{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# Filters, Contrast, Transformation and Morphology\n", "> You will learn to detect object shapes using edge detection filters, improve medical images with contrast enhancement and even enlarge pictures to five times its original size! You will also apply morphology to make thresholding more accurate when segmenting images and go to the next level of processing images with Python. This is the Summary of lecture \"Image Processing in Python\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Vision]\n", "- image: images/edge_sobel.png" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Jump into filtering\n", "- Filters\n", " - Enhancing an image\n", " - Emphasize or remove features\n", " - Smoothing\n", " - Sharpening\n", " - Edge detection\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Edge detection\n", "In this exercise, you'll detect edges in an image by applying the Sobel filter.\n", "![soap](dataset/soap_image.jpg)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def show_image(image, title='Image', cmap_type='gray'):\n", " plt.imshow(image, cmap=cmap_type)\n", " plt.title(title)\n", " plt.axis('off')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "soaps_image = plt.imread('./dataset/soap_image.jpg')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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jc9UTVLHlqYxNv0jfSFZkIY0W6G26aYr2Nm4Rt9eVa5SkaCnUnADni47CR4eG9CX4rC3SFQdPgiCxgJOytTwWZ16mfdfQ2dFXril3z2HIjGTKWOM4D8eMsTpI2mAsmySA5LT5rPW1ysIrdxqij5GGbkNdsXmGUhgtMWVBzjLugfjdPZRN76u07W5ZTM7etqUPb5j+qro4XPr/LpBSokwzOkhQB0nJSjiPiDZgTRl5a6t2VLwxud3JGqa04Uht1pYKScFqKOk05HVjro2S2dAgmghOtrUhSSBWzWl53wy0KXRpSh+TMLKEBZmen+24PkxLX+UkTFijsiXYy5yZp+iXisem7YH8qxs5jdRaF2qj2oxKpvOvLoZaAJpZo4+MxB5ndsOSkNUYPEzx6s4eZ7fb8fgwrdyqOTNG6VyzO3tPFIfdANTgTq8ArcKI4WQusvFaMfauXFKCEnG4kxM1BcrN5lwMO6rAtU9MYuzcKAj7OlIcHtcDgnPn7JzBjFwrD1TY+UBOxljhUxipVqrDmRQuMSqJnSuzCWMKVD+bL7rGfuX7nsqhvnH5vhTmkGg6NbNFELmh+J5Sv8JrU7Ly1GuHciTMjGShBO2Ggl8W36KUFldqNE5Oz+cSi10QzG3lgtqG4CJBZXSvu9VT/o9Oa3CiEEPJrIt84VHb7S6K/w02qBOuslYsK1orXuEj9xSugrukscGxktiY9H2DYfmbNMw5a6+piprgecAGQ54/BwT2ysQBPIVvywccQyVhtW6UnC8WwNKutWNiw2z3cnPDUNXmASyhVIcBhoEJRwewWckqFOsorbZNmlNzn979G665o2SasuwecGKsaq2hgFQW6yIUWqAzIxTaQrcYuCpxxMai2Dg1c86UUhq3GvMti1IbYjQs5ra2ednvU1s8SAcQbb64CiqBkLxxiVbXTSEceRNCQlN49U2I8YoZgebEoUxYs+bSICiKmpFSpljFRZhrOFCC8mjRAc3RuEsDtfPB3WmcBmqdGdOOOheGLBwxkgrJhXEo1Fm5khnJB95dPo9X/SHXapxpCg45GYdSKAglKyKxuZ154qzpkEcyc/AKydmXgaMboyvPpIxa4WUKz7nwcCqIC5eEeQ5AEq6KUevMLg2YCq/5xOV05F3DHXZ15sqNe+KYHHmYnR0J8shrhyP3UaoLFxkEI5nxCoVzTRyqUbPxnJ1xNhivXh0ZBI7JOcwrReJuML9FDhXzhbRfJj4bM37DF55wWmy41o5AtsdseECvYJqYVQOZbRSSu4dSvHHOuHNZHEv9/iKQp5ljAnRvfNLFhOpt6siVnGJxiBE+EMG7Y2Brzna0DItTaHNjp/2y5Wif4Dj7d4LiMMBzhofzk8rYNnxvpzA6XbI4Xurat80EN92M3W6EM4E6Q800j9ITG0NHoYszZoM4l/Y1JC6tX8V8DSGSCJ8xASnRdyYWyFMrUgApEVXQ7ldzjnsO71pDfnoS1dHpA2meoG6minYKZEX8knQNG6IhTo+QOinWOKjgVhVBbw6JrRueqlLqdMJ5ukS4j7Xf2OjjfJ2C6k4o3XDPy9i7L4jWCJ62t7FfQ9sjtswLJhUdNueTiBqwGpZcbCzBnZpZcJVmJDu1vLwGaOl9VG+sKTODauSUKCVCzGZ3MoJaUCE23+EoV2CJsZyzO/sMRx+DTx6E2eGyzByrMUpCrHLHlbuuzD5zSaFIgIRB4FkZeCyOD4nz6uzNGSIugGdEOJeR3ZDZNeDT52dKiZ2Ecn5cClOtjJK5roVjNV5gx2MzKImpCvOo7M04HzPvkB1Xg3NlxifUOKtGrQNXhxlsx8DAh6cDUpQpJx7KxEUJ65saYYDMW4rmSXnTwP4tP0bjH7BTpNgXqFdbec6tklkUqCwoo/+VhmpkO/HYKF8NZdhDcehOio1SwX0xh6rVxSuv3uhM78quxTq2xbBMOlXQwlelmZ+9u8fFWSEgzBElQzoGmEICgQU5vJxTGt/Y+T22nON2E0ihBCAmf0AOQajI0JSd20rBdiXuHmiiHd+5vR4rKt1ZRnO8deTYJoCWBNaUoaUYn7T287Lw3EHT4giKzTStm4P6ooBjbWg47CSOz2VH9kZndG83LYIrxeY1TLsYw9p+RUB9ifFNLT7XAcyCE3enc/edEloiDdr/2ZpJXOqiePpGO9fCuFsVrpnhGv3ZHTHh0Y/ve7gHo+20CAAjHEzCck1cSSrhN2z8i5u0qIQI5bOpNudu0DipWQI9XjXlGFuThrYbcsU1YkVTRrIEQtbOn9uCXr21QT1RaqyDWivjOEZbNDz3J95/GqWk48KfhkfeEK2oVPZmYU1QcElccsD9LndeeYW/N1R+DzvyIIye8cmZZgOFi3zBs6IMFe4rlCw8k+EOwiAw4GQyj2pw4LVkHjew81AyYvBSKRwzTGXGa3C0kuDMICVBxUAqIw2UJLhOxpU6sxcuJPNQCl9gA7siPK5KnZ1HOyNZokrinSgfF+cdQ6YOmbNdCp22G3ilHGOsPHPVwtHULaxojzjt15M3Vag99rGjAHdr/GNTlD3IszlfrHOT3SyPWdsm2yYagJWjWt7riqcjQ1hClyg10GpeEciWq1zN+k3o0nKMrabr5pjF814rfOgj/Pv+iP/ozgO+70vu8vPE4dowmxmO905M264ol/aoLDGrwJoA8ATi3HBzKTYmLDzEbrB62jonayfnPDG/W38uSRbt9RJq1uIITVjogJvmO3DKj3al2se1tr7px1tsol7rovTNHTKcX8/M5YhIioXe+trd0XLO+QxSMmV3BFUq3tBWDUulRUDUUkjDsIyldbrFWeIkaTyhii+mdsWRTCBQpCHQ4CdTShzn0rjj2KDNV1pjiSpISs6ZRF7Q61bh9jFOEpuoeHiZqziiOTbcmBDgGs60rAsP3ZX5tr9TGoL/be0DllhWsWhfqo5NhYwic0UsELHUwtitsGaxaQ4ueZqmiAKQ4EG387d2hN2ol1pr6zMQSbgo1+LU9r3qsfnr5Sv87lePvHq84p1XE8era9Qqs1R8N/FVk/NL5JJPyyNcRh5UmMwRHXGB6k6eYFJnlwYuqoNPuFWuvDBNBdMIt/JqZB2Ce/UI63rITJ1ic/LiDHlH8syEM00zd8gocJWEivBaFi5tJmfFk3NVJiavXNoUoU/V+fh8SZlnXpkuuacD+2IR6uURajc0Z1+tNaIjzKA+7Qk/IW+iUNeYuBXB6BJEvVVmcfjG1DWLae6RhYH7wtO1E25QXizAE0pgy11u3ou1vSrpZRJ3WdC0rZN3gehrKFRfTELzvj93l//kH3+U3/GjB97/D6/43islDQOkyjxcPr17ttDfKx1FudcFofV76o4sbwgOOnpu7Ut6cj5vgcYnbRZZnFVL1IB5RCpUWxT5OnyxyS2IcTOG23E98apz6kyBtqn1491JLaynK5izIlzuhWf3StodlxjgbomU8SHVMomEdz6qoVtpaHftUomY040ikxRETkerPW7T3U9M/FLWBI8e46kaii1rBI1vverdedPnpXlZ4lFFw+OdB8WtkLI0D3g4evp1I8kj0GVHr0s7muLqr3vM6bavrdQYO2dx5HQErAhZoahSkzBZQcewRiqVcb+LNqZoS1hfwVtKTsGnNi7ZWppdmdewsd7v1YjNqVESZTbIO7zCIENsHoPicoffd3XJDz044x8cK7YfsTzix8TXfOJT/KmLc77xwvmlco9desTDOrMXyGSSRkxJVdi5cu2FXR4bOk8cJCOaI2xMlVpnruapRTko99iRSMzqHFPimBKPpHB0Z7DEfjzjtTKBjjA7iPLocOQZGXlUjqTqTB6W0rklrueZ7EKuyl5GZKocrHAIxj+4bSLxo04zPodF1TgbXk/elEPtsuVCt68XxdoogSXouB9nFrrGN97ZreKQ5YQniHU1T1hfb1FK+84byWlo1un7J/foDs++wA+/58v4/mcy5GvmiwOi96BOCGcn97Xtm5NNQE83icXcP0HLa7qf6+b97vFepCcUdPNCT857MzZ0y/Vxo33ba7MZx6dFeLzee1vPu+HLpoAZ134NVwOf99In+CM+Bdqqm0SMec/ZvcJXi/AeOS6KcQnW36YYbzZSNvPhpF97D5kt6My6U8fW9NUuaemWhpixhZ82L+s1GlBY2gYn1EJ/3TfqsNVO+7wj2Tj+NFWWbmq3dpkQ6K/F4/ZIgsVnkeKa2UAKZJS9asuSig2jc6oRkuVL2mwPPxMRSnNgdQeYtBjm7bwxlyVlu3OWqkrCSeJINfb7QvoZ7+e3a+VPnDlnszLJRFLnk/ef56988rNcTVd8SD7L5dV97uiO52XHOEOeA+DMbotVezXN7JtT1X0d39TWkg5DG2ineEQC7UTwuTCiLdHAFvBkKpASU6MASHBthT2gKpxJotTKrE5VuMYjc4uIKa7VGIk0da+Gu1BqXWFKj7ypb1WhbhUmqzf8xFHTj6neiH9fEWxLhXNf09g6El0mWf9fTxXGolxbIP9iznbkgpxM7q2Slebh8PaDbPhW1nCfjgbcDIYd5dmLIDmHPcz3KPuXgXPQ47KobirW7Xu90xdnmqz8Zo9xFQ1TP2JSW1rihlcNL3BFOqrdoklbF353JvTJ7+7UUtZNcLv5VVvGYDlfH7dN3/XXxsZrD3H/cUD0Q6d2iCiMbJn8Xd/Np3/8x3hvuovMFUpdsmzkU5/mL2jh39l/hiHvlgm5ReCd+40XG8ujK39hMf8BavUWlylL23BtcbvBc+kgscGbkwmUKm5k4CwNmwWsZE1oc+pYrVQPs7MHxLs7ajDmgWozJbRYBKy38CITTjbwCNqP3zo3KkL1xHrpKLuUufVtWnjfPrcmjJpg8sjSGUR4Ju9JRUDXPki5ObRaeJ4LFG9x27TU1oaEY821bC2atdEcQEmBWqlSOXhBJLKoDranDgd2z9/lIXcZLg7cEyiy51MXZ/zH95/h1097HpbnefHeNUPNvFSv+AmtXLYwtjFnrpJFrOheeTZn9ipcJAJ1qyA1+GurlbHClJxHWjkm5TjP1JSY3TjYkeeHHd3yTDN89ngNY+auD9zRHV4rB62hON15rmaKJu7rLuZNjTArw7n0SpmtJSUKNhsiw0I7eol5zeH1OdQ3jEMd/vQPe9kfIehfqH0n7eanLXykSFcsnwMty0YhJWC2WFBwGndq6/vbz04Qw2LGbklMWRZzD1c5yd9v0h1ZodhtUVS0oPQlRV4ErNDrEvTzx2e+nHQbQ9sX2JINZb7GWlYWpdbbenJ8Q1Cn+f7r8UsAvJ56QDvKQVJTrLbUHVjRneLqUCtpHBmuhEM+gDjqO1yeTPEM85UV3W5jRk0gC/7oIRxndi88z1y6ko4Yw1QH5unT/CbZ8W16H9fjk3GnN8ZeWDniZTPuG2pKy3gv87eNr+ZEj7dcHDBe2aeBqjBNkZyhCKYsSkY0EgjiJJu29/1Jbcl/V1mz1MIcjnx6ZmHyI64joNggDFKRKkwC4xSICLpDL/7O84z1OeStDRKILLlxlFCC1Y1KhDGZGeOQmEu03XNTzqxZVj22dEmjZrU2tv4Ar4ZnRdt8KUZs6qllmHmlRioXaYzNB+A4H9gNI+5CSsKVG1mU+yQkOY+OM+aJs9F5NBs7ScweYV2Gs6sVTwPHUpFkuCZGz0zMJJSsGhRFTniP0PBwlCZxvBZQ4Y4qV41/GlJmEOdRjVx9ofLYjCLOYBFLnlyo4sxWg2O25ngURUpLn6+RrGBmQVNVg6lEyFQt+G/5mifNQN5E+9Vc+MKHxt/QI1KH1YxryFJSWhBjh+zbhbiEgixIZ6MEYfHk3gzm79+RlCKMSWghKeGlFWIXIYG3dL4V3bSFJjRv7pMmf1dmJ3yWa8uAkmXhbM8Xbd2gvq5oWRHf1unj3dvfT6OnZm2gT5oijxCjLa2xKGE2SqObyjecUMvCaO2IaIDTwh69b8NJHBW4ajEOu0LiDGSHcSPNk27CWpiZ0hICnMXx4u6k6uj+Ann+OY7FMPWICGjeW0/XkJ/hv7xzwajHE/N4e52+QSzIdfN5R3LSM5UslNmQ8gma7iZ6N91VI5iOFi608LYiUGwp9lJb+FPvs9XJGab31hQuJdBjHgcGTVRzBpTrwai7UEIGpEeVPyvCn7qZr0UAACAASURBVMo7RI1pWNdIjx0+TDOVKOSiieBH22fFYnNcFLkqUa8hspHUaoSm9egLrwtH3HP2K/VkDqzpuJBypP1aCsBwpkNwugLmssT2Vo+ohGFMFINDqRzKzDDsEFdmN66sMJTmTDLnqs64KCUVDgIX7DHC6ZRIXKRM2u2Y3dAhM+Qd9z0x28zOlHt5IHnMo2IVkYRaXiyJ6qEAXRKvNTRfEM5EuCozsxuXFB7MlTMS910YNaq2mUIxWyycnhTSHZFCrEErFT9OgUqLIRbKVJ9WUKn37+t+Avj+gp/80Q9z+ejAvyfHOHHnD9zZevB7TOl28AI5tmD9mwu1nWO7sBYU0ng6b+FPHVF0s9bRuKwLOuziuOaVlu608c2C3V77xnsnDphtfOraiBNluTiStPdBM5+7yboxS+nKkbYhkAKdqm+qR6U2DJGDDy3mUjYLf7nlU1P9aRWWln5nRSP9GDOjzkdIsajUDHQOWkKc5NMJ2j3l/1iuabXly1PRQSkKJr2PNsq/SRlyOHGOwjGX0/vcIKbu6d/e9zpsPTSvFQNJa0zqFp0uYU3t+Fojq+xYTs20jtq7g0t7POyNtndHjdXg2rrS7cfWKjCMPCwTqQTFJePI7tGr/LVRee7sig/Iq0it0JxenSM1FwbNZAIl5ca5LkrXjbnREMV6ERRBO4LuDrgWV5p049TqpQ/hiXjb4Jxb5pZqSxlPHOociL45ybIoQxLUNYqatNjdLIEee9x3cthVxbLyjCReSZWBzIUo72aPVngk19zRkUFgzs6BMJ/PhgzW6ieIs1fFh8SDcuCq0SqqLH1xbI6qrnfMABkoEhvH48OR7vjVaSaPiSupXHpFgblGEaWMkEWXxI15is2j1zQIy8UR0XALlTnQqTtWZl5P3lCh7q6P8JU/nQ9+74d576Pr0NJburDWyMfephCyEt2LYtoSu31h+BoKYy3DZXvMovCQlUT3FimwZBE1RbpRMG2GrQjjhomzRYlbBd5Hp1/nBNXeUGSwmqfuHhinK6KbPDMsOqafSxpd4pvNaOEK289yz0tdght0yPb+OVV60DcKe+KYi91ZhD3tEjt1Ppif51fsrvgDe+edOiwRAOa+qeC1KmlVRbSHYgnWQm8kZwZJyKhQa0PYYXKnRwNaCqQJGE8V5mZDYINSt5tCKFtiobT+LXVqJd7q4tneOqm6wgsvf2lm483NPsY1NeWw5cndPTg01wiT2syBpZpVrdidRL665iuGc96ZNUK17IjdeZZffnzE17905Bc+3nPumXRMwVu2aISw9qKoS3GYrUXAahRVSTowt7mc2joTD19VsYr1xIYlHrvxx3OUsfMaKBU6n9uKquSMNUSeJeOlFQLJQYMkicpQrh5IUMFUmD3qDOShpWJK5eARnjWn2HCu3VuCRJTk+4xMXKtzPydelvj+fRK7oow5IwS/nRweM1Md1GITI41INXYeaByrmCY0Z1QJpV6dXJwqEXJXhxiv0Yz7aeS+x+emA1MJikC8cidFrYdt5S08QGEHjTaHT8JLaSi1Iv3/15E35FDTd/yYm1UGkyDpsy6LHkDTKZpzYXEKBIq7UXhZZEmh6w3AC6IDW8dV/6xnaW2VeH/tW850g0h7umlfoFsFutzHje/0Bbaa8dGpS91TOPneE+dux3en00mbsZVHddClsG9tNt6mL2SjyHvixKYwypLg0u9FN21qf8VtzenW9fqhxBI+nAEH7tdr7pbCvzlPfMXdHdTC/3X2An/otUvQvDqi1COpYauge98v1zndbNiMsbZF3CkPEcGKI2lzzIYT7mPRx/+mLOhTNxQJxCLWaHOSGNtqbZ7UCL3piqCWtaat+DoM1kLVenJAcMerYu/l8Tq/LSSMxL3Pfpr/+Quf4TAd+YZJqOywMkAyalo399h45aR+Qu5rSKOGQK+dqgizCaIVnyu2G0hzWG4pnyLpWtYQtmScZELlFGi095eqIrVSCZ42gG+MbT9vbWFxY5s3VcJ6UiA1Pve6Vu4OA8Vr0B7MSBkYU+Yh4FReNOflZOw88dhnLvKOgxfu6shjCsdj5e6YuCozCWEyCYTa1mL1oGKk+TNiHRRSgSklzkfjeJmQnZHqyNEvOUsDxSN5IKWBnzM95DfcO+fDx4ccy8hXDc6vK3vUZmxOeGaJ9+0Arcc2M5cobFMqHOemTKewxH/HL3oqh/qGufxmFYbMPJd1F2yrRQgvGJ1nau/7RqGdIA/ZhEC19xwgjR0ChTmX9AlE5xszdFHKfqroIh1UTsvwbZXNU9+7cZ/t8yjq2zeLtnlwGry/KLBu0ncP/vLZcvqT6y9ZFsIJug703ZWYrPUP3IOvRJpSXXnOqLMQeeEiEn9VMIkwlMi2iUslUegpij/+Mn/8xcy7752R3jHxTR8xfsCODOcGgzZODsCirmrLw3bxU4fNDfrEu8XQY2rNsA0K7ePWfXu9D70XqGY17Z8Yl6fJJj42KVSv4c9blHsLjm/njSp9guSWulqDTlnrUNxAsG2ctpuuqEQfd0X7qc/yd7/yOV6ZDvzF63Ouyx4dXoFBw5mRVgTUi7ZE/QhHXJqTSiID0a2NpdPyamOdnY/oYQ6UTSTXdIRbLMxXt56+ulojQRtUEG0xuOA9bIsGAFoFL7FQ6LV5N3ZJSQKqkRShmjjWgntUvzqXzLU7Q3WOXshSyHlHkSsubMe5Oh9Pxvt8xyf9SG1ONXW4nI+YwpkoUy1kTxSEJK2Sv2Qe+xzhUxF70agcQWdFhoH97MxD3N9cjQ/IJf/63QM/b195z11jPx8Yzna8XAaOD4+8cDny7nHgE36JH4WSEpoPUEe8W7SsYDGy+Tw8+7Wgbpi1wH57/cD+Ny6O4kTuajcXtsihm6kNJWwLEW+V5xOn7ObnjfdWZMfp96st8Z3eXluHuUmbR341FbdPDOgdoxIFWpzYjeLrgWZO0LL0BbiiVbGGXrct2pr+HUE3xd/TQ8FasY+VjnAvtNxT6JESN8zQ4I2jnaLaslEjZ7wrqpum6xYdLgi9BYlbc0qYtHvQR+iH/hHp4muwceA3PrrPT57tqPaIzLRBswR/JELtir8rL9rCS8Qm6H3xt+QBooyit/qzy/jWNWU3+krpNcyXZAARUrtvIZCrSm6c8yrqrajHMpPWnHrqau4vUR4pcvM1KcIQxUJuzMkh5ZNaod0Bu+1vqzSaIarU67M7/sUffMD1592jUGH/ELs6x+9FHvxSf1Uj66taxSm4p3b3/XEnrfq/K4K3IA2LNMvJOduNHOeosGQizKWGtVMdH1iUgnkLpRMQM0RWx3DnnFMaIrXWIyZXJTbw6v3JB1GZv1SDWoMFckVdYRi4BqQWdmSOSdlVg92zPJgm9q6YGndqwv1IOTtnTAk9Fg5WGUQ5KowVjmLc1YEH8xwbzVSoY+JVO5BdqGYR8dDmmODsVClzYR4ru1n5XReP+PrxITIK9/LAPhfQhOUchVB2A8+9eMUzL17wPd/zEj/4zIukpNRyxBgXkIK3cMuIdsR6nYqWIu21ILXiU+Eer8+hvnH5vu/4UT8JHermVjdpu/LYKtIbnF7HgSegczOJO5KRlGLR2Lrg6BNx8+2OFHsZuWi903Ogtyb/8synThEIESLRIxNOQHu7Hj22teXFb6sIiaxOuW3wdz9XXa8lzUnTC4qYGQwCPfxJoUPehU/r3lqIQcztGF+D6KUVA94qpuU+NMqurcHoEn3aUaUJOg2YHNCXXsK+9H0xWWeHnYYi8oI2ji3amVp1pPAm487gQhVWxO6OtKIewY3XpW8XZN8sC2k0iJc2P9QhOUrG5pmkKcxdKXHOzsnJOh96f4rIShXIGiDfi5wvm3QPserPIpOWkdNKTnaT31s425LxZGsCwzInJN53ISgUmUgez0XyfE2ugZicIRauzSBRU7XUCfWEqy2VppIabi2/X5ySopS1iEfNhsMBTYlBaMWZwVM8K2sq9SQiJUKeIo00HI8gVnGJilMqeckgS+OAOpTjgbOzHdfV8epRz7eVAsw5Rx+oM1FQkyV8y5MyNsslifL7L1/j0XPP8MeOwjvU+LTsmefHPJP3GEb2wmuu6FSZB9hboqhS6oFM1BQwh1wNH2WNnSa1wi+06nUD/8L5xG+7e8XzMnN3P3KuBckDY1JUjJord9IeamIeQetISs6wH/nAP7ziFc2UvGf3aOKYooh+ar+1pSh7i6P262Okmk5HdKrYYYI649/yK/7pTX7tzoes5EOGVCg+Qcptq95U9vHW4Cy4HXHN7IowJfCUODuecZ2ukCRL8s9SoHhBp62E24Y/O6lL6h7ZEBueFaK+ZlTnAfE1CH1BGAuMj9195RdZEG4yxUQwdZJkqs343L6XhxXmb7nbFmbkVkFyXEsNem6+pKX8ayhgR4IvCdOroaslRbZuFL0qOwVDmavTFX5vUzS//9++12Iqw4u7Kc228E/gu7aDf+l7EbNwGo2xiKsWvETEQb83qYBfw3AO5ZrB99QW5oV7aFWloe+2wTVFiPf+XnPww0PbqRkLy9YFd0NypnpL1/ToL2+zVElYivFKFt7uqRjsCjrfo8qh0S8V19Q2ckeSo728XotuMBzNgoVXh9rDYARgtZKQQNXa6+66kVOO8oNh7sBuxC4LMhhuUTk+QrWg9Bx5T5jPTRlFnwWNUqKvkzdTHgYrSxGXqVRqHtAUBbkVR7IwulJoDr8E46Eyn0Xx6tHg1x0rH3znNf+4PssfOTgP21MGTEtQGFnAClWEtBvCpM8DKXkrcKRMUpgbcswOQsbUSCIkEjUr8xxFVPjxT/D+938xPzJV7h2vuNqPlOmSnDKHEuFTj2bIKZzKc0uJLWUCHeJvAeSKMj/DUI/M8xEy+KMr/vSZ8BHdMz+f+YX3Jt5hD7Bd5jzDqE7WgShw7yjKIEM88yoFlyo51uR8mPhb73+Wn/kjr8Jx5qgl5ob1Kl7RvgUYVgM3KAVKOPsoMxxfv8T0m3CokKeBqgdKOsKYyMe7lPkxkofFbl8cOir4rDCOcHSOZxVsD+6UoSGcuvGuuCNo8Dnt9TbEaltEelEMCzqQxRveM0PWAzf/nyjf/nHLsmpmtzRkK1TctT3kDijCMBhUp6RAg6lnKQE0PuvUmdazUHRNgGi0QKjTjuBvPDHVDHpQfY4CuvPcyxc2IlRubIodzS6bQw2ec2lyU95bTtLliXPF500ppzWIX1WxufA/3dvz8jDzja8U5sGDNtk6p7Z97o6HFo52b7j31SrpPLBE7O+GY+3jcxOBm9eY1CkFjSIj2BWaRqo9QhhxM4Yh0Ke7k3ZKKXUpTOKlBgdKLCC9Yc73a3d0alaX8Kzw8q9ZaZJBVajXFd8P4UmGKAPpRkJjZg9wNkVdT1TJGnSDN0dZnz9SfYmmSAh1LiQVXJxaYmux1DaethmrOFaFeVBmq5CEUZQ//4lX+VfOLviy3cs8tDtE0KGwJeKWItqNW6ZWrFXDqmLtKQXeCt1os07CKRWVxhJZZq7zwPlXfBHfOM88siP3ZM+xKJJnrBqzBErudErxmOezVQZTzI+hZA9H8JGUrpjnCabEXh7zW3ePeecXX/ClfuTOnRkxZ0h3yaaUYWL0FkbWnxjCJpaZsJAWUOXCi/uHfHAY+R+miUHDgeXWK4UF59/H362EBVcqzDPUgtSC21sMm5LiiE3kfMEw7NgdB0q6hF0Q1nJDcWlKYI/IJGSfYL5L5iwUUikkT83poqC6huPc4AG3i+qmQuzHn4Q73eAUubFIbr5+IlyKpgdVEBdIxqAjg2UqmXnwJ78rPVZxrSb/xH1sr7kNo7rZzyJLuNKWs3PZPE/raQbGhtdcXt9srz2lPzb32BHxYgm0kKceZsM0kR4+5qvPL/BhB3JFhK03Tm37iJwb9xFBCxsvdz9GTkO+tn3VLZQnRDUiGJqXPI9H9hdn2NEhr6FY2/MtD8Brm1avUdprlj4R58qaznuzjxav/4ZiMQB1xmZZVG0KMfWizYGyL3Xi7iykuvbFlsO1ul6rkqgOczWqA5obB5xQ2uNyNMamx0zP3tNwEweBq/e9h9/3Tz7OeDZyoZGQcuJY6xtY+9vHurfP2tjZoOF9T0RZxjaeVRyurhh14Czv2dWZYxHwkWkQrEBpERPe8vRLKVGpwD1KSlZnllZQaBbEM1CoNjEezvmZ+2v++Hv2fPDLn+N+usP57kCSK87zyBkzpANZaCUNvdUdOI2d1paWu5bDDDD2dReVMe9O5uBJtE+fS/2Zeou0It1PXYxtmr7uJwADlDPlXZ/8FP8Vhf/wuQFM2R8zpXEca6V6wus83ueF6yPfvi/8zecqf/D5GXQgD4JPp5MzOmNzvb7obiqEHrTfP98szOVv/97TFqOzphh2shkaCd0frlexhiDf/+DIBz3zr94pmB1hcnr9UfOezriiaoD+7Ho2aO+kPoF0mGoNKdhy7a1CWdrfONCoFRsm8BObTn8kQ3sgm0hX7NCfY7U979J3m0kHnccMrjqNI7gvGTLpzgW/4mPX/JUPf4qLBFyexXd61tzN0KZ2zqiUlF5XmT9trHpx8CUetHFnAZMqLoqaghz5r/Uhv/Plj/H7z5tJ1pRG7U9paOcZc+TsG2t8azi+1kdMx+34SRaWSjiyjIgzDmUSiLWHOLkLuQg7d4rNyFTjXs1bpIVDjcD4R6NQW+LBsklqzKk+/qoRc1yqk9O4ONeyxmOZqUKZowiIu59QRUNTeKk6sj/yka/8Yj748gUHvVhqsJ4gN1njwBfztj1VtT9fi2aF7JvSis1XqZ4QRh7UyqVd87DOVJvJFJI65UxIJYqeUEBKKxJuMe5SnTLPyOUM14W5Vnx6Db2u/Jb9gf/1qx7yrV964Kvf+YBnxLm3P3A37zhPZ4gadRzQ/Z5dHRk0ShR2Gq8/8Xir2rabuRv86ncljpcPmZMtNSeiZm3EoUqxQKPFkPYYnwiZMnyaYZ6ePqd5E4Xqj458+098jD/0yid48dz5hr3xV581JlfGueJkGHMzByacSv7YZ/m18yO+cBDu3h/4GUeDCXhgWH0tDm2KpHuFl4IneS2LtvYGy4PzlmcB9YXhREdslJaOA/1hdsuibQvD+/dzBFjnFEVKIvtpjp3fd/zc/cQLPODrDkeYLxg0+DcX2oPMhHGWdu2CDCOUCHeRZLH4rUSusdVAVvT40BTP6KosykisFcNuD09bsqfcT//X9iuc0C2S9YQm6UphqWDV+8c2SLr1yxIyU4On3LWUUnZEDjdH7H0v8M1n97gsGc6kebh7n6fmq/L1WhvkC6xPTGhjLiTUdX18dHf89AgDdbIbnpzkRvIIP0qMGIbVmc9meN9d478xgXpNUhhRbHAGyUBiv4PJBopdshuOYdpKiqyY4sCEieFuZAZkgt/1zB4rmSLxrKbotqb8klJ8Xp7qPWjCsnJpoGloSRg1AlNwzsoIGXazk2VgwKEWshjv1ERNsREM2pyfFmOBefgv3bHaSg96ZKflJAwNhQypPZp5N5JKYVcL5VyQAlozNVdqvYwMMo9aBd7CoxylSMSWuzs6BFhIEhlCRkvgoDI7S0rqZJW9KrNWPCsX1TljFxuDZS6PFa4naplYPJc+x6ZfK371mFwHKI7PUA+Fn2Ov8h1fMvC/f9U1v+mLlHtD5bn9nvtcMOyFvWbSsEMYSBIV/0d30uhLEZ1lXm1imbtV0tOKsUrFuNLCv3Qu5FoQ2+EyrQXk3UF60k2rB1xLFPyZJygzfrh6awp19yM/wt//yIf4Wy8fmB9MXOoj/s4xY1aY0hnDocBxJvsAuztgziyP+JM/8BMMepfHn3zMv3vMII+Yhwnkzomps5ju3ZRq1X16h+ARytCRWM+a6gu2o4Wt6W/NxAjFdAPNnvB8UeG8K2f1AXB0rLxTz7lL5ppLmCszB5gKeRMWMGVht9sBA5Bgn/DZ8KMwkKFVGerFo0W29Uhl2RjYmNwnmVOs/ONSQLqn/jZk0RHN2p2+8kUqEc20nWCy8tDb83YxM66Yol7cIfLfh3Kx9BkbpXnq6OMEbfawndq7qxUIX4qc1BkTi8/d0WLgESJFjWDzUiuQKUPCxMiSqOWIaCXnc/7Q3/kY35fv8pFrg3qPakJlItUdMxP6qc/yXcORZ6VAvc/h6uzk/kSEi3QPUmZwZf70x/nOe5f8SJ1hN0O9DqdMqznbq1CpR11Vm515Di4tDIkZpzL4OUONtl/emUizcGeYKTIzHweEgdmEB3MFj2fOzxaV9at4hLkJTB7lCBVnmuupad4eXjdhnFvCZOJqHLiuSrqKwtCTXJNqUARTmZcnAZuwVJcSkeXptjaXpQqVe0RyjETKqdRAxd0TXlqolx8nDOVY1yfdLvPLHDlek2bDjlEYhutL8JHy+DP85s878B3vfcB3fXXhW7/M+en3jLv7gbMxsx8zOcfvkDJ5UFJ7aoGmsGSWAuCbuNvtwxxpdYl7GcJQrpmMULXyh9+9pzAwzEf+Ux15TzWsHhjm2h4r3rNCw0q0MsE0I7W8YRzqGyrU+QNfyYd/1s/n87/oXXzPT77GD/zgY87E+b4vh+/5YuEXv3DGcw8+w196rvI1uwnkGdILX8LVF7yDr/+uH+RXP7rLRx4ewUaQeSkPtl3AT4tLXZ642Rfgjd9ODRSrpwjsJqfY34tZsi56CbTUy9BJTsiQ4FjQCt/64AFFlA+cPwPnl+Q5FmNxC6eNAj5xFGfIez4gR75ulyGPcObM3Ei9bddbzPB+T9qDuPtvbA6dC3oypK2ZMh5cTu3B5QLbGp5xSWk89VM4wL45LfvQanLmmhjZQzrg6sx+RLb30SyKpQSdbegN1TCVbY3a7TRLajG+NNQQYxXnywT9gyuq8VjpNO5AjgzF8Jopl1GDINBW4pNf+9P51ukO53JOPo+AftczUn2AffIx33Sh7Mb7vDoVdl5BDmsoTuv/K79EJuX9H/phvutL3s0X3hv5ay+X8OJKOhnDpeTdjfnk1KVqVCIz62N8dKSO3KnX/PmLiT+6m/iNuxHOD0TteWceAask1ur/amGK50GJCJEww6O/0lKUZRLjmoqac0gVLSMcH0NyTCaSV0QyNWXMelKHLZZQls1G3R7W1xMDlqfHEkVJbNPmIUVR6qk9Nlp04FhnjlNUY/K54KVGQsNcqT5Sa4Grx0x2xdeOhT/3vsf83a90fvOzwk+7t+fZwdmfOcPe2WdlTB4GqaawINOq+BO+WjV9RWhG0kBKQ5s7nOiKunm6BK3qnIrwxXcdnZTf7Q94NRmvThNkZ96PbXxZawa0QjwRPjXB9Fa9/P/wb/LNX/tzee18x/d/5rPo2R3qD36Ef3z5Lt5zccXXXlW++/t+lOv3/N+cvXm0ZNlV3vnb55x7b8Qb8mVmVWVVVklVUpZKpaFUUiEmCSQhCTAIFoOMwMsgW9BgRrWMe8ltvEC4kS1a0L2WDc08GPdiFIOxLUAyNNCFoEoSKs2zREmqOSunN0XEvWfY/cc550bEy6x0L+5ab73MFzci7j33nH32/va3v73DmzanfL+/yN/tebprb6Y/YzjfP07XTBhwaOowphLvVyuKVjA9MtAvsAwXV15fNb21xYcKo8e19pnLu4CqCEXF52KmrZAxTU2JmATnGvziAH/qRt4c92He5kkaHRhfPgtMTKQB3mTnfMVNDSd3OqbecuO5AQbFmEAq1KExi1/C8DUTWfGrcRxKMkCLStYK7/RKZbyr9zyORb1PBfWxKHKtG2apjc9ipPalUvJ5wQmv2brEnW3LubnypthAiiMxPY+hjv2ljLKWRMobhxtxyIhBbMYr87VJ7i+FFvqQYYhZTQhTKFNi0BA5bmHWGDbihHm7QJ0h9oFWhaEJEDui7QnRgUkEGUhpi5de/BCvfO4dfOzwPLRT+jhnohP6FbV+AGILn32Ar3/6CXZOCn940eJNwjZbdAHmzVCGV5cFI5KwpcBCyn0mBPUhC1PFzELQNvLvL1qOPwW2hg2+cQj8xqxjIQFJQlJoG0souYFMYMteoS+9oEzpOhyKLJ5GGTVMu6bNBi9GxLVsJoO9sMvv3XCMn07CW3sDLpBMRKIdcVTIhsIZQyhKDWJNJtNIQlMuz60qbXkLz8r1QclRXczbghEhpkBu40PpSFGI8CGiwyF3TBt+8KnCbdMBYwzbbSKkgW7ikOiYGEdIBtFcn1+xWqOKyrLp5shkWZ3HYtFVfFS1RKcrUXDyqLXj+rEu5xyCCq+/fs6/feA46XAPN+0gOog+G9Hi/NSKRQ0l3E+Bv38LlJufw8vf/Um+6b/czac5wWvvf4T//a/u4ec+/BDf9Ef38eeP7jG/eA5jJ7zxwRkXdo+htPSmh3kPbpNBbNl+Sxhebm7NkFYqUsXeVsLJSlI2FRN08A3TyEs6ULuCE9ZBHt30jENRdpnqFY2Y4ZjBM1QqUa50mcKwgNhkBDu2pKZ4xclAUDjs4b73Ys7uMj8/52AeeNdcs8aoRMxCMuYSUzFyaYnp5huj0oYQW3QniwfkJCeJUg7tZSU8N0WEuswesoHPrU8yKd0ulYIMWKdYlokhyeAekMM+jMMkj9psvJvec9NfvofXdJbz+/sckDCDR2PImxApv1Ns6cKQyeNdktyAEJv5hJ2ns47YmKyVGkFMgUZEkORKqWWBOYyhcSYnUVVzMuCBB/jpzSnvuU75seMRtT1gaWwgtQFC7iE/qMlegQETLRwGHrnY87sfusShOwmDATNlIdmY1sywSkInA+3xjrtO7PDBxx/nG1vh5zcMSRbMmgXqC75ZavddAk2CHwp7IA65yqtwhDFCbBxpYplc2ud/u+8j9KHhxMTysW6DhZnnRGTF/5MAA9G2bBuIfsArRIRIVkFqrMutq8NQqM6CcS0+Zi5sU7RvB+e468LjSBvZSxEjCWMEoWEqLvdqKsUJtni6lkyZCj4R1LLdtfjocgRkQ65lNw4z9xgsPnhIHvFZKTZmsAAAIABJREFU4CUNHnrN1ZQLRTmk7T268LzUzXnrM5SfOzPjGdsDxxrYaROddWx3m3Rq6KzmZ99aGleSb7LM1l+mkkXmZavYLEBNXQpLj7Ry50UsxjiM64hj81BlLrlljYrl+04Z1C2AUwTNjTlzObKM9MwsZxWLLfBIWCDhiZNSV6+U+rWPKEPENZMsvmoNpp8RFh6ObyOHh9AfoNvXYCaWFGagLbXCZPSYhFolcHlWmOo1LhMmCqWmvxD8i7qLNgKfeJj3veQ29oPyoocfh7gNJqzX8EsPzkF0OElEzbzOpSrPEYxSdf3adJXXWgj5Qt4QUkIGz/T8AeG9f8OLn/Ml3G2VYfMUkxOehU9gGghD5tCO/aNi6aJZGAaShTaElWqn/ASLV8q6wHWZToWEmw10vfZ6nSaLo6w/08whrE3YQt2sTE4YiCbUWqzmnknfee4cd914go/s9/y2PcajDMUOysrzLHoKtWIryegpKJEf6Sw7W56f2W25vw+XPXNRLRVcSxUnDRHaFtsviNYiTpC7P8B/+LLncMe25y3hWn753CVe2Qp/1CTmqc1edcECU1IaG/FRaKZb+NkhTdthBk/fBDrfEmxWYeqHHuNa0gx+e5rYaQ6YxJaNtsFYz9u85Ud7NwaXqeLPdQyS5sxyDIRKkRo361hI+iZX1wBTD4dbXe4umnJn3soAaU3HIu5CcxIxAfELYCkoraVy0BrwmnJXlOI9jcImNrelNj63gh6SARMwUUAjSRTEMm1bQpiRUktMfoxquqZliAP6+B5vu6Fh0mzysnnMfaiCh6aBBBsKDYbdoV8mHktbZTtEQkg4NfzMGc+NzR7bjWNqEq51TJ1gbMPYwtusSxXmO1nRqRijoSU98egx6l2whCUyBFAy/SqlG0IgppArv9QTvIAanFvwRfcYPqeRFF2mTvo5MigMAfUDZuFJBwewvwcHu3DpLKKJ9JY3XO4yX/EqV48mZ/GNVZgKKS0I0wZObEDo0ckmeuoUmDL4bCGtQ9rMnauZ0XFBNcsKmlWv8kp8xPG1wa+Ijgj25lPc9Vcf5xse8yATcH2RlDOjlwBT8EJjhBCWuGv5ktEorPLQ1kLo+gA1T0hK3XOO6Qw6afAnjhFf/g382U2bDLechOMDC1GcB9wBUgsSCnYl2DUwW4sHuvb9xqwZn7EwoCboRlURWAUPpBrYQi3KJVFSEmEwyhKynHiruFJemQkvyq/t7XPbyS2+dEP4uk1LloKvE9rCqmdZx6xRxEREPeaxc9waDvkKLDeoBzbWnmdNGFCTigARTmw2GN8TJxZah6ZI+tI7ee2Du3zrZ3p+ce8Qf+mQV12n3BFlLTLJUIjBR8tkMsUPe9BEvM7pnEKEYdKjqvgYMKbJ0nyfup/vuOdvef39PV/3wCE/9lcfom02+GKZZt8/pSXZ3lpcSpjEyFoIlSFSzoVc1KLGY41iNhvYmLLY3oIm4dMwKm9VPHtgD4aGn5kOvLZNy2fjc2ZLjc1qXgVbliKSHGPM3VQFdEiIJrqJJSRhx+bn6TSQRGhsxys2Br7BJrx0WZ1fimShMfh+wNLA+bP89aHwqj1P8n02Lq7FeoXFwGzRszs7yPM4JugDLBbo4Yww3+dY3OdHbppxIg1cFz029YgGrCZiSfLkogCzZlChePmXzZN6rJ87ckVX1u+Suw1GbP6pFDFjaFybi4i0QaxiTWDmG958s6CmRa3PFK/BLqmMMZFiAD8goohm6UOuYKeWV3q1Ywg5rGoDblhAU5NAA8YZmAaaA4VJBxJgokuvwS7J+2XG5T7sFowTxC7xktVB1GK0pGQKrbE5CVSyrbFrMDffwnkGjGvB5hYPeYGDFAJFY6f4pGy5tn74mDxZO1THZMnRo4qejNeYMkwgYvEbkdT2WDeh84DpIGVxB4aNUcxj1KGsXnrxLpbSgdkLt8VwrvNWZf1aaogvmf1wlJScS3ljKW9dJsCkCKUEXU/KoMuNIpYa9fntN/GVH7rENw0dv9jPoe2zfc5CkRm+KCB9XRS1oZmqJU1aXnfvp3jfoXDP4DCHu5dvntYgzhJHUWqYh0QSg0RDG0yJMAbk9EkeO3GMCLTDgtOTDZ5xsh3FPWrCwLWBDci179ohocMmwx4Omo6OCUlyckccWdnraU9i9oV38aEbTtNff5q3X2o4uHTIDS7P8XGzK9h/VojPzLXoQ5beE5bMDUmYEGjMlCQ5Q2/CQLQDJjYQGozkevjaVNDEbXjHvTx3W3i2JFLIZaJRTG6LTUJUiT6MMnN+yHxYQ8IQwEY2Qst8UJKF3dJhwGOR3uPvfjevs3O+a2fGHTogswFKwkZr9LeYwZOeyRunLY8DDQ02kFWuNIf1hARDQmYDMlugB4dwOEcu7cOFA/7jLZ672otM3B771pDikKGimHulKVllC6mdP0rSrRjTy5LP45yJpBSy2tPKfF83pibPwRgY+gX9sGDw/Sh2M2b6BbyLDDgaY3nBNXNMLLQpSUhTZLMl0zjFGK679poSgZQy5TVjv35c1aBmm2iQ3mRtxthgEkhsSNbCkPCb0EbLc4zjqQNcKx5S3v0IGb+TVQOhZuTCZTBbx3MyTijLZnS2lIEmLQp2uW4/ugSlf/faLcSEUSHunuV1TeRXp4HXXysjbUeJ2KhAkwnQLmBclx9qAyYCOtCEa2iGlHm2EtBK1K/haUpAh1pH1ESvmnEVtagTaKT0PcqTdqlHYJbVQ1WxvxDEY8nCLaUsS8xvdHQnR1FrliEokBcnZGgk1Q0g00YoQH2KOeyrMMJIK4MS+peSvdDir2myjJ8IjrYY5hWvtsI5kcypxWUP3Bhke4fdu57NaxYCNpK23ZhVNgmMzYLUJ3E8mS1oGrRVomlKyxsYxGM+cZb3XSf8k0Yw3mOjYzjYZUsWHKaeWtaqsiBpIkaYq9InRTViXMy6D0OP+EDqIyw8P7HV8qJJIfB3ims7sAPB9qQXnuFrH0s85yBgtcXZdsQ7a8XZuBEWxX0zFnYmNlMipsoMSIRoCZ3FCnRRwXi6mHIyyBqSGUhtZHrNKS6ocEIWy2RIScrUPk/iIyfdFOwhrSpBa725YLXBNz3sXeI/mz3+dNLzvg1Bm4iJAR59jOFsy7GgfPWGJTpZykhCvhfroFkgs9zJIYZStZUiYTFkLuaiR4YFejBDDxbI/h7s7WH35nz9iUhjdjlMm7RekcU+BF+EoX1Zm2U6J0U0l3LWtkqrxvHovy83sKs5k5w4U43lJ499Cr44QGksba+KW11oaQ1o8sRmytdNFohOaEMkuSKubSuOanh8bzcX8zgLbr2t0NHj6h5qvYHRoSk3V+WumimC4aVnP8Obr9nnDZsH/OvNXGqqCbCztQE4+n5YYiTVezzqQV1tNwDGMrAa8keU9uEHud3NkEnDXFaqdSRXqjg7Q9sOw5Q07KKtxQahlYZbGku0D+EbC87jQketzx+hgwJa1+sTEbRCG+aIl3lECPsyiGHVA16BIsax0YrdZWO62ilUS14LIwVol7XvWHqoR6q2Vsdv5fuv9PpIbZNlx876ualmzVfmV8a/s3hxfS7B5EkvE3BhQjLw4+r5me48kjwmTPGxkq+VJsALd88ymw+8biJ4Z4nxAGcb3nbW88HDYtBiRNI206K6Xn+Uwj8ETOMwCEMjPO/8eV7qPP9aFsS4wEgz8hRFhHRswuLEdNSPOLq4xw2s6guUsak6p03b5kVdhjHfjxB7z9x6aC2ziWEaMn+68y2bvsenBTvDnM9cWG5yq5StbSuEDcuBzIm+I7lMZxdNJBMIIfe33/7sQziN7O8lHok9O4MnamC62eFuOiSZxFdPFRfmS9gtLRsO1vvMbZQL5zmkjKMWOpT2Pkeu8x7TD7C3Szy4yJlrN/MzVqA09Rs/i6XRvCKsdxXIb3We5nMuV8tfBQtW5/6VKJdHI2Knhpde0+JIOZl+1OaoAnZ9HV+BcTC+9ISvwIowQl2QuqQzKej+HvrR+/jyaxPXugnP6ga+eGMXhgNS6On6jRHHGCXWSqLJ2KV2Zv5dPCdWBrcOwIqBTYXSUCfDUl4vh/xoopMNdlrLlpvzZ/vz0bMgRGIMBJmiJmXBDQz0LZ6Ave8v+fXNBX96wvBiDdDPCSQmqb3sYa+2Pc4hn+Y0Zfn/iHHW65fyb13+XPaZR0D6XDqsy/Gr9z9WQVVsM4c7OQG1fKT13HHCrpa5rn53iuN5a+pe5TO0PH+NieT9suRRJCePVheLkRzSQW5Xo4pLhs5CHCJDF3Cf/ixPffAsNwDvO5FIfh98RPucDPQPPMYPv+i57IVtXvvwHmYhYBv01qfyI3PHx2ILZgpdQGXOouDkqxCSSNbTJGVREfO5x/mVO2/k7Gygk5ZX7EyAUkxQ2pC4RWTeCTL4XMJaGh3WHlJJl8an4r+j2n+E3cWAjJJ9JUIQ6LopkixGW4wfCG1Ckscbzz6Ku/E2XvbojH9puszv1CJEXdSqZnPlp040/PsbLE5zxl404h1I6qC5hGrH/tNv54PDBludZ/9QmOHY2DiB/4Iv5JXvGfjnj8PLHo0E2+Voom6yhbxfoRxSwUe9x3gPsx4OZpjDOeweIrv7cP4C8aEHMOceRj/7UZ67Hen7THo3yRNSIoSBFLMcXgpxnCPjRqQ6epWXYaFHnLDaMLC+Z5yfXH5Uw6maNURW9RdWDa2IkDTyTaeUf3FK0abBVo6plARkbQNvBJxBnMvCUE9wXJWHKsYtlcm1lDhGRcRADGg/p3n4PL9Hy9OvPUkYdrh7mIPZgBTp3T6iG9lrIi6FmFd3C8k6OKlk2XMTuJUa65pJFuGK+1fpt1S5kSKWLdPwhwfKb16cYBuDNPUBKFaE51044NmnpvzO3NC7BiuHxEFJJ87wjocW7J/c4G6fYYU2WRauHx/E+NBWjAo2t5XQVHBQNeho2GoGn7L7rdCYRJZluMasVC6tJHyqADGsq1qJIHHlc+oEXNmURmWp8aJZG0cRwVpDKL3Xr5S8G7uAAs7avAmtXEMOHVf25ZTnSW12JiIk51FtkVYhGtxNt/KVH/kUd569wPXPvT0LJZdigaSB9sZTfNWBgc4z3bmGpIEmWdQaks9c32/2j/IvbjjNSy7s0bcGozEzzbS2HlcQg1XwBPQzZ/nAk0/w5J05hzPPn/ltNA0450hkPLPZaAiiWTN3ZXPJczePhUCppMmcSyQXrYhaUmlqF7zBtQ0xeWxq6MXTxoD93Ge49/YzXNLES+aH6OQ6xEbSjXMkHcemBbXn1ip+2zfC06eBx+cbBLMPKJvJMcMUtsRxks5pJ8KPDo4UtoldYkLLrJ8hJxzm2lPcmxpoAkY9KTRjmbLEZRIm96APqM/llikFmA/QD+iiz9VOsz1kNkP3z5OGA5qgpKFnEEfoBxZWceKJIeCNwZkqlBIyJ/TIWhJJrEqBPpGjUV9b8zJ1mddIK+dXI2pMFaIZaJuOGJa2pSZz43Sb733yJd786JToQrFxtZoRsLnXmrgJaidj9HWl438g31e8PmOyc1VJ+fV+Jwn/rOfxrtmMV5/fYE8FbAftAOpo4zYDQ+aRAs5JxpioOCKj50PJWmYvZ4k15hlcTETBDXVU8a+eLFm2jhwSPPrMW/nNwwE2syBFFjMQMJZm0fMdZo+7tgc24rX80oESJ4bGKfOn3sQPhQXECUw8trcMzQzStEjSXeGohqzQqxBTSPnF2KErlCKgGqQqinFk41j1HDPOWh6+mtw6w+X3iZJ5uGuXkjcUTaFEBObIa0X+zeSGTqpKSBnPq3qhkLVGV/sSZUVAJbKkSWFXrpmlUZf6XaVqqjHCkAL+0Qvc97QTfMoZvvlsYuNpt/HM9hKf00RjLb21BJ9o7IShHSAsaEJHs7HPPDrUR6wV+tYgn/w033nXac71M3oVXL9HajbzsJrMe1YxuCHiO5tD1Jc/i2//i/fyhhfcwn/mODYog0ZSyt0cjBjmvgc1RGcwIRvV1ZbW+baXsIxYS4yKsQb6/Gy8HxAs0QcQJUgED0PXwDXX8aXv/gw3POtJ2ekgMLUDExr2mGNMS5SVRFf5nu1oefsDc96KY8cIu6rMrPKcWSBtwMcDaOogDdBaIgOkCSF4WqYMLie1UhMhNqSYo8XK9YwrlEKNCRY5rNeFL/qfw4idMj9A987BwSVc8oQYSCo4CUykZzYMDBvbpLCg0YDvtRhUR7QRGwMqucx73bCW4o4j83WNUgkrfyttflY+R+rrxXZlNoSn66Yk1qGNehiZInEPu3GSW+WAT+eFMUZYyUSkkVwFaQI03VJk/grH1TFUEUgNXZOBXjuKKOcqEWlPItedgFtu4tDmiSw0NMYhvlSzqGA1kNQzmDT2HK8Z2gpK0xRDUer2s1C9FBtl1oj5o9dVYQEEYk6s5ES4Il0DpMwHHXE+JbQN3//OT3BoTvH20GOjwN4+PmY9VJqmKDw5kpMM/NnqhRUubTEYI1UL8neVSr41V9osW/uaOuTFS13DLMtuKYZcvjneW/6/GkXUjg3E8lwyo2Gsmc78GUvvWDWiVjHGYjVl3LtrUPE5aa8Jo+WeSmliLDJ5uYtmpfIsvWM1y+y80To0mm+rhN1uD169e56/PZnYWCg3fPTjLDYW7PgFGnrecnyPb9/p+Vhn6ZNC7PhGP+O3NnfzpmwNwQX2fZuvw2mmCqO0Z27lq+93/ONFBGkJbrugH0rSQk2r9ecJXNNhFtC84Hm8adjhg0TmbYLWZbK+TSTtsSpIM83wgikZZS3jbAQTUimIkNz0zglIgCjEVor2ph0r0QSLaGa2SFLMsU32n3sLf1fCRifCwm9wITUIjmti5JWqHLeGYCNYS7SJprH8WpjzSQ30Gmn7Af2vf85/4hK/uDvjeie44BmaCY0axFsmyZPEMbhMqdLGkvUAA5i03PiqpxJiJugPIQv3eA+LOfQLmB2iu5dg7xyyexb2z8JwMCp7Jat8+uI+B/OElZ5FCEgCnyLDMDAsDgjDATH0l4X3q4pX63/PjJZ61NeqZkBKy9evhJXmli7Lz7MmdyswtjSgLLCNkQGrG5g48KNPcUvmojMohjblgldcA11mjKxqNB89rm5Q04LWJuLc5smky2RSVn5iFNywIdEkkLAgBoNsNdD4TOZlCpLo5tVwFBfeXiEJVTPIwNhLSnXMSo6Yj0J1W7XsKuUEVLO2VJVIM7mkBBFDbBx82Yv5ikcCjyZlOBGRjW5lo1hJQEGhVMnSkFbsNx7xWFcSQOP/6/XW4aw4aqGEZRoJxQWMa5OherVVnIO07jFKhRBWBFukhOA18Vf1Awh5IgaNPCvM+G+d5/t2GjC5h3ltz6ySDWJOPuWqIsMKLlyNfJ11K54BujSyEhrsQx/na07Cuy8GvEYevf3pvPjeOa/YDzDMeeNHH+D/2j3OpUUPg4f338Of3H03pxrlf+Yga2YquQtEeTZBMxY3GCVeB3NrwQ6Ij2vjPnoxwtjywxlL1Nwq2SCYoIhThugxbJHslGnboeoxfcSFrPGgQi6jHKOJSvXJYWUjmW3i0BwZ1Pma0roQEKWCpxgKLVSsJHtsywz/+D7/OO3y3Vue6xqDGzyNJgiGiwzsNycwElmEluEgwexxfjtu8CrT8ng/cE1r2ewPCQ5s41ioojFg4+qGW5eVGef2eI2jTGZWpZcQkGHIugaLOcz2MQePIwfn8+tW0OjLeFt+595P0vu84RweLPC5dQQxRoL3+KEnDAtC9Gu46RqMdsSoasyN8a507tEEasVVjyafKo5K6bV1NGkVrTCTAYvw5TcGUtQcbYa8jw4bJtsk61DXQDuB6TZPdFzdoNprucbOCVMldm6ZYKkeWsoLKTlhkISXxNQ2JJdIiwWvc44/f7LPij9s0B/R6FxznctnrxmqWCGHglMq63J9dXCKt1greaTAEkL2TBMyFhlpiGAvgYnMMdArYpZKRKufW0OvPDdWPOSVcGzktmr24rX8rudUlaLxHlnBhJQl46GG+9Uw6TJJtEqRWl6ijmNWq0JUNbenEZO7bboGpxaI2MM9+JO72fzAezltBs4EzyRNc4RQIgZDHv8MBWfxmWrMMhm79HgKy3Bs7XrK4RoPz7qDb5mf4DtCon944Pdvcbz+9pMEaWAy4Z1Pey5vJWGaTdpOkFtvxX3+y/jK8xN+1nej5ByS6+STAS3ZbYsw1c1cmRNbtI1riYeavBgneRXZsSZLzkPZaC2y6Xjq7jl+w0T++84+Lx36vKCiwQ6Z8lZZADkZmrHrqW1ofMr6uKLsBDNCJnVRjwnZI8+u0u9EBM4G/mij4Sdbz10nb+S9ZovPLQaM60jRZHWreaKLRSayG9iSHfj6V/ITW5aHJkKQhv9pMuOHt5RvSTPC4KFxGJswwzCyJ9YkHVcOU9dawVEJKScJFzM43EcOLsFsnzQ/JA09lHmQ7zdCinzsEw/h2m1mg7JjA1HavM2IwYfAMAx43xP9cFnofSVjOYb4CkdTT0fD9vVjmfCSsjZSCnjfj8r8da6oKm00bEhHTwQ74euO5WgoCzkVRNQapHGYyQZ0bfZSn+C4qkH93ekBb3vScSaHCjYPuKkueq1JRrBaQ3PLoR6CndCcm/Huj3+MR85HfvKYxR4mNtJG1kRcVZla9eTKAlol3+cuAGk0NFLI8RjBNEv3fc1LJRWPryiCi6XJ1hSLgtlmQ5tseLqBxHwsdV0mm9KSIpRHfzkwsu7JZtx33ciuHfX/qeIzhS1RtE9FTQ6z6rn1h/VqnXpkI6/juKTE0rDW6yvvDwTAkkyDveM23rWY8erzLa+/IPiwnzmo2BXM2mZurGTcK1XM0GStBeNchiCCZji4bjornuEgkYUZMpUrKZNPfZC/eGTBVzSfy2tDGkwY0IkSwx4DDWZ7wsG1LQs3RZus6JUKPSVzmgu7QYQQI73vUXWYJkCTRbFHw1fmk7XLqpeoKUvRBcUVRIPUsCmehz/xd2xtex4a4BunljvSAb9+eoOtJmvrRpbGyCBEhMMQ8C7rP0zVcb7Ln1vHooqRjMLmmu+jkjzAkILS3P8Iv3VpTnPz9Xz7Q55/ef4A1Y6QIrFRhB7ZnHCYhDjMQAx+28PEsROFaydTNC74vYcSu4Nwr0xoWsux3nB6uo2fmiWeX+dhvNygjZu5KqSADjFn+vsenR8g/V7m9BoD6rGmWc7RYYEh8KGHH6GxGyR22V8MRDXEImGZkhL8gPd+LeN/NcM6Lp8jRnXNiz1yfl3zq6+J5MRUJfkv2QJKb2AQxdhEjAe88RZLU3FZIxkCtC7rMQs59G+fOPV01Vr+J/2rt+tPP/82XnlpD7TDWoi2p5UTDPYQ0hRr5kQ7gdCDMWyK8ILNyKu2DHdu7XH8WMdUEz4Z2jBgjZJsR0R5ZK7c12/xW+cH/nrRAW0OOaaKPYzESZtxH5NJ7i0wJBl5YDVLvuqx5kx4XLr3qkiUpVJ6isXTgFoXv+Yh1mM8ZwklZOCJ9fNFlh1YOXL+qpdE5kdWJFVIl9UiV0NZk1oj8lEIyfV8UyaT0YwDSlJkYfk/Ds/ywptO8QV9DzFz50TrTl+hGkaPn9LILws/V8+t4qRHNoXlha7dl1DeX+r9ayKneuUmKumhS8iHPsivfdVL+AGj7EfWNg1DxWUlg9ArSb217y3XVBWIYoxj5DLSYUzK3T3Rtb9bQ/YmNUsJKlmCLiaIj53nzq0NPrzliOJw7/kkv/+lZ5hubvATFw/5i35KahQNfj05YrJos2vMiAWG8jtnnSNYx8Qkei3dapsI6mHIknNtiHgX6ZoNDoNiQp95rQWaGDTixBBSlqmNVmjiguGg57/cuMNPfehBvuX0aZ63Jczmu3zZdMozPn6On7rjFO88J/wIHWcmDZ/hkCYInRoOkic5w2QIGKbMdB/mWble5gu079HdPcyF86T5fq5fn19aX2umbHIopNzS5PoTm7zua57P6VYJUdnZmmDDHEdkagKua5hubDLdPJF1FlwuD12VRlRhlOGrvWHq38eVtPIM1sP7kocoKlTjc5KldKW1Da5t8N6Pwt31tdrB4ba/7pllBXjswSIH0sOQceaFh2GB/puvvuICuaqH+ujTb+JVswtgt+imDbQZP3Rtj/SK8QdE47hVB379jOeeW+fc9+wL/OxTZ7xie4/TkzmbfkaMkanMSG0i2EBKB9i0z42bka8/MfAbZw557M5d7rn9kF95OrCvxDbl1hZmnmdSMgSZ4jQsSfVloY2eSTWwVXRM7FhGlke83HL14FYnR1209XPrxxfvwhb4AFh60FISMZVGsXpNR96/yt0coYpiQFe9zfFYua8Yc6mhrR4BoNYQxZGS45u7Bdd8/KN83inLsesOORkkh6wVq5J8vhZO3fg9Nme4WfH6r3joynivQA3ACNGolgaLBRusPONkwDz5Gtqvegn/NPTsq81iK6X0GEnZ8KxCCElHjuQ6RSb/xJLBNXZdoV1EMg0qpaXHTTX02eNQyUm3pIIXwWqCG3f42PZmLvWURHrebfzbjz9KiIfsTTpiM8/tfZRlua0qcUg0rS2CJ1mITMocq9dwTAR6j/qBiQa+oxVYtKCCiz08eIn7Tm/w6xsDbrgwJrQqNUsQbMjKUMEoGiJDHzDveAfHZpYfeeYOz90IvOhd+3xP2sLMJjxwaZfPeeWnu4BpLvF3cQ+8MoiybxPJCpiAaYSZLAo+bzJxPya0tJRJ0SMxQhpyg8OC9ZdFgxSxH9Es1/fI2bP85j2fwHvLxC4YQkJtQ0IJKW+AMXhSWFBx5ifyVNen35WdvlVPFQq0Y+SKjkpdf3V+aGKNc7061773VE7iook4aaCx2VN1BiYNdH/PkP9r28RpZ2Ez0PdZXkySZTGPiAt820nhvmdc4o/vmPMFGz1bWwNGoGNB6PZx8wMaIlMiGMc0BjppcKVcr8VjuYC0uRz1FrfPV2zu88AXBX7xRsOGU+AYTjtoI4l9gp1kovXcAv+ZAAAgAElEQVTKoI2dKFcXui5hiTEZVI94xABC2dm0jEgaMaUa0kbNpXOoZiOyagBFykRL48/4sCv+mSqfNL+em6qt8+vMquE/Mokqsbn+3SBweJGXf+ZDfB3w5qc9hW987y6f97FNDmctyED0mhvpxXp5ZddGMFFLEzJd+UodeayrZYJrMMyI/5a/r8oxaqnxF1lyiUVwLqu8iXF0rNxzHbvCwV1i4JfrFIzPtHraKYwVUWs83BWPpRrbVcxM6qIzQuuVAYs1TW6R7Cc0yZGc8u4bTvM154R37QU2dROImGbJbxSRpa6sZj3TceGaLCPXOEPfe3qyotPi/30f39pEXjJVzKU5L3/4LHf2j/HIxZ7rBuWFx7ZzIqZyJYvkpW+0MAqEneSgcaQXvpCX/+7bCbuOz7ae12w8xFuum5PYJd71LH5g0XG22cA1OyCG1FkUQUPAJsAr7uwBbz1pskyfRkb1ryI9mVuClNYfNme9cyeK5TwGW/DpgDjDBz7yWeI098QKYSCaLE0ZsMSik+q9z8mpkc+7blQvg8xgmYjmckO6uo6OSv6tGuMYI4vFLMMwZdOq3unImU6J/+WpHSkkhOlyvVmLtE2O7NonJvZf1aD+s4ny020D55Qm7kOco0PDF3aRd98a+F+fdMjURowGWqeciNDEiHEt02Cx003UJFRmtNLQm4BnyBn3ZoKRCUJLYx3RBMQ4nASSP+Crrvd84nmJNxxTAj2d34ZkxgwlkHeiIwtuzZNa0Q7NRrj0gS83PmbKV2kbFSaoIWbFJm1pNW0MxrnR2x3bJazwFWE9ZM7KW+sN+2KMhTzO6CWuTiojWdR3bIGsOibGpBr1hy5w36WWj5w7xJ1QXvR5ZzjctMTjCu0GjZsWbyT/iAg4O3Z4xa5f8zgpC9d1td57NKIwQhEZZ2IZjtV7L7gsGFDDkAA70IhD8QXzrjOwsBlWKhC03H81lEex0ZpsMCUZOI5rIXFXT7QyJ5a0tbRU/0rKoJ5jxhP7ntRYejvgS7loayb1ppiZA5DCG84QM0kKFFPgi1rTX738JDmhNXTCBOh1BqHjQZt42UbLnR/9JD946w7Xn9hBJwfM3CF3zyMOixVHiuCHDE+dKknTqQq7rcc2DpkbfuUbvoTJFvg4pW8aBrWYcA0LhGAG2h6GGEAMNhhcLn0kdjmC2zvY42B/zp+c3mYnKgRPClmNi2Jcat5CJOcyMsy2aiWU3OzKYMIEZyOPXDqkH7rMAighupI9ee890QdiSJclD2FJi7rS8f8Hb4W6ti9Xo2qaBmfyd1gjuSgA1uaXtZbeLnjSxKAu806lcbmFd2Ozh/r3pU35ueX7HzzAxDlh8JgEO8bz757cY90BxmRuqhhF8fTMEQKEHu8KdhET1ieIc1qziUuafzSg+FxGlwRjJxkPw+Em04w5poF/9pQDvmZjYGCeOWRxQRMTJIdlYFlhUY0nxVsyOQElWZRZe4ViEypHTTUtxS1KD6gqFALZk0PIalcxjZBCSqnI8xX9RmMy2V21WBuz9FhrBZKpYhbkzy/GurY0RmX02AyZVD7qExTsqj4slXLumSdx4Zmn+bGHDnnDR87yl31kEizXFywypIxvUT3kumFIoUqpWcIOhUOaRaNLuWnjioYrS9k5YG0aa4JWMDbRJYsmhyGhxiDG58mKIqZjcDBYAyZibVYBy9VzLsMRLL1+SVk5CSkYtQjT4FCbq5JGh3nVqKbcTpnS8x6TW2gsOc1mTAxZA0iLigMcLgi5GUueE8F61E7pUGxosSokMTi1uJSvL0ppO60R6wTsCvuhNDvUoHjbQGowT7ueX75/zmOD8A9u3WKjm/Bnn7vI734u8Ztmh63Q5aaBWFJjOC4t0gduJfDiNOP5DYj2RGnhwQc4u+8xbs7tkxnXdtukmQXTY1PApQmePhs7bUhAMBGXJhD7vPJPn+DcXqLzOfox0WPQworxxfNoUGnyM181JCkWzD9lARQfibanEXjnZ/aYm8SEQ3q/IDYTrMYRw07qUe1JpefTqjZCFoKuUNURCmXR+11LZLNqXCtHNYz2YDSusqzQ9L7PLBJZjzjqxut0wldPI4Qprvdo2TCoHvpVSk+valBfc6nnvDZgPOot37Y5413PucT10wOaJtIawaZAkyJNSnRikW6rAM2VtkBWjar8vabL6u0294JxrsUYi3MOEcXogIl9/kkR08LPnOk5d9eMu2xAzBahiaADMYKRlXYEpaunTR7pLFEnoB2Ch8aDOraiLcZPwObMXWKZ9RuxWKG0l9a1cGOtcV7hcNaHmv/BetLqyC66RglJOVtezzflPSmV9smroXT9jmpwjIGuw5hj8Kwnc/+Tz/AdjfLHN0V++3oDYYq6RUWTyz0tDdYYZlWCdNkwBEY5w3z/6/DI5VEAtH1LCi3moYv87U0hN99Lc5Q2t1NOy80uX0tD1AUUL09tXAvV62F7MEmJTWbDzpuETcdIZk5KZuxnnwosU8NuKGG+5nNWGztWWCGk3AVgnoCp4MN8bdEB2BQJTSDJIkvwpYy/BgPibFbPWsFUc0+sJbdaCwSSe38p5knX8I4o/NK9n+TMzbdyTTdF73gmv7q1w1sXkQMXSa7YrWjYTwuaTz/Mj+8c8OoTW/xQG9nygpn36LOfwg/f/zBv/ETkn1yY8GsffYBJ59E20sQGZxLicvXUMxgwpmfLdWxOak5igPY63rN/wIcf3eVbtjdzNZFpoU1QIzFns/NQ0agjFX0iWZjHudyFYR4j//3u9zCRgLbHSLFBYySwhF+SD/nnChjqE/2ux+o6PZqcWoV2nuh9kJ/PsMhFBpWHu/pZToXXPX0C9ISpG7su10aHT5iw5X9gUHf7S/QbkcZv8C+fcsgPn9nAN7naYEcmqImIRIzE0WtxGjLV3jSEZgvaY9Aew3TbYCeIbbJIrrglP1CzkKsUr04kt56w1jIJYMTjg+Xtd1ziB284wPkdmPZ5510sM4Tj50kLcY61ARrlRLC89dQGzwwLDryn0lnyItMlj/TIw83hdTECMEIDy9Erw1foQ6Z4kVUdX4qRrFSztQc/Qgw5xCSuhzpXAuqP4okSA8kFOFTSvffwNBuYzRYcyB4vcAP2cJMUCkdTlrSqiiHlB7aCWV7h/keo4uh3l7+JCIMectf9D3Lv86/jsYMGEweEDl0A4keMtG5GTbR0hYVwRgZuJS7bXxejHgWSM0QnUAVZdCDpLtgNQlyO58gMYH3DWp0Xo/hL+R5jDHhHcmDUoLYrjeBkXDTRpIypBoMr3m0qBSMpxrUuoTV8rZVaSzw1S8FZGqIV9NgUf+Z6vvvvLvDMuUM6izhlt++xarDJMJgZmxaCDcQn3czL/ttnuH/vEj+6K+wDmAamG8TPv4M/v+lmPrIx4eKpG/mP+zuoGhaqHKjw5P1DfjbM+fkTgU8/fYe7nzrjuyYCww6SJojf5f8+fR2vdZH/dBChm2DjAKkBY0kmVwhp4V0KtlAJl9BYHY+AgDhwE2K7zWOzxDx1MAwoFrUtUW3OBSRPij5zUjWuGdY6dsvntxpeX56oXD3/qJG90jpKKeVW2aJY26y9Xt+/sIGTjXJN1+eIR8pab7L4+dVoU1c1qNZ02H3hB288z2tuVPrpBdrBseEX9HGG1VQqRJYJCE0eMRaxjkZSoQpFDAFTlGhq3/pyi9mwpYiGIQvwasKQuzf2SWniFuoMs9DyA9cO/NxNhxybnQAXMa5fw0EBkk0QG5403+UvOOQtNwg/dOmQj4tlalaawalmPCgychzHzqwFZ1NhJNdTGuehFZ9NUKpjqsFZLY2ri2pMnKyEF1kIZkk+HuXuVo1YSiPdaclUWHqIKg0SArgIN1zH77/nEzg38IcPbHHP/JC0tc9Y5UXKrYN1fZcHMjYsGRgUu2zbUr+r9jxfYqPVEc+LqbWG9+33PPf33s2JFPjLk9dhg4CNa8rpdTyiKH0jTILnx7vE97phbXGKCFjBhIBoYsMYvmTbcHPT0cUWCTnxo1p40bFujlVHtNx2HTIirqmthMsGrNB0E1KakVJkuliSvscFFh2LFMAKoRSGSNGZMNZmrd7SlbT2hF+l6dTnZlKOggCsbLGxvQM3HcceHvLshx7ib64R3nyi599Ne75nY5PTKsxjxKQt0maP+cLbeZO9jk80DrTBOIOJnu7cPr/fXuAP5p4/vv0Y/2hH6VSY2kiTIs/wh1w/UX7yXY/x5g+f5549y++7BkmHuZeYUeIsgdkhdAtMKpWEsZD32y5XBtkW47KYStJU6NNLSbsM22TfwJgG4iF/8L4HWfSeaXvAYWiJVkkiRCCGogIVBjQGkkZWJf7qXFk9dEWd7YnOWV0ny9fKOi1i1jVXQVmXTXO5Ud1KEEzLvzqd+3WZeq9SMPKmvex763FVgxoifM/1Pd/yFEXCgJ0ZbBuJBox1SzxDlmGPiEFstuAx9AgWG3OnwKx4bkjGohhM8jkRVQyuayYY2yEihBQgDTgZEDNg6WmNZdIYXnHTwBtunmFiC5hCGe1xKWXXfK6ownDve/nw4zPu27c8MkAahLkMBSfNGOkomqxalHZqwUIN6xU0LrPcVfYMRmOnkkPjosA56mBKyWCs9Qu3RSEohbGNb0p+fJir4SIs8cq1h14fXKrNyDrcTdfz/8ws3/Zgyy8Akho0miIUXQxJWNEkqJMuZc9CC51Ma4WBlMy+KUauqnoVtf3MvM/nRxz6/FuRFz2PF//tQ/zQhUjohow7VTU0kzFSMYbkImahLB7Z5dKB8rvzWtyQqUaphGapO4YGzy9twi+eUP5hY5EY0BDQWOlg2eg7N0GbiKQOsRGaPMaJLkMDPaNRFbFosKRPPsLvSOLHEEI3JQ0JNRYTy2ZqA5gWa1osNrdRDqWjZ8ilsUGEjVh4r6SshFiTOdbkUl4LjSpGlKRzFgz5WpLwnpD48rfcx53uOC/asrzm1C7/9bTjV3ciNkXUbeCNkhaH9EZpJw1RDkntBpP3vB+fPNNmoO0MH51BPwjzdoEHvvu640QHnx3gVdsLPvRIx4MHAU0GG47BJIEEsDNEss5qNhg2h/oltDdth5q2RA9lc5WiZaEGjCW31sv4qLEt977/YwwWwJLCnKQOlSbzfovWagqVuXJEyU0L9l+TxWJGw5hWkpdXYgOsrh/VWITT7VpVpilzUTUuO2qkBGIywscGbYRXn3IkE0jSZPtg2qw85Z7YbF7VoH7ZRuS1ty+wixk0HW1xdetObFyDlvYazrmMo1ghpYAVSpsGT4o9JE8rYcRXTWlvbMIs35yxJXTIE76xDTQTTNMixuXMr2tRyYIF33rtIf90Z5aTYrS0YYJvhEYHbOcgKI+/6KX88+kJXn/QcTFsgVlAXIUaVkLcK4QR2XAWj2OldG9sG1E9TmPI+S+lipWs0ozWjGTMUyJPBluoVKVXU/3utOwQYFe8npq0UpFidBLJZr3PMG3RL3kW5zYEaSS3crBZbb/K/lV90tXduNzsFSdp9Z5TCKRSZbL04BTj8uKKLbigWbru2af56+le7lEkua683v9YyWU6JptK85Rr+c60yTuDK32TzLiIcxR/Hv72szx9W+j3hKlGenEgA1YVExKSDGosQQ9hEbDNAhsMO0MHMqFNPVgltPkaGmcwMZL6nhc+9lm2JfLids6rWVATG9W7rRCASA7/o2YjOfaU0kQblQMZEGNyc8Fyn6NYesrebTCmlKnm9RNKJwdz+noOnvU0vvx33s//+YlzhN2eCxd7vmRT8AZY7I3PIqRITGDV4lzkom2554GBz15q+MmPPswb4yLrx803ecbsMa45CYOd0mtk3na8cmvO7xjPLW1Hai8h+w3GTLH+2HLOGQNVBMk6pM2dKWoiRlOhWJXEUcGzsoaE5LLvlBJYw9lLC3bTFkbnpFicKXIrnmEYiMnnUucnrO2/XOHticL9o/8e/ybL940RLKCS10Lfz1cgLMU6Q2o93s5Ik5Yv3OoQ48EK2qQspnQFQz5e35Uuoh7vvPttujUAWxGrkwx02w4jEWcNalwxmqsJi5QzaGnJA3S2Wv4VEn45bBpQNyFJkxEq65BhQFMiNm3u+16SDkim4lyMnq1oSVb4no8b3nYI4BAbaFPHIBHVVDLcLZg5aIuNEE1ud3D5Q4lrYHvh7pR/X77viJNSYVROqdU/qw9PdVxY+YVigCszQXUNWxS7Es4U3HN1ItTPrr9FlBR03Ixc6XljbAZaGi94S1Fc1BFHrRMo02JXDKgx6x7q+JzM2nWIZSw7ldKLyjZ5s00p4RaJOG1K2WxcdbPz5yaP6iau9QQ1mJrpLa9bm/tNtcOA/9O/4gPf9eXc+bmYuxt7JbZNbnNcwjCrFhPhuGm4QEJsrhdvY6KXHdTus6GR3jYjfjzszuCeD/NvvvL5vEknDIuI7UIR/cnndMYxxJ4EGNcgIY1zsY7NcYRdSUggC1kXL1WkcHHNMlMtyggp5Uy0ATzOCzZa+ofOYs7P+PyTDWeecTN/kBqGvscYpZaVo4YkMA0zZq3mdtqpoVWHlx7TdjTzxM9vKM847vlHFzf4zGMP8JTHzvLLL7iDIcDUBb72kQYf+qwV6yLMTdZF7XtYDDAMyOEM9YvcF+zi46Tdx8H3WTSmVI1pSrm6UTOzRfIkQFPi2Tef4vtedBvXHbcswpStDkyY0TIwaRqcc0y3d2g3tmlcO1LhVmETsa6M9dLDrLjqanh/FDs9em59v9huNNSrjpUxJrfDIRdnumHB0Bk+8GjkFZ9tIQhie7RPWSf6m2+7olW9qkF9/1++TY0ZMLalk0JbbCfZaJKziNbaUXsQisCqNRkGsA5WZN+cc0QxI4E91kUbY+ZdpkQit1c2Wpa2Lg1A1DJRQ6SVhiARbWY8uH+c134q8p7UFowzQWOwKkQdwE6zkW4spjeoXRF1rpikHPm/MoorG2zxCBkNrnHLjLAhZ/vHkaweaapix3W0K5G57HKyTJCM6vqyNMj5c5e44hqJXZW8nizJCM1CSV3hDoopDIE0bgZje+m6SdTfBTfV4lVILUqQlfMKbJFYTYylsSYdVVx9zo7cqNB73KCE1oxC2GueuhWIQw7Ft02uXBZXFPSFqQjzhWLDnK5z9NYSg4U2gOtxfjOHqEMgPfAYv/Dsa/iizQm/MINf2ReGoufwo/2Mf7C9zddYx8UYaQpskUIkxYHUZI5nm8BbsEGJrlRQwSgBByarX5WEFFKSjdZgo+KN4pJk/mnM54voqKhm8+QlmqqpmrKXlAzKwNQZ5n0E12V6wzAHjuUNQ1KmJqZMRm+6xD+Ubf6wB7GHzFUxyRBSoJMJvV3A37yf//D1X8zrHprTxQlR9gjvuI+nnbmNr5y23HHtcb5vEMQvMMkS6XNYPBRB6WEBs0Wu3z/cQ/cuwKXHkH6Wn3sIhcZE4ZuSHRjVnJSOEXzgV1/3tTRDQK1n0kxotMeFORNncI1hsnmMydYJ2qYbDepaR1RTKY3LeQcc+VtZXlfwHJfGt9IXXaYllrVprcV7jzEONxL2E9a3eLOPUcet7zLMNZCsgrFIENI33XpFg3rVkF8ImJSzmUkEMQ0pBowpiYZCXraqmKQYmiyQW6gxISWSpJUQKeTsXsptZQmBpIpPicEHgioh5sqT/4+0N4+zLSvru79r2nufc6pu3brz7ZGmu5GhGZuhQURQUFSQGF9ANEwxChEzOCR5nRKCRuMQ1PhqnD+vmnxMIGoUUCMoQyOCQCPddANNN91ND3e+t6rOtPdew/P+sfY+51Td21fjuz+f6q5bw649rPWsZ/2e3/P7eVGZDVAU2MJhnKUoLEVVMlofYkeWonI4tc6XbVj+5Bklb7+qRRkFLuGiwrUJEwao4POD9ULSSxqPdPYXypADd6QLQGaZuaUu01g8lO7nWckmVR5MKsUsFbhixbELaO87ugyLbBVyK+WiU6g/Vrc/PdzA7gp7a80iEPsiT/7cdtdhUKHjCPbBT2f0VSmzuE/lbM7mO3GYnpCvut2AimpRAEIi9EpTYkDMkpuoErhAKjW0wlA0oTA4rxZBxWqzwKxNUqhkUc4Sm9yLuqjyG81cBEqIowFzVyDaoJzkvxmG+XpTrrrr+07yw7feR7GmeWPVUCoFVuBDd/Gy9YqRm/J63aJCIsS+MAbJVWgfcc4SdMIaoWg6DFUpTHKopLApIc6hdcZQXUcKF6tzUdLEnNaovqZA182bW0VJIGgiocPOQzZljAlJDbgB3mfLbhtbtK5QqkSjKJMiaY/zJVoKXr69xR+L4jv1Nl917jb+m6v5FZdV/q01eCJXpoLh85/G95z24CLNMBFciz1yI9+8X3iktPxsMBg1y1qfeo7VBocDmzCqC1gLeMOgXQWuWuyMcBbbRMS39ORkLR2SKgJGME7xsXtPM1eGKs7xoUBURKjwJHzXrZeCf9TCVN9NdamQtbc4damGgCVssKRtRckynD07w2qdGUYpdomhJliPoiShedVG7Nq2s1q/6Es3Huy+ukt9M+WeXmO65uvQolKdSb+A9QmbBKUzCTu5ZftW3oaajjjeYY4xgjILIYIYPcH7XPfQGqsUlVNU1lCVDmc1rsO9ik7X1BB3i1QDTbL4GPjWg5KJ2q3C20RdFkixrC73meNiJdsDP+yymF4NaP3WpufgdS9mETRTWnQfrZKUV7GWHJBWts6qX9277h3U0p21hwr6jBQh9e0p3X3nwleHe/VZ9co90mOmK/e7iy7VHyEuFJEQWfA0822rLmM2aGlAryO6zU3roju+5AQtKlefGWCbXNWeacEkg1+prvfUokXRgOXf0sJi4VK7JlB+vsmoxVZckfFLUhY6SY89wrktzyceUXg15HcOl5g2cGD7Qao45cF752wmvfB/ikGyAEeM4Ay+bUkoTBtpioBLuWDiS0/SgqLE+Dk+5qzMGINzLmu2JlBBQZSuMLP0GtNaZ5GTfstP/j3nXN7haWFkC1Sc5cxwMOegKllPBmdHaB+xNlD4Ia3Zgs89yKkHTjBaE37VGT50ZsC944qf35kTqVA28qTk+dHRmOOlh6CyWLdXqHQQc+U6PztZ483Hh7x535zohhijsLFA+QFRCWUcgTaIM3nBqAooC1JhUGVXmIqC9Z5gIs+98nqeuXaUW45dS9KRqCOEiPWaKJrf+/An0HEKbg3xDUkVeUyFPO69b/GhuSgYXlzlv3Rn1N7t/uV23EplOqPp5oxaDdwiu8bn6jz5l1flpEnHbkHfReXafVzWAiUoR+EMsZlTOJOrZl31LRqdTauUQqWEls7ED50LUwIYR4x5RcguPxkCMEo6zrrtwMeua0lpdGrzzdP5bJO6nXIXMIyl7xnSXR+pjp6ZNCSl+cePfImnPu5afqapeWTWEtuEHph8Pf0W3YB0VJtsg9y9nNWX2m1n6F/SItj2bgNdNtXlrr27ADGQ9VhlYekk/cvugPuO3Nrhmt3fpqNnkGlMfbBJrBSTUlpcx+Ia9hDJ8/Uq6GTTRC1Vq1YH1gLW7K8dlpSSfBErsIAQrUWnmqQUjx/BC0ewT8NZqfjMTPHX02x6qAwoazAzIQ4ELdLVv/O9Lvqx+4xZFhe1zNC7d9WrVmljclVfBO1sZ8+SSKmjZV11nOQVb/jg7XzFs2/mgzIBk7jwlS/ghefhwvEDlCE/c6cdbUyIqIV6OzEHvyYZhIZbKsUnQqCZDTC2zdt5rYloRAlt8AseddA5M1Mm0ZJ6YbRuEdRd1tU9SqUIKeGUxhhFCInWprxdXze8YFbw5mMzJlPPf203+biBmYpIakEq4vUVf12PeMFZSygFrruK71MCJvH92yd5zfAM9cZBttspr2uu5K3J4NoGn2aIOMJff5IbrjvOIN7ATUPhbSdPccs1hp0abEq8/vyEsa1I3kLM9EfplLMUBkxJshXIhORyoDZ4nnj8ANtNxE52soeXglBYVCo4e8EjqsJHjciMmNYwJpJCjggpRuiN/FZguNWAJhIXc77vjFz9mb0/34/x/ntZfc6SekbQSiDV3VxYVAtW5kA/b49taPaj2aoMJJO7QR/luLxJn3X5BkMNi/bMPBEUuus0MmjJHDONJfV4X0+HVwZFxla0EhQx81a1zueMYUHJyfzUSI54qqsRrWSQi5Wjz0571W2LVRa84h9dOWJtw/MPZsIvzByqnCGiVx4Zi9999BtfKU6xOwD1hZP+PIsX2RP3+/Ov/NziL2mdsUxYiK/krUfCFgXRd5zWJMu9Q5KFX9bqsXr/qyB+zvy6DJfdA23Bve2/tpKN5pOyxI/JUHTuf0gUjSYBb71OeNVhzaFBoBCFMGLqPR/cdrzvQsNvbgmpaDGDCmLcde195txjxatfX/iXdQH4omJcf89JQBLGWKIKCNk8UK48Qjq4nw+mLSiHODVAjlu22gmpiMwp0TESVloXdYqIcfl+BVLlKXZGvCpe4HWjkn83DZwUk5UOrYUWesGSSM5wChRt22KsysmEyu3EOaiScU/FYlyI9JBATkBMjHgv0LS8Yb8hTgyj/QOe/8iUDxUWEuzXinkxp0kDnN6Hd5pkZ7jBAGk9B+58kJfeYCjKimAGXF1u8h0SuSVMePnA8kNbazg/p20mhJki2THDoLgmQrkz4oid4k3Lj+1z/LMTfbGs36FoRBkqV9Fqh7aOlHJ7L0nx4VMn+NRWQTXdJlhFaAPGOnAOqXOAfOhCy3UHHFaH7GdlVVfxD1nkJsUFxr8a7HYH1ZXusz1T99Eq/5fCVPf+TiIHVUVO2i71u145nmVb3ie52H6p+dgfl93yu1gTYostHMmUiHGIKfJqpU3nN2cQW+JtRaMNQSyBpa2xJmFJ6FhjwgzTbqPn59Hz85h2jOo6JiRmEncfunr7CqVMh8mqbC4HC++jnjfq4g6piQRdUz12k//w2XPcf6rIRmN7OG50md6uR723QrinhW3JR13SoXatgClBjKQQWQ3UuyCBGOlVpE1RfmkAACAASURBVJ2xaKUZGotFKJwlNDV0z01pu2ACZLfIlJVxVrb5sBuiSDHmzHY1CPW/K7Kww+3vbXGO3kLYR2h8nig+kFqP+NBpQM758asiD9+S+PYj6ziB8cyx5Qt2Gk+hFS8+EvmpJxSces4GX2uPZXaqKCRm6pBSJsNAXevf6pg0WlMaSy9Xp0PqCjB5F5MiJJWz3/WqZKQMKUhWs9c5w5ZhhT5WUtghqoDEnCAzHJkM72Iiy6NkDDtJYK0ckFKg0AqrQbUVbTjNv/7ju3nWAN45AtKISLbPzkMjoa3LTBZjCRooikxf64n+rHIh8zxApS650l2/umC0ozYDjLOUAh+sS9piiGqmpHVP1Qg3KstWBYM45KXa84JSkFqxGYXUBLiwxbnxNv/k9nP89rbjJ+6uefKFKQ//ycf4zUObHKgGiGtQZYQ45OTZ86gUOXXGMZ94Tp0/xRdPnyecO82BMx5MxOkmF2RN13apDXMEU40oyiE65CInVtApMvNztlWFdhvo9QNEN8iLjxNE1fzGhz5FKx5TCNHnjDd0lMuY6ARTln5Te7HRy23jd0/jiwOr5uLf3Xu+1cLwqm1NXxwr2sgPXA+ifE4A09+zUyr4OY5A6Cq4ohXKDoi6s7o1uf+eDj2ygNEtKjaYNEY1W+hmjNQ74BtSCjkI2pKgS2LMmotm8SAVQifG0PVgp1hDv3qlXJndW6AJ0WBMREe4cjDlPWaDdxGzbbGyXWFFYZ1Dqcgq82ApP7cSjFLESkSFhNEJwxC0YKLPHTE98J5ym2wnlJkDlu5kAHtfdi1o0+91DaI8UQqSV8xUQMVAO5mBSRx4+CN89f96CVfd83sITX7J0rVVLgR9u0Ajuus2y51oubAGea1ToCNaL9kXPWleKb1Uq0qSrX2Dz5VaH1GxhTlUcw/1jCviKT71gsN8/YE5p3Yapr7p8FmFVZl/7FHEoAgetNT81lPm/PbRKmtKOpcbOaTFBE2lLUZna3Ea4bV+zHv3necPDijsvECC4LRbBCCVBwJ6e4L81V/yRxs1/304488Ojvnfaw3PLMckn1AqIj4Xl3QrRDEUjcYbCz7gdf77ADZZSIatGBCxeGdRpqRyHjW8imaf4de/KLyiTRgaiIpSDLprkFh0wpGtqxWAWFwnwCJYvIBROk/olC3Gc2E0UsdIaD1+u+YjBwr+eeEJKH6rabmz3uY/zyr+43Qf8aGG/zKIPO3hU/wsc15TBr6hbKhKzwWAsqE8vI/iebdw4nlP4afXruVPrjmCiuvoQ9fzzE/eyb+d1AykpC1K1I1Hac49wAV9gP9LB77vtk/zF3XicxcCXz/e4NtkCEWBLwPOWISEcQOQKT/wuKv41Vuux/kGZmeRtumMEHMYCUoQZ0hao7ThmddcQzWbgNI8dO+DWDMgyQYwJorCKJCU6ympnePbeuEUK6SLg+mqpkbKoix7Rch3FbMWQVPvPs9CXrMToY+9o0O2mCf4ZXxR3e7JCE8cadaiQRdldkH9+wRU5SowFbZaRxVrudOh8yvClF0ENzlz1I6kLZg1VLGPZNZIephXIu0ykCuWoBRiK1QxRMr9pGqDONiHVBvEYgTlCNwAXY6gGkG5BuUQXQwX51nabgBdW6juWgILrThYCjiN8h7tQYzFxE6P0V6creaCU35RfYEmoHEMunC1w2DSEJ0j4XIRApb46sr5Fi+9p5S0HSleK6wIjpLEPHNj64Z2WlONdyAMeNxHfp4kjsPnPwFpsChY0etG9u+xa9tdVMX3XEdKCfGJFGQX2C+xz5bz+ZSPqC5xVq2gfYRxC2GLdp5Ym7Xc8ewbaU6fYO4r9g1KjLGUTlFY8mKjE9aoTglQ5YYU8XzjtSU/c0UnxGqF7x8UHLc1Ws2JpkYePIX+q9v5F8cstXFsB40qpmACjQ2LBojFPbnDmCNfxos+9CUuGNiaw8QabqQim1bkLLyX1gNodUQj2GRRBFLnfTJKwnGdGIYWTEKkoU41Tgti55TPuolf2q9oZUQsNIXRNCvwSQ+v9C2n0O2WOo5or1ube/kNxrj8jkIEp7PIirJ87/YYNznHtxy0QMWh9/8l33mF4xePzXnx0PKG/VNO7NR83ZF1/t9xyQ+fbfm/Z4Y6elRyrLEPsUKwcxqpMLrF4DEYvvsF1zK9/svYaRrmVnJ1/abrCS9/Od82NzBco37511EON7nuSdfx7qsOMBjA0G9AsYFyBXo8IX38o7zzKY/jWTco3vKxexlrhQwPQAzZMaLH7CuT+95thS0K9HzGa69/As8fbYJNfPjec8y8oqRmKgahAG1yK2qMJO+JnUbq5TLSHntfslYe/RBZhZZSJ+eXdwz9zlWzEogXu4r87z4Z8eRE5rXrCaRhlaGz97h8lb/aIBWDHMi0zSt0H+G1xtsRqVwjFiOkGJGKEWILoiugHCKDNWRwENaPEfcdR/ZfQVq/BhkdRdYOE0f7kXIdijVUMQQ3ILg1pFgjuRHJrUO5vvg35RpSruVAb0uiMpm3qgw+ZRJwSolXbRhUA7oYIFphlcp0qbbF1itq23u3+qsvQYR2bQqNAanw6xs5C5VplpXrX/rqCrpIcGN2Tewq7UppdAiEFDj85z/LYOc8pZQwVejtFpnXkOaszx4itol5TKB73uhKhqlU9/++FW/1VtSi4q+6go7qBkxe3Ze4sBYym8AHpM0kbmka0myOzBr0dsuL16Z87MsHfHFyGqcNa1ZoElRmvnRdXRl0SqlFBmfF0TDh266GJznLY+98gG8aRX5jX2I6B5sEHtwizWdo47DzIa85PUfMWp4kzW4hGaU1DLdgfR+3feUR3jZzfNvsAG847fjdmeB01zzgsxWHtAEdhSPa4cUTTOIW1vmzawyTZwz5zLM8n3yW5v6b1zn/dM2nrx3wC0cKimhRRSCUjpEfMU9zBlpoJUCnPJ9S6tbevnARMWQmTGRJEl8S+nM21LNClIJUztGPnOOjj5xkbA2jRviDgy1ewHlLmBf8+faEg1tTDh7c4Cf8iNtGmgdHQ7xxmeqUAuJnxNqh7n+EX970vP+AhZkjOPgv4wRNS6vWQGp0LCllAK5gVtdc/+BJ3rch/M16wQ98fszDquXmoWM2nMC8oQlzOHoQecKNfOvH7uI7bm2ZWgVFhRsOwTpS336qFIgixgZSxAOfnpzn3nngwxdOgFH83p99MO/eXEnyXRu6yQlaNrLMu6SMqV5um59WguLFnVT9WFyFD5YJxyrctTJ/VrQ3YLfJY6ZuVUQnvOVKySyGyxyXx1CrTNwn1pg0J0TBRyEoRzSDXL0VFherOmKv7rfU0lXSyXhMMg6x5K1ciphEdnI0Nr8cZXAmc/yMil2XTVysWsYYtLFdhluhiyEUVZ7UOmNaohRvvMZwzJquv1rzrftmPF7XlKokFLuD6LLglCsxgqCsoUoWphYI/OxI8Yljik8fbvj1TcsrBrmQ0QfRpXJVF7Sc6b6WK9ESImk8A0k85nPv4rn/82WoCyegbpDxaZq0xtoDtxGKCtVOeeSx3wbUuVi3Qr+SjlAuKyZn7NreLLc7KXYFkf495G92PdQhB8QeN502MJmhJjPM9hy9Peftzz+C+JpZE9AhYW2g0gEVql2Ddq9VslZCNIILmwiGv3jyiC/uJNad42NzA/sD1KCu2Q8bFa/7yOd5eWPAegJTstKRpSNVZXHtGOHzD1F8+g6mtfCr+xOtnzNJgq4TszDvsu1EatqMwTae03Xk6aHmrhtb/vDJkSduRs6lGkKFtJoSmAa47oDh1cfhzudUfOLKEge0RUL0gLkIJSWmzcZ02WlhKZ5dWIexitj5hfVwDx0tqn9WxpiOnJ+gtVAN+chDD6Cnc063QpAh46Hl5nd8hl99cMZPn/kCt+yvSBdmoGcZalGBV589zzs39yHKUDtFCBPimRm6VUzTlG8uEmt1Q9JTRjbkAkrfhShZus98+gRve9JholF8e2k5f2yTN50r+KtpxJgKqgHFYI2kHdWhY/jjx9myUxgegrUDtGYfdrAGKs87tGC9wMBCKQyLIS0V75+fh/WjDAabbMeKlGrmMqAkc86TzhSkKAkfszPp3mB20dHtAFcX9csdl6JbLS2n465kKhfTuehr1oFJmmOlZRTLpfrcJY7LY6h1jfiGmGCeLKlaI5VriCkeFTjO/12uBKoz3NJCdp3s6Tza7ErZlVKdbqogypDIEn+9J5RSKq9m2nUCIy5z7GyBKofocgC2AFNyTSm88VhLcp5034N898DyloMDGgILEc38R/P1ikBvDKayInldgm2m8J738zVHLLWeckoLj4lz/s3+rXynK5XCRemxE6lOqoMRpg16MoMzZ1BhxoU4IFRrfPmffiObj7wHURY30By464+Zx4jdPsn2kZspx0OkmXLdmY/ykpN/ACpkvqdrKdsCUkCH7C3iTIHEFjGZtkMnrkzoOxBihgkk5oTX11SzztqimaGaBiZzpJljZ4mvOeRpz55lKjrj4k6BOIy1JCO7HCQvNWCNALYmaUNZaQ6OAr80F/59PYRaw8CgrzyMuflJfP7qxzMPKYuaJJevU4UFHS32z/bwceZO84F7tjiafKbaqDpnfh6kieh5hOkcvTNFQuIfVTX/7fHCuq3Yns8Zz+tMVYoeMZYZEasss86LfeAtjz1oOfG0AaICpa7ZjIlGz8EZYmry2AvZ0M6ZAdYHGh1RRrOmIJvz5akVV7RylVLEIB0sVaEOl5TPew7f/N7befuW8MpxS7rl2Uyf8Rh+o9jkjguedT3nUNoCm3CF5k3TyM1HEg/vfJ43mZLQNmDWsFdfzb1f3GJ9LLy5arhuMMDODG1t0IwgOmKY07IfipJ02PC6932OH713yr9rhcqWJAe3rAv/MHpeWFja4FFKqFUEa0lmlAVnBkNYGxHdEKVd13LtOs3aApUs89B24y5zchtjodS847aHyMYiNW0MxJSbhRBLCh7xnhTaXb39e3ePuw99ETtgNZ48WvV/9eg74TTLQJp6BTnygl7EiERPa1r+7RHB/n31UMezhjokvKhsCNcpFfXmVheDwEtsYvfXL76pS/3MpSgLl+SXKbPEUZRCdIEyJZgSVQ7ZkshrjpKNjJxiGjT75hFGUJSdp3ifTa5e3yIoKogNwWvUuvBv/vcn2d4RZucjZ5Ll4/PNZUtpR/FaZIpdFpipZQlmNXLhAvr8GeRCy8Nf/q2cPS3oVPGE23+aQtWYsmXzzG2Mx2P+5jnfgzr5BdKJu3nlF76Xr37gPyMP3UbWp/TceD7wLYca8BGLQOlJqcUkCyFDGwDGB2QwzwM+svBad1uCrhvmzGEWULPIzWuBH332Qf7T8w/zXU8y/ODzjzETRZsSLgZckVv0Qgi7fJouJeibn4FFxKO9pg47/N4rnswvX+j6w82QECLRGFJRECu7SwmopzAppRbQhEHBaAg3P4EfOed5451nwQek9rlNctrAfEqaTCFEwsxz4855fvDGAG6d8/WZbGwnYBCsTlmXossc+2ruTFomWmhs5J6nlvhZ4Pl2zB3Xj3j4aY6zTy848WTP1rMMp55R8MkbA69acwzqAjGWuTTd8Ok0Q8kTsn8uSmVt1FYltDiaYwcYf80LeLfLz29owNsSVMtvuyGvVQd4rjqOmhY0SvPi9QTTNe7VR/iVacDJEFPWhOOan7z3S/yPE6e4q265K0Ua1eB14pfMFrcer3nboXWsO0eRGuSxx0k3PZ5bj5ac1IKPBrn907x53fIvDq9x63i6osJGFicyCmUcWJvJ/q5EOjWy7Mmgu65vtShg9809ojQow/s/cQ9KCY0doWLXtdbVXmKMBN8QVyT9+nF28ZEW0NzflQFwuWOVsdP/P4u8awSFVxrtsgvea48k6vjof/Oyvfwf/fCtolWidApri6yLqPViEC57bpdiBb001nKF2C0Ku2vF0Uv+5ALc17L4fO+xMLzj4sDc03FiSsTQYsVwxa1jFI6n3n07//TpT+UtqSZM9cXyW/05eg4oUMaWJhUQt9Ena0yl8UONHl5JMh6lczFLm2wXrHrNgb54lLoM8Nw2jHfQJx+kOHot8aojXPuuN1GdvYPjVx/A+Jo/fcXH+Kr/+QL+4uk/gxpusu/uO3j1kZ9j5iusWuPdN7yds5s34JoL/PTB/dy1Jfya81gxeQJKYl8Z2Qk1tlnHxDlNUWBCIIkCyRlVChFNgfEzfDvjD597DbdcZWgNxDaiVcGkGXP69Gk27Bp1Cco7RmViNBpk59VOlLd/l/1HL4OW32UiGEcxS4R9A4yfcfBjChNrYu8z1AVR0bKrM6rnHVurCd4vMlWtNbqZ4fUaZl5nzdsQkbrO0EXyqGiR0PK8Q5q3P/cY+xXM2i2G1QatKIYuX5+1FudM5xax2soYGTJk6hpMHNCogG6ntMpTUtHEgKOkcBZ0pxaFoHXLd94O76xLLC0icZFYqLTMtFLqjB4LS2paQFGWA5rocwFTBcpU4nUO/kE8Sln2q8CFWHDY1+xbK7m/LYn2HLatcK5kKJFzoQU1YiRzGl0Qpjvw8dt5+ZOv4geedB3RbPPChyDGIWutYVIGBhKZ6/zeZGuGahKy36KTJs2brOMqIcMpsxbqOWk6Q823YOs8snMafKfPqNWCSSISsiBPp8qWocBEUc/4t69/MVetDRmkKVEXVM7gUo2NUwqnGAz3UY324wZrWOOWynYrWH3Pj801g7T4fG986ePD7mxVLxa75b9X4D/Vj78CY5daqSkGClUwMw1fe1vizm+44ZJpqnnrW996qa8DcOL+e95qtYDSiHYrAXQvDqn33Eg/4S4OjLt+Tq0G1F4ZPmN+lyLlKr07mO46X8otKiLQWodJiQ9taU5MG04eOsZ7REFDbp1M/d/ac8mrz7l0CIl1tYbf75BRgVQboGZUWpNSpnEpk2EDrTQSQlecUeiUkJBg1qBDRMYXCMqDGrJ9w8uYDR+Duu3dDA8fYnD283zh2MuJWzD60q18vf5NXHk0E7Xrhr967D8H7UluyJ9Naj4tCVGWpCOD2hPue5A/ePJ+3lCNePzA8t6xIGaOtBqiz3xcn3v7VdPwmmssf/qiA+wbGHZmNR7BqywWXmiLLUZM4hyUxaZtqmpIubDO3V3p3lsRVUphSRhVMS/nVA04rfith6bsGHAxkazFpsw/TV3TB9J3qZBx3twAv1QE0iUuBWKcI61BxRaZTrNP+rzGzQJxPoNxw7u/8RpsM2XaTLMSkiqJxRibDDEGUhKs3T1ZlVLUSrJnVOf4kWho68h8Br4TVsaADfmdzpOi0YmSIf/gWOIZqeH3p0td4BSXbad915cYlelppvMp0mBitgQpVUVTRCRqkm6gyJVwzAaV9SQbOBdaFC1JDpJsQ6Cg9hFlPdpAa1ym0TmDfcwN3KMdv3bfFo8rHVO9yanoqK1AEZBYIU7z5LbmdNnZxEed+b0qLj3EYoY0ks9C4Kqzl5ZmnjsDtYaOBWF0btIR1UlfIiAJSYIrKh44dZ6vun6TUqdMnzKdXZJEdAoYbTDWoV2J7lw7VsfbYs6rTnu5g4R2BcU9UMHugKrYHVr2nleRKY9q6ZALVMFwodph1DieYA2PO77/318UoPhbtvxeMr1DlM0tWhdVzvpqm1wyyO3dwufJERcfagXP7JX9LyWVt/dYzYwW1WAyZUdry4hso/y6o+tsFLkKmVXmWlBF9gMShY5xubXZ40sffaZKjE0gKUtSBZBAF9TSAePKkGKuoCc/B2sYiud4AdFmC9qnFJabB8Lrr74Wc89d3PjfvwV731+zc/hZfO6V7+YDx74XZyvCfY9ww8O/xc3z/4FbGzIOgTNnx/zOk98BYQdNhQ4tSWm87WyXa8X8/A4/f90RVExY1XIhtOjJNsx0lmGb1dBMIESOzB/kl565zk88seL+8575bEJZlpTaMlIl1hQU5YCDG+tcceAw+8sSa/cB0LbtyjvNW65VCKDXV0gp4UUTU00RHK0SaoSb92XpvaAsKkaCBt9NCrpdjvTOCb1Qi8larKQEzZwmdoPSj5HxFMYz2BnDzjb+3Cm4cJ5jssWAyFxa0BZXDUhpwjpDYmdtbUwW+IjR76ruDpUlmaw5KirRzgJ1XaNNxClNZRxWFME4WusojWYgjjYG2mj56qtG/MYRjU5llhd0gZiyDkNuCFBoNGJMx9sOMA8knRjagraco5LGScNNXzjJRw8pPnWooa63aNuGmQeJBcrsB72NSRUFDVKB6DWSGJT4zlnAEnSLDCrKY0f43Xsv8O2lBuWBhAuaEkFF4Q7nMNqgrAYLYhPKZg3ipOhakmNu+7YmV+qthWKYNRF6SxQgkt18VeohOZNpllpRh5YvPHiOxq2RdElpA23wJF0uOtBCCERf52afbuu9yBJXPqczoBS1O17sDaZ748ayur+nlXzlO4rcZh9Dg0YwKhcpR+2QoOGpBx89Nv2t0au/gZguBf72JNlL46R7z5Fv1uz62PvzjwZBrLYq9g/Xe0/bttRNZDab0dQ1W1vn2d65wM5MeHA2ZiIGXEOyCgbrHFFQRg1EsMNsWNYF3GyDArtT1e5QWWRaQlYbj5qlkIgIWAdac+TcI/xkanijmsAjX+QHDiW+/7jm+srzyutGBFtwxYd+nKv/7M2krW1iM+L2C9dz1c4nuOnoOar9mzzykOfO2Zfxhy94P2k4ADvCNedISdBWZWWjGOBzd/AWplx9AMZJ2Idwut0hETFbc/BT1MxTnW/h3AX+4mU3c/PGnHvOzSmNUJQDVIpYpTPlaeVjOCjZ3L+P4aBcwRqXYtH9h+86iC71vvtDS+LF+4egDG6hndBt+ZNC997uiwKBWrIoyPNVx1zFx0eYt6jpHMYT2D6fP3a2YDrnDU85zNmtC6QgDIcV4/GYqsweVMACtgDdCfRcLLazmhBYaymtw5queq8SzmpsF5Q7QaZ+88/XXVvy3MGU6A3GS7YrUcvusGQiJlkSnqAqnB0iwdJG0B50O8Pf/xA/d+WIX/7Q/TS2gGRpEXS0XGEHtM0MHR3CPFt0i2EfDkRnh+EV6CpKolVz7jSGzeGMlxQRkRofobZgQgF+1ukjdJXuDp9U1qBN7gozVQEud7uJsZmdU1Qk7Tpbad3VNfLEWMhQqpVtty5QruRjXzzBNEBSVWbw6EhMJYImhpbQNrk4FQNyCXrg7mNJ1L+cIPWlajV7j0wxXD6HReDec1guheuunOPRD9XVbS6lpr28uFXO4N/luFQF7iIuaH9+tcr6kUVm1DRz2ralbQPe+0zp8j5/3gh1bPnDh1uiqbF+HTzcEKb8680hR10kat31Wgf2WjDk68mZ2MIOeu91rv58EgYp62Xet3GAd332YU6dnfO4+75E3Y4hDTGbazz+uqdT1nOGm3CFPok7+Tn01GO3xlx/6BwPPRI4c0rzhSMv487n/CApTDBJsFLTpH2Z3N/pkxoUg/vuY1RoRmHA/oHjRD1hZ16R6gnRdMWaaUOMgScdNfj5aZgXWFWAChih01dY5eEtB5QxhrJ0u/DyVYHq1R3C5QqJAlzl6MSbl5h3x7m7aHzkcbSitpVSNr+LXStsVxGmbaFp8kebpfGuOTQgaI2EfF0bGxuLc64WoJZj9WLnzX6sQYfddsiVUfmaV5XG+vvtz+k8/NiVJdY6ok65tXdlF6RillQUBbSBr6waCj2l0gWgiOI4/uDDBGruObPDW07P+afOsxZLWhP5kmwzLA1CiYhGU6JiZEefw0Gutgvd1jwXjNZYI5UVw2TZHBRQrIFOJD9HmTGVXltum3vvpG7upX5tiyyKwRi9LFBZd/F87gV8FjBeVgrTZCjn4/d9KbfqJsH0VtzaLoKvdBKHl+OZLj4X/o9oVH+X43JF9cUzepTjsuIocomT7x58eoGfrq4Eq892LygcWaofqS676wdjXyXflS0YvcggQggLnlp+2Bqtsl6qUorWJ9COC1H4sfsCd+uEjkNC0TAImpvm5zhwfD/fYeFHTpaIbch+frqTpJMuOVVZpKW/EbVSxdcKdCc2LJ1ajdbMrWBjRA03eee+C3zD+pBHzu2wtRNoB1sMW8cdp1q2Dx1hf32K6tAaX77zo3xg82co9+3jr/1Xc/p5r0UVghw8BpzgmjMf5sbZx/jC8KV86dhTMWqN6GsMJSG0hPmU3/nL27j5+qtwpxWv/HyJabYh1FBG2J4iocWHlt997jM4Mx/TyoR91RpOFZRaYAWjyll/7DK4fH+9iZlSSyHxS+tO7haW2AXHaMONpYcE3iZUMLsKgdkpVK+MoYSKGQ9HuqzUp6wtMG9hMkWNd5DJNkzH6BDAWCRFjg9Lps2MjWKNWd0wMAZTZK6kc677k9Ip5vf33aK1XbnXroCkYqZZdl14/SIzn88pXYG1y+mjVRalma0J1w9LNu6ZcM6WGB8xCholGVPFIcpnDfSHT/DKJw55nFvnF5o5ZYLB+cS5uMYv2uPc8cxN/pMMqIvzpDhkQwZs65bN1PC6UnE+Wb5xssNRifyQGvKCw8KzxPHqccD096A1Yz3HHT7OS89MwGT7mGgLDmA47yw+5HeTHRy6MY5dCkebjP8aZ0mxQLxHXAHlAJxFfG40yJu7bpfXvV5RJjdJBiE5g8w9n7z7LOYlDh9aBha8N7giIt4gKZv3RV+TQoXYImuRQlcjuXjRe7RC1KXG6KXi1IIutTLXdXcLeSFeWRguAynA3xZQU1q0YyGyeGD9Cp0H5W6fqXxZBhHQum/1WlnxF3Xb/NwDqpPny33+PXcvpURoa9rUCxrnc5iu975v5zOdp5UqHcZlxf5XfEp4qIkgJts7tJrawv/SG/z5+z7F77zsFjizA7Ug2qKMLB4W/UcnyJK7o8gK5YXOXFog6gku7MfrgGq727YWwZMOH+U9MZFuvJLf/9xDqGuvhbvexIfueypc+yr23/PLXDg94aqrD/H48MecPPhUJuVN0M4oZjUv/0NLCQAAIABJREFUuuv1WLXD0TWgOMKX7E1YeTZRJ4gZ3yEI3PxsTpw5y6t/570Mn/NcYpwS5xNU45GtcdYk8DOuWVecm+wgMTEwlpG1WG1oU6Tottt98BOBGNvsrhDjYqvfK5vnd20JISy2xP3PreLry8xVI0FYH9kV9aq4aFjQSoGyC71XiZ21RlcWytuuhAoe8W3mzM5nyOQCaryFamdZlk0qRCmGqsEV+2hVQLeBRMzbdUA58GEZSLPBoV1ZpJcTthfm6QW86QJUZgg4oiSc2S01p5TCzQwlgV+8wvP6hwtalf1Ok88TOGpBSbYmHuwv+cP7t9k5vIZxENo1/OYE/aJn824r/CKakRXuYsDPu4rviHOYe35wFDjuPD/yxQu857Z7eMrBIT94xY1cd/UaT31Q0EXHge12d8qD1y1YKBtHRHjZ9CzfdXw/3z3Z4T5/AG3nmfOre5fWDjrQZLNHnRW2tLOIdWAdxpXEYoRuW/CzTneiX6Dze1Z9aUqBNg7KguiFjzw044XHLGIKmrZlTQxKZ8ZKSoHQNoSyxUSP7jog9R4FtcsFtkeNaYvxuRqYO0sUpTsvMb3ck6aAiEEr06XAaSUlvPi4fEC95CBTe06XK2K7/M7JNxujoLXa9ft9G15//qR050kfOkX7rBCVBIzVWF0tt2pGL+g5q95USjRtTGirKb3izGwHr8ie4gTQEYKGYo3xkx7PP/zcGFNFwsCTpCsgtMtsdKHJaJaWsxjydg/yoKkH+LLGBYU3lsdOTnH+wCY7OwqGFrtjaEcHuVVvoy5YXmO2+aYvu5VPnrd87jk/z77Z3cw/8zZueeznueORhr85dDXPO/NDbMhnGboNNo9ewfZWyyeP/GMevPYVhDjPViI9PGENHLwK9h3EGpg1E5iNUW2NzMaokL2Bgg9850uehqSAxmCMpm3b3OO+kmHtrdZ77zHGUNf1ImiKLMVB+q855xY7B7gE77L7nVISRlpiL3O4im11al4i5Op3r+7VC7qI6vQHEjQemU3RswlpNs3v15UkFMQso5eaMaqsuvGXaIOnqqpF0WyZYS8nVX/91trFgtAvEovJ3MFN/XOq65qiKFYWI6FE0yh4xuZh4olt6KT+6OeBTkgh0Ao7+w/wnriZ15YQEHWewlaMphf4r4cP8w0PbPPEL3yef/aUJ3DN4ZbRFBrn+F5foXxJOryf9kX7+VhteONn7+b7Zof5jisP8etoVIdhakmoSvNztPzotOTksMalId98eIODesjpbUfBLJvTLnaSXUIhOaAqa1DKkUIidXKb4ky2uikrUutQ0SzxRul2PjF15BkNpsziJ3li8473fZTrv+kruEoL+1Qg6lwo7p9Tih7fNpiixEiBUXYxllaPvdDLo+369+6Ul7+zmlAsc6nV38tF79hZN6nLtfJfPqD2J9zlLX+Jrf/eLf7yYoUQ2l3tianrsllU7fIvoTsldKsVzpUoa0GZXbiXdBjOKl0nF8wiGkOILbVYJnS91DGgjUKKLOWH9xmvdy0JS9UOaYoErV707yN902PaLdtnDNlvTvJ5hhVFHfCVofzsZ/lXjzvMicEG/2FyDqaaVk6i7r4TOXM3MlzjkbXjsDXmCZsf4cBDH+ZvHvebbL/kXXzxoQ/zsubXsA/+CsevHVNWR5hvae69UPGBm97OYHQULwbE5ZW0V5lKWVsWqwiTGUVIhFlNmkygHiPNFOYNaMdzDwuN5Kq29jDzMCj352cX4yJY9Kr6IYTF9rcPuj2OGkKgKAqapsFaS13XOOd2wTaXwlVLiUjyoB0iu0dkliXsdFx7vdgVl9nU+qwCFBL4FjWfIJMtlK/zriDlQEVKjKNmf5oiUiIp0YbAoMyV2/76+rFsrcL7hrIsCSHg/TKw7pVy62GnPsj2C4f3fnH/SimmqUUnzYYOueDS7XT6hciFIlfCrWRLagxWaQI12jvUH9zK9VdrzIu/Ag4NuO/jp2kGN/JH44KZLhASyiZ8alDRwtoGadOzNbyJH85ctExG0bpbRDMd2h0I/LjVeAVv2q55490z2NRgIrpQqLTcYWR6WBe4OnqgSMZOsQ5syEUp7RCX28ClnkHX0NBDY6rzwNIdjKYsSMjz8txc+LVb/4a3vfQZiIMw97hhAcGSYiBGj/U14iuSjSird4k/L7fpK/++ROK4F++/1Pd3jcVLZb0poo3rxs2jF7Xg75ih/u1f77f5smjbatt2MUnbtl2s7P1q32cAzrlF0Oyzgzx5e2nA7vwCSESJ6Tq2WK5mWiO+RcfEZ6fzzCH1Aa1SVnpvG5CAHQwI8zlKhijfEgpBYkM1d9SVLM6Z/6R0nLS8amqBqACdGCSIak4jibXWUd90E//qi/czuWLCiAHBNTTnNWqgkHNnYHubD6gn8vIr/wgf1rjqYEVx31v5+OabSG3JmVOOo1ce4zMPW3b238DJG/8J6ujViN1mlgyq3el80cndV0K3+gdoPcYn2tk2zGrUfAs92Sa2s24L47OATCMoHTGmwJmlBF2MmTyeg0cmuxtjFoG2z+b6z0WEpslBaDabYa1dZKwLnDzGRSYhkqvjShmSsRm60WpR55N+S51/mCTposHfMzAk5EVRmhqV2k4pqJNik4g2FY/MFcM4wZSbOatIidlsljNJ53YrsneTbbmoxA5HXmbaq/ev9XJ7GGOfYCyfkTEGoxQxKoyDKJpeVTGlnG1749FRZ3Uvp1Ap4lRNUPtJao7/pufxieR5aarAn8V/zcv4ly6CmjCIa3jT8IRQcZfLIi2Fd8Rznvc+xfIfz8CfzyKpL/Qog1cJEc87ztUcHQ743YlGOwMHN1CmJYpF+Wxcqfr3oS9Rq9YqB9OYOi8thyqKXJQqhmAniG9zVb4X9lEajMpQQMq+c8lUOJniteXzD+zgVUDpEaJmlBiMsh2bJBBDSwoNIbQoo/NOZc+C3WPbXcEHekhgDz56ueNyeGufdPSZbEr/PzDU1BVd+j8gkohJ4YxBtCKSsa4UEt5nf2sf2sVkaZomm3ZphTYmU1DKAdbaRceVMSo/wC7z1NKJSut8bt1ja/014NHo3NcfM45b+hGBMXOlecdJlQU/tCIltbDtFYHQepR1GFqiypw3xFAXEWImGUdJ6EimWSkyBugDmJzqS4BaKSRotHVMRRDfMDl2DFBMTUBHDUOHq66kMQO0zEgp8oGzL+I5mx9lcFBz3aEdPj57BGs3+FJxNR95zFvQB9ZRgwGysYkEj2E/UWfBF3zKJH1jEB/y9r/NVe/UztHzmjQ+g6onxNlWxvxcAeIYJ8GqkhTGTHzLxvra8h13mVgfWEQyhtkvgEVRAHQ4aV4oq2pICIHRaMRkMqEoisXA6wPR6sAMaLSKOYsMKfMSyRQTUSp7nqdsdYNklD3hc5XEh277DypIJpLHFi2RKAFNFqtwsaFRind9/D6+62kjRjGLmSQVUTr7xhdra7RtuwvjLYqCum677Nwvrn8+n1NVw13bzFX3COl2VRCJUS/cf4OGQhQPh3kOTCEvKJB30KaBaAStcoedTOf8StXwS9WI22ODqAJtC5hNiGaA1hHaFqsN81RjpOR2VcHkAj+14Xi22ma8PsTuTPjJK4/w7M+cI1UF2IjUBZSWQnv+whcwTxkTJWCMEJPN9QDSojjc+6wtdmcsF1OlFGJ0XphidsrQg4rUTHKBKvpM6dMO02X0FAYdPVEiyZXZKNEUqBgQ43jv/WO+9vqCNTOlTQNKDSnZzKftxOe1a5GiXCRjwK6gKqpfdFUO5spcEuW89LY/IbI8Zz8mVX//fWE1LbUreJROzn5MX/ZY3eYnZLHt8/OaZjph+9xZTp18hFMnT3Dq5Am2zpzjwoXzjMfj3EHkLNVgwGg0YjgcUlUVRVHgOl/uvd1Xi0uKWXxZvM98tL4JQBShE3iWFDCSqOUMM1UjpuX3z3fCINJJ5/UPoVvBduHCimXhyXY+9arzP8qLXeadSi6WiVbLa44r5/Gd6Ahp8TdUqmgO7YNj15BsDmBTP+DO8qs4d3/CtGPWwpTRoTUevuW1cOQI6eBh4mhE2absx2UVNgaKpnuH/UBPKQsvtx11KHhSXUNbI7OdzNlMnRNnCnzmTESaMW20BJ8IIQdR00mntW27oCr1h7XLQlQfcHsooN/+ep+xyf4drmapq4fNvTv5eWpFNtfrFuouc0NWtnE+9GldPkHwuTiQYufLpYlCrux3W/gGi1KJB05fwJpEiPUSKxVN07Y0TbMLC+2hpx7OqKpqgQ1rrTMFL4TF/3fDWX2isduYMdaBukj80cn8szHFbD6o8n1HI51IkGI4qfndwxtslSXfWmarjdjF4NgR1tvYonQgqDWs1VSNhXaKes+f8woCk2JGOR3zhfOBsyHy/xw1bExnmBpwAcNp2uAX2GIfLKMSdtF/+nHb1w+07uhRGjEa41w+hzVom4Wk6YpTFCW4IkN01kJKVFXFBp7BeE5UiqFdy6LQqsNVtcEY4Z3v/wSDlHBqI5M5TIUeDNGmJHTMnhT90hn1UXbNl6IzPdp2fjdcuYQDMqP14t/r+alZlH0Vg7/4uLweqrYr2Gki+sBsOuHsmdM89MADfOm++zj58MPsXLhAaFqSz50zw+GQ0dpaDqKjdapq2PVN99v4JRF3USSIadH33BcqJLYoAoQG8TUSGmLwiG8gtDjxSGhQ0zFu3HBqR7ET/QL3TCEuRZrzEwXIk7t/9pKDDj2uFxPKdnSu2Bnnmd7jSi1J4EojRsAIqigWosZKa5QWbFVDdRCOXwNXPgZXlCS7nxP2aTx8/IU0vsS1M/Y99G70NV+OHW6y8fBHuPGOn+LFn3w1L/n09/CYR/6I0ERSBb3NslWZdbCwJ2nztp9mhqqnSJiTdOr4hAlN5NffexvRjzG6wItiOqs5e/Yss/lkUXTqK9p98anf3ptuZ9EXoPLYSgtYYJXOlsfMam98l+EkmMWu2JQ0muVWWqFIob3I6TQfCaP0ikp7zK9Qd4E7JZSGzisF23q+cP9JQFOPt7IbryxxtlVctC8m9Vl16NqGe8x49Xv6/+PszaMuy8oyz9+7h3POvd8Uc0RG5ESQJHNmFqRAIghqWiCIQ9m12gntsm0nkFrYWrjEtrRE2i5roKsti27R0lYRbGuVDYILEkQBQaZkMskkySEgIyMyM6ZvuMM5Z0/9x97n3htJZvayvrXuiu+LuHG/e8/Z+93v+7zP+zxKMZ/Pv+5zrWavi6ZcdKz3nreed5BcbuiobEUjgKiINQ1BC2t3foFJPaG1a/zPkxk6uctsbUQV40tXM4p7eDXieLPLfhJMDB/qE794TvNPestPfvQBxrszvuPYOkZZ/mWjMAnCfH3R0I2UpEjrPIgwBA6VlmOmK1kZsBByDoPV+FCZCoi1RK1zdlo1YCxBDBhNHzzfePwkJ48ehN1LtLNzBZ/NusXlhjBzIy4ly1zV6NjjQ8J3fXGjoATTLrM/VkRTVu/F5dOOlw8LPZp1Eh8VEB/rkFwNikOAzWvd83gDBMPXE5b8gQQ+Mp1sM5nsMZ9MF2/AVprKNtR1jW1qmiaLZ1R1vaCWDAE0vwFBRC2SjsupD5c3sobPmFAQ5gvcQseQVbdjlxu+ovFBMM0GzijecIdF+1mewFh5/dxwiovFmt1N879rAUTnAE4uO5MFFYVEcWVUQrZhkcX/QytMjBjRtM6DEfADf1bh2IDNFnX0qdjNY3QSURfPkKLja1f+M2YX9/NS+TO+dNd+1N/fxivP/CqutiilaaqaI+YLHH3kbm554Lf5y6v+PdsHr4MQ8eXwIZYDKPrsiulbUj8r5nB5aicr9Ubue/AiVE/FdxN8FJxr2Vqvmbc91mZe5Wg0KqVdWnSvV62fjTGLchnyhNSQkRqzzBQfu5MqXGx7lLKkaEipW0gniMpjiqQlIUWLWgSokDxIWDIDREFVFSWgjM1loZqeSE1QipnZwvTn8/VRgguRhiU/dvUzee8L7JR/Z9d1C6vn2axdHCpN02QPd7NMMlYPjxysE8ZWPBAMD4YafAcrrrOiFNFZOpmgg+LitTfw2i8+QnfVNVgVCUphxCNW0TkPKjdmpYnMO8tz776Ln7tunX+jLZ/9gVt5TW/Y/zef5ve/6Qae+z1P5XVfnfLucz37m8AVVnGo01xoPD7mBqNCiCGiK5uzrZVAlMqQxaKEFrV0AQ6F4mY00flsLNlUpNBCXUPfQjWGuoGuBVH4GHjPubP5dxw4im4DsbiFpuhzJVgEfN720Tt4/UueykhHXEw02iIYUuzzeLB3+CLCYowlqcs5zwsWkYLHKva/LuMcYI1HNdUH9f608v+Gdbr4OT0xhvqEGepDpx/hzjvv4I677uHsww8xnU7LAtTU1YhmbY21zU3W1zcYjUY0zZLitEqRGjbbqu/18AYDRZw3BWJyWUAiCb6okjPfQ0VP8p7oZvjZBXy/jYuaSE1tW3zv2XWKj19qCKYhpUKxMeUUVmlRLqeYDemyBrBHh0RIJqvwA9oqaCOSLFoM2EAVqtypDNm22IiG2ZRfX4v8/rVrVGqMHgjoXSjUkEDNw/xQ9z/y6skvcsvV9xGvfj46jXAXT/Pw+rdy2/5fYbPZ5ZvufRO7MsL7EV1oCKmh69eRHu6oX8T2kZuB6aJcFil2GilrVoovGFIqvzv6jNt5RyzW3R85M0P6KUY8nVRMdvd45OEHmexOMcquZGgKY3KDpu9bIJf2AySglFkElWH0d7UMG14n/13OkkPs+MosEqOQ6EtgLGugaJEOG1dECHlll5nOLBuXKE0OBaI0UVtIgTR0/2NP8HlO/YOnJoyrChcEoiP0lCm6gLX14nMMOLExqmTfmd9sbY1zgdGoLhnJQJ3KTSmR5RpuYkLHPOUzSx7n5/z8XR1IFhJJIeYkQqQczhGlK6LV+H0juhNXIt4TQz5sXCs4qzA++4+lVOV72k/4kRuuZs/u4/OSiHVFYMb5PvG6L57lh+5sOW022S+KaRrx01PFeQ0umNywTyGLu1uVKzclK7TAnAQsMtNhIkoyhXCA0CIJMVUWeFEaapv7DE2ThVzqcQ6sIjmJ0jrDBhGC1aXZlVDGgtL5IFSJj33xAUZoMBXJgY81UVUwKMj5lhR6YuizbupjBLa81IpOSDH8BL5ueuqxDvsh6wzFMSBGv/g+hWzNkh/ZQ2zAU//hAXV3B+9B6QhdQMzQWKrLYyl/Niy6R+OUj8Y8vv7vV0r9JZu2bJaOGEOZ63Vl/K1CM8KQqP0c3ymC77j9kY5aZjlHH8bnfCw5++WfKylLsgrtFb3uwc4yHicKnxw0mmA7FBPwmj5NUQlsaSSEFOHeB3leTNyghBvrgkGmAKHPBHQxxPoYoe2QtcCz0508c+uj+K0rkJ0zxJ2LmNOf4rOTq/nCpRM8fG7EpYml7TTzaDijD/O36eV84fqfp+Ic1I9SZBBZZKJJKAaKl4PlojLehgjv/fSXsb4jppRdaLXFjDZxzjFvp/mqP4qnucq8WKVXAYsqZGjGDItzoBUN2WD2XbKc7UM+lGSFZ5p/yWVlbipwzUCPY3UDiIAYktIZilnNhqNkg8IYuff0Q6Rqk+jbhYtDRC4TeFn9LANGOmQubsXhdLWSWq7bJUVsV7r8f0IgodmqK26btdjiPLD6GR6N4fEY+wKjia4nKUGbCpPmWbmpWueNp07za9GAshAComrs857Jmaddy2d2Wt7U7HDDSHCS8GT9DWIipAKdDHOkhbUyvIcF71YprNKLYLR4X8JynLQMZOR7V/oPqMyLViZ342WQ9FTluarcT714HVgy46gqHi6JSEwuSzqu8Mwvo7ul9IRY6qOv5+M9ZxUSWH2s/q60OBDjZeI/Pj5+2Hxi2lSfLaIrGWE2IhtVzajKwdRai0ZywItCjEMaHdEDtrQKcotclmovbiIU24F8mkVAx5j5iMVhE99m+omqwY5ISdHTovwUFcdoo/nJr47zRsMTB9mwEMvY2qM0N/Wcyq0Ta8s/73a49Yor+NLFB9ixJ3nz3sUMO8gGfVBgNUSydUqK1D30ePjaKd4w3eONL76J3znRcNMd8yzVN58Sp1OUEdxoxIcP/BzPe+APWNvX8Kz279iVa3hAjqCs4uozH+Tz1/8wl+aBc1ohxiCjNdKBo6SjJ5CtYxg/p1ejzFyAcvoXjLRkWlFJhi3EIKot9Jc8paSriDeRO+7t+MRzhVvGLRNfsScjphe3OXp4P32I9Nu7WKNYW1+naRqcc5cF0oHAv1rmDmX5avl1WQkWI0kiCsMHdiNKR2IsmyqlAt/kRYtK2bk1Dq2BuGhYZcSobF5rEVuhm3XifEpKxeYjZUvuCNz2mbt47nXX8o0bO6T6SiwzXFAY57J6VKHyWWsWTblh9HWVMjZ8tqEpl2HbuNCEVUrRxH3MuYSEEc165Ae+oFDB4pSQjc3sAptUQ1NxEZAUwzTYItjqHok6Z+neU62PoJ1S2zF7R69iLi26b6hHhmlIjEf72JlcoP3bj8AzX85LrOFv5iEjU8V6PKWIRuF8/hzRCDpCDMuDMMVhKDzfP40iDE2eVLJZBr5nynKQymTqVPCItSRrgYbUz4tbrUIpnXFPlUjJgyoKYoCIzSLVYc6f3H6K19xyJaNRIkpLICvjS0gQI8H1Zc05VFrxhRvW36KpWYSPuPyQviybHaCNRwXdy4JvTFkkpiR9yyTDXPbaj/56wgz1DR/8Ig96w4EDmxzeOELdjKAsuL7vcT5byYYQcK7Hub5Ec39ZRF9yHsPXnQB+8Xch35iYcmbaT4luljvVpbkU/JzQ7xK7KdZ5XGgIKfLDd4zQsQfJ428yXCAyZWWRAUspDUJFSgE/m5FURzJ7HN96Gr/RTbOizlzzhvWe956Y8+aq6ERmygKdSZi+5999wy3M+sAb7z/Lxx/wKB+yXN7OBM48QLj3Puzdp3igu47/cvRNnD+9jdUV103/CPYdI139LPqZprr+eaSbvgX+0Tcjz/km0rNvQT/5RmTjMCIzxARwHoPLONYQ0FYzHGWQqgE7Jukml9rBkWLAe0HaGcrMedM7buf1f/b37Gs84vaItuHMuV2+evphehcIMdJ1XQk2dhFUl1J3vpRGlwecoUs+bM7VxSkiGOX5/F7EE1A6B9KhkllMvK3+vxUOcJaiy2IcoosCfNXg6rXcCClDHChBnMtmjIx5619+nKBqTMzK67HL62wYSBhYCyGEBVNhUJ5aaLCWjTdk3cYsy9C8uQNzeoKsUa9b3nW/5T1TR8KBn6FUzdBgZajgVg6c4f6tHlKmCLsokzKx42vn+eDRLdqYbcFhE2cSOnhwPTviGT2yw4uefzO7fc1/6TzGpyKiVjrfyhDCCn9zgfWToYgYSzKTcDGAyddCEkv/JJ05pQsop8hsJS15ItFYaMZQrUE9yo0nycwYlJRpqQw/oXQ+FMWAUmhl+cDn7yFUa1hl8T6BWBBLEk2ma7qs5D90/IcMclhnpXG5DI6P3zi6rDkVA8QMEwyP6HOJ732Pd10RYepp27ao2k0e97WfmDaVDL/53i9z954imSUxf5imCSEwb6f4rl8sxmEyynuPK9SURwfS1cdwUUL0BO+I7TbMt5F2D+n2iG43f7AYSD4hvWe3sgTfo5XwgR3Lp2KNl5CzAVUDiaTyIb0eljd1cGhMLvDTk1O8arNhZxbZ78a8r9sluoD0FvPR9/ICq1Bhk28+NMWkJcWqEoPbZ/jDU5/l2665kt86eQ2vm17Im8hkZ0wTW9h5CO7/HHzpb1B3fpb3HvgXnLlvl41G8TL9Pp66+2HOveQncAdPEI7tQ/ZvEvdvkrbW8DaRbCKacSZRqwqvVwRFhg1oNcnq/OdoDON1xK5nO98YclMkOJKqMlxiOu49P+V177yDQyPBREcyY9qgOHX6DNu7e+zt7TGdTtne3gaWOqgDfWqgWK3O7z/6wFylwg0B9nQbwK9lStRyZec/YszlaHlIUouNLFoXzC5nSViLrmuo17JJ47Dhg8drMn+QxN6kRx08DKkn2GqB7c7n88veuzFm5eBYErlX12fX5YbIKu1qeHTSkazjtgfh9ac1Rhq8S6hkqL0qyXZWBxvK68VXYSqsHka+V2ir86Z+aMpvXLOfPXee52w5olKYkPHOXZvHOakN8+uu5KOHDvH9WnNHavBW8Cq/fgoxC4yXgClFa/brvmKCABqdhchXMrh8+OVmlDKmVAtDUDXZRt5apB7lhmFVL3RKU/l8xiiUNctroBQhRkTrTOEyhrtOP4J3ghQMVciW8SGxEnP8ZXHjieHFR7mXlhI+hUj0gegvl29cxK3SG3CFate1LbPplMnulL2dXe7f/m/kofpoUE3Pr7/rE5zzW3SSS50ogvMdfdsRgqN3M3zf4vuW4BzBZewzxUDwrjxKcI3+8g0YfLFdduCmObvFEGJP0g1Bquw7g8LFgNeKUbfHTnDcMznCax46iE+AqlBtQEKHBA8uoHe2+Q+HNe840vGkcVMaGJdQoeNvzwdeIT3vvG+Pf3HfWf56r0OMIsUp6YYX8KZPf4ww7Xn/xYbKjSD1EDy2B/oxn33OrZypK35mJ+FosrV1o5GtLfyhq1AHn0zYf5RqrydOzsKpz/ChY7/MvXtP48nh04xvfzvnb/he0hrUaY/x7ALoMUZXiGQjQkXEpwrRpROOIpbgomyWT0tK5+zU1LC2Hza3iM062KY0EwDfIiobolk/5+4LE/7p2z7GaP9RGvYY64RXigfO73Hm4W0mkxZVyv1JN6frHCKapsmCwqu+Uo/GUEUG0Zzc2BIss6jQUoPqF4MWlEx0yI6AhfL7YuxRq3ygGJ2hG2OhtkRTIXVDHK8hdV2mc1ZoMirLlb/tw1+mm+5CUDhtcD5iraZrZ4ikr3vvQ0NiSeljoUKllKIWjfcR5yMpahwda21FlQyvufsCSEv0XS5rFbQpoHTGdkM5kJexVMgEvkLFk5KpJgi+h6RIsQWYAAAgAElEQVShgj+96xS1rvhmDIqaFoWWALPE/6AT790348snD/BtV2xiui3Wd86VAQoyXKU6EEfUYJKQ3EBbFIiGp5g5vz3e48PHL/LF6y/xlWfO+MzTe35h/xTxGh0d2ih0qtF9IqrAQW3yPRJygDV6wVnNpb/J5b9W6OJFlzvmCjE24/4x5eclAVVBFN764btxIWH0DJIiiGQ9VhIqhpKd9rlRFH02wlwEzyFTLZTGsr4WkoCXJXN+8fDJ53vqEsEpdOeJXaLveyZ9y96kZWcy58ELcz7yyGFe9aUjWK583Jj5hJ5S8orXJOImpBmWyNt+8MXoWlGlOcGDTgFtZNG8gMzvMyZ3S5Uxi65wLp2Kwo82i01lRBCKrbESIGL9nDi/BKoq5atHbIM3NSbMEXOY7aC5fWeDP/aWj1yYgNnABoePPboeEXxHujThyIOn+bkXPAM1m/E5DH8q++hnu3D7x3n/dz+PH90dc7r1GKXwElHeEpWD1vEND32NN914Le/qhbfvzvmdI8d593TKH9iA+tCned+3P5f7OviJCxqhy6Wd66FtoduDaUJdepj1ac9NRw/wt3d+iiCJzefeyjPe89Ow3mDDJdAT9IaiiYHNpuaTT38dp659NYTJYvOlgS5FBOdRIZBcZj9kTdB5pqzMZ8h0B+a70M4KDl2cELSCVAE96BHKtfzEd97EP3nqFcy2O84bS993VCTWtGJtVHFw3xa2zoMYA3Yeo7/MQypGFtQprTXJRCrWIDm8SXz0fOLVX444Ad1HoiW/76HqHISkRYjBZXpPLEyNmMpEmMulatsi0xZmU9LOOeTSI6TJpQWmjDIF54LoDO//mRsJo8N0KWC6jsP7N/G+5/DhwwuMeDWbvhzn15dhwko7omsIVYd0NYmKsen5vrs9H5lr8EVQZ2i6PUYis7hmA281Seme60zR8QllciAQr4gf+Agf/qlb+evTPb88Deg6u4Vy26d5x603cPx4w9HGohvLzV9omeg8rbXWR7oqkrwlurjQoRXdo2WdSOJ31x/EWuGmfZq6HhGNotYKg2CkIagLnNrd5Jvv2kDGU7qgiiatIC476abeQ9/BrIPZPN+n2S5pZxvme/keKsnMEygDJ77wcoskY3GxxSf++MdfxME1zXzi2RhFDB7xc3S5N6ZeoxpvYuo1bN2gZLkOFwfVSmNtdbptgBbT0NgKEd0ZetMTyXbpzmm62NOGFj83PDKLvOXSYaZXH+cOD+YDn+CvXv1SXnzz4cfkTj2hp9Svvf0Dv2KIqKrBe8eff+kMN1x7hINa8MrntDkN4glLgemUsogACUJySApEQganB/B4ODUgjweKBTyq3YU+S81hKpROJNOQyL5TnRpxttf89N/N+JbNmqekjve2HcYbvEkQhBg8VAZja/aO7+O2uy4wdg/znUf384FZS9toquNP5b33PMDZ8QajUOG0ID6RTKCxFV7G+C99nlde/0x+4f2f5E+ecQ1fvXSBdbPGh7qEXHEVd33mbn7/2Doxpgyum4zxaTtCjS3oMW88ss6rnnSCJ+1f5zbzJLj7U2zOv8D9B17M6XScrekXEDFsra8xWh9jN9Y5Pvk8mzuf4/TRb1kyFGSYW6ZQwDJYj0i5pgpEZVtekzvBKeQsIhtv5KYamsUIp2pqPv2Vbf70c6f41pufybWbDt32zPvIHMtO27M7z9xWJao0ID0x5ll2pTSsePJUVYVzLiu8JwVKMVKGX7h7wj2dUCXwAgMRX0oZPMxZiMrNhYH/mKlgxW5m6DbH/NwckLONTerb4h2Vr8EgSKJNYN9VT+FqtlHNOjFmjH5zYyM3albGZIfOtJRGSkpcpmUA0HoDNqJ3KnotHNvw/NxXe959UaN8m4PgorRPl7EXVGIhwJPyJlnixhRaH/kjZIe7wsrd3OCkFn7ZGZpocaqDXUHvXOB1z7yCu742Zeam3Ptw5E/mgdhZXj9/mE8qx9MeEX5kzbOF4iuhzTbrArjIO9e3cTLnpg0hVBGrLWMypqm0wuFA7aeqAj9zuON3T0FHhUiAoBEp5nh5kxeqdr5/xJjlLoPLEEzukuYLUWQFl8ybwglPCYmO3gSeeXg/1swwZoQGVApZw4K8zpUekjJzGdNjgd8DwpCVhsUjlInLEDzBB7wP7NgpMgXXBnbDlH42Y3vb8772KG+MV/NOey3fX3n+6foWP2Ur3n7lYX73wUv8yg1HfvWxYuYTZqj1K96QenGoEIghobQgXvOy5xzlB286gW/nIFkhaEnyrtBaFpQaay1GDKbOiuRagyoq3wrBCtkWItWo7jy63SbEDlGbJF1hSEzNFloCptZ8ccfww187jq+n8NUdDh3c5PyoBq8R6zHUuNBhleAUIBWKgGrnhLhOGs3KQh4Bk0WzCR0gjSDOELWB7XqcnkG/j3TPJ6hOn+Zfvuq7eeO8R9VgO0vfaGjPkaRGqDJxO5URTq/hoa/w+1cfRrHG3XsXePOsIr73D7nxkXfz+af+AOqB+4lhSuUnnKxPcfLwI/SmYXNk2N68nr+65a2FxF9k80LOCgQh9WVuOqWcFfuQM9QYcobcd6jpHrGdQDsFN0NixPZzeqnRzhNGFUSodKBP65zcb/mtH/tmmtgz3dlm2kUmThOAyirWG8Ohg/tZb/LwxjBCLCILFkBVVSg0VmAyUqz7EUc/fhErDU5mEEwZnV2us1SEUlUh6me19tzhTTGrFSVfnFv7Dt31xNksZ0QXzyPbDxF3LxTvokyGB5DYQzK8//UvxIVx9kFycw7v30dKgUOHjrCqi5kTy1Q0JvJrrIr6BFHM5j2bB2s2Xc/PnEr86YUxMAe/BnWHipbo3ZLjqdWARiyn6YasN0ftxYitNiZDDlqjfSIqIWmPcTVBd1jniG4f0U6QizuEj32K//CyF/LJFv5IxmADdj7j3+/XfLI3/O09d/PjT7mWz7uKd/iWKBuYOOU/H7uE03BDZVBrUFcVpqlpkkFqSxU1tarZVjusJUOb8v18xu1CFxUzydoXhAAuV3O5SuoRH2G+R9rbhckFmM3ywUfplpNK536ZpRKzmpjZ63Di+YvXvpimqgkp0uiEibP8HAClqUbrmHoTU40xtlo0RRc0KyQ3mh5FhcqcVlfgxjzhJx1spx56z1f7Ld7uD/Hx8QYdBe/thPTej/JvXnUzh9bX+Wd9AD0lvvIZj5mhPmFA1S9/fVpgXAXsV0SiqThhen7hVc+l1pomtUWs2KHMAYzxKB2pmzFG2cUCNUWCaygXtSQqVUF3CQl7kFoMY/qokX4ba8a4rf10jNBofun0Yd4/1zkT01nwJJukroL9kqdABpm/Qh8pK3nZHS/UnQVeB6U0KaWRKqIoRqNCyqrypso31mT8CfE0SfJ8PIVaMugISMB+8e/545ufhFM1nzlzkf8YN6k+8E6ap2yxt/U85hcfRi6dI/l5XlzNFmm8Adc/HdbXQIprQFFR1yoSgsoiFN6BGHQXERXwsylUCpnHPN/fzhDnibMJdDPo50jbkmKPco4UXaEllabd0IENiuNH1/nX338LJ7cqPJrppR0u7WwzkQYfAvs2xjRKsb4+ZmttjUYpmrU8NReiYxImHBhdSWfn0Cmu+5RHG7VSwSzHBRfTOAv5qbQkKMac8aUUUIVelfoO6QOpa2Eyhd1dZPc8XHoIca4wOTQqQZQGpOcnX/4cXnI00uw7gQ0TtuqGamMLP9/l8OHD1HX2zXLOLTDivu9JGESmTHtQNjMFNscbzFPDz39ljw9OKzricmST8rwyxVYWVd7iUjQiylpdfO6SGS9+NkVXdMAEB1tyH7FaE1y/VG9KGRftvYNkMrF99xI/vz5jn9rk17c180cm2CMaVzXcZGf81JXrWO04MfYcaAK1qalqjTUNynx9cFoECho8l7jhE8J2MGjVEOKUytX07CFtJM17lPPE+RQmE9i7lOGnPAZHCnkqLcaYD0hi0bn1GQqIjo3W8Zbvex5XrFf0xrMxslSpQ8c2Vxhi0LbGVOuYMtKOsctqI4OmiyCqwiX6uFXWXCL1MEkXiG6N2TzyQDvit/sD3CkjWgOqaag1zJ3LFTICey1xvg2Hj/IC2/GpsI7/ziseM6A+sdrUAvco/DTfkPSMygUe9JbX/cnt3HzdcX7sliuI0RFFE8Iu46RQTki0aJ3H9aw2xKhyORiytURKiaCnID3WeYw06PE6tHv4+iDOjjm/Cz9z/jj39WBGCsGRqFa6eXJ5abZSog38tMEkLQ3SW3rFV2iYPBoaOJLN+AgeY3JzIcUIWjChkHolomIkakUbI4wM0mc9Twb9y07obM3HTp/l2MGD7OqARM/44Y9y9nt/G0IPh/eR2utAEsYqfGWy26SURVbwIVSheiRL5T1OA9qS+o7QaKzUkBJNK7S2W3RhU4hgG6Sfk7oJqWohOmI7z7+/b3MGWEq0KAqi4+xFxw+95QMQIyeftJ9ffOUt3PiU/fQ+4Jzj/LltdhycvThhazRi/74GLiaapmH/gS1qs4XEPZSr+OcP9Aw6AYtAmmKpbcvBVUaTYSj9haTJ+Fwq2v1KkCRgK1LqwBtkNM5B1veYrsfvnkPhICqiKKxsE9JB3vqeO/jen30hAYfXDXt94JDvaJoxly7tMB6Ps2KWkEWqJQfBGpgFg/bZ6uf4/v18Yvc83/Vlhe/HNMYtqToi5JGgAk+kMuqp4oICJoOoTyJn0SnlUWdCLrVTJMWw5HeXhorEfPhHH/Ja9AmjDb6d06eIUonYh5zRnz/P2b5hrNssOl4H9HnFdUf2+KWnr7PXtpwYd+wzYMrggS4QhS7+YvlWPGpIRE+Rtub2mxyvujNw/xRmkuhti+7HBCaghGh0npqqKpStiEovSv9MvxvGhVW+VjofOgOE9dIrr+Ejn3uA77j1appSMYQkZR8XClUIqJDHUQdYKCVb9n+peMLA0hgz62dEnXB9YtZ7ut7ywckaf9BvMFcjlO4JKoBeR/SUecq6BMNaTftqSOu85swZbr12kzfbOY/39cQC0ynL7g0cTqW2iWLpY0JXmhA9n/raI3zq9B43HBlz81Ub3HjVFjo6lCRmU0ddBcwwYRUrDIIUjLXWCjWfgHMEHJV2zM71hDXD6anhN+NxPrdboUcbYOdEF1FUBMXCEiUpWZq5lYW9gGjKz4Nu+KIMIwfXR38NWUUu1QQf80JHCyYpvOkwrOFjINqeOlb0xUwulQ7t8OVHBk6e5N9FDcEg9RQcvPjAGc46DdUGiEPVQsTnbrY3CAqJkaQtxG5RJgKI9/SjhO1qnI0gFpUEFzqwli4kRCqSBJQxmaKkLTQV9A3UXca26jm4ebYTcZnfl1zGutNokzTdodaagHDqzBl+/K3vIaJ5wY0nefmzjnDjFVtckzIzYOpTmfzsaGe7jHTF0atqSBYjlnef9uhGiMP1VglBr3AGlwcglMZUyqMZYnQesVUKKWOpSuexU9XoPLFWNzBaxwefD4h2p1QdCqcPguug0vwvf3kPb3zJFeiNY3gyv3Bz8zADFzbLEuaBhqqx9H1ikqZ0rma85qlVzf9+aptfOzvOHNPRFm2MuZQVAZWtzPOQwlB6psXBsTrMslDYgsU4MYXfmeKAKuolXzfmLDg4l2HiBH4+y+u7c8QY0F4I7Qw173jHF7/I85//fLiwg57sctXxDd74lBN0XjhRR44kS9ARrarSDNMr5bJazLSvYpPOa0ztqXzNu58d+YE7d/m7SxsgPUJXuMI6475KkUQTrQXTQPJ5yKZg/jkBcnlPlgQkV2CaURhxz4O79KFjbNdwIVJZQ0qKJJHkPRKzVipk1IuUdRTydS6CPSHDNHRTJm4N5xy3tRu888IBzlqwlSUaCI0j+I08StsEJK3nZAlQWhGig+0ZfPBDvOy7n09TtdzoqscNmU9Y8ptv/9kUSlARVAah+0QyxUEyKbzkQBV1U8pTOHxwk2+7fj83HAhsKZ1VvlTGU0UbjBK0CBIdVVAEO4UucU/c5C92j/HXqgZGuVrSJqfd1RopTkhag/eLgDrMGQ8TWVobQvDLBZtSFnUIIW/GFQhjyBgW0EBcjiQmKSIdKeZMQ1zmGPoJzwjCk8bHeU84i04jQgPMV4jEIiA99IDN20PCGlYifTeHWqicxtcpBz1lEF/wMlEEnxXRYyyTLpTMrvekKlcLVwv8aHIcGlmuqgKfbUf86qWdjP2HCKEQ6H2fN3kKedrKBcR3pL6HtkP6bIiVfGEnkFWsJCmGWXyTUs4MUgKj0WGE7Btx7dUHee51V3FyX8WW2+WghZuvOUbyltMj+M47LKKHzH3g0casfzswFliWy3lHL8c9U4AlrlNggEGVrPXgOqR1MJ2SZjvoC+cJFx7OE1khMCIx1yN0qAjK89YfuZmjVlhbGyO6YbNOrK2tFeZCHs9URhMizFpHmxxH1g6waT3P+9yM+/16xqhVVwZyqgIhlYaJzv5ZYvQSI5UCKw3fF6aiSmXDLwDW3HBJZSw0T+oU/DjkbrhCiK5glcpA1yG9R2JPE4Vp38IswsULQItJFUfsjLe84noClqvWe6wKqMpSm4pKa7RVaDKfVSu7YDo8OqAGBck7jF5DhQ7jO3723sAfPjIC00IXwaV809oe9vaQdg6XzpOm26gygz8wOSgZPED0rjA6XM7y54lbrj/Ez37TccZNw1iDjTMkuCKskqcCbdUgqkKZOmfCKLwP2QHZC72PfKVt+J0LY/4+rYN4jLV4LVBF0A0Eg6pzYiaqIoohj5FlnFdpQfY84eJZOAf1TddT1T27r7z6H17yB9GZm5kSiIXkSHXuJAfRBEwupwVEmzwNYTQX2sg7vnCB2/bv44VXCleODdcfGLHmPMRArQxKaebJQnTcuXeAj0zX+HxYpzNNPtU1+dSQRDIaSTOSD6gycz90RjMuGkvzMJWTL+OZywmQuGgY5dPRl66qrHTR8zc5I8yNpcGrPMaY9R5VYm2qeBLCTXqH97g1jHjMvMeVzZCUR1FlFXSlc8jwEZTHG3JgqTV9VLneUTOIimQd+KLwZWxuQMnQGs6lcWxqTHD4qHjamfs4cvw4F9sdTnKMG+Ieh1PgkVTsX2Ie/Us6Y85EBY0B40nOgnQgNcm2iHdZ8FhMXtAu5C665IwieohksQutLIGIqfdzz57i/vscYV9Ns+8A65XmyfdHtlTFJ0NxMo0KsRCdy0wByvUvY475EA6ls50P7zS084lsVRU7/XxxHShViSXiJZHqCnZnqHqNUO1i63Wc26Xq15iP+ox/lymzt/7VA7z5lQeZyxrrvYIGdncn7N/aJBHolCbMWozSdMDhZpPRWPFLX3Lc34/RJuVDJRS8GQrDokjGlVJWfCTZfN9FqcV5IKjiLBrzOk6JhRaVHuxCEkQh+hxAU8jju/nQiygpYiPOZVGVGCFaptMJ2ndEB0l5xAV8e47XvfJZtE5xcMOjTLYRskXACFFZ1UknzDBVKAYpMMuCbWEMJinQmhgdnkRSI37pOsefnJsjbSCIJlYBZhpjK3xVIV2L2IqQJFsUxb6MCadFXyB6V7DU3FCOYQJWcfs9Z3n4xSc54T29sRxNDXM8mpSnEitF9IKYSHCOrGmk8SHr2N7lhM9N1vjj6X5c0WHFVgQjiNWoVBEqg20DyeZqVCeDTR1dgrpP9FoRK5v55UevQA5rgg3spceMpf//AVVslQNXSeFJJQtVOuNckSw0q4fgoAGTu6mm4vws8f9+RaASsD3SjPINrSuSUqSqQY8VQVtCyCWeaI1YTRzoNMZkUWFWvh+aSwAiGMmGgMmoohguC6L0YuS0vF52ZiyCDkMXtiheiayYfK00rHKDagdvR/ygdXz7lcc4dWmaBeSkIsSAsEZimjdDmANNzkRjojcRURrpNNQuK6dbAW9Bpkg8QNIul0wrTTMZuDaFkKyVwocIleb929s8/cRx/u6043+N9zM9djUifb5GqUzEFOoZJeMhOKhMZgTUVS7/0zrJB1LboSR30cVHKMpgSJ4qQSuqKPRaUKpGr63BaA1/wFI3Na0e0WrDeW8gdKAtWgtBWgg2Hwgh5qZLCHm6Zti0Wi9wtcsyOyVMvM80sLDMYiWBsxZVV6TJHhwcEbcVbGzho4XtPRxTJKmM6eWbyOceuMCX5k/j2dMJ2/t6JtuK604cwcdAFyLjekTqoRs7rmgOMFWBZ33M5TWTIsEN9hpqIXeXl0palrKUjHzl/a7Ojiud13YUigfesuOfdQ2KPbrKqlAQkGKhnVzR4nQRfIdue3zvMC5ifce8uwhOY6YX8Xsz3vA9N3OiEfaNYXOkMSpQaYuSy5vDq6Ovq5M+q2PEVWXz1FIIBBfppeOATpx6geL6j9fE2JGJxg7EUydLZyukGcF4HT/dzUlZKJKGkhZc3AGy88oj0ZCUoavHvPb/+TJv/q4buc51nB+vs8YE7yNQIV2kNVOMF7yMmZkxceL5Tzsjbts5RlVHehRSC0nsYvgADKkBpROh7Yl2DRMN3vRE1WKnFVhPtyZ5as97pLFUqaafeWLqS0/pcWLmE5X86nv/VcqgjV6UxAM+lRWdTMEY8xtFsmYius74UV2V51aoqkHbGictemONGCPN5gbeKWgqXMjiGEmXrMVqMGqZoRWg3xhDKB27pS1Dxqqszyo7lx0gMQdSlYRkVkjXJRgPf4qk0isZmiSsYK4AloyiV4jrgIQSSzQ9JoITQUcNOhFcApMHFhIGHDmY1ZoKi5dIjD0Hv3aW73/qUX6r24BZh9iSOQ8bsMAZg6xdNrbSqBgI1mTKinXoWUU0vnyGlaA8NEZiIVH7wfWgNEPKtVAxENu+lJRD+RUWWYpNCgfQedhoECoqJbitDeKogbHKE0tGFRqQByJYgziTZdrK/RMjhXWxcm1jwbiHgy9lXFFrTUx+gYcvZQvBxJYQG6wJsOfp9/aQ3UlmN5w7l9kNbm/JBU2C1jVpHnjfL96Kn0yY9AEXYf/mOiOrMHaN40c2aBS8+ktTPrBTQaWoo0EUdCv2KRmOSVkwufysyBXOou+QlkF3ocUrZd2tfvZBi5R8WERf3EELOyC1fW44DfS4WYvxCe889FNsDDDriPNdpHX4vYd43Xfcwj86DGv1Bic2I9YkKm3RojBVLu2NWnUTtouBiLwllpsoSbYpsnXGDvu2I3YuU1prjek7XvpJx31dPiBC1+ZDfG8O012Y7cLuXh6Fdl3u6Kew6FlEnyfxkhY0FbEaIWtrxEZDHPPyZzb86IEsri7M6OUSTdfjgkHZQ3zabfG2vX084hRNsexpi58VKjdApQweJRuAMUYLXlUoPUXsFqHbBSrERhpnmFeOkVh811PbMTPfg7X54BBFetU1/3DalPzQb6aFUGgBjilWr8NEShLyWGAsyuSVzsIIJmtYKtWQrCZpg1iDbiq8lKxEg6kbPMVXKiWwttB4VD4uB8V2KHQotaA3SdlkKkaUaHo6xkrRpnzyBsmLVWLAiMIRQXTBRFlgegM5ONMhhWJvykIGMKXMSNe6ePF4IOs5kixJC/9TSowt/Oc2sqtqdDcj2IiJDb5OnOhnvGhD8c6ugdQiD/W8dvYI3/cN10Dc5MVnZ0Qy0L74vbDAerXW+BgxGrxL6BSIdUNqPUZnacPY9jBq8uZMLJWNQsyHVYiLRl0Wp14Kx+TrmYPhgsKTKOLCoH0imIicvsi/fdHTecNXO9w+B5WF8UYO9qVhoqUmxmwLE3UqjLuCHTIE14J9Dzi2LqOqKT8rx9BsOaGUKhWLLDiscuYcr9kyPOPAPqbK88m9wJ+e3kZPJ8TJLslN4dIOtFNUjAuPMkSBHfGXP3cr664j+cDaxibNeMSmTvzqfZ7feyASNxJKRsQoEGbYZozrlzoEolhSoVQeujDlPrXB5a50ZbNjKytDAsKyEhk63pKpfmpBVIkZx44hY9vOIwFSVyxvnEP7SJju8qpxwzV+yqku8hf33wHdlO99yU181zOOMZKGQ4dhIwragDVNxol1QpTO35f9ZEy1gC4ioFcP9gWWqhdVnzcBPdHMRx2N9/gY+Z6PRT6LwG5Eicuffd7CbALTGeLnJFemogQYLqfOcEK+Nuuksckn03hf7kHorUzXDC371iwjFFOT6IOhHUas6wjOYCqNx6GtQUeDG/wajCk2QgoQTt53P297+hXsbO7nN87v8J0bird4ODevodHYEAkKok8gU5AaY2rs3DNvHj+gPnGXXzc5VZa8yKXgPUkVqb1BiFbnppVIFutIojPtQOsMFhugyTO8XhXVGQHEEINCV4ZoVDHqSyAVpA50hekyZ1p1NYldkAZSQIfcJEmVBqvwwfAdAj99qOcVD3uIDZWa4OKYZBLOhfJ7y8zFsEELPWTYx3mD62zKJwFJQkwCtKDWCXGCGIsEiN7yDGU4dd9XecrJQ1xTr/O22R4iCrEGJKGSopo7/vGd9/BDL3wW7wuGnc7A3Z/g+/7x85m1kb34ED/h1/lPlYfUoFXIVhLJZ3xVBuuYhC/KZDFpxDnECD7qHINGTV6cpURfBOZBkV0kl1u68B6HRJ3CmABIdhHoKH9PDCQPMjakOx/glmtq9EWNUx5sLse1toW6nQgpIErwkDFUiUVYr7Sh4vLAyJt1GP3McnrLe6MK3JRx8ty0KVjrNSf4P06f4cDHP8x//OFX8LR+nsvNcdYl1f0+AjXsXCD6vjR/Khitw9oG3/5nD/CTN1/Fs/fP2D1f8bHdnnfPc4eaDZPNEFMCFRFp8vop9zMOCWYRIFGF5uSVygps2uSuths6/pEocVF1rGaui2tcaFGo0oAs/lnSp0wF6ly2L+8DuJ4QE+biBTaowUd2ew/TbW593rN55dOvpRbHsc1E5QK6qjDa5IRNgR4y0SIalE0TV2Q2eVSXP+VMfBjbVMqg+ogaJZqgiUmoUuTdL+x5cFfx/M9DNRXaaoTgsfoAznjS3GYGiw+IEZIXxJp81moNYoP3aMwAACAASURBVLJqla3y/baQdJPzp3vv5ikdvPbwfv7vY8f5QqVxQVOpRL9WQ/QYpbMoDBVBFMEKi5Hrod+iNLZP3GfXuP/wmLc/0vHdMuKbDhnuelD4QzujThW9daS5B9vwe5vCuyYNfy5dFiPiv9ECRUy9tJ0YSlAoEymqlPwJVBY5SFJEjk3WOVRVTVSl66n0IqAx+OwoTaxKBhwjGk2w66C2afw6zvd406Bjj1YtfTLYAI5IEPLNSDEHvE9/gm990dPZMGu8Yb/lfzs3pVcaVMSKJqi0DKSrX8PPQ/Ng6KwXeCMWDNk4g5cOwjrJBV65N+PnNxQbI8u5a4/x7p1dbjxYEX1FqncJ7hDojh6HEscHzz7Mf9+f5JDWbEfga/dD90I29ivOXjI8bbzHy0PNh/oEVnLTAU1lWnrRudwbFKcKK2HwKRqmqDIjAAY1qvw5Yi5BVVpkrNnXJ2OsCzrPwNEdKD8r459JmdJQidQveDYv/aPbWLvlWzMpQFcoQ27gJRZY4ap6kxQ8O5bAsSgnV8vKEtAHwZIFt3OAClbw1SSC7Tv6wwe5+KKX8P1fOg+VptmqaN0ajMYE38LaUWhGqKF5U1XI2jqMx6S65q0XBT1ZJ9gISYMVdGWzMHP5PaSBpTBkpCyDkZYsLSks3x8qX8uiQzrYHKdY+KcDtjo0Zsr9ibFk6z6Usj9kpTDvs/OrzzKOyeeppFfT8pSDa3xh5wJ/9tWznHPb3HLDSX7wG07Q0HFoY4Q1AauXNu0Lwr5a2i9LqdiWjIuciUZYOB4Ph9xSTMYX3dicfWut6aVhFCPH1wxfucVzwwcN6DlSjenFI+wDm/UnhrFQoizEbxZ9GJ01VhMJFSK6GdO/7y/4t1deQ3NYMx4Z/rvxGp8ZJdQkIhLRGkISKmfxjc8TZ2rAttUiqRARjAe3EeHJR/ix84akOj7+mc/xrq3n840jzR/ORri2K+4GB/gJtQO24YLtkIkiaJD0+GpTTywwXY8yJlr8sAerZ4rNcyGnZhUglT2jkhHEWkhCtPlCLbLWhY5i3uCILFgCSYSkFJZdXNhEVEswBmKLCSM6Wqqk8SqgiupSAgiCRXDPehYf+vQ9POtbnkyrNZY6W1rrrHspKWNFsIIdrmBdqzSsYRQyDXPIInhRGdM9ey9Pu+tefvnlL+bMQ7uc3rb8ej0m7QT+rwc9/SaMujU65UhOoO6JDs5Zxfp4xJO24Z4YkOe/lO++8yvMrryO55y5wNqVR/lg7XCjgfCtSJWi05swm+DtOtCu4L4s6DnDiGMagpSCYSZ+IcShy8ItZXNaaURIKUdTCRpKqdx5h/K8REh5YXa1wIteQqfWsbrF1Y4U7aJ0Jya0yRlbzj4Lv3J1YalVbBqKrBNADmYDl7jcD+JSdi4H6ESwFQSHsiF3YpWhbXsq2aC3M2zaJIwDaWNMnHf5NaoaakuqLFiDMhDrJmdLygN17uKL5KxsuJ6AlEwzLwfNMIwwBKngfQmMAAXfN0LyaZlwr3i6p1SSZoHosklhcj43AyOId7nrHyOx94jrSX2XS/7JlEvpa0zMFv/1wQcJ7gJHD23w2pc9D/HCsc1AYzxaEsZa9Ep5vzjM1OXyiqsydyIp286k5UFCLK6fw3PM0upIa4uolt6NkSaw3iZuv3XKMz7UEesmw4N6PQuSD462w/UwJZao0jNRkjnYJEKjCc7AkaP4dICv1JY/ODjmynbCL8wmPHffJpUYNuqLvEztp9UOdEUY4p3SAw14EWPc2FG5CpMsM0L2hHvec7l1rwW7H/QeYkeITSi/y//50C6fCldwu/XYyiPJ0PvHt0B54pLfmtzFH6J8KuVXUYgfRGbF6BwQyaVyxkALFqpU7nDrzGNFCkSgciCNIaKMKeUixF7xe2PN4XEieKGV/XzfdBdlx/RVm2eI43JxJq1woQc95l0m8uH7LdtNj9YCKhQOqi6UFllu0sSC8I8smwWLTn/MjZO84iMjo5m3Ac7vcU9d8ctnej48SfzXfodjVx/gr64CRCO7hoPnH+TPX3IVf7YX+dfnNkjSMR9toccNJ+cBJQ3xmpOcS8LYtHzqxAnacaTqxygTiFi0BHzqsV97kM9847O48dQ2KQxle36vKZTsJi2x0qGOTyqLyWRc2rAglMe0CHTYclgO2CIZt4zCciR3gEUycRKtK0IA9M7/x9mbR9tyXGWevx0RmXnOucO7b9RsPcmSJWQZSwgZbCzMbMAYg4sCzMIFBQbTTZtiNlW1Fu2iJqrB3ZhmrGUMNFW2GdsYFmBGl8HzPMqWLNmSJb2npzfd4ZyTQ0Ts/iMi8+S9elLR5FrnnfvuPUNmZMSOvb/97W/TOYd0FdiVYLHkDgnp/zKM6RDi94u33xfyPEBzEtCHx4mSYBgSkMngC0FTJZmKQWyJ80o3DfgYEFcRdIbGRZKRm82SXRYzzFljC6LxOFeAFaJ1CS8be8MHqu4kQ189BmxizlSLrO6DkVz9RHqNkdH7R3qdMRKjYkQz6T1jqj6uPFTv0TYgTer6a2Ikdi2EJX/+0DZ/NV0iwbO1MeHV3/VN1Iuaaw9bEgpWUDiHkQPG1IxVtexwPqmDTJ9cE0RWfOD+vvXXQe4zVhSWXs1paqao8eyajiiGNdY59RWOa99W00hDKI+CLhPmnilTw+cayZt9NtLS/2WCMQH7vC/llXhsGyj/7O94zp238+U3X053+hxhfYMz9gp851EzA9vDO2Y4894RVMA2M9oy6Z5KEdC9glhpmtfdBdaKDZYuYLtUuMLWBh+YLGFX6CYmQZHyxGbzf4KhFrmSIqvQqGKLgi741NqgmEJlsL7F47AyI5ZNIqLnnj/qDFqWI1yM5E2NmoCl/I9AUPT9H+SqFz6Hc+fmdIWwWMwRG5F5B66BYgbGp3AB0uBVJQThJ++4jT9QZXceCTOFMCE2u2DXYTyZezuqDJ5Rwg/7c9QhXCYmEdw65vDh1mfggb8QR3loxvNRKGAmkYUWTHbO89CFh/DrJ/kX0wk/e3aeOKA33sp3/8X7MLc9jRhLjFpi2bEoNBGio6N1ZMMWE6Nqe4l+9mGau27kssJwOtrBEIEkDygqBYYQYmqFopIonZKMKn1m3ySs0mIIjNTbI8Spp2onNGYBoSAZQob3Cb1INwQNCbLBJS/YhMSd1JXh0JCSHsQceYyqoSRvCOqHJZpx897QZi0GWUUH6b7YAZ0J+R/jTDofGxNZO5bEWQ9rKPgScreMCCsczZo8Vo5gcmlrm3UTsliJEUl18k0D0ylSBrQGY3QwrjHj0smjVxyCl7RR97SnqBnL7kP9PoDQHrLRVbFC00FMCm59e3D1HXQtxgdiM0eaGo1LdHaYZnmOb/vyO3jhM6/F13tceaRg4pTSGVxhEz2KlSfab2zS49N5ZGJUjCnRPmHIagMbH/vKvSWmjRUlRk9bTRFrqLwluBQR4A7xwJdGbv8Hw+moiHFELTCxJcxsKgboHQRrwLiUBMz33BRKtJbYKVAQCsPyjtv49bs/yu3N7dx0yxFe1xa84f6HeNONW7zNCK9ejHpZiaCM5BmB0rUIjkXscsI4eczBd4gtmPsltAvi7DKIHTIp0HYP3DRNPFdS/FN5qKaYJPyw7NsJQzcDGsfJ8w9TXHacB5vjNM5QFYHOLpOXmntzY3L2vvf6+hvah94iyfia5LFGUfSLv4Dnn/VMwyZL32GLFALpRCEWaRe3acBTqVvEaseLz2zzjV+wzvPmBctDFa/fDbzpYo2pZjzOQc8e6iCckkNmWGGoYrOnFxUl15qPw+To8QXw0C5/ed3lbB2aEX3g2YsS+4nI/Y955pKErsU49ErLp47eio0Tjhd7+FjyPNvxx01A1g1xmbtEjidw4fDqec/p03xFdZTXN8lQrXiNyQh0MaaQVNJk154W0e/8kHBAm0R7dQxvlAEaoTUdyAQkDlld8j0bNht6rHB/0iLJuGVDIoK4RDw3ziXhGuww3qpkqs5IYV3zhM9wS+Jzrsa6nyPD/zN3dTCSA3YsCCvamJRFvlc6QFZpTqbeZT0VT/qNvcdM83NXOCa6RquCXVqC7VaixiK57iEzRiSR9FMb7xEGLTpoQSSMPhkszToSMfjkCfuYDGvukEDr0abBxIA2bcJS2w5dtrC3hzQX+cKbrubrnnEF7WKPE4cq1qyncg5rk0dqRp7p2DvdbyjN4OcMYzFgquP5GPcZVFWTqh1zNFEBYWg1JIgzLLqaI+4Q77lrj69+V8snFcwkUrRbhNAgRcZtMwYtJkF5fRvxwW71Ea1aihuuh8uOcV/TUW4Lv7OY87vXH2HbVMxjkbQBxpBSz0XPWHUjlhgUKUp8V6fS7JEjBcCy45XTC/wf55Tf2PI0Zo1X2I47PrfLq7bWKdYbeAKRaXPJ3/ZDWFpiYZMeqV1HN46AlPDYo2yceYgXnTrN0uwSNeLthOhmSFGmlhwy8pLyhaUFnibuAB2YVP8bYMj2mah0hYWiJAaB0qbWIqFAbGpXMU4uyWLC7993N7/yvocxtXBkGfmXk8jh0mGXYX8iZHhTxsZyBnBfeBOyzqswhCb7XqNp8cS6w9z7cV7093/O7o5nrgEtS8Ltt/Id9y34vlMtlJZCAkgFJTzr3g/x/24FXlM8xk9fbTB+SuwiE93fUVxEYGowX3IXr1hs8vq9Zt9E0R537A2pyRNinFzKRrPfwBIWpsPDYKGe4IoClST0Oxiu3vjks+rbx4yPIUmkucWwjNpmGDPc+7599zCvYlyNbX9+Q8LT5Ea1K4PbwxXDIumhGUk48pAgMqONO3+/ZtV/Kd2AIWvvJecNPsK+TaS/jkKF2pVcXyjWLVcMhP76hZXWQg9ljbxBGS/snp6mSTULP+IGtx5tUuWTdgFtuqSq5RtivUS7Gm32oJlDvYNt93jKFZv86FfeRhU8Jw4VbBaRykSMTfzSPswfDGrfKYHMI8/3b4WdPl7uLnUv0Es+IOY+Y+m1i72d1LEjdEOBgykMe8ZiBf7huTNunxlMt4Y3NTIJKbdS2CEpFZEh52JcKlXHmWRPXMphBCKTI4f5uSuO8T1Hj8IH7+a6I2vM57u8rkswY4Lv8iNNNERSdVsMOfoMEaP773ma94ZD5xZcaxzPff+7OXluj42dc/g3/hm/9tR1Nk8EDq09sR/6pAbVakoaeStoZaCAQkuKzeN8ePMyPrB+iFILKIWkmhlWxOVem9KMjKeMvq5fQP3u0BvJtsQWNiUH1KC2TYmOIHi333Pqn73rKJ9+G6/f9vzwu+7n9fef4sM7cy5KR2ObYfLI+HvGxiEvxMfv3ge+qz9fVSgX2GqKnryR+qLwR+custekiWEmCpvZSNQ+keLDDsX5yAuvvpxdW3DfhYZFA99Q1nyenVLLCqfqb/AsrqGqTG2XeHT9JjAK3caZ+WEcyXCGsjIAj7uuFKZSRLyJENeQQkhqQ6nUMZOg9p2TypOMEyvDNLRp1lUE8kRH/5m99yhG91+rWf18yWirTyT1G4xdYaX9OY2r6/YlxMab84F50XnPbO9hXjet+WYbBw7seO71PGYAjbLfSDFqQqhZW6HHSjVAiEMpPxqSaFDCAnLDyjj8nBTtG/AtoW74ti+5HR9b1qeOiU1YrM3E/X0hPqzmxyWW+7hePw1B2O9cPEmzO2BoiDlASLpS2loLBZ0sESZsE/m1kwXeKL5MnYvH90rtasNOrcVWnUaHyFCV6DxL9diyhHABysj7znl+Ze0ErbZpHujKARgKKvKmTy7nHTaavEbGc8KhmLiDrk15Q1vzJxyBix2L2rLhhMmo9colxkOf+I//4a1aWscxA8eLikNEJHRch/CGKTRhExsDwdSAYaIz6klHAtvyRCt7a54Xu2jC4CThcj2AnwaOJJZcVbhW8ZVJ+GNimIMEXFvhC59LUiQDUjGVrFVKtRNpZoZC4dDMc3avSome0GOJibw+iI70WGkOb1LULIjJHQhCzGIqY7UqmLCBl22899hQEcp+g2ip9AjR7VJIwUJSawe8g0c+wk9W6zz36VfwyF7FD+5E/uvmgqZV/s7M+P3OJExYcpY5VHx9nHNhOuOdjYK2A8aXoBP2tyWOiSMY1Q8YsdoDFih7toJNWGVhkNjAjuF/PKXjK89PCSjRjBbZgElBAkbNYCgxK5oUkNgbIS8wMkRA2GeoTF/6S29MM/nfyP6e8LlCLMUDdmVMow4yB73BVd/tU0bDCBJ6I5GMmM2hfv+7XkJyoMr5gCncUFFm24JrP/Up/vMzjnLF5jHuutBhnAxJwHT9eeOPMV93DvGdTWMdssEOuSV2b0hjSFVpXUo+iffJK22S8HJqo7NIurdNA81eamsz3+VFX3oL3/r513BIDJuzNC+qaoLFUpXJO5Uh7LfDzz1xf1jfg8fae6hJqcmZYt8mxmjMDr5fRHJb7VxdKHYwgNY7fNHi2o5gKrwVzi+V299bY91aqv3PdgABGwwhdzpwKLOiSjoOYjEimXZnoIjcEAs+HSrMpIFli9qWSivqvIn3Jb45ZFmxiaLvJw5ictm593l+5sKhBx7jjjXhs2aTH1tr+ZIrHNIKH7/7PF9w9Rant/f4xu+685IexZN6qNz3Udq/+SO+1c75Tnb5ivZRvq5quJ2WpjZQw6SpES0pitRKoT9ZnB3wO8ktaFO0kTLnivTUt1Woq4IUEyQKwZn8d0+eqQglvsiT2SXjLP0n2AhdpJkoaKQjcm5pEetXVTYmBbCSe2snGTnJGJ+ujAAkg92Dr3WHGI8jhQ1iCxoTCNGAbhKqvCuIgKloZI8Oy0LzghKDVMCVN/AGd5zveajkh7zh+xUOrc04vGnZC7kMUJOxURHMXs1LjsBPVbt8zSy17BZIegf9RiAp7hyqySSm64HBAI0XheT6bSXkMtAO2fO8Ji74mwf3ONkq0YVUl20cakkRQp+x73E1m72ZLBrch4FOTPq/0fSaHLHIEA5bpEseTJrgkdikzzQxjbv6pMtps+EtcLkkGUDBtqhEqtJlXDJR8WwwlPRtqS3qWmzsuGomlFql6ZRDQjGaPMqQLkaiULgZ+AY1DlNN8TPPfVddxreeq7hrew6mD9sZPE0NDOyJQf1f03RMu0TE5Np1gk8NJH1H7Hwi6ceAaT1ad8mYNsssDt4mY9q20F6E5R7s7nLbDcf4mqc/FdO1VIXH0jFxBQ4o3AGslBF+emCp93MixiRYlB5pQ155tCtY4FKO1woi8NlYr9gRogFvu6RaVlTJQVm2XDYJfOrOCcEoWqyhQZKkZxEJNof8Ah5hLypoh1hHNA2ULRSROz53ll+sTvPScoeijUQrCBPqKMngmizURBKSWXMGyVV4ZmbBpU3fKswk4KyCpOQzqnDFZXzkyCbn3vYOnnd8gwvnlQdPzbnuhqPUm5FDJ488biz648kN6lNvx9zxZfzCO97Np7Z3+OijS37hgcf4t35KtbPk5dMLXLtpsFVB56Z02KwSJatKndHNkTEPbgiLRh6qrHbBntM4joNXWXrd/7rxRBlhfSs8rfeOV983TJTR6wYKSYxETbJ/4iy2KhGZ0dllYhl0C75is0ZlAnoRq0npfAg9x+FwDsNVFfYCv3qT4fuPVXSnzvNNT1HaeUWoHW/JnS/7vkNgiBuGl37kIj9071l2XbHikdJ7WKuyYCWd75DwGL5+P0yQDIBkr0oovUFnW/zIoS3+3fGruXdqcCZRoSREwO0LH4cwXtNnGsPQ6A4M3nscMtTrpzfJynMExEa8ydlXFCa7ORud54eFGC1BBIqURCAq4g2FMRAqZlLhfUuULoXNNiWRonMowsQ72BPMJ+7jNydLXr7epnPI5Z6XmjudLFEzYX35GP9ieZav9iXV8Yri+Aa4jf0hdL5XZhQyjsc65J5XklsWqw+Dp4xqKgjwHabzaNNCUyNdg2QuKr5JXRaaBew2mPoCx7cM//r5z+a4LLl8o2RW2aEja0/eT/fZDM3rUiKwn9vZyGTB7zE1TQ+sqfHYPNHvD7734OsOvtZUjjYGjmw47rtzyc9uXYCiwIug7QRs8iStSZhpCHOs2wLxWNmAboYQ+VKj+HAFSzpa4kpgxiQO9LgJhxaWZfQEK6gVikXgp6Y1PzdN92sXkmh8zKXnRqBSgq2onv9V3PW+R/jp93wS7yOL0HHqovCJc+3jxmC4xif8C8BMiSdOwJe/gNduXskfXnEjZ659Gnuuo7vnwxya1/yrIwXe1zjfQemxtsxGDXpr2IP/cuAxhI0j7G+4gXnSSg+iZzpQKsU94G0fMLRmhNmNjTAimD7qOfCdaTRWhkOMEkkMg6AgsYSuwGyf58Q99/IfN6Y8d7qNqSapTZL6rEWtWW6t/5qRgX34HhpxlDaiF07z6w93fGdb851dRewzsj32E1MbFU6e5HNXnuCd8xbbCzzICrMafdFQCSY2hXkDm2L0OrFkjDKJe3gzQSfbBLEUbSq19bVPEoICLl9KGO9so8/1cb8HDIYujHC3XAEk2svYKd7NkNgRwwK1U+iOEEUIJmHwzpQgBkeJdp4wTYUJWgV8FAgFi7gktMphU3DdpONwmLBmuqTEZB3eBjjzMBpmrIeaX1mscLjHjV0/Rp1DSmW5vc3zXMs3TC/w83KRK9sFhJ1UCiqS4Z+0ucXsVQ+KTTn5ZCSXcPbroMdGowx1+oSY6t19qm/XpkXb5KFqPUfaObrcQdrHsN7ziy/7RkypbE6hcAFRj2O/MRWR3HGAoSNFHwr2LbJjFq9JHvWqE+jjsNeD4/MER++lDri75vpoEgQgtkCKkqkrKYqKpmmo7Dovua7kv13ZpWgIPzDl6J0pmaLsoLZESVrB6oRfvPYa/lnneYvdHJTkEoslwQLJmOc2SEGxmpG0LjD72Kf4SnHcZQPfP10gmgS1jWQdWjU474hiaNZa4i1X85HbbuW73/8g//a9n+aB3cBr3BObzSfHUH/+XUpVZAaFxUSPeEuoDJQKS+Fl5YLX+kPYckkIU8RlbdJenm383ZoqI2SkYs4odE07at7B+wnaxVUtrmGFH+akh+TP6RfJmBTeG1URk+gpIhhRdKx0RI/3pf+n7p5xMLwak7elTiitpT17jhcdWsdOA38UJtA6LpeW09mztDYn1IYJNfLszgWKcg4bR4k+EMoaEx3WlImzWOTqrBgSZlRWSLOHUiI+YgpHL/ideiZlhaNACt9J46NRQOKAtw5j0nvR+XXp/y3oDMqWaZiyZAk4ymBorWLwxGjSa4W0RxodvGhEQBM1bGWoYgq5TPZUJePgA+HaI6ZExbAZGl58xHHXIbi8EKKxPLS74I3nlHfWkZYpNipKl8QuInz/sZYfusownSaS6bRMIaWNM7w8xjvObfIHZ/f4g7MNoSmZbR5m7peI+JV3KjGLaGu/EFDrmYQZrY3Euz+DPXuRLzq2xrtuuo7YCOJWnF7NWrsSMoarYSW518/L3huNioupH1ao0/1NoXyXVMiWLSwXmK4lNosEDXRLdLENywX4Bb/zky+l7JYcKmrWBKwJuLKidMVgTHvDigpGhBD8oCbVh//9nBSXIIGeyN+vHYy9JAd1fIyN73iO7/+dxU2m2NyjK6BMfeCcX2JEmQUBIoEp79hu+OZPb6SQPkNEBsFopPQFPzaBL96I/Nae50+7gtoGaEu0Spic86ltTIVhx2dRHtX0WdYlb986CML12uG85zOmpMNgiqQ9ywCLSGIStYJWDvW5S0dIkJu1FTYozbdec8kBenL5vl/8oCqeioLWrWTtiBEpC9Q0iC+RwiFeKaViWTUwgN9KgaPLa9HWHlxFcAErgjdK6WcEOyfoBNoltpwRih3WwhGWXUssVizSlWHojUcOP3sMr/d6R0asv8kx9J0H2EdnUfok0IFJk73MYdFFA4/ez3dMNnjFrZv4WcGjOxXf8rl5Iv26miRhmAz4YOSHED4hxxUltfGgu7jWEfaEf1Usefn1l/Pp6Pieh5fsOI83LVYKvmxDoVUu6BrvXSygcjjv8QiYGnyFVBWy6LDO4ExkmYWIoyORkcftXsxqnIbnvoRYw2hi5QkyGpg+3DeFyxVC/X1ejVV6DtlbzpGJdlhxeFsAHWUrfM8xz7cciTzl2BZHjBKypkPMG4CGdP4fPdPygg8u0DDhpmnHH3zeLoePXYNSP86j6r3EnspT146TH9nGmSne7UA7Q0SxnRBMh4kFaj1rXcGyWeArQewE1RoocTEMXIc8AAN23c+hSh0tPmlV+CRkLbkNirYrA27bGrqQqrF8h9YtpmtzbX6NNg0s5jnUb5Bmji4vIG3HXbd9Hi+/6yYOb8A0dBQmDB0w+m7DvVE1zmJJ/OxV1VNP6h9t8pkSN2wo1q2YGQeOscOymhePN6bJ60330blyMKjpd+l8gu8GDQAXDdt2jotbnNoLPOfTBdiIM0psQuIirzu+5PQDfMeJw1yujpfEkiglXjpsm9qiiOTGfyRs3piIVwXJSdo2UgZonWAk3dOb1iL3XZjgi5DXQHY2RgpzKbJK4tttiJknHsA59IX/BMV+R6SLQqNdWjw21+tnmpHrZvgCTOsJrmDpFKLgAFWTuhwXUETFS8DPwAXPJIYEQEeIbIOZYmNLmHjUnYX2MAvdRUqbXf8MoGvMmfZeuScZr8FgOZvqoWVlYNUmztkgmSayr09TtoArw3fA2AxMhHoXPvMwH944wgOXbXDDYcff77UUDrws0ERtzsmpMYij/QxEK6h35xwS4URxhHutgQv3cuZYy7I4zEN7gQtrAb8X4NyCcPYiP/c1N9JsLrA+olsFz3q0RoNlrfN0k2O0ZY3u1fzGUeFwNeHFZ+Zg3SrskuQZmgESGFYEkEIdRQdCekaR942PqmYvJ4W7qcJnVJ8fNHVP1RYhh8H9ZfddO6VGYmCLOW//oi1s6VgrAlEK9uQiZZgNXpaIYOiYCzzrsoIHn7/Jow+doykjxzcuxzJnu0thau+V2dEmknnlGQAAIABJREFU1nfAnGwEPvsFE275QAPhEASPl5ZgHWoKoCG2E3ZZwNRSxQlNu4uUa1i/wOvIMzdm0KUd49SNr8FUVAhIRRebLISSx9SnZE/sBG1DUowKEfEB6QKxqaFbQtuAX2bN0BZZ7KD1AkX57rtuBgJls0dVTVNLd7eCffZ5k1GJpE3JGpOq1BT6Ypbx6w5CR0/mXB08xq9dCVSbfX/vug61ifE3fm2MSQuhcZ6jfovW7nD19BB3P63m8++b0vltnFknVkrZed6+cZJ3d5bKKW1owPokX2gDxBStCeSKPovXCJSYYFLFW+lpO3Ax5yZMy0ON4iuYxCTr2YNUEnXQZM7wOEEShTQYZeahXfwTMdROWmxZUkwKcOSa+xwaW4t3LSZKEjvWiAsRG0s8SiBCFGKuejDBIMukebo0BW0OlXwxJTQNoTGsS8Fl5jBoSN5vKIfEVk/Av1So3ocrg+dAHuGe3I4Ogihjcngfjknc/5mDl9sbVVVkug633crHxfO9H/s0//mBPV4zh67IjAWjrFOmSWyThkBqy5IrT0KEPaG89yK/dw38xPI+Xrzewu4F3vRA4NX3PMpPn9/B10UKx09/Fi6c5jNNzXo8ym67y+8+dpbpwvLK5R5vWt/lZe4s0nimb3sv1xM55OcoEekC4pRe4KSHRbjEgultX8wVUpKJkb1X0/NQ9xG7M24lSqYD5etrA6bxSfi6aZC6QZdLit1d/GLJs5cX+dvPLzkxLTAGdnxBbJZoTC0ofAx0weNjIJiKTZ0QzAQJCy6/6ghP2TrMTnOWB3YuEn1I5HVk4F72HlYIIc25DopS+PSd6+jS412HlFNQpWgSvjgxhhPzBT/aWa4wF7FSISHgTeqDJgr4iPXZmObNRHKG07kKmXoaPE2Y09OwEgMg4aTSpVJaS8LzNFOkYrtEmtzXvm5gWWP2tmF+EW320p4XIlsuslaB94Flt4AY0OhzL6YweORD1l1D0uwVxfQSm6PjcYbzEn8/aGT/Zxjq+HXJY/T4tsGHDh860EgMPifDfH7tlFrOA1vEyXnWNpT7bplDV6DeYmtP2xmKCfjYMO8pjCGiMbX2GaLA/v6LUoYJGCXalmjmtE2LA7zNiThxdN0EuibbqjznRzj48JCUP4ilIMHzzFixdpCKODqevJa/hWfuPsj3Xn+Sn9rbYbcjub0+EMVj1IFb8K2bhq+/UimKOVdPC9ZspDQ201lI/VqqGXUX2Y4TfvtzLe8733FPW0HRUIilW2vZ2w3ccKjglCY9yhjaIZM9hB25Gmi4vdYkuxn7ic5KELffYmTk1WbDIiP70nsdSBYQsb2aENmTU9TVSHUUvXWDIJY/lAJcB43yXYcdjy03+Eu5iOoU03TEIg7GGcA6R3XuAj/xeSUfuy9y5WUneMXGgr965tPZbZX/XkWSh1tDdHDiaiwP80MfeIQfO3SO41trvDocRj70QZ5y59OYVeu8qLJ87O4LPOeZJ2mmwloLlCXaRcR3qf/TQB1I3igyEjKRkRxdH85qTFoAkZS4klRmSBZmkdx2U9GVkEnwqXTSh9QmuAsQPepjEvgAzGOP8LrvuoNy0/Lw7oJKLaUT2qphEpIqkM3lkigJu1VHZA/rtmibXZpml9YHJmblhY6rgYaEZO+xicdWUyY7O9xzu+eZHwksQkU00BUKPhK04TevOco0bFNLwa+erVC3gJiw8H6TDiEllEw/h6LirGV2cYc3bnl+Y7LFHy6qJAjdC/f4mPvNhwSd+JawbBPXuuswPhDiEsIC2iW0SRyb6FH1Kd8QC3wX2dCddE1hQadlau+SSzdtcbD7QQSxBALGXKJKcHQMXF4ebzT/MR5r/xo7Wqf9wxgIXYtopPMesXbf6ypdUkvFRFuqdo22EKSER26Dqz++JGqJSMS3QGES+yGB00TrUlluT4sm4abOWzRc5LfiGtcapXY1315Y9poKJkosLaYztA5cOcX7TO3q6W/OYsJK0wARTNcRbYloxTuLmvLe88BTLzkeT+qhbj78IC9bmxIW5/nNzQ1s20IIFN7yZYcu8Ke3X+Dddyz5kae13LDecGNVM8vtLtoYUpifd6PYLqm05ajs8uMnO/74C0s+dJflv91acWXZQjfBThyf8B1iIyWCLdNOFzWgeFS6JFhMEm92AnR+EKlIu3P2oDNDVcne1rhyQnSgd40TKUmkI2XYh6SL5tdSoWXCiBoA6dINfvfH+F82DK88VvP7R8q00bgOwaGSmrFJcKiLNLN1/tMHH+WXH3mYyzdnnNl2tHYKRZHaIesUwSFOMVcfRZ/1eTx43VX8Fwr++lTqYRW++Db+zd33sV1f5PTp0/zA8Q1+9v5zfMsfvptf/kjDs9oUpkZT5TYdaVNXo8kLNZpK/gJEkxrpIT3skaKKodtoplYlbFVzltozsVUi8dnAV4c5//dkyQ+0u3xHuwfbZ2BvF3bnsJ2e7YUF/9fX3owtLBfO7+K7BnWeKC2FWiQnLvqFba1FMUSrWCpsnlMh2KwAWQwe9LgfUn8M2CoFtvb4Ysb62pTrK0MkYDEYU1K5Dfibv+HYIUdZlvz5ziwZ006xIW/iJjUN7DfHwcgYwceOvbe/DVXlJVKk9dF6JHcplb51clTisiHWPuGjbY00NWG5B4sFNF2iR9W7OAmpWs06NAjWOe7fmTP3Dm09pha6eknXNoS2IWryVEPXpsRm9CRt4pXBu9RjOKL+owznEx39PQsh7KNhDRscqYnefgzWJKFuU+DUDnNz0gkuRnwFd9/kOKTJwbEBiJFJJoaLcVnmMKtdBcm5gki4+35e8rFTHG8fxVQ1C5Q7mWHtEtOtwaJLXVc7j2/aJMgUU3WgkIxqlLiSMYgKpsRZi3YNYNl6+IEnHI8n9VA3HryHR9yCY/5KdnzgxuoIX37M85KrzyDFhMJN6FgysUJjHJ0rmYZ+d0r+orUuLRDtB1koSeLSVoWbDi35g9tbvKzzg/da5LzhgapjOzh8sYdhLYnvRovBEpzHGSAaQrRQxFQpySgBRa4th+H/sMJiBz3QyMCNDeoH4Y+EsSYgPUGsK4+1n6gmdMRouFoDdfQYs8e1a+vwOUNYrxBpQSYEv4RZxNUFTgTvIv/6i6/kbNewdihimh3KchNfa8bFNVGEVKlkQkPkzNFjvE4tuA4JSvf0Z/L9viH4BgkKd95C6Ga8YSPiWo+xEbzBaGqbEkWGDL3GEiMda/U2tljnYn9Rki58kDgcQysZTrE5i909dpZfuvwQ7GxTF543/v093HTTNdyMwI6FsJs2peBRHwj1Dl97/ErmexfpWqGsVmE6rBb9wWTieHH2nqjVIs+jgDFJ5Dh5PXafp7oPX5RUufnz15d8zT0doTNgl7RSUnz+nXz1mz9GeWyDcMVRbEyeXdCenUBuISP7klHpvCzxlut5wVmH3eoIbUScSR669jX7KeynS5l960MO9xtM20C3JC7mUO8izYLQJ4pyW4DjJ47ygQ99iqu+8EbsLGK6NrVJj6kts3MlYhUpquRQRMGY1f3rcWbtkyyjcV1RClfr5x97DKyAS/y+v2er//cRY4JjjCswYtEYslB1H+mkiKhQQ1zzfPIOz7M/6PisaajClNomxbto8j0JGf+3SZ7TWku47ij/z4c/w5vec4H1Q45veMbt/LXUmGIT285Rk3VefZIf9CFXbCKoyR5wTkANxTPO4kOAdcfkXffx61/5hU84Lk/qoT66tsWhE9fi93Yotwq+87IFX3/lOXyY0phAlD189h5mKqzn0rt+nMUoziRVGktqslUYi0qHZ0mhLSf8lGlxBBvP8avXr/HjV7b88rFNujChCJtEX4ApEVMSRDHaEkOB75IWZtq+9uM4/bEK/fTAQx7/Gva3L943Sca8ytUbISqnYse7T3s6mbLbNNgth6sdxsNTQgBZo8ztnGN7AW9n/PD92/z4e+/H6XGqWNAua8a9nBK53RB8Cy5iu5iMqVSo8cxt5JTd4OzsMI9VUwobWKx3oBfxNhBNSSzBF26lotRnek3a2a956GF+4FCCb5JQSl/INkryjSCLYSxU8e97OyfVsAwe7yMffvQUsenY0wL2LqZ+7PUCrZdQLzm2NcVUlqW2JJHsHnZIUcHYAA5q/QcnqjmgnMT+kPSg9zX+OYkgW27emKTqN1UgYNqa7ugG5tbr6K65KilxRVb4+urDh+eDhp+rroTNNWhbzPp0leA8eISAhkjwaZPBd8RcMZU2nm71lSNDtdib89F77qeuI0RYdi0hJD3P2HmCbweS/iBqwggDPOCBPpE3eqlw/wm92xgu+Z7/P0fPSPCxx1wjYgISBWeUMpRYM+FXTnpoPK3tsLrcV+wjSvYkE1wWvIJ1FDecZOfkdTx68kb+a9lBnGBDoCtW0Yt1jqLIxlXzBtFDhFFW1MNBXQwQoZ4v+J2PfvwJr+tJPVT/jGfwMx+/m2ffcB3feaTmWVMHZcDajpkxlKbKmU+PcSURQ2XH5H2bQy+DKdKS9SgurlMZSzAtrVimtsOWRyibjslJz711hEc90jZQWApiotFQsjFZ56m0XI5nb1LytnmBuhyeMxB4QEdeatJXGwYOm0jXkRSqoArOolkguMfATJbKSzBCvotZOT52ETNbIz77i3jlg49RfGCHb7t6iz9++pTvO3WWPzq5TrG54HkPbTEPqcdQmB1Gbl2nC2s8tHU9X3v2YqLyuJZoNYUtmknKIeJdSRUMzcSCX2KpEXV0JiKuzok/A7IBfo/SbKYKpIwLeTOSQMuZfLEQ92q+6egWzwkRggET0b4Lg/dDUq5XrV+dWtYzuP4GfubDH+L0lVfw4IU0kmbquDDf5VAb2Ol20uhmY/H1T7+Ks2cepdMSXKSMJV3X4JzLVT4Js42a6S/RYF05ZPwBjEkLYCw0TX//0k/EOOJi0kcWqSeYGHBd6nhQCHSdIcQpmI5o6tS7yWbl1ugZe1U6sEZSy53hUAWzhg1KdCWqi7xXZ66p79JcCrk+v2tTSWlbp+d6jtZ7qU6/W64295hCfiOwff4c27HjzXd/lm+++QRbU0mt1EPaCMUkr68CtCSXwLqM4qRx6j3APmLrj4M//2MMZK+1cKlo4lLvH//NGEOICQ7BpuTmZDKhXswpywlzWqY+0kbSmgiWW7cc738qPOuhBvVHUbdIJcrGEHIXhQTluYQrx5LuWIm9chMXIEZFC58SYa1AkehVEVjWLcYIsffoezC253dnzrvJ9Dm7iITn3cofdfUTjs+TV0rtBl5w59W84lm7nFi3uIlnJjNmRQWitKElWEGqija0aNJVyoOYPtqIHRaG4ikkSRBG4xHrKJ3BaIH1QrCKLWbcMlM+9cXKERNACzoKfOkoljv8l2ngu6aRF6+XfFWRQ/KYqSGq/TpYeaFZzFol/SyQygFVh5YLSbvVQcyqTkZQY3jamktcOBPSJC8CjpC4nJOSKMrMWrjmBHrsEN9+4xbaRu48d5HowIYpX1A6Mu8qZydLOuMJugfeQLHMiba06I3NnEJrAcU7RbRFrMUbQywLxBSpwVlIk4iwBAwdSW4tOJPeJ6uEFIVFghKbw0i75P+8+xSnJILRFD7aDggYHEwMLkYiFRifqkiB2GXDcMVJ3n/lUzi1mILdgxtu5nXv+QyvvecU2+022i1S7XmzgFDz7GsOsz3fI3YtIWd5+wXcZ+V9lkwMuezX+/3ScZC81N4It02TE5HQNg1dl6TkvI8JQ1wpqSTsVw1muo4xBm8saZtvMDFCKNM6CjIgPdbYhIGGODAfGFXADbBIDAQC6pfQCOJhUKUKaVPRLCBN8Gi3RNsFutiBZpeiTnX6VlIfMxXNfOkVdxpx/Mn/+ABv/tQZzu5F5kHQDha+pdm5SL3YZbnYJfiWLkRClyqi0tjtX9KX8uBTwdQTGdNc+ZSTa6vkV0CDH541+NHaHyWRVYdzCbpiAITQkfJ0HdNpgvVmWuDKSWbeuFRq7D0bxwPvu/koX7f+COrSJhJFENMCAl6SkdYAZcmUktBCVycowAVDdCXYSS7UIeUHJMmC9oMUe2ZQDKjRoUowK2gQbX5vr1p+ieNJDepP3Xief35yD2fW8WaHqnBYKxg1WAyFtalXdlQKk34Gsheh+7yF8WLoB35fuZyV9B5pmUQlasM7vvQod0xj2n18i0wMv/XZM9zoCl52QfmZ3QhUqIkD5bJXP5eYSb6adu0+g0829kYNblzN5BVmNmNXFS4qd19oILeKNgaoJ/gygvHYZka5VBbTAmcqXjQVyonj0e0dXvncazk9X/ILHzvHcWmQrsVmgz5MtpQtw2AyayUO+pqRVd17D/T31JAQ40Bm7nVG+6Tb4C2MQ3armKgU0aR2IJNH0GmF3PEMvu99p3jHdM4RUegqqlaJscXVBl8WYBfQpPNSVudfdomc3cWWcscmT3TNocuLFN0estxFl3tIt8RqwEvG22xJ19b7jGXvcfquI4YwGMmuS0ayf+0wYfOcqSYTkFRqWFbVgMWpJv5jT53qfxdCYOobYlOneph+MaUbMlDLDCTitpA2OjOS5Bv1hJKe8dC/f1zqPJprQqTvx2TShSFNg+1qtF7S1fWKRSAkClo/R9IXJWNmC/747z/E69/9MBf3IhfCkrDw7HUdi90dlrsXWe5u4+s5EhXvI0EjKo9PRl0KKjn4+/HxuKKXA/DaQRjmCT+vHweS4Qmhw/uWtm1xRUEIIbdWqXCuxFhBSsMhP+FIeYbfvqngjes1wZYYFZQNTBTUeoxJjgZdB1iMLoiyBC3xrkPrmsK6/fdH98N/9BtLkahZ3koqD85R7LC+QuSJjic1qDeUNcXkMEwjR9whNHS50EawJlVppEoNi7UFxqyENPoe3quxXGE84woXEcE5x6QsmU0mbMhh7Bp4qWiWDb93Z+SrZqDe0ZoZ79m6mhderKAUPAbntllXh/XJiAr7b+yAyfXyadlpSyXVHnrjVUJK34PIEu8ClJYyKlClRoRFiywF0xhCPE88/Wl+exp5zu5ZfuyZRzGuwmjL9txw8tg6t910jDfXoF2B9RsrwRgyVilJKSdmceQBuxsnDnLoxsBQyJuCNRhrVwIpo3HOF7FKCBhD51uiA+k2wRc0D36Wl9YLynXDX15V8r0bi9x4sQMVNAZKpmDKNIH6uvAQaYPHhALinFYX0Aa4cBaJHd3eAum6ARMOXeD+czt0TUcXYlatWs2FcXa4N35N0ySs1reDURzPnZUafvp5bDgPftYYX1yGVMmkuZKJ0VoSZdXVsz+nUWJrn8HIG1lP1UufmaMYGMZLht8n70l9wGhM9KlmAd1iwJCttdlLzZqoPY6viputpe8wJW/9xGf57Xd+mt2dkvM+EtqOpvXUyyWL7fMsd85TL3fR0O0bN1XNqdr8eBxmegm+cd5ELnU8EZbd/+3gZ+3/rpycGr0mhEA1mWJdsdpoN2ZYHJ1bshaPEmSDL7um5C1bXYoO2xabk4dRINR7vFwC3+AC2A0KW4BdUjLB2YrO76w0QkZ6H6MTS/cwy4umtZrWWQ+DAVwqGdcfT2pQN9YcW5VhhqVxkXIywxQroxkDg/G0thiMqHMps9/XDw9lcSZVLogmWlMqExslGtQQRXACR6abVEXLdGl5zTMa3nLLBtYIMZwjFF3iRZZTvC2YayRYiE4G/c/eg0tXuaK99GIdvQFzCuwteKEGvnuyxi2VUrSTxBXE0Qb4usM11xhFbIliEVNQ2Qn+3lOcjC0/dnjC/LGGcxcf43PNIV76vnv53kcDP3FGCWGOE6Gd7K4mmxGCgbWR8O/gBfRj0RvRHvdVZawr2icfem92gDSy4R3wsbBKAHHvg/x73eG/Ty/yqi3HS247RhXAsuB/nba0EQgVnoZ/efYx3rT+GF9qQzakiuQ2HaU1xLbjix56mP/NWF6yucahtkbPPwZ7Z4i+Bo2DKMrHT+8BhhBbQhdZLBYs6zk+d4/s1b18CAP3D8jJl+TBjL3OfsH13mvbtkN4OTYiPb7aY4gfazxYh0QlphBh5U1JVs3KcLnksU9ssZV4SF+5N2zcMYtEG7NiAERN+psxgs996HMlVzq3gGTZvAFb7I1M7/XGMBhl33UghsJEiJ733neG173nPraXhm3WWHTCsgnU9YLlYo/l4jxNvZdUrkLk4MZyMIm18ihXydf+Op7MKB48LpX8Ovg8dqR6gv+AlVuT1LOsQ8TQNnt456hsSWu38XZOQPn8K+GXjnuWdpfOatacDdzyyYd4wfqcl1cLiJEuWigL9NwuL9aarywPnO8BzQKTz6vs8sbcaeokcECVa4hsLnE8qUE9vHEMT2pIVhAR9Rg1GJvaN/QnU1W5d0+WBrOmzCpRK2uuqljjKFxy55NHa1aGlaQEVRQGoUJEKctN6nLCWii47kTNz17nEDfFLTuMTLDdLtJa1BjKYKCcgx95bFlb8WDI0mfzDAa7qOHTD/INF/b4kU3htZuGtoipPr/e5avOPsJPzYQfPjTDLnchVAQXacTCjSf5gbd9lBKDdZFv293gf8dw7pZr+VBXEKxF3RRvQHSSMuzZKNoIizZzMDUlhaxN3lsSynGZb2nRkKT6TBDEx6S1ScTFnCSw2dBGl8WVC2hTyW3aMcjAdeRvP/kQH9lteMfZhlf/w0P87ofPMlkqm34NZx1Iiw3CW4opv3R6xjvmNouAZDm/QumyUtL7W+X9jzyG7pznnz/1eq7ulhACLrTY4FFrOaFK+Ow5KgkEa1kYQ9d1qW+Qb4dNrw/BurYF1ZQNj5HFfE7X1omP3IdpGWPto5ux8RSRlaHN2Wh8oCbw+w8avpCWQJVakOSkzpDVjaPEjI+pbDnGFNrH5JmaXIKqPpUZi5Kz6pkalcPBpDmhOSophrknzubwUTCmBOuII+MZNXm+hhVsUFqXXkdfCqt88P4zvPatn+ChizWL1rFoW5YNtL6hXjQ08126egfvfS5K0MRXHY1Tvy77R8JScyGCPp7tMn794w+DaBzw1LFOwApHXT0SNpsSnzF60IhvEmPBOZey8DJJ6vlmQlGs4XSGocO4jhddZfmHqzxlG5DQghNOnX2EqzvH6/cUCRFjDbaLdG/+U34w1vwnFzFaIxi0MEyMG6QsiTLAT20uUR3Ce63BlljNVYGXGJfVKDzJEUOqWbXWYSR3wxzdjF55PcYVRtqHYePBTBhpwThZMA4Zhmfdv4MZYzCVIOUahRde+hTLF00MXiJKTVgWaNFSdIJWHbQFpu1GF7AfgM8BcN5h0jl6SQmmH33/x3lwr0a7mOgZbYBg+etPfI51G3lUG3wxwdgWQoONHVx2hE/ceDMveMf9vMJvcnya7Jb1E4pe4iuXzSYVrbywLAQnaNmgvk19uEqb1IGyUY2hRoJiQnKZYvQYtSCRYFpA8aFFxIKfJJzYLtP1hhZrWmxhkkqYK0CguPpy/jZ2fECm/MXhE/ytU67Y2OC3PrfgI13kOqnBOKJVHtnc4s+cxRctdIJaR3RT1vYc2qXr8lddxjvXHG88fYrXvv/tPGRSws6bioCAX3JVATcvFDM9TOFTdZVGYVEvaZqEsfiR92mM2Yexrq+nRFIPA3RdR9d1OOcGL6v3cMZzCqAUaLsAkwnrXcPvXOj4oJ+AOZ9yVWPj0D/n3ly9SlrvifY4aQ8F9GwPHWtJWPe4ud3DOEqfpBFwBaYoEoxkksL9IEwi5PudvFHNBsd1vQFK0R8q3PvYnN/8u4/x1s+dZxGmNGKZzwP1cs5ysUcz36XNnmoIAYwdBIZ6T/5g2Wp/PFnG/1J4aWQ/dtp7cYNn3/9+ZBtEEoMixpjKjaOnzdj5uNBjDA1qMUWjxUbPdZfNeOvTFmjnKAvD3nOfy3OWM37breWcQ5Nahx8/wZf95Tv52HlLqVMqCbiuTQIqq4tKBTEHvFaAwpQQFe8EbeasRIEef9hXvepVT/jH+x/45KuqwlEWEwrrcLbAuSJJpRmDscmHttZlVZlMtD1AIDaZMA8p6z8O8w9SN4b39t5vcCzdPKlUBeWfXVHyms/WUFpMIejFlt9/+pQbTMm7FrNUw8uoL44emODDDVYGvn/hwM/5vc+1nNmquEdnqANEcUH4iGzwhnbOrCkxuCSbZ2xqETwr4bItzriSJk5Sf1SbgGwdLUZEsRJJpZ02G8KkhrOpc26dKHd65cbYcQ0N15iGmyVwpSy5QpdcHyN3uIt81aThSyaGUi0XCUCHz16ow+L6kklRomZ2RZMEY6IRissu4142keMGLQ5x/XTJfLrFf9idcIoArfDvqwXfWxXcWDS83c8Qpxw/d5Gf2Gq4rSp5z8U5RI8ERecdZQyE5S62KsFUlC1J4rH2nNq9CGUFGwVHOMdkcgzvm5TFJlI4S1lWQ+jbL/g+slkul5RlybKuE75a15RluW/jHuOqsPrZJcIdUhjUrvHqezzBWmxweYPL00xH9wmFSArZNQ6tfIy1+9vNQNKXCKsscaqDzFFDVPC6kpAJubIuZO5tBM0aoMMxrjQaelUpsVmkjj+FQVQxdtWGZaeJ3P3AaTaOHOHEpADpUgWh5qw3ijEpjE5swt6YrR6s8phPeFxqrQ7G0qzokekz7f5xOmCg9jlSvahNFrgRAAMhBgqXHJC2a1JRgPc4PESDmFSEsjGpeNmJml98yBHLDikKvO9QV6TNLgqcOAY3XMebN7eg2ePV5Yy/wBLYA4rh3g/azCN4AiAuPH9ydMYbFjXGbaCx41W3Hvl3lxqnJ/VQE8nbDJPd2irhpOIwxuGyYGy/u6bM5KpapQe/vfeE2NL5Gh8bgnqCpizkwZ1tINZnUu2yCKy3JWuxBBMw0fJrN51IXlN0POORhzi+3fGNay1/cnKJk3b1WT322O+KvdNgcqsDI2hRIEc2aZ9xG1s3b/Hjhzxv2drm2hihqIjXX8078BAmLApP7QIuuNTuviiZ+A61gaqeE7rz2LYm+p5v4XNoGRBEMa4gAAAgAElEQVQfCSRNxrKec6K9wNe5Bd9e7fEDa5bnhTnXTzw3TwM3TSJPNYGnRM/TnfIs1/Hlk4ZnT0qeOXVcLg3HdY+jYcEz/S7/ptrlOzYiTlpau8hhcJIs06ZDjQythTsRWOuYLidwouRXZ1fxV2fO8JbrWp5v5nD3e9jwG1xfNjzqwbUtumj4pcs3ef/Zhr+vPb6yqa99UHBKVxWwcZhoZjhjaCuFusZVJW66zrvnj/Frb/0UakucGIJPuO9ymTzqpmkQkaROlBM0vafgnKNtW6bTKcX/x9l7R212XWWevxNueNOXKqqqpKpSsLKNJVuWjQO2MQYaA225DdMsM4ShGZKZNbPooWdgLHpoUnfPmHF3AzOE7sZMGw/GNjhgHLCNjWzJkmzLCpZUVaqcvvrSm2445+z549z7fm+VAqu5a9WqL73p3nv22fvZz36eJKHb7c6wV/0cGcX8AEAVQHlHZoU/fOhM48E+xasa7eaaUu0CmsP6Q9NwMkpDaDu9l68P8b7BigNaWsFmZlj2zIVVK0hieU+aIfkAM1iBtIfKsljWXNEkaW1VCECacfO+A7xx72GYrFOvr2KbRonWBgmW93/uq3z26BYj6THymkkNVVVRTsZUky3qcryNL/vnx1Lns8grO/ZXZrBKKWQOG45rWT0LY5zHIOd/1mbh0bzw8owZUbP7wrQaxTqq64tu4BGvEOcZdHs8cOMEU1iUz+kaHUfjlKcf6niuE0tSTJC6w8+VBSJhtsm0Cdzs881N3OE8/6qagl3lLT4lqGFDaXyemPm8vwG0yvE0fFPfzglLDKw6nbXMg2/eSHNDhRDwweFcRe2aQOqqaFkRAnVdUpbj2ffbFytSgmYq3CIkIVCqwNSNUGIJ2vNdCxXKKGDEIyuH+fGPP86Zi2P++LShksYcTWRuC26EQZoZ/eAd0WejzSw0dlpz+8lnmCYZtbKcMoF8Ggg2ADmg0OMajj3Ju7uKR66u+ctlQyEpRjJKK+giiUmGAN6hXQWVIF4wZUE6GXKLGfI9ySb/644uN+TQMYqhF4JklD4wFrDeYsUw6AUOdBQ37Riw1MuYaMUTE8tpZ7hdBX57X847d1uuTQwymXKodPxyr+SaZIzFUjWL2YQa7wqCJOjgUQ4mqQefgHOE9VXOlMIzsohd2Munj5/k4Y2AqTIy7fmtxZxH3RYPdgZ8aRoNGVOdxHOjUqxPWPCG79i7n7v7S1BMMU7w5QSva5RN2ZhkrKVLTIpLmKzHdDomBM94VCPiqapqu3wMgaoqqJ1DG0OS5kyn0ca5/VmTWMXrKi3mtR2IQwgEVdDJe1TTwG8OB0TXhyRWGfhYzrdajjo2/UQ1kJACgkTTuGYMEdOIsviIccZsVCPn1rnNPhGndOotxBHZEcZigkblGqUysI49yQKH+4bv2DGIwVhplE2inGADmYGfE1AX0JrHz53inCuw3sY1V0Q92NBg5jrt8OEHHuevvnaa1ZFQBktZQTndYjrepBoPCVWJr2MyE0IguDoGVx8Vqtp/V5bmz9eYihdrG5ONBn0G3Xi2tY+d5xy31/fy5/VzEIePKloSkOCpymL2GOdiUNXaNj0ZIU0DOlhe1NH8fP80PzU8wp+ON9ipBULCSBk8FcpanBV8OiLVgoQRUqrZJjlrWvuoDAbxtbCKXzuxzq8+dJxrxAG9KPrzPMcLTkr5mU/7PGbS0lwCvtHcjB111wwtbAsFR0pI/F8pNctmt6kyvskIklkZPr8g4rx25L7GLnGIsVIHvr8vfHhLIXs1J85Y/uTEJn+xkjQxUm0H1PYizl3Y5i8u20edeP5mY8wvVymfHFf4qW9KhjqOCgVgfZ3skaO4lV1MFrrsTD1JXVMbore60fEzV1MkZJGGlJQkVUotI16epCzR4WC/R60r1kaBp4eXWBuPceKophXSMAASNB0ydmQZh5Y63LiYcGDQZTkNrBeBQTrg9HRIZTJEKr5nwXNtkvO+TeGfLZX8QW05UjmEBK8zjHi8HoEk29m6UviO58zSfv5qXXHcBvpo/tt9PU4byx1W8/H7j7LjlQf53GjAWVdB7sEL1SgADm0NdQKvXurz1oN7ObIqHF0/z+nJJugeOqQEqRE14mNfPcb37bes7O1ROU9qLEU1pRNS0kST5znee6y1eO9JsxZPVbP7JkkSqqoi6KSZd2F2b3rvt6lPxI2p1MKJzZqqKKGTblcuSm1zeOehKrbl4MSHy8rk9nVmPxPB2Bxz+lFu2Hw/X7/ldwimT0qgDlEoxSdAKSSqpi4T3pCucqsLnHIBrTuIFHOBq0Vs59TOACrBphlPnj5BmdnYPDN2W1Utt4SyQNmU+77+GLfvu4t+P8W6CmtTQl1R1yWmLjEwM0xsy+0oDDIvLn3FWpmrAOYx0SuP5/vdcz3P/PO3fyNza/KF2QXbgd4HhTKeSQJv3rGL/3JhjWk65I3TlD/NK5AMiM0lQUjSLlUpkC3Q2nnPXqHBUZmbhlNKUd1yiC9fWOPh3KPGAexzf37ghRX7P/m5j0qSJBijSHSCNpHioJWdTY+0BmHxAzY7LmYWWCMsEXetNMkQUVT1dAYjAGRJRmI78QRJLOecq+KCkVj2eSJNy3tPMIb1quKVX0lBqqZkcqSTHJIpVbNgnutGEGnoPw0DAGKp1/GaifbYwuJyA2ELrEGHFAkePXL4U9+AI8e49+5v5fodA5QNPO1S/uXQY9OEkgKtDME5soYSNahGvKhnWcj6dFTJAyfOcXpzHZESfE7UkmuFsyuUShETIDVR9KKoCd0OiVhesjPheptRKLhjf4fblnsM0SyGnPUw5dhQczgtOWdS3v1MyX+3L+N3JxlDn+C9xE2vITfPfOpDRWqXqcI6vTJh/KW/4YPf+WZ2q1XSbJHXnFW8OPfcPwzEWb6U71JTzocpD61W6PGQMB3z0jOn+Imbb2RzsomUCb/y5b+g8hpZWGxwZwNk/MXP3kXQJmoxhJpOHuh3luh2MtI0jpu2Dae806EoCqwxpFk2a1rVdU0rWKOUwnuZzWW392IsR+OCedODKUcqwDTTPDPI8zIAcxvDbLD8ljPcKkbNcMEmmCoUyZEnqD74bv7xy8+zsft2vnjDv6CqVKMZUEJZkpqUpWeO83Op8DBjXqIV4yLjt06dj/dZcBhx+HKK9k2m7uvY7TemMfgL6ABBt/zUVsw85uraOQSDTTSUm/zEG17GrdcM6IaCQSZkWUa3t4jJcrq9JbDJbNBmntq4jYVe3jR+vq9FZIahzjrjtMEzzPDw7QC6rer/7OfUs3J7ttE1cWI+KMcMGEQ8CQl1GIPpYqXkR/7wa3zXziXsDsuT6X7+rbKN3nGMNXkZmOZdMlcRUNR62xGEBqZRV3BvtXP4joLaoasE0Z7w9hueM6q+YIa6bf7V4lJxR4+NSQPSnMBG3ky1pHWlMcZGAYcQSJKMxKZNFjE/+RIAjfMereqm1PdE7F/hfcCF0AjANp1QPEEse61BlVV0jfU1QVsqmcbWbimzhTBbGM0O2HLrWpuKiLEKkyTExkFniJEFtEuptSaEAi0en2fYvdfT6V/NvaMxNz/5KP/mO15GZwS+qGNZIZ7gLFo7yvGUX7i5z/n1EY+uOz67epxSx3Vg8wXcpIyYW/CzUhPJEAn0u3FufWNzSAgWakWtCx48U/AVuQSdPp9fLak7JS+qPbftV3z7vr3cuddClXHi0pjfOZjwYGVZmIz5gR2G3xkto6hn2ZtWKqpQJYaqGgMZRUfQpscwjBhudRiL4z+MVsmW9vBDw5Ik9Og//hjveN1BVicZB6eKh1GcXNvisdEWH169wIm1c3zzqacJSQKhBDcm2BxUSuo87/7oN/nxV1/FYGEXtRjGo4Je5jBmGxtVSpGkKWVZkjSc5vZ3ZVnOstAkSQnBYcx2I8tLQCuL9wGVKh5fSznualRmkeo55s5lO1CqWWLQ3ithBhsprRAnDecOENDicQ9/HoKmTFN2FE9SOQeSoDKF1B2UNVQPfZl333k157cS7rvY4c9PfZ2d11wLu5dhnIAvkbqIzAMdLY8FQKqI3bpY3reiBypKVUedAfEgBskypJpSjx2YRf7DX/8dP/3mb+Xm3RlKBYLyiGxgy8aHq7sYRyqbPgx2nrD+7AGKy3Rmn3UEWr27y7v6lyc08Xfb654Qq8Dt5w2XPYYQZjoKswEXmcdkGzHtLMdMDQXCqZfezc+WNVIbEp2hVaTcqeZz1BfOcN/Ne7hP9/gfR2zb1ijVim5dlnxpFF5rdJkgXhESFfUvnud4wS7/uYun703THGsTEmPQRmNNGo23VKTwzIJtI2Tbcidba2GtDaaRzPLeY2x7AuNJleYkxf8iLQbi4xSaIC0pensnC1oTlOZH93r+6qJn01gIFdZ60jLHmbnMQ5hlFDEjk1m9r2A2QaW1IZt6qtDj+o1zHBikXCw9YhTKdbCqZHHrEr93S4fv27HIH933Nfo3HOLXzwwxhNhJnxaghf3lFm/Zofjdrx3ja+dHnHUa0SkBGzvGPhBcBcrGGxpQiUGbgqV+wqt3dtibJ6yFHqFbs5gFilrYMTBMpoIJlkk5oe/h6Gidb04tHzy/wfBiTdrrsmgtj40NO9N17lkS/uOFnB/qbXC/LEdMruFUIkIiOYEJtJVOZ5n7Hn2a1x/awZfWJ7zu6pwpCX82EkLwFOcucNtV+7gpH3NtGrh7sc/rd6/wsQsTnq6EVV9HkQ5Cwy5OwMGb995IhynVxgavfsnVFL7EpBladamrTRKbkuc5aZrGDFRvu3k652Z2yS0cINIuUkiSZLYAlLKzBdFJhZd9SRESwVQl0qjktqjQjKSv1Oz+o8XaVezsz7IoVFNiR5aGFgjDEcnn/wytV7nt+igHt7M8xfHBy9GkGO2QT3+M1xzay4GVLl/bUnwh0yRLO5jqHpI6tEm3bXoUiDhExcBplKIhI6AxhCBxElqFeLFmlu0eTYoKCkkTMBVJyPjy08+wZ9cKO3sdcA6jHBJ8Y95nQCcopTFc0UgSEAI+eIKEmRTn5Yduz2RzDrehwctLexroj9l5plmSs0xfb2es0amloU2q1oZEULodDNpmDEWUMIq/KFvjlOYzFwqOiMFoi6iC0DjUisR3G6YVR0c1n08yVqvIAFHMwRLzH7FdJ4CkrTZyFAt/1y07nrPL/4Il/1e+/iVRjc4kKmAVpGlOXXuUivjmfKmw3aXf3p201liTbdNhjLpsPluayRBDS9JWM7A98uXmeKUS2QWu+Vs/mXA+6fH6L2zga49J09hJl9jpV1o3BOw5czUUEqKaPSbgHWjTQ9sR2SRjfP6bfPAVN/Hw2Zp/WXo6Hc10Elg+dZQPfNu1rG5uUdo+jzrhN58qEF1hS49La1iv2LEzsLa5gVSGTiIknS6jqgJSVOXwOiFJx+zduMjuC8fYP75Az2/RWx6QmoDRgUQpaqcpdMqgv8iuw7dQLh5gYnaQdyxfWF3jb1c36fhYnoyw+CJm5yu9Ad+9v88dV+1kXAjnypK7lhVntuAv6jFvGuzjX1+yOLHUZtQ0ZdodV8NU8793L3Ly1CZvPJDwp9MV/tLm1Ao6py7wkq2jLG1pfvGeW1mfOI5OE5Kh4p2PPoXaqhA/hmIdNdqMSkrBg6/Z011gz+IiK7WwlHf50XsOs7W2TrpyCFUPybOEQb9Lnud0e70Zvpk1uGqSZLRjmiLbFQvE+8QkFiOGSgu6ntLtrPAzjw758ChBhwnUA7wuZpj6ZYd3jU6BbC8pEejk/NTT3+DHb7+B1w4tk0kZuaNqApXA8cfg/e+hv7zJPW9MCIUl+DHvu+mjeC5CWIDhRTjyBLfcehuPXbiISfv4sobUYEdTdE0UVim2qKcTGI8hFOBGUJZRzb+Olcy2iWIMJMzK7HZMtHGbqOrWKYSOH/G2176Eu65eZtDxpD6Q5Zput0veXyLvDLBpPmNHzFxSryj9r8xSW4tyNQtuJtr+iJrhv1eOaG6/zytKaptcFkPie0guw0/nNUDi5WkCoM6wzjO2JbbO+davO06JwqPQISPocvY4EUH7mHlra6JDbYOXX/4+FSIOjW6EUdh+z4ooMvQD1/3Xl/x4hzaC1SnW5lGoNoDRUS7LmiinJkHQVqO1mnXujdEYk8y0G61N0driXZwV18o2zQaDDzWVr6lDbFTEDm2bgcyXDTU+1KRJl8l4iM00+9yYX752wL1HJ/FC6gIVIrwgIQZTrYkq3U2jQYUaao3PDG/3ioOm5Kk64cFOxXTnPt75gc/w33/Ly0ACdz01YZrU1OUWZ06fY9f+ZepxoDq7iRqNEKkIE0WyAPVAuLQ+xRRgepa6KqnOrRKynGt6NSsn7uemtaPccOt+rrvjpXSWXgt5HxUM1guViue1EiEFemlNag2uKBhtXmQ8OsbkzJC37b6NNy7uZj3RrG3VfHh1TOJqLtaGtYtrvLeY8pcn1/nFO6/j1s4C3xgHDnXP8lN6N3+ycYF/vmOBX5lkcCmgBllsvkDcNK3jf5M+NxYXuSc5yJsHFW+qSpYlY3pwkfc/usg/vfsq/t3nj3NycBUn1Ygza1PIezFfqQqUDFCuUasvJ6SJ4vx4i/PDzRgUtObRDw/5pbfexXT9NKa3RDku0BryPGU6Luj25rJVpaI6kdo28atbEQyt0RpqKpQzpHoRlVWMpyNees7xoUwjlSZkQxTpZYtxbgU1pf8V938tXLe0m28eXyXv72CSWG6TwOOkiJSEs1sonbGyYlnILRdGNSk5N2x9gicGr4lBz1q48Q6e/upHeN2R/4vPveFDsGBIp+BG5/mVw7t533nhyaoAO8X0eoQqLmXvFZYUL2OUd1GoYw7njS6VUUNUGjaAKCBLCHUFSjPVff74s9+gfM1t3LVvkUE/xxRDxqGd6PL01CIhyaOAT2i2V9PoRoh+VhBrvpkJ/LTHPETw7EQtIP65k7d5NsEs8aJGmWT283m+8XwGXIYprtZ0XcqmucTxehGdWSgqMNuTddLQzIII6Mb6R6vLnmv2WjoqVCXGUoQwy1K1gDyvKlc8XrDkf/Crf3ev8zVCLEeMSSJeJc14WAtGq3nlIBqwO8bqlshvjG0aCVHNX2uD1irO5zvfXEXBmEjanX/bWsdSoX1cXU/oJCmlCJV3GD3mg+ccXhTW54hqLrY4tIlZqlZNV1dAkpy08vj7/pp3rgy4Ng/c1oO3GXhvZXjN+AxvqD3fXk+4Nje8/bqcOxd2cur0JqI7fGU45N8cLUhFIxtDwtUZUgTQNYwK+ruXmK4+w0pvhX908X7u3nqYt79oke9746u49pWvYufhW0mzJTKbYkNJJlHBK0sdXavoSsDYaN9d1JqJ6jFigW53D3uu3c+SrUm3nqE3OceNe3eQK8UzY2F3v8Pa1gZ67CmnQz69XnO9rblq94ByrBmqitfbjEdKzSv0Kg8kO6NS1OxQMbPxC6wf+QYHdy/wol7gq8e32LEY6NSOg50+g4HmV6YrnE4qhnUKXY2dCOgMQxrVv5RCiY9CIKFqXkfAWA7kC9zmOrzvs1/lu15xLSaE2LRq4J9OJ4Vm8WilsMbMWBptlmRtCqimlNQYlbMZChZ7gT98uOBtf/IldnVSDi4v8qQTshBwz8IAm9KZRi5xropFR6HjGy6u8y96V7O8awt3bsjPDCpOVykXN7fgK3/FQki48fAavWSKoksyMOxZv4+fPvyD3N2Z8jckqI1zvPobv8AkyykXb2La2xvdJi4+xStXdrCiFPdvenTHgIkUKrE5KpQEKZupriY4oLYDvyIKV6s5Dmuju4DWaBVQCGLg0adOYnsZxgdsb4BuNVtDHS+L0REuUTSCL01gbLL2Kzv0LSa53ViCy2yqCbMyv21OXTnwM8t+G93hy+hVRl+WIc8H1fYQEayrqC14P+HXji7yjTLBiQerow1NYrZhnSAziFK2n+TZgU9Fo89ohxI1HVpOcSuwdO+tz03sf8EMtdtZxGhFURR4J5RljbW6oTKZmbrU9mxuw1FVQgg1Whl8KGYLwJpshqUG8Q0mYmZQgNIm7pAN+F4FF+ecaXexOMKa2Zyxn0IdWEp7dIoMpx2oAleXjVhCA5O1AtIQqRNKgRTIcA1zYYwJlt1JyubI8T3jmlT6fHTfrXz0scd568DwjrtuZKtIuLA+4f987DE2J4IapaDOUXow1w5gq0DyDmyVZEsLDCbrvH34OC+7ZoO97/hegtfY2jKpHN0kxegC1S2xQVP4FA9oqSAkeK2oVFQsT3KL6AoTxnQ60W9nUhkcCwz2LjHoerLplO9fWuct1+3izx6BgbmKb2xuUq1V2I0Rv32k5odHFS+7fg/apzwpFXf2Nnik2sEvUvEbZYMPhkgRqq0DNcbvv5pffeQk17z4eo53dsIljy1AgiNd68NgDaOWUHaKqwxhSWMqRe27qLFHiIR4XA2jEmMTvC9YqBWv2zlgC7i9P+B/ee+n+OW3vop8sMJ04jAUdHKLD4EsyzBzZeO2mHQUpd7GU4V6UrO7u8KxzSH3biygXvlqPqI0vhZsJ6FyClV7xOptawut4mx2O8M/w/Qa59yh4z3X7Mb6wOnxMuTrdGyfc5NN9OYF0gvn8MqyYC/RGezCjQOXzo1ZusoxHJ5k0y7DR97L3uMfJb05pyxzbj73e3xh7+9AZukuXMU3qowPl45kseaelau4ppfw6KV1Pn7yDDpdxKkuSq8jpWpoYgGFQ7xvEcvZ4p/hv+JA5QSjwXmsA5d1+NhXjvPZLPCzb3gxaucAI3WcV2s4p2lfkWQ5mm2ss2VLXNYsmo89c9mrboKNSGuCKYhEzYVGi+ZZmWvk2jKD+aIEaBxnxzz3388PIGg01cRzeqj4/WEG2QTEQK0wCfg2Q22vb5xlpCUyX04Xm3sdBNd4ykkLtej4cxWe+1zA35Ohnj939t4szUlsJ4LYRNA/hMgv9XWNIHgfS3HvHb4RYxAJs4ZSbCopJAi1q5pdL56cui4ioTh4jLIoHZ8fJKrlSGjcMOOuaLXBN+Zngsaj+MQl4YtrvhFwBpoRNvESIV0R8D4KNniH8hDSDnrffj70xGN8YHWT/9zdhXFCreCaRPieQcbHH3mK962NeN+owyc21xgtLaIKR10NkekaHLwGJQbZsYTeGrNcFfyAf5QfW7nIHa97M52d1yAuCmskiZBkCU6EaeWZTDwXhzXjssaHQB2Y3dyEgBdH6eo4reiFaC1jyHAkKoC1GCxOJ4SkTzcE7lyquXlphTIoEpOzManRl6bU2QoHu9DLEgapY61a5nq1wTfrklcMcr5ShagjqWuU6sRF0h/A7l0MSeJcu9aEVCNW4xq3TSHhjbbiqK9IVE5tfLxfjcI4i1iLCrGNLK4GC5VOWE77nJms8dWzp7gwmTIZLHH3QkKZwrAQTOrJbUaSJNQujs0mSSz/YjffgHg0OVO5hKkWyZdSerrmts+VaBO5r7g+/4ot7tTwZWPAGExVErSJHmWuRhIFTsXmZBRKndF0QhI3+CABvEOVis/YgmK9Jqyewz39AKkEDuw5iSNQT2rIB1AIf9x9EZ96pmTv4/+Ob70jMMawlCzSZ8wTe/4Rupjw0l1LfNYrQl+jzYBHL1zk1LmTLOzaxdqFVcqsg2l7ZACx5zzDkGPWYOIo8wzjU3EiK2rjxXaTUTO9gCDCl588xYGlZfqDHNOMwobgwTustfE5m9drYeVtJYzLm06zQytaqS4dFWcjFntFEGwzTmOiNoioxtNJ2yaQb2vMXhnmRIRCClKXUasJTiaYacp6WfC6MysEU6G9wWIalw2NEhUbWV6aDLplacQMmKb6jh+p+Vy6RpOgQ7SlMUoQr7Gmi6mmeGu599bl58xQXzCgnjp14l5rUtIkbTr8sczXpgmStFqGDpFGMk2IJ0mBD47a14iKSuxeHKlNG95pgjFp8xlUE7DbHqxEkFtHkz/VnOg48mpQNipa1a5CVM3fXBQeGAcQQ6YMgUabUuLJmhmltURwnZJWFbWBdPdVTJeWwI1RleP7yjVeYSqGhea1O5f5zmTAyzPLl7YmSDVFj0b4MCU9fBjfESTvYS4Oud6t8ouDR3nFy78FtfcOShdAxyaT1sK0CqwNC4bjCdam9Ht9dg4MOweWpSywmHg6maFjoZsoOglkVkisJrFqNh/ulEbE0EsUXePJTRTcKIKhtl362QY3+SlXrSzx5a113nDzVXzh1GmOTysO5Yaz6yXXLAYuSp9v6Xj+fKPm5l6HYwCNQ8J8G1XU9n0G0eo5CQ4k47dWHFcFw+fHgks1VnJCx5CHDGVDtGhRoMSC1FDFZuHxjYusuoo6sWidcOTpC7z4Jbeg10+QDHYw2SyovaPfyVBak2R5g4XrptQHsRatHL5cpLfo6CvLbfdvsZUYVCfqKISe55kvP8iPvHQ/r1kr+UsMQYGJLQuCFnoMOJxOeb32PC4N3NSWvVyuhUpeot0ifngaLp1BH32Eyk05dM1ZclE46ZLgGWnNUtjNM3/9IV5xywUWFh2pdAjOYRdzNvVNbB07za/eejWp2cmjm5tx37eaSb6bI8OSIskQbWNWqtvApiJLQ9peSixjpVGGmi+7I2EhTgNqE/FWabgXojQPnDjJtbt20s07aDw6VNAoQRmjo3PD3LXf7tA/m4c6gwBa3i4xiKFC/JmKND1tk1h9KhUrGGnuD90KP5smeMfPaprnnVUOEBkuTBi4jNoZRqrgVU/tojKRz20aDFZQzXlreKwhNKPF7YbQfo55gZz4un2nKZUgqsbSwWiHzzPCyCHdgPaad/1DAurp0yfu1UZHa442eGsTA2sjiGJMgk3SRpHKIvhmh4/luhaF1cksw4zZbUMF0QatFFnWjVQsPa+VGG8UY7IGu01IbB5pWaKj9J5NUcrwqdUJL3MDHq4mzXgsM0oUjXJ/5Hi7GGirIjonWoWviOC+n6JI8Uce57aFnRT1lA+Oai48c3sDuaUAACAASURBVJq002HdlIxGY/RCijm0h7rTo5P2cRsFb6me5pdvFcL1r8QkOdW0iI4qIWNjpNicOEql2b3QY//OLovplK6ekFHHUp84V2ykwqhAahVGBbTUZFqwBIz2dBKDVhptk1hCA3Uz7ZEYUKGiKHIWdva4oaO5a9cKD5y5yEv27uLrl7bYFM/LD+/jmc2C63N4qoYfWCz4q7WaC2EZqTWNgvhsTLfdvnVzPpVSOKvRwfOJccbTp59ic2WFJBhcT0EFrmPxTkEIGG0JWsNojTft2M8PXXU9Xz15hKIYAgpJOpAUVGcMd9x9K3rtCKHTpygDdR0Y9Lqk2qNN6yelZ1NTda3oLwoZXf7Jwxd5tIz3hx0avApoD5unhrzj2g6f1QkP1gaVZwQR5Mx5vnDDAV7jz3Jt5RgWmq8ZM+MizjaVlrkiYPwAXW0QhgYunULOPgFVxTVXnWJpcQfTyYSt0SZ7+os4t8axvz3OtdeX+KnC5CleDKPhmJWk5pkbv5+PfOqL/MKdezlRKVZLS0g0XgVQsZcgCqxogoojqC222b7J6PklM+WrGOX0NmzRZpc+oBMbtQeURluLCZYvP3WKa3bvotPNozBJqCM3VGK23nqqzWsMNDHoCvy0BR/U7A9a9BVaJkBMwLYZA6b5PkpYtqmwarJI1TYKubxpJVLRCQlrsoUuPG/45hIbWsiUQ5n4vKGZe2v7JrPr2NCy4ntuHS7mPksTUCvdDE2EDNETvFNY7VHaYypDsJp33fIPCKgnT56615okcklNEilvttHpnJHsA2U5xejY/U9sl8SkGJVgtZ09tt3utKbBbBrptUb3M94XBpqhgDjHKgQfeXDxJMebO5YoZXNyDOb4lAeqMU+RQtEQ9tvOHIpQ1UiINAhpnCBtCLA1RXQJdZxPl+GUS3v3cN/WlK+iqM6s8/M378OPhnxiaw1RJTuvO8DU5NADM9H8gH+SH7+rw3TpEB3vGNUWUmF1JBSuYHlRs7OfsH+Q01FDVD3EKkGJQSuHVYJVAduM4SpiFogEBBM3HauhsbnODWQqChRrnRJcTRK3eTApvUFOWQRsV5PLhBvylGOV5x03XcN/emrIp588y0+95BDH1kv2L6acnOa8ceC5Oq356rQbJ3Ha3bxdSLYB8SVOWGmbRa+kzDHp7yDgWfrSQ/zzqxZ4JxX/tAef8Z7ad3FNOWfWzvNtew9wcKHDx555kmXTo4NjWl6CsMyZyToffuAo1958HQfUkKoODAtP7QKdbqfJGLc33FonLPf6LHnN6x+6wNe3FvAIYqKNCxaEimSpy/ufGnF/N+f/7TnuMTWFNjy1uckflvChYPhMmfFIvwuuwSbbjFCrWVYDCrFjxHvssECfP0U4exRVOa5aPoGkGUmYUAw3KaYJw/XApN7i6sN9sm6KlBrtcox20IUjS9+L7D3AR86XXCSlSgMkFlMpdGIJJmZjPjONxm+TwaHQ7Uj3fJCjmaVvI1gbdLUGZaJXVXAxwEZleERbHjx2gqsXFunmCakKKKkbMaGYXUYNWDvLPtvXa3mpVwbVNmi2m/IMqlDbzbR4DWPgjMT+yyenaDFc8bFPKaHJwgUxCb5weKn5b44sclwsKnWIdPCUBJJmU4lNUKOa8n+OySEtbEQ8F/OvC2AqhUo8kmjMf/lPvHXtN9g1+QbHdr8JMR5VC++6/R+gNqV0o/rUHF4C3ruIT4lD0U5QCbWvqFyB9yXtSGDkqVoUGtPQrFon1JjiC14CLtS0RH8lkeQcA7hhnnsYuegq/p1OifqQnl8/H/jY0JBOGlMzH1ABtJdIoBeNkooQapR4jARcVcddrDYznp9yAV2VqCCYcYEMT3P6/Go0XtsasfPwCussojBkdBgUm9xzncNzkLyGKRmiAsNRIBPHnn7OsrX0rEWHantEWByJLjHN5BnGUoXWP327wafxaDxGPInSGHEoHNoEfKhQUpBaRVARxE+1IqkLbJZQski/o0jKgtfs2sH5oWO3X0XXFQ+fWOP0cIJ1QjYJKON5dJpSJQWpCDoYJInXXicpK5XndTaFJMP4DlJXBKshWFwD562tneX3/+5LnKsqFgYGjyWYxkbGgF9b5+CgR16n3LHrIDevHOC6pX3gAjBkkCYc7PX593/6tywfuJ1qso61ltVLQ86tX8L5ApQjlZRCpnjxiC745HrgkfE+ysTHQFIHxMZ5dxMSysUe5eG99B85yWChy6W65GCoUfteBD1D8BZtBDWdEKQCm0a8rW6+Dg6qRls2gIRFoEJMgvIlYmt8BeXoIlWdUNUDOksDtoqSw4cE4yrER1EXpQJDH9jbHcapPA11Txq7b0FVHt9R+EQjSuNTABMNFtMeJAkkGaIStM3jhouNgwAtZUoEvI4i5EHQtnEdDNKMaFvQtul+CwTDnz14lONDh3M5UycEp3BVTVWM8a2oUWM3PrOqlni+r5y5bw3/Wm3j5geXB935ppJuZBIhQk4tLNcoT0Xvr22+cT2qmBg4P+3z1VJTG03wGc7XxElDh4hDNxNY8yZ8MQmMG8xM/KVxxqVpomqtwSqUs+A1/uT9JAqWjn2MXfUYHRzKPn8v/wUD6pVHmmYYY2dle/shs6xHlvZIbBetbRP4Wn+fgBDl+4LEwKka07Y2IDvncMFT+6rhFdqmVDcoDa0smvfRHG5erUYpxcU8CvVW4lHOgfNIVUfuaRCi42gaS/8y4MsS5T0SPKEqYwDeqjCZJ9sacjtjBnXA2ZJetszvXjhDuqNH2t9N1tkiN4HudJM/vPEi3R23oTJPmeWkxrK2XrLUS9i3krPUFbKkJtEFSk3JM0ViNIaGYkZsRGkJZNbQWkJEtoRqbq7QTJ1Bam2jEORILWQ2BqtE11gTn7MEBsqRyRRJ93PNdSvcuVtxdU/4g7e8gZ976SF++5nj3HhowENnN+isKI5MDN+9POUnelMqmxDUFF04xCjC/V/jj3oVP5qNQBd4U2xrILQ7u3Tgta/nwtIB/uf7PstTY82IHi5VoDLCYCf0O/jxkLEEOvkC36i3+Mp4DZP2IQQOdJfw1RApC773l97D4uFbWTRjrKm4cHqT009tcvLSiPXpFqrOOJglfOB4ztseH5PJsBG6iIu5tbkxxmBIwJUMT36TrDAsZ5rRU/dz+Ndu4br3vJjrP/UOlo/8Dvr8Z2M5nEhcFXmXpBzHJZJ38LWASrC2xiEEaY3eFFUNEizjcU2ST9hY3+LsM44Dh2vSLCEEhbHCeLqKyWrctIZOQOcJ5gvv5ZWf+0FEW2w/pxHMAJtE4fEkhSxBsgyyHLIOknUJSQp5BknaZHitIrYCCz6zYBS+qJ/dRGogNZTGZDlb0yn/8VP3c2RtxLDusFVWTMcTivGIydYG09EG1Zy54pXyfvKcpXkTxObm+7dffvv7+UYVof0c8b6PI8dxpHvmsJoGmMDrjw3iRF5b1s/KexOTskbMXtrsdO79XfZ+ZDtDVSauwdnvXXRm/ttHVknyw3zbF1/JQj1Fzc//X3G8MLH/ipMQPFibYFvfJi1439AOJKrCB3zEQpvSXhFHCFtlIOeqGRgcJCDa4YMnVdFHpqXBxGkJhaUzo8u0sl3t9+0J2ixdJJInFmlcBiJHL3L3jAhWRpTTiJOoxtdceUGaSSwpCpISXltX9Ieeogcb62N+P3mUiTje/OLbee2K55cupLy4k/Jv91+C7HqCG7KZDJBCOLe2yqHdA1I8OQ7jHNZsg9/K16RWIcE0OHFzYaSZBFF6BqorHaGx0Lw/hUGJwRpFkDg6aIjTM4l26PbjYqnFYlWFVZaKRbqp5Y5dJZ8+dYqb9/XY/U3LL37kYT54zxt5YO0iS1mHTrHON0OXTNWUSQdTO3RlcS8+yB8duYDauwObLuD0NN42TemE0dDRIAPqu14Cw9v5yWkVoYtujliJnfpXvol7h0N0JYQdA6zdj5kOcONVzGTEI2vHomeXrlCS8iO//j7e8t2v4ze++0WsFRWXyiGqGLN04ABJB376sZL3n6tRqk+pNkDlzT3ZaPOGQKUhKQS/MURtrrN7X8nZcyn/WV3LbmtINwaEhx9i9xMPs5IIu/cEXLD0lyzL+w5zdvk1fH3l26jSA1TsBaVxSAxiSYYYYvYTYDSsSLVCh5w8d/i6pB5nBB9IOuCqQFAbdPI+3TSA9Aj3/3+8qvo4prPIvrOf5sLeb0XZ7nZgclGZH7poXRNUIHbgmzFYbQlqjKpNJP6HGpGaJARq8bFvYMx2BtiuZa2jLoFN8K5CZx2K2vObf/0gv/Cmu7lqBXwiuDAhS9z2MEFwpHRjkG9iQuvDNE89mv++DU4hRGfSdt22TeyWBbCNyQZary0nrWEhuFbgZCzcfSKFtFGSasaEW9dbQmigUPXc76WlzME8fWJbiEbi10FAB09IMk6fWCB8yzopB7nn4W/nz+78S+D654yTL9yUOnPyXtMYZs0yxwZqjt+bpplkrjDmA1e77Vlcwsw33Rg7w0SUkoZkIXFuOESFcVSkV9V11V6iuXIhziLD9ol6z+MlpB5bN7P/NHhJcGgRgvekm1OcgawKsTzwPlr6igfnmp2qZnLqcfbs7HH/xhah12dUOa7/lpv54UMp//74hO8eJPzk7k36CweYcJG1sEC4tMGwLDm8ZxERR8c4Eu3R2jWdSkEZFYWmmxuoLXVmNttKZlhSkiQ4VzYGjY2ghAR8iFiwiETcWUWOnG5oYlpqUBK7qaLwoaYWhbY1g07GXvFcGE+457YX8ednTvOZJ4/z+j3LZHmXc6XhDZlmqg1PVYZgBW0zgiieWO7zBJrgDCQ+0oxEWikxupWhThU4H2k+KoGuQkQjRpGLwVkNqYGFDkgXk3eQwSKS9TEmJeRdTBlIOov4NIGFRY5sZfzusRHXrCzwxoPXEjwkqsM935zy+UsJQWkGTKl9FjvGItvNNAGMagYCYGA1v32xy4eMxiwsMDm3zNLWQ6Q24FWH0dQxGSmmzjNdFzbPXGCvf5Adpz/N9Uf+hJcV7+Oa7jGezF6LKQqYTFCPfxJju6zYswSxhLpiOK3o9Fbo9C6RJDVZluEqMLpga7Oi0zRZv3PnGzjy8T/g2utLUqM5UDzJ47u+F9rGzqx2jN+LanDydqdt/aWChtZuJziQZmJJQy5EfdNZs2juaDBRoy3Bxxl/ZVK++NQxDu3aR6+bYQiE2qEkiqRL4xJgtZ4TNdkOXM9Fp4oQH03pP69i1QzrNPEl/q0QxEWsfi7YhgCl00xrz1uPdDlrNV3Xj0naLMZc+bqXZ6Wzo81YZ2O0zaOVph2ZNSFCBboWeOIBuHiRhR1Ps7S4iFR9brr4Af7xm975nBjqC2aobSesJeRKwyvdfm/b0yvt13FKKiVLtzPLIA6tYpZaVQVCLEMEjZYoQjHzugkO56XZcRyurGccRO/CzK7a46ldidIp1gek9LhaIpjsHGkQKjShdtigmWYWyoLKAaYA34FEI9Uogv51ifMVp5cPcOrcOjoIJGAy4e6FPremm5xXy/zw1QVmcYAUFxiPosLVJAQOrGRYKRmkCqRGNw2B0IjEdJIulRfAo/D4Op4bm1p87SKm1sgjKgxp2sXVseScnV/Ah4BSAQkVirQpkJoutLFxQfkJOh3gKk0SxiR2kY1pzd49PRaXd/OJo2f4+Wv38X88scbQ5Bw9s8qLrtrJZhgyKQOYPqa0OFUA0VuLoFFGkGpOrbzBgCdSR/6pKLzR6CCE0AQFYym1A5+gEoMUFSx0qPtJxCnzDq6/CKMhfqGMI9PGwmABv7AAiyu862yfd21VYBYhDRCSKAwSAkNsxPrb4fWmmRSbIkQqZZazdfPtRCoEeB/ge76f4+95jOvzPyf1GyTdDCWeooA68WwVMH0ajNkg76RsTUr2rb+PH+x9hrXdb+Ph7CY2nOHuw4e46B6iQ4eqrOn04Iufc9xxZ41KLGVZo9HYNDAtC5bMAtossvXYl7lu7wUG3QUK51EqoJqRViMKn9tZbJXGfjzi7bHpIqFt9xhCSCLDJgBqihiFLaa8tbuTk2urfFGmhDyJjq/KNoEjBhQvEvsRSYPfJ11+79MP8mNvuptblwLdro7W4CKI95hQMyWQhF40nkyYZenPVdrHcXC73TCbHQ50Gi8QKt7Tvt4OeICqFFNdkTjF2SLjXx/bwVNGo0LFJAj/9yDhIVXwFZfycO1A6ZkDSNyAwmUk/FhJR2J/O7UlLmbsaIX4mCG7hvyvA/jlXRib8OUHDrP3DWvIYB+qTHi+4+/NULWyzzJBiyfn8hR/O8U2zQlqMljTTFWZyE0zzc+10sQhpoATjxdP2nAMZyZiKopY166m9lGByAWPEKJvjASc8/zu49NYGQUBX6ODwomGchqD2sTHjb0KEAzW9QhqDFs1ZurRlQAFUtfgajSOUNeY6ZjbX/lifvJFwt9uCD97laWz0EGXhtWpUAaPCpoDO7uoIKSJw+JJ0yTqICCzsdluHks5H+qohUBU6LJJ2kAlGqPjBfUBsizD1xE+aeeXZeYR1HJ2twNtpN3FAQjnHc4FOp0uTiB4R5bmbGxs4uUcO1XK8s4dfODxY3zu+EX+h1ddw2jiuOBy9ncCF9MuqxWgA8pmzDby5nVmHV5NFNEONK1fNeMmx5HChroixNJV6/h/mkafqTRvcMIMuoP4r7cAi0uoxRXU0jKqP4BOB5NliG2kubh84caMo8mW5hZkPCnxfelZIyE0p07D7kMM7ztGr38cHRxBC1kXOrrLzoHFZJZy6qkLmGx5LhXCeLXCnn2Iw+6THL7uOqoNxWTzGHkyoZrC+tYK6+tdrr5mkzRxrCzvYTqdUpYTnIul77HhLXzmw3/KTa/qEUKgm1oUFZeyQ4yyPYg1UAdIErTopkHdTB8hTXKqEd1UaSaJlM6GwI+Ppf7uynOwl3NseJqynEZdgRCv6fzabY0JYycpXt+Hn36aXSt7qKewuJDHhrN4fPDRK8tEymMMzNuqXDO4br77Pxdot2MIM0aLIBEnvQKDLVVJLZp6DK8/s5MnqcCkcfruxBH+p10d9vsaTIe/qzTK+xnDp2UVKNkWXAGaybg2I23Oo2rel47VjRVDEEVQnuTSFu7MY6Q+pTIXWOk5TN7ln3zHT/3XZ6jzwgjbxzwnzVz2s/mge/ncrcYoi9aCTZOGbiU4E5tVrsFTynI6G2f1+EaIINKm2mCE6Nk4au0dSdbHGoXzoOoyYrdKoGoCTllBEPplzSvclLvSgCHFZwXvHY05oVzMXMZlnIzwjlCMUUHwvcCblrqY6hLlasLu63dSVBeZTmqq2qJtzcJggel4jZV+H6NqrNFYneI0IAHddODrqrysmWasBi8EH8WSkyTDuwmRexv5f0mSNEpLBu+j35LV0dxORKKEYsPf02gIjiBCbhMq76imG9hswHQyoq5r+osrlLVm954+jz51gXtuvpY/f/wkn3xskyQL7N25zAFqbi1GPK07hLpGgoHG+jpWRg0GNVdJqWZxx2mjxuFVNQ6fQVC24beKIKJBuWaCzSCpRXVzpHbNhthgWVkKeR6vTaLxusl4FBGuaUjbtPdbY6aHvuJ+bTE8GtqQ85AnMaM+vJv67f+Mox+05OYo1/SPEkqNH0yQQY9eyOj3LCopMaoPIWY+06kwGdak2WP0d13LM2sGP4SwcDMnv74BegR+wMbFKdPROfI0Y3V1Qpql9Ax8/tE1tNnBjq6hqDWZTRhWgRvUES5ld1JbjZqCLj0+tY19t41MVNOca2kCBgbx0fSQghm/OxSKT6uSG7ZG1OkgKmo5HylZrgCTxevRniNlmjn1gBhQssCf3PcI3UzxY6+8lRt3dTChaXDJVnz5OW1jpbJnldmzGfzgmqTMzP2+HUiIzxnmSvO2zHchwZSOlxzbg7dDUBmJBGprUAdu4DtPnKPcsYIxY7A5oYzasLQVXYhrA5oR9DbIaj27X0SxPZDQrE+DAiM4DfWOqyBJqErH00+8mL07H+RA9/l7+X8Psf/UvdtEXNskIS1V6rkFZ68UMNhWBDfN46M+qlYWm1gSm834oe1mJhJFTFKbITQlGo28X4gZbJ5keKMoneL/eSy6F6pQo31AqhKosbVi18YpfiavObR1gpft6SHlGHHrlKXjbzZGuLqG6v/n7M2jbEvLMs/fN+zpjDHdeco5yQFIkiERQUAmlbKQEkGlhF44gNq23ZatLKu0W7SssrpaocpG2wG7up2rVFAbSpRJETJJMkkykyQzb+bNO+SNGxE34kbEmfb0Df3Ht/eJuMmwutxrxboRN+Kcs8/Z336/933e532eOiiklzOocmRdIOuC2557Oz94YwJK8sJbjjIZj5iNRqzmAukqBv0uzs5Y6A2IZYGzJbGKULJR2nIhw1QiqCXFSdzw44JwhJIi8BplO55rQwHkIYpSnMmh/T8Cnkq7REQIo61xhG/ChlZR46oKxtUIL3FC4eo8qDnJPpPxBsudhJNLB/jTRy/xxcmYH7j1Ji5by6aTXJYljxUxSkcIK8LoYouZNgE8vIHmOrvmpNprf1WW2Py/3LMWCUIkInSylYJIQxwhsgTSGJHEkCT4SIXyP1JNB799ofZFm3NoB8XlXkBtBS0gwCgBSzAIE4KxRuDiGNE/SNRZwRSW8aYgSy6TKjBFjVc53V4XJboI7el2JUJ2OXhUEWeGI/0YmV1h4/SIp77lP7Ktr8Of+QLCZ1xzwwaRjlgYLOOcZzqdIZTHZH0uPlLRPzDixpsz+t0uzki88ET1lLde/y3cWuTURrKqDbFzON3wuMW+jnUzVYQnSAq218cLIhOGcagFW7HERFHYnBpzTf8MV1Jogsx8cECgEoUgwnjFfU88xXUnTzDsdLC1C+JDLjgLtGvTCxkmKNvqpRk2aDNU0VYqtNCAb/jmV8eONphaa7F5xOufHLKjC2AIrgqYeBKhTUHV76PSHqpx2ZViD3oMr+f2IMr9Tar2/ESzpoTf+zic59pfei6J3mB86JuD5c94DGuPE8WOc5euo5t+iR9408991Qz169KmPMHfp13AexlpO+rW4DhN0GwFgedPLveEB8IbbUuD8HhTl1R1jnWG9mECTSvE4JxDekkcNRNShMf3VEYtSrR1rGOIpEPYHN+MtyIl0gpMNeHQ2gVG5Zje0gL5zoyysjy+tst/Or9KkVtE6SEvicswy47zOJ9jE8G3Hz+IUhN86amqikQaLhUaQUQ/SUi1DOwEk+OqAoWirktMXeCFQOuEINCtkYpGYDvIGOpmQ4qiCJTEeYMSIIVCRdkcC9K6GT8Uvhk/3eP4empoBC4CptoQoG2gZEVS4O2MXjdBIClnu9T1BLIFuiLnytoqy4sKVdacHc+4sL3DyHpuFYrlLMIaA77cK9vm0nHNPwakaxsiIai1OqbIIEAe5PrEvKySkQ5Bshm/80rOKUI+brLSNMUnCULHoCQKFShvjQRbe4MIKZnrVEoxp0wFl9GgHqWVxeoILSSJS/CZIp1ZjGoeqwXuzjtx/+zH8K98J2f9G3jy0m1sXekyviLYvbzNle3LlNWIybTgitpBWI2SKRszyfZoF/mGH+HOL/4Mbngc4rDN5bXk0rpj5/wlZuMRlYvJjUeK12ALxwtfukAiEooqYpjV0HOs6DVm1TYnsh4PJhZFL3Bh8WF0U0VIFTWz+iJ02+OUREbQ7SGjDqrbpeqnmCjGpYFq5aMYoZLQ1d+vUbqPIrRHhQvXx9JoEkswUY//+OHP88VLI0qZMSskxaQiz3PG48tMx7vU+YSqyDF1MPRsJSHb520plPMuvnVfwdapnaLwFqygrCTf83TEeSVQXgJj0DGICF/nCBlYHXK35OZRwd8kOb8fz4hxwTImCptrVAR/NiE8NNTbq9aQDut6Lp6iJFURk37u93n2B27i1i/9IuLWV6AO3UJtRySF575HX/81Y+bXLfk3NzY4fPQoWsXPSOf3BbzmAu3xTpv13dJ/9u2E+7NXIQSRToia5/FYrLWUdUnI4FojP733ATTPUZAjyoQJE0Yzhassvm4sfT14N2vO0fHgxjrLXcWJw8f5P794P9XCAdBpAMqdwdsJeMMwinnjoRv4zYc+C6kmOniEu454ClNz5OAxdqcFm/mYGI2Wu3T7S8zyCQcWViinG0S6tdsOmGfsQerGnVGn1KVDeweuEYeQIfMOKj1BBUv64LcuXIltbC/apt/+z9J725RI7e9ssztbvDNEkZ5/VkoIZpMxabdDmc+YVlP63RUmTnDDoS6v2DrMn1aX+LUvPsJbbzxGXyccUDXXO8d2nCCqQG9r6Uh4H2CMRuO9zY33rwNRW3yiSK3AR3EzNxFsXtrg0Dp8uuYZhA83QPtemy4HeN/wnhusti3pm3I18BB9i0js/c57RO15YcfyHVnNvzSKWoC2iioLm4iTAq81NpKQaKoXvBpuei6T9UtMznwZzp9Gbz7NQrxNtPs0qe5T4zi3dDNVf5HtY6/Hf/pjpMdfxfC6e3j26Z/g4c5NWL+Frx1DBa4XMdosqStYOgzxdsb1x6/h+usex42X6fYE1bYmVWMGRxf4pdkSUWGx3QjtCyopwCmcsIFfKQERh8/BhuZSKWOodxD9AXasiYXCRAIVWepqJzSU6gpUWGvt/eTmyY2YUww9LawDyDDR5xWIjua3P/EI3/+aF3DbisRFKWbi6FUO73ZwztLxBhen6LQb9ANaFEbKq5Krr2jJNzFAU+CsZlzu8BNnj/GwiNGuwqLRHow2SDROxtjKwxdP88bjA77rWJ/t9ZL+YIHKaxLpWD63xo8RsdQb8M5MQlGT6IxaNkMOkn2VUxOTCNoIF/SzeZb5PIXuMHjwr3nz7Z/jzB1v4N6HX0Kx+SWU+dph8+sG1NOPfRlrLf3hkOFwGAJgtKekHZKWq6cg2u+f6cX91QJyuF/EPAuOI0+adTHGBJthHxpPruHR2UagNhIxuaxIXZcf/vg5rIsDwPlBUgAAIABJREFUXukdrgwiD86DMAZxzU18YnsD1AiWbwRfoZ0BZzC+Rk1rVGE4sSB4fP0xjsSa9dJxx6lTdKMJO1cEoyWP8VPWd2CoJmRJAlKgRYyWApllDZ4UylAhBHU9DvJyTYNJKdGQ9QkqUXURQr63CC+IdYQXEYi6Ke1C9mAbmtR8mhAQ3qGkwPq9gAuy2fH3aGUQyl1larzVlMbjsUx2t7BJh6Gbcu2whAcM5mCHxYXD7NQV26pi4CCyHcpm5Njv29VdC/7v61Zd1VDINLKGEhc6p+GuarBOG0wCxB6AETCthhHSNpf2meK1mFvLe7TN6GRwsiRkus4iIj031BMe/D338nNvvZPUC35RVbx7N4ijSBSWAogC8wgBXkJmIF2AhQW49gZk6fD5FTZNBXQRieS2aso1J1b4q7ICMYBkkeLzH+G+u/4dr0x+lBeps3zu9HHWL0C64Dg8KSk9ZN2M7cmLuLD2JdYuX6S80kPpKfl2Fysm1BPFWEF01GGHGlFUGCdQMsVSglJz3E/qdpySAJfFJd4cwhZjxMCCBt2NqMZj0MPACFAKaom3JiiutTqwTSkuPaD2VJr2ynSPcDJUSXHCb/3N/Xz3S2/lxcf6SFlhBPRngJuEJKGqiF3IQuOkszc779ty2+PlntHenl21xBmJqwW/vn6Yz0gJJrjqGlljSxk2lqRGlRl292miRx9gY/ASsqOSbNDlLSNBkhnKsuTAww9yw20vQe+sQv8YRJLKmqt1Y+dFl2yS57B5c/MNnHniLDeqi7h+n3OnPUsnf59/dm2X6Te9nE88+fKvGTO/bslfFSWjnR3KvGA6nVLVBVVVUdc1xpimUWJxzsy/vpq24P4b7urZXzmHC9qM1LkgXp1lXeIomzMMpNDzxxUYknzGe+7foJr0G9pGUDSnEZdWUoA14QNbPAmlR1ACFiMEpiwRtsbJklrlPLmzwXo+RSuFF3DdIGOcl6Rph7quKa0NgQRPpGPyPCeLE6pyGmQB2/Lch0ba3vu2cxsX51zQ9J0voqA10P4dSs5Vyvc/XnjHVbbCzaH3Cfru/2KfBYUQYm47oxricmgDaypjONbR0EvxznBla8y4qpi60BRLEbS+6/tO6Bk/773+/FCghMBrMe9IzwnWDXd1/5fY/3M48aswPrnv+V0zFdNSXeaBfT7iGDZWYQ3ajri8PkHMLC9OK5R2COdwVoHIQvbbjFQKHEFCwiMiIBO4nsctHoDlI3Cgg+93eNsw5bsXND+zMAw4/+ElfPcw/vyDfFz+ILc+a8g1x2tkf0CWKi43wvEdXXD64ojV9YskPUlVuWAkqGZoqUi7in6nS6Us1tVoFYPwWJHPP4dGHS8k6koRRigBlUIkAIW3EZXq43wXEXdRToBOQEYgFF62Y6ptRbF/09o7wjpq/kaAVBFaeIgzPvnF0+yWCqcSKgtFHVw5qqqiroImsbd1kyzQaKOKfZuuuHoDbqrbmiBZ+ZvTFFtDpAdUKgIXoRINpuYOIciwyMJSV1POnT/NSp7wgZlglPQolYcrO1xYu8yn1i5yOVqer2ER6VBXKTmvrJo3G86lXUuDY5R5QpZYdNXFJynjDcvI7HDSfo7X3X76K+7F9vi6GaqpCtbWVpnmOYvLy/T7PWhH+lRwPR0MBvMPpDVR25/i7/9Z6z3V/qvKV+fQkZy7pE7GM2azGToK3EfTjLLOZsF+Wk9L3vGY5untCPwUnEY5hy3K0DTzYdZd2gLf7SBMji/KBmarENRhzrx2IbZISWE0j85mgcC8MOR5S47KpBw6coDp9pgLY0saBflBmcJ0OiOREiUKDJos6VBVJVEU4WyNFxpERKxjvPNESuFMQZokFOXsKvw5aMt6oqhRaHQuZHKqyRDYy9BCRhg+e6UVwjm8DLPJrRliG5y0UsxMCCLeOfr9ZWaTGClH4ARGam7sdlH6MnUs+MTWGY7kQ5bEMbzSHEgidvMpzsUNeB84w459ot3OB5O5JotEClRuqFWEJMJLgXP1nCfa8o/bch7n5x1YAcEDrOFdBiGboJo+z5icA63mJoPzzq0K6kUhc7W4ssJtjBHWUYmSjpPYIpyjVg5LgTAKL4OivfciuC5oHfBo3UwYSQ3KIOihEPzU2XV+95oBIxm4k1YPEHfehb/3g6jJIn965eV8150f5B8euo1F9TCbeQ7CcH/nbTD9BFILjBMIMSYddPG2y+ZTT1N4TV0pooMJblpQdyz4OFxrbZAetNJQGepGNAgZoaRCjWf8bBfu62X8lffc4nfZSSzrNVS9IWLS1BHOgpfhGpoqlLz44EgtXaNGFaqI8P6bdScleEUtEnTkWZvCf/jI3bzrNc/n2sUek3qKoGgYKRHeh9LZoRGpQGkdmleqnQjcC6TtRmuMJbea1zzZRUcFkLCweYa7Vhb5SN1MqD36BP/9ncd4dy2ZDBfgta/mKVb4RiWxOgI7gsojhsuMv/2f8Guxhm4fvEE6iy5qqihAcS0/3JtGDKddW1Igb70dd9+Ax54+zLU3rbEkFqmSPqLa5YmzU06d+EPg/f/tAbV0FZPtEXkxpiomnM5HGGOQjVp6mqYMe4t0u31mxZSyLEiShDTtEkcpUojQUFIaaAKq3J+VBgynKAq01o0ve0SSpXilWd1YxyOJY003XaYSI1If8TubfS5sTRGRh1qHhW1M4EW6MrACrMVZH4SBq0bw2hm8rfDeQF3gTRVm/72nEh6BwsUasj5PjEtuHvgwLpcZxqslK92Y/iBBe0GadIlEhfCSqjIIlwd6k6kav7fGWiLqoaSkKEfEcYrx4KVH+KBiHmaHA1pet2O5wgXRXVsxJ6aJoGW51xgUzRSM3+t+i7bzH7QxTe2C2pYIOpFlWRKnEUUegSiprCaxO9zY1TxeCc6NctblAtenAldJhm4Xoj7CFHiVIpXB2YqgmWrnAZQWkmjQHKsUOBsU470PmY4BfMCrhNijqLTScwH73ss+2+aWbzUthdhTDXLu6izW+VAON3/rhQoNm9tu4R2/+UH+0/f/d7xXTJGmgyfCiBpUHMrYuuHxehmCJzkUBhlrrEsRcYKfGrQ/x1LxBZb8ffzt3fcxc563XX8nGxNDlUB0R8zaI/dxNhf87t/fwbuet8qnHi+o1BIXn/sT2CfOg8lwuuTak+tsXMoZjXfAHMf6mpoeWnlqpYIVel4SdTU/NZ7Q3R3zO/Zedg69gS00QgXslMTgZwkuGmNJuTlTfPCeD/Pml72eJ2aWP56dh2ICURdFq15vcXWOmJV4IXHO0IkSiirH2RKRpWAC1QmpgDAIIBpJO2sEMlIc6fT4i49+iVe/9jZuWc4o65yiLslig/B1kKJUikpKIkAKgxJhw1dIjLeUUcywEuS2pBQZb3zSMXFdjMzRQrJ9+jG+4+QdnPEDHrlwlusjScckbEYZuClZ9ziFluF9OUEQ2wafOOosau6ScN4CRZUw38DbnoDQKmziItyPXgqGH/oFTi09yVPbR7mwlpEPtlnsavTiUXRcs7Gxrxr7bwmonX4CIiJLhywvL3Oidw3T6Yja5OTFpOlI1+TlFjoKHUglLYIyBF4fGiWCxq5WRbTCKHNL4AZjrOs62KRoTVVVREpx/MjxEJjReFnSqQ8ysZo/+vLTkGboYoR1MU7U4B3e1YFvV4UdyWMRrp7POQtX422NMCWYCl9Xc42BOS7lFQsHD/OxLcGbrh8wKWb4GqRw9LOYJFJMZgWDXgflKqT3KBlEFeoqWAl779FC4k2AFHztw9ipt9QN4T8MpLZlj53v1CHxc43WJexhlE3MFK3k2R5a45o5ZBdqwYbiJqmcCwsKR6w0ucmxSAJzyOClQieSVx4b8OiXJtxweMDj4xG5uIHMjtFJAmODp4OKK6yH1MUUbSbYHvt5hyH6zy0wnulwCeCtDVxTrsZe2+fyxn4Fn3Q/T3FerTUBOGTOep7peuFBK+TJE9Q3fi9vUwm+Uji1LyAT+JreWfzGNniHFik3f+SbMDuOKJF0M0iyHK1Ba0VhEtJkxkUR0VeaSbFGn2WWFyxV0ePkLQmvvgMKN2JUxbxMHiI68bN8KrmNBz//v5FpS4FDR6ATjXTHEdqzcWmbJIvYGQ3pWc9E9ek9fj+/fOOQfiX56KM/yc16xgv9Mvde8zI+XFrUpMQNF3FyjBse5YGnL3DD8SHRgcP8Xw/fz1uuux3THYD2+NJgRQO31HW4NosxVDk3C8XzDxzivtWzPLa+FUj2Mmna8yGjDZB2swClwFnJmQoql/PQR77ID3/bXdzS7yBlhCssxluEn2KI6AlFVVXESUpCwPRLY4iihLTO2RERtUz4obMRV1ihSjaRro+RFnHnS3nXGIx3qIUFtldn/FeRQhmYP7lr5vnbDn0TJKVS875LWIMuzD75JhMV+9edDVN3LS/WeaarY+z1FbefOs+sSlldW+Rwp2TmNxkwoJPGXzNmft2AurGxwXChz8pyF+9D6TYY9hCiS133kcqSJF06yQDbdK+jKCJSKXjVYIquea8aY0yDfjcpv9tThIljR7fbDTifoAmwkth5JqpkPNllMYLX/eUk6KNWM2oZgS1DFmpdEEZxNmCjxoAtg0qNrQKHrc7BVfg84FLCuzmlx3sfIKPacuTAAU5PZ2TJAUSZc74SHFrIAhZZOwpjWfSCqJnsCg1DgyBkylKCsQYdhdLKe08UN8o5QBjZDNKEwvuQpRKmp6BV8tnTuwwBV+2VuM84WmsLIWSjzi4wttWSbBYSFq2gMmHaRLoZxmc46XjeSoJwY6a1DDBIXnAy6XIGT5i/sxzIam4zXf6hcdO8+hDzznr7om0DAtpO/D7ivd9H5G6bFW1Qlnuya/sbYV/x3lun1ia4X+W42cy2u6SPUgXGOqJMYsvQrBNNc9DhQVjEaAKXLuLqXZ4a/iTXT38ZXeeUEcyuxFR1xWDB4dyM3csCHXl2pUFtGoadc1yyXZJswsrKClUnpxISlUeII4eYXPp5sgsC9F1Y7fB1B6EF+cwwM9t0e5L+sIcw25wefBdTD9ht3rky4GQc8cDjDzLtrzPQBzhf/Ad+JnsxHyuhHCxxu51wVyy5uR7za9cu8sHCI258OedGZxl0OoiZBQwiAYoJvtAga7xQqGLGIK557eAIVbHDMNII5fDFFLqhARTobQ3ZXQUhlTCRJZkJS9xZhjjh1++7xJued4JvGYZhnVkV4Zmy0IiC94ZLZMMh0+kUKRVJ2sE4izApLir5xXNDvmATiKdEpkdtLdgJIu5hXBkGdxYXyV/Q5/+uPFFSUNUxxJKgH9mswVbHoV0zNPhtCy82JT3t2KltuMxtlQV45zFSooo+IonIupu84A7Bx+89yssOPA1im0l58KvGyzYWfM3jwtPn2Nra5MqVDfJixHiyRV0HHDNLh0iVUNeCqrZU9ZSi3KUop8yKMbUtsb5GyAilY7JOjzjJiKMOve4C3c6QNO3Q6/XodDpBRMKYuQ21lBItFTPp8PmEjlD8H4/WTGyNkhZngDpkexgLziKdg0beDmcQziKNDRlpVUJVIctAy8IFGk/b1AjjzQKF52B/gEfRjYYYb9jZGbHSD9JqZR3UrnQUygvnLZUtQ1naKh3tw4akBKWC0aF3NgizuEARu1oGba/xdHXMdPN/pQwXTPKVQhQts8KaChNsCMDVSJizKAQuNMi8xNkapTSzquToYg9vZqxeHhHXUJTblL5mTYSqLyoMb39qm3d0JrwxfkZTSe4F0Dmp3++xP8Ld2JCo26xTKxpF8r1OcsNWaLv97XsKd8Je9iqe8Zrs/5v2M1eh8RJFBtvpAkH6UQofRiGcC2aDHqQRcPAg4thh1NoVivXzfCl7O5MkZVaBqStSCd5oZAKHljosHpQMOprlA564m9IbTEm14vLlLba3JJe3xlzavMSvX/ofuce/jOfeVPGiIw9QCYlIaibbfSYjsLZC5pYrW1Ok6nP62jchMMSfvZtTLue9f/pn/OtP/BbDhZREaUYV/M+P/AoHxjsc+/wneGcy5nmZRHfg3UkGpSCqd/mBYY/V0vHGLCXqZfg4Ic56dLp9oqwPaQe7s8VLD51kU1kMfca5wesYpRo92Ob+aQ9rgjJamB0I3GHb7UHvABw4xX/ZOcLv2WVWzQo4qMou48mU6XjCeHebtYur1CaYN1bGUhnHSIx4//pBPmQ0kSjBQE0ZNIv1AkpMIeoGpanSUGkBicQYB94Qu6Q5p70hAqnUVcac3jRc24ZZ0m7O3ge9kNDhFyEZdwKMJ1ELbNZdxmVJEvcxSvPtL1/n7z6+wupmTDfe/pox8+tmqLOpYfPymEhfptPpUJTBSC/JPDayCBn4iXk1AWdRWgYVJAI9x/swr16VdQCqhbhKnq89WggAwEjNQCZM/ZSq8tQ2CIc8msf8Pw/lSBdjqMAHhajAPw16ib4sAvBuQkD1pgaT4+sysAC8wdUNAV4QML1mh/ONqIeXkqXYEFmofImPJEVpUGpI7HfZmZQkMiHREVVZNV7dAicCoyDI9YVd0buQaUsVPKFCJtpmjQFjbSca5pihZx5YPW2WKkOHVkThewy44H8kpWxEYxKEDJKA3gXLXqUivAdja0xDJVIqpqzrEJRtTeUyjkSNqRvBjbYXazoOStmIV2eG933hUb7l0Ev4YJGHrrFQSFfiEgVO4FyDl2qLsDQNojBZ5U3jNLnfVqXBQX0bOL0PdKq2GTKHPObRdS/AOo+OFabh9YbnjMHMiHTWzJp7fsFbjinDu0yPmZ0isW3jGpDUHnysggnbgcNU3/jNqAfvxV14kKfyb2CoHuFwtkFKxqwOE2uX/BRdKpSrMFuKShXEUqPcLrPUwm7OZ0/9r0x3PPLRz3DuBW/jCb6Ld578KZzd4vP3nGStMnS3YlgqOW8lolJcXJWUdpH3JLtk3/wN/MInP0ln7QxHlrfxdKl8TSYibpcP8aMnDvGR3UvkU8fNdsQ4FTw2XecPTx7lz3PBb2yVRAhqbcF0QiOs8FRehex9e41YRZwE4l6Xkd1CmYpnxys8ZMdhjUYaLzTSeVSSUcsY4UqiqE/Z6YMWxL2DFN0M3x9AusSn9AE+Fcf8U7PKy+xTTGYV07pgyQu08QysxfU0JBC7IX9RdfjtadDXqJOIxGpK7/GJQFtPaTTCVwFHj31YY7XFiwihBZULgdM1MpK+iTztRi08eK33qqNm7QR2iMc26lztTiGdxeHIF4+wemHG8u0b1HmXVHfZso43fOeE++7P+PPtt/zjAmpROJLUcGl9DR0rhsM+ZVUxGAzIOin97gpSBsktgUDJGOfa+V3bEOw7JGncEM9DANjPZZUy6KWmaYoxFXXpqHSFrbuYagdpc77v7inn1kuqWkC0CbYXxBRcIPNjTSj7vQ/ZqSkD1ciUQUjBVWG3te3YZ4NhCthPcYJAWHfOsWQFhZtBDamyOFtjrWU8m7E0XGA62cE5Q6yb0l3qEKjnQw+eNEnnlDBkm8W10mRBvcvbVsbQ4a6yY/hqxUMjnzQX4Q3Bx+MwtsAjkTImWMSYxnVW721gzhMryah0ZDLCYvBoYtnwOiOH6US43LGz4NialmBSZBRTvey1fLAukUS4uoYBOLsA3oRSUVcII/BovAznFrAeMcdRW9J+C1GEOLkPDmizhxbjVGpOk5oH2OZx1vhmQwowQepzchEhnaFcu8CPLcQ858QK41nBtCOgsFjXfn6EAG09XgmslqAihBxgv+Eb4brb0GceYHf1KNu7YzpcZCl6HClLDnVCc7A0MZ2hRG0JpIbz/ZtZu/GHKE69HPCwfBl3zy7Th/8YtXAbv5W9hTcd/iNmd0154pEj2OwCmfeUu1PKGVz5578ND9/Dp09k3HXsFi4/di+D0TovfElJrJfQnZS6svhasl2e585j13F2Z0Sy2GN3c8Rv25Kf6Va8sBL8iYrCZFrdVC4xYNOwZmSKPHqK+vC1/Iax2NkYpimv05JOIlH2EA/km9BbQNUR1te4bodIJ9QioUo08eYVfvyW5/Oroyv47gJ0e8EzqydApXzY3cRfZzfw7VvnuH78JPW0JlusGFnBQrnD6cGNvLvs4Ik5XpTQg9lqzsdfuMwPrnZ5aGbwVEG/wAF4rrUJT4l8b12190nL/mjXxr4M1HuaEdN9E3Xt4UPglbRwUTOqIhwsH0BcfoqLmwPuvH6LqR2woLs4H/HKV2hG5oGvGTO/bkCtSs90UuGcZvXiZSbTnF6/w6zIWRgOwEeoSKJUM2dfliRxFykjlAzCHkUxJc8nZFmPXncBYwLxtqVezX3V65q6LslNReYUAkvlpvz03RNOr0mELkBq9HQRo8qmNGyCqjWh8WTqIAlng+2EcjXWVOF3tsLXRfPBuiBl5gLJeD7f68Kcd6YUS1krVGxQ0lPXJaU3FKUNGamv8Fjq2iCkRzpNEjcTSoRS39pA0g/eWQTldtUEVefBu0Z6zyG8RIj9oiMNJOGB+Yyyu8oDp4ULAIQLWZm3QbDbWt8I5u6bp5YCJPS6fUy+2/ioSzqRIIoUtbTI3PN0LThEylYMUe2oKweZRRpw2hP5jPrpdV678xRvvfMU94xT3k+CcAYhShyqqQ3D+Ssp5hAHUsy5gDRvj3YM1LZjq7LxNdq7CebXqP1dywjwocmVaw0YynObfOhoB1SM2Z3xSWKSWlBKSUOrCBQr64JAPEHIHOfx/SzYYV+bUB98FWzfidrcpLx8gadnOTq/zM6s5C03XIMvBY8uneSeZy3hByuoXoxNUiIpqE1BsrhCederyO75KPkjn8QevoaP2et43fEn8bcPqVYdqJgyr7h88NVMlm6EO47z0Y11Pv73n4f1M1TTgsND6PVj6jx8hr3egP984WGK7C7y3RmXI7jtuiW2HhpTiYRfEjmkHYxpLEqEgNoidBz8kBz4/gIUNerM3fzozXdxLkt4qBpzwU8xQNw7QdVbxFa7rEwjvmvhJIdFxr8vd6nzEXceX0QfUBzpHmE17WIXukHD1scQeSwdTFTwZydvxarncmyyxSmneLqfsnpxxgetJ6415dmn+JmTPe5a7vGnXYXulvzmAXjeuYhIS5Rz4CVWSFYJkABK7N0jbVm/7/tn9hhat1MvmQfV+XRdSEX2NnMrETLBX3MX/uxjbG3C+OSEmBJ9sIurU2QkOK4u/eMCapx0qU2NKh2FNiSZwfscUwfB6KIs6fT7DAYL5Hkeuva2ptc9EO4R55DKEccx1hrKMidrJqFaEr8X4JzFEfylIjS5ixD1iLd/bIdz04TQPuggyhKjZiG7dG4vOzV14M65ZkKowVCtaURPrAmB1rf0IhGmRRpxhgBWR0jvsd7STxJ04jGFxbkcqQU7ox1UP8IaT1mWiI4kiuKQFXvX4JN2Tz9EBXPC4Fpgms8mTDG1QdU5T9BHZd6o8o2Vbzv4IFrSuhBYa9AqaixRBJ4Wcw1SZIGaaUJFEwUiNwSqUuOdgNaKyzszEqnQWuJqS7eTBqaFq+nLisoZnqordN2nTsrAaS3BqJAS1mYKD5/h2179Yrwv+dYjMz58RXCx6GHkbC7WIaTE1wbr9pwzfYOxzpkBrXrV/pugLfn3Z6din5KZaLQMrAssDSVJckmZKGDKd+4sh6WxCFJEuGiEMgqronmwFiK0AV2zqYbPuKDuKKhjxEKCHyxij6wgyhtQec7yk+f40ZOHeXw0It4e84Lbr+cf8i56KcJYF5qBskJmKWVZw2CZ8vZvRS0eRH32z7kUaf6qOM6rlh/nvt2YcWzI1VFmb/stVH4FvCJee5rq/MPIeodS9ikomU0spnLsbk8pCsmrju1y6NgJ3jU8ykOmRBYCd9Ot/NxkTKmOQjQBCUrESGepRaP1KR3KGIyR4GdkWcyVaoNjOuNvVpaopx14/NN8xx3fxPOzhNViyH+Jd/j1cozeeoQfuv7FvF8t8MCoIr5ScHH5OC6OQWoilVCnXYQwoAqkd3zv6i53HI75hWSRz6oa//gqH8h3OKiH5J9/BLW2wXNueR35bsUbVyKYRvzz9RlKeGpTNlWDQHhFJYKimtu/RmC+Mbd6rH5fUJ03dU3DqxVXM0VCI1sEdpg1eJuj8dQHj+MiTZR2ueeB47z65U9iJwW9hSGzsWQyqPhax9cNqPefW+OFt96KszlXdnMclk43pd/vIqVmmhu8K8HuMOguEsmUK+vbmKWIIjesLC0TxRmVU0SJJC8rjPNzmpSUklExo9vtImTjma4Vo0nOP/n4mMjquaKSMAVeGvC6Udj3UBeo3GCFDd1+Z+clPtYimq6/t63VSMvSbH5siM5IEQjTMkY4y9hV5K6D8ZZIKVKtMFVBIjK8cEE3EYl1BiV1uMEFwYucliIZstpWMMY3F1wLibOGoHAjCCVMPWdDXKV3EFqqtPNU0oO3ZVhYQiFF4NoZ7xqqQVDX8TQCxBK8d0GXyQscIbuunUIJqE2YjTbWY7UlGkWMYkfhJE/5DGNKRKzwSFwUmAKYmkQqyrVHuH74YrSzdGXGNyUp/znOqYnpMGOmmgVsF0FO5kEyBFC7Fyj3axS0N0Nbuu0r69obpP1yjRixaKyOS2mgBq6/ITAsvJiPTArRwUaEDKUJ0r7lILQzBkKAa5p3Om6qAwdRD5F5fL/P+qEj/C+qRv/ep3nd8UW+T1je2/OI0RSMYmX7L7hR/R03TO9B7FSoJc94JyHqxPjX53R9l0IqBrrmLn2MewfPZ3HpVbxnfJ5H0w7/dn1Edekp2HoUKRKMhGJWMlUTeukCUmiE3mXs1/lUtUM30hjXoRQezJSim2LHu3zzMOPTOyLQxKIYMc3RvS51UWN6HiYzSEKHfjgc8plSMosTRDzAn3wOX1hf45rrb8LlE14Xr/ABsc7bb3gBx7tdorLgx04NGYmYzWjAw0nK0V6Eih0XZDB9rDop8vxZ3njDCRxj3qo0lJvctKS5ZyPh44+f553LCRt6yCARPLY2w0RLvOOcJ3e1Ks5VAAAgAElEQVRArFBVQpg0D9WIFCrIQDYW18GgM2Srz9QImVOimn2SVjdWCIhi/HgCMiX1ltnqBUQnxfUH3Pn0L/CsK5/lzJHv4LPHb0Y9+Sgu6/OJB27iW1/0BFXVDawM9Qz44P9vQN3eGvHxu+/nhS94HsuDPrWosDajnGq07JCmUFU1A9XhWbfcTrc7xFQ1Sil2t3fZ3d2lqJqye5pjrSXNNEVd0e30yeKMSERUs5zx7oRs6QD/7osX+KtzGTRiFsiAk/q2JGw69OCQRmHjHAoPxuFt03wyAVP1ddUQexs3xbbUbsnj7YXwhN8BHsu0Cv+VJQmmmKCd4/CJE2yPZ0Q64IBRnDaB0KNoL1i4oEGn1GGxiCZguCablE1m5BuRikC3amrjRuB3r9KVQWylFd+dq3UFLFoQmkbKB0za2AA/7GnHhmDjaGanhWqGAwIFTkrw0hDFHaQNN6BPExayDmNjmnFGEKbCSYsWMcYJytqgX/xK3nj3WcyBxYCfiQlJFAElhUshg6joUMeb4LK92XzhGjJ/8w73MSOeiYu1h28pLfu5qELMKVZ4j9d2ruIvbITxghBhfaCjzTG0fYE6PPkedNAGcynCGmqmepwAIgnCwrTLe37ozch8l3oqeeWVKzzw2K/yMvVhxmWXTjbl3C6YCWQX+7i4hxc1hw4INnOLkWP+rv8jJM9Jef653+ORDc+Z669jthFDXiA3z+JGl0NVkIJEgZ8xmcKs2MW546w/66V8wnbxwpHVOxzMumyd2+JfJYpvu/M4m/WEn85q/umGRI5yvqUz4y/PnufEo/+eA+UZquQUD7/k3zC9+cX8ttW4eATLJxC5xT8r5fQTT/FlmfK3y11yMlQ84HdISLIB9fYTLKwc4M8XBjyeOLjnHt73nXdxWXt+ZEPhEhCV4O23HGIRz26S8a3FFpeTHrODgk8MTrD15Uv81Cuu4ZSw/MoD63zymgW+MRtQzQpiEVH5HBv1wNXNmmkEcxrcM1Qual7OA3sQUDug3/6/aK55e/XtFL+Y0R07psUM8dTj+KrGLx3kvqM/xvXje3n29id57ivG/Mn2ca6MlhBmkb87u8S33ng/1c4iidoT6H7m8XVpU1GcYGrLFx76EnltET6mqh2z3JLEXbrdZbqdRSazivFsyvrmOoWpMcBwaZHecCEo9AtBHCkiHRpSs2nBeDrBeMcsNowmM6JE8/8+tc0HH40xokJpCy6Uju28ezudI+oaVNMVzoOVtKRRkfG2GbFrArH/KrvJPuzxqt83Isi1kxS2DnQjKcnShNFoQt00VKqqwhhHZcK8srU1Suz55bRf+50OWsrQM8duv9rx1XbbvVP3X/G3LUtiP3Ni/3NIKRFSo1SgsLXnoJrFJ6IoZLkBp8FFeq4+hPOkJgbbBPOOCoF2+RDm+AFY6eM6FjIoI4EmSNst+z6Jt1Avzs9jT8iF+Rp3zwym+859/3tttpzQ1Bfhf3yDx3oBiY1RIgEEkQXYh8fuo13tp2A1L7b3WnYf9KBaDdY9ZoIQ0Nk4yzU9RykEn109z/DJ93LrzkeY5BJrpmxdAK0SagnjuqCbjul1t8knOeNySj2puVA+lyeOfDeLhx2dzb/m2qTHKbmGVDG+KtE0/Gwsighb9qmqCkGBdIZv7vX51QXH66zl+tUrvA/FTetPk4mCol5jJY7oJDEvnla8UVS87vwa3/jwL3HUf54kGdPNLwEO4wWlUNTDDlJFuF4CyQLqpjv5y96QPOnSybrYTgeGAiKIrruen+33OKO7iBnovGIgJb7u00272JklubLGd8cp92zuMJloVOa5v6zoln0uuinbJzKOdXocGGomNx3jbBnzL7rwmiyhQgRpPlfuVSb7NljRbKTttfNtybJPC/eZj7lqTVmJmEpmPrjCZqMKvXkGLl9ATkq6csyk3iWOurz5daugdzFRwc74KI+PO/SWNFn0j1SbMjJBxIpimvOlL5/j+IEDLB1ewlU19dol/Kohn5WkmeSLX3qSlZUV0iRBE3PdtTczWFghiVKOnjrEeLSN95ZZkTPoDjAe1rZ2WcgW+dxI8/MPjPFKw9AjygjnDJrA2w1NOBF2JW8CW2B3m2+IUu7tZ1SjgI8KWzV4at10/bkKnwsc5dCcaRtSV92yzoGAte0JutcjnxXU1pEkEdMqcOjSJCLPc2ZFSaRtqArl1cGrlfELuGagk3lPCPJf4VO+H2RvM7Tmx6ZL/8xjL6NzCAeuGZsN3fNAmdqrmGUgkwqJ1BHGa6wzxGnA11LnqFVCLRRIT6Q6nE+jZqNK8cpTJiXEGWZWAxYSTaoURSWQpUfWCVmnoCcUx3d3+MnjKVG/wx9sav6oqsE25bVzoWHVLnRJ872Y01maYqGxVvHzxlxINPZhZFLOJ56UVJRpASImrhSVrhBK4O2+fMF40C2Usg/LFezduG2tIGgaZHKPVaMUyWrBG3olf//Fc5x/4rOsn/1lrlhYiBK2RoZuFBw6pjspy8uOsopZ3Z6RCovIhlg/4O7lf4k48xm6y8v8xvEP8ePme/jdD76JH//2P8RtroH3GB8EwlNVkc8MujdGS8VodYky2eZUeoK+NNy+FDPa9izW27z/pc/hcl4xtDGiHrO9FfGO/CKfuO+/8if1h0gXJ8T2RmxUUOL4ddvnh+sNvjuLOTU4xPvchMIYYqGosikki1BYZs4i0gHKWozw2G4nTBVqC6cf45tuvpF+P+IDd6/z/psy0mrK6VSy4Sve3T/IT1y5Qh4N+I3G3scnEv285/N2J5B2gBQ1b19w/JtHnubdtyxyszS8bydBZ2CrBpjxwXKlhXf2LhxffWPcv4myF0zbdeW/9BAfe/4NPFFmvGulg3/iImJrE4qCz6x8Ay/unqbezdAdxU9//wa/9nunmJYjvuD+B7Yfvo+7rvncV9yT7fF1A6qPsxDpM8daXuJWL3NmUjPTiuc/+xZWsoilhRxTFsTxAqbKYOEAp1aOkJcVG088jnGWBx58hDiWLC912Cks56sea7ng87nkzGQnvNO0T+xrZOUolAn4oLAIq/CyboIRYD1KRNidVc4vn+CGyTZnfcLMNs2dugQfUEfXjF22d69vpW/KOqjBh/ZguCZRhK4dTnqeWj3P8265haLaJUlibF5x5MgKjz55ERpb6NzWpGkfm4/xSYkxMd5bIq3Dje80ztdEqvV9CnQn7w24QNJ3zWhuUFPSTUOqHQwI2CUiasrdPQqUFxLhPEY4JAaQDTQoQoEr27HOhqfqPd4GFaWyqMkNLFiDEpqUiqq2OFMg6VN7x0YegdR4X4BKcULBpOS95Yiben3OdmJ+4gq8pa/5w7rExQY7hu0n7ueX7riW05uGa7Hc0GQSUog9rqD3KCdxwiF8jSQLww4pKJng6xlOdZGRYyg921Y3uguuwU9D1q5Mje126dYl+XTGv2XGLaeu4Q1bO0AWmpS+YUoIiUjkHEufT8w4PxfKQBA0APb5dnkvQBpE7fGVo/A1f/BXf8HN5jdIRcTy0UPY1V2KaUHkFUkcgnstdplOOxTFrBH2Upw++g4uP+edcO4icvsyk4c/DtlreN/gp3nrwffw3k/+C97+vJ/j0WuvY7bQ4csP34PrOCrjyCuI8QwXLXXX0/eGqI744N1386LuMksDx4EjMe6RnLOTTf5VGbP1x/8733dsxKXBR+nLPqk5ziwtyGxJcvBGABamY67tHuE58YT3LEX8VKmpbYqu+rxmmPHReIJ1u3jlkJVGJCmoCKslsnb4yxd4cOo4Hl/LfYfg7XdfpnNqifzgIn6SIu2EX+kMYFpCHAdlfaWJnCcH4qjAPfAYb77jKN0VxXufuMLH+imdWYTRHWyUI8rAZ4+lonR5sykqIAJpEU211ZL5pfJkteTNHc1uJPlkaRlVMUaVQAm15LWmJi8mXDtN+bkD1/PzeQ7lNu7ihMftC7jrOZ+m2gnC5t2O4h1vu8yfffQaLq5e5MxNr+ds/P38wT8moJL0w00gQKqIDSHBCrSM+YeHz4CIUUJiO13SBUekJgzXuqTJWa45uESSRTy5PeD6yrE5u4LyPT4z6EGSBGdMAYIanyRErqSSMcOtda49usBpB2ZGKEldRWQIkya+xjpDd3CSRVlQxwepii2oa/zc84Y9/mKDiwWhjfC9bFL2q3rLxmJEkJ3bvXCRO172PEbTbQ6mEZOiJCssw+EhKlci3GWKXLBy6iCXLmxQ1xE6co3zZ5jAkJFs/KQaWxKhMLZkj5jvm0AadEyVDBzOED1bvNUGVaHWi8c1WVMTdAOn3TdZe2i2hfl0FwKxkMGvy4WpHG80tY8xJg8ws/B0tGa39kiV4VQNnSGFkghhEFohncQUDvXxz/GCN9/F6Z2am/KCZ6+XvOao4K0HFvmeKxV5osCMOGMcJlvgQxfOMo4W0d0M69vrED5qq0HUFS7qIEyFGHTxVY7NDVGnj9sxLJ69h198/rP4W9nnQ5XB7BO4RghsoonyklzGuEfvIbn2Zsq1M/z50gnetLULKguOnjTDEg0G11LJ2lKxFcpoF0TIpEMpqZzDiBTkGF86+PQHuCv6EKWLqasea+cus9hfIao1xs+YVSluVqASKKsKaxSVdcy05paLv8qLdn+V3gCi53QZbRzg9OZ5Lhz9Xj5iXsorRv+A2vkbDmZd/vIzn0UkGZHfopoajLuMrj1VFXF6+X/ijfds0bv4KG872ONT57Y4fHGH5SckNxxewvQW2fnMvXSHD/L4ofNkQuLjLvl4ht6J6aXLPB7dxBOzpynSDo+M/z/O3jvM0qs69/zt8IWTK6fOrW51K6MsAQIRhAABFsFgHLA9YxuwPQZ8PTYDNggutrFncLg2+Nq+ZjBxyAYsARKKGCQUaakVuludu7q6cjrpC3vv+8f+TlU1aZ7rep7qqjp16vQ539l77bXe9a73XWbbwCCHWgHy1BH+YtcE15w7yuHVFa6IJP9jvsGM1WSRQ2qBDRxoh1UQXPpi5gZL7DqpCaJhxFUjtDEQWFQ2hxQxrqzRqSOT+NQ/hySSkFs61jLmlqnEm7BRha+7EkLmmL4EmRtcZhE6RAtJZi3kJci7UMpRufOJglzHUnvjpK0nHuFXX3YFwgleFxt+ebmLyCASZbLFNrcfm+KdOyY4GAg+kLcQpQiXNtFdSz6zn7ufvpY3XH2ApfmQ5YUSYWj5tZd+jz/9xq+i61Xs1s0/NWT+7IAalzx1QUiskBBF4HJyFQAaRQkTCVCSzFXo5orVPAARcPiJffzi6MXsUsscjkc4FI/jghgRgiPAKoVyOSbQgMF0Up4ftDln5xD7Z+aR1SGwbXAZQtbIZAamiZPeJfSS/hL7ZhNacsE3EAoMtUfWX9ff9MpHvlTUfoKqGKnzSkysY2uBwkmJXFyioS1RdQvdzjR5nhOHZYYHK5yZn6VSqTE7tUCSO6QOUSLA2nRNrR9YyzZ7tibA2kkqhCoIIG4ts2StmVXQnwDpci/yIECK0FfFUq0FJlkYta0dDg6vlyBUMWBgvaCyUMRRheVORstIqpUYZ5uockxFGG5/dgqXO1QZbBRDLiDSKKPR3QWqsWRptJ9/3neS8wcE76lu4nTJMvr0cV6yV/PpOOAvc8N3L7qED+YRVgtcY0txXYtqrBAu8RhqjstjoA2qzA3TU1yzbYQPPvw4t169k2Z/mbd87xT9113Ol5f8MhViA+ZdYLtZoIGEoDbKp44c4b1Xb6e7NIsJYyBBmJ6IRQ9fL6QC/WlFb2xtvaHh1qoWoRW5sGA7SBFhj+xj2+ydJMphVUTkVmiqGNtdpJtn1Go15qdXsTpG5pYwcgRRRiWGUpjQ7FSRpsnKbIQ4Zig1TrLFLLBl9j5qFUnp3IhnH/gy3f4RgnI/Wd4i1DEZgshITFBFt5aZufzNfJaQ76zOMrR9kHPrdVrtjD/8tztwcol3XHQpz3dfIt1xkMzuJC7XcGYV053GVvvpmDM8dM0f8pDpIJqO2+75DC+pXM+IbvP6xQWenq5z1dAwYdLhb1bLtIM6RrdQYcVzpqVXYKuGkpVtITJTOHKyWPtASolGkrMgB7DC4AxkYYSkiykcAKwxCCtwgSXbsZc3TipKowkWCWmOLpXIXRdEFSebmLyGEB2UtjinkUKSK4HKDXZDn8G/tyly7yW86v5pBmzGa3ZuAu3NJp0WmNEa6trn8UrlpRFlqQ87vgMmLTktaMLJEw2OjhpGqoLcWazpkLVK3HTdMW5Vr0OXyj81ZP5Mk74P/Outt6ACCGIIY7ACHTcQuoJUEaYeIoIacXUAp2rIoA/CKk6XiB77DufuuZxJUWaf1tgowkUlb9EaJBA5nNYgu6CrTMwf50kZ0O602N8YptbKeb0OOOAkA7aDUQ5rFNHMKZ5jDeerjP64wZHFFCFzIEM4U2S0Ba1KSta7uh53E86bbvREoWXB01RruJ5E5imjey6iagw7hwYJZEZuLcMDDTpJjrWaTmcGnGJifAtJZ94PKFi8UZnwltm+F+U3rgCU8rSPtSE51zMH88/PC3Rbj4064RcYsgD1FELKgkri3S97wLs1XrJOqhDrvANs7grxD+dHUMNSHyupIzUCLSyRSUkc7N65i3d/7xizXf84Yst2XCkEKbEry9w72sf1psM39j3OH1+xk74YtukWd4s+jta2cFvT8jkpOdFS6LCKwYtZ4KT3i3IJa/OeBW3KSuGz8JJAmoDLFk8woixXOYjrEQ9nfdw7vpsvJf5xpGqt4aFiQ1NLGYsTGlevMYXkC9WIr2R9KKEJkhAj7VrgFHrdF773GD0dzB6rwPVuswIpvXgPOITQ6CBgtdVgOa+zFG1hvvwc2pVrOW7O5/QRRxDC6Pmr1MuKgWEFwrv2qqTC6qpEaotG0uxqyiWIoiEqscPYDlKGnJrtIsrjDK2mROowi2YbeWWELbUjlMKIvNvhuTf+LS9v93PphOR9w+fxBRfzhckVnjx+ipu37uT+R7/FTOt+dOO7xNWdyKBDki6izSIrbYjKLbbsvI7q6uX8QV/CjnrMAzsu55sPP8aurMyutMmVqzmVTTFNEfJ5CTGaLAYRUQiGa5x0JGEARuCUwqoMJXwm2Zdb5nug99w0/1TT/ILscHPF8e+pxDpflTkhkas5nzqvwdu31XmVzPnEagZxhMUijSSyChMGjOsO7x2IeXWtgVEJNg9YMfhM2TrfQFxjiGhkEJEOaZpDQ/xAezGgMJDk33+ML+4d4LSWXBhajrcMufOuyEE3g6VpnAgIU8uT8zu5ZOcxDAkiLSO1ZUffo3y3+vtQDXn/hUMf+Ekx82d2+WVQhriCCMsQVqA2QB7EuLiEqdQhrEHa5vklxfMHG5hqP7as0BVNctVr+bcw4qFSxfsHBQEoi6sGICJE5BC6BlEN6VJmRrZCPMKhSpW3dpv8fs2yCDzfpuzAgNBY5chP7efmrcNsr/YxpQUECS5te5JuZpAuR1q89a7yYhgUKuXgcTKBXFMz8hYPzttWG4fMLUYKvvXAQyx2UwaGN1Ou15iamiEOYqJQUa1WGB8c8NlqdQwpIrSKSfOMLF/vzruCkG6MwZqcLEu8zJ/N1oVR1kZJi/UghFfhwi86i4cC1rrhPRpWbtYcE6TyIr7WCXQQoYIYIQP/KQRRXKWdQ5Ib4rBEJ+lQq/ejbYYslXhmehUrmkShwJW9MjqT07x+doaZ/BQ1k1JPLP/XnfsxVnOuqBPmkizsICqmyGjxWYVT5MZhhS2k4sK1YIrwzUDZLl5sojAu4wuje7jlGz9gz3gflUjxrx2/WfwBmeJcyW+YHnXG+YPCIDyTIxSITeOQV0EbjMvJwgzwHmMYW4z4+o3Xa0i5teoA3/womotSi8Jux4LzUnBZXx/Zy19H+xfeQ/ONH6L5hnez/MJfxwSbee7Vc2wdXqXblIRBBWtgoK/K+Egf9RHL+JaAkYai3Kgw1CchEGiTcujMPIvTTZ46uZOx+h9zvP4rnI4N51+0mSur+9HnPZdOq0za6ZKIzXziB8u8+KJ+Di92eeDCiJuGQvr2/wevKVcod7sMqYzR0R8AASuLUzQXZ+kvV5heTNClgKGx13Jp7b28IpYEUYVtnQyqXfQ11/L/bhnnQ48+hN4xRJQHrCQaR5nuUpM/0m0+XtF8NO4wkHm90zADggRRUiA04slDfKsyy0fdDFcZDasr8MRxzlWWoKsIO12McTgR4ZRB5Qm2uUKrnbA026XhHIgQMgep72UkGly7y1tNl5vDhCuiFf68EfPp8iqfLbf5SOwga1E2gjA3SAPaCYwyBC72gz1Soi3YtsOePEK50+EDoWMwSUkjB/UY0T9KvutyqDQg7yBkiOxKvvrEFSg1S9MldLqwahxKZdiV5k+PmT8roNpSDcp1KNeRpToEZSj3YeM6qtKAuEF98jgXNkZInMLVY0RYIlchYmQTSVjCSYXsOTcqhckzpOhy4Sq8KW8jVIlLVld4myijsOjVCLG8yq37jvDqPWWu2zLE3sERdCAhVZi8zaGpSY4vtXh8cRrRBb8dMoTWODRGCdAacnzAcv6l+oyusDDuTSHhy8hABh5Tw4FxLB1+Fl2uEFQl3cUmxhna3RbjI6PesTEaxuYJR448xdDEXoQQhGEIzvgx2jzHbCDr+wDqN6q3c5FrscHzQilu889RCOU790ID/lT3k2XCS58pf988t+SZIU2922Tva09DwFpJ1ygW5psM1AcZ6q8hhCOOy0xUYqbnEnKhKQtJEvUhsxzdEbzVrfC2K4ZozinmU8vM5u08PX8SoQUVDalUSKsJqZxFeeop/0jHWbSXXrlvrPE4nNKeYxlIxPwcuzdFjFbKhCJmUXY8fNODT/L1imNt1BbWcVnTy07Wn8dGcvdaQxizRrERSiKMQ+QWep89bLqnVrT+cJ7fKHKckGir0JmGB25lR/INsuYsuYKSKLG0PM/8XJszsyuspinLZywrsynL1tJc7TKfNklWEibnm5za8j4eTH6Nefd8Hjt4P7tmjjO5eAlfvKef0SsHee70v2C7baZmBPtf8RXOXHYVr7rrKJ8/Mce9j5/g8snD3DAcMZ7P8Q9f/wgTw3ewumxJE4FUBkHIqdMnKFmL0AnP2/5HyIESf7nvEVpZwnwpJm7H5JUQImBQ8c6DJ4gWlvmrSKJNC3vmGJf199PfF1Kqhryiv4yzZdIoARfjFhf5/qYyj71glE8/K5mKR3kkk0QqQixOEilNpSH4YKuCdQJE6gVOgghGxnnL001uvPsQf9qNzzp4EQKnU8gV35tqczRJmWx2OLA4z8nUsdkpIqXBaTpk3ipdFX5lQOr8HkGGGCJyFcM1V/E7SYUXdxyfMhVwCmlLuOEB3GADef5liPIEiUmx6QrXxM/jjgevIy5NQSclWxll9NTdhI/e+p8LqLJUgbCECEu4qAylMoQlKFW9KvvT32X0iufyhTOHOBDF6DzBBQoZRn5WXgQQBlgpkEFYCCOXsd+/jd2dA9w8FFHTlpuinOsHEkxJ8Y5kiv6ozOueM8zsE/Ncvk3hyiFJLoE53GWv4VOixse7CaSSQFvPscyF56tqPGSmPCbpZCHG7ADn+ZhuLaj2uKCW3FlPdbJ+MEGguePoNE8emCKuDLFp0ybOTE8TCcXIwCC1ah/Dw4McmjxJLAXIiCgsAZ6fCuCsz05z687S91ybay8uv1Qah/ACK1Ljit59br1dhnH+04kA43psAQ9hOFHY/RbBxxblVI9rGldrdIwjjDTjI6PMLy+xqRyz0GwysWUHH3nwEC6ArCNh8xZsJsgfuIc3b52gQki3XOWPRB22bAENj80tseBSApFhRU4immvTR/S6+XaDlmkvnlnrNVuVKooFg5V4I7ajUzynVOWeU5McrwXrXN0e5torzd0Gz3UDWLEW83pcVrfhPlCw1HqE/Q1NSle4sFrpA+yangBsKB+L+xe3h9bfN5fOe5JNneTkZBWpRnG2Q7LQJs8lgYJIhth2QK4yUpNi5lMWUsF05ed45Oov8/DN97Jwycuxb3gr8zfcxNHdr6CZdmkuTpMFg3w5+wPGL93NObKf2Xc8hnlkH9/cNMonL9/Ob++YYLjkuH/fPkZzxYe++Vni/ibV4ZBM+MplZTklijVpAq2y4tHdn+C/CMW784D5G1/AuzLFh4XGaIFwAUQlzCt+manrX8QVo9s4WKthZBkRRcx3EtpzTcbTEpmRRIFCZsKPGD8zSbeVs5RXuGGoj6MJEHZItUZcfDnffmIVtbDK74YaoUKkydFOeYnAsEMwUEdcu5MvLXc9LFMceAiBVwl03D6zykdOaP7rbMwvLdV542cfJgs071qQqFIZV3DSdVF5ioKCJ4SjfmyGf7EtdgQd5NgEx4VFdx2q04I8wakcdIweGiMfu4Trrz4Nw6MMDe1Eu4QT8bV89fjvYewCy2cCXqU/yxXLf/9TY6b4icT3XkB9w585pwoeo9IFPhFgrUOUqgjtg6ZRCiGLuWoZ+aCmAs/7DAvjOum92IUEN98iTBa4cvYMr335y7jt4FEejOu8a2aO7WMNTliYzuaJ4jJ/+8RJol17SbIWeqmLkwaXrXifImFhZRmRdnHKUMo6vD5u8KXVBbrSeRhAQDFCszZ376Na7kdUnfVvQNolEJK8VPLwQp5A/zB//Pob+d9vuJLJE4d47PF9vOyFL0XogAMnThBFISeOPEEchFx5+VUcP/oELm0Wqv3Ca6FK7wmu8AtEuByERYt1Ir4Q6yZ6wBp26tYypA02vAUXb41H67w+q8PDA7nTIDXGOKJAYVSdlY5huNGgYwNOTx5j984JVmZnuPiylzDyka/4sd3GIOw4l4l2l7fLjPdPtbCEMNyAhkSttrEHZokPP8X/ePPP8ZblDLTy9C1te1EN7PrgAhSltNlgQ13cT0iJdGCkN8kjb0MeQU8N3Um/jgqcu2ejvdZA+gnk/zXrlI2ZbDG15q8d68GZgse6IaXoPc8wfEcAACAASURBVH5P8d1rRvReiAUNInVrNDB1+gz59BQsnIbVNqzMI2wHpVsIJQnLFbrDuzGlfqgOEkrNnv4KT9oQkhXGlr/NFfprbAstQZ8ladYJSnW6KI41hzk98Wr2PPFRWgdO485/C2/e+mJKcQ0TZsS2xv/2D3/OhaUGK/kMI2O3s+QSKi5ElgMiJWl3VnEyQA9cwAU3fJ3/1ppBuSo4ry2hOhm5lFRkxh+HkmPW8k+uCtKSmJRfbpRYyOH7803E8ePcdt153JUHvLeVgs2JDy7x/asbPHda060AIgDn9SMIUnjyEK8xmt/dPUx/OeJaVybPO0irsVIQKkOaKy9WI/HvR09ezy8eAicRMiyGOFrYIEJOzmPGJKJbJowgsyWsbOPJqwaRWZx2hM5R+eEB/u7q8/lnIbh3MUHaDqojEPOLZFLi+qpEJUGSl4jTjNdNvoRvtD+EPnCAG3du4/tPHuTEcD8BmhfWvsCAaTN3dJE771rYUL+sf/xsHqqKvBhwVAIhfTB1FhlEvrumfTmKFjiC4sL0Os8CwgACEKlGCosJLG52id96+imuHasTXLqb6ZMnEItt9NFH2fKcyxgYq/Ohb32Lt1/1PJyOeN/FCrdi+KERPDxaZm6lhRFVRLLkvcYDicgdpTTnlY0qM86RhD5NVVaSa7x/U2awWqJTS4AiIyHHIY3DCsNVQQkjuzziHKHt4mxMtjLP/YspN80s0Ek7XHPlNczPTjM42sc548OcXEkYGhzh9KljHD18hE1b9jB78ilaSZNqGBdyfAqcwJKhhEI4iMISeWrApUVJ7xBKkqMKFwG8jYlTyMBbwiilsFkXa7zcoVAKaxMPK8qAzHjvekFBERIGJ/qZWW7SCGL27tzLp+++lwuGqqwst7lk+w4+es8+AgNGB9hte3jR/DTXbm5wZr7EH28O+FiomWtLRAesKuHOGaOzc4xfWkl8t1cUFCi73oFfGwVdywhZHzU1ds3DxwlR2FJ4MzwRNmANbnWFP1jRvS2yDifcWrDcmMWuL9giiBrr7aZFrwLpPYceb8uur/xCWBznQIHMJVZ2Ea7udSpEgrYlcpEjnMZJg5EChCSfGEOMjqDtRWRJgswdNjPYpIUNymQ689VaN4U8wT77LM/Plqg889/Ik2lUDt0xxxEdUV2sUy1Ds7WKyRJG9DL1p/6STcMVVrtlOse/yp/XE1Zqv8hkt8Gvr5yiPFDjvgP7GY37GBxT6KxCR6dELU1HLSNETJpk/P7LPsnJdI6LKw2e6mgCQjoqg2pIkCsWZyZR506wtWtIun50e/iRB/g/33QdOon46yNTvPWa83jJSsCqWgUC1Nwi7xhznOp2+btNA/zmSpfIBSSqi9AgOwKGNvPvt/+AP9g9wTOZ4DqVcY8DJ1KQNdI8KRq2HmYrTjWctaggwOQZWWDhxGn+cWyEC8KcmXSJz4yP8+UsQRjITYCVTUAhjEI5ByalbENWRJd+qUmdwuYGqbpYEWKTFWgvIKenCWoj5NvHkWVFtxzx1e23cfMTv8rnG2+mUt7MifAAYWue9NLr+U75n7jpwOvYt+cNPzVm/sySn0AjgpCiXe2Dqw5wqshYlVwvy3pZgxAIuQ7+y0zhSgpTLhPKCE4foubmGNo2yuxKTsUYsuVl3rhtC3J7maibcTQo8dVDh/jKiWOUE0tUOc2AWOaX44yftxKrOtwsBiET0EnAZFxIQJ+TlHvTMWL9lHPWrukiOqVItSJHoazCKgFGkLs2Q7bNAE0yE5JrgZaK/U8+xeHDk4wNbUXFgmcPHaMSVqjX+1hZWiYsVynXqpyeOYPSAVKFlAJNbg0Ie/bmX9v3rtcjW/vZ2fVG1poojqJQsJIee5UaIQRmTdrO8wV6+Ky1XvHKB6GI1W5CpBUqLDO7tERDG/oaddpJl7gxxKeeOkxmE5z11+bJNKHkIqqB4VgAC50qWna9xKGUEAaoKFzL8n5sXBPWuuVQnKuOs2XTnFtXCNqQXbqCvtTTRNjwC/+l56zwI3+z8X4/9rsf+T0bA3Dv+w0/O+Nda5UKvJavEASuRK4sUW9d/YgwupPCV2hxiCxHyL4qdqgP6iWo1r1jq8sRKy3E9Pd55Mm/pLlyBucgtYql2Yg8dywvWGbnThOky2RWE8mUoTDl5JHjfG74LTRGDY37/pX3DCT8Vj1hvplxnqnyoontKJVQqlTpdrsEQUitP6CTQ+i6bLnwXeRJymgV9tIhryRsMW2QjteZOd5UstC3lS2RRLqQPluCuSmibsBUs8WJNOXWo4s0wy7Pj71NNZHG1MocXEkJSjHb2xYok2RdEBLdCjGBxFVDbJiynHXp5hkXlzROBsQmQmTNwk3VcZZzhWAdOgpCRA7R/sPUu8s40UbJCptli8A5bGwxLqMkQoSrMkabvUhMKWIFkC7AKIuw8wRJhHBlL2XoJGQW225il6cx87OI1RVEmNKJ+hkqn8BecDWfLimYGMOKAaiOEvZVCGyT+S038dM+fjaGWm0g4jLoEIIYqzSEMU5rRBghpPbcTaVBS6wSfkRMKx+IdYCpljnn9BQfnl4lEhVUdYwfnFni+Ok2/S3H6lKXS3Y22LNrE9+dTbh7OYU9V3HV+FYmAs0Xl1d58lSFzx05yUQYctG5/bxq1XJJrc25tTKUYqyxBKuzVOMqp9PVNXwtL3amJMQoIM8xSmGEQcYxplwmcD6zJnfsb7VZaWtU5A3/cpsxffAY35pvMTI8ztyJk2w+fze33v49VpaW2bttM4uJpj44TmY7PPjYI4xu3Yt1IQjvm24KPQE/FeWrGt84yvDmhetNqJ6QiSkGE7Lcl69KhygdkxuvIat1SJpnGAROSNLcFjxbiQo0FomlSssachtx7o7t3PPQ/Zy3ZYJTc/PsHa7z1EzKieWuD5A7zwEHc+M7+ZOlLk8kGfeoMjZoY0QMxnqFLCW92VtvTv5HAtlZugVr3XS3Vko7W8ArG4JSj7q2dhiL9b/90dt6H+JHg+GGj94Ahy025lkBtfjqO//82O+iVJDYDJNJBN4Z1igJtoPTgVc96x0GogjyQeDtvksReSnElgSiVIcogK6B45NEzzzCzrvfzO7lz9Ca7UJXsroASdeitCNNHLWGplZroKOQkoxZbEpOznb48tIfkesr+cTon7NzS4O//6eX8Qq5wmV0eWzmadouR+sljh6d8WdGbpg7NkeYBkzXXsULXvg2wlKbY6ccjRMJn4u7vCtLePujU/wfjRqviAwTseD1x1o8qQRXjiRcMb6NznXn86rZkFcemGPWJBxMHc8mHXBdgm6ALo3xtZOn+X+OLvFXtokQipfU4TU681hoFiLKMaVawKzUjBvDCzAoZeiUJY7S2fCN6+GeG3DrJAMXkCUpTRkwOQd5njAoQ7LcIruew56kAvHAD/hUrcknG210xyDJsTJjIZPsa/dzn+kQtQoGkBAgFDLtIk4f5EVTp3jdgQO886mnwHb45ODHeJ35HIyMQmM7+batMFqnuvJvnM62wq5LfmrM/Jk81Ftuf/oWJ5XHP6MIoUJf+svQ2xJ4wyTfgAp0Qd0pSk/pOZd9d32VWy6/mBEtuZ4uXz95iF1hnWfjfj4iVvjO9BFOyQHuPX6MX7jsAm5PEyaPHeHKVPJQXOHcZ4/wmol+XFThr+/7DudGAdsiy180IxaFhyCUUBzP2+ybPIEIayxZC71GVDG776RX7nHO8MKwznlRH8dXF8iEp1dNoVhVJawWWO07/kEusFHA4yePs6MUcPlFlyDTZcYnNnNq6jjDgw0WF7vkIqRRDVhcmGd6foGd515It7NClqdI0dOS8u6oDo+rKq2wrsg2keTGFhQpUTSmCqss61AqIAhLSKHppqsoGWGsI80d1gn/OE4Shf49Mk7TznzZe8G2TRw6PcvmwYj5uRkaBOy5+ELO+/s7SK2FoA+3abPHl9MUpcscjCXLJgUb+zLY4Z8XZwcw30D3Fthn46a9fzYEQPAHl9zwKGvc3w2K6xsCX29W/8eyy97f9m7f8Fg/SVAGIdazYpxfB6J4joK1pqWJQgJAhzEmAC1ClM1QeY00X/bW1NZtUK5yKBQBoshEC6pV0S9o3P5Jtt7/Xmon7vDSlG1DF4/jN+ohUWAplSRpKvEODgqtSyybBSbL13JX/U+BFcyBx6Hb5ZnpUZ67dZIv3/EJBseeg8gtlUqVuDRLLmaRwlKOY1baFiEHePdNH2b7apOgMUhASthJaS1H/N7pM5w5+DRxOsh3+4Z5SDXRssyBhYzTywuMZBnv3jrK0VQw12ggdm7n23KIabcMchCrM5xdxu3YwbFSjWPUKB84yF9dFDPclHw9UWiZYByY6QUWW6u8tK9OzXR5W2g5KuCkzXFOFipfFJzgjW+aZ4Kgwa3O0x/HzCaS47UyH26FUDbeGUKVcNkytZUlTpkB/j8dcMoKFH6qU40P8CBd8ijECIeVEucysAqXdbCnD3PtUJ3h3PFUJ+dIdZBkeDsvePp9PDH+c8iTs5jxUcLxnbzintdwx8u+jQwi3n9B/wd+Usz82cT+2568RQUeEAaBjCPf1AkCr5wdKN+ZVoUGp6PgfCq0ENhum+5jX0OJMiONAf7J9jFdH+Tozu0cHaziagOIR+/k/ZdezZv2bOXLR+e408JvnZ7kRSOjfPvwEfaODfBU2/GYhTeObuX+w0e5eKifc1oLvHXXKK+5YJi5xYyTmcNoWCrKCCUlThTOnxJPQnaCUOZsF4K+oMQTnSV0VMaaosw0ElUOkKn3xLIoAiyBgQOuxiv2DjA/10LrhJNTy2wam2DLWB9PHT0FQZ3BRsziwjTNlSaDg4PY3KtQ4QQ68LQnix8fVTrEOklu/BSXVLqYnfL4qTEWP7tvMcZ7SIVxRKezjMDbb2e58Q1CqQtFr5iMEjNNg8EwVB9DVeokC0fIupbR8WEGh/r5k28e5pFTUxCXcRefDypEJM5XG1EKbQF4a26cXC/Te+X4WtArmmWse4T1aFO94Na7baNYtOhJKPY69kXQ3Hg7cJaqkLRne0yJDYG0lxX/WDAVYq2sXL+v9LoASq0/huk1Q0DlOfLQAT6/exPPp8VvNUp8oWMwgfP0rEKD03cYJU4XBnZKrmXm0oILImpfex+laBWhFKEqkzuHEhmSkCRJsdKRdhTOpZg8RwUJk5ULuH/i/ZzZfDN5vYLQA1DqRzz7KPneK3lmz29y6eo3+OEP76JvbCc1JuimD5Pkswz29zMz1caInD95y3cJVcapyDJgNa83VR5utbiznfOZbRG79lzAnw5XOSws0gbkKiKPE5LyINMPPsRbzxvlRteFk2f4lShjc2h4xJSIRRu0xkpJIMBox9XHTvPX4xE/P93gfgutkvOTlUGGbOccOzVJ+fQZJraM0FzqcKWFr2SKfGP1sUaHK5wl/A+oENyWCfaVGjxcrvKIVNg4RXfLWJmBsWgVkw1v4mCpy2weozTkgQMd+P2WRUjZwSqDsAGQQ+4HZfTiIoN5hWcWJmmtLLHQ6RBu2oERj/Pyw5/iB+3zYcde6pNfRS+cYuqCX4Ik4/2XjPwnAuqdh25xSnpOpyoyVa3pSWWpIARdRqsc4QICaYsLqbyghg4Re67hmaGtfCuImC6DtAYXxTiX8aL5Fd6+/SpolFl1glOmzIGF00THjnL7lm0cqFZ4LIWfsxmXlCNM1bAc7+Vfmws8fPAhns01tx5Z4unOMiGOQMbk5H6huyI8CYEOy1hSNCGuuch1lVHubs3QVAFWukJwSPmhpLyYrnH+NVrhp5PmT58i7x/nlZfv5XSnwzUX7OXpJ5+h0tfgvPERHj92ikxUGB+ssbw0zeJqShyXiISfkEqtIM+6CBngnMIq5WVdhcRan2VKFaF1hBMWK4JiFl15upEOkLJEO2nhfZs0ihyHwEhNmjlW84hO2iFxinpUYcfEGDOH92PK0N83yLahUY6sSt7xnX1EI2Xs6C5cXPUBRYKwFo+NuB6faK0j77FScVYw9cK9Zt0jShZdcmu4MQ44k0AuHFZZcAaZSURcxdl0TQnM69VswI2LDNAnkG5ts7mN1CkpC9RAgIIAy3CjTrPbgdyipcCbC8g1yAHnvK9Z8Wc9KxxhHSjjA7IRGKXhvrv49SsuwjQFn2t32e/8uKxAF0HYFlbUzl8HVXS2EQRWEd7zAH92+QRf2/VaJjqjJG6MpZWT1LKkwPRyXO7zEgIDWcyZ0Zfz2FX/nZPb3kBWGsQYhUqb/Fm5zE0jg9zeOAdx6DHs3GnsmRF2bjpFe+4JGN7GU1NT1OQSbdtE6WH2j76bF12wAxVX6aQJYRxwQX+Nb5s+0uXT3DcwyNetppYrOpGEpI0LJc5J5EqTYGmFyTTjupFBRqoB3z3TYa4RcTANyRXeQy6qYvKcaCnn0qUZLt+8nU+ahJbqIlXZG0qaHDfaB9u384gN+WLq+EKpj89VB8h1iqSMcwlCx5Ss33IWz7Jw3ZT+x57mUyOS99YFn8wlqehiU890sSbxFYMsYV0hfi8qJMJ4zV/jNYeldMi8hAkyZDfECYNyGheCsKDTlJnleXZv3cJDT36f3LahPMKpnb/CnvmPMVzawtHtz+PFd7+Fe3d+mJuW3sdr4w/x0svf+78eUD94x4FbZBCighC7NqbnT2akxGmBEwbrIsJuk031BovagVCExmJKChlKnAghMby72eW3G4rltM6RUsjmI88w0IjRAyFT0x0OD0ac0H2cHB5ixpTZ41b5ADF5EDKvUz7x1MNc0t/HdKlOO1tht4Qbdw7wQDfGpAnQLTIet1bGCam8N43J/SiisSzmhlPKIGREJCS5tb6RZh1ijWLTKyGLc1NJnjp4mpGBAS4c6OfU1HGuvua5fO3rX2PT7l1safRxZGaG2aajUtZEboXp5RQV1VBBiJKOKCqjpSLUNRKRgCumtqz3PQ+CkDCMSboJURB6Ar/0DS5jrYcAnCU3FqECjCyjdECzlbIi+1A2peUiIhWxeaBKc2kKIzSNuEFDxLz7vmf5g7sf58Yd4xw0g9hNA5DrNWjETwwKihGiH8vuNpbePRHt3m2y151FYO+6h3++apjPJ5ZuqMEJAlNjh+uwIDfIKRbYqZNibRS49yELTyrhWOMVgv/Z4ZsXyvf9MNbSbndZm4SSCqPVmkyflPKs7Nb/B8qz6TwNAT8SDDIIMdU+vrLa5otBiSNpBNorHq1RwgotiB54ITZgwlJqrjFw81jAhcrR7ttK/9Zzecu2G/mM3sXC2KtYGH0pizvfyPTe32b+ot/l9BVvZfmcF+PifrQFpzxfF62549EHGRsIeGyoggtHkDNnWDhznMMrw+zdvAoz+1mdW6IaWBYbF3Nq5+/xqavP5+OHl7hyVJKvRnRdmfOijM83HeHAAMvC8TzpOFQ10AFXCpHWIpQmXFmlMT3P31y6k/6+Oq4i+XBTsU8GUDJgQv8m3PsYD14yyg3a8BfVYT4p8dofzqGcYqyWsEqFwDqsFgR9g+SVGNEo4TJ/EGmdInQJK1OM9JAXUiKNP1Q7k7PoUDAhBzk/zbg770dI726hgtAnTSrlfU7ytmHFF7sUJd4GfF8771zgjD/IlcQWQu7oADswSto3wLE8x0YBdHNYOIVLHQcWLuYK9Xdk+77PYGmS5/c/TM22yFPJTS/4g//1gHrLnc/eghRrwVRonyajvPCyyiQuBlyJl68e4xdHBhizIT80YAodT5dLUBny65/lPVdfxSdXWuwaC3jO9Bz3HTzEa7ftoaolYUXw7VZAFIW0J5/gqpkp3rp9lK8FVe4/doCSrTGuJJdP9PFQB1Jj0HOTXDFxLjOrXRaswGi7ZqEsZKGKL7xwiJMKITQyLrFIjhAhTjqMNRCqQl2kV5bi35kCY0M4L/hkLHc+cZBH8pzXXnIhB574IS+5/gbuuesOdu3cxlAFHj40yeRKRhCWGWtAs73MwkoHXAlUCRmEhKHyfD3nkFphbI6WEh2WETIgzTK00jjhcCiyYlAgNxlCedV8dIluKllMFV00sWsynSgiNGP1gJAV5lNLoy4ZG93Bl/afYDBvc81QyMcXMty2PdClEATp2VX7Fyw2lvUbAunZAXadGtVzMwV8YGy3mBgY506jkB1Pk3neyYf47W117k5DMtPzhmXt/+jpvAghCjJ+sScKXqjDb7JecFRIX4GzboOy9nzx76Vz/FiDa40iJWTBSxUELkTrwKuNSYGtxWROIiLIlcWRgAzAFfCFsxuuy9l9XbuywMev7GdxtcM/nJzkhlKdAMf0xDCPDowjhsdhYjtuZBwaJWytig5KEMgiQ4MgiLDWQCmCiXEer48SujJuIMD2DUP7JHrmKMfq1xCOaqLWHCoSPP3r30Lc/g3OX24T9DXQImRkuEEUWj7WDThERh6E0M25JQpodAQH4girQ5xWuDQnf2I/L9uxjcvGFTcdsXw1g8UAIhn7oRLlQAv0qRP86o4JrIF7lWDZdjxsFBl+/ugU//eWAfqR3N/11DWXGkQscXnXi0cHEmvKnlgvBaEqQW48hU57IRM1XONxVeNLqeA7JYMQKRaIpCJzvhLl2QPcMjSMNY5XVyRf7bh1/rYQaAVKxwR5jgoF1umClijRQuPdVUPcwADUx6E2gc46cOZJxOI8B9xzuGTuVr516mU8cUBRyZYIYsvrb/zJAfVnE/vf803nnPWiIkrhpFrzvPZPOgdRRudN3l+xtMNBftjM+KYyIAxxGuB0SLI8ybspM769wTuWJaV993LT0CbilRUmyg3OP2ect+8/zQc3DTM1WOGvDh5Dqw7ltE7eXyZtt8i1of+ZR7l503Y+ETSYOPZDLgsDrtm+k+Mq4OMn5jAux6WrCJvQsxjxuzKj5CI6uovONbl0aCvItT90sywjZ6PSvwPjRRPodYtdREkaOrGCjuNlL7uG97zyeaycfoaLr76ef7/tG1xyzjksrUxx/5FFchEx1F9nc6lDPbYkWYf5bplSNMpI3RIJRRyBsxndbpNSFBLENZwTdLqr4HKk89NSFuMnroTGuJDUQjtVhEFGJKGdOeZNlaHIEUnLYMmx0MzY1F+iVurju4fbDIZTvOfRNs/aMtm26xByBudCemX8miWMk/ToXmc1en7ESM9fV3+fnnttj1gvRYTt+XyFFo4v8/J0ErvrHG53JR/IC/zMuoJIL1jnsxbup0J5weyzA6X/XuTWe8wXzw8Dbs2qu9DH3NjI6q0FrQpCv2Zr5hgcqvFY0ganodUhDkLyxMM+eZjj01gBJgOkf66Y9T2QFWukyFLrj/+Q91y0m6+geTDp8IGoxlzi+AcHzkmMAmkzgsBhnMSZFFOqeNeJ1GBKEaS5H2aQfqimcuI/uHDfexjJT7Paga4GJxRmusrOPQ6hqqhumYNPtjj6zs+z2OnDdhKCZ/bzN1dfSlbKeWfa54NhlkBZc/2+Q/zuxTt4o/MkezLBP8YBA2qKty+UaMVlOkGGbJWwkUVmGc+v1DkQpExbjUxyrDXoLMSUMs/zrgjoALd+h0++/oWcG8dcOydxqkkkI5JiQlEiIJPYikHmkhcfP82FWwf5m0x6a2chsVpCJhAywXmpeW9Dkwqi3JIqUCjy5Sbq4UP891ft5l2dBq08wRVsIx/bFEw9w21Xn8eZ2YDfbHUxwiKs91fDOmQ3wSqBsiDTFNFdJr31M7D1Ql6x8Ifcef7HSFdjOPkITB+CZhu3784fp5j8/wbUD97tRK9zqTb4ugShvzAZuEjjbI6WxSYhJJNeozPsQpot8dqpea7cs5lj6SD/IhJe1JoiDCXu0Sd58ZU38sCJp9E4nrtzmM3947zh5BlG8w46aTEn+7gkm+Wl48PckYTsXzxNeuIovzTUx/L8Ekm+ylJtG/eLBLIckpbvWNu8uGg+QIqeupMqJrest6HuYXfOWHq2KbjCmrpX/jvn8WPwpaIQBM7wvOuv420vPJ9yc4kLdm/ntu/dickle7c2OLgQM7eyylCjBC4HGbCpKohkSiszdHJJHJUItPLd2rhMHHtL7m6aEASaTiuhlVo6NiBzgtBaEqmp6BWkdaymZXIpieMY2e0gQs14OWc5S+gvV6kPbmfy+CGcSbjl/nmOnHMZy6pWvN6irNz4GsX6YIAoprZ6meGPNnzO+lmsOxU4A6GAVGYoB856q5XM5Ihi/FjiPLm/yBw9z3bdHhtYc4m1ee41XgtY2y9a/Ew9RZDSFu0EuQUhDU6HhJki9ZF7/fniULnAhA72H+Oj58SM99X422CAe9sCkSc4aRFEKDJyoTyukBf/uRAeYyiYAa4QzT7LJiUzBEjSookXxoI0zT1zIy+CvNkgL6kFWI1WBplb0iAmtst0gz5oL7Hriy9jezzHqo0IXUKoynR0m02VQeZWHJXSEI90zifuewHXN77I0fuOcfKX/5Qjoy9CLE9z5ewM0cR5fDfOUJklL2tAw1Kbd6eLPG/HEHclFT729CFePTRIqRrwmbCKtQE1MlZVG1wd7v8BP3jllTw5O8O2WoNDAv6sG3MiS+mNi2oXkGdtgsSQfe9hXn3TpXwjbYDzLqjIEItBy9A3jWwX+dgJbjt/F8ta8Ka8OKi0BCxhokhjBzr3nHMURDlhV5DLGNHOsYG/bjbSvnnes+7pJX5ksP8Qv3jRbp7W8FhX0dO5wAlCK0hlBKIJifR7P5kl/MQ/c37fHcxMvI7T1/8OrGRgWui5DvnKHO4jb/pPBNQP3edcnvnMQ+C7+sUC9RmLJ/qvBV3AuRxyz610NQVNR/XB25m46koOBoPQ9Rqn4eI8F+aSR5+6l1eOXc18uMKVtSHOHx/ldw6c4qOXjrG80OWZrEWz3WKkNsI3l+dZKA+TtVp0Tj2CnDzD8N4LmXYaZSTSptgsxdh0LShic0/mVQLX2wwoH3B7uJ3zGItvkBhfbjmDMHkRfH3J79YsMh1ClHC6w+a9F/GbV+9hQq2yZUTTbcGZVptzxyp0CH6s0gAAIABJREFUbMzhBVhsdqmHinIloJsb+mPBQGAQLqXdbZEJhRXaq/zj1kZPM38GE0mLtikuhDyNWRYDIAShzMhyh0u67BjSuCSjVo9ptSLGRupMz07x5GzCJ46v8vTW52Btxb8/vcPBmbUu+VkZqHMo7e9jepnej6yTn0hPAt+kMQmEdQ+VmNwvXuF8R1YqcmeKfmGxlno4Z4/T6pw/HCXIsCh/lR9zxbpiw2WelaENyAibWZxSSJN5zEzIYgprPdMmkIiu9eug3YFv3cFX3/pzkJT5r1nKozmgcpSJipFYgSRHWO35t8pvdHqB0TrfWSrWSIGV0LNnEQKU9a/LBt6dAfiRA8rRc2sQ0ovKGDSlR/6e5576R1ZaCUYEVITBBZYgUtSiEsudJnG0l/vcb/CSoc10Jg/w/VhzY+V+mg89yuwNN/PkxW8jz+ugFqjkNdqTR7mmvcJbh+psq5fpZCHRJsXRbp3faAkoGUoPneA3tlX4lQsn+GLX8tfLZf5ez/ODVsyXDp/gs5fuYKa7zGhQIe8z3DxfJnBNsGVslGNwiNyT6q10OFK0CXyzWPrrFtqQVOQESY1Ljz3MO3fv5BddCaE808OKHlafo2yACRVh7kjJvFJXArlSkDYhrK6t2Y0VZQ8/j4MSXVL8hLMCkRXr3TtdSGkpuZhc5CTG9zV4+in67vov9DfqnPilT2Nyh3aht1E3iRdd+rUL/xMB9c/+w2ELC2bV6+quL1Ali4kxgy+lMIRWYoIIQ8alh2d54zl9PJzHfE35eXUyS4QjFxlX5CF5WzCYOh6wpxg59Azvvu5K/u4/HuRXb76BA0/PMtCX0MphfrbD47JDEpY4Iuvk7ZQQS+oyVN721BXTgU7uM0LnwGVFULUI4bVH7VkBwlLI3vvvnVnr/vYsqcWPZHC90k4p5bv1pMQDQ7z+f3L23lGSXfW972enc05VdXWa7ukJ0iSFUSQKEA4IfG1swjXCBmM5YMDGNuZyfW1jwBiDA3DBAbwcMMHhGVsGbAuujMhBICEQCCShrNHMaHLsXF1VJ+xw/9jnVPcAlt97tVavnunuimfv3/6Fb3j+M3l2yzM7NWDctOmHcYrhCpOdAFpxOoczS5bSBjqtBCMD1hvyYkjHKMZSRZI0JoA5IQSKSlJ6yZrTDILG6A4pJYY1TiwNSKVgbipjS8uiZJt2q6IYghqb5ZYH93FmoLl+JbCy82pUHnCZjdPPRpJHNMLKzZrc8D4bGEsz0KlxoUKtK6SHEDUKXM3Xj8MAhVGCiROHePnsNv6krREl6wG7CeAh1J6IYWT3O7L9BZSQBG9xRY5qj+FCjQgQotZTjb20AgnVEKXByQRcQKOw0XN7FPybTSeFxslAq/QMbY4ZFFTTMyD6IFIEmpCU0BcRGqhFnOI7ywiD1+BQm+Hlhsxa+eiEIKSM2q9uUAfM+rCpA3GTMUsj8ZUFbxAGMmcZfut6rtn3R/SBFuANGASmG9DlLHk5AO355rPvoPjif/Dy73sKK0sV9955M09tb+Z4Zx9u/5dZnpnkrpd+FL/iuDgZctZLlo7O88oTh7n2slmSqRnGWwmfYIr5lSWWheJDR5fZdfgE//L8qwjO8udHDvHcLXN0guHFlSc9M+RHO4qbZUFuOngtcQSM7/JzxTGe1RG8TW3i4UJAWvfcQ0BKj688SB8DbAqdvKQcqqi3KiuCMBiVRJeJ4EmFpmCAthkh1SiiPGcuA8JKgjAIsZ7tKw9Osn7Q+1jyd6ynnwWkV/jQtII8AoXwCm9WUaGLK4gZ8Gf+g3Z1hOEPv5Yi6SFtgpc5hBRdBawKhJdc+P89oIq33hKkroUplIxlsRSjwUAzWpBORr96JfEyQOlpnT3Or+YlT9lzHnebDn9eSspqwIt7C3y7nXL00zfwzie/kMmxjFOLljscbOMkMxI+2hvwwEybYnwWXQVEbxU5NkbhhsycOsH89vMYP77Ai7Zs4x+LHDeYjwuSIm72fC02t330FSJIvMvjbrV23Qaj3uQRwhP7VgE3Kv+Fj9+Dq2JPqxlGQK2mZQleIIPCC8MP/uhV/MTubWzOPNunIdWGvjX01nLGEshaAusVy0PB6rBiPrf0vcKEil1zk1gS1gY5pZAMK4tWAmUrpCvIhz3OLFesFp5tmww7upo0UYxnGZOZwRJQySR/fddxDs2XbOpaPq/3YGd2EsIwWk37+HqDczV9tA6MbkOm2sga+nXKbBD+u4Jucz8lFY4YHGOcljAc8ELt+ZFNCb+2BpLo2ySJSAovOXfY9b2yXeeiE4O1yKwdS/4N01ulwQ0rPrhjin8pHZ9eK0hOrvLBnW0eXelzS2uMT1VqFLji/eQoWDvtY08uV7TzNa7Tht3jk7ypKMAP44Y1Kg43nWe71JxQjmDrTKjB5XoHWo4gWrHxHVBW4kxT0QDOIr0nGBPXF4Cg7hc6cKD9kD0f/O9s0itU9Eg0BJ9gUkMQA4phl0yvIrsdbv+B2yhaHnFswNzCIufPJXxDTqLu/ibb1w6zq5PTWb6Bs/kYP/mzH+SSsTZ35fCXa47i1lu5/slXMT7mEFMT/NZ84C2XZnz4jKY4vsR12zUvO2zZojxXdTUPZmPcm0ogxBNDgchLZDKNw6KcxT14H+9uC/ZMz3JdZw4fcvJMg2mhiwFWtEE6tHPYKqDwuESirCDoimABbVAuxKpdCtBpjH2rfcYfvYtfm72Q5+9w/Gw+yWHZrn3KQmzxNQfchsRHbAisgSGoTl1dEN9DkCR3H+Szz97JgZVlPibnuGm5IJgyVh7SQT9DZy4GWyShlSPzFPdTu79nQH1sLr+OMJ1RZirVKHMJQcS7mwSfSUyIivMEAUnG01eG7N0zyzFn+bzNKa3ieWtr/PjuScLZHq/5gR+jrxSbjlZ0lOJQuoborzBuLJvPm6Xo7gAybAZVdxNWBLQcY6kzC5Vka+8El7ZWeWGmwY+BGtSQixK0QgtJkLo2GdVMdEy0aVcZsvS1QEYcpGgRqbK+wdpKQEbpv1jmq0jaqYNQHF5VcWMIT8ChXcmtt9zFNxZL+iFhtZfjELQzw1S3TZ7n9HJLCmzpKHbNZFw2ZTiv7RnDoiow+QKZ65GUi0z6FfTqkIWVM9x1cD93Hhow70r2TGUYU5Fi2Doxjs5SXBUQepb33DPP/sWCrJvxhXycanobQfeZqOA6sYbXxNcvY1nRlPpCKfB15mo3yO8JH1sEIcrdiQ2Z68hdsp6aGy1JpIiZXFVx+bQi66RQBczQk3mNlxqvq3MHTFBnySpWOk2wyTQyB9nugixiy6lWnIotgSEXr6xQliU/JQMzlcYeP8Ag7TM0lpNWItopWilIAsJH1S+Ej/C5MqBLSct6fq+jefZEwZVqASVLZDCEtC69hECWA/7MCJ4pFZQWBHSazYuMJ4kD4QTCa0wpcUmCRoGuwFhk6pGJGZX5UZzFg7Cxhx40rCwzK1fr6sjEws8IhLb0e4FMreITsLt/A5dp0qqFn53k5JU7uGf8YugK3BWXcPz0MjvPv5rWnqvID8xz8tQtHFrr81dlRn+1T6I80zMpWTtFVjnv3JaR+gHlfI9XbE+pXMXOC6c4ODfDJ9QU92aqdp6InxnWIFQb54bgqihHe9Fu3hw28Zvj0wyExiqFtBNMWhWvgS3BeWwAoSVOSpSLSA0fEoI0hCCwUaIthp+qIsicML8Kx49xRbCEZcejZFzIkNQOoCwItgLlkFavuzE07SPq3rtobVg/MZiGEChMnyMKlO5wrXeENqgqBWtIqjaoIdYrZOYJWQ6VblBz3/P22Fx+1suTBjYTVY5iaapaOaaUpFVF2RJMIqEtEFXFt098m+nxcQYtyZ1yElYe4dqZLg8eznnNjjmmgcr3Obmt4m/dkDs3zXFjO6O1fYoD2WRMG6UDNUmatXB6HKE9rjWOFoHTi0c4aQOXdHI2b1Jo0SaINkFphO5gdRKVfqTgJ8c8j6vaCBXYrjUuEwSl0aFNEIJKb+CWC2qKbf2elYx9YhMFkUUwETZGCiFBuIQgFTYL0O/zoY99njd+/Ha+Npjg8GKL+bNLlFWfzdMTzExO4FLNmWGfs6s9nAxs0X32zI2xEuArB5f44v3H+cI9x/jq/nn2nz1IrwycP7WJJ25NedbUOHu3t3jy5nHGZzLygeD0quZdB1OedfM+Hu2VHPKB26YvRGx7fCx5v3wn1+/MmOnb2PsJ6+VoE8zO6Y/qOlh6H4NEU6aO5AM3TNZDiIB+IahsrT0gBCysMhYCrzqWY1QLmyryzKJkhazGEF4gfBwgyADYWEmIGpqH8DAI+IkU74dgs9Hai46lEpeMs28q45ZHjzNXDFlyFcmWXfzZN1b4S7WJe6vA3Lfu5M1yld/NEmRzCGwI4tbnhJu/wDOmErZNzHL/2oDXTmYx6JOhTMrufYf47CbJUr7Et6sCVXNWS2fRNq4RKeT68KsEJhUd38aa5Shg7VsEK+JQCkYDP0QUFg9pSl8rLvzQz1OGEicHICwt06UsHP15T5KCMIaDV/09X7ng51GVpkw9pB68Ie/0MWmX1vT5uBe8kK9UA0znJQyueg7f+Mh7eMODX2OoA2Xa41lJG0Vg2Sn+dd8KaUchV8b4ofFApYZkWcIftAJ/OCO4fNYi8yoKrxORMdL7kZDz6HBMxuhdeD4HpEHoHIvmRYdu511yH+cXdfZeufqwjsO8UBOEvpMt1VRB1gQYKkgqlmf38Ook4bkTXVqHTvCnnUU+GOa5opuhC4MuFD616/t442PFf8Rv1H3W5nbRHl796XsIqSENy+wdjuFaHlkNo2uDFmDiQalcG+EnkW3zn8bMxy753/7l+MtabSh4Hye1ztVakQmYARw/wzvmJpgQy3w92coHfYdk39exYzPYTdvQpo2tTvLk7iTfOjvgD+0KbihJZg1jrTE2TSlecf8Q+8X38Tc/+0puWRrjQ6pA2JwtD9/DWy67nHnb4Y3GQ38VZQPmnlu56Iqr2F9UDF2GUJbgShIvKV0fJTSy7PF420eJnHuqLmW+wHMmNzHvFHf2Vymlj4BmQWQlxbohfvC2qsuH2LsLtqphPfHkU0JF4QwEyluEyvC2h5dtjNI4X7D5kr380jVXsrub0V/tcX5bMDPRJjESqQUhSAYV4AMLvTMURYEPoXZKlQjl6cqMgctZyvuMZVMY2hzLBR9eKnlgoaKVwVXA13o5y1v3YrIJqrKEloqN+MEq3HM//3rNVfxUbprZ4YbSqB6uiO/gzdfizUKIaGeyobd6jrYpGwZUze+qEp1IXBHtSRAKE1JCUNgxAavD9QFP/ZyN9YuQdfkm+6AzkrwFqaMsY6asROzZYYjDDTeki6F0ksJEwRlsQdCKufsf5R1P3cuq8Pyvvo0t1abn6QWYCnIZ2wvLqzx+yxQHvGEtKRi7/QE++mN7OLIQyE2H16wq2omhTwX1fpJV3eISIg47XYCVIdedZyjSDjf0U7Y8vJ+3XjTFjpbmhb02fWr/FxGrvYiLydFfeD8XnrgeZQU6KWilGXme48SQoCSdNONrP3oT1ncIrVkoV9hWwfKUZug7aF8RygKbJXDqBO/esYVDx09y37Gz3LJrJ9XWGZL+EmXPIm7/Nn/9tKfw16Zk73zJK66c4tojBeMP3c2vbN3J06+8EKFKTlSej/Ydn5EZUkaERKUglhLrhwKAwVFJAaEEPcbcfV/nfZdv44jv8FvFJJUpED5O4oWScT9JPWLDNWuoaTfFneho2Hqa2Jbbcc8J/uKJM3zq0bM855KUVw86nCKjlJqOa9E35Tnr8bsee8MtCBFhb2dW4cQZnveD2/nEoINRAhBUIoc1wbPHe9xcTvPSlmV3afn9gaL6mQu+Z8n/2NTTrxz+famjoMd3KZqHQCJL3NIqfOK9XPn9T+LKzTNsDiX/x0vs1PnIVgdPm9QN8d/6Jn/75O08/MDdXLJtB4eHOWdR7GgH/nXVsj/t4ndcxid9m3tUIFRD9Ddv52JT8byL9pCYHLEmOaBqm4q58zgVMlSrhZSeHX7Ac5Mxpr3kUZsjFcwunGJPu40OLfYpSVAp+1zJMZfjVMRgBqFAmXjhpBhpEcRDRBMpqTpSRqVE1ieqtwOedv5etNAsVTk+eELShZbCS0XIpilWV/nKA8e58a5D3Leak0yMI1WL1eUVVnpDetUyEZbvSTsdEqEwUqJEIBEBQcZ5W+e4t9jGP69u4i+PGr6wmnNHz7NZCJYHOYtZwv7WDoYzu0AleGlBaAiRcWKSacRkl0eXTjHfmcHVjKAmU605nqNpkKQOsngQoQbOy/WAWmM+qavdJqBGdS0J3kWlRyewSQIuQ2vH3rTiCeUqH56b4Z8GFc5WkbNtY+YzUqDyRE3YElRV8judFpeKAXdYNRpKxZfbwqk+SWhTagiyQLuUID2pNdhCkm/p8sm+4aZ8gEqi6Pc6i0YgnIbM0ClLHj82xl2thLIsaJUpg1bGE8oBWyYNny3b3BsC1ogYR2x8f65VZ/BQBwmHufmzdPNFfuO8KX4hcXzy3vv4iW3baCvBPwxKgqo/w5oQIPCIoeXKW19HywikypBSUeQWYSxCJ/T3XMe3rvlHvGwjhUKagvClz/Cevbt5vuvxskRzKwnPCFBmgjXR5nFqQFbBv5w3R1DjeGFxMoVOB3Zeyidu+wp/e9k2vrVs+czUBIfTTQzntnPbZIsPec83j64ymxk+EhJoBdpBkitPFjRWAS5SeZvMz2uPkhkqaPzqgCeePcMemfG76SQDWUKVgIkHjyQOM5vqpll352STtfaDQtZQRYmwgrWlkzy10+bps5N8MkzxRTWBKx3aCwpZIPWG7HEDZG7j9426vUJX0A6wZSuPFBotIEiP9RZ18CRfvXwCueb4lbYAX7E5zfmsE/zuZd/bpO+/yFC/FEai0o2VdANPUBLhSmRewpGDuPu+SioC7/jl1/DaXpSWwxboUmF9m9133MRbn3Elf7nmeIZTPHnbBPNCkmaCI8tj/OFwCGs2Gn9ZGel35ZB0NacwbULLIG2BTxLEsKQBn4sAnHyU35rMGNeKr5VdPuWXYf9D/PjePegy42NFGU/C4KMBnfAxKwkBUTN+mqGTwkHQeBvQwlFRInwEIzsJuioI+QC3eJLXP/WHWMsMnz96hofLXlRySLK4yVT8iq3nSIoIQYHRtDua88+b44lzHS7vjjGtc7K08TOyKFfR85JKZjyy0uNgJTg18CyvFvRUm9WxKUJnfAMWUoNQsWqo+36jhSnqwYx1kYHiPLDuRR+QI4hJLIX8KBOMAIh6fdS9zcjb9zSaqCLIOpOItzi5j5mFChoxmGfbgWO88Vl7ODDf55HJHdy4WkJZItsdrB8wvdznqaJHb3wTXxdtrAeph7wpq1CyzZmB5D1ynKCGmGGJV63YKvBDKiSYwM+fWOIXN0meyVakXsCrNsKtv/6YDQmiCVkW4S/KI4ct/mZqwEwZuJ4OHy0SyPpQiYiXlA5TVoQkw8pAmicU7UV0lWFFc6rI+NmXBTx0APXoft7wzL18feIijn7zq/zp057Ct8sOb0o8eDvqXUsh0b6i/dHXsmvhTrLUkXvQ3iLGS1R/yDee92n82NaaoVhfbyz0HdeeWeDHzku5uDPBD63mfHzbNO9ylpsHE1y3cpQvdVos6y5DAhrJRNuzQwbuzjXh1CFevH0n/1Z4hEjADdEKqtrUzqmYbAiheUu5wuPHW7ywB0IXEXYWQGqNdwk4GQe0ogliHiWiiaLy4PCkQbHJrKDFFEeUhGIVZHuDchcjF4rRIFF71DCSId6Sr3HNpOelIeXYWhKrhESCS5BiiPdjCL+CMNmItRdlGgMhU1AVJDIDI7Clx4sSURmC8qPqe7RvXEBWOe+fTrCi4n/cs8j7r9jOW6uCg7YDoSS8aM/3zFAfU7Ef6qGFiFxtpMQ3yjpAkCmulcDFV8B5u6kE/Pmt3+QDT7mMP56vePPWKX6m75ELS5w8+yhfX7iK29d6fP3hm/m9Zzyb3VsnUImhlwnMIlSyAqujSpTWhKoNY63oDGArRNZBDKp6SNbEDA9zM/zpVz7He679Oe45U8IwR+y8iE8tDfFjLUJSYwWdGwUNWWP/YhDw8UJWHqcyCJ5tieSEq0BlEb5jHYjo9YRUiP4yZwqLKz39BKCNMBlB1Rm9MEijCUFEWl8gfm46ZWAlDx9e5eHTFql6kYWqBMJk9eaXeK1jNqQ2gUljFj0pos4m0ULZKVEHzChYEymbOi6OQAy4IUTleyHWGUhSbYCP+RFaI1J2Jd65WFYH2Fg2QayURVhXiIqBgZEdSwghMup8tEixWZvDS6fY4p/Ab6dd8n5ABI/LJRMnHuVpl2zni5+5kWv3ztIe28SmrTv5eNjEi4d9/Mw0f3Ksxx9cFvjDvM31RxZ53aUpfdXiNacKhA9R1ay0PHjPF7j/R38M5AA9yHBJC89wVO5FhIpF6C6h7IFug+8j7YD3Hpxn09xmvkmBxONt9I+3fgjCUGkdh20uUJghymZ4H32jCux6T05JuPhC1OUX8XYEISjUFU/hJ3IVS96go5dVA6kKgRLDBUe+SehoKufppouULuXs2Pdz8PnvBj2MZWmzI1WsqIL0/J9uyo2+gzQ5E4/sZ19LsXdqkpvFWT7U3YrQHiEtaXAUrYyFSrDmNFqlVLsu5oZ+wbMV9BjwNa2wQxtdY3VCKNdgfIowHHDi7GmunpxmPMtYHWpop2gEmU3xfpEBGilVpHHHhRSJGibBRW91irPLvG5riwutY0FJfsF3IxuR+pBW68LkTXBT5RhO90FK/vqRe9hyzffx4tU+7/YGGVJ+fwL+YK3CFwphlxGtToxPG6GdzuMLhTeBcGqND+1M+Wxe8PepwkoVVT6/s50lK1IreW3hWXYaLrqAV672MGoa5BlQY/95xHzMDPWdt4bRadH01URNuZMyKkd5izGG0taPc+Pf8bnf/FVOHfPMXTjBW09Zbjm7DGWF0SnV2cPwlRu57vt+lJ966qX0+p5XDlKKxSGkFlUFQjvB94axPHOOpFzjgqTFwTGFXXK4ekpNIGac8yf4pVbCt5IudxOVhqyryISilA6f5/HDcraGUESVodDQTH30CRIi4LBsW1vlmrlt3NQf0CviRUeCGolAg7Se4CyJNhQyBqmg6sCmVYTXaBUB6bI21dMpoh5weWeRrVYdODVCJyAsQSYRzqMAaWK2KzVBS4Ry0S1BKhoB66Z/F6NdiOSLEP8d/LrlyMasNd6tDjR+vcdUny6jcqsJ7jFAS0Rw9bR9HYgfMzTPRv40DYDaR6ESQkAXApFJKqL7LY/sY/rhB/ngf38WR7M2v/bwYcTMNqxPkZ/+GB/5ieczkQauLRJKPP6e+7mgdPzptY+nNxS8ZlnScx7rPcgKFRJk0FQ+J2kZSlvWiln1ew6SkAgSbymlwnioZApugAgJGqiUQYshTiQEESLIOgM1FDhdIyBUQAhDcBaUBR8tbkZtEuUgz0D7OOG3el3FxasRFlXWB5d84Ftc9un/iR9bpZzay+Gr/zfV1E6Md1TaQDZAVBkNTRejI5wMDa1WfH+VALGAdh1i7E+oskHMtGSKsgJx3718/nG7WbWOo52EfxCTPH3lKD801kZ3M563WEEyAa5AOEnwAaUEwknswknS6QmKxIHvckUr5/Vo3l0MudOnJMpQ+XW1fYKLvluNJrEUiLUCc8ct/McLvo9XLWU8KmT0fBsFsVHvqb5eEJIq+owZD6cWYGGedz3xUl7Xc9gvf40vvuSH0VnJS89UHAoGnQussOuBURAzgKSAvuH3uoHLJuCLxwr+Trbx0kbZzA20aSElCo01Fl2ukbYmGZQVihaOflTR8p7wk98bNvXYAfUdt4RYFmuCqhWB5HqDN0hVl84+lojeI12B23+UzWdOcsOrfpx7znhevbgaudBDTeID2dIBMjuB9X1+a9dmzKojb7d4W5D8/ImDLKWzfGw2RbmAd4EnnT3Oky4+j3uXSu4o4qQxuOhWSlmi85KgU5yuwGfIsk8AMg/DUESAtnUIF9bL01pwBIjvQQakE3hVcuH8GS7fsZkjbpy7e0sI1YqQMMF6qaxCfLzKQ6LrACQ39GAjW4Y0jRdV1aIygloO0cT76Wiq1+A5hVSQKgKihtlEbKjWGu8UQROFNGoDu1GgrAH6ge+hENX0HkVdBvnIANNS4ULdnI+LIQovbexlNb/zTdCtB0k1DlOEZiHWd6nZZEIGqAIhqVWjfIHcd5LPPO0SlueXeJnTrO0/Sjqu0Ft20dcWWSW1xmUf0SsJc3NI3+Ka4/u4+sItHLjvAD/49Es52xvwIdfmkbwCHTdhdwA9E5A1oykgazZM8znE3uWUrFgRAlVlIAOVAVFVBFeRyjZF1oDGS/AKozRVNeSlSUrazvi7NY8XfYTVBFPFwGbr5xAeRAE+Q0iPcoYgXCS/6ATlStzGfnQIsNyHNYtsGXxbkLjYNy1cLEwq10XoYj2gShkP72IVWmM8J+/xi91J3tWXfFVbpBT4YImGeRE/HOwQ89AJnjFY42WX7WKbNtztJN88+m1++nF76IUuP3e24t+3dbiBhA9VDoYljKUwrGFuRkKo+Lmjp3nB7i59N8nby4p9CLRKiUq/zXqpDTGRpFJT+CoeTgUwloAp4uOS1pdHjOB350DqEgtrDrpTSFUxYSqWctBOY4c5zC/worzgjU/fzpNOVWjXxapq/TGpvcmkhONn+fTebUiV8qkzPd6NAlnE2LYxBoYQ+9uqIFNtfloPef50yovOCBQVznUQFPif2PX/p+RvMhSL9AaviMDY5ueiqneoQsmEYHtourgdk1y8fJSFQ/O8vUzAW1JnKEzA3nkzr/7+pzBhEzCG7RMtFhYO8gmxk+L+L/HUZ1zDP5ySNP6fQVfc0WrjH3iQHdvPAzmOqBVqQmURaYptNoxOwVqCEgQhGAIEE4OBiL024VTsAUk1kmHJpyC3AAAgAElEQVSrhQjwVYAs5Uh/P1ezGyUDwUiU0AQTVfTPVab3kCpoHDSViRmh9xFqJUTMLhug8cgupgm6tTi3EHgTs9sY3AJIjacWo1ESKwUiqWEfjV5rM5mvJ/LBRPV8XBRk9iKW8UHU2YN1aNnCCRfdY12KlAFEwMmA8hobHAoIVcArCcJG4kINawouxIwaSfAuAt/1BpHoEFsAvhKEDLK1AT84Ns7n8gJ34C5aT96Fm3SM9SRrl15M6XMK7aNYjSr4lTTwAb+Ji8fhITvE33U/77j2Cj7wSEGYzZhNBAuuz27heUQZKATSSHpJxAeH0XBjnSUVvEDW/eMlq0F4vLEkNkXIISEITNaNGNO6B6wwOOmoCo+6805ece3386Xc4YsYB4TXmBAoIVYT3iO9BNJa1lJhpYcq0p0RFU7GgVtwLTLdJxcpTGYwVuvySo8tPUEIVOKpPCAGBFGvC+eiJoUKpKZFceQU/+vSTbhhn9/TGR8XJe+3GhlMdKIVgQRDoVpUl+zhC97zxQC0iIZ2e6/mI0W9npaOMrZnJ8/rldzQt5SmgyhdHegkia0oMfzz5s183Ab6wWNpo2yOTR1JGahCPblXJlZ/AooQXSu8VpC62L7w8SCUTiDQpMEzEEOErwXspaydiC2h1YXbb+Hbv/zDzPp5jq1s56p9x0Fr5Pnb+Pe1Af9+XIBMscaiQsBFe2FoWlOVQ8xN89z9Z9kkS6rpLZiq4Fmu4gt1dhxkXXl74qzFJRS+4qN9yZNNC/Ierp2Q5QNyo/7zePlfZahiY2knIrOjoQsaoajKCi0tNksBgyod7uAD/M+ZFpvnzuNNhUAFT3AJQZSEtWW46Z9ArPFHv/gW/mB1GWM3UaocL4eExR7MzkJZgQngDLJSeHpszh1nWhlUtm7/+djbkhq8i0pSZYnRAhtKQrAkQVLV7CcRQizViNPVRuA4BAfSY5yiEgbh+9E+WGhUkkBpcaoe2oi6V1mfprHMUTEwhhC9yqHORkUtzB0Da3xiFQO4MkilRxdSJiae8DV9UyhJMA0+pw7ITe+6HjRFUkEdUEPd0JcQQs1lFh7hGGXLUkpEVWHHJInrUooVKBxGjDFhKn4kG2M5HyKs5pP0YumuYoCO0/317HQjfdQLUKz3ULGKoIe0ji7zwQvHKLzmZcU4VjmeuHCIfZvncNUkucnBxUGgo+KlUtBSCn3oLM/c2+JvluFVbc3mHS0+8HBJa2HIq6+e4q3HLF9AsZKDTxTaS6y1CC2+O9ugjnj1OSU2wLVCcGjVwduAb1n0MCYnNhUEWwAG6Tz++ElUOWDvBXt4QOl4dy+iqpluqhNqqlhDwWVUHdQLDnxAk2K7jqsD3D6cQPhVRPBkImWQOsQwZliBms1GJCQEwmjvKQqsmICkJBlUVDolK8CEIc/udvn3qqQdNANXYrTEJIqiBB8cMksIFjx2fRgZArBG50ROdcE05cCDNPHADiEiRkKCFyWqDS5vY7SjshUpEqdX8baNVAmusoQwBJMifWRQBqXrvnvOjoU1ipkWp+nEwZV3UOYIkSKUGGW5MoBPAqnzFIWhtXKMJ82Oc7fKcIUhD0XEiGI2XOe4V0z0GAZiWxLiOsFbsAnCD/kzVzLWSfnlvofEjDLa5jOGuPwjY8+gEhA+x+ouwpf/aYb62EwpqWJmV4vxNqzvpodqRRWdUbMphDekFmZLARddzl9MzvGmHFRIcELgU0FSOXSaIV/wS/DiN/K2NYFxYwz1IrIMSJtgZrcgneeVeH5hseDqg3dzw54ur5ydY2FigmZCLZops0nAKMzaCr++fZZkBirtkVKDEpS10ylKxe/aRMUpIREmqc0EUyClSgQiWILJoJVBGi+IGxcInSJ0hlAp6JRgUkiyaLGdJARhkGkboVMwKULpSBDQZvQlkhay1YoGh8bEFp+OrQCPqHVmNcLUQdj7URAfsdXqjXqOkMgGH3NY749SB1nqE9gDdizhytM9PjyxxEUyBaHB9hk7c5o7z5zl9qVFbh4sRn/oELGsGxer0CpO8utJqhfx9biRgT2E1MKDZ/jUE7Yz9G1eZttIPQRK7tmyhz6WucECb0uG3JCWfGDc0vJwnkr4+hA2pZqHhmNMnzhOezrFBcvh/ce498G7WV0OvOXSGcbTcRLfgdxiiVoNBFnbwUTYGEEihI7tBxHid6JDbAgCicGeeIRP6D4fz3Mm29FenKFDhRQIJCpB79iB23URD4Q22DKC+xWxr82G4CnqLeVFDaeSdSSVkQkmFNYUZPcv8JYxz1vax5G64pJ8kVfpZaQSzcuOLRVBXcHEx/KBmIG7DGULkoUen92Z8Y+6x6+11rhhSnO3rED5KO6SWiqlsAOPMxYjMpyL/PdGlUlQt7FEm0GxzI0dwbVJe3QtozuCxBtL5g3OWZKjj/KlrM+eloO8wpXjIDTWDQm+wMjpqE6n42sXlYs96WOrvDN/lP92ZkBSVjgrgQ6krXXYVN0KCSGgy5SCFN32MLOd28qMUChy4UB10ay7h8RwpUBYKiWJ/vUar0R0Nq4cyknQOcEpPhICv9z3SGPWq85AdGBtumhB1EakNn5c3kA1eOyQ+Zi//U4gbCOBF4gK7QKkEiAKQghURY9f8iUiycFMkrkWQvr45vA4pbBk+MkUsFRIhiKAT6iyEm8LGJb45eNUaUW35Xn5pXvopj1eNG1xPiBDZyTE27xGERTV0f08Tjtel01xhWmNytLmlG9k94RSsXwSKmJQ656nEHE4pLSgbiyCTHE6gZCtZ6PNBWyYHkrTWGoHIWvDMU2os0+kjpu66RNJUQ+W6seoNSKbxTtijqh1htJGN9HGTnm0iUcfQ33YhWZhrg+WGixpEKDynOt8Qli1PEkOEFU8ZI5MbuMRPcbS+DjDToYwJm4K4SM29TvWw8iyZMPPvGjmM5L2wlnO9od8u5VgaVOJuq/cK0BN4u6/k8sSSV8MkIMB2wwcrBQPKs17l+Z5r1V87lvfwgrJbGuGW/uW+44uM394maro8ydpgZUVJAGkW0cZWFezetb7caPDpTmE6tcfykB3NWdFBYQOXDZM4t9pgQiRAZX7IlqCh5womtOoRkVxjY3DOFEPVM7ZP/XQUDTDQ1VSDY8w5i1XBg1nV3hlqtjlBdvL3ob7y1iy1vOKUQIhJU5anA6UrRY33bqPdKHkBR14eDjBvFBgMspg4hDMudiqqxLmWqvsNAu4KmoqjCjGIZAaiTg9wHQqztPFOWSiACAtlgA24A49woqFawIoIwkhR4gCrRM0rSiCJGzUF7U1jjmRmNMnmBifwWQtXOLo2jV0tw9JnUR8x836HBn6WGvJpYRWwsBIMpOBLLCmYmTkSIjXXRuMSCBzyLQiaTRPQxROwSmSVsbXfYIONTSwtrEeXaP6pnw8ChORQKgizUAaHquq/38fUDdavgK+sqT3Pszr3YDrd3R4bdC8VTv0hCcRXRQllfJYVZKqDFkVWJVA6lADEZ1TxYBUWCBKpYVWRqU9STrLTbd9HrO2yIVXbqGSGblPuKZt8KoYLVRhItPCnHgQVg5gQ2BHGLKjHRDGYISsJ+a6hptEpwG0RqRphIE1/zcKKVs4XWeddZD0qh7EJLHnG5IkluJN5ikkQmlIDCFN6sw2hSyFNEFoEwUx6oGUr4Nl0LK+Pwit4wCqvhxe1PNOKdcVmTYOir7z+gjqgy5ujhGQWUdsKq6GDTmPO71E1i3RPuPuoUVpT7W8xPsnJL8940mtquFQBUbEer6hokY8q11ffM3rkXIU+BECUQWKH7ya3xIT7MwL3tvKCSgwATfmocw5OTvNr33iK2wqBd4EDhSGj9GhkI6l867kuLWsPfPHecGjq/zwv93H2668gJf/3Av4mYUBv//Jhzi61CfoHBkC+Ghjruvem9BqBC9rYH+ieX318CN4j+4v48+c4a/7HX66lNySDEBngMDKAhlq4gMebcYwsoRg8LKIh0zdAhmJydhaX9f5kZOn1DqKUjcZvJW4Cy/lhw95XrTaRqg2ot1GG8dzu9MIXWe1vrbx8e4c7djgPQkBMEgS3nXqNJ+qLI/ahK+dOcSHO0O+vKngVZNpLFd1lLrbcuBOru9K3p0lUA9umsMgKIksBb/zrMt43uEWfzWMAt5RzpJRG8em8fWzuIhwlo8PBS0K/lvWwskUW0lsMc9z2wXYCQjR/sRLx+S+M3zuGZfxiNzO9WlGuPlOnreywi2TJfdsDzxnbEPF1UCetMOHCbTTBCqkFwhvKCqLsTWCArHeWgPo5/yCXeUmevydH6AQEOLATHlADLH9HLIUO7aBfg3nHrbSY2WED5auwvgkzjWUZaMN+nfeHjugbpy6hQjl8QikcLC0SHb0QbpbU+5ZFPzpcJ43q5Tf9xnJ6f28b8sk7TEJVlP6PkEZpPAImeAauqMXFKEWJImCo0gnKZ1jwWr+6ov/gVgydMk5lFfc1pdIV41O64BAKE05vRnGd/D6O27lvuU+n+7nWBSlkui0A5kg1SkpKcEQWxmIOBzScfDjE0NQMvbEtASVxPJdpiCz2ja7hkEZU/dG66CaJJC01if8SVKX+GlkxtR0u6hg02QbsY2Cjm2VgAQNQpm65pMEKfGtVrRokaZGGKja1K7pa6vY6hKCUGe1o2BnHQFXl7px4eiZHfymNLxw4Hm4tTlORfc9yPnC8SPORy3KEmTQWOujnF3ddoibOmbVPso/xS8pobJxqp4Ggst4QRjwZrXCZOZ5X9kDWyCdRoQ42WXP4zj9fddwrWzziuE0GEkhVgGJ7VikkbipSUgm8d2MkCgepyX59hk+eeFeXms1BI0PSYR6WR3pw70en9CGW7YEnrM5iQdBqFBejcpJtEJoRTXZJX/aM7hj9STPPX2Sf0pytFiLcKvahQAnkSisqyIcVDsI6TmlYWx/1GQOaaJ5pag478BBPj1reXnbobSEqgJnQCUU7QSUw01l3L5/Hw9WLW6+7X7+LVO8u2uARg3Njvr2TUlcyTa0I8LibU+8gp/d1eZlC5YdbYeXJeUaTNsVUG0oPdBnyWX8cd/w0uWAEBatdd0fDXB6ns9ta/PkjuVJMkfaPCrmI/EhrqeoZOERicE997k8x2csaM2WpYILWORvdY/fLha58aIZnoqGagVXa8MwzFm+/yFuqRJ+fTzayvipFh8+vcK1d6xyzX1rfHwpXpvYlYmfbbAG6TRWC6SrGYiUBOGo6n0iM00yWON9wTGx3OM/thh+vKMZZi02Z22GrmpIf1HTVrQJLRkrOLcOq2u+j+BWZS2oAyAFlXZIFWqx8ceYOz1W+qr+5GvBN405H2IACBrCALncw9/xSV7wzBdw49QWKIaRyre6xh/tCeA0f9Vvc7qK5VEcYMQyWTuwZUloJeuTy7qfE3wBlYaFE4i7v8olT3kaB6d3UJQCMgcyAVvWONL42jKvyJFgexG3IDSplRTB84oiZ+d4wp9YyZotouAHYiRZ1+DmRrea1z4qoZskvREJaXqagBCxfRAHUmLEjqKhUo6M/mosr6rpmSoOSZrAOmKH1KVh5M/HHOT7hedLKiNVFaWTI4hTbPiE9edpGCdyPZM5B54TmpLREYQDn4CskM7gTx/l6aXn0d2bOFW2GVk7N4ttA261ecyN/5dao8ocgqZSGjJL62vf5i+fewWfPRv4Em3OOAeiQnuNDQVCtwm2RCOxIgVpR0I8IQQSAZUIsX+4MM/Ht07SG5T8vOjikhWoagymFzGgJlExK809u27/LG9+xjX8uTDcMZQwIaFQ8TlqqFcUnipBKOT8Ik+TilNZn/1jm4GUpJngw6ifGQeg6zlIxJI2fez65y7KxEljeKNe5KqxNr5leNGhAh80QtfBt9mAQuC9RFNx2b338Yarr+Bo6PL6tRzSSEsNul5P9XpP0pTy6BG+vHMrq07QbSWUznLd4YIFlZN1U3IpSNUYRYPXTj2UAyjbpNJT6vWhqihK1CP7Of+K3TxatkCLqHVcswmREpSot0o9LJMuwr1Mm73zZ3jHBXN8eLHkQ4cPcf7luzlWOESQ0f2YgFaC4DVPyHNWuooThWagNCpU0UGhiHtOSYmry3i1nPPncwnzY4o/WnY4nSKKarQnJQJ/74PceOWFtEPK6soC5a4pWq5gmI7xx70hd+e1yHhj871xUCg3HFQbrmkQG34Wmn22Qc9EKPxP7jy3H9pcz8cG9t8WmhOdECKUROVRszC0IBXg+zErI4G8h1ob8o7Lt3PPYs4/9zOCyOtpIQgv0D7SevGuns5Do5YfvEeHgBVxoxhvCaZD4kuG0qNLSUjBOl+DrOMblmUNAzIKWWiQNkKO7r6Nd1/9AxRLjjd1SrxP8H4VqnTDAvXnvun6Z5FSuR481n9dBykl4kCnHtRExqZfHyJoub4Y66Arghxpy6JN7SCg1qsAo9aDoBBQOD6zQ/GRZcHfVzUeOO7CusysNYBqSJCEWnzZfXfg883hISOiQQoqJ9GhImQtXBElCUeojo2C0Ph1LVIYUQQJEaQfqpKQJKSl5EfcMg91O+y3KcYqQujhTRsvLKIMjAE9I5E2RLaWFmRBUjQIhsYeRKckqke5CK/rz/OcJ5zPvT3Jry8GghrGQymEmjwQkMHjtYWhQasEqQXOg1lb5We2a/5+seaSA5EpV3s2VYGWShm6Aq0VtlbqxxCFsTf0SONd/ai9sY7LbVoDYISm8hU67/PJ86ZxzpMmjh87nlCKflwXjfMDgNLoPMfKBJNath07zP/YfjFvkCu4fAxBHsHkGw9n7aGfcv6RB/ijy3Zxyipmpgt+Z1HypDXPK7aNc91pjUpzxNEHuf7yPVw8lfD4g5Z2aFMICKaKXHogZhkeQQvpwYVlEJ0Nffmaou2pZxCAKBA+i9DJpMXTDtzN1r1X8Nk1AaFioAtEyAgiSmlaPDuLVf5uIvCv/TbvN0BeReooCtXW0SanHl/gPBw5zu/smGS7T9iaCfabwBsGyahaajLszmpFPwVKjzp4lL2XTXGmPcdyrnFJtT77ABqiQbyWYRRUR3u7GfKK9c+bhrRQZ7BUDv+S7y2O8pglv0TEyVl8Npx00ZJAKKQJCFFB6EIpY38itHCbN/Gmfav8k22jlYvBuBmoEFACpHc8oehgaluLRptQSIkjJXEh4vDSDl5UDNMkZj/dFCvUaHgja3EPrwUhaZHaDN+uUKHurTzxafxGb5U3jGusE7GczSeQiakHBHLUK0WqONGTGlkzk0gN6Cg0HNsBdYlvTATmN3x9FV0aSfSowa61jpu+cTogxDKqKfHrrFTUkKbR4Kn5qskBNxw6Rr+qhUqaixwCwUUrB9EshObmYyXQiHZsVMoHorKRkHipIBTRQTUvaQXPy1V7feGM+rPrPdSNAxPhBUJEzYMQAq8Mkl82q+yenuNgP0VUQ7yyhDSJ3GpbEHTCmvKIWnldEDPnoCQ61ZiNgwlfUvqM8QP38gOXbOXuFfiLQYnMNKlLY6HQSEuGgJEG5Uzkd2tHRUFYXeHNrYJrigpkQPqwDnkDjA9oGRjqgo4lanE2B2zZwNA2bJE6mDY92PWD1kViQwhUPq/XVJtnf/gmbjp5koecxsoBwjYKTeuvG7WEFwmMGaqbb+c9T5wms2v8qsqQYUAQafzbugceQkC5Ftz/Jf7xCRey78A8tz10kF2+xUt6K7zQSl63VDIzscT4wimqb9zF2NDTO9NjXEgGaS96dZXVOe9JkBBUhQwlqO76UFSsZ2ZN8iB8QFYdApa0Ehjr+fqmp3LTqmcgPAPpgTZBKCQe60tM4endeT/v7HV5vxKYNQm+pme3FFVVsZ461ntzxxz/WyS8/cEDfIGC1+cxcQghMvWEEGAU/ZkxaGnk1Bjuqj3sy2ZZRWLbZT04rt/LBt2AuLSbA8Ofu4dC3Ec4TyjtuXtoZMHzvW//ZYYqjY5ZVd3s99IirMEc3cf/c+nl/JNQfHEpUHQWa4/3DKzlZ4eLHJme41YPSV4ghKIIDnNqHy/NDC+55DLuOx34TVGwPjIGZEBZA2WJaye0y8BcNyEfFDzeCD5dAWGIqkD6hCqpaaSuWl8AGz17vmugs97CkA3rqWn418mhbwYwGwLLKENryoTmFKvtOBp9g/g3cQAVhxFhfYHQlP9yBNhfZ50JdJphiz5QYugiSii7AaqKLChyqdYXgmLdymT03urnGS0cF80iU01VDHnJzAQ9B5/sWfA5eEdKi9Kv8OGJNptbkt9YS7k7OCgdGI/JFU4T2TdNVp9oRC7Q3hOMw2EwxRrGGIYkeNYtUpprek7fyfh4MFOBMHB6mfdtm2Bm1vHyUwnDUmBtgWil+IXTXF30uXhmEsan+Odlg896SBtbJWHDe99oZ/1/2zv32NuOq75/1sx+nPN73Ot77evEjh3Hju0kxiRRCQ0mhAApVKRAIBgnkIqHgIIKUds0UpAApaUtqigQQC0lVVO1VIWgQFAobQNNWlAINCEkMU6cd/zCz2vf+3ufc/aemdU/1sze+/xs3yCUP38j/e65v8fZZ/bsNWvW+q7vWss+p6a6cICeVprVJqtZ/r0HNECYsXnvXbzjxTdzEBPvTi3v2E8wV+idGZJFdFyxhrMHkBWiqButWG//tDhWccmXt8JdyxXezYlOkSAZHp9YuEtPtd3bszzf8Y31Li/dOsW/SptAJMwsvdVFh+CIfbQ+W90BSKK58wH+6a1X8nVnN3h4IdyVOn7hSPmpc8JdO/Dud/0OH/jOv8PuZZu86mCDejGnr5Z2b9nYsX2SLXPvYbngN04r/3m1wft8T4obQJej/TJ4k9OiIk2q6Jolde/paRG3D8xGWKgV62IqMrj0zuX2L2VvwHqDSG9r7fuA1p6UFNQPz3kNlpvCLkUmhCfvzdKqZ1CwClN2xjQQf2xvSTUe+H8jHqqrKys2kCediJY3HFfoJz7K2XMNfxJ2WFX7+HAGp1twtKT+nV/k9rMbvHl2wLW6JAmspIe2JZy9mbf3jm/68J28eUZehGJm2+Sjj2jrqPb2ef6jf8k/PnfEG88lfuB5Z7hhC4gtsWmJrYIss0lfupIaLmSR8kl+sRhlCuctKl9Vxs92OVMpK7WU3QPjrFZmfRbs04DPHKBy+XrOFrp8nxUlzpmtM+CqBYeUkRpVnle577AEV+OqszhNxC2P9IKTlqU0eO+HjThYjckSFgTs+xJ5LnU6G7XUyL1dvrvf57tln589u8SFbWgjvQvobIM37/Tccd7xsaMjnIrlTye1QIBa/dtM5wQVtFJoEkEdqgu6ecWhT6R6ktI7Ecg167uvSdEjvcJ+R3P3J7nlqjnbbsZbL/f0CrpR4eICLjvDnz/jOn69vYxf73pSvQe5meGgTLNyS3k9hk3QrwhnHY5NFqdyimGMuTOAMKuEw2ddzX/fPeD+nT12YmfBxSDQjpFwzRlpw6Eq669WlMYUjVPPqgr868d3edtWhyBEF6l6sdqwxyxcV3cEbYi9ki6/jD+84hz/pp0TKo/WPS8JMwj7uFUk6jJjsAe41jOTOf3qMRaLnnffdR/NhvALscHPK3yAW/SIdvkE/+iTF/jCagYobmNRksgGnF2yRyRY4Ozbdo5o6k3e3ytRG5wryTBQakRMh4jQNQLJ0UugqiKzprVyl7UzttlhQBlxWREj8Yuf0ALLHs3rLr3iekdMnkpbfLbwp0bgsL/LYZ+NP8qMpwoyY6lrjI/8OpSoLPsou/5SrNu8XoVi9XTjkgo1TVwc0+hiQY+2Rr7lO/mOu/fZ72puV88dG4FN3+Grmn6Z2D9a8N8uLnlAtokSqfsNqHp0S/HnroFnP48+lcIjE/pC8pZUQkRcx0c/cSefO/S8b3ePe3bP85vP22C+Gah7JbkO4umyWrg6K9UqY1qVR+rs0td+iLgrRYiMtOyqTBDOxUyoK8Mza29gfJO/L8B2cfUHWMagAxUH3tgCRtHyiFjGhpRiJkNZvwnlJs9FiVD3qCrtHG5l1zp3Ys0CYxzpM1K6bOYAkkq2LkTGqD4ANalOcPqZvPZ9H+Kxxzqu9DXJ7yK9I9WAVjy0UXPBB6grtO+oA1TJE10aUvOsnJ9AhO+p4U1n6+y+zvGhhb5BZD5+dJHlJFBgCBVEArWA1pts7uzRnTvLt7/rvSwWkX+/58Dt4rtIkIZZqkmSkKDQNzR9TV2wbcYgnkiVcWIj9RuvGOZHMxI1HB3lYjHVgIUtqyW+nfN2tvlpPc17VjOQi7RU0DXritNZ8RwDy2X8Ins4SdGuJ7kl8ws9X/bcLX78YsWsnyN9g3qHXwaYPjdVZjFRdwn/2c/w0VuVP36u8p4rOtrVCnf3/fzEmT3eevbZBFWrxJYcqdoiaYVWEX3Zy/ml7av51WdezetXFa7eRt2c3773PDecfQarb/1ePnLLLbypa0FhRW2hd3/MmktLS6VO8Cdzx+07PStfQ98RV91wiAuM9SxKVFwVwgF0FbQb/NRhx2/0O7ytdqR+CXMHVTOuJaMyn1ICi7IaynL6RJII85pOggWviuKaekBlH+XrD0Wqi+LP7vuIg2caYdLRvZ/MrcQ9yt+5aSKRc2sO9fFxSZe/+qU/1xjG+o04l3vLWBtmDXv8qFZszx13zub84b4gXYP29yKb1+KbSPDQhAa30bE82kAWuzCfoYsVNEBQXONHV83lKjTRg0Tc5z9FOtjn1V/z5fzxLhykmtDUsDSKDtpbWlyx1uppl86J2V9ecQwVlUrZutKAsHT1LM34JqebiEDIAaVsqdiBk5W4z1Qo8mXd1Cod3XoAX1fElLse5BNWnMNLS1oKN9WP80Oto0J509Ep4nxlwloKkricjqhj0Gl8jmncLDmQKEQrOxiOEL+BC4HUWB1JjR6hJrqErxpkFQhVh+9rY5VMlXPGZdvP3McffMMN/PGh5y0XVxAWwOkMZ+yCn48R1Sl2VQ7oqPD4E7Ba8Pu3XMteVfGWvchn05JZ3xIuS4SlMKrR+w8AABt1SURBVFSyTjUuLUkugm5atL2aWBQiDIGeEbcx17TyQAfSjJ1Ly9wqoVoJwQn0K2h6aj1rGYDNCg0tpOl7xiUeMqTK0qhVZ3JJSR+8i9981Vdxx/kA/ohZcCznEZdmEzjJZE0IpL0D3Afv4n9931fzhOv5iUdOcf+qx+uK7VVgb3OLpIfgNhE9QLXGaUMrwkJWNMHRVVYwW91RLrSTDH4TqGNNL0c4mXELB3yc1mRvbe97fCXEcIgPLVpZLQcXPEmWiGuG9R7eNXXPUSpv8GDSwLX7StpseTQpoU1ICqBjIRInufmnmis91DCVybxSgqrCR4ipR2qj6R2HG4YKeMfkrey5YrGWxBpiTlbJkJvGaPWep3PI15Pc0HPY1xnP1jueOih1aQz15z+gmUNgFy6tD8rEawP6U0hY0xu1CuwZn0wC3P8FfvdFN7BQeMdRxe8drawFM1kh6Qo2HM3hjK5uIe3SppZVvaIKDZo668vjc+MvvOF5mRlQhHkd6ywuSSbGE8dTzxmGWXCg4YGoDpadUO41X9ublVmA+bIZUaXphK6pqKgIrceFRJpFqwuAAw7s78MpqOPIc4MnuY5t8qS64lt3HuF7b9jgKDi+b1HRhx63glS3MC0I7Sb3rTJgwoBhtwOuVGhhHiRZPycMFyyFVcq9DgeJHBPwiZw0H/k4X/ZMx0/e9nJuv+cI0mIo8jL9O7vXBKmzyv1eiM4j3Yr0Fx/lirDHr73mG1F2OMsm33JBWXSmdEtL4EqFUAk+BKIWvK0xql2hTAFob5W7AjTREb0SNdc4KAoxR+RtzdLIlhsWgDECDIYrFsqU7SZ8l4hVuZQF9nzljPUSLSDlux5fV3TlACkyRhwOJRNPQWI+1B7c5bprr+JBv6JPYkq7TqjLEX43p4kXkbhFJ/3wTMR7cm+XYR80vdKrkupk9DTdoe436RvBr7DaoEWxo1mkc5H1DL9pZPAChuUoUW4w+pQqNHVORa5w8SKxOs3cRxZUVi5z8t55iix8ZfLgG5PjGEfmwDRodCz2MPyucshRQhvsAOgzxWpNp4wHrVi08Fh5yXWLtJIRk01pwmjJEMFg3eY5inOk269/SoV6SZefECfKdDKZ4gJ1ntR7Kmnxy0S9GAVFVa2IyWc/zH9YBH7krx7nj5beAjUpGWXGZcGJNa/auZ9/0gaYbdLHhjY1BA+xqglNQ8jufNKAvWlimZX7FxgqMeUVtJJnFVBSQ8dWGjgxKMDlOYtk0npCKWmh2ZUv9z/gNZ6KDbpNB02ikp46rtAmQnD0tTKfe6hOU+lpxOlTK9PJ6HvrW/Wu84/zM59+jN/fTVyWtpCFdWV1iFUrKgIRyQwpUyyJSIrRhGqCRxV3pWBXOrECplHsQsWSiVJUyEwMhq/uJbdw9+U3cvtDe+APcQVDnuKkw2c40AafglWBbwJnmkj1t2/j8a9+Obd//DE+cu+SnhWLyuN6kBiI+RCL4qiC5mLac1zXMlQJS2lgM1C31L0lDXS+I8Z8QHrscChUMrVCI0PVLjfO18FwSA/3Yt+BKq63ot5CdgErQTa2UWYge7R6ClIk1kIHGV6IWLnEOFq6+ZIA2ljihl5/invrFb06vPjsvQHe8/oHH+TnDi+w2TlW/mCkznmP9is06GhcAF0t0FTMVXE7O/zM9paxTmKPxIC6OBwqhSMOjhjN6ynKdLBIp/JQ9lyJGfSWOaeHe8S/+DR/f+9efm/riH/Y9GbJxWiGSEqEdhOo7aRMYagJMh0Dnlr2SJG9/DMXDN6S6MxjnODnKUZkeh2wLLOU3fuko/6ym7HnU6q2UQLTMniCQ23gYp1meOfpxqUVanGjCvg+fRUx68MrQSKpgt6PYPUQYX/BS3nPnuOoPcceXXaNMvUpJnBn2FgEbtyueXYTeF2sSPPIqkv4oBYgyTiHs255o0XhC7jsBtd5sNKOR+1yIKm8r1S1WXt44+THwFHeACoM17afW0GQKlQQK5ZNTXAOj4c+svnwDj+bOr7BBYJTq+1YxvQzJ59bb23Q9R319TfzkfYMv7HXc37RofPahF2mlzj2XI5jSIwbYa2oSlq/35HhUA4nwwklCUNy/vQzAajo2zmkjro3jLO0054mRZThthqk9Uicc3VdseNbLFIRmc1n3PPww8zDNrNOqejRqh3mqEMFqYC4jqQrOyBzosIwvQhWWstTp9loWR9b47XNdGxMC85Yqxg3roHmEnpi7q06oVLlmxulZkadKrqwa4Gdsj+6kPP7j31eOcykuJ8OXAPVnEoF7zQT6T3ExDe1C9pqwXXNzNox52v4qNTqnnTtKmL1SSvHqcNd/m51QOsSdS+W2hoqKid4seIuJdFhmNPEIzkuQ1LmXzjQiEEpjz7C889dxm1XXcZDnaeJIa8lg3Lq+x1mrsM3AnLKZGPgPeuaMpVjcjzIcK/UPqK+H1Jyh3k/xR6Yym3BVouB4HLQKmXsdsruGescjOtago9TTvbxcWmFWmgVqWyYiUWjdvpLzmkup9BwCoCdYNdei/eC6gKprEhIIFgztcpz/YW7qbznnZ+7jw+c3+e6dMi8SqC9tVeJyQJL5R6aejzpnViR66HiTJGKnM6aeXODNVJZhpIKAzetYMOSuag4QZp63ZosfzspWFK7Cp33hOTg8CI/uD3ncu8JS4WPfYQfr/Y5tVjwbWwgwaNJh0SB6UOejm6xws08fR2R2RbMT+NdhBjNwoB8r1m5OnP7NQUIOjaMywIlGXMtHMZiga6d0hOhMzqWGwB7gVGwwCLrAq224AOERMgPpgQZCsQyyEhSUljSdInn/sX/4R1nD4gKoT+CoHTzU7zz2lt4xUVPSJ5ucxPv7V6rYBbEhnPcwmVU1YzWz2hz0oWrq3EdXYdKQHxPX/d2+CWxMoy52tMQ3TUTz95XLJek9nyPc09h3EgEa0znBFIg3PlZXlnt8opTHXEpaMH1elsHKxWYA5Jq+2RwXQtsExYkF21zr46ILk8vCKkS+PinePbZa7jCz/nERYWwMVSKUo3G3Z0ESCHRO5AU6R7dZ+djd3GwqrlGhb6Z0VcBKikEERRHStE8OZnAPsdHUayZReKdZUCpKrqzh/vYn3DdagVPJDbdkpsZ2R6CoCHy9X/2l/ypdLRewF002SjymJVmUW7je8fPBkibiX6rgbolDUFYN1xHsywroy4s858eDuNnZFxW1XBtYazElQwGoSjWmMbEg6cZl1So66a3DNXZRw2dtXXhZ2XCvXelXqcgHQRNaNWiYUVKPVWwrJ/VQ/fxtza2eaEsue/Wl/DuIPycq1nFyqqF93ukOm9QP5AMRoW5hkflvu0xjd1BvB+VmFr+uzhHnTwySzh1OFeb288GZuY0aNXbg6ntmk4ZovhS1ag4+mBdNmHFiz7/l9wxO+BiWOLu/zzPb3teeMU5rtmYcU045Pn1yuAT5xjy9IuwFGUPqIfURST6XOuxI0rCSW2589lqlBz8mp6yOLWMoaIMUkJiyp5KYRqIucBughfrGGmV/JytbKPhW04x2CNjkOKg144UK5AG9YW6hWWCqeTEgnFjNgvP0QOPctMztziIZ2kVKxDczkjSGa81LPmtcxv8g80llzmhqhOKRzrhv7YXeMvsUX5pdkRXC0GWVJ3n3+5HLq976FbgZoTY8rZKeNvGFj/Q9kCiUiOTKr15/XlTmOVpFrUjIQMmb26weJerbCW0T7QduMp6fc1iDanl1bNTfE29wR9d6EmNgCvJqkIKccAoy2OG9QOOmKDahN6hXc6a65Mph5ggKrPHL/DxVeL1y4p+2zjbkqPT0XuOEKsDO7QBN8NCxaFnT6Ff+wpe+UTi40cHvIF93oUgy56Y4hjIqXP/smzBTXoujnpg0D/2TK1/VDnMGnjBy/iDA8ePfeYJXvdIyxtX2zkjsOTGB97/+c+x62t+NXnoWuhCvpcRfvHODfFjTcESi3wOhjvh2x87z291kV+bRaooo3HwVIcAWHeLzMwZPM58cBZ9MrAXmGCwkkspZtkulqlBmfGpP4svolDH6NaEcjB1CaZ0p2IVKcTc9K7wQMW5IZK20WwR2gZZ7vKj153mVn+RD+gWUBMvv4orZy1CYLbcxKKUvoCjgCOV3lV5bs57hJGfVvLhgWwxu+H7Ujm/bxIctTS1kOqIp6LxnWVBzbKVqi7Dbkoa+yWPa+IE8QnqOZ+88nnc/lhHs2jRhz/H5Zp49LDnTB+5b1XxYAKhtk1c1mtIP5RJwWrNe25i4aulaKY4PsTp6aplbdRZrYRyyk9O+mJ9FnqPpHFTq4x5+6rWWwvMFRPvc8qsZtfUsmTSFGctkEtRyGLtgXXidnXOw7Wn+J+nn8Pfe3BBj3k8Scw7iKroUc+nH3mAW/aX/NgM9KAjzjxaC2//0D3ctaj5lf1AcxitMv6n7+NZ3UXe/wxhowE5PIL9PWSrYi/13LrZc5aAEKmD0EaTY+Pnlte8EQuVLUd5h1qvOQ3VbQirNuCWGxCX+KaFxUXuvvcuHry45LW1w0dl3m0y4G1OMpY9cUkpTJSRsTFsXlUICa1roghGMhLiV97KG5otq5qWAFdP6kvoCOMcg3KG7Lu6gid2+f7+Ijf4xB+RqNwhEhUXzQKTMOGV5rk/SW6OezQT3qZszkg3XY1/8XNxL7iOsN2wLJTITDuirQjf8WpeuVS+PyxGfvYEwyYl4mo19EJDLN7SJDHq3MMX2FoKoV/y/DqRokNCGgJkA1wxWZvB4MjyXaqBFSpVylTEwaKd8mILYpEPngE7vYTL/0Wi/H+mQxQ1jUpzzRWGdbC3ZCLkh7tGYFdzUekShCWcf4TT193E0Qr63b/iP774edz4TDh/FPnuT0ckLejVFr00NRvwKJGhQEpxVS1yGwdF7zS/p5y+2Vp1mkguIaFG9JBrvnAfP/kVN/FAX/HeuOKDh6fAd6MrNTkFy/1UoaKXBd5DRHHNDLeqCP0OPpjFFc6cRqRFm54qCVFH0vLARMhW81ob23HBbL3LZjn2IKeZXsM6HPubgaYyZJeMG1xVraxgUtYCURnnTpiVOgYwyu8n+JaIHbjRikYMkf4JtFH5nrDaQpt9K55U1Wupm5qyPGxvwbLn1W3N/1hapXdCb2vpz1Lj6JuL+KMafvft/Jfveh3Pv/w0tz0a6V0Nfhf3yIoXzQ65/vIzvCvN8SqkboWe2kL69agzE4VhG9CNxoPagVlpTV/6jW0Ks0PPctbh9j1puYM0Hd5fTphjLVRk7Cpkax7y/wdqQHav1w0UmegBO7/NU9EKqHqqI0HrObE+gn7sPT9m7U2uVShRruzHiE+O2DbAAhc3Sdrbc/fHZG8qj+vCto7Vgj1zl2teqCClc2lWZOblpMH6bKIjBiG1ijbAapKEIcataZxnGXpz5NQBgg+J2ID7wnleWy95/XOu5jO+5Y37y8Fbe9JenR74eV8Ma1zudyIDg0x4t06zimntZ2W+6XU3PqVW/SJBqTKnvGnK/ycXPg6IuwkBFmcY5ZCx5LK72jjLk3/OdewuD+ndPnzyTh7Y3SMk4Zpqm9ecaekz5lqstOHzM3WpBIpUbJGsCn/B1XLgaeCHjq+WQ76JzlvcBz/KD9z8HC47vcFnDhNfHhLadtaXyqURunBubeF7eup2i0gN7ba1Xm4izOZUp+eEM9tm8boFbQ8xzTJ9K1O+pg+y8N/UDTQmycIwbvb1tTaKR44ekwY8dXBZc3Cp5DyPwSfDFc2zkYwLrSvT8iqDZVLoRn4U4DKPicIuMiCAn8hJ7xtmM4VOaHVuCjmJRaeLoHqBpcPNK35/BYFE7I+ITUWqNsFdJMkRhA1iCsSXfRPf3zlecjERGwE5oI6bpGtOcef2Nfze4kqEuXFpa3NlNeXDqVTzn9zv2iYEa4XRC304hOiQC+f5l/UB/+6qCIuW1CpsbKL1NqFd0a5ao22RjdI0BjmKElVVUjCjwCLI2X2cbtYqZkDI51eYL+aEeU3UJW5V2B55uQvPsnyVqP2aIdBYc8CjjjaeIbmx6vzI+czv14nCmX6VkY2nsg+LB1o7N9Tc9cnmNaUZSlS6KqGtJTI0q7RG80OVmJQQDa4QsdYyzjtS7ZAopHOn+c3ZGe4IDW9cAPMGrdzoipsgZt3jhv8Xz/n4/imfW75GI4G1/VYMN0Wt3bt7erV5aQv1F/9U6SPOVaQc9TatHS0rZy2TKo0YjPMDX0tlRRO26Ga70G0hHKL+Mkg5h79SWFZw8BDfvFzwg1/xPK69YpMVHa//pPBgd5gJ9DI+zHyCOnLBE5F8KifDHldxwHUl40lozAth2VHR9cgyIU1LCoEmQDfzsFoh1cwwqYmlZTnymY6UrYK1w2ViGWoklxGcPrScUFCsiGmmx8Q6KlFPE+qxMI2tc+l7nq9RZX6slmpARp4eXLVsITiXrSLvrSJVCpPDoVj/vWWWhfFelALX9Bl6UesNVKzcUjTZ+aHzqYhYmTofUW2R2OHdCnGb9I2j6gKhrXFHgdQlmHeg3vjLbcVGEo48uD4M7X1FJDtIRSE+WQk6XJaFsu5ZTieWclE0zoulVA/Px57tGuZeuNREiDPm7/sd/verv5H9Uy07seINj0cuLjxxng/6AYUZo8TDsywnpDLuoWyVDtW1hsPfrL1RyVo7H/NCoj3zyCQ2EMHlmrhexj04lV03ud4UshosWc3YuYwusbcmjAXSGda6WKWakEwnHBXQ5PpDQZInW4OF7zn9/cARP0baH+Z87MBDGRtiTv+myAUwNYAGD5d1KMNEQoYHWGoJTBMMNP9a855TVfS7bvgbWKhiaZeDME9PgbLQ2Uwec+knJrgmCJ6u6SBsgTtEG0/TdZkvXcFK8NLDo4/zqhfcyBMXD3jFu+7iT+/e47U7nx1P2yIYE+GbRiQVHTDHocIV5NNuPGVVlcgKuoirZqQYYO7oKw8KzWyG6qhwREzhOLWHOBWg4moPFnLBLafE4PKAizAVeThm2Ze/SxnPGU5aMMFVtUh1bj4GzmgjueQZSQ3jzIo05QiseEcKIdPU4lrxkLU5ZAjF9o4FuJBka1GoOUkRSWMwrFgootYcMFu9Xhdc5Ryv8Xs4gVBt8c/6v+KVex1N2OXl80jSQ3y7hGjBCTYqXt8m/vkz5taaIo0yVKxiBcN0ASeZN5o3uylTs85trqMyXbtXEVKMhr1niMrn56PZXR4skyAQA65akG77Br7u7gf5Tx+4n35RcypG/CTLtnhhxpCwrrzGZ85GQMreVAlGTbN58udK1MHaLM8UMJyvRLFDHCzJIaVyaqHGkW0zWP99zNdNw2E+5OTLurU24MiC8WiLJV0YPFm+Cqy2Bg0UuS8BoKkinOy/VGCk6c+FwRt7EtNg4s095TM9pqyn96IxDsp0qkiH94ugTOIN3pR02SdTpVoU/ppiPzYurVDL5hYZMa+1m2YdXM+E50EonaOaz/F9w3zTU7XnkG6TzlujNJxaA6xmTvPAg9z10KPMN6C6+UZ++u57eOfs2SNoTYEexgVWJ0OBkmHRy5eWDKesB6fYYmjNSvVLNqqWagGqESeePgaqpqHgKWYsTHvOTCzWjA1JgQSmB81UwLOQT4VP8voOs3KyxvFDLSVumiI4BPkmQlXcVp0KwMQaUVUrVwhr6ZLlfiyFtWTaHE9HnJzMaorTO+upZF+yLkJlXt0Rb0gXeXE8QOm5/aH7+YornsVXymP80NERP5wUIy47SD1V5aj/74e443LH1fUR/+KqDbuWV2hqiyiXfTLkZ0eDPDL3tVj/5Z5M26bhSwqzIRPsU7LkDcg4p6xzEAGiW9JUGySnrDZq6ptv4p3XP4cfPuj4AhUxHA7rvOYGFsuxyIWxUynF2ouyLKXoyvMoh/K011O5niDD/itBwuIFDhh4ljcnbg2CKT3Byl7RGMdDURmznorYFEituMJJcYlxPlMdAKPnqKMMDGT6ohzDJDJe1rkwLqYy5yb6ZLIGRQ8Boxs/VaBlDY/LrxtTSqeB2jFgy7ruyO9xzo06b3KtNUX/FKO65G8pNztRJOWhSk6lww8nlxTFG9Xy1TUQVgk++xF+5LlX8rU3Xc9rHoj4RSDOZpBW+A5iHenqC7x0a5PLN05zcLCC51zHfU0yV3By7elJV14FswwSgKiB41FGjGxCzjf8KpH8HFKDb1fc2DR8ql8gq540rwnL3oqhTJdh7b7LUkyuO3WpslU7fbiqmKUXsfWcpoSW6xTrPqbBCxtPYTLHI0HpO06ei1NQP1J0GJBiVGMOAKt11QxqH1cOmMyPFVfZBp/UXS2/F28LZ3tgoniy22mKGAy7dcSNGT9/zwV2b7qStKr57Z0dHr1wivd/6FO88Fu+il95JOKb2u4/QnCKv+W5vPq9n2DWnuGGG6+EELny1Gl2D49YDVajUgj2pjAmmycJkiERzfzPYUNKnt9ALSqQC3ZoUnidY3BO8zU7WeG0JsmK0BumtwqBuYssmjn0CaZ7zOX9khVceSaxBDhU1+UnpYERocM2m+w10YkemyiDcl8ZGpqGkFKccECds66faDl9DaoRPx4eXga5szdpNlJsDlq4sWXiBc5bY3pOcPpSQwNGBVmt7yem9yKTn02NlgH2WN93w54vB5SbeKuJtbmVuhyFlXCcsTBUq1ImaesF4hhJ/JLMOygu/9ONS2Oov/z/dFhkgLpBupDpBdjGnlZqEbJAeehyi2lXoY/cx20P38P33PYy3riq6bsl0IDEMYLWLWCV0FPbtvjRKOMq2foMCc3BnAGzKfMgW1LRIT4g4g3e9X7A4Ybc5YKVeeWlH/4wb/36lxCamtsvCI/FiItKysdMqauaUOP6hcnDriYP3GUFWU5hJ0burt1olURF60ymHTa2G6184KrtmqPg2D1ammXaB0pXAkQYCnRowYTIcTZLGRTxE5fTAlxU5f1+xHBN0pCY1zJN1rVglE1e9z4OGKAgEMq0x6DgkGESswubvRYnmssheqRfgVqyhSOXaymQRso8ymLRxZQLYE9b00hpO2aHrLd1c52awlAQd8xdTAnnakt/9GBKNmIVqcqNGF5IP2lv8jTuKuTCPZ4xgi6T2hZhwihJuVCKS2sbXiIDM0KSKQmprOvBoHRUGTjWtQdKzV/G2gSUmqxuvG/NNXZdsGQS1Vx5TSnUnGnLj8EgiAlXCpSUAjwTtaAC1IJ0OSgTdQiG2TQHjTiuYcZhrd8X63hn0mHflyIxAxugjJI/X2I3T6GnyroOxlaZimL6ovEQxnsb9IFMcFyf2+GQOaiVhxRsb7iMYxUZdWqNQfXpMdRLKtSTcTJOxsk4GX/98deiTZ2Mk3EyTsbJ+OLjRKGejJNxMk7Gl2icKNSTcTJOxsn4Eo0ThXoyTsbJOBlfonGiUE/GyTgZJ+NLNE4U6sk4GSfjZHyJxv8HTzH+JEAwPQcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage import color\n", "from skimage.filters import sobel\n", "\n", "# Make the image grayscale\n", "soaps_image_gray = color.rgb2gray(soaps_image)\n", "\n", "# apply edge detection filters\n", "edge_sobel = sobel(soaps_image_gray)\n", "\n", "# Show original image\n", "show_image(soaps_image, 'Original')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# show the resulting image to compare\n", "show_image(edge_sobel, 'Edges with Sobel')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Blurring to reduce noise\n", "In this exercise you will reduce the sharpness of an image of a building taken during a London trip, through filtering." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.filters import gaussian\n", "\n", "building_image = plt.imread('./dataset/building_image.jpg')\n", "\n", "# Apply filter\n", "gaussian_image = gaussian(building_image, multichannel=True)\n", "\n", "# Show the original image\n", "show_image(building_image, 'Original')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Show the resulting image to compare\n", "show_image(gaussian_image, 'Reduced sharpness Gaussian')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Contrast enhancement\n", "- Contrast\n", " - difference between the maximum and minimum pixel intensity in the image\n", "- Enhance contrast\n", " - Contrast stretching\n", " - Histogram equalization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Medical images\n", "You are trying to improve the tools of a hospital by pre-processing the X-ray images so that doctors have a higher chance of spotting relevant details. You'll test our code on a chest X-ray image from the [National Institutes of Health Chest X-Ray Dataset](https://www.kaggle.com/nih-chest-xrays)\n", "![chest](dataset/chest_xray_image.png)\n", "\n", "First, you'll check the histogram of the image and then apply standard histogram equalization to improve the contrast.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage import exposure\n", "\n", "chest_xray_image = plt.imread('./dataset/chest_xray_image.png')\n", "\n", "# Show original x-ray image and its histogram\n", "show_image(chest_xray_image, 'Original x-ray')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.title('Histogram of image')\n", "plt.hist(chest_xray_image.ravel(), bins=256);" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Use histogram equalization to improve the contrast\n", "xray_image_eq = exposure.equalize_hist(chest_xray_image)\n", "\n", "# Show the resulting image\n", "show_image(xray_image_eq, 'Resulting image')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Aerial image\n", "In this exercise, we will improve the quality of an aerial image of a city. The image has low contrast and therefore we can not distinguish all the elements in it.\n", "\n", "![aerial](dataset/image_aerial.png)\n", "\n", "For this we will use the normal or standard technique of Histogram Equalization.\n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image_aerial = plt.imread('./dataset/image_aerial.png')\n", "\n", "# Use histogram equalization to improve the contrast\n", "image_eq = exposure.equalize_hist(image_aerial)\n", "\n", "# Show the original image\n", "show_image(image_aerial, 'Original')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Show the resulting image\n", "show_image(image_eq, 'Resulting image')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's add some impact and contrast\n", "Have you ever wanted to enhance the contrast of your photos so that they appear more dramatic?\n", "\n", "In this exercise, you'll increase the contrast of a cup of coffee.\n", "\n", "Even though this is not our Sunday morning coffee cup, you can still apply the same methods to any of our photos.\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage import data\n", "\n", "# Load the image \n", "original_image = data.coffee()\n", "\n", "# Apply the adaptive equalization on the original image\n", "adapthist_eq_image = exposure.equalize_adapthist(original_image, clip_limit=0.03)\n", "\n", "# Compare the original image\n", "show_image(original_image)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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c6yV866kO33DTFBt7OUmScfrQJL20IM5yEJK/uhYy23S4OXBI0xTH8ejHJVf2Brz5xgU2BiEbvZRmTeG6HsYULDd9jBD04hhdCJKi5KnrfY7PNLnajYjzEtdR9LOcvCy5++Qks5M+m6OIj18M2RzEKFvhSoFjW7SaLncdDug0PbSQLHZcAt/lmWtDru6G9OOUu4/Oc2S2hfJ9NvoR22HC5e0uzZrHTMujU7e5thfRCFw6dZ92wyctSyZ8jzhJ6YYxRzSkgx3yKOP4/AS+I0lzw+MXr3N+vYe9E3N5s0/g2NhSUqt5DOIuswhOrXTY7EWAYHdvCJaFoxyyUjMchCBtJts+r7v9KH6jTX+QUBQ5uS4Jo5j+cEjDFdScAClf/r2KV/ShTgT2mChp1X3Qfzv/N/AcplsunmPTqgtmfY/N/ghPVgI1yXNmm5Pglnzbfct87LGLKHuS64NNenFGw/VQWtOpuURFTL3RQlJpPRaQklDmCm2sSqPVBdoURIlG2ZLSGIyBKE9oBw0kmjTLkaISmomBfhgTlSUKgbIlUZrh2C62LdC6RBtBlOY4lsBxHbrDmDgrMALqroM2BXVHoTBIx0HrEikEcVFiC0mSZ6TaYGGhNZRlQZQZOp7BTkt0WZLnOVJYlMbgWRa2BKM1YVYy03A40pbcPt/gvqNN0hIcv0ajpUiSko8+s4OUho+e6/PDt07xgee2qdkOa1HGXXN1Pnqxzw2Tkr93aook1nz0Qo+tVGMEfMfN0+wkBRGSFIvLuwme65DlBU+sdZECPGFoKhspBeuDjLSEXpKzPirItaHj2dSUYDsusQRkGubqiq0wJy01yoKWI/mR+xbYjDIm23WypODC3giFzfm9iDsPT9INY2Yci16UkJfQ9BVntyJqjmBzmOHagmMTPlf6KW3fZpSWdOOCQy2XKNfkWjNISk7NBjgWPHptyIRvU3ckxhgu7qVk2tBwJb4U1JXEloLneykLTYcpXzLfsHAtyWJLkRvBMNFsj7XvtqeYCxTbSUZWwJ9dCSlKg8BwuKV43eEmotS8/tgE2jJs9BOy0rA4UcNzJKNhTFiUdNo1fGnxkWd3mG143L3YJC9LHlsfcmYtxrfhv7lthpMLLR6/0uOp60PObEU8cLzNXLvGHz+7xyAruHelycnpFlprjs3UuNrN6IUJcWFwHZumr4hLxSPPX2ep7dPyPC73E0xZ0qwptGXTG8bERYFrCY5PN1ieqhOnCeuDmKTQmMIQZyWxsYhzw+YwISlgkOQoafHaoxM0XUE3KUgyzdmNAYO4ZGuY8I03TvOWm6c5Ot1gs5/g+B5Bvcknz23ywcevcG034r6jU5xamqEXxxxqN1jo1Lm6MyRJCnpRxD3H5khyzTNXt1HKpuG7KGlhS8lqL6JR87hxZZql6Q5SWvTDIUbnaGGxO8xY70Zcur6LNhqDoD/KCHyHuu+S5Cm+67A0PUGjUcNxFbvDBIzFwvQEl65v4UrBMCk5PNfm+PI0y4cXCeodrm9sc3ltnTRJ2euHYApee+tRpqemwLbxX/ujX7yGmuYGV0nysiRNU1xlj8uLz+2/gJYt8EpFkimSROAFkJQaTylwIygkjLYAl17YhdKn5YPWGUnu0deSqHQow5TYEqhCoHWKUjZRMqJeq5FmBbYtSTPzOT5KXX2UIE0LRqKkNPnYRVBiMLRrDgCH6j7nN/soJVFSkuYZgXJRrsPmICbNCrRlEedVnvjSZB2tDZvDmPlWgLINNpJSl5TKJkkz0BZRlmDZNk3lkBIRhiUTrs2kVWCynMIYpNCVlm8ZhDCMihJHWji25Ce/4TCfXh1w//FJeoOQKzshbhAwW7M5txaTlwVZXtAb5sw5cPjYce5NNOfWh7SUzS8+usl/f+c0f+9EwHNrEU9uR/QLwbGOz93LLbq5Q6QMvSij6QluX57i/Z9ZJYwyXrPSYLHlILWFLUr+3eM7ZFpzbZiRlVAaQ8uRSCnYTTUGKDQoC7SGwhiOT7g8cLRFNynZTQ2TgccTl7tshxlJrmnVFDfO1njs0jZHJzwuDQumawpjaXaGCSenfD691qcTuMw1HeK0ZKnlMUxyfCVpezaZhgnfYi82HJ2qsRcVbAwTDrdc0rKkJi1WhxkNVzIVKKKswLUtmq5kfZgz5UvQJUfaHjfPB2gtKndIorGERdOTCAFpUXJ1qAkzzVqYUxTVw2LSt7l5JgAsTsz6XBvkZGUOxuLiTsyp2YBHV4es9lO+9aYJAq/Gx87v4jqKO1capFnJg+d6bMc5S23FO05PM9Vss9qP+ItLAzwl+KlvPMz1Xsqfnd2l5Trcu9xkkBY8dHGHt5ycBi3Z7CUkWUkvyzk+7bDUDvir1R73HJ4kzgqSIufkXI04s9jY7TLdcmhO1kjSjLgomW0pkjQlKUtmm3V6SU4vzFme8phu+/RGGWe3bc5thixMOLz+aAdTFmjAsyUtz2O65fPHn73Od9+1xN1H2mz0Eja6ezQCRcf2eOjxK3zi3BZ7YcaN801mWgHbw4hD7RppFnNxLaUX5dy+2GblpjnCvODTz++CEDR9j7qruLDZpZ/kbA5T7j0xU93DOmNvmJJmI4aRIdEFSSYIw4imb9NLCoZRBgLOre1Q9xTthk/T90i1poGg7vtgKVxXUfd93v6W1/D0+TV2ttfJkhhbWkgpsJQEy+A4FmFkOHXiCEjBzmhEP1pnarKO/zIy8xUFqmUJkrxAWpL98asXhKmyK5M7LXI8VfscfXaiBZS4JfSTiFnToscQOEQvfBIt6qRln16/RFmgbE20F6KNRemXJCalbikatQnKIsJ1GihbY4xNdxih7ADSBBxIjMZkOb3Epu5DmqVVP9owV2+idc5czeP6KMbzFWUu6I8SHFsytCVlkuNaULqChnLYGMQsTtTopQkLrRaxyWk4AoNAOoIyk5SFQStJicFv+JVwKUoUNnO2xqNAG4OjDMO4pGZLYqNp2gItBIcCm4YDP/J1hzm722OmpXADDwYDjh6bZ20noTmhWO+nfOi5LnccabN2dhc8RaNhs9jyeXp9wJndmPd+5zEmXPhPZ/a4vJujLIs3nWwx2QzIhM257QHGCGqODZT8609exAXmApsoSng+K5gLFH96ocdWnDNIS3Jdaf2vWWqxHmYMkspv7o9NPEHlI37X6Sm6o5xeplmZqaMLSS/O6Y4ywrTg2ITPXpzz3FofbSCKC3wlObs9wrMt2p7kyY2QhqtICkPNsWk4Ntd6EbZtETiSrIBBknJ82mepLXhibYhr2xyfcDHCoj8sKHRBw7E41FDsxAW2JYizEl8KmsrCVwJfSVwp2BqWpEVJP9W0a4os1wzikpan8BzJma0RnpIkuabhSW6a8unGOa5rc+9KG4GgXlM8t5PgWYa7Dtu8//Ft7j3RYa7t8QdP7vHU5jVuOxRwz0KL331smzzXvPXkBM0GrEzVKbD42NktLmzH3LoQcGKmxlo3531PbPL9d0wzSG3+6Llt2r6iFTic2xhxdj3iI+e2WWp79DPN2Y2QN5/SuFLQj3KWpuq0fIfLgxzKkOVOkzjXoAtagcMtEwEb/ZCm75PEORtRhBECV8JSK8BQ0h+muNJw93KDmcDFYDg628AI2IpzHr20y91LHX77h19LUhr+zUMXuLw7ZHmixrcsLPLolT6/8+gVpIC7jkzS9Dw8ZRFnOa6S9EYFSgm++fYlfKVIdclmP8W1BYtTLa7uhJwZ7LLRj9GW4ND0BM+vDzm9PMIUORhDlhvWu0OCWo1hlOBIi2s7McpRdJo1Hjm7hiOh7jlkhebM6g7LeUlWGObnJplbmMJWLnGckOcprzl9krW1Ot1el2s7fYJmg6yU2AiW5xaYnhrRCFoAbG6WXLhylW5vyAIvjVc0+X3HNtISKCnwVPWJTFdZn9NQA8/BUdCq2ay0GoDE9Q2eFHiOopdleOXYl+ooHripw/sfu0KUZOOAQYmyfeI0wbYlWmTEhaKhJFMNj0iXNBTYUiKlJBtrpHGaj014h1IXxGmMUjWiJKdeU3TjGIXAGIOyJW3PoZ8VxGmlvdq2JMlM5T6goCwtOg2f7ijFGGj4CmVp6q6iZtv0swJlCfpxRonAd2ySJMezbbSx0BhEGSPjHGU0M45BCsHuqEBgGGYaM9ayDjdt3nbnFEuzLf7o8U0C2+aZvYivu3GahZbPMMs4Mttgr28wlsYRJe99eJUfeOAIXinpdkN+4y9XaQU233d6mu3Y8PDzfc52U47P+NwyX6fuB1yOLT5zdYfeKOfewxNc3gn5w2c2eMepWXqDEethijQWu0nBp66PUNJCWoK8qLzFgSPHgqWk0NUacS2BEJXG9s475vns+oD5usJXks1RSpjAkxtD7j/SxBj4zFpIXmosBMoSBMqiMJUwLrTh6ITHblwyyDQnOj6X92KULbhjqY20BK7QPL464MaZgKu9GFvAVM0hF5Upb4wmNTDt2nTjFAMEnsvGIGF1L6YbF9w87TFZU9w857ExqkzfC3spi02HNDdYFkwEDqvdBGEJ5pouf36hy60LLS7vRTRdm1vmA2ZbHg1PMRnUEL5COR57w4i9vR1aruT5rZALWxntmqTtVzfzn1/s0nQk77pzljsPTyIsQz9O+cMnd3lyfcT33DnL6l7OMxsDlidcbltqk+UZWW4xSHP6Sc75nRSDwZEWTVexOKE4tx2xNFHjlsUpelHMdMNnJvDYGMXERYnRoI3BtSSONPTiDCMsphs1Lm/16MWapitxpUFbiuNTPle6Mb04o+m5xFnGlZ2E6brgrpU2T25GnN0acWIm4HvvOUZewoMXt9joRVVswUA3roJYcVGyPkjJy5L5psvx6RqOrWj4HqeWJ7nr2CzaUhSZZjscsdMdoY0m1poL10P+8tx1BnHGG25a4PBCh83tLisdj9lWi1rgMUxLkrIkSTOu7yVsDRIubewS1FwCz2Ftp3p4130PDTxzZZNvuuckSzNtbliaYWmxw6Hlw2Bswt4u9cDDkQ6bvT5ra2scPrqE7daxsai16yjXJ8kEn/zEJ6gHAbu7e2RZxPf8zL9/SZP/FdOmxOeaCJJcA+ZzUf4KGs+xK+FZFkCJ59pgg+sqvFKTlJqWJdns9wGHJMurm9PxQMKg3Nef9nCwaDou/bi6sZMiJc0L8iIjzQoGo9Hn2E6yHNdx8ZyANBuBbZFmmiQzpFlGM6jM/QyBq+xqc2wGo2ws5G2S1IC06McZnlPR0QZXWLjSJis1lJo0K6jXXBwpyPMCx7LI0QhKLCFwtEaVGldUAqTUkJeatNAoy2AbTccXrEx6HFueYW075kovJUdwer7NjG1zZWvAkckGozijF4VM+x7ZMOGOG+ao4WJj8fTqgPtXmnz76SnKEp7aCLk+zFloe7z+5DwTzRYZcGl3SJQVnF5oszMY8clLO0w4krPXemwMUla7Oc/uJDy7G1Oa6mJ7tgQBdddGCEGSV1F9bUwVONIGKeBtp6aIck2r5lFaFmv9jLwQnN+NONap0fYU53YSbpj2aTgSxxK0XEmYlVWUPiupOza2EOzGBdOBYmuYooG2p9iLMjCa672Y+YZiZ5RSFJpOoNiOcmxpEeUlmYF2swpgTHg2E75ilBbUHQuEoVOzmW85LEy4IC1cp8rUuONQnTTXbEcF/bTkqfURM02H5akaSVZyy1ydmUCxMcy4/2iD6YYiKw1ZAVvhEIlgNxwxzEvmZycAwccvDFgfpnzTjdO8/liTj13sMUxK5hsOp+ZrGG0Io5RLmynbYc4bj08x47s8vT6kmxScnGuQaIvNsHKT9JOCz66H5NoQZZqZZo27VybxhODklMfJ6YAky2j5Dp6EXpQwGzi0PIdWzR3fs4ZzWyH98Xp/6MIO57ZCrnYjklKDsPAknN8KAWi5Nr0o4+puzIWdkKfWQ85vxzx5bcDJjs+tc03QmidWd/GUZLlTA1Fp81d3QlwlmWl6TAQOvqNwbYlnWaRZBhTcujSB5yqKsiQuMnKtadRsGp7EtSTbYYTr2NxxeIZOU+GgwRjCuKA7jFjdHpBlOYHrkBbVQ74ZOKzMTlD3HBwlcZSNoxQ7/ZAwTjm1PEOa5TQCFyyL0SilyEIcR2LbNr7jUkoJ0iZMMmxb4vkuSBelHEcEq1YAACAASURBVCzLRlqK61td0jTh8to2jnz5/4J85Si/AWUbPGWR5AaMDSLHVfbY3Ldo1VySQjPr27TaktmgTZLF1TdyqNFuC67u7uI6AaMkpp8VNOwq3cqxfBpCURYFkYY0GqGFzWAUU2qbOKp8p/WWTZwCSJqBpDtMcW0bHZjKt+tYlCJAF4a9OMHTJdqx2eomKFtR88CxDTVHsT3ImK47GAO2LYmUjbKscbAqx1E2WIJBmqGlGGu1Eg2oPEMqQSAlCQZlGVxj4yZDZJ7Rrtk0lEU304zi6kFhARO+xLgFP/yWI6SZ4dc+cp63v/4GblkYUfMUV7aHHJtV3DpX44NPbfOtt01xqA7rWc7UTIPXdVbYvfQMO8McdEHDdTi7OuKPzg9o1RTHZwJed2yGRCq6ScGfne/xzHqf77p9gQ8/s8VmLyLLCtaHOY3pygeYas1CwwUlwSqY9C1um2/y5GbE3iglK6oMC0tUN1qcl/zYGxZRlsUT60NmWg6TTZ8rW332wpTdUc7rVqYodMrHL/RQFlzbK1luuvTigsmaQ6EN53YiZgMHg2GYlbzpaJNPXB5wrFNn3rWRBvI84/puznRg89RmzA3THlIKLnUzBqlGihhjWSxMetQo6EU5mTYoS9KLMjaGMTdO+Sy3XeamAgpslBCs1GG3H7K2l+A6NieaAc9c7/OtN3coS8GVvRFJbnj8WshsI+Udt3TY6ud4tsZ3DKu7Q+5YbPNbD57lma2IVk3xo286yeNXQuISfvaBJZ7rlZzfGhEmOd98tMH337sAwvDhM1t85nrIXpTxg3fPkRnBrz26Ri8uafg2/aTAd+D08iSDsAoMKSkJ05IHTkwwEyi6wwGzDR9jVQHa2ZaHKy26o5QbZlvYShLv9ZmqN2jaFo9c3sGzLRwl+bPntlCWhWNJECWeBZv9mG6cM1N3WZqsc7kfYYyhn2SMspJrg5wzW2ucXghwpcNWP+XK3irHF9ocazf5o8+usdUb4UiHe4506EYZUaG5a2WCOC1Z3+3Rj1Iavs133b6IZ1ms7/aQQqKURSdwSTPJ1Z2QZ6/3aPqKr795npMzEzy/1SUMR2DgobObNLxqvd2yPMlaf8S13YjnN3s0PI8TixP4rsfuKCTJ62z3I/pRRgMIfIfJZg1HKZTjk5WG5y9tc3SxwHYcnGYTZfk4tQZr17cockNQ87EbTcJ0QBknhKOItCg5d3mNRt1lauLl/zXmFU3+uu8YMJWPKy+qABP6r819WaVLzdYUraak7QC4tPwa/TgFXHpZ9ZGlNLN4x60LvPfxyxxq+zjCRRvQyqJMCiJdEoUjtPYxFtgiRRsfZWfUawFRkmEwRGVJmZY0ah7aZNS8OmleEEVDotRCS8HeMKThVv03aoqaLbCVItY5gQW27TEYJWhTEpcCXZZEeUkjsHCxiIqSuqPQRhAXOYGqxm8bkFJi2xaWKQmyAtuUFFFMUZSc7HhsRSXKwF5UYNBIKTh9JOCbbz3E+lbEn53fZb7h4NZ8HCXp+IbTc3W6/Yi/uNLn/pUO7396kx/8uhM0XU0Sj9jczXhstcuhQPLkhuZiPyMz0AokP3TvMo6jeGIr48GLO/TjjKPTNW6cbvLrn7xAkpb82ru/nvOXrvHkxU3+w1M9Mg1vvWmGR9aGrA9jVloOgesTF5qreyFoQ1ZqpnyFLS1OTDq89ug0F7oxtqVpeQGr/ZApz+Xxa3vM+JIp3+YvVwcoW1bCwZZ0apKihCNTHhd3E8KsxLYEloD5psN84PDEVoSyBf24oOEpihJaruDIhMNmP2VpqtK2nt9LWR9kDDPNzdMe002PvCzxJTy/lzLT9OjHBc/tREgEdyw2OH2oRS4kRVlCWZJmOde6MQ1H4joW7ZrLyqTL1iBhrZuw2s94/PqIpmfzhsM1LAR3LLTpxhmDPMdXio+e6+JKybm9iELDrYcavO5wg9lAcq2XIaRDO1Acb1rMBDbXexkfPttlmGk8x+Lew5M8dq3PMNUMU81aP0UKONSUvPWmaSYCl9VewtPXhwgLHjgxjUOBMdCNc67sRjSDgJlWDUcJHFsw0wzGaVA5joTuIKIXJ0w3A85uDHnqeshGGHPnQgvXljRdwfogJylyTsw1ma67xFlOb1QpFEle8LHzXdaHKadmA45PBcR5Qavmcf+JWRY6Lf7kmXW6w4iljs+J6RaPXt5lvZ9yy/IsDdfi7LUdnru+y3LL5RtPzbEw3SbMYCdOWOg08RwHDVzaSbjWjdEGjs9VLo84ydgOUy6s93jq6g5JlnNstk2iNevdmJmWjxaVsuMom8mGz8r8BJ+9uMNmr8/CVIvAc9BYJGnKPTctMdUMaAQ+9ZoLtqThe5w8vkC7M4/GxpQJRemQ5TllmQKSME4YRRHxsMfG9oidXhewuOPGJW5958998VH+Tr1GmqeAwVN8TpgqW5IVJY6SlcnvWXhY9DJN23foxxGbYULL8aCskZYjyEoCr4UbBLTbLcq4TyOoE6cWe0mBJyx0UKNMbZIiAjzIcrBdtoYhyraJs5wojKg3m6RGo4Dt3g6uckD6YKUkSQq6JMkLmo4miQ22J+nnJbYQBH7lLsgMlLkGBK600AiWGy16yajSVnWJKgyuVfmMG45CWjaXtrvcMNnCSYccbnoMk5LNUHN8ssbuKMWhpJ8YAk9RoPmZ77qRs1f32NgK+dCZXQaJ5sRyh0DBHUdmOHvuEtt9SbtWuR8Wbr2Bf7Q8R+/qKk/uJlyLcs5sRbxxuc6VXsmlsEoLOdyUvPXUNP2s5FIPfvvRq7i24MaZgJ1+xG+e2+Y7bp4jjBPywYCmbfjwuSEtXzHKDX96YY+1QYIlBI+PIoSIabsSW8B0TRHmJb6yeMfNHRo1j6e2Ig5N+thC8My1HoNUc3Er5OuOTvLE1T3WhhmvOTzJw1e6tMemt+u4kJc8dj3kG45M8uj1AYUWFFrwzGbKs6rEEpIoLChKwdowxVOSrRDO7aS8ZrHF1lBjCY1tWRyZCnhuKwTLJio0W/2UTt1hMnDYDVOysspKqNeqKG5UGLIyA1Pw3HpImBTMNXy2o5LjgWKh5bKxF1Jo+PC5PrnRfO+tkwgE26OUlQmfTzy/w12H6txxqMEHPrvNpG9zbZiTFtULJ4s+3Nix2RhZnN8a8e03ShambGwleeTKkN98ZIv7Fuv8wH0LBL7ksasJMw2Xew/Xee9n1rGtyhLcCUv+4vk+tx1q8PT1kBtmfFZaPpt7A2bqARuDjIeu7HDnQoOWa0jylOmgRpyXPLm6w8xEC1cKnlzdoelYnJxr8dxmyGZc4ipB27WZrbtsDEZ8ZjXitkMNZlses3WPpmez0a+EyNXuiM1BQcORvPH2OTbCjM0wZakdgCXZGkR84LNrzASSe47NkmQlT10b0otyWp5FEvXo9kpOTAV8950zGC3Zi3KitGAUFUzWXPrDEReiAU+vhmhhcWiuQcN12OtFaJGjCxhEKanRtOs+3VGVxhUXhvPrXTZ6I47PtzkyN4lBcHGjx7W9EavbfeYnGijbplHz0cIQ1GywbDIjyUrBXliCHtJYnKc7SHCcAV6zDaqG67soDaN+j4uXr7K7u81Uu8FuNyLNRhxenGGi3qI7ePk/ePg8eaiOqfwxFfYHowCmWy4rrSq63/IdkszQbjn0wpLNsA9A26lVScLxkB980zE+eWYPZdsETQuTGywpWd0IUZ5Ld9SljBS9NEJZDlqU2KIyPeu1AMNfvzWlbBttC0ZJgslgL07QeUGcQZSn1VtRWNR9F2VJlFWibMlcMyAev12lbElclHQadbRJx/8LY1MWKcqSlAh6SUzNsknKgoYKqOsQmWaIPKHpKLQWOFYVrVxsySrZuzScXmxxy2GPUe6wuZfwpxd62K7izac6CClpmIRPX+zxHW84zsOPP8/y0RWWjx0mWb+MLS3+7ccvMeNazLQc5j2L//jcANuxuXGuyR3LEyTacHmQEJUuv/HwBVzLwmjB9UHEtG/xU995J+cvXMf3bD74zC4bw4Rz2wnDrCQtNbmuPiv/wvVX0mLSlRSlwZaCtit5y/E2l/oJtxzqoIGLO318JRmMCsKs4MRkjUt7I1670kBrwZ+c3WM3KjG2x/d+yzdwz/2vYWpukTvuvgW/UcMIgSkBYVW+dFNUDzS3WmNpmlL9K0/Fk+cqhFRgqjWwtTXgypkzPPGph3jf7/8h1zY3mXQNR1ouy5M+qRZ0k4x2UMNxLWbrDt3hiLPrIXUlUK5DWsLihEPHs2i7Nkme8tELIXfP1+jUq8yK7agk07DSsjk9V2NzVOAph9mZOr/9qTUeXR0w5UmOtBXH2y6ZgYmGx72LiknPxxjNRlTy7x/bYSvK+EevWeTCXsYgS/jW0wtY2uJDz24xSMCy4FovQiC4Z6lBmpfct9hikORshSM2w4JHrkVkecl03eHmaR8jNCemmzgWXO6mzLQCNoYpvTjleMen6VrVtbUV3SjHlAW9YcxT6xGDpEQpwZFJn5avWJqs041Sklzw4MUdJnzF4pTP3YuTfHatR9MVLE0EdJOcc5sRG8OE450adx+ZppeWXN4LMaWm6bt0Rxnrg4S7lpu867WHSbTFKM7Z7CXEWYayFauDnG5cstoNqfsOh6aazHXa9JMUnVUvUKzuhFzY6uIoSVwK4rQkTjOeXdslTHJcKbjtSPWWkxGCa3sh3WHCMEq4/9QK2gjSPGNnEHNqZY5D020agWLl0ALre32yOOSWE0doTQbMzizQaARIzwPVYGftMsPegCga0u1HhFFCmuXMz04y3Zkg6if85u9/iF/8wMMv/VHyVxKoh6cbf4OobElelEw0asw2FC1Xjk19F6iRiJB+r0r+v9If4jnqc21dafOjb7yVp9d3sW0bWxl0PqIfaWy7xsZwjzKx0EVBL4rZHGRMth1KbaGMQ2limkFQCVJtiNKseqW0jIlTgdKSbpJjW4JePEJrg1KSTlCj1IbDnRpbYcKE76JsibIlSRYzVfNJsgKlJMZYOLZdZQ5kBaWWSFlg8gzXVtTSFCuPUdrQUpqNYUmRCmzXsFC3CWxBVJa8+UiLq92CkysNPnS+T0nJ6cOTtGsuDddw6coWiwszzAWG0O3Q9DVmEDNIIp441+W5vZT7lxostn2e3wr587URs3Wfk4stbp5p81ebGavhiMev9akpyU2dGv/64atM+zY3Tddo+jZvv3Oea9sDnl7PeOjCDt2kYDsqiApNUlaX1RICQ5Ui5UpBoQ0zNcXdi3Vunm/w3OYIY0tuW2jRHaWMooyzOyOanmSl5fGXV0bUWzO8+396N6+7/7XMLE7RS6o361oTUySDLp5ySNKEfvRCHnN17lajTm84HO83SLOcJBm/yebKyjfu1kjSiDQJcR2bna0ux44eA9umN9gjTTJc36YdtEn2dnnv//Nv+a33/S4npyS3LzYZRgnhKMWxDE9uxdRdm9OLdRxTULMlvusQFhpLCwZxxtPrQ1baLme2Y050HI5PBVzvJQgpuHnB59IQLm4neJZmzoNPrYb04pK3nWjx2pNNHNvmk+eGfPzSgKuDmHfeMc1c0+f3ntrl22+d5vbDE+yNCj50ZosbOj7boWE7TGjVXc5sDJn1Lb7hximsAtLSsNob8fFLA3xlsVj36GU5bzk2RS8r6YYxm6MCbWBpImBpoopldMOUOM+Yqbv/P2dvGmxbetb3/d611ruGPe8zD/eeO499b899W90aQQg0YIkQYkBmUgwOxMGkCkxspxLbVXGlbCqVcsouHAhV2BgDkUFCICRFiJa6JfWkHu/Ut+98zz3ztIc1r3fIh3XUhJRRlby/nFN7OPucs9d61v95nv9AZmqu88Yw5as3R5Sq4tGFDveHKWfmOsy0A3zfI/A8Pn9pHYPlhx5eZKYd8uz1bQJPcG6+zRsrI751bwxYPnF+muMzXZ67tUtW1RzVbiDxPYe0guOzER96YBohI4xxGYxS7myNaIWSQS74wuUV0koRSJdHDk0z0WmTqxLP81jeGZNXms29nEGakimDLz3SyjKMc8ZZwVwn4M52TFbVy+BOw6cRBvjSwyA4f2iGViNiaxizPUqY6TVpNSNmJ1qcP3aEQleMk4z5mT5Hjxyi3+2AU8/ISxVw89ZNpNE0Wm2GSUapNLs7A1rtkKIU/B+/8zk+8b5z/Oyvfea73/L//2+V0vvLKEWuK3BqFBH4IXk5JC8q8qraZwTUS6u8NHQ9n8IxeF5dYEdxyjiuiHOHvMwpSkVAQOhXEEo6/Q6Ls3XSQ2EBckI/IC8VwzhjENfZY3mZgDKEjsNWkgOGcVYTygPpEjgOeakIfY+VQQZYykoxLmuyfODu/5pA4HmEgUdR1RtRX7oU1kAFDTfCzyqoCqQGz2riVKMqUGjOTwRMtR02Ys17jvZ4aS1Few5/fGWP24OcuakuU1HAYjeEJMVrtFjsRnxjeUBfVohhzigpeOHKLn9+Z4x0HXqRx9peweWdkl4YMtNpcn6uxbXtjMtbQ65vpQzTgqePTPDV69sgYKHtcXUz5olDLRxb8uzbQ16+vUOuNexr2v192dxs0ydwBZ5TSzQrY1lo+RybCHnqSJdhrug0JQ/O9hgmBS1Pcml9zDBXKOXx3Irg13/93/C7n/09PvLDH6Uz32OQOYRBm24jIo8H5GXJIInJlSLwfYqiIggDwGU4zqnz4SSbOzF5YSlKA9Yh9Nt0W13yoqTb6hKETXBCpmbnGCYJw+EIrEu32wU8rBXkUvKpX/lFvvbSM3zy53+Vf/ncCr/76iY7aUlpBJXWLHYj4ryksoJUKXbTnG7kI32Hu4OM3Biub2dsJFVdwMcF012Pk7NNnr8T88qdIScmA05O+lzfKYhLg3Qdzi228WVIklg+f22Xm3sZc02fbuTz8nJCO5KcO9jCdVwurY3oBg6h47Exrt8fa6iM5fFDE3R9DxxL6NRjj/m25MRki1AKZpsege/QDVxmWyEnphpgLd3IYbYbgDBsjOvggWFWkSvDxqjk1dWUtKw4MdOmF/nElWF5UHBvNwFhyStNO/I5N98hdAT3Nkcs72acX5wEV3J9uz53cARhGHBxdQzWEPiSUEoGacUgqzi/2OX9x6fJlUdZVOwkKVJKTs11wJdcXtshkDXftxvVtaCscopSs7Iz4NXbm2wP4nfOwbzQdBoB26OUQLpgDaO8ohlISmUYpgW7cc7mMAEs3VbEbpzgS8FUN2RuskNZaaC+yI+TjLKsCALBgblJ2t0mSrvkw5ir1+4z3FsnCkK6rRbSceg2IqZ7ERP9Jr70efXi2/jS5d2Pnfpra+R3RqhzHYv+y8el5zLVluB4BJ7g5PQEvQjQARtxzKAs6j/OgWC/eIbCodts0Y0MP3rhMNfWE3IUe6MES0CalzVilCFpnqKFQ6aqd7iquij30aZXk+U9f9/spEJ6LrvjBGttraOvLKMsJystBstsL6xHB0bTCgNakaAfRXiOwQoHn5qn+u323wJ5qUgrjXQEWil6usJJS4QumW4FNKXl9nZKoQyLrQBHaE71Q3aEx94g5b0PznNvc8zyuOLEXES/0yT0FdPtDi+/vc5UyyPUgsSXnOp4bGcFr97J2EkLBpnh2GzE0V7IG6s5pYZYa7739CRLkxHXxw6fu7TN83e3afkejy82+MzFbb7vSJPHZpp8Yy3ho+fnaQrN5y5v8eK9GE8IYm3wHMFepkiUwXcEqTJYC5HncLDj89HTk4RRhGM1l9djwtDj3HyLLCm5tB5zeRd+41/+C3qLC5w4c6q+EjkOwzgBKwBLp9ViGKcE0qcoDdbxCf0WQauBdQTWcRF/VSOyfxDu/wjq8/bbCU/fvt/uv8QCGNB5hdAGoTIGw3W6zTZFmTAcj+l0J/ZnGSVhGCHcgG/82Vf4R//TP+BwlPN9Z3oM0pLV3ZSzsx12Ck3gGLJccX0nZ5xblvqSfuRxuNdgOS544e6Yq1sZP3thmhM9yZeuDXljPUdZw3/75Cyn5yLSEv6HP7uDJwRPH2rwxFKf331jh8XJiJ98fJbr6zmF1gjPY5TkvLaccH6+zSivCEOXuU5E5CjmOx2ur6d84doa3cjl+05M82fXNnl4oc352SZ7SUEQ+PhC8KdXd3hgLuD8Yp+3NgYMUs1GrNiMCyajWiyxHhcUyvJD56fISsObqzGFtrR8D9+tZbpBIHn80CR3tsb80ZubaGv41JNLHD80x0u3t3nzzhYfPb/AgZk2z721iVV1B+d7DuujnJlWwEfOzHDq4DR7WcWoqGgEPv2Gj+e4KMfh8sqAYV7RbIRs7iVsDGLagYv0Ay6tjPjKlWWssUy3IxYmmmyMMnbigqXpNlOdBnlZv+fyTszGMGOU1mY7oe9xaKZXL3i7TfKy4vh8H4vAOA5bg7pbfeTkIocXZhhnBQvTLc6dPcnE1DSXLt1kbWOT1Z0BC5N9HnvwEOCTjFPA4ocu0g34vc99levLq/zUx5/i6Sfehff4T333Lf/xua5VuuaDNvbnpjOd/a+9Fj3fr+ejccxQCYZx/A4iBJhpdxgWGbPtkKVOwAcfXOLy7QFjzDsFM1UaKQypYV9mWuJLyd4oIS0qWp7D+jhFepJ2IySN0/0Zaq2x18YyTEq0dTEKMpvjuRLPVVjrIQVMdtt4tsI4Lg0PjNDMt/sMkxTp185TRtdFtagMxmhCLB1hCdIUUeZobWk2Aoo8p90K6QhNK3RIcs3pxRbracb7L5zkrTtrBLnh3jjn0TNzaCFQZYbVDkVsuLqRcupgxAQ+F1cG/MWdIbPtgO0s52ffdZSbuwVvrA7ZGBccmevwviNdXBmwWTr89rfusrqXc2Iq4vJGzGsrY94/12BYKn7x6UWubmZs5QpPwGev7hEry9FeSFZptrKKmZYkLWpNvDL1/HSxIzk21cB1XW4PCjq+x/cc7fHNO3usjuEXf/Hv8sm/8ymKqgLHA+HiS5+iKMFqCgV5XhCETVr9g4hA1MVRWLB1gp5rwDGawXCvdihzatlmXowJZYM8T+tKKQyBX8sDER64su42oggrXKwQuPtc2f/UzZYw2FghcDWjZJdANoCKIOzj96YpRwOuvvhVLn/jOf7jH/0BU5FlrimJJNzczZlp+cy1/X2Cv8enX9/m5m6JK+AX3jWNsi6fv7JDZeBvnO1zejYk8AT/9oUtXlqJmWl4/NDpLstjzXPLMT/37gOcXujw9atbzLUCwihkeZjw2vIYxxi6kc97T0xQVIrSCiJX1AoiaxlniuubMYErmOmGPLbUZaoVMooVd/fGvHRnwHTD5+Bkg700IS/h7Z2E61sZBzoBt3czlDFcWOpwfq6JFS5vrI3ZGlecmWviuw4bcUEnkPxXD83xxRsDvvzWFp6AQ/2Qj52fx8oIP/SYDB2WBxWDtCArDIGAN5Y3mW56nJjv8cBsl4NTDYYlGARN38EPG1hTUSrYGWdsJxkGj0FRsrGd4fsug7Tg+taYr721QakNB/sNLDDRDMhMrU40WjPdDmvXN9/l7lbC5XvbWCyHZ7p0GiEGwSDOGMQpU50mR+b7YOHxs0uMMsOXXrxCIB0+euEMCzNtDh2Yoz/RZ3llh6JMaXd6THRbxHlKv9GkMpqu71MZyyCOuXTjDmtrO3zsPec4c+4ExkDz3b/43RfUMwcmLECp6rloK4pYmmyAA7ONiND9NsE+Z5gphkqBgdlWi4EqCI2l22rQizQQ8IOPT/PVKzsY67xTONfGY6TnIY14p6Aa6WAKhTaavWGB9EO0awmwpEWBdl0kguXdrJ5xao+J0CfVBa0oItOKNK8pFRJBMwowoqLhB0Sug+fVRH3pheSqoBlIJD65qbDaYVaUhGXOdGAYDCviUuFJgQ88PBex0JOsDCqMcDkz0aAxEdDqN0jLksHeiIXFadY3awetvb0hp5YW+K2vvMV7Ti3Q9zX9dsiLN7a5uJpRKMMPn+6jnIrrG5aXt2JOz3W5cLhDu9HkjY2Uu7HmpTtbjFJNO5B8/fYOTc8hrxTnZ5v80gcO8+tfX2FQVIyzihuDAscRdGRNog88h8WWR7a/mfZdF1fC0X6TsTY8vNipydvTTb61POYf/v1/yIlHz3Hg2DF8v0WpFVJK4jTF4tJuSDANTNit/fq+fWhpKONdqGKoUkbxHoEnGSUpvutSVvs5eLYmbGPtPjE8AevWyMvzwWrKStVOZziAg9yfxwd+QOD74PjkQtKaPIjn+38F9b4DcjWouGBn4xrYinanCYT77arLnetv8eM/+jM8Ma2ZbYeUSjPd8ViaaPKnlzZ5YzXhb1+YYyKU/OZLqygL/UjyS+8/hIthfS/nf3nmHqW2/Oj5HuNC8JWbQwyG//GDh5nu1Esu4fjc30tBw61hRqkFoQPdho8jBEv9mmD+zI1dTs52eOLoDJfv7xJKwROHJrizlzDTbjIVCi6uDepRlrZkeYG/32G9fGdAoTV5qbm+naKBn35kjruDjM2kplMd6EbMtEPeXB/x7qNTHJjwsdbl5bt7WBwOTrXJVW1olBUVjx6e4/iBSdZHGTfWBwQuZIXh7tYevuvxiYdmmeu1wfq8eHeVtNQ8dXyGIJRYZbm8GdMKAnqRS6ItSV7x1bfWsFrjOy4XV0dsjGq3sJo1oZGew0QrYlhojDFM7hfTvNC0mz5ZZbm5MSQKJGcOTjFKC9Z3Y3zpcu3+DtYamoFPGHg8eGSWC2ePMiwUz715iyJJefqBA1x4+Cxff+MWX3npEh+5cIJPfvhJ8HwarSaeH7C2ukXTq12s1rZ2CKTLu84e4NzxQ2hX4voNmn+Nfd93LKinFif+yoMzLY+liTahH4DW5FrRa7UYZAVFngIwrOqX5FoTurDUaxD6DmiXjz9xiC+8dpvUarRw6Pg+aV4hBeylBZ4QyEbExu6AqUaEVpq93CA9WW/ttcYYj7TK0Wrf7clVWCNoRQFNPyBTtbw0rSp8x0Vbw3QrYCcp6LYijNa4pDYxXgAAIABJREFUtsJaiecJcgPSSozIWPQkkVJ4KuGho9O8/tY6QeAxHFVIV/O+Ay0WZj1W9wp6zSZvriQ1ATvUvOv0QSwZolIcnJskG4/YqQxdz+H1tYIH530CAVtDxZsrMRuJphe5PLXY4PnlgswYem1JYQzvOT1PbkKevz/mxbvblNrQki4X7w9YHRcUytDw4E9+7jFur4/458/dJy0NN3Zr1VPgORzqBNwd5kC9eJoKPI50JSuJ5ux8m+l2QL8pub2bYY3Bddv86j/9p5x/9wWSTOMHATge1tRzZ1+6SNkhLgyNyTrG3jGKcriOrVIwFTt7Q6yp8F3BOE4AReC5WCPAKIoiR5tacVcfdxZrBAYNxmKFwEGAqNVZnuvhOl6Ndh1B4EsKVaPYotL4gQRH1uoYPyQIQvzONKbRx5X+XwWyBjaWl/FtBhQ11U4Y4rRkaqLLb/yzf8G/+vd/wIePRlzZGDPKFT9/YZ5hUfHicsIb6wk/8kCfpw/3AMuvfP42cWlwBPzEQ9Nc28l4dTVlvu3z3sNtKmWY7bg8eeIAcZbzp5e2iQtNJxTMdkJCz2U70SxN+JRKcX9YcH5pEmEtc+0mvZakUJZRXtYep2kBjse5pT6egCwpuT9IyCtNnuV85tImaWXZSytagcPpqYjpZsCLK2MGWUXgCQ716/seX2rx+JFpRpXiS29u0I18PvrwIsNS8+zNER3fIQg8fNdjY5xxYKpD26sdcZZ3BrQDn8WuZLbXYD0xDJOCLCt4YLFNO4rYKxKeu5mQVZqjsxPM9SJure9hEOylFZ999S5rg5TAc3nq+CyX7u8wztU7rJNSG1zXJas0zUDieS5JXuE6cO7wLK1mxKHFGZY3dtgeJBhtmZtsk1eWL79yje1h3eYfnunwkx96kA+++wIvvL3GZ/6f55nqRJw8NMtnn32TLMv5hY8/yfzMDOM04fzxg0xPT/AXL13h1p1Vet2Qd50/woOnDoE1eNLB9ULcIKL59N/97gvquUPTFmrUGXo+YShY2qdJhX6t0ij2RwJ5mTPUCjTkaQmBVy+bfIeu5xGGgr/5nkN84bW1GoUqifFAOgYpWhil0CajHTQYZBlpQW3TV4ERBcZYjDIc6ffYyzMGhUAbzWQvIsstrcChHUC8L2vcy0o6QS1jzEpLtyUJXYPnuhgliYuMbtggN/XWfikwTApDkVVoBw63fK6ujvClx2zTJatyfuxdx3jm2g4Pzoe8cGeI6wqOT3d45s4Wjx/oUSrDTMdDOh5zkz6v3dzj4EyXlrTsxjUPb5iV7FaW032XG9slz68UnJhusDThcXqxR9RscGtgubSd8OqdHRxX8PSBNr//xga745KGK/jML3+Et29f5z98a5Pl7YQrOzmZqsVp1loOtn32MkVWGaQrWGz5FNoQSodHFjpY1+FQJ+TNjYS3tzI+/Tu/xeGHHsQLG6jKUlQl/j4ilF5EZV2cqI/raKyKqcZ7SEp2hwPKIqMsCnzPQwpLWeYUeUGWxTgOGKVRqh4PGFMXUEuJMeA6DsaCEA7CWIwwIOrlA1gcx0MIB+tYBN4+YPVwXQmuW3+WjoewkkYkwYVSCfygQb/fBSEJWl2cziLW3Ueu+/BVjSv21i7TbjVr2pbVlCJia22FD37gQ/z9Cz2u72TsZiU4Lu852mGxFfDa8oDffm2bQlscIXh8IWIrVayNFY8sNhHC4epmSuDCP//4WXaTjN1Y8cKdPSoreOpwD2EUM90GwhV87eaQUDqcP9AldASzzYDZtiTDI2oE5GnBa/d2wBE8dKCPtZaW79bz0d0xG4OUvFT81surlNrwvcenODff5O5OwjDTvLWTkZSaYa4QwN96eIZzi13u7eZsxAVZZfj4+WkKJ6AlZW3T6bpcWR3w9saImV6DBw/0WN0aMExKppstzix18YTPS3dXscYyFfkc6DVphB7fvLPNxbUxvnQ5Mj9FO2zwys01DAXGuHzujftYK2iHkpNzLYyBm5tj7u8leI5DrjTWClxXUFSaQLo4joO1lkbg8cixWU4emEVGIRs7MdvDEScPTBGFEeOspNPv8k9+808oS4XjwJmDM/zYhx5hstchzhW7o4QvPX+J68ubfM+DS3zvE6d572MPc2Nth8l2wFdeucKXvn6Zq8ub/Mbf+wEeP3OY3nSf7kQH482QjncIooDgws9/91v+oirAQrfpk5dqXwsfEPgBWZkDtS+jxTJQtZqjXuxU5EVVoxBbu1MFboOq2r8fsNYBrelGEUFksGiKqiLTCkuNOqx1CITGJ8Aaj6lOl824ZJSD79TSzq3BmCCoC0m17yBfKr1/VasXXr3Ioaw0pfUw1qXQOZ7r4llD1xPMhj4TjibJKxJbshj57MU5nusw13YIA/iJ7znLFy+v0wk037y1RdN3OTwVIYzi8QMdrq4MaAcONzcTprqSqzeHOK5DXzoIJLvDgu2kxCJ4dKFNkgu+uZzjew7zPY9GIJmf7jO0LmvjjIv39zgyHfFjDy7w/N0xEnAwSEewu7LMtZUB3392hvvjkulORDvyOTnbYb4lGRf1HNUVMNuUNAOXduTx7uPTZPtt6/1xxS5tfv/f/WsWzp2i1AKsoKz0O8U0zlOSUuGEE7g6hfF9ku27xONtNra3qfIC3wXf0ZTZiMFgl3g8pCyGoHLyJKbKU4wuMGWOKnJ0lWNKMJWiylN0kVMVGUWeU+Y5Os9ReUGeK1RhKIoclStMpVGlxqgSVRVUZUFZVmhdLwyzNEYYDaakLEZsbGyyt7dNMd4mW7uCTUb1YqsGwHgtycTSA+zFOUWZ18YVVczi4jwXX3+OX38j5vpOzqnZDu8/McVcp8G4LPiPVwZUxhJ4Dgsdj0LD6rhiqR9wcqLB5Y2EUlsemmvz1souNzYT1ocFiy2fB2dDpCswwiJdy6WVGKthsRsgBQzilCzLubs5xMEyGI25cn+brFRMNSMKXRK6NXd6bZCwPsi4u5fwxbd3UMYS+R4H2h5ZURB4Lrd2U6Qr8N3aL7YdSGbaIS8vj7i4NsZqw1JXcms7Y2VrzE5cIH0HKV0KXXtdHJtos7sXc2N9TFkpDk+4tMOAnayg0IaZVsBCt0ErqJ36b22llErTjQJKpdkeJwihKZXg8sqQOFdI12GyKSlKTehL7u+llMoQFxWVtlRak5UKZQxKGypVpy/0GgGdMCCQ3/abMEx1mhRVSSuU4CgC13L28ByNUAKClZ0Rr1+/z9rWHhOtkIlmCNaitKEVhrSbEcL1mOq1ub68SVUqri5vsthvMNmUtAPQZY7oHsBttnH3RSZ/3e07KqWk5+F7AmsdOq16y76XphTW0PUCjNIUKgGifTd8wDhY6deuVPu6/aysCByPMpHsDRW+59FqSAZFxWA8xhM+eeEivRbDLCff54BKa7HCJ1cVvq/Jy4RcG6TvkCloBQHNqFEbT9uSceGgjUclKgwWzwi01VQItLHoskL7DtoIrKlIyTjshizJnDRRnJgMcCqPcVLw+OEJ8jTl7JlFbq9scfHOBk0p0IXloSNTzDY9nKbE0y5/fnGV2VbIelzRbTi8dDvh/MEeKi94fXmM2wh4bS3le491aDiCl+4NeHOtIIw8PnJ6gkfPLoItuZ3Bczd2uboe8xOPzPL2Ssz/+Y1bbAxrQv6Xf/UD/MpvvcR6VnB0us2fXNyhsA57cUngQN/R9FseV7YV2sKZ6QbHZ1ocm+/herWBdHec8+Vre/z+H/w7uvOLNWMjirDGA+HgBx4IgSd92n4DT6Uk21dIkxFWKxCGsiiQVpOmY5KqpKoShLGoKscoizYVulJoq9HKoLTdL9YVZVVgrUDpiigIsNahVBVSSuz+St+TgsCPqHR9UvmeQ6ZTXNdB7rfywnGohMBzHZQT4EoXa2wNEYREeopKZQyqAjwHdrdoNCP8sA2yTTh9ADeUzJ08j9Cwe+8mzQiqMkc2Wjz70rNUo5hf/qmf4MS8T6oK/tdn1tjLFCenAo5PRZRK8NJKws+/d4mqqPj0G/Xy6eyMT5wpPn1xm5mOz5nJFucXInbyCs8WzPcbPHdzwLXtjKlmyMX7IyZPBShtWBtnHOxGfO3yCle2Y+4OCn7s0YPMdF0iKZGuZH1Y8K+evcNWXGB1Tbn6wJEeM00Pqy13RwX3Y0srkFzaiHEdwd98aI4HZhv8xds7dBoen3ryAKUyvHh3wNa45OEjUyz221y7t0uhLJ0wZGquy//9rTu8vbbLx85McbAd0PZ9BllGrCqOz0ww4UPThe1S8ek3Vjg62+ZYe47rK9sEZUWuLFHg84WLd9iOC7qR5MRsG9/z2BznvH5/g1Fe1qysfTezStdCDiHYd3/zkV5tbhPnireXtzk0W5vztAJJtymJmj7N5izPX7rDXK9FN5K8fX8HYzS3V3ZZ7Le4WWrubmwjrOGp0wcIA49ABlSqQjiS/+uzz/LGzVW6kcc/+ZHHCMOAWMGhxXlEYxajBK5wqLTlr7NH+Y4t/yNH/nKGOtuIyPdBbugHzDR8QtcSastGWbGRlu84SdXPkWAMs62QbhSRlxUfOj/H515bfofytJnmHOmHGNchzWrdrba1LdtYKbqejxcajPLxPBerNZ7rIq1mUGiaUUCqC3xqXa+2tm4DjcV1LdITNP0QYzRxpWsGgutQqIyTnYCeMrSloQ1klULZOuLkPSdblIViaibi2Ws7mFzTakQEQrM4F7K8U3L+6BTPXNkiSQpWx4off/ogl25sYUKHk1MRjhVcXot5bbVioedxfMLnzmbJoLJsZSV7peaXv/8krW6LNDcs7xX83it3CaTDD5ya4NOvbHB5bchupvjtn36KhcDyhTfucG8vZ6uwrKWKtdwwSBVToaAnPXbSEmNr9U0rkMx0Ap4+Nk27FeI6got3h3zy5/4eD33wfcioRRTVLb4nLUo7lAqiwEXlKQhFmedgLWlao5mqGKLKHFUqbJlQlQWqUqiqADRWWbYGY6yul0pxnhN6EteRKGNwHQFoPFfux9cIrAWlc6zwsftzU89zKbWquwi3prN9+0CMwnD/dQbf98BxcISH6wkcIXFdBzP5AOefeC/XXvgLHDOoOYzCxQ8DcMP6guG7tDpTuBOHcQP5Di1LDUtMtozv+1RVreaSLpw5+y48k/GxUxOUWvH6aspUU/LDD07y+Su7DHPNjz4yw8XlMfeGOfeGJU0pOTIVMt1wKZXl7HyEAFYGitlOyK3tBOG4HOgFOA7M9NpMtSKurWxzZSvm+GyX4wt9ZjuStuehteXq+ojA93jl1i431wecnQ052G1waW3E/VHFyrA2SO+EklGh+djpDg8sNLi0rvnK2zu8+1CXD53pcXtoKEoYZhkfPTeHkB4v3Rxwb7f2gz073+Hy6pCNpOTDp6aYa0vK0hAbQ6vR5NjCNI41rO3GbI8zbgwKJnstpO/zzRsb3FnbpR1JrIVX7g1J8oJj022kdGuPjTDk1m7MjfUBZalQ1iBdF8cRKG3rWbuFRujVx4qF+X6LRijJS8XCRJOnzx2h12hgrMYLJFp4jArNZ599g+29McM4xWhDM/Q5c2CSQHqM85JhXHPWjy5M8on3nefeesJr1+/yR1+/xJPHpji92Oe/+cGnmJybImh16PdaOJ05dnbWaTW7SClwH/rp736G+tDh/YLqSEJHkquUUHp/SYtqRvSkx5ube++8Jq8UvaYPjsNSpw9o8qoCNB9/9AhffHOVtEjeiTSR1mCEhxaCrCwwxsGiMabmjGZkeNbF2HqRoY3FWIk2et+II8HDYZQpPM/B3Zequm7tOeB5HoGjKbRDXlWc6zm0SotjNT1p6AQSD8Mozzi32ORIL2I3ThGeTygMG7nmQMNDNltYDAsH2mxvZlxaTnnm1jaL3S4/8wOH+Y0vvcWZyYDT8222RxXbScnaKOPJI5Os7CRc3DYYrUms4ImlDk+dmmA5hdt7Fc9c22RcGI5PhhxshXzuyjp7o5xf+tiDvGsp4I+fu81nr+6CY8kUxMLFFYKpyGXSq0HZxrhkI1X0GxJHCH7hQ2e5tzXA9yQ3NxJe3yz4zOf+LbPnvo98+x6VKmkEEZ70UKouXsPhgGYgSJKEqspqzpMqqPIhVZFTlSlG5ehCoVRBmmaUmWGcjYmzfD8CxpKVRW1KLsBz6sA0z/VwXQelNK7n4u3PxVzPB6NxPZ9q//cIA1kb4ZQVnrNfaD0Paw2eVwcmWlFzX62tl1ae6+K4AotDEPggLI6IcKVFyhA37GAQtT2jEMggQLiSqNHAD5vIiWO4of8OQyDe2KHplaRFTCOIUCph5fp1/sYP/TizTcEHTkxybDLgd15eJykq/taFBQIsX7uxx+q4AgEHupLQ8whcl1Ib4rJiqulzYKomnAujeWChR2EVk1MTdFsdvnnpNqXSvP/sHLkRtMIGwmpUWoADK3spRVWxOUw5O98Brbm5NeT5W6NasGIs9wYlAvhnHzrMoamQz7+1x+++vsHxiYjTUxFbaUUnijg4GfDw0iQrmwnP3Nnme07M0wlctsYphSp5aL7PmYXaE/St7RE+Dk0/YLrr4PkdXryzxRffvE0navHk8WmMI7i0MsAYw92tmOXdjKRQDHNF03fwRM1saEW1Ofgrd7aQ++OIcaFo+B5ZWdcLR9SfVb8ZYiwMk5xBWrNXjsx06TXrdn1hosMwS3jy5EG6vTbT8wvsjAtef+smz7/2NrdWtlma6TLTbRL4HoXSFJXh2v0tMIbDM22eOH2Il6+vENiK/+LJIzxwbIn+ZI92fxov8vFcD78Z4npNPKFwAO/CfzoC5TsW1Asnpm1eKkZZrbme6QYM4oLQr01RAlnP2oZZQV7WM83Qc5htRsx22nVoH1CUKciQD58/wlfevIOxlvXhCCsM0pFMtlqsD8fkZVVHnKiaiN5vhhhlyVSO5zbJqzHNMGKY1FzU3BiKso46CV0P1/UZpzlGWLQRNAKfbkPS9KGsNCcCS8dq+hJ8bWk0JEWV0fAk7znWRwawtVPxrfWYbuSzpwyH2xJpFcr1eGCpz+3thCQr+NrtmH/6qfdijeG3vvImUjlExrDU93h9LeHIRMijB5o8f3vMN+9nHJhocmIu5MEjkwSO5HZq+cxrq2zsJSz0Iy4stfnsm5vc2hjhY/mVDx1hOMx5azPlmVtDTs22GQvJdlqhVIWxMB9apkKf+4OizuGyYKXDr/3kBVY3Y9K04Hde3uQ3//1v05zsIztThK5Hlqf4fvROyGGWjol8lywdkyZjUIo8T3CpKPMMVcToIkblJVWl2Njepao0SVogHYe4KHAdB7lvK2f2N/iBrNGFMgbXkyhVh7/ZfSGA64K19eOB7+O5UFaGKIywVuG6EmsNOPXYyfNcqkrVngvUkSzWCCqtaEQNikrhS48gkCjj4HsCHPBkiON6+NLBDzsoZw5ERqcBubZEzYhG2KaymsbEEn5/tj4BLFTbayiVUhlFQ/ogHH7nH/8Drrz+Nb55d4QnBN9/os+4KhDWYWNQUmL5/jOz3N0e1+KMXBEXhiBweXipS1mUlJVgXFQcm+lQuoIHj85x/f4Wz93Y5f2n5tmOM87OtilLxcpewlSnCcbwwq0BB3seZxZ7lGVN+duNC169u0ehLS/cHbCdKP77p+bpRB5fujkkcB0ePThBUZS8ujriQC/iYw8fpLLw+q0NXl0Z8vThGaZaAfeHY2aaAU8fmmSiF6C1ZiMpaYQR4CIDFxeHP39rHQwszrWYaLR58cZ95jsNlqY7DAuHz71yi6uruzR9n1FRkRQlk00f6To0w4DVYW1o3Qp9ZrsNtsYZ/VaE9BxeurFZB1YuTtJuRHzz6jJJVpLkJZ7rcHSmy6GZNqmydBoh0nNp+g6HFqc5fHCWw0sHKVXFp7/4AlmaIV2HdiDxfRccwexknz/62ps8d/E2rdDjX//cBzlxeI7nXn2L44dmOHbkKJWxVMrSaEZ0egGd7jQYh6KK8byI7vv/u+++oD5+fNoWyjBKcr6t0ZzuBn/lOcM4B8elrAyVNUy2ApY6NVVqttutxwC+JkTy3tMzvHBjk7TIaTWa5EX1/0GcRb3ZFyV5WS9VjHUwRtN0HDay2qzZExW5qsP5iqpuca2FUPpEviDXmnGq6ERgjWSi4bPQKGlVlg6KidClJR10VTFKDY8d7bO6EzPCQVvBoZ5PriyDqo4groqMjz62wL2NhPt7Jc/c2uNn3nOQC4+e5vlLt7i8PKLnGRzHx+YZ5w63OdiN2BtXvHQn5vnVhMB3+dRTh7CiYi0TWL/Fn755n51Rxsm5Dne3htzczhmlJb0A/ucPn+C3v7HMtd2CyHV4/8lpXl4fc3c3p1SaUtVOUI8vtFgZFJyaiHhtI+Xf/J2nUFXFpVu7CEdzJZ3hH//vv4bsTBFJiRaGsjJIWQ/sXVuhtSZJBqiqwhMFKimYOH4O4hXuXn6ZMk0oC83u7h5pkqG0xlhQqk5AcITFWAikxPckla6LWqUNylo8BIHv47oOrltzZ13Xrb8vSnwZgIUwCnAdS5pXREEDazVWOFgEpSr2kS54rkepKhphjVyLSoER9YjAcSlVHa5orUOrEdXjA2OIgpAolIh9H9+zFz7CrWvfwpcBQgiiqFYA4oR0um1k5xC02u/wWUfrt4h8D+laskKxfvUyP/5f/wI/c76JMAUbmSbONR1Zn7SlgdB3efnOiL1McXQqoh1I2rK+f5wrZnohTxxfZDfJub01ohsKSuUQ+j6BMNzfjRnnFQenOxRKcGV9yPtPzbLQDbi2vM10p8mosghd8UdvrLM6zDg/2+BHHpzkqzfHlFg+cOYAvitY2RpxY2PEwX7I06emSVPF6jgn2BfMrO4mBJ7g4QMt5nsthIC13Zyrm2NOzHaYn+wiPY+NUcLz94Z0PEm7VRu3j9KKwTjjAw8c4cW7m3zj+ibtwGcvK1nZTdlNCxa7AUcmm2RK8K27W1grKLUmkJLpTsRkO8Dg0WkFrO2lGAvSc9gcZeT7UvE7mwMmmxFL020eOnWQy7c28H2Pe1sDJpohU/0mE90Oj588gBWWyK/RpaGiKg331nYBS6vp8x/+/A1efnuF95yc4cefPk5pDX4Y8cjZ48iwyfrOmHaj5jfPz0/Tancp0gTPE3T7E/hP/meE9GHZd/uuEYXvufUccj9TKvB9Al+RFxbpgcSpddVaEeCzvrtHt9OhJyNAo5QiLwsCGdS6/7IiLSqMKWg2JIFUaOth3H2KjdVYPEbK4nsOhalzpaQrcHVFwf7UGoF0HUpVkuQK6frEeUHDqz1bw0LgU2dHHe432I5zjJW4oWJnlLNa2Tp3fTJECEiUJVaa0FgunJnj1v0R25nh8uqQmW7IEw+fYH1jjeWtMT3XZTPJmW0JfEdweLLBrdURgwSu7eY4rssjSy2sLbkzMoy0y9XlLdKy4sHDs/iu4c61gnFWX1wmmgFfenONlWHJdCPggfkWG2nFZlyynRR0fJekMvRCj5VhycPTDa7vZjx2qIspKm5tjWj5Lp+5POZ/+81/hGz18H2JRlKWMX4QYC1UZUplKrIsxcOCLcmzEbqC3duvkOxsUhUZeVIwGo1I4pS8UCijscZSqdo9yHFcHPFtZGoQjsAYgyME0gHPqQPwtDEU+2mxAouwdQKtg8A6gryoCH0X3/XqLbznYHFIC4UQYv99ASsQCKp9VolSmm6zSYOASisQFovAGg1GIXAQFrKs9qxttyIcB9566Yv4QYhwHFwZUZUGRAmeIU0dRHmLjncSG0bgQnNqiXLnNsrUI4cjD5/ly1/8Qz75iU/wsdNN+s1acRdnirIyBH6t0hsWGl86bMQlcaEpGoIFL6IVuDxxdJ6tccrqXkKWVzXntxTMdGBYVGyOMjqNAKMNWaY5MtmkFfpsj2tu6vIgJgibvHZnyMowoxN4/ODJPluJZjuuOHOojy/rhIpCaQ72Is7Mt7i8moARBNIQuJLb2yMCASemWkz3QoQjKMuKq5sxhRLMdAJcKRgVFfeGitBzmeo32BknxEVGyws4OtNgO8m5vTmgF3n40mN5N2ax3+DwVAtjNb1WyGAnY5hVNfNACOa6EZPdFmlZMt2VWKDXamAs3FjbwXXq/2tZKfrNEOkJes2AUNY+IoM4JfA81vfi2hM2zmlJh34n5IFjB+n3utiqoNnusDvKKCvFlVtrjNKMo7MdnjyxSFnl+EHIoblpSutQFoqy0nXSgOcSBQEuAqUqGmELrf96EPodC6ovBdJ1gZrDGMhatWL2UW1WFHQaAZ3Gt7moil6riW9rnXi32SRwCvbimG6zjecHGKsYxCWtRoixGj/wa918tY9IrMUKh1w5NANJVqQYBFa4ND2BtgWjVGNwsNQKJru/tbdA5Ad4whD6PkvdBq3BiJanOTsXkVYVuLWsb5gVtBoea4lmoh0yGcHiQoOOkOzeTWhi+C8fn+YL39rl7l7KTlrx0+87xvETszz/+h1ubw5Y3814YGECVUgemJdMOB4vXd/m9ZWCjbxirtPg+89PUADXRoLXVxNWBxmFhul2xI/84JP8/h8/iyoqykrz1FLt8HRlPWOpH/LgoQk2k4KXlwcsD3OMsQwMzEYSbSzzDclfLI9YSxVzsx2urAwpCsUfXkn4gz/8XaLpBaTvg2G/WHwbmRoqnZPlMWiNMiVlEmPLlDIdkq4naJUxHMQMR2OKvCRXhizPcBC4riSUAY5T53Y51HEaRitcDyplCfwAiyCQNTqtqgqLg+vsW8tZ8KWsI63LGvU6OFhPID2wwiXPc3zpE/o+1go81yMtSspKkeUFk50ekJEVdXEXTn2Rr3++h3RcyrLYJ5+6YCpGYw24tBoRWhu00ngyxW80kdJD4qLzAiEN2cbbyKiDbE/jhi3ChRPkG8u1xlWERJNz/Mk3nuWTH/4hfvCkoOGD5ylKbbi6mbA9KjnQD9mKSw51JJWBUaY4Me3w2MlFVseG3d0xWhs8a7i+kXJHFyxqAAAgAElEQVRmpsO3bu9RKsXRyYjtuCDNNQene9wfJNzb3GGqHeIFPp6FZ29ucW1twN9+1wKLvQZfvrLJpfWEn3pygZOHDvLZl28x0/B4eC4Cx+HqWsywVCxNtvGlx82tPYpC8bEHpmtOd6a4MYh5eyul4ze5cHQShOVrV1frWKBmxNHpPheXV9gclhycCHECh3FmGG5ucnxugoPTDd68O2aY1ibX0pOsD+KaElUpJpohpTIMspJBWoKTcnSui+fWs3E/kAzihAcOdDG4pIViEPs0A4+8VKzsJuRqnbRS/L+cvWmUJelZ3/l7Y4+4e97cM2tfuqqX6k29qtWNhBBWG0ljIxAMHhubGWT7jIfx4DEHOOZgZIxhwAasg+0ZM/bRgEFgi2VYBEgIqdUS3eq9q7qra6+srFxv3j32N953Pry3m7GP4Rw5P1VW3BtZdTPiief5P/+lXQ/xioobu0M0sNRp8ltfucC7Ti5ybHmOWujQaYY0I0EpKzb3DrixM+CHv+Mp+r095tp1qDT9NGdaabxS47twdafPcjtgeb4F2IynAxzboj8Z0bX1f1vqqedaNEOHrCxYiAIjMwTyQv5nr0E5LEUOu1mBpyqGpcTHQssK33MIvICd/oA0ichyjzTPiGc3ixtWKO2gLVOos8IE5WmlGccSx1bkhU071Ey0oGMHhK5iazylFQbYltnOBraNEoKab9FUklpe4AyGtALFciNga5SzXHOoyopYCDw/xLEr7l4LOXukSeQI3tyTfG13zDfct0Q5OiAe52wMEx67Y54HTsyx3a/4179zgdWay2QsWaqH7AymfNtji9y8PeXLWzlf2y9Ya/ocmfN4+p5lrg0VW4Xg4vaAi9sTXNfhyeNt/vTGkH/yrz7DYCKZFBVzocNrWzF7Scl3vesQ/VLx1Y0Bm8MUrTWeZZJLm57gxz90hoNJzL99focg8jnbCHn6/qP85nPXkdEin/6dT9PqLmMJs4hzXR8bC88uSOIRrlBmky8lyClZHFOlfWRaUOYJezsHjKdTZCXJixJRVTOeo4dtCZQGz9YmgM92Znxj872CGU76tiKqIs1SbMvFQuFZpjORWlHz6xSywrI0Tb9GKnNs25w/TlPmmi00FaMkpREGVKrAc2zSLKdTb1Bp0wkWhQKhKQtJ5IcUspgZDBlKlsaiFvoURYHr+GiRcjDMmW83yJVEVwVaFRTCwg0jHL+OLR1kkdBQmnTaxw1bBAsnCZcOoeMSsi2zmXZC/u/f+Qyf/eQnmV78ErYtubQzZRDnpFLRjyuePNziICnYiUu+9b4lhGsM2gOV03YsLo4Sprni7rmIiztjkkIihMPLW2N6ccXTdy7x4s1dEIJjcy3SQrLe6fDHF7dRUvID7z3K9WHOFy4fMMolHzjRZncsufzSddabjrmHtc31XkzL91jrBFw7mHBhs2AxcvmmOxYIPJevXD7gle0YgL/z+CGCqMYgk/zyCzt84a1djrQjmjUHhMOlnT4PH2lyMLK4midc2Y95+PgCd6w53NpPaNU8VtomS+va3oBreyPaoc9cI+DwfIODSY5UxulKYO51JQr2RilKW9QCzxRZS3M5yRGz32daSALP5erueLYcFyhlpqNjyx26zTqNwGGzl1DmU44tn8APGvz8r32WT3/+ZUZJwXc8dgJPl/i6wHMsvKhOaRsu8jRNubU34OTqHPPdeXrDPrd39qlFPmWaMNeOSOKU5p9TM/9CDPXD71rTu+OC9jsjvk/gGUu8vFL4tkUrDMmLnKxS5Dpnd1QYt6FSgrBM1lTok1Xw/juX+H/Pb6GkyWPKNLhaU49sXC8gyadkuUJj4QgTy6CUJvIUkeejK01lC8ZZgY3AFjApFc3Aw7UVgevRGB6wXKtR5QmRDXE+635cePrOea73pszVLep+yJJbMn+oQx5XFAgu7U+4a7nDwTQmHhW81a94z73LBLbNCxsjnr12gC8rDnciSlXxscfn8SqL7YOML16bcGNUcmgx5Olzq4wzyX5pcX5nypcv91jrhDx+qM3uJOM3Xt/m3esNPnvpgEMNjyzX7KQSJSz+xbed4xef2+D5GwNcy6YZeVw/mNB2LRbrHn/9viU+82aPSal4313rFFXFf/fACp/64i1++F/8HM2lJTrzyygsimKGUQqwhGIyHeEKTTqdQJWRxyOUjJFZiozHTEZjDvoDiqwkLTOKogIsHMsi8Ax9KS8Mf7SUFbYtKJVlHqpaGGxUmMKqhcFJZWViyN/uTP+sQ9VYlsC2HYIgJK8k4ay7LIsKP/DRusK2TdaXLRxC3xxPcmOs484oVUVR4rgOjiMoZMUkzug0DLd2kifUPR8tNFrbOI6gLNVMACKpRyGu6+J5Hpbr4Ho+tuMRNTogbNzALKKEHeBHAeHcSXQQICrI+vtQjd4xDvjqZz7DP/qJnwQ0Td9G6IpSwkrD46P3r1DzbS7tDhGWzVI75NWNKZcPEk7PBwg0vXFB0zO7ikv9lM1JwZ0LEdPCRP74Dty12mZcKC7uTDjeDblvrcWXr/W5sD0x4YJ1h//0yg6twOFvPX4U37EpioKDpCLwLHyhud2PaUXGiPqxY0181+K5m1OeuzlgsWHSVx9Y6/DM1SGfu9zjrrUmubZ49vIuz20McC0LW2hWGh7DVGJbFk+cWuLYfIOb/Ql133yOV3oTdGXWh5NMEroWe5PMXAPaDE5z9YjId3Edi1FSooVikpacWG7j2oJuq8buKGc4Sam0pjeKsW1BJiumaUEz9JhmJesLbc6dWKTueaS5ZHPvgG95/Cz333WSP3zxOj/yf/02ni1YbUd87NHjXNoe0KxFnD26hBc2wBbUmnUKqYgnU+47dZioOccwjqkFDlFgsd+bUqt5uBac+o6f+PqXUh+679CfHVSKw82WkZfaNqPplMCu8L06o9gQ7nNgGGcs1QJ24+Id6WngOmSl4tsfP8ann72G1oL5pgkMq7sRqUqZCwPSoiRVCtexUcWMQqES1qI6E13hCBsfwbQssRxMTo9tklJWnZKaLDi3WCcSkt44J0s1+7nmxKE25BnLTXji3BKBzkmmFbsjxaHVFq9tDghtwcvbE953psvlGyPCRsSdx5b4f17a4sLNIaFrs1wPGKY5d8zZ/I3H13jh0i6B7fP5G0M836SOHlmusRFDrhS///oWB+OUO1cbHGn5/NIL2+RFydlOjZe2h3ziw+f4B595DSlsPnL3MnORy5c2Brxya4IQkElFKRWhLTizEPHgap0v3RxhOw6eY/GNdy/zxMkuv/KVW/zDn/ok62fOkiuJ54YzSdCMBFTlFGVGmkxB5VCkyHhKlgxQOqMYDenvHXAwTlCVRJbKSEW1wLIshK6wHAddqXcwSssynWmpjFrOse13/E6SLKfdrM1SaV1s4cwWRRrPdSllhUZhCxctNJYw04ltW4bsb1nYlkmctS0z6se5YZoEriDOC4OxKuPPmSTZzLRcYFsWZVlRlNWMNmdeF+eGkZDPsFfXdQCLssyp1+uz7wV+6OE4HrYTcuSJb2Xz/EU8BgShDY6P4zrU59ahvoiyoOiNcBni2JLhaMzVF1/huz7+9zk3b7EXV6AVH39klWbN4c2dCa/uJHzj6Xmu7E0RCFY6dXYms5ghC379tX0KWXGoHeA5FnFuVFhlBWdXOlwfZPiexQfvWmGu7vDMpT2KSiCU5vYg5tYgY1qUfM9Dq5xYaPK7b+zQ9GwePtpCWB4v3Oxxoutz70qdRi3kYJjy1Y0xCw2fh08s4Ac2WQl/dH6LX31ph2+9b517js7za1+7xsG0pFSQlJJXbw0oKm18FxS0IhchLELX4vBcROh5tOs+x7otug2fYZJzaXdMb5qRl4aZoxDvLJXjrDQJw2gOL7RwbIu5us8wLqlmD2ClBZXWzDd86qGH0oIsr3AcwVwjYK4eErk2m4MJWinuODzPJKn4D194jVv7Q/7XDz0EaA6GI7B9ljs1cByOry7RaPq49Sa+0hwMBvhBwNJih2Y9BOGx3Z+AKlloN0HGHPm2/4aC+v47l/VuXACKpVpAq1Ynr6a0wjajcUxrFtM8Sgt2k7dNnxWB45BJ+Z+dKy8kf+WRw/zuS1torVhrRXiWhxKgREbNd1HCwVEwzjKU9qhkitImKK5CUvM9KgSeqIgrMwa7eUGDiqbQrAQWZxYc+pOSa/sxWenghA5KwGoET9+7gFcV7Iwkg6nkzNE2m7mipjVXRyWHa3Cll/HUuXU29kc8dzOmBK7vTukEHqe7IU/c0SayC3YHgq/d3Gc3tVif8/lL55YZ5YJB6fK17SEb+wn9OOPRE/PsjCe8dGPEmbmQK/tTFusB3/auRX72j29xeqXBSidkc1SyO604mCZILDYOptRswaSo+Gv3LXJ5P2U8W3acWG7zVx89yoWru7y2MeYf/PS/pHvsJPWogRCQywrXNfp0VEmZx5RlDjKjTGKSpIeKx8jpkCRL2d/tIcuKODU4ra4UruOYRZCuZgoWQ8K3HYuyVNTCkFRW1DwPWc0Kp+0gtZHiO/aMZ2qbMc22XSxL47k+eib904BCE3kOhdQGTy1LHNsmrzSh7+MHHlq/fS57FlOjSYqC0PPMZj0KSPKUwPUZxvE7DAC0hRaavChnWnAjh3RnSw6DC1h4My4ulmVgKN8h9EOE5xDWFxACLMfCdkKwLerNDq4X4dSXUFEN0hI1vQ52DcoMrJIHzz3BqZbiwVVjlPInN4Y4tsVdKzUGcclKM6IRusYAu9J4juALl4ckpeE5CjRN32K5ESIrxeGWRxB4nFxusNwOSHLBa1t97ltvM5hKvnBxh41hymrd48H1BqHn8MLmlNWGxcn5iPsOL5JKxUrDpuUL0qTkxiDlUj/lwdUOJ9cjHDvkldsDNnoZ47jkxHKdUmoO0or9acxdK018x+fTL20SZzmrrYBnb/YZpRWVhqSs6EQux7o1FHB6ucNaO0IpxYXtPqeX5+i2InZGiTFUKaEWeWz2JlzaHhJ5DrYlqIdmwg08h8VWgxu9IVppbMeIAvKi5L7jSxxd6uK5Nrv9IXONFpFnIIRmo06cFly4cZthKhkMx/zlBw6x2O5SC23++PUN7jq6iBcag27PC0321KwJWZ5vs7TYJZnGxiPC9Wm3V3jh9Zc5e2SdwNYsfvhHvn4t/3Cm30db7E4zsiJBVw47oyF+ZNr9rFCkRTW76AFtxj3zPmX4qTONfyEVGtPhZIUkqwqyqsSzA/LCIi9ytFJopciLEs/xKSqF63h4s1xzR5RgWTSUcWpvIom0g10qEJDmFoXSBJ5P4FtgW8z7FvcfbaPTgv2JJi41YT3krZ2U43OCt/YmfPM9S1zu52RohsOY/lRjOxYn6q6J4nUUxzseizWXq9spb2yNOMhcFmoe9663ca2Qt4YFX90c8vqtITcPpnQbHraq+NKlPk+fXuDy7oRuzeX9pxp86k+3mG/5vPf0AvupZi8u6U9T9iYF/SRjreYRuTbrTY/NYcZunFMPXaTWfOcTpxEy5dr+lNriUVYOr9KoNUBYM6NmsygqZUFZ5pRFRlmkUBXkxRidJagyIY1jRsMhSVowjTPzS5rJ/kopZ/Ik00IIYfxiBcLIP4VhVihtZKCVtlCVRiDIixn2KiyE5eC6NkJUuI6LUopCSoTQOJaFazlU2mSECUBgIyuFbzukWUZVSsTMCLyqKvMaYTb9sjKFJ8vzGQMlw3ddyrLCnQk7UG83DBZlZWhj0ySdUcegKApglkShFI4jcCxDy9OyQqZ9ZGqSYCuZg1bIMgNdMjm4hVAgQpe0dEBXSMsmzUp+45f/T450Q26Ocv709pQ7FuucXayTlZp2zaEWmiTduZrPXN3j1dsm2aBb85DKyDA9x2JvmnNrbNR4aw2LxZrPwaTkues9Gm5I5LrsjlOmheK+5SZ3LkUs1D1GWcVKM2S9FaGxuXowxrUVncBBVorXdya81UsJbJtm00ZYHjf6Ey7tTNmbpBxfbnJ8sclBnCNUwSOHWqzUQ7ZHE+JS8tDRDs2ah2sL839baXK4E/Kuw10EsNSMONyNCF2XcS7pTQp605yyUix1mgSuB1QUhWSU5NQDM/ZXSiG0JislCMHOKGaalmRlRSkVnmOz2K6bxA3Peuf69F2DsfqejZSaaZqyvtDi+z72Xj5w33EWWxGDOOXG/hghLDYPJgYOQ7A/mFJmFYOJyfYCC9f2AJuytCllQV7GCCVwHI3j/vmrJ/tHf/RH/9yDP/VPP/GjWSGRlaIW+PSmBVrDQZwzzY1PqO+4HGSGKyYrje+5tDzB7jhhmmrkjOqChodOLXLh1sh0C66LbdlopfCsiqwqEQRkpSKXb1NfQJIjkCRK0QgDfEuQKxtbxazkBaGqUOmEudAIAuwq49yxBW6Nczp1h3sWXT78wCLVEK4VMd3QZa/UPHTXEipPaLRb3LnW5Hcv9HjviTaTacH1g5zjSw1kkTFJFDVP87fec4jlhsPBJOP8Xk6pLJ44VePhUwt4YYNX+pIvXh3yzJV9Itfm9GKDyzsTvni5xz1zPpv9Md/73hMEquCXXhow3w75yP0n+OrNAW/tTtgZxmwMMqTSzHkm+viJE/MUUvL87SknlxqcXW/xd586y7MXrnPx9pCrI59/9DM/idPs4nkmAqMoJJ7rE6cTbArKLKYsC2SRkk4nyGkfmfTpbR+wv7/PJEnIsxxVaXRlFCoKhe9qtDL4mG1ZoDWqUshKUpUl6Ioyz0jTBFmWWEpSVqaAh75F6LsIywatzfLIfduKT2HbLkIILFvgzIq0mhU+zzXeD0LYRL5LnpuYZVkZFoHjeYCgEYaGvIBZluVlRaMRkcvSKJuqEqVmF7njEPjeTEFnsN5qdrBSJp4FLJRSCATZTMlXFgWWsEFJlCoQFtgYWaxAgJCko32C+hJOq8O016MeBth+RHdhnjtO3cu///Xf4qP3LpKUGi0qTi5E1FzBJFV06i7jVHJ+J6EXl8yFHrdHGZXW1FyL0LEptablO3zsnnnqvuA3Xt/jWj/h/WeWuDbK+OO3elw/iPmWO+d46HADlM2rOxNOzTdZa/pc7k2MS9Nqi5WaTX8qeXmjz25cIWyLJ07NM1f3+dLFfV68OeBdR+d4+Pg8zaDi/OaQlm9zz6Em1/ZTbvQmXNiJafoOlhDsxCWnFuqcW55jnBcIzHUyzSRL7RpnVztM0oL9uKRTD6iUIp2lD98eTtkepAymiYH2pMQSFlJpxmmBa9uUSrM/TrCEwLEsIt+oNJc7dRZaEc0wAKWIHEHo+2wNR+SZ5JWrtzh/c5dHz6xwz/FVnCrh1n5M6Hl0mg38wGN3nLG+0EJVilyWBIHLwnyLN69vsdptUUlJKk0CyLWbW9QdaEQeaVoQhg6109/wj/9rNfMv3PKnhcZ3hXGxx0T8attGI/Bcl1GccaMY/f/eoVAadsYSz3ZQDsZBqpD4rkWlNHrWtWaeRFFS92voSqMV9NKYmuMwKUocwHY9Is8jchwC5WILgao0i/mEugVCS1qBgx/UkbpizrU4fajLMJcsuAWnVuc5HFi8fHGX+cPz+AcWp+49wtzmAV989TYffOQYk8GA6/sSkaWcvy1Ymq9xR+Dx8saYQWxYAKc7LYb9lGGiyGTFvUfarC2ExIlge6IYCIs/eHOLvWHGh87O0ZuWvLTRZzjJONFyOLHY4sS84Pde3uKV7ZT33LWM59j8yovXeXNnzELksT0uWGt4FKVkzofV+Q6/99YejmVxcrHOD3z0UUQ85LWNPYQWCNHgx3/un7Jy9MzMiFnz9sARJyOzdZcZZVFCnqLyGJnuItMx/d1tev0xWZqR5hKtKmzLJs5zk3FUaTKpETPKXFVVZlk0S72VUlEohe3YRL6HFgbXDFyfQkmUVEwp0BhtvkahvADfL1EWWLYySyzLRVUSz3MppBFS5EVJMwpRWmMJs7jK8hylM1zHYTrKsD0Hx27iWpog8kFbNG3BaGZkLSxACMQMK9XawCBFUeC6ppi7M4K/EIYKiFB4rkUpJZ7rgizAtimKDDwPcoDUjIhWg6ooKFVFENWpDi5B5wTNQyeQvdvIKsepN1g+dzc/9kM/yKf+9T8HC7o1n9uDnEJqfEcwnGh2Y8nR+Yhza3V++/VdluoekQNxqeklBQjB9zyyjGX7/PvnN3j0aJNm5HHtYMKlnQndwOGx1RaLkUtvItkYJdxzqMVz14YM85wPnu5yz1qNmucwyCWDrGJ9vslTy4aor9D8ynMbvHRzyPc8foj5msOt/pgLt8a861CThWaNN/cmFJVkqeVhuy6v7Uy5vDfh7NocrdBnb5wgy4qVVoASFlvTnGcu7TBNczq1gF5SYAvNXWtdPEdwfmvI5Z0R28OYTj3AnsH9uVTEWcEkK4l8B2FZeLbN7jDGtQX1zEA5x5fbZkrRilJqOvU6L1/bYrs/5dLWAUrDU2dXWJ9rMtjZZJgU9OOSEouRrGg3m3z0m07z2oXrSFmyvryE6wlWF9oIrfB9l2mWMk1LXMdCKEV/nLDcqXNz94Ba5P25NfMvxFBbka9tm1mQmEXgG9ggm9lumT2d+cpyCHwwd4wiyzUI9WfvUzYffeIYv/7sFZNH41osNHxWmg2UKhilkMqErHDxLGUMhoVACYtm5JEViqWwYl7BalTRHxacW2/z6sYIJSVnV+uUZcmk0NRqNh8612Q8qnh1c8raYotr+zEfe/9JvvzSTS4elNy51KDMU44t1vijCz2euHOVla7H1l7Mp57f5vicz3//yCqjacKFzanxZFQW957qMN8KuLGdkkZdLu6M+I1XNijKio/cvczvXdxlOslxtOKnv+tBbm/1eP7KAZ/bmPJNDxxlpRXw5as9NvanTNKSpKhYb4fYsmIvznn4aBvluFzYHhM6Lq6j+KnveoR4HPO160OErXnuZs4P/MgPsnLmHN35BbT4L7xvqoI4HphiWqbkoz2KYoScDhnu7TEcDBkMEgaTKRpBK3JxbfPAU5XZrFszvNJzbEqpgWom97SwhXHp1wps26VUEseycGyHUpUzTFORS0nkuBRao4XCEUZC6nsuZaWwbQjDCNfzEbaNJWwDCSlwHBuljaeD1iZpwHFs8kLOMFZJs1FHC4fANdr/sjJS5ND30aJCz3whjFTVpihLIs9DayhUgdYGZmAmSCik6TzFbJknhDFVEbYgDHwC38cJIlzPo1afMw8y1wPHJQjqeN3TCM8mH4xw1BgcF7ea8M++/x/ywteeZZAULNUdaq4DwgRDnlqoMy0lcSnZGpdsDhLSQrE7zVlr+Pzdpw6x0c/57Bv7PHC4jSUEuSzZnUrmw4DdcYysNKsNn/VujUePtXj22h4v34x536k57lk2hiw7ccnJ5Xk8W9Cpa/zAR0nNly/32ZnmvPvkMle2B9zYn1BIyRMn5ulEIV+41mdrGPPtD67Rrkd88fKQ670pcVYgbAhcl3EiUULjOMa0/cLmAFuY60ojeGN7xFonwrEtBnHOzX6KUuody8HQs8lKxXwjYJobCEADShms3XMshBAsNgIePLHIsZV5kjxHqYpuo0Yt9Pn9F67w4tUdlloh3/bIMU6vdAgDl0x4bO4nvHnL0M4C32VtocXacpf9QUzk2hxb6YKw8AOXuXaDVj0CBC9e2gApefC+Y9Rqy3zuc5/j8No82C6P/O1Pfv1LqeVOpAFaNR+0plWLGMXGmf8dLqp4+7wm4zxwHXzXYpQUBM6fQbStWsBfuXeV3315k0YtZFjkeMBqp8Ewm3B7UJKXxu9To1lo1FHKyEtX67Bu2wRKce9axOs3B0SuhaoUfiBYbxtZn1CaRjPiyvYBvUmOcHzSsuKDj67RpOLFq2NOrS3xb567xlrd52jdJUXz7lNzbPYmfPmmGWcWa4KPv+8OLm5sUSYWEyWJfJeThxawdMmrm0O2ioDffn2PUpY0fZf711v8p9e28HXFPd2AmmvzDWfa/NLze9zKNe++Y5mbw5y9ScZGb8KcbzHIK+Y9h1ujnLnI4QPnVnl1e8pmb0LdFfz89zyJyoe8eWvE3rig4dh8/q0+P/5v/hXzhw4jnIhGvYmpbhaTZEQ99CiylOF4H6Gg7Sm2Nq+g0xGD3W0mo5Ref0RRlGhdzbbzFTbCLHb8yEAxQr/jo6kBKRW2Y5RJUVBHqgrbtozTPhqEQGPkgsVMSeLYxuXdtmd0KCmxHUFZaFq1gEGS4TuO8QFwbbSwcG2HRquG0ja2bTNNMhzXQlXinWKrqMiyilYzoj+eEEU1uu2WYRnMHnxFOVtEhS55KdFaoXFwHZe8LMnznHpoMDTPdYmzHARGNltWlLKkrBTeLGwyimoIWxAEEbZn4/gRtu3gBDWwfVzfp95oYbdPgwf5/g4Io36iGPPoI09xtusxSgsOYhOBvtbwWJ8pk+YaLv2k4qvXhhRS8Q0nWyAEb+zEbAxy/ud3H+HlrRHN0KMduqw2PfbGJVujlJOLde4/3CXyXS5vHXBrMOEj9ywROD6/d36bSVlwbrXF6ZUGc5GLsG3e2k55a3fCycUmdx+bJ80Kfu2r1zjSCTg+H3FjWPBvv3KLuid43+l5SqURwsZyHIqqYuMg5pXNAbcnOXcstDi53OStnTGO0LRCj0ePL+B6Lq9s9Hnx5j5FpRmnJaUyEnI0hJ5DISvKWWF1LItKa5qhh+vYxGnBJCtY7UScXGxxdrVD1AgYTSXXd3t88METuG7Af3z2PK9vHOAIzQ9++ByB5xEGLrvDHNsL+czXrjKaphyeb4KAxXbE2kILhMXpQ0vUfJ9CFjTqIXOdFiizt9nY2WdlocUddx7Bap/l2T/4fY4tCEoRcvTbP/H1F9Sldqh916Vdc40mX9hmc/xfpKRlhcmcGqcFiy2jIQg8o2ow3awNwuI7HjjKs5d3qIcRwzImKySuZeNiM0oLtscxNc9lUkjWWyGZ1DzQ9qgryT2LPmWSMhWCexcabI6mBJ7Lk9jcPP8AACAASURBVPcscnNzxHM3BpxbbnC+l5IUklLDXMvjf/zA3fzi587T9H0u9SQjWfDgYsAbuynb04p3rYUcatUYZxlrrYD7jjSoOxa3+wnDVGC7mtPH2ziWoJI2u5nDjX7J81e3SYuKdx9d4ldfu82NgwlFVnLvkseZ+TqX9hI2Esl+WvGhh4/xwrUDXp3hxxbGBPtsN2RzUtKu+RxaqLE9TCiKgmYU8snvfTe923uc3xwSFxVpqbi2E/P3/pcf4tB7Hmd+aQFwZ1OAIC8yk6BQ5JTZhDKPySYDymmfYtwjmYzp9foMBiP64wnurIihDVaaJ1OiWsuQ8mdmdqUs0FWFjY1UJUWlKaSxWQscm2EyRQtn5hhkimkuZ/i4C1oImmENxzXdq9IWjmuKneOYzb4tTBdpaFigtWEYCMvCcRyiRo28NJZ/WptoYaUrosAzZjq2ZQxyhEWrWcPxfaP7nzEDNHo28meG1K817ts5V65reJpSUkjDVECbJYTr+ghmy7m3r3jbIopqhKGH7fhYjo3j13CCGq4fEUQ1HK8BbojdXqbqbYIXkkwHRDrhZz7xk/zyb/wWD6y3eHlzxHrT5cxSnde2JwCkpXl4zdeMCc4kl+RSs1jzOLvU5Ho/4RuOt2iELpYl+PzFHveuN/ng/Uc4mJRsD2MCobhjKaAduHz2/C7b45zj3RrvvXORKLKoSsWVvZSb+zF3rNU5tdJlMMm51Ruw0IwYxBUvbY74g0t9ZFnyneeWuDEssByzYLw5TBnEJZvDKbvj1Dh32TZlVdGcuYTNRR4fOLtMqgRbQ5Poe/72kCSXOLYwZH4hWKgHJKUkl4pKGXl56BqHqVbk0Z8kWALef88hVudaOL7Lxu6QC7f2ObLQ5OjSPBrFaxt7/ND/8EH+8JkXONJxyKVDLEtGKWz0J9zoTclySV7k+J7D3cfWyIsC37NYaNZ45OxxSgChqIc18jxldb5FUSkmScHxw21a3TXiSUI6GVMqycnv/K/Tpv5CDNV3DYaWZmbjhla0fQff9dgYmIsAbca/rKxoRmacCjyHNJfkpVET7U5Tg72FAVpY+G5F07bxLGM0cX2YoCv7nUjnTmiWDOfmXaKiILIqxhOFdi3qlkucTXn41AovXz/gsy9u00skRztNtqcSW8CTdyzRnq9x6mib3/ziNc6sdJjGFVeGY37sw0f5j88dMJUW96yFDBJJK5QstyweO9HBsTW7/RS0zcKcT7NuEYZNZBEzyCRSeeRFSiEVdy7W+drNfV67PaBhC5Yjm4/cf5hPPXuDWGo6kcPqcpc3t0Zc358iZhhzrjQPrTbZmgWUteo+46ziYJLhOxY//rGHGPVHvNXLybBoBB4v39pjJQoJjq/hhZ7h+PoOaBtmjqF5mVKWJZ7jUSZDyjJF5SlFlpAVOUmWME1z8rxAWRbjuKIeudRsjbbEjB+qcbRAC0WSZoaCZXloIXFtB7RkmlXktqEbTZKSnBKtYa5uEgySrCSPKzzXJUvM1OLYNtpycVybTjMyAgAMe8CxXJQyIgLfNQa+jgV5LinKPm7goxTkVYUrbHzHppQVnmtidkopiQKf3V6f9aVlSqfCsTCj+6zD9hyfvJTUwsDcTK7DOy6rQtCtN5nmOUVZGFcqx2I4HlMLfeKiesdjoCwrHLdECA8hFKoqUVJiB4aQOUkmdBqGYoZfh2JMa26Z0d41vvtvfzef+Z3foZ8URK7g6FzA/rSkGbhc2o/JpObwfIPro5xxWhB5Lse7HhbQSwocx6YdOJSVZGOQ0w497lppkhaK26MpZaU4s9rA8y12BxmuXfHE8Q5LnYAoDKl0yWCc8fy1AU/cscBSO2KaarI8Y6nl020EfPlmj0t7MUt1n4fW5ggCm0YtIAx8bvanPHNlH9sSJHn5TmNVVoq0VDQDaHqGM3xha8ykrJgW1TvJHbMQmtkfZ9lRlo3xk1H4jnlQC8yoD7DaCkFDbxIzZzcYpzmebYHl8MatHYZxiWNXeLpgvR3Sm8Zc2R3QiDwGqfl5geuQl5VxyPMc2pHPSFfkRUlZSpIsxw0DkqwkKWKWGsZSUgiLZuhx8fo+D9TqZsFuCZJp+ufWzL+wQ13v1jRAu2YcplqBT1ZKRln2zoeZFdVs7LfIi4KldoTv2LQCh71pTlYaMxXfs3n6zlUu9ae4Wsx8MxV74xilbfbjhLysWKoHbAymfORIHU/CnCfoupp+UZJnmnuOttnqT4hCn9c2xtx3tMtmf4qN4N7VGltpwv/0rQ/w4ksb/PGlHh9//0l+9fk+hU74+Def5T88c5XPXRhwphNSVZKH1kN83+E9xxvsDjKatZCJrJAVrK028YKIwcGQ7USjvSav3NhhLnR5/uqAz17pM00LTndr1GzN48fqNGot/uUzV4gCnw+cW+WZSz0OJilpWTFIJY8cbRMIuNlLiCvN+kKbiztDyqrizGKdT3z0QXYHY7YGMR3f543be9zenhIWOX/t73w/j/3174YwACDPc3zfZzIZzW74kiJPKJIp8ahHleyTj4YM9/YZxzHj8ZSD/oSsyPFcm3rggCoYD3poO2Ku1SQvS7Q21ne5lGapo0AjcG0XRMUkzdAKPMdDoxgnOd1GjXGavs1iQQuFZzuzYuYyTlI8x8ZzXfJZ6qVjC6alNF6VfkStFhA4Pgdxiu/aKAVlZdIvLdtGaot63cf3QjJpMFnHNg9ipTX9SWJihYVgsdulmMERUeCTF0ZZ5boWkzib/bsEudQzHFVTVNKM+ALiOKVeiyhndDzXcYybfClxfZuwVscWLm7o4Xo1rMDHj1o4TmiYCG5AsHiCydYNonqNOE6gHLHx7DN88md/Ag/NpYOUcV6xlxSkpbGfdRwHjaBZCzi+vkhZVpxZWWBn8xYn2hZv3B6yMco4Phfy0YdWmJYWr1wfcG61xj2rbbr1gDdu7VEpxfG1RRbnAgQVcSJ57cYAy7Y5c6iJ54bEmWR/MOTBw/OksuCFawOGhWSclTx1xyob/QxLQD8u+NWXNtkd5+xOUgRmGimloqwUrm3h2hZ3rTRRs5F+d1KgBchKz8zFLdJSUilDnww9m/lGQKcWEmcF+5OUOC8JXIdW4HJ0vkYzctkcpBRlSc33eOTEIpXt4tqCwTjhlVsHrHcinjy5yHzb5UY/5dKWcbdqhgEVim6zxnynze5gTCsMAc0oyYyDni45tTzP0kIH17dNLpprcfbYOnlW4gcutcgjqrXBErR8m429AUU85dz3/tzXP/KfWG6+c9B3BEuNiFFaMsryt98OwDAuCRwbLE1g22DB4U7tHY/Udhjge/DIqVVujzKK0nSvozQlTS3SIieTkqyUPL5co4FApwlFlrPW9liOfPaSklbdBmEI/ZcGBastj71hxlI7YMF1OHOiwx13L/Nbf3iBew/PMZxI/nSv4OH1OkutGr/w5Ru0HMEbt0ccbYfcd7TNk8d9Os06SaGRVMg0J9OC9eVFsnjE61spG9MAacFnz9/mg3cu8sXLPb56YwBKsxiZpNWVusti5HJpqjl3bIFRUnB+s0/dho1hRidyOdzw2R5n9LMK1/MotSLOSoRWnFpq8vH3neHm7gGt0EXFOecvbtOyoCw1f3JQ8at/+GvMr5/A90N83yfPjcIGLfEdQb/fw7MU4/4+ebxPMeozOTigt7/HNMnY2h0anq+uQCk8S6F1xn5/wrH1NfP0d1xT9EoTVePaAte1KUpNXhq+Z17qWZFVJuK3MN1EPXQZZ4bPqpWgEfnsj2IaoY/n2IxSie/MFFOORV4qosDnYJLQCFzsGW+01IIodGnWG1iORSmNAMC2jEJLaY3nB7SaTRzXni2tTHHN8gKFcbnSQtCZa6Mxyy7XtXFtl7ww9D9Q5LOUXt9xyKU0nFvLMGLfbmBLWc1UZ7MrXghczyEMaziOhxsEOEEDx/dxwwjbdXH9Fm7QxG6uUA1v4jbWTALA9DLvf/Jp5uyC3bhgqFxGSTpb/EEt9PjGR+9ia39IKRUHQxN49+/+2ffxqc98lU9/5rc52Q34prNLWI7F7WHJ/cshh+cbSKUZTnOu7g156kSXxZUGsrLY6CVs9qY8dGyOhmeTKri5N0ZWJfcebiKEw+feHFKWJWtzDZIipxmFjHLNW1t9nrs5RCrF0YUOO5Oc567tGE6obfFX71qgEfmcWmlx5SDlVm/KfmJ4sjXfgRnh33csOjWf3bEp0o5lrP/uWG5jWzbX9kcM4oxW4HJqqc7p1Q7DWPLGVp9W6BK6Nq3Q4/hKkyTX3Ngf8/CpLkfadTaHCZ965jKl0kS+x/p8g4VmRFJUHF/psNxp4AQ+l24dsDcYg6rISsUoSWmFPqcOLbDWrTPfbjBMck6tdElKyZmjh6jVPGzfoVXv0h/sM7e0SlooWk9+79dfUM+udzSYEb7l+ZhcTfO1O80IPJ9hnJDn5hxZKY1e2LMJXIelugn0C2yLtZbHodV5buxNqFTFJEnJZMow8ai5KVlhc9qWhFIirIpu5FFvODyy4HHyzhP85pcu4oYuQZljOw5zzZDt6Zh3H27zxnbKY2cW+PyFXe5YaxGUFZ+6sM/a4gJPnQj47Mt7/OblMf/b40v0Rxm10KYbODx0tgtZQSIFlivIKmjW6tSadbZvbPN8X/OFK0Ou9qZErs0Thzt8ZWPImztj6pagn0ueOjzHq3sT7l9vcnilw1ev7XFtP2GYSo42HfZiyfG5GlcHKdOiQmpNw3MYFRVtT3B6qcb3PX0nr18/QFjw2FKDzz3zBlkmkAoGBfQqzY/9zE9x3/s/QO68jdIYqlRRFKBKUDlFmpBlU6p4QD7eJ+nvMeoN2evt0xtNyfKSUZyiZUUz8tEyJy9L5jsNRonZzr/doWXl2yGLFp5nzYqkIitLcqlohCFZWdAMAvN3RUUj8mfpDIZPqrXAd2z2RlPmmzUc2yiU8lwyykoaoUdWSjJZ4ds2mgrfcUkLac6jLTSKRq3GfCeiEdVxXddgcJZt6FgWBF5Io96k0kZs4DgWe8MYzxbMNZs4oYvr+2glzAMgU2hL0QhrZkFVFhi/X41vm8+3KCVFWeJ5RsuPqoiLBM/xDbXKcXA9lzB0cb06TuRje3Wi2hzaBscLwPGJOsdwbYtyugdRG9IR6Jyjx85RCYG2bJRWf6YEU4r3P3YXJw+vcOTwYZ792utcu7XFsdUFPvnPf4Tt/gLv++B7ON4Nafoe3/PQMiudiI2DKZNUcmlvwpMnu5xYbTFJcn7/jT4rLY9zh9t0GzV2d/sUleLkSgecinQKv/DsdWSluP9Qk1Iq2oFLt1Vnf5qz1c8ZJjl/dGUfgeDsWpe3dgZc3Rtzqhvxjz90mqVGnV4m+cUvXUcJwZH5Jv/uK1dnfGJYrAeMspL71ufoJxkHiZwp1iwOz9VZbtZ4bbOHjWax7rHYjFhohrx+e0A78sik4s6VDv204NrOkFxW/M2n7iDJC7JSMkwVn79wm0LBMCkopGS922ChVWN9LuLcyUMUWcaFWwN8TxgXPN/ny+dv0J/EfPN9R1no1GlEPgfTnAdOLHPiyDrTJGWx26Re88gLQVllrB07jGisI05/y9ePoWphMt6VqkiLglbogKNAWTQDj5s94/iiMEspzzMyQxNXAmlmoyrF4nwTy7JRKsehIJMpnuMQOAGRp/BLyQICq0jphi5JqXny7mXyyRgvDHnpzZukRc7ZQ20mEzi20mYvldgjwX5h4j9eup6w3oh49nyPuW6DbzyzyB+d3+MLccjlfslfPtagPzT2c0/ft0Dg2oz6E2IMnFF3bdZXOlDBzkHKSxOPL761zSAruGuhzs644J984RorNZdrw5z/4y+d5E+u9bk0TIml4sqo4PnbGyRFhW8Jmq7F9WHJu4+0eHkn5iCTLNZ9fMdmmhYsBA5/491HaAa2MV2QGS+d3+KxB09SSIeL4wLbtohqHj/89/4mjRMnoNaGIsf3zM2f5xmNms9kHIOSICuqPEXmCflkyHQ8Yrd/wObe2CjYqoo0LVhoRniOw+54wmK3aSzTXGP+XA899ocpzZrZzHu2Q14osjLFd12jcNGScZzQjEL2RjGtGS9PiJlyqahm2KXhCqI1kyRDK8UwMY5RbxetvCgMRmBb7A1impFPVki0FniugRpG0ylZluG7I1zHRduabruF5Xg4lktWJiSTGC8M6HbnmCYlgStwHZdJmjLcP8B1Xc4cP4JGEPgWaVkySab4rk/gBaBmZtWzaBXPt/DckGlmkmmLSlMLapRFgWs7JkVXajQWoSggBbSL9nLQAikEzSAkHlyjtXQXhZQwuI2/chfjjQv8zA//fb7/pz/JXKtJt93gysYOb4dpdttthFAstALOnTnK/nDMYBzzyZ/9ef73X/g9rg+T/4+zNw2yLTvLM58977PPmHny5Hxv3nmoea6SilKhESQhVBKDgAZBGxtshaDbjS3jbmMU7uhoaAMNBLRpjMAC0WKShBASQgKrRElVqnke7q075L2ZN+cznz2uvdbqH+tUYUdYijD5J//kcGKffb79re973+flx28/xA/duEhnpsL+OMWWFjXf4f23LlOvh3z+6Ws8uzXhvTfPc2q5ShTW2Nzv06qEhIFCiZK9Yc5jF4Zc2h9TSgvHcnjTqVmOdJpUKx5aS/rDlAMl+MCdh9keCz756GVOzlX5wC3L3LbaYpyWjCYxj2wM+MqFAxwbcm0TejZJAZ5tc6RdY2OQcG5vhGNbLDYiilIyTAU136S0LjZCLu6PyYRktlphs58wyQoOzUREgUXFtbi4NyQpSs4u1Hhm/YCr3QmTvOTYQo333nsTX3vxCvujndc5uYszVeabNV5e32G3PwbLoqVDcl+wP0qwLEhzQeg5rLZnwLPxfZdqFDE/28J3fUbjMaMJeF6AEBmt3oCa919D9v/Lr2/plPrj3/61jw6SnOWZ5rSDsNGlhVaaYVEySSVxXhDnpqA6jk2claCNxKURBCzPNhEqJ/J9Kq7HpMjRVmBE20rTTGMWpaJR0XRCeO99R7n79BKPn9+m5vs8vTEmxeHYrMOx1UU++fBlZusu9WqFI52Ivd6EI40aj105YD9WrC1U+OuX9hkkObEAIS0cpTg953N2sc5bb2mTThL6I0FcWKRSsLA0Q73ZYrCzy9NXRzyxU/DxR9Y51akxSgs+9eIez+xM0GiSUvFb7z/Jw7sZcVnw4beeou5a7A0S7jvVJk5S9hNJKhU/8fZb+NqlPXqJEQgPM4FvwUzF5aPvu5FSlqy/usH6ZsxHfuLHWRVX+aUHr7KZKu685Sj/4t/+cx54zz30dMBNb/9R8Cxclb8uVZNSIMuCJElRpaSIe8h8QjreJR72GfRGHHRHDMcxQkq64xGBY0999zZL7Sa7gwlVz2G+VaUoFZZtU68ExHlpGApKkYuCXJiRDJi4klwoGmFAkpv4G3eao15KRbPicWl3ACjiNMOxDeG/1AbS6zqmaJWlKbx5qdkbGIpQM/TQWhsYilbEeUHg2JRSkxclcSaQpWJ9p0cpCvrjMUhJGLgoqRmNR6S5oNmomoWp1lOgi2Jje5/FuRksG1zHQFfCwLAiXnMDSgxYxbVdijLHsV18z6MQhnz2mhheKY3n2WYh5RjItmWDVMI4uhzTrduOhyoSqq1V4jgGmdJsr3L69DKf+tRfoLUiDFxmmhH33XYdb7jlNDecPMzXn3iZc5eu4OiCwytzXNnq0x/EvPMddxM0l3n0S59nxldsDxNGuWSu5nB4torn2Hzsa1fYGRR88A0LnFicZRQXfOX5LVZnQ1qRy0435tnNEVlprs3tK01OLzd5540rXH+0w0wjYjRJkEnG7qRgaaZKu1nFt22SrOB7b1ziR+46hOfZPHihz7W+YG+ScmWQIKSiWfGpBh4LjQr10KXie8zVA3ZGKafna6y2GwwzyfqBea86NY9mJWA8LW4aSIoS17ZoVUP2RgnPX+tzuF3nPbcdpxQ549wsjYxe1eLUapt+bB7aa3N1lloV7jmzyitbA/qTlNB3WZ6tc357QDPyqYYee/2YwLVp10OEKHBcm9WFOZabFep1jwybly/tUA19fMdhGMcEjkXV0dhH7v1vOqW+pZdfSU3gOewORmigHvr4novv+aRFSSM02zPfdcgLxSg2Mz09Ne9rq0TpjHoUkWY50kopLeMxt9MeUTKmbYPUUFWKm480eWGzx9+d38bCYXco2U1T3DTBCao8eX6D6w7NUqsEnFmqIgRQwvm9CVKUHFtq8PjVMbZr4XgVRkKzVHX5/tvmkaVkZc5H5ZJcGTtlKiWL7SZ+aJN0u1wcaKRd529f2WG1FXLdfMRTWxNioVBoCql54effTO7WeGGzx4fuX8MqBF+90GVjmNHtxUwKGBWSQmk++9SrbA8zE90CBI6NkCXXL9d5Zv2A8bV99hOHf/EjD/CJ3/l/+M0HN3Ftm+WVOX78J38UefAyVx99iJmVowYTl8XkU4kaaELXN151XTLX6SBLgRQFOi8QRUmW5VhYBJ5DLkqsqag+F5JguiE3kjaLrV7MbDUiywVFaS5s4Dr4jqIRGi1m6JluFTRZIfBdm8C1aEbGx57lxuu+N0g4PFflNX0sygBzUIrQCxgmObmQzDcjcqnIc3NMCxyjXx6l5j4aJwWBa1578Xr3aOa1zUrAcJKR5wn94YRuf4SSBUopVCnZ3TtgPInBYvr7Zsu7ubPLaDSZvjZnyh0oCH2PoswJXJfAdY291JqaEMRrmD/3tSEqaEMCK6WBXUttJGaWnLJhC2FcVY4N2ozKao0mRTpGeSHjTPHuN91OVpRYFlTDkIXODP1RzIUrW+z2Rzzy3GX+7D8/y3PnNjl/ZYuvv3CJ88/8LQDfef/9bI8nuBYs1XzmawGWpdjuJWx0E+oBdOoNLuyNeGJ9yOVBajLu8xJRSFpRwGIzZLldZ2m2zj0nFphtVbAd19xTUiOwyaVRSVzaGxI4kvddN8/Ny3WEVOwOcx6/2uf5nT6BY3HPkTal0lw+GDHOBNvDlEJqlmaqjPOSuWpAoS0KCYO0eL3ORFPFxWw1pFEJqHgerm0xWw2YZObnOvUKnq3N4tOy0AZ4i7Zscql4YX2LYZwwUw2Yr4ccatcphERjsTtISIWxGDdqEXmpGI5TtIZDcw0C32VnENOuVvEsOOiNGfR7JJMMLEleSrDh6PIczUaNwXDyTWvmt+xQ/+R3fv2j9TDEdzzqQYkvSzLlkmUFgQe9pDBSAkx36tgWUeCy1Kiw2KqaBE7bYhAn1OshQWgxHmqqWcrRisN17YCTnQCKgmYjYiw8JrGil+aUtsujl/u0I4e52Rrnt8eM04Lvu3sJV5aMYs3TF/d5ZCMjxaJdDfiz5w+YrbocbVe4ru1yph2wWHdZaHjceqhGUpQkeUmmbDJts7rapN4I6R1MeHhD8ZmX+vz5c9d4/40dTncq/Lu/Wedc11z499/U4S9/6i5+7+EdPv/sOr/8vTfyK399ic88u813np5je5ixPpFcGxckpUJhuJuW1mRSUfdsjs8E/Ojdx9DJkO7lff6vn/2fufTYI/zml55mkDksrMzzi7/yb7hlvuTiFz7DX/7lMzy173Lv9z2A7Zp5tFRGPgOQ5wYpVmQJybBHPNqjzCdk4x7Dfp8kSTjox+SiJMkKAtdkMjWroen8PONAcWwHqS1qoaHsg5EtlcroRHMhyUvFTLVC1bfpTzKqnoVUhhRVKnBtm7yUyKncZZgUlFLiOhZxVlAqC8exyQuBa1vkhTndjBNhwvmkwrHM3yykZqbqvh4imE8xflIp3CnaLwxsQs8hTiWNik+SpgzGCaLIkFLg2EYOlCYprufTaTYxXXFJWQryTOD6JrI6qoRkeUHgB4yThCgMsSyLNMuohSHYGqFKhDDdesU19lWlpycz20JJA1ixXGvq0AJsMw6rVuo4WuL4Pi4lyg7BrvGG267n137rdxmnKXfdeIqlhVlOH13mS19/GgvjXDu63EFruLCxw7HlWc69+AK3nwz5xO/9IcVoxIm2z3I7IM1ha1jw1MaQH7xzlTvXZrjWjdnu51jArastslTRTVMOd8xM2vE8CmXj+w710MFzbMaDmL2DPgejlPlmxGzk0otTrutE3LDUYKUZkmvJJLf49PO7PH6lRyoknZpPNy5wbZulVpVm1acaOHTqIULCjYfbWGjW5hpcG0ywtUJpxbFOA9d1qVV81jotZqo+SZazNlMhU/D4lS5vOdvhfbcfNUAdx+VgUrAzTMlKA8GZrVeIXLjnltPUqlX6wyFLMzWuHIwQUrM7GNOIQhzXvN+DccKF7R6+a3F0scktx1c4uWw2/WePLrHVzxgMJuRFgRSCZuizNFtjtu4RtpeZ5Ba1E2/87/fyuw6MkjFrjTp95dHPJ9SjiEQUSGFN1Y8m+qQZeQSey1xkQBOz1Qq+IyikReQqNvsJM2GV+rDHm07MMhITvvttJ3jm0QvkbhUHlzgWXOgmlFi07IKf+Z6z9K/1eWFzwIfec4Z4r8def8zGbsaV7j6vDgtuXW7ho7g4KPnB22d4992rbG32efbyiH5ScN/ZNocPzTDej8m1IM0krY7HXKuJVeZ85mubHD+0wMXekO+6scNP3X+Yv3pqg3/34CZjobh7tcof/+TtvLwv+MBvP8G/fMdxVqqr/KP/9CT/0z2rbM1V+KvzPYTjsnkQ47sO7apPIRRxIQkduHW+wnee6JAO+gzPX+Gw7+P6Hm/+6V/gdLPC//pj383aXbdT7D/HU7/9S3z9/BC0zYFu8BP//ENE1RkCLwQEgR+SZSl5nhH6NqNxjKVKJsM9ZJZQTMaMhhMmk5TuIJ1KVDWBaxNMXT+5kMzXQ0ZJBvZr0TaaODfzQo3Rl/qOJlcADoFnrJsaBVrRqITsjxPqoc8oFX9/02hFLqQ5vRQl+8PYgFvKklxIMlHgOzYW0B1mhoEZBFjayGnAKADGSYlGk5eKWuChLYNthUe1aQAAIABJREFUy0VJrQKZMD8begGh75KXhflfsY3vJ8wmVWwLgmpAWRbkkxG1mRk819CoRsmQPM85dXyNJDNE+EIIQi8wc1PHjJWEUviejyiNEcB3FUmS4fk2YEwIKG3SDbIC1wmRbo7lOMhyjCdnEEUOtsVkMgA7pKa3ieaOkYgW77zvHr748KPUo5Bef8jSbGR03lvbFKJkqdNktlllfWufzf0R1x9f4sVnXkFkgjtXmrRrLpNY8tjmiJnA5Z3XdVAOvHRtwOV+xttPN3FDD5FbjEtYatWxnYBSlriWTauicbREOy6Xtvps7g+wXM3p5Tkc16bdqDBfDwl8k80Vaygymyc29vEdxfFOlVFacLGbkJWSeuRT912yUtCOfDzXxXVsfMdioVnFtTSdyGcS53SqAZ16hZsPzxIXis3emJnIN8f/LGe9m/EDdxzlyHwVbRk10VI7pDPb5Go/xrUtaoFJFfFcl0Gvz/kre0ilOb87YnswYZQIk3kG7PbG7I0moCTtekjoeTQqHrcfXSZ3LHq9ATs7O6Aka6urNGdDXBeef/kq3e4eUdjBnvTZ291l4ZvUzG/Zof7Fx37jo/VaRCwlorRoVgPiLEPjcJCk5NOb2kg+DGKtGQV0GhWqFZc4t6hS4rk15mROMEpYazg88LbrON5wOPfsOhfjJidWqjR1wmOXBti2xeGWR2SV3Lbgs97t8fbr5nn4uQOe30pRhWRrLJF+wF0LVR7ezsGxedcNTe4+1aC3M+Fyt0CqgpNLLU4uzbC5O2RjkDARFmeOLhHVGpS5w4MvbtOYmcfxHe47M8esI/n3XzzPr3xjByzY+ZV3sepY/NgnX+D4UpN/9V038hePbvALf3OJUzMRX7o84IlrMZuTgsh3uePIHFd7MXFhOrqb5it84Mws33m8ye6lfY4EAeNC8uxAca1Q3Ht8jv/tFz9C/MqDXHjoqzz+8Kus7xYIYcTSH/zIzzF76gi19gKu4+M6BujR7R9QjXwsXZKnMZQ5RTwkHe6Tp2Pi4Yg0TZFSUYiC/ihGKUng+4zTjNma0bFGoU9gaixJLqgHIeM0xbcdilJQSk2SmyImSwW6JCkEaIdSQpIbwpg1HfEUQlFKTVGU7A7G5LnJpzdNqyE9DScZaW74mUVpcHxFKXFsph2o+S61ofu7tkV3klL1PZTUFFIilbnfHNsxdKI4J/RsXMeilJJq4DHOBFJJRC7pD0fYlqYsJL5jGQdWWKEoczZ3u3Rmm1i2cXA5U5VAnOXUKiFSapQCiaIUJqWgGoSUUuLYNmVpEgmy3OAKXdvka9m2he14aMtBAfVqFaUUlSiiyHOCoIUlPW69YY2lICMuUt7ypjey3+1zeOkQs42I0STmXfffwfq1Pb7/O+7h8ecv8Iv/5sOEtVVmD15irV1hMMl5fnvMYs3ncKdCLxU8cbFHoRRvOzVnXF22heu5NJt1ugNBLgscyyFNMpCScV7yynbGV88fEIUuoReY/YMwtK0jnQa9tORqt+CRyyP+z799la+vHxA6Jt3Vd12iwONw26hFLu2P0VozF/ks1kJsNLuDmOVWlZlqwLndIaNpKKWSmnpo02lEnF5qcrTT4PFLe1wbpLzvtlVuPzKDti2qlSqJgK1+jMbIDUPPpdOs4js2p5dbhI7m5NoSKJdXt3psdA18RUiDA3xpY5+dwYR2NeTe6w7x5lvP0Kz4NKoOiShxghrbu108S3Dm6DwzC2ukWcraIZPNFjXmsJyQNE2ZveGt//0dajeLqckA27aRZc5g4jDJBYUUxjbq2ozTgmrFxXdstFYoVeJQUubgOCV1JaiTUdE5jbDkXfecQve3efzljGe2S/bGW+wPQm5YjFhrudywFLHcqZH0RjiNOseaGef3JENpNs5fvTzk9mNzbB4MKZt13ndri5sPR9hScuFqzs4gptMKecP1h5GxYiA0G/2CdrvCQjugO4n52jMTRrHg2FKDhYbDkY7Pf/zyK/z+U3tILN5yrMWnfuoN/NwnHueFg4wH/5f7GAibD/3Hr7MzKlhohDzfTUmEEZfXfJf9cUZvkhM4Fm3fJSklP3zXIYaXNrh6YGMri09dHeFMO8Jf/siPk1x+jN//+V+gSKHQCqE0e0mB57msJ5oPnpzHqdRo1GpMEUpkeUIYmC1jlqfkhcTKYkQ2pohH5ElGUeTESfG6ROm1ztRC0mlUsVDUg4BxIfBdi0JIGoZsA2jGaUpelviuITFZTKOntVk4YinGWQmWiRF5TXo3TgTtmsc4yyiyAgKfuh+QS8UkLchHxl1j/CtqKu2cum2ENF561ybJSrStiTyfOC9oRRXiTOC5Dr5j8pjiXBH5inYjJBeSUSJe9+GPkoJGxcRTC1kSOA6TyQRRFMQTk64QRFXm2h1sStavbnN0dclEYfuG00nFx8LGsqdIRNfFcgs0FkJLsGyEKDGcVaNTLcscIUwBxQFcB8cLoBQkcYLlWFBmYLvEvYtUFk+xJI/ylnc/wMc+9ju8+NILHFs7TBDVSfKU1V6fc+ub3H/Xzez3Jvzyz/6PxEnOpUsXOVqD/X7KpX5Gu16h5in6w5SdiebUYpN2xWacCXylCBwLtxKhpE3p2ATTZWGuLGxp8ZsPbdDwHL7jllX6w4S9Uc7taxGhp8lEwZX9IU9eG3F+N2V7mGFOBh5Pb42Yr4esNCNqlYDZWsTuMKbm28yEHt04Z2uQ4TpwZqmFZ1usH0xM590IqXg2jYqH73gcaVdxfJ+vvrzFhf0xH7hrmaVmwOVuSioEnhNSiwLSvT6O61CvBCRZztW9IcNMUPE9dgYxteqEZzd69JOM5dk6y3N1XAu+9tIGh9s1bj+xwHyrDmj6oyEr7Qba9tES5mZb1AKH8bBHrdrCthXtuTkIm7jBkJ1r68zOLzDTnPmmNfNb4/uExkaCq0lzBTZIpXEsn8hV+K5P5DoIqfEci1hIHMvBlgpHTjgRBCzWfGoeJJbNzUcPc+78Fn9zUHCur3EdmySNecvhBg+9usvaUo35qs/l3Qln1pq8+NI2rwwV1894PHFliNCaf/3WVb56vsedx2Y4c7pJJYetjR5/t56z0gw5u9JkrhXwwsV9bMsnxWJ1tU7FcdnYKviLl7ucWmxxtBNyMJpw7+llvuvXHmQvNjHHn/6n92CNu/zj3/wa/8f3nOI3/vYq7/n1hwkcWK4HzC01eObaiNFUBhV6Dr3YBI6942SLNyyGvP3bz+LGMX/0p0+xVK3yxV6MduDMbMTabI2qp/j0b/8etrQZSXuaQY+5jrZNJhSy1mBpcRmi1hTuoXlNe9qoVo10KRd0OnNsXTpApCl5npNlCSKX5CJnfzAmTwr8ICDwDATFsjX10BCgalMgRS4UhSyp+BUCx2FUlBTC8PQNJ6AkEwrfNV2o5zqM04x2I2IcFwYAgiawJdv7IzQOluNjWeYBPIhTKp5HLgy6MQpcRnGG49j4roNnafSUnZpqKGVJxXVJ8wxLa4QUpLnAdyskucB1bWq+jeda7PTHzFRDg8RzLBpRiEZhWYaWapQJGt91yXOBzgVFlpPEMSLNOHp0lV6csL27T60a0pmfZRibAMk4TUDbWJY2mD8LSmEWTFEYMBKvAYI0nmNTFiVUJFKCWwaoUlCKHM+vUIiUatCgECV+WDNtewnjPGDx6BlEWVKp1Dl3aYfbr68gRM4bb7uB42vLjEc9rj99hPXNLYQKeeKRJ5gEQ0LbY60V0oo8nrs6pJSS61eadOo+O6OCROScWVpES8Ukz1FSEtoWWalRyuYgETx4fp+z8zVuXp4h9GwWV1tYtjmxjDPJIFUILfjsszsmbymbNlOOzbF2jeuXm/iuz9X+iIt7xhZ6uF1llBT0UoFr23RqPuO8YLAneWL9gKpncf2RWQ7P1Th5eA6lLV7YHHGxO2J3kHHrahPf8tjsJSjbQyqbl651mW1UWe206GcF1x2a5zOPnWcwSWlFPs9vHpDmJenukJ/+/rcR1Wt8+Jc+yemlBg+8+Q28sP5pfvj+G/ACj1c2dgk8c5ouSuPm7LRbdGarXJzE+JUZ0jzFG0JY97HseUo8Xt3ocqTUrKzMfdOa+S23/HluoXWOFjmu66GsAq0dIn8akGZrqq5v/N6OTaviEFnQzQpaToCvBc3ABstmcaZOqDXPbgqe7xYM45SD8YT3nV2k2qzh+g73HG0zUS6rizNs7sacPyh4+9k2+8MU21I8cMMsvVFBvVZlIAT1oMr65pCn1kcEvsPKjM18O+LaIAbL5/L+AKktHN+nH2c8enVEJfDoJSUPX+nxrluO8Kuff4ZRAZux4C8+/EZOtX3++Mld3nPDHJtXh3z23IBUlPi2xf5EcHFvQj8VnJqvEbg2aS5YaYZcv1jBQyKrLtnmZb7ypRdoBwGv9jOkDWfbIUcaIUoVlFmO0jYFNkorpIRCg6VtCgWupbnn7EmCsPb6WxQEIUEQEAQheZGSFyloRZbGIGOUSAynVEjQZnPcrATg2BSiZJwWYBtK2DgvQcEkL9noDgGJb9sMJhO0hoNxMt30W1hoAs9QgV5zuHWHCYHrM4lT6oHDJBOMs5zeYMQwKQh8b7rw0sRZjmeBKAWupbG0RCmJpfV0Iz91JymTY5XmOShzvM6KEgtIMzNSGcYpoBFSIkpNIbSJii4lxdTNNE5yxqmYjqMM2d/MZ/8echLnJXlWEk8mbF7bpl2rUgjBJE4ZDUdYeqpF9d3prNTGc108x389eypNzfXxXJdSKNIsx3VNdlopJKosTKqsKpnGciIKU9yLogDLwS5zGrMrYLl891u/HWTCqeOH+cRnvsSJtcNUwoAiHxOFEZcuX6HX61PzfXa7PXqxoF6xcG2L3rikEliszEREvsMkl6BhZW4O1wlwPBekYDiOubDdB2w2RgWv7k+Y9W1uXW2iPZ+iFBTKQpSa1WaNbmpe+7V+atJBHcfMvC0TQjg31VUHnsXBOKMQgnYtoBsXTKbkuJmKx2zk4bsmw6solVkqTQSdps9qs0KeJlzrx3iOy51H2rz1unkCz4B2tNZc7U4YJKVRGPkeK+0mudYcX5mn3Yho1QLAPJzb9YDIdfCk5sxqm0wINra3+M4bVrmw1+fljX3Ob/aZq1XQWtGq1inynGboUJSKG0+fIBcJMs/JiglZmqNFghuGxCVoy8F2vjkP9VvOUD/5sf/7o64fIITGsswHoFDCJJ76Flpa5FJh2y6B41BKi6VKzhHbRmU5jguBUvg4nNuZ8NClfY52qhyJjJrmWNvlPW84xGCYcNvxNn/w5B5/9lKXrWFBUcIDty8RuB6///QOH37HCcJKwM98/jIoOFHz+H8fvMxBrjm7PMvtx+oszVd59IUdnt9N8RyLtbkZVhYq9PYTPv6NA06tzWIDZ1ervPnkAt/9W49wsZtzrp/xe99zkvXLu/zGg+s8v1/w8k7Cub5gaywIbZtRJlmdCVibb9FLS66NUvqpQGnNWw7XOdTy+bkfvpftx15g91xKnmteiSW253L3sTatakDVUVRsh94oJy01WSmxbZum7zMsFCMpiRybTMKP/MufQc/O0WjU8cOIPM+RskSWEHgWspTkWUIy7JJNhmSjA7LRCCkK4iRjlAjywiyLXMcyNkAMyXdpporEjCscxwCrpDQba6k0jUqA44KlLUMC0iWR71AqhetY1EOfcZYhS8NzVSIHVeK6PmFQISslFd9lpz/CmRKblFJIpXBsPU1pAKlMhLBWynThUlIqia01kySl4tlTWn+Jmr4+xzL61VIpbNtAqdFmqRb5HpOsoFUNDCIOTeh75KVRG8hp1pVjm2LvOQ6D0Yh4OMAPfFzfIU4yfM/BcszMNvQcM4bIM5SSiNdiACwLpSRKaRTKpEsoiY1FqUoCz8P2HGzLw/cNX8AEzZlZciWMEOkIpzmDrRzmF5p89s+/QORZvPnb7sULXA56fV46dxnPcSgKxT23n+X/+9Rfc7C9zQO3HKLqOWz0Mg7ilFsOz9Fp1omTjMEoRaNo1ioM0wzbkmRZgcpy+plASIdhnJsQRS9Aak2uFZf2J2wNMi4fjJmrB4wzwTgtGeaCYSKm19jlxGyNu9dmeGpryLVhwsm5Ks1KYCRHseD83oiiVLQjj+VGiOf5nF5pI4qc7ijlTSfavP/WVU4tzvKl56/y5JUe777tFGc7NmtNm1NLLZQdEBfQrFUQWiMk1EMXZdtUXJdhnHDT8QVuOrbE4lyLQSLYG2esdWbxbcFBr8uxpTkmcYoschbaTXpT+FDo2iy2ajQaFebbbfI0N8nLQUC70+TYmVv48lefou7b9IYjaiE4lsNcK6Q128KzJc7af1uH+q2P/FmBPYX9juMMz3WwtY3nWCRZiZAlopR4rstyKAlwqOaAYzqPyPbwsLja63PjkSY/f3aNX/vKJUrP5afecwfdnSs8+NQGN153mi9v7PPoZsxKLUKjUbbPE+tjMsviB25a5te/dJko8DjbDlFS84WLQ+5ebbIy63B8tYqN4uXNAX1hMVP3uf70MmHk8/UnrvJKr+R77zvLo5ev8f13LPNPfvcxFmsVxjkM8oLb5yMefHGfz61PCB2bg7REA+5+Tl6WvGmlwaSUrA8Lnri2zV4iqXoOt85XsLH48HuuY6Xl8dAf/R3ZxOF8LNGew6HFFk1X045s8v6IYW5R81xC1+PKJMa3bXwLxoUgLUsKDZtC0ivBma9Sr7fIS4HOM4IgZDgamBmmNM4ltI2UAl2klKKgyE3S7MEoYa7m88pwjIdtjvuWJnRtNBZxanSgM7WQ0HPZH+RkRQLawvcMACdwXTQSS0vT7XkW/XGK57jUAmmwdsKAgEVZ4nk+WC5FWWBJydZBjGdbCCEpVYljOQbRNn0tQhknlWeb2IvXANe21iSFMHN7qUinPAhvKsvLczWVv3hkucJxjBvLdRy6k5R66NMbxVSjEEtrtg7GVCMPcKhXfHIhjEYaC98TCCE5GE4Q8iql1Nx28xkGgzFVUTDTnjcLp9LMZ4six58+gYRUWNYUNa/Mtj/NC3IKXNeilAK3zFCuT54n1MKQOE1pzbwmTXPAKtEW2PUWDG0sXdKLBadtSRT43HHb9TQqLge9CbsHXVYODpHsb/PPvu04pVA8sdGjU3E5Mx8h8pTJZEIU+tQWWmSpYHe/j23BSGO0xLZLFGji3HTI7SiinxYcpCULvscNh+Z46NwOlmWxcRBzZZCzO0yYTJes1jTWNisFT18z7ru3nZg3+xMpWW7V2EsMXFppzUIjwHMdRlnGH33jPDcv1bnzyAwn5xrsj2O++NIuD13Y41f+hzdyqBPy7IvbDAtJqgKqtSpZ2aXlVwh8n0QIXt0d0W5UKAPFbi+mLCXtVo1hUtJpVrj56BxSKvZHMXeeXqOzOMe5y9ukQrKxP0KXgrlWhZOrs9RCl+sPL4MPXrhIjqJNQTocUnFD7rzzLF/88tfxPYtzV3f4jvvuoRoG+FFElpd4/5AO9Q/+w69+NJcGButaFp7j4qLRls04y0wuu9ScjGDVtWk7imbo8RN3HWKjO2AwlGwmOT/07cdgnPGFcwPavsPdR5o8dOEapw53aC/N8YWXenzpmQ0+eNdR3nnrEu+8eYnzmwfcf9cKHSvnxe2E02cOk4mcWcdmYcZnvmJx7/EOR1c6fOnpKwzCDtffdQefePgV3n/bIklc8qdfu8R24XOoHfGXz17lJ+5b5Zn1hOe3Jjy7m3J8NmIsFHtpyflRQTNw2IkFnUZo4ohLyc/eu8rXrw4ZZZJ33bTG1jBlkktCx+LnHjjJv/7Be/GG13jmc6+wPZF8cT/nzEKL9lyDY7MVAqkZ9GK2h4JUKLbHObtZgW8bTNlIaLqFQqDNdl1pXkolP/ZjP0C1OQe2TRRVyPMC13UpS4FjKZIkJvQ0yaBLNu6SDYckcYooc0pRMI4LszmXmij0kFMgdOAalF7Fd80WXALKHKcsbQj1jmUBkqJUFBIsrRgmOb5jEdgGpVZBTTtRB6FMHpOUijjNSYU0IXpKU/Fcyini0XUsCqWxp11n4LkURWFCAfMSG4mWEqSJDNZYRL5liP9TApytbWwUWpfGg68MOF8oRSZK0kKQlYpgqmH1Ped1fJtU2myHfZfAs0hzQatWwXUttFKIUjAejCnyGMcPEWVOEIQmSsW2KJWFN3WEVXzfdJuWNSUqCaphQCmZWq8tE1DoeiaLyo1wXCiUsbA6no8ELKeO5Vn0dvZpO4K9UZ+/+frT3HL2uIlbb7dJ0hzfC7m2vUsz3uWJyzv8h4cuk2Y5959eIBEakUsC32KuVcNG0xtNaIQhFc8i8m0S5bI7TAh8j0bFRZaauMhZnqnQrARc6U64fDBhlOTUA4tC2AzTlG5qQNtKm9n7qwcxVwapUWBg0ap4TLKSJzb67I9jjs1EOLbmrrU2Nx+a4/qFFhf3BnTjgptXGrzlukUevtjj449d5UI34f03LXLHoYjN7T6bo5xupqhUfDzXM5HUC21jtnDM59F2LJbbTbpxTJoptnoxz1zapRrYLLdrHO7M0KiEXOv22Nnr43sumZBs7A+JwoAg8Lju8BxSueRlTmDBDadWaMzUaMwtgbYp4jGTwZjBaEhvnHBqeQ5RJjSrIaVUWJaNf+Sef0imlMDzbUZJShQEBqOGRZpOzB+1JccqLnVZMO8Zf/n7bmhzMOyR5Qrhat6y2uBTD13mI++9mf/0h09w53zAzKHDvOemFbp9gTNznJc2vsD9RxucruWstGZ54pUtbrxlleFun1cmDZ5MU4IX1nlhZ8J7z3aY8W3edLLFua0RT+UR4dopzh0MeP7z3+BNx2cYTyQP75TcfPYoD5/fpj+ccPdam9Go4NcfPM+TWwkzkc9LBwmjomSxFuA5mv1UcduxJZ66vEvVgUM1l48/vcuoUNi2xcceuYQBaMCvft9pFmzNI5/9z4idkmup4IsHBd9zqsUbbz7Bk+fXaQJ7ZcZOnKG1Ji3MciTCMkd+bbOXC9q+Q6wNDs124NDcDJVqHd9zCMKQfJpJr7VkWlZe53xqLZFlSlmkKFXgTjfQoWcTuA6ZI8nLgkLI14X8vguOBaKE/iSeHrkltTBgkqXUAjMXn2QF/hSXFtgaz9ZM0gxbmmwi3w8YJTmJKKl4Lv1xgeW4uLZFJhWqLEikxHMgTTIKQEvFYGzCAPWUIOValgGFSGX4qI6DQlFKGKLBtggCB8t1aUQeo4k5fs7PVMnKgklcYDsOvmcg1hYWoyQh9D0816UoSjzfxlIlFR9GSTrtwEFpNcVpm6XgOMkZZwXjScyN158lmYyZm21TlCWRZ/LUosBIikx3ylSoYLq3UgpAUroOyBJdligByJRCeXiOj5CSyXBIrdpEjfs47VlwKxw6ewe7B9vUbjmJRuIFDa5cWcf3HFw746++8hje5IBUSN58pMl9J1rsDBOUltx5coGwYtHtpYySgk6tgut5U+ZwQZYIUEx14op2J6KQPoOiZHuQglIUec7JuSqWZZEUgqW6UTo8sz2gHQVopSmlpB54DNOCyHN4eXdkEmZtKIRk/WBsGBCWYjRJSDKzZPquW1eIwojPPH2Zhy72CH2XD951mNuXQy7vjHh+J6afSubqEaMkx3EcDuKcJa0ZZTl7wwlaawajhA1sXt4YcHJpDt+1aEU+/XHKXj8mTjJOr3Y4srJGhsvH/vxB7jq9wnK7RTVwWWrXaLc7bF+4TDWsU6tFDA52ac02cZw5dDWEiaQSKI7Mz3Jqtc3i3AzjImVzZ0wUZaAdqt+kZn7LgloCljDZOmlR4rmGB2m5NkuypON5NLQmL0tubFfpThLOXe3x3G7O++85xvbOAYfqEY5UfObvzuMGIf/kg3fglxlX9yQTWfLFz32Bj3z7HPMLc9iey7//7HPcef0ybzx9iI9/7nm6YpfrSPjzrTHz9Yhr3YTvuGuRFzZSfv/lEdGcxdNXe3zi3/4QeTLhj/74K7wSSk53PM5f2uJsu8pXzm3zj+5t8ME/fIHdSclyI6Du2myOjNNrc5jx7acX6V094PGLOxRK4VkO66OSYzMhEyU5udjk4u4AtOLj//TbSC5eYetCD8+yuTyRJK7HD51tc93pBdYvX8VPM17em5DmJUmhSLUmsh3GZUlPGMeP1gZFmEpNqTXzvkuvVHzgLfehtEMQVBglpqsI/JDhaATY5HmBVg55miDLHCVKRFFgaTM3rQcB18YmqK8e2ASOx74QYFlUA4+iLPBsA2kuSoVvW68fXwtRUliAbcT3cZqhkWTjMYFvc3VnSLsVUfcDJkLgezZRabO706fbzwgC0wUbXz9TbagidG2EAsexkBqwNEqaaJUU4ypVGmxsNCWubUzMWOAom7gUaAQiMfEhFpqNOJ869Gwcz8KtV9COZ1JNgbI0SynPcbC0xTjLaVQjLCS5EAS+S5wUZKVkoVk16ofSgK7jOOXZF15iZXWRJB4zN7801QGbolKWklIbh9hrkdaDIqHiuriOxzhJwALbd4nciDzPsD0FKjKjgzACoBAjgnyG9uJJrCDm+ZfOc/zkceOykpIkSXj6uVf4gfe+m9/9xF9x/3LE4ZmAdqNKf5yQSsEbzqyQF4JJXFJOgc7W9JpmhWCjn1D1PWZrHrLIOUhyZqoR46JkLCx8x6Id+qw2Ii4cjOknBQ3fZZLbxEKCtplkgkvjnIpnc2KuzrPbQ7YnBXKk8GybGxZraG2iwbtJxjAuaEUudT/gzMoMzWaFf/vpp1nvxvz0O85ytBXhKCPd2hwXDNOCTr2GH7j4js9CM2J3nPDilV12RhlpLujFOcM458LOiL1RyupsnU6jwlKzTVxK0qzE0YreaIzSCtePuPvMGjcdX6IQmkkcoy2N1iVvuPUGiiLm8OFDfPlvH+G20/PUhEMQ+KBKarUZ5uc1gW9TOh6ettnuDhhfG7MyX2flH1JQ86JE2uaCujZMspKWFvjASmDT8SQ7seJ4J6L5p/8OAAAgAElEQVRm27w0sbkyNjOqTz66zdE5l0+/skuuNO2ax5/87w+Qdq/xh1+4wucvjjnSdPnQbW2OnDlD79oO37iwzkc/9E6y7h5//lfP0qko5vOSR4YlJ2YDAtvm7HyVP3l+Fz+s8I4zC/zJeUO8uro9IOtucXyljY7HWNLlvmNzPH51n5vOnOTnP/8iy5HPXMXjpf2EsWOTSFPYTi83efTSHv/qPbfxR9+4wDObA0ZCcrwZolyPQZby0rUeC42Qf3bPIt946FnmByWO7fJgL0W7Dm9shHg645nHz9H0Q4aFItTQFZrIdckKRaI0gesxays2U4FrwYzn0hclpdbEUiG05q67biZcPAthk0AaQX6WmyyvIAjBLsgyCVqhRIEucrTUyFLhOorBOCV0p/PQLCHwHDqNivmgWcaDXmiJVop64BpNKRZxKl6XB1lKYWmJr3N6A4P+C72qyeKRkide3GRtqcbBRDJOjQnAdx0sBWkmkcoE+mXSdL/StxDSRF0obeE7NqVWKKWnlCqjR3UcAx4pLf6LsDyzYHJti0xJE8cxVZEJZaRAQkqKfIJlmdlsc7aGJT2kG5BaNmHgT11NEktDMwrICk0uDJBjmBgFge8aPa7vO2RZyu7mHvu7XY5mGUeOHWccZ2BZVMIQRIlrWZR2ST3wyApr2qE6VFzXkLakQuscWQbYrgcYIEzgeXjToMt8uE1lfhkZR8w1mjSaLXzPIxUFpVScOLLKZ/76a7ztUMRtiwGZhM39Mb5v8ZYbDzFKBbv9GM/xpvBwn36q2NnuUw0tWhWfZlTBsTRS2tQin2GmEIDnaPbGkma1wgvX+lzujk1CalYiSjOiSnLBSiNktREQC8PTPdapcbWbGOdT1aPmuxzEBdIqiTyXm5Zr3HS0w1qnxUSUfPyRK1zuTvjJ+49z40KFvFDsjQuiSoh2fHzXZaVdZaFdwwzDLGpByHPr+9SikEwYp92l/aFRbkytwWngsdBssrV1wFKryuG5Ko7jkJeSO246xivrmwSuRS5KPFtz0BtwZLHOkUMtru35jHa2OLU2z3Yvh9E6J48tkZcO1QCu7gwJXMmxY4dJJhPazYiDQZ+DYfxNa+a3lE2FnoPteriWopCKqqUIFMx4DvOBCTRbqrl8+K0n+dzFAWMF/UKxh8/GeMybzsyzUnMIfZsPvft6LK9gstHnT188YLmqWW66zC3NUOSKZ9f3+I533M54e4PNqwd8+ZVrHLEU37g24h1n53nXiQb/+J7DXBjltEKP2w7NcjAccGmny/H5Nn/wuUd49pVrzNia57Z63LTo8uVnr5LlLn/8teemgnSN78Dp+RpCmafp97/xepI45XCnyaeevMD2MEEqzXWdKoNCMc4KOtWA+ZrPjZ2Qtmfj9woix+LJYU4t9Dhe940KAofZeoWByJFS0i8kNd/BQtErShN9i6IoJVXXJikVQisEpsAMS42lwQ5C6h5YZYZBK//9VyWMyIQgCFzyIgGtKKVEqgJLmxSEasUn8AOwJI0oBCx8x2yrRVlOgR0wyQSTTE47pSkk2rewlCbOMij/f87ePFqy8yzv/X17rtpVdWo489DzoG5JrZZka7Yl2fKALRlsuIBtQhIwNkNgQUIw0w0mgUAukGAS4PoCZjC2YzCWjS2wZVmDJVlzW91Sz/OZx6pT0961h+/77h9fyVn3Luy1Qv3Tp8/q1afqVO13v9/7Ps/vSVle2iBXiiAwHmuRZ5y5sEnd82luJPSiDCkVWht31yBTCCyUHn7ocxNJneaaOFMMpHlFvUzSHkjamSaVkCrQwqKfGpdUL5MkOfRTRZprpIZMQio1eaZIhq4se8gQcISFUsaGABB3+iT9PmlmSFz9OCHLcrZ6MWkm6UQJQhgyVppJBGZ+bDrUIVRaWyR5ShwnbG81ydMBrm2DhlwqCu5wNWHZDCQgFI5tFmCGtyAM20CrIVJuOPcVGAqWMgs3zzWaVFUZY25uP/VqgNIK2/XwXJv9e3ZyeWGZybJHiqCXZvRSxXQjRGDT7ETkUtNPErbjHJnlrHUGrHZimrEmUS6pMiMJS4BEMlJwaIQ+oedSLvgkacrOqsfe0RDPEUyWPfpZjmtZjIaeOS0AoW8zUykwXSkSOGY+C4L5VkQvyfBsi/2jRbyCy76pEsXAY60T8diZZe7cXeeefTXIFckgpRNnbHYjBrmiUixQ8l0axYCi65GmAzrRgEGuqRQDxiolk/jgOEbC5VgGUt+PaYQhlcAiyXOWt/qsbHboxQnFok+9XGaQDRgNXTzHsG1fg+XsnJtlfnWdbpyQyNfcd1CtjHJ6foMkibi8vMZ6s0WmLLAtPL+I1sG3rZnfsUNNtcbRiijPqaSSqq85WLXp5Tl7Kj6nO5L3X1fmTx4+bTRpFtxzsM7zlzf5lXcd4pFn5/mBu2YYnRtleq5C8/lXOL9u0WhU+Pk3T1KfaNBudvjwn3yNP/h3byVa2eCvH72A7Uh+8Y5d/M6TyyjbYzwQvLKZ8/TCAuMllwO7p5gs5RT8cZ5eiOlvNfne2w6ydPUqvY5m0nN5/kKfp9ZyVrurLHVzfvatu3nx6hb9zObZ8+u4js3ueoFPPHmCew7Psrrd4/xKj/6Q5pQogVI5MhfcPBlwfitiT+iyfGyJ/aHDlzcT3nZ4mq3tHkpJZiaqJFFMu5chlDASM62xtcVClBm3Tq64GOVUXYtEg2cJfFtQR9AIXK5ECUXHwil6dJtLeGPT5rkkCb5fBBKUMDlSSZKCclE6R+UZ5AopjXOnP4iHc8QEz7IoDYuGZpgLhbmmBZreICEMAhqhRyJzPG1xeWmBqJ+ghoXh2KkNQtdhfMRBaSi4DrHUJDkMclPYPEuQSMi1BjKEEHQSM2dLlSBNFTaCTEOcmAs7lRC6goEyIJZ0kFILXPqZQiCIlEJpQTfLCWyjLrGHHatjWThamzRTBUrn2LYgzQ0LINOCbpQQdDMst0upUiB3yxSdAv0kwXeLJJlkoysZqwTDLbahWfXijFLBkI+68YBC4LO8toF45RUOXnMNru0Pb2TmZuYKgRSQYzpl1/EZJCm5zikEHkrmIFO0YxM4HqWiT5qmuG4JyEnTlJLStJYvMztbwwqMfE31Wxw4eA2bWy1ePXuRd90xylJfUrA9ju4tMkgzXrqwgm07nN3oIZRitOwzP4hYbEUcnm5gOxa9QUK1WETYBRwrx3WKyMyBLMENIEwl64OcTGlSbTNVLSFQ3LVnnGyQcmq9zXZizCW3zI5gCQfihLfuH+NvXllGq5SRwOXgWMjBsQLXTNe4fleDONVcaXX51LNX+fCb93B0boRLzYj59T5xltOMJdu9hLtu2ImUFmEAnWjAy1dbhEOwtG/bhhaV5EN2iACtuX62SpRKtMw4tbjIaDlgpSdpNvs0o5TDueZT//A4s6MjjIYhSTZAC5v6SIlkoFlfWQO9gXYFU5USvVSy1e2x3YxpjHdodyK2Ntbopind9jaeG7I1yJker3F5eeufV1B1LpE6p5Tk1FxBaFlM1Mrc4Nl84XyTTGo+fyHnjokal+KYd183xdVel5++fx+ffHKe973zBsb3TZC2mlw+eZW9YxUefOQ0v3znLsqjo2xtbvNTnznFx3/iVl597gLfuLjCD79xP1eWtvilRxbYO1rg6JjLl8+26KSQKXjHPUeplTI2Ftb5/OktPvzu27m8tsHfP3eKn7/vGn71C8fZyuBfNqpc3u6z1M1583VzfPH0OtfMjfP1F66QKE2SSl5Z7fKR993Bwy+dByFoJ0Zkvqvi4qPYVQ24ebJIvRLwgaNTpGfX8Wo+X99K+P7b9rN5eYGa7aNsi87GFpm2WdgeMFJ0cF0fT6UsRTmh65ApjS1s5izBapIT2oKi59DLJT0Fi+2I2YLDaiKxHA+0otvv4wUevmcWCQgb7ADQYGVoUlSuyLOELMsMGT5OTQMkBJWCA0qQ5cZiutXPKXk2WhmRPmhKBQ8tU1qdhDQZsL6yxfREFc8WfOWlFQ5NFNlZ9XEcmzgzciEQtAeSVJpCmCgNmMKSqteKqkYLQT/XKEBmyqSyStNtSq2xhCCWCk8b6ZRjWXRTZY5oQ9eYEpBri1wLpBTYltHHIiW+tiAzURy5EthKY1kakUtyoU0BzxSWgs5mjywaIKs1KqWA3iChFBiITZbLb3XovuNS8QO0hnTYTcZJimtbLK+sojTs3L2HQrFELs2pQ6NwHItcgpQ5QpublSMsU5DDIq4GZIpQOekgAatIL+niCUnJA2SHSlijXB3Dkuv07Ap+aYyz506zY8dBNra2OT+vuOHADMKGgbJA+AyyAXliYDfCNsCZrd4Ay3ZY6yeUPI8z7YjNfsr+yQr1cplSISBWMY5ro7QgdDSHpqqcXe2wb9QhyzWtbp9G6LCaKELXYqpSphJ4dAaSfzi7TJxDkiuzqBaCUVtwaLLMDTvr7Jka4Qsnlnj0zDpztRI/9sY91Nycze2YmmOx6jko4aIHEaWCy0TJ41JTcvzsOu044ZrJBu1ewuOnV9gxNsLZhU3Gy0WkkuwcDen0jVyvEti4joVW2hCvQh9ZKnBjtcRSs8PeyXGUTDl+fplE5lQqI2DblMs+49WAoFTj8sIGjZIZzbTjCG1pzl9YgrQPjosnYXGtRy/tUCoV2djqcG6pybv+OQWV/gAX8AX0Uk3DddjqRty+b4xr6y5nWjFLWy3qB3YyOgGVHQX2LmWsb2t+/L134BZcFl89xejULAVL8/DLm3zwXTdT9yX/4e+OY1nws6/fyd89fIHDk2XuPzrN7z9ymelGjVqpQNQfsBLYTMyN8sDeOlmnSVGss7aQ8sVTPe67borPPXWc5V7Gv7ljB7/w4Al2Tlco9TP+42NXiZOcix/7Sd79nz/F6dUep5a6xMMLu+S7VEKfzz95kmIQsLTZoTykLr113wjvv/MgH334FIcmQ06fXCZp90il4LOrEZPlgONnLlALAux+jF1wUbmmk+ccODhHc22Dha2BcT+hGUhIlGKgzAKo7Bj6jSUg0xoP2BE4JLmm5DgI2wMhKIcBSZ6B0CRJQruvGK8U8H2PJLHxPY8OEpXlOJ6LSiSeI9DSphvHaC3Qw64LYVMOAlwLttoppcAiTUzAomflfOmJs2hsUPDshS63765x7XhgkjwziUgVcapNF6YUcW62412JyfJxLAbKoPakNounoQ4BqYfFJTNwkkRqnOFmXCFIhDSU+2GRtTNTlItDUn6mNLZvDwutSY51LEAZhUArUdhoSr6FhSAVGtc2BdKxxRChao6sMt+kvWXjhgGiMQpCsNmOh9EvypAGLMNK8F0L33XoxSlh4KGVYmFpDddzmZiYwg4CHNtGYMhTQggcx8OxLQaDAY5rIRTkeTaMqREmQlvmlAILbActfLBS0iQmyROmd8zw+Oe+ytR1t0CgmZuawh6sctuoyzuO7ubYyYvUx0YYeCGdOKebQJZm9LKUOMvppZJq6OHbNlc3u5QCl3YqsduCajlhvDZCMshoJZrlboyUFpaCdmoMOwfHK2x3I0bcEllu4m60sLi6HQMxmRK0E23057ZN4JmxR5wrYinRQvPfHz2NwuKPPvg2NpsbTPs2S9tterlmtROjhY0X2IzbZfIsp5eBVoorG1121AJeXWqx2Y3IpGS11aNWcNBKcmi6iuNYPHpyme1+zDuO7kZrOLm0TZRn5Dpjql6i24u5dnoUkj6ojMsbbRrlAvVySOC7hK6D7Ydou4hf8NHCIyFitD5GmipOz28aEpttUymWOLu0SalQYKMd89knX2FipPRtS+Z3nKG6KGaLggMNj0MVwU/dOsEBR/CFk8scrvvcOevzszfW2DlXooLgwrEV4tDn8B3XQzpgbX6eol3kka+8xIVmxlvuOkIxi/i1zxxnl5NxezXgT19e4o2HR2jFMSeaPl6lzPG1JlE/ZjMxgOt9NYuos8nkdINXzkcca1qsxYrffOgUb9rdwEoTPvzF03z6I++FVPPUlW2e/7++nxd/63v50B98luOLbfbXQ1CaGxshRQcOjwbctrdBs59y7NI6ltbMVXwqnsNqJPnzJ8/zf//IrQTLG7y7HtKKFV/dStgVutxV97hpchwrVyjLoh+ntFPFrh0z5NvrXNiMSbSJi84VNFOjywyEILAsAluQaU0rM3EpE4FLX2rE8Psak2dkDuYmQiRJJY3xvSjPBm2cOKBAKQQ2ltnsUPJtBOC7DgLLgJsdC88yoOPVVhffhmanP4wCVmStHhXfJ/QsRgqCGycKNDtm8B5JGGTQTaGZSLYTyUAarF+kTK3qZYp2qmgmim5mUg0iqYilJsqNJjNRmlzDQJrClirzda40A6nJtPkaIJYGFNNJ1dAAgNELRzmdxEQWSy3IlHkeCsPjjXPzswfScCiS3Mxd1VBtFiWKJDGa16QbsbmyRJ5GCG3MCf1BhkCQpulwHJKSpRkCyHNTsDzbYmNlhV5nm6TX4X9FHgsc2+hUZW4caoMkA5VjKY3MTXorQg2hKmpYxAW9gQBt3m8/KFBWmuJInbQfsWcyJ1k5wy+87z5eOHGeW264BifXtNY3WG7FbHZinrjS4snLW5ze6OM6FtXQJ5OKXGnCwOLojhH2TVWYGZvkzEaPs80+V5o9+knO8fkmL8x3mG/26cUZzXZEJ5Isbw++BdNuxSka6GeK5c7A1AbH5sB4gd2NgAOjIb/01gPcvKvO7z1ylo1uzq27q1hZh5mJKiupxUOnNnjs3CZrA4F2Clw7N87usRK+JXj85CILG00OTFVZaiecWNwizaFe9Ng/VmTXWJVGqYDWsLbd4/6jMyRScXp5i2cvrrPaidg9XWPPRIOFjTY7xkP276ozcApc3ugPgeY53dYWOumAcEkGPVTS5ObDOwnLIROjozTKISPVOo16YRiRnnJmYZMLKy260YBvXlgiHmTEg28fI/0dO9TDNZfXj/pcauW84/AMKk4Qjk01sCkHFsKx2H90B6+eWqfna+59+824gcf6mXMEFYei5/Pgc8vsqY5w171vwFq6xKlzy6xuRrz9TfuYqdrsHbP55NOL7Ny3i3uuGWfx6iLCgspIgLbhuv11doyNIPKU1ZVtHrvS54kry3hC8cDBGp87sc7pZsIPvH6a7/61v0EELs/97nv56Ge/wWMnN9iKMyYKDmutPoNMcqnT54fuPMjzVzZ57NVFBqliOnRwLDhUdZgKKzy21OIvfvkdPPXpr1LPXZ6PJOcjyc6izT2TFZQygI2iZRFLUNrFsjRXFhY5s52gsUiUQqOo+i5dZQDTGguEMvAQaUDKWAKpNb5l9ma+LRBSI6Uekt5N1+x5phOSAMKlMlJkcXsFS2qjT9WaTObkuaQ3iPEcnzQz234wCyMhpdmYqwyhFKEr2djY5pnjy1Qcm5IjcCybTGmEFix0JO2BouQ79DPJfKSYKrrIYTGUWtPLDJREa5OMOxjGMksNjsDMTKXGtYzg3RECW4hhfpIYyqXEtyyZAsxMcijkVyZuCqk1AtPderagNZAUHAupNaFr083MQgGt8W0LbG10k0pT9ExyqoUmcIwcMFMKpKazsYlopISlUYQ2FthKISBJ86FTV5DmilLRI0tSin6AkpKLFy8yMTGJlJpKrcEgzZHSGBZypZAqx7Fts4hKMvxihsAx827Mkq4btyhXGqAVSGEYDYOc81dXGN33HIV8lfG9P83Rt/8iK2c/SXH2MN/8zB8zN1XnmmIDvbLJp+YHRIOEqUpANbAJA5utfs56J2E0DFhppwjLwWv4XNho0h2kLLX6lD0XYQlag4x6waHkgvALnFvvIIDRYoAWJmrbdT1WuwndJCPPFTurAffuqtJFIaRmb6PEnvESP/u3J9jVKPKb33cLZ+aXOX5hicNTDV64sMrllR7jZY/xkZC94wWqBZvFpmS10+fqRp+lzoBqwcexzGdpK0oYLfloy2PPeIjWFmeX1zm6c4btKKLkexzcM0tYGOHP/vEpXGERhC7XTNbZUfPwrJSDu6Z44uVLhI7NerPLeqvL7omKofznI0xPOoRBSBjaJGmGlprFrSaeF7B7R8Dry2WOX9mg3grp9iJmGyNoqfjqy5e+bc38jh3qvRNFHr3SY6GXs9GNeGmhzYNXu1zpDhCW5J1vuZb2YpNIW9x193W4vs3W+QsUShXivsMTz86js4ijN+4nXr/MudPzNLdjlBewZ1Qw7mseudBl7/QYNx7Zg9VaZapcNNZCGw7NVpltFLFsi83tAU+e6/DsYpflbsxH330j6QDawM+8cS9/+OQKp9Z7/N2vfYClxXUePrlGN81xBfRTSS5NHMrH/9XdfP3cChfX2mz1czqpxLcFN00W6GaKV5oRn/mJN9BbWKSuXL7ZzWilsKvqM1a0uNzcpplmZEqxnUp6UtHJE6SGK72cVAu6Q9/5Vq6JpGYqcGlmitU4JVPQyyUV1yLVRjLkOTZbmTKD8UyhlKTg22b4j6LT7YGysUwTil8IwdZIKRCWRg85CzaAlpQDF3iNTvVaIF5GbzCgZA+B0rZNFBu1wI6iQyNwEMJCYorp9kCSKyh5Nq2BCV6cCR0SpYilop8beZJnC4qOTcG1yBVYw2JoDYuhbwlTyGyBI0xxLLsWQoBvg2eZkYFriW8t6SwhCF0LzxJGjzr8/3xbDC84U5hzZVil/dQsxjKpDdxDaaLMvH7bssiU8YJr9FC2ZdQAWQ55Blk/JRpEIExBN8AYi3LBoRT4+K5FlsphgGEXBESDhNbWJrnMabY6CD00KQwdWlIpBkkK2qQN6CEMxrKHmg0B5VIZUHhDHGMlDAGLRiFg/8F9HHzjuxB5bkIP0x433f/dLKQer17dZGZmDCfJafhQL7j0s5ytSLLeS1jvJsPYMXPzQSszXx8CZaJE0opTFlt95mpFJkOPNFeUA5eS71PyXTxbU3HtIdQE06VqqIUe46HHWDlgthJw7fQI4yWPb5xfpRml/NCde7BJmBsboVwpc3W7D7mm5AnGQo9y4OBagl40YHGrC5ZrSF25ohOnvIZzdGxBNSygUXi2oOw77B0bIZEZ7ShHWxazoyV2z43z1qO7mZusUQ8C9k+FdBNYXu2QJF32TE8MoUIeo5WASrnIpaUt0kGCTnPTtChNpnMataKJFbcsKoUCXsHn9YdnuWZujE6U0I76DLL8/6O6+f8/vmOH+sXFLoemK3zubIvk3BbvOzDCfzkywanlJm+9fQ9PPneFW++9jvsaNXrzl3jh0hoH981x5vw6v/vYJf7gJ++mXrbpb/b5+0fP8EtPb1ByBD9zyyx/8ugKZ1sDjuwa5faDozz1yFNs9DWZhtnQ4979Ixw5uoM8zvj7l5Y4v5Gw1ImYqLg8sH+Sd3/8aT7xgdv4xF+8wFfPbnDjzjo3l30++Nt/ybNXNik6JqyqYFvUHBvPtfiV772J//LVb3J5o0cvlYwHBvjx47dMc7Wrue9og9ftrNFdWGfhxFXS1OVEN+MdOwtMhx69dsTesRFyBBc7PSzhEGemIJ9ux2gh6EnNRqaY9ixuqIcEtsXJVh8hYLrgspXkaEvQzRS7Q4+lKCVOc4Kh0F9ojRqkZnM9zFvyvCK+55HlQ3mPG5LECcWgyACTQiu0BC1xUGjH4OLMiU0htE0vinEt2O73KBZC4m4T1c956vQa19R9tmIDb+5mAqnNoiHOJVIbfmkrg4Ij6GcKS0DREUyVfJTWLHQSs2TCdJ4FR1ByzYXhWgLXsolzc0MTmEVW3XboJDmJgnogSKWm7NlEmaLoGjtn4JgobW0aeRxL4Fqafmb+ng/HAQqQEnyECdCzBQrzOy5ogWuZfy+1RT/TCEyRC2xBPNBoFeMnKaVyQF9XCf0C/UFEmjv4jjLsFUxn6TkW7Sih6Nu0ewPam5tMTE+RJANsxzWaWgGh59KNE1CaNEsoYvSbea5xtaJUGSWNeiR5iu95aASdqA9IPvXkSaqvu5HHnvkaSe4ilObEpz7Fkff9e379c//IyUcf5qH/9p944O23MfLCaZ7Z1Lyw3KXgCdY6io1+h+mKj2cLRisFPD/g4mYfKTVRpobJvEZgNlENCLTk0mbKi6eWmSwGlAObwIFL7ZRmlNFPMqYqPtVCwFTJZa5WYr4bc/1sg41OnyfPb7HcS3jsF+8nHfR47uwSO0ZDdoyO0u476NWYetlj7+QIrV6Py2spcZKz2km52oyZ3+oRuDYbvYRuKpmphmxHKa4NeydHSLKM0LEphwU+/8JlJFDwPZ49vcT+qYT1Tsy7p+scO3ORBB8ZpWz0etSqFV53cJyp0UMcPzePJ3LGaiWmxic4cfJlPNfG6/QYKQc4bgHfcziwe4KVrZjT5y/zxoky9ZkZ9tz4Zl6++N8oF1xePPcyN+ye/OcV1O5A89enW+yrePzrG0YoOZLGTMiddZd/fGWZt73teoJinace+jq33nEDrt3k1IWIP39xjU/84v2QRhz/xjlCW3OpmZELwad/8Do+/o15duzfwf3XTJMuX+TjX3qVA/UiFV9w37VVZkarNPbsZ/HSWf7VX52hUi6QZjk/e/cBvvjief7yWIv7r6nz7z/zTdxiwGd/6h7KocPfPHWKv37qEiOOYYr2MoUXCK5GKXtHy/zoXz7LaGATCGM0+MlbJnnDNdP8zIOv8lcfeB0vX2ryzJkLzM236SbwB/PbNFzBkVpIPSzQd202exHzUUbBdoiUpuQKzvUUI46NFoJUK/a4tpFFOQ69POGO6QrbseTCdoTvWGykkrIjuNJPGSiNb2sqrgGlXOpm9Lc3QKYkecqw1yNJEhbWzrPryDUk3W0GyYBKpURTmJRQS2O6jzQn8DWJVCAEvm3TjSJ8kdNLJJ7r41s5npScX2yzs+IQ5xoLSKQgyjUF16afSYQ1XPJISa40/dxYQw+NFrnUipjvxCgtmCwZFYKWisW+ZHfFIXQdIpnj24KxasgNh/dw++sPcf2hKerVOpTbsCUAACAASURBVHEUm82+7bLW2mLn5CgXr64yMTlG1S/x6a8+QWj5fPP0Ag9944SZQeYahEXdMcu+1mCYQ6X/1zghyhWJAFsIbMu8HoGJ8wmUpuAII0mWxkZtaRswN5BuHpGlGeXRCcJC8K1QQKFNNytEhu8GpHmOwMFzNBfnlylVSuAU8H2N7RqFhpQSC5AqJ80SkBKhLQOXKRZA53ieR5IMSNIYz3bwXZeNKGJlO+Lc5XV27djBb/yP/0nBtvjQ7zzOx2yPI9/7Exy++3Zc7zd5+r9+hDfcdzPB8QukhCz1TLflO4K9jSJj9QKW5ZJLSZxrPNshTmNOLre598AEVdcmTVIW2xGVgsdcLeTyZpeoKcmk4sBoicCxODReZs9kCYFLOojIZMJso8gAmxeXe9x7eC8PXF+j7ET0CwHadTm92MZZ66GxOL/UQsqc9U6PZj+hLwWe49BNtVEkWGYMlOYSxxLMVAvUQ499kyE7RgtsdIzb7fxql+lagTsPzrDQ6lG0wVUDbt7Z4LmT5xmkOefXWhyYbpBIWNrqoojZN9XgjhsOsLqyyEBqPDsnEWUePjbPrfvHWVppMRCaW44exC6UafdbHDmwl8WNLtWxPi4RRw7tZrxW5NjFNfbN/DMB0xcizWzR5qNvnWUpTTkyVeT3H7rIe+7dzXe/8ya662ssXl3i9jce5dixBZRfZ3wu4I9ueSNbV5cYWIoTFzfxi3UWpeKDR0p89OklejjMxh2+8fgy3b7kxrEKpzoxv/Y9u6k1psCxeeSJl/nrE5sUiz4jgcPeMYfPPn2W//i+2/nRjz/Fg2e2+dgH7uE3HnyBX/3bZzi/us1U4IBUjJUCzg9ixgou02UP7TisdiIqtmA6cNhKMupFhyOzFX7jkXP8P+9/HQ+/dJEjjsPaqVViJ+DBtYQba0VuKQsurDWZDH3S3GzrS5bFYpRzeLzK8ystLEtweZg3P+oKtGWRZpLQVXQzRbnos9br0ZWaMd9hr2vTyRQbKmPctUxRBboaKp7DU88cZ+a2N9CwPBJegxhLxmpmQhMWy/i2Zn1rE+F5ODonQuAIm6JXoJ9lZKmR7/RiiW+ZhZLneoSuZuH8VZ453+fIhE8qLVb6ikEu6KSmc4sySaphpFSk1e2ihlCQims29ee2IkBQ94RJPrWMcsLyDBP3mh0Nvuvtt1GpFLnlwE6eef4lzl+c55WXXuShL7VY2+ySD9UAnm3TTTNsoFoM2B6kVAsufmgiX7Rt88e/8ACvv+02NJr1tTYvn7zIL/ze39AY8kAtYdFOchwBRdcyQbDaOK5sy+hXNSYsMVXgWcb5l0qBrY2mNc0UJqg0x7LWKU3PYMaomlLg4XkOSZoikHi2RZZnuK6N6wiWl1eYnJ6hmytqFReBQAuB0jl5ppES81zIcYcJCbrbpFSsDrPCNFoZWIyUGRu9mP17d4LtsbXVYtQRjPgOv/eHT/DT/Save88PM3nDNdz2736dJ3/vV7nn++8nffhJTrmS0x04UimxHedsr0aMlj1GywXQirMrLUaKHpMjBTzHouR7tKIEz3FpdhPqgYM/UWa1k7Adp6RSUwksZmoBM5Uiadanh0UQBDx7ZZvnrl7hd37gJnZWK8yvbDJRLtKTfQbRAF8IlrsJ5cBjplZgtBJwaa2L61no3KYda86stBjxbIquRT0MGCm6RGmO1pLR0Kbse2x1Ejzb5blLWyxv9zi6s0GS5ewcDbmw0iUpudiWoOS7bHdiygWfjaHvn9E6040Rmptr1Bo16qUCZ5a2eerEJcbqNcrlAjfcdDOffugJRsvQabfZmm9Bpljqd/E9jyvzTVh5gbvvuBHbrXHo+BXuvvHAt62Z4rX4in/q8V0zBf2W6ZDvuf8g3tYGC2KCm46O4ViaV599lYM3HiJpbnHich9n1OPWG3bSXVjnh/7oJf72p+/mhRfP8GNfvMqvvXkfT15Y5dYju7i00mV7c4MCNrOVAlmW8p779lMLBFEseHGxz9VWxEpXcWyhyetnSiyutbAcj+umPV5c1Xz1YpO79ze4tBlzfrOH0JodJZduYmJj+1IxHXqs9lOiXHPz3AjHFre5fqzAv7hxnNpIkYVmQieX/Pgbd/O14yvcf02DMw+fougG/MmVbWZKAW/bVeHq6jYFy0JLQUtKVgeSogO9XLCYGzLSQBkkZ9kSzCc5h0oeG4lEC8GeistCoiljZoip0nSSFG3ZbGeSMddCa8HJXspM4HI8ytjG5ZGHPkljegflkZEh29NMRd3aPux8i0F7mc72Bt2r51k9/QxRq0maSQZSkiYZm+0IrY0kSmttokpkBnHEg08vcMdMSD/NWYkUy73cGHe0RgibUmDj2ILFdjr83hB2oszCyLOh4lrYwz9LJR9hKX7wnW+gWnP5wkPPIGVOp5Pg2BaZFOQoCjaY1ZBRIaQyG0qOJJZlkwzzqbSwTLeZZBR8hx++/07u/fnfQg96fO1LXyBrLvHWu29meb3N7/yPz3LywhLJICXOJXEqUZibgjOMG/Zscw5PpZnHOUIQ2ODZAs8xM97QtXBsi8AVuA5UqwH2yCgjxQCEQRmWCj6vQaULrkeUGfyeFhbTk+OE5RqO5xMEAfEgIk0yXMeiUqlQGx0jKFWojE1BoU4xHMULfBA2SZ7hWZIk6tDZ3ODuN7+bL/7tHzBQRd749vczE1hMBg6OgLoH+8dtfuvPfpukeh3nn3iC5//0o7zzX/wArx5/hRfPznNsK6WXGpVFrVzEc23WtvugNPVywEy1QK3oGSVALjm50qEaOJQcY4lNtXGkHZkq04szxio+ls4IbI/xkQJfOrPK3PQUb95dwc5irja7HJiexHdtvn7qCo2ST60UcmJxi9lqCWlpjs+3aUUxkXaIU4mWRkK10o4JXAfX1tQKLgXPZnykyGipQL1kI4XHl19ZIM0UD9w4S5RIjsxVGKmVWd7o4VqCOE559vImUlvUSwG1ckC9VOCOQ1OEBZ9CWCRKMp48tUqnP6BScJgbL1MplZidm4HMIigqqnsPIpxZ+quv8PixqyTdNebmZtk1N0fgZjilabY3likVXUbu+Tfif7ugfvcuX3/iAzfw8jdXOHjXNdRKBS4ev8pK3GN/PWAlKvL101f4tz9+D80z82y0FQ+9eJE37Zvmf764ym03zVJNevzdKy1275jkL164zPdNF/nExTb3zQT85H172THtEhQqXLqwzQvrMSjB81e2uLQ9oOpYXFrvMFtx+fAP3ssz5xfoZ4ovvHAF13WYb8XsDG02Y0k1sFmOTHZ7P5PEuaIR+uwfL7HW6nLjaJEfu+8gDSfnNx5f5F/eNsdMPeTK0ib3HJrj8U8+ycrAYqpc4MlWylunHRpK0Eol872M0LUYSIOfW0lztjNFWyrGXBvftjkXpYx55tiv0fiWhUbjWRYDKTk8WaIbKeJUcjVK8CxBybHZSDK0EgyUouxYPLOdsjDIefbhv2Zkag/lkSoM3U1aK8L6PqRSMFih3VyjdfUEqyeepbmxjM4luZbEA8VGN6LkeXR7PbK0T+g79OMBqxdXsTLBVpoTZbAey2Ehs8gBz7bYilM8x0A/XnOOKQ0VV1B0bWwBBcei4NncetNejuwd5fEXT5HFkjTOEJZCIxBaYjkOrm3mmEoMixsmmM91bFIlURo82yZKMwqBjyWNaSCWksA2lHeBAMtBWxYb/YzK6Ci/+KF3k4mcg7uu5dUzr/Cff/8zXFlqYlmCrci4q3Kl6OXKvB8C3CFc2hYCS0Bgm8VbYJv5q2sJtFBUSw6likelPo3rmd+/5zjGf6/NETSVGdpyKHoO5UqFkVody/axHQvLcYminhG912vUxk1B9etzlGoTeH7JRKPk0uh18xSdJ1RKsGv3bfz2R36S//D7n2RjaZ25gkMwPCFEuTlxHBmz+Oif/ArN+vUsPvIUJ/7uY1z3+kMsbVt84+wCl7sSbAfX82j2YpbbETdNV9nZKBIr2OjEZEohgFroc3KpzVjZY//sJGmaIGTOzEiA0IqCBeOjIZViif/+6Flu3NngB+/czdbaBr0ow/N8iqUCeZ7y5OlVSr7DcmfA3tERPMfGIeevXlrm/HqXcuAyEdpUCwGbcWqccHFKkivesL/OTKPEmaUus1WfYuhxfGGbRrnAkZlRGiGcW4944fwq33fbbjYihWtJLqz0OLfWoxTYFH2P62YalAKLI3unOLBvghwX7ALfeHUeX2QgFEmaM1avGDVHpqiMeFx7wwHskb3GghxHXDr7Kl4Q0ou61OqT1EoOOEV6WxvMvOf//CcL6nfc8v/hj97A8lKL421JMUlZvrhBYdznDdftZT0J+drpDd55z/UMLi3w6KtNPvP8Vd68b5pX5nt8bXGbwxXN01djljPw7Zz3HyjzxfkunUTyoXtnGa35uF6ZqJ1wMbYY5IrHzq7w1cstbposcWa9h7Y9gnKVj3z+Rf7oiXP82RPn2B5Izm72mSzYVFyLmydDFnsZN+0YI86Mb/otB6f5+bdcSxInNFyXV7YGxFnGE/Mxv/72gxyoNxCDnNuu3cOJl86xtxrwla2YTy10ODrmU7MEwtGEAsq+Q39oq/Rss6FOTGtComEhzvAti3auSKRixIaKLWhnwyA6S7DayxnIfHhxGnfRa2mh7VySKM3CICfXZrYnU+PjT9IEwHjzgTyJcRwbbQf4vgWOwLbNNhsEQhtPs1CSNE2YHAlwHZd+kpE0u4yO10iFRmibTqLIhjzRdCiqT6RiJPAoOGZb3c8VrhCUHbPE8Swo2OA7cGB3nbWlRT7/D98gacXIqI9ra4NUCx2KgU3FtwmLLuXQxrc1YcEh8AWNiketZDFa8qmXfSZGCtRLPmVXUK/4NMo2uxpFSoHNeMXDdQS+oyh7gp0jFhNuwrETV3jya4+jB2scvu4gf/H7P8d1+6cATTmwjbrAtSi5Fo49RBZKU8BzZVQBmYTtQUY/M7rNREosYSEzjRooSh4ILfEd28iohmYFhCIMPDzbJss1ze0ueWbGPlJJkCa11bYsbCwsy8LCJvB9PHuYnvCth8b3TArrxXOXUVqR5DbdXmRGMEqTSkU/V4y4DoFts9QWPPvpT1HSferXHmax73Lqm6e5/tZbOFqzyRRUCt7QGqu5ZqzMjnoIaFw0Qmk2uwnV0KXVS2j2TR5UqeAw1SibDC5p5HyJkniBy1K7y6HpKm89PEnU6fDq4jZr/T6ea+PaLkjB/skRtlNNkiq2owGrnR4DDRs9A+eu+A6pglJgs2+ixmw1ZGe9wN6xEN9z6MRGArjaSzm/2mc8dJmtFKkFAs+x6fQiBllOqjSepTmz3OXk8jYLzR7bUcYgk3TiPkmeMjMZ4AQhzW6foFThlkP7GK2VqRQCfM+hXAgYrdYpByEnr6yzfHkRtX0VnW6D6uMFAd1em1IxxBUaxy8QhDV+6+MPftua+R0B05//T7/6ERkWuOvwLF8+tsTrb9/N1ZOrHL/c5uTCGj/3gbvxNld48nSXPdNFZkKHP3t6kfc+cC3v2enzM19apBAY+98bxwI++MgiH7lzil971072zNYYqZY5sxDxykrCsfMrfOH0Bu99w7W8ftrl4eNrzMeaxX7K1e2IvRWLuutyuZOC1rjAgUbI5W7CpY6R/2y0I1qppOw5nN3ocn5pC0eZu+uPvG6CL53Z5Efv2s/ZlW2OXVnjyFyVpflVktPLfHohYkcYsLca8n23jLO61kRJm2aqKFgO/Syn7Ni0FZztJTjCjBZcx6af5ewNXfMBdEyRlUqTaLgUZcwUHDbjDM+yCGzYPV4mijIu91MQgpJtsZZIZgoOS4kZIfzQW+4gHJtBYhYxnu8jpURmKSqoYQmJHPTQeURvbZF+u02W5cRZRsF18GxI05x2nFEuOASuzWefvEI5T9iINFe7GQMJUisG0iS3RpnCtc2RPspMN110LEJH0CjYjAS2kbNNh0w3SvS3twl9i9B38T1BsehS9CzKRRvXUbiuoFQwmuWC61AuGrCzZ2tqJQ9HQCV0qZdskiRhNDTADtA0yg7lQKC1YqzkUC6YnzNXcxmtBAQi58qVy6yutfnKo89x3VyD+q59PPDAW/jhB+7m4cefJU4HVDxjmXUtMXRYCSzMjeM1hUA4ZPl6Q1mWjZGEOTaoPDG5X8LBc2wTnwKUC4HRyNrGVDDIJOEwRsXQ+M0NM3BsJJJqpYZTCPBKNdyghOcXAYtC4NPr90DlyDwj6bT49Kc+x+zcDh5/5iWKlsDG6HkdYDywcW3IteDZ0y0OeUvsedO7uPcHfoRnn32J5vHHuf6+92Avn+FrV7tUA4uC51D2bRKtWdjscXqtw/iISb+t+S6vLLeNhVZqyr6iNxgwVy2ystWhVrRxXJ/f/cpplpp9HrhhjKtrXa5udAl8h2rgcuzqNtfvGMV3PVKZkaGxsLm00WWlPeBSM2KlkyCA2/dNcNOeaWojAacWm/SThGsmSxwYD7Esg3jsJjlF3+XkYpMDYyGlgk3gWpxebvHN+RZHd9Xo9AacWumx1h1QdG2SXOHZUA1d3vuGA1y3d4pSuQ6OTy8e0GiM0OoMKASGZXXo4EGU1Hi+z3yzR7MzoFoUlEZG6XZzSPqMNsaYmJkmlRYXLlykWPb53MPP8rHPP8W//fAv/5OA6e9YUPPn/uIjXq757UfP8ZH338SV0x3Ob7aoVBRvOjRGZ7HFV8+scf14yLFX1/jsyXX+6wdv5dVvzvPQlZQsSXnTdIVxz2F9kOE7mp+7fzdj9RGOndvm7FrENxcj/vaFy1yJNP/6zjmeeekcf/7iOgibbqb41bt20I0zLrdzrnYSQttitOjS8D2WM0Oh7yaStV7KgUZIrk0Xctt4kVzCF3/pnZBEbA4EH3rLbl642OHuG3dzYKLGcqvDN758ghtrVR5cH/CWmRFeV3NJN9ugbLZiRSoFLpqegl6uOdNLcCzBepoz6jlciDJC12YrkyQKmpnpNoUQVG0LqQXrqaTkWFRdh3iYdeS7Fp1MclOjxOYgNcdPS7AQSyTgxyk33HErtu9RKIZG6A+gBU6xhut49LaXyaUi2V6mt7FCkqd4QrDZT/Ati1ZvQMG3KFgJC2cXGXcESsGrW4YKpDRYlkU4jL12bROT0k9MVlJgCyqezWjRZqzoMluGmbES6WBA0ReUizZKS2oll5GSi2tDUDB0rXLRJ/CM19p3bMKCwyBJqZTMnKxSdME23vwcqBd9pKUphS4CZaDKtkW1EqCFYKTgUQpMl+g5pmscLdlYWjFV9uhsrvHS449y3dFDWI0xHnjzjXzovW/jxCtnsNL4W12p1mZc4dgWjmW6RDk8ebxmNJDajAIyqUlljqVy/NDHdYypwbKEiWuxBVrJ15pMlDbuJ8cxCQZCaHKtKBQLlCo13EKIVxolLFVwPR/bcUnTAb7rUvRtWs1N0m6Przz4EA8fO02WGuZD6Jj3SmE0zC4mDsZGsLW4zVR6mvHb7uPmd7ybP/7YZ5jNr3Dg6J00Bqtc7uVmqTs+wtJml9e0uSO+oBtnrLYTtgcZ02WfXfWAs6tdyCUTZYfZRhEtBC8stvmeozN897WThIWQrXYHJRxGayEbnYjxSpHREY/cEsQZXF1rstaJiDJYaQ+4shVxYLzEddMjHN03xSvz67xwYRXbcRgreexohDiOjZQCqSRSKmSeMVMv8T237GG1L/mH40tsdAfcc3gHWap4+uIGJd+l7NtESYolBDfsrPF/3Hstu3ZMEyuL+fUNfK+AXRjBIcOyA4JigWzQIywVKJRLuE6BtfV1CkWXTDuMFGwWljbR6YBCqYBlQXl8judfPsdjTzzLlaU1vveuQ7zuu97/v19Qj/3p737kyJ3X8V27ijx5Yptf/vI5fults3hxwrnlHBkIphzFTzz4/1L2nmF2n3ed9+cu/3rq9BlpNKNmWZZlyTWOe2wnTnU6EMISWEJ9aKEsC+zugxd4slwhlACbZSF0EpYkJIGQxE5zjatsWZbVR300vZw5/d/ue1/ck+ybZ7muvNSlS+XMOef3/5Xv9/M9x4d/9C6uH7L89ucvMjo6yu88NsODU2VeWurw1UsNbpyI+L0fvQ6tSjx7us3p1YQLyy1eObfIoZWUa6qKE+eWuXawQuh7nG4mTMaaVppCUbB7IMADZjs5A+WARm6Y3+iz3MlIjeETP3gXD5+c5dpBn0hY/uE/vYcff+v1/MFnH+f6XePUSzFPnl7iB99yO//y2LNMVGP+7LPPcGe9zL/M9RmKNG+ZKtHpdJFGstY3NDJLz1oWU8OFbkrPWpqZoWMMWkgElqlIY4yla2DIU3jSaTDrevPIImAjN9S0pJ0burn7szsnB9mzdZiwognTgrHAp5flXOwX5AieP3eZD3zPA/hhTGoEQRCAkJTiGKVK5EIQiIxuv0vRXaF15TJkBiEtwkra3S5WQC1QHH/xDLPLKVEg6KSW2Y7zYRcCtHbZTVpASWs6SUGoBVVfUvEl1474TFQ1wzWPcsVHCsNArIljRSnUlEKNkI6y78ZaB0Upxz5KCgJPEAWuw9Ba4vuKrDDEodvRSqnwPYuSCqHcFyr0FGJTuB8GitjXhJ7ZjC5xrhapBaXQY6isMdbSbPcwRcGJw4d56bHHueWB+xD1Ldx/903ovM3K/BwS69xVxrorf26IfMcI2HxW4SuJhE3oCcRakRcGLXJUEKK0RklIsgIpQEmF9hxDttNLiOKQwlgsltwYhFREvkdtaAgvquDFA/Qyg+9HGGPdP4ql2+uDKVg+d4wjzz7L8YUmgRCUlMATAgPESlBY93MpbyLsGr2cV47OcU19kcGtw7zlAx/ir37/v/Oaq2OEqtHtd0lyy7mVLmVf0EtzqqHP+ZUO802nIckKw9WjAfVIMVEO2FIPqZZCPOXz5NkVfuA1k+zbNkSrnzFzZQOpNeudhMIKDuwYZcvgAGeW1xgfHGeu0eLQuRW2DZWYa/YojHPQ9ZKc0bJix1gVhDvQbh3w2b990pkqpEdiLMutPo1OxmA15nXXjBF4mufPrSKNZWstYLHZ5asnFoi0ouxLWr0cX8EbD07yvvv2k+AT+CFJXhBoF1OzsLTORrNHELnPZKfdYLQ2QEf42KTN9MQwO7aPMbp1O7/6sU+Tdbpk/TV27twJQpL3ujz38gyPPPMK77z7OrZt2cKO29763RfUyfP/8tDx45d5ckmyd2eJ28Mer5zq8ofPLvGeg0N8/GsXUbUhfnR/hR//21d4ddnQw3LowjLdXkYzLTgw5vGL901y57UjHD/Z4tMvr3D0yjqHLq7yzbMbvLjYZ08J9lQ8XlzOeGqhx+lGn5vHAh7cXiMzkplmzsurfS61U/oGVrsZJeVE4//x/mvZNVrmdx55hd+4fycXV/p84ufu58mXTvJbn3mBX37zDTx67DITW0Z515038thTT/D2Nz2AWjnP4JWUY62M+Vzw/VfH5O0Ek1vW04J0E/TRzAzneikdA3N9Q91XbOQFFS1p5o79ebmfESjBWm5YzwzrWcF1tYgr/Zy1LCdSEm8zdM5YSysvqFTKbLtmN4XN0VnGsaUN1jJYTp1lcaOf84H33o/QEV4UEwQRQRDQ7XVJ05QwqiAxRL6k19mgPTdH1muSG+gmfdr9glArOstz9NdSBquaIpWcbzuItJHOoumQeO6LbaUgUjBc0oyUFDsHNFEkqcQeUSCplVyhlApC35kltBKEgYdSEPhQCT3C0EMKJ4JXSqI294ph6Oy39VghtWSw5DoATzmuZqUcuCBBoYgjjyjaxBQqQTmOMCgykxP5Pn6gyJIMKUFrD6EF0lokBpTHK48/zqWXn2b79Dh7b76BA3smef6FV6nEmuGSBxbCTfNBsblPdZ2rQEuJFM7FZY2ztua5IS4FFLgu2dMKYyxaSdI0o9iMBI+DkMIUeJ6PFBKtFVEUMDg6gVeuocIqpVIFpQSeH26mzVp6vRatjSZrp0+zOn+eQ+dXiZQg1u7/o6UltwJhLcUm+rDmueLvScWjT50iefkb7H/gHu77wK/wd//1t3nnB99C+8IVDk6GfO1ME18oWmmOkoJS4NPLnH13vOxxzXCJ0NNIzz3AvnhiBSksP3DjBCXf8MzJJa6stjmx0mGwGhL6AfWSZnJskHOLDRodl3ywuNGhl2bkmzI8pHTqCi3ZWgvJs4QkyRiqhFw/PcTtN+5i9449vHziHFeNxsRau6iSqqab5Hzh8CVCLaiEAd2s4JUrbSJPMFnzqVRiIl9zz95xdu2c5OzCOuWoxMr6BqESbLS7dPqCpWYHYwTkfUxW0EkMS60mppfg2xwv8hGBR1yb4NEXjvOz3/N2/O4lxnbuZaXR50uPfotTF+eIw4DlZo+RgZhr7nn3d19Q/+Mv/5eHtly/j+lkjo/8yzmeW0i5a3cVheGHvniBj//ADTz+4kX+8ug6xvO51OwR5G7XeGDM44M3DfKme3YzvX07J2YLbv3T56lpmG9nPH6hwb2TZRbaCR9/427+14kGrQImKz43j8eEQnCqXfDkXIcLrQSJoG8sY7FHSTvcW2Hhm2cX2DUQ8Gc/fBenlpv81Buu5T986mned+8BHnztNTxxZIbve/DNRO0L/PY/PM6PvPNujn35Xzn17CyzBXx1qcvvf+9tJHMXSNMIcsnlJKNRWE53M6SSzPcLhnyPUAqWkpxIKkdQkpKusYwFklApCiw1T1HSgoV+TkVLOgV0c0tiDAXQLCxDniSgoOobjE0x3ZxhZdno51zpF9hNP/17bzmIrsaIsERuoBSVXKJmniCFRXoxjfVFqnHE2uIMnbUVjAEtJP00YSCWrM1vkOd9TC442nBdhaddN5nlBUoIuolLcZ0uK4Yi2FbzGCoHKJkxMliiVlGUfYGUklhrtLJIz+WgCwlSgrWSWuSDdDE5gS/wPEU5FAgl8byAig/K1wj57VuocJ2E79HspgyUNP00J4oCSqFH0s8oVwICAnZZ4QAAIABJREFULQh9vSntEhSkZFlBNfbJcoOQPpWSR6C1Uwb4gsIWZGnB0Zde4sAdd1Ot1Xn9627juWefx1oIPRfHEmvpCql0Lq9i0z4rFY4JIARF4cb7Ik8YHKg5GIv8P/dcT0kCpTbNBAqkJPR9cpwcrVatUJ2YolIfRfkRKqqihEJJTS9JKPIULQ29zjKf+/t/ottPOHphkUA6mE5JS0IpiZSg7rmfQ78wVJVbXRhrkUguLOVs75xg7DW3MnrVQZ7+kz/kXf/pV2i3DKqzxoX1DmkBrdTQTXPUJj5xohbSynPWc8nF9YSnzq+zYzDmjftGWGr1eeXyBtXIY3SgRLlcoRZ63HLVFpa7GSsbPfIkJzc5Wnk0uilPnVrE9zVvu+VqRusxo9US5UCxZaSMUB5aKZI8ZapeoupZkJbt43U8IblqrMRQOWSj12Ox0SOxAoEmDjwurfWItGW4GtFIJffsHeW2PZN0hSArJK1+BoVTDjS7Ka9ebvLoKxfYPzXE2GCZ9V5K38LM5RXGhkK277+ZmYvzbBsbxB8YRI7fzv/4i7/lL774VebXE66sNjgzc46rd0xx+3XbWev0wUgarQ53veMD/78F9d+88i/kisHWOf7p2UW+OtviNaMhVzYKXl3J+PwHb+Y/f/YwnzrT4N5rplhu9ZnwJbHvMRQp7txeY99126jGg8xcnOfzh89jgUa/4OW5Fh/YN8wj5xr8ywdu4PCVNhfaGQvdjMqmy2lyoMQryz1W+xlaCKSw3DpeoZXktDalPM0057EP3cVHf/gm/vrxo3zgvoM8N3OFt924nUgFLM0vsnvbEMmV0/zmF07wU/dfy0svHuYfnllmsZOSJTmdwrJ8doZeolnsp3RwKa/XDdUJlYMmh1LTygwzvYK51J3FE6DmO3JUYmEpzR3UOTMkhSU1rruNJIx5kgFPMRZoIikItWKh2cd2Qaew0eiy3EmZ7Rf4wu3ltBA8//QxsvaGg2eQ009z9CbceGNjDXdzFqACSpUqEoFS0Oj0KWmNn2d4WoBxkqHJsmbAd0cVJWCw5CMRlDf3pPVQMVL1CQKF7wu2jtaohgoF+I5ughGWOA4JPQ8poeRprLUMVD10oPCUZLASEPiagUpIhkIISSWUGCHIjaHka7IMotCj5Lu4iuF6idQKyqGPMQVKCnKsS9wUkkYvQWpLLRKUwgBPKTIrKJV9hIQsSTFSEocBSKhGAXmeIoTkr3/vo8gwIKyVuPG6Hdy0cwjfl9QiTehJYl8SeQolnSysFEiMcQATjTtmFXmBMAZtU7LMwCa/1VOOzA8CpSRFnoMpMCZ3GlsjkErgexGZMfiepFTbAlgHaNkk6WOhUhrkhWOnePTEBWe1FU61K+A7XbOWbh0hBLRyQ2Edn6BvoDCCbz5+HNoX2XnHPRzbEMy+cogDDzzI63ZvpSgc12Kh3cdTkjhwvvrLzZTDC31euLTBq/NN0txwz64BRku+K8CJIfTc+zRaDajFmm7aBSxj1QqhrwiVop8mPHJ0FiEsYaARNkdIGB+I2TNZ55qpCV67dzsHd21jvFamay3rfUur2ST0AwY238s4kjx/oUFmYLxaQioHDB+rRi5Ft8jZM1FnsBJSKnv0U8NgWbF3aoKy79PNDc+cWebklVXiUFNYy3qrxeJ6nxdOzBL6mvVWF5N0WG9l5FkPoQ2iVOebh08xM7/B8zNLzM6tkOeGLE8ZGhni9htvYGSoSnez/nzXHWrwpd996KnjTZ5bTrhhOODRKz2+/3VT3DEd88ePXmSkWqaHQOcZV5oJSQErvYz/+vYdXLd3jNnFHn9z6ApfP7rM2ZUep9d6LLRTYmH4+Pce4I5qwe8/PstXLreZ6+bcuaXKh+7ZTqfT4Y+OrNBKckYj94UdL/kkVrLYSdFS8NrpMj92wxa+cOQKl9Z6fPCeaf7oy6/ylhuuZjSCP3r4Rd59963YtMmP/e23+Oh7buVrR2bg8jI73/pTfN8De/iVL7zID+8cZIvIafQMeSFZ6KcUCJa7fTILC/2CBINWsJEZRgJJt3A2x8JamoWlubkX9YSDeQggVJJks4sWQrCQuDeh7rvd4Wwv5+j8OvNLG0QCTjdTRn3JpX5BK3UJpY+8epIH9u1kYGqKuDJIYQye9l28hk3w4xqm6BH4AUmvwfrsefIsw8MxES6dmqHfShBG0jMFJ9ZSSoHv4kqsy6CyxrC3phmveFTLisGyplb20BpKgcAPNb6UZNISRh5GWIwpCLSksAV+IFBakpmUShiQWkM98imsAa3xtCT0NUiQynPjPzBQCxz/NIjo9npsHYxY7KRUSwEGlwQQ+pow9ulnudsjGsPYQIm8MHi+xgoFWhOFkjSzFMKgtAthk8JDexqb55R8j5NHDrFr5zam9lzNTTffyMrMaWqhiyXOTYGSktiTKGmR0u0nw0B+p6BJpbC2QAkHKu72CwJPO2qWMEil3THFFGgtsVI556qErZNbGN66CxmWUV7NATkEpHlK4Ct6vQ5rG2t01i7zkT/+OxrdFB8IpPsc+coZEb4d7+ILQYHrpDPD/+mwhQUjyY8/xe57X8f+u97BMx/7MCtnvsHYa9+LXjrBy4tdrh6JuffarWjP4+mL6yx3UjppQS/J+X9uG+Unbp+knQmWuoZnzq2SZjlxoBkshVyzY4ylVkJWCCJf4wU+G72MJ08v8LfPnkMieMdN2wk8n1dnV+knOXunh4l9jywzjA3FdA3EYcT2sQHqFZcBpX2fqFwjzVNW2n2OzrZ4/Y1X0e47378pCsaqmu3jg1QCn3/3tpso1cdpdDLWm222DESEvuSrL1/iiy+c5/C5Be45sANPQi3QXFlpwuZB0pMFQwNVzs91+fRXHuP5l0+xu5pTG6nRnpthcb1Hq5swPRgxNVJno5+yZXSAejnm/OwiI7WY69/wvd/9yP9DH/r1h+7dHhKU6vzrzAp/8IYtHL7U4VcfvsiWgZjPnVxhOlYcHHRxIrFn+MsPHmS4NsBXTqzz3KUm//TSPLMbCUeWOvRyw46S4m/esosP/ctJPne2xYVOwVJiCJXgvq0Bf/3KCo9capPkhj0DIYOhx3C9wunVDttqMUWRc+jXX88rp+dZsT4//7Z9VKTPl46ucO+1k3zxpdPsmqiys+SxcOUCZe1RizyenJnjvddu5yuHV/mBnQ1+6y++zoO7x3jDNUO01nvMtTP6RUHd9zZ5nLCSFpzpZRQWylqRGJymrxSwnjt8XVkrysph+RIDZS3oFJZ27l6TEE4svrfkc7nvutiusS6T3Vq6OawlOQXQM7CeGTIrCD1JJzd8/flX+L53vAEdxygdEAQhS6vL1MplemmPwC+TpF0GBgdYvXKRpL1Br9unFqacPzGHFK67nmvl+FpRDSVjZU1VCwa0YFtVMlD1Gah5jNRCokCgA48odgcgqTTGFuTGUA41Wim0FERxgLGGcuwKYORpEB6hp+hkmRP2Cxd14nuuGEZxgCRHS0Gzn1CPAvppQa3kobRHnqUYA1GgUZ5HoJy7aXKwTLPboxKX2Oj2SQpLKdSEviJLcrr9jHrZIzMOHN43EPs+hXVIvwKBRlAtB9SGB5FhxNYtQzz8xMtMVDxqJd9JnCKFKQxqk8glsEjljmnCfjtM0FKul4ijkG6SkhXuNQa+5wwXAFa53a6CIIzYtnMPur4FpSOUJzfXAoowiDB5QZr2yHsNWleu8A+ffZhebqkoZ4LwpSCQghy3glCbhpBQSQrjHowlJZ3tGkvN91lYLYgvPcWud72HxlrGC0+e4PqDNbK2IBYp0vP4wqtLPH9pjcI6wpY0hg8cGOLAtirLHUMnFSy3ekwNVdg6WOLqLVWqcUAvK3h1tolAcWGhgedLGu2Ex08vMl6NuP3qCXKrWGv3qZYCxiox4wMVnnz1MkIYOr0O02NjDNVjsn4bqRVCCkxe0E+d3fXySkI58LBRCWEVadan0elhjGFqtMa9t+6hXKrga8XgYMSdt9/Gs8fneOLoeRY2EuZX2+warTBR8ehm0Op0mFvvMVyJmRypcHGpzelLyzTXV1lYa9No91leabGnmvPOH/wx3veWN5FsLLF/oszE2BD9JGdq6xhzS02u3TWNkprtt775uy+ox//uIw99+FCL119T52euHeAXvz7HuWaKlbDR6rFnIKDuKXaPxnzf7eO8+foJrAx57GLGJ589yxMz68y2Mq60UgIBE7FmuhLwmVPrjGySihZ7OSVP8qapCk/MdYm0Qgt4/8EJzjX6BJWYe7cPcn61yc/eM8kv3r2ND/7tYR44OMlN2wf42FdPEAcR9+6f4uzlWd7/5ts4fHSGp8+vcfd1OznVSaiXa4zXNL/16UP83HSNX33sEl2jGPUyJkXO2dU+/QIyK1ACLvdzLvdzUmtIrCAUDmiiN0Ecs4nz1xfW0srdhbyVu1ROgXPj1DyXT1/Wik5huHVyCJOmdC00Mxe9W/eE28cCUyWfVm5opJa+sYxXS7T7KUlW8D333Yqq1anV6hTWEIQRhcnp9xLK5RpZv0dhJDZrYPKcjaU5Oitt6OUU1uBJp6ysx+4yKrHEFkZqHuWyYqTuUQk02iuQno+vDFK6IDohDGHoRnhPQFLkxJFPL002bZmumCAEI1UfKxw7VHiK0NMgBEopglBTChTKU3haMVp3QYljwyW63ZRyKUQqjed5CK0whWWjmzBUClht9qgPlEmSHCPACOX2m8YSlAJCP6CTpoSe219qKciLnMK4MVxLgdSSSxdnGY09mp0u8cgEIkvpNlaJfMVg7JFkBUIKsBB4bo8ae87pJaVbk4BgpCIxOiLQConE0xohXLaVVhKtLWFQxgpJpRaz8+obGRjbBlJ/B9XneTFZmpD0W/T6bbJ+jxcf/hrfeukE3bygriVKuCI67GuamaGknG3Xk5Aas3mwEptaYef2So2zky5e6bF7S4e93/shpqanOf03/5N7f+M/c/4bX+cTr67RzgxCuUOpLwx/+OAuPM9jqW1YTwwvXlzj+i0D7NhSYbBeIkOx2uoTBRpTSGbm13nm3CrPn13i5UsrjFQjdozWubzaotlLODg9wi27JsiKjLNzLp59z1iFbcNDDFc1tkjRStDv9VnZ6OJ7mpfPzLK80WG4FtPLcyphTKe5xEqzhzGWgzvG2D49QmYkl5dXWW408X0fP/BACu649RYazSZ1XzM9VCY3OUsbrrCfW2pz7WSNya0TtHLBM8cucPjUJQ5MDXJhucVSo8e5y0scmIpZXrjMfbfdwnq3SzvP2egWVOISB/Ztpyj61KpV6nvv+u4L6vf/wn956PmfvonHDs3y9Fyfi62EMV+y1s14644qiYV7dgzxpgOjbN27n1Yh+fAXj/PYiVkeO99ksZMxGUn21zT7yopnVlMmqj6tJKedFYyVfA4MRtQCydPzXeZ6OXdODtBMUi43+ix0UmSes397lY++9xpWltf5+S+e57O/9CBzy4s8cmKRn3ngBurViKeOnOP7HriDF555nqmpbdx3216S9XV2TW5jZaPF8y+c501xyOH1LnOZ4Xv2DjMa5iTNhLXEjWd9BM3CILQgRHA+sdQ3c+QTHEm+5klCCVtDjyv9nJJWFLjC2S0MrdxSUoJuYQg386NCJcEYFnqO/i6EoO47lcBY4LOe5lzqZZSUpJU7F5URhsDTtNKcp58/wtsevIe+0YwOTSClcpdtLBJLgSVQENXK5KbHuRMnmD9xbvMCXWySpyTaV8S+QqY55apHWJJMDPj4vud2Xp5HHEkEEu0J/EBjC4uVEASaSskjN078Xw5K9E1OHCisFE44LyT9whLoAE8rwkBTC3ykhloYOo++hkgJBNZdhnt9BgZc5zlYDVhqdqj6mizPCHTgxmblZFRh5BEqSa3ssdbsUykFJGmCpzQW1ylapZDW0ssFcexTDwXNNCPJCrRUXFlc5eSps1yzfx9rnQ4LC6uQJ+TGUvUlUsJ4PaQSanID2pOEnqKwzgighEBLiwhLhL5HjnOYBb6HlMIdiYoc7Wt8z2f7zu0MTe/Dj+qEoY+xknY/xRhLkWcI0ydLEvJuk5/6D7+NBZLMUNFiE33oUhyqnsJuwrMNFm9T1jUWelgLK2lODlSVpGccQnHp2Cn23zqB2nE1jz9/nPWv/D13/sJH2LZ8iMcu9cjzAh/DHz64k56APIhZ72YkhST2LWOVEp1ugpCS45fcwTO1AcuNFpEo+PrJRSJPcHBrnS2DNQbLHtUoYP/0GNiCtMiYmW8wNRRzdrHJ22+YIAg1RadHr2do91p0Mku777gXulShlRpOXF4l9AKyThMpNfWyz/XTo1y1awtCh5Sj0AFmckueWy4tbaBsQX2wTtLpUA5dYsHL5xeJAsVGLycQ7tg7NhDzlnc8wLs+8Ev8/Sc/yfXbB2n2ctLCIKSg3U4oh5qTp04zPTGCEA7XuG/XJMMTwyRijM7qLEMH7v/uC+pVz/zZQ7/y8HkudXImSh67BtzS+P0HJnj4/Aa/dM927njtbgZGRvjn507xzWPzfP7lBU6tOa7hbQMha0nOWOzzxuu38eUza9SU5MP37eHUYpOlTsbuoTJrvYIbJsuM+pKvX95goZtz/+5Rjiy2+MavvYFhk/CxJ2aJq3V+/W37+cgXD7FrYow7ttc5Pd9k/45xorzNY88e4b7X30+ns8jhF89wfrHNJ548w727B1k5MsP2usdLawmhJ7kt9gmTglpcZrmb4m+SlAIh8H2PfmaQ0ukAV3NLRUlyXMEsLKxtdgyhdAXXE4JQuYusEFDWkki5nCVPumC8AmjmlvXcsLcSYC00s4Lypq2zVVhSa+gV0EtyhqoeRW6Y3+jwvjfcRm1kiLQwhJvjXV5k5EVGGJVJ0j6BH6OiIWRnlrmjx7E4WLPUijBQbpTOCrZP1qlEMFh13aDWAmMKwihAbAI9PaUQWiOU2NSMWgrrOszA16Cc/lJJSSAtXePI/kpJjDLEgSYDBqohrU6KVQX1SLO43kN4mswKRuoRuVX4SqKVotHPKOkApVz0SpJZoki6KBFyhNAo5cbJ1EAYaAwSs6miqMQheWFZ66QYpRmuRKw3e+jAJ/Y1Uig8DMrzSNMuN95yM6P1Ko2leRdyGHhUQ5+XLzWYHAyItCL03PolM4ZAK/LcCc8nxyo0M0mgNYGWaOncVp7UFMYQxhqpfK46eD3BwBSpVRhryY0ijlwxztIOSbdPv99k7fJJ/uqTX0EI0NYSb477nhRO3iZdOkG/cA/QSEkipUiNob4J4xYIMJaBQNFOC5JE4F8+yvCIz60/8Msc/l+fY2pHk16xla+9fBpPwluuHiHyNdqPmW/mZEXB9GjM/ukx+mnKxfUuM/MbDFYiLq336HZapEnGS3NNjDHcuGMUhENMrna6XL9jjFIgWGq0SZKcsWoJTcaB6UFqgSCOq5xfaTO71gId0Oz2afdyekmXoXLA6PAgQ0MjjPqWONIEccRV24YYGR4gyQzVKCApctbWWwjPd5reMORbr16g2VxnfHSYT3zpabI854Ztg4yOVPl3b7uTw6cXyPKEwBdcd/UYsjrN6vnTPHt0hlv37kQqye6tI3i+5sZrtnPyyhILq13m15oMVmNePTvPqXOXse15lK8ZO/jAd3/l/4tXNhgvacqeRy/NObXS59qxCkcWNviJ26fYvn0rY3uvZ77R5+FXl/jy0TmaqWEjyYmVIBOGfSMlrpuI+KcjV7BAKdB89KkZrC0YiRVK5pxY77J/MOTISp988wPxrYurbK14LMwv8VvfvMB77tzFm18zySOHL9BJLUPVKocvLnPd9CjL66usN3q8+b47aHeWOHV2ns8cX+PPD10hzXPKNmUiiMllzPluwfdsq5DbPljBxUaXRmZoZAWZEBCFjNVDEiXAuKyg1EJiYSzwnZRFyc3xynWToXL+7pU0J93coyUGmrlhLSsQWJbSAmFhOtZESnKlm5IU1nXEwq0BpkLt5DSAQTBQkoTaOXhaVxbpdLskSZd+0qff738nDdWaAuRmxIpW1MankL7nAu+UIgw8PE8QSJDWkNmcMPYdh1K6MNUg8LEUToIjXZKnxbEIjAGhFYnJCD1Fq5tQ8t1BywBG+tR833nQC5ioxSitqEeKhZUmtXJI6CmyQlArBVR8Tavbd8XQWpK8oJ8bIk+jfEGCZijWjNfdnjQKNFFUIgw9qnFANQ4YrZcxQtDqOcF9IAymyGgmBdvG6wzWAhrtHrVqjKegmxakWYrwFFme0N/YoN1coZf26RqL9p0VNscyUQ9c5IqCUqhBWIbKPko4PaUBRJGibA44M0JuDGy+HhCYQlGKI7x4CN9XDJSdjx6Zk2QuSgRrybI+2IL5iwubf5dbLbjyzHd4r+I7136oaLU56TgcZL9waEIXpeOkfb5SdI3lyaMrzDzyFTKzynxpkIXHn+f6N72bP3nzHv7z/buZWe+To+n2Ul69vMZQSTM15JID2lnOfKNP4CvSzBAIqAY+x5c6VEPNVeN1ljY6m6cywVjFox4rRJFzfHaVZs8lB4zUQ9K8YLlTgICxwSpbhweQKKRwRo/VZs788gZFZ50h1SO3hqFaxPR4jXLsEYYB5xabLK+vk3Z6DFVjkqRPkRvW2x2u2jbG0bMLdJob1EoxS402h84v0m51efX4ebqdFidn1zk33+DkyTM0Tv4r1cCxcU/NzdNNMy4srtHu9Zhf2aDdTjl5YYGFtSbPHLvIpYVVZhfWWVprUeT/d6DUv9mhfuUvfvehN+6o0OimXOxY4sjjvqtGmB4r8ba33kHJT/nKkyf46b97hucubdBKLcvdjAFPMBF7ZEIyEQu+daXHmUbq4oaN4Z4tZWaaGYWUHFt26aCPnN/gfftGObLcph5qHvm5O6hEPo/PNPjoD9/Fp598lY31Hvdcv4thYfjci2f4oTfcxKOHjjK3uME73vFmzpw7iZ1f5r89Ocf7b57kZ+7fS24Nv/uFV7hnsEK7MKwVBTcOKdZaCcIqcuESFfuFoLZjBw/+0PezZfcW5s5fZL6ZsJQ6qx/CspIUfNsB6gnBUlZQ1ZJGZtBKUtOKrjFMRT5rWcFiWlD1NKm1GGvoWlhPc8Z8R65PjaGiBN3CMuxrSkLQKQrWM5ef9GN37+XoXINWP+eLjz3He956OzqoI7Wkm3TRygcEkacQMnCxy1hGJqZIVs6yPLsE0iB9hXIcFQYqHnEJfKURUiBVgVCue0MKiiIn8AOEVihhCfwArRRZXlCKQ6QQhFGIrz263YRqOabTbzNWj/G8gHKgwBZYKTBWUoojokghlEezl2FEQTtJiEOfdrePlprZtS5b6wG9LOPilTWGyz7tNCcpNElqKPs+652+Q/uZgrQQrHVTTF6ghMHzoRx6CKGYW9lAKoXJCkIJK70ckxakRlONnOFAWEO3lzBWiRjZPs2Fi4vYpLf5AHGf8zzPN3fDhtBzxyCLoJMUKGMJA0tc8hEyREg3lUjpXrtSliDw2X7NdYzt3I/SZXw/3NRg+s6pJQp6nRb91hrZ+iw//qH/BoXjJ1S1xJegN+lc7gELgRCE2mUuxUow5Dn3nQVyi8tOypyCYEArcmvQKDpzPaZH1rn/5z/KM3/1d+y/dw8Ll9cYU22+eaHF1EDM2aU2W6ouBbQSxbT6Be2kYGu9giBnpdmjSDMem1mh7Etu3z3OUD3i6GyDk3Or3DhV5eY92/jyCzOcX22xd6zClnrMjtEySgn27djKudkllNbUyyUGaiGh9igH4PsRMwsNpLBUg4IkNQhy6sNDlEplcgy+r/H9MkVh6Cc5BQVn5zeIfMXlhVWW19ssrHdZXW8zOVAnzTKqPqy2ezxxbJZ/PXwJX8NQOeCJly7y5W++RKPdYbBcYqAUstx0hoQbrh7j7OwaR2aWUFqxsNbh/MIqrVaHfdtG2DJSp+xpxm5603c/8v/OQ7/x0L+ebTPfLciAjzx4gNtfu5+DB7ewspLyJ18+xs9++iVWN3cQaWHYVdK8djxkqh7QzwpeWklRUnDDaIWZjT4HhmO+eqVFr4BQK+a6GZ3MealPrHV4+tce4C17Rnni3Cq1WsibD45xfr7Nzbsn2T05wVNHzjAwPMjUQMjDR87xwbffxeTIKI8+8ThBJvmfLy8xXRUM1qt86tAVPvTOO9l16ixX0oJPXWpx/6jP9RNDyMLiWzjTTjnbd57p/fumKOnc7RJbS1xa6pIYy3pe0M4tE6GmWxgK61wqA0p9x3Ka43ZrCElqCsoKelYw6Lv9rEZQ3hRoD/mSVm6oe5qSlqxlznlV9SRzWUE7cwevk0tN4kDR6Ob0Csv1IwNs3b0D4Qf4vqZUrhJFJVYb62AhdUZzCiHRpZCFky+5iGlPEUYaZTKqFZ8g9lHapehpL9zMpRJ4ysmDtJZYYYgCD60VWVGgA58kSbHC7YOVUgSRpBL5VEoBmTW0epbIF7S7CdVKiX6WkOO+AErA8nrf/Z3SdVjWCkxuqEea9U6KsBCWApQOUFKT5Ia1bkKrn5IZSTfJyK1GCEFa5Gy0ulihGB+oYpEuqmOwxNxSh4mhMnnhjjYohaDYBExbTGFYbid0Wi0mJkbxjGFxeZ2BsqabWIS0lMKANCuQCHxPb6IH7abbzRB7Ek+D8UqAk0352k01SkpqA0NcdctdlAYmiUs1kALXz2u0lLTaG2T9HllnjeULM/zVZ75BzVe0M0NNu3E/VIJBX6OEy8kqKbeCqnnu0BYpxVpafCc+x+IAKsZuyvcs+CgyLCcPnWX/3cNUBm/khT/7fe7/zT9l4ewcE2GHb51vsnO4wnA95IartmGVZqXR4sC2IZrtNi+fX2O8ErDacbHSO8dqXFhtUo0DXrt7jAOTo4xVAuZW2zx9dpXhkuKayWGSPCUrDGEQ0OkZTlxeJA48JscHiKo1yj6stHu8crlBkTn3VL1UwfcDRup1F41eJIhCkCQWL+/iRxGVUNHtd2l0LbNLG0QTvjcPAAAgAElEQVRByLYtA2zfPs35C0vMLi6wb+sgu7aNYGTAi+dXwBS868ZpkJLVVkqnn3NidoV6HBB5At9TRH7A6dlVZi4t000Tut2Ei4sNrCnYNTnENVNjXLVzGyfOXWbfve/97kf+2a4Dfbz/hlF+751Xc+P+SZ5/9RzfeHGJN374n/n/HjmBEm6UvLbqwt5iTzIYeXRTWOkV3D0WEEn43oNDABxe7rJvKEYKwUI3YzjS7B/y+cefuI1v/sI9fOapM/zO10/x7tcdQOUFj59Y5KYbr8OKhNPnzvHg297Ic6fOkRn4ybfdxbEzZ+j2NwjDEv94dInfePuNPD/b4aaDu/mTh36eL/3VP6I8n1cajoN421iNSwtN8gyWUihpQUVK6pWIbLVB0ezROH6MpJUT+JLlJCezlv21gNQYar4Ly5MIFjKH2xNC0Mk3IzWwxErSKgxXxZrxQBAJSyzdikBKwbmuWw1kxrCaFsSb/vHzvZS6dvtKTwgiL+Sd+7dRUa67/PWPf4rGldOk3SbtdpOk3wYk1UqdJOnCt5GCGdR33sy1b3oTg/WYWllTkZZKBGHs4QUC5Ss8T6O0RSkP39dI7SGUdl9+IdGedLEUvqbfT4kjjedBKfYpRZIgivCEc5942megUtC3gnzTASWkoupHxJ4kLyRDZYnIU/LU4CMoeQo/8tnIc+qVmCB0XVZuC3q522sPlD0CJRFSIKQm8KDRTqgEmonhGuXA48rKOq0kI/Y1l1Y6bBuvkGM3C7DL6fJljsZSiwJqlQrDpQDynGeefIGB0Tr1epmgVCKOFdZuWksxWGncjxWJF/gMVkOQkiSFheUWlmIzyRUHRJEGpSXb9l5DUB0H4eAdCAV4JEVOkvbxFXQ6G8zNvMw///3nN80WDn7tbUqlCrsZKCggVgpjYVvoo3B4yHZmGAzcJDEeOSefFDDkSaqeQm3GvWykBmUCZj/7KXa86wG+teKz8LWPctNP/yT7Sxmv3z/OYNVj19YJjp2f5dSFeW7bt5PZhXXWml3aSUI7ydk1Wub1e0YJtOCm7WOEoqDuw56xkMTCw8fn6WYZ9VKEwDgrcJZy8tIyvm+JQ49OkrK+Mk+23uLkXIPPP3eB6bE6gwM1SnGFi40ecSAZGKrRbHd46dhlmv0C5QX4QUjS65EkCc+cXiXpJ5RDj36vy2AUILor3DBVpd1LaHY2+NOHj/DPz5zkNVNVfvK+fQSeJk9zfGGolnyurHd5bmae+fUupy6v8T+++gpfOXSBK2s9vnVijhfPLTK3ukGj3WN5vUWr1SYOAuJy9f9aM//NDvVTf/Dhh/79LaP86JsPUvU1h+ZavHBujt/90hGWOm7v9ZapCiXtdJc7aiWOr/f5/Gc/S332Bc4vtbjz6hHed8tW/t+HzzJei1jtpUS+S8/8439/N2l3jX/8tXfy6KHT/OmT5/mV97yW12yvcuTiGtVSif3bR3nx6FH27HsNew5ew9OPf4P3vfPt+LJHu92jXKkzOLGNmbMXeP8bX8tTZ67wC+94LT/ysS/x3z/zDd4zUOKJpR4XEsNP7yzRa/ZROJH+euaydqwEYQwzK02WZ5dYXN3gfKNLUFgaWY6W0u07N8n5WkpWs5yKcmT5xDjJVFIY+tbBjAsLhYBu4cZ3ISQVJegYh5Kre4pQClJrSY2TwmwJfWpKcqlb0LeGZjfl5HKLWtmj0S3ILJx86Tj33HsrSnsYq0B7aD92OsjC5b1rpYjDkPHtu2k1rtBfmt/UjCp0IDev5hqEi/9QWn4n9lhrST0K6CQpUgsQkqGyE3X3jcX3PIy0pClkeYbWinbi5Ea9zFkyw9Cj3U3IiwJrLb1+Qm4MQRyz3k4pBZp2akiKAlFYOpnBo+DScp9K6G+ySiXdfsp6yyWuaiURElrdlCjyXdQ14PsCYSAMfToFjA2WafYy8sygtURpgTIGIzWNfo7EwchbBQyXAoTvkSQJKjcsrDeRVqI9S5obPKWRgJaKKHDSM9/zEdY5qKw1DAwNugelsEjlkmpLQ4Pc8Lq3ElZHQGoQEiF9tPaQFDQ3Nsj6HZLWEl/95Gf584dfpOwr0tzgC74DRJEuuhSJoKIEQ4Hr7Ou+Rys35MbgC4GvJL3CkBhLTTtYjLQGJSSNrMAiSW3B+Qs9rp3u8Pof/02O/t4fk136Mt4NP0lp7SX8+hCvXFjirqvqDAaaUrXCY8cvoRQuIttKBiKfwUrsomdEwdRYnbV2l8+9eIW59Ta5tfzg7bsYKmmGSj6lMMQLAmaWOoyUAy4uNrnj6i2cWGjy2LHL+FqxvtEhDBQH9+zihZlz1KOQkXKF5WaHZ04tkWGpRwpJQSkKuLDS4dDpOXZtGWZ6pM7U1kFKcUwldO+LZ3NemWvxlSOzNDopd+0ZZ2mjy6uzq5R997AcrEScWWgQaWfGGK9FnFpostzqs95NWdzokuWGq8YH2DpUYf/0KBMDVaqhx/PHziBNwsEH3v/dd6gff//V/OJPPsjG2jJ5eYA/+OJhPvL1C5xtZLTSnJsHfY4s97hprMx8z/LNK00yLO9+z3v45IuXuH26xl8emudH/vEYv3H/Ll5d6mARRBLGy4qrtwZ86P6r+JGPPcLfPDfPz993NfNrHWbmN5gerjE+WOWnP/Eob33bu3n68a/x8T//B2659XYunHqZsgoYHt/GzOkZzr38IvU44vNPHOKNN1zLh/78YX73HTczRUavZ1jN3Mi0bbyGVrCYGHq5RUhFZi2+EDy93uNcK+WllQ2yTsLF1S6nWgmpFdSVk/pMxx4dY8msZcTX1D1JJAXjvkIYJ58ZDfTmF0zQzl1QmxTONhgpJ6afjj1amSuQ7vcsrcLQyQvWCoMnIRASa2Gx2eOH796NFK5rPTO7xPKrx2gvXCbrtUg6qy5W2Q+ciMpCPylodRNSUeaq172TyvRulO8jfY3yfUdIUg6r9+24aak0SkuMKWimbn8YByHVks9Gv2AjLShFPnGkKQUBJR/qpZBCKCYqAf0kp+RL8iynnxsCT7G4liC/XYSUYGGtzUAloNVNkAK6aUbPOKDJcjtnqOKTFyCsIC9SAq0IA0lmcb/2BIPVMnmeIqVguZXRywTLHcv8eo9eN+Hy/DrCSoTN8UXBxkYf4fv4WlGLAwTCaRy1IBeSPMuohSEbnY4DsWh3yPP/N2fvGW3nVZ5rX3O+ffXdq7Qlq9uSbbnjTjM2YAwGjAkOgVBDIOEkEFIoBnICCSWhHxLAIXAOYMCmxzYE927JsmX1Lm3tXlZ/+5znx9zx+H58yRgc7Z8a2ntJWut557yf+75uyxQlCGmBUIbS79jkygQksBXVokeexdhSIW0boTTj69Zw/lUvgWAQhI3rerhuYD5QWtFqt3CEotucY+7wPr50xyOG02AJoizHFf/5odT4UhBYplrbX3GNKA3NNMNCULEtfAmBlPS7DoE078coV1iWGayrijaBbSx/Sab59Vd/jmud4D7t0XlyifUv34afJqyqFSnbmudOLnNsrsnew8e4ZNMQFc9h00iNc9b0IzyHfXMtkhzOWdXP4dOLPHRgkaGCw7aREq/YOs7q3oD1Y4NUCgZ8Uyk4BI5EWoLhnhpJEvPbPbNYwuHZE/NYjovlFrFUh5dfvI3Ltq0h0Tknl1pcuHmYay7ayOhQL5Z0eProHI/sPcnG4X6OnZqFvIOdJYzUihQ9h7ItWbVqjM0T4ygs1g+WmFyos3awRDfKmG90aIchjx+ZoRvl9BQd1g+UEFqxbVWNTeN9XLBhhCjNSXNNb9HhhgvX0FN08GzFkelFUIJ9J5b+y5n53w7UVasmaBzby3TX5mf37SRKTYe6Asq2IBeSy1ZXuet4C0uYjp4bz6hQ8DzGqkWengmpeBb/eN1m/ubXh5ECXrd1iDNqBX764RtYN9rP1+47wrGFkE+//hwiZbN7/3FG+nqplcr8y91P8qsv/CX//qufkdkB73zjjZw+cYQwzVlaWOKL3/slRccnyzO+cN9R3ven7+crP7+Pl28bYWF+Cn8lW9/KFJuKLq42qRcw8dFukpBqMyDR5k1cswSPLkX4Ujx/ihVCmsioMFexii1pZfnzEdPAtuj+f5I0Qmh8KUmVMfoLqWlmOfNxhgD2tyKCFVpVK83M93csfFvQTHOzeQek0BSkxeDICIO+GX6hUnzt2z+jvTBPnkaQA3lCmmnTpinM30MDUaoZWrOZ4Y1nUR5dDY455XmuDeRoIRGOwHYsaqWAREFQ8HFdibQlzU5MN00NKMWy8Syb6cUOSZ4jXZtOGGNh/p1818MSph/LEgLLFmwcrdCODYGr7DtUCy7LzZByOWCot0p/tUDg29i2y0DFIXBdlM6J45RGM0ZnGUpJagVJmCgsaaNUxsxyzEIjpla0WGx2iMIuUZwatJ7jstjqMtRXQVkeuZTsn2ygVIZSmijNaUWKZpQxXQ8p25IkS9i4ZpByuYjQYEubTGkKrsTzBFobrmmeZ9i2DSikgiwXOJhqb6EFOYqJ9Vsp9I7iug5JpkiSlDhNsG2bLM8p+z7oFJErFk+cNpAdy0CvtQZbmFizJ42MYFJ6kvUlh26uyNCEmUIK40k1X4p6miFWaFtl22I5TqknRgNeScDiSsHUUg71ad72uldxUFXoPvpT/L7NqKjDUMWm5NmkeU6nHSFUTn+1QH+xQJImjFUDLtk0xPhgGce2eOpEndONLo0oRiiIs4zDsy3akSn+ExhQjtCKdhghrJynJ1u0o5QDs8scnG6wYayHaiVAOJLB/hrC8ViKM6oFl5FqgaLnIbBIck2uMrIcunlEhqTdyWg22ziWYmF+ETfwmW5FVDybNf0VagWPdpJzYKZBreASpYr9021OLHSI04yS77IcZpSLAXEuWW6HFIPAWA0FlFybeiukHcUstzrYto3KMuyVGp//v1//7ZX/+I8+c+v3n5zh+OQyX3x0mv3LETefUSHOcrb1eeRacv/pFo1U8bqNVRbaBuH18jOqfHvfItsHCpzu5vzs4Dyx0nQzxYs39fKZd7+Ib//sce559AhhBm+/chMnF5s8dXiGt7zmRcw3F/nhw4d4z40X8v5P/Rs3v/hihvp7aS9PU6300GolzC21eO3VF/H13+xg1+kWn3nbS3n1X32Z973upQz0Sm778dO8a20fDyyEHO6mjJWgP++yEOZk2gzCxTgjFYJmphEa+h2bkaJLI1HEWpNo4/cb8iyambmaIkxENM01VduimSnm05yCBQLBXJzT75p+9qItiLX5AAhgLHDo5po1BYeZWGFLKFkWJceQhJZWyPKdDKL8PwejZsfhGW6+eBWPHVvCQnB4bolnH93JlZefi/ArCDK8Yg3LDRBCgs7JVU6lUGK+3mLdWduwqxU600cROkepHNezcaXRcd0VP6PrCAqeixCagm9TLrhgmbbPatEhFzZaQsGCRqQRlsCyHVxbkGSmgBBhUSl4dOIcbTlUCj4yS2lnhsQe+DbFwOfkQhPP8g2EOYNuArZUnFoM8T0X33ewhI1nC1ItEcKi1U2RwqKnElBwJZMLIafmQgLPp1Kw6cQpc62YwHNYaHTpxhm9vqRSclFI4iynp1wkBQaKhtpk+w71epuiA4vtmN6ig9aKMM5wHIck0ygliLMY1/OxXYsoSuh2Uyw0mZXj+gUs22bNhs2c8YJrsbwaUSaoVmt4noeULipPaXUadFuLhK0686cP894Pft5UlTgCqRTdXFO1jae04EgyNBO+bbiyUhgrojKdZaWVq30rzxFI+hzJYrbCJLCMd7VkW3hCMhfn9FqSwgoRq3voSba958OUCylPfuc2Lvjn3SR3fowHpwSB5RClgiRO6cQxtm0x2lciyXKKtmbz6gECV/Lr56bZO11nrp1y/ZZ+bM9mqFai0Q1ZM1Dk1HKIwHh3S4HLfCtmpqO4f/80w1UDgl/uJrx8+1rOOmOEOO2ipI2yA/YdmiKNQ8YGKjhugWMLDXYenWPf6WWKgccTh6a5cNMEcZIzvWSqZ2aWQ0KVsFSPaSwvUQ0MuCbNNd0kZ+NgidluzuRyF6WNVXG5E5Hmmul6yGwjJMkyaqUSs8tNNg1XybXmyFyD5U7KxGAPUZbRU/TZc2KG1771fb/7lv/2f/nircU8428fOE07zTm7xyPSgnaS0ec7PDgbMlE14OelUDFSclhXC3hqNmRVxWbPYsTResSW/iKtKGHXZ17PhSMOn/7hTpY7KWdP9LCqp8zde2d49QvOZvv6MV7/2Tu44dLzEVnEB/7tQe7+5sd58uEHsGxJ4AVMLSzTSVPGVw/y0988wt+8/60M+hF/9o37+OEn/pRdO+7DW4qwF9sUUs3dSxHDvs1HXrSNeL6NtF0aaU5Xg23bxJlmIc7o8WxOxRlLsVkyHO2mWEKwruBQ9jz2tULGfJflFdJM0ZEkSjHkGTBuJ9NUbDMcc6CrNEILhBBsLpqI4kxsSgRrlsQRZoi3MkWYmxK6RGnGPJvZxGz1LS3IBXTChHf8/nU8/uQ+llKDAWxHKc1TJ9l+/maEE6DylEJ1FGU52JaEPCLPWZEDSvSOrMUuWMxPHcdKQ5Q27Z2uK/E9C8t28VzXZMY9h0wLk00XEscp4AVFGp02Fc8mFxaVQoDODDe2HccUXUk7EQiRM7/QYqHRxRIaO08RK60KnhbEWYZWgtnliErF5uCpJj9+ZIqLNvfTChP6qwFRlhHYJk8fZZrZRgeV5Cido6QgThULrYiRWpFK0cWzNAqJZ0s8z2hp7dh4ZmPtMLvcpVZwVlCDFlGak0lBpkCr/PmlYtWTLHdykjynWPAILHN9LgceWis816wdu1GKK0FJgeNoZFCm2DvGRa94PdW+Vbh+EWn75CpBSh8UtNrLoFLCbp203eCJO+/il0/so9e38S1JqjS5gppjUbKNSb9npRSxbAs8AZ1c080VthBEmfEMeJYBVqVAn2thYwof0xWPcDPL6HOMNr6UZHhC4GQuA/ZRRq56Ke27HmD4rX/IPbffxwUTLqfqCZ0kNQvZesia4TKptlkzXKISBFjS4tkTCzx4YJ5L11R5zQWjLHYFueVw6cYR6olFqWDhWDaDBQOPeejwMkIKTi50GKgUOHftAJYl2TBeY7C3h2KxwPRCl8f3HGbD+CjNRp1z1g4hcJhvdpmqJ+w4PI3v2ASOYNNIhb5KkYnRXtpRTpxGWG6F5w6fZmKoDy2gXC5z5xOH2H1qmaJrEWY5564dwhKas8f7OGN8gLPXjHBous5iN+HobIOCa+FJWGhHzDZDpuodosRAyLsrzIi9J2dY3V/l2je9+3cfqF/5u0/e+plHTnPzhirXTFR4dKrDzWeN8ptTdeZixaUjJSSayU6KKzWn2ilfftN5/PSZGTavGkRohVQZsdLs+PI7+NR372G5kdHM4Kozh6nHmqdPzPInr7qU237zJJecfyYv21jhoaefI5Ie//TeG/j4527jqgu2c2K+zjPH5lg33s9svcMzx6Z52xuu5Yr3fQmpLL78/tfyqo/+C3947WV84xePcUWPy93TMRMVjwuGy5y1qsap6TkaqSLTgnqc0VWK5SxndcFhNs6JNThoOsq0Yg57xrpzpJtga0GkNX2ORY5CaMF0nCOFJlFyhe4uWUoVvY543mfqSEmoNd3cQFKGfYeuMjKCI4yVKgfCXLPWszgSpviWRSfVJJiFhBZwZL7F267cxL3PTRlegBDsm5zn4rEBqsODOJ5LnIR4rovrDwAZWZoZupPOaXUjnJ4xSpUKaX0WlUZ4gSTCwpYWvuMQrHRPJXm2UgWiSHKoFQK6YQtbWrRi8/ryLOOZ4wuM1zzCDDIlKImM6WZIX0+RkVrAVD3EEpI4iZEamp0IYTvESYKUOd1uSqUcMNpjo3VGlJnww/4Ty+TSplLwGRnsIc0SlroZ/QUPpWGpHVF0BHGuOTUf0Vt0Ob7YJcsTioFLqjUq10a/cyVT9ZjBWsF8fzRKCwqew3DNR0qLY4sh56zupd4NqQY2BRe0yij5HkXXYakTIgQ4jvHTZmmGWBlkti3xeka5/FVvJOhbixcUTYrMMl1WnuPQajchTwjDNnnU4djTj/P+T91m7FWORZJmxAoKlqRgmaVnwRGcVfFpJjm21CgtkVqzpugZiI9jIVZIZn2ORSfXRDkUbPMQaKZGgvKEsWspQGhJ0ZUkaU5ycopCMs1pOU79//wFV9y2F3nvN3ng+DK5gk6UEBQkm1f1M9/OWDNcoVCucveuo3SimJFqgQ0jFZ480cC2BGXfZev6EcYGellcWKTZjWl0InzXZqajObnUIVXgOxZbJ3pxHMGm1UP09vfy44f28sT+04wUbVYNFPFdj3YnYe/JOX7xxGG2rO5h+8a13P/sUVzbZqzHJ05yHtxzjP5qwEjvIBvGq6weG2bngRNc94KtTEyM02pn6KRLJzaVP2cMldm+fphY+BRdhbBcDkwtMlByuW77WmqeTTuKaYYZnSRDCtNwcHy+RU/g8OjBaTYMV6iWfK79vf+HgXrTH3/w1q9eO8rO6SZ5Kti1FPHYVIOiZ1F1JK04YWt/gUPLMZ+/6Rz+8PwRvrljmplOzOxSi3qUcddHruXmc4a47VdP8InfnOLPb9iGSDJ+vOM4545WedVVZ/Oer97F1z/4Nj7xtR+wenSQm976DoqtfXz1B49w41Vn87EfPsIfvOJyzjt7I3/w2R/z0T/6fe5/dCef+v7D/Ozjb2H/gYN87PsP84U3XcYHvnMv65OMpW7OUqqZjDIuH/QI5+u0Y8Xp2KSien2HXGumkpyKbbO3kxlrDhArgS8F82lulhi5uZ6P+zZLWQ4ahn2XVJtE06C3Ev3T0OuZ7ihHQI7RXcvSbPltS5Dkmm5uNK0+16K1MmgFBtScY0zcnVSRmX0RCkFjqcF1L1nHXY8eNXR4NBmSBx59mivPXkOhp4K0bbqdZUq1ISy/hkBh65w8z7EtmyjRDK3eAp5Nc34SN+2YVI5l4buSKM6INEht2j+VhjxOkUKRZjlhqvFdk2sP45Teime27zqnG+eEOdiOhUoSDs11qQYOQgsKgc9CM6Kn5BOnMY1uju86eI5Fp51Q9G0q5QLzS20C26ZUdHEswVI7RUhNrerzyN4Ge0422L5hiKJvM91KUUox1lMmXdGtKwUTGZ5bSqh3IqIoYTlUFD2X+WbIWMVFWQLbcoiSmFKhwGKzw0hvCYRGS5swjrClXMnmS+rtCMuySFNF4FkkynhNbWmYATIo8pKb305lfCvlch9xlmBbDkgH0ITdNuQpadghiVrYech73vNJ5toRY2WXOM7wVvT66kp/VMESrCnYFB3zPsyVYNg1D95cQcWxzK1GCMqWRGEkJYU5vTYzTWMlIh3YglSbP1dyJHGmaCcKH4/Hnj3MGz/15+z98W9Z8/a/4pv/9EXOHA2Y6caM9pc5a6wfz/EoBpJSwWjkPT01BksFVJpyaK6NrWG8UuCKs0ZptEN6+/txZMbp+TbPTLW4/8ACRxfbDFVLrB6ucu6mCZTIODrdZakVUm9FTC90uP68MUqex317TiIsi/mlBmsGK4RZysx8nYrULDRCLtnQQzNKefLwNGeOD3Lg1BKZihmqBRQCm01rRvCCGu0ohjSj3mzQChM81+E3z02x1Oiy59Qiy52Y7RMD3HD5Vtb2lDk1v8Rco8tUPaQdp0z0lah3TVdVmmtmGiFD1SKbx/rYcXSBd/zJB373gVp+6Bu3njFU4cR0yH0zEReNVegmxs+3umTxlm1DfH7HLD+4ZSt/+Yv9PDrZ4f6DczS7KRP9BX76Z5fy2R89w/2Hlmimms/dcgE7D8xho3n1JRu5Z/dxDk0u8s4rtvDHX/8ZX7n1XXQXjvLF237A5q2XMlFr8517D/Plv3gzn/rmnXzhJ4/yb+97La/66Df4xFtextHjk/zw3p284eJNTNRsPn33Xt62bYRKo8tsLGhkOa5tcVWfQ5IqJrspkdLYApaTnG6uyYXkaJjiSKjZko4yGqcjwZeS5Sxn0Ddm8k6unoeb5MJsYX0pcAT0e4biP2RbHI9ScgQ1WxBYNv2+ZCFWKA1lCbHWrCk6REoz4FhMRubn97gGBRhIwUKiyLRGKVCYD8fNr7mRU4cPcngpRCGwgRjBY/c/wYXnrqVQqaF0RtRexi8PYAW92LZHEtWNGqsz4kzRN7IZv9pP1q3TaDao+oJGNzan2TxHZQrH0mhpao+1ygjjHMt1yHNFlucEjk8rTshySZqndDOFZ0uW6l36+ypEccr0UpeBiks3yVFaMrnYQdg2Vc8m05pOFFMsuPiBT7ObsNjNmBgo4kiJ5wge3L2AFCmBBZWixRXbhmhGOZEocOHmMXYfX6Qdp7Q7EUJaRKnpoFI6Z7BWwPdd1g5WTHvmaIVOCr7rIi1TsyK1eXD1VAJcKZirdxjv8Um0SR51wpRK4JArjVCKIHDBkjhoMiUJc8E1v/8uqmdcBHaA63nYtgPCBmGRpyF5GpPGbeJ2nai9yH3fv50fPrCbwZKHozVCgWMbT2mPA560Vuq6TfxXWoaCupia961vWUyGKQVb4kmz2Iy0pmxZ9HsWSb7iJnEkoHGlIFuJ9/U5xhmgtGLM11h4jJamKI9fxgPfeBtv/9Zx7J9/mG1nrscpFPE8oycvdmLml1vkUcLgQJVACsIkZseJRV6yZZDR3iLdPKdQ7MHxPe545BA/3nmCOM4oeTaNKGXVcA+B77FpVS9hoghcwZ2PHeHJA5NcvaWPzeO9HF/ocP9zkzQ6EQdnltFCkGlh3A254vz1g+RJzvHZBjuOL9BXstgw3AMI0jwj02BrSZ52sETGYLVMwZYMVwO2rR9lvh6z4/gcW0YrZFnO6YUGw2XBO//gDVz3ipdy8ugk9+85zuahKhMDJRJlJLtObKBGcZqzf2oZS8D7PvCXv7tt6uCpBovzLX50rMV8lLK1x6NsC84ZLHDt+hq/OLLI9950PrvrmqkymvEAACAASURBVL97/dXsnFzm+nW9XDBW44cffBF7nptnuZsTRgmvf8F63nHbk7g2XHH2eh4/dJoTSxEfee/v8dX79/Cx97wON5nloz98liMtnzVjBf7+58d444vO46mHHuTmqy/lB3/9Vt7+1Z/SX/HI0pR7D87zsddejlSanccX+L2zV9NttmgqzfE4ZjbVXDtSwRU2GRYIwXjJo88zCSWzec/xpWDIs5lPcgIpOBmmzMU5zcxcfReS7Pkm03auSDQIJYiVGbqxgjjXjAcuLaVXzPlmYz8XJ+xrRghhJAAhzZs9zTWegMUkY9hzCSxJrDXzcboypAVSgxaaDI0lNJ/+5x/wluu3m5CAVoRKITGe2pldh2gsTKLDDuRd4uYsGtC2R6nYB9rGc30818ItlBnZcgmlNVsZWLeRTqqxhMSzHdIspadcoBkruu2QNEmwhOEZ2GgqgYstLKoll4LnYssMLSxsy6GnENBbDoiTjN6Kx8RgQJSkRElClCg2jhRRShGhKboWvWUXx9LML3VxRM6aHp9mJ0YhibTk/C0DlHwblSqGKw77jy/QqLex8y47nz3C1rEaG8d76a2VUFow0hNw+HSLYjGgt+JT72ZooK/sM99OsW2I0owozektmX6gKMxohQbo7VimHkRhbhIjvSVs12XVQBnfs9FKopWgqwT1JGXV1rMYWnc22AHlcg3QIFwMIiujE3ZAxaRxh7i7xMzkcf7ljodQGnpKho8hhV7Z7psHtS00FopUmVoTAaQKqrZhSHSyHN8S+JbZxqdaM+ZZLGeKdqYM19USCBSjvoMvBH2uxYBnMZMYv7AUgrnIQkjN0Yf3URwfZN1Si7QGxBbdhSYizxFaM9xfZqnZIck0C50uUbvLYqtLnCniTNGIFYcXGswvhkRJhzRuIYSDJyWDZbMkXTdYwQ9cfBum5hpUix6Jlsy3Il62pZ9a4BClKWkuKBcCnjk2S5ZLHtgzyapqwHIrInAkw7Uyh2YbjPcWmK13ueb8zWzauJonDs5S8yysPGex0SSJEzxL4ImYZqLIcoHvwR/d+BJqpSJjZZvFVkyqYceBGY7t30VncQrLN5JSM07xpaQaeMSp2Zl4tsFOCqDeTf7LmfnfnlCf++4Xb/3MzgXOHStzUb/P7sWQD101QZglHG6kbOotc2S+zecfPMoDe0/gSMH1F47z8RvWcftvj3Ln3lne+uJtrBqocGS2zdVb13DmeIVv/2YXf/PB9/Kqyzfwzk9+g9v+/oPcdvtP6F+3jXe/+UYu3Rxw9Z99h4/ccBmf/8Vj3PLKq/jQt37BF375OL/+/Adpz57iNzsP8c4rN/PQvtO0Us36vhJXX3Ex//jj+zkzcLhv2XTeX9vvUC46zDUMjGQ6zLAFHO3EJMLk7I35nhVtUpKjSTTkwiwHqrb1/KbekpIh12IyymhlRo+bKFg4lvG6djNFjCAQgpJjOqcmii7dLKffdZlLDIBkrGh00q5S9LkO3TzHXTH8t3JFJ9ckuX7eOqMRzCw0uf5Vl/PMI88yk+qV9kgzDB979iBnln0ylVKoVtB5jhAKp9SPtkr4hRJJ2ARtpIlunDMwsZHq2AaSOKWxNI3OU7SQRkPVGsv18G2L+XZMxbfRWrAcJcQ5LDVMDl8LWOrGZJmm0zHwYqFMr32qBVoJqgUDZ+nEmno3peRYtKOMRpgT2A7S0mhtoTCFfXONmFOzbaSAwWrA5FJo7D+WQ5ppojRDqZzFbkqjEzLYE7B5VR/T9QhHCoKCT5QoagWHwzMNYzIPXKI4IXA92lFKlGbUih6OK1e8rRlF36HdTXEdh9GKx9GZJpY0p44o03hFl4Lr0MxcXvSmd7Lpkldil1dheaWVSmofx5FIIak366i4Q9xt0G002PvIo3zmn77LvqlFxqse1WKBqBNTsMx13xOSiiMoWZLBgsNo4JjlygqEZyFR2CvpqfGCw1yUkprICLaUuCuvMUET5oqKY2MLyIUJRcxFGWXHaLRzKSAURSkYtByGtq+mc2SB6ouv45HHTjM0/zCDG9YReEUe3nOCvt4Sq/oqSOnS6YTmlio0F2/o465nZzk23+Zl28ZROmW+2eZ42yJut0iUxpGSvp4iZ4714jguIZL7dp3gVzuOc+m6Hs5ZO8yxxZDlTsqvnzvFgallJpc7DFYCzp2o0elElF3JbL3LvbuPUi441BPYNDZE0YN2O2ViqMLR2SZHp5vEacpof5lS4BAlCbadMdhTZHa+RRSFnL92hL2nlzlztMy1F27jm/fu4f/8djdf+uF9rOkr8uiB00gpsSzBxZvHuXDzBAv1No0wJs5y1g5W2LpmkDe+409+9yv/K/74Q7d++caNxMsxSmv2LHYJs5TXbh/njl3T/PxogxduXUWjFTLSE/D1t16KF0X8eu8yh5oRf/GarTxyaBHbtbjuqou467FnOXJyiWvPWc27/+l27nlsP9/469/nivd+ia6WHD98iPd97sf88y+f5bZ3vpS//P5DfO/Pb+Lln/wef3nT1XzhI+/j3R/5B9YNDzK11OKpk0tsGS7QX5KsHe3nJ/c/SaWZM5/kRk+SNlcOOCy3YubjHNeSdHLNTJRSsh1ORCkly+TqS9bKFh64bKjCbJSaq54Q1GyDTqvZDr6Fud5Ii5IlGAscOpmikeYoYD5R+M/Xo5ghPOjaSARzScqagkOucmYTA0xpZpqybU4nsYIB3ybLzfVuKVVoDWB0MN+SHNg/xR9edzbzp2Y5HZoctykMFDy86wA7H93BmZtXUaiWyNKIgushC1W0ZeP5VVARcRzi2RbdWJHLIr0Tm8C2mTw1hchaWFaAFApXWtQ7pjalnWTYQtGKDYGqWnCYbcVkaY6QknZiyuqqRY80ySj7NovNkDTJsKRDmGhm6xH9ZYeyH5CqDKUlZQ9CZeEIRTtKcS0bKXNW95eoFQIe2jfL2qEiJ+dbLDYi2mFCuxtTK7ioLCcITI79xNQyUsKWsR4WmhF9FZ9SpWj8uSWPWtnFdVykNIT4WjmgWvCYbyvKjnmaap0ReI5xRgiFVIqeokcnSWmGim6aoIoDXPLatzG++Uq8Uh9BuZ8kibAt21jqwpAk6RB1m5B1WJxf4NBTj/Khj/8zJxeNX/tvf+8C7nnyOK7WpEqznCp6VoZpYNtsLjq4GBr/Ymz+j6sr/Id1BY9UQaaNDFR2JN1ckeTa6K8rlditTOMJA23JFSAEHpJUKFYXbHosm0xAGGnc2UMUe3q4//aPc/2Xn+b9n/oy151Z4pnZLofm2oxUKrS7Xcb7Kli2ZqS/xkitRKxzeoouY7UScRqyZ3KZv/7xbt5wxRl87+EjvHBLPxtWGzygynMc1+Xg1BIvOnstN11+NkVXsNiOObbQ4cBMk9FawKbxHoSQvGjTIKt7i9Rch33TiyteYNh5cplmOyFLY152wXqSNOfHD+/FWoka1zsZrXbE4ellBsoeo729tDLFNZdsNXHlvhK/ffYYq2oBUZqwqqfCjhPz2FLywN5TDJR9+ooetrSwLc3+yQXCOOUVl5zJUr1jHvKVAm/4fxmou77z+Vu/u2OOTMOO+Q5//6p1PHiwTj2MGe8r8Y4r1/HbfbO878Ub2DxY4OnjS+xrZrzy4jNY1VPggT2zvOZlV3Hhxdv5i3/4Jp985xv5n3fcz9FGzk+/9GFGrQY3/f1P+Ic3XsGX736Op44t8cwX/xg3WuTnTx3jvNU1vnfvLn712T/hX3/yC77yvbu59aar+e3uI7xw4xiNqMNNL7qQwPN44tAMb7liPY29U3RSzVAx4OKqxUTJYzlUuLZFpCFKFazEReuZIlHqeZ6pLSw2lVyONiOUNgA7X1rUHIeuUrRyY3FKNHhCE9gW83GOjTH+O9LoWzXXFNOVLEg0LK+UqTkSzigFLMdGv+1xbLqZZrzoUbTNFc6VkOSatUWH4y0TJe1q8bxmutwOeeNbb+ScMwo8+MQxFnNNqgX5SuIpzHL2P/I069YPUaoUieMWBcuY57UXINwKvlOg214AIYjSGN8vUx7aTO/QMDY5zYVpMp2jlaKvXEAKQ9Pq5hYFx7SeZgo6SUIlcNFIfEvTChVhEjHTCKl3EhZailrBIlXGviWkYKQSIKWgFWUMVxxOLydInZGmmlaYUXBBWi6PH17i2ZNtlIbR3iLlksfEcJlnji2zqr9CO9cElmCmbsoLJWLFU6s4vRyyb7LOcMlmuL9IwfdoxwotLMqBQzsxQOOC41FwNY5jkQtTDnnXjim2ra5xZLZBtVzC0imeY7HQThg/63yuet17KY+cRazAdh3yXBO4Dt0opNttkScRUdwl7rQIG0s89+gDfPiT32ApNlSoP3/FBtoxPHNwHldollJTh9PnmFSULwXt3DhPXEuSaE0nV9gIRn1nZVjmxLm52tsSeiyzKCzZFq0sp55pPEwwINPGRmU0VTijYBu7l9AGWC0EOlGsOf8cxls+pVvezHUv/EPkiYfpqbi4tmTDUInFdpdumDDUUyDwPY7MLCLylKVml4NzTe54eorFEJY7MeM1m1eet47V/T240iJMcsZG+rj7ycPoJKHVbBJHISfn6wSueWDtPDrHppFezl83zmCgOX/DIOdtP4sv/vRxLHLG+ipYUjJYKVBy4PoLz2Cu1WW5FdHpJlyxfoBmouj1BacW6uw5Nc9SN+a+vZO40sK2chqLDZI04sqt41y5fTM7js5R7yZMLbXQQCNMKTgW64cqdOOcJ4/NM9foYknJ3hOzrO4rkSuFZ7vc8kd/+rsP1Hd94MO3buz1mAsz/sf5Q3zmkWm+8rYruODMce58epJ7Dy/xpVsu4KF908yGiplmlxsuXMt8PeLkYoOrz1vHp7/z73zv3x/lIzddxar3fYP/+LtbOGfIZ8u7v4xWkj9+0Xre/q0H+MTNl3LNGQW+9ssn2TDSw8HZJnGS829/+07+4jPf5PcuP4dXXrqNz935MDdfvo5WLDhvwwg/few5SqUeahWXd33x19wwVuGHUy26WcqlvQXiJDOsSJSp8FgxQ/vCYjIxHr2SLelqTc02pP1mnlOyTZulwFip1ve6TNRs0tQM4C1Fh8k4R6BAKhQWC3HGkG/oUr4lmIoMvq8sDaKvbBm836qKR5wpcqVZX/JIleJENyawBFILBgMLB8mpOCNX5lXkGAeAK+GJx3Zx0UXn05mf5uB8+DzBXa6wM8Ms4+mHnmLdRC9uIUDlIZ3mHL5XxArKaM/D93vxZG4YBElCriR2aQS7fy1euUSl3EMeLpKj2X2yzqrB8gptSrPQiql4AUpAmpkEkmNJAkfiuC4qyRGWQ0/RIkwFBdciTXOk1Ew2YlKlqfguC22zRa0UTTrLtS2W2wlhmnN4VrFuuMjWiTLzjYgwTvCEoFr06SlZdKOcJw41Gaw5rOoNSDS0woyFdsb60SqlwEUDaZ7zwO4pNq/pR2cZR2Y6rBqoEiUplYKNbdkoLXjq4ByuJbhwfRUQ9JR8fEfiWjazocXmK15B//aXYxWHsT3fkKwshzhOTF1MGhGGXVQWkUYt4tYSzzx0Hx/7u2+xEOU4wETN5jUvv4Tbfv40aZwSWJKFRFOyBVVbENiW4QM4Fqk2cVGJSUqBQT92M2OHirWpLGfF2hZrc9XPNWQK+l3baKoCEJp1BYc0V4RaUxSGVMXK7afsSgbOqHDv3gNkT3yL8bf+KUc/+y5U3xlMLS5TDmw6YcR4j08gBU8cnMWWmlMLbXaebDJZTwhTjdI5L9k6hiNdXnbBFn7++B4OTjc4sthBKkW9HtJf9lBScGhqiSzLuGf3KWPOTxJ+tvM4P3psP3/1iq3keQ6W4OE90+ydqpNlOY0wYeNImY2DVVzPglzx7MkGdzx1iLMGfX69Z4qCLZlqRLQTxVOH5whcwQVr+ti0up/x8QlmZ+dZNdhLKxN869dPc2S2wSXrR1g73MvJhSa5yllVCxjqKXJwtrHSpeawaaTK2RP9vPTsCS48c4JzXnbz7z5QP/XJT9x6oJ4gtGag4vPZN5/LN+85yJ/+6Fleds4Yt2wf5Ve7Z3j0ZJ33v+Jc+qslnj2xSK3ay0suWs8Hvv4f3P6tz/HCLRWu/JvbqT/4de68407ueOwEn3rrSzl84iTTix3+9QNv4L1f+yVvuOxsfrnrOL/eN8eHb7qSYT/lY9/5LR++8TI+9fOnSZOMm1+4Ddv1efroFP19FTaNV9l98BRVW7N8bIF2ljMd55xfcTmj5NGKczQCy3JIheZEO8EXkmamCVcE/MnQ2KNyLdjeW2SykzKfmFNBqDSeZTEjJf/j42/n4G+eZE83o2Lb5mRhG/pUrIU50doSH0gUWNI0VHYVTHg285m55heQ1JOcsmOjlWK8HOBohSVgMHDoJBlVVzCXQprlKAG5FgYSIgRJqnlm1yHe+eYXs/upA3QyU4ehAV+AKyRRrtjxyDNsGu7DKpjSuG53kTyKCKrD4FpgV7CDMp7QxGkEQtM7uAa7d4Lhsy4h1T5W3mK0YE7yc8tdCr7DeH+FThpTKAa0OxHKkvi2TasTIiyJ4wi6cUrge7gyRyEZ6g0I45zhmk9gW7TimFYs2DhcQFiCMNXMNzu4jstwT0CtoJEipz9wkZZGSpsEyUIjpVx06fEFG1eXkFITWBZBwWOkt4CSilLRGMCX2zHlIGB8wGXnwRnGRodYO1hECgjjLoEwPUmNVsg527Zx+/17OX9tH3kSEmuJsDxKm69m+JxrKK5/AbZXo1SqECca3wsAgW3ZCJXQaC8j0piwaRinzzz2EH/3999mppsihWBNxeGDr95OrgR3PX4UTxj6fqo1VSkpu4KCFDjSomhL08wgJbNxSjtTRErjSUlBGm+pVprTSUZBSJbTnLJt/NFgHmAoTc01oYDNZZeC45DnOWXpEAtNn2evWOY0qVakMwtcdOEFVCZnOf7E96jn2xgJllB+kbFeh4GBAZIkY8/xJXytmemG/GDHFCeXI2xhkeQ5L9w8wnmbxpGuy5d/uZP/2DfNbDPkkjU1Llg/yj3PHMd3oN5OUFnKc6cb7DndYKbe4YWbqjx0tE6aa/qsjL5Kmd0nZplZChE6I05S+ksBq4ZqZGnGFdsm6MgSQzWf/ScX2HFimcePLxM4FrtOLTPfDPFcix7PZqRW5NzVw6TdNr1ln9NLXfqrAf3VCjsPz9AOQ5ZbHcJU0Y4y2lHGYjfmwrVDjPWVeOXWMYb7S5Q9m3onYqEd8eKb3v67b/kzrblmdZlXntHHNeeP8+TuWe49UcexBbdcuJrDixFaSP7nLVfxzGSdPZML7Dy+xA2vvZ53f+4OfvCPH+CH3/gib/7E/+aOj97CkSfu5eN37uPT73gt37/nCQ5MNbn+3FW8/KPfpqdY4P5nDxErzRsvnmDdRA87TtT57gdezTu+9R+845rzeNmlG/mbf7uXZ/Yf5dlTiwyUi/zo3v2EYcRF2zfRzmC0KFjOctb1FqkVXDzbEKUgZynMGPNss01PUyqWRaxh0LGo2pJGpnhsvkPVtQCzrB3wJDVbcHqxy1f/+n9xOISLq94Kad9orFXHIlnp+6lJixORorVyJW2lRkc9FScMuwJfwuk4QVhQcWCg4BElCSma4aLPVJji2RZRnnNh2cG2QGlFrvPnN77NXDEbxoT1FuuHqtjCkNq9lVPqf9LdIy349zt/zfzkJJPHj5GlkHZmyZqzpozABmV5JFYF3ytQKZRothp4TkCrCau3XYY3th1RHidLNevGa5RKDjYKz7Wp+DYDPQUGSg7CllRLBXzHQkhJ4Dv4tjkhCa1YaKdIAa0EhM6oFRxqPkw2YpJMIXSGFBZJkjFfD6kVPYZqHivcawJbE1iKwNGcnu/iBzYLzZjAhiRPkRqSNKHmeSRJRuA7DNUCjkw2abUVq8f6EDolTxOm5hrUPAdhGfjJ6gGf3zy4k1U9HsudEGHZCO1QnDgPb/xM+tdswAtKeJ4LWIaZoBPiOKLVaRInXdIoIo5CkniRI0cOMb//IAvtGA14AnorPrIccPdTx7G0NpY3BQ4CR2r0CiPDQhl6liVp5jkFW1K2JVvLAb4UnI4VMXD1WC/rPBswRX4CgS8lnhQIpUmUxhcwFWfkaGKVkyLIdbbitVa4liZMNK60TSPulotRmcM9Txxj/KrXE0+dIlU5tl1ARx1OLUQcX+zyxKlFWpFGYqAtaZ6xZbjKfDNiz+Q8k4stDs406EQZZddi1/Fl/tdduygHLnsm6yRKsGemQ6ObooFa4LB3LjTpsMCmVvBIsozAlbzluouoBj4nl0Kmm12WWgl+0eP4fAtPZly4eRUvPXcNfbUycaZ5enIZKSVSCq49cxVnj/cihebk3Dy5iplptnnu5Byeb3P+pnH+4JrzGCj7KAUlz8K1JfUwZb4Z8+zJeSyleObUIttW9xEUipxeaNFudf/LmfnfnlBv+8zf3rptuMCtb7mcf/rFs9x1uMn33n05N2zp52sPHiNME972ikvZe2yOR/ad4JZXv5SrNxT5yNd+wpc+8Cbe/JGv8NrLz+HtN13Hz375M175jw9x7wev55KPfpdPvP4FXHfuam78yn3c8de/z/zSIo8dX+AHH7qRu5/Yzf/+j73cdNEZ/NFtD/Khl5/Hv963AxlG7Jlu8uLta9k8WGT/ySVeddl6qrUaz+x6locON9lQkETK4gU9FlGaUgl8kkSQSsFClNJWinqmQRpmab5S6VyyzbBzpKSrTJa/oxQ2MJ/mjPsOjpacjFN6bRshNGO+2bbWM/ClpmbByTilZhsZIVHmulZ2LQJpdNDZJGNt0UVhfm86ShgIfEbLBXYtNBl0HMo2pCn0VX0mw4wwNfqoFmAJuQIR1uzbN8XNr1zP1OElJmNzPtEaMoTpbteKTjfi2FN7GHBd+rZswtEJaWcJmSbYQR/YEivwkG6P2RnnEUJDjiKhQHV0C7oyhFfpJW8vE4cZhYKF59hYQhPnmopv4q7CsuktCITt4KxEhWsFc8VTuSZNc2wLEgRCGGnCkZKp5YhawaOv7CKl0aKVgDDM6KsUMIKNRFpQKrjUijZpllEr+DiuSxibSGkxsAiTDMcxRZCBa9gDji2olnz+9ZcHODAdsbrXor9awLHM9rha9MhzAxnuKdrMqQE2v/h1lDe8kJ6hDbRiQbFQxLZ9ABrtNkmSkucJQidEnQ4q6VCfn+Hp+3/Lo/fcxzd+9jhtoCQFZVvwgZsvxir2cPuvnsICilJyOsxXiGUGxGEBRdvGs4ymrzCLpVhBI82pWAKEoJUp5joRFdeimSrKKxZAMBXlIChIWFVwKVimwmZFNaCrNEXbAqERSqAAFFhIsrkjLGVwdtpkzaf/Afn4v1Psq7LYrNOOFAUH9p1Y5mg9ZtVAjcmlDoM1n5LrMlzzTY2NZbH35BL7phu88uwx1g2W2HVymbLnsuvkEkoLltoxuVIcmG2zujfggvUj7D/d4O2Xr2O0t0yaaW7fcQJyzabRMte/+Eo2DlSoeBYHZuucuWYUKSXdVotWo81If4U/e/sbeGb3AXqLNuXA4bL1A5y/vh9PaI4tdtk4WmPfZJNdx+e5/vwNpsMtDLlg0zpeeuHZXP1/OXvPMD2rcu3/t9Zdn16mTyaZ9JCEhEBAiBSlKAhsKwKioAJuQRDLK4qdjQUrGwtsNyLIVkDZIiAdQZBekpBAei+T6TPPzFPvutb/wz36vh/cHsf+z3HkW47J8UzWXOta13Wev/OI+TRrVfaM1ZnTlsU1JR97+wref/xynnh9J6cc3sd73v0uVs+ZjSNaLD/jI//7J7/Y+Ptrz141m/P+4wXee+x8Lj22l1+/tJ/Hdk3ieS2uPOsYfvHQyyxbsoTzT1nG93/5BxbPXcjSOSW+cMvD3POzr3Fo30a+eNPDfOdrn+HG3z/D2NQUN196Go+t3cZtz23j3y86nmvv+iuf/Je38e418/nkjQ+wsKuTo+cVmA40KzpcdoxMs3L+LAxL87lz/4Xr7nwcV2qOWzmfL/3Xs/SXc/zyL9s4vTPNnwbqnNVbJCMjyuk0QRSyrxkmz28p2NcMEdLAnIH5BlojkPhospZBrAVZM+keOmyJhcCdyaLvMkQCF0aRlYK5+Sz7mj4nduVoBCE1BXkz4VMKpfGUSiRWrRjHELx1domcCVGk/k5g70i75GyT6ZZHWkpkrBCORsqIjlSanIjZUw+AZD76Nw6oEKCUZmoq4sSV7UwM1qnH6u9Rx2JGGWDMFNi0pVn71FNkMwYYFqYMqU+P4FUnyOa7wJTEjothtyW0d2LiKCBWmly5l7Y5y5Dl2WR75xHGNuOjIwgdksu4+DE4FuRsEy9SZBwreXzKRBqVcW3qfkgYxbgWSBTlrI0UBi0/YGFfG0EcoiLIOpKGH+EFip7OLEooVBzjxZCxDHqyKVxHog1J3ZdIGeD5MUJosmmbQsahXm0xXInYsq/Kolkppus++wdrrJhbIu9oOvMOUmrGa5p9w1UMBPsrIcuWLqDv6Hex7ORzcNqWYDopDMsil86hEPhhgIoD0paDiJNna9hs0mxMsm/HZrY88xQ3/Oxe1u0eoUUyVSmYggXdOY5etZD/emgtk5U6DoKWgpaGdkviCDEzP9cgFD2ORXXmjLiGTHTAUYSnkshoX2sMAA3GDJPAkAIhFN2uQdFKutoYhWNBLVQ4JAYUWwo8lbjzAq1pRTEly0SpGKPVoFBQBLpMRm2mPnAQq9zFeMPn6c2H2DNSoxbDhsEaWUuwoLPAnrEqtWYT1zTYM96i0vDZPlThyrfP5S87Jpic9hhteJRcm0gpDKHZN9Xk0JRHW9rkrMP7GK82WNGVoeFHDE/VeH73BCcv6WJ0uslf3jhAsz6Fa5kcd1gPqxZ0E/ktXtszxGGzunhu+wATVZ/XN2+ns2BTyKb5wplHs7ivRCaVZlFvgW2jNdbtr3BkX5m+co4DI+M4jkPWtrCFR9o1yTiKcrHMh084jCc3HWB8Fq29wQAAIABJREFUqsHHTprD7Fkd7B1t8ezmA9z98PMY0SRSSlad/bH/fUG9/xc3XnvdY9t5+Oq3kVaSh948SITgE2euwQjrfPOPG7n9uk+zf/d6fvXENq696sM89sxLZDI23/ziZ/jpjT9j5ZHHc8UnPsTFn/8e6wdrXHPmEfziz2/wibOOY2R0gofX7eWmT5/DF3/xR3bvH+SCkw5j79gkp65aysadB3j7iavZNzrBiYf3s2rpUp567i+c97ajif0AZMzkZJW7Xt0DrYiLFrSzYdLnrZ1pcmiCRkwtUMwq5ZmoewmqT2nGwziBQCtFoAVCaoROnvZ+nORGudKkaBkM+DFZQ5A1BJU4eUY1Y01LwcGmR9E0GG2FSVgdSRdqIf+egFp2Ej3gKXO72TA0hUYxu5DFUjGHIk3BEmQcg1glPnatNCkkszvbaTYaZG3JjmqAVkmR1DNaRFMkD/tW0ydfSNPXmWNyPHmK+DoJm2NGGYDSHBqexI1DNvz1VbpzFrXQTyhMsU+9MkTaSmPaWYQFOGmkW8J1soR+C0OA54ek812ky/NxuxaT7erHzZeYrFTRfoMwSiJGTGniuAZZxyBlORQzLrVmHamgo5hBCkXGtdkzWiMMBNmUhdIKicJ1bOq+ImtL5vcUqNVbKCFYu7NK2jXJpwxM10bMGCNcGaKlZFZHmULRwQs0k1WfLQMNdo9CKS1YvahANmXRUbBJOTZzOlK4tkGjFeLaBuX2EvNWn8yqU99P1/K30T5nFZ5OUcyXCOIIU7ooIAh8wsAjjiIajRqtRpXIb1KbHmfz2pfZ/ue/8rPfPsloBEokmU8lU5CxJFd94K3c/ujrjAxNI7QmJeCQF+NIKBsS20guc1NC3jRocxJIR6AhZyUFs+QY5O1E9peRknbbINIzAWdak7MMHAQlMynA7a6JHysqviItDUqWwIsTRkVTJaaSvxlIQq2IkGRdm45CFkv67F+/hc415+DvWUdF22wfrjKr6LKrEuMIRcMPWdJboGwJHNPCMA2GphpM1H168w5bhupIIbBMi7KbyKP6cja7Jlu0ZWxOW9pJtRVSciQv7q2we6xGjMHWkTrHzm1jrJkAcmzDZPuhCaZrdcrFDIf191BreuwYqrBl/zi2CSnLwVAhZ65exvHLZpFO2dS8gINDYyxZ2MdfNg9yYLhKytKs3z9GtRGwb2icbcMVgkbA7tEW9/51E6sXdbFkUT/nvutdnLdmIa/sGiefK/CDe5+jN+9y3KIetg/W2DVU4X2X/OMtv/k/VlNgpN7k7ktW8eiLe3hz3OO8U49hbneBp15azyNvjPLMjZdzwmXf5bU/3Eg2dz8nXXUjL995PY2D6+k9/TIGnriFz17zdf68eZIffvwU7tzwKKGUfOmc4/nIDQ9wytI+rr3wFD5703189X1H8/jGfSyaN5d5Pd3c+tg63vOWeVzx0we5+4vn863fPoQwTL58wan87vEXuPojZ3H2V3/NHZ85kxPXbuJnD23jzeEac1ImPe05vNExDMtMLGaTNepKE0VRgtsLFH0pyaEoxhXJje/rmJFAkRISP1b4RAx4iqJpIBAMeBF5w6BGsizIG5JAJ5rMWqxwzKQvDJVGmkmC51grohEnXu11B0dJWUmCqdbQ2Z6j04xBaUbGWkx4IQvSDk3XwtaK6lSVdMrBtE06MyEHpj1MIUjrmfZUCEyhMIXJ+HCTD7z3WKrjDfaMVdnfiGklun8CBJZO5nIHR2s4lsUdv3mYxZ0vcvKF78EqZulbuBiiFk6qnY7+pWingLZAmWky9kLCVgNq4wRhgyAKKRd6cDLtWItPItW/g2hyB1FjgtrAdurjB1EqQhgCRYRtWHQUUqAt/Dgkn3ExI3C7s2BaTFZbFDIOKSkYqHrEcYiby+MFHh1teV7dWWFJXxEkHJpsEYz7WFJgS013ycEQJqOVBt1lF0MmrMpMyuT8ZWWQ0PIipJAYOpnBtoKIcrFEqmcxhTkrKM85nIaZxzYzSRyylSVrQd3zcOwMaAkqBh0RBR5EIZE3TbNeZXp6nJ2vreXuOx5mw6FJfJ3kigkgK5IcsS9/5HjGWiG1ShOtFKZQWIZNhCIvwDVI8qFmXhZqRm8sdTJ7DuKk8M0s6+mcwfsd8CJ6HJOsKbGAeXmHkWaAKSWtKKYeKqSAgpnEdE8rxUgQk7EMilZiu42VwjEMgjAmYylG6xELcxnq4y0iDOwjj2bkxXu589AUpuESjAaMVWoc2d9Gs9mi3vR4dm+Fomsz0QzImJLBRouTF5e4d8MoAk3BNZBC4JiCihfRCmJ6szYHxqosbk8Ra03Gksxrz7Kwp413Lp/FnS/vZrLps6gjS8Z16C1mKOZSjE7WufvZTcwqZGi1QnYMVyk6ktOPyPDy7inevcZjrJaMfWIELWFx00Mb2HpwgtAPKNkWo0aLVf29rN97gPFpn72D0wRRBBpufeRVPnjCNHM7xhG2YLRaY9OufXzklJVcdOqJ3PrQEzz6xgEWlN3/sWYK/bdb7h98vX7NifqBN8d4dvsw9/z4Kl5//s985vbXueLMYxkbHeCO1wbZ8cfvcNrHr+UPN1xDub3ASRd8kTntZf7z+5cx5+yv86OLTuHIZfP4/E9/z/cvfx+3/+kZ8rkU71w5l2/f8wLvPGIBR/WX2XywwvzuLL99ZgtXvesoPvvbF5n0I355yakcGK5wysnH4JiSe598hjOPWcGf/vIySzvT9C9YRN4SXPStBzg+a9E0Hd6zIsOh3RVMbFKupu4L9jV9IqWZiKE+E2UiSQ6vICmKvkoA02ImZzxQEiGSYDfHEBQME18n0dDtlgCRLLMAXGKEmXQFgUpmX7MyJhN+SHvKYaIV0JNyGG75HNXXSTX0KbZZYDiM7RwmlXcZqbToKtgoEdGWL+PVPeLII5XNcuvrw1SjGNsUVEKFn6BZyTsWPTmHfFuWY5eUeW3HKDv3TrOnEVFXyS+VSbL9d6VAI3Ek2FLiiJDuosPpF55Ddu5cFi5biZVux3QzmG6efPdihC2TiJgY8COEahLUKwSxj21nsOw8ldokWdfAij3G9r5Ia3wnevIgEyMHIAqxlc+fX59k5bwUfWWHIFQ0vBAMC0sksz8Mm5GpOl05G6SBJTW2BZWmwcjENH1dORpeSGcxR6XeINCCjGtSqbcopdNJZpOOsaXGslzQASPTCSg5k3PI5Dpom7+Etv6lYOYI3A7K7bMIIsim0gRxCBiEUUSil5CEYTATJR4Q+j5+q0F3Tx8bX3mSbetfxxse45Y7HmEgSkT45szPOCMklojpa7O54N1Hc9/T2xgZrhNHipTQDPkxTSXosiQdFjhmksvmCkHKlMzO2ASRwlcRvhJYQlI2BVnLYCpW2BpGgpgeRzLLMSnZghE/8e1bAnY2QzJS0JM2kUJQi2LSUmJJQTOKkyJmJ/HNjmGQNRNiWqBj5pZtOjMOKE3mLXPY9NwB9IJuNlcUu0en2T9ZxwtjTujPM6unnese3kLDj1ndlyNrG4RIcq5FHIRM+yGtUBOrmEPTAUGkyDgGzSBiXjnNrLzJoq421h+qcMz8Doppk+d3jCGkZFlfJwNjk/QUHPIpi93jLRzXQhiS3vYiU17M9n0jnLN6DpFSDFcDls3pZPvgKKO1mEW9bby68xAv7xxmrNqiv5zlvavnYNsOk/WAR9/YS0cuTRCGEEYM1z0s02Bpb5lSxuG4JX3YqRRBGJLNuDz7+m7uXbuHw2e3YcUhv1t/8B9Spv/plv/J7ZMMjNb4wVXnUB0b4d6n93Dfdy7j7JOWcudrA+x69D/5t+/+lCvPXkNUG+Kb136f0XrEb37ydT5w+Q9IOxah1+B7v36Aaz6whvuf3cDGgWm+dMl5fOpXzzBUi7n4rDXc8PDrrJzfxY8eXM8nTlvNnc9vZqwRcscn38GVdzxNREA2l+fldeu45NxzuP6/HuO0FXOxnDRTE+Pc8+jL9NmC4VDx3EQdlCZtmskvmOMAmg7XwjYlvopnrhLwlMZXCeTEkYKCmciNCpbAVwKEIm+adNhGooG0km2qI6HTduh0DPw4JlCamkr4pn/jmrozVlSBoBFGuFLQikMWllxCAtrbXdL5PIXOdgY9xZaRKYqug+9HFJw0QdNDRSGmtKlO1XFkYjEVSFKGgW0k4IZkwyvRQUAqlaOrnCXvSjIyCX0z/nZzigROHGuFUgp0TKRNBqdCXrjvz7QODbBv13a8xjiEDfz6CN7EXvATupY2QLsmsZPHLnRjW1nCoEmjVadUaAfhQrqbjoUnkJtzHOn5q+k5bA3t81aRbu/mmDPex3QrTnB3tokQ0FVM4TgpIjSOaVBOWYShSp6gsaLpC8YqDcpZAyF0ErI2E3NdzjhIpcm5KaIoQqgo+YxxxFTTY/NAjcHJJtMqTa5vEd2r1pCfdwx2x1Ls9kVJMQ01SAjimDDSgEEmnUQ+26Y9U1BDIj8k8jxE5BP4NfZt2866v7zGf9/3NMORJkbP0MXAASyhMYXk42euYP2OSQQm8YzPPiU0tQgMNBYJqg+SHLK0mViY85bEmYFJOzKJLxUkxdpB4CtF3pTMySSdUj1MuLqHvJCxUNHhmMxL2xxqRuyohggNWcvC14J6lABZhJohV9kWtQi8KGJFZx47ijGM5OGqRofJZCRhq0F7KccJi3oop20yjs3easxLuyeQaDK2xAs1u8abSJL/u/GGR6UZIoUm1pJKK+SInixdOZs5RZeMbXB4d46RepNyxmF+Z44XdoxQ9UJydpJqKg0DKU2kZdOMFEt62si7LqPTLeaWcixsz1JpepTyOUZrAftGxunIpjk0WeOuF7bghRGObXLC4i4MAwxpEseaWW1ZuosZap5P3QsZq3tonUSR1/yAqhdQtg2aXogzA13fP9GgGUScsKCd5d25/7Fm/tMO9ZNr+vVPf/B1vvL1b+CFFt+/5sO884qbWbGgl5985UOc9PEf8NKffs2Tv/0RH71lLXd99aOseesy1pz/FX51+Vnc8McX6e/O88VLPsgV37uVu9aPMHXvV1l9yQ+560vn41Unuer2p/n3i0/mut+/yG2feTeX/+xBFnbnOf+dR3D93S/wsy9cwpaNL7Fq2XKiOObnd97PovY2ls7O8OS2Ea753OXU977JN799H3uaIU0lufHMfgZ3j9H0FbYwqAQKJTQ76j71SCQxIEIyEca4aFIznWegY7pMi4NhTErqme41KZCH5yx21YKEF6o0y/IOE37CsQyUJlARedMiQCGUxDGS5xxAj+vSNAIOm9+FZRg45RJmqUg4XSGstdi3+RDMgI4HgoglbTYpBDYZJhoVXCfFm5N11o8EBETkUi5+FDPhx6QNk86ChZuySKccZs8q05tPc8fDGxj0NJ6OiUmKa6w1OZlQimw9414yNJaQuEJzxJELWXHGaXTO6yfX0UWu0IXtpknl2kh1LEIncw0QSceqQ4WM6gTNSdCCUFugPbSKAQ9UiK01jeoQ+C2i+jB+5SCqNUXUqhLVq0xVp+nMCiqNkGatSSNSdOQz5F2TVqRoBgE6imlGmmLGTp5n0gQFYRwSxAKUxEpnmPahf/58Um2zmJbt9HT3YNlprFIvmUI3liEBkzAOIawBBgiLUGksK4ttC4gDxsdHsIQi9Fv4XgPiiKnKODs2vUFlx05+d9cT7GwEeIA106dEQEpAWRhIEbN8cQezekoMjtUYODBF0AowpaBYdHl1qEFOamY7iaLDNSEtJCmpMa1k028jCHRMzjBphQpLCFoqptex2N0M6E/ZzHINLCkY9kJMU2LLhMpUiQMsITGFRSuO8WJN2RKUbIEXCQxD4MXgxTEm0JU2MaXA1Ro3nRhLUimXalile/lKbntmHa2u2bT8iFgI3hycxrFMxms+/UWTpW05/npgmrSZnLGzVvXy86d30511EiVFLWBhm0NfMcXuyQbFtIstBTGCkbrPqjllntsxwtkr+uhtK/Poht2s6M0x1ohoxoJNgxVc02RO2UWgOWLBLN66vJ3pasTe4SpHzevghW2HmGp57J/0OTBaoSOfwbYEJx/ez2g1YGSyiiUktiMZbYQc1llg9/A4Gdsia6bZMz7Ba/vGyKYs+os5imnJ/M4CtqFYcNgCHn5tH+9YtRg7qpO3BMd/50//sEP9pwW18sdr9I//4w+ceuJqVHWYB9YP8aOvfJzrvv9zGrrAd7/yUY770Df43ifOprvk8OmbH2HjwRq7fnklx37mFzx146d54YXnueXPW/nxVR/ihKtv4ayFOc46ZinX3LuWy9++lGe3H+KWb13Opuef5MePbOO+b1/Osy+/wvp9o/zb5z/Gl751A+cet5xv3PMaX3vvKu58Zitfuegd/OGvG7jqio9y240/YcPOCrmGZn01ImOZXLI4Qxgq8tKgEcWoWFOP4GAjYHszwjWSzeds15mJkNDUZhwoIAhUwiLNm4m8p8s2caUEYsZ9NfMki6kphSMN6lFMhyUJ0BQsSRAnwWqzM8mBTtsGHT05jIJNLt9Bes4ctJEmjGOm1j7LwZ1TWLGgs5ShGtZxLRsDgbQg01akWW+i/Sb3bKky0VK4KRPHkkz7IX4k6cjZFHJOQsMxBSetOYyX1u1k/eYR6nFiZYyQaB0nURpC4iLQIiaeEYlnTYPIkJSF4tR3nUC6v49U/1xWvvUDRP4EjmOBY2M4RfIdC9C2iTb4+2xPa6AVI+IpQq9Ktdkgn3IJgxiEIox8Ctk0zWadMGiCCoiaNYjqENYhCEA1IRZEXgM/8JAqwDJdwthL4pSlC0IgbQsMA2wXZabJZ8uEwsVK57HcfGIhTGewDJt0Jg9WAaSiWZsmbcWEUUyoYiw7AyQzxmZjGpRPs94gijyiVoNGrcrggT1MTYwxffAgj9z7FAOjdQ5EisQyn/jpIyAroSwEhtJ85eK3sW2ywe6DI9SqHocOTJESiXJi2MpQqdYpSc3slEnBkjhSU7IMIqXJO0YitzOSRAhbCjJCzHj2NTaClgppt0zaHJthL6AVJyzUrCnJmpIRL066ZikxUfgxZEyJKaEVxZhGkmFWC2cisCV0pk2CSNPpmGAq+jvTVBsBfaecxo4nH+M/fRdLWxiWgVKKtQemKaYMSmmbrcM1lIJF7S7vOryLW1/Yx/mruvnvN8doBRrXSoA8liWZaAY4hkHVj1nSleXCkw5j55jHy9sP0F/OIIAT5pfZOlYjbyikm+L+DUNYhsAPYlZ1pzj3xCUsW9TPm/smGJ9q8dPHX6eQtsi4Fo402TM2zcKeEiv6O5Fac+S8Lh5au5sNe4ZIOxaZmVTfI2cXKeeKbBudZKrq89SWAZZ25kjbCVlq21iDKI45fWUf3770XYxOKrK6SraQJXXBT/73BfWWS0/W7z3lGK67+Xdcf901PHTXLTz8+jj//o1P8uTDD3Llb1/nlR9+lKt/9QSomCOX9GC2Gvz32gHW3ncTl3zqc1zywfew8ojD+Or1N/P07mkW5jTFfIGntw8RK/jztz/ClTc/yGgt4OPvOIpNB8b4+pUXkg7HeH3jRhaWyzy5dgvjE1VOOWYxB4fHWXnCSZSY4se3PcLXP/1BPvC5X7BMOLxWDei1TT65rI1M2sWLAw6M15GxoBUqBloBQ4Gm05bUoiS+OfHdw5gfkZICgUwE+yTPqIIpqMWKgmVQMA3Gg4hO20KQuIcCLXCFZn7WZsiLcS1BoGBBLpVkRmVsUlmLKJWhc/EcpBFjZXuI8TC6F7H/zpuZGtdMezG9uRSWpUEL0om+CGkZ7BwYxdE23bPy3PryIDUtwND05F0m6gFCSGa1p7BTyQ1uWYJjVs7mqWd2sGusTi2QhMRJDLRI3Fu2EKATmpXQJNxNnYjEXVtgIpk9q5evvvYGj9/0dbr6ZtM1ew4YGQzbJZsvksr3oHMdqP/buCZfGrSvEbEHUUyrOYwlDZpeDctysAyTMAqxLAE4ySzVlKD8BMysI5r1SSzDBh3TDAIswyThXvpYlgNILNPCMk3QAgQ0/RCEIoog5ZjJM15IEEbSqdr2TFcKYVgn8hoQRYR+g1argYpjVOTTqE6xZ+d2xvfu5M3n1zF2cJQ9g1NURJLa4OtEPRHN4BWVhl4jiSl5/+nLWL5iAY/+9Q1EBBs3H8TUAkfHfOCUI/g/D26g3RR0m5IONwFEWwZkDChZJksKKd6stEBrbENQCSNm2RZKKVYVUwx7ATnbxCIpjpZhsL8ZYhnJsjNjSpRWtDkGzQgsIjQmsRRYOiZrWVT8gJZKZGiG0rimgTISBUvOkGhDMafsQhTTdsqxTL20kcbS2fzspWFMFWEIxaximns2DDNU80iZBgvaHMabMaGCJR0ppnxFzZsZdQUhhZSDRCOsJMnAtUyOXdRJZzbNtpEKGw9Ms3pOmVLaptlqJfwBx2Ci4XNYbzuv7RvnyNl5Vi7o5o6ntzKvM0U2k2VwyqPqRZRSDhsGJuktpjm8vxPbFqyaN4tYC/YcGgcdsXe4zt6xKabrTfrbM3SU8hw1u4tjVy4k3zWLX/7hYV55cx+hVuwZrzO7kKaYtjhhboEPn7mGSKZYt2U3eE3W/PjJf1hQ/6lsqjj84rV/emYdV170bs667Dq+cPGFLOmSfOM//ogys9zy5Qt499fuoNrw+M3XLmDdujfomDWHK969kqUXfpdnfnMDe7du5sTP3cwPLnwn1z+4jru+ei5rtx3k9i9+iKPnZrjoxoe578f/h4effok/vbaLtrTBN371IJeftYav3Hw/K2YVSaVyzJ9d5hv3vML3f/IDnrvvv3jouTe56uJzGdq+jd89t5cu02TIj+hNWSxNG1iWyZ7RaVwpaYaJzW8q1kyFClcalG2DQ35IwTYY80KKlkEzUkxEMZZIhP7NOEkenZ9xMGeG+3+DptRjRcq0Kc+koQ55MYWZQf+SQpr5fSWMlKDrsDlke9rJzerAzXeCdIA6Sll0vP29HPrd7UTKZl5PG0JrfC9EiIimH2Fh0ag3UBG0lUxeH22QL6YYmw6RWhNHmraMw4QfImLIp0ykITAwGK00Wbm4ncZEnSiIZ1xUklgnzp0EU/g3r/cMWERKDA0q1mitsIyIfS/cz54nniMaGqbiTTExuA/Pb+Iagnp9gqg6SFSvENTq2JkyQs5UVgOwTHBszGwZmSpip7pw7CyGkcKyMxiGgVIxrWYNKQVBoLDMFNV6E8e2QCYLKiFthLCJNNhWCoE7E0FigbBoeD5KSyzbwbCyWE4GnDKGXcDOtmOncxhGGoiIvBoqaFIb30/UrOA1qgTeNK3pCl51nHUv/JU9r73M2j89znMPvcTaAxPsqHp4IsE5RjMoRV8nHzMCyhJKpuC8sw4nNiQbdwxTSpvs3DNBqxWQEpJvfuos2o87jkcee4EU0DGjFc2YJq4U5K1ktKSAiq/IGIkIX2tNu2UwN2VTsAVaJcvTebk0w16IFwscK5FGOYZgzI8whcGYH5E3JOm0ST5lsnXKo8000VqTdSzCOKYVJ3AV10wu12YQ0pZ10SKm4FqkbZPK+H7GaiavDY1jZVPsGmvSX7DZW2kxXAu4YFUXh7Wn2V8L0cJkYclm00iDs5Z3kzcNujIGXTmXStMnBg7VfA6f3cae0ToyDvG8Fq7psKDNZbLhMTpd5fWD04RhRC6XoZjNorRiUW+BTCbDcMVj32Sdw+d08dCGgziWyesHJpnfk6O3p53RSoOOtEUx5aLimNGJOm/u2U/gReRzaQ6OT9P0AnaNTFNt+cRhgKk9RkcO4NoOJ65YxuZ9A8xrL3Lxqh5KWYt3zO0gChvEqkGgXLqzJrkTzvuHsql/2qE+85MrdBdD/O6RDXz9G1/itp//O7e/PMIDN17NTb/8DblMlnedfDKPPno/kZnn0g+9h6u/91Pec8rbOHJphmOv/C33f/4DPPjaJn76l+3UQ8UZSzv48vlv54pfPMphczq47VuXcewF3+D3X/4QQilarYCsC1++/QkuOH45x7z9LTz7xNO879LLSKU1v/zuDRx/+Fye3rCHNsdhXmeZT/36Oc7tzPHwaIPelOT8HhfLtJiKQcYJ9b6lNK9ONem0LQa9kCCGTtdIABV+hCsTi+N0rJFAv5vE4AZoipbBmBcRKChYJvU4ZGHeZW/NJy8NCk5i95xbymAamulWSDOKmbugRP+ylTilUoJ2GxvEMm0qg/spzF/IvEu/zMaLzmNookYkBSXbSiKHDRDKoVTOYuQdNu88gNCSyBesueBUrv3RfcRSEqqYtGORtW0aUURHMUXKNRGmmeDnpKCt5LJt2zjj9ZAoTKDUCElLKQydBP6ZwsAEQmJyUqJnMrUsw0AT0l0qEAYhlhLYpmbhkYtoO/IozM5uembPonfhUdTrFVJuGsM2MOwiZrYNq9CVJIGIpGtVM1IuwcyIYOaP0IBKirj4+9+ZmSPICFSS5JqcWJnMUAGNRM9876QTnfm+KHToJ3HQ/iSR36DVmCTwWtgi+bfqzSqEPvsP7GR4/wGaA4dojo2z8cU3GJxoMhRBRSWbc1uAD/hKJ7plobEQRGg6pKBNaq6+6gw27RtheqqOJSW79k8yNlJFhCESxQ8fvYfP/+sX2L/jYBJxkjIomElBsw1BzhBoISg4JqEfkrFMJsOY/rRJLkHwkLMlcawZ9SOUSJJP22zBgUZM2ZFMB4qsmVyWlpmYVKaCkOlI0WubpE2DUT+kbAmmIo2nNWVDkjMkhtQYEjrSNqbQtLenMLTCUDEThsEDQ9N84OQjuPbPOwgik+U9WZ7bM8ayrix7xhtUPMWSzjQ5M0kTdoTixk+/n+fXbeXu57bx6kCNw3uz9JTyPLZlCKE0HVmHoarHgvY0gU4IZLFKutfV89ooutDXUeDsk45GAAfG6lQnhnnjUI2Xdwzz+OZDlNIOa+aXmGyEdBQznLq0h762NsZrdeI4ouVHzGtLkcqmeG7zMIOTVf66fZj+Uoq0Y7B8dgcdaYMLK1sZAAAgAElEQVTB6YCTlvUy3oyZ3VbkzW376XUh7cLS3iKmEKBjirNnU5+u0v6F+/5hh/pPdagru9OsvPQB3vz9txjft5VfPD3AC3dez4ZXH+f1/ZOsXlLEURWe2DrB/Td+lLv/+CCGm+c9H30/p7/vU3zmlKV8+vbHMSWctbKf36/by+9/8GU++W838N1Pvpd3nXEqF3/qy8xpy2NaFj+5+1FOPKyPF7fs5/uXnsG9L+3gjEKWlpnGUhXWPvwYbWlJutxNe3oELwoZGBkDDLY2EqD0bNfGxqAeRuQMl1K7y5sDUzTiiFm2wWQUsiDjUAvjGWpPApRAQMGUFK1EduIrRdGSdFkGtRlljyv1jE9ecage4kgQUiG0xDUlI7UWgRC8ZW4HE0FI36zZCOEjpMAb3o1qCbywmcwFW02ojDI21SJtmESGwLINMpksluuwf2AYORmgqrB83ize3HUIKS1ae0fpb7fZPx6gkNSimHxakBYGoR9jS0nKSvSQEZL5Pb0MDkzjK8XgdEBGJrHKAzUvIUyhkSIprDaCkIQH4BiJkcDQAr/ewjQFSBM/jtn92jZqE0363noUhwKfxSefx8TGVyEaxUnlCMMG0q9gVAcxjAxmrhM7n0NigNZomcymkUkBTFxVgr9pEmbq68wIwUL/P1oU8f8e40TdlKzXAa1VEu3cSoqo5wdEYR1UizgMIQ5p+C2IIkZGBxk5MMDUyBDB8DBbn13P5OgUlVAzogQNrcibgggS7KNKGo+kfidRzhkJOSGYN6+A3T2byfW7cawEVNOoNYmUxjFNli9fRO3QKKMj0wghsNAopTFk4pBCJ4vNomPiAE0hGfWj5Pw5JpWWImcK/DDpYJEicQ9oTRAbODImiBIJYKA0o5EiEyvaHJOCKfHj5Hz/bdY/Eiq8CNpSJkIn+4KcZSRUekNTCSJStSaFco5mQ9PmStxYUK9NUXJd3hic5ujZWTKWpBkpYgyWtDnsGvfIWmCbBt0lAy0D5i1czNQTW6h4Iees6uHXrw2RtRPn4aGqj2sIJJrlPVnWHagiEYlWtZSjq5jGlYpHX9lEd77A4fN6kWGKyrZRBqYaGELghxHr9k1RcE3GGj5tGYNKM2RRZ54dw3XGaz5z2lzSlkU5Y3GwklxOfqyZX0gxUW1Saxp0pG1qvk+1GVGxEwraiv4yhg7ZPlpjXluJUl5itBo0miHt/0PN/Kcd6jsWlfTj99/CPTd+n5uf2cfNl72D6371BAemPe774dXcdOvtXPyxD3NozyYuvPExfv5/PszcbJ1N+zXtYpRLb3+FSMOKniIdxRzrD44z3fB5+dav8S+f+R5DVZ8nfnQZ2159gVC5PLN1Fx8/9Ui8WNNWLnDfX9fzpc9/ljtvvxlLxZy4ejWvbN7K5p3DXHjGsdz68POcNKfMdx7Zx+qizRtTPu9sc1matagLRdYyUAq8SDDe8NjeCHAtk3qcQKBrkaJoW9RiRTWMmesa+DEEKIqWQRArQg0FK5Ht1MPkiVywDIpWku9TC2NcQ7Kyt41a6LNwSQ+pbJnAinBLRbQ2Emr73oM0p1qAQaVeo31uD/OPO5Z1v/4T5WyaqUadQiZN0/MxaWHFOYpzuzBSNns27WDcixP0YKB43+fOZOOjL3HX84dQWmCYFl1ZE0ES9Fdqy+LayWeXhiDrONR8n7HhOqNTDUKtsDBoRMnlECMJdRLwpnRSWA2pcTGJiHDRFC0bLTXZXIZYK4xQ42RNyvP7OfVbt7H1zuvRlkC2t2Hky+TKeTq7e7DtHIZpYtoOEWCaLobpgDQp5Et4oSKSAtfOESEwTRPTcNBCIGasmEm1lERxkHQKxMm8NY6Yro3hGDa+1yCKmkklJkKFGhXHRJFP0GpQn64wsH8vralJgmYTf3CQA2/sYGj3OCN+yP5YEguNrzVZCYaRpIx6GloKQjSxTp76roQ+QxDHmlOO6eeUdxzLCy+/jrQtml6A3wgYGqgQTFXJxvDTmuKKk9/CU8+upcsUtJmCTsegYCeJpb5SWIbANQSdjsNww6PLSdIk3tqWYqgZY4lEf1oBbJII62aosSU04wSgk7MSilmbJciaFiNhTCuMsExJFoFlGjSjiIyb5G9prUlJA4XCNSEnJcWskVhehaans4DveaRLDg9smeCppmRrLebs5b3EUcB4oDgwXmdwuoWnkuvwiO4MXhxz7Lx29k02qIYmL+0Z4WNH9/GnzaNkXMl0K6bmRbx9fhtFV3L0ghIv7qsx3AyJ/JiCY2DbglgaLOjpZFY5wxF9JfJtWepNzUs7D7F26zAv7xhgqhUy2QxIWRKl4bj+Ip05l0gpFs9qZ2Kyzp93jrCoM8vhvQUaShIGEQMTdUopCwxBRgo6Sg5jLU0QxMzKWhw/v5u5RYkXGjS8Bp3dRUqWi00LMu3Yl93xv+9Q7/rev3LMKR/hxf/+CUOVmzjv+ge4/4eX09uZ4857/8I3r/8WV1/9NT587nnsffFC1j/wX9z75B4W9Jb5xuMb+eJZK7nntb384PJ/4emXN/KbV3az85YrWXnRtXzpnDV85tLzecs5n+Pac0/ktS37uObCM5mq1Zjb1cvVN93Nv33ig9z+nz/lzDWr2b7vIC+/sZ3BkVE+c/G7ue3eJ7n68vO5+9f3MDdlU2nFtNmSGbs9xbSJCgXt3SWGB8dxDAPHNAmUToqmVgiZ5Ja7UtBlJ7nuYkbQ7xqS9MymVehEq5p2kxs91CCQ1MOYgmVScgzGG0262zNMeh59czOkpY1ISaKpOnYQ0awH7DxYQxDTkXEI4jTVXdtQZgJ86MlKxqemKeUtqi0DETUZ3rEPoTUHopC8CcIzaEtZPPXH9Zx92QU8vfYHjLRMoihgoq4oZiwcYRD7McK2MInRocbXQaKzzRvk3RyD4y38ICYlE7tsqJlxjCXFyzQMtI5AR4lIneSgGVLQnGpgCo0yJDQjevvn8NIPP0H14DjNQzWIGpR6Oygs6mWipwfppjDLJYxUFieXI53PUyy2YZomrYqDFAaGYeALCymjpAMTDlIK0MmCxbIswihASoGKo/9bYCOPSMcEQhIEAVEY4Ht1alMVpioVYt/Dr1YJJifwh8Y48MY2pobreH7ItJaMRzEVFWMIsM2EANUmBRHJk9iWib9ekDARqlqTk7DIlPS0ZXjPWcvJlDp5ce0bmJaBJQTTjZCJ0TqN6Sa263DDU6+TBrasfZN2S2IJTdpInF6WkIk9UyTovrRpECqFY0hCndhQd9Z8LGZ0wEIiYk01jmi3k87dMkQSz2IkGWSCRJ98qBWghEDMpLPW0Sg/ImNBw4+xZjz9GSP5fH6oKaQN/FYEhsAyJVEQ0GqFOGmDRTmTTV7AkhXtDE5NE2gTPwzJpmyWpGykkMjI54RFneybnGaq6TEwHbGwTfDxNf08vn2SeCZ6p7+USbSeWZOtIw0OeJpqw+dtizvoKGcZqbRwXIdK3WPFnA5sO2LL0AQDG/dy3BFLcC0bTIHWGtdMQEGxSlxZ/SWXVw/WsEzJvI4WI82AMNaMNUPmdLcTSQi9iFnFFJuG6zT8iIG6x6aRGq0w5oK3zGH1otl0pizGR6YpZKDV8uhIS0zboVUL8MeG/v91qP0FU6/91Ve44db/5r61+9nwu2+y6vyvc97bj+QDpx7O8Z+9nclnfss9d9/K937/Ejd8/HS+dMcTXPKOo9h3aJCTjzmK5zZsYM9kxGEL5/LbJ9dhC8VDN3yZj3/1eoZrit6cxRfPOZHdB/fzntPeyvdue4j5szuZ05Fn/OAQq5fMZutghbg1xRFHHsHsvh6m61Ps272NNaecyxmXfo027dAMYxxTcmaXzdJihgPTDcqpNEtOWMXu19ayabCFj6QeKUKtGfdChCHociykTkLvxoKIJWmbXa2AkmmQmsnzSRny70F+40FE0TIJlKLgCjqcBOXX2ZuhUMzTvWwRSoeoSBGMjCBUxP6twwQ1n4nYoMNJOuP+lct5ZdM65pMh0hF9uSxNv0UQJNrWCT8ia5pExPQVsmwar0Ms0IZGYVITMR+64gyu+eq9RFon1HwpwJQUUiY95RSOayaurzjClAbaEOhY47U8KhWfSs1DkESC+HFESyUbJVMksGApBCklcFAImVgchQA5Iw+yDEi7SfZRrASm5aBViA4DQmFgEmPNzCGznXmyc9tJtXditbeDbSEzRaQdI+wUhpMGK0aQwnIdLNPCjzS5tJ2kKkQSFGh8Aj9IwC1xBK0WKobYbxC2POLJCVqjA4ztmcKbbjI2VsHHoK4MplWEqRMoSBMFWiJlQtIPE3EFYcI1RgtoxoKmVmgt8DS0G5qSMFgwy+L9HzyVfUNVGtVp6n7ipqlOtdixeT/NZoQlNI4NvxwKkFHMqrSNJQQ5Q9FrS9pTJlnDxBKajJksBQ2ZDJQsIUgLTc4yyRsymZ9aAqUUSku8OKYVJz//rCVphQkLYNSPyEpJKw7pTdm4pmTcj9EzAPJWTJK5ZQpqYeKeqkUxectCEZOyDNrtxNzSm3Wws4K4ZJCtadaNtNjZbDLnrSu59sEtLOnMI1GcsCDHwJTilT0TXPSWLoRpIaXg0a0TXLpmCRk74MfP7GHjsEet1mRxR5q6HzPthfQVU1R9xbyOFCvndOCYgozrMFr3eXnPBCv7SmRdC6kVLT9i02CdBe0Owkhx//rdCKUouiYLOvNsGZqiEcQM1XwA5hdTnLayl1aouOi0Y7nv5Y0cO7sdDIORqSqmhu7uEne/tJv71+4jjBVvW9jBtacvwXRcnt5+iMM78ixuy4AQpEVEqZSnYTiMT4yy5DtP/+871J/96zu44Iv/zjWXnM9py7q48T8eYMN93+OJRx7lqRe3cPCPX+PL117Pik4XL1RcdNPDXHHa4WzYtZ/Lz38ne3YdpLdvNl+58nTO+PT17Bmrc93pizjzqm9z8pJO8mPT3PTZD/Kl/7iX6y55Nxff8Ee+ds6xbNqylywRy45bwZZN25Fo3vfRC1n/9CPkVh3Lc6+uZfXyFfz81tuIY4U2JKEK8f0YW9o0/ADbtHBMjczl6CgXYLCFRlOLYgKtyVsGoRb4cUL1CbSm37U40EoGptNhRMqwcKXBoVbIwqzFIS9EaE0updnvhQz/f5S9Z5SdV3m+f+2933La9C7NqMuSLPcmd+MCxjaEYgzBYBNKbCd0QowDhOKATcA0BxKHZpodqgPEpmMbuQKyJVuW1fuMps+Z09+29/592Af+/w+BtTJrac0sac1ozpk5z37289z3dVctYafknNOOY6IyTf/YCDZVtBYO4oVF/MwyOVEjsIJnagkndHew0IoQStGszJFLMrQnGSgoji6WCaSzCo70FshXY8qRZi7OmGrOk/dC+jtyHF2okcqMJAFVWs0HrzuNT9yzlWbm5ELKWubSjGacMtKdY6C7SM4PHKTaGKwxdHcWCRF0hz6N1FCtNtFW0ieggUYjkNIpHDQCaZVbXlmDRRBgaQiLNRITOZK+QBEnNULloayPwWI9SSINc8aQn65ip6sEctzZOSWQxXiA51lKXV2oUOKpPF2r+kgygzUK6Rssods7CUEaJTTL8ySLEc1Wg1Y9w9h2mqlwGDuLR2wlRmZo7aOFCx2MhKFbONJYZAVgsNbS0G4ummDpUK6gTWXO3ptYN/Nc6/sURcqZ5yznnE3H89zecSdVwtCR90mTjMmjc5jIaUd9a10xBQ48/jt8IQikoST+SC+TSGGg/b475yKgm6mmFAaU2uLenBKUU82AUDhiqFvYzSWaJTmPnK+oJJpEG+paY60bIxT9kIP1Jn2hwhrXxaXt6UmlmeArRUlaclJitEV6jkSVaOPMAc0WYz1dpKkgUpqeHCzVOX67e4aL1gxghODITI3vPj3DSHeB9162jF2NkNt+/AxXre9n43AXr/3mE8SpZv1ACZllFAOPou9x/ECB8WpGNc5QWM5Z3k1HQZHJgHIzpiMfMD5XZ26xxkuPH+FbT49ztNzisuP66Ch2c3gh5rj+Et2h4gXrhti8d4oXrhtk32yLc1b47JxcoCsnGV9osGGkg/0TE1x88lp++NsdbN43wVsvWktnZ5FWlJJkhpedvIzVgzleftoGomad7/5uD4HnkfXEzNZgaV8nfr7IeL1KWMixbP2qP1sz/2JB/dT3HufnX76VG2++nY/ffCOl/md47d/dyt++8sVcsmmUN97yJd50/jo+/4ttPPipd/Hk9qcZXXMczz7+MK/6yD08evfHeM+td/DpHzzG1266gqs+fT9LlwwxWDjGqy4+gfXLR/nNlr28+fKTmY4EV52ylCzRnH/KBjY/+RSPP3uAa/7qBdQXp6nOzTO28jgWFsoUhIBiD+MLNZaUJCJyJ3AmBAPdncgoIggEdSkpLV1Cc+8zZNbBdiWOeB5KNyNzIArnUoq1YSiU1DJBYiTLCgFzcUYoYbyVMhy4+euhVsaq7hJLh4oIYSknVZZuXItC4nWFBHN54vkyc4cXeOpwhc5Cjiiz9PWX6E+LPDU+x1CSkkcxkLcsNmFZV4Ekg1QbDs7UiTQYKRkq5KimBm0Ms7UYIyX1FBo64WPv+RQf+tLbOe2JXTy5v0mqLZkxGCtIY81cOSZpaEb685QKIZ7voRF4xtI/0EFlLqJgNQGaxZpGZ5ou4XKLmhgS7VgADQyF9gvaCABJXvwRiOwDKal1V/Gm1mTWkIqMwCiUlvhCYTMLStCyLTINmRB47blk0rLQrCI90LrMST7MTy4yXW8Ra4f7E0JhrCNoJQiMVfiktIxACUGGIrWWAEWMJbYZvnX2YWUFVQwtDYvWHZgRFqyDcFssobBkCIS2RMJS0YIxXzIgBR1S0D/k86rrrmRyap4jEzPkQo9UGwIhMFYwNzmDbUWAxUNw0dnL0c0YWwj5widupqjcOKnkQ9635KUT2heVdIm6Avrb7rAQS7fvYTFUU6ePrqYa045FCZVkLO8OrSQxLMtJDrcMOZxyIO/7VJIEiWU+cTLAocADNEYIIiPbwZNuv9XUhgIWYy2xkHSEksBa4jilKENUdx+dtZjI96nVm8y2DEu7ixgpOX3VAAMdIR2dvUxNzfOGM0dYOVDi3j9McPqKfvZPlgk8QV/R45ljda5a18dENWExypiutdi0rIvHDywQBD4SQWcxwFiPNX15FlsJD++bZWlnwIruIvvnGzx5eBer+nIMFHLsmqqw5UiZ4/rzZEZwuNLg/O4eNoz20ZeH8Zpl/2SVLNZMNQ5yzvoxTlw1wMTEJIGn+OLPdnDqaA/Xn7mKeiNicfIwn3r4IGO9BZZ1S85cv4pqrUYtrtPRO0z/4AjlhRpHp5oc92dq5l/08n/19hv4yle+SqGnnxwL/OePf8/dd3yMc847ifd87j5esGGY2+5/mjdeeTaf/Pb3OTCfsKIn4FM/388nbvwr9jzzBNYoPvzKs+nq6yHKDH0lCHMBoTV88hv/wyte/AL+4Z4t1OePcNzQID2hYurYOCedvI51KwZYunwlE7MNDh/YzdM793Lg+Sfo6u/lyM5n+eD73wXtrinShlZmSLKMVENnGNCZBy/nY3Bz0v5AUm2DUWJjqaaaWJs/WUxD5chTCEuXB0ebSTsPXTEYesQWNg10cXxPgeX9BUSg6Cnk6ewfJG22QHgsPL+DxsI8SSXDB04Z6KbZShnKhTyxf5qmzgilpDxbpZJAPUnJdMKvjs6zp9Ig0ZooMyTWkOiMuWaENYbMaFKraeqM1KQUwhCjoLFnhpdedTIlofAQeEIS4IzlaapppppKPaHaiAEXAihwXUipQ5EvSToLHjklCKQbGwQKOoVEugU0vhCuuxXuFybBEGGxAhKTgfXxZUDWJmnFRmM1ZJmmZTJaOiNGkxpD1E6CDayL2pbWLfdcPr0hj2LbrnGm6wm2LaB3qa9tjZWF0Aqsbbu8hPs/PfdPJFIgcd2Wg4e7aGVfOtVCZi1x2+HUcPWZnHBzU22hiUAYJ4NbqgQDoUdfT8BZ568n7Bqm3kycvxyJ0hYjLI0owSSGLNP41hKScfGrL0FXn8cCUb2JL9zSz8P599MsQxvtsI0CCp57/rW1dHpuURUb99xUMstQzmd5Rx4hXJDfYE6Rk26zPxsndPmCzsClR8zGKdVUE0oHjOn2FUIJN9oxkBg3Zy14iqKn6AglXYGPwFKQDvJyuBlhBDR1DElMQ1u0NQTCY0kh4PBCg6lKg8tPW87aJb0sRppaI+GSDQOk2j3XJWk5caiT05b00F8KKAWKfeWIapKxe7bOecu6magmdOUCKrFmqhbzyN45JisN6rGm4HtMVBLWD3Uy14gRBlb35ai0MmpxRuApWlnGdD2iwxcs7QxQQnDGWBdnrhzgiQMzHFpocmCuxkw1Zt/haeJanZ1TEd///WF2T1Y4cShPKFK6Oj06c3mm6gn5wEchiRqLGKMpCJgt16mXyzSzhInp+T9bM/9iQX3Hh7/Eta+9nlVdGW//5H9z2z/dxJve+1He/O47GMr7fO5Xu/jSe1/H++/5LTdfdwVPbdvOGTd9ge/86/v5+Dcf4Ks/eZw3XXYSX//NVv7nt08DsOmci2hEKWvWHU9HZ4lHnnySN124ivJ8haWDnSw0NaXuLo7bsJGG8YijlK6eHgZHV5LzQ9adtIlWs8XZr3otz22+n11lWExTcp6i05NgDbEwHGok5Lv78Tr76F25lIIEjGVV0SfRhtG87x6+hZnEEApw22O3bc0pEMYJpcfynnNNBZJaEuNJmF2M6BIBWZBDeRm5fI7FwweoT5RpTNSZOjLL7w/XOFRusayURwH9gc/ETM2BpzsVi6llvBZRbhmW54t0eD6LqWExS+nJBbTSFOUpMpwoH6PxVEA1NjTjFE8q/ubWb1PccAHXXLHcybqMRUlLiiXT7nMWFiOOTC6yMF0DJcjnXSheoRTQ2ZFncEk/Y4MFcl4bmqJTNAbPGlJjyKxtR5k42ZDXJlgJLEJJYjSJyVzhxS3xhIQMj8QId5VtU76iTNHMFLXU0Mh8F4ls3KImNAAZOSsJjMVi2kXaQ1tJZAMWDdTa30/DwqzVLBrNojW0rGYuS9mdZNS0M19UjaZpDbE2ZDjzQh7IC0GPsvR4lqYVzGtL3Tr3XE7CWYFkVW+e089dxrkXbyDMl9iz/Sn3YhMWpTUGgY4TkmqTViXC1BKUyBhZ1kMWlmjs/BkF4BePbQMr8Gmj+YzBlwLPSgpKEUhBJbU0tYNL17WLjk6M/ZN8Lw9Uo4Sh0ENIy3gzpWYstVSTWImwhi4FeU+wLOe6vbqxdOcCahkcaUQkRiCtYSiQpFZQzQwzUcZklKGtJTIQ5AJkocBgRxGhDZXMgjEMFX0W0wSlJAfLMaE1XH7iEr77yF7yvmUhUbz0tBVksoOJhQZvOG81ldQQBj6HK3XmGxnLevOU8jkuXd/PDecuw/oBc7WYRw/MM1AIuPi4JZy2bJD5egtrLQfmGmTasPXoIlIYDIKFekJ/waOexByrRyzv6aCRWFb2Blywop/JSp2VpZDphTofe8lJnD7Sga8Ea/oLjBV9/nPzbjbvn+Hh/XMYazk0vegG5ybjEw8foMOX9ArLFWu6yGtBUTeYTH1aRnFwYgpExmin/2dr5l90Sl3eP/2RF73rs3zobdczVtK87dM/5LI1/WyfrHLNpZt4zXkr+O7D27n+wmX8zWd+ykIk2HL3B7nyHbfzvlecx0hPB5m1nL5qgCxJ+Ozfv4QvfOfnfORNl/H8/nEuPfcEJsZnOH7NGL4KkBi0p1i5ehXf+MmveNWLziEoFBjfv5s4abJmdDkz9QbnvfqNvPGNb+WGv3sn/3Hvz1geBswmGR1KsmmwSOgBnT0sO/Eseo9bgp6dYOvTh1EC6hn0hpI99ZgEwZKCR76NPasZKHmKfl+RWEE5M+14aEmXLzEIBvM+Y6PddHWEqL48PSNDKCNAGkTq8HoLsw1KpQ63YLIGbaCeWRKtqWsNViPSjA4lEFYwXMyRakMxcNIPjaSVGorKI8401mgSq5iPNIuZpmIks2lGIxM0rOXZLTu5/j3XEkwf5PCxRRKtANdpGO1gGAhBFGnqtYTOokdHIY8nPaSHQ8eVAkq+h09GK7bUjGlrLyXWCNr7d4x1MG5fuNyiQEqkNWjhYot9nOTIWIu2FmtBof7k0nJv7dbQWpoWalpQzwRIn7qGlnVEe2MFsVCUtaFhIbKGpjWkQMUYKkZjsARtS2iCRVpJIEFjMcKpNWLj7KKhEDStk63WDNSNYLGtYR3wJH3KcqLvc3zJ59yLVnLmJadgkaQ2w1pN4Id4nqLRiDEZRFFMUouoLTapLjQIPUFp+TDVQpFDR8bZuLyb+UPb+cl3f0OPrygJ6AwFeSnJK4n0nNTIl4Kip6gmGV2BT4cUDgWoBHWjGfIkmTHMJJpiqFhInNtPIekJXZfZbIPTMW50oYRlMB/gSZcfVfQVE5FmacFH45JWw7ZKoJxpQitYUfBZTGLSVkpeGDxpWbJ+PfXpaVJr6JTw64WUtYMFenoKzEeGlcNdTM83Geop0dVR4t9+8Qyvv+xEth6co8s3TDcyJistThrp5NWbVjFY8Ng+UebpiTpXruujqWGhmVDEUMpLeouKuVrCliOLNJOMgaLPRRvHaLVS+vLQVQiJMsNAR8AHrziV8fkKWyaqjJQCRgf72TFZZvOBWbpDj70zi/TkFCcv6Wa6mvD5Rw8yXArxpODVp6zg9IGQ15w+xnvu38mPn5nkBat7ec36DpZ25VnTFeLnNPsXEh54bpL7to3TJTUFnbFvYo6NV//9/+qU+osd6pl/fxebVo7wma/+kK/9bBsbBwt8ZcsE37nzwzy+9TnOu+AqcmnCbfc9x44ffJzrzxvlpg99kce+8n4+9v1HGB0e4q6fbuHkU04mX5A8f7TCsUqD1JSYm5/h8N5DnLBhA3OLDXYeneWsF13Or554mqPjk9TrFUZPv5Cf//cPuPKa15xPuMQAACAASURBVHP3r7bTuXYjfd2K17zmBq6+8GxOe9V7XHSxFOTacSbzkWWxlRFoTRxloC2pSOnLeUwmGoQltnB8R57RnGQ20lSSP0px4HArZibRzMSaLl+Sk4rEGgdPsZZMQ6UW4RcDOgs5TGMRk7ocpsXJBaaPVJBGcnC6jMRl9Wjj8oA6fUVOuhf50WaK1oq8UuyrJGgDM42YmWZMyZN4ngfSxUdXk4z5VsZMqqlFmpmmJtFO9pMYy7bDZZJKjktu+hs+9tGX0yE1CkmCcWOCNKOZaKIUqs0W23ct8Nxz01Qrdbw4wfcsEkn/cDfrjh/G8x21T2NJLDSswxnmfEnOl1ihaVo3O4xTg5ESa3BXemNoZm55J6zrZhEurkUh8JyuwC2GMDilliCQ0NCmTcZyfxcbn8gYlHILo1S44mmBpjUEjrzg0hLa6oPI/jHNFrQ1TKdQt4KKgVltaVj38/eloFNJNuUlF+YkZ4SKcwLJxmGPi162gSUrh5mbmQPjcHa5wEMJQ6XSJGtFLM6Wict1GtUmixNlisrnpAtO4fu7Z9j83DGCjkHu+u7D/PiB39KrchSkoCuvCD2JBRDKUb98F5AX45gA1SQjMYbYQiUznFzKIZQkJz2WlXzi1NCtJBs7AoZyirwHs3GKkIITuvMIIanpthIlTRHa0ON55IXgBUv7yIxhPjOUM4tWktQIlgUePQVJK80IPYH2wVeSUCrs9DiNOKWnELAYW151Qg+dPR0Y6VMq5jhvrJdXnrWGciPhh49s49JTlvPozmNcf+kGrtp0HOdtWMo/vvQUVC7Pk/tn2HpkESXh/S/aQFNKqplktLvIfNMV8acOlzm8EFGJUypxxkQ1YmlRsGlFL8ZKnjiy2M5ogx/8fjcDJZ8zR7t45liN727Zy+r+ElefvIShzpBXnL2G09YsZaGZ8b1njyGAAwtNRjsCThvwuOqEQe7fMcXjH7uWu998FX933kouOO90zlzdy8BwH8eSkPsP1fGV5LH983R7kod2H2unYfzvb3+xQ33dmrmP7NxzmKGix66ZFledcxpEVW775gNsHO3lhs9/n69/8aMsZ5J3f/5HnLp2jH/5wE2c8dp/5rITlxAEiqvPX8kn/+sh3vm6Kznv5q/zb299KUcPHGTT6SfSbGY8+MgWHtk9wc1vvZaPf+5LXHLyKn68ZR/vfO2V3HHn17n6mit45LEnufZlF/DgAz/FKw4z2m3YsneCW9/yV3zjF0+zshAwG2cESnBCUdJbCpi3sGzFCfQev5RsfoL9W/ZxLLYYK6hkbp7lW1jUhjP6ilQyTS3THN+Zo+QpymnKcKCoZW6bmhroDnyWDuTp6yuR7+4g39GFFYJ6tQaNFgvzCRPlBom2eDJgdV8HE5UmSMlCnFBLHXz6uL48C62Mhtb0+IqCJ1k0FissY6USE40W2hiqSYpSHk0BC3FKTUMlE9SsJrIuktrzQqppyl33PcxNr3shqreT81cV+PWj+5ACQimJrOsOA6EJtCAUEk9DuVxleqqKzKDDDwjylqkjC2ybapIKRUO3EzStZCTnceJwN6P9HawYzlPQlsl2kulC5rSMEokQfywYEmst2snQ0dbgSYFGgXVRLhhHwsopN7801uJJl5CgJUQ2I7KWoN3Ten/sANqAl0xIImOITPtxGktm3cfCuhiSnLS0jOOVdkpBryfol4LjAsGYsAwSMBgo1qzoYGR5iXNecp7Ljko0Qmhku+hlWtBsZCwcnePwvjmiaouF6QaVhQoDPSVedOVq3vCtp/GUopakmPIi+UKJKzadze8f/R09vtMsC6AYBATCzWm1yaA9rzZAUQpqVjDoC2KriXBw8KgdZx4qwWAuZHe1SdGXKOkOv8HAo6E1ReXhIYhFe1SDwPMEs0lGI0nIjHFs39BDaI3nCcajlMFAIawgRrC01EFnzie1CbkgIOd5eFj21hos4HPZuatZPtAPWYT0PX767DFKyjI2PMi2feNccvJytu2dYrEWM1rwOThfwQ9yLLQS+jtyhGFANRMcXqgx1NvBmWuXElq464nDTNcSJ0PzPQaKHn2FkIOzdR47OE9HPmBjf4FTl/dTbmRMNyIGio6N++jhMnFquP7cFRyYj1g70kk+V2S23CBNEraMVxEI1vcXuf2KtTywc5pbHzpEV+jx29/v4tIlCkGV0A/IhTm2TZXZdqxJRyBZ0VOk1oq47LgeIuFxsJxx8XVv/1871L9YUF94xas/8pYXn83nHtjG9z/5Hq7/169z5ztfx/P7D7J57ywHN9/N5de8je5iF1/7wkeoT+/h7h/9gQvW9vOPb72e+375W17/8pcwWJBMVjLue3wnZy8NOeukddx+9wPsPnCMM844naFCwvDQKHf+4Dd89J/fRX92jN7VZ7Pt6ce47IqXM9Rh+co3f8Yp69bywK8f47WvvYbK9Dhf/PETlKstCsKjqR2k9/KVA5TrTXbVLH/1tk8TlirEM/vZ+/uDYC1TiQPwCmNJ2jbATFt86XLMtRW02tvbxEJqJK0soy/06fAVWqX09vcS5iBqNBBRjI0SqKYcmKpQj1ISIegKfZ6cqpIIQ5I6SroSFiU0xrq43CjWdOcCMA5M4SuPepI4XamFepox08pYbKU0rGA6Bm00GYoMF9jXyiy50KeRau685yHe+MKzKa5YxnnDlge3jDtiv3DefJsBCrz2nHX5QDdDfXmSaoO5qTIkltnZFnUNGDdX1kJh0Cwmmu2LMdtmqiR1S29nnplazJz2iIQrZPOZom4MSiik8EkF5CVgPTIgbsuxsO4qm1lIpQOOSCCUyjlJjUFKiZKSxDo1gRSghbv2B9IpOlLjZEICF3le8gQFF+hJ1jYsuKhmWOYJVoYe3ULQLwQDfsBIaFm+ooPhsSKnX3IOhYESrWYdYXykL1DCd7PgVHNs3zz7nj7A7GSNNDU0WhGQMjzQywWXruWeh2aZjRtsvfvjLA8Sdh+bpeAL9u05Rn16kt4wRGAI2gJ8idP65n2PzFiMgE4lWN9dJGddFtQpPXniDLJ2amkoBV1KEKOxFhradeGZgUZmEDjmwYGWpiAt5diBu9tCYYrKo+g5U4rW0JHzWYg0A4HH8p4CC0nKcBjQajWpJzFj556AmS8TaU0YWIIgwPqaqHuE3jBFqoAfbD3KqcuHeXDXJJV6i6VDPUyX6/SWilx+2lII8nxj8y4ybbjqtBXoLCHFY/dUnVW9OTaMdFIshNz9yF6SNKMr55EaS2oMqbZ4CuqxRhvL7tkGL1g3yFOH5pFScnC+xZ7ZOmcs76Err1jWncNoSyGf47mjZZb35HniyBw/eW6GvoLPB89fQSA0hxYa3Lt9jhev7SdKDectKbJ1co71nUX8XMiO6SrVyHLPU+M8sOMYD+2Z4YazlzHc5bNrvsHe6TqvuOG9//cr/3uvuZQP3PMQp60b49bPfJHP3fQK/vkr97F3usYDd76PW9/3ITrDgLfedCPvu+WjvPnOh+gtZmwbr7B3z05eedUL+c0jj/PlX27lyOQRvvr3l/PCi8/lnp88xN7ZGnvnY44bK1Bpau6974f8/O5P86//cjtf/vkOdO0IYys3QtrkW/f+htPXjfDTR7bQP9jL3Pg+vvCzHbzphWf8SZQdtGdypWKOyFj6cz716QW05yFEnkrSYCEzzKWaWtsEsLOecnJf0WVKGbfNP9JK3IO3bobV6UNVW2YjzVSUUcrnwabkgjxekEd5AX4QsNhKWdlTQiif0FpaUeISLY0j9ydtGVLJCzh1+RDjtYimdiCVhUzT4XsY4yQsmYVakpFmihTQyiOz4CtDhCQ2LlvdINACFlopVghQcP4Nn0Uqn55NpzIQarQUeMJHIkG5qzZSYI2kWFIMjeRZtXqYgf4C9aZTGJSkpsMPyQnjyFvCFa1UGAywvRbxh6MV5qwgIiUzbubawiKsoI6lZVO0kUSppGwyIq2JjQPPNKzGlx51nMMlwRXLBpaKNcQCmsa0CViCTDiqk8ApDhrGEmntvicsQTvHyZeCRSNoGHfY/FEZMOK5+Jq8DSj5gg4FPbmU4SXdFDtKdAz2Eqc1hDUOAJ4XBNInHwY0KgkzB+c4tm+SZk0jZIDJYnwLnrLMT89x/Kmn8OCRSTSKE66/hV/8fjdhEJDPe8zMzuMJxWAxjy/deEIJ204pVfgIhBL4COLMEHqS+czS6QmeXoiomKxNfHEL1OdqMTNRymxk6FLWvQ8DlhULgCARik4FtQxSK8AYaplb2la1JTGKki8JlaUSZeSkJTEJhxdbLO0Imauljqtrfea2Poc/sJQ0S6nHCUtKRbbMtHh4T5mB3i4OztY4aaQDodwh6AeCLE4Iw5B1SzsxKs/zxyokmWC0J+T44TwnrOhjvtZitFMRa8Fp65ax+fmjHD/SxWKcMddIEUBXzqOZGo5V3ThMIEi0ZevhBc5f1cuumSqBhLNGe2lECdecuZKBQp6lfR0UAsHakW62j8+TaqhEKf9x9Ql0FALW9hU5Vk84e7SDzYfLLOvIcf/+RY5VDZ9/cpwdR+ZJU8Ftv9zJ748sMNqdJ/AleSn47Z4y83NN3nDBuj9bM/9ih3r+y6/7yF03Xsmnf/QE/3bz9dz87z/ijS89n3955zV89NNf4vnxCt++4xaOf+0/8s1b/xYVLbLmuPUcP+ix6sRNXPv+O3n3W17HaauG2LZjF+9499v48G1f5In9C3zpltfRqs6x6dyzKUctbnz7W7j82vfwudtuYc/z2+kojfHU1u1kSYuuguTnW4/wjhuuIZqfY/PvtvOmF53D7T96gkojQeI0pCC4YvUo84sVtAw59eW3EPbMUZ/ax8Ent7OQWHJKkVOSUAry0hJlhqkkw5PuxZpXymU3KccMlThSVbevWBp6SE9S8CXWGHJWc3R8lsZMi1qtSSacRVG58kVinMyppJyUyVOSRpyyfkkfE5UWWENkLbp9bdXC0EhcZHJDQ127xU8ts8ylKcIKImHBKjLr9KYt42Rjf0TLRRbu/dGT3PjXl3Dx5aey7RdbqGQabTX5/5/bybOWZDHCS1NyeY+t4002L8YMd3dQSxLKrZT1PR6BNUgjybBO1yldSmzDChatBSGpWagjecvKQXbVmyymmh7poYVFSou0ltS6UUPdaBIhqBkHaba4W4IQgoZxN4OWtej2aW9wSbBJ++OcFK6jA1pGkAC+682wWHrb2Uz9nmCJkiyRyj3/QhDKjNW9JZYM51gyNoSfMwyvXUL3UAkhIfA918kLS6OS8ewjz3Ng+xTTEzUWmzFe6CO1QQZQqyT4WN7/+b/nlnfdzZPNhEgbUg2HKi0may1OWtbBzK6j5KUkcNgZgvbCyRqLMRrpuaVoai15KZhoxPR6ikzAqg5JI4HQM3hCMhNrlnXkqCYp67uLYAWZcOqTg/UmywoeDe0WoQN+wOqS4kikGSsGaGsYCkIOtiKEdAspTzgvf9LWtqIzFrRhoBgQpylF5VEIIW1GeJ6P0YKv7i5z48tPZPfRBqes6eXj9+/ivt8d5MQlXazsy3PJyUt54ckr+cnWcX669TD7pxd5x2XreWa8zFw1ZaDgMzFbYbCjSGcoeGT7IfpKOfJdvTTqTZpZxhmj3Zw00sGxaou1fXlSbVyUttZ05xW7phucuayHl24YoTPvkyQZ89UmPXk4VmnhGc0z4xV+8twU89UWv7zhDIZ7i/zq+QkePLDAgcWYS9YOcKSScuFxfVy1toOm8Ng+GzFbbREUchxciJmrRUSZG1X1FT1+e6TG285ZTrla57hX/N3//cp/oXruI6+540e8/UWncPNXfsbXb76WqaMHuOs7DzI8MMh1Lz6FHz/yHN/4zNt45tndXHrhBfi+5szLXsal19/MP736Ir7zk1/z1M79XH3ZmWy49uPcdMWZdOUsG1eM0pMPOTp+gAM79xME3Vy4sZdKWuDq11/DG951O//xyX/ic//xDS5/8eUMhU0eeWw7hyZnKXR287Xf7OAlJ6/kjWeP8Ktnpxj0FJGx2KTOWKlAM5OsXXkdHacIkvG9VJ7fRb3pMqSktdS1+yOtoDtQBEKwmBpXTKWg05MMhT4zcYoVDiSRCUsBiwoUSb1FuVzD1F0Gks40i01NbA312HUVvnIJlFWT4VkXOSGEYuVAiaOLNVIjiDJDllkibfCFIs4MLSPwhKKWZqRCkhqPhnESolhbUiPJ2ttqjSWyEoMhwRW+epLxg/95kjf/9aVc+KKN7PrtU8zGBoHCl5Aa93k5aVlsapRRPFVt8mTDsKMWM94y3H7zDTy9bTdKSHK+5ZxlXQRRTMnzCLUlEe7r1I0Lz0YIJmoRs5kraBGGmjFoqxBG0+8FzqfuCYYUDMsASUaPlOSlJGzPRYV1oONMuHgRC+3IbHcSSCxdUtLrefQI6FWCXiVZohQ+lgEV0C0FJSHpVArPQiGQLC/kGOnzGB7upNBRYP0F6+gfG8Yot3SyQmIt1OYidm87yvYn9jNTianGGiUs5AI2t2IeaWY83dAs+JKlK4Z4+Idb0MawPc6QUuBJgVKSQuARpHOYMgwXchRCj1IhwGrzJ7C3rzwKvjt8W5nGa3v7Z+KUC0Y72boQMexLQuUzHbtrfIalkVkqmeFos8VJXXnAkFmPTKdkKLCK0bzC4pQNnjXOGag1R1spOakoKkHVQsu6/LWS5w6rXKCoxylDBZcK0bIJeaUolEpUGzFbqxErVy6nEtf55qMHed8VJ3LmWDdTCxXOWDVEZ6h5//eeYsfRBZI0ZWlXiWqrgVA5frrtMPunK6wf6mC+0uSRA3P0BAGffXgvT+yZIMkylnflGe7JMdxd4sUnjfHkvmnHWR3sBizbJusc35enIC1BIPF9xc6pOoNFn9NXdrFntsWXnpzgULmJsPCRc8YYHSrxq60TGKUodeX5zd4FFpsZQsLOqRqz1ZTds3UePVplz0JMrZHwy70zDJV8MgNj3QXu3znDV199MtMLTRZizcnX/O9b/r/o5X/Xpevsj54+xFlrRrn3rg/wmjfewnknr+XGt1zHxL4d9K49m+b0H8gtOYN08RB79h+mmCtwx5fu5YWnrOF7m3fyjc98mKlDz/Clex7kk7fewlV/ezM/uO2tvPOOb3Hnu1/Hp7/6X3z4Y//MNW+5mR9/5Xb+8z++xqd/+gyvPmslj+2c4Fff+gx3/dtnySvBFS+4kDd/9oecvqybF2xcxzcf3YZsxfzuQJmRNm3mLev6kEnGfObTM3Yd1/30Vmr338qWf/8yv9vXopxaJM5y19CavFJI6TSSEujyJT2BRz3VKOHwapMth/May+fIK0tHySOPIKc8wlwerTOiKKbc0mjprvESQWYM9SyjN5DUNWSZxVeKTFmSOCPSCcoGKJytUpCRiYDYuO18XSsaScaMpm2PzdwLx7iOrmk1iXHdTdzeXgspabQpWSt9we/uuhEvL2ju3MHbP7OZvJR0KIU2lj4lyVlLHEq+NxdTs4IYl+ApgW5PMFQIOL874OoXbuKJnz+OL0EaQ9TU7I0tU1pQa0uqwHXNWKfj9bH0yICiMvgatLVk0s0KM2PpVD6C9P8LM2yrAnzhlkpY17UngDZ/FOe7vb42FtFWQXRKnymdUELRxLCsJClJDy/n0zsQUigqVC5HqTeHzJUIQoEshEilyFJDvZZwaOsMCzNTTFUzGtZQMYZ9iWHKOJ5DYl2HnFm3HLpsqEit0qIXxTNJwu4MAuXwhE6or3jV+cOMPzLOiq6QoZ5OytUqGO0kZFq7wuuBEBKJc0/FRtAXOjtoUQn6Q4nFI8AwnSREWtDhC/p9F+hXySxRkrG+I0dsLEYIWqmmYtxip0e5wlpPU9fVa4vFEat8T3I0chrdFXmFJyxLugJGevs4cmyW5QMhXv8AyewsYTFk85FZ/ms64QNvfQWfvP8pThzro1yp8YrjexkaHSbwFZ/60XNMVJscmqnih4qRnhKh8BgvVzln7VJUVGW6lrFrqsrJY538fOcce+ebDBU8hjoLzDdizlvRTS70WTeY58iiYdv4IrVmxFmjJRpaMbHYoJRTCCN55PAC3TmfN5wxSi4wTDbg3x89gC8F/3bZGBuHCtz7zAK5UNJVKLBlapHOQoHdMw1GSoqHD5TpCT1SYzh/RRcDHUW+9+wx/ue69bzmO3soRxmjXXk+etVG5stVHtw/xzWnjPCSr239X738f7Ggbhgs2PvueC+H92/jhw/t5F8/+zF2bb6fY9NzXH3D39OYmqK49mKe/dldDPf38IZbvsgXbr0RUp8r3n47f3XqMiYXGjSaEf94/Uu44Oav8p/XnkbfQC8/fuw5UgOf+qebeN/td3HlWWu5+Z4n+c57Xsu7v3IfG0Z6+OJH3sk7PnQ773n9y9l56ADffXA764Z6ufrys/nEt37FGWuGeM2lp3L5e+9mie+uTqf2F1kdWvJhD/cd7eTe2WeIfv1Jdt51J9///Sxdnk850QyEPuUkI+dJGpkmLz3mk4xyqjm+w0cJQT3TDIU+WXtB1B14LC0EZFazYaSfelzn6EKTjjBEWkEttkzUW3QFig5f0co0RxsxUkqMyVAoDJZamtCTC9ywvV2YJS5LXAlJI81oGEU5SqlbSd06kXusJZm1GATWGmIMkZVkxrl/MtGmvrev/gJYE0qu3biEm66/FC9s8YkP/4CJprNHlqSbpT3Z0JS1pIkhRfxpLh1ZS064ud+AsJw/2Mve5gLvO+cEDmw7jBUtZmLDgcht2BMhaLUh0SuCgPNHfArKSXBaiSuUdRKilqGeGULrY1REUeRZjBKaqSYzili4mVkoBOUsw5cuTVQDRc/Hk5BkGiUlCzZiRBUJfY/BPkGxK8QveHj5HFYICp15RMHHCwOE8UHFyDCHED7lyRY7nnievfM1GpkkERkzRrA9cq4tJSWpca4qT0JiQSNY05lDtSJKbZbnllabviUkvlQo4cY215zdT7Rtlu4cjPSVGO3tZPuBKawGTzqAty9AeYIozSh4kkD4LCl6mFTT4UsqSUIgPZbmFEejDF8KlhZ8bLtLrWhNX6BYWQh5vtJqIytTOn0PYwRWKhbjmMDzCIQ78KwQLm9KuBubbw3Kkxgr6HWODQIPenIBhe4StVaLjhxsm67zLwdbbDpjHT2FHPsmZ3nVWSt5dM8sV56xikd3TdJMDAcm51jek8dYzXTD/awKQYiKGyTa8KozRtk12eK/nj6CRjDfSNHGpesOFEMuX93DVGLYeaxKLYrwlceKnjwv3zjMM1NN1i0p8IEH9uIJQ18hYNtUjZIv6ch5pNryD+eu4KJlRYLQ8uMdi9z77DSnLunk7ZtGyfKKX+5c4Gc7Z5itRVx/8hBbp1qcOpznaF3z9LEy9157Mnc8tJ+f7qtQaaWsGyhRykuKfsDx/QV+uXea7dPN/zscZceDd/Pmv30PZ2xcx7/f/Rm2PPwop1z1Js4sZCThMGqxyraH72XDKSeQZpJvff6tzB6a5eS33EnOkzy6e4pv/8u7iaIyF7/t8wC89GUv5PNf/j5XnXUCW3btp3zoEFhBrTzPWct6eMd//pAvf+AtLMzu5bY7/p2vff4Orn3Xh9h+ZI5XnjzGBz/6IbY99N+sHfJ4zctexGVv/wwtA2OhZDI27K82WDdcoiBaXJRL3XKp2EX3QB9jYQ2FwA896llGBizGGQM5n0aa4QnBWM4ns+4K7glBUxvKsWZVwaeZaQ7UElaWFIdnyxSkx3C+xJFKg5zvoaVBt+2bBxqR06C2Y5ujzCJEhrVgrcRTPpnNSLXFx4BSSJPRADKhaKUprfYyJrUGjNvoSgNGuauf0X/8mTqhvLQueeSP0GYpYEds+OGOY/z8lns4dyzgA594HV+//b95bjLCCEssLKPSI49kwaRoq4htRqwgRFKUzlGzYCU/mCpTkJJ3/vo5BgOF1IZTQ58x3zKXCmZx+NKclByNU7TwGRzpISx4CJs5hKnVCAlaSKQVGG2JE80qIdCpxWQpzThiviFoJjHd2pLzQzLjQgv7SyEFXyE8hcil+F4vwvfwggA/HyLyIDwf5YVobVBSIVTigCwiRagCWT1jyy+f5OnpJg1gawaZdgT71BiXswXt5AKLFIrVXT7PV2K6lKVWi7DKUkssBeUOng39nVQTQ2dOMdLTycO7x1k6uoo9T00SiDxz5SblSgvZXh4aY7G4GXSqXaAe1kVGb19oMJjzMG3Ii28MMxEsCTwiBLNR6mzcnsfKnOfGIkqwtOSxGGn6Q5/Z1NLnQWRi+nNe2xLc/l2xboSVWkOiBfnAI6fcvL6YD2gkFs9mxCZFmQiTGQySZd0lsA32TS6ysr/IyzatJCx18poLR/iHbz/MxccNsWlJN9duGmFivs7m3bMcPTLH7ukaV20YYPPhRY5VYx48WOboYowQlrOX9bJ6NM9zU1WuOXWMxw/OMdUynLmmE43H43smWdLpcdLSHu58bD/rBjrYNbtIpjUZlu6cRynwqMUZ1STmylXd/M2ZSyDs4EM/+gN/c9FKXn/xRn71h/1YDPWmYO+UI4Qt6cxz1tIerLE8PVnlaCXm2687iU89dIDvPjfHBy5ZzVBviff+aDt/vXop56wZ4e6Hd/DJl2z8szXzLxbUOz56O2vHRrnxgx9m4nf388yze9l03QdATFF/9GcszC+wcf3ptGrTmPoMP/3543ztZ7+jtxgyV4/44Gsv5sXvvI3ZasSbzlvBTa97Ke+47WtccMpx/Gbrbk5YM8zXHtgMJmbDutX8ZNs0P7z9reRLgo9/4TGuuegkTv3rd3J4rsE/XH4Sb7jmZZz6yhs5vt/nO1/6PKe9/AbAdTOZcFeticSwECUM5Hx6u2pYQBU7yfeUnL5RWBYS5+3PtbWMDW1oZJouP2jn12dkxuIpwaFGwsbOHCkWgaSeZRxtGLp8jZQpoXAhf6k29PkB+VLG/mqMMWCkwZMO9WcFZFmKUgpfKipxjC8UQ4HM7wAAIABJREFUSEtsDV1KEVuFMIY4sxih8KTLS8eAte6ym0rb1mzyJ8G8bhdR266vRR+aztMAwIHUMOZZnh5v8dtf7ubqV5/K8599gmWhQglLTx4qmaWeeezXlqoJ8KxGozl12Wp+f/CA08ni7ImpAJO6SOptacaIJ8mEJU7kn+acQkl+N92gFHYy0gP57hw2sfh5jQpcPronfKJWncATeKqASVoIVSSnc5RiQxyBlEUyoQkC5a7LNkSUcPEsqoCXkwg8ZCFwRdbXCKtcFp+VaG2QviLTYBLLxM49lKt19s/HjBvDEe0RG4OxBmMsgXBFzeCWlEIqcp50XxMILMQC8gaCdgfrKcGJx43SqEa04hiVJhijOXjwMJ4XkAsDjNWEnqLRigikwgiNkO750kYjlfwT+Wm4EGAsLgRSSuaTjF4fZlPHoCj5zvcfG0uf8rHScqyeUDUO3wfQKRXVVFPKeVQjjUXiS1dUA2mpWejwJNXUYJOUTs/HE4JGK6WiLZ15N1KQxpATFkRGTnl0+opqK2FlXy/PT5Qp5COe2DvP2qEuhIFdk3OEfpPRkTH0rjmaqWChmbH5wCJrBjrYMV1nrplirBvhHKu23LjDFyzUWnTnPHbNVGn+P87eM1qvqlz7/8252tN379nJzk6vQCAQQpWOIFJsiKCCqMfusR3LOQjqO3gVPAgWQI8NAQEVQYp0QickJJDe+97Zfe+nP2utOef7YT7h/D8cHeP8P2QkIyMZ4xl7reee97zv6/pdKiSbSoIj6G1I8eDbByhGhrcGC7TmEiQ9ydnzWnl86wixtosjg2B5d4rhwiQT+RqzOtKktWE4X8aTMaOh5Der93DenBZePZDnwnnNvDY4RS02bButcNVRbTy3bZhZrQ1EephNo0WmdedQ2nBsZw4/rBBpqOn4/19Bnao5fPUrH2HhCe/hl9d/iQvPOYHbvnARJy3oRmcX0uiPc8nVX6IhcHhj5xDLF/Swfu8UlVCRDVw+8H//wuhfv82v7n2M/u5uFlx7K2tu+ihX//hPPPKTr7Bj8waakwEzZ67k9be28sfbvsGdt/+KA0N5br/uau55cBUnT8/xu89fxJX/+Rde3vpTPn7yLM458WiOv/TTfO9DJ/K5376CdDTTkz7lKOSi/h5OmJNk8MAI3UkrMpcN08jNmEVSbmQwjGlwJZExNDiSRFCHYkirDcx5konIxog4wm76J2qKtqRDXmtS2Iz7zrRLNYRJLci5HlM6Zl+hgpRQ1VZxUK5FOFISK4XWktgIhLJfFN+xcdVK22VAObIW0LKup1sgKCtrmfRcSTnUHAnfUHVtpkK8k6NkxJEZH9Qi3gGZKGBSw1RocBKCWx96Ay80XL2wFWeyTCRiZGyJ/dmmLLuGCuwPDRsLivue+AU//NJ1vC0MXY6D9C3a7mBFMRxpxoUFJYuExFUOJRmTFA5Kx0gEB6tw1/bDBI4hJQQtjkfCgzbPtbrTwAMMUjqk3RDfC/FdH1c6+BmHTFMbGoXjCRzXR0oXLWOMdhGuLUg2bkqia7aQxmWDpkZ+eJJKMWSqXGL/4XFGatDieezQisHQMBAbpHHwPE1aQGwkDb5Aaat19YCE55JxJbMak7w4XGSG5zAaxdYhJgGtGYgNy/o7SLmazr52MukA/CRx0qFcnCQnIF8OCXyo1GoIaX33nmsDHalDvuPYkBcxPSmfchiT9TxCHWOUss9Y2qt6xpUUoghPStKeZFelysx0QOAYso5ExwKDR9I1VGLNSCkEKfGcetRPHSQUOJLRGnQlXcLQEMcxXY0BsVLM686xa98EfZk0Wjl4OZ9aWKJci6hqw3mzcyya1sDhEjy1ZZD2TIJ57WlmtOS477UtDJVi5o3vZ+NQkYlKyJy2LMoYHtp0GIQg7dqDKNYGaWB6Q4CUAcKxI63DxRpH9TYzWqrSmfIYLldJ+x6+qxkoRHQ3GC5e0sZfN4wwXAztQk9Kbjitl5wPn/zzLjCGOV0Zhoslzl0wg/2TIUPFcbozPnvHy8xuTfHItkE+tmwavp/i/cty3PP2PkbKIRg4fW4HC7pb2X64gu86zG3P8eSWgzzzb+dzwvce5+J/UDP/6Qz1l59cYRQpvnvvSyQDn1k9TazfM0w1VLQ0pDn/qB7uWrWNMDY0ZwLGizWMMQSupDnlc8cXzuNfbnuMs5fM4KG1e/jmB09i28AEH1w+gweefYvTjp7O7qEyc2Z2cOJxR/Ob39/Hu888FYng5rufoLcpyaknLOaRVeupxYpvfOZyBg5u5ef3ruZdS3r4/t82sLgzy+7hApc2J3l7ooLnCD68oJlwqkijL7lg7RSMbqT24l389ds/I8LlUNVqGB0Hpqo2U8mRgjjWBI5D0pUkhKSsNeVYU9ERWVfSFvhM1ixxf15rjjWDQ6zo66Vay/PSwUkaPAu6rkSWeqUBYTRKGCqR9b+nPUmkrE1TSkm+FpJxPatLNJp8HYo3UoFJrYjqM9NIW+VpTVOfo0o09pqqhI3mOJKaqbFWTW3syODIE5bAEk/y7ozktCYroTJCIWKJEZYAHyoHrWKKoSHR283LOw4wEMKIqy1Nq1IjEpKKtiCRSn2+eISUVDaaZekEMo4RSKTSCAe8ulMqkAZhNL4jSRgHcFEmRtWjThJ1abQr67Brx9ASJEh4iijC4gAdSY0KlchhgghCm9FHHQc4qhQVbVUPnYFDS8pj9sIZZNON/PSZ18EYJjUkcNFGE0iHGjFaCHpcweL2NFORoq25kWRTA1OFEm9vOcCBUDGmJA6GhLRz6ncdN4tUwifwksiEIXBcXDcBruEXD7zI+T50NOWIaxHKRCCszz5wPRQKF9sRJ6T97F59A68NONLmexmjaXRtUq8xAt8xFKKYGZkkh0o1jNJ0Zn0CASPVmLRwaQoERguKSpPzJGWsrCxfM+TDKmnXoSnwKUYxLQlLG3OlpquliX0TY5gq9HckieMImUujVZlS1eMvBUg0p9mWV2wcmKKvJcuFx0ynOZfm72/tJ5dNcHhknNFCzIyWBAKXR7cMMjhVpVSL7cgDqEaKWc1purI+noRiqGlOSCKt6cokOFgIuWrFdP7v37dyXG8jA/kQ34cNgyWOnZZlpGx4Zd+YPZg9l0oY880VXfxuwxjZhFWzdGR8EB6fObGNhX1dvLWnwNbhcRICfrNugEhDd1py/KxW8kXDhuE8A/kqc7sbGJqs4QvNYKHGpYs7yCUkZ87v58rfvwTAronK/zhD/aeyqfTE7u/edNdjvPCbf+eJ517jlR0jNGUSNKYCtNa8tPUwUf20y1cj6gwOXrzxk7y8YTtLFy1i2+69lGqKO7/zITq7+/nVA38n47n0z+jk6XV7+MQHzqFSKPDjX/+Fc1Yez3898irPv7mFz128kqlqjcLkFIlkljn9bfz7nY/Q3dDIGzsGePvgFF9+z/Ecu2wWf1+7G6MFRil6A4fmpEdX4FGoSKKW8+lc0Iop72H335+gFLvWdWMMU6Ei6Xr4EhCC5oRLWRkafElFaVKuQ6gUbYFPXN/0NngOxVhTQ3D+0TMZL40zo7uVahgyLZViIjJMVUOLWfNsqJ3Wou5igWpcF7JbjgXZwCFU1maohUOsbajauFLvXOWVFpYmr0EZUe9M7bIo5r+LKEdmp6Z+LeedwFGo/94uDNe2J2hMeqRcietIkp5HIO1115fWsZQKDF6xzPSkZI4vmBUkKFZrBNLF1VaILzEYIXGx44XxeuChZ2LSUlDRMRGWNK+ki5BWXRAZr/55lUX9SWxqAjaGJdSaqtFEWlAxMeOhYrwWMhVqDscRo7WQw1HM4SimGlvfe1Eb9seasdgWy5Iy5HzJovYsBQVrByZ5ec8BfCnpTPj0JRzaA59lTQmW92R4z2kLuOzs+Xz885ez8pS5nHbRWax+YTVTh/JMDI5yKNSE9QWhQOBlUyjPIRkk8IxCOgajDAhhUwuUw1FzekmnMhRHh0kmE8Q6tgkKjuU7JByPevYfUkiEtFSxpGMzzLKezSxr9T2rNTaWzD9Wi5HCQWI1yg2+Q00ZhiqKZk8wFtvnMKmPsA8MO0sh6TrApsH38R3s++84SGXIOIKc41oOgoI9+RpzZrZRLlkecKq5mVIh5s1Is3q4SrUacigf8onTZuJ7Ds9tGSKX9JjVmmXHSJGWbIJtQ3kmSiFr9k3QkvLIBh6zWlIUQ0UucDltVjM7x8vsHS8TuJJypGhMBcxsyZD2BQ+sG2RxV46doyX6mwIqscYg2TRYYP9UFYmgpyHFiq40jYHLprEKkTaMVWJaUx57Jqtcf8Y0li/qY+OQYTw/xc7RKqsPjHPD+Qv53dqDnL2ggyU9bWweLvDi7jGWT8/xvcuWsengFNNyPmfPbWb7SAmtJLe/sgMpBf9yfC8rrvifraf/tEM9dU6LefyOb7Piqut5/D8/z9duuYsn1g9Sqz+wMFbE2tAcOJYzGWsO/uZfOOqzv2T9Az9hzsWf58ZPv5trP/dZeo6+gKGS5pTZnczvznLFhSs54dijuPfu+whcycaDBfo7GvCk5tTlx/DUy2+yf2iEj11+Efc99CyPrd/HQz/+Jmd86jqO6m5ibk8rG4ZKPLNhLwC9rkOrY8g6cMmsdjKmStL1+PVoL3/c/jrh1vt56rMfpTCaZF8potl3GatapmbOE0zVYho8K/iXUjAVWumQNMZuroGc61ExBum4XHZcP/ev38rK3mnoeBhdC3hjsEIxCnGwAOtiHFGNNEqLd5ZE1DtOiSbWhvldLWw5PAXYED7pOJQiGNUxYeygtSYShljbohVhCOvdqTA2GysEW7jqfvgIe/WP6tX0/zvxua3T4/QWj4TngPTQGmIV25RmKW1nbQTaWHCJEnZsEFftYVBQMWtKmt01w2R9RFETtkN0MTRkU1SrmmpUIy1svEgFiWsgI62w3dHqnc8jMbjGxilLYeeWkTY4jh2VOPV/F9b/5NQ96rEWOA64QhIrw2h90VLDzk7P7E3TlMvQ1p6jWp4ik0swMhJycKxAS8Zh5uwech3t5ItFxkamqFRC8pUa/f09nHrFZfz9Zzfx0fs28h/HzmR0PGJnGDMcwURs6O1qYawcUo5jJis12jMB5x89Gy0tPk/XnzOOR6VSoLp2B01BEmUsjtHU2QI2ngZw7Fwz7bloYwiEnXdOhjHzMgFGGzKupGZgqBoxLeUyHmnSQpL2baxNDSuFMsKQdiRGGYwj8URMRrrUjCHnOEyGGiNtzE0xUqQ9j4wHbYEmmUhSrsX23QkV/X0ZSiWDR4VqIkHCZLjx8CSdHY2sO5hn5ew2Hnt7P0u7G/FTSZLAZFXT3d3C2s17WLmol/tf342rBTWlSLuS8UrMjJY0+8bKHJwsI+ug7clKRHsmoCHpUY0Vp8xoZN1Ans1DRS5b2knacThUqPHMrjEmqjFKG3qyAbHWrOjOsXW8TKTsD3O0EtKS9PnEUc2Ejk9jwqNaq/Gx0xfz/cfWcff6Ia5Y0s2efJmWbJI1+yZBwP+96mT2Hxjhmc0HOKqzlYuOauJgwVpHbntqE57ncUpfA3OafN7zh03/e9nUsmk5s2bVA+xYv4544iAnff52hLBotmLNRk/4UqCNYcfPruHfb3+Q805Ywi2PreUrl6xk0UnncOJVX6O1IcOOZ3+Fv/SDLO5q4KW7b+aHN/+IpzcM8Pt/+wD3PbmWBd0NHH30Eta8vYPDY5O0ZxMsO3oxN9z+AJ++4ASeXbuNh97cx5XLe1mwaD5f/92zlGqKXCrJwGQRT2mOSbs0OII2X3JMu08QuZQjyZVbh2H30+z80Sd488UJJmLbuWljCUhVY+EdldDQlUhwqFamKwio1OHTQ7XI+stxqBiNJy35vi1rOL2vi+GxPHsmqlR1yFhF4SCI63q/WGuMsF+UIxZCpWzREkKT8XxKkWV5CgFlZSgaKGtDHFoEXSTtMgIDNQOxtIufWNuCCtZdpOtdTISVPdk5K/UOFq5KwBfnNtHsWjVApCwFXmO38wKoqRjhSLRWCOFCbKzSIDYW3g1EVcNgRbOqZhjHUMJQMw5VbGJAUUg8ZWjxrX60IiRBvbA3Ck3OdeuUqXoStKHOu9RIXIy2GVZGCCTWx60cgWtAGQeDRqGRSKJ6amuo7UKgiua981rp7MoS4DD3tEU0tTXTdPKFxKUy0dRedLlCXA2oTB5i8xtv2MMuaAIVs28gTzVyOWqWYcUtr/PyjVex+s9/Z83OCRo7m/ByjazadYB0kGW0UmQ4X0MIeyBccvw8UlKgifF9e9soTpZZPrOfbc++iOdKElmPUrFGQgqUjhF4BL797AnHYv0qscaVkHStJM4xhgbPJVSa3kyC3YUKBuhJ+sxISUZqilDDcL0p8IS97hs0Tb4lgRVVhAuExiXE0Jd0KcUKIwy5uszPdSVhtUZGelSFZnqLx5CK6EplGM+4dC45lZ88+yrrBgucvbCNdYfzZBJp9gxM0JHxcQOf9QcnGJwocursDrRQzJ/Rw51Pv821J8/mlme3clx3jrGKlUgdKFTRSpP07CHanAwYKFRZ2plj1d4J+psCrjhuGnM6m5gsxfzy5Z1sHilRiRRdaZ9TZjTw5K5xGhMu2YSdG0/LpThnbhtr940yvyPNnsmQ2UnB0XPaaXMUWycqDOVjfvTqQW66eDHX3Pc2n1jZxyXHTuetQ1M8vv4AHzimh7kNadykR6FWY9fgJH9Yc5BPnTSNozsy9Mzpx/nE3f9jQf2nXv6PXXQ+l13+Kbpbmzj5C3dSqCoK1QhtzR4kHfsi/eDSYznmy79mLHT562tbuO6KC3j6zR1c+60f8Kt/+yi7nv0dc067ql7CBQd3rKVUUZyxaBr3P72aOZ0pHNfjydc3IFTMjgODHH/c0dz36Crec9JCDk/k2bZ3mIwLl1x8Ptff8wL5SkxLOuDgRIFaZOeVOc/CeqvK0NfViJYa342QJYPrtdDY04djBHEdahxrK70YqUZMRYoW36Mcx+Rcl1jbjmmkGuJJie961hsuLF0+EIawCoQK3/eZjMqESmCMqCsELOFJIakoRaSsDEdgEFLie/bHX4hjDDFSWLF+qAVlrRBa4LjSWjCNQQoL+zBY33RkLOZOCoEWBldafCHUCfbiCAbvvx/0ykaPBlfVBej27y3D1Go+pTA4jmvdNdIhcCSOa5UACSHwce3vUtDiB8zwXVLCI4GDF8XkgoBAWrCxFuBJ8KRDShqiuo+/aqAUx8R1+dSRF1AgEMZedXUd/qKUoaYkEQKlINYWIK7rTYCqM1A1Ai0FkTBIBEmnwMjwFKVChcmDE8jGBtzOJQRLL6bhjG/RfOH36Hjfd+i98ses/MQXOeHi95Hq7KAgU4xNFnno6TVI18MFjjvzDOafcjIrT5zDMScs4NW9I4SxwBURC9sslKMhkyTW8OKmfeRDjXQTKC2RToqpUDESVpCeINQx+XwJY6xpxHFcPMcQxopq/fBGQ1JqAgQpR5L1HRo8F98RRMB4VdHouzQGLqHR5CM7yzbG0Ba4dPg2F6oz6bzzLoRoOlIBzb5P2hM0unaZORxpfKDZxjgQRYZsIqCmNd3tWfB94nJMRce8smsMWmfwxqFJpso1ylrRkkmw5eAYczvTCE+SLxTYdjhPX1OCCNg3XiKsFTlvcTdJz2VaNiBfjQljhdYaow2+I0h7LqXQMF6JmNWUQUhNLnCZ35ZidmuO13aO8sKOYfbnq5RCRcZz+PCCVnxhRyyLOzIczFc5va+ROc0eKRFx7MwWntgxTls24JTF07j95b3c/dYQh6dCFk5vJOk7rN07zHlLp3NiZ46vPbCWzYNTzGhrYGl7EiS0JB3y1Roz2ptoSnksmNGBIWLs8MQ/rJn/dIY6+tZT373twZf4jzsfIlYa33OI67lF//m+o9gyMMEvrl7Jv967mt9+5gze3DXESEWz6q0t3PrVj3L7w6/wlxfW8ehjz3Joosyu+67jnBPmcPLnf8Fvr/sEv3/sJeZ0d9E3s5/QaLIBFEKHD154Jk+uWs17zziJZ9e8xW+f3cw15y/jK1dfxrlfv4O05/CDq87krhc3obQGYzfvbZ5gaaPPtmKNWSmX/q5G4nyVnuPOJmjPkDDD7H5uvSXb111FFaVp8l1aA5eyUqTrzFJx5NomLQQ6rvvWK3FsN/daMR7G7JkocWC8hNIQxhbo4SIINfUIDoEnBbG2KDgNaB2jtMSph+DhSCINE6GmLASxAulaZBxCExtBbJSN+xB2nqrqV1xl7CEVmSMjBVtkFXZGKwWkgUuSgstn5GhvStj/i1v/Uh/5Wdiu0MEWVt9xcIQVoGOkLVuuTTGQRuBJa4XcGxp+fNNnuPxDi1izagP7ippxo1HG0Oo6KBQYG4+sjZ1D1xBoCSldp08JkMax/A9tpWRa2v9nHEBKlLBXaWUE2pFoIYmRoK0ZQWmNYyQL21yqpSpvDpXZNKUpHpoiiMZom9aMjA3S60CjUFozvrPChgd/y3MP/Y1tW/ezbfcgq9bspi/r0JnJMee0S/nPL3wYx0mQyiSZNbeV2kiJPVNFRksRk6UaPS1JGvwkSivGSjUOjUyyf3iSgfEiew4PMziWZ9Pu/czsakAVKzhSInEwxh4OUgh810VKY/cRrsSVkkw9wlwa+6wbXfs8DAZkTHvCFqd3Ymqk3d53Bi7daZ98FJNwLE/Clw5hZK/DDpB0LJ8i7UiUhrQrSXgecX2RijE4ISQSkpbONtxIkQkk/+exVYyGkkwqYCRfY+OBcXo7cuSLNd51/FzWbx9geW+a5/dMkS+HHM6HDI8V+fgFx7F22yEmyyGhUoxXFeWwPlpQFrgzVrEa7Uocs2e8wvJpGboaUjTnkry+d5SX9k4wXAw5s6+Rs2fmeHDHGFvGKizsaOS5veM8eOVRPLl1hDmtGX6x+iA5z44hT52TYc9wiTWDJT56Qh8zupu5bdV2Pnx0Jz0tjewZKVBUgqXdWdbsneRDS6axcd84e0YmSSRdjp83jZd3DvPZ02ayc98Es6a38NiWgyy95H+2nv7Tgrr8rIu/29OQ4BsXHUujE6NjzfPfu5QDBw/x8YtP5Y0te/nCJ67g7kdfoNGzs7j3nXYC63bs5c5HXuNblyxj28Ak+8YK7HnqDlrP/TJPvLyR6963jJvvfoZth4v8+odfY9Nbb7Np135OWLqIv728gc07djCru4X/evQlhodHuft71/D482u45f7nmd6c4sTFvfzwb2sII0M2GaCULTYtrstYzXJMs67DZEnhoVm1fiMrLn03jqiw99HHqETWG98UWO1fRdkCIDA40or9bXSEoqBisoFH0hUsbEqjlcFzBVppZF2/WonrXn2jEUZSVrreQWmQDkZpG2US2xfclTZ3PdTWPRQpjZG8k8KqhCCKDUbYZZYSishgC4yxV/AjNHwEICHWtutwBLYA89+auG+3BLynTZJIVeg8dQGl7XlbMF2FZfF7BL5jt/LCRiA70mpiER6Y2OpL6x2vkAqUIZQO533wLNwOn5ef3cXvV+8iEIJSPfAuh5UmRVoRIigLq6WNDVRiAy4k659TSoPCJoAaXc+gjw1SgqjrwiR2IRQfAcIoO4tV2NY9IQ19zWk2FhWxCEjgMG4ipiYK7Hr2VUa3v0pl31oOrXqUTX+7h1d/ewPbd+0n3dTCzY+tpzhZIq5qvvKdj3FofJy1T/2RVJDFSM14vsz48Ahnn72c3qTL2l2DVOOQqKap1UI8InJeYG9tun7I6RihNUo47Bku8vCjD/D4H+9DStuaO4DneChiOwIRdvYusLNr33VIS2FddbGiI+GQdq01Wkob2BfVoUBHqP/l+kLPaEMtNjQnbFxH1nOYiK3KIFSK7sChFENOKgLpMRTV6E07FKqK5oSL4xsMDpXJPL4rqeCwabTEYWEpUBsG8pyzsIeUC6l0lv1DY/zrZafy3PbD7B4qEGvNvPY0A/mQ597ew7mnLaWjsYVXth4g5Qr6W9KEsaYp4VCoaVKew8LODIWawpOCiYptbjYPFnj1wBTlUPG5ZR2cMSvH7rESzRmXdYcrTFUjZjYmaXQMXY1J/rRpmPcvaqM94zJUivng8mlc8Ju3KdQUv107QFip0JJxeG5PkTf2TfLxZX24UhPrmGIp5uHNh/j3C+fjeZo3D5W5d/VuDk0W6ZCa/hltPL75ML5wWXzJp//3S6lvX3ys2bxngA0HJrjq5D6Gxgq87+zTOWZRD9fd8Vc+ctbx/OmZdSzqbeDWZ7bx/H9dz7Ef+Co/uPxEfvTwWppzKR793Y28seo5zvv2XUys/wtnvvcatg6WePOeGylPDfCVH/6B/rYsF5x+HD/541N87coLKRYrfOPOv/GDy4+lZ8YsPn/Ln0j5DjddcwG3PPIKj6w7wCn9bYzkKwSuZPtIkWqkSWvNyY0uK9uz7Jwos6InQ1si4LHdBb7/6is4ssBT7zuVofEEiYSDKySFSDFViynEit5UQD60meflOCYyViuXSfp8ZPl8HlyzgUh7TFSrGFWPGJY2pyfCqZOmNKpOT6qqunTJGALhUlO2SxPEKKzH+sg0MNSKsnaoKkVoXIwwxEZbMb+wWtnIaKpG1EcJVo+KtHM26t2u0taLHyNQGC5OOXxpZorenI+UDrWoBhoC10W6LlWtcCKNNA4yYWn6eFYiEJdC4pomlOBoSUWHFuRSM5RrDomT5zLmS97/hzdolpBEkJMO++sFeIaGBt9hsqaJBFSFsLBSIDCQEZIGF5K2lIIGVzjUTASOrI83AKFRxlpiY8w7TjBDfWEmwRiXa1f2c/SpC/nybY+REjCtIUEtFPgutDT4NCQ8CtWQRGMDY1MhjQ0R7b2L+d7dT/G585dw0jmn8sbr6ynXCqQSAelciuJUhWIhTzaVoVAuo2JBQ0sTAwdHmaxp3tp1iKlqTIghVjGutMeYAxTjCF86CGF/TVbKHH7lab58/vm49Y2749jDMeHWYSbrT8V8AAAgAElEQVRS0+q5lLRN8g2kISWdun4TUsIhQtPo2lTU0GgyjqTRF+8QqQ6VY/pSLgaDcW11TgkrTfKkpZ45wo6FxmqKvpxP2hE4xkUGMbpqqIiYbMJFSY+kLwhTOc55bAtuNk1jwgPh0tvkoYRkvBRz6YkLeHrTfo6f08aDL2/DCMHhqSo9GZ+tY2VmNCYIJHzm3Ufz7ftX0xT45JIO1TBmcU8rGwbG2DVeJes7LO5IE2vDm4dLFGqKC+a30eB5fP6kLi6+6y2O7c5Qjg0r+pr57RsHOHlmI2E1ZE5Xlse353l3X4ajpjeyaGYHX31wA8f2tXD7ql08+bFj+O26vRSq8NSuKW46bzYlYMWMNkaLBQanNF2NkqY03LV6lMtP6CVwLcC7p62T997yJGfNbuTqE6fRecOL//sZakc2YNfQFK/859U8/OZBvvW5D/Gvv/wbB4aLHBqZYMf+w2w7NExFO6SlZvnlX2Pz87/mziff4rMfOodrzj6Gf/nS9/j+Xc/w6k8/jVhwCfliyJ++834+9uUbuPBLt3Ht+cdz/HHzuPfxV7jhC1fw91Wv841fPsSPr30XT7y5j5vueZJff/kSvvSRc3h+634efXM/K6Y3IBw4fnYTZy9qJ9KaktKUjcEYyYbRMhJDKfQQIuTcVgdGyiBzzFrRR8J1kRFoRzOtJc3MbECLJ5mohdSAqlFkvIC063PG7FZcpVizZTfdfhLHk7SnE4TYjsmXgghDgCLWirKGqrKZ9RJIui6+lDguIBRCaNoyaTxpX2rHSNA27kMZ6GttQmNQ2rqgtKiT6LU+UotwhaXaO0LY1NcjEchAXeuPi2GmgCtbAnoSEh0ryrUaxC5CeCQ6MqQuOIrmS5fRcPGxZM5bQuqEOfgn9uN0ZfDmdNsZn+sQhTViFL6XRLgRwg2Q05rYsH+cD9z9BoEU5AVMGoGjoQkr6ckLYaOxhaHDdcgIQxoItM27irRmNNTksVHRCkXZiexbaax7ydrErBpAou2uX4DxrGvMlQa3fozlJ/PsfnsLTQmHmjYMFCIakw7907KccvLxHCwpnI5entp2mA9fvpI/vTbMzfc8z/2334CXTfPa66sxRqONR7FYojY5xPxTP4b0U5SjGn7CpaIFA/uGGZsaJ6yUSHiShoTEx+ZrRUoT1ZNeE66LJ2Qd8G1oTCZoWHE2t7+8E1OHjgsj0NgZsxGaKBbMampECkGIxnU8Qm1ICZtWGqJpr1unFzak8SQYbYE0Za2Zng7oS1i8ZEsioFgJaXYduhIeLXX6dncmIOdJcr6kIyEpK8VErcZUHJLyk2ytVOjIpkmlfHJpBxXWuH/HEEUt6GvOMFFVtCQEW4bL9DenWdSV5edPvMkpc9tYu/0wH1rRT2s6QXfOxqf3N6eYrNnG4Zv3vsoPrjqLFfN6aEv7zGxJUauV+Mwps+nKBASuYP1giV3jVWJloe9XLGjiq6fP5rZX9nLmnAba0gl2jVd4aOMg71nQwewmD09KTpvdxmdP6KEp5dDckOAnz+7ie++Zwx9e3cvZc5q59ZW9ZL2AtwaLfPPUWTy0aYhLlkyjmp9k49AUzamIGUmH370ySF8Q45TGaMu63PrMXtq/8gCNqYBPn9hNGEX/sGb+0w71KxcuN1/8yHI+8f2/8vv/uJw7H1xNQlRZvX2QS1cuYe2OAa657ASu+u4f+dP3r2Zi4jCX3vBX3vjN9dx5zx95ceNBHrrtm3z5hluolhW/f3OQsxZ2MTFV5AOnLObK953Dr+59mKPmzSWV9vjGz/7M9688j1xLI3fc9wR+IuDS04+ib+Y83vdvtzK3PcsFi9rpaG/hwMAEkSv5zp/X2xmbNiSEYVnKZV7K4Zj2LIWy4egZSRKxoue9n6fzvWehtj3Ic9/4Oa4XkGhL0tKRYOpAgUrVsGeiwmAlxkejHZcWX3DOibNYs3kPhWrMMX3TeGz9firVkJrRdTG+IKovBQzgSGkp8UKgdUxsLF9Tawhjg+9IHGOIZF2XqmLr3Y8VVSNIpHzGClViI0BavqYWwrpp6tflqlYoYaVRWmD5S8Z2psLYAi+F4CttkpMaFHN7PDKdxzC4dRtaQktHgsxnPovsmgZegJAuBCkIMgjXwQztQB3YRvWX9xMNlalFITVh0I0ebf0z2LZmF5tqLl/dOkqlfio79c8xQwh8A8PCkECQMzaSOsTUcXyCqC5oj7TNf8pIhybf4GNHHyIG5doZsFEG7QicutJKG0kkBVpYmZndaDtEQrOiu5kvfuOjPPfAX9iwu4AAuruaUG7E9vEpZrW0sWz5LEbLmrue2MATOwb4w3c+QrU8xPBQmVKlgu+4CFciVIjSEiEN0vHQKqIUVpiaUCyZP42pfImD+4dZt3+c8XJMJY6QdSxibIxVH2hISBccB6Ot2cORVtbzrYvO5uCLzyOkwcGaI5QB33VtwkDaw2DozqYYmCqTcixxrDVw6wskhedKUo6L76i6FVWTwULEXWnfx4TrUFGKpsAGNzoChip21p/wHaJI0+77lOOIsoGcL5nRkkNISb48RVMuy0SxyJc25Nlcc8grzRn97Ty/Z4iZDUkqRjBViTh3QRsDE1XOPGo6ew+OkEq4TISanYMl1h2aYE5rEkcIRkshvY0+cWz4wCnzeWnjATYeLjFarpL2fYaLFQo1C2O/8fReehoz3LNhgP1TEYVI05HxSHguu8eK9DWnmNWU5I1DUxzVmeGc/gbu3zxOKdS8cWiKL542i3X7x9k5VgFjuOnCuTy1dYSz5zby+sESXzp9Ol/7yxaue/dRvLp3lCXtCW5+aQ9fOW0e2wbGOLavk6Iu8cKhCi9tGee/PrqUyWrEwcFxlt78xv++Q73ssgtIpBt55Hc/YvHHb+XzV17AmzuHufS0Zby+/RDvPfckbvj5w/z40xexedNGfvCbZ/iPj5zO4fEB/vbGPu647ot87fpbeGX7OIt7cgAUi1USnsenrrmMp154ib2DE8yc3s7jz77Ozz5zEYm0x5MvrCZUhguO76elq4+Lv/ETTpvdyslz22huyoGIOW7pTG54eANe3cbo1AeKJWVISpcDk2W2TxaQrmSiFPLIY3/BaIXXNx/haEq1Gjk/IEglMQn7JR+t1NBGU9GKFl8ye1oDjhCceNQsZjRneH3nIQpRTCytM6kWW/SZwEqetLF6O6fuw1bOkZfYpgEEjoM2hliA1lbUDgKpDEYaEDA2VbHuCMAoF8dxEELapUt9NS+lrCuwBKoeAXKkO43rc9QuDMsyAfNb2sj0HkN+33YS0iHrC4L+2YiGFggyEATg5SBoRiS7INEJjdNwuvsQjSkirXDdJAk3QExJKgcrlHXA5mKZSv1zCmzBNxj8uib1SOS0BUVbALQU0hoIsB2pLwUpac0EVQ0aW1wC8d8LtQCbDOpwJIhPI6VCa4OUAlFnJoBhuFLggdt/Te/MTrpbPFqafbQHM/q7OH52L0uWzmDzjn2sf/UV9g4f5taPnkd1apRIO2ilLErPGAJpiKWmuSVLQ0MLxigUBl8mqVQqlAtVnCCNl0rbG4qJIAbHESQ912pKcUkJiRYQRxETtRr5WBE4moQv+N1TTxKqEE84NjJGOpb7qhXKaMbDGKRkuFStz+QFDb5LpDRTtYiU59DhOSAUtVjjGWhyJK60+4GyqrvNhMBoQ74qmIoUQzVDJTQ0uy6FioL6+55M+sxuSFKuhcRaEUUVsqkEpXKZWBumlGJpe4ZKpHl7cMJu44VhrFijMeGze7zM/N5Gbn92E7N7Wslm08zvm00UhXx4+XQmKjGeI+jJBUxUYhpTPnsHRqgJh6QPg4WQWhjS35y21mwpOL43w86RCZ7aPcVoOWKwWGPHaIntIwVOndnG9KYkuyaqLGxLMTvnEwrobkgSRopPLe/m1hd3c2ZfAy6GL6zs5smt4zyxc4xV+wo0e4Lnd01wyeIOfvrCVorVEqv2j3JOfxOv7htlPIQto+Pc8ep+tozEfPyYZown+OVLB+nvSP/DmvlPvfxN5hB9l/2GxkySn3/6VL5z6/0sWzIHlc7ywQuXcc0Pfs+a332HH9x6D20tOX5+/ac57ZM3MXjnU+z5y43M/+C3OWteG3d+8Xy+9ftV/PRT5/P6ph2smNXE8sv/nT/9x1Ws2zrEE0+/wImLpvPMm9t5+q3ddDdn+OKVF/Dym9t55LUH+dzKfno7U2RbprFx5zYWz5/F1//wIq4j0UrjuWCkZKqmGBCQDCAZw8x0gEkGNPkVhg7uQ6sQmetHJkKSOsX+/cMsmtFPZ0+SpHHpLkbkXJfBckhXxuet/QWmdzSxftMeRic1ExUrNC9EMZG2KoGUY1Mmtbb6UyUcC6TWmkjZlE/bmXiEKsZzpIV2WLEPMYKqFhgclLGMzGQqzVSpinCsnapmDA1BQCmKcITNDQqkpFKHQqBBSUvU94XdpF/b6rOsNUNJC+S2PWhliIUi6Wep7T2ENzGJ8ALIZRCBj0l1EbbMRCiDO7QVXZhEF6oo6VCrlpFpn3ItZvzAAE+Olbh9OKYusMAI68n2hY21XhZ4TFZDQiFIiHqctZAYpXFdqBlDyrMiigQ2TdQYB1cokgpCaYPpDLbIukIQOnbmpzW4GrRrl2aucEiYmBCH8cmQ/SLmPcfNZcYxfQhXcv/vniQMm0m2tDCwczcrjlnMqsw0PtUfMRmOc2ifIozKpL0kiWwC35Tw2hbROLkLFUYIqcimbLbT+GSZQ2NFirVd1CqCyXKVWCsSwsVLVjh3Tjt7D4+h01kOFgxTJUMxqlHQ4Dq2aHuAIyTDoeZNKTg2DAlch9jYQ8N3PALHqhbCWDMWRWQdxzYKjoWW5xwbgGiki6lVaPZdjDYUVYQnPYyBrOcyUK7gS0NLOs1UpUJSusxrTbNvrARSkPEtgCcpBU6smYgUfU0ZSlGFtAO1yCVI+CgVsWY8RuQnWD69iXWHbIGLlObY7ixGC4bzNdbtGeHyE+dx23NbiCPFtIYDzG5N09TUzNnzYt4emGJeVyMvbB9BS8nhyZAzZrejF04j/9QGto6W2TlZw5eSWY0e+8YUP1o9RCZwiY1hbnMKR8K5s3PsGCvwxK4Sy7oyeMLh2P5WClHEo9v289wXzuKe1Zv50cWL+fR9b/GH98/j35/ay7+dPgstYVGLx/6xCDc2PL9vkmM7s+zM1zixJ0kcKwYmKly4oIs73h7iPacswx8foVwr86OHN3HNinm8vmk/Z/6DmvlPt/xzT37fdyOl2fPwj5i5+BjGRg7xL5//AseccTqjW95isuzz9Vvu5ZfXf5KdW3dy7c1/5pZPns/i3gRX33g/C3pbuOO6K7n53uf54BlH8a5lS8iPHOTQuOLaC5fxzOqN5JyIa6++lhv/8Cg9bS185JzlzJ7Wxsbt+xg8NMiC9iRLFk4nCFKUq3kmRJafPvg65x7TR2Uyz2Q1JowM5dh2b56UtHoCT0hiHVEcjznp5IU4g8M0zzsV2dlAw/BrHN41hpdwyLamSKSbiFQJHYb4jkssNNNbUiya2U40UeDx7SMsyDUyVKlRDKM6LV/iCIUrXDws5PlIvEpNxSRdt15kLY3eqad5OjhoG++EMFaQL4BQHNHG2gIcSIkjHFxi2pNBHSMHY7FGCLvcUtj5W4xF4dWMneOd5gk+1Jsg7RpqIXi+i+N49c+goBYRr16HUBHoGJFtQhrQTb04+9ejtzxLvH495dd3g++gPU0y28DAWJEtkyF3jMRM1i2YQtgOUmA39hkcmqRkylg5lhJWC9kg7O1BCqwTSEgCa17FlZrAsYeClBK3rokVAqQjEHbJj6slLnYJGGhIS0gYgSOhYiTjGnaW4JZH1vPjRzbx44ff5un9ZR7bcIiLFraSbe/k9JsfZ1p7C0VdRddipiolpPHpaInwky7oAN9UqUUxnqdpbG0j25jBD3yK+QLlamztyiImlQiohBphYlLpDJ4fsGeixkgpJlKgYkuw8hy7vddGUdaatiCgrA3jsaB39myaUw6mUEZIiRJ2kam0NXvMyqTqEBUL3ZZCoIymHBu0MUgHko5DIda0JBJExtDku+BqerIZpGtIOoLWZALHF8S1mJqyN5tEwqXDcRmNFZ6wJ1gm41m2hZBIR1CqxGRyWZ6bssm7h6aqZAKHtpTH4s4Gdo2VWNSaZtNQnlP6WxnJlyjVYma3ZTh9yTSy2TQvbT5AwnWQRrJ5cIKqMtQizZLuLNWoyvWPbWWkGKGMIXAkC5sTXL6sh1+sGaA97RNpQ2faBwEbhktsGK6weaRGd84j5TusP1zk6uUdXHHvZsqRRlfLLOjOce/qg1x5dBtfemw3/7piOpPlCpfNbyPWmpWzm/jjW0Ncu2I6+ydjTp2Z4Omt48zubaXBF1SDHO+a1sHsZkFXRydvbDvAu5d0sXckj5vNMv28q//HLf8/vfLXYoPvOjSd9QVaT7mWVO+JZJZcSKbnZE778m/55aMvcvtXr2TFx35Aa2uO1b/6Ove+sB4iydaH/g+XrOhn5ad+zp9f28M5p6yk96obmTdvPmccO5s/P7OWozubuPSSC3j3565jdKrKu5bP5eUN29m0bS+FqTzTW9IsXrKAXCbJ/BNW8seXdyIKNTKZFBlV5PufvoB81WbTZwIX37ED9renIvJRSMk45DobkV2NNM1v5eFbrodClaZzziLVELFvOCaRbGJqbBxCh5aGDL3Tm1jYkSXhJvAR7B2eYFoyya58nlocowVkXElKCPy6A0obW8gLkaYaxyQdO/xXxnZYCpdIK6SwHWWoIozRVkJlrAjeEVZLa6T9wlTiiEiFNDRkuWJlP0Y6TEV20x/XN/1CHNFN2UC6yAhcbbhmRorudJqqsojNYrVCTUXEMq4/dJeoGlJ+YhVjN/+C2l2/Re1ZjfP8T1Cv3U3tD39m6s/PExJRLJWohorhyTJvTUWsL8GA1nX965FRg43+EFKSwOCiSWAoSSu8rwo7zzMe1LS1yob1NZOLxpMa17HEpQo2QsU1As8IXGxqadqAKzS+0CQcgZEuw8DG2LAntFbMYa3ZrzR5q+oikIK0Jwgc+Ow9a3jfz5/lJ5+8kC4/T7U4STabYEZnJ03pNOd97HpEajqe7xKpEplsgnRzB8mkT0dnF9pxyTRk6GrOEscQBD6IiFTSJZ1KEEYh28ZKVJQkiiEMFbW4Wvdx2dysjGNTVB3fJ1IaIQyrd+7h8b2HqQptoTZKoY0NagTJgXIVYwQtjqA55ZLzPcZCK2gvxzHGaIx0CQUM1ULGQsWhUJEKXCAiDA378yGHKzWIDRUlaE4naEn6NKUdRsIKntbESlOOYqrFGo4WCAfQDk5sWFeT7JgsEUiHrO/yrv42mlM+aw5NMF6LWXu4yOKOHG8fnOLNA1P4aFobM+w6NIqMynz4lAVsHswTCoEWkqUdSY7pbebxzcP89JUBJqsRodY0+5Izpjdy+vQsP1y1hytX9LJjokpbJsFwOebio3v40smzyfgOzQmH/sYUJ3Tn+NMV8/njW8N0NyT5xHHdzO5p4tcv7+Nn719KpRZy9+XHMb3B59ozF/DVJ3YwmK+xes8k89rSjExV6esM+P3aUXpn9HD/uiH2x0ly1QKGAsVSjTd37OTCozvZPlojieLt3UP/sGb+06WUsN/Yd/SHSd+lXIsx2OvXufPbKFU1j972RR556gUeenUX05p8Lj55KTc9+Dovbhtg8OlfMDU2yOz3X086mWRaRvDZc5dy+ulnUapO8pWb7sF1HG78+kf50R330t/SwNI5PSSc/8fZe0dZVtVp/5+99znn5lu5qit0dVXnTAcaaLKASBBBcEzAKOKYAzozihnTqDMmnBkdB0TFhAFFQQYkCCK56Yam6UDnUF053njC3vv9Y1+Y32+9M67l2/90r1Wra1Xdqvs9e3+f5/k8mmLg0drbx9HJGX5691PsPT7DWSsXklWzHJ/W/PjJw26JrwTlekJoXRqp15e8pTfLdKg5vauZeYtayCeayShm80e/iNdUZfq33+O3P97FqsVtdHYXsaaOnq0zMV2jp72NUqXO8MwMu45XHMXJWGJtiYSlnlg6UgGHqyEF2eiyElBQgtDVK2GxRNo4vVs4Qn5sDFIJdOI07bBh/K/FUBeWyLh0VRVXyhYZi0WTDxTlGEJtmLWCEONaQBtJqXJiSQlBzlhe2ezxyTUdUI+YrYWkfKf5u+Cnwg8U0jqxQjZO2ViBSRTWS4CAehJhbEw9tvjpFNVIM1LW/O54nV9X6pSliwomiJf7kaRwaat+AQOeRxRbnhJODc0JSQbIWtc7n9GSWWHwJWSUxIsMHtplzIF0xsG2jVUk0rkB4kSSGIPCY85aQmOYloCwxMY1pr50PFA4u1VWukqXmnXVHye2pDl38womZmYp1yusWNrHm950Nb/59a8Q1Qg/JegaXMzE4b20zZ8HJiHIpEmlW5irzHHswBgjo8epVyWVaoVcMUOtHDJXjt3NRUMl0XhhFSMEWgXMVGKKOZ/xuRohhnJi6W3Oc3iqghSQVk7QfNXyQQpDx9zNRSkwlsAT9GU96lFC0VcUfdUojYOBfMBoNea8vlb2z5WZChNaM4pyJSaXkrQXfLwwIWps2KNG8jmrIFIWzwbM1up4SpLV0FYMKIcRzRkf31MYEqQneXF8lLfsFtRUijjSdOc9Tpyf5+GDJTpyAZmUpb+jFaljdo6GnDS/QLlUY6gc0pIL6GttQXmCSS2ZmJoh1vD4oQlMo6ZnLkzIBR79xRQZaRmpxHTmUmQDxdNDswSe5IR5TZSjiItW93LL4wepJ5oH37WJHz+5l49cuoENX3iIVy7txIqESgzvOXkeifC46ifbWd+dZ2lbltetbuGxQzNcuK6Xbz+wnw9duIYn9wyRT3tsG55jfXeBExY38cdjhj4ZsryzwIGJElGScMrK+Tyx6zhjMzEoy2Xr5pP56L3/oyj1F6/8n/vsZ29QjV0W9r+V7I5cwLxCisQKfvWlt/LJf72dvIq4+oKNyCDg6HTM2v4mvvquSzjlmi9y30NbuffGj/CFn97PBy7ewObNp3LLL++kOl1ifkeBD7/nai790Nc5ZVEH525YTFdrE9mMT7atlaMTVW786YP0tDZx9Zkrufqtr+e9N97BliMzfOLSNWw9MkM1TJxq2RB9pJQM5jNkidHGEngefQMdhOPTpDOd+F3N5NuaePGeJzkyVaa3JcXcxCw6VJQjzaHjU/S1NjE+VaccRigUKU8R4KKTEkEpSdDC5a8tTl1XEkLtrnjaOL+kUq4DKdUQCBJj0UajhPMdZlKKauKSTdpqYuEGZWw0iVXoRurKWCgLHAgZd6I1uBhtVrnBcU7e56oen4F8kUpcQwqFRmJ1ghDgq4DIAEaTaEvGV6Ak6Nhh/jTEpo5GEcYue6sNhEnMc5MxN5VqVIRowK3Fy2T7lBBYa/GtpUVK8kCzJxkzzjcbWUG9oTBrcDXTUlDThpqxlASM4KAmoRQkNagIj1rdUk4kFQt1IBaSSmIJpaWq3MPTvV5O9EI4QEjeSkJhsdINkoq2xBbe9uqNHB4eJcjkKaQFl1z8ap5/YTu1SkQmp1AiRnk++fZm+vr7WLNhI/P7l9I3uJzpieNUShXCekwcuYSTIEVbIYvnecxUq0hr6SwEpH1NPVaEWpOSHogEKTxiEjwBSfJSpbhbYSChXJqhI3ArGXfxcDUsFkvB90gpx4egURgZGUFWCSomoqYNZ/R2MFmv0JpN0VUI3C+R8ZiMI7SAsapmYTGgYi0dbXnSSDLGMhlqbGKwDYdBJu9hTUK6uUgljMms7OXGJ8dZ0tmCtc4PvGrBPDYv7KSnoFjY0cT8QppHj5XJpz2aPUk2regqZLl7zzheEjHQnaeeaASaVfNaODRdJdIuaurqZQS+cPjClOduFHun6ly8pJljcxHvOLmXN28a5NYtR1jSkuLtpwxw0yN7+e2LJX7/3CgXL21l6/E5Tult4uBMxI+2jvCfTxzj6hPmAYa3beqlHglWdGa5Z9cwn37tRj5z53OsHWijq+Bz5qJe8CMeGRJctrydjPLYOTrBGavmsXjFEmZmq4yWI6amy7xm80LGJiq0vPL/4coPDbUVCJRTk9fMa6IcJiTW8OcffJKrP/VDyrUqrz73TNL5Tu5+ch9/3r6TzetX8MWbfsMVm/r51+uu4ILrvkqiDeefvom3f+E/GZ0N+fd7t/D+6z/C9354O6ct7uGVp6yhrbWZ3r5O/FwTH7/5Pj59y90MTc3xutOXMr+/k3vvv4/JUshJA60s7e9nulQjSjSBkg3TvDs97Z2rIaVPc8ZjdrqOyiiaMgHPP/wHhMwgWjrwZR0bh0T1kErNYBLNbKVGhxfw+N5jHJutMJO4S3uSOJBISqiXG0oLUiGsgy57wnUOpZXAGEtKSlLKGeUF0u0aG9d6p+oafAyVeoLvuSinEMpp5ZaGeq+x1lLHOvo/EPx/dESJA6HUjDt+LE55ZDxJFNVAeggMUawbgGuYixI8DSkvQGhDlGhINNbzMMYQAkifxAh838caZ1NC+8wkIYmBQEBGCNTLLAD3oE43qokFkAbixNAEeBZqxlDVbieqcQOxrg1lhfu3clmCRECgJdpzg7GsoCyc/Sg0YLSl5DmXhBCAghBL0Hjie8L12wtpyHsKYd1uPXbnAV7cc5BIx8xUZkjlfLqXr0VIgx9kkNaSLrSSasrS2dmG76fwsi142QBLiPE8Mk0pPF+BMUT1KsLWmJiaoVKpkA0UFkVnzwJKsaJuLVkPMr7D9Lkv1yOtnEc31aDlx1hKseFo2dA5v8/9bgC+9F5mh/oCYo1T+4ULONS0a4GIrMWX8PTIGC1BirZMhpl6zHTdcLhebVguJP3NCjC05DJIDGE1ZC5KKPoS3xdkfKgTE5vEJbl0QiAEHQtWgRCMlavk085l8MyhMY7PlbFSks34pDMpavU684sBzwxNU6076HioN3cAACAASURBVPPfbphPIefz4tAMS+a3O/5GUTJeDqkmrmgRXOPrRC1mohqxvrvA7qk6zSnF9lHHNG5tbub1P3ySsdmQ6WrIb589ynTo8bUrTmB9X44fPjfCDa9cynAppi2XYqQUsqojw0+eG+GLFy3klicOY63mZ8+NsKkrw5bdQww2Z3ly7ziDPTkOV6eoiCyXrW7HUwkqCPBigd/cgs3mGZ6q8OyBMc5Z38Ntjx6gbl9ioP2VAzWlBOGu37CiM0usLU1pn6GZCs0Zxf1ffw8nv+XzvP+yU7nktLU8uOMotz/8LMv72vjAG89nx5EJvnD9+3nm8DQPPbOLVyzpIHz4K1z5Tz/ignUDfOZdr+XGD17GRa9/B7O1iBeOjTLY201Lc5HZao2v/+xhMtZyzakLueOL17J/dJYP/Md9/Mftj/H9953Pq9b0c82/3U3KkzRnfCdcWFcIV0oMeyoh04lkuFxHiIRINiMCA2PDJLN1Yq+f0y9aQSJTjI5XOTpVw1cKHcP2uTJnLO7Dk1CUEmMEoY5RQqNtQl5J0tIihSUnHAQ4EhZPulreVAOgIgF3MbbU49h1PlkoBD7agJ/yiIRCJJrISoRosFMleC8PYomygtiqBpJPv/xDSxqdJ4mFNgHntghygfv+63FMLDystFgvINQJ6IhyFFKPQlK+IiUVNrIYrZG+QlmN0QLfRqR8j0w6QMchB0ol9lccW9OzrhBQyIaCjyUnXPVzuxX0SYVJ4KjQNAvJIuH2zbGFiQRKFmoGpBT0GkmLkbRqQZuVpK0boJGBCW2oG/Ny64AEao2aEtmAWaekIIuLxDZLR7TS1lI2MBJqJmKoubnLPZ+9kubWFMVckZYgYPHCAR6+/w/MTlXo7MziFwv0rjyB0047mxXr1tG/dDGZnmVkl7wG1TFIf/8qrPbIp1PM68iwsL+ZpUvnsXL1AEJY6vUYHYe8+OJedBySUoIVA80YYmQCHoaCp5BSkg58hNW0pT0H3LEOKHO4bsGYxu3FsR9qxlI1gJB4nltvIAUtKZ+pOMLql25FikLKo55EIKAl8Gn3PJqlYzkUlUcoJSQJqWwGPA+EIGuhSXlgLR0pgdYWlVLYBOr1mLt+95grOJSSUqhZ1NNEa+DREggwmvt3DDE5WeGcpV0MNqVZ31tk+1iV3SMlth2bZrxi6C5keGbnQTYubue+XVNUwphalJBpNLdK4dJIK9tzPHxwmk9tXkBLRpAPJAvbcvzLH7bzumVteCREiYvWrunO4NeqHBqv88e3nsRNjx2gNeXxi2eHKMeabSNVbrp8DZ++9wifunApO0eqfOLiZTxwuMZzx2ep1ev848WriZKEe/ZFeFriRzUKzZ3c+ugezls/SFjRPP7QNrbsGeKN67r5+SPH8GLB4y8c+V9n5l+88v/9mYUb2k+9lloMGwbaGJ+tcPjXX8RURvnAt+/l7i9cTT2OuP2JPbxyVQ/rVy2iuSXDw0+8wPqlvXzwSz/kfRetwwrB04fHedMXb6evOcuNH3srF3zwmwyPTPJP776MXbsPsKHTZ83q1fzNp7/HLx94Dp3EXL6pjw0nbmLPyAwfuuk+Thps4Sc3fpwv3Xw7P378AO87dzHPHZ0lTDRKOq25ZhyHLpCSI7WY1RmFth6BiOlb0UE0Oskf7tnGmrWryXRJXvzj85RDw7LODOVKTJQYwijBJjEHZ6oEwlCOJUK6QVBKDAXlRpoUhmpjbxsIl9IKEGgXYHrZdO8LhVISI10aPdQOF2iNwGhNLARCQKQtCNkoZXYMVSHc9rNqLEkjgqnde4oIZ5RPgCUenN+ScSi8dEA2l8VahbUG3wucZ1PhSgob18Y40UQ2acBPLEoJtHEm0iDIEMUxpciydUJzd1WTBrQSGCHIS8gDTbiIaAYQStApJIoYlUiexrDABixWkBOWlIQuIekVilYMaSEooGiSCVa5vXOTEuSsew2FFKQteNLgWbej9YXD+BWNIIN7kAkEZeEeZhULswbCxiB2+11Y3TrHe65Zx+H9U6TyOWYmy5SmJtA2wdMh3QuWselVl5Pf8FpS/ZsI5p+IKs5HZHLgtXLg2fuZnR6nXq/Q293O277xc9Zf9i5W9eTYsuVPeF6Gat0NON8PwMDIxAytqSx+oFC47jGtDWP1CA/BbOTaUQMPmlOS2fEpFubSFDMKrRN8pch4PkXfsWFzgTvp1hNDxhMoY1FSkFEKbV3/k0gJdGIohzGtgSRWgowCPxWQlQFaQYoMUmuGqlUSC1kfgpSPlBADGT/AkjASam4ditlTCqnFGk9JenJpRubqnLm6j9uePkZTxuPodJUDkxUKSjBWisinFIdmQ0qhZkFLiiDr3A93bx/m+eFZcr4k60nOX9LuWn89Bx4/XqrRlU+zdbTChctbOXnhPJ49MsX63hzLu5pBR8RGEGnLE8dKTFdC3nrSfK64bTuffMVirrvnRa5Z3810LeFTZy/gZ9uOcMtb1rPz6AzLetr4844j9DWn+eXOab72hhPY/LVH6GppY0XRkvM1vV1N3P7EXt5z4VqGxibIt/UgrKFFRPx8yxCDbQGvWpLnxDUd+Kde89df+Qcuvp7hu77K285cyoXrB9j6vQ+x5spPk0Hw0Dfeya8e2c7e0Vk+/qYzaWlvY+feQxTTgvbWFv7plnt487kryXV286OHd3N8uoqvJK/ZvIyN13yZMLHc8/wxrv/OnZy8uJPepYt50+e/z9+ctIwL13Tw3ovW8ub3XsfH/+MOrvnyL3jy397Ftz//Ma77xDfJBIqHvvZWHts9QhTHFNIBWhtqWhM0vvZSbIitZVxrZBJTHZ5Fx0XyrTlaS8f5zg1fwTbNJ5Ou4GlNc77A3qkyE9UIqw17JsqkpSLWEk3scH4W2nyPUmzQQGglLVJhpSTBXb+scKPQUy6xIoQ7yUbaYBONMoasJ8k0eJhKCKx1ZBzVsBj5Fpe0Ef8NQUkp4eoycI75knnpp+TcBCuzWYSMsJ7B83I09zRRaM3jp9Noa9DSulNp4PLXlUQQGkPVWIzwqMcxQvhYYfFliikziggMe6pV7i7HzGAo+I7yX5TOc1pXAqkkK5VgnvQoJhZloCcokPjOifAUERflLBcVPa7Keiz0LH1S0isDBryAolQURYp5VjBfCFqtpSChVyi6hCDluRbVdIPhqoTzqGoJNQEloCQaHFkjqBi3OnAEsoYLwUAu45E96To2nrYeXZ/m6NALJImgKaXJtTfRFMwhXmIa8t9BCSvALxQpFHJYoWjqGuSVr7kcvD6snyZYfBof/+yXCEQWqRMCmdDT0Y7RAiU9CoUcYQ1qJqaWaHKBR09aMR05x0fGc40Hs6FlfwjTYZVUOo2vPDxPUEy7OGtaKWqxppZounI+dWNJpTzmIk3JuB32VE1zZLLOdDmmM+3hpwN8t6UlTGIiaajXNccnxpgt1/C0oFm56PN0NUT5Aa3tTVjPIDNpFnR1cOfhKRLtCndO7G1jaLbK2p4sw5Mh6ZQkZVzf1cJimj8dnqIrl6YpJckpGKlETIXwi61DLOpsY6wUkvMknTmP85e3cu/eCTb0NjFeqtOR81nXVWS2HhFrw/q+XnYNTbF6Xo4zly/kwMQc04mgvzXFaCVheXuKzozHD54cYk13gb/5+XYGimkWt2dIKcPdu8f5wd9u4Ma7X2BkLuKnW/Yz2N/O5/90lDXdBf7up8+ysL3IxPAopy3Is2nNCs76lz9x0YpW9h8Zp2fBIKPDY3QVUnS1pXj1xgEGmzLcvW+Ga7+7/X+dmX/xhPp36+QNvZd9nJs/fhW/uv8Ztu3ax8+/8G4Kba188ua7OGPlfF575onsGZ0iiUM2rVvJjj3H6WkpcP6mQe7bdpz5bTl2HzzCP15xHrf8cTuVqRmmqyHnruxloK3AzV/9CHFYYv+hEUpzVea3Ki45bzPLTjydgQvex+rOLI/c+lXe8NEb+cZP7mZxV4qPXP0q7np0B0eHRhnsbGH/ZBXdGEQv2XkAIiuZijSr8goba46PTFDwLbpi6IprzD/lFSwaSLNv+zGqsxVSxlLXNIhIxpGOpEQa6+pChDOxRxZaPEXdCCJjCRRkhCI2FnB+VGvdSVmIRgGe8hvj0BIlkGAQCGyDNuVi+a7BtG4sSkqscFdb1cD2aWuIgTr/3QDgNz62OSNZk8tijWT5575M+rxLYcef8aWHSCwNEqvT+oXbu2nr3ohGGyLbKJETDhTtySyzddg2nHBPPcYoN8SahKBuLDlfUdeOxdmOZVA6hmxFGrJIyhgOGUOXlKzPCzoSSTVQzAtABQ4dJ1WEDzRnLRnlYWVCRgVoY0kpi2clgXE+y1g4/UxqNzAnhKEsLDXjBMG5xmsX0+B443aPOQlXrSyybpWiq7vI/BWvxJvdzbFxTVMxRVtLmnQ2R3PLPNoGVuC1Lvj/vQdeGqxN2QJbH3+Y2ZkJjhw9wO4tD3Do8T/Q39eMFR6PP/YYPQVFPpVltjRHog2LuixJIpieKzuQjoKe3g5Gp2tUtCbvub6osMHPXd/WQUeT5ZwVbZSrYH3JBf3NDLSlKAhFJUnI+wFVnZDx3A4943mQOEZESz6gVk8opiSV0FCPLZU4oimdIlCSqUpIVirGanXagxRCOmE14ytS0lXJRNUa2cBj51iFrWXNnSN1lCfY2NPC8FyZgdY8hWyadKBo9jVbR2qsbsuzb7rGG04a5L49o5TDhDXdTRyeqVELEwJP8fjBMbpzPqv7WhidC3lxosYJ/e38cfcIfU1ZRuZqWOtqfmra8MD+UTb2NXF0LqI9Zbhj9yQ2MczWLWcuaqPF1xycCWnNKp45XqKeGE7rzXNouspgW46VnUUWNitEOscPnzoKSvLlBw/y0zefxPX/tYsFbXlWtnq844z5/H7HDHc+vZfPXbiIR3ZPsGntImRUJd+aJazWaG5vYsvO4zywd5Y8mi9ctQJ5yv98Qv2LA/VD73j7DT/+7Fv4xq13Ua7HfPLKc9lyZBplEuLyLG+75vU8v+cQM5MzvPDiUe548GnOPHEV2cDjiz99kIHmDFEYc+XFZ/Cj3z/MU4en+da1r2LTQDOqUORbN32Tr//zN3no6Z2Mjk7z9gvXct4ll/DdX/+Rd37lNr77zrNZt7CHL//gt5y1spt/+/DltLU0c8cDz9CXF0SiwNNHJqnWXcmzsRbfc9YSjRMy8kowmPaYDUNaJAz0thLXqpRjw64X9rPyrA3sfOgZepuKzGvOM1Gpk5jY5ZiMU5dTSro9jzG0Z5zY4wznTvyoGk1sXHHeS4q3ku4qrKyzB8XG1YEEvkc9iZENGJ22/61GGyvQUqCNeyKEuCudBarGvNw/FOFEMNvI9uek5ZU5j3mBRccG23cC6ZEXqQ8fJFvM42c1KhDU6xqDcz0YIRvkIUUYa4x2cU5jwSQx9Shm+2iNH02HjDVsNy2+otUXLC4U+ciZHRw/EDJBTKDglKxhNhTUhFPe95mE87OS9/gpUmhqyhJYgxaGtNFYkZBTKVLSR1lNqD2U0uT9ABSU65a0lWjf4foS4doPYuEzKxzRa1y7/WK9AbQOoSEcQkY0WK4obvnqJ2gtjjH/iu+jZDfVsQNMT89xxavWs/LUM2jJZwkJqM+NU1xyhlPwhVO+Xvo7DmOef/ROSrNlSjE8u20Xk+Pj7HhuF7fc9APmhscwUhJkiszOlYijMsJrolAsEsYJSgSkAkEYhtTqmrIxbr3hSTxPUApBh3UuOWMdg16MTmJevbKZRf3NzGvvoL85IKVCFmQ8hqpVevMBzV6KjO8sYq1SuXis51HXmrzvEzVErIznEH6lMCZOILDOupPyICMVdQxdbU3ERtPSkkVrQ+LBOx8d5awNK9l1bJxanLCuvwVroBqFnLKil0xKcObCLg6OzbBxYYHWrn42FhP2TlbZOxWysiNPNdJM1Q2FQFBMecTG8qbTV3Hhul5u/tMeV+opBa9Y0saeiRqVKOE1y+exvDWgJaO46sQFPHp8jra0z1xoOXGwiZZilo0ruvnNtmHasgEHZ0PWd+bpy0netKaDX+2eZH1Xhj8cmGXnWIWRakhXNs1XLlnEj7cdZbxq+dvVLbz+xE72jMecvqCNTau6eepIibULm4miKsgmhK4yXtY88NgL3L1rCoXhfeet5Nrvb+V17//YX3/lP3X9Cn5xz59Z3NvKtz/3Xr5911MUUx6f+8Fd/P17rmbbE8/x/V/fzwsHjhNIn9eedyqFXI7fPPA0bbkc522Yz+WXX8ShkSn2jZQAWLl8kFpY54Z/+TQHH7+fW+57HmsU06Uqi07YyI9/dS8Pbz3IlZv7ufiSS/jszx9Bx1Vef+4mxkpzfO0nD9KaEczFguGJSer1BJ047iTWorWjMinhenpiLFORpuAp5uKIkjbksoKcMhw4fIRESFJ+yP7ZKvWoTqeyKM8npRRxgx0JlrzvkfN9jpTrBEI1KkMEVe2qpQMpSCvXyKmk45Zaa9xLLCDt+RignmgCT6FkA8NnPbQx+FICBoUDKRvAb0BXTIPY7wnpPKQ4gr7n7PJ4xp10jHbglKHvf4sdt9zC+HQZqxReMU+qmCHfnieVSbs6ayvQOLA1ykGrsQ2gi/GJI8tclLC/IfRkhYVEc6yu6ZWKlrOvIlAJgfUoJoLB3nmMKw1SMhvHpLTlUk+Ap5FK4TXYpSkjSKUCMoHvIB+6RqwVQRAjcGp21jf4ylBDE2tDreEe8JUCEnwMU8YSG/ewMcLZxrBuHeADWc9FPCMgrfcQZHJoAsLpSeaOTFCfnqPYOUBuwWoyhSY8aSkUcshKteEjfpk06P6tUkg/Sy2yEEtKszOUyzV27ztIXIsIbUKpXGV4ZJhaEpJOtxDFmlQQ4MkUWtfwlMTHgkjQ1pBRAbGBcmLpSnv42pLJKHYdnWS4FjKvo4t9R2ew8QykcxRFhp72LFdfeDKbetpoa/UYKoXEiWE6iYlizXQYsbQ5S2RjZqKEzmyavXNVktjS7Ac0pQSVxDAbxWS8lFs7NCpvarWQej3EJJAYxXSsufe5vS5ooOGJ/dN0NuWZCg17x6bo62xnLqpx3to+ujqbCHSd49WYVd3NxHHCAwcmGS7HJDqm6Hv0FFzirysL3753O73NWRIL02HCnw9OY6xhcWuGZ45P0ZGFHJpvPryHHcfmmCzHkNR52zmracpI7nhulDVdGc5Y3UMhpRivhuQzaXrm5VlY9MD3+O5Tw3z4rKWUa5Y/H5nl0384xG3bJyj6ksUdeYp5yKcUW0dK3L3tKBetW0Bifbo7u3hsx34CleXRbQdZ1FlgYUueZW0ZLv3ek7TmX1os/t9//uIJ9dZvffmG0Yk5Pvup97Lsso8SCMtbLjyRjrYudjy7hcd3HGLroWmuPH8zw5NTnHH6Sbz2o//OpZuXctFpa3hs9whbtjzDzPgEtQR2jc5x8aaFdHQW+PD13+IzP3iAONaMzJS5+9Z/4bov3sQdT+zlopOX8PH3vZWPfeFGXnfqMj78llfzjR/fy28eeJYPX3oyR+bq9HS3k0HT35Zj1/AsSkjqiUZLV82ircAaCI2gpDWnNmeoJIakbFl1+hK8qE57GJFKd7BiQy8v7jjm7DDGY1bHTEamEWAQhNpxUS2NKzZQ1S4x5QkX95TSfSzRTvBxoVCgkZKpJq7oT+Jy+xYQ0oJ14pK2bjhq42KtPmCtxArT+F/uM/pCOpVduJOqLwRd0rI8o5CeJAZyvkFYQ71cplo1aKMQKkOxK0M2k8KTCpEIYqMxEhINJtKN0eFRrwsOVav8sRSwM3F7XoUlkVDWlnbls9AcZ/u+CYLYctXybmJiXpxR+FqzNGd5e5NEoxC+RsU+Rls83AmyagwpAX7kepOqxmKFQhnAGupW4wuQgSZlUxhcOeGMsUwKyzENlYbwFDZiqQHOD6sEtHhuJeIJH20Mb7tokGq1Rq64kOGHb6apN8vi5csIUhGZhWeRWXw+qnyU0sQMKVHHyCZskEMpMOUq0dgB7v/5f7Lv0A6kCRgaGiMdeOQKBcZGZ5g1BrwUuVyakDxW+khtWbOgSLazgKlZpuZqhImm2NbB2EyNnDB4nsdsHBMmhqrWdPsBSa3CmR2tXLFuKX46orW9mfpImbv3jrGiVZBb1E80O+Hg6sYjFwjKcUKsXbNsixRUYg3C9VMJoyn6ioznUYljTGzJeKrRvGvxPAcnF4EgIwReJsOB6Vm2VQPuGq4QxpqUpxosX8PhiTJ/94o1DLRm2DU8SX9XK3hpiukszTlJHZ8Hdx5n52SVlrTHxt4mhBWcu6iN3+4e47XLO7n5sf0sbE5xzmAzBc/n8EyN5kDy/SvXs290io+etYC2lGVH2fL73dOcMC9HYDQfPWspd27dz317p3j+2AzDpZjxaoKH5NKFWYIgIKqGbBkPuXnLCGcsaOLrD+/nU2f0sHhenm3jCdJY3risQFtbhs/912HOXtZOKqU456QVvPXbD/P2k+cxVrZkdczzew6yqqeV0XLImu4MH/yvQzQH7j32xvdf/9df+Z+958c3zNYjbvrlQ5y9opvP/eO1/Oquh3h8204uPfsk7npyN+esGqCzvYN//vmD/Pb+xzlpYRsfuPpS3vjZH3Lywk6e2HGA8dkaV523jq9/+HXsOzrFu75xB4NFyekDLXz6va/jH655NX97/TcpVco8/L1/4p4//olntz7Huy4/lSWDfTz0yBNccNpaTlrTz3A9AB2RSSkOHB7niYMTpJXi+EwVTwoCIakkLhrpS3ed8qUi3SD5ZDGMHytRLGbQCWzfsZslp65hdPsBpLAYayiFzoOHceDfyFjqjeI4V2NjSEtFIgSysbuzwg3fhMYuT5vGicr5I6115WmuRM/h6/yXBkKjJtr18DnFHRyY2gpAuM4kcJ7UxmHSWcUQdEvJ0oykKZNjsLfIXKXORBSStSmSekJcLVGLEtKZZrKnnIFHmVRWOuUfTb3q3izGWLRQvDiXMKItP6zUsSiUMKRw++k8gpl6yECimCuFvH5jHw8cGmXrsTJGJdyXJAQS2vCopzWl2EGUQ1yjq/UTd81L3IlcWEtaaDK+IfYtWmiM9ZhNPEg8wiRht0g4YGFEG8a0pWbdrlTg3AUpIWhTioznOLBGCLKe203XtOENZ/cwPmXxJvdTMxP0rjkb6SnqpRJNC9ciRJbA1pkb38/QkYM059NUj21jz6P3cPi5R5g+dojjx15Eh3DkyHHKYZlMoIjrIVEcU7Oa5lyKto5uSpU6KEU6muQbD97JKYMn8MD9/0WlFjnmRDUhjCJioajphJnIBTXyHozWNcsLWY6OT7FqXoaxScOPHt5NbCSntgYUuzsQiaReKnF0pMr24WnKoWa6liCR5JRbUeQCwVQ1btyCLCjJSLVOezpFPTGUwpj+QgZhYjKpFG2LOnly3zCDxRwT1Srze3r54GPHOBIaUp6glri+K1ecCAePT/KTJw9y9RknUK6V6MhnEKaOyBTJ+oK7th1CWPiXyzZw+7MHaUqn+PWuYb510Rr+c8shLlnaSjGlSKckQ7MRqzvSvHZtN16txhs2zGdkvMz8eXn2TUe8dmELJ85LU00kH31gP0LAs8MVlrbnqCaayxcV0UlEW0vA2zb28ZE/HOSFcSeAT4eG/7h8MX3tea676yDvWdPB2nkplvbluW3LCG8+sZvDY1V2jNR4audR/unNG9l/eIpyPSabCiCJ2DPiHAKX/HA7//7qRbTlfG5+doJPfOoz/+NA/YvR0+994EJ7x5938dT+Ue78yjv4+R33c9HmE9i+7xgIQeBZBhf0c+udj5DEEde94Vzm4pBrv/Y7Lt24kNecOIgymkoSc9p557DwdZ/ltP4cV25eSc/APE47+1QufO/XeeHQOB95w1lsWNzMbXc+RSAMn3rvayjNae584HHedMX5tPQNcnT3TibKFdqyRb500y/4xNsv4P1f/SX7JjVx7DpqasZdtUWjjM9aQWwNy9OCa/tyzNQScr5keWcLOWHRtSptq1dS4CgHd2mOzk5hrGQmTMgq2QD9WhIsSeKgEYlxQkLeFwTSdxg/a1HCEaPcWHTVKtbEhEYSuHC026t6inKUYLGEsfv8IZbQvNRWKqlbS2wc/q1qNHEjippYxxCNGomllIAlgeT8nKKtrZk3vfFMnr9/C88dPE4LPiol6EgJgpTH1EUPcc6nmhn90IdoKUagJ4nGQ4b3jRFXysShZbwc8+JszFFjubWm3VXbWrJSOESchURazm2VrLLNBEssD2ytEqG5LUyIGjYlbRolgdZZvzwgJWFQCdqEZJnvMWGdK6PLGqasZERIImsZji1DNqFuGw+Zhlr/0q+qBzQpwUDGxxeCaqwpGc2Ugax0DohCw+ZWji13fPIs0i0tVGtTrNn8amSuiWzHCg4//XsWbzwHLSW6PEtSn+P40DRxElGulYlCS212ikq5wp6DRzh6eJyytSiviVZVIjGWWlhnas6wriPHrE44PlUmQPKfN1yJbVrI/Y8c5d7b/oOjMxHVRDMbR0QGqtalk6ZjS9aztGFpl5a+bJH5eQcRB0t7StETKAKd0NOVY+28To7PTrNjeJbACuZqIU0pRV8+YDrUBMYSaY3vedRCTXvadVPlMj42dr9gvgLPUxQDj9AmtC+dz/jeIzTn84R5xTNH67zp6WEqjYoebQ2FlEIay/ymHMcrNeYVskxWqnTnfS5f002mvUCsPaZny6zob2NeZzvX3fQA/cUs245P8bO3nswtj+7hxIE2orohLQ0y5fPIgVkuWT2fg5NjPLhzkn88dzFZXeaJacHi5jzb9o9RjmNemIl58tgcGU+wprPAdGjY3BXQmRFsWN4FkeZj9x5kpBYTWsnaeXm+8/rFnHvjM3zgrKVs3TfMO8/s57mRMlE5ZMVgE3FcZ99wwtWndJMNAu55YZLQatZ0FvCUxwPPH+CaM/p51c0vUPAVH79gGUv6exn85O+oeXnhmwAAIABJREFUxlr81SfUv/+Hj9ywaUUfWU9w6+8f58pzT+IXDz3DnqEJrjh7PXc+sZtn9wyxur/I5eecytVfux1PJ2zqb2GuUqUp47Nuwwa+/bvH+N6vH+bwVIVrz1zGOeedw52PP8e7/vkXiKTO7t9/m0/860/47l3PcvrCdq5/z9V8+J9/wGBbisEFPdz1wNP0tfh0dHbxq7sewdZLvOOtl/PQ489QqySYMGasHOK6dWRDXLFIISkZlygp+B6joWFB4Hx2wiR0NhVQMmLuyBT952zihadfIOWlXI2ISbBCMKMdWd1Yy1ykKaaVK6BL+VSShBSSxBpSnnLUeeEUa6wltgYpZCNK6q68SGee9qVES4ESllyQAuHaKa1xu01jBImw2Eb1hxbOwxNag2lsviWCurV0K8Gg7/Lz45OTHB2aILYSLQyRcRMtE0hajv2CnZ+6h2jsCAt+/l/Yx/7Eob37iaYqlGuGiVqdiQRGNPyurpk0lhbp1goZ68IGgZJ0EtAjElaes5pfPnYYz0hmhKDbQqdyPethY/iJRtzU4pJkYwYOa8tTsWZnbNgZG55MLM9rw4FYcySxjGOoOXeYG+hARkKnUnR7im7pPK05JGM6AWMangnwlSAjoWLdBF7iwdLeIrW5aeb1dtOx7ATC8hTZjqU8/8jdhJOj+KKKjjVDQ0cZHhklig3SRJQmjjNdrpAkmr2HxvGyWbILlxFNzdKTDZgpVRifmiMfaNJ6hsVrT8KbGWF+wefgwYM8fs8DHNz6JCaOKCWWWRNRNQYtJbG22ERTEJKCsGTSgnMvvJjp3XtJW4gaSMhyFNHie8xFCTkkfzoyjNCa2aohSiwZT1D0PUJrqdY1aeV8zAVfkPUVAZacEkwlhjQC3xN0tRVRRjKla2RTPhPjJbo60hydnWNPSXPjrkkORy7NhXV9T53FFN1NOSpxQt6TlKKE85d1ccGyTrYPl9h2cAohAzYtaSOfCXhwx0FCLRiZq3HmYCc/ePIgo6WYepRweKpELuszFyuePzbDuq6A+/aMk/agVK4zXEn44TMjXLa2iy2HJzk8lzBeChloy7G8PU9WwSsG8nzk/AGy6YB5bR4fu/Mg37l8gCXdRT567jresjaH9H0WNOe574WjfPbCxfzDb/diEk1PU8CfDsxx185Z/vnVC7h91zSPH56jVq1z+amD7D86y65DY7xmfSv3vjBN3ld869rT2DVS5fU3PcqJC9u58t1//9efUM3eO+1brv0w2w/PcO0rVnLrA89z6anL6WxvYtf+oyyZ38Np6/r401N7uP5nT7BxUbeb0tEcGwe7mAwVwzNznLKgmf6OIolX4IQTlnLd125julLlHReuZd3iRXzvjj8xOlPh1//+cW7+xW8IpyusWNzP7x/dwdsuO53WlKHYtZBvfO9WLj55I6ecdw6f+PxX6WnOsGpRH488O8xtj+9BIKk12hRnEwdfEI39mrWwMg1v6CmitEvgFAPFxoEcpekKe6seZy4vsm37MXyVYqyWOJHEgmmIRo4qBVWdoBvMAGElhgRjPFQjdqqkJNK6QYRyZPpEOwO9ACLrVOq0UtStJNKCiXod4Sl3Io0sdSOIheN/hg1GQB3XqaStRQsoW3dKXRUILsgGiACUBxnh+ID5tKRZSWzk0H5FE1OxHoE0tNHNdHIc4UtqUYyJE8oGKrHP90shR7WDFgvRgJooSZtVFEg4O2tZ+cqlfP93L7IgI5mMnLoZSx8lIGcUc7aKxSOM4YjQRLjU2XHraFMvPd5rApqUInI5VwIpSCWGQAnyVjKiNKkEWoRP3roYaSQsZeFOT1WRuHgljhEQNMS9w6FlgaeITcLPb/0MQy9soX/TGjKFeYSVClJl+d1ttzOvo5WV609iYmKCNauWc8dttzJ/7XJail0ceG4rM3NlwlhzaEJT9jNc9ZW7+Mm7z2agEDFVTdh58BjrWhRf+Nlv+dYH/458PaSjGDBbgZnZGtPlGmUt2TYbMxRGlKMaoRb0+j4y1hSUoqO9wORMxKmnrWHqyWfI+YqUJ4l0TNoT9KYCCp5EGEshsCAlgYB8IIkSwfJCmmlToxIJZusRWSnIeh5g8aWlPeMTa4FPwmzd0JoJGK2H9LdksUagfEs6F/DnQzP87FjMH6aqVHE14pExpD1FNlB4SnDaQAcjk2UqYZV5rUX2jJfZ0N3MI4enWNvTwlQt5I0n9fD1Px7ilYs7qIZ17tszwfmLmlnYnuGZo2UOTJe5YGUfgY1Z0OzRkkrxh92jHKlpDk7VeM3qfs7qTvH0eJltR2Y5Z3U7axfM5+kjU0yNTvD6DS2sXNrFd+54nvPXD3LD7/fy9+cs5CdPHeSLV5zAki88QktW0ZxJc8FgjitO6uf7fz5CqGMOTYe8+8ROHj1W5h/PW8ahsXG2jcRgLJsH23j80Czz/ZCTVndz+U3b6StIvvP2k3h0xwRffeQg/d1dFE2FLz989H88of5Flf+Gj3+Rnzyyj2++8wKGx6aYqYVMzCbc9cROBns6OWP1fGwt4Jd/3sPnrziFS1bP493nrGFVdxNf+cz1/OqpfXTkUmxcuhCpfLYenaRSrTPQ1cy333sB55+8lqGpWfaOTPPlv7uIBx99msOHJjk2OcfI+DSbV8xnbOgYVdXM1777Y7KpLMuWL+EtH7yBTSsXccbmzdz/zD72Hhsj5Tm13MFR3E7Sl+LlN64RglhIhiohWE2oNYmFdGsTGo+WRFMc6MX6gkToRkbdnRKrQB1LImzjCgzFwKOmG5g1I51K33jDx8btxaR064HENhBUCJSQZIQkrZSb8g31O+d7+MK6dJSUSGHxG7l9aZ15+iVmJY19q7AWhMU01O44aQBO8ChkM6QzaebN66C1JaAt61O2TrwIkQwxSj2BSq1CHElC7RNrRcUmVBv+LE9Aq3UBhbz2GAgEJ7YLBlYtY/zABAU/xU5haMIQ5iRLcs2kdUxT4FEUkibhUfQDOn1Fn/KpG8OgEQxYWCAkS6XPaULRqi1LNazWigEt6RYe3VLRZQWtWtEqBHlfkMUnEpbACvIWBAk5IcnhGhICY8kLwfJ0QLMUxMJQkPDUPb9k1/YnyHTnkTLF0JFhnnjsCTK+E1uOHdrJ+Og4v/zd7Vz+tn+gPZtjdmSYXKGZVadfgFfsRsuEdFsL41MJOaEo12rUqob+XJarLliNXXQWF5xxKv0tadIpjySpESURWM2MNWybLDNUCpkL3c+wYhOEdECdymyVAEUSRVibgLDU48gR94FEO5B2gkvtJcaS8z1mQk1L4/sERU64Mr7elI+QkmbP8PuhGmmgmmgmImj1A7zA0pPJuJir5xpnkzAiFh5Pl0JqBnxPoqQlaHix4yRBGcN0LaSlkOaMxa3sGi0z2JwmsZpqotm8vJeCL7nruaOEUcwzhyd5eO841500j7S0rOwuIqTgtRsWsGlRG+iQ05b1UY013c1ZyqFmcUeRNT0F9k3P8v0tw1ywvIUT5ncgSFjanmNJUdGaM/zbnfu56tyV7Jgsc8WqFobmaqQ8xcHJMtpaRssJ+yYrtGUEX7pnN215wWhZM1VLSLwCp3Wn8ewcL4xETM2FFHxoLabZeniCbDrgxUOjLGpWfOwV/fz6kb3c+MgBxuqWE3sLXH/+kv91Zv7FK/9r3/LuG645ezk33/0UWd/nok3LuPvZvfR3NnH1+Sfzxy27+NH/4ey9gyyryvX/z1pr731S9+mcJvTkzGSYRA4iQURAEEGCoAIiehHDvUZMXDMgckUwgMgVJaiAiARhQBhgmMDkPNM9Pd3TOZw+ae+91vr9sQ7c+62616r766qp6T7VVX26z6l3vet9n+fzPP8mq2ZPYHR4AKIyHUMjLFownbM+9x+kfEnvSJ7zlk9D1DRwz9Nv4YUFfnzzJaSz9Tz69D8YHBritk+ez62//it/e20bf/jNT1i5Yi5vbe8gSARMn9rGnv0HuOLiM1g8fw4PPb2WOc11fOTqj/DTnz/ArEkTaW9Isf7QIFEUO8yeFZVsNxepUbauOISRW2jMqU5gTUyVEnT3jzClPkPCavYcGuDYY2bQ0TWKjmOMFE7TJ113EFaKWSygFFtqfaclRTjnUGidgN4Y7WaIla7WExIfB00GgycVoXlHrO9GAwrpIlEE2MiCUGhcREZcUZeHFZF/WIE3C+limRMCZqUVQhhi7dxWURzipTMsOmkZM847k8mLp7Jnw24KoQEjGQ8t+bhM2XoYYd3iTUO/Mewuuyhnr8JtrEIwwRMcH0Ws/MAJlBIBGzYdYkp1zIyEI5nUK8nA2BgaQcrDHRiUqEkqJiUlKjRM8SVZYclKjxYhqBWSlIAWYWjyFW3pgAwRAR5ZJHnh8rHCij5WYxwGUVjyEmqVR68wzjUkJWlPkTeGJiHoI6aMYlo64Na7v4+OO2g982vo7r107elg26a3KJRiGibUYg2ka+tpaWlloOcAQ4ODxDYkGg+JraFUKBEnfJaefQ2HDgRUH36UCVNmMtDTweJZkznrR6/AoR52PfYjhNEMjxQZHI/IhSHdZcGjh8ZoqkpQjh2ycXptwGDR0KgEzZ5P0sboYgEbRaSiEr5SSOGWk0mlXAZZRZNsrCWhBMXYxWZnPJgxKUPncMicxixJDUZJSrGzjpzUkkAqnyiMwArSCR/faqpqfCIRk0ylCJRgWAvW9xZ5ZqCMVKqyKwCpJFW+wAcmZdOMFYtkkpJkKku1gO2DeY6Mlrlg8RTW7+smF8UM5UPaazKMlyIuXjSRJBEL2+vpHRMkfU1rRvD89iP8y+kzGRwcY31XjkJkWNuVY35bHRctbOO+dYe5aU0jxUhRk61Gjw+jS2VOWZBlu57IiVMMdzx3kFMnpKE6yT0vd/DcoXGaatJ0DkfoOOZD86r53fYxzp1aS0tNwGXL22ivT/H01iP85UCOGVUJ6tI+q6emWTR9An1jOebVJkkmAzYcGufz58zk2T29GKH46Rt9/PqShayZ3QYmJH3SVf93HWpDJqCrb4xb3reE7vEyfkpx3PRWFrQ3ce8Tr/HLZzfzodNWc/RoD6vmzeKqD5/Lc9uO8sDTG/nAojbu/Njp/Ok7n2DYS/LU2o109o/y3hMW8vu/vs5FX7gL6Sm+fMtnueQr91PrG2697kJmnXYl77/2m9x05QUcHR7hz8+u46z3nkhP7xgb397DmgWTmDR1Ev/61R+zaF47E6ZPZP6KhdRX+dS3NNDYkMXz3Sw1ISoEKAEawSCQF4p/DJWQyqenEOFbRXXLBKyErNbs2NpBW7Ug6UuSQtAW+A69p5wMxatc2zO+pBhrfCFJS+eBSkpFIFxXnPIUPs5aqCqPCWtRyjmnfEAYpwBwl1SNJyQgENKJyT2c7McY15L6FbOAK69uLiuAvbEhtAIVQ6wjwlhTjAQDQyWefnwz3rQTUdPn0lybJZX0mDe7AWEcHV5bt1Arx5qi8OiKJFkjSEhBjRU0WckkJTglZVl983s5Mlrgrec3UZMApUGjqPcUtZ7HrJaA9roENWkBKiQRSNBQDp2IPBFogpSiIaWpTmmXb6WgKggItWakWCLWvGsfDoShPlBUK0HC/r83rCoD41pTjSBpLAkcE7Ua8BMK3zo76qZCCRuGrLzgqzDUTWBTVPkhMrDU12fxVBWlsAgmIswfJQwLpINq0AovmURqQ1gawdcBx550HuLoa6xYegznr5nBwlnNVCUNdjTPGz+/hZHRkK7+EkM5TTGyHCHNn7uLWGB2Uw3V6QQnNKc4OFymPRBM9j0yvqCqLs0Tv/suYc8QGglS4CsX4mi0Zjx2h3q+bKlRikJsmJpWZBDMaM4Qx4ZmP2D9kX4iT5GPQgByoWaw4LrKyMZkJCSE5mjoqE06tAgbM17W7BgKufvgGFoqp5fWMVZIYqNJKMmsCVlOWzSZ9x87DWE9RBixe2ic5ozHCRNrWburG18aWtOSvrwmqTQtGcnEGh8RKA4N5BCmxPK2DCfOqudr583h/nWdvNSZY3qNpKlGcfdZ0zi2WfHazl7OnV1NTidYf3iUiVnJ2r29vH1kmOsf7WBiMM43/7yP46fW88j2AbbtH+bK5RP5wIIm7lx7mKFcgQlZj4d2jHHLmiamNvjUJxPs7sqxpCHJJUub+N2HF3BwPGbGrCae74i5+6VD6HyMn/CoocyVp0xjbDzP7AmN3PVqLxu/sIa5zQle3rCD8Vz5f62Z/7SgZhMet37sTDZ3DnPFGcsxJZg/pY1vPvwa2w8c5tsfPoHX3tjAp668iL/uPsyn73wcKSWXHjeFZXPb2dE1zk13/oHv/eYFPn3eKhZNbeLL9zyFKeX5/CVrODw4znnXfpbvXPMeqrJ1PP7cqzz9rQ9z2yfPZ+Wln+PYhTP49o+/xdqXNrJt8xbmzJrMSCTx4xzvP20JjZPaaW1rROGQYAP9I4yM5vG0kz/lLTQoSRknp/EEbM+HDEWWV0Yj0gmPUAv27zrM9JNmkwwUOtIMlmFGXS3Rf1N3e9YVwIQnSAqPYhST9gIE5t3CJoxzRcmKDdVag45ihI0JpCTpeQTWdbOB1ChP4EuBshJfWgIlkJVANmENqhIJIoVGSfccAilRuE16srL6zkhBZylEeR4Jzzlm4jimXMoRjg/y66su4/efuY3O0RLzTzue2Reeggg0QgZoJFprIiT5WNNZ1hSlpAZFWlqWpat5byrDjDWzufueF3jltU3U+YIUCk8FKB2C1i6VNIQaT+OhqUkIahKCRABZzyNbIZ4llCYhAgIvINSAchDqquC/xNIu8u8dH37l84q4P1NxoyWEJWEFQkOLCvCBBC5Vdl85rgC4Ne3VNbz6yH2olqWYPW+QzFRRXd9KW00TTZkqamoTlHM5pO+DnyUZVOErS8r3MMYycLSLlJ9gwTFzqan1aYv7Oelz36P2+JvxTYJpQZn4zfvoObiVWPn0jEUMlCP6RIbHd/UwVgo5ti3jrv/asHmoREsgaVUBKSmQUjN5Qh03/OB+MlXu9fMdZwyJoS6VoNpXeFKR9EELS5VSjJRjgoTH1r5xdvfkSfuChU21bu4jFGkpmJZNEeNYsHEs3O8axrTVVpP2EqSTHtoKSPlsGNKMWMfrBYmnXNaXEJK+8QjPGHLFPMmE4MwlU3luXz9rptTRNx7zctcwc5vSlELD5p4ilx3TTDHUnDV7Ms/uHeCYllrOmN/ImjkNzGjJ8sLuUX7xYge+kixvybCuN2TNtHp29BXYeGiI/YM5XukY5/71XZwwvZEbfreJKdkkv9oyhLaGO5/eia88hnIhk2vTjJZLbBoI6RguUefFfOn4Jk6bVsf7ZlRzeLjAuZdfx4HBMWozgrWHh1kwrZFfbujhkhXTOJqzzGmp4tpTZnJgaIRiOaTsK7q6B/jiM4f59OO7+ON1q2gKIu56YT9nL5/K+3+54f9fQX31t99m/+FhNh3qZ97UFtZu2ceT/9jCtacs4LR5ExjpH+Y7X72Oe594iWIxxrea606ewcRpM/nblk72H+7m8hMW8PTtn2b/WIHNB/v53lWncOXVV/H0ur30DI1z2ycv4JXtR/jAmgUcN2cy9zz+Bq+9sZWff/5qXtnUyfyTrmbT9j184IoP0Ty5nd899gJzZs9k7sL5zJs1nZ/c/wTX/+AxTOhmPMqCkZBJSOoDKGJJVnSL2jpu55A1jESG7thSMDGj5QLP/W0fExY00VblkwQ6x8Zo9gWlCoSk1lNurmotWkh85VWKrSWQBl847F6VtATWUiUl0hqSikrXGiOtgcoWloosxkhIB5IAhVdJqvQcC5+gMrIIUKRlhQNg3M9KKokvKjQqC28UNSNW43vgSYUWypkGyhFxSVMsljDlEm+/sZVH7nyeSEuMcbHNBpeJNRJXrIqVGOSlKcHSpphL7rqMR57ZweyUYKaXBCDWoWOrqoAkincRkRoyJnDxKyhqfYGnoCbtUS0MCWFAacI4ZEIaApII5bjyVUFAVRCQCWTl93edaEZJmgzUKgiUYXKQJO171AItVhEZQ2wMCYvLurIxgfDACnaO5BiPsuS2PUO2fTnBjPdio3H8wKBqMpRHh5kycTL11QnqEj4JEVPfWE1NNsvklhYWzDsOGQacfsJqbH9IG7swmQnofZ2kxsaoS9fw7EMPMtA3xr7OQTryJbbkCvxxdzdVns9pU2poyySIdYw2hrqEZWoC6oVLvl2xZi4TpjZw4PVdpEUMJqasDbGJSScCxkO3whuNylQpSX3FRopU+OA0ZdZQiDQDuSIp3+ILlz6bEIZYu0DECbUJyuMxw9JBV0wgQUEYa1S2gf/sGKKMdJt9wGiDtpasJ6lKCMpGsKlzkN5Rzb3Pb+ULq6exrnOY+pTPrPoksxuSHBwNWTGxClEu8JFFrYzqAp3DZTZ2jRJGlmmTJvCFp3YzNSl4z6xGzjtmMj9/4wgLagPue/kIrdkqXu4u8rdDIxwZK3PdCe00VEves2g6X3+ln5UTq0kpxYzmLJmkYuGkLHMaMvxx1zgv7XWuyT9evZxfbRxk4+ERVk6sZlZ1hj89cC9T6rMECE6eVsuDr3Zyw1mLOTRu8Y1lTmM1P/rLZma31LtDBsm/Pd/LyVNquOeD88mImB2H8pw4sYr6L7/A+Sun/a8185/OUCcvPuXWv67fw5t/+Darrv0+pXLIgskNfOTEWXQPDrL6uPl84d7neeatvXz05Ol85qKVLFp2HN958Fl6+kb4w/duZktXL797+hX27u3isduuZ96SY5h/wS1852Pn8tEL3sPnf/IHrj5rCW/sPUKIzzUXnsHMaa2MjQ2xdcteHvnpFxkvFXny6X9wcH8H//bF6/HrGqg/7izGezvZ8PZerDWMDBfwfYVForTBSkukBVXSY0Q7UIkvHHF/3IC0hjCyzK1OMFYImZlNMuGM42mZX8Po7iES0jKqjUPdVbb2KU/SF8ZI4bomJ9h3gh1tDQklnSNKyEqH5XimGmcy0BaQ7vtCbbHGJYFqY/A8AUKjTQX1Z0ALiXknj6lSPJWVxMKdhBIHOclKSRnBcGTxtaYl7ZEUkpIto6Qb+mojiCJLebxEHBfR2qJNhDExJvYYt7DfuuWDJ2FhSnDK4kmc8+XLufUj99BS41izIYaUlCQSCk+BZzVKaldYI4OwGokl41mSJkbFFl/GyEgjEj7S+AhtySQsQwbahMQGCqRGExP4UNIVL5lVJJRPRpXBgo+b5Q3okKSFYZyDKtKaknL4vhAIjaBgDEFFrtamRmlvzdAwcRLjh7dTHDhKTbXHoYN9oDzqmpqoTyvwFO2tbTRPnsFo127mLTuO3v4RZtXlabjwywz+YxMLpo0jJq7m+Ts/SbI4zMHuYcIY+kfLbOwf4e3BiJ0jIdUJy8SaDG3VSYyRrOsawUewwIdGFFa6BWVdazPbugoEw0P4gSSRSOAjSSmHdBQV6Vyj7xaUozomqQTSajK+QmBIeh4Z3xIoRa7kVA9l63gTaeU5YX4QgI1orgkQJElJQ5SK2TZa4I7XB3kj78j+0jqymZT/xbCY2dpI0jMMlQx7Do9y7twm7l2/n/Zskv5SSFMqyc7eca5Z1EwgDYvamxgfLXBgKM91y+t5Zv8wZy+eygsbOjhjUj1GFJg/rZXnt3WytK2aeU2K2Y31fOXv+6hKeCR8yQnTa3hqaz8XLpnMJ36/mdqkzzkzazmmNYmJDdefdwzffmon/WHMpp4iH5yVJeELfruxm4MjIZ4U/NtJ03l0ezcfXDUZjcb30vxq/SE+evws+kbG2HNohI6eATq6h7nipFn8adMRtvfk+Orfuzm2rZqlExqYXC2565VOAq35+DMdfPP8Rbx3TgMT3vM/w1H+qWzqyjWz7JQprdz1x3V4QvCvZy+EuMysWVNYdvIpPP/yOg4cOkSDB2esWcXzm3fz3Udf48Ilk/j+l2/kk9/5OfMn19N9tJ9v3XI1qz/xI0ZG81x2/Cye2HiIJdObufD4hXT1D7J4Vjvz508lSNcyPpLjRz/7LTffeAU9R7r5zeN/54aPXsC02dM5cqSfWfNm8LnP3cbHL76IK77yI6Y2VZNMJdi8qxtrXEKk0e76MhQ7zlLRuiKUEi6OQ1pYlA5o8i0XN6cZKJVoyjZw1mc+BYf/zN6n9zKcd13FeBijPIGNHa0prFxDLe/Eb1hi42IxfE8xXtJI4YhVxrpZmFRQjtxW3uVAmcp23kmgYu3C90pIxuOY2EqK2smkDA7SElq3DAulwJPWFWWcoSCHITSSMaM5L+2xojUDUUi5ZCtZz6CV+1xaDUIgrcDaiMh49Jc0h32fTBQxtS5AIRHW0JMLUYGkvkKPTykf30QEySTKRETlkHQq5U5nY9BGg9YYpRiPNekKLLkUB1gVUpQWGzrbqK8CylrjK7c4DJ3gASs1+byPM0JIIh0RIUEpQh0R+66LGooteBBXbhGRgLGKGiM0LrkhspY6H+7+17PI+jW0LT2esQPrGR4cYaRoSE9sIYwhpWpQ0QDL3n8t4fBBTLqRYP77GH3yLlJNk0ituoCXv34NK1dMoZxL8uJ/PkBubBRtFH1asGkgx6uHh5lQlcKXkjEN82qSpNMBf+8cIa0jJvnQio/CukJpyiTnz2fXm7uZXe3g4Akl8IQiIVxApsTpl6s9SV3Cw9eGbNJHmIi07xFjaUv5RDqmJvBAWxJKk48kY+WI5honZcsXLNmkJVWTJoyLqESSsKDxZi9g9X1/Z0Q4toLCQXgCJfGl+9vWp3yGC0WqgySfXDWB32/tZdXkFjYf7iGTUezoLfPlU9ox5Zhxo2io9vjTjl6OnVjLo9uOcuOqNpoT1by0v5vBkua1I2Msn1BH93ieBQ1ZgsBQKEneGigzmC9x0dwmNh0dY0WDYuNQyKTmWoqj49xw2lSnIa5u5FvP7CKvfXb05TmxLU1VNkU5XyCZkKxqq6Z3PGRixmfK5Dr29OaZ3drA1v2dXHbiXPYN5hm21AxuAAAgAElEQVQtambXBzz2VgebhkvsOBqSL2uuXl7H4gnN/HVLD58/aya3/mk79Q01fP8fndz94QW0ZzM0+JKVP1n3f5dNff+LH+e7f3iV1myS+pRk5uRajpk/gwVLl/H9ex/hW/c/y8KGDKevXM6n/+NP/PTJ9Zw4p5Uvf+xcduzfzQtbOoh1ie/dcg1/W/s6O48M874lkyhrzQdWzuCsZe2MlcqUQxdINlaI+cuTz/PpW+/ku1+4mtt/9Sg/uP9Jjl0wnbnLjqUYG6LCCNHwEdbuPMJHvvZjrjl7KaevmkcuX6Yqk8FTHp70MWhi5WQ0SjrYiFtOuWKaVYohHRJFmtGKC6k9Ca/8/mGq5i1AeaGDmLwzvNPv/FUsUlLRO7rU0pRULi9KO6K/wLz7vQIcBtC6uJB30IA1nnCjAkQlr8u9HEbH+NIVM2XBq+TaU4k5SSgXP2KMeDci4x1qQCAsaSFYX47ZPzCGHwT4KZ9URmKlATys1SArmffGYJXvNuieR3WkqfYlygbY2DBciKHyuxRx+ViFqIRBUS6VsK6xxIyHiNANUaV9B2JS+QgctyBIaIJEQDlUECjSKgACgkARWYi0JgohCiEwAYF6h2EQ4StwRv8ygZJutq3dLHU4quC4PShjKGAJrSDw3OO+FKAgk8lSKBQZPbodEARSMGlivYufAQKdY878OTDjJITXiC9TzpE15XiGu3ZSHgIxPooqGNY9/Ti58QJBVQ0j2rJ/IMdQMWZBXZaWTJLalI+SkkQyoq8UQ2xp83xqlKpYYy3CF/jpFH37BklpTUKJyk0HqKSexkZjrCuoAk050iQ9QSEOqUl6bnEVh4yWQifZK8dEQoPvjCXZtE9sXOBj0rP4PowXi/gqQbFsGAtjvv7nlxnXUIhd3pWoELY84Q4kbVwgYsIPCJRl2zCcs2ASj27v4OqV09k3GDGpNsV9bxxm0dyJ7D46TCEucckxE3h2Xz+3nzufvpEiP3x1NwuaU+wYyPOe6dVcf/JU+vOWuoTHc/tG2dg3xuB4nlUT0rywv5dVTQlOWziBJW1VXLmgijsuX8qtT+2jrraexzcd4dhJ1aw/kqO9OuCrZy5gX1+eL587l2IMSyfXEogymSrFK3sGwZR4fGMHMyY0MFzI8avXu5g3qZFX9/Rx4/nLWFpbzZLmJHFsuPnDp9Agy0zNKk69+y3eHijx0NtHmdWY4bKlU/jan7eypPF/j0D5p1f+5kUn3zqzPoVnNe9fNpXTTlzOY69spW9oABXHnD6vjnPf+x4+9O3fMrWxmn85fzUfPmcV6/cO8fmfPMbTP7iBcjnkO7/8C3c9tYHffP5SXt60D5VMMn/WJA71jpIbLfDeExYzpb2dm2/7BZeefixTJzfTP1Kip2+Ib3zmwxyz4ljWvfIaC5evpq6xkW/++72Mjxb57OVnc9djL7N1Xw/nHz+fzbs7SVWl0OXIdW5GgQelyJL1BGPGyae0cI6j/gha05L+QsRxtRmG83lqyiX8xmlMXN5AYW8v0hqUcN2gUq5ESgcvdTlR0mVZKeXoU9JarHSDfR/pANPSQ1e2pkJUoqWNdPxT6cwAQglHARBOMWCEwOKjhONUvmPg9ytE/3Qlqpr/Bk2xVhDilnFbyoJiOaTaGBqrU0jpZmtGVDxFle43DgXlWDJiDSULGWEYK8X0lGMGIkFdtaQmnaTKEwzGMaFMoJQl0BJfQdFogqTFWE3ZGmKh0NpRp3wbY0MfpCaKfGITomxMCYPUsYs10D7aupRNpSxKWUqhK7ACRaQUZQuB9DDWqSVMxf46hnYqDk+RM5pQuiJLJYZGV763YOHiE+cSVVczuu0IpZEh/IQlUZ0hjDSmnKOxPkt1cxte+2qirgNYAyKqprzxHuqnzKH7Hy/R37OZtsYkr23az2DJ0jlcYGN/iacPDzOztpbajCaZzKBSHspCZ67E7t48M9OSKVq4JSIxGeUR50skli9maNcBWpKSbFIAEdZ6pJQgoSQRhrrAJ6MECanwhSGlJKXIxT4XY03a95hY5aGkUzc011RTLAPWMRWM9hgqFGmsCoiFdHIsz+C31FA/byVffHYrBc+jJhkQxZqEUqR8RTLhoy0VfKSlpSoFCNp9xZ93dnPbqbP5xVud3H7+Yt481MMtKyfyxv4+6pMxK6Y1kc/lGcxHbDs8QktthjNnZvnKi4eZXptiXXeR32zo4dolzewaKDBUtIxFlotnZ7hw6QwW1lr6QkNHf4GhsQJdZcW9azv4yjnzuO4PO5hZV8WDW4f5ypp2JqUt1/9lD2FseGzLUb5+9hwaPUhlLPduGOSzK9p4uSPH0pmtNKRS/GBtJzccN5lnth7gqnOX8oPH3ubEGdUcP3MSZ7cHFHLd/HFLP19/tZ+26oC8FcRInv/U8bzRlePjS+q5f+cgJ1z66f/7lX9aXcpes3IiOlXDwrlzuOpHf2BRWxVT61Msmj2FlqZq7nlqM8dMyvKDf72CdF0jF33y++iozOM/+TxXf+EOXtzVywVLJpCprubOZ7ez99e3cNMPfkshtkxvyfLJy8/m/kf/RmuVzwWnraLkpxgbH2dCXZbQxBQin827D/CxWz5Hz57NfPzm2+gbynPHF67mM7fdx48/92Fir5pn//Yck2sS/OaF3UShQaOJQ0vsgwmhJ7b4ws3ZsE43GQhLf2w5tSbBpITg8glZCmGBTCrL4puuIb/pcfpe62c0H1OONVEFY6atxZNOIymEoBxFFV4qRFbjW4Wp5JdY6zz6nnT6UWMNVOJRtNFEQqFj93WEs7iWYsGYFtgK+DkSMK4rSyl8CsalmOKcgZSsdaMILFK5WGlrwQhLHYr5gaBJWY6b30auf5TxXB4dWRAJjNAUI8lRE9EZKxSGlIC8r6mVksUZ+Oj37uDjH/00zWl3pUl7ksnpLKdedRFbHvw1xXEIMJW4FoVKKCLtRhRpowhtiA0UBRyOMFdUBEo7OIwCayPCMEMmpRkvakKtnDUTKKDJS0nGvBtRQMHCeOWMKVcuEENo95jAAXK0JW/dlV8AH26Ay26+mJ6uI8xfeQZ6uJOWmXPoHxmkFJcgZ2iZWEfj/DPpe+sFgmzASEcfcZQnVdXIi+vWk9JjFEXMW1uP0NuvGSmXKEjDxLSkJNLUJz2GIkFfvsye/lHmJDSrpkxm4MhRd7gDqYxkfFzwi19+mdUXfom5aZ9swpAIJBOzjsdb5bnXoWwNvhQ0eYqUkkgMtb6LC/GlJesr0p6kxpMgwfdj+mJJvfCoVpDwBOXQzXtS6QA/kJBQ5IshW0cDfrirhzdHQ7JJn1xkqE/5LmxQSIpRTBw70lRLJqAxpWgJAvaP5LnxhOl884U9PHTFYr71p7e5aXU7OaPpGC5x4oLJ9Pb389K+YWSyhk2H+jlzSoKHD5U4Y0ojnSN51naOkRSWVOATCMv0xjQfmtPAj944xLkz6pk/IUl3SRCO5/n9zhGuWdDEwtmT+MYzO7l42QQ+/dQ+ljUn+MSx7Xzxb3t438wGFrRW0VYf0D9W4LzVc7jq/jf52UVz+OrjO/nC+2eyfn+RF7Yf5acXzueLT+3glnNmcdEvtnDnOdN4pWOM9rRhSlMVr+wd5c4N/cysz7CpP8+0xgzP3nA6b/b2MFtCLplgR8cIVz389v945f+nBfW9M+vsZees5BN3P0smUFxx/EwaMj5ekKIkJHs6+zh7yXQuveJCfvGrR7n9ide5ZOUM/uUTl3H+Z37ISL7IK7/8N77/i0eZMXEKHaNjHDh4mLSn+Mj7VrGze5AH/vw6HztzMSsWz6VYjinHETMmN7HvcI4D3Ye5+lM3oMeGuey6L9EzOIaOXeTHgom1XPSelfT2DTN3aiM79+5jNC9Yu2k/Xf3jaG2c191EjBUFGkOfdospKSA0DtbRojx6opjzajzm1QS8f3IT+/p6qfKqOOuer9H7u58ysGWIYklTLEEpjiha6666FS5UZDVxbLBCoKRbGGj7jji7It4PY2IpUVKiiTHawxBTNGCMC+gLDZSNQwWWQ0lZWkLhliy5SINQSOvmhEZAjLsmhibGAiUpsRhiA6WKscEYSSzBs5ZaZVnkK2qFG1lILdHSMCxixkzAaMmxCJQQyHTMGRNStLY1EbSvZvvfnmBHMSRpDXUJUAXFFx55iD9fcyljRpFGQyQIlAN75KzG8xRRrIm0oiQtjYk0/eUCFsgVoLkWCiGUY41FEYYQBBqrk4yUInwpyaPJS8gYN0oYtY6RGihJGEEkATyGldMGDlq3TAEXDDgeuet0lS948ne30blnJ/nhPmprEhxzxTew+aPseeUJ9r21AyXL1DVNIJtNoLwG+roP0Ds4ztEjR+kdLVGTTtAzlmffQJ582ZJMJKkyMROyKQaNZefRUQphDDpivu8xt9lnbKRMXDYYpZBC0StK/Po/vsEl19xFIjfElGqJ8gyelAhlSRqQykNYja8ETQkfgSWtBI2BhwYKcUh7toq4VCabENT4gti3TJk2gc4dR0klAzwLw8UyZRExMZWmQERrfYZCHNMv0lz7UgdHSjHZxlqGRgtuyakEEYJAWAKpKMcxCMGUtM/xM+t56cAYH1rcwLbuHJOrEuztHqCt0aeUD5jdmuTsxZMp5I7y4uEcGT/JQ5sGuXl1I7/dPs7FSybxref2EijJmVOzdBc1E7OSDd15FjelKWjLNce2EcYxv954lC+eOo3vPH+ABXVJRuKQlErx1mDIcweGOLU9ywmTqsmFMQNFTcLG3HxmO7v6LO3NDXT0DdBYI/nMY3t45pPLuPu5Dp7ZcZRPLJ/I/uFxPvXeudz29C4umlPDfVvGuGH5BF7e28Nvd4+yubfEktYMr3ePc/6SNn52yfE8+Npm5mY9/tE1RNdgmb0jmjcP5/7HgvpPr/ztxT23XvnjP6GEYMnELNOa61CZKp54az9hocgdN19GfWsLJ1z773T3DfOTz1zA/u5B3t55iA+dNIcdB3v55ZPreGNfHyesWMBXf/lXlk5p4ORl87j3idd54+39PPqtj5IP4eFnXydTleKcM0/lX29/gLbmWi6/7gbuvuO7XP+lnzMwPM43rn0/T7yymT/e/ml6B8YohWXed+oSymUoh44O9cIbe0gkAqS2RFGEUgpiQb91QA2s65w86batXVpjgBrPoLRlx1COeTVVZGTMpr9v5rgvforirjfJjZRR4IpaZeOe9ARxBcIC4KOcKN9alFIuphlDGAukUAQJRRQ53aUULt3SE47ULwQI665XCIUQAqPcE9YWpzTAUrISUZmrecqlCgjhrLYK9y9GkqyMIiS8G/lcRLA/suyOLD2xZa81HDCWrghKkaEo3cjCswGRtXzqa3dw2k8eIBHtZe1TzyHKAj8WFI1gfmOKY05dwd8f/Cs6CaNhgFGKUBgkllCDDXziUJEKLElr0BpKWiCkJfAhnRCUIxewaIwLgYtCHyNjED4FW5GPWScdi60moxUJXxABnoJhI0gIgxEevidIKktWSorWokRlAiwswlrMkQ5mzc4wf8UptB6zmtKRnQQtC8kkQtqyaVLpBDs272F0oJ/c+CAl7TM4OMrASNnNzS2U8QgR1KVTpBMC5Qn6C0V2HB2lRhrmC5ieFLR4irhsSQUWP5lkIFL0xSW+9NkP8uV//wNH+/qYmlRUJ50bqRiW8ZSHLz1Ca6kJFJ6SWGtpTvoIaxmLnPnDWkkYxfhKkpJuNl+XTTM2UKYm6WN0GSGgMSFpbqpBpT0S0iCTAV1jms++3sW+okb7PrliiLQCzxcYIUkFCmMMCEk68GhLCi5bMZVX9vfy3YuX8eibh7lx1SS2HTzKyvZqzlzQTLUnuOCUWXR3HGHbaMixU5v4yUud3H7ZYp7bOcSKiY38en0nZ06v4pTZjWzozdM3HjGpPsmKKS38dmsv02slxx87l/N/uYH7r1jCeb/YxEdXtFOfDTChoTad5PmjIf+2spmusRK1KZ9jmlLUptNccfw0xvMRe8ZidDHPiatn8aVHtvAfFx/D3c/sJWFilkyp5uX9I1y1cjKff3w79SmfAznL1cum854HNrJzuExXLqJsoGs85NoTZnPXh5axa2CIalukL1/iypNms3b/CKdMb2XNZTf+36/8NUnfhrHmhhOnEQvFk28fYbwUc8mKGfzktpv44c/+k4f/vp3rz11JQ63P7sND/H7tVl744af4yHcfYmZzFR953wl86/6/8vKOI+RDzYKJteg45vbrz+OYOVNYv+sgT7y0mYvPPJa2CS3c+9CzfPamS2moqafrSBf33fcI6epqNu89SN9oxM+/fAWf+e793HrtBaw+/Xi2vL2ZKs/DaMNnv/cgy2e18dbuPkrliMALGB8vE/llVCzZljcooNaTFLQhb/5rKzfNEyzIJMhaw6Q0nNVa7QrihFmc8dULGXrpGXr+spWBgqYcxnhCMB5qAuF0kKGwzu5aYQmU4oqH31Y8/RaEtlghMRgiY5DSR1tNKTKEFfuqFR65KMQawVjsCmkhjgitomgsGlEBTFuE8YkwlKwgNBGuMROUrHFFylrKxoXxaeOeR2Q1kRWV7HeJthqD+zojXaSv6++gXghmpOooRGPkI0fGEkBaGdIKto7HrKlNuy28BWl86tMRaU8Qxj6j5SIJkQIV0hdpmioSykCpyhrNKQBw55xbzuHmp+NFn8gYR6PB6YjR7tofYhG+ohBGREBgJMMehEJTtpKkMOQqPvjIjbPpLUHJal597G7mnHICpmohoy//jOq6GlQmxejubeSGcxSG+ukZHGFwcJDcWMBAPk8hN0o66TOuoRxB39Ao/cPDFAhImzKpSFJjNVVKklIeUoZYKfj65RNJfOMVPjZjFqNHR7n2+g/wyBObeO5AB8d5HpOzztghJHxk1QKe2rCHotbUKo8yGosl63nUeZLqwCeMy/hS4SlLc+CiwScGgmkrpzKy9SjjoogwPp4xlKKQxkwCMgmS1gPPEAqfX+4a5p59w4xJVSncAbHRlKzFlwopoSmTICElCxqTTqccG0IMCp8LFzSzYU83S9syTGvNkMuNsnrRZPb1F8gNjZHzfZ7dMcTVq9v4xYv7ufH0+dz0+E4k8LEVrewZidnVX2bZxCrWdY4xWLSc2KpYc0w7L+/qp2OkgBSCD0ypYl3PMDVVGQ6OFOgtK+ZkErzRM8Q3TptK79goKSReNsCT1cyYUMVD67s5Z2k7HduOsHBWNSffu5lT2gJOntXIgxv7OGZymihvufnEJr70wmHuvnoNn//tRt7sydM5HrF8SgOvHxrgY2tm8dGFtewbKdGctsyaWM3ftw8zrA0PrjvCrRcs4QM/+8f/fctfiDTzWzIoL8HHLz4NY+CcJRO59Jxj6ew6ysMvbmVSXcCVHzyFbFUVHV09XHLSYi7/zm/o7B/lfScv44pv/5ath3pZ1l7nnC6pBJecvJhMyuOOR17g1bcP8MVr38cJx69h44Yd3HHHrcw8+Rw2bNvFoR07eGbzAebMaqe9pY6vXHUG/YMjXHDCPE48czVPPr2W3qNDoODxvzzDdecfz+SmNEhDMpDEYYSUMWntOyo50JYQFGK36BHwblTzYW15e6xMQVmGY4FNp4jDCK/vAGGxlfqTz0BmIelJEp6PEj5KQkI6d4tX2f4r6TrClIS0chR/JZ0H3ZOKwHMef68CsMZa0spxPY0RFMPQFTQr8AUuBlq5ZABfuv+TwnWoUsagNL5wmsvADWZJIfCNJbCKoPKye9Jh8Dzh8utdfapsk60lJSQpHFkq0lQCByUDpRyD5RAw5KwmtJayloyFkiVVCZARIMl6AUllQAeMFpzlNOEZUEUSCrJWkU0kKIeKstaEoSKMnaAfHRDFEGr9LsxGEDklRWWLj/4v91QCQRA5JsF//6jXihoE5Rje4VmFxjJU0kTC0KgUv/rkjYx2DGIFRCZF7671iOpmqutqqG/LkmlI0TpjLkEiQffRA+TyEbmSoT9n6Bsa4WBnP6YQUS0CWpWh1kC9jaiRHikhCbwY6bn3iX/rZrpe3MJAIeYPf7qNwapJPL6vg2YhqVExClMhllle3H2AZNInkJKy1S7ptWJp9qSoXL8hITVJIShFmtogoCBCzCh4viAlfSLjfnaVDMhMbkFGMBqOE2LY1jvKM0dG0Z7ECGdv1dbxBRLKsXw9ITBhSEZZrIH9wzEfO20BbdkqOoZzPLi+g4+eNJ2pNYIHNnSxevk0jo7lyZUUy1bMppATXLtmPl29mq9fsop8bGhKJDhteobXu0ps6c6xvC3D6XNb2T8SkiuWWXekyL1r97CirYotR4YYHytSVDlOnVHHlIxgWPikheXZjl72DpX4xgsH2T4oGRUpXusosKV7iL9tPMyFC1Lc+Js3wCvx0FtdTK5S/ODixTy8fYTPnTSNBTVZZjf4TJo5gesX1XPbY2/RNV5iuKxRUvD6wQGOndHIzSsnEtmYINScNq+FdE09eZniG0/vJynhw79Y97/WzH/aod512XK7bMl8Xt3Ty2MvbODXn/sAmbZJbN51mMu+/gBXnzKfL1x7Ft+652le3tHJPTddSE4Ibr7zcR780pV89b4/smJ2KzOa0tz+9DZ2do/Qkgl4+N+voz6hufn2R/nK9ReSUoYrv/kQu3f8g6//y4088Jf1NKRT3P25D/HXddu56OxT2bh5M2vf3MlFZx3HqhXH8pVv38n1l19ESTqZ0dE9u+jsH2d0rMT63Z0MjZawoauahVLZLacQ9IzE5Crby7Kx1ChJTpt344mxgnOrJbWB4qNzGxgYKmATWdpPP4W550xl6zd+SjhusZEgF4Vo40LkLBZjBUULvvkv7n4hipyN0UIYg+e5XPUYD20sVgiiWGO0JfTcuKCgDUa7/PEYt+3NRYYI5ZZqAqetNS4VNTJUwBmiQqLSrouTgrxxUhwpQFtD3jhVQURFImMNUgoSVLpTAdLd+KhHuQPCgMQwYpzBq8m42Ou0sqSEQhEhkNQFHgpFTJFyCC3VAaNFZzcdLTs/P0A5lrjhRAQqotpLUo7DymNuVpoPQwIFofb/n/dkpBSj1nnVhYFea6hC0iM0SQmhkAxWTBZhbBmOnZU3MqLSZUnm+YZHn3qS5jPeR/+fb6GmsRGrE6iqKkQYsvXNNxkd1uzYtJvOzl6i0FLjaYZLRXwCYhMyta6KTF0DHdsOYW2EVYrAk1TV+Cw+bgEvv7WXXH0bW1/YwgsHH+cTZ93EX/Z0UiVhoSdor3LGiKTyEcriVZZr1ZWM+rSECMFYFNEaBFT7TuxfpyR5HVPtC+p8jzmLJ9K7p5dibEgp0LGmKZvBr09RyoUkWgS6ENJ5tMzde/I8M1Bi2AhSvnr3veMpJ+fzhKA+IUkIwxXHTWHZyWu486HnUYRcsXwyL+3tY+XkOgqjQxRK8P5TJjA2EpLTikUz27j7yc2kgyTrDgxzxrwmHt3cTV3g0ZnLM725irePlvng/Fo6RkIKIsHAWIkVjR6P7x/hrtMmEicUVZkE2YYmHn5lKw9uHqGtvopPrGrl3n8cYm5rHSoqsqI1zdFYccmSJnYNFAhlhkXNCW76w9t887w5XP/wdoZDw5SsjzEwuy5FS0Zw/OQsW4cNd7/ewc2rWnlu3wj7RmJKRtA1HtJYFXD3Bcs4bnKS37/VyQVLGxkK4c4Xu3j14BBXrGjlp2s7GSjEWGv/xw71n85Q51QVb13y8R/TlJR8/L1L2TMqeOL5N9i19xBP/+AG3vOe47n19t9Rm/RIpgI2HeylNRNzxdknc9W//4YFk+sYCQ2//vsOjpnSSCnWXLB6Lg/85TXGcnk+9ZFzKJZDfvSrp3jlxd9z1WXX8uJbByiVyjx/31foHBzl/aet5OW1rzKxuY5Lzz+dadOns3f3LlYvXcgfX3qbONZ4pRylMCadkhwZHHSLq0gilUOeOfeUphS5OVyIk7A0SMmoMWSloE5KClhKFmJtaVDQUbIsqvcJ8zlEzxFs9XxmXbGasbc2IbShrA3SKjzpIaWbhQbumCLUbhzgtvsarI+UlrTy3i2AvpRgXJdicTIs4L872V1oHxajhMP1GYnzIrkwQh+Jp0AYiVSuKEZG4ytHyEpJia+cBSbWbtaqjSNVWQyBdNwBIaC6Qr8KrOuyi9LiGRgUhki4hYWxBinc4slYQVI6V01SBhRjQ6gNwxqSeOTDiNhI+t/lEyin0xUeCS92hT+uKCaMj1fpsASabEoSkyCnNYGQFDEIPIQF40FJa0pWkMCSryzvCkoxYtz8dlgbYispaEu58t53Jk7Bkdgy+vLTTBCdzDj5UkoD3VQtXYMe7WXdM8/S3TFAbjRP5959ZGNJnYnxjaUmdGGFGWMo5WMKw8NYY5CeJONLIs+nc0yzduc+Do5bZpSG+JeHH+aL51zJ5iN9BEIyU1qmZ32SviKlFNoaapI+xXJExhNuISgFkbYoT+JZ16FnPOXSCeKIKl+iBCxbNZPdbx/GGuvgOcKBtv0qwXguoqrOkisYbEnySEeJx7sLlH1FbJ3LDincsaZB2JjGhIOkN9ZU85dd/Rw6eJiEgkTgsfVwLxcuaac4nmdTzzA3fmApg4NF3trTzWlnzuW8b7/MjWct5Icv7iedSLOje5gVU+tQwgUV7h0qcenCRh7bOei4uVKxvCHJcBTyu0+fzlBunJnt9aw7lOOy+zcwWDB85apzeX3zXnYdHeOCBe3sPnKUE9uryXkBNQE8uW2I5/YOc9q8Nm74z408dPlilt75Ji0pn1MnpDk8Hv9/nL13uF1Vufb9G2PMOVffPXvvJDvJTq+kkIReQgep0puKBfSAR0UEG2rgWM4RFQU5CiIeVKRIB0OTQAKhB9J720l2dm9rrz7nGOP7Yyw87/e973uuy++vtdu12l7zGWM8z33/bs6aWsuugTzfPbGFMx/Zxcu7BrlwThN3v9/LYMlwMBfRX4yoS/q8/LklfLT3IDv781x3znweexoWC6YAACAASURBVK+b57cNMDRa4bdnTeKRLUO8+7PTue3BVxB+zT/fQ62L+3Z6aw2v/XE5137rTt7c0s0tZ89j1rRJfObO5wgU3PWFM7jpwZVMbc6QTsR5d1cXc9sa+dGXL+Mnf3qWVesPUKpEPHrzJ7nuty9x9MxWfvPdq/lwayeVSpH+zn4+c+t3mL/kHHr7s7xyzy3kRJk1b2/lhEXT+MMjL/PFK0+hYjzuffhFPnvOscxesIj3P/yQymiBYemR8eCkI9p474MDDI4Msm3dLjb2FymNaqJioRpVUSQUAQfzmjFxB7/YO1JhUirARBHbKy44TgB10jJVCSbHY0yoVZzUGCAiQTwWo+2GmxgzXbPjx78g1xchIkW+XCGMnIa0HEVVOZPFGAe5/pgmpbUrj74XkC9HSOl2twK34ytqg0VQMgKrtdvFEpLTmnLkmK4lqyhosLgYFqEs0ipKxmBRhNKiEFR0VE3vtIQIIumSLRWKgdApIIywDFvjmKLV3qkyMFrtlcak663WoJAGDtqImBTEraDNVwxaFwtTqwQJPrbDQogkIQxxDBhFWVqy1fW8YgxtVT96rBqXnbOuj5oWqrqMSHI2RISawZhkNIyo8SUNyqenookZGPSgYjX9AsYoSWdoEFJQ0W5gJaq7r1J1qBdWP+dpKdHGUBDQrgTP/vJ6mubMoVgOCWKCxvHj+PCv97Dm/R7CrEH05ogKBYgpPF0hUxOnXMzTOrONoaEs/YeKZMM8I349XSNZsqHPuMFR/lzayr8efSlr1m/CR4EPfhixpNYnHlgC6ZGQOGedjtAaagLBmGQcaSwVbSgaQ2vgUTCGjHJmlfZUHKgwc3wDB/oKBJHGJyKR9EAY0okMHaOjzFowhVzHAd4/VKSrYvn1rlH6LZSRNNbVMDA84gwvwsMYjbCWsQmPIQNRZGmIS2pjQRXQHpIMJLcum8azW7q59OiJJHyfVTv7ufvtHgZzBepiinjMLYCz6nxuOmISa/b301uq0Fe0zG+S/HXrIE2pJEeOTXDlook8sLaDH1y+lF8/t4nLD2/h1pd2Y4Vi1e4BZk8ey8a9vYxJeBzdliDueyQEvLR3mH89YSzT6gO+9NQBbjhmEt9YsZ2XP3cEpz/wHpMbknzn2HH8/O0DfHbuGGY3+8xosDy4qcAF7c0cjLJ84qEOGuKKuC/ZN1Lh+JmtfGfZNKbVhuwarnDElGa+9cRWXtnVS10y4DNza/j12n5+ce4sTj56Ives2MItT+/852VTx05vtn//04/4yvfv4p2NB3j3wW9z/9Ormdfeyo13Pcl/3vhJbvrtCo6ZMZadh/rpHCgwb0oTt33t89xw+z109o3y8l1f5+mV77D9QC93PvM+Ay/dwc/uf4pcvsBR86dyxddvYfrck8kVyjx711eoS9bx3Otvsn1HJ+VymYvPOIpd+w6g8Jk/Zyq7ugY4as5EypFmw7b9XHXdpyFI8cPv/4jxNXDOqUsoZEe5455nqISa7oESlaITgGuvQm5U0x25HUC95xETGiElOW2JCUHcelhZYV/FcmwmxnQVMrUuxZHNSXQpJBWPMfHL36RpZoXdP7qTsE+TLRUplwRSehjrmKzCSkpRBc9TRJFGA1Gk8aWkbNxO0LMeBRs5Eb+16EhQ1BFaQkU7yj5V90ouxLUCcImrFZfoh7aOFSCk28mGVlcHX+65eNZScS1NtDDkQ0XJaIwVaJyxIGYd3rBsrcPpWUlRGIqRZaIX0GdDaqxg2DoOaUY79UBewBghkUBFwAwEncJSMZCQkknSFbQ+DWVhiQvldusGyh7UVWN54tIQCElOQJMVDFhNTEinZa22SQerLNmywPFgEVUtqkMAjobu60HtAhr/v5/2yv/hc54UghFrGd7wHNmNrzOaG2H7zgMIv4XJs5LseHcbe7Z1UigX0YUKSTQtk8aCKVE3awl9+/YyNNqDCWqIBjs47IgFzD/nX3jwv95i/+uP8+7BLgIhSKIYL6A1AbVJZwyR1dFfzLeE2lH1y1ozNp2kUtIYaQmNIa4UGaCoNY1xReDDxBqP7mxE3BoSUtEQ99FYUukY8YYk2d4BYok4e0cifrcry5Zsmd2RgwPFPA8r3CJTiHT1eVhaUwF9hQppz0Whp2OKDBrfE7SlA06d0UTHcJFLjmvnnY2ddJcMK7YP0TYmxefPnMnND37I4iljyFjDgtYks8fEuemF3Vhr+dFpM/nx6l2016f58lETeL+jn7jvoVKSzkHNRdNr+d3aLp7ZNoivNHPbmtnRNcj+kZCXPj2Xd/eNMLs1hkLzxef2ct7sZl7dM0J3rsKUWp/esmX/cIk5zWkmJCWtccXXjp/EAx8c5HPHjGXnYJmMCbh9VQf7Ror0lzSRtfQVNUdMbuC82WM4eXo996zq4GtH1wMBP3mzm3FJxfQxCe5Y3cGXlrZxw8nTuPOVHSw7rJGT7lr7zx/5j6odXH7FN39NVCmy4p5vctqXf8HKD3agrAO4PrZ6K4/e+mnueGQlU8eO4ejDJlMsR+zb30Uhl6OpNsPDL7/DR7u6WNDeylO/+Q43/fA+lsycyC23fJ1312/i5Eu+zrJFM7js5IWMax3Dnfc9RnY0RywW447vfZZCIUelUGTxYZPpGholXhngYHeBIGG54NPX8PdnH+bhB/7EjdddxtFnXUBZw7tr3mLWhBbWbu8kqsKSlQSrJbocUReL0Rz3/zE0iqkYY9KGmPGJKc3usqEE9EaaRl9BZNmTLTGjKU2xUCT30YeotiMZd9JUvPqQ0t5eJB7WfCyJEvjKc6R9ITDaIK1zEykBUkgibUA5RYAvFcI6NGA5ihDSIxASiTuqK+kh0Ajj+qIOAeMAAQY3wLBaI6zACIEnQBqLVz1S+tY9vlTuuWWUR9lo0koQIKvqApewGggnK/tYxlWwhpiQrqdnndNMSEFcSDwpKFq3MxTAkDNgVXOkLF1aU0AwKB24uoDbGRakoAL0CUNBCLqFpUd/HBMNOQTDuGI6KmBYOn2s77nHHNAQCkEFQc64/y9IssZUsQW2Wmr/92IaCIGu3pasJSEEv7v3EfzsZE65/HZmtFfo3PYWa9/ezUBfH1+57RY6gwR9vX20L5rH1d//Jal4mb+9+A4Htm3Br2S54aZr2JFvZNc7B7n7p//JWxvep6eQAyCDYKywTK+Jk467Z+cr12FPBs5RVaMkupqKFRpJQ1xQF/MoGEuqCtmu8RQpT9CWibFvqEidrxibjJEDGmOCREoSq0lQHi6RSnoMacHz+3M8312g20CpmrxQNBopXe89FffJlUPGpAO6C2Um1WcwRpOJe7TEApQwzGtI4PmC8xeOJRl4dA+NcuSiBfx4xRYGiiVOX9TKSccvZrhnhPPbM9TFfZav3EmpFDExHXD7GTP589q9jJYN1ywZQ5jJ8OHObiIruXPVXq5bMpbrntzM/LG1bB3MM7G+nrCYpyUVcOn0ep7fNUjOT3H733fy/sECvYWQvlxEEAgWtdZwfHs9tXHBmJo0l86u5/QpNWzqK7KmI8v1xzazetswk2rSHPmH9RwzLo0RlgO5kIGSZnF7A189ejxnzG3ghkc3cedFSxkoKIw17BkqctOJ7Vz7xBZOn1rLBYdP4pz73uH3lx3Ot57axBX/lxjp/3HK//Wf/5mx6TjnH72QW+9+mL6RAvd89VLOXbaUaRPb0GGZXz36ClpIvvapU+gaGOXgwCgPvPAO+4ZKfLS3h5F8kanNNSyaPZmaY6/DRpYrr72WRx/7Czf/6kk8JZjQUk8QJPjDQyvIV0L6s2V+dvvNdPSWuP03z3DxeeewdusByrkSp51xMvMXt3PcslPZ8M5KKPscsfgwao+6kB/+8D945YWXOfWkExnKjRITIIUmHnh4UiKJCGoEqXhEEBjStQlSPsSVRRhD3lh2ljWeFLQrhbKwrxQRIqiEETuyRYJAEZVy7H3sT9A4i4bTLiTVXkPCA6XiTosqIDIRgOuxKdczdTXQc31KBXGkA2XYCGUtGkM8FhAoibEGT0mUNSgbogQEnsDXoDxJ4Es8NIH0QGo8pfCVwHedRqdv1U5dYGx1wq8hQBPienKBlKSk/UfhSeLiXZBOURB8bFmWVVaAlKStZNC6kjVgDWXlZFkAMQNlAfGPTU1KErOCGgu1HqDcThVhKFlNyfz3Y5eqItoRq0EaysKQxd2WpKBkoVTtWwdSkPak61db12j4+EivhKVe/b8/1oEQ/9v3FWsJhMQDRq3lP/7+FxqPnsT2A7WcetvDLJ4xjqkNiqh2FjI+gaGhLNveXccfbjiX6UeewuKZDXzy2k+y9Mov8PNfvEDXe5tZ8+FmBhFkqlE1jdbDQ9HiS3zlFsEqXpf6ZECxYoghqFgch9RatHaJvdlyhaaYT0x5lMMQJS1KGAbzJZoDn3pfkQ01cdziEmupZ9/AKDKmKSM4OFRkVX+REQRZ7azJERBXHpFxrRpwOVG5igP7jJYKLtNLCLLlEo0Jj6+ffwSB0dy9ahd/fnc7r3eMcPldL5AUZaY3pVk0fxoqluao5oBdA6N8dHCYpkSMCJ+vnDCVnOcxpqmZ1poMIlbDuvX7aUjEONA/zE1Ht/LY+oMcN6WBjpESbbUpvri0jUlJRVvSw8/4LBlXx+/X7ODw9vEsP/UwUkHAxYc141vLaC7PlkNDnDyviYvnNPLO3kG29I3QlSvTHIMxk8YR6gqXP7GV+rji2d2D9OQNI2VnmsgEHpMb6/jD6oN8dVk72dEhDo5k6SpZNh4Y5EuPb+C4tgx3XTSLv7y3j7Mm17LozlXcvmzi/7Vm/o9H/pktGbvl2Z9x07/dx0fbD/HNL5zBZ3/0KI2ZOJ8/cxFPr9nC3AmN3P3jm5h13o0cM2Mcb2zaz+xJY9m8rwvf93n91zdStIKv/vj3vLh+P3r78zQvvohiqcLx89qxtsInjlpMT38/XX0DfOPTpzJx6kw+982fE7eWq887jrc3bOe0JXPo6h2gLNKcf/4yHn3qBS46Zxm1k+cQhhG//fefcsIxRzKxfSyvvrqGVAC+iVj5xnq27h2mnKuAD8Iq8qJAGEp8IxmthvFJPLJaUzaCKRlFtmQZidxwp94PmagU4z2f2S0J5tf4FEoamiYy69IraD4iRee9d5PfOEA2p7HaHfu1sW5gID1KYYi0EKFdrLJwqL/QgLSORyoVFCKwwkNYS6QlJRtSMs6CinWDlUJZoJWlXNFUpBsOYV14X8UarFVIZdFaYD/OJaKa3oqmojywkmwYIYVAG+vgJ3zcBxX0W0fBl8ISr2ZjSePAGaF0Q73Q2H/0TQWQsG5XKXFH/rIxlI2hoiRxCwesptVT7I00QXVnJrCUhXM11Qq3Nc5ZB0UW1sVBV3CgjoywJKq74awUCGMJBWSEpKvaA89bx4cFS0ooskaTkIKcdrjFyDrYTGSpFlVBXAgCIcgaQ8azFDUMG7h5xixqWiVeegxTFs5lx4YPydRmEED3+t0gYuzp3MsHw2XqPYuSiopx72NKQ8zXTPMkTUm3s66gCaSP8iQK95iBsJSMJfBd1hjCxZw0BD5DlRJxTxFYy/iEj9FODpiJeUShpi3pk65PUxGa/QOjzGhvoVQq8s6+Ir/ZNcimfMjByEWAYy2+cr16XwlK1WGgp4TTKFtLUkFzSuGrODEZ8Z1lE9nZPciCcSnW9pbp6I3YM1LgwGiF9nQMxqQ5etp4ThmbJlmT5L9efp/+QpmNPWV+etFi/vruXrYNljlvWi3reoeQxBgqRcxpSaKwnDGniTtf62CkYoklAtpiMHd8DdOaM7y4rosrF7cSRhW2dGW5YOlkrn98I+XIcnJ7I9ZE9JQq1CbjXDWnkdte38+Vx7bxrSe287erDuOSx9fzUU+FknbGh1xoSHpu4FeIDCfOaGV2jWTNvkHuPecwRoVhXCJifV4zIZHms4+u4+efmMGspoBHN/QxLePz7K4+jhxfT0t9DRc/tO6fP/KfPKZ/+QOPvcyWXQc4fPZU/vOpNTRk4tx01Vnc+fgbLJnaynmnnswpX/oxuUKZi4+Zw/euv4wPt+xi9rh6fnXjFfQN9XP19+5j2ZK5rH76XsYvvYhZ4+r5xJFTKWnL+PoknX3DHOwZYPzYetIxnwtvuosrjpvF7LlzOdg7iCwVmTl7NoqQGTPbOXCoh8ljGxg/93C2rFrJG6+9xifOPI3x7dN55Jm/kwo0Y8aMYc7cwziwbycHDuQwpoyMDGEUIa2Hj/NGBwlNX14iVMT4WkXCukIxFBpKxsWDFCOLtgqrAsrFIg0NaRp9SZTtR2/7iDA1i3EXn4kp7kH3ZIkikFoRYvBwyaVgEQqkdbtPWT2u1wUxKlGE78kq/EQQYMFKXICnJe1LKqaqGsDgewrPGkwACeG4qsoTVT6qRBmNwqBUDCUiLBZPeiANvgbhWWIWhPKIVzWxcZRjFVvLqHVyKKTrK8esi2X5GE5isQwYQ7Ia7VIxLsU1hqA6Z0JbRymKS8moMMR8j4o1lCNno4x7kLOQN5aouuPVCPLVWBhjXZ/Y4gqhJ92xVVkoVAt4rYCJgWN+DmlDJCApnOZWCElSurZIZF0cdsFYEtViL6snBoFrYQS4wlqyAiEsE/yAjYN9vHmgn6179vPGux+wsaOTDzbtYfO2fewbHGLTYD+DlYgEAmU8jNWkkCSRpKVgrjSMqfEIlIOTx5UjRNUEHmEYEa+2UVK+JNQarHV6ZiEIjSbhWVrjMXfs14YJyWrCAob6pCKdiIFnONRfoKVOIawj5v9mxxA7ciH7taOThVh86eErgRKulzomEcNaZ3NOBz6t6RgK11ZJ+YL2TECpXGFrb5ZJDUl6SxF5JEYqtvSVmDy+lu9fdCrjKwPc+tJWOg4OsW1Is3OgzJ1XncL+zh5a03DYmDpyVnLmtHrCMGJaS5qStsSkYGJjko7BCj2FiKuPGM+2rhGOmTqG13f2c8T4JNt7sjy56RCHSpZfrT7I9OljmT2hhafWdRIJy40nz8JEOV7Z1sOQ8sn257njnGms3D/AUN7hO3sLzlG2ZGyanUMlfCW5aOkkNh8YQkiPBy+dx7df2k5LRvPEtiFOm9bCO315CsNFLljczK5DJSb7Jd4fMhw3Ps3xi6bRdbCHuf8XOMr/WFDnnfjJ5VeesYQ3Nu3nxbU7+fLZR7Kuo4tHX1vHuUvbyZY1dz3xGleeeBiP/fb7vPjWBr78s4f51Vcv5dwzj+cbdzzIax/t5uH7fsrKNW9zzvX/zlt3foqfPfEuR8xrZ+mMsTQ1NrJ5bxfXX7CUx1dvpVwK+bcvnsvLa3dw+IzJHH3UAia0NpKsiTNp2gy27tzNjImtNE2ayvtvvsnU6RNYcOTR7N25hQ3r1jNtfBOHuns57tiFbNy4np27u2hOC/pHyoQVp7nEWFSoMUg6spaWlKQ+BboiQPmYMGLQwqCxTAncxSx9j45CBSUluVyFeCxOc43H6EiO3IZ1FEZjTLjqM6Rq+insOISVEhm5naXnuYtEVFGCSkhKOvwHhs+pXqyj7QtFQQskTmStPEGkDT4KD40QHspECCVQxu3ipBJIo/GVQgnlSFvK8U6FlSgrUJ5TIQgDVjiAc6Xq+49LRWSgGEZIKUkIl/ZqLdQIwaC1SCOJeeBJTWg9klVFRFw7C27MCnIYvGqRLVuXjlDBAbeNscQRCOX4rlQ1szUISsJ1PD3pwk884SDTjdLxZ5OedBehEDT4Es8Y4lIQl5JTmhSFoqYHp6U1VuBBVbHh2i9VeTE1uB3Kx8SvBiVIVaE12joJmRaGpHCUsJiUJKQgtE7IlhCSuBREVWFbRgDGGTC8qtKhVioapeGwjCSTFP9Icoj5jkvqKeeoi1ddaXHfo2xC0kI54waCTMxnbFyR9hV1UmCUWyBScZ9aXzK23iNdm0YFgnwxoikToKXPB515HtyTZfOoZlfFfeaMde93XSwgNIZQWxoTPr2FEIQljCwT6mIUS2WS8Ri1vmTZ9Ba29Rc4OFLkuiNamdqW4qV1vewbsWwfqXDO0vHU18TYuGUfK3f28bnDxzG9MUEh8JgzNsWLmzvQpTItzWnWduZorq9h1Y5ulrQmOXnpZDZ3jvDhoVHWHhzF9+Cbp09m9dY+pjQn2dszyNVL2tjWPcqre0Z4paPI9qzTTz9063mU80miwUPc8fml3P3SDjo7B/nJR8M8+d1LaGWIzz6+i/ZEnM39owyVLYXIUo4snaMV5rXV8ZnjZrBhXx+NtSl+c+4UNndX+M5Jk6ltGsMrm7qJxX1e39jDf5y3iJUbD6JsyKPbR1gyNsY7fWUefHs/1yxooOns6/952dSPv3CafejFD9jSOcz3rjqVl9duZUdHL7/96mV84/5nENby+Hc/w/KHX2LDrkP050o8ufwadvQMcPvvX2DlPbcwbcZEPnfLzzhy1kRmzJ3L0y+t4vIT5zNYMjz0wjs0pONcctoRfPVnD/Ptq0/HioiYktTVpBHxJKV8iTPOPo7XXlmN0JoZMydjRJyh4WFmz5lNd3cXPV1DdOzdx/hxzdTVpnjjvW1ksyNMHd9AWgk+WLuOzTtH0FpjI4vVIcYqDuRCEgmBNA6a4idB5H3eLpQdjcqKfww58taxRhv9GC1ByCzPY/q4JPPbGvF7BrASgvnHMfdfrsAcWEX/q2vIrutmNF/CGoHRFqPdhRGaEAVUTOQGV8YFo0kcucoEAWjHsSxbS9mC1hHGOF2lsU43WsZQCSUF4wpyQbvCoXVEWSlUxWEAjZJY6SQzWrvBWUUYckISRQ7WIo0DWmvhkq0DBaNY6oUgaw3CunlwUIUOh1WZVcxCiCGGJJT/ffz/byUtDOC89HFtqfiCuCepRFCpRsTE8DhgNCVtqPFkNdcIGoWj8gtccQXX8qgVIKRECMFprQm2dVfYGkWEwiA8SVhxBS/wPXJh9I/nkscN3bAQFy5COlCSio6wyiOvDfXS8vEV4Quq3npBwoSEyiU3ZKTAM7L62dBkIkUoDROUx+Q4BB4EgSuyCHekDqQ7cQghSXrSEcqUxLcCqwTNiRh9uQI1sRg1StCUjDNYLqKAhCcYV6solRWZhCKeEvjJNKVcnrgvGSkLXjtU4NXuAuuHimwuO/KXRLoIHmUR1iksmlNxunMl6mMB2hrSylKXDCgYSRpD4HskYnGUqdCaUTTHQzb2lCCe4N0DI8yd2MQfv/tpfvnbJ9neO0xDQnDDkin8flsfnzp+FjOaa7jynlf4yrHtTG0QvLJjBKM1x7TX09JUw+otB3ly+zBTGlMcMWUcZx87nmXLV3DpnFZW7+nkT186ndc37mZkOM/yVV2MWkEmFeeGM2fjSc2Xv383xT/dygNv7OH6C+eyee8QI6RZXCe55a/vcvasSXzt5W2MlDT9xYiHPjmF763qAik4MFQiE/c4Z/54Th8reX57Pz88cwYX/XkbC5pTLJ3dyn+9sZt7L1lAfmiEWRMbuGPVThpNhfNPncf3n9zOPRdPZ82ufs794+Z/XjalpLDGwmUnzuPD7Z1csnQqv3xpHaHWTGjK8NBtn+eXD7/EyrV7+PZVJ3LRJ07g3kdeYnhwmB/ech0vvvoGH2zaxSWnH8tHu/Zz829X0PX6vTz85Av87omV/OJfL2Jn9xDf/+2z/PGWi/nxX17nx1+6EK3KvPTmFi479SimLlzKVdfdxMXLlhJvaGLh/Kn0HuohlfTxgySd3d3s29dJlC9y1pnH8uSzKxkd7mHKjNnUpxLs3NvtfL5Pvk1YitClkHypAl6ADQXlRAm/rNAqZNOAZcRY2pRgYiJJoRyyR4f4VY95AFjpUTERs5OSBYFPJp3gtDkZkqOjFHKSoHUyi267GZUoM/zyH+h5aSPFIYEOixjtIYjQuAFSVIkwNnTA5koZKWNoIrAeCOXiVaQkF1VQVpKPBL61FA1EVmOloBCBsYayFVSqGVFlDWHFoqtmg0rVt1USAoElCqHkhUQoiqFzR5W0QQqP0chlsUcqomRdqKCuvnanMXWDlay0BNoSSGdlFdL57QVuKCVw/dQKuERS4bSgFWuJV4ddAoj5Hhmp2F2uEBnrvO1YAgORgsBYapTb5aWUTyEMSQkfLV3RnKgCuvIldAD7pUVo5/QJBaBBIMkbTcZzeVECyGhBlzQ0eh4DFc3/egX89/9Z4uPaGQhIGEj4ioq2FKwhbSUhmhqjGOdBq7TUxSHwFaJK27cfn4Z8RdxzC2ZkHJBcWFxfWgliUhJZg4ekJeEjsZQiQ0VEtMQDZk6rYW9nxKQGi/HiSAW5bJZ4MsPAaMjzhwo8v2uAUQHrS25RdSF/goznpFVla5DSo2QMGU843WvCJ60scc/D8ySBLyASJD3D+fNbOXW6x+/WHOD5rSVyUlGT9PnJBUv449v76B0c4OZzFzHctYfdwwE1CcuOUsBAbzeNtXUobfnE5CRzJo1j3Y5Ojpo/ljtWbOKw8S1sG42oj0ma4oIP9/eyviukJiG4anELGw7lGM5H9AzmmDI+wxM784xrbqB3aJS0jVj1rVNov/kZtt92Eufd9TbfP24cC6bXce3Du/n5OZP56lM7eb0zhxSCOz85n5ue3sDph7VQLGpW7h7E9xTfOLyemeOSFLTg4c15dh7K8srXTuaye1fx72fPZe3BASbXBewdrtBVqHDJ7CZW7h7mylkNPL7lAF9YNp3Ud1f98z3U5ctvW54OPDbt62E4XyKTibG7a5i2hhT3f/NKfvfsmwxlC5wwt41bvnw59//lJfZ3DfG1a85lV0cnr32whZuvuZDtB7rYuvcAfixNIZfl0RVv8+IDPyRfrPCZHzzALz5/Bn4yoCmTBhWQqGlk89attLa2MDQ4zGB3F6EX48ILzyPb0025VCAybsCwcvVa+vqGOGHpPLbv7aSlLs38RQtpaKjl+LPPJ6NGOdg5gKqUGRjJIX0fIwU6MggdIkoahGUkD/3aUqckzZ4gp0N2a41CiZv7WwAAIABJREFUoIXjlQZSgDFoIejTlknK3U9FB0yYEMdm83hhjpxIk2oeT83sSeT3bsEMZYlChbACodwR3m1vXAyKMRGeVCAkCgVWY7XrdVWq1lBhnWsqsu54r5RwEGRrMFJUe4Kuj2ZthJGuJ2ulA1lbASjpAC02QkhFhCNTCfFxb9T12CxOV6osBNYNfwIFCeEITwVjEAbS1cBBTzobqCckSSym2pvUwg1oBE5KlakOYkLhbLUuHNAgpEUYx3KtWEsclxAQlxCvypx0dcpvLCRwyoFRCV4EgYFy1eUVSYuSLqtL4J57g6rGeCtLzAg8KWnyJKExaCFRSrn7Bmo8iZLufcC6nyUFoCCMnPwsISEIYYwKaFaWJmFo8AUxX+F7Pp50BDJfqiq31hKTiihycB4PgRTGgcmxaOvhSUut5+yrEktKCZoDRVu9Itk2lUJPN6n6GEEiSWQEqcAjn6uwe6TEKwfyHCpHDAmfvK6+99V+bKzKShVWEllL2lNExrhkBizW2uoCIKlPJVG2xKnzJ3PJUeMohZJNPYa13aNMG9tIOdJkTMS7u7sYVxunUsqS89NsOpjjyuPGMhjVcNasFtbu7iMXapZOTvDW7gE+ODTEkkmKlbtHUXHFwaEiuTAkW9CcOaONS5dMYvaENFsPFGhKS5KpNJfNHsN/vLmfca0NKCE4fd44jqgzhF6KCXaUP70/wMz6GAvGBuwesfQMjPJ+T4WZYxLsHSxw9ZIWFk1u4Kl1h/j5pUv4+as7iQcB/dki3zplKo+t6+XYBTP50d82c8txE/nGsxtpTgrW9+bZeWiIwdEKL+3o5ZIZTfx1Uy/XzEtTzMQ52J3jiIXTkEdc9s8f+RvTcSsFLJjQwIaDQ7Q1pbn16pNoaWriwz3dvPXRdi446QgWL5nD4ku+Q30qzoYnfsrAaI5f/f5xzjp+EfnRPK++t5Xd3cO89OFuTp03nq986iIuv/XXeAJ2/Plmnnx7K/sODnDqUfMYzZZJNySoFCPeWbedhRMz/PqZDzj92AV85oITaZ44gzvvvp8rLjyb3kP72bNzOzWZWgbzBcY11NHb38+i+dM5NDzC+g07sRWJKg8w2FdgU0+W4WyEqFSRZTqkVAoZ0IJIR8SUh6cMhYriUBQRCscnVeBAFcZSJ3z8avTx9oplelxwSiLDCcfN5ZJbLuftr3yXiIC4StL6pRuYcGw7Q8/9nt6X11MecmJtUdaEIgTjok6iyLqYaCkIdYS1DjodITDShbSVrcHTklAaihWDrzwKYRlUjKLRgKVYtmjlBh2lkkZ7HuXIfW8klKVERxZjIyrSUMQjqlKospWIUuSOfNoYStKBUj4+wpesw+4JoFjdgQptCOTHgYQfg0vcTjUvXB8zMI5Z+vFyLoCCgFC47K/QGApUk2ErhnRcVe2nhlj19wJ3XxXrblPCcVFjViGkoTZykqBAQElAXhryWBqq6gGBMyskhYudThhnXfV8ha9AaRiWTukwHEZUYoKEFXjGYPEIpcGLDEpK0khaPLdw+FaQ8gVJFZKIx/GkiyyR1VVJSiekT8RiFMsRRocoJYj5npNLGbdqxnyBQBFXGqkU9X6cmjgklGW0omlNxUlfexzMvYj1N97IjDQUi5r3BywP7xtkTy5ifdkpJMrWksLt8pWQyMAijSXh+WhjCJSDT5dxCo16XxJL+OTLIel4jBglvnHaXGLlYRJ1rVz/+AZM0uesCU1EuszWvjz7BgpMHpMgEXgsnFHH5JoM963ax7kLJrFi834uXTqJs+eMZfXGnWw9lOPIGc3U19Tw+pZOFo6rpRBFjJswnrlj0vztnS1I37Krp0x3Ns8Vxy/lv1atY92hAc5Z1M7DH3RwTHszp7Qk6CuNksuVaJ3Uxo9XbObfTp5EX67M6r3DzG1KO1UE0N7WwNJZEzjn7tXcdekR/NuLG8g0NsDAEE9/aQmX3P8+Fy+dwLee28Hen5zN6T97jQvnjOGEeeP42YtbWFQb0FATOHgRivXdg/z4U4v45TM7+e758/jRc5v5tzcP/vNH/nTct9efvZh7V3zIpDEZHlr+WZ59Zxsj2Szvrd/N3d+7lmdXvsMvHnmNTY/8gPq2dr74rTvp7e3hzCMOY8V72/nEsbMpFSs8sOI9dnYNc9kJc1jx7nZW/+JamtrauOEnf+LWL5zjbHzZURKez31Pr+aGK0+jzi8xZsJcSrkhmlrbaJowkRM/cQ3fvf5qMjFLTSKiP5tDhBG9WYs0IW0TJjOQHSEhi3R1dNBQ45PNVdjSkWPzxn3YUoTyDNYoSqGhXIoY1iGZIKAQGkKtyWpJzhrqpSSQhu7IHVdrPy6qPuS1pR+BZwWjxnBNTZIvfOULqP73MOv3UClESAXpE85lzufPI9z3Bvt++zCVwRKVosBGGpDoUDtfvdYI6Qg/1mp3IYdO2oKUzlpqBWhBCU1ZWyITIZDOLSUE+UiDhbL1CUWZSuhA2hXrUdZlStL1zSxuUl7GEBlXjEpRhDaScnURiaQlKSU1VQi1AEarhQ5c8qrAMUI/LqaB52LhM0qR15pQQr0W9AlNYKDgS9LWFdkRBaFysrGwWojd/blFQ+D6joVIO22kkuRDQ7rKLRBA0gpqfUUUhfj4aEIyuAoZaYlBUXJNFOoQGF+SCT8u7CFBXFFB40vf9ddRCA0lX0MI0jNY4yG1axX4QhATPr41JHxBIEMSnkB6kpjnWLhSOqWEReDHFDHhUSiViQlJJN0i4RSglnQQIKKqZ58KgR8j5TkKvxcDzxgiIejI5zn+tn+n76GnSJtdmLLl+T05XtyfpaMM64surSCykFIuHTZQAmshIQ1WKbCCjOeTiQn6CyXmtdQzkM+TSgToisVXhrZUyBfPmIqpJLjp6W1YBGPGN3Juex26XOQ/3+xgSmOGgXIJP5lk+cUzGDt1IRu2HKKn5wCPvbWDixZM4uipDWRLkAlKrNx8iN6CZmpLLe2pOO/s6yGdTtGajNHaEGdO2zjuX72V17cfIhmP0ZrwWDC+jg2jJcb6htf2FnjhxqM5sK+P+1fvZF/ZYyQf8uXDx/DXzX3MaUjxascQi5pj/HXHKPdfNpVvrehi12COX14wnQffP0RnUTDWF8ys9zi8NeCTp87nXx54j6ZUgsmNKaZ4mmR9kk09w0zJ1PGjNXv52tJWtvXm2DVQ4oenNfOppw+w4oajufflHbyxb5iX9+f++YJ69bIF9v0dHcwZ38jlZx3H46+t5eSFU3nolQ944tff5qEnV7B5+36W/+tn+OvLq+jsG+bc42eTGy3wwnu7aG2oYc36Pcxtb+bikxZzwo2/4ZR54/n82Ufz0tpdpJIBZx41hw+37mViawOH+rOcd8bx6PIw7ROnctlXfs5VZy3hhFNO5tM33Eqk4erTFtGfL/PFi06htxzx5poPqRQKHD6rja4snHTcYXT3jtDXuZuoXGDz3iyzlhzBhjWvMNA5RO9gnp6+PDoIELkCERYRCYo+DI9qygbK1tDg+QxEEXlr/6FfrBOSQEmsjagYyYGP4dTCTbUvqU3QlhEsbW+hpRYYyBIWDaJlMgtu/QbJmiz5rW/S+eDfqPRLdFm7rCktKYuQWNUGqLWzVmptENIjNBXKkXNOxX1FCBS0878XwwhtPSyuh1rRmtC4iys0loqx5CNJWRiKxiMSHpVKnjAQ5IxHRBXjZwx5I/GFixiJhNuBZaSL3i5rhxH0hRtKRcL1cwMpiYgASSBdsYyQFKqTcKj+rKq1j3A9yrD6t0UMkXJ82rQv8bX7GyEMobHErAKviosxkkApRGSoURK0QQMJoagFqtRUvLghIatDGS3JichRq0JXiA0GPw4CH2QJpQEtEUQIL3A9D+kyumwUIZH4wiCVIbAeGa9Cwg8caFxJPM+6VyaVA0ALgZKWZCxBvlh0QzBfVVsrhrgfQ4cV4sId3QvW4pmQtO/jB5IZsyZS7OlDJgSmYhnIG+IBpHzoyENHSfPE1iH2Rpb3Cpq0lJTQLgNKgIsXdG4iqy0NcQ8hFI1xn4FChRnjG+gbHEXbCPw4LQmPsQlLNp/FS6TZ3Vsik/JpndhCaSBLaxze3DvIxNoMvaUy7WMzLDuyhavOP5++oQFSlRyf/9lLlEsht58/n8ZaRXk4S/P0Zp59r5fZdRGdZclJsybw08c/YHZTjEPZCl8790gu/vVr5I3lqAkZCmXD0vZGdgwWePj9DlLpOK9+4XC+99wmzpjcwAt7Rnh9zyAr/mUpn/zd+9xx+nT+trWbHYMl0oGHUYJ9QyG1CcENy9r5/F+2MqG1lslxxcIWyaIGj5OOnsy/P7efW5aN59qndnDrsnbW9Eds7+jnUG8W/IDpdXEOm1DLixu6+NLSMbx2oMSevix7cyFfOWYKp86vI/Ht1f98D/WrX//G8uvPmk9jUwsfbNpOQyrOdVecxuGzJvG9ux+hramBGTOm8beV75IrlThi7jSef3MjG3ccwtqIj7Yd4FNnL+GExbN4dvVG3tt2kLu+fikvvLuFT564gAWzJrNhRwcnLJrH6MgQk9rGsnjRfIayJa648Q5+d/uXSNXWsWPzZtZs2svZyxbT3dvH8tuW88IbH/DMUytobUxw7NKFxDMN3P/nZ9i/cxfTJzawfV8PrWNb6R8cJZcdJVVXhzAR2WKFitaoSLv+nrWgfHJUUGWIx6Ax5tNVqRBIxbAxpC2kpCWnLeMSiqJ1spS4dFZMD4grWFeKaNYhI8MVOvpKtLY0kUxL6O9mZPVblFoW0TjnGMacexRh3y6iriwY+Y++mksLdZe8rzx8LAbHRw2EwhMWLSSRDvGUQkoXOSyURGhHEJJKul2k8EEYIlOVBQFGgRYajKXiSbQR/4jExrpHK1SLmbKu+ITVgVytEsTczMIFwkmIA2U0tUjiQIBAVyVNKSFIWYVvXNEB934Zi9OhWkWEpWitI/hLiEI3lFKAkZZM5ORbQoJvJCkr8I3CN4ZAWZIY6o2HL51qIvAtQRLS2pJQCWKRIKYUSQFxX2K9CCUjRMxHCIGvI4g0ygqErb4wFAKFrBiU1niewSMiKaEhJqmNefieJPAEylMoEeJXi6unhIPHxBQKgVclZgdKVulfEQlPYo2mIZnCtxYhDL6w1PrOzts+p5WDB7tprK9BpmN41pBKCbxQsj0M+cuOET7qLLJDSzaWDIG0lK0lLgQx6UwOkdDEfB9POIK6EYJxNTX05YtMrEsxWg4p64gSHlEUMT4WctaiRp7dMMSY+lq2D47Q1FrPSM8wZ89t4e/bukgHHuNqoF97NGZ8vnv77bz+5F+Yf+EXUbE48eG9nDKnhc2dOWaMrefu17fTls4wuXUMeZ1gbDLO+7v7qY1LFramOHXhBK66/y2EhMPH19Jb1vxtSy+v7urnvY4hxjWm+esVC/iPV7bwnQsOZ8PuQ/zuo142/eBkNm09yNWL2nh26yGOmlTPIxv7mNGaQcSSTK6PM7Oxhl+t7kB7PoPDBX5wTCOtKk/D3Jn84LEt3HrCNK5/bjs/OamBv+0Z5vdv7udzSyahPcnkTEBXocR973fxwKWzaBrTwHPrO5k7PsWmvhL7B3LUeJrpF/3/0KF6B99Z/u7OHlQU0dyU4YffuoYv/eB+mhszLJk3lfe2dvDps0/kmdffR0rNSL7A5acfyW+eXEM65vH0fcv54KPtPLN6PZecuoShfInOzm6Wf+Uq/vz8KmzkhJRS+azb3sHixfPZsHUrxdBSE1PsONBLkMrwo98+xt3f/jytjTVMnz6ZZ559kfUfbiQeT7Bo4SySySQP/OkRTj3yMA6bOxVZ08zYSRM4cKiXT5xzLA2Bx9Klh7HszBN47ZU3yOcjlDWIatRIOaqgQolKWuKBR+dIhUg4jmitcLpRkLSkYKTstElNUlGjfGqEpFDFpmWU4N0SIEKEFfQN5MiVDW3taUw2T/GDt+h58e/o8ccz7pJzyEwMKe/scPw0j39ItHzh+FSep9yQShh3mXsCa1zSqidBo7HWQuSm+8YKQqvRRqOQhAJKoUfJuK+NlEhtKUiDtgKjrAsdNJLIaOfixNlkVRWW7Y6wrj8pACSkNajIoKQgbQTx6s7MR6CkIo6zwFaEQUonP4oLQQ0KvypbkjiXUiAdDDtuJUIJ6oXC1w5LaIQgKSSBlWTcfpI4kJGSRGQJPItMOpxgEHfJs77gf3EhgWcjfF8SaI+kdHKpdOSkC5Fw/0upPCQ+QlqUNkhh8JQlLSMaPUVdIiDtCwLl4XkGX0p8qfGkE+xLoQmkIhH4xH0PU3HkL1XN1VLGkhQKJS2eVO6kUV24pPDwlaKuXqPTGexwgYSK4ccEulgGE1EKJR8NhDyxfYRduZB9RrC2UKFOSUrWJaH6VuAhscLBpuMIR59SAb4UDOQL1HiQigUM50pYBJKQjILFU5p5cPV+auvSDFjL0mnjqCvmiaxi06E8GV9x+UWnc+/r2zisMcG2kuLeP67gD2/s4b1VL3PpkVOZfvxZ+MUc02IRz67dzYkzWnjk3b2MS1pmTp9IoMs0xCUfbu5g1tzxXPO7D+nIlrj7vIX86LUd7OorkIxJFk9tYdmcSdx4bCvXPrye+64+inuef4e1Q/DIZ45i755O6sa18JvXt3LtCbP5xeq9VCL43slTeOtQnqPGNfCn9QdYPL2V/b1ZfnrGJMam4oyb08ZPH93IdQtbeXL3EDNTEfPmTeO+Vft59gvH0D0wTL5YYcm0BvYMlLl+4ViGSkX29Y1wxQnTeWRTlll1cb54ZBvPbOvn9C/c/H8sqP+jl79rqMDGXZ1kc1nOO+s0Trh6Of/6uUtYuHA2Q7kCRy6cxRMvruSYhVO46hPHc/qJx/CbJ1aSr0RceOoSPty0nzsffZ2YkkybPYcnXl/PCUtn8o2f/oEzjpzDWcsWMmFcIyvf+YizTjqavqEC6UyGUJedwL0csmHDVj53zkmseutD9nf28tGGHfw/nL1nlGVVubZ9zbDWjpVTd1VXV+cc6G6aJtskkYyKimA6BuTo8TW+InqO4jFwjK9gwiwqiCBJYtMgqYGGpjOdU1VXzmnHFeb8fszNeX9853MMvxqjxqg9qmqNXbuqnvXM57nv6+7q6mFsfJSVSzsQyRomiyEL5syluS5JbjoiwmNgYJAVi+dTKicYHBtjsqi54fM/oRAESGEQwlUwK4RjihLhR26mmvEVM5WiSrntdg7LsI2JjU8uckJulCRvIkIRUYOgRiqKRpBVip1F2JEvUwxjhnIRQ5MGUZdy21YR0vPLn5DrsyRPezt1b1uLn65ETluX6YRx22wTVwocAmMDlLVu0aM0wlQcTNZZWeM4clwAwPcSBNYQBZZYGpAGiTvauyWPxBgoRsYd9wVOYoWTYFH5Wm0had3H/32TNaClJOV5VHjR/y07CoxzhtnKxymki6kwrhBW3LMkK+8pIGvd1j0bC3RkoHJ9gJQQ7nsrxT3B/5Vv2YTB85x9WGqJZ6XjwwYSJSTCGIS1SKsRESjlIj60NaiEJKNjaqRHRirnxBIxvrRkNFQLS70vqPV8tOd4s1IIlDIufeHNrpQQpVxmvVaSxtoUQdnBypUIUVqTlOq/NaiqklzqS6d+yHoeSRliTY5ZH/gIjWFMbKWzgwYB2lr6p2IOTRR4oW+S4WLMgLG8UQxJCSdJ09IxDcrCkhMGTwts5JFOKmoTKXxh0UoyM+0RopiOYjKpFJqIhlQaz/fZ1z3BBQsb6B2fZkFthtNnpClaD8+TDE/lOG1RLQ+8vAcTGw5MlBjoH6JrZIKUrzjcNc5I916GD5+kt7uf7T3DHByapkSGS1fPZsW8Now1NLfXsqtrio9fspL7XjzBaKHEe0+ZxcmRUXqnSuRLIZ+4dCnvvGAFtXGRF48OkiuW2Tc8wtZhy9r6JDc/tItswnLzfXv40NpWvvXEAWqVz/uX1POdl09SpQRpmePMFbM5Opjjb+9fh1aCDafN5PdPd/PF8+exbkUjr3aN88m3r+aRrV0sqU/ySu8Y/cUyV62bwx9e6SSjFBM2on/CUufFfPju3Ty+f4DL59fw0ol+PO9NyMX/++0fzlCv37jcvri3i6d/dTM/+PVDfOjdl5Op9tA6weT4CPM6ZhMVinz1J3fzwHN7CWODpwR///G/8adHXiKXy/PDb34amUzRf7KPjuWr6Oo6zv5DJ4lLZbZs30uKkPdefh5HB4bpH5zGw9I3PsZ5Z5zBnfc+TF93H7d+7r3c+8QWZ+3zE5x3zhpOWb+Oz33tJ1ywYhZBqczaxR3koojusYCLLjufsaE+kqkmMokyx7uGaKny+PJ3fsO5Z6xieqCX3HSB17Z2YqQrrEEMuajMZBBRJSVCSvKlkKFQUuc5bul0LMhKRXVKMpIv40uPQBhqfc1EsUzg+UwEIUoKOlJpBnN5rqiFZqVorUuxfkEzqlQiGs8jtKLmso8z56rleNkSpVc3M/CbTcSTCaKwSGxChJEgBXEUYKVEWU1sJUFcIhaayMSUY4XBElhBFEMYRxQM5K1hqqgoy5hyKAlERFlqylHAOBBJ6ZQExhAbCVpSrATpVWvHDNW47jsTA1oiIvCkwVMeUVx23nBjyGhNaNzGPzQRvtL4nqEQGDzhym5UmcGGcYSnNKUwIulpokq0yURkqJKayARo6Tu3lTEIiStixikw4ooYXyXcgiyFi0KRscvI0lrjh4ELRRQarWKksEhpSCSTRHGMKYcYYRBYt3TSElHJthJWo5RC6RBhPYQCEUcoIdEaJLEbsVROOGnPw09qIKZUjJ0qQkhHCTO2IoOCKuUREqOtxFNgpUJQYtm71nP4lQmqJnvxhSaVVkgb0F+0BFYxqT0e2TtITzHi0UJM3goCY/EkpIVECUuD7zNcLlPna8bCmFpf06AFmUSS/uI07ekqLCG50Bk9sJZVTZL182by6N5BfnDpMt57/zYWNtRz3sJqXjo8zJ6BEgnPpz6rKAtJvhQhpKCtJUs+J9jRM4SS8OfPXEiVX8vUwDFePd5FJtPAohk+L+4c5OMXzmbzwUmuufQ09u/oYs3qefzkvucZmi6hpEYpwa+29dFSk2TtwkZ6xgOq4ohPX7CQP7+wn1Pa6+geK/OVd53Cp373Mhd2ZPnXp3q5flkDDx4Z5ycXzgbP55meEUbzkgWNPi8OhLy1tYZ1MyTffK6H5//Xaq785Rt8+7wWemWGXYfGuOmidn76cg9pAgpCMzie51/PX8Pn/7qTXDmkLinw/AQ/f8dKfvjKEY70F3nv8hqOTQR4Isl9B/vZfOx/Tj39hwV1RUeTvfHdF/G1Ox6kJuXj+5rqTJKDJ4dYMbuZ7ccHqE54VKU8+icKLGmr4+xVC1BKkk0n+PqPb+d7X/0avcNTnLpyIR/6jzuoSfsUSiHZpMeF6xbw+Y9eQ2NdPbsO7GXpnA6+99uH8PwkU7kpSlM5vvQvV7LvRB9JHVCbzaINxMkkDz/zKg01NZy7ajYd7c280TnJGavmkUorujoHqG1uYM78ZRw73sWJzuOMDgxQW5clStQxOjwI5TK7X9vD4OAE5WLMdL6IFBKlBFHJkNOG8Zzbfo5HgqxQgCHpuWKTj6FRwUjo4B3Cg95SxKKUR1c5RmFZPaOKYi5mts2zwPNoTiapSmvWLajHm8oRliNMnGLef/2UhiXVIEcZvfO/mHz4MCbSTgcZWYyMMeUYJTRB5LSREVC2lhhNGBsKURmMpkTEVKSYDA1lIygIQxRKt03XhlLsjvZDsUIYQxlJUAkTVJXok8oinyTOqhpJl5Hl3gy+UqQ99xwKYUTGcx12ITRkFES4Y6iLg3EX00oSx5ULY9z6yEiSnlsCOvqRO1JHkSSWAQlSaELwJHEYoZSuxHcbtDLueG7Akz5Kuefq2xjtRXixRAkPrSIwIJWTMwmcywwUNgYEleO5i+J+k7A1d/k8+g70YGWEUg4MrqxFqRgpNdpYvHTI2g3r2PrCfrQ2KKmxkcHzNJ40GCy+EdgKMtEYg1URvkyRSFtmtDYz1jtKKC3JrEcmiklWpdjfO8mqKzbw8IuH2bajk85I8+BkGSUkCWmdCgPHc7VIqoRBo1AKEkkBoaQ5JRgOI1p8jREaMFhryaQTRDFkZQg6wenNKe47MkB7cyMNOiQuBRR0ihVpzZM94/g6SV1WUNNaR1O2mlOk5OOP7UBKyYnvbyQ5ZxGj4z6PP7SJqy48k+8/8ByntVSzc2CUlw9P8oPLFjLr1LV4xWm++8CrZKIy+4cKrGht4oFDfSxvrcWkE0znLG0yREnDzJoE9UmPkckin7lsAbc8fJjzZvr8fN8kc1Jwwdp5/OiJN5hTl8JKj5bqFCtbk/zw9WHePaeBT1zSwrajedY2aO4+lKcxLvKWMxbx/GtdzK2LebY/JMhbLlue5t5tE5BV/G3PKB9b18yajnq+ufkEf71uBTc/fYzWKs2spMehsUnwU2ztylMoB7zWn//nl1I/v+37t9y96TV+/IkLsTLJZWcs5n1v20B3Xz+vHupn1exGcuUQTytuvOw0kp5m/ap5VKUSfOmrN+G3nUlVQnPvM9sIS0UOnRxyAAgluemDl3PVxjV86tbf88KrO2mured3Dz5DU20N+46e5Nq3rOCat53JqwdPsHhWA4tmNTNdKPLs7i6mp6ZZ2lbDmas6yNQ30Nk7Tl1NNZmqJJNTRZauXs6hE/28tHU3s9oa6e/p5ZwNKxidyPH8318mm/AYHhrCo8TEVJGgGOD5ioSW+FpTDGNkqJBpGCpJmpBEyuBFFUp8DK1ZQ1/JUpeQ9EWGsdAh0CbimNW1aWp8xfRUSBgb9oUx/aGlmZhiEDI0XiJVVUVNg0KVcuQ3P86xO/+CWrCRlkuuo/atc7FjPQTdg1gTIaRXiViJ8JSHFAJrQ5RVFT++xdqYaeNE9dNAGEIoQmTkExGDEgRhAJ6gYH3KoUUKSzGKSQhR6axcEdUiJikF1sYu90hLEjL4Uk4mAAAgAElEQVTG8wVIS0q4BVQQGWqFhyRA2xhPgxAWZQ0JCwlrSRlNwsY4EZMlaYwLHMRdByuQ2s07vYRjvmokyrOkiFHCoqTBMy7zSwUV0TwGX7goDVdoJVIGeDLCw3fjCBEitXCjFqUQ0o0A4kpCrbIxUmm0MGgl3HUwTug/OYnA4EnwhcVTgIjJ+D6NTQnqZ7cyOhIx1jOIFIKkrnj6EQ6GgjMBpBM+Wc9z0eJSkPYlflKQ9gTFUoSfVvi1Gs84a2zNqlaONM/jrl+/ROfwJHuK8GIuICGl897jstDS0s2fQ2NoTmhkBDlh0bGhJeUzYSz1UqOVJbLgYanNJiiEhtPnN9LdN8q/nDWb27d2sqKljhW1EY2+x5aeHLU6SU9UZPGMFhqrBOtWzKa7a4D/uHwVF/z8OTzP4/cfOoW2xUvYtrfMiy/v4qyV7fT3d7Nqzgx29oywee8ASsFwrsSyRkvrhnN4+umX2D8cktCw6fgEc5syfPy8pfxs82Ee/9hythwf4+zZafYP5FlW7/OBixbw5Xt28tW3n8a2/gJLapL8atcQR/smeP/pjWzrC0gnPFbN8Hni+BSHeqa47Zo5/OHvvZzRLvnFG9PUEPOu8xbzlxcPc81bltA9XWDv8XG+fN0afvVUNzVpzfGxMtcsr2L9ssXc8uherlmUpadk8IVhaVOGt53dysyaBr7wt0OMFkI2vX8FtZfc8M8vpb7y5a/ccuSR7/PYlkO8tPco79q4lj89+SqXnHMqOw92Yq1hqhjy9Y9exIPPv4GQks999GqS1U0su/ijXLxhKfuO93HXD2/i4nXz+OXDW/C15ImffJELzlrNjoPHmVuXphhGtLbUMj6ZZ3BklLt+8FkS6Qx3P/Yiaxe0MWNmK/c9txusx9L2JibHJnn/h6/jz5u3Uy5HzGyuoyqToJQvsHjNah782zMsmNPBude+j3vu+BVXXnoerx/sxE8mSGvB0NAQK1bMp7Wtld6hccLAQBgRhhFxLEkmFEEYEquY6oTBCsgFMeMIYmFp9DSTRXcnHSzGlLBIBDNSmnnVilwuZjCIKNqYkTCmXnsMxTHPFwzbSoalwjA1UaZYjGmeOwMlIhI6pvj803Tf/zTVb7memquuoubiVaTngNl3lDgWaKGRvtvSS6EJpIv7MHGMsB65yEVKFwPjIk8iRSgssRWE0lJUliCCyLp/xLJ1aDMlHbcgQYyUbl6oAc/X+B4kcOg3RYwvICUdOSsBGOP888oaErEgbSS+dfpUT0kEwuUixU5XqoTAkx6eUG7uGxmkMSgj0JHFM+BHroDK0DnBVGDxdAIVSbdNR6ITbt4sLcjYYN9Mha1AZLRWlY7UiealMZUAQo2wynFmPQ+pYnztbKa+L/A9n5qMxtOCt119MdOD/Sxfvpjc5BTz5jUyORUSFQMK43lSKia0krR0N2JpIaEsCjd/zirtDCTSkPK08/inBUEcMmPubIoTOdIpSaFsmSyGtC7u4BcP7Of4G73si2D7VImxiltvxFiqpaCMK95V0o16PAH5yJLBkkppZmUzTJmQIpYwiPFlREtdHaUoolCOyJeLpEyRUCd4eG8/p8xo4Lp1tWw5adneM006lWS8lOfi9avpHuyhuraeFdkULw/l+cK9rzO3sYq2KsX1l59GNpT84sG/M6cqzbP7T/C+D11DQ2sbd/ztVW69+jSWNiR46cgw5TBkbkOCksnw/MFuXu+bYnl7A588czY7jg3y3fcu5287hnjn+rkcGZlgY0cL56zv4IXd3Vy+so0NP3qJ/X2TbDo+wWmtKW7cMJPdfSErGqtoSEt2DRXZN1jm2S+cweOvD3PjVYt45sg4jQnJJWs7+PSd27nxnHnc+sQh4lDx6cvm8G+/e4OGtObnO/r52Jp28jLJfVuPcMOpM3l9rExTIsPcFFx8WiuH+gP+89H9DOZDmlICkfE5+7pP//NOqS+9b6P96+adFMshN1x1Jl2D4zz12iGWzpnB3mO91GdTrFkwkxf3dvK2tQtYsWwRd9z/NLlSxFi+RFXK5/y1i7n/hd1EsaGhJsOn33MB552xho985XZaaqtIJn3OWbuI7ftP8LbTFrNm1RImcnleeOFVrtx4CvgZmppaeGHrq6gIqpOaplntvL7vALlCyJwZ9ew53Ml1V17AjLlL2PT0s1x7/bW89fwr+O4XPkbH6mUU8wUOn+iiu7OHmrRPnKpjy9bdmFKBOTNq2bVtP+XAdXxSKcaHpyiFMX7CY9yUiUqSXByT8lwMtMTQk6/YCq2hNzbM8j3mNBkmRt1ccjh2BKUaqShgiYxhMHbLoWoB56cFK5OampRPa10VrS0JGrUlHp1EWQ9beyrz/usm/JZqSI5QeugOxn/9JCLOUsqXyYURZSsox2CMZNTGjJcjgshQDCShsAQWikgKFSVAXjuQSimOKxH3lfO9lChpSMbW0U+k21Bp3PNNuUM2UhlEbPCMdOGCQOCBZxxQJaFcYTEGFJFLGojBSke1Ugl37DWhc2e5E7fTwAIVipNEI4mM+36rAQyeVRAZ4oq+VGP+23CgY4mQEZ5UKGHQ0qK0QEQgtLPqSuG547r2sZEDk+jYoLVjsvpKY0WEMoKU75B3ygqk0GgpEIQoKtpTAdgQidPFauFIXsYa0l6SMI7xJHjC4nuK6uokxXIIEqrn1TDZXUAToKzHQDEgjGEwleTAkXH644DdU5IRG0FsCNEM25gC0KYlo7H7fRSso3I1KI8gjvCloaraJx1r8jLCliJ8rUgoQUNdLZPFMrVeREYIlizr4OWDPUwWQubXp5nIBZTDiJSvKCaS1KcTTOSnaa+v5dz2Jm57+RBHRnKkUwlMGLH565eRVlmKtS3c9uv78MMy561sYe25lwF9NHaczoO/+hXf23SADW213LixndufP8Gpq5bz11f28pXz5rN2bhV/2jrIKY0+pYRiUWs1T27tojkF521YxPbdx1kxt4EX9w3zXy/3cWKsxNtXNnN8cIJsKsFnTmvkFzvG2TecY0NHC996Wwvv+M0bPP3l8/jgz7eyvCXDjRd28OsnT/CxjXO5a1c/P3u+i00fWcOpP93O0X8/i45vvMTt71zNvqEiFIscHxrmHUsa+NH2YT6zpoF3XbGCI115Ht96jInA8qNtgzz0vuV84+lOnj859c8f+W///ndv2Xuin1d/exMvbD/IzqP9zG2p5lDPKGlPcsaKuTy76xhr5jayamEHf3nmddoa01x9xjKO9w7z25uvg/IUW/f38Pit17Hl4ABrFrfxhwee4QvvPRvtaZYtmMMruw+zftFMPnnD+3hpx156B0e58rxTmNvcwJY93RhbZmKihBQRKxbNhmQCYSwzGus5cGKY5fMaOPPss/j6D3/Dde+9mre/86Pcf/tnyFQ1ILJ1hFFEuZhDmYjTzlzPnX/4K2MD/cxqnUFUKjE8PIJSHhhBUAyIK7a8yATESUFh2qCU5zKbYtDKYzpyPumSMVglWVgrGRuLSSdhPHA++Rpt6YucLXTauA19Wjr9UXcMjVJQg8UYwdhUgbbZLXimjCkbEuEYoy93YlMNpObPw1u5HM/0Eew/jhEe6JhS6GpfCeOAKUojKsDiOHbMgdjERMLBUYpKEBiI4hiBqjicYqellQopJShLKrIu6QC3ZVexRWLQxnWEicrm2pPSiciFRStB0misNI7NaiUiMmjPq9COXGGzwmIiBTJAGwfpsCpEKh+t3/S+g0JhpUEKDxkawAG4CSOkF2OsY5rKMEAojap01UoKlAYtEwgUKhZoYREeeMoHE7qfVVhHwZcaJSWecPZfpwW2+Eria7cckxWojFZueaWEwavg+BSuwFolSUldibvRGOWuXZ3VJPwEBkFsIibGSzQnPMpYimEMKkkxnWTvkXGGyxEHypZcmCIUFqE1OWGYtLZiHnFIPqUVReNek6SUVKUttVWNnByZoiapCI1hblU1eRFTk61idGIcKSWtGUVdXYbndx1n0YxGpnIlwnJAKbDEJsZqRa4cEoUhF65fQGF8mnQwwl8OTZDwPcqx4ZbzFvLKkSHWzGtk+4lBPrBuNsuW1rJm+WJu+vUmekdKPPL4U5y3fBb56QLLmlMkhGDXQJ6txwY4Y9Esrl6W5nBfiVDEVGczqDjmqYND5HJl5jdW4cclnt7fz2snJuibKvLE8SkEsKQ+yTtOnceuk5NcuKqDQ8OTLJ47k/NaLMpPccOqJO/5w15KxZD/ff5ivv90J5csrEX6Hj9/4SQPffgsPvm3vayp8ylGBZ48msOGsL4+w4yM4lOnz2YgDAgizdUr67EiZnJ8iicPTtCUTlGtLbdu6WZObRXv//QX//kOtb0+bV+7++t846cP88yO/Vx5zkoeen4PF62dyzM7jzOjOsP1F5/GgZN99I3l0RI+dd3F/Mstv+Nbn3w3r+zYTjaRYemC2fz0r8/ywv4eNi6fxeoFs+gammB/1xAXbVjO285ayuGDxxkvReQmc6yaN5MLN65iPB+z5dX9LJ7TwpET/bTOmkltVYpSEKExdPYNcM1VFxCIFEN9/RydauC3P/g6D/7xm+w93EVLYwNfv/lWcraaL/yva8nWVfPIpqdJat/BdeOIqalxSlN5yvkCPd2TmCDEhpJSOc9kBJGOiEkwNlkm7XlMlkN6YmhPJpiMI8pxzLoZVeQmYyBiJIyoSwpCo+nMl5mbUBwqx7T7mqxQTJQDPC3pqwT3LUgILk+nqdUx1b5mQWsVs1tq8ArTRBM50o2NlEYtDZ/9NnUXLQc7TPDA/yF84yB9mzspap+SUZwYLTEdx1gFJDIUCmUKgcP/5UxEiGEKSUQlmRXXJSop0dpAxavuIVEEUOkUk5Xu0VQeKylJGfBEiJCgpY8JAoROYo0hUE5kj3DLGGMM1jgSvSRynap29ktrNDERQkqMcZ2yNQYTgfQdHk8YUymy7nNSSmITIdEIESCERJskWoZ4vsWP3MxVCYWoZHEphTMPaO2uIQTEBl9LhBRoqUgI4wA4QhERoXCx3QqBUrjrIfA12BiMifAlINyNRSnrVAEWtB+T0gqVFZhIUd/cyOTQKEnfoxRZ8qZILtKMRoK9R4aZMpIeT/HkWJlanSIlDCeDMs2e5kQc0yQcjNuTkokoJiUEKSWxkSEjNB2NHv1TIdl0Ag+YmfSZKJQZNGWqPY8qTzG/RqCrUxw4OoIUkqr6asZylpqkoFQoY9IeYVDkhmtWs+VIkSWyTDg2wXd2DFHX0MjIyCjntFfxiXesJyEEz+7p49nDQzz8rYvxZixm944DvHFojLctTtN9fIBH9vbRVitIqgy1NWl+9MxRvnjJIhbPncWW7UfZ1zvGrMYU9+/o5YNnL+SeVzu58yNn8vj2gzyzt5/Tl7agi5af7xxgZl2GjXOaeOrYAJ2TIVcvqaF3ImT7UIlz26q5Zn0ryXKeYm2GB57v4tvvWs3xoWmOdA6xbn0HX7tzJ9++fBGf+9txIhvw9WuWcPr3tvG3j5zLfa8fpUZZzpmT4sW+Ah4eH1rRzPwVNfz9lS6a61Ps7SnjeZKr1s7m4ju20jlWpi9X/uc71NWZkVt++NsHeemNEwyO50kr+Py/XMK+Y/30j0xxwbqFnLl6AXc+sY1lc1q49C3r+MU9T3Pv927kj4+/QltdNYsWtJHOVlNfneHp1w/xnvNPoRDCVC7PrMYs/3HD1SSSKbbsOsrJrl6+/qn3MBJZdh8c4HcPPMu5p8ylGMHxvmGqkj7DwxM0NNayZvVizrj4MrrGPf543ya+8Z8/5hsfv4S3bFzD0Z4B4iDGhDGJtOKLHz2bb3//Tzz67B7e+pZTaKpJ09xYw/h4nr5jvTS3zyIEPG3wtWZqPI/VKUomJCUVthSTzUrKZcuYEZSw5GMnx6nVmkIxIqNjJsuC+rRPrmwxBpqSkhOliNqEZDyMSeCgFD2RQUsn1BmO4NViyMuFiA4VE0wFTE2USTTWUje7xpnjp4YIXn2CgTv+RLL9PFKXvBP/ovfQcNlSqsJuJo+PkQ9iAuM60qDkwv6MsQTCeePLOiYwkriSXaR84+RJVjgJjjEkrSVlDUmrkFY4n750rqKEUqS067JT2pCUirQUKOXE/FrFaKvwNHjCCd4FMV4lt0kLR5fSOkIIt5FGGKyUiCiodIIuc0tJ5Tpna0E4KKDGIK1EyQQpYZEEJPDwVExSW5JCk1CxczB5Ek868LaW1rmdlHZzUiGQUqJVXBHWS4QJSWgf7Js3FSfRkkZRlVBkVQLtOX2ptJAQlrSfcgkJQMJXaCtJJiXVaUE2k8EqqJ3VBkSUx3OUI+uCCSPLcNmyu2+KA905OoXHbhtzz0jEpIFxEzFsY1oTmqPliJQQGBTNSKaB5TVpRCRp8GKqswlaq3168mUafYk2Ee3VaUIpmQgjZiQ1s2uztGUMZ525nC2vdlJblUKlNONjeZrqUkxPF4jSPlkbsWjpLAYHysywOZ48OMHWwRLTZUM5l+eDF8yjuqGebKaa32zaz66ecW68ehkq3URc8olFDf7wEdqbqnliZxfzGxSTgeLxg8PMzibYOzDOhWvm0lTtMaMmQRgU+d0rJ7lg6Wwe29vFndev4pKfbyGXj3nHug42vTHMwfEijXVZLl5Qg/QVzx2f5PYrFvDIgXGePTHB3z+xnhVNPkd7RmhZPJM/P3WIr113Nj95bB/dI9PU1Hs8vXOAWWnFU0fHOb89yc3vXsWKb7zM8c+fxr/cs4PdgznuuHwRd27v5E9vTGKCgE9fOZed+4cZmw6ZyAXMaK1mfYPPH9/oZ3VzLd9462waL/6fl1L/sEO97i1L7DXnn85Hv/tnrnrLKVx35Tm85/M/Jl8KufUjF/PZn/2embXt3P7Fa/nNQ1u49OxVNLa08rO7HmPNklm86+JzaWjOUp9KsHvPQS696TdctHY+tek0SRkSG8v6007lx398iAuWz+BIf55vfuFDHDx0hEzCo72liuHxHF3DU7zzrWfS19fP+GSe1aefTf3ZH+YDF5zC/r378ZTmnl/cRGQSNLS08Ozm5+gd6GbjmtXUNTfwq3ufYc2iZmqrU2TS1ezv6seUyygbMloMSHkJDh84RhCXSUrFSPcYQYCDbsQwHUHexEwHISdKBo2l1ldMxtDsS/zYEKFJJwSTgaEtlaIzN8W0camcxgpmasn0m7NCaynjcpJSEhp8zVAQERpoQPCJxgzNKc1Z569HkWfh716i8PMPM3Xn34hDQWyylNOzmff9r+ItbIbwIOUHf83jX9tMUScolw15YnKxRyEKyAlJSUI5dt2plJKUB3EssdqQMQZlwEdipAM+Iw0ikkhnC8cXMWmVROmAZGzwPVEBpfzf7lFYiRVOGmWUMwm4aBMgtpiye0zSQxgIIndUxrowQwsI4aAeRlhEDMZz23KF6zojBSJ2IwqlYhAGHWnSnnQjAk+jhUVZAIGwBjR4VlT0o87zLqWLc04pjbUWH0loy3hWoj2NtM70UJ1OYsIIT7jfY9rzCGIDJnLLPE+SrXGvuaJM0znLMRNlyieGKGKxQYgB+oqGEpZjwzH942XGtOWVYsCOAkTW4AnIxTA/pegqxVR7gnxkmZdyrrFUpMgpjyOlIiuzlqxO4ZFisjRFtRZoQlpr6hgtl4lMRNKXWGtY2eZT3z6Xwwf7KJVDqlOKwbEpBnMxmWSSgi85e+lsLlqd5c6XBjlzyUye2naE145PonwPXwl+8dmzWblwKXc99jIv7+nnqcMDnL20HplsYBYBQ5N5vvLOFTRV1/HK4QGO9vQyVBCM50osbcjwTG+eWUnFQD7kPy+ew5J3XM+1n/o2V8yt5baXu/nNu1fwsXt38+NrT+O+bSeZ7Uc81zOFTSa5YlEzTfUeewcMVy7w+MIjh8jh8fhnL+ff73qKeSnDpZet49cP7eb8le386blDXLmsnktWdvDj5w+SD310VKQpEdPYPpOfPHOcr14wh1++3kd1KsEnTmni99sHCISgKaX493cs4ZU3humbKNOcdoqfhqxg6bLZbH69l19sPcmxyYCeyeCf16F+9brz7R82v84HLj2HVcvauP4rv2Z1eyOfff8lTOgmtj2/mWULOzjS3ccdP/0G99z9ELf//hHuue3LjOSKnDh+ktvvfIj3vnUDOuFzw3f/zOfedTaiXOLFvZ0UQ0M5Mpy7uJltx4eZUV+FlYozl7Ry8dnLmCoZJqZCaqvTzJ0/C8+GzFq0giCSXPj2j/DDmz/KwnmtpLIJRicjxqbyPPPMa8yeXcdVF5xL98AYm1/YwmPP7uKGd5zDwjmN7Dzchy8kpSAm1JLR0UlqUh5HjvdSnJogKkG5nCeYjggKAVOFIsY6olN3ruAwcwmfvmLI8uYUkxMB+TAikdCkrSU2kqHQ4AsYsxHCChqE43tGOBLQsDEEseOI1krBRCVI3ljAnUY5MyW5oiZLrVG0LdvAvHkpEoVeakvjhOM5wmKJfDFgOF/Pilu+Q9XZbeR++1kObtrPoRNlSpGmaA0lm2A0DihpKEVuIy6VJLbgK4MLA5Go2JCQusIv1aiKZEhYgTYaX5VICJfemdAOFkLsoYTB4rpPYRxzFCqOKyEhFgiliDBooSjH5Uq/6ZZmkhhb0VMiqNC2nD9VCSgL1zU655MLDbRa4Enh9mnC4gsfqZ0sSWN4c0jhbKVuxilVJQpGOtWDspCQEqkFURSRlM4WG1ucpdVz5Ckvlm5VZgO0dtBmD/CSEt/z8FMCPwPe6kUMvXaUVF7gpQTlIECkE/SPRpzMhXSP5JkOIia1pCsSPD4VklXQF7jXq9GDmX6C3bkyAHW+xDeGZQmPI6WQxYkquinSXDL4rZJkUM3wdJGmrKE+kWCyGJL0fDIpSXVVhonxMWZVWQaiiDQJIiHoaKznpWPDjJfLVGdTKM9irWZ8Oscfv/thDo0l+MFtdzM8Pc1kaMlkk7SomCd//jFoWs1nv3YHj2zdQ2tTlnyuzA2r6jl1xWwWNSWQyRS5suaRbW/w5KFxNi5o46E9XSQ8zQVz6zg8VmJJrUJZy8YNzaze+EG+/51vcenSJn75Wj//e+MiXu8cZWy6TGcOrlreQG8h4Mh4zKlzaqlLJ8nni9z69GG+d81qXu3Ncc2qKkxNI/t2ddHaWsWfnjnM3GTEiEiw8/g0szICL6XZdrLAFWuauOf1fmZkNO/c0MYN9xzkj5fNpzMKSMUuS+uK5WnK9R184VcvsbQpTU1CcMGSRhasW8CpX9rEVClm25ffwlt/uIVt/f8/aFPtjVV25ZwWRnMldhzu5fNXncUdm14D4P5bb+SBZ17jfVecwY6j43zuB3/E15KuR3/Izq4hThw6Sk//EMPTBd591UXc/L3f88qBbib//j1u/dl9vLynE60kS9saeWxXJwtb6yiUQ85auYDTT12E5yWYNaORmuos1dkMeClq6psYGuzhgfsfZuWSeZy+ZjG9OZ/JsQEwUCwX6DzRwzuvvozv/OS3nLVqOQg4fvIkp69dyJ793ayaP5PXDvezZG47+48cJZNM0tDQyFs/+F7+4+OfAOMzNT5Iystw8nAPpbKhGBqsNchAUEjAcMFSlYQgdHrGiTimXrrAOQEUYvCF266XrKVRWCIjKCrBeORspWnpurHIWGo8xWgU4wmYiipHX5zdMozh8y0JlkpLXbaaOt+npqWG5uYksjDKVO80Q5MRU2WFXncqG649nXD74+x88hjHu3LkZYaCKRErx1ENeZO87xYqsXSOqESsEb5ERzhOq45QVuADnsJBOrTLdpeAFh7SxAhdeW2U72RQFZumsZGTLFXgKrGUSGMwShLFFe+AEIRxjKn47+PK32KMQskYYVRlxioqs0+JlBWRurBO8qUsnnBqfCEgoRVBVEYrhTUxQkqk1niiMpONI2xlhPEm6FkhEFoSRDFpBF7KR8ZlQJJAYSqKg4RW+AmobskgazxkbRLRMpeRJ18jk3QLNZ1JUzIBnf0BJ8tlevsLjOQtE0nBeGQ5MB2xzxpm+poTxciNRqRldtLnZDGs/D0IqhQMVIrtKZ4Lx6v1PayEauHRVywwp0ZB7DGaL7Cko5nRkUFaG6vxhKJUnsZksyxuqufE+ATFsuZozxiN1QmGw5Cl89uhFNEzPsycOW1cdW47X/r9EQaGewFFVcanVYa85ZwlvH5kgD09RUypRLoqhQoibrtsNn/vK7B+UTPrZjaSaGjmrsdfZNdgRP/YBEk/QXNTFXOyaXb2DvGxU1soRQl++eJRPrVxPg/tPco3PvkeXt+6izXtNXzgt1tJa8VQLuCmCxejleXYWMDsOp+nD48QBiFToeHWa1czNJino6bM1zYPMq/K44yFNdy/fYSzZ6U4MjLFwVFBsRzwrtXN9IyVwNc8un+Y266YQ/PiWcz+9BP8x7lz+LfLF9J1bIoHDvTzvpUN1C9v44wvbeLDy1tYOjPBgweG+O7lC/jUI53cf2Ccr5zRwuauIjNSgrsPjP2PBfUfevlXzJlBU2MNe47109GQZfPuwwghWLtwFj/+y1NkMwkaZ7TzpdvuorEqwe///XpePdTNjFqf//r9Y5x91nrmdMwhLEdsO9TDL2++np/95VlClWB+axXvOHM+uzoHmdFQxdhkjoUza5CeZs68DqyB+toM9bX1YAKq6hvJFfL0nOxl47nnMLe9HRLVKG1pbZlBdXUNSqd46wXn0DPQx5nrlzNVmkZpuOjcDUyWXLLksdExWuprmc7nWNgxg3JgmNk6hxuu/TitcxawaMk8mmbMoFAuob0ESjvSZlpJtO8I860py8npgJyJqBIKrCSMDSNG0NZQja8UWamYNoZqJA1WU1CCqciQFOArF9iXj+1/c0UbtaLW80komJ3ySAjnt08p+NVowGFrGM9PMjWdZ2RknCNv9FPyq0jPylJT4+OlLNG+HWz+X7ezszNm9eWrWbAgS9ZMkZSSZGjIWJ+0nyFptRPwW0nGav4Jta8AACAASURBVPxYI3USL3BSKSUjpAFlDJjAFVZp8aWu+NRjhApRfuRcQcqiCcgojVYgrNNOekKSVM7nrqXA930EMQkpSQjHF/WEy4rXWKeBteBLg0Q4wb0QJKQT8Avl5g9CgBa64u9380uN4wzEUYTEkbg8qVFaIUyMjY2DlShJSmki45ICJBqloSadIqkEqaxPHAbEsUVbS2QjZx3NaqqaLJkWgbeyA712FbZqHuNPbqUq6zuDQa3PSK7EscESx8fLHO8eZzA0TGjF4TDBS7mAfcZQ5cFAENOkoF47HOJoEAKWWk/QKAU9JUtkYEXCowtLQsXoZIkaBCVvkjYtGMmVQJWZWSWYGBmktb4aYg+dTHLOupUEE0WO9A0x2j/N4GiOpILJUkRDY5b8QB9tdRkSVTUc6B7l2GSGkZFBtNJUZyRRscgtHzmXzdsHiGSWciHPGctnMV4MWV6j8NtbOGP5fJbUZgiEYdMrBzhtyQyaqxN8+bxVNFf5qCBk4cwk87IJpkPLLY/uYVV7Hd/cdMjtJWbO5bmdnRzqG8daTVtdDf3TJdoaqmltSrO/bwyd8PGEor6+ig0dNTyz/SRHugbwFq7lihWtLG/ReKkUSc+wdF4j6XSWtA83ntvBa92TbOhI8uiefkpBxKy5s7npT7voqElwzeIMA6Uyr/UNMTGWY9aKOTzxYjezqpKcnCpRnUjzmTPayS6ayXDB0pT2+NBZizg6muP65XX/nzXzH3aoZyxuszuP9XPNmcvY09lPXXWWt56xkr+/to9z1y0GAb98cAv33vpxmjrm8fqeI5y6aAY/vONekpk0TU2NHD1+gkdfPshtn7+WD337LhY2V3HTBy6kt3eQPz27j4SvEUjm1mpEIsn5557Fhg0rqE1pJsYmmDe7lWxTK6ODfZSKEY89vokbPnwNuRI8/OTfWbxwHo3ZJIcOHuHii87llV0HaW9t4Xf3PkZDTT0fuuY8nnhuGydO9pAvlpnf1sTi+bPwlOJgZx/5Yg4lfJQyVNfUE4cB+ak8+3e/QbEYMdnrtqKlcpFcwSB9zdHRHKFQjMWGVuUjCJiIBVlfMRmFCATjEbRoy+xkihOFEsPG0iJd/EdUCdnzrXPHRFg8HB5vNHa58RkpmIotSSkqCZ6CvDF8rFay2kuRkjHZVJJMNkl1cxP1dTFT3RMUpwsM5Q3FckiQSrHh3WczvnsHAz15evpyFEqWQGpXLLXEOMQGsZFoa7EmQkonf9Kx8+0n/JBsJQcLU+kMpUsz9aSbpHq4qGutFMqGBEYhRISHJpIuo0laQSQMxrhBaGgdYFvKmMi8GWMNSrrPCeHiSKwNiZEoqxAydlEyWmFNSMLT7jkpF+WhlUt9reC3QFo84RZnwjr/vpauiGIEykqkMiSUwtOKUrFMUjvkYG2VdooEEZBtq0MvX06U8xjb8jpZGSKAKKnwkz4nh0O6RifpHoiZjiMmpWUKOB7HPDpuWJSUTGEZryAKG7WkzZP4RjNtIrYVQto8RVNaMlyOwFimrSCBiy1ZXeURSxCRRMgSJvYcNjHpUc5NMaulmkzKI28ls+sydHUPMCkVc5vrONY7gcxWMTBVIFXr02iKjFtFJH3KkUBIyXQQUiyVSaWTFKfyfOr6jfyfu57jrq9dztW3PEFDbYpCIPjRea3YjkZUnGLRiqXo8S5+8eheFjQm2ds/xXtWz+FrT+7i/evnsKNvguHxArVpj78fHOLdq2exr2+SqxbVs2plMz94eA//9p6NXPndp1jSlOHgSJGLF9XxrtPbee3gJBefUsfH/rgHP5VgfkOW0zqyNCd91q2cxYm+CdbMqwGZYsfeTpYtauOeTa/yrecH+eSpMzk0VmZ5nWBzZ465tWlufttCLv31di6e38i5rZqrrjuL3939Os8fGObOf7+Ax17p5Lt/O0D3ZMC/rp1J90SB//zwqdx2/16++1Ife25cwmm/PkSNpzj0pdPxv/I/81D/YUGtSnr2U1eeykMvH2bF3Bb6x3I0VGdZNn8mC+e1sW3XYd65cQMjVtJal+W5l7dz0brF/GHTq+w9McAV565hwcw6zj7zNL75s7v58X3Pc/8t76NQLtE5kmPh7Bn89t6naMqmaZ/RwKYdR3nizm9SCstseWkH77z6fHoG8mzfdYCGhip8aTh9w2ns3ncMiAmLBTpPnqS5vpbVp6zmxZe30VBXywsvbuXfb/4ku/cc4M/3PU5CQFPbDGJrWTyrmtf39dHaVEOVFlS1tDO3PcWLW0+w6tTl9J3sZd2Kdn75+4cojU0yPTXFZO8UYRgQC4/pcoQkJkgpREmi02mi6Sm685aCckL12AjSWtJgDflY0G9i5irNsInJKMmkcTPWrJBMGHcMLxiLZyGrXWzHVGxp1i67qkZDwngEMmQiFtRJyTwZc1lNmg4/SRVlMrU1SN8nVefRODPFxPFBBvsmyBctkcxSypeoPnUmbV7Eyc5JJkYDd9yuHKXfnHlKYwgrsGXtxySFT0ZpUjKu6C0NGeUTmwqnVfpExoG2k1ISmJCkl6IcRiSqDHHRJ4hjLAKDQQiHDKwEmyKUIjQRccVEIJQkCkKsTCCIMAKkVW5JZZ0O1MVyu8WS7+mKV19iTURkHZBECYWNBaGIyXrKUemTblQRxjFVvk+uXCSLRHiQ9hJAhAeoZET1ogb8U1dBciYmzNJz973UyzJS+5TiAKs9rJDsG8gxVAgZnjQMlwMCIckrQVcQ8UbJMA3ME4KDsaHRd+aEUQtn+kkOR2X+H87eK0rOq0zbvvabq6qrqzrnboVWS62cnCXkjDNgZDAm2WPG5GwPjGFIw2AyeAATPWRMMMYJBzC2ZUuWlXNWtzqrc1euN+79H5T41n/wMWvx1UmvVae1+nn3fp/7vq4BVzI/rpGLFJ6EdkPQgCAvNdBN6kyvwk6IOygjxCq6BIaJ7kZU2w4yV6Cro47G1hTTMxk659XTf3qYKJXGCjWOjmUIlKLRscjagouWzOP5fQfZcN4KpgsBM3NlJmYLGDELrxxy3+Y1fOrRXWTyJd5688XsPDjAXN6nf2iab1zfxaaPfJhgLMOh3S+iXMGhoSkuakpxaHKKi1uTfGfbGQqRRp2j8+4bNnLqWB8P7jjFRV3V7BgscPuqFoK4zZefPMwP37aSk/kYd/7sZaosnaV1Nt952/mM+Tr3P3OImxam+M+XBvjGnZt4ZU8fa1ocutvr2XJsmrdv6OLRHaepicdY3WjjBi4/2j7N6pYUu4an2TjfYddZWF/n0BSDNz96muuW1PHMiRmGv3EN6z+3hfaEwWN3X8XXfr+bwxMzjJcqr1uW1cf4zOZu7ntqlPu3D/PtS9oZ0SIePTTHdy+v5e1/neboROmfH6jvvGylOjw0SVMqRv9EjgXNaRrqa0C38Mp5vvf59/Lo8/soF/MYYZlrL7uIL/zkMc6Oz3DFBct511uv5zP3/5b5rQ1s3XkQJ2azpreDqniS/UdPYaqQ16zqZO/JaY70D9Pa3MK73/56BoYHuenNt/HS354lHY9hWg6tzTWkaps5faYP0IjZDs/99UXe9PpNHD5+Bkvo+GFEqZBh8aJu7vy3b1CfSrBh7QKe2nqKK89fSLwqSSpZxemBMyxZ3EsmM8HQSIl33vFGxoZGSdWnCUouf3jqRdpTCQZHhilnsoQFj9zMDLlcWIF46AKpaShRJi5tjmTdigdJMwijkDrdoKAiHGEyF/msqtU4M1upe/7dryQ0KP3dzSTAjxS2LpgOFQ2GoBCpSvBfWQhdMqpCChHUW5WWkq3rDHohjYbgxppqVqky9XYcXUSk0jVoTki6s5FEk8KdGsdyqzm4dwJf+fhSx65JsnRdM4bwmTgxTHZWMTdXIJKVmJjpCNIxC0czMWUAQiJMKqh9KtlNCEEHEeloQhDqFbGfLioFgLJWiVKJUBJqFlIFREiUMFCqAo9WkUKKAIFBqKJKfEo3CKIATWpIoaEJjUiocyZPWcmVotBMCJTAUoIq00BqFdi3LyV6hYCCkJWarEBg6gZCBVSd2147ToxcMUvM9qlb346xsAutcwVSb6L4+FbckwepqhZoVoxSJkNgOriBpH+mzNlSQLboMZuXeAIylmAskuxwK/E0W1aEXJ6Eak3Q6FgcLQZUa5KlmsLXYUcJ6m0bT/ogoMM06MDEDUPymmJBg8HRGcEiTRHFoFYHZcYJ3Cw1TpJcLse67jo6OpJs2zlEx6L5kJvlaDYgEXMYmM5iKJ2YI9FMwcdv3MRHH/oLH7xlIwePDrL5igv4wA+fpD6dJAgj1na38fSu07S1VnHPHa/l6795meqEzbHDZ1i2KMVd119KZ51PrliFIUMOHh3gqQP93HPFSqyEzmO7h9jYnebOh/bzwNs28KMtxxif86hL6BSKLu+/cD7bzha4qt1Ci2nc+qvjXNvbyMbVrWxsrOKrW05TKkXsG51jYVsdnQmd910xn31Tc6zoXMToxCT1nV0U+s8wF3hk5zJccV4vv3h2F9nQ4oZLFvOTJw/ypVvP46XTp/nV82O8b00N3z2Q4ZWhAu9fUctHbl7Be359gIcPT3H8g6v45NMDDGY9ljQkMYVgouTy6ztW8dm/DPPdlwexdMGBe85j6Vd28tzmxdQtaWP5F/6GG8p/fqCm4pa6+ZLl7Dk5hO+HxGIxutvrqIrZfO+rH+JnD/2Nrz74BJ+743K++fuXWTyvhVuuvoBH/7aX++6+jdfedR8bV3TxysE+nvrOPax5538xr6mGzZet4sr1XTyz9QhDMyWa65Jcsb6befO6SNfVU93Qwde+/l2W9XRhOgku33QhxcDgzOAAzbUpXC/P5MAgnctWc+zoEUyhMHWN1tYWXt5xAFOTrFzUwW+f3Mpdmzfxwf/8Ge+77Upe3HMS3w/513fcyOlT/aBZ9C5bwOhEhsXd7fz5uV3MzmRY0d3Gky8dws/nSdsRk6Oz6DLCzRSQkUTpEJYjirJMJC2U5nE2K6gzFcfLFdtnOlI4ukm1JRFIZn2NlA5+FBJoGr6EjFIITcOWEl9UJHQCqNagUTfwg4iUruPrsLUY0OoIuiyDiVDhyogGJcieW9hkI7guGaPG8FipmdRYBvG4wdKN78Zv78GxTkP/S8ye6Ceb9fBcl1JBEBoGhVKJ2vnNbHzX9WjeCMm3vg8lHER1I+GWXxHs30H+hX1MHcsQaWBIE2HE0FWEEto5VYuGF1bAJ6EmEMonwkJIUJogUAqlKhEhTehEKiQMK5I9aUAUwP/pdapzNs5z8alIVCDfQq/kWU29oidBKBy9Uq0SQkMnQmgghIESirih4Wg6wgCTkIiAVEMMvSuBXteEtXY11M4jyscob9lJ/uRp9JmzmLqHMC1KUUgQaJSCgLN5n/FQZzpXYqas8ENFZMCs0Oh3XXZ44AXQmwBXaUyHimoNchLWWSaHPZ+UrrG2KsF0UOJUKSJlG3ihJCsUTUKQCm2yVkinkBDpmECsxmAo47ImYeJaDgVKtCmDwC2zureB9qZqntszRmdTDRND4wS1KYKSz3RQoYy1tyUphS4JHIZy01x95XpEscTzB8cIlM+ll67n1Mkx7rpgIZ9/Yhur16/keN8Y2YJLY20tAwPjvPe187GSFuevu5DkiqsIx08ysO1lth88yNWrluI4JR56qZ81nQ0kk3Hyrs+9D+/j6zd0M+3pPLpvmEvn16I06E7qPHlqlqGZMh++eimP7BngM+99LT/54w5aqh2+/+JxQtOgIZXkU1d28LlHj3L761dwxZW3MLj9OU6dPEkqncANTNJJiz/vGsU0Qq5eOY8fPHeI775/Ew/84Qh7Ria4a00zB2ZdnjyeYZ4JX37/Oh7bOsovd4zx4RVJyvEqTo3m+PwrZ7E1QXfa4sGrW7F6Ornwiy/xy+sWsHF5DfO+uoe719bxoWuW0vSfL6ELCKT65wdqZ11C1aWT9LameeXEWRKOxbM/+nfMdAM/fPAh9h06yVuu38gDDz/PmsWduK7Pob5RfvxfH+ITX/sFKMnyeU18+sNv5ce/f56PfPMhNqycz3tet4E9J87QUp9m04VrqYrrqFAxb1E3h48PUioWaWttZO7sOOddcxVHDx7BMkycWAx8H0f3cYXDwNAA0+NTTI3Pce2mHk6Nlth78AgLu5roamvl0PE+rr1gJd/8xRMsnNdOvpAnWd3I4sWdpOMmC3q6iafTzE3n2Lt3D4lqh5Xd8/jCl75NuqGdZEwnm8sy1jeKUhrJKodybo4g41Eug+eVMQybTNnDkh5jHmjCYNytLF5aYgYREUJWNuNBpCEEFKSHj0EmiihGiiqjojm2dZgIFOcZJoKItDQ4LUJOR5KVlsmUkqSlYuLcb2brGkmpsKTOpBbiRjptps5U5FOFztU1gqW6XjG1GhZmMkZKLyHLOonWJDFLIN0Shek82TAiKBpoeogSMSLPpmbJW1j5oTuJ3bgUke9Di5URuUHkye1EgwOEJ48SHj9LcSBDGISIQCfSBbaZxI18UBFRVGlJ+VGIbZsUSh5K6kilkJoiQsPzw//TqZeaUVkg6RUnlmYolNSJGwpNmFiWjkAR6SEJZaOZGlEYYhgC27EIQg9h66RbbJASY34TxqIF6B2dKLsJGThEuTL+zpOUDhxGK49UNvzlkAiPIDQJdY2TswVmfMlMCXxPknc9ykIQaIKMiJgIYrxaLtOe1DiVlYSKynA/pzzxVUUu2KErJiV0WiYNoSCnfHJCw1MVjkLnOV4sOkzKSoNtIRKdOIkkvJpzuaIWSlotKpNlcWc94zMzrOzpwAx8hvMRQ+NTtM5r4Gj/BKblkDA1yr5HdVyjsbaG6UBREmVW9Cygu8bm1YMDaI311Noa0wWXN53Xw3/8+nl6Vy5k8/JOnj41xtbdg1wzv4rTxYB3X7eOJZddwy/+9DybO2A07+Mk62F8mLNeFkfEiAmbF0/1c83ahXzm93u48zUL+cm2Pt558QKqapp46C+7+Y+rFnPvU8d4y/IGjmZCsr7He69Zyx9fPcH205Poms7B6RKDsz4v3HUBDx0d45ED43zpum56WhvZ0TfM+gUpDk0F1GiCciRprasjrmDn8UE2r2/m5IzL23+2n1/fuoQf7Z3h9/vHuaI9wW/uvY5HHt/NZChpNCKOZgISkeS+HZNc2pmmxoLX96S5+k1raL3jT3SnYzz34Yu56cGd2G7AA6/v4gcHMnxz21laEtY/bEoZ/7cv//4JJOSLLnvPTNHdWsvFy7vZdXKcFcuS/OKJV/n8nZdz15d/wx03XsKirlZ2HTrNtz7xNg6d6GNqLk9zTRWf/ui7ODk0xu6DRwHYuLwT09C5cM0SDF1xauAsrfUxVvS246Tq2bnvKXq6uyAo07tiMaGM88NfPsEdm6/AMAx2bdvOZVdfzdjAIIEXUiq69Pa0E8hq0gnFbddewtOvHKK+NgChMzyXQzNMSmWPbLbEsdOHWLtiIZmi4ns/e4ylixfQ2dbK5GyBK5evYrrkc9c7X8dvH99Nsr6BrvltyMAnn/Ww43E0TVKM5vDdMkKzKlEbU0fHpkpF+FInaYQ0xAWWDkW34rgEEy9y8c+hPXwVYekaQlRSk1WWifBDllt/R/XrZDXFaASdmoYXRTQKyP3/n39SAgJMQGnYRExHEUkEVYbk8ZxgwBJsiAUkQ5ekn8E3LKoch9LwHNVVcbSkSbKlnlixjOe4uOUKxNmpKmNO/Q8jX3gM9+uX0H7TOpKbNqLFatFqLkXvCTEvHEdOnyY2MIgqZQmHx5EDU/gnpvCKHqHSEZHEMCyUEWGYMWKOjsLDEBaRVJSCkMgxcahEnJQEYVroWkggBZopsbAqMGokCVOvLMFiGsqNUEaRmOOAEVLVpiPqm9G7GjHmLUaYNjg1SKOBIOfj7jiFf2g/qpCDKAuuhycVKtApBAGuNJgrh0z5HpNlQaYYUg5DImng6YKiYZDzfA56MKrKJG2dkUJETK+UPywNFsarOJTPE0poiyswbDqUpFWX7A8jGjUNW9fpwGSKgER07p9QRJxSik7LxCqDURtSLEa8JiYIVAKlF6iv0xmdnWNBXDF8so/axjhDUwHdXR282j+AWVUNviTQBC31NdRWaZya8yi4BXqXL6AxrtMWt7GqkzSZIQ1tHXygp5Gb7/sjb7tlA9MDU3znhf1UmXW8qbeRzpTiRJ/LmOux9TfP8JtndtF78xKScYe/bTvA2zZ0sW/XFJOFMtes7qSnLsVPXzjCooZqnjw8St9syNmZEmPDxwmF4F0P74ZAp6Glll+/sJ9PX9PJB3+2hcGMx0cum889T5ykp7MeTRY5PlvkT/vGSNg2i7vqOTFS4I3nL2Qk79IQK7Hl4DB1NUl2njrNJQuTTOTKjGk2P3z5FF+6fgkFpfHIgQlMDR5401I+88tXmM26lH3J/Zt7md3ez8PHciytczBESHXcYtX8aj78vV3U2Dqfu6SZXx8YZvuZLHctb6C5Nc3Ai1OV02n0jw+h//sJtb5Klf2Itd2t/Pvbr8KL17Jl226e3LKXR+6/m7Vv+QwfefMV/PmVgyyd18R997yDj375Vzy+ZR9rFzbzylM/om715oqH3NAYnMpxaW8LX/n0hwgCF1OHYrHA+Rdegplw2PbiFgaHx7lkzRLqG+ohXs3Wl15m/coVlF2fmqSB5lQzPpsnaWp87hs/5Wv33s5Luw5ghoJFC5rIlEOOnR4i9APGp+fYfMPlZKbO8vjfdvL+Wzbxwc/9D3f86zuZmBzn2muuQBca3//p77j5+kuJJxMYuknk5klWRWRmXLYdGKTGCdnxyk4MI4nQBUHuLJnRDOV8gPAjgihixg/BMAiVSxBWHFSarPiGTL1iBJgrVJZWQhhoQEFJbKFRVJJZpUhKWOgI8koSRAa+JpmWig7dwJEwJSJiEk7LCratQ4iKVkTTGA4jek2DESmpU4pRKUlogiph0xd4pDSBCiXXNmkslw41usQ2TEzdw9EtlATbsUlVW6T0ynZcDyN0BW7ew7R1hK6wrSqCQhlpNWMuXEh6xVK0tmpEPInZ0oRIxdCSAkEBLcyDG6DK00R+GZWZQE1mkdOT4BdQygHPR/o+quwiwspGX5gWoipWeVhoIKriaJaOcGIIM4moT6GnUhBLIeLVKB+U1ImKOjIbEA0MUzp6BHdyiig/Q8qWhCqi5IVoKBCCfKjIuJJhN2CqGFLwFW4Y4YYSPzLxVYAnoSAq9LAMkiOhziI0ThPiy4puGyoiw14bjnnn8sdSUqNr5JWk3hAsMkzQLaDAaVfg6ZUGQaOpk1ICx5Sc8iQp3aDDNGnQQqbz0JCEovRp1pOIpIMouKxf3caxV4+z/vJOXtw5jeFYFJVW4U64ZZKORXU6jueXKIYebfNrqWvppCkKKUxlGSGgybZZ2ppgw7pVvO1rf2Lt6g4c36NgWcwMznDpgjoWtST55LMn+egbL6K6NkVsdoaGNCQ75uNmA2Ii5JWDJ+gfnGRefRJXVdgMc2Gepw5Pc92KZgInzZG+cTr0kFhM54nDU7xhbSvfenGQ9Y02u6Zd5koRCljVVoVVlSJlKC7sijNT8PnxtlG2fOoaXt19mvOWpvnJllEMTVBtS7rmtdMetxifnGFwKsPbbzqfAwf6aU473P/8AFtOTzGcC3jwtl5moxjbD42AV+azr13AbQ+fJmlqEAa8eW0zRycCPr2hmUcmy/zqxSEWxjW+8eYeLvv+IW7tredfVlfzl4mADz3aB4AXqf+3K39bbUI1pxM8+IV/5ed/fhXXDSAs09Fcyw8e3c4HbrmUL//iL9x921U8tf0wnS317D7SzwW9nXzrix+jdcPtLGqtoTph89E3nMeb73uMrb/8L06d7mdeo8PAaJ6lSxfS2trM089tY3pmjns+9FY0zeDA0SEOHDxCc2sj7Y01dHQtZnhshCOHDtPaWMuB46d41ztu4cFfPkzK0Xnx1SO89803MJnLcOT0CAeODbCgq52VPe0QBvzuia185IPv4JFH/kgmr/j65z7GVL7I6NgQg6dPsr+/wOYr1zBdcLn80o3YVXGmJgZJJWr4zo9+w2UXreWVV7cTFj3CcgkvN4M7myc/nSfvaUQGSC9Aw2E68BFSYpsBth/Hj5cQwqqcPCMdPwehGaEJyIcRgQ8pu7INT8uAnZpGgy5xVBxB6ZzyrvJ6MSYFQyqkA50hFWLpOpaCYSmp1zVyQYQnBD2GyQk/IFAQM4CoEh/KnlNLmwKuTZnUiIBuzaJON3F0cFBYMQehXOK6iUJQl4qTtCpAZhUEaJqOkgpkiBYJTMNAaRqG46AL8Ishum2TlTqGdJC1NVR1tBPr6UKvT6Ol4whNVgYnIByBCiSy7KMZFhgKoRsoP0C5CuWXkYUZKAaQzVIcGcPPSrRgkpgoooIQ5YFQJXTDwvcVbuTiBRpKKKJQMeMpBoouuQDKMmS27FMMNEIJUhlEBPiikrjwlY4nTAaiAC+UzDdszkYeDbrktAfCsBl2PTosQaemkSDiQASNMZtDOY8mA/KqEqrtMHVsTeApBZFkSlYGaaOuQQSno4BFtmJ3AXrsBCuTBuUwoCZlUCzkqPZMYskEOCar2xN4BZepmSkCzULgMOflGfJNnCqLAJO4obD9PMl4NVqLQ4Nl8bYbLmTb1iNMeT6L6hMoL8+TxzIUvICmjgZuWd3Or/cN4hQirtuwgLZUinc+8Cz33byOw3mPt127DtHajTs5wuhklk47zlN/e5n5jTUcGjnL8voUD746xAdeu4RPP3qUy5bVkzbiHBmdo8GsNPEyrkciEWfXmWmu623iv7cNoKSiNplkslDAMDT2/Phe3vqZ77CuxuH6CzrxfJ9PP36KD1/Tw75T4yyssXnudJ5NvQ0019h01sZwZYylCxo4tLsPTRa5b9cUS+Mmw5kiOU/yp+MzHPrmZnZv2U/bglY++8eDRJFiOFMiaVTai3953zL2Zyzuf+IY81I2sjvOGQAAIABJREFUX379fFq+uIuvbWjm1pWNxJc18prPbKUUgq3BSN5n1gv/+Sv/otZafvKVj3PPVx7k2VeP8dbLV7Ll0BCv3ZDkXW+8nE9+/zG++9E38s3fvsDYTI6jA+OsnN/Em2+5jqaL30FbfZKv3HU103OTfPInfwPgd488y70fewfu7CgXbryA8WmXgZFxrrx0JZ1dPWzfvo99hw/TVN/ApvOXkil4NDW38LcXniVwPa667CIKbsAFl1/J6970bj77/teTiDvsPXSG5tYGilrIskWNeG6RruYaTMdk1aJ5hJFH/2A/n/7YO4mMJAeO96OCkAMn+3jrTVcy8OPfsvv4IJsuPo+q1gU89cjDbLp8E3975nE+ef8X8Y7u4a9/3Up7Wx2ZqYBYdRcjsycRpkW1LdDDAD/UmHML1ANaoChHJpgukaxULDURVW7/ToAfmTiAjUVLjUQQ4JZ1XvYEFwhJPjJpEiEj0mRYhaQ0QV4qzrNj2F7IpB5RLXQsBJYGDQqG3Mr1M6kJTgQ+rqzUK4NQktBgJpIECtp0QZdlUVSCE27APgGdaUVUCqiRik4/pBpFTA9xhMZEsYSlbAwbwsgnbuo4wqI+ZRAzQRohhm4QhkUiJTANQJapMXSUiogy40RzRygftSvKe90kkiFCgTAFURRh2MY5G6qGVCGB72MKC1+FIBSKirJbBVolwBspIkOSlQaGbZHLu7gioOCVmQsiZsoBpVDh+oKsH1KMIDwH144UeJqq/EURmiHKMJGeT8kVoIc4lsmIH7HMMRiTAa26QVGF5IWi4HtclbAoaj7V0sIjoloL8fyAFVUm2SAiJaDRUkyFkFUVbUkuVJSjyoOo0bbIGRodmk2TbbJCK9EYaJSQNCqJVlbENA2zykDKAivbG+ibnMHNQkfMoSgC8gbMihi2GVGOAhrSFkt6Opkcn6WqJY02Mc28Zo3d+0Y4k3O5YWUDW0/MsrtvlAWtrYx6RdoMnef6JiEjuWp5DV959CBlN+C2TWvwpGBTbzta1ypINmKFcZpKhzndN0ZXTZzDoxPcsH4Fn/rDDqxA8ufDw9x80SKe3dXP8maXG3qbyBfL/GzXEIRg6zkeuGsDr//qi7QnHa5aXMND+ydYkHb43M2LuPTdX+RP915HVVji8Z3D5Io+X33DKsa9MpuX1TOlQq60HLrr4kTCZW60xPqLl/PXF/dQbUCfXgX5gOpqi7esn8/NP9+FHyl8q5F7nhviAxstDMckM1sgZhp4MmT3PetY8J87WV4fI+FYfPW6Dpr/axfL0jZ3bmgitqCd9fc+D0rRFDPYO1lkbUP8H87M//WE+ux/36M+9o2fcubsHHffupG8XzEybt97nPHZHN++52187Fu/o7U2wWymxJ2vu5gdJ0b5645jxGyT157fw5pFbbjqnMYiVsN1l6wCXeOvO45jmoL6WIzVqxbT0tHDnR/+FEsWdrBmeRdnR6Zpbq6lqamFU2eG6Z7fTktTE7YpGBif5fHHn+Gmy9dTiEy27TrApeetZOjsBNWpFDOzc4yMTDK/s5WVS9qJJxx++/DTNLXP4/w1i3n6uZdZP6+RHX3TDJ0ZZM2yRYxMTpOZy/GJj3+M/cePct55K0g1NDM2cpYXnnmcd9x6JZ///AOk4zHsunbGTxwkcl2cRIwoP0vpbJFs1kUomzDwCDVFuaQIHZ9IgRG3CaIK2i6XtRB6RNqRVOMgnTL5UDI8pTE/JQjzULR0/JJJ2nHJh3BaSppiNjFP4oYhtg4uOlKrAKMtXSeLwgolJ0JJsy1QUmPcj1hlGRwOQpoNUAiahY6lCyYrFmXmmRG2o1PyNXJFD1dU3Ep1loFmSmpkgqbQpcECSwksQ2IJrdKhVyFSC1CRImYksPUIqemk9Aob1hAWEg3H9NFNHQuzwl01KidzTQCOQJcGhhZSDsQ5y6pGyZVI0yMK9ErxQNfJhyGlICTvRpRDiRuCFwk8FRABnhL4UieSIVJqSK3yEHGVoqQbRAqk8jnrQ0pqCMPAAM4S4inJWAAXxCxOBz4p0+ZEyWeeJcgJQUopTrmSSxImlfKuiS0FQo/wfBg2BCldYAcRjmEwGYWkTIvTnof391icp7jI0fBNHVcFTEY6i5Siq0VSnLZoTynKtiRWMEl6Pk46wYLWOEHJYyQXsbCljpmJMWa8iKJdRVbZFIRLfW0KIyozb/FyRHkSK1RcvLaTXCFi77FT9NTXsmdwDg/B+gUOJT1Ne73N/tECnT4s7a3l7l9tpTpRRV11jJjS+cK/3cxNd/+At7/xKjZfuBy9Ps4PvvcwN65sZSqTobMuzZ+2n6G9Nsau6TzP7B3j7gtb+en+cW5f3YCr2YDNkaERFnXUcM3yBl7z7d1c1e7wtbdfwn88vI9r13UTyhxfeKKPB1+/kNrWWrb0+5AZ5eINPfzmL328+8omynodv/nbEVbWxTiZKVHOBGy+8TwO7e3jwtX11M5r4sIPPsJlXbXcuLSGtz98govmp+hKJ3nlxFkOzgXk/YiWhIUnFS0Jgz2fvIibfrCXUIYUXMHjb1lK93d2cWNnivtvXMDOks+dvzhGKZTMrzJpS5vsHCtTEzM5MVv+56/8r13XrXYeG+TStT3E4nGOnR7h1Og0zTVxmutSnBmfA6W4+ZIlzF/Uxb6jI2TzeWzDYMuBPk7+5Qf86ye/xWXnr+D6y9eTStWSam7hDw8/QSoG07M5zl+zgmQyzde/93MuXr+UFYs7QSr8KGR4PM+C7nnUpJNMTM3Q3T2fn/3qTxiRz9oVSxidm6PkR7zhNUu4696fcd7KdhbP76ImFWf3/pNsvulyRkfGWLJkAbv3HyZb8GioSRNPpjl2op++E4fIlkH5ZexYjEzWZS5T4Ovf+hKGU8WJw0dIJyXN9S3s2rOXSy/p5Zv3/w/J6lpy42fBSeLYBlE+Q2l6Anc6T3Z8jgAbIg1fiwjDiDDQKpTR6pBIgq3ADwOqDY1QF4zlNLwooLtRZ2zcJCYC+iNBJyGnlYavFCtiGiO+hogieuImKgpRuk451BmPKoK5pIRsGOE6Bm4UUCd1RqOIZlPHlgKlRTRpOmOhonwORNJgCyZKIfUxA4VCRTqJhMlotkCVBW5kIVWEK6GzymQg72FqJpYISFuQ1m06tYi40kmIAEuz0YRC4GPpikgqhGah0LEiRUBYYbZKkJFGIGSlrhqCMgyEilCqEiELhUJKSSQkZqiBruPLkFDqREh8zg1fDZS08EREQSgKKkTJSi71gC8RUhEoSBoVyEq7bdMfuizRLEQs4kxR0GFq5AIfW4AjLLaWfBK6YJllMxx6LDFN/lr0WRQ3sIWg3wu40LA4HfqsqolxthySDyPmGzZFVSYhLEQIx1TIlFR0WDrDfsR63QQiqgydMV0j5Uls26c2CXHLwSpFTAYO65os5nJzLF/UiuMKRmbyLF1Yz9npiMGhAWYsC82pw9UkugFVNXHKmWnmL+jCMhTrOho51T+GVp8mHubYduwsF63uJHADCiLB5ktXc/8z27i+Ookb5vjJ7nF6uloZzBTJz5XJySK/+dHX+fPjj3NZLGTA9RnMluhoaGB5ewxL0/nSYweYyZbpbk2x+0yGJTU6+4bmuPfaHvYN5nGIeHU4y+Z1nRia4vuvDHFxq8MDuyboSMZY21lNZ43DmKvxhu4Yn3txkIu7avn4HTfRf+II33niIB/fNJ+HDs5wfDLLpq4YDS2NjJ7Ncv357ew8Mca8pM6aDb28/Ysvsns8zx82L2HdD/bRkba5uDNFmyU4NlPm1JzHypYqLupMsm+0wA9uXcxF3zuEHoagJI++Yy09397OqsYqfnJ1C+t/eZIltTG8SFLwQv77uh5uf+xEhUnrhf/wHer/2uU/0n+WRa11DE1keOXgaY4OT7JpeTs3XrQENEHMMti0rJVbb76S3z61i2e2HyZSGnP5IgtbG3hhxyHWLO2gs6OekfFZqtI19J04yat7T7DnyBmymRxJy+LHP3+Y66+6gI0XLaWqKg6ajpmoYvHCDvxIcmjfUepqatl/8BTZTJabXnsxvm6SiqfpntfG8GSJT777Rm649nIStXW88Mo+brjqfFwvZHQqy1zJp+RKzozMgdCJn1N4vuktb+CqdUuoSSdYvWop61Y0c/utG0jX1OLYgh37dlGOLOxUgrXnr0Cva+Pj//Y+CnNzrL9wJZo7hzszSyA0ErV1pJsbceIJhNLBBBlUqpGOLokEiDAiinSkFWCbDlJIJDoEOgubLUqZGI4RcDSSVCvBsGYwFEg6DJtXShJXKRwJbqjISp2sC24YQQR2ADkV4WnQgU4hBMeSWDr4SpITFZapHRfYusSPIlJWiBcGNMYMcn5EzIphmAHg0VhlAJV0AUhsA/JFn2rLxJcB1abOuAcv51yez4c8XQp4pqTx53KZV8OAwVBjVBpM+jYZX6MQRMxEEfkQCp5GMYTSOX13OdAoC0UukOQiKEiDstIouuCGOuVAJ6c0MkqSUTo5qTONZFIphlGcUQZ9keRkGDAdSZ4vwI5yyJZiRDE8157QwFYRDbqgz/coBJUK8Jm/b2z9CM+AEVV5D2bqsNQycCOf6kixyw+J65CLIg4XA+otkyMq4KwEWY7wFVRrOkUV4YYQhhEYOlPnTA1eKEkJIFZJcCTiOm4oSBk2XqhjSx1VdsF0aI/b5PJZVtfXM9o/SVYE1EibTCaDokDv6m6KdgIZBaSrYnhuGVfphIHC9Ip0Nyc4W5hj9dIW1MwYbc2NbHjNOq4/fx3j5Yh6S/Gr7YehqNPdGWPhvA46WtMMZrNMzbgUQklPZwN79x7mqWcPM54Z4djwWdak43SmBLnpIvuPDXF4osQjB0b54Qun+drNKwk1h/uu6WVkukT/+Cz9hZDWmgQLmxI8eWSS4+MF3rChh82rGri2t5YbltWztX8G/IBZzWRg0mVwqoBXOsu/PriD7hoLrTrO8YksxyeKXHX+UgbPerxudRsnx4s0JetoqYJAr2FlR4qbF8a4+69nqImbzBRDPnPZfNJxnR1nS6xscAgUTHvwziUNmG21DE4X6c96PPLWNdhJgRsq7ljZRPfSZmock7ZqhyhSXNyW5P5Xh7imK0WkIGHq/3Bm/q8n1OsvWKxmCx4TMxnyRZcvvedqdp6c5OltRwHFGy5cxPzueTz10j7CUJFwHC5Y0oZTnWbVmqX09Z2BULLvWD/3femLHD60nwce/DV3v/stBKUZFvcsZDLrcfjwMa658jUcO3yCjBsQhAHpqnjFOGmYJNJpfvvHJ9CFzltuvIzJrF854hBBPMb5yxbxpfsf5iPvuY2JgaOc7B+gbd5CXty6h3e86QYiYTAycILjJ8+wdu1qquM6T7+wjSs3ng9hgXJkU5NKkg9t2tpbkVh84b++jOXluOzyy7jkkg2c7O+nrbmOwHSwNIcHvvBptPoW1i1awIkDO3FLHqaQFCZmmemfAs0k8D0CAQobL+9imDpC04jH42SyRcqGwk4oopJAWhGjsyF5JXGkSaBFNOk2SSnYr5UYcmGVrVEjJA0yTk6HslLIKKKsKVxlYhGgdAfl5pGmjasiktKijI9thtSZMFwGJR060xG+r+NHEVXoZFUMRR5dg3hCEkY6U7kINxI0JASlnIFthei6RqBL5lwNRYArBbORpMM00Q2Y8ULMc/ATISrDYzaIqEZjTklsrWJRRVRwfIEUCA2SGtTYAiUNXBmSsCBUGsLXmPEDAhQ2MC11CkpRZ0pmQ2ixdGwlyMiIWk1nToXUawb9QSXTWSNgOIR1lkZN0kKUI4gCjqKT0gWekizSBHsDwVwQsj5mciwI2VhtMFMOmFIWo14FXJLUBQWl6NU1jgWVuFu9IXA0HaKQRl0nZ0R4ocYiO8Eev0QuiGjQNRaZkupkkr58nlbizAYu3ek4c0VJTSxERj7VuoYhHGKmy5oFHeSnxijZNmk/oqYuQRhLkXPSnOg/QwFFh13N7tFBFvf2UDWXoT6lqO1qo6rGBBcmJ1xmwlm02jpuXbiAH+7vo90RtMyvo7fskkz4YCT44p8P8OVv3M2b7nqAicIcrS111KfTDI7M8d3rG/n9gSmuW9dBwnBIxXVOnHV5169248mI79+1iQsaa3h411F60ykOjo8xPF5iTybi8nkp3nnpQh4/MMYfdo3yxL9dyw1ffoKLF9TygRuWcst/72RenY0dc6itMshmi3z1Xzbyn7/byWffcxPDR48ymYeRU6e5ctNint45xo1L0/z3q6O01yW5/dJleJbkwT8eojSXZfe0z2PHpljfnOCXb+ilrFm8/ld7yRQ9XjO/mqm85ENrm7jx+vm0f/R5XjO/lq9e2sahKOLmHx7kgpYEL79vFZ/46wgHz8ziRZKJQuVVUtwQnMgExCyNr762g7sePfPPn1DRNPrHpvDDiIuWL+B3W07ym2f2UCh73HjeIuYvnMcjzx8g9BW97XVcsbaLEEVbewt9p/oo5D0eeXY7n/jIe7nn3s9w2VvvwdYMquyIOV9w6NRZ/GKBq6/YyEvPv0xrY4LsTIbMbAbTMLEMnfq2dn77h8e494O3ccvrLsWIJ7Esg9XnraF3aS87dp7gz395hX//t3fz8tatFAOXAyeGWLa6l3+58y0UXZdCZoZEPAYyoJSboW9shttuuZnmrsUYyVY65i3hcP84nYuXIUtl7vvK13EISDe0s6K3C7ecJxZPYqdbCUsutiG54/arWdJcxd7nnyUMTAxDw4yncRIOqcYkiSoLx7EwlMTWysRrLBKOSdJycYMSfl2AnQwxfQ2z2mfKD6k2DVY267RZDh1xgatMjgofpMabm6FTF2SVAwnIyIAhFZANQzwfOq2QRkviBC5o5rnqETi2JHUO+uxjktI0qg1FqRwxU3LJyQjXiRgpZ6iN6SQMnaFpwXSuci+vTUSUfY2cEYEdY8yLmCxGjIc+ntJpUDquoqJVCcDSDXKy4pg65UG/H2ELjdkKWpoSgnwomPZhIgBfCdoTJjVxC6GbCE2ChJJbka5ITWLpOh1VFmNAAYWhK4Y96NQExVBSZ5h0WzFmZcQiy2QokjSeO0UUhKDT0UkIHUNFHAlCXvBhNowAk+lI8WqoaLBN1lc5jIQhGxMGhcAmp8Oo59Nm67SZlYdEnSaYUoKFVTYAeQXVhqDaNqmPJ2nUY7i6xivlPEhJg2mwyLE5HWhM5TxsYTJjuCxqSZIrlonbHpqpU502iQkbW484r62BMBTMBTqNxQKxdBwnFvHq8UHODp7FDYosiacYGBtiyfkrMUfH6V5ezcI1naTqLNBjnJ0qcHxijJ75HdyxfhU/OdjPMkdn1bqFnGdC3p/AsCzu+sNhbnvrVURVK8m6ZS5ctYDGdIrB0yP86NZO/nosx01rOvDzOUxCVDzJE3tGaaur4t+vXckFTQZbjoywIGHTWh3QkrDxdcX1CxxuWFHPC/uGMELJnz97Lff87CU+cdMSHjk0zft/eYgDZ3MUzSqa0jaOaVOXruZjP9tDLNIo5ac4OJhjfHScZEM9n/z5Qa5clObX+6YIvJDbr7+Arfv72L6tn5gMWbWonj8dnaSz2uH371pOX26Kyx7cQc4NScUsSr7GM+9dyevfsJKmjzyPQPGZi9p58qzHR399jCU1Dls+sIQnh11mJnIUAkmmLFnTEOejG9qZdSW6JjivKcn4dPiPR+b/Nk+f230KDZjXlGZ4OsOxvhE2rOjkS++5jmyoeHn/aebyRQxd8J2vfoT5y5YwPOty5EQfW3cc5s1X9fLwz7/J8RNH6e2qB+DBr3yM4eki2bkSc9kChYLLQF8/pQC2Hxwila6irbmWzrYGJvIuP/3FQ3zq3o8wNJWnoamVBx96ksXLV2Cn6/n4Z7/Nu2+/GdOKse2FZ7n6hitobqhjfksdv3zoWZ59egup6iQvbN9HsipBdTqNmUxiKfCkYGZqjtm5Ii+/upN1a9YR5Gc5fuokn/rgbRD5xMjy8ra9GLZNS0cL5UKRM6OTPP2XrcQ6LqCnp5Fb/+VmEukElq4I8tNomkaypZlEXYJYzCaZShGz4mjKI24LzFiMeNIk7VrUqIoVVPcS2JokHgevmCSw8tQmdOpNl0WaxoZaB98GT9n01lpMlRWONFikVX6+NU0atXUGFjauptFoBrSnDDosE1coPKWTC8FTEVWGxIsg50G1HafOluCb9NQKypHORCmgLVWFrwKqLIOxAox6IdVGxFCpQJ6IWSWo0UyGw5B+QqoqsVuKhNgoGiyNk25IjSZo1zUsrdI9qGieK5v1sqqwDIrAoXxAUUq0UGIIg6qEIh430JwQTQNfKU6U/XPhMYkbKTpswfFAsSTm4EaSwdCj07I45YV0mjAZSMoRzJOCLk1RVBFniop6yyKua5RCmPI9LCEoBJJsENLneaxwHEZLEVN+gUO5SkoiF0V4QrHcdOjVTNAisn6IrcGyKoeUZtAUc8iXShBGOBHYQlAtBOfVJjB8g7XCoK0WJkVAd51d2crHNOosA5nwSXs6KSdgcYOFMEKys7PMtyOseR1UmzH2jIXI6gYmSjlWzF/AnCqycMP5uHsOcdFrFnL+xisZGJ5l2eIexmcKhELxhqvOZ3w2w2+27UAUZ2la2UlPOcvB4WE6m5v4jxemKLk6YTHg+jfdzoXnL2ZsosDk8BSfuqKZ3+2cYUVXLXiwvHceJ2c8vvPoPvqLPj2pOLdeWM97frGH9XVJ+qfn+NWuIbb0Z7h1fRtv3tTDM0cmKJcD3nLtWu7+yStc1BVn/2ABNI2tp6b47DWL0d0C6xqrmFdv8YtXBllSrbhoYYz/r717/ZGqvAM4/j2XOefMzmUvMzt7hd2FBRYEYYEFESQKVRQhtak0aWyMJjZKpTVqWzG2trakNkpMamor+sJL09QY0BRbEXClQOViBWSBhb3vssteZnd2Z2bncuZc+2KbvmqtaXh5Pn/DyTcneZ7n93v6lSM015XSNKeMC4OTvPitubx1ZgS/ovLUnU387WQnbf2T9A1PEgrKPLK3ne3rGjiyfQWX4ya/Pp6ksdTPgojGbXNL+NN3ltBWUFj+k0NoIhy8fxHB+eXsOtDJL9bN5tSjzQwEq3njUC/hoMZ4zmJ2iUJNiZ+dhwcYzlmUaDLzS2VOjk7/12b+j4v9ITdSHMTnkxmeSHF781yWLJ7HOx+dpDJSzMWuQTYta2D5ymW0dfaRTE+jFYXouzrCc9u/ydELfQQUkUQiwZxYlDMD42y5tYVUKklNVQ1jE2OkkynCkXJ6unoJhkPc1LyIyuoK2s6e43LHIE03NDKRLnD8+EmWNM1l+2OPYxsTbNj8EB/ve5kfPrubDS2LuePuLRz6+Bjf2Hob9z74NAvm17P1rk38Zs9b3Ll+BbW1NYwO97Hlrq3Ytk5et9H8RViCSSBQiRoASS1FNAtkshOc/HAfRz67yjPPPjHzsydLBASDsfgQaqicrq5+Vt60nLOftnLx1Gl8ooRWGiPecR7RFLCn0xQKJoVkDlm2QQsxlbSR/TK5iWkE18G1DfRcgUxpiHwmQ2mRy1haIOKX8GsGtqug2QpZx+TiaIFKrYh0roAm2agy5C2YVQGZTClpPU1Qk/Cr0J91UQSboKCiqSod4xlURaMuamPaeYosFSTQVYFCFiTNpjduEivyoQVFCjkwXZOcLqLbIo7r4mIxbs+sdDH/9clUyTJ5x6FSFph0HEZMl7mKRI9pExIERMFFQ0SQXAxHRHdsHEFAdl2yLiwsEricg5urwoxMpigvkXGxKA/HSE4ncEUB0bQwsiA4ClkXpiyTSlXigu5QJboM2DMTrGtViZxjU6eIXC24/36WG5Z9iJLAsFGYmZPgk2jPWazwz+S5x7AI+yQ0AcK2w5DrknCZmSPoipiOQ8GBliIf08LMXVIEiIkzB32aalNwFbrNPDgiC30qCdmFvEF1wEEyJCZcifJAKR9MxPl2VYiReJq6WDGhgJ+pRJKY7GBrDrMjURaUhxnqH2P24hraTl5h0fxKTo8VGHMdwoKPlsYaWj87R1njLIS+MdauKmfj9x/m9L6j2NY1zo9bpLIu6xtrOdbewbqbb8RKxDEqZxMZGGF2TOaLngl+frAb0S9REykhZThs2bCUriujPLI0REc2yameNKvnVBNRRRZURdlzuI1b6qOU1UR4vfUSO9ZW8t7lJKVFRfgtk3SuwLmUzZoYrG2u5HeHR/jZxlqiixfz0EsHmRcS2bauns2/P8N9zVV8PjDBU3ctojas8dxHV2gfy/H3nRuJT04wOgXPf/APnv3uJj765As2rFzI20fa0DQfu7Yt48jZYd77vIeyYBHhkhC7W7t58mvzeeyOBg5+0csLBwaxHJdE1qQ66OOvDy2kNRnglf3nmTZNfrmuiqUt9TTsbOXwtibWtsyiM6Xz0v4OTl9Lg+OQs6FE9XElkSNnOWxeUEGVbFNWpvBu2wR9yf/89PRLg9o8t8rN6gbVkRAtTQ34AgonznZTMAwG40l+cM86koZDtKyYkcQUr+47yq4HbmfpimVcS0zT0zdIUPWxfNFsKiqivH/0Evffcytvv3uAusoyVi9v5OyFAU6cu8Kyptm0LGtmaDTOhY5uUuNjrLppBaaus2b5PLSSOpRAKadPtOJmk4ykbRY11BKtLefk6cvctmoZ4fIor726h9pYhM7hOImxJCuXVPPhqSE239rMiqUL0UIl+FUVK58lWlOJqMSw3TzPPL2LnU88yN79rUzlHX708Bb+sOcNkk6URx69j/x0geGhAcJBkYlpl6Z5c8hnpzEsg0tnPiMgWhRcCU0w6OsawCf5yI8OIEoKek7H1AtkEwbZ8SR5Xcd0HaYLOproAxcyioNoKNh+E1e08Rt+LDIYgsqlcZM1lTJX4gq1iknClNCtHA2VAQRFZzIhkdYlXNsmKQjUlfhJ5NO4hkRlQCAnQn/KIqo5+CUf4ZCIPq1iBQywbRAlchkUhWDEAAACjElEQVQRVbNnVpU4LoZjMZoWUSTIGyo6BnlBIO3YBAURBRdFEPGrAp1ZC9F1mSUJDNhQ6xMZtxz84sx4Qp87E7gp2yEqSUzYNjFFoEZT8EnQkbGYo0h06yZfn19B38gojq8IUZJI5EQUN4sgiKiChBooYCdnBu31FAzyAtRKPpKuTZXsIjhgIhKUHaYK0Gk5zJFFyn0zw637zJmAFiNwxXBQJIcwAmFZQrNsNFmlNZPnxqBMr25RIyuogkXBBU2AamTOYxMTXFQHIppK1rKJ2xbjtsvt0QjHxidYFVbwhSA9bRA3imhQJDBy+EogjIrfV0Qmm6IhFCAUkrFElZU1JfR39DOrPkL3UB7FJyKWlXNxYpxifwlNFQpj0zpCUCbTM8UDWxYwWBZi6S1b2fv6awhFfspSWWKRIOeHE9RXBamKldGZFmlRRUbG41wcHOGdSyn8AY1AQCGjG2QKMgHH5Feb6pEXNaAXNP5y9Bzb1s7FTuu8cvgis2IahhugkMnxwMY63mztoiHi51BXksayEMeujvP8pnmMWxYnOsfZ1lhMNypW1qK2WER3fbx/bpgd6xsRRZurmQJr5kR44cAFeqdE3tyxlra2QdrHUkwn8rSbOn7TZOf37ufx3X+kd9Jg74/v5lJPP5+cGeDP7XE+3LGa3346wv7zIxzdsZpPekd58WA/qiQQVH1UazIv31vP+tcvc3N1mKGpLE+ub6Ciuog1u0/x9qZ6Nq2fRc1Pj7MiFqA3pc+slxBcbAcm8zYZy6Es4COmSNx7Q5T2uM7payn60v9HUD0ej8fz1X35oZTH4/F4vjIvqB6Px3OdeEH1eDye68QLqsfj8VwnXlA9Ho/nOvGC6vF4PNfJPwFXBfxvggINbAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Show the image to the equalized\n", "show_image(adapthist_eq_image, '#ImageProcessingDatacamp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You have increased the contrast of the image using an algorithm for local contrast enhancement, that uses histograms computed over different tile regions of the image. Local details can therefore be enhanced even in regions that are darker or lighter than the rest of the image." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transformations\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Aliasing, rotating and rescaling\n", "Let's look at the impact of aliasing on images.\n", "\n", "Remember that aliasing is an effect that causes different signals, in this case pixels, to become indistinguishable or distorted.\n", "\n", "You'll make this cat image upright by rotating it 90 degrees and then rescaling it two times. Once with the anti aliasing filter applied before rescaling and a second time without it, so you can compare them.\n", "\n", "![cat](dataset/image_cat.jpg)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.transform import rotate, rescale\n", "\n", "image_cat = plt.imread('./dataset/image_cat.jpg')\n", "\n", "# Rotate the image 90 degress clockwise\n", "rotated_cat_image = rotate(image_cat, -90)\n", "\n", "# Rescale with anti aliasing\n", "rescaled_with_aa = rescale(rotated_cat_image, 1/4, anti_aliasing=True, multichannel=True)\n", "\n", "# Rescale without anti aliasing\n", "rescaled_without_aa = rescale(rotated_cat_image, 1/4, anti_aliasing=False, multichannel=True)\n", "\n", "# Show the anti-aliased image\n", "show_image(rescaled_with_aa, 'Transformed with anti aliasing')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Show the image without anti-aliasing\n", "show_image(rescaled_without_aa, 'Transformed without anti aliasing')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You rotated and rescaled the image.\n", "Seems like the anti aliasing filter prevents the poor pixelation effect to happen, making it look better but also less sharp." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Enlarging images\n", "Have you ever tried resizing an image to make it larger? This usually results in loss of quality, with the enlarged image looking blurry.\n", "\n", "The good news is that the algorithm used by scikit-image works very well for enlarging images up to a certain point.\n", "\n", "In this exercise you'll enlarge an image three times!!" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.transform import rescale\n", "\n", "# Load the image from data\n", "rocket_image = data.rocket()\n", "\n", "# Enlarge the image so it is 3 times bigger\n", "enlarged_rocket_image = rescale(rocket_image, 3, anti_aliasing=True, multichannel=True)\n", "\n", "# Show the original image\n", "show_image(rocket_image)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Show the resulting image\n", "show_image(enlarged_rocket_image, '3 times enlarged image')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Proportionally resizing\n", "We want to downscale the images of a veterinary blog website so all of them have the same compressed size.\n", "\n", "It's important that you do this proportionally, meaning that these are not distorted.\n", "\n", "First, you'll try it out for one image so you know what code to test later in the rest of the pictures." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.transform import resize\n", "\n", "dogs_banner = plt.imread('./dataset/dogs_banner.jpg')\n", "\n", "# Set proportional height so its half its size\n", "height = int(dogs_banner.shape[0] / 2)\n", "width = int(dogs_banner.shape[1] / 2)\n", "\n", "# Resize using the calculated proportional height and width\n", "image_resized = resize(dogs_banner, (height, width), anti_aliasing=True)\n", "\n", "# Show the original image\n", "show_image(dogs_banner, 'Original')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Show the resulting image\n", "show_image(image_resized, 'Resized image')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Morphology\n", "- Morphological operations\n", " - Dilation: add pixels to the boundaries of objects in an image\n", " - Erosioin: removes pixels on object boundaries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Handwritten letters\n", "A very interesting use of computer vision in real-life solutions is performing Optical Character Recognition (OCR) to distinguish printed or handwritten text characters inside digital images of physical documents.\n", "\n", "Let's try to improve the definition of this handwritten letter so that it's easier to classify.\n", "\n", "![r](dataset/r5.png)\n", "\n", "Apply the morphological operation that will discard the pixels near the letter boundaries." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage import morphology\n", "\n", "upper_r_image = plt.imread('./dataset/r5.png')\n", "upper_r_image = color.rgb2gray(upper_r_image)\n", "\n", "# Obtain the eroded shape\n", "eroded_image_shape = morphology.binary_erosion(upper_r_image)\n", "\n", "# See results\n", "show_image(upper_r_image, 'Original')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# See results\n", "show_image(eroded_image_shape, 'Eroded image')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Improving thresholded image\n", "In this exercise, we'll try to reduce the noise of a thresholded image using the dilation morphological operation.\n", "\n", "This operation, in a way, expands the objects in the image." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "world_image = plt.imread('./dataset/world_image_binary.jpg')\n", "\n", "# Obtain the dilated image\n", "dilated_image = morphology.binary_dilation(world_image)\n", "\n", "# See the result\n", "show_image(world_image, 'Original')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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1LUIFIp1/nD7bh3Ubl7F9qms7LtVP3b11oRjpIkt9ApUjibiM2Qlue85cO9ZdXpfQRZYIVEjztYNdXpfQjRiHv+M1a7Xrfzfdj3hsqrE3bzcft+315qrTj31NarojzbEHJQSAeU3Vb7f1VWq6AKA4BjaELgAEROhGhJM/QP6YxHxBMRzqAKVZut8x0gWAgAhdAAiI0AWAgKjpjrThu9YLLQmAlDDSBYCACF0ACIjQBYCACF0ACIjQBYCACF0ACIjQncjSXy0EkAZCdyJcpwugD0IXAAIidAEgIEIXAALq/I00AMC0GOkCQECELgAEROgCQECELgAEROgCQECELgAE9D8e69H/+qsDWAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "show_image(dilated_image, 'Dilated image')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }