{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "![MLU Logo](../data/MLU_Logo.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Machine Learning Accelerator - Computer Vision - Lecture 3\n", "\n", "\n", "## Inference with Pre-trained ResNet Model\n", "\n", "In this notebook, we use pre-trained [ResNet](https://d2l.ai/chapter_convolutional-modern/resnet.html) with only a few lines of code.\n", "\n", "1. Downloading a Pretrained Model \n", "2. Preprocessing an Image\n", "3. Using ResNet50 for Inference\n", " " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33mWARNING: You are using pip version 21.3.1; however, version 22.3.1 is available.\r\n", "You should consider upgrading via the '/home/ec2-user/anaconda3/envs/pytorch_p39/bin/python3.9 -m pip install --upgrade pip' command.\u001b[0m\r\n" ] } ], "source": [ "! pip install -q -r ../requirements.txt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's import the necessary libraries:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ec2-user/anaconda3/envs/pytorch_p39/lib/python3.9/site-packages/gluoncv/__init__.py:40: UserWarning: Both `mxnet==1.9.1` and `torch==1.13.1+cu117` are installed. You might encounter increased GPU memory footprint if both framework are used at the same time.\n", " warnings.warn(f'Both `mxnet=={mx.__version__}` and `torch=={torch.__version__}` are installed. '\n" ] } ], "source": [ "%matplotlib inline\n", "from gluoncv import model_zoo\n", "from gluoncv.data.transforms.presets.imagenet import transform_eval\n", "from gluoncv.utils.viz.image import plot_image\n", "from matplotlib import pyplot as plt\n", "from mxnet import nd, image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Downloading a Pretrained Model\n", "(Go to top)\n", "\n", "With GluonCV, we will start with a ResNet 50 neural net trained on ImageNet dataset as our base model. By specifying\n", "``pretrained=True``, it will automatically download the model from the model\n", "zoo if necessary. For more pretrained models, please refer to [GluonCV Model Zoo](https://gluon-cv.mxnet.io/model_zoo/index.html)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading /home/ec2-user/.mxnet/models/resnet50_v1-cc729d95.zip from https://apache-mxnet.s3-accelerate.dualstack.amazonaws.com/gluon/models/resnet50_v1-cc729d95.zip...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 57421/57421 [00:01<00:00, 51277.63KB/s]\n" ] } ], "source": [ "net = model_zoo.get_model('ResNet50_v1', pretrained=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Pre-processing an Image\n", "(Go to top)\n", "\n", "Next we read a sample image, and pre-process it with preset data transforms `transform_eval`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ErEpIWipzGVLO0xkiMUfBAvZFPDsWFhYWXjiLuPhmJmWyyCXvQ0YgIOJEOu7xxz3JDQg/kFMug5SzwMixfO449rhxRCkJOaGtQUnBOAwYY7BWo8qmJpFM9BNxdsGKoQx4ZhIheMZpoGnKgKZSIKXCe8d+d0ddNxyOO5TU5Cy4v7tlu7mgOx6YJs/kRqpGE6aJFCPSGNq65emjR0gp8d4TvUMagxJgrSKE2UsDi5IZYw3dfg9IrK3JOWFXGqXkeajTu4hUEq1Lc0OIUt3JyRNzJEtdVnRTJMlACp7gJmTVo6sWU6/mjBE5z2ScmiTimSHG2RhjqW8sLCx8+7KIi29GJM/lbCWELDHnuJ4w7HHHe/zxSPITpK60IkIxwmIODIOEn8oaqs66bHOIaj4LzygJKTqkSCUDDEE39sQYkVoRvEfpMtwpRMJNPXUlUUaTcwBAa8Hx2NM0luNxT1XVTJNHiFRCzpJnch1N3ZBCh5tFTZomuuDx48h6vebY9+QQMFJy3O/oO5BSz/EgogyLDj0pCZp6hTGCEDPejaRs0LlULoQQCDLybIWe5o2WkzX4rA5yQiSHyIKYM9FNpPGI8KtixKVqkAop8jOX0bOYkLPA+LqpcQsLCwvfFizi4puQDCBnx02RyQRIE66/pb97gvITIjr8cCThCcEXcZEjEgixVAKUEhitcW4giQSyDF5WlUVp6IcjWj97ijg/knPGJ5imibquCMGTc0LOrZkUHYFy9q+UIqXANPXo0yBl8lRWMQwH6togiNS1obv3jMcjTimqqqKua2TO9IcDYZpo25Y4TTy9e0rdVqxWK6ytkIqSbZLKvMhuP3CQmqausfaalBLe+7PD5ykw7eSloZSaWxolzC2f908UPg1UVYs2NaSR7I94H1H1Bl0J0IpStVBFTGQxiwr5XAVjYWFh4duPRVx8ExIBKfJcAZhI0xE/3DHun+KOd+AmVE6IHBmnDucdwfuyAirBuZGcIlII9DzfkEVECkMmF6MqkQl+JAUJZLTWpOiKaVXweDdgjMBNIzknlKTcPkeauiYEj5sS1khSmDBaMwxdWRP1HmMsfbenqWvc2DN0HSJnovNkqejcnmlyTOOINgZC5HjsEImzEZf3YY5n13jnsdZS1y1KaUJw9He3KG2w1mJmsy4txJySmiHGefVWETJnL4xTm0NESuUmTaXgIyQ+GgigkXOwGnM7RD2z9lxExcLCwrc5i7j4JiSnSJJ53nIY6Q83+OMtcdiTXE92Hu/K1Of9fkcMkaHv0FohBUzTgNGKpq7oDkc2mxXaSFLwSKmI3iPJaFk8KjIZN0XcOGLaFnLGakV0DgnEefbC54CSAu9GlFIM48BmswEg+MDY9wghkUKhhGCaRjarFbe392WGImSqqiKERHc8ElNESgVZ0HU9QghW7ZqcJcZYpJB4H8lJYKyl63t2+z1GG4wx6Ppi9uGA6B1CSlarFqPLoOe8o0pOZcW2rOIWIWWVLu2gMBLcULJYhCTTEjLIFNAxIOs16AaEJic1h6CVOQ+xiIyFhYVvUxZx8U2I0qLEmSePSI48dbhuRxqOJOcRSdB1E855umGk6zqGoaO2Fms0PjjMZo13ieATIWRinPDOobQqltxSIVEgBd55+r5HS40bHcKX+HXnSmskp8Q4jUgFdWWJPmIrgxsdzhTXT+cCUsiybpEh+kB/7PFjKO2Mmx3biy0hlu+3Wl3w9OaGpjF03Yg1hu3FFhccKirqao1SksNhj3cTDRIlNYGA8w6lZIlojxE3m4NppTkeAlppjDVUtkKpEveeUyytGyExUpaE1hKCgtYSqRRCaaQIRHckxhEZJ0SeEM22CAwqBGbOTlkKGAsLC9++LOLimxBBguRJvsf397jjnmG/x3dHgotMg+fu7oB3HtPAOHhylHTHCXNZoVWFFAY3OYTQ5CQZRwfE8yyCzBIpi3nWOI4EF2jbFcfDAXc8Qi6+FjmCUpLu0CGkIDYlqCyGRI6C4DLTNOJ9QEkFZEIIVJXGyIq+G9jtDqzaLYiK3f5I3TRELE17iRCCfuho2ktsveF4d0cOnr57ipACpQTrzWoWSImc5CwsDMfDjpQy1lratsXo2do7BVKAMQbisaSxmqahsgYlFTmX7JIcE0JItFIlu4SElhMye2IWpMmBmJBpQjSXUF0ipC4J9ss858LCwrcxi7j4JkTEACTC1LN7/Jhxf0+eHNPgePL4jkeP7zgcHTEmNmto2xayYr8/UNkGITK3T9/mcrudw8dGpMizS+ds0+1TMaLygRA8q9WK/jjgp8jd7Z7tdoubIjGMKC0ZxzBHuku0MozDRFVXCKHxrmeaPFrDNI1obTFaMAye+7sDfT/w8qvfyTAM+KQIg0e7zGZzwdOnT5G2RZqW3WFichBCYLVaoZXC+4n+6NBGEoJHSoHWGoHCqIxtbBkOlQrvJpxz5JRQzw2OCq3w00CYBoRQSKmQylCZulh/S0lAQgSbhrKsIzKRkcAEeIwApSxYC2Ie9FxYWFj4NmURF9+EZDJpGhj390zHA8P+gOuPdMeex49v+dKXHzG60vtPAYyuEQKsbfA+0XVH7m5ucGNg1TaMo8GahBIJ72Ox+s5Daa1MjqqyGBPpuomxH4g+0x8HDscD2+2G/tiTckKIjJOR3AiGbkIJTZCRFAQ5CaLPHPc9m40m28zjR094+uSG11//GI9ubmmaltEn+r6jaRvQBhdhtdoQheRwOJJDIoXMo8NTUk5Yq3nw4BKlDDHMg6g6M2YPMtE0DVJKnCuJqydSSoQQcM6hs0aITEwlXl4bgZQwhYhUApklWYhiJJYHpIgIJRGy5K0EL4mjwaoGLWuE0ojFy3NhYeHbmEVcfNT4uuX0k5vC/MHYM96+zf2Td/BupB9HHj96ym7X8ea7T3n36R1TUGilMEogtUEJybpt6Q490+Sw2nLcH5FIaAVu8qVtkEAqjfcwTR3ee7Q23N/eo5TieDhgVcXtzY7jcU9bt0zDhFRlAyP6kVWzZRgC2iRimuj74viZkKQk8T5z6EasbVmtApMLtJdrDsPIo6c3bNZrfMx84YtfoapqhimQ2eNcwA0Dq6bmYrumbiqUKvfZu8g0ekiRMHkQGSEhh4zWipgCdV1hrUFpiTW23KecCNMIkuKxIVKJkEcQs0dqizYJgSIBPjq0THPqq0SikdmT/EAc90hZISuJ1BWkUsHIz8e2i/f+XudrWYTIwsLCtxKLuPjI8LyqEM+9m2fvhLKRkcmI/e8R77+A7w5MyXLwia8eAl/56j1vfuUph/2RFDNNbXAisLq+otWa27s7sg9cbjZoI+j6jnfeeZeLqyuqqiWFiHOO7bbFXNTEVIy3gg90xz2bVY13I2OuuTuOyCTY3x9Yr2qcmxBCc3ffYZrAflDU2xWTSxyGjLWqbJAkjRsCDIHj4KCqoWrwpuatd96lale4lNA5o7VhcpG+HxGmpm4uaOwFQgSe7gfizT0Pr68hBda1obY1SlMSW4Nnd+gY7gaqWnJx2aJUYhrvy2G8aWjbFbWxJJFxk0NSY5QiE8hporY1KXnS1BFjJqVELyXaaETOiJjQEaraIOjJx4QOE2LVQ70BcQFSl4uQJFEGPU8ao1wWQ4yFhYVvPRZx8ZEin1M4n78qpwgqI0g418Nxjxt6wjTRO8/d3Y4nT294cnPD/aFnmBw5QhKCKAYe3d7z2oOH7PcdRgiury2H3cDgIj7C7f5IXSVWVcvt3R39cMRajXcBJSTj6EkJhLKkLDl2A8djT44TRiuUKmmndVOhq4rjccD7QDdMZejSVPiY6Iaeu/s924sLQggoU5FSYnt5zePDHlIipoggEaXEas00dAhdc3V5we7Qc3d3h9aCceoRKbHb9zSVobGKV19+CXJk7I5Yo1lfXNK2NVpnTCUIMSGkQkoYxwHnSlWmqiqU1gzdEaE0tqqQypQkVqmQSlFZPQ9rJhC5JLLO66wpBXKWZDxME1p2iKygaSnepqr8Ss8uoIVFUiwsLHyrsoiLjzQlx6MohQx5YtjdMD16l+72hsPBsRszNzf33N/v6UbHFDMuSXyIxCmQZeKr794wjZHr1YYYAze7jvu7PbayoCoOwwDSolWkXa8J0fPVdx5hFGy3a9bbFSlnJp8ICUbvEdrQ9x039zsAhITRJ7rJo73gwcOHxYJ7crz11lt86lOf4ubdx7gpYCfPZrNmGEaGceTtdx6x8x4tBUoIJIJpKL4WQgjqusZYQwiBACAtY5xQSELINJuG3dgzvP24ZJCQ2axb0BUh9mQca2/ZbCw5OVIqfhxaJlJIBOfR1tC0LeNYVnK3l1fF1VQkZIrkbNBalDYMkGPAp0gEbBZIXapKGY0QGpUkqBXYjJCnxod8TyPkvW8tLCwsfOuwiIuPMKez3RJ54Zj2txyfvgV9R548U9dzdzfx9PFTbm7u2R0GehcYfWaaIp3zdFNPzAZrPeuVZjj2ZGnZD56VMvgY2R16pKrJqUMpeTbgutyu2XcDzWrN/WHATSP39/eYekOWGp+gGxyw5+LighQio4vI7Gh9xA0Tx8Oe2/tDESUuApJjN1I1Za4io9ntO6YccTnjxoEHF1sqq+m7Hh9BGMfN3R3HoaObPN3RMU0TRgqslugxYXXD/W5HCo6mtrgucHmpkbZCoIg50/UTMQ5IIkoKjCybIUpJVNCM08hqtcZaS3fYI7QBIZFKYzJIWQLehJRIIZFEcgyEMJY2iRQIORHCXKnoNDpvi1W7hoxCzj4Y8oU9qxYWFhb+5FnExUecHCNCJ7Kf8Mdbpv0T8uHIcBzpDj2Hw0jfjxy7gd2+o5syEYmLJdQLCcfJ0w6Or7z9iE3d4LOic4k4eHwMuCS5P/aIzRqVEtPkqCvLrhtIMZBQTOOIkjD4TDZw6EemmLFNw/44p4baGttUoC23+45pmnjrzTd5/fXXeefRLTErvHNctC2PntxibUXOEm3bsgqaPOPkGEbHfrenaRuk0hz7ge7uwM3uwO3BMcma2loqq8hZ887NgTANWC1Ztw1JVbgsePvxLVqWis/FRcXDB2tWTYMSkeAnYspz5gm4aaRuW9w0Qk5UTUtMmZQimdm0LGpG59FGo63GaEWWxd0zRY8SugTIZU9KgjTel5ELKxFKICjR8CI/2yRZQlQXFha+FVnExUeKOfzqOUTJCycNe8bdY9zuMbHvmVwkZ4WbIsfjiA+ZmAX9MOJTnr0WIlVj0bZhmAJKGHbHvnhXxEwcHavNmrtDmVF45+kTHr70Evt+RBrLsR9YrRrGIDgOgZcfvkS679n3E93oCS7Rthq72uCTRCuLS1Cbhq4bcFNkfXHNvhvppoB3DiklenAcjj2XF4bVakWMESMkt++8jVEVT253vPLKQ+p2xZPbe+72Hff9xKEfCaLGC0lwic55RE6IlLBKcH3ZImzLbhiorSEOE4rAqlXkfY8QiWml2bYWow1T35NDpl3VSDL98UDdNLhxJMZETIn1ZouQgnHoCd7Rtpvy+wgeaefQs1xC34RIhNATU0SbGmUSvk9YLRHaIMo4Lnm25BLI8vtdhMXCwsK3GIu4+KiQn01xZphDsCihYrHEqQvXYeNAlwXdmLnZDdzcHzn0Dj+7SRqjISZAkJIgxogPAStU+biWIATeB2ISVDFibIXQmhgdYwhMMZOkpl5bspBEFD5K3n1yTz8llDW4AFJZsjL048AYRuz6slRCupEsNEImbK3ojh2jK8mmfdcT74+M48A4Ba6vM/v9gfV2i4slDKxeX3IcA3eHG+4OHfth4jgFBp8IRKY0IHIm5wgxYiQ8vL6gGx3taoVpWibnkLGEkQlZDuCHbkBiGI4Hmkrz8OqKnBK3T56yuWioqhotJZNz5DnVdRx7QIGUZCnw04jSCikkKWSkUGQyMUREBiEtRim0ihAHhMykYQdCI+otQhWTLYGALBZdsbCw8C3JIi4+Unw9k4sEbiAc7knDHuk6UjY4KqaocVGRUKQE5Fy2GkIk+UAUZZvBe0cQkmno0VUFoQwmSiXZ73YgBbqqiCQ65xhjZN+PbNo1KUaUEWRlefT0phwMY2J/HEhhQmnFS1dXHLsjvfMc+5EpDLiQkEJQa8UweWKKZOFAaqSpuGhXPHr0GKU79vsjj+46LrYbOj8wBEfKgX4c6VygmwJjgigMIcA4eQRpDleDlATHbkBtViAU2toSQiYtLk7YJLD1iouLCiN9GbaMgcdPHlNrS9tWaKXQSlJXlhAj3o2st5c4HxCiPJZpHBBZomQNKRJDImaK8BCKnCeQGaUUOSpkzigtGIcdOUAjDdK2iNOfnaAM6i4JZwsLC99iLOLio4LgXL3Iz11FzoShoz/c4YY92R2521ke3zluDwP73tEPgZQF69WKVgimyTEOXUkMVZTWAZFp7JHeE4OjriuapuG4u6fdrPHB048jKSaMtowukHPPcX+kro4EH7l5eotWCmHmZFNT0Y2Obcz4mNkdevrJUTUbgnf4caSbKwdKSvaHjqurK7SpaFcrYnrMcZjKjEgS3HXjvOmx4vbpI+4PB4JUHKdAHxJZGVIQEDJSgNECI005mOfMNE288847XF9dcrndYrzHu4mQEsd+xOrAg8uapmmxEsiBHAIxRlISjEOxFV+vWkJM5JwQomSniNmh003uLLiEEYQcEFph6xYpFTmXeQ5JptYKsoGY8XlADh1NtSYrNZtwzSxWFwsLC99iLOLiI8rpeJNTwg09w/GA644ENyDkiiQgRIVQFZuLK7COkBJKC/q+Q8QRmQVBJIwS1NaQJwc58vD6mmkaEUQgIUiM48SxH4kh8PJLK/p+xKmAEIonT29xzpNjRgiBnxxKZrarGmst2lpyJ3E+0PUTslrRrtfcDiM5ZSSSlDN13RKz4H7fcegG+tGRRam6KFvjnEMA8djz6Ok9WWuMrYguM4ZISpkcIiZlYk6QSg1A5lScRlOgP3qESKTouLQr1psLLrcVVnuMDTgfGHJCGI0SGSUVVguUFDjn6bsjCImxFX6aCCnjRfHDqK3Bu8TxOFK3hm27gZQZphGEpNIaqUCI0rKRGUQKSKGLuJs69DigKoM0pszFJAHqhT7VFhYWFj50PvBG3K/+6q/yN/7G3+D1119HCMEv/dIvvefjOWd+6qd+itdee42mafjMZz7D7/3e773nNre3t/zoj/4o2+2Wy8tL/v7f//scj8c/1gP5ZichmJIiJBA5I8MAfk/uHuOOdxyHwD603MZrUntJc3XJ5uEDZKUQKrLd1lhb3ClDikQh8AkMBmsanM94FBMSc3GFkwYvKprNS4xuziDJglW9QuRS/fAhkoSk9xEvFHazRa/XrNYtxpbh0Obiki4KbvuJCQXGcr/b0w9dcaTUCpcTSZV/90PPrj/y5rvv0nvHru/p3ETWiqObeHR/z5uPb9n7zH6I3OwG+iEQfSa7QE7gUPgsmRIMrlRcnHPEELDaIGPG9yNDinil0O0Gu7rCpwrkinb9kGnK5CipbMW7j55wtzvStC0xOPb3T+kON+Q0oGQgZk/nJ4YUEDLSVAI3dnT7e6yStHUDKeN7B0GgRYXIFS5dEEKLxKCTI493+P5d4vgI0h7EQFah+GOkMioTMjjKxQNztwsS5FjMuyLMsvDshDIz3/D8kYWFhYUXwwcWF13X8b3f+738wi/8wtf9+L/6V/+Kn//5n+cXf/EX+fVf/3VWqxU//MM/zDiO59v86I/+KP/jf/wP/st/+S/85//8n/nVX/1VfvzHf/yP/ii+FcgCISRSAClC8BBGbr76ZR4/esT9YeBuyNz0iv/P//wc/9/f+Z+8/fgxUgm0lng/kef5Cu8DPiZCKgOHSmpiymSpSFLx+PaO4+RwCUISZKHng1dCIkipWG+DoOt7kigzGdJakhDUtaVuGmxd42Li0dMbjuNERKCtJZFxzlHVNZuLC7S1CKUYnacbRnyMKGOo2xUJiDlz6I9MwZOlJAlJzIIxRIbJ43wkp0SOkZwTMUd8DHjv8aF4ctR1TU6JVV3zxmuv892f+hTX15fUTc2x63j85ClSaK6vHjJNkbpZo4zl5nZH265BamKCfhi4uNhCjux3d0xjT93UrC82BIpLal0ZmtoyDj37uzuCc2ilqW2NiILoIjlKnFekrOcMkoyIE2HYEcZ70rQjxyMwQA6QE3KuIglS+S8nUn6vfFhYWFj4ZuADt0X+2l/7a/y1v/bXvu7Hcs783M/9HP/sn/0z/ubf/JsA/Pt//+955ZVX+KVf+iV+5Ed+hN/5nd/hl3/5l/lv/+2/8QM/8AMA/Jt/82/463/9r/Ov//W/5vXXX/9jPJxvYnIuZXQyhNK+GO7uePTkCfu7PU9v7nn30WPefPOrPD2MJKFIKbPebNG2xnc7YojEWPJBvPPnt621ZU5AKoTM3N/fk1NCS4WcXTAn70FJlCo1eqUUMSWU1uXjk2MYRnJOtC9vAUoMez+UtNKciTEWgSQlKSWkzAihiPMmCwhyhhAi1tp5jmEqw6WyfO9j1zEMZU5CzEInp0RKiTxvV0ghiKnEq9emoq0rGmtpNy2vPrimbWuCd1xt1pAj23WDVRe4fsfjx49YGRA6k2UCKRm9QyXLse/ZrlaM00TbtLhQNm1S11ELRV1VyNEz9gP1qgYJIQVyjAQ3AQYAqQU5G5KKmJxQQpeM1JyYugPBB7JP2GZAmQahVwhtQWmkUogs51RVieS5+HYhvu7ZwDKusbCw8FHjQ525+OIXv8i7777LZz7zmfN1FxcXfPrTn+bXfu3X+JEf+RF+7dd+jcvLy7OwAPjMZz6DlJJf//Vf52//7b/9NV93miamaTq/v9/vP8y7/ZFAQMndzAlEYjge+PznPs9X3nyHvu/ZH0ZuDoEnB89XvvouISac91xcXvH6xz5OVTUM054YKcIiBEQuB+3ipVBcFnLOc4UjMAwDbdOQc6k0bNYtdd3MpfZMPw4Y2xBTwoWIVApjLKNzCCEwQpKSLwJESuIsjqQ2pJQYnSMm6PqeqqrKWqz3SCkZp7nSEgJKG7pjh5+HK0MIRVxI/Z5zdilF+fq5+Fo0leVys2LT1qyainVtCcEx9B0PX7pmU0kePnyJy+2a7nBPbARaZTatZTjcQ/Kst1seP34bHxMr09API6vWMo4TuqqolMbHSH880m62GKM49hNyzNi2QguFMobJJw6HHU17wbpeIaQgUWZDZIwkElIksh8JfmKaBvLxDmsbhDKgFcLWiHqFsC1K1yBqimDR5JOseF5J5JMB1/NXLlJjYWHhxfOhiot3330XgFdeeeU917/yyivnj7377ru8/PLL770TWnN9fX2+zfv52Z/9WX76p3/6w7yrHzkEGaIDkfBDx1c+93t8+ctf4Qtf+DJvv/uYt955XMykDh0pekLwhBjphicce8fV1fV8kBGkBCmBVJKqqrDW4p07b6MIIdBaE+YDeVVVKGlo2gaQc6iYQRtLu2oJOZOHEe88LnhisggB3W5PUze0qw1SSYw2xJTQSpJzputKuJqPkVrK4k0BCClxvsSwK2PIAvq+ByEwxtA0gmEcCSmfxYVSCik1ZfE2oKWhrgzWKCSZse+53qy4urygNoaYQIrEk3e+ynhYcXW55eLqitpKnBtpN1vELOZefuVjPL35Kl3nePmlSw67W+pKE8eJZm3ZrFtczPTHI0op2qbCx0DfdWhr5mCzCmRCQsku0QllFClHXCgmW+SEiI7oPZO/JwpJ1JakIZBBVehmi11doppLpFmDWiF0g1I1QiqETM91SWYhkcX5d7+wsLDwUeCbYlvkJ3/yJ/nsZz97fn+/3/PGG2+8wHv0xyPnEt8Nc14FzAc6T0qJ28eP+NzvfY7Pf+6LfO7zX+JLX32bp3dHfFKgLUZrUhJYq1FK4XyiHybqpkXKUpoXGbRU56pEjBGjNMGX71HZCikEUkratkXrRN00DMNEImPrChcC9/sdMZf7LLUq65ghIEVxAxVS0axXtKtVaYWkYuA1TiMhRpwLGFuhbYVKCakN0zSRMyhVKh4hBKq6KkOkzpc2ipTI+WfF/PNSSqClxAiB0RolSmKs1hVX2ytiBucDShmm40B3+1Veur5kvWrp+x6tirFYjhFbNcXfQgq6w46VuyBMI09vd1xtt4x9CXZLIRBDwGhLSjAOHXazQpBLSJoSuHFEmIxSNeSEm0ZUVgjpSFmgTTHdEjkT3MR0OBD7HksmaU1UgSkFkDW62WKaS8zqAaq5QjdXmOYCUSWENnMlipIUl5+1S04rJ89XehapsbCw8KL4UMXFq6++CsCjR4947bXXztc/evSI7/u+7zvf5vHjx+/5vBACt7e3589/P1VVUVXVh3lXP3LkMkzA06++w2/91m/y//rv/29+93/9Lo+f3NGNAW1aUpJkaTGVol1vMVojKG2jYz+ShUJrjVEGL10xhtKanIuxU9PUOCEIIWCMoa4qKmOo6xptSpUg5ojUCh8CUitG50gZfCiOlSEGJgcxJaRWSK0x1rK9uGS/3zO4/uwKqrQhu0i72uBDwDlP09TEYcTHRHYeqRTTOJXvk0qyaHp+xmJu58QYkTKQpUQrTVVZ6rpi3bY0Vc3oIkEmUu45dBMpRh6sJLf7jmM/crFd8x3GcrFdoZSkaRuEBJ8Cm4srYhrY392gFRz7AasMRhuC8yQG2rVFklFa4ccRpMAafV47Td4jhcVUGqk0MQX81CO1RpkGqSQpS7z37Hf3HJ88RsdAqxSigigoYW7HgaPYYVYHzGpPfTnQXnpqEZB5bpMYA+dZjDmnJOdZa4jFNmNhYeGF86GKi+/8zu/k1Vdf5Vd+5VfOYmK/3/Prv/7r/MN/+A8B+KEf+iHu7+/5rd/6Lb7/+78fgP/6X/8rKSU+/elPf5h35yNLntsTUspzFUNJwXF/5Dd+4zf5P/6P/8rn/tfv4iaP8wlraoRpaKqWBw9f57U3XmGzaVmtVigJt0+f8tZX32R3f8fkRlLKSKkwxqC1PguMDFhr2Ww2RXhIVUyxhEAowaE/EkJCG0PXd5i6JuXiQmkqixCS6CZGFzBas9luubi4QJviapmBmDJx/v4pA0IxTo4QQhn6TCCVQapETBkfPJPz51kQ8rO2zeQCGVBSklQ5mAqlUNagbY2tG2KWPL0/0B2PWG3wzmGU5qWXrlHSoqaEyCOHMZCV5Q0pub5Y4yJk5zBGUDUNV7IIW9fv8ePE4BxGSWxl8SHQd0eUNpAzMQayyIgsUBhQoCuLtboM5eZiRJZEAiIhBkQsbZ3NxRXd/Y5pcvSHA14poghIo6irwDA+ZXBgmgtUu6a9foXLV1/j6tXXaDeX1JuXS6FCA5xySWav+OfC0GARGAsLCy+ODywujscjn/vc587vf/GLX+S///f/zvX1NZ/4xCf4x//4H/Mv/+W/5M/+2T/Ld37nd/LP//k/5/XXX+dv/a2/BcD3fM/38L//7/87/+Af/AN+8Rd/Ee89P/ETP8GP/MiPfNtsiuRczKhOB1Qpyxnt733+S/zab/42X3rz7TI0iCT4xMXVildf/w5e+dgnefjwNexmPujHgHcjQhmadsXxeCQNA0prpPdIoeYKQEbPWyBaay4uLmb3T1DztkhKgZQzTduWisQw0LYtSt2TQkRpNYsGCVFQ1y1aG7yPWCu4u7svmx1ZEEIq1RFtUcqw3x8xxmCMIYREjEV8gECp8nY39mfRJYRAzfMXISV8iAAYo7G2wlQWUzV0g2PsB2JK5JToxh43OXKCm33P22vDS1eXPLjakoPk7Zsd+67jlQcbPvH6yzx8cIFVcOx62rbm6voh73RHchIEH9nt9lxeXjCFAKNje3WNUYpEWYfNMRJIpBBISLRyRCmQKqOFAiWLw3cKxKQRxiJtg9Q1o8sc7o/YHErmi63wteB4GOiGEV3tkVVDezyQ0khdZyodidUWoUvWiUBSdpflWV/kRVEsLCx8BPjA4uI3f/M3+St/5a+c3z/NQvzYj/0Y/+7f/Tv+yT/5J3Rdx4//+I9zf3/PX/pLf4lf/uVfpq7r8+f8h//wH/iJn/gJ/upf/atIKfk7f+fv8PM///MfwsP55uA0ZwHlQBpj5NHjx/zGb/93/n+/87sc+5EkisX2p/7sd/Gp7/puXvvYJ9F2xW7X8YUvfBmfI5JM8BM5RSYX6fuRnAWb9QYJc1ukCJmmbVFCoIRktVqRYiTFhJq/fxICNbdRmvWKQ9/jg8dYS8STcsZ7j7aGta4RUtL1AzFlthcXpJxJOTA5h3eOuinDoUqD0gqEKCLAe459h5KqDGkqWYZHg57FRSz/zvcHIUv8BqXqYqsGXVmy1PjsSNKgjaY/duQsSuS7kEyT4/FupPP33HUDF6ua1x5sGWuJn3r6447h46/wxsdeoakrnA9UtubjH3+Dt774e7T1hrE/cnNzg7GW65ce4ieHJGK0xBhFFoJAPueSpJQQIhO8x4WIWoGyBmSp6JBECTAzNRHF/aHD7e6p7YrKNjR1LMOew0jPgBcZe7jDxQ5jAzlONHHDJnqq9QXo8lgRiw/GwsLCR4sPLC7+8l/+y+czzK+HEIKf+Zmf4Wd+5md+39tcX1/zH//jf/yg3/pbjlMFo+97vvzlL/OlL3yZ+7sdImWk0rz88BV+8NOf5rVXP8bt3ZHPff5zPHr8hB7B9csv07Q10RlSCqzaBu8GHr3zNiEkqsqyXq3ohx0xJpQsmyMyg9L6PdaOQoqzD8U0OVbbLVJIdvf7smkSMyFEYgjUTU1KEa01q1VLVdWM44gxhrZdkTM4Y6kqy+HQIaRkc3HB0PdMzmGNKd9Wcl6NLdkjiijj6Qdznr8QQhVPjNkHQytNjHA8HMkpzUJN8uDBQ2JKDMNI13X0o8MFj4uRY9+xOxiCn7hYGcaNpet2HA47+r7jtVdf5vJyhZZlYPLV11/j5vE7NE3LZrMuLZ+UaVcNw/6WyQVsbdFWkXKmaMUy62CNRUqLT4mQSugZYvbNTBmtLO1qy9XDl+nu7tiFwDQk+uHIMHisVsUvREmkyEXgPHoXXUncNHEZLyBOKDJ6tUXoeebidMmQKSu77xUd4utYcYmv89bCR5H8dX57z1+V59/681e/53cqxPx0eG9+0QcJzVueIwsfhG+KbZFvRU6zFqcqxrZd8d2vvsbn6jVP7+7YXl3zf/mrP8yrr3+c3fHI/3rrS7z79AntuuX1h99B017gpwGtFLVVXGxq2pXm6e3b+GnAWkWkJ8ZE0zSEmNjWDQCj96ViIsDPb0/dhNEVKWeevntPpVoaHTHGEIdIkpLKSlZVg2Fiu70sXX4hGMaBVVXjJsfQDShlcK7kfaTgmaapbFwIgcyJVWVnrw1PEqKIC6DShqwjyUdiiCBLcqubPBfXVwghUVEz7SMqSR6+9IDXX3mZi+2aKASj87z57iO+NL3N4HtSmghZIKSkT5kud2zHlpei5ZXLNftO4B8H1IVAVAea1SUxRgY/gpaIrKmqBibHOASaVlNtN3T9gTElalWX+PoIMiuUsAxDQGuDbWqC3OO9RGVZTLKiQFpD1V7y6nf+WaIS3Mae7p0byBEvJlb1iqralCdJCMRpors/cMsj5BCxMbKeXmWcHtJcPkA9eA1RX4LagFiTkpmHgwOIMD/bngmQfL7I8wFmeRH46JNJZNJz18hnH0llKF6KIrSTTJAy1lhSLm+fzPHKSUU+DwBn9YcLtvnAVs4L3/YsrysvCDHPOoh5tqBtWy4uLrC2wlrDD/7gD/Ln//yf535/5POf/zy3t7dYa1mtVjR1zTQNrNqGbj8QQubdd97h9uZd+q5n1VhWTYWUEGw+b4copXCuDFeeXmxCCOX98+xFeQHLOaN1WXU1xpznQ5qmQYSE1sVQS2mNC4Gu70o2Rgh4H6nbBmMMPqfZwIvytefHO47jWZxMzhV77/KTQQiBFIIQE+t1i9ZhTj6lVEl0w6f+zHfxqe/6JC8/uEaKzL7reOvR49kno+Hi4oJxLBbaPkTGwRF9IsUIwSH8RFjXiJSpVER/x5qL9YaVrWlXW4iBfn+PCxNSK5TM7A63GCOxpgJRxJGxFVVlzz87rTVGa3KKJGJ5YSef5y5DCCgpySlzPB65v9vTHQ+oJKirChNCaQlpja0qlNZl+yZG7u53eJEIORGF4lIaVnaNShpRGTA1SugyhyEk7/3zLuLidHZ7GgFd+ObjVJ84/yZFJsfA6ALWlI0lH0tar0IQUyzC5FylmAeB5SIZFv7kWMTFC0TMf+xaa7bbLS+99BJVZXnttdf5i3/x09R1zf6rbzFNE9vtBaNz3N3dEWXLK69+jN/+rd/ky1/8PdzQMQ57UnQoIt/9qU+ipKbrDhwOPdZapJRM03TexMi5iI5T9aSpKnJKz7Y6YmlRSCnPt5dSUtU1JnPeQmlXK0JKDJNDZUHTZIZhREhJjpFhGAkhUoY31Xw/ipX4SVidtmXE7LuhtQaZEam0TE7W4NPkqOqW7/7kd/MX/vz/iVcePsAaSX88kI6RJ08eczjsaZqa9cUFu50lkxlGx25/IPpA3znCMBH6gfhgi58cU7dDxguqquHjr16zbdYIAkO/ZwqOqjZUjWVynpgiYSpnkULL0rapaoy18+osxFScRrOlnCWm2UArR4KPaCmpK8v11RWf+q4/w3D1kOHQFcE1r/0iJKox1E37bNBVCoa+Z7/bUbcrhKmIwrLKGitrhFmTRTrtNZfDz+l4ksXXlLVPjRJx3jhZ+KjzvDgESCkSvMePI33XkeoW4cvWlI4JZUxJDVb6/Enp1BMtjnZ/iO+5sPDBWcTFC+Z00LbWEkLZHPhzf+67eeONN3j89Cn7/QFjDC4MTNNECIHd/S0pJe5un/AXvufPUVnF//P/8X9DKKi0QAtFDAEoB+/VaoXWeh44fLalknOmqirW6zWVMfTHI3rOEjm1S3LO58qFUgprLA8vtyhliDFi65qtEHDocD5AI0pwmnOcyvDFNbRst+RMCVebN0ByLuJBytPJVBESQglqbYgxnbdpxnHkjT/zSb7nL3wPn/yONzBaIonEMHE47PjKV77M47s7stToqqGyku3mgs1aYkzLMAwE58hh4tA7jOohwtgFKuNYby+pbEX7+hW23bC9fsA4HFAiIWRGqIQWVckGSRklNUrr8n6eUEYic0JrgZKWLMNsBJaIySOSICXJ6CPeTRilWTUr1DqTXBFiMUaMUWht0NrOFZtMzqC1omo0OSa64wFpKlyEKDQbaan0CmEUCEOWmizk1856nizD31NiF8sR5CPPqfJ0Ihch6x2Hu3uGvufu5gYpJK0qs0Ob7Rbb1NTrtmgIIUjzfBCCkgP0gh7Nwrc+i7h4gZzmLk5n7DFG6rpsLOSUGMcR7z1KSrquZ5omnHPIJHn8+BHf+3/+C6zqipcfXvMr/+X/yratubzYUtcVQ9/jp2ftj6Zp2Gw2DMMwu12q8/cFzuFg1toyxDlngDjnzpUMKSXa6CJGqoauL/ep73vGaWIcJxCKEALHoUcrTUqZhCALScplSBOp0EbgnGN0rtiPp2cnUaUtUgZQfYhoY7nd3TOOE5/4xBt813f9GR5eX3HY3zIOPX1/5N1H73B7+xTvI4HA1HUYIdHSsrm8Yr3aoJUFMik4Dnc3HDqP0QEnA+88PbL+6lOaumG7brhoIAuFsRVKJhAZmQVEqKqGGB0+eqQocyE5p9KGig6QVE1pUZTDQSJHTwTqqsWNYRZTgu7Qsbu557g/0g9TceCUickF6Ppika4UdV1jqxprBNF5ut0BhMZnCFmQUVybBrUSCN2QZdnWeWZ/UQTK+fC0mGF80yGeb2blMsQ5HA+8/ZUvczzsefuttxi6HuMS6/WaywcPqNuGl157hauXX0LXFqkNqjIoreanxbO1eHhWTV1Y+OOyiIsXwGlL5HRgl1JijCkro03Da6+9SpzFxSnc65RwOo4ju6c33NzecTzcsW5qpMi0dcXV5QUvXV9BhhgiImfkXLEYhoGbmxuUUqzXa5RSdF1XElNTYt/3pBBYr9c0TcMwDGdr8L7v8d7Ttu25bRuCpzseub2/RypFTqmsrcYiXIzWOB8IMSNlqWDEDDEm8myyhVQE50iT4/rlB8VsygeMsSQExhoygnEcCSFwcXHBxz7+MTabFVIJlJYE74q4eOdtQvQwx9aLBCkGnjx5jFCaqlmVgLCcMUogcmbY33G/H7i6qBmj5Etv3XCx3XKxbuk3muttTY6RyQ9kEWnqDSIoprEIiJQy/dBzUV2S8zzY2lxgrSIEj9DzwkbOc+5IJGdfxEou8xhaaaqmwfmINIaqqpim4lgqjSmOpFpTr1ZlCNd56rYqP/PgIDrCeOR4/wSlLNsQ0FcvQ7LkbN5blEg8N5l37pf8KT3rF/44CE7RQLPASIkwjjx+66t89UufpzscePutrzIOI9ZlLi4uuXn6iN1+z4NXX+Y7PvVnuHz4Eq+8/hqriw3RS6SKKNU8G/ZcWPgQWcTFC+QkMoASk+5PMenl3zRXNrz3pFQSRb33BD8xDkfe/PI9RivauqKuLBebLXk+4AXn0Uqj53mL08DhyRVUCMHV1RUxxjKLAdR1XaLWY1k1rarqPQOdVVXh3IRzI3WtMLbknPgYS0VijlMPsxhCSJqmoqrrYnLVdXRdhw8RKRIhFpfORGIYhzmqPRJCAqmQSmOtpRvGZ2mqw8B+vyf5mmkccH6aQ9w8kM5OpJCxViNyZBi6ImzmI21zccH1w4eMteW4vyUrQ1IVx9Hx9H7k0W1HjhUiG0T0RF9WSkMIrIxGK4uQCZ88bnIlt0QbEorJDWXtT2pEVmXWYk5ERWa864kuUltb8lmOPTc3d6xWa15++RVSStzf7wihtElSzmc/Eas1a02ZT4mRyU9lJmRVQuVyApkTW6OQG4swpojBVHxDiuHWjDhPXDz3/4WPLLM7WowBJQWkzO2Tx3z+d3+Xx++8jRsGxuMeJSUhRA6HO/IB3nn8GFRGanj33bfZ3d3w4OWHbLdbHr76BlKfKpelzVIKXe+L3j2xVDUWPgCLuHjBnEqSfd+z2+04Ho/c3t7y2sc/Vga1/LzKGZ+JC+9HxuGIRHB1UdYxK63ZtC1+HOhDIMeEMmW75MRpoPK0LbLdbsvGgzFU88WYeZbCWuq6ZhiGc2lea41WiuzK7ISYja4m7zHGkhH4kM5DmVoaEIp+KJWHFBPaWGI+bY7IYqktIPjAatWilCbnCaTC2PL5282GQ1d+Ljc3N+x29+TYElzHNA047+Y8kkDKxXQrpUTInpgS/i5i6h5hqrMvxfXllo99x8d58q5kHDr06oLh/oYn9x3bxztEWHHcedaVwqrMZr1CqxXj0CNFQsoMyPK4S78BKQXTNBJiom5WJR1WJEQMSKVQQqKVJOZI8IH9vtiAN02LsRW7/YHjscP70oqyVQUh4MMcAKc1q6YtFYwQyEkQpwmqCT+V6kWOgeRH6mtP8+B1RNMUcZEFaAtSzvHtzzwRlkPGR5/8vL17Shx293zud/8X77z1Jt1ux9gdGA97mromZ4EPGaU1mYhIkdvHjxndRLe74+ada66ur0le0Fy/ynq9LicQJ1nxrEzyjOVJsvABWcTFC+D9fc2cM+M40vflQP706VNCCDhXzoq7rsM5xzRNpbrhPUrCZr3i4UsPuL6+xA8jwc8ZHjGTi2sT4zieqxBt256zRU5rrSEEttstCkoQ2lzhOEW1K6WKM6fWZdhSSuJYxFCcRYq1Fhci3kfGcSwprDmRcyDO1YRExqdY1uIE+DhvVMyDpc5n6lTPg4yakDLeeSbXc3F5xcXFBbe3d/R9z/39LSRHio5xHJjcSVyU1dMkyhR9zI6UM5GMrixGW4Q0ZJmI2bO+eMhuX7Hv9khTM4TIo6c7TPL4bkWjIlfritoocipVnEZpjIEQJ5TU6EqScsR7h9Ri3sZRWGNIWZDmxyjnALYUBSlFdnc7hr5nu7lgGB2T8xyOXTEPE5JxGqnbFXXTopTi4uKibPT4YkYWckBZhTQw9HtMCMQQicGTvKeeIldEVi+9jDAlrh0pyOjilsozHzXzp/8nsPCBKQd+pRS+7/jKF7/I53/v97i/uyVOI8k7aq1prGbfTZhKY2vD5eUWoyUhBlRMjLs9t+PEuNsTo+Ly4xOvv/46l1dXGGuBIl7Kd2SpViz8kVnExQvk+YyRaZo4Hg9cXFzwla98hde+8AVubm64u7vj7vYWF0tbIYRA09Z8x/oNVu0KkTLjMECMJQ59DgFrmoaL7Razac4zHdbaUqWoKjabzXmws65rSImmqs7bGlrr0gZYrcpZtLXzKivEZJgmRVXXaGtxzrHvenJ2aF1aGZWSTCETXDy7aJbXrNPbjhjL2VGpyiSmcUStyorrNIwM40RVNxy7jrquee2117i/v+PNN7/C+OAKowQpTkzTUJJJc0lSTTnNlZGI1oogEtqUYVSpFMZqQgzsD3vGaUTb4pqJNOwO96R+T39naVXiwXZFbTQkC2JFqgb0RVVmZpRGKUEKcR56DaVakRMhlkHcmOJ5/kXEiESRcxlm3a439LuOw35P3a64vr6mqipCCLz99tuEeQYGir+Hn0ZicgglsLXBWM2p/y5EguRxY8e985jJM3rH9bDn8uGrqPVladNIeRYV8YU86xf+KAhKy1FJwX5/4Mtf/BK7+3sO9ztE9FiRaeqK2lqGmFCVJszOvVKAlYLVui0nKCmRjeHdt97i6VjmsV555RWur69p23be3pKg1CIwFv7ILOLiBXESFjFGYozsDwcOxwFlLNM48j/+x+8wjBNvvfUWwzDQDyPH3T0ZuFhdUlkF0ROcw4uMUZoQPDkG2rZm1bZU1pKRtM2K1WpF2zZUVcl4aZvSLrGz6HAxYWyF0RqlJOSMjL6sUqb57FtpIKGkprI1QsxW1UJiJ0dQAaMF0Za9UqkMUhQTqNFPECNGl2FHYzVSl6FIESU5joTgidEjkPOcQkaKjJt6lCrR7nc3T8AFpu7Ier3CVhofJVI35KyQoliJG6VJukVIiRUCoTQ5JbQB13fs+45ud4dWkuuLK7a2olUV+yA4TJHge1qrGXBcXVTUY8LtB/x6IFeJupJYKdBJUSl9ToQNbiKnYlZV2bKMK7NASYHVFqkU3TCSgkOoRBQeY2oUFdEHpjghyTxYb5ACqhTIOeK6e6KAbEqWiBgEUku0Uaw2G6yyCCZCGFBKk9KenJ9i8y0NE22M5JUCaxAyI0UiMse0i2dtkoWPLgJBDpHj3Q3d/S0qBmQK5BgR1oA2DL444IrZfbeqKpTIZDIxltcHJEgS+I745EvcuXvS/TuEV17l8volVtst9fYSoUwJGVQKIUrQ4Gmr5PT6tWyXLPx+LOLiBXHytzhtjeSUmZxnd9jTtC3T5MgpE0Mges849NTWcnF5yboW+GkghsCqbdmuWwSCYUgQIzknxql4Jjy4eI22aWmbllXb0jQtKSWaeXizOHdqGmOxTYs1GnKehYonp4SbRsahL9WBGOn2R9w8fBpTInhfzo6sJlODLG2eFDI5ClIIuHGkH3qUKY6eMZ+tfBDz2X+MgeA9QsizQbWfBoSURO9wbkRmietGDvsdq/WKum2RSlE1K66uX8JUtgypOkdqtiRA5OIoWhmD0QrvJlIIPH3ymOvLK5qHFhkmtm3LeKwYg2eMEAP43uP1hHt8x5Pe0W2O9GPLwwcXbBpLToFqrlb4EBDaIFQieEdtLGoe7pdBonQip0D0DiFm7wtVhi37biSlgCShZMKqcgDIzlEZTVNr6rrCGzk/d0q7arfbIVBYZcl2NkWzBmUgdB23U0/qPa84aF+pECsFlUJqgTr7kCx85EmgpMSPA4/eeov7p4/JYWTd1KQYMVVp+Y2TY2PK1tk0r7cHnzDGME0TKSe0rpj8hPQDjdZIk5my48l0ZH/7mAevvMYrUtBcXRcTzxzJQj3bL/oG2VILCycWcfGCOYmLqrLUlcJPPUIkNuaSprF88hMf49gPDGMZ8ks5c//0babhiJ3bGELMZ8pVNVcwAk3TcHV1xeWDK1arlrppqKzF2ooYI01TlawOJcuMQFNhKoOchwVdmPBuQuRMmMqZdvJTERJKIUKYrbXLwKmY70ec+7XGWrQxINLZFlubsl+fKOY/IQQyZRXXx4h0ASmnsrGSUtnglKqIi1wSQ53PeBHox55dV4SY0pr7/Y7jcKSRLVVds11t6aMsaaSU1FIpoLKG/rjneNyzXa+5vrpAS3B+pG4N682KmCZIEa00OQv63iPliBSap+MemyPresXK1iQBWSqUlCSVy3aOlsQYmKYRqTUI9WyFNwaGoed4OICQXF5eEMNEcLPlWI5omdEik6NHEFACRCoBaF1XNmeaupkN0Lb0/UiMd6xWK1btCqkMOWRiTATh2Oc7rH0HTE2rAKOAFoEmIZapzm8C8uyH0x8PvPvOO9zd3SKjo6nLELbShpjy3JJ75qwLnG3/T141J4+bFBLCyjKDEyOH44FdP+ATCFPxqjZUc1vu5JMCz4bQFxa+EYu4eEGcyomnLA9IWCNIyfP43Rtunj5ie3lF065QJCSJfui5ubklTAfauuJivWHdrkgxna29jTE0tuXhyw/52Mc/xsX1FdvthrpuykxCSsh5UyTFRIgBrRRNs4IMbnKk6BHBk6aBFAJj3+H9xDgMDP1A8ImYE1IIrK1R2nK/35GFpF2t0bZinCacy+RcOvunTRMxe2fISSHcRIhxnl8wgCSmYnOtVFmjVKr0fwOQpSDJTEiJHEpZHyUxVJi6opkTTKfjkZQTyq7QxmC1RuSEd4674cjY91xs1nz89de4vNhCTvTTgRQCq3WNlBf0x2Px4hAZ5xLdccLompcv1hArph5CI4g2E0jYxmKbCpcC3juUNoTo0XK2BI8BHxza1s+GY7Vhvd4QU8/QB2KY8FMoludKILNGZoFzI9PUMw4D0a4xpiJLhc9gmxW2Lhbho4tMfo/qepqqQWmNEANhfFrs3kXgJQuNlggpyHJFRi2pVN8ECCVJLvD00SOOhwNKCo67A9kX0ztjMymXNFytzNmbxlp7HhhfrVbnAe2cM0aVIV83ORQSNQ90dscD777zNj5GHr76GtvLS4Q075m9WNohC38Qi7j4CCCEwFrLdlNRWzhkX4Y0SRwPe45dmbmIKUNOWGOxxmC0QYkyCZ5SYrPZ8NrHPsarr77K66+/xksvvYSu1Xv8KzIw9D3rdVtaB0MsTk854kdH33XkFBApogUkkVEyg5YkJXEkppRxzhPmtogLjhAjddti6wrpJvqxWJUD59C0mCI+li2YzJzUeMpXsVWZhxcC5rMuOR+YoWQsGa1IGcZQ/D9cTMQxo6JDW8P2cltcRb1ndBPHw4ifJiZRWg+nJcwHV1uury6RQjD23Wyq5RACqkpjzZZVUxN9EUZudOSY8FPCj5lBBbrKMdQeESFMnugmqtaCKlufWYrymGTZvgluwoXIZd3QNBWrVUNMZatFyEyzqRBYhqMgBQ9EyKIMwQpB1bZkITlGjTQ10pQSeL+7LyFz8+83pcRqtcKIDSrWREZyHpiae44HRX4kuTKGla4RdY0Si4HSNwMCiCmy293h/Uhb1/QU0RrDXL2UGqPmtwXn5OFTntBpO2wcx/JFk8RrBSFRKY2yplTJgLE78OjtMu9TW43dNhTL8WXOYuEPxyIuXjAnl866MlQ6Y1SibRRqSnjXM04BHxLJJ5TSVNbSVi21NbR1TWUtddNwcXnBx9/4OK+/8Qbr1QohJUnAOE0c+24OByveEcfjkW4YcNPE8XgEQCM53O3wfoKUCX7CmjIE6f2EksBstGNMhRCK7MrwobKWyTucD/TjhA+ejCgeFtN0TkOVUhJdZBgGsoBUzDLK2VRMCAHBJUzOaK3KWGeMpYIhQKriYRHIxAghRZwbyR50MDjvSk5LZdlsVlxur8ixJKEqKbDG0DYV0Tv8OJBzKhclaGuBsZbaWrTUaLkt4k0q+kNP8B4lFX54wigSY+PpjyM6S7IKpDCRcqBZ15jKkAHnJnRFGVAVAinFvGI8cuwOpCRKyu26QWqLkhIpM27oISVyDEy9oxsG6qpGVw0mWJSuqNsVl9c1/WxMJqSkO3ZMbmDymbvbnlZDsxYIFdnf39L7I5c5YVeX1M0Vld2CUoA8+5Y8X+5eDiIfHXLOJFdalaSEILNetWWmh2Kshih+K33fs1q1Zxv/06aYcw432+3HGHHeUVcWbQ3GlhMVIQVaZlJ0DJ1nd6c5XmxY11u0qc5ZNyeW58jC78ciLl4AJ/V/yhUJIVBVhtdeveadty8QOXA49vSjw42eHBMiQ2UqKmswUtJUNdv1mqqueenll/nEJ7+D7dUltqq4u79nnEaapsFFzzSNKKVo2xXGB2ISdLsD3jvu73d47zBInrzzLjlF3DThxoFXX3kZKaDvO1IKNFVFZWuOfUcIZcNFaU2zakkIhFRoqVDaUAExJIyqildH358fb13X+BgYxpE455lIOT8VBYjnoqBjDGjBPKuRETkhUqlAKEooWE6Z6DIpBJTWpFQO4MkXe22jNVkIwtjhekXwDkkucxhSYGxNpQVWwcvXW6y2TKNjOA5IYzAycnm9IYaIERW1Fbhp4OnTDpVXXF+1Z48Q7xwueJIU1O2KYpspzvMtKcfZc6Rhch6lJdfX12Q0+92utHq0JowTbvJoW1O3cHdzg6kqsm4QyjJMASETpl4hXTHlSihQBh8huYkoICCQ00jWE6ITjC6RRINSKx6aNbKF8r+v3QRY+AghYOw7pnGgsoZj8FxfXSJyWeE2VUWIGec91hYjvJMQOA1u7/f7+bWm4nA4QM60dU2z3iBlmctYNzUxemIuGUBpGrh7+hhWL7HayOeC9JYqxsI3ZhEXL4D3hwQVp0vBZmW4umgQ+YKq0tzd7fGTQyBQuqauV1hjid6xWa2pTcV6teb66hpjDCEE+mnk0B/RxlCtWrZVjfNl80Q/Z5Jlq4YMrDeX81mRR6J4/OgR+IgwFW++9Q59d8QYTdPUpCQIUdCPYR7GFIh5tXKcRnwsJlkAQitqXfw0VqsV4uaGyTmkVCghyKK0S/K8daJ1VUy5pEQqRd8PrNuayhiCm/CTR+RUYt2tLeZYSRFiJMTA5D1ClxXYTCZHCalkoIQxF58JMlIwV2Ei1XbDxfYCwoTJcFnXrJRCELGVolU1IiUmBOtaIIShbrbUMqLwVDpiTVmb7boehszl9RVSKPzkqJqIcxMIidZFQOWcgOISqpTEWoMPkWa9oQnl9+KGkTe/9GWCzyihqZoL6jaWgc6QyKOjbVrudkeEFHRdz+FwwGjDOHoyjpWWJBKhS2QGkB5VKWI8YO07NHbDqm5ZP/Qk+Yn3CLrlgPERJEbcODD0Hd5NZTvLGCQRkQ1SKzIRnctw8akdcpq5mKYJKK89zjmEEMWnZjbLO81lKK0IJKq6xhhFCo7j/pa67zFVc25xwvI8WfjGLOLiI0Ca1zmtznzstYdopRj6nrrSvPLyA/rOIZQFiglUa1as25ZmteKll16iqiy3t7eYuioRy3WDtMXlUieF1m3xnRBlOLIfesjlBSik8mKkjOTq4UOEMng3sd/d8/bbb1Gvt1ijESRu7/dMk8PW2zIsqDQuRG7ubjnsD4QUEbK0F6qmgUqQfDnLscZwdXVFN/TsDnsEpQ98mlTPsylViIE8BCqrCCHSNBbdVMicEDkxToEsNEKKed7D4+e2iY+R7DzSCqzWZSslRlKK58HSTGazvcQohRC5fF0B16sVr7z0gE27ou8OhOCxKrHaNMRWQA5Ya3lpfU1rBYoAsUckhxCZurJMfuR4PFLVDdqaMgsTQ6nKCAnCYWmKU2dOxUU0BrIWuJip2jVuGPAu8eDhayQfONzvePr4hsrWGGNwU8/dkxsuL1OZu1GWiOB2d2DVrlBaM40jtS1CrXMTKUxYq6mFZrgf2akbKv1lLtcNTZXJzeslIn5Ovz3ZxC98dMgx4t1E9B5SIsWAmwYqW2aTjC5bH8Zo/DwrdKpSnDKF6ro+/16VUmXAU2r2hwNt26KVIsVYbPS1Bq2QOaIojry2WZ2/xiIsFv4gFnHxAni+7Hw6kxjH4jIpZUYQWLUVl5fX3N4fIR2QsiJlia1qHlxcsWpXNKtilDUOA8Jo2tUKZQ0+RXb7PcPwhNpelowOIMXSlui6Iynl87xF0zRcbtekGMsamq6oN1surkfubm94erfHTSNKSqwxiBDLNkQIDK7Yljvvi29FgpgdISb86FG5zFqsNxu22w1VUxNzoh8HCBI5m4jlrErGSPDEGLCmxL3LtioDrEqglUDsB5yjtBkkZATpnBYpSGRUzqhUfsbaKKSdV0FzQgnBpm2o64px6Anecb1Z8erVNdumoTaKpCQ+JrTKbBvJ+sEVxijapqGxmUpnFJEwarrdLX7qaRrL5eUFIWYyc8rtHBRmjMYYXTY2gqeMoMw24dbglcG5iJQwjgHnEto0vPn2V+j3B2KAt776Jqv1mqAtd/cH7ncdV5eXbLcXhAA5S3b7I8aYOQDPcbGpaOsGES3ZB/wANkumXc+deIsnraDRHrX+32jX6ry6uAiLjx4xBqZxYJrGWQBEvM+IHMqwZ5DElIpxnZTneYvnxcRp7d3OWyHGWISUDN3xHFJILinGggQpQYqIHOj7jqpdn3NIYKlcLHxjFnHxJ8zX3QZ/TljEWFYXT2clEli3DSlkYpI8vL4qRlRZE2OmXq1pZ/fNuqpxzqOsYbVe0/c9w/1E7x390DMMDpk7mrZBSnU+gwnBkzN0s6221oZ+GOm7DiFAqxJAZuuWqh4YhhHXJdw0IARYPWKNoRt6nPeEVFoTiNImyTkTYsCNE42paVersxNpU9dcX18jdveIYcD7UEyh0Ljg5xdB6PuB2iiEVOSUSSJjqqpYlDPPYDxnRDa5CWuLIVgmE+eKhDaayhqUlJAiTVOjpUBLwcV2hUDw8vUVq7ohjCMhRyolqJuKlBzD4Z5ab9isL9AyoLUooWUpIERGGwm53Jeh63EhoasaVRlkKD0YMcdNhhCohUCITEoR5xzD0DNKg2kM3jmadsXF9oq3vvQmh2PH7m6PVYamWfPkyR1qvQYUjx49Zrc78OBBPyfpBrpjh1KK9XpNItC7obTDksWgi0jTFpkDY3fk7vE7tLVGXr3Ng/wq680GkMWzhDk1Nb/PZms5oHyIvP/V4dnrwvPvQ4ac8dPE0PfzgLWkshYl8vwrEee/k5N9P3D2tThtEglR/HC892QyQkqqqiZncH5CG10uqoj34B39MZLrEe8dKZ1SaeYZHSG+5nG8N1V14duVRVz8CVM67OVycrQQlGFEKTxaBlZqYi0D+1GT+4QeAg+MYfITd9ORq7Xg6XHAa83lS1tUvQFleDr0NO0K0655+8ktx77ncOw5DkNZ98xg5P25zH0axJqm6Zw30mvD/v6WGB1KFw+KtmnR1lCJFj0MyGFEjI7DsSuBif1NWX/UmpQSxljk/IKiVTk7mqYJFzPBR5IAFzzHvuPi4gItJLW2ZBXABWJIoAdqq3BCMrmIqjcIa3CywViFSJH9oadtGwZ3j3fx/CJcW6itxfuA1iWifl1VyAy11UiZIDnaVUNlMk1jePDgksvNmhh9+aVUiX53YNNe8eD6AW2t8eMBY6FqJFJnshxLsqrS5Ag+Vyj9ABEcOThEjqjoUFIgkyd0GruqSUEyBIfPCRMn1qs1m7UhuSPKw6pZk7MnpUg3OI5C443Cri+Iu5GnuyNpjAiz4X999REXmy3RbHh31/H08Ji2XWFNRWKLcwnlGlISDIeJvUw0VaRtFNGU2ZQ0TkiZcBlGJ/nY6v/OQ/u/oarvRDQPCFmTRLG/0AA5QHYgNIjqT++P59uC5w/Ms/fNfMxOz98iTMTDE7YGjs6RsqT3pYJntCamRFNvcN7jg2cYBrbbbRG2spi6GVtyhZIAaTRIgTKKMAZ2hx1N01DVBmsqYiiCZrWqUVKh3A2yyzAYRCPJqiJm9WxurNQQT/Fqf4o/v4WPKou4eBEIMbsxQs6RHCMpBDIBoyVqs+Lu9oZ+GEgZpslTVTWXly+z3V6Tk2AYRoQow4+3d7c8evyEbugZRscwFd+JlBI5xHNkes7FH2IYBoD3BJqlHLBWc3FxQUqJtm0Bzqmn682GyTmGYSClQAh+fihitqaQ54P96esqBTmVbZhTefb+/v78NWkaAOq65jDsSo6BLENowWe6fkDlSKgMl03N5Bxaq3Pp/1TmPd3PpmnOwkYpxeVqjTEKckSQ2a5XNK1FS7CqzJqcMlaGcUSSCcExDB1ExXZVkXGE4FFCoLU8r+MF4RFeArE4pVqNn3piVmijqasGl/XsUioZ3Ug3jdRtQ2oiZIghMvqBlDqsnKtRyhKzwI3FACmlRAilKuF9JKdYtndigpyIEY77I7YKaKWRQhJjIsuS2+K9IwVPTh6wbDc1dVOjdWkjHbuBp+++zdX1K7QXL6PrC6RM51j20nGSCEq2xMKfPPJUHZpFhoCyNn44nD0qjDHnbKIwO2/G+bniw3QOHry4uCjPn647m7edAgxjLCnGMUZCmIe057/hU+XDOcd2uyXPzr3eTWWOSNVz0u8zlmfHwvMs4uJPmOcKm8/98c21jJwhBrwbGaeevt/hwkBbN5jKsjYGGyXp6DCba9rLl9kfHXf3Nxituby85HA48KUvf4Wbuzsm58usQ8rnKkXy4TzhfTpQnV5QgHNKqpAZY4p7n3OOtm3PB/FTemrbtrhpgtkYyvsiMJ5Pdz3ZDldVhRSalMpQ5alPe/p6Wuv3vMApqQjRI4VCGkWKHqXseTZkPWeeTNOIsZrVqj1/3bquGYah3J8sqauKGAM3Tx/PKa0aaxRKJOr6koxgv9sRwsjVxQVKq9lMS6KVoK4UbaURIpUSsTUoKxGmvJiGmGa/Ck8KDqMEWjInskKMiZQzTdugrEEoRVIClyLjMBCaFplBCwEp492IDg5ri1365AJ917E/7BjHfm51rHAuMLjiqBhDnJMyPVJIgi/5NEIIDl0mVRrFHMGuQRuBHDPejzS1QqnZmMxo1Krl7sHbbK9eZV1fIKoKKS15Ph8VSMAsLZE/UZ53v5xfL3KReClnnJvouo5hGM5i/fQ3fgooCyGc/WxKm9CeV1HrusZaez7RMMYwDMPZ2feUZnzywzj9bcVYfGmkBBva8prF12uFLCy8l0Vc/Alz0vbnHjbF6+YkMMoU+EhKns22IoSB0Q2MzuF8ArNCVyvqekOOktubPY8eP+JjH3uNaZr48pe/zJtvfpV+HPEhnouT5z/9+UAo5/W0aZpKqNhsO346yNeNpa7tPHQY6Pueuq6p6/p8ZlNVFevNhn5fPl4GMZ+t1Z4+t2SlVAit0NqcBcdphc05R9/3RYDMlQepJCopYmR+QdT4acRaTdO0XF1f48cjfXdAkKiqinEcmcYBKeDqckt37MhwdiJM1szVDdCy3L/Dfs/FZsXLD1+ibSvGsac7Hti0LSJHprGjE54wCqyVrDctVVtMyZzz2LpC6xLilOsIyeDdUKLbZclCKQIkkpxDxIhtqiK4rGWaHH5y5BiRWaClxJMhOqJXpBjwU2DsjxwP+3LgMBWr1RZrLKuxbKTs9nsOx54pjMQsCL5spSilCSYgs2aOjQCpyUKSssCHiIkKpUsQWtPUxL7n8PQJ94/fplpdYq9qpJEkYcjiVOxW88jswofH+3+iJ5+R8p4UCRCEacSNw/nv91S1yznTNA3DMJyNsZRSVHWF8w5rLdM00TQN2+22fMfZV+dU9TjNYRhjztWOYRgYx7FEBKTE4XCgkpQ1aefKxoqKIJ9vi/CefxcWFnHxJ84zpS/mjmSeJUDOmRwT0XvCNGK0oKoVXTdh6prODdS2oTIVIUgOhz27+wPjMBJC4K233uILX/gCfV88JsoqaDmQnIfx8rMBsXEc6fv+XGl4ftArJU8Iz8KNTvMUJ7z3rFZlFS25gePxeD5TKj4Vej6bL1+jqipA0tSrs4Bo2/a8AhdCOL9QZp5VPEIoPePKNigqjJYE74gh0K5WVEaR4kRd11xfbOm6jt1uR/I1l9tNafnEgFWS177zOwneMQ49Wgma2jCOPeM4sNuBc5bgPX4aUcGVTZEc0BvDalVhrWS1rlmtGrKU4BVCFrMwZQS1AEVGrlek4PBjzzR0RdoJxeQcMSeiyJjaopXCpVJNCqMjTBNSKlbrLbbWRMrQqwSMlTRtRVUZ4hTw0rNeb/iOl17Ce8/+cGC33zOOjqdPb+jHCecDKUVChMlnhFalLYQoLZUYUBKUSsToGQeH1kdeDg1P334LXa1o1hdcNyuUNsiS0VrCzeYZjKWb/idMzuR5pVvMYWHTcGTou7PDZpzzeACstXRdd65ilOqD4bXXXgOYZ6LM+fanyiGUE4v1eo1z7rxiOszzWsaUQDTnHFproo8cD0dunt6gqzUXDxpU9V4xsQiLhedZxMUfwO+X/vf1rv/6q1nlD7kkWxSp8eytDCITgycGx/GwK94OqzXCCFR7RTcJ3JAY3cDNzZ7ueDgbYb377rvcze2QcXK4EKjqhquXHp5bH3LeUhBC0M8umU3TEGM8BxhJKckolC7zCiGEeZ0xntsNzjm6riOliBHPhjZPQuXUOjlNqkspIctzWfZ0pnROcX3O3S+njDpthqDIky9rdPOMCDnz9P/P3p/E2Lald73ob1SzXFUUuzhVFs5nGwxI+PGsZ4MuQgjZDXq4DUaiZdmWwDQQiAaFwIIOLUMLmZaFhARCMghRiOIB5iEhni62r43rk6fYReyIVc1yVK8x5pwR+2T6OjOdx1XuTzpn7x2xImLFWnOO8Y3/9y9e3XC5XZNngvVmRVmWCCDPDXmR0bUtt3cntDZoUyIl3N3eICZFzqFrMEaxWVfstmsEgeN+T/AOokO5ATLFus7R0iOxxCiI0TKMA1EqsjwnKxOKQfAEq4jO4u1ICBFtMvLMEKPHOY/JchCCU9sgtYIQMUpjh2EaiQW8jQTTEZVCFyVaGsYYMEpQlRkhOJq2Q6AYnaUist5ueXR1RdN2HE9nLi8vOZ0b9scTXdcTYkCGODV+IREEZQooU0ZNIXHJKlppgxaKoem4e/GMYv1LqKpirSSmukaIciIlTxqANzvI162+RCsyIZpJBnr/CDd0HPZ39H2/IBZN07DZbJYmwHu/cCmU0uR5toSUzc39jEDO9+GMVhRFQYxp/BhjxBjDbrdbDg5CiJSW7B1d29I2DesLj0YsMMtyWcT4JgjvTQFvmotft36t5uLLNRJf/rFxXjXuJVoxGdWI4FLOxTjgnUNE8C4itSbINKN3UXDuek6nnqZtkcJzdXWBtZabm5sFLWiaBhcCzgfWu4tE5owR52ZkIjCOI0op+r5fTkFzU5DlGgjLqWaGS8uyXEYpbdvinOVivVq+Hu419POf8wKo52jnSQKrlCLP82V88pBoOo4DIYALE4ntwesrZfK86Ieei90VUnouL3Z88MEH1HVNnhmKfLc0RDMpVYVIcz6zqiseXe3o2jN5rgnOMQ4tdVWQGUN3PlJKyI0g+h43KrKtISszisKgMgMqo6jWOBKnIoa48Em8tXjr0Gp6LQKE6HDjiMoMevK4UEoxuJ7RBeJosd1AjFCsatxwpmvPxKzElGvKMptyXJI0UKk0ltAR6ixjc7FDPNKM1uFi5NS2PHvxgo8+fsbLmxtcPyJjcgEFQdsNEAObTY3yIELy3Dife9xpYHuxo/eRoAyrq0tW2x2UNSCJIud+wPemvp71pWn3kwdO9NN/kWB7mtPhPnAMFsQx3ZNuOSQAKA3DECf08J5sPR8SpJR47xmGYWlO5rUryzJWq9WyriwHhsnW32idiJwhJh8MKe+pOMu49029qTfNxa9bM9z45T7+yfpyDYeSYVpBAnNLL7g/uSsp0NMNTEykxRAlURgG13LuRk5Nw6lpU4y4SpkYx+ORrute17BPwVjeucUOPE5jkbmJMMbQ9/2yEc/NRN9ZhLhnig/DwOFwWMYhD41zkhFUahjmccYnX5sQAiiW5mIeocww7ex7AZNpU0ipj95DiAIldRqHxICWpNA1Y4ghsNms2N/d4ezIq5sWpTQXFxe4cWQcBu5ub8myjF29QgkBIaksBAElYLtZIeVqmmMPCCKuH8ikRimBURGtocglSgmUkghjkEqTm3Tqj8ETvCFYQ8gygh2I3qZ0WWfxPtC7EekdxdSgaaXTFRACwTr8aJFR4McOXVVkVUk0GcLoZL/8rd9MXW559tFL+mZMKFHw+HHADyPlKiMvamwIZGWBKXJ0ZkBK9q9up+Yl4kmSRWKk7y1CKHJjKIo82c5XkazI8S7Qdw19c8ANJ7JwgVQZMupJMfKmvt71uqPFA0STZGCFs9i2oTmdFtvu+Z6TUhJCWAywUkaPfE25lWVZyhgaxwVlnInaDy3BH/IurLXLWhFjTKNGqciEnLLRRLqGQ0hkXzHbXcy+F2/qTb1pLr7m+nKNxBwx/rBCHKflQkzyPpLcVITJkjpJChWSqloThKV1knaw7E8td8eWpu/w0ZEXBu88TXPmcDgsz8O5BF3G6Tk458i1xlmX0jUnpABY/j4jG8CUWhqWhmNuJObxSN/3y1x3vd7Qnw/LYx/yN+bvPzcsox0R4n7RAxaFyUO1ihCCaANSORg9zofppC9RIk3+5+/dNg1aJHmcIHJ5kRQzMTjquuTx42ueP3/O/u4VJnjKIidGz93tK7abFZv1iuZ8Zhw7lEwjqjLP2G1WFFlkvTbUtcK7nhA1w9gho0RFTRQ2PZ/FBC2tqkKqpAgJDsLkHmoMdZ7jiRRFnhpDBDrPwXr6OBCdx0cYu2TjbPIcFx3O9gQvUFKxu9gx9p67eCBYz3F/R98m1cDm8pLVZkuQElMUPH50TVlV1KsVty9uuXlxw35/i3eePDPkRiMEeGexLqCUQQrN6Bzn2xMiC8hS8+rlx1w8vqbYXCBXJZqc+GXO2G/qU6j59B8DOIvvW5rTHc35+FpY2NxQtG27NAHGmAlxlITgl0Zk/rr5Ppz5VPM6MP85O3fO49J5jciyDO8c42TidT6e0MWBtdBkRYUSEmR88Pzf1Jt601z8uvXwFDDXr2V7O2+wD8tbl6LFH/jWWWcZbUcce/rDK54/f8bN8+esg4egOJ877s49x2OTklHtSIyesixJx4SKFzevOJ/PjM4zDD1Cpk3vIZ9hGAdEiMvoYYZDZ1LXQ1RGEJeFZl6MZl7F8Xgkz3Pqul4Wp3lBe8ihgHukJ8aIs44Y+gU1mYPTrLXLz1FKIZUEYkIntCAS8C5MCE8aQ4ze0XcdZVZxOBy4urqiqiqESLHldV1zOBx4+fIl2+2Wy8tL3DAiy5LMGIJ3GKNZr1d4N+CsYLNeIQUI74jBI4VMFuwI8sykxkQahDHoPEdlGS7GKZ01IkKc3ts0IgkhuVkKqZARAmlm3bYdiGS/rqUiRocbRoauRzhPlkVklaFsTggCmecoo1DKsFlpjnlKsG1OLfk0N+r6gSgEyhhMWUKMKK2oVyVX8Zoir9AqnVCPx33igGiDURoXHC4EujAQY0++LcnyiqiT+dLNy+dsn12xuXpKXe4QaraCe9NcfHr1YI2JAZwjOss4qZm6rl04EHODPqOW8zgySU3lNAq7H5PM3KiHkvT53pu/xxzNPt/7SX4qKcsSpRTjMKaZpW7I647VaIkhgA8p2OfN5fGmPlFvmouvoL4SfsXDhNOHpUyOmvwClsdGIC/ADxgc63XN3ij2t2e8MJzbnsOxp+sDXesYrCczAhehyA1VtUNKTdN0dMOA9wE1QaRVVVJVBc77FGY0cR9C1MtzNpnCuzSGiInXR5gQjRkqnRchay1FUfDkyRPquubm5oZ+tPgAATHlZMSUnQG4EHHBTRyLNELo7QhjvPe2mEiaADIopJdEMSMoKUPE2xT6ZQMYCcIYRgSt85RZzkcvb6mrmve/+AG7zZp1tWZdlvSnOzaFQiDYh0AgorOMzOcMw8D5dOZqdwGbROoc+o6iyLhcSZSOGB2QmQKtGawjADJokD1KaoROplhSCJCClIcm0VmGlAJnB7y3uBiIE4lyGGwyJQsB7zzeBo5Nx6nrwQfU3UjQYLQGkzYQFQJ5tUUUmnplQHpuD69Y5xVEAVlG0w+Uw0i+2qLzAl0k47PaFHgM+amhWK/ZNylwbnQWISA3iqoo0Ephx5FnNy/ZXW3Z1RvyPEMOgeHVLe7VDaweE+sNVqbm2PwG76U39bBm4Tik9n4aK8QUyidjYBh6+r5lHAeijwSfrqF0PYGIgugjOtMoka774CNKaqRQaJ0UUT74NH6d/C1iFBiTI0Ry74xRMAwWY9J6kGcF681mOmD0nIczWVFQyYCUHiUCBAs4EIqYNM9fUd7Iw7XzK8onifOo6CupeUbzpn6r601z8evUr3Xxf8WhPUJOS8jEt4gsi4kQHl0UrOuK3cWWQXlujwO9PXHzas/daaS1jrIqyMuK3loQEucbYhTkeZmIeoCzjqwsePudt6hXFS9vblBaYibUQofkczGbSjkJ2IBzHj+RN2NMctW+7xcC5mq14vr6mqqqFrTBBYhSIdSEVADWx4VHMc9vjQi4MN6jI3ZEDnJBMFKzkcx7usHio13aMEkANf1da0xVILTmNI4czg1GtazqEW0qus5yd3PHqlK8dXXBqpRoJek9hBjobY91I2pqJvR2BUgUpEXR9zTtibIqKaoKnenUHFiPNonElhtNoQVWyfS7T5sAhCne3eNxOA8eidAZLjqiAJ0pxsGhhUQJTcDTW0fvA946DIH81DEWLeVGY7TC2xPD2SHNiuurmm/6f7xLwHM6DhBAlzkqM5gsJ8tz8rLClDVCCkIZeFSuIQruDgfM/hbrHKOzEFO4lReRIlPorCQGiFrRjR7TA0PE708ML18SL4+QP2bMIkqIN83F17GSy8U08kOASORbZHI4c0R8cEgFwXnsaPHWQ4AiSwqPPEukTS01wQdklAzeTTwLByTH1hAio0+j0aEf8S4ghaKZ/GoA+m6gqiqKoiDPS6RQdG1CMFa7NVlRkJcahMW6Fu9qRCymBU1+qW3HVL8WKf6rq/DrP4TpebyBUH5b1Jvm4lOv+7EDcR6NJP+JFCHqp7Yjsj+ceHFz5OWrW85Nk7wKhCLLM7QxDH3HeRzR06b/+c9/ns3tLW3XorOMJ289JStyXt7cpM17GkU8HFWEEKjreuFe9H2/yE8f6t/zPCfPc7bbLev1GiHEQgqbCZxzRPfD7z83FlmWpdHMMCzy19kLY17MZrInzKoGDTGd5ESeMw49wbt750GlyPIaWRjGPuWjPL6+JtgeFT1SSS6vd9SF4ld+5RfQ2YaqqtluVgTvOB/u0AryXCIxBDfS9x6TG3abK+q6RGrw0aNEgoRNVpAXJUbriRx7zysRpNhzXeTYcWQc++U1QAqim7JP8oLmeEIqUFLfk/gWsmukOfeYrMUUNUYFghAoHQGPUoLtquDp4wtEOBFcpCxyMqNTlosIyOiReDQSVCTIyGc+8x5lbjgd9jTHI0Ve4L3Fjp5zbHGjQwlJnntQgabrIXp2leF0PHPY79n1LZmIk+yQN+v2b0LFGFEmYzgnXlVV1UglF7XHrOR4yL2YZeNZliFUUmsNw7Dcf3DvcTGPVcZxXHKG5sfNo935XnXOsVqtKOsKoVQaUQ4j3o2J1DwhLLOtaBRfPrbsq0YrHn4t8JXqW9+Epv32qTfNxW9CPRTxLc19TFKu6C3OJ1UHKmewnsGmE6/UCdbs+g5jBFIqnIN+7DAm46233mK729EPA8poirri+Yvn7A+HexXJZGg1a9lPp9Myfy3Lcmk05rnsvVb+PqK5bdulaaiqamkoHvI2ZiXIw4/NEtIYI0VRvMbNmH/GvMDprECIqUGJESlTxHnwjjjNmr33mDJnXdXYwVJkOavNBtspXN/Qdi1Nk1GX22S4td0QYqTvTtRlwWc+8xQRHOPY0PcNu1XNeluwKg1VHhA6cS5MllFWJVlREKJktI4oHHmWFDhhdjf0NpEkczNByxGp1ER+GxFapKZwckl0Q2oM/YQKLfPvIOmiR8gGleXk1iGzjNJk5Co1GEY58iyyqgqkUOzWG6qqoDACFS34njgKghQpGVNkSA+bVcUf+H2/l2BHPvziF1nVNVHNMmGFD4GuGwhDch/NtOJ4OhNsS/n8GesXz3l89TnkekUU6k1z8ZtQISTrMmeT6ijPc6qq4pWYEKhx5HQ+I4SgHwbqur5vVL0HGbGTomuWhc+8ioeeM1mWUdf1a8ZcDw8dD1Vgfddh8py8NMiJN9X3HTorE8dIZwj1a28nc4PzcHz8laO/TCjhr1/xTXvx26beNBefconJj/NLTH4FCJmcD8O0YHSjp+td8kEQIhlsxcTSLnJNWWqMNrTNmCSUQiSb6Rjom4a7455z0ywLSPBp5DGHeuV5vlhvO+coimL5+BySNRNYH2rnZ1+MmU3+MKBs/vf899mwC1hIZvPiNvtizGORmUBqrSUPyQI8xoCIkUwrXEiBbt45ujaFprXNkRciYKSmzAraU8O6LFkVGiGzFB3fZmx3l3z88hmr9ZqyMCiZHCmr3JDlAoFmvSnx3lEWBonFe5eMpRCMzhP6AYROxlyZQCpDphRCJSfRvvPEGLDW0bVdkgY/eJ+VUkghCNMJ0yiFEQqnRrRO/gJCCrrzACLNvEfnqHc1WVUy2JHV1qF0QV0IHl3U+MESnMfIgAoWGUZwPdJJVEj240YpYnAImfgVZZ7x6PKSses4n87ECEoajClSkyMl7TAyDJ6z7DE4clVyPp053L7ismvI1p4o3kDOvxkVY2SYLPq9dwiR3G0Rk1w7BkZrkVIQYiQSF5t9iPRDCiacx5oPfW5m3tN8cJgVJrMV/0waPZ/PC8HTWku+LVgJSVkKlJBEHxi7nk43ICSZSBb7v1bA3dxczATwr64E4Sv8kjf+Xb996k1z8WlXDFOuyLQwR1KmshuJYSCMI33X0HU9gxW0g6e3nsFaehsSJJ+ZFNrVj8gYyEzGMHSpSfAe6xw+JvIi3LPIy6pi6LrFzyLLMtbr9ZJDMEOpc3jRvAjN32PWus9Nyfl8/hJPi4eqkodZBQ+/16xSmdEP4LUxTFKMKIzRBO8Ik504UeKJaYP2c0ganM5niKCFZC81T6+uaTPJN3/Tu1SFZH884H1PVWS88+QqSUFDgnGNFNRVTmZ2GC3Z391hXZzC1CRlWVDUOUiB9SE1AVlGRNINIxgzGVClpsgGh5pIb13XkU0ZIlmWYYOdGsNEJs2Noe+HCYoWSe0SIdgTfTem/2xP1zesL7dEAhDIixVVtWa3KjhmgbvzgbvTnjIvEH4g+hVKjChpMVWBznKE0oQQMULy1pNLhu5MDJbTasXhcGLoLV2XnpspFVdXj4lSEfyIUI5h9Ozv7njx4YdcvPeMy9UVqtwSlX5NGTRfA2/qa6hZdjq/nvO4lMR9mpvyEAJSa6xzCZkQ6cgilcZkhrbrUCpZeD9EA2dkcjasm3NFllTi6edIKRdE8ng8Lk3/ZrNZXD7JBVmW0zYtPggQCik1Uhu0NiitUVolJ+JPUCxmNPOT18mX+9iXf53iaxYa8/df/s09jy3y+vjlzTX6W1dvmotPuVJOgCTFYycMw40jWnhC13Hz7BnN+QwIxqAZvUBlOcqCxtL2LcF7ZAxc7jYUWca5dXh/TgsQaVFyzuGCBykWnoWd4M4ZkZhJlA+5EHDvjTGTOLMsu7fwnj4/L04PUYqHnIuHP2P++Gzo8xASfWgCNH+P9PekOBljYGxbCJ66LJLMMgSISXJ3cblju91we3vL2PQ0w8DL21u2dcHzFy/5/HtPEUpysbvmapsnq/LoyYxGCo2UKQ00REvTJe+QwmRUWYGQEesGun5A5xl5XiTYV2jCxLcgRIa+AUjS4Og57vd0Tbs0Y0opQgwYaXDW4qyjyDLsaF87uc1clOvLnLvbO1wcUSZZmpd5hgoerCPIHicVOquoK8P+5YgfOsYwcMYSfUumHMQOJddIXSGNQIgMF0aKHD7z3hOqIufnf/6XOB1PKUZegfWOEkU/OrIyp15X1Noj3RkR4Hy8o7l9ydV7PUJsvvT6/ko3iDf161dMqq35fprN6kIIDJPXzOyq2bZt8p+YnDaVUgzTiGS73XI4HJZRaNd1rFYr8jxfNvqZXzHf88CS0zNfw0VRLDkjwXmCdTSnM4fjmdGm4LIAIMHkGoImRgVCL9fF7JMzy8bnteOrrhBAJhvycUoCnjOJgg8orZDi3j/n4Ro1y27f1G9uvWkufhMqHVACMQqU0phMM57P3D1/xi/+ws/zK7/w04QouevrhFyMnsFZkIKqrikyjRaSvusZ255uiMm6ezbBipEwkatmwqEQAjEhBpAahIfkTni9m5+bCa31kmA6IxAPeRXz190vgPdZBQ+zCGbodTbbmk9VC3diIn3OCEAUir4fkAJMlk1GTxbQFFnGxcVF4olUBYfDHq0zYhbxccB5T9sN6CzH5Dmns0uwccypi4IsMzif7K8lLEcfY5JaxSiFdyERYLOcKCJSCVDJHEtKjYgZUht6m+yT5fQaqGn0M3SJrxHnU5qUxJiSZAkxoQhG052aaf6dkmUzbcjzgtWqphsjUVi0FBghqPKcTJvkrmk9MY4YqVhVBqcCMkImPSYMhOGIlwPOeEQWMJkhqkgMFikEUmq02hH5LIfjkaZtqFcl42DZ7884qckrz2grrLZU9BQqw7Ydrz7+gKu3P2JdriHTX3LtvKnfSN2/jpFIiHOKsaBpWuww4pzncDyyPybzuvVmQ5SC3o4EAWqyl3fOMdiRWpSsVqtlQ505V/N4tG1brE3y6Hns0fc9h8OBtm3Z7Xbsdrsll6QokiLk7nbPYG0yghOpS984j1CSosyTOk2AnJ7PMAyvRQQ8rF+rKf1ya5MAlILgk+JpGIaEvjq/rGkITUhmvMgHP+ur4na8qa9rvWkuPuUSUhC9A5kyJsaup9nvGdo9p9OBtmuoqxJlSj5+f6AbHE03YL2nrEqMNnjnsG5AIzAyeUcYYyiLgtHeB2eFmJqLuemYszxmdGFGMWYC13xqmW/Qh45+D8lgD0ccwJfYBj906Jybi7lBeWj7PfMuZiLjPO/13uOHAe8dVVmQ5zlWgHOeu9tbvvC5z1EUGafTiXpVk+UFZVYRXeB02COcZV0XfPzsOXevnvHoak3TntDDmTutqOqC3W7DelMjFWS5pqwyvHcMY083DCgvyaUgLzTKSKKIOBeQam6oQJKgYSEFMQTGscdNPA2pFDHEZWFTUuJ8Iq566wgunfQikbZtk8HZ1HxFERHCIfAIEdFKEFxKa9XSoKMGFQjBcz4euH35DKMUF+sNRnhkHPF9RDIyKovNPEEGRFahVQZaTGZL8O47j/H+9/Hf//v/5HA8o02O1gUhCPbHE+e25a2LkjyLNKcGIhxvb2hevaR+9B7o+ms/fb6p1+tBJkckIVnBz065YYpWTw8YxoF+HBnHgcJV070rMZmhquvlJG8mZHK1Wi33fZZlS+ppURRLanFZlgkBHMdFQbJardjtdtR1vVj/Syk5nU/cHQ6EGLl8dJ1Glc5N6qOBtjmnhlxIRDRLwzKnIH+yvpLmYlGYxABhBGuxXUt7PuPzRBAnm3JRtEEICDJDTajojKa+qd+aetNcfMoVY9oUvA0413O8O6KIbHYXqNDy+OqKvhDc3jUIFRhDSAFkwTOMA9aOiV+AwLpA0zcIlS9jBef9gi5IIXEhkTjhnlA5K0EeZok8TEV8KBObHzcvTHAPNc4w6hx+9PDGnZGLTzp1zs3HjHDMz7V9oK/33k+zWrmMXfI8x48Dj66vOZ5ONE2aD3/87Bmr9YpVvaLQGVpNi4uQXF9fMnYHohCsV2tyrciMoshKMp0nwyspiCFp/SOJU5FnBdhIxONCSO9VSJyVZDLkca5PDYBOen6l5pGPwLvUNEkRCd4zDgN5USD1/QjEe88YhvQeOUfwqbka+p4QLVkuiaTAOiVTAqWIMpkkuYAdHTEG+ubM+XjASIGJlkwpQpkzdJCVGV2vGfsj2fZMsbtke3FJYfLp/dOA5tGjHd/6e77Az/7cL3A4nOkGS1ZtqOp1Osn61Fi1Q4sUke64ZzifiC4pd+b3+82p8OtYD9BBP937SimCE3RtxzCOCJnURzPCUWQFZVUlsvDEjbLWIpxbuBYLIXN6zEzOnpuM+T3UWi8cjcePH6cIgUml0vc9p+MJO4xU6xWb1SrxfQQ4O9K2Z1x0hOhAarBqiRtIrqHqy64NX64+eT1574neIl1L25y5vb3jdDyyXq9T86KTcVhVVeRFjiUnr93kZnzPHXtTv/n1prn4Wur/xhTmk5+xw5Diim2k6waquobgCLZne3lJEb/Az//smWG8wweAZOkcbM+r/R2ZFBidEa1H+si63hBlCpLSWqeRSAwwJgdGIEHzkCRjU8zyzJuYTzJwn2bqnFsWgXlRcPZ+3jsvDHNz8ZCPMSMPD5uXT54+Zunba5yE6evmRRGZRhSQRjhGSZRWk37+/jkfTkde3txwOp5ZlTW5UtR5CkJ7eXPD5bagaVpyo4i65NSe2N/tuatL6nVBvSpZrSuKKgcZCdZTZBmbao21A1KL9F9wDKMlolFSoVQir/VDz2hHjNYUxf1YJwSf5r5TkxVjQCtD8H5qMFOQmRZzU6foxxGVHJLQRqNNgdaSPDcEkkGSiIK+6zmfB0YbaFxPlmuEczSnI5QFuQbnAkJFoh/wfsTgcXJCacoNRV7hjWG/bymrnMdPrvmlX/0i6wjNsUnSw8qwWtWo2FNUGbVUCDy3r264ef4xT/oOtU5JmPNtIMT9/bBc+7Na6Gu7u37H19dqGZU23YAUEjshfKOz3O3vGMeR1WpFURRLsGBRFGw2myQtn6LTk413Ciub35/T6bR4YnRdR57nrFarhasx3/tFUXB5eYmUckEyZp6Hc44iz9kshHCL7TzOe7qhw3Q5UkJerhBZGsFUVZV4VA8C174ESYgTBfPLkD1hSh0eR/xpz8fPnvHRhx/S9z1Pnj5NnBQfGIaBbBr9eFOzu37C5eUFxtyvc683M2K5OL9Rr9HfjHrTXHxNFUnH4Ae4JqQb5cFmK6VE6TXD4GjtQMgKgooYlbEq1kgiwwhytSfbZOhX7wMWrCVDobM13gewghg1SEFrAdHjnU1NBSBlIDeSTBu6LqV/JkhQ0fuAEnKa3Qs8oKYNLhIZ+gEfAp4BH9NioaQiNxLvImOYo58Bn9Ia56ZhNumZm4SHaMV8KpprCSh7IGOd/55lGaiIlBFIroJK57gxcjqdk9GTySnyirefvoP3ju7coESgyDPa7kSmBXW9QegCKXI+enFk2I5kRlIXOVoYSpHjveR86hhGS77KkhsnkiEKMFlq1kYPUVJkGUYolAzE0BGHBh0cJpP4MBLsgFYCZxusbZGyIKqMrMpSaNsIhIgRirwsOd0dGMeRXGk21QrloW9btKjIyVEG0I6s0JjcELVKpDkZ6HtP07X4mz2FEMkRVWlGmdGKDGMguogKHi0jsQ1YYTnaO+zaUa4suqhR2jEMjtW24vJ6y/vvf8R2u8X0A6PriBbK3ZaTt+zbnspInqw0YjwSTs/Ir54gpcELQYhgCBBHwAOGIDIskH+at9/vkooRfLInQ8RJ+mwHaM/ofmA4N4jOEc6Wi3JD/dmKLMtozmdc5amrKqXnGoMdRxgcb109xiIQWU6Z5/T9QLHSZFWJF4JqfYlUEqU0MUhiIVhVFVVVTvdv4l+NQ5Kq7/d7msFR7nbJdbesOJ5bVNeTFwWnuyPWWi4uLtiaklC1ZJuaIivBDYy2BwRCJ7JnjBo5HWoILjUVQhFiuoJAIGNEOIuMI+G0Z//8Q24/+AVu724J1nKxWmG6l/i+B+cohMC1jhaBKUrOpw+Jr3bsrp8i1jtEuUrEbJMRo2Bxw3jTWXyq9aa5+I1UnE7pU/c9e0uoiQgI0DeW4/FMkGBKQ5EXFJmB6AnOU19c8vjt9/jV9z/ETciD0gozqRMsHusddkyf0yHFgftwrwKZob+ZCLaqa0IIdH3/miw0+S7IBSqdTxN+QjeIk/IDCG4iZ0LKJgkBP3lOyKx87WV4bT461UPlyCc/93DeOp/WlJBIKZY+LXEyMorcMfRD4lvUNXmRUxZb2O4Y+obCGK4ud2zqEhk9h9tXEAN1XeFj4PrRY7rzGesceV6gFAiRGsOFrDrZLAspkNNzJwq8S4FmSqYFSUbQRtGPw8LAV9Kkn+Udx+MRiIsngbOWTE+GZCEuiIaAe8QmBNwYsMERfXpu1gEq8TqkTo1VXQfcYBliwFpP7wIyExgPbTcieg9hRMvIqsrIY0E7Rl7dvsIUBZvLSy6un2DKDauqxPsx5c5M47EciD3YceT21SuyTFHq5KNwPp057O84HfeI9kSZlUQl7w+bccp+EF/rmf0bsxbQJ0bCNHKa77GZoC1I9+jV1SVdNyCEZL1e0fcDIaZ7tDIVMQaKsiTLMrI8ueEWeYEyhjLe5/ooKQkxIoRktd3giek65F41FkLgrbffTsTsLKNuWwh2QTNnV88Q4n1cgBBc7HasNg3elEgJSpuk8JAKESQSmVzChZzAr3u/8GkZRYqIEgCe7nDHiw9/lZtnX8Q1B+qyQNZVWtuac1LCtG0a+eiEkHg34nrB0XuG0bG7tqwuIgWCTGtiTNe0Vl/ej+NNff3qTXPxG6npjpiRCqUUaoLvvbV0bYt3ilVdMfhkQpUpnTaYCFJpvPfc7ffc7tOpduZEpDHDvWfEDFPON4cQcZGMPpSSVlUieyWOQ2BwQ4LmQ0Bqs/AFvPcoKVMMsxB4b1OOx9SszBK3h4mm3idkY66H0tL53w8jnudo5/lzn1SrPJSyjs6n0cB00wel0FpRlCUiCoa+X8y/+q5PowPricFDNDw/n3jr8TXXjx4t+SS23/Pi5StKo6g3F3RdT8gkV1cb6nWFKTXSpOeV6/S+iWmEEYMn2BHvPDZ4IEWmB69A3puDzW6GZZkY+nd3d+z3e6qywjpHyAKZTnLX1XrN4fYuEfacI8SA9X7xs4Bk4GVdIIqAkBDGEaMVwoIfPFlRIn1ERklUmig045jcF23fInHYumIdC6IaODUnbAhcHK+xLvDk7Yzd1RVDHzCAInI8HhidJyKSw2gIDL0jr5OLa5ElH5PD3S312KfX6eF98FU4KH4j1Ff6SqTRZZxk6hYpwQaHs+PUYKT732iDyyOu79FKYIoicXOmpn+93TIMA9vtlq5tEWWOVhpd5Igs3VPGmCk00NM0DUJK6jIRLf3kK5MSfJPENWWT3BvnGSXoujY57jJxI0RqHLIsw4fA8XSiOOzZFTVaK7RPJGapFCpGhAzLCEQIjRBqAUR9TPdstBbnB1x74Obj93n17H260wFFWHhmcyT8zKuYvXMATk1DXgRqk+HGjtPhFj/50uyMAWWWa/XNFfvp1pvm4jdSEx9g3mSFUjB19m6KMPbeMdqe3cUuJY96Sy4NISZXx/NhT0Cwvbrio5uXaaMdLUM/4JzHWp+cG4cREGRZJHQDSqfsixACXdct6aUz4XIYBiKRZGsj0FKRm8RNiCEiEYgI0XnwgeAcIfrX1CKvIR4PZqV2ajA+ya+Ym4mHM9a5OZrnrTHGhUU+fw8AlQmEF8QQsVMzZbWhKgqquiKfskqUVhyPJz748DYhFEXGqkrkz649c3Wx462njzFas14rgh3JjKbpe4pNTb1akeUlVV2jJ2WIMTol10b/4NQ4kVqDJ4T0MRsCWpYURZXcQtuW1WrFer1eJLczqc4HT17kE4LUTc1kYvcH74neo3TKGQkyEBUgJFIqfIiM7YBzgYgi0wHnQASFi5KoJFJoBgfNsSOEiBtHhnZABocfFCYfWG0rVkVBZ0eED0mRM46EcUDFyKosKYyh76b3cUIxhAApAk3TEMczYVWyqnLa8xH8iJDTRsCEQiGZIadfI7vqG6y+cgRHxomT4yxaQHQO7+xE+vUpLM5k9D5QbzbTZh/J6ypZyrt03+c2Oe22Q4eQEmk0Js/QMabrLEZcTGRxVErxjULQnE64iQA6ryUzGVRrvQQWruokYR2GYfnzeDzifaBerSdCZQkIxmFIxnORZA0eZlfQSDIljogYcCT0w4eU06OlgDBgmz3Hm4+4ffY+w+mWTEJR1su6NKtfgOXA0nXJlbSuKoSUjH2L63qstbgxWZVLKak3F+g8NSVvPFo+3XrTXPxGSiQvhIdmU83plNQORcE4DITg2O4ucD75DRglGfrEmXj+8cdkJuO9b/oCH378jNVqlU4QztH3w3QqHgk+zUJTuBcUZYId5xtjzgOZiVjzRj8M49JYFFlObjKGMOCDx+jU7Y/jSAwp+yMSlnCjh9LTh+oR79OiMPMqHoadzSjKJ2WsD4PKHlqLz41JCAEZkh4/zzLU4rehkqx2+jnOObBJX7/ebNBKEuyIVJp3P/c2wY0EIofjCWcHqkKwrgpaP2Dqkrgk1MLd4Ug4Bep1zcVug5peT6kEKiQb4+iTh4BWWUIXfGDfdEitF9RoGIYFcnbOLe9DCIn4qITEeo/1FhEAKRFSoowhl5LCWpr+hI0uoRFRElxkHDwhpMasDT0ESSSDMjUyzkt6H2jGSNv0RBeITpDJDBtyxiGQa8OTx48IQiAyQ16taI4n9odfph8FYhqLJJKuQU28mPP5xMV2Tblao+NA0zS8upVc3d4wNnvwI0idvDzmdkKIxeT+zXL9lTYXkWgHQvCMfYvQimHopkwRTwgTGqo1eVmwqWt8SMqkzXqdmvteYINH5YbOjgzOEYeeqCSFSEFiMYYFhcxMhs5zrEsoBS41xM65RWI+ryEzMlJVFZvtjrJaLUqv29tbyrJGz+vOOCY1W9thxR6Aqk6ycakUwbuUpRTBe4eTkiEmA6wYPUZElBGM5z3751/kePMxtrnFYNFSL2uGnu49YFnv5ITAOucos8SbsuOIiB7GllPf4V7d4OzIW5/5PNurJylgTb7Z/j7NevPq/jr1UEI1VwwBgl94FWEKCDsejynca7Vi6Dr6PiEWgpSVEUMifEbv2d/esVptyTLDq7s73vnc5/j44w8pioKiKOj7YQn9St4QmrquKcsa53tiTIvMrFd/2BDcEy3TfF9OCIsUgiLPcd5TlmUihlmLyTK0lgxTque86WutFwhybgq89wSpEWJWRdwjF+M4Lh4as23w/DVzMzITXeeRyPzazmMdKSRiUqNIqZbvPTPaR+fxweN8CnbKM43Shi9+8CGPrnY8vrpiVZdUVcH58IJqteZys8Z2DX7ixoQI2+2OosoYw0jTNog82WXH4LHjwDj0SCJoBaTMk+h8MqeayKyzWdiMFM2nv/P5vIym0phJp8VMgFCpuRjDiBvH5DKYaTSJQHtuR8YxEIJCSYOUORExWT8HTs7RdpamH+mGwGg9wUGuc7KiQAlwKJp2pGt6tltBVmV4FF07cO4bTo2jGyUuaJxN72uWF2R5TiQ1sV3X4AbHupAUenJwPB1pD7dcuR6RFURkIshJ8WAsklCxb+iaOSiv/ZtlJBBcSvD1zhHdiB0GXN8SRRqnCpKkWQiRJKkmg+CngMP0vZq2nTgZYJ0jToZVPnjsZLA3I4dlWS48icY2y8fHoac0SaI6o5+zEuyhZHy73WK9Q0/X/tpsyIsCHxJ3aZw4SPMhxNoROw74PMNPDUrfD+nrpxjHLMvoEYk8riVGg2tbusMLznfP2d98jAojuVaEYEEVrNfrpaGYDxsPrcxjjClJ2Vm0CCgtiMKn19ONHG9fsFptWG8uELxpLj7tevPq/jr1SW12gtJm0l9cCE7N+cxmu8XkOe35jB1HLq6ukiGT84BESMF5f+Lu9o66XoOUeARvvfsetzc3bLfbZKzk7LIRC0GCOacb/nw+43xPlumFyPlQFvrwOSslkVHgRDpTZsbgXEpDdDYFokkhcaNlGB0u2Nd+34fJqPf8iHmtvF88Hy5Gs3nW3Ix8ciQSYyKQfdKJL0x/juNAcA4pUkCSkIooI0JO8dIGohoXKLmsVqzXNcfg+fjZC7xzPL6+oh963nn6hJuXz9FCcr3dYGRA6gylDUJqTJGjMHjbo3V6/Zpzyzj0aC2Jzibn8YnoSvD4KJFKL2jF/Hv0fb+4Hs7za6GmnIWJqBolaGPwmSd2HYMdUy4MniBg9JHDeeB4ttgxKYSEyglRMNrkOtoER9uNnJqOrh9xDuqyYl0pNkWOMoqYaaK2NN3I85e3lHUNxjAGwe2h5fY4YL0mxoym7VMTpB3WShCCzGTkRuGGU4KrlSb4wPlwx+n2Bb45IVUNMjVNKS7qHun6hq+YeBSvNxjpUCK0JgYHQmGHnjic0yhuHBjGETuOaVQxDEgE+/1+kZbbYWSYHC/txOmapeULnylE+rGDCKfpsBO853xuFo5CUmbdk7v7vl94F/OhIMuyxQsnxkg/DGRAnJxm87IkTLLZoiqp1+t7hFMIBIGhTxwNHyMxCurVGqkUznn6roNMs6orhA8MbcNwuuV0+zFju2dVKDJd452l7+9HvikDKI1r5gajbdtlLJJphcITg0s5RcFDOgvSDgOvyhVXT9+hyl8npb+pr3+9aS6+wnpNQhnSnNQ7t4R5XV5fJye745G2abi4vEz2286itCY4y+HmFm8DV1fXSKmwMRKVoukH8rri7bffpiiKCSpMpkfWppteICZm9ogQjhiLBc6cSZgz3wGYCIdp83ajRUtFmRe0vkVGGLoOQmRVVWmhsn6BQmc1CdxzKYCF0Pmw4XioCpmbnYcox0N9+/waPswpWVASky2KlIeBZnmWmOBisjXXRlGqBN/j3cR5WBG8RcQUH/7+Fz9AShiHI9/8TZ/n+Qcf4PqWL3zuPZQ26YSvJCGQNn4hsC4lRkol8MERbWomBGohjI3W4qMiDCwnprl5KstyaTDmePl26KeLh7ThhGTxHInEqWkUSqJEsvgOo6fpW273PYezS8hEgNHF5FcSAq0PDDbZh4cgEELS+Z4hRGzwDEHhycm04HDuOfeOoh5BJ8ltM0SOpwGdrWm7AesEWukkRx5SOuucFFsWJascChkpcoUWkeF0h+vOZKv7Udc90+LNWASYmotJqj6jnstfJ0WItZyPB2J/IHhPcz5jB4vRmr5rGboeiaBpuokvG3E+baTzJmsnnwqh08jOT54rzgXIcs7HE1VZYicUVD7ghwEoqdBCLlHswEIqn1Vk88dm6bFSajrsTIcZlVxrX7/vE8ISvMNZS4wCnWUQPSKq5KQZAjpY4tgwjh2uO9DcveD06hnRDSld2KfxaLleLa/jjFzc3t6S53ky+DqdFiSxMAoj072L7RKCEiNeFbigOR9u6ZoT1fbizXX6Kdeb5uIrqIeulgBMG/Z+v2e9XlPUNd5aDqcTfdtyeX29BIShFOPQsb+5ZWwHrq4eY7KUMiq1xgmJynNKk0xw5m7cOcs4ziOJFHoG6eY22X32x2zjXZblcvpY3BMRCH9viPMwz2M+lcyzzKIokD79fjPs+NDWeyY/KZnQhIchZp9sSh4abn2SXwG8Ng6ZeRtGqvvHTXd9nMhbdVXhbZoJ2wBSGfK8xA49p9OZ9nwiuJHryyuqIud8OiGip2k6Pvr4Y955+y1839H1A289fUxR5Gm8Mf0gZQyMPXd3t9ixT+z9aXwlhaBQibCYXhO9KETm13B+D7TWtG2LECkTRhqdZjAhQggIERnsmLgjIo2dlJQEBd0Q6IYTt4eel/uBYxdoLTSDox0tg3dpkSQx82NMLHytJD6AGwZ613FoA/tM0xWKXW6o1yu89vgxMHqBw4AuMMUa5R2DHzHGJldY74nAOAx4q7jclGhtcGNLMAItIdqO6AaEEg/zJx+YIIUkOfxGrkWSO41HUpdP8BbfW07H5A1x++oVyp7ou46+61FKc3FxgXMjNy9fEvy9gV1zPjNRrnARtFbUefKmwAWcTRwt7zx5liN9JIyWqDM8HtsPNIcTQiZkqihyVuv1awjirEozxnCauGOQ1pxKKryPk4HW/dgUJM4FQpgJ3h6tUqMZokDJSCCpSsZhIMSeGARRCmQI9P2I7xuk6xiON3TH2yTT9wGhDfV6y6oskNIso9eZUPr8+fNlXZrXms52WBHJZEQHi8YjYkTicEIztA3N6cjOW7R648byadab5uIrqIesYjc5I0Zvubi8THa83i9w5sXlZdJcD0P6XHTcvrrB9QOPHj8lMzljP5IXBb0PIBLD+Xw+cTgclrlnlmVYmyyfpZAg55tIYwwonUhMDzf5bIr6Xuy6pUJ6yZjlKdsiQpkXBBPw1mGlWgidWipklMup5aE1+Ax3zp+LXwa5mImb82NmgufccMyND7BsxvNJxzlHlOo+5l2nn40QS5DTrLF3PjKOHq0TP8OTpLnr9Zq8yKlXK5QUdG3LxWXJO++8iyJQrBRaGw7HIzrboHKFjipt8hPJ0jlL13VoLamKnCgFzo10fZxIs5oQEkF2fu5z8/UwSVYphXU25YyIJDMNURDlPVAekyRjsj2PtN3A7e2B2/2JbgQvC4KWhOhxcWQIPTZ4pCrxBAJJfYJKYxsRHOBBBFSMDF6A0EiV4zzYGBk9WAI2KOLgEDrHBQs2NS7p+QpC8AiZxnPjGNEhTCFrkXZqoIuZ8CumvZPln1+zQ+XvpkpjtEAMs7Q5qW/O5zOHwwHvPfv9HUVokjQ0Ql6UtM2Z/d2epmmQ4j4McOx7qjzl2kiZbOFt3y+Om5nJ0EiETM1HdJ5NVaOUSiMD77Fdn9YMnTxb8IF2bBdS5ENSdtM07HY7uq5LUnRrCWFM9vgTx2y1WpHl+TKqiZNEPjeTi69K93+IgSwvkoQ+go8e23tCf6bKwHUn+sMN/ekWLSNZlhMCiKwkK6tkKU5ae0+nU3ptJlXcPIpNvI4e4Ue0CFgZKGXAKCZVnGB0kc7C8XjkLf9mjPdp15vm4iuoubGYw3iQks1qt6yobXOmOTc8enSNyXOIgSw3tOczo+sREa4ePSbPc8ZuQGWGvmtRRU5RlThvGU4HfvGXfoHb21cJlicwSckn//yZs5AMtGQUr53++z5B8LMTZjLMUUQJqtApU8CPlFWJ8AFhUgORVRnjMBJEINjUCOhcU032waNNoUYyEU1SJHSi8hFiQBBRE1QZJ4KZJBK8TaeT6fTzMChtbjbgvnHTSIxMjYXRBi0VRmmMuk987LqOfhwJUiLJyLOMcr2jyE2CYL2jmWDjR08fU6uR5rinLgseXV+w29b03ZnDcU9gpKgMWWEIwaJtz7oskd4zDB22H6nLJOOcyZ1GK7xLCFamcoSUCX6NiVwqxP2Muj23mKpMyARJZROdR0hFQICQoDTOj/QWmtbRtiPRxyUeXngF2uCBwTlGH+nckMKhiOQ6I9dpPCSDw2hJrg3bVc3V9ooyr4la0TiPdZ4gFEyjttG11LWhLDXt2RFiJFN6yXUpC4MQljhdyzFE3Ojozz1j2xL9ALGEOFu0T5bgQhAIE6nzdw/wPJvLCeb/xaWpElNHFWKYEMNACBY3JjQhOMfQ9Rz2dzRNw+lwSOTDtkUIi+t7jDZEZ+nOJ7rmhBSRPNO0bYOzI8ZIEB7vI0VZE3ygaVpGO1BWOcpMp/duJHiLygTrVU3bdtixo8gL8ssdRV4QQpK7H92BZpJUG6PZbDasJkWKJBK9RUSPEpKhOSccxt2HnGkibujuRy0TFyvMHBAhUFrjQvoeJkvSfDeOHPcHNqZDrnLi2HC4e0V04zSmdfSjRVqBdYI8B1ROpjVCapqmozmf2G42OOtwY+JWRO+xwdK7ARktgwgoMb0nWcXoDU4JfNeCd9PTjV9iAvhGnvr1qTfNxVdQM+Q2B3blebYoRZrmjLOOi6tLjJbJvldL2tMRPwxIoSizEmMyBjumPAscWS4wmcB2J5rjkfPNC0KwCBnQOnkuCBlRSiBlnFBnOXXqOcboRUUxd+4zqXIe4wQi5BLhFDEIGt+hhMELjyhVcmjUGq8jJkKWmcVEJ8syuq5L5lsIZD7Jbb2f0lcjo4hIAkoJtDDLvFYrMbmUSqJQi+LloXnWw1GT1ppSamSUqAAqROLo6K1P5lMXF1zuLmjblpc3HzPahmhHRquR3qOoppNLg5SBqspZbSt08JTKsCo1ZakxmUDpnLoySOEYmg5FQSYiDCPeWhhGpEsL1UhAkRYbbweCExhdwER8FWis84iQ9PzaaAKS0VqEUNjeEpbgJMkwJpKeCxCFQmhJsI5TazmeHc5FykxjQsSGgVwZtJU4EekCWA+9HDBSIYKlEIGciBYWHTxrUbBSmqtyTbm6pvUKb5NyR2ZyMXzzvkdKi7dnCqMYlJnkj4HROpQCSkNZFijhsLZHq4iWJVhJGEbAIbHEkAyR5qUkiojDk/G7KywqmT3NzcM85ksncUlCe9yEVknhsKGn7RLK44eBsW1pTyeis4zHl0TnyackXdf19O7M1dUVHgtuZOxOaOFRwqNlCj8cfUIKAwYXHSqLGCGQOhCFRSiNMoEQLXlRIuSI8w15LimrDGNyYhR0bY/3Dj96/DAiQ6DQOo0pmjMm0xgZefXi42TKpwXN4ZRGqqMiTChk6CNulK9lhkQkg420viPgWa1XaKPJZcSNHUqAwaHoeVRrbLvHns/IEPFB473GuYgSErykP7SEUpBfrtBFifGRx4/e4iYI/GBRIZBJRdOc6ZuGUGZIoyB6Tl2PHzq0VFRbg85KVJajnIdxeA2Rhje+F1/vetNcfAU1n5yBhawXY3K669uGi4uLBFHLxBM43dwgBRSrFTcvb7l+8mSx9p2tdpXWOGtpz2cEJKWJuY8qnjdgISRCyIljISd+RE6M96THmacxczCWsYjW9G2y5+26bplZzmFl8/gjGWVp9GRJPY8n5qZlZpHPJC/r3WKuNZMd55HInDOSZRlCaXy8R1fmG3fmo8zjlDjp3+ffJ8sy8jxfHjMnqKaGROB8gDAnSM6/s6MsMooiQ2uB1pJVVqOVWCRsx8OR9bpASEFd1XjX07UtGIWexjNCiORYGhzOCYyRU4TzfWx8CHFyGQyMy78l2iS5rI6R4GNCG8YxZUBkOd463DCm12ySswKJGzMRZ02mkR40yXyotQ5JimE3CnSETEz8Ga3IRERGTyYldVlxsd1Q5vUU2R0WM6QZ0Zp/znwteO8nh0W/+FScz2cyI8hVjtagpUKIgLOOc9NwOp14NAyoUiT05htsDjJjMumanb0bLG5qrkUc6NoT5+OR8/GA7ToUMamPrKU7NUTvEGVJ03acz2fO5zOPHz/mxYsXi6zzId/Junur/5k4/FCGOSuwttsdne3JsrTOGJORZ2q6zx3e3bvnjuOA95YsM9M1AdaODGM/Kb38Ii8fBss4jsvoZEYfZzdfmBJIdYZz6fnnZU4ksNttUnpq1xJjoGnPbLcbyhL2N884Hk/JH0YEDocDznnqekVmDDGktao/HBi7PqGHwXP96JrT/o7meOTUHBnbDu8tPnryukCFwPl0Jtiedb1CSs3oHe3pRDcO32iX7G9JfVXNxY/8yI/wT//pP+Vnf/ZnKcuSP/yH/zB/5+/8Hb71W791eUzf9/zFv/gX+cf/+B8zDAPf8z3fw9//+3+fJ0+eLI95//33+f7v/37+/b//96xWK77v+76PH/mRH1lm8r+dapZTzjdy6tAjTZM27c1uhzaG4JL3vp/GCLvrK5rTibys0Caja1r8BIc773FD8kbQU2xy256nFEFDiAGl0kISg5jive9hZu8945g2podumrPnQtd1aaOUgnEihw7DkCzJz8n6N8bkr6+NQQA+y8mm5mZWesyLxye9PmaE5KE65KFV8Ny8iAhSZ681EvNznhcpIVKGhrMjUaTgrRADgYhRikCkG3oC09dkhkJUyWhq9EsuSp5n0+8kKXID3lGVa9595ynEBFPneXLMPJ/OFJlmVa8I0RPcOOnz0xggxIhz6SQagiaLJllxh5CMuKaVSciZBOcgiqRE0YnbEUIaZSx+H9Yt/BSpJOHBxoFIoyWjFIXRWBkIUoNXmN5TZJLS6eRhYEd0DBRSo0PEaIGShu2qYrfdsV7XhBhpmg4bxGsI0cNUWmAJnStKTT8OSTFj9ET69Qz9gMklmRF4Al6k5qrrupTaGZJE+BtppZaQYlQACKkRdY4wjti+S028H9jf3tC3Z7wb6ZsOETxj3+H7Adv3aCloTyfujqdF4aW1TmhhjKxWK+q65u7uLqkg8jIl8o4DeZaTZyVZZhjHSS4dIPm2abQyxAjDMDU7UqZxhEuHlSzXaYwQAyZThOA5nQ7pffeJOD1zrg6HE+OYMk3qOrlkLqO/tv2SxFEpB3wQyR1YpxGRHXNuXyXr/uNpz2pVs6oqXr54n/3+QN8PrGpDnhdIqRkGS98PxCC4vn7EZnfJi2bgxfNnPH38GC81WgqyrGDMBvquB61wdmQYkteHFsmJOEYmi31wPtntizlt+U19qvVV7eb/8T/+R37gB36A7/iO78A5x1/5K3+F7/7u7+ZnfuZnqOvkU/8X/sJf4F/8i3/BP/kn/4TtdssP/uAP8qf+1J/iv/yX/wKkjfFP/sk/ydOnT/mv//W/8vHHH/Nn/syfwRjD3/7bf/vr/xv+BmveaPM8XyRgXdcy9D273S6R/MYRqRXNcY8dBy6fPEnNxjCwvn6KHR3DOLJarQmAsw6tDav1Fmk00XuGrl+ikO9u98QpO8TZMCEWsER39+1ibjUvRvO/55tdyhQUFKdUVKOSnHOGv4UAO236Qgha0bzmsDl7Ncwb4kOCppho6zMU+tAlb25ChmFIRj7wWhPyUII6P1+pNYiIlMlCPYo0v+7HEeX95PUxkTtDQKpk4mWCS6xyIXB2TMx0r7C94+AH2iJxOEJMVsplmbNaFxgN3o10XUtZlshgGMY+WabHdArz089NTVZy2lRKLWZRUia/C6FUUplOMuAoBUrp5TVL3gOTi6lSBJVg5Rk1Gqfgp3EckALy3FAIiYsCMUSqXBGlSs6eeLQu8c6SS4kiUuiMdVlyvdtRZCaZYo1jclHV2TJ2esj8f+iLkpqqASnBjzZZlBudyIQTx0cISQzgYmo4mqZhHAaK+A3UVQCvSW3jJAqJgTAO9M2Z8+nE/u4V2JH+fAI8dhhojyf8OPLy+TPKLCMzCin0QpaUUrLb7ej7fmn+HqJ789hBihSol663mLgz40gIkaFPEe1t29IMHSbL8c6htMbotHGfTmfG0VLXKyAiFazrDafTmdvbVwsympmMpkn3xjhYjscDWW4oimJRSs3+PnCfMQSTvFoajJaMo8Logr450Q8dXduwWtW8+/Qpw/nM82fP8dYRA/T9QNv2nM8NShnyLNl7H49Hbm4PhGKF0Yabm1c8vr5m7HukNrgQOZ0bYvQEIXDWI2Wyr59cfwgRrAsECXlVUm+2CPENrmj6Taivqrn4V//qX73273/0j/4Rjx8/5n/8j//BH/2jf5TD4cA//If/kB//8R/nj//xPw7Aj/3Yj/F7f+/v5b/9t//Gd37nd/Kv//W/5md+5mf4t//23/LkyRP+4B/8g/zNv/k3+Ut/6S/x1/7aX1tOv79d6qHh0zyyCMGz3W6R80auNcfDHd45NhcXabMbBurVCikVt3e3rLdbIKkYqrpG6WSf7CciZL1a8fbbb/P222/z6uaW/f6ItQ4h7k+43t+bxsxowryxz8jK3BTM7n1a65QlIh40AtNiMCtB5po3m4fqkPnji9lVCJg8NRF5ni9jkRnhgLTxVlWFC5EwyRJnW+xlFPIAcVkkr1NT4byHSTWTPhbpJii46RqQAi0UIoISiuhTUuxus2G9KiCOSBkZhp4XL1/w3nvvIEWOkimGfrOpcbbndLpDTSRIVVUT4gNSCRAR58bkGUDEMFl8W7vYMmskgdQ0xKnxHIYBJT1Spcf3fY/RmjzL0/jHeQZ3DyMnt0JNVeco4RePE2s9VjjKXCB0ChPzVpEbRdcmuZ+SgiovuLi4oK5X9G3L0HdpjDaFwM05DPNIa37t59dcKUUUnrIskucHkhg9Sku0ltPmpyZFlKVpk7rB2hEm7oH4XUTcBF47iT8sMcV1I+YGI5Ee3dAzNGfawx3H2xvEOGKEIM8N+/2R490tRZYxtC2rPLltNufk4Hvx9G2OxyPr9ZrT6bS8X23bLsTJZBCV/CSMyWjblrZp0yiWe3vvoijSyV3EBcWcJetCSKx1KQMkNykjpDsDCQUdhhSNrqSmKld89NFzdruIUpquS06y1lqstYuV+DxGnEesWZYl8rl0GJVjh5aYK5pzD8Hz+OqCt58+5Xy44/bmVToYIMkyTZal5qc5d2jtGHpLluVUVaQbHbYLvPXWY86nMz//879AmefkmSErS3bXV3g7sj8ciFZQFBUax9AeETEipMbFSJSKol5RrmqifNNcfNr1G5pDHA4HAC4vLwH4H//jf2Ct5U/8iT+xPOb3/J7fw2c+8xl+8id/ku/8zu/kJ3/yJ/kDf+APvDYm+Z7v+R6+//u/n5/+6Z/m27/927/k58x21nOlaOvfnJoXYudSpLbWmtVqjRQT+SeGKf3Us7u+RgQPkyxqc3VF0w0IbTB5wdD3CG1SOqlMbohSJ4ixyDO+8M3fzK/+6q/y8UfPOJ0avAt4HzBmlnQGTqcTfZ+8FOq65uLiYuFGzB4WwzAsIxwlZDLemTZ1Je6DyR7qw8MDDsfcAMwnkrlxmDem+eRyPp+XU9ZMAp0RHu89PgZiiEsjMv/cmfchHjQ5UU4uqACLCkXgJvKos6mpavsO5x0EqIqSOq/AjxR5iSDixoEvfP5dmuaIFIFxGBmHkd1uhRQpQr5pGqoyZ71aJZtrEcl0sldv24Zh7BfuSNpAwzIiklItGS/WWqTWqckMk7yU+5OcDyFxbGIyQNJTgmTwnn5CxDJjyIs0xoCA0VMmi49sVgWVzNifUjx6XW159nLPgEMLybpOuShEwbPnLwghEQy1NmyqbEGSZgXI7MQ4o0bzNSJUxIYxzeQDaJVyaXKZ0XlH6DxawZw92fc9UulJWhh/l7UWqb5cgyFIJ+MsU8lIz3tECGDHqbF4ifQjRaYZmxaP5+7mJS9fPOdbvuWbyTJN1zc8ffqEYeg5dw1931NVFXVd8+rVq9fGj/O93Pc9eVZw2B8XlPL29hbnXDrkyBQA5mzg7naPKjKcOy3oWQiBosjJMoMxCiEid3ev6PqOtj2jlWa1qnAuUOQVH330ESEEyrLicDgyjo71uuTZs2cIIXjrrbeA1PTM0netNefzmbouybJE8O3ajuB6ijzjyfU1Ty4vcH3H8dUNfujxzvHq1UvW6w3DYGnbHmMyvA8URQYI9vsDzsOA43w8stlsCEHw6tUdITjW6xXS5FgfuHr8hFwZiI7meMvlxTWZlgitKNcbBpVTrFagNaosv4S8+YbM+fWtr7m5CCHw5//8n+eP/JE/wu///b8fgGfPnpFlGbvd7rXHPnnyhGfPni2PedhYzJ+fP/fl6kd+5Ef463/9r3+tT/U3VFKmuGnnHJvNZtp8JyvfGOm7RMi6uLxIkCDJ3945h1CKU3Pi8vKKECLa5JSlnsiAk802iRyIgO1ux+c//3l++Zd+hdPpzPPnL7F2xDmL93Hx//c+UNcV6/WasiwX8uNMPJ03DeccuU72v2o6WfsHXhPEiJhm/Tb4xWYcWAisDzMy5hh2PzUis0fFJxGPhYgm7vNB5vqkMddDS3UxfV5Mjde4RJMnhKUfBkZrcSG5XcreIkJPJqHMNcSIUZK+a7jYrRjv9ilPoW2o65yqNLTdGTUGMiMp8gLvLUPfEf04NWcW7y1KpRN8Ov0JMpWIr3lWoCZHy2j9ZI6UTIR0ppF6iowPAWYPkokkGqfGyjm/NFrW2iRdNpqQG/TUsGZa4YNk8ILrXY3Wkhev9igRKHPNerWiKCus9/SjpR0HYpSEKMhQlBHWWcYwZU7Udf2asdlslrRarWj6OzKTlC/DOEwNo2F/d2BX52gjIQTqqvwSsu29BPF3d82jCGM0EAnWgbfYrmF/+4rD7Q22O6OEnHxZRprziXHoMUbTDx1FlSfJdHRECXLyg5hJt/P4dRxHzufzxK0ap4bCMQwW7x1N09I03dT07imKlMSb3hfJ6dSgtUIpTVEYtFYURcZms57uhzNFmfPo8dXClfIucjqdcS5O4zxB23YcDyfG0XF7d4f3jsvLywW5SKTQxB2br60sz5LaKHqcG9htSt57+y3eevQYYuD25oYqM9iuoRsGyrJakLqhH5P8fbS8fPkqrW1ZQUBSbLeM48B+f6AsC6rVGq0T2bvvk5S2zAuGpqM7nzgfD4gwsKpzVrsLhFZEobi4fsTm4nLhXIhP/Pmmvn71NTcXP/ADP8BP/dRP8Z//83/+ej6fL1t/+S//ZX74h394+ffxeOS999771H/uXPOGOI8A4rRxnM9nuubM5dUVM8oWhaDvOqr1mr5pUvLklEA6bzhzpU1VThd2UlM8efKE/+OP/h+89dbb/Mf/+P/hl37xVzge04ik78cJPUjkzRkleBhBPLO7Z4TAjuPSXGTT858tdOeRSAgBHeOSPTUTLmcEYx67zF87Oru4eN6HFdllkVnUJdoglFlew0/Kvh7+l0weE68iej+RKh2jHfHTZux8Cu+Kk8zR+Yh1FqUVdhzxbmS7uaAuczarmsdvvc3d3atkbz1xJ9arFc6lJi0zkqIsOQ8dt7e3EwJjqOoaa0fGsV/IvPNrMYwDWgVSVHQ6tUupE2fBezwRYzK0VNgJ6UnyRIF307hK8JptuiCmE2XMkDFAlHjnGVwgE4LoPbiBaDsyI9C6YLNdEYXi3HT0o2NwiVzpQ8RH6CZ31wVF+oQR2r1KSGK0YnQOKZIcOXhHVW9ZZQZsR/DJsKvvBuo10/inJ/rAN87oOvFPnEvKnRg85/2BoT1y+/IF58MdWkRMljF0QxojuJEszxAq4oLl8tEV1o2YPEcGzcqvl/u2qirGceR4PHJxcQGwxJuP44hWOX2f7rvkUtkxjiPr9Zqu6yf+UnKubQZLUdR0bcM4Wi4vL6iqktWqYhgTx6coDFdXu4mzJRAiNZTD4Oi6geOh4e72wO3tIblyuoB1SYKdOELjazHtUkpWqxWXFxecmzvW6xVvv/WYtx4/ZlPVHG5vef9XfhklwPYD3jnqizVRCG5eviKElHdyc/MqIRd5iR09XXtE6gwnz+R5hnd+QQ+tHahWNWVd0bRnnt+8ZDw0jE2DH1uqUlEUNavVmkPbE8uMi+tr6u0WH+PvMrH0b7/6mpqLH/zBH+QnfuIn+E//6T/x7rvvLh9/+vQp4ziy3+9fQy+eP3/O06dPl8f89//+31/7fs+fP18+9+Uqz/NFwvlbUSmn436UIKSgPbe0bctud5GkilNQkfeeseupVlccb29Zr68XaDrCa/Kt+4wOCM5hu47VasW3/6H/F+++8xmUMpTF/5ef/umf4eXLm0V+Vtf1oiyZ5+bzazQMw+L0WRQFVZYvqgBgOS3HkJju2phkgjVxHR6OPxZiqLwfpRhj7gMwubdGn1Um80lZSjmNf+7tyOfvNcsiH/peIKfGSwhc8ETvpiyVfrEUB0CqSbamEAikNBijySbVi9GKPDMMfU/+6DHvvvMuIbrJHn3gbn9ivc4nvsqI83aR/rVtO8G62TRaMoSQgYjLa0Kcm8KJ1DkR5ryP9KMlBo9WBqElcQmfS2hMCHbhwAhxbyqmFOS5wEjwdoTgkAiENDgvabuWcWgojGQ0OjUzRnJqWk5di/UQMEglcBGESOmxTdMs+TPH43Hh6MxcmdlKWRpwbkRIRVHkdG1H27Vcb9aM3hLcCFIw2BScdTweOZ/OXIWZUfO7v4QQaCUY+jFZYHrP8bBnf/OcVy8+xvctm6og2AFrBxAKpMDkGnQkiIguDKUpGYYeHyN5VbKukwX3fr9fZMFN0yyN4DiOSZoeRtp2XJr6vk8+DXleLGPJGCPnc7MoRoRUrNdrHj16RNs2C9qQlFUBk2l8MBwPZwSJk2Gtn9C5foofEBiTE2LigOz3ezabzTJWm6Xr2+2WzWbDt3zLt4AYqMuKMs8Yu4733/8VXnz0EXboOdzesi4r1qs6ccGMJsvyiZAuqKqKrkvr1aNHjymKknPT0bqkmCmrijxPbrlCVUglOTfnFOzn3BTjEydyalLYaW0Q0rHe7bi8viYvSoL47adM/N1WX9UrHGPkh37oh/hn/+yf8R/+w3/g85///Guf/0N/6A9hjOHf/bt/x/d+7/cC8HM/93O8//77fNd3fRcA3/Vd38Xf+lt/ixcvXvD48WMA/s2/+TdsNhu+7du+7evxO33da95Y5k1y6PtlTKKnOOqk9/e4vp/UD2kzrFarSX4alhFBJJkuzX8fxpHmeKA7vJwaBoN1lu/4ju9gf3fkl3/5V5YTdFEUrFarBU6dbXBnSFUpRdM0ieBpMlRIEdhzMxNCYBCSPiRkIPqAD8l1M1lcm8X+d075nL9nssa+Tz2dN/z5dDw3A3OeSDKL8vds9+n1m5/LQzTDOztZScdFXvowSXXhfqDwMZEZQUxqCLN4dBAj69WKssjQSlGVJVpLwCUjs6HhdDpzjh7veoxRRDcgSY1f07RAylDQOgU0WTu+lh+i1GRa5idS6jRe0lrjpwaTiYwH96jNfA3NTeiMImSZwhhB0IpRBKKLoDTSRdquo+8agrdIGSmyDKEMo7McTgfa3uGiRCiRrpsAIgaiSNySeUbf9z3X19cMQ4rHLstygtwDWQyJHBjFcp0F7xmtZb1e09zd0jQNmzJtAsfjcclW+UapNHJMEuWmOeGGM8f9gcPdLe35TKGSK270Ke58dCNt39J0HUKCyUsCUK1XdGOPDQ5tkl9EXdd8/PHHCx/mdDpRVVVaayb0wtmI9+kaapqk7Lq+vl64TjOKuLu4wEeBVIr1SvDeu5/BGMOLF8958uQx290aKROqEmOgn+SzWmcTOjpM/J+EpoAizwpssDiX1pzdbkdVVXzmM59Z1oIvfOELKKV49OiCbtgTnWd/e8uv/OIv8ks/93P0bcPjq2ukENzeviLPNM1dGumlUWE6uJVlMhw8HRtevHjJ5eUljx6/ha4uUCpF0I925O2338FFx4cff8iLmxusHcmKkkzmWKkQYURLT54XZHlO5gO7ywvKukrR9Uol/vKb+tTqq2oufuAHfoAf//Ef55//83/Oer1eOBLb7ZayLNlut/y5P/fn+OEf/mEuLy/ZbDb80A/9EN/1Xd/Fd37ndwLw3d/93Xzbt30bf/pP/2n+7t/9uzx79oy/+lf/Kj/wAz/wW4pO/N/VJxdRYxRG56mJWIx0IsM40PQ9q92W46nBrNYI0qKthJysg+c45vT34CzR9mhGagV5kWG7hu2q4nw6YzLBZlejsuSo6WVIX+d9SlwtcoyURGsRzhO6nkfrLUWRczqdsEPHo4t1CvhqmmRTHQKPLjaM47CgId57lE5BQzHXKJdxGAawDqU0m2pFdJHT+Uxe52RZlsYu09c/JAjOY5koktX1w4YBWBqHhw1HF1KWBRGkFEQvyDNNWRUUIZlkKSmJMtKMDYMTFLogRCAoZDDs6pp1WXC5qri62uKVYBSOvKqIHsauIc8Lxr7lfDjg7Uh7PvGZt5/irSBXRTIpOluqSmPHSJYXRCRM5FBLIKh5nJB+V+cjZVmitcJ5h4jJtXMg5btEN2J9IFoLShG9Zegb+rZLVstBJ6KtSLbsTgisdTg3QuhY55Jc1CmSXW/YNwPHNnAcS9qYHDJVEORjpFKRDSMiQAN4m0ySUIo2eEKeIYXk5emEEAkVDM2ZsioIwQMBjcd5ix8irZeoXKDyGhEHCGeU7MiNBzGAKB9Yf89RXb8TAecpZAwSwSLOCqmItw5BRNiW0J4JfUu7v+N09wwZBowIuNEluN8OtPsjTdNSr2tGHzDKsDI51/WG9tjguwHXD6y2JefuxJN3HtP88pnD+Y7owzRibDDKIKJHS3AigE6v8xiGpBDa1ozjQDs25EXBMPbUpqTWMAwNT59eo0JLHDSMPbY5MWpBkecQJGLwjOcGFT0yWPJMEaImiBzZgSwknGOSyY4rLqXk6vKCt54+4r23nnC525ApyFTK4hExcH7xIfvDLfvDka7r+OBXv0hA8flv+X2sVmuscwlpQLJ/dYNEMFpBP3hW6w3ri8dJ/pz35EXFarUCY/BZpFxvEK6iEJL//f5HaSySGy5XO8LQ07cnmtOBTAn6saFY5Yy+4+50R76+ZHfxCCVrpKj5xsHcfuvqq2ou/sE/+AcA/LE/9sde+/iP/diP8Wf/7J8F4O/9vb+HlJLv/d7vfc1Eay6lFD/xEz/B93//9/Nd3/Vd1HXN933f9/E3/sbf+I39Jp9SfTmij1QK0JNL3wSXC0HXNIv8NI0QsvtAJ3kf6ZQ4G3MQGWgtcTKlcxZ1TaSlbTqquuLx48d827d9G7f7Ax89e05dr1I+SAQzcS2KIqcsCvquI3rP1fUlx+OR3Bh26ypt7s4x9B3SpaySssi52G0XSLZpzhBSlojUhjwzFHlO1ye/ijwrWE0S2sEPi5HOQ2nazLdYeBRSE4VcGov5tL44YT5oLgbPA68OAd4DyftCK4lEIwUElcy/oovIGInBIQjUVcFmXfHo+oLMSCSeoqqxbqTrztR5hiMwdC25VqzrmvPeUuiM25eveHRRp+j5tqOqCoZ+mHxGPM46hIDgI+MwJqndZDIkSETNYXJVlTKFoHkXGNykOFE6JTNKQd93uEkObIxGBUkY48QzccTgESKSZWncYkzGOET6ztL0jsMIQz9ybgfafmQIGpVptNEIPASbTmQxuYfqYKiyhD75GIhETG7IXJbm93akFJJERRbI6Vr1JGcm5wKZUZRlhfGCGMeJ1zPgvUOaT7I5f4cLUyc/GSYeED6ZXw1Dj44jfXumPR1pTkeIDiEiZVHSnc/c3t3Sno4461JUukgy5SJLHJzoJyJoEPRNxxGJi4rTueF0bhJi4EMyy+qHpNrpe4SAthvwpLFBURaYzOB8ev+A5LdT5FSrmtifMVqy26ySd0vwBO8SOdp5nEzKpaqsqMqK4BuquibLS05tx/bC0PUjQmlGa9ludyAzirzg8fUlq7piXRkKowh2wA8d/9dP/SyZURwPRz748CPW2y3/+3//PGVV8YUvfIGqXrO9uOQXf/mXCSiePXuOioHNakW92RERlHWNyQu0znj6mR1lWdENA8fTieAd/TDw/OYVNze3bNcbiJGf/qmf4WpdcL3ZMLQd0Tt0Pq2JdY0LlqZtWT16m832Am0KhJCLNP9NfXr1VY9Ffr0qioIf/dEf5Ud/9Ed/zcd89rOf5V/+y3/51fzo32aVNoNp8I6IMREKfUBnGX3bLnDcl60JGo9T4FWy5+4ptYEoMHmBOzWoEPmO7/gOiqrmxc0rRutwLsm+Mm0WpKBpO07HE1VRkmcZXZ8IViGGhbg580Wurq6QUrJer6mqimEYFkmplIJxtAy2BaGWk+1gLcF3qCmt1IbXv+fDFNX5YyEEwpyjMfE1/AMOwtyAzCRXqTSG9PUSEDo1YXYcEUYjidiQwtUkEiUFmVIU2lCXOWWhKAvJ5UWNECPWBkSfZth91yKMINdwd7pj37VcbLdkWrC92vHqxXNeveqp65q6rtJiPs2os6CRSiJE8rYIM/F0+n3mcc0nPUPcJMGdXx8l0wY+vx+zyiaEQJ4XCNL4JUSBEMnrxTvQOsdmESkGXOhRURGJeGeTH4VMBEyVZyih8HYkuZErpHeLpJcYcGNS23g7JpfYcUQAxapKI6jpd5oP8En9FCZzsUghLEUmUrOkNL92MNm8TvxObDNSRLogEH3E9j1Nc+Jwe4uRDjuOtMcj49BRlyW3L09E52jbFAVgx4H1ao2d7o+qKjFZkld6H5JR1OlMCMnlV2c1H3zxYz744GP6riNTKWQw+IDRgRgEWiuksDAFAW42G54+eYKeotGVSg385eUFmTEoVeEmDlTTNGw2G+q6ZhgGTqcTq9WK6+tr6lXNql8RI5RVRVHWZEVJFJKdkGw2O0yeUxYlxuRIIci0YuxbutORITqa04GhOfO/f+5nWNc1IKimwLS+H1hvtty8umXjI/+///VTnM4NJsspioKyrFhfXrJarSnKkqKqJ1M6QVFWiQhvDCLLOB73HE9HyqLgc5/7LHlW8PGHX6TtWl59/EVuN2uePL4kUyuUCKg8p1qtGOyIyHM22x3by0tUZr4RxE2/LeoNq+VrKMEUyDVZ69px4LBPRjiEJKtabTYIqfmyV3Kc7P2mTTXLMkJRoFWCxG/3e0breO+9zxBC5JtHy3d+5x1Saf7n//yfHI4H6rJOi/+kTpnh1N1mC0LQD2nG/uzD99Fap1jnaaZZliVKpbj129tb2radGkeBEOCnKHhI1uNhGHDeo2MEJXHeYXu7jDeKolhMsh4iFMvr9Ql+xWzz/hAVUjLZWAfnIHikUghCSpj0FhAPrNgzyiKnLnJ2dcHTRzseX624vqpZrzQKj8kiuJaqNggTGZvbFEzmevY3z1FuoCxyZFRs1jUvXzybeAlXxBip65rT6QQiZ12sgNQ0RSmTUdADQupMzJybhfQ7qmT3TuJyzAFws+pGwCLplFFCiAiREREIMSkTZAqFUxKcBTM6QmvT6+FdQimUTmOJ6EFJhJIEBFIKcqMTSXSyis+ypEbpmnN6zrAQO60lIURSUBQl/pxIv0ixqKRGl2bY5WrDarNDZXkyFLsH5bgfL/zOaCy+tA2KQFIs9V1D1zQMXUd7PlLnEJ3HuwE7DqAkeZZxbFvO5waCw5i0cQop0EYnDkGW0XYdTddxd0gI5Gq1wnvLelPx4Ycf8P6vfohRmt1mw9D7yfpfoqak4NVKE0RYLLeVEng3UuTpkHF3d8d28zbOOVZlTdu23N3d0bYt2ym36Hg8st1uqapqIo62CKGmiPPEwVIqSZKrOpEuy6pGa01lDOMwcHvznGcffQjeIkWkOx9pzyeMlEkJ4jxFtebjZy8S4oDg8iriSbyzoqy4vL6aVHLQW4uyI9lqhcozfIiM1hHsSCYkZV2x2m3ZbtconU8cDcdHH3xEnud89rOf5f2xW7hwuUrmbz5EhmHECdhutlxcP6aoVgsgRYi8IV18uvWmufgaKpIY+UiJ7ZNJU54X5EVJBKpqhVJmsgfmS9fZOCUqSoHUikykU8HQnLG2JzMFV0/fRZoM4Rxvvf02n/vsZ/m/fvbnyPOc8zhybs70Q0+e5ZNKQrNar9kfD4QQePrkCTevbpbxRYyRx48fp4Wiqjifz4ukLExmT1lmpg18wGQGJRT9MC5fb60j2Mhgh4W0+ZCg+dAFMoSAj+DDvaLkk03Gw5dDxohUEi/Bh4gSAqOTNTpEtFZJAugiWhrWecG6yrlYlTy6rPmmzz3lnbcvyLNAkRmE9GQIQn8ENzC2DXYY0DiuL9Yc96/I9TXBKbSWXFxccHd3x93dHbvd9rWApr7vEWJKkPVussg2rzmYzoqdWY5bVBXSTRJQa7HOL2FrMUayPEdPIVTBeaRI5NGIJMbZ8dAw9CkbZhx7hqGnb1vc2BF9jwyWgMToDPyIkOk5B5GCtDIpUIAdOowxbOodvZKczi7B6D6gxJyf4xF5hpSpASrLiqHvGAfLepWUSd6PBGlQJkdlOUhNCOKeYXFv2fI7rl67TSNEbzkd9rTnM0oCfqQ99UgBiVYcGLoeO/S8ePGcm5sbNus142jJi4yqLMnyjNFagpAcTmdeHY60XcfzFze8uj0wDJZ335F8+MEzTqcuHQyiJs9UQrJGhzCCsliTC0cUFhmT+2ZuDPv9Ph1MrKXMc453d+kg4dKhY3b53O/3i7x8vveVUlifFBZtN0xmWEmWutnu2K3X5Fols6sBzucTdhz54MMv8su/8AvURc56VaGl4OMPvsjlxZbz4YDKCj786GPyvKAoS6rVmrfefofb/QFlsskEL7DbbsjKHCEF6/WG7dUFJi9ASNZzNop1NMOIA3IpOZ2OvLi55cMPP6I9dxz2r7jebnj33XdoD4eJ55XciLOqIitr8szw5K332Fw9JsokWTeqIMTEL/udebX+zqg3zcXXUlPT4F2axxuTkU1pqUII8kI9eKiYuBlxShZKo5TgbQIvpKBtGm5ubliVNRfX1wTnJm8MgVCarNTU6zVFnrHbbhbH0rHvaNqW7WbD9e4aPwV+BSIvX93grKXUacOfpatd13FxcbHwI2aFiZQJfm2aZnEEhbBA/VmeMwwp2Ep6ee/uOMkbZ6vi1yB/BKO7t5uG+4145lssdtQynbal1igRMTqNm5DJgEqJxBXRWpFhWBcZF3XBxSqjyuD6smJdazIT0SpC9ETr8KNFxIARAR8dWkbyVcXYtxwOt1xcfI6hH6jrGikl+/1+ynxIDUQ/dDTNGSHSyR+tFsQIeO33eojYpPTaIo1BpGTwPW3fLOMTESPj5A+ipjGP0kkB4/396xJiIESPkKAUbFcFMXiUkjh7x3k8U5h1anJ9Rl7XgExcFCkJPoVOCS1wY0+Ra7xLSMRgLUIyqQ0mLxGXkil3F1uIgSEkia7WmkwJglAU9RplMkARAszdhVhwgN85i3aIJGkwASEiBA/BYccBN3RENxCIiGDpm2Myo3MBLcGTEj5Pp9M0AqnIjMFHh8rSdbI/HjBZzocfPcOHQLlacTw2NG2HtY7t5hFN0zL0A+WTChBTpsdAURq0VOR5QTsc6YcOqQTrzYoQHMYo1us6NRkmo2nOjOPI1W6LlMnBt2mSCygkxPDVq1c457i4uCBGaM5Jhl0Uiv3dgSzL2a63uHHkPA6MQ5Ifn25e0Lctx+OBm2cf01UFMj5iVVdIkWSi77//qxT1mg9u9mw2Wx4/eYuqXvHy5pbROS6vrvg9j59wblq6fkBXye3z+voaqZJFd9+P08FnpOl6iqJgJzecjweG0fPOO28jpeL5xy/o2hMvXrzgm959iyeXl3z0wa+wv7vFVgXriy0mL9FVRbW9QGcl1gaCSARdZDIKW/hh/NqHnzf1tdWb5uJrqASJJ2q81tlkOJV8/qcHLI+NPqYoxWQ/SfTplCiVJATHy2fP8d5x/egxZbWZzJjiBI/LFM2sNZ/7pm/iD/0/v5393S39OPLy5Q0+hsnPXzPYkdMpzcZvD3tsP6C1Yp2ZZQRyOp24uLjgxYsXi7vePMMNwaO1oqwqumGkH0ayPHk++BhTbHhe4KKnd2mxmiF+N0WLfzKTJIpkSzz7Y8wuhA9zLRYjLkLyrRDJsEkJkV4nkUYmgoiWipUp2GQlu03F5UXFo+uaR9cVl7uSIoNMRYIbiN7jxy7xM4CoSNbaUmNMxpOnT/jggw8YnUWoBD0XRYEQcDwe8D45nRqtiQS8d3RdR16Vi//Aw2TYh5Hzzjli06Cq6XKYxk0P5ahhckjNsgwxmVGJaRQlk8knSmq0ytAqIzMFQipi5fncu0+RWcn//qX3+T9/5uc5d2cylYOAsQtkaoVEEqyFoMjzDC1h6M94q9EqNbwi18QYsHZktrKXUixeJUIkOWLwyVtBao00OZfXj6nXOyIyPScethLhQZPxO6OETKPOYAfa85GxO0/x6CO2b/B2wAjwIoUWNqczxiTpZtuciSFMHIKSzWbD3f6Gpm3ou4H98cT148dJGtz1CFNwe3uk6weU1iglOZ+PbHcbjFFAwLmRqq4QgBKSm5sXrHcVPliMNkgJ+/0tdZVO5kJErB3Y72/TNZslV94syybUTSzN/xww2bYt2np8gIvLK1Z1TXNu2W22NOczduwTl2M66AxtS3c+E5wjz3Iyk0Yp+8ORu/2J1fqColzx7MUNplixu7jk7XffxTrP8XjmyXbD1aPHFHnJ9iKQFQV5mWGyjHH03O5fcbc/cG4TspFnBWVdc25a9re3rDNNRPLFL37Akydv8daTt3nn7SfcvXhBc/eSZ8+eYbQh22zIjEIpA8pgyhpTrLBeEPoBlGB0AmkyGO8NAh+G+72pr0+9aS6+xhLIBA8/+Mjrf07/EveIhZgJoESa84m+71it15jMJGMkZfDeEZCJMCcSqS56T1WUfOu3fitf/OIXOXcdIabIY2IkL4ukUIiB6O+VC0VZsNlsFlOtqqqW4LP33nuPvu8nXblhHJP/QZgyNbp+ABIEa73H+0CWGfrz8JrJFnxp4NlijjVtpvPntdbL/P6hRwaQRgGCpKIJSVkhJ9RHCoHRirqq2WQFW63ZrTJ264zHlxXvPLlgVUgyBQQHISXJEiMh2OnnQV4U9H2ShQYkRbXi5e2eMi8QReJA7HY7pBTs93cTN0ViJ4fQ5Ij6pTLL2U57JnYmj48w5Xxook8GZbMbY/QB7xJ73zmXNhGZlEOpAU1yXClTg2mCwLlAjA7te67XO955713efXLJW1db/uf/+llevDrQ9i1ZtUH4kbELCC1QMkOlYQuKSN+eqaoKqRQmM1MInnqwsKbxVtd1xOApsoxsGgEJKcnLFZePnlCsNrg4k0U/eW/8zmkuwnStKgFqCptrDiPt6YAfGprTAYKjynNE9HTnE82EVPT9QJ6XXF5eorVJTf4U7iZEQqg2uy15WbLebGl7y2g9bT8SgqDKK0J0HI53vP3WW3R9w269pu3OpMw+gc5zQkyjqa7fU+QZhMBxv0cJwW1IxNy+7zke9rz77ruJGJplnM/nxThrbio2mw0vX77Ee8+7n3nEZbni4mJHcz7RNi3BeU6HO/LcsNtuOR2P2HFEke7DcUgW3U3b4yaeRrXe8fzlLUWRU613WCGpViuk0pRZzu76EXW9wseIyXJ0hLvDgfFFl/xz+gEfI12XspfefvtdHj16hPOBbhgRWU5z95LjqSEvK/b7A7ev7thtVhgi7777Lvln3uXmxcfcfvTFxFPJMoqyZL29oKjXjCEinQc/plA+IVEmXfNLFMMDhPVN/cbrTXPxtZaYJHdCTLr4+Bpi8eBhKdBq2mjtMHI6HZBSsN3tkoRQQEDiIyAU2iRkxNuRGPykuYdHT57wTZ//HFlVUfyf/4sPP/iA4D0igp/MbWKIjMPA48ePid5RyfvIdGPMklnwMJBsdpxsmgbnHFdXVwyDxVoHIqEOdrS46es+6VsxKyAehmJJKdPpe7LOTq/FfQy5fDBamBEQrdIoJIhJfqpUkupKSVFkrFcrLsqCa6PY7UquLyseX6+5vCjJFEgCPgSCByUEbhorpCDL9P1MXtB2PV03Um62HA9HAmkzbduWqiqnHA65IDt5nuO9mp6rfO13mkc7M3Izf3yOts/zHJmiXafckUSYXZQyTOOeqbmIk8209wEf7JJbMgw9p+OetrnDrXN8s+btiyue/r+/nXeeXPNzv/g+P/Nzv0g/RkIYkEqQ6xyjBJJIdCNCCso8eSf40SKNQQnw4oGxl08x4XJCi87nU3I9zXOkLtlcXHH95C2kyhh8TKoekfjJyzX/9bzPPuUSIvX+o3NEO+CshRgZ+47+fESLpOo6HW7BdbSnA24Yk0TyeOazn/k8m9WWLC84HA6cz2eGcSAvDQLFZred7umMGAXNuSPLS6TQbLeXfPjh/5+9/3qWLMvO/MDfVke5uiJU6pJACTQA8qFtjJwxa5v/dp7mdd5onLExa2sa2SQbogBUVeqQV7o4aqt5WNs9biQKIESNsbMQu+xWZkZm3PDrfs4+a6/1fb/vS87PV6w3HZWrqIxlvVlwe3NDXdXc3EpYV9/vIIOfZlKIHHZ7rDakxUI4MYeeJ48eo7J0JU4FYtFaeO959OgR+/2ely9f8rOf/YzVakVSFTlrxmEWp9g44seJ/fae5D3zOHB99YaUVOEQKWYfOfQHmqlFKc355Yqb65c8aRacPzrHkwgxcXt/TwaafqTvJ9Capmmpm5a27fDTxHq54mxzLiMKpVDastvv+eK3X/DBBx9yeXZOmGfOuorlds/V9S3X19d0TSdAwOB5+fIl58W23xBQGZrNhuXmjNFH7ncDi/MWrXSJoBed1VwyXY7rfXHx+13vi4t/6TqNl7+jN//uoU3Un0I8nCaGfo91jsWyQ2spTI6cjKzltOJ9IqdAih6rwFYOhXQonjx+zC/+7L/BNa1sIIcD93f3DDGWG8dycX7O2WZDipHcHzg/P3+HL3GkNB5nsjIOkFP1oe8JMWGsYbles9v3KGMAzW63Qz0IvzpqK458iodtf6UUKI019u9ROR+2H0/Jq4VnIW9pwmrRWTgrSaJtU4m/vq1ZmETloOtEY+HnHtUuhdSQOZEzc5a8lJwzOSVSDqQIEU2UcoMxJBbaYErYmDA74mlDTlkSa5WqTq6ah8RNpdRJNDtN0ztz25M7xll5XUEKMj/N+JLya4zBGhGrKgUpR7RWxEjJL4nEWIqL3Rbl9+T5QJ4PdPYcWxv+6LMP+eyTTzk/O+N/+6u/ZbsbsFpTOXsSwioyMXraqj3h4IOfJN00id7gmJlz7DRVlWOeRuZpFDKptTx68pSzy8cobTBYvu+ZqDHBPAfCPBKnnqnfMR72jP2BaRzYLDoyibubHdP+jtcvX2CsdBrlugC0dO8OB3mob87OqGrDzfUds/fCzVCK3f7AdjewXK4Bzdn5OVev3/D4yQVNW7FZrXnz6iVrt0HrzDT1wtFoK2IMxOjZ7XoqV5FyZBh7lsvFCWPftLV0VIb5dD0eRdtKiQbjWDAf3SI+i8YhzBNdt2A47KirCj8OXL1+xWa1YrPekLEM4yjjBjXhI5x1S8Zx4m9//Vucq8BWvHx1zfnjMw6HnrDbM0wTzlUsVmvabil03MOBs/MLPnrymNV6jdKG/f7ANEsoYdt1PH38jJTh6uVrtIZPPn4MSizQf/yzX0DK3Fy/4dU3X7O/39NZw93tjB9Gnj59zPLRJblu8Em6wDEpXJk3Ct8lMAWJSDiONt8XFr/f9b64+Bet4r17UFec8jaOxYaSQiGRmcaRcRjQWrFab9BWBJRv7SQC7UylXT6NE5WzNO0CU05OvjgWNpePefzsA/67//7/Chn+8//0nzBkzPkZL54/p15tWC5XTHNks15z8fQRfbGh1lXFt998gzaNbFw0TMOB0FS42nF2vsFWhs+/+JJM4vLRBYdx4NAXsmWYCFPC1O5kOIzlQSRgsXwSO0rnQqOMhAwZrclIQqhSStJgUcJ/MBqjo3QuylvrjIyPaufomoqqdrTOsOosl51isao52zQsWochMfR7KutQCA0VDTEbyPLATikRkgc0XdNQO8c8R1RMOGMgp5I/IpqYrDSr9Yp+OLDd71l0Ld1iwZySjHuUEsuuBm0sxilUEJeMVtIlMc5hjaWyFeTM5MWSeuxE2eIwMSqjVS4/uzo5LoTCCiHIaXQaJ5bWctgd6A895IQxmfPzFa5bU3UtH//gU/7211/w4utvifNMJmKU2GdDnBmGiC8dp5gSVVWTtbA8nJX33JqWlAPGgnEwRw8u0WzWnH/0Ge36EjAYJbHrp45d0Yx8nzBaVoNyhuwNh3HixfMX7G5eYbKndYqcAyl50UddXfH69RuWqzWXl49Zr8+o6pp5ntjNB7b7e5bLFWebFd2iYZ4iRhuG0TNNM4e+59D3PH36IUoZPvn0U375syfcFcuos1pw9cbw5MkTrl6/AeDqzTVn52uqqma73WFMYrFYopTifrtlv99jrWW327PZbPj69ben4EHRBkHbtrx69RrnHF23IITIbr9njKJzIkaWyyU5RtbLjovzM26vr2nqGjX0XN3c8/L1a1artSTqVhXGOXbX13KIqGp+/evfEoLn9fUbgVQpRdN1PH36jOgj27t7VqsVm9WKEDP77RaVEqvNhrOzDUpbqqalXSxAGWIJM6sqi1Ye4xqUsfz6139H9BFr4OLRJWerlnG34/5wwKXMan2Gq1u+efWGVHecPUmkGPB+Yk6CGtfGslitRfNUCur3Eey/3/W+uPiXLFFavftrZVTw8FQ+zSKw7MeBqq7k5j1mZXxndq91hnlmGnqcc7Rtczodp6wwjRAkl+dPCNny9NnH/OxnP2fa3nH94jl3V1ec1xVdXTMcRs4vP8DVDd4MTCpIJkWlMJXibLFCpcR+u+Xx5YplVxMN6MYRTYNtDOPuwMur50Q1c5i32NbQrmv6fkQZDVphK0fMCe3s25M8PCBvmoINSHI6t+Z35oVYayB7nAGjNVYb2sqRo6d20LiEU4GVSSwrz2YDT56csWgNTosuIOcoKvAkG0lKgcq1ZBIwo5XH6gzJM+8HVFY0qsJOPTatSDYx5wltNVoZIhlUpNusUMPAVKBpE4ARUWhWAQ/kbFDWYVqHH0chY2qLCzLTH+OEygJem4eenEWoqpQihUk+eyuFlcoBckSmSgmVxZ0wHEaMrkgsSGrJnCvuhpllHWgWmSkfOH+yYHH5Iz749Ak3377i1Vff8NXXX3MYRrTJhDAzzRF/THTVGj8HhuRpqloopvOINYrGamLao+pIYsZuFB//6b/j8uf/HtU9EpFuKRK1ojhGVPnf90gYF4W121Q17uIROXjGwz3DfmC96hh9T5x7Zj9wczugTEvdrlmsz1islozjyP1uS1awOFvQdg3rsw2uxNZvt3vu7rds9wdmP9F2DT/+8Q9Yrzf84AefocbXXNUV0zRzc33HJx9+gveReQo8e/oJX3/9LSlCCAZjGppmdRIfaq2Zpgmtax4/fsp2u2XoPUpZYpQR3nK5wdqa29stWjuWyw0pJa6v7wjqnpv9np/+9Kdszs549vgJ9zd3jMPA/n7LYlXos35GNzW2qZjiTMzSgbvf3dEtW56uVmWsKPHvMWiUtZJGPEa++s2XPHv2jKZpuDsMdF3HaiWR6aMfCNtEVUBdap6o/ETbLslaczgMTNNEW/QRZ+s1f/7nf0aYZ25vrhnHnlQZpgw+RZbdgikZvv3yBV98/TU//eWfYKNH+ZG5j8wxY+qaZdecRiLHYMSH9vL3hcW/fr0vLn6P61hYHEcFwzDQNA2bzeb0UP3HrE7GGJbL5alF93CGf/z3zjlQAj/66U9/yrK2/OV//p/5z7c3PH78mMMwMfY7hqZje39NWwe8n3GPHhFV4tmzD2kbIUJ2yw1dI1Ctu8M9IWfq2tB1a3x8w/XtPVXdUDcLQsw0zYKsHP0wY10tGgs8zjVkMikVfgeSAmqMFQHk8ec2Bl3GADItUicbbPABVfQMzmjqusJQURlFZXVBdjesFjV1Iy4NWwmEapo9lTPSCdIKlTUqG3KWh3tKuSCd5fFnrEEri8HSdQumOWCdIxd2SS7uDrRlnAN1K0CtmBXWVMSQUcTyOekSOS/x7FVVYUxLSpE4z1J0FotjTlL0yLUiYx9rFbZ0fWL0hPB2xGSdIyUYhkNpZyusk06QIpfOhcJYTRS/M23T0i3WfPbsA8Y/+ilff/Mt3z5/zpvrG16+ek3fD+TjGCtnVEqYYUTHzLJpwDYc9jt0UzP5SL1oWTc1zy4/5U//5L/lww8/POlFHupmvq8rFty8cRpjaz769CMWDXzxt3/FNGyJoxQXdzd3hBB48uQJ680GpRRVVcmoUGvqpqZti7hTWaZxou8nXr15w8tXr6nrhn/3y19wcfmYH/34x8LESZEUDI8fP5Y0U2XZbve0bUtdwTTNOOfYPNqw3iy5vbtmvV5jjOHm5oZ5FvT3kydP2Gw2DMPAUETaR/swSHR7Xdcsl0t2ux1aa4l4H0defvucy7Nznl5c8vL5C7qm5ZNPPmG7vuf5N9+y3+1olh3TTsYr19fXp1HCPM88efKEuq7Zbre0bctisebV6xuMs7SLjs1mw/NvnxNzQhkB7u32exarJY+fPKVqapQxxAQhJlwlfAzrDCiLWWnysqU2ks1kjCaFwDQNnJ+vIa/Z3d9RWc162fCoafnmiy/4+tvn6KrmyePHgCp2Y0XbNmAtfp7JUQ5yi8VCbObv1+91vS8ufs9rnucTSGm1Wv2TZ3nHB+13f+3h3x9TOW3Bhy8WCz759DOG3R3Xr1/z+sVL7u7vcMayvX2N9xEWDR9++AFGGWrXsFotTymeWVuJbK4qci/pmzEm6m7JZnNZoo8zWjmGIWCMEPjGqUSgK4u2FU1dy3ikuCqO4w/rnBQS3yFZHluRD4WeWq9w5YGrVSJnRe0qKpOpDKzaik1bs1l2dG0uJD9P5SS3Y54lr4Py0M0pAYmUBbucU0QhMfOqJKkaVXF+ccm+Pzzgfbx9YB7FcPM8n041zaIjxIj3ki9SVeb0uYkjpqTdpkhd2fIgjqBE/6FKEaCVCDi1Eo6HaGLiO9oUawxz9pKKWWioqohD52li7HsW80JEiMYCEman0QSlWVxs+OOzNR989gmvX73hyy+/4vWr19zc3LLb7QkhibJ+CtiYWCqLspqQB1QwLKsNMSk++PAD/v2//7/z2Y9+gavrd+irR27J93Vpq0mAUaLXidNEDp7KCFHy9uaWYXfP/n5PVVVcXFxQ1TX90DOOgoxvF0f3jbBfxn5me7fn7mbLzZsb9ts9i2cLPv3kYz794Q9oi535/n7L/u4erTX73eHU/WuaRvQ2UXJmVqslbVOz1QrnhPbp5+mEbDdGcXd3QwyiEXp4DU1F29N1Hdvtlt1uxyeffMJqtaIfRjbtgjTOfPPlV8QQ+eM//mNmPxNT4uzxJd1mxfNvn6MOhidPnrFebyQkbZp49eoV+31PTJn9oYcM+8OBQ9/LIcJanj17Rs6Zly9fYq3l8ePHfPDBB2it+fKrr4kpim5Ha+qmpeuWLFcrVuszqrYtVvZIwnBzfc3tzY2MKNuabfQiTNawXHSMZK5vrnjx8gVaaz7+5GMWqyVzTtjy3pIzKQRCCtiSPHvco733fxAF838t631x8Xtcx5PEEa/9sJMBnLoX8A+33R6ODH7Xf6+KSyXFTFaZuuv4yU9/htOa/8//8D9wffVa7IU58+jsnM51fPz0A8Zpkg3Q1ChnRJRmK6xzBatoGXrPNM9UruXi4jF9P3Bzc4fkOCX2e4linuZAzhLMprX4z6vKkax0CFLJ1bBGl2j0jFIaYzRam/JXgX8cxZbONFitUUmw1ipmtAOnFcvKcr5ccL7qWC1aFqvjw0ysmm1TFyaGKid6+Z4qGyFPqlyCaCW4KaeM95FIoG5aXl9f0+WFQLvKaOfoiKkLGrlpWkII3N1vqeuGrhNHyfHzqioHHOe3EYWB6EVfQZJCwliMaqSLkQMQhWmS5SHxsLOltUFh8GFgKiI8ZTTWCI9iGnv2hx1dvwBjcF2HdTVGa1xVoYxGOQMps3Ib1udnfPzJJ9zf3vHi+UtefPuc16/fMBwG9uM9wXvmoadyDV23IqDZPH5Ge3bGz/7sz/n5f/N/oz57TP6OIPf7zgbIQAQ0mXncc/38Kw43rwlDTxwG7t/cMB7EmfHkySPW6zXaaObgT4XVoutEX1OcUEM/cX+75+bqnt39nqaq+eijD3ny5BFdVzGOO6Z5ou+33NzccXN9y93dHWdn50VcrQjBoxSiNWprjJH7KedIip6zzYqYSjcuJ65ev6aqKjL5hAjXWrNcSnjZ3d3dqbN2f6RZxszlasN86GG54vGjRzx//pyqqWm7jrpr6MPMq7trbl6/5uLsjPPLS+7v7xnvt1jrSMD9dsc0zUXYrTi/uCClxDCOpJz50Y9/TFVX3N9vub+/xzrHcrng6bMPqAoCf5gmclJUdY2zlv6w5/r6it1uzzgOLJqKpqkZDjv63R0xzJxv1vh54tGjS65ev+J/+k//ifH+nto6zi4e8ejJY3wIVIuljABjYh5HtKuoq+adHKRjwvN/rcnc38f1vrj4PS7n3DtOgodFwnH9Y0XF8d9/t2Px93+PkuTQrEle2uUfffQRf/pnf8LjizV/8b//7/T9gdpEpn7Pm5ffcn5xKeI+o9hs1hhXM8wTuoCtpr5nPByK+M8RfcQow267J4TIom6Zh0k2hoVgq52VZNiUJalUWSXWySwAf6OO5MO36a9aK3IuiadKE3OUwiBZshFho9UKZ+SrtoqudWyWNetFReVEJNrUDSkGKYy0FUuuKjxUpUAnEckqgXllJapbW1VoNHEWGqW1pij6lYSGZYUUPTBNkmOwWq0AqBvH6IWhEUJkHCes1VhrTiOrWF6Tsw58ku8xjYRiKzbl5Vmjiz1YE3whoSpORRdIJ2QcB0liVYqUE5UtuRIleCz4uegzkFwWAo3K6MpgaqG85pixaCpXsV6tePb0GT/90Y+5ev2Gu9t7rl69Ynu/QzLLHKZasLp8ysWzT/jJn/wZT3/6U5r1RtSdvC2A4Q+huMilWPe8/OYrvvnN39AQ0X7icHfHsDuglaatJf5b7kURRx9/dmvtqWsxDAP73YHb6zt292IfffrkCX/805+wWS/Z3d9w6MWuent7x8sXchgAdQowrCrpDAifoqXrGlL0GC36gEXbsFwuef78uei8FJKCulkxTROHw0iMkXmeWa1Wp1HG4XB458AS58iyXRBTYlz2VM+ecXt7i4+RatGyOxww1vJ/+e//O+L+wH634+uvv+bvfv1rYkycnW1o2rYIPGtC8IzjTN02dKUr8M2L55yfn/ODH/3oZNs+HA7c73ZUIWJshXMWZ+sTzOrIjdnd3XF1dcXd3S05ToQYuHr9hrP1krPNmmG3pHKWzz75kLnfo1Vm9jMXFxdsLi/48KOPuN3uoaqpXCU29xCpm5bVYsH1vWDxpwfOrffr97feFxe/p/UwHfP4z9/99//U7/Pd9fB7ymxQNvfoPWESgE7wM5988hGr1vL0YsGrF1/z8vkrXnx7y+vnnxPnPVXb4kxmS6BbLHn06DEJeYi5R+fo6JmnmV1/YBosVrUcFg1xHkArNsuWYRz58OkT+r7n7u6uJKFmoh9ZLpZkq0+WTFvQ3cdNhegxSsYMddtSOUOMMKeI0wrijDOw6mo2raOpMufLmrNVQ7eoaDvHarXEdVYYHdFglMJYKerI0r3IKRHmom0wjqapULRMo4RQVc7g6grnDPPk2ZyfY6pKrLtK0S2XALTLJSEExgIlWywWLFcbxmEk+ETXLchEQpjLhyfjl2me8NOE8lP5rJKMepR0sJwVi6hEpAt+WtJhM1rn0wNgnn25rjQhTDjryCkSvMc4Cc7z00i/39EZizOWME8cdntMbjC5orLiWCGLJdbWAiM7W695/PiRCAn7e3KG7X3P7GHz6COefPQDuosPqM4uoelI2r4j1fxDaR0rIPiZfnfL53/7K+btNUknmCa2t7fs9we6bknTLU8ahv1+h4+RVV1hjCGEQFXXhBC4vr7m+s0bvv36S8I8cLZZ8Yuf/4zLi3Pmsac/HHj+/Fu6RcP27obbm3t+9vOf8/r1qxOLYpomXr9+xWLR8fHHH9K0FfvtyKLtcGvH/f09pEztRKQ99gOr5ZLaVfhpZrPZcHNzc+qCyPiuYhiG4oiKjOOIH2fC6MkKPvzoI7799lsSGZ8ii3lF3TT044CZDc8eP2PRLhmHmQ8/+Fg6EKYi+MR+19N1HevVGYtlxtUN682acRzRRmzrN3e3rFYrtNY8fvqEnDO//fIbXr6+5le/+mt22y3zPHN2dkbTNDx+/BijNeM4cH93S3+44/zinK623N9cs2prtnczz54+IQcvPJccaLsG7Qw///nPud9tqZtORkda9F6inTZsb+/IqjrFGxzfo4fci/frX7fev5O/5/Uv3XT/sd/394O+xAartMY6R1U3RD+QUqSpDc2TMy5Xhk+fXfDlo9eSlzGOXL16xfWbb1ifXbBYrJn7O+pmQdd1dCazsAkVAvWqIQya1/stNk9sukqsp43lKvT4YY8js6gk/vsYFqTijFZQG3lY1lpTuyJ4TB6FwhloGkcMI34eMNawsJboD7R1RW01jUm0jWLZOrrOUdeWurEsVp0o8VtXsl1myNJ9iEoRfCKjqOqGpmnoDxMpBUKUh7YyhrptSUGSF5uqQpuM0hZtLHXTEkPEh3gq5OqmpWkkmt6HgNMtUIK+SrKjZHJ44UhTbKZWYbUlJxl9JAqxNAYouokYA5FMSJJzIFBRKUZiLO4jJUwC5wJGGYxWOGMwGnIKTONA1TWQQinkxAAd5olAILuabCuyNmhlhHqqFMqAqZ3Ezp9dkrNm+VRRVSuWF89wy0toNmAbvDJ4FBaov0c203/KMkg34PO/+RtuXnyLSyNd17C7v2MaR1zd0K7WuHbBNI1vk29zPmXqtEafupWC2Y4oFXj67DGffvYpjy8vyClye33D1e0VQz9grWG5WPPsmeXy4hHTODFNIx9++CEvX77g8eNHDENPVVlCmAlhpq4sWiseXZxLtyNFVut14U/IyCynSFOLpmO5XHJzc4Nz7vR1DDQzxuAnD41itdlwdXtD3Ta0XYefJ25eX1G1Dd88/5Zf/vKXTN5jXMXrq2vG2XP5+AnffPONiCGblpgpLIuWMQRcVXEYBnb392x3O/78gz+nahr8LFklKSWePv2A29s7/uiPfkaYZ+7ub9ltt9SuYnt7S11Zdtst5EiYR/zQQ0o4q7AWzjdrVouOHGauXr0kTOJke/TkCVVTs93tWBlH5RzB+3Lta+LsmSdPqu1Jx/awa/GHUjj/n73eFxffw3W89I0xoGsZPaQZ/AE165IrkGnOGhaLj7i9XbC933N94/Ah8e03X3P1zcyLz39FVbVcPnrMYtEwTj0+Roxx+MMNNg189HjJ/W7P3d2Wpm2JC81tv6WqKtatLbAq6dp479FKk00m5IDNGRMVRBFTOufQyrNoa4ZhxqeAU5naGsgztclsVitW646mNiy7SuiFq45FW9GtWkxtSlqywtUNzsoDN/hZTh0iriDEQEYRE2QSTmusrUnKk1NEGxmXuLqh9p7tbs/l5SWJSAoRayz9MJ5OM9ZVYmqdpUiKMXN/v6WuhRGRsi/kzUiIHnLEWiWyC5XFyaIyunK4opuIOZBTBgxaG7RRYktFAZFjoFtd17RtJseMU4mqstR1Re0sRusCYks4o9HWkdH4nMkhkpU/uWCUyvJnasTFYwwGg6sywUcsjqbtpMiJs1xTWFTWYp39PllM/6nLR6btnm9/8xvefPM1NTPLj54x9Duss1w8foRpV0Tj8NOOaZrIZFwt7oKUEtv7Lbv9HmNtOXWfc3v1ivPzDY8uN0zTQLiW1rvKmspW7O4PXJxfsPn0MTkrPvroE168fH6C0J2dbbi7u8H7Wa6dHOnalnEYSrcxsFx0QKayMpJTWktnKwQ+/PDD02hksRAb+1FIfbTMa2fRXQ3O8ObmmuVyyVCgW36eSSlze33F88VXDBc9rqpYb8746ONPmL3n7n7L6zdX/PKXv+Tjjz+WbmXl2DQ12himecY6x5s3b5i954OPPsIaw+3dHZ//5jfsdhN9P6KVYrno+PnPfs5wOHBxfsb2/g6rFV9//RV+njjsr2nrCmM1bX3Go7MzLs7P+fCDp6gcUTnipxFdd3z0ycegNdv9nqrt6Jbrd4TT+8PANHu6Znkaxbwfifz+1/vi4vu4chLxoVKgDcZV1F2LZYUJW8Z4DymiVMQzsVprqqplvXKQNU8vltxe3bHf9ozDhBm37IYbkhZ7oUdRG49bOVxVc7FuuFsKdEpHgS6Jqr3FaI0SaAPjMJQiIxCjoXGatjKn1mxTVOZN2xBDR0xRWu1asXJrUgxsztZcPjon5cDkR1ylWW4WdF2NqyyubbBGCIKxUE9zTiy7VsYjORGCZ5p9SSU1hDAyz54Y5lOLtHIVMQrwarlak+cdddOijX27+SL2uJi8pILWDRFoaoP3E/2wF32Fc2QEuBRThFjAZ3OQUUsKRRqiUcW9EuaJ4IMUFLYqJyiD1rl0L47odKGFVlVF9JE09USvCV4TgiUnEdcmL2JV44pOJ0dSyGLxyyWZ14I2AhUTq61BaSV2VApzBDApgZ/BjIBGm4Q1Do0D9Ye1ZeSY+PJv/oYv/uZvuP72Kz58tMIVqFm3WhJMw85nUox0VcV2uxV7c85M80zTNGj7LuFxtV7w6SfPcFWN0gmypz94lDZihdaOME34KdMPkvvz4x//iPOzc6yRHJCua/joow9Zrjru7++5v7+jcxUX5+fc3d3hjCGWALz1akVd18zzTFvXTMrx7Nkznj9/znq9BiT/pq7r04i1rmv6eZbU2/tbjFJUsUF7Lc4OYwje82h9xu7qls3ZI7744iuWyyVPn31AXdesVmt+9atf8eyDD0FphnHkcrnk4tEl19fXrM82vHz5kk8+/QS04tAfxMJsND/68Y94+fKO16+vaOuGLz7/Db/6q78CEmfrJeebNU8eX1Jbi9NwcXbGxfkZmszZ2Yb1ainZIkbz/NvnzNOIM4rl2ZrlasUw9OScRE+FdKecNmjjcFpj6pa6rk+wseP78n79/tYf1k7xb2V99z5Qb0mZiowmFf1BxNiZqhYtgDMagqa5WHHRtaikmQaPNZb9fCDoBGgwCmsrcTIoTU5we7/m9ZvXrFcVF77m7u6O5XIlrgmrSTExjoKJ3u/35Jz5+NljPnh6KeOFuqaqKu5ubzFFVf9QS9IxSufDGqrGkXJkDBPL9YLlukMZRdIlf0ApstIYK3TBGD2zn0kFhnPSpmiDyQlwxdLmkWwET44Kg2UOE0llEumUHHkMVzvmpxxxydZaFnWHn0XJ7yqD94OkimqxvubCTcjF1ijETkpb2hD9xDyJLiOnRONEnf5wczueXp2rANFzGGPQWeFyBQq8nzGzoQ61iGkV5CxESOMqiIEQg1wsKRU3SiLlon+hUEGTIc2zWHNjIo0zOo4CiUsGAmAjtorgzPcrOOSfsPww8f/9H//ffP35F9R5pNIbovfSqdGK0c/sh8DCWMJ+K8m4jTBedoVJsd5sWCyX6NK9M3HmyZMLxmnm/u6auum4ur6hH2a++fY5xlWkmPnyi285X1+yXq/4+uuvWa2WJzvkzc0NSr9lVNTFAnzUUVxeXvLq1SuGYWCz2WCMKVonzScff8wwjjx9+pS7uzsOh8OJg+G9P0G4plnyZu5u71gtl6jdlu7xE/rDge3dPfMwYi5gniaq1Zq+71mv1xwOBz7//HOePn3KZ599xmKx4ObmhvPzc4y1tG17+vO6B3bP29tbvvnmm1NSq9ZLclb83a9/jbOKaZ7Y3d8xDwdWXUd/OBRiac355U9oqpppHLg4P6PrGrTODMMBaw3T2GOMCNtRitvtHa5uiEmSfgWjnLFK7ivjalyxnx9dI993cfJ/bet9cfE9XMcgNJTAYcIsB82hjwy9l+AubVApUqsFCo8ylpAjgQA641o5RanKEGOgq42crJQGY1Bai+WULKf5bOkWT6nrljc3A+GjswL80tRNQ4qJw2FPVQkO+cWLF/z8Z5+yWCxkrGBkQ1utG6qqBvIp+Ey0BZ5hHIkx4KxBq8zGiLvEYiBK/LRJihACBjlxYB3GiH1NNW85IzkZSWIMHhUDOQeynUjBk/WM94GQM7kkkc5zJGYJPEsxYoymqQy1kRh2RQI/MKSJnEsHIAbC3J8KihR9mYs3BATvrlxC6Yy2WdwsSiikXd2hssJg8CqCmdAqoylgrgBpisRhIvY9KkJlHU1nCSlinKOyMubq+xGqBhNmmA9YAtotMKYTsJmyoGpQTnQhKgr0rLSTu1KcoCIguSMxHNBxiwkNpm4h1+S0IpslSksL5OTMOeXqHP9eFf3JP1CJ/B8UKA8Lz3d+2+90Tv3Ob/AAw//g9fG2LhcrNxxuvmF3/SVxvqda1DSLjl0/MPuMmgNGaWyYGG5nQi/ZGoeDR2tP2yw526yATG1MKfI9xijGELi737Pfe3bfbvnN51/x/NVr7nZb2kWDcZoQPT98+iG//OUvef76JZ/Un1KrhnmG29ue/faOn/7kR6y7jvaDBu89+8OIMZWgsa0RjUQM4s6ymqarUSZyc/eai4tLxvnAYtVyf7eVrBypK/EhoJWm3/XEOTD2IzlkXusb0S8pUG3Ny/tbFIr1MBJnz9Wr13g/MR523N8WS3kc+eDpGU+ePKZuWtarNZumpR96Lperks9T8+bNG/yh5+U333B/f4+uVmRleXN1xTCOp0Ji18+M44ReL+gqw2azItmIs5bVekHlHBjNFCPZWLbDyG+/eU5dNzx99oz99h4/DWijmGdD3+9p2gUhiTBaGQmHbJ2iMZngR2YvolxrFDFTgIBIho7WpUB5v/45631x8T1cR7rl0TKZswRdeZ+IUW4IrRwqQZ4CKieMBowmWxGCQkkBtAodNSZQ3AqFUpmB2pEK5bJtKzlJK03diCWvbdsH0J9E33fURTWf48TjR+coY99hfrhs3z4gSpRmJoGxZK/JWcvrzKnc2IrKVRilJdQLjdJv01wLcxPv0wnsZawULIdBOilttyxix4MEpGl1CuSKQUYZU/SEEHFNfcr3CCEIjCvKjqwUxGOkTM5ooGnqMvpIWOvIIRJyxGhLu6iZfI8PI9F7rBFniLOWkDTzMIlQbmGlqElBoF8B4pyZR4EEpRAga3ROWKtLwqoueS6KcZxQw4htRkk6rSu00WTlMGhQDq1lJCbvV0ZsKuW9T5zswyixZwq1PaJjhpBQaiYlxEmhNFo7tHFgnRQbp4Cd4os9Skd+39f+P1B0/MO/4e3ryJlTOJtS8gA57G6Ypz3OKi4vL1ifbcgx0rYOV1VkH0l+Zrs7YJSjaWxx9ogduq4aXGUKnE3RNg3bu1uubu558+aOr7+54vMvnvPtizfMKQmkTGlcKzbu52/esP+f/xd+/KMfM0webStev7nCKsNysWJ3u2XcHlhvlszTRIiSkuyLQ2mx7OgPe0L0bNZrFqun9DGxWLaEMNF1Usy/nkf6fsTPoWh4pKOw3+3l3szy3vbDQFaKvnTdjg6Tb7/9hnEYqesKpSQUbbFoqGtHSoGzzSVKJfbbO2pbc3t7y3q9ZrVY4Jzj66+/5svPP2fY70khYJTi9dVr7u73THMsAWeO882axxcb2q7j7GxD7TQpeqboTwFj97s9h4N0LF69es3f/d3fYq3jP/yH/4A2lhfffguI7bzthHXj/SwjXKVw1qB0JoWZ4eCJKWNdTVU5xnEkZVCqCD11ofW+X//s9b64+B6udzgYqEK+FPqlIKNVEQq+yyM4zhYfYsWPIKBUEknRGq00CYWOmZgzPkacA1fV5Ayr9RkhBJqmIedcIsnfagNCCJyfCxAoK336s49/3kP+xxFik9Tbk+nxITCNE8kKpKipKoGUZcF3H7/PsXDxvhQHTtqyIQQmPxFCYLfz5fmSCGQ8SXK2dcGUK4V1FeM00XUdRonLQ2kIaSYkiXGW8DUIJV7eIKmtIM8wWzo+ghrPjH4WDYZSxRIKUxC3yDxPotrXDo24RSJAFKdIKu4RYwxN20BWEgZFeAtnywmNOHP8PNMPA9pZXNNiXMI4sNahjcRqp4I/z0rEnVlJEkiiFAVwAoiVOYvQEWOQ9y+NZKWJKaGMxboOQ5ZdRFlQulAj1Ol7/T7XP7uw+B0vIoNgz5XisNtye3vLPE2s12s++eRjNpsNt9fX5IzkZYwzwQt3QVdOBIXVgrqpWa5XZAVNu6AfDgWUpolZc7fr+c0XX/Pr337L9e2eOWRMVdEsO7JRzCETU8CPI1PUrG62dKs77rc7Vm2D04p+NwnXRCsO+x3zPEkXTQs3pnaWZdewjTP73Z6zzZKmsgyjL8wVuc+323uappbMnEaKYHG6hNMI8JgIfBzJTdP0tguYM9NhJPjAOIqNOhfh9HK5wlrD8xfPCzjPQbY8f/6cp0+fnlDjNzc3vHr1CoDtdsvhcGDofUkADqe9ab/fsVk2GGNpmwbizKE/sDg/o20W/N2vf81f/uVfMk8zx8ZZ07T88pe/5OLiEXe3MgZyrsKHgA+eaZ5AW5TL6Pz2wjDGMAwDKQPK0B8Oci9og3MPaL3vq4t/0XpfXHwP11s8NdIONYa6blDLJVPe0QdDmAIqBfR3WswP0dbHf1ZKoc3bMCS0JmVFUhEVM5WtCHEgZ4Wt6nc2roeFQ13XJ7tb27Yilirf97hieTA/zFoB8AGMdigrVM+UMv24ZwLapqatm6LoFlWJfCEPYTQoU1r9qnQ3LE1nUWRSDOJnz5KAqpVAk4Kf8HhSTtR1zX6/J6VMSB6NwLxyOY2L40MJo8I5UoykIJZUAYMl+n6idnKyHccRq6CuDHVVoQikOBO8J4XIcBgIMdK2S4wVSqrW5nSqDjkJGlkrqroS6URM5OP8mJI9k23pYEDwXmyO7kCmosJhjZP3Ey2dBS06laODRSHkT/kc5K9KSyLlEV0e/IyOEW0VRovYVGUnHa5QUlCtdLzg6Ob5/V/3/5Do7ncXGH//15SSTJcUxEL6/Ouv2N7f03ULPnj6mMvLy5JOK72d/X5PP3lilvTenCVPpu06FotOxm4x4GzF1m9Pibq3257ffvWKX/3ma95cb5kjVNWCdnPG8mzD3f0d2909/ThQG0szZeb8Nc9fvuHnP/0hm88+5fxsRRgOWKtxRvPm9RVKZaxzovdxBlJgHnrayqLWK3TOxHkiR+GfOFfTHw7c39/z+PFTJjsTQkRrK0GCVWb08QStcoUy6kv2zFGkOo4jtRZ3zDhOlC2CYRh4+fIlh8OeEGaquqJyNcHD7e2tZA/lzKNHj9hut6eDxDiOJ31IiIFpHolJPq8p+gLlkiTfGAWMp5Xj88+/4ssvvqY/TCU7xXBxccFnn/6QDz/4hHGYubm5LQcmWzoVutz7lP1K2mopxVMBpbQhBM/sPd1qLbEFDx0k/3/qwv2hr/fFxfd8KQCtxAbXtujQ4XtHOWue5tfHr+MN/10Bk4R1yckbrUUPYMUe6WPCugZXVWWWzsnvf1RbA6fN6TgqecjtP76WYzFz/POPRYaPQeyYWmONIQHWVvhpZBpn5lbEiZlMzElOGMoQcyaFMkJxmhAjYfLS3QiByjmMq8h5IpVwpJwiKie0cSxWLSjQw4FxmsgopsnjrMCRKG10UISU2N3diUhMKYySB7W1poSXeVJ42751zmJMJudACoEYZsIkG7zSiqqpwWjQBm0sSmlSlJ8vpkhIoo2wToqqOEWMsyitiRmZHRdKKiCnspQI08xsJ7Ie0MqgtMVYwa6nDJmSWFv6FpES9lY6GUe9Qs4ZYnGjJHkvtJHEV1SGIB0upQwYV8YtILLgYr89vboHu/PvECT/U9d3C4x/sLB4+Msl7ybHSM6RXYk4v3nzihQljOyDZ09RStP3O7z3xFjyarRGRVBGMkiyVri6om4btLPYyuFjIqMZp8Dd3S1ffPOK3379it0YSabCOsv546d89OlnXDx+yvOXL3hzdSXuiZgZ+z2DhzjvGceZ3W7LxaqlrhzzPDMEz263pWuqkqabBWqWI34eqWvHsmuYpgFrGhSa87MNwUfWqwXOGH78w884HEa29zt2u73wVrT+e13MGOWhG0I4CbFzzpgsHc0QAilJ4dEfDuwPe+Z54vLynJQSV1dXaCXArhACthCAr66uTiLPo7h7OwZ2/TWVs/iUSTlQVxVt18i4MQVC9OVB73j58g3D4Hny5AOGIi599sEzPvv0M2JMvHz5kmk+0HYNbWF2dF2Lc+6UvqzKASWmxHw4SCKqlnukbppi635w/Zdr6X1t8c9f74uL7+EStX95ECg4JmKpMh88jknk1P3294QQREdQHvJHlXTOmZg1zglMKqREymBtQ0bh00zdiC3V+8A8zycnxcPvf0zLPCZmTtNEVYqR34VEjzGexjK6jE+0NlitSGSaukWjSIkSBifz/Kwjxti3I5UUcYVCmcrs+NiJUVrj/YwPseRuFMrlPDP5mXESxTxaoa0jZhkXJIooVmuJS8+ZlAJN25VUUgjzTAxeoq6HAaMyriQ/1nUNWhGz6DGckij3MQmmu6oatK2kkDMWpe3J4hizdChcZfGFNGqNxtgWjaRLGmlZYZ1DG4vTBlu+VIaUAjF5fJjQ3uGURlHxVhOhQWXxFmVOhQH5mGpb4tNzJqcIyHtNCmhTAUnAalmRjIMoP4PSUnRJiQE8GLn8vrfo7wo/3+nQ5eO9cRR3JnKc2d/f8+bFS6GmErCu4oMPnrHZrAmFoDlNE/t9j8+ZZrEia4W2FmUdbdeyXK1ouo6qckzTzDiMzCGx3R348qtv+ZvPn/PNy2sRX7qK88tHXD57RtUt2Fw+wiuLaZaEmNj3A2Hsmfe3LGvNV19/zfWLb/ibv7A8ujjn8eUlXdexOb9kHnZyf1jJHjm6IMR2bYoIUeGspmk69vs9Tx8/IsbMOAxooGtr7u9uicGDqWiahnmemef5dFIfR+G7pJROuqrd7fYoNioTM8Nut8NYw3q9xgfP/k6KI4V0L4/OlNevXwNwcXHBVEaP4ziSkqQG103NtD+Qc8Y5w3LRUdcV0zQyHHbUdUu42+LnQPABt3I8/cEPefToEVUlcfXb7ZYUxR7fda1ko1QV1haAWCUFBqc9I5NUGa+mjA+eGnGXqBjJNp+u2PeFxb9svS8uvodLHtDIibqEisV5Ztrv5WsSxX8uuoDvZpUc254PuwjK1KAMqYhDlbFoUwmtUttyeqjIyjAddu/MakOQmemxeDkidadpOsWiP1T6H4Pcjieluq5LMSAujZwSCo01DlXJSW2eZ8kHKBoHdQw/i5w6m1qBUwABAABJREFUNyHGIlYtp38fCmr7CA/y0nVACgmrRNsRU8k3MaIbaNoOUkKpMoBRUspBws+jJL2mxBgCh/2OlBKr5RJr1EkDMc0TTddKUJtKQoIcI8RInAO2ohQ0UtDlozgXoQhmElkp6q6R11K2OD9HNBljLcZVGGtxdSXBWdpglEaLaIVccltSiqSc0SmLgBMF+m0hdhw3Pby+Sqxc+YXyf+W/T5RrD03KmjwbyKBTRrsGZaSzkbO4RuT76PL1f7xV/0OukON1893uxbFI/u7KUv2gcgIiyXu2tzfst5Ks+WizJleQpgNhHhmGgcPhcNId6Hz83paua9HO0S1aVpuNZMcArlLsDz1v3tzwxRdf8ZvffM713UjKMppbbzasNitu7m/4uy++5O4w8OlnP+ajjzfc7/aM4RXXV1ekfqAzNY1VHA4HdncTbbsgvLml7iaeXW64vttSDyNN2zCOA21bY60mpcgcE84aRh+pFg1hntFA5Sy6MvTDUDqSSX5NwZwl2OwYalbXb+/VY+G/Wq1Ee9L3NHXDZrMhpSAgt6aSuHpjmL3At8ZxpLc9dV2fsPneex4/fszhcOBwOFBVFX3fUzc1q/WKBExeipvFsmOzWeOcJSbPMAxoo+lqiT3QR22YgmHsmefplJx6pG0653BWxoXGSKaONTKuDFHGH94HtBMralVL4F9KCaPUSfCuyojyfXXxL1vvi4vv4Xp3nCGz+BAC8yyixnzsbCiZLz4cTxzzT47jkeMNqWxDTIoQU0lLrVDGkIIEgBlbYauaNM2nUcjD8caxyDgmw8YYCSlTPSADwruFBVC6DxmtLFr5EmaWiT7KqMNATkHQ3snjlMVUlpDkoZGLsjspLYdyK49hpRQ5Ii1rpXGuLoXVJO394xjIajSGlDPGTChd5qyF+ilhaEhBojOb9UYgXYU/EHzDMPTM3mO0wziLU9IJcU2NTR7lI8RA9IHgPdYYjDLi6NBKyJ7o8rlIdH1KucRWy7xfl/dvHEp+TUkrO37+SiewIljTWey0IcxSWGkRm2pjhViqi0skF4eHdjycVehc/IpkgbUhhYY8okGliIoB8kw25TrImZwjORXbs7Py+eFOo7TfOSL5Z6yHBcSxOP5uN+wkCOZo6ykdjJiZh56p33PY3jMddnRtS+cklvzmzRvCKA8/ckZrcQrEGNDOiUBQZUzlUOVzm6aZ/e7AV18/5y//8q/59tvn7HY7+jETU0ZpTds2aK24u71hv+v57W9/w+MnH5Lx/OVf/DX7eSBNA36349mmoXKaGAwhKK63e2ydSNuRvh/o7+9QKrNcLKmbmrqzRBRJKTmFawvaYbVmDhJqJ9oKzaJp2W53pBh4fHlB3/dcb/vT+7ZcLsk5i76irhkGSUA+sl8qV7FcLmnbFu8nyeWZZ1KKVJXD++mkpTrqKo57gVLqVHhM00TbtlxcXNBEEVXPPhBTwhrDarVksWxxlaFC0XUti0VH19WsN0tCnLFOk3NAqYyxispYcnGh1W1F13W0bXv6qhuBZQUUsWQFTfOMCVJQWVcVrdPba+g9Avxfv94XF38gyzmHWSyYYssQanywpOyRaG/euXGOBYbMT2WMkXwgoUobsRKBZAJnKzIGpZ10NfJbyNTDm/A4Ipnn+RT+I7PreBqTPHwQvJuqKZHsSsl4JBJJiRLXrkSHkCIhJLJx1E3xJIgnV/5cH95qBpBTuZysEzEJhwKlMcahdBJGRYiSYgpoJ2OJmMqJ/QizyAKfClnIm4e+x88yk7ZKNr+qcmWckCT7w1qMswQDZGnD5tlLmFnMp2IrK0U2mhDlQQ7iRPFe3C21q1BkOX1ZJ2Ma44ghEGKS9+sYiZplJnSMsIdUugeRGIJY8TDSfdIadEafgFqmpIOm0+vIp3GC/LpkyGiSKsVbFjiXuFcCSsnPpgiQLJ66WFUzurTJ1e9BGffdTf9YpJ5eM/IjhFDkLEJHJ/qZVy9f8uLFc4b9jqa2hKnnkCNX11fc3VxT6Xw6tUuKryVrS7tc0i4WRKfoFh0oKcL7YeSb58/57Rdf8O3zF2x3omcYJkXICucMTV3j/chudwvKMg89dzfXWNfx4dNnnD29RMWJ/9f/8/8B+RFt2zGnQM6Km22PaQyuWWD2I3EMUijWGacsU4TkPa6yYGoimjFkqlAQ91LjokAgczGK2DNMzOMk/5w5aSv6vmcYBuZ5Pu0P2+2Wpmlou7Y4r3bFfpqIIaC0XN8xRaHw1h3ONqfu5bEjctwHjkLJnDNxnqUjVMISF6sFxmiGsS/d1xmlYbFoUSqxXLXEtERrQ1UZ2q6SfU+bk1ur7VoWywWLxYK6jCedFTS6RkvG0NEldbKzU5xR6R0c+HunyL9uvS8uvofrocsCijXNGLRzhBOtUYoG9eD3HL+ON9Wxg+G9J5Kx1XGem1BGycMBqGup7GPMGONwJv7O13EsXo5ukpzDSVvx3aLi4Y2dUiKXS1GKjLdtSTlRaHLJ2pDXKxa6U4sUTt2U46hFRjWA0iebnS5FQ06JFFOBRcWyMWm0sWXWLA6JeZ5ELZBzeTBmDvNMTqGEsUkxcYxcNyqfiousYPCDQLvmGTVNopBH3D3jPJ0C37KuRMyqJNHV4wkxYHSgaxuBBmWZCwuOPIGSlNOqqon5rTg3x0hERmIqCaXT+5nMhE0aVwkkTReHjdZSML71oBQdw3G+nhOZJD+/NqCPltMy7siRHCVALqdI1jNog0c6IEoplNXi6HlHf/HPX8fr57tjvncFeEc9qpLGDDD3AzdvXvPll58z7XecbRZ0TU0MM9vbG6yxrNZr6pKpst/tyMh7autaLNVkum7BYil5FLvdnhcvXvBXf/nXvH59xThOhFAKtRyZhonl8hxrFdu7e1KYsJXB+5EX337D/uB59uxjdts7nl6sOd+seHR5hjMZ3bT4qOiHgSdPLqiXZ8yHK3IWNkrIO6YQOUwTVV2hx5kpyKhUK0Wa7emhqwA/zwz9UE76mqEfSUms4ybnAsMzp/dyt9u9E3Smyj1IcQ8511HXTrRH+m0XtGkaFt0KhT3d3zHGE6Xz+P3HcSxAryjul1LMOOfomprKOVKKGKtxVUNdV+jKcHa2whh1sr3nHJAaJokFvato26Zgvd1JXyFuEUXI6RQ25/2MLt1C0aiZB+6QhyJ4qS/edzL++et9cfE9XMcL/2QD1RqyLqdLeUBrreWESkS4C/JAFQGT2DLFpinFRdYGZSToSJlI3bSAjDdqa8UBoCXenFCw0g9G31mJMNFVDcbVMElK6PGBf3y9lA1Hbnj5tZgSxkqiKEfqgkK6DVqjsiYpcUWkJLkcrgBu8lEHUDJDjLGiczCG2U8C34oRHzxaZdqmxuhKTvOTbJohyrhCJAIyl1YKFosFudj0QgikGLA5ylhDa3KMorMoBL+qcmhEHzL7magEwETwEAIhRrpi150mgVJpJGzMGCegr/Ke6yhunWmeCVGKKeMc+JkUs4j3QiguGUGCp2NBqcQmm31Aq0A0AWODWCWnEeMcOktYmvAujsUTgBJ9Bm8/YiUfMArRdJRHeLmGIIWIUkLtlOtIk02FPODDKTgtKxHC5u90MP452/bDAuOhbuh4X6Sju6c8WHMO7O5vef3iW2pnePzRB6wWDcNwoJ8Gamt58viSHNaEaWAae1KMjNPMSWkTA8PQM6ZAVXDtX3/1nL/+1d9ye3dP1bRkdc92f2CeAjmbMpKQn3ccR0ARvCdkxf5w4PmLK8bRw/PE865Cp5lKF5eNdYQ8kbXlg48/BddyM29RVcN237Pvt+x7AVpZZ0peT03XdSyWHb73rJZLSfOdIyF4Qkjl89bFHaHJUbpyMl9TGK2KmNKRC9dlmieGoaerOhbdAhQYe8wLsmL/Lh2JqqowRjONnqqW12ONYbFYsN3tRKtUildXVehp5jCMxJBwxqJSxlnRM/WHA+dPL1m2Fa6uca3oPZRSDH0ve1MI4vxSFdbWdMuOpumomxZX12jr5GcuQvEYZQ8M3kuujwrSoCzFhXMi9o7heG1pUJL5c7SAq3LB5n/kqn1fhsh6X1x8D5ckZ8oGHcvpPgNBQ9CKrCxgUUlDnInlZKCAHAI6RQEJkUBFlE4EHZjnLVCzatYoNePLzD7GQeyMxpCZ8Vo6GgLqKgWEUwRTobsFc4SJTFKaaZbTqzXSHQh+RuWEzVJc1MZwGAdsndEqkeKIJlE70VgoFCl7nBWB3TD1xDSRNaRco0oGxxzDKVJZNgVw2ZCjbFx1ZRnHgcN2KC6SokUposhx2KFSghSprKGpOhGjISe/FGXEY1Um+RmtVaEVQs4RYyXGXB7U4pjI40DMHltlYlLoxoFzzCmTscRJY7XCasjJk404dlKqGKdEVBpdS0CVz4k0T8SsSNoIp8JqlAFMRmK+k/z5VpFwEDMxBJKbSUlC0bSuUSqis0VlgXe1JWvi2DFK6S3BNedcpAsKnTN69iKWzfIQz1phKoe20gFKCqy2LOYOFTLaR5QLZFOhqppsAeypjFT88zeh31VYPHQrHfNnFBEdZ+b9FX77ipWGp8sNu909zB4mT552OJVJKvPm9ophmGQ+HxM5zIzDzPb6lqwNZrrApBv6cea//OWvuLq5Y7E+4+ziMTeHmWXUvHj1mjj2GJelaA3g3JoQZ+puwXJxxmHy6Lri9nDPchi4vznwwycrHtUBHxOvDp65WnC/DSwuznE6Ml9VHLaWFAwhJEKfmEKkait2h0Q69CzWhqW3+DoyBo+1PUr1LJdLlLLkAM5ZPIndHIkpUVvpVAwpUVUVVW3omvrUdUghMjMzR8e82wq/JgVS1BgrrrSz9Ya2qfDeM0wz7XJBXdcsFgsAIpnVZn26nkKShOR2MIz3z0n7gDpMBLWjO1uS54lhHAhKQduhugURQ7tYE+ZI6CeiD9S1AyPMj6p16Aq8sShTo22FszXG1qAdSTYM0jSTJ49FUXVLXC2OuBBC4bm8BXoBxVJfQzbSuVOKnGWUm9Wxn/l2vc9WfbveFxffw3UadTwokY+4WuoKnCMqRSwny4fgKuAkunoI0rLGUFUtWomF1KZEVTfl1B+JaRQLpLVgKhQiMswkclLUroIsoWBKGRZty+0omN6maWRD9LP467OEq1lj5TRRxKCU15qTpHTC2/GOPOQUIUYhFh52mGlktdpwmPZUdVseskXLoRThQZdEyJ3NqU0akycWuFbO0rHx3mONpnIWY2TDUTlT1xXOiW3NxgmSdG5SSszzRM6RqhZRpDbHTk3CWIF4afG1ymlNG3xIhBgFVBZlZKOMwlUOZQxVaUfnMjRPZHKQ/uyRO3D8OeZ5Po2ijoFUIQQC06nQOnn5lcHaSjZZUvk5YDqmwD6guP4uYdvpOrKijfExEEOiKgLH4yabUKTkUcWRohEYmYx+gpBRlZV287/0Hvgd4s6jrihnilUzE7yMObqupdGKm9sbghfx83a/ozaiOdjvDySlGeaJcJBierfdM4wzh0PPME3UFzuq6jn9MPLixUvGyTPOwi05W69IIXDz5jVDjmijyElSe1WGpq6KFqkwVhALZAyeuq15+uQp1him2RcB5MRy2XG2WfJ3f/1fqDUsFg05b8RFbAzDNHJzdyfmHw3z2NMT2QdF3w9Y6+i6tjjAIlVVY8x80lWknEjE07Xz0CVyBGsZYzg7OyOrlhhldKEoOqQQ0Fr0F7vdTpxHVkICSZkcohT5VU1dVcSU8H6mto6qqrFYFl3DtX47vpimieWyPek05nmmiQ1N04J+a73OKWFdhbaaqpFgt6puUbb6ToR6gXAZTYxHTYW44rque+d6OopQj/fAMTW1qmvphuUS7Kje7by9X797vS8u/kDWyRFiHamAluTXtIj1UwnNMhrvA+mBTREy0ziQ50jdNFR1Q06R4bDHx0SICR8SzjoBdbUGVUSYcNISok4zzIzW0gaO4SjoCpJfUQSGRmVUDTmVsYwvFrgQoWwcCemOnBwmGVKMuNoxzTNpnGjbjmmaJW79SBgtNoq2kbCn46bhXInG1gqTFTGWTS14xqLLSDFIu1/JRmq1EBJBCpV56MnRn3QWlDbvNEn7GJJoYBQ4JcTGMM+EUULTqsqJ4DLnUpxBDBGjShBYelvwkUErLYyLkqeisntLUoWT1e+4OR8TXI2tyFZopDnF0gaeixhXFQyysCpSfusmejhiePjnyAcguPEQPIlc8khEgX/6bkdxqfYySsmq2FMMOcwkpcAq0fScznn/8o36u/TZk4PEB/w8MR+2jH1PrTVffPk5fppYLhaMkyTkmsoRYuIwjMKQqFru9/dkEnfDzNXVHfvDQU6r82sqV5GziGkrJ92cfr/lbHPGYGHdOuKkiEHGjqtFhzGG7W5HU1cYZ6mspa0rMmBmzUfnCz744BnKD0zzzOxhHCY++/Ef8frFN6g442zi0bNzftB+yP5wYLvfs+8VZ+cLJj9z6HumeYY4MYxyeGjqhLEOf78DYLmUQnO32xWdYiYjSbo0qmgsDPMsFtIUsyDm1dtxhnwldE7EFIhBsm9MEcCGEIp4NJCiRx81YCniKocu/BZjFN16wfzkkkO/BSX21mPN6P3M3d0tSkO3WOCqCpMVvlsyL0bCLJor4zTGuRP35ijIfFgo5yyZS0dgmDGG6CP9Yc9isUCRGfoDMQRJilVKsmLIsFzAUeCtVHEhSXGhHhQZ75qj3y94X1z8wazjTXkUIR3niNlL5LAxuijnMz7MeD8zz/50w8VkUFkX7DWEMDNMMycXB8JNEGtmOoFojo6FEETzoJTcfEcnii6CL4o9MAU5GXk/y3MoZWIMZF/AWqW4qJ3ghlOKJ+W5uCGKSDUnpmlkt7svcK+pvBGglKjR60pIgCIiG07WOMio4iQ4ivb0ZlNmxkrcIF46GTFnpqIvSClRkU5QrSOFU9yr8tDNxJJ3AnHcQ47MR4tujPShZ/aBkA3aOnkfjMZWpsz3o3Qqkgg3tdGYYhfOKTNNby28xxPaMUvlWGSEEDC2RhmDMUqQ1ghsbJ5njAUMghunjNW+I/h92Lk4drqUlmIhhkDMWTpZRp1cCbpstEYpQo6o5IXDkjQkdSpGtNIF+HbkX/zrm8nvdFlyQhO5fv2K2zcvub+5IowHaXsrxd3dPbe39yyWSxbNGf04sOt79vuR2/s9v/7iG3b9yGp9wd5ndnN5m0bPHDK2JAH7ScS9l5s1P/7xZ1yuO84Wjs+/+obXb64Zhz0pTizamtoqdJxBQ+1qFo0wFlb1gs+enLNZLZkOAq2qY8SoCUPm+uW3/OInn2HShEU+23SY2WxaLi5XVE3N3f0du73g64XTIZqTqBT9JJqdnBJTCIyDYOe7thUsfglASymjOl0yPTq0NkxW2B9yeHhb5GstELdUDgohBExlS0GqaFqxfc9+Js+Zylm6sxZnLftpJPiZEDxtvebR4wtinFgsa2LyOKdYLLrSRUmScxQTwzhR26o4RRq00rjKYKwRy3cl13uG096k9dvrOaX8TvEd08Rhv6V2llHlB3shpUBx8v74WVxeOpy0G0oLw4RsThqM9+vvr/fFxR/IEnF/lnZ7jCIONJopzKei4GgvM0aRkhQbRx6GtuI80Dpzf3PF5APGVTRNK9joEIXTMCmadkFMIoqSB1yDKs6NGCNJi8vAWUNM8mB1Vh49MUVRsAePmWUsoFQmB3lYxhRPp/d3VdvF+pgzMXrBXPuZ7f0tT548Ey3H8WfREoR26AN1yUKRNq4nBE9MsZzcS0FTuifOObquIYWGEGbZlEIgzDMpCdnUxAk/evq+ZxxHjBHQjnVSaLiqMEDIdIsF0VuynwnjgFIQJ1HWO+uwVUXIlM8snQowrcQ2G3OkRIDI61WarmtOoLIjbdVaeyo0jiMkKd40qqqwRsihKEX0HoWWTok+diveCm8fjtCOhQUUy2eOAgRzBkMp/LwnhwBRNBdK5nAkPUpYFGUEQCJrYT9gRKQrJ0BXBJ5v179amZ8zYey5evOSuzcvqbRiu9/R1o5pnHn95g3z7FmsNtxtd9zeXjFOMze3O7558ZrD6JkChF2PjxnlmgI741SUS+CWx2rF2WrJ47M1m9bxRz/8lJ/9bMuvP/+S//IXf0G/u+f88jHrruH69g60oapqaFt0XfHko894dLFh7LcMhwN9P3A4zLRNQw4Tv/z5T3myaQkz+Hlit9/TtY4nTyQULOVE4zRPLs85HA68fPmKOdpTsRmSoPFDTOwPvVA1jXz2YZ6wJRwPFMcmUNctTq6OEKRYTvnowvKonBAwfRKmRNMwjT3ee2ptiGWcQs5YI9k6pMTQ99ze3JBzpus6Zj/QLZacna/QJnHo95LV4hxV5ajrBmsd0+wxPuIsWFeJYNM5co7iGNOGmGH2EZ0DSkeMieX+ls7eMIib5+Hop6kq+sOeaZTidp5nAfpVwvjJMTBPI6KvEE6MtVYAdjZjKv1W7Py+wPh7631x8QeyRIVfzH6lgo8hvBPUI86KdBqPWGtISZ2+w3jYn9qrxlgRO5XMjzlESdhsa/rDniN3PwWFZ0IrI6mLwZ/GJU3TcHt3UzYCoetpbZinkZQSQz8UeM9bq2oMUhgd2/0PUeUpCpdiHpIQO61BG8P9/R3WVRzygfPzS1LKWGcxtuZwONC2TfHWJ8EKzxPTNJxa/znHk1Zhv99jtCpRy0oYAM4yz2IltcZSL5cne5oUbYmUQ9nQRRhnrSVH2ZwPhwNjP7BeLLCNxcaMtjXG1TikiGiaGqs1PkbqtqZuGoZxFOFkykzTiHUOU7DMdV2fwER1XZ9GGEeeCKrYSmMU1DMabSRa+mgbTTGIVqdyJ4jQw6+jDuZIbpT02tKFypkYYrHzygPBOoc1trTMpahFCSMjZUgqklN4W6g5AXyh/+Wdi4fW1BNHJSemfsv25orkJyKRurLkGHn54gU+JM7OzsUS7Gdu7w9cXd/w8tUbrm63oB1ZWaZ5xhaK426/R1loqgpftBRWi6MihJmXL55zvllzdn7OBx99wh/90R/z8z/+I/7jf/yPTPPEo4s1KU7c3t0TswcLF5drWmeZxgO7N6948/I5/RSpz5/wi1/+KT/8wWc8WlbsXn9NZUE3lovzNc45lsuWppLRijPgZ09tFLWCm704tYZh4O7ujqHvZTyRYb1c4KxlHEf22x1NXbPZrMlJHCPOVsSQOfQHDvsBPwc8kZBlrOnnGWs1dckdOnZIjx1CrRVVKXRFs6FI0bPbTZAFP/5WG+PROrFad4Q4oU0+WVCP+SMhRJzU3aIBU55ELxoeY3G1FOnKGUzlcK5Ba1OmGIpQgHQ5i4srlFRi6aBJsTvPI7FkqUioYSBFRQya/e4eN9WkrHBVxWq1lkA0MgRPLlTft7vw+3Vc74uLP5B1smTmRH6gnJeiQuBIxUQh1L0M2ohAcpomxt5DFLbFoq5L+FSiKg6IxkkLMseAdm/FpConCYTSlAjvTE6hcA3y6QGdk0CrjjNyCSeT1zbPM9aJ2jzlhLPVCSVuC3DHey+UzBIXLqKsI1A64+eJcZoF36sMTdfSbjrmPDOOU4mk1yfBqDwwpZMzjTPBD1RVRdu0pBQYh/4tTKeMJVJKMAud0/u5jEa0xDMXUqUpm62MeHLBEycJTSoamFzIojGWE2CKbG/vUFrRtB2HGKUrYgXsVbcN1hhQmukBmOyhcO0h8TQXPYcqEK1Q7KvG5pMdMZZ4dIWSDoN6O6P+XaTCnCUiPER/gpspJWj0kAVKRtGQkBOJEZRBpUiyco1I2FYiqiNiOWKcRpv2X3ntv0vr9NPI/v6WnGaa2mKTIlnD/n5PVVeEOHF7e0dIoKxijJltPzLFBEqz2+1o2wWr1YYQMzHONFYsmHVlUBF0jjhbUVvLfr9je3ODtZr1asXjpx9wdvmIxxfn/Pmf/ju+/OpLrq5u+OjJY86XC4ZxoKkbWgMvn3/NrQr0t6+prObP/vzP+Mmf/Lc8/egz/DQw3LzA5YnVcsOYhaFSVzXWGFTOVNbB7Bm2Iqjsqgr3aE0GDocapxVDU5NKh0srxTAMxFnRtS1t21HX7alLobXFmETwEa0Ndd2itWYMqXSvpIBQWjD9R/T68f6o64pF15GSdC611hyDfI3RWFe/BWkZI8Jfpei6BmNlz2rbhsVi8Y7IOKbMNHuS96JVcQ5jFNZWUhw7jbXV6fc4J5b0YZjo+4F5EhEvgLUl+2SUvVJrTWUtGvDTKNdmkvFsdI5pnEgo1pszIOO9xNC7qj4d5ij73bFweb/eFxd/QKs4CEI8tc2FnBfIJLQ5PiRESX9cxmjqumLZLNHZlrm4xjpHSHA4HMTBUFVoq0hhxqpjLoUIAlUqwksluOgYijajnB6qqmIaBehE6UA460gn26g85EIIkDnFPqeUUGXTijFijr51FTDOMnsPOWF1SaxMkf5woKpqXGVPsJ1QotFj5HTCnuehtP/FUqqVvF/b7RZr9SnQKeTyMxUrqjsKwqI+tZ6VylRGgpGObpE5BuIkuQeLxYLsHDn44kpJQsh0AqUah55xGHClFayNLl0bJG49SdHoagdlZBFjPHnzj9kuDxNoQ074eSpW3aPnX0iVOUsLXKckRYVtkEwn9U6xciwyjpAkaYSnItIsVuSUsFoVN2w8XlQo5clKxMIZSDqBK5a+JPHzSok19hQS9aCQefjP/9g6dlQe/v00Dhy2dxgSbVWhYiYYJZTJlNnuer55/hJevKJbr+jHgZu7Hd5HQa4bzXrR0lWiNbHakbNlApw1XK4fYbURt1GK9MPAfisZM9vDQD95+nGgazuWXcvji3NWrfAxrq+uGYYKYwxX16/QzQLr4E//7N/xZ3/yS559/ENGHD5ltndXhPtr9LhlpyI9lkXTsl6usNYw7A9sb+/Y323Z3d2LhmO54oOnl4QYOVSWrjKMQ4dz9pRYPAwj292W7a5nmFNhYNjyuctectI2aHH5zIdDGZkFYsxEL9byedYcDgec1SwWC9arJYpMDFA1ddH1ZOqiowBOOoWkErMfsNayXLW0UQ4VbduyXC5PvJqqaam6pXy+OWOrispaue8ah6kcGGHwGOOk4LAO7wP7/Y77u53oN7SwOLyXA0c6aq7KWNFaS9u2J3hYDOJsSxlihqnq2Vspzpu2EwBYLjz99w6Sv7feFxd/IOvoSw8h4EM4PRDgXRX9saX+UABojIFYuBJZUlD74hRBGxyQ45GJIW3OlCWYSpGRyUpBTmdpK8rG8GBeT6EHFm6CtYakBMSjVE1U5cRcAslkVvzWqSBhRI4cJBsEw8ltkWMUqE2WDoZSMPaae3VP23anh45QFIMggV1FzqPoFlIhfmotM9hpwmh1gn4dNQFiEZyFw3EkN2Z5gB5f6lstRMQiXIGUA/vdyO72jtrWgu42iUrXWCMkxUXXieYkBBGplaAlrTV+nhmnkTaDNtWp+HoIUztlxBxFmAp0TCWrJKDUDFlLh0VHcpLORS6hcEdC4UONxbHQOKHajUYreUDJ9SJfVmuIAmQr7xTGyZ6LimSkFa3LNaJTQCUDSRHCDGo+Kfz/Ndf/cSTkvScHDykS5pEwDvSHA/Pk2d7f472nqRtGH7i53zF5T1IG6zRNVdNVjvWiYdm2LNqG5D1vrq/ECqkyT84usVXNdrdDW8vd3ZakevbDyGG8JYbIerkgzjPr9ZLGGT548il1XfFt1/Db335OzokffPIR7fkjfvTJB/zsR5/SNg13uz2v7g8Mk8cf7tnoyNxv2Y8DqTujq1vJngmRoR/Z3+/I4W2mTGMd8yBdjNpCvVngFzXez0yjjCYWrSXMmnlyTCEyjtNpzHZ3d89qtSrXu377gK9EYJ1TEs1TlqKkqh1t27LohIxpjIUYSmfBvHVtpCydn7ou959jiBPDNJbrS7qrx2tNCmfpctRNg63rE/aelKSj5yo5cBh7EijHlMgnYfPR5u6ZJi/o/3IP391v0c6w2WxO91HTNO+4TOZ5li5IwfVP0yDFjatwlVhlUVpyfYom6gTaer/eFxd/SCunRIhBwEkpiY3sqJsruosYfQkcSqcv7xPKg866QKuUoHm1oVt0aFcRvCClna0Z5rk0AGXz0fooBksYbU/uDutqTuhtJe3ICDRaUVWWeZpPLdWIP21gx2WtPUn9uq5DoxjDSEqeXEY4CZjmSVr8cqAmxshud8++n7m4uKQqcctCxpzIORUuhSxpa8pJfbVaMQ49+/1O3CNKycn8lDmQyfEtI0NOU6mgn0V9qYreIaR4SknVWgsGOSsZBx1PcUoKpxg8PgT5PdZQlZl13O5wdUWKie39Pe3mAufc33v4f5fa6qxBG2klx5jLa43oByyQjHSXTp2JB7ZOYYO4U7tbwGNIR0odCw3IURFnTyoun6gMzsp7pbJQBnKS4i9FD8pIUVoC6lIcyXE8zdj/JWLOh68758w8jdzd3PDi22/xU8+wvaff75mnmddXN/ioyFjmmBhQxJypmgaTM60zrNoLiAGXIw4P2lPlmaGPUFXst3dSzBrH5uwcHxJTSMwhs+8PHIaevt+TU2LR1ZQ2D3e315xtVvzZn/yC7W4rD87NJUZpvvrqK2IM+Gz56vUNISlaHWnPHJUGW9eY5ZquWzKOM2PfM49T4c0YcpBiu3ENy9VChMFaRJX90LPbBVzXlGJe0VaWtvVw058eouM4EmPk5uZGXlspBLTWNHVzKrbnOUHMWPO2G3Ia1RlNt1gWvUQgJbF0Hw8axyyhEGaUESG0jEBFq3W0eB/x41KgvHWBqJIPZLR5OzbRUiRnRAMTo4xap8kzTXMJAMyM41R+jxHBrC4iZS3WWO8nvEcEqAg8zzlHjoZ81ByFCFZsxr5ox97eHxrtmn/29fuHut4XF9/LpeX5kOWESk7keURNPXruMXFCpRlDJOaKFCfhWgQPYcYkL21sFCgDRhIsY8z4GFBJ0dQNHAFMCTkRIOeLYJ1U84APMzl76rYrwqmIbRwZhY8zdW0JYaKpa6q6YjhIyqTPGaxlzhT0tZw6rLWElIgorLFMw4C2BjSEGFDW4r0mxYwuoCprDT4EUhBOB0D0kXm8Zs/IZrOh6hZkDUYLAKsfRrTRuNrh54njAwAFde1wZs0wHPA+EhAsceUcGpiDFxZASmiVCWGS75EFB17VFZWzNFrh58gwenRUWF2hlRH/v7Y01kCKDGFkDoIYV0bjoqE2FXXrmPxMSDOuMYRhIk8zylW4ckq3Rja+cZrwwdO2LcYYwZmX1KqYI1o5GasomPyEzaK8zzlh7ZKqalDFAaGUDECykqj2rLL4PeYsiOaqkg09SSHrYyhC4URSiZgDejSSpOtqAWxFLyj3aAo7IaKyQ1lFzlVpLwPKccofKUWxtJwlt+Mfaz0fuxbbN6/p/+6/MF/dMA6eq+t7krLs+plxyhymGe0yWMPdNFF1Db4fsGmkXjZUWvPo4ozDrufubg9Ysjvj7vYlYTdys58Yx4l2scDUHW23oOpHmqbGWEOlMof9QNM0Mh5wDfOcGMfI1e6OEAK3tzfsdntoF6iUWC1b6rri0A+gDevVhn2c+e0usKw1GxU5CwOhF6WMJZG0p1tVVC6idYdWGl3JmEYbQ10rjDY4V9F27ckttj8cRGORMnUrI7p5HtEuM8+BafAYVxO1JRvwORN1LBbqjDI1kgWUCVOgZ4dOFV2laOslm7MNVRnXhRilSxkTs/ekXKzvIeGDwMCslf2sqoW4WzcN9ULGDjlnkk5UeQYV0ZVCKysdEmtJxqC1RRVxd2VqfPKM80S/7xmHkRRF8zMNB6bhIGMPrbFVTY4ZjcaPM36c5TNTwuRoG4EKhpKsXCmDtha0pDKHacYlhaPYYtW7nb6H699iNsn74uL7uCQzG9FJZXIMpHkkzwM6TJA8mkAkkbKFNMsNluLbVvEcCHMkR2FVoMV+JfAtOU1QsjqUEoqh0sLa11WF94FxmlDGsFyuiTnhQxmHOCdOghSoK1cU2kV0V+6xmDLWFheJq4CMH4ei3wClBRE9h0BTuZNY1dU1PkSyEgEhJeviSCh1RWNhtCbEET9EfKVwJsOR2qckOyOEKBoCcrGcCUlRkQneC4HBGaZ+YN/vaeoaGz0xCJWTnJj8SIoeVeLGU1RkJXkHCkXo+wLQSpKRkuTzUygp9jKSzKoSrjIoY4g5Mk2DtIOd5IuYLLPr8dBTOSnushKmhHVOYGF+ElFo04DWkgFhNCHlAkFKOFehEWuiWGmtnMR8FMiYtWgNxh39RyI4jSmQ5oxOBpXFbhxjYZkYA0YhyRhJYFpFq5LJRUxbkN9phnxMYc3FDjvJNZ2siEDR3xHFve22/L1b4YGY8zgSmg477r/5nDQl4gxL1+KpMKsNtp6Zb+8Zveew2zEoxRwjd2++ZVVnnqw/43zdSQ7NYsF+yLy+2uLqlnq1QXvPOAwcppk5ZWJMNHXDk0eXGKX48ssv8cGzbhvONmclowSmSVr6wyihdN1iTdUsebXdMY0TYwi0RWTcNQbiTN/3HFIksmS6vsOPe9br9SlKvLIZrQNta9G6Y55nhmnH9j5S1w3rzZpF11G3DZTuYgieECPaWGqVqbynHyaGcUIp0aPI+NAzjCM+JGLMIsolUxlL4xrarkKliNORyimc1RiVyFEYOiL6VJgSD2CdPdWFolmKWMQCn8vnaCsHZbwnVC5dYFaQwkhOwvDJ2pC0jFmyMShthTuhdDlwGYyyGCVZOD7MkkeSE+v1msViQQiR+32PNVbuwRDLCNKLlihLRzHkwJxEhKytJWYwMaKto6prtElYKOwLU6il+p1i4t9iYQHvi4vv8SrVBZkcZ2KYCGES+qNKR0glv2tTFidB4RSESEoB46AyLZV16ILHDVHw1piI0aFQMA1j6EU3YcSzb61lHsaTWDoEzzx7rJHTxFEf8LCVD29TVK21zEGIiTHEoioXiA0c5+ny+4wxJ2vkMbr5iOxtW3EdnP6cYq/r+5GYoemWmMoyTeLEiEmKiPVqyTANEjCVE85oxmEgRo8r7dK+7xn7A5USdLmrDM6YIkzN5eNQVNZQ147KWfI0l/bsLGMGKzNp0XuUPIwkFM5YfsamackKxnEGBG2cY2bys6jf+75Y5rQ8j4s2pa4rYnHeKKXKRq0wRoiQKQtbJKOp2gVOK1IGaxwpJ6axJ+eKtpU2viqunBO0DFBalLwiCJZugtISopZSJOVQ3Em52I8pIlfpjKUcifkYlFacJdqSgydqh9Yeq9wpiO/dAuMf3qAfbt7OOeqmZc6K3TQzBUVIivv+QDYNUxIhbc6efX9gHwL7wx6nPJ/+6CeslksWqxWVdWx3A9pqfPRkr9E501YVxMDF2YfknHn5/Btev3zB2dkZXVNzeX7GzZtX7A87lqsFxr513XjviUnorke+ynLRYgWjKvZnRN809AdSFHukc462MiwWovMR7PxcNA6mjDb9iVFirKGqJZbcVVZszk4XcbPYg70XDHs9zdTOUWlDmGYGlTGIa0vFgvePGVUKd7FFD9icaZw9jTnIx5GH8CIESPdWYHwUTB51MSEEtBJGxYlzoiVe4GhrDaFwdPTblGQNMhIp+4icL94KgVP5XsfXcnSdgRyQjqPXo97s+N8cRzsPybdv/zmfhPJGlM/Ci6nrIng9uqrS77wm/62u98XF93E9vG5TIM4jfjyQ/Pg2/rr8TywblNayPBDqppKIcTTBRHKWCG1y4WH4RIgZHyJziSRHC7VO2wpawQRbK6fpw2GHq2qOOQPjLEhgXeaxx0LgIfkR3r0BU5LuQ04yA7VGM84erY42ryLYKnqOqqrecU0c/4xxHE82TXG9VIzTzCQ9WFrdMY0TSs/UTSMnbT+L/57EPA0krWmaiv4wMQ5z8ec3jMOBeRJ+g/eKRdeWEUqFJomtLsvrCyEQRyEcing2YE1VIFfqlJsQfCQ7TcxJgppKDkLKEnxVUcscOQSqumFSnhBmpkkRk7Sau+WCdtHR1I48ReZpYJpHtHNUVSNJsYh1MaeIH0fqpqNyFSFGnJVCkhwkERJhoSglSbgSxGaF5GVKOFiOp2f/0Y0jLqVQiqYSEAeQhcgaEa1D1kgipVIC34ozcTYYDFlV0kk7sQP+CbfDg+vIGMPm4pL28jFfXf0adM3Xz5/TzxntGqLWJKO53225ur0ixMyj8wt++uNP+MkPPyDHkW6xxFrLr379OS9e3uCT4f5+z+XlGbvtlhwDbVPx6uVLnr94wfn5GZvVgvOzxygSJnminxkOexZtA0os33VdowoO/KiLGXd7Fl1NjhHvJ8ZhwGtF5RyLtqG2mhxmsPr0EDyGgq1WK/q+ZxiGUwFvreXs8lI6GyXLxjlDVdlTcRHCxDAMaKXoakdfG2qrIXlMTizaihBzOWBk5snTZ08KmRQSOiuStuhKRpLOKawrD3z1NkTu4dc0TQ80FEV87GrJmSl7QlLSATDGEMsDPeeMcg6r1IlXEVMkR402byPhOTqF/ESYBXK33+/Zbrd470/smf1+f9ozVquNaLkKgfYoxn6YvWStBSsj2xhmKJ3NmKRoqYplNcdASprEu5buf8vrfXHxvVzHbkQip0COE9EPRD+Sc0CRHrgcitDw9Fe5MWKSE4yxGoVBKWlJH58YRhSYcuKKqeSCSKaA1ppxGpknRAhnHc4YEgVUM8+4cuIahuG0mTwUHD5MsfTen3z1CRF+FkpGUXgD+QjWihIuVgkXw3ux1T50wLzlUxiqumWcPNM4U1VjseVqsbH7GesMfhqxTUVtHX4cmKcRq2qaqmZKhRGiNClWWGeF46EE/51TxqcgQWxWUVcNVWUhRt5cXRfkuHpns4rxrXVynmeMkswWV7myQYtAjZgJc0AVvoezlq6tERt+oXT6mf4gQVJ108jnlsCniJ/lz3GuKVCwWIKlIsH7I+UCCmRKa0WOoRSlciLMuUDYchQ/XnqbL5FygnR0I+lTd0mpjDNWiop5IuWMKujm08gESu9CtEApa6K2OBuAilMb7HS1P7Ax/q47ojzElFIs1muefPZD/uq339CPge00sx88ts7MMTBFz26/x9WGHzz+kD/7xS/54MNHTOMWrQzr9YaXr1/z8vVrlK243Iho88effcr9/T1d1/Hk8RNevXrFr/7mV4zjyO31FZ998hGffPSMPPXc390V3ktiuVieMm4UkKKA1laLjtv9TsSOGnQ26LqirhxN5WjqmuhnYshY253uo7fOjruT7dwYQ9M0RYSrsc4UAa7c4845Ee4ikKqUI0Pfo1LCx4Qls140NM5SNS39MNIPE/vDwOGQmA4eP3sUwr5oaodzlqZ2tI2lqaUoRumSX8NJ5Hm8340xp9N/0zTCueCI0XfEnMr9b9EKVHprtzZJnEahiI8f2o91saKnlBgOB4bDQN8LjXSapnc6FCAHk7brWC6XtG37jvNK6KDVaV/KOWOURh1R56VDdJRVvAucU5i6Pd3n3x2P/Ftb74uL7+0qBUMpLHIYIE2oHCDHU6tRgE1RFPs5Aqm4ScRCKc4GStcikChmKmUEIV6IdSGm0+l0nOX01LadODGsJCX2h56pPAyt0dIqLzf2cWOBdzedt4VGcZ8omd3L61MCvClIL0lIlbb20flxbA/XdS2gLa1PCveTTQ3BjI/TyDSPrNZLoWFOAzqXbkKcaeqGyln6aeCwn2mblqpy+Hkk+lCsrjNH6+mUJpzVWAMpB+EHxIDWAhcL01Q2lyN0SjahYRhldpwz4zSSJgnNctaRVWaaJ2KKVHVNiP3pZEeSE20s+SNay6ybnBmHAykF6rbBFZFnUgqNiGxjghBlfm6rmkBxFzQNPs4lPtsJRfNoYS7FR0q5aHZCsfMX5sV3wF1KlRwUI7bgaRhkjNN0LFabk34nFfFsTglCQCEjoBy86FdiBCvheDKPf+us+e562AU7vp667Xj6gx9Tbf6Cb66/hrrBD4Hddsth7DFO03Y1P/7JD/nlD/6YDx89oekqZu/IROqmRWnN+eUFzz74iM2ZODrW3YLp0QUX5xcsl0seX57xRz/5Ifv9nqs3V/zsj3/KV199xeX5hq627PY7+sOWFGWk5efp5IIgBeYwc7Zayv0YI13jcMWGbBQ4q5kGTbdoOVt1NJW4mZxz7HY79nsh5R7b/Q/pquRcIgBkdJhTInh/OpkDhHmG6FHa0lQVXduQkrinVsuWafbsdnu2O0OzXnM4jIwHEYf3hx3z2MNqQeWWKF2jlcDYjmObY0FtjGGxWJzGmCEExnGkXclI1VXuVFzMhdninKUych87Y9ApYW3JLAJ44BbJKZNVuZ/G6YTmPxYyRxZM3/enveHYFQkhME3TaXxyPLQcizalFK6uqJ2TvSkfR8m55OPI/VfVtRyy2sXfA9D9W13vi4vv4crCdkblRAoTce5JfoAwoZInRPmK6RhXnmTeHUVYaYxCYSAfsyRmgpfZeS5ijXS0pGYZj0xeTrTWVnSXa5bLFXXTSMhWToxDz+31Fd1iRbdYEnxBUzcd0yShYg9bpEftRVOSS42xZb6v8LMUSCnJxqTywwJEnU4Vx4dJVVXEGE/tz+NmYl1NDPntyCVmEkLDrCtLXVci1gqBWFucNdTOkpqaeZoYhgOLTh7WjXN4a5myFFnTNBDmifVqQVM3BC+FVwoe5wy2bC5N0zBN86ktO45zeT/UiQg6eU9OEOYgIjE0+8OBYZjwMWCdY7VeE6pA7QzzNIiY01piDCe+RYqSBGqtRQHWWJyTTkjK0n0IXkRxtoKgDEOKqKpjHOMpYvqYT3OEEiktqabp2CnLuegpxNd/3IS1tiUXRTH3O5SWTo6rpItBEk4K5eSZVYQon7nBkBjxqgLEaojWR1MU8Lu7Fg+Li9O83FXkqoW6ZUxQtUs2qqKdZ8JVYLGs+eOf/ZTPPvuYHz79iPPlmtEP+GjYnG04v3zEOM9UdY01FU3doFDUrqKyCqszL59/zXa3Y7NeUzvDxx8+5ZuvvuC//K//Kz/5yY9YLi5wTp8eWDIq0gz9Hr1Y0HUdMcLmfMPsPcNhT/AzRkFTiRW5rivBbGslWT2uYZom7u8FmNV13cmWLPkZA7P3zPeKuq7ZbDaC108zfRpPnUOtLE3dwTJiicXyXbJkjCUmRHeVEouuYbXsOA+afpi5v9ux2x2YhrlE14/Ms2OeNdYqTIikPHLE6R87FnOxdR4hVUd6sFHuVJyC6LiO2otTXlFKIly2RbydMqaqyvVp8SGgSirqSc9SRhzHLxEvG5bL5WkUctyX3lI9peMyTdPJiu2ck4OZXLZE74kZ0BHnLfM0SAKyNVRde7oeH3bS/q0WGe+Li+/hSjmjVYYcIc0QBvA9hJE4j0QvtkSxGRpy0sSkREydC9c/idshpShdiZgRN6CSWXhRXVd1TdMo7DigtWW9Ocesz0WQGD0xZYZxYpxntJLsBaPgMA0Y1xTQVD51LY4ngq7rTicEVQAVqnQsYgqonJlHj641FIS1MUayK3Q+bRrH+fU4itvj9KBNBSMes3RhtKFrW7TKbO9v2fZ7lou2bDSyc+zu71guOrqmRZM57CRzQGYoUFcOqxbkHKkqyzQUB8c4kpOENbmSFGq1YmE3RQOSiVH+uyPI6zhCWCwW2CngrJz8YkhUpmK1WLM77Ik+kaJndjOTHpnwJxCaK3HW/TiwWq1QWjEcDnTLhTh2YiQbg7XqxDzwMaFTlBmxlpFSmnohn5LIqeKYIpkTpx0iZ+n+xDSTTrHwR8aJCEcVwhgIwVNZoa++zTeZiSmTtSVrEXgqjTBLvCIhqbxJz8QwY2IjGo/TxvxP36CVMrhmRbs4Q9maeY4kpQjB8+EHz+hax48/+4SmrfDzgNIrzi/O2FxumNPMdr9jngPrxYrkPWnoaeqaHGC9aDHG8sVv/o7b21t+8ctf8OTJU/q+53/5T/+RN2/esOoqfvGLn7NoK+7vt2Qy/eHAoq1pKktKkcPuXmB3KbNcLnGLlmlUWC2YeqOB5CHN5ATzFJkrfdIWLRYL6lo4MrvdjtvbW25vb+n7nhlp7W/OdqxWkkXSNDWVq06wuBTF0HoM4hrnCess3XIB2jCMA8MwkXWmW7XUqWLRBhrrqG3FzhwYR8nnORx6UBHjVhhnUT6cunRHUeSRpTEMg0C3FgthzhwPSkoVAXLRbmgt3T35L4oOojyw9VsxdwyBaZrJ6jiueNsZERquP3V3jvtPX7JWqkZzd3d3OpSsVqtTx+Xh+FZFGS1ZZQjBi1vtwVDRKEWsG1LwJ03YQyDcv1X9xfvi4nu4MggrIHiiH0kn+2kkZU9K0mUQVf7Js3p0bpaWYAKlTqdP6xyaojw/PlyKtdD7WFwaFfz/2PuTWNu27DwP/Ga1il2c4tavjCAZQYkMixTNFMywjYRTkCwIhqCE1FDLYkPIBmG7YblhCDAMF5BluGO4IbMlGAISghMyYCTSdkK2BVmwTdISnKRAiRIZrKJ8793iVHvvVc0qG2POdc6lSCVDaWc+vXgLuBHv3nvuKfZea84xx/j/7ydxOtzRbXpImmleiFFiyM/PzmgayzCcICW6svjVU4K1do09V0rdq9uNIUYpAFLKBB8onfV1AVlmT9splJUNtS5ctZio/12FnmJ71Sx+lq5Ikg29ayxz2+CngevXr1GPLzm/OCchi9Y8TSTrsUbRdy2mcCIkj0WKDIEKtbTOolXGaIk0V8TSNvXERayE8n05lEqcpoFxnGialq4kOwp0TOFnSSt1TcM4zszLjDMO04swVaNZZo9WXngUIQKzuC9iEuBP06yK/hyl8xOyCGFVCbAzhYBaLX7kVERyiRA00lEv4jlVxznymmfKiI1c2gkKsDSuIcYsPIDiejFaGCnLNGFsS7fNYrXVxd6aMymIndhoySBRKgrvIklWibYWpQwP/Cq/q+dDG8N2e0G/PScl2dCs0rS24WJ/xhc+eMGLJ0948viCJ4+eyPeeBE//zW99i48//ohPvvMd8J7eOXpj2O/3XA8D1hiePXvGOJx48uiSxlree+cFf/fv/l1+5J/6Cm/evOHucMs3vv4b/MAPfD8/8P1flPCwXtJsT6cTShnaxjFNE8Phlnk4YVS1/iYaZ3HFgdA2jrP9nrYTpH09/VtrGYaBECR1+CGRd1kiyzLhfeZwNwICoauajLZt6doWUByHiabNuKbDOmHMtG2LjQ5boG4+BIFuNS3OOFJInA5HsXPHxDAMQJDsnhI8WLsAFT5Xr7p5A0QlGitV70lnRXQcy8j2wb0qOotKgVUoE9DGQckHWkpBkZe0EkXHcVxdKt4LPPDu7o7j8YjSms1OOjsXFxdiQy36rYeU2nEcsQa6vllHMIosTpdUx83yXFBEoQ/HIt+rhQV8Xlz8E3kpBTkl5nnCT6NAmUrLOkVPDH61BPqwEKN/oLEoG4ySVMCkNCaCnwLLMhOTbDQxZbLSGNvQtB3OyejhdDzSXW5RwDgOHI4nUlY0XYezRhIFU2S72dA4xzBNa76HiBnjSu8bx7GcxCwpOZyjnHwT2gpMxxgtcepFNFjHI3WBekiQrF2MutCmpEgJttsd41A0Agoa67DGcLobuLuW8K1mt2W72eKXidMy0ncdCpinicYJfyKnxDIHlALnhERpNGglrIwYEss8iY0weLYF4e39wnAaubs7ImFQohGp2pPVZ9/V1NiFw92BmBNt39NvNqXzACF6oaIqjzaiwQhRhGbWiu0wr5twlnshNqLwj1kU9kVUWVpVpFRtsbHkKYgVGK1lPGKkQ0EJT1NJiguhJUqgnWhoknQzlMIvR7RG8NnKCD+ABacNSiUyau2AmBhBe7IS+7FOAkTTLq2Jqb895eJ3ekA07WbP40fP6Psd16+u8Slxvu354vsf8JUf+hJPn5yT48LLlx+TlGZ/fsZmv+XRkyeknDjd3uGPRy76DY1WbJ0lne3Zbrd88MH7vHj+nK7rePbsKVevXzNPI/v9juPxwPJ64td//RP2+y2PHz/i4uKMR48uiDHy5s0bpmlmmkYgl6A8yeIxWkaAVit2uy2bvme/FV1TLk6KmoRbLakpiThU2A2BnOHmOOFDYJ4ixgiR9qPlJdYWVPd2Ix2NRpHTxG6/4+KiWfN+ItBsN9htTz/PTPNEmxrhs2TFtO2l4GlafPCEuNC00sUbxpFcCn24Ly5qt6IKu6v4WhuDddL102RJb9Wir9LZoJy4SXQVbubMvMhosevFHtv3HczyukzzhCsZInVTr8VCHfu1bUvTtmx352tnrLq3aoejPps5Z3F0ZYlVSCljrKNp7f1TVjQtKUZStat+fn1eXHxarvxg+VSVnvnbfJT8TS6Kf2khyyaRCEEANj4s4gbJuXD2AxReQbVt5ZyIUUBaISTiksiiocRZi1UiiGzbnqQU87yAUuzP9hzmkenmlsV7VOE2bDZd6TIsNM6SYmCaRkLMEgym75M2rTH4ZWGZZ8zqvddFd1Ex1CLMpCSIGmPQSpOyLKCoMis1phRO8hpWvUCIEZAT9Ha7JadF2pahhKAZW7oEI/Mnn/DUvCsALa1QEYL3tM4yp4hSFlXwyNKFkK9fVesheiguHVta1mFZWI6n0pqVuOrdbscwTPhFOCDeezn1e0l9DDEQTrLotl0rs+TyXokwzRRxbi5fvwTSqQqqEnGZMQrjLLlEoj8U+UnhFRHglbyuTd8SvKoNLtG+lIaXFqQVGhlzZG1W946MRfTanbFWCpgYY4GYBXyY0cZh244YFtIIpm3RViBjKWdimEEZVPZgPMp7sAlTXCXUQ31+OCb5R1xa0+/3vPf+B7z3/vtcv7piGUe++MXv40d/9Ef5jV/9Jf7O/+tj3nvnKbbrOX/8iH63IY0jZ/s9++2WPC8Y79lYw+nqiqZxPH76lHmeGU5Httsd77zzgmEY+JVf+QdcXV0xTTOb7QZjNJcXF2tX4eLyAoUSrsV+z2k4cbi743yaCQt0fUsVWlstCZ22FNXaigV8CZ7NdsuTp8/Kewr9ZrNu1MfjEe8987LQbwx6XoqbKqx5Q0pbfEhc3xy4vjnQtJrz8w7jWtThhHKOy0cXmMYWB0Yk5YTNkfPunBQySllS1vT9Du8j0zwTk8dYSFnSfMO8kHJimWeGImqeyyGjK8F80tmokQRS1CaFiDe1Kl23ou8x4vBSxea6zDNLlAOQKp0vZy3WGHF0BFmram6IUlJYrBk5pViR73FZ3Svb7fYtXgiIrkkr6aBQ8kq0uc/BycWGGqMXhLkrXeFcBfX5wS370P303Qz6/sm8Pi8uPjVXhhLwdD/oBsqGf38nJlQ6osdbjL8j4QlEfAqEHAhqhjyi4wQpEn0Q4JXWQEPwns71gu1OM8YkTA7kjRZfewikLKekpDPH+UTOEm2cFdwcbpkXUZw7pTA60zaOfWc4no7yUGkRg1qd2LQ9mgWrItPxls5anIbxOJJDpGla7u4OqN6gnJx6TePQzrIUh8vteKK1FrJht+2IYSSScX1LIktsuRGfvLGSgZGWTNcoppjQKmGMxWjDYRjQZotqHc2ZnBqPhxumaWFZkow3lACOQoy0nSHEiZwiXW9Z5pkcE8ZolJGRgLIacIRlJkZR6c/TyLIovNeQHU3b4IyhbbaQMss8Y11LWBaGxRckupy+5mVmv9/TYotddUT3DTlE9vs9t3e3GGWYRuk0bdoebQxGcu8FHpYM0UemOWBUwLVWuCYh4dUioxUfsHaLS4YcBT+kgZAgG1CFa6K0wadMjIqURHgLCmOUIMaBiLSUa8G1RI1SDc6AJaGWA04pdHYY3aHpwDgSmZAmSAprHCp5vB+Fo2AVzopjKZDINOuc+x95KU3qz7j8vi/zfT/6CUP0PDnb8/zRnr/5P/11hpsrzrcbrl9f0StwxyPPtOb2cCCkyONnzzDTQMiZ/slzvEFYD995w+w9L955h9b2vHp5zbe+822ePH+fOWvC4cDlixf0uwumYeDDD7/A42fvC7uhcSwhYBtLA3SDZHqYccIXWFbTNMzLgjK6xnhhG0fXdZxbu+ZpNNVSHj1hmVExYoAuLDzZ9fT7kXleOBxPHIeZebGwJImWP0zMi7BrrNXsh8hz37E/wunGEw+Jd957hnKJhAjA275l1Iqziws2TzXdzS3zMMo4bp7xs2Tt+Hlm1JrRyMhnjhN+WqRAaBK3VzforNhsN6gEWkVinjAuYU3C6hZVuiPOWEJOkrZMYskRrSPTPHA83ckoyI8YFWT8Oi+4PHG+67m9OZCiiEAXX0F2kiuy24lTbDwdiMvA2fk5201LiJHj8UQuSc0ZWQObVmzcktsUSTGTAiQfUSqxhEijNLoLxOEk4t8lSW6Ja2ThVoUe+pkvJ96+Pi8uPu3Xb70fc4YgkB7pXHhikGwHrTQmSxBTll73+m9kz5fuwTzNBC/z7tUalxW+pAhG7+Xf6/sHbZonKTqKoEwXFLix8u9PpxMpJrS1hBRJCTl5KkXwnnmeIGuapl03oKZp6PueeZ65mycRWTlxbRhTlPUKnNHSGs5ZAFgq3r885VT+cK5bxx91VFK/XrW/1o9N5c+tcyXkaMYYRdvYtzoGqnxsjKm4W0Jxwyxiu9WyASpjMEqon0prmpJzYozBaiOFSRILZtt1dG3L1dUVwCp8raeo2r6t1kGx3k7SPTGW2S8oIyMUhaItiY4UId0SR2KSLpgI3nShpYbSfRABzjwXW2xKKO0I0eMjZKXJasYpJXhjpTDWYLJbW8ZC5gz3LgR9H06likA0pcgSPTnOgi3XZYRSum2VIlsR4zoGQFrMMUVcibRWv7uyAqDEayvee+8dfuKrX+XDd57yd/723+J/+pmfwWUZz03LwmmcyEbTjBOv3lxxdX3NuMxkY3j15orZL7i25dsffYdNv2G+GWnalnGeMM7xv/ztv0VMif/jD/4gm/2OlBOvr64wSnEaBn7l136VOQV+4MtfpttsyNMEVhfKI1w+fkS8O4hbygqXRS8z/XYjFtLaz1QKZx3GiihXBLIeovSUFJHdbkfXOPyyMG5Gpnlmdxg4DRPTHLg5nLi9OwkkLniyUoSsORxm4rLQWcPGWcbTLejE/nJHt+9wtiXpTGM7/LKQjRUBqrHMwyCdMqUJXpODdLBMSKu2qlo7a4drnme5v3tLIjEOA846dtt9EVBmWmsll6YwOEDYIDEEliWIM8tHhjyJZslHQogsiyfGt/UOVcB5Op3WccWjR494/PgxWuXC7JlZfGBZPE0nehaNErBdkDwj/aBjVoFbFWNeLb62iKiNMWuXzWjzu+u2fQavz4uLT92lfoffFq5FjpC8qOxzKC3u4vyIxXrlg+BpU6J17WoJS0UcGZZFMNtKnCHVH56SjEQEvwuz90zzIjkfMaKKkHGORZBZsM/ee1GL22Z98JxrRYU+lQ3RNqslrxI0q+hrmia06bBGOAlGaxnzlHyPGAK679eWPQW883Azq2r0qrmo1kRr7RrzDtLmdE5gVYJgTsxzxzBeYw+OrnXFlQI+puJjlyyUlDPeT9JdKdbZYRwRZHjBfjctWml8G7gbJN57U2x1PgS2fc88TQzjACDcgn5D0/cr9Kda9SrmvAr32rZjHAX/PY0T+4vzlTehlMI1DWi1quWzUJRYqvW172VzSveL/7J4zs5kpKJ0LRrA+yQCTjKqlTmzNQajm0J5vKdxit1QF7Fo0WdoKRgEu+KJxfasYyRrsaCSI5RwtRQCsJBZyMzo6Ei+IYYW0zjsd7E+KyWlSNM4PvjgA77whff48N13WIYDv/m1fyBfLwd8hGbbY9uWyQdM23J5tufs8pInw8BHH33E8TSw25/x+NFjbvIVNzfX/MiP/ih3xzuatuULX/wim92Wu+MB52Rz/+Y3v8n19TUpRr750Xd4+eYN/6c/9AfZX5xxGgZiSpydn3M8Htn0PW3fY5wtSPpCpTQiws0g4CggaXFV5ayl8C8aBL94dM4YNDErtn1D11g617DbLkxzYNN32BIgp3IgJUVENuWZjMkNpzDxyUtPUol3/TOe2ue0ux5TyLnBR5Y80TUtF2d7Qt9zOhyZx5FgDc7JqDEhmpFa2OtyT9ZnU2zkEa1kPWkaV4SSFF3TQqelwK+bujFO0PaFfZPLQSeEyDwvqx33dFq4uz2uFthKNK28i5QSt7e3zPNM3zWlUM6iJTJiYZe8G9F3TX4iORm5wD1CvBZLb9lXk6TsXlxc0vWbtRDEfjel8Wfn+ry4+FRdvx0liDK/qzOSSE4BUpDuQmmgaqXA6Hu7ZnIofU/HiyGQUy6CPfl8KbMKqwAaV3zjMTKOE/MiJxzh+SuZ7+cKtCoxyySyWuj7LdYa5sWvD3JNqawPuDWOaZIZbNM4rHUcjyeGYWB7saNtGjRZHBohFEdDLvNPSQCVQCQpFeqpvuYV1BPL+vWXhCrES1sgOL50FUwpRHTpIoyjwvuK/s1EKAJKeQtSEZSqLNkawXt0+TnapkXlUoggRFNrHZeXl+KSMQZK9HTKmc12W5wiBoVCl1yGzWYDSBejbVtAuh5V9X55ebG6biovooopdbEw5vIa1PdGIEqyaKcQxO1ilJzujSH4wDDe0jQdTdOhjaVvW6bJ44W0hTEKdM1902gtwuCcxXZa8d8pufV7M8aUwiGTcWgVySkRYyKbCFHmfTWkLKdAzAvoGZQjx5kUWlKcZdyD/l0fALUptsUkpMrpcGJ3ds4f++P/Z/5v/9e/zDd+41dptcK6yGlZYDIc5hljDRd9x91x4P0PPuT7v/yDEo6VMp98/Anbsz0ffPELhBy5vr3lh37oh+h3Ww6HA69eveLjl5/w7rvv8u5777HEwNnZGSkl3lxf8Yt/9xf5wd/7e3n8+DFvrq7wy0JjHTmEUiRAqi6ukjFiir5FKy0hhEphlMLYjHKGZLTEfkexuk7jgJ9muk5Ew2e7ns2mY5o8jTX4ZWIZB2xOLD4wR8hJNDpd36ByxMfA3fGO/rbBdI6N39K0DqMXLs4vsMYwjSJa3m13sNsQw8IyT4Si9WrbhhiFbzNN80q9rB04pcQ10jXtyn9JUe4P46qTSd5sqzUZxbJMYrNd7q3QNVLgYViY6KsU4ziuEfJd1xXezFwOOqKZGE6HcgBxNG2Pcw+cVFqjsnTAqlC8rjEPXW61ezGOI2ZZ6BrpIBrnvmc7FvX6vLj41F3qXsD24I/WrkX2xDDh/UgMEzHM0uaMAZWyCPC0FjJlaUPO8ww5r8KkFKXo0A+KmRQlRyQWoVTMYrnyywJaeBcKmOaRQLN2DUyFzxTrqNYa10qHYphOuG7LbrcjJcrDnorX3pRTx1w6JVEKJplnkKIIJIX4qGmsAMEljTSvYrkaZFaLjPrg23IK1FqDFsqetZY83ZMclTLopGg3G7ppV5TqFqUdSuey8ckbYK0gx4OfC9RJFbGpjBcyxXVRjBimuC3QilQSYpuuJSyeuRQm1jlOxyPj7Gm6jqdPn3J9fb1SR+uYpLps7g4HpmliuxVny7IszKeFzWZTOkayMaUk4t0cooSTWQk6i0vAx4hre6zW9F0vXQgWcg7M84DSlkaJ1TnljI6aEA06arzKhGIjDSGw+GXtiukMKUs3S2WFylYcEErJKVxZwlLAZymhkgTsaWTzlC7cQjYzSjtydKQ4Q+xFjPxdZI3k0mWKfkGT2Oz3JUK74Sf/zP+F/+f/4//Ob/7ar6JInLynVRprLN1uR7c7w/Ybnr7zPtYaXr95I+32rHj+7gt+8Ad/D7/wC78glFGjedT3fP3rX2cYB66urlBK8eH3fZHHo8SaP332lEdPHhNj4jd+/dfJMbE/2/Pq5StyTjhtsU5GHtpIiq3KihwzPvkVIIaRTkU9a6gChuv6LckHTncHjocTwc/c3By5vLzg8eOntM6SoyJvGvbbjmnXYXVmGidskAOD2LRzKdJhiQtvrq84TQOuEevq+e6M8e6wdiHOz85orMFqzXbbozWcDrnYYj0xerquwZii40qBtpViR077Yp+epgmNojlrSCGCyzhtJWtlxWwrpnlhGKa1A5KzYhzntcPXdS1aW4LP5ffduvZVcF/taMYYGYaBxpnVtmqsuf+4ktisjMa1Dsqfw73zpJKAYxQRq3OOzXZbBOaJZRpR2uIKgO178fquiouf/umf5qd/+qf5zd/8TQC+8pWv8G//2/82f/SP/lFANo9/49/4N/jP//P/nHme+SN/5I/wn/6n/ynPnz9fP8c3vvENfuqnfoq/8Tf+Brvdjp/8yZ/kL/yFv/DWzPx791IPfoH4BDPoBBLlQ/AjfhlK7LdHKzlFJhIxenKKstCn+65B13XklPBlca8kPlKdY4p2g5SLgEpm7kZbdtstKWeWxTPHiawUUWvx2muxJnZdJ2CZolGQr6tomxZbRiHDMEFWtG23aiDGUU4W2+2WYRYLrbWG1nUcbt+IzdIvOFuKDaWIKWCdnExyzuz3+/VnmqaJzWazBjylmLBFP1EtZs5Je7V2XmKMtE2La4QU2pmGlNTaDUkxid1UWxJStDVKk52MoXIUp4tSWkKTUuFa5Mw0jlLUGY3TZYOPkePdgWWeOTs7QxtdTtriqV+WRfQrKa2dD8mLsIWIKBv64ydPmJaZeHfL8XjEFI0GRr5GbTE75+SEnBLGOsZpom16chKoV+NaNn1PrARUpYghYIyFVNvZi6SalpZ9fW1+a2YMcK/IV8LX0Ll0JQoDo9CS5b8RTYgml5FeImYtTiVjyaEh+Zm0OLTTKMNv29z77R4jjcJ1EkaXYxTYF5l+t+cPfPWf40d+9Pczjid++Rd/gXka0E1Duz/j8ulzXrzzDq9evuR0PHI8Hrm+ueHLX/oSH7z3gp//xb/D3fHA1dUVl5eXPH32lG9++1t88YtfZLvZkoFN37Ppen71V77GNIw8evRIisph5NtKOBlOG771rY9om5bNZsO0zLSdWCU3uy3KGLq+JyTZvGzXYZQcDDQZA1htaLueHCP7C7FJTuOJZRLmyLws9Ocb2n6DO4k+om8ahtOJeVlYEkzl45RCwse0YhwHjqeh5HKIvulNKxqhzUbspMfbW1IIPH/xAiHWTjLGUVkKlixpy9Zp+R5rxy96tru+JAMnZu9Z5kWE5qZBJbkXUkziNvJBAhTLiLJ2B7uuXYsH7wPOtfR9R4oSHe+9hJfV52ez2bDf75lKmKC1wr5ZKZylMyFusNIBtfd204fd0Ydpr7XIWBNfU5L3yzm6/nu7e/Fd7ejvv/8+/+F/+B/y5S9/mZwzf/kv/2X++B//4/z8z/88X/nKV/jX//V/nf/6v/6v+at/9a9yfn7Ov/qv/qv8iT/xJ/if/+f/GRDv8L/0L/1LvHjxgp/5mZ/ho48+4k//6T+Nc47/4D/4D/53+QH/ybnesoQ8+OPCI1CitVj8SIoLZZgtv3gYBiUhVyDWTdNIJT2XTUk6DVaU3mUk4r2X9mwBa2lj5MFShhDDqq0wCkzTQLNhu90CinFeGMeRphQNvtjAtts9S2RFfacUUZgCvdKEEAsvQjQOk58ETgPFbpnEjrcInEaV0U/MiXmWQqPv+5XUqZRaBZCV3FnZAKL8lsXDWINJ0jVRWrOeh5XFWk1MMEwL+20PGBGSRRGoUgRgonMAlMY2ot0wWtN2LUplcYpME00rBYUuuofZLxyHU+mktJL/gehA6smqtndPp5PM8B+Afbxf7osQv9B1HbsUefXq1Uo71cqW0ZhCOUPTtDIuQa9CtWkcsY2jMVZ4KYsURG3boa0jY8hZRJkZU/QlojtRSLdGKUlMrTkwUqzJLB8ExCWbTCKX7y2nJN2glCBG2ShKd6PIP0lpInmDso4ULHHpsK4F4+C7wAdkMiElsR/7RSzZaEbvwTi2F4+4ePKMDz58j+98+1ucjkeePnvGdrPh6uaW67sTjXMsPvHBh9/HF77vB3j58puc5ol209PPGy4fP8KHwNOnT3nx4gUfp5Lz0Xb84Je+RFg8u+0WMjhnGYeRb//G1zm+ueYLX/gC7zx6wte/9W3JrVFKivu2ZcgDGMU4jGXza1AJCFk0PSUQbvJeYs9dw+b8DGUtfplQ6VLcSMaRjSUrLTHyTVs+n6QHZ21pCulT2eKQCoFhGjkdDkzjyN3NDWHxTMcjyzCQQ6Db9HRtw83NNZtthXNZlIZ+09P3Mko7Hk+lWxnWTVjs1AnnDCmqorVQ+MUDY1l/5HNJgSwFvlBupTuXomiGxlH0Tyklpmlhu92y250RwsjpdFpDyyqpU0ilXelyCqAs58w4lREwmn67Y7vbr4W60FFnUtFXPMxNqR3GWlhUXZt0RmW08r18fVfFxR/7Y3/srd//+T//5/npn/5pfu7nfo7333+fv/SX/hJ/5a/8Ff7gH/yDAPxn/9l/xg/90A/xcz/3c/zET/wE/+1/+9/yS7/0S/z3//1/z/Pnz/n9v//38+//+/8+/+a/+W/y7/w7/856uvzevX6bAkOeMHKScUgI0304WQ4i7oxLwXln4RMUloWIkuI9rIm36XOhnNzr6CBHeYBJNXDISUsvZ5wVnkXTduRuV+aMEzFDt9kWUae4R9BKThURfFJlNin/vs4pq76hCqKcMxglYK/gZ6zRhdYYV2BVKEjzKqRq23ZNXa0/m9ACSwKiDKzfUt2rwsZQKWG0xSlF8AFtGkIOxAwqZGYfC3lTo7DElJnnQNvKpqvFdE9C2rd17ts2jq7byL0cCkpYKZrckLYZHzxWG+ZxEqCXa8iLKNXr56g6mGEY1qJJVPfLqsuY55nNdrtilLuue3serA1t36CtYfFyck8h0riGafH4k8cvAecaUtD0vRRXBotrOmJSgCmx1kJSzCkWSqfcS7UDIRCogvuuTA1VxIdiMVrFs7kQOEVHo6FqCRqHURJbH8KIji0xNOTkBdrF736hVlAyTjTK2tWVYrTCNB3JGDzgrMOnyBe//GWMMdzd3nJzdU1IibPLSxSKL55f8u6LdzgNR97cXPPk+VOstuzPz3jx/AVvXr/m4uKClNK6ofUx8OEHH/LO02fstlvmccJZS2h7np1dMJ4Grj96yXvvv8ezR0/4+OOPefrsGSlldAQVZbQ0DQOz1hhrcG3Hdr9nWSaUylircZ1YyjEG0/f0jaONW1hG3DxLUdM0WGOJ3oOPuLZls93StMJRQWV2+w39dkNUGR8CT7RiHiZuXr+hNY64LKgUpBOXImGeWaaRuOkIwaNNT0aCARe/MA0TIXiMUWy3PQDjOOKciJ6dE+CWaIXUOmpJCYy2NK5FGfBBvuY0ewLC2lFK3EDLMq8uFF0suqd84nB3xFpZU4ZhWDNYarbJw7ukFgRay1gsPxi9zcvMOM/l+Re9V855FY5XomctOCokUJYZtYIKv5evf+xZRIyRv/pX/yqn04mvfvWr/K//6/+K954/9If+0Poxv/f3/l4+/PBDfvZnf5af+Imf4Gd/9mf5fb/v9701Jvkjf+SP8FM/9VP8vb/39/ixH/ux3/ZrrbqBct3d3f3jftv/ZF0KRGeQioDTk4moHAEpLHKUQLIcA8RAjgmdCmUqScJmfQDryW8pbpFcHiygdEA01srHihDSEJOovbUTJ4RSmjd3d9L+VhrbtCXiXOHLxqaosKyGkEXFfXa2pet6UswrircGDS3LQlPspwpVRJCKED1KZfquReXMPA4YZ4so7D7GuSai1ge/4n5NUZxXOWxtW1aVfdUzpATWtUyzlwLIKnwQlXfjBGhElp9tnGZcY+maFtOIy2GZR3KK9NaitWFeZqbxBGlhmeS+bV2DNYanz54RfeCN97LZdy1Sz91rGerPME3TGsRWF8Hz3bl0N6gq+vuobeFM1bA3AYjlKNbXkDLzUjQVTVNOXxHrLAtKsk/GhZTk9bVa9CfaNmhlRIOjIlr71REE1ZaXUKrSGE15DSIxJ1QS4ialIKF8j2RBg6YsYlmTTNETBHLUAoczAj6rXI3f7SW+qvtMCu0akrEkv7DZ7zl/9BiSjAu1Wohh5s3VFW9evZE/bzrmaeb5k6dcnJ8zjSOfvH7DuMycXZwTFk+/6QXJ7RznZ2eoDJeXlxik85d8wKTM8foWBbhGsXUtiUi3NQzHE9/61d/k2Re+SG87fuNrv857773HcHvCNY7HT57gskUrg588x+MtDotzFp8is8rY1mEaQ1aSCupL769rNzS2lY6fKgeHlMEYlDXo0sHqrMG1jcSmbzpc35GNlmL7As62O148fkpcImk6cXt3K0WAQv5d0zJPE2PbELOQffu+g5QZx3vrt3OO/X63jkArrOpuOhSxcSaGjLJRrNQxoUuBEEIlDafS7VTlUNJijCsCZ8dutyOEwKtXr0gp0fc9FxcigB4GcVgZY1b32maz4XTyRVityU5euxgjp9OJmCShtWt7Nn0vpOAybhUSbrcK1R9Ct6j3nDarRuZ79fqui4tf/MVf5Ktf/SrTNLHb7fgv/8v/kh/+4R/mF37hF2iahouLi7c+/vnz53z88ccAfPzxx28VFvXv69/9Ttdf+At/gX/33/13v9tv9TNy5fX/VVXuF6W+RJBLYZGCzP9T2UxSTJDVmhgaQhACoDHEJJuBLkjrGCM5BKxCOgZaNpMYFwn+0ppGa/wys4TI4mVs4hqxJ8YY0aZU8DHhTIO1hikICVPSGwUBXouLquI2RvJGxOYoW2b0vrRNw8qZOBzuGMeB3fnZ6levJ4eK+64P+ziO0jnIb592HzL+a2EidrUFre0qNFUqS5fGGRQiKjNGOiUxSas/RBGfGq3YbDbM88Td3QFjNNvNht3+jLlYUWMIzMssi3+SFFDXNEQtCPR58cyTFFtd1625CJIWa9bFSxVB7m63Yykujazk50o5S8gWeU1y9FE28ta1JOB0PLGEie3uTOBfWpFCwnQdjetRyhJDZp4X2n6L1g6tLUZbrDZklkIiDG+l0taTXD3BKRWxpgW0wJKSWApjCKSsyFpcLVluZbH6xkikFCBas8wDOju0nWi6BdNGWa1+F6t1JguhNslIMZV7fzydZPt1luQlMyPnhTdvXnN3e4sqWTS3N3fsdzsuLh+hgbu7I9dXN/gsBMx5mjjb7gSM5hzb7ZbXL1+u39pwPDIdTyQf+eVf+vv0bcvZbs9XfuiHcJ3l7/z8z/P61Ss2/YaX17dcXFzw+qNPePPxS6HGzhPvf/gBPgYePXrEZreTQtM6NrutgONUEtCZUySVCDkRUiLkSGc7Gicdx1QOH0tIhKxwbU/bbXAlAFCphG6cUDmdEUtQzpis2O/22O05yzjB3LPddGQFMWd8CrRdR8gSrKdUZpoH4eVMYXU/1eIYWB0WtejY7/bSDfCBECJGGYzShbJZ7gYlhfTDboHWei2o60iidszOz8/XsUX9OsDqHKkWdiH+loK+2FG1bYrbSTQ/bd/jrBwKcoqrhf6eSmvX8UhlzNR1Rmv1Pa23gH+M4uL3/B5RS9/e3vJf/Bf/BT/5kz/J3/ybf/N/j+9tvf7cn/tz/Nk/+2fX39/d3fHBBx/87/o1/39+ZYSuqB6WEyDuEbVmMeSssElBgBwylFFGTmJRTSqQVUCZQpHMjmUIxMoU0ErQ0ot0QYRmgIB7CmpbLKqyqVYeRPCBMImeYrfdMI4jKYCtYWZ3t0XcucEZR/CRtERsb+kbJ6hxL+LHGHzRW1gBzViBZylqTHHJDNEKZSWf5DCMNE1LjJB9xDWi4m5cK4Aca7BGsyyeVNTe5IfOEPVWXkD9s3ryNlqXAK4gGQtZoW0jQsMcRYOApWmK9c7P+BBxRsY51rScX7SkFBmnkePR8+jiDNfuVkpgyomb4STWU6MxpmE6jWvOirVSiNXiKRVBZk2U1UYTVCIImJk5LEJabBxKK5ZlkcjtZcZoR+t6sRI7g8rycT5FlrDQWk1Oinm8Y9dptGlpGs3iEz5MMsbJBp210FkRzYo2GuUcBkrWQkSX0R2Ze+2HHXHWohGvv0Ygb0rVXJv7hTcW/koWdSdEgSGhJoKf8X6hiQH1u0wYUSis0mSV7wtrX1KCjaFtGk7zgeNxIIeB4XhHWGZ0hhwDXdfw/NkTtIboA+N44uNPPubpi8dcvTmhU+K8MXBKjC9vOfOK17/0q0zHIyl4DkvGNJILcvvRG679TH72nO/YjmX2vP7mS6ZxZriaOH70mnfee49nT97lZ37uf2G7P+M0jXz0yQ3GaJ48fcTzp0+ZlsC3v/WazX6Lai3njy94+s5TIoGmtZgMOmZMUEQllFytDNoJsr3ZaVzqVu2SVorWGBqtiRkhrSoBednW4X1AdUZQ185ghkSvlSS5zjKSWIZJwup0Q7/ZYuxG8kv27i0xpFIaa0WNm0tQntGajZExuPclaTRnlDZFNyWaqBhDcSHp1V5axw9d19H3/ZoLsiwL40lGITlGru+uQSkJaStW38ZI585pCWL03hP8DEks8M4KVMu1Dc5YclpAu6IxAmMVWosuLIREiKJlq443latIuS7kZUFV6h8ujD/jtcd3XVw0TcOXvvQlAH78x3+cv/23/zb/yX/yn/Cn/tSfYlkWbm5u3upefPLJJ7x48QKAFy9e8Lf+1t966/N98skn69/9TlcNevosX6tdKUuNkRGKM5QbtfAXUkioAIIKUOSkyulPcIzalLvbSFs4LuIk0dZitJYJYsqEnISVoDW2cdjGMo9DaXEr0gqqMhjjGJcJPy9Y50hhpnVGLGhWc3N7B1mz3Z7Rtp1Q9UKisxZrDdEvxFB4+8pIjWMNmcSyeLTRNGU8cg9kkq5CCIHbw5FlifTbDuMcTWPXU/I4ToRCBpxmsartdjuCj+sJQx78vJ566mYN3Lczs3AFgvcsS6DkhOGcxbpWhKSjp7UeUwO6tCjX8/pLXvum6YjachoCbd+xOdvRkpiWCdv3LOOAChGbJRQphbS2V++tufdwrO12K46bcaBtOqa4iFBVK5Zlpu83UHQlxtx3EPqNwVhHSJGYMq5tiEXo6GOk7Tq2rSPj8WHAOk1CNBGLH7GZoldJGNugiZCiBEwpShR9Wh0jquhQfAqMw4HgnMyyE6gkhaDVCBMkynuQlCZoU9LVxUot2SZiRU4pEIIn5fi7Vl0opbBoss4oY0lGUnt1blBkmsYxaghhIc0TYZpQKXK4u8PPC++9+y6Ns3z0nW+x7Te8fv2ydLV6lmEkT4GzF2ecPrll/M4bljFx+o1vwzQynQ6c9Bazf8QmO/poSEnjfOLwyRWn04g/LuRYeCom863f/A4/+EP/FO+8+3184zsfg2m4eX3EGUk4TTFzOs74pHB9y5hmLp4+4vnLZzx//pjnTx7TakWnNK0ypEaTEmQl2TPK6pIgaoUToyiMElChdJDQqKRRUWOMYs6BAAI/s1KAeKUYQ2QOiaQsIoVxxGRAtSjV4boN7X6HNUbszGWsSilOc/mzlDO+6LlU29G0Cu8XlsULJTXDpu1RRqIENO2a/lqf65ubG7quY7PZrHqrxliWaWaYhaOxhhnmYnmOiegDS4a4eDnTRekCh2Up6P4TMXlikI5EDHYdq2pD0Y24B506GcR5PzMcT1ht6JqOLQbdNChhncsio8p6/RkvLOB/A85FSol5nvnxH/9xnHP89b/+1/mTf/JPAvDLv/zLfOMb3+CrX/0qAF/96lf583/+z/Py5UuePXsGwH/33/13nJ2d8cM//MP/334rn7nroTFVFcR0jtKhqKdvuG/3y8nSoJQhFmaF/L2Aj6rIbpomsSYWzUFlRizLDMjGXscqUER2a9KoKP3rw5yVaArOz89RyjJPEz5lyfIocehQZvMplxO7gfWEIv73WNqYD7sKSonldAVHVWFg2YSrnbRt27dmqU3TcHd3t3YAuq5b7adV13BPlpTQo2gy0tnsOJ2OdH1bdD65jKLuOx1KSeEWUiIGj7OGvimhZyUV1BmBLy3zTFKZbtuxdVtS45i1JowjYZKuhUKx2+24ublZv6eU0urVb5pG2sCNw7QNi19QSuNcw7J4cuk0OSf8kWmamLwnI6jzJURSlnGJsY7TOK6FS9/1LGoRN0iU7oMgPAShHlNgGTzGevrOYB+0fmtbuF6rVU8bYkx4P9G4hsY5Uox4PNmI6NiUVnc2DVkLDlsLUV5w0qEErNVY6+AL/O13cRU2QtWBNM6RjCIZTfRCJq2t9ApmyuX1ePT4EZvtlo++8x2OhwNf+oEvcX19Tde1oBR9L8LZp48f8Wvf/CbLYWA2juH6liYn5sPIMSd0MLz/7Alxmnl0fgY+EscZFROuoNgDCT8cSMrwd37+F/inv/rP8rXf/AYYg3aW03hkeHUimcx0mnHNhnQ6cHW64TQPXN28Zji+h1OKfdcSrKFvG7JX5Tm7t09a68omn8lEYszMfmEYhRVjrMUkcRq5thGTWojEKAX/PM34eWLxXrqfToBrpoi8d2d7QooY12CabqXL1vusOjdyziRVnj0lGqj75zKVLkdTNEYiMkZpTmNctULzPLMsy9q1qOuS957T3QGjtdi8y1pRuxoPn/9QYIJtGa8opVDWcHeUfBmKNVV4M6INquvJQyR/1R9VYfPtrYxCxQml2Z2f3xcWBlTO3zPjku+quPhzf+7P8Uf/6B/lww8/5HA48Ff+yl/hf/gf/gf+2l/7a5yfn/Nn/syf4c/+2T/Lo0ePODs741/71/41vvrVr/ITP/ETAPyL/+K/yA//8A/zL//L/zL/0X/0H/Hxxx/zb/1b/xb/yr/yr3zmOxP/ONcDhQA5eFLwItrMwrwAYVyIMF42NjE3qlUoBaUFXRbTHCLalEjtMgPJWWBZMpOsbpJqLxSbl18C1jpc0+BjlIwKPF2/5fLyEUpZDocTPmTaflNmqV5Q3pWLUBa8RcIr1tlm13VMx8MKuam/6qJQ45oro2KexSFSRVp1Q60OkioWrWIy+XlkkasLTP1vANc45jEwFOufMaZs6rZYQROukdOKI2O0ePmFCxKIQdInczayQZbNrW0blNGM88jsZ9pNRw6emOJa3KgyqqpY4SpQBdnAa9EUQuD84hy7aVlul7dscLX13/f9WvRpIxv8NHtc06CUzLaNa2g75CRnLEobunZTOjhqDWRDgfcz1nV0XYsPkdNpxKr7ArB+j3Vxr7Ns5xxt7KW1rgxkidBelpmgFow2dAUchdH4VbgsQs+E/DudMypHVFokMfV3ORahfKRgwCmJmoZc8fjFulwBSqSeu7s7Hj9+TN92HO7uuLm95dvf/CZ3t3d88sknfP+XvsRxONHkzJffeZ88TUzXtzQhstzekU8zpnHkSfDmYZpxSmOTwmVFXgKRGYOmQRMK5dZkuXe9Nvzsz/wc/8xP/AR/43/6H9FOo/uWm5s36LsbXHaENDH6iWE60Z46hvHI5cWesHiiswx+YRoHOnVB1/fC9oi5dCt06VhkchEQRxJz8sRFnqdN34ude1jwyyIZRIuXcmSRAtQ4izaOpm2xrqXperSxbLY7WXm0AWvXArkWn7UbV/VDFbz28B2tOSQVTFXv8bbrV8t8/feViqm1XkWi1lr6TS/+rqKNqIL1+ozU9SKGQHxQGKeUyCEX3VMvY9ZiXUWpNVfpIXW4XjXKwBjLEu4ZG213wrUtru3Q5X7ke8ie+l0VFy9fvuRP/+k/zUcffcT5+Tk/8iM/wl/7a3+NP/yH/zAA//F//B+jteZP/sk/+RZEq17GGP6r/+q/4qd+6qf46le/yna75Sd/8if59/69f+9/25/qM3CthUVOEANhHgjzCNFLcZEFrIVKpauhC9my4C+yLCjkLJt43UyVhCA55/AlKdAYQzYabHWEqBLOJUFByxIgqwK+yasWoG17sS3GyDSNxAjOyRx1WRYwFt20IjBNufA37jsZjbNyeimiqjX0h3uNBMB2uy2BYX792tUW1raiuQDWzbYuOtXXPk0TwAr4qpkD9wLP+2JGRKKW6CtS+L4YMcawTAukIAVa4VtY40gxFKtcxhnJIliWha7vsa3jNA2y4FgZ95imweSM1YbxblitbNX1UkdCtUAaxxF9NFzsWqx1JaMhrK8HUDo6SxGetWQUIUZ0FAy6MpXvIW4BbR2ubVFWEcMk4wsj941sBOL9t8ZirEYjs+y6aTy0NefSGakLba+2tG0qM20vzpAQCblQVxVYa1AmAdJCzzGu6axJNagwSwKun4jLiMnpu+sml0Ky3rMirF0ELV+4C5PW6/3SNI3wMYoA9NGjR5wOR87PzxmHkdthYKsMhsy3f+3XuPvkEx43LfPVLWoKgCN50E4cD9kHLrY70rTQOUscZ3FBxJLJs3hIMA8zues4Hg7cHY68+8EH/INf+2WavmHOiSEE3nv6lDB4/HjAGUtcPNrIuGkaR7rG0JQcnViAUzX/po43VenHKwVGZ4KR0VHIARUVIVps0MzjRA6ReRjwi5cDh9XYtsG5Ftc0GOtIFF4LCl3sskUpXjoJYb1P6shTMmkKvM46VHkupSiVoscYS9t2pSu+kLJiHGXkXoWU9bnw3nM8HtcO5qbt2PabEvQ3c3d3t3Y56/NUbdHjOK4dCmNEX/LkyRO0NYQHz9VpGNdCpKLMH3Iu6vePkrFk7djUjrCMpAxG/+6L48/C9V0VF3/pL/2lf+Tfd13HX/yLf5G/+Bf/4u/4MV/4whf4b/6b/+a7+bLfE1fV/qjSQcsFnqVIpLAQlpEUZjnB5UAuxM4qkFK6JJgmATzlrMvCGiifUnQdlfVQOBjGFPHkIjP8hwuxpAym4upwOOtQWtN3HYsPTPNMTIAOONuiG8PpNDKHI+fnF2z2Z/gMc5DPg9ISsGRM0Zio1R4Wiw6ibpa1bW2tldb+uvEbrJUU1mVZBMkdwm/xsN+37WtLtsJz4J62t9pwkfbnZrNZBWPGCoOhfp6q1XDWkZNklIS0yMkYcNbQNp3kdnhf7LSwBI/rGtq2QUdNDh6rNdo5TEr4lGgah589Xddxdydx0o8fP0ZrzeFwWOfGqWYYGPlaMcpIUmBikXn2TNMk466SbaC1kY4FiqbtCSkTU2aZF9K8YF2DRWb0MWU0GWUybdOAkqyYu8MNrm1piruoniDr6a0WF1XYVq2CMl4BP89CMi33Vk6RCRkvWWVJzqJyIuWABPJJ6zyrBmsmwnJimTp0CFjT/EPv8z/yucq1WPCcTifGYRBBcTkz19wJZy3H45FlnjHK8ObqCmcMNzc3fPGLX8THyIsXL7hwjo1zvLy6Zrm94fGH3883vv4dOu3Q2WBNJ0F/KTKeBp4+esL1R99m27d4L4VdcoYUEuRl7SZ99PoKs93wtV/7db78+77Cr3/nWxzGO6LSjMFj2obpODEvC00jaP+maTEZxtOJTdew329x1qJcg7XCt8gkyRoy6ypTxgUKrYveqWuki5AT8zQSvScunjDP5BAgW7JrMU1Lu9mWTpiA2ZquI6HQrsGhBDqXMjFmUuGTGGPpe9lqaucopYRFrwF4yxLWEag8mwbQzNPANHuycut4tDJdamevdkLGcWQ+jVznKylwS8fz7OxszRWp45N6r9aRY9u2NH3HMJXUWO4PIzGKuPRh56Uegh5SaoMPhCxMn7WjF2UkacqzsnY81AOd3Wf0+py5/Sm9pEjwWB2JYSGHIIp7UtFcRGpwVA0jE7FUCTrKCr9EQpZ5MpmS5ilCypQz1hr8HEuYV7Wt3lf4dVZbtQ92Z2mbhjmLf1BOHRbbtIzjwjzLIrG/uOT8/BzdtCzDyDiOdG0vbc8QBaHtWsZpYt+1XF1do2JYCZtV3FiLhjqmUEqVAmBYrazAeuqsVrV6iqnajIdpqc450YoUv3oIoS65gHRJ7g53NI2l60QB/vCkrowphZmBHFE5iUgsBKY445wp0faGlGQ+7b3HYLDOMi8zaLO6QE7eF9GbfP2HRZBSiv1+v4qkjbGcDiPWCep7mWfmaWGeghQ2WpOibOBt2+NjFt1F48QBlBLz7CVLRRvmeeFwPGGsvK6S8VGKzZRBRawzEo6W5SSqynipWk+BNQelXrLhS5qstQ1dt2GZR6JfiugzEnwiOovJkRCDjJqUyGNTCjLjdh6yJ4UJPx7Iw4ld068L9+9cWLx9QlyFd8UemWLELxPzPBNC4OLigtvb22KxDXz08iPu7u7oio37dDpxGkfMtLA5O6M518yHO5gm9l3P3Zs3NLZh9And9GQiiw+8fPmSP/CVrzBfX2EL0Coojdo45tOEj4Fp8Qzeo61jmGduXr6i+da3ePH+e9x+7QDG4FPmNE0CGiv8E2c1F8+esu037LY79md7NtutkC11V+y9opuR+8sAiZQjEjInYDyz3ZT1IeOnmWWcsUqzhID3CznK36muRRmLca4ktkqRr524KhKKrC0ploMECq1t6T74B88o1KI9xkTw0oHz3nM8nNb7SGB4wsGJMTN5gePVtaCOtKquYmVQoJkfOEpSSms42n6/ZxzHlbchIzPpshyOB/LpCAoppLt27bIYI3DAh4eTuqbUjqN0HcN6GGlKvlIoVmBbOTRJgh+1+W3cI5+x6/Pi4lN8KSAsM3GZIHpU8hAlbl0WYAFhpRxRSWykKFVE/Gq1YqpaLJeCQRd2gl8WlrLA6lz1G6UAcZINEWNmGKZVHAowldPyZrMjJri9vWFZEk3Tc3Z2xm6/RynF8XDgOMpJerfbkcu/7foN07KIar/YyzbNvWe9zlOBdQRSW5cSDy+LR9/3q+Cxaipqt+Jh+mFdkO47FfJaHI9HAPpuU0RY5d+DFG1RiIKQV9eJVhGVVUk0dTI2CZ55qif6hLNyZE9xkYTLpDHZoLOhbTviMjHOCzpGjNb4srhXzUgd+dSFsWmaMsPtQEEICWlMSOLpOE5FuyKnYxkTyYlUdB1ifYkJtLX4IKfepusJUTpjOSlCjsWVlNBGfmZfdDCmOH90vk+irF2uShKtBYcxFptdGa/InayVJmtNiGIJdc6IjW88QKvJFoySmZ4ioVWC7MlhJvmJVGzBv7Wo+J2KjJxZvyfnGoxWbLuWGAN+mTkdpNuy2WyYhqNYq2MsAsPEo8tLUoxseiGiTtPEcBg4S5kbbTldXdGQYRwwSjNnWLTilGABosostQ2v5ERv9T2TIaTEHDzBaEJQeDJzyngiX/u1X+fH/5n/A5vdjsPxFj+MvH79BpdlhBP9wuXZnsuzc853Z1ycn9M0gpO3zhKDFBRK5YK9V9KZKhsdShxZxEyaJ2KI4kgLoWi2MvvzHZte9EtaKfT5JW23wTQNWktnTGlD1pqkJbk0Ky2Uy1zF4KpY3+RXDBLxHrwUA0TJ55G8jwmlNE3jSkey5XA4cHMzcnF5SQ0oq+PL2jGwBZ1frdzayqikdkFqpkg9pNSuqC8ZPnUsogqSv+laYdLEgGsa+Zq6UHnL+vGwm1oPKbZk+zR2Q9O02NK9eGh/V7Bq3z7rhQV8Xlx86q784H8hE/xCil6SC2MgxYVUOhf3BUZxcWSJsE4JUsygijMj5XWhNcWOVWeiVdfwMIgHxJq2pIV5njBGi70yRo7HI5uLi7VLsASxk263Z/T9FjDrxx3GCayl7zpEsKdWsp0xFm00p8NRUgzbZp1V1tZo3WzvMb96fVgrRKcKOetppv4ctXvhvV+FkvUkUlXeFcIlYUhp1Wg454hJWrcyZtC4sujZEsssaAfREeRyMpQgVAFl5ZKngK7IcV1GK55pHEnLQlt+Jmut6BGK4AxYC6qmLHAVa25tg/ehFBMi2pTNQ15fGTXZUhSk8rpZ/DwzTgOb7Q5VtBhOC/MhGbMWZSEn5mkhxIQy94K4lAKhnAzhfk5e3S0P7yHIpJhRus74y8zfWqHMqlxm0+JYiEw0EZxJKKQ7YluHhI6V4sK1AuGqHaR/5DhEFX1BLl2n0n2KgYourxvNOEYOhwPzNGG0FieC9/RtRwiBR5eXXF9dy70wjOz6DcPdHfPpwLvnZ9zdXhNTZEyJAcNdinini7BRg9G4pkGHKO4bMkuMjHHhFBYmElOOjDkyx4QvXay7uyPf94Xv45d/+e+TC1zu7nggBs/FbsfjR4/YbbY4Y3BFgJvIKGcFWlZs0oJgh1hgcBIJkARtHSbU4kkhyMhSSaT7NE10F11BzcuzOlnpXCgEgIYxoC0ZJYRZsuhmSscCInUuplSFWQkEUCaYihAW7u6O3N7eSkCgMcR0YplnLi8vubx4hF9errbyEALDMFBhVlW4Xd9L7z3J3+cOpZS4vb3ldDqt45RavHvvZZxRnjXnHP12W8LX1JouPI6jQASbdi1u6linHtYqVM7ajI8SCd91PU3RnlT3EuXjv1euz4uLT9H1tv35np6gKGyAHElRuhYPHQcxBUgRVU5xKeVyctEYLWOQVUtBJpQcC7jfJFSSsQsF3S08ABmTLEsos/LMZrtduwcShtWy2+3QSpdZ5oIOhSapFP1mS9N1TJNEGbtG2o3KuOJbD9TskZqDUtkOwJo387CrUbM26sdWO1gtLqqF7GHRUUVlD//bWls+z/2m89Ct0vc93i+S41A6KKnE2kNpt3uBO1kjkdnaFCV6jlgri5Sykg+hrYwYnFYsp4E0z6DEoZFLQFrTNOuCVRfN2v6V18GVFMhmfW2WZaE6hOT0J3TMDCitcU1LRPHm+pbjaeTps2dSZGhTgpYE/22doS1R8T4skFMRAqrSTg/EbN56jWxxBjws6qQAMGsrXuUkJ9wsFknRVkSMFbhSQkZ5xiiMKpHtSvJ0QpxJecCYhhzetmDD79C5UOLYqff8w38Tg3QuquJ/HEeOx6PAoYDD8cg0jvh5QSNU0zdv3hBTwmjDk8ePOX7ta5gMTy4v+eg3vsFpGriNipPruPER5RyusRhn5d+5WpIpFr9wipnTPDH6hWMKnPwiTo+YidrQ4jgdT/yhP/wvsIwn5mng1SefEFJiu93y4vkLnj1+ynazoWtbKQq0kZGFVrimXbMwamElqH/RWYlWZ0HNI42fCV6eC9s0WC3dg9kvYDTGWol+p5MiXCkShRuBdEhSjmIlz/LelYSN1TmcM2snrmpgpmnCjzPTOGO0xWg4HA7yXnjPsngePXrE5eUjtNGMflkdJLoUgfU9rIXx8Xikc42g9ksxcXZ2trpQHgrBa/GOurdWK6WwzmGcjH+qaDM9uMfqWvPQrZZzLiO2yJxSwZHv6fpycMipkFJjSeiVdeKz3r34vLj41Fy/VUksvzfl5IvR5JALiTNR8d+yKeb7thulK5nk5JhTkkKkEPBCFupgtYaunYqEMAVyfYjkpFOFj8HLHLkvkebyvUlEc0gS4GULWKp2A3xamOaZrEWDUJNJMyLyG+cZENZAo+XrmrJJd51s7MZaXFlAqqCq73uMMRxPp7XgqIsMyPfcFTtn3ZynaUIptS40NbfDWss8LVjbooqDwTUOk6qtsl+LnpruGoteRWtZfHU5HoYQ0TlhlELZhpRkbqxiRkWBFeWU6NsWm2GMEas043S/SLZty1IEofv9HlU6G30JX6qvQf1Zqve/dkCqsDVrQYLP8yyWwaaREcC8cHc4oq1jf3aGQuO0LYv1SNM1dH0v3ZtcizahqOok96DcH2l9rVMW4uLDsZMxrghnhcuilWTP1A1/9p5ON+imJYYopO6c61pfCjTFEkEHDdrRxbctgPdPym+lEuX1adJaY7RQZP2U1u+3IqSruFgKjYlpHNeC5fzsjHEQFokPgafP3uX87IzXZRSH0ry5ueY0T5yiYlCaU0jYpNHKgtZMfpHiSUvRP3vP6APTsrDEIEWFX5hjwJdDbkiJmBJf++Vf4cWzF/y9X/w7jONE17U8ffqEi8sLNpue8/2ei/Nz2q6lKaDBTElOVUoKixoylzI+SsZLiEFMHShJi/VeDiaNxViHazcM80zMAWtL8Z0SGlVC+x5akDM+JmLZrHVCYo9SenskUArm4AWhfjgcmE4D8zitqPsqtK6dxbu7u7W70O3EAdKVMcXhcFiTlYdhKOwJw3AaOKXjWqRba9mW5NfNZrN+T85ZYqGA1p8lxIgfAyZY2pxXK2oqltmq16h6jyoKRamV1yHQQeGGVPR50zTYxhW9G59zLj6//v9wKYk8z0RSWEhhRGdPjhPJT+BndIo0usFHJII7RHSSlMToJ4bhlpw81mTIEZuCeNoLGY/CvxCwlpE2Z5k5kj3BB1IpADISiBRSwEeJWm7alryISHCaZ0w2tK7BmEayShBkb0xJTkGdo20tyxIIKWOsFB7zNBHnie1+T1pgykIH3W7OUbphigrXnjFHSCiSbUAlWtPJScco9Bzo25bhdOTR5SVGK07HA/tNzzyeCIWlUYuPysCAh/Y3xzLPZCaa1oAK9L1jmgLei7akjleGYaAz4FonmooQ19yBeZ5pnCWHwLDMbLcbopdMRRKkGDEmkw1Eo9BNh9omTtOEPetIRy+oYybmuJBaQ2wtS1wIjWV7foY/jYzTzG5/xmmc6Pd7TNfhcsYruPMzxhl055iXDBiS1kze01RNRPQ0jSWHmTAPUtB0O5wTZXwu4ozG3QPQlBLdiNYZ1QouffGB2XvRbGSF0nZ9b1EaE08lUwSsyTTGoWgYTgthSaQIWmUsnrZVkCMxWYxpmeYZpYS/4f1MTifGmxPp7jXLo0cYs0Epw7wstG0PmNLjK48RIgxF5dIBSUgyaiQRQEcwiRhnLAYdNQ7HMA+EJbPdnOOc4+LyCa9ef41+f04DPPnSF/iN4cjV2QUvP7nGnT/jl/SWYyMn3HmcyWQmn5iS4tnlGWOc2ew3zDd3xJQJMXN3Wri6nThNicmP0k2MM7uLc6JShDgzjLf86tdGfvxHf4zObHjWDjzeGt4573nyeMv55ZaLp2fsH5/R7HqavgfELeZtko6nzmir0ASUCtgUiGEhzgNpmojLQE4zSguC/TQm1OKwbc8SFWFUuLbDOkMurzlZoYEcyobs5b7VJRE3k0la8k5WDk/ORB/w08DpeGSaZobTidvTUYqpHBj9uMKpuq7DGbg6XLMsC+dn55ACnXPY7ZZpWtht9hyOJxKKkGBcwjp+SRmmxWMUNDkRx8xOJ1zQGKuJYeZ0MzFFsEbEl03TMKewjk2M0lilJeRNZYw1nLxkOLVtQ0wSBqiXhDaGttuwPTtD2xatDSFHBj/T7LbyepT01/UO/R4oMD4vLj5FlyowIfnfAl5OdXEU61IdewCFpCkOAb8sou7OaR1r5JxWrz+Us90qetTrYiGWqaXYptI6bqn/qjoIjBEOQ4gGk+3aEtc12r0w9HPpYGhnAfHh11ms1hJxDpntdkvwXiKRtUcbKWpCjGUuK63yYTiKvmIeccaitCKmRNf15BTXkUkuZL2UIilGtG2EmbCeKvQ9M+K3CD1zDGU8ELD2XoPwUEzati0qLdLqNhbrLMEHcopl5rugyzhJeBqWZZnIZGx5LQyKw90d/aZn02+YJ9GXNG1TBHfyGjatQKZiymWspQqRUE6iPvj7QskaQorrGERev5ZxklZwPbHt9zvhkZS2dNu2dJ3EZoNaaYbjMLLb7QDWLolzDlQixmVdwMki+rXGFu3NgtIy+pmmCWsMzsnGH7K8N8ZaSdyNEe8j2QRc25SWfdGnFCHx8XRkmQNd15eulOSUBC+5OFX4pzBv9f0EFFXu5RhEa5ESfh4LLC7g55nD4bCemK25H+/U7th3PvoIV7pDrm25fPSI8eqGl69f8/L1G77T7znNM3Pwa5BcAsKcsI1ZC0ujrRTdRI7jzDDPTH7h7nRk1h6fI23X8uTJYwJyQl7miTQv/PrXfoUf/P7v5+u/fOTF80c8evyIR48uuXzymK5v0WWkaKx0/GKWwoIs6weVibO6mjzBLwS/kH0gp8BS7ztt0K6lMw5tGqxryqilBJqp+4Cwh89G1cCklFi8QOJyziU4Trqnp+NxtaEOw4nj4cASvHQ2831C8TiO3N7elvVQNFqUUUaYRhSacZq5PRwJMaNLZ6Oui23nMEa0EY01dK3DFXhfveo6ENQ9s6ci9mtwYP15nFIyJrGG3XbLZH2xpUoIXFfAddY5KFqmHKTwjhmsazh3zbqufy9dnxcXn+areM9TGXmI8lwTUhWlWVKZm1eRkSnY6eBlUbWkwr14myinCtBKnCXFMlXEiSnXX5QiRERprnHElHDF9mis5AuEGIgRslJlc9EyyimtUPmaDbkovQXI5Ygpr3qC43Bku9vjrISTybxeFoJxnLh8dMY4DmvBk1Kia1tOx8O6GPjSslxtaUYSYOvPXguK4/G4CkSnaRJRY1JrEVKFpA9b/zXlUUUjYVoh4KwFJa9V3wkmeJlG+q5QQo2i63tZGEPAGNmo/LAQvKfvW872e443b2SkojWKVESc/f37lvXKs6gsjuBF3OZK61VFvQowU/BYp1dRW/3+c87sdrt1Vi1wMYWxjQS9lZ/Ve8/t7e0qgANK63pCGxk1OSetXpQmJnBoQszF/hvIi+hYtFI0jaNvHdYI88BaS/AeHwJhyuTG0jYtWVdhsvAQltljrSTvalXFiYllmggJUr5HPN5LSeWqc+5QIF4pBslE0RqSYiriwFPhitQiqs7zLy4u1lHamzdvuHz8iOP1DS+/+S1uXr/h6tUrlicvyEE2k7j4EgKYSZNHZYf2UUZiyjAsC9PiuT4dmRP0Z1tcnOmsw+ZEIHM6nQgpyrOrNSHCm5D4p3/4K2z0TN/B+cU5F48uefz0CVixN1srBZ4yWlwZxVWTc4QYVz1VCgt+nvHzTFgWVJKgLR8iIWaUEe5NzNA1Qsa0tgGtCaJ8fHt5evBcQRmVFRFyCIElzPhZDi11RAGseiJVNEYA3gfmeRZ7aoiE4GnbDihWbisOrvJIstvtOByH1d4ZY2QYRo4nsY4659hterSSToqoWiN93+KcxVlHZ5p1zazdzbu7uzU8sNriu01H21VYlmacZ7S27M6a1X2CUvggYuW2bXFNu47dPuvait/p+ry4+JRf6gFqpXYzoFjtHn6cUlhjUNri5wo5SqLgzvXj79XKuRQusUSg1xRUlBZEQYKMkB1tK1RI4xqs0jTNBh+DnJSWgA8RYWSJ910VsVLKCVWizJU2+CACyKYR5fl4PHF2ds44jUgyqV0pjxKXrliWgoJWYn+rXZWHSu+6OFS6pvyb+zyQh7/g7UKrbii60DFDCKujpfI+HhI6netQKuOXmRAjRhuSlq5B27Usy8RcuCE+BDa7PUorxjE++NqKcRjJSU7IXdeX07V0m7yPWFvet3SPRVZKCpyx6AIqYbC1HdbZtchUwHAaaArW23vPdrtd7b21oKsaEvtAcV/JleM4MgwD4zg+eO0SGXm9U84F3yxzd+saXCOJkqHkSEhux0zbNjy6OCsFGEIILe9ZWDxqmqUjhSKpAoaLCWetdKeKdsQVDkXKiRgS2jWlSyfPQqI+E0rYC0qLliDLeG9ZZonzXhbGceR0PHJ7c8NcdBWVe5FS4vXr17x69YpHjx4RY+T6+ponz59hIlzs9nTvf8C7z1/w6je/SRpngpHiRaUofA+fCOMsBZHSXJ8GDuPI3TyTNxseP3tK3m/wwzXaaIZpYl5mtFJYldm3DTpmzrc90+GGH/qh38Pd4TX9ZsP55QX9diudQS3dIK1EY5NjKqFhmRwzWRWXSghEvwgqPIjbTJyiRkLprEZbAWU5J4WFdo6sKjpd1p6Hz9JDSzKwvnb6QdFhrSVrTSQwL34VQzrn2DctCcU4DozjXHQ6lhASTdMW7UXmcDyR25bd2Z4U5fdLiPKsh7hyLsQ9IuPAlcKLWO+NlqIWVZ1VgWFc1tyhKhSvHcvala0i0PtAQSBLt7D+/DWmPcdIKs/SZrOh6ze0bVvIxN971+fFxaf5UpKLkLX4OKoYDmSEsp7K60b6oBSx1qKVIUzDWu1T7NWpCEJjzAViU1Ini/BSKy2LpAaVNY0pYssSCR6SFSCSNuviFnxAGUlY1UZU8rWtqbVmnBZCkqpea8PsF9pGTvjzNLPfn2OMY549jXOr82EcBhFVJejaXgiCMdL3G8bTsC50FcTTtQ2UgoPCOqhi0HoqrzyGavWsr1ctLuT1fbsoqUJKqxRt12GMOE4yYJ2o6xtr2Oy2DKdTwbGLfdAag2tbUhZtRlhkTj3nRFg8+21H40TIaa3G+0ncPmWRPDs74/r6mtPpxNnZ2fr9iTVWijlX4qPneZYRSxKh236/Z02MLPkO9d9XLHRK9+TBak2u7JC6GcjoKYNK68Kbi734oTajcaK9CTbgU2JeFubZc3c4kYs2SO5rhzaJkBdJVtUlih2wypBMQiuDSpnj8Sj3/jAwDidCkDb+Zstbp2nNveMql3Y8Oa9ZLzL7FwbCWAqnaZqYp2ktpI7HI13XrUj5jz/+mPPzcx6dX3D36jXKL/jjkX/2D/wB2pC52O6IwyiZMWTmkHEyi2M8jaQs2Sl3S+AQM3de5v27RnM7jIxpBlU6PNagUmK76dl1Hbu25+nlI/ATF+d7XK9QRtPvd4Sc2JXZ/8P704eAYFYiOQZy9DLyC54YpIMDIjoWsBoY12JKYaFdQ7fZYdteklAzWDRK33dPH77fD++ReoJfM0VkXrGuOXUEsdlsGI4n0Y3FQAhSUF9dXa3dInFqifiy7zpaXWm1bv363kvBUhkYci8HUJKnEkKQg0swWGswQMpSxMcYwXarJbVavmu3r9JA68incnBQIubs+w0hRFKW4Ma264S667rVNlsPQUo/PAZ+71yfFxefoquekBWI+t5YFIaAnAoIUeaYALy9+RltZKFNstnHVLG6i4wkirIbLdoHyXyIa+td8gFssWn68nuH0nlt2RvXkLJiKCdgbTSNs/iQGBdP2zS4ppFsAy2jFGBtd2ojjpGqR6j46rZtafueEDLGiP01hkDbbABdNrqINQ7ViXSvnjKrWwTAGiPjCucgZRmTPIgDr26LOiKYpom+7xHhmV6Ljvr56sKydje0xkePU5q+tE7H4YQ1klUQIvSbjsVX250iJCFDxoJtlq+vmKcFZztIcgpvmg6lDN4HNhsJ+5LOQi6L2RalhHZ6dnbGaRxENFsdIpm1tauKrXNZRAexKQ6fZVnWrky9xBUUHhQb93TQ2saul7GKprlXw2elSRl8EFCXNpamkYJTK8tud8bp7Bw/T6KBQIBOknkimGilNH7xzNNM3/WSmFp5LBnGYWAapHsyXN+g+2t2+z3H2zv6fkMKEWPcW2LOtUuXWef+5Fz0MVmYIl5SVnVhEQzDgPeew+Gw4qWrbTGEwPvvvcfNy0+YQ+DZ5SXPzi8Yr27Z9x0na/GNY/QL1iiMEgZDSJExZ7RxvJkXjsvEiUywhrtpIBlwxuB9wmhF1ziy9+zahrOu5emjCy7Pd5xtN4S08OL998hktvs94zzJe5Divf6h6LP8MkkhkASalYMnR49fJsIyoUhoDTlpsEb4FdYK3rvf4roNpumwWoLtlNbYdJ9eWgvzynp4yDnJMbKUjVhcZlLwpjLqmOe5pA3L6PPNJ6/46KOPVhqvUiUt2UcUomWwRki6IUWcTVjX0Pc9TQtmmghJunhN0xCTIgSPVtIdaVyDMWrVUTWNjNmG04AqXdKHIWt1FFjXga7rUEbRJMGEN23PNMuIK2VQKa/hgW3fQynE21KstG0rSbH63q79vaK++Ly4+NRcD2+5e3Fb9iV8iSxeeS0iMaXuNQRYS8xmhQzVVngI85rWF2MkRVkMhF4nc3eji2UQTcy1kxHJpQeSMjRtJza6xROTKKe7tiPlmrRpefbiOcpYvI+EJYjtlPsTi3y/BqU0bSu44Jj8atWSAsatbpa+L+p0xJtf2QnSpClhauXz55Rw1uCB4D1tKwIqne8hN/Wqm2cV71lr11yT+ro9BG897FzI5wlkRHCprYSB+VA99JF5mdnsdozDiayzCGYBZSReWhkJhjJKs4yTiGFjpN/0BZAlYkxnHcsinYwQkrweyMIpXSlN1uC9Z7PbEopdNtd5Wa4Y77Sezh4WGA/jolFmfU3qWKpmuTzsXKDSOpLR2mAbWTida0AblLJFayNW1H5jJUV3mYlhKQFmkeQzISZmH1A5FqeTxxtLiqIRUoiYdR6lsxBTIo8j12+uCD5we3tgs9vhlwXXtKv4Pj/4H00ZFRbdkgamcWIaJ/ziGY4nTscjp9NppTpeXl6ilOKTTz5ZC4uatfPJ17/Bi8snvHjxhLwsXH3yCfPxhM6JvmkkD8hnjDNsznbopuP1cEJ3HZ+MA8dlYQFso4lB6K1ZZ1pnMSnTac3Z5SXn2579dsPzZ485O9ux225xfYNpHf2mB6BVrSD8a+pvee+rBbWKw1MMLNOALkJPa4TSkmKQ96npBG1tLLbpsG2Psg1oi3YNWRUnTphKt/Oer/MwY+YtlkgRheuijQLR7BzvDgynE+M4cndzi2l3gKbrNpxOpxUT3rUdOSvm2ROCdFk2+16eNwTytaw6EUPb9YViOzKOft3UVZbi2jlDX3DeIXr6rhPsd74XxoN066rAu1q6l2XBNU74LA+E9DnPxCictDoeCSHQNmLjbsqIRd6FLMFn6j7sL68r7Gf3+ry4+JRfqTg+tNZoIyfaWP5OaVUAWIYcNakIPo3WJCN46tbco38zkpi4LAJ8IStUSemscJ2UEqm6UjJCetQWraVA0Rn6jTxA8+KhdCgEm+sJSZTv2sgo5yGsy1qLbRq00hxOg1D5ygNYKY7TGOi7lk2/ZZpmIK+Jr1rbIg67b8HGECEn2sYRg4CZpGjS0l4vRUFdMO597m7lRIxlA3nox6+FxUMwl4j+MjEHZr+IXc05fE4YLUChuvkba0GJ9VPEmz3z6QRlgdZAmKUFHLPDOkfbijU4xQRWshecs0zjTN9vCiskF5+9Y/YeYy1GG3wM6+xZRGoNGrN2X+rrX+fLdUHlwQZQN1Ng1V/UgktYGjIWkUJPwFhZaXG0KINS5XUzmhiLeNNVOqqlbROkyDyNYk0uJ1RylsArH0iqJujK7D34QAziDDldXXOYYZpmMoplmlFJdAbqgRtAUUYhxqDJpCw6g+vra26ur5jHgXkaSSEyjgM3Nzd477m6uuLdd9/l5uZmzbJxzq3izovtls4YltOJRTmm45EUFjrn6NqGnp6FiFeJzfk5V4cTX3/9CdtHT7iOkVlltHVo51BEjFYYH3BG0VrD+WbDs8eX7Lcd++2GZ08fsT3f0G97+os9SUG/25asniIaznod561AMR1RRon2IUVSCPhlIkePJgk4VIGyDtV0uKYTvHvboZ0UFihLVrYIdotu5UHH4rfCyR5CqeozlJMEd8UHEeX1PtRac7g7YlzDfn+G1mYt7OvzWhkV201HCDNGsLhiZZ1mxmkWjVl8zf7sjLbtaNoG56SoXuaZrnX0XbeOZnyYUWS6tsfH+/j3+oxXfVMVcz5Myr0/qEin2AdJjH24VlS3SXWnpJRQBcVeX6O1rPhs1xafFxef9ksEcAqjNUoL+f+tv68SzzpjRsJ4nHMkDTn69QGKMRL8Iu4Pdx9yJYFcupz4FEZRqnRJ0Lw7Hrk4f0TbtRLv7iyTX0Apuk0HxkpKqQ8FwiNjmGUunY5il3NOTgDjMK3BRH0pLrq25zSMGONo266ox2WkIyFf0n70yQP1tFQgT0W4GWOgaST2uZ7g68/+UJwFvNWVUIq1LbvZbKjY76rVkHZtyVxRmWWZJSOlFSvgZrthGgchdGohBbZdKzjmUhQKA4B1THF7dVXoDOBnz5EjwadiDY3rYuZ9JMWMMUG6QlHgX6qMcPqmwViD8g/YrllomynJAiejH1ZK4X2xUDpfyq6LPtx3cCosqP4+5YA1JYDKCCRKbMwiDrRO3AuuaZiDYKKV0mUUJye36k5p2pLhsMwkHwh6wWpD4ySXwS+BFIQ6a5RAim5vb7FB7qWm6bi7vZXOS0rkiphWRd5ZC0LvZbQyjoTFQ8ocD0eu3rzi7vaujJDk/Xn06BEAr169Wgmuz58/55//5/95PvrmNxjv7tihUU2PjpHvfOPrWDTvvP8uu4tzRr/w0etXvJ6PzCbzejwwJMXjszOmxrJECj4eSAJi65PDkHm8O+fFk0ecbTt2257Nvme77+l3Pe22p9n2RCVZHtoK/VPFQOJeLwOstupCWCluHcvk5f338wA50Lcd7a7FupZus8HYRsYjxklxYQ0oI1GJKtFYC0m9RcWt/1/XFgGUCQBMa01Mkl80DsNKBT6dTgWAFYgpM51O66jEOSe031LUrl2RlMt4Qrp4ZNZOZtt3jLd3XF1dcX5+QdeXPBAk66WxcnAKIWB/ywFDRpH35M15nleSaN+LkHgYBkIKuKYCtcqhK0SUKjbg8pxst9s1w0RydeS9Mc3bGi65PuOVBZ8XF5/6S/IpDEnLVlRPmUA5GdxrBKy14mXP96FSOQRSutcPiKDRyMhByecAEU9S2qpUZX35vEbbonuQmjuti4e0A8liC1TGgJKI85AiIKFR9aGKKRKWtM5c64bWti1LjCzzwuNHj1Bo5lmQ1kK568hZCgRffnY5pcviY5ylkhetcyJ2DYGY7nUIVU9Rv/ca9V4Ln/yg/e8fzIyB9SRVv+ecM77Q+cy6VghAqBI+vfdEAs5Id0Mw5JocxFLZOkcss+GQEssc0GqhptCKGLbndJSCS/QirFj0Tb+R06ZzsomYe0R5zrlQLzOV21C7NPV0e3/6hJgiy3I/oqqJrQ9fq77vSTkQ43J/byopIHxIJe5KtDTaRJwtGQ4hEoMnRi/jiRjIIQh51TV4Y0hlLl9PhE1jS7dDPmuMkWkcGdQJp3qUusFaEf1K2JicDDFqDenLQC7OkBgqGVQEvTGEghs3LKWLdTqd2Gw23NzcrF2uesL+4IMP2Pc96uyCw+srrr7zCY/chv1ux9PLx7zzzgu0c7y+vcZdXzHMIy/vXvPmNNBePGHWilkrAqLVcQam4y3TGOhwXJyd8e6zZ7x48ohd39B1DaYzNF2DaQyut9jGYF3POE00zomeyDliESjXAklIoOJcWJK81lXYqlXJvpFaEKUk5ddYh3XN2olSZX3IWhe5ioSv1WKyXg9HJA8LjJBKMFnKAphqW0iZVISTTdNIl6oU8aJ3CSveu+v6tw8kRSBpkD/b7rY0fc/rN9c41/D8+XNubm44nU6kJPTR7XYrWiM/S4dBl+egtSL4toazEohWxctaa25ublYdU10zakEQYyQ/YLloc/+96VJQ3K/ND3hBKZO0dH9SSsILoQjxP8PX58XFp+aqTo9ywykJBlLWkbRhQboUvnQWCgtP/Pw5YZ3FaEtYRBGNsdLGVAltVOFWRGISKJZWcmquKn2hV5XNKCWmcSalzGazpdn2oDRLuE8gNcaI7TBlrMtoY9FZIDIpRxFiWUlQpFTxIYioL2WFazpc09K0PbZpub65FXBP04geRGWUAeMUxmkIchpVWhGXSAol7TVTEMUSsCSbZeFTwANsd1o3zIfBZbWNScoFQnZf9EghIc4aUY8b+ZmyQmVF9KFAfFQ5Hcmprt/suLu9lc0PaIwlIZuAaxTjcEI5iYT3MdK0MgPOmdX6KWCfHcviBQimJfbctK2MBYzGOMs4T/SmF90DpxVqFr0HBFgVFo81hu1mw93hgNKK1nWEeM9GSTGxzBMhLEWQ1hJTZJr8qt9wrUXrUmxlaK3DNQ3WCSUR7rUpOgkcafELfl7W4lBrg2kduulJSkZt0+0knZEY0WSsNmKntJpxgtkHDsPEMd6SBs98dsZ2d8bZ+Rk1ol2b+8A3FKSYihVTF4R84uxsz3C6QynB6pOi5HIUIWuMkdvbWyk6yvjo5cuXvHz5ksuzPf2LZ4zHE75k+7z77rvsmo7T3YFX11e8vrnmMJ64GiZ+8/oa03Y01oEGozLOWS52G/rGcr1MnI537Fq4uNxw+XjP7mJD37W0fUskka3D9TvabocyLcq2zPNEoy3kCIjmKae0FrcpJKxKhCghXjH4Ei+/oNE03Y7GGtEd9Huy60E3ZGWpwXdkUDmLTqM4X1LpCGWlQd071DKJEBZ5vcrzFYI8LyojTAljoWnIIa4Jpa9jQk1HjNH0m54eBMAVI7NfUNHQtJJ1smQZjWZEMDoOI8MwCp8meDaN4/JszzKXYMEcIXq6vsN0TtgoyyxdMFMdIJrbq2tSlmTctm3RTnFxcbEeVFLO7M72oleK95k51roiTjelyxshBsI8YkrAI0pEyatdtXzN2ilFf/btqZ8XF5+Sq3hEii+eYl9SJFq8dsxKk5QlWEeXJRws5yBCTyMhVT4FYs4kZcC1GG2JUW7weZmZloTSTjIFUsJojSuiv4p9zsA8e/zsabtehIRW5vv1pBOTkPimeabfbrGuYSoOk1RcJ23Xra1BtCkdEo3KGrSAuHb7C4FanUYyju1+x+w9S1ionIqsDUlJFyApK3jjaUFnjTOOHNMaz2ybjqzEYWFsgytApMrBeDjLrTPqNT0STUriZqgAL6Uh+IAxipQF+tRYQ+eknRqXgM4K17XUJMiYIIdEt9kRxlFQ6D7RNj0pJjyKpCxLGMnaMvuIU/cdkooll9HFTNMYDoeBttuJ+yB4dGOZosdpB0azhLC2cet4RyMuDN0oiInpNNJ2InRbghdNTMjkDG1jGMOyJsw6u8H7CQBraoaEZ5kCiXJCRWGGEdu0bLa71QkyL4IQ37hF2veAchptGnKW+0dbJ6mrSeH6mTDe4ueZGD2n4w2GTL+RhF1lNMo6hpDwYWI8jfSdQ+UNmkTwQqZ1uoTfUUSNKDAWq0XdGosmpXGOrnFMWn42r9WaYaGUWhkf1bLcti2vX7/m9ctPOHfw0c0rto8uuBmOjIc7TumOaRhZYhCWRgxcz5GbYDjfdJyGicfAWetonGGjFa1WdM5B1/P0Wcvl0w3tmUFtFLNOmFZGTqrp6fpLGtezoIhJo22HTwpnG6ZhoPA4RTCNIuRAHk+kWBxAwBwS1jSr48m2LbptMe0e2r08M7lsdllWHaMTmoDOGRUjYc0FEudNVrLuqJBZlpHD7R3jNEjRH+X+rVbMmmtTi7aUEk3bcHa2QRsYp1nyadqWEESTgFLYrsNtevyycJily2iNhTIWOtzdYrXBKXGKXV9f0W0aNtsO5TQqGox2MpYroD2tdCEKZ4GxxUjygbzd0vQdbd/hWhnbWSdFRNdv0Mqs8LllWfCLsGNMlmA+kyJxGAhdIdumjM1grMM4GQeuzjPz/ynV97NxfV5cfMovhcZZR246EgGtEnk+EUNcUdBVjFRPmFpD8IqQM/N6mggyG6ec7It6vo5PlmUhlhnh6TQC4jW3zkkmiBHnxgrnKnPJvu+JCZZ5xrhG4DulXVgrdXRxkXgRlW42Wza7M7p+w+EgKODN+eXaYqxz3epqANYZrH8Qm17/vwoV29aVbAB3f4J+cEJ4aEMFVgof+d55E2ONU9Zlk5d/65xbHRS77a6MKUSZL6TMGg8vJ3ZrDLmMUMZxJlrDfrclRFGzk0XYWAsfo+3ahq1t+brZbzYbfPlG5Ods77kCsG6E2+12FaNtur4k6EoxoLQWjkbjsEV4V7UkOaY1RbLeS/U0/9CemwpaXrz7BusatJX3QQSdog2iMAaS97iq3NdCcxWthiHlUug5h3Wi5G+sQeW4FgJziOv3CZKaqWwv+HZzx/nlIGr+LsCyiPPBVFy9kZC1XMeImbYT2ugwDJxOp7UNXzHotas1DINYCI3hgw8+4KOPPuL1q5ecd4759siX3/2Qq5sbTsOJH/jgC7Qxcjuc2G46/JtXpNMRawoSP4pOxWiwRhPCwjQcWZaZs7M9j5+c8fTpU7a7bUGNd2y3W/rNhq7f3ut9tEKRClo7EqMihlmSYxdJsM0pScdqGaRcfiDmXZ1EdV2ptsh8LzR8+Jw8pNNWXU2FdJGjoPbJ97ZfJSqP6pR/qC9IKa3ckBpPboxhv9uIRTl4skLSe2OWA4oREbnKkRz8Ot7TStE4R2Mt237D3c3t2oF8+uypJO7mUOizrNbSuk48TBn2c4FveU8uz3gFbz3UIE3TvOo86mtSR8xVBN0UGz5Fi9Zos4pbdekOfy8UFA+vz4uLT9P129x7SskirtqehDxoWRuyVkWRrFGYMuOL60Lgvccvy7q4GC2ZE35eaJ10L+oDE0JgXuSh8CWIqOu38hAqOfmpcpqoKYtN09Bvt8SUOB5PayvfVpdEknl5TcYUq1bE2Ib92R5tHLe3t9zdSYKhKbkCtaiop/hacIilzEHOb40sUlIPPPJq/brGmDKDFVX7moOi9VtRzbHM7Pu2LwIsL24Fo8vmbstopJAyC7QH6uKdC/gHmrYhpXLCSUmAUlqzTDPTNNM4hzUO0yhSCCxqJiUIMeGsvNcphbV7krN0A6x1JbI+gZGxUdu0NE3HMs9olRiHmYvLC5xtuL27w2jLbttwGkfmeabruzKPT0IXLMp4pRS6jGOmaVpJlVUAW99TYwyNbYolL61JkSlJC5gS560kMpMYAz5GoWYq6fy4psU6se92JT2yMZk03TJNI4lM69oCXjO4RrOMEs++3fTom0RTCqB6AvTBE2MiI7jxNYivfA/RLwzDwHA4cntzxauXL3nz5g2Hu1tBg4e46liur69XiFPtbD19+pTr62v52VzH8w8e0+0v8EsiTwsXX/wCj5485s3tDXfTwFWj6T75mAutZOOMHkUihBlFJCzg/UzbNDx9+pgnT8559PgRbSmk++0eaxs2ux1t2xES+JIbk5OCFEqbQkFYiPPEPI5EH4jRCzbbyoamYmFTwEoXU1ns5bGMFHlQXDwsOH6ri6IIq976+BDECaWVKtHvIk5epnv2RnWA5JxXlHwIgXEcaVtL31j0fiM6hLIha9uIBmPxEKM4sbLwcsZhwGrBwfetRKqb8kyfjifOLrY0bb8WxvWQUbUe9Zn3ixcbvjHoKAGEwqQQ6mmMEUoRpAC/+DUVtXZjqrOqdmiA1e5vSiFTRewPvx8evB+f5evz4uJTc73Nuai/5ATdoF0rKaipVMFay2IDxSJW/NQh4Jd7a1p9mB5ax2qCIcWaKpCriLZC1myalu1ue2+9KsVCBqyT8LF6mjyWlMP92bngubOERlWrY4ixCD8FtOScI8XIMB44HAaMMVxePuJmmNZF4F6cJnPwqibvum4VQa1ZEEbok6q6BLg/YdTTfj2JP+Q+1M1TvO+BaO9Ff2KF1Pi40HUNIdyHM0XCGtf+kDpYF+S6iATvC3LY0W82DMcDd3dH9vutdJyUxtqGZfZiP02ig9G6jH58LDAfOX1rZVnijEXauiFIJ8jaBtCM4x1+Cex2ZyyLFGPbzQ5jDIfDQXz1RtP2PcbZtT0teTJptVwOw8DhcHhLsb8WqLb8MgLMkrmz2E3RRk6apdBwriUX94Y4ZXQJfJKfRRcQV2sVeXki9sK7W6ZpIiXY71zJgKidubSKf7XSdL2wDaZpYrdPYIrjxzTrxhaCCEHvDgfurq/4zd/4dcIssKWu67geBuG6LJ67O3EcGGPY7/frfTjPMx999BHjOPLJq1f84Pd/iXff3dP4SDie+NWrV3zp6SXte88ZPvo2b3KA1nGudhwPd+UELZbXk/e0jdhWLy/OeOed57z/wVMuHz3GNQ1t19F2G0JMWOfIZaSTqiMnizU3Z/nv4XjgeDywTBOkhNZKNn8nmhXkt6WbWdxRugg2y+/Tb9O5uC/S7zsQuQgTqwZJOhiSHpqrbqu0LerYMYSwFqy1sLDWcnZ2Rt/3jMcbDJFt6zDWlYJV03QdISWacSq6qcwc44qkz0m6rnETeHRxwW4reTkahVL/cDEBrO6f+gsLJF1CCM06snFked1DQNcDjjLlZ79314EU5HUdrOsKIdAmIa6aGr+u7y3h61L/GS8s4PPi4lN21bvuIW9Qo5QF5compFYh46rQThGyJIHWsYUtgCfwq8VKKyXhW0WwJYwD6SrkBy27ruvouo5YnCja3FvQpGUvt81Y2stN2+OKPXJePErbQoK83+ClIGnWP5/nGVcWeQmpmte2vKRdNmuXYZqme6tbSiv0qmkcRhumSbIhJJTIsSxp/X4fQrBWO26xedZFoqaBysfEtQPUFNoo5HVMobVZF696Kur7jkwu9s4C5cmZeZwxZkPf9UTvOR4OTNNCir5kZzRY6zFKlfdW3CYpJeZpwRpZuJRSNE2LD5GUMtvthmEYOB5PPH78uIhQLYfDEeca2rZjmQ4opdhut2ITXhb0ZEjA1myFoKrFflwZGZUr0Pc90zStc/OqU7HWrqcwVUTAa1s9ZSiekZwQ+NGa5ZCwrsUWGiYxrq4OpTTdds/+8olYFW8WfIgsPmALarltxU56fR2ZgpKxm2vYXF9zc33D46fP1ra5q09OKZ5DjCzzzDIvnO33eGc4psBQ7vd5noUQWro14zhydXWFtZb33nuPYZBYetc0/MbXv8711Q3zNPPxt77NJx9/zIdf+ALfuHvD5nzPx29e8+1PPuY4HXHoAg4rQkKVcY1ht+149vQJX/jwQ77w4fucXwibwVpXkmelgEcr0Y8UMXIOMvaY55llHgjLws3VG66v34it1UhUuTUGgqFpWnE0aCH9Vk2JMUaIkbZB6QJ5+m06Fw8vOWTEB93RSI6xCGM12jqyE55GKK4PuT+Pa/JsLTiqbVNrDX6Uzo7WRdTsUBqsFk1JjPK5xnFijpmzszMuLy6Zx5HD3Z2sQeNUungNuU/02/YBi0Xu1VooVgIrSNT6+dklKYvNtet7lNFMyyxW/rZZAWVaaRHMG8MwDKtNvY5b4B7EFUtRJdEM9+yct0Yi3wOFBXxeXHwKr4dlbTmNaykuwGJ0i1YSrVydDVkVANEDW6kq/c+qwK5jg7B4bBFaPpyttk2DLzNN0QSUE0wIHIeRvt+sseBdSf2si8Vms5GEUG04DRObbb/GJ2utccZijNjdtBHEtamER2OEZ1FmoafTie12u27e0zRxfX3N48ePZYM/3K2WrpQM0yzESNFnyO18Op3WBeVwOPDs2bPVFXE8Ht+yzj20mtUT1jTJeEbcFCLsrrqGXFrDyzLjnH0Qry4L+TQNgKRKOtsynCaBgm22xBC4uzuw7XtSRObx1hHmSQSf6d5WXAuqzWazdkY2m56pkE4qr6LOsruuk8yMcVwXy2EYaPue8/Nzbg934mbxnuPpRL/ZrByPaRhIKr3Ftdjv9+vIrBZ23nuyLyLYalm0Fm0sWaliW5R4M5uFBGtLnLVrhPIakrAntMnF7mfpd+dY60ghEGexrc7LgnVlg1QKq5WM+eaZnBfM1RUXj57w5uqKL4aItom4LHSbHu8DztlSAMnJXxvN02fP8OMJlSPjcGS73bLM4oapGgygRNtHXrx4gVKKH/uxH8M5x9e/8U28X/jV3/h1vvH1rxNC4GYeSb/y98lakY3Cp4hZPHmWwszPE8ZktpuWrm14+uQxX/zCh7z3zju0jYw3Q5JslaxEzJ1yxigEEEdiiYHT8YhKEqh2Oh7w88Td7S2nwx373Q5ywvsgmoTtRgoK54rLSJoKtthOtbGr26MWZbW7V7s1dbNcre+ppMwGGb3kKCOfFILIuDPCFDkN3Nwc7lkWpZivr+2yLGsX4WzjaKwEElZSrFZantEMWau1IPLTyJs3b4gh0jonRU3RA93e3koRYR3DdCAmETifn5+vY1Vg1dbUDuY0zGvRnFMikYuG7L4okILNifso55UZU9eMOiLZbrcibO43DwB1rEVO7biuRcb3QIHxeXHxqbpKruPa4q8sN+leKBxaWcTy9+CEUVTcWikwBkXRDhQbZhV0PRRY1WwFq4UqF2HdXCTFVEHMnIYBHxOXF5eEmNYCoy4cddzQNA2fvHrNbn++bnQ5lw20qWAZVZgESlI8o8yiYxI76el0om3bNQtDKbWKGrfbLRVExTq/vRexPtRnwH1rt849H57O6utWF66QwgNXiSymsajtq2gN5N/Oy4Qr8eT39lT7VrdjnmeOxyMb15MzLIuncZbtZo/3gWEcOdtumSax8RljOZ3Gom8wpZXdsCyevpcNOwQRZXbbnnkWMmDbyn87J2LQ3W7PPC/kLKe5GBI3Nzf0fc/lxQVDKZoqMKh2Js7OzlZxWoyiQfitr6UqepsQw4OxiBXwUtHqZKTDsul6OusIxSIpeTVLacXre8BVjKQsNFnb9Dx6+hxS5Hh9vQK3SosO7xfBuivF7e0dWekSNjZwGgZ6pcnKstvvS2FRtAMpieXaWKFaDkeUlnRZITh2xFBx+fKztW3Lfr/n+7//++V93Gx49vQp/8I/98/xD/7+35cTbZJo72E4FttiwicpDFXwWKRI2V2es+1bnj655PLigndePOfdF8/Zbssbq8RezfpLS06QUvjoCVHEkFdXN3z7G9/k+vqaeRpxVrPbbLk9nAgxY7Vi8RGtYavFlaO0wTWgjIWYQCdsEUuqB1yGesio98PDLl/dHOufh8UXIbKMSk7HA9M40liHtbqgtxeurq4EQBXCWkxUcXLfiyZCIZZ541rQVgS8UWIGDseTcGusExt8GeOlGJlSEsKt8Wz7Df1Oxn/zOIHO66HEWstut1udKr6QcrfbLQrFfqveQoBrZ8XGrFg7uSEEpmEqXUX7D41ta5JqpXK2fU/X92y2O9qux9j7oLX6LL3dF/rsXp8XF5+a67e75aSwkF+m/Kpgm9KCfjAvVVqhJfsPYdiUtMnf+guwCHzJFj2FUfeQnBiCCKiK5arfCW+h7drSkRhW1bcubcFxGosS260LUc5C+pQi5D5gKgRPVnJ6iElyKk7TtJ4M6sNbBVSbzQa4H7HUQkk2tIyzFf4kIxK4j3+uDz+wRo7XIqMKrDKyGO33e7yXbIGUBSFeSaBAcUpU90rBRvmFGGtqqF4BXMZahmEqiygEIlohmSwhcDgcJaDLWFRKzHMV38r3utlsy+Y5C4mwbYlJ0iNBMU0y5trtdoQYGceZ3W6Hc03RSoibZ14Wbm9vi1+/FHkPHCA5Z25HCXCrIrXqlqgbQnUTqaxwTYF8aSMtHWXu3SXGSovfWTl1q/tY7hAz1jYYJ6JQXXkDxT2icmJ//ohGK26bhus3r6kOqKZp6LuOlCaOd3e0bcu8LNzd3XE8Hvn4o4949s572LZjmkS8GoLkibRty+WjR+SzPfN4ImXZLLviBqlBesMwiOun/LyPHz/meDzy7W9/WzbbEPgDv/9HeP7ogo8/+pjldODueFyBcFWfIs4A0Faz6TsuLy54/uwJ+03H5eU5u03PdtvTto1g+l2JTDd6ZVXUtvrxNHB7d+Q73/kOH330iu98+2Ppvh3usEbzfV/4kOu7gXH2dG3HJgpXgmEoWhdNl/NKkVRK7uuYEjplqgv7ISTqIXnzIfkzhoArqHkF+HlBA846gp453N2JFqS4rN555x1evXrFmzdvVm1T3YzryV4hoWlJGXEbWYkgGGbP3WlkGCcq6E0SAOR922629G2LM5Zlmpjnme12+/9m709ibNvW/C70N6pZrSIidnXOPbfIvNcJJPnslG30njKl1wILN9zDTQQWopUyyMI0LEs0qI3oQAMjIYToIUt0AQkMAllAIpI075HP6UxjbN+bec895+wqItZasxrVa3xjzFj7Zj7pmSTx4dwzpdDeO3bEKuaac4zv+3//ghcvXoBOxPSUeVJJ4rXAqITdtm1pbLetE9Y5nBGnYmdFvlq9LdquJaenz7ier+vPPqVEiJGm3aGNoR/S0zjkJwCl+N2Or4uLL9XxY0yfAjOrhBgCpUyKhbSVnyy6t+KCJ0mqMRqyIVfOQ+nSs7UyFjGpYiKs6ypuf6V7ySqRQ+QyjmJy0/cEH2ibI6G4OQq4op7IW6vn5vaWmKR40FqXDbN2RxQZnSyeiQTKbhv8Ms/cPXu2Le4Vnq0mV5UgFmMo4UyJEJ6kqMLYbjfVSl3MKvFSKbWFEn1ArirnuW4Mgha0GKu5Lt7qQtG2ohgRUyj5+ZTE0lvXgieL6mFd5dwbbcvcWtxRu67nzeOJtpGNGMLmgFpfawjhg9GS1kbI/aVomKeZ8zRhrSvha5HxIvH0jWuIIdD0DYfDgfP5LAXG4SCkzsaRCxxez3UlANfu9XK50HXdNpYxxqCzRpk6P1YyCinnyDUt1jYbZyb7IK9ZVWlrQcOuimhRNiVihKgSxmqGwwGnFckH/CLZMv3Q8/LFC27envjsb/8Qa1dc17OuK+fzhU9/9CnD/shdN1yNBmUMgHOoHEkqczmFwg2RDXZdV9aC4FQIvBa2x+OR73//+3z22WdyTRmN+egV3/v2N7nd9RyHjvuHe86nkxReKeOMRStFMIqowVjNi+fP+eQbH3M5nyFH7p7dsBsGwWRyJjot58ZoEplcnGfP48Sbt+94+/Y93//+9/n89XvmKeHDhdPDA8fDniVk1qSZzzNDVMSsGAZDOl+IZfTnQ9jOeAiRpaBTw7DDKkuspPDflWcRNgRxmSaCEZKtMYb5ciHnROMsXdsxjRPn05kQIuMaN0Rsv9/z5s2brTHYxhA5Yxshcc6rx8+TjG8SrCFjmp4Guf6nccSv42brvevF9Mpqw9AJAhRjZF4W9oeOw7D7wNumojKVAHy5XBj6gePhVpAZYza1CFrRdC1UtE0p/Bq4XCTgrrrd1oalKtXatqVLGVXUMTLSooyjv/qGWb/b8XVx8SU58ofrLsVKRi7+KOzsGEXdoWuMNDxJzWBzJqxOctoplrHGG2vRozuRo/nie2GLgiOkVJj6iaYbWIs9b93Y94cDSmvCuqBUCbYytaMWzoZIAtXWwXsv2SC7rsO5hnkR6N3YBr9Wy9zMsqwYY9jv99trXbdFcJDNqyAk3nv2jYw5tBYvDqUo8H8n3U3XbbPdunHWx6yd05ZOeMWW32yGzQ7nDCH4q58p82kfrxaWFa0VEpW+YrJ0h+s64xfPoTuKUiNGutYV3oYUhcfjDZfzSd5jJxHS0zRtM+5pmri5uaFpGtZ1lWj6rmUsqaTyvhX39/c8f/6c/X7Pw8MDIQRub2/RhYBqrOXu7o73xR65yz1tL8S/jW9SCoBaqFWGfyV1VlTGWFPeY0EuyghPG1GBhBBKZxxRIaFM2mDnrrPbOZcuTz7fNWYihv3Q0CiLUYJUvHz1kndv3pSRkuPmeMMwyLl/f/+eb3/nhsvlwt/5O3+brDSHm2d0+wPDbgf0WGswyuCseEx40pZdkZPHLwKbH47HDY0aR/HNqOf+N3/zN4kxcjweCT7wN3/j12ms5vmzO1SOfPzqOY/395weTjiludkdICfe+Rlv5X28evGSw2FH21hyCnRNQ87S/TbOERuLWPEXS/acmZaV12/e8IPf+m0e7h95/3DPu/sHtB64nEfQloTm08++oGk6Hu5nUpoJIZHRzGZlDREfEosXY7fVl5FNKZxs05FNYvHTVmzX+6AW2tdojF89kx9pXIN1RR6+zJxjQJM57HYYBe9KCNzlIvL0/X7Pzc3Ndm6vxy1rTKSs8CEyLzPjvDAvKymBbVpJO+0GdvsDOUzbOPd8uaCV4ng40jXtZrV9PBwoHOhtlFMLmao62zhNy0wM77HOCY+iIJnGCVp3zbuoJmAgnJF6Hut9UcerQsx9yuepTsE/qcfXxcWX5lCkH/s4FAmtA8QRwgPKv8emR1CRbA2GRCypkgZFihlCpFEy+vAh4HNCFU5CSgllDPM4EZUia41PiRwj0ScIMlZZxwUfxeLZKc3QNugcSWGB4BmagawURkPvBsZpwc+RHL1kJzQNp0WitbXVWKWIqyesC1oZWqtZF49VhhhW5vGR/uYVMfjSlYs3g9Xiwa8VpOBZ5wmjFUkl9vsdl3NEW8M8TZK2aiw+lpGHbVnPl20eWvkX9TzURUYWvIAxkNJK29qCMMA8LcWxUjbqnDOdc/gS+iXEWU3bdszzxHhZcI3DmoE1zKz+grWZEBcimqQz4zJjtGYOnmANfl3JQeOMQfc7MJp5XphC4rYT8ph1JROk7VHxgoS4GbpuT0qax8dLmS0fS3T4ijEKa4VDA2xjpPP5gkUzDD2tdWAMU5YOTTtL4xzDYc9c4Ga/rkzLLBLGRVJbtTE463CNwlp57Sopcg6onLHAigRM2Wr0tUr3CWwwffArYVmw2hAWy+QcsXFYY9DOsL+73fw3ur3jo5uBX18nXt7ekFLmB7/9I26fB1x/wFjL87s9vV44Hh1e79CmmHYlS0qW1BjU0NJyIDy8J7WWXu3Q1jKtC2sM+BjYHw+8efdWzofWrDHwo9dfcNN3vJlm7j/7nK5rOd7syQ7szkKx4F/XmV1qaLoeYy3DYGlbg7NCEo1ZJNlYi8+ZJhvICr9EZr8SQuTt+/d89tuf8vlv/4iHh0fhynhP4kzvFN4HpssjnTPYvsOHlZQjWivO0ww6cFki2A7tEv79A+bhxM3xKJ4UTcPp/j3HY8YoyzqNG8ongYIQrjlKSjGOJ5Z1IadI33WEdSEGD0X6uayXojgydE1DXD1+XphQGGvY9YOk1ypVGpHIu2lmWlemeeb+/n67R70P2LhgTaJpW1qXZZyYEyGIrLZxipzEdfh4PHLbC99oXWbWOTLsdmX0JW7BwUtoWrbC+3r99i0+G/ph4CYdyVYTKCOzRdRyvWuKcZincxkzWBYHsSrtMpJn4xzd4cDx2TNyI79rnd08Qa4JnT9Jx9fFxZfmEM/5K9AYCnqBgqwy6IxWWdI2YUsjyZQshSTGTVaDnxfWIvckixeGQN9PUslQYNMQAlZZVHHgxGhsyekA2SCu57Hyc+J7IZHnlC5RNuIY46Z20FoLyzxWMytxLrTW0LaOx8cZa8SGnCzJrr4oXKpuv0K81WlS60Km6gSFEOKXLZp1u6EUm+dEeY9VgVJJak/kzmpIRunYAjE+mTGJjXl5r9Zsj1GD06yNNE1LCJEYSqhbTKw5bpyDavmrtZZzniR/JQPTPMMm/40Ya+n6nmlexNfBFF+KLPwUCeB6SnEVu+qwEVtDkNC4mhr79P0gckzvmcYJadgEBq5jo2VZuLu743A4iFX4VQw7WRN8TeFMuCxESRlt+G10FGJE8jrLlX3FrE9JMkzqOEzyKDzBa4KzhNCKnLZr0a6hQXJLTIg4e+Zbn3zM4+R5/XDPmi339w989PHKm9dv+M2//hsc/+gfQaXN8USeX8tIrus6+r7lXU7YpkFpw7RMrOVaDSGgtOajjz8m5cz5fN5IxiLxDJwuI48P7/nkk48ZhpbDzRHrRHZqrabpHT5kkcsW/oFWmogYYVXoP/sogXGz3JPTvPDweOLh8ZF5FUMov3rmecEvQQqwlIuj7BPpOF9xZypKtK6BKS40TUuKGZUjzhrapkFlMEaUNzlB2w3bZ1xHkvLYcfu7IJGCns2zjCmiX/B+ZRg62oKuTdNI8BmtWm5ubrbCsKKFh/3+SXWUM4fDkXQ+M45zkbAutG3cVFkpJhrrGPoWEwQxiKmiPjJStMZKJlBKQmx2lujTFg+vlMJZy9D37HbDVjTfHI/MSdCN8+VCiOK0e3t7SyyeGpspICL1N0Zz6Pab4kZpIzbzStO0LaoUERUlFo+ypzHdTxr54uvi4ktz/LiJlvwpoVgGZRzaSCyyEDx/7Ciac6MlyCkEcZo0jYUkhUQu5Mq6eV8vHsFHoo+bkqNu7mKLnDdnxhgDyjhCDICS9NIibd0IcrMvDnhPMecpCbGsadoy91bbLHS/32/Jpt6v29xfIs01McgiWtUb9Xevi4W6EVb1ipASn7wy6vNcJ7I+FQ9PVsm1w6++ALXzqDDremXMVTfIa0vu69+9/lhrcfOUJCl5HU3ToKn26h+STa/9AYBtblzfDxSyY99vn2UdY21urVebxbXcsI6d2rZl8fPmMRJC4P7+fjM9qgWlOLXKRlnN2a4TVOtrraz8h/FCRmzQm6Yt1uhPRLsngnEhhmotYXvakZSWPAxrMK7DdeBS5vmLzEcPI5/+2m9wuj/T7O/ESOrhRGMsv/HX/lf23Z7D7Uuef2fYNuHGNdAPqL7j4f59CSezDMOOMC6cHx63+Xo9h+/evdtGbBLsFrm/v6fret6+fcM4ijmXNQpNKtwgKwZyPqOUISNck5QyMUjhm5Jk8njvCT5wfjizBM+yeC7jyOPpREwS6R2i2N2nlNHWQnpKqq1Fs3OO4/G4XdPTPDEvE8sy46wVQnbrCEYzTbNISFNgso6cFLt93Dg2SqlNhls/p3pPRCXXwjzNjDES/UIIkn8z9D1NMepa1gsxBPb7/VZMXo9aqm+N955FrcyLp2sGXjx/xeV8YVkXYoiswRPWR0gKpwxdZzcl1dN1LI0GKZNVhGzRCkFkSwFTG4s6Ejsej9J4GMv780xf1CuqSH9T8QnSWlyNVXkPsaik0NIo+TCSMgz7A7vD8cljxNntPjBal4Lj7343+CocXxcXX6rjd/G4gMKkbtDGgXa/K8SmtcGgCGHBzzMxSMfqY9xQixAkbrpa2oaUCOXGz1dSK4ywym3JixinkaZtN7OpoRcfDF3yE5RWrN7TxrjJ+rTWuPZJtqXKbN5aQwwiKasLWtu2JAUpetboiWEti4cqnAYxaFKIgZZq2m2RXZZlI3FWyRtQvtc88VaKEdTlcqHmiFSy1/Xdfy2729CSMl+t2SLOSiFQZ67VX+LaL8NZh5/ktaUI4zITgyAO4r8ghVnjhIAZ/LrBwtfBaiCeF7vdbjMXq2S1OkOuRUtddKsZWEVjNhlfKeaqFLA+X0iepcTP24IgTQUe3zJMiqNp4/qt6Koqizqfr4u5KEsKJygV11j5ULZrbCvmjCWpYp5UIrbr6Mo0Dmsspmmxbcd3zUvevHskpxWrEzoHdDbcv3nDR89eMI4Tf/V/+jWG/R3/j+c39ENPCBFTXu/58ZHHx0eapuP5cyHcPr55x+Pj49Zh1+Ls9evXxaK6LRwTTTvsiDmzrp5pngnpgBTYFx5O93RNw27XY21LKqoP7VeWVVAQrQ3runC5XESm6QOPD5cycgNj7ca58CHiQ0ShwTzxqiohss759/v9hrDU71/OF0IUJMCvK8OrF3K9lH+nlOjbzFICw5RSJfbcb+TWa9l6jBHlHKl46whCF8kZLueRZZp5/uyOvh+IUXE+zZv5WC4I0OFw2J6jXrsX7zmdx41UvB/23N0824jbMUYa20q6amO2Qq8WPXJdC6m7K7kxVonk+NphtN6Tr1+/3kziDoc9ybhyPdrtXq5F0JP6axEVTPkErDH4WNFI+RlX3uc0z+yHmw+k8Vo9reM/acfXxcWX6KiXYL76UwiSBowj2wbM715c5Jw2K18hEkl3mK4gwvq4xhbr35hQSrpiax19KxvHuMwiU60bduM22Hi/3xOLHbZ00QGottklp2RZZHSh9LY5pxRRKPxasyAoG53AsqZxm8Q2RzFBIgZSBGIgh0hYF/wy42722yITQtiMcZZl2RYVSVDUrOuyvVZgGxNQnj+ltKlPapd+Te68hvRjjEQfAPPBz9b3XQ12Hh8f2e+GgtZIdz7Pl00eOk0T1lr6vnRiBblIhVR7OBzY7/eS9Fo2jFrYVbi2qmkqIlJ/rhZrISjmefwA4almX9VkrIZ1WSEnCKq1PKE/FYlS5cr0q8evTwVQ9RCpCEjdiKy1dNcyvAzRB4y1QiZe1jIas7h+R3aF0KgMqcit0ZqEISuLaSy9a1FW8w/8A9/j9bs3/L9/7Td49/BI299wev+W5D2tbXl4f+Z/+pVfRe/E/KpvO7LWpGqHbxxd2/PD3/5tfuu3PmUepw0pulwuW+HmnBPTpgKRWyNBWX/9N34T71d2hx3v3t9zPOxIMePXIBuuAuuEeO19oJkXVu95+/ZNQTAC58ul+MBkxpOMtJqmoRt6QpSsmXEWgmMCcpbi3Wi9FYZ1g326v66IkquokryPPI5nXjx7BjkxzQvLJEVj2wiS9HB63NCmWvS8fPlye+zL5cL5fJb4+HK/xxgJPuH9snX8b9++43DY0zQ9bZu391df18PDw1Y0b0VGbiAmkZOuy0b+tMUvxblGlrooyaPNFYcIwJmnSPN1mRn6XlQfTbv58KSUtgK4FlHn85m+H0AZ5mVhPJ3kmneOu9tb2q6jcU4cZoHVL4QoBnvD/sC6SfU94+WCcQ1NK+Oh7T2nhC4IkLX5a87F18ffu6PYNW3WWVthoQxCarBo14IpDntak3TJGAmSPZDJZXwgLn+1M0+FG6AF/xc3zyjVuNh5O0zZML33LOuCsRaTS55IsXGu9tDv351p+g6Qrrgf9jTuqdupo4VqO1wf1zhFWhcUepubblbcVvgUKYpBjilzXkC6+iyZJZW9XVUNwDaSuPb8qMqE61Az7/22GV5nZlQp248zwCt6UM2V5LGfFsyKJOSr36+db32u2pVdB4DVxbxyLJrGEoOMbWoXvdvtioOl3l7z5jdRNsOmaba59pZwejVWgSdn0es8hGsZXYwR0zj6vqMr6avTOEkcntIbq6fq+EOSAKfr91TPeX3fTzyTpyLF1U5wXSV3xVpc4WtMYd4geW2koxYuDaDK9Wk0Tav47ne/jbaGvu/5tb/2N7l/GIlh4v7tFzx7/g3a1vFbP/gB8a+MDE3Dz/7sz3K4uaGxFm+EE5RiJsTEbn9gvH+3mcHVcU+1iN7v9xt/aEozh/2R0/nCq1cv2O2PoBKPpzN917DbH4ByjuLCMntWv9I2La/fvObx8ZFlkfeuC1Q+jZOMI2MSdoixrFG8IqZ5FY8TI3JeYwxDGVnUMVxKifP5zO3t7YbKCSFTDCyWeSVGsWNPMXF6PBP9yjDsxcCubPr1+ri/v2cYBp49e/ZBsfv27Vva4UDXd8QY6Nq2hBWCUpnd0HO5TGhtWeaI+PGwGbPV11a5FxvSZ3oMmr5puNnvSDlxeXxkN+xwrsOQN/MzhWTAKKQwaruW8TLiGostLr/jZWQYBnaD3Uz3quX35XK54lBAiAHbWIkQMAatFTElpulCYbFhkzQuu91u6/xiFI5Z13WkDI/nMz4KfyRnaFwhe5f8Fu89pml/IrGLr4uLL82R+R0+FwoyRiBmZcnKEpUt0cZ5s6StGQ+pKD8EonjaaCpmobUmF5vna/8GYwxhCcyjML6Ns0/jBCfFQdd1Jbl0vgp1WrcbmDJCuTa68iUquRYXaEuOElzVtC3eBx4eT9zc3AiXIwqpMOVEjI5cNubCSBUTqq7dxgB1Q68FQN0cnjZZvW3O24ZXyJ7AkyQ1P/ESro2jriHV+v8KtRVtlb9S3S7r87dty+UycrcfqGRRYyTErL7OGFPxCxHCaIWj+77ndDoV90/7wQinfl71uEZvrgmq8r6kKBT1yFSg427zzqgyPR8CKgSWeUGjaV1De3SM08Q6L1s+BRlJdHV2K0oqxF1HItffa5yYtJGS8AeCJxTIue97+jJmm85naAdc43BWi5FRlvGZ1gpdvB/EMbVB68x3vvUxN4f/J9/+5BP+l//Pb/A3//an/OiH/xuoTNPtWOZHfuvvnPjl//a/JXnPH/z5P8Ruf6BtWqZxQinN4XjLNK8cjzeYnDcPFIAf/vCH27/reTLG8tHHn4imyxq+eP2WnD3f+OgFWSkWH0jRAwm/Jt6/fySEwOFw4LMffc5aNtoqmTyfJe/lcLjhfDpzOV1YQkIbyzgvXC4TPgQ6K8Z0WitC+SxrpkX9bIGNx1CLzirF7roOUCyrqK00mcOyctEjuphK1bWhWslXb5XKzRnHEZ8N58tI4yxGiYV/zomubUQ6al0JgYvkrDaEonrVKKU4nU4cDoeNI7SugZwkin7X7zgc9ngvYzVDpLVFaeM0jVViQR4iXq2bl04sSIothOnpcmFdFrnG+n5z6TwcDts4RmtxaLUFBakNQDXwqyjlss4oDa3ut5yReZXrGGVouw47L6yrZDe5Bpqr4r6ew5/U4+vi4kt0FEsinoqMWhjowrtwKNsKgbLKKQv0rpIpWRgyBoklgCvBVoTU+XeOTxBqviL8SQIquBpNXAqYWoCklFjmma47kEsXPQw7llVGI8YYLqcTWYmJl+IarhUegFIGpaUYquRK6SZkDJGTmGSZ+hhKgoxCyqicaEunMY7jtpHW93JdbMCTbXXdJH7857bNWJvNtruiD3X2eg0518cMWxib3uDfeZ4lobNYEeeyeEohJmmhqrihrqtkisSYClQsY4XHx0c++ugjTqfTB8hKLXauCXbXxeH1e6qvs/JVauBafT+V2CYKE182H/E+WeaZ4L3MpdvuqWgonifKgmlMeXyzzaZ3u91WXNTrKIbAuqxcrp67aRqM0iQfmJFNTVlL4wxd25CDyF4zMAYvRNBGAqSsFflmCB5nDB+9uKF3P8PNoadtLb/+N/4Ob958n+FwS1Iavyj+19/4dVSKNM7yvb/v7ydFIRXf3NziQ+Sz9AV9N7BrG968ebP5hMxX/JOKvLRth7WOnKVozjlz9+w5t3fPMDoT/IrPGaUzKkZiUWNlpUhKsXix8u66Fp8S87oWB1XPZZqZ5pk1Jtp+YF5WUEqSQpOE/qWYeHx8pKaKbs6SpVis3Btx91Tk7FHK0DUd07QIihESmsy6BsgzSqsPuELLsmxGU9Xb4Xw+yxiBhmmeeFbkwX038MXrz8Xqf5wl7TfI6GAc540TUYvv3W63Fek3Nzcy9nt85HI6oVRmGu8ZOsPHr14yTTPer/RDt/EeFAaFom3s9hpDaV6MVlTbdnY7YhnRVgvwusHXa/B0OvH555/T9h03xyNd3+PXzFLcfTcHUSUFTYFoNgKzD0L6vLm9Y384chkFDdzv9piSxtq2rayjNUrhJ/D4urj4kh1qG41cYRlK/Cd009ENO9KlIS0WU4oBRRZeQpbxiF9XfEEAbCE6iVStSDrLTW6MwQep5lXSG2dAa02I4uZnnGXY7xjLZuSsQPUUBMAYcdlzrYwHVi824c45mrpx1fl7hqZrMNry9v09y+q5ubmV2X7WxBwEjtdGopxLQaRREvGcMrYxW+dcxxh1MViWZSPgtW1L8PO22VbOwXVXURdVY2TTrZyNrus2N75rklfTNIUlH55klau4c67Fjrp2ZcOw4/J4IvWZYbAY7UrUODRO3Ct98mhlmaYzx8OTSc/1WKZ+TvV91g2/FhZ1LFHPcUVoQki0rdtUGjWpsmkabm9vN+5FRVzqeamPX89jLWpyzkIG9B8S3upMu57juunpJN4rQ9uBkmTJpm23ZE+/yEjJGkPyC2uOrH7diMhN26ByYJ0D8yhuqLoTN0UfV3y60Daan/nuR2TlUSbxG3/rB3zx+j3a9uwHSc/8f/3Pf5XT6cTP/cHf4h/6h/7vDPs9xlica/nmt75NutuzXAQpur+/ByQTpF5j23XmhOh8OV2wRq4vZxvGccZZhSIRUiSugWUO+CCCcaWNJMJaz7BraduGL754TdP2GNvw7s175mUhZbhcRuZV5vkVVg8pskyB6KUQPxwOgAStVaJy7bqVUpzPF2KUTI6+7+n6gdPpXAp2g9GVPxM4n8cN1bouyOtnWDNy5nkGMzHPC+suoJg57nZM48R4uZCLssta80HRWQ3w3r9/T0qJ3W63IYP7/Z67m4H3b59yf7SJkFfubgdyFm6JSLhlHLOuK+SMcxZrJBn4qdBOGK3ISkZOdUwIbPeE8Jz6TV0zzzOn0xmFFCePj49FrixW+Fpp5mkiJhmjpZTQZf1bVkGNbu6e4UrhWd+3FBcN1rViFPgTORT5urj4Uh+F71yHGgI3Jik+qmNiDpkU8uaDn6mjDi224UX/XrvbrcMtrP51mgXS046+Ff/9cZHvaVscOKNY69bZdIyRWLoGcYF0DM4xjqOoOZRAsZUwWG9+IU8K9DzPMxm1LeTkkjmSxaPB+3VbdKr6AYR8WccP1xtffW/wJBNdC5JzzUG4/nvdDBVPjnvXyMC1BLWS/Hx6kvDWzb9KYCv5rW1blnlG3Do9ff+EsMgCN3yQcwJsUs6qZqnQdH2uumgty/K0GNeCpzzuNU8E0iY3rQhIfb8PDw/c3t7SdR339/esy8KSJCJdZMmiHrkuOkT182HaY+XLVPfU+rnIXFqKm+vnreZj15bsRil0ToRlIseIs5bGGtZ5xBZ5tc7QGIvPCZHDglIJZxTOGb733W/Q7XtuXt3x63/jb/PF60eiX+l6CSf7O3/rbzPPK6fThT/48z/PT3/3e+KQOi1k1EZ0rWOkGpxXizIZPWZ8iGhj2B/2dI3d0kUrHyjGUvQVCXeVYKeUNlh9HKety358fCQmud6NUYzTIvcsCqUCTdvj2o4QpUje9fKYFdmqn0NzBe9Dpm3acp6FY+LVLARFrbBG8nGi9+SCfFSl1TVPKca4oYNd120+Kuu6klOma4RTM44T1hgeHh548eIF6+q3kU0tJur9Dk+jx6ZpaIzCPL8tpGRRo5AjWiectRLF3jS0bbcFuMXSPNVxh/dezmO5drRtpBgoxPJ1lXWk73ucc0zTJEF0r17hg+TuLOtceFwaH1bMqnCNxZUCIxSprvee3UEyeij32ros9Lu9JD5rQQuFTG7RhTj/k3p8XVx8iY5cxiGb+VD5i1yfkeBn5vmEC75Ef8vCVjXzKSbIskmK8VXgMo34VUh2KcrM0mjhS5wfT0Ku0wZt5Wa6NrkZ+oGhH/DBCyk0RdZ5IQcYC0qAUjStw6jM6fFe1A8xELyncYbTJnFbUcYQUyR4meVb25CR1NAaEmZsSSZMovGvN2fdJLna7HJFYUpXbcr3KzqTouSnkCWErHGOmGIhi8qGsswzumuxWsnctvA7jFbokk+hFEImxZKTPFYKMpJypnhquIZ1Xni4v+e7P/1dfnj/QNd3zNOEMZpMHQsJ1D7NbAXU0PeQ66gk0jYNSzHQqp08WoirUwlzkpGTpLAabbZNzZjiUaIUIazM41yMx4qZWIpoNA/vHyT9c39ktlPJ2JBiKcW0QbmisBAmvXYtFA5GlRijhAiXSnFXC77eNczTxDTNKAWuLL7lii5x9XLep8vDEw+kKFB2uwGVVnwose/BYXfir6IMOK3xfmYNAWMs3/nmS4bDjr5z/M//r7/O6x+dWWIE4xgvIz/69DMuk+fzL17z3e/+b9w9v6NrWsI6M88TNStmHNeC3qRS7EpRjILHh3uWZWa8nNj1Hc+f39E4UQXJvSeS8L5rcaZhWVfevX3Hm9dvRB21ejLw6qOPBCVKEFFo60BB28tsPxXOlLVOsmz8iht6nNXM0yjFS9uSgcaJt4Oc+0jbOIa+uLKS0Toy9I6uoERtY9n1DdFJA9K4jalIUGAVJL9CDMyXM0PrYNczzmzeJ1aBTolDP5TRg+P8eOLu5kZQlKEhhYX9buDuZserF3e8efOaaZ7RKrLftQx9S9e0mLvDNr6oii8p2jNKJbyfgUTfD5jDTpqIwpGIKeEaJ8jqOHK6nOm6PSgxsatfKSXevXuP1rrEsK+M0xccb3YMu76YzoFrxNTONg4fVsLFFwK2E8O8EGibhqar/j2ay2VCmYZ904ESt9UYk/hb8CGL7sP0lq/+8XVx8aU7nnTRQogDrTNkD/ERwjty8qQEMUpnlLOQAlGGlCKaRE4QQsJGSePMYiSAckKkpOlpbstiYRu0LvHC0wRK0Q+DdF8xQskzUVnhlEbj0WHBNJKEqeLC5WFkPt8z7A7o6Gl0wuhIjBM+BjIR6+S9TMuMMZpuGJiXpUCOIteq5EWVMqsPm6lPSGkbOeQYSaWo0EoMnoL3tE2DL0TIlBKkSI6BdZaZaOss8xxwjWO6nOkPB85+xQ4dOcpCogFSYOgaLqcHbNHAAzRWE7TGupb7+3vhGuhMslKUNcYyn0dyiHRNSwwrIXq0UUAi5Yh1poxNOi6XE8RMjA0qi5xRRhOFZ5NV4W10zONI1/UYfSFFsNYQfKDvLDFH5vIexfBJ7MFNtix+RSlxpDRADCuRRFxXcgCVNKZpGVy3ETJzzpsK5oPRTNNii9fAk3qGJ9nulTfHdD4DcDjsrrxAlq2o2+/3pBSJjzOagAFaa3EGtE7kMHNZRyEFa42iJ53fCVpgHTQtylqsa7bZ+Kv9wB/5mZ+iXVf+l/gDPn/9iI8Jr2CNE9PyhvPpxKc/+F+5OTR855sf0Q+3xAin0yNt2/DwEDmdHmTEt3qsleLy5ubA4+mR1a+cT56574EA6Zb9bmC/G9BKUKz5PDJPI8ZaHt/fY8q92e4HXNeTMMzzijId2ilMI9yH/krhIGiBJ/gJlT2H3cB0EdOu4/GwqTByTsQgXKEcPY2z3BydjBCtYVkmbKtRaaVtGva7BqMXbGuxpiGHwrHoOlwKPL890DSGY2eJk0LvGho8ncoYU0cQnlYlboeO+3WmUQplDHn1HO56Urpwsze0TWQYhIC9719s4xHLhNOaph1QWnPsjts91vatIKClWJ2mCVRCTx5rG7q2LSOnRFaw+kDbd7Q7QQPDCiorum6HUpYQMkplVElhnqaVEGREfH96z4sXLzb+0eFwEFO63RNyFbznoDVOg9WgY8CpjHMt6IY1ZULMrF6MzhyacZppB0+rjIx0jf6JHIx8XVx86Q71O/+WEtnPrNMkUccbGVM4CdsirzSRTAwytvDFzKg6QpLFkEqklY6urfHhmRj9pjqoM/kKs59OJ5RSxRK64fWbL0rSmsDWIcbtZ4yRuf3zFy+K1e4KKIFIjZAXffC03SDsbyQyvTpwVuZ2HUVUR8rrMUX9e1UmXBOwqgS0kj0vl5Xdbrf5WFQZaJ0Ni4zVUMOkrk2/6nPX783zvAXG1ZFF/bllWbbX8ebNG5HrLReaxjJNF54/v+MHP/gBKfUFGnb0fVtgWxn3/Dhvospta8FVDbCAD8YgFfq9npeHAOHKibVpGo7H47aQVsvnEALDzYGu64o/xlOBkHPeZtfWWjCGVEZGlZsh188T/6VC6lqL7fs8TRtJ0jlXZvMWUzg78zTRWIHeQwji5+CsZNtYW9AYw6zEplznJ/8XtcH6jaAzRtwqv/HJx7x9P/Pm/Xsu0xlPZDpPKNswTS1f+BHSzGef/pBXr75J20ry6+3tLbe3d+z3x0KedNsI5/b2GW/fPWxoxpM5m9muybWYio2XM+u80A194R4IyfAyzWjXFMnjJEZa6Sl5tF7312ZklSy869rN9bJe63VMUUdjSin2+wPPnt1glCb4Fa2hbxtB74odedu4kjCqSZoyossi49ztJDflKNJayLjGsEr4qKSspkTbWna7jnWdUBqG3Z79vkfpzNANG3m4fn388cdbQu/1e+3LdUc5n9XDpY41cpYxsBTcAWMdxjisaxjnmZQCTecYdjucbTg/TsQo60MlK6/ryul02q7tZVm4jBeyjkzTwqtXrzgeRdkVY+azz74ojr47lmVhUmc+evEClOLxdMYn0NNKv7/lcHNHVKK0uVxGnltN03Q83t9z++wZrSknTj25C/+kHF8XF1+q43dz3hSyZvSLkLpC3EyxKkFTNpNI9OLAycZFYEsMTDGXfVF+lpxYl8prUNS8jo2HUBaASnIchmFjo4u1dg+Zwgpf8CHg3JNRlVKK8XwRmacyNE7mlKuXEUvrGulAMhinSchjVelaTea8NqqqG3rlIdSNs7Lmrztp5xwx+w94GcAGvVZCYtM0KJXJ8gpKdxZlAbOmsOk7IOH9ii7YpmssKccChSuM1TTZEqLi8fGe4Rsfy8+VeXaV40HlfRRinffY/SDIReFdbAZWV8VDlfPWz6Ae9fOqs+zN1Cs9GVrVxbXyJ+pz1GKtjiTqwl5Ri1qg1bl8BNYrQik5l3yZwFLjy8vmY3/svMt5Vpt6YBzHgi4F4VMUfkPKmW7oQett4wmpKJl4IuOKl0BNWS0Os8jn+ezulm996yW//dmPeP+3fsQaIsp0RJ+Yx4jRGZ0t796diekLur7HGMtlmtjtBj7+5BsoI26aXddxOp14f38v7p5tw3G/5+bmSN93T3H0SlxMN/lwkSRba4njyOk88u79Pe503uLeU87YYntfEbrqsVGv76oWco3bOBfimbFs1t+10Ov7ntvbWymYlfjDbI6oShX3C7HKb9uWsEaUeeI6Dbu+EBobrDX0Q884nemUw3cyLqsFvbWavm95/uIWpTTGaPaHHucMJWR2Q7jqdV8za6oqS4LawgeOrcB23jZZaAiy7hWGe+WytG2H0pJgOo0zpphsPT6et8akflVZ7VSKXeccc3kvtUC7uTmitebx8ZHz+cw4jrx9+5Z1mnj70Ud89I1PON7cEkJkWc74pDCupd8fsFpxPp95/QV88s1viSvtvNB2fX3RbI5yPyE8jK+Liy/RUcNuNJStTkKHcliIy0ReV3QOTwVDSh8UGBupMUXxBkgRtf1fQS8KMzqGtHlSGOO2OfO1l0LdHHa73cb8Hsci19Jmu8krGUw2Ms9uJ2ODeV3o9gNrcQlVShF9UYQYjffiG5GiGGjVjqWSAq/JmnWhqp15RTPgSadepaChSOKif+rurjfN6ij55IERCmFUDnkNxWdBg7VP3hgpRxTQ923xtwgkpei6lkWBSZoQxIGy5h/kDJfLmf1+VzrOp8h35yx917FeWXnXTu4aRflx4y3v/eaYWruxupFUW+RUHq8umJfLRQyBeEJe5nnG9u0mIb1Gf+prhJJNojQhZ0KxZr4+/+u6irW8UpimJa9LCb/Lkhg7TaXLl7Gf1kr4LBrWeQEtsuumkVl807ZkFPM0kRXls0vbtXCNMklH7QkxFyVCzx/4A99kWmbGcea3Pr1njWBUR1gzyYhqYrl4TuOP6PueYRgYp4m7u1t2ux0vX73i8fER54RYWDNlyo1KCEJ4XKaRtnH0XSP8h1KwumIgV70VQgg0bYuxlliJrdZhG+HsXFtj18/8uri4Lvxzzuz3e25vb9Fa8/BQ+DOHA/v9DqMTYfWbe23XdSVcUEGOm0HbaT0hFvFJ0Iehp23FaGocR5SGphGfjXUtfJzUiCItBNrO8Nweacs1OfS9pIHylGlTEcJ6j9aNPoTAWhqVGOU11fd4bThXydFpLRkrxjCvKz4ukoSsdbFKXxlML9dNPm0kz4ooHo/HLYxvnkWGGzkUldADzjUFVZHC9Xi8Ke83w22i7XqUEuvvOE64tmUczyhjUFrT9Tv2ux2P48g0jhxvbmQdiAGjGwRr+zBq4KuOYnxdXHxJjpwr10Kq29KTkcNEWC/EZST5GRUFmfjxsYhSkvURvXRyocwLLVVtkQo/oxTOxflQukBZEKojZh0HVAizbtC146ydb75yq6SoUrz3tG3L/cMDtnG0riVFkR5a14gxltborFAZuclDxDZ6k0Ju2RLmaROuHUiFimv3Xhfhao5VGeG1kKjM9UpC/MCZs/5+8QSpznwxelKygJD8pEBIGCNkLSEkOryXuPacs+j8o3Bh2rYhhjqvl2Li4eFhC04TQy1TSI0OayXG3Tm3dW3Xo5uKSPirDa4WF7VTrq6NdWwSo1wD1dRrtxMy3Pv37zfXwWtzsbqJ1WulnpvrDS0BIeXtua/VJLoQE0U+nFAZxvN5g6P3+710zgXpiT6yTDOkgFUlidda/LrwfpkJMdLvBrqhx5U0z2VZ0EZcY5W2W95J3WCeCg/oO8O3PnnB9777TeYl8aMvHklYjGrExlwb9ocjzkaWZeL+4YGloAnjJATDeVkYp5lhEEOmjz76iHG6MI1iMKYoltTOst8NHPbDdl59WlnLBm+Mpe81Slu6XYHaZ5GWzsu8Fc7zPG8oV91ooeS7qA9RxWEYaNuWh4cH5nnm9vaWu7u7whVZmceSSNodN6SsbRpIcbMQV1oJCdrKNS5IjEUbzbJMojZxtqBuc5GGSoiboJeW5DS73bB5qsg18SRpvm4KqhS6rh8hJaZZPDqqmqMiaNeFa10XjTFF2hnwIfL+/jVZaZq2p2kbpmklxaeQtHofnM9n3r59u933dS05PjvS9wOf/egz+v5CTTnWWkvoYuOYppllnlj7wM3NM+Z5ZVpO3D17jg+RlIU8enf3nOPxhmQtl/OJ/W4nxbD3aFsM5VRd66XJ+6orSb4uLr5MRyom4FtQlyf7ET89sE4n8DM6iqRPzHLEubBuBtXTvvpYONeg4lJumIyEASXWdQEU1riyONtto6pjg9rt142+dhiV9OicmMY8nB6phjnaOvp+2Dwjbu5uGc9ndocjn/3oC549f04OkcZK9xNDoOvbQkCULq+OQ4BtUaqFQF00KmpRLX3rYnyNbMT4FNimtS55Av0GgdafkZFCoimb1MYv4Em2Wscu8zwX1UnD+/fvN3voOnpZloWbm5uSuqhxTgq48/mMsQbXGJY1sawTw66nHwQx8EEKi8PhsHXjlf/Q9/0GI18jGnUBrrbK9Rqo73NBOtX62p4KG7M5iu73e4ZhYC5x6XLNPJ2H6vK48V2KHLWxjr5pP0C4Hh8ft/HMNE3ghZvQNS3tQXwFKvqjCudCWYdCoxHegWSOCA+n7TuSl+8pFKSMLuTA2o2bslHJGKLZlCUpRWJYubvZ8w/94f8bfs6sy/f57PWJqDy6GfA5cZkX+gaapivXlxhMKbVyubzfNry+323BZm3XFJdZaBvHfjfQNZbDbkffl5CzlBnFgEaQIm24jBMhFoTnaqx3e3u7GZ0ZYzYX1eq78Pj4yPPnzwWx8svm1VJtyt++fcvz5885HA4bj8OatHGt1nXFGk3fyjkLaylqisV89J7DYY+1pnxZUIm7uxs+//xzuq4l58Sz57fb/eJcLyRLrbG2Ydi12xJ2ONywLmEz0AI5B/M8b/Lreu32fU8mb3kf9Rqvsm+l1GZSJ5kmCWMdbdPxcHpLzoL0nk5n4oP409zdPMNay/39/QfS+3rv1/XkMl5wnaA9w7Dn8eFMilLASuHWYIzjp3/qe/zoR59yOp35/m//kBevXkHOfP/73yejePbiBVopzsbQWEN/c8tlnFiWSQzT1lkQOudAV7fhDErL11f4+Lq4+DIdWYEWv34QtUMMEzksqLhCCqjgN7vqnEUCF2Mk+VAcLmVUEb38XKOfLL6VEojemFgImeoKGXBblV8Xujo6uOY7CLxrubm9ZV4k4THEvG2K1orfQ9/3MvIIkfEievkaaTwMDfM4EkLGDpqo87Z5b5LJUhTUo37velTyhMikbQOsHQ9IvkotTOpCt3Um5smMS2uFdfK8KUesNaCE0yJrgNpUA6Iny1uHbK1hXSPjeGFZZoy5Y7/fYY1B67zBzsLhKCmyVQZUkBKlzJZKW6PjU0pbFgM8RaZf+3UAm5vi4XDYPp+cM3c3R96/fbt9L6XEzc3NZppUSZ3ee/rjfhs11ceuz10LmjoCIyN29ClvnipaKfEYUJpsBLVwJUSqfnY1c8SvK+OVKZmzihh88XuQjcdYS4iRqCMtMHRifJS7A9oKZK6LFLkiXM5ZjBWOSvAKhTi9vrjr+OnvfMLjaeLd/YnLsqBUi9aW0c+sS6BxT/HY2jqMa7BNi9KWefG4eSH4gNPCtdHayMhSyUhP62b7LEIIEOV9Nq0ULSkJPD9NE8rK+xuGAW00bdfSdR03NzeM48jlctl8LK6tudd15fwoDqIvX77cNuxXr16RUuLTTz/l4eGBGCPf+Pg5u75nfzgIuhAjfeFrnM/nLdVXb1yIG7nXjUaVa7Z6pWijaBqxP7fG0TQizw5ePD/IoJUp16lCUXlMsrbURqUiapWoKQm0biPsbg7B5f1WMmf181jXwPl8IaXM7d0dtzd3vH77lpxkrKt0JvjE+Sxrz/Pnz/n000958+YN8zxzPB45Ho9bYZZKwTKOE4fDkTdvXnN//8CzZ89oGknMXZYTd3e3ZKXpi/Pusiwcj0eMa5immfdv38oIyj/HWcO+7dh1XVm7A34V11PlnBQVMYA2PxGunV8XF1+SQ+VrNXQmp0COM365ENeRHGbwK3ldnwidMcn8OwRS8XWovy9eD56YCpSeVRm9UIieMiKR6j6XBXDeburaQQDbTbVeQffBe+7fi6+Fcw69OTZKN70/HGQjuVxIlxFt3AdqCNnkZMFZ5pnd7XEzoKpw+7WbZi0q6hjkx9UK1w6WUDbf/BRBfk3+rJ1/3WAbp9HaUb0NBNkQVEg28yTQsdVkH4kp0Lau+DdY5mUWzwtnCSXR1VqDVqmQRTNNY7eiQsYckZwlrl5rvRVWFcGp56kWANdqEPkM8zY+ub+/34qQmrp6Op0ElZjlM+37njdv3hQ1QLdxN67P4zV5syI79fmlaHnaSK4JeNejqVqQ7BpHW8ZYj4+PglSVUV1KiawNyUQSCqvEtwGl0JXA2DaoQtBzVjbI0+MjykguTdN0oiapZFbXiSxaKSFT0rPMHqU0d8c9t/uBoTPcnx6YydhhT9KalJCZPRFQpHQmFiTNuRZjHc615JS5nB9oQ/HrSIJerLOMRY6HPeRSyHkZScWUuH+453QeySieP39OyBSulBRrr1+/pkp/K2pY+U37/X6LgU9h3eLCb25uNhXX5XLZzn/9nMdxYh4nnLMcDjtujgcul5Hpcma8nCUfxAjJuin27W3bSEGdIs5ZUopYZ2lbx7DriSF/kEhqbVMQs3rtSNGV0lMzc03AVkptBVEt6rOSQqIa6VWkrN7v9f6MIaGzRivDvE68ffeefthhrZA31xiR5OGFt+Ett7e3HI9HXr58SQhhS7et90clMbdtxzJLhMF3vvPTvHv3jseHE9pctubm7u4Z+/0BZc1Gwo2lEB+GHgXc3BxpnGW8nLG7CzeHgwy3k6S1xhDY32Safgdaf03o/Pr4P/nY7C2K1M/PhOXMWrgWhBUVVpJfRTaagmSJFPMcuYmjGGWlp1m4yk85FNLhFxi4mL3UGalzVsiFxUa4drx1o6uz3v1+R9s1PD6emOapEKienm+aRtGAw5bYGWPmcLxFIR1u8B4yElFcCo2c8weJndfppMDGyq8L1fVz1uPaewEEuaiPVQuPisLANalxZehlLu39itQleUOQQhAipXOWxXu8D2UDjsWeWFj/TesIQcYuxmpyioQY0Bq6vmX1C9qI+19MgYxIRHV+2pwrOlGh8vo+K++ipqJWsp5SEiNdEYwqB63noRYKp9OJphHSmnNuI9Y55z4Yi1xLV6/HRDL3l+40p5L+WdCk+pnUTp6cmS4j82XcwrUqQ7/dPaXGLtPMkiN9q2lyQ0hiVhWahjV4TEHTlmURs7abF2I/X2W71yRHVkyWz9QahzYOk1eihY9fveL83ZXX9w+Mq+fz88w8JrJxNDgsuhRWBpRm9YFxmkGJVFmsnmd5Xl3s6a3FWUPfSgH18PDAYb/j9vaW5APTOJWismG3Ax/lOg8ZlnUt+RlyH1c31pubG3a73WZDfnNzs4VvKWdJTgrPzz//fBsx1c+z3jdSbI50TcuzZ3eAICoX71nnmZwkRj2EwGG/wx2PUsT6BWsNOddU5YAtXAxrDSk+Eb9l47UoZTBaNtsQMk0jyGgIfrv2qudM/fzrSCTGiI9xQy7qNV8RrorcnE4n5nEm+yeVk4zeZrp+oGlbLvcPXMYHea+T2NxXJ85hGLak4YqoAjyeTvgo5/j1F2+EIHtzhzVy34UcuZzFfO3u5UvaXc/p8gU5BPp+R9t2OGfQStE0jqFr6XdDWYsDnevQiFrvMl/IwFFrXD98xWmcT8fXxcWX7pAUyGWZWKcLfp3JYcWkCDGSvSdET8iy8adCDpIu1xPWmRwWtAJtDKaYx/hUsxJkMwWJc5cbVtw8r7kO8JQJcrlcMMZwOIgfwmU8cT6fRCtvDKDF0EprzucLH3983DpeKQSSED59wNmWjKGxCVeITs5YlnnhdKoJqU9dcO1orm2kq8dD5YTA07ijjkjKN7f5bUVifpwwCjCOI8eD2wijlZtQN9x6XpqmYTpfxLCrZHbUbr9uxMaYIisMG/JQNfdv3rzZNvY6gmjbljCH7feqWuPax+J6LFW71GvinzES5FYX55ubG6bzGQ2bDXVdtPu+3zb8ulg3fftBp3k9m65jqmVZSDGheSLKXZP2qsy4/q4uhNJKqq3nvBYWFQ0xKpOt21I9274T4qGSsK7gxfSsca4EmEm6rLVWkAtV7LcLkVSX96QSZKtIceW43/Ptb37M9z/9EW9PFy685n5e8SlDSPj4FGpVs2JqxysKDOHW+HXBB8m3sErTtg6/NoR1Zjkc6Lt2+6yGYUBpReMaprmcO61x2pCR2X6IgWVdtnP5+Pi4FY9a6y07o21bDJnolw/kycMw8I1vfGO7xqsqJUVBCZ4/ewYq45eZ4EPhzejtGhdkaaFpLT5I2uvmThrXrSHx3pOiI4bMND3xscRV1pKiuI9a44paJHwwrrzmJF371cQsCE693695FksZuc6zkHvjKiMM1zbi3KstGc08L6XIlWIkJ0ngrdexUorb29st3O39+8KlsW4rCpdl2UID631Xw9Uqx2e/P0JWvH79OfcPD7x6+ZL9bicIkLUiv1aaVFDIu7tnYiymhOg6Xi4oFLfWYmyLzBd/f3eSv9fH18XF7/eRr/8iF1Q1AcofGGblIkQN5HhBrY+Y5ZG0PJKmM3keyetCXBdSmEjJQ4yo5CF6dA5oAloHKDwLBfilJqIqVNYYpeiHlhAj67JKEbPMYl1bJIJiWPNk+OJcw36/BxRffPGG03SRDjKD03YzQPLLzNA6kheIP6eIMlZcKMmsydPZhpQCyiZmf6KzA7bLrMuFeTzz6sVzgl9pmlbCnCbJ6HC2YylyyJwDOQeMAWMom5UEI53PZ4zRhLBsKbEVkq1QZ928K3N8ngzj5HFNhzENzkgHpzP0XccyT+jgRWapFAG2jWiapg0VMcZsqgz5RA0oy/MXL5imlWn2HA8HnOu4XGas6/Aho4whkMFqlhjAatYUaYaOh9evBWVoG8bHR5p+YPYRjCVrK7HV2mDbjjUmdsYKYbJr0Y3FZ3kcjBb0QkEzCLnNp4jWjrhGsrpCqrTGGsMaF5Z5YSky0xilqzW6SkCLh0Uri6WQ9gRt2bVieY5Sm/FUjKl0vDKGapuGzli091wuj2QdaA2slyQdtNG43Y7dcMtuaAg2oI3YvGutMWSMaWSkpYVsqpTk73g0yiJE0LRwu4fvfeOWH/1Q84VSTF7jfcYjqZdKaZZVnvfsL3SNpbOKh3evObRSZHstOSdd29E1UhifziM5Bvo2Mo4L6xSIwVNNqYZh4HIZMa0u1u2e26Fl3xjeG3h3EvM74S5owhqKp4VcR3/rf/tbPLt7hrWKtm346KNXaK15/foNa0xEZIyxhIB2jQT95YbzeeL9+0dubg4oZUooWMYoIXfvD53wMXJmvExF6hwJPrDMHl9M+KI35NTQNorzRdCB8+VB1Fh0TPNT0N3lcuJwPGxk4Hp9XKu1avHQti1JSUMEEtlevXmMdig84LC2R6sk+R+9Y42B0zLhU2LKnsP+AHj8dMLmTEkKYl0X3r1bUEqQl75voUjg62jk8TxtMfPApuiyVta08/ksDVKMOOCTly8ZHx6IKdI4x7IGtM1ghCt1mhd2/WFDv5pSSIqxoOEyTTSXif1N85VXisDXxcXfs2PjBm5HhhxIfsRPJ8I8ktYRFRbwM3EVBn4MK9GvpOTFnyF6copoMm3jhHmfJetBcjCcqERCLIzryOUybRCltQbvAyHG4kjYboSs66OaHMWUOB5vttFJnRNXljt5wq/LVadds0IS87ywPx6L5C8SQ6LJDdZp1mWREU8MLLOQ4XLx52haySCpBE2/zuScCj8jFThX1DDOVW+BmbV0SvV11k7m2gHTOcf+cCB4SX3USqO1ENZyzhKSlROxGBKJoVHzAZJQ+Q/1vNVOEizWythpnGa0NrRdjw+Rpu3KjNnTtS0pi8RSSHUyylBak4G2oA/KmJKYqUlRHCFRipgypizO07zQdcUBMWdRwRjD7rBnd9hv3A6TDMu4sKyPHPsDkSd5q9aaOT2ZlRmlUcbi7BNadD2CqmM3Zx25Ld9L8/Z/Nd8hpUpwheDFFGv1M/Ey0fSavukJwfP27SOusdze3bLfifdC8CtK9RgNWhXPgCxmcNeqlRgDAVgw6BQwOaBVpG0MP/O9b7MmzfvLrzIu9/jgOa8BCvlWlXm4jxmWFZU0Nsv9hgJ3vMVqyceZ5oWuacgodrsDL16+4u72luiluFjXhRirMVmRWGsFUYjaViv2Q09QjhD81oErpejabuNePH/2vCiKxF/k/kH8G9YSsCbBgRZjJWl0iJEvfvhD5suZx4cHXr18zvFmL/yfHOla8a0wRoq+vu3pOhkVTNO0kYnrPQIX5nklE3j+/Nlmfmat4e3bN9u91fevikHavCFeteiuKF1dc+qYzjiDDzU6PhS5rTQ3YvQnijYUrHolKQVaYxrJWzmPlzJmSVgjmJpfPONVyGJFgWqIWkXQpmnG2m67fytXSJqTp5Tlpmnw68rj+/f0H3/Md771LdbgyUox7AYWv3IeR/rdjhcvXuILj60qY7RzJeBO0J15nhn2+0IK/mofXxcXv+/H74yrUQWn0L/jRwJ+EWOesM5kv5DCSgwrKQSyF/JmTl669ySbcY4y5yOJB4bRglCQIAZRIxgjXYGQrhaWRea+G4nwymAL4Hpm773fEgmreqBmGzjnPmCA18XGWgfrTMpyk1tj8SFgtBGFSwikrAheHPqmuAjnIUjIGVkyRDQaW3wmckxoq7fFqmkapmmi67pNXtn3feF5PMH21ZyqQrLXxEhjDPvdnvt7calEZZYlYo3exirSCRUZpVIsxVPietFsmuYDaLouZFAXbU/TPMWY1xGKEMifSJXXZklinS6ckdphXXt3zPO8Jc9WL4mKPpiSFVM5GTUC+9pLZBgG1mXdZv7X/Irr66DOwGuxAWx/T0miuYFthEPOYpZW7KbFK8QVAnFmWVbGyyhW31nRGUuYPXNcQAfQkf54QLctuAbtGlzXkWwlxZYU0gwZT0ajjBBsldJic42+uq8EeXCN47s//VP8zA/f8/bxr/N4mSBHUlIQQgHrjLz+dSV7xb41JBTLPOGauVy/ARUjfpl5cfeMoevQ5XPt+555Soxj2D6rvu+3tNs6ZqhjsDHOhOBFsWRNGV8VybdWvHjxnNevXwsJt29pnOPd1Qb4/v17xsulJHgqht2OVy9fEm9vefP6c5ZVzrUiEuNK6Bp2fYd1jpxyCYkTomW9Ln+c3zTPM5fxcbPDrvd55dIYY7i7u9v4MbWAqL9fXWXrNfQkGa9jl7AVE2K0ZjfyeUoZrTT9sGdcZrRRdJ0mGwMpS7E+r/gYCcuKjyJtrWND4WgklnVl6Hv2RfVhrBXZ/tWo9JqvVRsRpcR58+27d+jyPndtw8NJTOlefvyRFCiIZ0k7HLYxpLVWRiaFvFvv2bCuNMbBU8jwV/L4urj4fT/qBaueWMLbt/LTP3IixxW/jCQ/QVwLSrFcWX+LtClRiosYi0rEE4MgGKrwG2QzlnFIvYHqV91Irm8mrZ+kqmIUJRvHOE6bY+NuJ7r0qfApnGsKGbQp7oKpQN5yoy7rijIys2yahrTU+ahYgKcM0ziKDDCLIZFKGa1ygdJFBvqkMgn4cGUsdLUJVuJpfX9aa1zTiJlYIThuPh2FR1A3U2PUVhwELzHK7WFPKnJHYzTrMm+kynEcefbs2bYgVZJYhXzl75q+E/LWPE/kBI1rWRdJPz2fHsSVUEUupzNaWciaZfbFTCqWAlIRg8jsgo/EJm5Ezrpg18+qzvrneUY7jS78jVrQzPO8MfMrS79tWxx2uzbqrHop3V/92RqrXguIOke/dpOs5yDljGs7hPwpwU4xBqZpZp7F1bSqldaYWOJK0ygarcWwatfSH/bcPHvB4U6kgdY1rMSiBE7kKITYGBIxgGsUxj3FXZumg2jIsxCXQ4xkMm3n+MM//7N89uYdn372I4yS8Z2PkVgKFaM1mohKsGhBg87nC2FacNZxc9iz6zuIkYfHR7qmQWuRYN+/fce6zh8YnF0XmtdmaE3bcntzg19XQRq15nI+k1Pip3/6p4usVgL5Gme5uzlKcZ+f7k9S5PT4IOhNijxPzyFE9kPPt771LbRRBeXxLHNxRrWWQxlzVp5DbQqGYbgqfJ+QKWMPxBg5FgJoCIHdbrehHfM8b4VJ5dXEGDdlUt3wqxvnMAz4KIipQiHLVi7XW4asMNqindyvXkVslmRmVKbViv1+z67vWcdZUmdDIGkrBaIyKG0xtkFpuabPaRKir23ohx3n87Q1JdUB9+XLlxsKWQv9ttjQp5SEuHs8cnO8YQ1eRo1tyzAMMi7re9RV3ox4D/nNIqCeF/LvbDq/asfXxcXv96Guiov8IceCoiWHSE6BOD4S5jMpzOS4ENeJ5GcpMuIqyEVcCWkhJU/0AR9WYtmsyRlNLlHkslEoJNQoFB+MuolUdEGVuOZ5XlhXX5QmpQO0slBbZ2kb8a2Yp4nZiwkXhVAlaIYiJVGiiPJjJifY7WS+Gb1HK8U6z4TyPCnBXLpqksj7yBGjFPN4EctdNKSEdZZUotxdYcbX8cO1VLPKMmvHuFyRIq+ltXVzFD6KGP14X8LHnNsKEZTI7Orjz7Ow0OtmXqWz191alYi2TS7vM2NtyaDQhpqTURGf1XsZKWQKo30o/AQp1GJMWOu2uPXr91AXxrYVO/JaWC3zjNFsZNaKWFRDLhDYN4bIuF55TFyRZIHtPVViai0mrvNPrhGNunnm4gwboqSLVhMkHySZMhZ/FpVlPOCGjmawuN7SDC03z59z+/wF3TAIWS8ElK3eDFI8p1zdFPOGdKUs95VqWhrbkNvMEp4IpCFEDvuWf+BnvsPf/Jt/g9PnZ9nYEmJep2QURVGGLN5zGkemaaY9HoghcD6fIUZa5zju9mXktkBOdK7BGM08Txsh8VoJUccO9c/ucMthN6ByYpkXhkIKDevC8XDgi9evGdqWrm/QKmM1vHh2S5V8H/YDwReJaI7M44V5nLmcTnzzk49pWkfjDNbAurQoBE0IMWD0UxbNBwF1PBXrFXXIuA8+87p51k25qkK2RGJKyvL8NB6rhUdFFItPJTxhuHi/Fj6VvA6tK5KmOB5uCCqL16AVwzGnDQ/dg8iF28y4eiH1AlkWMpquI5cCOKTEvK7Y0kxcZwzVf18HrlVEpxYb0zShjGZQ+8K9EPt+U3ha1ZRQl7HkuixkJe6sxugnddvXnIuvj9/rkQsyoZ6+Id9NQt5UOpGzJ85n/HhPWs7kMBLXSb78RAwyHslZUIrgJ4nzDgHvF6KPRF8Co8pIRKEwWROzPJeEC4kZzjzLWGSel6JPV3RdT9fttu6ibkApZaxxG2diHEcepwtt09K1Aq86K/HuIKS0pWjT26ZlX+yOx2li2O03x0VFltRWpViXBWscRsuoqG0s51HGHVpB3zWEKDtACgHXPenid+XxQTbca2XJYehJpfu+XtS3QKnyf6Z1dG3H6fTA0FUb4igIStlEriHtu8NxW3Tqc9XFdhiGMmcO28INlI1Zb2Zh1Y9inqVQq8FV6+pRav6gYIAn5U6FlGthU2W8174VzjlyXAnhaZRTxxd1ka9IhPeetEr3WAuP6xFN/bkfNyurCFDtNq8Nzrz3pCzXjtgxy9c4rSyzZIDEIIF5xhqwBoyi6TtefeMFt8+O3Dw7YKzlPI2EmOj6HisEGCkkyJC1/D1FsgokgKjIMZOYyMZgtfBRXNvQJVA+EpfIz/393+G3f/t7vLv8De5HIe8uIYPKWGMEli/3wDR7lpCYHx4wWpwYG2N4fmZIXNsAAN6OSURBVHeLUoq+63jx4iVGQ46JnALG6M0QqyIC1+epzuUfLzOucbSNIwbP3vQorYnB4wpaoZRi2HXs9wOUa8BaS/ALh/2OXDfzGIlRfFpyFPSgaR1939G1DnOzhxzFhl09cVWux3h1lHFtNd91Hcs6bv9/reSqyMz1OOX6cWtmSt28a5GbUiIr8RmRayhSs48kb0i+VwsNYx1tP3AYOnTboG3h/ijN+7fvsU3LMklwnozBNOvqsdbRu4YYxEZcKyPGW9rS7Rv6vuf9+/fbfVENy+p6EmNkLf4hFYE1TtZMYxtMMeRSSmGd22qGGEXdJ3weS07Cj6rn6mvk4uvj93zkogmpf25ykZRAJSCQ/cg63hPXCzlMxHUkLmdymEuBMZOiqENiCmiVyCpBDnIBx4BKCQpC4VONWNdgn+KMZTOtluFQ46pTiszTQiw5JR9uHvKavY+sq3R+VjskAVXjbCPjEEzxifCsi3TTu2FXUJRQIqA9BAlwWlbPPIk7njOWnBN914p2XFsmPZe5eqZtLOP9AzGsm+vjNQx/HRVeuRVKKWLppKpJVS0+6mwcSiqp1ShVSKEporJYO/t1ZjxfaO9u6Lpum+MCH3AwKv+ibvjn81k++6vioi6glGsgl6wMeCK6PTw8bGoWyT9oNxJuRSV+3PejzsRr91kXr67rCF5+ttqd16Kh/t058YyI+Umeey3Vre/vx11Ra2FW5a3XRUe9duYl4v3KPIsx0niZ8YXEKSoaLV4fIWIs3Nzd8OLVDR99/Irh0BJzYF5GYqKgPWshKAv6E7MqzrBSOGtlUKYYuVW5ZgxQbK0bWlYfyH4l+hGVIq9uOw67lofxDEmJ8ygJY60U5zrT2BYfAymzya1d04ASj4nn3/oOrpECrOs6hrZjWaYtZC7nzMPDw9bl13j0OpZbQ2RdZuED7IayaOStmPqpn/o27969wxjFzfHAWozIdkPPshuoYYOXy4VOt6zLitYNrXuSawsyGdgNHV3X0rctWiMcB55QvPpZX7u11s/TXiEW9bqo11Udk9R/10KjFrX19dWCuW7ishYJgil/ChOtonUxymerlCYXu+y262n3uy3MTmVo2x5jHaksq7k8XggyNktJIuH7vqdrW1bvWVYZu0oa6g1v377l9evX2/ur64YrzpqpFINaa9DlfaWEdhZV7jFdxsqoJxKzBlRFH12zoYg/CcfXxcXv8/GEXEh5ITQLqawB4VbMJ/z0gFpH8jqS/SiIhZ9IYSGGlRw8OUhnEv1M8DNhWUlBNkNNxocgxcUa8KsnxoxXbisUrkciUjjIJqeUhPSoUOftnnlet/FCtQnX2tA0IsOrsc3G1LlyJT1q9vvjB3KueZpo2p51XnBtKyFU04xfPaRMYyVsrG0czhrpOJTGr4sUIbd3rMtCWFe6w35z8qt+EV3XbYRTuILyC+O+pjzWeXKFaiuHYp5nnKUsJGLX3DQDyzwyLzMh7Og78cnI+kOuQ32+ugFX5KdpWlISREcpI7yBzX1TFxJbKpp7yzQtm4pHNgWHMfapiHPyeJW0WoupKn+dpmkbkchXg9Fsi/01UfO6MLLWkf2TIVktMCp6dc3LqZtFLTzqOai5JbUzF5mrYfGReQ3Mk2ec120UFoJIEFOMDL3jsO/5+KMXHI4dRidyWAhxIaaIaxqcs6zBi5GTUpuZVyITo8evMpIzMaO0IRsLjS2utJCyiDSUUbSNYbGJFBa+8eLAN14957M3Fy7zBLYlp8Q8TwJtd9KZkhU6J5pWsx92vHjxjJd3z+jblp/5+36Gu+OR1lrWZeJ8PvP4+MD79+84nU4si/i3VPnlNdI1DAMvhmHjNNVrcZ5ndE4YBYdhIIdAjJ6+bWkLVN8Yw9B1xOK5Mp3P3Oz3sIeQDFZryHGD9pUSREUx0Jd0VjKo9FQsXDve1uu5Ep+tc0DeJKb1mqrXax07XS6XjbNQi93KEbo25tNaY11X7kEKulXD8GQsa8s90LQttuvodwPDbk87DGQlyMI8TuRCqPQ+ErPaotSV0ozLyvj6jbh23t6hnSOuns8//5y22KB/8sknvHz5ciOoWmu3nJZrPkbXS4DdTmuaLotKxzy52jalyKwoZT0nKStc02zoR/WF+aofv6fi4t/4N/4N/vyf//P8mT/zZ/i3/+1/GxA3uH/+n//n+Ut/6S+xLAt//I//cf7df/ff5aOPPtp+7wc/+AG/9Eu/xH/9X//X7Pd7/tSf+lP8hb/wF7Z531frqLNFnoiclSiVIvgRP58J64zxE8lPxHUWroVfyNGTi+w0p1RslIXomcJKWAM5CnEu+kTykRwiOSRSzEx+xtcbuvAonJW0w2izZARoQ4hP0KTEYVcIM2O0eBt0bQOdQjlTyJyq/LwUHiBulKKK0Dw+nFiWGR88Shmx0TVaHB5XUcCs68oyzYToGXYdChjHC03TcpkmfIgs40jwC6b6L1wFOF1DrvAUdhZCICsYeIp9rmZW1dAHKBv+UwKsD16mwIUbYY1lmmdcmfE+nEdSiJsVckUsKpxaLdKPxxvmMZCijGH2Owkl+/zzzwlBjH6q1C6GxHgZiSFz2Iv1s1aGdQn0nQTBhVjQpdJBVXSiwtTVHKt2kI1zJPOkirlGUCqhtXbPmyX3FUJxLe+8Rj1q11V/rjopVt7LZpSVGhm/zVLkSvKuvNZ1mVkXz+3tHd/77sf8fX/gJS9f3ZFZIa3EACmudH2LNYqUPa0zOO2kIC6vr2sbMpqUtYzUirNyTJmwyueYojioxiDFTIgrOcxkP3Kzt/zUtz/h+58+cJlmktZEJciiMYa269gfdvIaYqBrFX5ZeXh4JIfAYdjxg+9/n8vdHYdhIAZJI12XaTNie/78OX3fb+e/esJUBO39+7eClGjxxGhah9YQYuD1m8/Z7XuGYUcIipQju/1A1wvPxzrN/rBjGHq++MLQ9XIfXMZEiqLWaduW3dAKV2udOZ/PaDK7/YAzDl3ugfqZ1j8rSbeOPhTCIbh2ZW3b9omsXdCOayXXNZI2lCJqWZbtGrGNxmgLaHISUmdK0uwYbbCFaN32PbbraLoO61opIHMGZH1qmo627ZFcYyk0YwJjFKuXa7SdVz77/DXGyH3ctj2HoSPGwOeff84nn3zC3d3dtoacTqeNrH2NNGmtiYUrtS88DG3MVlCkJCM2kIJNVERxe96vxyL/fxy/8iu/wr/37/17/PzP//wH3//n/rl/jv/0P/1P+Y//4/+Ym5sb/pl/5p/hH/vH/jH+u//uvwOkKv4Tf+JP8PHHH/Pf//f/PT/60Y/4J//JfxLnHP/6v/6v/97ezZf5yL9LgRE8YZoI64LKAZIUEvKnSE6h4Hw16KqMCRrbEoxhzjNzXEkhFVSktGoJSFIwLPPywWZ6bf9cu19jm9JVPll+18TRNVftu4Qu5Szzy7q51Meqv7cs0r3P00jwHqXFXtwYIzHLy7TxLepcVplcRgIL59OJFy97zqczrm04nR9ZfKDvB0L4UP3Qti3jONJ13bbBVaWD0mrjGdRF3Tm38SLqa09RFtS2bTgvC0Zp1lUWQevsRsTb7/fC+A6SVmqM2YoSYNtQZBExrOu0jWqU0pxOZx4fTxu64Zzjchk3P4/KrJcOSki2co7ihiqEkLZuqaZ2VifHShoEQV8qUe0ajdg2iyuFR+VjVEIesI2X6mdaf74WEHWDqL9T/7+eq8u8Mk1L+Uyk+J3mhXURcucw7PnmN7/FJ994iTNBUn+RIlQpJVwJCjqUFEZBTrKZxCQBk9oYGTbmTM6RFBWoRFag9JP/xlOBFAl+gRxRBBoLr1484/mzO16/e88SQVtLLK628zLzQMJKUARtsy8jOM8yL3SuYRwnSInL44PYgTctw7DbCq6+77dCtG7a1x089OQsiiJvLTfHI6aMFz///Ase7u+xxqK1kAOHvmc39KyrkICHvufu7hnLPG8FcdeBX2Dou3INWB4fzpLzEz1hXQhhpWt7uqb/HfLza4+KrSjlyQui3nvXo5M6gqnvbZqmLSSvkjzrZ1GPeZrRhQcm15Au3C2FNU25l3r6YcB0HcpZMZwrPh9N0/B4PjOtS+E96G2zVykVVFZtXjy+oDxKKZq25Xw+cTgcNiVLXRev1WQ/7mcDEFNkWVZcs6DMdZ6RLO8xBHxRzGQtybFaS1x8vd8+tFD8ah7/u4qL8/nMP/6P/+P8+//+v8+/+q/+q9v3Hx4e+A/+g/+A/+g/+o/4h//hfxiA//A//A/5B//Bf5D/4X/4H/iFX/gF/ov/4r/g13/91/kv/8v/ko8++og//If/MP/Kv/Kv8Of+3J/jX/wX/8UPwnG+CofMcSvrgk1+qnKC6AlhIUWPypEcV3SOxBxRKW4XnyoEzawySsM6ezSCOLRtB1njCQQfUaEu/CveJ1TWWK2J2rB6z7hONI3MIbURrbfMT5/SEIVzmpnmmfuHB6yx9H3H0A80XYtymjV4QuEDtJ0EmVkrEKYp3W3X99wvC51zDLudxLanzGk8y3jGNSgEDq1TSO9FEaIULMuEsYbxciZmIc75dQUtHcEyL8QyCtq92ElhVb5SjKAMa+EqtM4xTiPLHNjv9nSNeFIQxdOv6zrarmG6XCBn5mkS5DLL3DSWgDhxMBXDq6unY56loGnbHq0tl8vE5XIuhZfmcjnz2eefo40GJCAqZ8s8TyhUGTNJJklK0oPVijSTcY2laRtQIu/LFGvzxrE/SKpphcjWdSVHj75SAtXAqDr3rz4aOWda3WyOsVrLWGX1NbemOljWeXyU+jVFgo+EGBmnWULzFOSkQInjaAB8ViIXjRkfYZwXjDU8e3HL8W6g6wyNjWglxkytteIwa7JsmGU0VKXJ2hQyqjbl9Wq0blDaoJSV96HFGjyTMVqTSahsWKOE/T11jYnntwdePb/h+z8wjKeZkDIBS0pIkF9raa1IpcN65uNXH7EfdlglOgdrNH3fcbPb0RbXzuCfyMPVYr2OxB4eHjauSvCe/b5nN+zE7KzM8vuu4+Z4JAUxwjufTuwPO1JMXM5n+k4s0q3RpBA57Hb8zHe/xziOnE4n/PszylmOxz051ywdhWtaSJaUFQ+nC8sa0Ue7mcJRrrpaTKoySq28K2tqqJ2QdoMPG5epNhhaaRrnGEeRqOaSpKuLb0fKmRSE+6VMKuthsQEPiZQL38EabNPS9B3tMOAGQSYohZf3Hr963r55w+effcb79+9LI0FBmp44V5Xc2Q89Tdsxr54mUxQpwuM4nS+EkGi7lr4f6PqB3bCj6zvmaaI6xmprZEzTiJmebQrCmxI+BqxpCSkyL9LQJeBwlM9WkLRI0gr9Y4XWtl98hcYl/7uKiz/9p/80f+JP/An+2B/7Yx8UF7/6q7+K954/9sf+2Pa9n/3Zn+U73/kOv/zLv8wv/MIv8Mu//Mv8oT/0hz4Yk/zxP/7H+aVf+iX+2l/7a/yRP/JHfsfzLctT5w3w+Pj4v+dl/z05NECORYlaN4sAzETOpDiSljNxfMTOj+gYMN5LEmBU5KhRESCRVSCrFes6iInoQ/EQUKTqo6EymUhIKzFF+tzgNBKspS1ryiwhM3mDVS1JGdaQ0GGia6BtOpGgWovNshks40yKMF4WXNMw3HUbsa9uysOu3+avtStbU6Q7HsQaeF3wOZJy4jJeip04pLTIYrRkljnifWIY9kQfcdripxmThQ8xvn/HsD9wmQUhsCjxHmga8IHOOPIasFmJJ0SMOCVS1pwTvTEs80SaTrgQiH6kddD2PUFlwjzjtJIOJHqcyjKOaRpiWFnGs/hNxIi1jSxmaIbdkXF8SwgZpTpiNLx9+5plPrM/vCQTOF8eaFvhR4yNLrHaSyH4BVzboUxiDRP9vuHx8XHzBHCNJeFBC7y6lnC0tm+JJTzNNW5bdFNO5EQh4a4sSxCPqCwqiGWZNxQj58wYA96HgixFUhL7al3IkznlUlAFYlyKt4GkpJJNIcVL5Lqw/xuWRjEH8DFzHmemy0xjHe3xlm98cuR4o/H2R7i9qIGce+p6rW6Yp5UQMxmPc9B0LRFB7JRpSUXeh3ZkbcnKgq4OjwnvT1ijtqjrtC6kdUWjyFkTgsIHy42L/PSzhr+zU1wunkUb1pQJSgkCuHqcaWitxU+J+/cnjv2Bn/7OdwiroBYqR7rG8OzuyDJPvL6cNsJj3SzqGKQiTABaKx7u3zGN5+KbIrJaoyGnwLe+9Q3O5zPLsmC1kKfXJTBdRm6PB/ZdxzovrKcH2qZBGYXtW3KYMaZDa7FyX0Ok6wbaboc2lvP5wv35xC5GunbFuKcRxjSLFfi8Cg9knBeU8TSNwa9B/ByajthKtx5jZB4XrHYyFoiB1jaYTnOOMK8rKS5oW1Qk5UtbJ9wYK59bShmcE6WINuSmha6DYUDtB1LTih15CIyXCa0U8zgRlsB4GhmnhTUKXyfHACGUQqfFNh3aOqIyrBi6YSBl0CHQ7e7QTpxy3z6McD/y7LnmsD8wrYh9ftOiTcK0DXbXo50j5MySAp0z4IzYyEcxBlNK0+92tL08T9u2WGNkBKXFLoAr7lIt5r5qx991cfGX/tJf4q/+1b/Kr/zKr/yO//vss89omobb29sPvv/RRx/x2WefbT9zXVjU/6//97sdf+Ev/AX+pX/pX/q7falfkkO6BtCyaeVM8osUFNNJ+BbLRA7LBh1KEJP89gbtlkepPAdSlkHJFcvbey9s8hQx1qCVIa5iKW1QRFKNnWJdJy7TRMy1Y82MYyLHszj9DYNEPvd7tPEkxLJ5iTNLXtjtdux2B3bD/smdcl0IQRAMSQuUIXiI4YMCsaomKh8AKAzxuEHtVeZYYf9hEO7BNE/4mIk5YxrJGtDJMC4yItHO4toWnyLrPLIzOwlkCoHgJW9kur/Q9y1N2zIvC+0g0PWyCImQAltaXdNXEQ5DSrRdJ86OxcehkkmBQtiTwKlxnLi7PX5gsFUDsOroobLmJc30w2TLiioISpDQ2lw9lt7GD4fDgcvlsl07NW59vszk+BQ5X89rhbuvTbOsaQFNQuNDDS7zVMfWCvfmHAlhYZ49NSdEyJWFmZ8iMQjr/5Q9p/PIcglM4wpJMXQ7bm8HvvHxK1687On7zG43YFWB1rUmIa81+oB1VsLKijLG2ga7yYLLqCN5QSa0zEpyLt1xTsSKbJQNzRhDLhLGuphH73n5/I5PvvERv/3mzBij8I3Qm4dGDJElRo7dgcY1JS/C8NE3v0nXWPa7jkPf0TaWZZ7EZ6M+frmmK+H2yShK07YN3/zmN7fNpc7462fmnNvi1ed5AbWWSPWRFINYXmstRnfrSte23N7dghMkIeXM6XQmraEEimlikjHdR69eYXXG+3lL370Ob6tjjkpAzCmDUR8USNcS1sqBIj+5U3Z9T0hJwtnWRTJriu+KaxtifuIqaJ1RxoofhHO0bUdTTKmaVorJZVnw64oPnsZYHh4eeLi/ZyyhZAAxgw9yHbpGeCLLMjMvAW0MwWqiVVhj8MHzxevPpNFRieNxxzROPDy8Y7yccE1D0zj6oUEXIsW6rtzd3THsd3L/IgF7laTaKIV1ovRyxXo/ZbBNS0KxxiwNTHH4+Coff1fFxW/91m/xZ/7Mn+Ev/+W/vEny/s84/vyf//P82T/7Z7d/Pz4+8u1vf/v/tOf/vRwiu9sqBUietI748UQcH4nzGbWOENay2Efy1XzySf6lydpCKkz7ovXPZNL1PDRGUpmTa6fQXUOIkWnxLH7Er2vRepfgslWq7Zg1TdPTdRIYdv84c74E+qHDWbHLtZ1I8GKeWHzgfJmIqciwjC5x71IYNK0EgPmSaTJOC/M8YY1l2O3o+qFsykVSWFjjKWW0MbKJGINrGlk8UsLkTFgDSQsp1GlZCINNXC4jqdgZG2s3OVuGLaMjBPGRyDlzPl8wRtG3ncQ3G73NXIVwuOL6VjY2K8FE67xgjaRhWiNGVYfDkWWeaZww2y/nM5fLiLNPssPqylfVKZWBfjwet/yCyluofIY6965oUJWiPnv2jHmeizW45nS6sCxzidEWsuflciGukRTzJo2T669uDh92S9M8Fki76Pr9Sl8SV1cv5NPKt1A6o3SHVaKCXnxk9QFnRNWyFHfPH91/wTx7VLaQNMfdnrvjnrvjwNA5htbRteKAnAovKFMY+E7ON/qpONBak/UTMddq6X6NaUEZMqaoQiQCPJfoa+895Ez0Hme1xKVfmX+FEjLmrBE3yxLaV4t7awy9azCKcr1mPvUrl4d7nj078q1PPubbn3zMvmtldFmaA2BDKJRSG89mXddNltk0QlC1TsYpxhiskyyL3W5H1/cs88y8rOQiXV7XVYjVWcKz9sMOo4rcPYtV9uGwx5UiCBSHmxuWVfxF3j88MI4Xhv0O4xzrHFnWVe61JFk0ISa0EBYwxkpxk2tqaqbyEeXaUqQMy+IlPl1pQorYKNwX1zRkpRjnSVQhKUsWThZ+i4wmJGxMW4exDusaur7HObn/lDYE70W9UdxMsZnT+cTjo9hw1xTmEDJrVKSk0FlhM2SSjJFTxk9nCDPOOvYHcRu9nB+4vb2laRy7Qciy0yzy/64t2TZhIfjAdD5htTSKTeNIKaBItFaKf2PtRvDMJSul7XpRyWlxDsXYkib91T7+roqLX/3VX+WLL77gj/7RP7p9L8bIX/krf4V/59/5d/jP//P/nHVdub+//wC9+Pzzz/n4448B+Pjjj/kf/8f/8YPH/fzzz7f/+92OKnv8v+IhWEGBwnIgLBfCdCJNj8TpkTSdwI+o4PEhkPOTb0Aud/AmZy0bgiy0mlwc53yKhHXFL2KslZANlUJ2s87QKU0CtNWgLH2Ctl04X0bO55GsBnJumOe8kQGTUygPSWvCuJauy9N1mcvseRwX+q4TNnzp4hvXoFQkELFx5TKOW9xx2zYcbu5oW9F7+5DF/RLFvKwoLR2QGHFV+2+DMU4UADGB0UiypsD+QiwVi10R5ApKVDMKlnWV2avWoOR7w37P5XLCrwvDYPCrJxV0pG1aSIlY5uJt00rgFGXxJnPc7wnBo1UmRS9ZFkYTgme8XMTxcxDPgupBUWfa1Qdjt9ttaEktJISIWp0/O3JOhexmmOeZdV15/fqdjGNSZl2EDPv27RvW1XP37BkhJB4fzsSQi1WZbJBN06C0JhRzr/p+MrCuCWvEcyVGsclWPqJITzN3JTkoOcq4RDgFAb8mci4z5zVwOp04ny6MYcYYS9e2qAStVQydZegsOouVc6cbTHkdKQSUqdbbpRsMCfDEUnCoVrghxoIyrrjHOlBGto8ERAl8UxiCL+TTSmb14qJZScyirPD4dQYybWMwIeGT2NjHEFgT6KjpnOVwOGCMdPd93/Py5UuOhyPHmxt2u52E7i0L5/OJy2UEnoyYhDAs6opqu344HAC514L3pJh4/foNKWfevHvPfrfj5atXgOL9lfPsMo90reP5nQSJ9V1DU6TGANYaUor0w4B1lm7YcX//wP3jo3BXKDHqYSXMC96LFb8Pkd2wEzdc71nXAAq575LwIqZ5KQRT+cwr10ebQgIlo5JkeZjKnXANfUEmM1mko1nk1tpYRPehcU1bvhrati8bsGL1nsfHR8Zx3PhUYfWcT2dB6aanLCGfMhjZ9BcfaPuO1jos0HeujMUSWkcaJ7yzx4cHUuo3b41nz57z4sUN4zSK3wkia9VWRhsqRVRKco7mGQ04Y2isI+tQio/qYisGYFqLDwvakpUjo79GLq6Pf+Qf+Uf4tV/7tQ++90/9U/8UP/uzP8uf+3N/jm9/+9s45/iv/qv/ij/5J/8kAL/5m7/JD37wA37xF38RgF/8xV/kX/vX/jW++OILXr16BcBf/st/mePxyM/93M/9H/Ge/p4cP+4HsC3g8g3IkRxW4nwhTo+E6eEJuYhzWfT0Bwx3qEmVvvA25MbKhWyVlUDAIUZCioUlLw6F3ntySvRNL1pxa+T/jUB02lgWH7i/N+S08nBOsqFTjKSUwvggEcbayAKjNT7BcppQWmGNZ5oD7rJgraWdJW+gbRvO44nVr1hrOBwO9IW53radEEfRGNswDAPLshLmiZCyVPtaEzOEDCFllLX4mIjZ0/YFmVBixSvwr8JoQyw+ClqL+sU2jmlZMT5w2A8FHclkNLvdkVO65+HxzH6/Ixa2eM5R9Oq5Z7qcxN+ioEUhBPqdRhnFdLmwG0T+abQSf4RpwhqNaSSvpBYMFRGx1nI+C5n15uaGGGMJUnKlu5XRxTAM7HaOdfVbkTRNC/f3DxjdkLO4pdY02Hn2JZysIYTI+TxijaNpOiHXKlg2y/W4FahaiwFQzAFyCezKCucaZp9KSF5Bz4xGK0sMosZZ1pUUk9izq8y8LEyjRK4H74lk+r7jcNhDiLRWk+JCDpLI2pie1ijSuhJ8wGqDa1rhCKwrIUZMU9j7Sm1mbLnID5UR/5CERimHMhajbSlWsxQIlCI9JZIxrOsMKRD9kzX1unja1nF7s6drHVwmkX0XjoPTMh+fp4VlXDkcdtweDxIzn9le3zzP+FWQBaPN5u1QN/wQAm3bcjweN8WC1oqMBIBV8uFYvBa6ruPd/T1fvHkjCq/i7DqOI7c3B87nC+P5zEevPhIyeHkd1lqMFSJm42wZhwghWArUhZcvnxMz3L97B0mUNSFmwrSgtGXQhrWkAnddhzKWlIPA+iEilnmCMq6roFrDMGzmgAZFyjJLCyFu6iqlxZ69ohPaWJH95JIVZB1N29K2vSAeyLXrQ9g8QxrnSFE8bC6XC5dxxAe/vfc1ywhRxYxfZzSKvnGsBJ7dHBm6FqUkAVc1Ig29OYjZ326336S12mic3W2E1BSLooqM1Zpd13Gz38t66T3T+YzKmUGXEDvrSQUh834FrbElCTXEhDbCrfkqci3q8XdVXBwOB/7gH/yDH3xvt9vx/Pnz7fv/9D/9T/Nn/+yf5dmzZxyPR/7Zf/af5Rd/8Rf5hV/4BQD+0X/0H+Xnfu7n+Cf+iX+Cf/Pf/Df57LPP+Bf+hX+BP/2n//T/ZdGJetQxxo//W+VMjp44n4gFsWA5o+KCyYGcY7EDl1nyxj0oFr5GS6y29ytGKZq2QTVCcht2O5ZpYhpH/LKyVl5DFPLk4mdsdgzDjq7fM/hWfBucwlmLzjt2Q8MSdnz+ZuTtu3ekLAS/KUEiM/sVYx0oRds0GCcL5/lywZiIMWuBeVfevhciYte1EkLVNyyLhyITWxZZZFEUKZvwIHxM2JA2+WssapZ58ez2xxL1HEUNkGX+a5x0tM45GQeRCSV+PqZE24m2PobANK+0jSWuT9HfbTfg15XLOHG4GQpS0bCusyTLbu6GE3d3t6LSiJFlltl3Lt2LUhJb31iL0QVy58mAqGmazUX0/v6e4/G4BYwJbI/INtfA4XBkv9sLoTMkLueRy2Xk7dt3TNOENSK9dU6Kj2WZOR6P3N0+53K5cD6fhbxXXAtDiDw+PLCsK64QcG1JhAw+oo1hWoXEqQsCM/uFuchhm8ZJJHfOBL9CNqRkSFjWJLk2qxd/D7+uxJzBWfZNKxsKYJ3mZt+x6wx9Ax89v+XlzYEQRrHLjkXa7D1hjsQszPvBGqw2rEV+rFwZHVhH1kZGgjGR8eSQUDqKtLGoM7QqrqIpoYwhpwBJkUv4m3S7M2ZVHPc9bWMF4naWaY1klcT8jExTRmNyPjpubo50fYd1MuYzCs7LjFKa29tbMsJLqPbsruTVCJ8lfIBCxpiIIaMVONsyTytnP27o0DTK9dj34gR7f3/P3e2RUAi8uRUyb1P4STe7g1j/R8/ucCSmjNI7PvnkYz76+COmaeIHv/1DcZLMCZVTGbNCSJFxnsSgLMln4dqG88OIs5aUYZzmMhaXEUcGxmlCEmkVXeEbpKKUSzHL/dF3hQ8jZmfKWFDiXeOalrbraJoO17T4sn5Z6xiLpBko1vaRN2/e8O79O5Fh8+Q303cO17TY2yNWwd3NkRd3R06PD5A8bWtZ55lnz25ZC8fkdDrRtjueP79jGHZ8+ukP6fuem5sbQXBDwmTNsi60XUc39Lx8+YKYItO8yNhnmckxsvrI8xcv8QROD+/QrqXpdnS7A93ugGu1FFVXvLqvaoHxf7hr1b/1b/1baK35k3/yT35golUPYwz/yX/yn/BLv/RL/OIv/iK73Y4/9af+FP/yv/wv/x/9Ur4Uh0bcAMP0yHp6Tzy/Jy8XCAsq+oJYyPxS4NOnYCqtLN3xiFKJ4BdWbwWOi5EYIiiJkTYFklyc5BQ0rqHp2uLeWVw3/UyjZFNVSvJMjFIMnWE3WKIacI3jsNecLxOv377jdJlJqSGt4q8wl9yO46Gj6zu64YAuTqOrXxkfL5JvYh0+wuoD42w5XSa6rpURg7E4N9G0YperdCi69chub9FGFjCjLV2/l+LKNewPVjp5ayWTICu0caw+0rQd0zjR94NIKAtxUSmDtmWBI7GGKCTOaaZtG5q2K1HozUZCywgZNRtTiGZShAnJTrgBkoUiPBhT1CXKSRDcOJZETOcIMXA4HNjv94zjyBdffMHt7e32bxAJ7DSujONESmJAtq6e+/uHLTq+jku6biAGcTPMWdQa1jZ4H1FKnFWrIdHlMhNSCc1qe2zTiYoiwrTUDa/B5Mzp8uSBknMoslXh7uhppVuSWFznp6RM4elAyInFe2KOYMWJ0BiNcS1N69i1ll1rOQ6ORgee3+15drsj+wU/XXBGPBCmMvfXWsuGp+H0eCKmXBAaSHqmaXu00czLymWcadtA0w6oIvGNMRKTjM+skW42hkAq5mI5RciJWPwactLM7870nePu9sAXjwu52dN6XVAwTfIrPslY8O7uRojDSnM4HJ4eP4Zt9KeNYylR9u/eiVNnLTCvw7JyzoQkAPkazkzzgjZGCjTU5uNxmWaiX1nXbsvF0dpwcxSC7+PpRFPQDQAeErvdgDaanMv5IPPs+R3LKiiXLl2z0kJ69DFiyr3nS/FTOSxCHdeb0+k2oqT8v2jXZV1RWpRuRjgbWmnxgihSZ2UMBmkclFKgdSkInSB42mwjmpAyi49MV4661azu4eGhNBwylqnKC9dalvGEHQZ++g98j9vDXqTBw4BfZ5YlkFGynkXPMgtXY+gGyIrGNbx4/kI8Q3zEWoVVml3X8+z2hq7vmZaZh/fvuX+4xzZO1CTWkGNDmk68+XQkoXHdwO3zV+imReeI4GxSzMk6/yHv4qtWZPyei4v/5r/5bz74d9d1/MW/+Bf5i3/xL/7//J2f+qmf4j/7z/6z3+tT/1/jiAusZ/z5Hf70jjw9osIF4kxOklmQlCFrUGXWq5UVuBlDDusHHIxU5rcxxa0zzjGJC1y1lzaFrFeu1ZRlxhqTJIpakwGPyorGlkXMeMwdHA975rXneLR88eaR+8eJcYqkLHbOaMMaF/pF4qd1yR0QBYfapIDZQFoClxJBbq3M37uu53hzZIehbS3THPDB42MUD/6UWcaJYRCjG1XY5K7M21NZEHNhZU/TiDaOfthvpEidSyhTEslo0pEUPCEKSx+tmBfhizRtK7ktFMvjKrtMEVUsht0w0DYNPq+YlOna4jGQkDlsIY9qJSx0soRfdWUUVA18JD1z3TYWYfqPvHl9z7qKwde7d+8Zx5H7+wdAxlvzvJBLF5eiFTOpRBlrJLR2xKjIWXI0Qoj4CMY5tBGFQAhxU308nkZyTnRdKhtYyZcIokRBOUKKxCjX1homtJ6LwZUWLzfElCqTCvFSgbJYq4sD7FA6cUvfO9pGcbvfc3ezI4WZy+WRdbmQnEPpYgSmNf0gs2/XtzirZH6NEhWOl0TSfB7xIdHvdiilyUl4RcpYYhQ5a42qV8WPQiuK0ZJ0v2oYxFMn3RPDhFaJXd+iVWINHrKV4t412LalbxxNJ8XxMAy0XcebN2857OT1Ju9FBZWTeJyMYgVe/RcqarHf70VeXAPhlIwwppLBknKSEV+MrPNKDBHXdtwcD/SteHzkJA6fh/2OFCIxeEHUloX9Yb8ZzUHC+xXtnCSFOsf5MuIay8uXL1hXz9lfinuqkJ7nRRCu6g+RERg/K0WICR+EG6JCEF7KdQdevFliyuji9KuNwdIUi24ZFWpjMM6BqbHoQoZGy+Mt87KNX6RoUNuYyZTi4nw+k2JJYS2qFaUUlsjzF3ccDwfW8cTr6Ywtrr2PhXNyOOx5+3gmpbxFxZMMwSe6pkdjST4xFQ+PQ9eRbeD8MLEswn1yTcNhtytE8SBnL0YaExnPi4xx1x33KdDPIzGsQKZLCZ0TWSvyldttHaV/lQqMr6Lf9pfrWEfyfIZ1RIUZlVaIHlKJhy7kM4VCq4JcZFm4yZklBEJYNwVITeATy+Ais6umNstaIHkZZ6ScMCRRN1ghMlmDbFIloEs2ugR6wbTgrKJvDW1zw/F44O37kc9fP3IeAykthJhJWTEtgZgEBWlbzbKKVXbMsM4rKMPQt2I+FAIhFia3T4SYGKeFru02mPjuxd1VLHbYMjLqIhyK5XZSCp/ZzoF1jYxrikOnKY5467oK8UwpdKqdE8SYaJqOy+XEPEva4WWdaU2RDqaIL4t1zkKKdI0YBy3LIiMiXVQRs5j2SHGRIQu7PmeY5glbVDzVprxaJN/f3zNN0ybhu79/gKzpe5hGGZVISql8ns4KpE6WXI22Hcp5E+vtpvBqjC6ktnXF54zrOpTWzNOFGEs3qzVtcStFSfaGsQ1+XvDBi1+FcWgdMa0Y2q3ryrx4jMmb4iXnKMoRBa4T0ynIWKvRRuziyYkYxWPD9I5nd0faxnB6eI8OMyoF5hBoe4PRWngWWu6F5APdbsBZy1o+167rcF2HsY6YRF2Qkmx4ylhUlvTVlBNK2w35scbQWEvwKxoZP1RjKz903NwcmNPM7e0NtzePvDsnIYeW68xqi7NC4nz16iXP7245DD37QYzPMllcGf3KuqwyUy8FZM0WqWm8NUW0mlGlrIgpstsfcOvK6XTiMk7U3JemEVVe3xhaJ0TBrPKGYGSl6VuHXwUpORwO9EMvRWaUz7jpe0IpPprGcnNzZFklnXg3HDYXypRkQ6XvC2lakyIbEdMHvzneJjLWurIZbvg+SiuUKQF7uiAV9e/FPdM4KzEA2mwOnfXeDD4yLSsojXENCSmSyWFzBn18PHE+n+Xe0prLvKCQEX2L59hZ9p0lZnk/4yKWJZdpIgNd0mQvJOLLaRTeUlmPUhQnVO+fnGwHZzgMMtLZHw6EGHCuQTsxJsxK8eLFC1HynR9x2jL0PaoxhHVkfEibAlABXWMx6olXVx1kv2qBZl8XF7/PxzqeCNMj2U/otJBzEMeJKjNVlqyFFa3+v+z9Z5dtWXaeiT3LbXfOCXPjujRVlWVBEKYltFrqIQ7puzTY+gWt/6f+D9JoaXSrjZoUSIIECaCAcllprouIY7ZZVh/m2ifiZmaRYBEUB4Dco7Iyb0TcMCf2XmuuOd/3efGkJALNFDw5h7OgUytZ2A0QkhAcjTJopfBRvN8pJ3EHWAttR7KGEiYRXlWaplHgF3GlOGvRFHz05OTBFLRucG5D0/Zstx2bzQWu2bA/eD7/4i13dwdxF1iFNeKGOJ0m2raT/IYs7b6UYBxncpzPLcugw9mWuSwe3/sz+yKpwlw3TBlPiH1vd3FxFkY+e/ZMRhj1RKG1ZrPZnD32jxM85aSD6CIAYw1GN0Ahx0DfbURRviwyxgmTfN0sm9vKRQBZXMfxxJsvX7EsM8NmwGgr4sUYMcbRtYPAh2q6o7aGJT2AhlYfft/3Z3HaY3z2NC7vxd0rpc4pjOuJRhwp6cxBWN0HUmA058yKZfHkyj9IKZ+7HhKiVuj7TQVoifhtjIqiBM3uYzjzC1zdvIsyuFa6EqJzCBVhjLTXtZZNRSmMEwBb9qUKMWU0t9sOOAN+HpkP9+jksaowzwubJPqZVbchbAtL8OE8KlnTTpdloUHRdgOSKyIF3YOGQYnltjwEbwXvWYDGGSk8BDmHgK4c3/3ud1DtnvvYMOWOP//VG27vJrzPwrgIkRw9t/tblAajoNGKzSBBZMEHTscj85lxITbTtm2FFdO259/R1dUVwyD6nmXxZ/R0KeVchKzcmNUlZ63FmcKmE2tzip62cdzd3dE1LarqQNYzb9e19XWQP4ewSGpoKQxDTwiJ3cWOH/zohwQvqa3v3r0j5MQSA2VZxxXSSfB+wWkRHMvoTUZzm42rxfSDm80YS9N00hFTQlRFZYyzMibR0hEqWdXfrZHCoiAakphEY2IdDkVMSazwdQ0Qq/exdgvUuVhvKhPkcnA4lYnLiGtaKSpTqOtKw/50wr+95eXz58ToiVEK/tNpYhgESx/COjpSMvLoHY0u1ckFp3HEx8BcO1Lb3U4YJ8uJ6ybQdQPaGZxq6NqO4xKYjntykQKr7xpcN4CWg9O3nYtvr0dXrnNIJYrm+lifb4ycISeUXzBhT44HUjyRchQ7oLLkSus8Y8FLouSZlCOQQSdyCoTopZPByqRXompH/Odh8cS0oFXBNJZEqb53OekW25FDoOsqXjhE5mkip8IyreQ/J3TDkDGuobUdWlkikbbXbF/03HeJa9PwptN8NhdQiZxPqOIJCVLxGNeRC7i2IzpHSF6sYQXJFqmnmuMy41LgtEyUnIUHsU8c7/Y4a9nuNrz1kcUHjvtRPl/ONN0lT2425LTg2o6cC03bMI17hn6oZErZOkqGth9IJEqJ4rRRCWMU2IgFchE4kcmJBgtRgbE4Dbl4jFVQIskvUiSlEyEoplEEkP4cxDSy3aRzmJupND6lspxsctV9ZJhO++o8STUoTjb/lPO5HS1xzeBch1+k4NRafibnVkR7xocFjKkpkYoUE0lbdKcx1f4sjgRLzhK7XZSuowPBx7tGYbWiazQamGdPWCbIDqNEYK2RrpQ1hehncoq4upErFDpnrDa0TUPKCVsMgYAxGk2g1Zpd67ApkfxEngPBL0St0baDmuXRdg3aForyFC1kRNvUBM7GQCslODqTVcK2DVa3KN2gTYO2La6KBCMKFwONX4jLTIkeowslLCQfKTkJHh1LVo6hH/jOS2mNj4c9Li3sT6Kd6TrRI20uWq4uL7m5ueDqckvbaBpnSYuIccmarmlk1FYgtIHtZkNOicvd9mw/VVoKx5ygbQwgo7TZaULITOOR40G6mK5p2O12bPqWHKTQaBsRBK7dhlzttUO1P+d5QrUtzlmxmyKFqHFWRg0ps726ZHepuLu95+2710zziQI0XVMZKophsyGFyDh7dm1HCkAWqFr0hVOeuL5+whrw3LYiOE1KOhYoqv1d6J3aSNKpRJMXclYYJdh2eR5EwK5LkY0pRlSKUBLWKfrGEqzBWYuq2pB59ixB8ICH00xnOrZDQ1GGafSi31GGprWkXOhCgzGWi4sdP787cAxJDkEpgWt4t99jjeh+vI+kkulawzEk6Ty1A71tMD4wh3d4n1hCJkboh5Zu27O7uBA7LJqma9i2hlgMxioUSYTFSTRGxhgoGnLVv2TRtzzsJ2r939+669vi4re+HllNqTdCqVkiJaNSoCwTBk8uC3OYWbyAWShFCIA1uyLnTEmRkpazqDMnGYd4L+JBYyvBcvG4RkYcIQSiD6K30GIPK6IzxGiFLzJ+WCYh8Nn6UDrXYTsBcgkbI2NtI4yBYohzQql8FkZetIb+uuFme80HNy3DbWB/PDHOgdY69qdJqKBraiWRlLycDrVDlYLS4lBAKYxumH0gBulAoBy5ujqCEc1AKfdY4xgnT9N1KON4/eatjGSmEzlVONESWOaAVv4cqZ6SEErnRSK7ramCTadwjSXGIPYwLM2mAe/RUbj/IYCzBoWpG3omIwChru/QtsNaGSu0XaFpFvb7PdO8yKy5tlJRGmVThVYZcsrnGPtShOXgjKPowhIm6QQ50doIQrsI5c925xFIKYqYKhpeKykoSsHHgI8yt8+5oIzGUdNCqtNoZVrkDBlVPfei3Sg5olXBWY3qGmxNU01RbLQrWChFLxkgWlgKpupLYpJCxSgZCZGERdE0hl437DY9vTPMhwPz8Y4SPdZquq6nKAGBXVwMWKuZlxF0pjUtBkNKsuiqaFj8hOt6XKOlMFxmbKtxtqVoJTN8K9wLhRA9TdNB20PyRD8RSyH6RcY1OQuQTSes1VxtWj54esH43ed0reHVuyNFN2wvLmnajn5nuL664vpiw25o2XQ9nXV4MnnoySFi64YRUhZBqdaEFHGN42K3Y9j0dfSZcFaRlYyEjqcj83hiHoX+2vf9WfwLME/j2Xrtl5mL7cAHL1/KyCwsNY9HTr+Hu1vSMIglUilcp+pYVaK+tdGERQICb9+9Y14mrBPHkzwXMPsF17RVT6EIXrKLcqW+UjLBi3NqpXhqZbG2/h7WMDQekN+lQIqJomvqKgl0IsaHELxSCs5aGidbk8FgtKKxWrqujWO7Gdjtdtze3tcDRoeu9tkpJNQSgVh1RgqtJU9mPJ3koJYK03ik2+4oxjD6gHUNru0Y54W+baT7YzrRDG23OCtAv4Q8P23f88Q8lzHW6cRnn3/Bi/yc3bCjSRXK5lr6zY6MxmfpDhYyMQVCWGi0QeumHi+1HAbR8hWUrnyZv52FBXxbXPwNX1JYyA1cITXTyDJNhODPp6WVpleokKySyCXVdEwpLmRWLdoDWbA01M2r5Ipari30pmnQta0ID6mGXduy3VxyqrCZEAJ2Tecroqw3xpzbtLmqmE8nEWGuo4eV0eAqivn3n1+yPxw4HGeO08y7uz2jjyRVQUa6sgZ8YVkiVHkqyAZEVqSQicFCsXivCUqwyz4XppOMA5wDkwo+ZdFWvHkji6QWm5/YMWXDfvPmDU+fPj07P2KMhGLYaLFXrtjidY6uQIKIEIGispGcI7FkaRwpI4wPZck4tLa4fneep3ddJxTEImONw+FArl0YrUVZ76vqvuQkwKkQKrtixWbXQsgIK0Lsx1VQWhTOaax1j1JUG6zVxOjPuOxlXlh8OBcQWgvd1ORIDomQZRyjjcVVvHIqkOq9lisOeh1drffUOv9drcEhBHKSzoc2oncxRjoiJcmYL2UBWK1wpWJlnCI2XAnqiimRoxSZIRW0lu/be08sCtdJfLw2EgWvtYgqjbXIeVouvY5BCsKAqRs2JVURYuUIIKFZSrnazUukFChVC1RURkBWGaUyl5cbfviD73B1c8P35kS7ueD6yTO6rmdOJzZdT9s0NMbSGcd0POFHj/cjKhe6bqAfOum6HTMhelKK9Kaj7RxriFjXtcRoScVSUmYs4Izl+vKSYRhktNd2bHr5b5J03bTWLPN4dnSsr90yzxLmt8w0ZhbrtxUhZcbQ9B5dwLYdQ/19jogAf8XSe39gWbxA0iorZ40RDxW3nnI6Y+vXNN3VCQPQ9R3KrFqur6bSlvfWJ20lo0hGPfG9Edj6s+n6/K6him3b8uTJDd/5jlBLcxbnEkjBK89eediYtRbL6DQx1YiAVDLH4wnlNpRSOB2PXF9f8ezZM+7vbuva42i7BmeFfZNSwfvMOB7PXSIR5mqWZeTu7h3b7cA0N7TLAtqSQmKcP2dzdY11HRnRjIynE6Z27IwxVaPyH2VD+k96fVtc/Add33BHlATJU8KC9zO5zrYVGa2KbCp1IycXSl2cS13cQRbOUjHFzWApMYk4i7oRlEAuST5OgdEaVTfNxw+mKKTvJCtk05Fzgy6K0/GIWh9IbUSYR5GvEyM+iPWr1S1aWRY/kbI9Z5d0F4YXly3Xg2WcG7738hrtWk7Twhwii0+M08Q4Fu4xkpORErnI6WOJcorqmhaUJvhMJNF2IsCMuWCVQRUhbea6gfhlYn8LtmvPC5xSkig6TROvXr3iomo0TqcTMRv29/cMQy+R67rgl5naWMAoLXyMkOj7DbZImqzPC7qAzhGFJRbBfTeDxagsYySk+IoxsttdcjpN3N3doVQ9ucbIHKR4y7kQfCJVnoPWGa0EeyzuHkmHFGtkoRQlp0w4F0rn3IcwUqqmw1iDc5k4z5S1aKqrVKnKAkkrVQiPSFXBahWXaYNtamBYzvgY8VGswesC2jaCjy9KUjVjeJity30mbVzZ/0rNnPDYRmBObXUI5VJYQiSl6oiyDa7padoGExZKkeJp6BtKSdLlsRZr5R4xxtJocYaEeUHZTDe0GKOkzawtlIgq6uH7q8V+ylk2Z62xTYNSm8pGiXg/i7hRSTLrMDRc3rzgE9ejmoFuuKAfdljXYBsRqopDI2JRnPZHlvGa8XCUIC0fSEUxzifG6UQIM8MwcHV9wTD054I9BIkBv90fuL17y7zM9EN7Lo6dc+wuNgybjsPhiLGaoca3q4stKYrWQL4fL+fdLAXTsHMohMYaciYrjWtbTJMw1tEPG/TFBa1rGKeZZQ58+umnvHv37uwIcrZ5r3jRRkSYZNHHnGPJjbivbONqloZ019aRzWOx4lpcrCJnlRMlSVel5FxBbVUgmlPVr8jobf1cTdPw9OlTrHE1eXg6i8JFdB0oSdN1LU3bn9fBtoFlDiiEXrosgVKkSLfOcTqe2O/3dF2L1VLU931P17Ts9+/wpFr0AkoRc6CozMXVlphueHd7Szc0pAK390fs6Gm6gaZTND6gjeDsc4ziLPILi6mBcRVm93ft+ra4+K0v9egfoNqwChlyJCfRQhhV0KrUhU4SS6kta+l0pHOBsdpMlRbxXrG20u6otr/6oNUMj1WHsaRU01dL9X2Xs4gwpiDUvNqmnJepLuTu7DSZ56kueKGeVlbKaML7VHHgvZALc2S8/RK13WCNYzBgnUG7gkmZm90gGomYOB4ib7bi3598YH+ciCXRWM2SoGg57cbkCWRUFNx1xooN0iiGpsdpMLrQGIMq+bxAr6emNXhpv9+jtT6fxCQ/xBL8wtJ1NI1gw0XIKN/3aj817UaSJZWm+CKLRxVwxSR5AM62mEZogPJaLRWE5R+5RiS/ZJ2nrgu0MUInXdudJUMpqsZLF7SpuRSp1FOS53gUlPgaXOa9BKs9PqFJiFSDrpkNpShSjKQs91Mq0glRGYipcgtUhZopVC74ecUnS/FjnRAkz12OIneskDrXJUM6FDFKlyVnRUqFphE7sakjN+8UwXuOXiT7yjhSDMw+wjTT1tfYWkPJ4paJ2aOsWI0lxVVyVErbolS1vlZNiaqWWF0CqhgoAmx2tj6bpYDSZG0qPdIADWuCpzKZmGdarXFNg3Idw+4S121AN5LnozwqJxrdoFQh64QxGac19qLFXg2ofMPpeOT+9o7b/UgzatpW03aGtrM0jcU5U+9dewblnY5HAeBVXLazlmc3N+f3Hw8HjNY0j0Z+TSP6pVCDAlOINM5WjkdGG0Hgp1SBfCEyjSMmRmnAK2i7nsYaXh2PTNNUR4qaZfHs90cUsVrda96NKmfk9wPrJFfgXd3425ZpGvFhea+YWIuL1Slzfi5SXAcCoAqq5Jojo1j1qFor0UlRKZ5aCu++78+fs+/7SiQW7sYSAkVpVCXfog1t36PHUe5lpWk6EVp2XcuzZ8948/o1IQR+9x/8hOAXppOk0S7TzHE8oE2hKKHnroTVftNxeXXJ9mJLt+nYbjcUbdkfRmDi4kphXI9fPMr4alstKDTKtPSmFTdTKev28bd3BvIN17fFxW99feUuqAUAJUIJpOxJeSHOI8mLYMho0VnkFMm5tnClr0d5NOaQ06s8aKsV0jkj83YvQUviNBHbKaVS76oApDw6NbStI/hAU1HKqWuZjidCxVlbLWwEqFHjpTpRjKWUXPHVTQUZZdrGoYnVlijt9Wm6Y+Mu6PSCLYWWgs+B/qLjxdVTCorJR97e7RnnyH6auTvO3B0OVS9SGJodKDBWRGchBGJWxAxWKicBkiUpgKZpYhzHc4De2l49nU7nVqzRIv7KMXLY7+sC7JAXqmCtOgcn7cNI33dYqyXGuxRCCuiiiUlDEGgX2csIaz1VKcXxeOL+/h6AEGJFPXdyUsnCIFHos9iTosh137PW4uNchaFixcsVY762TCVtVTakXDSqBoRN80wssNnuCDFVZDOEOlJLsaafFmRjV+astShZqIo+Clm0ZLEXqmondE0j45mURWiWIiVlrNJnu3PKRWyiRmb5YoGWQuR8AgV5X22zT8cjjZP7WWeFzgqbBU727n7i4nLD7nLAtpauG7CmoWSBHikrTiJbvx4pUpQw7UsSvVHR8h2kojBaVWFtwTpNCkq6JkoT0HX0ZOg6yXqwrke7Dm0VKS/njc1Yg7UKpZLoiXL9J4kmJ0Y5OPS9Zrt9xrOoefnBc15+8JRXr14LHAstIlwfKUWsjqfTiZITfdfStY2QPy8uOB5P9ENP2zYEHzDW0DTtOV11nkac1TTWSOcveOk81g1eGykgY5Ji3RlHDMKlWE4nkvdcXl/Rby558eIFfpHx66tXr7m9vZMiJovN2dQckZXTAsILKUmw3roWCmuBMS8LyzKdA/ceRyGsVtxzh1XX35ERpo/RBm3W90txuI5F1mdJKVPXx4fP2fcD0zThl4DWoLUA3qbK4slFXD+5yDi07To22x2H+VY4FtstqhR+8IMfCKL/sGdZFowVZPfNzQ3zciKXUsMU15ReEWDvdjvhryjFz3/+Kd57nr94iTZCyFVIlzakSAwBP00s/YQbdvWQuOZHCaqemjQsTci/vdXGt8XFb3Wpr/wb1q6FVNziJiglSnsvJ5n9KkVOgVT1F+s/1ELC1WjplCIpCrI4hyi3XhVwhmWpn7+2e6lx1dV84oyV04uWOd6yFCkIlMBnTscjyVcWvzOo2rmQh1S4+xKmVU/VWrHb7RiGgf1+T9s09K2uwCCwFRltVKbR4ixoVELZzOLv5PRhHYbCrg/stg3XacOL2PPqLby73Us0d3Io12J0ZgzrXFdGKqZojEO4D6ZBZcljWGe+64y6bUV4uHrgKRa/LJiaeGrqIik/m6S4lizR4vMyM01SYPSN5DGkJK3+GGSckmJBLRMlhdqByMzVjkp5OKGtaahrZ2ktRNYQMGtcbddKkZJLOreRQUBWqo5JqIWWjD3kd5gTEm+fM7ZpK6J8JkSxnK6UyqJkAdfI6b3UyG0pPqnWOMFoFwUyOxG7nLSvAK3JJZ+TPtEGpUUPkeoopVtDs+omg1L44DFOi+AzBElqXaaKgR4o2pKV4XA8MThNzgHXNGw2W5yTZMkYREdhTSV0+oBCUlRBY1Ki6QcwTjJokoiEtXFg47ng0bUTqEvlDaSIKgmtRO/UOBEio8FqcUIZY2kbjXaSalxqZ2S135oMqSR8WFCV5ElFv2td2Ow6mu4lF5cbbm/vOR3FFixEyAddS9s4uva6Rq1rTqeRYZD8nZQiTSNLdAiihRA+hpzsjTE0XVN/FlXvP4WxYrle/Exv+3MXoTFi+wzzRF4G1JC5urpiGhd+9atf8cUXX3A4HKu421b7rDhUpnmm77qaVcJ5dLaOJUspnMbxbIdew+HW9Nm1sH7gpIh0sZSMKaZCsGpLDzlgybqWKUnu1Zwzzgm/4rH9Na9aNaSocq4V6miIdcwjhZbSpmoxDNO00LYtNzc3QugchnNi7TIv5FywSoTNm90OY01N0NWMpwWlFNvNJfvDiRBEU/XFl79mmjxaaWIGHzLaROlk1oOi0ZplGmkfWdHP2pScRWyt1cOz+De5bf3/+fq2uPibvFQBlWXzJ5JLQJ/PcxmKUCOlqIi1YyEplQqpitfuhfjnJain5EQMVZinNQVzFgDlAilGFFU/Uat9nEMpMEaokcuy4MNCrm31zTDg54X9/b2IIxuxthqrueh2Z5bCPEvRpDS4xgoTo4gtsmkcbdfTG808z1hXTy+zhAkFP5NLxLoWUJic0VZ+DtcY+ucDHz7pudvv+ezzyP50JOSAVQ5fCpiGrGRhWTdXKOdshq+2XVe9wdou1VnohyEsUqQlW9+vyEaRS6ydSCWpmlGxzCcmZ+m79tyqX7WCyxxRSyAnARAJJCkwT7JhaK0Jvv7+an6HZFuIJGBNSQQF6UHIWFQ8i1SzlkUREAKqrlqXyj8A6s9doV8pMS9HfEhnK5vM3iXpUikRl8YcSVmKjAeUcy1grK6vr7wWqoiy3cfAGsC2djWK0sRcCKkQQiIV6S6hhc4qgGMNIaBdS9vJiTz5mWU80nYDx3FGa8vz7RX37+7JJjNsJNRLQssCu+sd69ixSGMAUib7SDFZxjPJkIPoeRKIQ0cLO0EbLwmdSroV6/w+BDk95rLae708J67FaX0eL6qciH5GxVgLM+mQrCM5qzVWacqKf1dATkSfyEpXAFbLMLTc3Dxhnj13t3uOx4nTcRK6525DY/VZBDzPM9FLQX86nZimie12K+tCFOot9X5dBanWWJq2JXl/xmHH4Oq9EVGYOjoTps3aTchxYZ5OGOPY7Xbc3NzwxRdf0nU9h8NJYFLeo5SIL30MqKBxOKgEUO0sGE1WME0jZRRAmVLqDNtan8cViLeSNGOM2JylC2UMpESpr+1aeBVVKZZKEc6j2koArsWLaDqqFi0t9JuhJsfOaKdRVnJXQi7MNRogAadpqQROzTAMPH36lNP+voqyRWOVcmCcJm73tzx78aLmnkgmzf39PU9i4cnTa7z3XFw9489/+nM++/wLfvKT36HtBlkbh81ZSG61YYkzYZlFCF1WiNb6TNeH8O/I9W1x8Vtf73ctZGYIgpFO5CzuA0kHQFp51GLiXGCsAr5Eri1/WTDE6hVjpK3wm1RvxjXNMpdH1YUxDyOR80osGgBrLcs8s9/v8V4Ct3R5SCtsGkkmXeFOayW9OknWk8Za9OSciaZBW0U2jjlGlqNoH2wrYUa5LvY6ZbIv4gyJQr60IVVXgSWFQN/2XD9/ylWT+NXnb3lzChxiZkmZ5EDhCBparc9361pcrIr1EMLZ8fA4UdaZtuYtyPtSjLKR6BoclERYK84aEVel4MUSuxR0aWSkkYtkJGQRQeao8EFOaOM4EkLCGFcLmXh2WJjWyXgi5ZrY6TgcjnI4kzMwaxpkeRRvLvkrcsqKYdXLqDOALFUxrq6dAqF/yu89xoRfA62qTmJ1rqQ6GkHLXSmEyEyuu5aup26AaV4E2GUblDLE6DFaCC8xRWKW+wclozFdJCG1SItOumVaRIXL4lm8LPxL7bCENKFu7yhJSnHpuGSxWV7t6mlYvscUPdlHhr4h50D2BawhpIgJHqwFZdCuFm/akOcJVMFZyasI9US9QhlyKcSqWzKmEddKrs+xAlMghUhGirb11FsMFFPISrpMVhkppGOouhsNziAeDbkv2s7SDz3DsGF/f+Lu7r6ORArbrj8jwlUd45yOR/q+r9jqRNe29H13xmHHsBD8Iq9/mcU6nBLZ+9olGPCLx1jRH3nvCcHTd/J5jCrksHA6HujbDZvNlmfPnrHdbnn79pa2bYU0Wi2iMcZzmJyxUmhYa+m7nqJkDHeaRpZ5oe9ahu7BsbU+p2v3ZIXJyVqVSEbEuiuR11QXlK4dNMHKm3PCqGhApGvz7NkzjsexCqlVXavkc2srVvtlEau4tRbXNBLdXuF01roaWib8kjBPdWmXsUxMgvFHD9zdHbDO8fx5R4wF6zr2h4kPP2zQRvH23Su0adldPuHqyQ2X1zc8efL0/PMbbSBF/DJzOp3YhXgWu65r1t/yKcjXrm+Li9/q+qY74EHQKSmngVyqPuIs3sxVGV0Li5KrSFKgXJl8biWi1AN1cRF6I2ScFuRtibFuRlLBGyVW1VUUulbC0k5VbLcbQmhIIRIXwYlbq9kOF6JArw+UpDdKeNWqZ4DCOJ7OyurkWnwUsafoPhSnw4mcE23jJFk0ZfxSSF7XEYKQE3VxkBObbsOcJtIc8EvkuunYfvKCX70d+Te/fEWjDKaxFfokDIeoMrZtMaY5t1rFTpnPjIt1MVRKQRAuQNe11bWRSCmijUKclhlddG2ZJ3SRDBPdOErJjMeDWOSKbDgxRnReSNGfxa9r6qWvC7sQFWXWen861N8FlCwn8N3ugpxEeKm1OZMy16yYnKQASEli3v0Sz/bFGJPEVueHwrGcxxyFEMXbH3N6rx28WkNTQsSS2iCReuW9BX89YeZHb1szMUII9F0rRWJ1faSURSNTxaRKF+nOoWrhvH5ehTWWsEzc3t5zffMUUwrH40hv9bm4LTnTdz1d23HYH4USqSxKSfGQW+G/5CIta0z9GgmKShILbuVZsDnV10bYBPM8y4itIuOV0uhSwHSAlhEMkWIqB4JICBKKZZoGZyXnJmdQCXIFR8U6gspVeCtuGOlW5bkgWgKB3pWs6fqWp/YpFM3bt+843t2RqgZLI/qJtmmkKC6yucUQCXGi6SUPpW0sqW3IKdJYJzHyzpFq1pDg/QsxyjgqREkE7poGsghCtW2F81E3t5ubG37wgx9we/vHzPOJ4ON7IuXVmqxWl0jdNKdpOj93i19QquDMmglSV8t6GpfxXjkLO72Xjp01UazN+qEz9FCUiPg4GXsuHkqWz/n06VPmWZ67eZ7RtdAzVrqDQqtdSDmzq1ky6/e7fv7T6cTl5SXjOHI8Hhn6jhwD1qjzM3B9fcPb2z3jyXN3e6IgNuEY4LPPXnHz9CnTGGncwO/93ve5vr7mYndF08h4a80rilEAhn6ezxoZWA+EUNYT4t+R69vi4re41ur43C6gqn3Pct9VnPPQ+oLysNGcZ2yPfeCJWGpyYxGNhbNiQ9VaV9aFwxlDjHJqWRaPKkVi0K1FA9FT2aGiF1BGkbyc2K015Dr6GIYOow1hXthXAVPOmavLK0pNvxyGARTnTRTkVK10h62z2BA8036NYy4iwMyFaQmkkIWgiDrHXaviaExDXBIqKxrtWJYZYyPz4rm52PLjTz7mX//qLdN8AtNQtEZVkF0KiZJPdF3H0A80jRPewyLIYKM1Xd9jrSVOiTVV1NjKCql1oTgfDBTZ/GIMjONJ7IraQJGORfKBWIQ94hdPnA919lqqNkJGNblSOI2RvIHD6UjRcnIWB4xkJ0yVjiqJq9U1UDxKVchVKrLZFGFtNE0rp+KcxbZpBd+ecmbxgcl7KSpyHVMkcVOIMj1JEVStpLmIzVdn0VMURAhMLZ5WPseqFdFaM81Lnb07rHUsUyDFUh1MlQdSRz+s46uK5O76js12Q9f1TMd9ZapssMagskIPDa5kjHXn+X2/GfA+cBiPNF1H12qGQRJsKWKTVVpjncW1DT5FwiKWSNcKl8Bqg/EJnxIxz8SUOB6OIgpMkmLqXItrHMo6Uql6mOwpDixKOipBdBvG1HFQkN+ndkWsxEqdHUYxJY6nE/f3e5L2ZBLBr4Wgo+8u2G4vGU8TKcHF5Y6SM2E60rYOv8zkXNhuNygkK+f+/p7Xr1+jFLT9lqI0pWmxVp1ty6qObJq2xQ0bAA5VNJuL5/7+gGsM11eX58108ZWr0DtKzkzjSNe1/OAH3+fTX32K9wGjBMWdc5E/69pVQJ3XrZTSOSNnHXlIob2c10gRqIuoee1mrM41peReTOvZy6xCbNEKlaIpWVNUJq4cFyV6G4UcCq6vL5nnSVJSTxMx10TXlGr2T2EzbBj6oVqODW0nHcUQA9YYttst1kkgnSKjjKbrO4oqzHnieByJsRBj4e27O3GjxYlnz16w2V4Qg3QTX778gJcfvJTxp3VM88LlxRbjdC3cBam/GTbvCdHf61zIK/M3sk/9p76+LS7+g64CMu1FYSD3kB22eFpeE9WRkmRuaa203EvdiLSq8dIp1krcoEoQamdt/eUsKGDvZzZ9z9B1HI9HQsoo3WIbOX1pq0FrEfkFj7UGVSmLIcaalBnJJdP2nQji8qrsFqaFawf6foMxRlwYm0u6zUba/inRb64eHghE5xHGGVUKF0NP33XnEUXKmaHtwCUaV0/QUVc9xgw1odEpSQ2d3s3cxcASI33j+N6LDX13zV/84ks+u70lDTfM+gqfLFddz1Z5SlLMp5mSEsNmkBN2jriuw2rNGBcaLaOqmAIqq/fEZc6Je2Z1OpgiWSlhmRmXEzllNvW1iimgVKFxjtZeVcKn/JNL7SAhhcI4SS6HVhIxf4YJ5Qg1VMtUbc2ayKjaVlInK2dCVdLlEqrtsOmJITH7RA6xjpjqeEQ7aloNRYs2Qk7QmpAgJojJspISU6m0xCzFTiqFjDgSrLKit/C5Wh4r6llZlO04hEJMqz4lyEROGbKS/JZSMiEu6OpUKGhSEJ1HoyyLn9nZniYajG2YvQeVoS3MJdKZlowl5kLXbtlttxyPRxY9UnJgVhHjhN64lMA8+vPvMkVPyhGtFaloYu6ZpwMpLFitSKMnobi+ucRnDXrDyRfUuVAsWKMhzaSlQEnk5Gnbhra0lKhYkgIalB5QukfrFq06QhQrbud68kaT/T2Hu9fMp4lpzhTlMNeaJYkWp5RIWE70feaDm460GJzqcbbHB8U4LUynSEqGrt9JpwDNeDixj/fsdjvRFSyBN2/u6boW7wWg9+TJE/ZTwIZM13SkElDacFwK4zJJBofbEkpPkxTh/g3JWErXs3E9/+Uf/RGNctzfH7g/jNzeSSbGsydPpECj0LuWkjPH23txdxiF93O1FGsURdYg9eCWEitPwlqHMSJsV9bUtNQaNpcKujzYVh+AWhpVbabUtyHWNra94cXTHUMLr197YlZQPCUtNKqgimJwLZf9wOtF0ky/ePsWZRRt5wglEnTh4Ef66y37+1umZSSaxJObJ2zKBV9+fsA0LbrMNWW24eUHL/nwux/jnGaaR9qNpe8bLgfLxdUV1jnmaWaaJtFpYGj7LW4XaZTC9juUsyQFkSJiYmuEg6QlQbZUQef7wex/e65vi4u/wWsV7qyW5VJVzaoK52IUMZmwLOQUrfRKj4SmbTFWUNElwRqp7urJTvz+VJFVpdwV8a3LqAVUPaHnSk0sBWIuJHG8QimMp7G6SgoFTesarG1ESV4xwqv9TCnFZrM5V9fWWsZxFKW6c+efy1pb9QUPYwqrRSq5/hyPw3mcc+cNuu1avI+Y1uL9RC7w0cvnpGKZ8xe82h/RpsE1O2L0qM5RjCKVLLyMecE6i3GWGDIpe5QxpJiqjkCfFeVru3ZtmTZNg1EKVcPgChKuVHJ1OKRYA9lkfOVqq3aF88QolsJY9StrINkqvjzrJOq46uzJL+VMPp3r97b+oxTV/usIITLPoeo0wCfBvcck32upTg7pGlWUck6krEVLoTQoGY2kLEM6sugwQm3po2WmnvJKMRVh2TTPxCC6iqZtpRuSc22NVRdF7X6kXKQrkopEZVStR8yCiD6OJ1SK6CJOl04bNpsBZRIpB6yuxU8uhJjQRhFSpht6oNROjkIVwbTnGGs6paN1DWsA1jJOxAQ+LpAjF9uB00Fm7tthkNNqO9C0rhacNYG4ih1j1eU426AwzClTArjGkRSUrCEWlNUo7cA0aBRkgZr1pif5wrxMmKhRKXA6zvjXb3iSC/3QUUj4IG6n3jZcXV6i1ci8yNhUTvYSyte0Dfv9u2oFbXDOVqG2pu+FuXA8yqYv4Wd7Li7EmmlUYXe5wznLeDqyTCMffvASReLd69dcPtlxtb2mbVpc22JdQ9j2fPzxC9q+JeQvmH3D0A8Yo7FOOkbGKk7j8p7uqSAjFK2NyFqUOutvlNLnVFS0oqo+zw6J9XrMxnh8oq8JJZBzjXgv58IFhCJ7poymwrt3d+dnXRXN5dUVz54/Zz9N+Pt7UHA8nbjYPRf6bYz4xXNcJo6HA85orLYYpeiHHeVZw2efvaXkyHbTM/Q9n3zvu9zcXAOZUgJGi63ZOFmrx2liWQKubUl+obOWbeO4uLggFekuAlXXZurY6ZGg8/zvv4md6T/N9W1x8R/jqpa31RqmQISXSDFhrdADl3mWmb7WcoM5zrO4ta0dc6ZrW4xShOBFuIXM6yUYqmZiRHmfUlJMxCjIWuucCNWMNBNzzqAk+hhtsDX8y9qW4zgyjZIO2hmDaxuJND7JnHHoB4y1XF5fMY0T4yhR3toI0Gnxnkxh2EgHJKeAUeo8w181G23byiw4iLVQac3QS+jReHdgGk8Y57gYLL/zg49Qv3zNr9+9xbQB1W64TR3bTU/TdsQcGUdP30KvrUTaK2ibBsnZqMAeqA4BsV7GEGvwmMcZEVudTieC93SNuEUa6zDWUKoNbY3VVjXXJCYZTchvTTGOE64Rd0RMGV+ZF2tGi3OWxQf8slRNjZE/50xWVH1EwegVglaqu0Ha06UUElKoPRSw1Nc3i202RnxKpNVagCRbxpQJldZZimSShBqcZloBs6U6y1aKsyI/54x1Fh8SWgm+XCGZGUUJMCvlXIvqGjKm7LmDkrPcy0oJgElawxZtJGHVWsNm02CsFNtjva+GTYfWimHoiVFs3bazlCTWVpnVO6yypCVVMmQSfVLIROXQZGKYhI+SM7YxaMS+ucSFVIQ+EfxCTJJuq42l6TrcsBEgk/csSqPNgDJSXMVsiUHTKI1B41xP43oZJ8ZEUgl3kdg4j+48o3/Fm7dvGaeJJ08u2W5bSo44Z/BhoWktbdtwOh2Y54Vhc8G8+OrskmfreDzQuJbLqyt2Wxl/LN7jrGXoO96+fcuw2fD8+TOePtmx39+TY0KRsWS2XUNZRnqn6ZyBoGmdJsWF4iwpLUiBlXj27Alt11JKousczjXkpXB19QH7w55Xr19hnWOz2Yqgl3zWUWitZTBc1lGxWDCpyjOZx8mfMY86E1VbsYpnV93Z+ndUdQ1BxX0rznZVbQxt17PNhd0SuNsfIBeSMTjt6IdBHCdJUpBR0hW+vrikUDBKC8Z9mbm5uqZvW0qKLOPM0Hb0bcNu05HCROM0H758xs3VBSUGDsd7lnkiLjNjyYwXl6g6TkQbXNtzPI2kDMOwwzYNpqyofl25LVY6OOcR+t+N69vi4j/CtS7KKWU5FWtJCdRFYni1UoTFE1K1kForPuoSKvYWVpKj1raeEqV+j9VpobTMWlNJpJxAgW3qKaokjC0SDEUkhkgxYlNMIbLZbivM64F2OS0zmcL2YlcLksy8LOKkGHrJDEAxThPbzYaQI0sF62y2WwHElETb93SbgWkcySnR9p1sgvVEHGNkXhbQcqJY1dxDo7G6sOmFzqnzgk6em90ln3zwhPv9Pbd3n+H7J4zdNcUadl2PcVZwyyGTZ09jNVZDwFNZvVT2teCuK9wHFpkB145Cqw2b7Va6TUle07v9HkXBKFUPW5qmkSh3yWIBY2vuyTwzTjOquhMKCh8eOiWmLpzey/cltEMpApcYSciGHkNEm4LNcmSxtsEYmXuHGKX7hKoLJCIETZlUpH6tQejy36WQER1GyLmSNuX+jDnXYiahijvrfFaxm6+Fnyx8hmnxhBDJXjghbdNAVvhYahJtrkyJgtLU4iVLqJkxDJstbtOjcmaZZ6ZlolU9TtV8mCQnYmMkPVPgTLoixUVwLILl1QnkGDrJxBmP41kD4L0HY1GtpejCaTxxfbkj6cjsZ7rNDp8Ck5ci3RZFDF5C50yLbXq0G8i6x3YdbucwtpH48fGEKtL9yaYj0lJocW6D7rbkotAh0TWWaFsO/g2ewvb6GRnDeLznNJ6gzOS0sBkGSXTVlrZr6frAvEjOkA9LfU5Ej9V1DUYbxtMBarry6uj66KMPudhtiCnx/NkNL59ecrXbsMwz83RCA22z4Wa34cWLZ1LINBXnXVLVcHmcaykZ+t7imh3afMDz508IIfL2y3uOhyOn04HNpj93WeVu1Bj7EHvvrH3oZqgVx27OG+kZ/93YB/GmMecu4yoeXS/RNj1sVWfJm64wNXRl1zi6YWB3ccF4OEJRDK10d1ZNRdM17KdRxqK2oW0bSPIcdq7FKgO5EL0c+pw2YOHyYiDHhYuLLU+fXOGXiRgD7968JiaB9LVNy2fqc66f3IgTr+1QylR9kjxTQ9tijUW55mxBXg8Kf8f0nN8WF/9RrrNos8KHquVPKY12lhQiIQndrqlppDFFQhLFuzXmXMF3bSv46iDiTW0cthHlenmEARcPvhZbawTQmEaTExCz2NyUwK9c0xC8xEC5riOnRNNZersCe0JtZ0oLs207tDHV3lh4d3crLf7NcGYgLH6hr6r/lBKZgqmjijV/IMZISbVTY7QEh1nDk6c3hNMtTdfgjNggmxZsgtOy56Onl+T0EX/8L/+Mt8dbUm5YomeOid3uAmMcIQXSHKBz2MYJF8Roks7oHKvVzVJqDoa2DQZx3cQYicsodjVrsE4KwL7v8cvMPE3ncZbmIYhJlPacxxSuEedBQaONOyvTtdaoVERfoETH4Ku4zVor1MxS4e5FQsa0sawTiJQhliIo73q6yQliivgKlJIFSoG2aKqTJlYHScrnGW5R4hJJBWL93KT686RcF3pNrG/TseCKwqeCUwqiRKmLCLOKhmvLuiBwKVOqADJmFi/aENs4WuOwCqwTKBO6JrqmBWuFnrrZ9jWNU7pBp3Hk6upKRjsho7W4BowyhEXcP6fDVEWE8tr0u4aYE0PXcnW5wyhonGWcF0JKnMYDw+6KogyETNOIQLnpNmTlSNqRbIeyG1y/keJ1WVCNpTEN1jVi0TWNFAdNS1DiBnHbBnTAbC/JZsNdc0sJnmHYsYz3LKdbYjwxHg9YXbCNqvP2hs1mg/eZd+/uGScp9hUC7bq82PHk6loOJlFGbUYbsZJ3DS+e3fDqy1fshk5+/yVyfbnFPblknia6VjRf83RiGQ91HKGxXUfwE4sPuKZDa3cecfWd4erqhmWZ8VPAOckhss6x2e3E9uwDRQsyXu4hCVh77GRbC4ZV+Hl2xBldbZ8PYWWPC4szKAuN0va9t9VlFpRCGelIulZh7ch2u2GeJrRJNF1LLDIi7jcD/WZDfPuWzXbLdtiKWH2cySmyUAizZ7PpGdqW7XbLdnMhh6rjkevLLZ988j2cVsynkxCTQ2B/f8+rz1/x7NkztB3ZXV0jiDDN7ANdP6CMYQmRHoVtWnTbnl16OScZX+q/reqKb76+LS7+Bq+cK4WzlLoRy1xblcrAqNTFrJC2cDFgVl+3oaQopyStUbrQKjlVoWQxr9uHtM5VtWgVZMMyihQkzt1Y4TPEIIFD2pbamASKYplnhs1OfPw50fUd1hjmR9S4deNbr6XaYZdlATinkq5QnKZpzk4XoWBqXGNJpbAECRZSNeBonmeatiUrsI0Af/qNWBEb1dB1DSiLS6CdJuvMR88vOH3ygn/+l694M90RglD4Yir0mw2Ns2gUi880WgR5xlhiJaRaBFJGbfnnkmm6llZ1xMWTFl1/d5kUAprqringmoZsjBQZq21QyWgq+EVU6EghdhpPxBS5vLxCWyN8DKWIOeHnh01B1dlzTJFcw81KUTSuPVt3c01TLdVmGnzAtKJtCSGSzmMeJZqaksQamRJzBJ/EKil0TQFj5SJ5IGuXIwI5riMQOSUX/zDXNhpKTJgiwjNTCoZCWTxGrX0hwThnEVmgLWSjBbQVZXTUUBjnhYuhwziFSTKT99GTsmfXCMfh/nCSAjlFnj1/irGOu8MBazRGW7q2oWmFZhlCRECxCqUFGmeNYdjs+PzuHUorLrZbTqcDKbf4kDAqobXjeJoo2rIdLsho+osblG2ZlozrL+i2lywRmv6KohxzuseohKrJvXFMbLYNRreEbIWVYQ0+S/HWdB03LzcYt+Hw7p1wDlTmsH+Hyoqrqyc4J13NkEJ97UVfYJ3BRUO3GYgp0PcNu83A1e5Sug7HE0or+q5HaY33C1oVnj19QuMM9/f3TKN0LOww0DZiUw0x8vbtG3IMzOPI7uYKEzqGYcA4yXyJyHNzOhwqcVSEzD/4wXcpBe7vD0zzxLxE9vujYMr7nphEE5YqXbaxzRlctnY1jHkYA2hT177a2VDrYaZeq6tu1f+oyqap74XCeX1SNZ1XaUPXD/Te0/U9JcoBB6WYllnsrtay3W3peslACjGzLBMxeFTJ5CbKWDMXceAZy2k8kchgFMoaYs7My4xfAk234e5Xn/H23T226Rgur4kp0/cDMWXmccK2Pa7taNuOkApNkc7fqlfRPMahr6k5Dx2av63Xt8XF3/SlEL3F6l1eb5HqUD239GoIl0CUxGfpkLCwXDkY62xSayNq/LxGWxdQlTCIgJSsUri2lY+J0ipf1fxd7/CLJ/gFYx2bXYPVhpRGjJZ55TLPLPX0t56MUAqDzDel8AhiAXRSRPQ1bVRimnV1vySx+ClN3wmGWAIe5Od2TcP2YncWby3LwrIs7IZeyIkxoHImVgpg33akulj//u98j6Rb/pe/+JK7w0HmxSCb1uUlV9sNPswc40TrNKhQc1ka2YySbMhN49AYQpS4836zQXUt0zhhRB0rLeXFC5ukgs2ev3yBnydClK7DNE74lPAx1uCkgmtaMop3d3cMG2FvrDRPgMurS8bTWF08lhgT07KQ8grPkhsl1xHASusEja7t5pSLZMoojaq6h/XtKUvwWSo166MKK3Odeedc8FUjsXZCUpJ8g5weujIgHedMkaA8FKoUTAGLUFmkuBAqozW6jn4KNhcBWjlpW/sQ6TpDTgofAykFssoS5uZaUK6OpBI+SEhZPwwoXX+2Uui6hu3uQnJBSk2/LBntGtphC8tCqbZWbVv64RIUvH5zR2MN3k+gDENjadoNGoNxLYc58uLlS97sT3SblqfPP+I0J7rNDa1yFGVpui2ZluhHcikYFCF5xjmD9+TsaVrRGrm2oSjDkiIaw/bqCc407N9qDnd3hKxQRdNbh2mEyWGcJniFX8Tptd0ONG3L4XTENoabm+d0jaN30i2SEDSLtbpaN6l5GDPWOo7HA/v9nrv7PdvNIL83pTgd91W/UojBE97d05cMRWNsEC2Wldc8BC8Idq/Z7TZQGqxppHd/XwhpZNh0GOMoSkOKtUthavCiOReoawbHCspatRlr50KpdfTxsIxKXZFrPaFkLFK1aI+LDnky5B5XRuBZtmkYthtKkrycOXh0lvGjsZaL6yuxR/vAfjzhK6lTa43tekLOFO+5AorSLDEyeRHTLzFircYnCBmyz4xzZImFu8NEd3uLbVvpiq3PYOHcmShI+J8x9swYUXAusqgOkcLfbvQ3fFtc/I1eSvYlKS5qW3AtKuBRJSp3k8wZXVUKl4IuStwO9a9pLWhclZGqugoypb1fQ7LSSkasn88aljyjtKZ1vWyWFLRJKC1/zxpD8OJjb1zDsgSO41iFeSLQexzQk4tYUpquo6ltTW2MUCitxZZy7tiQwTonug0ywfvz51tnr6YuNED9Og1aR8kAKQ2uvh7zLFkiS9KElLnYdPzODz4kKsef/vSXvD0cON4rdLuVuS+KhoxxGqMLYVpoUq5CsebMBIh1bi9iw+pOqMWY1Ya+G8QXvwhOeR5H5vHE6YsT1mpcLQrmIHZMpQ0xeyiFtp7SvPeEOo6y9We01nI8jYCiaTsprsIsHYgqJkRrUkwss5xmV+1BSbLQhhjFrKHXxUuJ6yNJbHoqVVGPOhcWsS7KKxY81MJxRYBLmuo6ypP5sIj7pC7MFGLJ6Nq1SEXGH1XdIcWF1WfHh4kZeoMWhTLTvHDRbxi2G1TxqJSFc6E1KSdO0yzjnxjp+5Zh6NlsB9rWrfISmrZBu1bGOznX4lqeEYO8PvM8E6YjYyy4zYVoKUJCd0ILnX2kHSxWtQzdFtf35F4xlYb2couyLXN2XN684HY/0jYW4zTT3UnQz51lnEZO48xpnHFNYbO7ICaPP4ll2zUtah11aEOrLW2/4cnTFygyx3HP3dvPYY4Ua2mLx7V9TTIVgasPVXMxT+Q5o3Th+mKHzq0Ikb3ndBQujLOWeZnPnYmcMllZ3r59x2t1S99Wh0nJHA97bp5ck1Jkt9kwzp75zT1+jmwvLqqIs2AbS1BSUGsFyzJTcmS3swxDS0G6hSEk5jlwmmZSlrwevVq7KwTsXFzUbJ917dBaUyQO9aF7odbF8Ss8oCJd4ZUNlGvRkSvk6qEvK1+3GyRq3WCYxlkQ+1pxnGd88GfX0+3hwNt378g5cbHdYrQiKTgtCxs7gHMsJXM/jtwdTxhjOM4eowvz4mlcQ0yF/eg5TBHlAvr1W5qup+u3DBthvLimrRk9so6vP5NWDz+7rmTSv0vXt8XF3/T1aB6fS0ZLR1oKiyLNiFI3NaXrjFFriVwvNWyqMjC0Ek4B5dEDpCSKOoTA4j26jiSUglQRzMbK5t44RwqhQqQaOm3x80KoMdnaOJSxRC9ZC8YKq8E9mgeWUjhV7UDX92c8eV/DwqZ5xrmaZRACGc7sCGsczpqzxVJenvKeJRRqFkjbg7HoEmXkkwsmZoxrUEWjI2RleHmzo+8GOqv4k59+xmd3Iz4pjlqSHy/6ju5qR4yQiowPvI8Mw8B2u0UpzTRKRHvbtpBhPE3oasP0PkIpdF1L2/Ysy8yw2bLbXRDCwv3tO5aaKLvmd6ybc86Fw/F0ZmiEuMZWcx4bGWNoGsdSQ5KUEt1LqaOQEKLklcwiph3aTkZZy8ziA0XxqEtUCDWdMlWBZkzVGlpyTZXNVcsjGS0C3JKCi6JqQaIfOmwrYbOendY4dUpBshqlG5dLkl5IKTISKRBVIWeJxE6bgZCEt7H4wBICQ9dRoowEUeBjoGk7Pri+ATL7/Z7txQW7ix05R47jjFKF3cWWzW5H1pK1snbIvPekUnDdwNY19BsRC4vrRYrJvu8YTwessdw8e8H1zQuydhTTkJJBtxuy6+m3Owqa45JZ0hHvC+/evSJnxfNnL3n35gt22x7bOKyxHPYHjqdXvPjgJcY6SeGsAYBu09BvepSyIlZVmrYfePLiA9re8ebLZ7x98xmTnzAloHMDaASyKxA17z03T58wLRPezxz2iUMVcK5k2v3+gPfLOR14GAYOxyPtcENGczgcub3fc3l5cRaKh6I4HieKMvRdxzROvHn1lqsnT/jw44/Y7LZoDCUrtsNOdEdRdBXyWFvQA0pZliWi9UQqCusKxoiYmTr+eNy5eJ+6Kf9kpeqS9rDJPiyj5b1/YszndZVHTjygriWicSu1wJWOsID9plnSfw/TxBwCQRX8lDgFuB9PUgRZjTUWuzRYo7loW5LW3O6PvH53y2Fa2GwGjrMnhhnvE9utaNrujwtL1MTi8CFyPI6CdA+Rza6QUJimxZy1Ogbj7HmsbFYrqvq2uPj2+g2XUnXhXcV+uaZNrg0MtVoHhSlg9PszRq00yooYLtXWezpL/KkPjTmfTp1raWrnQ5DjElbkbIN1shWE4Cv6WkY1rmmIVcyZovDtTePoVE/Oa1x4S9u2jONYf66H79NaK5syvIeNXv99RkhX3YauC+b69SV/I5w34LZuuHOqyZ9FoWoAXDv0UDR+DuKMIFNS4Hro+b0ff5d2e8k//bNP+ctf39aUVEX0C7okdkOPbWTBiV50LrluzCtIK1Ow1olzpmQRvqqCD4Xj6cB2GM5dqCXF88+7BomtP+OK/X74meV1WLkfpZSa8vqQmDrPMyml+loqofylRCmqfg5hgZRKSPTei6VYU3kBulpja5FTLaFy70EsEJK4NQS4laW4qC6mlUWwdjXWduzaal4PkeWR776Ula2hyEqEyqqUs3U1lUKuVuAQHKRCpxuiUUzTxNACydM4g3GaEhKn05Fp9my3W7FP51xHZRMpRbbbDZthR9d1zEVXQafBFMDW8UCdi8cYMV3LPAWa7pJt31FSYO4G7m5vmebAZVZgLG27AetY9ECzvcSnQtt2WFV4++aei4srQhiF0dEeSDHx6aef0rYt10+ecLG75HgY+ZN//i+4efqMzXZHorDbbRn0RgZHTaSpKb4hK6xtafoNbtgyXD7F6UQ3f0nBCPTMw/E4sz/smaYZHz0xi4A2KhlHzcvENE3CLYmJtm1QfYtzlr5riMFxmD1LLLy9O3DY3/FhLjy9ecJ26CnKcnH9BFDsLq8Zhh2N6wgpcne7p7BGzFuGfkPX96hlpunFcbEsQdDkyuC96DP6vq+uNtnMlTVfKy7WdWQtMpQS/QJfKSzWf7/HuSgA+hwEmNODNTvnLGJ4H1B4YoksanpwaWlz5k6M00QomSUlJu/ROEKRzKFyGmmdRRuFNRrXOuboCcvCF198KR1E2/Dq7S3Hw0TJsDmK9uQwevrtFco0lDJzmkbU3R1LiBSl2Wwv6LuBi90l3TCw2Wzpux7TiCBXG9GF/K2fg3zl+ra4+K2u2lZHaIWrUl+rBGWkpCMmzehUmQT1IRAdRUYVJQmmSlrQpaztXSMbPLJBlCwhWzlHYSFhoBRCyhhlMHVssWo8lNIY12BrJyFGT8FiG4dfFkKSrkOpwkVldD2B6rP3e52Nrt0GUfGL+MhVG6cx9rzRGq2Jfqn5JmtzUgSVWnZtShIQk9YK13bY3EiXxiiCyvKAi0ILAXJIgJMu4JeAdrAZGnGFTAv4hB00zXeu0Tky3r7h3t8TJ89cHKiWqXQ0MdC1Bq0TOc7k2VNionMDnd2SvEXrFtc7PPe1EySkxpIjb2+lrVxSZJ5H2ehDqJhtSFkx+0SKUTJXoiC4TVbMfpIcjFp4GNuiTUNBE2JAaUvb1fjqUE9kIqU5Y5YFGBWJcaEUmWkn3RCSxMH7BHNWLEWRUGStiRQShdEn5lALjSzdh5SFdyFfRwqVUmT0LeMHdZ6Bl5XL8uhkqdFiy0XJN7qiz9XKI5CRSQ6FqRSKUngUCc0cBOzVmAbXOHGItI0Mrosm17h4KZaOzH7m6vqSyydPGHY7YklAj9IWbR3aKFQjVuiYCqY3WKXp+w0+Qrt9ycXFRpKFreHVq8+Z5wV1cclxnLBNw7TMDDcfo9stfllkgw+BvhcMdNNoNIbPP/85n3z/+3TbZxyPJ2739wCEJPbgTz/9lB/+8Mc8e/5cngk02SeWOIOTwjIDCY3rL9heF5JqyWmBdM9m2HI8epKJ0DiKNRQnBbdtNLZrxCqbq9snZS63G4llj4nSi2DQh8iwuaSJPTrBrXPSdbAKWgOtMF4uLy+hgvuK1jz/4CWH4z13+1vGeU/btbx4/lJAe7GQfcE0lpwSnZY1ICFJpUaLBR7boWyDQQ4H5yJCK4x+Py9kFW+qR4WGjEcer66P91qFwkrIXhLi54qtlwweT2g81gd0cGAcWncoO6KbHrfZMlwvbMcT07xwmkbaacYviRITuabd5gzT7OuI9w59u6fkzP640HY94xTx4ZZ5WmjbDuM6pnnm6sk1FxcXdF3PsxcXbLYbLi4vuby45PrJE66ur7m4uDpD0ZqmxXVi5VUVmHZub591JN8KOv9eXqreB1JcCBmwqIIqkRwOxPkeFSZcSiQlgktSqohM2Tx0FTxRT4KrUCknOZGI0EdJmzHLgNsodW4LKjlWisajKLRy5wIAqOmZBq0bYvSEWChFWumywRTaviN6EVSmGGuYmT2PQ5xz59PD2tosqwDwvYIpYaoafC0ujJWTu/deUkLbRlr6zkKMFKWwzoIWkV+rHWtcvFHi3KBksIvMMpENr7WazhralNAq8g8+viD6T/jv//gvOPhELANv7+65O0WurjtaXzDKs9sICMoAOUBE0VlLQWBmZeNrLsiCDxL0lHNi8jMqi0MkZ4kYV7bFmkL2nqITxWi0a0kEYkgoDAowtupA2g5tLCGK5cyHjK8+eqU0MQtzYRV+rl2ImJZqCw3kIompPgkWPBYRdQYMAVjI+CjW1JgS85KI4UH0lrOq0CFhf6yLujVyX63CU1VPUKWO2FYL86pk13XZOy98pbal1XrCrHPrENC2IdRW/BIyIUHfdoKmD7PgjY1GRS1OGFeTMa1h2G148vQJ7dBTtDgwunaHNg3WQtGFki26cTTK0htHSIrd9orjknk3w+27mcP+jovdlruxoJVjOXkoCn9/wDWWOEcaBbo4Ukzc3woU6WK3xVnRchibuN+/QXcbNrvtmcj6wUcf8Pb2llzgyy+/xLmGjz76iGHb41op/Nc8jaLkdQy5UHSLaS9Q0UOzIeqWpURSHddEpZlDQBvFaZl59e4VTbFcdluuLjdcXFxysekkwdcY5hC5vnrCuARy0YzvZoqvADsKRUO3Hdhd7jA50Q8trbE41zIuAW2g6Rpebp7x7NkTjscTu92GV19+SQyFvt8ynwLOGm5unmCsJodIayxpMOii8aoF10rCKek9e+navXjcuTgHoT3qWDzuWrw/KlFQ844epx6votH1NRZCp2SGhDoOfvy+9W3ei3vtdJzP3Vnn3Dn3ZP1ntc3mBF0nNvtVhDkMA5sKC2zbls1mQ9t1mE13TkVu63j5sQ13HYVou7KK5JlZ5ZuPZZx/2xsZ3xYXv/VV3rsdJGQzEv1C8F4Q3qWcRwJnz/ZXWoAPsbuV0FipiYKuLSLkLNIfWccKa1v/q23GdfM//331EEkOMhIIfpaNez0d178nvIuHNj7wXkLh2tGQ7/2h5a+qtiKkBDmilX4IHqqdlG4YJAshBpTStK1DWxGMZgrKiw1Mo6rFU07HORa00TStE7BVSiinIMti0GrFoBT/+R/9Q2g7/h//3R8TUqRtFNN84vDuisU5utbgaFCtRTnDHDNTOuLbgjUnYgiYktlshOQXUwYfBDecCs5qtG3w00TMVXVQhHiZcq4siVRP3YGYsvwcJcsYJBd8kNdqXsIZ/20QhkEskvmhzmOzai2twWkpRZD+EiFHQhToU1YSRFaAHCPLJIK1WBQlVYuokhRdjDoL7FDyOq/dClNHvecFXf6AVgInWk+YWunzgvcgvntPs3x+f8meEANLAG8crVKMs2e36SgK2rZjnCV23NXC1TiDtY6mdXRDx263E6CWVljbIKgDAYKVkiWbAg3KUnTLvETyKXKcAjQbXr9+zds3r0kvYTtc8Ktf/YIUPT/8/ieM45Efffhd7qOV4rK23NfRzOeff07X1MySlLBuhFjQWjp58zzz/PkLPvzwQ/7kT/4VOUky7tu3b/Fpy7Ad3huFrc/6uslorfExYnXPHKDpLulTy5u3J169esv93S1972hbKwJYLTj2xmkuho6mbUlGkVLmMM2ElOj6gVQUoctMy0xR8L3vfo8//IM/lHsmJkLwjNqSTKTNwkK5vLzg6uqCXALbbS+Fyrjw7u0b2nbD3d0dn3/+JX3f873lO2eLsGk0HZJHY1RLrnyWRj+MQL6qtfjqmvXefadWCuf7xYXiAaL1TcXF4zUv5Kpde1SIrOj/rxYnJWu89+dD2RrWtxYD6/oHGmfb86hndbysCP/195lLIVr13t8/A8OUeo/58ffh+ra4+A+4FFSRW8GUBNmT/ExOYmEspZw5A1+txh9X6amq/XOhnpAFSKTgoV2uJRDo8c39+Oalfux51mgMaM1pDOeHx3up5Pu2kU5FLVL6vsdWv/xaiDzOAVm/xoqslSKmuj3qg1TK43wB2RBaqyUSWymWGFiCp9EtfdvKab26SPqmRekaQZ9yLXIyoW7wCkg1mbR1mhQSWWW6wXCKE7ZZ+MN/+BFdp/npL17xVz//EuaFebQkNxBiw7vpRNe37HY9TedQOrKEOxyKrmkpUXN3d0/XNNiabKqUMC9cMrRNg+0Gko/EmAkhsfjIvAhGXCKqBYVuKDhjsI3Y4jKKJQQ55ZdVjCYMjFQKXlLDWRHHMsJQEpEeBXaklSZlJWOzFGvUNyw5sYTIUvUXuYgbSBlBXRtT0yzXokLrc/HwUJRKi5xH3Qv9qHVtaodldRSv7A6l68c/0g6tN65hoiTP8TSjQsBsGu6P8PTmipAyfd8xLeNZoOqcA8N5812fDbHYSpEUi+R+pPoaOucwTYfSHYkWbSEUy+vbe5Je2G4vefr0BW9ev+J+P/Lxxz/g7ZvXQEvTGHJ2gBRfMQSOxyNaa57e3PAqesZxpO+kkJBAtMKb1294+vQpzjUcj0cuLnZibdaKeZ4ZhkGEpod0fjbWU+z6nK6ba8yFadHEkIh+4XA/EqJoL/b3J+Ji6Z9fc3NxTVgi797eolWmb508HyExjiPztPDmzRv6zSXby0t8ipwmoZZ+8skn7HY7jqcjViumkLjfHxkPB9FoZfh+/g7f+97HWCcJvLmIWHyaZ3woHA4jb97dAXdMy0zMmRcfvCTnQigFZTuaxqJcJ2OrWhxo/biQqIXqo3+vBerqFHl/PPL+WqmwnM/16/iklPfuuwK0Wj0I6Kvr5Gv/Lg+lcK5r2upeW9c8vd73WqOVxWh77gKu1tp1bX4sSg2qfENx8n6H5u/L9W1x8R9w1ew6pIsR8dORMJ8o0ZNzZFlmYv2Ir4mZHt1ka3GxMvXX06PM/qR1bLQWvYZS7xUXX20lvlfNV46GOXc0ZLzhQ6DkhDXN2SK6igFX3v2qu1gFivnR+ws19lrXCHMl4BeApMQCqYoWVkNcY6s11jW4tn3Y2OqmmUvlLJRCykJdzFGQ5toYUhVQAjjTYDuH0WCc5cr0zCnTDx03/8VP+M/+4Ef88pdf8j/+z/+Mn30eub17RRgl9MyqhpPOTKFg2kzRCV0igUwb7Xk05GqUvHNWWtlJPcqvUMSEJI5mRVaGgmH2s2x4jYMQyY2iaRw+ZmL059dxFcMaBSVmfPRMURGVfjQWkUIrVVGwMQaFIoZIWBZ8EJtqqb+3FBIaRdeIEl1bgysWq9wZ2PUwBrEPhUS9z5SVzsjjRf5xN+x84lRKWBaP3r72LdZi+PxsqIYYFtI8EUviOEcomVgMMQS2u15syNrSNz1t21J0oe1aNtsB24iaPuWEQiBuOIdt5ftIWZGVJmMwpmVZFHfHhe12R7+5AQubYYBScK6nlMy7dwdi1Pzpv/4rfvLjHzNOmWQLS1wwStG2Lcs8Mc8zm82WZZq4vLzicDgwTRM0YhU3xnB5eYn3Hu8DlxeXIvrTlsvLS47HI8YZCe97BKJ73L1o25ZlaTkEy5dfvuX1F2+4ffOOkgKHw0wKhXbXseu3tE4zHSYKimfPX/Ls5orsF46nkcUHjGvwMTHf3zMuge32gh/8+Ie8u79jt9vx07/4SxHHbgZSiDgjuTD9ZiDlxJu37wjRs90NXF5ecH19zeX1wOu397x+9ZbNsMO2PXd3d4yffs6w3bG5vEAboZkaIzHpukKn5PZ6f6S2FqH6G4sLzsXv4/Hcej+uYxGgbva/eaPOWpxOqxD0cbGwvn0tSqTAf7QWP+7a1a8j35dwiKThaxC+EKLQr1oyYy3WGLFj12t9lh93L75p/f+7en1bXPy2V6lFhQJKJIUJf7onzRKznkIgLAtYd24rw9cfiAeMtMCIUBpj6kNROwvS2kbsDjzctI9v0oeOQjkXBTklafclCdwq9bR3OkziObcGVYTJoCjnh2D9PEopuq47Fxfr1wk1Rl7Vyr4oUT2jDKXabaWNn9BWNrRVZGqMxL9rJThuhTqDtwwI3twK1TSfx0QQ84wqcJo9RoNrLJqIMdAbRUgzm9biyPzR73+XH3x8zZ/+Ys//+D//CX/251/gp1ni6KdLdNuiWkWzs+gE42nmSisa1zDNC2OZxLmyeMnQoCrKFSIAizXBNAug2bYdfRHa5mqTTChOs6+vJRjT0LQtPkagoHMml8SyLIxRkasWQn636b17xACUjF8Cy3Qg5yKzbSvOib7vReRoHyLknbI0ytWxxjq3roevOg5ZF/hi4ntFxbrIvldc1CJVVz3Me0WHMecTpYhCAZ0F6OYDcZ7Jy4mYPWMsNFpTdA1siulMfdVW0n5TSmzazfnnV0pV18wobAStJVo7RlynafsN7/YH3t6dCHnAmI6QZqxtefv2LbuLa8bTyJvDPUPf8Vd/9SkvX3yHyyvL5nKL3+/P2iDhOkwMw8Bn80yMga6TfJycEldX12en09qV+NnPf0aKha4b+LM/+zM++Pglz18+PxNtd7sdbdu+56rquk7Q0wu8vZv4/Mt3fP7pr3n75St2Q8Pl5pLLyyuMtrx7+5Zp8VxeXXF5eUXOcJpmYipcXl7jc+Y0Lnz56jW393s+/Og7bDYbjqcj6pXi7v6e5y+eM/Rb7uZb2RBdx5IktOvy6poQZ3792RecxhEfJMRtGLZsdoGc4PW7W169ek3bOG7e3vLhaaHfOolcr50txRokZuvmrN8rbFdN1flt9V55/N/vFSOq3ktFUfKjz6MfPv6rqkddowbkdqzrJQ+d46+u4brOBFf9m9ErkvxxASSiS70e3urHN0392eGcTLzer48Pk4/X/cdv+8bv6e/Q9W1x8VteYstLAhkKM37/jjSP5DBjKeekwPKVE+C6ca8FwjqGMBWWZKyiFGnTpnqKNhpKFqEeSBR7qVX52ml4/HlhvcHlew3By6nVWcbjxLYCY9bb2lqZO5vV/vhopqlULT7qJ1uWhbZv6oMhSnHX9hjbUBD3jNKVtaFlVFSKnMDXtUAbJLgtLOfXJBcRuWoyMUkgV8mKGAtdv6mnh8J0mog5YbC0jaOUKB2ClCglMbQaCDy/3uJ2Dd///v+B//b/+c/57/77v+C0BEluTgPZO8bFoBtFZ8HpidDmR4uLgSx46vMCoBUqSdETQxK0eG23ZkRB74PYe4mZucipWxtD4xpSkZ+LysSIq/CsGIp+ENI+fv0BUo7y+zRyMjbGnEFl2ji0Nij1kEejlMIpg1W2nhYfBHQ5l691LpIOD4vhoxPbV9u75r3T3EMB8niWvC6eSVdtSioCa4me7E/MKbIZNsSUsU1LSLPgzUOga7qzlbttW9BUGmpBGQUpkYNHWYtStiLBZaNZ5oUPPvyQ+72nHYS2irGVfOrohy1Pnz7nsN9jbMOf/dlf8tFH3yOExG6343Q4yL3dWMZTZJ5l4R+niaurK/bHI0tc0Fqeh67rgcTTp0+5eXLDv/yXf8rpNPK9732PX//6M/pNz8uXL8/PjrAa4vl3KoVJz/MXL/nVp7/m17/+nOP+iHENx9PExx++xBjH/WEkpsLu8ponN09xTcvpcM+w2XJ5cQFK8fZuz1KBeinDn/zrf8XNkydYbQnv3nF1dYUqCormdJplpFYyzhhePnvK1fUTXKPZH+4wRjN7z8VOui6bOZCz4nZ/4i9/9ku+8/GHfPrZl3z0nXs+uboiIVuvNQZtLU3TkjBn4uVXN9Wvai0e1qpvONU/6m7wje9/WMPO67KuUe880gGph27Ho4/8WpduXdehWrDfGxXKupDXr1v/Wz3WMZ07ue93Jh7/nI/X5/Ve+Lt6fVtc/JbXWm2XEsh+JC8nCCPE1Xy3bqblvLC8NyN8/HnUSq50gkauOg2lqke8ZBlFqMczP/e1QmXtLqydkFKEeijWUeEhyDz7YQbJ2Q1isHUjWcVP69f7qogUVTUgWmh7ymhs24J2FLW+zaLxlMBZtS2ZHJrWyako1CyUrusYS8QvUcLZlJPvOUdSjsSkyFm6J0sErRyOhoJsrkVprF1zNjTByzy6MQuffHTNf/V/+t/x8Ycf8D/9k7/gl58deX1/B3bA5Qv8MRFcJrJHO0vjZD6urRPaYrUMp5QJMdFZJVZDbcUGV7HfpcZze78QgxQDQ+vq7zixeEkHXU/mMUQpoEohq4wyueYuCELZaImnd9biqmjMGkPfV2tfzdpQWtgP1bx7lhmLZVSfQW1SFKzzX95rQUfz0DpeZ+KrSG0tMB6Ki/c3ifXePRfQqibQWmmTqKIpGVSKECaK36PinpgnrHW4XlGCbLYpJkIUZHsIAR9FFDoMg3TMDieSjXSbDTGHKuZ0zF7hw4Qrkigb00LKgSXMGKdpuga1BJ4+f4Yxlu9+7wf84ue/5Kc//Rn/8H/zh1KMVbdAQYr37WbgxYsXeC+Ex77rMRjRRtWxVdM0bDY7/vf/6B/xF3/xUw6HA7/61a/44OOXHA4Hrq+vGYZBOh/VfbUKB2U8otkOLR++eMbl5Y5Xn33GMi+0VmObjqwVx5MXpor1xNdviMGz6WT85bqWL7/8EmMbPvn+D9hdP+VP/+zPuZ0P/OLXv+RHn/yQtmlx2jG0A372pASfv37D/nDkwxfPaRvHq7dv+fDDF3z83e+e8eDjaabvO65vnnI4jHzw8ff4xadfcJqFPCvR8DvuDnvCONJuLyTfx2qUcu/pDdZ17vF699XN9/E4+JsLCXN+31c37/cu/Rve9w1vUya/X6goddZjPH77WtycP4d6//MVRRVIv/8zvvd5/h5e3xYXv+WlVN2YYyAtI9lP5LBAFXNSyhl69Fi9LH/3/ZtvbRWmVDNFqCeBqp9IIZBTFJ5FHW2ss9y1oHicCfFYIZ1SonGmOmGTnMzziiZ/XFxYXLWLPVZWr9/jYyCOUogOpJJAtbWSfYKkeNYgFBqjUFqLZTIlUpCI+ZIKKpeKA7b4JVCcO2dbtPXny2lB60JMcDguGKVJUZOy0EtLybStQRdF1/USN140tjHYxtDQkHxh0zr+y//id/nJP/gx/9M//VP+h//lT7m9F6BOSMJmmNKEiQ3jOGNdy7DZMt/tcU0neOZKoQyzx+j11CFpjSnFagPNLEG6GmIrFqKis5ZiDUYVQmVfrKMS6yxN62QTcE7EgUbGTH3XY2y1sFW2Q9EBXU9SWkhYOFvR5kWd7aC6BqN9dYQhbdz359w40cGYRx+zdsN0/bPWClvJsTK9W+foVQ90PgVW7Q1L3SwsJStKTpg8UHxDPBXytBBTolGKphU0uk+emOJZLLeO92KKKGNJS6DEDE1LCpEYwbqe8bRwOi5o19G4gZRnYhZhonGKJSx0XU/J5cwg2Gw3/OXPfsYHP/ouT58/xTnHOI7omjSqoELMKiJXKS52Fxjt6Pu+vt7yfHz3u9/hxz/+CX/8x/+MUgr7/Z63b98yDAMvX76k67rzs7iOGKVgTxgCN9dbfvcf/JDT/o6//Iu/wrZb+u0G70dujyOn0z3708TFdsOT6yuurp9A8hxPJ6ZpQTeF3bXj+z/8EdurJ/ybn/8Zn/7yl4zzSJFIXYKP0vUYJ6bZ8/Z2z+k4YtQnfPd738GHxPE0olRhGDZc3wwsc2I8jewurvjoO9/jd/ZHfvrn/4Zx8czeS6ei7Rh9QK8jDRTKujPiW31ldPHeSERu1Yc/q4du63tvQ62z1kcHnK93LeoH8NV3/CaNw1r7PC5kyleKC1WLi4fv95uLo79Ot+Lv2/VtcfFbXOcbsBRK9CS/UFJAlYAmoUoi5XgO/1ktpF+1jX61VRhjQqs6jgCxQkY5uVCyxJR/9Wmt1/o5Hi/KqUKzHl+rxbX+IOfiwhhRQK+L4DdZXmUEY6qISWOdxTiHMlJgKNuCcVAzTMgzpSiMc9iUpXhISf6dM842OOtqMWPZbnfklERAd7oVbUOIkp8wJVL03N8dIRushbZ3XD+9xDWG4zSSi2z2zvU0jeGq/xBjFW/v3hDixEcfXPB/+cf/W37yDz7g//NP/zW//PQWZQaUavFz5nia2B+OgvA9TcRS8EmhQ6mCMHBJ9CnUGWt5VDjmmmNim0YYUxSatqXretq6gVprMVpsuKuNrW8dXfOAA143bGPMIxFctfc2EkKllUGrmtdSOxeyuFdhqAbMQzdhXdQfq9fXRbE0ErD2+Os8Frud274IIEqpryzY60L6+EbTFqUMuUhhW3KCIEAzWzbM4Y7oExHQqtqvkddyWRZOpxO6slKmcaLQYgGrNCokVIgV2DVzOi74JRK94Kr3pxHjYPIjzlnG6UjbtByOB64urvngw5dstxv++P/7z/gX/+Jf8Ad/+PtcXV6yLAvWinV0XmbmaWIz9OJsmRfarsP7WGFyDz9x0zT843/8j/nFL37J7e0t7dDivZeskzr2hIcO3mpNTTFidSCFE5vecvPkgndPLuj7nnbo8clj+4FGZZzWPL15JoTdGCEljscTi194srskpUjTtPzoxz/GXbZ8/J2P+ef/5I9ZTgtONbRNh3aWEDLGtjx9/oL5dOAXv/gV3/3eR1zfXOF9oO0ct3e3PLl+xm63I2dNjInrJ0/5X/2v/3NOpyPjdCAVzsnJJuY6+kwPNnf9kJXxOPH039W5+OoBTLoJsGLpH97+zWuzWkcTj9/GNxQcUMGEXylYSjkL8Nf3CW3uofhZi56H7/NxEfL1w+O3xcW311/7ks1ERh+SYJqq2iBTewdnFHRT9Qa5dgvWduG6cQN1zq3RumBNHUXESIqx2hfLWUwEEm29FiuPxxeP54YrJlc7oX7K+wUrrlVlwqmHn2etzHPFXa+jmZTS2Rq4fqwICdRZzCWFRkPRBp8S87QwLQsGT2tSBWAJpjf6ACbTOomF977UHJSOUhT3+yN3t/c01mJNy3RaUFi0afn880/56Z//jNZtMFaxvehJQL8bcI1DuwZjLSVKmFdPg3MKqwaGFnRZaJzmP/vD73Hz7IL7fWa7e8o4GV6/jfzVX/6Md+9uudsfeXt7xxKSpBtqgd5oq2lSgCRZHo+tuWtb9OzkqW6aruvo+/4sAFytlm0rvnmtFE4lnK5ckYrL1FrTOFcX5rWDoKBXKGWwWooUrbToWYquJESDRpN0IevyoKE4q+zVoy6DnMiC7s8z41Vz8ljhvt5bqpSalfP+BvG4Y1b/o+qNNDkbdCqkECklYXFEY0FptDZYrVFFE0MEI5qQaZrIZLYXW0nKzYmmdThjaYzwBTSgciYFT1wmrLY4XTAm4/1Es91x2O95/uw5YZ4IceHy4gLXOPqhpx8GfvzjH/FP/uSP2V5s+b3f/V2C9/gaTOesIfqAseYski2lMI0T8zDX3+sguPzGcnPzhP/6//pf89/83/4bjscjKdUuIRC8x1h5dmOM56JymScaq2kM5Liwv7/l3bs3vHjxAbNfOE4jPiVizhzv7tl1HUZnwjxxsek5HE/Ms2fYbkm5CPzq6prvfOdjPvzwA453e372b/6SpnG0XYttWn7/D36fu3Hkdn/AqcKf/8t/zueff8EPf/QDULK2hJD49NNf88HLj7i8umI8TaRmYLPd8Xu/93v8i3/2T2naVuiSNZpcKVkPrDFEHq5vKirO442vvH3989cgWkpB1u9t7L9x3PC1zsVvHk8ota6dD8/E6np6vwB6+BjW7+fx53z8tkdf/Ju/5t+fMcm3xcVvcYmK2FLCQiqKpAxJG4ox4BTJB5T1FDujFsheFOfzPEsmg23Q1hIArAOlJRZZi8Vz7RyUgsCQdFsVyaLIpooelWT5ElNC6ySjlRLJRJknovDLGt+NnPhNByXh/UTfNvVUUFBFsYwTYR7RJWKJxOjRKmNUh+latDMIgXwgKkOmwdkO1/ckZSgR/OiZbo+c7o+k5EElri56nE34+3ds+obeKQ7jPeiOprtAF0Vj4cvPvmCZI0U1KHqOU+awDJjcscyOz44b/uQzCCS2m4bvNhfkY0u5P/L05oqbJxvmdyOboeHq4oJ7V+gaQ7d5gksth/s3lOOMMYUXbsfLpz3GDZSrnt/90RX/6I8+5md/9Rf89M/+ileftxxHS8wNOINqM8Us6NRI/qpaBYz1VK/ktG+swWiD0YrW6HNHyFpbdRIP6bBrYRKNoqziSWseug11wTb6kWfePsDPzh0F/ehUV0ceaEOpepHHH/+gtH84cW21fb/g+A2nLSk+HnXCahNt1RU9dj6V0khxqxJGJVJeUDkIdr602OYFUxjYLydck8gmoVVhGBr8PFLGQgkj1iiazmEXRekMh+XEpt3itMUoQ287tk6TpkJOlhQdF5sblmni2e4KmwuNMRz3twwvP0A1md41nMaR7YuB6192/MW//GO+++IJYTqRnDwzu4sLNpdXlKKYkiJkS6872jby7u6OJzc3uF4SeL3x9EPP93/ve/wf/8//iP/h//7/Zro9wIceFWdSUOQE282OrDQ+zOho0dqScwOqo+83bLcDXWu4v3tF32o2HzznlYGf/sVrXt2OfHH/Cz75+ANe3EQ+fGZ5/foeSuTNuzs++PAjlCoc9/dcPttRtOUPfu8PCUvhyy9f4y427HY7rNP8/nd+QimR/f7IeHrHHCObi+uqByn0mwEf7/ny7R3PTYNtLF2ciSnzyScv+OKLG97t7/FFoZqWlBbGKdBv5NBilah/jIKVl1JZxA/dgEc1wPr2c9H6lTaDUqDsXw88ldeu7uNn4RvXcFC4R89GvaF/48c/FA9fG8g8Ymco8/Xv8+8LNOur17fFxW9xKVaSnPxJ+mviDEmoGn8tgJqiEKFaJS26Us7aCa2U4KMfjSceCzRZhaArXyLL50rl0dlAFSgZbQQ6nYucEAsVGW41KgomHC0fLrqJFsikFFBasfiFMM+U6LG6gJLUQde06MahnEVZS1GWmB85Cercv+RC8IEckvi9jWGZEyEtRD9yOrwhzHs+ePlMcjp0U2PHJQb8/tUr3r59Sykaa1sOx4W2G+j6Aes6tHZcXl2D1rx585a2e844L3z56g03VwP7/YG2abkYtizzwn2+56K7IjuF0gajDK1rmILndDoQs6FpM9ZB0glnW55cbvmD3/tdnl0/5Wc//ZIvXy/MiyXqIsWFDTR6wGjHYxjQStKR10RX9wbonDBGVw+8fU9B/7ijkI0VmqnRj4RwsoA9ODaqWv18evvqaVA9LNq1Nb2mLL73cV/tRvxb/vy1+16pry2UD1yO9/+di0LHAElBqkyOUtHxAMqitJPifA5Yo0EZllhYQmHTN5x85HQ88OGLFwy6o5SFkAtLkERWbW3tsliUTqs7HGstQUuwm9aKlCKncWR/ODAMA5fX1xSluEqJH/3oR/zrf/Wv+Pzzz9ldXFZHh2UaR5pWUM4oiEH4BpvNhsPpyDiOGGfY2h0pCtOm7Tp+9MMf8vM//SvefPaKkhPH45G2c1hnOJ2OuG6osepCzDS1AzkMGy4vL2XsiGiuNpsNOSV+8fOfY52jHXYcTiPPbq4Yp4lpXnh6cykgrXlm2F1grGGZhfcxDANXV1d8+cVr5tlzcamqqNRibcP19Q1/9Ed/xJ/8yZ+w3x/4+OOPub29rfjqnnEcub+/ZxgGTNPSNI7r62t2Fxci5tYa27QMymBdWzup+ZvvqUf30G8ai9TV9Gv337/tnvz6Pcqj7sO/vVPw1e7Ev+tr/Luej8cf99d529/169vi4re5FI9mcKsF0FIw5KJJxZBxFN2glCWlQgmST1FSppSAVpKYqlMhFxkb5Nr+LjnXwK9cRxbnxpxcpQb3VBmlUhI/8kA0TBJ2hmxORWeULpV2KWwGRWaaJ6Kf0dqQfKTEgDNKAshU5RfotSUMKWaKSigrXvZVz5F8YJo9YU7448xyWmRDKfDmzVvCcuDJVc/FxSXzsoCC7eWOpmuIuUiqYQjsdlusbWn7AddsAMMvfvkF0xyYpoX7e7HKee+ZppEYdpxOkQ+eP2Gz6YhBUl2HTY+fAvv7e0KwmNKx6bRkAahCWO5ZTiPjmCjqBG6gx+DHW66vNnz88Yf07TXtz95xHGHJGdqMsglNK52LR8XB4/ns2c6pFdaoiq/W73Uq1oXsrDB/ZCE1RrOKIgvlrINYOySZby4K+MrbC4ryFV7AuSjh/b+/jrreK1TWDse/4yqUcxbOuXNBIeUiEeJRPorV2WIcxba4drViz0zjkSWmOvqzKNVwNxeUMvzlr99y7zXfoeP5swZMR8xS1Nn6vGmrsE6fv19rpXM0jSdy6mi6jt12y3g6cXV1za8//YzL62vapuPJzQ0/+tGPORyPNF1fxbQFUzKhnmgb12C04nQ6sN1u0apaxWPkeDigNJjZUgpcXT3hD37/D/l/ffHf8vnnn2Maw/WTS6bJcxonNrsL+n4HGJqmpSxU7Q40rWRznE4n9ocDbdux3e2wznE6jVw8eU5jRVR9d7/neDrx/OkN2lh8TEyzYMAv7Ja3727Zbi5JCQ7HCfXqDcNmw7wsXFzuuL6+ZFk8P/nJ79C0LcfjiXGasM5xOByJSezu3gcWf8f1zTNCzAybDR999DHLEjiNIzvb0LadBBI6d14vHt+LX3WN/CZ9BXzzKf/ft7j46tf5zR/71yuqv+l7/7d9vm8vub4tLn6Lq6xHJCVdC7FkWopuQMkCaJtMk0DnQlETKHnoUkxkFXFKdBQKDZXEWIyjKCVFRS0sNGKDLClLS7ryIijxHBhltIIsiOxc4UylajySWqFMCVSqD5/klaQYUApSCpxOIxaF69vKHAWqOJAi4WqgKKqcxYZaiSjNx4X97QE/R+bTzDJ6nLEEHyhZ0XUbgT4ZsKZgjaNxjdg3l5lcpKVyfX2FdS0pwTTL27fbgf1hZL+/p+87ri4v4Fdf4pxld3FBiSO3t3sutgPeB279Ld/9+DskI3HvMQaOhwhR05oids6u43hYOB32hKyxXcJ0W1QqjDZjlMU5zZMnl7S9Zi5QHGAjGof5SnHxANx5vKgKVHDVpDx2Xrw/ElZnYeaZC/AbTnrn9z3+b/j6nFgpspztz6e333QaVEo96H8enTL/fRZKpR4XFyJypbosMsIMcCmKU8YmSE7GdjahbEvMmnGcxNaLot9szrbiX7+b+eLwBfvUYpob+saQrcI5CcwKsYiIt5UOUaGQUyCGmdN4JMTAtXNsNxsKGj97tDLs7/YizNSWDz76mE9//Smn04kQAsOwYbMZWGZJttVDoeTENE8ynowR1zSkmFgWT9O1pCwMlqbt+MlPfsKnP/slP/v5T7l5dsPd/V3tFlhCiISwZ54D282WXiXh++aCsY6279kfjxyOI/0wsttd0PVD7dLIvfbrzz6nd4q265m9Jx8KIRUKhourS968ecvz5x9wGme2u0uUMixL4Fe/+oxPvv9dclHc3t/zwcuPSKnwwYcfcXd3J5yMlLm+ueHNmzcsQdJjtdbElPAhoY3l44+/w/54ZJwWmj4yNJ0E0K0Ot39Hl+zxfff4fY/vzW+6V/969+LX7+/f/LF/s8XFt9f717fFxW91PWy/KC3uCOVQpgXbY0pBGUdnesw8ot1c0/U8PhVKFpiOMgmlMqRISQBGPt85bVTsjH5ZSFGAWtZaCoGUfI09L6IJUMg4pMhCuGabhBIEZFR5/wpF8J5lnvE+0LUt83zieDzRu5bWOQSgG0kGVE6oLJqMohXFGFy1mFIg+sA8zZgCpEzXdmz7Hfu7e2IsDMMFZAlcsiaT0kzfDzRty+xlBNQ0DY0zKCWU0s3FjlRO7A8jb968pekGrNXMy8JmO9APLUrBPE84DdM48/rNWz588YzrywsKhcurLaXVzPOJaRoxRWMHR2sNm77jNCzs9xNWa7abjs3Q0fUQ48w87XHNFdttj+1aBu0oVhGUF6T2asn8Sudi/b+1U1DsuhjVAqR2BM53UWWNWGWqrXT9FO+f+B4vaInytUXxm06ABRFUfu3tj8Ry6/tWFcVfdzH+6mXK1zUXOnqSNmAT5ETShmAswTZENxOXmawtbcn0cWFJhnnec3u/p5sK7bDl81ef85ef3aGM5pQ7Ouu5udpwudtxeWEpWkuYWONoGweNMFxSLhirGNqGVLKgu1F0/YYcE61rmeYFjCZlOB5OtN2G29t33O2PPH8mVmdrNFYrSoqUFOkay3TcC5XVGu5vbzGVB7Ji2C+vHI22/O4//F0++/yXTPPE7btbPvr4Q+Z5wc+e+/sjv/jFpzSu4QcffSAMjyhZMUpbjG2IMXE4jmgjBZA2juNp5PLlU5bDws3L51zvBunEhSAODWPYH0/4vODaHYf9SMawu7rmiy++ZPIB171i2A30fcu7u/vK7Si4tuM0iVD1OE4oY8koTpOsXXN4R9M0nMaJZ89fcFFHlFoL06agyUXw8OXR/fK4e/FNxcZX76/fdA/++xW7fO1r/dvu6X/fj/33/X7+vl7fFhe/1aXWO1hcE9ZB01FygJLJWqNiQy4Lqhi6C7GhSdJ5qif+QlQBVaR3XFIBXf37teWaU2YaR1KspEeklxBTwIelbswWUqmjkDUkLZJLRrJIpA1ua4BVSRnvJWhLKcP93YHT6UjJohWhyEaZUqm8gcrriIUlzbi+l1MUYkWLiydOC842BDRLjMx+4X6/p7E9h/sTlIW+GZjiQtMgORKVUGlq1sXheOTZs2d0Xc/xdOR+f4+1HZ988l3e3t7jnGOz0Xznux2/+vINKQS00jSNw+jCPHnGcebpk2sgV4TzlovdluUUxO6YIlkX2ralaxuUKsTgiSEwdB1dJzbIECeKauk3TzBlQzY9xWqijghC6yu0wcftg0e3SDbloVCo98vZsVGX4AI0WB7ljQIihNOPxJOqzpKNevwl3h93PH57VlJcqEefE9bigkedj8eL/bpoSnn5Ncfz+rXeux5SfZUu6CL/rf9/7Z17kGTXfdc/55777O7p6Zmd2V2tpNXDlq3IshTFxvLGSVGFlThGFQK4qJTLBIcEKBsZHBJSTnjZgUqUgioooIgpINhUBXAlFDYhL1t+RJAgy7Ei2ZaUyJL12JX2MTuvft7XefDH6e6d2e1ZzWpHu1rt+Ui9M3Pv6dv3nr73nu/9nd8jCMZWCg3GYMbWKpVkqKqkHOUEUT7O8BoRZn2CrIeJ1smLmpNrPZ57cYV+6TLTys0Rx05YykJR1gJNxIJMsaEhCQVRmqJEgDbjlM5G02ik1LWm19tkbq7NaDgkzeaI4ghda1Y3V6mN4pHHHuONb3gDw5GzVAyHQ6JQIuIQoxVFPpymllWqxBKg6wqBYDQYIkRAFCecOH6K1dObXH/gGvYt7mNhYZF+v08g4fTp02htGBYlzz77As8+e9RFVb3lzbzhDW+kPxoyzHNqrYmSGI2b9OwPB2hrqbWm7PU4dHCZrNEkHV+HjTRlY32dZqtNIEPWNzcpTYU2J1joLFOrirJS9PtD51OiYTgsaM/PkxcV1rp8HoEMGY667uHGuqymS8sHGAz6AIyK0lXr1ZrNbo+FfftI0gwZx0RxTDjO0KuNy58zERQTUTHxJds67TFLPO8kLHY7mMvgjAXu5d4/S9zsxMUInqvV2uHFxSthOpiI8VNFDKEhTCEQEhOmaFWBrDByRChSKtGjrqEq+wiriZRFKUiTEIFBK4uxFViLVoq6cg5fqlbjaA6cI+e4zLebyxYUunZZBMuScQorAhk4s7EUWBRxFBNEkauimVeUhaLIa6qiZNgfuHTLYeSmPwC7ZRoExDQ5UxC4NNbTiJZKUecVtlL0ekP6/ZxauaRUCEGeV2x2B0hRY9SIZgrXXrsPpTS1LRHCCZ7hsE/WbGKtEwVCwHXXHqJWsLHZRynFfGeO06vrRJGkszDPxuoa1grKoiJuZoBAKffk3Go1iEPJxrDLgeUlIttg2DtNLEKQCbUuiUNJliZUdYmuFd2NdbQKSDNBVVdU5ZCstUgchNgww4SSQGomeSS2Tn9Mhlx71jliAnPOoD3rHhMYlwhs2zJxrvMkYvac9CRaZCtSuJov23Fz++eKCzv9fSKWxKzQ/B3EhQgmjshnpgxFJJ3QNm5KD2MwSmGVE88yzgmLkrRu0mi1yOZymgsFc/v6bPYGrD/xBLUJGBWa9nwHZQSrmzlaCyolKGtBpQXttmVepjRSUFphTEAchBjtpvyMcU6ho+GAZquD1TDoDVg5ucITT/4pG6Mum91NaqVZmG/T626wuNAhHw2JggZGhxRl7qZbhCTLmiilGAx6JEmTADh+7DgIyQvHjrG+vsH3vv0d3Hj4OjqdDt/+ziniJCToCsIw4jvPPMs3vvkELpO/4JnvPEt7vkOv36esKmQUYnNXXj1KYoJKYKwhTlI2eiM2Nrvs77QoyhphDc0sI4xj8rKEXp9aaaIkRYiQjc0eG+s9ikJR1ZpRXnLgYIY2grX1LgsLHdI0Y7Pbo9/vU+QFtXKZRxsNF56stGFzc5MkbVDVNWVVE4xyFpdD0kaTOE4JwxgpQ8w4akJyfovA+aZMZnMB0yLjUOptyy7SGvJqvf/1jhcXr5TxjVYEAUJGSNx8vhISqytCo5FRjYqayLSCuIkSMbW16HIIpsbWBlAu6ZY2BIppZc66qqmrCqPcFInVZ4pZCeH8MJSqKcuCvBih6goRQBi6ypvNZoM0jYmyBIGgKjV1pRgNclSlGQ0ret0+qqzJssZYTARuu1iEtVSVQkQBVgUIYUmyjDRtgBBoXVMVBaoaP5nWGlVULjJDhkRpSr8uCUSEqiuqQNNII5S29PsD0maLMIkwCGpd04wk/X4PYyDJmsjIJSyaJAOTQUxdV5Q1RJGL0KiqCmEMB5f3Y01JEIRuWQCtuSZRFnP8+DEO7V8gbrcZ9taJwwClDKFMaKQpvX4BxjAaDKirmn37m64SZxBj0URRCElCHQTYwKXV3mp23fmmYZ0j7Vk30Mk881Zk4PwHtp1es8zGgJXnft4swWGFC5c9d6/Y7p+xw7JZnO8muzXSye2r8/qYOidbXGbY8bx+lDSoqxpVldTVkKSqyaqarDMi29jka3/0GFVRs7y8xE033UxR5FT5OpuDEqV7VNpSKU1/WKBERNxoI6IIrRVlqairElVX1Nqi6pq106toHaAU5Lmi3xuxurrOcyeOkTZSnnjyT7jttltRRUmZ51glSWNJLAWqroiimKIqqeuKRqPlKudWJWGcsra6yp8+9Qy9wRCs4Pjx4xxYXmRpaYk//sYjyFBQq4qFhUWMMXS7mxjjLATlaMDy/gOASx8vhJti6Q8GGAtR5AbtRrPFsNSUlRpXQVXEEja6XZrNJmVVo8yQJG2wsLiEVrhS6Wvr1Eojw4TBIKeuNcNRwcbmJkVZsm/fPhhbHIqqotsfcODgAdIsIx+O3PSIFZw6vTrOdyMIk2xcY8P5Vxjs2ErqstZud17efq3MmhZ5+emGCxicJxbll212IX4cV6c4uFi8uHhF2HGpqnFBnijCBmCVIIgAGbmEQ1KhA4W0hixuYkWMDQKK/ga66FNVQ1eLoiqwWhGFEVVZTgs5FaMcYV01Rq2c1cJ59ktqpSnLgqoukUFAnETEMiKULkOllCkgnZNaUbqIFQO6MmxubFIVFYP+kIBx8SdjSULncCqsRQpDVWkimRBI5zeQphlxnFLCGTMnLu1vI0kxTSAMUQRoAUkSkCaGQTVy0RAINjc2UHVG0my6yBY0aZIwGPaBgPbcPM3WHLWyFMWIKHahc6NRTlVVKO2e1MNQUuQFjGt+ZElCEieUZcmg3yMOXbGnTnuO4aBPp+USV40GA0IZI0O33SQKnZ9H1qCq1ylGA2QcYqmoq4IwgyCUKOQ44nj2jXLWORJYdU5kRjBjwJdB5Bx7tzBzm8KVlD5n8SwP+0BOfS62Esy4oe+Ulv6cbc4SPOKM38e2ctamclMwMhwXzRpPr42TwkVJhq6Vs4Cpeeq6pq5L0tEIEUTUdcXSvg7vete7OHBgPyePn2Bt9RTDfo+yGLK21qPfH5AkEYUyJK02i8vLgGWUj9ClG0iDICIKJIN+nzhuMhxVdLtDTp/eYGNtAwicj4E1PPfs87zpDTcxynOUCpDCYOsSjCKe79DtbdLImgRCogy0Gm0GvT7CCo4+/wLawNxcmxePvcgN119LGAlUrTh9+jRFmZOmGa1WiyRNWTm1RhBITBRx4sRJms0mw2FOnpfUtabfH6K180eaTDtljQZKa7q9AVUEtDI2Nwuuu/ZaF81lLTKKKWvN8eMnyUcVzzz7PGVRkTUaaK3oDXM0BqVLaqNZ3+yxsLDgpkAJ6PYHLvOpFdS1qzOyvtlldW2d+fkOrVYLAlegr64ViXZ5dISUhGFEnMTbEsbtZJ04nyVj1om/dYrwfFhxpnDZ1u3v5lzeCS8uXhleXFwMAmcmn4QJWsAGBNIAgkAq6sCFiwZ1TGIMDVMjhaAKBfXIogoLgStWpmtFVdUIa1G1oixLhLFjceEsBK4Impuq0NoiTDhOIZ2SxAlxHBLJCKugqCr6RY+qrFyYZm1QlSEfFSRRSpa2icPY1eVQbm7VGIu2GiENxmhC46ZDAinHNSyYzp3GkwqqCtA1WZYSRAmlMXSHQ8IwRhBQFhWmLkhCZ0INw9CVhKcmiNyFmyQRMnAF2cqyZLM3pKotnU6bqq0Bl3p8c9hHBIJGo4HRxpVhHwxJozZJmiKlnhaf2tzcZGnfEmsrL7p8A5GkGCmSOEVrV/q80WgwGNVkWUKSNNzTXxgzGI0IY1ctVIZugBRCEIRbxMXU52EWlkBvcWITbkJBzBIHQp4jLmafb8JVBz1n8ay5luAccbGTKVqPrWKz5sB3ev/Zy88WF3I6JTN2aLVi6uwZ4rKKmvhM9lqlFEbXNLIcaw2d+Xne+D3fzZ1vuY2iyMmbKcYsYQyURcGoKBjlNUIYFBBlDcIkI8oyVyAvcIOjlAIZSgajEevrawyHNb3uiPW1Ned/VNfUVpMlEd1el8FgQIhBWIVut1BlghkLeFVVlNJZ5nq9Af3uEEvA5mbXJdsa5QwHBboqOXTNftIsQmnFxuYatXL+DTJK2Le4yOZGf3ytWU6trLBvaYk8z+kPBhRVhe73UVuy42ojWFxcIh9suqqsYUytFDII6fWHyCgixhUd7HZ79HsDTpxYIc/z6RSnlCGj4RAhNIF0PlaDwQaDwYClpaVxf0leeukliqKYFlqz1jIcDknTjE6nQ7PZYm6uzVy7TaPZIh6HoUaRK/Y3LXQ3o+rn1vNua6K28yWamkRi7QYrdhYTu1k2+/O9uHgleHHxiplUvRn/KQJEKJDBxCzsphbSGMCiq8LlstCKAFfJMghigqiBTNpYXWNUTRKXGK2hrknCjHKUY7XGKuXqchiDQREGklhmWOOcNg3uaUpoi9KupkGta4wIUHVIVRoGg5zhYEBgA2wmiWREIAMXXhqOny61cJYH7RzjbCDQwiVBqpEIUld5sgYtLGEsMdINEo2sQVHVZGlGoUrK2mB16aZ96hqrEpIwIY5TdG0IYzH2lC+IhCt/boxFJpKs1SKoNWGWsBAlpNkcL750inx4alxvRLppCiRgqeqSNE2Zb0fIyBAmIQGS9bV15ufmKfqK4eYmUeCEgtEGow1xHBFpCyZnrhmTjwaIqkZXoKzFRAE2djkVAqzLsMnWQdp927NuPUEgt/sp7HiTOneeePvJteWvGRkAJ34S2xfO2uYWH5Gt+z0Jj53e+Gcf0fluspMS1ZPxQop4+vFi7K4qJo6fwvnwOJ9jg9I1QSiwVhJGko5R3PrW23nDzTehpWRQVdgwJs0Mrbk5rFGouonVLotsf1jz/AsnmN93DfsPpARGEgpJJKSbWrSSuiqJkwYiAGUVg2JAXuUUtcJKyXp3RBZLXjyxQr3YIQxcNpi6rjCqJkoy0jhl5cQK+/ZZpIw5ceIUSaPF6voGlTb0RjlSxpxaXePJbz/F0tIiRano9kYYK9ns5uxbWmZhYYnFhQGrq6tYIcirisFoRFmWVFpT1jW11lghSLR2Se8IwdaoumRgKuJIEsYxaRKxMSpJEmhFGet9FyJa1Iq17ia11VgrGORDskbGsCxRaJIkwgC9zR51XaGUE4ajUQ6EdLsDms0Wnc4+brrpFt781u+h1ZqjNTfH4r59LC3vJ2s0CKMIKaMzyd7GBe/OPlemJQa2DP7CTl3X2KrSzzn3xPSfl2V8au36vD33/V5E7BVeXLwCBGfnKhibloNgqjkmJ3iglbuLRglx2sRog7Uh1kZoYhQNhKzAaqyukJnG1hWirkmbNTRGznJRVShVo7UmrAsC6+a0tVLUZcEoL8Cacc4L7W4Y2iCke0o32oBNaLZiV1HUaJQ1FKqCEOaziFAYIELViqquaM5JlNUU1ZBQhoQqQNgUa2uMsBRGuZtckkAgiJOMjROn2DffohO06VZ96qpPQE1nfo5IOkEjg4goTglkiLaGKAmxpXvqqAJFqzFHq5PAqIBQkqYpgsil1xaSEIUVLttjpUq0bhDHLdIsQsYSpEaZmmaUIpMUVZVEMkYRg9GoUmHHT3m1UTRaMYYR0oSk1lLlFdKkrqx6JBGhSygmjSIwLi/FOefEzOmC3V1edoYT2s7b3P10xS4+GWCaNO3lfS5ebjr7TIMd92nL06qQIKwg0k5YGOMsQ+1okR/6kR+hrmtGoxHZviWWqgo76pMP+gwHQ1dYrCgpioJudxOlNGtrQ8KwRyMKCIxBIqmUnqaE3tzsUhlLXucMyxHdvEdtY7RxOSKGhUJ2hwgCWllMFJUobQgD6PULFloxg40B2IgoaRCGKUePHaefl4Rpg8Y8DAYjRoM+z77wAkYI8lIzyjVKjwAYDConqCtX0CxtNMiybHzvCGi0WiRZRhiGJElCo9EgHhcrK4qCNI0oioLN0QgtJZt5CUCSKAYK8jyfWiDCNKGfj6jrmshGBCZwYtwIpEgoakNRKpS2dPs58/PzzHea7N+/n6yRsbi4yP7l/XQ6HaKFfURxQpZlrrBakkynPaZ5XMaiYmYirJ3PmC1n4pYT7Sx2W/pLCDGd+ns5ZqW4vxAhcrWm9d4tXlzsIWeb+oDxnLMz7SWAlM7hsm40aIzmyEc96rLAaOXqgmjnTe/Sfiv3xG8Uqq7QqnY+EXUJWjmHzjwnz0eQD6nGTz51rSgLF2midE1VlWAtWZbQajQIZYDStSs6FMckzSZpZpC6AiOhdmZya53fRWUVrbhFGIBVilK5LJtiXCyQIHDpf8OQMElIshRlLMNihVpVpFnCXLtFICriNIbApSW3LgSFLG0QJTG1tozKEqVq0ixzacRFAFqjdY0UlkhO0mwLkHo64C0sdJDS+Zh0FhouY6mwxHFEv9sjDaDRnmM47CHDaDqQ2cq4wSeQaG0IwwgNCBOQpg03tTO2AgRB4MJQz7Yo7HBD2u3Nx80T715I7OZzXokp9+UExsU+Ac68PhDuPNqSKyOOY66//vrpgDqpLmpGffLRcJruOs9zyrKkLEtGoxFlVbLe7ZJHAQ0qNro9l4YfwTCvMELSHxUMy4qi1vRHBUoKwjhx6fmrAmEUpq4oGwlxGBDQREpBXFbEsmBQFASjgrw7wBKijeHo0WO8dHKFVnueNMuIAhfO6tLZu/Dmfr8/LSWfpilzc3N0FhacuG00mJ+fJ01TpJQ0Go1pwbskSaaFDifHORqNyPOcoihYX19nNBohhGBzc3NbvpGlpSVXyr6qCMOQRqNBq9Wi0WgwN+fSg0e33EKSpjSyjKWlJZaWlphrz9FsNmm15kjHnx80XKjrxEJxts/ENAEczHRa3i0XOwXhLQ+vHby42GPOPrmtHZuMgxARCcJAIsOYME6I0wZZaw6jaoxRKOOqkWqtXNjeWFSYsZDQqsIoja1LZxKuFVVZoOoSVTnxUVWuVHQ+GlEVJf3+gLgsqKsSbQ39vCaUAms0oQyIZYSMGyBLtFEuBDKMiEVKHIOxBQKXBTSSklAG1CJwRdiAIIzoj0Y0Gy1EGNFoz1MZy3qvz4vHXyKMBVJIalWytNRGxpKyKgjqiEajTRDHVEqTSokyelwYy81fhzIikhJdG6Q1zkHSGqR0EShZI2WSKDtOQlf7IW1SVRXzc/PUrlobURK71M1ZTBAnCBkSWEuiYzSlcxmxkjCOoAZVuromWdYkilL0WFC4iqNy1+Ji1wNxEFwx4mK37FZYudkUOa4LYqdF0OrKTZVkjZAkbbhBs2pSFoWbPqgq8sINsGVRUpQF+WhEfzBg0N1kWOacOLlKUWsIQpQ2KBtwcnWNvKgYjgoGRY0R0BrnWhFCoI2h1+8zGvZQdclGo0GaRIxGBdV8TaUtx1dOY0VAdzAiLxV5WRAEAaM8Z3GxQSvroOsSbSa1VASBDImihDhJmJ+f55qDB1nct0hrwYmKudYcrVaLNE1ZXFwka2SkaUoYhkyKw00sisZYRqMhvV6P7maXwXBAEEjyPCeOIqI4whrL4r5F8lEOAtLEbWtSkTVOYrKs4arzRiFJnJAkMWEYuaq+4zT0Qoxznsh0KrBf7ly4WHHgxcXrAy8u9ojzndQTLwzGyt+KAAJJGKckpoW1ZpwAy4wrmLqMgNZorHFTGkpVmFqhdY2uKrSuMeOy7MYoVFU5oaFqdO38N7TSVCMXkVLkI4o8H4f+ldO5ZBMEDEsDViONRo5D5IJAQgCBlCSBcFU6jSWSIVLGiNql1xYypKw1TRnRHRaIQHJ6o89af4QSEIaQ5yPiJGOuM0ejmZKXI1fdc5wqWGlNhSIvS6K0SZo0yGtXTEwrg1GaLI6JpUuNniZzBMIlODJGUSs1LpjkLBVVVaMViEjSHQ7pzDWhqtAyorI50hhEEBAlEQkWlMAQQhAThAaLRoapm1OOE0orERZkEIxrbrx82OjLnRPbzo/gXIe116K42OnzZ7HTPs1knNhr+/vD8fVw5iUSSdRokI2rBk9ERVGU0ynDfq/P5voa+eYG/RK6J06yvtplbX0DG0hW1zcpajUe+C1K1zRbLeI4QQtQdUE+GDornTFsdntIAatrm6wvLjLKcza6PYQM6fVH9Icjl0QvCLG1QgQBS8v7QFfMtdukaco1hw6NE7clpJkTDe12m3a7zcLy0tSSMREX2XhaJBz7LyBwSee0mjpTG2NQtSsBoMbTns752FkVjDYuWd24Po2UEovd9h0HYYiQAdZat944B9dwnCRvMtUhpUSN8+psPU+2hR6fZcl4pVysOPDi4rWDFxevNuLMLwIQQkIoXGjmOIum1caFrgoQ1iKMhrGvhpQCjHFhe6pGG1c3xEWXuEqrWOcoquuKuq6oq9KJC62pB32qqnI1PJTLIFqNLRllnlNXFdZqtN2gLkqECRDKhZiGCuJAEsgAoyyqdhk8DZIoaTirDJIgSql0wPHTG8RxysZGD0NE0pyjv/ISzSzmuhuuJ0wSjIDm3DxRI6UyhiqvCKOEJGkxqg0yShEiRgiDsSFFkRMiaGQZWZY460oQMDc3x2DQQ1hLq5nCuApsVVVkDRfWN7+8TKGG1ERknSUCq6mHOUEYEEhBlkhkWEBpUWHCqNS04oQwMpRGEIYJUkYIPanRMQ4lta9cCMw8RS5yWuRCIjvOtw8v974LOcbd7pO1Fnt21I0QyCAgGD+xjxtihEaPTe7WWuK6ommMO8/rmrpWLOyvOVQeJt/sccttd7G+sUF/MOTkqRVOr66x2R+QlxWjPKeuNFhNo9FgY32dIh8yP3eIKApoJAnNRgOBpSoLojAilBK7uQFJRlnWNNoLHBACYwM6C4vMdxbYt7xMp5VRFiM68x2uu+46skZGlmbOeXicLjwZC41wbDmIYxdFJceF7yYEIiCQzscr3JpePQggYyzMBGVVkabptOKylBIzbqfUOBHfWMSG0tU5MjinbIxBWYsMQ7IoRmntCu4JgbEun0gYxNu/M3smC+dk2V7xaggELzouPV5cvMoIznV2dhdlyDjonyAw4zh15/AmA4OVBjDuiVxapDSE1rnYu0yEdlxl1Vk39OT3sX+C1hqjFFWjj1IlZVFSlyW6rkiUm2qpq4q6LlCVQtKkGK4TqJDAgC4GEBUURhGZAFu7/BpCOrOrLl367cGwYFQYjq8e59tPP0tVaQajgmuvvY7IBogwZGF5mVZn3oXJRtKlKiek1oZRUdNOEioTEKYt0rkFtEzotDucWjmNrgPiNKYoK+bm5ojimFHl/EqstTSylGargbtfupTlURjTSDLCpMXB6+Yoy5xmI8NoRUemlKM+qszJ0gRrDHpUELYa9DZPk4RNjAjRBrSyRIFE4r4rYdxNdzfe6BcyuNsdnvJnhYbu5IQ2a9luxMCF+lFcjIiaac0I5DnCCibRBdsdAY1VSHnm+MM42WbZmLwwlmDpENoYDis9TsRmKGtFrTRFVVGV1biImJv2e/qppzh9+jRvuPkmDl1zkDiKXG2RUBKOfQxqpabWRa0tBoOx7oEhkCHBOAQTrZGBIMtcXossy6aiYpvzYxC4TKbn6SeBs3xawbjM+QxnYiDJ3K1chJJQiGnfCSCSM27z4sxPl4PGoYUAKbHC+aqAs05Ooz1mfE97yQVdNzM+e7fXx/mWe/YGLy5eZWbOPI/PaWvHCV9sgMuw7TJPIoKxVcOVVRcYEO5lbeBSjoML7RsXKZPGjCNOxjU0xtkQ06w5TSeuKmc+rsoco/S4rkaFUhVCtMmKBUQdECiDKfoI3WU4sFSmpKwMpQ5oy9TdRGVFfzDk1GqfUVHxjW99m83ekFrD+kaP7hDedGie+fY8+w8eIk7nMKbGIEkaTYZlhZExQRihbUyvVECIqAS9jR5r6y9SV4rDh67FyhRVD4myBlJG5P2KMII0DckaCc1mSjjO2mmtRdWuOJWQmXPULC2rvZpGGpM1l1A6oC41VWUJCInjBsfXusRKoa1kMCqI2/PkVUWoDSJw8UHW6mnI5rav8wIH3bOXm106Ub5aQuBSiYtZba1wVrztC2FW/nE5WTfdmEXKM5lPJ0/1Yly7Vm+r1HomPflWc76qSqI44o7bb0cIQRxFLn+ElAjGobNuQgExDQO2zoIncAnCtkw1iPHAHkymHsYVc2GcH0aIaUVdhCsGOLujZi/bqae3Ld9aBG+HTYE7jc+RKvasnzO28WoPyrvZ/sRycik+y/PK8OLiVUbYLRVU3ZLpj+lTCa4gmQtpFe6GNVkrBFiBCIQTFpgzyZGERQQG0ARjq4Yrd+18OLDWJdtSmriu3bSKPuMYqlU9dhStqU2Pqh5iS0tQakzRQhWSiBI16jIaVgxLw7yWiCCjqhXD3LC2PuTFEyscfWkNGaYoE9AbGk6tH2exEbFwMMWKiFFRE0lBlMTIsEk90sgwQwSWSgWMKoU2NWV3laNHT/HYN5/kukPXs7jvGlompKwMNpBEaQOt+86/IkqJ4pAwCgjDAHADTFVVNLMWRsQ8/8KLrK1tIMOQGw9fR9acIwgrwqjCmhIhBFEEp1dPI4pN9rXnQLhshXWlMdqOs3IyDcq/GIfOHX0mdikudstrUVzMfL8Q08HwzLKdxtZxpM5kpkTYacZTKyw2mKxw7w/Gv4MbjIw27prZ4nsQiCbWWoooRErn56C0HvsUnPlsYy3K6C3vm0zlTPbUXclOQMipuJgc99Yn6mk/CDEzqdrFWgN2/X2ws/CY2fgScCHn0quxXc/e4cXFq4xgXBZ9/NeZn2fuoGLa4izFMa5Qeubvcfpkd3tEjLPQCMYiZipMnNnVYtFGEgjjUpJrhdTO0oHRGF2PMyMqRjomNHPoXEFRY+MIZYZYmRHENSaHUkGlBLFIMSbH6oiqEpxeHRAnbQgSylJT1JJaxxSVxRCytt6lmcZ05ueoa4EoNSJICIIEXddUpaWbV7x4/DTHjq1QFBZFyndeOMHi0nMsHvkeZJwxqrSz2gQSa13dj0AIsBpjNXZcZr4Ym7yPH1vh8194kBMrp+ksLHLnHTnffftbaIYJUTqPGbnshN1ckRcVay+d5MC+BQ4u7ac0zhwsROAyr078AMTupkUmy89mZh2QGeJip5Tcs7Z5IfH6r0VxYWcl7Jox6I6T3Z7BnkmbsVXybdUrU3FvxVRt2LFV0OJSkgcyIMsyZ6UIAqLAlWKfCAQxvpaEMTAWFu5lMdaMjSzj7QIyCN15Yu0Za8osUQXMqv/C2GLySpm9zRnt3G7vcqN2100vJa+WGPFcPBeUBeQTn/jEdvOfENx6663T9UVRcN9997Fv3z5arRbve9/7OHXq1LZtHD16lHvvvZdGo8H+/fv52Z/9Wedw9LrFOW26iqUTlTCRBxAIixi/pIBg+hLuJ1tvZpMb9Jl52zAMXVa8LSl3g9BlygtlhAgTwnjyyojSjCRrkGRNkqxF2miRNuZotDu0F/czt7BMc36RZmeRtNUhm+uQteYRMqY3zDm9vkme16ga8rxmMCwRIqbR6AAR+UixuTlgvrNMXVtOnlzh2LGXGI4KpIzRBobDklCmCBGhlKCoXM6BU6trPPfCS6ysdVEmQFnByul1BrkrQKUtZM05rHWVIuUkZC4QLnzXuLTrdVVTVRVPPf0dVk5v0Gx20CbgT596lhdfOoUxkjjKqGvD6ZU1jh19CU1Af1hwemUNGcUEoSSOY4IgZDI+BYE8p7bI1qfQs83j7LBcTObbx69gxvbOHoh3Wn++F+fbh7M/YxftZ7Wb9Tk7vWbu0yRhytkvJqGQZ17uErLbXoFl+pII5Ph6mTgvukvQYK0G4a7BsdHB1cWRk+iogDCOx1eoIIzcNSUCOXY4DQijcZhm6JycmTgzuo7ZUqxL4PxOA4RwfhLBOLW9lJOMliFCyMnzwlmvGf1xAS+7U5/O6OOz/xM7/Ae7POfOw67P211yQdeC55JzwZaLt7zlLXzxi188s4HwzCb+3t/7e/z2b/82v/Ebv8H8/Dwf+chH+Mt/+S/zh3/4hwBorbn33ns5ePAg/+///T9OnDjBX/trf40oivilX/qlPTic1yLRy5gUJ+bV6V/b2lvjbnbWuigFay1yfLG4mgHWrRMCxh7idvq0BqHFTacIQRBYIMJo7UzIMnaZPq2lQdNFjYgaFY4wacZC2iRbvJZRdwMTrbC+ts6x1XX6SUJ/UPDiyTWOrgzYHAnSVpNevsZafwMTaUZqg/4wIckVphMxKAN6lSS2EWGcIGWbfKQQzFHnI/QwpexHSNkhaXVY2+wSRyE2ismLAhgR1BVZGqPjAGskBAnWCEIaiDqm6AvKUFNryXpX8cxqzfM9w7WNlISA3uoGK6vrHD50AAH0asFaIfiT5zcYBhFxdjMbYpGTpkHaTAmbEmM3iUQDdIKVCcqMvx8xvuXOGDinhvLJE+vkhTOvn/3es75y9/d5bohnr5tpzRDB2Idn67LZ2QtnFT4750ScbOOcz5ldjG0WZkvfnPkcJ5rPZYaznrTnLhZnjn/7qokiFBCEO2zx3GOXUXjGagRjC8eWr3Br/40tHbM37BpsfY8YH/9WO6Yxs968+yRUs6wUu04cucMpZmfu0+65EKfKWXgx8PrggsVFGIYcPHjwnOXdbpdf/dVf5b/9t//Gn/tzfw6AT33qU3zXd30XX/3qV3nnO9/JF77wBZ588km++MUvcuDAAb77u7+bf/bP/hkf+9jH+MQnPkEcx+ds94pnFxfKTi2sHa+c3o3O3KTGLaa1Gs656Y/dNSaD2FZHtkDKLU5t7ndEiLAGI0MiGWDjGJumZI0mWdokSVs05jrkoxEbxZA/ffppjh1bIc81RWUJ6ppRMaKuFWmaEEhQWpPXirBQ9IcVK2ubrhx8a45RHVBWhjhuYEVEUdQMhwUQoLRBG1csKWs0nFXGBKhakefD8dOm6xgZhEgRoJVGyoiNjU3CJKU/WGFpaRltDC8dP87+xXliAWvraxRVjQ4MRW05ubrJytomG4Wms9hk8cACIkzJmnOuA+3YmXb8TVnODDzbPGm2fs9n/b716clubbNHT1Wzns7M5On33MbnLLLsTrCcZwd22WynaZUL+JxZbXd6/wXs19mbsmfmW7Y7M2753V2eO+zTrM+YGH+mn7HTLl7IQHxhy1+WyT3nIrjYc9qLi9cHFywunn76aQ4dOkSaphw5coT777+fw4cP88gjj1DXNffcc8+07a233srhw4d56KGHeOc738lDDz3EW9/6Vg4cODBt8573vIcPf/jDPPHEE9x1110zP3OS4ndCr9e70N2+Ynmlc9xCCGc2nlo5zogLcdYyAIMrIy+tdMl7bAq6RtcZaaNJs92hs7RMXVd08yGrG0OOHjvNKM8JowZ5PqLb7aJUTdZqEEcJtdGMakNQarrDiooNZBQRrvUIowwrQsIwoyoVeZmTFwVW4CJb6hpVu/DTsiwRtiYvakajgkBYEBarFFK4kMFiNGR9XRBGEYPBgChJqEZ9FloNRoMeG2urLMy1KIoaZEy33+XkWo9njp1kZaPPej/H0AFudGmS5+bHg/PEgH7hnK/K6Cs12e42OdUswbnT511QwqtdbnOntnvNq2X2vlTHtNP7d+PU6U3+ntcyFyQu7r77bj796U/z5je/mRMnTvALv/ALfP/3fz+PP/44J0+eJI5jOp3OtvccOHCAkydPAnDy5MltwmKyfrJuJ+6//35+4Rd+4UJ29XXBTjeO3dxQpkluxo5lW60XQRCcE5JnrMUSIITBCgkYCCQgXUrgKCFKm2itCfI+t7/1u9noFnzzW08iRER/OKSsyjMJfoxFBxItM3IlOL66iV7ViEAQJykyyghlQl1bur0hUmhOr29ggois5bIFpklMHIdsdjfJqOiPcmqlMVVFgEbrCmtcUScxPqaNbpcwSgFJK45opxHDjQqwjIYjhnlJf1hy6vQGTz/3Ii+t9tkYlm671tJoNEkbc0RRikWOX2NztpjMiez+u9tJRLxScbFbsWkFu45qmbWNV8OM/WoMxK/GAPtaEBaXU7BdDK+1/fFcPi5IXLz3ve+d/n7HHXdw9913c8MNN/Drv/7rrrLfq8TP//zP89M//dPTv3u9Htdff/2r9nmvRSbiYNbNdKebkYBtQmKyna3bnLyfieOatQgxLuaFQEQBgghMhJQJaE0jDLn5lhZB3CKb6/Cnf/JthvmIJImpVT3OCFoi4oS40UBb6PWGaKMQQhDFGmVGhGFKWSkG/ZyQGhEE1LqkOSdQqqLVnEOrmsGwRktDdzCi1pqiyEkjiaoVtaoZ5a6cPUHIYFQi44BhbZDNlLksZVW4FONFUXDi5Cke/cYT9Pt9nvz2C2wMFRuDnDRqIkJJc26OJG0iggjriqzD2ApgxYXZjM8WEGf3/azlr4SZ1ggRYC4iZPZC9uti2+029PJqGbiu9OOcKXb3ONmW57XPRYWidjod3vSmN/HMM8/wAz/wA1RVxebm5jbrxalTp6Y+GgcPHuRrX/vatm1Moklm+XFMSJKEJEkuZlevaM538z/bn2Lrcuz2i3qbmDhrG8FkCmDivo4brIVwuTUQEiEMYWixgUSEhjfdOkez3WHf0jIPP/wwVV1xauUU+TBHCEFuBGmYMjffQpBQVDkWS6EMRWWQMsBYiRYRRisCC8qCCCSNLKPdalKWBVEqqZWmMhZlBcporIiotXH5KLRhMBgiRhVJo0VvVDKq+siBpZk1mG+3Wd/YQIYReVHxjcefZLPbZ3V9DWuh0pAkoFRNkjWIk4xaa5fBUwTjRE+4WitbkiLNEg+zvNR3EhWz/n45djuFcSktF7OqYG6tknm+7V5oMqQrfeDdDZf7GPda7O5VwivPlcVFiYvBYMB3vvMdfuzHfoy3ve1tRFHEl770Jd73vvcB8NRTT3H06FGOHDkCwJEjR/jFX/xFVlZW2L9/PwAPPPAA7Xab22677SIP5fXP+QaGWfH0QgDmXIvFrIs9AIRwHvYGc8axSwRObwSCcW1spIgxqkQKy6FD1xLHEfOdNk/deAOPP/44Lzz7AhsbGwxHBQEh2XybRrMBoYtmKaoaU1do7TzajAgIhGRUlkzyBSwudGhkMf1+n0DHRNIJkkpbaiPQBCgrGZYaIyJqIpQRPP/8S8RZi/4wp6h6yDCkVhprA1pz83QW9vHsc8/zwtFj44ReMUa4+gtB6MIDi7JmYXEBGUUuVFRGyCB01VTHImwnAbF12YX4MlzMADvbaiVmevVdqpv8bkWTH3ReW1xO/xXP64sLEhd//+//fX74h3+YG264gePHj/Pxj38cKSXvf//7mZ+f5yd/8if56Z/+aRYXF2m32/ydv/N3OHLkCO985zsB+MEf/EFuu+02fuzHfox//s//OSdPnuQf/aN/xH333XdVWyb2itlPirtrJ8cunYwnA+w4/fIkZv6MdQSESIiCEKUKRBiyuLyPu9p3cd3113LzTTfx3Hee59ixF3nhuRfobnRR2pAXBXlRYqxmkBeM8oogSIgTiZAho1GNUpo0jcmyjIMHlulunGbY75PIOSo0vWGO0pDXhqi2jCrNYGWdhYUFylrRHeacXu+T1z0arTYnXnwRpTXt+XlkGLN84BCHD9/ASydWUEqTJJK5ZovOoUNUZU6zPcfi8jLNZpswzIiS2Fl1pHQiIwiZFC2bJSZguxPn7r+ji3OK3HnZ7i0Xu9mmx+Px7JYLEhcvvvgi73//+1lbW2N5eZnv+77v46tf/SrLy8sA/Kt/9a8IgoD3ve99lGXJe97zHn7lV35l+n4pJb/1W7/Fhz/8YY4cOUKz2eSDH/wg//Sf/tO9PaqrkJmDwQ4uArOfdO047HIsMSb5GLbMlDi/A0FpXESJCAQWBUITKEF7vs3Nb7iZudYcS/uWObh8kJMnTtDvd+kNu5hxgbWqLKmLikBCIGIsAplkCBmhteKl4yfYXF9FlUOSm2+ATpthXrDRG7gU40RUVtIdVQwGPXIjqBWMKk2vgtXNPlkVMLd4gNXTp+n2c6Io5NTKKo1mm4WFRe66806azRZz7Tn2719iMOhx3eHruenGm1lcWEbGkUsYEOCyRQbjwXlckn6WuNiNH8WFZNOcxa7FxUVaLry48Hg8F4OwV6CnTa/XY35+nm63S7vdvty785pgx6/RbE+ubCfZDc/ZQImwetxmkmNDuAyFk6JPuFoluW4QSJBCYW2B1gW6yimLkmE/Z/30OideWmFzfYO11RXW1k6z2d+g29ukUhWDYUGvP6KqDEoFFGWJFRKraowuCawiiwIiabjp8HVcc80BjFEcPfoCpYKNfkmzkWG1QlUlSZqiNARJxsYgp9QCZWB5vo1VGikF7bkW11xzkGsOHGC+Pce+xQUWOvOkacpcq0XUiDl48CBzc220gbTRQE9TczpLjhCCwMqpuHi5aZELqdp4seLi7OWG4EwNmi3MmqrZ7edcKF6geDyvP3Y7/vraIq8TZlsuZogIMU4EdU4SBDlNEDVpB2JcDlu4/8eCI5YWpTTK1GOLRwBBRBQHtOZiQpnSaM7T6/ZYXl9mMOjRG/bZ7G5QlAVlpRgOc0ajksGgoD8Y0OsNKMucMh9hVEkWS7Ca9f4IK9dpNBsokVBbTbPdpNnIwBriKCSKItS4FshNb15mWNZESUo7TVlcWGCu3WJxocPB/Qdot1s0Gw3iKKTVbDDXbCGjECMMUoYEQUiaJGhjXTE4sUVgAIENtqRDPrvfzyybTCrN+FJ2+E7OXTZzaJ4lLmb5drBzMbTd4sWBx+N5pXhx8XpGCJBnDRDWYo3YLiQACEGcezq46ZHJ9tyPwCriEKyVWBtggwgpM0xoELKGsCZstGjt28f+w9dTliVFUVCWJVVVMRqNUEoxGrnEW8PhkMGm+9nr9SjLEmMMQRA4y8LcHI1GgzcEAVEUkWUZURRNo4iiKCJNU6R00zXRuAZElKWEYThtlySJqw2xpQ6LkBKCADl5+hcChYBAzIx4CLZ0x05MppHMrIYzl+0QIrpLK4Nhp6mR3XGhESsej8fzcnhxcZWym8Fkp6mWSe6MrWGwk+2FYUgcx9Polcl2Jn8bY6jrGmMMSimKoqCqKurc/SyKAq3PlLaeiIM0Tc+IhihCSjkVE5P9mRSOmrw0MKk9sVOI6NlhobOWb+s3LmTQ3mVDj8fjeZ3hxcVVyMU+pU4Gc9ieQnwyKEspAbYJjAkTgbH1d2MMVhuM1mhjpsm/tm4HGEdsuJeAc8TC2VMJk+Lo0/eMxdBO+3329mb6R+DFhcfj8bwcXlxchVyMuNg6AJ9tvTh722EYblu/Nf34tu0hsHYsRCbOkoEYO5ZO4lRcBMSk5DmwzX3Bbv1t/IcMtouEyWfPSvJzbo6Q2QJDCGa7UpzTTy/fxuPxeF6veHFxlbFXc+s7JXKaZamA81s7AAIRbnuvEwLnWhK2vndbafqt2xNsa781qdXZy3ZKLjZLLJ31kS/Lbrv6CgzY8ng8nvPixYXnvJxPjGy1Xuy2PWwXFzu9b9bgv5ttv9Jluw3RhN0JDCsuTIjsNd5B0+PxXE68uPDsyKuRvnmWRWA68TFjW2c/07sEmbv/zAuJmNgVF1C77GLH94sVCF5geDyey4UXF57XBE5c7LLhbgf36YY9Ho/Hcynx4sLzmmDXGuACnsaDC6uQftnwFgaPx/N6w4sLzxXHrlNlX8A2L6dT5YXUIfF4PJ4rAS8uPJecWREYu/aN2PLvbhrvaqZlRgn6l9mBvW46MzzWWzQ8Hs+VihcXnkvK+TJfXi5ejUH8YrfohYXH47mS2X38ncfj8Xg8Hs8u8OLC4/F4PB7PnuLFhcfj8Xg8nj3FiwuPx+PxeDx7ihcXHo/H4/F49hQvLjwej8fj8ewpXlx4PB6Px+PZU7y48Hg8Ho/Hs6d4ceHxeDwej2dP8eLC4/F4PB7PnuLFhcfj8Xg8nj3FiwuPx+PxeDx7ihcXHo/H4/F49hQvLjwej8fj8ewpXlx4PB6Px+PZU7y48Hg8Ho/Hs6d4ceHxeDwej2dP8eLC4/F4PB7PnuLFhcfj8Xg8nj0lvNw78Eqw1gLQ6/Uu8554PB6Px3P1MBl3J+PwTlyR4mJtbQ2A66+//jLvicfj8Xg8Vx/9fp/5+fkd11+R4mJxcRGAo0ePnvfgXu/0ej2uv/56jh07Rrvdvty7c9nw/eDw/eDw/eDw/eDw/eDYq36w1tLv9zl06NB5212R4iIInKvI/Pz8VX2yTGi3274f8P0wwfeDw/eDw/eDw/eDYy/6YTcP9d6h0+PxeDwez57ixYXH4/F4PJ495YoUF0mS8PGPf5wkSS73rlxWfD84fD84fD84fD84fD84fD84LnU/CPty8SQej8fj8Xg8F8AVabnweDwej8fz2sWLC4/H4/F4PHuKFxcej8fj8Xj2FC8uPB6Px+Px7ClXpLj4d//u33HjjTeSpil33303X/va1y73Lu0p/+f//B9++Id/mEOHDiGE4HOf+9y29dZa/sk/+Sdcc801ZFnGPffcw9NPP72tzfr6Oh/4wAdot9t0Oh1+8id/ksFgcAmP4uK4//77+TN/5s8wNzfH/v37+Yt/8S/y1FNPbWtTFAX33Xcf+/bto9Vq8b73vY9Tp05ta3P06FHuvfdeGo0G+/fv52d/9mdRSl3KQ7koPvnJT3LHHXdME98cOXKE3/3d352uvxr6YBa//Mu/jBCCn/qpn5ouuxr64hOf+ARCiG2vW2+9dbr+auiDCS+99BJ/9a/+Vfbt20eWZbz1rW/l61//+nT91XCfvPHGG885H4QQ3HfffcBlPh/sFcZnPvMZG8ex/c//+T/bJ554wv7Nv/k3bafTsadOnbrcu7Zn/M7v/I79h//wH9r/+T//pwXsZz/72W3rf/mXf9nOz8/bz33uc/Yb3/iG/Qt/4S/Ym266yeZ5Pm3zQz/0Q/bOO++0X/3qV+3//b//177xjW+073//+y/xkbxy3vOe99hPfepT9vHHH7ePPfaY/fN//s/bw4cP28FgMG3zoQ99yF5//fX2S1/6kv36179u3/nOd9rv/d7vna5XStnbb7/d3nPPPfbRRx+1v/M7v2OXlpbsz//8z1+OQ3pF/OZv/qb97d/+bfvtb3/bPvXUU/Yf/IN/YKMoso8//ri19urog7P52te+Zm+88UZ7xx132I9+9KPT5VdDX3z84x+3b3nLW+yJEyemr9OnT0/XXw19YK216+vr9oYbbrA//uM/bh9++GH77LPP2s9//vP2mWeemba5Gu6TKysr286FBx54wAL2K1/5irX28p4PV5y4eMc73mHvu+++6d9aa3vo0CF7//33X8a9evU4W1wYY+zBgwftv/gX/2K6bHNz0yZJYv/7f//v1lprn3zySQvYP/qjP5q2+d3f/V0rhLAvvfTSJdv3vWRlZcUC9sEHH7TWumOOosj+xm/8xrTNn/zJn1jAPvTQQ9ZaJ9KCILAnT56ctvnkJz9p2+22Lcvy0h7AHrKwsGD/03/6T1dlH/T7fXvLLbfYBx54wP7ZP/tnp+LiaumLj3/84/bOO++cue5q6QNrrf3Yxz5mv+/7vm/H9VfrffKjH/2ofcMb3mCNMZf9fLiipkWqquKRRx7hnnvumS4LgoB77rmHhx566DLu2aXjueee4+TJk9v6YH5+nrvvvnvaBw899BCdToe3v/3t0zb33HMPQRDw8MMPX/J93gu63S5wpmjdI488Ql3X2/rh1ltv5fDhw9v64a1vfSsHDhyYtnnPe95Dr9fjiSeeuIR7vzdorfnMZz7DcDjkyJEjV2Uf3Hfffdx7773bjhmurvPh6aef5tChQ9x888184AMf4OjRo8DV1Qe/+Zu/ydvf/nb+yl/5K+zfv5+77rqL//gf/+N0/dV4n6yqil/7tV/jJ37iJxBCXPbz4YoSF6urq2itt3UEwIEDBzh58uRl2qtLy+Q4z9cHJ0+eZP/+/dvWh2HI4uLiFdlPxhh+6qd+ine9613cfvvtgDvGOI7pdDrb2p7dD7P6abLuSuFb3/oWrVaLJEn40Ic+xGc/+1luu+22q6oPAD7zmc/wx3/8x9x///3nrLta+uLuu+/m05/+NL/3e7/HJz/5SZ577jm+//u/n36/f9X0AcCzzz7LJz/5SW655RY+//nP8+EPf5i/+3f/Lv/lv/wX4Oq8T37uc59jc3OTH//xHwcu/zVxRVZF9Vxd3HfffTz++OP8wR/8weXelcvCm9/8Zh577DG63S7/43/8Dz74wQ/y4IMPXu7duqQcO3aMj370ozzwwAOkaXq5d+ey8d73vnf6+x133MHdd9/NDTfcwK//+q+TZdll3LNLizGGt7/97fzSL/0SAHfddRePP/44//7f/3s++MEPXua9uzz86q/+Ku9973tfthT6peKKslwsLS0hpTzH2/XUqVMcPHjwMu3VpWVynOfrg4MHD7KysrJtvVKK9fX1K66fPvKRj/Bbv/VbfOUrX+G6666bLj948CBVVbG5ubmt/dn9MKufJuuuFOI45o1vfCNve9vbuP/++7nzzjv51//6X19VffDII4+wsrLC93zP9xCGIWEY8uCDD/Jv/s2/IQxDDhw4cNX0xVY6nQ5vetObeOaZZ66q8+Gaa67htttu27bsu77ru6ZTRFfbffKFF17gi1/8In/jb/yN6bLLfT5cUeIijmPe9ra38aUvfWm6zBjDl770JY4cOXIZ9+zScdNNN3Hw4MFtfdDr9Xj44YenfXDkyBE2Nzd55JFHpm2+/OUvY4zh7rvvvuT7/Eqw1vKRj3yEz372s3z5y1/mpptu2rb+bW97G1EUbeuHp556iqNHj27rh29961vbbiAPPPAA7Xb7nBvTlYQxhrIsr6o+ePe73823vvUtHnvssenr7W9/Ox/4wAemv18tfbGVwWDAd77zHa655pqr6nx417vedU5o+re//W1uuOEG4Oq5T0741Kc+xf79+7n33nunyy77+XBR7qCXgc985jM2SRL76U9/2j755JP2b/2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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img_raw = image.imread('../data/catdog.png')\n", "img = transform_eval(img_raw)\n", "plot_image(img_raw)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Inference Using ResNet50\n", "(Go to top)\n", "\n", "Now let's generate the predictions from the pretrained ResNet50.\n", "`pred` will be a list of ndarray, where each ndarray is of length 1000.\n", "Each number of this 1000-length ndarray can be applied `softmax` to \n", "represent the prediction confidence towards each of the [subject classes in ImageNet](http://image-net.org/explore)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1000" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pred = net(img)\n", "len(pred[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The access all the existing classes of ImageNet, we can use `net.classes`. Let's take a look of the first 5 classes!" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['tench', 'goldfish', 'great white shark', 'tiger shark', 'hammerhead']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "classes = net.classes\n", "classes[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's see how does the model think of our input test image?!" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The input picture is classified to be\n", "\t[Chihuahua], with probability 0.451.\n", "\t[Brabancon griffon], with probability 0.035.\n", "\t[bull mastiff], with probability 0.016.\n", "\t[Rhodesian ridgeback], with probability 0.010.\n", "\t[Border terrier], with probability 0.008.\n" ] } ], "source": [ "topK = 5\n", "ind = nd.topk(pred, k=topK)[0].astype('int')\n", "print('The input picture is classified to be')\n", "for i in range(topK):\n", " print('\\t[%s], with probability %.3f.'%\n", " (classes[ind[i].asscalar()], nd.softmax(pred)[0][ind[i]].asscalar()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Feel free to download and try other ResNet versions (ResNet18, ResNet101, ResNet152, etc.) in your own experiment. What is more, try to fineture on other datasets to see if you can improve the model performance." ] } ], "metadata": { "kernelspec": { "display_name": "conda_pytorch_p39", "language": "python", "name": "conda_pytorch_p39" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 1 }