoJ8M9/MkXznIAVUWENiRy2SJEtFBwIU4LOuPhPEdyQpUBTm3UWUxLPbNgiNx8yFQiPwvgIk4qYcdhQV0wNxtQ+BoJ4EY02/jNWU440xQwQFxYE4UETWFJEkw3uwwQS/2THVX3kudkmnAJtlSNTRRTB5hhVgLWVm14hV8UXHJyQCIMNjvDLTcYZhZNVVuw3EAdYWYHOP98xxUwJHHxxRGefWtGaKp+OEYpPR6hChQaZuogZHnhQ/+cLddUQs8M/dYizGzFpceNLNv9Ys4BZRfAijEjGzAHMLlP8k4+ywMxhTEoFQNNqlv8kUlAB/3xAkC3PuBQDfGg2ZQszRdgSwzO7MAONQNzcEm5ERXxXLrb45qvvvvz26++/AAcs8MAEF2zwwQgnrPDCDDfs8MMQRyzxxBRXbPHFGGes8cYcd+zxxyCHLPLIJJds8skop6zyyiy37PLLMMcs88w012zzzdj6o/M/tOBsUC3GlOBLDLf4XJAvJXTQwT/JGF2QMbwY4/RB+9Qy9dRFX611QrYAkwwoLZSg9S0wltDC1minrfbabLft9ttwxy333HTXbffdeOet99589//t99+ABy744IQXbvjhiCeu+OKMN+7445BHLvnklFdu+eWYZ6755px37vnnoIcu+uikl2766ainrvrqrLfu+uuwxy777LTXbvvtuOeuu8RygTuiNf/wAjwvBRxWfLg3FsviyTEUIAgV/9hBBSN2MMJIC3UkUUcJ2mdfRxpFCInyL0VkE8pUHKAvVSid8kToVTvt4FLKMThzk1V9aoXVdfxfVcUEpGDC8kgWA26EYkwUwUoNrHGtkxUgCTKRg7ZU9gtqmAFFExnDHVixsl9wYwkIrMgRWiC1lAnDGiqQ1EUgyDJuAAUjVlFQB12IwYQoMCkre6AKr7YEmMTQGeIzWf3/LvgSrKiIFxR8BgSxg50vQOqJc+oKI+aHshgs5ICnMlWkDkgosPDECgfkQAnuJUQmECMbJQgEONK4RnTowA7eQEcJwCHHczCBWyybSxH8U7xf9HExE7LGhAqwC//s7pAOYwlBgBesmAUxJgtJWQG64JN/qMITRDEDEhzFJtcQ5R+VTAJkBggyKpKJIGvZIUhUVkOucEVAYyhhyaJRo1ZSxConcKA09GMk5rHNGUpSShccWEulYOVIJvvFbpoCDgeCyZYVqYMDqRHMmVzKZNGgDlNCKDIgkAUUJ+MFMcIkE6w0TYhBsVJMOOCNteWyZL+IAUi4iRE84JFku3DGYOT0UAV1ZmVOrxSIJ6hBRpCtiyhrcVRQwrIfnoByLRRYpS+J0RY6dqiZ3vCGBv4RDArggQLeaCYTIqmyPT6kANFoSbCiwa2UFsAyDSkAM+RysoAAACH5BAUEAP8ALGAAJwB5AOUAAAj/AP8JHEiwoMGDCBMqXPhvBMOHECNKnEixosWLGDMq3DXwWTSBMUB2FPhsoC2NKFNW3FWkAC9nzv5xAybQWMx/1KjJBCJQ2D2B0FQKHZrwJJN/qjh4EmjFihmBHJIu/dfUzBiBYShYI8qVK0sVAr8MvFol7ASxY6qMSVvQ2r6ucFOO4JYS3L+TKG3F0PsvRgxefnn9+gd4V4xd+/DGRcjsnBWxGeuo3PfsmTMmBS5ndmZtawFrzgoUYFLk7eKDz7Jd1agg774bZn6Q8qRqtqolpFQhyb1blSdSeIqcXiwgJTMkAsdM+Kec+djlq/9NIFXA9PCBjiFfV8iMyeN/2sMO//xyNTyVAoqvP8PjPKOCZ4Mx7ptzpCzFJMK3D6SQ8kRflFZEF9EYpDiT3nDPAGMFSjWgFIOCAkI0ARXWhKRfggGylhcF9emX0S78oeSfRiVZNMYRznDkoTERWjRiRjGY891EE1bo4T++zHijQbbQZ99EKhRwY4/9oVSSKhWdaKCHwq2F0VUvYlSEM56EJyEjBai4HTQKWrmjQAvMEcqPEqlQon4jOMPBP/aRF5Z9P672BZkhfviME8mVNadyCzrJ5llVTFedh7YI5wkHV1mxHFVMOadoowOBs5VGuwwDzhFjWHHEP79lakYuHIwZalKhqMCElh5Cw4Qv2XADDnv/EP9D1z8l5DEHOODMgSNdxNykUgzOvGOMrubM8U0JrORRbDa+cPOOOTgkUsuX/3AUFEn/VHbLQA4RVEQRJR2IkkNFnBTDW6wIZEFIhz3DjGnWUSvvvPTWa++9+Oar77789uvvvwAHLPDABBds8MEIJ6zwwgw37PDDEEcs8cQUV2zxxRhnrPHGHHfs8ccghyzyyCSXbPLJKKes8sost+zyywzTcssttMCc0C67TGszQrQEkwwRGtC0c0G+tJDu0AURAwwvvCDt9NMH+eMPzVD/Q4stOkO91yQdJENA1f/sI4wvYJdt9tlop6322my37fbbcMct99x012333XjnrffefPf/7fffgAcu+OCEF2744YgnrvjijDfu+OOQRy755JRXbvnlmGeu+eacd+7556CHLvropJdu+umop6766qy37vrrsMcu++y0126767swU0AMQvIipJBb8WJNAdFY4+6ZJTtDQRIlnKBC88/bwQgVdqhwQvUnlJANMyYzowGba47BwXIcjL/cBOevaQV/FobsexITpCVWFfMzh9b9A00KdpDidvyLM1apyHlIJjwVLGoimzhZKC5iBwJSqUUPqcEzUPUxYViDEQeUyBJKFhJSeOkhKtCfyJiABAgqRCxL8JX7LpjBiJiBCU0T2S64cYQvfHAhSRDSyGJgDSqUhS1zao+T/9JCln9Qp30g+wU0jCGdCSzQCqFQDgcCNUUrcOAL5aMCBeJDMmsIAlcl+Ac6whiIEoCDAiXAAxrxoAENuIuLO7TFM3b3jwIMxiV1bJodK1QEwSDxdoDcVwwXIoyVxSA/FkGex0JyFN8sxQxIWJAVkKMKM3hCkgtypAqq4T7hrKkgGVxNCwfywj9qLAbUmIoQDwLB8sBqkdyYYkY4IBmQidBE/9CBDjsWjVlpBBy75BgvuFEljdTSY8IAgipGOZExSOpj0dCVRiaAjmByjBjgAZtPlpkRZ95SY3B8kl0+lpkMZYQAX/NYAXhiwp1JUyOBGMbHeCGNBVWNkebESDZChk2Dp7RJTm0ay5sEUgUOvNNjvkPCJ81pT6ok6oCfjJUKPVYEHARDIOgAx/fQwR8KBMMu3vCGBsARDAqwxxmJUNkciZetf3iGICX6C8gCAgAh+QQFBAD/ACxgACcAeQDlAAAI/wD/CRxIsKDBgwgTKlz4bx/DhxAjSpxIsaLFixgzItz1j1mRgTEMRosmMOS/XRw1qlx5kdmzAtSMGftnzByxf9yc4TQGhKYzau+cMfn3kaXRown3cfMk0IoVM2M8cVDFwdOYf07/RZ3KwYoTDc9sIR2LNEYiRlqrjBlT5d+XL27TXhX4dsKXq1YKMCPLd+U+Z1Y0TghkdJetXb9C8oqB+F+MX792hTycsi/CfcE4tL149QTLBYmsMSkwtMBPa/+ooXa2usCCWpYTvoMbO+KuYCrMLPmhW5WZI0j+kULiZDgjUowEzHFYm2ARbitPFNC4j8kRrQcnaNU+hvsYDiWKiP9tLvC5Zo2eNRbhpUr7wat33cK/ailR5eYFstHWOD0jM18c7CfREkyMR94/c6xUh0q2zBHKZhJNYAYT99VWxE0CWkSYRs+8015Fljzzy4H/5JehRUmotAs3AVI0xhLOVBhbEWkoqKKDEEYk4VAkFuGLFSdSJIBKHX5IUYgjHvhMNmtppINK5lX0YowkGrWgjBM1+CBFE9RAYZXABOYkkey5N5ElRZhEXhHCNInRBE9SB91BOQoUykBwkcIEc1XiuVl8cQn051y0aQCNRiPg8GAVdt31RRWBdbedW42mV2UMwlAxEAd4XXUVBwJxipV2E0zAAR5hqcRMHmaEQpWroYT/kotUqvzDQS621loDMgYeaMsC1kBHzJzE4JFgMi38Uw03ePwDjrF4gINDIiztAg0T3Lwz7DvcWNPFP0xwm21q4lBTYJ8D2eJQmgP19w8B0DCj5jO7FMEMnyvtss8+zxSxy3QLCOQLMo49Q1QRI+CL7sIMN+zwwxBHLPHEFFds8cUYZ6zxxhx37PHHIIcs8sgkl2zyySinrPLKLLfs8sswxyzzzDTXbPPNOOes88489+zzz0AHLfTQRBdt9NFIJ22UP0wrnVAMFLAhDC1OH+SPL6AkQ8AkVRvECy/BdI2QLzOJbfbZBTHtD9oC7SNMMMbEwA/atfiSDCt4sy3QLb3q/+3334AHLvjghBdu+OGIJ6744ow37vjjkEcu+eSUV2755ZhnrvnmnHfu+eeghy766KSXbvrpqKeu+uqst+7667DHLvvstNdu++2456777rz37vvvwAcv/PDEF2/88cgnr/zyzDfv/PMk86J3DDH0W4Q102HPC2rb/7N9AdWnmaTP+XmWxLcqnGAKFSrYQQUjdjACvw54gO9zDAW0UKpWoH4XinYcAKB2/geeovDsF9YIDlzGsEC4wKUKD7wKBP/BiGdIj2fbY4SZJKIpheEsBtw4QpAYYgZr+MJnTNAURb5AimT4jBdM0GBFNmEKn/1iDiKsyBLctTMYSomCqOkZDP+pMJeJeOl+IRzhQkjht6uogIc6+wUTkDCBIkakBtYYn852QY3rbEYt/4BUU7QSGDAKJIg8iwEvhOGJUHyBAwGCI6POQ8cvhMITvCCJDaHBjRLggQJ+1AAb8KABDeAhEoZkAwXwUII5/UyNMdiLiLQ3FB8WwBrReAkzdnFB6HmSY6hBjTBESRBhAK4nQsOBZ8yAhMBYITi+8YQrBaIKTzCFlYxIgx5zloghIWQuG7SiQDwhopxJUUwjFKZA4CMfb+wsQX+ThkrG0Kyc8YIaQMrIYKI4h/NkxFI4K5tGqokzXixFiQ+BCzhtxotu1qki66yZNcSZEXLerJMY+cIE0HGEqHKeUyOfuITOpGEki8CFFX5TJ8Fw9gydoJMha4nTzX6xvYJeBFU604mf6EKoPw2EUAKhwF4++A9noAUroMLKXKyQUlFl5R8T8AQwrKEmnDGDCRT4BzoWSQF0gEMDOs0pBSgAjn94w5k65Ya/ehbJfzzjGZhsVwFIYjDUFMB+/tKizQICACH5BAUEAP8ALGEAKQB4AOMAAAj/AP8JHEiwoMGDCBHu+vcsxsBnAiEydDjQYZGEGDNq3MixY0Zb+xJZ+yfMGbV/3IAJNKbyH7WT3IAYoyasgESPOHPq3PmP2RxGVv6p8sRBFQcrVswgFcrBk9GlQylA40m1qtV/u4pQEfhlwpeu/8b8qyK269cJYcdUQSvw4tW3cDMWsaZKLM8v/+rEBRkjxq5fv3bF4OWQcIzAC23F9TjnrQ64+54xKWDNWQEm1CY706zZ2rNnihdrLGIsqNXHV5l9o3JEFRJSrj+ZUbVkdm1VpDyFIcWtlmiNwKzYparXai0cS/5NQDuGufOwztHiWbDwt8I0jq/u8xXqq128X8qK//8XnjyVAqGtG3xmbDjVxxR5PuOliq3HMaScqUcYw5cVvPsFOFASDQlYUBocVHHaP79UtQs3HACIUw1MVGcgQ2FdJcA/8e30zDv16UTKhQUR8x+J+xHYIIpzJGiVAjfxFAOEEnpEYYcGvlMjT4EUYNWHIaLIUxHEkGdVDUIeZMkzK14IDYQKVuVIETjmtAs1EepkhjXpXUiffTrhdcI/XepUBC/lacTBQGOMkZyQ+zChnEDfRSlhnVyJZQUFblXlzBFodVVFeRNE2BydZC2HRyJlGkgMI8qxZcWa/5y43EAciJVpKOBQZ5UtMQTjxD9FkfpFbj+EEmEowh0hHCn3+P+WJIZ44NEYMY1xcw8BpogDzq3VoORLNtz4+JYtw1zkzDv/+GIME3YQ4Iw5xsxhTjZzGMMLVrO2FdFCBX7AjUAL9GnRP0WM0GhVF+0CUQxF1JKMQBYUIBhoPY1AZrf89uvvvwAHLPDABBds8MEIJ6zwwgw37PDDEEcs8cQUV2zxxRhnrPHGHHfs8ccghyzyyCSXbPLJKKes8sost+zyyzDHLPPMNNds8804f9zMLTlnNJisPSNkSwsdEKFB0AjdAkwJSCOkbQzCNC311BjtQzVB/vhztUC/xNBCCxoUSTU/I2hABAFbp6322my37fbbcMct99x012333XjnrffefPf/7fffgAcu+OCEF2744YgnrvjijDfu+OOQRy755JRXbvnlmGeu+eacd+7556CHLvropJdu+umop6766qy37vrrsMcu++y012777bjnrvvuBzd5NS9FMFNAAdGMxIuPw/9zPIcQravyLyP40oIKVNhBvSknJFFCHSqUcEL32WswEszoWBHKpcup+sWaY1DKAVqheMOM7ylfecQXZOH/1aBqhTfoWP77RwHol7ICqCAneCEFExbQMl4wwRPu6QgjniG2lc2IFDviiBku4TJhWOOAOunAJNjRQGdAUCeMoFLLfsGN7uxETi3zoArAtJEE6meFzjBDBDUiFkaMj2UzWkIG/zdChR+u7HhJQOA/FFgllDHBDGghy1jGkAuxtMk0dlGLDgbYsl0IowSM4ECWVmUFBU3AjGM43wRCAYz5vawIz9CABvDwjzmWgALguGMeA5FHb4DjBsJoYsp+AbwYWCMalBHgSCjzC8o4BDSH4Z0kGxa1gxgxZgu5JEeMIZDBtEwHQRmKU8yAhKBYAQlCMYMn/qGUUNZgDkUg4Mh+8YwT0NAuYMKlQbayLZQVL0hGIkiNylOjtbShTycbl1UmEAiV8cIZJ9raZYAZpn90IUZTE0szCwjNHeYEHCorQDetUhyUyTInYkFHOIPjTZx4w1gnE6dwrBIIfZmzRVHiiRUQsXEyGFqlA86kRjSvNiMXUeULeIBnPK8yAXWmzJCeCBSeyJNFBeEvT5VC18oaoxy7TEog81yKQDKV0TUxaWVF8JEfNQAOdFDgHxQIBjg04A1vHI0CFKCjN2zlI0GSDHjPKEAMhlc8iCySeMqTyGdAtbKAAAAh+QQFBAD/ACxgACcAeQDlAAAI/wD/CRxIsKDBgwgTKlz4bwTDhxAjSpxIsaLFixgzJrRVROCzgTEEhhQYjeS/jrY0qlx50aGze/+4GQPyz5gzYjGdxZz5L5szZ7yYsBxKdOEuaio4eBrDwYqVf2M8cVCl9KnTf6o8CeTgC9muomCL2ipg5l8VgVXGjDn75cuEL1DTjvn3Fq5AamHzDuVF9+AYuw9rDN33ddevfzFi8Aq5+F/jGLb26V3IbaWCjiqLWCvwz5k1a9ScFRA6+t9oJs82f52MkBgHwBdP/Ft9cdcCXqSQOMm9e4kqM6R+YzWz5EeoEsNSsi747B3s2Cp3PWM0cMwEqAmvQ9XxTPlygUXmWP/+mLHWnCNpB56dm9DtESYOv4MnZuV5Rdkai9yzwl7iBBXPjCTfM9mopRF+GT0jjIEUMcKZfEUpQB5Gtpx31kRjHOGMd/L5Up9GdagUAzD8UfRfAYdB+IwxDGKEIEYrltigNQJ+twsFEDJkCwXoUZThhjn+Q6JKgmk0ooz+JYFikMYgeZEAiGUUQ5P9SURFATUut494KklIm0Vb9oghKToFuWCVFhWpkTQfFmRfQRMk8cyXy0mHBFoCfcHeWnj+o2ee66kCTGYx3LmWWmzN9RZdcx3KwYsQFkGBE/9wMFeJE1jBwT+aXqroU5UGwhIzJSx1hFOnWuGbFUeMYQUpqKr/UoMGkgX5DzRFOFMZN8Tg8Q844FBzRwnG+NqreOBws4NnQzETjTAyGTMHMHtM4Zh4wMxhjDHcFJBIrbbasgs0zIA3kAU4XULQhOWCu5ItzBTB0ZzMQCMQN808Mydi+xRBp60AByzwwAQXbPDBCCes8MIMN+zwwxBHLPHEFFds8cUYZ6zxxhx37PHHIIcs8sgkl2zyySinrPLKLLfs8sswxyzzzDTXbPPNOOes8848M0xLzxDt48/QFgCtEC+TtGDMz0YjdAsFBLDCStMLFU11QuZcrfXWDPHDNNcDMe0P2APZokEyBBBhB9n/2EKMBi2wLffcdNdt991456333nz3/+3334AHLvjghBdu+OGIJ6744ow37vjjkEcu+eSUV2755ZhnrvnmnHfu+eeghy766KSXbvrpqKeu+uqst+7667DHLvvstNdu++2456777rz37vvvwAcv/PDEFy/QL7/Y8lEMnPFSwGa8bPZ8Ac8U4G9jNDMvCBX/2EEFI3aUoIJsKoSYRB11nE9BESnK/EsR2YRyHQfzW7opU1DdzwEHO0woszNmqAJcBGgWqMDlL3GJywSWQKOZxYAaS3iTQuZiBmvER2YFSIJ2JiKHRNDsMGZA00PGcIepzewX3DCDBBdyBKXNTBjWUMEGJZIED9ZsCRSBC5loxgtqhBBD/6iBUP9m5jwZHk6HzmgfzGIAQBEuZC5UsIYSX/aLZyQBO39qC1w+9KEvnOU//ltiR14jvzHIbwKhyJ9bNmWFUMClBLvI0stiwARq4KEEgQBHCdChgz2iww46QEcJ/iFIPDDhQR+MYwF28bxfNPIfUjTNYRaJJeNZcmLCGIg1/gFDTvIsBtWriDSOF7PDCMUTWjHDVbIyHCRY5U5Z0UodmFCuORYgRHAiCHtmWBBGRFJmfxqIXZyYJ/ZwoAsw+4Uz2mQRtYADkSyLwRw4cKGLTAAdMRulSnDpMl5wwxMrhMgYwLHJbk6zmhaZQCCguTJrGEMVvKwIMl/GF5WMAQ/lbJk3wYmbEbdAamXCAAI8MTIXdNiLbXMZJD2pwUywFeCd8ZRIQRcAMy5lpArZSCYTnJTDf5wAMy1zJHW8WExA+elCwSTpPxjBDTmqLAYaoIKmBFIiK0xgU5XyFE1f8w9iJKKeLgPlP3xBATxQIBjg0IA3vKGBf1CAAuCgADqYCg50UCAb3GCCS1c2ko58xBrVK0BJeJEa0zzoGUVY5L9UFhAAIfkEBQQA/wAsXQAnAHwA5QAACP8A/wkcSLCgwYMIEypcSHAfw4cQI0qcSLGixYsYMz7cZUtgDI8Do0X79+xjSZK7PjrUyLJlxn3P/r0DQi0bNWf/uAERaAxnNmLOjHHDJ+xfEZdIk0J8xujfGCv/VHHw9I+DFahjqEr1NMaqFTPZEnVUSrbsPiYCv4wZ82XCly//qqyV+9atU6djqvyjsLKsX5fMhFkZg5GwDqS2YiT+9/HXr3+O//H6lXLXvrF/FxYxNjjzRJjPmDAp4MyZNWvUTlMrYM1ZgQJMivT1fNDWnLga67C0te+GmR+kPKla8o8RElJOjqtS7okUnqO0ExojrFFHTI2JkAgcM+Fud+5Ovw//nICowOzoA31ZgZvxsEZmTNb/Y09Q7XzC9gUiKYAZ/cA0HOiVkW4a7TPHEQJOlAR0/pF12GMaQUXRGKQ401+DxMjXXgEfYRQDMJ1NNAEV1nTYoFFzBHgiQrZQgOCKGRWQDX0YPcgSdRNR6MwuMMbAzXwaCVCARjH44gmNEI1YIoxFVKPigLsdmCCMFT3zDpIWKcDSM8KoUtEYR1gIIzQ/shQIS0U4wwGWDE3ASAE8rriPL09aRNgJ12G0wByhTBmRClQyVkRT1H2hl6ECyZWWgIq2NcaQGu3yjBPbHSrXBFhRV4Vbm5JiHpUj/MPVP5hyIBAHhHVW6qmpWtFFERdW/7TLMOAc8Y8VR2RFylNm5MJBn79KFUoSTMRJZREyVvMPOLdxww0eziRThzPg+NIsMXj8A4wwkLYUgzPvGDNHNubM8U0JrOThzLi+cPOOMzj8U0ugAzEDK0oeITMQPyR1GENMzDCjVKj3xuAQKwJZ8FEMkjKz0nn0RizxxBRXbPHFGGes8cYcd+zxxyCHLPLIJJds8skop6zyyiy37PLLMMcs88w012zzzTjnrPPOPPfs889ABy300EQXbfTRSCet9NJMJ+WPP00zxMs/GhQVtUK37ENEB8mUcHVCt/jziwZfl2322WhnRos/t9DCb9r/pAQML7VADTePBLCCMNwD3f9ii9V8By744IQXbvjhiCeu+OKMN+7445BHLvnklFdu+eWYZ6755px37vnnoIcu+uikl2766ainrvrqrLfu+uuwxy777LTXbvvtuOeu++689+7778AHL/zwxBdv/PHIJ6/88sw37/zz0Ecv/fTUx74LMxyyNqQ1knHPizUFRGPNM8zkSfQuzlCQRAldqKAbI4zYwQgVdqhwQv0nlJCNwEUzQ3YVpqoKqbozAQIS0FRWoABjhvaLAiRhAnlRi17YQhe6OIU9pDAaN0JhERXwh4HOGBVFqNCtoH1PBd2hyCaOlkGL2IFovAghjiRSg2cYC2jCsAYjUjgR4hDNR6RgE0P/VMA9ojEBCTN8CFyWgJOhfW+HFTEDE6YmtF1w4whvoUgSCkDFoMXAGlSYoKXughenKEovS+AQA6FhjFAUkIMTCAV3AjSBAFlhTRzgABUoACGiWUMQ4PCG1wJRAnAQEhwUKAEeEokHDWiAfH0cmmKeocYCPIaL/+Ai+H5RoiJMxkTVC+XHSsg9wAmklKU8WiQhcg+CcHGVPPtFTMxgBe2owgxUoSVUVKEVMyDhK7XMJIN8xoQTFCSJPCRjQZDAjWHuLAZMQFVB8jMQHFFTIBNQ4M++p4pkWiRbgoMLnoDmjBDZ6R+BKOHOCgAEc14EnD77RRo0AhcC+Yw07pwQOoGGlM8kVgQcQPtFivxUEXv2rAD3kBBGvoCHRGxTPUIsm0DrxDd2sMQK8PQZMYBUGOv4LAY+omhFOEC2bT4DUNTJy3waVSgB5WcCTrAGLHP2iyLM4Ui3uiOrbkUdnfLUKVZ45Ex1BhtjLMsbCqQABRCJDnCQDR1LpUAwsgUMJjRRaP8SSAFiwotncO81mQyfNaJByX75LCAAIfkEBQQA/wAsWwApAH4A4wAACP8A/wkcSLCgwYMIExZk9m/XwGcx/kEcGC2axIhFbNlyqLCjx48gQ4pEuMsaE2HU7hnjZszZP2PEXHIDsrIlNWHOrC0YybOnz58DdzFjVuOfKg5WrJhJapSDp39Irfwb8/QoFTzW9gHdyrUrwRpVxkz4MmZM2H9fxn75F9bsmLVjof4b4bWu3ZAjfHGocnAtyDE7GnrdtfFXjF2//sVIvPjXrogbOd7l+exdWq5UnnldkMjavwJMqHkW/U+0tZz/nBVYUGsyT2bVvJ4YzE2FmSU/zBxBoooUkn++nZCyIpxRoDRaXYcsQoyDX6AKuu5jcmTqhIHXxVrfXpZDHWa2lIP/fJaNLNcTBbgW4aXqukHz8MeglW8pkWTxHefI7spM73ORSzARHn4dxeCLFf/5pIBmW9kyRyh8jTSBGUzcR+BBzxhT1nldVdZeT5Y8k9iFClGwH1cxcOMcT2Ms4YyFJBL0zIEJ9rQgV7s8GKFIEzIRY0IZWiHfVkVx5aF7I4U44o8LpeFVIF0VoWKNHrX4IpMGFWGMVFzh0ZWDEPI0QQ3WwMiklkICtVaRWz3DHpIiWVJERFgStEAwXukgGFD7EIPQjgOFMtBapDCRXJ0C7ZKeQF+cZR5aAzk6ZKP/WMEONFwtgAOEVYwVVqNSaaddWl98MRuiBO2ywD2CQiVfmhNY/+HJWhy86p4VHKhygqH85WFGKEcBy0EouXiyFwcc5AKVKv/UgcyAqA4Ug4++cOOlL3jolw0rJxgTjJfggKMfONzwUkRdu0DDBDfvVJsNN9Z08Q8T73DD7j++iEONgNEapBUz5wrEIDcCLcDMos84VMQ+AaO7zz7PFKHoPzvhi4ximu1SxAiH9uvxxyCHLPLIJJds8skop6zyyiy37PLLMMcs88w012zzzTjnrPPOPPfs889ABy300EQXbfTRSCet9NJMN+3001BHLfXUVFdt9dVYZ13nPv74Q4vWIhkDDNgh3fIPK6yUwAvZHvkzAgXJsP3RLf7IbffdeOfdb9d16/9d0C4U2GGi3wTVEgwoycRN+OKMN+7445BHLvnklFdu+eWYZ6755px37vnnoIcu+uikl2766ainrvrqrLfu+uuwxy777LTXbvvtuOeu++689+7778AHL/zwxBdv/PHIJ6/88sw37/zz0Ecv/fTUV2/99dhnr/323Hfv/ffgsx1DDBH/Y00Bv3jGi/rsF0D+nEtKHUMB2cyWxAmmnKCCHVT80wIVjLADIwKoA3BYg05SU1QLJpCdYV2HAw+M4D9CMQEOlKBhUYuBNX7Dl7dAqgprASFb5CNCRrhpautjBJxCQoWsTC1FR6CSR8xgDV9QjQn948kXSKE4qfGCCSrsySb/TCGNqf1iDjHsiRkW5UMfsegfKvAMCnG4QpDUwInyQ6IMO0KKx8lHBUyMWvqQMIEhgWQtNIzf03ZBjerwpVEk5FKopHIWgUhRfmtDQijGgKwvIKtTe4EKX5wTCk/wwiJU+8U+uFECPFCgkRqAJCTwAAkN4CESloSEfqwWA17EgCEiOt8PC/DDf6wvGs8oADN2sbbwuXJnnhFGLAsSRhSiSH5FoIAnVGEGJEjFCr/h5VOWIhVVeGKXZgiEMBj0NGsIoCBwMqNAslMQDszBTEjbBcEiRCW/PIog5gEHM5lWy59MQAfjXFo0qIEgrtQBakcMJFDGAA6oCcMYHwLKBAJRrM6k8YJgXZHX0/4pz5+MASvNxGcVRZIWCvQTaa3syqmc9s9ZbaUK4rAnEPLpEz8SIXKsgBovnJGmrWRDpNLgaE/SMhs1Iu0XGDToBNCRTqVpkBFv5OakdCoQs6CFL1yCGjOYYIYx4OpVQ8KVQGr1DwZyoFIccMK8sKk0gqGDAl5CBzg08I+r/oMCwdiqN7zB1WAEowAPZZpDJvKZ9KA1GlL0DFojErFoIBBpAQEAIfkEBQQA/wAsWAAnAIEA5QAACP8A/wkcSLCgwYMIEypcmHAEw4cQI0qcSLGixYsYM2a09a+IwGcxBkaL9g9kyZACY4TcpbGly5cEhQH5J4yas3/cZnIzdtMYt5s7jZV0CLOoUYgLCpgZY+WfKg6enlppOsaTU6j/OEz9x4gCk6NgwxK09YzRhAlj/k348uVflTFj3rL9N/cfXLX/7onde3RBNYVpIeKByVHlrhi8Qib+lzjGr10s9/GVWMSYlcAW29ZxuQtaASbPrFFjUsAZadOlTxd49ozj5IeVL2vU8Q/lxV3M0p04ogrJETOqlgAnNTwqKePOar1myCyN29ktRzhbgtfuBOvYx1zXfh3PApbLFRr/w4xxs8YRxEJV+UKePd207uPXsOY6/MFnvqy0zUhb4zNeqlw3EXn2HVQEBRxUoZEABRRYkCXP/OKgWOZlVAQ3CVZkBhPgTThQDPnth1ES/0iI0TPvBOihS0WkkWFGgRRgm4MQmriiQNmIWF5Lu2CoY0QbdrhiEcTQpZECz/iXooA3YsRMNS9idEKTp0TYZEnv/EhRWlNqtIsvHGj50Ib1rbhPkRqNsYNHFgLIpEIcDAQXdVf+s48znqwX2BcKugXfnn26VwUHwRCFkXRHXPeFomlNEKZ2AsW16AR4JCLkitD8YgZaalkRZ1ZtWXHdBJ6mxUFaVvSnkS0xpKFKVq+G//mPJz+EwoEqoUR1xKmkJFfnP7sU4cw52czxDzjGcsPNDv+UII5zvsyBBzfEZPMPEwu8ZMsCHlHzzj/VMmEHAc5QU6y53NzDizWXNskSNEWwZNIzHxj7zwhkmRQDm7a0mxFLzCS5by3JCPRBAcG2xgy/vzbs8MMQRyzxxBRXbPHFGGes8cYcd+zxxyCHLPLIJJds8skop6zyyiy37PLLMMcs88w012zzzTjnrPPOPPfs889ABy300EQX/esu/vhDi9ESCQOMUExH5I8xHRDwjz9RP+TPLy10UHDWDGH9jwZgl2322WhfqVzaCO1Di9hsE/QLMMkQQEQJcRNUCzEatP+Q90C3/C344IQXbvjhiCeu+OKMN+7445BHLvnklFdu+eWYZ6755px37vnnoIcu+uikl2766ainrvrqrLfu+uuwxy777LTXbvvtuOeu++689+7778AHL/zwxBdv/PHIJ6/88sw37/zz0Ecv/fTUV2998LwUwUwBBfzSIPeMNchLgzEkKdnQv6DXggpUmHJCEiXUoUIJJ6hgR/12UKGCIEOHpIMVoTiLrcYQJwIKhAPXQeA/QuENZtioZ7ugxhEUNAY+2UVPGGwLBv/RvcG1hRRMWJvPeMEEKhAIIip4Bpp8FgNuHEFMDFnCJYRmjYt0ABFB4wWeTvgQRhRhRjz7BTf/SAHDhVDhK0Gzhgoo8sGbAE2HnuAhYLhSQ6C1MBRFVAgVqviz8ZGoIiAE4s5iwIRN+emMaYELVf5UBR108Ge7KEAJPCWrOuZCLQpCSwDHEApfMGNoReCFBjSAB0gQcmx4KAEFwFGCQDASHXiggDDE2LNfZK8I1ojGujhYwwJYw3vWCElrHHO9UpKMFwURRkFqKAwuEu2BFXkGm3xWgC5YAQlO8URUzLAVVVhFFWZAghV4iUsVcENGQXyGDj5FkMC8yZkGcQYlcxaYNBokPn8ayBesxbNnUEM/GGlLl3ZWAGmo6CJpiZHhBsOzAnxTihDRTM8KAATZoPMf6Kikc1oCnY55OsOeO2rnP+H5ELh4o5JziFJmuEnOezRFI1bjGS++mUWGpOVrY0xony7CgYO2U5UvQaXOYnCTijJkmw3a2S7w9J5IKYhPbKRLoNIyKG7McqTP8MSp/jGVT+3Unp4KVVoYEQxq+OwXHiHGYMDhDQr8gwKLxKc3yBYMCkQSkl7xCCxzJqEipHQ11uBFaDi4Gu5FwxqsKQAzEFOzgAAAIfkEBQQA/wAsVgAnAIMA5QAACP8A/wkcSLCgwYMIEypcuHAfw4cQI0qcSLGixYsYM2okuOsfsyICn8X4J3JgtGgkRz7bBdLWxpcwX+5i9qwANWPGuBlzRiyns386gfzbSe2dM3b/QMZcyjSirX3cPKniYMXKvzGe/k3NStWqqqxTq2p45rKp2bMEYyQSOKbKmLZjvnz5J/efW7tx/034MuaflZVoA5vd58xqxgkn/pXVuK/jrhi8Rkb+N5lXxxiLBUvcF4xDFYx9E2+0VcRagQLOnKH+t7q1MybPTGue+OzdXI0KXi4wRsqKE1JLVJnRaib4EuNmfoTqgizzbIVFuNHVeKKARpaMBo6ZoHA7W3RknzP/LFLNM/WNC+awHTi3L8G+fOlOOMLEoXiFBbLFz5j7V8Zd5nBwm0QTJFHSfQntEsxLNfwzEka1qcIdRVQU8CCCB8VAjIAaBTJaGqFUNAYpzjiH4UD57YeRDhvF4IsnA0ZUYAH+nYhWHRs9Y4wq7k1EhTUX2jhQEb5YEaNFLGpkSxpHfDbRiD8JWdAz2bylUZIZxWCOkRQV+EyNUg6k3kZ1FNARhMJYSaE1Z4aZFDBcZoQlRvvM0SRFI7pJUBFp9mjRBHNexMw9cRJ0pEETWFJEm2GO8A8HdtF1135ffFYpfG1NZ4UG0GhURAxWtcWXpX3tpVdfonJQRxEm2kiaMFRA//poX1agagUHfeHqV6kTcIBHeIyxIeARnoxxRFXBqXLsGKFUdSwVGtinp2ILWCOdL9zg8Q8xeKh3Rwt5VFONtr50i8c5OCj1UhEFCMMNMNnM4cseU/zzyxzAGDMHTtxYk4i00wr0VFIXFnCLQAR4FIN1JHXEjKMx2UKaLTGsxEynQDXzzEoxFNEYowGHLPLIJJds8skop6zyyiy37PLLMMcs88w012zzzTjnrPPOPPfs889ABy300EQXbfTRSCet9NJMN+3001BHLfXUVFdt9dUVWYA1Rrf4Q8vWFNmiAQVgU+SPMB0QwEvZEvljyyT/gMJ2RP5QNvfdeOet994z1/9yyy1f851hvq0KbosdrLAiOEK37CPMgosX5E/dkVdu+eWYZ6755px37vnnoIcu+uikl2766ainrvrqrLfu+uuwxy777LTXbvvtuOeu++689+7778AHL/zwxBdv/PHIJ6/88sw37/zz0Ecv/fTUV2/99dhnr/323Hfv/ffghy/++OSXb/756KevPvi/YPaMg7EVwItpBdBvzcYFFFHEZFYvLEh2diiBChKjAhwloQ51SEIJuqDANDADTFP7RRHwEArucIADvaILpL6wQUiN4YI7eF/VYsCErMzFUp/JlAqrMKoJkIIJQYpaDLgRikMtpC81sAbApFYAFUxoInJYS9X/foEDM/gJImO4g+KGyI0l2JAhR7CDMaomDGv4sCIqECLV1mbEicyFRFb7RROfmJC+UIEJVytAEn54OWosgSJfdAYEZegMM5ARIWa0xtqo9otnJOEqdIFPXbjEpUp9YQKMECHVOvaPGoYCVxUUJK4+OIEJhIgDJQCZ1GJwD25kowQUwEMJAgGOUerADujwRgl0oEpwyOZqv2CJher3i/rxgpb/sEYtzeSg9flyaNbI5T+qOEyCCKNsjJSIUIbSv3/g4ATCQYIVzGAFsJhBmtREglY8IRVqUiENMWwaLxLhIUQBkiDcOeI/kPClqP2CCYZR0XsMEh++8MUbm5yDeTDCyoEuTM0YhgGNtqLGC2oU6k/lhNq99okR0UDtmBLKyBjwEEyo8SIqd2TIIatDUH06qaFSs8aO2GgRihJUOhk5JDow9rSLcigjn+ChNCJ6kbksUaEoxchcToCMqD3DoBm94RgCJU5r0PQiE1Uk1IaDQoFQykn1zNRtKMAMGfLCGdnxi65qJZBbCURXlYTUBDwBDCBNjRlMIFswQvmPYIBDA95ABwXAQYG5/sMbdL2rejT5tBhUdWPWiEb9BFuAaARzfjWxUFJ2McehBQQAIfkEBQQA/wAsUwApAIYA4wAACP8A/wkcSLCgwYMIEyocyGzXsxgDowl8+O/hM4kU/9layLGjx48gQyq0NSIRE2fvqAH7x83YSmPUqLFc2fLeP17WnoncybOnz4NF/jHy9E8VBytWzCAtStQoUqVWinIghmzXz6tYsxq09Yzoly8Tvoz5V2XsvzFf/4klO2bshKJMtMqd27MIL1VmC+Zd+OVfHblWN/76dZMwL4iH//2yapWu458KgmLdV+RZ3AKXM//DXNEak0T7Hl8tAsxK358CsNqyJaiGKlJFkZBS5Wl2bVVmSIUxswRPAdE/n2Vre/VvVqJnB455u/zsW4ITSBUIDXznrjRZFej8WcSaabUCqwz/XHu6IKNnG6uLfFYa64l/EH3uS3NEvEgV6nk+w2NlL0/j3BnTn0hjHOFMevl9tAsFZF2lHWE+PSOgfx1NwEgB8SXoEXtRXfVehjzZQkF9OzGiYUgcUijSe1gB0WFIBTrT2IkcXceBfT5pd1UMpam4kIUY0uiRMVmd8NtPttCHI0gXgigkQkWc891PJ2TUUwwC7hQjgk8itE8wNzpYhJMiFTGhSBOoYGWXCN31HE991aDRT7XMQaJI53HJZkG2FODJW2udJd4X9gU6xqBlFUWMZD7tUgAVAh0q6D9LETcBotFNt6dCaZjIgVsTcCAQB6r88+k/E4Q66ljoVHXVLsNk/3MEUrNacQSlZlAayhe2fsFBKDoUMOOmB41QBDG+4DEHOODM8Y8vzhDwjzDKMussMdzsQM2RWjnDjjFzuDTHLiWw8g8wzpozxztAcFPEAsSOZBUzz1hF0QfECLRAUM9QFAMzQel5VS0Ab/RMaOb+YwFEMXDFzAgCURfvxBRXbPHFGGes8cYcd+zxxyCHLPLIJJds8skop6zyyiy37PLLMMcs88w012zzzTjnrPPOPPfs889ABy300EQXbfTHwfhztGPB8LO0XMCkwcstT2t1iz+1VI1VLRTYorTWP/mjQQcCgx0SLf9M0kG+ZvdENYNt+4R23HTXbffdeOetN0JZ+//j994L8eILESUEIwzgCfEjzCQEJIN4QlQPVPbjA31N+eWYZ6755px37vnnoIcu+uikl2766ainrvrqrLfu+uuwxy777LTXbvvtuOeu++689+7778AHL/zwxBdv/PHIJ6/88sw37/zz0Ecv/fTUV2/99dhnr/323Hfv/ffghy/++OSXb/756Kev/vrst+/+3bsEBZE1N9GPUwH3/5NTRRDG7UwgSSiBUKhgBxWcoIAHTMJ7kvCXdzAKbBARYBVE9ZxUoeotqhqDqKyggWiQ6Wi8eEYSJiAps6DlLH05oaT+sQT6tY0aS+BJEtBjthhQwww+WkgNCuALswnDGip4E0j/NvE+0fDihjlUiBmE5UMgCrEjYzFDXOIGm52owIVmc4YnkniQvpDCGW3jRQGCCKN/1IAJvDDbLrhxKytyS2sxYEINqiAW8UjqOcQ5FFpy8Q9SWOODRvsFMw5HwlCkypCqChVYQqFBDjAiGBKJWwEE4Q1wlAAd3rCDDtAhwECUAByexEMg2FAAaPTPbL/gCoYKYA3CtHIzaSzAL3Kyi2j8ApBFzGXNDkcQ+v1Qb9sRiTQE8os0as0ZOkBCUcygTKUokzaewM1TaFOUGjiDGacs2i+eUYcnDoQ5kRKINy9UNTGq4k2nSSdBAkWQKkxAAw80GjeushwdVO0X3AjTT8BR1bUCSOOcPulLHYJptEj+pC38fBovuOGJ8vBkAuh4Y9GEAQSA/gRARzOoTxCKRaPxcEo9mUAgJEq0AtzDCt4USSAgtrRfOGtJBLJCC445oJ90oJ8n5eJCxhKIqsVgDvrsSRWyQdKhabQnYDlBPIn2iwIgAVBjqaNaEiVVQglkLVaYAy6DFg24nYqEGzxVTa1wqk9xwBeJMObTKlONYODhH97whgb+EQwK8DMY4JgrOiiAhzQEIxv6i8FWhcaLIhRhlQXQSWLpV4ACRKOxOulXAZgxWJkFBAAh+QQFBAD/ACxRACkAiADjAAAI/wD/CRxIsKDBgwgTKhy4y5atIjH+PYs48Vk0iRH/ZdyVcaHHjyBDihz5cd8zZ8Lu/ctGjdo/bsBeGnO2khpNbsbYMSlCsqfPn0AT7irwj4MVK/9UcfCk9KiZMZ6SLh1j1IqZd4lsBd3KtSvCfUzMCBwz5t+EL1/+fSlbZUzas2nXjqlihcI+r3jzAmUmrCzCtB7L6sirNeKuX79iIP6H+HAMWw315i1izIpfyT0XJGLijCg1a9Y+hwbd2ZqzZyNqYe5qaw6HKlvr/Nu1dZc5FUv+WXFC6igpJ0h+Bwf++wQF1auTj9TxbOsIZ0cGTvg3Znp16tatF+0CTatyn0V8Wf8BDHQw176XCa5VW3b9ektFaH/vWSTN69hciwAZT3IMKSbezTdSAdmk99NgvwTVWiiwjTQBFdbIJ6BIRRDDX1A6FNCRT9EIo4pPSTyT4IQi7eJag0DJtlUMvnhCXkj+OSMhiR8R+OKBjCmYBoMkPWjNhjQuVAQ3XQlAVFDPeDgdSUnkGORHRVRzX1AqBsUiBzd+FGOATyr0zDvrBaUAVwuiGJKPQHaJEJFcBfLMjD3FwIsqS47UpJoe7UONFWb2988JzQW1jzlYGtTnP6EMlNYRTNyFZ0IxJMIIdbB90WBb/1RhqVoNujfdkUHVggODlZY63RfaWTqBW25y+ahBI1D/4ElZE1jBQVm36karrbiWdVQXRbja00PieHLEF8Z+wQEpuVixhLKh5MJBKB8usYCwrxZUBIFEgjMHHtxwg8c/ydThDDjEfMsNMePiIUxeI1jDzTvOzJGNL0xAkowz7xAzr7/iOMMEnNkiFKxE8sWAjECX8IMRUTE0xwwzeTU0gka0MYOcLwvv8uYuReyjGrYFl2zyySinrPLKLLfs8sswxyzzzDTXbPPNOOes88489+zzz0AHLfTQRBdt9NFIJ6300kw37fTTUEct9dRUVy31FcVYvRowJUzCjtaYQdLBMmDrRQsRHRBwS9l47TNJBy2QzHZP/tjSAS9z4+VPCR3Q/5J3V36D8rdXt/hDxOCIJ6744ow37vjjLAMTE+QhcfSPP5SDxAsRrBAwCSSZL3QLL8GUELpHtPiD+emst+7667DHLvvstNdu++2456777rz37vvvwAcv/PDEF2/88cgnr/zyzDfv/PPQRy/99NRXb/312Gev/fbcd+/99+CHL/745Jdv/vnop6/++uy37/778Mcv//z012///fjnr//+/Pfv//8ADKAAB0jAAgZPMc/gCVF4YY1/MNCBDWSghhJ4GMY9IxtdaAEV/mEHKjDCDoygAghFqIITlEAF3viR4obSAluFYjocgKEMBTIB64SiBDxJXAzCkim1ZCotbbGUW/+CSJ1/qOAZeEMcLwqggjqJpAbWcBTiuEGKLH1ELIrjhTNmRZIvLOESihOGNRjhxJCwAhHSSNwv5lBF22kRCQYCiQqs8S4ljrGMIDEDTXRIRSt6JDeLY8IGe5IEUA2OgWQcSVqWwIQRDW4X1IhOLjillmZR5yhjGE9bNAVIHRYAGFRIlBVCkclQoOo1E3gNBwplhsQs7hfPMR06SgCOQNCSArTUQAnwoAEN8HIOafqbnGJAsQIkqAB4Q6Y1lCmiAgQriQaMJtRAJcZ/VLOODaxjHV9JEpUMBJmOZBtimmMGKyAhKZ5gSjmtooqoqMIMSLCKOU/AixzObYc1KIhf/LLnJO0YBAncIJjVdnirMLFnLAgViHvcUhQK/I0X7KBTUMaAB0OCLQZz2AqqAPU3Z1gGKGUJhEW1VoD9xJEkeGjg3NY4JZ+kpUps++RHfxLSvxVgTyd9HUsPJZKX/u1dHwIpRRORN15YyI8iMV3ednq7iOLRQXhYwN+I4UOQmuee3GjpT7rw0GeogFJgFSJ7StWeuZjFCdYIJ9h+UR8XmcVWAsmVZTigG7n6xQoaEJEwC8AEY1AAHN74KwX++g90eEMD/wgGYYOBBwoAgzM6jJhACvAMa/CistEoAGX/QVlrXMSZExHo0QICACH5BAUEAP8ALE4AKQCLAOMAAAj/AP8JHEiwoMGDCBMqNGjrH7N/u54JfBZDYAyJ/zBSjFHE1q5dC0OKHEmypMmRH62x+0fNGBBuxqi15AbsH0xgMKk5e+eswIKTQIMKHbpw1z5mNf6NMWPFyj9Vnp5yaMrUqSoOnsZwYATO2j6iYMOKFUmlypgJX8aMUfrlH9q1ZteidduWQ7ARY/PqDTuCG4cqB9uOHLMDolhb+2L82vWLl2LHvyBGtlXx697L/959mQD2BEaiu5gVcGbtnzMmBagxYVmatOkC/wo0xJy3CLF/goeeCGs0XY0jSFSR8iQ8OCkk/44np2JlUmnaY4tU+wtWQdh9TKKeVcp5u/funCdk/4M+9lm2tGBrwCa6gFuoKugHop+/Fv2YJV7Jg90VTOxusM/wogpnJk1ghn5hxeBXbkJZB5ZtHDBIkiXPRIagUAWctxZRdfA2x3sn3ecMSBcGVcRYgYT1zDsDnmTgaiWaSIwVEgKVBG8L2lhhjECZpxZYHe73IWAmiUgijyXtkoZYOnwm1IotFlgDE0ciOVIMwNAIlg44chAUhRZaOVIR7/woVFtBEmWLe0SWNAYpTMwmpkgLBOMlUWPgUUSVQBUhIIEL3anUGDVYI+ecC9kCG2BfmIXbhmuN0Wh9YwBW6T8cAIEXUdi59U8VaMXHgVrd1TfBBHgswCeiCO2ygDChTP9gxaiYyjWGJ3WtZYVcE3CgygnOWEZUDBpcFYqxqoRixg8ccJALpqpAS8octbBakjP/+MINHtwQg8cc4LzDygnCzIHHP97O8Q+3BUCT1wJFOMPNO9xwk401phDAhL02vWMaL+tZS9JXRZwYw0UCcSPQAqJl9AxIReyzZ14e2WKLRBwtkIxAtxRwsETMRCzwyCSXbPLJKKes8sost+zyyzDHLPPMNNds880456zzzjz37PPPQAct9NBEF2300UgnrfTSTDft9NNQRy311FRXbbXQkPwjzdXQTfKPP1xf5g8xHYRNmwYbm41ZtWrvRUvbcMct99x012333XjnrTdQxvD/IszeJfHiiwbA/PI24CHZQkwyrLCSNuIL+eOPLX9DPhLYlmeu+eacd+7556CHLvropJdu+umop6766qy37vrrsMcu++y012777bjnrvvuvPfu++/ABy/88MQXb/zxyCev/PLMN+/889BHL/301Fdv/fXYZ6/99tx37/334Icv/vjkl2/++einr/767Lfv/vvwxy///Ec7xswz1kQDGy+l8f+P/zGADWXw9gtoBKMFJ1BBCRJoBwZS4R92oAIj7MAIRggiYHSryLlihSnOcMCDIOwgZ84VJrntAgdHYNSlKtUW+HyqhZKqAhUKUMK4/cIaDzRJW+DEtrnxjxGAKkkS/2xTtxjM4Qg18hwvYBQUU9htiVQIIkmSkIiK0O0XR0xiSDzBBF7YjYkl2eHdoCjFkKxFBc/JIDeQCJQp3Q2DJiHFP6w4txhYAwkTqIKjzOKoXQnkR3FJwo7otgtetKApofhCsxTpLEwBJkKY+kIogvEQu12kAGkoAR40oEkNRAIPkNAAHiIhSkFQAA9psAYdrxgDXhTBjryIhjUKsMT/rYZ/F8FYDenHS66VRhi/HEhp4Eg3LxLlRHUsggaIUxUzQIWZSLACU5CjCjMgxww6kIYx4faLAnCJIOBRSkG6UxBBwW0XbBJIfAgimHXGRy14cJLatgaWCaBDnmHjhTP8SMOULsgNi9QZSp7k9rcoBWUzgSAm13jBDVx1Rm68mENAhZKnNKrNGsYwKFA2cwKFXo2h/oGoX9oUlCoUJm7CyGgZw8iBT8gtGmNhxUuJ4dDRFUAYGj0JR/F5tRisCihr8QZPe8qEsuCGSO9klKPSotR/OGWVbbOGGWRFK1qd6k602pWXZuUE0/yUa43ZljdO+Y9ggEMD3vCGBsARDAqA4x/oOCs4vJFK2OxSbSB5BjILkL8CFECWBcCf/jyWkSJEA6pICwgAIfkEBQQA/wAsSwApAI4A4wAACP8A/wkcSLCgwYMIEypcWGRXjH8xnkX79+whRIERBT77x+yfrYUgQ4ocSbKkySIFeDlzlo0bkH/cjDkj1tIZTGP3uAlzxuRZR5NAgwodGtLWCGdmVHHwpNSKFQ5jPP1T6mkMB6f/rP5zoqEA0a9gw47clUjFhAlf/k2oMuYf27Ro07Jti1atlQIfxerdyzdh25ATdHgMu++jQ14PEf9D/NDhv8J9Iwtk5stKWqFpa4jd9c/aM54FQItmEtozE8mSn7378neogotDbS3wdcTMjyVJcasilZQUU9+qjgSykBf15jRhA3klugsaI7VZJ0SfPkZ6dYFjThTYZ1xskcqXh9b/ATtiYOu0bVn/U89+AqnT3cM+MzamtVAFz34RtcUtVHiSlhRhUXxEFUGBW1+dAJtQz/CiinQm1WANZwQS9cw5VoClYIUcpoaHFfYFhZ9+Q+3CDQdVAJVEfh0KtQsFKCa4YFCqPQiUGUxQ2CJQwGQo445AghVDjyEC9dpXJnLw30iWsBgkSbbMESNRmulIozA2moSjlU8S2FYgYO0zR1ATLNFlScz0uKRJExxJ1D7UTEnQmgVNcEoiXJ6Z0FFmuJXeGCl+kaKf6wG63qApHohkEU5k9QVrVahnhXXSQVoFB0s8U5yeCtlSxC+eQPUPiHYp6VRbk3IwwVNteYKHNZsK/1VeKKr8w0GtSo6aSygo8vrFEZ4wQkGsnCq0DxM0/eMLHnOAA84cOyRTQh7KMvvPs9kQ40x5YsVgDS//EPMOTN/8kwy1vmQzhznvcMPECAsUO5Yt3O1SxEYU3TLmP9DY8kxFFO3yDDTc7bVPEf/cu8s+0AjEzT+/POPQM4VxVrC8GGes8cYcd+zxxyCHLPLIJJds8skop6zyyiy37PLLMMcs88w012zzzTjnrPPOPPfs889ABy300EQXbfTRSCet9NJMN+3001BHLfXUVFdt9dVYZ6311lzLCwwwXQMlDLhhiyQMEQS0UHZI4dRCTAlErC2SP/7IbffdeOet99589//t99+ABy744IQXbvjhiCeu+OKMN+7445BHLvnklFdu+eWYZ6755px37vnnoIcu+uikl2766ainrvrqrLfu+uuwxy777LTXbvvtuOeu++689+7778AHL/zwxBdv/PHIJ6/88sw37/zz0EfP8i8xHFzAv9YU4BUv23sVjVfMFKEY1rtYI0gdSdSBfgnrn6CCHe7Dr0ILxOxDotW/QAMOr1p9wcF6/7OVdFT1j1BkqAADopq3qICdFAEKUhB84D9y4R4mJHBqJjoCnRTSFipsR3AqwJfVeMEEJBQJJGPYBCuwFoM5kGKDCzmCHYxxNWFY4zlAYQTCrqaSqpQkLaSwydX/YsCNF5akLYywRtasoYKgMBBrv3CGD0kCRGfcj2om8s8R/8GIlFwtYknICqEiNZC0WEaMVZjAE78IDQr4hwO5EtVa1JIiEIViAp4oQZ6odo80ZEMDGsBDJAJZAg2AowQUOGQg8FACb/BiIlvbhVee8a0CnKYASsTkLzDJmYlcUHqgPBrZBiIMgSixM/+wYdhisEMaWe0hTOiCKjzBFDMgwQpmsIJUVGHLf+QSCVOxJSPG9Mmm8QJhASQIhKxTp4J4whrFZFoMnJGhMahHjAVhz3nScw4FnmhQQfFfHVoJtQKwI0tBqQ84lhO1aDzsKxPwBtV48c2vjGdqwjAGOoGirM5TAm4CypkaPc9IlHtKTRhA2KdJ6vOqqUVjX0SZADioVgBqkIooBCDA1Apwj4um01wCbaGcgOK/QCBDoEDwqFDANLVnMEGl/MwGO6G2Cxz0iS2FClSgtKnTtlwqDT+RGveoICpSnUVURdUKq/6BBF9cjRnOSAMe/hEMcGjAG95IJAUS+Q+sauAf6KAAHihADTyNkCMIfMb1tBeNb/HCGt+73j8Q6JUYjJJnAQEAIfkEBQQA/wAsSQApAJAA4wAACP8A/wkcSLCgwYMIEypc+G/Xrn/PYgiM8SwaRIkRJ0bcVcQWw48gQ4ocSfKjrX2JrP17R42aMW7A/nEz5uyfMWI1Zxqjxsvas5JAgwodynDXHEZW/qni4GmpFStmnipl6jTp0jQLHhLdyrUrwyJI/o35N+HLl7Jjq4wZO8bsP7VjJyi1ptWr3btbiwhTNTbol391vNqK8fCXRF6HE8f4ZctWXbyQ/+2bw6GK0LE6imy1NQKiygI1Qf8TDZrJMybWRtSKHLmIsaREdXC1JYjUDzNKcasys0TVkt5LzPwIjocJa8jP8FjpKzQwUVvPcC+UO4Z6dVI/j9vdlaZy7OxCi/D/4kvQssC+Y7+kH5ukyGPtW5VvFVBAotDJb0tSKfAevtBnvljx11DODbULNRwMKNIYpDjjkX95dWeeUEn888tQz+wl10gTJPHMhRBuZQxzQgVS31C2zBEKUFRYY1+I4QWoYFA1bBWDLwmSxGBNMA5VhIREKQBeUM9ko8qGInX4YY//ZTNjUCcU8NwcR0woUg0uMhlUEb7882RJJ9jojCdfMrTjg1qStE813g3lSBEvAhXDXiSGZAmcaZYk3pFC/RUmmkAtQCVIKwr0lycFAJonSLZYw4Fc6ln2hVpeDjiGpJSq948VaWiGojVIVHGWqJd+kVR1Ak1gWVykpLYoSTFw/8PIphM8agUHYyX4aK1j3JrrGKGAkxVRuywgzhEcqILsGMjutlwoyx3x1BE6MNPfqx8t8Aw34OAxxz++zIEHTASYIg443xIjLje+7MCNlF0VgcM978xhjjFz8AIJK7zgCwy+xgjz7j7YAqXVMw9FVMAH3PxDwAJ4ZlTExCMoSlQt0DxjSxE/jcCKQMhgtHERtThW8Mkop6zyyiy3DBnB/PDj8sxDwSwzzTj/U8vOPPfscy382Pzz0DmnOfTRP++C9NJFQ9jzPlBHLfXU+/DDSzC1UK011Krx3DRrPI+wT88jiL011P5Q8HHQZ5cd9tg7fw3ZzgRbEI01wlij99588//NTAkdRJN334TnLcwwFtjitdxe0U3LCBp0ccLklFdu+QkH1IHI5ZxT3kUJ0twCN+ONZ20BG7rUA8/q8JTj+uuwu95DPRDEbvvrq9ejACLC0DI66Rdn/Q81NUDQejk9JK/88sw377zyskMgCiQW/A68UHRbkIYAtcv+/PfgJ//67JVoIHbc12MvfDXc94B8+PB/73o95YutWvrqE8x+7fH3/3w59DMf1FaDP6DQ7R/7ex8EevCPLDSvHNPowRYk2IMITjB5W4DgBZcHwPqdhIAFJMnOPLK97m1BAD2IhQDKIZB6bCELEBBAJVpYDlH0AB4CQV4luDeNDSYvgPb4IAj/QxiSWlTsHyXsICB6kAoibEEUdVDAPxSAAFBM8QRbqAQropCFKAigHtNQAAG6kIp6MC+A+/ggEUV4xCTCoxKI6EElEFAJUCACEf+4IyBqSIA3VIIAoogCEQgQBQhUAhCImEQGl4dGNa5RJEYkIffKAY8rEMGBeAxMF0jRBcAIIApRIIUkugCBSdQhCieAQAQQkEcBCAQeEWzk2B4JyTZOsoKIYAAiutADIiAAEbtDABEEQIQ6gGILoPgkAbD4j1QQAAGkuIJArqCADmogjbOkJUhGiMRbuhABdajHFfooRVG8QQDwEEAdRFGPT9bjBF3IoEDeoIB6MEAAAkBAPYDo/0htMuSACZQgDv9Rj1TwcAvTyGEWGriFf0RQIBQciDSXEIUDwCOAFcumPxcC0Em+b3kR9B/zynEFUQRyhRjdx/02ytH1eXSkHxXp/1K6UpYmJHsldJ/3ZCo/2E2jftaz6UF21hlpvAGGlGSdUpfK1KY2FYAQiIIGRIc+oSLkgGlYgiwkwdWuevWrXK2E+8BKVq7KIgolYMY/umbVm2atFrTgRh00QNe62vWudA1ECYiQA7z6NXIaYIbvqtrWoWZtH7fgBzMWy4wiMPaxkG2GFYvQDsdCtrGP7cw/FEfYwhqEZ1trjGhHS7A0EKRko22M1ro2RM8alqhnm5pmBTKJX//4Lrasba1r3bq0nxHMI8KQTG97tlsRoq+3A5GZzwbS2eI697k3e650p0vd6lr3utjNbnWBIYx+gUu78ClBC0zLC/AexxYUSIZ6rWhe1tyiFsIwbXuPcwt/zPe++M2vfvfL3/76978ADrCAB0zgAhv4wAhOsIIXzOAGO/jBEI6whCdM4Qpb+MIYzrCGN8zhDnv4wyAOsYhHTOISm/jEKE6xilfM4ha7+MUwjrGMZ0zjGtv4xjjOsY53zOMe+/jHQA6ykIdM5CIb+chITrKSl8zkJjv5yVCOspSnTOUqW/nKWM6ylrfc5PJiOGEfsoaUxFwAMluDF2We2JIKzAQNJOH/BCVQQZhUEJgk1KEOSSgBnktwgh0MCcAxKEILxMIBshR6DIX+QqIP/SgOlCBO/+XFM2bVFrGs6tKWjpRlalAAEAF6THUCiQo2K+BYkaJMDDFDAbokYGuoAEkiuQOBeUENM4QaJIMW8C+4sQRUL2QJ/BFw3l49krFQwTi6xoGtMbzrXo/kLw0aMJqTAOuPGPvMpcbBEm4d4V04wwxVyFRaYLOcCVhhVbn4R6sg7V/x/CNBocAVtBQ9AUTXOxQTmEAokAAML+v6GTegAB5KQAFwlCAQBkd4CdChgxKAwxslYMIIPC1gXmysPmWORpnRbI1flNnjBWDGL/zN5ZJXGG8q/wnuQPL2D5UjWCUhAYJAjDERkvfXGTpAghlU4YmmmCEsUfFEboQelbCoogbcKALF9fuLZ5yg2nWiTkIY8Qyb5xfNfDKU1r3EHE1pSiBVmIAGPGXh6gTiz/mNBjUERBQ8/LcAxsg6UP7SBbTj9xffGspY0PH2tXMbwgUAwnL6BJj/RoMyVtLRGLwBc/6CZvBCmQA64OV4Z0B+7v8IxGz3i/c2AaVXLbjEf4Eg95L8pQP+HbnlfR0SCvw3Boi/TBXwQHmm96T0JZnA2f0bA2t4AlKX8pK4SYWp9WyKAmTfr0QoMKt6F9pX7x7LU56fo+VwABhKB3ARCjAHdOBBA//wRinB/1FwDXjDGxoARzAEHn5vuYjdtufYiQpwt6pbQ+P0F/PdIKIx+Fs1IAAh+QQFBAD/ACxGACkAkwDjAAAI/wD/CRxIsKDBgwgTKlw4cNc/WzFi/Hsm8V+MZwIxTqy4qwjDjyBDihxJsuSIZ86E3eNmjBo1Y9yA/WMJjCU1ZzOFCWPisaTPn0CDgoxRQAUHK1b+qeKg9Og/M0ibevp31IoZYYlsCd3KtWvIfUzM/KsyZsy/CV8EfjFLVuCYL2nXjqlihYJWr3jz6h0z4eDbj2YDed21y9YvibwQK/73y2FhvZAPFgFmJW1QBV0XJLLmrIC1fwWYgBYdevTERPsiqxZoaw6HKkJr/HMYdB8FRkhIqfKkm7cqM7rFhhFeh0Kt1aqzmRUqQCPQWs7u/Cvbl+/06gYncAi04C5yvEV8Vf/+/pEZkPGWB1pOT/CLimfeyXMtkua10DpbiwizslzkmCPOpCZfVwVks5ZQOjAWVGtHwDbSBIwUUNGAW8VAzD/s+ZSgUDFQ1p9IEU5IYVC7BGNfUPgJ9Ywx/JH0nzPxjfhTgQcGleAvC1LQIEkTqFAAjjIKFQxXOhSwlYclhRhkUEVww0GGJaUYVAwsfgjSizEuOdIz79QIFGYilsSggyL1SJGWQA25VXO0BZVUkgW0ieZItjgzXlA1OPcTM1UaRCZC/zEh4Jwj7ZIII9PB9kVba1VRxaIYMjrXWaoIs1Ut3BwxAVmTTorhWWZBWhY4RWRJ6EfQUODJGByMYUWrVJn/xV+rr5oF6wRWnFCqULYUkQ0VRyAVrBVHKBUKUqF8QSyrpMQw6KkjFVEATP/4Mgce1RCDhzPJ1OEMHsRUg622LAnzWVfDFMCSMXMAAwwTJSSDEzBz/EPvO8Y4Iye0Imm1axFETYTMhZfws5GRRcD3DzN4ETYCwFoxY3C1/0Tj0K7Q1GKLqfx27PHHIBPaTMgke1ULLc+WrDJBtbTs8sswt3yLMBrQ8k/MOLu88pIvCzTCz0AHHbQ/GnRgs9BI/xzzzvK5PMI++2ws9dRUb3wLBcnwE3XVXEM9gs5Mr+by1rYQtktEaKedNi1Yb6z22zGYvfE+Xx8XNmQt/xN1YU9z/+33Lf8kUwvZfksNdWG27JP33Xm1vPc/TLQh+eSUVy55NUT8k4blnE9ezdN8L844V46XXUsbDHgQhS6st+7661HUUMPrtLseRRQItIBR4qKPLlTptaQBSDkQFG/88cgf/0/yzCOvSwsjhO476SOUbU8LlfxTjkDldO/99+CHL7733NcDwRvVPKT49JfuXUAJlNQz0Pj0108+98Sf0MZsitvN/k+Dg4gw4FeP7dnvgPXjHgR0kYay2UJ0PfmfSAIYgwHGT3vwgEc5BqDB8MFjAN/7oAdBCD7tQaAGbXCg6BIhwQkO7mwWlN8/spCFAWRBe+CrRxY6WA547BB8PuQh+f+Ih8LZ2OJrA2FhC0HiuF38IoYz5MHyeBAFCAgkCz2wYhQkccV6CGALN/xHPTIYBeIJsXsn3J/0BKLEJTKkib+wBgGX14V/gKAGDMgC7mLxD1Es4Q49iEANeiCJDtTAiieY4fYYIIoagi+NZzui/9roRoXAUY4XhEAU3gCC1fGAFQx4wz8I8AYC3PAODPjHHQTwD0DcQZTyY8AdIgCBR6IwkkhkYyXf+MI4zvGEDMiEABAgCl38gwFHiMI/ECGKOhIAHqJkQCpF2YNURoEBIChgFgoIyRhIMom7XMgl55iFSuACAbgQRSWk848IEKCVUbgDOutxB2Xi4g3Zq0cySin/iljokAdbWN4tvZnLf1AynAaBIxThAQEFACIKnewAArJ3zRluUgA3NOY/YBnLKi6BAbFgAA+ykEYjFvSgCGUZBaHYvTBCQBSiAEEWiCcQhi6vB8uTYT16sD2BnJAAMB1pSddo0JQmZKVzxKH3dIjA8fkwdqJ4glBrYJfCrNCoCFlpHS6o1O5lsKlO3UJA/8FTCJyggVb1XwSxyrK9RYOAPe0qWOmnw3rYlXi6aEP1+sdWS1ZvFyNoQUwzaNfCGvawiE1sYuExQwbAiHd9tWQA/wEEUMyihgPIrGY3y9nM0rCzoM1sPUIKCZP6L7IHCeAu+EGNSSCgDrCNrWxnC9su/7yBASd4LW1piwBEQGJrfEVtVlVbC/M4wxkuSa5yl0uNaLDiH9SwBnOZ6wwgRIM1qTmtcBMaQKmdDW5wY9tAogdetBHGgXTr3XYLMjayme298D2vwZ77D17UIr7wnVr/tLte9joNaoQr3MYKIuDEee1m6u1vamE2kAQr5FlgW5qCQ3KcnFnYIPzI2YQHxN8Nz0m7lvKwiEdM4hKb+MQovpsxeMGLFA+IAv/oQAdAUQIXk8dgwbADKGxMntT448cp47GQh0zkIhv5yEhOspKXzOQmO/nJUI6ylKdM5Spb+cpYzrKWt8zlLnv5y2AOs5jHTOYym/nMaE6zmtfM5ja7+f/NcI6znOdM5zrb+c54zrOe98znPvv5z4AOtKAHTehCG/rQiE60ohfN6EY7+tGQjrSkJ03pSlv60pjOtKY3zelOe/rToA61qEdN6lKb+tSoTrWqUeuRGFijALx4daxh/ep/WIMiz2BGDIAkZWvgQQB2UAEVgn0CYpdABYlMAmyTQAEmhMnJvJgEByYQir6cpS8TqA5TWDWdUGiAGbx28i6csYS3kCUtf0k3umFjliQ8o8VQ5kUBkmDtkKRlCUxYgJSpIZaSUGHKv+CGGaz0kS8s4RJSNpcK6i2SDkyCHWimwpnizW+Cf0QF54Kywhle8H+QAidRfvaV/lED0UT5F87/WFVJfCRleS98JGkhhbOnrCkMzWUtuXDLP1o0KUclUspESQMjqj2GalN7LkzRzheOzoFQJCbcTx6BHNEBjhKgQwcl0AE6sh6IEoCj63gIxA30BGWJWAw0v/AMjqyBox+BRiKlgvqq5x5mIwnEXP/Ae4jvzncq/+IZdgfJPQQiDdDwQu5I/sXfn4IUM+zGE79BAuMlH/nJ1wHeTXa1lAaCHYJ0viBIoMa+kBwDJiTFS9PReerVEqrlcODnTOaFNFTBcRdlI/BKjoFr/kSSpZ+A7Em2k8VHcgLcJ7kAwg/KGPCQcSX/YvdAWXoXjI/kENfeP/8QTJMLQI0WBQUPTo4GofR/kpbNK1kYQKA9UMqCB5QemRfc8ASUSFLjJov/RGUuADvU/xO+4EHfTcYNWzEG4OBkMUAN+FcSX8ABXbBWScYLz6ACiRIprcduiiIpsDEBTsB2TfYLHrEqTFErsbJztSKCs7JzMPZkRGENxkAB4OANFAB+LqgB3uANGgAOweCC/0B1MHZcIXcRHlEAz3BrnhENBSCErzaEgFcArTZ6qBUQACH5BAUEAP8ALEQAKQCVAOMAAAj/AP8JHEiwoMGDCBMqXFjQli1mRXY9i/FvosAYz/5hFDiRoq1duxiKHEmypMmTJ4tYY/ePmzEgLqlRM8YNWEtjwGI6++eswAKUQIMKHVpy174iNaz8M2NFqSoO/54qZeqUg6cxHBiBs7aPqNevYE3askalyph/Zs+O+SLwy1mzAiewlfuPQ7ARYfPq3ftvBDcOVQ6yHTlmx7+QXm3tixFj169f/x7/4wX5Vwxbl7vy3XzwnVuiJzJ6HfGMSQGe1qxRS73aWk/XzwoUQMy5dhFi/wYLPaGRaBHIR5xQIeUECXHjqpAj99SiiObam4tUA0xUweh/S+L+GzNhe3fu3sNP/8BTBDrnZ9k+D61xemitOUeqqG979rP9tWOOMHluXm+wr1T0l9AEVMwmoF4x/KVbUNYRFQMQVpx1UhKiHRhWAelJKFQdvQllC3yBmTQGKc7YYmFYRczxlQBeRbMdSgRaQ9GJX91mxYI0DhSDOTeilESOYKE3hoZBcUiULRTEd1J+JQJJ1C4qhiiUDhUGFQ07RJIU44xOBhWDLz0OpYNXO3qC40g/djlUEe8MKRRbRg61zxyhSEkSkyaqCdQCwVAX1JDk0QZUEbyoIphBUAl0FiMF5KnnSWOhlRtcbgWm1heUjmFpYBwAg9dQzBQAFabbBeYWB25OMCSmE0ygwwiCPv9K0i4LCBPKBFagWtdZEZq566+tcmCoM/wJVUJTR4zhSbIcLPGDFaE8FcoXHES7hAa1yCqUM9mAww0e3BCDxxzgvMPKCcLMgcc/4qoIbgGJhLUYTdkAM4cxvExBQLrZ+MLNO85ww8szjublzz8aQGZeVxFlhBFF1Qi0QKgaPROScxGFZUsRzNgy0S5FjJAMu7cU0NgzGBecFy8U/KftywciScQ/xcJss17+BMOKP7fc7PNeOSdzCy0/Fw2WP2mMTLTRTBs0wj5QRy311P9QMHItU2cdddN6dqXySNmOZOI+n3J9YNm7MMalQvwMFOtBjB32j2JmC7iPiRTdfRhIfPf/3bcFAt3t9+Cxvl03XyN89E8t1GgAyeOQRy45JBSAgvDkmD+uAQVF1JL34Quz8U8Uo0dh+umooz566am3bvpAREhTyy62lA16WImHBAkDWfT3BBHl0Xy7Xpo9gwgl/wwAz/LMN+/889BHLxACbci9+PB6AVHHAP9E7/334I8OiUBfYw9U2CE5gwD34Lfv/vKja9Cb7eafP3f623cPTz317N//8/xrXgCdN8DnxS9twqvfkSJDjfzBg3sEUR7zuAcB/e0PAv9jXj0wKL0oQAKBNVMgpATSQPZBQBQCEQWLBsK93iFPIL3rAUH4171/ZJB54gOhCIeSpxLWEAGk+AcC//5RwX9sQSAMwEU5UHAQXQikHgJh0Q3hIb6BhHCHJOmhA//RBYHUIAqi2IQQ/3EHMkJghZKI4j8IAMN/IOIfKHReFQOHxaBokX1j/IcTBbBCQBwEigYZQBD/EcQstJB7HrRiHYFyx+5BIBWs+AcrIsADgbyBjAMZWUEiORBcRLETWYBAg+aYwEWKhYRbhKNB0liQ7FSwBlkgXSx6NxAQ1EAgSxBFBT2oQ1OKxTE+ZF4R//EEFg4EkMkriCGpSBA/wnGXH/ycL8EmEPyxz3kD6J0E39c8Iq5OALqM3/ymaZL0JRN6BeSmAGV4THFShH7kFIn2rqlO92WzjVT04D5oF/9PkmiGGZOoBAaRuZd6hPIf1bhiPxPykVpUAxCy+EcWJkrRilqUokS8qEYpOoAl2OFTCl3oQMKmkX6kwYvTQ4BKV8rSleaxDi2NqRC7eIjyGE6kCPkURWJAjGr49KdADapPgSCQNFAjDUIVqg1kdxi6kRSnCfkUSMyDGLpBtSR5ConatsrVxjxVGIvpqtr2NhB4XnUhT5tb+Q6yi1uExBjWQ4hDaGbWs5pkBHjNq173ahCy7RWvdiVK2/hSi6cG9rCITaxiF8vYxjr2sZCtny80oAHcRNZCwGhBBzpw2RPRwhbGOGln+9MVfvRstKhNrWpXy9rWuva1sI2tbGdL29r/2va2uM2tbnfL29769rfADa5wh0vc4hr3uMhNrnKXy9zmOve50I2udKdL3epa97rYza52t8vd7nr3u+ANr3jHS97ymve86E2vetfL3va6973wja9850vf+tr3vvjNr373y9/++ve/AA6wgAdM4AIb+MAITrCCF8zgBjv4wRC+ncKYG4OBhaoA0bDGZDTMCw5bw2QFKIItLKPbX+wjs4xghB1S3AJGUGHFJ7CDCk5QgiSc4AbPmPBtCxAIaHWHAz8Ocnda9Y8JQGUHwcMtN46AFrbIB1NrMQuU2aKpKphBRrj9BROu4lxeFCAJ3TmJHBJhWdtSZFpLOgInb8sLZ3D5/yR3aAFcbysMazAizCbxQbyyzA1SnGkhbFnCTnDb5jebJDu57fCdUaKC9tw2QUf4s0ICzQQd01bLVMgSQ85ihshk+RmMmJSo5fOPHqlKIGaZAIV4kdsYtABVt4IWd6Bi5CoYmVrU0QAz1lbbGKwEHCX4BzpKAI5AEJsCxy4BHhyXDW5gObeWeYbF/lEAyBSA1df+cIYnEuIYWDrC4Jauhuv8D3L/Q8OOTnRQ5pxk2sagCBrwhCqYggQzqMIT8jYDEpZihX3Pe99m0AETWH3pAozJIODJEp4JwgFu1HYX3KgTfXJDkMHM5z5jwEOVYmsMpQxlAoHY+GvbHCHn/mIOfsMCCqA0TFsgqGLhJ/kCyNMNW15wI0y7qS0vUG4nlGSc5bIVhjFe/qYJnIDmI3e4V3hDW5unHChVMAxthU70oFDrE9Fds2yjwQ1fNbcAwqg6UGQemtk2RulCGRI4RO7aGDChLJOqj6ZKFffczJ1UVmACr2NbADPgSle6agqqcsUrrBSZA07QgDNu2tpf2BwY3qDAuigADg14wxsaAEcwKC/syv8j8tbIyLdh+4uQoIwj1oiGbDJcgGekXjYUQVk09i7SgAAAIfkEBQQA/wAsQQApAJgALgEACP8A/wkcSLCgwYMIEypcqLDIrhgCowl8BvFfjGcWo0F8tmvXP1sMQ4ocSbKkyZP/Oj7j5ezeP27GgMGkRs0YN2AvjTn7J8wZk2dFUAodSrSoSFsjuJlRxcHKPzNWnDL9x9QpVE9Um6rSUACk0a9gw47clUjFhAlfxvyrovbfmC8C0659+w/tmAlWCjATy7ev330L2zKcEOjj130eH1r8tfjXLsaK93n1SxkhNGIc4AqFWwNsEWsF/jkDTc3av9KnrVlzVqDAz8mVY098J5eoAqO7FvAi5UkVKSS+kfz77YRUVFJOqBwBt8CjbNm7gn09EZqorWeM6rqdsL373e4CWxT/APy8cgxiVjQPPSFWsEC1cuO3nWCma/nKz7KNcY9SwTPGQ+3DTShVnGRJERXd11cRaaxVFHsJovSMMKpwV9IYSzgDm4JhxeBLeg8aVQRm6o00QQ1MOMehWM8Ys19RtwEo1C5pEHhSEv+t2BcFHBRIVB0WETVhhSaNQYozKuoIFjAgElVYUTFwk5lJJzIRoZJFtWgFfyfdVtQuc9hoEo4yYlmULWn0WBSQSZ70zDtEXnjkhmYOZYxTQ6mlg1HMkEglFda0WSdKzNzJZUkTeEnUCGH6SNIESTg0aFEjOGPGXP+kVeAYPrKVKaduFfhFgRqQN9QuRWT3lqhs4cVdW1Wg/1UgKeNV5ss/DVZmSwy8IMGBWr/WNQEH/1jhCbBqnRUsB3jYR1RuwRzxBQehMBXKF554kgu121b7DwcqcEMnWMj8Ew0R//gj2wjWcJPNP8TgMQc44MyxQzJ25AGvvPTOkQ04OEATVhFMsMTNO8TM8Y0drOTBjbsvIezMCLXIRkAH0kFnC2BFFIHRPwXcMsc/BAj8zMcc/QONqWCN0PF1Mewj8EsfxBCax/8glrNftPhDQQdA79LMpERjSQtPh7BCTAy3FO30ihUDk8w/zVT89NVYZ6311lx37fXXYIct9thkl2322WinrfbabLft9ttwxy333HTXbffdeOet99589//t99+ABy744IQXbvjhiCeu+OKMN+7445BHLvnklFdu+eWYZ47QLUdr/lUt/LDsOVHVUMAKAXaMbhQwwbRAgOrW/UNL07DXbvvtuOeu++689+7778AHL/zwxBdv/PHIJ6/88sw37/zz0Ecv/fTUV2/99dhnr/323Hfv/ffghy/++OSXb/756Kev/vrst+/++/DHL//89Ndv//3456///vz37///AAygAAdIwAIa8IAITKACF8jABjrwgRCMoAQnSMEKWvCCYPuFLYJis3/wwjQf9KBpohEaZqwEdxcRxAmSUIITqMAOVPgHDP/RAkYwwg6MoIIdgCG60f2iCDsIBbH/OMAdIn6riEj8RyisgA6K2M5SVdAUXKK4limqhS1fyMUESHG7XXBDWhf6hwqcBTsmxPAkjPgY7D7ICAuVhBW3i8EcwGiSI6SudrwwI0qooEbV5bGNJ+Gi7eRIx5GoRQWmsR0TTgIXMywSj9YApPK8WEiShKEAvKhdB7HIydrsxymeKlB9rqS5X0DDF6EoVijGwIFlFUhNU+IAEgRBytExQQN4CEQJ8ECBXWrAl5HAgwZw+Q8KAKVMtQMJRUDzQUwyAZPW4MUzTMOrX9QSg9jE40BMIwyBcPOb3dRdDIJCEiAQpI+ag4gzTqAKMwgHKkhYSrbaaRVj9cadjEiDRjzH/4tEfMsgr3rVQjxRAGRaLgbOcMpb2uIe+Dh0ILUBx+jkqKbNcKAO5MxcAdgRJ5TsBxzVyRwvuOGJEp1kAugIKeaiMYeKDgVInhOGMTp6kv3gIZGa44ZRCKPSy410SsqzxkzdWNMx3HR0IyvKBLwxM5Gix6QnAcXoXEPT41HUUYzkAAXKpbloAGFLefrHkzL3i2hYwwpERUk2emq5XVgKU1IE1agcyqoranUv6fwgFZaVLFaOwQrB2hKxAKsWJADjkaNjBhMogIc0pEGi3vCGBsARDMb+Ixjg0MA/vMHYYHBDUn6MATMKcDLTtGaapLUGCUkLsg7uIpPZjK1sZ0vb2v/a9ra4za1ud8vb3vr2t8ANrnCHS9ziGve4yE2ucpfL3OY697nQDZ8tpkvd6lbXd9bNrnapi7vtele7tpvuP6x2kBEkRLzJBMln8kCMd4iDG3kwhi/y4It3vCQP2SDGPiwAmHFdTrwfwMwGLhWGf6DBV2i4FEE4EAZimNe/lhMvNCxhYIKgYQMWhsOF//EDkPEDvZ4T704MjAY0CKTEKE5xiQkCYs1Ndx/kXPGlKAEHRagYxWIswghanDnxFkEFJP7HEp5y4htv8yMQppyI/7GBEkNhyANpspH/sYDrhhjETh7yAI5w4iKb+B81qE6SJyfeRDqZi34QCBSYTOIvIwGKnVf+h5nRAIXOEAQOAtFwiTu8jPCKlwQ/WLFCBN1dkOxEyopgMhzWXBAc8+COsEMvkP8BhyZrGA4FTrQTDLwBPP/jA+ONtFck+uUCFyTQA3FKHfbC4x6DhAnS0aw4BCLRf2jgHATRAFL6m17ZCeQDw/j0P5BhAfMGG9Rc5bWfv8vsMWOu2dv1W0AAACH5BAUEAP8ALD8AKQCaADIBAAj/AP8JHEiwoMGDCBMqXLhwl61/z2IIjPFMYMSJzypeLPKQocePIEOKHElyoK0RiZj8e8cN2D9uxoDBpEbNWMuXxpz948WkYsmfQIMKDVnknwpP/1RxsPLPjBWmSpMu/cdBFVKlxJDtGsq1q9eRtp4h/fJvwpcx/6qgLUv239m0ZssmvVf0q927eP8V4aVqwsG1DMnW8WorRuFfEnnF+KWY8S6JtnZtzWsQmUALApv94+d1X7C0QNEqqCs07DMmTAo4S71aNWtr/5wVWFCrq+UCC/MVxNy1iC8rbYEKGGpr3w0zP5aYUUXKE3PnzZkjka5jzj6vgQjK+UfiyUAVAskQ/6TF9Vm2MYB/1hi6CxoSgWP8xv83v778Lxz0dvSagcS/DOL9EyAJGQgUwFe7pMFBFUIp4BNQzDABnFsFvWUhWm+dkshkQhEjEAkgmsAdiCSWSBBnQ/0W3E8nFCARUCOkcURJZjCxH1DkfejfPzz0IGKJJAqkQ1fP4IGeUOsJtQs3HKz4kV8qDcVbkHUMNhCQO/7zopIULNjgM78E9YwwfZFkCZhfgUiQlViSoMxXwDAl1AlaBlXEHD/VyCFQKCqjpkA9CGQClnY9E2d6JdGp5ByhMCjSBEtEKdQyQFAx4j9WHvTnP8xwlaCXQTko1DPvlDnSmWF6tSlBIv4zKIhvfv+FaKK4UbbQGJHuOdSf4BUoUBTg/WnGg0HFEKeTJNG5ZUlLghrSBHpyRcx6arb63ZWrDrXPHM7+NNqyJD3Dl1+nFgHuTzFY4uq6vqrbagD++boAV0WQSW5JZK13Y0ncIOQoQaEMRFak19lKECr/xPpPF/MSV4Anfp3F4BgMflEFWRLTV7FaSRFD2k/7OGPGxWadZTFT88n1hXyZcgWEQBrALJA3/1CQzT8aNIAHBbXwRm8aTlCFlhUTcIBWkxwYXVbRR6OFjlZDQZPHEqGo8k/VV+dCldVeNhnKCcPoOulAHwzECygGD+SbL3jMAQ44c+DhizME/CNM22/H7Qs3O8j/1lV7//jyzkuDW9PFP+wMTszNzrBkzb55oZ32P5Fx+sxWF33g4T8LmAuRRDEwU8QIkAO1yz77XL4LbguwErhlFO1SRBELFDz5QLfcrvvuvPfu++/ABy/88MQXb/zxyCev/PLMN+/889BHL/301Fdv/fXYZ6/99tx37/334Icv/vjkl2/++einr/767Lfv/vvwxy///PTXb//9+Oev//789+///wAMoAAHSMACGrB7tMjRAfPijwYuEC8j0EALgFGbB37FGC3oQAcseBdh8MIYHLzLPioYwhKa8IQoTKEKV8jCFrrwhTCMoQxnSMMa2vCGOMyhDnfIwx768IdADKIQ/4dIxCIa8YhITKISl8jEJjrxiVCMohSnSMUqWvGKWMyiFrfIxS568YtgDKMYx0jGMprxjGhMoxrXyMY2uvGNcIyjHOdIxzra8Y54zKMe98jHPvrxj4AMpCAHSchCGvKQiDQkL4D4i10ww0XPsAYvcDPJncBmktagiJZSpcJdOIMCSahSEkpwAhWQUgV2KKUdAoFKAeDBRSxkRsyqkJ8x1JIDfsElVfwSiqLZ4Vwl/EUBkqCxjFFMYmS5WFrIQoUCLDKFMaDGEkrCiH/Y7oQx4MYRkOURM1jDF0D8woxWyBMqzMojmzDFCn8xh22SZAkFEFsJYTMStDCCninkhTOQcP9OhlBBUijMJim4yRBSOIOTKCwAeESCFhU4U4W/YIIn+rkQT1gDoSbcBTVIkRa0cKwKckIZU9SiNVLgM6Bj8kQo8NMkqoDUCgyaQBVCYbSA8SIaLPwFM+YACTxooKca0AAeIiHUElAAD0ZFKjeg0cIY8EJ2BYhGNC6pkgLAxqrCLAAznJrIrgZRGLARhkDCetIXEisk0hAIY04YJibo4D2qMMN7nIKE5ZjBOU5pilWcUwdnMAOjDxRmHe5VEPkQ9iDVPOEkTUWhxlYIQ2N4Cy018DEO9iso8dHBWQPLpH/1sADSYCxJBLNZHaIHHIrlhicICpIJoKNWIRQGEEQ7EsH/nDAaePJsPccAjrI+sADEmBBQJhAI2HKwAPegrUjIEogRmJCd3aqnFVqAQmdYgaIg2aAJkXvd0PwjEA0LYQy4pduRVCEbxg2hKrAbmAmcoLKBLQAV/KKWi1HMLRzLmMUi+xYrcAOYC4wGBRhhBaVdNz8FHpoty6I0o3HAF9B4ZgljUIRncCMQO/MGODQADnRQALXB2LA3vHHUYAQjG3NgQgwAvECnzs5FBShARaJ6VWvgVMYQKYJWWezVHvv4x0AOspCHTOQiG/nISE6ykpfM5CY7+clQjrKUp0zlKlv5yljOspa3nEJbePnLYA6zmEsXwjGb+cxgPiGa13zmErbZ/yNvtqCYBSKZOtv5zpIxSZjlnOZ/SGbFgA60oGNQZ4Hs+YFplgw/oJGIEcwudcyAxjP2wYxJFyERtUgEMyRz6AX2+U46UEAJFKADSFiCAhqwhAYCYYkShLoEeHDkVvp8wERv2gxmaVKBc8GUXCzF15H9Ry7MwI1aOITWBUx0IvDwg2b/QBU/QAO0n93saTf7ahoIG+W+7Glu72IBJeDAs6GtCnKX+9zozsUPxFGEWXO71l+WTBFKlQtVqHtGGxg3us/9AysQAxqERjYBwfyYInjDCs/OBRpmdASE75vfHNDACAL+bgMSPAb7CHfCF34EMyRF3+led0QmYwsUWTzeFP8Rxw/qfe9/wOEfnkh4vSFOgX0QmoTd9vJjmEEBhyv8CBxAwx0Qrm6Q/4ADFBhG2cqMcmhowOcL/8cRQsGUoyNB3+pORxEo4GaUFyEPKy/3swuMBg7c4T3i5jcSkjEQYtQmd/D2sp8j6HCxNxsNZvB40vT9bERQ7h9wJzMAEz2CQDh85dXu93Se0mx11zsPH6hcxZPt7SIwAwlfyEXmv7B5e2c+F5EFfS5CkQaoCXzg7y5CCQTAA0TwQABLsMQJ6mCJOpzAEkvQQRKWAA5h4HTbcke0t62ZiETI+BnHL4COn7H8CtPOz52Ou9y3UucVP4bQ2M++n0l+esr3Gc/gLzQ18CffdTabv4TkGUGOLDCMfyDDMsOAvwWc+48RLMAC84q+ClvF/+EY5BeasW089AMCAULuExAAIfkEBQQA/wAsPAApAJ0AMgEACP8A/wkcSLCgwYMIEypcyPDfLlv/iuz69yzGs38WY1DUiLHiriLMHDYcSbKkyZMoUe4r4OydM2fGuAH7x82Ys5rUqMU0do/aOyD/oKUcSjRlraNIkypFWvRgDCocVHHwJNXKPw5WrEr19M9M1qhT3z2D2LSs2YFJR4zYx7ZtW7Ujkprd58xMlX8TvuD9MuZflTF98wr8G/hLFQ4U9p1dXBRpW1uQI0veZ6st06bQ7lnpe1Avw746RJZ9uOuXRl6nU8f4tWsi2cW19tVqtmDBMGi1E+WuDa1fbQu2a8VtWuQd4KY6LpZdkMjaP5bPnUWPzoSltWfPFJ89yo+ZBgV4SmD/ClQH04kTmOoEwlQCj4ISO/YtkF2rqK05HO4O1VtHNNFd3Khgxj8/LLGEKkuYgaCCCapCihlhkMJNfWYJh8wuCqqCxA9WbJjVD0hYAaIqqvwThhnc3HJUUTEAYxVyyhG1DxNH/DPGBALheKONOvaIIx4LTNTUUSMsAM4PYYSxQRhooMFkkk4+GQYnGyDWzHBEPeMiZ0QJUABxvKjSF5cC9cXXP2emSUUBrxF1VG0tWBFlknTWaecPiqTDFoVDFUFBfk3119Qu5nDgWUljkCJdWUftM4I4SNK5hBOc2GknGkgQYwF9Tb1YVBL//FLUPjccoZ9JSVTE6FojoKNKnaQY/+iEpXRu4AkFm6441DO+WHHoUIEUwNFQMfhiKEo1WCMkUf0I52gJVtT5yRKkkDLnnYrYwgynff556lCCFvXMO6rgaFKiiw45gi3Q5BFpkqQo+cmstNpKAS3cDmUMmUMpEGpTaQyVqqjqOnpCtHTGG8YnT17LZKbD5ItSEb3+mtIJX7JIzLEn1cDEsG6yenCdgFRrhhNOoFEDvUniuQs0Ep+0C37fMmbSM8KUi5KiFdZiywju1ulEDTVwYsa8ZiAxJyccaPBBzDeTyy9K/jZ1XygpWfIMwY0JtwC0124gdg1LIGH2tU4Y049sRTFTcVMnPLNsSkU4w7FJybY5FJELBP/ybp0bmI0yEkuGoUiSvyyA5VAjcAPoUH3FDeaZDHEw0HGwjTDMHkiosoqIqjjxwz+qoGGFKhyiLuISczSj61AfMWJjFXzdZVhff901hu1/oTmBFQWEVNQC/xwxAe3HnzmBoTeO+dcEE+CRiN5718JPESWooEILllBRAhl1nGBCHVRY0oL2iCjwCzOXwb6A431ZsfwYVnAQv17y219/X/bXwabVMQiGE66il2NZIRehMFQoNnOErJCCCXxilGIsMAJoMCMRzLhgM4jxD8VhEBogXIAFYhNBosTAGu/gBjjwMAc8+KKFwGBFHZgADnC0kBjVwMM/fMGLGFltGEXgRkv/dmgMJtiBAM4whzHmAIwlGkMYTJgbo5CyFsqwZQQFqcye9lRC+xTBFkWQ20aQwY1/XGIYG6HILi7CjCLYzI1hxEgRapEMgVigALuwCESYgUXqdY1IVVSMBgaikSvKxWaITKQiE7IUCtnhH8HgBS2UsshKWtKSSVGMLwRyC/p08ZKgDOUfVxQwC/yjfaJMpSpXycpWutIg/HilLGdJy1ra8pa4zKUud8nLXvryl8AMpjCHScxiGvOYyEymMpfJzGY685nQjKY0p0nNalrzmtjMpja3yc1uevOb4AynOMdJznKa85zoTKc618nOdrrznfCMpzzn6c1a+OOe/4glPS35/wtfaIAX+wSlP34BimSAAhIBraQvhCEMCoAioaA0BkAhStGKWvSiGM2oRjfK0Y569KMgDalIR0rSkpr0pChNqUpXytKWuvSlMI2pTGdK05ra9KY4zalOd8rTnvr0p0ANqlCHStSiGvWoSE2qUpfK1KY69alQjapUp0rVqlr1qljNqla3ytWuevWrYA2rWMdK1rKa9axoTata18rWtrr1rXCNq1znSte62vWueM2rXvfK16FwbaYxsIgbrfElwhbAsP/gxWGx8w8/djQGBcjGCUqQhP5Utg5JKEEdVFCCE3DWsxpwTkh3UYAWLM9GlvtCai03BtZyAEehQAcz/srRE/964ng20svuZle73u5OBSLlhTUYYS6S6OWBxAspKVLCiGdw8KO/4MYSLDYSM1wipMKwhgqKW5IOTIIdIOWFMzwxtYYwoggg42h0Q0FdmGZ3uyY5bro8+ou6lFchfWGENSbq0RhIt70M0W9IFZsE7jbkuB8LKROWgKPe/SUXY6JfmcpUBR0UgLYb3YUwIsEIDhzLfqE43msPM4ExhHgCoTBGETDM0SIUQAMaCE+MS0ABcJQgEDbGcQm8AY4bCGukvwDoM6zxi8M+Z7+HLbI1NDKW1fT1yTjN2D+yO2XnCEMgVrYySVm8kHsQpADR4LJFf1EEdCjIE1RJWlc6RDozcMX/K0g48wlQ81gmnKAg/NKRQjwxByleNAZ2ox2XKHc5G6Fp0F+YADo6WoCcGfgkY8CDlDOa3pQkug4+xCgviOEJAI+kL+iYNEaFAQSd1TQaNCMKfxhNjc0QBTA6EK1GSe1qokzAwupNw+Ms/Y9wbdQZtU7JGL6wg0RwlCXBnukvUm1TJuClKBPIRkejAez7jiTRgci0RWMAoF3XFLg4qh2aeifu3Q07d4l2ApjVywxumAF/rf3H/q7SWujpz4BW0MCP1SsMZ2SDAjweJDpq/I8aa8Ab3tAAOIJBATxQwBey/ugaLfJjMF/nsNEogMXBLKzV+BnKIA+5yEdO8pKb/OQo/0+5ylfO8pa7/OUwj7nMZ07zmtv85jjPuc53zvOe+9zmkCFK0Dvq2JQUPaFHb43Sl/7xgRzdokoPrNSnPvWlf7RNrQnsL7YeZF54/eu84LppuN30jOZxNdHwegG8Lgy2K7btXuc62SVemogclgnWYILe936PveOdHQVwI2vKHtDX5BFALVCFGQ5koAU5nhRUgbwOnM1tp5t9NYkQgKGgd6MSc/7znl/eJKRO+ISenQlU+MsXfLv6YfOl9aufgBmWXPkMa4QbR2j9sDfDF8D4/vc3SsLaa6/R0giXuID5ghXuMIZcEAb4yZ/AEpgQ9tIH1PhMQILv+XKHGuUH+tGffv/1OVqa6JIC9mPYRChCsQndQ38CKtjv4P+BDLMHWbsl3j2acnGH70M/0UvgDGG3D8uQYUE2XsO2e8yXC5vwDxBWBc83bLJnDbVAC5UGdaLCDef3el/QgHcgEByQC1cRgRMgBy9GEJuEUcZXAAWWfPTDAaGAQJsAg0cAYS54Bx3QAUTQQbYHaGaQgIBRBbkwhOtnOTG4fWNwBBrwC7ewKbb3DzgwXa/ngoeBFTBIGHxRgokQWNa3T3n0C88ADtBjGA1WhhB4PFWAhhyACBVBfBZleBrhC6SgCp4QClJhh2aAhwoSCnvIATrADVxoeZcXA+LFEnNgDdwwB+yQiIh4iHNewA2IiAPGZhpdaHqBtRGQhRpt9wvCsHWdWGQTgRqtwVFYd3ZcB3aoGHZbx4Vz83T7FBkOwXRUV3VWN1Km9A9oBA3DMAy60Q+6wYuaAw1YhEVZVFKBcBKueFED9E4BAQAh+QQFBAD/ACw6ACkAnwAwAQAI/wD/CRxIsKDBgwhrKVzIsBbChxAP2vpXROCzGAJjRIv272JHjBwx2toVsaTJkyhTDmzIsiVDlRF3WRNmjJowas6McQPyj5sxZ8R0Autp7OezETCTKl26cuGIfVCh2opqa2rUfSMWMh24a0EBM2Os/FPFwRNZsRzGePo3hoNYM1bEMqLAZN/Wu3gNLpRadZffv4D9Vp2aVeFWW88YTZgw5t+ELwKrNJYMecyXyWMaT/jnDGnez1v39vX7K0aM0qdN/9pluu9Uw0wXVONQ5eDlk2PwgJ5oehcvjL//BQ8eYypogQr3TS1SxJq1AkyYQJfO5Hn1Z9IX/HvtkKkxsUwh1//JuwsadOz/oKdnkt7ZeibPnpP8nNxWrTRLwpjJv8RMmP5hkGKWgAFSgQcTtdiSFVNFfNfYUo3p8A9GTO3CTDo1kKKKJxqaMZaHqoC4xBI/hFLHMBPlpdBIC+iQVmaMZSbjjGMwVgUHkzADFWxJMZMGbcctNYIzHm7GVkRGjqHDMyneVYty+zCBBGVffJHLZVVahmWVVU5QA5P2daeUMQ9uNd5dI3ATShWQCQRZmwY19sUER9SlonI9rcllWJbRKGOWE1hSRHELKvWML1bAuZSEdz3DiypGpjSBCh45+aQtMTwTxmNj3HhHFblI5qeWEyxRwC6vLVUEBUBuJQBeu3D/w4GiKDFSgIpP+uWMJ1lWYcUmRxxhhah+zlnDqakuRWaZS5152A1H1KbSGEc40yRTyaE6h56dWsFKKEfcceWomVnyzC/JJhUDorQmlcQ/v2wVAzBWMHvSpAXEa+k+u0SjKaeeXnlHoqPOuYQ1qO4jJkxFzNEqU4FMuFU0yyZFhTUUhpbrLtSY0SsH4o6xyReShTqjsQUUp/BSz2Rzm5l42UJBtDCNQYoz82nMry1qstltB+GGElcuHNBGYxIXpcswMf+0C5MCz9w1b70wTXouXvVluimWVnAQSiglDnxEKLn8OQEpCCut0i6zScvUCXjF4KDFGN85FZFsYpnL3rmA/1s02VrOecIzqBaa1DPvvBwkTPvMQfO0N9On3AI9a2k50UUXfSWgSRSBKo9JMX3XGDt4vhUz37XrNEGBmo51grskogJjWdZ+GYw+k8wBIsxwt9Q+u/pcG8mYNd1p05IZX8WNwXjGYBFIsCXq8JpBxpj0X3AAN32XDlONhhwsEWIoIZrxgxlm5NKfKqFwoIIzyhmuFDS/mMEYB/903disnlgxAf76+0da8qcD+OGFGSWYlbCssEDxqWKBpIjLEVRRAw3YhXt9sQYvmMANXlCDG8IogCAIwARnCIMbzvAgE7TjuwoVwRnnyMYc/gGOOeCBG9zYwT9KII404MEXNuQGMf+ywY0VgqYIvDghMIwxB2DsYgr/yEcTgTFDnRQgERfk3giqMoIi9I5wrPmAQNKwDMINyi4J08pWdrEPaJiuUh+Y4T+2+JEJFeEZyslZzJhRBFvc0ULQEAg3mvEMwlFkH647jmGUMxq/3IIgvOCHYAajMNAt7pKYvKRW+FIVfhijBQPhR1Wi8pJMmvKUoGmIQEZAx4FYQEHIKSUqZ0lLpciyILTgR1PUWMte+pIg/AgmTHQZkWAK85fIDBIx/+ESp7CSlf9Iw0CeWRiXhHKZycxmUohZi6dA5ST+EAg/FoaQqDDTIdjUpjpLostu2qWRgYnnLmghkDzKMzCUXFk618n/z4K0853M9CYjB0PQwTRDnFssKEGjsqBRorOfEPXnpf5Bi2i0gQJtyKhGN8rRahAhmhwNqUYxSg1+QOmhEYVoOwVCi+8h4B+6iKlMZ0pTXdQApjXNaUw98IZD9O41+0xpNseJJ2oAIhaozMISDiHKlQkVot1rgSj+AY8BWPWqWM2qVre61X9kIQuI4EmKgvrUX3omBiWQRBa4yta2tlUgNUjDFu1C1rLSkpgjQWsl1urWvvp1AFnoQhpOWle7olKXeYxGCfb616pi1bFZhaxWsxDXkSissIY1JWIx9YzFrhUe/4CAQCAgWdBm4R9WFchpUZtar0oWq5RNw0iYmdlk/242U54FbCUEUokorHYgopXEQEALWoL04B/1oOpkK0sSctb2rv9QjkZy+48oEKC6gDhtDYSLgiXc4R8R4C1MBeLbf2zhu1Ndrmyb+9xf3laxjP2HABjwD1G8lBWIoO91CZCFqf5jt6KwbjJeWg4CvOEfCmDtVWM7W+e295TvpW4UAAECUSxhvP84gi7+wQAeDGQL/wABKd4ggJfGgr41uHBykQsPBrP3wbW8bWcZm4UtJOMfuBDAbjn8j+vK97vJKId8cYwA4faAFS+NAFL7e1wX0xbG0JXujNfKWwbUQLTi/ccS/PsGUZx2wxumRHItLAAIvOENlWDAXp3sYChfUv/GuR2AVwfiX6oO984ESa6cVRuFO0QBwV9l7mXdfFiBTAS+fH2sQF77VzlnQQA1iEIU1izYf7CxFpgl9G5Yk9ZEP5bRjR5AcYcb2MECVdOoRIotEKjWUDcauQJZ8T/iOtd/ZBrVTlIOMuygCxCcEh4QGAApCjAR51EU14vb7D6EAYonuDq1nnZrPWIBiDbQQm3IViYz+UULafzjDc46yYH/8dKI1OGladAlLG+dbWwhhSQLkAYQgOCMetv73viO2j9sghN833veQCgCPVPF7nYvpZvbmchI7hnPR4Zy4QwnaHRRavA3I+eCBWU4qug5EF7UQp4Kje6CCl5xpXDTnVf/SbnKbeGPiQhjOypX+Ry7Q/KSL2WfzWSJXqx5TZu715hAD7oxD0JPoQ/d50hPutKXzvSmD8Qf/uC4093MCwrwYuqaHsEkOnBdfWEdxrbQwNfdDAxhZGzsaE+72tfO9ra7/e1wj7vc5073utv97njPu973zve++/3vgA+84AdP+MIb/vCIT7ziF8/4xjv+8ZCPvOQnT/nKW/7ymM+85jfP+c57/vOgD73oR0/60pv+9KhPvepXz/rWu/71sI+97GdP+9rb/va4z73ud8/73vv+98APvvCHT/ziG//4yE++8pfP/OY7//nQj770p0/96lv/+tjPvva3z/3ue//74M+8/9cr/xtmFKAA0XgOL9T/nAI8Jz3MCc7kf5GmFqjgBHa4fwnu/48kjMf/deB/aVAE4/d4GAEOVhAKi+EYm9EWTYM/DtgWHLAD+hZ5u4ADNGMZecMWlVEbx9MpZ8MEZzd6jWEG1pBFj7dBVBApKSEHiTB5MeA4STEGd8AKk8cLOAAWSXEELWAMkicM1jA77vKClHdhKgEZkSN5v8ANOpgSjVED7CF5vFAAScCCuYeEzlCAjRcDRGIvJdEYF3N1kfcLz/AuciInVZI/kJEoyDMnjFCBkBcDRZBAXyA0YyA0ExAKVfIi+JOH2VMCrAGDTOAL2VACgQAOhqgDJYAO3mAHOv+ADiXwD5B4IJa3GkWQMu73C5n4D9YQL52YHruQMuE3isonhgMBhP+AigKhirfSes9QEXFYAF1gBUhgBhtiFnDxD7a4FiHyFqpQiyrADaLYeGToIqxzJMf4EBzgDCOYeLEiEGeIjG7SNG4SjRyYDXCoeM9ADWy4FIKTjYlXANIAKUzRGIHQioz3Cw7jNkqRG49XANzohSkxJ+G2eAUABFQDIZL4eNGwjncBDu/oHlshHgGZj+34D97Aj/64FdkAefdAjt7IAT7WeB7UjQd5Y44Xgw+jFByQkI5XAMIAkW/jeKXhHquDG1+QDei4eLsQPJcxPJQhGcKDPGe4PJ7ADXr/tHiZ4glpwQETEEADVC9pEUBCyQjBQA05qZNChAcUgJAaAJAUAJDe4A1PGQwUoBvowJRMUBFaqHjxcokYUQDxwQvxEQ3nFzXoZw2FVADMEAOmSIpwGZdyOZd0WZd2eZd4mZd6uZd82Zd++ZeAGZiCOZiEWZiGeZiImZiKuZiM2ZiO+ZiQGZmSmW1JSRCVWXrNmHm88JaQxJmZxxHpcSsgmR4hFJobYXlnZwz3YAzAAAz34AyuCZv34JpFYQ2YNwfj0R8C4SGkIBACUhDRI5CUFzElYSSbARlEAI7EaA2MgBL2wgRd+XgPIo+1J5ySRwU1o4uVJ4PUWRIvJ3lM0JwFi9GdBNGblRc91MmOA/GE/6AdkidH5PkQtjl5zLmeAhEKJrEJlPcLTLAW8fkP7Hg2lacm9imNAjSeAhEGlsco01kQbaIoZ7OSkecMwoIER/APa3GgAoSfZoCfm0cN1sAeTEANaRCF3pYG7MANc/By3GA6l0mSoGkQpogRmXl5nglJoVejoOee7ml3AQEAIfkEBQQA/wAsNwApAKIALgEACP8A/wkcSLCgwYMIEypcyPDgrn/MnsX4J5FijGjRLGr8t6vIP1sNQ4ocSbJkSH4mE+5LZI2aMGf/snFzZoybMWA2qVGrCeQfNV4FnqUcSrTovxH7BNpa+pFpU5D/9o0QWMvo0jlUrHAY4+mfKg6exnCwolWs17H/OKhC8g8aVKNw4xqcCvXhQru2ksLdlYjKvzFVJnz5J3hwlTECxwwWjDjwPycFPMqdHHcf1Bi2Jgrk9e8XZ88E7cZlJs0KYqIT6nys/HDXr1//eMGWHTvGLtuWKRccAdLWs2dMmPyDOVygM+EwCxDnCHffHA5ViCIWINdjAeUFrDkrwIQa93/ct1v/Y5JIr+6B+zSY+UHKjCpSnt7HJ4jEyT8kOqgJNJ/yWbbTRSkAly0LAEPKWgcikeCBnjDoIB5CnTdVW1RMMAFhAllI2IUaXjjQJ5IVVYQvVgxWVB0FGNURIwONcaGLf7344kATkFIAf5OBZEWLgJ3mY2KIIYZEikcRtUsa0BmlA1wLtDhQdIh9EWWUBFHxzFtwVTUQBUACCGBBY5yWRIQ4lvTfl+eJxIwvHJhIUhJp2vKQMKr8NdARufzjJpgCkSIcXMSUaJRqmg31DJ0ejjTGEc5gGRdIhZ7GAUF7EnSaNYUOVcRz0RW1JGxGzhGKSRMwUkCmjwrEpZ0E3ZEYQhMk/5GiXVqWVEA2Uio5YBpHdJomSbzFRier/xzxA5oH+cncP7WSFAM3eg4Kl1A7lrSoM6LJBek/XX35Q7UCVbGnkNYs2+xIRQSTpKcREhUDMKaVVOqpuoG0z6qS/jOqQXtOoEIBoBL1zDu5FiUAkUTZwquvI5mK6oC7PMNLnT8KlOdCfxbFDLRw1bCsoeykdK2jRdXKDDVthhkuQlCqTAWRZY7EDDFtGiXgwyQVcU+8JPlb0Xm1zMHjX42Fsu+oYZ6mAplEFcHLF4mmNEEgqxG1wBy9msRIu5PpVQSLK//TKbIe1igUySUxwcEEUB72xWF6vq2n24eJi5gVFDCj4jNgA//2V3QT7Kgy23PXeGOaDwVzxGChfDGp4//kwsGoRgu0r71FZeYLI2tPsFVad0NeFuj/WOE5ONBkm9Iuw+BxBFlHlB67FWZwG4oqViw+eRLWqC6XXs/ABNM7vsyRjTUlDMdNNv9w8w4xziTSpC0TJrzAM9zgAc4ceBBTDR7/GHOHKf9s33323ICTDQ5cwwWTMUIDM8ceJbDyi/zGmDPHO8DgUESTv+KPZCbyDAuoqhmnithbqPcPlKgoKc+wSwwKcAtoEeAfRdBMDIRShCIEazJVwQxFksIKgVhgIkXwDTMmFLPf1eUfMYihAQlSi4nsQjTV+5UOd7jDMp1rIFDJIQ//h0hECSlEiA4sohKXSBJ+JBEhtDCIE5lIxSpK0YlYzCIWCWIBWmjxi0+0ohjPA8YwMqsWaKxVF9N4rjKO8Y1GwSIb50jHNP4jDf+gBS3qyMdabBGOgByJE+k4gkIa8pCH9AcevYjIRhZyjlMMpCQVMkg0jqCMmFTkP27hRUxqkY2RnKQoCcIPNO6DH/5ghjVWycpWutIaiWDDP6KRnVfaMhoWuMUZQznKSQ5yBOGwACRa0IU6GPOYyExmF97AgGIm85nG7AICWhANf+wDjWbsJRxLWYsRNIMNDKDEAMZJznKac5z1yMI511nOJxAhBnv0Yza1acVK0oIJDMhCFnY4/wAI6IIN/hgBNukZyF/eIg26+IcLeJiFWUTCgAMl6DZLOYJbVCOhQ2zoPywgUD8SBGcSHSI392FRjDZkAAVBqUFUapCGdsEC1/ToQEIUUiWO1AIXFYgLBrBPng5goTpF6U8VKlSgElWhB3EpTLGZRJrWlIg3zek/BtCDKFCiB//ogT4Vqs8nVGKrA3iCC9KpzgFUQhQQyIJRBaLUmIbSqU/lYVQxOgBK3EESdpWEKP7Bg39UAgG4kAQPTBqFfQ6kr7qoBFIH0lamzjSuNjUlTulKCUBQghIM4MEmGACIfwCCAXeoB0GS8Q9dAAIXUfDrPzhbDpb+o7HyfCxkoSpZqf/+lAA8BYQo3vAPBPT2H294AkYp8Q8IAAIBuvCYKHyrWwiMlauzeKlbmzpb2tZiH5MVCE85SwoGYPUNpEABIN5AgNTytgeo1QVpXZAFHuDiDYCQRCUgUAke8DS6S42tQOBaXTLWFqNjHQAC3lAPSbDiDbP4x24FUI/lCiQKqa1BDRZa1TdUwgUEEEBq94nf6cq2vzqc60B2ytZKPAECXH0tT1/LXnWqeKH7zMJfGVCDwv6jwxHdL4h3ONKSHoTEQy2JWUWx13+INsH5fSJ/dywXg0p1pa4tiQumPOX7brSjTwQpk+FiUIQ6lzILLSd7Z1GCD+xyyyLlJi2eQQoXoFj/h/tEgAb84ViBzBPNXEbjP/xRjSOIohKzCLSgB03oQOO10IieBaCnOQxu8hLPaapkLfxBjUN0QSDQhCYFEAEKCmQamf/oQgkgMYxbXPPRkCZjJUnajGG4+tWwjrWr/UGEoyxjBLKWtQX8wQ8Pp5rHkhYoUvZB7GIbu9iaFMgten3sY9MR1b9WNTf7yEddkhaGt6D2s+8cbcpkUdt0TIp5YqrtLHbbpp70ZEHkme5z1zSb3Hb3U+MtbxCHkTP1bo4//BHFfKOZF8Qghj/8jWZ/EKMDrNCAlgleU2tqIBklZDiafSfxilv84hjPuMY3zvGOe/zjIA+5yEdO8pKb/OQo/0+5ylfO8pa7/OUwj7nMZ07zmtv85jjPuc53zvOe+/znQA+60IdO9KIb/ehIT7rSl870pjv96VCPutSnTvWqW/3qWM+61rfO9a57/etgD7vYx072spv97GhPu9rXzva2u/3tcI+73OdO97rb/e54z7ve9873vvv974APvOAHT/jCG/7wiE+84hfP+MY7/vGQjzxl8B0Syhv9FzHYh1BiUC5edN4aBfB8AaJhDaG0b+icFwQjGGEHRlCh9a9XwQnsIPsSJOEEJXiH3or+i0TgIRQXWltaOsQhDk3KChqIxsJ1HgMmdMUwjVGM2/4yGMUIZAnlIvouuEGKSoVEVmjzef8BVJCSGhTAF0TnhTPCYpJNGD0GWPN+SOxQdPWzvyRmKADFey4Ma6ggag2BGLVTdBPRfSahAtlHdOuHLAsxGKSwHEIHFP9HEohRA0xgeUC3fYtjErJCgExABXbTNhhCNH/TGP9ACphCdL/ADMIAfBPggqPiOYEBHS8oFhzACBSQEUZXAILgDeBQAt6ADvSHDiUADoFQhBRQAnhAAYJQANAQMCroG6eSHbAReuDBGQBTersQDZgneV44eNbQf/8ghsIgEOVShknXEQnYED3xURjIcxOBA4HgBO6BBO5hBl1hBmThHp4QH3pIO6pABXMQA1DYc0VwAgYBIyJhJW+oc6T/pwqDISWVUjB6MiWVGBgUsGQ4B3/rgnXqxzNDMQbgA3QFsDMMKBJQg4hA9wucIh3/QDVBB4GhiAdryHPKAYomATUoAnTR0Iqh+A/oEHTCcA8jGIrgUIs7d36CMhRQEwhCtHOs2IkpYQWTEHQFYAyqAIAkMRgdEHTRwA2eIH+o+A8ngAxA9yzSaC1fgAcI03NAkY1FMQHecHrMxwRmQDg98jZTEh36eImssio/FwO8wA0sYiFbMTqmcXyfsxWdwwHG8AyF2HPMUAAUAA7gUJHBUJHACA4aAA7ooJFpsIQWOQf6t3w4t4LPQC9BYQ20FBTgQXq/QS9XEpFfWJM2eZM47pmTOrmTPNmTPvmTQBmUQjmURFmURnmUSJmUSrmUTNmUTvmUUBmVUjmVVFmVVnmVWJmVR4eF4JEi7Qh1QNATbTiWYgl18HGCXXEfO4IEO0IWjwGLRneIBAGA2ig2VFcxToIEyGh15Gd0H3iKC0EKnVF01sAIdckQbMF1LNKIP+cXW8cEhmkSfvGMQBc7HNh1JRRxEWgNFWISS3ADjOlzllkSfUl0E2QnM/IqxCIQ4hh0v7ALwiCYbZk7VpCYiZmWk/MPTECTQccNTJB9zsAlwdkdFCAcadASc0CPpskLuwAUAkEvMBQbBMGbl4dyAQEAIfkEBQQA/wAsNAApAKUALgEACP8A/wkcSLCgwYMIEypcyDDhrn+2YhT59ywGxRjPKla8SHGXxX0NQ4ocSbKkyZMIRzxzJswYN2PUqLkE9u+ls5fUnLk0JoyJRZRAgwodCnSXNRUcrFjhoMrTP1VJ/5lR+pSDJ6hKzWQjyrWrV677mJj5V2XMmH8TvqD9craswLRrzVaxQoHZ17tdHwrc9euXQL///AL2WkTYmAkHx6gNGSgvRIt8f8XoO/kXX4h68R7cN9GZNYHWrFELPfpzgYK2hjIDZmUxUAUThdri/M9zbdK4rTkroPvZiFqaUQuqoeofEoHHjTv5R9UJlX/OuRG1NYdDFaE1/mVGaUsQEiekvpP/UjreCiknSM6nd3KCAsjgAos4hb/wWTazQgM9Izr232H/iP0nYIBjcFBHIqkFZ9Q/rrnGECPPbHdSDMS0JpQC+wVVmCpnOchghyB++I8lRUj4FXBHnKQCUUVUd11QdQy1zxxHvDjSGKQwkWBw1lhxFn0JFZANW0LpEFhQMbD240gT1GCNiV8x4aNJVJwmVAzSeQgkQs8Yg19JSTwzGF7vncQIUTEEY51QMf4E1ByhmISjM1B29Ys0VqDkzFBCEhmUkULtAqeNIk1AhTVuanbPlCUxUsCYWy5kJVDPCKMKYmCKGalJZw5VBDEcaFlSjFf6EmpJc+6IVwzC5LmpQc+8/+MnUEn8k6hJ1IVCaEiGPglfEVIuORKEt5q0TzBkFakdkrxcalKt9PWThki7dioUNM5YiJJadWQI1D7OnFrQrv/EKZBaRzBRJl62ePvjkg5+sWsB6560SxFnysugW2xdJ69i/I5x3QSqCBMbULXgoGsVafn74hcBnpvWF42pqhlNSh2R8VlLqJInVAJxAFqdJUFDARIFjrHUWRwUqFTL/8DcsshWnICgbEWI48kRUJHyBQeh5GJFKFAFDXRxSyxgsWYWtTSHMTQZw8sQ/xgjEDUC3fTVRC7h4Us1ePxDDB7UJFOHM3gQA3Y1vuAhnTCfcTWCNdy8Y84c2RDDBCS1vf9DTN1/i+MMEyTfBZxByBAhkD8E2fVVakVAHsNpzyBDzD+X8HPRfkU8k5rjXO1ii0oxPATN4b4go12E9+4zAkSvxi777LTXbvvtI72O++68L6Q5QhYY9HvvxNeuObK3FK/8q/w07/zzx/+TPPTPL2/9SdRnD/0/yP+jvfbXh3/Q9+RHfwst5Wcv/vrP0+L++/DH7z73//hzvvz4o+/8+tfvX/8wAAygAAc4jGVQ4B/NsAABFziMZvhDf8PjH/Gc549nHIIkiADEP7rQkEiUoBoP9J8EeUfBaIDiCZRYgQpXyMIWroASA3ChDFVIiVkcgQL+EOEIcde8fyzDDk+AgAv/NOOCLGSBAdG4hQ53aDx+0GIYdaDEP1xAxSpa8YpYzKIW/6ELEC6RibNr3hO7sIIpavGMaNxiF3PYQzA20YlQLGMa50hHLnKDjRF0Y+yc98Q6lHGKAhliIKkIyEACcohVJEgW7YhHPdKOj3Gc4gBEwYN6PKESBKnHP0QxkAG4QBQDGIAheSAQUV6RkV905JYg6ccpZgEQNYDAP54Qi01m4R81YEUlMEkJHrCCk7oQhSZ1wYoowNCMhNTFHVOpSvqwUo5HjIIsRcEAgfCgmrgQ5D9mIZDssOIJ/4jCHUjBgCycUpmNbCbzxBjJIgIiCiCYJQIgUIM7vEGWURAIICSR/5071AAB+ayBLiCQjCL+IwuiRGUb1RmpZwIyCrh4gwbJCQhqMuAO/yDAEghAiTs8ITvZCec/GLAEKWaBkwJBJzMZiheHTrEeUViCJOpBAAaIIgs8QMATEvoPTe6Ui6GUxD8QMIBZ3EEBSwipShfKUmeys5WINGI9KAFKgdTjlkO85UAMqs1bPoEBUdCFLlK6TKY2NTgOPaU26YjFeogiCqR8wi2XmsezaoadZEQmW+uoSC560ax2bSkcS7ACT+61jqfE5V/rGtiv9NAfbMjOLY1I2cpa9rKYtaxAVgAIZiiRsY31ivNuMYJJIEAUoniCalfL2tY+YRaVcK1sn/BWQP84g3GADa1je2iBNGjgt8ANrnB/+48WECAYw03ub6ORTt3Ch4/+iK50p0td6Ra3ftXNbnQFslLndiV94LvcQCAIXtB6d7flFSNBWpCa9Jr3vHdxbw+Bw4t/1AK88BUfLcbrvfz6978h2W/vBAzgkkSXwAVmIkgmYbUE69Efk+gAKGjiYDD64xctqPCDNczhDnv4wyAOsYhHTOISm/jEKE6xilfM4ha7+MUwjrGMZ0zjGtv4xjjOsY53zOMe+/jHQA6ykIdM5CIb+chITrKSl8zkJjv5yVCOspSnTOUqW/nKWM6ylrfM5S57+ctgDrOYx0zmMpv5zGhOs5rXzOY2u/n/zXCOs5znTOc62/nOeM6znvfM5z77+c+ADrSgB03oQhv60IhOtKIXzehGO/rRkI60pCdN6UpbusWQyvK9bHUaXnzG0/8AtacLgJESZZrIzkBHEuxABRWw+h92YAQjWsAIKthBBbZWgTcQhWSJlKBloUAMB4RN7JhhagyhKMHBisyLZyRhAgJTSxWk3RaAWfsfKnhGfY0cA2eYQVgi8YQ16iVkLC1BVAzpz5HhpgJMjeQLS7gEknlBjW+bhBWIkMaRY0AjdFeZF0ygArhDogJrCOPIAGeEu0diBib0mhtH8LdClqBkazznWZNitjUUThK1LIEJpwbyLqiRIocxSGj+/1GKysjSIYr3ugDAQEIoDjPzoUHMOkupAgdCFQoO/MJbRv7FCJxRAjygowTgoADSlY4HDbCh6Rpo+hyKReQY8CIGdnnUPwow6q5bIyMFKNG2L012QE8Kbv9Au9rTLpCDK/nnGScJ10PO474UQAdTsYIZmvIUMxxnKp7Yu9+lYgUk1CHsYwdyDKxRh4WjxT+JQQg1qF53KaVl4JDPvIj8xIETEJkXxmDUScyCh7j7mN9r2tYETgD0srO0ANnC/I3wELcg/8JFQIHYCUzfY2Hcw1koOUtjhlyACkm8IWOg/ZCjgXvVH37ILQH+6JOfiCHzghueOP5CzlICIkeDG6nfcv8B2CF9OU0AHAv4MjiqTg1xneRnXVj2j5u9IoHtC0TXEZi1p23/CTgB5ERWBBTgCSmzMszhMgYIMz7SMp5AAfKneLxhDAeEDhQQNsEADhrgDd6gAetHAUnnDUlnDM7gDJR3eqW2dc9gGtYQDVsXDdZQACkoEGFnK4XjejZ4gziYgzq4gzzYgz74g0AYhEI4hERYhEZ4hEiYhEq4hEzYhE74hFAYhVI4hVRYhVZ4hViYhVqoTrzHdgKReEuWGp/RYP8ABAJhhvcwEGbYhVX3D57HHHlCFYX3FE7Bd6pwAljTa89AKgXheAZhLvNWAEnwLgyxGGPgKL32Dy7XKLVXZL+D4G1gtiKc0ohFxg2ASBJU4HBI5gwE2GVoZyb0gmTcQApmomRMgDIm0QFKVgCSGGdq8Rw12GPWEAhuwSABcov+QYj/gAiUWGQTwRShcBWh8B1wCIcaYwUpwoZC5he78Q/U4HDPWBsON4IUwAQOdxolWGRuwgsHVwDd2GnREBF0h3AoFhAAIfkEBQQA/wAsMgApAKcALQEACP8A/wkcSLCgwYMIEypcyHChLVtF/u16FuMfRYExnkWzWJFijCK2du1qSLKkyZMoU6pMWMSatX/UjAHjZoxaTG7AgNCk9i8bNyDCnBVYsLKo0aNIj+7aV8SMlX9OrXBQxcET1adTPf27+o8DI29M9iUdS7bsWFvWqIwZ8+/L2n9jvgh02zbuvwl05XLgNsKs37IjD/ISOLjiQFtjR3DjUOWgXJJjdkg8u+vXrhi8YvzK/EtiZ1sVxf5NuCBRgX8FXp5GzYS1QGtMnkHri7TIO7pGTzxLSpSJtQLOmAAXTk24s5dCLSIebXAkladOkPyLvlW6Kq3X/4WpM7aILyuPi57/+Ge46C5jKkhZVa+KPSkk7aW//0fKWi3mBG09M4OSLal/y5kXDGNHKYBULc4cAdcECzY4BoMPLjjBBNlAExh+FqnC4EljqJDUM9ngVlQNqxXFzD9PiVjXinmxNYYZ1oiG3wJphKISFQVcuFIM3CQVSG3GWMHWSRPwh6FARTjjSXhHGhTDgI0ZlQRStsxxRJQnWfJMZxhGI4yGKXnIZVEFhDhkUdyVV9RT/S3BhI6jBZgSFdaoqRKcRQmAVAzACIlSka0dGYOSTDZJUAzEcFDoSmOqZMsNCqakZaOjeQkmSh4iBaKKKnGn1GJYljTGEs7gaWhJdNqZ0i5z/BOqSjrs/2bUM+9cahKgpvp1D1ynGuQdeEfpgNQuPao0qaAF2GrSlLW989ZKcnlqlC3chPJqQ6MyISdzFKQklycFbJvSCFAWtRYeReRaUhG85LLhQhwMtFYN1oj7lzVIXMvrXQQ9e1ZaVcQVsKtjVOFWwF8MfDBcjXFgDm1F7dMag1/ghRsHa0FYcMUT4DGCumaJ09WZKLKpyhFWWIGyyox8NOwCvJgxgVRsYYziGEvSPDKKE0wViDMyFhWDBk5wEIoqZhwN1Q8ccJBLV6pATUo19xlaBA7GvPMPMMZs3VkyWgMDzBzGdP0MxEk5k8053ODBTdtzgLMDK/+8M4fbxOARt9sFQP9D1gJJcvPO29lYYwoBTHCTzT/EaO0MLyX2eiJ5uxUxDEHPPANREQvYa5RY6VZOkQWt/tP5aRmNVARTIKMU0j76kcd5MgJ9gLrmzKze6+689+7778AHL/zwxBdv/PHIJ6/88sw37/zz0Ecv/fTUV2/99dhnr/323Hfv/ffghy/++OSXb/756Kev/vrst+/++/DHL//89Ndv//3456///vz37///AAygAAc4QH/4g4DC40UadnFABP7OH5DogC8cCDx/UKADBBgMBXlHC3/YgggbfOA/NBjCEprwhChMoQpXyMIWuvCFMIyhDGdIwxra8IY4zKEOd8jDHvrwh0AMohD/h0jEIhrxiEhMohKXyMQmOvGJUIyiFKdIxSpa8YpYzKIWt8jFLnrxi2AMoxjHSMYymvGMaEyjGtfIxja68Y1wjKMc50jHOtrxjnjMox73yMc++vGPgAykIAdJyEIa8pCITKQiF8nIRjrykZCMpCQnSUk4auYZRXiGNaJxGsiN8CW8eEkMTgMaHv6iCNkowQmSoEoV2OEErqTCP+xABUbYgRGMEETkbriLl0gFYxxgUDC7IkwGhWJC/8DDPyhFwxgwgT8GKxjD5GIwV1FTYDhi5gwhl4R3kUQupGBC1ZyYhGcQI4e8cIYZSLZEYVhDBd40iSl0+AtuLEElSUiEqmb4/4s5kGJRDakBE0h4w5egBJzO0CEvmIAEdjKELSow6A1jwKMjAJQhAt1hATKFkv/sU4YxsIYnGDSwgA1sX285WDm1KcNd8MIOv/xC02TqtK40TC9fCEUwJpfDjPCCAiXAgwaCqgFI4CESGsBDCZJaAgrggQJ12uEvNlOEkPIilAVYqGtSkxHNaaaSYCXjS9z5D7L+QzVQ3NWhcJgRDUjHKUgww3Ws4hSozBVpb1XBPQrw0Rb+ogDCMkiESDbYguyldSokFoFYRJDH0IUtLRqDMWRFQyAgZQKBoKwMeQEEPzmxn4tVybkkOsN7KOugEzjBLmFYAGIAy4nRmENoRYsH0v/GUBhAOO1JKqbaGvKCG0sy1z9+5FvZ6sskX5BMDYVhDN0ilwOgkCLdahiNxVz0iAX4Ujx3O4EuaBaGMSCWq8w1BnB8F7xMoEJjCiawjUkzYZCVpjSf0lcWdqYAMutZzcbAASFhTGf+vQsHnKCBUtlwM9w4BzicmgYKLBgd3tAAOILh4H8EAxwa+Ic3oLoblr7wF4jBpEA0yckCaLIA0VANXy1ShGh4OKwwjrGMZ0zjGtv4xjjOsY53zOMe+/jHQA6ykIdM5CIb+chITrKSl8zkJjv5yVCOspRnLIyyVlkgJSLoDi8kjV3dAxj/+LJAwGwMtf6QGyqwDnb4g7R7muG0nkvgTwl6WID/eHNIeBYIyRARER6+q1COLcgEPKTlGqrToQ3Rig55tITrGvHKKuEoDgezzpTUQKr2dHRC7slDSZvE0wf+B6dRQgUmdAuHv6CGkVAy3R0yi0M9xEEoEM0QT/QZh7twBneiFKVAtwVCG5rzDmMAjTrYKGkCmQrU/mGVUFjlH1TgaQ5/MagecWMO1pgDN7LdozRwQxpzOM4/mPBVqYrkNL8QBpc2s0wNRqPQ6gsIACH5BAUEAP8ALC8AKQCqAC0BAAj/AP8JHEiwoMGDCBMqXMiwocBd/5gVEfgsxr+KAmM8o2jx2a6JthyKHEmypMmTKAfuYvasADVj/7gZc0bMGDdnNo0Bk0nNmTBq1p5NTEm0qNGjKENy86SKg5V/HMZ4+tf0qRkrVjg0ZerUioZnIZGKHUvWaIxEjCb8qzJm7Zgv/94KZCtwAly7YyZY8Vi2b9mQv2LE4GXxX+HCuyCK3efsKcK2DSec+Be26D7DuwZbJPyP8ODM//ZV9puw1j9rTP6l/ufMGWvXrlVb+1fEtNF9wThUIU1ypbWgzpgUcD1cePDhQYXzThiDgoqpqswsib7kn/R/S5b8WGIG+5yjz959/4GcUoHRXSPSZd9uRhV39+1JxWd6JJCF0ctDWwsVl6Haf/+1cFQR3PwDF1EnFGAZE1P9p1ZecT0ooUBjJHhZfhk1BFlb4wF4ylBEFVGNbkVNVtQCcxyx20BwceiigRxOQMpqGIZW4ElmzFZUAdl0SJR5vxTFiyr/kWRJEYVhaMscoaxIUnXnIVWDYSFSw8GBJNVgjWI18oJSEhsVFQMxVxYViFFLNmkSKc7gt9x3JcFlBo0p8ehjSjr8E2RKzwhDpElg7onhLnOQWNISTCSJUhFprFVUHVSmFIMvZZY0J5f58eLlSUkM6IsVWKKUZ1G23HBEjaTCSRJciBr1TDZjkP+H6kGTVmrkM4LmZws3hj6pI1HMFOokSnUUgKlJff5pKRPHLhcNSnIgBQyoKbU1KlH7qEpSkaiiuBAHCS3xa0pFCBMrURNcm9I+Vg4rUKgHTXBKIs2StoAz3X2h1oEtDnQulpC6WdIIzoDL1hd0jbcbwm+xVYXCBlYxgQbQFPWRE3E9PIbGY1gxocJVcLBEEQKTNsI3S4SiSihasQwXErmE4skYpHgCFxW11FuSLeVSERVUbVkxBrhZtfWz0OBOwAEeYBk1giAqQ6UKVF8sYUXMTMk8xhFWMELBhbMy01pMxGTDDTF7lNDZP75k8w8w75wGtlELWMNNNr5wg8ccxOz//c8dLeRRTTV7++I3HjiAaJY1XvoSNzHf/HNJHmxnMwfc3FgzwgKzEjTCPh5xuQAoCul80i62XIYkRgXcIhABIzATg4IXQcTMCGTtM1ERHtlScUy3POORRqJBNHfnyCev/PLMN+/889BHL/301Fdv/fXYZ6/99tx37/334Icv/vjkl2/++einr/767Lfv/vvwxy///PTXb//9+Oev//789+///wAMoAAHSMACGvCACFwIBYCRQOzZog38aOD10tACAvzDdRKcni+IMQlhYDCD0jPGPvxhGxBCzx/CIEAz/GHC6NHCH6xIRgul5w9+dCAZtJjhCWlhQR2e8B8a8CH0/ywgxCIa8YhITKISl8jEJjrxiVCMohSnSMUqWvGKWMyiFrfIxS568YtgDKMYx0jGMprxjGhMoxrXyMY2uvGNcIyjHOdIxzra8Y54zKMe98jHPvrxj4AMpCAHSchCGvKQiEykIhfJyEY68pGQjKQkJ0nJSlrykpjMpCY3yclOevKToAylKEdJylKa8pSoTKUqV8nKVrrylbCMpSxnScta2vKWuBwLLyZSAOFZowAF+KWCeKGgaChIdpwBIzMoUIckQMqZzSxBHVRQghNQ05ot4AY0crXF2eEBXEMzELi+AE4OqMWc/wjFUzDSxV3gQEUZy5jC5rkxuORCRony4i+YgP8EWWnoH1QowPGyyAtrpIWOMUgRvDS0CVZ8kRdMoII/HXIEO8CkixA9aEkYoTg4woVNX/wFN5aw0IW0hRHj4qI1VMAtkVAhpL/A10QX8lFncDOLu+BGKEqqkJMWYFNc/MUzOtUWujxMINSi1sYk9tIvxoAZGlBTmX42gd3Y5R9CC8UEPFEC02HxHnPIhgY0gAcg4qEEFAAHWtUaCLUSo5dijMEuClCEaMymAKkJJjGt8YtgQmQjisqlYAcJ1F8JYzaH/cdhhUHGGHSUIUAQCEyEwkWL4OAE0UGCdazgifaYQbNXQYJnmXIVKqQhsFbkRSICAa6CTGggrx0IEnClxX3/PuUtGyLIi+DSofHAxRvdFFZKyNmFLRYAJi0lSazwQDss8oIa1ErJBALR3Cv+QrhzFAYQlHWS5aa0irxYCk8doq8EaZEX2JWjNYzB3e7i4btVvNFwJ4CO3zmXV+MVySeMK432wnFP7loVB06ADC0+A7r5ZUis1GXFXxTUvyYpqxZ3gS9HMQxGC0tYPTcWMQ5QgBlaHIwzGBGVomE1nCaOijmVlhdPAMMaqLUiM5hAATwEo8b/CAY4guiNtP4jrRTwBjhq7I05FMGrVHxqL59hDWM2+R8FsOszCrqRAszuH0gerJa3zOUue/nLYA6zmMdM5jKb+cxoTrOa18zmNrv5/M1wjrOc50znOtv5znjOs573zOc+U29PxIQyYwvAWKDy4llkDNM/IssaBjrD0UCIrDTKyIQkXIc7/5BPpqdSs0xrVkBg3MVs/jNTgvwHLpC6KRZ/YVADFWShua1Cpx5qDSokl6bYYYKqs3gqk8wJqFv0EiPsyM84ZTo2XkxRSdpSAzoF+x/DpiMvnNFPX4MxBtwgRYIP8oVNiFEFJyGFnrwYAwbdmiFmULQXtU2hd2U4YnOhkHnJTZhAnEqz//AEf/QNFf6YgT+hqAM0YpxFuTJhDtZwDRO4kYaFp4Ed3EB4xAtwk8DE1Raamh0vgrTxzvxCGIExFkQIDr+AAAAh+QQFBAD/ACwsACkArQAtAQAI/wD/CRxIsKDBgwgTKlzIsKFBW0VixHgm8FmMfxajRZt48dmuIv/2ORxJsqTJkyhTHrQ1IpEzY8K4GQMmkxo1Y9yA/JPp7F82avd4MaGosqjRo0iP7nKmgoOVf2asWOGgisO/MU7/cRjj6V9VT1iBLdiVtKzZs2ZtWTPzr8qYtm+vfpH71u3cCV/GTBDIDa3fvwPJkhX4i7BhW2eL8FK11+CYuQwhl7UVg+yvi7wwa47xy5atwYAZLvjHxNo/Z0wEpiYt0LSzAhiTQiP2T3JKRyCVFnhmukDqAj2B/xP+rDS0WqEZmkuyhC2prs//RSeFRBV169WQMuPGoYrRE/9Ao/+0tYAbKVWezrNVtd7MElVLloRprmB18oO1nB35N2Gv3qv++SdQXP+cAM1Rz7yT130N7QINIwMRiFBjepFCFIMEFQFbbRIuCJltV8mRVDBIKXBhSvtwd9VA3iH01oIqeIRhhkxYIWFDc5HCBGJFxUAMByCeBN5FKqUYSoslMVKAeBjuQ8FJb9VgDZEqFZDNgkWBZ9QzizVG0hikOMPjjAIJU+VRRaTRllF4/FOYSrv0ddIEMb5JZgzUeBJkQ6SEZ1QMvlixZ0l1/EMlSrvMceRJVExJpkC2UBCKSW8hYdqW2Yxx40mBIPgOY5Qe0dOj/0RjJkoqILVLGt0ZZaJRcVr/ZdIESRRg54y75DnoQn0yeVIR5whqVB0bqmTLDUcgSVKjhzaZxqQlvUVFAc2e9Eymm5qkg0U9AmEjpWGOSSYvKaV61D5ztFpUEmgK861JSURE6j7OAHnSfkhJ85RKcxUq7kkLzIEvSXMhUcC/DPLDzaTefdFwi7bdNVcgJ6a0yzNI4OUWh96N0eLGeXXs1gSq3JObsdYgIfJVVXzR2Msd80eKNSOQClE+XX3BQSg6T+oJWzv3rEooZoyAcEoUSLWVVlj1B+RUb23FgdNvUTAWrAvscMRWR9jYNXtSkSJV11YcoUMRvs44gjV9mdOXL3P8owEr4lDDzTvccCMOamSJ/3QUNEXQ1CYxeMwBDh7U/FMCE4MXDg443GRzz6VIFYGDMe/MAYwxc/wCCSu8cA7MPXMYg9MzNZMaGEv/5BaDuM1ctMvF++xzdEoQMcMMRUVwiwxtlwwDEkcYQVS7WbUwUwRlz9TOikAWdARREbXcrvr12Gev/fbcd+/99+CHL/745Jdv/vnop6/++uy37/778Mcv//z012///fjnr//+/Pfv//8ADKAAB0jAAhrwgAhMoAIXyMAGOvCBEIygBCdIwQoqJBVbsCD6gEEBIhhDg+fTQAdGA8Lx+QMYHehAMkooPlr8gxjJ6ICbWCg+f9CiA+SiYfhcaIcO+EOH4bvFP/86QAAgGvGISEyiEpfIxCY68YlQjKIUp0jFKlrxiljMoha3yMUuevGLYAyjGMdIxjKa8YxoTKMa18jGNrrxjXCMoxznSMc62vGOeMyjHvfIxz768Y+ADKQgB0nIQhrykIhMpCIXychGOvKRkIykJCdJyUpa8pKYzKQmN8nJTnryk6AMpShHScpSmvKUqEylKlfJyla68pWwjKUsZ0nLWtrylrjMpS53ycte+jKBOczjZfbxDItYowC8OOY/jlkAZlqjCL27FRl3wQRBqOAEJbhmNguVBG7WoQ5JKMEJdlAxMf4CGt4IRX/44x+r6Kw2VsGKVUpQLTD+whoQegzL5LL/T4+xzDtmsFUZ43SEXSkkVdabY0B9UUahUMFLJLnDGWMgMIMqpAV9XMKSGsoEJGRLIZWyzxgpOjBh4sAMH01IjpwhTTDyogBJgGhDpGWNYIoRTyvS41LMUAWQ1WVf37JCw3IhHUeR8ReKYVoobLRUrGhqK2NQ5wRCwQhf2HSMv4jGDQKBhxIEAhxeBYcd0KEDO+gAHSX4hzdKYI19tNScEKFWM3/RTHJZozB3LUABmPGLq/7yr5E0kzBOZRphFNYapzoVGstJkgJEw69cxKsOauAJsEEFPZ6wQlQu64nKmgEJ/6iDNZgBWS3GwBp1kOmAVPufgjCCCfXUYjRMg5cX/wkERC8i0IKqwIEunMyL0XDGu1CiKTwUy4sUVVdKJoAOMRbAGKBKyVy6wFgt8oIbelJJcSkH3HQpa06BOG4XhQFd1dpRTtodAx6428XrKvckLjuBeLlI3ugSV61ijEbcvhstK6Q1jLwgRnaLIsMwFkAa9oWSWkn4xeTytyRfMG4Yf1GjlOKot79t7zMYobHciuwxbmmZPx32FkY4I7ampQAVoMY0p0CNxTbaylR0FoxElNa0zyiALyjQJgqAQwPe8IYGwBEMHv8DHT9WKwWywY0To9i0l9EQRqwRDb3OdjdU1utF5Io2wHr5y2AOs5jHTOYym/nMaE6zmtfM5ja7+fbNcI6znOdM5zrb+c54zrOe98znPvv5z4AOtBxt+lLY6LUgbyUjkaQxk3sIBAg6gbRAHM0O9pbxMjqgjhU0/Q+pdBq06PGKJyaRRiYsYSAvE0iqCbKXQCTCjDFgAltyGqEBIQRCZyyAuUzSJzRC60v/aNQZnQGWk+C6jIblcB97bZJjl9EZHmWUpcOIT/MyZAmjMmNJSbKfApORCVRAyR0EYUa65rOPAQLQVd6iKVvz5x/bSvQXnaGDUFT2H0hwQqef4umx/SM98x2jLSjiDNNQgwkUcIYzEr5wJjgjDdZgQuLUWBi6/uOlMSiAMDIuV3JlhjIGDAgAIfkEBQQA/wAsLgApAKsALgEACP8A/wkcSLCgwYMIEypcyLChwF22mP3bJTDGsxj/LmaMEU3gRYy2bFF0SLKkyZMoU6okuMsaE2HU7v3jZswZMWPcnOE0BoymM2fCnFlbsLKo0aNIi0JkVuOfKg5W/pmx4unfGKhSrVjhoKrqUyp4rO1LSras2aT7mCCpMmbClzH/2H6x+jYu3H9u8X6pwoHCiLOAz9raFwPjr18CEfNC/C/GrhiDk47wxaHKwbkNx4zZMRHpLoi/HC/+N5qX418UIQZuOOLZvwICrVmjJptaASavrWWEnfTZuy8TjJ5wbdTWAmgFnBWwppyJbdy3c2f8N3Z1wiK/GB1xguQfd+/dVYX/9+rpEzHr6BXuusEICSnx7913fe+JPqkwdSjUSl+QHzdSlpUUnA4LjLRSEcRwgNlKChC3ki0FLGFVW1YFR+GFArXFQSAL2MLfQPs4w8FdJX3BiIMrPZNNXUWdwNuBvKgC14IC1WUjQV8k8SFBMcQY3I4FFTFHXEAqNCRKYxzhTHVFpqQCiiohaAWNKTXIWJQJUtnQBIwUgNGOMTjjiZYNUWHNlylmo5lRTaGZkm+q/HiSl0BGI0ycKTlzVBFpVCbcUbakkVKSznjYpJMFXLmSL1MapcA/iqIUQ5YncUknmM5YQWJJZrr5pjFrFlXHiyo9c6ecJTHSGJDPWIPnof8w/9NngCsFctQuc4SCpJKGfjgCBSo9GSlKReARlaOA5korSZZ6il4RTGiKEhUFGBilMdKqNFdTSG2a6jPWplfEqQvpahApSC0wh58qwaUDuEUxg623RBZkboZHMMHkjkdkeNddP/44BlvuJoJUAaqOsdfAb1k2MFxsVdHwP3v9Y4U00BhVCzf9OuxxVHNNMGMVIo/xbq8fPgOMdlod0bIVqiyhihWkvEwzL/uqtMsCxoQC14gWX2XxmP8AbcUEHFjM1Qn6FlfEP0i4bIXU/Vrhs9VPkfIFB6Qwk/OHw7hmjDFzAGMMacC+QzZPc6htVgxMZOMLN3jM4Uvd/2TDygnSBP9TNzh14wEON7w8ndQCBdBE9j/AMFFCMs7IPUc25nDzDhDOhAskRUU846FrwxAg0AcV2VIEM3+Vtc/TnWOkETcCLcAMb/AWsTrKRkH0VxEeMtOPQL4gAy9k1O2HO6zIJ6/88sw37/zz0Ecv/fTUV2/99dhnr/323Hfv/ffghy/++OSXb/756Kev/vrst+/++/DHL//89Ndv//3456///vz37///AAygAAdIwAIa8IAITKACF2gSYDHwgRCMoAQnSMEKWvCCGMygBjfIwQ568IMgDKEIR0jCEprwhChMoQpXyMIWuvCFMIyhDGdIwxra8IY4zKEOd8jDHvrwh0AMohD/h0jEIhrxiEhMohKXyMQmOvGJUIyiFKdIxSpa8YpYzKIWt8jFLnrxi2AMoxjHSMYymvGMaEyjGtfIxja68Y1wjKMc50jHOtrxjnjMox73yMc++vGPgAykIAdJyEIa8pCITCRDhuXDXTwtBrDhhW4kSRprFECSsHkGM3bBSBWCQwd2YAQVQjlKFZzADqYsgSn/kYRgMMFZKLRIC5IWiuBwYALBwSVeLJS0KoRCA8zopAlh4xa50MWYCqOLVVj5DF608BdM8AS9GmIGJqRuhTH4D5kYwi0XWkMFKPnCEi7hQl6IaZoM6cAk2PFMboRimwupAZRSKIxvoookSbCGMFpo/05pmmQuS9BTC2MwhyPAEyFwqaYzW6gWdC5EBaRSIS8KoIJ7MmQupHjlC48gMIflIkNBo1jEqtBNFkIyGIyo5QRUqqutAacyVttaKH6BnReOwHHeAEcJvIEOO+ggECUAB1DxQIESEPUG81Rhj1DzGsRYAzGXfE1H6MQ7YSryqkuEDW90I5B6/sOr/9BNRFm40JLI5B/SqIhVRVgECnhCFWbozlSQYAa4ytUKdIXrW80gAGE8Y60gFABCLIqXZRKEA3PQ3Ah3wQ12YYZFFKvRjBQ22QmAI6kiXM6rVDKBd6WQF9RolLb+UQfMhvAX61rWSTSDh7GOUBjG2GxKJhAI1/+KkBewK8pcuiDRxqrWJKzl6gmtEVvCkgQ4FLCtCI80RNwSbSVV2IHBUAhb2Z5ka0RQIWrZtRJWSDRTDnWIFfAgUXZY958TGA5gOVgE366kLegwLQhjoBu5RGxiC6PYwKxi3wlYQbgn/AUzmGCGMWwFLpoa0YGLdhWtKJgDjNAAExRLwsQZIxgUIC86wKEBcKCDAuD4B4g14A1vZBgdwSiAcku4i2dcRKsFcE0BoiFWa0zVdUWIBiyxyuMe+/jHQA6ykIdM5CIb+chITrKSl8zkJjv5yVCOspSnTOUqW/nKWM6ylrfM5S57+cuQGkhZC7DPr76GNDb8BWzYAQQgMO7oH/cABjDiDIx/tHkgOw5wDPZxAqd4xQwyA3TMJLQEM/xjCS3AjQsx0meC/Aukhv0ZOAzHwl3gwKAIeWyNavSFGjwVzB/6xTlRAtFFaxMl1YQhOFEioXJSo8Ck1mc7l3DQy0iFCURh4T5XfZIaKJqFv3h1eBNCCu8OlBpLGDZCWMGGPJPQmWFYyLEc/Y8aUJqF1mi1ZSoWl+AAh2Lexgserr3CXwCLA7oyQyhUIRV2c6VoqgjFW2dyPBU6khpD4sYcrDGHfc+BG+xIAzf43RwZ9ugzkPqFMH7RkV/wYuETbUw0KKzD9bovIAAh+QQFBAD/ACxXACkAggAuAQAI/wD/CRxIsKDBgwgTHrT1r8iuGM9iRBMY8V/EZ/8gxrC4qyNDhSBDihxJsiTIXUWe8XIGxBg3Y8BeUqPmEti/l86oCXPG5FkRk0CDCh26cAQ1M6o4WBljxso/DmM4eErqFKoVDkk9OdFQ4CPRr2DDEtyVSMWECV/G/Kui9t+YLwLTrn37D+2YCVYKQBPLdx/Dh7w2BhYoeBdfgvu4KWwbcoKAf17B7tu469evGJYx/6ocw9bGfQWZFbDI5F8BZ85OO/vHk3Xp0pGJMiPGAe5QuDX4jijCZLQza9aoARcevIC11AW6Ctzlt86SH2aWhFmyRNUSM/+uZzcznZQ10GCfvf+T+1VBxrC8/h1B4oQUe1JWrMCX7wQJqfqInoFe4KwGY4F3uTWBgATWhcdeYO0yx1pgnTDaV7XgcIRAAwZoYYUY1pVNIv/UMkcoVRD0hVwkqkXiBGZYE1tQRfhihW2HCcWMMU6RF5eJOP6TVlpLMAHaL0OlaNhXz2Qzxn9CKfAMkEQVIUyAJk1Qg4q2cMOBUEn8w+RXaXAQ4lcObkSULXMc8aVJSSxpSxogmgRXj0N+5SKMQ50QVgzALAXUGKQ4YwsvDwZlBhNiEvWMMUeCZd6WQh2qZ5Q1EKrglUFlGdYuFHgJVh3njUmBmZWq+eGZI71ZWlh5hmUnWHg+WhKfzhj/lt6e/2BX6FDP4OHqUEqGRyOSIk1AhTWdLYilWGtq+lVucRI1Yaj/JNZmSW+qGFY2YKn1GFhVTvtqn54xStKRNQQqmzETAAuUAj99FQMvqhxEp0CUuvUPFV2NwEQoA36BFlxffNlWFf0OqAA0zQo1Ag5esqXjGCFCLJDDaUXMVsAcaADemNbwG7COAkPV1pEjngXOAsxFo4EToYSiSssvh5KLGViFUjNWN9USli1F8IIEVE9FdZZVnqi11JUTAM0BHsqxKshVoXzBQdQcPOcJiFOrYobLS1Cgs0ALFEENN+9ww0023FgTCGvv/ENM2c7wYu2KCruNLTF4zAEOOHPs/5CMHXnMgbfefGfjizMIirUbEGRTM4cxBZhCgDVnm/0OMcQAGhlDfv3zUAG70DIQMhlhxEwRG4u1iy37/JTSRgXcsiABez1T0TOGQbNPwl/xDI0tEaE0QjIC3VJADLvg3jrdMTbv/PPQRy/99NRXb/312Gev/fbcd+/99+CHL/745Jdv/vnop6/++uy37/778Mcv//z012///fjnr//+/Pfv//8ADKAAB0jAAhrwgAhMoAIXyMAGOvCBEIygBCdIwQpa8IIYzKAGN8jBDnrwgyAMoQhHSMISmvCEKEyhClfIwha68IUwjKEMZ0jDGtrwhjjMoQ53yMMe+vCHQAyiEP+HSMQiGvGISEyiEpfIxCY68YlQjKIUp0jFKlrxiljMoha3yMUuevGLYAyjGMdIxjKa8YxoTKMa18jGNrrxjXCMoxznSMc62vGOeMyjHvfIxwq+6xnMeIY1omGNf8jNkIU8ZAxGYwtxVfAX0DBGCaigAjtQ4R+WZIQdGEGFTXZSBVQQRAEcOUFraOAqA+JAKlf5lLPUZUDZaJcFd+GMUKwFLlXAJS7fcrFeTomUEARUEgZErX+Q4h8LuOAvjqKukMihCMRQJjeWMC+R8Il4FxSGNcwSlE2YwhgZXIJQ5JCIW02QFzgwQzNBMqhZVVCb3GThL6YpFBWYi4Ix4MYRqgn/ErgMCpgQtAYjhCJOgDrwFwW45Mc+5rAXAUgtbJlAmtxZwWi0AAkTCMUYrKBRDnAgF0kLUW08GiIKQMOcE1xkAYhRAjwEogTgoEBLNTDTSOBBAxrIxhyIlcHLRAN31hilaXjRG6IWQG4RAR1m+shUAVL0H8IQSCG1CVVrRJWDMZDlSIBAEJ/4kTUn0NpUmlIrVXhirE5Bylm1hgRGpCEaKG0gLxKhg3qNhJgD8YRQJRgDZzjlLYn6T45sRCI/WolUQJEapyZYAHaoAq9BORI47ulAXnDDE/wsyQTQQcFoHJYocFmsBIVhjMcSRbKFnKCxvjKBQFBWrpfNbEm6QEFh/wDBtEM5Eh5SG8FozEFZQ5mADhIXTGI49CsEoGABbgvZFMbgt4h1EwcoQDoJPuMeu6LV2p7KQImwI7t7ysZrGbiLdM7lYRbjJcQqBjKITpcZKZUbFZQWlfhYBWhH2yjQkOALC/6CGc6gAB7SEAxwaMAb3tAAOIIh4H+gw8Dg8EaDucGMylQwMKKxnTUwUgBCFkCQ0UgOhxfpOe429cQoTrGKV8ziFrv4xTCOsYxnTOMa2/jGOM6xjnfM4x77+MdADrKQh0zkIqeUIKPhxVVNg2QRWuMe92ANV1ki5SiD0yIGjWAMWoAdUnjCmF92j3ziM59P1GGpyiyADgpCzDZT6LDNE8ADRjComC/BaGQAyjPBSEEoDDIBCbSakomDKdDmkoS3FixTYo25mgsS9ZImUQsSTnVBJjDC0CIZKAaf+yygHPNrF7a0UBiBaAo+GtMm3IU+ZQuSSGDwFwKtJ4eU+Qw7wSVR9nJLiBb6pW1tugQ1UMUR4jNsK0wICba82lNCMR0NbBAi1kgDE5hAAdRQgAnUuDY3FrRt06C5p0DixWCOZ0jBxEAYv+hZXEs4aAQGBAAh+QQFBAD/ACxXACcAggAwAQAI/wD/CRxIsKDBgwgTKlyocATDhxAjSpxIsaLFixgzahS4y1aRZzGe/QsZ4x9IgTGiCYwWo0gRWxtjyoxpa0QiJkCEcQPyj5sxZ8SMcXMm1BgQbtmc/ePFROTMp1Aj7uKmgsM/VRys/DNjxdPVrGOyWuGgyitWX8h2RV3LlqCtAmb+ffk34cuYf1XGzK0rMK9AvhOuOivS1qLaf79+7UqM+Ffjkbv2wYxZhJeqwAb1PpxbY6bkf7ti8Co5+ldp0CU/E9xlrUABZ9asUYs9W3bsf65xH9a4LxhejHcVENa4q0jsZ86YvFaefPk/2M+aEuzHixQSJ9axI7FCygp3J0hIgf8/UmfB5IxFfFmZmzHQxl0j9pAyE2a+KlKe7ue3fh/JvyPoIAOTLc8wgtkYmD0EzksaPZPNGHdlVMdGtlhDBV3/IJhhYBp2eGAdBezDTxoCRfjbQ0fEtEsaHFShkQJOYVTLHEe4ONBcd9klV44RBmbNP0VIY4WJEN3FyEkZxaAeexidUEBJGg1ZkSVFxBCDNVYkKBEjTzZoDISFRRQDMFJSZAYTkVFwESmUUdDii884hpEtNNoo0QRLoBkDEGVGZGQBcmZ0jlYanTBSRioRKZElcf7CRJ9bxvQMmYpWZKhGMVDjCZN+5pnmms7sdtEubtp5EYwa2ZJGjRRNcOZIQlb/+hCXgWJkTEw1FKBRNNmoYhGjv8TwqKwMUdElepRq5B6UF8XgzKYUjZGnLbVQkGJFpDCx0T5zvJmRAoditI+1Fbn6YxHCZJhQKAPlQtAEKjwjqkXoXoYRZ/+cZ9E+1Hh75ymJ7LLLM16NkZfB6ibM4Rd5cUBFIu8V4ElgeVVhl4sMz3XxxXL5pYovw2FUnBMZfvFFXXZNkOWGck1QhYtLPGOLLbuUsN0R3uFsxRGqWBHKFzt/wUGKZtwgUwwUMPIPB3dladVYczGd1QRMj3VXIGlttIAGofja9T8/m4GEuxyQ7SsHKsxxHjTPpGsMMHO87QwFyXDzjy9zZAOM3UXs//NUEdQQg8cc4AyOBzjOEPAPO4ODA84cePjCzQ7//CiTceJI/g433HzzTzJ5/ENMNndvzsQItRhEmJUDx3CLQGlYIC+QfutLYUfMzH6SBcQItECVJpVUBDNFjGA7b8O3vg80Atkdg64h5auW32FWb/312Gev/fbcd+/99+CHL/745Jdv/vnop6/++uy37/778Mcv//z012///fjnr//+/Pfv//8ADKAAB0jAAhrwgAhMoAIXyMAGOvCBEIygBCdIwQpa8IIYzKAGN8jBDnrwgyAMoQhHSMISmvCEKEyhClfIwha68IUwjKEMZ0jDGtrwhjjMoQ53yMMe+vCHQAyiEP+HSMQiGvGISEyiEpfIxCY68YlQjKIUp0jFKlrxiljMoha3yMUuevGLYAyjGMdIxjKa8YxoTKMa18jGNrrxjXCMoxznSMc62vGOeMyjHvfIxz760YXFKUA0dMULQhLyR4P8B/FGs8Ei3KAOSShBF1RQghOowA6WtMOFNPmPFvjCIRn8hYOsEpYMcSAwp1waKgMTCiuA41gXpMZvDDYXi9ESL7WcSy4mkCJmVdBZZiBWQv5EPQsWUgVaiki8MlgSNlVkE6zIIC+eJUyFHMEOGRSGNQxUkSOFcg6k4NRm/kEKpWBwmkio5kGMZLkL8mKbyYRIDbSlQWdSxJ4X3AUOfjb/kbuooAC80KAK/EJQRa1HRy7KVa0o+AtopOFnHOCA0CRKFxdZwUVMayUSSuDLCzKBAtmgQCTwoAFI4CESGsDDP1JaAgrgoQTBAMlCL8iMAsTJGrxgCm60VQBrDPJcKunoH4cKQGtocyBHPSoIYzSRW/0jGgFl6D+YoANP5EdsW+mKGVSBVa4gYatWVUUdmMCMmTrweXWIJ0HU+Q9GtFOChbSXQNgjzrnyCKEc0EDIJOgLaF0EQeCo4C+44S+LqPWBBZCGXC0ylzowFYJRzQiEwPFWyBK2rhOZADp0NUFhGGOxFWmsBbtlqmiNAQ+VfSAviLGejEwgEJyVoDCAAFqK/8wFHaCU4C9ICxwrHMKCzoCURTpQwQLwia0KudoCKBgD3mKkCtmILQQdk1rbTuAEe51uAahQl4pxjGE8cpHB9OIXK3BDqA98RtKs9o8hVY1pSwuLyuArtX9AI7IStNIzuOFSCqADHBoABzooENhgANgb3ghwMNJAOiZYyYKiaYmuXCMSQf6opyqxqUmKoKt5EfXDIA6xiEdM4hKb+MQoTrGKV8ziFrv4xTCOsYxnTOMa2/jGOM6xjnfM4x7fTyUE4aww0pWulaD3gtGTxj+AwJN7AOMfToYyT6RxK+kieRfOQIQq/FOWq8SFq0sAM1f/EYjjVRBiVilIhNZcooHA9q3IEARmwkxE17namYMx4MYSMMuQf2qwAEmwyDxDiYNgunCwe66ICqorW2uoQNBMwC9D9fzCwRqaInJYaQYBXZExHIG4GCzJEixyB0GYNYLA5PNCMg1n1RZBBxiqQmBO1rJaa6gKHHBsqx9oCwos4Qeh6FooyDJsX+XnH8e2woU8XEGmFIBz1pgDN6yRBm5Io9pMSMNsphqwDu5iNM8zjTDELe6lFCA0kkbhqRMYEAAh+QQFBAD/ACwZACcAwAAwAQAI/wD/CRxIsKDBgwgTKlzIsKHDhxAF7otIsaLFixgzatzIsaPHjyBB7rIlcNe/aDGiCXwW4x/LZ/9SxjDJ7J/JkDhz6txpq8C/d9ScGeNmDBhRatSGAvtHFBg1Yc6sjdhJtapVi8yo/FPFwdMYM1b+ceDqiWtYsFbGckCSrQDJq3Djxt3nzFOVMRO+CLwrMO+/MV/G/LsrOG8VDhSmyl380dZMgTFi8Go5+d/kGL/edtxnjoNeg58ZCsZjk6Njk78oq7YcObOtm4wxFnhm7V8BZ85u58Z9m8k/3880ZyzyLrBGATA32nr2zPdt286gQ2fS3NqCWrEr2low598PM0tUgf8XH35JeTPf/+lABhujrTkcqmisU9r9gjRLvi8JY15V/yVm+GcGf57gEV12Ee0CjWgT/NXgQHUUMNFwvlgR2kUKJIeRgowghJeDIAI2ASkaItjQCNxwQJBgA7EomHEDLcHRM8aMwSJGgfiU0T7UqHijfAK9KOQ/xiVRRHsmKrTPHKEAGZEcRWy0CwXxzbfRkk1WREUBSCaJUDS8qGKRGdZ0WdE5FmqkwD+/ZPTMO6o8CNEYpDgjnJcIMdOdRTJu9AweVtx40QkFtLRhihc+lMQzbeKp0C5MOgnRolJSKWl2kGZJUQ1MGOooQryEKadDei3RqaMZNnrRm3FWVOenj+7/WZGpnq4KTKAaEarRLilatKiqsBYEaZUUUbprGsRidIKUkVbEqZnBgtkqRKUyAS1Ez2QjKIZ+wjnqQ68GexCWY5apURG3JhqRXjXUdxEzxHhWkSVF1CquQCgmi5CKBkFpb0UjVKMvRYIF8sy1DtWSxhEOhTKQXmTeee8/iXSY1xcNfuaiQMbJt0QRElf0TIdCyjfGXV/cVUVgJqNcxQRWCLNgRrZYYxfGK5/8RVgf/jMBYQNZM+HEA42gQSi5hDKW0qqE4kkuYqlCiryeMDJHyBTtsoAv8nIwhooTeG2FJ3oFqmJago1Vh9C7/iPO1GJ6NnUuYH0RioVHWGHFEQKM/4BwsDFYw8s/xLzDDTfZMCEIAUFl8w817/w2wgIexcCE4b7gMQc44MyBhzGsnMAEMZr/0zkevvjCS4kZmYQDMJFTk80cvEDCijCzA2PMHMYIw42ERCM0YREwxfCMBaAIdItPxv/zGkj7REm8SSwhw80/lwzjUksHPwNylB/VAk1wzY/ACuHIuBRcEUXU8nzw8Mcv//z012///fjnr//+/Pfv//8ADKAAB6g/fhDwgPOzAAL1B76dUOMWC7RfEehDlRpUI4Lz48cyBtKLDnrwgyAMoQhFOBAdYTB+gbiKKE7Iwha68CMCeGH8eqGQABSkBwLB4UB0SBAeCiSGMoQfDv97gEMb5nCHA7nCDRsCxCASbQv/gOJDioGQZR2kiU68FxS3sAUrUhAhRCgIBP7RBYFYsSBYzGKwbNiLYyzkjGMEI0H4QMM0qhFWyyoBQbxYxoXw4R9rCqNB7HjHTx1AIW4USCIDcEYaSjGOqRgIIQsprjH6MCGX/OM/WkCQSVIST0YEiSc/ScpSgsSAcKGGKREUDIFoMieXXOVihqEBWbKwlREBArZseb+pbJCXCFQgMIdJzGIa85jITKYyl8nMZjrzmdCMpjSnSc1qWvOa2MymNrfJzW5685vgDKc4x0nOcprznOhMpzrXyc52uvOd8IynPOdJz3ra8574zKc+98n/z376858ADahAB0rQghr0oAhNqEIXytCGOvShEI2oRCdK0Ypa9KIYzahGN8rRjnr0oyANqUhHStKSmvSkKE2pSlfK0pa69KUwjalMZ0rTmtr0pjjNqU53ytOe+vSnQA2qUIdK1KIa9ahITapSl8pUlv5CQcyhTQEKYI2pVtUnvKAq+xj1z104QwNJWFYS6DPWOqigBGYtwQnOeoIdsMSf0AhEKML2FxV9wa4+4hcHwlaCf93zF9YgmV5O9peWsYxl8vFEAYCFT14dQV0NUYHz+skErVTEDAXwBT95wQRGfMshd/BnDObwWItwcrO+oUipuIRaKnx2IYKhQmr3OdrS/5pUL3Vi7D0569qICIYRgusnNxgG2YV0qJ9eNcNgBMOXKoTlH7iyQs6gRgpr+NWekuFA18agtLvmZa/cncAEHHaPwfUzNTegAB7YoN4SUAAcJQgEfOVbAm/AlwlD46dkbFGEQlHVNoKjajSo+oupMkMyTU2wgm0zEGHURhgCebCEBWpeiNxDINKwDVfz+QtmBCJAZigLWJAQIE+I+Cyq8MRWzBCI1enTGilMSM8U4ok5/K2dMehRzh52o8EaB0ZEwpg3WDfPAghjWhcZAx5M+FC91IHI8oxGii7l2zGAg8n0FIYxkGyRCegAy/OMRneoTK1/fNGevOAG2TBiI3DU5v+ewgAClysygRzhU8wDW5eZ81kAauAqyVXYQSLwWYB7WOG1D8Eth+FD5oXy4sIamYDj8MkLIPzZIhgz2D1nMmWNaDqfKngZkQh7MsCojGVE4gvGnLBYfHbYGWbQi9c4cGiviUUwZhsD2qDrBA1YV599zkYagoEHDXjDGxoARzDeSwF0gCPZ6FAvBYjxX37uAibPmI1tolFV2gxY27PxSRFQsuBym/vc6E63utfN7na7+93wjre8503vetv73vjOt773ze9++/vfAA+4wAdO8IIb/OAIT7jCkaoSy/hERw/PqkB0a+3+GkOXwFiKM3S58X8sxRgruS4+50AfAP2DFCrERvnJkWAFUuiNFEtIQsP7WYRlFfdBOB/IafkJ2OOqa2N/4dg/amANitfTJAybaGVVe3JnGJ2enPWsb4c+W33W1iLHbS3Tw7VP3iJaxv9AglT0S9riLiQJ/wysRTbxj/N1vbJfT8gElnCDCufTsURKCL8MItnz+qQwQWpZYVOd9xGBGZ/MsIbL96a3vCHBYZ5wGAckHwodOB2g3LAGE+bABGdQgAnU+Dwx0sCU7nBjDlDep2PM69/KuL4lM2nTjQdq9yAGBAAh+QQFBAD/ACwSACkAxwAtAQAI/wD/CRxIsKDBgwgTKlzIsKHDh/9s/Ssi8FmMZ/8uxvhnUeBFjBj/7ZIIsaTJkyhTqlz5cNeuf7ycOcvGDdg/bsacEaPpzBjOe9yEAeEIjaXRo0iTKm04gokZVRz+QbXyj8MYT1I5eBpjhioHVVidaLC2b6nZs2jTJtxVRMWECV/+wR3zr8qYuHAF2v33Je+Ef2TVCh7s0KWtjbt+/fqnmPGvxBttvTw6gltdhHQbjgEX8ajhXxt5hR7N+OVIwoL3UXRmTaA1a9Rex25d4B/rRGWNMjtnJW7KuHWO2lqQyJqzArSZ/CugnPly5c9wo0ZrSxASVaSQMMruhJQVK6ScIP8Jj+SIGQUFSK58lm1MZpUKMrLcRYHReLCk8Ksyk9/MvzD+hVEHBbVMZ1YRWP0zxl8LKviXQZmREtJKzKTBQRUsCWCULQUsoWCDDSo0AQeBLKCegUYVUYAqdMUVV4sC+TaQb4w8M9lKwPTGUnAsFcELi3wVJONBX6jwzIkorlQLBUegVKNRz+BhxXspxbdYkgoe4UxuWK4UAxNTlhQXKcrNR8GFLJ0gn0q7cMPBkA5NwEgBG3XpJTthQkTXnHXieBSP672jyoMl8WnnSvtQkNKcUOZIJUoKPHNlkmNoieShJf0CRJ4lkeLMjSnRh+ZKJ9DppZtwNiRnAZNialIMmz7/ytCerBpljKxdPiMooRAZ6upJiYbipKkrFeGLjitFytKlD1XqDLO/MhSDNVSdRMpRzMwxqkpq9kjMmyZNYGSf0baEJ64K7dlRoO6pRFe3Xv7I60NzglpuQ/xQIGxDGMb4DxU2sgSNTamWNIYjFK1U2b4F9ZtQpUxweW9DHArknl1jYPgFXjFqLBcpBUiM0gjOXGhXFV9kzNdeJyuoMcscUDACS7XgcMQEGGOocpATtKjzZkVAO/FBuwxjzBHfIW0F0p4soYoVoXzBQX4chKJCAfaiZAszv3hi1T9WjDiGFW9+NwYHYVtFNl1WcLZhEdlQofTcqqgSynfCLg0VKUWI/zx0Q84IY8wcxgAzBx68DPGPT8aYM8c/wHCTsGdF+UITOHgcTgw3O/xTQh5zgAPO4b5wkw0xTCyA1HAF4DQ4MMAwUUIyPRkO+Rzv5JT13wzVwkwMEgWMDBH/UOBPRhIVMbNSL0FTxEsdPXPL4/+MEPxGRRTxzD6SJeXSCDEA/w8z/Ajkyz/RvBT0P9DUYovQvMcv//z012///fjnr//++lsgEC38CyBqakHAAhrwgASkBS/+QQsEOrBAAoxgSR5IwQIqkBcNrCACJchBhRRwBPsIoQhHSMIQ8oMXvOBHCVcYQgN28IUDIWAL+cEPDRrwghnUIA1bSEAYdlCG//hANP+cAQQgyOSISEwiExpRDSYk8YlFdAYTRnALW4yghz4UIBBHoIE6nOCLYAyjGMdIxjKWAAhVxGIW+VcLEFqADTWoRxbqQcc62vGOeMwjHrMgCwYwgRb7UOMa8SdDWlCjBhCARw8WychGOvKRkIzkP3hQAkAKcpD2k6EF0iAACJTjk5EMpSgdWY4ewIMSGmDGPq6IyfwBsRqd7EEpR0nLUH4SHpLQQN8C2Ur69SOG7vsHLCFQy2Lashy5DBoveym/XwqkjRLhJDHluAVqNnIL8JjGFhaJTW1ek47wyEIPsvAPRn4ymbZYJjN558x/QPMf0qyHAgQwjXlCQCDl2MI/tiD/gHIIZBr/EMU0/AnQeogiPqLogQC2aU50BhKC6xxaO98pTQhEYRIQOAEi6hGFE+gzAoBARBYEEIUsnIAVlShHDRQA0Dp0IQrJ+Mck6tFIZOoynZeMaLQmaj14dhICAniDRaMgAAIwIAoKIAID3vCPLrCCqARIRR0YQID4/AMB/yAFItRUU4fmVKeu4mk0fxoFRIAgCv+IgiggUAdEsBSrUUBAHSqhpmQIAAGiKOc/gtOBvNajmjT1KkTButMY9jSeVwAEAggQAVGENKBKrUMUSMEABFwhGZVAACAEoEgIEOANsehALLZwhXtWoh6CJey9xOpTYmZBAQzo5AmS4QF9/8ZVAeU4QR0UAI8uKKAHCOBsD+oRgVT0IK+O/ccX/5Fa1Rb2mYftZCnrIZB6CCA+8BgITavbg3/Aw5/k7MEWpkHTe/4DEVFIL3Nvqk7nhhWYEhmmIwHLUGM6chqiOChR17vLwbo3Wq+M5SwXOWD7jvKUulylf//rKk1Kk8AGrmUpb0mJLqiSlQwuFxCl8YZ6eBIeIA6xiEdM4hKXGARPgMQHHprhe8nwFmlYgiwkQeMa2/jGkqgENnHMYxtHoQUbYXGLAVyLQFqgGpH4ogaWzOQmN5kCXSiek6fc5C5AIgZpXPCQDyXDfdxiGMxgRvbGTOYy/8MOgLFADMrM5jAz4/8DESngll3cRhK+7854vvMtiEEQ9+U5zySU85zpTEAQspCEBeGFBQ49QhcO+m82PGBZIPrQSGv50ROzdIFaIJBmaBDTa/Rfn0Gt00uT+tSoTrWqV83qVrv61bCOtaxnTeta2/rWuM61rnfN6177+tfADrawh03sYhv72MhOtrKXzexmO/vZ0I62tKdN7Wpb+9rYzra2t83tbnv72+AOt7jHTe5ym/vc6E63utfN7na7+93wjre8503vetv73vjOt773ze9++/vfAA+4wAdO8IIb/OAIT7jCF87whjv84RCPuMQnTvGKW/ziGM+4xjfO8Y57/OMgD7nIR07ykpv85Cj/T7nKV87ylrv85TCPucxdRZFpFYAX1rh5znFeG2tY5Bm/axW6p4UHAdhBBVQ4+gmU/g8VqCkJdahDEihQJnVfpAVRCcVb5PKXrZ9NQVEZQyhSKXRz1wYudnmR2hX0Ip39IwnPWGC6f8EEJKArIXFZQuqszg1SFIwhVGh3a07yhSVcYt0x2cpJOjAJdqj7F33/+8P+gYR1oVsY1mAESlRgDWGoO/F3R8iYnLHuGHBjCZLHzD9qwAS5p7sASdh8bazujK2E3iBjYgK5zG0LatyML5kZQy4sBja6qKwKVYBXumNQgGAwQutif0soMmaVEfVl+lUTTdnNPQJrlAAd4Pi+/zfsoAN0lEAHgSjBP9KPh0DcYELsTt9yfoGcxVhjMbUyVdC2P/P++98oricQmEcQrTGA8LZmKGEMHDE55RY+TNAFYOEJ+4EE/9AVnvAUZkCBXYEET+EJnqACcyAa5sYLRaADUYEQDLIQZmANu1duwacguNciMpgyd4EH52Z620J4HFAH8CduyDEo7vIPOjB75MZ/+8YL3OAJqccQwHFuQgGEKeEe4DB45BYN2uIwKDEB6ECE41YAx7KEC9GE5iYM9xA27rIZVDhuv3CFKzEGNnhupHd7DMEBBEAAZhcrQRhT5hYDbKgSJDIM5yYNcpEmNwgmcpguX5ANXChuu4AD/v9xMinzMjKoM2l3MlXAAXOwO+DGCwWABF8zJWrziWfzHV9jFVFBDJ9ybr9AEcGABxQAfhoADuhAAZwRDOCgAd7gDbEYDBTgis6QCIyBbouhIhtRABhRANFAG9YQDcvxDK3xDAXwOwH4f9RYjdZ4jdiYjdq4jdzYjd74jeAYjuI4juRYjuZ4juiYjuq4juzYju74jvAYj/I4j/RYj/Z4j/iYj/q4j+5FhJ7nef/gebWxQMwYb60hDffwD/dgEwupkDZhDEMxEZrYgNxgH/mBFfshFWbgNBu5H5+ABDrgDC3YgAVwLbwCIsQHg73BAYjAgOfGiUnwILLiGzQJg1czjQ2t6AxmcIgG4QlpeIOnB4b0hnkqsHk/OYLcsJMnwXrrBnmoB3BEKXt+U4SnhxJUwASKMnfUoJQmwQpNuRyxZxI8CW44MH1i8g+e8DzqtgvOUAfIpxd/0Rd8EZcM8iAlcJTlBhrMUAehYDd9GQpfURWqgJaDKYFHEAjM0G6g4Qzc0DpzYA1zwA2QyQ3KwQ2CyBr/oHvu9hi7UBu/IAy/wAugKZqhWRvRwAuHYYStFBAAIfkEBQQA/wAsEgApAMcALgEACP8A/wkcSLCgwYMIEypcyLChw4cCd0l8FkNgjGgCKf6j+CxaDIq7itiCSLKkyZMoU6okaWtEIib/3lFzZoybMWA2qVGrCeyfzXvUeFl7trKo0aNIkzbcNYeRlX+qOHj6Z8aKFQ5RoXJ4WvVq1GALdikdS7asWYXPpn75N2HtvypjBI5ZOzcu3LgToP4Te7avX4e2dv2KEYNXRcP/DFcUy9doEWGq4hqUzPDLhDpIbe0jLPjXv1+eQQuOYavivr99ayWyxqQAzALOnMGW7Qzm6wW1GqfcN4dDlZRxkxQxOuJZ63/OrFmjppz58gLWnD0rUEA36qQx5iQxs+QHd1VLloD/NzMePClGgeacXhkD2NOVOo7y+ncECSNSVvFbIeUECX///SHyzHrXIbUAE0f8M0ZeAy2oYF4OCvQFByUkMpJKzxhjBWUo1VHASrXgkCBbD5bo4Il5TZDNcAUi9RGJk/3zRVwzNvjPKSyqtAsFvq2UBFEqQXMPB1/UOFCNSNJYFylMENjiSrZww0FJay1hjXUn9VRUIP9UlNJjqjAI0QQ1WHPhkyvxFspvJVlZ1DPucXgSZlCmcQSbJP2IplHR8BKmST96plIRPOKJkgKfDRpnSWOQ4syZe6K0i5RU/rMEE16qZIycJ51QQKYnRaMhpwxNQIU1oEZqki1zrGmSGZiu//SML1a4lVINRdlCwZ2AAqkqSrz4KSZESRi1Sxo9qqSAryi1tyGjjmL560PM9FbppdKS9Ew2Y5BKkqeyjlqSqahOexKrrpZkhjVFFUGrraqyymtJxZp7Ugy//EmvUfsEk2xKjhSRaklFiEtSo4/aW9IC3Cw0JUJWQnpSEcKmZNkJ/0hMsDDPFgSvQA8r+A8VBWis8EK1UGNGFZYVKeOMlHUrI4OYmcwSu3nN+NsYcH3Bsow8ywjXW3FZEUyOKVEj4W8+y8WBzArOZdkEOoyQ7ckJQfONGaGoEkrXoRBphie5/ENk2Kr8c0I/R8UQjBP/bDjlVXERudUYcz9tNt7eIP9zNUS7aHDVEROSMmF3nqzJQdeLg0dBLViXBA0TvrzDDTeWc/MNG6yI8w8x2XDjzDv/mHlUS0VwAw4ec4ADzhx4EAMMAaa88/o/r8dOzA7UfHjUCEXcg7k5cxjDyxQEWMNNNsRgTg03vDxjc+QK7bLPPs9I1OUuC4DyTxvLfBSSQPv8bZL1G4lFUQEfNEzAAgJv9GIRRYww/apFMGMLSPUn8/ktn9rFM4qwD5FQ74AITKACF8jABjrwgSuxgEBoAcEKoqkWGMygBjeYQVrM5x8cDGEGLUhClGhQICNIoQpXyEKBzIeFMEwhCE9YwhqiDIP/uJ4tdsjDHvpwh7UQBgj/f0hEzexjBCO0oRILksF98FAiuyCMFKdIRVsYQxiloaIWobjDI+JwiSXkx0CaGJiWOLGIRNyHMIRxRjTy8DS76OIXwVhBMQoEg04UCxPawMc2aOCPgAxkINvABjb4UZCC7GMb0mCL3LRkjnSsIB4DU4s2MMADUdCFJjfJyU568pOejAICJiGMWmgGkpF84CRrkQZADAACsIylLGdJy1raEpa6mAQz4rgPyKVSkvbbhT1aUIl/lAMeyEymMpfJzGY2cwDwgAAC0pCxXvrylw6sRR4LUAJK1MOZ4AxnOF8ZBQ1YzZrYVKUTYyCMEkjim+KMpzz/AYFylhGV6aSeL7VZ/5p2vpOZAwioQKE5UIIWFJkERagy66mBLj0ynwqEHB4F489vZuEfA7hoOQZajixkYaMD6OhHOerRekAAHv+AZzIZ6lAkQjSBEtUmRd1ZjywIgAcQEAAKBoJMEFQiChf9RxYqIQAI1IOe8LioAOARhXpEoRJZgCYyWUqaXr4UgTEt3y8q+g9A1AAEgIhCJ2oA1CwcgAAMqCc9a9ABWVxUFEplgAI6UAlAQFWq0SynQ616VX3OUKtcRUQUQIAIHiAAEIAQhQAQi4B/IKADArlDJRqbDFH8owf/qAEu3oCALMADr1Q9ZV/9OtGt0rSrUcgEA0RRgx7EggEM6MEW/rHTN//gClcdiMIbokBPBlQ2s0JF6UlDy9fRniyrM31nPXHxj2RsAQEMCGsUEFuDGiD2H7FoKwPu4IGU/oMBHYCA2iAgiX9sgQd5bWhVr2lceyHXtO886nQVAAIG4KILWagHAt5QTAQ0NgsI4EE93nCCetRUAaLIqSQG8I8o8IAB5QitS9ursPdWFB4mFUgWoiAJEHhXqEcNLojpGdKMQoDBWZAEdJ/whC1ImL0U/tU+13nhZXr0swXNsY4FWg+iWta8DC3jhGNcYRp3U6XyTDIyy0GQCOs1jvgksqr4uYtodNOzSs4yhg18VIaeM8pS3hPkAjOCFiQYmSQJ8UM8ygBuyBH/xmGO1CT/AQRQwNWjeM6znvMMgT37Oc/lWEIJHDnkOMu4FsHkBzUmgYAa+PfRkI50HbpQBwacAAF1iLSmG/2PFrCBGdUEs6FRY8e/UpIZz+NGNVbN6la32hoE+B4TXE3ratiAG8QQBtviCMJRq4ptY+RnGQMjES1SkYIDWaexY8DFHfISiXD2tZgxOII2QvHa2JYIsv9BBGPkJtvZfmMSpW0uDVZbh27k4S1OI8R0d/F6M4w2uae8QZOsWyEcnDdW4y3CDW472P2Wt74HTvAGCrzgCE+4whfO8IY7/OEQj7jEJ07xilv84hjPuMY3zvGOe/zjIA+5yEdO8pKb/OQo/0+5ylfO8pa7/OUwj7nMZ07zmtv85jjPuc53zvOe+/znQA+60IdO9KIb/ehIT7rSl870pjv96VCPutSnTvWqW/3qWM+61rfO9a57/etgD7vYx072spv97GhPu9rXzva2u/3tcI+73OdO97rb/e54z7ve9873vvv974APvOAHT/jCG/7wiE+84hfP+MY7/vGQj7zkY1yYZzCDKNFgl1ASo3lrfOpDthAU038BDWPYgQr/OD0j7MCI1TOCCqyHvQpOIIgCiF7p1hBcKPLCAd77PkXA/8cOkIb0XTgjFG9Zy8+G1rOeKchnZbr90XlRgCQM6yGkaPovcGAGby1EDkUgxv/Sf8GNJXysIY3y39KFYQ0VXN8hmzCFMZY+nyWcxAeJYDovuGGG8zfEDM7wQUnHfu5nEvY3dirgO0r3C87QfSRRJUwgfUZHfdb3KomidMZnf03TND9TK3IhEHAxAYHCdM/QAp4wAchnBaGANxyQCxPQI3bTIxoADQNjdLtQAMLgDSXwD4FQAuBAASWAB0CIBxrABkSoAaFTLqP3EdnjeZ5RAPMBhZ6XedFQBNWBL5OXhVr4F9bAfv8gRAPhhWAIdc/ALg8BBAIhDRYhgEfnDDqABOThCZ5gBVUBh6ogh6pQFVRxh+RRA9RQBBIYdL/wDHXwfgRxIgnBCLY3fQXwJ2v/4Ra2QhlJMhBVMAEaQHxctyDogHTRwA2e4H8QMQZ4gHQFIA36chKWUQfMMnS/0BuGwij/EB/TRwweCHbCcA+naBJrQSdG14r/YhLdAg5mWHSwITIpMQHooIBEBxsdg4oTEAgjcHS++IoHYwUtcAlIdw8rsRaQNX3O0Iy6KBDIcHTZ8YuMUgXZoIxC9wtCkYtU8oyYKIjWcIJAszPNxzM6IzRKEjdJVxEUwAh7sxV0E5ByMwZXsRZyAwyA2I9EgQ5C6A3eoAHg8A8U8IPoAA4SiQ4UMIrokA1zwC41OHTzMR0VUQCZVwBlGA3UQRQmyS7TwQwhuYUyOZM0WZM2eZM4/5mTOrmTPNmTPvmTQBmUQjmURFmURnmUSJmUSrmUTNmUTvmUUBmVUjmVVFmVVnmVWJmVHjeIifEhXumVbCh1LyIQwICGzmCWQAAEznAPaPgP6jh+BaADpDAVc/kPpIAE+5Ef+SEedcAN5hN0uwAT18cghCkQKfIPoYAxgUh0McAEaiEhEiIZkkkQ1Ih01FeAELEWTLKYRZd9B/MPSMAEYTmBTIAE3qcQANl0TMAIhqgQmukMTTcHIxKKIwMT9McEqGcSqXmbrPkqsLl0McANhEMld/AP3Yh0FWENu0kSR6ABnLmO1kAFrbkQS7CKSUcKEAIhPNMt9ig0UaMDb2l0hUphDTpwBFZhnlaAnsiHBMiXOGazBPHDdKRRAHPABExAAbGBn85AAf9ADRTABNQwB7BBDYPxdKTRJzFAHSWZoIiBGKRBGF73nKMVEAAh+QQFBAD/ACwSACkAxwAuAQAI/wD/CRxIsKDBgwgTKlzIsKHDh/922bJVJMa/ZzGe/ctoEaPAjBGLMIsIsaTJkyhTqlxZcl8BZ8KcOTPGDdg/bsaccctGbCbOm++AMIHGsqjRo0iTNixS5B8HVZ7+jeFgxemYqKo4eJpalcNUT++e2VJKtqzZswlHODNT5d+EL1K/jPlXZQzctwLr/vsyYUwVDhT2oR1M2KGtfTFi7Pr16x/jf7wa/4pha9e/sUaZGauKEC7DuTpIFt03dlcMXhZR/1Id0SLpwoNHPGNS4J8za9ao4aZWgMm/AtZuPyvymmWRbGPmrtShkeWuIrifOaM9/SV137f/MREL2+xiRkecUP8h5QQJKVXm0Z9H8slMmCXcahW1NYdD25V1RKfcNWIPKff/qUKKJwISSAoSAiLxzxHoIINZd0jxww1dEwg0RoUJXVihDgtYxhIeRjHHki3WUOGWVBVeiOKKKkpVRwGCQXjUPkx4JRdBnhl04xeMNLfSM8BYoZxKOtS2Ui1zHHGfQHDNtaOTyk2whDUyInWaKhiWRAoTD+5HgX0s5WeUkCdZUlGVR1Fw0lwqePThkEQ6tlIMQcL5kBlMeIjmnM5YkSNEVBRg0Y+++MlSIButRJ+SJkmZ554sRWMNlieR4oyeKRXx5ZIpiVmUnQ9Z8kxjkK6kpklzMVIAqSshB6pJCoz/Oic1nvzp0BhLPFpqSjH0+SpDVFgzqEpFFGrrSScYqZItaTBa0gR47qrSL9ZYkSVEpBi1S32cQhpNNqqgJCqr0pY0wqklsSnrj+/cuJICRfXKwbGf5dpluQ/tIg2ZJgWKKUrM+LIXSyc8869J+8wRSrcNQUslviYVUYC1C4VyULajcQNmSsr5qBIv4TZ6SiIHQ7yQhEfQlVxbfrl1l4V1gdaUc0UwIhXLbX2hV10426UXX7+NpGgBHMTF1xdyTUCxinxV0dYS3Jn8kC3P4AGeFVYcgbXWqiyhihWhbD0VKbzEyNIIVlE1gVdWePWPnxxMsPZcblP14r0oFVFCKKqE/8K331+YgUQuThH+lFMqzIG31AwN8wxOxswBDDBz/KKmMJEbQ/k/xjxq9krQvcMNOHjMgQcxpjvDSh3O/AOO6cRwg0dNvCTFjDXi+MKN6Nx8Y0oyefxDTDb/+PKOdiPIx7hJ/BXBnVjDEPAPBR98NBY0Iyye0kRFUGTwRTEgI9Al/ID/0TPMpK/UPiLtgtE+RN20UW0gVfbP58vnr//+/Pfv//8ADKAAB0hAk9SugAiEzQj2wcAGOvCB+yjfP/gBwQqiLYEYbMllNCgM/CVkLPu4YAYz2A+DiNAyiWnIL3bBC9QwJIWWOcwIZ0iQ17imNLvIoQ53uMNaaCAY/OChEP//VTIaJtB+taCGBiDBxCY68YlMpEAHWJEGKFoREhpog0VcY0QCltAg+2DDP6IwxiiY8YxoTGMUalBGNbpRIEQAQkRsIcIuDjB7lmkDA7JQGFGAYlh2LKBgYlAEREjiHwNACzwEUgMN6CeQBIwBE+qQSMIs8glsEAwdIQlA5VkGCJTszhMgkSgPcjJ/nvwHKF0gkHrU4x+uhIcsZxnLWcKjHraUZSxxGUuDiFEgpjxl/jDjjDqwcgAQEEgyB2DLSjITHomEQC6j2UoIZKGSBGGDh4IpTMYR05gCiQK8osADgrxSmco85D/4OJByvpKP8FpkNovYzWEKpJgu4OMdTvD/jzv8oxgEIeMSFJJMUZCiEgOJZ0G0Sa567u+b+fwHxgAhijeQQnpkNIgo/iELgWxCIOUYCAJaKc+BMNSh/oMoOwXwD0D8AwFZqAQpSBHSghwSBAfBhUBGak6BnBSl/IMoIwVyh3IwQCAsPapJePqPHsDLp4sBalDvCc6hIhQQ/izIORE6kCWw0SCVyMJRFUCKLUAVmFK1p23AiU2B6MKs50wIO+vR1n9AoAc1AIQABMBVbaI1rSZL5SoT8sxcGvawsvzHFkTB0n+oU4xcBCzjPhlKg8Q1Jbg0yChtYZE6ShZiMZAGIi+LlHpk4bRZOOcvN/lZiA3SHpOYBSxdSdva/9q2trO9rW5dadc3pIGbrS2V/bgBiI4Oph41aIE9/hpcSH0RrTHoRzUGUofqLoSpO11IHUaKCDtYRCKebW65tkiMakyXIWkQ7T80AIQ0LMS81QDCAgYiGOWJV1oX9JBpUqgQfpx3gwlJjGIIIsP7Sq04KBSwghcsQYIs+MEC0VN4DYyvGGnvIBfGsEAmTOHljeDDIA5xiE0o4hF32H8NLkuKT8ziFrv4xTCOsYxnTOMa2/jGOM6xjnfM4x77+MdADrKQh0zkIhv5yEhOspKXzOQmO/nJUI6ylKdM5Spb+cpYzrKWt8zlLnv5y2AOs5jHTOYym/nMaE6zmtfM5ja7+f/NcI6znOdM5zrb+c54zrOe98znPvv5z4AOtKAHTehCG/rQiE60ohfN6EY7+tGQjrSkJ03pSlv60pjOtKY3zelOe/rToA61qEdN6lKb+tSoTrWqV83qVrv61bCOtaxnTeta2/rWuM71UZ5TgGjUhhe//jWVfP0PZhTBhXMuwg3qkIQSdEEFJTiBCuwgbTuYyNr/aIEvOLzmXzwjGxzwStGmUqG4OaXcFQobOAQlZ2rQ5WZwqUK8500XuORiAikDZJt7ZYZfZegfqgLumYGtgms9pE1ytgjGTLIJVsiZF87YykmOYAc5C8MajDC4Q3ok51/MYeEPgQvI3wxxJPgbIan/ehiceYFxjTcECb6Jcwy4cQR6MWTkbv4FE0yUrn+ooAAHfPMvCmCzuewsOQTx043aUgNlwdkiCwv3F6TulrZYoS1eCRsSSqDvN1uDAtmgQCTwsEQ8REIDIEJ7CSiAhxIEIxoxaCicmVGAUVmjhb7pzW+oBBxCRiNRug684JWirIv/w/DCEAiVEF/nxjidIfcgSK/ljmbGNMUMUPmHKsxQFc57AvOC+wfnkYB5T5zg726WJD8VkiKXCwQJ3KAnmeWFtCG5ayB2gdJe7AIXRLW5AMKglErGgIfHo9kiG0MJX7rgsTTzwljD/wc6jH/mAgBB+BwDh8rV7PHkn4QvL/o9/zX4hRLQbD/N1ic/SibgjZynwfsmgYunCm2XHSTi9746dPcZFugCSAP7azIB2TBfbBYNfWJzDzEBgdB8aLYLGsN/JbF6v6cCVScXOfMzLaMzPuMXfMEI1kB5ZvYLzMANZgAXQsI2bnOC1lI3XGEFGsBubvYSYecN4KAB4IAOFAAO/xAMNegN3pCD04MHFOAL1hBzb5YYw/EM7NZrfGcNf8eEz6CEHCF7g1eFVniFWJiFWriFXNiFXviFYBiGYjiGZFiGZniGaJiGariGbNiGbviGcBiHcjiHdFiHdniHeJiHeriHfHhKpNJCBJF4h/cbkFGIdzZ0/8AOQCBHNnEPk//jiMAgR/fADh8xZ5OxD/y0eZpnBl6zBJ2IeQOFNS3ABF3HZjFgDRJoIaooFavoFhwAInK2CzhQc3FREJ5xi0ZTAx+IaAP1cBF3cgnxcwnHDaGAgAoRLXF2cRR4Er0YZ7xADf12EklgDYIodNywBMZ4EHCRK/blZsqIEjVghEIHjcCIEKTgcDKHA9h4EqzABqWoZsDmA6yIEJxBEHOBBDPzdNbQixdYIVVQIUATkHKDB0UAgtznSJ7ANxzAN2bAN04RLofzFKTADRmmZs+BA3NgDdwwB+wwBxnpkdaQBtxAJbzhGwa5ZqehGKvyC8IQDSy5GsKwGvQTDVS4Z0H3WQEBAQAh+QQFBAD/ACwuACkAqwAtAQAI/wD/CRxIsKDBgwgTKlzIsKFAW/+K/Nv1LIbAGNEEVvy3MVoMi7Z2ORxJsqTJkyhTGtxlTZgxatm4OTPGzRiwmtSo0QT2r6YxZ89GqBxKtKjRobsWFDAzxgoHVRysjInqVJWnf1Ct/DNjRSsjCkz2HR1LtuxRW88YTZgw5t+ELwKrtJUL9+3cMWO+TPjnTKjZv2X3QdwVg5dFwxd/8dpF+J9Yowuqcahy8EvbhmPwjLUVQ+Svw6D/GY7xy1ZIwA2LWLP2zBmTAq5hM+E72xnHAgUgGjWmVSXcOmcLPLP2D3Zx28ZlP2NibUQt1AmT2lpi5gd1VaTM/CN1lfu/JaRUIf9B9Ozx0CK8L6vU8c+iSlsL5vz7YWZJmPqqlizJv5+6dTN42AbdQfswgcRe/4yxl4IJLrjgQBPgkYhuKjGTxmQDOrQLNIwsxOCHCpLyTIYF9ZNGKJQN9IVl/7DookB6LWENhSoZo55KwBG1DzUcJDhQij766GJbSRQhEolDtVWDNUeq9IwvVsA1FHs6zoHiSVQU0CSJRTjjiZQlJfHPL0QVQQGGQwlQ1DPvqIIgSWOQ4gyNGe5DwZUkwUUKE1umZOONKOV4Hjc9npTEM2QiKZAwJylpjXsqxQAlmCmJmWhKu1gJJElUPKroRMRwQOlIYhZVxBxoqhRIAZCixKabJ8n/+ek/tty5aUN68knUM9mwOJSgKu3CTSgoHXopidEUoIpJjraKUhHEtEiUAiMipelJSzo7oLCiGmrULpLdetIJRUXDC6wmyfrpCNfmuR0TdJ7Epq+zGmQLNylZUoS20GG0bEO5DNRWlkWNEC1RY+xg5FD7DCvuQcTC+E8NuX26jzWhvFWFxi2meNnGKw4ETZ8n7eNlFZZR9oVc/7CccsdtpVwFB8H4FWwRTrQ4AcpjoKwVg27JdRkp1phH4j6/ROIEB6FA1TTTuXhixsxNh9L0P3M8R9SGv5jBVo9OtSWqJ1ZMADYHYl+mgzNGp7QABXeISgrac6vC1RihSHVEV0fo/zByvf+M0CU37/jCTUxMBMLXO9wQzo0vvFQc70kiOXNONvKBMwceje/wTwnipIGHL5v/QwziC4y1izNAvPOPOZjzAgkrvBgzBzC2GyMMNwW0rShEprW3SwFFWCBQGshM9MwuzBQxebD7QLPwRv98IF/gEFU0YhHlnTZWLcw8w9mII7AiUPLPiF9EEbV4D/j78Mcv//z012///fjnr/+AgvGz///1GwEtKECMWwDwgPK7BSta4A8EOrBeMagFAexAiwdaEEm2oAUBSmDAC3oQOm34xyU+SMISmvCEKEyhClfIwha68IUwjKEMZ0jDGtrwhjjMoQ53yMMe+vCHQAyiEP+HSMQiGvGISEyiEpfIxCY68YlQjKIUp0jFKlrxiljMoha3yMUuevGLYAyjGMdIxjKa8YxoTKMa18jGNrrxjXCMoxznSMc62vGOeMyjHvfIxz768Y+ADKQgB0nIQhrykIhMpCIXychGOvKRkIykJCdJyUpa8pKYzKQmN8nJTnryk6AMpShHScpSmvKUqEylKlfJyla68pWwjKUsZ0nLWtrylrjMpS53ycte+vKXwAymMIdJzGIa85jITKYyl8lMK/5iF/tI33AK8A9r4Maa1IycNdaHKDruggkaSAK5VDDOOpQgCXWogwpK0IUklOAEO6iWHKGBjoz1aCoJ6tEX7sn/T7OVgF9r/IU1OpSXBFGmZwY1qMwmVoBjtVFYRxiVQ1RAKzkygQooMUMBfBFHXjBBLSe5wxxjMIeIoqQFcvRoSpagpY5eFFAMGdhs4khSk25ST85wKBs9igSYeugfneJFHCEq0YZ0iI4qqILL5tIbqUzACgcNGNEAmsZfQCMYR+gW2vK2z7dwgC0ZmwCxgCFUOcaAHYKgAB5KQAFwlCAQboVrCdChgxKAo65MsNkc91EEVhXAGsmyhjZ/8VfCFoAZimmmYjVZ1oEIgziPdSxxitPIZ0jkjTEoQBesgAQz2O0qXNmKVTxhN614trMq4B1VyfiLZ+igUAn5EEI44IzV/45RWC2LWVtuBJchtegyecmGPNX4DGpEyTcTOMFw01gAaaALJW1ZVRt/gaqHwUkzbjSuT0eilzpQk40FAIJUVNIWdLgxGtVNEjjeKCDf/MO7bYTNeFPSFm+cN71DycYb7/Hck+yTAG7khXGLOpK2JMONJE0VSjhg3/gKo78mgQu52hgD2xDYIcH97hpX5wmeqYwucvFwXpaqVE9wg2RojMEzPIG2r4btHy2WCtpeLGNGBIMaKE4xN4iBBwr8wxsaWG9bKeANIIMjGGr9Bzp6zASJ6LSqu+irRYQj2OEkSzjFiQZxnnFY0Sz2y2AOs5jHTOYym/nMaE6zmtfM5ja7+f/NcI6znOdM5zrb+c54zrOe98znPvv5z4AOtKDfZ5GMUFao39XwQJ4cx2rd49GsA0KknfFoYAChmt00K0tagAQrkKIrn/Y0Z8ODhE94dgka2AWj1dja1xIEQbAWyFN9NAEdKBqOeAoScAVyo43tybZm/IUzmFKStjBCsHIsgAreRJJjy3HVC8FpSr203dj+w9lxfCxITUIFJjT2jXMgBUrEPW1PVFshSbCGBjo6UGaP5AhzhChKNiGIZ1/0wgqRQyKAXcZfFIE9e9FLgxoktIOijAMTluMuBGGGMPyDtP9Agir2ZgWKU5xYNUg1HQ37D2pYIw3UYAIFXDNyZ4DFGXMYYM1H6liYIkRDGIWBeQFkzirRqBraMwwIACH5BAUEAP8ALC4AKQCrAC0BAAj/AP8JHEiwoMGDCBMqXMiw4cBd/5g9i/Fv4jOLAidWpPhvV5F/thyKHEmypMmTKAvuS2SNmjBn1IxxA/aPmzFgNqnF5HbvHzVeBZ6lHEq0qNGhtmzNoWKFwxhP/1RxsPLPjJWmUj1JpWpGFVRoIY+KHUvW6K5EVP6NqTLhy7+2Y/5VifvWLVy5E/45KfCxrN+yuyD+osiLsOF/FPeFLVqEnRW6J79MqAPS7C5bg3fx+vVvc+cYuwZ3XPxX4a6g1v4VYKKa9erW1FKzPrpvDocqKePqMGprAbQCzgqkXk3ttfHUzxLtK53QVj9ipLxGh6rKTFTr1Y8g+XckkAXSKJ9l/4OcUoHZG4yskHKCJHp76fA9kQpTh0It5gfPqhiZV+AJoUQVcY4Vbg1VRwFE2VLAEmqNkZeDavVn0AQcBDICePjVModAkOGWEGSkmJXGbUTtFiAvqsRV4EAFrkiQWwDiR9A+3JBYUhIaEWXMGOTJWNYYRziznI8CRYOihCPVYA1HKcXgC4FEUcbkSUX4woGLDk3ASAFTymhLGkQmVIRtHqa0G2cpPfOOKkiKpAKXYXZUY5kjJVEAmikVkM0XPZq0W5clfXkSkM5gyBwvwrBpUg1MAFpSDNz8g6VJlBEVAzFXlqTlknEOxSBjwdiYEo5EPZNomw692WkRNU7aEI54hv/3Dp9EBYIgUmCaRKihpT1zpElmWAMRUZEWRdmwKBXhTKYkaQlnnLmatERqRDGDqaskKVCEoyPFkGifDTESI5H7LEtnQaEkJMe2J0qWkmSBVJbSAnMccdC5BgHJxJBEnsWIWpKqGBePAj24VhUcmFEEryQxwcEEuK01xhdzSUqxWnNRvBatVlDATIJMeFLFXGthLJBdKrLFow7PMOyXLfuUwIEq/2Tq1BFWqBIKgThbgTMVFPCbki1OMvIwhXE59Q+BHCyttNJWUAjOCMiiBJE4ofSs9dKhfGFFKFKR8gUHSzAjdJgxFMDLP+a8M4cvxjijAQE2GTMHMNlwYw00Ixz/1dsz3OCBxxx4EFMNHv8Yc4cp/4BDODGBc+NLNjiMO5RHNWVjtzG+MFFCMs5k48sc2ZjDzTtAOFN1p7Z8VIRQMTzzASgCfYBgDEXsw8zqRe2y3DPDpl3TPwQswC5iQhVRxIVj7TOC8iEx049AvlQEUQwh7VNLUp12733398VQ2Pfkly8WLf8EQ5P57LdvEi3+sGKHP+7Xb79C/PhDQAn03+///7XQH//+R8D7WWB/BUyg/Q6hwAY68IEQjKAEJ0jBClrwghjMoAY3yMEOevCDIAyhCEdIwhKa8IQoTKEKV8jCFrrwhTCMoQxnSMMa2vCGOMyhDnfIwx768IdADKIQ/4dIxCIa8YhITKISl8jEJjrxiVCMohSnSMUqWvGKWMyiFrfIxS568YtgDKMYx0jGMprxjGhMoxrXyMY2uvGNcIyjHOdIxzra8Y54zKMe98jHPvrxj4AMpCAHSchCGvKQiEykIhfJyEY68pGQjKQkJ0nJSlrykpjMpCY3yclOevKToAylKEdJylKa8pSoTKUqV8nKVrrylbCMpSxnScta2vKWuMylLnd5wrXh8SPC40VqhNkZayDImBXZXazCCA4d2IERjHgmFeygghNQ8wT/qOY/khCMRokxBjFoQdNCMYG8lPMt5jRn06oQCg0wY5lcBMpb5EKXianFLfbM5zZ9Ff/GX4QMXAwxAxP6BkZIiW1RZLTGfkryhSVcQoy8wIEZALqQDkyCHf3kxhKwtZAaWK6LwlAoqhqiAmsII4y8oMZESeKWJTjjmxrlKELiIlBfgrEASRgpQ1QVxhg4Y6UjcQspvAnGXTjjUyYbQy44tLSUyaUKNSBjEXjBAXJOwKqhmFjTKISwrlX1F0WAJxcHk4YSNLMEOkCHHXQQiBL8o614oEAJ4nqDj36RF5dRDWeswRm1qSYaqqHIwsTKy8Im0qSpCSlBEntGj1DLIUAoiPi8SBFqCMAJXfGEVsywHasgoStmgIpVrNCVGswhrF4sAjYL0qMH6ZQK/ORiNKyhCrf/8AlLtDqZwALGFgr0ZYsxIFOtvMgLZzxmKGNAXBcLAISovWsCqx2rcFESl3h58aVEGQM4HqtF4BwXJZI5UBd/Md1B/QMdXhRGZHUqEu1yN4sFeJJMGQIvgm6RvKI6iXq8WABjKAq8/+iAF6NBDE/MdyFuOQEyugip/JZkYni41RaB8l+UTAAddrViDJhgBojxKWMV+7CkQlwyulCAsrzgxr8mMAanNCUuj2nai2vW4qhxwBjPIOwVmVEACngDHBoARzAogLhgAPm8FADHP4ic5HPM4XZg/IVE4IQa1VhDKAWY7UXg1DJuGfbLYA6zmMdM5jKb+cxoTrOa18zmNrv5/81wjrOc50znOtv5znjOs573zOc++/nPgA60oDsIWIEU4KTCQPRAJGxGj/Q3ccAAxj2cIWlK/wMYQDCGNNA4hxKoYglL+HRXSDFqqJBiOqTQgZe3mIh4FaieTAWYOQXi1lVf8RfW+Jc9X3SyXquoKnwN4y64cYQDH8ROY8w1Q//hUogygQoUnWlVZhPlehnbIPs5KRh5Qe2g/oMU2N22M5AQ7YPERUkL6OkcDloSOeRxDJsQcD//qSlSaEDHWBx2uhTStIOEgYwxKjFuLkaxtrBFLt9+Fhht4Qz32MsT6aqqVMBmBrDVTAfcsHUWU2oNJsyBCdQAEzfmIA1upIEdIxu3Bje4UYTQlBEz0Ujb+DyzGWEMhkua6cgKAwIAIfkEBQQA/wAsLQApAKwALQEACP8A/wkcSLCgwYMIEypcyLDhwF3/bMWI8e8ZxX8xokWLYbEixWe7KO5zSLKkyZMoU6o8OOKZM2H3qGWj5swYNyD/uBlzRsxmTW74hDEpsrKo0aNIj+4qoIKDFSscVHHwNMbpPw5jPP2TStWpFTPCkoodS5bsPiZm/lUZM+bfhC8C16odA/etwC9sq1ihAK2sX7+2IlLc9evXv8KHf4VUbAtiUmFjJhyk27BtoLGN/xHGWDhG4c0S/43823AfUWfW/qG2Rs0aa9fOnBVInWi00SLArMAtqoAo0iJMUjtj8q/169eqC/wrEJi0QluCtJJC8m+6k+lWSD0ltSSMmSUKlB//tTWHQxWjdTQfFaaClCdV06sjuT7fOikn2a2NcJ6wiNZ/kQEoWYAESgZgdaIZ9Uw2bBklwDNG1eLMEQINaKGAGAY4QTaJ8HfQLtaoAtduB+L1j4kmDkQFSLf5ottREBbFDDtWnNjWQCi2lSNeSzBhm4cC1UIBhSip8Fsa5qF3VAzCWHFjSROYYU1zQAoUA41POgQXKUw4tlIB2aS4kg6HFbXPHEecd5IlzxhWpZXSOGlSW1QUcNFKMXBz4psKxWCMnHMu4YyXVe5DQSgpMfJbMEkWlZ6CuWXpUJRd8nnYn5IytOWgRoEppkpkuqmSLUOqaVISbVoawz2AktQWIwWI/2rpQTqIVxSmJ40hKKFAGhqKqSXBelQR3HBAokqPFhVDpCdNUEOlfDJZo0lbEqfgO5+mpABGRZGXJkqoygokcK069GpHZgajloMsrkTUtHNySWWV/BzKEAfrEsRIuyvZ4syLRdUQ40rM4HrvQG3VMKWlttg6xnkPn1iXjlXYNQEpBfyY0i5FKBrxF3LhVUUVIJ8YcsQTqCKMbyvVwg2RX7ylZlUNAkhXzBPgsQCvHu4yDDBHPBW0FRRysMQ/VoQiVShfcBCKCgXwnBI0FHQ1BlRtYeUUzVhfVRXSJxQxb0q2FLEDdUo7LZUZPzidCwdRhRIVKXPUQlARC/yDDJAvGf8zhzHAzPEPL0P8Y1Nx3LzjDDd4i1VEAYf7Mgce/xCDBzXJ1OEMHsRUg0c1luskTGpI2bKAcokTw002BZhCABOrc5N4cbwwN5A/MRAxyT+3AFkLM2JjBBEyRPxDgT//FLHLM8zsh1nygRURg3LPIEPMP5fw45FyRTwTGDNj7fK9RRwvkIxAt9i5vPhF2HYLLax00EELyM9q//1+WbAPMclMAgwt+AugACMkEFBoYIAITGBKCMAGBTrwgRCMoAQnSMEKWvCCGMygBjfIwQ568IMgDKEIR0jCEprwhChMoQpXyMIWuvCFMIyhDGdIwxra8IY4zKEOd8jDHvrwh0AMohD/h0jEIhrxiEhMohKXyMQmOvGJUIyiFKdIxSpa8YpYzKIWt8jFLnrxi2AMoxjHSMYymvGMaEyjGtfIxja68Y1wjKMc50jHOtrxjnjMox73yMc++vGPgAykIAdJyEIa8pCITKQiF8nIRjrykZCMpCQnSclKWvKSmMykJjfJyU568pOgDKUoR0nKUprylKhMpSpXycpWuvKVsIylLGdJy1ra8pa4zKUud8nLXvryl8AMpjCHScxiGpORnnlG96wRDeXwIjXPHFxqphcRcaXxF0XIRglOoIJtqsAOVGAEOMXJCHGqQACCsJUaQVQHqOCLA5KB51XiaaAJSCYbLEtjDJhw/zSS5cufAG3LWkBGBWtYs4y1S4KBSLKlf+SNjUdDiRyKcD01/oIaZsgUQzR6xtGpYKEl2YQpjCHIJCTiTmjkBQ4yipJn8WKNHgUpSUjxRpoWiXQWZQJVWmotNdbuoyg52kHNeATJqOk8cgFUg9YygXCtcXrBUJSx4NY0DuTiKueZqrH+EQxooDSNIyAOJPBAgRLgQQNm1cBYIaEBPESCAtmYgzW+ikaKKCYG1ihANJbDC+L0lRfRfEYBmOGZYxqWkrYa3T8UG5aBMPaNvxBsSe5BkALwYqhgLMwzdGAGKyDBDKoww3s6+w/QaiW01OksEurw0rpaow4gDZBBBnQQJP9QQ2pg3KcV3vIkEt2otzq6EQdOkFJpqEKmcxoDHtQ5xhiUB1gnidkJBnZGjuaxAP+yrrnwgFMy/uK5K4lZF5grRmHgBLklsQwaC0CNcqFEud0dYzTAq5KY1YG8YTTvcVfCFjx0yIy84IYnjpWrf5QAjfNt1B8LwI79qiQyOhPkGMBRV2ooGCVN60I+x8iLZxjpYyeD2EDXQjKUOcGgZ8Rm1b7WNa09BStdcxKMKbBhMk7PGsagwD+8QQEK91gD3vCGBsARjB7/Ax3goAAeYvNUjhClAM9IzWyaqde8RlkgBSBKDHB72C57+ctgDrOYx0zmMpv5zGhOs5rXzOY2u/n/zXCOs5znTOc62/nOeM6znvfM5z77+c+ArqAzEVK7f+x1jqkxBmXvAYx/MNrRwHDGPaRBUuW5MU8CQAIpVOGJTZ82LaH9hHSo4wy6mnF6NL3RhQoEr6sggropLYBCBSIpytjaRv+AVWv16QyWngQJ8T1jnpZAYIfQFLPltQZQT6KCYAOYG742iUvZyA1iBzKmRcrYGn9R7ZRQgQk6tihGtZuQDvyDFWtMKHoXoqsb7DqN1ABQsRUCF61wWYy7YEIdSGZUycTsRP6+0ARa4Owy/iIGzDCD0kIB2quowuH/eM8/kKCKIwSCGci28eJQlxpusCMN3CBOyFVjjTn0tI2KFFnKYYTxC16ExeWDcyYvJJJxFQYEACH5BAUEAP8ALBIAKQDHAC0BAAj/AP8JHEiwoMGDCBMqXMiwocOH/2zZKlJk17MY/y5mjBFNoMaLMYrY2rULosmTKFOqXMnSZBFr1v5Ry+bsXzZuzoxxMwZsJ7WZ3IAIc1ZgQcujSJMqXcpw174iZqz846DK0z9VHDyNiWqFqlWsUjkw8sZkH9OzaNOqTWjLGpV/Y/59mfDlH926VeLCrUs37lwO3EasHUzY4a6Rv2LE4IWR8T/HiUcqHcGNQ5WDdR2O2fGv5FFb/2LsWty49GKS//aBLry2XyImTArUlE3UWezZ/4guqJX03Re9K2s8O7qLWcxnTP7RXm5btjXkrNfGqJbEzJIfS8yoyr5d+5J/TqiQ/3ISaI7ZlkV8Wcm8MlBolk7TWce+ZHt97txJmQlz5ISF1dEpVYszRwg0AVwHjpFgggON8QUHdUADoEq7BGNZSwoctQ8TVh1oF4IgKggiXIEUcF6ASHH0IXAC+cWiXHGdUsRRz2TzW0t1FNDSAnOEctlAdbkI45B2FYiiUrZQwwF7DtW1hDUTphQDN3K15N5RvKjioUlJFIHRkRqm4SNKZsSEnoU/gklQEcQsiVIN1nim5krRZLklREk880tLBdj4Ikp1vLeSLT2mCREpEc3JUhGVneQkE18qOpAO/+zJ0jtaopSnpZKiZIuYhjYUlxmQtjSlm52eyuRDNZTaKUq82P+pKVI13shSoC3tUihKiL6a0i6NmvSonBTO8U+oKOkwHEvPYHrnQ5bo6etJhI4JUVxwRqpSeuu1RGmula3qUKvETttQDL9kelISSBXxzhh/QlQXrixVi2xD35lrEmULcYDZP6RA2dIIaK4ELx4VLSprQeIWNIElCSulQgaF9cONj1XcJddvwMErl4cnPBOlp25d9kVex45RxY0OovzbZSpP5YtgLO1jTSh0rSzkhx++XAWEIjGFDWvMfGNGKFghHUooD3qSy1R1UfVPDf0gtcsCvHAwQVdxcRCXFWN48gXXU309AVWBOEMzSzFo4AQHR7jp9RJWqPLPeqGAfYQVVGj/cCJSy/wzCQX/WEAYNEwQ8w4x3LzDDTffCMKKOP80LhPlTIy8UgzO4HEON3g8jscc4OzAyj/vzBE66KSHXgA0SxXhzBzmpO7LN/9ckgftxswBzE3WQLO2Urx00AFrTu3zTEUFiLYAKAI1E8NwRQz3N1JmVUT9RRYY+88Ctug4fUlFPFVuvbtAs8/0/zADe+X/RLP9Psycv1Qr+uav//789+///wAMoAAH6D9+GJAfSzmgAQnIwKMgUCC1iKAEJ0hB3hCkghi04D8W2MAOPuSBtRjBPkZ4PYTs4xYOIaFZIrhBD7qwIBpsYQjNIpGRkOSGOMShLWjxjxI0I4dAPEwN/0fImwe+0IVVEwgCa0HDf0RwhDWMohRtcUKB+GOKUyRiRKhYxCN6sYUjAA0tYpCGMpaxDWhMoxrRmAYbCIQaa4yjGdtADX6oZh9d/CIDH7hEs9CCGEToQhdqQMhCGvKQhJwaIhdJyC684RDMuGMM9SjAJPKDiaABAiBkIZAsePKToAylJzspylJm4R9ZQMAhkAGaSVKSgJi0gB2e8A94DOCWuMylLnfJS16iMguIAEKiWvhKBgrGFswoQSWy0MtmOtOZAulCGmrBRSMWE4AIDGNxSjALZj7zm+AcQBakKUlrXrOAAhlJEbjpzWfaMpfvDOctx5mGiODRnOfkHwJVE/8Sdh4EngJ5JzxQ+Y9cdpIg9YinOKU5EjzmM4D7tEU/u/kPAYjiH6K4qEDqMYB/SIKgqKwELetREFGUQwD1EIAkOIpLekrGlQ/VX0QnKhBAMOAfDKhBJ3RRA4EI4A43Tcgpo8AAHgyEEgVtKUNLAtOY6mum65yFQBiAgH9UVRcEAEQUNDqQ0wngH5V4wz9O51GxbiKnEFCoS5nqVHTyM6oCIUVV3/CEGlSio4CIRQ8EcoKqVuIfEMAoAmiZBUAQQCBRGIgn4bFWJ7a1f1D1pyhOh4st6AIQpEgsIASiC4AVRKsk/QcgcHFKAZzSozyoR2Ob+thXRZai/yDqRRlwOtX/WlUgiZzaP8rxhsQOhAdZMCklACGAKADilEt1aGtlmhp1shMeAx1IFP6akI7+I7QDiG4WohvWJUShBiRNLmuXq6hsjiSZ3dzlQOTJyyz8VRS6iEJ401BO8upPm8lc5i4Vyl54loMg4qwBfatp3/zxxhaC0W9/w3ndejh4oAKm5j0LrC9M0qIEugDBYOABgQEwQBigEQw+KXwkPv4jjBkhgi4WjEr21iMWgGgDLbhIYtcq0Yn72EU4hNGCFuCqqg0hRRcY8uN/UACBCK7FiGuspmzmeIPWAIKUnUHlKlu5ykX4xD+qEY0re9kZUmZCEXhI4yUzWU0zlMgWgwjEPw6E/zds1mE6U5PHM9sYxzTEIhZ5OBBh8EPPU0zNCOpsZ9eCUDAqTHSi/+GPvyn60U60oJkLPSd8ZrCCBrl0DDlIacgq8NOfTgioFdjpUpv61KhOtapXzepWu/rVsI61rGdN61rb+ta4zrWud83rXvv618AOtrCHTexiG/vYyE62spfN7GY7+9nQjra0p03talv72tjOtra3ze1ue/vb4A63uMdN7nKb+9zoTre6183udrv73fCOt7znTe962/ve+M63vvfN7377+98AD7jAB07wghv84AhPuMIXzvCGO/zhEI+4xCdO8Ypb/OIYz7jGN87xjnv84yAPuchHTvKSm/zkKP9PucpXzvKWu/zlMI+5zG/NKYDzYkYFKMAzrJFz5eiIFzqKho6YQZp3Q6OeSRhyEupQhySUoA4qKMEJon4Cp1cDGjVPdwwKgAd/jcHr/noQXMAukFD4SyPr3gUOjgCzIMHs7XjBywRI4Sp1/4IJSDhJXJBgjRKamxfWYMSzHMKudsdgDkdoGEM2QdZ184IJb0HJEezQ7scLHiUqcPcvEK/4hNSFFDVht+X1/g9GJEf0kB98Qxhh+CklXlgAc0bW0R140jOiALxg99bz/o9coGxlmalLt/zyj8izexe8aIEVJmD2qMVlApehi12Y//USzMjwQA+GHSiAByODw/slCAT/OEqAjvETA/fvTswznmGRmBTA/fD/Rc4tsqyZ2//+YIqJMPRfEB29O/cpYQwCoS3nhhEakHfa8RVmgIBWgAQJ6AmqEBX/YAYqAATNg27y9y0DwSAGISIvAhjpxigXQiQEEXwOIiQcYwz1V27PAARgwxITEAgrSG684ILxsm+bN4IpcTBmcm73wDMpMRcn4H/mVgDq0XkPcQLpFg1zoIM7iAc9WG7CAATqEoQTMIToxgvcIDYG8w9Xcm5M6IQo8QWcgW7CYAxVOIYcAD3pRiVH0XjmFg2VcS8m8X3oVgDCkIaOcoUzKG6i4YYGMwbg0Id+CHlv1zIq8zJy4TIxEzNW/1B351YAZjABZ9M1X/N1Y0A2YMMByycWGuAM9iNuv/AM3HAO4MB9wUAB31d+GgAO6KCK/xAM4KAB/+ANFPAclWJ3oLE8HmENQqdzyhEN7neByxMNs4d/yJiMyriMzNiMzviM0BiN0jiN1FiN1niN2JiN2riN3NiN3viN4BiO4jiO5FiO5niO6JiO6riO7NiO7viOdpd7QKccPqcc8yiP8sY+0iANwPCDYAYE/+gMwGAMP0iEmvcMOkAKVqGQVkAKSNCQVtCQ9WEdqlAH3BCK5bYLyUGJBOEhHmkXevEFoXACRXCM5RYDHFIlKmkrLJIZVZB5lVcAKqB6CvF5TGCS5qzWK9dSfNYAgOrGC86ABDe4EKznboFHk54Xe+22eUayk1Rweo4HeUOpEEUpekcJe0sQeuvmekiIEF9wB/9wPOxWe5KnATg5br9wlFOJEEtAiOfmDKQAfR4ol434dnAxBjpgkFr3eJSCBKqwN1YAmHljBaHwD0hQmBxACmjXbuEzB7ZBAVQGmc5AOJMpE/XkDNSQGPD2C7YgdIshDFvXPDkXA8LgGDEgUQTYVgEBACH5BAUEAP8ALBIAKQDHAC4BAAj/AP8JHEiwoMGDCBMqXMiwocOHAnf9YxYjxr9nFjE+0ygQ48VdRf7ZgkiypMmTKFOqhLiLWZEC1Izd42aMWkxuwP7RBEaTmjNh1Kw9C7myqNGjSJMuHMnNkyoOVqxwUOXp31Mr/8xEncrBKVQrGp6NVEq2rNmzCGMkYiSwypgx/yZ8ifsFrluBcunCtfJMItq/gBva2ldxF69f/3hZPLzL4i6JY4vuc4YVIdyGE06INLrP7y/EhxODtvhrly2/gc/ue/avgLXWTGDD5hbbmdAi+zgH41BlpWajL58VcOZadoHYxy++TpQ7ddnHVI6oQkKKanVP1z85JbWdWq2iz97V/12poKitBc6qU59+vb0qM//CmFmCp4Bzsvy4LenNcMK/MRP4B84CqKFUBDdGnWCfSiCxJdBlmJFyn1L7UMPBF3MRlOFA4403BhUFRGZgNbz5ZhSC/w3EH0NUiDXhUTFEo4p/JZES20oFZDOeSuUhlhIzvlxokgqsvWjkQHAR6WNKBapUwz8WpRTejCWNcYQzIh55UhHECFmSJ9ZEmVIMXW6IUiBaxsVIAWKmaRIvwlBZ4z9NmpTjjiklURSZXpKkwoJuokQBSn8uaWAa/6yIUh1QqvRMnDRCZKUzdQbqEJ9mPlRDmCsV4YsVmZokgHmImjTBmm1a+lA0kJokIXjZvP9laQxBhtoQqqqWtM+gJyXxjKEn2TJHiSoxWilEU0b60KRZ5srQLs54YitDmx5LEjCgpgSXDpKhNAGRqTq7kGFyJhTKQUsAJ4ysKU3A7UrQONMnRIy4KC5ER/hXVxX7fpGXvmO4BZcCiVj70AjyJjrGF3ft+w/DdgXsMMNgQbMSSFgt3JvEUT0YV29zTUBKAc3dy5At0RDD1oVHeGLlVEtYMUYoUR0RFSnWjGBeEcJQwQFcP/8jMwdCBx300HFxgIe9Ku0jSCiqhGKzFVPDZwXUVH/BQSg6FGCwyQYN8wxO78xhjjFz8DKoMNnMAQzaxghD5z8lq7SANdxk4ws3eMz/QUzf/yTTQh7V8D2HL4CfgwNRwBXACzdzGAPMHLuUwMovk/9jzhzv8FTEAmCTJFERrMUgFjIECGRBR7YUwYzOSJmWWxGmW1TALQIRAA1FC/Y1EexItW7LSM/kxorqFsUw0usC1R3689BHL/30z/ND/fXYHwRJ9tynyc/34IcPPi0CbS/++d2nX9T57LNPUPvwqy9/Q+HXYv/9+OdvPz/+DKT///cD3/wGaBDw6W8ECEygAhNYi/79wx8LjOAI9Pc9AqrvOwMxYC1GwA9awO98tOgfG/7xwfHxA38VtCD3MCiQE9ZiHw1khjCsQcMa2vCGwmDGP4gwghv6sIbRaAbu//ZnPRVij4Xf298HKICIf3ShDlCMohSn2AUGvOGJU8xiHbqAgBZEo39ENOL1kGi/EfijDQyIxQDWyMY2upGNWcjCG+fIxid8Iga0CKMYsZfEWtCiAAyII1oGAAFdlMAfetwj9fp4C248yQV/ycIsIrG6WqRQkdNL4ghoQY0nAUaS/7DABC2Jyej1o4Un3GQnHTKAgrQSIqC0AAxJWcrnnZKEqeTkI+vxDxfwEpIDcUErgenLXhIEmP+QYxZcgMxYzvKStbzXLZO4D13+ox6VEAA2oxBHOboAApAcgCD/IQplLrMeT6hEJUThgiiscSDOTGQ0xTXNE1ZzlVl4AgEgEP8FQAwgCv+gBAREAQhAZEEgWUDA8VrJA4EwoAY1SIYokvnKZM4ilM8s4jzpicoXWjMLomAABJ5QA1GwggEI4MEdGECKgwoEoA0lBS4qQU6UkoIUujAmQi8qS3luVFX19Cg+CQoCUSwhClGAAAP+IYAsMEAUOX3DPwD6jye8YRbLZAUCYHpNSNYjnpbU6E+B2tF7PmkA5SDAG+4gAJWiVBQEYMBS7wAIBkhipvAUZwcQQNMBSEIgoqgEWKE51kAF1azG/GtSqUqJqb6hof9AQHkEMgAEULYegYXkSAlQiTfUAAI8zWhhcxVUVZ7VBQc9qChEAYFeulScAkFtPVq5TGb/XlOcWejnE6YKWoz6dLRaKq01C1JMZJ5EFOmMwhN6W0laAjdXfbTAKg1SUZQMgJnYlWQXRLm/5zqLkY7UKVKE2UZJluAD/wird6HrQn4wgwgraO1ZDloDDSBSvetNExJP+EBuACKwswiwgAdM4FlUghIFTnCAKzGLGrRgGO0Va35ftF/77cMfQDhEFwSixSxqoAQE0ECHpSiQLkQCEsO4BQwJO+EJsRCXFr5FM4ZB4xrb+MbD8EcJoARBHPvYAv7gh2hbfKQXa/B+CNyHkpfMZCX7wxcD8WCTpzxKFEqYyN7rIwABiDuBTIIXt9jy/wSI5e8eWcxlJGFi6IbmAJK5/8xmLqH77CAQRMqZxXBOHz+6/L48+/nPYrwyoAdN6EIb+tCITrSiF83oRjv60ZCOtKQnTelKW/rSmM60pjfN6U57+tOgDrWoR03qUpv61KhOtapXzepWu/rVsI61rGdN61rb+ta4zrWud83rXvv618AOtrCHTexiG/vYyE62spfN7GY7+9nQjra0p03talv72tjOtra3ze1ue/vb4A63uMdN7nKb+9zoTre6183udrv73fCOt7znTe962/ve+M63vvfN7377+98AD7jAB07wghv84AhPuMIXzvCB8GLbv4jBaqD0Gl5U3Br2wfgzbvMrZO/CGoJgBCPswAgq2EEFJ/84ecqToBmW/+MdjCP2LxLxj1AEKC7+ubnOiTYGDkBFA9EwdgyYgIQUuWUuC/sP0pcukCW8pti74AYpprUQXzUL2AVQwUlqUAAoE5sX0YIQtn8hdapLe4ZaN4kZvFZsXuDADGJvCFzMcCOZ68fsCVHB04ttjbRDZC6kcEaxEeMMuJMELjVgwsOJHQNqLAHvCPG7zJ+hp4B5LC4Pgovlv5CLf+AsXL+OATM0EIoqbC1ANp/AhVQfl1D0nAOMmEPQj32PamRDA0Pwhg7soAN07DgQvy8BHiggiH9AA1jDBgmbYuAaxFgDMY5rzS+EsotoRLzh2M/+WRb/j73P8B/fn6H/3JQdg5g3BAgEGcqwLYKDE7wnKmagilPMUHStICH+Zpi/FaiQBtDvmheJEAhEUxD+EXcFqCz/gAQdB2y/wAQZsyNiBxd40iFJ5w3CFgPDoigloTV1YH68VgDSUC4m8Rb1EWy8QA3Z0i6BACi+9gsZuG3CAAQiWCVjgAd752uPIy0p4S8KYoIvqG3WYAwzWCU2aIIosoMTgA4WA2yPMy8n8QnCBoJDWG0YuBJacwLIEGzPQBmQpxBv8S6/9gsWN4UkgQfCBi3wATINs3lryC9syAEUoEPAFgNgxwg/IxV70XNFAzQ9ZwWqByCeAAycImzMwAQUgAfBcIj/EAzgoAHe/4AOFAAO/xCJFOAN4HCI3jAHRfA1uiZ6BbAR1hANBfCJrRENQmFxQccm9sGJ2teKrviKsBiLsjiLtFiLtniLuJiLuriLvNiLvviLwBiMwjiMxFiMxniMyJiMyriMzNiMzviM0BiN0jiN1Hhp3Ad+4Dd+Djd7yfYL9sEO9wAEQAAMwHAPzlCOORGO/8AOQuF/Yag8XbAE7yGPS0CP8ZcuN2MFSNACg8h41oAmKRKQlwEhNKJ6ZmhsUXcEG5MpGYJ0D+IvdOeOvWYNDlIS6WJsvEB0cecQfyJ0ZUcSc7EEglds2nh4WXFsYOcyJpEE1lCSwUZ2UweS/7AETPBiwyZ5DoUBF1RQd8P2C2HnKsdTbDHADaHQhQbRAWwgkf9XAHqiEJVBEDpJc0JZAPCRKA+jhnJRBVmpLzdXBMg3hyGHBOfiCVCzNU9RllDzD1PxD3NwdcEGEs6QBtZADWnABJCDN3NgDXOQl3PADcXxlcFGhzEgEYohGsJwGMLwGfZBh6zYbIA5VgEBACH5BAUEAP8ALBIAIADHAFUBAAj/AP8JHEiwoEGD/A4qXMiwocOHECNKnEixokWCtS5q3Mixo8ePIAmm+ZeQpMERBoWFXMmypUuIt/4BGTji17+M/GrprJXQ1r8Ru3gOtIXypdGjSD9m/Her1gh+t27R2rlznwVa+6A6rRX1Fj+tApcmHUu2LEadI0bsW8u2rdu3a0dQNUu37lGdVpstGHZrwYJ/w6BZsADtn4URw/75/TBsxIefTNPqtEu5ckenhpmgw4SHAiZMFPAsQudtkbfNnT+HxhQInGlif3dank07YkZoeRhxCOPETJgwZpyg8YQEDRJPaHr/Dh6GuHFPmBLdFFu7uvWw/YZpcMJJmSJFnL6H/w/DiRN58+DFKzp//kedZ1OpX49oq4jAZzH+4RcY49m//vk9s4t9+8y3kE7QgBPGdwyu99uDEEa4YIOKoKGCfZMZ+BBRiThjjDDcGANMiNRQYww3wPwTojPcZOMMELww4Z+GBdWyzwIN/PadhDz2OKEiP+ixwD4Z0sjQLtSowIEV/5hhhRUcqMKBJ1Iy6SSTUlLJATDI7GLkdP8UccKEPpYZoXhmMAHmlwrZYo0Z/1QxRpxjzDnGFwJ9Maecc06A5wQCEWOfkTsVEQiZZib6HRoCFJCTfBPt4+UuMfxSqU2/WBoDL/nFYEuBHhXBiyqAGnTnQ3iG5JMt+e1i06WXUv/qqZcP4YWjjhCmxx54iv5gwjBEQRrRLtYU8I8z1vxDjTXWLNusMwWo+UyxtHIEDTEeKTDoRp/ah+yxajrrLLIFQLuAsDXqZCiiC4aBBHlIMGLeuw72qMgGSFjDj1wV7bIAL6R48g8pSAyMhBMEI7yEKmYs8YMZJezjE0dFEMNBqhqd8E+1F+0jSA0DC0ywwQgfnDApjASSBqgHqjvmjrgS4IQyyXziRw2gjOcjeDVYgwy/FNlSACOljgGo0f8gPWdBgBYxsUbPvKNndQInffTVVmddJwd1MPP0QbZ+g+uDnBAcBgGkcNKweWUCacICwVbETxqhyEnQ1HgX9MUERyT/29Ec2c6oURHsWIEnxnnOibfic1qSCMcG7ZSIgjD/xskSNSCxxBJOYM72zmgwUsBWFlnD5ERzUlEA5BVVbDhHGuen0T5pHFFFRUsw8XXkGT1TB7vk1WCGGUgIvwQSn9ebq9pqAj1RDNJYsXRFsmtUQDZ1wt5RDMZIT9EEabJ+1j4j7DC25QiT4i4oS/yo85k/kAEN+eg2tA8FdU+EJylMiD9RESO53UYU8AybaIR73qOIJQrIELyU73wTIgABzMOKtNWAO2aowecetJ4LSaYiv4je9CCSOmsY8IC+eN1G6vAfblHAdhQZwxKc4b+w9O53lbPcJ9LGCVCYQRlLQJnw/zaoI7U54yf1Y0gM7pHAiTDCI88wRvY2EgiPdG+EEAGfmhqok0TgAXjtYlcNqBAvDZ6pg0WQSxIXcr/8SWR/NOTILijAAQFqhIAciQEwmiiRBZ4QbDZagNhyqCMH7eiCSCgeEb8TP7UUSSK/MF0M/yG6P1pEj6dbobG4VTs7RkSGcWxgmHBISDOpQHkMYt6anscEPkZEdNW7SBRdWREBtHAjhcPiQybQsxqG5R+JEMCPlCchCqGSQRtghH8eGZEF4M+TqBqY7jiyjznUkSMK6EgRmKjLh1hiWy0DVoXAY57ynEc97DFnedTDiR9gwgJEskgRjNVNg+RiIHNSpi/Jgv8nkO2OIguYAwwLAs1/hGIg+2MCyxSiE1owow7C8YQVjFMcJ3jiN54QDhImmsjkXNSiqniYNT7ATPoUQGBfuN0YbpfSpC2NpbfjQCAKI8dnIAFQdtOTSgWY05UmTU4TUAUwwCnLJybtH4cToNLy5KcvaKxWtaBF1PQQCB3oQQCB0IMOTkAGS5zAElS1aiCyulU9eJUHmCgAMmRTkX3EoAQbPcKTjvAPT9DVCkv4gidI8QUOhIJhGlijRCjwJA7MybAcmMAELgalOUkvsY39RyAWsM+H7GIYeJArk/7q11x4oo4c4EAuQhGlf9QBGf8E5D5ogYwF0CIwyKBFIlwLjRH/0OIfRBBIIpCBjNnSAhoLuMUwEsPWjhVBGi0CBuB8ccRkcOMdvpjDO1jEi2esyiPQKII5uIGHfxADD3MABziocYcSMAG83wUcOLixg2+BxBnCMIaKssENa0DiH0x4Bzeeyw1fiIMa04QIVdICF4n9QyX/6AdW3iKZ4l6kPl77j5diEJN/jGRjYdqH01S1C2gwwz9F2A8ysHWJBdjnGfuxbhEMDJKMtMpYf/mHL5DxHwEN6B8LFTBVdpKWtNx2IJO4SYN3XFI2GbksRKYKLb72lSQX+chQtox8nhzlKlv5yljOspa3/JIf35fLYF7JV8ZM5jKP2cskMbOavxLmNitk/81w/gqa47xmN9s5zfy4LS32zOc++9kCArmvnwe953/Qgsx3BjOi/THcRjv60Y1eBivssAxIW3oYzfDHodmcaC2z2R9FKEEkIgGRLvwDEKSASCRKMIdlbLoknbbymG8RA0DoQhIryLWud83rXA/ABb0Odq5lwQAN+CPNsb7yp0vwBAi8xAVZyAIDksXpZEdZzsOowwp+7YJue/vb4A63uMX9D12kwR/VtvaR2TyMLqzgH+OOt7zjXe5qoDvd6p4PdditbXjP+9//rve9YZ1vfROE39t2gUAU7u9uE8ThA6hHwxk+gH9UfCDeFviYC66hfSck2wl/AiUo8QSGCyQLFf+nhEAkThCJV1wSPKhEJUQxcY3jm+O18ThgtP3rO1SCEneQBM0rkYVZMIAAA3iCQGqAi1i4QBeVqEcWABEFQCwhCgyouS7svXGcX0fnIP81IH7OgFnc4R8MQAEgTv0PkOliIEsARND/EQVSMGAJDHhCFhpuc4J7nTZg57kLCECJAQDiCSBbwh2i4GyD7B3tPPhHJTqgC5BRAuUCqfjWB/536wT+3dIGBCAQQAkCoJ3tdB/YEipREJf/QxQgy0IlXJB0lW++650H/ME/zvNf16AGsscFAlj/BARYPAo1qMQAoO6CGoji1wPgASVg/g8EMIAHpOBBFm5/89zb5fOZ33v/PSL/+H/sXeGYt7j5C3Lxti/+H7PYPte77326gP/b6p84wMFdjyfoQhRPQHTc53f1NxvY1m/7l4AOVxADWIDWIWcWUAIJp4AAp3/ldm7054B2IWf+AAmxZ37RFoIiOIIkWIIiKBCUAAhF4BUEqIGV8RXC1QJvIAoA+AQ2eIM4iIOzUAk52IM4KApRcATEcGwZ6IJ0sXEfkAYasIRM2IROqAEU8A/JoIRPWIVLWACcZ4TVcWb+0IVe+IVg2IX/oAGG8Q9heIZiiGda+IB0pmb/kCIDwYJtiGhryIZzKGcFYRN3WIR1aBl7mBA/dhN32IdhFogC0YKEWHCImIh2toiM//iIkBiJkjiJlFiJlniJmJiJmriJnNiJnviJoBiKojiKpFiKpniKqJiKqriKrNiKrviKsBiLsjiLtFiLtniLuJiLuriLvNiLvviLwBiMwjiMxFiMxniMyJiMyriMzNiMzviM0BiN0jiN1FiN1niN2JiN2riN3NiN3viN4BiO4jiO5FiO5niO6JiO6riO7NiO7viO8BiP8jiP9FiP9niP+JiP+riP/NiP/viPABmQAjmQBFmQBnmQCJmQCrmQDNmQDvmQEBmREjmRFFmRFnmRGMkmliSOu8AM/2EsvACSycILI1ks/VEElSKNMeAMgZAEJXACKmAHGmMHVMAINGmTjP9gkzoADtYQS85YBCxUBRwgEIn1D0VZlP+gWKGwWCVAVMxYXUmAU3hSBVNZlXQSJ3iiTLwAjTFADUtgEVRgDTm2jL+AA2ZQTw1hBn7zjMJgDSpQKm9ECskwjV9ZEZtgCtIAjbxADWdpjm35lhWhAmvpjPmRahVRA1sEjc7gCWjZjSEJmBShApv0jLvADXSlP01iQlzJBFRAlXsiEFVwOkwyBkwiJ7dTl9BoEyqhWEbZV3W0WDEllBcTCp6wldNYAILgDeBQApCABxpQAr7Zm5CgAXgQCaFRAtzgkdP4C7bwDMYSDf9QADEinWpCktHgnMywC7aZkdzZnS8hDAiWLG3/eWBriWDTKDgTkZcFEA3bqYw2YQ06kDkMYwVIYAaq4AlU4iRNcp//wDBIoAp1wATMsJHGGAMFUAdwSRBLRRBHQxCMwAQ+eYzRYA2kkjcHwTgItScc0AVOaYzP4AwqZBF1ggeTmYwxYE0FNRETgA7NWADSQCoagSfv8ZTc4AmIE0NjgAeDiYy8gKIbMQGBUKLIaA3GAKP/OKI7eoy8UKM3qj8TcAJCeozxZaQi+ozRADgp+klWUALNyAsp1KQU0QEt+qIJOknoEGPKeKLXpBFVQKLM+Aut1JgO0Vcn0KHFGJJEk1KMs1N3Ypo6hVR24wTUEKHHGAMaQAWRhViFdViO/zUGhgUlfUUMidCeJhoNBeALofEPwQAOGuAN3qAB4PAPFBCq6MCp/4AOFEBfEEqohRoNRTBP+mEN0LmexTItlloAATJPRVBZ3tmrvvqrwBqswjqsxFqsxnqsyJqsyrqszNqszvqs0Bqt0jqt1Fqt1nqt2Jqt2rqt3Nqt3vqt4Bqu4jqu5Jps0Bmd/0CpIZmuAkGgz9gfBHEPznAPM0Gv5gAMMzET0emuaboLTIAIT0IK9EkK90mwnvAJVBIwqkAKgWAL/IqMv1AEOjCUpYI1RjOaDBqkrIqMKwknS/OxeHIqeQKa/3CZXOmVYMoQ+SSd0VgAUVkRSJCYzmgTqDkRhv+ZmtzQlxTBCEm6jH9ZphCBmJTajDUrETcLjXwppwohB9ZAhs/4mEDrEGNgsuU4AXcgCA9boIuZsg0hB7fkjLwgsUmJVICyN2SrNRNQBUL5Hhv7i7bwtgNBK7ugAQ5jlKpgt3V1t/95BAcjV1SgAby6i287uAJBK78wnXNQXyrCBBTADUDQuIzrDEyQBkywq19LjIMLtxtDKZmyKZtiDbzAC+wQkqD7D+IpDK4ytMOYubawC67rujFQKaEbug0xu6+CjIO7Cz6RCImQXUXADK8aYs9wYsOLYsKrH8Mbu657jIMLDdOSD+9gDOLwDkDwDuIADNkgDvdgDDsgIjuQDcD/sAPvAAzWawzP8DiBm4s+oRYnYAY/YAXuqwqc8zBI8AP4+QP1+b5msAqrEBwPQwXfABRDsbrVxAg/8AP/cMAKvMAM3MAHnMDvOwdwk7nCWB8nEFIOnMEarMBjcAKJwLrCuAuJ8A0bXMIZnAt68DgUHIz1EQirYMIwrMCrUKe6S7jAqLu+88IxDMMz7DQr/Iuumwh5kMFocMBoUMQ/gMQljMIqbMNAXB864MCr4AQHrAo6TMUmvAoCsKs1nFq6iMNLoMMKnByboAobIKZQYAZ3oMQavArv4bpO7ItBvAMOjAabUL//cAdQcARHsAEmnAuOA8eaC8QiTMcNvAFHwAFI/3B2P3AEZsDGJ6wC6BvHvYjD+3vIB0VaByVXkOzAAGpdXRyMrlsE4FDHnnAHR/AwJZvERqzBucAD6EuMQSwOdbwKHbAJG8AkRzAcR+wknfwDgJwIMbAPFSbKzVkHYrzAaNABdwAHCBwKaDAwA/PInlwHf1EUIdzCybzAToDBVvADvWEGS4IcUqwD3GCMQTzERIzERwwlVoCf1NzAaHCZUYi5YrLNbdzNquAEWNzAq0AK1rAMy9AP9nwC+KzBRZzQJywAcPMPlNyLtpAIv8DORkzRrHzRR5zEFv0D4tDEg+y2o/TNG/W+3/wkP6AKSMC//0nSLE2fuTAGZvAMEvPDbn3rE84ADnIwRoqQOYpABTWgCE5QA79xQTtNBYpQPIrACD8NDgoFwhXcurWwAImADaySDqzytrvKKp6Ckm/rKengKdhgH5Tl1CycuwMSvK+b1mqd1sHLxazrxRCduWs913T9um/90WV913q913xdjD3B14Ad2MkY2IRN1l4XEAAh+QQFBAD/ACwaAB8AvwBWAQAI/wD/CRxIUGCagv/4IRwo7B+FhRAjSpxIsaLFixgzatyI0RjHjyBDihxJ8iIxgsD+1aqlsOCIkjBjypxJc+DKlQQ97luYrKbPn0Az9rP571ZKlbZ4GbP1b5+tfVD3xdhVy1aMp7eEAdv1dJdCpkHDihXbbOW+Wrdo2eJKi9++XXDjUpVqqypcWm2h0tqHl+jYv4BJmrVFuIjhGEViIE6cWPHhw4gXF+H6FGfgy5g3DrbFrAivz5+FCeMlerRo0qdPg+YVIxHXs7Uyy54tsdaIpxZ8LbGiyoynH0iWqFK1BMkPM2ZUBee95Lcn4U6W6FiwoHJs2thpm/1nzZuqCWO+WP+x8mUMefHhx5e3kp68evFfqDj7Z2vE9ez4L6+0RUsDh1zDBSjggAQWqEouHNRx21n5ZcQVM//sMtAzMfxDoUAxPBONhRXSt1Z+tTjlmSpfGGjiicN9YUki1jV4ETPWMPEONff8w40xztxIDTXGcJPSjc5QI4wz1ryEX4i2FCEMiSg2SeAYOkxW130uRrRLZzX8owoHVvxjxnhacuDJll2aMYYnYSKRTQFgaefUCHX85+Scw02wxDOE2VflRPs4U0MVY0xQ3j+AChSeQIMC+sU/glbBAQVGuskZMbzROSeUz3Cl50ZWSfhLhaz9w9ouv/yyy1ROlbSPORwsipCrFI3/8Q8eEZLEFamKhaqrYqZK2OZgioVRIoEAqvJDLmMcOOcXClBYH5UX2fLMM0wwUYAzzlyb7XzWWJNtAUzgSVIR73wxgUgCPEPSAonECO4/2sbrjLVEPlPETiohCQ0FlQqI4BIAhvKbFaHMOUEdBbwGLUVMUbDED0sIt0RyExP3z3ikOGHFEdNJKJItcxAqUh22zqGCGQ+jTJzEElNsRhikcBObWbtA41+xAR7HCoAdHIFGKDs7OcYJmVaWUQyRMvpPoEufK6vT5wpUQgH4ghSDL+SJ1KxI+zBxxNIQMS32BOeCswBVIZ76C5MDWrGJKp70/MMRR/zg5BeOOMsgRvtQ/8MBQbLKOqih/wzuZQEjPZPNGLKGdALiIvHy3UKNC2554VSwSXMRWA/r7x0E071xKHY3OXTRe180QhqhVLGRHImNRAEHroeUpUjMENOqRmOQ4gxsb41QgpwDzh3KEZ4ccbwnOJ94cMJGY/SM5FFftOgSTHgM0jOda/3MLyGB3PpGSVBIcwz3sC3gD6Ekc0QuoeByRL+5ND8gs3ovPNEu3PydkaxmsEaHtocH9ojkcQPkyDOWVD2MUEGA55Oc5wKUCyTIzQpy+9IPOFAwA2HqKqmziC1YV7uMJAFyISnC7Er4kROMhH/+0wgpBDKYfdzMQB0gnSrkdoQ7eIIDdzCRnf+gF8KK8KIAk8PI9bI3EmB0yXvgA8ku5jA+jZQPfEhiRjCsYL8AjWc4XwwFBwlmojGkS1P6kwgMeeclJiRQgU5sHEgeJ5JnvCOJGamBG1XilKkIy0A4q58qSBEcDhzBRHiT0qaiRULyqQt3aaDdAUdSBG6EgiMzZIq+tlgFOo1nPGPyYB3wNKWMRIN6GVmi9kIiR5Ao4IWWZOFFrshHWwyjC8RzEoB2KcQaFKFFfOsfG2tgjVVypAhOhNVGFnW7kEwPjxghpoRss5YChKGTlmpSFXbAoiJWZAFUlCVBLhlDgiShCCMZQTUk+RFZnTEk+7CkRco5hiXYBEkLCESrVHH/HvaowjxgTJYqtMTPL8CHn1aowgTMQLXoYWQXiWAEowwqqEFV7lzmEhkpxDUSiVrOdWNw3RcKVR6QitR1VhAGNEQyAhy0TqEjHdQEdhe1kAZqAnhgEQ2d0qcu/IBg5FnCfzjIz1Bw0Qz/8UQoGNccBBWMCnNgBjAxYosFUKBgRA1FwcSYC6TCjwMD5QAjuNEmKS7Ab7LiwNNmejFPLEqtHCCbWv8B1i5Yo2oggUYezIBV5I1hfvAjj1E3hjFr3GcwtVjAL3aQjcbiobHZeGxkvwGKFnzDsZhlbDbeAY1h5CmNFYkBE3hBDW68gxvcyIY12ECAIGWDG8R4xz+cAY2z/5VEtDsghi/wMAdwgGMOeDAGK1xIDN76Fri+IAYv0GkraDDBtNSYgzmMwYQStBYYxpgDdudgjIYYczPMSIRhxkveZ3yACQKBxgjsRV7DJMI1hIENSPZRBGbsgkIZsgAoBNIMxN2XPsYcCX3/UYRMcchGAhkGMy5k4HsxtyS7gErREHMfCyQsQ0xhxkvKmi+oEGYtcokLVDogECLcAsQh/vA+7APaPbl4JjeJilM+/OFadIgITZkxjaPC4ha/+McwuYmQhxyilghkxUQeMpCXDJgks0Rq+SIyk6fcIDZQ+cpYzrKWt8zlLnv5y2AOs5jHTOYym/nMaE6zmtfM5ja7+f/NcI6znOdM5zrb+c54zrOe98znPvv5z4AOtKAHTehCG/rQiE60ohfN6EY7+tGQjrSkJ03pSlv60pjOtKY3zelOe/rToA61qEdN6lKb+tSoTrWqV83qVrv61bCOtaxnTeta2/rWuM61rnfN6177+tfADrawh03sYhv72MhOtrKXzexmO/vZ0I62tKdN7Wpb+9rYzra2t83tbnv72+AOt7jHTe5ym/vc6E63utfN7na7+93wjre8503vetv73vjOt773ze9++/vfAA+4wAdO8IIb/OAIT7jCF87whjv84RCPeHYyZBhrIM7iiCtAxhE3rX+s1NcFyIYLk3CCEqigDiX/SEId6pCEErC8BCdIggbQu+sYFKAFZFva38bwty/0fOcc+FsoAsGMKOL6F9ZAQuGWtqhDhXRpVVhU1EOqAhTimhfWYEQDK7IoUjBhAbqOATeOoMyLMOIZJ8k1L5hABY6Y4RK7XjsVtm6RDkyCHbr+xRzIvpGzv7HWa5do33kt91Zy/R++q/nYyx6rfzyQ11nnCCOssetfMAEJdK+I1/9O611Q42siLdwYkLU08zCqcSMVQAGMfusY8OIfSvW5UcdgVNcJilETCAXZQmGMIrD+1r+ABjdKgAcKmCIQ4PgH8kuwfHTooATg8MYNCsD5Wrs+BhCifgEov314WeMXGq/Q/zOk8nuJmz/fVqd8Q7jzD2Gon/u+fn1GavQPj1io/LNW4ZjMoPQvISE5vtEb45EcnrB/gVAAj2Rr1hAIEAE1CME0A+EJcxBgsOZ57OQqyoSBl4Mo5uINCThrBcBAIpF8thYN3LB0H7Eoo1SC/SNOGME44GB1siYMxgBNGzEB6CCDy6aCt8YL3OBWIAGDlFdrwgAENqgRE3CAJTgH7AQSJGNrBUApjJcR25QIUHgPVpB51vMPkwB8TOiCycYLzmBAIDEB2dCDQECGHGEuRGN9ldSEHJGEHyhrSKcCJPV0TzdSH1U4JHUuq2drv8AMzmAGbyUr46FWVjBX7PE3iZhWqv+gAcWEa8KAA9kQDMFQfN7gDRoADsFAAbSCDuCgAf+ADp5oI92na//1DBsXDRb3DNYQDRqnLtr3DzEQDdV3friYi7q4i7zYi774i8AYjMI4jMRYjMZ4jMiYjMq4jMzYjM74jNAYjdI4jdRYjdZ4jdiYjdq4jdzIjBsiKhkHLxo3EAXwjb+2C0VQAMYABP8ADOzoDEAABNhCf9LgERfSa3NQA4M0JqTgCVZASP8oHCqDMifkayRTdlFzLuDhNAOBCIRXACqAKIYnR05nULD3fag4dhwRkbx2eYZHEV3nDPg3a1indf/jeDSna3s3hWHIdh85ESEZd0xgki/oeHcVdiv/uREcuWszyRGs0AGsoGslqYUTsQQ3IH+xRhgFwT9fw5J0BRGCl5QfVhBIJ3oTACg2lZUntXQTQAo6yGocJiHXVwCkYAVOMD+ERTD/gASXpFRwEwo6wAQjmWplFRcx8AuhwQ3zQgHU4Aw3QA2+cAM5Ipjc8BDcMAdfCZYRAhe8gpeg8QvCgHf1WITdBQQeAQTswAvSQH2iIhAUmGqMWSqrgRqRaQymeZqoiZrsoBpT8ZmmFpr/sF7Ux4qf0S1YN1rgYg1rN1ox8hnWUgSn9Ckeo5SgORXOpQGMoHInEAYnUAcqwAglQAUndwIq0JyMAJ3SWQfLSQUzBw13OZwcVmpw/0EajKB7Pkc7QWcucXWejtIqMyUoQadQYHUO1DcVHoJqChEDC9AGZiBIX1A//5kLJQIgAVqgylKg9VMFoZAGUjGc+EkMiEEpnWRQFFqhFnqhGFoe4JAY4Hlq/ACh3/MD4ZGhJFqiBpUN39Ohpvahv1AE/hF1JhqjFYogkFB0KlpqLOqiCSWjPDpSVhAI32OfxImjxAB+EnShAIqgAiqjubADqyek4RlqLIp2OzqjiTgcXJILV0oiJYogFOAZUOqhRVoEw7OkFMo+rPADixIKP4MLBNqlHKAB1+crUQpqLMoL6YOkHOCmf+MzAqGmMromo3KfK1qkSsGlFdpJm0Awm//wD7lwB6Qjo1bggYM6pKSWo5DwH0h6B4b0D0cARI4aowhSAmDqmlJapDHASRc6N42aC1+jJQSapBg6BjE4KmD3oEb6T6vap2jgPwhSP0FnpheKB9RHC/+wACcopp/CLzBqpf/Apk/0A3cwP3QDqBbqpc2wC8EgECSmrC6qqRY6HEYlrryhPJcUCsJKoVpaAi3QancqOSMarsdiUMfyrM/KQek6UqpwB6xAAHIqEEOhrFdzHjH6T1zij+BaoQcSChpgAXtBp2IaA9AQCQlrosqSC1WQrxY5ARQADaYiEJY6ah+qGEygCjDKpSmSIiViUCmLsixLIhlrDBRyo5dKi7+kkAiBUFE9aqIT4EvCCbKqdipTVAdaulS0h560QzCCIkaO0jq5t7T/UQMTaJ+EimpwAT52BA46AA4KoAM60LVfqwPOB7ZkK7ZhqwMoWnRUG7KndioZMi2xGIuqiIBxW7dzOy1BurZ1KqUewph36ZijGbiC+xmlohhwMRBsW2ptYpeK0biO+7iQ27hxQRBTGWshdrmYe7kIUbmrdgtJUxI0trdkFhAAIfkEBQQA/wAsGgAgAL8AVQEACP8A/wkcSLCgQX4GEypcyLChw4cQI0qcSLGiRYH7LmrcyLGjx44UEvoaGHLEvn0jDNr6yLKly5cUEf4qKKzZvl0Dm620xdPWrxg3ef2zZUFgjKExasFcyrSpxlv/9tnaR4vfrhi7ao2wFaOr1188f+3aF+NnrVpSbfFbGdWp27dwBSqVihPnvxjPCjzL++wfX75++wLuy2zXrqkjlMZdzJgl3SIFmGTDQwwcHm/e8ICrfDnzZjyUPRMD7axAosMZFTdezTqiUlu7RkA7EWrMhFAcqnAI9cVKKCtfcOsO9W+M8N22Q3nakWhoxtbQoy9MS43RhDHFv4zBvn3Ml+Ld/33/775du/cJVjQUaataunvWc++WmPDFPPn7+PN3/zLBjLWhib1H0UpFXPUMXtH4ddSBRvXll0CHCfjaLs/god+FGJI3QRgHTiXgRLtAxoszzmTDDTD/cGOMMyr64owx3ACRYjb3+AWNhFvhpcN1GfaI3z+eMIHRhxItwIQZqnDgSZJW/GOGFU0m6ckYHEBpxhie/OMEBdY8Fx1asBWwBH0+llneP9QY5iWRDYVoHX3/kPlPFdjF+d2c2NH53QT/dOkemDEUcAKPZvo4ASMFiLVSexEZ5tNRvMwU6VW8dAUWbB+NwM2cCtXp0BjgDOXRVF3t8stMp/4T6T8/ceXhQFLh/7WDfl/QOUYu39Va5qHWKPoPow8tkEgBpf0X2T+RccMEsUIyYc0CtdjFETDAafRdHZk+s+w/zlhjDTXegmvsf3kVIG2sghLaXRWhEPfFERzk8s8R3vXI7qYRAtumBowgQYoq/qriyb+eHLEkKUiSkqUzbG30TDbbcZTEXRwV8QsjRzhBBSlO+NvxvwEH7EkLRTwXqzVj4pfLER380+Q/P/zTQRX2XfgPEkxgtahE+4gJ3kJ82pYdB4gU0fBFzKSRG0c6dFQLDqQIFPTUDE2Ah9FRcVVhfrqxkgsH/9wxUC6GhlEAL/lKhJcqfOZqkHbiYQd3EgV2RG1H2HK0DzAc1P/nqXgC3VmQdkcwkRG6O+KnHS7zhj2G2GT3+IUZzuj860RzXFSDuRw9Q+3fFinA6kZF8MI2RRNQwblUfY5Z83a5iO3yQLn5+MUS1PyTdqPcLE1R1B3tQoHvGgVSwFHSoRuIut2tzMpAz49Bs/S25nfo2btDFE0Bp1OkwjMzvVdDRzFQ0zdFY5DCcNa/PDNrfv+ALZD8X/8jb9zW4+yrvgyFZFEN1kCeRp7hi2ptRHThu8gzjKEK0D0kdQHM2i4KUAfmbacKLytOQeRXL/zcS3c74935fueRIgyvChw5wfE2Yos0HOEiBfgVXShowe6ArT5gq8ILX5id/OUsew/hhTD/ujeRJCSqI8ZwIGti4AtPCC4iYzgCwwDlPgzhD09HsAIPO3ifDT0DbWuCyD78VxEACvAiRSjgE0PnII1Egx0RmwgEk0KXZyyvUGDL44Um5wychPEhRaCGEysCPI4wYw7Eu8gJOmKLOfDQe3d5DbJcZ6b61Kd6iqOccygSA9PxiSJJYJDD3gG3i2BnkRW7hxWU2JAoTrEtzwCH3wrVownQDTX8W0g/0hARFAbOSQU4mkWgMZI1om8H6yGdMOJIEGMSBDuIYgtdEoEEHplnPODxjnjs87oOhgIdIwDiQ/bBBE/QbALTm57UBCK9iE1gCQX4I0VG4AxzageF0hMPnfCE/08U6mpOHKBASjZSC2ocoW15itvPrqNPgeggnL/ayj9MaAbdxOk2nLponIYjNPoIR2pjiMR/PJRLheAkH6TggCpS+gWFWWEJVlBFFrUIpRdiqiPM+IUnOICdCUyAp/H7ziovClSgWgEcQuIIV8DhBIMZhzgcWMIPfJMk3uxGFUvQwEDmApt9PEwHgUhCEgSggyToQAAqAKsjjkAKBZg1EGUlq1kFgAde3EicESkCDoDwjjmYIxtz8MUvhpCMd5zIGHMwhjC4EU9hXmQXzHCGLwALDnDMgTLc2ME/SiCONFT2ssTghomYsICP2GIYfQGGiTbFiyn8QxhzyIYvuPEOFv/x4hlH46phirCevexFL+VChjP+wYoiDOu3vn0Gb+tmi5SUtCG1gAZu8XKVYQiEAv6IBm55u4CbegQn0Kgbg57xgcz9Q6IM4m1fvPvdiT7DMOdNxj+IARWsTHQfWCsIV2FzlbKc6r++Gggt/Ptfr+AEMZdjk4IXoxST9MSxUflFNQbCE5Xw5CRyWbCG46Iak5zkwx+2RXumAmIQD/S5G06xS85ylouwGMUqjjFcELJZGdv4xjjOsY53zOMe+/jHQA6ykIdM5CIb+chITrKSl8zkJjv5yVCOspSnTOUqW/nKWM6ylrfM5S57+ctgDrOYx0zmMpv5zGhOs5rXzOY2u/n/zXCOs5znTOc62/nOeM6znvfM5z77+c+ADrSgB03oQhv60IhOtKIXzehGO/rRkI60pCdN6Upb+tKYzrSmN83pTnv606AOtahHTepSm/rUqE61qlfN6la7+tWwjrWsZ03rWtv61rjOta53zete+/rXwA62sIdN7GIb+9jITrayl83sZjv72dCOtrSnTe1qW/va2M62trfN7W57+9vgDre4x03ucpv73OhOt7rXze52u/vd8I53qTv5D2YUoADR+A8v9M3v4xXAaD/p9C9GAIwWMIIRdji4wamQ8BPYQQWLTMIJbgC+TluDAr7xqUY1znE+/fQfyOT0LpzxQprN6ZLa/0z5eFDonzNiugAqsMgSBO6MK1VEDs3Z9C+4sQRntvIIz9u0MKwR84rcoQXG2DQvcGBzivgg55reec8n8p0lDFfoRP/kRGbO6Zlw3Xsx3HT5mh6RqjMhgZjmRQEmNhHsmGF0m2ZCKBDKKZNXC054suUXNz1BfnGAp7uJE9h+WoWffuHvKNQAM1ye6QIIggJ4KEEJ/hGIyVPA8iXAgwYgYaL/fBptz7BGNGZyNmQJBd/WONC/5c36cQuFIEN/rUD+E/tQxyCZFJGGX3Bv6aMwoQsCW5IZkOAkKxBfFWbI0pOQgCRPeEIFc1ihpXlRBB3ILyFBK4jWBWKGnF06Bjhg5//PHAi38nPHO0n/fu98aZHDd6GNlC4AO4hYEeygI+yV/oV5Y80LYhiw/f+QN5YmDPdAf+jzD96AadGASOxnERPgDfgXf9QwVBdxLS8HBBRoEdsBDp6Xfwy4EWOAB5k2XKwUERxAAARwacSSgfX3D/I1fTHwgRrBAYGQafO3fa0WA87AgujzBdkQgZO2C0zHT/ekT3KTT/90T7pRDbxHaduDBEZFJWNgBVEINlSIHUDFCMRwdZf2C+sRDHhAAd4ADhoADsFAAaESDGSIGWj4D2kQhs7QHGiXfxO1enqBLKGHLKKHLPn2W4v3eq0XiII4iIRYiIZ4iIiYiIq4iIzYiI7/+IiQGImSOImUWImWeImYmImauImc2Ime+ImgGIqiOIqkWIqm+BGkp3bCIBCr+HpqJxAJEmp5qHv/cA/AAAy2+A9AAAQoknT/Ji1i5wwqYAZLgHzFuATH+AlQQgrLqApUwA3AiGm7YA2koHF1co0D8Ul8ohslYDE69w/WcSfi+EvYqEFGBIiY9gtMgAQlqBDf0X1z2HvcQAo+1xBLwATo6Goq0IGZNiJTQnX/YHVdN4/1yBBvx2lDV3Rgx2n+2I4LUQNMQEaYFgMEWRGb4GlrV3+koAHx2GgQpoNmgIMO8Y7vxXfOMHP+VHi1Qh+FNydtEzSoFGnChBPIUym0ITCh/1BVOmkGSBI/qvAPNXAjHdlo8NUVBDEivMQNITEHFOAMTOkMaZAG95AGc/AfzvAL+ehoNOlfvPB6wvCVvAAE0iAMwGAM7OAM0nCWaQkMX2kMo8cqZwRhhUaTWKmKXykM7CANxmAM97CLt/iXf7mLfal7qxhwFNZoWFkEoWcNwsAETKCXzsAEK/IiQOAMu0gik9mXaHlvwpCViUZjP0FRANMCSIB8zTdzTrAENaAKNVCMSIAIpcmTo4kO61Ep0Xho/EAMXWEN4PBxHtdTnvKbHpeN6xQnVJA7BSGXgUYM8pEb5jE9fjNL0XlN2jGd8dONaKecgfYLBXBHtFRL52hfiv+mFGo3K9n0nfpxPba5aORpDRWEnhjCH0tgDes5nqrinjUEn90BQavCnqryDxDDNbYSN7piKElAn0NJaO3pneRxeAoFOPgTnxNQB/+RoINGnkxASeSxMhf5Mj8AdOdJKxNaoYzWnugAP/9wkQPxA5BjoCTqn/sGDvnRG7hwJ3fgS5FjRRNwAi9qn/uWMoqjomEzP5gkovMJdz5qDYOSH/dTEO1EPRfCK3C5D8uQaOQJoOe3ocQBM1vqTwPRTdsxAfvIC/ywDPsQDFZ6n0v6I/ITMwLRpMRRpOUxoYnAeIfWnhraoHVSH790BDwEptqxBERAEj5aADIaouWBK7CDQvDiskNyyqcD8QvNsAwwxmfkaaiV5BvxEzgzGoDQUAvaKWhK8QsoQyZlYkmzpDhAeTbiuWjcGQj6iSFVEJ63aWjEMBPPQHx5ckEatE/91Ku8mlDxAwzeeJi4qZt+oQG5MXjbVxuf1IBxQqS7gR4lkCitymgL4gwKIAAnoAIQFwgQ163cygjhqgKBcALkegJhda5JYAzrMRO1emiGURbIMnvWUADecm/5mq99cq/8eq8C8UU/IS2hOmhc6ZkR0ZWRchTAWLCCtpWsAmASO7EUa5TwBWmrOBAXqxEbSxAOa2of+2MBAQAh+QQFBAD/ACwdACUAvABMAQAI/wD/CbQlsOC/ZwYFPouRsKHDhxAjSpxIsaLFixgzStzlkJhBPP+IgWs40qNBaAQ1qlzJsqVLlwuK1Pn3xco/K19CcajC4d+EMQnHTEhY8x+Sf0VeKl3KtKlGZxqB0iwoVSCHEk6zat26tEgLgVVdAvVUgKvZhLs4LhQY41m0gwzX/msbY1eRlGcx6hiat29TW/sSWfv3jho1Y9yA/eNmzBljYs4QGzNGjVcBhH4rgnT6xQzUzE5t7ZrDyKYqDp5O2zRjxTRq1VY4qPL0bwRe0BHDKvWMO+tRoBO++PwCtMoYoGO+CDcucKiqAkl7N+S4Ncw/Xi5tMdz161eM7jFi8P9i+Ivjrtsti1izohvjlwkzl+4juEs8w/FsBdb/N78vFSYuFcFEWc5YYw01BlLjTAEAMngQNP2xRNA+c+zEElA6KGWXgc84M6CHBYDo4T8F/gMgetJNFIMwKpBylIuMuOgEKUuoYkaNN4ZRxxy1vFSEMTa5lKFLu4zwzRJm/ICkKqSYwSRtpEB51BGBWEBfQcIxxdcvKvHDzRE+DSXUP2O259M/gSxAHUtFAMOeS3WU1ZIt1hwl5p1k4jkmmScUsM8/BeyVIkTMrJdcWMRN5dAYKmDW0i5pWNjSkC3VMscRVRgkHFCJdirVBKEMJhA4Zr5EzZoYrWgFXxYJRwoTKGr/ZEypes3lkjBkamRJEQxx5VmvGY1AQSgZAUVFAcCuFIMvOMH5UgzOeJIlRmYwQd0JWlmnrDRvZsSInOlFmumk/3ApYRqhjIvREv+g6pRUyV4UAxDdtvoPKc64q1EB2RznkgC2tpTNmRlZ8ox3/2A76EP7DKtuRUB9a25LxDTbUnwtLcvBtBdVy5E17GbFiDUTY/QLt7RGxIhSRQQjKUt4OLqSLeg+bBG71OHBKlMSqxQDE/VW5Kq1Lj3zTqItBQLuSs8Io8rOFhmMMKVNLUFNrBQJmy5GESMbIDdKzaQvRkX4srFGSxC91RieqL3vSiu/BA0xL6+kQMArUbg1RhNU/1sQOimv5APeGDGDMkQ9EdvQEaKmx8vTLL2HLdYXPa7RBKckMjZVWIKFEQUseQmmcWNkWrpAWXJaxU//6HCXS/swwcEEpmf6BXPKgWU77kDZFJ2EBRB7+1TETbBqrjQNlekSz6QETRpLvCdRT81ZxVMoE/D1hQZzFvEOFUe0Fr4VYFrBLgehjIH+aUvs8md2z/iycvYcAFX/TV/MPsH9/I9BrJpKEURsjvAFTxxhY6zJxT8sdDZPMIICt4FGAXYgEKqhSQcqAJhA8EA1HWiwdUsZRgG4IQxjzMEYwJjDPzTACnGkMBvU4MY77kG0981pAc/gBh7wMAc8EKOH/zAGAf9M8Q9w9JAYOvyHL7LBDZm5ZARFuIcMzTEHYnzDFJfIAzeWOAdqvMNEI1jAwixyHii+rnkG+QBDYjChWlBOJUX40zPUEoOygI0AMelVW5BSBNswxRZFYAZBkmILaAgEbHvco2j4M8ZGOvKRkIykJCdJyUpa8pKYzKQmN8nJTnryk6AMpShHScpSmvKUqEylKlfJyla68pWwjKUsZ0nLWtrylrjMpS53ycte+vKXwAymMIdJzGIa85jITKYyl8nMZjrzmdCMpjSnSc1qWvOa2MymNrfJzW5685vgDKc4x0nOcprznOhMpzrXyc52uvOd8IynPOdJz3ra8574zKc+98n/z376858ADahAB0rQghr0oAhNqEIXytCGOvShEI2oRCdK0Ypa9KIYzahGN8rRjnr0oyANqUhHStKSmvSkKE2pSlfK0pa69KUwjalMZ0rTmtr0pjjNqU53ytOe+vSnQA2qUIdK1KIa9ahITapSl8rUpjr1qVCNqlSnStWq7tMuBylLAcpimeuUJRplYUYRsBPQIlCgDkmoA1pLcAIVsFUFdsCWHaigghb4wob9/MUzssGB+vVEfWSa3QKHIthQWAEPXvMnDkhROzJVYTmQ/cdj/5GLCRwBQP78BRM8EbiGGMtP/rSMCqBWkUb9kyGkUMkmAMqLaHXWIUewA0CtwQjS/1KEEb/r5xxSqxHehpYJSHitQSLWOH7ygra2nch/APoljlkEX//8BW1VooICkJWfvygAFWhiO8n6qyA2SVSmalCAkumzLS3wBKjOdD/a+SRT7MGeJ0qwOXzWURjeKAE40GEKDYDEv/+gwEgogIcSBIMXTsRuW+YIKEA1qEEkK4A1duEWwln1wj+1hjAGs+GCdBhXA/3YRYAgEGOw5br6dIYOkOAkT6SGNf9gDW1sRBvWsFgVNeBGEcxbT72eAGq6ERNEqPAMFNszGtaAnHCyxOSqeGoqq6NAbiM6gUDss7UWW8kYNpPPAgABcit5Txf2+YsK2YxraNpniIIWFXAU1/+ewnAGm93zD4zhs8x1K9Y/0HFRHSzNngWgxpwv8p5AjECfeD4zRqyAiEvs0xhgVolwOoDoaAjauXQ+ATLOy408c+0LiM3nLywTaZVMAB0JpufP1EuT092OU6crXXKM81igIIEC9Y2neIIxP8DGpnfqa03/brI/YBysnwWggDfAwT10CPgfwWC2N7zxbAIrm4dlideds8qQAiAZUNZ4xlaR/AxxL1g7GE63utfN7na7+93wjre8503vetv73vjOt773ze9++/vfAA+4wAdO8IIb/OAIT7jCF87whv+US+IpSFmEYV1h4IqrRgZodv/BDhTeAwjO+Lg5gHEPZwDBGPf/KGh5AkEKKyCh5Z4gxWw+4aQmPekfLfjMP5mAMb7cySZS+VTrEnFaZ6QPeZzrnKKqQAWShbYASUiuRHyb13+E7CLEjS4OzCDchCABs/3c8Gh7K9CrW4S4IDYuNbiukRpY49Bht8bYM2KGsmvkC0dgBaXz6lqNbEIQ2sanaJEO0Z+RQnlDkZ7i72Sc7IHj2FWfQ4Zks0BV/CM1l1dFKJBAvta8Ktf3rOMc5kDiOTijDaa/ATecoXpnUMBDleExP6XxD2GQWBrOKGHugQAM2wPhuGl3uCYBROKC6DwhKOe4QDIOz7hooAYFcYITlgB96KsCCYg4ihnqTpt/TL/6S3i8uz03LtiCSH1/hCcYmXIM+nUGaSrC3dRDxlxPhTnFEhUVjv3nuf+Jmp1n9jQSWaEC9qQDXXcR/ydRJwB28hQIUsdQ/KIV0FdPdsYUFRhPF6gUBFhPXNYU21VPVnZTdVdPFiRRHcgULUB0FDUG/RdPP4ZpLnE39hQ3qLMoWKIuMPgPoeALgddOv2BWoSA96ccXPYE+e6JokfBm8lQWSbAyQ4ItIUiAISgQH5Qw/wAwOhB894QZclIWSnhMAQEAIfkEBQQA/wAsHQAlALwATAEACP8A/wkcKLCIwBgDnxEU+KxAwn8K/+1aSLGixYsYM2rcyLGjx48g/4H7h0fgSG8mB3pDOXKgL5EEJ4acSbOmzZs3ny3hUIXDvzETFo6x8o9oqH9fiFr5EoqnT0Z4IuKcSrWqVY+7rKkgOEbgl4FdkXKsIpDZ1bNo005FiJbKM5lq40r8Z6sIwmdsYzyLBvEu210I98n9aOtfoMGI0Y545kzYPW7GqFEzxg3YP8jOIFNz9m+yMCYGE28ssgPt0cKizxZQwcEKUVUcPMEmasb1P9iyW1sxY2xuaox1zo7x9PvqPiZm/lUZ03XCV6Rdlwt0/sU58ypW5pgtbjE4Wqk0BUv/jMELYfl/v37t+hXDVuCqwv4FpTjmecauh6vKTP/vvH+E6tkCl0AlXTXcP2zNVIQ11jzDBBMFOONMhP8wSA2DExZQAGo1CcYMMEvdpEBoOBXQ0D8FMIGiiimuCJE1/yQinkACcJfRLiPYssQSPyxhhio+AlmUFaS4RooTViBSwIw1MTMHTzcFN2BItixADSmqIIElcapwyaUZS4QBJh4OyeUEjDONwARxAwUF1E/y/eRmUBPgkQhOz7xjX0352bRLIoyENAEpBNV4FiNohtTPHKGQNdAXX4QFZ6TQVbeENRzSFAMxYtkU1U0jcHOUpI5qxMgztvzyTIFWVREKNzXx/6LKTGZYM2VIRTxZKk3e2cQMMRzs2ZEKCiGUnKRTHUjTLsAKy1ESz/xyUwHZUGpTjdLWlKcq83k0xhHOoNarjRXtk0ajH321BBO3ghRDNeRWNMdMEzBSQIJoecLZTLwIw+1HXZnBBL4zxRAMlDaNqyk3wYZkL1t9VvXFEjXtwvBMSUxFrbU16YCnv9129O2+j6pGky3n7rqRuuzGu5AOZVY8r6D2ZusxWomCFI2sIW/UVQ3WEIxrs1HixGzDID1M4Fmu4kATMxeHBG222uqJ7EweC/3RMyCDNHKmZyGR80f7MKqyRl+RwgTYIe0TzFQet5sYsWydgFYSdxYczb8a5f8C1nAxN+lMiDbVAN5MtjiD8EducRhoSJLu+ZUGHTIRSlDVQYpUFXMqh/lA0MiNVRGBfkGW6V1FevrqqY9B1gSqxHfTLkUQ1brpSU033XJhkbKkRKHG+Y9Tl89XKlEY8USBTfs8o4ETHIQCm/ShhJILB1D+OLwqpMxRy1TQUGDFGBx0Vf7wE+h2/vnjy2fFCYmwHdII/1DPgSqhHGGFKj9aEUpSRyBfKHTAiwGZBQ8ZE4gODCWQjCmAIElgYCB0kMB/0O8mCyhCZt7BDW5kgxtMOIwzOMiNd3SGFxuiy1QMYox5EaMaeKgGMfBAjWSUgAl4eGEMfYEHWLFjbDZZEC//OsPBOeyhBKz4BTDmYIwl/oMyJCJIpmLmkIioSDQC2oct3rKLAuzCAgT4RxqQgaC3MKMITMJJYZhRGLtUERmcusQwDqKQIqDqH9BI403qIhG8CIYVArHAQdp4QZcZ8pCITKQiF8nIRjrykZCMpCQnSclKWvKSmMykJjfJyU568pOgDKUoR0nKUprylKhMpSpXycpWuvKVsIylLGdJy1ra8pa4zKUud8nLXvryl8AMpjCHScxiGvOYyEymMpfJzGY685nQjKY0p0nNalrzmtjMpja3yc1uevOb4AynOMdJznKa85zoTKc618nOdrrznfCMpzznSc962vOe+MynPvfJ/89++vOfAA2oQAdK0IIa9KAITahCF8rQhjr0oRCNqEQnStGKWvSiGM2oRjfK0Y569KMgDalIR0rSkpr0pChNqUpXytKWuvSlMI2pTGdK05ra9KY4zalOd8rTnvr0p0ANqlCHStSiGvWoSE2qUpfK1KY6dZ7saR6CrFEAXlC1Qg6h6jMaZEeq3TMrglABI+ygAiqQ9QRnLYEKulCCJNShDjuIoj2hAY7iyYdOISPfT7D3Dw3w5Z4xYAISfvKV+hD2sIZ1HVkuhU+LHcFZG4GW/OIJxI7UoAAvsScvnOGJqyH0F9wgBWQNKjtaefGem+0swP5RgyvaE7T/C8lW9Dlbj/+kjWT1/IUzzODZ+7CWCUO05y5wsITRGvQZGYtOWHJXlK5Y4XR+I0XQ8MkMDTQKe1+I3gTSV51gTeAo0WNEMP6KTyDMIRsa0AAeNGAHHaCjBDoIRAkMM99AsKEA0PCqcLsYg2hYgxe/YFCACyAtAkNkIsF9qoJvGjNhwMjB/yhthAUi4XuqKnAdkQaKAEzP9CikNkj4kSdkY4bB1uZLJnZNHRySYHgGVmFxupqbLOIMrbEzsEThGJx2HLnWCYQDdpsnL4zRPpowh0zzjIGualIdChzunfcock2CLM8ISXkmY8BDZdn5iyXTpDonwDCU+YZlw9CTF8QgnJG1LGQvz6T/OjB2pzCMQWbIZTlv8eQFNzxhXJ/9Y77zjAbDznbQArCjzl6bADgW8NCWyDMG1OAzkznQBbm6kxfP2IrrNte61XEaOq9zAhP0+84iUAAJerUC+8jnmvU5l3zDoYCl3xmDAlgDCMtDBwVKEgxwaGAlFBhJsP/hDXBQwBgSAixEDGKiBtk6GhryL6bRVACDxEB0C862trfN7W57+9vgDre4x03ucpv73OhOt7rXze52u/vd8I63vOdN73rb+974zre+983vfr8UQP1hsTAcImb0ANQa97jHP5wBhIU74x6W+YfCfxgtfcbgFy34ESlks/F/kGJLt0kO/0oQAxvD8xcF/7gZRej0ppbH6cnydKyj7JM6xBa2OmozuTt/IdjeYqQrYmuxkK3BiJ5xpLb2VPJj0+Vx3J6ZCVTw+UW6QgXX1pMXTCh6Q5Xe54qkjQnf02zWZ4IofGJd6yAhFD5jwI2lg4QVkcgn0TOCPK78QwWJ0Hk7VWW3wrruOtfZnOANM2t5/qIENcCfa/RnhSP8AwlHgXyXpGcGyun90tZgAgU2cwNqEKPz3LjBZW4ABG6kgaq/ELo9hcEOrN9DGEAAgjCA8fp/yL5CQ1Q9PHVfUKqVVnbGUDhBhB97fVpDEFRg7RKyhAgTJ4dNVlhCDZTPfBMHx8DuJFFYkMWBCcjYIj75R8Vy3BkNyhHkOSorbEfM387gdB0kXzjFO7OBFqC5M2JVibM63w+SCq7TGipnFcnnTqzCUGgidZDzD1SwZeZEZS6lf+fkgAxFMWfhf+pkDY5GFV9xAlanTt6AgCX1BTUwBe1kDYFgdDexCR0wf2iBCNuxTgUQHCAIMFUwgOuEEBBoUNAGFo9SKpAVOWczB4VnTszwNvNBPG+yY23yY8NjVz/Bfu+EAzqwFQz0D4HyOHZzGIywFX0iVgJhQvRUcASRVRohhqoUEAAh+QQFBAD/ACwdACUAvABMAQAI/wD/CRRYZKDBZwILDHwWw6DAhgMhOpxIsaLFixgzatzIsaPHjewMghtIzNtAPP+IjRSI8t/Kf89GfJxJs6bNmzgp2vpn7Z+VgV9+WvkSikMVDv8mjPlnFOmYCQ5VgVOYs6rVq1g/IsT5ZeBSgdCyih1LtuqzOmMZFSzLdqAtW8z+7WIIE2KMrXhjxCjydlfbjyfSUv1btoi1kNyMAUlMjZoxbsD+JQbGLRs1Z++cFVhA2OPXq1X+4eg8dte+IjV+mrHyU5Wnf6o4qGYNm4On2IzOWdtHOmNgsUiYSOxd1ZY1KlWWJl86puu/L8rHLJ3QlTrTNDKJV7S25Ln2jX7//f9qyOuXX156ee1quG9n1RHcjFJ0rnHMDrnFY9hqGOOXQP/imaeXLeENVMBLV31hhjM37VLAM9ZoxsQ/BTDBDRMFOIOhM9Y8M6FVRbwDHU4nbHWTLaf9w6GKE1LTYk8cZrhZLQbpIJaC1NRkSz++kKIKEj56EuQRt5Fihiqk3HZEIBa41yA3Vf2G0z43mBFGkv9gSQoSWSLhxJZfMiLAHLyxpUIBvNC0SyIqeDURVE/9E6dAgTzjZE1FxBfaTQqYaBMzXMoJ56CCFiodByXwJZCUWFHBBIAf0SjQZ3s+t9SIIwp0hFnZZGrTCYPVxIw0Q3lnEKaXpvqPJYmEd993F9n/oqdn/yRBF6wTMVrTPmkcUWlHSzCxUwG6VjVBcJB6FA0vqkD1UQ3WDEdTEcSUymdOMRhjxWccTWDGh9zhatGdH5HCqXQ4oSXtRzEAs+1Mljwz3j8tYYVjgR7tEh99HZ2Z7LRpVBVITrZQ4OtHYyzhTHg2irXguhvxIkyzM0ELsUcx+GKtTQqId1M02nK7kbcflhXGM2nSREFN5ub0jDHo3oQWTjGY8+5H8SY0cFZjBHdxRrsQwwG/HNn670y7BPwrTQIQPMfBninsqsjiCoQyxc9ag++07ubUcVUxdzRBDUz49UwNcmI1ASMF/IzRAgHTtERPOBWRzc00dTXzTUUA/+MJ1RpZstY/dTiLlVq7OuPJ0gaFUtEEchTh9kYLBCNfTdLpUMTWHy0wh+MTMQ66d6EwUebgaQvkHOAWKfdPJNCQy9GajMhZBXS3M/cVnGPczkEdip6oUHJfJGdpaL03Zzzuz4U2gTFl3vRM7banvedXX30B1ReMLuBMyxUhxUEoIzYVygTOLkX+zjruUwIHqhwxNCkcjHGEFaqEMtT9VtxPBQXRs8kuFiAN0NXPJ1+xgie6csBtcWACVoDfP0yHk10M4xz8O8IYfsKBXHhCgh0siir+cQJk3GlwDftHIHSggqb9Qwd4uEONXDiQFOakCGj6hzneMQdfGMMZGiBAYv+MMQdgPMYa0MhOVWLgjGz4ghsoIQYe5vCPbLDiBOwIxhR9MUWXcIMXicCKM4RBRGNEpgBdmOA7uMGNNVJDHC6SnUY4848OYCSMVrFFQYqAkLvcAhQC+UAB1lOEfTCDc1MqAjP4CBO6QOkfC2AGVZ7hl0IGzyoyUVRM6OgLZPzjLrtYSwCrRspSmvKUqEylKlfJyla68pWwjKUsZ0nLWtrylrjMpS53ycte+vKXwAymMIdJzGIa85jITKYyl8nMZjrzmdCMpjSnSc1qWvOa2MymNrfJzW5685vgDKc4x0nOcprznOhMpzrXyc52uvOd8IynPOdJz3ra8574zKc+98n/z376858ADahAB0rQghr0oAhNqEIXytCGOvShEI2oRCdK0Ypa9KIYzahGN8rRjnr0oyANqUhHStKSmvSkKE2pSlfK0pa69KUwjalMZ0rTmtr0pjjNqU53ytOe+vSnQA2qUIdK1KIa9ahITapSl8rUpjr1qVCNqlSnStWqWvWqWM2qVrfK1a569atgDatYx0rWspr1rGhNq1rXytaH7iIuMVAIL+TaE17U1Rpte4bkjhZRJlIgCSUITGD/YYfA2IEKjLADIxILw7ZdlBlpPIpAHsgUqDwQKug7H6JQJ9G5JgEqt/tHaEfbldB6hxEoq2hDujMTKhRglBD9hTPMwDqM/5iBbhQVhjVUYDiOfIEUycDo6DyyCVNYlBeKq+1FWFtR3TKitxxhBG4n2hDweYRsF03uSuf63Jmc6aLc2BTRNOIJa/DVoTFgAnIy5TqDfCU5jJuof4yRlAmcz7JVmIB8mjK0f3giZRcVhiDAAY4SgAMd/9AAHiChYDYo+B8UwEMJuBEXjOrnGY5VSIV4wQsmzLUnGD5kW0f81Z7o9h8n5gmFMgpgjtzDIZNL6F40cJvVIOFInqgxl2wMGzMgQRVm0EGHzpvQXxTAhl6Bk0OUbBAOzAGRCtVXKPaEqVOp7jOomgAe/ORQaSTlJhPQAZcZily81SSNEf3FHC5HE+nU6/+hZMRaTSYQiFA1lBfcWOB21xzfjowBD9NtqDWMIeeZaA9ULS0WmfM8Xo9U4VUQjTN0PfIFDnxComquCis6S42N1eTNDuUFOwr9kUPLC6J5YvNMnuKNMS80vYwITfFSJWviLa93zfNJtNLMEzP4pIFjQIp+l3JApQibA07QQNkwLRljeCPC/wgGODTgjWePhAIjqbaC0ZGGAiiEyAs1W0Oi4W1yFyAa1uCwNczdEL1GI8Ykjre8503vetv73vjOt773ze9++/vfAA+4wAdO8IIb/OAIT7jCF87whjv84RCPuMQnTvGKMzUa0TAQitPkbYHMtaNzKQB9zQiMe0QGCCr/AoLJ6btRffV4CUCGuRk+gQQrkII1N7e5DmwBbjKH8YCp+4yzhi6QOjiWounlUnNS5x3sTUq0/5ibRfV1hEZnJAl2nmibKP2Pbx1Xux9hLkV/wQ1SWB0jKrCGMJq721JH3RktjihyaTsTscuXG0s4+0XkUAANWLQASVj1Hexo0dkq93FH0EDPFRoDHJBvJnK4aJpsRJ38Fg+0mH8OaDlAiqNPVD3VMJcnQhEb0pvB9BI8ElN0MAd4L1QY3LAGNyhwjzlQwBlpoAAQ0pAGZ1BgDhPixq0wygtpqB0I0mCHM5K/fGkwyBovlhhHUR7SGEhSID2RhpdLdo8X/+OHE9HQ99ojygQ21G4JaPPEEpxghSW8xgwwRwIiuLQEX6vfCk5AP6Bd/89EmCQplDUQkyaADyQyUGF3CMULaTBC3PIFnjIRDch02oNgjBd1YjEGgcdQoGYVe5NQB3J4NIE2FmdKJzCANtEVilZQBZANLtWBV7F1C+WCVkE9C7WBVdECDRUIIEgrKUhQH6J3IsU+WCGDBlUANpgTPUhQaLGDHkEFDUWEIwhMSWgTMKhQCJgTE2ArjPcLPygQv4JlyGMqX6g6EAZlBAUNvvA4k3UU9+WFSPFlAzE0KxNRgRcYTcMIbTIwO1M7LmSH/4CHKjR+FRVoFqEQhAhNAQEAIfkEBQQA/wAsHQAlALwATAEACP8A/wkcKPAZwX8xBho8+KzAvyIDIR6cSLGixYsYM2rcyLGjx47C/hEDNxCPQJLeTg70lpKkSV/A/i34SLOmzZs4c1YcQU3gmFAcqnD4N2bCwS9W/ln5AlSo0p8cwgSzprOq1atYaSZiRHGMwC8Dvf4D67NrKA0jsqpdy9aqBrFYkyRK2LYuwSK76EYrSLfv3n8Gme2yZddjATNjsY5BYm1X4baOC/ByBuQfN2NALjvzZYybM8uYuQlzxuQZtMccDRpFzTqnrRHOzKji4GmMGStWOIzx9G920ttJVfF2oqE1xhjPdKidwMjaL+NXdyVSMWHCF7BVvGYHa137GK/W/03/sFJgH3TjjAo8v0nYVsJdv37FiMErYf1/vwY7fgw3o3LCOu3imHz/3GfgfPkJBOBAgax2VRWhcLNfTftA5AxVF1pDjTMFMPFPhx9SlYh5OjHjCwdk1QRWDVYtkAhVIHbIIRMcftZhaUWQCNgO/VW1mzN00WSLILyRgsQ/RjJCyhKqINbkEmGYsYQCDun0zDvf5aQAQjntQgEjvAnXm5NSPhkllEukUQuXdRCVVRg4FcEbUUYV5WZFXpHyj4427ZJGVYFUedM+BYRyp0bV/YPOTAK1mdVuXNK0izWqgJWiVylWRMUzE9oUgy9L5eRonLyo0iNGmKrwzILnYVQLBUfU/6RCVc8YkyVOCjyz3k3cGPrRGEc4Q2IgazXnKTtWnIoRWKQw0alNFASV0wmR9tlrFTSpGsOEmVbV3K4exSBNsh55RUUBQd4ETFLTWimMKg52lF5CBegQb1UQcmPTPhSEgu1HXFm5rrIe5QqupHP4+lGshD2DB8E37eZhTb8YQ25HzDrzrKTR/nsTtelKyo20H6mgHkEQnxfDPRdz5FV6B9vELk7U5nQlvDRRYc22/9SclRkaU9ivx/IKelMR63ZLU65d/qOwR3oSJlFWXyzxWU0xCDMzR8xOjJMtc5D88T8be7TLyEprlMQzdPmMVRgL0VQEEy1v9DLbOmGJk7lWlv9670bn7tfCWpuWrRE//WY0FNH/MMJpTtAAE95NEziiU1o1AUuQ0R+RBRdYHJTAjE22CDoGtqePxR2mVVjXOinl5QQbYtmNlfoX/9b+xe21C0UB5oPGVsUXRlkqHori+ZRdUXgUsaAwSwTFQSiJSh8K8UoxPpD0SunAudnDAHMEbuNbESsHSygVymzXT2+y4R7ZUsQvnuj2FAfjoYibV1ZMMFRuXvEEOKhyuTyEYn1AUUUojqAKBeImFGMwH25IEQ3gCYQqlphIEnQgAIJMqYP/CIQOVABCgQjjNDmJgTOEYYw5GAMYcyjQEP7RmX9QgxvvAAY3isCoAO2DCb7Ixj//wIGHGPpiDjv4RwnyMAdwgMOI3MgGMZzRwy6Nzhnv4AYxssENJpSAAM54oQth+A52BM0iRVhI3DDyPavUghnOQ4hjkEGEf1DAHw/ZxTOYYcGqOKZCjsHbM24Rw39AwxbPwFsR0nhI+ElqH/vg1C7Kw4+BWOBxMSAMNNbEqlZ58pOgDKUoR0nKUprylKhMpSpXycpWuvKVsIylLGdJy1ra8pa4zKUud8nLXvryl8AMpjCHScxiGvOYyEymMpfJzGY685nQjKY0p0nNalrzmtjMpja3yc1uevOb4AynOMdJznKa85zoTKc618nOdrrznfCMpzznSc962vOe+MynPvfJ/89++vOfAA2oQAdK0IIa9KAITahCF8rQhjr0oRCNqEQnStGKWvSiGM2oRjfK0Y569KMgDalIR0rSkpr0pChNqUpXytKWuvSlMI2pTGdK05ra9KY4zalOd8rTnvr0p0ANqlCHStSiGvWoSE2qUpfK1KY69alQjapUp0rVqlr1qljNqla3ytWuevWrYA2rWMdK1rKa9axoTatHFmINh7RVIFWqUiL/MTqLWgMPgbCDCk6g1xOUYK9/rUMJklCHOiSBAl6LKHIQgT/qHWQMQ4EsUTgQlFBQgBkxY+hzuAKWMXT2s0RBHer+kQSK/oIJVPjbsv6xBCZU0aEx4MYR0paRc/9NlBeNq4kZLnFbZyAhZRbpwCTYIdFfzIEUtMXIpkJG0lmFJKKTqY1HMjbR2CK3XP+oQWIjOiuUxoAJtQHuUZDEBOYydBc40FPuBJKLsrBLLLg7wckUGw1eeKJ9KJreBFDnlaJAcAKGmt9Ef1GEOWgADxo4sAaGgA4dlEAH6CgBOCKsqBvcp7q82AVEEmkNXvzCGs4B8XPQBRhbxEetKJ4qbgnyXKoIw8UEvGgMpkaTZ9CYoQlhwgmE44km4UY2YTLDkW5zpCYhQQVzuDBDeQGRoRxkNXV68kE8sTPYOiMpnhXLqXZnu4FwObkHja3YaPIFDoyKoQWQBs5s4hXvOTT/GvrSCUkcygtueALMGQHLmRfKwjVnbgwDfHNVJoCONh6UF8QIFU72rFBh3MPPNPlOoBtq3DHTZAJzbmgBrizejBCAAA4tAMs6bRGvJOOhMQib9jzCgUAg46EWI/VFiLVihcbgtHWLdDYMbVD00g5TvAO28sbSOw7MwZEF5UUBqGC/ZP3Pfs3OjVLsR4UpRrQIOEiDSdABjuKggwIkAbcGWKIBcASDAnigAA4SgWyD4pYZcTVIAaJhjYZYIxoFKIBBEukQ+qT43wAPuMAHTvCCG/zgCE+4whfO8IY7/OEQj7jEJ07xilv84hjPuMY3zvGOe/zjIA+5yEd+VYfgVjIF/3huSBzyl4vKjyqY+cc9gOAMYNwDGDa3uTSMkceKppoKViDFBHHzCdksgUlLkA0pPJGE8lb3GekbCJTLciexcAARa3yossOgZYqQ5etgSU+tUY2DqH9EZwOmhhlkTRBSOCOzfLYGdbBrLIqa3SNUYMLY6ax2tg9ETxN98dw78rLYKdZpNWkOBYrrDOl+pAP/YIVElT14jyzBwhI9W6yS62SCgIUKZJPod08wvOKZfix1Ol2WJoCIGEeUwNFTxT84IPse/wMJDpSg+QTwDA9blBvS+MccnHEDzxSf+Nygxg2c4Yw5bJeiwqiMNIAR/RXe3NH3EIY0nLN3kotyQism7v9APhNzIFSGhp8Bwj0GQhW4E5QaxaFCC4YsGyQg4khLYFENluAE+/PGDPX3D1SgA1ejUMRyEJEldfijLJ0nEBPgdgj1HD0xEIzTWZ5nERY4RFlHUhOgHAf1HA2iFkvAawAlRIohgArVJn6HUYxWFS1IUi8oUAeYFaWFUEyQPnhGE25TUNbggVlxdwaVaVgRMAfleljRXQh1AqqVE+njfv9kglfBNwm1gyaFgyllEmrRAolwaP+gAyuoNitVQgfFDVbwL56TGLjjZRfoJpZSBdhSHAmVCMYQPUJBPUZhPXbiJk7mWLNXh2OQEgtlEOjwDyDEFSBELYY4K9RygLMiAEkWQCzit1C11kZutTn/4HoFQBVp1EwBAQAh+QQFBAD/ACwdACUAvABMAQAI/wD/CRxI8N+zAgOfxfiHUKDCgQsLSpxIsaLFixgzatzIsaNHW8944Rnozds/cP9GEkMpUCVKkwKJGfs3wqPNmzhz6txJ0dYcM6qs/LPyJRSHKhz+TRhjFOm/MRMKfhFqRZUGnlizat16cwGVgV8yjhEYVuDYgVHT/NvFta3bt1jRfTmr9VQRtnDzDtzF9qHCZ9EMLvQbQ+GuIrb02lzi1gyTxIrf2tqXyNq/d9Sc/eMGbLMxzcaIaeZmzBg1XgWeRdbIVkfbL2Y0r3a7aw4joao4eMptxYqZMZ7+5fY0xkxvDqo8UVgAebbFkW3DNHS+tQiSp0q/fJkw91+VMWG5h//9Pjaqqn9FqGOkmxWJZZ27bO36FSMGrxjzf/379Wt+DPlaFSGMKux5tF0dWwE4n0D67deffrYstE9BJ6inUS2JMMFEAZpx+I811lADojMIkbhALVjtM4d3OY3lWlZFMGGZM0z8Q2OIIH5oI0IFQNZgWxMgwcSPHsVQTRJmLPHDEkCZcQQSTpCChBWk9EaKE4HMMeFORQAj1E4v7hSDMSqQEpyZ/0iZJpRSRmnlewxVaKFFtThzhEBRQYXWU3nm+QUHdUDTHE4xeFmgTQjuVOedSvHpqJ6Q4pkNNGtZw1hZWcFGDV5FBpanRGN1J+pYdvG0SxpHgckTM8II1R1Yocb/+k9ZYyxhzT4xFMDSVrA5E9FH1HCAqUZh2TronAPpUMCvN41pxaEYTeAYZDpAu5N0vNy0TxqhVGGTGXDmFIMvRO2UqE4+MeqRJfvBNYaQOEXDiypReZTEM0TeVASq3urkWr42GfOsR7U6g5ecyE5UBDdJdVQsE8zeVEA21nYkwLI6FTpwR9IygdcOQDJiDcAa2cJtvxuN5VjENhVBTLk6nZuTLRSo25ElqsXplhPTecTLvPV2lARWRcyRqk4K5JxTNAJXXFHBeDHG1RdLUIPTLgwb+M8SHu/0zDuv5hRIz80a6tEENXT9DB5BZwVc1zb51G1HY9VgDcseuTyruTyl/4syR+z290+YCRcUwy/02jQ0T9Aw/PdNChSBN0cCjuE0RWOQ8hh6r/3jSY83jcDNRQ1LlaY1x7YMdE5hVZh6R8zcI2xGpdeN+j+2yAaWWbu3jFM/3HRbhXizzkWX5bPWe8Izr3e0DxMc1DuGt198V7xZ1FvfnVDp6VQLN3eS5+3xZ4W6nUALcBqDGaHoOVG9wXEQygRRHSW/+0nrxMw37OcWiiqhCMWfPJGLf8wOOf+oQT+yMi5GDGUCSbECB8ZClOhBcCwTNCBT/pG+ndiiCDtAwhF6M0KhcOAH8ssFB5BjlPPMAUUE0dXQBKCDJAhgIIGo4UAcEQgVDCQJL/KhNf8SwTgmEOMdxODGO7jBjW8IghXi2Mw7/kGNKG4OK7ZYwDO4gQc8rIgYc8ADaQhgCnGAI4zEqMZIfJENbpBtZgsoADeyYYw5GAMYzjDFP5gwRyYu8TRvXAszDCKQQEoEIUojyOQ6sot97OMZd1nWLhYAin+0oRmFQY9qthQgh/QlVx8YHQEWIDmBZLIIRRhB83BiixGgEiSDTIZAbrGswuyCGUXgZOF2ycte+vKXwAymMIdJzGIa85jITKYyl8nMZjrzmdCMpjSnSc1qWvOa2MymNrfJzW5685vgDKc4x0nOcprznOhMpzrXyc52uvOd8IynPOdJz3ra8574zKc+98n/z376858ADahAB0rQghr0oAhNqEIXytCGOvShEI2oRCdK0Ypa9KIYzahGN8rRjnr0oyANqUhHStKSmvSkKE2pSlfK0pa69KUwjalMZ0rTmtr0pjjNqU53ytOe+vSnQA2qUIdK1KIa9ahITapSl8rUpjr1qVCNqlSnStWqWvWqWM2qVrfK1a569atgDatYx0rWspr1rGhNq1rXyta2uvWtcI2rXOdK17ra9a54zate98rXvvr1r4ANrGAHa9LDafIf0UAILyyz2H80Nle4g+kvipCNElTIsv+wQ4XsQAVGcNazjGCEIAxp0l1Yow4STEr0DEg/pUSlta3NRvdWGgMm/5jBO+MRSBXGUxZaVY8KBSBZSVGzOI+Q4h8wZKnU7KW3lf4CB79ZjEuFYQ0VtG0jmzCFNFoavJskgYgs5YUziGOTtGWLpdW9LlVVEK6U/oIJ5PVI2lqKGutK16V2kh7vKFg+3ULlXi4tADEcSL/51a+AqRLWCsMSDGYssqQjYEIJvKGDEugAHXbQAB40oOFIaFgQFMBDGtrL0l8MMrg6KgATfrbixh7kHw8mrIzRag3q/kMYArGMjXE8UxJbBAiGO29KnaEDJADFE7sxjm+sEBxVmOE6xrmOKmrAjSIIF6S/eMYJrlugT1GECiFBKWoSR5Yyz4ouoxrI8CgwW6BOIP8QKY0GNWCGkzFA56QFAIIV1MuR7XTBvUZ7HN3+AWeUcmhjQD305S4SFpmV9BeBbtE/0JHSPCMaJ4QraQHmvGiLhCUQNTkppI+GEysg4hIpNQaZbxKWDsR5zsPSGsIK67gWfQEPpPXoL8bMZ45MAB2JJGltPRGVuWQvVuM79pmHQoGULsQ2ShlDBDM4sONgkIIQBAa+VloACngDHFdBBwVQEgxwl0QD4KBAiP/hDS/WUqW7LsJBFlKAaFjjIPcuQL0tM+9nMC/GMw64wAdO8IIb/OAIT7jCF87whjv84RCPuMQnTvGKW/ziGM+4xjfO8Y57/OMgD7nIR07ykpO1Qaj/KSRDblyAbGUrMDHdRc62C2TN3AMIzrj5P4AA5FyL2hpJYJIqSAGUJVQJCaRITtKbfAJucEqlpiVFa/uLp6o3qgqhqIOVS2wNJHDHzGGhOniw40P6WoMRva5IWDR35ZHGAHyxXk8CVxxeJnzFJmWvOxXSTpG16w7eczhC3C9StxrV3YFC5YXd+T6RsMSmpW8nxeAZfYd/uBq9iKfbETTQdpG+1+uLCTZKd+EMUkzPcuKbVfa4MzztjK3zIuWFMAJRwlBYAQmh+AfuPfc/+eVmCVt36Xsp4Axq3GAzx+fG8edA/DmMmIm8gD1JhcELYwBBGEC4hzCAcX1nGGP77BCG/zGiL9SZqDQ9BRBGjdT/D/ML5O//uIdArN9+dgjm0dygQBg8sQQnOKEFwZEkqoAEiHAdQsd/vbEEwVED/8AIgYAD/CFShYEgdPFaA1GB0VOB0UYQXANwFmVvYNEdgoYdu2MtY+B+H6UfjsYTrdMuITVrYpV3L+gWmRdSl8IVLTBS1rArbvMPdydS4NBpNuVjO9FoJLVlbbGCHTUxblFcIUWBXPGDT+gWiECEG3VnW+FD0ldRgSCEJgdN6MB4N6GEHZUNbsEuIaWCU/MPFbKFExUDFHAdKFMWf4Nm47M3LDIQSdFmH1UEvOAJBqZbDWOBBoQUgegdSaEnVoBrJuUMPSbkGozgQxVyQ5FIaJbYgP9wQ2yYiRRgeCfVPUqDEFY4EQgBc+UUEAAh+QQFBAD/ACwdACUAvABMAQAI/wD/Cfy3K8bAfwYFPisw8Nm/hQ1jODxIsaLFixgzatzIsaPHjyA52tonENw/PP+ImfTm7Z9JgcRamkSp0uW/bP+ghdzJs6fPn0Av7tJQ4x+Hf2MmUPxi5Z+VL6E4VDk6YUzUqUitRGIYtKvXr2BB2iri6Z/SMQK/DET7T+3HcwvCyp1Lt2sRY6rCVlExsa5fgbv+2YpR5GFCiQKjKUy4qzDJv5A5QnUW2e+IZ86EGeNmjBq1zZQ5A+PsOdtnYUwKV+54Qu4YT0wCrw4bw5oKDlaaqiqrCrcVM7n/9ebQO7cZYwRna9zBNuwzXsq/7mNi5l+VMWjHqJ3wBe317F++cP/3biUYs+gXC7QO+9pZwp4jY8TY9etXQV4G8RvcFdjWV15JWaSdR+t15Z98/+CXYH7y4dffQbtYswR6HO3jUAHW/IMhNUwU4IwzHjLxjzPWPFPEY0AxA8xTQDlSxHs97QINQ89kWICIN4KIIxNM1JgcQifN5UQB0PFUxC5UHOEEEqSogsQRZqiyRJRTSmlGGIhwU0tQzMwhFVCtyRYjM+mccMRuwvFWnSpmLMHmEj+EUsIw/gmkw1yMWPMLT/xwE0oVFQUo6FkTKAXOAmL29Ew2zflUoE8j/DOhUhxROoYOfc1VRSjc9LSPMxyEtxRa3bVFanZUFFCnTzF06pZPCmT/ytMIfgI60KsYiXcEE5H+EwilX42BhIg8xcCLKsB+RAqxPxURzJc/1RHUc8juxFcMvzyzA4Wu/cPXnj8VkE2pPwXiVSg8MVKAfAVI22hQX5jhHk+7+BLqTkhYAyO9wXBbURHcQAvSEYL9Y420YcVLTU+8CFNtSKT8yCox90Y77TsPg6RCAeDWRWRPFPSUBMdAiUuuT3cCtcsc6O6UJ4LmypVvxyDFQI0nuHpUg77+UpTyT7sEnHNHBPuXYVtgbcrNqiBF43CyHkUcVAy+sGgxUM9gDHVHI9v3z89fTZDvvh7tEzJPSTxDM09ZYwfUnWTv1HJIqSbEXM8V7eIMzjvt/5woT/vM0RWmf4fEDMVDd0SZQAiHtcTROxVx7NYUzS0XM/dY7VMdskY+eUgTpB1Y4Egc9O5FbjX3aqEaAHWEUt0BOkYV4m1n6nf/KJBI4SE1xkhbgH5x3e3ACzR87Gapwk5QI1AGO+wCocWdWdFfx8EJidSpExXUGzVVKIV6z0F1lOZMKQc77A5fNL4wcgRxR1gxxvtSyh9KbvFbQYowvaZIQW4cQEsAnTKBAFphgAO0wvlOMAKmKSoNqohKBIkTCjdZ4Qhj0B/+/lEDDaDoH+fxxT+SEDMdCEAFB1FAMv6Bia8lQQADCYQOkjCQXTgwJMN4BjeAkY05AMMYc+BFyP+E0cMfzoEdwkjOB31yns2khBs0wQM17lACJuCBG1CcAziu+A9jQM4u/6DGO7hBjGxYYwoJmoMxgKHGzRQgEUvUCFc64hD+dGUXIyjCMwazR2QQ4B8UsIBCxsKM/hkIhAdKyDOQQYx/XGIYAkHMQ/wDjTg2ax/MeEZBihCXf3CjGc/QJEJIwju8mfKUqEylKlfJyla68pWwjKUsZ0nLWtrylrjMpS53ycte+vKXwAymMIdJzGIa85jITKYyl8nMZjrzmdCMpjSnSc1qWvOa2MymNrfJzW5685vgDKc4x0nOcprznOhMpzrXyc52uvOd8IynPOdJz3ra8574zKc+98n/z376858ADahAB0rQghr0oAhNqEIXytCGOvShEI2oRCdK0Ypa9KIYzahGN8rRjnr0oyANqUhHStKSmvSkKE2pSlfK0pa69KUwjalMZ0rTmtr0pjjNqU53ytOe+vSnQA2qUIdK1KIa9ahITapSl8rUpjr1qVCNqlSnStWqWvWqWM2qVrfK1a569atgDatYx0rWspr1rGhNq1rXyta29pQXRWBGARhiDa7YlSEFcMiRFITRERCjBSqggh1UcIISENawdShBEupQh8VSoAhrk2gMCtAS8FFkDEfBLFIyywH0dS6iu6DGEWSnFlEN6LS2qsIEHhc3iFrjdyBBixmsYUiJ//KCCVQ4HUfkkIiLtuoIidPIGO7AiotCB7YhOUILkFNRXuxNtyX9BTdIEdxc/YMUi7socj2Clhowi6LO9QR0NbJdirYqFNVF3XWdEVmJ0jC2/6CCnixam+pYx3jWcYtaWPQqFF40MCU4YKg6+wUO/IlUZ7FCy0pQSogShhca0AAeICFhDdhBB+i4MDpKAI4N/6NDGv0FXItgjWhAhxe/sIae6rqnAgSmtW6NcVTnKIwM1fgfSRxIjnOM0WzNMSQfm2h9GAKc36CJTaUDTunY5Ak25aYOBWBGkRx8sIqchSJXtsi8IvoLJjTlZEiJnpjTciqBcKB1tjWG/HyCHTz82P+hMfCSrXoygZhJ9B5h/smjHloAaqyZzXj4okOjIWefiOcEb26oMICQsZ7s2aG84AbfAC3ohvKi0D0RTxcSzVDNNDokaAFHbyMaaaCgpQQTjbTAUloAdnwavoeSsTRj4AzN7aTAXVANRHnxjN/NDninCp6tyPXrCTCCCe1laAwogIQDOiWBmj2gAKVXQLRQYNSShQ4wKICHYHD7H+gAR+vQQQFwUKDcGvCGuU2T3Yliy0QPiYaN8jpXeS/kaAUogosbLOt++/vfAA+4wAdO8IIb/OAIT7jCF87whjv84RCPuMQnTvGKW/ziGM+4xjfO8Y57/OMgDzlKwcWLKTcsiUn/5AVXphxihrADCMC4BxDMAYQR1dwZNb+HNCLZ4xjYIhBN4o0nPtFkUpTF6Bq0Qgu+a14mFIhQTWHLuwoINoqGFr15XgqZxfwFT8zXogV470p/4QwzjDcjG7uodJeQXoyYgekSrbF/QzIh43LD7NayBo+FzA22g0Qtb+8kReUOag7CfaJLODtGSFFc+uIA7yFhBRtgbOkChCHrHOmurs0rIaWo1jqef15bnjcBTLFconvSgA4MzKZQ5CVKRskLcf5RdG7w+6GT5UYamDCHNDiDAr6nwBwoM4d7UIAb1qDM6StqDGEkkR3scIY0pOEMdhiDMsYAwslFnkoYFWl5A8k5/567SBkg1Fwgi9v5RNGhAjPUAE1OcMISylIDNyEBEUmOkifwL/8ahOEEndJQEbIESsEBVTEQBUQ5BZR1CYhZZvAcDAURuKIWjYIrFYh5beFmDdUaircT9rVQEoI0YLEzDYUScjEyDEVZHfh3//BoKVV3DPUrclFeCCUuczF3C+UujuNQjQMWLnhQJthSduYValEHh2dQE9J2O2GEDGUN6DAXltBQBRCEIwhRK/hR1vCDbNaCDrUtLfUMHBgWPZhQQ3EUpnIrXFc8aXEQqTMQZ7NQk5UNpTMQZmhZ4hMKAXJfdXg+OwCBDVUETEABjEBDrWEujIBCMdMaMHSIXAhDKheAQs7ghw7VMXNlMBZBVwdBVxABJNAUEAAh+QQFBAD/ACwdACUAvABMAQAI/wD/CRRYhNlAgc9iDHwmUCHCAgeLCNxl66DFixgzatzIsaPHjyBDitQ4QqIvcP9Q4vlHDKW3fytT/vP2EqXAlu8g/qs4sqfPn0CDCrX46x+jf6E4VOHwb8yEpEubTrD4xco/K1+SfvEkiOHQr2DDihW5z5qZphi/DBwjUK1Atv/cHuQgbMTYu3jzguX1b6pYKgV46h0s0BazIrsWOlSY8Fm0fwkL20pMOOSzOmjDVvlHbV/lwbusMXlH7d4/bsac/TNGjdppYKdT/xPmzJrdzx8LYB47gYo1h7jF7mLGrMY/VRysWDGj/DgHT8iVmxnjyTmSbIGDaz+ookDR7WI9Vf9x+oXteLhf1Jb/N17tBLUcKNwGb1FhoLtfllCj/HNf4l0x8BJDgEXxUqBCMdji2Vcj+MKBXAdBuBFbK/EXlH//ACjQdxz+ouE+gkUo1hdmOANcT0VYU8Aztf3jjDMFMEFNjP8UYA1kBRRgIVDPvPOFX0AJ8MyOPqV4ozNMuJgkNUsemSMTzwhWgA5AhhUGULssEAMp0HH5DymkqIJEmJ6QGSYHLTATIlDVfLWbUCPsQspZXtaJxJd3koKEE0egg8yGz+ABV1jUMXFiSLZYQ4VfTmW20QR4FLEmisRgJZQCXgFlSwFUrDVVo6B+elAdBeyjEGaD0ncRP2mEMp6IG/3/SMqNQj2TzRip+nSCTkDVMscRGLG13rCDLmHNgm+GNQEj1nzXkzBWicQWYET2lMZXxglVBLS5fmSJRIMx+1MMTFjRbXDP+GJpUJg661MMQJjb0xJM8HTCXVWEwk21Hu1DgasiqUUKE/xahoe8Qd176Ei2pAHsSBOYQXBiS8QlFnUm+hQNrdL+49vCIxVBAXtC3StUNMYgLJIlXk1ZJVhhZDpSDM6oHNJRQz0DTLTsPuNuTzGYs25IYyzhTGKB3oUxyP3+u1lIAh9d687nirSrUA0f8XRIERNc41sj6lcwXtP+JhQzaShV8lDRsINrTywLVIDJYznhnU+7OOOJhB8x/1IA0yIZ85UCQwW990hFO1MRuHf5/dMCrW79kcD1arsz31D/k+2FcwAsUsQc0y1WKEwsOFguaxk1JJzVqP0TWwJk+FW3mFtkSSICjUCB61SBbVG3cMGFjswibcrUF5shH9dmb7P33tM6QPOVV8IGn/yr6zV1/VXCSB8UMwUcf17yVzWF3lRVTEDKM57ZUgQvRynFQSiNWizQBEvAJX8oE0y1Px4LAIqpSqAcYHGAFF/gwBFy4YklJDAUyIHgEihQi6FkiRocYEsG+zIBpljhcBvs3wY5oIouHGsoRSCgFY4whhVShxRWyEVSZEjCpKhgDoKxBTQYooN/6CB2/wiEDv+SAERHXEQHQlTBQZjAOAEWAQjceIc55pANX6iGM+8gRhSpwQ1eRGknXyHXDojhCzzMARzgmMNqWHEvYpgRjWr0BTF40UShmMoY3MgGMOZgDL5cIg/cyCM3iPEOF42gghqRmVcYckWGEO8u7lPTP2KQmCJYQCDXkp2kJDWWfRSkCKuLDDcGwoxFVtKTk9LUPyRJyX/M5xYxgMguGMIT06nqlrjMpS53ycte+vKXwAymMIdJzGIa85jITKYyl8nMZjrzmdCMpjSnSc1qWvOa2MymNrfJzW5685vgDKc4x0nOcprznOhMpzrXyc52uvOd8IynPOdJz3ra8574zKc+98n/z376858ADahAB0rQghr0oAhNqEIXytCGOvShEI2oRCdK0Ypa9KIYzahGN8rRjnr0oyANqUhHStKSmvSkKE2pSlfK0pa69KUwjalMZ0rTmtr0pjjNqU53ytOe+vSnQA2qUIdK1KIa9ahITapSl8rUpjr1qVCNqlSnStWqWvWqWM2qVrfK1a569atgDatYx0rWspr1rGhNq1rXyta2uvWtcI2rXOdK17ra9a54zate98rXvvr1r4ANrGBHsguJPAMivEDsjXhxo2hAhBmAO2kRbnCCJJTgXpf9hx3uZQcqMMIOjGBEC3wxH5X+wlYcyCBT/sGB/nHwtf0LhRW88TeW/+IgFAOpglp0y57dukUtqHvYSmk2nZ74LZUlLUASXta3R6IUtz1hhUv1VrWO2IGlwrCGCpjrESo4d7DopK5xOaZSazCCux3xRJJaKtyRrNe0TKBCdTeShALwxbTPOIpbqjuG9WymBrxK6YBakEH+PaWFfdmM2kJ4p8iS1BrSAEcJwIGOCQfCFBrAAxsy/A8KrCQN0YjBz1D6iwENKUdFgUiMEmuNaDA2BkWIRonBS2O63ii7ArlRgFd635CYZjUIGfFIYUwB6JgBCcuxwp1UYQYjN0cVnjDyfXyW0vtgRFQHwfJAPDGHsXV0F9xw3W9hlb0I/cgb3/1oAYShCvSGxP8mJo0GMQ73E7XUIc0e/UWYJYe4McC5pMIwRpuDMgF07FikPRZKskjKC27Q2Se4Agd5RyoMIAwaKBMIxKFD+hg3obQAlaodSKqwg0/fwwpu9ohaJkFiNQqVFzWbr0cmkA2U8iJesubIj06AZ47CeM+EDkSvOfoL7T4te2O4XvW2ZzG7kZgZzjADfNiiHA9uEGFWGKEqNGANL3tUGDjIRjCCsRKaaOAfwfDwP9ABjnOjQ93csBFLKXPYwxZgYyvS8YpytJgQ1/jfAA+4wAdO8IIb/OAIT7jCF87whjv84RCPuMQnTvGKW/ziGM+4xjfO8Y57/OMgD7nIR25UhXQasTv/RuyGanoP07zoHrCB+UHYoSIhm1QhBWhBdfRkBVIsgcnHMcPPlzD0OuzC5iQ9rQ5We7++hCozbJnKpk06ymMPqr9NGXNc1Geolf6CCZ7I9e88Zo1En5Sx2x0vSxVCipFEjaWwDnvHqPDe8p7XuEww+0nn0PaetB2RKeVFfMV+ERVY49wqZezdgQrmI4h6I5sQBEuLzYjH88wiSUiEg0Hqxdh96lNswdX4tKeWeyF9yCWogSr+gYTVI/kIypHtClmPWzOce/MhZSwTKMANZ9yAG9S4ATGIcQMu3sAZ3KAAE+72UmFIgxfGAIIw7iF9IFT/HtNnB1/0TtKp59QrN7IG/zv+AYR/JCn65P+xbIBgGtMkqQin1yjN8MCIJdzJDGYQE+v/sQTj1GAJToAEiFAd+CcmiIAEjBAJODBStuAafTEQrTUoHTQBueI/jvIUJ4A7IVUE5SIQW6MejmI/aYEW4/ESIgUOhCcSFRNU0+J9GRUIqZZTtXYXi+ZRqDIWNdhROTgUSUBUnSJSVhZUTFAxj4c4/wBEIGUNPXQXSnSCKRgSxkJST/gR98J9GnUCMdgTUzhRM3gxS0AEIiU6PlUURCgWHNBDAQRSMTEWTRhS3rCFHrGCIMUMggBdbcE8FqM8bTEoyiMsFmMFxIB7FWUNvuAErLUUBnaI89MoFMharDKViP9TRx6lEDdyH1Z2FFZ2L0fBCEp0L1amRAKQBIGwgCbFF88waQMBEeSliqmIEOcUEAAh+QQFBAD/ACwdACUAvABMAQAI/wD/CfwXY9fAGM8KDHwW459CgQwXCmwo0ODAixgzatzIsaPHjyBDihxJEuOCRNb+4flHzNs/cCpZuoS5khhMlysHWitisaTPn0CDCh2acU4SK/+sfAnFoQqHpGOYOv03ZoLUp2OQCjSjAVpPomDDih0bcgG3JQK/DBzzUa1Atv/cJuXFjKzdu3iJGswnF6zaGinzCh5o618RiBT/RYv2LyLBgw2/DhYZyK5aZ4UnD+YF5J8was7+cTMGZLQzYsa4hR5trLFmkYXR9gWr4tmv13cXFDCT9Z8qDp7GcLBihbcn38D/mSH+j1EgJvtwf9QxwS4Sa4mlg7X1jNGECWwnfP9RW4VtebXiyY8J/y+0do7Pco6tEoob0YL/fhW8HYP/r1+7NLRPZkQtUM0/VWwE10cLkvXfP7zcFiGEFO1ii2R3TYAEE0LtUsAzKRXABDUcOlNiidaI+AyBQhVhjBUNlvSXWB8qJKJDTDgjoo4c/pNSItENdMJ7H9lSy4GqmLGEKp4ccRwpTyLhBClI/HNEIBZg6JOLMA6lw2NB2bKAOb5V6USVTPp2XJK+KYnHQwLtYJkZ1AC1CzSMaFRdVVTtWZ1AXcAZFDNpNOWlXkXkWdIEpAxUwJBkfWGGM9mNZNZTa70VF1tfcLogWmDhoZVQdRTITShUDZQgSFSsuIs1spH/FUYBvPy0z6mrkiRHEZX6FIMvSh06FDPEcDBbSLURVABMZI2x4W0+RcOLKn+SZIY1WpJURKG5AqWDoD898w61JY1xhHv/fElkR7bMARSoRGUT40+lEjUHqj4xUkCvYk1AhTXQlrTLHIaWlEQBAQdFTLBCfZmwr9wYmy+ckJKlL1C8TFttSGqZwQS/2hLc7U8C7CvUM8KQW9IRF+0w71BfLEFNtkW6+9MSH8d7rE/1EoVvSfpSVLFYY0xqZ8Qjh5SEbUMVYR9RCjwz1K8SA23yP/COFYbUP0mrskhqLYHtULsgPVRlQ6H89UgsQ3TXGJ4wQbNHI9js07VzhyTuFxuv/ztUbRS59HJQlwF1a8EaoYopRqfwShQxRI2xw2FCQeNM1SQxsuI/tWiAr1tuDY7RzipR7tMuieSZXnWdptrnpghysEQRLNrKBBJVdJrgF6u2rntcvZvHQTAjkF0EUpymxedFE5zn6EL3qPDPz382xUEo1ZlhPfbVbc+nS2GO4LkqTJFvbCie5PIPB6o4+cURVjCSRpBD7fOLGd8JZAUHbElsxZ/76x9brIAOdAllH4IIhfmWwj8zmEEVVgjFF6xwhC9c71tfKR6z/hEIHSRBAALRQQcF0igdCEB6AkmCujY4NWvUyhfv4AYxssEEDRCgPdmYgzne8Q8mjGABYdlFEf+cgQc8uMsXc8CDDOVUB3GkgSVJlGE2uGENIIalCLT6BzV46ItvmIIVvwDGHIxhDneVpghWvEilErIRVlxEIWw8jOmIsg85Sg0h/wCFQD6gEIQMKG8C+wc0eNIYinzAZgsoTERiQBFmAJIktjjMLqTGDGgMxAKFLAwziue3Tnryk6AMpShHScpSmvKUqEylKlfJyla68pWwjKUsZ0nLWtrylrjMpS53ycte+vKXwAymMIdJzGIa85jITKYyl8nMZjrzmdCMpjSnSc1qWvOa2MymNrfJzW5685vgDKc4x0nOcprznOhMpzrXyc52uvOd8IynPOdJz3ra8574zKc+98n/z376858ADahAB0rQghr0oAhNqEIXytCGOvShEI2oRCdK0Ypa9KIYzahGN8rRjnr0oyANqUhHStKSmvSkKE2pSlfK0pa69KUwjalMZ0rTmtr0pjjNqU53ytOe+vSnQA2qUIdK1KIa9ahITapSl8rUpjr1qVCNqlSnStWqWvWqWM2qVrfK1a569atgDatYx0rWspr1rLDUzz7uGJjAOEQgH7LGM4rANIm+ShCMYIQdGEEFO6hgSH/9RxJOUILBluAdc3woNPDAvX/07SJY4cBTNMAYiMbgdq6DyxjUslmqcJZ3WLMrN0hBOo8sbaIoLEkNCuALiPLCGcHxySYk+ovR/5aWpmYowCMHygsc8IYkbPFYRGu7hNtyJLUQLQByOfYPUhiwob9wxm9HwpYaQMiy1CiuT5b70CSkalW50yxcdqc+UmAnoszwnFOMJVnhPIV1VlkfBxgRjMpGFAjVyAYkNLASCoCjBCUARyACPOB/UIANBbDkRIW4LxBFowAu5EWKaoWwxuwWrRg2aq2EMRBhpITDPvKMWyn6i8SKRBqNMbFCrdEFK6DJDJ5IEnPSlCQkFMfF/1ABMa6m0F88QweLy8jG4NI3o0FUs667iO889ZYvZKOhMaCGJ4zrEb6dgGsKLQA71lYuDjrUbkLBw4gRWgBqdAkoaulCQwvgjDP/hP8taFvoL7hlUoW42Sdq6VmWzSw6kLAFHQ2NhsiEQuWBAkEVQ+HADRnKC2AVmiNsSQaUBx0UDoBvoQVI2WM/qp86PVpBY8gGuA66C9huanfBewuqPVWFKnhiZlB+hifAoz/+rW+A+0uKrbvkBArUCbox4IY38OBfb/iXAv7VgDe8oYF/BIMCKxk2BZhwmIcl9DZYbEgBoiFXCD942ykCkdQKwIwHZfjc6E63utfN7na7+93wjre8503vetv73vjOt773ze9++/vfAA+4wAdO8IIb/OAIT7jCFz5V+8LVRnAatV0T0hrS/KMzzgACEDJ+D2AYA8VYjmjZ2rQkM3zCxlT/sgIpiLNylasrorxIhKZShZQ/2VwgfyoVyBB62Sp1ViDlmTmSEyQ2kXOjgj452EQVNZKw9eihr41tSbLm0NqSdrvWALFDtU6SsD2X0bDtM0fM8I80QvdUn76IHCSOae76+Q4dGK50xa6nI2jA2gqNAQ5+piuKqgu0vBNPFaozeAQRngOk4HFDeVG2RnlCcQo0Q+QfWL716WAOO1eoMKjIDQoAYQ4UcAbonZEGz6dhDkxIAzeecWGD1irr/zCGMJxhDHY4QxrSCI0wOsMLrjMclP1xjY+EwaHWZLw9/7hHZ4BwD4EYIzSdGUitDnoba2RjSBBcQpUcqAokIKJKS6iB9CpqsATiLOE43KdCCXJ2UHfJpW8LmgAHaI1zx67vIgKotkGfNh7zjC7JcQGAGDEBFBByA7UDaYdRpUJ3BnNQ1qBnYsEIYzZSVDdQcRYWbEEFCBUrJWUNLxcWeYZQ4MCAJQGBAjWBYeFdB3UCmzYUGmhQBfBkKDU0YMEWEnhQFUgUE6CCBiUfY9EoB4UOJPh7sXQbgdCCaPYFL2hQ2ZCAIsF2/0QBjgVayYMgA9E6aZEgyQNa9mcMBhhQBkEBv9FYsVN/1eMUjbU9+XNpZIYOJ6AC0nNC/zAkecII0jMkaJMnIDSHKvAlUDhQ4zZiCiGIIVZNAQEAIfkEBQQA/wAsHQAlALwATAEACP8A/wkc+O/ZvyIDnxVIWHChwGcx/jkUaIugxYsYM2rcyLGjx48gQ4rcOAIhQXD/vHn7hxIlsZUo8fwj1vIfnmwjc+rcybOnT47OTnH4N2aCxS9W/ln5EopDlaETxjR9SnTMEmILfmrdyrXryFoU/lUhKvDLwDFlz2pEO1BYkYpe48qd29MWM2Nj2G79soTJPrqACe76xyxiwYgQB0Z7iHhXkbeBQw7Go3frGE9MBkeeu4tZkQLUjBnjZswZsX/cnKE2BuyfMWrUhFFjd3Cz7Y1hbsu1tY+bJ1UcrCRV5ekf8KRmhBv3xOG4Ew3P4OrGuKvAibiXM0/nuiuRwDFV8ob///Jlwhe04dGOIW8erZVnzLZr3FF56xIcPnftshVxVwxeEQH4j4C/7KfZT/s4s1RPEwTyj3R1xaCZYRQK5N+DFsVgHVldMVLALzztg5Az1vzjjDMFMCGRiilKZI01ifyFYDBO8YTWdT/ZYotBTKjojI9AmqgiEwUsUIuF1iwhFyPWgKiTLYIg4QQpSDBCyhKqmGGcGVhy+QOXChQA4U7PvGOWTwpoNQIFS/ywhBmqvPmPnKRoSUpxd+rAzV8RyeRVFaFwc+BIRRRHlFH1YYQWKc/IyFMR3PxzJk8nTMQTNAQhqumhnK7HASIm/aMDdkioqNNnqqBl1qQdMfLMoKdW/1NjTzjW5YyhF50nqaq8/mNJIrDKpxFYR+jk6k/PZJMXms84udM+c4Qy1kg1WANXIEZ19YUZzhg2UgxMWJEoR2aRYqpPc2hVxz/e7iQMhyKRItAvz9Dn1bbU7BSDNVZkCxJaHjq7UxHELEjrTzH4wgGrICXRrIbrjtuTh7zotA8FoRirVbLL9pRmfmlIm5MZmQ22blylChxSDECImxMpzgSbUxrqCjuQkoABGqlOv4Qr8Vr/BOxTwgbzJADCxCyckyUP/3O0VxMgYU27IV2ccU5UFEB1Ts/g9bNutkQ7rUgk7zcQwzYLtG9SL5/Lky00/7SuzJtN0NdAOvi7F7djgv+0Czsuh4SWCon1VIQxgeuE1qg+MaMw2h5ZgtBg73ytUxUk9/0RPxh/NLZZVLzauLKWdzQB4z2NILZHV0v6jxkl/rNAunonivaZerG6wz90d2SLQ+KJJ6lZ2X4xFvGkFODoTiM4M9S04e16/LS6nne8QBpganjQZU1/lt66WkVQNNyEAZVRTnEQygToU1VUWpkKRIH2Ou0yjDFHCJe/Ffl7gqUVofgCB44AnFCooAC9C4ktisALJHAALQ9UCqKsEMEI9ksgE+AAHqKTnwUE4wgCzJj6voCEJSzoN//wxBeOQIWsEGQBRfBTEp6mAwGoYCCYuMNAAqGDGe5QBQqI3U//nCEMY8yBNXPAAy+G4BrSmCNdwOBGqHK0AGtwIxvE4IZMfAGOdCWjBXkIhhZZgockggMH9EOYM97hjEj5Il0l+Icw3vEPX+AEGHS0xvIGUgTvYMQh+CGIQSwyxZ/UojAVeVURkEGEf1DAH+yqSBFGEBfeHMRbBbiFQAgAjcI4RHQx8golIRODv7BiJshgl0EeswBbJDBtsIylLGdJy1ra8pa4zKUud8nLXvryl8AMpjCHScxiGvOYyEymMpfJzGY685nQjKY0p0nNalrzmtjMpja3yc1uevOb4AynOMdJznKa85zoTKc618nOdrrznfCMpzznSc962vOe+MynPvfJ/89++vOfAA2oQAdK0IIa9KAITahCF8rQhjr0oRCNqEQnStGKWvSiGM2oRjfK0Y569KMgDalIR0rSkpr0pChNqUpXytKWuvSlMI2pTGdK05ra9KY4zalOd8rTnvr0p0ANqlCHStSiGvWoSE2qUpfK1KY69alQjapUp0rVqlr1qljNqla3ytWuevWrYA2rWMdK1rKa9axoTata18rWtrr1rXCNq1znSte62vWueM2rOXeBqWcYpAALAeyAFsKLhcTAIDFQGUidoYEk1KEOSSgBZCX7jxKcQAV2uKwdApENrZU0LGMYSmglJdqhYNAoGbTD1jr6iwLcUCwCgZ5ZqjDb2v/+I2uKnamH9uhRJiChdBiBHUmtwQi9gaRYI43BHJA7kjuYYqS8YAIVgEsQs+BspEwobk6YlNzl6oQKbgOpdHmS243ygrjG/Qh3RboLbjBXJFQQIkj3xYjruY4gSZlAUnRl0l9AwxdEASBaMobasZhHKVJBwrtKKo0b4AEdcaRAhE1BAZQEAiXowEMJnMHb+e4oMQWo2IcKUCISS6QAhamYXldc1oWUqETCgDFBFmzS1XIECAIxRnL/gYMTZEk5xNkSEqyQHCQs5zfJYUQaBtlRXiTCQRmpD6Iu4olmebRnbOOvRWzHq/Os5KNzmNVOOHCy3rLNRniwlEZ5oSDIhaT/QWrO6C/CPLaaCgMIqkivSMaAB/mu2Tdu/kh5KuVRXtDZJ7XiqDWMkeee8NnPGVVxT8qDjjT+WYU+AcVHC8BoPYPELKfEqVlOkMqORqPNNhoD6jgaDWs0uicbBKmWpscr7+3qO9fjAAXi09H/ZHcoFHQPW4KNYAmaFgnAmBpImcGEsASDAjJBBzg08A90VJgCwZi2SsKCjki98qIxiI9fS1wAhRSg1Qohd0SK8G0Wu/vd8I63vOdN73rb+974zre+983vfvv73wAPuMAHTvCCG/zgCE+4whfO8IY7/OEQj7jEuUrYAgjjXQum8WJQusASGQMIwADGPVozcpEDAwjS/9BxEWzc6zlQ4R+kEM6VsoSlJdQcTm9KgrJFetjr/gO1bAn6dwTyKSaDtLBhELrrzsT0soDuQzyfk7EgzVpnmIG6FoFZeTdqDRV4GmjrHWnr4MsESX+UzZ7AOkHkNdIYe33PQVNe1Nk+krCHlAlpz0kH/hHqo7v26xtZwg3M7tH2FivQpq3ubXnHcyacgLZGKc+tl0V5tEwAEVTv9TOW0JwUqiKFTlAKAPWnP4kQXqTcUFFqbrB6blDjBsR4/YnmsHOT3vkf0mgNyIVxDyDw/h6uadLpR6pjj+C4o4NRsZqlgeN7AN81qvnH8Z//cYkYPaPPwEMdavAP7qvCCksoDviXVIEERBj5TUEWTvi7rwHCavQ6HIjKQDKoZ/rrBbX/4AAHdPAhljc0IhogZuTxM5VhFgWYfyVQSBI1fFvBfRhVAFB2UyCiJIGWE6OmUSihU+CgdiDxWjnFCO8HeDvhcxVVADjRFTfyfvBiU2W2F//QghblJ14BgxWFDhz4EUnAURWoE6tWUdaALVDzCRlVADKIUxHjFU+DUTT4ExPggBdVAHQUF4lGUb8AKYl3JvaVO2OhKrF1NmzBgBMVCRckFvr3c+tDdE+xPu1jWnoTFh01KgKQg9dxNIxwQw4CZSBoQ/8wh0GjAs6AWBpFLxbhYgRBiBfxSeAUEAAh+QQFBAD/ACwdACUAvABMAQAI/wD/Cdy1y1YRgQKfxUD4TODChAUYFinSEKHFixgzatzIsaPHjyBDihyp0dYzJuf+gfuH5x+xld5YroQZc6XAl/+MkdzJs6fPn0A5xiiQJBSHKhz+jZlgFKlSK/+ghvr3BaqVL02T4kEWtKvXr2B3ajBzcYzALwjNUk17ViOxsHDjyvVaBN2EtV6Zzt2bkaBChNGi/fv7N+HBf7b4kiyyA+4ERhEVz7U1IhETZ++oOfvHzRiwnNSocd7c+d4/XtYqSva4618dpWEZrZ67qxojT/9UcfA0xowVqKo8cdD92zdwDmkWtJ7d8XXYL0tEMwdrEveXLxOu/6syZkwVqmi/mP/lbvauKmvLp88e48nZQ5+2dv1a+Evgr/r3d8WIEf9rEWGqqFUWSGg51xVBtiwkH34M/lPfPwVdJEBcYTzDi0+1JGINEwUwQY01/3xojYjOgOhMAQvUol5HOhwG1D5FFHBiiNaMWKOI/xRgjTPPjJARWl+xx8R7JMUwRxJmLBGGGUcg8Q8pSDgBpZRWSOlEIHPsE1QRwFwFlA5d2SIIEqpMScpvZzrphJpqnkABQgUIcNeKGy3AxBFKzfnPXUvl6ecYX3BQQiKJ/fSMMd0BZeBPRZAFG0hmdUHoL8/gIWBeTljzYJEN6SmQWeJRBeqo/5ziok+7vBmUDqr19F+AeIn/dNBCZF3aFSOa8mQLN0mNhNYS6AXVZVACFEBkT3iSNAYpTCC0qFdVhMJNeiPtM0co35FkBohAPXOOFbbSGUOXQIo0QQ3BysWeezxFw4sqPCXRqk8UHAWUAg4aagy4QAVCIaq8kvTrkEHpFJS/x5KUWLIjLbvZP9YsEWtX6yYMki3XZjuSGQT/FIMvXtJp0bj8jjQBFdYsVIAOnnq1BA498fJuyyAl0VURadj7kwLz7nRoySPZnFBLcEG26UjMzNGrSANT21M25fp0QmQ/pcGwSA7392lsxuqa8U7bbgly1DydsOW+4X6EcoRmhxWtdDvF8IsqNH8k9IvV6OyTI0VY/yxSDMIALZK8CIlDdldIcLvTAtx0tDRGwBbqUxEz+4SW2ZLzpOLVIh3BhJb7PKwRkOEKSDpCSSXSUy04mFEFdtpdl+inoM75Wua6gnhXqFRlW653vZ9llhXBnJq7k4+COiBaEwAayDOSU+DEXUdxEMoEc343lRXXC1T99dQjJUjPI0HzjRmhqBJK+ut/YYYnufzDAVbz/3NCP17FwI1sVtw1gRUcMEv9+icQAApwDKEAh3K60pjfHMGBVlCFGVxnvVxYT30Swx1CwKSDCf0jEDpIggA8SIR/iFAgOgBhEnQAJmGozmkkgQYTfPEObnCjhtz4BhtYIQ6XZIMbmIGYBv8ZpRI8zEElc8ADMYBBAFO8AxxH9MURueGLHVCDalvKiTDmAAyd/CIS/2gWMW44RnE4gwkw1EhEKsIVgRhvMBZ5I092sY99PIMg/4jBLhYAin+0YRkxuONh9pFGVCWkNX/5QOP+sYCDPOMvBynCCIaIIWY4pCFa+ocvBgKh1uxjkpQUmShHScpSmvKUqEylKlfJyla68pWwjKUsZ0nLWtrylrjMpS53ycte+vKXwAymMIdJzGIa85jITKYyl8nMZjrzmdCMpjSnSc1qWvOa2MymNrfJzW5685vgDKc4x0nOcprznOhMpzrXyc52uvOd8IynPOdJz3ra8574zKc+98n/z376858ADahAB0rQghr0oAhNqEIXytCGOvShEI2oRCdK0Ypa9KIYzahGN8rRjnr0oyANqUhHStKSmvSkKE2pSlfK0pa69KUwjalMZ0rTmtr0pjjNqU53ytOe+vSnQA2qUIdK1KIa9ahITapSl8rUpjr1qVCNqlSnStWqWvWqWM2qVrfK1a569atgDatYx0rWspr1rGhNq1rXytZWzioiqDkNt+YamSIUUqLo+IcdAsEIO1Chr4xgRAsYQYV/qKCwKvCG4igagyKUoFfY25P//FeWUJRAjg/lxTOSMCcgnU4paAEUbFRgoYrGwBlmSJtH0GVR/S3hcCDBokSFYdid/0DnEhb9BTckthNWIEIaFuWGo7D2j+FSVBjWUEG8/kFbiuqWt9oS3UR/QY3U7kRiF6ooUeIlW4niYCq++scSmHC0iO6CCTUQlXqrAJXhgeo7r4NuRSknP/fuSYBRqd78OGAGSpVXohcKREsCsRJ06KAEkcCDBkqgYA38QwNz8FtEHxQRHf1CR6fJ0YWeUR+7tvXDXW0uQkCEXI8+Y7EhAW4esytRZ+jASRLEjXFy4wlPSBAJVvANjGvAjSL8d6GUqkPd9pQ8gdBMNix2KC8KQDeEeLYtTg5XFSagAcwqdJE+WYq/IhoNXmkMpQWQRpN7UiDyKVQwQDFLXiPKC2KEzP8nNoFoAYAgOJ48q6E/VtYYdIBihgrDGXUmyQTQ0d2FyijQJAmEjyD6C6V9WVlWaMFE6RyUDgAY0KoViaogaiS98aQK2Si0QpNM5glsmdPW8MTu1PKF77R6VK723fDScFeFqqp5Ru5VAO+bFANGZQxJ8fFEYzQHdCgYHN54EwUoQBMHB4MCLfGGEVMm4YXygiLGKkABomENmYFI2w3ZNogeyYxqg/jc6E63utfN7na7+93wjre8503vetv73vjOt773ze9++/vfAA+4wAdO8IIb/OAIT7jCF+7UB2VX2zkSSAGWLBA0Z3QXFQGuM4AAhI13nOMC0UlEav1QJiBpCRL//ASOz2QFlqeJFKo4wbQsugtrkCKyApqTzo28HcsK27nWYER2oLy1IsPGZqSGKC+YQIUhb2RgeW6o/kgBW49wLOkRlc1OlGtRXjgDCZkenXilK9FGU71hxW3WRbVOEq5X1Ou8ARsTNi3RqVedI1/YREuXlS/GMkHVYDOzQ3fhDKrHunfZmXKr7zJlpUztohc6wVQ8Mfn0XfCCoTCD+urAjPtc9BfOSANn3jQH0lMg9BS4RxrmACJqYH2iwriQNGhrjD8bgx3OkAY7PiMMY/Ai6gynU3mFwQ6ENMsYQPgHEEyTk82APPlqL4CIF7qLRBCjBU5aQnpx85slyBjlSEBE//Y1z30nLIECViYo4QOhlglwANe5hr9F3C9/IzOiYwmNQQkEwh2LhNb/FnEp//dQ9WEpYGEWE/J6AXUh4BB2RHVnBmUNJ+B0PpFehpYNcXE3CvUaDhhebbNQEHhSRBMWbqdQ7Fc0DMUEEnN3PSFpC2UNgUCBPVFYhjaCK8WBX3E5eQSCcUEKDYWBYXEHrGBtBXBqXxEKZqMiCRUxE9MVYbNQcQYWHqRQMZBqsOFqWxMe36E824EXl8IB04dQQ1ECnvAdvdI98oMU4MN/kIWG1TM+wDdQJ4Yv/jIhjKBc/hIIZiMbAqBcZmOHeJgEpuF5DRUNawQxsYWIiPgMBcBhzwIUEAAh+QQFBAD/ACwdACUAvABMAQAI/wD/CRwosMizAgOfxfiHUKDChBAJSpxIsaLFixgzatzIsaPHjLv+OcPzj5hAcP9IEkMpUCVKbylZ/gP2sabNmzhz6rzIjFmgf1a+hOJQhcO/CWOGFv03ZsI/oka/WAEq1My7ETuzat3K9eOINEg+fhk4RuBYghS6ql3LdmuXf2e3LrFmq63dgSFtFVn48KHAaA4X/ttV5N++u4g5hvGbmG0RZ8aMcTPmzCQ3Z/8m0zRGjVo2aveEMRHcOOOzn2qRWCNdmisTFRysWDEzxhMHVRw8jTEj+58q27itlDXWWuMSuFyrhOJWt7jWfUzM/KsyZgz1L2OxTy9r9suEL2WrWP/h5txiAR1OuU5Q/SunrX0xYuyKwWth/X/1Y/wK+a95Vl5NVRRXRieo9Ut89yUY32AUPYMHd101dNMIzzCBkDPOFMBEhhgWgJmGTDxTxGE7MeNLUDo5otUCiVgj0IYacsjhi0z8M+JEEGb1hRnU8FfTLrwwcoQVTpCyhCpmHJkkkkuEsUSTx9VSYjBE6VSgjzcVQQEjnvgmHZNgLvmkk3NIKVCBXe3oDGsd8UNegExlNIFTOiyA5U3vDHgTmjntY00ocW405z/eLDDQDmuFUQAvNtnChHDgbVTWF4w8s1MMJulZkwL/fTQpIwXUVQCfW42BxGg2xVCAKul5RAoT/mX/SWUVOtWxky3cAFrTEc7ss4s1x2la3kAjpOXpP6CyWVMB2eR4E2o57ZIrrR+poJCqOqg1ASPWtFdTDEAIV1OyOu0yx7AVCcNqTVQUIJgOzmbFCE7PsGNFqx2R4sydNRVBDIo52VruHLp+dER/bX2xBDf8cmSsR2WB6i1OzEaakwA77VJNlR8lUYC3pGpV25qp3iPuR1S4iO5E2e70zroorybQDvHutBij30pzsqtZFXGisB4JHC3BO4WcVW1MNKxRsTWVZe3ENz3TbM0eZausR9JyADRGSTxUQLBcjYUDTtbs3FG7Snt07k46PJP2Rs/wArNHaNsiNbUiI+u2TUWU/031QAUTREpWzBhjtk11WJrTCLlShHdFOdpSgFESnQXh1gTFdQ5WNrl5MHXWMUXrd0cJZF11/+hQWLlFhPUFtdTBFfrrZnEX+gSqEKfTPs6YUYV32k031VjpnX4UHqv/E8MNntAaincEGWUU6VCFMmj1E1hRQqg32RKDMULKNqQV4x9pRSji40ZKDCTqxAwFsnFQlvxApWcF/fTfKxAHRt8ETR5LCIUqhjJADuTCE+ibivhkQwpecE4gFMoGQQKhgyRgLHWBUNE/VKQDAajAIrGyyTAKMBljzOEewJjDL9IiDBMaI4X/MEbSDEO4ZwCDPNzgBknAgQdq3KEETMADN/+IsUMhZoMJKssYM/5BjXfkUIIFeAtkUvjCOQiDHZiZSEiKkDzFCeRCFJGQWmwxghgUoS7PsMUwCPAPCnygIHWBxghC6J4iMKMuC/rHM5BhkksMQyCkSaNh2pexfezDbbtAyAMtoLgY1IUZZlqZJCdJyUpa8pKYzKQmN8nJTnryk6AMpShHScpSmvKUqEylKlfJyla68pWwjKUsZ0nLWtrylrjMpS53ycte+vKXwAymMIdJzGIa85jITKYyl8nMZjrzmdCMpjSnSc1qWvOa2MymNrfJzW5685vgDKc4x0nOcprznOhMpzrXyc52uvOd8IynPOdJz3ra8574zKc+98n/z376858ADahAB0rQghr0oAhNqEIXytCGOvShEI2oRCdK0Ypa9KIYzahGN8rRjnr0oyANqUhHStKSmvSkKE2pSlfK0pa69KUwjalMZ0rTmtr0pjjNqU53ytOe+vSnQA2qUIdK1KIa9ahITapSl8rUpjr1qVCNqlSnStWqWvWqWM2qVrcazRgozhoNCStCCoCQZ1iKGVcDaAysgYefqKBAby2BCuogV7omoQ51SAIFamTQZyCidNFjSlSMMgbKtZEZUAPoLwowr7GMwbFnOQvsBPK4gfLCGlTAl0bGsgQmGKqgB2OXQRk1r5pIp6C8YAIS/naRDkyCHQT9xRxIgTmL/1CBMQMt7UfmhTOB8sIZuvHIWAZX0Bhwg7YQ+8epDvrBcRk0BkwI7kcGl9Z+UmNwk7UId17XrsT+MwaAQeAXOKA18lbBKahrSijUy4vkDfQXzJiDBv6hAQ3gARL21YAddICO1KGjBP9Axw3uU1xeEEaPgGEUE3jRnm4xhC+2+IV3uUrhn0pIGANxEYYHsuENG7Q9YvRIAQATUBD/gzcK7BKSkDAbK4TlN55AkmzqYA1m9Lafa9WuQNKD3oqQ7J/PKJvsCGI70xF5yE8R6DPCxVqNjAEPId5nDNaWkwlA659MtlKU9VkAahzOU3hIYj+jMQeO2cQ7J9hyPoVxj7ntKf+gvOCGJ2qrEZIAlBdlrqxw/9E/fbbQzccCRyIASuKdAPjOcqazQwvADkAnt1ABJY9OvmDn7zoDYDfhQBfcy09ePGNes4udxWiH5ND9wwk//q5y77e/spyM1UApS/a09o9gQOPGOGYUMNISDAqgBB3gmC86fE2BYAQbHN6gwGeyKFD9iEiPQWZIAQ4yYhcVwBrUVlUR3lbhbnv72+AOt7jHTe5ym/vc6E63utfN7na7+93wjre8503vetv73vjOt773ze9++/vfAA+4T3F2YYFgGCG4Pqiq/sGOFwIDhf9A4cOBAQRj3GOhB9IBKRiopCM9SRVLMAPIpdMCahyUCcf/2bGRA1Xk0glg0ASNQe/KUrPImoWy3JqwPwuQBJsQ16Ap70jExCxQHNCGXXwdqDCsoQLNbuTnBG3cuKzhYTgDt8kVSZlBme50jJyF2Rk9WAdiq1qsU+QOgqjuPnnB2EBp1CnQizt6ac6dObVN5/xsDzeydZt/xFi5qgCKAsnHQJk9twBz4EaNLnMDxnODGjfozF6dQR68/xO21gBCDGmCQjYDwfO8YEfVBX7JwqisRtIQSY0wYwzNA0HzMcTMPYDgjNTjB8daqoMqkNCCsIT8N0BxwhJqcOIjIQERYTGDyLsEE36uFRxO5wBSBjIB6cer+kSuAcP8KdnKuR05ZMnc1kCEls9AdF0nPd8notRCBX0yylZm90jQ80n+o/2j/fustEavvJX62xPl4LcVxKdP1tBfapF++VQA+qcjfLZPKhN/HTF/+NRnOBEx/CRBaqFb+USBAcNPYFMqEnhPMqFR4ACBGzEWJQANHFUDajZPgfBYpVIFnJJw8/QLzxAW4DcpcIE33Wc5yPE6Z2EOnFZPNqgB0mM9TlE9cFIUlGM9+1MU1mMFbNCCNSgS/yAAJ6ACH4QaBYIxjPBBXYgsW5gEgVAgxjCE+VRdCCFma0gQY6VHt9dLAQEAIfkEBQQA/wAsHQAlALwATAEACP8A/wm0ZWvXvyIxBP57VkDhs4UNBT5LGPEgM4MKM2rcyLGjx48gQ4ocSbKkSY0GCzDJJhDcP2/e/rkUSCymSzz/iM38h9NZAWi2TgodSrSo0aMbd434d+LfFyv/rHwJ9a8KVCtjQnGowuHfhKxbu46Z8A/JjiJBkapdy7ZtSVvOGJEV+EXhGLp2Pd51OoZDCbeAAwtm+7ftXU8VByseKBDjwmgLE050qJBZwcUmn+EE7KMI5sW2Gr5z5uwfN2ACjZXOWZqbMWPc3gH5B+3zyISbDXti4th22yJFqPxTxcETcStQx3jiQNzTGDPI//X19O5ZWt/YnS6h1js70tJVvkz/+CJeetUx5J0KrDLm7td/HCjs8+6xKWAniYfuu/5LYP9/v/yyS3+2JDSfWtAA8x5Rd+nwT3dFXQahRpcdqNAOgTFizX9DMdPQM0xQY80/zlhjjYgnjujTQtcZVcQ77R2lw0NrMcEEiTc6c+M/O+b4YVoxFGBfW1WEwg1Ru+xXxxI/mPEJEv+QgoQTUjIiJZVOWDGJNRZGOIdadai1izMqLGFGGGZGaUaUnrAZJRKqkLLaP9YsAdgYSDDBoUkLOFNDXQqRNZZ0ggoq0AR41HZUEcBIJSONRY3gzBGHEmrpoJgeytIuQeZGX0e1zBFKFRt9cZepfKknnhnWtDjUM8Zg/yVjfkMJs9dedJ2qq3oC1TCiQA669YUZcwq1p0msTmjSLhR8yhGjngBq0hJMuNrWsNQQZQs3XQmVxDPHCvVMo0g5GK5Jtnw51CkAChTIXG2FUQAvQ6U7qkl1UatsSc/44qhRgfyTUFGQmXeSGbz98gyGbuGp51C88KLKUAgPbBQFWx1VA1Ix+MKBtCXZyWkBYeKqVpFF7TJHtyclodZDJhOlALhG2ZIGVUJZ8pBBYbo1ARIb1isqqSXly4TFRfkL8lAn0CqUMEQhjJGnbRVwrkjPSAzvSHetifRQKmds1JBFdfzxSRPou1Cw1xKrrbrervXO0kMpgJS9RJtkSbuCPf+3o1D7cHNv0f8s0epRzPjCa1FkE/X1tNUK5E16bE2QBEJDxfCLKluLdFcNTp8UuNhD3dW4fs6cHRLLXR++SyJQSgdozB3NrlFWARM1AhOhkCVeel8QvVcVvpOlADT7msSIwXsFv96tpDqvnhUFMHNULThQxV5V6s11K11zIS8QMxSs2dVcYfVOVvoTzMUVVd538at+0WjgRCihqIK//qHkYkbGzNHKxLhRC7WMIBgcuIsV5mKFBEalLu1TiAMTWIcCWOsktiiCODxxhC9wgBQeJEVUSMEc+HyBhHUhRgEbMx8MBUIHSRAAsGSokCOQYjMvTIIOaCgAcPBCUUZZQBH/qBEbbnAjG9ywRsCc8Y5/+OId3HAGLw53QaEUwRpNBAcevkSMLzmDFXVwBjjAwcUj/QMYvAidUGwxAmscyRlf8gUTIJEMHJiDJU88zRTV8qGMQEotBdnPM0a2C1ooBBkCewgzitAlQHqmCIOMjGkEwo+FKCQhzFhkFbW1FMkwY4UCaUgMFMlIZ5nylKhMpSpXycpWuvKVsIylLGdJy1ra8pa4zKUud8nLXvryl8AMpjCHScxiGvOYyEymMpfJzGY685nQjKY0p0nNalrzmtjMpja3yc1uevOb4AynOMdJznKa85zoTKc618nOdrrznfCMpzznSc962vOe+MynPvfJ/89++vOfAA2oQAdK0IIa9KAITahCF8rQhjr0oRCNqEQnStGKWvSiGM2oRjfK0Y569KMgDalIR0rSkpr0pChNqUpXytKWuvSlMI2pTGdK05ra9KY4zalOd8rTnvr0p0ANqlCHStSiGvWoSE2qUpfK1KY69alQjapUp0rVqlr1qljNqla3ytWuevWrYA2rWMdK1rKa9axoTata18rWtrr1rXDNpeYO8hCG/CONdxUIvQTWkEZm9BnZqEMdklCCwZagKYf9hx1OoAI7UEEFgpgfRndRgBZMQCxiyUgEN0sWcHgmozFgwpqIRtq6hAcvvGKE1TRaABUMRYSgxKgIhaKCZ/8QQ6POcI5Q7KRRYVhDLkNBhDRgqoJEaJQXzkAC7URChb9h9LedYymlhKKhjTJBOEKhgmQtOkXgwpRSueDVF8IrkO+lyrUbLQAwoDQGK4SivaEwVe9I9Z73+MJ6G5XUX9BRAnAEor8UMAUFXEIBnKADDxTYLmitt9p5WaMhDUnjiGj0uLhaWKsjglpGfqVglt5jI1d76C+KEDBVeMI40LlKm1RhBiRYATpQMvEJolGEEDeUCaerVF68whEkcCN5C41B6vKGWo2gCmTkmUDuKFoAYXDupb8wY1Hq0oU/RpQX3IhWUe6CDosKwxhPNspOXtozJhPjX6X7hw467NACAEH/VkWZQEwq+os0gMmiBXAGnInyBYYxWc/LNUkLLPqLlRGZpcM9ygRYUtFo6JluJlGylSG6C24dGm05FnFreYwqpxCt02OI3qcnoKGCTfQXzOBWXeDcQIHICjndciByNFCACotYGM5giTfAoYF/oKNZFAgGr2HSrDQU2InWcK5FB8aQIBUgGhz+RwGeLRGJ2PrC2M62trfN7W57+9vgDre4x03ucpv73OhOt7rXze52u/vd8I63vOdN73rb+974zre+983vq+5VIRGZl0L+3VEOzebDzphNwoHgjHvMhh3WmIxGfxEDW3RhCSz+RJukZAVSIMfjHbcClKxx7YjGQInl/40Kj1c+F3hxAA+fnSw3jvBphYA65bKbAMI2+tuh8DajvGCCcr2lRpNzA4T4KlyxMLo8k3Rto8jVbcs2GmWkE45asa2ohk9yl+ZOPLeBBgkpWKHRGAgO0iHpABs46rKPQOV2/6BCzC968jVxz3l4J15VfKeQIhD8ooJgBBKo4gmqcMDw+eOAGfRXwjkAOaL9oUazuNGsORSbAs5IQxqYkIYk3ujvGDWGMHhxD2ng2hjscIY0Us8OdvxDGFADvURlf1IObV0YNzLGhwVSLCDM5h+6/4frJ0oRQTSlBhhHAiKgZIbFe2L5TljCxpDvBOUzvw7gWK2IPcOBBQ1KIJk9VOD3Y7Y+gdj9ofV7u1NQdei6mAztdWkWRMvMli+wC6KMrv8/fAXRJbeF/g1lJ2hXFOjlUNbANm2BXQ8FDmFXFD/XUGxmFF0XUScQXSuVf/9HgYEBgAz1gGzRdgY4ZmpRF173UN7QgEf1BTUwBQ+lRBZ4FB0QURjIFoiAXw1FMgajFqGmgAyVEHXwgigVDQXQdKfiaTaHK7ZTF9KjEKEQDBHFDMGgPvDxPoPyHt0ihenzfWOgARGYUAWAAzrgWjTUFMvDCK7VFAFjhv+QO4y1PDrQRBVlVwFHJxnREF0YStQUEAAh+QQFBAD/ACwdACUAvABMAQAI/wD/CRRYhOC/ZzEGPhOYUOCzAgpjLPy3a6DFixgzatzIsaPHjyBDihzpEdw/PP+ImfR20uRKliYFqvwXU2BFkjhz6tzJs+fFBQWWcKjC4d+YCf+KFv1i5Z+VL6GGNrUyJirRf4zAQfTJtavXryN3FVBhcYzALwPN/kMrUC3bi1UEMgNLt65drg2NfmX07Obdv/9s/Zt7sGHeiRP/xUgoGPBIwYGQguXrGHARa+yEcTMG5J8xatT+cQMm2hjpbNSc/XNWYEHlkEV2qPX6ZQm1xq+/7tr3r4YVK2Z+/1PlaTiH38GtcFDFwZMqrOes8c7dsY5er2M8MaEO1pY1KkbHVP8Z45at2fFrJ7Blm2YEd40VzdQN84xXz4oVeSXU/09/DP0V4ebTCNwMldFbHo2xw1f7LPbPL788GCGEu/ySUF4WoQRWdkxgSNIu1hRQgDOsbVcAEyWWyMQzIfrlE4I6ndDVCAVtZY011NyYI44FWHOQiC4K8N5H/fBCChJOkLIEccPJp4qTZizxgxkljCCgTkUQs1ZPMnLFCyNHIHmkE05NhcQ/TpyZJiLP8OYXjD1NwIg19uFkyzOMSDbbR+AUcWVO1RjIkwI+1YLDTok0FhldTlgTIU78pNEWSUd0lQ2cOHXJEzP3NIXpRl+MQQoT+/zyjGxgVREKNy6KtAs7VI3/ZBZfHuYUDFea8iTMUSRNUIOPCVm3p08c1gpSDNZYIdlIjBRg7EgxFPipSIT6lEalOCWh2D/WWDckR/tQoBMplpLXk7c8xQBMUySJ6syfX5nhzLMexQBErCLNWsCjPEnqUyA+PWMMviL5ak1DAINV26E5/cIEwSIxgpcvT/m0FU8UYEuStgJZs8SWexVQJ0nhjutMqzgJbC5P6O6kLsQguTuQDst6NadOMUgDM0jN8ruTvz0J2ZPAO39ExcEJafiVqtzA+1EMDw/Ls7M9FbHutxppPJK29HKFhDUog7SAuDmN6lMR2RQdElot7zSw1AmSoppAJ9TsVSJYQgQ3Rrlc/6RCXz0tcGtPY+hAEU9F6Lx3R1RcjBVH5mE0G4JoabDTLs8UJx55camlFlJjfDEeBwn3ZAtEcYl+ludnxbWWW3FNYMx0PR2h56RJYfSWDu5RROASEyA1FAehBJ/UVU5NWpRAkg1Ftk627FICElYc8Zv11atiRShMHfEFB5WacQNXuywgTSgCcWBWrBNYUVxS65vV/nAnkMoVHmRef70qqoQSClGhYE4Al/A8uRQAD0kw3D90IACyBEIHCazWApMgtH88MIGG6x1PoBEDdngGGHMwjTMokAxu/MMXc8iGM0xYBNr5JAbOyIYvTFgNYmgoG/84ATuCgRJf4GEONOFGAf/w1pUFLMQYxvgHMEhTAgKsUDQmJIYJC/AnAV0MIhPZTgc6QsSuFGQxmIvBLQSSBgsAroWBAQtvCGOsBTBjK2d0YVcqUoRnNKYfAxljDPDDG6dh7Y+ADKQgB0nIQhrykIhMpCIXychGOvKRkIykJCdJyUpa8pKYzKQmN8nJTnryk6AMpShHScpSmvKUqEylKlfJyla68pWwjKUsZ0nLWtrylrjMpS53ycte+vKXwAymMIdJzGIa85jITKYyl8nMZjrzmdCMpjSnSc1qWvOa2MymNrfJzW5685vgDKc4x0nOcprznOhMpzrXyc52uvOd8IynPOdJz3ra8574zKc+98n/z376858ADahAB0rQghr0oAhNqEIXytCGOvShEI2oRCdK0Ypa9KIYzahGN8rRjnr0oyANqUhHStKSmvSkKE2pSlfK0pa69KUwjalMZ0rTmtr0pjjNqU53ytOe+vSnQA2qUIdK1KIa9ahIVebIDGofwkTDR9zqmFQHYgufxfMX0DCGHaiggq0ywg6M+CojwDPWf6gAPI6DJ7I00BTjudVuF1nQPHfhDPSBDEahMwpa8vqrenIsJ665KjXMsDiOyKEg8vwFN5YwrY2IKhn1JAtONmGKJMpzsTnxQT1xIB+cdFaewjBrTj5WT9KSRAVpdecvnEHYkaDFDEywqjsL8NeR/3xMtu10BikmUIVQvY4jsUtCfeYpDAqQaQLx+wdvObA8DnzPQBTgID2h4SN0mAQdhsOuHTSABw1E4h8a0EA2gHhPXmDORz2KkI94wQSRHaQIBQhbUud7Ux8Jw74XSS08l5qTrp0zIRooTnDORBznmIF6TiHwgYGjAzq98xcFUOBFWKfcslyEA+Rt5y64YdffXgRTvtULHhKzTl7oLE46ILE6eeEMtQH0F3MQlE7GoDR2FqAzcQqEfs/JC25UjCe5KnGMXTfjGq8ztKqAq0jQcoIdm5MXGQbyO3vsicZ+hMjtFIYxkryT731ioayYMjV+vBMjr5gdXNYJkx/UTsTyxP8s3lBxOqHGiPGozsOqu3OIVdcU/5LzMoRVjkDYN4Hmyu9zHCATE+SLzgJsxhsUwAMFggEODXgD0v+gAAVeYjl0pEFEbIZnRRDyj2hw6yEFMDUveIFeqj2jCNHwM31nTeta2/rWuM61rnfN6177+tfADrawh03sYhv72MhOtrKXzexmO/vZ0I62tKdN7Wpb+9q2NvVFhBFabkOkTrit5z06Q5p7lJs0OBbIvuiZkAK0oDikIAWTntSkJS3B3nWo0DxNpYOiIGVZFGbdBHTgZHZ2WHdnSfhAyCXrcq7WE4XNiFmOxl93WkMFSvbIzRJKrnmyGOI4ocJ2QGuNPOGEEUz/qHg756A1kXRcnuxFQsQ1ogJrWC6erDb5QSvS8pBsQhD7ZgIjrKyRJCSi4eTkxTOEBDrQmcVcKxMPk58R7nXGoARmeA4StF494VwvTegzg+WQXk5Wb4cbzrgBN6hxA2IQ4wbU4MYNnEEMCrS36u4UhjT+IY3OjFsYQAAC4O8hjHuwQ+X0TPc+9fNGqUpj79vx+z0EYoy5CaQzzmDCfUOtTmewQWJLqME/PLEkKixBwFlHAiLOtISs12AJTrDCEqiggw6pExroYB4Havbv3Fmk0Mi9SPBMy+NgPGdPXwjxh6+T8D1NIM7//cfHiC6r2pqzJl8hfjkLAI6ZZ2qh1i9nnd2+ghbRNxqHCpWR90ciWXRqvysSS6eZufJ+cqJj/SGZeDpHTn1+Lgos1oF33XRAdRFk5SQsYAEe6dQ2XLEJ2GZIpfMV7XdO9YdichZOMeAwCkdkyqc6ZoEWd+ZhcaEBjAZO0EAaSsE8FXY8xGM8w4M+vZcUXxCB65QEgSAjQsIIDmRBAiExQiMjEqODFhRa8wRV6hZVGAERRghLAQEAIfkEBQQA/wAsHQAlALwATAEACP8A/wkcSHDgsxj/ChhEKPCZwCIDizAsSLGixYsYM2rcyLGjx48chf0jBu5fSTwjSwpESfKft394VAoE9mwByJs4c+rcybOirX/O/ln5EopDFQ7/JowpevTfmAkDkX6xIpQohzDBrPXcyhXniK5cE3UcI/DLQLL/zAocs1TDV7Bw48oF+6yL3CSJJs7dSxAixWjRBDLUi3AXX5x10sJFYs3wYb6GhQGhJoxaUG5ABBoL+o+bM2PcjBn79+ztY49QwVYJxe303gUFzJDloIqDpzEcrFAd44m2bbK6BQZi4lojwkBxJzDWW5zrM0YToH6ZoLYK2SppzZodY50sVM7NL1r/W6IYrsKeu2wxH/jr1y6E+35uXTAHI9qNKLnKL8hLIK8YMfRn2H4CFaBDal19YQY1juVUwDNaEeeMhBQCFeEzBO5kDFU6mVUDV/s49I9WBTDhTIknmvgPcSMW9Awe93GloDPrcWRLLa2p4sknnvxDihk+9kiKkEiockQgFjSooRUx4qTDPzV+xMw3VPyjChJW9qijlUCqYsYSP5hRwgg/TdRkT2Gcd9MuYhEE1VNOvSnnQCeIuBMzaWz15FbkIdgROHaeENcYSDARpUYLtDaQdl+Q1Whajt5HClcb9pQYT/v4EopaZXF0RHgg7cONUTclsdUzvgzF0547PcOLKjgx//KMYQUICtcEjFjzC07RvIqTGY3xVAQF/2C3E6s7zREKTiooZBh5nHLFiE621IcTeVuNBqpFu4wabUefQmlgXFUswY2SHnVLKkimbkWMqsf+s+tO76jiZ0eMnPcMOGfyxBuNOPFSgL03mWGosMGsq5MAUO60i7KxFnDoVmHYCZIteV57ME/ZfLvtQN7e9Kktu9Q6qCcbg6SusR8lYXFORSjKkwIv41TvvRw1+9AO/fZETU69EuyRWcCii9OoLOeE3FbL3pRvQ4L2nBOuEntl7U1LBNvqO9Px9CFPu1DDgccbhSvQpXDJajRH+4iddEFNVySHRDyNQMxWO/i1Ey9ka/80gcuOWXyfWlJXNMYXR5UATYYeQTNtp+Whdd91/yxRBOOhMoHlo2kZqxbniJd1HQfBmJbTCOB1TXZq3JEVSCLyLUAcB2RtyjpBoRz+j1EchBLd7kdtqoOaXkUSiipFIT/2P57ksrtZtwlFBQX7bDXCL2b8LhRSzwuFIPe0C4UOeDvFEMw/yRf1xZBhprWbJ5/W4FZfFQWiQxIMr3QHtv/oIIAK/8ifQETSkxhYoz/UeAc3fDEaDRAAB8AYDTCysSJo2GQru4AIHvBQH1/UpxrE2ME/6iCOPBGjGp3xBQWtccGtDAMizlAgA/9hhxX9wxjAmEM2gPEQnLSQIsQDS/X//lEEh8TgGR8AhUA+oJAi/oMZa+NJIorgmBgo5ANXs8UzDgIlhuwiijDbh2HeU4RaJKMiE/uYGtfIxja68Y1wjKMc50jHOtrxjnjMox73yMc++vGPgAykIAdJyEIa8pCITKQiF8nIRjrykZCMpCQnSclKWvKSmMykJjfJyU568pOgDKUoR0nKUprylKhMpSpXycpWuvKVsIylLGdJy1ra8pa4zKUud8nLXvryl8AMpjCHScxiGvOYyEymMpfJzGY685nQjKY0p0nNalrzmtjMpja3yc1uevOb4AynOMdJznKa85zoTKc618nOdrrznfCMpzznSc962vOe+MynPvfJ/89++vOfAA2oQAdK0IIa9KAITahCF8rQhjr0oRCNqEQnStGKWvSiGM2oRjfK0Y569KMgDalIR0rSkpr0pChNqUpXytKWuvSlMI2pTGdKU0XOi54QKUAQz8NTh1DxP+EcgS9aoIIqqUBQR/3HUUuggi6UIAl1uEERbtrNAqADfRhBCm6cwgGk1Eyb1DjCdj7nlL5ZhzxprCYAC6YVb/KCCT3CSZu6iZBJ3eQOrLDnHVrwTV44I3rz/AU3NvURs5CCfPAkSw1Y1M1fOEM2OGkrXbmxhL5lxK7zJIsnJNtNJgCpWAIxFlrMoipOAZCq2jRMCRjR1S+0VihucooVCMsGZv+Es4ga0AAe2KDbf1AAHCUoATgCIVzi4sEZBATnrugWmH8IzLkt2lXV0lrT6l60PwRJrkC0IgzOhhO1IHmG3rZZgC5YAUs66pEZgrMlLyGBKudVKjGqpk2HcC+2SSEIWu5lBsRiU6v6pcijOEeQL1Cwvj+z7EbMYqtsFoAdQsOJ6/DpXWtSg0kd+oddtFmAzBROIxPWJnhzIhNsFsAZGN4J2kx84Q9nhCxX1WY05qAwnCh4mpnpiRK1yYt33fjF/zijNmNA47eBhAMv4bB2eYLda8YgwTsZQzaCWM1dOONDoPOc5Mqi5WJ5gkHbPKInlCIQK4DPO6kxc5nRQoGfcRP/IcRACTjQQSwKpAEcGvCGNzTwj2BQAA8U8AY4KMCE8YqYiDxtbot0GpgHWcMhBWBGe6xL6Upb+tKYzrSmN83pTnv606AOtahHTepSm/rUqE61qlfN6la7+tWwjrWsZ03rWtv61rg2NfEKIBI1URmcR/yHNIBwD6Dw0BnHzrG2xhk2ROjoE0D6UZCmTYr3kiIQmMsmL+YK256lJjWCom40Y/BXpxSkSVs28psH++OK6Oybv+bIYvuKA8gGlrLtpogKrLHkba4VJP3tKzfs/RH+NRbfN5FDvE3cro+M4Q4d+OaTDd6RCdxBAyN2cr1xIgdx7il0xZKOyNMClaOg1a27/6DApHr3DzMcL3m7Q54nYIUEAVBA3NMUhjOsMYc0MCENaXCGnYU+B6FzgzjUoJs4+yMMkbCDHc5ghzSijkNhZ4YX/c51G92TU+yyQyCZCYoxMgMEZQflHsXOsTa5oQEVIKEFWFrCh3qkmyWodwlXQkTczbClaeHgmolocFTILBCoEN5NAB4IKVIGzV2l7m3buUiMIg8Te05AgNHcVSBwtpWFM/PAXSHL46iZGBeD5N/TXHFXVB/N/MDla9RcGlwaLk0W5ZsjDGZsNK0R43q6Hiyo3/1a0mZNwXeFr9UEPVdEX3y4mH6Z0KpnibuyBG4/sz/8iosl6mkW2UszBtywQlAVsEO4RbGsOgHmskAEYc1ECANI2PGdQHiXu9Q0ZSCpob8VwOH5ZjoEOfkDQEsjKAzDCABEgP9ggP8QCEmAHNKgbQPxIBuhEJxVAFrhRJgUEAAh+QQFBAD/ACwdACUAvABMAQAI/wD/CRwo8FnBAgMNPkNYMMY/hA4JSpxIsaLFixgzatzIsaPHjbb+8cIz0Ju3f+AGEjuZkiSxlAJdGvtIs6bNmzhzXtzH7Z+qCRK/WPln5UsoDlU4/Jsw5mjSf2OA+tSgs6pVm/uuWl3AaOCXgWMEfs0YdiDQNP92aV3Ltu3aQGW1WnJL9+KuiNEaTsz771kRZv9C1vVYYAnbMZ6YCB7sdleRZ7ycATHGzRiwf8aoUfvHzZlAY0D+CXPG5B80xh2fkVz7dTPqtrZGbFbFwdMYM1aGqvLkk0Nu3LqVOtHA8DXGZzDXMirwy/jaXYlUiIVaJezXL1+Ahq3+L/tYKwWyOv8f/4+RteY3bTnc9esX++btRQp0r3VET506AlsVHINXxIgDqfWPeASdwFYVodxnky0GlVaANdRYA6GE1Dz4EEJFWMWMLxyMRd5EuzCD0DOl/eOZiQKdSNpAgjW3w2FIlFjTPhqY8cMSpDgxlBNI+NSjKj/2iAdgOj3zjoc3KaDTLvukY0YoYZhhmJT/LGHYEmZUmWUoJ1gwUAEGfpgRFR+F1UJ4Oe0yR1WBFIcVE1lapN2cAo3RZlrWGMaaGSfSZAsTQxFUxUaeuGlTEb50J6ZEC/Q0qERlWSepQFL949BqWn1hhms0LUBBKIsKlM0YcdmkwDPofZhEERHlx5YKBfD/UlMMwtD0FSky4oSWTgYCWNMu3HRIExXWCOhWjKl6FIMzniCpUVieWOOrTb4UlVOYOc0RyqMekUJQIJVeBeqCn9YkXZGXlVrTqaEmgapAL641AbI21frRrc4Ya9MuFFSFLU7B1lSDNQIVUAdUbBnaUQzUNOtRWMRWZUygOP27r7bcduStgAfvme+M5dIEa1XAWBuqTu42ZxBbmn5M08o14aqTLWvymhZOwNo08C5qubpWGDB/xAw1wnYEscI0ZUjqTWEFMjM329Iks0AttIUE0hvVom1GSk2kwjP61gQNMBM4+9EEjlj1E02WZChQrooinNFY6grkdk13fzGo3nET/+TdUqQEbdMIzmT56Bdl8f3P4Yln3G9O+zAx7nQEjWH2FxzUcbd8iyslFVIchDIBUFYkFUpUAmVMFB6Ce7TLMMEcgXkos//DQZah5xJKKKrsroIzi6WXoScchGVFWBMEOpTxUlHsCR7WBH8TVaH/82TvuB9hbW5EkUmgQNaAM1cgKqgggEA6nE+QI07/E4gOSUyUSFWeAdOTL3NkY00JJnKTDTfceAcxnDG/q0TOF/8DB0nAAY6alSAPc2DgmnzRkwFqZQH9E4j/rGGKf1hjDsCYSQg9CI0RUAQwfllIXzAyIopMa3D/KEJIYqAWL/2DAs2wlFps8b2qqIVACnnGLf8GchqCFOEx0OhhTmyxQ4JgUCDNeIZBYpAhnp3siljMoha3yMUuevGLYAyjGMdIxjKa8YxoTKMa18jGNrrxjXCMoxznSMc62vGOeMyjHvfIxz768Y+ADKQgB0nIQhrykIhMpCIXychGOvKRkIykJCdJyUpa8pKYzKQmN8nJTnryk6AMpShHScpSmvKUqEylKlfJyla68pWwjKUsZ0nLWtrylrjMpS53ycte+vKXwAymMIdJzGIa85jITKYyl8nMZjrzmdCMpjSnSc1qWvOa2MymNrfJzW5685vgDKc4x0nOcprznOhMpzrXyc52uvOd8IynPOdJz3ra8574zKc+98n/z376858ADahAB0rQghr0oAhNqEIXytCGOvShEI2oRCdK0Ypa9KIYzahGN8rRjnr0o80sAENG2heEEImZ+5hDCZJwAv7VYaV1qEMSSiDTEhioBHM4aTLx0DWljEEpmOsbpUS1TBwsrnKPSmrqxjKBqSHTGmR62D94o8RhWoMR4erI5ow5hyN8kxdM6ApNjmAHZTKBClndyLmS2dWvhrUmUUUmWNFKE7Eq06s16RMy7eqR5cjqmDGwBm8m8iiK1UlRfD0mL+zAPYJwgAO5sILovjI6qHCgBFstZgwgQwH+acCzkMCDBuyAjvx4Iz/gsAbWhpkskcgqVkxgjgcfkpbW/4H0tg8lmL2iScWazASZDnHGCVRhBt4AxyeeMC4ShmKFH5kBCYyYw1+HyYvMUqQsaRVItF7oy2UFCnEeAe8/MCXMGARLdR/JXDh1sNpdRkNBOAFHe3XJi/PmpGPDFIYx1sa01BJzujiZADrmm8v6OqybwrgHf20yBv96cwLJEWYBnHG8nBCAAMQswD3ktk0A3+QrgUDGfwFVt4+0r7wkqrA3cWA4sTSOcnJTnO1q9t8CUKFrKqZY8YgyECt0jQq+0Oswi4CDXaEDHFRBR78oQIGUmEQD4AgGBUiCg0SETZiy0ulCCpAXgxCMpAZhlYdxS+Yym/nMaE6zmtfM5ja7+f/NcI6znOdM5zrb+c54zrOe98znPvv5z4AOtKAHTehCG/rQiD4oX+SDEJFW0zEFmElo/gGE0FT6Hxv+hzRm8gzuFnMOB8sS90b9I97s5h868LQwm2Mgyi5lqK+mCP+S+YurTkdddcOO9c6DTLXg9SPxM2tiNYKv1hLzrNm9SFhqADdixqCtNhkzlt8a3n94y6xx5ciyrfFEYz771x8hWDJtTZNNKPMXTEBCiTNy7V5DTagS6dpEgo3MXyAkLJESy972bRZSEPiXniG1dkHlCVBVL3Q6oIaxjckNJjjjBs7gxg04M/E59Mvi/5jDHMDmTHZIA9NAEAYwQo6Z0UijVv//nuZvkSmM0rQcMwTxTKaBkGnQYIYdfVE1LptDgTB4YgmqoEILemQGMwAJET1aQg3+UYMlNBcRxs2S0+LTy80eLC6V8qlZOMAUiQDFpxxYAq97GQ1xu/iofuMwvIOSDV825+pX+YqBFn5L/K7F7N2kdy9PrJVh69IwZsuJnnppDZ9ZBWLABMe6r4l3rdSh8bo8QbJxYvddFqDtbNE7Ly1mlWzzcvBaAf0urUHeq0iH7rZEx+JrEvhEhwpcWglL5XeJ+W6+vS1z7yW/BouwsXBLvHGzTncyxoEbWBeXkCl4ZUE31K53TXRfN11lxztMZ1CgfP9Qn4G6IgDpGKh93BfIEfYp0OxfZhYheEe/RVJ+x4AAACH5BAUEAP8ALB0AJQC8AEwBAAj/AP8J/LcrxsB/Bg8iHPisgMJnCiNKnEixosWLGDNq3Mixo619EAXi+UcM3D9v/0b+M+kNpUmBKFf+y/ZvRMebOHPq3Mlz4i4KNf5x+DdhTCgOVYaOmaDwi5V/Vr4cTQrVSSSHPbNq3cq1YyIqRP+NEfhl4Nh/ZQWeTTvRV9e3cONqjQFO1VmtVZI82yW370G+zBY+S/gvpOGEu4oU8cs4o1RnjfsyK1KAmrGB1Kj94wZMoLHO/zKHZvdvceSLfAW8HWPGGd/TXffN8STQihUOqmgLtW1GIO6htZ8+swXb4o67W8M841W8KyOxVcaWZTtmTBWyE6gL3Nt8YoE6YrmO/0HChDDOXbuII4zBy2B7gTEM2rL1uqctZ1F3Tgi0dZ/A+hH98stC/6hH0D/gdXfRCIkUANk/TDhTQIQOQvYgE9ZA419P+wTzz3U5jXWCVkVYY80/zjAhkIoQrijQiSz6NQEj1gx4niBUOEHKEqr01uMS/5gB5BJLhLGEGQpYY6CCcI3wzZE/HPkPKb2RQpuVUyKhyhH8HdSlczrZ8kxv4VnE1ECkhLRTEcSgxdOIPNliDRJmMbVUmRONuCFZXFURCjcAbkSZXWhVV5F0AjHCHU/BIPVmT7XMcQRFbEkUyon/FKDDmVuN4Ykz5kX2XE8OVaoTVjoVIUxOljCEB3Jahf+h0y74wQpbDB72lOBOMTijW0dmqEiYrTt5CipOv1ijCqcbMVKAjTrFwA1wO30ZZho5AfkanExKtOdNVGDKUzbE3oSqTjTh1KpfzubUqxXlNlYEtrr2FINbpmYUbEH/cMsVjdBy9Aw7VjCrkbMB41QEvjypFie9NwE5EJD57uQnN92FG+pNz5Abr0Y6ZLWqugdt2tV45eEUAxPwdqvVrjv5wkHFFy0R46suRxSDMAXfpMJgPQHzFE8h8yQbThOQWZrEW5VlhpI48UOBRiC6icS5Oalq6E5FZ2UrzQolIpAt3NBZUb5p3UXdBF2EWQBYZZ41RllnfhHdXQV8qxO1dpP/tdZAIH7x9z8aQBNnAUPZPRaId63FVBUTLKHmCDHUEMoETCHFQShfnDkGB9SeOdTmmAvliNg7vQOVFUfY1roVPLLu1BGeTrpoT8LALVRtY40FHAdj9Yz5UGryJMhTR3zBASnKA/mUJ9fNHIonjFCwZKb/JJHEPzokoYPDgXT/TzID6aCCwzrwt/2J6fGEgzHCzGHMPf8Aw8sQ/6z62RzZGMPNMzbJii0WYA2MEQNjJFFJMlrwj2BwYyTgwMMc8AAOHKAuKzah3z/MIT9eTCF///AFTaihOiaMYAERCVROigepwGynNMMggkD8ARHiFCGAXFFPEQiDKgL8gxmE2UsR/1zIlSHChy8BJMY2DlJDgegtZ1CMohSnSMUqWvGKWMyiFrfIxS568YtgDKMYx0jGMprxjGhMoxrXyMY2uvGNcIyjHOdIxzra8Y54zKMe98jHPvrxj4AMpCAHSchCGvKQiEykIhfJyEY68pGQjKQkJ0nJSlrykpjMpCY3yclOevKToAylKEdJylKa8pSoTKUqV8nKVrrylbCMpSxnScta2vKWuMylLnfJy1768pfADKYwh0nMYhrzmMhMpjKXycxmOvOZ0IymNKdJzWpa85rYzKY2t8nNbnrzm+AMpzjHSc5ymvOc6EynOtfJzna6853wjKc850nPetrznvjMpz73yf/PfvrznwANqEAHStCCGvSgCE2oQhfK0IY69KEQjahEJ0rRilr0ohphzjUTUxiHaPSjAonGQEwzzCJQADx1qEMSSnACFbBUBXZoqR2ooIIW+OKJvPxFx4QCq7GU7qf/CIUVwFGAjfGSFIBLi1L5NJBc/GNSwfwFEzzxMYpQAWu9LIAKcPIzYXIDqTfZxDB9VVVmWmNUHWEESYEJ1msioawSoZEwz4oTKsQIo4BMVk62GtW3uemvgB1IWq5TA6zuMgbPaIEnJhCKMVihsQM503VaNgHaGJWXBRCGS/gDDgqU4B8UMAUFTEKBkQSDFyz8JWK586yBYApVmBLpZfFK233/nuhEI1NIbq0JBIFIY5g4GIht/pEbgZgBCU+xAp16pBsrUCENqc2ltRRyFmYR6xkJu6VUL/I1tY0hJrycA4l6CYSh6WQMKtklL2qln+ni8hfi7Ym/dNnbnqR3l9zIT07KMt9czsFRO+kvLuvLk/vmkhcI1ElZ0GE49XLDE2DTCCgu0UtpLEvB/2BFTrciYFtGAzIR5u4YupbLASnLYDfBQ3Rt+SCyBG4tgTMLUylAxFwahAmjug3vajMQ4EHlIJ4AhjVmW0tmMGFqwSgtBdABDg38Ax0CocBoTxITdHBjrTlNyDOeYQ2RdrQAIoXIaxGT3dqa+cxoTrOa18zmNrv5/81wjrOc50znOtv5znjOs573zOc++/nPgA60oAdN6EIb+tCITrSiuZnZVY0st14uJnFORL/e3qMzl+4MaI5pkBGRghTF/dGP/kEkUpshCUMW5jNgJuO4qcU3iFjxgQuQBGItNbD/uGowDRIKnMgVmL8g6zWtwde0isuXv/iqr+/qS2FXUxhnRTFGnIXTXbaVI2gFJhPeehMNa/iXvCgAI6RdsxtoFJhQ3UhZnqNCXa4sENFhSufE0rt6v/pFwkSsUFTxD0/wG7mrW13rzFaAcwuTGkfmBmS4oRliUOMG1CDGDZyhmVQXUxi9vcw/NAiE3gKBfvD7hcEX7TLzaJQ0A/extAaN8SACP+i3vUSHCswQFDpZwQlLCEoNeIQERNDJDGYoLp1yHgYNJNiW1lhC5ooS2bBEZAJKafqZ6rAcWzYksGWBq5uQcx08GBaWHeaJ0miZdFz3JCi3NPBWvu5KTWldI/wlORQDQe6dZHuWBUhXV4pdS/C8XSNM6ztcwv5KtU/TvTwpSw2YTcsQMxPKb9meLQvwkq6gHZd/N6Y1CK8TzrdyB9h8xogyjxFWz1IDwKlU2gRbtYrdZWq2jEHezaaQy/kmKY2V7EQ4sIOq37IIKmLE9kbEH0Zs1VrPMX6//qEaFWzVGb5/70AK4JBjV6T62CNQHgMCACH5BAUEAP8ALB0AJQC8AEwBAAj/AP8JHEhQ4LN/zwoMfBajIEOBRQTuKkixosWLGDNq3Mixo8ePHEdE9OXrHziC3kz+w/OPGEGWxE7+8/WuADSQOHPq3Mmzp8UYGqgM/GLln5UvoThU4WB0TNKl/8ZMKPgFSQmfWLNq3YrT1jNPUUGOEfiFIgdjXNOqXZu1iDC1KtjKvXiQYrSBDSlOnMu3I459fdfa2pfI2j9hzqj94+ZMoDFgAqkp5gYErbACdQNrLHBCLRImmtXa+kelqCqw/zhYsWJGIIfTA1cPpHAztO3bbIUKnFB26tgqZP+VFThmTJWp/wpExF2wYWeuX8w429szb+gihsfyfJ6V+q9/38GH/8dobYnwrdEV71wwELQz96D/xTfsrMCCWtR5zsEaCOvo5AoZJpA11FhDoIAFKJRZDAXIlFYBvOykASNIfNLaEq2RkiFYpHiiCilI6EANYD5lox1zBS3wS4cfIiEQEk78A6OMMVIRow4LUKfDiVp9Nt5H+5QXlm9ERuUbcV9wgEgR//EETFE91YFVAYzgNIGUKG4Uw0HIDTTWF19+6eU/PizH0y5pYCXAVjxy1Np/3G3lY04j7JdTDQXkl9MzxrSZkw7/WJdTDMZY4adH3+2QpUW2cKNUlr4ctShEhR6a0RjmjcZZWunpFE2EOSWR2U5F7AccT4D+qNMRVpoxn3nQSf8nqEe2pHknE7NmCahPlfaER5dahfEPqCAV4eipHy0RH08xcDMpQU9aihGmjQm0K5uf5coRL8KoEmpW1TyK6qg6UcAqSBPUMJ9cTX5UK05ltYbVO8P1pFBPvYKUhET/9MfVBIwIiNMuxHBQr0ew9sRMNc8KFEO0YpHizGhFKNowQbx4i5MPWDHji8E9KRCoT+eCVIM1e2HJVSjLglSLnRcxZdGbPvHyBbA5+dvTWzott08aqBE3lNAdSfUPBTuN4IwnVdx83nk8tpkwT/uAhvM/p9Zbb9ZjWUEBMwqTq93BAwE3HCn/kHiTbhQh96gZTivFQShGh/XPDtDo+dECeZD/8lpSSHHQtSqhQCkbFST69HCVE0CZmkCSNj6Q4EYNlIjeOBVRAhJFrXaEbLm4Fnoo3nKQhLMEgV3SP9cGokMSa/4j8j+YCJSEDrGzPpCZpDoDzDvcUJPNTHv8k4w4/5iD1j3vJJc4VgfhAc5+3DjLTTZ3mCKON9S79M85LJFLdQzs/PPYSuFFaD3qjdXi0b3/VKvRLpjntM9BgoIyUDT4/7OALfXTCXX2shzUiSQ5RTBTEUbQLqzwjiDcaAaD/rGX513sghjMoAY3yMEOevCDIAyhCEdIwhKa8IQoTKEKV8jCFrrwhTCMoQxnSMMa2vCGOMyhDnfIwx768IdADKIQ/4dIxCIa8YhITKISl8jEJjrxiVCMohSnSMUqWvGKWMyiFrfIxS568YtgDKMYx0jGMprxjGhMoxrXyMY2uvGNcIyjHOdIxzra8Y54zKMe98jHPvrxj4AMpCAHSchCGvKQiEykIhfJyEY68pGQjKQkJ0nJSlrykpjMpCY3yclOevKToAylKEdJylKa8pSoTKUqV8nKVrrylbCMpSxnScta2vKWuMylLnfJy1768pfADKYwh0nMYhrzmMhMpjKXycxmOvOZ0IymNKdJzWpa85rYzKY2t7lIVVnyFw38h4DG6ZBEPkMQnSnBCVRgB4HYgQpVguc/GFElYIwAkRabygT0ef+1gqTkkObR2rTOJjBBxsAZ8gJJlcIJyH3hpEqF/M7UPIKLQ1IjoZh8S1xwQgXxAZIboeDk0nKyUUOW9CM1QCTactIyQTIBCdLCiEML+YyTSqtNrdGWHxtCuX3+o3GhOBWUDMYBDiBBEIhkBxNO4g1v2EEH6DBJfzSAh0ho4B9soABDvGlQhcDPGqriX6BiwAuucvOsxOQZRQqKyImwlSNoCRSxAimAGKnCRf8wA+eM4qLToEY23ppDDMyKx+/EiWjAkpZQ5srHaFhDFQIlyMHAVJEJUOCBlpzACTyaR140JqaQLAAQfrqTshwWkzrzYwGcYShNrtZuO+lCIAnrkbH/pPaPjtuJg/5IDEnxJBD3/GM05iAunVhhpWj9YTScRbZKNqu4OfkCHuDXR15QVycT2G0fY2A1on2Ba2TJ2pjAEsA8os6nroGcdnLbtQmcpQC0zaNCwHEScAQDaRRABziuGtWjBaO+02OITvf4nYQ0BDPWuAtCEqRggjyDocmNsIQnTOEKW/jCGM6whjfM4Q57+MMgDrGIR0ziEpv4xChOsYpXzOIWu/jFMI6xjGdM4xqLsgA8u4x1G7mXe1QGGJDxXfwGco/dldeP3BBAhS5kHgz9o0NP5hASVCC/QTIIbWMoCmj7aUguX2QsVWIsIBEKWovglZDNWkJzKalWnJxU/5ARMkOZK5JSQ3JDzZx8c0f0DMhf3DknVGAC0gb5Cxxg1CMdQORMa3vIGOCAbjjxBGbHLKVTZW0qTnNa3VpwyF8UwQwhzatrSuctD4UCCao4QiAiEt89RmgO7EjDHO5BgTk4o9aNYUxLmJCGlhqSF0VmhzPYYYxhF9t8o2VH+Qh53UqSa9nyKUiR/zFtIEw72kVodRxjQA1wMGIJYKnBEu6KCBeZoTVgsYITlpBScZMbRl3AAR93US2c8YgpbernBEJxgknTMQZvfRpFyjJn7d4xEHMGyUQxybY89neTLEmLyvaYcI9MHI+nxcqiM9lwjHdy4T0ZS8ftaA2DX9IbFXC3eMArmVIx0zEQXt7JKfg4PK6M4dB3vPg3/6Fzn3BgTezJY825svE7PnwrIKcjM5AqWWSt+UTfHRrkqjHgOQIjRnKjG3Lynd651W0g2fD3v8X5jzX5K3f/6Ex/GBGX1FbJ7PIWLkJWHiCM1IWzOAwIACH5BAUEAP8ALB0AJQC8AEwBAAj/AP8JFFiE2cCBMQY+OyjwWQGGA21BnEixosWLGDNq3Mixo0eBwv6BG4jnH7GR3gSORJlypMCTAhP9k/ixps2bOHPi/PWP0b9QHKpw+DdmAsMxVhh+SWrlC9B/ngQt1Em1qtWrHfcxMVPxy8AxAr1m5AUNq9mzaKuK+2f0KpUCNNPKHbhrF8No0f49S8hwr8C4czc+q0H0apV/1AIrZuLsHTVnAu8BEeiM2D9ukP8ZE8jLmuKOdcxOYGSN72esdn0K5OAJ7Ooxnla35ipQ1dAFdk/rHsioAM/dVp/F/iKW6OGBXtuOOS5WlbXcwCcGOrskcc64u37x1P5Pe/aE0KkK/1OF02toszzt/oYYPrAz0x/7/fPseb41atbu558IODpDHWjpB1F9BP3X1lVh4BRDMElwhcQ/pDz4DxJOTFghFUkxEsgcVMUATFI5AUgVLxYKVKEVTD3ohIoPglNWd8+UhBVs/8DH0QJMHFFTHS/i9MxmrvlH11QftSBQQqEFKeRFxWF0SlUUUKUDkYZpVMNDAp131WgEemQLMUN15NUS1vRX04dLHlTEPWleRJpN+6QRSk1mdGnTM8AU1uYzwijJESmZ/TMdVlWEwk17bXK0S5Q6JUEVhzXVUBp0TeoEGxM27cJNmByNWdVmOk1no0ce2uSoQAWIaBaVHdkip0dgcf81qkdF+NJUoj/aRIpCMmLlSaAfkZgmpDkpkCYVpf2DpZ85fVEdohoxs2lNSzABrX8n6FRqTgVka5YTvtVkyxyhHLcRWJLO2lERllX6kbc5gZroRL3dtJ5Hp+a0Dzf/mGuTI0Us+dZA8Jq1T00j8FsTKXbeRN5NXmVrpkfS3IrvQCNoEFRHzEKEDqsc1YLDnGGVfFRYbZ3wzMStEviFa+7qGXMaAeNURAwPdsyWRVjaUgQvPgXFQShFmczWEsy2JXQoeCyAEzTfmEFyKOSF8oUZnuTyDwdOcaBKKDXIV5Vl/1jRFogMnT0QB2OEAo7TOhnU2kSqBMnpnMDaAs1CIgr/QJEjEDIUiA4qHISpTtAwQTY373DDzTdssCIQ49xYV6ZZ4MjoC6TAEKDSS9Vc5ssO3GBJFTPRhKTZP8DsUVFiMllE5VSz60VRzTrtcvA/dRUQwy5wt7EMeEU8M8LuqzaU0AcDwf2MX7hjZdA/xf/DTI/K/zXv9tx37/334Icv/vjkl2/++einr/767Lfv/vvwxy///PTXb//9+Oev//789+///wAMoAAHSMACGvCACEygAhfIwAY68IEQjKAEJ0jBClrwghjMoAY3yMEOevCDIAyhCEdIwhKa8IQoTKEKV8jCFrrwhTCMoQxnSMMa2vCGOMyhDnfIwx768IdADKIQ/4dIxCIa8YhITKISl8jEJjrxiVCMohSnSMUqWvGKWMyiFrfIxS568YtgDKMYx0jGMprxjGhMoxrXyMY2uvGNcIyjHOdIxzra8Y54zKMe98jHPvrxj4AMpCAHSchCGvKQiEykIhfJyEY68pGQjKQkJ0nJSlrykpjMpCY3yclOevKToAxl+H6zEHUdxBogS2IMHkIFFdiBCj6BZU8Ewggq/EMFVCiBMbCHxCJkIxQHyshQKJBKIjqDNifT0xiK4y8lUmMJMcNI4cJoSyaaQWcXkZwSf8GvaLqRMNca4hKoxURqINOLpuvUP86ZxHF+xJ2qPGZNEsRER4FFLMSZiL/gmf/EIpTgH16xgmuUs7WJaOBeSGRMSQIBjhKgA0APtYNANACJf2hAA9RrYm4S4hnTeYZEvMhLEcIpypI20jOqg6Ips+gMHUjIE7EpW21iagYkgEhCNeBG9Ib4jDoEc2cV+WkSefEQoXoTIofBqBEVdhOwDIqI0SCGJ45qRWk8DCddKOYVwYIOI/KiXTlxCRGFcQ9VCNUjWvqiNxr2wwJABpsamYAO0hlEt+qpiwitCViMZMTJ6KQDXnUG2m7CqC9WIRtHZOtHnkpEa8SUqjBjjkAetFMhpuErAkFbmNBmBU6BBRiVFWLA0pASjHZVIIzyhjcwGgwKlMQbJaFrEXmBu4f/5GUh1sjLQArwDM9MZaUmDa5wh0vc4hr3uMhNrnKXy9zmOve50I2udKdL3epa97rYza52t8vd7nr3u+ANr3jHS97ycpE7/yDRQwqw3rtAkUiT8at8BQIEeTnRGUmITWxIsV9PJMWmZWNKIA6lxNxM4KdtSfBBvNKCIuS1iD7xip9cQ+GD5AuJv2CChDxiBiY8mIi7eicThHVEEoPRGTFV5xKAZUSekMwj/PTihUuMg2t+hDBKjAE3oPmRTYiRFAdVojw/YgatBtEu8MTncZopljHUQbaz/Ye3hra1OXGANmEaSihOwMskOiMNTOAGBZwxhyil4bIUSMM9KDAHa8zB9RkfRiIQ2CEMYEiDHf+QhjT+wQ5p5EkYezav+FB6EMgYI74DMUZmJsOmIzpDRg8yA1c8sQQqOGEJhKnBElaEiNhIeiCwLAGLeWiLxCiJA8E0ylkL6icqxO6HTAARk+/KJGWe9odi9aNroJzDQKw6J4rFIWLDmFar4PiHxe5ir6oSsSAy1ip8DSJVP6KaH976KtPENXWGCNeaFKyH36bKGCwhxiUQAYjh5uI4p+0RVflw2VbJtg/B0e0rvvggQfqCuWKW75cE0RrEuKpAlCYUohH0IAQfGryBGIjp+O2WgjpItaUccUZM88LAvaGJNfIQAvEagAEBACH5BAUEAP8ALBoAIQDCAFQBAAj/AP8JHEiwoMGDIw4qXMiwocOHECNKnEixYpqDwAZerMWxVsWPIEOKHEmyYr+DvPzVsjXQ375/+2Lui7FrZQyYtwTugvmPX8mfQIMKBTliX61btGztssWP375dUKPWnGmrVlR+tHzuozXQ49CvYMOO9FnrpVKBMW4WUZs2bZF/bdeyHchy34haPsXqHdgUYt+8e0GW/VdrQRFeiIUpXsy4MePEvKJBW7AzIeDAQQF77Mi5c0eCfTFH9JlwnzNwYZZ4+uFpiSorS5D8MGPmB5IlVlSpZu0adu461Ep7Ff0zb63SMpMrX35X4GXiDAc/K/Hvy4Tq/yZ8yY4d+3Xr2Mds///OgQplW5ahjyXM05Z7pVLjR30P06j6hoB3JQpT5YsqVf7194WA/30xoIFVAFjggQei85Z9YzUl4YTPkUSWWe7RBBdcN9204YYa7gTTcEBRaCJ+PEHjjRUGtujiizDGaKAqEyzxDEskShSaeoMV9kwBvFhjTQFMFGANE0EOWSSRvBRQQBHP7GRfhRNR6VCF/JRlywIlcJCLjGCGaeAYSRRRGUXGjYDccsn9c5dXVj4E2D5M4EGFJ/94goQqZqiCRJ//IPGPGVZY8Y+feNbAhAW2QPhRmmuyGZObOTqnZRHZACjmpjCSaSZ6VbL30j/vlWqqe/Ul1JNg+9iSyAn/VP/RHYwCbVddi/+M8Y8KN7L3KGFFCXTqsHXZ5VxXT2GqKafM0vhPAaS+FGdBF5KqU4c0pbVLWnDt5N6oISW0SxFhvKjprf6FWQUHFAzD07QKVUvqUtxqa+9S1gqkKrL/QNPlly/mAvAPXwrM7BgnFLCUtBH1uMCPzzwzpJE/WlPxM88mgoy+q37EkjN4upgLgAZ/MXKYY2STSKN4VTSYLVAWYbHETlpMsZFQPgMNx139M24wLAbMgUC5hDJQKOlu6shajXaMYkK2WKNADf8w4kTVjGBdNRX/hEG1HBQ4U1alcsJkCzNMICFgLoaO8YPRh/5jBcAxjoFHESzDa1Be6D3/gwgVWTMSeOBce911DUuIE+1wHu30iyroGvgP3JDfgQbRy8pIY8ILO93Q2AWQItAEY+haeq6mpz5BFaFQsPGxOmoZQzSQG5iLQBz8IJDuRMu4rgbQ7ES2Q1pCowDqpKeOOvKlj2FFCczwxd4uzFAQa8CGQl7QD5vSuAS0TestkEcsOTGGKv39c7KA7M84oCMrOyqRlrY4U+t2udxR3SasGKq+mNnwma8mUhomLOFQ/lFFLtrHIAXJ6gQPalnjduYlc+ViE5P7xxE0+A/uccoSz4hB+K5EkAIg4UWR851AMDbA+bVqF9a4noF+sEGDeFBGVvCGmdwUKlJFzRMoZBb8/3YBocb9gxeZaxHvDEI3lOkghCNEUatGwA3RSS57BAMT5E7AwuExJEtPiUEBMvc2gYRiaLsDk6w0kAjhVaRVMXhGGG51uw7+QEAxqsJ1ujg+nxUBHEF70dtwwUSSNdFFevxetDwXL7PFUQXi2Y4V9JerQ77IEmvhYZXKshRq3M9k/7gDBgWivzuarAona5Eq3hGlFpatVf9wBiladDtKmgxMYwhEK1XllRH8i1YKMUMHexejfwgAY1H8otn+YY0TSm4MGKyhChERJVCJjy+cjIE1Mhe3DgiMaOAUyIJstUMvxktLMHSmyQwFtxS+CA8C5GWyABmjL3FQe0x0p4EsAf+XZC4EjI2q4q3kJk6B4NFFW6xmekYjuxiiS30Y/MEP7kBJgWxwgwCTFQXaqEmGwnGMtBTI5Q6VRARdpwAskee4kKg5g8pKfUajnDtpVAeF+bORcJRjJAmKHVSazJIgFOFCG9YqW3gycqrQ1X/OJxAr1FCDSVulAM15EID+AweztJ1IJ5nKTj3xTAAdQRcqWEyA/c+MBYURjWqAzH1JUSlMAOIzWfHUgcwtpNRMKZpkx9KAAayOBBnaEdIlq0AEz5VXQmczaem/gShQYAe12w4tUzzrHVRMAsETAus2xI6+dR/UOKDkvqDZJQ7ERcbcJZrMBkMrXDZgCkEtOqCRN4r/wPIZywIQQTaIxv8N6KR91ApL9qA7ZplMgT6V0Rio0CuqSm8g5Iok/oZZkCaOQQEcda5CYGk/fSJSfQsM74sUV9vRCCuWWZ0RdXEXCoy2aAw6wNuUBrIAYrh2QZrKrfsSuN/83m4J8m0ZRDxCJzNElZa9JSso/1GEmGgXIX4sl3HzyK4FvEtHPLRFAZxwUJJxsFBDoxt848e4ffCDGsL8znbGNCtbuXjFX9CVrZyA0gsP+CUGXHGtPildGI/BG9FjGEUGkwiqXQ879pTVX118ZCcw4SUPNoiWFsA1YFpBxljGXQt2diwwwqQIChAmQVn0Dw6sC2m6ci0a26argdSB/xfuYs81+VYVKmwQCaJrjSo8URva6KY2/zgBozyL4ZeYRgWe4ADk/PcFK3hiz2R2rNz4JAxksKwiWiEMBWqjGlWQYk/iJMUBWzMbMyigAA6W3ssSwYtsKAAPsI61rPNAgBbkQda43sE7ihA9GxPVTc9wRpCEDQRq7MN6MWCCsJ3BhF8USSDyG/KoFsAEYLyDGMbIBjeyAYwY2uEX2uY2MXbgDGDwggk3ma/LXjKCtThDGrxwBhBGYAefOUPYyj63NSzMQ8CQBpb/SEQRBv6WgT/jLchggkAS0e6DQ4nBRUgEbevikWseS0v/MAzezLQPCwiEAv4Yl3uKYOFLg+RCLP/5MjMGvotnNIMYAkEGM3bCa15Do9eEDtXLiChyY/2DGCGniS1iYJeUVxw0hMFQfNoiQnD9wwLboolUUAVlRpatLBhSii1yAppS8eToIhmMD6VSCw/9owS3iA99IGRxhWDdh6giSE2WEnefYwlYMnF7DGA+EKf33S5w+pWvksMPaRCEFnlvjtVXy5H6gMsnwfiHHYwhdmizO/AkIbBMcuSUxGN+b105jppGryYTE4TdpH/T5wU/vo44/RZGIVHbURR60fvdLqNv/HPXQxDdF+Qzu1dmhGZPQgntzSc7GkryBeLxRoaFQgXpx1+CwpV/sOE+2M++9rfP/e57//vgD7//+MdP/vKb//zoT7/618/+9rv//fCPv/znT//62//++M+//vfP//77//8AGIACOIAEWIAGeIAImIAKuIAM2IAO+IAQGIESOIEUWIEWeIEYmIEauIEc2IEe+IEgGIIiOIIkWIImeIIomIIquIIs2IIu+IIwGIMyOIM0WIM2eIM4mIM6uIM82IM++INAGIRCOIREWIRGeIRImIRKuIRM2IRO+IRQGIVSOIVUWIVWeIVYmIVauIVc2IVe+IVgGIZiOIZkWIZmeIZomIZquIZs2IZu+IZwGIdyOId0WId2eId4mId6uId82Id++IeAGIiCOIiEWIiGeIiImIiKuIiM2IiO//iIkBiJkjiJlFiJlniJmJiJmriJnNiJnnh/JzGGLcAQfAeHbuWF++J3C3CKV5hyZxh3DgGLWAgVTFeLTOcz3lKFLBF1v/ALDtGL2mKFabEPUNJyBSBGx1gAIaSMYtRgMeCLT+h0UPEMNxAIClACOqAD2KiNOhAIJaAAgRAJCkABGvALL4Ev0JaETncT0PgFRjMGoaAr8Tg5XzA06yIQ3PAWIuKESiFGsFIwxPQlPuVTAsMBACZAUQhDpHA+tMQsILQAzUB8PngTz2AJuKIKoWAFpgQmxpQIviCFN2ENVKMg2qNolmQ7hpIMU5gWBsSQCkRRxKRWXyA6wkALEfmEMf/QJBY5I4umO55wkg+UEBqCk//ABGbgkpDjNjH5XTX1ITjpbAdEknS1O9/kWy1iCdBidk5IkTu5HarQW0yEIGdXAL+glU0YkrmyLLszEBxQQ7XzQFmZkMw0ki+SPnKDRjK2T8/wC+jYhP2YCMdzSqcUK71THbdTkC2gj66ojgVxbKGQCxygaGVWO9pTR3XECNywj+mIhNJ4REdEAcHwDhrADcYgCMSAB4JAAdmQBhTwDhSQBivjM4vpl9viM8/ADM0YDQrzI2txjLtQAMxgC2WZi1CYcs8IjUeEGMq5nANRludVnAL0jBLhi0Mpl/+AnCjBCwfhnFK4LcgpDP8Anor/EZ6LQZ4CIQzaSRCu6HdA2Jm/8CNGciRMIA0KZwxMcJ/zeZ/0KSQMhp1O+AvWgAeMQDU1gARX4wRIQKAG+g8IWgOqUKBOoAHoJptOWAQakCvhsWIylisaOiv/oANTmDXoMyD9ISsjmiAM0h8FwjbIdpbOJigiY0j+0VUxYgV8p5lJ+As4IENsIzdvYzSSdJIzYgzXeXpGyBK/IAzW4AS0pCu5s5ZLKTIcoAFmeYQpxwvUEDK2cwehUAWjFEpCaiBW8JFQiANqo0R1NRA3VKO+AC1PyARMiitH01trKjQawEJNyAvcIEyMRUmN9QMAUgWCilTnQBdMqJ3qNCCWaZnT/2VQ6GKj+cKEwgCngvQPmyBRFbVbZFUFNspvSnile4pUSgU5LyUoaHU7knMIKrmESFqUcSoyfwVYGWlRtzOo/CgiTJA1YQJYBJEbYskNOtF3OYoDfKou6pMgAtNEufAO14mO7CmEN1EAKjBhFJYGmdSE7wkr17NAZ9UfC3RLsrId3koF1ICjSxgDc6ADViCZuXEo2VNQ2hOvZuBQfVmEnRkDRUANpDkHvgAMaQAM3DAH/koM/gqwc2AMc0ANxsAN6amE7IktRXqd6Kmd6ZmkiAEt0RAN+7ieWxmxEAGMAjSbRuh3KWeuDmGyUiiLDyGyUkgiC/CyMBuzMNszUvaJGf94DwVxDzqLswuxszwrEECAs0Bgs0RbtEZ7tEibtEq7tEzbtE77tFAbtVI7tVRbtVZ7tVibtVq7tVzbtV77tWAbtmI7tgQ4KSHxrA4LFGg7sgtBHwXhtgextk2IsgMBFV7Ijv7ZnNSZhSKCGJ7pGOM5sQ1LhTsRrUbCBPKZuIh7JBODcyzLtgVRAHhwApNABU7wN5crOIjgBFSwuTXQAioQNmYpt0LYj88wimVWHRwgHqs7BhywHa9rUKGgAdFTr9gqEGOASiTjrbYzo4o6IPyUt3lqDdOqSuJkrDU1uFv5C/aTuwl0BBoZprJSBzFUpU+oSvh0V2CSBFbIBFSAvXf/4JavNSD/0AIOFal5KkvO+x9QCpSBdr7+AIXpib0+2jslg1p1K4XeeysKtBB0M71uGoXPqL54lLq6cweahS729A8d0EdSCFvrFZO6dQMC8QFI+LgAWgMTUFK8qmC3UwesuJXW0AIb6qE9Ja62gg4s9Lg/SLIC5IvPoANHgKCkQMNO0BphQBs5bAZzxENaSbo8iCp2K53MBKzOMAf/ELBJPAdMELBNDKw4gCTCS4S7GHXH6ZkC4VBAYAzCgLNdHJ48G0PUqZlAjIO7eJzMuRjsIA3G0MZu/MZuzA4T2y0cW7pR9w9RIjG/EA1DEiRIciSKgbjn9sdFEiRRwgtT/IPV/2ebwqADdcAISVAHJxAGVFACglMCVKACdVAHKlDJl3wCKnACnBwIc5CVtguEvrATwlAC5uOoZoa7bXaPLzUQqzM0tgJPBlHGNYivgeKt3iqQf/XLimqYSiaQcuMM3CKsQTg7BVBc1LqrHFACIyB0Q+gTMcAMYxWmzyw5T8SXLKyDPvELRUABrrXNYoIHZFmE4XxEtWPO9TSlb2G9PRjOz0DOr1Uy/3O/6mIFFIAx8syD4VwEkaBgtoMnI1NQmyUmVbADcVnNA2EMJfU2rICh/4AGoUBIm6JR/kyEeVEAvhBIcjrRA4EGG1Sn7wwJHcLR1xkDv4RIX7AJ/nMEgMUs6P/slEGYF89gX/XEpRbVVNr8XjrQ0ELY0cLQzi5iWo4VqzICmSUQz7swAvELhAGtAeWMQmiEBmh0mANxkgKBDsdIC/4wAtVw09dpoVWNWo2lptvjO5iADPso0j+4zkg0U7bCvnETCnBzkmzTAqj7DxdB1u8JNDLSQQNzOxkZU5aESgQRA/4Q1VItEEXQ0mICOWAppP+ABwsgkTJozc/ADiW1q+iTXDBSBfBVBN5chCz52e5sMlM6E6fsgx+5D9wgWtiBWjBW2zpm29nBCNVrpIqcynDhDEnAAUhzHWpGEDEmN/dIUKfjZtrJl0i4E8zwDPegAwqgA+hg3dl43dmN3dpPrd3ZDQ7ZrQDncIzQ+M1B7DPS+XDwCZ947CTu/SzKCN8R8xbDid4/yIuJ/BDAqCGLqcs0WIpVzCG2WOAGbrfoW4SDq7IVweA8oYYAbn8BAQAh+QQFBAD/ACwaAB8AwgBWAQAI/wD/CRxIUGCwgv9oIRzI61+ahRAjSpxIsaLFixgzatxoUeFAaRxDihxJsqRJjb4IGvvHj59HgrVOypxJs6ZNhC1bEhT2b99CAjeDCh3Kkd+/GCz/+QMikN+IX8Ji8qtFtRY/W7Zo7dtF1R8vY7ZG1MpKtKzZswX9taxFy9+tWvv43bpFa4TYqvtoaZULt9bcWy3fzh1oFK3hwyZzVh2xr7Hjx5AjO7ZbVSfimzkza7Z8GaPif7UWWLi1YAHpBR+QJbJgIREyC6VPp14N+4NWqpw7j9zMu3dO3RPXJlyQDlwgTAooONJDARwmdOgw6QikJ/ny5s+jg7PWr3Jh4BszV/8dT7487t/gC66tZYFJFzRWOOT6wkFVLg5W7iP5ET/Xv/r35YfffSdYgMw+Vn2X3kWKmeegg5kt2NRU7EmTHxpo/PBDhhtqiKGHIHa4IYc/KJCIdxJa1GAtjEnmomPjoZfeegvkoeGNOOao4443hsLEB+eF5NuQJa0H2jAfLIAMMkqWxiSTTS4p2jAWABkkSUP6BtFa/DxjBo9ghnmjE890l6BG4j1Inma7TQXaAu9Qp4MOegSigALUBaIDnnrMWaceeDhjAYpCrqjmeTI2VVUiAojpqI65KLPAPmLlVpGhh65pqWcU0mINFfzlYkV+VqjyD6n/qEIqqav848RdZxb/tV6m5cm43j4LNLDKo7xqaAYTdcWqIoV4vTjZAt4pyClVyIijSq88nvAMLcJmNCuLLRqLYLITVlXECTxy+KGIjiJRQD+VKiuRkf8g0wyTsIm2AJVK1rbkLaBtOiyLyODx7I0fjkvijrmocCJu4VG4zy1JpiavvK+JxmQzFtz126zPgKujKp5siAQSaHD8aKQLhIXwvuzRAo4dOmDCBh4KsCGdBphQQAEmGuggDhNGVcsgVftYEIgVOHLgBBpIcJCh0WDmYsmkJ1tLoQXcBLJIzi7vgAckz2mwCAXHdeHLMrfptJ4tue6ao6lWbPDPJlCYgcvAYCJhDT8I6ruQcM2k/4GEKgPWB7io8o0a4BdLFEGt3sEBvcAiOKKBSyh+3PFPyK7SjWMNBVDI+JYULkBL0gGuInjhhQuoygnOvGU2sYnosCMad3Qs0Aah/LPBozUAm7e6oFNlgTdWCBxihgH/kAsauF7JoMLIoEO0hhsccUT1HaiCxB2a3+g01D5TtJ7QXyB/PIjiosEBMW9ZxZLnXu5YvRlICOTEP0t0n2OkLYYf/Ag1gpaHOMCNZjgPZftABvEAZoYjOIEUAuHAEfSnPIMhy3/rmtoJigetVSiCMgm61QIwobbILQF/njjhP0D2KDL15XMEWcs+PlACpd0IgnAQExIElS40OQ4TkbPCP/9CQT9S5I6CPzCX54C3LsctIhc4wmGY1EeBZqTrVtBQwOy2dweOCaSEFESDGZxRNibixHHZ+JeGBLKEVejPg2HpobWAhoyh5egIrOiY5ZCwuw4NLBd6KNkBLwU0C2iAg2vEn5isYAxkXBF+SwDTP1iBhlZxTyBoWIIZupeLMDCjMVFrHFwWkEYc3eEI/5hguDiQBitisImj3EEJf1C9VG0AF5dTxbNS5YQcUeEZhPoZXKI3PQ1ZDpUUDMMuKJOmESQCD+HahO7QwArdpRIJZiCF/jxJqVeqhyr/sEANSYTJVIHJCcIYxu98GEs1bigUm0BD9VDpKoKwUHmMAOYgxff/Qyje6B9rBJP6NNCM34lQHLPEUQnVRj8OICF/sxtjsGBIGMeJI0f/cOMd/KijMMQAahRVD/TsKNAHYtMTKA0FhwAJvpDGsJCQsGFAfwBQMIXhFwvoIfxqIFCAhcwM/0ApRHfkQjnyEy7DWOCNjmmG+6FBIJELRRWNKkxcXXSK9yOFJz6WNBIpcZ+ixJW/THmEO2zynLzI6ZnWwyhoqWIVuuwlwSS1LZdSKJxdQOQPnMABM2yggU5YgicG5lG1uvSlw1QqmLTnzhI6LREWYyeuZIkjviLBCqQI7D9IgUgquvJ1o2yAAB/1q0F5M4ZTAeA3coQhDJkhFEhA6cDQadrD/xImtRbQQTF7yqPHVgZNqf1AJGQ6og0g4Qia5EBQVxoGk611ahQgWvrOJyLjVfcHv0RGKINDoQ9sUHNIs4ITLksi9aXBH2DlLlUCONocIWFap90bhZCxA3/qiBRLcIITPKFXK9yjtkZZDy2Y0KjAEa0/gLPP3wLEH/kk+D6MuIU643vbmHxgDvX7h6jemh+45sJUotLwBFRwQfcBV3jWQMJ8Pmwf+8znB7r8MItl7KqPpjeDwuMFB6pwKlGRyj6GC/IqalDAqAmHFh8QxwlUoAwqUEEZjDiBHFSwZGVU2clQljKVwyAHChTAtBSu8Az3UQcqkKEEKlBBCSyhgzqY4P8EJyBDHQRw5gLcYp0Jo8oInrEDLT95yVQmgwBUIAcpC4AKlgA0N8Bs24qyhRkUsIQA6kAGOMtZBXpogZstXQd0WGAYzpsVrm7RD2i0BBpWgcYI6rKMFmgAvfxAdaxXDcB31dWMwaPKMIZRGrswZhnOAMUHhgFAACoJbyGUVVVowWu7qBoa0FhAM0Axh2Uk4tmqBuBrgik1uPDjXTnNKTT8QQFQLCPcxi7NMPKlrGvZxUW28AdP/tEPrUTG19zqdlUmNam4+AMoD2lMTmEV5lyziEWPiXdKktEMvD0GhIgq1GKAlhcLVDMlk9kWtydELD372td6qeY/JoHejxM84nn/No8/CBKD9sWo0Ti51mJWbQuClBzi+ZZVx6viDzsMJC8nT7Z8ZU4eWtS8whBKFHBlTgth+HwgL4c56IhOC6QMhBY7D6HURboilwBjEgKJAbWijussreUloNE6b4rEm5jAZDMz8Y1fYKL2CJ2k7QWpO6653huPsOF9a7fJd4xyEHw1pSxswtdB4L53m2D98DaBRIomT/nKW/7ymM+85jfP+c57/vOgD73oR0/60pv+9KhPvepXz/rWu/71sI+97GdP+9rb/va4z73ud8/73vv+98APvvCHT/ziG//4yE++8pfP/OY7//nQj770p0/96lv/+tjPvva3z/3ue//74A+///jHT/7ym//86E+/+tfP/va7//3wj7/850//+tv//vjPv/73z//++///ABiAAjiABFiABniACJiACriADNiADviAEBiBEjiBFFiBFniBGJiBGriBHNiBHviBIBiCIjiCJFiCJniCKJiCKriCLNiCLviCMBiDMjiDNFiDNniDOJiDOriDPNiDPviDQBiEQjiERFiERniESJiESriETNiETviEUBiFUliDKUGBTIEMAuF2SSEQI2B4Bwg0/7AAAvEBAwFABBFuoCSGjXd/jkEQzUCGGOETrAGAbVgQWHGHeJiHCFGH/MeHefiHgHiHBMGH+tcYA4GHu5CIiriIjLgLeP/4cz7Rh5GIFbsQhszAGEUwAsxwiUWgapm4D0Ugho6IFQJhiH0oEHhYAEyQB85gDPnADcIgDNyQD8ZADfngDEDwC9RQAMhgC45YipG4f5Poi0KjUvTzA/kVWEm0SccYCk6wA88giFkojMO4DwVwPwIUCnNgdLYQjNT4D6RoSMSFRDgiDtDQFgrRAqcIjr6YCLwQOUDVR2BiBb/QDMBAh6joi9AADHK1IUdACvshUJ5wCUCBj+y4C8OgATKFBqiETAIFdrzgDyvXf8O4C0VgIwBzBJ4AB3dwT6zFAc6AXqTYE8KYj8sUDMX0VEgABUfgke5FDAswiqVYkge5ABRwTwz/aVaq1Fo6kgdFIJMkWYgmWQR7kCNWsAShYAVN9VCnIi4cQAHIAJTeyIYmiQwKWV7y9ANHYAZmcEJnpSGMNAIyaYr5Z4iUuAC+4E5RJBBWsFUksgq8AA2/2BNTaX+miBXMUAROwGPKoyFQZAVqozb+pI3cCIzrSIoxgGaMsARyUAM1IAf5BZk1oAyOCZkCIA5FII11SZUHaQvMkAiqWATWwARF4AwFUJqkyQTWUARMUADrNpdBKZSHWHO+uAv7EANYgZu7EAP7YAu46Zs+MYpHR5acSRB3uIgxkJzKuZzJqYjSSJcASImJyJzUuZyLOJIziX/eKJ3K+Qve+Z3gGZ7K/5mI2Ol/NbebMfALvLCe7Nme7sme3hkD5Bmd/7Cbv/AMRVAAz/AM1sCf+tmfBdCf1lAABFoE+FmJ85md9ReMvpicRWAMdjIdyTEndqInOkABeLInGEoMzoAUsLmZ8DeJu7kLTBAIpuNjogJXP7YKKmY4hRMIRfAL8jmc+tegRQAM0oU+OspR5BIIBTCjP5d/vvgPzwBNkYM84hImuUAF1pCcgyikSFEEh0QiRoM0NlQfTaMABcALQLp/u8kLBWCkHrIJlGM5aHA/apkjvSOjcwmi8beb/1AA6KBG8wQHR5A99UNBuaAD1sClbYp/DUqk0QUwEqQKEOQJyiWPkKICff/apW76fg3KC9YgphsiRKEgWEY0VDzSO356dCMAqHD6DIOKI3eqRyuUpPvDA41qdTUKp3LqTrWkChtQTSHzLE6gCkfjPVTABLywD8vghaAaA2AKDqx1RPNkP6nEliRCBYnwDyvRf3AqpXqlI2cqEFzJASlEIjpQAgXRDPr3pWEqJtUKWyiFBDVATtVkDGinf+n5DN6QpmuDBAmlq/BVnqD6D0UwqlPUNJbwDDJqnrv5DO/QXjiSCzXQpB9ql6g4os5QA7nwsBmVC6vwsBO7KxL7sBSbC1XAqNHgqMU5pLzgDHhQAyogAFJGsirwmCcwaCTrZClbsmnADE4apDV6FPX/yZ/WMJqjyQQ8u7M627MDWgDeWZ9HF5tCOp3e+Z4C0RDtubTxKZ+wKZuoWJ/omZ7hebXf2ZyVWLQCSIqN+LWMyI5ca7QKCxGBeLYQ8aj5RyvmsRD9MIXJxxT38A9MURD3cLd4m7cIIbd0C7d++7eAG7iCO7iEW7iGe7iIm7iKu7iM27iO+7iQG7mSO7mUW7mWe7mYm7mau7mc27nAobYVCLpdq4cLOJVne7pj+3/bKZ1gC7bPSbb8x7rdibVPC7VAObrTCQ39kAjPAIrRiJ+28Ayb2LuJkAi+GbXRubX7AA6CQB05owCCoAA6oAGOYDN6oAHosANM4Jyqe4jLxA1//5OU/pEfGSVEIfYD+IE4BeCLRSu68UeJIxAMShMw5uNH9fsDvPCT9hq7AXtV0II0wXCbyMu/MTACV+khAAkHYeQJcyDAqbt/NuoL/ZiTJ4RE4vAMXfp/DfoMxgBGqGQGG7VKGuDAkEfA+8AGC7lCLOmSOGIFvlAE8qmFABsDz5ANkXMEHLABZkouOJINirMMD9yqMVAEEpyRqbSUYuSR6sMNYkgQ5jDDBkxc/OEJG+AJLalJhAUKrCByAbjB/utTYkQ/XDlbREAB8fYWZemHvjgCaSDFHiJeTjAqkUNA/sC+hajGu7AAGNYqKZqiMAZjQAZkKvCTA7ygdkiJMfBJXf9wAnpQAnbSAgogAC2QaHWgB3UQCJbQAkywABlcnGLLnTS8n89AoKRcyqO8nz85o0Esfz7xh8iZnOqpnrwgy7Q8y08rnBB8nK8My9/5nusJnlqLne6bfrpMKUXADNBQBJ2ozHmpzAaqzPjpzM18npo5zOZHirYwDIlgDcYgDtkABOLwDsDwDuIwzuJwD91sDMAQzsCwA+JMzgXADOQ5nNY8fgpRc9ZIDGSAUssIY0vwLGZANGbQMdjEH1+iCk31A2YADFEpiMT5frTgC1jRD3MgHwSrI//gUfJMig/tfhHdjhh50TryBXWQmSPZ0ez30cHbKCINKQJg0vQsfxHtiAX/UActDSl6kAi4jNLrN9O7kAhffNM/sArSMs/QGX8+XQTEOjshwsNgQtTPYNQ8rX4zbQsFEEkbI1dvFQZ7NTI5rcpHDX9JTalvvAmq8FRHAAVLwD2OkgsCENVjWc/h59OJsAM8sglE8w93AAW34yirUAdwzdFyDX5VXQBfQq0auT0AtZXkqDxfHdcy7QuO+AyyQ62XKli545BiUjCEvL8QLdk/HdQe4gmWo9BQhao7sgpmENi2IMNiLdlWzVPUaiqbsAFCBFCDlUks7Jc8kAi8iS+1QAzzV9XPEAjhotc5hEn/6ATIxUmWYAHLMALCXX90HdI6ggRy9Tf/YAYc4FBf/pkjQ8YNrYB/xG3c4ZI+/xFU+KM/AgEKZlzCr40VzyDbj7IKt4qr/agjVGBnzdAP+DzY3/fRP23d/8sjRG28Jw3g3qfSI7BA5UVdqI2qTxUICB7TSM2OtcANPCXHHJ4f2jOxf8MfB0Y02vOwHKACwyDVCg5+lLgP0LADNYAEimCuisAINRAGTlAHYRAGNcAIihDjikAFNaAITmAGO64BBSCWDr3i34eIJ+Kb8r0L6ZCcU14E6bALz5AOwWsLU26biWwBW1HN9oeIFqnMrXvmZj7P9Mzk3KcQrUzmZx7nwinMbN59vsCgqJvngAiJdU5+eo66ezjV72dANQEZuBcQACH5BAUEAP8ALBwAIAC+AFUBAAj/AP8JHEiwoEBaBhMqXMiwocOHECNKnEix4sJ+FjNq3Mixo8ePA4P9QzjSYC2DvECqXMmyJcNm/4wdrBXjH7+R/HLyQ7jvXy1bOwfuOynUpdGjSCne/OeP1k5//m7pnHpLKq2mOaE2o3V16dKkYMOGnUq2rNmzOsWqXetyKq0PFizAtfAP7ge7eOP+i3trr9O0bAMLzqjT37JhMfZhi2EL267Gj7HZ2iWZsq0Y2PZhHoHMwtTBKtGK/go6oc5b1sSRMRNmQw0ncF5DQfJvNhIoTmrAyb0hjBlFiupA8we49MbRyEkbF5iT1rATqwSiQfNvenXq17Nbt159lZ4Pf5Uv/5eYvPx45jk/BECzob379/Djw4diJRhW8ecbTkW2rNmHZRb01wyAAhL4wYABhnfeTajBJt+DELYHxyp4bJUTR+Xhd1xOy3wgzB7fCIPNh3uISKKJ35SYTgEjKPhRhqZlRc1tEdYIH3tceHYhYRl+1tGFtABhiRNhhIHEBkgUeWSSRiKpJJL5LFPchj3uiB6HGbBn45a4obOMTRo6VGVZP+5kgQqrwCEhGmpuAAeba7b5JhxhMCFVmBGNSdZApz2jgnxQvAkFFGxCYeNu4CzzV0VTfQCVBf7450+AkxoG6V2LbkjLAqhoicagn/rRnqEQrpKNlFYyemGllTbTDKuQSv/qYmHc0Agfkbg5AYUiTtiIo46pQpTTLf4wM4cx2FCTzzfcjEhNsrykw006trQY7EQ6NVMAEnI6UVsYDhL5IHvpAKtRc0U4gw0QyHKzxx7NGgMENtwsy80C/oAJJj/IfGCClu5BcUcNLmzCigtI3EEqhIgqeq2Y/NxShDdymHHka76h4cSRnjiBhhmcIEHBl3hCzE9cJGjpxxFHDLBEbYpsEsbC7+3mTb4PC5vVDv8geSRrYdTgs2tE/mMJMAs4ta8FzMgBcHt+kLKEHwZD8bKoEXZJcskxLmON0IF+qqahcBAa6AaG/rDIB1Nim14if0Jdwx2UvAxubRAq8g3bOT//NGwRKsw59qhsCjrqP2Yksu9N/tRK8wZ+1LCEE6SQ8s8SZmAN4a9t+30yLSm712aE/5yQyJ08RvyMg2h7G8bLNdCmeXxhiNNM53ny448zZiw8+uYB8O0WMmQ83Trskr/8eHy7VZgpebo7UwOpULxGye83ms536p2F7p7U/zixBOaz1+xEovqq+jmho9YQhh/Yw1dDEXfqtGnx8XFCyiZOOLEJKYoom5seRB8K4IxrBdHJB2IQN8gtgRQ1UMTy2oOGDAgvdbd4Brfc44cldGB6Rwgf1ga1MPZgw1zqa4Y1Nog2qUUwfhQUQCKAxbhqcGB5frhDB8omECiEz4e2eg/n/3C3EJ1YYAROg9rLlPcgxNGvbyY7YhKhZobwueAO/6BTGHhVJFI1jIgma4YwWLiyI0htghtAwyIsEJ7mINF4DqzNyqZWudwE8T1heMftoBgj3VGjd6OaHCWOMDP5oIEHw3ieUnIiRYDN5g6K6CApvKWIGlxuCWFoU+32iMA+spF9aMMkFAgJww0sIRqLM5P34CNAtEEhaLn5xx1HZQUDpi93J+NHp0ZFCiSsTIJou5ElkKFIt/GjGRrEnhehoIKXIeGZzySVIsoFRv1khXdt8iFsjjBA7KEBE2z8TONmKR86IWFj0TQkNflokNNEo1dKxKIldeW+0V3uiZ30pAVWGf+fV2LOWwAlmxNudktjfsAWrYGa5Y4wPeBscXSHTNqF0lOEhG5pS2HIxwWhpzsm6OY9G4vcQHTlHjVuVH0ZZN2DeDUuNKwznwlkJELfowgkPEF8/6iBGUTpHjM8A3U56UyWLmqjAhKHne383CrLBoXITS6dFKTCCAq6SIk1EEJo3MAq9FhNa+4OkBJqqrdkKT5boSF4aRlWIurQM6KSTg7QcBH0/MEEDpRNbK7sX5EySbbYnA6pReTXB8iQxcHBQU2IldAAg0knIKDqXCdbACfYQzayxW4DvAImoWrw15v0aRFOMIPGROubMHzMY69Bw2WfiaTq5EZ3XVXIsJ6hg43/oeGct/2BxjTmsSStAgnY4CRk30IMcK1it044rhU2kFxwaWwVzrXCDlAF06TSohknsMJtNYaE7SIJNrjlgCK8sY9M6WQZy7DFOwKQhx00oL15aMAO4iuO+O5AHAEQxw7yu988zNBHVfUHECjQgGDgIQAUaC+B0QGOBlBgBztIAzEBy5DmeMYY2chDg/EwXzw0gMMaDgCIG2wMfFY3pv9AzTvyoAERB6MBafCwBrzhYDyweBf34VOjOvSfu/C4P/miwD9cdaAODeguNEwdP5ZRqQ5BxRotYLKT/5NjDF0oQFNGL5OJ4Ax/OOo/Wa6flZmS5XxRYxJQ8bJhvtw2GKVk/yT1Ew2VyoIQUPxDJGjxyGj+AQyBRGXPZSpLVQQChFTuKami6ctAWoETOVuZLAgRskB2wcnYGlPQPRGIBhptFpDQ+R8lGEgt4txV0Vgg05MYSRsP7Wn7CSTUxIhBnI0i6F0QA9QHIVNbmlOQXZD6OChmy036zJQT63kgfaZwaP4haam0BBL5iba0p03talv72tjOtra3ze1ue/vb4A63uMdN7nKb+9zoTre6183udrv73fCOt7znTe962/ve+M63vvfN7377+98AD7jAB07wghv84AhPuMIXzvCGO/zhEI+4xCdO8Ypb/OIYz7jGN87xjnv84yAPuchHTvKSm/zkKP9PucpXzvKWu/zlMI+5zGdO85rb/OY4z7nOd87znvv850APutCHTvSiG/3oSE+60pfO9KY7/elQj7rUp071qlv96ljPuta3zvWue/3rYA+72MdO9rKb/exoT7va1872trv97XCPu9znTve62/3ueM+73vfO9777/e+AD7zgB0/4whv+8IhPvOIXz/jGO/7xkCdIppN+i8nXYh+ZrsUCjo55Pysa86APvegn7/PRm/70oi896ld/ep6z/vWm33nq/zGCBSxgKCMYweVtj3vd/8MWs8d56heQ+0QwYwRFyH3yjY985S/gJqHXeeht8Q9e1AEVUagBCeqgAh6YgQRROMH/9ru/hFTsY6rRFz7o/zGMHRy3SGgwbfzjb1r5h+EfdSjC5f+xgC+pH/O0wARmMDqDoljMgwaWkAijJhDm8H+YtwBwoyW5Uj43ogLLcAuFJhB2ZnOiNwKJYAkq8zJ/Ukqu0QLJIBAUsAsOWF5MsARtIlLjg0YVZAolUBMjQXozN3oL8C9UZAYuEEITlFPIcIP/0HkcGHr88AxUwEFVNACWM0FoIEOXl341J3r8UABCQ0Wb8A+kEChMBVEmcHvBR3M6yINuUlNm4DqIw1MbcDnPwA9jmIOhRwvWMIAUBAd+4AeKkFNIYAa9hDUIOAJxSIagVwvPwAOJ1U06pSQk9SYq/5AIgrh+DmgLHwAO2lV/9fd+mIgG0JV/U2iENxd9tFAN6LAIdYAJOlAHAXACOrAIJXAAAVAHOoAJdfAOp1aEkhiKomgBxGd7tVd7xPeLvrgAn5iLVSh6wPeAmDcC1bKMzrgPt5eMxiiHxmgL1niN2JiN2CgQVEiNpKeN4BiO1IeLoChzuSiO6KiNQlGOLyeJ2LgL8BiP8jiP87iN3IiDLmeE1wiPzMAMRfCPABmQAlkE/Uh913iPcigQ1rgLHmgNvMAL1pAPDgmRFEmREykMv/AMRfAY48iO+aiQBskECoAEKmAkIaMkJ6kC/xAyiqACSMAJJ8ALw8CR3GiOmbaQif8QCGniViWlAtawD9aIkDCnj5NRBPgzKoTSSlm1G8SwADTpkSunj4/BBCy0GzMDLmriBIowLpzwCxsZlFCpcp23kEXwDHLAQaTQMsoTBneQSeXkBMQwAjRZhDE3lpOxCwUwRZFDN3bjLVkVBsbADHOJj1HZEwtpC1SZTff3OrKEBKRAge6hCLzwlR1Zl4Y5GTHwDEfpJlJjMeOTOQTkBMEgl0GZkAu5C0zACO/hB1UEQiLkJoMCUZzACzHAkfvwATb5e3dpDVclUk5QMN+yV7giIU7gC9CwC1dBiLq5C5k5Ra0DSZLkBITkh6TwG4jlBMbQFMJwjMuJmCwkOgFzObH/A00khTYyURD+146XyZyaaTwE+DqTszHhMzZh0AGgJgyKlpunyZs1oggWFR+KAAwj0BRCqZ4K+Rj8WSMkGAa84JRgSZhieZOTkQh6UDjdpFhyslhj4wTc0A+PUaDtCJLVEgwlaVoeQyTIZaIaUyQnmg2kWZm5qZuXEQO+AA47EAg74A02iqPogAfZwKN4gAfoIA7EUAD78JQQWpgg+RjHBw3JVwTQkAhPGqVTmgiQmAgLMBmlGZaFKaF3SY+1WZvMSY/weJAgOpSTB45kSo/qeI9J2qUFkY7iWBDTaJlcOhHdaHP9gBEcwac+EXkABwSC+g+CmoEQUaiEOqiAuqiM/9qojvqokBqpkjqplFqplnqpmJqpmrqpnNqpnvqpoBqqojqqpFqqpnqqqJqqGAd7qAd0rAp7PTd6FCGr0nenEJGnhPiNcpqNkmerLXeOuxqO6/imv0qUwOcciTAMCwANyAANIzAMybqsRzRVW+qrSqqbdcEMxOAMeeAMxpAH9ZIN1JAH1PCt3CAODGmm1hqhCrkPReALFXMxWvkbvPEaivAbIkMXHUmscPp7tVAAVRQ2Z9NXFmooq2AJWbqv/JpyxpoIZkhUAvAM2IqL3KmbtfA12WRJLpBVOfUMzLivFWuNI1AAT8CEOVWe8YEGJgAN6rqwKNewR7mXlhRA8oE4LP+ypSSRkLo5DM7gglT0D1nwhIakAkVwjcZWcg0Lgkq0BIPkBKLyOAiogFCRc0S5D37CQbQBQT0kG+5xOQvQD2lQqyDZDwL4O+DiB7QRWkGksqZgn5PgCzcBE8opoyPwsK6EtpYUOzRDBaaQBlPlfy57cu7YD3XIWGOjRXtluDWweVlKjsd4kyMQDd7QJP3jJGhgBbvRW0ryDQnrpjaZfta4D16jAXmADujAYu/wDqQbDKerAe+QDW0ADUAJsnaaeti4AB+QrNA6rRaguzNkewdVrYE7cqcXrOk4rLU7esY7p46bvOT4qrH3oOtKcp1XC8rKiwuAvRYwDC3Cvc4xAhb/gAyccUSdAb7BO4gsB5T8kAi2sAMnQAZkcAKWYAInwAP0qwL0KwAZEAgCYAICEAj+ewImoAPcMAy0OpSXpwEquqIMjKLJxVsQvAoe81vpgAzSOLwih3kfSFmj0sHBhDaIFcJuglizwQS0gL5iCYGbyZP9hATO8AEojHLA1wzVQE4sTEFQUAuRWKcqB3wQqLQ3zDxOYA2nhqs9fH4jsMIeHDatlDVIQA2VZ8QpB3y34Di00x7AsQGc8J/jksM7PL0hB3y1UATOOSpHgASUgEUuUANHkFXEWQBFzMNT/IB2CzlHkDn/sAmUUDmQ+R6zwQ1RLMcyvA9VPEsdhEkhpAgQ/9THJcUJ5xfDJwd8w1AAVzUqtGEGOrVTKAshYRANBizFg7wPyFDHdEIKbUkbS/DBaFQ9gAzGIwd8H2DF86FDr8SF1dMe/1BIN8IJ1WILtZAvMQd8yJCg8LEym+AHPtQ7l3M5m+weYYBjxDFzwGcLFjBUtOOWYbDF5ElOs+EMwpBq0nybMwJDBZhX5/RMzewmqEAAAhG2ORiAKhUhwDHPWykfihAMMQAVR/txmDcM1nwoNQIFHGAN/tATgvyy/VAElqSUSzwqhwvCEA0H/8ADCgjJgguN1DAkHMCJNYAGP8ABusUB1cEBqNVbPUMbSHICtGABF2yO1hgX7+ANi4AJMlZN05iwCN5w0za6CDsNDniwCEG6CNnwDFlq0RcNlKL8AQvQLwswDB+grE+Nu8gg1bjLi3GRvfxwwa4cctDb1UZ91F7d1bka1qxKc0NI1mWti2gde/gWEAAh+QQFBAD/ACwOABAA5ABLAQAI/wD/CRxIkCCtgwgTKlzIsKHDhxAjSpxIsaLFixgbFiTob6PHjyBDihxJsqTJkyhTqlzJciAtlvwI7ptJs6bNmzhz6tzJs6fPn0CDCh1KtGfLWi2TKl3KtKnTpwL3EYxZslo1qFizat3KVSQxgkhB2upKtqzZs0m/8gqJ1Bfat3Djwv2lQSS3fy/l6t3Ll6kwvB/TxOhLuLBhkrdc5hU4WOrhx5AfA6NKMEYwx5Eza9ZLWeCvf5g3ix799nPokLTSuP0XtmVn0rALmya5LxnBv1g7xt4d9/RIYP+IERgYTGUz4AP9QSJQ958d3tCd+o7q8XPB4gJv+SKQ+N8nkbg3tv8gGIwVcoElwkdfr3I66JLY/wkTBmqkMFbdnRccLxDI8zQExMfegO195J5AX/1TgkB/7WJMMvy4dV5BwnQw1kf83Ubghiu5d6BAFHh0n0BpgMRLMmOtVtCCAyEj0HMcxliShyFZt1E/S5320i4y9igSjXs14+OQIwFJ5JGQGdnVB0g2SZuBaH3oJJJKhlTAP5YIxMk/YYwEBUE1cPnPCFOWOVCVZllgZplolhVik0wOFOeRbW50ZVMblPkNQXtSCeVIKq7ZlROebVhnQUI2BceQPwi60aEEFSHaMiElmtUwS1n6FKX/zJkVpAMl+Nhi0hSUzj/OeLSAU5wmhY1W7BD/RI2s1mGaFKgCqbmRH/+YMcA/HaDkjVNLfBRmmAIpAtVLqITU5UitLpVNSc8K1FqBHkmJFzQgkfLPHQKZQdKiwy7FAWRH/ONtSenoGlejt/45ErIbeVssXBbwqhkS6oqUj6fQ4frPqiLxK5C+IoETraM+CmzrRnkK9GwYEYfkBDoLqyRpkNGQVvFHZLIkMDcGf1Qxwl3RQrBmm/zzZUjnaAUFKeuK9IGLHcobErcfiVvQEumaUQPKBE3L8Ee8AJyVsiA9k19KuCLzgQklMc3v0B4RuhTOHlXbVcchoUyvQGhs2dXHHzMlsKgjMa21R2j804DSKT0DkteHIfE2Vjx+/4SK2VDhesszKjy1A1clb5TBYZy86hTTKG2cc7Yk0b3UYiu5u1Him+G9Vc2B6wwSt6v8s2hSjYacFRxheF4mmWl3JfA/BWAyUJdhxF36QAaXHKYTPo/ZletHFxT3RnIIL7LoJ+XRgEABvCNOSTxjBc7zceFh2A7TYy8SM0rNTlLGBM1pOVmaFv8p8+q3Hy/l7scfPvvy1z8j/fbnD5L4+ufPf//1+x8A4yfAAbavgAYsHgITyLAFMlBQDkxKHf5RIv2xDSTWMEydJKcVSpDkGgKJwlZWIAuSZJAwTCCAKApzKF10pR4CKdVHdNOX9HVlMB/5ACIO0ybNPfAtONQg/f8m+MOsjI0vQCgS/oo4pST+aIlEgiET/+HEkBRQiv94ggtEssK3YHEjs3jLEwbyxbKIMClV3B8UQ8KDb5ExJAxgAFRKiJIo4OIsvxpJFpICiI90sRxgPEka6aetgtjmHwrwyBgHkoxKCESOcnyKt4Zzr5GIYjhwqeRACAA6lhTLhf/AJEHyGMZ/dLEggPCgRwYJv0eh5A3/gCUo/1GDMPFglgVBliSwQgAEiARZuojCHsuyBEcSpI136ORT5LhFkewRliFhpStbCRJowhJcHmHAG3YJElw+BQUmWaRTejAQcBaEAdz0SDr/MUyVYHMg6SIILG1zRo8Aopnt7I8Sqfn/kV/58h+sEAgEQNJGrWRhkVl4pzEFckSCqFIgotSKI6NQyo2kYiC1xMo6BZLHgSxyhZL450CkWRD+LZQw4uxoShoqlxowQJwpUWlSXPqEPZJUJmuEyint58tKPGEW+XxLT39q031O8yPN3AsRp/iUm54pp3pph2GWuhdm1EGmW3Eqdfj5j5hoIHg3DAkkzEIEwlSUMK/h6lYLQgt+wIgvw9hhFvki164woS8uVI8a1SoQG2oFc3Kxm/7A9yS+DtCHTnqaFaHKVEdFsLFEeixkG8bYybJpI7OxrAEzq1kAcraz6gNGLSjzksaANn8dqQWPCnnaJqUVsK0VVEyCSKF//yg2tk1S01W6upHW9E0rflVQXwBb1kC9JT4EsMMFCxMf2OblPMZ9CjHc8hkNRLQFbAgGcoQBjOhCxRfAWQuGSkABYhiDQcborndb4gtj8IIXwInoPzQgKl8styTgFch5UaKifbQVJGFJLzAGTOACG/jACE4wcoAhjF/EQLwECeg/gnFe65yXwOdQsIYVLBDkxODBBAmWQAI6HvPywjrCuPCAM7xhDgOnwbuA8EAmEYwTc/cfLG4xgXEDXx0b+B84TGtBYiLkrtjCMbeQCgUypBep3MIftwhLczbCor2u5MiAPSRfYBuSIncFKZi7VkhuixeqiBklrXnyRyYxEhr+A//KvD0zgENCjO7UQs5D9t9GtHwSMqvEzXAh85RxO5q3EvrQiE60opni5UU7+tGQjrSkJ03pSlv60pjOtKY3zelOe/rToA61qEdN6lKb+tSoTrWqV83qVrv61bCOtaxnTeta2/rWuM61rnfN6177+tfADrawh03sYhv72MhOtrKXzexmO/vZ0I62tKdN7Wpb+9rYzra2t83tbnv72+AOt7jHTe5ym/vc6E63utfN7na7+93wjre8503vetv73vjOt773ze9++/vfAA+4wAdO8IIb/OAIT7jCF85wTa8s3SfYCBU2oocLNbzZ1bu4xjfO8Y4fRg8eD7nIR86biJPc1tP/wcwCVKftothk2i7HSbRjrhNn03wnzLbJkRfA82GMYBg9/znPVw70Bfh8ATfJOU1sgQxkPGMXu3hGOmIA9RhMveq2iIYtdhEDWyRiBEemybJt0o8C6OEJYYDcRvBGKCoU4QNhn4mybTIMAfwjT3HLe97/cby98/0fPHgGP2oy95qMgGotAcYHCJ/smvDjTi3ZxwgYj2zDJ+LvLAGGBV5eeZqM4PJJ4cUwOH9sxxeACrE7yS6QTnlj22QBJGDJonyx+NYXuya1eAZMVWKLySO58TRZgKSOtxJjIGMfTAqusA0PDTKE/h/kcz1NHo/6laCBBLwYa7NtwnKW8Bmxw8Y9/wdXIgw1LX7sNMm9UmJggbgXPvj/gJdKVOCMzYsd+DRBRoJ29xHiiQMZccdavYZ7zDACwIAHeeANeXAOeCAOCggO2eCAeQAO0qOAviB47od+M2ELK4cMFrAAH7AAFoAMICiCJBiCFjAMw/CBH1ALAbh9N5cTMBiDpKd0NCh3MxeD03ZnS4FnJ2dqQBCEQjiERKhVP3iESJiESriETNiETviEUBiFUjiFVFiFVniFWJiFWriFXNiFXviFYBiGYjiGZFiGZniGaJiGZzgU2XZz1UaDMHeD0kZ4I/ABHziCJeiBJliCSAcaOPhsYrcPzTAC1HAP3wAEwvAN1JAHvOAMh+mYiNSQDxxYgzY4AswwISdhexrID4JlPAKRegLhIvc3gzOxAItzEnFTBLWgiZ03EzgDiiLRD6xYejTRD89gdyiRAaM3i9IXfCBXN7L4hzboX3elEl/3HoBoeM6XEiPANck4E7UwfChhBsjQaK3oXyeUi4b2jKV4iicRBXYQDEgBaBqIDFdCfJgnEi6CIzm4D7VAWwWhCJwzEOkgisJog6wxEN/gDd7wDW9CAfvYjyGyAxQwAqs4ijYndsPQDCL4gc2gggxpAQ4JkVKBkAkJh3Oog+jGi9Amgi2SK//gLoshgNXmjePGf4sWEAAh+QQFBAD/ACwMAA8A5gBlAAAI/wD/CRwo0J/BgwgTKlzIsKHDhxAjSpxIsaLFixgPEtzIESHHWyBDihxJsqTJkyhTqlzJsqXLlzBjmuxokOPGmv9k6tzJs6fPn0B//sNJM2dIWkiTKl3KtKnTp1CjSp1KtarVq1izZh2pkaDBo7RufQ1KtqzZs2h1agwLkuhQf0Zp+bvFy5jdu3jz6t3Lt6/fv4ADCx5MuLDhw4j5wQ1JdOzQXRSIAQFGubLly5gza97MubPnz6BDix5NuvRoY74oCFt8a2jBubfk7tIgbJk/2xlz697Nu7fv3w2X/bOlwRjrmo5vqfZXq7nz59CjS59Ovbr169iza9/Ovbv377Via//YFdL1WLrEmINfz769+/fw42/3B8SXP7ZwF8s1Bky9/P8ABijggOvRwktO+A0FUljGAHELgRBGKOGE8dHyC4JtjcUgMA9G108zAjnX2j8L1PJBM7fw8xw/Iv1D3T+0lEjhjDTWWIuBMOKn4S38dbiiP3V98E8//sQATFj97MNLDDmNUAs/Cyy5Cy+7qAidir4waeOWXAqII1IZwrahj82xqEEyrBCwgD8UdMAKK7/4QwQryRBBi4u3MPlmMmkUVItrt9gyiTEEITPCQCoWJGOXjDY63ZdsvbUgjxxC98E+/3DzDzEGdkCMBRrwcksyFOzyDxFDklhLCazs048vJUz/Qgsx/0CC1D/7xKABEbb+AwSqy/STRgslpOjoschCCpKksVFK5o23oAqJkCUQ8A+LMP7jyz/GdLCAi/z8Q4G1cHWgwS3AQFIrXEb+w8Y/wWBKASsawEVAGkIiqy+jyra2Y4/QjXCnLwSwQpy1xCTTgj8E0CpMB/tY0Nw/GpDL57UanLnwP7twY60dJQBjbjKg0JKMLf84ue/KNvbL7JjQ0WILrXBpgCkv/rACCsPEjGqti3+eORSp4nZgCygLJ7NLMKD80wptnhITg6mismw1jS7/W+lzEhdMQDIx+ANJBwWHXXAyBNjiI8XJDEXvPwe20IEdOccQjLWTtHALKES0/8CPLaxUffXgEWYtprPRIRUMBfuk+A8wjPvDDy++cOiPyrUgE4MwyCAjTAzILPOLaqALM8KUyPDCCy38pOFLuMJgSvjsAxo+KcDQLXBnTiWGy/u3Q9GS+1ALfPtBiSDOBbxc3zaj+1C1EIkM7dQDaHuzuFev/fbbXQ+zdvwgM0znw4xfvgXnpz8M+uuXbyX38Nd+IJj+Hp59dbQ0I/4C/RTfTy38A+D/ZETA5sjIAkCLnwLl4z3EWYcW+yhAAE5ABT9EIQokeMIJSKCCGqCig6iQQx3kgIo6qAAV/zjhCayxjAW68D0NvN90mkEMJPzjB2H4RxhyuEMd5lCHAvmhEP8HIod/DOOFSARPDLdWHQukYwNosIkUpyiQH5xgAe9zYT9uYQELfGAYH+jiB5AxRi8i4xbIMKMF/ge/JT4rOlBSQBSpSMeNoEEAWERiMyxQgHTsogC1KIAtYvCMCA4yGoaMASKfkUfuufGBiajBHOtYRygGIIEK5McwpKEHGwqEE/9QxD+cAEpFqICU/+CEE1KJK1Vt75HWsUADKElLKF5xeguEkgBqKZAobkAgKigAJqkHS+pocgeTJAgU/vHLDfwSDnSEYiAayR7fDWMZY/wHGY0oHGT8o4vDZM8wgCeQXw5kmXSEgxOEEU7wNM+bCDTiP/T3TYEgoxnO+04xH5X/iDok8x/QFIgoNwDNMARUipb8QHvCtQBuMOEfTBBGOqgBN4FEFBvU2MWh2vmdZliDIL/8IUFEKUVUlA8+/yiARDP6C2pggwkfzaipsCENJizjFpjTzj6ng4w82MQMd3CBDcOwTCSgE6F3pKZ3+DGCc1jCDDUIaCkFAgckIMGcTtDAB7K4nnGCkiBL+McR/uEHJ9yBEwflCDA46p1/BMKGZuhhVeG6QzNswKo7sIZCubNTDyFjERyBgln/UYMOOGEDd1BEWjmygTDccj0WKIIZonjUOZoTmpPUA1u7E1mR/iOsYmUmEo7ghynKgRmb3Y4F3vFDKJgTDXCApmt/Cdt//yCBAi3k6/wipbU3xiwR//inM+8QBqCawQlHOCpSA7DX9SAjA8pcLGOp8AyJuSelG/GkQJxQA9BKURG7sG57KKZdOCjXJmjYADaOqNscLau31ukHMnbAWCiMdQmr/Gwl0aADpXbnA8I0p20Fcl6Q1qC67xkGP1BI1R/WwJM1oONa34OMb6QXoKv0g2ulqM5ANIONOt3te+3HROr01CZ+MEMHzOAHUmwCCX6I7RQbe4JDFQi4yRyrZzliAvG25xYFyC+B/8EKJCjiDmOlKjTTSgLxvecf3sivYO/w4A1zRJ2++ACIs9PX30rSJjZEwgBI0YENcNe23gUpGi7JHvlqlv8gd/gkQrH7ZGaEQcD6DYMfOjAQRfQQoAQxRjPeswx0OGGZUwaqdu24gXTgsnsirt/tSiwdTSrAJlAIwyacQIkabIKwtkXCEgocXAUMI7XWucVHA1raGgxgwFJUQSIezZ5WCtgPnobmEZYw2uKSghRmUASeUZ0dZDTAmf8QLCmEStZhJxsJXQhWe+n3Mgc2cZY2QTYzNwAFMyiTsWGog43B049/kGEgrXbBKEsL6I34FzyqznY5BQtqTwqZROxtzzIoYNRkr9IFNSCFH565EUXkg9ZcjnS1ZZi4RJzgnwNJKxQivOiN/HIRPvYOLRKhgn8uwbtIuDc0P5rgYSjjylT/FQgpwrpKG8pWW7kdL30JrGmWc8KZirj5QMLwjoxjp8srWoAcaZlzRRhdimhQgDfXA2BmbiTCAzFDxU2AcKYLk44iNTpJBYKKBeS71uLwLA9rEOGPIwEOv4QCEjQgbUi7V9LYo7R0ZAlFSkp3I3D4QR0WUHXu/AO6NqmBt6VYBOG55wPPoCUVedHcWmtg0ejsbneRUAODBle9fX+gwuFbnQ8Fw4bOrmNAA4qGMPwi89pB/JcJik561zeljV+PfIvo9ICGniCyVQETBn3dPBA82bHNoRPkStB/WMHDW/755kns25gVIRuo4IAT0PDgu17VqqO0oRMmW9wehgENZngH/7EfWARv/NAJVhDIKiC+ih9w4BuxX0/40LHznYchv2H4Qf0Hko/xY8cCu2AGP5BfIZdDeadDUYQGToAEKkANzYc/yzdpD+gcz/Mt4jBLO3BJ9LUD9JUHGSgOHfgOeZAH2eBTRYAMyadP/yAMGgBl6KCB4iAQ3hAMl5QN4jJuTzYMTbUD4uALAQAO/7AD5/APQzhz4ACC/5AHQJAIhuceKuIMeQAOgRAAFIAHeUABDbADbMCDGvCDFIBPixJib7dwckcdYKRNQrJNZAQipiAQXtRFe2QBcYhA8LEAadhNFlUoAiEkUCIf4fMPQrIMCHQiBGEBggiI/3CIMRIf5WaI2v/kD0JyKnvohsKhRBEYdxOoHeQ0EFsiED/jf//xLdsiEE1II/H0OK7UHkDHVwQxCddSI+VGEDGQiQIyHAOhLikYIeFyCAMhO+6xit2DMojCVRISi3bwD9XwC6VIIbRgN/9wjENSI74zEDGwjJY4hpzHHpsIiv9xKKOIUzayUdqSMlvyLS0IIzlVIJf4PQslECXAjf/xD31Ch52IQH3SJQRBjNdIbdlYTe4Ij/Ihj/XEJfV0jwSJKPABjNvhO++Ij/MIkChljxCJUggJQ+tobf74Dw1JkA9JkBKJjxX5ixfJcN/BkBP5ZB1ZjwIJkgKhj/o0kmXoHOHTOTRZkza5O/b/ZJM6SZO5KB3ytZNAORCxAZQ66ZKVRpQ6GRYDgZQ2aZRwxJQ1WSukCJU8qXnYyHzS8TwpMwJc2ZVe6ZUb8ZViCZbgSB0L0BpjmZbiiD5q+ZXtECLV0Txt+ZXrMxBzCZao5oZ32ZXPaJd7OQLKQx1dRgug8o60VAeKNxB1UAKAGYbP8S3MUAKImZiU+Q9tACLVAVEtEAmVqXiR0ALOsFn5kwaGSZmTSUd1UAd2UASpGDMw+Ub9sAxswACdqXgrQAm6MAmn9igjQAS6QJnqpniU8A8MoC4v8lCiUJnBqXiAQFEv0gZHIAu1qXi6QARF0Hx9tQzOwABZ8A/LOZ1SNAAD/wABNdCC01Erv/lq4ElH9ZCHlfYBiDAL60lLK4AI4yMdQMYAA9Ce80lFEKALbOAfrnmVEhgd/pAGutCd/UlHomCeHrIMXTAL/LmgVGSQMcMk6kmh4VkH0eBzteAP3FADCqqhHDEAlRAJFqCPfXWgCUqiUvQEDgodsakBojChLmoT0oGTN8oRLtAFz2CNH0oNIrqjBGGiXZCiOfqaBoqgI0qk/wCj7TSjNeqkBFEN7dSMdfCdROoCdfCj0uEPQtqkOzoAs3CkKqqk0MGi3VkPCmqj3vkPGeoCYgqn9TAAcyoQUOqTy0Cj/MmmAuGm/wColWmlORoDWVpHGToQbpoF6v+ZqAPBpV5qoGEqEFnQnoxqE4maBVoKp+FZpkiaOGj6HGo6AKIwpcn5D905nqVKqQPwBJRgqQMhCpLwBC4QBVqapw/Kp7EqEKcqEOP5BE/Aqq7qpr1qE4SaOIa6qVpaq8GZBZUgCk36BJVQCf8gCZxKEJAKpGA6pP9wqk8gnwPxak/AA48aBa8qEC5QD6IwCxDgqHDqqWdKoJi4pAmaBQzAACAACDUQCwjwm5KAAB0gCrJQA5UgCR1QA/VQA1HwalHAAE8QsIDgqLgqo3s6pcRJCvm6r/1arR7QAU8QCwRrsAirsK+WnAhQCYJ6rBd6qP8ACDxACYAwqwjAq4AAp1H/oAvlgACsEAv/Sq0MUANvAAhRYBPZ+qWTSpy0CQi6wK9R4Kw6O601IAmV0AELS7JZUAO4YKuOSqZmmqTyyo7OoaZZgAAIAAFL8ARLQAoEIAoIsAR3MK13cAfk+gQ1UDARJglL8AYEoK8cMbHPIaX8iQBv8FloCwiAwLb/8LbUKrd3EKxxFmHyyQARa6xXmqzeyQDUigCigAtLwADJObj/ALBPSgCVQAr/gAs9wAMM8AaSO7QbUbSSyq1vEGEO27lr+3F3QAk8gAsuewdsewdU+5+AsHKaWqTw6rX8iJVpyqRZ0LkgwABRgAAuIAqAEFZkpwtR8LaDCwhvcEGoCggE/xCsogABBFEPfuscgCsQrEucQzu9d0CbugB1cvsGWcC9rhsFNQABd2CtHKGyz4Gl35mog/ubA0G2PLCwT1qtA9ABM1utbgq7aXq0q9uy0ZsF2bsE5Im/iVsJS5AFd4AACgsBCDALA3AHxRuuxwuqX4uRzaGm9VAJycAAd7AFQeuyCAAIuECcb9A2+pq9CDCc9QsI6iYJksAD3Tm3Mfq3FdueLxzDcbYE4MsDNQAIbUObySAJPfzBw5mcpitF/uscACwQEaavlNA2S3BpNduyoXu6HEwKT5AFWcAKupCcl1qnrwbBojqpWbC7DEAA5ZC0CpC23cq9+3sH2Bu66lYDyf+grxCgbuL5aik8oMlboMuboHJaCQQLAYaLAlmAm8FaCbognzzwxjcbnNNqolnwBMkQAUuQv+fbHOkrEJhcCZoMCCjwD7gpy+lJrqn8pt36mzzguxvxxc0Rxup2s3uctZLQnbqAsk8QBfxbCS6gC+T6DwVLCSBrzXkLpwPQpdp6tP8gxcsMCAwwC1kgCXNsotRMqqRsq7h8QQNQzrNwr28cyf8bqmHLpN7Jn+omp9fKqQp6wopaD8HZsISlCxDwytGzxIrqq6IwnBuRoYJKEG8QrFVauSwbnJD8zxO6taz6ajcc0uHczZEawdyKqoHqyKmKrhPapI7sqwTwBrpAAKT/4GqV0LUqPMnzWsli+tLrKa1RML4KHcsUOgA8IArU2qvEfCOWS6KiAL3jas0k/c0nTRCXWps1oLlR8ASiwLWfKsm8pbyimgZNe6Piyc3mm8Tou6cSatbcvBE5mng36gKv9sgD0KMdarRVvaB0zc3iedNffc8rzHBqSqV4+i4+CRfQatgEIR3/EJk7qqUDgADVqNd3Op/fmQWzUALNEK86DbbNEVmAQMuXPZ+pygDUwHvRkSncidI3mgUQIJ8C45PuMqSlvZ7MXAJtBx1GRATgetvgCccMkAYCKtifzcIARB9Ke7O60NzO/dzPzdXQPd3PPbSkQAFsRSRtAL3MTd3U/y3d3g3dN/sP0tCa/7sALfAPFxTe1F2q7O3cF4QAiMAMD+gPBfAJ6v3e7y0KT+DdF8QAGtDZj4LPoloEaXDgCJ7gCp4G3FAx1LDgEI7gD+WUcsEEEX7hvmAHoOAMF67gbYBa1TECt9AM1dDhEE4Nk0AED27iB94ICJSOj5ky8sjiFx6ah0AMNX4fgkngFBiJlHlqiqfa1iEclIkIlHk81zGNTop6FKijRGqVx02S3TGOAwGkEwIvcC2NffkPvOiUV84RPQnlYU3JsrcRB7IlSt4KptIySt4PVj4j/8Ak+ahxPO4d3zKN+8Al34IpApHnNvIttJKIjonmAkErMJ5wg/8dk22V3vM06BQSi9di3szobo2SEyv5kolOizpF6Z24EV4uIGdZ5a+Ijz6+j2O+0+6xjaNeI5uoKSe5Hnde6JyokhbaHf1yEGTuHuJIEGFOINvITtpEI7suECPy6QAyENht6mGyIP5gDPeg6dsx7MDO5AMyEKhC5aseIc8jjBzx5gDCD0Q+kRaCIWIBKPvRH6F4J6ayER9GI6q+Ed7+H63xJ/BO7MaekXDpHehxH20BKCCxC2lwJwCi6uoiEAIO5600RbTQ6/ARiRdi5iCSE9QOHuA+697hD8TQH0qZH7AxFMQQDN/UD5C+oPRui9bSNASxVSNPpP8zEAeyEexAEK3/wQ8rT6H9UPFUFPEpUvOMbRPyBSQUcCfvVRBGERvBEAwxwA9Kv/RM3/RO//RNL/IjwgvVkiZ24At8jiBQv/Vcz/U3PxC2UA0tcDagUALEoIwpzzpdv/ZPf/Mj0gy8QAFEgCYKEwzrDog0z/ZcvzstqPdMjwy24AsaYAv8LhZwUW3oAvKMLQ0vDwpv8g910gIUQCgCcQ+GHegbgSZvkiZEMAnnKBC8AOyG/QmbXye82PN0FAzE8KFG4RoDwRp3Mhe2sAu0T/sxcPu4n/u6v/u8v/u7sEXMAQwlgPL/QACSLwxqsyD7MPu93/zO7/v7wBb8IAxpoOGsIBBp4vnEwAu2/8AWKbL8u/D84o/7tsAikmMMGoDyyRAJwiAWtRD+45/7VUIAJdCM4l/7ta8YzVI/XgEQ/v7dIkjL4EGECRUuZNiQ1i1/EW/xCmbn38WLdigIsyUQo0SHIUVG/BfRljEKGFlh/KchGMdbLEGKHBmRFjCW/2xdvEUTIUufCwnGJJmT5NChND8EZfrQ4z9aFHP+A9VCgy9etZ5elFiwKUOCW/3towiJ6tR/aYztojXVn9emHv3xYulLoD+fMTE2RRq2KNqifQUjXTZw8GHEicPm5EfX7L+VF0FNSmssRlu0Jd8q5gzRLVlimYlYvIjZaOehT+nu5cn5ogbDqJFy/ZtZc2ntzHil+Cts2/dv21u57gOOURhU4LiLl8xMKwZwX8jdJseYBqNe38KXc72tPXlE8OFJYvko3vx59OnVb99u+rt68L5rsTeaPjj6+vDF0+ff3/9/AAMUcKrIBjTwQAQTVJC+Ahd08EH6AgIAIfkEBQQA/wAsDQAQAOQAZQAACP8A/wkcONCfwYMIEypcyLChw4cQI0qcSLGixYsYCWrUiLGjx48gQ4ocSdLfRoIlU6pcybJlypP/FAp0SbOmzZsZZyLcuNPgvl22ggodSrSo0aNIkypdyrSp06dQo0qFajDmQY5V/fFKQ8yX169gw4odS7as2bNo06pdy7at27dug90zuVMnXWEaeCGjxa+v37+AAwseTLiw4cOIEytezLixY8V7d1EgRreqXX+2NPSzYGuf58+gQ4seTbq06dOoU6tezbq169etbcWkYCzhZV/GbnWGzbu379/Agwvn/W9XsFtWK9P1FWO48+fQo0t//s+XrZ4ImU/fzr27d+nVY2D/P6hdtK1atGp9XoCMn+cRtWqNCB2/PmlbfHd/38+/P+jqu4xnUHmg4fdBDMjoRsstMdTSjC398DPCMv/oBx8y8pH2Dy+8qOffhyBuB6CA/hD4GS22EJEMK77cUouK/1BwSzAE/EPAL7otQEsLydSICHL/9FOLQAu2oAGQ//BjCzIC1WILkPvoF+KUVJY2YkMmeuYPER3QwtWWHfDyjwb+TJKMMKB0UIt7tQhTTQcU8PJLMCXwEkMJxf2TBjC0mAOJBvugiCdfxlBQ4T9VJqroZ1cylOU+/lDQwaG2dACMP7R8UCYRMcXoT5RJJvPLmP+AYqcGoIDyDxElmAQKKy1s/9kCKC38k0wHLeyC6KK8TtnoQo/u848xaVLADys4qkhLCZz6QwCZnvETQzLs/FOCqv4Awywr/0xSggWs0OKLqAJN0oEFBBgaZa/sfvirQo/WYsyQJXTgDyt4SkqLHUSU2IEwt0Qbwz/SWMupbBRQwC2rtCSzDzE3WlsNMbSAQsGn7WbM37sJPeqPBh0Qge8/5qxqrbUdpAmtZ8jEwIox/9hRYz81cllqCR+wYkswrPhTawnC+JPMyhoXzR3H2TUX2gj8EGNHMBYs8I8wJRwnUDAaCPPPAruNYAswu/AzLD+0xAAJbfwYI0wtwOzziy8CaQDJL/wAw0s/Ruc9HdLkKf9d4AgzOflkp/gJFLB+nTXj5IJB0TLQkyg2sw8/y0AoUD+QS6n35sHxPaDfnIcu+mqelwh6aiOkrvrqrLeu+uiwd1d6sOYxuYB8/8h3+wLw8V4L71sDDjzvTMZuPHSznz6aLfw8kwcPNaDCQx1kyFGHJWTUwQMJJ6jAvQDfk0DFCSQEwg0yx6ffuS8BYqm8aM3XEQYaq/yDhhP243//QGEI1P8///ufE4SlvgISh30OoR1oUkcGgcDBgRD8xwMlGMGNwAEOSLAGLQw4uQUsoB9Mu518JBSfBUioHx70EOySh5ph8EIRMImhDDFYAAsUMGrPsEURirCPZ/xjh/94xj7/dmgLIe4QGjyMHQtPswwKIAEKMoziRkyAvgJaQyByUMET/kGFLKpAIJx4ggrkQIV/iFERgRgGMjSntyWaZj6oQIMU5yhBJNQwfbVIhEA2IMcN/IOPf/yjHPeokQg8wz2ic2NpFhADOWzEj36UoByhGEUMajA4FvjACCxAixF8YBjD0CQtOvnJ27GRN1zjhEYmaD8ZqvIfdxQOLUApSgt4kpYjoIUtP4A52CiSNE18IkE2AMMNwCEMMOxfJGVIxd/Y4gPIYIIz9mENa+zDGTEYGDWtic1/wEc4HwCCRpD5wP4pIgzLnOIChjMCa2RzmtW0hTN2EQN4WkOeRcjdKU/z/8vRLKAIchikA/sXBj/8YwkDIAUpDCrDDTihALtCpThrYAZOIEGYKghDRcEIwC8OY53AKY4i0mkGF9xhEy5Awj+gkE6NXBI4GDJDGL5oUSRwQqY0vehNefCOBrmmn6JJpUD/CEUkwPAILjhCDRgaQ0tukDfyqUP9HjjBqhJkgpYYhnCGMSqCKPQfm/iHH8wgQzRYoggg/c0CFICGDRgTDRdcqVvhANcHQgEOZnCGDVsD1NAEk5ID8QMpaqDSJcDQCYCNIQm06psFLEIjiT0JHB5axd9YoGCBrQEp/rHZg5IVJmZNRFp78w9oLCEME4wsTEwwWtIh0H0tbORGxvoPM/+o1AykMGYUN6CCZ+ANqkU4wVBVOsN/MOGpv5nPK1fqhCWQtQYCESZMMojcxj5WIFC4KCWiiITj/vS1jnrf0kYQR8g64Q5HgEMNOrAEgqjWgTVgQkRfMyQBEMQMdyCuYhkLnMtqxI+bcAL+SKEIwMIhnawNDu8EgE6xLuEIuvjfdF/Kmr6C5q+rBDAl8GfUf6AChopgJUEWq9brRjes/wixZOO719+4cCNHIOo/7mDQZcJwICooQGV7swBonKDBfoDug1V8kgR/t33hRY0FCiDhgWzAD3dY6GH7Zwb8ofaRKijCb2HDjyKcdiBmaO9gmTrMIG7ZN8PYxY0HsoQ7QPH/DmTtbHtrsNze8te6g/SDcwdwBOluxAzUCBhfwQss8YZmGCQYagwv+g/COkHE8GVCi2GzAD3cF6GDlSE05tNfcdJRIDWowZX/0UBO+6a08nugns3AZ/2mM7StTY2FP9OMYPh5lQTRLwAhLRAy8K43qdNIDXAhEPwNJLF5/UBwvLZcmDghxv8gboOdqmAe5Bm6B30lJ9w6EDTwoAgqdC2SC61kaRj701GUAzNizZp+FEF+A7nxZEG9ETKkDpNaK65A1kwQe5u6sXoQqCKMvQQnEBexYA70kRNo6M+MYAEkoGMkeb1H9UrautOFyQaeUABEWlYYj9Y3THp7ZuJAI9UQ//SDIkhh2xos4YmRNPKgxw2vhnuGFgWogRytSsGe8/yRaNhBIv7tmjz+4wcyPDcrvQucYCtaiiKmMMAnOUE/qnTKULwrdRcOW9SMgAl6QAJ0naBzJ5gBDRqdn6jl6AQ01KDthN0AEgLRjF6i8mG5LnYkJdz2f4hj0r6pBTQC4T8ZSph+xd7Fjn3TjHNwAA1IqF/+EIu/yVoh2mFAh9RVM2vQQJMX2Xhs6MWBh0UsAg8CyUYeTi+ORWRjBwLZwSJ4IdrgLGNUpzfUP8CRBw3kARy6L70GirD4wI9gF974xw68sYjkCyQA4PhHNv6Rh+Sj/h/OgEa4T/0MXyyCAngQh/8GFgGOQAQAHb73BjrGZIxlOInrSV4NMqI2/wUMI2r3/8cUBLIAC3zUAsjQfwGIIcJhC8OwDPfXDAvQDNj3Dx+wDArYDP7nfvuESgsATcjwAReYgQSRgQt4f/6nSRXoGrKhgRJ4gFJDDKqyNf+ggP/AGb5EaDUHHLKRb2QDIkMiEGlQIR8iGwNxCx7XH6MkECUzghUmgx1jc6ohNhpBdN9BKgLxC4D3HY4zEHgCIv9QKwNRXaSFhEkDHNIiEJzycB+SNlcjJh+CDGIyEEHIH0PCKf/wC8UXgzSXhDSYgwJhhNPhg0Sih9FROI8DInyYJH4oa17YN8uGJL5iKASIg0z/oi4hcjK34IQHVIdf2HSKGImMuH1u+Ijz5R+SSIl0yHCJOBCL+A+N+CG14Im+gieTKBydtxojkIlYuIkhsoox8on9EYqweIifU4oCcYqp6B+4CIlY6Iqi+BqzBh/10YzOGB9MiCfPOI3xkYyiQY3UqCf/QAsYgo3OKIve6Ix7oY3h2IysUY7NeDJJgo7xgRp99SQWEAM7NI/0WI+JYAH/YAoWUI/8OI8xgI8juCT/wAz9WJAWoAHelAgFWY8xwAyEaBq2gIDyuJD0OHRjso8USY8WoBsQSQvLQJAZOY8W0AovqJAhOTD6ZCW+aDrL4w/OoIWfRgqI8GkI0ALitE/4/wE4JdAF6PYPdVAHc8STkACQVkIN6PaTPYkABMODy3MLzIAnPElHiNBZQWkkFtCG/7GSwXILzgAIs+AClBCWYjmWZCkQA/APZJmWYukCokAATCBoQWUBLQBdalmXA1GXaomWS4AzRfkPX4mXeSkQgDmWbEkA1gCXofEPwzAJNbBdgymW/3CWaPmYYRkLDMAGkqMhWqk8m4QIs5AF/+ACojmapFmapnmapumXLaBso9EMafAGoImasjmbqSmZRulPw/APlRCbtNmbsvkPEPAELZCZouEPaVADEHCWvrmcpjkAWcAAQDCFntFPtfBuLtCT2BmaLoAA+TQaH/MEoJmd2f+5DKPBD9Egntg5ACswkOw2JluEnp+WBbqQBuQ5GtSZCHVACZIJn1E0AJRQB3rknWYUnvw5R3NAnKBhnkBZoFKknnWwbvapAe/JoDIkn9WAmFlpiYhIH8yQn/tJoRvhnw+qi5DSBuAJolF0oOXpQygaQ+rJnhE6oS2qERaKoYyymdfYodt1nZF5Eh8amT/qAgRaDx8qog7pnSYangNQD//ApCGqEUT6pDGkovDDogPBoyfhpAPxo0wapT/6ohAqGu45EFEamhqhnFv6o02KpTSqCxeqmRr6ixyan2ipCy5QCVHgpANwnZVQA06aBaLwmWbpApIQBS4QBZTwBDywn0b/SqL+kKQCwQNRIBCTqhGiQBCguZtmSalZQKAaQaWh0TwEoQthqQsaAQGUUAP7KQpbpKVRIAmiwAOSqqWRuZ5hmpgSOhBRUAkuQKoCwaRZMACGOhA8cKJNGpqImgVsKhA1CqekOKeUUA+VcAdsyQDbtQS76QG4wAD1oAtRUA53gAsDIAoIIAloCQiX+gQMsKhb+p9HWpyQ+g9RAAgQwABv8A9vgAD+iQCsEAU98A+isF0MMAC6UAPXyQP4irAnAaoJaqWUcAeVIAl38A+6wACUegeAQBCAMCmVMBCAEAUEsAQ1oJQEAabtmatNiq4uQAB4ygCXKgCAAAjC+g9bcK+x/1AJCMADwRqza9qmb2qfOAqt0iqz0PMEuJCvUXAE9joADNAB5LoEPHBSd9CpNRCzDKCvJeuujhqvlYoAUQBdpFCw/4CulEAA3PKxUXAr7VUJgHCvPaCmDPsZoiqYgCAJlGCxd6CUSfsPFmuxXwsIUTuxWfAEgGCvDDALtGqyMWqW63qdopAMCMAA84oApJAFCNABNUC4bPsPrEAJWUAKCHAHl+qzNjqdQQsataCjAyCx48oAT1ADWbAEXkkJS/C3orCrokBsCHCdUdABCLsEWdClyqq1SGqsT0AAEPAGNaALPLC5A7BFy8uyqiq7zEquAtGxvzoQcRstVmpS/2Cuov8gZPI6ALUbuTUwqeYaBfq6XeoLpJuquGKKsmMrCmcpCm+QvI1mufgqspI6AB0QBW8gCUxrufe7pf/QrEAbpywJrc75BneQDLFKbFGgAARwB+fLAOj6BHfAAwzAAJoqCqyQBckAu08wALPwBPVAvPB6ogPQAzwbC7qAsWZUwU8QuTXyBi5bI9c7tgE8uqP7D9s7OVY6EHdQqYBQAx17B/dKCoDAvAKBwwh7ltBzBxBwnXt6nbZ6shM6qQRgsMmAr7IACCG7RUf8D7jAA5QrCjtbI5IQnqJ5wG5ausJyup+RunQ6AMJ6qVEwsUJ6qfopCqIgmvRbqAIMlndJCUfscln/oMKh8ajGWg+9KhAWawSR+QSX6gKK+r2iUA+SuqPF6qQCgAAkC8QIKrdDXA+s6pcEELD/UKwCzKrbFbCUsKtmyqOuOwsdnKdZvLgDwapZMK2Iqpu7ispPsF3fy6d72rGxwAOA0Kf32rFx7Kxdh7qqa6bBWgkdu6eDeqXvu6nH2qfQBbuMDBqOTKD7qbBmKqUEsaztq72lzL0xhL3HqqbLCskHXLimugQIEJYwGr8yapaVoLNnyaRnCZqSicc9ShAgbLE1cAe6AAHRnMDPSs0eeqa0ip2EGquXmsIjWryeSqYMGqiSGcRzm6Xw+bo8EKizQAm77M8+as/puV1IjKc6/xvRYkrHnlGddDqjViwQYFkH3VmcAzqjZ/mjafDOk3OeMxqZF70CD6rFS10PTgqsborUc6zAj8I7LaCfS00Q9bACLTAMlDgmD93VG3HUo5FH92rWA/HLYT3WkFDWbA1qP3vTWP0+H8MAHz2joNkGGCMaLeOVcw2ol6MhkGCxg80AafDXiVkAzbzXLfoEk/BNEj3NoLEZJcAApkpHlUpHulCxQ8luoMIERLC86BYF/xxDBUsEh7lP/DAMh/AGn41uT2BfUvTZDKABmnQf2LdZmy2eAtDZGqELCDAJBcCRlR1/oWEL6tAM4lQNc2SUAjEHcwTd/7AMdrc8A9kI1E1Hzv8gEJ4mQ9RdDYBTgYXz3J8GBCQZ3jEE3UxAgaUhG0WQBnPQ3dgJBKoi3QQx3sOA3MlNbqXhOMsw4ARe4AU+EIDTDAa+4AO+jakBIQrO4AwuECRJIREu4QPuIkbYGfiI4QbOgBrh4Q3OhfdBOSKO4QyIJNe94BpuGrGYGhRCEFi5H9o4EJzoHYCjhXZAosRIEMY4cxNNWgPBKSRO4wMxCb9Q5N0BQnjyD2ywDzcuhF31xZ2kjDgNG7IBOFpTiH94KFsuiD/o31MCOIFo5XcNiz/I5dFh40zZ42leJeiRi5UY5L7BD8jxxWLeH/2gEVzjH7Kx5wiu5tAR5z8O5JbtG7b/oDgCITbr4udV+A/BEIyCToO5oxHvp4qsOIpXkRDmoISsIRtMaIqTToOPThCX/h2DQxD4+Ir9EefBqOlZkRUKhOUqbuOjjuhDois/+A9yLB3MUxwwCTC8HuXRcYGmGIPisemyjobDYTkoWR3IIZ3ckeqTMBDC7iKojo/CQhBAwIS0INrDYeyv/hq0QAxDouwHYQyUcesQCSTVLhBraEv9gRyDeAjAwIS3UHJ/yCQbchL4uI3g3lgfcOyxcQvCEAzKYRe8Thv+wA/s+PBDkoPbThAg3o0Qf/HOSBCjoipfLBD8vo0Yj/G8ThAtoMNaCCTpEfLYSDk2jvGSowHJfhXJ/+ETkyEMvCAMOJ/zOr/zPN/zOx8DmEMMXNIBsMINu8AX+xADN+/zTN/0Tc8Lu6AexgAJBNABVk8AT3M3fOE1v7D0Tv/1PS8nUB4DvnAIt2L1k5AGSY4+XQ/2Tg/1yVAC++D2Oc8hwJAXCV8QCQEzxgAMfv/3gB/4gj/4hA/1vEABzCIQRA/pwrALu/ALwtD3hD/5lD/5wvALu8ALxFACdgAKHb/41QH19HTzkl/5ph/4apNNhZL4/0D0JcAcSl/6py/4MLPjsy/4taAcJqH36I4Td6EBk0AAPdICFAAwvq8QZA/8nk8AtKIBzHELNhETh28myTAJFKP7FmExHTHzu+yPEsfPEAUxKiXPCtyig5XOEyyhEXMvEJ6/EcTQId3P+x+x67UyKd5PEasCCdyfE+gPEP4EDiRY0OBBhAkP/mP471aMhhEjxqAlsaFCjAot8vtHTINFUJMgBRNmy5/FfxkTorSoUuA/IpBSukTIMiJNnDlrSqzIkAjKkcJ23bLJUOdClByLMgT2yyZOiS1aZvwHyujRl0slUr12FetRlrU6/pvEskTDXVov6rR5K63apxiXarwJ9SRcvHn17uVb1JfQvoHVGhNc2PBhxIkVW/S1uKhSx5ElT6asmNXSnpX33tXc2fPnoh9Bj1YcEAAh+QQFBAD/ACwSABQA2gCQAQAI/wD/CfzHb1+tgwgTKlzIsKHDhxAjSpxIsaLFixgtDtxoK9jGjyBDihxJsqTJkyhTqlzJsqVLkMI28vonrFa/jDhz6tzJs6fPi/x+/fMlkB8FW7f+2XrJtKnTp1CjSi3JL+lMYL6WTd3KtavXry9t8eNFzB8wXrXAql3Lti1UscT4nR3htq7du3g5nl0QcgQ/pUr38etny9Y+gfuWCrTF1+TfvJAjc0X2b9/ekEkfI1u2a2Dafc047mt8OOQCoY0lq17dkrJlXqmL7pskkNgHWq1YDSQ2cGblWyUGEqE1MLYdgVoHPmbNvPlG15c/tvhH2eN0gcFLdBi4j/I/sv80fP/nLazzQAq8gYmnvgASyF39nMvHCx02yDQb41f7t8zfvxIECMTKev80Q1lMAhEQEyREBPhPC1oFiMg/k0xCxEaTxODdfByyVV9sgLEzkAU0JViLBg7+t9EurJiToEgtELeAMf/EINBxxBHY4Y5qfdjXPxQIlMx1/5wYYEzArMgKUcWFR+B1tgADio3/8PYPATryqOVklUUH4z/S/APKkOENFJxyu3TApEDEfTQJcbusCcpArJy55Z1T+bhRaS1QQEtavPT5wUZJpoXYUFT+E99/OtJlSwzAPFaCbwThaSlUeu4Z2kYkFlnpSMmNNOg/SdVS6qWo5tmlfam26upzq4L/+FVpr9YaVaYk8TOMov+MEJ+vdIFkqEiF2WrsS7iWpMA/ZMjxjxxk/MMDCSeoIBIV/wggkLaLHeutSskKW0QXAjkxUhj/mGtSOoB9625J4X5Ea0twDFTvu0v1Q1da+i7AV3z++uppsK3G+9EzW1lja7EfKdatw0ohzMyrBm+En1QZvLsREiCpKxAjGy1nacVfKVxrY2i4tIFAi44c61NQ/HPvSUw8tRQtnQpE4gIkWtBzr7IyRXBTGzalGF+dUmYB0gJ5FzRKJAt0sUmKoETCrlLZUoBSNXdmS0y21DwQxEzl/BIJXO3yCxNLbS3Q2v8w4XYim7IU9UicpCsQKf8s/3FEZHmbNDRTCyT6DxR31KASx29ZQPZGVQuk+EDCFPE0SVGPMDFIfvw9c98oMWE2S5eXxEPpWy1RkrNRDS7Qyp//s7LscbcJ7ssuqe7E3+gyvqPITQFBErpuFeFW1HxF/tHk/5ghkCIxn4T1S4n8Q/xAftT1eGR6fGRu7CCZvNLdJP1dtW7Rzz6SM6Ov5Po/f5uEeqsjQPNPygI5j4TyIxUNNe4kmdpGNhAz3eQPDmZQRN6uB5L5fcV236qeSDihPkwBUCTTC8kR/ray/YEuXdELybBaMizwmWSEhBPJJgSyQtCpTiAh3IoJNmIG5omkXuyz2wWdoi7GxRCG/3BGV/+yUBexQS5ykXMe5NQ3gnkxRYLqY94PB8IDl5AvJU5AgrqcMEWBNJEph9HBxvZmkvZJBQ7Ri2EY1MU/IzplBNZqiQM/cjcRoYQTChRI4EJiPKagcCCe2KPGSmKJleDQjPDaIUiciJIKfiRmQryLuTLorSKozpHwGwjfsieQjLVGkR/hB8J+EJVUOCU1nDyJH3wHFfudxIQD8d9LhobJDfAPVuMD5Uca4wQObISBtFvFP2y4AVaOCoxDE2ZKtteSoZHSJcxciS0+AI5ffsQKVijXQAJRAOCdJGqF6RQe/iGOcQokD+cUiDgEsoOBLAIk0USJYgxHkmoWJZ4qwSce8uD/jX+Y8x/v9MrW0PmPdvITHf/wSAAQ+s4wWVGXDfsH1ih5Oe94Z1f4ZMoxC7SROUqTkRLtFDV09o8PNIZnIGXKcorGDeQIZFSyTMkVUxKfjA6yObbY0JqeMlPMyWs1ELzpXXoqkpYh5n1tIVJegGdUyPDCmw99jUfzKdSW2HQrV/2kVJ+SUshAtS5fhUxXdbhVp4wVL2FtS1rxctbblbUpbbXLWtcyV7vE9X9vBaNz6goWvrrlrt+EqEoAq1bJ+LUthE1kXkVD05YkxiRLmapyUDJHw6TksByBLEvYwDLKmiRcWQVJK6yaK63Q8ySbO8ky/pjZlaQ2JacdSTOKEFup/5TOYEBABAK8EokgmmQYbFDqVqZDyYgy5xBqaUORmBmvmokCLLMARCRDcpjjsAWRSLGSWgBR0pHQRRdfcYEk/gGJZTB3h/v4wHQgABYiIgKRt5jDC9fS0h+5xboiUa5a6iEQawQ1ljvU3D8owZY6xCBoy2hDFNxSt8h8UTVJCUmyBLyCtlguJM2gwILZkoYIf6SpYKmEREEaKslMmC4VZksigpbhDa+lwyHpRzTaIuJhkJg1J/7HCgbwD/7+g4hdWTGGNbwRIvKYKzAGiYxpPOKQlPjHeclxijesiyMPRBJRsPI/nrsRSoD3H+MViZBB0mKQcPkjT3DxP9SMkiR/eP/GJNHyR868kScIxM4fqfGNB+ICklDChqKgs+T6rFUveRHFA5AEICgR3WEyQCBRSIbkFAcIVvRgFm8QsZUXLAofb2TMHynzQAKEgEf/4w0D6QB4d0uSRwP5I27OD5xNIul/6IJ5PeDBfEuiZycPZAADuMMsPjLsKNwhReUw9akF4oI7ICvAiJYEA1xQiTdwGdWAWAICfPyEGjyaAJL2NJ/l/A9Qb0TU/3jCo6MwOWWnWyDbGYizlb1bAt/Hw7IOya434mldfFsg7E1RFfPcZJCEagAuIEUljuzsjXAX1brYsIPKMQDuRtXQvULxgAfMA74JhAFHeIILdosAUkThCaL/qAQruv0RVrj70ywm8kd2W4NZSPsfLogCAthNElSnCNb4HsiSR0LE+Lkb5Srvdj3CvO+B9NrgGxkAAWZBaFavuR6mZgACnkvgblPCBdxdQg2ATG6RSFkgu73DE0Q8TBETALx8Q/k/2D7wWeBC6hvhgYvNPRB0l+PK/8DFlv/RcEr/w+obcfYS7I1nqQWdZbMWUkgIQACrL7jhfMaFiC1OcBv7+iPJuAN4nY0AtqPa6XP/BwOGLRDuUoLHhA7sYkeA6DvbnoqCZra9dT/gqqt+IHwXCLp5rGZZ8FcUrE99nVE/ABGzOdZCj7xAuMzd2NtbFLH/iL2vP5AsPP0jT/Y0/w8AceYnSILHZ969QCSBZ74hXrEYp72OSyJukriAxwPw8RsQoAsfB79AMqcS4jaA01cDXzYQ0Ad5UiFnNRAgukBtBQd+IyEJbGd/IyF4NRAFnOdTs6dxXDELrHdk/4duUlEJA2cxj6co0jcVs2BnC/d9G/FkUTFeX9Z4HBh/E7NjbYFgARgZdcAWIvZgbMFjZDcQc9A/6LUrK/BqXXFkSJVgbMFepCISRSBcXjFsFpBYXIEA3LBRsLJYAqFfa5ElIdNHbAENrOUWA/A3Mkg5bAFeWWh2ikQX7jFpNXCHeJiHd5gtdqiHejgQnJWGG+EBw+SHhriH3HKIefgP5HISdv+iiIa4YJC4iP/QBrcwViMFXpOoiBtxiANRW00DSrWwDGJTDaZ4iqh4ipUICs6Qiq6oiv8ABM2wVsswAvvxirgIBMjFBLiYiv9gA1NIEuGwEb2YinNQM5PAi8W4H/9gDf4xEg6zjNJYM2wABK9YJZ8FSsVyC9zYjd74jWNDKt84jt3YLSVhKuSYjqFBG0mRjuCYErTQDO44jiAxj+XIMCVhj/b4Dzkjj9/YDB+AVAAGhizRYLyyGl74V0JFVCaBIHmRkHhRC7RiJ6pBKYdCVhjnEsughVU1H5blFAxpEhDZkSQ5kBlJWqxhC8PSGQK5FiPEkVOxADGVSwTpErcgWSX/iZNfsQCYJWGC9S46+RQl1iaPVRdBSUdKMRdrcZRNISvHFFpOAWJ5MQKIdDtLIQw9eUIiQRxQaTQp+Q//9Q9JMhAtCRVUaVZgKQwegVUlQQtFuRb4uBHH0TKCGBVL8RdtCJZk2RVn2RTGYCXBQBTIwJQlQTa8EGH8QJgrMSoWKRDSkJUvIZUbIRRNIhUGqRL9sAw2UhrEEQx21BW/kBb1NRBraRfCAIotgB+GApMp4ZBVgl//QARBQhBXGRnCQBT0JAxj+RU0olmgqBYUCU//YB7/0JtSMRO78JkfkSTEaRc0YgxhWZIp0ZzLuQvPyBaU+XPS2RQX8h2Q+RUGNFl2/7Wd0kmG5LkjtLER2skhwXme7ikVwbmeTXGd71mf9nmf+Jmf+rmf/Nmf/vmfABqgAjqgBFqgBnqgCJqgCrqgDNqgDvqgEBqhEjqhFFqhFnqhGJqhGrqhHNqhHvqhIDoVcRmir8IPJhoMrGCcJLojtcALwBAMFKABkFACNFoCh0CjLaAbRKCcK6oaY0EMGlACdtACdlACGkABgWkMvBADu2AQJ/IPabBTPYoXt0AWGjCkdsAGFOALaHESvzATdTmlXuEPvJAGJdACLVACFGAMrCmmdXELwkABNKoBxECZbrolNtAKyZAMrVAN9nCnqOIKAnEABwCohnqoiNqjp7Woif/aHK4pEI9aIo26GvugXbshMrZgqZMKGUECMZ1RmkBSGfeZgvfJCzoaYbQwJ6xAmaYam6QqnXZAAfxgnu5pDC0wCRpQGragAZPQAghiq7gapoP0NcRAAQFCAETgAPppC3W4ESUwQjFAqxpzC7/gC0E6pEaaBhcipaUanP5QAnZKE+3pLnAqp2iqpsDwC7ZDDLupn7zQnuC6EcIwrsZSqWfaAnT6C6/qn+8KEvFKOfTqKraQBnYwCXaQBuGKoP36Ef8KqQF7KbfgCwVbAr4grAO6sM4arvO6MBpABC0QDBZboBhrJhr7sFrCC4dABJNSoSOLHSXbKoEimyHbFRdwARr/07L/8bKXsgt2IJvRGaE427Diain+oAGgoAE/y2BZ2g7vErQ6uyXGAAot0JVesQ+sQAD7CrPw+rQ78q2g0K6qkaNlche11hVOK68muxoxgK/yEQOQoAEJ6xYa0JhRcbYAyyMacLXAIDzOgR550Rlp6xJ267BawgIsQIjykQbSChapqhvc+hSDO7QO6gucdRe0AAR9QreQu7Vo+6C8AJt2oQFUexKRu7EOyg8t8J1OUQKRChWlG7gDagetyxasa7ace7cPeqR5Ubtc8boQCgzIhRcr27u3S7gPSguToLovYQGtIIvE669c26B2oKltIai2C72dC6G+YIVssQZe4bsQ/3oLRPCbqAK+EBqk32K+D8oPoDC686G+uQu7WwK/DnoLoKC5qUK/Diolx6K/Dsq2tuK/q9EHqEILBMC3ryLAklENh7C4HMILyUCd5Vu8kjsfRLAOqeILBDCz70vBpisf4pEMbcqpBJC0PKLAXtUCYwKqloIiyutUHiy/dwEJwpC1O2Ks7hsZKBwZw+sqwZAM5NvB2Iu789HDruILyTC7HbLDefGtcZsqwpAMj7vEMcwhTty/ycDCO8LEeHHFx2ILBDCbURGr18uw0cscXnws7OvAK5EMbCy4VTwfaXwsqdqsTXEm1Lu5Q2y88jHHx2K/b2wSHdsCYOu6cVzET2wrt/8Qxk8BCYnsFFwsvEHcKuFAAHmsErXAvYa8xxXsHLRwCDnMI7uQDPiLEnL6vYfsySUQyjxiDMkAmQY8yXDMyR+syqzMIxSQniyBq18RyXZBC6vckUSgxSYBCbpcxhmbvfIBzLfMI2AcWiUACjbcFL5cF8zckTGrxAJxFmkACnOiFtXsFtdcVYcBCr7ws7TQDxrgxp4CFuHcFuPckRoAIYyUFPdABEQQE/0wwqSbys0RzzfVHbuQz0Splw8CCkEyzZtsxspsy9JppJ4hEGxAAJCwFBwMyf7MHAAtVBE7CbUwAtxorC0wE8TBzyrxzmyx0TdVC7YwCSISA5MACsJTle7/nNGsodI3BRxcys4bmRcovRY4fVPEAAqToKI+bdNAFcwleaUUQsx28dNqEdQdCtWMq9QrStVfARyyfKFY/RVCG6Jd3RV+DKJhzRVj/aFlvRVn7aFpPRVrPdVIrRpvzaFtLRVzvaF1DZ+lTNdxrRq8e9V9LRl/TaJ5HRWDDdaBzcPajNeJDRmHTdaNvbuFjNaRjReQYNQgWsvYYTia3RyQMNkeagzwytkybBdsANodKtq0XNp1oQFT3KFAEJy0YAcQ09nMQadT6gt2DJYlMC+2zRquPaVA+hGzXdusLbeX3KGK+xG1YAcjpNocogECFKIUIMaLYQcQBAy73RwUMN0g/6oBLMyz+KbdHSLdUwoJUtqy5M0h1T2lJWDUmr3e85EG1g2i/mAHCQvdAyHf8tHeK8oPzv0RvhCcw80hwRDIFvoLdkCfVZIlBT4fDx6iwNCeMfoREe4cF/6hy/0RursRB94h1tqj5s3hmurf8xHiK/re/gq2Fc4h+g2itNACjGQHjWni8vHiaA26pNIC1Dni8/HbG/rh8hIjHO7dzIGzHVoC1Pu5IIHbD3zcEMrjIDHhTZ7cqrELJaDQExooIbHhGxHcHGILJWDCFtriHF7f5PXaqlELh/DCCdoCmP0f3KriHMIPzwqiu3DMA+EPI+2vix0ZUn2hZr4RmexNRuwcWv8NopOgucKg43cdGd+61xVqDHq+G9sNzBLcHIeuoXbg1B0eMnZg0l795xI60KRK54RuB27u1Qi8oWq6lVMLTzruHOjdobsACtHJ5SDxC1CO3B3aJyMRDNvdyfMB3hwqDN8sEiVAzDgOwkZeoTI9EnyuucBQuR1i4xc6zySxtiKR4c7h5VxNAGkVDPQK7vMh5BdqwHHurJeM7fKB4hfKyyRxC5PATMa+I1R+oWdqErY6Ek7eIc0eoUZrw5++4ifc6wFqrGQ+7SPx2M7B6xXqwichDJrsss4cvBIazWQuEBogrcXNI2y+6vfJDx7L4CSRISOxD9jNI4FuoMaAJSoBDBX//w8QzyOJ3qD+MNHrPhJ2wIwiAeSaLukCKiUrn0/dORL5ziOorrAtQASoTRIdXxLoviOfbaDAIAy2sAuQgNAmfxLim+kb4e7FbuX6uQvIYAvG+h9aDhLBMOsc7tTOce//yQ9asQu5PAnBwAu+sPYfQQRCzwZqzhxiP/K3oBXEUAIeGwyN4SIuQQwzbyakrhrm7p6HUQvEcQsxcPgVMreFf9Eg4Q9+fxJ2sNWR4e0keRgLQAvcOALsQAEFi6+9ufEnkQaPLxDN7fl4Ue3kyQ+Wz40LIAxmeqtqiiAWQBcmnapg/xEKfidAP0j9UK1XiqYaAAxIsQxuuRWQMOwhIQ0I/18XSH5TQUoArHAJkzAHrvQpXPELJYwSpi8fPOuenlAXRBD4YY/gktHcIg+gFDBaKQEQGoL9I1jQ4EGECRUuZKiQVglbDSVOpFjR4kWMFWMQ2GexBLCMIUUW9FeC10iUKVWuZOgPlK+Lh06ypKmwhLCaOXXutFniIq0WHXnmhARy6FGkKImB8ncxhp2kNDUQi1rVakNeySJeNObzKkoNab6O/WorGU6MwTSQFUlhLVu4Q/kRgJlRA4W4GIm9zdt3JS0CYkOWqOt3IjCvhhVnBMw3o52ZixkKSyzZckNbBPCKBCr0csIYh5p+Jn2QF4GBI3lBLY1wnx1+rVv7SmZ0JP9i2Qdv2dma27IGApFHuvVt0GRxwxH3TZpEayUkqsj/lTAmPW91YAQcp7SDFvlU62xj+yIySXhKoLWshw3/VT0/Csk0jGa5Ojzx9lEXEAwGqsXmmoiprDhiIMlvqI7U+4cYIoigSpjeWLorvK4O5Mm5WoJpMDXndPooPF4GtDClfm65hRcNyktNQZ1uaSHC4myxo8MRR6rlln9sIaYFIuwABsOjfmmhPVp4qxGjffZBxkRbfCmhvLWWuWWEpJzM77gjKbrxH1p+CaYE5iCpjkurJmzvwywlumUfYDRoYZIWNBjzAyqvoi4/8NJcCBw3JymBAmBioGUZC/YbK738KAD/UE+ETAHlElCgw2OPTOIShrX21GKUIREeAMCwNLaTDrdNcyshuvZCLDW3FmI4UEYaV72MlyEP3G0XWUkLxkALb8r1s1NHJOxXy1zE1UIziVWM1ho1VVYx/Cwk9Vm/fKxRVWr7qqWFWPN7rdtsx7KyRn/scDVcuEpIrcY70SXrllZgPFCDatwly5haj1TU3rEgWXREX3jl16pJzj0S24GjwlfPbxOOyl89yzXYYZ5umUReYcekmCdf8k1ToI2HsgPVNEMNeaflwK1x2pNpokDEI5+ir+WVzCt1N4xpDmnhVX3VWaUWSGYU5J9R2oUIHFc1ueiRIBFVTyBgZpoifohg/7HUXTCd+iINpE7z1q1/IiJnPdEMm6KXlU327IZoAYVsPQtke6Kun7Vvbob2AeXqXDvDe6ESnpa13b9NAyXpZ9cunCAiCntW7sULCmYSdO+OfB8C4F7VRc2nnuRfas3+W0N+FWd7F634ZZltl4QO1xaP2S7Ba2pbOG/r/ma2lz22hUndYQHZjiGZ2+2NIfaiR0jG8YT9sX3rWlBrGZJ1f44edOBpdzgz7B3eBfmQs6q+5edpps02nU13GLjiTwZG6+3LU7llflqIjeJgtGPbDubdhZ2I9v0sDQJz1y00AArBMe149vJHGojQgmP9rQXeeRYtKPBACv5NAwncFIowGP+5gjDrV/sIBo80MDEQ/sNmWAuGHSbBP8SlsCAb1FMt2tSCVpyKbzIMIeXy0wGC2AMf1djgXYwxPx4WpBUZtA4CiICLfxAhDcxI4kQoQMD2OMABRviHB6o4EVtMIoZfJFYL+kdGWXUMjc+6BRFQuMZV0RCOv7IFEeZILDuM746M4oUd9yirSZzxj0cyhh9zAr5BfmUS6GMJBBMZl0LmhCqT0N0jrzIJ19mIAARghSAtmRRegIImtAhlMDzzya8EjiYuYSIqqxK9CKIHFIx0pVUmxxK30bKWVZmEHkOSy12SJTOxFAkrg0kWXzAlJdJgBRaPWZUSwO+Z0iECByuihGktHkp62bROLUDhS262xpvWDKdlaPHApLWinKYCRQDXaZns/AOb75QNMRBAxoAAACH5BAUEAP8ALC0APQC6AGgBAAj/AP8JHEiwoMGDCBMqpKCwocOHA8E1gEixosWL/5YJ4oaxI8Jm/6xp+PfBo8mCbKwtO8nyH5NDLQfe4vUPVK2YHUfcsvPPF06Pxv5NsnDzZ0V+/4j8C9qyFj+l/0rcMlrxVrB/rJLFoEoRKQFW/yiA5Pqw2UhWBGwhPVlrF7AWJdj920f2oTANk4j9W1s3Yb9fviZBEla0b8IFwkq08PWrX8sF/9joNWy3xV7KCpHaYUoXM0JiJf4VZmmhBIWpnhF+8NWi1ojUB18vRg274C0KJWj9LH26tsHVrV/7HijbF+3h/27n3m36+HDgrpELLO7ct3LdOHlXrw1dOHLq0gVe/2feO3z38ODDj49Z65bp8AKbvYU/cPFK+GmkjjZZZJhg+sNUAwoziYRXIBFpDEMfXsMU8RMD9An0BoQRMvBGhP9QiBMl/7hAH4cYDgRieB6OGOKJKKao4oostujiizDGKOOMNNZo44045qjjjjz26OOPQAYp5JBEFmnkkUgmqeSSTDbppJNRnBglhlOiWKVHrVAToTOQ2AEEfNUAcYiXKAJhiiDOeFQNK95JN5UGBGDYwiQp3kLASNs1dIsxYE2CzH613eLTPy1gh9wtI/2jQZ6+LfCBZf8Qw2hCtBADCigl0BQeLcGAQgAkl30HJygMYchPDCWAQkSpF1nwlKbw3f8yAiiwhmcMER8YGuEydtxzkgag3KKrdBQQwM+klI3QzJz/DCvdCMjM5lEtHxBhmbO1LdBMCWnNJZ1uoNCJ4Qj8tCCpSUSFiwx9x5aQjE/I9nVLP5MQAMw/zbTpW3oe3RKtvcmFhxQxybRA0y2d1UbLbQRMMii2mJFrbrwO6ZZGwQcnXBtdtnDbAhC6QdzXTbYAS4QGvFjQrL6G7UOLHcFQ7BBkHRPQgjElrbtxs//8wka4FGhKC2SY0bXuCMG0QMQkGgjjmL8ak+UyzDI/pJvPQMcwlrewYZe0tRqwU8syzYj8E11j3xJDGkpPUkI1v4jHT9Q4TR2zUVMt8DXMWwX/DGhf2MUQTAmTtMBGMDStVLVJtag8FzAazNmCBr7sIvffJrlXDVm82LKLL3YQkAwokPgSQy377BJ3ar/YYoswFLQASjINa6CXLSPsY0sMtVLFyy62AIaX6JjqtUDqvXsUw+S21AWEMHEH0+UkRBBQfM+/JF+XMbysrsH0RHiKKQXAQJ/9QPcaJUz3wqShAeHVgzLSL78IwxLTvn3+fgmmAbOLP/CphTCI8T3+QYICvuAF5upiC19owA520IAxAPir9CHHFsDATQs2eEBgxMBslKEFYCjQpQ3CxXbG2AUIW+IPXkSOCHYgBl8uooGrRMgftjBGGkq4QTZQgBjCsMXi/4xCi10YIxjvM+EJgwGMX8zQKLuIHRFKwBSL1HBFtzAiEhWzQTuUoIbA4AXdUlNEYxCQhydEYOeG2JAYaIAICFpcCSYDIxEe8Xt2MKEXNfBDY/xiH2xsyT544QsKJLGLXwSiEFkSGFJRpASDupE/avELMxqyBHk0YQkgUUNfQG+MgKvkFvVomgQusCHCmAQo6KgQSA6pFjEQhi+QCAlMKpF/fAyGJztHCwrWhRYxuCMXT5jAFRIEGOEC5UBKYEEl8WMXvAAGMQxZy0wikpM/LN/ppDbAQ04OccbUQDKaaRA72O9JCOGHLXhhjFlecpgtsMMhvkiBNPiCe2qJCQZxM/+JVkwOGMpcSjJYVRB/GAydGLlFW6I5TQ28z5rx/KIG7PnJjvgjBg6UnAS3Y4uBHqRcAUUoRvxBi3W2030PvSUnmdi5ijQQEpNwm3EKUotksFIgvICUSFNzKlluEZ70TGDzGsILClAvUwTZBStWNxBfhGan9CmiLC+pxwMWEyG8gMTSLGipgvARqivixy+A4b5hHpAwBaEFBcKlKSKwchLaA6uKcqhBf9rOcgMpVmh+AZV/CKOvcp3RPozxwJhKUCD+oF5UzmkHgga2RrQgLPXYsJXYfXUXBDDmY1+UVVC0oIGsGMkkHLvZHN0iDSezGTEAW9oe+SJOwWrtj343Ekj/MFW2PLpHXHHL29769rfADa5wh0vc4vaFH0jBq3Fb5I9bOHcmJYiBcpcbq7ZkTxjCMIZ2tyvLEhzisNQN1D7qp11gaHd9vIiBLZxCi/beAgglyO4/HBfeukySvOaVRnrb8xDX/WOo9eVKLdgJDPPyMsAh8odYsQu9WvgSwRHCxw4hkQYgsAzCEbqQQDzQhUhgOEVK+IcSwPDhEpv4xB82r0GM0UwVo5iMyeOFrmix2xdTRRgtmGG5qriUHN/oS2Ddh2ISlZzYlWCoHZscjaoBDM0mSXC6XAstZhmMvkHZF05GDkmD58LJIcIIcr3FOQkijOOIeUUKjqUxgGDe9VHA/w63heoIeCwQY7SpFnSGjz8GyWIDn442vKjxkwZbUGNojNBRrWSBpfELBwcX0QPxh6EJAunh0JjN3Dslbyv9D0kfOs+YuSgQ7vmLQD6W056mNKgBJ8swZnnTdE71QDg9snZOGsOovrVAaC1gaZY5PHSgw5By/WnD0AIIQDT1b4mt6r4M8NcRSkOChMTsWa+aJbYgRpNDRAtOPthH1d71tU1ijGr0DUP+GNwhbtqjcM9l3BjZBvRStGftAtg3lZNarHX9bqMUzheRPNEvzu0bWqxb34UutlH6wCJejDlQGjhECx5et30rPElGPBRgjHHviie82UrCc3hkjHCCyFrcS/+6xbaRw/GSR5rfvC5Sy1necY+bHObwDtL6pDNzqrg75kTKoXSEEVKP/DznQFL5q2NyC2oQ/GwWB/mSuIecN3iYK0dvEgaHYwQHOMDliMV5k/zhC03XKOtNYieQ0M6kW8jwR2xnUjThHnVrP8kfxKg5juLOpH1UQ9ko4juThEHOvdcd5ejEu6BjJPiOEJlGnNI7jRqPkWrQ40ZI2xHlLQKMVkDiiTKyRTBAL9jD9/sknDIk0lckuKWHaPMWCaKO1mb2FcG+ItIo+ot2kQbdp+j2FOl5jmyRBsm3CPgQ4XeOapGGOL8I+Q9Rfo44tfiLeKAu0HeI9KcfDIqfBB8a2Bz/1k0PdIsYo/Yzcrs0fqIBIPuc/KvXPvpnhPf4N4QYG/S+IOEfk/MLCe/6ZxEqFwyIM34fZ3ct4X//RwzV5xC8QHr7d4CIdxKSNn81YhXOJ4DAAHgKkX0KIWkQ2CO00HsmoXZg12lixxIgaCSiZ2p4Z4EW4YEJsYJGQkgdYQzrh338p4LGEII/kkAXYYN9IYMIQYNGwikrdA0DcUSUQYQHYYREYg7GQAHk4wvmcBBX6FcNdU8ts4MU2INIYjlpQHSH0UDtp05N6IUmAYVFEllYdhDtxQvVQAwq5Hsn4YQGwYZEkjvmNhr9IELE0H17YQt2aBJ4WGg+CCS0UGC0QBcu//M5wXB+jQgbh3hziQhu/cALxHA8yKVDADWJG6OGHqGHRLIP+0AMpSZ63KBCkFGIMVGJL3eJPzJlnUMBQYEUrmhzL3dxawiGS/ILxJBv9AGLYSeLP1ICU0Raw0GMKGiMPgIAZ/B6omhRvmhjCMGMFWiNCcGMSwGDuDaNN+iNEMaNCqiNBsGNaGWO5wiOGJGONLJePEKOuRgedHELtjA5xCAuNyKPMrIAqOELYMEKoJAj/OgiI1AS/wAMyLhBfoUOBMmOFyF8gec4xqBVU+QTRfUPe/CQEnh6LCENxicdC4Ad0oAXU0QM9Xg8rhd4EBl7IfkcfmWSMSQeN9EZ88iSHf9ZfhUhkQuCCNYSDM0zL8PWkjv5kr5xAxpgOcvgjPtIlME3XRECGUyZI3PWkSLXErLHJAAgjYU2GjpJEcIAlUcCLCEidJZIEGbJEsLwdEcCkHHzbcORlsWIljmolhk4JBYgDGARJ1PJFXLZjGhpfwqxlkqyGtRzMyv5Exl3c7rylx7RPSmXU8jQl1wRS7ZhDI0pmAmxc0pCCzhmC/1wkz9RP5eZmTERaEsSWZYhjr7TO3tyHLZQlyeBmp1pDKsZIZw5EJFVEK9zmg0ogrYpGrgZZ/xAZ4vJErSZJKopnPSRQgXBacc5m7/ZI7/AExhiZ7xpnAEYhNO5I+bQBcnQE/T/sSfDEp3/YJktQZrqSBDFaRDoORAxIJsm8Z7r+V955nAFoZ4sQZ/riZ8FkZwCwZ8esQvbaWO5ORAH+g/+iW0F+mLOWRDS8HQLehKOqY3+sHIEIZEAaojyGSOQcQtEcSO14H6x+J/duY2ayS6/0H30VSOVZBDv5RwbOi0pKh0u8w9KJZBxYiMJKhp51qMd0Z7PFzJ3ITuEwgY2cqGA4phAihGRBZcnohsfcBeHWW6sNSO1UHg9432E2RKRxYFUoTK6MRNG9ZN45Tk4MqEImjxdyhLkeSL2Q6ZK0wIUoDVLKRC1oDM24j8HYQxs2aZfmJhUAQVrM6cUUGqhwiNTBqXS/8eT1EiZZOEEDRM0AiGoK2KCtoGhS2iUEJGNISI0RAIMercPJLqErNmnoskVdwluAUcQwZSH1cgS23diVHcQPfqmMQGSTAITyDFlCfGgBIGrWCmWRNINAMlzAXihzvKlOAGoRYIUdCIVBXcuB5GlH1WjCDFvSOJ2tEMAwtCimFGrB/Gi6/gTM1okrEETROMZtUAMUCoQ+nUQFfqYJ4ojM3EttUGHCgFQB2Ge0lmbt5kac0cpwACl8Wmu9XojYtYCN8quwQCu+blqanoSAkokMZCP7JCwF5FuxJqhcXWuA9qgP3JERKClZOFJDXGhENikHTGvQ2IL1okZsuQQW5etGv97EF/5I8sDpg+hie9KZtvprGyBrTays5TBC3fjEPyKEI7qEcX5s0FitH2BtBRjrUVYjl5qDDwbI1JLFmYkM9g1g7HqppipJF2LNwBHEUqaEK/5E6Q4JGeLE6InsmhpsgLxtG6LtUYStwlYDR37qzWWs+aXqjTCtyaxC9o2RFM2KS4LFJzaI7vQAlB7FNLElnYBb/rZrJYrJBl0pRahW/ygiXT7hL6QiCBrEtp6JLZgDpaxuQqhXj0BU74wuQoxVg7BsvSqnMIAE844ko04QIzxD8GQmL5glEKLnDc7I7TADnYAj9s4F/zQiIREDEDEM3brEDFwvZvqO6O7I8vbvJj/sw+10F7r5AvUCwQfNImpWrwO4ak/UbFC8r3Ou2t5OjTBZL7EAASNQQs1yRK26xDCKrdEq7zMu17iiwz8G0vSFIwRGr2oQ7gyQQy1h7dG0bhA8gwlUBLzosAAR3Xt1b8/IV8PIbgWcZVIwi2KUgKm8EXOIBzNUAuPexGVIjOvShW7+SSeUAd18FSGEbwQMbEtEcBKMgiwIYQQgbujOLYfhoQ76bonMasIhormF8NTjGLCUKrtCzJkcbwBdrEyDAS02xGpi2HMt3QWXILJ21qRhxGZaxRATF0Y2BGnu5/d+1uKBxSrim0D/FhuV8crRsUxuMdhVr39oqlEJMhQxQ8F/2gS/KC9J9G21LULVcYS/pq3kCpXwhAMEKygfhyRgBxYgjJTWJnGDQGsvrUPjVxSgogTTdusebxZdEFWovoTSmcYc/wjnlsRLtMPwsAGrdoUWMy9SAIErODEHYgMyJDJ5mupB1HDfQG/PiJC4akUTOkyyKCJ1SAMzRDMyEsZZ6wjbgcKn0AExgCx5/gPI6mF2Ry922PMLSGkbZhToqFMpojKZUS9hAGKXKGylBGjRpKXlkF6jhi9+yBL1ZBABG0YjRxqSqyIwQko5CK9C5xCtDA3mOHMhtHKwBmw4lvRr4O/TfSHregZSMzKf+sjkrkMIDpg7XS+ccO/plgbpuxspP/cItmgAXfwD3gADt7gDdyzC/b8wMOhrJ7xxkIyBKYwBaYgvOAgDltrdNysqp1sIzMgECLwD4VwIkZNFd+MYuJKGfBcn50GDKd6Ef4s1nvhyHlb1tRFrqmh0SFCLpt8Il8ts68cIRrjkDzCz0Vc05QxCY2VyzVitUU81Z7BDyrNe+HJCkSQ1Tuy1WTR1bDRD83QDJKsNPzDChnJI37qGyZMH/xlC9zQNk0jEDbEIyr31BRx1tLBX6doB0tT2jxDEhdmI5UcrmxtEkswAlOGjCfDFPoMJPE6HDNdG22gKpDgK/NV2z3C175R0mSBBooyGbewrkVSs8MB2YYBGSB8JGH/ixy37RkKsiRrixwkXF/7oNZ1wdo/kge2AA4E4NdqKd8YAQS5zSKgkgboBgyX3H8nba8AmQzJIAzMjG3qTdNC4hgU0Ap60d/9R98Yod048guFUuCPLMrhIdk1wgt2YOGzicioF9U6Yg5rNQ8RMsv04Q9aHCSQ0ApggaQZfuCUAdc4UgE2ECF1HR7QXSMV8A+wEFW/PHKG/VvfjSEaLlyC4uFeKuPChan7fd/rjVw1QnYOzhWdrSKU1HLK2CJO/qkQfofMaT1GKiNup+Q4gdH0KBpTcYooPJCPICNdHiL8IOJFIx7o7FRwZEjJwA9briJljmaGDBv+KBAKCUfMJBAE/0ojxjDk4frfVKEI+PIPyAAMFlkCWVjd//CHWMpuKLLjP+F0b3SRH9rdNGI6LoLmhrEBnJAqMVSPUB4egPEiC10bvuAgCsU1plUNVU4Zzu0ZTBAkYRQjV25cXhwjEj4jMO4ZnLLrnnHkLrILjv4TUkzmG9gj/eAe98LcOCENdK4iQPDJLHIvQ/HqCAGMPPrlvoEMtvAVYbE1WDe8RQviAgOMnueONgyUN7KIYSzrUcEZXGEV7twiS6sjEkOtVGEV6J4ant4iH7AMhxDkQbzIOYLqeyoUsv0T1KeoTN4io0XfipzwvoHiOxJfUDTJPrLwLUJFIRwM2m4jttDtMaLyQf8McKqNIbU88oIsOIzuIsOeIzLvEYuIkkUS5zby8xv7bEei7zgvx9rG7C8i8jhi9A8xEwAH7mm68xEi9ZnRalafI7Pu8zk3E8DgC9JA7jQC9UV/bZfmC02070RS5Dci9fZIeOb1C2aOI19/I3kRB3EwDLsQA9mzRpuF9jLiYa7wD5Hg22+DW0QvIxcgEEZgBCjAcLjlq2iNHPp7+cPhFprvG2Rn9p1/ux0a+oCD4aQ/4yB/+gRRCxCv+lThQa7vza1vEl0S+00V8BfxhrbfQL7TCn3e+U2E8Q6FVLbPD5zeL6z/gLZfZ1hfEANv+27n9GQX7ZePUTgx/VxxfQEW7Cy7JIw4MQKN0AoItuz95/QCse46VV+Ii5WQcOM4gVn/EJ4QRngrkgYN0/yBhbIocgugABDC/tH6V9DgQYQJFS5k2NDhQ4gRJSL0R4zXRIwZCxLRoNHjR5AhRd6yKNLkP39EWpxk2dLlR5ICX2LcB2rlTJw5dRa85QuYv50NgyXrGNToUZHGiPGjgLSgMSKgZDqlWhWirTSuwOxchxLYJFBNrY4lS5ZFCQpEiFC4Vdbt23/Vgq4hUMIYXJ0BAQA7"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/twMr7/Python-Machine-Learning/blob/master/17-Artificial_Neural_Network_with_tf_Keras.ipynb)\n",
    "\n",
    "# 17. Artificial Neural Network with tf.Keras\n",
    "\n",
    "TensorFlow 是 Google 的一個開源函式庫，大多數人常聽到的是如何使用它來做深度學習，事實上 Tensorflow 的設計適用於不同層面的任務。從底層的符號代數函式庫，以及可以用來建構資料流（dataflow）計算圖的 [`tf.Graph`](https://www.tensorflow.org/guide/graphs) 的介面，一直到上層方便應用的 [`tf.keras`](https://www.tensorflow.org/guide/keras) 及 [`tf.estimator.Estimator`](https://www.tensorflow.org/guide/estimators) 介面。 有通用資料輸入流程的 [`tf.data`](https://www.tensorflow.org/guide/datasets) 、適合特徵工程的 [`tf.feature_column`](https://www.tensorflow.org/guide/feature_columns)、以及用於視覺化觀察模型的 [`tensorboard`](https://www.tensorflow.org/tensorboard)，而且有越來越朝向全面性機器學習工具的發展趨勢。\n",
    "\n",
    "![tensors_flowing.gif](attachment:tensors_flowing.gif)\n",
    "\n",
    "Keras 則是設計為簡單、易用、方便快速實驗深度類神經網路的函式介面，TensorFlow 是 Keras 所支援的後端引擎的其中一種。 由於 Keras 容易上手，比較廣泛被一般人所接受，後來 TensorFlow 已經把 Keras 內建成為核心函式庫之一。 接下來各章節的範例除了會使用前幾章中介紹過的套件以外，主要會以 **tf.keras** 為主來建構類神經網路：\n",
    "\n",
    "| 工具函式庫套件      | 網址                                                                    |\n",
    "|---------------------|-------------------------------------------------------------------------|\n",
    "| **`numpy`**         | [docs.scipy.org/doc/numpy/](https://docs.scipy.org/doc/numpy/)          |\n",
    "| **`pandas`**        | [pandas.pydata.org](http://pandas.pydata.org/pandas-docs/stable/)       |\n",
    "| **`scikit-learn`**  | [scikit-learn.org](https://scikit-learn.org/stable/documentation.html)  |\n",
    "| **`tensorflow`**    | [www.tensorflow.org](https://www.tensorflow.org/)                       |\n",
    "| **`keras`**         | [keras.io](https://keras.io/)                                           |\n",
    "\n",
    "\n",
    "+ [**17.1 類神經網路的基本認識**](#ann-basic)\n",
    "    - 感知器 Perceptron\n",
    "    - 類神經網路 Neural Network\n",
    "    - 定義問題與目標函數\n",
    "    - 最佳化演算法\n",
    "+ [**17.2 單神經元類神經網路的 Logistic Regression**](#one-neuron-logistic-regression)\n",
    "    - Scikit-Learn 內建的 LogisticRegression 模型\n",
    "    - 用 Keras 建構單一神經元的類神經網路 LogisticRegression 模型\n",
    "    - 單一神經元網路的學習能力有限\n",
    "+ [**17.3 多層類神經網路的 Logistic Regression**](#ann-logistic-regression)\n",
    "    - 用 Keras 建構多層類神經網路 LogisticRegression 模型\n",
    "    - 學習更複雜的資料模式\n",
    "+ [**17.4 深度類神經網路的 Softmax Regression**](#dnn-logistic-regression)\n",
    "    - 多類別分類預測\n",
    "+ [**參考資料**](#references)\n"
   ]
  },
  {
   "attachments": {
    "Perceptron.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id=\"ann-basic\"></a>\n",
    "\n",
    "## 17.1 類神經網路的基本認識\n",
    "\n",
    "### § 感知器 Perceptron\n",
    "\n",
    "一個模擬人類大腦神經連接運作的 [**感知器（perceptron）**](https://en.wikipedia.org/wiki/Perceptron)（1950s）模型如圖，假如 $\\mathbf{x} = [x_{1}, x_{2}, x_{3}]^{T}$ 為三個類神經元（artificial neuron）接收到的訊號輸入，每個類神經元都將訊號往下一個有突觸（synapse）相連接的類神經元 $a$ 傳送，每個突觸對訊號的刺激有不同的強弱反應（權重）$\\mathbf{w} =  [w_{1}, w_{2}, w_{3}]^{T}$，個別訊號與對應的權重相乘後的總和（$\\Sigma$）傳送到 $a$ 成為神經元 $a$ 的輸入，輸入的訊號強弱通過該神經元會激活（$\\theta$）一個對應的輸出（$\\hat{y}$），計算式為 $\\hat{y} = \\theta(\\mathbf{w}^{T}\\mathbf{x})$。\n",
    "\n",
    "早期感知器的激活函數（activation function）只是單純取門檻值的 [階梯函數（unit step function）](https://en.wikipedia.org/wiki/Heaviside_step_function)，訊號大於 $\\theta$ 輸出 1，小於或等於 $\\theta$ 的輸出 0。 但是這樣感知器的學習模型還不完整，當輸入訊號都為 0 時，不論權重的值是什麼，激活狀態都會一樣。 為了避免輸入訊號都為 0 就無法順利學習，在不影響原有學習模型下，計算式中加入一個不為零的偏權值（bias）可以巧妙的解決這樣的問題，所以完整的計算模型為 $\\hat{y} = \\theta(\\mathbf{w}^{T}\\mathbf{x} + b)$。\n",
    "\n",
    "![Perceptron.png](attachment:Perceptron.png)\n",
    "\n",
    "Perceptron 的學習演算法是重複迭代的步驟，每次輸入訊號向量與權重向量內積後，激活輸出的 $\\hat{y}$ 與正確的 $y$ 值的誤差會用來更新權重。設 $t$ 為迭代的次數，$\\mathbf{w}_{t+1} = \\mathbf{w}_{t} + \\eta(y - \\hat{y})\\cdot \\mathbf{x}$，其中 $\\eta$ 稱為學習率（learning rate），是事先指定的一個超參數，通常為 $0 < \\eta < 1$  的小數。 更新後的權重向量 $\\mathbf{w}_{t+1}$ 用來在下一次迭代重新與輸入訊號向量 $\\mathbf{x}$ 內積，一直重複這樣的迭代直到 $y - \\hat{y}$ 的錯誤收斂到一個可以接受的範圍，或是達到指定的迭代次數為止。\n",
    "\n",
    "#### 作業練習\n",
    "+ 只使用 python 及 numpy 函式庫，從頭寫一個感知器的演算法。\n"
   ]
  },
  {
   "attachments": {
    "Multilayer_Neural_Network.png": {
     "image/png": 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"
    },
    "activation_functions.png": {
     "image/png": 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"
    },
    "gradient_descent.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### § 類神經網路 Neural Network\n",
    "\n",
    "Perceptron 是現代多層類神經網路的前身，但是這個感知器模型被證明（[Perceptrons, 1969](https://en.wikipedia.org/wiki/Perceptrons_(book))）只是個學習能力有限的線性模型，間接造成了十幾年的 AI 寒冬，這段期間的研究計劃及商業投資經費大幅縮減，許多研究的計劃書甚至於不敢提到 AI 的字眼。 但仍有不少研究人員認為，仿效人類大腦的神經連接網路，增加神經元以及相互的連接層應該有助於增加學習的能力，但是多神經元節點、多層的學習錯誤要如何決定權重更新的方式？\n",
    "\n",
    "一直到 [**自動微分（Automatic differentiation)**](https://en.wikipedia.org/wiki/Automatic_differentiation) 方法的出現，被拿來在類神經網路中發展 [**反向傳播（backpropagation）**](https://en.wikipedia.org/wiki/Backpropagation)的方法，[1986年發表的一個方法](https://doi.org/10.1038/323533a0)，結合了 [**梯度下降（gradient descent）**](https://en.wikipedia.org/wiki/Gradient_descent)及誤差反向傳播用來更新權重，可以有效學習並可用於連接任意數量的節點或連接層，終於把類神經網路的技術及實用性往前推向另一個高峰。\n",
    "\n",
    "![Multilayer_Neural_Network.png](attachment:Multilayer_Neural_Network.png)\n",
    "\n",
    "類神經網路（ANN, Artificial Neural Network）將多個類神經元節點組成一個隱藏層（hidden layer），在輸入和輸出之間配置一個或多個神經元節點相互連接的隱藏層。 類神經網路時常也可以聽到被稱為 [多層感知器（Multilayer Perceptron）](https://en.wikipedia.org/wiki/Multilayer_perceptron)，但其實與早期的感知器已經不一樣了。 雖然每一個類神經元節點就像是一個感知器，但經過多年改進的 ANN 已不再使用感知器用的階梯激活函數。 現代類神經網路常用的激活函數有 [***logistic sigmoid***](https://en.wikipedia.org/wiki/Logistic_function)、[***hyperbolic tangent***](https://en.wikipedia.org/wiki/Hyperbolic_function)、[***rectified linear unit (ReLU)***](https://en.wikipedia.org/wiki/Rectifier_(neural_networks))、以及 ReLU 的近似函數 [***Softplus***](https://en.wikipedia.org/wiki/Rectifier_(neural_networks)#Softplus)。\n",
    "\n",
    "![activation_functions.png](attachment:activation_functions.png)\n",
    "\n",
    "針對多層的類神經網路，$W$ 為權重，$A$代表激活後的輸出，輸入訊號$X$就看成是第0層的$A$，$g$ 為激活函數，以上標$[\\mathit{L}]$代表第 $L$ 層，前向傳播的計算模式可以寫成：\n",
    "\n",
    "\\begin{equation}\n",
    "                Z^{[\\mathit{L}]} = W^{[\\mathit{L}]} A^{[\\mathit{L} - 1]} + b^{[\\mathit{L}]}\n",
    "\\end{equation}\n",
    "\n",
    "\\begin{equation}\n",
    "                A^{[\\mathit{L}]} = g^{[\\mathit{L}]}(Z^{[\\mathit{L}]})\n",
    "\\end{equation}\n",
    "\n",
    "前向傳播最後輸出 $\\hat{y}$ ，要拿來計算一個學習的目標函數（objective function）。 通常目標函數就是計算輸出的 $\\hat{y}$ 與目標 $y$ 的某種誤差評估指標，稱為損失函數（loss function）或成本函數（cost function）。 假設共有 $m$ 筆樣本數據，目標向量 $Y$，前向傳播的輸出 $\\hat{Y} = [\\hat{y_{1}}, \\hat{y_{2}}, ..., \\hat{y_{m}}]$，損失函數及成本函數可表示為：\n",
    "\n",
    "\\begin{equation}\n",
    "    \\textbf{Loss function: }\\;\\; \\mathcal{L}(\\hat{y_{i}}, y_{i}) \\;\\; for\\;i = 1..m\n",
    "\\end{equation}\n",
    "\n",
    "\\begin{equation}\n",
    "    \\textbf{Cost function: }\\;\\; J(w, b) = \\frac{1}{m} \\sum_{i=1}^{m} \\mathcal{L}(\\hat{y_{i}}, y_{i})\n",
    "\\end{equation}\n",
    "\n",
    "而類神經網路訓練的過程就是要最小化這個誤差的成本來學習最佳的權重 $w$，最佳化的策略就是採用梯度下降的反向傳播，由計算損失函數的梯度開始，往回逐層計算梯度並更新權重，直到第一層為止。\n",
    "\n",
    "\\begin{equation}\n",
    "    w = w - \\eta \\frac{\\mathrm{d} J(w)}{\\mathrm{d}w}\n",
    "\\end{equation}\n",
    "\n",
    "![gradient_descent.png](attachment:gradient_descent.png)\n",
    "\n",
    "類神經網路的演算法是重複迭代的學習流程，每一次迭代的步驟為：\n",
    "1. 前向傳播計算（由左至右）。\n",
    "2. 計算損失函數 $\\rightarrow$ 成本函數。\n",
    "3. 利用梯度下降將誤差反向傳播（由右至左）。\n",
    "\n",
    "#### 作業練習\n",
    "+ 只使用 python 及 numpy 函式庫，從頭寫一個類神經網路的演算法。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### § 定義問題與目標函數\n",
    "\n",
    "ANN 本質上是複雜函數的學習模型，可以用來解決回歸問題，也可以用來處理分類問題。 針對不同的問題，ANN 常使用的[激活函數](https://www.tensorflow.org/api_docs/python/tf/keras/activations)和[損失函數](https://www.tensorflow.org/api_docs/python/tf/keras/losses)的組合如下：\n",
    "\n",
    "| 問題形式 | 輸出形式                   | 最後一層激活函數                | 損失函數             |\n",
    "|----------|----------------------------|---------------------------------|----------------------|\n",
    "| 回歸     | 連續的數值                 | **Linear**                      | **MSE**, **MAE**     |\n",
    "| 分類     | 二元分類                   | **Sigmoid**                     | **Binary Cross Entropy** |\n",
    "| 分類     | 多類別預測單一目標類別     | **Softmax** (機率總和為1)       | **Cross Entropy**        |\n",
    "| 分類     | 多類別預測多目標類別       | **Sigmoid** (各類別有[0-1]機率) | **Binary Cross Entropy** |\n",
    "\n",
    "#### [**Softmax**](https://en.wikipedia.org/wiki/Softmax_function)\n",
    "\n",
    "假設共有 $k$ 個目標類別，ANN 最後一層 $k$ 個神經元計算輸入為 $z_{i}, i=1..k$，**softmax** 函數 $\\sigma(z_{i})$ 為\n",
    "\n",
    "\\begin{equation}\n",
    "                \\sigma(z_{i}) = \\frac{e^{z_{i}}} {\\sum_{i=1}^{k} e^{z_{i}}}\n",
    "\\end{equation}\n",
    "\n",
    "\n",
    "**softmax** 用來將 $z_{i}$ 轉換成各類別出現的機率，轉換結果 $\\sum_{i=1}^{k} \\sigma(z_{i}) = 1$，即所有類別的機率總和為 1。 二元分類或 *Logistic regression* 所用的 **sigmoid** 函數，其實就是 **softmax** 在類別個數 $k=2$ 時的特例。\n",
    "\n",
    "TODO: 推導過程及輸出數值透過 softmax 轉換成機率的範例。\n",
    "\n",
    "#### [**Cross Entropy**](https://en.wikipedia.org/wiki/Cross_entropy)\n",
    "\n",
    "假設共有$i=1..k$ 個目標類別，$y_{i}$ 是類別標籤（只有一個標籤是機率1，其餘為機率0），ANN 最後一層的輸出為各類別的機率 $\\hat{y_{i}},\\; i=1..k$，則 **cross entropy** 函數 $H(y, \\hat{y})$ 為\n",
    "\n",
    "\\begin{equation}\n",
    "                H(y, \\hat{y}) = - \\sum_{i=1}^{k} y_{i} log{\\hat{y_{i}}}\n",
    "\\end{equation}\n",
    "\n",
    "**binary cross entropy** 則是 **cross entropy** 在類別個數是 2 時的特例，所以標籤與輸出的兩個類別機率可分別表示為 $\\{y, 1-y\\}$ 與 $\\{\\hat{y}, 1-\\hat{y}\\}$，則 **binary cross entropy** 可由 **cross entropy** $H(y, \\hat{y})$ 推導得出\n",
    "\n",
    "\\begin{equation}\n",
    "                H(y, \\hat{y}) = - y \\, log{\\hat{y}} - (1 - y) log(1 - \\hat{y})\n",
    "\\end{equation}\n",
    "\n",
    "既然 $\\hat{y}$ 是介於 $[0, 1]$ 之間的機率，則 $log{\\hat{y}} \\le 0$ ，觀察使用 binary cross entropy 為損失函數時，訓練過程如何 minimize $H(y, \\hat{y})$ 來達到預期的輸出。 \n",
    "\n",
    "\\begin{equation}\n",
    "for\\; y=1,\\; H(y, \\hat{y}) = - log{\\hat{y}} \\;\\implies \\text{ want}\\;log{\\hat{y}}\\;\\textbf{ LARGE}, \\text{ such that}\\;\\hat{y} \\to 1\n",
    "\\end{equation}\n",
    "\n",
    "\\begin{equation}\n",
    "for\\; y=0,\\; H(y, \\hat{y}) = - log{(1-\\hat{y})} \\;\\implies \\text{ want}\\;log{(1-\\hat{y})}\\;\\textbf{ LARGE}, \\text{ such that}\\;\\hat{y} \\to 0\n",
    "\\end{equation}\n"
   ]
  },
  {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### § 最佳化演算法\n",
    "\n",
    "採用梯度下降（[SGD, Stochastic Gradient Descent](https://en.wikipedia.org/wiki/Stochastic_gradient_descent)）的反向傳播來 minimize 類神經網路的 loss function 是有效的學習策略，但是 SGD 並不完美。 例如收斂速度緩慢，不同的初始權重會得到非常不同的收斂結果，初始權重選得不好會造成訓練結果發散，[梯度消失或梯度爆炸](https://en.wikipedia.org/wiki/Vanishing_gradient_problem) 問題。\n",
    "\n",
    "除了基本的資料正規化（normalization）讓收斂結果比較好以外，有許多[最佳化的方法](https://www.tensorflow.org/api_docs/python/tf/keras/optimizers) 被提出來協助改善這些訓練的問題：\n",
    "+ Momentum\n",
    "+ AdaGrad\n",
    "+ Adadelta\n",
    "+ RMSProp\n",
    "+ Adam（Momentum + RMSProp）\n",
    "+ ...\n",
    "\n",
    "![optimizers.gif](attachment:optimizers.gif)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 基本環境設定\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn-darkgrid')\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0)\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 工具函式： 畫出二維資料分佈圖\n",
    "def plot_data(X, y, figsize=None):\n",
    "    if not figsize:\n",
    "        figsize = (8, 6)\n",
    "    plt.figure(figsize=figsize)\n",
    "    for k in np.unique(y):\n",
    "        plt.plot(X[y==k, 0], X[y==k, 1], 'o', alpha=0.5, label=k)\n",
    "    plt.xlim((min(X[:, 0])-0.1, max(X[:, 0])+0.1))\n",
    "    plt.ylim((min(X[:, 1])-0.1, max(X[:, 1])+0.1))\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 工具函式： 畫出 Kearas 訓練歷程記錄的 metrics 曲線\n",
    "def plot_metrics(history):\n",
    "    metrics_keys = history.model.metrics_names\n",
    "    fig, ax = plt.subplots(nrows=2, sharex=True, figsize=(10, 6))\n",
    "    ax[0].set_title('Training Metrics', fontsize=14)\n",
    "    ax[0].set_ylabel(metrics_keys[0], fontsize=14)\n",
    "    ax[1].set_ylabel(metrics_keys[1], fontsize=14)\n",
    "    ax[1].set_xlabel(\"Epoch\", fontsize=14)\n",
    "    ax[0].plot(history.history[metrics_keys[0]], 'r')\n",
    "    ax[1].plot(history.history[metrics_keys[1]], 'b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.colors import ListedColormap\n",
    "# 工具函式： 畫出二維資料分佈的決策邊界\n",
    "def plot_decision_boundary(model, X, y, figsize=(11, 8)):\n",
    "    amin, bmin = X.min(axis=0) - 0.1\n",
    "    amax, bmax = X.max(axis=0) + 0.1\n",
    "    hticks = np.linspace(amin, amax, 101)\n",
    "    vticks = np.linspace(bmin, bmax, 101)\n",
    "    \n",
    "    aa, bb = np.meshgrid(hticks, vticks)\n",
    "    ab = np.c_[aa.ravel(), bb.ravel()]\n",
    "    c = model.predict(ab)\n",
    "    cc = c.reshape(aa.shape)\n",
    " \n",
    "    fig, ax = plt.subplots(figsize=figsize)\n",
    "    contour = plt.contourf(aa, bb, cc, cmap=plt.cm.RdYlGn, alpha=0.8)\n",
    "    \n",
    "    ax_c = fig.colorbar(contour)\n",
    "    ax_c.set_label(\"$P(y = 1)$\")\n",
    "    ax_c.set_ticks([0, 0.25, 0.5, 0.75, 1])\n",
    "    \n",
    "    plt.scatter(X[:, 0], X[:, 1], c=y, cmap=ListedColormap(['#1f77b4', '#ff7f0e']))\n",
    "    plt.xlim(amin, amax)\n",
    "    plt.ylim(bmin, bmax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "# 工具函式： 畫出分類的混淆矩陣\n",
    "def plot_confusion_matrix(y, y_pred):\n",
    "    n_classes = np.unique(y)\n",
    "    class_labels = ['Class'+str(int(n)) for n in reversed(n_classes)]\n",
    "    confusion_table = pd.DataFrame(np.fliplr(np.rot90(confusion_matrix(y, y_pred))),\n",
    "                                   index=class_labels,\n",
    "                                   columns=class_labels)   \n",
    "    plt.figure(figsize=(8, 6))\n",
    "    ax = sns.heatmap(confusion_table, annot=True, fmt='d', cmap='RdYlBu', alpha=0.9, vmin=0)    \n",
    "    ax.set_title('True label', fontsize=14)\n",
    "    ax.set_ylabel('Predicted label', fontsize=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 工具函式： 生成正弦波分佈模式的資料\n",
    "def make_sine_wave():\n",
    "    c = 3\n",
    "    num = 2400\n",
    "    step = num / (c*4)\n",
    "    np.random.seed(0)\n",
    "    x0 = np.linspace(-c*np.pi, c*np.pi, num)\n",
    "    x1 = np.sin(x0)\n",
    "    noise = np.random.normal(0, 0.1, num) + 0.1\n",
    "    noise = np.sign(x1) * np.abs(noise)\n",
    "    x1  = x1 + noise\n",
    "    x0 = x0 + (np.arange(num) / step) * 0.3\n",
    "    X = np.column_stack((x0, x1))\n",
    "    y = np.where((np.arange(num) // step) % 2, 1, 0)\n",
    "    return X, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 工具函式： 生成多類別螺旋群聚分佈模式的資料\n",
    "def make_multiclass(N=500, D=2, K=3):\n",
    "    \"\"\"\n",
    "    N: number of points per class\n",
    "    D: dimensionality\n",
    "    K: number of classes\n",
    "    \"\"\"\n",
    "    np.random.seed(0)\n",
    "    X = np.zeros((N*K, D))\n",
    "    y = np.zeros(N*K)\n",
    "    for j in range(K):\n",
    "        ix = range(N*j, N*(j+1))\n",
    "        # radius\n",
    "        r = np.linspace(0.0,1,N)\n",
    "        # theta\n",
    "        t = np.linspace(j*4,(j+1)*4,N) + np.random.randn(N)*0.2\n",
    "        X[ix] = np.c_[r*np.sin(t), r*np.cos(t)]\n",
    "        y[ix] = j\n",
    "    return X, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.colors import ListedColormap\n",
    "# 工具函式： 畫出多類別二維資料分佈的決策邊界\n",
    "def plot_multiclass_decision_boundary(model, X, y):\n",
    "    x_min, x_max = X[:, 0].min() - 0.1, X[:, 0].max() + 0.1\n",
    "    y_min, y_max = X[:, 1].min() - 0.1, X[:, 1].max() + 0.1\n",
    "    xx, yy = np.meshgrid(np.linspace(x_min, x_max, 101), np.linspace(y_min, y_max, 101))\n",
    "    Z = model.predict_classes(np.c_[xx.ravel(), yy.ravel()], verbose=0)\n",
    "    Z = Z.reshape(xx.shape)\n",
    "    fig = plt.figure(figsize=(8, 8))\n",
    "    plt.contourf(xx, yy, Z, cmap=plt.cm.Spectral, alpha=0.8)\n",
    "    plt.scatter(X[:, 0], X[:, 1], c=y, s=40, cmap=ListedColormap(['#1f77b4', '#ff7f0e', '#2ca02c']))\n",
    "    plt.xlim(xx.min(), xx.max())\n",
    "    plt.ylim(yy.min(), yy.max())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id=\"one-neuron-logistic-regression\"></a>\n",
    "\n",
    "## 17.2 單神經元類神經網路的 Logistic Regression\n",
    "\n",
    "Logistic Regression (LR) 是二元分類的模型，以下使用 Scikit-Learn 方便的資料生成函式，先產生方便視覺化的 1000 筆兩個特徵欄位的二維資料當範例，並指定資料包含兩個類別分別各自成一群聚。 所生成的資料將兩個欄位分別當成 x, y 軸畫成散佈圖，可以觀察得出來存在兩個可線性分割的類別。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_lin shape = (1000, 2)\n",
      "y_lin shape = (1000,)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_classification\n",
    "\n",
    "# 產生可線性分割的類別資料\n",
    "X_lin, y_lin = make_classification(n_samples=1000, n_features=2, n_redundant=0, \n",
    "                                   n_informative=2, n_clusters_per_class=1, random_state=7)\n",
    "print('X_lin shape =', X_lin.shape)\n",
    "print('y_lin shape =', y_lin.shape)\n",
    "plot_data(X_lin, y_lin)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### § Scikit-Learn 內建的 LogisticRegression 模型\n",
    "\n",
    "為了簡化範例的說明，暫時先忘記之前學過的要分隔訓練集和測試集、以及要做交叉驗證這些步驟，先套用 Scikit-Learn 裡現成的 [`LogisticRegression`](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) 學習模型來看看線性分類的結果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR coefficients: [[-4.09049818  2.07274152]]\n",
      "LR intercept: [-0.27800528]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1c26e378f98>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "sklr = LogisticRegression(solver='lbfgs')\n",
    "sklr.fit(X_lin, y_lin)\n",
    "print('LR coefficients:', sklr.coef_)\n",
    "print('LR intercept:', sklr.intercept_)\n",
    "\n",
    "plot_data(X_lin, y_lin)\n",
    "\n",
    "limits = np.array([-2, 2])\n",
    "boundary = -(sklr.coef_[0][0] * limits + sklr.intercept_[0]) / sklr.coef_[0][1]\n",
    "plt.plot(limits, boundary, \"g-\", linewidth=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### § 用 Keras 建構單一神經元的類神經網路 LogisticRegression 模型\n",
    "\n",
    "Keras 主要有兩種建構類神經網路模型的方式：\n",
    "+ [`Sequential`](https://keras.io/getting-started/sequential-model-guide/) model\n",
    "+ [`Model`](https://keras.io/getting-started/functional-api-guide/) class functional API\n",
    "\n",
    "以下使用 `Sequential` model 建立簡單的網路模型範例。` Sequential` model 的 API 語法透過一層一層疊加的方式來指定網路的結構，由於生成的資料只需要線性模型，可以用一個沒有隱藏層的結構，輸入資料直接接到一個輸出的神經單元（unit），用二元分類最合適的 *logistic sigmoid* 激活輸出，然後就計算 *binary cross-entropy* 的 loss。 基本流程需要指定：網路結構、訓練方法、訓練資料配置。\n",
    "\n",
    "#### 網路結構\n",
    "建立 [`Sequential`](https://www.tensorflow.org/api_docs/python/tf/keras/models/Sequential) 物件並配置網路 [`layer`](https://www.tensorflow.org/api_docs/python/tf/keras/layers) 結構，基本步驟如下：\n",
    "1. 加入一個節點全部連接的`Dense`層，指定 1 個神經單元（又稱節點，node）`units=1`。\n",
    "2. `Sequential`模型不指定`Input`層（這也是ANN的慣例，輸入不算一層），所以第一層一定要指定輸入資料的維度大小，網路的其他層可以自動推算。 生成的資料有兩個欄位（維度2），所以要指定`input_shape=(2,)`。\n",
    "3. 指定第一層也是輸出層的激活函數名稱或加入`Activation`激活層，使用`'sigmoid'`激活函數輸出結果。\n",
    "\n",
    "#### 訓練方法\n",
    "網路結構及模型物件建立後，使用物件的 [`compile`](https://www.tensorflow.org/api_docs/python/tf/keras/models/Sequential#compile) 方法指定套用訓練的方法，主要需要配置：\n",
    "1. 梯度下降的[最佳化](https://www.tensorflow.org/api_docs/python/tf/keras/optimizers)方法，如 `optimizer='adam'`。\n",
    "2. [損失函數](https://www.tensorflow.org/api_docs/python/tf/keras/losses)，選擇適合二元分類的 `loss='binary_crossentropy'`。\n",
    "3. 模型預測力的[評估指標](https://www.tensorflow.org/api_docs/python/tf/keras/metrics)，選擇適合分類的正確率 `metrics=['accuracy']`。\n",
    "\n",
    "#### 訓練資料配置\n",
    "然後就可以用模型物件的 [`fit`](https://www.tensorflow.org/api_docs/python/tf/keras/models/Sequential#fit) 方法來訓練。 類神經網路的演算法是可以用大批量（batch）樣本向量式處理的，如果沒有指定預設會使用所有樣本一次批量處理，但是如果輸入資料龐大而電腦的記憶體受限時，也可以指定每一次迭代只使用部分小批量（mini-batch）。 主要需要指定：\n",
    "1. 輸入的訓練資料 `x=X_lin`。\n",
    "2. 訓練的目標標籤 `y=y_lin`。\n",
    "3. 每次迭代的小批量樣本數，如 `batch_size=128`。\n",
    "4. 總共要訓練幾個世代（輸入資料全部用過一輪叫一個 epoch），如 `epochs=50`。\n",
    "\n",
    "根據以上的設定，輸入資料維度是 `(2,)`，資料總樣本數為 1000 筆，如果不用小批量訓練（設定`batch_size=None`），則每一次迭代就是使用 `(1000,2)` 大小的陣列資料來計算前向及反向傳播，一次迭代就是一個 epoch。 如果指定小批量訓練大小為 128（設定`batch_size=128`），則每一次迭代使用 `(128,2)` 大小的陣列資料來計算前向及反向傳播，總共要 8 次的迭代才算一個 epoch（七次`(128,2)` + 最後一次`(104,2)`）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense, Activation\n",
    "\n",
    "# 配置模型的網路結構： 方法一\n",
    "# 在產生 Sequential 物件時直接指定 layer 物件的清單\n",
    "nnlr = Sequential([\n",
    "    Dense(units=1, input_shape=(2,)),\n",
    "    Activation('sigmoid')\n",
    "])\n",
    "\n",
    "# 配置模型的網路結構： 方法二\n",
    "# 使用 add() 一層一層的 layer 物件慢慢加\n",
    "'''\n",
    "nnlr = Sequential()\n",
    "nnlr.add(Dense(units=1, input_shape=(2,), activation='sigmoid'))\n",
    "'''\n",
    "\n",
    "# 模型結構大小摘要\n",
    "nnlr.summary()\n",
    "\n",
    "# 指定套用學習/訓練的方法\n",
    "nnlr.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n",
    "# 指定訓練資料的配置，開始訓練\n",
    "history = nnlr.fit(x=X_lin, y=y_lin, batch_size=None, epochs=50, verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 觀察訓練過程的 accuracy 與 loss 值\n",
    "plot_metrics(history)\n",
    "# 觀察訓練結果的決策邊界\n",
    "plot_decision_boundary(nnlr, X_lin, y_lin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "真實 Y： Class0 501 筆 + Class1 499 筆\n",
      "預測 Y： Class0 500 筆 + Class1 500 筆\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Recall       1.000\n",
       "Precision    0.998\n",
       "Accuracy     0.999\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import recall_score, precision_score, accuracy_score\n",
    "\n",
    "y_lin_pred = nnlr.predict_classes(X_lin, verbose=0)\n",
    "\n",
    "# 顯示分類結果報告\n",
    "tclass, tcount = np.unique(y_lin, return_counts=True)\n",
    "pclass, pcount = np.unique(y_lin_pred, return_counts=True)\n",
    "print('真實 Y： Class{} {} 筆 + Class{} {} 筆'.format(tclass[0], tcount[0], tclass[1], tcount[1]))\n",
    "print('預測 Y： Class{} {} 筆 + Class{} {} 筆'.format(pclass[0], pcount[0], pclass[1], pcount[1]))\n",
    "# 分類效能指標\n",
    "display(pd.Series({'Recall': recall_score(y_lin, y_lin_pred),\n",
    "                   'Precision': precision_score(y_lin, y_lin_pred),\n",
    "                   'Accuracy': accuracy_score(y_lin, y_lin_pred)}))\n",
    "\n",
    "# 劃出 confusion 矩陣\n",
    "plot_confusion_matrix(y_lin, y_lin_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### § 單一神經元網路的學習能力有限\n",
    "\n",
    "前面範例建構的類神經網路模型 `nnlr`，是類似感知器 Perceptron 的單一神經元結構，儘管使用的是 sigmoid 激活函數，但終究也是 step function 的連續可微的近似版本而已。 已知這種結構的類神經網路只具備線性模型的學習能力，可以把這個模型拿來學習分佈複雜一點的資料試試。\n",
    "\n",
    "#### Moons 分佈資料\n",
    "\n",
    "Scikit-Learn 的 `make_moons` 可以產生兩群交錯的像上下弦月的分佈資料，可以看得出來稍微複雜一點，不是單純線性分割就可以分類得好的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "\n",
    "X_moon, y_moon = make_moons(n_samples=1000, noise=0.05, random_state=0)\n",
    "plot_data(X_moon, y_moon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用 moon 分佈資料重新訓練 nnlr\n",
    "history = nnlr.fit(x=X_moon, y=y_moon, batch_size=None, epochs=100, verbose=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "訓練的結果 loss 到某個點以後下降就趨緩，沒辦法像線性可分割的資料那樣分類得那麼準確了。 決策邊界範圍擴大變得模糊，confusion 矩陣也可以看得出來預測錯誤變多了。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 觀察訓練過程的 accuracy 與 loss 值\n",
    "plot_metrics(history)\n",
    "# 觀察訓練結果的決策邊界\n",
    "plot_decision_boundary(nnlr, X_moon, y_moon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "真實 Y： Class0 500 筆 + Class1 500 筆\n",
      "預測 Y： Class0 496 筆 + Class1 504 筆\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Recall       0.84800\n",
       "Precision    0.84127\n",
       "Accuracy     0.84400\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import recall_score, precision_score, accuracy_score\n",
    "\n",
    "y_moon_pred = nnlr.predict_classes(X_moon, verbose=0)\n",
    "\n",
    "# 顯示分類結果報告\n",
    "tclass, tcount = np.unique(y_moon, return_counts=True)\n",
    "pclass, pcount = np.unique(y_moon_pred, return_counts=True)\n",
    "print('真實 Y： Class{} {} 筆 + Class{} {} 筆'.format(tclass[0], tcount[0], tclass[1], tcount[1]))\n",
    "print('預測 Y： Class{} {} 筆 + Class{} {} 筆'.format(pclass[0], pcount[0], pclass[1], pcount[1]))\n",
    "# 分類效能指標\n",
    "display(pd.Series({'Recall': recall_score(y_moon, y_moon_pred),\n",
    "                   'Precision': precision_score(y_moon, y_moon_pred),\n",
    "                   'Accuracy': accuracy_score(y_moon, y_moon_pred)}))\n",
    "\n",
    "# 劃出 confusion 矩陣\n",
    "plot_confusion_matrix(y_moon, y_moon_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Circles 分佈資料\n",
    "\n",
    "Scikit-Learn 的 `make_circles` 可以產生兩群圓圈分佈的資料，一群小圓圈被圍在另一群大圓圈中間，完全沒有線性分割就可以作決策的空間。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_circles\n",
    "\n",
    "X_circ, y_circ = make_circles(n_samples=1000, noise=0.05, factor=0.3, random_state=0)\n",
    "plot_data(X_circ, y_circ)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用 circle 分佈資料重新訓練 nnlr\n",
    "history = nnlr.fit(x=X_circ, y=y_circ, batch_size=None, epochs=100, verbose=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "訓練的結果看起來根本沒有學習能力，loss 幾乎沒辦法下降，預測準確度只跟瞎猜的差不多。 決策邊界擴大到幾乎沒有差異，confusion 矩陣從顏色就可以看得出來猜對的跟猜錯的差不多。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 觀察訓練過程的 accuracy 與 loss 值\n",
    "plot_metrics(history)\n",
    "# 觀察訓練結果的決策邊界\n",
    "plot_decision_boundary(nnlr, X_circ, y_circ)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "真實 Y： Class0 500 筆 + Class1 500 筆\n",
      "預測 Y： Class0 467 筆 + Class1 533 筆\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Recall       0.550000\n",
       "Precision    0.515947\n",
       "Accuracy     0.517000\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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laQyb1Eel8apqYS6NiB2G7mg+76PhXklSuw02WtuqVFUL8wTgOxFxGcXEn22Aw4A3VHR9SVIP6qMGZjUtzMz8PfBCisLrU4HfAC/IzLlVXF+S1Jv6adJPZYULMvNR4NyqridJ6n39dFuJCzhLkrpmYv/kSxOmJKl7BrsdwAYwYUqSusYuWUmSSuinWbImTElS10ywhSlJ0shWdzuADWDClCR1zagYw4yIN5U9SWae3Z5wJEljyWgZwzyp5DkagAlTkrTBRkXCzMztqwxEkjT29NO4YOlYI2Jz4M3ATsB7KRaFvikzb+xMaJKk0a7eR2OYpYqvR8RzgFuAg4BXAdOAA4HrIuLQzoUnSRrN+mkB6bKrlZwOnJqZLwJWAmTm24FTm5skSRtsXK3W0lalsglzd+Cba9n/VWDn9oUjSRpLxre4VR1rGQ8BuwC3D9u/L3B/WyOSJI0ZtT4awyybME8DvhgRp1K0Sg+JiG2AdwH/3qngJEmjW6N/8mW5hJmZX4iIB4D3AEspxi0TOCYz19ZVK0nSiEZFpZ/hMvN7wPc6GIskaYwZFYULhouIFwFvoxjLXAncBHwyM+d2KDZJ0ig3rtsBbICy92G+CfgBsBg4E/hK80/XRMQrOxSbJGmUa9RqLW1VKtvC/DBwbGaeO3RnRFwFfAz4ersDkySNfmXvbewFZRPmdOBXa9n/c2DT9oUjSRpLatS7HUJpZZP7Z4DTImL2mh0RsRFwCkUXrSRJG6xWq7e0VWl962H+kWLpLoAasCVwf0TcCdSB7YFJgJN+JElPykCjf1qY6+uSPbGyKCRJY1OtMfIxPWJ962F+ZV1/GyoiJrUvHEnSWFJ1t2orSk36iYgtgA8Az+Tx22ZqFF2yAczsSHSSpFFtNE76ORs4GLgGeB5wNfAAsAdFIpUkaYPVaLS0Valswnwh8MbMfD9wA/D9zDyaIln+baeCkySNcrVGa1uFyibMGnBf8/EfKFqWUKyR+dx2ByVJGhsGWN3SVm2s5VwPvL75+LfAYc3HO7Y9IknSmDEq7sMc5gTg+xGxlKKO7Hsi4iaKezO/2qngJEmj26ib9JOZ1wDbAudl5nzgOcAZwLHAOzsXniRJvWF9lX6GJ9OlwNLm/geBz3cyMEnS6Dda7sMchNJzdvtpSTNJUo/oVJdsROwNnJaZB0TEHsD3gFubf/58Zn4jIk4GjqTId8dn5nXrO+f6EuaB7QhakqR1GehACzMi3gu8DljS3LUHcHpmfnLIMXsA+wN7A1sDFzLCXR/rK413RYsxS5K0Xh1qYd4OvIzHJ6XuCUREHEXRyjwe2BeYk5kN4J6IGB8Rm2XmvHWdtJ/W7pQkaUSZeSGwasiu64D3ZOZ+wB3AycAM4NEhxyxihDKvJkxJUtfUaqtb2kq6KDOvX/MY2B1YCEwfcsx0YMH6TmLClCR1TY16S1tJP4qIvZqPD6IoxnM1cFhEDETENsBAZv55fScpW7hAkqS2q+i2krcDZ0TESorbIo/NzIURcRXFoiIDwHEjnaTWaKz9zpGIqFPytpLMbPttJQcf8eX+WVVUWoeVsycze9bkbochteziz/1drRPnXbzyDy1910+b+IyOxLU262thHjLk8R7AvwAfAX5NMZi6B3Ai8JmORSdJGtU2YByy69Z3W8llax5HxBnA6zPzx0MO+U1E3A6cBZzeuRAlSaNVP9WSLTuGuSXw0Fr2LwU2bl84kqSxZLSUxhvqEuDsiDge+D+K9TGfC/wXxZqYkiRtsKrXtGxF2YR5LHAmcDmP34oySFFFwdVKJElPUv/c3VgqYWbmIuDVEfE24OmP785FHYtMkjTq1WqD3Q6htNKpPSI2p2hNvgO4BzgiInbtVGCSpNGvosIFbVEqYUbEc4BbKCokvAqYRrGayXURcWjnwpMkjWa1Wr2lrUplW5inA6dm5ouAlQCZ+Xbg1OYmSdIGq7G6pa1KZRPm7qx9NuxXgZ3bF44kaSxpNMa1tFWp7CzZh4BdKNYYG2pf4P62RtS040vNw+p/f/rTYuqr+mfavFS1gYFVIx/UI8omzNOAL0bEqRSt0kOa1d3fBfx7JwKbPdv6m+p/8+YtYfr0Sd0OQ+pZtUaL45CVVZItf1vJFyLiAeA9FNV9TgUSOCYzLVwgSXpyWk2YFSqVMCNiP+DSzPzesP2TIuKozLy4I9FJkka1er21cchxFQ5jrjdhRsQARYP3p8CWETG8nuxuwNeBKZ0JT5I0mg3URsEYZkS8Ffg8xZqYNeC+dRw6pwNxSZLGgnWsydyL1re815kRcRPFJJ/LgX8AHh5ySANYDNzY0QglSaPXaBnDzMwrASJie4pkOTMz723uOxSYm5n9056WJPWWev8kzLKFC7YA7qSoI7vGp4CMiGe3PSpJ0phQr49vaatS2YT5aeBLwPvW7MjMZ1JU+vnvDsQlSRoDBmorW9oqjbXkcbsCX8jM4aOzXwD2aG9IkqQxo1FvbatQ2YR5J3DIWvYfADzQtmgkSWNLHyXMsh3AHwHOjYgXANc39+0OvAI4thOBSZLGgD6a9FO2NN7XI2Ie8FbgLRRLfN0KHJSZv+hgfJKkUazemNjS66tcr6T0FKPMvAy4rIOxSJLGmAFWdDuE0tZX6edc4LjMXNR8vE6Z+fq2RyZJGv1GSeGC1et4LElSe4yGhJmZb1zbY0mS2mV1Y0JLr6+ydMH6umQ/WPYkmfnh9oQjSRpLRsUYJk+873IAeD7wIHADsIpiaa8tgR92LDpJ0ug2Gm4rycwXrnkcEZ+mWJXkHZk52Nw3QFFPduNOBylJGqX6aAyzbKWfY4DT1yRLgMysA58FXtaJwCRJY0Cj0dpWobLjpfcDhwO3DNt/NHBHWyOSJI0ZdVorXFC21dcOZRPmvwPfiIiXUoxh1oDnUpTHe3GHYpMkjXIDjeXdDqG0Usk5My8Cnk1RR3Yn4GnAVcBuzQpAkiRtuFFYfJ3M/ENEnABsC9wL1DKz2sXIJEmjy2iYJTtUREwAPgq8s/mapwOnRsQg8JbMXNK5ECVJo9YonCX7YeCw5ramw/kzFGOYn+xAXJKkMaDOpJa2KpVNmK8C3p6ZVwANgMz8OfAmvK1EkvQkDTSWtbRVqewY5qbAQ2vZvwSY0r5wJEljSsX3UraibAvzJ8AJEVFrPm9ExEzgY8DlHYlMkjT61eutbRUq28I8DriIopU5BbgE2JqiaMFLOhOaJGm0a3UcshcLFyzLzL0i4iBg5+brEpjTLJEnSdIGG6DacchWlE2YN0TEUc0iBRYqkCS1x2i7D5PiVpJq5+9Kkka/UZgwfwjMiYhLgbt4/F5MADKz9GLTkiQ9ZhQmzL8Gfg1s1tyG6p85wZKknlJnckuv77lJP5l5YKcDkSSNPQP1pd0OobT1JsyIeA3w98AK4OLM/HolUUmSxobRULiguTLJORT3XU4DvhIRH60oLknSWNBHhQvW1/17LHBMZh6RmS+mqCd73JBqP5IktaaPEub6umS35on3XH4XmApsAdzfyaAkSWNDvcVy5Otq9UXE3sBpmXlARDyNose0AfwOOC4z6xFxMnAkMAgcn5nXPZlrQZFMV615kpmDwDJocUqTJElNA/UlLW1rExHvBb7E4/nqdODEzHwhUAOOiog9gP2BvYFXAp8dMdY2vF9Jkp6cznTJ3s4Tl57cE7ii+fhS4GBgX4ryro3MvAcYHxHDb5t8gpFuK3lVRCwa8nwc8PKImDf0oMw8e4TzSJL0l+rtnyWbmRdGxHZDdtUyc82FFgEzgRnA/CHHrNn/hPw21PoS5j3A8cP2/Ql427B9DcCEKUnaYPVaZ8Ywh19myOPpwAJgYfPx8P3rtM6EmZnblYtDkqQnZ2D12sch22xuRByQmT8DjgB+CtwGfDwiPgFsBQxk5p/Xd5KypfEkSWq/DnTJrsW/Al+MiInATcC3MnN1RFwFXEPRUD1upJOYMCVJ3dOheykz8y7gec3Ht1DMiB1+zCnAKWXPacKUJHVNozH6ViuRJKntGi1O+qmSCVOS1DW1aib9tIUJU5LUPaNwAWlJktqvmlmybWHClCR1TWNgo26HUJoJU5LUNbXBxd0OoTQTpiSpexzDlCSpBBOmJEklmDAlSRpZY5yTfiRJGlFtlZN+JEkamV2ykiSVYOECSZJKsIUpSdLIGuOmdjuE0kyYkqSuqa1a1O0QSjNhSpK6xy5ZSZJG1ljtpB9JkkbUGD+t2yGUZsKUJHVNbaVjmJIkjcwuWUmSRtawcIEkSSXYwpQkaWRO+pEkqYTaioXdDqE0E6YkqWscw5QkqQzHMNULBmrwD8/dltlTJzJ+oMblNz3IgqWreMnuW9FoNBisN/jmL+9m8YpBXrz7lmy7yTRWDq4G4CtX38GKVf1Tskqj17iBGm8+Ymc2mzGZ8eMHuPiau5h723wAnr/LX3HIHlvx4fN+A8Dhz9mK5+28OQA33DGfi35xV5eiVmm2MNULdt92Y5auHOSb193NRhPH8a5DdubhJSv47tx7eWDBMvbaYRP233lzLrnhPractRFnX3kbS1eu7nbY0hPs84zNWbxsFWdechPTJo/n//3jc5l72zVs81fT2H+3p1KrFcdtNnMyz3/G5pzy1euhASe+eg9+fes8/jhvSXffgNarPmF6t0MozYQ5it147wJuvHfBY89XNxqcf+1dLFo+CMDAQI3Bep0asMn0SbzsOdswbfJ4fn3nfH5958Ndilp6outyHr+6Zd5jz+v1BtMmj+cV++3A/152K8ccHgA8vGgF/3nB/9FoNljGjauxatBekl5XW+6kn78QEROA3YCZwALgd5m5sqrrj0Urm18WE8cP8Jp9tmfO7x54LFlus8lU9nnaZpz501uZMH6Aa26dx1W3PEStVuPYA3bi3oeX8uCjy7sZvgTAilVFr8fkieN450v/mgt/fidvPmJnzrv8tsc+4wCr6w0WL1sFwKsO2JG7/7SIBx9Z1pWYtQFcreSJIuJI4GPArcBiYDqwc0S8PzO/U0UMY9XMKRN43Qt24Nrb53HDPY8AsNvWszhwl6dwzlW3s2TFILUa/PzWeaxa3QAa3P7QIraYNcWEqZ6x8fRJvPvv/prL5t7Hgw8vZfPZG/GPhz6dCeMH2HKTqbzmRU/jvMtvY8K4Ad58xM4sXznIOT++pdthqwwn/fyFDwD7ZuZjbe+ImAn8BDBhdsi0SeM5Zv+ncfFv/sjtDy0G4NnbzGbvHTflCz+7lWXN8cpNp03i1c/fns/8+GZqwHabTuX6u+ySVW+YsdEE3nv0szj3x7fyh+aPvvedfR0Am86YzHEveQbnXX4bAMe/bFf+cPcjXHLdPV2LVxumPmlGt0MoraqEOQFYOmzfMqB/flr0oQN32ZwpE8Zx0DOewkHPgFqtxlNmTuaRJSt53T7bA3DHvMX85PcPMvfuh/mng55Ovd7gN3c/zEMLbV2qN7zkedsyddJ4XrrPtrx0n20B+M9v/d9fjE/uudOm7Lz1TCaMq/GsHTYG4JtX3sFt9/fPGNlYVFv2aLdDKK3WaHQ+Z0XEW4B3Aj8HHgVmAPsCn8nMs9b2mn//5lyTqfreLbfMZ+rEcd0OQ2rZV997YK0T513+8Ze19F0/+b3f7khca1NJCzMzvxgR3wX2okiWC4EPZeZDVVxfktSj+mgMc6CqC2Xmn4A7mts84PyIOKiq60uSek+j3mhpq1LV92H+D/Bu4EMUE4E+DlxWcQySpB7RmGThgnVZBfwemJiZ10aEhRMkaQyrLe2fST9VJ6wG8DXgBxFxNGDNKkkaw1ytZN1eQTHx51Jg/+ZzSdJY5aSfdZoA3AXsBLwO2Kbi60uSekm90dpWoapbmOcCHwWOA74FfAo4sOIYJEk9oj55ZrdDKK3qhDkeuBL4QGZ+PSL+qeLrS5J6SG3JgpEP6hFVJ8yJwOnAlRFxYBeuL0nqJX006afqMcx/BBI4DdgMeG3F15ck9ZJ6vbWtQlW38O4E5gJ7A39q/ntHxTFIknpEfYpjmOvybYpu2S2BccD9wPkVxyBJ6hG1xf0zhll1l+zMzDwc+CWwJzC54utLknpJH91WUnXCXNX8d2pmLqNobUqSxiiLr6/bRRHxQeCGiLgWWFTx9SVJPaTRR5V+Kk2YmfnZNY8pSVupAAAF6klEQVQj4hLg1iqvL0nqLY2NZrX9nBExF1hT1f1O4Ezgv4BBYE5mfujJnLeShBkR51MUXl+bV1cRgySpBy1+pK2ni4jJAJl5wJB9vwX+nuKujEsiYo/M/M2GnruqFuaZQFAEuxLYj2IR6Zsrur4kqQfV298l+yxgo4iYQ5HjTgEmZebtABHxI+AgoGcT5gHAXwOvz8ylEXE3RcWfvwJ+VlEMkqQe04GJO0uBTwBfoljo41Jg6L0ri4AdnsyJq5olewTw8sxcCpCZd1Es7fXiiq4vSepBjXq9pW0tbgH+NzMbmXkLxVjmxkP+Pp0nJtDSqmphLsnMJ/yMyMxVEeEsWUkawzow6edNwK7AP0XEU4GNgCURsSPFsOBhQO9O+gGWRsQOmflYGbyI2IF1TwSSJI0Fi9o76Qc4CzgnIn5OkWPeBNSB8ygqzM3JzF8+mRNXlTBPAL4TEZdRZPhtKLL8Gyq6viSpB7V7DDMzV7L2uy+e1+q5KxnDzMzfAy+kKLw+lWJ20gsyc24V15ck9abG6kZLW5UqK1yQmY8C51Z1PUlSH5jW/sIFneICzpKkrmksbPsYZseYMCVJXVOvuIB6K0yYkqSusfi6JEklVL1EVytMmJKk7pk2u9sRlGbClCR1TWPhw90OoTQTpiSpaxzDlCSphHUUUO9JJkxJUvfYwpQkqYQZTvqRJGlE9QVO+pEkaUTehylJUgnOkpUkqYwZG3c7gtJMmJKkrmksmN/tEEozYUqSusYuWUmSSnDSjyRJJZgwJUkqw0k/kiSNrPGIk34kSRpRH9VeN2FKkrrHhClJUgkmTEmSypjlpB9JkkZUf9jVSiRJGlEf3YZpwpQkdY9jmJIklVCb7RimJEkjWj3fMUxJkkZkl6wkSSWYMCVJKsGEKUlSCQNO+pEkaWSDTvqRJGlkdslKklRCvdE/pX5MmJKkrhm3sWOYkiSNaPDPjmFKkjQixzAlSSrBhClJUgku7yVJUglO+pEkqYRVTvqRJGlkjmFKklSCCVOSpBJMmJIklTB+Eyf9SJI0opVO+pEkaWR2yUqSVEK7E2ZEDACfA54FrADenJm3tePcJkxJUtd0YAzzpcDkzHx+RDwP+CRwVDtObMKUJHXNynltH8PcF/ghQGZeGxHPadeJezZhnnr07rVuxyBJ6qxXrrqp3d/1M4BHhzxfHRHjM3Ow1RMPtHoCSZJ6yEJg+pDnA+1IlmDClCSNLlcDfwPQHMO8sV0n7tkuWUmSnoSLgEMi4hdADXhju05cazT6aDEyrVVEPBP4OLARMA34AfAz4K2Z+co2XWMz4BfArpm5vB3nlIbr9Gc5It4CvBUYBD6Smd9v9ZwaO+yS7XMRMQv4OnB8Zh4IPA/YFYg2XuMwYA6webvOKQ3X6c9yRDwFeBfwAuAw4GMRMakd59bYYJds/zsKuDwzbwXIzNUR8XpgH+AAgIh4B/AyYALF7LGXAdsB5wCrKH5tvx5YCXyD4ofUBOBtmXkjUAcOBq6v6D1pbOroZxnYHrg6M1cAKyLiNmA34FeVvDv1PVuY/e+pwB1Dd2TmYoovjDVVLzYBDs7MF1J8eTwXOIQiAR4M/AcwG9iL4kvoCIpf4jOa5/txZs6v4s1oTOv0Z3n47QaLgJmdezsabUyY/e9uYOuhOyJie2A/gMysU3zhnB8RZwFbUXzRnAX8meIG33dQ/DK/FLgCuBj4MEXLUqpKpz/Lw283mA4s6Nzb0Whjwux/3wcOj4gdASJiAnA6xRcIEbEb8NLMfAXwTor/z2sU3V9XZeZBwAXACRTdXg9k5qHAR4CPVvtWNMZ1+rN8HfDCiJgcETOBXYDfVff21O+cJTsKRMSewH9SfIFMB75H8ev6rcCbKL6IZlAUIl5B8Yv8WuB/KX6N14F/pviF/w1gKrAa+HBmzhlynbuAnZ0lq07p9Ge5OUv22Ob5P5qZF1b25tT3TJiSJJVgl6wkSSWYMCVJKsGEKUlSCSZMSZJKMGFKklSCCVOSpBJMmJIklWDClCSphP8PLIc1zQynbM0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import recall_score, precision_score, accuracy_score\n",
    "\n",
    "y_circ_pred = nnlr.predict_classes(X_circ, verbose=0)\n",
    "\n",
    "# 顯示分類結果報告\n",
    "tclass, tcount = np.unique(y_circ, return_counts=True)\n",
    "pclass, pcount = np.unique(y_circ_pred, return_counts=True)\n",
    "print('真實 Y： Class{} {} 筆 + Class{} {} 筆'.format(tclass[0], tcount[0], tclass[1], tcount[1]))\n",
    "print('預測 Y： Class{} {} 筆 + Class{} {} 筆'.format(pclass[0], pcount[0], pclass[1], pcount[1]))\n",
    "# 分類效能指標\n",
    "display(pd.Series({'Recall': recall_score(y_circ, y_circ_pred),\n",
    "                   'Precision': precision_score(y_circ, y_circ_pred),\n",
    "                   'Accuracy': accuracy_score(y_circ, y_circ_pred)}))\n",
    "\n",
    "# 劃出 confusion 矩陣\n",
    "plot_confusion_matrix(y_circ, y_circ_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id=\"ann-logistic-regression\"></a>\n",
    "\n",
    "## 17.3 多層類神經網路的 Logistic Regression\n",
    "\n",
    "### § 用 Keras 建構多層類神經網路 LogisticRegression 模型\n",
    "\n",
    "當網路結構不足以學習複雜資料集時，擴張節點數（增廣）、增加隱藏層（加深）是一個可以先嘗試的策略。 除非訓練資料量太少，要不然通常不會因為一層又一層的堆疊而降低學習的能力。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "\n",
    "# 建立 Sequential 物件，指定網路結構配置\n",
    "annlr = Sequential([\n",
    "    Dense(units=4, activation='tanh', input_shape=(2,)),\n",
    "    Dense(units=2, activation='tanh'),\n",
    "    Dense(units=1, activation='sigmoid')\n",
    "])\n",
    "\n",
    "# 模型結構大小摘要\n",
    "annlr.summary()\n",
    "\n",
    "# 指定套用學習/訓練的方法\n",
    "# 注意： optimizer 明確指定自己建立的物件，這樣可以設定額外的超參數，如學習率（lr, learning rate）\n",
    "annlr.compile(optimizer=Adam(lr=0.01), loss='binary_crossentropy', metrics=['accuracy'])\n",
    "\n",
    "# 指定訓練資料的配置，開始訓練\n",
    "history = annlr.fit(x=X_moon, y=y_moon, batch_size=None, epochs=100, verbose=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "三層的 ANN（2個隱藏層 + 1個輸出層）其實還只是淺層網路，節點數也不多，要訓練的參數總共也才 25 個。 但是這個網路已經可以把 moons 資料的分佈模式精準的學習起來，約 100 個 epochs 以內就已經收斂到 loss 趨近 0 的百分之百準確度，決策邊界非常清楚的在精確的範圍內。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 觀察訓練過程的 accuracy 與 loss 值\n",
    "plot_metrics(history)\n",
    "# 觀察訓練結果的決策邊界\n",
    "plot_decision_boundary(annlr, X_moon, y_moon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "真實 Y： Class0 500 筆 + Class1 500 筆\n",
      "預測 Y： Class0 500 筆 + Class1 500 筆\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Recall       1.0\n",
       "Precision    1.0\n",
       "Accuracy     1.0\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import recall_score, precision_score, accuracy_score\n",
    "\n",
    "y_moon_pred = annlr.predict_classes(X_moon, verbose=0)\n",
    "\n",
    "# 顯示分類結果報告\n",
    "tclass, tcount = np.unique(y_moon, return_counts=True)\n",
    "pclass, pcount = np.unique(y_moon_pred, return_counts=True)\n",
    "print('真實 Y： Class{} {} 筆 + Class{} {} 筆'.format(tclass[0], tcount[0], tclass[1], tcount[1]))\n",
    "print('預測 Y： Class{} {} 筆 + Class{} {} 筆'.format(pclass[0], pcount[0], pclass[1], pcount[1]))\n",
    "# 分類效能指標\n",
    "display(pd.Series({'Recall': recall_score(y_moon, y_moon_pred),\n",
    "                   'Precision': precision_score(y_moon, y_moon_pred),\n",
    "                   'Accuracy': accuracy_score(y_moon, y_moon_pred)}))\n",
    "\n",
    "# 劃出 confusion 矩陣\n",
    "plot_confusion_matrix(y_moon, y_moon_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "同一個網路結構用來學習 Circles 分佈的資料，應該也是小菜一碟而已。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "history = annlr.fit(x=X_circ, y=y_circ, batch_size=None, epochs=100, verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Clc65I4DLgfk9O8xsAtFYtyOB9wE/zbbcxUZYW0fTHb8mrKlh7NkfwV/9VqmLJCIiIiNQwZbncM7dBVzrnFtnZpOAMYAb4MePBhZmz7OIqMu057zrgVnOuW5gEtDonIvdNMtgt91p+vmv8JqbGfe+Y6j7+IepmXcJVQtuoPyPC0m8+AK0t5e6mCIiIhJjBen6NLM5wK+Ac8xsGdHyHHVAhZn9QzbE7Ugd0JTzPmNmSedcGsA5lzazLwLfBq7t7wQ1NRUkk4nh3soOJRI+qVT19g84Zg7Bfffh/+QnlL/8MvxtEV5Ly1aHhBMnEu65J0zdk3DqVJg0ibC+ASY2EDZMhIYGqK+HRGHvZTTZab1Iyahu4kn1El+qm3gqZr0Uaoxa7vIcX6J3eY5/JFqeY2dBrRmozXnv94S0Hs6568xsAfCAmR3vnPvf3P2trZ3Du4MBSKWqaWxs2/FB+x8CN/5n9H0Y4q1fT+LVl0m88jKJN9/Af/MNEq+/jv/UUyTuuRuvq2ubU4SJBMGEeoKJkwgmTiRomAi+Hx3b1YnX1Q3dXZDJ4GUyEIQQBpDJENaNJTN1KsEeU8hM2ZNgyhQye+1NWDe2AD+ReBhQvUhJqG7iSfUSX6qbeCpEvdTX1/a7vVBB7WDg4865VjPbsjyHmf0JuG4An38MOBW4M9s6t6Rnh5kZ8G/Ah4FuoskGQb5voCA8j7C+nnR9Pel3H77t/jDEa27CX78Of906vHXr8N9ei79uLf7atfhr1+CvWUPyuWej48vLCcvKsq/lkEyA74PnR4+08n0Sr75M+cMP4bVt3upSmUmTyUybTtqMzH5GMH48iVWr8N96k8Sbb+KvegOvqYnwHRMI6hsIGiYSNGRfd9uNzG57EOy2G2FqHHj9DBEMw/63i4iIyIDFdXmOu4ATzOxxwAPONbOLgZXOuXvM7FngCaJZnw845/4v73dQCp5HODZFZmyKzDvz+LStMMTbtDFqwXv9dRIvv0TyRUfihRVU/fz2rUJcWD2GzB57EOy+B5m998Ffv4HEqy9T9rcn8Dds2PbU1dVkJk7CywTQ0Y7X2YmXfQ2rqghragnq6ghrawlr66KytLfhtbXjtbdF4/TKywnrxhKMHUtYN5Zw7FjCsjK8jg68zk7ozL4STdSIzldHWFdHWFmF19mB19EB7W14HR0kCKjxkoTV1YTVVYRV1VBeEYXgTRvxGjfhb9yI19JMZuqepA88mPRBB5M+cFZURhERkZjwwgI87sjM/gX4AtHyHGuAQ4ELyC7PMcCZn8Oybl1LwScYjIom6TDEf2sVXmMjwe67E45Nbb8lrLsbf93b+G+twn9rFYm3VuGvWoX/9hpIJKNgVlEBlVWE5eVR0GppwWtpwm9uxmtpIUwkoLKSsKo6Or6qCq+7G6+5Ca+pCb+pCa+5Cbq6ovNUVhCWV0BFBRBG52tujs6XGzDLyggro/P5FeWE7R3Q3o7Xthkv5894kEoRpsYRjB9POKaWxCsvkXjzjS370+/cl6C+AcrKoKwsarEsK492ZjKQSUddzOk0BAGk09H3mTRkgmhbwo/GFPqJ6H7Lygnr6rYOorW1UStoT6toWRlheUW0PZUi2HJcXXQPjY34TY14jY1R0Gxuxsv+rLyWZvyWFoKxKTIzZpKePoP0tOlQU1OIPzHDMip+Z0Yh1Ut8qW7iqUBdn/3+41uQoAaQfabnnsDPszM/TyYaa1aUNc8U1HYB6TR0dEBlJSR7G4e3qpcwhK4uvM4OwjE1/U7K8NavJ/ncYsqeWUzyuWfxmhrxurPj/rrTeN3ZcYOJZBS8klEII5GIQpYfbQuTySjk9owVzAQQZPC6uvBamnuDaJ9u6OEKaqMWS3/TRrycmcSZqXsSTJiA19kVtUp2dUU/LyCsqYlaJWtqoq8xY6A8CsVheRmUV0RhNQiyATUT3UsQEPr+lvsnkQ2jff96CYkCchBs9VVRU0WHl8wG9UqoqiasqYmCaSpFMDZFmEpFLZs9P8+tzhtGP8tNm6Lg2tYWfXb8eIJx47OBXgZLf5fFl+omnkZFUAMwsxnADCABOOfccwW7WB8Karuu2NdLdzdeawt0deOlu6MgmQ2dfmtL1FLWlG1Ba24mrB6zVYgJxqai1raxYwlraqNxiQCZDP7rr5FcsZzkimUkli/Fb2wkrKwkrKiEioqoxRPwWlui1snWVvyWFmjbHAXKzs6ofF3RK37UOhj2BDPfiyarZDJ4QaY3xPXH93u/PJ/Q8/DS3Vu6sXcm9Lze8ZflZVFIa2rCC7Y/JDUYU0M4fnzUlZ5KbWnBDMaOjYJoWRISyagFM5GMfv4d7XgdUZc9nZ1ROMz+zMLKCqioJEwkojrKtp566Z7wGkT/GQijIOql03ibN+O1tkavm1shnSaYvBuZPfckmDKVzNS9otZrz8fLttCSzp6rqjIbnmsJxtRAdXVv/RbQgH5n2ttJrnwhGrM6cZLGoBZJ7P8+20WN+KBmZuOA24CTgUaioFYLPAKc7pxr2sHH80JBbdeleomvVKqaxo2t0NGB1x6NU/RaW3O6drMtZS0tUWDszgbZ7i4Iw2zX9fgtXdhhVVU09nDjxqhFceNG/I0belswGxu3dKt73V3ROfsEvdD3e7vZKyqjQNgzLrK9fauucyDbqprsDaBbwqgXtayOqcl+jSGsqQHfj4YKvP4aXtvg/lyGnhcF7GQZlJf1dpePGUM4NhV1p2dfGVMTteqWl/ce39+yPn4iGt85dixB7VjCujpqd6unubk9GzrD7FjSdpLPPUPZ038nufhpkkuXRGGVaAhBxmaQthmkp08nmDg5+k9EalzUIjpuXNSCrTA3bPr7LJ6KGdQKNZngJ0SL0c5wzr0AYGYzgVuJlu74TIGuKyJx5/tQXR1N9uAdxb9+dmwh3d1bxiJuN1CEYXRsOh0dl0gMPXyEId6GDSRefxX/rbei82S70kM/mrHtdXRErZ2trdmvlqjLursr+xq1SHptbVGr6+rV+CuWR2MX29uiYDtE26uJoLaO9EGH0P6Fi0gf8C68dW+TXLGCpFtOxT2/peq2xv5vN5nMtmb2tACnook9Pd3liagLPSwvh6qqnHGr1VFLZt/u9UQiaglN9sx0T0bjP6uqomBcXR21PldVRS232f8I0NaO19FOmBpHZvJuMGbMkH9GIqVQqKB2KvDenpAG4Jxbln1G50IU1ESkVHwfyqOWqZ3yvN4wN1yeRzhhAukJE+CQ4Z+uXz3Bsqsr6tZNZ7YdP9idxm/tmYzSjNfcxJiwm7a2rt4Qmu12Ts88gMx+07bf/RqG0TJC696OWkI3bcJv3IS3aVPU0tm4KQqUjY3R69o1W4179DJBFEI72qNglR1DWUhBKkUweXcyu+9OZt9p0YzvWQeR2fudRelmFhmsQgW17T0bKSTqBhURkXzLCZY7GvuRmThxq/fVqWo6h9KN43mEDQ1kGhrYzkjFwclkom7xjo5tx0H2zLDuzhnb2d0dTc5pa4vGBLZtxmtrj7p9c1roqKyIQuTqt0isehN/9Vv4b75J+aMPbwmHQW0d6QNn0fGJT9F55kfzcTcieVGooHYPcL2ZnZPT9WnA9cC9BbqmiIiMZIkEjBkTzUKGHYbNvOjuJuFWUPbsYpLPLqbssUeo/fxnCVLj6H7v+wt9dZEBKVRQ+xrwO2CFmTVnt9UB9wEXFuiaIiIiA1dWRuaAd5E54F3wj+dAayvjTjmRuvM/TeODfyGzz76lLqFI/oKame3TZ9OngTHAB4m6QhcCGWA80UxQERGR+Kipoem2Oxh34rHUfeIfaHzgz6P6ucgyMuSzRW0l/bdU9wxlDbPfa5yaiIjEUjB1T5pvvp2xHz2d2n8+j+bbftHvQtkixZLPKS57A/v087V3zr6eVxERkVjqPuoYWr/zfSr++CBj/v07pS6O7OLy1qLmnHstX+cSEREppY5zzyO5dAnV18wnPXN/Os/4SKmLJLsoLRojIiLSl+fR+m8/pPuwOdRc/CX8VW+WukSyi1JQExER6U95Oc3XL8ALMtTMuyRaUFikyBTUREREtiPYcy82f+0KKhb+nvL7tQyoFF+h1lEbFjPzgRuAWUAncJ5zbmXO/q8A/5B9+3vn3LeLX0oREdkVtJ//eSp+cyc18y5h03uO1ZIdUlRxbVGbC1Q6544ALgfm9+zIrtf2j8CRwBHAiWZ2YElKKSIio18ySeuPrsVf9zZjvvOtUpdGdjFxDWpHEy2Qi3NuETA7Z98bwAeccxnnXACUAYV/kq+IiOyy0gcdQvtn/5mqW28m+ddFpS6O7ELiGtTqgKac9xkzSwI457qdc+vNzDOzHwKLe54nKiIiUiibL7uCzB5TqL3kS9DVVeriyC4ilmPUgGagNue975xL97wxs0rgFqAF+Hx/J6ipqSCZLOxq0omETypVXdBryOCpXuJLdRNPqpcBSlUTXn89ydNPY/zPrif4+hUFv6TqJp6KWS9xDWqPAacCd5rZHGBJzw4z84C7gb84576/vRO0tnYWvJCpVDWNjW0Fv44MjuolvlQ38aR6GYQjjqP29DOp+Lfv0XjmPxBMmlzQy6lu4qkQ9VJfX9vv9rgGtbuAE8zscaLng55rZhcTPU80ARwLVJjZB7PHz3POPVGaooqIyK5k8xXfpOK+u6m6/ho2/+u/l7o4MsrFMqhlJwlc0GfzipzvK4tYHBERkS2Cvfam86P/QNV/3ULbF79COHFiqYsko1hcJxOIiIjEVtuXvwpdXVT/9CelLoqMcgpqIiIig5TZZ186z/woVbf+DG/9+lIXR0YxBTUREZEhaPvKpdDeTvWN15W6KDKKKaiJiIgMQWa/aXTOPZPKmxfgbdxQ6uLIKKWgJiIiMkRtX74Uf3MrVQtuKHVRZJRSUBMRERmizIyZdJ5yOlU3/Qde46ZSF0dGIQU1ERGRYdj8lUvxW5qpuunGUhdFRiEFNRERkWHIvOtAOj/wIaoW/BSvuWnnHxAZBAU1ERGRYWq75DL8pkaqFvy01EWRUUZBTUREZJjSBx4UtardeD1eU2OpiyOjiIKaiIhIHmy+dB5+cxNVN15f6qLIKKKgJiIikgeZdx0YzQD9jxvwNm0sdXFklFBQExERyZPNl1yO39pClZ5WIHmioCYiIpInmZn703H6mVQtuBFvg55WIMOnoCYiIpJHbZdcjte2meqf/qTURZFRQEFNREQkjzI2nc4zPkzVz/4Db/36UhdHRrhYBjUz883sRjN7wsweMrN9+zmm3sxeNLPKUpRRRERke9q+ejl0tFN9/TWlLoqMcLEMasBcoNI5dwRwOTA/d6eZnQT8AZhYgrKJiIjsUGa/aXSe+VGqblmAv2Z1qYsjI1hcg9rRwEIA59wiYHaf/QHwfkDzn0VEJJY2XzoPPI/aL5wPQVDq4sgIlSx1AbajDsh9YFrGzJLOuTSAc+6PAGa23RPU1FSQTCYKWshEwieVqi7oNWTwVC/xpbqJJ9VLgRx8AJkfX035+Z9j/E3XEVx2+aBPobqJp2LWS1yDWjNQm/Pe7wlpA9Xa2pnfEvUjlaqmsbGt4NeRwVG9xJfqJp5ULwU09yxqH1hIxbe+SfMhh5N+9+GD+rjqJp4KUS/19bX9bo9r1+djwMkAZjYHWFLa4oiIiAyB59H6w2sIdp9C3QWf0XNAZdDiGtTuAjrM7HHgx8BXzOxiMzutxOUSEREZlLBuLM0LbsFf/Ra1F38JwrDURZIRJJZdn865ALigz+YV/Ry3V1EKJCIiMgzpQ2azed6V1PzrlVTefisd55xb6iLJCBHXFjUREZFRpf0LX6LruPdS843LSD7zdKmLIyOEgpqIiEgx+D7N1y0gqG9g7JmnUvbEY6UukYwACmoiIiJFEjY00HjvgwSTJzP2rDMo/+PCUhdJYk5BTUREpIiC3Xan8Z4HSU+fQd0nz6biN3eWukgSYwpqIiIiRRa+4x00/eZeug8/gtrPf5bKW24qdZEkphTURERESiCsraPpjt/QddIHqb38q4y54mvQpsVtZWsKaiIiIqVSWUnzLf9N22cvoPqmGxn33qNI/nVRqUslMaKgJiIiUkrJJJu/exWNv70PL50mddpJjLny69DeXuqSSQwoqImIiMRA99HvYdNIL7IFAAAgAElEQVRDj9NxzqepvvE6xr33KLyFD0AQlLpoUkIKaiIiIjER1tTS+oMf0/iru/G6ukiedirjjn43lTcvwGttKXXxpAQU1ERERGKm+9jj2fj4U6RvvY2wtpbaeZcwftYMxvy/y0ksX6bnhe5CFNRERETiqKKC8OyzaXzwITb9/k90nXAiVTcvYPyxcxh/yP7UfPUiyn9/n1raRjkvHKWpfN26loLfWCpVTWOjplLHjeolvlQ38aR6ia++deOtXUvFHx6g/M9/pOzhh/BbWwjLykgffCjdBx1M+sCDSB94EJn9pkEiUcKSj26F+J2pr6/1+tuezOtVREREpGDCiRPp+MSn6PjEp6Cri7In/0r5n/5A2V+foOr2W/GyM0XD6mrSM2aS2fudZPbJ+dp7H8K6seD1mwkkhhTURERERqLycrqPOobuo46J3qfTJFa+SPLZxSSXPEty2VLKHn+Uyl//cquPhdVjyOy2G8Hk3QgmTY5e6+sJJvR+hRMmEKTGQUVFCW5McsUyqJmZD9wAzAI6gfOccytz9n8WOB9IA99xzt1XkoKKiIjERTJJZvoMMtNn0HnW2b3b29tJvPoKiZdfIvHqK/hr3sJfvZrEW6soe+Ix/DWr8dLpfk8ZVlcTjE0RplLRa10dYU0tYW0dYU0NYW1t9DqmJvs6Jvq+upqwqpqwqip6rayEqip1xw5BLIMaMBeodM4dYWZzgPnA6QBmNgn4EjAbqAQeNbM/Ouc6S1ZaERGRuKqqIjNjJpkZM/vfHwR4TY34Gzbgr1+Ht24d/vp1+E2NeJs2RfsaG/EaN+GvXo3f4vBaW/BaW/E6OgZVlLCsjLCiEiorCCsqCSsqokkT5RVQXh69Ly8nLC+PtpWVEZaXQ1k5lCUJk2XRtrIklJUTlpVBsqzPvrIoECaThMkkJJKQTOR8nyRMJCHhQzIJiUT2fSL75W/1Phg3Hior81ARQxPXoHY0sBDAObfIzGbn7DsMeCwbzDrNbCVwIPBk8YspIiIywvk+4bjxZMaNJ7PvfoP7bFcX3uZWvM2bs1+tUYBrb8drb4P2dry2ti3vva4u6GjH6+jE6+yAzg68zi7o6sTr7MLr6oTNrfhd3dDdFR3flX1Nd0N3Gi/dHW0r0mTI7oMOpvEP/1eUa/UnrkGtDmjKeZ8xs6RzLt3PvhZgbDELJyIiImRbv8YTjhtf/GtnMtDdHQW37pwQl05DOo2XyUSv6e7o2HQa0hm8TDo6Pshkj8lAJrs9k9ny5WVf0zaj+PeWI65BrRmozXnvZ0Naf/tqgca+J6ipqSCZLGxfeCLhk0pVF/QaMniql/hS3cST6iW+VDfxVMx6iWtQeww4FbgzO0ZtSc6+vwHfNbNKoAKYATzf9wStrYUfsqa1h+JJ9RJfqpt4Ur3El+omngq0jlq/2+Ma1O4CTjCzxwEPONfMLgZWOufuMbNrgUeInqxwhXNucKMZRUREREaAWAY151wAXNBn84qc/TcBNxW1UCIiIiJFpmd9ioiIiMTUqH3Wp4iIiMhIpxY1ERERkZhSUBMRERGJKQU1ERERkZhSUBMRERGJKQU1ERERkZhSUBMRERGJKQU1ERERkZhSUBMRERGJKQU1ERERkZhSUBMRERGJKQU1ERERkZhSUBMRERGJKQU1ERERkZhSUBMRERGJKQU1ERERkZhSUBMRERGJKQU1ERERkZhSUBMRERGJKQU1ERERkZhSUBMRERGJKQU1ERERkZhSUBMRERGJKQU1ERERkZhSUBMRERGJKQU1ERERkZhSUBMRERGJKQU1ERERkZhSUBMRERGJKQU1ERERkZhKlroAhbJuXUtY6GvU1FTQ2tpZ6MvIIKle4kt1E0+ql/hS3cRTIeqlvr7W62+7WtSGIZlMlLoI0g/VS3ypbuJJ9RJfqpt4Kma9KKiJiIiIxFRRuz7N7HDg+8654/psPxW4EkgDtzjnbjKzKuC/gQagBfikc25df8cW8x5EREREiqVoLWpm9jXgZ0Bln+1lwI+BE4Fjgc+Z2STgn4ElzrljgNuAb+zgWBEREZFRp5hdny8BZ/azfQaw0jm3yTnXBTwKHAMcDSzMHvMA8P4dHCsiIiIy6hSt69M59xsz26ufXXVAU877FmBsn+39bcvdLiIiMiI0NsKyZQmWL/dZscJn+XKfF15I0NGxvU/UFLN40sdRR2W44472kl0/DstzNAO1Oe9rgcY+2/vblrt9GzU1FQWflZFI+KRS1QW9hgye6iW+VDfxpHopnrffhgMP9OnoiFZiSKVCDjgAPvaxkNrabY/3fY8gKPhqU7IDBx+87e9HMX9n4hDUlgP7mdl4oBV4D/BDYE/gZOBvwAeBR3Zw7DaKse5MKlVNY2Nbwa8jg6N6iS/VTTypXorn6acTdHRU861vdXDmmWkmTgzx+l09K6K6iYfGPk1ChaiX+vp+kjolXJ7DzM42s88557qBi4EHgSeIZnKuAn4K7G9mjwKfA769g2NFRERib+3aKJUdf3yGSZN2HNJEALwwHJ1NqsV4MoH+pxNPqpf4Ut3Ek+qleG68sYwrr6zEuRbGjdv58aqbeCpQi5qeTCAiIlJKa9b4VFaGpFKlLomMFApqIiIiRbJmjbfTcWkiuRTUREREimTNGo9Jk4JSF0NGEAU1ERGRIlmzxmfy5NE5NlwKQ0FNRESkCMKwt+tTZKAU1ERERIqgpQXa2jwmT1bXpwycgpqIiEgRrFkT/ZM7aZJa1GTgFNRERESKYPXqaKqngpoMhoKaiIhIEaxZ0xPU1PUpA6egJiIiUgTq+pShUFATEREpgjVrPMaODamuLnVJZCRRUBMRESmC1au12K0MnoKaiIhIEaxd66vbUwZNQU1ERKQIosdHKajJ4CioiYiIFFgQwNq16vqUwUsW60Jm5gM3ALOATuA859zKnP2XAR8HmoGrnHP3mdnVwEHZQyYBjc65OWZ2LXAU0JLdd7pzrqlItyIiIjIo69d7pNNqUZPBK1pQA+YClc65I8xsDjAfOB3AzN4FnA0cnj32cTP7i3Puy9n9ZcCjwGez+w8BTnLOrS9i+UVERIakdw01BTUZnGJ2fR4NLARwzi0CZufsmwE85JzrcM51AC8CB+bsvxD4g3NuSbZlbj9ggZk9ZmafLk7xRUREhqYnqOk5nzJYxWxRqwNyuyczZpZ0zqWBJcA8M6sFyoEjgQUAZlYOnA8clv3cGOAnwI+ABPC/ZvZ359xzuRerqakgmUwU8n5IJHxSKS2IEzeql/hS3cST6qXwmpqioDZtWiWp1MA/p7qJp2LWSzGDWjNQm/Pez4Y0nHPLzew64AFgJfBXoKdb8/3Awzlj0NqAa5xzbQBm9heicW9bBbXW1s5C3ccWqVQ1jY1tBb+ODI7qJb5UN/Gkeim8l18ux/PKqaxso7Fx4J9T3cRTIeqlvr623+3F7Pp8DDgZIDtGbUnPDjOrByY4544GLgKmAM9nd7+fKMD1mAY8amaJ7Ni1o4GnC198ERGRoVm71qO+PiRZzOYRGRWK+UfmLuAEM3sc8IBzzexioha0e4F9zOxJoAu41DmXyX7OgNt6TpJtffs5sAjoBm5zzi0t4n2IiIgMyurVWuxWhsYLw9H5B2fdupaC35iapONJ9RJfqpt4Ur0U3vHHV7PHHiG3394+qM+pbuKpQF2fXn/bteCtiIhIga1Z4zFxomZ8yuApqImIiBRQZyds2OAzefLo7MGSwlJQExERKaC339ZitzJ0CmoiIiIFtHp1T1BT16cMnoKaiIhIAa1dG/1TqxY1GQoFNRERkQLqbVFTUJPBU1ATEREpoDVrPMrLQ8aPV1CTwVNQExERKaCexW69flfJEtkxBTUREZECWrvW00QCGTIFNRERkQJas8bT+DQZMgU1ERGRAtJzPmU4FNREREQKpLUVNm9W16cMnYKaiIhIgaxerTXUZHgU1ERERApkzZpoqqee8ylDlSzWhczMB24AZgGdwHnOuZU5+y8DPg40A1c55+4zs/HAC8Dz2cPucs5dY2afBc4H0sB3nHP3Fes+REREBkqPj5LhKlpQA+YClc65I8xsDjAfOB3AzN4FnA0cnj32cTP7C3AIcIdz7sKek5jZJOBLwGygEnjUzP7onOss3q2IiIjs3Jo1UcfVxIlqUZOhKWZQOxpYCOCcW2Rms3P2zQAecs51AJjZi8CBwKHAIWb2f8DbRAHt3cBj2WDWaWYrs8c+WbQ7ERERGYC1az1qa0NqakpdEhmpihnU6oCmnPcZM0s659LAEmCemdUC5cCRwAJgBfCUc+5PZvaPwE+A3/U5Twswtu/FamoqSCYThbmTrETCJ5WqLug1ZPBUL/Gluokn1UvhrF/vs9tuDPnnq7qJp2LWSzGDWjNQm/Pez4Y0nHPLzew64AFgJfBXYD3wN6Ate/xdwL8At/U5Ty3Q2Pdira2F7wlNpappbGzb+YFSVKqX+FLdxJPqpXDeeKOahoaQxsb2IX1edRNPhaiX+vrafrcXc9bnY8DJANkxakt6dphZPTDBOXc0cBEwhWgCwc+AD2cPex/wFFF4O8bMKs1sLFG3ac9kAxERkdjQUwlkuIrZonYXcIKZPQ54wLlmdjFRC9q9wD5m9iTQBVzqnMuY2eXALWb2eWAz0UzRNWZ2LfAIUdC8omdsm4iISFwEQTRGbfJkzfiUoStaUHPOBcAFfTavyPn+/H4+8wpwfD/bbwJuymsBRURE8mjDBo/ubrWoyfBowVsREZEC6FnsVktzyHAoqImIiBTAq69G/8TusYe6PmXoFNREREQK4NlnfZLJkBkzFNRk6BTURERECmDx4gQzZwZUVpa6JDKSKaiJiIjkWRDAs88mOOigTKmLIiOcgpqIiEievfKKR3Ozx8EHq9tThkdBTUREJM+eeSZ6hKFa1GS4FNRERETy7JlnElRVhZipRU2GR0FNREQkzxYv9jnggIBkMZ//I6PSoIKame1lZgfkvP+Mme2V91KJiIiMUOk0LFmS4OCD1e0pwzfgoGZmpwDLgNNyNp8FLDGz9+a7YCIiIiORcz7t7Z7Gp0leDKZF7d+Ay51z3+vZ4Jw7EfgG8MN8F0xERGQk6plIoBY1yYfBBLV9gPv72X4fMD0/xRERERnZFi/2qasL2XtvPeNThm8wQW0Z8PF+tn8YWJmf4oiIiIxszz6bYNasDL6m60keDGY+yjzgfjM7EXgqu+1g4HDgjJ192Mx84AZgFtAJnOecW5mz/zKiINgMXOWcu8/MpgK3ZMvpAZ9zzjkzuxj4DLAu+/HznXNuEPciIiKSd52dsGyZzwUXdJW6KDJKDDjvO+f+RBSyFgH7AXsCfwVmOOcWDuAUc4FK59wRwOXA/J4dZvYu4GxgDnAi8C9mVg38K3Cdc+444HtE4+QADgHOcc4dl/1SSBMRkZJbutSnu9vjoIO0fprkx2AbZjuA25xzpzjnzgReAAbaCX80sBDAObcImJ2zbwbwkHOuwznXAbwIHAh8ld5xccns9QEOBeaZ2aNmNm+Q9yAiIlIQixdrIoHk14C7PrPLc9wJfAd4Prv5LOBqMzvdOfeXnZyiDmjKeZ8xs6RzLg0sIQpetUA5cCSwwDm3PnttI5pZOjf72V8A1xN1k95lZqc45+7LvVhNTQXJZGKgtzckiYRPKlVd0GvI4Kle4kt1E0+ql/xZtsyjoSFk//2r8Lzhn091E0/FrJfBjFHrWZ7j2p4NzrkTzewiohB1yE4+3wzU5rz3syEN59xyM7sOeIBoYsJfgZ6QdjzR2LZPZMenecDVzrmm7P77icbKbRXUWls7B3FrQ5NKVdPY2Fbw68jgqF7iS3UTT6qX/Pnb36qZNSugqak9L+dT3cRTIeqlvr623+3FXJ7jMeBkADObQ9SKRvZ9PTDBOXc0cBEwBXg+G9KuAT7gnPt79vC67L6abGh7L72TG0REREqitRVeeMFn1ix1e0r+DKZFrWd5ju/02T7Q5TnuAk4ws8eJZnCem529uRK4F9jHzJ4EuoBLnXMZM7uaqCv0v6LeT5xz7nwz+zrwv0SzR//snPv9IO5DREQk75YsSRCGnsanSV4Nd3mOQ4iW55i73U9lOecC4II+m1fkfH9+P5+ZtZ1z3Q7cPoAyi4iIFMXixVEnlWZ8Sj4NdnmOA+ldnmMq8ARgRK1bIiIiu6xnnkmwxx4B9fV6IoHkz2BmfU4GLgT2BxJE3ZcNRGPEDBhbiAKKiIiMBIsXJ/Qgdsm7wUwmuAV4P1Er2uHAo8BbRN2fV+S/aCIiIiPDxo3w2mu+uj0l7wYT1I4BznXOfR14DrjPOXcWUUg7pRCFExERGQn+9jctdCuFMZig5gGrst8vo3fdtDuBd+ezUCIiIiPFI48k+OIXq5g0KVBQk7wbTFB7Cjgn+/0zwEnZ79+Z1xKJiIiMEL/4RZKzzqpit90C7r+/jZqaUpdIRpvBLM9xGXCfmbUB/wVcambLgd3RUhkiIrILCUO46qpy5s+v4D3vSXPLLe3U1ZW6VDIaDWZ5jieAPYGfO+c2ED1U/Trgc0SzQUVERGIvDOGttzwaG4f2+eZm+OIXK5k/v4KPf7ybO+5QSJPCGUyLGs65VqA1+/1bRA9GFxGRXVAQwHPP+VRXwz77BCQH9S8KrFvnsWTJwNoLKipg330DGhrCfh92Hobw9tseL77o09W1bTlfe81n+XKf5csTrFjh09ISnWTSpIDp0wNmzAiYMSNDQ8O2a6Bt2OCxYoXPihUJli/3efPNqMzz5nXy5S935eXh6yLbM8hfKxERibMwhDffjIJFVRUcdVQmr0EiDKNwdtddZdx9d5JVq6LQUl4est9+vaHnyCPTHHpo0O+1N26E664r5+aby2lvH1zhxo/vvcaUKQGvv+6zYkUUwDZt2vG5UqmQGTMyfOQj3ZgFtLXBihVRcPvP/yyjo6N8u58tK4vu77DDMnzyk93MmZPh8MM1cUAKT0FNRGSEWr/eY/lyP9va47NsWQLnfFpbewPL7NkZvv71To4+ettQEQSwaFGCZcs8Jk5MMnNmhr32Ckkkeo/JZODVVz2WL0/w3HM+99xTxssv+5SVhRx/fIZ58zoBtrRULVqU4De/KQMqmDo1YO7cbs44I83MmQGtrXDjjeXceGM5ra1w5plp/umfuikv3/lK/m1tHi+80BvKfvnLMlpbPWprQ6ZPDzjllG5mzAjYb7+A6uptzzdlSsjEif21xnVvdZ8bN24b9urqohbDsrKdFlMk77wwHJ2Puli3rqXgN5ZKVdPY2Fboy8ggqV7ia6TVTRDAz39eRjoNn/xkN/5g5skXQGMj/Oxn5TzxRNQFt359b4HGj49amXpam6ZPz7BiRYIf/aict97yOeaYNPPmdXLooQHPPOPz299GLWJr1mx9U5WVUcvR1KlRa9WLL/p0dEThxfdDjjoqwxlnpPnQh7oZN67/cm7aBA8+mOSuu8p4+OEEmYzHtGkZ1q/32LjR50Mf6uayy7qYPn3oi8OGYXSdceMY1V2PI+13ZldRiHqpr6/t90+ygtow6BconlQv8TWS6mbVKo8vfamSRx6JOh6OOirNtdd2MGXK0P9qWbvW4957kzz5ZILTT0/zwQ+mBxQyWlvhppvKueGGcpqaPA4+OMOMGZktwWz69O2P3erogP/6rzKuuaac9et9GhoC3n47ahF73/vSnHFGmlNOKWfp0o4trVUrVvi8/rrP1Kk9wS+T01o1uHtevz6653vuSVJbG/LVr3Yxa5ZW7x+okfQ7sytRUMsDBbVdl+olvkZC3YQh/Pa3SS67rJJ0Gr797U6SSfjGNyrwffje9zr42McGFrAgavW5//4y7roryWOPJQgCj7q6kObmKHBdfnknxx3X/ziyjg649dYyrr02ClknnZTmsss6OeCAwQed1la4+eZynnnG54QT0px8cppUKto3EuplV6W6iadiBrWijVEzMx+4AZgFdALnOedW5uy/DPg40Axc5Zy7z8wmAP8DVBE9V/Rc51ybmX0WOB9IA99xzt1XrPsQkZGnqYktM/Z6xnO98IJPKhXmdBUG7LVXwLXXlnP33WXMnp3huuva2Wef6P98Rx2V5sILK7nwwioWLuzm4ou7eO213vMtX+5vGVifq6MDgsBj770DvvzlLs44I8073xnwq18l+eEPKzjrrGqOOCLNJZd0UVbGVudbujRBc7PHe96TZt68dg49dOgtUTU1cNFFXTs/UERipWgtamZ2JnCac+5TZjYHmOecOz27713AfxM97B3gceBo4N+Bp51zt5rZ5UQB7w7gj0TruFUSPRx+tnOuM/d6alHbdale4qvQdROGsHSpz9Kl/lbB7K23egNUTU0UzswybNrksWJFglde8QjD6D+zyWTI177WxRe/2LXNchOZDNxwQznf/345XV3R8Z4XstdeIdOnZ5g6deuB+ADV1SEnnphm1qxtZ0B2dsJ//3cZP/5xOW+/3VvGngHy06dnOPPMNEcdVdjZhfqdiS/VTTyNyhY1ouC1EMA5t8jMZufsmwE85JzrADCzF4EDs5/5XvaYB7LfvwQ8lg1mnWa2Mnvsk0W5C5FBaG6Gl17yede7drzGVHs7PP10gsmTA/bcc9t/7Idi5cpoBtv06UHRFuMMw2htrBde8Gnr5++w2bNh/Pgdn+ONNzxWrfKZNi2z02N7rvn88z6/+12S3/2ujDfe6F0uYtq0gCOPzDB9ejczZ2aYPj1g9923HcvV1gYvvujjnM+BBwbbHeSeSMCFF3Zx0klpnnnGZ9q0aNzWmDE7L2d/KirgM5/p5uMf7+b3v09uaeHrr4wismsqZlCrA5py3mfMLOmcSwNLgHlmVguUA0cCC/p8pgUY2895erZvpaamgmQyD//a7UAi4ZNKDXJkrQzJsmXw7LMe06eHTJ8OVVXbPzYO9bJ5M1x/vcf8+R6bNnk0NIR85CMhH/tYyJw54PvQ1QV/+hPceafHPfd4W5ZUqKoKmTED9t8/5IADotf994fddtv57LZXX43Od+edHs8913vwlCnROWbOjF4POKD/n2MYwtq1sHRptMjnKaeEOxw83tkZXe/pp2HpUo/nn48Gj+/Iu99dw8c+Fv08dt892rZmDfz611G5Fy3q/fykSb3l3Xtvtgmwq1fDb37j4ZxHMhny/vfDN78ZcNhhIfvuSzYc+9mv7f91l0pFP99jj91h0bc47LDoK19SKTjvvPydb7Di8Dsj/VPdxFMx66WYQa0ZqM1572dDGs655WZ2HVGr2Urgr8D6nM+0Z18b+zlPz/attLZ29t2Ud2qSLryXX/b4wQ8q+O1vk1u6pnw/ZJ99eme79awovtdeIcnk4Oslk4HXXou6wJzrvyXomGMyvOc9O+9+6uyE224r4+qry1m3Lhq0feqp3fzpT0luuSXJDTf47LFHwKGHZnj44SSbNnmkUiFz53Zz0klpNmzwtsy6e/BBn9tv7+0Oi1pbMpgFpFJb9+xnMvDEE0meeipKMrNnZ/jud7uZOjXAud4uwL/8xd/SZZf7c3zHO0JefDE6ZuPG3mtOnBiNq/rEJ7opz1kLtLsbfvnLMubPL2fVKp8xY6KWoA98IJPtVgwYO3bbMj77bBX/8z8hl16a4GtfCzniiAyJBFsG2e+/f4ZvfCPNzJmZ7JpZ0c9iwQK/34VRPS/kyCMznHdemlNOSfOOd/Res7V1p9UlWfq7LL5UN/FUoK7PfrcXc4zah4FTc8aofdM598Hsvnrg086575vZWOAPRK1qVwNP5YxRC4keCP9H4N1ABVGoO6in27SHxqjFW0931T33JOns9LZ0S02bFk3/X7XKY/78cu64o4zycjjvvC7mzk3z6qs+y5b1LnqZO7aooqJnZXQP2HmoymTglVei7q7cEFBWtvUfnSCATMbjk5/s4lvf6uy3m6tvcDn66DSXX97JYYf1dqG1tsLChdHaUosX+xx7bIYzzujmuOMyW4WgXBs2eDjnbwlay5f7OJfoN0xOmxZwxhlp5s7tZurU/v/4d3dH99xzrui8CTZs8Nhvvyjw9oTfIID588t54okkU6YEXHJJJx/+cJp7701y1VUVvPKKz6GHRrMWjzkmM6A1xnp+Z156yduysn0QwGmnpZk7N41Z/12OmQxs3OjR96+ryspQz1jMA/1dFl+qm3galctz5Mz6PBDwgHOBk4la0O4FbgQOAbqIJho8bGYTiYJZLf+/vXsPkqo88zj+7Z4ehowMzhK5CQgsxEdkI15LcAkxBhMvS2a0KlXLrhV0YzapkvUWSx2j62bLeKugu0ZdWLPEmGzKaASMrkqojVeQMmoodSPP2IigAkKQ4c4wPdP7x3taeoZBcKYvh+nfp4pizjk9fd7DUz08816eN/Sw/Z2774xWff4jYTzjVnd/rOv9lKgVT0tL5xV0a9YkGTGic7HN/J6NfOl0ggULqlm0KEU6XUUqFXrBcgU1E4kso0dnWbcuHM+a1cbll+9l6NDu32/XLkinO+/ht3ZtFW1tBw9/IgGjR++rE5VLFAcM6Py6PXvgtttqmDu3mjFjstx3325OPTUkFO3tsGhR58Slqan1kHrfDgfZLDz3XBW33VbDihVV1NZm2bUr9Hw1NbVy9tmfbXuiSv3MxJ3iEl+KTTz1yUSt1JSoHVgu0cr1TK1cmSSVCpOkD1TPKVdw86GHqjuVIKiryzJmTAcffJDstM/eUUftP8E6k4EPP0ySSITq5o2NGc4/P0N9ffaTLWpyPT2DB2eZPXsvI0d+9jAWKy7LllUxe3Z/1q1LcMUVe/niFzu4885+rFxZxcSJoWfpa18r7L6KcZHNwtNPp3j88RTnnZdhxoxMj6r0H66fmb5OcYkvxSaelKgVgBK1zt59N8GiRaEna+XKfTOyBw4M857WrUvywQdJpkzJ0NS0l8mTQ4/Q7t2hqnmu4OZXv5rhjDP2VUU/+uiwOi2bhY0b9+072Ny8b9uZnM19mUUAAA2YSURBVEQCTjihnYaGDMOGFS88xYzLtm3wgx/059e/Dpv+jR/fznXX7e1x4lJpDqfPTCVRXOJLsYknJWoFoEQN1q1L8PjjYU7UihUhOZs8OcP06e1MnBgSreHDQ6LVtZ7TWWdlmDYtw7x5/Vi/PhkV3GztVcHNUilFXJYsqWLr1gSNjZlPLbshncX9M1OpFJf4UmziSYlaAVRqopbbV2/RohTLl1eRzSaYNClMWm9oyDBixKf/s+zaBfPnV/OTn9SwZUuC005r54YbWotecLOQ4hgXCRSbeFJc4kuxiae+WvBWeik3t6y5OUlrl+ojbW3wwgspnn++ivb2BMce28611+7lggvaPtkC51DU1sLs2W3MmtXG2rVJjj9+/2rqIiIiUhpK1GJi5cokCxakPqlxldPWtm9V44YNnz4J6phjOpg9O5Sx6G2CVVcHEyfGf5hTRESkL1OiVkTvvx8m8G/cmODcczNMnrx/ranVq0NB18ceS5FMhi1l8iWTMHZsB9OmtXPccXuZMCFXQmL/XrL6+oNXrhcREZHDhxK1AvvoozBHbMGCal59NUzgr6nJMm9eP4YN66ChIcOFF7YxZEiWu+4KBV2rq+Gyy8Im0Ieyt6GIiIhUBiVqBXT33f24445+eVvhtNLQ0MZRR2VZsiTFggUpfvazaubNC2Xoq6uzzJrVxpVXHrigq4iIiFQuJWoF9NRTKSZM6GDu3D37bYXT2Bi2yNm6NbzuvfeSXHRRG6NGKUETERGR7ilRK5BsNkz6nzmz7YD7FQIceSTMnJkpYctERETkcKVa6gXy0UcJdu5MMG6cVkqKiIhIYShRK5B0OvxTjh+vRE1EREQKQ4lagShRExERkUJTolYgq1Ylqa3NMny4FgeIiIhIYZRsMYGZJYH7gUlAK3Cpu6fzrl8DzAQ6gFvdfaGZXQ+cE72kHhjm7sPM7Grg28Cm6Np33d1L9CjdSqeTjB3bsV9BWxEREZGeKuWqz0agv7tPMbPJwBygAcDM6oHLgfHAEcAKYKG73w7cHr3mSeC66L1OBr7l7q+VsP2fKp1OcuKJh8/G5SIiIhJ/pez/mQo8A+Duy4FT867tBNYQkrQjCL1qnzCzC4Et7r44OnUK0GRmL5lZU7EbfjCtrWG7KK34FBERkUIqZaI2ENiad9xuZvk9eu8DfwJeB+7p8r1NwA/zjh8GvgecBUw1s78pfHMP3XvvJenoSGghgYiIiBRUKYc+twF1ecdJd89Vfj0XGA6MjY4Xm9lSd3/FzI4HWnLz2cwsAfybu2+Njv8HOAl4Mv9mAwbUkEpVFe9pgKqqJPX1taxfH45POqkf9fX9inpPObhcXCR+FJt4UlziS7GJp1LGpZSJ2lJgBvBINEftzbxrW4DdQKu7Z82shbB4AGA68HTeawcCb5nZBMKQ6VnA/K4327GjtfBP0EV9fS0tLbt4441+QBVDhuyipaXot5WDyMVF4kexiSfFJb4Um3gqRlwGD67r9nwphz4XAnvMbBlwN3CVmV1tZt9w9xeBPwDLzexloBlYEn2fAe/m3iTqSbsBeBZ4Efg/d3+qhM+xn3Q6ydChHdR1/28sIiIi0iOJbLZv1v3atGl70R8sl1Gfd14tNTVZFi7cXexbyiHQb6DxpdjEk+ISX4pNPBWpRy3R3XlV/SqAVauSWvEpIiIiBadErZc2b06wZYtWfIqIiEjhKVHrJe3xKSIiIsWiRK2XVq0KQ8oa+hQREZFCU6LWS+l0kurqLKNG9c1FGSIiIlI+StR6KbcZe6qUFelERESkIihR6yWt+BQREZFiUaLWC5lM2OdTCwlERESkGJSo9cLq1dDWptIcIiIiUhxK1HqhuTn8raFPERERKQYlar3Q3BxKc6hHTURERIpBiVovvPMODBrUwaBB5W6JiIiI9EVK1HqhuTnBuHGqnyYiIiLFoUStF5qbNewpIiIixVOyMq1mlgTuByYBrcCl7p7Ou34NMBPoAG5194VmlgA+AN6JXvayuzeZ2Qzgn4EMMN/dHyjVc+Rs3w4bNiS0kEBERESKppT19BuB/u4+xcwmA3OABgAzqwcuB8YDRwArgIXAOOB1d5+RexMzqwbuBk4DdgJLzewJd99QwmfRZuwiIiJSdKVM1KYCzwC4+3IzOzXv2k5gDSFJO4LQqwZwCjDCzJ4FdgNXATVA2t23AJjZS8CXgEdL8RA5uURNPWoiIiJSLKWcozYQ2Jp33G5m+Yni+8CfgNeBe6Jz64Hb3P0rwK3AL7t5n+3AkcVq9IGsWpUkmcwyZowSNRERESmOUvaobQPq8o6T7p6Jvj4XGA6MjY4Xm9lS4FXCPDTc/SUzG0FIzPLfpw5o6XqzAQNqSKWqCvsEedasSTB2LAwdWlu0e0jPVFUlqa9XXOJIsYknxSW+FJt4KmVcSpmoLQVmAI9Ec9TezLu2hTC02eruWTNrAeqBm4HNwJ1mNglYS+h1+4KZDQJ2ANOAH3e92Y4drcV8FjZu/BwnnFBFS8uuot5HPrv6+lrFJaYUm3hSXOJLsYmnYsRl8OC6bs+XMlFbCJxtZsuABHCJmV1NmG/2WzObDiw3sw7gJWAJ8Afgl2Z2PqFn7WJ3b4u+bzFh6Ha+u39YwucA4N579zB48OdKfVsRERGpIIlstm8WbN20aXvRH0y/6cST4hJfik08KS7xpdjEU5F61BLdnVfBWxEREZGYUqImIiIiElNK1ERERERiSomaiIiISEz12cUEIiIiIoc79aiJiIiIxJQSNREREZGYUqImIiIiElOl3JmgzzCzJHA/MAloBS5193R5W1WZzKwamA+MAWqAWwjbjD0IZIG3gMvcvaNMTaxoZjYEeA04m7C7yIMoLmVnZk3AN4B+hJ9lz6PYlF308+znhJ9n7cB30OemrMzsdOAOdz/TzMbTTSzM7GYgt4PSle7+SiHboB61nmkE+rv7FOB6YE6Z21PJLgI2u/uXgHOBe4G7gBujcwmgoYztq1jRfzrzCPv4guISC2Z2JnAG8NfAl4FRKDZxcR6QcvczgH8FfoRiUzZmdi3wU6B/dGq/WJjZyYTP0enA3wL3FbodStR6ZirwDIC7LwdOLW9zKtqjwE15xxngFEIPAcDTwPRSN0oA+DEwF1gXHSsu8fB14E3C/stPAE+i2MRFM5CKRm0GAm0oNuW0Crgw77i7WEwFfufuWXdfS4jf4EI2QolazwwEtuYdt5uZhpHLwN13uPt2M6sDfgPcCCTcPVd3ZjtwZNkaWKHM7GJgk7svzjutuMTDUYRfLr8JfA/4byCp2MTCDsKw50rgAeAe9LkpG3d/jJAs53QXi675QMFjpEStZ7YBdXnHSXfPlKsxlc7MRgHPAr9w918B+fM36oCWsjSssv0DcLaZPQecCDwEDMm7rriUz2ZgsbvvdXcH9tD5PxbFpnyuIsTmWMIc6J8T5hHmKDbl1d3/LV3zgYLHSIlazywlzCXAzCYThhGkDMxsKPA74Dp3nx+d/mM0DwfCvLUXy9G2Subu09z9y+5+JrAC+BbwtOISCy8B55hZwsyOBo4A/lexiYUt7Oud+RioRj/P4qS7WCwFvm5mSTM7htBx8+dC3lTDdT2zkNBbsIwwofCSMrenkt0A/AVwk5nl5qpdAdxjZv2AtwlDolJ+3wceUFzKy92fNLNpwCuEX9YvA1aj2MTB3cB8M3uR0JN2A/Aqik1c7PczzN3bo3i9zL7PU0FpCykRERGRmNLQp4iIiEhMKVETERERiSklaiIiIiIxpURNREREJKaUqImIiIjElMpziEifZ2bvAaMPcPkCd19UpPteDNzi7iOL8f4i0vcpURORSvF94FfdnN9S6oaIiBwqJWoiUim2ufuGcjdCROSzUKImIhUvGhr9d2AW8AXgBeDb7r4uuj4SuAuYTtjv72HgGnffE12fDtwOHE+o8n+9uz+R9/43AZcTtgT6r+h7VW1cRA5KiwlERIJ/AeYApwP9gQUA0XYxvwcGAGcC3yTs8zcnun4c8BTwBGEj7f8EHjWzv4zedwTwV8BU4LuEjbfPL8HziEgfoC2kRKTPi3rMhgGZLpda3H1kdP1xd78iev1Y4F3gJOAYQg/aSHf/OLp+DvAk8HngRmCKu0/Nu9+NwG+Bk4EHgM+7+7bo2h8JewT+qBjPKiJ9i4Y+RaRS/BB4tMu59ryvl+W+cPfVZvYxMIGQqKVzSVrea6sIw6THA6/lv6m73wJgZicDf84laZGthB47EZGDUqImIpVik7unP+V61962KsJ8tD3dvLYq7++9B7lvezfnEgf5HhERQHPURERyTsx9YWbjgSOBN4C3gfFmNijvtVMICVgaeIcwREre9y8xs+8UvcUi0uepR01EKsVAMxvWzfmd0d//ZGavElZt3gv83t3fNjMHmoFfmFkTMAi4B3jY3Teb2X8AV5jZ9cBvCAsFziAsHJhW3EcSkb5OPWoiUinmAOu7+XNzdP1B4BbC/LP1hNWduHsH0AhkgeXAI4QVnpdG11cDFwB/D7wFXAI0uvu7JXgmEenjtOpTRCpetOrzFnf/aZmbIiLSiXrURERERGJKiZqIiIhITGnoU0RERCSm1KMmIiIiElNK1ERERERiSomaiIiISEwpURMRERGJKSVqIiIiIjGlRE1EREQkpv4f6gkh4rOl0ugAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 觀察訓練過程的 accuracy 與 loss 值\n",
    "plot_metrics(history)\n",
    "# 觀察訓練結果的決策邊界\n",
    "plot_decision_boundary(annlr, X_circ, y_circ)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "真實 Y： Class0 500 筆 + Class1 500 筆\n",
      "預測 Y： Class0 500 筆 + Class1 500 筆\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Recall       1.0\n",
       "Precision    1.0\n",
       "Accuracy     1.0\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import recall_score, precision_score, accuracy_score\n",
    "\n",
    "y_circ_pred = annlr.predict_classes(X_circ, verbose=0)\n",
    "\n",
    "# 顯示分類結果報告\n",
    "tclass, tcount = np.unique(y_circ, return_counts=True)\n",
    "pclass, pcount = np.unique(y_circ_pred, return_counts=True)\n",
    "print('真實 Y： Class{} {} 筆 + Class{} {} 筆'.format(tclass[0], tcount[0], tclass[1], tcount[1]))\n",
    "print('預測 Y： Class{} {} 筆 + Class{} {} 筆'.format(pclass[0], pcount[0], pclass[1], pcount[1]))\n",
    "# 分類效能指標\n",
    "display(pd.Series({'Recall': recall_score(y_circ, y_circ_pred),\n",
    "                   'Precision': precision_score(y_circ, y_circ_pred),\n",
    "                   'Accuracy': accuracy_score(y_circ, y_circ_pred)}))\n",
    "\n",
    "# 劃出 confusion 矩陣\n",
    "plot_confusion_matrix(y_circ, y_circ_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### § 學習更複雜的資料模式\n",
    "\n",
    "#### Sine 分佈資料\n",
    "\n",
    "Moons 和 Circles 的資料分佈模式，雖然製造了線性模型的學習門檻，有比較複雜的決策邊界，但也是單一連續決策邊界就足以準確分類的。 類神經網路可以有能力學習比這些更複雜的資料模式，用有兩群交錯的正弦波分佈模式來試試，這個資料分佈是沒有辦法一個連續決策邊界就解決的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 產生正弦波分佈模式的資料\n",
    "X_sine, y_sine = make_sine_wave()\n",
    "\n",
    "plot_data(X_sine, y_sine)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以用剛剛的 `annlr` 試試，不過預期結果應該不會太好。 不用多考慮，直接增加節點及隱藏層試看看。 要幾個節點幾個隱藏層才會適合這個資料模式的複雜度？ 目前並沒有一個評估的標準可以提供適合的選擇方式，通常還是要用 trial-and-error 的方式來決定。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "\n",
    "# 建立 Sequential 物件，指定網路結構配置\n",
    "annlr2 = Sequential([\n",
    "    Dense(units=64, activation='tanh', input_shape=(2,)),\n",
    "    Dense(units=56, activation='tanh'),\n",
    "    Dense(units=48, activation='tanh'),\n",
    "    Dense(units=1, activation='sigmoid')\n",
    "])\n",
    "\n",
    "# 模型結構大小摘要\n",
    "annlr2.summary()\n",
    "\n",
    "# 指定套用學習/訓練的方法\n",
    "annlr2.compile(optimizer=Adam(lr=0.001), loss='binary_crossentropy', metrics=['accuracy'])\n",
    "\n",
    "# 指定訓練資料的配置，開始訓練\n",
    "history = annlr2.fit(x=X_sine, y=y_sine, batch_size=None, epochs=250, verbose=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "這個 `annlr2` 的網路結構多加了一層，三層隱藏層 + 一層輸出層共四層。 除此之外，每一個隱藏層的節點數都大幅增加，更新權重的學習率（learning rate）降低了十分之一，總更新次數拉長到 250 個世代。 這樣的配置已經可以學習到複雜函數的非連續決策邊界，雖然沒有一個明確要如何增加、要增加多少的遵循規則，不過這個範例仍然相當符合經驗法則：當網路結構相對簡單，學不起來複雜函數的時候，增加節點數和增加隱藏層數通常有幫助。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 觀察訓練過程的 accuracy 與 loss 值\n",
    "plot_metrics(history)\n",
    "# 觀察訓練結果的決策邊界\n",
    "plot_decision_boundary(annlr2, X_sine, y_sine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "真實 Y： Class0 1200 筆 + Class1 1200 筆\n",
      "預測 Y： Class0 1177 筆 + Class1 1223 筆\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Recall       0.995000\n",
       "Precision    0.976288\n",
       "Accuracy     0.985417\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import recall_score, precision_score, accuracy_score\n",
    "\n",
    "y_sine_pred = annlr2.predict_classes(X_sine, verbose=0)\n",
    "\n",
    "# 顯示分類結果報告\n",
    "tclass, tcount = np.unique(y_sine, return_counts=True)\n",
    "pclass, pcount = np.unique(y_sine_pred, return_counts=True)\n",
    "print('真實 Y： Class{} {} 筆 + Class{} {} 筆'.format(tclass[0], tcount[0], tclass[1], tcount[1]))\n",
    "print('預測 Y： Class{} {} 筆 + Class{} {} 筆'.format(pclass[0], pcount[0], pclass[1], pcount[1]))\n",
    "# 分類效能指標\n",
    "display(pd.Series({'Recall': recall_score(y_sine, y_sine_pred),\n",
    "                   'Precision': precision_score(y_sine, y_sine_pred),\n",
    "                   'Accuracy': accuracy_score(y_sine, y_sine_pred)}))\n",
    "\n",
    "# 劃出 confusion 矩陣\n",
    "plot_confusion_matrix(y_sine, y_sine_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id=\"dnn-softmax-regression\"></a>\n",
    "\n",
    "## 17.4 深度類神經網路的 Softmax Regression\n",
    "\n",
    "再把難度提高一點，前面都是兩個類別資料的二元分類問題，接下來試試多類別資料的分類問題。\n",
    "\n",
    "### § 多類別分類預測\n",
    "\n",
    "產生的資料內含三個類別呈現螺旋狀交錯分佈，輸入的每一筆二維資料 X 對應到輸出 y 的其中一個類別 [0, 1, 2]。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 產生三類別，螺旋群聚分佈模式的資料\n",
    "X_multi, y_multi = make_multiclass(K=3)\n",
    "\n",
    "plot_data(X_multi, y_multi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "與二元分類不同的，多類別資料要預測單一目標類別，有 k 個類別最後一層的輸出就給 k 個節點，激活函數常用的是 **softmax**，損失函數則是常用 **cross entropy**。 另外，二元分類的 y 包含 [0, 1] 兩種離散的類別值 ，可以直接給模型的 `fit` 來訓練。 三種類別時 y 包含 [0, 1, 2]，需要先轉成 **one-hot** 編碼，這可以使用 keras 提供的工具函式 `to_categorical` 來完成。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow import keras\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "\n",
    "# 建立 Sequential 物件，指定網路結構配置\n",
    "dnnsc = Sequential([\n",
    "    Dense(units=64, activation='tanh', input_shape=(2,)),\n",
    "    Dense(units=32, activation='tanh'),\n",
    "    Dense(units=16, activation='tanh'),\n",
    "    Dense(units=3, activation='softmax')\n",
    "])\n",
    "\n",
    "# 模型結構大小摘要\n",
    "dnnsc.summary()\n",
    "\n",
    "# 指定套用學習/訓練的方法\n",
    "dnnsc.compile(optimizer=Adam(lr=0.01), loss='categorical_crossentropy', metrics=['accuracy'])\n",
    "\n",
    "# 轉成類別的 one-hot 編碼\n",
    "y_multi_cat = keras.utils.to_categorical(y_multi)\n",
    "\n",
    "# 指定訓練資料的配置，開始訓練\n",
    "history = dnnsc.fit(x=X_multi, y=y_multi_cat, batch_size=None, epochs=50, verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 觀察訓練過程的 accuracy 與 loss 值\n",
    "plot_metrics(history)\n",
    "# 觀察訓練結果的決策邊界\n",
    "plot_multiclass_decision_boundary(dnnsc, X_multi, y_multi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "         0.0       1.00      0.99      0.99       500\n",
      "         1.0       1.00      0.99      0.99       500\n",
      "         2.0       0.98      1.00      0.99       500\n",
      "\n",
      "   micro avg       0.99      0.99      0.99      1500\n",
      "   macro avg       0.99      0.99      0.99      1500\n",
      "weighted avg       0.99      0.99      0.99      1500\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report\n",
    "\n",
    "y_multi_pred = dnnsc.predict_classes(X_multi, verbose=0)\n",
    "\n",
    "# 顯示分類結果報告\n",
    "print(classification_report(y_multi, y_multi_pred))\n",
    "\n",
    "# 劃出 confusion 矩陣\n",
    "plot_confusion_matrix(y_multi, y_multi_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id=\"references\"></a>\n",
    "\n",
    "## References:\n",
    "+ S. Marsland. *\"Machine Learning: An Algorithmic Perspective\"*. CRC Press, New Jersey, USA, 2 edition, 2014. [[link]](https://seat.massey.ac.nz/personal/s.r.marsland/mlbook.html)\n",
    "+ A. Dertat, *\"Applied Deep Learning - Part 1: Artificial Neural Networks\"*, Towards Data Science, 2017. [[link]](https://towardsdatascience.com/applied-deep-learning-part-1-artificial-neural-networks-d7834f67a4f6)\n",
    "+ S. Ronaghan, *\"Deep Learning: Which Loss and Activation Functions should I use?\"*, Towards Data Science, 2018. [[link]](https://towardsdatascience.com/deep-learning-which-loss-and-activation-functions-should-i-use-ac02f1c56aa8)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}