{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "practice_convolution_pooling.ipynb", "version": "0.3.2", "provenance": [], "collapsed_sections": [] }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" } }, "cells": [ { "metadata": { "colab_type": "text", "id": "fqKI3PvQqk-x" }, "cell_type": "markdown", "source": [ "---" ] }, { "metadata": { "colab_type": "text", "id": "nNHiiRDYk09K" }, "cell_type": "markdown", "source": [ "

Convolution и Pooling операции

" ] }, { "metadata": { "colab_type": "text", "id": "Nm7aIzDKk0_W" }, "cell_type": "markdown", "source": [ "---" ] }, { "metadata": { "colab_type": "text", "id": "bKKVmlbQoL6j" }, "cell_type": "markdown", "source": [ "### Convolution (свёртка)" ] }, { "metadata": { "colab_type": "text", "id": "FTx--liIcRvb" }, "cell_type": "markdown", "source": [ "На этом семинаре мы посмотрим, как свёртки влияют на изображение и попрактикуемся в вычислении свёрток и пулингов от различных изображений.\n", "\n", "Для начала вспомним, что такое свёртка:" ] }, { "metadata": { "colab_type": "text", "id": "uqB6WXdvcRxk" }, "cell_type": "markdown", "source": [ "" ] }, { "metadata": { "colab_type": "text", "id": "lJYJIrjtcyd3" }, "cell_type": "markdown", "source": [ "То есть мы берём фильтр размера FxF, умножаем его на область изображения размером FxF поэлементно, складываем получившееся поэлемнетное произведение и записываем это число в результирующий тензор. Сама операция немного напоминает скалярное произведение, только для тензоров.\n", "\n", "Если картинка размера HxWx3, то фильтр будет размер FxFx3, и поэлементное произведение будет по всему объёму, то есть третья размерность фильтра всегда свопадает с третьей размерностью входного тензора (не считая MobileNet, там есть depthwise separable convolution)." ] }, { "metadata": { "colab_type": "text", "id": "_ohz-kSFcygB" }, "cell_type": "markdown", "source": [ "Напомним, что stride -- это размер шага окна свёртка по осям x и y (обычно совпадают, но вполне могут быть и разными). " ] }, { "metadata": { "colab_type": "text", "id": "x0_Bv0O-gzE3" }, "cell_type": "markdown", "source": [ "---" ] }, { "metadata": { "colab_type": "text", "id": "QiTZg8f5gVk9" }, "cell_type": "markdown", "source": [ "Посмотрим на то, как применение свёртки с определёнными фильтрами влияет на изображение." ] }, { "metadata": { "colab_type": "text", "id": "PfNwcnWAiVR3" }, "cell_type": "markdown", "source": [ "Посмотрим, как будет меняться картинка в зависимости от фильтра:" ] }, { "metadata": { "colab_type": "code", "id": "-KEz7te5i9ay", "colab": {} }, "cell_type": "code", "source": [ "#! wget https://www.kotzendes-einhorn.de/blog/wp-content/uploads/2011/01/lenna.jpg" ], "execution_count": 0, "outputs": [] }, { "metadata": { "colab_type": "code", "id": "9WxCdlpmjrxr", "colab": {} }, "cell_type": "code", "source": [ "from PIL import Image\n", "from math import ceil, sqrt\n", "from math import floor\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ], "execution_count": 0, "outputs": [] }, { "metadata": { "id": "v_AQtsNaQcqV", "colab_type": "code", "colab": {} }, "cell_type": "code", "source": [ "def convolution(a, b):\n", " sum = 0\n", " for i in range(len(a)):\n", " for j in range(len(a[0])):\n", " sum += a[i][j] * b[i][j]\n", " return sum" ], "execution_count": 0, "outputs": [] }, { "metadata": { "id": "bXpF7XdfQcqY", "colab_type": "code", "colab": {}, "outputId": "07cedc0f-62b3-4a24-d687-4201135a9b90" }, "cell_type": "code", "source": [ "img = Image.open('./lenna.jpg')\n", "pixels = img.load()\n", "\n", "plt.imshow(img);" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "6QNbdlsUQcqd", "colab_type": "code", "colab": {} }, "cell_type": "code", "source": [ "img_convolved = img.copy()\n", "pixels2 = img_convolved.load()" ], "execution_count": 0, "outputs": [] }, { "metadata": { "id": "_dP8U15_Qcqj", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Заготовим несколько фильтров:" ] }, { "metadata": { "colab_type": "code", "id": "rhw2cNclibZe", "colab": {} }, "cell_type": "code", "source": [ "'''\n", "filter = [\n", " [-1, -1, 0, 0, 0],\n", " [0, -1, -1, -1, 0],\n", " [0, -1, 9, -1, 0],\n", " [0, -1, -1, -1, 0],\n", " [0, 0, 0, 0, 0]\n", "]\n", "'''\n", "\n", "filter = [\n", " [-1, -1, -1, -1, -1],\n", " [-1, -1, -1, -1, -1],\n", " [-1, -1, 4, -1, -1],\n", " [-1, -1, -1, -1, -1],\n", " [-1, -1, -1, -1, -1]\n", "]\n", "\n", "'''\n", "filter = [\n", " [0, 0, 0, 1, 0, 0, 0],\n", " [0, 0, 1, 1, 1, 0, 0],\n", " [0, 1, 1, 1, 1, 1, 0],\n", " [1, 1, 1, 1, 1, 1, 1],\n", " [0, 1, 1, 1, 1, 1, 0],\n", " [0, 0, 1, 1, 1, 0, 0],\n", " [0, 0, 0, 1, 0, 0, 0]\n", "]\n", "'''\n", "\n", "'''\n", "filter = [\n", " [-1, -1, -1],\n", " [-1, 9, -1],\n", " [-1, -1, -1]\n", "]\n", "'''\n", "\n", "'''\n", "filter = [\n", " [0.5, 1.5, 2, 1.5, 0.5],\n", " [1.5, 3.5, 5, 3.5, 1.5],\n", " [ 2, 5, 10, 5, 2],\n", " [1.5, 3.5, 5, 3.5, 1.5],\n", " [0.5, 1.5, 2, 1.5, 0.5]\n", "]\n", "''';" ], "execution_count": 0, "outputs": [] }, { "metadata": { "id": "4QP0nV4iQcqo", "colab_type": "code", "colab": {}, "outputId": "a52266ed-2914-477a-85c5-ee9a1c1d71da" }, "cell_type": "code", "source": [ "div = 0\n", "for i in range(len(filter)):\n", " for j in range(len(filter[0])):\n", " div += filter[i][j]\n", "if div == 0:\n", " div = 1\n", "\n", "for i in range(floor(len(filter)/2), img.width - floor(len(filter)/2)):\n", " for j in range(floor(len(filter)/2), img.height - floor(len(filter)/2)):\n", " matrR = []\n", " matrG = []\n", " matrB = []\n", " for n in range(-floor(len(filter)/2), ceil(len(filter)/2)):\n", " rowR = []\n", " rowG = []\n", " rowB = []\n", " for m in range(-floor(len(filter)/2), ceil(len(filter)/2)):\n", " r, g, b = pixels[i + n, j + m]\n", " rowR.append(r)\n", " rowG.append(g)\n", " rowB.append(b)\n", " matrR.append(rowR)\n", " matrG.append(rowG)\n", " matrB.append(rowB)\n", "\n", " r = np.clip(round(convolution(matrR, filter) / div), 0, 255)\n", " g = np.clip(round(convolution(matrG, filter) / div), 0, 255)\n", " b = np.clip(round(convolution(matrB, filter) / div), 0, 255)\n", "\n", " pixels2[i, j] = (r, g, b)\n", "\n", "plt.imshow(img_convolved);" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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xbsmcO+vzSE3HtaV0tnb7P4Jn7D80ydst2DnhNHwNXf6izbj78oAkYXp4Qbkv6E5IeUKmQnlwxdu/85BaF0wbTz+4w7QrDYXcQZ50I9aP28JJxJwpJd6bRvgplFgj13ceLv7ppwufPD7x7ARkz3BiFppEyFlIvwWGq49XI4SUPo90hDD9jaY0FFgb/A8CQMYfl726l/e/VXuq2YI0j0MG94E2rDW0tjOdUr8KewGh2AsXOf7L7ZlZ8GI2yG3/TPwMG8kFJ6hdhtEXRV/sZtv194diXU1tFmGihlLbRljoPE7PPOaBSkcY1sNaCwGw1vi7H6+RWnMjYYq2/jzGQw8DZrQwmmZOpicEIuxPEkp7iyxmv8cwhF2K1m8vRUjp0gB/9j3CS+IhZgok2cPGhIyQOIkbb9eE9WvsLyX+xPvcdFXb+2rqmeHB4+FOyo1kKP+MUMn3MJzNOww06VFBOyqnmxPLzRFdV2j+nkzc8Fw+vOKNb97n4uGETEZrNZCmX5piHob3cBeG3rGT/O60bDix/pIOx8bHj6754NEtnz4+cl3BrGHrEs60J2xedCwv/PsljVcGgXVUIrHQ+2SGDlb8TffMmJdwCOTUJerDYKE+mSPfFAjNSFIxWxAatNUXcGs467t5OlfDi0sIIlyz8OZdJrBRKRa81sYbucjQJ6PFMUgSRqiHm4DqhnyCj/EUd5DlcRwIsa1pPKcw8uZhHXF8L1EpI4yzVsOYs32/k9cikIqHTF2JH4ZrEwgTmT3PnCYTtNZxn5u8xRFTU4vz6RZaR0i7ySsc9ap2GVgscgFJOQypv9JuwCPiJQmU5ho6C6MpkkmWoaXgOoVs0lOxw3jZcBZ+b6bNA2BzNGNsKGsThISEJ565g3sbFEK3ZSmBNmF5Xjl+cUfKhZwKVoonDlJhun+PN74r1NW4eXTH9ad3LsQ1yCmjppRechb0Q5ZE60mspuQMKRxEToZW5fp24c9/8ZSffXrk05vKtcZ9NtdPZpSMV1uA0yMD0f8WILFXxoBBOKPgdqSTL2yQvXurlNzAkYWIaNg4nyDdzYWlJUfubtQ7dsK+n7OHd2cvdlxH12j571VbcBGbjKBf4EYUu68WyTEPbXjy8zBkC6f+wqfgn1GLxb991Rx0DfRj2jV0MsLPcwPipUTZDbXZ4IfMQkoggY4Glrf4/81by9nilzOjTiBbT764il8j/anj0XSe6SuaL8wzjOGpPKSMZxXhtUU4pWbDgPn3hUZHfjnezWaAQ00bicMNifbiC0c1coZIOsTZ3kIaPJSApa120GuPXphzfehJWZ8trJdH5ssdst95GJeENO2ZrpQH33zAg29esd4pxydHpCkNIxd/ruksqeD07TkiU7Jk18i1xs3dkS++vOOnH9/w8fPGSV2WI/H+S8mOVvu6EHEnE4V6Wxrq5Y1Xw4BZh+jyK5Oif0BionpYCZIT1kt/Ap8ZGijjqzjZ/zhJ7xxISv5yJYmn6HNGzSjnoUagKPCXPUqHelwRRsklGxrGKLkOqNf6xeLok9OJbtnqhUeY25GPo650dk4h08NRSXkLUCVBFg8H8QmO6pbYCMTTCWyNZIEO5FbDGmawyY8hbtHk/N7M5Rce/vo1t17bmDwj1lRd5mDq70oqIgpksBzOoTuQeB5sgk7XXgqQR+hoPcTTBrTg0lI8fgmVfoRHEU6jirWupYoSrv68u6HsiDi+CQ2jYpKBQgegoxJiRAIKtoYzKVjqZVQahfvG6dkdeTKmXSPfO0HekdJ9yHvSXNi/8YCH33mP090VdblDjyeSrrQWJXQpIZJHctQlMj4/ck5kEZIYd0fl0XPhgy/gs6eF2yZQKrlHIybMJYemkrjnzhl3Xtl42TDs1TBgdETihUIdhHQRo8P3Hlp6uY+/YN2IV7OzLgQBl6W7XB0hUpYEplFcvPkgn98SZHp42RB8AiHgdI5uIBMLyUEcIImQuhSkRblIEpp5YfSQFfQQFQa06lk6UhwnpSjd2RCRgVcFRLjj2UYJlb4LIay1EeJo8GUbq98N34bAPJQ1pPgHTP37bnxlC+/C8PQwn873SaJnhseCf2HdWxy3x3R4tjPlQJH+Q8HD/k7QO9owmnGms0sQi1ta8zlQFUrDasKyuU3Om1xFMlsJzghhg0MUUBKiRgip/CHlQHdJNl4/5kEKHtNRoIVRTI7yEeqhcXh0pGRjeit7WJgrkgspz+zu7XjvdzJJn2D1KV/8+SeUVl1WUtxok1OcJ0Ln4FBLFlDl9lD5818+58MvKp88WXi2QpoyZCUnJaeCtNAz4sir34ZqQ1v7d1iZX+94ZQxYREShdek/i8XSeSU4U7crtPDQBF+iBhqhEV1m0A2EV+nXptSqtNDrtNZISWitUQLdpBAMfpXvkJRGWUcsjwiLgr8iwJlaqN3Dw/VCRTafN8KwPnrmTtVLg+LSuy7OjY9i5C0Mk0BAnQezrrEKVBfg03kvNwCOTYIHIiN0wa2O52gj1PQbNc5D3RFXjpcm4+9wAhG4RAA53tH5vfoziAyw2HZL/dzDL/mNpjQhIiORkAY63a7NgrxXU0SJxAIR8sfl2tn5eomOlfFMzsPblOSF4/vELOOZWneCZ+9ZgLoIy+3Men1JuXgD9B5mnkGUlNjfF67eVq7ePvLlB0fq3eJPyhKlFPLIJHf0747SVLm9W/ni6Ymff3bL589Wro8tDFQhkZ0DFSFJG+9qPB+1yGHZbwP4Al4lAwZ08stpEZ/SNghrI5U00JkTBC4T6Bqhc36Dzhv0hlZAV3z3FiXbYrUeIALdUzNCvxf7QKWRDSNI/W0enCEWccRmgWTcy5+Tv/LCuXo28rxOEjvj2dgW/WbcuiZqfGS7ZmRkNRP5zIhsIXcv1zIU1RzlM9IppEBncUxsKy+ME73AEYYzcTvYUXA8j80axWNyjiz138TPOwLuJm9cs0lwUkKj37+EUR63tKFNNU+6SDz7Pme2F+zPenMn0J0A/fmFTT9zJlivHJDtILpJQyRQqa2V4+1z9s8K071M2Sew4gkHSeT9xIP3rjhc7/j8Z8LdIqwKJTtpL1E2V4rXVaZUSEm5uTnx+eMjH3x2w2dPV25XV9hn65KiTC7ez02bo0zt8whPGLQo/u/z9WWPV8OAxSz0pm46nqvB8IR5ynRqx2rFmoJWRuWfuQdOqbjXxc4W2HaiTeNkA01tACF5KVL8LIsgEo9YtpDT8AmSsziGsVjSqbxgvDoC6RcognM0gaJ0LDoGrZYkDeK+I5XeRgaBlDZNFRCdCSxU7AQpzra4CSSSHa1pa1CjXIuKWfOKBTNUoGrII1SR7JnFlFLowIBc/F4zYew2gysjlDx/tT0LuYX3UqaBboks4BhnYuFzu9QV/0kkOPRwLNrcQGtzkt5r90E8dJfSqzS8R5sIm+wFYv6kETZv72jEb90Ux7W0kTA4l+pgLSQLFUxpt43jFzekXeJq3pGnPciMSSHNe3ZvwDd+sPL4gyc8Ot5y++RAq1BTwyyRJ69j3U+C2srpUPnpL5/x4aMTnz6t3FYwSeTktEvOMEcheWvNCwU0VkfU0bkx++0xXvCqGLDh7hkQHgmORja9F4K3wqkNqr6gzDaP/QLEuXSgF46lFAxFTHwdcgEYSMj6xPaC6yTOY20ZeW+hM9TSuHbHv+ON6kYTxgghfWF6Zw3nkGwsJujCTjdxKbJLEfzGynUfOtTvPSPJdoyOOroOq6k3dxxozYwWSIIISXNxwr5pQqY9Wgoy75EsFPWGg1Yrta5Ia6Oe0FRB2rhmhFFJ0A31dm0d3Xho5a+0e/9+z2EaOs/Yn43aWF9CFH9zBuAGtrB4nyFP6X/CwBCtaSzFdwIYbsmiPuUMs+hEO7hJIvQ+Q8X9jzriMu3G1karITHPzCYT6k1jfbJS7x/J92vIVgxSRsrEfHXBw/fucfxyZb1b0AUgjUaE2cyFuseFp89WPv5y5YvryqF5mC0R+qcoyRIM0xrGXKOMyx3NSGqwOb/fhvGKGDC2BRlhJNbV+F2eYJFhqtjaXCh47kmTSyp6ut16xkm65ifCSkmUaUJyQ1JzlT6bdGPUCIpnJ8HJ2i5qHYry5KUurvVK0b3T+w9JJ8npt9MXaO8sEIiA9AJ5P4qaB83kinI1J7N7q5nBM1lwgy0QqRk5ajzdiImHdmJYniBPsEuogIpQZULnmf3VnmNq7C4uWI8LIsKck5PLkmi3B+y0YNfX6OlEMqFRB7mc+sPr1yZdShLPHAler/j7OkOU4/X3sKwnFsab9QoKD09HjOyGKbtz0bMF2S9FNaQzquHIEpoIx9LrGXsI/WJYT8y3zg2a9gJwi6oD/3lPCAzD1t9uJFfW28r0fOX05Jbp7ftILqEtTKRcKBeXPPzmm9w+XjjcNG4eHUjZi+6nnEliHA4nnj498OEXRz5+tnC76GiflPA5mnP2TLqENq+jMLwKQoOvGxn13w7wBbwyBswNluCp+N51wNuDJHIG0YbWFV1W7LRCi8lkRp4mb+M8NEWM6n338RqIzig5Y7bSyzU6Wb95V0NyGt7cVflh3EaRuYdnxTWgHmqeIaGNf/NzixFFeeEP49zSu270HmHSPxKyBWws4ix58GvA6LfvmdAQZBrUZmjJaNmhu0IuM80MpSCXVywo7ApSMrIr5GlCLyZ2szDvdsxxzpwnUvGFvR6OHK9vmdeFenOgrMbxyyfc3BzIy5EZF2NmCWQUvbS8tXWiiUBIQfx5uBiVMErnRnskHySTUKqd81wbUu96tN7qxmSTfDhS7LUKXQpjdNavN8C0HqpalzwHx0Xn5xzpWNSSmuooqdJwaGcXHj3/t3doi3F8fCTtE+XNZ1yk4jNnzm6E5h33v/0m32xGW+Hm5kDRid0k0FbWKvzsl0/56MuFT68rdzWuO8Juia4dKXtdZpYSjt8/t67VkRhCT576vOwWrKPklzdeDQNm5/+w6FgQYWRy2GFR/iO1oWuD2JQDoEnzNLUMRVBMwk4OQ+B+V793yH8Wrpp5q2Ik06u6/SM9nO0GCsDr15KqozB611BvqNMlE1375etHSFmoLTpdxBW6LKSjjm7YwKzSJ1eWSLBq85vJHkq7rswQiwUmE1ZmbLejzTM272h5oomgZUIlefH6nCi7GdmtlGlP1RNluvQTiTAVY21+76orZZ95eO8tam3kZthh4eLhfcr1Dcuza07Pb8nLytSaI5e6kkoZPbWIkGrcZaA0IDRrm2Hy2msvacKi3Ciev0WiZogAgkez4LCSlBFue8jrBqgbI8luHK2r262Xrm3hKP2d94xQJGLQjTsbF2vdqW1hriRGpxAB6to4PDmwe3agXdx63/wy4XKQzHR1j6t3F9749g3PfnnJ8mxFEE5r5dntwkePK58+r9wsvSusbVRDjtuItkPVq8Gc79JortlT42bejfaFWPjlj1fDgMUYBc9BOTjcj174TbFq6Kro4kbMVJCSSFlJYoj07pvmOi4Bkc4AmIehvc6oNfqmDoQBcalGXx4yQpOR3ZQt8+bWzfuFMa41Et59foQnPm+W13kLeleEFLWLPYP2lfOo6tbNtRfFBRrRCG9MJiBRy0y9uKTtJto0MV1dUlsLpGFg1ZFjcVRLjoLs4E9KSVRVqha0LbQ1dr8RRe3E/uqCZlAeXLA8vERuH8CXT9jdHlme3bJ88ghZF+aSHan0LGgqjmTCMFjykK5p3RAoYaUNTDs3FskWNiwazdR8tyfp5UTR9DKQ8agD7VxawGGN5iKjY4Z157bxcOBTpBHcapccBDqHnmmVoDFslJkRoaiJ2wwJA7feVpYv75j2M3k3Yxc758rIyLRn//Ahb36n8eznB671Gct15enNykePDnz+fOFu8aRCzina4Xgrol4jCl6ZYa2NulCvQoiseyBTZyvO6JBfZ7H+hsYrZMD6wnejkTJIMVIK2H6q6GGhHSvL7RFdXIQ4Xe3opLKjtqhtG2GcIG3jNjy87Olk3FtVdQG2ejiorZ3RcbIRubiGJueMWaMaoEJJm4FCu6H076UcPNeZQtqvxYYhGjBfodcdenfr4Oha87CWhFJoKcNUsJRozTg2gWliurqgThMyTd42aF2YRDidTqR59kuqJ+zUIEGzTM7e/qXJkSQNy5k8xfoDcFUWAAAgAElEQVQOY5GT0FpFWsWqUYuxu5rZ3Svk99+krcr69ClP376PPjlw+vxLyvHO34gK0xyLRhKWCqaOLi24qSFBaL10SNFowNjCAGvnxnro2ZGxsFUtpKAhJMqP6IYkQtQIK5uJK/gj8dG5VIbD0ihjIgxX/5UbLOeYdDgnny8C9L7+gfoiCWAH5fTJrV9PEXZXF0ia3dymQr68x8PvZN79D25JUvnn/+QTPvj8yIePTlwvwxM6+E7egWKrQY3lY7DWRo3nQJLQhQlWV1oIxHvFS6f3X/Z4dQyYhcvCtV2jWNtwceda0VVpp4X10GiLQslM7L2Nbs6MTNiZjXihZIfoZhqfq7VRK56yDiFqVSX33ktmoxeVnvEHPfPYSepOLHcupkU5j4jXBvaFspHLPSsXt947qY4FZDRtFMmsrWJlH+HfjNy7h4lwXE9Q1cOtVGipoObeVtsa4ZvSgGku1LYy7XYRDoPWiqoylR1GQyvUw0K5uEC1dnkrTZUlZy4u9iyLkPcZo9J0pkwFE6XshPlb7yF55u7eU6b9xM3PP6bdHdiVTGuK4tvWje4bsS9l6nshQgiF1cMh1eHQvJ+kuaFtzdF4X9R97kCgkzTCLGM730Zcy7BVhksrzFwg27Pa/Zf+zmK+dD1h1x3CoCC2Mqn+QiNkPeM1l7uF9CwxP9mxe69iuZJy8ZY7ZGSv3P/2A5788jGPb0589vTE7eqcWo6OsaNfXeqqxZ5R963sRDJoRa3HBWGMY44m68X34+Jf+nh1DFg3BIJnFEvyULBBi9CxnSrrXeV421yHtfcNJ0apUfSYH2ny2DR0awAo4bX73ymy7snJ4mjYJ+YJAbPmxa8B2wWvR9t6lYWxaaFlkgBaImDiCAaorQ1vOZoNBk/We9kP/Rl90kEzI5WJ6f491nmHmrCWyfcPlIzJgupKq0qVCjUh2aKtjD+3qRTaWinzNFTvhrGeFsrFnnVZQJRpP3uYsfqGJ2lK1NYo+x2yVOppZbrI6GpM8wVN77A2U+a9q+OpXLzzkHRvz/HykqbC8dETjjcHdk0R3PB4+NZ8gYkXJfdNQYaxkjBYbRPv6lelKOacYFuBkl40PsCmxYNeTuAEv2ekO69vWHCnvVVQJAGsH+PFJIMjZsY59OzaN8rgfE7HM6/G8nzh+PjA5fMDpcyQy9YRpMzs7+84qPLobuXxzYk15aiVkH4XlBQtuUMn16+xd3iVlEfNpLYWNatb6VSKivhNjPtyx6tjwMD1OllIc0IKiAp6UuyotLvK8Wbl5lnl6fOVVISrkkcL4zQ0YPFagrjsHrD/bqPL/QeKU1LSnGvLvXdY/3m8eAmj1WzbWm0gq+wbx5Jdb+abf2wTp0S63buFQm+q1yd+v8zOuyWM3YMLdK2ksqNmQefMsjaWeqJVpR0WktqmlTNDlwWVCcOccM/ZM7oC6/Hki7ZkmnSk4iFOnjNSjYqRpkCNCqVMlN3sDzDhLVxW36IuF8N7qlUwaGvDpon5/o758h3Kw0t2j59z+Pw51z/5CJ5fsyPuO+o9c8/CdiNint7QyKx6LbbR0zFeEeVlXzl5U0em+Kwpff+CXgrmbW4iBsSdSndoFqiqpxZ8Y2A3cNYYhtAd6plR6k42ME6WTuB3+Ujnb0fNm9foYtSjcvziwPHjx+yT+EbI04U3JdDKk4+e8NHHN3z06MCJQrbmLYZEBqrsvFoHd2pKrf4eTBLTVKLhZaVGB5IkRsnpjC/cDPPLHq+UARMxf2HZvYM1bxtsa2M9VY6HlWfXJ24PynyRuAgUJMImRYDBkzg/4X3U1bry2z1si6JlN1LbxhmKIWro6sZ0q2cMjc3o3yPB6xpSG2lKkV7vrVj8Wqz33pKOFHV8t4eknUtpzbNvacqky5nHny+e1bu7QQ9HmjlvDLgCXxJrUywV8pTJJUcWz8/bDLQUmnl2sC7Jt4fbzeSS6J01dFFkn8EELQmqYlm8xUtryJyjc6oyz4mqJyYmQDjcXbO7uE/OITdonq/fv3VFvtyRLq9IZtx9/BmnR0/Jq3fDtRyCT+lk/dleiR1MBRIyXOhbexGyefifA/j8ymIUCcScQKKNUFx/3xHKUarSenVa7sgk+c/DSKQQNm8aqt6jjTB+NpzhqJvtvx3hsURjAKMuyt2zW+TezHT/Eu4dSCrU5zf86J9/ykc/e8zzg0t5krWxga2IUXIZzR47B9iqI1sYADB+5vc9Og7jhrapOn/3WzJeEQMWr9ybDUSBsvMkbVnQ2liPjbs75fqgHFejzNv+hZ7qbpw1tQrDE8R3CzSm3ok0jxBTqNa8cj+VF1rniDgCJDJcvaur1/jjiyFQQgI3fikQkRom1YWnAoa31hm959kWqtGLgv16JHlXhdNyzRtvXfD4ixtWLZHt8ttwjZiMflE5i4e7DgPpG+xK8jDQN2+Fnp6qx4Y1I++9XEgskTtPtC5MRWjrAnnblSnh3F5CKNM8SO15mtG6IqmQpkCY6pnHshMu372HtW/Q5kS+d49nP/2Qsqyk5smBkpNLUCREy727avBizSwyazqMnSYZ2WNJmU7jn7cYl76aZVO2mykaRHuXsKpByX48O+PHXFQc3Uwl06s6mp6hOenZXdtCyUBo3gtuy7B2uoAG9WmlXZ5YH9ywvyy0pfH5jz/hJ//yEX/+4xukuAauZxCTGHPpWzr3Dfr8WrwpokcHKffQchPmFsnMJYEYtTWOa+W01g75X/p4RQwY9AnoAk1c57UoelSW28qTpye+eHzi8XUjpcxVGCuNyWM91Bi2YCNbk7j+aqS9zVXJtW5aq17k3eX8vtdkD0f7NfZ0uf/QTaaHcC6kjEZ+aiHlMFqo9MWE1Hqaf7tro5fURNo+g+XE8RaW04mbm8puZ8w5sayr8yYixEaUvkN4HKjkKHXKJcqXPLTMCNpWdDFIGSWRLGOpIJORdjNlwnVqtmIyjUaQra5gjE6eLgDxXbBrU0qZ6BKHlMQrBuIGkzgPeP/773H/W+9w9+Q5XM0cfv45d48eM6/Gkrog2JhyIksiNtRzcj0MtXYrdDYGhwhRBC6BpqPppHSdVPy+WkgN/Pt9H0zLHka7I0hbJ9x+L2GXzs9uYy6E4Hq0EPZ32Z3rQGkpxfxKtIOyPjmy7p9wev6En/7oET/8F0/4p//Hxzy78+dWehbRdOO8bJura5dMSGbeTYMaaWbRA0zIRZingsyJ4+HEzVK5q0q1QcO+9PEKGbDu2ZJzBmvFlhVbGsuhcX3XuDk2lsXYXRikbix8ovVOlg653dt2LXbvPW4kD6/w1jrd0489+WJIcoPUsocTCWjrikgKUWlsixYiVUlpa11sLrPw87n37mhlq2vsoUqcb1sj7C723BzvWJeVVgv7omCJtkQL7N5yeVdGN42SCpLMe6An13ipeivhkkpQNsWFsKrMuz2trQgzrSoyGafbA/PDe8yWSJbIljgdF3b3r0bmb3exjyxrI08TJU00FUopZ+UqvlDXugKJlPfO/e2Mh+/vscOBPGfWSbj9+af4VoqeoWwZpskXq4TharFoU+oI1g2PS1MkMrYWupvE1kMu7Im6EXchbAXAmm/C0tS851gN/mzn7ySVTFvacH79YNLnRhDmLg0JWYJ4I4B4o5FpHvqLjTxPTrCzNA6fPednX9zyox89509/9CW3B7/+giEh7UjJmKbsm7uYRP/JQgvfm3qoHwmQVj1En0qiTJmcM6d14bA0Tg0ur2bu37/Afkss2KtlwCxgcjMvFarKeqwcjiu3h8pxaY56cvI/vX4QOIvJYshGCnR/I70DZ4RwPsO9oj8ITlUll0wDcrR0TskXyDlfE71anHMwRSg0M0qXUYRFtCCsz1gxCOLXF0iKkFPY3duRJ2E33efw6TNUgtBWw6y5lCN35KFuKCNmc36+sKqitVIiPHODG0Xdzbi43LPUxSUV5oLI9XDk4v6O9faOMu+oy0p6sKfMM3VZKNNEzpl1qZR9Yd5lWgtBbBFqbUy7ffCMjVarX0trNF1IeXYtn8Dlt97H5isWm1msYNd3HJ49odTGRMhn6Dwim6GI7OHY4DWaVLqmNLbX8y/6a40uEmfNMkiSqFrR1lgXry+t1phKIkkjl6iaCDQuo5vhxlVum6QQ/NeYTcMpeZG+v9PBYXWSPwxsO6w8++KWH/3wC/70Z0c+ebyySoK2IM2z3dM8UVJslCIysp91rYMCyTkjKdFq9c4hcc55LkgWcsq0JbFW5XKXef/dN/nWuw8dsZm8dCP26hgwMaR5ulmXRjtW1kPj9vrEl48PXB+NlUyaiInQu7TGBIo4ysTLQ9JZ6nsUDgc54pO+k7YykH8ng3t7FzEvF+olQRZ1Gj2scJKXKLaOTRmickAizd13r+iF4c7DjClP7z0FMF8klroArociGVY9VCAlyjy518Wgrq7Mj1bGQnaOquQwbr4dmYmjDUke9jVVTBLNlFRXR1tiUH2nHFLxDWcryKVvyzUqA1IFLf5Hjqw1U8qE5ExtlVwKKZBNozk/ow1Qcp4gF+b9xMXb7/Lge9/jzT94yvL0OV/+Pz/k5ie/ZHnyHCVTRMhZPUPcBaN4NlXVu2v0rv9mGcjBhxEZQycmE55YoHcYyh5Gamssx8pSPQu7nwtaxQ3YnB1VpRy+xgJ9yfCJMdM8C42NOfTVLg+bDOOMosieSPn0yzv+7GdP+T9/eMuTk2FkrK1IdA32vR4Zm3G0tVFjByY1Y5omJLtjrE29s2xUo5Qpk3fesuj2uHJ7d+L+vUt+53v3+Q9/7y1+8K2HQYB03P/yxqtjwHrRbGx11k6NelJuD43bo7FW81S3tbMv9TgBBhwahAfb78ZnwtD1zR/ACViNHbkRJEh6jdS3ifgicsvh8L8boO7EwjB28WLqEgXz8NL77cf+juK7YDutsXEokozT3R1NhJvrO0d2a+xzKSl2mM7RRMGRnrWGpOK8UWvIPDvH1RrLurLb71Az5mlmbStTSSzLQtrt0NbYTcUlEVPB1HxD31rJ33joz6Y29lcXQ2c0lyuqnliWhXl/D6Ox1so87x15raeoNEgclkbZ7ci7CaRgqZCmmWlXkJLYXd7n4XtvUutKrgfysvL581uWk2IlRSlPTz74e+oI5nxXItL55ik2yHV/9v392Cj1cm5dWZcTpwVqNbQau2bMs4e/efL3ROrVGjoQ15h5Z/NgCJrH+2Rr101IVsa8gGc3Cx9/fuBnXyw89b4EoKvLKnD+ayp58LgAkou3CwdyUm8vnZ0jdHrXUfY8F8rkWellaSy1cu/ejvffe4O/9t0HvP3mzsP0vh5e8ng1DJgAZGgrujbWw8pyu3DzfOHRs4Vnt6v3rhKiXW4IE18wJmOm+/+Le2Q1wWoYrAi9OqTvVsy5LBkdFdAWhso5D43WPjk2O5V+JqezHLEkD9cgRJjmnS9cuLqFEGovemY3fEKZEstx4XhsLKeGWkYNcpmin3qECta8w0NrvnFI8ySGolDVVfgSRhHna9pakeDgkhk5WqxIa07Sq2EpsZ8usGRwOjFdXmAhU/EaUfNuqJH1W9eFaZpJtrLc3SKpeFfRaSbPl+wvi7eMKZk85Wj/Yog0zwbXSk47yi7x3T/8fSTB3Vr54v/+c/Yls99NlNLfbTiecEzNNgfUrCGU6IGVot7PYy3VXpDvx+ldS0v2Eqzb24Xru8pUZu5fFPKUICUmK0yzZzhVfeOT0TWjz9kz53Vew+tJDp8IOeZW7yibknE4rvzwJ0/54Yc3/OTLI4s2Um0UAWpz4xMJJNcZ+vtdVanqbXZyzO3alNWMamkQ//t5x3wxuROuJ+5fzPzge2/yg+++wfe/uWc/F0wqUH4bIshXxIARBiEQWDs11lPj9nbl5tBYu/ECJOfow9VJ8K5p+VWvcu4xe8aql16YBJfWd7TuBsVcae2V/uLcS+dEpPNeXSG+mTMJBBjUxDAgndftRH3q52ILLUSEtSrHRTmeGmqx7VXOSM7kyPQpRB2mRSdO0NrQQCVCI03FxSPJNXC5lEgsJNa6kFKhLQvzfqaelvH7eSq0daVMc8hCFMlCXRcMmOc9mnwn7KlMWFNOd7fARO/HPl9cuQRgKkz7OQrVBYnSH99MROnK9JS9m8fu6pI3fvA+Tx895cuffMJ6dySvDZHMkLR0GYv15IuNNjl2RpZvcyByo3a2RMPrCN66eVXh9qS0uyNNd9w/VsqUSSUzWbThlqhujBc7Wp3H8TrKGrTD2Z/U50DUJjY1Hj898cFnN3z46MDdSRHxLKPgVRMpkiDCJtlo5qkkSeqkffQzaxp6tRCp5lyY93tyFtpy4t7Fnou98N1vXvH+N/Zc7ScXA+vLN1x9vBIGbERzTbG1sRwWbm9OPL9eOC3eNifnHA02exdUfCGcGTAhjfnaCdb+f3J2Hi85Cm+aZGQNz9u8YN4Bo3c3zTkPQnkcvS+mMyV2737R0/qMnYu2686REHBRl6Oyuiqnk1L7reVoFpjTiKK82Z2r0FuL8DJ7ZhXpLWUstFDCvCuour6qtpVpmmjVs4m1VnL20DPnQj0e2d+7pK2VXCdvk10rZT9hCK0uyDR5adJppR4WoCAXO28PM+8plzPTXMAqyAqSsRZ338IYiNL7Z9d1oUgiTYUH77/LO793y7Mff8YX/+qnHJcVwyhTQbS3wGZo4dzZER0sbHSywEDDyGw9892k9L0PPFNbWHXlUI3b2xU14603ZqZdYpoLrTgqxno7pL+Y9B7cV1g0oRtpb+LTUTamXD9f+PizWz768sjtqUVzxAq5DAeXe9PL4GJrMxcr40mT5LQkdfWdvHNKTLsduRRKSqERS0wlc/9i4t1vXPLeuw+4vPD54Zuy67YW/t2W6m98vBIGLBh0tFaW25XrpweePD7x5PnCqiUEj143lwUkFfevo6UvmEZ3g5hkLoR1ON+kGx0dfFhwo1udWWSLzmvtesfRbsQkeQuYgdiCaAVvw5xLif5fvngszuPbngkJJeXsEo8gmtfmPdZPp8px8d97FiwQlirT5J+zFhnFItGJFFfWpyipinYruVf9OuGHqTEFYi3z5CRw8YWcRKimzElopxN5t6MtC7kkyr5QDydSmZB5Znl6IGMc1sZ8+YA0TcwP36Bc7UmlgC4k83bG3lHCy6fUEn3LNcmOatWElOF0WphxnvC93/8dTo9vSVPms3/1M/T2wNwsivWFlMuWBZTtffUQzy16ocsaiFKpLlqlZwGj/lBSYalHnty4zODhvUIKnrOUC0iZUkJn15wnHbtj9ZkbjioUaP68TUYYn3w7bZ48vePHH97ypx8857Mj1CkjNKbk83uevFY15zRQpgJLNGcsCXaTW6+KUqOTRy6FPBWm3UySzJSF/W7iratL3nvnknfeueDhwxmxxro0TktjWoUe7L5sE/aKGDAAo9VKXSq31yvXB+XUOu/l1iiJRnF1zwhmsN4twLkq6a2cO2wBPKW9dVEHnKzGw6wmiuYtO+nIaeOrIJTWkRHr7tLDBEdghuujergzOr6ylZf05noShD8WPEY1TmsLjmbC0wd+j1kSra3sSoldld2Qq3nnjFIKIm6QLO6zRfin6FYyFPIPM5dXmIZUQXwH566Ha7pyOV9gQF0qeT9DM07PDywCWRN5fw8uL5muduzveXeK3rrZpPjelXF8MaInhktUVImNhQut9b0XjUShzPDO73+Xm5sbTncHHv2Ln2KtknZQjFHHmIiC5r7vgGxh++jJ1t+8dHBkYejdEZVpZiqVnODYYD0pT28rl/uV3VzYX07kImjwmJLMdwsa0oog7Eczny14lMg6p+QUQGsrn35+zS8+O/Dx85UqGUG9KSbqErbstEBrmwSntobim8dMScb+Bn0epJKismB7Jvu5cH8/8d4793j3GzvuX2VKEmp1JWIzc2G18IIhflnjFTJgwroox0Pl9qDcnYxVzTNCuEgvpQytjaaBqtu2aF4396swv3fx9DMA4sXAEEW4IrH9e/awrZenmAXpfWa04ni9O0EwXoNjStLV1t16upf07GmgIds0aGpKVeW01Pichx2u6u4N6xI5EXtYuvdtJkjyjTmSFOZZsJRCI6bkyT2zLx7vVTVNLmjNpUQI4b22cslO8lsaBb/H04G5XJCniXp3pDU4Lsr+wZuw31Pu7bl4cEkpoG0FKZFQ6Us4dGvRJsh3Ew9iu0z+fHtWTmIT4OR81/1vvM03f/f7tCc3PPrzD1iOFT0tzDlT5nnLJBo08cSCZ3/PPFZcSC+pMWDUoUoXNiuES1vUa2KfLcq9k3GxwL2lUgpuZHK8w0RkpOMUsk20FzqexHVIduN9uDvx4WdHfvHoyJPbSrm8IBmYLRSDFDxYq74Hgaq6NCJ6sU0CU840cyIf4tkZXv8qmZwyUyncv9zzxoOZN9/ccXU1MU3u8Jo2yEaakzu1bUq/1PFvNGAi8g+AvwN8bmZ/ED97C/hfgB8APwf+czN7Iv70/zvgbwN3wH9tZv/X13PpZ9eIv/K7o/H0ufLsVjnUjmQsEINQVw+XrDVEszd8IIzYC3073XD09Dp9EwfJQPOQKFWgBRzw3rydbB2tuXrZEQSXtO3EnbMfq7Woh+z8V9T0eecEcx2Z56N8yzczcvH6vFUTp9ag7EZTQwlFuZefOFfWWkVpWCo0nRx0IkzTTJ4zFA+Z1BqlTE4E4z2/SnGBrZO/4git+X2vp4XEjKn6RicRyk/7wnI6wu2Ju5NQri5hV9i9+w7pqjBPGWlQtTnfx+q8W3JVu1ZvcayR+PA9TdTLetqCyOSArbkguUlDtZF1QqTx3l//DoWJmzXx6Y9+weHzR9w9v2Zqrm/blYyYNyYUdePilWXGYAzP60vD2fRt3MQqYg0RxbTSUuKE8GgV5rvGvKvc2ycKxkSiXOTgsvDuq/3YlgKlv2jMREJojXJ9c+SnH5344ccLHz05cbJEeXbrYWNKlClRSmSqs7fAqRXCx3KRMzl5G+1FI5FT3GD5eXIIlhNv3Lvg/W9c8fbbM2+/OVGKW++lNsrkoex0Ofn+qmPlvdyR/s0f4X8A/tZXfvb3gH9kZr8L/KP4b4D/DPjd+PNHwH//m7nMf9PwiXdchbvTynF1EaMXs9Jd6GihK2nbkrUr4027DggP/zwepHNkgyvroUygKjWltUqroW42C+PhJRpOv29kbc4v7tm4yRUAFbRFFjO0QV2+4T2tGMrp2pS6rt69s99njNpqeEdHDD3r6sd0Az3vJkgWtX4WGb/SH6dn6UJCMeXscorWaLVByqyn1dGYGVOZotODC171tKIH5e7QmPcX5N3M/XffYr4QZgzWikn09uoF81o5nRaWZXGCXXWTvIgX1Iv0z0ZJFM6X9d2m2nJ04a4q9957wLf/4K/xg7/5+7z5e99H9jNrrdTaWNfmSYxIinSdWkfVLwiX6dUTXoIjuWAkNLYekx5+5sLN3ZHrw8LT53ccTyunU2VZqj+zIOi7j+vn/Qroi6LqTEmgi/L4ywMffnrN50/vWNVAo9RnKpTdRCk94D1LHqkGeu2zz9X3PYPuXKxu8g1LzCVz76rw9lt7HtyfmGcvAm9aXZE/ZeaL3Wg/9dsQPsK/BQIzs38sIj/4yo//LvCfxL//R+B/A/7b+Pn/ZP5k/qmIvCEi75vZJ7+pC/7/vE7gVI1TS94WN29N57qO6qy9qi/SztvyIhy2EFNGMEPP0Fn/4Ci89U+kKLVBk/f2al4K0xdBRyZdV9X3qOzX0+swYeO+WnQUdfJfgtQPbip0SrXqVmqSU3Qe7RqmbXGZudp62k0hdvRQc5qniIATp3Vh3u3oLTAsjjGVmXVdKdm/g2TWZSWXCW2VnAqn9cQ8XTjSrJW6wCKZfHmf/MZ9rh7co+zFKyUkRL3Nd+oeNXitgmRECuvpgJREjmSFCGhKzl1qHRvPJvLoPmJmJIvn1Ixpv+M7f+P7vPGtt7l4cAGHOx7/2c9Zj3UzFC0yakOH1fGxE+Ev7F/QHQpOrKe0ddnIItR1pZB4dn1gT+P57cychKk05l3svTh2Jo+ooWsPLcWUkvEHMx4/O/Dhp3d8+PkNt2vFONu/sVUkQ0memGgWlQuGdxgpwlQKOQf1SmRDk3cJphRHYCmzmxNvPNjx8H7m8gLmslErCJS5MO0zuWxZdv+r38nLG39ZDuy9bpTM7BMReTd+/m3gw7PP/TJ+9isGTET+CEdpfO973/tLXkYfPhGqwmICuZDF+xgNGxZ/SAlL4uFJwGghWqqYLxIvpD1vJSG/cjoXhhqe2lNQL7518tl3oianQf6a9VbQ0VMMaFYDDRJZMRdTWurCSZ8wLYxS3gtkQ4+N49G9u4iMLeFzaIV6ErGT/WZCTmWgNEWZp8mzoCUjCXZpJqdEmbNnREN2klKKfvKCrqsLb01opxUrsKpnT0+nyqkaUgr7Nx+yu5i5eP9t5vuXYM2L0tsarXp8A6O2plHSI07AeQg9Tb1ZBoJzOWXy3qLIjthNkUgRYm3bSFgiY5lyYirGw3cuuXrrb7CbEz+7d8GHf/Jn3F0f0Dkjc6ZqhKvWHH1J9vxaZ6kjS9jnQYJ431F3kQtJFooq60m5Pq5kUx7uMinexW6XEQrMnePUkQ31/vehAxT1FtFiHE/Kjz54xr/8xQ0///KIpUzCi8dzgjknkqlv1GxENiihYiAtWA3lVJUWbZ3KsKBCa46+L/Yz33z3Ad9+/x5vvjGz3zuVsa7uLMs8s7tMlDmysvIC0fLSx79NCPnvMv6ie/oL0aaZ/X0z+0Mz+8N33nnn1zvr0On4FagFZBdCs5XoqzqqET09DUPc+ELIOFLqW6cA/62bw5hu/hJTYfQ9j091JXcn+y3I/t79wTcLbds3BER0cGAOgmSk3FWV1RpXDy6Y58LxcKQtLlitUddXa3QfiEwaZtRaoy2wl7Qsy0ovCvdQJjEn34J+t5sps6PGUoqjr3mOOkkZfeRVjVabL8onndoAACAASURBVPymtGosd5WlNZZU4MEOri7Yv/mAq6s9U9lCltoMbUdarZyWBV2X/5e9N3m2JMnSvH5HBzO703vPZ485MrOqJDMLqkQaaWqDsGHBX8CCFYKwhP+BLVu2LNkw7GDBf0AjLJCWorpryOzMqsiYPTzc/Q13MDNVPb04qnZfFA0U1VWkt0uZiIeH+3t+731mqkfP+c53vs+Ix3NB84y36GANDR9xwXT6fTS9Mql4gGUprfxs99CeTc5WQpZcIAkuC33nefp7n/LkJ+/z3k8+puRCmu3z5CVDB7RCA3Vd6PLaVY202BSAUCph1OgnwZ95eUWF45S52Y+8uTlyd5iYxslKuJQWqR+HvV7WxEyu2Y5luXPKfH994stXJ769PjGqwQ7BGT+rC6FOaciSHJZi/cScbJ7VDjVfs0aWddHWJOIIIbDZDDx5suXRw57t2mzlUrJP6JwzkD+4pZpozZa35frbZmDfttJQRN4DXtS//wL46N73fQh89a/zAf9mly1eCz+lDrLWUkzbWa31lLItnNUCm3XT5Ty8XdNmoRju4pruU+Vz3evuaS0nDTYTCmeOz6I00Nwh7n1O+4Zaiqrxz5rOXcuTmsnpXApSFOkCKSZiF9BZmUZzADIia8bXoezzBgcXzMzWVRA6xEiT9HGw6JwNqwFx1hwYp8n0oMSwPucsS5I2yM25+5orr0Sd0m+uCJc9cbtlfdXTr705GPnOSkstQKakiJJw0hmzX9SmIzSQcsF3sZZQ9hyLsyTXOU9KM87FenJYA6DSuJYyEIzLZkYqxTSxZmVztebpzz7l9Ytb9E9+bXhetow5ZctkSnH44g0KqGuDeoCd4YbW0KnP3zkoBUehWAzjNGVe3Y50Tlj1woOtQ8iI64mB2jAqdfDaVkuTZFIR9qfENy/v+PLVzO0E4jxBtNlu2s9dbBQsNxXXChU4Z65DIjAmG+BeaBxis7lTVoJzXF5sePpow/PHK7Yrm588jbMN9YvDBSF0RjfSYhBMK0reljD2tw1g/zPwnwD/Vf39f7r39/+FiPz3wB8B1/9/4F92Gd/FN+wLFnqE8XtYsokme7OIY957jaYrVmr5lFuL3isqs6lYLAu6NgGgbuhMzrYQwGJUO9G9a9I1905EV/XAqB3KepwaT8dwopSM37N7tGN76RnvRsYpUaTKA4do83wKmtIysnT+vZ7CWnlD9bOllFjFiHhnbj8U0pRJFeCOMVBcwQsEdaTZsrd5mklJmccZDT391YbVxYrN80s2T9fkboN3hXmaGEIgzfPCHdLiKfkO0R4NE873tHGqIlTOWQIfER9JxZQ/tdiGs2ZGNWdsmVKpw2Bq0j6lKus6D4GA3d2A74RnP/mQKSVef/6C2198wfFwZJwyJQek2l+0UYwlI3Its5dl2ForgGqeybLMstrjMzrD62Oi6ImpJHyERxc9FzhWFw8J2xUSA9ze4E8nynyiGzzRB26v9/zqN9f8xec3fHk9kn2lr4jYs/Cmturqz+xCqCNBmJKKF5x4UlXd8N4Rvf3701yY5gQOnr73gA/fu+LTjy55sAt4p6TZGhMxONbrSOwbTFJ/udb0+vvaw//fr78JjeK/wwD7xyLyBfBfYoHrfxSR/wz4DfAf1W//XzAKxb/AaBT/6d/DZ/5/uCrzXSr50rlFl74ZjBYtlIwBpxWBaIx55AzkNg6QiNQd0sqVNq9Y3fu0ekByVpgQgJJrplZz/JZ4VZBVq7OykioTyd6rKIvonV0BorB9tmO9Vg6vE0kD4iJNtdXezxAaC5QZV5qo30yMPYjHLNrAWOQWNJxY1xIsyHgxPpjzARVvAo5aSKkwzRl1jvk0MRVh/XRH/2hHuLxg/WgNCF2YUCKZwDwXMhl8BX2zonOP60BLh+/buJMpwc5zMonponinJryXU+26pgU/stt7dlYPMdayvCwqqnbV5okzlRDfOZ7+6D0e/1sfwmHm2z//jDELc+Y8mVAz6sWaacFCsWAmC9GiZt1K6xa3w6w4YSyZ6wnyLaxvMnK1pnv8Plcfv0+3W+GicLy9hKmg84ymkTLPfP3Ll/zmxcjnL0+MWXHRRnsMCbEsqpT6WWqjoYgYNSaZGKaV0LYufGWIlFQdhsQz9B2PH6549mTgwYXDk5lnM3JxAWLf4aPBGqpienJVfbaRsd8WDOxv0oX8j/9vvvQf/Cu+V4H//F/3Q/3tLrudLeMwmej8g681uZSmMVyqJnijUPywrW2PSGpnMN/DrJz74aNrnT4tigRXJXk588FggZ11CSCVq1XJq7nZPufqZ4gt1DLB8GxHN3hylzndnUxXX+2EdWL8KLQyq0vNxmpJGaskzjIYXEth9a6+XSaGYKVgsp9R6+f3FKZpZkq2IUoqpJLRbmDoPeuLNbsnVwwPVnVzZXM9r+Vrqp3XfDTFCucD4mYonrAyrhMYZtnuRSoWqLTIkukWNdHIJlEEjbJhphSNUCuuamYU2+g5F5w6cpmIbiB4z3a3472Pn3H8/A3y6y8s223JlbSysZZjdRmcZxPbYHitFUWW54i0dWbYa8Kzn5TsoTx+wup3f0T38RO63/sRbrDMN94e4DTSlUR0wun7l3w7f87nL0+8OpybGQ5ZYFzvvXVytQVOKwu9ODRQKShtjreu+2LzkKU4Vv3AxcWGZ08vefRwzdAJpaRajQgxRuIgpqxR70Ez+V3GsAq8LUSKd4iJb8s6q43ISM2KSs40zXhqSanO3wtW7VEYZrYooba5SAwPo2Sk5EVeuDTuUA1cWjA/woWZaB9GvAXGnFtLS/BiQL7DOnw5pQXfUMFUWbOVuKUTHn74kOHKc/zmlnQQRC0Tabph1g1rxqXhDLhjM5CNGKnVYcbV7qM1FvJCuDWLMutwSZkZT4nxNDNnx+mYCENHt1mzeXzB5mrLxZMtYRVxwTqlZU7kpKhXtIsgjpTNNLWpHngv+C5YJqWtTWKbVNU2W1nUUxvGVciaCSEs97YproYYKo/LhCit81sWmMAum5PNNXh/8NOf8P3nL3n69Yekr75mnNPyvfdxUKqUuG3ejLZUUpq4kAlRFjmP2ZhzjzI5z3C55b2ff8Lv/od/yE9+9iGXD1aWbVcJ6/D4AaEL9F20Ev77R1z/b5/zZX7BnUST9MaciVy0usAcooyuI1B9Gw0icE7qHmh8Qwumc1ZOGboYePr4ko8/fMgnH1ywXYGIqcviHDE6houIC1YulqJIqXI/NQNr/pn/xmRg/6ZcS4xaTmkLUL4NUtesjPpnrSB5aZlXu2pavmBjemZgA0ZgVGN+l5LNnsvZ+3jvTGqkQimNyd9O7KLFKBX1vTOmnmmcolJDKJVpoWgRhodruq1jdbXm+NX3lLmNs9hGD74OYtdRGAdGJpU6o9gyLqg/k5W8LXg6EU7HCXFCDPbzOUx1ArVKajpMdKs1cTcwXG3YPruk361w3gjE+TRSvGMeM05MWytNCdd1htFowQ+xVuHVxdqVJQjVtpwFoVoalVnJlWDgXATsfoi3+9xksJuSRztIxNUsXA3PbPrzKdm4lQ+BYbvj4cfPufnymleff0nOprKqlROmFTNtO1Rce/w/zDqabZsFWCVVsnEWz9UHT/j4p5/wo3/7A37vDz9h1TtSmhHxZPF0XU83dHhf1UWcwz2+JD65YPv8Ia9uv6XHDsSABXbxZ54gWKCa5rliqY6U6630Nj7mnKmJlIqNXVxsePxgzbPHa7Zrh3eFnEGdHXCxc4QA6uoOUl0OGF3EIe/dmLfg+rumUfzWrnZoNmJnXd2WBlesx2TP5VwC1q8vnJyGnzUyYevocQ5qvsrTlHy2pLKXqg/Y2ppVcqWWJPUUD2KGI2bLVgkdQu1i2Wa0QGtRMBdl83CL+ES38uhdPf0qcVGXUrMKDMr5ZgTrWhj4DfgumOOyN4u102kiz4nbvZl9eFFKyngcFDOfvbs9Mk6KisdvVoTdmu2zBwwXRohVVebDSDmMlEkR36EhGJbiBB3N0i70AZW8YItmYa92D3OjnFhZVFK2CYCUKSmZ2kfF7oKXpRS28r+abDRF3FIsCGWDB3LRZSZQS1k8EF0fePjpR1y+95R80RvFYVkzNlpkv1pJaYFRsHJW0eXgS2m2AWmUsSjJeYaHO3727/6c3/+j3+EP//HvEIOSxtF0zXxHv94azhRC9WcQxHf4oePi2UOef/pRff5VdURYArtlqKUapVTz4doZL6pV8rs1Gsy0tijEGHn8cMfTJ1sePVwRg5GHLRkMhC4QOl9pPBVbVakZV9tfsgQ2eUuC2DuTgS2t3aKV8CfglCBuMa+Q2o1zmNqpOfQ0hbZ7IoHe1V5kS5lbcKjdR8qS8Zh8SSGrdYI6jFDa6BnNj7BxdZw3wqogBrQ7XcrA4M0ARF1gms1zcfd0y8XzAT2eyPNMzsmwJRcskJZCCL5meeeJARVnYLjY5wnBoxnmMeGd53AckRArDqUEp2iGPGXmebKxmxHCamD9dMf2gys2VxukD0QfKWkkHZMpuMYe8Zk5Ffp+MKu0Sr/TPFOOilsNqHdVMSHj8ZQ042NnwonOM44TDqNOiDeLPCel3uMMOddsMpyH8Wm8PD2z2X2zVmsHFVbaakJRgkQunl7x6R/9LuWbb7n7xS+r/HalynjryjXW4BltaIocSi6ZORs+eDdN7DPEB5d8/Hsf8zu//yl/9O//HleXkfl4gnHFTKDbXdCvI6IFdCJPs5X5Cn3X43r49CfP+fZXL9luO0631lyBCkHUIE5RM+bgXM6mYpkUAkFMF8yqYk/0nocPtvz408d8+N6O3UaMk1YsW4+90PVGfCXrIr54bjy1vdPK1bcjeMG7FMCoi1dM2jl6W8Be7BRpsBTOhnPJheDCwoIWNSkZpCxdJpOEOmdYtnjti4Y7ecps5hj2vM+bqCV559ELmy0zPlDN7pYmQWXdVxCYGtKcNxOSfhNhP1EmZZpSxYpYdMIAG04uRuJ0IYIKIZoVWt+beSzOk7NyOI4M6zUZ6APAbLONLpDmRJozaVbCakN/uWN4tGX7aAuVPDkfRkqeUIlIkKUx0vUdqpkYHXkZGbIbqQV8DKZh773NcYpQZivtpjRXVVBHcVK10c5SSJrNCV2cgdX3h58tUoKNYjUqhJ7XBNjzzVbqeedQD5dPLlm/9xh3d0O6+46UJrxGvPoq0aPnDIxa2mqpHLLM4XTkOM2cSoFhxU//nd/n05+9z8//4GMud0La71GNzNGxfbAjDgG0LGoeFMsevQ9k53FRuLjcEqKw3vSMNwc0FxuXqj9qLYwNS8XVYGr4m1TsC7WMkCphvl0PPH6w48mjNZu1I/jCNNnacU6I0SgaqC7CkQs6udAm7iHFb0/8ekcCWD0sPGpdOSmIGhvZjB3sVwiVYiDVC68Ct23kRtqgqpQaXMQ03r1N+jtf0/kK5AqmdCEoIThCHf2R5UM11vs5iLpafogYTuG1ulu3GoVCKolQPLJxxDjT9Y50nRlTWnAXs3KrC7rK1fRdQLFBbu8hBivXfDHG+TjN5NJm+WCo4yFaPHMupHliHgunVOg3G3bPHrN6sqPbRKI0lYOMpoS6iGohdBHnLWvywSM5U+YJnMP1Pdp75pQZvJBOR3y3Io8ntNrgTeMd4gN9CKRg410+GANcSqHkvHTBbBjZCKzOWSc3Y11XrwISmMfRML7Q/Cwro6ZBAwhpNCzUxcCzf/xzbi83lP/zj0EmJB1tOBwqSbgRiyGlDLkwjUf2hxOHEcbQ8eN/9Ckf/O6n/KN/7+c8e2+DY6acJlLp6bZbto/WeFegzMxTXspmqM9PhdCBU+iDUDqldw6POyvkekzIsRSbsEjmDmUzvs7WvhOCOCsbMUnp7XrN04c7Pvnwygw5glIyiBhoHzpHCJZtajl3NqnHaaNjLAP/Net7W653I4BRsx/sxI7BnKypN722sgznctSMSZc2vvGyLOVuSY1l0TWI2RqpeEXTotKqvlmzsVYCthY7rbVu/28lZe0o1UB3JrK278MWRy7orPRdx+pyQFGmCrQjbSqqvb4jJTXaArAeerwozhWUGS+B03FCXVgIUl00Zjdqqh2pmIZYScpcYNhtGS56Ng87+sEC9Xw3kgFCRCWiKYOv8joF+s1ASooEj6gNtLeg3XehauML+XRCvEOzMo8jXc0iZjVDCs0TIQ6Gw6mgapJIzgm5cZ9otBSbDUynPeNY8LHH9x2qxZodLuDEn++vFsiVYqOeIp7t4wfonEnzAf3uS+TwBpdTLZlkGT43JGEmpURKM6fsyf2W9z56xuM/+DHv//gZ77/fo/MdTgOTX9NfrBhWwUaGKuu/JDXFEVUb0/GuapxZZVDmmZxnk3wSWdaK97XTazpLy5rPNeg00UInypSVMWVEArvNiqdPNjV4Gc0mVd9I3zlCZ1CLEejqWY9l1apWYpqGWRM3OGe3b8P1zgQw4zidx4IqNQpXN1Fr77nKbZFig7/3//1S3/8giNXGQC0NW1ZlSgT3GgStFBVdApN3ba6xvYnhMwvnjPY+uvCLhGpC6h39xRa/6qAU0mlmOk5WdlQMpqXzIg4piaELRCeklCrj3jFNCR8iGdsIMbhaTqvxPsTwwONh4nRQwmZF3HasL1fEzlecJlGmjHoBF0klE2sgJ2fC0Bng7pyRX0UQiTYwPJWFza5ZkZDRQ6LMFoBml3DeJI0p2WYjTyeki1YKC4vUDWK4WC4Z77zxxOaJ8foWsOFz9dZpRCs3Smunsh4UWpseRuYXfIxcfPiU03zEDyAvBB1fYwRWR7NM0FIgF9KcGZMjPH7Kh4+f0b//kA9//hG7i95csTSQJbC+3NANnXGsalPBsLjEvUd/z4TDosc0zjhcxbiqmUlRNNvzdN5RUjGsVCtxVSs1pumB5cI8K0PvePJox+NHGx5cbW2Otc5/+eDwXuuZVup9qoGsbZcK/rW1+gO+5FtyvTMBDGoAaJrjTgn3OyXOUSqrW+pYjRes7NNWZlIDlG1s68g0qWiqYakxoh2KaMYVlkyulYqNdEjDX6SOFNV92DhHrjYFnGtby94oZxu6jZcDmwdb5pvvmK6PpIy5bUtVmEBxmDM0RZACx8PRZiBnIy56H5mmROxsVMV5+yxpNhxmTiNTFnABfyHsnm7ZPtrhtJD2J3MsSkrpe8oMLs+Elcep0K3WJDG+WlAhzbK4MeU022EwC3RimJgC+xk9FVJw9EPEx2DPbJ4hRrJCyIUyzfWZyFImqQgudGbrRmK+vaHsR/JUIAred4v2WamBq3mANLDfOMwKMoFMaBoI0TN88h66C8zrge6Xf2yzjcVoJWBl+qQ9PHjK5pNHfPToit3zK4Z1JIuQTiekWxF2PTF2hCCU+URJufotNIma8zp1IeB9oM2uZi28evmKMil3+xM+GuShSDVhKbUUtiVdlOUQDc7WxaxKztA7z/NHV/z44we892xL1+kSFI1tb+NWLXgte4jWsaj3rJ7iZgtHbXr9QwD7O79EqZPyJqPrBaTqI4FlKY2D5dzZuZhzr+pediWtwWNZnHcLbmGdsdohqzhX6wQp5/lJda31feaaibtHrlSjDpiKjBCqBpVTyKmgTohDZyXamCnJhrJDjLjW9letAgaWYZxOM7GLRhUIkZQKaR5ZrVaWeVEdmotZqc3zaFiWKCE6hnVku+vxaqe4plaoOcbbI9JHYidodvjeHGy8mNroPCWcj/a7y3jpKE7N9SjNRGe+lYgB6EMnuGDPIJcZUY+QQJUiRuUohTqwHnGl0V/qEPdpptzNBjV7T+wHnMtQjBnvnKOUs0s6LYhVgL+NaiVGikaTf15f4IdvKcOaMN5y8kDKpOzIYUX44EPcxQXdxQXxak0czAQ4nwo+rgjDYAHZCzqPRrMp5/dqoHmTQBJXg3JN0YsUrt/cMd+emFIxIxWRZabWDsJGtTnP4bo6gWBqJ0IXPBebDc+fXvLwwZq+80gx+N/w0UoPUT3fm3t0CdXzcdq+Xk9e7sW3t+J6NwJYg4MqHqWlGIGznnYtPa7c5JpFNeb6AkJx/zRydT5nAS3vAZe2Ec7gptJ4YyY743y1ga+fifZ9PzzqjNhabKSn8cmyQsrgeoeEmgUmmA8WnMKUCa65cxfIyeSCJ/v6NCe6LpIrwTHEQE4TjlC5U3ZS23hnoJBZbTeEwXOxG4gC0zgh6swItRs47Pf06029p0oXzgeBOmHKGcmFnE7G7yIgq4TvepPSRplv7vC+o3iH+AoSl0KuDYlcbNrBXKCa4ocpicZ1lbieEsyOlLMpr4riitJvBgu0xaTCc8kmuNgwgFxJr032qL52ycmoHKmgQfCdx6+2uGFgPt3ic2J2HbK9RLYPCO+9j7/cUHqHc4Xj7S1FPWG1xcVovgFiOFbK9zKu1tZZMvKm0itLQ0jF+Ft313fsr49WLlepZ6mac6pmBdcEKrVghh41Q1KE4DyroePZ4x1PH63ZrDzetemGUjG3ShehxbAf4loWEGuDodi+OX/93oH/FlzvRgD7a5d1pc4qEeebbt0WTyvx7ARUJ7XLaAsC16RwPNU+2f7OWeZ1n7S6uGtHk7YxjphJMKs0bYszhgCWcdkWdsviK1V9NKtxfrYPLnGDgphOvO8CMSQTz3NUcwYgBHLKxL63TmzwpKx0zpNTwgXLoPKcF915L56cFGJgvR3YXPX0fUTKRLo9Is6TnIHz0/5I5zskJeLQEfposjFFKc0yDShzqpkpFJeAjvn2gHPKdDjhxYNkwuARH8hJSWOi6wIlZ+NGSWDOCRcDWQTNs73fOFo3chzNpNc7c1RyDmLNDMSZtqRoHVJXwz/BsqQ6UiUuoM5kaIwYmhinmRAG8pSIwyXh4jHpBI6CPnsfdlvcZo3frUALeTyiocd1a0LXE7rBfu5kZe+SddVTVSo/q61BVetyt0PVSkpFtDDuZ15+/dq6pO2QrVQbG6LQqtdlXzdZ70JwnugCfYw8f3TJRx9e8d7zLX0HmrPpzwWbcfS+ZqELtsW53Kgk2AUTWy5dcOG3CAJ7twJYK/+8NEZVHQOSRopo54rUtLlK7Lgm2MZSOoqrqInUCCVuOTnbw28BUqmDwwC+8swqACvt8FpKmPZhW9OA5QC0mUlL0+N2TR8F8sQ6RvY540mEYCMgc84EH20yQKmlkRFCxSnqoOs64/e45mxUCMExZwhDj4RAN/TELpjYXTKQGW8TCVM2jC+nQtysKgm3oLX5ocm8AiWY40/RUjtZiownvBZSrnwvUXznzIUo18+DZXvBQSEirhBCJGVHt+4p2KjU6bDHFaFM1Qlp5fExQKWrTlMidEN1VvLWNVOsm6tq2ZoaB8+MXcuieUVJ2DhogiSk3qPrS7qPenJOuKfPYNXjUE6nvRE/uxVINHOMrsNzniooVaOpHU7t0GtYWhMYKCLVVEaXtVFUuTtNnK739hmntIg4drXkzDnXsSihi12NkRbIuhDZDBseP7rgweXAZhMRraV4JTP7yvxvC/EcpGSZ5qi99xbP/q+g/YKc/PZzsXcqgNkhUQeAq3ghlUXcsJOquFP9/s6jEU1RoAGqyLksXMrT2oU0DlI9TwXI1YpMBCrZVbRyd+qCOBsMnl9LSytZ62spRvxUodv2dFtTSJ014bc9+mYmjDNCIXqhaGKez1yz6L05YkthcCYVnRS8WocrxMCcMqkU4ioQ1oHVxly0c8pVxC8wpUKaTwQXoEA/dMTeV5zPk1OuILeRZQXLyvzQk+aZqIXj9Q3ReaNV9N4y1DIjzsi1ZmSrUCBnRZkXGZ3QrYzI6zzjNCHibSd1Dt8Z9SArqHSWxXSCaxlwlXEmJWQ2Qw1V7GtV0aJUnbGCI48z4CiaECckSYSrK4omgmbYWhAYxxmRjtitUBFi16GYK1Fqs6u16eD+2sY2NRCHphnNc+2m+gWVqOJNzMeJdCrcXt8hORO90XNUbOxnMVGuTSORXJU7HGQhDj3DKrK77Li8WrHq7dAC6oRB1d5H73N97RMUEMz49t4yvQevNChM7u2N3/71TgWwBprnJSOpKFYxTSUzSHVVx0lIYsC/qi767609Kcsp1VBNXZQoWtqv1L/D9JYKAotLjF2mPFADZW0a2BFWrMxpwa2+nmrBxciwG1htV7iUyGmiC57OAUNH2Qn74wnnPKcJUqrAbMkmqaOFuSSC2siNi7bgcynMBPzgWV/29Kse1cJ8splCOsekhZIUVWeZTudw0TMlTIJoPhFUKC4Qdxt815Ml4UTJp6NxqsZM5zuKFMJgQdhlrVZmVY45JVKx4Xaa2oeL6FjQciIIxuWiEYzB40k5VakdwfWduQSJMew1Z1wxk1wtMN4d7Tk5h1al15wKeZoMq8pKGRNzUfodxG2HSKIw24EWA3macb7HDQO+i5W4XEjTXD+HNYjOa+S8Fo0UWghifgLldCKNk3HVfKhKKaDOMsuXf/k1r//yO+5OM10y+MGpWwbL1VWzWq0iBeIqLGHZU997nj674PnzDZu1jWGlUiWbgmFfzhksYXYCZ2zubGzSdPPr2geaBpvFrvav6qTFbxkRezcCWI01Ws58m2YA2zhAtV8DapBJLlReS52aO2fVtriL1tc4BynVUseNKgjdHqUa0a85O1c4vyo+lOUzWjZoZFaTmla0ieTdwxd8sKAROw++MIuiwZm6Q8p0vUP8QJoT4zHTBQPtfQgUHHNWongmoF/15Dmh4lEX6VaRGB1d5yBPCFWxwKvNC2ZhThPr1YoQTdUiu4JWqWkoFBfwG2P9F+fxMTLt9+g048Tjh4AKdMHKWknFMpzY4ysZt+Rcs7FkhwiQ5xNSlCgrpv0tPkRCjBXDUQPtzYaIkjPMJ4JfoSZlgVOFKSEIczIgP80Tkk1c0rak0uE53e2xgWlwXaDrQMqRkjKdD5CVuRTiZmOfQey5FLWhcdOW95UG80NeXyUPntdDTuTDnvlub3QRXSGdUUg0W1WQZeblF9/zIc4oJgAAIABJREFU3W9eWpavstA/sioh9ibZk2e8CH2Mtg7FkRJEhN2u58GDgc3GW6mcxUbnokei0FRMzkHHStw2i9qMnu3U4wdgV13ynI13/yED+zu8Gj+4LHQJWpZUNa6QRoCslNMWLVoGVYNTjTOAgadUbOkeCnsP+7LT11QezgB/KRg3q6ba7b2Wh19fSlwbDq88oXoqOq8kHBKgjCNDhtE7wrqn5NFUVK9vCeKJvmpR4TjNtvkKNtrTRY/mxGkqFBG6jbDqzYlbckIlkHVEEabJ+EpooQuR0FjizmYTJzJejS7hNzYI752RKjWfYC7olNFOQYKRWzWj4wS5mItTnhEXK7FVEE3oDCVPgBJCBK9MpwPdqq/zj0arEO/MG6CaqnrnyCqUeUJCZyNMOeNqyRh8qBvTVZmcTB6NNHs6HDkdj/TrNcNuIEazPAsukLwyFSX0AyH2+EqmFaeUPFc1CF2yFydu6UhT14U4WbIaEZjHE2l/IN0dzEUoesJ4IhWg8wiR092Rb778jpevb41SE9psruFpdniodZjHkZxzxSStfI3Bs9sN7LbRQHq1TrPzDoL9fG6pCdvnr2u40oQa4bvBKi37bVneDwD8tySGvSMBDOyOlvqrptXtRHENkqxXO0mk2tY7X7WW2mPyS/Zlz7EsGJnJCtesydSwltezwKl1hq5iX844OMtgLAuqtnyiRZLHQrCpIcSII+OnmSl4dDoiZaLbesY3E9vNwDQmxmjZxjzPSOiYp4muiwRvWWBKVSVjt2bYRFYro0DMc0FDwnnPNCXGw4z3ynoz0PVdDa6mk+5DwKvNgnabDXNKqFfm1zd0XWTKSozeOqVDZ2VsM6hVMWnolAk4UpnAWaMlz1YmOqx7mHVEnCMopLuR4hy+68h1lMiekVE3XFUT0VnR+WjBIpkirHOe2Sm+i6COkhKnV7f0fc9YMgTH7uEOCUI3ZELvSXNmLgHn1wzbAWiE5UxJZXF2slTd0WS5G6UGkUWavOFDzjk0j0yvXnN6eU0+zcRdz3x9y/zmln5Yow93CCv+8o9/zauv90xjtgzcCa4kY8qXQprTciCDVp0vYehXXGwjzx5t+ejZlkcXvVnWlVp6R4+PUgf/7wHy9wJQkxI6K69SA1mNZrUUvo+ZvS3XOxTAzl3H1JRTpYHjdueL1rEvbY1B25SyBLQ666WtCKxyKuV8wgpUQcIaAEUXXbCitpFNqK8J7VEffA1iDVO7D4K2BVNL36yFaT6RcySIIGUymsQm2KxcsOwjqNL1hou42HE8jqyGYMG3mHt3VmG12xDXgb4zY9hSsGlvHONJOR1Nt6sPgRhclS02oq0Z7NrmzNhp3cUN83g09ncphOgpCdbrAfWgKVtpVGwIHqSWc7OVYamYLUW7N06N04anzBZwnY+kKVF0xvdmwCsZSpmhGhNZ5zSj2YbcvfgKI9hMZrFmHfM4U6bMLBPSObpNwEfFRwtC8zTh4poYehusd63Uz6Q5Ya5Rle/XpJIaBtWeq9z/1dyulOmwZ765M9USB+TMfDghRXBJiLsepwMvvnjF15+/tHutRmiW4IghksfJpkWy6aLZcnZAYLNe8+hyxdPHWx5cDvRB7g2jgwTLHpuj0FJQLEe6LHGpORtJ/cN5ibb68V4Me0uudyqAIe2UPg/9NmnhNo9Yasot0jqJlaezPEhZlEKbCKUFsbMAoWUnZeleLkGtCKrWrXNOFhVLB1UWpXWP7DP55c8WhFQhZSGGjphHQrcl3R3RGEmnPXOZyanOwvlY9cOO5JLRgnXGtJDnzKxWRg6rFevNin6wsZQ8U929hbu7Az52iFhwW/WViFkyOGdZnTjmMkPoyCibGMlzIkokp9FoC/NEd7FjHicwsj3qpLoEsdizacEMcVUpsUMKZvAxFlQKU7LydS6FXDIhWibo8aCpDhULOZ2QvrPRoZJNPbYoOHNITymhOcFsIo4lK3Ed6WNAegEPIbQMu1IhugHnA04ULZk8z1a2FfN61MISjJuTelsv7XSTin0FhCwZnRLjzZFpf7Iuce/ZH47omMjHxGq7M/xrzNyNmS8/+9acpYLHVcHIlFKLNyDWrMHbIHqIHUPfc7Fdc3W5YrsxHbM5Z9NTq6bF0rIpOZeGDYBv6/sHoalxwu4dtkoT/Dz/vG/D9U4FMAPlsTIv52oKcc6+TJCwge82ROsoSKnicFrVVuv8WSv0bEi5Bj2kzp+d1UGlYQsLbYOFpEj7TK3T07Jyd8ZOlrGWlNES6DcdyAhO0TCio+A3A670yHxi6mzWkWAjKdEJpXOMyTTOikLxgfVuQ1xHVtsKSs+FIubxN6bEPGbSPHKxWRG6YMPACqRkATUrxVVlwjwTQsc8jbhUDAOrWBkxkE4TTmw5lZzoNhV0LoIm864M3rq/XgTSjHrP8c3JfCFFkC6QNRO7YN3FOnwvc0KKaY2RK3drnEn+UPlkzgxzqIqkqsyHCedntPP060DoA85n+uhJcyHPjn67QWNcNrrqRMlKStVyTw3jNJFEEG9zm7jm3l4XXgXutQ5mFw9+Luy//550vcdJwHllnhKMhTxBv9nAKtKt13zz4oav/vIVN6+s+4pmJCsuBhIVqFfog7l2Fzzed3Sx59HVwNNHPc+e9HTRVED0PmViyb5MfqAFJiNaa6X5WChr6NgPysxlfZrH6ttWRb5DAcxSd7DWcpOWbmVkqWC+OAs8wdmYRv2X1fy1Gd2782tSM6YaumR5H+4FqntejPcaOI1xff9776tb+gqQFnId0DaVia7vcF4IXWCSgdBPnI5KLAdOMdJFZXQFToUYYD0EdCokNTY6zhH7jmHd4aMnTeZUXpxjSomcoKhDMmzWPc4rwQcTX5jnZeFOKRFDV1VfjexKypVG4ZDOm7xQ0aU+zwpdNzAdZ4KPjAmKmjb/qteKx2TSmCizkH0kUt2RKtkyTXN1VxJwkVIcEo9QQsUk7RAxTSylOL9s0pILebZN76KjWztcTPSdTUfMcyaud4QYwIFzCUnz2URFBCXUDP2eSxEtKLil/F8gCrF7boHNbt94uycdRtLhCFDdxy1T76J1on3sSbnw7YtXfP35t9a39rZGvatu6F6Y5ok+xoVkWnBIHYa/2g08eDCwGkId+Lbl64KYzya1StCGY90fxq6ofcvD7gWo5f/0rYlV/8rrnQlgdrBoVbu0y8oWewImeQPBgRfjYEkNPqpVFaJqHrVXlObm0IIOZmrrfFhkUGjvq6AiZCPYIGKv3bLzlnWJap19rICsqDUS5hkQSlZccDivSAiEdWba98QN3B4ynYM0CPP1xLAeEMxsNiRBSqLg6FcdqyHSxUguiSwdmYQ428CqkZwS/dDRBUfXecP7CgiOVGA8zvhuIKVMXEX6fmAaR5wqkygu9vTBRA1dUXIJoI4snkMZIFxwN03cjmo5ax653e8Jmogys766MOWJkpHoic4TyOicDf/BDhRKxvvMOCqxq1yyehillO2hOhNaLGABPDjiLtANQudNK20qVnbHbsAPPUVMHDDPBZJ1jlVMRsRKxfbM/LKWxLVWnpwz6ppdiwDeoXUk6HS9J52Syemkmc4HTsc96WaC2BM2kbLumBFefnPL9y+urVMbqFLkuiirbLc7RIsJSap1Pr3CpotcrAO7ja+GLGr8uCiVRG33srlO1aVZgfomul1hlPMm4kxmO4+8LcmANgyuBb/f7vXOBLD72ZKrEUsUE92rgn3BQRAleiGghPPTqOl13Wzo0lGs+RvS5Kalmm6glq6XRMbhCcw5432ozOv60lVI0ZzQWsnIGeCubR8RV4XsAr6PxG2PhgD+Eh9vyONAH0foM3IS+stAyUpfhHHb4e+OuCL0647YO4aVcaByAfUzGgOn44lSBMrE9mJFDEZ2LEmrkoewvzvhfEdRh06ZftPjveN02OOLLfWw7vExUqbCYT+zPyYm7RjnZGVtV4hdInTecDEcaT5S5j1pEphnro6vef+Dh0jwddQGjodEwuPxBCf4AOIK6WQO4afbRCnRnnMzw1DHtB+NwExm/WhH2Dgk5CpsGSh4uvUKFy1jVAdpLqScq22YgATUmelJsywzFxi3NHjuZ191sdE60JadCV6V6fqAHEf2r74noFx/8x1Tk/3JkbjJPHn0kM2DNX/+Z7/h+sUd+zcj3dDVYGFNDrEpOHKa6bzHxY45FYIEduuexw9WPH26Zr0yL4VSnYolOMu+xIi1RoXUM6xFDVl6DwVrRNZWQroGf7kK6NfJkXLeM2/D9Q4FMFha2O3B1BMEgSoZZ7+3rmPrRVacoKkD/HWyXgPqnWuzjVrF96r8S86ohnvloqsLpoBrGVlbDFZumdxLlYZBuG/ZnrO5yZhsxhHnLwn9NWXbcXx5h/SQbmDVm4X8KjhOm4FYMt4LwYu5bUugyc0cDkdUTdpmu1kRvalKlJJrVxDzcBRPSjbu0q9X1mCYE15sDs93ESmOPBVeXR+Zkkddx5QUTY40Fo63N0BhNQRmVYb1mlUH/fYRN7cnrt/seXWTkTCyGhyrviNEQRhwEklZOZwmU5YVGDpPLo7jWPj6xWu6rufu9pof/eg5ISjTabbAvY74oRjPrWCl5zAQYkfoIk0uPxXD5sCDN1hAxbLqBd+SM/61PNO2nn6w5CywiXMEAR1n5rtbDq9f46aZV9+94va7G/KpcNyP7B4/YfvwivWzB0Dhu69e8vWvv66jRhPiIj6EKh/dDmRbS8V1qJr57Gbdc3HRsVrZAL2pUbiqM9Yw24bJVpRrOazBWpRtld/7e9U6ncIC5p8loMr5Bz9vj9/q9U4FsNZ1dFVGehkTkgWetHNIBaquEmIyJdR/a5Fm6S8tr9zwB0MgtLUzl5PZDB8yqm1YFqwMPQ8WKVoHzSvSZivPsJvSCLU12jkDsj07xrhHDx1lvKNbRfJ+pF9HxuOJPkROLhOiKWn0fWd2YlMxOZ7gmFNmmhLOWdvdu0IMZrBhxGthmiaKOqa5ELuIjx7BRlwEQZ0Suw7XdZQM++PM/gBzyczTyGro0HFmHCfGOTPnzKnrmUrh8nHgvQdX7DbQx0jJkeMs3M6RQynI7UznwMtMvx5IEnAM5FI4HQ44rxzHzN0p8+rNDDqjudB9e8vzRxf06xVxDXHlCFJgUrLzSN8hXUcYBkw+u1nQCdqcMqTJHrUMyy1BrSVb5/lYK7ksDjS+oa9YmVKmI+n6hnR9ze2Ll9y+vGZ/O/LmxTU+C/0wcPXsEQ8/fMLm2RVf/eYrXn/9hi8/+xoTIcCaT07qoWiEXdHmMF6AQN9HHl5tubzoiNFWVinU8tedP2+LMtKA+HvdRln+cz98LYcpTUK6QWELWfevyUL9lq93KoCdwdVz8ac1+0LBe7HF4CD4qgte8Q73g+B1dhUyXkHNyNRIl04MaFXnKVWVVUupGJr5Ebr6mk38kEq78M5TUlqCqo0qUecsLfsr04TOF3gNnGQm+DXzas/qcuD4ek8ZC6fbka43lnjsPC6Y1tM4p6WMFVWO+yMJxzwXtltPF4y1nVImZUWzYUlzUpxThq6j1b9pnqrcMYTQYWWzcnOjjEkR79isIrqKHO/GanqhHA8j+2PiZn+H2z3gNDgeyIZL7xGvDJdXvHk58uY6cTocOB1H8jzy9NGGPiZSPnCcTMb6eLvn9nBAuo7r/UTsO26v75hOI78vH3P1/AG7S4d3ybKrJPhhIG5XuM2qEo+rUkQ91HD+fKjUvejcPYC+BjWtz1xakKvYl8UFU8NwTnFpz/jmltsvvuHmyxfcvrjm1RcvON6cOJ0Kw7Dl4mrLxdMHvPezD9h98hjtCv/sn/6SP/knf8HNqyOrvo5ZaSvRBFeDpMdMiFPV/3r8cMvzpzuePFqZJ0CyQ9n1Ht/5Slqtiim1E++8qzaCdSnX49j+fG5fLTlZ/XtrU7bm0/3A9XYEsXcngMkP/+Cc6UJR/fQa5OhE8M3Uo+GxThfZkuXFlhS5ArZSS0KMLGsViEc5L4oaPo3CKlUQURqv7P4COfd6qCeboyZeAul0JI+FeT7h+w15/wbXDWR3IHYdo+7J08g4zcjFhsNxYsqBOevCYwo4xuOJuQgpw2Y7MHQG9taZpWV0qdRyqokOmSSzMs+JriqMCgVNpp2fSoe4wLp35KRcv9lzGuE0T5yOEwkHPrLarEndhkk77k6C5olcOq4PievrG+Zp5m5/ZKy8ti9fjdzdviJ4Tz7N5HnkdNxzd3dHxjOlAsGhFLphYPt4gKiE6KF+5rjdEjcDrg9LO1gzS5NlcbZuWTdtM3MGtfVcfpVSgSjOaqpFFJGEaCbd3vH9519w9/qa68++Y3pz4PblNXfXe7yPDLFnvRnYPtpx9cEjNs8viCvPr3/1GV//8jtevTzhXMBh2ZaqSUuLCJqrj6hzTNn4XSvn2a49F7vA0EuVva7ChlWEwM5xxw9hEGrjgSoq0O5DbUDROF66rEu0ARx/DXJZ9tpvv458dwLYvczY+C+GHXi1hYAzGoS3RhO+/pszKb6AZOyW1AejVNzDQozWYCbeLxwvoGXbVqBWvlgrWUtdCELrZJ7Dl6la1EDnTGHA+8zd9695vP+A4/4NMSjdast82hPWK+bTTNonpptEKsJYEocpcjgmSt1gzjuOYwLnmU4jV1cXrIdgulvJSqmUYJpnE38Mka7rrUQRZ5LWJROrYW4MgTTC/jhxSB6Via7zjCflsE/M2lHKiJfI5mprQPyk3NwcERX2r/f8Ro3ucarZ4Hdff8fxZk+JAd8HUlZ2uzVIx83tkek0Wefy+pbTOKLOMc6ZJ8/f4/JJ5Oc//4iPP+i5WDnGpMR1z/DogrjpGmptHemFB2iZVMN8qtOB0WOWcqv+Kg0TtXXiFRt/coLmkfn2mm9+9QXl5sDp1TUvf/MN492J6ZCQmo33w4ZhtaLbbXj2yTMunl/w6MPHHKdr/uyf/Dm/+JOv+Gf/+2c419FHZ4Pvaoeud4GcE33fEURICMfZGlGb1cDzJ2sePugIQUm5ZpRRCL03WgmNdF274CJLLqdyD/WqgL4uGWZbm4I6WW7H/TG8NkP5tlzvTgBDq4t2OyUMB3O1ApSlDyMtR2JZty1FWyB1qV6CLHNuqrlmYkaSpShSSZMZMSNdsVLQVcJq434VdGkclHqqlmKBxC2fRKkzHow3I0hguj7Qf7hD7mbidsd4ukUk4v1AnifEr8gY+3q17eAuoQjTnEkKZGEYOisbvXGMshbSZB6RIkLGdKfU2c9p+llm6WWO3oGSlOMxMZVIKrAaHNF5Xt3NJHqSd2weDNze7jnNM4c5sT9MHI8nbu5eEVYr0jxze7llu9tyur0jukh4/JAyJZIUHj5c8eVffcHpMNs8pSRGLDuYinlXhtWGT372Hp98eMnHj3quNorohB8e0F+s6FeeLNb80FYy6rmcktooUam68hWcXgabSzv8LIN2DgsGzuzb8vGGV199x+tvvuP2s685vrzl+rtbpkPCibfh707wTunXK3ZXl2yfXPLkx09YP1xznPf82Z9+yWe//JZf/8X35Cx4yYgUUL+MpEnwNERjWRXi6fuBq8s1F7se7y3ImouKmMCjO3MM2wHcciRF7mVeWGZ6f+nDuZEkLGVsw8+azdxyWr8lMeydCWCCdQlbml/zLUqecIut1lklAG1SOiYIV4rgoQZBOJ9FVFsvaAqgJhVtQco10BQLaJ5g7HFVmo/j/Yyu1BCpAkGaWUj193OCiJIOnuPNDcfrLZfPBvJqxJ1GYndidMo0T4iP6LqH4HGbiH95pO8j+9PEXEBVCL6wHnqGPiBVC23OwmnOqHooiRCMZNrqglxmvIAXIdTu1nTKHI5KjgHnEr1zHI8zKUf2qaCaePNm5nDKzKVws79hf3egJMNvxAXykOj7NXfHCd8NzDd7OvHEyw2bILz4+iv6YU2a9viV53SA4hxjmoGeftvx/seP+NHzjg+uZjY+k3PPsFuxfhhxbiaPmewjuFhve6kb0UbBshrnTpDqTCRLVtamJIqqSfM4oFjgV1XSNPLi19+w/+Y7vv/Vb3j1V9+j2QxcfHVb6DpHvx5Yb1ZsLtdsHm3ZPbti82wDDj77xTf8yf/6C/7yX3zP4ZDw6ggqBB+QarhRZ6+qSGYA7yjZtLy2246HVys2m0jwdY17Bx1ItANKW6aZ6zxnVSQ+y+j8QNaApXNfo52oq5VE3QV67s5b38rdg0N++9c7E8AsU3bVccjVUl7xGPbh6jBu0UKJrZco9x6wgNZRI2lB6v6rn4eLBOt0FrGQZgPiQhODK6VYuaHnINieudEnqslEC5YixjlCcRGmqfDqxQuGx2ve/wMod0IJhTxvyfqSOAS6rWNOSrdZm0TLow2nb/cmkZNnhi6yXvnKQC9kF9AM46mg2eMoxNhhAnWmkZ+miT6Yeqr3HirF4vo6cZsiu8Gx6SKH/cyrm5mvbo/cpYx0A2lKzPPE7c33THdHMw9JcPHgIeuHD+i3G07jnqKF7774xuSmh4HL/pLxOHN1ecVXX77gcDyyu4gc5pFcHONc+ODTZ/zodx7zo082fPTAE0tEnePy+Y7N1YpSZvIIkzjoPeKTSWlrU27IFS6oaXVVkWibUuoEx4Ji1i6epokXX77k+69f4zVy++Kamy+/g+tENCty6DqG9cCw7tg96NnsBoZ1ZHe5IV6s8VdrXh32/Ok//Yy/+tPX/PM/fomIJ0isAoMWnFKyz6kA2dzjcQ71PSBcrAfef7bjg/e2bHorNzOCi0roPb4/VxhUM+D7zUIn7fBsI0P3hodU7x3c9zfUvT/e+/o/dCH/Hi7DWS2TcM5BqfrpMdaWdAXg6ymrtUxsXZqm84Q7p96AlaG09No6hb52rMSZ9XsDPIvaSb80qu5RKAwobSULy+Lxvo6V1N+NVzRz9/IAJ0+Z1vhwIh08bt4zrAZueocMnqxKOY3k6HDHzJhsWNsVZb2KxCDmlOMdp8nswVI1hugMEDPpm0pQ9IU2LFVLbyG7wKSJ4G0w+u4w8uKm8O33R96MQIgw37G/O1gmkYSUtUZ/z+biku3FlouHO158+y03r685vL6mW63Yrj2zKpMT0uGA98LpdCSMGy4vn/Hq1WuuHl7y058+5NNnHR8+iGhRwnqN2wa6q0sKM6UIKReIphmmFEpjcFagsxQTUJTavRCxzNrmGwWRNmrmUGaOt0fefPUdb77a8923r0EDnR/YXj4hqyAdxC4iAdYXnu1uxXpn5ijBeeI6EDYdp5L40//jMz77xRt++c8/t650sOPT+bBgp1Q8NM8zwQt9F20szXt0zqy7wMXas9sGfLCJDVHwUYxDJw3qoPIMGzXHLzBIKwu14Vq1q/gDMcaGj7W1K4bpNSzs/ojR25CI/b8GMBH5CPhvgefYsvxvVPW/FpGHwP/wL7l7k19bsizN67c7605z29d4G02SSshEhUApMWCCxAgmNYIZohBSTYoBEgNK/AU1QmKEVBIDkJAQEkgwYIKQGCBUBVWZVZlZmeEZER7uHs/9tbc9nZntjsHaZud4NlVRUIE7z+RX7/q595xj99i2tdf61re+D/gh8AXw7+Sc75Tko/858G8Be+Cv5Zx/79dz+scj56lTwix/M3XTZkLe1HEpu/EEZErnbcqZgQLs5hNLKbmp5fGUc+HkKBJxRrAUMvBqTRmARt5Hly4maprq16IggZr9/pQCay05JJKqGe73bLcb/P6e3NVotSVXLWO/Y3G95NB76gRxSFRWs80yy6eAunZUVouiKzD2gX7wxCi7bl1XiEywpJk+BCKGlBVOS6DKQbTCNBmrRZrn0A9stgNfvtywHTKqqvF9UTZVkcfNvZgHR8hJY6saU2sWy5p+98D27o7NzQPeB84/+oCYYb87EMKI73vuHx4IYRQNq9rx5Krh+mLJb35YcbFw6BDRizO651fUK4vBy/C1B3SREQJyjPgcj7QE8pwdT3QAhS7d4dJk0YIhpTDy6ssXvHlxw7jJvHtxx34zcHZ+gb1SVG2NdWu6pARbrC3dqqGqLbYqVsrO4FY1qTJ884t3fP4nr/nsD35Jv6VkXQZrzOwyzlS+piQbTrH3y8DQDxAN56uWi4sli66SgJwlSJmSPGYlkIhW0zymBChptqppoc87s/DZji2lPOFeqvRAJgy/lNrTs6b75nsSv36lDCwA/3HO+feUUivg7yul/hfgrwH/a875byml/ibwN4H/BPg3gd8sX/8q8F+Uf3+9R/k0J7mPCXgU4HwSHTz59YKJTaWFdAn5NtB5goPBfC+UTqQ8VxdNsAxFS0rKyVQ6j3o+p5KupyQCisrISFLOiHirAMnWGuomEnaOx6/fcPfqiue/cU2sO9JuQ72q2T9ELj7NPL45UK8Uh1cPjF5GTyqrWSxaqlrKae89u8PI6IUD13YVKgdi1oARwcOMKLh2CzyKx8cD/a5nuWhpFjXKBh42A29e79l6xXYQfpHNkUzk7vZt4bZBDBGiCA6eP7sEHeg3d/zyiy/YbUZ0teD6k+csF0ts2/Dm1Sv2ux2HwbM/DOi2xuqKf+l3Psb5lzxfWZ6ca3y0mFXH+Y+vccuaFCLjQSSwk7aSeStRaJ1kjrwM5CCD3fKZy842Xe+Sb+aIP+x5+dUr3nxzw8vPXnK4D4RoOX9yTbdsZfRoCFTnHecX51w3FS6PzBMcWqHqGiqH7mo2MfOT3/s5n/3RHb//d76ABNYYrFVonTBWOISqkFZTyRy1KhCIURzGSMyZZWt5euF4etnQOEWKwi9UFjE0MdPiL39bkXGaNk1h3Zeduyx+PWVrqCKPzXFD18eu5LT407cEDb8/xz8xgOWcXwIvy/cbpdSfAB8BfxX418uv/VfA/4YEsL8K/NdZwvvfUUqdK6U+KK/z6zsmjIPjRZL6HsqVlV9TEHMUsb4YpydOfahJy3DOzI5i4Mc5OK10KSul02Vnjoz8XIQZ8gk4LFnYlA3puQRkAAAgAElEQVQKBvbtLuiknSUgbMRqS7/ZsXvdM/w4YZXBrjr8/Z66qeiHgdWzc/qbRw4+M24P5GipWgdEYZvHzDAEYhIIv6lMccKOwv0qtA6jFc4pFJH77UB/CMToiD3c7bc87gde3gfu9oE+KmzVUGnN4bBns3kkJWiahmEYACkh1+uFKGF4z8sXt4z7EV3VLFdrnHW06wX73Z5xGMnG0q5qfIJkYLVquFomVtmwMIkxGhbXV3RPF7ilRegpWjLKUtpoNZVMUi6KuqiIQ6ppQFurWZBw2o20iiQ/8Pkf/IRXX7zj9YsHtm9H2nZNtWxZrFtSyAzbPUYZUb+NRftNa4wtnDGtMY2DzhFU5I/+4ed89fMtf/T7n0PWWCPZ0rRU5nMsw+JpbjgkUIaI0HUq5VivOtariqYSKaKcMqpSYrhij+NOc3aUT3DXsshyWedTkJrx3Xyk/ahv3TPlWROOe5KFfZ+OfyoMTCn1Q+BfBv4u8GwKSjnnl0qpp+XXPgJ+efK0F+WxX28A45hVqWmUKJf6Xc5RDE9zPnE4E6LiRHeYVJNynnjKcytmLhEpzPRZJypLd8sZW15Dz+36aXcWJYApxVcnpqfMTPfp/I0STpCvwT/KCM3m5YbLHz0jPd6TlcYfDig0UQ8MfkBXlujFJLZqRDMqBNGIH8dISIaqbrAGYhzLXy64X2UqjIk0tfhNqsbxelB8/W7L5nHD+nxFwLDxMGRL3XWQAn1/YLs9kKLi7PyCFHpijOx3B9pmSbdo6bqO+3dveHx7Q0qZ9cUSP/Q06467l69xywU+Z3TbUpkKlxWt0VxfODo90hpL8J7z60va5+fYVQ3Zz6YsKFtKHbk6KQd0TjI0n/KRy4RIgBttp78clTMmZ/x+z803r7j5/DVff3bD4/3I6uya2lWsOov3PYt2iUoNCsX+MLJ0jlQbsoqSNTmLco68tOw2PT/5/DV/+oev+Ok/esP2bhBJbl0mP7TGWEMmF+16KXG0UmCmsrZU+FrjrKVrKhZdVUjKJSBrhbKqSNClmWM4QcHfxrUQaSJ1pLdO90Rm+vym4HokHFFgmQn/nSCU71MI+5UDmFJqCfz3wH+Uc378x/jC/UU/+HPJp1LqrwN/HeDTTz/9VU/jH3+O5a1UAaDJapYTiYVV7LMo2Y8hUSdxmUkZDEIAkgpRo7IRfo5KRR7sSELNCM5CziJ/o3UR0tOldOUoaa0UICM2Gopt+8luqKbB4XmCh8oKDjL6zKvf/wpIuCpz8XyJH1t0k8gq0DTQNy3ZgDYDVaNxlWMYPOMYGX0kY2gbh7NCb/TZkYL8PUaJIapKisMOQoJdMkKK9ZDNkpd3kT5FqsUKlz06BzbbHbvtDrKiXXacXZ7jxwNvf/YO7xNX10tiCqjkGfZbRj9ijSGEAzn23L4cWFxc8fj6DcMYuHi2wraOs7cjTy+WPGlq8uCJ5wvWHy+5+MF1uVkV3otEkOieMZtR5FIuxoiYdzgHGJQzJRs7bkz4iNjaReo+UG1GeNPTjRB1zfmqYUiB7XbgvFvysNlwcXnB9uYeaxZsHgdiV5FNwFY1bl2TjOaP/vAFn//ilp/+5Bt+8fkDfkg446i0wswZmKg6GGvx0SM5VyE8y0LEGkfM0FrHetVweVHjKkXIsBsjTWOoq4ytpdQ8Zkp5xneB0hk/MvLViRnkDNSfVBt/fqBoUl6RI6X85wLjd338SgFMKeWQ4PXf5Jz/h/Lw66k0VEp9ALwpj78APjl5+sfAN3/2NXPOfxv42wC/+7u/+8+ouj6qSUyWVOXh2chTZaHZJCCW7qGAv7oQ9SxkgzgrZwkwOTIxs2WHO169k6KVWapaFeUKfVwIeer4cARFFSUDm732Jg2zKHrzJrF9e2Dz9S23Z47VswtcC75SKOcgJQ67HYqIygGrpYzLuDLzJzQRY1xJ7xqyqkTuuNh5HTxUJuLDSN8feDxEDr3MPupxhCwO0AYFVjOOI9vthqEfscbRLDqarmW/eyT4QF05jBZV1v6wJ+eIc4a6rhj6njBCtCOqXaC0ZbFc4GzFsycXBJ2pGTEpY7sl9qLl7MNzlC1M8iw3ZY5TGRyPILySMiyGhFKWlBTaWbQuWCOKEAIWhclgksy7au24Or/g6cWSdIjUteFxu2dxeUZOin4/sDhbEILHOcfEMAwYVNVgFhW7ccerbx756c9u+ZN/+IJXbwZIFbVLknlZ4YmlnGbKTZRdhBgFzjj6LkwS6BajFetVy6JzWKsYQxBuWutQ1opdmlZM3ZvJlAOmCjkz52X5uE7nhuS8ZmVlyl57ciuegP7zav/LE5fv5PhVupAK+C+BP8k5/2cnP/qfgH8P+Fvl3//x5PH/UCn13yLg/cOvHf+SMwWO5hrzPlNS7NnUAPAxU4tWHrHsMnnehabnHa/cKSF1HvCl4GYTboHIzaSi8WX0xC0qTkNFYkf4CScL4aT5IAmbKjpUWcQLdz1vfn7L8uqKOEiHqFnUxOAZ+4TTNTFvWbUdIUAgkVQUuRilaOpKlFaxjN7jY2KMGqVrQsH4HkeNoibR0Kc9Yx4Z/YCrauociEYyu81+pO97hmEgxEjXLmjrBnwQ4cOi0R5zwCTYPNyTIlR1R9U0tFVD6BPZOZxrhYTrWhptqYPn6vIS7zfgFIunS1YXLcZqsg9EJby7kAJJJGXRWYmmlwZCIQPndCJMWOSmUagIToFDSkerNNpZMTFedlw+WdHfbxi2D5ytP2bX99RdQ7/vyWSqhWO9WiGdY0W2Fcp5+r7n85+84YtXe/7g737B6ztP1hlD8XYki0WdNnMDKBaPhphEgDPFhIqJqnYibonBWMdq0bFYOFbriqzAB7BWoypRw1XakJQIeObZ0/G4nqal/C0sWB0lgeYJECVreIpXuZSSR77XMTObIt/3JYz9KhnYvwb8u8AfKqX+QXnsP0UC13+nlPoPgK+Af7v87H9GKBQ/Q2gU//4/0zP+S4/pg1VT3BKsqVxYIS3GObiNIROyLppLuujgAyS5IWbm8nEjOmZe0sKGCTfIhWdWXGpOFolkDRO9TM1y199aX+W8NYXZX3A0FSPWNQw7z+1P33L3G2dc/c6HMsYUFH7w1G3Fw8uRquoYdxEfPD4FlHE4ZzFaE0JmDCPRe+qqxhqN0YZ9PxKzgqri4BO3j3tev9uy6wcg4/RIu1jgrCHGYhg7BLTWIoaoNb7viVWF0Y7FYkHd1aQUeHzcyGSCExXUBJACUWcRUBwyrVvSNZZhuycsDGOXWD+7xKYDi4sO6yLjfiefk3NEIPqR7IPcZUpEJ1OMZX9JKGVQSpRzc4xoDY2xOKUwJCwJqzXaOlFQzaCXDVfPz8ibR+w48ifvXpIXazYx0LULHm7uOFeXsDZUlUMbRT8E0vjI7t0t/+f/8RV/+vkdm6BkLrF4XjojooyyVmTTyjkXGSXIRX9f50zlDEYVuWhlAcNqXXO2cnQLkUhKCZTR2NoIf28uHUupWByyQFyNppJhGhGaIY08BaQCt5QsNhdq0HRMlCGlmKbh+f6ELjl+lS7k/85fftb/xl/w+xn4G/8vz+v/+THBTsIcZe5QTaB8zqQIwYrj8SngKSa45gj8MpWi025VMqUJeD9hJB+FEMtJnKTek+6XtK7TCR2jqFVMbeup/OVYqmojrsnbhy19H9HOkhtH7gNVY4hxYNEtOGwCWWkR64tgSzYXY5bh7BipDFRqwCopk30caduGfTpwOIwMh57tMDAEYYKPPpBtwCbIKuHHkbpyxNDggwSyYfAcDgPr9RlhHIjJ02+3pOCFXhISMQX68cCse6Ysq/UZrekwsSeNie14xuJ6ja3gYn0GcRQXI1UkcErZmH0ijVFyAnM0VpH/BMdMKZNjpFaG2mgqo0ThVRlUnkw6pCU4ZcrtumN91nHoHlnbwJdvb2C1ZLs5UBvH5v5RfAaeXpKA0Y+Muz03Lx95uB/xoYjvInOvVWUkkS5SNLo4X00UBdElmzTF5G8QSWhAS6bVNYa2tWKGEosMlFXiiIdsmnnK2vMxiydTcNs8d8FRem4szVvyDPCfLtdJfULuC6N1kT4/ucUKBeP7UE2+J0x8uSAyGlQyr6nGh+IVKDjDRGdJWVhaM6n1L0DhjjeG+ta8oOLIoZk6itLOV8QkvK7TFvQEHh+zrSP28Be+r5rwMQF+jdLonImDcK2Us+hsCQ+ZNHj63cjQJ9AdaJlhNEY0v0BhjaY2iro2VEU66GG35363owo9EUW/HfE+FuZ3YDcM0sXM0NQtbStdOKsNdV0TCrcuBOEwVV3H+uqK+3ev8eNQ8EMp+QyiEBsjxJipqoZlp1m7CDnQA1WnWF5parvFtQ6tDApTdOgFiCdmQj+ikrDYZ2u8lEkhlk1GsgunLbVWNFbhnD4O5pfuXpqyFCRD187QdDVNZ9HjnlZZvnn7yPryHFc74hgYD0ORGKrkswqiPxYShHJ9Rc+/MNeVQltzvKjlWk8UnhxlsmMuy5QmKSG61rVjuXIslxXWGHofMEUqWoLUJMQ5ST6XOc6TdTetX8nQ4IgKTyWKOqkWJLBpJirGSdk4P1PNa/f7crwfAWy6HmWcZ9KaUDPeBBkpEVMxPk1ZzSD+/FUWAwB6GvZW5XUpu46w+6cB71kvHWnTGyuKrJok3pBT6o7kdLowwlVBVbXS81ujZDg3lcWjFWirqHQxC0GhQhZ+1eDZ3/c8fH3P/l6hTUW2CWsMxmhCDHKTKUPnDE3lsE4RR884jAxe8Th47t7t2O57YnZEXeNDYvA9+/4gShAxYJyjKZmsqSrBcXJdJhIi949buqsr1k+ek1Li8f6OGINkTFkUMHyIZDTLRcMHT6/44YfXWD9SLxvW7YrrH33ARz90EGG56DHKko1FGyefd98TB08aBPw2yhS7OyAr/MFjc6Zra4w1GKvo2qpcD0oGkouuW54zIeFhJVTlcF1L3TWsGsvNYcQGuHl7x6F1nK9X5BDZPGw5O3uGtjUew6ZPPBxGlHWoEIrirsjwOCXlZFK5MOQn93YB7kE6wbrogIWUiAqWnWW5rLm4aKgbOU9tNVVjqWtZPzFE0RCzJZ3P031QupIpz9UHcyBLJ1wvWZOpMPXVpBFXNoE5ehVcTcix006dvxfZF7wvAawcE2x1UtgJ7qCm7wVjykw4VCndsirZmyrA68REzvPrym4mZYDWYg6hjUGrNL+5LpZtlLJmGlXRpQmQJ/ux6eym8rHMbujidC1aZvLuBsha+GsxgUoJbGbc9OzudmxuD0RfoR0Y48SUNQmeYbU0DsTwwTMOEKJ8jRn6BDebPe/uDyzOLiFFxhgZh54UPSBu3GMYGbzD6olmonBVRUiZ8eBJyfP4sKFeLmlXZzx59iHj2HM47Lm7vyMmT0iZxULz6cdXPL9csm4Nuam4/HDBwTVUVcYPI4vWoLAoa6DokeU+kHwgjl5GY5Sa+yBGKUI/4mLCkqlyotIWU1n0iSeipGAKVTK02QBZASqjKydTAG1NXRmcSjileLvZU9dnbLdbVoclptizGVuxi5ohGgYfyEqMhlWWQX5FFh06pcVtSE2lowD3MURiDLKJGY3WllA07avacLaqaTuL0llMPSpLVYt3Z45phtVloiAdu+9QDFpOboqsmK2epm5jnuYa1clXWfOlNJh4YsdX+z7pUMjxngWwb5eCk95TymVPnIONWGqdpsJH4uqEff3ZNLlQLaZbQGtJ2CjSOZOrUZayQCtE3xxOSk/m1aA4wcwUBRvTAgBTsjZtMEpUSIcwEkOg3+5pzx2HrcdvvMwBKiXTBb6XmT4slXVonWYTk2EMoovvavyY2A2Ru23PwxjBtmhXMQ49u8dHfPDinWkNISaG4UBTV6QghhIpZ3wItN0CP0asUvhhwMcg7uApsdvu6PsDMWV8iGAMP/j0OZ982PG0q7BVjV1WPP1kyWZU7ILn0FcslyJHlHPBDmNGhUz2WXwVUZI1OYtSmTQM1KPHxoB1hsZqca+e8KApoZ6IniXz0lqTjUYZTU4KXVfYtsY1NU1T0Zg9hkQsEtm6toyHnuXZUiY4tCMqy8Hnwjwo7u+lYaMLafVUlsZaO2NfuZyDyjLQH3IiJGgqy7KrWS0tldOik6/AOkVVG7SBEAIqquLFYNAFFpgA+UntZFpuU0YmBNiSeSrKPVBO+lsUjJPqYmoA/Ko34f/Hx/sRwApFQuc42z7N1X4+anhRAo8q4n3Mi/r4GuqYhJ+UgFOVWTo8Zto1jegxRXEXSiGAcZJR6eOAuCoM6zRZrM1aVKUrlRR5UVF3TlQTDuIUnlXGGhFQdNoRHx65+6bFrT5md3ugf7PHuqZMFhjGgqt0ncVZTe0M0Qfe3B+423u2hwFtPIbE3md8slgc7XotjjpNTf9uwBiLs5ambtjuduTo2e82OOuI0aO0KGA5V9F10vjoD1seNzfUIbHdbxkPe8axZwwZ4zQ//PQp/+KnVzy/tixMhbteU1/UNJUXk5Ax0I8Vu1HMeeuVQmdNGEfS4AtvTUtgUAoTI+Zuh/YjXUxYZzGVsNO11SSt5s94BhVBMl2li52blhRXW+hq1HpBd3XGatVw0Vlu9iPOGva7HpUc9zf3XDy54v7unsvrD1CVI1mLsWZunCQQ8cjKSqOjzDZmRJfeF8qJWP0VRr2GFBVZWRaLhovzhidPlzgtc4rWKrpFhaslaEdf4JKoSL14nIqjkiqAvazdUgxy5IIVdeICws+GJqfBa5bQzjPWa5D3O0Itpxnbd3u8HwEM5lTXqOMjUz6VldjOn2ZohZvNrAGODMFm0jx2UXB6+b0S5KA0A5h+rskqzYth2vWnTE3pkrEV/GzGF9Q0YpTI1rBedwz+QOsakSYuA8duEqzTmv7dgfExE33E5JY4JpwtihtalFMlICYqK7jLEGHRttz3ipHMw8NBnIMGzxAhhUy1toQQCEAuyp8awROttQUk94wpkqxDYUFpVMwylF033N/e4Q89Y4pQOR4POxIKYw0ff3zJDz9e8vG1o3M1qmpYPG2xdSb1YnTiTGQkEIJCVRWxiCnGEMkpFg9IQ0oB5Ue09zSDR6WI7RpwWtj3xoIxEryK5NEJTi7f62P2qzMorYjWQl1hupq6tnRW0+mMyV6ku31iHBN37+6xtZaAWb4EuzSonKmKUcyU7WljQUsWnFI+NpLK+xtdMLAkXcim0SyWlqoCqzUpJIzVuFpjp2ttCl5VysMUFflkE9am4G5aSuwZSpkWtKzUeX2fEoELmFyCVz42GNJUgqv5fjt9te/q0P/kX/n/z3GyyQLMksI5FbIfx2A1lZNqoltMV3PGRU5f9+Tiz5rDk1OzcI4oVvRT2FSlRW9LtnLSxCzNhDi3111lGIY9y0VLDANTPTDPtxmNsorD3YHwODDuDyRjUc6KyxJCz6irogFmlNz0yuBcxXZ/kK5VCOz7yMFntmNiP0b2YyDlzBA8KSecc4CMGKWUZgHGGCPee2GOp8g4eowxWCvyO03dwJhZnl2wur5EWYdPmadPlvzooxWfXtU4Z9BtQ3XZ0i1b2eNdg24aXFtRm0hjRpTy2KaWMSctf4vKCVLA9CNu3+N2PToGKltszbSRTEobJjPaqRM8d+MUzMoR0+erhOWvjcU4h60rbO1wlZXObZlmOPQDMcH9/QYwkpnrjLMaV1egDdkY4aoV6GKix+hyPql0w9OsrzXN4crastbSdTXdwlHVhhAC2mis05hK1CeUyXPFoEr3KilZ6yGKWW8ISWSGQsL7hPfyWAiZMDH/T5pLlLJzPsp9M0epXKCSeVs+yiF+18d7k4HJocpwtKTAaSrXgIlsmsvOkmNGo8W5upR2cqH0HKfKaHaJeQqyJmPEtVok6USi2IKuLNrKTaEnQFXp4/tzii2AKjLE2iisSlQjHG73pDGJg7RSaCVNAp0yRoPvA48//YrueYsyI83Vkv7NDh+C6FHVGlRduFY13kf8GEnDwO7xQH/Q9FGR7RLPhp3v8WNgOUa8zyy6jqZyEgCsIYxjufm0yMFUMgwdvQdledxsuL66ECelsacPI8unK2ha6sWarjvwr/z2E35w1XHWtLTrM9zasnqyJOmIWy4ZkybuIzlZVN9jfMLWlUjEDAHGQPRBzDWGAdcPmHHEGUPdVCQr56qMlXM1pri2aEzZCGYgeqomC5gtF0P+vqwTqqnRiwX1omXR1ayqPUuruPeZoDS9D6TNgUpbwjiSY2S1aGgrRz96wRu1wZhTID1DjmitpcuY0iyaaa0BDSEmUtKcrVueP1twdd5SGU3MEeM0rpXymFyoNcqgiwBnSuroNxun20CVLmfGT91zPYH9RUfMHCsGVfiJADnEb3UYZf2qwpEsRemUB3wPIth7FcBy2Ulm0LJsu9NjKZYSq2RIYcYDSudxBtVV2XG+PeGfTvllOc1ZlNFm3kUnoHSa4KdkATof9cnkTjoSBkPMqKioakc0g7THi5RiKum9ViLbEzYjPO5IwQvfLCdRONBgdAZTo6hEWjpEHnZ7vny74faQudtlxmZJW7dY7wm7vTQIhgNVVWGzcJSUlfGqqq7wwyiAujVUrpIdPCXInv6wI6YVd29eEUYxz/UhkUPk2dMLzpuGj89r1m2FtUJpWCwtKfSo9kzGrowjmoxRkUQmJk2yieQDaRgIhwHjAyZG1DBS+YQ1TrqBVizfpusWYsSmBFlLCZzSzBU77aTJH8QxIwMZOzIWW1dUXUvdVnSNpakCtRc372EcqasVjw939IcLrNZUlcNpQxi2YIx0CUukFOWRSM5ilgLHxtKkfSLfy+82jWG9bOlah1apyPVIucqURSL6X1llqX/jvJxKQ6mUxsU4RqhvqtgLCgSiiwaZbPiSAupv9TWZA9qMA2uRZ5Jl/mcbXN/d8V4FsCn1TXHSVjrWgjlPMrul+1KmJkSpU8TuFGbuJh4pzcwXnrKDQYQcUTkW6ZzCFkef8NBOeTgFD5EzOS6Ok11aK2H9O2UhRgrXnEAmqVzUOjV1VXHz05f4YaQxDqU0deWwTY1qr9l5i9eOfjjwcL/j3buer7fwdhfxEZbnDWMWd+q6aVAKtg/3LNcrkg+sz6+EA5ciu4dHQogyEJ0EZ3PWsd/ds2gXpJz45vVr1us1cfR88+oF2/GB5x8+5a/81oeseeBq5TBVi1s3NOtIHg6gWuHVlXKvahyH/UjVGLKTTmx43BG2O9j31D5iUpIhbOdk3KqyaGdKtlyyZnKZ1I/kJPhTzoiUEfGkbDxiO9MOpZUmW0tuKqrzBfWyYbWuWd6PdCMMQ6QPgZXSvPnmFT+4u+LyyQpbGZHwKeFoMnzRSFmnTeFtpSSk3/KWxpiTrEyxWi+4vFywWjk0iRREDt3VFmv1XCHI+aqZgW90cfTMGZPKCitYm0qKHAW78qGM1FE8Q8pEiFZ6dtLSpNlYZpLsSfmEgaFOPrDvCRHsvQhg+c/8C6cZk1x4yXYKz3jKsObGSikJ5ws1dWGYQcu5LU+hSqQ0G4dMzLGcEtkcuVKn8rt6AjtmEqCadzKtiw2YEj63MeImo5QqIKzojbnWsusDw7sDTd3Qx0BdXHiiWdOnjkEZQoqMMdD7xLuNx9sVuAMKUfgchoHGVcSHBxarBWNI9IeB1bLBNS3e91ij8KMHpfDeU3cdYwgsF0sWizMqZ9nudjSLBYmMjyPaGPrdgct1hc4HmsaC7dBdTb106DyQsiUMQdw3syJp6RrWjSF5RDYnRvJ2j973GB+pynXQSko0Ub6189D7cXBZRojMxH4v99qEOWmRnxCtMJXk+YUCIwFBY6sK01bo2mGcprGaxoIZkwT+lBiHRByjjCFpsM5hjUVPTHmDUGmm80Oyl1RkxM3EQcuQi6nwYtFwdt5SV2Y2IRH3+ClulFKOIxQhjacScCiBvJR7KSVUnMQHFCqWiqS4Oaco8uoppzIYLyNQOuc5Y1UweaBwNP5Q35fYBbxnIP63jim4qOPFkOphAgwmwgRFO38KZgWnOkHyZ5eaEoAm3aRJcz3FKCaqJyWmmTXxpyZAnoPnFBZl0R3zRMU0XBuFMa4yJmQxox1HdKuwZ0WHX3tWlxWsWkJeFFKlJgRPjge2mx0v3z6wHYtv5aIj+AhG09QtSmvqumYchDbR1B3LsxXOGc7WK4bDvsi6iDR13TaMwwEfRqq2AWVJaNqqZjOM+DBiDKwWljN6uhSkDO4quqslVVuBaYjayhiXly1iMuKtmgrXKKyOsD+Q7h7RuxHnhVBqrWh7ZSP4Vi4rV5fsizxlX4kUggTBnGRTSXKT5phm1Ybp8ZyKnHKSqYJswDSOqnbYIlmUQyTHiEIz+AE/ZkIWnMu5Cms1RmWsE7cklChO5AlkL9BGTGlWS9FGYIeY5Ptu0bBc1BLY0tRNNPNkh/yJR0hCeINTWXhsThgzNSmQ7qcRJ3pr1cyakCfo8tlp0JqIImbRHAsx40MiBpmr9T6W6ZVpeatvZwvf4fFeZGAnxV5JciQ7ymXBFHWv4gsoXoyZMhycZYvJWgJTpqgJnHRZJpa+bEdTsDliHTKaMjGhp0yrYGEFxJ86onOwmiLqxFEqi5KcBNyldIlqy/KiZbE00ER+8ccP3L31rK7hsq+ouzO8W4DRKH9LHXtiv2d3e2AcDaNuoWowOXPoRy6alirD4W5P8AMhBs7PzqmrinHYwZi53x3Y78UCzSoJEkIzSux3e66eXXLoe5brJQ+PDyzPz3j57h1Pn675zR8t+PRJRVNrFpcLLj8+wzopqqJribu+lDBgtSFXjhwiVdOzub3h5pcvMQ8H3D7Q1jWhaUjLVpodtcM0ldAgtBLwXgO5uE5lwI+IECVg9dGspXDvUoxol4XAWiz0Zr34FMjjQIqBkDO7EbZ9wntfKFaR6D0HBYe+iGJ2NYu2pqkcySiUsYSUsE46jK4yhCEI/yofu9MCX0nwaNqGy/Oai3UjMjtRFexLhvknzbppoU9ziiqP4BYAACAASURBVEpx9H/UJZPPebZkE8A9F5xQ+IbzMIiCknxBUmhr5wohFoJrLJmbyYpQ7ocqStNhwoi/6+O9CGCnx7y7TtiTOko2TxpMx9nEEmymrWWKgnOEmSSh07ffpAStkETldHI/mkpHaRxETBk5UmWkJ3g/P5eym8q3qjAnpHOZ8tSCV1StoX56zuAD3/z0Dfe3gS9f7GjeDXzyUcuH//wZzcfX2GFL/7MvGUNgs/fcPEYeR0uoKnzwhNGLFItz1FqzjV6EE63Gjz2V1USv2O535JwZQ5BGR4hY66hcRVt19GOi3+1JWsSDYvA83t+zWtZ8/OGCJyvLsqlp1i3NuaVpFVkZclXhD6LPDwalHRhXsoaEv9+yf/EKbvbcvbqhzQZfe5TZo53BVZZ20bK4XFEtKuquKS5Ahc80QQUqEQvFI8fAJHGUYyrEUemoZiWyRbmYaeQYScPIuNnwePPA/f2G2+3AdkyElOcJCXkbTVaKw6Fn1bY4Z7HWMKYsneiCRUzUiRDCHHR0KYUnhntG09Q1Z21FbU3J8CnS0/rkd2VxZiaVubIhTuszT0ofx+HsqUVAqQLMJHqS1SxqID9WM4wxZX8p55kiKcWMvGsTktjmfU+O9y6ASdAxQkguYKQAuXFeQOGkSylhaoJW5UtGg8xJpjzJPusjw76QE9U8jC0jLpLaq/LcMhBeWtpzNyxNZWiGhNjXO1sgG2GKoyxJKVTXYhcWreHhpzt+/vWeL2+griwsM582ji69xW4fudkc2AyJt5uB270hLTsunz/h3evXbG/v6doFy9WS5A+MKTAGjzMV2hkOYSQguKE1GuPs3DqPKTH0HlcviEZGZgJJuFOm4m6z5Z/7tOHZmeLpYgWrBr02nD89J1qNso5cOdLOC2nJObIxYDU5BeLNLeHVPeZhi9/suGpbshK39GHw7O93DN5jnOXy6ozlWcPl9RkXzy6hNmBPZI+jaE2nGDBUzHdgkussXeNccnLxXAxxYHzc0d9teHx3z90Xb7h5u+VxO5BimhVcgy4MKKWIITMOAXOmiTohBB1NCgGr0qxVn7MoTIh9jAS2yZ8hZYWzhtpp2lZjbS5WfhpjwBolOvglo8+U4KPm1tRsPq61kFelqTH/tCRVx01bRtcz2QhkMr+e0uUuKMJT6Qh9xJmyIY2gcOLp8F0f71UAm+YLZ6rCDNiX7mHZVXLp5IieunTcZO43T37dEBNZaE9obciaIqlTsLJToh9HjSeMLKYJM7NGStZ5R8wZcpxVC6aOdEhZAPsMShsBk2uHcwbzuCNgeLiz9KPC1hZXGdRyhRofyNlzc/uW17vE3S5yezCkxTm4is3dI+NuxNmG8/NrbIZN32MXLen2Hls32LoWQmeMXJxdsN9taLuWu5sbBu8BReM7bNVyebXm7u6W2lUMuwOb7Y7zheK3f3TOJ5cd7arDnS+4fL7CaMjtAt209ENPHBLJONx6hV5XRL/n8PMv0W8fUXcPPHEV5uO1kDBzQmvDfnfgzTe3jH3PZrPn8XaDqwzLZcvzT665enrGxQdnWGvISpUGC2CjdCMBkaSdMnLIIZDGRBo9D6/ecX+35+H1I/0uMDzuyD6Sg+as1Xxwbrjbad4dMmNS+BSIyTLsNwzjFVWtqRcVTVOzPYzklKibMvOYIsELoTSmiFIyBjVRbUxSNLVjubA0rRh/pJCwlaauLcYUBv+3sqE8K6xMayrnQpItFn9qxsqOgX1uyk8lpppwRAVJFxkoQ9LiK0BMRd9MPrqYxXUgJMTRaroRvuNA9l4FsOkQYF7NF3zGORBd8lQ0oYCTTuKUckvgmxaKVJLHMlTuiNIN06U0UCL8Joo4aqZVmIKBKZjdkeR7UEb00LXWGGNnJc2sFMYZbOeouhqdE36/xy2WfPDDJ9yNGf0QSMlgyFgPd68fePtux4vbPT5X9KkSGee6JYbAJiQurq9JGbZ392QiXbfkXhuMMlht2O33sveuDHXTonIS3k+RbN483oLKmM7QtRU5wWG/weiBj55ecNFaFl2DWTecP1lirZRZqmlISpGDZKZ20WIWFWnYsfnlN6gvXxHePVArTV4pfMrsdxHtNKuzjrZSnHU1hIhTmv1hJPrI5m4jMkFK0TWW3NZoK6C3MF1s2TiKhI0WOkCOkdiP+MPI/u6R15+/Zr/dcXfTE6Pm0A+sGktlNbp1LBpDnzLWe0w0TJytFGMhsyaqkkU97ESjXxsLBLnRs8zImqlDWEpHUsYax6JtWC5a6tpJJaAyxogB7tRJPzq8T7vvcR1KJzMc5yCn+dvpd8uvT4Fu+v+spnwf0MWubcJokzgoaS2S3algXvKWZdokf8eRqxzvVQCb9fBLhnWCj88LJ8YC3OeJW3My98VUdk4owySxe+z0TN2baYFoVcYrpml/ZY6yOlPrufgVzkcW5vWktR9jBFWTMOjKsmhrbGOpFw6bFGEMNE3DxUXid/7Kx7x5uSPGGobMw+0jd28eeHuI3HiNNhXYlm51ztD3xN7TdgvaZUd/2PP21Usury5QRtG2C5TWHA49KmUOuz2HbsH6fE0cRym5S+A3RMbDjnybwDj86Bn6HU+etjw5c1ydr6hXDbqrMbXM5qmmIbuqzDMqTF1jFw3KZO4++5Lh1VuGz7+h1ZY+Z8J2R1Ka+7uR1XrFbn8gBM/DzZa6bmgaR1NXxAKqm9Ez3G0Y1610PCsKlcVAVbJqJZI8082cUiLsB/qbDfubDZt3OzYPex42B6yt8ONAKLy/EBORIvOtJFBkZUv2LqWe917UV1XC+4F2sRAQvNz4KQr+Npm9qEJjyFlet6kdXWcLYTSCThhnMPa4Zk9x2jmQSeQBcrlGp9gq8/eK40bOzHGcngtzEGOqKsqmXWgeGo2OUnJSpIym1fx9CGHvUQAruxGlqzjRFkq7eZroScjii+pkV2EqP0GyoCyjFxwXQCpDuAK7qjI2ojBICZqArDUpZhkonnC20hGFCYtgLiNzyGRlSM6iLi/o1h3WQaMidZ3ROpKMxuoapQPP146VU1yqM16963m32fH3/tEN+zFyqJYcTMuyWXN2eY2xFmssI5r11QWuUuz6wO7hDmMVddXQLRaEJITcTIaQeLzfULUL6qrjySc/4ubV14RBnI+S37O52RBdQwyaD54v+M0fnfMbVwuqsw67qlk8WUIOqLZBL1ckZQq3yFBdNOzu7rn741d8/fc+Y3jzCBh2gwetOXgx3N2PAVvdzVnJ4/3AsmvoasNv//g5C1uxrB1p8BjniNserzS5DtBaVF3BKIoeWhuUNcLPi558CDy8vuX1L97w9Ys77u/2JODubsM4BFIEUwnmabUQPQ9jcdI+jKjS2YwpkaInJkXlHN2ioXIWUkJlKclIEHwoZWzR7NK2KLJmrE0sl46LiwZnIYSMrRTGAWaiSqiSxU/rj0KmLm1EwJTMKk5O3PqYecmY3NSQKjEoT93xb5eAU6UwAflTlmVK44PSaNIzyfu7D2HvUQCTY+J0pShjPqoY1yZ00WKSTmQs4GQs4xYn+hKSiqvj3jTvggUEFoNaeSzGUFy6AYSEGT0oo0S/XAvDPsY4VwBSniry5Jh9ecbZx1esni+JDze4+17GnRKlS1dx2EXevt1zsx3ZHjRvb3d88+qRL97saNYXLJfnnK06alPTdB39cGD0Qi5drFYM447J7AKgqSrutztc1xJ9QhmDD4Gw37N92KAuHN3ZBVpr7t++YtzeY4q13KEfqSrHR8/POasVq+sFtrW05w05e3TVoKqWbBwUkT5TWbZvb3jz+Qvuf/6amy/vGD3sw8iYxB1q8JEQ5dpUQdHpmkjmYVTc9wcWjaN9ec8PnyxYNBV1bUWqKCWUD8Ict4psIlYZaYYYLYxQEjkkdg9bvvjZN7z6Zsvbmz03bx9JJHJM+JBIQYnWllFUBpxKcl6pOGCXtZBCIoaiDlsG2ivrUEaIqHl2HJoyIvmKMRETEvgqR1Mr2kaV8U0h9LralhGfefEdx9jU6Xr81sov3U81B6xZTeLPxJqJ3JrLiU1rPxWwPifROMvT+6bSIZ9KzO8e+pqP9yqA5ZyKz16UnVBN84SSQYlKgCamwDhmxjHPGl0wlYgcsbMZFSvgfhai5MR0nlL0lBLW6DmzL4kcOSURss5Zdr1cFojKJC8jJIuLNasPL3n2L5yj444cI+O7A8o6dOH/HIZAHwy3G82Lbw68exy43w7cbDxqfU3z5Al122BCQjvFzd1bqqoipijWaF1Lnw4oI1rwKSaiDwKZOIsPA4u2LbgVbO5uqZua1dmSerlklZ6wjZE0HCCOkKBtLedLzZPzBYv1ku6so2ot0XuysWRbgbbEJN3WlEZef/4Vd5+94fXPXnO/iRxiYsiamCFmRcq2OGhrFtdnPPn0OVVrefX5G25evePdZsfirmJZW9ra8nRZy7XJCRUCKNC1LRmzeGtqa1FVRQgH7u8f+PInX/LZZ2/5+u2B+91A61rOL1c0Vcb3nsebDfthlE0nKYIq/4YoM4+53ODeS4dSaawxDP0gTRttCPlEdWKGIRBYo6wTlKJtKxatoXECSRijsFZ/qwk0sW2mMEORgD6+5GlkUsX3NB9/vxwK5q6jcMGkpJwLzoINT3I/cSL8okROKR2rmO/T8d4EMJUREbvCjNdKi3Jllkwq5czoIymJpVplxN9PfAQzOUcxYVCq7GIlhE0dTT0Ne084QyqDukkAT6WKHn2xR5v4aPNgdyq6T+ISFIFhjFycN9hGsb5ccnj9iB9GFEbItylxtxnAGB43kbuHDW8eel7eDvQ+M6iGs8sLnE3kNDAOIzf3b3B1TXpQPDm/xjQNkYj3I3HocZUlJc/D/a3cYDuNWzacn51z++6G1PfkFLl9/UtS3FE1rfz9zqGywtJw2Sl+88eXPDuvuP7wHGMqlpcNaexRroZuDVWLdo4YD/T3j7z+0895/fd/we1Xj+wGuPUQs2a17kTjS7fs+5ExScf24qMP+Oi3fsCPfvuHvP35N7z46Ve8/OkvyXdbYoTNw4G1S1SmRhHJWgIYIRCDxrJEuwrX1cTKcPeT1/zpP/gFf/x//YLPvhzoQ0bpiidPnnFx3fH8w3NsCnz5ky/4xeffEGImZ0uiZO3FtV1ryZSSly42SagOzlU0XREDzIlh35cAdux+kiEG8WOo64onF0uuLjuaSjZa66x0nY1idq+itJSKT+NMpp8gkeLbQGk2SR8gl3nPIx9SxAzLtzkXLfw4jzSFlOcAlpKYr8Ry/jmX+UkQpn4O0qD5dd3M/xTH+xPAKKmt0hhjmKldSheVg4J/ZcRYQx27MlplwTdnVdYj0gVlqFXlufxSpbNplMjckJOAnWSMMZhibCrBc1LKVGSVypCvzMaNIbLdHbA+8vKrl7B7xOoFblUDkZgDY38gqZZ3d3tudp63N1seR0PdnXG5WqFyQA/Qj0I8rU3F/vEAtsY4i6udjPyVAKbJjEOPQeHHQEpRXKgB5yxhOAK0u7tbtllY69iKrA2ezPOLFWd1zeXFFVnX5FXLdjNgXQPNAl21pOI4nvd7br76mvR6i956mspy8KF04TRX65ZAJKkOVVkaMkZbzs/OaFcLzj58yvpsQdcaVsGz5wU1A5Vd4IdEtkEymxhRUWNSEhVbBdlYktXEHNi8vufx6we29wFbW5aVxhnRnteVZXm2YKEC+8uGF19mhrEwt7KMYk1ij9Zp0GIMEyNSMpKpqpq2UxwOB1k9Skn3tWBPkwdDSgKkV1axXFqa2hQAf9KMm/CrqVaUtZhVPmJTHOXQVQmskvVPcMi8+I9BMJ+AJCVTywWnDVk2k1R0wuRvKxlZTlJOKi3D90bGk8qrTu/8nR3vTQCDkxJwWjQGCRxJyHsgqXOMQbSiANBld2Pe1VDT3NiUjZV/KY+VBTbNnCklA7q6EA+1ylgDKhVWWcnqMggyTCSEyP2Y2b3c8LDouPjxDzmMFcsmsPqkg+HA8LDh69tbHnY9b2/3vN4kHvtM1S1Yni2x2jAeBvbeQ1YsVwu22x1GWVzTUrUdrmnkJnJ2XvQpRMkWtSaHSGMs4+HAYtHxsNsx3bjTju3jiB8jGYezjssna5rG4rUA9ItOLO5V3aHaRsaaCkn17stXxFcbhlf3nK8WaDOSrRct+ZRYtzXRJKgWbA89VmW0cdQXlzRnZ3RNg3UB8/E56tWKsT9n2N2zdIbgE4pANNK1CyljsliqYQ2mqVDWEHcH+ruBPCaWXcdgZJC7qWr6xw0X1+cslwsWYUfnoDEKr41MWqR0bMpkZhHHaUPMiEmKrRx28JBlAsNHmR/UxQhlmmOUQe1M1zqWqwZXG8mWFEXe+lvQ18nQd8n8i0LENFMLHAPd1ChQEvQomNWEeU0w2um/8uLH4BXnf6eyMU/jkhhnaVtL01TMqP53fLxXAQzkI53MOGUmTJUupHCsssoFc5Gview3j6SQyyzd1JWc2tCy24mEtBKTUW2wRhaJ0WB1xqkkWEYZqiVBMiLjE0LkzXagVw3jaLlXliZWfHjxnM2dJ+wiT378jOWPn3H74gV/+tUDf/TFwJdv9zzuenxoqZoFH10/o6ocCcXD21uqthGHJG25vLomDJHm4gKfwaJw2tAsV2yqO2yeaCIy25hDYHf7Vm6Wct45H+VWQLpjHjA2cf20YWV3XD39mFhpVteXpP5AvrgmtQtsswQbGB9v2H35iuGzr4mv77jUBv10yRWWYUg09Q2H3UibA2cXl0TAfPoR2VTU12d88ltP+MFvfYRzI/V4IIQdH5477pagqzUwkKM9kjZTKrwvTVIG23WktgZrOdzuGO52dNrw6SdPeaJbtvtIiJqLDz+gu665vFgwfv2WOiUaa9n3XqYBlHSKY07ig2Amhda+ZCsJVdcY51BaYyuLHwMh5JmKYCZ1B60hBCrrJIAtRSonZ1BWvCknB3km6CPlAlXIUpTgY6Zyg5wj6kSmPCHjaEfahbBRhWJUqBbldadAFqInI9MFMUmXPqssSrBW07RQ1Yaqtf83e+/yY0uWnff91n7E4zzzcfPeW3Wr2CItDjwwIMOE4bHsuT2wIU0MDwz4D/A/4IknHmloQ4AGsiaEIMCwYcADAzYhyDAsEhSbIpuu7uqqrvd95M3Mk+cZEfvhwdoRmZdsm22IzSpcKIBEPk7myXMidqy91re+9X2cX1oWy8Lw/gEc71EAe+iQjKm0iClYwkMwe+g0mvL7MvHG3gE+ywYnmTI2pCXBmHEJRR1zHJotkibWGtU5F0gGXAapLXe7jrvNSUUFpScZz0e/9SOqGtZN4uLMsPjtv8FsDb/49At+8fkNL193/PxtItdPGQ63LK/OuXpyxWLVcjpsubvbMMQBb1bk2BNTwopQ1TVnF+ccYqAP6uvo5jOWyyVbX0Ps6U4dtXcEA8fdrpAZyykqc3HGqGJtShGxsJw5Pn625DeuFqwvatbP1yxXDnKDWbdIbZE60t9vufvZl/B2S7jeMrMV3qhgo6lrYoAhZG5vt0iCioirGqp5i1QN7bM5T1cN/rgj95nheEAC2KqlWszwMTGcBAlpwikl6yg+OReCuI4wgRCikEyDqYW5r6nE4GsB4zm7bFlezMiHDce7Dbu7rqhFQG0yJtdKZDWOWDiAKSdS0EAQY6KuKrBqIGyN5RA6rLUMIZYRI6VjjAKYbeuZzTzO25ItZZzzWDtiWboWU86MbPd3xokMGOcU841CHnpds6Prd+k8igiqzJNB1A5u7IKnpN14BeZNoU9AjroB+8bhKqFuLPO5papV1nrWOLwPirf9AECw9yaAaQySkg3Zhy5OSsXqLOs8XJGIeSxxYx4HtnJBx6szTUuIUhpGg9KxwzkGQVvSbEHNa41RQwtDT7Ns+XI/8MX1nphrLp6e8+LjD7l68QRvhYt1xXA4kYaBzz99xRffdfz0T77mi09vaJZXNMs1i/UayRAIiDMcjgf6YaALPTNr6IeAF8H6mjRE9scj1WqBSWrysFjN2MpLlufn3L+9BoEhBFKIBBOm8RYR5TgZa7VbWcoIK4EXT59w7hNPnq0xbcXZeQuhg6rCNjVUnhgDb3/2C+LX1/TfvmVpG7xzOCM4X2GcZh1XT1a0jee4P1F7hxGhNhFXZ1zYkV5/xn5bF+C8gS7j6jmzJ1eE+w2ORDoOWiaVpouBQhqW6Tpmsdi6oV3VutgjVFVNlwxZHHUdSYcbXn39FfcvX7PZbLDOspgpSXR7LCNezqF+mJ4cVRonDgkrlmbeIgJhGDToD4EYCp6UI4gtCqmZxXxGUztW65lmu0nxVFW2kQcyaX7IcdKoGpHHfVUDWSpdTQmFXJofupIapNJkyJxyLN348TlLFvbodzMasJyHdmWoW0PVWJpGjYKt0ccUA/sBRC/eowAGTGn12EU0xjCMPK9CYbDG0OeoQ7/ZlKbiOK5RLkwuAczoYlE+USYZEKsXcCwLtPE5UjYelCwRxcCsgBWHaefU5xc8WV/w4YeXrM5XzM9bToeBb7/bc0wn8pd33G87/vn/+Sm7gxAiXDy3VG3L1Ucv6A8nSIG7za1yw7bXJDKurRh6i1jPqe+VSLnd83S1opnPyDlixbF+/pz7u7fUiwVdd9LX6JwG8SzlBlQ5aWuVAtH1gZjgb3x0ycfPKp4vK6gyi1UNJExVkZdrsrOE44G3P/mc449/QXx7z7Ju8Cu1ZysnAjGKvc3nQlMb0tmcoRvIIXK/uccRSMfMdgPNYsEhBOrZOWdXl9pxWzSYMBCGRLajRrzo6FPQj9gHYh9xURBfUS2WXP7oBeFuS7o/EDb3SDG6GE7C3WbH5vqe7eaeYx+5WHlyShxOPYdDVG9KEayrdF7WumKYoWB3O29wlSEMA2EY9HdGNdNki4ChPkfTOK6ullyet3irJaj1xbjDUgAwUxpM41SJnTJLxgBX6ClEHRiHR0Xd1KFEPR9K8yoUXCtnJQynrB9iVfanqi3tIjObe5qF4Cpdy85pMBfJKu8zSUp//0HsvQlgU0ZVdi4FKXWBZQqvJSWGkIkxItkSS2dmJAmOcjYTz6YAmA/Y/og7pFKm6nPGnAo2xjsGIcROd7/TkbNmTvvbC87Xa55enVNVjq/e3PPq+si+h5ROxJx4+fKeLlpsFcld5rhVva3NZsvZYkmwlierFZtX39G0c06nAykcySI453G+IuRICh39ST0dl1drSBHvHe3lOcef3+n7cVbVsctwsIz4CRrUY9ZszDnH04slZw0sVy2Vg2bZkInIbE5qLfnY8/rTLzh++R3Dd7esmoa69jR1jfNeGezFQYicJqkhUsSZTIyGpVmAGIzzROuQXONToHUec+pABgiBPiS1ITNC5ZwSiUPGRAWhzRC1DC7ZhrEeZxLWJIIEgkPVSmMkDQkzDFgMRgwX53PERELXkzqL5AFJmRQDxqpvp3cqykhSMnTrVL3DGksgTk2eGMMogIoxhq7vsLKgrix1bVRCKRW9tXFcqWRMo45cLuCX4qmlKZCjlrAjplX+MGXFZilcteleKKTtMX9T/EsmXLiqLe3c0s4dizVUNfjalIyc8vwlU5P4GGj53o/3JoBNQQsFy1PS9u8Q1cwjxEyMaj11GgLeZrpOd6VRrSAnU4DrR3LSeeTxlG7SmGVlJbeO2VcIUQX6CmlmdMROGbpDz/MXlywuLwm2oT9GttuBb77b8OXLO3bHQNPOSTmyP0aOx466bskEnDjub+74YLXCtBWOROx6au+ZL1p2t4b9zYamntGfjtjKY6ynWZ8VXo9w6ga6zS2y8HRvbwnDQO09w9CrqqyUTMBY5a0lYciZIato4McfXfCjS8uH65p21rL84AI789i2RZZzDMLnv/9jTj97yf7Lb3nazKgrq+7gotrvrvLgSwArlBKybuaxriBn6nW5iNZCVYG1iHOIdeSccKaiD1FtzE4dIl4bNkMoeM84gA4pKGHXkqGyyHpZKDSGRgyV78l+IByPLKRm5TK7ZoFYQ5ciJ2c14NgOk0BywgvYnEgxFEIyDP3AfFGpwbFYTqeOIUQFxnOp+YiqcBoTVSUs5xVNVYB2I4gzBZ5NU9BRCoRG4BH/0upQuV36owKRACMpNYybcSoimkXUM6OE4VSaVynrzGXdOM6vauZrR9UIvk1lvlfvAw2kqfSyJg3jR3fdv6ZR/JUc0ylNeRrY1nk1tbbPhdWu4KVyv0aGPiWV1oZW4eSUJoAUKkUiTKoWY5VqjCmejGDKjqwvRh44N8YgOPIxcLzvGByEU+Dmdsv1TUeyKxariuPxngzcb/eIaNlYN8JycYafzyAGTvd37LsjFthv7thu7hRz6QeqlddB5a7HzmbUqxYD7O422LAjhYH12ZxmuaTf7+kO24eZtrHELmcyG0MiIdaxnHk+fLbgvLVYqcB7qvUKvGDbhuwMN9++4fDFNXeffs3aWjUZMYKgN8PoFj2W2DiLc37q0klSXpUUsm8yBmqPMZ4sRcNtUFUMaxKCko9NpSqiedCzPb6dlIshbixyOtZg6orcVDAE6LrR2QyGDpK6mMt8pt3XIRBtnPBNYwojsDQ5YgyMM4ohBH2N1hJi5Hg8TfmJNQZjlIoRojYWmtopplScMoxzGKdWcIX3XgKfTNdl7AZP0jplfaWc/lyGRMHCSoUwwSdlc0+UcSG17mvmluXas7p0NDOD9dqJHjkWjyWrdWXIRFUa1/f3XUS+HwFsnP0q7OEQFN8KITIk9c6LKU8fiUyktJFLmZFzIuWIGTWj85i+pwkUzmmUqtabPeVEzpFIpjKuUC+EhGZggiEZi7E1/dFznzJ+3jAk6OszFi8MsT8R+x47HNjc30MWmrphsVhijaNdLVisL6is4/rta2zOhNAz7A50hyMhRbyvCTmxXC1JCDFFuv2JxWLJ+cVz9v2B5QcLbt98ByYS+yMkxblSTojV7CCplzbJGHK2GJv54NmCy3mmrTzMF5hlQ64d/MSu6QAAIABJREFUtnaYuub29Q3f/PEvePWTLznLwrKZ4Z0tN37JSMtG4YuBB05LpmyN0j9Qast4p1pnS0dNS9qcElU2SE7EMJDjoDdaUjwmj65AOUIYYBiQEKfsRIxBrM43Jq/zkjIANmOswTqLdw5yYkiZOhuGYpFmjFXjC1DHc3H0qL5XCJEUIt4avFdrOx0ncoUOQSGC6sZZOct85mgb/2BnVkyLx7xLia/FCrCcO1PI2FnMlNWNWZoGfl3D4/gPiAoVYoipgPcwbd4YmK8ci7Vjsba0C8H5Ij1dxDYzY4Y8ZnulUV8y9tKe/zXf2H/58X4EMAAKhyWjDOwEUVQOGArvK2UdmciQMVOHRnlio2XaOL0vJbqN+kflKmYU7zJjJ0jJgzFnXIYULDl7qGe480tss8A0DSc7x2WHWbQcD0du4pFNGHBNRQ49292OoQ/UVUszW1BXDc1sjmsasreEmFivz+hOR47XG+43t+yPOypfEXNgGHqcd5NLdSOGFDuSz2ACm7evWFfCyXZcfHzO9Zs7jn1mfxr0Zii7fsoQgp6vF8/mvHja8HRdk3xLfTZn/ZsfYCuLXy356ouX/Pz3f8rLP/qCs11kftZol0q0A5tjKl1BJsHIHIN2saxqdIlXrMUUrwLd4XX3l0zJBAGE1A2M4pS2csogDVGzlxT1BowB6QOhO1HHCDEVNyJKBq3/0/SGWDYcK5bKeIxPuKTB5GjUHQqx2gl1OqMpRX666zR4dacOYzKz1kGOhD5gzBh4VNl31NlazGrOVzNmrccXVQvnFEAXk4ukM4/SmnczeV16I9I/mnqYR4n/w9jPuGmMHUztRKrWfrvwXD5vma8cdWvwdS4GTWnavMcjof9D7ehKF0tcueP+dQb2V3ZkSoAKmS4kMELMSqkYrd4fAH4NStNwM0zYzOM29DTtleHhUmlwy2kc09D2eIpZm5rGU83W+GauoG6GkBuyWRJN4ub2huvtnl03ELrEze0d/eHIMARELMY66rZVH1LrCBlmTYshEQ47hu7AbnNH6A40tQLYKfTs7zfcNTWL5ZrV2Tkpd6T9jiCJkBP77YamdfzmszU5D5yOB7q7npCiYmBjlonO3YkIHz5fs5pF1ss5drmgWjS4eYWZzTgNHZ/95Au++dkrtt/d8/SsKuobOgGRsyqQqpyQaqblIjWTU/HBHF20S+fWWeUqiRGdYzXqrj2SVBUTyljviCno36diajFdN8hRA1uOjzIwo6WVFPVdCidh7Dyb0m3OKB/OWaMZpBiMy0QD2PG5MjEOqrQaFXCyRvDOEUKAHEgZXGV1nZT5xKZ2LOYVlS+NDOswNhf6lmZMj5fcKFkHD3p1uo51RELNmXW+d6T26K+bKRNLWXGxXBpSdWOYLfSjbsA5Jmztncg1rnaBLOqbmo0lFzu7HwqR4i8NYCLSAP8UqMvv/5Oc838lIr8J/C5wAfwh8J/mnHsRqYH/Hvh3gLfA38k5/+LX9PrLi6R0YXJJ14VQ5u1SHPkwWl6OUjqm4AHWmpIuKyds2vHGtPnRvxkxWcl5YumPLWx9xGCqlmh0IFfqiqbxnMzAcbjlsD9x6noONzuub7b0BWQdDl3hDVlm8zkZg/c1iKVZL7HOMhyP7Hcbuu5Ad9jpoo+a7qcUQRL77R2hPxG6A2dPVhjTc9je8+nPvsYZYfbigvaDD1Afwhm3OzX6SLEAv0ZI2ZASNA0sWzhftKSYmS9nzJ5dQI4YC2++u+P1l3d8/dOXrKPgvFB5q/ZnY7tfzxCiwv+lWVLa/7ko5Rot7UpOQTYlY7NlJCYVE+EUMTkWi44iMoh20SgctlHDPytnAGIsVnnFzCNr59GAul5bp+VyUYwwpaNnRE1eY4j0IWg5a3Lxm0zTtY9DIbTGRFVZ2lmDNZZ+GLSEFiY9+cobmtrQVIbaaQfQWinKqwUCGen2Yxd81PIyj4AsSkOpqKuMo0P6vkcMjHLWxzEkrTLqxjBfGJYrR91mrMuIiWWxj9dLpiBICawiDjEOsR5RoOwHEbzgV8vAOuBv55x3IuKBfyYi/wvwXwJ/L+f8uyLy3wH/OfDfls+3Oee/KSJ/F/hvgL/za3r9jw4t40JQi/tUcudxjChlHcpNI91hbCmPu/RDvjU937iDGWSShAbK8/Kw26WkN5A1JDrVzeoPxOs3UM3IrmXXz3h507OJlmxbZjPPMnWk0HG922F8Q71Y0CyXHHdHUog0dU27XDLs7jl1R+6v3zIMHf2gw9jOGLBWA7SBoTsgKbBLA9vbrzibO7r9kf5wYr6awdBjYo9bzDANNLOG9PaeUFQ5JMMQB6yFj56dczU3rGqPX50xe3ZBddaSXeLzz77mT378JX/0z35KGzJ+4fCVV0ceI1PnUTf2SBw6xFSkUG7MAaS2Km3gBLEeY8u1KRlbHooUTU4KvIeg+NaIQ2YdsdHZwTzhVLmA2jkE0hBIISGVx1pHKK9ppB5knTtTMqgBiQCRnCIxREJUCCJZdPDdWmxr8RjyAP3xQOgC/aGjbSqM1zgdMTSV1ekNm5CUaCvHfGaYzRTYF1Q40dZWaV6h0HJ+yUpkouY8rMlxw8wpo3CgZqLjRj6C96N4ojWZ1Znn7IljfiZUtb5XgBzHnfmBDJvK2BwYrK0R4zDGKxfO1pPz0vd9/KUoXNZjV7715SMDfxv4J+Xn/xD4j8rX/2H5nvL4vy/viBb9eg7tzMjUbYlJ74+h4F6h+NzFYoBARmfnHkCGwp156PqMFu25DLg+ZNjlG1HcIJcLHtDOZzgd6U8H7VaFnnA8srvvOMXE8sklzbwhiYK/FsNqdsbZ2QWz5Zw+9HRDx3a7o48DkUgYeu5eX3N7e8swDHinl2AKEgJWRnJtYr/fqGRPyKR+YO4NzmTqyhG6TFXXPH++ZrU2zBqvN2rMDMNACj2rmeXZuedq2ZJTplrNaZ+dgxeoar746Ru+/tkbQpfxxWV6ajaWUlQJwAU7TIkU4uRonmMk9QMpaGDKw6BYFWVuUEpHNymGlZPqu+VYsqoxu0rFuGP0hSwmtZNzyxDJIZQxMjtx3BRgL/OuxhTDFiZT45QyXdA1E7KCCSlqxzGV1yLo9zElnPE4Z6lrT9009EF5gdY5bKWTB4tZzXJe470C62It1azBejeCEoiUKkCYPB0eOF2P1maGSYCA/LCeHwl25aSCiylqedvMHLOFoZkrQVVFB5JqqU0tTH2vWQxYh/ga4yvEe51EsEVS6td/O//Kx6/URhARKyJ/BLwG/lfg58BdzjmUX/kaeFG+fgF8BVAe3wCXv+Q5/wsR+QMR+YM3b978K72Jcu4nldUhZQIawBKGlA1F4/CRRVQBTKeesHZuiCgnLI6g6tgNKgVm2aHK+9OFk4UkHuPqMoemNyM5EwPE4GgvP6S9ek4vgX44sl7MqeuaqqmZnZ1jmoohDaQ0cNjtSKEn9j2723uqZk5OQtW2xCFAzjjnFNA2yqwmZwWV+x5fe7BG+UghUlmDxICkRDhlwmngbOV4+nTO0+drYo76trPgbObZZcuiDpjYU89m2MZiG4dta97cbnn5cssvPnmJNTr8XYo5VcNNSoUYbe6tmEmYqHRS1D8gZkxM2JiRmJAYyTGQQ4AYp0aXZH1cZUyjElBDJAf9PsWophaTgGDJzkIkn3qVlo6jX4FMgWDqMo/k5ZGDgSox9CHTJQjAECLWqkS3NVrEhhQZYtC5yJxx3qJmKS3WODJGme9isNYwqxyLtlLFCZHCG5OH15XyO5lXKkrCk8uWRthHwWwcVSoVBmPm9a4LeEbFNJrGMFt6qjIWZCRjHurLxzemBnvn9MNXiPUqpSNT+/MHc/xKIH5W1PBvicgZ8D8A/+Yv+7Xy+ZeF57/wtnPOfx/4+wC/8zu/8690WsalN3Zaxk6jsa78LBFKqz4mGGJS0qkZuzyKg+Q8YgnjjKQucu0qaSkwXnAp7yokiGJx8zOyN0QODMOAlTn11TNoWiTNuH+7537IkHpMiszcjN4LrqnY3W44xMh2e6DyDWfrS+429/SHgasPLpH2yHp1hRC5/eYrqrrGGqHvO4YQ9P+ZTM4WTMQZx3xWUcWAeEstQrVY0TQt9bJm9/Yemzb86ONntNZzszvy7Tf3JOD5ecsHV3Mul4aQMhcvntN+eIlvHdd3B/7lH3zC7//TPyUdMosq0VqjeFPSMqu2lWIzowZa1qmHsZdvMNqaH4JCYv1AngK+YextSSqCkFHB+BRLkAoDhKIoC/rzqME7Z3UAkhCJQyKeBmw/YFPCOIsxlhhVvVVKdjduTEoi0Yy6D5ljn9kcA11WiGDeNlg3CgRqd+/YdRyPHUOMWIG28SzP5lQ3G0KKVNYTh8iyaVgua9brVsUKyWDBVkARxtRMWlQIc1xfjI2Jom/2kChNuC/o2xjlrh/KR92onRMWS8fZVUO7dLgKjClZ7Zh5lX+VRXXfsB7jtWwc5abIubBW8jvx7vs+/n8ROXLOd8DvAf8ecCYiYwD8CPi2fP018DFAeXwN3PxVvNj/r6OU8BOp0IhFxJGNJRlLLFIjCVF5FMrUPtq2H2+cx4smpbE/lSGPZUuaaAe57L65ZERVO8fbJ9jqCdWzj+jdJXsz59RWHNKOzZe/4Hi9ZT6bYWaOumm42e7oBe6uNxjbErJKwTx58RHN+gx/tqTb7jn76Ip62eCsw3mvKgcly0kl60w5UVlhVXkuq8DCZioRmmbGqm25fHrF+UdntEvH/i5yf33L3A7Ma0tOgZgiT69WtDUsmxnV4gzmnvrJisOp59M/+Slvfn7D6XbACVQmUztTgmcuOvAjARKQVKRh0qPRllHyRcvElFLJqEppGFLpIMZR72i6ofWmjMQ4KBs+Rs2Wi2u2llF6nWQsuYKm3qbo1QsaJCQlzUAKviQl5ctG6IdIF+AYMkkc4pQTNvo1xqjjNFqma6lmjaOdtYjVWlq7ppkcMs5Z2kVD3bqSPXvEQY49OXTapGAswR9WYP7zwaI0LMZRXf21kkEWrlkupeS4GTeNpV0Y6iXYKiv+liOUDZti1pyNgPXgasTViK3A+BLEHsrZHwLu9fj4SwOYiFyVzAsRaYH/APgz4H8H/uPya/8Z8D+Wr/+n8j3l8f8t57+emP0Y/sxGtKvFSDh9EGiLKU80CKUNjNdnQiOmZ3qHPCEj3E953oK6xUQaOqyAf7LErC/oc0NazmhqD7f3bF9u6PcDZ2dL2lIuvr29oW4rulNPSpa6meHaht3pSLWaI9bgFxUm6Gck4pu2MMH1hlZcJhNixFqhdjBz8GzdcjZzeGuRuuHJk3NW65aLpyuWFzM2feLrLzfcXp8Y+oGcMt7C2cKznqu0S32xorlYYueOX/z8G7797Jqf/emXCh8XqoG1irulFBili8Zjuomnsk27gDI2WEZ8MUTSEMi9qmPEEMvjOhokWabMjSJ7PF3PFCf9+RHMT0kdgxh66HoIUZn43mIr1RDLjzpv05clCA8xczhFjkMkxKCwQc5lfIwCEWTFmEJQhRNnqZtGpZecJaQx40/MGs98XlE5HaxVPpk8+v+lJExx6to+6BI8AOwPC10mquK4QEfBxKnELCoXzcwwX1qa1mDsiLONVYeavGSxYBxiK4z1yjUrjPs0Oh2VUvaXtBi+1+NXKSE/AP6hiBS9SP5xzvl/FpGfAL8rIv818C+Af1B+/x8A/0hEPkUzr7/7a3jdf+HQ/En5RaYA+qHYnYGWBinFSSImpkQYNAPQxfkAQI88Clu4Q2nEvQxqtyYZIZadW8ukw+aGtnVkX2OrJVQVh7sjlUCKBmJm3i4wznE4dQwRhuw57U6EY+Li4pIkmbOnlwyHI1XTsr/dstu8wcwbTtsNx9dv8YsZt7evySlSmVGLXxVCTTa0s5Z6sSSGgCTL0w+vWF4uWNIhhxu+/uQa8S3XfWD3Zk9I97w5dAjC88s5lzP4YDVjyJ72wwtmz9a8un7Nn/z+5/yL3/u/uXu9hwyVddSVpa29lm2MN1HJgnQKsVwVNIMtOlrGGmJQ1r+g6qhxSOCsdgSteQh8KUFIhL6UhSEQw0AaYrmpyx48NhKKphU5ko8n8qFD+ohbzkjOYGo3OVaNI19pBO+BPibe7nuuT4F9iGCsSpSTcSVrzFEbB2EYGE6DzkSGAWMydW2pKs92e0SGQGUtZ2c1q5XHV0b5ZaID8tPAdgnK5Ec0HnS9TeTpHBknw6Wc59GctjRVJ70xXdNC3VqWF57ZuaNuFfd6EDxQsF6MA1eDqzDejzLGE6SStaNQmiBocDPfPwN/PP7SAJZz/mPg3/4lP/8M+Hd/yc9PwH/yV/LqftWjbGRSysFc1A6mpoxod2soM3c5JqKIMvfTQxk4PtU4/wYKSBvRFnUaAdeSo+moTK/jRyFz2Gy5mJ2Rh45jFwhiMJWjDwM+OaITjrs91BWIJQyZ7jQwWy3L5xWpOxFjpLvfErqOeOxZzhfcb15zCobaJYY+4CtLKkoG3gsuQSZCdry52VAtamrnuDhvmNdC3na8vL5m2TyFU+T+7sjdoeM09PRRWK4bfuPFmvXM0/cD86szqlY43G/52R9+wk//6Gds3h4RUe1/I1B5h3OWaAqYXMZQxAgxRBXs00UBZGIYsFWluCJGA4kYxbv+3N6uhHxNjeOYjaViVTYEYohYX6mDj3OqLBLjg7dBSjAM5LHUtBnvHEMhyeaiCpPR4JGyqoqchsQ+ZPYhMoQ8jflosLGK11kLNiBYjt2J4RSo55m68tTeUFc6ETGEyHLmWcxr6mqU1aFILpW1lsfGQhoXX+kmpqKgOipOMJVxY4k5JnHj6JFuwMq5c06oG0c791S1wTgmDp3+dSk9jVXnJhX6QpAHHI1UqBSPOo8/oA4kvEdMfJiy3smz0cJ08+QwqC1awa3Iqk4xaY0DD+nXu3iYPvmjDnKZ1tfJIyEbj6lbfHtGGjLDaY9vWmpfIannuN+RyPQxIiHTzCoSgjOR1nsOhyPG19RNw2Z7Rx4SzcxjRAhdj1kuiTGyWp+x298iYhn6wGw+Zwgdjszh1OG9x1dW3aO9ZbGcIXScPzccaoMPLT/5v77gZA3XNztCyPQx8+T5BVcXc148W9C0jkNM2Ow4Hk6YJOxfHth8d4RE8YY0OGfVQccVw5OsBOE09vnlAWeWcr6NoIFlJGiO5bcI1pXB7DBq4PDQ5Y1l7jBG4hCJJy15cWqiIpo0kOLIWM9IiBADWnMOSI7alCmYm2CLWoPimjEp56vPwt0pse0iEdUZs84jpgDmQYOAWHW96rvAMERA5yHbxrJYNMhrwxATVe1U0bQyWIcy+Z1hNMlmZOqLKa9Hsx7dRGFk1ceUHjqleVQflmKWPTYWYumuJ5wz1I1QzRS7M2NQn+4V7TZiLMZ6MK7Ex6meLsGr3AZ5bHjJDwoHe88CmGCMSjrDmHnHEsyUsxTjww5mrJ3qev37RxvMKN9b8AfFIkrrG4OIwzrBNS3z5RntslVn5tzh8kA+HLFhTp8yp+2Bu+OOxeoJ1WxGLqMt8bBjt93gbINtPfvjltms5bvPv8L6Cu8qcq8ehNZaXNvQ3yeWqzWh73T+0lksgWMeiAm22ztWFw1d6ni10Y5nbs6Bmt6cuO9uuD8cOJ0CQwDTOH7j33jG3/q3XnDeWuIxkERozleEbuCrP/uK689uSMegLkwCRizOWKw3ZIl4r5mvKY41uokoFYUxtzKFppL1mmRTlD1HYD+EkgWgAcaUG/RxV04gDpE06CXy1qpnrYA4S4qGeBqgj2R7gtiTw4ncH+FQIX1XsrdiTBxyISUnQoocY+Tl/ZE3+8y2yyQR/CjopQ6f5CwFptAFdjwFTie1J/OVY7moaVpXbMcss7Ziva6Yz5xmro/K5LGpDaqDr9ngSPcAssoOlFHysi9MC5THtm1jzMkRaudoZ5bl2lE3grXK9XpwJiqAvfUYV5Wy8REOSBFWKZgvhdQqY0nz14Jo/2rH+xHAHiHtMgLrouAyWVnPzugStEZw3k4AtJ1E9pRLY8slTqOO/rRoHtjNGc1yrHdUrdM2et/hTCB0G2zKiF+QxBFjwFmPM1pK1s4xXy44ho7UD8QhEtLA1XJOCL2K5IVIEh2t8SkwSKKpGvbWsGyXSN3y+tvvEMmEcKJpHLPZjM3+yFBXhJBgVnFzsyNHz3zTs91veXW94Xq7YxgCMRvEeJrFjKcfnPPRb13RiNAXBnoU2Ly94+bVW65fXXMaOryrVNIlDuTcUFUeKxFbeQQdmpaCn1BEHsfKRwqwbCwPBGFy6RbrxUsxIhhVrICHjOFRD0jF/6yW8ZI5dD13uw5nM7Pa45N2MGOIqqV/OJAOe8zWctjtCMcTYqyKFOZiXlKaAIfjwGZ/4v7Yq55IEQ+UshaGvqfylQadFBFT0596jqdesyYHdV0DgRgjtW+oPFReZ0THeGBsibrTVpqmJp/m/lKIPfq4KZyyUQNIR6wK5FE6s/o8+vvOW7wXqlrG2PTOOdTRKKv412MdfVCaSKbMVZryeSwfH+6z/Ojb7/N4LwLYiF5pR/GB26OBS40XQilhnDV4E6i90LRedevH1TW2rTPvquZKebbSrVGWdY24TDoNGBMJxwOHQ8AZtQUTG0kmsel6jiFhncOIpaoqnMm0VrhLmcO+wy08QwjM5jO2r28Uv+sCqTIMQ2KOwTQ14h2z9YqhP5DCgK0ybe1YtJ7jaU9ImftjxykE7u/AuJbLJ2d0zlMt1uTXm+Jl6Ca5lYvLNU+uWvzMItGyWM3JBLb3O778+Ss++clLrt8cS3arG4A3RQUVHcGxqFSOJZFTQJJDpMwM2pF0KYwMecmakU2dwEJNEaesdB3QZrqqFMxNZyW1y0caiOHEZnfi+q7HGph5x9waLDDDUh2O5Ps9aX8k5IQ59KSDum6rg1EJIAaiCHf7jvtj4hSEJCgJt2iBOQFXwHyTobKWJHDoeo6nbtK+H0LEWEtlhNWsYtY4LR8LTmitLTOnI+he3mcJGoKKauZxMJtivCEPAX3q6I4RjxH40FEs56FqDa4uwPt4nkE3FWPBeWW4ii32cGO2VSgVuUwuyBjEeCdq/RCCF7wnAawUgEXIUMsCyRGLUAyDiAjZglhhKY557Vi2DVVbYyqP8Y7RyDZnM+EKU7e7cIVGxnnOgTx0hP2RLgSa1mGcwdRWrR9J9CEqadYaZlVNlyOh27EftB1/e3eP1DWzqzOaVo09rFjm6xVD6KhmNa5t6XY7Lj96RnO/wYUZ15sTQubUBbyPVNWcH33kqW9PvLzec9gH3FxYzGdcffyC3N9x/fVLNnd75k1DKt6LTeX4jWczPlg22OMRK57UZO63HT/+5z/j//i9T7jf9IjRIW1vpEDKutwr7/Em6GcbcaYMRKc8dWtV5saUMZ7yt1KY5qOJxXgVc8koorqd648VFhAL2VrqWUvKPbnPhP6EJEGSsvUkq/u6dYbcddj7HreKhF1PiIlhu8dEvQtTFlVtLWXk3b7j5Wbg29uBVAbFjSS8VeJn7RzeGx3uFqH1jt0pEDEc9ydOp57Kq+TOYr5gNZ9xvnA8v5wzazxZclHfKIq0k27OowbSWMKN+nZaX5fg9IDTpqJzNg1/Z4ryqsakqs40M/BVLONmZbbRGDV1dlo+ZusLzmXL/yxB1BTpjUnNYCw9xlfxQwlf70kAG48RLJ7Q4wLQgkzGtmKEtnHMGk9Te6yr9WKW9jGjsmoCzGiYIOWhMS3IkAcYuU/o7juutpzVwcXmAWdgfwyECENO9KcDKWdOhyPdaWD59AnOZQyR7WaLyVZ3+KaBrGTJcBhIEarK4+c14f4VVVNzuDsSyLTes1r2LFdLumPPm7vIfX/icvmMu9sbiD13247ZcsEHT86IcSDazHJe8Wxp6V+/5XbvWT3/gKFxfPHZd3z12R33mwFft1BbzSxPA6kfSqdEk1bnHM47rCSctXhjH4L/A+Ly6NtS4qfxtrRFESOO/rGK1UgZ/ynPkI1FXMZWgRwNSI3tYdUE2ietyouJoT8EegRZruDD5wwXC32uMCAxYo0QpvtRxZSGFLneRW6Omfs+Fgd2KRxPDcrOW8SjJFkDOasCSEzaTU5DIttMVVma2jOf11S1sFpW6h1aMFWsvn/DuFTloXwcK4CyaeYpS52S1wd6CeNyK3CJCCkGnBN8BVUtej7RgKhVus44YivEeJRNq5mXPi4FeqFQNB7SQw2ueuF/SEyw9yeAFS5XEiWuajBLhbys/o0pZxyoWWflcbXXFrKx5cMUwFgY2eMT5UXGXVBAUrGDj4DKrSQgF2duEcXSjKuZVQOvbra83Xb4ukaOlv504nDomZ+tqFtHbSz3b94ydAFjKzJQNzXRCNFl/GDZbbaYA9QvZsyl4ni+Qjb3DH3AOcfzZ2siA9+93nO93VEvGg6HLYt2zebVG+ZNg3eZs2VLuzjj/MM1w2FDYxKn2wPIGYPLfPrJz/n6sxs++/QVoOM33jkqb0lBPQRyLsCKMWpwIQdMmQqgWLPl6cYs2OFIhUA3ESkGuqSsAPYjXMcU/p0RN2W8mtUZTFXhspnMJarkmTcJ8ZbgHG6tQdStz/EfXlCvZhgPYXuvZaPO3ShQnTIxRU4R3u5O3B46BuzUZQZ1XHdesNZijHZgxWbEOSoSx1MmxIHTqadpGnLxRmicYTXzzFpVnM1CGYYecSvVRmNEux7FhDRy1HJZeCWIGSPEqIEaSo6WKUTesTNJMaTVc1xuDjQgFwjEWC0NS3ZnGNXAHgetd26tEtRGSel3lfG/z+O9CWD50VdRwBnzEHAoqgODiuR571UloFafQkpqP5WKBVt4h/Iy7k5FOC4Jqt1uXZGYFjWBLVr8XgyLRcMxZZx3HE4b2qqiMTUhZer1HD+vqWvD5u6W7e2O+XyOSQlTN/i2RmLEieo9bd5usClx0TQ8uXqq7PX9iXh/T9dn9vtAW8PcO9YLT3TC6Xjg9s1bC41PAAAgAElEQVTAB0/PubhcU3vh+YsnLJ409N2GvJ9z8+m3VE8uOf/gKXdDz6uXR/70D7/m1Fvq2RxDxKZM7ofidenp+kzIahIhzpGtV/KpKDCcTdF4F80iYlaaQZGX0swnaCDLUoQNy6Yh2IKRmZIFP7TyxdqiTW8wPoF3qm4hAoua5mLFgKXO4C6WuA8vFfc+Hsl3SR2YQhl5Sjo10MfMy7sTL/eZ25N2Hskq/jfiX21dE0NP3dak/UmJrSbi64b96cjh0HE89KxXNWGINN7y7LxlvRTaRsnGIWX1FB15VSV4jdMiUzZWSsuUUskEx4JCq4JRD3/qKI4ZWQFvrVPw3nmjM7xjmDFWS8aCfYlhkmqdkised+THUpvp3hBRXOxBXOb7D2PvTQATdL1rgygSspmMGMbsjMLA1+D0qAM5zW089IWmoYlHFem4C+VSE00UC3gkaCmAxVYtWIeparD7UgqoSmyzXjJfzjiGPd3hwP3bG1Ky9F1HVYHkSH88IQKxO+FczWF3YNY0nA4dvqpYrlac1msiliwNN5uMpCMpGlpfsQ+qhW5XNc8+esKzqxXeW2ZPFszOaw6fveLuq9fELuLWMzqfePVyw2c//oLdfY81Dms0EFvQjq0YAuZhJ8bgfEV0jpTCVIYYeaQsmovsT/nePtoockLdicZdPYmqa4Cm0mNqwEPWElPWUkiyIutYpHK48wX2yRpjPOnYg3elDC0AdKKMJz0sFEHoQ+Zm13G97YjGEkfZkgzWOqxBFTeSUFwxlKqDSu1Ya+lOge7Y63v3HhcSy7ljOReaaioSC4bKAwAP/IWkZ8y8CmGa8f2Wc/CI5zNlTFKeU0TxVuWkPohughq1aOCypYGCNqdKGSoFwKesU5DpOo+8NJkUY38IuZce700Ao5D6ctSdKo1a6bptEWJSm3VReWJxypZOkxyxPFwbGReHnX5mgCDj4w+BLhXxOy8e4wyZmub8CmnnnETY7o+EIVLbFmcs68sz+jwAA4ftLXdvbslUWGMY+p75rCX2Pdubt1SuBjI0AZsTzgrX37zk/GLG1dMr+s2GVFmaSjgNJ26uT3RdRIbIwsNyseSDH13x4cfnXF6ucI2nfjpn8/VXHL59y/HNFjdfENvIn33yJV9+/oZXv9jgAC+qBCFG5/lq6/HOEoOevxQSXdercXC5MWNORUJaR1msHV3MYeKUj4B10vP8cD6FbFQVQozq6RtjptJrHCsaPSwRAa/ZgFnUuIsl+XyB2Aq73U0ETZHy+nImhaSSz1GKbDV8c7vj5WZgd4xk43Biis8BeCtUtnjyGiENSqatbIXJqYxDwXHXsz8cCWHA157+eKRtLaulwVnNqMSYwrCmiC/q2hw1vMZAMjYWJ4wro8oR5T1PwWbaBB5IwbrRZHytMtjGlv9Zuo7idDhbeCR8OCZovPv/1RPSlOD1qJKZNvAfxvH+BLAJb8zTrp1ihjIO8dBx1sUUkypVjsYH4ySHmRBnXSxJn1Tdn0c0dWrOlBWWNMPLEar5EvGNCuF1J0JMOFezmBuqWUs7bwj7jv3dHfu7HTkLzayGKPTDafrPQqbvj7jBEYeOZrZge3vL8mKFc17Ha6zh+YdnHO6u6YeBw6nneDyymDesVnMWreV8BovWYb2hWlSE05bufsvdy7c0Tcvs+SVffn3L5hD47pNXVKKUBSnMbVsCu0V3eGsTEgcIKl2T0EHyiDo/pRjBGS0Fx3M0vScm/pdzTvVAc1LVCdCh4pxLA0w7lDEnTHYPEEFScB9jyMUMRKoK17QkX5HFka0jZinvo5RdKalGfoJQMqxTgDfbXqW1C3KuN3IJvhQ8LoUJuxqBc+ssuR9IGYaQGPqBbuhwzpFiwFuYN57KFj9Ra7Q8Hd9J+XK0ShuD1iPo6d3lPcaQ6Ytpy52G2R25ULxySdo0e1O+l2MUdByPxzqjMl2hMRPTEldletL08/+31/d9He9PAGPcrXR2TkbX4qyYS4i5LDynmIyYyXZdL86oRcWUFWjLe8QDGIn4+nW5wVJpe+cExlWYds4g4FIgDgMxBRBDVVWIM8Qc2e/27G7viX1i1i4II1gsFTHHMgriyTmS4oBk6A8H+q7nWDny1TlYw+rsgsbfsH2z47g/st/3XJ6vWM4rLp4sab1l7j1EsE2FbRw3X77m8PoOh6e5WBN9Yn9n+eRffko8GhYenPN0Xa8nIerN4KxVQicajMIwPChhpESfM0Egei31nHPqOeBGx+mRHKw4SkpJrdWmTCKXm6XMVBYdevWrVMBelV91ljVbgRKsVKddg5qxFbmeq2SOMeQUsUblZnLMxXtAxS+7mNl1hrv7U7mmaETRyApicU7rWGtECcIiasknWUHyQblpp6EnDIHGzzA5Y03EWqWRJHEka0tH84E6kkdfxxwZlVCmADIG/r9QMmrkm5qEk0SdlglGdI5X1aBFM65iDqyAoEw8ssddxwmIM6PAY/n4oUWsP3e8PwEsK0TRBZUDnvYTMybHBTROERHHMIQHWzXeRRSMlJR/XNDG8CAT8zBGoliacn9s1dBePMF4RzjtCft77GxBwNLHyO504uz8CV3fE0Kk6wac9/TDoBI5Q2S2XGIQ5ssZ/alDZKA/9lRVVWRnMtu3t7y2huZ8xfn5JaEPdPWKL7694XK55MVVy8e/9THrD6+wdUXdeKonDYu54+XLb9h8/oq7L9+weP4E92TNp69e8+M//AW728iztWHVOASdg7QjH8qAEaUSDGFQ954MxMQwDKjyR6YfEp0k2soWn4BSwjNKTucJ/xE1UVRAvwwiS4IQo2rJi2YsWaQo/wkYIRGVDJoFREUJ4zZyygF3v0PmK2KESgzpfksYekiJcH+g352Ip4B1ltMQ+erNHV+93nAIIFXW7qIIrngEOAM5D4A2eazN+MoVeaak4oQ5cjh2DL12H733WAJNDbVDS1geE0Jzyeb0LeVHmF4q2eU7oHpZayk+yryS7tRjxzyXBshD8BrLPaelo6202TReN6GMOo0b97icHxoxoy/nmMXxCA8WAvBYlOz7O96TAKZndnQlOoU0de+MFP0loy30B711vXF4tNlMtvcjgD9iLTxQwzKaAagEj0A2JAzNao1UFUN/Imy3VJLJ1pMzHI8HjkMH23vmorIygYizXo00+o6cDP1p4Oz8gno2Q7KlqiKnTmf3nFXDXEmRbr/HVZ5j0xDTkns5Z/Us8mQpPP/onPXFBee/8SF24WlmDudPbN+8Ir694/bzV8yalvbZii++u2a/TezvIt46HZ1KA8ZbkiRVjCDjRMd3rBWcU6UJa50C7Xk0VFWLr1y7iTJhrGXscKiGe1JuHkxORI8bKAnNOLtBNbiM0xvJuKEMHouWrmhAFStaloWE3FiGylA/WWMqTwhwerMn5cxgYLvZEU9R5Z5dy/7Uc7vruT8OBCN4BIvaupmC2VmJ2EleJmO9xww9ktAMj4SVTBgSOanaVCKCRNrG472ogzijwsT4nsuyHX1My1rLxCnDN8Yp1lgCVVEiK1I6D+B9Hpdo6TJJsanDjBpfjlQY92Ae+F2jTE5pGihgb8li0VdcEkFGOsf4srUD8ghp+V6P9ySA6QILKTPEVKg+ildV1pUp/1F5U9va4+C3MHbUpMyIlQUgU3HJu27ITMFSJWSEdn1Gs15Bjpy2O8wQ8esFuW4xx4F+GECEw26HMZkcI75yWkIlXQFDzBxPPRe+xjQt86oidCcwHd1Rsa26rTEp4/2Mu7f3RLHM5w0mW87Wcz5+MaOZNUTjsPOGyw+W+CZz/81b7r9+w+7btzSuwZ8v2Z06BlPzzadfUjtfMLdA8gaGWEoUHWMQUzKFZCCphVgMiruEIWj2lcCGQB9l0mjXIGAesK+owcuU7Gtk2ecyptQPJ/bbLYdDT98FnDP4ytG0Lcao0xGiYHyKxbQiRAhQO0td1YTbI8EYum5gvxvIIri6YlDeBnbuCAa+e7vl9hDpg25qJstEfLbOYAv/DcmEGHBWy1drDd0QMMbiRLAu0w9B7fuiIF6oK09VjSa9ZXRH1GMySWlEPKriHvjXCppnKEYyI3RhH0iulMnJEjhyWZ+pWKypXFf5n0YZ95iRcc9UpuepofKw/vMI0pdlPgUuGTE3/fqvwaPnVz7ekwCmIGSIiSEmhrGTksEmBeBHUqCxFlfVOFfs3SdMq2h/lXGjCe8qipQT6TIWzCs7Mo560bB4eoUDhuOBfDgyv3pCfbbmZGpO3bXKXDOQhszdqyO+coUgWXE69cyahjgMpGzAWVZPLwnbHTFkvLc4W6tjkAzUzZzVegX3mf39lttvX1E74cPLBX/zxYImdWSfWC4SdlkzDDu++eRz9j+/4f6rW1a//YL22QU/+eqGn/7xl+zeDtTO6LzoEOgHB+lIVXmGPmjmitUBc2PxzuKcMAwDISm2GKLhJOr+cxwiXQyYrNSDFHXRqwyzPNAoUqG6OimtfcjDQI6G0CfiIKQ+Mew74i7inNrIOdGxlxASQ1JWvUG5ZDmjJbwRQhC6wwlbWZLpcU2FrzxV6/j8zQ3f3Z/4/PUGYx02F+pEsXXLITGb18S+R1xFCAO2aSd+4DCAsTrI7ivhdEgc9yf6bmDRWhbL5v9h701+bNvy/K7PbzV779NEc9v3Xr0m7axy2aUShQQlT5gghmDBBGQLCzFA8hTJskCeMYABIzxAAlnyAJiUBBP4A5AniJLAVVTiyqzKepkvX3vfvdHHaXazOga/tXfEw4mc5UzrPa68pbg34sSJEyf2Xvu3fs23YbXWc1fEKl6wbgTfGDZV27KlF2ZkQeM8hkyohdnc8KICrrUaSCWSUKECYwq+AeutykL7juJalcqZoUS62HmsnEudNpZafSw7d72zNF4ulO5vdOO+7eOtCWBz30AqyrhILTOgYntYxO+KNdhGnXvmCqbMHVExiJRlQS1N+wo5LAI5W3JxbM6e47oTIoWxPzLe3bFarWjWa5puxd19TwwB5y2teI7DQJompnHEdw0rvyJFvbGllkyubVhtOm7u7ghTxDhH41pkGBjHSEmBY79DSiAOPcM4cr4+46QpNIcLfOrxmzVufBcjmcPtnng3sbu8ZfPslNXzU97s7nn95S33Vz3OWUApUXk5BV6dgkSliYwYYihYmRQb5RLF6I0TkrrzeAMRo14DzMPZon6HVdtLUPQ7UvTa1F5NMUKqXMHN9gRnO8Z+JE2T2q1lkKngnMG1nuI8prVYt6K0qnXfeM+qXWG3G1praPYD1t5SJFGajO2UnxlL5vXVHa8vew69Th+90VJJtfYz0ki93mqnpq0I7S+VUTdL6wwxJrqu4TAkYkjkrIVeu25xbYOknYI/K4H7Gx3xR3e/qePSNEtwzyXlMsFdquz6GrOChFKhSrE1CLoKsrcL73IhYteCcwk8D9MofWRu6C9lxyxmWDeaBbeWl2v5XYhgb00Am0u8RNHdiIdzruqseem5SO2tfBNRXP8tj1+vLJWlZl6GUlqVouka2s2Wse9Jw5Hd1RV5DJw9fw7WEWNmOPSV4lFo1ivGFCijTqKOw4hf5VrSao/JdR2ubcDqlC7FSAgR2axpN2uQTEmRcb+HUojTyPmTJ2zOtjw5Tzxpe+yQGG53hHGgXF1x++mXTNd3dGvLsw+fEDeW+4vI55+8huIxJigZWuUeGEPEO6slUQFnVPhPlmbznDFZEoUxBFLKDNUrsZ0yU9CSq1DU/elx81moRqqZEqNq1IuWnd57bAFnMp3z5GApIWNqYDAiWNeBbbHtinJ2hlm12M2KmBKu67CnGzBCc7VHxoFQJkqTyDYCwv3dgYu7kYu7gYLgrXIdY34gkTujGmwUg11plmSNaO8TWahQDlt7X4k0q1sI2h5wWddMxW7N4OclA5sznRkhLZUAP09ly+PS7UFMUJAF8vPNOlJjkK1qHWK1/1XM4ygjD3UrQNXEn23lHsCs+n5UBlw379mNq5Sgj39HcrC3IoDNbc050S21sWyMlpXO2vo1pBy1NZ0COdkHcGSBx5SMuR8wdysFC3aLNC2cZOwYOV7fMfY9bz77gpJge/6U7vwpWQr9YU/fD4whk7Jw+vIl0jqG4RXTGJhCxrqGrnGQYb3ZUNqOZrPCtOo6FEZVOSgGQtvQtA05GfrbgVwS6/Up773/HqdnHe0qMA0HZOqRky3jGLn44Sfsv3jN6dqxev85Ze34xz98xY9/ck0cDK3J1cNQb5xYEqkYiHqrGFOq67fBWUtMMwc0451FMIzjiKTEJApfaVxhTGBCUuC6A5PVBzGTsZK0DxgVdU+MmBlbZwTbOsQUco5YY0iSkTosWOR7SsSSsKYgjUEawSTBEDCHe9X52h1JkiitQOuRXLi96/mzz6/5+Msdh1D7oFSKT0lIyjiTcWIIMVAi2NOOQpUkj1W00YCUiBEFuyrPVmmWznu8AWHSjYhKOZsnqvK470TNaOoaq5lezg+mwKUUzcwe957kESCYB6NmEQ1epvGYxutGLeYhY2IOilXrDHkUvKilSB1V1UmngiRrXl0y5AFmO9jvQAx7KwLYvJFRL2ZKqhya0uz9pxbrjbEYkk6QSjVJzRGKpdY5wFyKPqTxizZTcWRxxBQ4Tgem/S27yxvGIbHabNk+eaoLJgfGfuDYj8TgGGLmVITTJ+d89dNPmSbVc3fO45wnx8zm5JTdMGJbp27Prtqn9YE4BbITSjZsVh19F2ibFusytjF4SdjuhOPB0Mga2Z6yHw0mQ7y/5vQvnOF9w6vdwGc/u+bmzRFnHrZt4yxGDJZMlJnuU7OFSsUxTjDGgxGctQSZG+nCqnGkqnQanGWsU1NnFW+Vs7J+xEBMGdXtSDjjddIGWKcaDfP5Ftco/ssWYok6DSyCSUFvoKlQ7gXb95jVCkomB4VwTZIJCNllitffFUPi8vrI9X5iPxVVhAXmT0TAO7M4AznryEm1+2emQS4Z7xtcLKr3FpXkbW1cekjGOYSAK4VoTNWPU1jOTNJ+WK91/T5OpOYstX5vRsvXxOwbUJRc3Z3Ui6A27619+DB28bH8xgSqThx5pDk2+0qqSfLseF7LxVKHOpQ6fZ9R37/iG/mf4XgrAhg89B2N6Cg8SRXidYag1xlbIKHyNylRTVEjJXklEM+pXO0FzI5Sj3dPU3oaM2DHS6bdFYddTyyG9uQUs2pJRGJ/JKbEMcGuH8hWiEU1+bUEMfimIRnwQh2Xw+mTs6qDH2iaFdk6zl4+I8dAmCJDDDhnePHB+4SU8SWyaSzkkeNUWJU1WMF1Ha1NbLyje/6E58+2fHK15+Of7Pj6zUhKusNbUeFB6xyJhJEGoZBqM9uKYI1grTo8GSuEnLT8toIYr+dz8RW0HEPiGAzWZIwkFfGbz2GeS5RZVZWKwte7Idv6PRGyVA17V6pZupbVmYyJWSe9CDYEGANQe0gUaDy5c2SfMRZijlxcXnNx03OzC8TilGlAqfQnDZxd2xDDWIc0ilETFHA7hUxIidarIq2pzSJTNc9yVkfvUqKCd8NcJpra0DBL/0+Whu1DyabSPjP4Vle07smGmbMIKhZQ0b9kqA38egrr2sI3FNvU5n16uEH0DgHRElOLUxZLOkhInnRTz9V1awaOzSXmLAv0bade9XhrAhho8zikRKpTQ7GGUC2wpMDKWJrG4Wb10Bh1BwuRHKn9jH/ykJKxGXKe9Ibp93DcQQyQDdZ1rM9OKQaOxwPhODAWuO0n9seR9fNzrCTCqJOqZBynmy3OwDgc2e0OhAQffu+3MI3lcHMDI3RnZzx99x36mxsOuzuuvviabntGckK7blkbx5cf/xm//v3v8fWnX4OH1dmGp37D2ltWNnD+66f8wZ++4qefj/zgB2+YJpYMFFShlpywKFKeuWcDYGuJUXW0UqrlX1Fp6BAiKUVW7ZZY77AxJg59wBZLSYmucThnSCRszjinemHOREqx5Dxj7+otKwq9KOLBKODVzrLTMZEkkaw6fYcSKCFiclga1qZtKCuB1mFyIIfAsT/y9fWRj392yU48oD09QSd6xhi6TUfOEW/dMol0VY951a2YQlD13pqdpphoGhWHtBUWopmV9tHyVDRjrxkcdVCwbLUV5T4zOub+1axFP1dw2j/LS9a1wCyKVNwjKmaYErG6Oxmn3o4i9ps9XeEbfa75d0OipKDZZw41cNdS11jA1vaeRUyryhbC8pxv83iLAlhFeFeJllKEmMEUvdjWCNZbmtbRtBYrqh3OYl9vq9pAYTZdXYTb6o4oZEoJGIn4KrVi6gTR2oaShTgmjkPgWAxjVDVSYw3TsWfojxWBXvlrYSKOI3GayKsMncV3LYTAIRxpvKM0hu5kyziOrJ+egxPyMOrkLuwQga+vbxhD4bw9oYjniV1z/tLTX19wtzvy5R386Y8u2B2ieiYao32a+rcLOqRISdHztjbeSzHEXG/y2mnMsx58oTpjo+5GU0QwxJDovaWJYEzBZGUQqBlGg97Jtb+TC9kooFhpNnpuUr1mShyuZZAAXq+bOEPO81y4QihywVuPWXfQeko0xBKYYuTmuufNzcBtH0itZl+PVg0ppwXfpBlwUvqVFZxzCzxQqiKtFVU1sQIpTqpUO09dmeES+t7KHDjqva6D3lktbZYLKMxS0g/va/6o0W8m+NZMSit8qbr+s+t8qeeqVgymBqyir22kmncgqLZQLQVzeuh9Gbc8rnHO6CRVQGp2XGGu9ex/u8dbEsAetJFqP772LPSGSznTGatCht7QWJV99sYsI2IFDuprVWjysuBmoq+upXn8z9IEFmAaRrx4ivFksQQ1l8Z3Dd5Zxn7gsFPdekylfJSq01/7I+M4UnKsulFqEJGHAdc5VtsO4ZRxjIzDSEoTZ+ctWzHEXU8yhmOMeAzN2Qa7CmAdn7665uMfvOLyZgJRsweFFGlD3gm1zDM05kF/ipyV9Ey9ERzVIVt18XMuFdtVOPaDTmpLxhnDkDJ+0jNnnVJOnFMCvYl6A2Sr7AihEqbr9atjr2V6JmIVlV4Uz4cTjHcY24Bz9f2KlufWUoww5TolKzBNhVc3B25vB3ANU9D3bCqg2VpD0xgq42xxb7diKqRElA6UcwWd6nmzVrF8RC2V4xRUjcJZstE+URZLSQXTVFWNBaMg81BveZ+mBoQ5G2XOgxf6kZb1maqRv/TBqI8JmFwzPv27NJDV4Pko1MgyrGIpl+f1rKmWrffF/FM1shYtWFUI8dsPXvDWBLA5HdZdZKFtlEp6sGoB5pzQtZp9OAFvje4mdUHIw/1Td1D9PD/6nu6gGZGCs6Y2cyf6/T3GniLOM9XMZb1ak0VYt57r2x37fU+uyGznVD95mqbaGI24Uji8uSGOkcavGMeRzbYjlcTqZEOOkTAF7t7ccPpsy3RfeM8bhly4SAfujrA5PeX69hK7FX70J2/47P8+8NVXkZRFycWlIFn7bphHDtjIEiSUl6h/acrCVEuOZu5b1bMQQ8I5SxgnfGMZQ8SJ4b5EchKGUSkwnVesW1eNbpWy9LAR5ErpylWwT6VnWLS8bOM1EIpOM62z0HhM51V7LCRyUD+EKWdkyiRJjEQ+f3PL65vA9SGSjSPEpJQZVFFCnbLLQhJ3lVdWslKVrNUBg3Oa7RgxeNfoWcgFZxytt4SsODCsoZhMpFBcNfnQ8aKeu7mefJzcU4dFaGBYpOXmJ4ld6Fq1QGBm++YipKKUL5oGaZtq1mGWXm7RRVyzrEcbRa0rNWmbp5VzJNcg/PDcGnBzRB75S37bx1sTwHQ30jIoPcK6FKPqB2o1ZebLo9cu61J52PM0/c6PuhUL3WPpDNXFzqyUoPiyEHpCammahph12hZjwnUtuSSMdeq0LKVCEfTGVTK09pmYAsMwAsKwV+XP1dm2gsQNeEe73jAeA9OYGCicbjd008jQG77eHWh95Pyl8PGf7bi5ET7+6S1ZHMZoH0tVhtXOzHmLJZGj9rJKAnFaZsxNajFGbdYSxBJxBrIouNUYpa+onIthvk+SCH3K2p+/D6zbuX+jpV4pmcbpKN+Wh+sHNWiJvo+ZUC+tx7ZNdWZEgXneoFLeol832qMj1EzCwTRk7vYT1/c9UwacoUjW6W6JlFKqW7biuKxVRoJzRocVFHzjsS5jrJ6nnFWgMRe9dk23wQwRqsP7DP4sYslUhoE8mvJBxQaausHOk77aQ1v6UzOkQquBx5XF0gNjRs/XH3AW46vC8CwqWeZmWkFVYOsxA1eZVVj1PtAp5Bwly5wmargrysWlJKqlLv+iB/YrOWQJQiCP0MfUXbOOsXMiZU8qCVscxdYApitn6Tk8viS6Jufv1ItMWagYc7ArKTKNA8l4dscDxa64H3qebtY6SBANWMaoxbyp421jLSEkjDX4DIMU7q9usb5T6RdjOH3+DH+6ATGMMtBtFQdlNhvW20AZCmdh5H5MDMeJz7685s3lGywdx8Eu5RE5k1LUCVTR3o/3BqlTSbEPGlox56rvP2dJWvrqRq7nwFkHmkwtRy7qAJXF0IfIMIyMAWJOUDzFF8iWzjs1Fq46+ba+J0rBWl/lcvS6Ga+YJj8H11LAGbKR6jVpqj5XIsYBdblO3O6O9GPk/jAQstAYfV+lnne99ppdp6CDACNKWg85YmyuA7hH/EBQEKtxjGFCRPDOMaZp6UsJKpSZUiEZeLBmnHuBGigXuZpl7dUoReEh8akT0SqZs5xqqVJOcyARNNi2vgb+qvZB5oE2NIO5zfJ31d0Zig5xSlJcpCzIe/3H1Pefo2Ci1aD8HSgi35IABhq4ZLkoc16VqtjbFBMhOqYArdOFqyBGxSUJhVltUvE2dfOZp0RQJ2RSPQoV4/SQ1hcKiavba/qQub65os8wxIy4hDHaM1k7pz+TIiFHssAYIycIYYq0mzV2tyMeDlx+faE3tHMKmmwaupMNpukIxyO0nsumRayhK454/QnNasVXP/2MYSrc39/Qrhp2h5g00tUAACAASURBVAEjBVsKxVoVCRSBkjBLn6P+a4oOCADXNKo84QylTrmkFIyvzuJkZgPUgmqwp4zKXDshZDgOgdtQWPWRYRJOusRJ5zG2IRmHRwGr2YMVD6KSOtZV/JSo+oXxXk1ZGq8ljBgsqq9WKoewcs01s50CN5d7bm56hilT2pYxKwvDVGCzALMMs6VlGicoEbIGGeeUcI9VmldMgULGuFliuTBzaHPOy1pRzS9RJHzWclrqIIii5HCwVSdwVoTQQCPLmqubRqlY0rlvVTOqXPIiZEhRJdamMzSdLAGqlAwpICnWnu6Dke3sHKUg5kSJEcmxZljoIKuaoOQYyCERjxOhybTvrHj2vfII6P3tHW9RAGPZEeZyJNe6X6p44RgL/RjZtF53XkNFIs9KrLObkVl2xYXOsexY+puKqKmFKjEUOut0kY+B3dBzGAMYX3tdkWM/4ESDR9u05BSIKZJTpmRV9exj4On6nO3ZGUM5sO5WSMrsrq6wFNanZ2RncZsN6/MTwuGeXUmcdCuSM2yfnjGFiZgaxuOBvk+MUY0qTDXK0F2+4IxyABtrSQWGlOu5UoUIazVvUNdyiDHqlFCEWDK2GEqFWRhRKR1Te1Y5C6nUUtkZQtRey82xEIuQSqZpBkLJdG1UknWpsj1FMCXjUHyawiiENAZKNlXquAoDVv16xYfV3xsTMSdiioQxEmJBbIP4hiQOY2VWYK6GxnGphKRawsWgxHRj601eez6mGlrMm6SCWC3OCo1zeGt0FlgVZlNMTFHxf9bVbTIXClarOTG1HTFTpU0NKPp78zJUmEvHRyoSs2590TLTO4OvbRJZGraP6k6KDqCou/PcZau9v8cTeAUFJ/IUiUPP8fKO3dWR24se88KwGW54+lflX2Rgv7JjTrtrgZerdZYCBzUQDSFx6BObxpKyknpnSWl1xlnkJ6CIovlt3VErFFoKFSypTfAQE0OyuOfnnL3/PtjCqe/54nbEOjC2JR4PrDpL6ns63xByxBnRQBOCjqYp3B/ueZENh3Hk7N13cPmCOAUIEcZCf3fHanvCeOwRA7vhQLNe04eRdr1l2wnbItzf7vjwow948+Ur4sU9N1+8ftjFKz/RWourwoPrBqbiiPFAMRYvBVMz2JQ1+FNKpQKJKnug5iTGGoyZJ1YKF0koDCIXnfierYUxCiFk+lKIA0wlM6aB1kdO1pmmjfgm0KyCZpneskkN1mZ80wKQcsAkReOLt4rmTxFJmRQm7UNOmWmMxBTI/YEw9kwlE73+XJbaM6MsOl/ZGsY4KVCh2rdhXc20qoSPAeudwhRqveydoWn8kr22jUINTKUkTSHRj4n+2GsQ9mqoYa1TLTQjiyagqfLVpcznvpaLNc7onpkftaYUtJuzIUcDRNquZbX1uM7rQp2b7Y+AqHNJKTP2q2gfuMSkWVpKpGEk9wO3lwduXt/z5us7vvzpFbdXgcvrxMvfOeH75QX/ErPW27d7vB0BrB6l0rXmTMBaYYqRVHRnn0ShASlDSDCFUkm4pZqIVvuousgXXmQxSNaAODtHpySEJHRPznj6W3+JzgaGfcK5FU+ePSVMN+jsLRPCvGsmvDWkFHACx2nEOo+URIqOaRxp05p2uyU/HYk5cffqDWkcgELIA5Ijw/UNQ0qcPX9Obx0b33AsiSwt3RZ8A0/ee4fkOm7ve/Y3d4ixhJQwUjAl470u4sZ7GOtObfQkajNe9eORSrdCey5kVWiw1mg2kxNzYjpnCCkVkiikQWErMIngfUPrLKuVp7GCd0JxluIdNC3idYKWjRBRXf1UDM5oKWetVeK51lcY65QrOfd7StRBSYEYHYNr6CVo/xHRm9eomatQJXQyNeNWgw1Vm01YaxRKMesqGQGjN31OCfW4jViTlHIkamorZEqOhCkz9oHQa4PfNR7rG7LTSg5J4OwCqbGu9hp5yHoFqb2m/CCRLrLAg0pR/mnJhbYztJtGnbYAyYmSIg9cy9omeQS4JRck5wrkTqR+or+6Z3+542c/vuLizcDXr3s+/fzA/TGSinA6qcLsdyH7grcogM0AQuvqjVWU2iGYuk4TIoaYEsM0UbLF50hO7aIguhz12sw4nXnXLZV3FkNmjIbu/AXvv/ce3XPLNDSE3TViYHu24dWrS1I2TDFhszappxDx3hNiVRyt+K9SVS5LjJQQab1n6ho2pyccL2+I48TUH+n3t5QkiKxoNhst03Li7u6e0/MNfYp4CnfXd2yfnfDORxtiET7544/Z39/rAja6eK3oRNYYA0WxUaBlUk55GXqomYdqs6ZHfd2M3jzGqdKHlk6oLHTMDDliRVitGxpryW1h3Sp5vW0sq9bjrWXd+cXdO5lKcXKVqGgNsSQcSZVEjVRlkKyE72IW53VEoPHYrsU5wZyd8K5smJ4dsV/fcnXdV53//PjiVnVdzWqUrK5Dn1I/Ykp1OrdEAQByTlX3v+rIGe0BGgoxTIRhIvYD4ah6+ylmjI1Y32Bq4JqnhcYbolWVC2dtVbKd+aiz78LjgaI23FUhRd9z21rartVsLitFTpKCEfUMVYpSfSFlp2jTPo0Tqc/0d0cuPrni1We3/OiHN7y6GrndRfpRX2fVCuvG0LgHmalv+3g7AlidJFkL1gtN63VhRbU9mxn9qcA0RY49RKc9lylFckn6vHl0/AijRFFgYCpZR8wRcl5x9r2XnD57wp6em+PID/+PHxEHh6w6km/px5GYDafblrZtSNOE91bF8YzidLqV7u45HXCAmQImJA63d3TeQ9eweXrG3e6W/n6HvGk5OTnj5L1Tmm0LItx++YZu6GgaT55Grl694XB/T5xG3vnwOb/1L38P2zq++skrLl69IudQWyNFVToqDxO0aY0klcoZA1Z0VK/NbktJUb+uEjtBYeAKz0AIIWKNI1ZMlDdaVnVO2HQdT7YdJ2sF9rYVPGqsqohaA9kqtyFRJ4s1mFiTtR9VIjnpFDKGCZxTeWnvkM7jvKM9W2PXLblpWP/m9/jw7shvXe/57M0Nl697Ll7teP3VJXEYIbHIdYdciDr1wRlh1TbV4k3IJQFqXCzo0MZajzWJgkOsxbUGQ6Jxlv39wNCPOrGrKPYwRawt5FDt4pBFrUKcI4kOa5w31QXcUGYytqmKE3VYkLPiv0KF6mzWjmYl+E4VPkqcKs0tUcqjLBKqqMSsxlLIsdDfZ8bbiZuv7vnBH17x2c9u+MnnB6aswfSkhbUXNp3nydazatUl6rsQw37hACYiFvg/gS9LKX9NRP4i8HvAU+APgP+glDKJSAv898C/ClwBf72U8rNf+Tv/J98hzhk652mckLKqK+RkFVFdKuE2wzQmSobBW51OpoRPs+aRfQCtaj2pAM+s43+kxWwcm5OnXN/dM4TAlz/4kvHoWD3dcuwHDveBfiyIiaSkwVF7a+rKk2vjtWkaVquOoe8xGMLYk0MgTRNZOqyzNKcbTp69IOYbwlQQ1/Lknafc7a7J40Q4TpDg0B3oVivWz55ye33PsOsZ9j3Pz7a88/IJSvvMXH7xGZ3Tm8o7wxiz3qDGYaj6X6BqDKXSCWqNaK2pJXqVH6bCCqpcsZ1VUY1Vony9Ua0RnBRW3tA5wTs1yy1zSV6EYiKUpLAJUXyY5CpfQ4Y005iofUvUaV2A4tVKzAuGiIjD20S7cpyen/DywzOeXTzl66/vuXhvx8nZiotXN+yu70m9ej1qX1ybUiKzzr+6KsWp0PiGFAth0g0ghnpN5+zPWJ3iMYsgWqwDZ1tiDLUnq+2KFFWbLAcoIuQxatlsI3HWUfMOcV6VOYyAFYyxpFKqfZ1a2Ik4nFNJH2N0DZecICnP98GcttTrVAdcCfKUiVMi7weO1z0Xr/Z8+dWBN9eBlFR91/vM2dqxbSxda2m9Di2+CzxI+PNlYP8x8CPgtH79XwL/VSnl90TkvwX+I+C/qf/flFJ+Q0T+Rn3eX/8Vvuf/z2O96jg5WXF+subQ90TR3apMSXdqq8YGMRVySYxeGIdEnhLE9Ci9VrT6jA8TUT2wYi2ydrRPWvYXO459z+d//CmvPp9oT9acn24oxvLm6oIQggaIYWLl1LlomiaGEDGoQ8z2dMvJdsM4TAxDoD/uKJeG9mRDyWnJAlZPn2DaDWfn55y/+4zIxHjs6a/vSBN45zjc3jG4iM+wOntKJOCaFf39gcY3rFaO977/Poc3b8hx1PIjSwXTZnJV4zAVimCNJaekFnWaLGgcs1r2zvQf1Qub8WNWjT2M4MTX86xTv8ZZlatZcEkPkzY91wVTlDisPZx5TK/Ba0aqz7CBOmvB2Io2N3VquMiE18yRQucK779/wvMXW25ve86eNFy9ecrFV7d88sNPOez2hEEpXDEmLFpGd22n5WQNZjFWFmOp5wvtR4WQWJ+tcbb2looOhUxVs7WNYsOmKVDmwVGGEnPl4qpKihhDrF377BLiVMZbp6WVGVLBu6mCtnMUyDrU0EAfoUSd0ALVZJNZC38+Ss7EKRKOkavXO77+6RU/++SWq4sDQx/pGkvjhFXbcrYSWif4xmqVY3++6MG3cfxCAUxEPgD+LeC/AP62KLbg3wD+/fqU/w74z9AA9u/UzwH+J+C/FhEp5dHZ+5UfumjPnj/h2a89Z/fRc4bdnmF/ZL8bGMZEjommchf3x0lLg5y4341sW0PXugdE5vxO5/GzOIpvsBtPHAOm7zlcXnD5x6+5uxeevHzKux+9ZAg9u/2O+/td7S/A/qC0pcZ5Ts/OCbf37O+PNE3LZrXBWceLZ8+5vd+x70furi4Ra3n+7nPskzPIhdY73MbQrBxBRsbrI+PNDo6J1apTXFpMrLanjPuepttw/rSj2XSU6cDnP/wx62cvCTnw8qMXXH/yBaRSEfaZkHON3wYp4EQYYljG7TMezlrtIZaiNxDMPbDKHzSaBZcMYQxIKQwhkXG6GeQExS0lvalcVO3rySLhbQsVoZ8rjTkqFaegZbzWtIhTXSvjDMYZlbExVBhBppRYnaMyNhfWXli/9Lz74iP6oXB9deBH33/Kl19e8cd/+Am3l3fEOCHR4rMQRkOMynE0Ti3wbC3nYsgYClNMlNzoVNIpBCNFnVqKNZiSsVYVbn3nmcZYpXcyTJESNYKXkMghqK9pSiSpgoiiuK5UA7h1FltpTTFlhj6xMiumg6NME+INpcR5GqB6ZMxadxo4yUIaCsPtwMUX1/zR73/KF58cubwZGKfMqhG6RmidYdUaNq1KKknFQXo7Z3T//8nA/h7wnwAn9etnwG0pszQjXwDv18/fBz4HKKVEEbmrz798/IIi8reAvwXw0Ucf/bO+/4ejFGTd0J5tOHvxhFXrGVYt1tzTHUfGYVQQZoaoc376MS+2ZYuqZS0dRR7jXAyCIVnwJjLsbpmuDmQcz8/PWX//PWzsiU3DxesbYkwYkzHiCVOiHyY2z0/oNhvs/sAYRsBQKik4kzk53dKHERctN19/TbdydCuPc5bxbq89j0FIx4l4CNx+fcOT589wjSHlhGs3FAx+1WKbhmZlsOIRV+AAt8fXnLz/nJPtFnn+jHh9qdCCmg2J1EVaEmkGSumFWkQLjFVAq1h9bEaoG7QB7RtHnCK5QjFAiEV7S7leo1wyMWYaV40mZl38GbK0DFO0ZAK0FHp0XWYUuZZpduFOUjMyrf/TYsBiimrSzzgubwS/hu32hPXJmne/eI5zjh//6FNef35DPKjcdAiJw6HH2FliW3t+JRemlGgdlKRZpakaZ0vZZi1N66tgZtIeX9bH1buxgCiAl5jACClG4pQQ44gpEuOk5GxTXc9LYbVqdAJciir7HiP9vhDGFTk+OBnNVCFNVWEeXsQwQcwMd3vuLg58/pMLPvvkjtdvAtY1nG48zkW8LXgRWm/wVZVHyoMpy9I++OXv3F/q+KcGMBH5a8CbUso/EpF/fX745zy1/ALfe3iglL8P/H2A3/3d3/0lszPdXcQZpHH4061K6nYeMoz+yNFBCpEcMzJYppjxopiwVB5Qz8zCho//DAOUCTcE4u6IDRFvPZuzFidbPvjeM/70B3/E4Dbs9uMCRZixCUU83cmGJIVsDEO1gW9Wa4opNE4BjNZ7phgYjkcO13ds1xvcekMxDt90uM5xvDvQ3xxp24Z+GNiePSNMAZci0zRxcn5Gmkam/RV97kn5gH1yRnpzx8VPX3H6ZMU777/ky5sbYlZ4QcyZnBOCwzlLmh74oVqyKMYu5kKzaklJmIaARc9ZTHOrv9A2hhQy0cDs0xmBMWemnJCkJUjOOhW2OBbHnSqWqNQvUS2kR8tnUQ0THSQYa7T35NR92jijJSdZ0eVJCdDz6iuz4Qv6K10R3nnecnr2gmShPd2wPX/Fz/6vnxBz4DBOnKeV6qIhVUxQWQzOOApxmRBa5/HOEUMGsVhvMdZpj6sOTYoIpnFVqfnBvdykBKJqrthIigmXhDzqVHiIiZiVkuSksPGKochDYj8Gymh1mlptAgu2niOnjy0TzEgeR8Ju5OKTC7746R2f/Pieq2uVVNq0hk2nrQBrDd6KKutWAxMDGsB/3g39LR2/SAb2rwH/toj8m0CH9sD+HnAuIq5mYR8AX9XnfwF8CHwhIg44A65/5e/85xxK9BekaWhWHe50TdN1TLs97Y1jPBwJY+DQj5ANMWqPTAXbFsYa1D6HzHpK1S+wTAM5TqSY2Dx9yst3T7m83nP75SuOA3z61VdQdLqmZZIiun3jaVdbVusNpj1jffYu68aBB0mFvh8Z+oD3LYfDyIuXL3DOsLu4IJpbnr7zEtcKh5srYgjcX9whVkvS4/HI6dkZZYycPzkjt5b25Ix0l9ndveL+5p4+RuzpmuE20K5XjP1A++SU4VbxYUkMuKyuSF7LRGshm1IdoamGp1IBnRnbOIV9VJiFMwaL4CVjPYTkGKcExpKNZURIlcaSc8Yay5zjptpgLqIdMGOsQg2kZmSVYFxyRpzHiFriGWcQp1SfQqnBQBY8WzG6HnLVPhOTNAPyrgKcdRSxbiy/+zsf8Ju//pIf/5UX/P5py6s/+YL96xt2I/gUaRvVOiMnGuu0F5bV3i2mqP6VXUtMIyIZ7x3WKepesmaeJtfgUgpS9H+TC2SHtY4YIxKdihOGhPiGmDM+JMw40ZjCtsmcdpoBh2OhM7BpLeu1Bk2M08oRqhhhWTLYOE301/e8/rML/uB/+4pPPz9wcxvYrBynTxoaa6rMtuC8qZZ+Og0uJZOjpuIP9LNv//inBrBSyt8F/i5AzcD+Tinlb4rI/wj8u+gk8j8E/uf6I/9L/fp/r9//X//59r/mQz0IczaqOuAc4i3+SUG8RcoM4gRvLX0JTDFVIThNtWVGR7u5D1yRy0b0JoKKpXFs3n1Ge3rKfhr57KevuN+NjIdqRJHn5mzB+gI5EIYBQyKMI9u1pfNgKYQxcHu7Q4rKMT95+pK2Q5Uxp0QcRqbDmpQjh/ue26tLfOkwVpimgVXqGIeRtu0opah6aE6szk64uPyM8Qinz865KwMb+4z9mzuef+8FjcAXt/fkmBUMWdRMQqlVKudsqM1xMaRccCKUlGkqxCTOfo6SsUaDUesVVxaSox+zjvFzBaGCCkkaUWwYhZgTxZhqkGEVPFrQlkDt/zyUlZWIbdT123irAQwqi7xQqlEt7kFloSJzl7pHEz19bYrBFoNxiSenDb/9lz9kd7fnZOX48T+CcRqqblsixEKJCZwOhJzRBn5CME5ovGUaMtnayuyYMy8zJ/eV2a1ZZomJLFUS2lusqTQtUw05bFK5pxDJFhqJND7TWHVRskQ2LZycWDan7WKlRr0WUpkFClqNpGFifz3w1Rd7fvbZkcvrgda3nG09207L35w0q24bQ+NN7Xvmh+GIKMTlu3L8Mjiw/xT4PRH5z4E/BP5BffwfAP+DiHyMZl5/45d7i7/IIQvgT0dVFUtjDVQEtwkTpnK8rNNeiK14plJ4YOYLVcROMzGhljIZspSFpLt+suVgLJt3n9J//IbxGIljpnWGmNziwuycJcaRyzev6TZbTk+3NN7ReMf15SX73UCcMu1my3bTkctEKZYwTdxd3vP0w48Qr87Zh68vFelutKciaDYz7A84EZA1cRrVk7Dx2PMXyO6Ki4srzp9v6J613A0rbNsindB0W+7vriko7sgaR6gBLRdDMWUpsR/jOFPW7EZLR0PjLK6KRDaS8U6IIXMwhRIS0xgoW0XTa1JkSEUIRc+1FQVwWmOrD8HchK/S4FIz4WUcWhCr/a5KFlCQcUyYqI38GWRLxZJhMlQXdDGaPUll5Rcr2Co1s9lafud3fp3WNYQ+89kf/RkhFigj05Roao9NJIE4jAOTDNlkshUkZYr1y1CCXKeH9WszA1TRzYGqpqFmJoIvDUl7GthWS0NvDUUSvhScqwFcMq03mDPL2VnH9rxbMssZ2iG1kig5k0Ng2PXsr3uuXg/s7iLOdJxuPScrh4oTF/X49Kpx5n3Ngoshiqn0OAXtfleOP1cAK6X8Q+Af1s9/CvzVn/OcAfj3fgXv7c995JAIx5E8BpIR7LrDdGuwquZgWkeyhu7qgDsmjNpGs3hGQhXS091L42GucjpVZk50VzKtYdxF+r4nTCOubdn1V9ofES21jDFY72k7hUPcXr1md3OhDtNG3aPFqNFuiAdy1CB8uA+MQyCOhrMEURLH3ZH9MNCtVjiv5Zu0LdM00fqG4/09fuVZO9U+6+8OPHvxguH+SB4dz062nJ+vWbkV11+94TjuefLr73H5h3cKdaDioIwgVrMZEYPYSi6uNYPUjEaMqXpihcYbvBEab1h3jicbwTCxOyZCLvRTQOwJbdMiYSCLMKpRIq1YWuuVCF03kIXVmrWvA3rqjTPgFKlvatNeKtWGouTuMlVhywppkGoDZ5xVBVhrlJ5jLSRVWyVXuAIWm+HlyxNOz3+TZ8/P+X1JfPmjT9lf35EjmMbSWL2xp6gKHb6xOFewkjW42xmprlicWa1CpFKvoAYYpWSlugEjBVOJ3qYG5TILC4rSl8QUMgnrYNXA2ZOOp++t2DzpVCapqvnOwNVSlFQeDiP7V3e8+eSam9c9zghPN56nW8vaVW6rGHxnaBrHyXZFKqp/FoKaplhr8XVdf1eOtwOJj95fw7Fn2B3p7w+srJC810yk9SArKIF2mnCd01H0OFNEZNm45omc1B7J/DWz/pEBiDAl+ruJcOy5v7mhdGcMcVLwn9GpVxbVTw9hwntf5ZszqRjClPGuwXc6Vbrb3TIOEyEmNtstIob1dsXu/ha/fgYpsz5ZkyYVJgQYx0E19EXqdEwlf3MK5Ckz5cDq5IS0Hwh3O4bOEEtkte6wJmHPO5r1imE/VGyWyiWLVNnokjDFkItmSdZWE5ACKScNGCVDUhSSARrr2TQNfZNZN4l9xZghM39OmEKGVk0zOme1JK039KxcqrClUqu/vIBl59JoEQGsIE0FUxklMKf5meqYpNcyavZGzcwf2egt+D+Zp5aF9arlL/zll3z+k+fEfuTHV3fkoJ6iY5mwNMRoGabIpnFYkxESD3qqZQGPLnSxGZZTHtbZAyJu/uPmNSZIhZGUjKrDyjzgUAMQ72Fz4uhOPW7lK19TgScPPSplo8Rh5HjVc7iZSFNhu2442VoloaOlvRjVjmu9w1kgiQouViygGO1PfhfgE/Px3Qmlv+RRBI7XO+5vbtnf7pmOE2EKYATXePyqod2u8ZsW3zU6Gi9apszXY5k8o1nAUk4a7Q1JRUW7ZOhvrhi8cPXljqFk3tzekKQQUmJKkTEGco6V1yaUPJFKIISJ3eHI8djjVytOTk9xrcchGOswxWKsV2mUznJ/c83++g6S7uDOOYZxqFurosiVpG3IITL2A4wRhyVOmdPzc977i88wueXm60tu3hwwnePkgxfYXDh7/lS5mUBOI7lMpDhhJGvVFQIlRnKK2lyONXDlRIlKGE5BFTq9CK2DlUysfWHlFHWeUiamTKhcUiPQGFg3gjc18M5807m8yrphlCoCuUAn5mwF/bn5vSi7ufYec1ZJ7KpfltMs1KcgWhUITEt5peDlCrCVQkHJ+9uV5zd/+/t88P2XvHj/5cPfXyDEQIj69zhrsTlRpok4v84SxB4+1+A1B039e0z9mEOCmEebad1InTXaTLcG710t2QXvDattS7vx+Col/dhtXpVZEikEwmHk9vWOw70GsPXGsVo5rBUo9X0YoWscvlHcXkqJlNTwxFuLc7NY4j/HG/nPebwdGVgdUx9u91y/ueXu62twjvPGsxZwjcUWSyoev+poTla4dsd4NNWKqi6cJdt6nJHNO+ksVlcIdiSEFZ0VckyMg+W4H1QHyghSlE5i2gbr1cbrdr/HigWyao/lTNO1dOsV6VgwxtE2QomZ4+HAk6fn2qhGmI4TeYqs12vGXktGKLjGsd/vWWGIAm7w+MZxtz+yOj3HtB67bmjXZ+y/uuTNl7ds3n3K9ZtL/pXf/l2++se3nH9wTviTjynJkILakknKwFS1uTR7yKkgzldhBjXvrZaFGmSATgwnjWPVOraxsHKqzBCjME6BFJwq0prCplV7uxK1zJIaxFTvq8ImagOsKH8JqMKSuV6a2rCXTMViAWnOgpxONmt+o6WoYTaxkPwQvHLOVed9XgOlJkIN3/8rH2K9JVG4+OqCYd/T0TBNkRAjU0x0ncWZpDSjeTYwl4wVfyW1nNTsUepwsCxZvpEyT00qxEQnp6b+zyzAWTLO6BDCGEtz6mlO1c199hCgkrZzDuQ0Eo89+68PXH4xsLvVDH7VOnwt2Y3TIGmdArpFhH5Q9/gQdAMxxtTBgk5gvytB7K3JwECIMdH3I/c3O/Y3O4Zh0BG9Nart5B2uazDeqZlrxTDNfnqPj/LwsohU9r4ARc1VyRNpHGhOPDH2tF2D9y3W+grAFNbrddW8L9ocR5ZhmBHBO49Yq9SQoqN3b4Vx6AnDzKWq9QAAIABJREFUCLlwstnixDAMA5RM27Z0Xcd6s2G1XrNebzDobhmmyHAYSFMkhoC3DmMd1reUxjMOwhcff4G1GzZPn9CsO7rTFVkgVnUDEjROg4upf/dMpcnlQUbYPOodppAwueCl0NSfM9TgkLT8m12MrCRab7C5UFLRfo8xVealLC5Py0zl0cdyYR6R7kuqujIL1inPgmSL/BFQg4Z8Q9Fhpo3Nr7soPtTHFWhbePfDF/za95/z4sN3KMaxO46aUU6RnAptq3LXuUrzGPOwlqRoIK7wtPq76sAJ/V05zwDUpdGo6466eVTpGyrY2jhLs2lZP9vQna/xq+6haU89eTXjy3FiOhzZ3fQcDlEduhqLFxAMGINrtGHfOIM6MCWmMTENiZy1h+eqkq1K9Bu+KxHsrQhgdSmQgTFEDruefjcQ+oCrNwdi1CjCCsYrr3EMkRBnT7xcdZYeFq6WGPrqmmKDWGgR4uU9bRgosafpVoQQiCkASjS23pFixBphOA51xK8EYFVEFnzbaACri1jrikKOgfu7HWlS8cNV13Ky2TBOgTCNWoY5j3GOzfkabAZT6A89Qz8hWNx6xVgiELm/veMwjlzf3zPsBsQa3HZNe35C03kEo6BHaygpaquoKO9PRJHuc2njnFUn6yS42tdKFUTpXEFQlVkjqHdmQc0gUlIVWG/1tXOcp/J65WqmIRUoKnNGUh20a9RfSno0HmmWk6pI36Ms6qFo02gwK5nmar5RW/88Rvg8yJGj4N2inb2u83z0lz7g3e89p+kajPWMsTCGVEtIaKrJiLa5ZljJHBFleV+PEaClzAyDmQnyIOmUUg1qVapIclSFIe9oTjZ0T09YvzyhebLCrlqwFpGsH1VdtUSFTkz3A/3dSJgS3hQap+YupmRcyXgD3kLjdEOYxsg0RUoGJ3aRFwq5zIPc78zxdgQw0YUagZjhcBwZjiPDYYBawzvnMdbgWk8shZAzU8yLHX0uiVyqwem8wcymFrUXIUaURuMKw5S5v7lmuzmn22yZQqHxLbMks288KUWGw5EwTDgBsvYUdFLlaDZrDSaN6r3nFOnWLd45corc390hJGI80jSWNI2MY4+xwn63p+lWtI3j9GSNkJnGkeN+IIthtV2zWnV450jDwHg84AVcNGy7NaSBdrMlhryUyM4oibtrDU1T+4SgvT8sOUdiTMQUFAQcIyZnnBNWjWGzVrjHOAwIgjOF1poayCIlTtowdqpaUeq1UemYGm5KoaRQg1yueDBYysdaQ5asQWv+X7Mu1Qor5aGHJkXhAVKdrFUfrlRFEM3MFpiDCLMhTKGyM7Iafbx4/xkf/eYLfuO3v0eMkWHI9FG1910jnJ90mnlV4KdUOtU8RZVHydX8wKPQuQTWVJUxZuBuSQmJgZXJnGw9Z8+3nH/wgrNfe8H5By9ZPTvFrTrEOXW8KvnBPShG+ss9d1/ccndxVHf6zuOdDmS8hZUzdFbJ2kYgxMIwKd9VjIqCWqdVQkQnpqVej29E42/peCsC2HLURqSxaosVQ1DpktownRdnyhBiWrTGoe7EomYfM4n5sWnBwkipTVffteRsGHJQvM68uxZZbLdyzrUJqq9vjFluFN92uFWHbz0hTFV2R6dHbdvgvKVpHPvDjjEODP2eGCactUzTiHOOME2Mg2ZcoNy9nAtTCJpzpKSkaufBWbrNmpSFfhyYpolxiuxvD4AgJdN4V6FWFSVudSSvel2CM1Y5eiWhBieqMtFaaG3BZlUONcYpnMQrJcU5i7MOZx8mWHpONPNVqMrsNzGXntW6qzyUiBRIUYcJJc/uOSzlJDkvPTmNc1WMsiLRZ0/GB7nmGkTm0vL/hbculURFUSzhh7/xPi9+7Yxu0xJjVYMQxYQ5r3+JWEsWeWCFSKmZ0ZLXffN31HWylJJZS7iUkmapJWNLYdVaTs4azt7Zsn66pT1Z4dsWayu+zgii1AO0b5uI40h/s+dwNTIdgmZwIpohWvW6dF7VYMVo1jdNSYn9Rntj1ldznELNxGeA7nfjeCsC2EO/XRfBOE0M/UCKWfmPi+s2ustWbZgZz5IWf0hYpkdzAJuXXJ1IglBKYnO6AilM4jiOo7rYWEPjvDZEq7LpXCbouqk4IQzNeo1vVNwvhIlhHMkFxikoDaUu/pQTu92e27s7Doc94zhw2O+wNQubuX3U/hoo7CAGRf9LAdd0/D/svVmsbWt23/UbXzPnXM3e+7T33K4qFcdWiAGRWFZIFBEBIggiBBKJUHiAgBRFIjyAEALnkTfgAQVeEkKnIIEICqBEARKiKAjxgIMdpzGKy1VlV7lud+5pdr/WmvNrBg/jm3Pte92V7fI9517dKR2dvddee69vrTnn+Mb4j//4/0/uP6TfbKlVmErh6uKa/X7i5mpPP6yspGjv2eRyfAOi51GeJjVd1d5D4zTVkhiCZxUdXWPYh7lbFuNCSXFLQ6S2Vrw73nhzF27BuepxfKtNNcyBbDYiXnj2M/410xPmDmRz1Jlxo1lufPZZnAPZp+/EI2bW/u6Mo1Xhra++wdmTNW9/7S2b8dRZPSPTtUk08cdSclbp+NRF2tbatLtm4K29prb/l26iVlytbE46Tt7Ysnm8JZ5Z2ShNZ//TQKFSqGWk7Pfcvtixu0g2u+pYcEYvSoyO4GWRSqoqFryaoKcPbrGvM4IORx/K1+T4wgQwANekoUvOpKkw7a3ut7Rcl9b0zHWqajZgtRj24BpwOhMBq6VuHE+ZDQkXAR8V1czl5Q3nL/doTfTN6VkU0jSSpslGdXKBKqRcGcfCcHLK/TefcHJvw5T2lOnAmDP7KbEfE13f4ZtHI0UpU6EkU4ydxpHD/pZp2nN7dU7RQjcEuj5yuLnl5uraUhm1ecVUKzfjgVW/Yn3/jCe/7Ws8+coPcHsdOHvjK/Rxxf3H94leSOkAmrg95AXE7rwJQwZp8sNTArUMK8ZA54XtELi/7jhddWxWHdvNQB+90SW6gFDpO3uuk/Y5O9eUGfwMdS2viWIuSktWdQT2kflGb0B7rZRamjPRnK2ZPM0C8Dewf/keMVZ+y7yq6rIJLBvdEg/t96QI2wdbfts/+Ft454feoGhlLIU+RjbeNYVoU2e1zqk5VlXmm96y+aomIKlz5tmC+vxa9k+Xa1ZqJURl83jD2buPWL/5kO50ayTtLjYn8HkTa+89T+TbW3bPLrn+4JrD5YSm1tUtBadKdI7eC9GDd46ctXlEtImAGHAxgnNk8agPTYesUvLMXnv1gNgXIoDNGC8Nvq2libVNVm60OGTBy8/65bI4ZM9GnvaUtrfPG+D8x/VOn1KVabQsL40VTZXOR7wLqBbjPuW88I7A5IgVx7A+4fEbbxC843B1wXhzTUmmXjpOGUQa38cjzQarZsOExAmlMblLmqgpk6aJXHKb1xNTc3C+YWuBrg+UUlgPa1bdwFd+8Lciq0BOidvrC3wXiL4SXMWLp4oZ7TYIH+/M1iyEpuapNrITRBii53TTs+4c2z6wXfV08Wikq2ocqRAcwTdciIa5tczrePLuZD7LmRTjJLTPXNsNPgexu6Xl4nzduo8GYeoS7JbkbgbOj5fO8c8s/+vxeQtHDIL3PHrnEcNpRKKjiLTunV/gg1LKMsUhrdMwO8Yb3tayJK1LQJ7ly5eAOWN/VU2BwitxEwnrHuk7xBsdRebdoNnd2QdQ0ClRbg6M5zvSTUHTfG3r3Ath1n500jrYWcnFGlB2b1i5WJqbU8EK4JQSOedjoH/FxxeDB8Zy+S9YVK2VnDOl2kff7m1A6fpIjIHg3OJEbPpW899g6T7a0bpemJqA+L4puTrSTWIVeyaxDmTKqZEkG+blW+sS8xC8/+gegUIeb3nv556x3awZp6lpp1uzgZYFpjSRczESqRPWw4qUMs4ph71hV7eXNwzdQLfZ8PYPbJlU2Z6eWtmXC9fn5/ibTOoDD998wumbZ+AL7/3ct3n6C++xu3zB4eIFDzYdedwzSuSQKi62eUIXzNAW8wTw3qE5E5xn7eC0gzfOBu6ddAzBcMaikNJIzqZlP3tYmJGwaY6pgnPNvLYxz02vugWOGStr59UcvOeOIqYPX4z7JdW4dxZwLLtSsQAw/zsi8w0ikNZRa5FLqraQ2bBQN48yyUIhoShnD85492uPeePdB1x86xmxDwxDXDYscXc6nkfcwkrzWdesWmPEWBdNbkcaB64adUJrwZWEV+hXgW7b4VcRvAlxognjFAZwoWF6E1oS6XrH4dme3Ud7yr7iRRmiY0wWiA2cp8EUlZyUNNG6yW2TD/7ofVosuKVaSWOiLGqvr/74YgSwJWES20bviOQxUyPaz+cZvhkkn3GHI4ZmEieqR9pO4xGaCYRCqY5UFdlscec7pHWRTNLFlEaZJZGxUZLNyZoQI0JhmvaU24TvhLJWur7Hux1oJUYrq6zU0CWQ2i5tYyHeO2op9MOaPCZevrxgc7ple+8RqxjpVj2CY9zdovsDZUwcgPtvPKYbPK7zRDxOB6Kcsu0rfWeGGUWFkibQSAiWzY3TAd8Gyg3wLwSxEmTw0DlrxYubKVqmMVaKZT8hRHPsae/BZgIr1Zl1m5+9JVsWNVMntI0Qidr84vK7zNlXwzbVtRlDP2PY9njDwlQczusC5tvVcSyB5mROdHn5Y9Y+HwpU8wV49PYjHn7lCeFbH+K7SDfMQHclxN6aN/N5E7eUiPae+EQHsrYFWaxrY1EiS0UQgiP2wfweW61dazLnIUx7f7mAi3Vwp+s9h6s96TYhmAy0+TocKTzzChSjwcwS1dJMjWdXptqMQ4qaAcpdTPd1OL4YAQyWC6Ridmql1oYF3yk12mlzwTovTmgmCa3VzgyEHjk7dh+Y9DFa2/iRYTR9XBNJiJfmxGOvYQuywGjuOjYAq1rYXe/JWRlWK56c3oNpIlCgmgpATokSPIcxEVwEV4muAzHbr9VqTdd1LSNMnD9/ifcDNT3i5NEjtvdPCMFwuFqUnArXLz5mn0fOXz7l4eNT+iGyv73i/lmHv/+Q+O4j9tdXjFcj4zTi1hsbZSpWLgTvyClZQMHjtNI52HSOVTCzDvvEjH8i0jB0DcBoqp5CM4l1qLsTQJzt9PNUoDROmNZiJWAutCZro0nV5Uam3bw2csSx1L9TI84bkxZj84uy+EqCtKFv0NqEEusS1o6NBZ2zNjOgvff4jHsPN6yHSBet5G+QGrXm1iNw0EpebRGqqimamD8jSFPfoLbgXwAxugpO8GoYVezMDLeJ50OZ0JqgZe20TErrRB33pMsd4/lI2duG4VrAEhEL5KJL2VoLi9rrHJPMJq/RTGiTENXGwgTfnMNfj+MLE8DuHkUrRY2PlKe0uM6IOEIMhBjNFj54RBpgfWd2rqnnzH0uaDeYOEVcZpSMhFVzWIab2xu895SSiSGai7S7IzuihSkfcM4xjiNNgY/DeLAREoWh64x+kSu72z2CicqNU23GF6Zo4L2n7wemNFlQrI5DGrm53JP2B6bdFTL03FxODH1knEz/f39xw3d+9hs8PTvh/qMT8nTD6WagljWTjwiebh3oTzu2bIgOdCy8ePYcP2cRbafvYyA6WPeO03Vk3ZlMsopv93slV88hVbw3aZaht+6sa6qhzrlPbuNzOXfnIRvY5hiA2oiXLhsNcAfMRwTX6kKba2R5vjhtUdXGv1ybbZ03t6WBQAMidAYkbMBbpeKLZYKb0xWnj9f8lq+8yRAK/boDrxTXsjAf7Bqag+RM2+CI8S2laxNytHjXopnaUH1AcK4Q26gP80RII6oic8OpKWpMiXy1Y//xDYfne/Ku6bE5FlqP4cAYzSIpqSj7fWYyngQhRlyIlolrbZr/lsE5cct9w/z5vOJU7AsUwHS5+E2y2HCtmis1t3tDDPvQNrWv0HgtrnHEWjrfdi2kNuZxmwORikolqCmHegUdJ5za7jRrvs1mq5b0GfBOzviujRmJlYgpmblomqYjncA7VEypwuYCoeRE8B1aLLht753hY2R3GJmqcv/eA4LrkAq76x3b7Sm7cU+NPaHb8uidDVc3O05P7uHEc/HsituXH/N+LqzWkW5Yc+/kHi4Iq7MzVv2Alsz+5jldL5TcMR6STRi6RlrtHX005+3oDfDV5j9YtFCArGrKnt6MIGIIjUnfrMJk5ixZZnsEpcHhjXskFgDs77cIV+18zz9b6jHmUlDbXGCzf1Mse2lUCqmu4ZTOmP9t4NpoI3bDKxh2ZikbWq0D56KVYJuzjjfePCOdvyT40ErO9oszF2tez0xvaDSQVgzYptkC99wJncF9abOPvhZcaUa1NeMq0Ixr1QtVsM1VMzVNlF0iXSXSvlDLvB7BeY8UXbwfrMyHcaoG3mOGHT4EcL5hXwDe7PVUmqGIX1yJXoc87AsUwAxA9t4bHlEKJZuYXkqpEUrVWt3OLLh8DKhOQBPpg6VrZQFrltApps9kvXKqFNQLSUxi2IHJwOTawGfb+nNWfAQnni7GtoPBlAopZw4jONHmOGMXVy4VH2Ymv11c0rp5YPyqlDOr1Yrr/YGz01P6oWe12lD2t9QsXLz4mDic8OLZc1ZdhwyRx2+/Q+c91zeXXF+9NKlnKrfXE7U4LtPH5FJwzz5kPfQ4lNPTU8ZxMp6cc5ALRTMOx6qPrJpHYGhqHYig4pgOyq4NNncx0ndmK+d9A6gaO/ZuEJN5MhwMkF8wmvns2nd2gx+zmqOHZ8VVd1QGn3+n/UyqoGKa/FqM3yQLB2sGwebXmEfAawuQ83C/NGkZ4a2HD7l9+5qL28vjPGfLQG1tDb+7o9ozd7eXG18a8VQt15vLPHGK5+j0XdNIur2h2zqqOnzOzDOpFjONfa9pIu1HylgpyXw0rXnQWP5N2bbW5p4+ZsasbaOJJkktdg/MSV5us6zSqCAzQfeTb+TVHV+gANbmFcVIpIIwTZlpTIvrkNmBmfa7b0C+KXjKwsFZ2vgiqFp6TwMujU9EYzRXTjcDwReGznCcq7S3bk0xw4YQApvVhq4zx+spZXLOrVTQpl7RFENlbsF7UqlErCSLsScx4ZypvMZVb3ywXNgMa4r9AaY6sX3wVSYqzvfkJgt9fXnJYSesT7fce+tNTvb3+fa3dhyypwuVab+nD4Yh1QQUZSwTtVaurj7Ce0/OkJrx78oL25Vn7ZXBKesutk4dBqrXwtVu4mKfmVTYDp5V35kdPZgBh7O51Lmv6OaO4xxMZpi9TQTMI+SydAtbpnaHRtFSX3sT4tt4q3X1wLJYh7csLjikeNQV6/q5uQQ1jwQnzngGjUNmw/zHQCca+OoPfpXL959yun9IVMPjaqlka6E2P+CmSY8u8s7AEpXnDE3n4NhgCo8QBKI6XIWyH7n94AVl3BE3HXHwhGFF2PSg4KjUMlH2e9LNgcNNIo1KrpmUlZKVKTVjkDYpME2V3ahMGeIqEoceHyzzMpUNY6nRNiYnrUvTGlZfgvjf90M/kaqXWpmmREq5zTuCdXkMfxmGjtV6wN1MC4mShf/zSa5Q+/MNqLYOWt975JBYraJRBGKglkqqoGJKrPfOzvACldLGNCZSzsbhaX90HFPr1AWceGI3sJ8mplRsLnG1bnOaSugDcejRXNhdXXFy7z6HnEglkb3jer9nONmynya6pkF//uw53gtFPW+9+wb5kHmURz7+4D18qaT9npqVXApSIcRgQL4PTFPFeZsdNAluoWszdH0wHlj00rKM9vnVwm4s7JKSVazMDObMPSvd0vAvBwsLXwQL6No+7Bl/miPULEDoWO78GaOax49skzF+Xy32WjM9xs1gtMrCD5PG8LeOaDPYED0+79NtSDUpapywOT3hwYMNeniAlHNyzRz2I2NRYjTzENRmCWd1inmSo854m9j6ZtVCaU3UQPMOwOFcoNTE/uWeMiXiOrB6eIJKh9+65TqiZOo0UcdCydqyp2KbT4JSWHhoqsKYlEOqVIShCQOYtZsZ+JaiVLFKRWgznWrzujk1M5fXIAX7wgSwebTEzzwWZxfKOI6klFoKbSHJh4ALnhhsrnEB8VWPQUph7qvPI5FzfxIJxhPKhdWmZzX0uNjj3DXUSmiyu6VkQufRWrjd3ZBSATwh2M4cQ0TVuGPocfYweMPjYgx48cjOMop+vaHkxO56B1WJm41NCzghjTte3p7zMDp211c8jA/pViaMePviBtw5w8mGR/cf8Fv/kX+INO053N60rCVAa7eDacmnUkwXvzQguhSchy44Vp1j6DxDNKWCZk+LqIHYt1M1HXnv2XQmzdPNeu1zOdI4U2A3tsNRKEumM8+Peu8WE11ruAlV5vGjNpokppvm2u+YzjzGlypz29/IaNI6gvPMoc6A/gwdzBn4fMblSMeZ14sKfnC88eZDssLNe+dMY+LqdiKpEKMJDDox9Y4QrYsorvVam6Kstve+aCyhzdzEurZRPEHNdm08JHKqhH3GrwfimSAutE56QWqhjJm8m6x8LEpuhvNTKlYKNsnpUipjygbah0iI0WgTqjbjqUrRagolIgsXLudkxOmcPoM7+ns7vhgBbOnwzOMYx66jVKFmI7U65w3EdJhvX3B4wVQ8Z+mcYidf/BEXmTk6M+IqokjJpEPCh9mkoSlelHHRw8pp5DBmppSxLn5g6DpQ6LvYtMIMN+o6G0PKU4accQ7KmMxQo6q132uhD57L/R4fOqoKT959m8P+wPn7H3L5za/zolT61ZoYKj564iowTju4gnJ7n/Swx0+OLsJHv/ALrGIglUxuN5FzJjME2BhTNXynC7AKwirAOgqrKPR9WFryKnZD3h4qL64nxqwMXeVeL5x2wuDbML1apmWOX7PShLTGSWi4k+GVRxHJ1hNuGJtyHMwX1LgA7pgdqdbZRGqR3FnIXnNqnYsxzlXRUsAXo1G0WVBa101opNgl27CA5oPnwVeecJn2PP35xOVl4uXLSlGIvQWs2EV8dKzWK0Jnaii+a40M39YvtonSdPZjLXRe6Tz0TpBiQb+OwlQgK5wy4GJns5CiSGn0ifMD48uRdCiMGcak3B7MdV2cwzshpcp+SqSi+OAZVrFNeNjo01TbOfcBH0O7vUwWPaXEYb8nTdNrkX3BFyWALUe78KyVuMy/OYws6Zyz7GvugrXjrhpAbcOzMzdnvnFmxFIEvCh5tyMfKiXRyqzaVmDZQqm5TfZX6+qUhPd+UZHwwTNNiaLVbjJv+uMpTUxTIgaPSiWNlSkpQxeZdjeEoTd9/bgihp71ySkaPG+/+zbf+dbPkmvl5vySZ++9x9nDM6b9gdAF437dXJGuHZfX11x9/IxydU1Y9W0qz4QdJZuqgVa1poQqPji6IPSdo++EIQpDZyNGxhKwz6iUwvU+cbNPVOetUxlg3fkGKR3Hte6W/DMzcm7LW6ArLYDV5bOf6RLqXCMna8ugq5WY7RIwztVsCNIAsk9QMmwcS3NBQ2Yx23Cucd0+edwNXgtMgRJP1jD03E7K9cuR6/OJAnSdDarHPhL7QDqkFswi/ao3ffsY25SGEaCdN59MH4QYBS+msV/zhJaJUhLiPCFGQh/xfd/cjOw55TAyXSfSbSZNlXFSdmPikEwdJAQToBwbeC/eW5YYZvNdbRCdndMQguFlqobdlkxKJqc0E8NfhxD2xQhgrRU9d6lKMdsxciGPiZqVII7g7aLxjQsWvGvjHo0IuWDCM6nPRlRmqy/xCs7kUWpNqMamyNkz5kqMERknorcOUmkqGLUUk5NxnuAcxTsjvoqQixK8YxU7ptHkcg5136RxKiLe5gi1UIpjl5WwOWWzOWN9co+alSfvvs3Tb38HQsAXJQyRw+U5royIBlzo6Ndruug5vDhnf3XFeHlN5z0eyFValidMxTTS0DnnVDzKEIRtb/SJdSsfddZLU0VrZncYeX6VmIpRLU7XHUPnzf5MjnjXzH8yjLh1+Bo1wlgRjUowB6VWWs4zlHMmZVa6BqrPJZ4ZKM2B8Dh7aGe1MhsxOueMF6Yz5tWUK9wxUzt2pI8QBbSsyQtIRNYbJgauLy6o2a6cVJWSR7q+MAahW/WEOOKDZ7w1EcvQRST6lpHZxjp0AXHW/Q5dwLWyrahQqs2Y+t4T1h2+H1qzYk+ZRtL1gel6YtxXbkfl9qBcj5lUIHaK10DOyjiah8IwRPOGcI5cDSNbRF+FhokZOFDGiSll9vuRNN1RdnkNji9GAJtb7i0YGdZQ2Y8HSirUlInR470gEohDZHWyIvYdBzWT0JJtEt9XxbXdWhuQO99G1i1SvFfyVKkFxkNls15z8/KipeluabXnnDHXb8vShr5fyI2HccT5SM5mhkGukCpeDC/KLfgJSgwOLYUcjLm9Pl1TnLG+nQT2tyP33n2L6hz7Z+e8fPacVRCimFZUv1lxe/uMVTjj2dOXHHZ70s0tBM9umkCidbN8MIXahpSLg+gcnYNt9Jx0wv11x9l6YOhCM6OwrGiXMt99tuM7z0eSdLx52vPwrGPdhxZQzFGHqq0N3zaOmbKgTRXEt7LS2r+WYbVvrdHYdhoaoN/kwLUaOI83kBoHWk23TEVaRxILmuqo2bKwWkqbaK7mQD2z0hdS68LuaBiZfe2roN5zcv8B/elDxvIRsesYDyPORSqOdMjgPYf9DprmmTiPBG8ZVxfwQw9VGVY9m23P/TNHxFOdIq7guoD6gkTFi2M4G+hP18Q+4h2U/YHy8pr902suPtzx/MXIs4vMbqwUrJzFO1JpwatC7HtW2zU+eFIu5CIUlUb7aCYqzlHFxoxMRSUxHrKNh9VWugOvOg/7ggQwO0Rm+oMu8sNVK6VmarX5PWnAahxMUQAx4NkysVmK1S28JmDptyiupdvC7W5C2ZDyuAgVarvpnZsHd4+8p76PIEppCqg+xjZEXhGsg4m0Utd7nEIIjRbinQ3U5gkR4eXzj1itT6m5cHZ2n1Qzjx48IT82kOSd9Zbx4pz1do1qYlgH9rvE1fkLLl5J09UJAAAgAElEQVS8JLagkVUboddGR0oTCpyzT1Qt8Dulj8LJ0LHpXNPLP2ZUSuXFxcjHl5mrXeLBoxWnm8Cm93TORPQs86rtsz2C6agFGKFlRS1a1Nq4d80cY2k+okvHE515Wg30nxsD1dHkWU2ooXUwl583oN/KyYr4euxMLiWobWQLc17az44JHajQr1f0m4F+O1BTZVj3ODHF05ILOEfKxbp6Vcm1UjGOXPUOF/aUUlmvO7bbHskDTAE2kZOzwOqkR71SdyDVEVcB1/uGIWbKfk+5ObB/uefqInF5Vbi8SSQF54WIdRYrSlaHi55+1RG6jjZ8cmdWGHDmfEXbOPLsKpULtcxZ6etzfEECWBszdg7vhT4amzG6pmOvJhmNWBBx0eP7QOjM3EMNvW69/KUxvxxzqWRzZw51gf2k3OYEzpmaahMvrKWQxVFyM0TwzjpwFERM2kZFSJPp5VsgAMTGPTzezD7EMc1SOT4C0HkDbadD4np8SbwfuXx5zsMnb3C4Gdmc3SOo53Bxgc+ZzXqgkrm5ek5JlZuLK8b9iIoaztJFypSOWVApC28KLHB6Mb33PjTg3oNHm9mqgBZSUZ5dZj6+ypQauLfx3F951rHJtjiO3b1Zz77WI/3CgLE7e7pr2VBp+GJZMp9PSB0pi7qEtfqx/aKpjlhpyALca3HWPS4FMZPOJmFdzYnJV3BNh0tnCzbb0OZgO2+Qs6qr6xx+CGzvb7n6+JLYNaZ69eZS1LLoVCtZhZoSWSFpZapQdKJW5eZm4upqj6Y16bSDxyvuP7nP6qxHoyc5RbIjDBEfBMhQCmW3Y7y45eblnpfniRc3hZuDUTKola44PLE5lUe6PtKtOrtuU2FKpQ14e8PiODqH55aNp5TJqZCNi8FMWXkduGBfkABmF0nvlbNV4K17g7XUxdNTGyBqQHkUT7fqiV0gbqLZsTtn2ZW1hewcuTusegynsRinpApjdWQEdcJuf+BwSJRcjs0BEYZVZ100abugFHLJVAXfRbRWk/TRo+vPbPwRvCc7c0weJ1MeGIJDU6b3jlrh5vIZqpWcDzxyb7LtHrN98zHDyZqx69lfXlHGzNn9ByCeq6s9VW/BewNmq7YuZ9OfQpay2Yuw6jyrCPc3kXubyLZ3rHuP8w1Ap7IbEx+ej/zcx3tus/DGozW/5eGax5vANtylnrRyrM3lOVFrlIg07MmyYe/DIjC5gPnOtQBkW8tyWpQGus8NFMu+tMnhzCz9OXhZOdkkb1pwlGosfaGaFr8XpNomgxS0uoaL8YkgVsHs3Bw8fOchh/Nrrp5d4GPEuUqQYD4GJROyOf+UyTLeQy7kZHyq3VgoKoxpwnm4uZn46lsnPHhyxuk7p2wfRaZ0y82NuVh164iPgE6UPLI7v+bF+1d88N6O955PXN4qBaFzwjB05GoO4s6bXtuwWSEOpikxjdnGiBSoGfGOOPSErjPtey1MU+Kwn5rJxzH3eh2CF3xhAphdpetV5N5Jx8MzoypUMedhR2uVY3IoJpfbaBTROFfKLDfMkTEh2sCXY5cMLK1GHV3s8KG2kaWpJQMmx9x1nXGWmlporgWnQtd1TCk1GEjpYsRULuz+8N6ZfEktjWLRMsJcKD7jnGOz7ri52dH3A9eXz1ApIInN/TNSn5DYUbtIWK0pKZHThPfK2cmW5zdXraS2MREQCxq1tp3Y1uXFgPt1p2x6z6bzNvcYnZn1qjLmyrPrxEcXBy4PiXtnax5tHPcGxypg/pF3MyuBJQDNj7Wzt2RhM9iFLERUFnOPua2gy29K6wDU0iCAJX22kRypukjxIDQ1h2o0BjX0WgUkZ1QEv8hXG+C/dDj1ThCDlpnZezp5fMZwsrIf12ruV9KgPu+pi4FmIaqi0Zmq71SJQSipUPBMubI7GKa3WkXWZxHpFLcvRLHh/jhEnJhsdjkcuPp4z9P39rz/wZ7LWzjkyqprgpii5GoZZAgmcKli3cYxZVKx0lZbCe68QPDgTVSgVpMmt83bgZ/Nnd2XGdj3/1CGIbJaBU5OelQdpQp9Z2S/WueOk+LcjIN1xKFHZITFEn6+l9rcF8eyx2zvbcaxFkWi0HexPcdRc6bvO7QWo0Go6SyllHDeW3evJGZH6Nl7sdQm0dPa5FUrFROTK0Vbez2051idtF53OO84jMrNy5dEEc4/fMoJsDo7oT87YayC3tzw6I0nfPRxph8Olv0wezrK0mwwbMPhVAliTPt1Z6NAvVdWEbpguJw4oeTC0/Md332ZeP+qsD1Z8+ZZxztnkdPeRmHmQDRrvM9Gr7N66l0u0fz1XUUIS3haiShzRiYUnZngLNgjNDJyFURmcAfUydIkaHW6bUoVKJXqin2mrYyey6NP8sbmRoMFs+PEh5W7q/snhHU08nKuhCZ/I2KyS16tXC6l4vCEKgwIJYOKye8cUiEj9vtO6LxJSTtRsja8sclAkUZyydw+u+D9b77k/e+OPH2e2SffpKIsm81Fmjy0J/bWvFKcZVWTjdhptQaT+EYxigGCt0pAj+fDe2+CBaGprLwGwQu+IAGsTdThfKDrOmIXwdu/1emG0PfNRksoYoHCdZ71emAcIhwOTV7FbhxpXatZwZXZqUgq6mzQ1UkgtZhXZ2ykdeRUDeNadM1xjRTZwGHvWrlpLjs4wdcIYhK+LkZEMqFGU4ApmaHrTfWAwn6/5+T0hGnMeBfou46SE8++8x32V1c8fOcJq3sn7MZbHr77Nk+ff8j51RXXl+d4F4zoi+3QgGnJI2jJxODYdI5t5zgdAttOORs821VHdIXoYH8Yef985Osf3vL0KtNtNvzwW2u+chZ5vPX07nhWpEWP2eHJzaoftGS3BYNSa7vpjc4gIpRq3Uu5c5Z1LnUrVC/N7RxmaGzBvaTN7JUWSb2CFHDBcJ42XlYpRqAtFZerZbO+WCraAuHsn+Ca2oS9xHHUadhEzt58yOmjM84/ekkonhiCldnO4ZtlXOwC1Vm32fUBLYrvPH4/oVUYS2XthU4LdUzUfUZCwHUd/X2jVmg5cPv0hqvnt3zwzRd8/acu+YX3J673lX4QvBeqFkqx+n1YB9abnm7oUGC/P7A/ZMZDbhuCkYpjF+mGnhB6ilZrPNTalEPMUR5v7twu+CUHftXHFyKAzUctao0nH3Gdkf26VY/vOgto4qlqwnvO35EGWZx9+ISRx3yD2e4/AyrNJMRHDmOCgnGnZJ6fFNLi7UfTLrfsIPSh7fB26qdsJMo+9rjoybkyFdOT6lcd6K7NSgoVYXOypZREGkdqNSE68Z449DhvjkBXz1+w3aws0yuZq8MF1/sL9hcX7K+uTee8FBb50cWdxxQvuugbYdWxGQKrUFgFR+8sqNwm+MYHO55dTTy9LvRd4M2N4+0t3BuULloQ9rOFnB59AY4lx1I4Ljv88Wf6iaAnIncaC5YNO3Wg9pmY2mED7NEl2Omc4akFO3E2tD2T8msLTE4xPlguplaBM1Z+6zjPnUhZxn1aQDTgqJX9wsnDEzb3trz86DkpJSvZQnvPrfMpHkKbp1QRcidoFqp6nDoqyso7+tChxVGKJ7iObhOMnJ0S6XrP5dNbPv7uLb/wzR3vPy1cJ6N0mBuWdYWKVmIIDMNggSnabOt4yEyHiZKqjY6JEmJP1/eELjZlVuMw5lqaUoqdIHF+US+S1ySCfSEC2Hw75Fys5vcBHyOhN3PWeW5u9gxcLnbnGt1iNjM9ZgZz+bLgLvMN0TCA2EXSIeN81/AkmyFz2LC4b8O8d49ZZA/auIrYBdH5yDCsubi5abwnpe8iQdbsx2Qt+DLv4nEJgv2wIkpofJ8BFc9q0yOhYzxM7G5u6MdA3u/wEhb2urSyqqKtW9rMYb2Zb/TRxAp7X1l1nhgdF4fKbj/y8nrig2u4OlQebnsenkTeOul5sOkYzCTHTJGYpW8abiLH15zP2pGIf6fLq/X4WBOEVNfuGoyDZIyXNoLTMiHmbuai4UXjiLWGQBPzMyNcv5SxDfy0clIKTrwFNDEKBN404OZsxQJsK2BbVi14NqdbVmdrJJopSuhKs4+7e5eLqY8Eo+t02tnriCM6m4PsqHQBfBDURcR3iAdhz/7qwNUH13z3G5c8/Wjkow9H9pNltT46fLAMDLXpiWE90K16XIjNtX5izIZ90SYefBAT+ewjIUQqylSSfW5aKTmRpmRVRxOk1Fpfi+AFX5AANuOzhzFxmDIZZ/pZzjGNCfYT6zGRs3njUepyMyN10ZDSFuBqNTqDNEccUWcXbYtssY+me5UKVTKJwpgTBhxbwHMh4NXSebCLR6plS1WN05VSYrs9oQsdJ2dnJMX8+7zDxY5+GNjsJ5MDau5K3nluSyWlzMNHDyFGDruJ66trhtWW03trYuwJg+C08p2v/wzRO9KUcX3P4XZHCJ5a8hKuvSjeOaKrbPvASS+sOhinkalG3rscmTSwuz1wOExs+o6v3Ot55+GKB+vOhrujMe5BmvTycee2DitHwUC0medaR9J2dwtG2gIVDiQ0CnFtf00FJVuZyfz8upSNc5k3Z2wznWKhcKgpUNRc0NCItQ3zMmKrQ12GNqw8s/Vt0Kp1Tv2cmbtFDkgUus1Af3/F9sEJlx9dUAqMUvFVraxrmZg0jhg4ooix8msx9yFVoha2687mdovp0LtcuPxgx8ffuOK9n7/kvfd2XN1Ubm8L4h2bVSAGh8PIuMEHVpuBYbMiDBGtMI6J293Ifj+RxkQfIy4KXd8xbNb4ziCMmmvT0suM48R+d6BWxftIbWW5GeW8HscXI4BhO/6UCvtx5Ha/Q50Nvop6dD+2XaTgaRP2ckdkr2FfWo+DJ4u43lxONuxlvgDHnJgOB3Y1M+VsN4/9hslJS1O6qIL3nlTyfLkveJlvz0spEZw3vKGVRavVhhg8w3pHqXBzfYuKME2JruvYHw5c7/f0OJ688YTvfPvnoTYe2jSyfnCP1RC5fPmIZ9/5LiEERIVabZ4teGmKoEbzmBUQclb2k1jrXYynNGVQHIPreXhvzVunjrOV5/4m0Pf+6DjerOdNEbVlXPXInZrP1Fwi2udrn329o04xCwRaZuYaGdWoC87NAvnHDWXWhQ+0DO/Oz47kVp1BslZDtu6karOkc8cMThvQ1SzOZFZl1bqILVY9DqKjFoiG7cD23gkXH16Qc0acNXhUjq7sqrJIOyMOHyCIN49GFJcyjja+c3kLTKRx5P1vvOTpd274+OOJy5tMLla6em8mNTOVxDlPvx7oNytC9JRaSVNmvCMtNV+DofPELhJiaDLR1jW3xk4hpbw4KYFVEEun/jVJwb4wAQxMA2p/yJyf3zJNlX5d6IqDGKnJuDe+c3jsBgkxGKk1eKMtNIs1S/DbjdP4rc45ahJQj/eVcbxhmgpPX16z203Ms30mv2taTLQAKa1xUBV8iIQQGA9jowmUxiXb4UTIYyKsemK3wXWee4/eQNw5+8PEzW7kyZuPSTlxcXXN7U3mrbcecHn9nCdvfpXri3NU1UqYvifvdzx48pibl+ekcSSVTG0dpNqCgJdW9mHrHsfSgi5EB6sucDo4Hp0M3Oscp6vISS8E15ydo20IZhzR+HZiUs2z445rEsQzCA60RgLGwp/ZvHNQa4XZcSJ1piHMDRP7u6Yc0crI1jFYIP8GAVi+dBQWZN5o2oyrqxjVQufMCsPtSkF9gWJenVQ13tedjU1bhl7UmgmP3nqDy6dXhJ//iFQqJRViDERvV5Q4RxDfAjaEaGM7MQgrr3itMFY8lelq5MOf/gjpHDfXE+9/+4aL85EpQz909AVkqDiVhlep8R5XK/rtCtdHMsq4H7m9vmWcEtNovDZFGdY2TtSveuLQN8EBRaUw5co05taIsnnclCZSUaP4lLlR8pt6Q39Px/cUwETk28A1zFLn+qMi8gD488DXgG8D/5Kqnottxf8p8AeBHfCvqerf+v4v/e4CG37V9JYOh4TzAXUB1xXKZEziWizLmqEPvMO1Lg/SDFeVlokZrYBl91FsDMYTIuQ6kUrmME4txfYgNq+WSyZrIgyDaYyL4CvUlOn73uAa59GcKbnQ9ZE0jqjCNE2s1kY03G7WrB4O7HYH+mFNyU0xwjsePHzEi+fnnL/8mPv3H1DzhKD0fcc0Hrh4cc7JMJBSYdisLLC69n5NBKGN1Vhp5FGiKOvelCdWveNs8JxEz6rzbAdhFR1dVFZ9wM9S0nOA9gasg5qCQgvaM0FXGu43V3W1YVzSTIYNVZpBsZkPduQbLZQKsUAw/01pYoDzseCWM8bVcLI560L0jmeBQ11dxPqOiqntCmmaYVRpevot05QC2qR2WpBWhfXpFtcHhpM1hxc3KNXmZksliMcsQpu6aTGBgegDTgpeClEqvvPGsB8Tl0+VBNzeJnbXFVWPk8IQQ+uOBqZxapmTiWrGaOKEpa0rJws4tRpdx8QHOrqhJ/aR0EXUSXPnKjY6lHMLVLpkjKVYB7feaai8Dof71Z+yHP+Eqv5OVf3R9v2PAX9dVX8I+Ovte4B/Fvih9u+PA3/6+7XYX/6YL+bGqKd19MbEdEhMY0Jz233FmZx0FywDa4O1S6rFDCibBv3M0JeWjmkVUjX9pJQrim9GHVYyGsu7NnzFtPmrKjF0pm4pjnE6sBrWSzkUh86cj7O1r3PKHKYM1cri2LdOalUO48jjxw/pVgPOey5fXrLf3TDmkc12w/mLF5bdJOXq5SVRIqEb7GIuuc31tKmDavhKSBN9rZy4ypNV5J2t591t4J2TwJsnnkdrx70hWFeyN79Iv7TzykJfmFUdjqoTR2PYxqIAWKzp7lYiruHuuhBG7fM7Su/YjKk0QxYRI1bODtJAU7YwcxGRGWS/o4Ch2gKSHstLpBm/FGobpdJq5aONMNUmfmjYaC2l6c0dg50NgEN3sma1XTNs1zY7iFhmxLFf4GYTGeeIMZpUUTSScHAm1RSc9RV214mbi4lpbx/U0AVO1j2bvmfVBVPDbRw1cSbRE7tIVWW337O73bPf7Sm56eO1qiPGwLCyzqMLfgYLGzZrsudpSqamUnWRQU/JTJvne+4XdalewfEbKSH/BeAfb1//OeD/BP799vh/q3aG/x8RuScib6nqh7+Rhf5qh2KtcgRTVJBGeJQ9fugQhNVq4ORkQxdh1Xt8SdyeDkgaW/yadTiNuOAWn8MZm4JDho+eX/H0xYGbvdm3+SDtwtdlJhLMlNR8FQOgRB8bs9kT+sjl5RVBHDStqP3tLahJtTiEqxeXDCcrzh49JKvy3Rff5IQt682Gk/2e/ema589fcv78JY/feoPqCsMqcvnsOat+oFsPjOOBq8srrq+uCc78HaGYOS2F6JUT7zgdbH7x0dazXnf00bEdPLHJHHtv4zneg2uzoa6ZViwdXmXJpuaSyTaNRiNwhtEteNBcrrXu7Rx4ZkFB0WoihbDQEUSMIIwzKoLzHqnFjFbE8DNpG0OD5doFYn9PqpirT3teVSvjjCivaGrqFFgMLcU37NP4XCotMyv5aIjkvNEW+si9x/dZPz4lff0DJCqUTCe9bZJOKO2z896A90AlqhJyxs0jVk5a40ZxaqNNm06IwRj2WpWUAvtDBh+R4OhdwA09xcFht2e/O9i5zq3c9p5+MIXe1TCw3q7oNytSqSRVcknsdzv7d7vnME7NyPaI22ktBKrNwgp3c+ZXdnyvGZgC/4eI/KSI/PH22JM5KLX/32iPvwN8987vvtce+8QhIn9cRH5CRH7i2bNnv77Vf3qRLb1Vte7N4TCy34/UUonR0XWO1SqwXgW2m57t2Yph2xG6GSOp3LG5WZQJ2nsEoFYhZWFMjlKMkW4+ETaEPd9F3gWjPlS13b1mQvDknIkxcpgOdqM5z3ByQjesrBIqumQm1vI3nfrTh2d0q57rq2tevHhJzpntdkMMgZIrt5dXzN6VJSeuzl9S88Tt7oauG+jiyhRjq1JSxlHpg+PEOx6sAme9cH9lpeK2F9YRhmB2aCEawdRRcVpaAKtWh7adeA76M1549MRsj+sMiM+4lh6VcLV+Iquxzl4xQuvSK5WFQrH8jTaqNGc0zls2rXO6N/PI5sztTgNl1hyzvz13pI/Z4WLw0iY4aOD10TNBl+eogiGrsL23Jaw7o6gUe78pZ6ZkGY1NtNkmFRxEUYJUglj2ZT6h1RgcAhGhD57NENn0jiGYWus8JN+FQPDBuogxkFQZp0QtlZrnzdQ2kBA9wxDZng6EzpmIppjbexon8jSx3x8M8M9lkWAvpbTOfGUIjiHGhcv4qo/vNYD9PlX9Eaw8/DdF5Pf/Cs/9pd7ZL8o1VfXPquqPquqPPn78+Htcxq/wkg1XqdWkP2ad+2rOZ6x6I2iaLpj9v950dOtAXM2a4PNKFVNTKmi7kZbOlFa6GFmtevo+4sXjRDnsbvBz9hAcBI8PEe+jkZiBGGwcoxRzDNquN/jGWdusNwQRgnMMQ08fHd4rt9c3lJTp1wP37t+n7CZ2V3tUhc3mhKDmT5n3e+5tVmgeWQ0dly9fMu4ODN1AHFbcf+MJ65Mz6lSQrPSqRM0MnbIe4HTrWa8dq96yruiPUDo0TS2nKMVmDGU+00Yz0MWGjkbDarvzTFtYCK13gkALGtxxvLHB8jLHnwWPmktIL3PZZHOKsjh1N9xLLENcNqRGv3DNY3OW8hFdYlwz220ZmtrrQz3art19DOuIHpsELOUoONanW7pNJPY9WtRIzS3Izg7wNudacBQ8FTe/P2l+o2LXS+cdg1c2UdnGwrarrKKY1Zoaahi6SFj1+H4gFWFKtWF75vzkmv9CFwOrvmO9XdOvBsPa0KULPk3Gzh/39n/OJv+TcsYHz2roOBki2z6w6gOfqxJSVT9o/38sIv8L8LuBp3NpKCJvAR+3p78HfOXOr78LfPB9XPMvXh/WuarMWZg26Q/IPlObUGAfxW4oMUKkd46+j7ghojvDwOYgpmBAKBa//Bzqm7xNFyPiR+tMabFGVckm/4LgutDAfTMA6TrPMNiYRp4mfIzgYPvkEeaqPJLHkT56goO+D9xcHbh4dsnp2Raq5+ThGYerHWnMrE9PmNKB9WrFeNgRZeDyxXO2w5oPn76A6rl6eU7sB+4/ekCpme3JBh333D7/mK3LnA2e0yHwaBNYB1hHTxcdwZvml29Gs7Lc/CyBax65aqFkyXZMfePOpa1mzGHEVl2CiDb9M9wd/FGbA7p8Si5P7DOeNyo7P9UcpmnYF5+SgxajsM7dYZ0B/dnDsjVoFNv4tBm+2trsfB43LjN21Vra78pCwxAU8bX9PaFbdzx54xH3Hp1x/sELVC3gUAq5TKh2uNAZlqYKTvFSGYKYkkbNuGa+HL0QRIjR4X1tAcWaAqWa6kQVT0JIubAbc3ujjth1VGd/L7hAHyNnp1tWpxu6dY8ET06VnAqH2wM313t2N3t2u8kc7XNZXLi76DhddZx2PfdPBobYcMmlSfLqjl81AxORjYiczF8D/zTw08BfAv5oe9ofBf5i+/ovAf+q2PF7gMvfbPxrPnTOnu5o3BufJZFTWnZMM+08lgLtnR5Z0zMrfLEAc4uZRC6w201cXu9JpZIbr0rrvCtX+q7jsNuT07QMjgs2RL4aeoauN7pE7Hj45hNqzqT93jCGLuCdMKUDKSdUC7fnF+TdAXHC2ZsPrXOkldXJ2qy4nOeQMofdyH53a+KJVG4uL1Ct3N7cUA4HvFdOzrY8eHifTRfZRs+qs8HrBadSFmAYWubS/p+9BOYNo33qy+c2d+SOY/Ety2kZj5uDHLTRUl3+Uea/6hbe0S86v8yD7/aapcy0/BZcG6D/yXLy2CxYfr6UjizNAr2TZJuviC6b4fzaNN/LJZucAf9mfmtKsI6Tky2PHz2iH9Z411kzaZqsqYH5NOg8SO3cnLDTefs/eIgBut7RD55uMDUJc7oyR/dUzAR5bFLPu/2BlDKCmQkHH4gh4J35MHR9NOC+mYpUtexwTJnd7sDuds/t7sBhHEmtgpkNR9Yt8zpdRTa9YXfLh/6Kj++lhHwC/N8i8neAvwn8r6r6V4D/EPgDIvIN4A+07wH+N+DngG8C/wXwJ77vq/7UYWm98of+3T/Gj/9fP44QmKYDXR9Ih8JHHz5HZN+m8WXBU8Sv2D4Y+O63nxsIXyoxRDMwwGa/nA/NQcaTtbC9v8Vdg2wDV88T27dP2O9HplHxQQk4Xl6c8/jRI9566w2cg8O4Y+gHLl48I3pvhNq98oM/8Ds4f/qcf+xf/xf5hW9+i4cP7vP0ow958eFHfPWr7/D2b/8aVzcfs5smbr79jPtfPePtH/wBrj58yVf/ga8hUvjow/cpqnx8ecMqdgzBcUh7rvc35Ns9z7/1Hc7o+bs/+VP0AYYw8sbbX+HJas3ZaaR3GR+E6sDHFYLgccYu7yIlZUIMHIMZ1uDwfvn0aylNPhumlKwbLFC80Dm/TBFUpQ03O4oDl1vUSImK4YcKeBfMRXouM3U2XFG0SUEH7xeaBtD4ZI4qkLUi3oB18Q5i61o6wQXPwhZrwD54ZqdvWleSCnVKLbg1Ym6LcCVNzDuhcQcLpqNm8tn3f/hd+quOh4+/Ru0G8Gv2o+mvaVMjKQVcF5EgrPrAJpoTVfRCF715SwZhve1Zx0oXKzUfKAhpTOymkSqe3f7A7rDndkqghocNXU/nPFl1CeQiwmbVEzrT1i8CVZwFwIsbbi6vTKWiVNJkbvWqynZ9ynq7Yt0Jj7Ybpp/5e/zD/8ofYmZLvupD9Jfb7j7LRYhcA19/1ev4Ho9HwPNXvYjv4fi8rBM+P2v9vKwTPj9r/e2qevLr/eXXhYn/9Tv8stf6EJGf+Dys9fOyTvj8rPXzsk74/KxVRH7iN/L7vxYi65fHl8eXx5fHa3V8GcC+PL48vjw+t8frEsD+7KtewK/h+Lys9fOyTvj8rPXzsk74/Kz1N7TO1wLE//L48vjy+PL49RyvSwb25fHl8UkV2TIAAAQESURBVOXx5fFrPl55ABORf0ZEvi4i3xSRH/vVf+M3dS3/tYh8LCI/feexByLy10TkG+3/++1xEZH/rK3774rIj3zGa/2KiPwNEfn7IvL/ici/9TquV0QGEfmbIvJ32jr/g/b4bxWRH2/r/PMi0rXH+/b9N9vPv/ZZrPPOer2I/JSI/OXXfJ3fFpG/JyJ/e+7kvW7nvr32PRH5CyLyM+1a/b3f13XeHU79rP9hI1/fAn4A6IC/A/zwK1zP7wd+BPjpO4/9x8CPta9/DPiP2td/EPjfMTbf7wF+/DNe61vAj7SvT4CfBX74dVtve71t+zoCP95e/38E/kh7/M8A/0b7+k8Af6Z9/UeAP/8Zf67/DvDfA3+5ff+6rvPbwKNPPfZanfv22n8O+GPt6w649/1c52f2gf8yb+73An/1zvd/EviTr3hNX/tUAPs68Fb7+i2MswbwnwP/8i/1vFe07r+ITUS8tusF1sDfAv5RjGQZPn0dAH8V+L3t69CeJ5/R+t7FtO3+SeAvtxvptVtne81fKoC9VuceOAV+/tOfy/dzna+6hPyepHde8fEbkg36LI5WvvwuLLt57dbbyrK/jQ38/zUs675Q1fxLrGVZZ/v5JfDws1gn8KeAf4/m7d1e93VcJ/wmSFz9Jhw/ADwD/ptWlv+XYvPU37d1vuoA9j1J77ymx2uxdhHZAv8T8G+r6tWv9NRf4rHPZL2qWlT1d2IZzu8GfsevsJZXsk4R+eeAj1X1J+8+/Cus5VWf/++7xNVvwhEwSOZPq+rvAm45Kjf/UseveZ2vOoB95tI7v47jqZhcEPKKZYM+fYhIxILXf6eq/3N7+LVdr6peYMq9vwe4JyLzKNvdtSzrbD8/A15+Bsv7fcA/L+b/8D9gZeSfeg3XCXxS4gr4hMRVW9PrcO7fA95T1R9v3/8FLKB939b5qgPY/wv8UOv0dBgY+pde8Zo+fbx2skFgHRvgvwL+vqr+J6/rekXksYjca1+vgH8K+PvA3wD+8C+zznn9fxj4/9u5e5SIoSgMw28qbbW2kGnsxMLSQphutmDpKmTAXbgGCxs34KxA8GfUxrGycPZgcSzuETsLGSc58D5wCbkJ5IMkJ8lNyCxyQOQ/RcRZROxExC7tOJxFxMnQckKdX1xFxBJ477puL7vGwMtKc65r0PGXgb4J7Q3aGzDtOcsl8AF80q4Gp7RxjRvgNafbuW4HXGTuOXC45qxHtNvrR+A+22RoeYF94C5zPgHn2T+i/Z5pAVwBG9m/mfOLXD7q4Tg45uct5OByZqaHbM/f583Q9n1u+wC4zf1/DWytMqdf4ksqq+9HSEn6MwuYpLIsYJLKsoBJKssCJqksC5iksixgksqygEkq6wvNMHaTw0f77QAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "colab_type": "text", "id": "YEEsyglXjwvL" }, "cell_type": "markdown", "source": [ "Попробуем поменять фильтр и посмотреть, что будет." ] }, { "metadata": { "id": "1RscOePRQcqt", "colab_type": "code", "colab": {} }, "cell_type": "code", "source": [ "filter = [\n", " [-1, 0, 1],\n", " [-1, 0, 1],\n", " [-1, 0, 1]\n", "]" ], "execution_count": 0, "outputs": [] }, { "metadata": { "id": "FenC1rMnQcqw", "colab_type": "code", "colab": {}, "outputId": "2f04d2f9-3793-4fcb-ce07-025750f993f5" }, "cell_type": "code", "source": [ "div = 0\n", "for i in range(len(filter)):\n", " for j in range(len(filter[0])):\n", " div += filter[i][j]\n", "if div == 0:\n", " div = 1\n", "\n", "for i in range(floor(len(filter)/2), img.width - floor(len(filter)/2)):\n", " for j in range(floor(len(filter)/2), img.height - floor(len(filter)/2)):\n", " matrR = []\n", " matrG = []\n", " matrB = []\n", " for n in range(-floor(len(filter)/2), ceil(len(filter)/2)):\n", " rowR = []\n", " rowG = []\n", " rowB = []\n", " for m in range(-floor(len(filter)/2), ceil(len(filter)/2)):\n", " r, g, b = pixels[i + n, j + m]\n", " rowR.append(r)\n", " rowG.append(g)\n", " rowB.append(b)\n", " matrR.append(rowR)\n", " matrG.append(rowG)\n", " matrB.append(rowB)\n", "\n", " r = np.clip(round(convolution(matrR, filter) / div), 0, 255)\n", " g = np.clip(round(convolution(matrG, filter) / div), 0, 255)\n", " b = np.clip(round(convolution(matrB, filter) / div), 0, 255)\n", "\n", " pixels2[i, j] = (r, g, b)\n", "\n", "plt.imshow(img_convolved);" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "colab_type": "text", "id": "qpsz2NnDg0wY" }, "cell_type": "markdown", "source": [ "---" ] }, { "metadata": { "id": "NnMywyriQcq4", "colab_type": "code", "colab": {} }, "cell_type": "code", "source": [ "filter = [\n", " [-1, -1, -1],\n", " [0, 0, 0],\n", " [1, 1, 1]\n", "]" ], "execution_count": 0, "outputs": [] }, { "metadata": { "id": "CFsdYdEaQcq7", "colab_type": "code", "colab": {}, "outputId": "2018802e-7086-4526-f8a9-e894c3f27ac4" }, "cell_type": "code", "source": [ "div = 0\n", "for i in range(len(filter)):\n", " for j in range(len(filter[0])):\n", " div += filter[i][j]\n", "if div == 0:\n", " div = 1\n", "\n", "for i in range(floor(len(filter)/2), img.width - floor(len(filter)/2)):\n", " for j in range(floor(len(filter)/2), img.height - floor(len(filter)/2)):\n", " matrR = []\n", " matrG = []\n", " matrB = []\n", " for n in range(-floor(len(filter)/2), ceil(len(filter)/2)):\n", " rowR = []\n", " rowG = []\n", " rowB = []\n", " for m in range(-floor(len(filter)/2), ceil(len(filter)/2)):\n", " r, g, b = pixels[i + n, j + m]\n", " rowR.append(r)\n", " rowG.append(g)\n", " rowB.append(b)\n", " matrR.append(rowR)\n", " matrG.append(rowG)\n", " matrB.append(rowB)\n", "\n", " r = np.clip(round(convolution(matrR, filter) / div), 0, 255)\n", " g = np.clip(round(convolution(matrG, filter) / div), 0, 255)\n", " b = np.clip(round(convolution(matrB, filter) / div), 0, 255)\n", "\n", " pixels2[i, j] = (r, g, b)\n", "\n", "plt.imshow(img_convolved);" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "uc9kq0BoQcq-", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Более эффективная реализация алгоритма свёртки будет приведена в другом ноутбуке." ] }, { "metadata": { "colab_type": "text", "id": "KyOdHmyjgwFx" }, "cell_type": "markdown", "source": [ "Давайте немного потренируемся в вычислении размера результата применения свёртки к картинке:" ] }, { "metadata": { "colab_type": "text", "id": "cSD3-hWbcR0T" }, "cell_type": "markdown", "source": [ "Вычислим размер результата после применения свёртки Здесь $I$ -- размеры входного изображения, $f$ -- размеры фильтра:\n", "\n", "$I$ = (50, 50, 3), $f$ = (3, 3, 3), $stride$ = 1. Вычисляем: \n", "по ширине: 50 - 3 + 1 = 48, \n", "по высоте: 50 - 3 + 1 = 48, \n", "то есть размер результата будет (48, 48, 1)\n", "\n", "---\n", "\n", "**Упражнение:**\n", "\n", "Попробуйте самостоятельно вычислить размеры для следующих двух случаев:\n", "\n", "1). $I$ = (1024, 768, 3), $f$=(5,5), $stride$ = 2\n", "\n", "2). $I$ = (500, 700, 5), $f$=(7,4), $stride$ = 2" ] }, { "metadata": { "colab_type": "text", "id": "TcWiBj8XiBex" }, "cell_type": "markdown", "source": [ "Напомним, что $padding$ -- это окружение картинки нулями (или чем-то другим) для того, чтобы придать изображению после свёртки нужный размер (пэддинг делается до свёртки)." ] }, { "metadata": { "colab_type": "text", "id": "sYkgMGupklXL" }, "cell_type": "markdown", "source": [ "Попробуйте самостоятельно прийти к общей формуле для $I$ = (H, W, C), $f$=(F, F), которая была на лекции (с учётом padding)." ] }, { "metadata": { "id": "WExvlBJtQcrN", "colab_type": "text" }, "cell_type": "markdown", "source": [ "---" ] }, { "metadata": { "id": "Vy-xef6iQmk_", "colab_type": "text" }, "cell_type": "markdown", "source": [ "### Примечание\n", "\n", "Во фреймворках и библиотеках глубокого обучения операция свёртки реализована намного более эффективно. Как минимум, саму функцию `convolution()` можно написать на NumPy в одну строчку (попробуйте сделать это), и это будет намного быстрее, чем версия, представленная выше (с циклами `for`) (она сделана исключиельно для наглядности в учебных целях)." ] }, { "metadata": { "id": "_jGuzTMERL93", "colab_type": "text" }, "cell_type": "markdown", "source": [ "### Упражнение\n", "\n", "1. Напишите эффективную функцию свёртки на NumPy и проверьте скорость вычисления по сравнению с той, что написана выше (с циклами). Начиная с какого размера фильтра разница ощутима? \n", "\n", "2. Пусть операция свёртки применяется к изображению (цветному), фильтр 5х5. Каков будет суммарный выигрыш по времени при прохождении через 1 свёрточный слой с 16 такими фильтрами? (напишите код на питоне и измерьте время, помочь могут ``%time`, ``%%time` или `from time import time`)\n", "\n", "3. Попробуйте реализовать самостоятельно эффективную операцию свёртки сразу для всего изображения" ] }, { "metadata": { "id": "2CcFW7fdTjxo", "colab_type": "code", "colab": {} }, "cell_type": "code", "source": [ "<Ваш код здесь>" ], "execution_count": 0, "outputs": [] }, { "metadata": { "id": "DBSQaBonR38J", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Также в [этой статье](https://arxiv.org/pdf/1709.03395.pdf) есть обзор эффективных способов представления операции свёртки, а в [этой](https://medium.com/nodeflux/demystifying-convolution-in-popular-deep-learning-framework-caffe-c74a58fe6bf8) более доступное объяснение. \n", "В cuDNN (библииотеке-ускорителе от NVIDIA) ускорение свёртки достигается за счёт алгоритма im2col." ] }, { "metadata": { "colab_type": "text", "id": "DDYm8-PDiBji" }, "cell_type": "markdown", "source": [ "### Pooling" ] }, { "metadata": { "colab_type": "text", "id": "xw3tzbQYoyxy" }, "cell_type": "markdown", "source": [ "Pooling (пулинг) -- операция, нужная для уменьшения размерности по ширине и по высоте. Можно брать очень много операций в качестве пулинга, например, минимум из элементов, максимум, среднее, сумму и т.д." ] }, { "metadata": { "colab_type": "text", "id": "c5d3-8FMpAhW" }, "cell_type": "markdown", "source": [ "Обычно используется max- и avg-pooling." ] }, { "metadata": { "colab_type": "text", "id": "5P9j08aGov9S" }, "cell_type": "markdown", "source": [ "Пример применения max-pooling'а:" ] }, { "metadata": { "colab_type": "text", "id": "Qhk4dNqZoe06" }, "cell_type": "markdown", "source": [ "" ] }, { "metadata": { "colab_type": "text", "id": "FxGQ1VuQoe3L" }, "cell_type": "markdown", "source": [ "Примеры применения max и avg pooling'ов:\n" ] }, { "metadata": { "colab_type": "text", "id": "keHMyqmfoe5K" }, "cell_type": "markdown", "source": [ "" ] }, { "metadata": { "colab_type": "text", "id": "mw0n5Fl8pZD5" }, "cell_type": "markdown", "source": [ "Если на вход подаётся изображение с несколькими каналами, то пулинг берётся поканально, то есть если это цветная картинка HxWxC, и мы применяем к ней pooling 2x2, то получим на выходе (H // 2) x (W // 2) x C" ] }, { "metadata": { "colab_type": "text", "id": "BIIpG-8lmvSK" }, "cell_type": "markdown", "source": [ "

Полезные ссылки

" ] }, { "metadata": { "colab_type": "text", "id": "cxjnt47smvSO" }, "cell_type": "markdown", "source": [ "1). *Примеры написания нейросетей на PyTorch (офийиальные туториалы) (на английском): https://pytorch.org/tutorials/beginner/pytorch_with_examples.html#examples \n", "https://pytorch.org/tutorials/beginner/blitz/cifar10_tutorial.html*" ] }, { "metadata": { "colab_type": "text", "id": "s0OoUDBDmvSP" }, "cell_type": "markdown", "source": [ "2). Курс Стэнфордского Университета: http://cs231n.github.io/" ] }, { "metadata": { "colab_type": "text", "id": "lfCLur8VmvSR" }, "cell_type": "markdown", "source": [ "3). Практически исчерпывающая информация по основам свёрточных нейросетей (из cs231n) (на английском): \n", "\n", "http://cs231n.github.io/convolutional-networks/ \n", "http://cs231n.github.io/understanding-cnn/ \n", "http://cs231n.github.io/transfer-learning/" ] }, { "metadata": { "colab_type": "text", "id": "9cYDmcZxmvSR" }, "cell_type": "markdown", "source": [ "4). Видео о Computer Vision от Andrej Karpathy: https://www.youtube.com/watch?v=u6aEYuemt0M" ] } ] }