{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Creating complex sparsity patterns with xformers\n", "\n", "`xformers` contains optimized GPU implementations for sparse transformers, which are specially useful when dealing with large sequences like images.\n", "\n", "In this notebook, we illustrate how one can leverage some helper functions from `xformers` to construct complex sparsity patterns via a particular structure of the `attn_mask`, which are enough to re-implement axial attention, local 2d attention and many more.\n", "\n", "Let's start with some imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import torch\n", "import xformers.components.attention.attention_patterns as AP\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's assume our sequence length is `H * W`, and let's select the middle point in the `(H * W) ** 2` for visualization purposes" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "H, W = 20, 30\n", "middle_point = H * W // 2 + W // 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Axial attention\n", "\n", "Different instantiations of the [axial attention](https://arxiv.org/abs/1912.12180) for images can be obtained via the following helper functions.\n", "\n", "They create distance matrices that can be used to generate the axial attention at a given distance" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hoz_dist = AP.horizontal_axial_2d_distance(H, W)\n", "vert_dist = AP.vertical_axial_2d_distance(H, W)\n", "\n", "fig, axs = plt.subplots(3, 2, figsize=(15, 14))\n", "# full distance matrix between every two points\n", "axs[0, 0].imshow(hoz_dist)\n", "axs[0, 0].set_title(\"Full (H * W)^2 x (x * W)^2 distance matrix\")\n", "axs[0, 1].imshow(vert_dist)\n", "axs[0, 1].set_title(\"Full (H * W)^2 x (x * W)^2 distance matrix\")\n", "\n", "# select one point in the matrix and see the corresponding distance\n", "# for all other points\n", "axs[1, 0].imshow(hoz_dist[middle_point].reshape(H, W))\n", "axs[1, 0].set_title(\"Distance for one point to all others\")\n", "axs[1, 1].imshow(vert_dist[middle_point].reshape(H, W))\n", "axs[1, 1].set_title(\"Distance for one point to all others\")\n", "\n", "# standard instantiation of separate axial attention for a given point\n", "axs[2, 0].imshow(hoz_dist[middle_point].reshape(H, W) < 1)\n", "axs[2, 0].set_title(\"Attention mask for one select point\")\n", "axs[2, 1].imshow(vert_dist[middle_point].reshape(H, W) < 1)\n", "axs[2, 1].set_title(\"Attention mask for one select point\")\n", "\n", "fig.suptitle('Axial attention', fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the vanilla axial attention, we have the following convenience function" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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XmaWUWq+UciulSmB0Z8/qVicEwGAApJTappSq7vY8UTBe23eUUvcf5JpeUUo5lFJNMEZRHUqpr81Q/w6A0zrvqJR6QylVb17TEgCBAFIPUv9VpVSu+ZiO7p9QSrXCCK1LAbwB4G6z4yoIgiAIgtCFhLZfjsvMzsXJSqnLNNduhPEG9kDPeTL2dCl+hlJqvlKqs+vjVko9tp/xSGDPiGRn9wjY00H6LYB0c7FGJ53XtutQvpieENEiAMMA/N+BOhDmG/tvASQAeOYAJff3er1mPnaNUsq+n+dYr5R6DEBnl+6/Sqn5+3me/wI4g4j6ARho1lwHYKJ52zD8vNMWgiN/ncbD6P78SSlVcID73WCOg3aG+WEwwtPh0n2JSyuAPofwmPpuYfgn8/fabp//qbMOEaUQ0SdkLFdxwuhkDQAApdQ3MMZEnwFQS0SrOju5JpcAOAlG2D8YPZ9/n9djXtMMItpmjmTugtGtPNhrV36gTyqlMgAUASAA/z6E6xUEQRAE4QRDQtuvSwuA3t0+PtL185thjImxUUrNM8PPgegMbZ3dI2BPB6nneTbAWI5RYp5dOyyI6GEY58bOP9jjiehiGGN0a3HgRRybYZwt6qkZeBbAJwAuIKIzDvRcSqkSpdS8g1x+Gow39ZNgdCJhfg1V5m1VSqniHo85BUZH8bAgotNgdBhvUUqtPcD94mGMJN4FoL8Z5rfCCAzAPkY993PbL8FzMJbc2JRSoTDOjHWd9VJKrVRKjQYwFMb3/6xuj30RwOcA1nSe/eNiji/eC2MstJ/52jXhwK/dgW7vrHsnjI5dFYB7dFyrIAiCIAjHFxLafl02AbiKiALIWM7xpyOs8xWMJR4HXAShkf/CGBk7C2YYAbAFxtmm3+Hnoe0sGGNnhwURzQFwDYDzlFL1B7nvAAD/APA3GOOBl5oh7meY42d7jQQS0fUwzlXdBGPE8jUiOpTO0X4xx0YzAUzHnnALGF3J6ejxOhFRNIyzUvvrcO4TcwHH5zBG6z4+yN2DYYSIneZjb4bRaeukFkBM58KPbrcl4ZcnBIATwG4iGgxjJBUAQESnE9E4IgqA8cOPNvz8HOZdMM56fmKeidRxPW4Yr50/GYtqunf3amGc3Tzkf1eJKAXGWO51MM6+3UNEIzVcqyAIgiAIxxES2n5dHoCx+KARxkKI1UdSRClVC+AbAH/Ud2kHfL4CADsAVCuldpm3eQFkwHgTu67HQ66GcR7pcJkPIA6Anfb47fa1Xh8AVgH4SCm1xgx4fwXwEu29Gr87L8B4k9y5TXI5gBuUUruVUqthhK1lR3DNPfkewCAYQa2TH8zbeobbawC81mO09FCYAWAggH90e532uYhEKZUHYAmMLmAtjKUs/+t2l29gnCurIaI687Z/ABhylM5jHoiZMF6TZhids391+1yoeVsjjOUe9ejmKQQAc5R2EozxxI80/FDjCxg/fCgwn7MNe48+vmP+Xk9E2QcrZnZ63wDwhFIqxxyfnQvgdeqmfRAEQRAEQSBZUnZ8QERDYJzJGutLm+eI6FIYSz3+76B3/gUx3xRvBHBujwUWv+b15AD4rVJqx699PYIgCIIgCILvcNRCm+ktWgFjdfpLSqmFR+WJBEEQBEEQBEEQjmOOyngkEVlgbHW7CMAQAFebnSBBEI5jiGhutxHN7r8O+0yjIAiCIAiCYHBUOm1ENAHAPKXUBebHcwCgpyRYEARBEARBEARBODA9V57rIhp7H9CvADBuf3ceEGZRCbEB7CdVUNjaPBBB1R6otsPd5fBzXDHBCKr3QP3Uxq8VHYzARg/Qyq/VHh2MXru8QMtPB7/zwWpFBaNXswKaW/m1IoMR0KJATn6tjohg+P+kQE0aag0KhqUD8GtsYddyDwwGeQBLA7+Wp38wFAH+dRpqhQVDWQD/nfxa3pOD4QkEAmr5tVRob7h7EwJq+LXQ5yS0h/ihV00LX0LQ+yS0n+yHXtWtAPMHVxQUiLb+/giq/gnK6+XVCuyFtoEBCKpug/L8zO1+eLUCAtAW0QtB1S4ot5tXy9+CtsggBNW0Q3V0HPwBB6EZjXVKqYHsQoIgCIJwgnC0Qhvt47a93hkR0SQYm90QF+2PjC9i2U/a6GnFVVdOQvHtfWB7ugzuikpWPX9vBOwPJcL2YjXcRSWsWpb2/nDcnwLrG3XwbNunt/nQa7X2hWPOECS91wTvpjxWLT9nMEpmjkDsly2gtMPWg+1da1cQyqaPQmRaGyzfHnR53gGhhl6onDIG/XM7EPjZBlYt1FtQe9c4hFR40Pv9dGYtQt2k8ejlVAh9O533hr8BaLxpAhQBYa9lAF7Gm/RGwHn1eLj6Ega9tIH3Jr0JaL1iHJpjLIh4LhOqo/3IazUDrjNPR/2QAEQ/lQXlYvwwpQVwjx+NmpsDEbcsG942xg9AfgLUqJGo+GtvxC/LgbeFESpdAEWfitJJIUhYsgXe5uYjr9UO+A04BUW3nwzrkjx4djUdeS03YAlNgePv/WFdvB2exsYjr+UBLL2tKHx0EJKXFMBTd0ADx0H5Wr1byiogCIIgCCcYR2vlfwWA7iksBoY4tgul1Cql1Bil1JiB/S3anti/qgHJT2xH/pQ4WJITWbXc1TWwPpqDgtsiYRmayqrlqatH4rwsFF4/ADR6KK/WriYkPJSB4iv6Qk0cwarlbWlB3CNpKD8vGJ7fjeLVamtDzII0VI8PQvuFp7NqqY52RC1JQ/3QALRdOvbgDzjghXkQvnIdmmMs2P3n/TZ8D/HCFAa8kAZXX0LTNcxaAPq9mgYAaLiJ+TUCCH1rPXo1K+z4G++1B4De76cjuNqD6jvGsGsFrtmAsHw3KiePZtfyX5uFQdntKJvO+14FAPrfJkT/8BNKZo4AaF8/Zzp01IYtiFvTjKJ7h4ECeh38AQfAm7MNSe80onD2EPj17s2q5ckrgPW1HbDPGQzLyX15tQocsD1fgYLZNlgGSpNMEARBEH5JjlZo2wDARkSJpqT3KgD/OUrP9TM8jY1IXVqMwr9GwD8xnlXL29oK21IHHNeEwWLj+YVVRzuSlxag+LJQdgiE14OkpXkouyAYdBovBEIpJCzbgqozgqAm8EIglELcik3YcVoAOwRCKUQ/lYWGwf5wXcQPIhHPZmB3lAWtl/PD1sBVGWgPITRfNZ5dK+zV9SCv0XXjhoe+b65HYJNC3W0TAD/eD0P6vJOO0DIPaidPBPnzmvJBH2eg/9YOVM2aCArkKch6fZGJyLQ2VMyZyA41ft9vROyXLSi/fwL8QkJYtZCxBYnvOVFy/xh2QPJu3o7k1xtQNGcELAP2pxo8NDwFDtherIVj1hBYwgexarlLy5H6dBUKpyfDPzqKVUsQBEEQhEPnqIQ2pZQbwF0wZLTbAPxbKbVP2e/Rwl1dA9uKIuTfGQn/2BhWLU/tDlgXb4f91nB2cPPU1SNp4WYUXh8Gv+GDebV2NSFhfhaKrwwFnX4qq5a3uRmxj6ej/PxgeM88jVertRUxC9ahekIQOs7ndWqUy4WoRetQP4zfcVNuNyJWrIMzTkPHzevBwOfT0HYyoelaZnBTCv1eTYPyAxpu4ofA0LfWI2C3ws5JY9khsPcH6ehT5UHNHfxagZ9tQNh2NyrvHs2uZfk22+i4TRnJrkVpOYj6sQ0l007ld9w25iLuixYUTR/CDs2e3HwkfuhE4fQUdvfOYy+CdXUD7NOs7KDrLilD8su1KJgSzw6ngiAIgiAcGker0wal1BqlVIpSyqqUevxoPc+BcNfUImVBAex3xMKSmsyq5WlshG1+Hhw3hbO7ZN6WFiTPz0XRn/vBbyTPhKBcLiQt2IzSS0KAsbzgBq8HCYs2ofKsk+A9YySvFoC4pdmoHd0L7nP5Y3HRK7PQkOoP18X8jlvks5loibSg9Qp+x23QSxvQHkJwXq2j45YBwOy4Mem7Oh2BToW6SfzrCn43HSEVHtTeze8EBn2cgf55HaiaOYHdvev1RSYi17ehYs4EdvfO8m02Yr9qQdmDE+AXHMyqRetykPh+E0oeHssONSorF8mv16Ho4dH8jltuPlJeqILjgRHwj4zg1bIXIWVlGQpnD2H/UEwQBEEQhINz1EKbr+Cpb4Dt2XLYbxnIHufx7GqCdaUD9uvD2GOXHqcT1qXb4fhLX1hOsbFqeVtakLBkC0r+Xx/2qKS3tRXxi7NRcW5v/nm5tjbELspAzbhAuM/hBTflchln3IYEsIOb6mjvOuPWciUvuCm3GwOfN864Oa8Zzws1Xg/CXkmDIqDhZmZAUgqhq40zbjtv549K9n4/HX0qjeDGDVuBazYYwW3KWHYty7fZCM9sR8W00exuFKXlIOa7n1A6bQQ7BHo35SF+TSuKpw6FX1AQq5Znmx1J7zfDMTWFXctdXArrW42w353IDqfuikokv1YH+52x0nETBEEQhKPMcR/aAMBdXgHbgjwU3B3P77jV7kDyIzmwT4rijzc2NiJpXjYc1w4AjRnGquVtbkbiw1kouUzDcpK2NsTPz0TFOcHwnM07l6bcbsQ+aQQ37qgklEL08gzUDwlA2x/4izvCn07H7ih+cAOMM26uUILzan6tsFfXA6RrVDIdvZoV6m7lv17B73UblWQS+OkG9Mt3o3Iqf+wy4MtMhG9woXzmGHY49ft+I2K+bUXp7NHs4EZpOYj/uAlF95/GDkgqcyusq+vhmHealvNytpeqUfjgcPZCEc82O2xPl8E+d4iccRMEQRCEo8gJEdoAo0uW8kw5Cm8aCP+YaFYtb2srbCuK4Li6H/yTEli1lMsF6/ICFF8ewu64qY52JC3LRdmFvfljlx3tiF+xBZVn8ZeTKLcbccuyUTumF3s5iXK7Eb0iU89yEq8H4c+kY3e0hlFJrwcDX1hvjEpyO25KIezlNJDS03Hr++Z69HIaHTduZyv43XSElJvLSZidraBPMtA/twNVM/jjjf5rsxCR7kLFvePYZ7bof5sQ+3UrymaN5oetrFwkftiMklkjYAkNZdXy5BXA+tYuOGYMYQc3d1EJbK/VwzE1GZb+YbxaFZWwvVgL+13xslVSEARBEI4SJ0xoA4yOW/KThg6AG7bcNbWwPrbZ0AEMSWHV8tTVI/GRbBTeMIA93ujZ1YT4eRkourIvO2x5m5v16gDmr9OnA1i8DvVDA/DTH31QBxCqWQdws57lJNp0AB9o1AF8plEH8I2pA5g6kl1Lqw4gcyvi1jTDcc9Qdmj25mxD0ru7DB0Ad+wyrwDWf+6E/d5UfqC0F8H2QiUK7rVKcBMEQRCEo8AJFdoAUwewpAj2WyPZwc3b0gLb4kI4ru0PS4qVVUu5XEhenI/iK/ToAKxL8lDuazoAQJ8OAED0U1loTNGkA3gu02d1AFCalpN01wEwg8iJpAMoe0CjDuCBsbD068cq5c3ZhuR/1qPo/tP4y0nyC2FbVYPC2UPhHxHOquUuKUPqU5WiAxAEQRCEo8AJF9oAo0tmW1GE/L9HskclPTt3wro0H/a/DWLLvD31DUh6cquhAxjG1wHELzB1ABrOy8UtyDB0AMytkt7WVsQsTPM9HUBHOyJWrENzrO/pALqWk9zCD1udOoC6ScwRThwjOgDmGTdKy0H0D20onXoqu1aXDmDaYHbQ9eQVIPHDZjimadABFBbDuroR9qlJfB1AabnoAARBEAThKHBChjbA1AHM3w77nXH85ST1DbA9lovCWyL4OoDmZlgf34qiv2jUAfwhlK0DUG63oQM4uzdfB6AU4pZmY8eoXuytkoBeHUDEc6YOQEPHTasO4LUMo+N2I79W39Xpe4Ibk+B3za2Sd2nUAczQowPoPOOmQwcQs7YFZQ9oOC+3LgcJHzhR/NDp7JFElbkV1jfrtegAvFu3w7aqGo4HR7A7bqIDEARBEAT9nLChDTDda8+Ww36zBh2A0wnbyiJDB8Adu2xuhnV5vqEDYJ6X69IBXOp7OoCYJZmGDoDpcVMuF6KWphs6gEs06QBiLWj5kx4dQHuo2XHToAMAzI4bp+vTYzkJt4PUuVVSmw5gWwcqp45ld5D8v8lC+AaXoQPgboJcl4OYb35C6fSR7LNkamMuEj5tQfH0YewQ6MkrQNJ7TjimpPBX+BeVGB23yUnscVB3RSWSX9kpOgBBEARB0MQJHdoAUwcwPxcFk/k6AHdNrakDiOTrAOobTB1Afz06gEc06gAez0DFuRp0AB3thsdtbCDaL2AutfB6jOB2imYdADO4AcCAVevR0UePDqDfa+sBAA038r/G0Ld9VwcQtt2Nyin8RScBX2dhUKYL5TNG83UAPxg6gJJ7R7EDJdZvRvwnThTNHcEObiorF9a3G+B4YDi7e9elA7h/mJ7zcqIDEARBEAQtnPChDTC6ZClPmzoA5jiPt7UVtuVFcFylSQewrADFl/mYDsDtRvxyvTqAHaP5OgB4PYYO4BRNOgAzuLF1AEphwKr1e0YlfVQHwO64mTqAmikadQAz+ctJAr7OMpaT6NQB3DtGi3st8QMnSu4Zyd/emJsP6+pGOGYNZS86cReVwPZqHRzTUtjBzV1RCduqGkMHED6IVUsQBEEQTmQktJm4yyuQvDgf+VNi4J8Yz6tVUwvrgq0ouD2SHbY8dfVIfNTQAXDDVncdAMYPZ9Xq0gGcz++47aUDYHbcVEd713ISXToAp4ZRyS4dQF+NOgBtAm5DB7BzEr9L1rWc5O96dAD97Hp0AJZvszFoY4exnIQJ/W8Ton5sQ8kMDTqArFzEfb4bjlkadACbtyPpvSYU3jOYHXQ92+yGDuCeFPaopKewGLZVVSiYlcQOgYIgCIJwoiKhrRue+gakLi6GfVIUexOkt7kZtkWFcFw3gD122akDKLqyL3urZKcOoOzCPqDRGnQAS7eg6swg9tglYOoARmnouMFYTtJo06MDiHw2E83RenUAWpaTvGKMSvqiDqBLwM0MIid9pFEH8PkGRK5vQ8Vcvg7A8l02Yr/SpANYvxmJ72vSAWzKQ/Lr9Sh+YJQ2HYBjzjC+DqC41NABzEhhb+wVBEEQhBMRnwhtCgqNnlb2r11eL1RQL/j17n3Ev7zOZtherMb2yYPYo5KenTthXVYA+18HatEBWBflwnFdP/aGSs+uJiQszEbx5Rp1AOdp1gH8XsNyksWmDoB5xq27DoDdcTN1AK6+ogM4VPbSATBHOC3fZmNQlkYdwH8NHQA3nHbpAKaeolcHwO246dYBvLID22fGsuoIgiAIwokIKaV+7WtAYFKM+u2gSfCvamDVUUG98H+f/A+nBlawrynK0o7ffDMFgxc0wZNfyKplCQ1F4eyhsK5uhHfrdlYtv+BgFM0ejsT3nVAbc3m1evdGyT0jEbemGcjYwqsVFITSmaMQ/f1P8PthI6sWBQaifPpoRGS44L82i1croBcqp4xB/7wOBK7ZwKvl74+aO8YipMKD3u+ns2rBz4Kdk8YisEkh9K317FoNN40Fec2xSQ5kjG929CEMeIFZC0DLleOwO9qC8KfSAOa/Na6LT0f9kABELU0HvB5WLfc5o1EzPhCxizKhOtpZtdTEESg/LxgJizbB29rKqkWnDUXxFaGwLsqFx+lk1bIMSUHhdf2RvCQfnnrev63+SQmwT4qEbXkR3DW1vOvq1w9fNLyYpZTiz9AKgiAIwgmCT4S2vidFqoEPz0LyE9vhaWw84jp+vXvjsdzvMDqQudkNQIfy4KLrbkXpBYFIeaoU7soqVj3/iHDYpybBtqoa7qISVi1L/zAUzkhF8hv18OQV8GqFhsIxa6i+EDhrJGK/agGty2HVooBeKJ85BhHpLvh/wwtu8LOgavo49N/WgcBPecENRKi9awL6VHkQ/B4zuAGou20CAnYr9F2dzg41jTdNgPIDwl7NYIca59Xj4epLGLiKX6v1inFojrEg4tkMKLebVct1yemoPyUA0Sv4Yct97mjUnh6ImGVZUC4Xq5b3zNNQedZJiF+cDW9bG6sWxp6KsotDkPCkvhCYtHAzvC0trFp+wwbDcU0/JC/kB8qv1bsS2gRBEAThMPCN8cg2F2xPl6Fg7mD4R0b82pfTRa/Kpj06gBQrq5a7phbWTh0A81yap74BSQ/r0QF4nE4kPrxBjw6gtXWPDoB5Lk11tCPmiXTUjNOnA2gYHIC2S5nLNpRC+NNp2B2tVwegZTnJa+sBpUkHoHM5yftHQQcwlf9+339tFgZltxs6AOYIp98PGxH9nakDYI43ImPLHh2ABiecNh3A1u1IfrkG9vuHykIRQRAEQfiF8YnQBhiroVNeqIF9ciL70LtOPE4nUp4qQ+HNg+AfzzuL0aUDuKYf+4zbXjoApoBbud1IWr4NZRcEswXcXTqAM/k6AHg9xnISTTqAqJWZaBisYTmJUoh4NsPQAXCXk5g6AMPjpueMmxYdAIzlJEG7fFQHoGk5ScCXmYYOYPYE9pktvx83GctJ5oxlLyfp0gHMHsWWU3ty82F9w9QB9A/j1Soshu0fOw0dwMCBrFqCIAiCIBw6PhPagD2rofNnJrLfXOjEXVGJ5CUFyL87Gv4Jcbxapg7APimCvVXSU1ePpMc2ovCG/vAbcQqvVmMjEh7NQPGVoXp0AI9q0gG0tvqkDkC53YYOIM6C3X/WqAPgLieBXh1AyNs+rAMoMJeTMNGqA1iXg6gf2lAy7VQtOoDYL1rgmDGEHZq9W00dwMxU/nKS/EJY36iDfWYy21UnCIIgCMKh4VOhDTBXQ6+oQOHMVJ9aDe2pq0fKoiLYb4vWowN4sgCOGwayPW7etjYkP7EdRX86GX7DeWOXyu2G9clcfTqAxTmoOkOvDsB9Dv9Num4dQEvkca4DWJ2uVwdQYegAuEHkpI9MAfcsfvduLx0AcySxSwfwIF8HQGk5SHqvCaXzxrI7bt5NeUj+Z50eHcA2O1JeqIbjvuE+NRkhCIIgCMcrPhfaAFN0/epOFNwdx36johNP7Q7Yni6FfVIEO1B66uoNHcBNA+CflMCr1dho6ACu0aADcDqR8OQmPTqAlhbEPZGpTwdgnnHTpgMYyj/jpjraEb5Srw6gPdTsuHECkk4dgFJ7zrjdpkEH8H46+lR6UHvXOHZwC/xsA8K2uVE5ZYw+HcA0/rk0SstB9Pd6dADeTXmI+7wVRdOGssOpZ5tdmw7AXVQC69t6dACCIAiCIBwYnwxtgDGCk7KyFPbZQ9i+NJ24K6tgm58H+11xWsYbkx/bCvvfItldMo/TCeujm+G4KozdJfO2tiJpfg5K/8AflVQd7Uh4IhuVZ/eG98zTWLXg9SB2aRZqT+cHNwCIXpGJxhR/uC7md9w6z7i1XKlhOcmLZsftKn6tsNcyAACNN/K7d6FvpaNXs+lxYxL8njEqWXsX/2sM+iQD/bd1oGo6PwT2+iITERkulM8ayw5Ilu+yEbO2BaX3jWV372hdDhI+bELxg6O1nJezvlGHonmj2GPo3s3bYVtVjcIHR0jHTRAEQRCOIj4b2gAzIL2yE/Y7YmHp1+/XvpwuPLuaYHumHPabB8I/OopVy9vcDNtKYzmJf2I8r1ZLC6wrClB0ZSh/7LK1FYlLt6LkEv5yEm9bG+KXbkLFOSexl5Mol8sIbmMDtWyojFqRgfqhAezgptxuhD9lbpXkBrduHTfnNczOlteDsJcN31rDLcyFIkqh75vr0cupcTmJOSrJ7UYFfroB/bd1oHraOHbY8l+bhYgMFypmjNEStmLWtqJ05ih2N0ptzEXCx7tRMuNU9lkyzzY7kv7thGNqKjsEuotKkPxGI+yTk9gbKgVBEARB2Dc+HdoAo+Nme8bUAfjQT3Ld5RWwLcxDwZR4WGxJvFqdOoDbovg6gLp6JD2UBcd1A3xOBxD3aDoqfq9BB+ByIWZhurGc5EJ+2IpanIb6IZp0AE/p1QG0hxz/OoDgag+q79SjA+hXoFcHUDZ9FF8H8OMmQwcwa6Q+HcCc4ezxRrUxF0n/aoTjvmHs4LaXDsCHlkgJgiAIwvGCz4c2wNjemPpcNexTknwquHl2NSFlRSkKbwlnb5XUqgPoaNerA1iWq0UHAK9Hvw7gtAC+DkApRD+VJTqAw0CnDqDPO+kILdOkA/jYh3UAX2rUAbznROmc0fzlJFu3I/n1BhTdM0yPDuClHXBMTxUdgCAIgiBo5pgIbYAxgmN7sRr5M5J8alTSXVmF5KWFyL8rSosOIHlhru/pAHY17dEBjD2VVUu7DmDBOlRP0KADcLm6dADs5SSiAzhsTggdQFoOon7UpAPYqE8H4MnNR+L7Tj06gAIHrG/Wiw5AEARBEDRzzIQ2wAhuqSvKUHjPYJ9aTuLZuRMpTzgMHQBzVNLjdML2RL6hA2B2ybxtbUhemGfoAJjBrUsHcHEIe+xyLx3Ab0byagGIW65XB9CQ6ns6gEEvbfBdHYDTh3UAM31MB/Ctb+oA1MZcQwfwoAYdQF7BHh1AZASrliAIgiAIBsdUaANM0fWrO1FwZ6xPHXr37Nxp6ABuDWcvJ/HUN8C6vBD2G/vzdQC7mmBdkgfH1SezQ6DH6UTCohwUXxbC31DZqQP4fW92cOvSAYwPhPtcDTqAJWlGx+0PenQAzjj+GTfldmPg8906brp0ANxRSaUQuno9AnabWyWZYav3++ZWyTs16QDy3aiaPIZ9luyo6ACmnMoOlNp1AB80wzFVow5gcqLoAARBEARBA8dcaANMHcBTpbDfN9SnOm5dOoC749nbGz07dyL5kc16dAC7mmCdtxGOa/prca8lPbYRpZf25W+C7GhH/MIsVPyuN7xnadABLMo0dADnM0fslEL0sgw0pvqzgxsARD6Tgd2RenQAewTcGnQArxodNx2jkn1Xp2sblQx+V6MO4OMMhG3vQOW0sexOYK8vMhGRbuoAuCHwu2zEfNOC0rl6NlQmfNiE4oc06QDe1KkDqELhgyNgCR/EqiUIgiAIJzrHZGgDzID0sqkD8KFtZZ06gMIbB7AF3N6WFkMHcLUGHUBbG6zLC1B0RQhfB9DWhsTluSi9uDf8Rg5h1VIuF+KX5aDibA06gI52xCzLQu2YXvwNlW43olZkGMtJdOgAnja2SrZeoUkHEKJBB9BzOQlTBxC6ej0Cm4zlJNxQE/xeNx0As4MU+OkGY1RyxgR2B8n/m6wuj5uv6QASP9KnA7D+qwmOqansaQZ3cSlsrzfAMdnKHuEUBEEQhBOZYza0AaYO4NlyFMxJ8amtku7yCiQvzEPB5Dg9OoBHc1BwWxQsQ1NZtTp1AIXXD2CPN3p2NSHhoQwUX6FBB9DSgrhH0vTpABak6dMBLNGrA2iO0acDcIVq0gG8anrcbtKnA9jxN/6ZwC4dwB0alpOsMUYlKyfzzz36r81CeJapA2Di9+MmRH//E0pmjWSPg6oNWxD/abMWHYB3Ux6S/tWIwrlD+SEwNx/WV2thnzvEp5ZICYIgCMKxxDEd2gAjIKU+Y+gA/CJ8ZwRHtw4gZXkRCq8NY4dA1dGO5KUFKL48lH3GDV4Pkpbm6dEBKKVPB6CUT+sAmqP16AA6RyWbr9KwnOTV9SCvuZxEgw4gsMlcTqJJB6Cj43ZUdABzJvJ1AD9sROxXLSi/bxx/vHHDFiR+oFkHMHs4XwdgLzJ0ADMHy6ikIAiCIBwBx3xoA4wRnOR/1GDb1HBEWdrRoTzsXy7VAVj8jDedR/jLXV0L28pibJ8SBf/4WN7XWFOL5CfzYL81HJYUK6uWp64eSfNzDB2AhvNyCY9latcBcM+4+bIOIGLFOjTHatABmKOSbSdr0AEohX6vpkH56TnjFvqWsZxElw4guFqfDiBsu6kDYIZTy7fZhoB7ykh2LVqnUQeQlYvYL1tQNF2TDuBDJwpnaNIBrG5A/mzeD54EQRAE4USElFK/9jUgMDZWneO9DO7qGlYd/9gYbHs0HEmvKfSqbOJdlMUPo97ajjP6FPDqALAF1OOidXci+aHd8BQ4eJfVrx8cMwfD+mY9PHm8a7Oc3BeOGUOQ9O4ueHO2sWr5hYSgZMapiP+0GWrDFl6t4GCUThuBmG9bQf/bxKsVFISyaaMQke6C/zdZrFoUGIjKu0ejf14HAtds4NUK6IWav49BSIUHvd9P59Xy98eOv52OwCaF0LfWs2rBz4KGG8eC1J6xySO/MGNhSnsIYcCq9QDz35rWy8ehOdaC8KfTAa+HVct10emoHxaA6GUZUG43q5bnd6NQPSEIcUuz4W1rY9VSE0ag/PxgJCzOgbelhVXLb+QQFF3ZF9YlefDs4v17aDnFBsd1A2BdVgBPXT2rln9kBD6vejpLKcVP4YIgCIJwguAToa1v7yg18KGZsD6aA29rK6uWJTUZ9psHwjY/Fx6n88gL+VkwrWArLuztYl1PJ2ffeisqf+uPlJWlcFdWsWpZwgfBPt2KlBeq4S4q4dXq1w+F9w5G8j/5IdAvOBhFc4Yj8T0n1MZcVi0KDETp7NGI/Zof3MjfH+X3jDWC21pecAMRqmZMQP9tHQj8lBfcAKB28kT0qfIg+F1ecAOAnbdPQK9mhb6r09kBqeFmw+EW9io/bDmvGQ9XKGHgqgx22Gr50zjsjtIT3Nr+MBaNqf6IWsEPbh3nj8GOUb0QsyQTqqOdVctz9ihUnRGEuCf4tdREIwTGL8iCcvH+LaMxw1B8WQiSHtvIDqdfq3cltAmCIAjCYeAT45HqpzbYXqxG4UP81dB76QCY2xt1ElT7E2yP56Lg7nhYUpNZtTy1OwwdwK0adACNjVp1AImPZqP0jxp0AC6XNh2Acrv16gCWZ6D+FL7HDQAins3A7igf1QGQrlFJQwdQd6uP6QA+yUC/fDcqp/J1AAFfZiJ8gwvlMzU44brpALgjibQuB/EfN6H4gVHshSIqcyusq+vheOg0WSgiCIIgCL8wPhHaAEPGavunuRqa+YbAXVkF2z92wH5nHCwD+mu6Qj4epxMpz5Sj8OaBenQAK0wdAFPA3akDKL6crwNQLpfP6gBil2dr0wFEr8jUspzE0AGk+6YO4GV9OoC+b65HL6cmHcC7hg6gZoqG5SSfZKB/niYdwNqsLo+bDh1A7NetKJs1mh+2skwdwKwR7EUnnrwCWN/eBcf0wbLCXxAEQRB+QXwmtAHdVkPP4b8h8BQ4YHu+AgWzbT61raxTB5A/JQ6W5ERerU4dwKRILTqAxHm+qwMoP4+vA/C2tenTAXS0GzqAoQH46Y/MDpLXg/CV69Aco2E5CYABL6SdEDqAkEof1AF8o08HQP8zdQAzR2jRAcStaUbRvcPYQdebsw1J7zSicPYQ9uZMQRAEQRAODZ8KbYC5GvrFWjhmDWGHLXdpOVKfrkLhVCv8o6M0XSEfz64mpC4tRuFfI/jS7NZW2JY54LhGow7gslB2CNStA0hYtgVVZwSxQ+DR0AE0pmjQAWDPqCRbBwD4vA5g5+18HUDwu910AMzunU/rAL7UowNAxhYkvudEyf1j+DqAzaYOYM4In5pmEARBEITjFZ8LbYAR3KyrG2CfZmW/6XGXlCH5HzUomBLvU+M87uoaJC93IP/OSPjHxrBqeWp3wLp4u6EDYAY3T109khZuRuH1YT6nA4h9PB3l5wXDe6boAA7K0dIB3KxHBxDoNHUAzBDY+wPjjFvNHfxaPqsDSNOoA9iYi7gvNOsApqewu3eCIAiCIBwYnwxtgPGGIGVVNRwPjIB/RDivVmExUlaWoXD2EHZA0omndgdSFhTAfkcs373W2Ajbgu1w3BTO7pJ5W1qQPD8XRX/uxz+X1tGOpCe2ouziENDpvOAGrwcJizah8qyToH4zklcLQNzSbOwY1Qvuc/hjcdErs9CQ6g/XxRo6bs9lGh037hk3AINe2qCx45YBKLPjxiT0rXQEOhXqJvGvq/OMW+1d/E5g0Mfdzrgxu3e9vshERLoLFXP45+Us32Yj9qsWlD04gX3GjdblIPH9JpQ8PJb9gyyVlYvkN+pRPG+0dNwEQRAE4Sjis6ENMJaTWN9qhH1yEvuNiruiEsmv1cF+Z6xPddw89Q2wPVMG+18HsUc4PY2NsK50wH59GHs5icfphHXpdjiu6gvLkBRWLW9zMxKWbEHxH/uwRyW9ra2IX5yN8t/35p+Xa2tD7KIM1IwPhPtcXnBTLpdxxm1IAFyX8M/LRawwzri1/IkX3JTbvXfHjRNqvB6EvZIGReZyEuaik9DVxhk3HaOSvd83t0rezQ9bgWs2oP+2DlRNGcuu5f9NFsIzXKiYNprdjaK0HMR89xNKp41gh0DvpjzEr2lF8dSh7KUpnrwCJH7QDMfUFHYtQRAEQRD2jU+HNsA4O2F7qRqFDw6HZeBAVi3PNjtsT5XCPneIT51xc1dUatYB5GjTASQ9lK1HB9DcjMSHs1BymYblJG1tiJ+fiYpzguE5m78JMvbJDNSM1acDaBisRwcQ/nQ6dkeeGDqAnZM06ADe6zYqySTw0w36dABfZ3XpALjh1O/7jYj5thWls0fzdQBphg6g6P7T9OkA5p3mUz8UEwRBEITjBZ8PbYCpA3itHo6pybD0D+PVqqyC7cVa2O+KZ4dAnXTpAG7SoANobdWmA1Aulz4dQEc7kpblouxCDTqAjnbEL8tB5W+D+DoAtxtxy/TpAKJW6tEBwOtB+DMadQAvrPdZHUDQLo06gHKNOoBcvTqAinvHsc/p0v826dUBfNiMklkjYAkNZdXy5BXAuroRjhlDJLgJwhFARM8T0QO/9nUcKURUQkS/P8T7/oaI7ES0m4guO8qX9qtDRN8R0d9+7es4EObfBW8xgnBUOSZCG2C+IXhtB+z3pvLfXNiLYHuhEgX3Wn0quLnLK5D85HbkT4ljhy13TS2sj21GwW2R7PFGT109Eh/JRuENA9jjjZ5dTYifl4GiKzXpAB41dQDMjpu3rQ0x89cZOgDucpKOdkQt1rOcpFMH4NSxnEQp/ToAAhpu5He2Qt7WqAPoXE7ydw06gM82oJ9dnw5gUHY7yqaOZNei/21C9A+mDoC7nCRzK+I+3w3HrKHs0OzdvB1J7+4ydAAyKikcA5hvphuJKLDH7XsFECJKICJFRLz/SPbUu4mIfux+m1LqdqXUozrqHwM8AuBppVQfpdSHv/bFHAsQ0TwieuNo1Tf/LooO8VoUEfFGw4TD5pgJbYDpXltVg8LZQ9nLSdwlZYYOYHqyT41Kehobkbq0GPZbI/nS7JYW2BYXwnFtf/aiE+VyIXlxPoqvCIXfMN7YJbweWJfkofx8jTqAMzXoAABDBzCK33EDzOUkOjpuACKfzURLpF4dgPNqDctJXlkPQK8OoO42/hm3Pu8YHTcdOoCTPtKnA+j1hUYdwPeGDqDsgQl8HcD6zUh834mSB/jLSbw525D8z3oU3X+aLCcRfBoiSgBwJgAF4P/9uldzwhEPIPdIHqgrOAvCscYxFdoAYxNk8psNKJiapEcH8HKtT+oAbCuKkP93DTqAnTthXZoP+98G8XUA9Q1IenIrHNf1Ywc3z64mxC/IQvGVoeytkt7mZsQtyNCnA1iYhuoJQewzblp1AB3thoBbow7A1VePDmDPchLm2CUMHUDA7hNIB8AMp5SWg+gf2lA69VS+gLubDoAbdD15BUj8sFl0AIKvcwOA9QBeBXBj541E9DqAOAAfmyNj9wD4r/npXeZtE8z73kJE28xu3RdEFN+tjiKi280xwEYieoYMTgHwPIAJZq1d5v1fJaLHuj3+ViIqJKIGIvoPEUUdrPa+vkizQ/MOEb1BRM1EtIWIUohoDhHtIKJyIjq/2/1vNr+mZiIqIqLbun1uABF9QkS7zOv6gYh+9l6SiAYTUTERXbWPzzkAJHV7fQOJKMr8GhvMr/nWHtf/rnn9TgA37aNmXyL6JxHtJKJSIrq/87o6u5pEtNh8rYqJ6KIej/0HEVUTUSURPUZE+/wHlYjGElEmETmJqJaIlnb73HgiWme+NjlEdPa+apj3PdD3zVAi+sp8LWqJaC4RXQhgLoC/mK9Zzn7qlph/r3lm7VeIKKjb5w/2PZVs/vlV83vqU/P7IJ2IrObnOv9byDGv5S/7+zoFvRxzoQ3opgN4UIMOwF6ElBWlPqcDcNfUImVhvqED4C4nqW+AbX4eCm8OZ4ctb3MzrI9vRdFfNOgAXC4kLdiM0ktC2B435XZ36QC8Z4xk1YJSe3QAzK2SwAmiA3jN1AHcyK/Vd7VeHUCfSmOrpE/qAGaP06IDiPm6BWUPjNOmAyh+6HS+DiBzK5Jfr0PRw6IDEHyWGwC8af66gIjCAUApdT2AMgCXmiNjTwL4rfmYk83b0sg4izUXwBUABgL4AcBbPZ7jDwBOBzACwP8BuEAptQ3A7QDSzFon97wwIjoHwALzMZEASgG8fbDaB/haLwXwOoB+ADYC+ALGe8BoGKOKL3S77w6zdiiAmwEsI6LO8ZMZACrMrzfc/PpVj2sfBeBLAHcrpXpeM5RSVuz9+rpgvG4VAKIA/AnAfCI6t9vD/gjgXQAnw/j76slTAPrCCINnwfi7vbnb58cByAcwAMCTAP7RLeS+BsANIBnAaQDOB7C/82crAKxQSoUCsAL4t/k1RwP4FMBjAMIAzATwHhH97AzOgb5viCgEwNcAPjdfi2QAa5VSnwOYD+Bf5mt2oNGia2F8L1gBpAC436x9KN9T3bkawMMwvmcKATwOAEqpzv8WRpjX8q8D1BA0ckyGNsDUAaw2dQDM0SB3ZZVv6wBuHsjXAexqgm1lEQqv6wf/xPiDP+AAeJubYV2eD8df+rKXk3hbWpCwZAtK/p8+HUDFuXp0ADFLMlEzNpDtcVMuF6KWpuvXATC3Sh41HcAt/OUkOnUAwe/tCW46dABh292GDoDZQdpLB6BhE2TMNz6oA9hmR9J7TjimpLAnIwRBJ0R0BowRvX8rpbIAOABcc5hlbgOwQCm1TSnlhvGmemT3rgmAhUqpXUqpMgDfAhh5iLWvBfCyUirbDDVzYHTmEo6w9g9KqS/M63wHRlhYqJTqgPHGPYGITgYApdSnSimHMvgeRgA706zTAeMNf7xSqkMp9YNSqntoOxPAfwDcqJT65FC+UCKKBXAGgHuVUm1KqU0AXgJwfbe7pSmlPlRKeZVSP/V4vAXAXwDMUUo1K6VKACzp8fhSpdSLSikPjJAWCSDcDOoXAZiqlGpRSu0AsAzAzzqE3b7+ZCIaoJTarZRab95+HYA1Sqk15jV+BSATwMX7qHGg75s/AKhRSi0xX4tmpVT6QV/EvXlaKVWulGqAEbSuNm8/lO+p7ryvlMowr/FNHPr3rnCUOGZDG9BNB/DAMD06gKfLfFMHMD8XBZP5OgB3Ta2hA5gUxdcB1DcgaV42HNcO8D0dwOMZqDhXgw6go93wuI3ToAPwehC1NF2vDiCK73EDgIEvrEdHH406AKVnOYmv6gCCPskwdABT+ItOAr7OwqBMF8pnjObrAH7opgPQ4ITr0gEww5bKyoX17QY4HhzhUz8UE054bgTwpVKqzvx4NbqNSB4i8QBWmONwuwA0ACAY3atOarr9uRVAn0OsHQWjEwIAUErtBlDPqF3b7c8/AagzA0znx+h8PBFdRETrzRG6XTCCxwDzPotgdF2+NEcnZ/d4ntsBrFNKfXuQr687UQAalFLN3W4rxd5fa/kBHj8AQC90e7328fiu10op1Wr+sQ+Mv8MAANXd/h5fADBoP8/1Vxjdq+1EtIGI/mDeHg/gz501zDpnwAiHPTnQ900sjB8gcOj+WpXCeH2BQ/ue6s6Rfu8KR4ljOrQBpg7glTpDB8AcwXFXVHbpAPzDfWerpMfpRMpTZYYOgDnC2aUDuEqjDuAyH9MBuN2IX77F53QA8HoMHcApGkYlO3UAOkYllcKAVev3LCfh6gBe6aYDYNbyeR2AhuUkAV9nGctJdOkAvmpB2b1j9OkA7hnJ39ibm79HB9CvH6uWIHAhopNgjIidRUQ1RFQDYBqAEUTU+T8N1eNhPT8GjDfHtymlTu726ySl1LpDuIx91etOFYw3953XHAygP4DKQ6h9xJCxRfM9AIsBhJujm2tghAqYnZ8ZSqkkGCOX03uMMd4OII6Ilh3G01YBCDNHAzuJw95f64FerzoYHbDuHc6ej98f5QBcAAZ0+zsMVUrtc/RHKWVXSl0NI9Q9AeBd8++mHMDrPb4XgpVSC/fznPv7vimHMda4z6c/hK8HMIJfJ3EwXl/gV/qeEvRxzIc2wOiSWf+5E/Z7UrTpALbfkwBbQL2mK+TjrqhE8uJ85E+JYY83umtqYX3c1AEww5anrh6Jjxo6AG7Y2ksHwAxb3uZmQwdwvg/qABatQ/2QAPz0Rx/UAfTVrAPQIOD2ZR1A2HY9OgDLt9kYtLFDjw5gXQ6ifmxDyQzf1AEU3J/KqiMIGrgMgAfAEBgjXyMBnALjbNEN5n1qYZyP6mQnAG+P254HMIeIhgJdCy3+fIjXUAsghoj29xOk1QBuJqKRZpCaDyDdHP07mvQCEAjj63WbCzu6Lyn5AxElm+fBnDBeR0+3xzcDuBDAb4loX4HlZyilygGsA7CAiIKIaDiMjta+zq7t6/EeGGfLHieiEHPMcDqAg67HV0pVwxj/XEJEoUTkR0RWIjprX/cnouuIaKBSygtgl3mzx3yuS4noAiKymF/H2US0r5+0H+j75hMAEUQ0lYwFLSFE1Pk/5VoYY6wHe+9+JxHFEFEYjLNznWfOdH5P9fzvQ/gF8Im1qa7oYFja+8NTd+QhyZNfCNsqDwpnD4VtZRHcNbUHf9B+cJeUYfByhYsi7kTUG70QVPvTwR90EMJWVOLssB3MKjswPPAr3Gq9HnEzEuAuKjniSl06gKnJsP5TwZNfeMS1OnUAjqmpSHIPhnfr9iOu1akDKJ46FPHtQ6GyjmgjsHlhCglLt6B06qmIaR8BWrfPZUuHTNyKTSibMhIRHaPh/00Wq1b0U1monDwafhedjsDPNrBqRT6biZq/j4Hf5ePQ+4PDHX3fm4GrMrBz0lg4rx6P0LfWH/wBByDslfVouGk8Gm+aYIQ4Bn3fXA/n1eNRd9sEDFi1HlCH+gPHn9PnnXT4XT4ONVMmIvKZDCi3+4hrBX2cgf7u01E1ayKiV2ZBuVxHXKvX5xsQ6RqFirkTEbd8E7ytrQd/0H6wfJeNWNcIlD0wAQnLtsDb3HzQx+yX9ZuR6BqKkgfGImn5NngaG4+4lDdnG1KfjkfxkV+NIOjgRgCvmGfBuiCipwGsJKJ7YSxseIqIngTwmFJqMRE9DuB/RBQA4EKl1AdE1AfA22ZQaALwFYwzYwfjGxgr72uIyKuUGtD9k0qptWSItt+DsQhiHfZ/zkobSqlmIpoMIwQFAvgYxhm1TmwAnoZxJq4RwLNKqe961NhFROcB+JaIOpRShyIMvxpGmKky6z5kngs7VO6GsYykCEAbgBcBvHyIj70BwEIAeQBCzBpP7Oe+FwJYSkS9YYwaXqWUagNQTkR/hLHk5C0YQS4DwN97FjjQ9435+p8HY+HJQzC6gMsBpMP4vroOQD0RFSul9vcT6dUwgmgUgI9gLEfR/T01D8BrZtd6klLq30dYRzgMSDHe/OgiNDhKhd8/E4nzsqA62lm1/IYNhuO6frA+ksN60wMAlhQr7H8dBNvjufA4naxaV27bgUl9qw5+x0PgN1NvR+3phNQVZXBX8Lralv5hsN+bCtuqGngKeW+l/EJC4LhvGJJfb4AnN59XKygIRfefhsQPm6Eyt7Jqkb8/Su8bi5i1rfD7cROrFohQMWcCwjNcCPiaF9wAoGrWRIRtdyPo4wx2rZopE9GnyoM+7/CCGwDsvH0CejUb44lcGm6eAKDzvBvv35uma8ejow+xgxsAtPxpHHZHWhD+dBq7VtulY9GQ6o+opemA13PwBxyA9gvGYMeoXoh5gl/L87tRqDojCLGP82upiSNQdkEwEh7lBV0A+Fq9m6WU4rc7BUEQhC6IqATA35RSX//a1yLoxzfGI1vbYH1Dz2po79btsOnSARQ4kLKyFPa5Q31KB3DSznakzN8O+11xenQAj+Wi8JYIbToAx1Vh/E2QbW2GDuAPofp0AGf31qIDiF2ShdrTA/XoAJZnojFFjw4g8pkMQ8CtQQegVcD9WgZA+nQAvZo16gCqNOsApo9jLxTZSwfAPHtn+TYbMWtNHQD3vNy6HCR8aOoAmGPogiAIgiAcHgcNbUT0Mhnyxa3dbgsjQ/xnN3/v1+1zc8gQ9+UT0YGcIXux12po5gF6d1EJrG/o0wHYXtnpezqAxkbYninXowNwOmFbWQSHRh1A0f+FatEBJC7dqk8HsHSToQPgLidxuRC7WJMOoKMdkctMHQAzuCm3G+FPpWnRAXQKuNtDCc5rNOgAXjbGI7XpAJz6dAAhFfp0AP23daB6Gj9s+X+TZQS3GWP4OoB1pg5g+kj2Cn+1MRcJn7agePowWeEvCIIgCL8gh9JpexXGDG93ZsOQ/dkArDU/BhENgTEfO9R8zLO0H6v8vuhaDf3AcPZPcr1btyP55RpDB8Ds3nnyC2F7ugwF9w2Bf2QEq5ZO3OUVe3QAKftbNnSItWpqYX0kB/bbNOkAHsyC4zq+DsDjdCJx3gY9OoDWVkMH8Ptg9iZI1dGOmCfSUTMukL2cpEsHcEoA2i5lLidRytABROvRAezZKqlhOclrGnUAb+vTAfR+3+i4Vd/JrxX46QZDBzCVP/nnv7abDoDZCfT7YSOiv2tFyb2j2OEU6zcj/hMniuaOYIdAQRAEQR9KqQQZjTx+OWhoU0r9F4ZDojt/hCEnhPn7Zd1uf1sp5VJKFcNweRzWO6Gu1dCzhrJXQ3sKi2H7x044pqVo0QGkvFAD++REWML3p+/45enSAdw8SI8OYLkmHUBHO6zLNOkA3G4kLd+Gsgt7sztuXTqAM/k6AHg9iFuxCTtGa9QBDPaH6yK+DiDi2QxDB3C5Zh0As5ZuHUBgk6aO27vpCC3zoHayRh3ATD06gIj1LlTMnsDubPn9aOoAZo9lTyCozK2GDmD2KBmVFARBEIRfgCM90xZurkntXJfamWKisbfUrwL7l/btF+/m7Uh6rwmF9wxmv+nx5BfC+kYd7LNS2G9UPIXFsK2qQsGsJFj6h7Fq6cRdUYnkJQX6dAALtqLgdo06gBs16AAaG5HwyAYUXxEKjB/OqqVVB9Daql8HMIyvA1But6EDiNOsA7iWf5asc5OkDh1A6Fvr9XXcPkhHcLUmHcCaDehn16MD8P8mC4Oy21E2ZSS7VpcOYPqpWnQAsV+0aNEBCIIgCIJwYA5peyQRJQD4RCk1zPx4lylc7Px8o1KqHxE9AyBNKfWGefs/AKxRSr23j5qTAEwCgCD0Hn0GXfyz57UMSYHjmv6wLi9g6QAAwD8pAfa/RbJ1AADgHxsD+x2xsD1z6NsbdW6P/P21t8DybfbPbreED0LhVCuSX66Fx17Eeg7LgP5wTEuB9Y06eLbZebX69YNj+mAkvdMI72aGDgCAJTQUxdOHIf4TJ3urpF9ICEqnnIqYb1rYOgC/3r0NHUC6i60DoMBAVN49Gv3zOhC4hqcDoIBeqPn7GISUe9g6APhZsHPSWAQ2KbYOAERouGk8SIGtAwAA59Xj0R6qZ6tk6xXj0BxjQcSz/C2JrotOR/2wAEQvz2RvxvX8bhSqJwSxdQAAoCaMQPl5wXwdAAC/kUNQfEVfJC3Ng2dX0yE9RrZHHh69KFAFgXfWWxCONVKGH/6/cwWb5aytcGzThha0K9c+f6p6pKEtH8DZSqlqIooE8J1SKpWI5gCAUmqBeb8vAMxTSh3wXVkohalxdO6+n3vMMBRfHoLER7JZDiQA8Bs+GI5rfh0dwC8R2gDAPzoK+VPj9egABvSH/Z4ULToAS2goCucO1aMD6N0bRXNHIPEDJ8/jBiPUlM4do0cH4GdBxexxenUA29wI+kSPDiCk0oPgdzXqAFanswOST+sAoiwIf5q/Kr/t0rFoTPFH5DIf1AH8JghxC/nh9HB1ABLaDo8D/T9SEI5XvqjadNiPuSBqpPbrEIRfknS1Fk7VsM/QdqTjkf+BIaeE+ftH3W6/yrS4J8KQMLLecarMrYYOYN4o9kiid/N22F6oOq51AO7KKqQ8nqdHB1BXj+RHtxo6AO5yEqcT1kc3GzqA0fxNkEnzc1B6aV/2qKTqaEfCE9mGDuDM01i14PUgdkkWdowJRMfvNekAUv3hukSPDmB3lGYdwFX8Wrp1AAG7NeoAKj2ovYv/NQZ9nIGwbZp1APdq0gF804LS+8bq0wHMO7F1AER0obk5uZCIZu/j80REK83PbyYi5mFYQRAE4UThUFb+vwUgDUAqEVUQ0V9hmOPPIyI7gPPMj6GUygXwbxhW+c8B3KmU4v04GKYO4N9OOKam8lf4F5d26QC4by66dAB3xLKXpujEs6tJmw7A29xs6ACu0aADaGmBdUUBiq7UoANobTV0AJcEa3HCxS/dhIpzTmJvqFQuF2KWZaF2bKCWDZWRy9JRf4roAA4JczmJdh3A5Il6dAB5GnUAGRp1AGtbDR0AM7ipjblI+M9uQwfA1LYci5ibkp8BcBGAIQCuNjcqd+ciGD/MtME4HvDcL3qRgiAIwjHLoWyPvFopFamUClBKxSil/qGUqldKnauUspm/N3S7/+NKKatSKlUp9ZmuC1UbTR3AfcPYwa1TB2C/fyi7e+fJL4TtmTIUzB3sezqAhXkomKJZB8AUcHvq6pH0kEYdwMP6dABxj6aj4lwNOgCXCzEL043lJBfyN0FGLTU8blp0AE+ladcBNF3jYzoAnctJ3jeWk2jRAazZgH4FPqgD+HGToQOYNZK/UCRji6EDmDP8RNQBjAVQqJQqUkq1A3gbxkbl7vwRwD+VwXoAJ5tHDARBEAThgBzpeOSvgic3H9Y3GlF0zzB+2OrUAUxPhWXgQFYtd0UlUp+rhn1yInvsUieeXU1IWWnqAOJjWbW6dADX9IMlOZFVay8dwJAUXq1OHcAF/I4bvB79OoBRAVp0ANFPZenRASiFiGcz0BytVwfQfJU+HUDjTUwdANClA6i7jd9x6/OORh3Axxnov7UDVbOOcx3AB05DB3ByX1atY4xD2Z6sZcOyIAiCcOJxTIU2wOiSJb3XhMKZqXp0AG/Wwz4zmT3O4y4qge3FauTP8FEdwN3R8E+I49WqqUXywlzYJ0VoOS+X9NhGFN7QH34jTuHVamxEwqMZhg5g7KmsWkdFBzBBgw7A5erSAXA7bsrtRsSKdWiO1aMDGPh8GtpO1qcDUH5Aw816dAABu/XqAKrv0KAD+MzsuN3tgzqA/7WhZJoGHUBWrqEDmDGEHZqPIfb1ovXciHMo9zHuSDSJiDKJKLMDvCVcgiAIwrHPMRfaAMC7KQ/Jr9ej+MFRbGm2J68AKS9Uw3HfcHaXzF1UgtSV5SicmQr/GN/54amnrh4pTzhgvy0aFlsSr5bTCdsT+XDcMJB/Lq2tDclPbEfRn05mLzpRbjesi3JRdnEIe+wSSiFhcQ6qzghij10CQNzyTdgxqhfc52hYTrJSU8cNQMRzmXoE3AAGvbRBT8cNQNirGUBnx41J39XpCHSaHTdmEOnzTjpCyz2ovXsiO4ic9FEG+ueZHTdm967XF5mIXN+GirkT2SOJlm+zjY7bAxPYHTdKy0HSe00onTf2ROm4VQDoPtIQA6DnyuBDuQ8AQCm1Sik1Rik1JgC8H1AKgiAIxz7HZGgDjLCV+EEzHFNT2B03d1EJrG83wj4liT1m5C6vQPKrO1FwV5xPbVHz7NwJ29OlsN8azl5O4qlvgHV5Iew3DYB/UgKvVmMjrEvyjLHLoam8Wk4nEp7chOLLQvgbKltaEPdEJsrPC4b6zUherdZWxDyRjprxgXCfywtuXR23oQFo+wOz49bRjogVhoCbe8ZNud17d9y4y0leSYMiUwnAqaUUQlcbZ9zqJjGvC8YZtz7VHtTeyd8EGbhmA8K2uVE1eQy7luXbbIRntqNs2ij2uTRKy0H0f9tQOvVUdi3vpjzEfd6KomlD2eH0GGADABsRJRJRLwBXwdio3J3/ALjB3CI5HkCTUqr6l75QQRAE4djjmA1tgKkDeFOjDmBVFQp16ADyC5HyVCns9w31qY6bu7IKtvl5sN8dzx9v3LkTyY9shv1vkXwdwK4mWB/J0acDeGwjSi/tyz6XpjraEb8wCxW/06QDWJSJ2tM16QBW6NcBsLdKopsO4GoNOoBX1wMENNykY1RSsw6gSpMO4JMMhG3XowMI+NLQAZTPGssOW5bvshGz1tQBMLt3XTqAh0azu3e+jFLKDeAuAF8A2Abg30qpXCK6nYhuN++2BkARgEIALwK441e5WEEQBOGY45gObYChA7D+qwmOqan8Ff7FpbC93mDoAJjjPO7KKthe3gn7nXE+dcatUwdQqEMH0NJi6ACu1qADaG3VpwNoa0Pi8lyUXtwbfiN7btw+PJTLhfhlOYYOQEMI7NQBcEclVUc7olZkaNUB7I7W4HHr1AGEaNABKIWwl43lJA0369UBcENNpw6gZgp/vDHwU0MHUDV9HHtqoFMHUD5LT9iKWduK0pmjtOkASmacelzrAJRSa5RSKeYG5cfN255XSj1v/lkppe40P3+qUirz171iQRAE4VjhmA9tgDGCk/SvRhTOHcp+Q+DJzUfyK7Wwzx3Cdq958gthe7YcBXNSMDyw/OAP+IVwl1cguVMHwDzj5q6phfXRHBTcFsUfbzR1AIXXD2B33Dy7mpDwUAaKr9CgA2hpMXQAv9ekA1iQhppxgfzlJG43opakadUBNMfo0wG4QvV03Pq9mmZ03DTqAHb8jd+h7P2+0XGr+buG5SRrNiAs343KyRqWk6zNQniWMSqpRQfw/U8omTWSv1AkYwviP21G4QPDeXUEQRAE4QSElNrn4qpflKCYWHV26wXw7Gpi1bEMTYXjqjBYl+fDU99w8AccqFaKFY4bB8G60gFP7Q5WLf/EeJQtDUboW6E4aWc7qxYAtM9uxO8iCth1TutdivkFF2HgnS64S8pYtfwjwmGfnITkV2rhsRexalkG9Idjagqsq+vhyeN9nZaT+6Jo2lAkfNgEtTGXVcsvJAQl005F7FctoLQcXq3evVE2ZSQi17fB8m02qxYFBqJy8mj039qBwM828Gr5+6P6zrEILfOg9wfprFrws2DnpLEIbFIIfWs9rxYRGm80RhsNpxvv3y3n1ePh6ksYuCoD8HpYtVovH4fmWAsinsuE6uD99+266HTUDwtA9MosKBdvY6Dnd6NQPT4IcSs2wdvayqqlJo5AxbnBiF++Bd7mZlYty9BUfLH18SylFD/tniCEUpgaR+f+2pchCL8oX1RtOuzHXBA1Uvt1CMIvSbpaC6dq2OdPXH0itIX2iVbhc2Yg4SH+Gyg6bSiK/hyKpIez2W96LENSYL+xP5If2QxvSwurln9SAvL/HomU+dvhaWxk1Rqf04GHB/ICSCdj5/wdDacqpD5VCXcprxtoObkv7HOHwPbSDngKHKxafr17w/HgCFjf2gVvzjZWLQroheKHRiPhP7uBjC2sWiBC2YMTEPPdT/D7fiOvFoCKuRMxKKsdvb7gT0lVzZqIfgVunPRRBrtW7eSJCK72oM87zOAGYOftE9Cr2RhP5NJwi7FRMuzlNHatpmvHoz2EMPB5fq3dfx6H3VEWRKxYx67VdulYNAz2R9Qifq32C8Zgx6heiFmYxg66nrNHofK3QYh7lF/ra/WuhLbDQEKbcCIioU04ETlQaPON8ciWn7SthlYbc5H8hmYdwP2adAArylB472D4x8awaukkqMmDlIV22G+PgSXFyqrl2dVk6ABuHMSWZntbW5G8MM/QATA9bqqjHdYn9eoAKs88ib1VEtCvA2i0adYBcM+44QTTAUzm6wC6BNwzNeoA5kzg6wC+66YDOI7PpQmCIAiCL+IboQ09VkNzpdnddADcNyruohJY39KkA6ioRPIrO1FwZ6xv6QDq6mF7pgz2vw3SpwO4sT9fB7CrydABXH0yOwR6nE4kLMoxdACnadABLMpC+e9769MBjNOkA1iSplUHoOOM21HTAdyiTwew87bx7LDV+/109KnUpAP4bAPCths6APYmyKOhA5g24kRY4S8IgiAIPoPPhDag22roB0axf5KrMrfCuroejnmnsReKeDdvh+3FahQ+OAKW8EGsWj6rA6iohG1+Hgp06gBu1aQDmLcRjmv6s7tk3pYWJD6ajdI/atABuFx7dABnadABLNakA1AK0csz0Jjqzw5uABDxrA/rAJQ+HUCvZoWdk/ivV/B7psdNow6gcupYdicw4MvMrq2SWnQA37SgdO4Y9g/YBEEQBEE4NHwqtAHGeGPiR7tRMmsE2+njySuA9a1dcEwfzNcBFJXA9noDHJOt7BDorqyC7R87DB0Ac4RTJ55dTUjp1AEwA6W3pQW2FaYOgNlx87a1wbq8AMWXh7A7bsrl0q8DONvHdABuN6JWZKBhMH9UUrndCH863Td1AK/o1QEE7dKkA3j3KOgAZkzg6wDWZnV53HToAGK/bkXZrNEyKikIgiAIvwA+F9oAQG3Ygrg1zSi6Zxj7TY83ZxuS3jF1AMzxRk9uPqyv1sI+ZzBfB1DgMHQAs23s7p1OOnUA+VPiYElO5NXq1AFMitSiA0icl4XC6/r7ng7gkTSUn+ejOoChGnQAXo9eHcALafp1ADfxu2Qhb58AOoBvsjAoux1l03nfqwBA/9uE6B9+QsnMEXwdgCAIgiAIB8QnQxsAIGMLEt93ouT+MezlJN7N25H8egOK5ozgLyexF8H2Yi0cMwezw5a7vAKpz1SjcKqVfZZMJ55dTUhdXorCv0ZokWbbljnguCaM7YRTHe1IXlqA4stC2SEQXg+Sluah7IJg9hk3KIWEZVtQdUYQu+MGpRC3wlhOwg2BUArRT2Vp6bhBqa5RydbL9YxKGsFNw3KSV9aDvOZyEuYYYd831yOwyei4cYNIn3fSEVJudtyY3buu5SSzJrI7br2+yERkWhsq5kxk/yDL7/uNiP2yBeX3jWNPRgiCIAiCsH98N7TBGJWM+6IFRdOHsN9AeXLzkfihE4XTU9jdO4+9CNbVDbBPs/KXkxSXIvnlWuRPjWeHU524K6uQvNyB/Dsj4R8fy6rlqd0B66I82G8NZwc3T109khZuRuH1YVrOyyU8loniK0NBp5/KquVtbkbs4+koPz8Y3jN5Z9y8ra2IWbAO1ROC0HE+s+PmciFq0TrUD+N33JTbjfCV6+CM09BxM0clXX3N5SSsC1Po92oalJ+uM27rtZ1x6/2B2XG7g38uLfCzDehX4Ebl3aPZtSzfZmPQxg6UTRnJrkVpOYj6sQ0l005l1xIEQRAEYd/4dGgDjLMTie83oeRhDTqArFwkv16H4nmj+R233HykrKqG44ERbB2Ax15k6ABmD/EpHYCndodeHcCC7XDcFM7uknlbWpA8PxdFf+7HP5fW0Y6kJ7ai9JIQdnCD12PoAM7SpANYmo3a0fp0AA2p/nBdzB/9i3w2E806zrhhjw5AS8ftVcNPp10HwKTPO8YZt9q7+d27kz7KQP9c84wbs3vX6/MNiEh3oWIO/7yc5VtTB/Cg6AAEQRAE4Wjg86ENMHQA8WtaUTxVgw5gm/3o6ACYb1T20gH4UMetSwfwVw06gMZGWFc6YL8+jK8DcDphXbodjr/05TvhmpsNHcAf+7DPy+2lA+Cel2trQ+yiDL06gCEBcF3CXE5yFHQA7aE+rAPQMCrZpQO4axw7bHXpAKbwN0H6f5OF8AwXKqaNZk8gUFoOYr77ydAByFZJQRAEQdDKMRHaAOMNQfxHR0EHoOG8nKEDGA7LwIGsWl06gLlDfE8H8HiuHh1A7Q4kP5KjRwfQ2Iikedl6dQCX8peTKJcL8fMzUXFOMDxnM5eTuN1GcBsbyB6V7NQBNAzme9wAGFslI/XoAAa8eILoADpHJZkEfZKBfvluPTqAr7MQvsGF8plj2OHU7/uNiPm2FaWzR0twEwRBEASNHDOhDTB1AB8269UBzBjCDm7uohLYXquHY2oyLP3DeLUqq2B7yQd1AE7nHh0Ac4TT29qqTQegXC7tOoCyCzXoADraEb8sB5W/5S8nUW434pYZo5LsDZVuN6JWZhrLSbijkl4Pwp/RqAN4Yf2JoQMo16MDCPqk26ikJh1Axb3j2Od06X+bRAcgCIIgCJo5pkIbYHTJtOoA3t2FwtlD2KOSnrwCWF/bAfu9qewQ6ClwwPZ8haEDYHbvdOIur0DyE9uRPzmWHbbcNbWwPrYZBbdFssOWp64eiY9kGzoA5iZIz64mxM/LQNGVmnQAj+rRAXjb2hCzMA3V44P4OoCOdkQtXof6IZp0ACvXwRlrwe4/M4ObUl06gKZrNOoAbvQxHcAHGnUAnx0FHcDUkexae+kAZDmJIAiCILA55kIbAL06gJxtSP5nPYruP42/nKTAAduLtSi8Zwh7OYm7tBypT1ehcHqyb+kAGhuRurQY9lsj+TqAlhbYljrguLY/e9GJcrmQvCQfxVfo0QFYl+Sh/Pxg9hm3vXQAzBCoVQcA6NMBwFhO0hKpTwfQ0UejDkDp0wEE7TKXk4gO4KB06gDKHpggOgBBEARBYHJshjZo1gHkFSDxw2aNOoBGFExN4usASsqQ/HItCqb4mA6guga2FUWGDoA5Kump3QHr4u2w/20QXwdQ37BHBzCMrwOIX5CF4ss16gDO06QDWJjmezqAjvYuHQC74+b1GB03H9QBhLy9HgG7zTNuzBDY+4N0hFTq0wGEbfdNHUD0D20onXqqCLgFQRAEgcExG9oAzTqAzK1Ifr0ORQ/zdQDerduR8kKVNh1AyopSn9MBuGtqkbKgAPY7YvnLSRobYZufp1cH8BcNOgCXC0kLNqP0khBgrAYdwKJNqDzrJHjPGMmrpdQeHQBzqySgXwfQEnmC6AAm8a8r+N1uOgBmQAr6OAP98/TpACLXt2nTAcR83YKyB8bJGTdBEARBOEKO6dAGGDqAhE9bUDx1KP9c2jY7kt5zGjoADdJs61uNsE/WoAOorELyKzth9zUdQH2DoQO4ZSBfB7CraY8OgDl26XE6YV2eb+gATrGxanlbWpCwZAtK/l8f9nk5b2sr4hdno+JcjTqAsYFsj5tyuRC1NF2bDiB8pakDYG6VPOF0AHfzw1bgmg3ov63D0AEwpwYs32br1QF8IzoAQRAEQThSjvnQBgBYvxnxHzeh6P7T2GFLZeUaOoAHR+jRAbykTwdgM3UAp/UuZdXSyVHRAUyK4usA6hsMHcC1A/g6gOZmJD6chZLLNCwnaWtD/OMZenUA4wLZy0ng9SBqabpeHUAU3+MGAANWrUdHHz3LSXxdB1B9J79W4KcbDB3AFP6iky4dwCwNOoAfDB1A8QP885iCIAiCcKJBSqlf+xoQFB2rznKeC29LC6sOjRmG0j+EInHpVnicTlYtv+GDUfTnfrAu3Q5PYyOrluUUGxzXDYB1aT489Q28WrYk1C23AP8egKAmD6sWANRf34Kx0WXsOmNCS/Bu5Sj0vsUDd3kFq5Z/ZATsdyfC9lI13EUlrFqWAf3hmJYC6xt18Gyz82qd3BdF04cg8f0meDflsWr5hYSgZPqpiP2yBZSWw6sVFISy6aMQmdYGy7fZrFoU0AuVU8eg/9YOBH62gVULfhbU3jUOIRUe9H4/nVeLCHWTxqOXUyH07XSA+e9W400ToKgzxPFqOa8eD1dfwqCXNkC53axarZePQ3OsBRHPZUJ1tLNquS4+HfVDAhD9VBaUy8Wq5T5nNGrGBSJuxSZ4W1tZtej0U/FVxkNZSil+qjxBCKUwNY7O/bUvQxB+Ub6o2nTYj7kgaqT26xCEX5J0tRZO1bDPcSCfCG2hoTEqcsYMxD2Sxn4DhbGnouTSPkh8mP8Gym/EKXBcfTKs8zbC29bGqmVJTYb9rwNheyyXHSj9E+KQf1cUUhba4amrZ9WKWh+CV+J+YNXoZNSjf4czCUh9jh+2/IKDUfjgcNheq4cnr4BViwIDUTRvFJL+7YTamMuqBT8LSh4ei/g1reywBSKUPTAB0T/wwxYAVMyZiEEbO9Drc2bYAlA1cyL62d046aMMdq3ayRMRXO1Bn3eYwQ3AztsnoFez4U7j0nCzcb4t7JU0dq2ma8ejPYQw8Hl+rd1/HofdURZErFjHrtV26Vg0DPZH1CJ+rfYLxmDH6F6Imc+v9bV6V0LbYSChTTgRkdAmnIgcKLT5xnhkc6u+1dCdOoAHxsLSrx+rlFYdQH4hbKtqUDh7KF8HUFKG1KcqUTgjBf4x0axaOunVrJC6pMjQATA9bt6WFtgWFxo6AObYpXK5kLzY0AFwt0p26QAu0KgD+I0GHQBg6ABOC2CfcQMMHUBjip7lJBHP+agO4FUj+GlZTtJNwM1dKNLnnXSElvmwDmAuXwcgCIIgCMLh4RuhDXpXQ3fpAKaewn7T06kDcEzToAMoLIZ1dSPsOnQApeVIfmUHCibH+dRyEndNLWwri5H/90h2oPTs3Anr0nzY/zoQluREXq36BiQ9uRWO6/qxN1R6djUhYWG2oQPQcF4ubmGGoQNgbpXs1AHUjA9Ex+81LCdZtA71Q49vHUDXcpKb+WGrU8BdN4m5NAVHUQfA/LfV8m02BmWbOgBZ4f8ziCiWiL4lom1ElEtEU/Zxn7OJqImINpm/Hvw1rlUQBEE4tvCZ0Ab0WA3NDDW0LgcJHzaheN7psISGsmqpzK2wvqFPB2B7oQqOBzXoAAocSFlRCruv6QCqa5Ayfzvsd8bxl5PUN8D2WC4Kb4lgd8m8zc2wPr4VjqvC+Jsg29oMHcAfQoHxw1m1lNtt6ADO7q1FBxC7JAs7xgTq0QEsz9TWcYt8JkObDmDgqgx9OoDXMgACGm/k1+q7On1PcGMS/O6erZLadADTx7HDVpcOYPY42QT5c9wAZiilTgEwHsCdRLQv98gPSqmR5q9HftlLFARBEI5FfCq0Ad1WQ08fyV7hrzbmIuGTFhRPH8YOgV06gCkp/BX+xaVGx21yEnsc1F1ZBZsv6gAaG2F7thz2mzXoAJxO2FYWwXFdP/7YZXMzrMvzUfR/oVp0AIlLt6LkkmA9OoClm7ToAJTLhZglmXp0AB3tiFxm6gCYwU253Xt0ANytkl6PXh3Ay8ZZtIZbmCv8O3UATj06gOD39njcdOkAqqeN06sDkODWhVKqWimVbf65GcA2AL4zwy4IgiAcs/hcaAOM1dDR37Wi5N5R7DcXXTqAuSP4ITArF9a3G+B4YDi7e9elA3hgmJ7zck+XoeC+IeyApBN3eQVs83NRMJmvA3DX1ML6SA7skyL16QCu4+sAPE4nEh/eoEcH0Nq6RwfwO6YOoKMdMU+k69UBnMIflQRMHUCk7+kA+r1m6gBu5H+NoW/r0wH0fv8o6ACm6tEBDMp0oXwGf+zyeISIEgCcBmBfG3gmEFEOEX1GRMzDsYIgCMKJgE+GNgDw+3ETYr9qQdm9Y9jdKJWVi8QPm1EyexQ7bHly82Fd3QjHrKHsRSfuohLYXqmDY1oKO7i5KyqR8kIN7HfFwxI+iFVLJx6nEylPlaHwpoHsEU5vaytsy4vguIrfcVMuF6zLClB8WQi746bcbiQty0XZhb3hN3Jfk1CHVyt+xRZUnhkENYG5nMTrMZaTjO7FDoHwehC1MhMNg/3huog5Kun1IPwZw+PGHpVUqiu4sUclzTNupDSccVPGhsvAJk0dt3eN5SS1kyeyf5AV9Im5nGQmfzlJwNdZiFjvQsW9/JH24wki6gPgPQBTlVI91wVnA4hXSo0A8BSAD/dTYxIRZRJRZgd4ygZBEATh2MdnQxtgnEuL+rENJdNPZZ/pUJlbEftFCxyzhrLHjLybtyPpvSYU3jOY/abHs80O6xt1sN+Twg6nnsJi2FZVoWBWEjsE6sRdUYnkxfnInxID/8R4Xq2aWlgXbEXBbZHssOWpq0fio9kovGEAO2x5djUh4ZENKLqyLztseZubEfdoGsrP4wu4va2tiJm/DtXjg9B+IXO8saPdWE4yLAA//ZHZ9fF6ukYl2ctJlNK3nARAv1fNUcmbdQi41+vruH2QjuBqD6rv4HfJAj/bgH52Nyon8889+n+ThUHZ7cZyEgFEFAAjsL2plHq/5+eVUk6l1G7zz2sABBDRgH3cb5VSaoxSakwAZARVEAThRMenQxsAWL7L1qYDoLScPToA5vkv76Y8JL9ej+IHRvHHG7fZYVtVA8ecYXwdQHGpT+oAPPUNSFlUBPukKPYmSG9zM2yLCuC4boA2HUDRlX3Zi06U261fB3CmXh0Au+MGIHqlqQPgdtxg6AB2R+nTAbSHEJqv0qQDUPp0AIFNCnW3adIBlJsdN+YPn076KAP9c00dALN71+uLTGM5ydyJ7DH0YxkiIgD/ALBNKbV0P/eJMO8HIhoL4//DPOGmIAiCcNzj86EN2FsHwH2j0qUDmMbvuO2lA+B23AqLYX1bsw7g7jj2OKhOPLU7YFtZjILbIvg6gLp6WJcVaNMBWBfl+qYOYIFeHUD1hCB9OoBhAWj7A18HELFiHZpj9S0naTtZw3ISzTqAzo6bFh2Aecat5o6x7LHLwDWGDqBq8hg9OoCsdpRNG3Uin3H7DYDrAZzTbaX/xUR0OxHdbt7nTwC2ElEOgJUArlJKqV/rggVBEIRjg2MitAF7dACl9431TR3AvFGw9A9j1fJu1qwDWFkK+9yhvqcDeDwP9rvitIw3Jj+6VYsOwON0wvroZkMHwOySedvakDQ/R58O4IlsQwdw5mmsWkdFB5DqD9clGjpuz2boOeOGbjqAq/i1dOoAQt86CjqAu8Zp0QGEbdOkA/giExHpxhk39hKpYxCl1I9KKVJKDe+20n+NUup5pdTz5n2eVkoNVUqNUEqNV0qt+7WvWxAEQfB9jpnQBpg6gLWt+nQA/9lt6ACYK/w92+xI+rcTjqmp/BX+xaWwvmHoALiBci8dAHNpik48u5pge6Yc9hsHsLddepub9ekAWloMHcCVGnQAra36dABtbYYO4JyT9OkAxmnUAZyiSQfwVJqhA7hSnw7AeY3oAA6FwDUb0D9Pjw7A/5ssRGS4UDFjjOgABEEQBEETx1RoA4ytkl06AOYbFWRsQfwnThTNGa4lBCb9qxGO+4axg5t363Ykv1wD+/1D2d07T34hbM+Uo2DuYPhHRrBq6WQvHUCKlVeruw6A23Grb0DSw76pA4h7NB0V5/KXk6iOdsQs1KsDqB+iQQegFMKfSsPuaH06AFcowXm1Jh0ANOkAdC4n6T4qySRwzQb0K9CjA/BfaywnKZ8xmt0JFARBEAThGAxtQDcdwJyxfB1A5lYkfuA0dADc5SRbt8P6RiOK7hnGD1uFxbD9Yycc01NhGTiQVctdXoHU56phn5zIHrvUSZcO4OZB8I+PZdXq0gFc0499xm0vHcCQFF4ttxtJy7eh7AJ+xw1eD+KXb0Hlb31PBxD9VJYeHYBSe0YluctJlMLAF9Ybo5I6dAAvGzqAxpv4Z9x06wBCyj2omaJBB/CxqQOYpUEH8GUmItPaUDF7gugABEEQBIHJMRnaAFMH8IMmHUBWrqEDmDGE/QbKu9XUAcxM5S8nyS80dAAzk9kjnO6iEthWVSF/ZiI7UOrEXVGJ5CUFyL87Gv4JcbxaNbVIXpgL+6QI9lZJT109kh7biMLr+8NvxCm8Wo2NSHg0A8VX8M+4HRUdwAQNOoBuy0m4OgDldhs6gFjf1AEoP9/UAYRUatQBFOjRAVi+zRYdgCAIgiBo4JgNbUA3HcCDenQASe81oXSeJh3AP+u06QBSXqiG477henQAKypQODPVt3QAdfVIecIB+23RsNiSeLWcTtieLIDjhoH8c2ltbUh+cjuK/nQy/IZr0AEsykXZhX3YY5dQCglLclB1hiYdwHLNOgDbca4DeEWjDmB1ujYdQPC7e3QA3B8+nfRRt46b6AAEQRAE4VfnmA5tgKkD+F6PDsC7KQ9xn7caOgDmGxXPNruhA5jK1wG4i0oMHcAUDTqA8gokv7rT93QAO3fC9nQp7LeG69EBLC+E/aYB7OUknsZGWJfkGWOXXB2A04mEJzeh+LIQvg6gpQVxT2Si/LxgqN+M5NVqbUXME+n6dACL16F+6AmiA7iFGbaUOio6gNo7+ZsgAz/bgLBt+nQA4ZmGDoB9FlkQBEEQTkCO+dAGGB23mLWmDoD5k9wuHcCDo7Wcl7OurtenA3ixGoUPjoAlfBCrlie/sEsHMCqkjFVLJ+7KKtjmmzoA7njjzp1Ifmwr7H/TsJxkVxOsj+TAcbUGHUBrqz4dQEc7Ep7IRsXvNOgAvB7ELslC7emadAArMo0zbsytksAeHQB7qySOgg4A+nQAAbs16gCqzeDGJOiTDIRt16MDCPgyExEZLpTO5Y+DCoIgCMKJBvmC0zMoKladtetseNvaWHW8Z4xE5dm9Eb90E7ytrbyLGnsqyi4OQcKiHHhbWlil/EYOQdGVfZH05FZ4m5tZtSxDU1F4bRiSn8yDZ1cTr1ZqMn56ugNN70ehVzP/+2DnBS7Yonew64zoV4ltzgh4rrXAXVHJquUfEQ771CTYXqiCu7iUVcsyoD8Kp6cg+Y16ePIKeLVCQ+GYNRRJ7zXBuymPVcsvOBglM0cg9ssWUFoOqxYFBqJ8xmhErHfB/5ssXi1/f1ROHYv+eR0IXLOBVQtEqL1rAvpUeRD8XjqvFoC62yYgYLdC39XpAPPfwMabJkCRGeK8Hlat5qvGo+1kwqCXNkC53axarVeMgzPWgshnM6E62lm1XBefjvohAYh+KgvK5WLV8p55Gr75731ZSin+AbwThFAKU+Po3F/7MgThF+WLqk2H/ZgLokZqvw5B+CVJV2vhVA37HLvxidAW0jdGxdw9AzEL0thvoLxnnoaKc05C/OMZ7Dc9dPqpKP5jHyQ+ms1+o+I3bDAc1/WD9XENwc2WBPut4bA9kQ9PfQOrln9sDPInxyJ1SRHcNbWsWvRNND4f/CmrRienLr0DbYMUbC/WwmMvYtXy690bhQ+OQPIbjfBu3c6qRQG9UDxvNBLfd0Jl5fJq+fuj5MHTEfd5K2gdL2zBz4Ly+8Yh6sc2WL7NZtequHccBmW3o9cXmbxaRKiaMQFh+W4EfZzBrlV7txnc3mUGNyLUTRqPXs2GO41bq+Hm8YACwl5J49UC0HTteLSHEAY+z6+1+8/j0BJpQfhKvr+57dKxaBjsj6hF/Fpfq3cltB0GEtqEExEJbcKJyIFCm0+MR5KzVdtqaL8fNurTAWzYgsT3nCidM1qLDiD59QY9OgB7EWwv7dCrA5iS5FMet4AWhZQVpSi8JZy9VdLb2ooUXTqAjnZDB3B5qB4dwNI8vTqAMzXqAEZp0AEo5bM6gAEvZpgeNw06gFfWgxTQcLMeHUDQLj06gD7v+KYOQBAEQRCEw8MnQhtgrobe2KFlNTSty0HUj20omaZBB7BRnw7Ak5uPxPedhg6Au+ikwAHrm/X6dAAvViN/eiIs/fqxaunEXVmF5KWFyL8riu1x20sHwJR5e+rqkTQ/B4U39GdvlfTsajJ0AFeGAmNPZdXq0gGcHwzvWbwzbt7WVsQsMHUATAF3dx0AV8DdqQNwxmnQAZjLSbToAJRCv1fTAAIabuKfSwt5W68OoE+VBzV/16gDuJt/7lEQBEEQhEPHZ0IbAPT6fIO21dCWb7ONjtuDE9ihRqcOQG3MNXQA80bzdQB5BYYO4H4NOoCiEqSuKEPhPYPhHxvDqqUTz86dhg7g9hg9OoAn8uG4cRC7S+ZtbUXywjwU/bkf2+Om3G5Yn8xF2cX8rZJQCgmLc1B55knsrZIAELc0GztG9YL7HA3LSVZmoSFVjw4g8tlMtETq0QEMemmDHgE3gLBXzeUkunQATj06gD7vpCOkQqMOILcDVTP53TtBEARBEA4NnwptgN7V0F06gGkj2G8utOsAPtCoA3hLkw6gotLQAdwZe/zqAOobDB3Ajf35OoBdTYYO4OqT2SHQ43QiYVGOoQPgbqhsaUHcoiyU/743XwfQ1oaYJ9JRM46/VVK5XIhakqZNB9Ap4ObqAJTbjYHPp6E9VIMOwOvRqwNYbXbcbhvPDlu9309Hn0qNOoDthg5AVvgLgiAIwtHH50IbsGc1dPmssew3BJbvshHzTQtK547RpwN4SJMO4M06FD08ij2SqF0H8FQp7PcN9SkBt3YdwCObDR2AhvFG67yNcFzTX4t7LemxjSi9tC/7XJpyuRC/MMvQATBHJeH1IHZxJmpPD0TH+cwRO6UQvTwDjan+cF3iWzqAAS+aOoCrNegAXjUE3DpGJUPfMjpuOkYlg98zdQB36dMBVE4dy+4ECoIgCIJwYHwytAGA/9qsruCmI2zFrG1F6cxR7G6U2piLhP/sRsmMU9nBzbPNDuvbTXBMH8zubLmLSmB7vQGOyVb2CKe7sgq2l3fCfmcce2mKTjy7mmB7phyFNw9kB0pvSwtsTxXDcXU/+CfG82q1tcG6vABFV4TAcoqNXStxeS5KL+4Nv5FDWLWUy4X4ZTmoOPskfgjsaEfMsizUjuEvJ1FuN6JWZKB+SADb46bcboQ/lYbd0Ra0XqHnjFt7CMF5jR4Bd9dyEk5ny+y4BTYZy0m4P8gKfnfPqCR3aiDw0w3on9eBqhkTZDmJIAiCIBxFfDa0AUZwC89qR9l05gY7AH4/bkL0Dz+hZNZI9mgQMrYg/tNmFN0zTMvYZdI7jSicO5R99s6Tmw/rq7Wwzx3C7t558gthe7YcBXNS2N07nbjLK5C8MA8Fk+PYmyDd1TWwPpqDgtuiYBmayqrlqatH0kNZKLx+AHu80bOrCQkPZaD4ir5QE3lhy9vSgrhH0lB+XjA/bLlciFmQhurxGpaTuN2IWpyG+iH85SRQCuFPpaE5hj8qCQADVq2HK5TQdA2/Vr9XjbX9DTfxu2Shbxmjkjv+xu9Q9n4/HcHVmpaTrNmAsHw3KifLchJBEARBOFr4dGgDjFHJyLQ2VMyZyNcBfL8RsV+2oPy+cXp0AO87UXL/GL4OYLOpA5g9nL+cxF4E24u1cMwczA5b7vIKpD5TjcKpVp/SAXh2NRk6gL9G8Ltkra2wLXPAcU0Ye9GJ6mhH8tICFF8Wyg6B8Hr06QCUQsKyLag6Q4MOQKkTQgcwcFUGOvroWk6yHuQ1l5P4qg6A2b0THYAgCIIgHF0OGtqIKJaIviWibUSUS0RTzNvDiOgrIrKbv/fr9pg5RFRIRPlEdAH3IvfSATDf9FCaXh1A3BctKJquSQfwoROF01P4i07sRbCuboB9mpW/nKS4FMn/qDF0AMxwqhN3ZRWSlzuQf2ckWwfgqd0B66I82G8N16MDWJCDwuvD9OgAHsvUpgOIfTzd0AGcqU8HwD3j5ss6gAEv6NUBKD8f1gHcwa/VuZyk8u7RcsZNEARBEDRzKJ02N4AZSqlTAIwHcCcRDQEwG8BapZQNwFrzY5ifuwrAUAAXAniWiJjziN10AHMm+JYOYF0OEt9vQsnDGnQAWblIfl2TDiA3HymrquF4YARbB+ApLDZ0ALOH+JYOoHYHUhbaDR0AN2ztaoJtwXZDB8DskmnVAXS0I+mJrYYO4HRecIPXY+gAztKnA6gdrVkHwDzjBnTTAXDPuOEY0QEw0akDCPrY1AHM4J+9EwRBEARhDwcNbUqpaqVUtvnnZgDbAEQD+COA18y7vQbgMvPPfwTwtlLKpZQqBlAIgP9jXOzRAZRPHcXuRunWAcR/1oriqUPZo0HddQDccLqXDoAr4K6oRPJrdb6nA6irh+2ZMtj/Ogj+0VG8Wo2NsK50wH5DGHvs0rOrCdal2w0dAHc5SXOzoQP4Yx/2qOReOgDuebm2NsQuykDN+EB2cOuuA+BulezSAcTwt0p26gBcfTUsJ+muA7hZow5Aw6hk7/eNjptWHcAU/vZfQRAEQRAMDutMGxElADgNQDqAcKVUNWAEOwCdB6iiAZR3e1iFeVvPWpOIKJOIMjvgOuRrCPgyE+EZLpTP5PuBLN9lI+bbVpTOHcMOW7QuB/EfNaH4gVHsgKQyt8K6uh6Oeadp1AEM5+sAttl9UwdQUQnb47kouDuerwOo3YHkh3NgnxTFH29sbDR0ANcO0KIDSHw0G6V/5C8nUS4X4udnouKcYHjO5m+CjF2UidqxmnQAyzLQMJjvcQOA8KfTsTtajw5g4KoMuEI16gDggzqAd4+CDmCa6AAEQRAEQQeHHNqIqA+A9wBMVUo5D3TXfdymfnaDUquUUmOUUmMCcHiByf8bjTqA/21C7NetKJs1mh+2NuYi8aPdKJk1gq8DyCuA9a1dhg6Au8K/qAS21+oNHQAzBLorq2D7xw5DB8Ac4dSJx+lEii4dQGsrbCtNHQBTwN2pAyi+nK8DUC6XoQO4SIMOoKMd8ctyUHkWfzmJ6mhH7PJsfTqAlZl6lpN4PV3BTYsO4IX1e0YlRQdwUAI/3bBnVFKWkwiCIAgCi0MKbUQUACOwvamUet+8uZaIIs3PRwLYYd5eAaD7ZogYAFV6LncP/muzMChbjw6A/mfqAGaO4C8n2bAFcWuaUXSvBh1AzjZDBzB7CHuhiCevANbXdsA+hx8CPQUO2J6vQMFsGywDB7Jq6cRdXoHkJ7Yjf4pOHUCkFh1A4rzjWwfgbWvbowO4kD/e2DkqydYBeD1do5Ls5SRK7VlOcgLoAKrvEB2AIAiCIPgKh7I9kgD8A8A2pdTSbp/6D4AbzT/fCOCjbrdfRUSBRJQIwAYgQ98l76HXF0dBB3D/BHaXDBlbkPieZh3AnBH85SQFDkMHMGsIXwdQWo7Up6tQOD2ZfZZMJ57GRqQuLdanA1gqOoDDqRW3YhN2nBbgWzoAQJ8OAMaoZHsIofkq39MBBDaZy0k06ABCy8yOm+gADgsiKiGiLUS0iYgy9/F5IqKV5oblzUTE/8mjIAiCcNxzKJ223wC4HsA55v+ENhHRxQAWAjiPiOwAzjM/hlIqF8C/AeQB+BzAnUopz1G5epg6gOx20QEcai2dOoCSMiS/XIuCKfG+pQOoroFtRZGhA2Buu/TU7oB18XZDB8AMbp66eiQt3KxPBzA/C8VXhrK3Sp4oOoCIFfp0AAOfT0Pbyb6nAwh9az0Cdptn3Jj/hu2lA2DWOgF1AL9TSo1USu3rP4KLYPww0wZgEoDnftErEwRBEI5JDmV75I9KKVJKDTf/JzRSKbVGKVWvlDpXKWUzf2/o9pjHlVJWpVSqUuqzo/slmB03UwfA/Umur+sAih7WpAN4ocrQATCl2R57EVJWGjqAEf0qWbV04q6pRcqCAtjviOUvJ2lshG1+Hhw3hfN1AC0tSJ6fa+gAuOfSXC4kLdiM0ktC2B43eD1IWLQJlWedBO8ZI3m10E0HcK7oAA6Fo6IDmMS/rq4zbnfzO4FBH2egf14HKmbzv8ZjnD8C+KcyWA/g5M6jBoIgCIKwP0ipn+0I+cU5KTJWnVl/BpTbzarTcf4Y7BjVCzFLMqE62lm1vGedhsozT0Lcoiwo16Fvt9wXasIIlF8QjISF2fC2tbFq0ZhhKL4sBEmPbWTX8hs+GI6r+sH6+GZ4W1pYtSyn2OD/fDOKP0mCP68UAGDXiA70izzQvptDIzmsDn6k0Px/QXBX8o5WWsIHwT7NipQXquAuLuXV6tcPhfcMRvI/6+DZZmfV8gsJQdG9w5D4nhNqYy6vVlAQSu4dhdivWkDrcli1yN8f5feMRcR6F/y/yWLVAhGqZkxA/7wOBK7ZwKsFoHbyRPSp9CD4vXR2rZ23T0CgUyH0rXSA+e9pw81GoAl7dT27lvOa8XCFEgauygC8vGGHlivHYXe0BRHPZrD/nW6/8HT897N7s/bThTrmIaJiAI0wFnC9oJRa1ePznwBYqJT60fx4LYB7lVI/G6XsJJTC1Dg69yhetSD4Hl9UbTrsx1wQNVL7dQjCL0m6WgunatjnT0l9IrSFnByj4ibNQNSSNPYbFfe5o1EzNhAxT6Sz36io34xE+e97I34hP7jR6KEovjwUSQs0BKQhKSi8oT+SF+bBs6uJVcs/KQEFt0XCtrgQnp07ebViolEwOQ4pK0rZAanu4xRkjf43q0Ynp6y6A+4gBdsrO+HJL2TV8uvdG44HRsD6ViO8m7ezalFgIIofGIXED5uhMrfyagX0Qsn9YxD3hYawFdALZfeOQdSPbbB8l82r5e+P8lljEZ7VjoAv9/ue9JBrVU4di7DtbgR9wjwm62dB7Z3j0KdKQ3Dzs2DnpLFGcFu9nleLCA03jwcUEPZKGrtW0zXj0NGHMOAFZi0ALX8ah91RFoSvXMeu9bV693gObVFKqSoiGgTgKwB3K6X+2+3znwJY0CO03aOUyupRZxKM8UkEoffoM+jiX+xrEARfQEKbcCJyoNB2WJ62owU1tWpbDe2/NgsR6S5U3DuOfWZLqw4gKxeJHzajZNYItpy6SwcwY4g+HcDUZFj6h/FqVVTC9mIt7HfF+9RWSf9WGDqAmzTpAFYUadEBKJdLnw6gox1Jy3JRdqEmHcCKLXp0AG434pbp0wFEr9CoA3jmKOgAuAJupRD2cjcdALNW3zfXo5dTow6gXI8O4HhGKVVl/r4DwAcAeh7IPKQNyxwtjiAIgnD84ROhDTAPqmtaDe3/jakDmDqSXUurDiBzK+LWNMNxz1D2GyhvzjYkvbvL0AEwXXWevAJY/7kT9ntT+YHSXgTbC5UouNfqU8HNXV6B5CcNHQA3bLlramF9bLOhAxiSwqrlqatH4iPZKLxhAHsTpGdXE+LnZaDoyr7ssOVtbtarA5i/Tp8OYPE61A8NwE9/9EEdQKhmHcDNepaTaNMBfKBPB3A8QkTBRBTS+WcA5wPo2Ub/D4AbzC2S4wE0KaWqf+FLFQRBEI4xfCa0AXpXQx8NHUDZAxp1AA+MZYuuvTnbkPzPehTdfxp/OUl+IWyralA4eyj8I8JZtdwlZUh9qtI3dQBLimC/NZIvzW5pgW1xIRzX9oclxcqqpVwuJC/OR/EVenQA1iV5KPc1HQCgTwcAIPqpLDSmaNIBPJfpszoAKE3LSbrrAJg/fNKpAzgOCQfwIxHlwFDdfKqU+pyIbiei2837rAFQBKAQwIsA7vh1LlUQBEE4lvCp0AboXQ29lw6AuXaf0nIQ/UMbSqeeyq7VpQOYNpj9pseTV4DED5vhmKZBB1BYDOvqRtinJvF1AKXlvqkDqKk1dAB/j2SPSnp27oR1aT7sfxvElnl76huQ9ORWQwcwjK8DiF9g6gDGDGPV8jY3I25BhqEDYG6V9La2ImZhmu/pADraEbFiHZpjfU8HEPZKGhQBDbfww1anDqBuEnOEE3p1AMcTSqkipdQI89dQpdTj5u3PK6WeN/+slFJ3mhuWTz3QAhJBEARB6MTnQhuwZzV01Qz+OYxeX2R2nXHToQOIWduCsgc0nJdbl4OED5wofuh09kiiytwK65v1WnQA3q3bYVtVDceDI9gdt+46AK4vTSfumlqkzN8O+51xfB1AfQNsj+Wi8JYIvg6guRnWx7ei6C8adQB/CGXrAJTbbegAzu7N1wEohbil2dgxqhfc5/iWDiDiOVMHoKHjplUH8FqG0XG7kV+r7+r0PcGNSfC76ehT6UHtXfxAKQiCIAjCgfHJ0AYAgWs2oP+2DlROHcvuIPl/k4XwDS5UTBvNDm60Lgcx3/yE0ukj2WfJ1MZcJHzaguLpw9gh0JNXgKT3nHBMSWEvTXEXlRgdt8lJ7HFQd0Ulkl/ZCfudsT7VcfM0NsL2bDnsNw9kj3B6nE7YVhbBfn0Yf+yyuRnW5flw/KUv+7yct6UFCUu2oOTSPuxRSW9rK+IXZ6Pi3N5QE5nn5draELMkEzXjAtkeN+VyIWppOuqHBMB1Cf+8XPhKo+PW8idecFNuNwY+n4b2ULPjxgk1Xk/XJsmGWybwOv09lpNwpwaC3zM6brV383/AJgiCIAjC/vHZ0AYAgZ+ao5JT+IfeA77OwqBMF8pnjGa/UfH7YSNivm1Fyb2j+FvU1m9G/CdOFM0dwQ5uKisX1rcb4HhgOLt75928HbaXqlF4/zA95+WeLoN97hCfOuPmLq+AbX4uCibHsztu7ppaJD+SA/ukSPgNZ4431jcgaV42HNf21zLemPhIFkou66slbMU/noGKc4PhOZu5CbKjHbGLMlAzNhDtFzD/+/Z6jOB2SgDa/sBcTgIg/Ol07I7iBzcAGLBqPTr6EJxXa1hO8pqhE2i4kf81hr6djl7NCnW38mt1BreaO/i1BEEQBEHYNz4d2gAg6JMMQwcwk7+cJODrLGM5iU4dwL1j+DqAzK1I/MCJkntG8rc35ubDuroRjllD2YtO3EUlsL1aB8e0FHZwc1dUwraqxtABhA9i1dKJx+lEytOmDoA5wultbYVteREcV2nSASwrQPFlPqYDcLsRv1yvDmDHaL4OAF6PoQM4RZMOwAxubB2AUhiwav2eUUkf1QGwO26mDqBmiugABEEQBOFo4POhDTCWk/Sz69EBWL7NxqCNHcZyEib0v02I+rENJTM06ACychH3+W44ZmnQAWzejqT3mlB4z2B20PVssxs6gHtS2KOSnsJi2FZVoWBWEjsE6sRdXoHkxfnInxID/8R4Xq2aWlgXbEXB7ZHssOWpq0fio4YOgBu2uusAMH44q1aXDuB8fsdtLx0As+OmOtq7lpPo0gE4NYxKdukA+mrUARDQcJM+HcDOSfwuWddykr+LDkAQBEEQdHNMhDYAOOkjjTqAzzcgcn0bKubydQCW77IR+5UmHcD6zUh8X5MOYFMekl+vR/EDo7TpABxzhvF1AMWlhg5gRgp7e6NOPPUNSF1cDPukKPYmSG9zM2yLCuG4bgB77LJTB1B0ZV/2VslOHUDZhX1AozXoAJZuQdWZQeyxS8DUAYzS0HGDsZyk0aZHBxD5bCaao/XqALQsJ3nFGJX0RR1Al4BbzrgJgiAIgjaOmdAG9NABMMd5LN9mY1CWRh3Afw0dAPeNSpcOYOopenUA3I6bbh3AKztQcHccexxUJ+6aWthWFqPgtgg9OoBlBbD/daAWHYB1US4c1/Vjb6j07GpCwsJsFF+uUQdwnmYdwO81LCdZbOoAmGfcuusA2B03Uwfg6is6AEEQBEEQDo9jKrQB3XQA08exw1aXDmD2OPY5DMt3hg6g9L6xenQAHzbp1QE8NAqW/mGsWlp1AAUOpKwshX3uUN/SAVTXGDqAuzToAOrqu3QAbPea0wnro5vhuCqMvwmyrQ1J83P06QCeyDZ0AGeexqoFpRC7JAu1p/O3SgJA9PJMNAzWpAN4NkPPGTdo7ri9lgHAh3UAd4sOQBAEQRB0cMyFNmCPDqBqOj9s+X+TZQS3GWN8Twfw8W59OoB3nHBMTdWjA3jD0AFwA6W7sgq2Th0AcxxUJ57GRtie0asDcFzHX07ibWmBdXk+iv4cytcBtLYicelWPTqAtjbEL92EinNOYo9KKpcLsYszUTM2kO1xUx3t+nQAbjfCn0pDc7QFLVfq6bhp0wG87Ls6gJAK0QEIgiAIgg6OydAGdNMBTOUfevdfm4VB2e2GDoD5U2G/HzYi+jtTB8B9o5KxZY8OQEMI1KYD2LodyS/XwH7/UG06gIK5g+EfGcGqpZO9dAApVl6tmlpYO3UA3I5bfQOSHtajA/A4nUh8eIMeHUBr6x4dAPNcmupoR8wT6agZp08H0DA4AG2XMpdtKIXwp9OwO1qvDkDLcpLX1gNKkw5A53KS90UHIAiCIAg6OGZDG2DqADQtJwn4MtPQAcyewO5s+f24yVhOMmcsezlJlw5g9ii2nNqTmw/rG6YOgDkq6Skshu0fOw0dwMCBrFruikqkvFAD++RE9tilTjxOJ1KeKkPhzYPgHx/LqtWlA7imH/uM2146AGbHTbndSFq+DWUXBLM7bl06gDP5OgB4PcZyEk06gKiV5qgkdzmJUntGJbnLSUwdgOFx03PGTYsOAMZykqBdogMQBEEQBF/hmA5tgKkDKDCXkzDRqgNYl4OoH9pQMu1ULTqA2C9a4JgxhP0GyrvV1AHMTOUvJ8kvhPWNOthnJrPHLjt1APkzE9mBUifuikokLylA/t3R8E+I49UydQD2SRFazsslPbYRhTf0h9+IU3i1GhuR8GgGiq8M1aMDeFSTDqC11Sd1AMrtNnQAcRbs/rNGHQB3OQn06gBC3hYdgCAIgiD4Csd8aANMHUCu2XFj/iR3Lx0AcySxSwfwIF8HQGk5SHqvCaXzxrI7bt5NeUj+Z50eHcA2O1JeqIbjvuF6dAArKlA4MxW2sDpWLZ146uqRsqgI9tui9egAniyA44aBbI+bt60NyU9sR9GfTobfcN7YpXK7YX0yV58OYHEOqs7QqwPgnnED9OsAWiKPcx3A6nS9OoAKD2qmTWRflyAIgiCcaJBS6te+BpwUHqvOqP8N4PWw6rT9YSwaBvsjamk6u1b7BWOwY1QvxC7KgHK7WbU8Z49C1ZlBiFvAr6UmjkDZBcFIeCwTqqOdVYvGDEPx5SFIfCQbyuVi1fIbPhiOa/rB+kgOvK2trFqW1GSEvtyAnK8Gw59XCgDQEueBf/82dp1B/ZqRevIO1PypL9wVlaxalgH9YZ+VgpQXquEuKuHVCg1F4dyhSH69AZ7cfFYtv969UTR3BBI/bIbK3MqqRQG9UDp3DGLWtsLvx02sWvCzoOLecQjf4ELA11m8WgCqZk5EWL4bQR9nsGvVTp6IPlUeBL+bzq5Vd9sEBOxW6Ls6HWD+22yMSZohjlnLec14uEIJA1/g12q9fBzWvT8rSyklbbdDJJTC1Dg699e+DEH4RfmiatNhP+aCqJHar0MQfknS1Vo4VcM+f0rqE6GtT1isSrphOsJXrmPXcl1yOupPCdAS3NznjkbN2EDELuYHJDVxBMrPC0bCE9nwtvECBJ02FMVXhCLpya3wNjezallOsaHwhgFIXpwPT30Dq5Z/UgIKJkUiZXkR3DW1vFrRUSi4Ox4pz5TDXV7BqlX81ggUnPUaq0YnyW/dDr8OQvIrO+HJL2TV8gsJgWPOMFjfboR383ZereBgFM0ejsQPnVBZubxavXuj5J6RiPt8N7B+M69WUBBKZ45C9Pc/we+HjaxaFBiI8umjtQQ3CuiFqsljELatA4FrNvBq+fuj5o6x6FPpQfB7zODmZ8HOSWMR2KQQ+tZ6dq2Gm8aCvObYJAcyFqZ09CEMeIFZC8DX6l0JbYeBhDbhRERCm3AicqDQ5hPjkX6NLcZq6MkT2RsXAz81dADV0zToANZmISLD0AFwRyVpXQ5i1raidOYo9qKTTh1AyYxT+WfJttmR9G9TB8Ac4XQXlSBZtw7gDt/SAfi3kDYdgLe52dABXNMP/onxvFotLbCuKEDRlaH8sctOHcAl/OUke+kAmMtJlMuF2KVZqB0bqGVDZdSKDNQPDWB73Dp1ALs16wCc1xy/OgBBEARBEA4PnwhtgLEaOrjag+o7+YfeAz81l5No1AGUTR/F1wH8uMnQAcwaqU8HMGc4e6GI2piLpH81wnHfMHZw20sHwN1QmV8I2zOmDsCHtkq6yytgW5iHginxsNiSeLU6dQC3RfF1AHX1SHooC47rBvicDiDu0XRU/F6DDsDlQszCdGM5yYX8sBW1OA31QzTpAJ7SqwNoDzm+dQCCIAiCIBw6PhPaAOOgemiZntXQQR/7sA7gS406gPecKJ0zmr+cZOt2JL/egKJ7hunRAby0A47pqVp0AKnPVcM+JcmngptnVxNS/j97Zx5XZZn+/8/NASEQSFDZ13MOGJqaGKhT3/Zlavq2zfwmW6bdZip3TW21zTR3y6ZsSpvKmsmsprKszPrWiKyCAsLZ2Pf9HA9x4HnO/fvjOSA1VjrXrR3ifr9evVSEq+dEJR+u+/68N1bBckcEuVVSqA6gr1esDmB9iRAdANyqeB3AWX50HQDniHkuX+oATgCROgCJRCKRSCTHh1eFNkBsNbTX6gCyihD9rSAdwAFxOgC1pBxJO+1idAAmK/RvtgnRASi2ShhfbkD5wmSvOiqp1NXDsM6C8vujhegADCtLvE8H0Nl1VAeQcSZplnAdwDP70DBdgA7A5RrQAVA3blIHIJFIJBKJ5GTgdaENOFoN3TRnBjmIDOgAFnmZDmCvd+oA+IESTQfwqAAdQKnpqA4gKpI0S7FVInVjNSwPjINvXCxplkjUlhakrLJqOgDiUUnVbodxVbmmAyBuydw9PTCsLNV0AMTgNqADuCKYfOzyezqA30ymzQIQv0GsDqA91ft0AGP/luu9OgC7GB2ARCKRSCSSn8YrQxug3XEbWa+i6b5McnDz/yQXYeUK6udMJd8l0+0twNj8XlTPn0KexbKKEPN1D6rmnkkOlO7CUsR/2g3b/PHkWephM5Lec8A6L4W8cVNsldC/3QHznCTy0VKltg6GbS0w3RdHLjoRidrSAuPzVTDfHUEuJ1Hb2qHfYIH51nD4JifSZnV2Qb+2FNaZp5NDoGq3I3F1ESquCSZ73NxOJ+JX5aHm4kBycHN3dyN2VTYap/lDuYgW3LjLhei1WdrG7XfEjVtf78DGjXrHjSsKxrw4aONGCUieo5KcCTgqyTlCtu+H3xGO1lnT5FFJiUQikUhOIl4b2gAgaIcnuN1P/251wIc5CCvrQ938DPJ3hUfszkNktgs1izPoIfCrAsR+6UTVg2IaKhPf70LFY+lC7svp32yFbfkU8h0398EyGLfUw/LoJOgixpJmqeUWpDxXBfND471q46bU1cO4ohTm2Qnk9ka1pQWGJw7CfFcUWZqtdnZBv/wArDeGk7dkbqcTyU8dQNVVofQmyL5eJKzMR+0FgXCfdxZpFtwq4lbnoelsf/RdSjxWzTli1uegI9WXHNwAIGpzDo5ECWiVxGABN31W2DZt4ybiqGTo9mx5VFIikUgkkpOMV4c2AAh69+hRSeoGyf/jXO2o5MLp5A2S75eaDqBmcYbX6QCSPhCnA9D/owvWean0Cv+KKhhfb4d1jp58hFOpq4fxVY8OgBgoRaJ2dsG4uQaWW0fDNzaGNMvtdGo6gJkCdAA9PdBvMMF2XTBdB9DTg6QNJai6IhA+k9NIs7jLhYT1Rag9X4AOoK8Xsevz0TR1BL2hUlEQvTFHKycRoQN4XmuV7L5OkA4gWIAO4IflJEQdQMj2/fDv0spJyM24QxjGWCpjrHDQX3bG2LwfvM/5jLGuQe/z6C/0uBKJRCIZQnh9aAMG6QDuFVBOsks7Klk3h34HxndPPiLyPToAIj7fFiLm6+9QuXgy+ZgRzz2EhI8dQnQA7sJSJP+jA5YHx9NDYEk59NuaYH4wjVwoopZbYHyhBqZlKV7VKqnU1MKwshSmOfFidABPFsF0TzR041NJs/p1AJZbRpOPN6qdXUh8LAcV1wnQATidiH8iS5wO4JkscTqAtWJ1AI5YcToAV4ggHYBHut1+mzgdQPNd9DuBQxXOeTnnfDLnfDKAdADdAN47xrt+0/9+nPMnTulDSiQSiWRIMiRCG3BUByBi43ZSdADLZtB1AN8cQNznTtQ8lEk/3ph7CEnvCdYBLJ1I1wGYbZoOYNE48lFJpaYWqZs9OgBi0YlIROsAUjbYYLkpjBwCeV8vDOtMqLg2hHzHDW4VyetKxegAOBenA+Dcq3UAjhgxOoD+o5KOGwSUk2zbD+b2lJMI0AH4d3nKSeQdt4sAWDnnVb/0g0gkEolk6DNkQhug6QCCGsTpAMLKPDoA4hcqur0FmoB77mTyLLZPoA4gvwRxnzlhWyBIB/C+HZaFgnQA29thXqCnl5NUVMHwSiPKFyR5rw4gIY42q7EJhmdLYb47AroUPWmW2tqG5BVFmg5AwH25xKfyhOsAqHfcvFkHELlxHxxxAnQAnqOSPacL0AFwjlHbssB9xNxxC3lLKyeRd9xwA4C3fuT3pjPGihhjnzDGiN/1kEgkEslwYEiFNsCjA6gRowMI+LBfB0C/hzFid56mA1g2XawOgHgkke0rQtLOLlQ+LkAHkF8Cw+uCdAAl5Uh5sR7WRyaRt2SqpULTASzxQh3ASjPMf46lh63OLhifKYP11rF0HUB3t6YD+MMoug6grxfJq4o1HcDZtODWrwOoO/c0MTqAdQXidQDEO24AEPlXjw6AescNgnUA23IASB2ACBhjIwD8L4B3jvHbBQASOOeTADwH4P0fmTGLMZbHGMvrg+ukPatEIpFIhgZDLrQBRwXcTfcL0gEcVlA/V0AT5N4CROT1ombeFPIRzgEdwPxJQnQACZ90o2LeePqWbJAOgBpOlYoq6N8SqAPY6oU6gNY2GDdXw3znWLoOoKMD+k1WcTqAdWVCdABuh0PTAVw9knxU0u10In51vhgdQE8P4lbniNUBpPnBdSXxvpxHByDijptQHYBbFa4DGOHgaLlnWOoAfguggHPe9MPf4JzbOedHPD/fBcCPMTb6GO+3hXM+lXM+1Q+0/29LJBKJZOgzJEMbIFgH8FEORpUrqJtH1wH4fZaHiFwXahYJcMIN0gFQwxbbV4SED7tQ8cgU8vaO5xVDv70N1sfOIh9JdB8sg/HlBlgeE6wDILY3ikSprYPx6RKYZidAl2ogzVKbmjUdwN0CdAAdHUJ1AElPFqDqagE6AJdLmA6AK4pYHcCGHLSdQfe4AUDkCzk4Eu2lOgAm6qikpgNovXvYHZWciR85GskYi2RM+4OGMZYB7c/htlP4bBKJRCIZggzZ0AZowS24VkXjXAHlJB/lILxUkA5gT/6Ax02EDiDui25UL06nh618jw5g8SRy0YlaaoL+7U5YF4yjV/jbKmH8u0cHQAyBSl09jK80w3xfPPkIp0hUux0pm2tguX2MGB3ARo8OgLhx69cBVFxL1wFwl8trdQBxGwqE6QBiNuYJKSfRdADZ3qkDeFWcDiD0zf0YYR8+OgDGWCCASwDsHPS2PzPG/uz55e8BFDPGigBsAnAD55yf+ieVSCQSyVBiSIc2QNMBBNd5oQ7gS3E6APZvjw5g0SQhOoD4XQ7YlkygH7ssOozkdzpgWZpGPt44oANYRg+BqskK44u1MC01krd3IunXAZTPjYfOkESb1a8DmBUlRAeQtNx7dQA1l9B1AO6eHnE6gL5e7ajkeD98dzVxg+RWB45KkstJAIx+KUvqAH5hOOfdnPNwznnXoLe9yDl/0fPz5znn4znnkzjn0zjn+365p5VIJBLJUGHIhzZA27gN6ACI38n1ah3AZ2J0AMg5hKR37ah8eCpdB3DQowNYNoleTmK2wfhyE6yL0+g6gKoapD5fD8s8PcaOcpBmiUTt7ELqugpY7oykS7O7u2Fcb4X1RoE6gGtCyCFQtA4gcf0h1J8TQA6BJ0MH0JEiQAeAo0clyToAwOt1AM33ziA/l0QikUgkww3mDacyAsfG8d+0TQeIz+L8fSaOROsQ8VwWeVbPVRloT/VF9Fr6rN7LpqJ5ygjErqTPUi+YgrpzAxD/JH0WnzEJ1ZcHImF5DuBWSbNY+njYrg9B8mP54H29pFm68akw3xIGwxNFcHd302YZkhD1Rgu+/vcE+DrpLXZ9IRzuINo/KwDwD+3BeYkW1F4fDqWmljRLN2oUzMvGwfhyE1SzjTTLJygI1kcmQr+9A+6DZaRZzG8EKh5LR+K/jgA5h0iz4KND9SOZiP3yO/h8c4A2C0DtgzMwNr8XI3bnkWfVL56BsDIFAR/mkGc1zZmBoAYVI9/JJs9q+fN0jHBoxxOptN+hNUqGvZpFnmWfOQ052xflc87pxyOGCSEsjGeyi37px5BITim76wtP+GMui54s/DkkklNJNt8DO28/5hesXhHagsLjeMr/m4/RL9G/IOi+LhOOGB0inqeHGtcVZ6MtzQ8xG3LAFYU0S7kwHY3T/BG3Nh/cRatv5tMnoebSICSuKYLb6STN8pmcBtv1odCvLYXa2fXzH/AT6NJSYL0pHPr1JqittHv1vsmJMN8dBeNGG5TG/yhgO7FZsTEw3x8P4+YackAyvXw2Kq58mTSjn6SP74Zfqy8MW5uhmqykWbpRo2BdNA767e1QS8pps0JCYF08HsnvdsFdWEqa5RMcjMqFZyLhYwd4Li24+QQGomrBZMTu7Qb7dyFtVkAAqudPQWS2C75f5pNmMX9/1M1OR3hpH/x35dJm+Y1Aw71TEVKjInAnLbgxX18033U2Ajo5gt8mBjcfHdpvzQDjR49NUviC75Ch7QSQoU0yHJGhTTIc+anQ5hXHI3XtTq0a+s/ES+/Q7riNrFfRNJt+6d1/Vy7CD/cJ0QH4fpmPiBwXauenC9EBxH71naYDIB7hdBeWImGXpgOglqaopSZxOgBbpUcHkEwuYFFq62B4rRXm++LIx0FF4uPQidcB3BJG1wHY7ZoO4IZQMTqAtYfE6AC6u5GwpkDTAVDvy3mxDiByo1gdwICA21t0ABKJRCKRSE4YrwhtwNFq6JZZ9EvvQe9qwa3xXvos/49zxekAvsgf0AFQw6nP1wcQu7cbVUvT6TqALE0HYHv4LHE6gOVnCbkvZ/xbAyyPToRuzBjSLPWwGcbnqmB+MI0ckEQiXgdQJEwHkPxYgRgdgMOBpMfzUXmNgHKSnh4krMhD7YVBUM+nN0HGPZuDxgxxOoD2cWJ0ABHPZ+NI1K9bByCRSCQSieT48ZrQ1l8NHdAppho6aEc2gmsE6gBKxOoAapdkkstJ2L8LxeoA3negcvEkspxaLTVBv70D1oVpYnQAr7XBOs8AXXgYbVZdPYwvN8F8fwI5BIpkQAdwmwAdQHe3MB0Ad7nE6QD6epG8vgTVlwvQAfT1ImF9Eer+J4CuA1AUxK8XpwOI3iRGBwC3iojNAnUAL+33Ph2ARCKRSCSS48Z7QpuH4LfFVUMHvufZuP1FgA7gk1yMMovTAYwt6EX1vMnkWezfhYj5xqMDIG4CeV4x4j89Auvi8eTQ7D5YhuQdnZoOQMCxS/1rzTAvSaUHSrMNxpfqYFqi96rgptTUwvBsGcrnxpPDltLYBP1TB2G6J4p8vFFtbUPSEwWw/Gk0+Xij2tmFhOU5sF0vSAfwpEcHQNy4uXt6ELtin6YDuIz2/wre14voNfvQNsEPPVeJ0QHY4wToADgXrwNgQPutw06aLZFIJBLJL4LXhTbgaDV06z307+SOfEfbuInQAZz2gTgdwIjdAnUAX2s6gOpHptN1APsPImmnHZWPZNCPNxYdhuHvbbA9fBZdB2CywrilEZal4+EbGUGapVRWazqABQavOiqpdnQgdV0FzHdH0aXZTieMayyw3hQOXYqeNIu7XDCsKUfFdSHwmUA7dgm3Cv3aUtRcKlAHcK4AHQCg6QCm0DduABCzKV/Mxg1A1At5cEaJ1QHYZwrQAWzVyk1E6AAkEolEIpH8NF4Z2gBNxup3xHPHjfgFwcDG7V76LP9PchFWpqBudjp5lm5vgbZxmzuZHE5ZVhFivulB1bwz6QLuAyWI3+2EbUEaOeiqpSYkve+AZUEK+ZiqaqmA4c12mOYlk4OuUlkNw6tNMM1N8KpyEqWhEcaNNpT/JQq+cbGkWWpLC/TrymG+ayzZ46a2tSP52WJYbx5FDm5qZxcSnslHxfUhYGefSZrldjgQ/0wOai4Jgvvcs2izursRuzILDdMDyHfcuMuF6NViNm68r1cTcIvYuLlVjHkxC65QTzkJ6cH4oHIS4rFLiUQikUgkP4nXhjYACN2eDX87R+ss+neFg3ZkY2Sd1ipJ/eIi4MMchJd67rgRQ82I3XnaHbelmeTtnW5vAWK/cKL6kUzyHTe2rwhJO7tQ8djZ5FDD84pheL0VtsfT6Ru3knKkbGmA9dFJ5I2barYhZWMVLEvTyAFJJEpjE1JWlsN8bxy9nKStHcYVpbDcHkEOW26HA/qni2H74yj6vTSXC8nPHETVlcFABi24cUVB4upC1J13GtznTCbNAueIX1eA5ikjyK2SgGfjluoL1xUCBNx/zdME3NQ7bgDG/i1XnID7tRyAAx23ynISiUQikUhOFl4d2sA5QrbvF6YDCHr3aHAToQMIK1M0HQBxg/Q9HYCAJsjYL71QB3DYjOR37bDOTaFvyWyV0G/36ACIx0GVunqv1AGobe2aDuD2MXQdQGcXjJtssNw8Cr5JCaRZbocD+g3lsP4xlFxO4nY6kbj2ECr/V5wOoPYiMTqA2LV5aMzwh3KhAB3AumzxOgBiq+RJ0wHcIctJJBKJRCI5GXh3aPPgrTqAgI9yNB3AXHrRid8X+Rib50LNwnS6DuCbQToAAU64AR0AMWzx/BLo326H9dFJ4nQAj0wQowN4vto7dQArSmCaQ9cBKI1Nmg5gVjRdB9DWjuTlBbDeNNr7dABP56D2IgE6gL5ezeOWKUAH4FYRvS5brA4gmu5xA4AxL+1H30iBOgAuy0kkEolEIjkZDInQNiR0AALKSfy+yNfKSUTpAD53onrJVHE6gAcm09sbS8qP6gBGjSLNUmyVMG5t1XQAxGOXSm2d9+oAnqvWdADEI5wDOoAbBOoArvEyHYCiIGHDIa/TAcCtajqAMwQclezXAYg4Ksk5Rm/Zf7SchKoD2DpIByDvuEkkEolEIoyhEdo8eLMOIKxMjA5At7cAYw/0idEB7CtC9Lc9qFzopTqAJeOEHLvU/70F5gdSxOoAiCFQJEptHQxrylE+N5Z8vFFpbIL+aY8OgBi21NY2JD2p6QCoYet7OgBi2HI7HJoO4FIv1AGs3oe2ND98d7UX6gBCBesApIBbIpFIJBJhDKnQBvxAB0AMIv06gMa5dB1AwIcCdQCf5mobtwfpOgDdVwXaxk20DoC4JXMXHYbhtVYxOoByi1gdwHN1sCxMIYuuRaK2tSN1TQXMs6LF6QBuHk0+dtmvA7BdHypOB3BZEFi6AB3AOvE6AOodNwCIeS4fHSnDSAcgkUgkEomEzJALbcBRHUDrLHrNdOB72QiuU9H4F8E6AOK9NN3eAozN92IdwLwz6DqAw2Ykve+Adb4YHYB+ewfMInQAVTUwbG2GaXY8eXsnEqWxCcZNFZoOgBgoB3QAd46BzpBEmzVIB6Abn0qb1dmFxJUFqLg2RMh9uQEdALFVsl8H0DjNH30XCygnEawDsMd7sw5AHpWUSCQSiYTKkAxtgKYDGOEQqAOoF6wDWJBJDkjf0wEQQ41ubwFi93h0ANT7cvuKkPi+RwdADDU8rxj6N8ToANzFZTCK0gGYrEjZVAXzg+O9SwfQ0IiUFWUw3x8vRgfwVAksd0QK0wFYbwijN0H29Gg6gN+FiNMBnB8oRAcQtzYfTWf7i9EBbMjTNm4CdABRm3O0jZsAHYDQjdtrOQCTOgCJRCKRSKj8bGhjjAUwxnIYY0WMsRLG2OOet4cxxj5njJk9P44a9DHLGGMWxlg5Y+yyk/Lk/ToAuzgdQHCtOB1A+OE+NMynhy3fL/O14LZwKl0HsM+jA1gwmXyXjB8oQeLHTlQsmEAOgd/TARBLUxRbJfRviNMBGLe2eJ8OoKMDxs01YnQAdjuMm2ywCtQB2P5fiBAdQNK6YnE6gHWFmg6AWk7iciFujSAdQF8votZ7dADE4MYVBRHPZQnRAfRv3HpDGOw3CtABvJoFQOoAJBKJRCKhcDybNheACznnkwBMBnA5Y2wagKUA9nDOjQD2eH4NxlgagBsAjAdwOYAXGGMn7U/qkLfF6QACd2obt4b76LP8P87VdADz6EUnvnsG6QCIm0Cfbw4g5qtuVC6ZQg6n2H8QCR/ZYXtwEj0E9usAHplI3t65i8tgeLVR0wGIuC/3fDVMD6XBNyqSNEskSk3tUR1Aip42q7EJ+ieKYL5HkA7g0XxYb6brAFS7HUnLc8XoALq7NR3AxUHkJkje14vYVdlozPQnl5MM6ADOoB+VBOeaDiBGjA7gaKukgHKS16QOQCKRSCQSCj8b2rjGEc8v/Tx/cQBXA3jN8/bXAFzj+fnVAN7mnLs45xUALABO3p/UHh2Af5egjduObIRUq2iaI1AHsEiMDiByvwu1S6eTN1s+33p0AEszyNsonles6QCWThGnA1g8nlx0oloqYHylBdb5KUJ0ACkvNcI8Jwn+oT2kWSIZ0AHcPlaMDmCDIB1AXy/06wXpABQFyRsOo/ryQPLGbUAHcC5dBwC3qpWTpAvUAYwTUE7iVhH5Qo6mA6CWk/xQB0Cc1a8DaLtTlpNIJBKJRHKiMM75z7+TtinLB2AAsJlzvoQx1sk5P33Q+3Rwzkcxxp4HsJ9z/obn7a8A+IRzvuPH5geNjuMz2ul3HrpumobeYIYxL2aRZx35QyacUTpEbNpHnvXd1RnoSPFF9Gr6rN7LpqJ5ygjEPkOfpZ4/BXXnBSD+iSzgOP49+Cn49EmouiIQSY/ngisKaZbP5DRY/xiK5OUF4C4XaZbuDCPMt42G4aliuB0O0izfpATE/qMZnxVNgI9DwPJYUDeDO1jBpRNLUPvHsVAqqkizfIKDYXlkAoxbW6EeNpNmMX9/2B6fAv3bXXAXltJm+fqi4rGzkfixE9h/kDQLjKH60emI+boHuq8KaLMA1C6bgbEFvRixO488q37xDIwyKTjtgxzyrMa5MzCyXsXId7LJs1r+PB0jHNo3yKi03z4dBa8uzOec048hDBOmTgrgObvjfunHkEgkEslJJuOyGuQV9RzzK8TjCm0D78zY6QDeAzAbwLc/Eto2A8j6QWjbxTl/9wezZgGYBQB+I0elT/zDw5rfh4h95jT0hjCM3rKfHES6r8uEI1aHyBdyyEHE9duz0TbBDzEb8sD7ekmz1AumoGF6AOI3FMLd3U2axadPQs0lQUhcf4gcanwmp6HiulAkryuF2tlFmqVLS4H1xnDoN5igtraRZvkmJ8J8VxSMm2xQGptos+JiYb43DsbN1VBq60izLOunwfrHF0kz+kn95k/gtiAYXm2CaraRZulGh8M6PwX6N+jBTTdqFKwLxiH5nQ64D5bRZoWEoGLBBCR8ZAfPKybN8gkORtXcMxH7pRNsXxFtVmAgqudORmS2C75f5pNmMX9/1M1OR3hpH/x35dJm+Y1A41+mIrhGReB7xODmo0PLrAz4d3GEvEUPbl/wHTK0nQAytEkkEsnw4KdC2wm1R3LOOwF8Be2uWhNjLAoAPD82e96tFsDgP11iAdQfY9YWzvlUzvnUgCMQVg0tVAfguePWeG8G+dhlvw6gfs5U79QBzD2TLs0uLEX8p92wzacLuNVS01EdAPFoqWKrhP5tQTqAmlqv1AH0dvnD+HwVTLMi6DqA1jbo15tgvn00XQfQ0QH96hJYbxSgA7DbkfhsISquCSZ73NwOB+JX5YnTAazKFqcDWLMPbeP90PM7cToA8h23H+oAZIW/RCKRSCSnlONpjxzj2bCBMXYagIsBlAH4F4BbPe92K4APPD//F4AbGGP+jLEkAEYAP3vWR2Q1dOj27KPBjUjQjmyMrFPRdD/9Mn7AhzkIOyxYB7BEkA7gSyeqHsoQpwNYLlAHsHwKdOFhpFnug2UwvlT/69YB1NUj5elSMTqA1jYYnizWdADUchK7HfonD2o6AGrY6u5G8ooiVF0VCkybSJrF+3qRuKpA0wGcexZpFtwq4tbmo3kqPbgBHh1Aqi9cV4rRARyJFqwDuIE+ayjDGHuVMdbMGCse9LYfbVT+wcde7mlWtjDGlp66p5ZIJBLJUOZ4Nm1RAPYyxg4CyAXwOef8IwArAVzCGDMDuMTza3DOSwD8E0ApgE8B3Mc5V3/27yKyGtpTTiJcBzBnhhgdQKlAHUCOQB3Anm5NB0AMbvxACRL/dUTTARAr/NXDZiT/0w7rvFR6hX9F1YAOgBooB3QA98aRS1NEonZ2CdMBuB0OTQdwowAdgNMJ/UYTbNcL0AF0d2s6gCuDhDjhEtYVovbC08gNldzlQuz6fDRl+AtpqIxan422M37FOoChzTZoJ04Gc8xG5cF47odvBvBbAGkAZnoalyUSiUQi+UmOpz3yIOf8LM75RM75BM75E563t3HOL+KcGz0/tg/6mKc553rOeSrn/JMTeSCR1dAhb+0XqgMIahCkA9iVi1EmL9QBfFuo6QAWT6brAHIOaTqAZROFOOH0b7fD+tAEcnDr1wGYHx5P3t6p5RYYN1fD9OA479MBrCyFaa5gHQBRwK22tiH5MYE6gMfF6QDin8xG7UUCdAAuF2JXZqNhWgB6L6c3QUav0zxuQnQAz2UJ1wF03Tg8N26c8/8D0P6DN/9Yo/JgMgBYOOc2znkvgLc9HyeRSCQSyU9yQnfaTgmDqqE7bqPfcevXAbTeQ9+4jXxHoA7gwxyEF/ehfvGvXAfwnl3TARDl1GpJOfRvdMD2wAR62OrXASxIhW7MGNIspbYOqX9tgHlOEvnYpUjUzi6kbPLoABJoBQYDOoAbR5HvuH1PB5CWQpvVrwO4jL5xg1sVrwOY4idEBxDzXL4YHQDniHwhB44YsToAxw30Y+i/EiI45w0A4Plx7DHeJwZAzaBf13reJpFIJBLJT+J9oc3DqG1Z4D5A++30Lwj6y0mEbNze82zc7qVvyfw/8WzcZtPvwPh+mY+xBZ5yEiJsXxGi/92DyvlnkkMzzy9B3G4nrAvTyKHZXVyG5He7YFmUSg66arkF+jfbYF5kIB/hVGyVML7cgPKFyeRAKRKltg6GtSaUz46Bb2I8bVZjEwwrS2CeFSnkvlzyUwdg+VM4fCadQZvV0YHEJ3NQcV0IkHEmaZbb4UD8k1mouTQI6vm0sOXu7kbsin1omB5AFnBzlwvRq/ehbQJ948YVBZEb98ERp8ORP9CD25gXs9BzuqecRHI8HOt/qMesOWaMzWKM5THG8lrafv6GgUQikUh+3XhtaAOAsG05QP/GjUjo9mz42z0bN2IQGflONkJqVDTNnkEOIqd9kIPwUs/Gjbi9G7E7D1H7e1D74AzykUTd3gJt4/bIdPLGjWUVIfndLlQtzyBv3NyFpTC83oaKR6eQpdlqqQkpLzXA+tBE8pZMsVUidVMNLItSye2NIlFb25CyygrzPTHQGZNps+x2GFeVw/qnMfR7aT09MKwqg+33p5OLTriiQL+6BNVXBJOPXYJzJK4pQv05AeRjlwAQv6EQzVNGQLlQQDnJJkEbNwCRf80TI+AGMPZvuXLjpvFjjcqDOa52ZeD7DctjwgV4ISUSiUQypPHq0Aa3irCtWWJ0AJwjZLt2x02YDqBBRdN99CZI/125CDssTgcQkdeL6vlTyPfSWFYRYv6vB1XzBOsAiOFULTUh6T0HrPME6gDmCtIBbGuB6X7v0gGoLS0wPl8F890R5HISta0d+g0WmG8bDd/kRNqsjg7o15Z6nw7A6RzQAfDfTKbNGqQDUC4SoANYLU4HELlRjA6AK8r3N27Dt5zkxxqVB5MLwMgYS2KMjQBwg+fjJBKJRCL5Sbw7tHkI27YfYED7bSKOSgrWAdQL0gF8lIOwMjE6AL/PNB1AzeIMctjSfVWA2D0eHQBxezegA3gsXch9Of2bAnUAW+phEaEDKLcg5bkqmB8a71UbN6WuHsYVpTDPTqAfb2xpgeGJgzDfFUXXAXR2Qf9EkTgdwFMHUHVVKPleGu/rRcLKfNReIEgHsDoPTWcL0gFsFK8DILdKYpAOYOavv5yEMfYWgCwAqYyxWsbYnfiRRmXGWDRjbBcAcM4VAPcD2A3gMIB/ehqXJRKJRCL5SYZEaAPnCHtVKydpv12sDoAaavp1AI1z6ccb/T/WdAD1CzLJG6R+HUDNYjFhK3ZPN6oWTRGmA6hceKYQHYD+H12wzkulV/hXVMH4erumAyAe4VTq6mF8tQXm++K96o5bvw7AIkIH4HRqOoCZAnQA3d3idAA9PUjaUIKqKwLhM5nWpM5dLiSsL9J0AAJCYL8OgHpUkvf1InpjjlAdwJEYAR63fh1A8K9fB8A5n8k5j+Kc+3HOYznnr/xYozLnvJ5zfsWgj93FOU/xNCw//cu9ColEIpEMJYZGaPMwaluWtnETqANovov+3erAndrGrfEvAspJduUirFxB3RwB5SR78hGRrx2VFKID+Po7VC6eTN4EIucQEj52wLZsIjmcugtLkfyPDlgeHE8PgSXlMGxtgvnBNLJ7TS23wPhCDUzLUryqVVKpqYWhXwdAvOOmNDZB/2QRTPdE0483enQAlltGkzduamcXEh/LQcV1AnQATqemA7hYkA7gmSw0ZvrTy0kUBdFrs4TqAByx4nQArpDhsXGTSCQSieRUwTg/ZnHVKSWEhfFMdtHxvTNj6LhVO9qoOd1oz2+fOQ2uUIYxW3IAN62hq/vaTDjidIj8ax54Xy9pluu3Z6Ntgh9iNuWDu1ykWeoFU9AwLQDxGwvh7u4mzeIzJqH2oiAkbDgEt8NBmsXOGo+qq0ORtKEEamcXaZZufCqsN4RBv6EcatsP9UknOCtFD+utY6HfZIXadKwugePHNykB5lnRMG6qgNLQ+L3fs6yfBusfXyTN7yfpo7uRMiv3+J8rJhrm+xNgfKkOSmU16e/tGxkB85xkGLY2QTXbSLN0o8NhnZcC/fY2qKUm2qzTQ2GbPx6J73eBH6CdQPMJDkbl/DMR97kTLKuINiswENVzJyNqfw90ewtIs5i/P+rmpCO8uA/+nxz/5/+Ys3x90XBfBkKqVQS+l02aBR8dWmZlwL+LI+St/f/x21/wHfmcc/p3uYYJJ/RnpETyK2F3feEJf8xl0ZOFP4dEcirJ5ntg5+3H3LQMqU0bAIBz4ToAYQJuwTqAsDIxGzfd3oKjOgDixo3tK0L0N4J0AAdKEPeZGB2AWlKOpJ12WBYK0AGYrJoOYIGergOoqNJ0AAuSyNs7kSh19TCss6D8/miyx01pbILh2VKY744gy7zV1jYkrygSowPo7ELiU3mouF6sDsB9Hu2Om7u7G7HPiNcBfHe1F+kAPEclXaFSByCRSCQSiQiGXmjz4PU6gDl0HcCAgHuRQB3Asul0HcBXg3QAxFDD9onTAfADJTC8IVgH8LAgHcDGaliWjINvXCxplkjUlhakrDTD/OdYetjq7NJ0ALeOJUuz3d3dMKws1XQAxODG+3qhf1asDqDu3NPIrZKAeB1Ah1GwDoB6xw1SByCRSCQSiSiGbGj7ng7gDnE6gJZ7ppHDVuDObIysE6QD8Gzc6udMpTdBngwdwPxJ5ED5PR0AdUs2SAdADaeKrRL6twTpAGrrYNjaAtN9cd6lA2htg3FzNcx3jRWnA7g1nK4D6OzSdAAzTyeHQNVuR+LqIk0HcJYAHcDqfNRcHChOB5ApSAewNkuoDkDEHTepA5BIJBKJRAxDN7R5CNu2H+DidACijkoGvevxuAnUAdTNyyB/0eP3Wd5Aq6QQHcCXTlQ9OJUctgZ0AI9MIW/veF4x9NvbYF1+FvlIovtgGYwvN8Dy6CToIsaSZnmtDqC2DsYVpTCJ1AHcLUgHsPwArDeGk7dkbqcTSU8WoOpqAToAl+uoDoB4VBJuFXFrBOkAOEfMhhx0pPqSgxsARL4gdQASiUQikXgLQz60gXOEbRWrAwjoFKQD2HESdAALp9N1AHvyBzxuInQAcV90o3pxOj1sHShB0gdHULl4EtnjppaaoH+rE9YF4+g6AFsljK+3wzpHTw6BSl09jK80w3xfPNzBCmmWSNTOLqT06wCIgdLtdMK40aMDIG7c3D090G8woeLaYPLGjbtc4nUA53uZDkBREL0xB+3j6EcluaIg4vls4TqArpvlUUmJRCKRSE4Ur2iPDAqP4zM66H+Qt9+h3W8LezWLPKvrpmnoDWYY8yJ91pE/ZMIZpUPEpn3kWT1XZaB9nC+iV9Nn9V42Fc3pIxC7gj7Lfd5ZqD3/NMQ/mU1u4UTGmai8aiSSnsgnt3D6TBwH642joH+iiNycqTMmw3x3BIzPlEHt6CDN8o2LRey7bfiqwojeLloIBwCfbh18HfSjZ0oQx//MKEHTzaOhWipozxQYCMujk2B8vR1qSTlpFvMbAdvj6Uh+1w6eT3QR++hQtTwD8Z92g+2jNUGCMVQ/Mh0x39CbIMEYapdOx9iCXozYnUeeVb9wOsLKFQR8mEOe1TR7OkbWqwjaQWyVBNDyl+koemGhbI88AWR7pGQ4ItsjJcORn2qP9IrQFjg2jp95ybxjVkOfEF6uA7DH6xC1OQdcoW1YvFYHMH0Sai8WpwOovCYUyesF6gA2mqC2ttFmGZNhvS1CrA7g+SoodfWkWZVPTkf5nX8lzehnetH1aCscC+OWeigVVaRZuoixsM7RQ79NkA5gbgr0b9NDoGgdQNW8MxH7xa9bB9B4bwaCawToACAr/08UGdokwxEZ2iTDEa+v/PdtcYqphh6sAxByx02sDmBkvYrGe+n30vw/ycUok4K62enkWbq9BRh7oE+MDiCrCNHfitMBxO92wrZAkA7gfTssC1LIx1RVsw367e0wz9fTy0kqqmB4tQnl8xLIzZkiaekIhmGDFeX3RZF1AGpTM/SrPToAosxbbW1D8sqDsNwSJuS+XL8OgJ1N1wHEPZ2t6QDOFacD6LtUnA6AKuDmioKITftgjxcj4JZIJBKJRHJieEVoA45WQ9tn0sNW2DbtOJBwHQCRke9od9yaZhPv3gE47YMchJd47rgR796N+DQXkdku1C6j35fT7fXoAB4VowNI2tmFyscF6ADyS2B4vRUVy9PpOoCScqRsaYD1kUlkHYBqtmk6gKVp3qUDaGoWqwN4pgzW2yKgG59KmuV2OmFYUQLbH0bR76X19SJ5VTGqrgwmBze4VU0HcJ4gHcC6AjSli9MBtKf6wnUFXQcQ9UIeHCLuuEkkEolEIjkhvCa09VdD94YIqIY+WTqAP9PD1oAO4P5Mctga0AHMpTdB+n6Zj4gcF2rnp5O3USyrCLFffafpAIgh0F1YioRd3aiYJ0AHcNh8cnQAVAH3YB2AF23cBnQAdwrQAXR0QL/JCvMtYXQdgN0O/boyWP8YSnfCORyaDuDqkWDpAnUAM2jlJO6eHsStzhGrA0jzg+tKYjmJQB2ARCKRSCSS48drQls/o18WVw3t1TqA/qOSRAI+ysGockWMDuCLfETkulCzaCo5nPp8fQCxe7tRtTSdrgPIKkLCBydBB0AMSEd1ABOhGzOGNGtAB/BgmvfpAJ4uEaMDaGqG4YkiMTqAjg4kLy8QqwO4KpQctrjLhYQVeai9MAjq+VNosxRFC24Z/uSjkv06gPZxdI8bAK1VMkqMDkAikUgkEsnP43WhDW4VY17arwW3G4kbN2/XAdSI0QEEfDToqKQgHUDtkkzynS3270KxOoD3HWJ1AAvTyMFNsVXC+FobrPMM0IWH0WbV1cP4N00HQD3CKRLVbj+qAyAe4XR3dwvTAXCXS7gOoPpyATqAvl4krC9C3f8E0HUAioL49dpRSfUCegiM3pSn6QCoRyXdKiI2C9IBSCQSiUQi+Vm8L7QBAOcY/VIWXCEMXTfSvyAYtS0LYED7rfTvMAe/rR2VbL6Lfj9koJzkL/QSNf9PchFWrqBuDv0OjO+X+Rhb0IvqeZPJs9i/CxHzzXeoXDSJXk6SV4z4XQ7YHphADrruosNI3tEJy9I08lFJtdQE/WvNMC9JJYdA1WSF8cVamJYayds7kSg1tTCsKkP5nDhy2FIam6B/6iBM90SRw5ba2oakJwpguTkc7Cza8Ua1swsJy3Ngu56+cXM7nYh/Mgs1lwSRw5a7pwexK7PQMC0AvZcRy0n6ehG9Zh/a0ujlJHCrWjlJnA5H/iCDm0QikUgkJxPvDG0exmzJQd9IQeUkW/eDcU85CTE89G/cWu+h33Eb+c6gjRtxexfwYQ7Ci/tQv3gGeeM2YnceorJ6ULtsBnnj5vP1AcR95kT1I9PJWzLkHELSTjsqH55KP95YdBiGv7fB9vBZ9HISkxXGl5tgeSCNXE6iVNUg9fl6WBYYyHfJRKJ2dCB1XQXMd0fBNymBNMvtdMK4zgrrTeHkohPucsGwthwV14WQi07gVqFfW4qaS4PId9zAORLXH0L9OQHkEAjOEb+xEM1T6Bs3AIh5Ll+IgBvQykmcUTp0XyuDm0QikUgkJwuvDm1wq9rGzQt1AMFv74ffEc8dN2IIDHwvG8F14nQAYWXeqQOI+aYHVfPOJAddoTqAUhOS3ncI1AF0wDQvma4DqKyG4dUmmOZ6lw5AaWiEcaNN0wEQj0qqTc3QrymD+a6xdB1AW/tRHcAEug4g4Zl8VFwrUAdwiSAdwMos79MB9PUO6ADkxk0ikUgkkpODd4c2D16vA5hFf66gHYN0AMSAFPBhDsJLxekAovb3CNMBxH7hRPUjmd6lA8grhuH1Vtgep+sA3MVlSHmpXpgOIGVjldfpAJTGJqQ8Y4L53jh6OUlHB4wrSsXqAP4oQAfgciH5mYOoujIYyBCgA1hdiLrzToP7nMm0WZwf1QEQWyUB8ToAZ5S84yaRSCQSyclgSIS2YacDmE0PW/67chF+uE/TARA3SLq9BWJ1AF+K0wEkfuxExbzx9Htph81Ifteu6QAESLP1b3XAPEeADqCuHoatLTB7mw6grV3TAdwxhq4D6Ow6qgMgHrtU7XboN5RrOoAzjKRZbqcTiWsPofJ/R5Lvy7m7u5GwpgC1FwnUAWT4kz1u3OVC9LpsYTqAiE0eHYBslZRIJBKJRChDIrT1M3rLfvSNFFNO4u06gIb76LP8P87VdABz6UUnAzqAxQJ0AN8M0gEQQyD2H0TCh12wPXwWOWzx/BJNB/DoJDE6gL+J0wEY+3UAXnTH7aToAGZF03UAbe2aDuCm0XQdgMOBpMfzUXmNgHKSnh4kPJ0jVgeQ6U8uJ4FbRfS6bLE6gGjpcZNIJBKJRCRDKrSB84HgZp8pWAdAnBX65n74d4nTAYRUq2iaI0gHUNqH+kX0chLfPfmI3C9QB/C5E9VLptJ1APkeHcADk6ELCSHNUktN0G/v0HQAo0aRZim2Shi3tYrTAbzcBPP9CV7VKjmgA7hNkA5gUwWsNwjWARA3bryvF8nrBekAFAUJGw+h7jxxOoBmAToAuFVNB3CGgHKSfh1AtDwqKZFIJBKJKIZWaAOO6gBCBeoAIGrjJlYHENSgouFeATqAXV6qA9hXhOhve4TqAKyLx5NDs/tgmaYDWDJOyLFL/d9bNB0ANVCabTC+VAfTEr1XedyUmloY1pSL0QE0NEL/tGAdwJ9Gi9UBEMOW2+FA/BMCdQAr9mk6gMvpxxujV+9D23g/fHe1GB2AI1aWk0gkEolEIoKhF9o8CNUBbNsPQFA5ySABNzWIjHxH27h5rQ7gQboOQPdVgXgdwCMZ5C2ZUB1AuQXGLY2wLB1P1wFUViP1uTpYFqbANzaGNEskals7UtfaNB0AMbi5nU4Y11g0HQDx2CV3uWBYo+kAqK2SAzqAywTqAH4jQAcAaDqAs/zId9wATQfQkSKmnCTyr1IHIJFIJBKJCIZsaBOtAxgoJ6EelcRRAXfrLOIRTpxEHQDxXppubwHGFnh0AMRZJ0UHMO8MctDt1wFY5wvQAVgqoN/eAbMIHUBVDQxbm2GaE+9V5SRKYxOMmypQ/pcocqBUW1qgX1cO851joDMk0Wa1tSP52WJYbx5FbqhUO7uQuLJA0wEIuC8XvzJH0wEQWyX7dQCN0/zRd7GAchLPxk3qAI4NY+xVxlgzY6x40NtWM8bKGGMHGWPvMcZO/5GPrWSMHWKMFTLG8k7ZQ0skEolkSDN0Q5uHMVtyxOkAXssBGNBxK31W6Pbso8GNSNCOo62SwnQACzLJAWlAB7A0U6wOgHpfbl8REt/vQsXys8lHEnleMfRviNMBGF+qh/VRAToAkxUpG6tg9jYdQEMjUlaUwXxfPL2cpK0dxqdKYLkjkrwlczsc0D9dDOsNYfQmyJ4eTQfwuxBg2kTSLK4omg7g/EAhOoC4tflonuovRgewIU/Yxi1qc86vTQewDcDlP3jb5wAmcM4nAjABWPYTH38B53wy55x+/l0ikUgkw4IhH9rgVsXqAF713HG7g1jh368DsIvRAQS9e9TjJkoH0DA/U6wOgBjcBnQACyaT75LxAyVI/MiJigUTyCFwQAcwN4Ve4V9RpW3c5iSTj4MqdfUwenQAShAnzRKJ2tEB4ws1MN8uQAdgt8O4yQbrzfRyErfDAf2Gctj+X4gQHUDSumJUXhkkRgewrlCIDoC7XIhdmydGB9DXi6j1Hh0AMbhxRflV3XHjnP8fgPYfvO0zzrni+eV+AN7z3RSJRCKRDHkY57/8F3sjR8Xx6V3EjRRjaJ01DX5HtCZH6qz+YpKwrVnkWV03ZqI3mGHMi8RZAJy/z4QjRofIjfvIs3p+l4H2M3wRvZo+q+/idDRl+CN2ZTbgVkmz3OdMRu1FgUhYkQfe10uaxdLHo+LaECQ/dQDunh7SLN34VFhuCYNhRQlUu500yzc5EaY/R8H4rAlqaxttVmwMxu6wo6xjLFo6iPcCAbjb/BFYR/smAwAogRxTLipD5x3hUMstpFk+gYGwPjoJ+u0dcB8sI81i/v6oeHQKkt5zgOcV//wH/NQsX19UPpKB+N1OsH1F5FnVSzMQ/e8e6PYWkGbBR4faJZkYW9CLEbuJJ/B8dGiYn4lRJgUBH+aQZzXOzkTxhgX5Q33LxBhLBPAR5/w/zskyxj4E8A/O+RvH+L0KAB0AOICXOOdbfu7vFcLCeCa7iP7QEskQYnd94Ql/zGXRk4U/h0RyKsnme2Dn7cfcQHlFaDstMo5POWcuAndm0wZ5gtsIO0fIW8TgBq2YhLN+pxvtn5N95jS4QhnGbMkhh5ruazPhiNMh8q/0UOP67dloG++HmOfywV0u0izlwnQ0ZvojfmMh3N3dpFl8xiTUXhiEhI2H4HY4SLPY1Amo+l0IktYVk8OWz8RxsP1hFPTryqB2dJBm6c4wwnrzaOjX04ObzpAEy52RMGywQm1qJs2qWzoDxXNeIM3o5/fWi3HwWyOML9RAqaklzfKNjIB5TjKMf2uAYqskzdKNDod1Xgr0b7ZCPWymzTo9FLYFaUja2QV3YSlplk9wMCrnn4m4z51gWbQQ6BMYiOp5kxGVRQ+BzG8E6uZNRXhxH/w/ySXNAoAv+I5fbWhjjD0EYCqA6/gx/oBljEVzzusZY2OhHamc7dnc/fD9ZgGYBQABCEw/h11xEl6FROK9yNAmGY78VGjziuORfk1OMcdmBusAqOUkGKQDuF2cDkCEgFuoDuCTXIwyC9YBzJ1MnjWgA1hwphAdQNxupzgdwLtdsDwwjnwcVD1shv6NVpgfSCEflVQtFTBuqYdpcbJX6QCs7aM1HcDcWPgmJZBmKY1N0D9TrOkAiMcb1dY2JD2p6QCo7jW1swuJT+SK0wE86dEBEAXc7u5u8TqACQJ0AL9iGGO3AvgdgJuOFdgAgHNe7/mxGcB7AI75D5RzvoVzPpVzPtUPtP/XSCQSiWTo4xWhDdCqoY9Ei6mG7i8ncdwgSAfAxekA/Ls4Wu8RpAOo8Qi4iUHktA9yEF7i0QEQ77iN2J2nlZM8OIN8L02kDoBlFR3VARAbF92FpTC83oaKR6bQdQCHzTBuaYR12QS6DqCiymt1ACmrbTDPiiY3QbodDhhXm2C9ebQwHYDt+lBy0QlXFPE6gHPF6gDIAm4AMZs8OgCqgPtXCGPscgBLAPwv5/yYRw0YY0GMseD+nwO4FADtjK5EIpFIhgVeE9p4Xy8iN+6DI04H5++Jwc1TTtJzuoByEsE6gP6NmxAdwM5sjKz36ACIRSf+uzQdQP2cqWJ0APm9qJ4/RagOgBpOB3QA8+kbt+/pAKgbN0sF9G8L1gHMjic3Z4pEbWqGcVMFTPdE0nUArW3QrzcJ0wHoV5d4pw7gGbE6gIbpAeJ0ABP80PO74btxY4y9BSALQCpjrJYxdieA5wEEA/jcU+f/oud9oxljuzwfGgHgW8ZYEYAcAB9zzj/9BV6CRCKRSIYYXhPa+ol8IUfbuAmohh7QAdxAnyVSBxDy1knQAdyfKUQHEHZYkA5gdx4is12oXSKmoTL2CyeqHsrwTh3A8inQhYeRZrkPCtYBbKqC+cHx3qcDeLoU5vvjhRxvNDxZLEQHoNrt0D95UNMBELdk7p4eJK8oEqcDWFWg6QDOPYs066ToAFJ94bpyeG7cOOczOedRnHM/znks5/wVzrmBcx7nqfKfzDn/s+d96znnV3h+buOcT/L8NZ5z/vQv+0okEolEMlTwutDGFQURz2XBEauD83oxG7feEAb7jVIHcDz478pFeKkYHYDvl/mIzHGhduFUMTqAPd3idAD/OqLpAIgV/uphM5L/aYd1Xiq9wr+iCvo3NB0ANVAO1gHoRo0izRKJ2tkF4+YamG8dTdYBuB0OcToAp1PTAVwvQAfQ3S1OB9DTo+kALjxNnA4gU6AO4Ay6DkAikUgkEsnP43WhDQDAOSKey8KRGAFHJQGM3rIfrhAG+0z6rFGvaa2U7bfSjwYJLScZfFSSiP+uXIwyKaibRy868d2jlZPULEwnbwJ9vi1EzFfdqFwyhRxOkXMICR/ZYVs2UUgITP5HB6wPTSAHN3dxGQyvNsL88Hjy9k4tt8C4uQamB8fBNyqSNEskSk0tjCtKYJqTAF2KnjarsQn6J4pgnhVF37i1tSP58QJYbx5NPt6o2u1IejwXldeEksOWu7sb8U9mo/YiejkJ7+tF7MpsNGb6o/cy4n/fbhXR6zSPW89Vw/eopEQikUgkpwLvDG0AwPnRo5LUchLOMeal/dpRyZnEI4mcI+zVLLD+chJiEOkvJxGycduRjeAaFY1z6YUiAR/mILzYU05C3JL5fZaHqKwe1C6dTj7e6PNtIeI+d6J6WQY5IPG8YiS9Z0fl0in0cpLiMujf6IDtgQn0sGWpgPGVFlgXpEI3ZgxpllJTi9S/NsA8J4l87FIkqt2OlOeqYbl9LHwT4kiz3N3dMG6wwXrjKPIdN+5yQb/ehIprgqFLS6HNUhQkbziM6svoGze4VSRsOIS6/wkgN1TCrWrlJOkj6OUkbhUxz+WjfZwsJ5FIJBKJ5GTivaENnqOSm7RyEm/UAXAf79QBBNcJ1AGYxOgAdHsLxOoAvhGkA8gv0XQAC9PIodld7NEBLEqll5OUWzQdwCID+QinYquEcUs9yhclkQOlSJTaOhjWmlA+Owa+ifG0WY1NMKwsgXlWJLlVUm1tQ/JTB2C5JRw+k86gzeroQOKTOai4jn7H7aToAKYL0AEMKieROgCJRCKRSE4OXh3a+vFaHcBWgTqA7dnCdABBO47qAKhB5LQPBm3cvFEH8KgYHUDyu12oWi5IB/D3VmE6gJSXGmB9aKIYHcDGWlgWpXqXDqC1DSmrrDDfEwOdMZk2y26H8VkTrH8aQ7+X1tMDw7NlsP3+dPhMFKADWF2C6stHko9dgnMkri1C/TmCdAAbBOsAjHLjJpFIJBLJyWBIhLYhoQO4gxi2OD8pOoCm++hNkP6f5CLssDgdQESepgOg3ktjWUWI+VqMDsBdWIr4T7s1HQAxnKqHzZoOYB5dB6DYKjUdwFwBOoCaWhi2tXifDqClBcbnq2C+O0KMDmCDBebbRpPLSdSODujXlmrHLqk6ALsdic8WouKaYLoOwOlE/Ko81FwSBP6bybRZ3d2IXZUtTgewZh/axg9vHYBEIpFIJCeDIRHa+um/40ZulcRJ0AFAnA7A74hAHUCDJ7gRCfgoB2FlYnQAfp/lITLHhZrFGXQdwFcFiN3j0QEQt3cDOoBH04Xcl9NvbxOnA3i5AZZHJ0EXMZY0Sy23eKcOoK4exhUeHQD1eGNLCwxPFcN8l4Byks4u6J8ognWmAB1Ad7c4HUBfLxJXFaD2AgE6ALeKuLX5aDpbkA5gY552x022SkokEolEIowhFdr6dQBCgtsgHQB54zZYB3A7XQcwuJyEukEK2qHdcRNRTuL/saYDqF+QSd4g+e7J1zxuC6cKCVuxe7pRtWgKeRvFD5Qg8cMjqFx4Jl0HUGqC/h9dYnQAtkoYX2+HZa6efIRzQAdwb5xX3XHr1wFYbh9D3rh9TweQlECb1d0N/QaTpgMglpMM1gH4TE6jzerpQcL6Ik0HQCwn4S4X4tblC9MBxGzIQVua1AFIJBKJRCKKIRXaAGg6gOfF6gD6RgrUATAxOoDgt7Wjks130b/oGdAB/EVAOcmuXISViykn8f1S0wFUL5giRgfw9XeoXDxZjA7gYwdsyyaSw6m7sFSYDkAtKYdhaxPMD6aJ0QG8UAPT0lSvapVUamphWFkK05x48h23fh2A6Z5o+sattQ3Jj+XDelM4eePWrwOouE6ADsDp1HQAFweR76Vxl0uYDoArCqLXZkkdgEQikUgkghh6oQ0QrgMY/XKOx+MmQAewdT8Y92zcBOgAAjrF6ABGvjMMdADfHBCnA8g9hKR37ahali5EB2B4vV2MDsBsg/FvzWJ1AHOTvcrjpnZ2IWVjFSx3RJBbJd3d3UgRpQPo69V0ANfSN25cUZC8rlSsDuBcgTqAKQJ0AJxLHYBEIpFIJIIYmqENR3UA9ngBOgDPUUkhOgDOMWpblrZxu41+L61/4yZKByBs49avA5gtSAdwoE+cDuDbHlTOF6ADOCBOB6CWlCNpp13TAVCLTkxW6N9sE6cDeLkB5QuSoBs1ijRLJEpdPQzrLCi/P5rscfueDoAo81Zb25C8ogiWP4WTWyXVzi5NB3B9CJBxJmnWgA7g0iC4z6PdcXN3dyP2GY8OgLpxG6QDkBs3iUQikUj+e4ZsaOsn6oU8OKPE6ADG/i1XjIAbQNg2TzmJKB2AXYwOYOQ72QiuFagDKOlD/SIBOoBPc8XpAPYWaBu3R6eTQ41IHQA/UKLpAJan03UApSZNB/CwAB2ArRKpG6theWCcV5WTqC0tmg7gz7FidACrymG9dayQe2mGlaWw/WEU2ePGFQX6Z0tQfQW9VRKcI3FNEerOPY3cKgkA8esK0DxlBPmOG6DpANpT5cZNIpFIJJL/liEf2nhf74CAm3rHjSuK2HISkTqA7Z6N2z3TyGErcGc2RtYJ1AGUaToA6l2yk6IDmD+JHCiF6wDeE6gDeEuQDqC2TtMB3BcHJZCTZolEqA6grV3TAdwaTtcBdHZpOoCZp5NDoGq3I3F1kaYDoDZUOp2IX52PmosD6TqAnh7ErtLuuFFbJbnLpd1xGy83bhKJRCKR/Dcwzn/5L9CCQ2P5NAdtI8V8fdF4bwZG1qkIejeb9kA+OrTMyoC/XQtLtAdjA8ckw7ZmkWfZZ2bCFcIw5kXiLADO32fiSLQOEZv2kWe5rjwbbWf4IXptFkD8d0q5KB2NGf6IW50DriikWXzGJNRcEoTEVQVw9/SQZrGzxqPi+hAkryqG2+EgzdKdYYTl1tEwrCqD2tFBmuWbnAjTrCgY11uhNjXTZsVEI/Sf36HXrYO1fTRpFgB0Ngbj9IN+5DlKEKC/0oreWcFQyy2kWT5BQbA+NBH6tzvgPlhGmxUQANvDZyHpfQd4XjF5VuXSKYjb7QTLKiLNYv7+qF6cjphvvoPP1wdos/xGoHbhVIwt6IXfZ3m0Wb6+qFuQgdJVC/I55/Rz2sOEEBbGM9lFv/RjSCSnlN31hSf8MZdFTxb+HBLJqSSb74Gdtx9z0+MVoe20qDh+dvps+O/KpQ1iDE2zpyO4VkXgTmJwA9B6z3SMcHCEvJVNDiIdt00HZx6nm1slzbLPnAZXKMPYv+WSQ033dZlwxOoQ+dc88L5e0izXFWejLc0PMc/lg7tcpFn9wS1+PT1suc+ZjLrzA5GwrhDu7m7SLGScieorgpG49hA5uPlMToPt+lDoV5dAtdtJs3TjU2G9MQz61aVQO7tos1INsNw2BoY15VDb2kmzmu+bgQMPvUCa0c/ixrPwwWfTYHy+GkptHWmWb1QkzHOSYNxSD6WiijRLNzoclgUpMLzeCvWwmTbr9FBYF6Yh+d0uuAtLSbN8goJQuWgS4j4TEwJrFqYjKqsHur0FpFkA8AXfIUPbCSBDm2Q4IkObZDjyU6HNK45H+jU6xVRDc46I57LgiBWnA3CFMHTdKEAHsM3jcbuNfjQo5C2xOoCgBi/UAezJR0S+RwdAxOfbQsR8o+kAqMdBB3QAD0wQcuwy+Z0OWB4cT3fClZRDv82jAyAWigzoAJalkGXeIjnYEXNUB0BsglQaGqF/UtMB6Mankmb16wAst4ym6wA6u5D4WI44HcATWai5RJAO4JksNEyjl5NIJBKJRCI5cbwitAEQVw0tWAcwZkuOx+MmopxkP5jbU07irToA4l2yk6IDWDaDrgP4+gDiPnOi5qFMMTqAnXZUPjyVrgM46NEBLJ1ILycx22B8uQnWRePIYUupqUXq5gZY5um9UwdwZ6QQabZxvRXWG8PIRSe8rxeGdSZUXBNCDoFwq+J0AJwjcf0h1J8jQAfAuTgdgEQikUgkkhPiuEMbY0zHGDvAGPvI8+swxtjnjDGz58dRg953GWPMwhgrZ4xddjzzRVZDi9YBjH5JrA6A+3ixDuBe+qz+cpK62enkcPo9HQBxFssSqwOI3+2EbYEgHcD7dlgWpNCLTsw26Le3wzxfTy8nqaiC4ZVGTQdADKciUerqYdhgRfl9UWQdgNrUDP3qUpjvjhCjA3imCJZbwsToAJ7KE6YDiHs6W9MBnCtOB9B3qdy4SSQSiURyqjiRTdtcAIcH/XopgD2ccyOAPZ5fgzGWBuAGAOMBXA7gBcbYcX9VO1ANfQX96N+ADuC6YaIDICJSBxDwoUcHsHA6eXs3oANYNt27dAD7ipC0swuVjwvQAeSXwPC6IB1ASTlStjTA+sgksg5AtVRoOoClad6lA2hqRspKs6YDoIatzi4YnynTdADELZlQHUBfL5JXFWs6gLNpwQ1uVdMBnCdOB9CULkYHIJFIJBKJ5Oc5rtDGGIsFcCWAvw1689UAXvP8/DUA1wx6+9uccxfnvAKABcBxr28GV0O7rqQFtwEdQKwOzuvF6ABcoQz2GwXqAG4XqAMQcFQycKe2cROqA5ibIUwHUDNvCnkbJVoHkPBJNyrmjScfBx2sA6CG0+/pAKgC7to6GF5rhem+OOhCQkizRKK2tsG4uRrmO8fCNyaaNqujA/pNVpj/FEY+dql2dkG/rkzTAZxhJM1yOxyaDuDqkeSjkt/TAVDvy/X0IG51Dhqn+cvgJpFIJBLJKeB4N20bADwAwD3obRGc8wYA8PzYf4kmBkDNoPer9bztezDGZjHG8hhjeX34QdMg54hZn4P2cX7o+R39uF7E89k4EkMPbgAwZksOXCFa9T6VsG2aTkDEUcmQt7SNm4ijkkE7sjGyQUXT/fTXGPBRDsLK+lA3P4N8JNHvszxE5LhQs0iAE+6rAsTu7UbVg1PJYYvtK0LCB12oeGQKOSDxvGLot7fBuvwscqGI+2AZjC83wPLoRPIdN/WwGSnPVcH80HiyL00kSm0djE+XwDQ7AbpUA2mW2tQMw+NFMM+Kph9v7OiAfvkBWG8aTZZmu51OJD1ZgKqr6eUk3OVCwoo81F4YBPV8YjmJoiBudR6aMvzlUUmJRCKRSE4yPxvaGGO/A9DMOc8/zpnH+sr8P/ryOedbOOdTOedT/fCfXzRzRUH0pjwx5SRudSC4kY9KulWMeWn/0aOSxC1Z2NYsMO7ZuFE2W56Nm3+XtnGjhpqgHUePSlK3Uf4f5x49KkkMSL5f5iMyx4WaxRnkbRT7dyHivuhG9eJ0etg6UIKkD46gcvEkctGJWmqC/q1OWBeMIx+7VGyVML7WBuscPTkEKnX1ML7SDPN98eQjnCJR7XakbK6B5fYx5EDp7u6GcVMFrDNHkQXc7p4e6DeYUHFtMHnjxl0uJG0oQdVvA+EzOY02q68XCeuLUHcevZyE9/UibkMBmqbKchKJRCKRSE4mx7Np+w2A/2WMVQJ4G8CFjLE3ADQxxqIAwPNjv9W3FsDgdoBYAPX/zcPxvt6Bo5JkHYBbHTgqSS4n4fxoOckw0AE03Ot9OoCxBWJ0AOzfHh3Aokn0cpLcQ4jf5YBtiQAdQNFhTQewNI1cKKKWmqB/rRnmZfQQqJqsML5YC9NSI3RjxpBmiUSpqYVhVRnK54rUAUQJ0QEkLf916wDcPT1HdQCX0/+/I5FIJBKJ5D/52dDGOV/GOY/lnCdCKxj5knN+M4B/AbjV8263AvjA8/N/AbiBMebPGEsCYASQ818/IefidACAOB0AtKOSvcEMjhu8Twfg3+UpJxGgAwip9mzcvEgHMGL3SdABPDydvCVDziEkvStYB7BsEr2cxGTVdACL0+g6gKoapD5fD8sCA/kumUjUjg6krqsQpwNYJ3UAJzIrfmMhms/yGxYbN8bYq4yxZsZY8aC3LWeM1THGCj1/XfEjH3u5p1nZwhhbeuqeWiKRSCRDGYqnbSWASxhjZgCXeH4NznkJgH8CKAXwKYD7OOcq5SFF6wAiN4rTAYx5MQs9p3ufDiDkrf3wO+K540YMgd/TARBnCdcBFPRKHcDxzhKpA6ishuHVJpjmJniXDqChEcaNNk0HQGy7VJuaoV9TpukAiMFNbW1D8sqD4nQAK/JRcX0IuVVS6gD+a7ZBa0f+Ies555M9f+364W96mpQ3A/gtgDQAMz2NyxKJRCKR/CQnFNo4519xzn/n+Xkb5/wizrnR82P7oPd7mnOu55yncs4/EfWwUgdwYgzoAGbRn2vgjtts+iYw4MMchJf2oX6RAB3A7rwBHQB1e+ftOgDb44J0AC/VazoAojRbNduQssn7dABKYxNSnjHBfG8cvZykowPGFaWw3hZB1wE4nTCsKNF0ANR7aS4Xkp85iKorg8keN7hVJK4uRN15p8F9zmTaLAzSAVz0622V5Jz/H4D2n33H/yQDgIVzbuOc90K7cnC10IeTSCQSya8SyqbtlDOgA0jzIwc3qQM4cQJ3ZmNknRbcqGHLf1euFtwE6gBq56cL0QHEfvWdpgMghkB3YSkSdmk6AGppinrYjOSdgnQAFVWaDmB2kjAdgPm+OK/auKlt7TC+UAPzHWPoOoDOLk0HcIsAHYDdrukA/hhK1wE4nUhcewiV/ytAB9DdjYQ1Bai9SKAOIHNY6gDuZ4wd9ByfPFbzz3G1KwM/07AskUgkkmHHkAptALQ7bhty0JYmUAcQ7aU6ACZOBzDCwdF6twAdwLuDjkoS8f84F6PKFdTNE6QDyNV0ANRw6vP1AU0HsDSdrgPIKkLCh12wPXyWWB2AgPtyxr95dADEQhH1sBnG56thfjDNq+64KTW1MD5TKk4H8IQ4HUDy8gIxOgCHA0mP56PyGgHlJD09YnUAz2rBbRgcleznrwD0ACYDaACw9hjvc1ztysDPNyxLJBKJZHgx9EIbtC8IYjYK1AFsPgk6AOrGjXOEvTpIB0CcFfrmfoywC9QB1IjRAQR8lCNOB7AnH5HZLtQuySTf2RKqA8gvQdL7DlQunkSWUw/oABamidMBzDNAFx5Gm1VbB+PLTTDfn+BVrZJqZ5emA7hNkA5go02IDoC7XOJ0AH29SF5fgurLBekANh4SowNQFMSvHz46AM55E+dc5Zy7AbwM7SjkDxHWriyRSCSS4cWQDG2ARwewZh/axvvhu6u9UAcQIlgHcLuYchJhOoD3BOoAPhGoA/jSowOYN5k8S6gOIK8Y8bscsD4wnhya3UWHkbyjU9MBUI9dlpqg/3sLzEtS6YHSbIPxpTqYlui9KrgpNbUwPKvpAKhhS2lsgv6pg5oOIC2FNEttbUPSEwWw/Gk0+Xij2tmFhOU5sF0fSg5bbodDrA5gxb5hoQPoV+B4uBZA8THeLReAkTGWxBgbAa2R+V+n4vkkEolEMrQZsqGtn5jn8tGRIkgH8Nc8r9UBgAsqJxmsAyAGkeGkA6h+RKAO4JEMsujaXXQYhr+3wfbwWfRyknILjFsaYVk6Hr6REaRZSmU1Up+r804dwFobzHdH0aXZTieMayyw3hQOXYqeNIu7XDCsKUfFdWJ0APq1pajxNh0A8KvTATDG3gKQBSCVMVbLGLsTwLOMsUOMsYMALgAw3/O+0YyxXQDAOVcA3A9gN4DDAP7paVyWSCQSieQnGfKhTagOoK8XkRv3wRHnfTqAgXKSO+hhq18H0DqLeIQTQ0QHQLzjxrKKEPNND6rmnUmeNaADmD+OHHTVUhOS3nfAOl+ADsBSAf32DpjnJdN1AFU1AzoAhXayVChKY5OmA/hLFPmopNrSAv26cpjvGkuWeatt7Uh+tljTAUyg6wASnvHoAATcl4t/JkfTARBbJd3d3YhdmfWr0QFwzmdyzqM4534ej+krnPNbOOdncs4ncs7/l3Pe4Hnfes75FYM+dhfnPMXTsPz0L/cqJBKJRDKUYJwf8w70KSUkOIZnOmeQZjB/f9TNTkd4aR/8d+XSZvmNQONfpiK4RkXge9m0Wb6+aL7rbPh3cYS8tZ80Cz46tN+aAcaPHpv87x9MO77ZN5Jh9EvEWQCc12fiSLQOEc9nAcR/p1xXnI22ND/EbMgBVxTSLOXCdDRm+iNuXT64i9bAxmdMQs0lQUhcXQh3dzdpFjtrPCquC4F+dQlUu500S5eWAsvN4TCsM0FtbSPN8k1OhHlWFIwbbFAam2izYmPg96YCY3AzDnbQQhIAWOrHYPRntOOgANAbzHD6tXU47X4/qOUW0ixdSAgsS8fD8GY71JJy0iyf4GDYHpiA5He74C4spc0KCkLl4kmI3+UAcg7RZgUGomrBZMR81Q2fbwtpswICULVwCsqfWpDPOR/66e0UEcLCeCa76Jd+DInklLK7vvCEP+ay6MnCn0MiOZVk8z2w8/Zjbi68IrQFRMfx6ePvg++efNogHx3qF2Qi/HAf/D+mBTcAaJozAyPrVQTtoAU3AGi9Zzr8jnCEbs8mh5qO26aD+3icbm6Stxz2mdPgCmUYs4U+y3l9Jo7E6BD5Aj1sua48G21n+CFmYx54Xy9pVt/F6Wie6o/Y9fTg5j73LNSddxoS1hTA3dNDmoVpE1F9+UgkPisgBKaPR8U1IUheeRBup5M0y2fiOFhvGAX9M8VwOxykWbpUAyy3j4FhZSnUzi7SrM5bpiN71V9JM/rZ0JGIzR/+FinPVUGpo/VA+EZGwDQvGSlbGqDYKkmzdOFhsCxKheH1NqilJtKs/hCYtNMOfoB2As8nIACVS6Yg7nMn2L4i0iwA+ILvkKHtBJChTTIckaFNMhz5qdDmFccjRzQ60Zjhj97LiH+Gu1VEr8tG2xmCdQC/p99xG71lP/pGitEBjHpN29i130p/jSFve68OIKxMQd1c+td1fl/kY2yeCzUL0+k6gG80HUDlkinkI4nYfxAJH9lhe3AS+Ugizy+B/u12WB+ZSC4UGdABPDxBzH05L9QBFNjjYVxRAtMcug5AaWzy6ACi6DqAtnaPDiBcjA7gCYE6gKdzUHsRXQcgkUgkEonkxPGK0AYOxK8vQHO6gGpot6rpAM4QpAPwBDeyDoBzjN7i0QHM9F4dADXU9OsAGucK1AEsopeT+H2Rr5WTiNQBLJkqxL2W9J4dlQ9Mprc3lpRDv70D1sXjyUUniq0Sxm2tsM5PIQc3pbYOxi2Nmg4gYixplkhUux0pz3t0AHGxpFnu7m4YN9hgvUGQDmC9CRXXeJkOQFGQsEGMDkAikUgkEsmJ4R2hDT+ohiZu3Hhf70A5iSgdgD1OwMatXwcQKlAHIEzArekAWmbRt2QD5SR/EaMDGGUWowPQ7S3A2AN9WjkJEfbvQkR/24PKhQJ0APkliP/0CKyLBegADpYh+d0uWB4YRw666mGzpgN4IIXcnKlaKmDcUg/T4mRyCBSJUlMLw5pylM+NhW9SAm1WYxP0zxTD9OcocthSW9uQ9KSmA6CGrcE6AEybSJo1oAO4VG7cJBKJRCI5lXhNaOsnfmMhmqeIkbHGbMpHh1GMDiDqhTw4YsTqAOwzBegAtmpHJb1RBzAg4CYGkdM+EKgD+DQXUft7UPsgXQeg+6oAcZ8L0gHsP4iknYJ0AIWlMLzehopHpgjTAViXTaDrACqqNB3AwhRye6NI1LZ2pK6pgHlWNLkJ0u1wwLjaAuvNo8nHLvt1ALbrQ8mtkv06gOrLR4KlC9ABrDuE+nMDyMcuJRKJRCKRHB9eF9q+Vw19MW27wl0uTcA9gX7HbbAOgLxx8+gAXKFSB3C8fE8HQDzCqdtbgLH5AnUA/6fpAKjhdEAHMO8MsToA6sZNtA5gazNMs+PJx0FFojQ2wbipAqZ7IsXoANabYL5zjBAdgH51Caw3jyJ73NTOLiSuLEDFtQJ1AJfQdQASiUQikUh+Hq8LbQAAzhG3Nh9NZ/tDuYh+LC5mQx7ax/nCdYUAAfcLOWLuuEHwxu21HABAx630WaHbs48GNyJBO7Ixsk5F02x6oAz4MAfhpX2oX5BJDlsjduchMtuF2qWZ5Lt3uq8KELvHiaqHMuj35fYVIfH9LlQ8djY51PC8YujfbIPtsSnQhYeRZrmLy2Dc0gDro5PIGzfVZEXKpiqYHxxPvksmEqWhESkrymC+P568JVNb22B8qgSWOyLp7jW7HfonD8J6QxhZmu3u6UHyiiJU/S4EyDiTNIsrChJXFaDu/EC4zz2LNEsikUgkEslP452hDdqWLG5NHhoz/KFcSNy49fVqrZJpfnBdSQtuXFEQ8VwWHDE6OK8Xs3HrDfFs3Cihxq0i7FXNt9Z+B7FQRHQ5ybvZCK7Vght1g+S/Kxfhh7XgRg1bvl/ma8Ft4VTyNortK0Lsl9+hasFk+ATQXGL8QAkSPzyCigUTyCFQLTUh+R07rPNSyaUpiq0S+jc6YJ6TTA6USl09jFtbYL4vjnwcVCRqRweMm2tgvn0Mue1Stdth3GSD9WZ6OYnb6YR+QzlsfwiBLi2FNqu7G0nrilF51UghITBhXSFqLzxNHpWUSCQSieQk4rWhDdDCVuyqbDRmitMBtI/zQ89VxLINzhHxfBaOxIjVAQgpJ3ltP8AF6QBElpPsPAk6gHn0ohPfPfkYW9Cr6QCIm0Cfbw4g5iuPDoAYTpFz6KgOQEAIFKYDKC6D4dVGmB8eL0wHYHpwHHyjIkmzRKLU1B7VAaToabMam6Dv1wFQN25t7Uh+XIwOQLXbkfR4rhgdQHf3UR2AgLvIEolEIpFI/hOvDm0AALeqlZMI0gFEb/IclaSWk3B+9KgktZzEowPQPG5i7rgJ0QFAKycJ6PRSHYCgchK/z/I0HcDS6eTNls+3hVo5ybIMcjnJgA5g6RToTg8lzVJLyqF/w6MDIB6VVC0VML7SoukAxowhzVJq65DyUiPMc5LIxy5FotrtSHmuGpbbx8I3IY40a0AHcOMo8h237+kAiBs3rihI3nAY1ZcFkTduAzqAc6UOQCKRSCSSk4H3hzZ4ykm8UAfAFUXTAcTrcOQPAnUA1HISiNUBBL/txToAk6echIhQHcC+IkR/04PK+WcK0QHE7XbCujCNHJrdxR4dwKJUejlJuQX6N1phXmQgH7vs1wGUL0oiB0qRKLV1MKw1oXx2DHwT42mzPDoA86xIIfflkp86AMufwuEz6QzarI4OJD6Zg4rrQ8ToAJ6UOgCJRCKRSE4GQyK09dOvA6DecQPE6wCcUb9yHcD2bLE6gFpNB0ANIqd94BFwL6Zv776nAyAeSRzQATxK1wGwrCIkv9uFquUZ5I2bu7AUhr+3itEBHDYj5aUGWB+aKEYHsLEWlkWp3qUDaG1DymobzPfEiNEBPGuC9U9jyB43d08PDKvKYPv96fCZSDt2yRUF+mdLxOkA1hSh/hypA5BIJBKJRCRDKrS5u7sH7rgJ0wGMp99x4329iNgkVgcgpJxEpA6A86N33O4RoAPY6WmVvJ/eBOn/SS7CDiuomztVnA5gPv1eGssqQszXYnQA7sJSxH/aDdv88eRwqh42C9MBKLZK6N8WpAOoqYVhW4umAyCGU5GoTc0wPl8F8ywBOoDWNk0HcNtocjmJ2tGh6QBuFKADsNuR+GyhGB2A04n4VXlSByCRSCQSiUCGVGgDALhVxK3TdADU4AYAMRvz0JEiVgdAbpUEMPplz8btBvoskTqAkLeyMcIhSAfwrnZUsul++msM+ChnoFVSiA4gx4WaxRlidQDE7d2ADuDRdCH35fRvtMK2XIAO4KCmA7CI0AGUWzQdwNI079IB1NXDuKJUmA7A8FQxzHdFkbdk39MBELdk7u7uozoA4lFJ3tcrdQASiUQikQhk6IU2eHQA6/LRlOFPLifhfb2I3piDtvF+5ODWrwM4IlgHYL/xV6wD2HH0qCRZB/CxpgNomC9AB7AnH5E5mg5ARNiK3dONqkVTyNuofh1A5cIz6XfJDpuR/E+PDoAYAhVbJQyidQD3epkOoLNLmA7A7XBoOoAbR8E3KYE2y+mEfqMJtutD6Mcu+3UAV9LLSb6nA5DlJBKJRCKRkBiSoQ3QglvsymytnORyetiKXpOFtjRBOoDnxOoAeoN//TqAoAYVDfeJ0QGMMonVAVQvmELXAXxbqOkAFk8WpwNYNpF8vJEfKEHyPzpgfWgCObh9TwdAbagst8C42aMD8KJWSaWmFsaVpTDNTYDOmEyb1a8DuCeargNobUPyY/mw3jza63QA8U9mo/ZiqQOQSCQSiYTCkA1tAI7qAM7yo39BwDlinsuXOoATQKQOYOQ72QipFqQD+NCLdQCfCdQBvGtH1bJ0ejlJcRkMr7fD9sAEMTqAvzXDuiBViA4g9a8NMM9N9qrgpnZ2IWVjFSx3RJBbJYXqAPp6xeoA1pcI0QHArUodgEQikUgkRIZ2aIOnnOSZfWiYLkAH4HIN6ADI5SRSB3DCDAsdQFYRor8VpAM4IE4HoJaUI2mnXYwOwGSF/s02IToAxVYJ48sNKF+YjN5g2j8vkSh19TCss6D8/mghOgDDyhLv0wF0dh3VAWScSZoldQASiUQikdBgnPNf+hkQEhTDM7+bQZrhExiI6rmTEZntgu+X+aRZzN8fdbPTEV7SB/9Pcmmz/Eag8S9TEVyjIvC9bNosX18033U2/Lu0JkfaMIb226aBcU+II86yz8xEbzDD6C37AeK/U93XZcIRq0PE89mAWyXNcv32bLSN90PMxjzwvl7SLPWCKWiYHoD4dQVw9/SQZvHpk1BzaRAS1x2C2+EgzfKZnIaK60KRvK4UamcXaZbuDCOsN4+Gfr0JamsbaZZvciLMd0XB+FwFlIZG2qzYGHRv9cXV0UUosNNCEgDk1cUj/E1aoAQAV6gPfP5fC8LmuqGabaRZuvAwWBekQv9mG9RSE23W6aGwLkxD8o5OuIsO02aFhKBiwQQkfGQHzysmzfIJCkLFA5NgfnRBPuec/t2ZYUIIC+OZ7KJf+jEkklPK7vrCE/6Yy6InC38OieRUks33wM7bj/ldaq8IbQExcfyc5D+D/buQNshHh9qlmVpw20MLbmAM9YumI+ywgoCPcmizADTOnYHgOhVBO2jBDQBa/jwdIxwcoduzyQGp/XbN4Ra2jR62um6ahr6RDKNfziGHLefvM3EkSoeIzfTg1nNVBjpSfBG9MQdcUUizei+biuYpIxC3mj5LPX8K6s8JQPwqeqDkMyah+rIgJD5Fn8WmTkDFNcFIerIA3OUizfKZOA7WmaOgf7II7u5u0ixdqgHm28fAuKIEqt1OmtV9bSa+2fwSaUY/7ztHYvF7tyBlYxWUunrSLN2YMTAvMiDlpQYotkrarNNDYVmaBsPf6SHQJygItmUTkfSeHTy/hDQLAL7gO2RoOwFkaJMMR2RokwxHfiq0ecXxyBEN3ai9IBDu84jV0G4VcavzNB3ApcSvBzhHzPocdKT6oud39KN/UZtzcCRKjA7gqIBbgA5gm7axE3FUMnR7trCjkkE7BOoAPsxBWFkf6uZnkI8kjtidh8hsjw6AWCii+6oAsV86UfWgmIbKxPe7UPGYIB3AmyJ1APWwPDoJuoixpFlquQUpz1XB/NB4r9IB5DmTNB3A7ARye6Pa0gLDEwfF6AA6u6BffgDWG8OFuNeSnzqAqqtC5b00iUQikUh+AbwitIFzJKwvQu359Gpo3teL2PX5aJo6gq4DUBREb8zRyklE6ACe11olu68TpAMIFqAD+GE5CVEHELJ9P/y7tHISaqgJeneQDoBYTuL/cS7CS/pQv3A6+c6W75f5Ax43b9MBJH0gTgeg/0cXrPNS6RX+FVUwvt4O6xw9uTRFqauH8VWPDoAYKEXSrwOw3DqaLOB2O52aDmCmAB1ATw/0G0ywXRdM1wH09CBpQwmqrgiEz+Q00qyhDmPsVcZYM2OseNDb/sEYK/T8VckYK/yRj61kjB3yvF/eKXtoiUQikQxpvCO0QftCJf6JLCHV0NzlQuwzWeJ0AGvF6gAcseJ0AK4QQToAz7229tvE6QCa76ILywd0APcKKCfZlYuwcgV1c+jlJL578hGR79EBEPH5thAxX3+HysWTyYUiPPcQEj52CNEBuAtLkfyPDlgeHE8PgSXl0G9rgvnBNLJ7TS23wPhCDUzLUryqVVKpqYVhZSlMc+LF6ACeLILpnmjoxqeSZvXrACy3jCYLuNXOLiQ+loOK6+g6gCHONgCXD34D5/yPnPPJnPPJAN4FsPMnPv4Cz/vKI6ISiUQiOS68JrQB0DZuoqqhOfdqHYAjRowOoP+opOMG+vHGsG37wdxAx21idAD+XRyt94jTAYjYuJ0UHcCyGXQdwDcHEPe5EzUPZdKPN+YeQtJ7gnUASyfSdQBmm6YDWDSOfFRSqalF6maPDiAqkjRLJKJ1ACkbbLDcFEYOgbyvF4Z1JlRcG0LWAcCtInldqRgdwBCFc/5/ANqP9XuMMQbg/wF465Q+lEQikUh+1XhXaMP3q6Gpd9y8WQcQuXEfHHECdACeo5I9pwvQAXCOUduywH3E3HELeWs//I6I0wEENYjTAYSVeXQAxHCq21ugCbjnTibPYvsE6gDySxD3mRO2BYJ0AO/bYVkoSAewvR3mBXpy0FUqqmB4pRHlC5LI2zuRfE8HkBBHm9XYBMOzpTDfHQFdip40S21tQ/KKIk0HIOC+XOJTeUJ0AL9CzgXQxDk3/8jvcwCfMcbyGWOzTuFzSSQSiWQI43WhDQDAORLXFKHu3NPAfzOZPC5+XQGap4yAciH9WFzMpny0p9LvuAFA5F/z4IwScMcNwNi/5XrKSURs3LS2zI7bppNnhW7Phr/ds3EjBpGR72QjuEbbuFGDSMCHOdodt0X0u3cjduchan8PapdNJ99x0+0tQNznTlQ/Op18JJHtK0LSzi5UPp5B3rjx/BIYXm9FxaNToBsdTpqllpQj5cV6WB+ZRN6SqZYKpG6shmXJOK8qJ1FbWpCy0gzzn2PpYauzC8ZnymC9dSx5S+bu7oZhZSlsfxhF9rjxvl4krypG9RXBYGfL4DaImfjpLdtvOOdTAPwWwH2Msf851jsxxmYxxvIYY3l9oLW4SiQSiWTo452hDZ47bqvzUXNxIDm4uXt6ELc6B43T/KFcRAtu3OUauOPmupJ4X66vFxGb9gm548YVBWNeHCTgpgQkt4qwrVngzFNOQiw6CdnuEXDfM40ctvoF3E33Z5Jn+X+Si7DDCurnCmiC3FuAiLxe1MybQj7CybKKEPN1D6rmTyLPcheWIuGTblTMG0/fkh02I+k9B6zzUsjhVKmogv6tDpjnJNE3brV1MGxtgem+OHJpikjU1jYYN1fDfOdY+MZE02Z1dEC/yQrzreHwTU6kzersgn5dGawzT6eHQIcDiauLUHH1yGF7VHIwjDFfANcB+MePvQ/nvN7zYzOA9wAc8ygC53wL53wq53yqH2j/7UokEolk6OO1oQ3QAlLCynwhOgCuKGJ1ABty0HaGnxAdQOQLOTgS7aU6ACbqqKSmA2i928t0AB/lYFS5grp5dB2A32d5iMh1oWbRVKE6AGrYYvuKkPBhFyoemULe3vG8Yui3t8H62FnkI4nug2UwvtwAy2OCdQDE9kaRKLV1MD5dAtPsBOhSDaRZalOzpgO4W4AOoKNDqA4g6ckCVF0tdQAALgZQxjmvPdZvMsaCGGPB/T8HcCkAmrFcIpFIJMMCrw5tgCe4CdQBxG0oEKYDiNmYJ6ScRNMBZHunDuBVcTqA0Df3Y4RdkA5gh6YDaJwroJzkoxyElwrSAezJH/C4idABxH3RjerF6fSwle/RASyeRC46UUtN0L/dCeuCcfQKf1sljH/36ACIIVCpq4fxlWaY74snH+EUiWq3I2VzDSy3jxGjA9jo0QEQN279OoCKa+k6AO5yDSsdAGPsLQBZAFIZY7WMsTs9v3UDfnA0kjEWzRjb5fllBIBvGWNFAHIAfMw5//RUPbdEIpFIhi5eH9qAozqAmkvoOgB3T484HUBfr3ZUcrwfvruauEFyqwNHJcnlJABGv5Q1LHQAwXVeqAP4UpwOgP3bowNYNEmIDiB+lwO2JRPoxy6LDiP5nQ5YlqaRjzcO6ACW0UOgarLC+GItTEuN5O2dSPp1AOVz46EzJNFm9esAZkUJ0QEkLZc6gBOFcz6Tcx7FOffjnMdyzl/xvP02zvmLP3jfes75FZ6f2zjnkzx/jeecP/1LPL9EIpFIhh5DIrQB0MpJ1h9C/TkB9C8IToIOoCNFgA4AR49KknUAgNfrAFr+TNcBBO0YpAMgbu+8WgfwmRgdAHIOIeldOyofnkrXARz06ACWTaKXk5htML7cBOviNLoOoKoGqc/XwzJPktfzJgAAROBJREFUT75LJhK1swup6ypguTOSLs3u7oZxvRXWGwXqAK4JIYdAqQOQSCQSieTkMHRCG7RL73FPZ6PmkiC4z5U6gJ/lZOkAbhejA/C3e3QAxBDYX07SeC99ltfqALIE6gAOlCB+t2AdwIIU8vZONds0HcB8ATqAymoYXmmEaW4COZyKRGlohGGDFeX3RZHbLtWmZujXlGk6AGJwU1vbkLzyICy3hEkdgEQikUgkXsiQCm0AALeKxNWFqDvv168DOBItVgcgZuOWA3AxOoCQtzw6gFn05+q/49Z0P30TGPDhoDtuAnQAkdku1C6j35fzah3AG22oWJ4uRgewpUHTAURG0GZZKpCyqRqWpWnepQNoakbKMyaY742j6wA6OjQdwG0R5C2Z2+mEYUWJpgMg3kuTOgCJRCKRSMQy9EIbtC1ZwpoCTQdAPCrpzTqAyI1idQADGzdv1AEIOCoZuNPTKjmbHrb8d+Ui/HCfEB2A75f5iMhxoXZ+uhAdQOxX32k6AGIIdBeWImGXpgOglqaopSZxOgBbpUcHkEwOp0ptHQyvtcJ8X5xXbdzUtnbxOoBbwug6ALtd0wHcECpGB7D2kNQBSCQSiUQigCEZ2gAtbCWsyEPthUFQz6c3QcY9m4PGDHE6gPZxYnQAEc9n40jU8NABtMwSoAN4d9BRSSL+H+eK0wF8kT+gA6CGU5+vDyB2bzeqlqbTdQBZmg7A9vBZ4nQAy88Scl/O+LcGWB6dCN2YMaRZ6mEzjM9VwfxgmlfdcROvAygSpgNIfqxAjA7A4UDS4/movObXX04ikUgkEsnJZMiGNkDbRiWsL0Ld/wTQdQCKgvj14nQA0ZvE6ADgVhGxWaAO4KX9XqsDCOgUqAOoEagDKBGrA6hdkkm+s8X+XShWB/C+A5WLJ5Hl1GqpCfrtHbAuTBOjA3itDdZ5BujCw2iz6uphfLkJ5vsTyCFQJAM6gNsE6AC6u4XpALjLJU4H0NeL5PUlqL58eOgAJBKJRCI5GQzp0AZ4dABPenQAxI2bu6cHsSv2aToAajlJXy+i14gpJ+nXAdhFlJNwLl4HwID2W+mbreC3BeoA+stJ/iJAB/BJLkaZxekAxhb0onreZPIs9u9CxHzj0QFQy0nyihH/6RFYF48nh2b3wTIk7+jUdAACjl3qX2uGeUkqPVCabTC+VAfTEj1cod7zvz6lphaGZ8tQPjeeHLaUxibonzoI0z1R5OONamsbkp4ogOVPo8nHG9XOLiQsz4Hterlxk0gkEonkv4Fxzn/pZ0DoaVE8w3UOaYZPcDCq5p2J2D1OsH1FtFmBgaieOxlR+3ug21tAmsX8/VE3Jx3hxX3w/ySXNstvBBr/MhXBNSoC38smzYKPDi2zMuDfxRHy1n7aLMbQfts0MA6Mem0/QPx3yj5zGnpDGEa/nAO4VdKs7msz4YjTIfKFHHBFIc1y/fZstE3wQ8ymfHCXizRLvWAKGqYFIH5jIdzd3aRZfPok1FwShMT1h+B2OEiz2FnjUXlNKJLXl0Dt7CLN0qWlwHpjOPQbTFBb22izDEmw3BEJ4yYblMYm0izfxHi0vTACS42fIs9Jc6YBwFeNRvg/SxODA0DPaD/YZ9oRv7Abiq2SNEs3Zgys8wzQv9YM1WSlzQoPg3VeKpL/0QF3cRlt1umhsDyQBuuyhfmcc/p3VIYJISyMZ7KLfunHkEhOKbvrC0/4Yy6Lniz8OSSSU0k23wM7bz/md+K9IrT5x8bx82LuBs89RJrDfH1R9VAGYr/8Dj7fHKA9FGOoXTYdEXm98PssjzYLQP3iGQgrUxDwYQ55VtOcGQhqUDHyHWJwA9Dy5+kY4dCOJ1LRikmAsK304NZ10zT0BjOMeYk+y/n7TByJ1iHiuSzyrJ6rMtCe6ovotfRZvZdNRfOUEYhdlU0Op+oFU1B/TgDinqbP4jMmofryQCQ+kUsOumzqBNiuC0byY/ngfb2kWbrxqTDfEgbDE0XkoKszJsN8dwSMK0rJ4VS5MB173niFNKOf/T0qbt55H1I31kKpqSXN0oWHwbwkFcaXm6CabaRZPsHBsD40Afo36MENAL7gO2RoOwFkaJMMR2RokwxHfiq0ecUZoYCG71B1ZTDZ6cMVZUAH4D5nMu2hOD+qAyC2SgLDRAfwmkcHcCt9Vuh2sTqAkXVaq6RX6gCWZgrRAcR+4UT1I5nCdAAVj51N1wHkFcPweitsjwvUATwqQAdgtiFlY5XX6QAKe+KP6gCo5SRt7TCuKIXl9gj4TKCVk7gdDuifLobtj3QdgEQikUgkkhPHK0Ibd7uRuPYQKv+XXg3drwOovUiMDiB2bR4aM/zJHjfuciF6XbZ4HQCxVfKk6QDuoJeTiNQBBL17NLiJ0AGElSmaDoBYdPI9HYCAJsjYL71QB3DYjOR37bDOTaFLs22V0G/36ACCg2mz6uq9Wwdw+xi6DqCzC8ZNNlhuHgXfpATSLLfDAf2Gclj/GEouJ5FIJBKJRHJieEVoA8RWQ7t7epDwdA5qLxKgA+jr1TxumQJ0AG4V0euyxeoAoukeNwAY89J+9I0UqAPgYspJvFUHEPBRjqYDmEs/4eX3RT7G5rlQszCdrgP4ZpAOQIATbkAHQAxbPL8E+rfbYX10kjgdwCMTxOgAnq/2Th3AihKY5tB1AEpjk6YDmBVN1wG0tSN5eQGsN40m6wAkEolEIpEcP14T2gCx1dBcUZCw4ZDX6QDgVjUdwBkCjkr26wBEHJXkHKO3eHQAMwXoALYO0gEQZ3m9DmDxDPJmy++LfERl9YjTAXzuRPWSqeJ0AA9Mprc3lpQf1QGMohV3KLZKGLe2ajoA4rFLpbbOe3UAz1VrOgDiEc4BHcANAnUA19B1ABKJRCKRSI4PrwptwA+qoYlhy+1waDqAS71QB7B6H9rS/PDd1V6oAwgVrAMQIOD2Zh1AWJkYHYBubwHGHugTowPYV4Tob3tQudBLdQBLxgk5dqn/ewvMD6QI1QFQQ6BIlNo6GNaUo3xuLPl4o9LYBP3THh0AMWyprW1IelLTAcg7bhKJRCKRnHy8LrQBANwq9GtLUXNZEFg67Y4bOEfiukOoPzdAiB8ofmOhVk5CvOMGADHP5aMjRYCAG0DUC3lwRunQfa2Ao5Jbco5u3IiEbdVaKTtum06eFfrmfvh3cbTeQy8UGfnOoI0bMYgEfJiD8GIxG7cRn+ZqG7cHZ5A3brqvCrSN2yPTyfe/sP8gknbaUflIBnlL5i46DMNrrbA9fBa9nKTcAuOWRliWjieXkyiV1Uh9rg6WhSlk0bVI1LZ2pK6pgHlWNHlL5nY6YVxjgfXm0eRjl9zlgmFNOWzXh5KLTiQSiUQikfw03hnaoG3cElcWoOLaEPLdCbfDgfhnclBzSRC5VdLd3Y3YlVlonOaPvosFlJOsFiPg5n292sYtXsDGza1izIuejdtNxODmOSrJmYCjkgBC3toPvyOeVknirMD3shFcp6LxLxnkWQMbt9n0e2m6vQUYm9+L6rmTybNYVhFivulB1bwzybP4gRLE73bCNu8MctBVD5uR9L4D1vkp5GOqqqVCKyeZl0wvOqmqgWFrM0yz48nbO5EojU0wbqpA+V+iyIFSbWmBfl05zHeOgc5A89Spbe1IfrYY1ptHQTc+lTRLIpFIJBLJj+O1oQ3QjiQmP3MQVb8LEacDOD9QiA4gbm0+ms72F6MD2JCnbdwE6ACiNudoGzcBOgChG7fXcgAmTgcwwiFQB1AvWAewIJMckL6nAyCGGt3eAsTu8egAqPfl9hUh8X2PDoAYanheMfRviNEBuIvLYBSlAzBZkbKpCuYHx3uVDkBpaETKijKY748XowN4qgSWOyKF6QCsN4SR238lEolEIpEcm+MKbYyxSsbYIcZYIWMsz/O2MMbY54wxs+fHUYPefxljzMIYK2eMXUZ5QLfTiaR1xeJ0AOsKNR0AtZzE5ULcGkE6gL5eRK336ACIwY0rCiKeyxKiA+jfuPWGMNhvFKADeDULgEAdgF2cDiC4VpwOIPxwHxrm08OW75f5WnBbOJWuA9jn0QEsmEy+S8YPlCDxYycqFkwgh8Dv6QCIpSmKrRL6N8TpAIxbW7xPB9DRAePmGjE6ALsdxk02WAXqAGz/L0SWk0gkEolEchI4kU3bBZzzyZzz/vaGpQD2cM6NAPZ4fg3GWBqAGwCMB3A5gBcYY6SvqlW7HUnLc8XoALq7NR3AxUHkJkje14vYVdlozPQnl5MM6ADOoB+VBOeaDiBGjA7gaKukgHKS1wTqAN4WpwMI3Klt3Bruo8/y/zhX0wHMoxed+O4ZpAMgbgJ9vjmAmK+6UblkCjmcYv9BJHxkh+3BSfQQ2K8DeGQieXvnLi6D4dVGTQcg4r7c89UwPZQG36hI0iyRKDW1R3UAKXrarMYm6J8ogvkeQTqAR/NhvVnqACQSiUQiEQ3leOTVAF7z/Pw1ANcMevvbnHMX57wCgAUA+SthrihI3nAY1ZcHkjduAzqAc+k6ALhVrZwkXaAOYJyAchK3isgXcjQdALWc5Ic6AOIs0ToA/y5BG7cd2QipVtE0R6AOYJEYHUDkfhdql04nb7Z8vvXoAJZmkLdRPK9Y0wEsnSJOB7B4PLnoRLVUwPhKC6zzU4ToAFJeaoR5ThJ0EWNJs0QyoAO4fawYHcAGQTqAvl7o10sdgEQikUgkomGc859/J8YqAHQA4ABe4pxvYYx1cs5PH/Q+HZzzUYyx5wHs55y/4Xn7KwA+4Zzv+LH5ISyMZ7KLju+BfX1R8djZSPzYCew/eFwf8+PDGKofnY6Yr3ug+6qANgtA7bIZGFvQixG788iz6hfPwCiTgtM+yCHPapw7AyPrVYx8J5s8q+XP0zHCoYUlKu23a42SYVuzyLO6bpqG3mCGMS/SZx35QyacUTpEbNpHnvXd1RnoSPFF9Gr6rN7LpqJ5ygjEPkOfpZ4/BXXnBSD+iSzgOP4f8FPw6ZNQdUUgkh7PBVcU0iyfyWmw/jEUycsLwF0u0izdGUaYbxsNw1PFcDscpFm+SQkovy8KKc+YoLa1f+/3lAvTseeNV0jz+3mxMwbvpR2/K043OhympUakbm6AUlFF+nv7BAfD8sgEGLe2Qj1sJs1i/v6wPT4F+re74C4s/Y/f/4LvyB90akPyMzDGWgAc6xM8GkDrKX4cb2I4v3752ocvw/n1D4fXnsA5P+YXAscb2qI55/WMsbEAPgcwG8C/fiS0bQaQ9YPQtotz/u4PZs4CMAsAAhCYfg674rhfjS4kBBULJiDhIzt4XvFxf9yx8AkORtXcMxH7pRNsXxFtVmAgqudORmS2C75f5pNmMX9/1M1OR3hpH/x35dJm+Y1A41+mIrhGReB7xODmo0PLrAz4d3GEvEUMboyh/bZpYNzjdCNinzkNvSEMo7fsJweR7usy4YjVIfKFHHIQcf32bLRN8EPMhjzwvl7SLPWCKWiYHoD4DYVwd3eTZvHpk1BzSRAS1x8ihxqfyWmouC4UyetKoXZ2kWbp0lJgvTEc+g0mqK1tpFm+yYkw3xUF4yYblMYm2qy4WJjvjYNxczWU2rqBt/+SoQ0AdBFjYZmnh+HVJqhmG+nvrxsdDuv8FOjfoAc33ahRsC4Yh+R3OuA+WPa935OhTQyMsbzh/M9xOL9++dqH52sHhvfrH86vHTjO45Gc83rPj80A3oN23LGJMRYFAJ4fmz3vXgsgbtCHxwKoP8bMLZzzqZzzqX44seNjqt2OxGcLUXFNMNnj5nY4EL8qT5wOYFW2OB3Amn1oG++Hnt+J0wGQ77j9UAdAPN7otToAzx23xnszyMcu+3UA9XOmeqcOYO6ZdGl2YSniP+2GbT5dwK2Wmo7qAIhHSxVbJfRvC9IB1NR6pQ5AbWqG8fkqmGZF0HUArW3QrzfBfPtoug6gowP61SWw3ih1ABKJRCKRUPnZ0MYYC2KMBff/HMClAIoB/AvArZ53uxXAB56f/wvADYwxf8ZYEgAjAPoZvx/g7u5G8ooiVF0VCkybSJrF+3qRuKpA0wGcexbxwVTErc1H81R6cAM8OoBUX7iuFKMDOBItWAdwA32WaB3AQHAjErQjGyPrVDTdT3+NAR/mIOywYB3AEkE6gC+dqHooQ5wOYLlAHcDyKdCFh5FmuQ+WwfhS/a9bB1BXj5SnS8XoAFrbYHiyWNMBUMtJ7Hbonzyo6QCI32CTSCQSiWQ4czybtggA3zLGiqCFr485558CWAngEsaYGcAlnl+Dc14C4J8ASgF8CuA+zrl6Mh7e3d2t6QCuDKLrAHp6NB3AhaeRGyq5y4XY9floyvAX0lAZtT4bbWdIHcBx4SknEa4DmDNDjA6gVKAOIEegDmBPt6YDIAY3fqAEif86oukAiBX+6mEzkv9ph3VeKr3Cv6JqQAdADZQDOoB748ilKSJRO7uE6QDcDoemA7hRgA7A6YR+owm266UO4CSw5Zd+gF+Y4fz65Wsfvgzn1z+cX/vx3Wk72ZxIEcmxYL6+qHwkA/G76ffS4KNDzUOZiP62B7q9xHISHx1ql2Ri7IE+jPiUdi8NPjrUL8hEWLmCgA+Ji0vG0DR7OkbWqwjaQbzjxhhaZ02D3xEB5SSeO26Ad5aTHInWIXIjvQSk56oMtI8TU07Sd3E6mjL8EfsMvVDEfc5k1F4UiISn6ff42NQJqLgmGMlPHYC7p4c0Szc+FZZbwqB/ml4oojMkwTwrEsZV5f9RKHKi+MbGoHxuPCJyOf694UXSrH7+mzttP0R3eijMD6bB+LdmqCYraZZPYCCsj06C/o0OuIvLfv4DfgLmNwIVy9OR9J4Dn+cul3faJBKJRCI5AbwitIUGRPKM3nNJM3SjRsE27wwkvt8FfqCENMsnOBiV889E3OdOsCwB5STzJiMqix4Cmb8/6uakI7y4D/6fEMtJfH3RcF8GQqoFlJMwhpZ7piGgkyP4bXqrZMdtWquk5nSj/fs5UE7ycg7gpi18u6/NhCNOh8i/0gtFBspJNuWTWxKVC9PRmOmP+I0CyklmTELthUFI2EgvJ2Hp41F1VSiSNpSQy0l8JoyD7Y+joN9AD1u6VAOsfxoD/QYL1JYW0izf5ERUrw3Ey5NeR2FPPGkWAHzVkYrOebR7aQDwXcRpaLjJBePSdihVNaRZvpERMM9JhuHVRqiWCtIs3ehwmBenwPbAQhnaJBKJRCI5AbwitPnHxfHzR98Od9Fh0pwBHcCHR4CcQ7SHEq0DeHAGxuaL0wGElQnYuAFomjMDQQ1eqAO4w6MDePXXu3H77uoMdBh9Eb3Gy3QAF0xB3bkBiH9SnA4g8TF6aBaqA0hLgfnWcBieOAi300ma5ZuciPJ7I4+pAzhR2Nln4tMPXifN6MfU58Rvdy7EuI31UCqrSbN0ISEwPzwexldaoJZbyM8m2yMlEolEIjkxKHJtYQQ09MD2+9PJl965okC/ugTVVwSDTZ1AeyjOkbimCPXnBJDvuAFA/IZCNE8ZAeVCAeUkm/LFCLgBRP41T4yAG8DYv+WiN5jBcQO9BCRsWw7Aj27dKIRuz4a/naP1HnpD5ch3shFSo6Jp9gzyfbnTPshBeGkf6hfTZd4jduchan8Pah+cAZ+AANIs3d4CTcD9yHTyXTKWVYTkd7tQtTwDutNDSbPchaUwvN6GikenkKXZaqkJKS81wPrQRHI5iWKrROrGWlgWpZLbG0VS1jsG456thPmeGOiMyaRZqt0O46pyWP80Rt5L8xIYY5czxsoZYxbG2NJf+nlOJYyxSsbYIcZYIWOM/p1QL4cx9ipjrJkxVjzobWGMsc8ZY2bPj95zwVYgP/LalzPG6jyf/0LGTsAZNYRgjMUxxvYyxg4zxkoYY3M9bx8un/sfe/3D4vN/LLwitHFVhX5tqZBqaKE6AKdzQAfAfzOZNmuQDkC5SIAOYLU4HUDkRjE6AK4oGPNiFnpOF6ADcKvidACcI2T7foxwCNQBNKhouo/eBOm/Kxdhh8XpACLyelE9fwq5NIVlFSHm/3pQNU+wDoAYTtVSE5Lec8A6T6AOYK4gHcC2Fpju9y4dgNLUAuPzVTDfHUEuJ1Hb2qHfYIH5ttHwTU4U84CS/wrGmA7AZgC/BZAGYCZjLO2XfapTzgWc88nDZGO7DcDlP3jbUgB7OOdGAHs8v/41sg3/+doBYL3n8z+Zc77rFD/TqUIBsJBzfgaAaQDu8/x3Plw+9z/2+oHh8fn/D7witAFa85n+iSIh1dDu7m4kP3UAVVeFgk8nNkH29SJhZT5qLxCkA1idh6azBekANorXAZBbJTFIBzBTgA5g236AYaCghELIW4J1APWCdAAf5SCsTIwOwO8zTQdQsziDHLZ0XxUgdo9HB0Dc3g3oAB5LJ2/veF4x9G8K1AFsqYdFhA6g3IKU56pgfmi8V23clLp6GFeUwjw7ga4DaGmB4YmDMN8VRT4ZISGRAcDCObdxznsBvA3g6l/4mSQnCc75/wH44dnrqwG85vn5awCuOZXPdKr4kdc+LOCcN3DOCzw/dwA4DCAGw+dz/2Ovf9jiNaEN0MKWqGpod08PkjaUoOqKQPhMpn0DkrtcSFhfpOkABITAfh0A9agk7+tF9MYcoTqAIzECPG79OoBgAToAzhH2ahYY92zcBOoAqKGmXwfQOJd+vNH/Y00HUL8gk7xB6tcB1CwWE7Zi93SjatEUYTqAyoVnCtEB6P/RBeu8VHqFf0UVjK+3azoA4hFOpa4exldbYL4vnhwoRdKvA7CI0AE4nZoOYCZdByD5r4kBMLhhphbD64sZDuAzxlg+Y2zWL/0wvxARnPMGQPviFsDYX/h5TjX3M8YOeo5P/iqPBw6GMZYI4CwA2RiGn/sfvH5gmH3++/Gq0AZoYtfkx/JhuWU0eeOmdnYh8bEcVFwXSr6X5nY6Ef9kNmovDqK711wuxD6ThcZMf/ReRjvZwRUF0Wuz0Jbmh56raEclwflRjxvxqCQAjN6yH64QMRu3UduytI3brcTXCCDkLe2oZPNd9A1l4E5t49b4F/oJHf9duQgrV1A3h76F9d2Tj4h87agk9Tioz7eFiPn6O1QunkzeBCLnEBI+dsC2bCI5nLoLS5H8jw5YHhxPD4El5TBsbYL5wTSye00tt8D4Qg1My1LI2zuRKDW1MKwshWluAvmOm9LYBP2TRTDdE00+0i75rzjWf9S/fKvYqeM3nPMp0I6H3scY+59f+oEkp5S/AtADmAygAcDaX/RpTjKMsZEA3gUwj3Nu/6Wf51RzjNc/rD7/g/G60AZoGyTDOhMqrg2BLi2FNsytInldKaovowu44VaRsOEQ6s4NIG/cwDniN2rlJNQQCM4R85ygchLOEflCDhwxAspJOMeYLTme4CagnGTrfrD+chJiEAl9cz/8u8QIuEe+k43gGo+Am7hxC/gwB+HFnnISYqjx+8xTTrJ0OnlL5vPNAcR97kTNQ5n04425h5D0rh1Vy9Lp5STFZTC83g7b0onkzZZqtsH4t2ZYF42DLoL2jUulphapmxtgnpsM36hI0iyRqJ1dSNlYBcsdEfBNpCkK3N3dSNlgg+WmMHIIlJwwtQDiBv06FkD9L/QspxzOeb3nx2YA70E7LjrcaGKMRQGA58fmX/h5Thmc8ybOuco5dwN4Gb/izz9jzA9aYHmTc77T8+Zh87k/1usfTp//H+KVoQ3wbNxWFMHyp3D4TDqDNquzC4lP5aHi+hAg40zSLLfDgfgns1BzaRDc59HuuLm7uxH7zD40TA+gb9z6y0km+OG7q4nlJIqCyI374IjT4cgfxByVdIV6yklID8YxalsWuA/QfruIO27axq1lFv2/98D3shHUoKLhXgEbt09yEVYmZuOm21uAsQW9qJ47mRx02b4iRH/Tg8r5Z5Jn8QMliPvMCevCNHJoVkvKkbTTDsvCVHLQVU1W6N9sg3mBnry9UyqqYHy5AeULksjbO5EodfUwrLOg/P5o+CbE/fwH/NSsxiYYni2F+e4I6FL0gp5QchzkAjAyxpIYYyMA3ADgX7/wM50SGGNBjLHg/p8DuBRA8U9/1K+SfwG41fPzWwF88As+yymlP7B4uBa/0s8/Y4wBeAXAYc75ukG/NSw+9z/2+ofL5/9YeG1oA7RQY1hZqukAiMGN9/VC/6xYHUDduaeRWyUB8TqADqNgHQD1jhuGmQ5gDl0HMLBxWyRQB7BsOl0H8NUgHQAx1LB94nQA/EAJDG8I1gE8LEoHUA3LknHwjYslzRKJ2tKClJVmmP8cSw5bameXpgO4dSz9ZITkuOCcKwDuB7Ab2uX8f3LOS37ZpzplRAD4ljFWBCAHwMec809/4Wc6qTDG3gKQBSCVMVbLGLsTwEoAlzDGzAAu8fz6V8ePvPZnPcqHgwAuADD/F33Ik8dvANwC4MIf1NsPi889fvz1D5fP/3/gFXLtEBbGM9lFP/r7utNDYVmaBsPf26CWmkh/L5+gINiWTUTSu3bwA7Q/45i/P6qWpiPui26wfxeSZsFHh9olmYjMccF3Tz5tFmOoXzhdE3B/JEbAPbJeRdAOgQLu7dlkcbOmAtCOTVJn2W+cBlcIw5gtdAm083pNwB2xOZs8q+d3GehI9UX0xhxwRSHN6rt0KprSRyBuNX2Wev4U1J8TgPhVeeB9vaRZfMYkVF8WhMQV+WRpNps6ARXXBCP5qQNw9/SQZvlMHAfrzFHQP1kEd3c3aZYu1QDz7WNgXFEC1f7jVxJEyrX/5QzE5tQzfvLfQd/YGJjmxCNlYxWUOtrpOt2YMTAvMiDlpQYotsqffF8p15ZIJBKJ5MTw6k1bP2pnF/TLD8B6Yzh5S+Z2OpH0ZAGqrhagA3C5juoAiEcl4VYRt0aQDoBzxGzIQUeqL9njBgCRL3ixDoCL0wGIOioZ9K7H4yZQB1A3L4O8CfT7LG+gVVKIDuBLJ6oenEo+kjigA3hkCnl7x/OKod/eBuvys8hHEt0Hy2B8uQGWRyeR77h5rQ6gtg7GFaUwidQB3C11ABKJRCKRiGZIhDZAq/DXbzCh4tpg8hEc7nKJ1wGc72U6AEVB9MYcIeUkXFEQ8Xy2d+oAtorVAQR0CtIB7DgJOoCF0+k6gD35Ax43ETqAuC+6Ub04nR62DpQg6YMjqFw8iVx0opaaoH+rE9YF4+g6AFsljK+3wzpHTw6BSl09jK80azoA4hFOkaidXUjp1wEQA6Xb6YRxo0cHIAXcEolEIpEIY8iENkArJ0lang/LzeHepwN4Igs1l3ipDmC8AB2AWxWrA3gpS7wO4Db6liz47WGgA/gyXysnWUBsLQXA/l2ImG++Q+WiSeR7fDz3EOJ3OWB7YAI56LqLDiP5HY8OgNicqZaUQ7+tCeZl4+g6AJNV0wEsNZK3dyLp1wGUz42HzpBEm9WvA5gVJXUAEolEIpEIYkiFNmCQDuCaEPoXBCJ1AJwjcf0h1J/z69cBHIkWoAMAxOsA3N6rA2icO4O8vROpAxixOw9RWT2oXTaDrgP4+gDiPhOjA0DOISTttKPy4al0HcBBjw5g2SR6OYnZBuPLTUJ1AJZ5erLoWiRqZxdSN1TBcmckWZrt7u6Gcb0V1hulDkAikUgkEhEMudAGeHQAKw/CcksY+e7EYB0AO5uuA4h7OlvTAZwrTgfQd6k4HQB148YVBRGb9sEeL2DjdrJ0AELuuInVAYysV9F4L/1emv8nuRhlUlA3O508S7e3AGMP9InRAWQVIfpbcTqA+N1O2BYI0gG8b4dlQQp5e6eabdBvb4d5vp4cdJWKKhhebUL5vARyOBWJUlcPwwYryu+LIusA1KZm6Fd7dAAyuEkkEolEQmJIhjZAO5JoWFEC2x9G0e+l9fUieVUxqq4MJgc3uFVNB3CeIB3AugI0pYvTAbSn+sJ1Bf3oX9QLeZqAW6AOQMjGbZvWlilcB0Bk5DvaHbem2fTt3Wkf5CC8xHPHjbi9G/FpLiKzXahdRr8vp9vr0QE8KkYHkLSzC5WPC9AB5JfA8HorKpan0zduJeVI2dIA6yOTyDoA1WzTdABL07xLB9DULFYH8EwZrLdFyKOSEolEIpEQGLKhDQBUux36dWWw/jGUXE7idjiQuLoIFVePJN+XczudiF+dj5qLA+n35Xp6ELc6B42Z/lAuIpaTuFzaHbc0P7iuJJaT9PVqAm4Bd9y4omjlJCGejRtlU+NWEbY1C5wB7XcQj0pyjpDtno2bgKOSgTuzMbJOa5Wkhq1+AXf9XHoTpO+X+YjIcaF2fjp5G8WyihD71Xeomj+JHALdhaVI2NWNinnj6dLsw2YkveeAdV4KuYBFsVVC/1YHzHOT6QLu2joYtrbAdF+cV23c1NY2GDdXw3znWPIRTrWjA/pNVphvCZPlJBKJRCKR/JcM6dAGaF8QJC8vEKsDuIpeTsJdLiSsyEPthUFQzyeWkyiKFtwy/MlHJft1AO3j/IToACKez8aRKDE6gNEvDxMdQP9RSSIBH+VgVLkiRgfwRT4icl2oWTSVHE59vj6A2L3dqFqaTtcBZBUh4YOToAMQcF9O0wFMhG7MGNKsAR3Ag2n4LuI00iyRKLV1MD5dIkYH0NQMwxNFUgcgkUgkEsl/iVfItUNHRPAM5X9IM3Sjw2GdnwL9m3QBt+70UNgWpCFpZxfchaWkWT5BQahcOAlxnzvBsoposwICUD1/CqL290C3t4A0i/mNQN3cqQgv7YP/rlzSLPjo0HR/JoJrVQTuJAq4GUPrrGkY4eAIeYsu4O64bTo4A8Jeo0uzHTdMQ8/pDGP/lkuWU3dfmwl7vA5RL9Dl1K7fno228X6IeY4up1YuTEdjpj/iNxaShdL8N5NRe0EgEtYXwe10kmaxqRNQ9bsQJK49BLfDQZrlM+kM2H5/OvRrS6F2dpFm6dJSYL0pHPp15VDb2mmzUvSwPD4SH814AWW9tCAIAP8+koJDN6cCbjdpjisqBBW3cpzxcDOUmlrSLN/ICJQvSkLFwkVSri2RSCQSyQngFaHNPz6OXxDyJ3LYYv7+sD02Bcnv2MEPlNAeykeHysczkPBJN9g+WtgCY6h+ZDpivqGHLTCG2qXTMbagFyN259FmAahfNANh5QoCPswhz2qcOwMj61WMfIcY3AC0/Hk6Rjg0dxqV9jumAxwI25pFntV10zT0BjOMeZE+68gfMuGM0iFi0z7yrJ6rMtA+zhfRq+mzei+biub0EYhdQZ/lPu8s1J5/GuKfyCIHcGScicqrRiLpiXxy0PWZdAasM0+HfvkBuHt6SLN0KXqY7xoL4wp6CPRNiEPZvBiMe7YSSlML7bnOMGDH7tfhx2ibUwBoVb/Db95fiDM2NEGxVdKGMYYv3O/I0CaRSCQSyQngFccjAxpcsN4UTr70zl0uGNaWo+I6MToA/dpS1FwaRL7j9j0dAPHYpVAdACBOBwCtnMQZJU4H0DdSoA6Ai9MBBHR6ykmkDuBn6dcBVD8y3bt0AEWHYfh7G2wPn0UvJzFZYXy5CZYH0sjlJEpVDcZtrId5ThJ8oyK07fB//Zcbfkwn5K8a1R9nrG+E+e4osg6AHN4lEolEIhmGeEVo44oC/ZoymO8aS66GVtvaj+oAJtB1AAnP5KPiWoE6gEsE6QBWZnmfDqCvd0AHcOQPdB3A6Je8UwcQ/PZ++B3x3HEjhsDA97IRXCdOBxBW5p06gJhvelA170y6gFukDqDUhKT3HQJ1AB0wzUum6wAqq2F4tQmmud6lA3A3NMG40abpALyo7VIikUgkkuGAV4Q2QCsUMa4oFVINPaAD+KMAHYDLheRnDqLqymAgQ4AOYHUh6s47De5zJtNmcX5UB0BslQTE6wCcUcNEBzCL/lxBOwbpAIgBKeDDHISXitMBRO3vEaYDiP3CiepHMr1LB5BXDMPrrbA9TtcBuIvLkPJSvTAdQMrGKq/TASiNTUh5xgTzvXHkchKJRCKRSCTHj9eENkDbbA1UQxOP4Kh2O/QbyjUdwBlG0iy304nEtYdQ+b8jwc4i6gC6u5GwpgC1FwnUAWT4kz1u3OVC9LpsYTqAiE0eHQCxVXLY6QBm08OW/65chB/u03QAxA2Sbm+BWB3Al+J0AIkfO1Exbzy5wl89bEbyu3ZNByBAmq1/qwPmOQJ0AHX1MGxtgdnbdABt7ZoO4I4xZB2ARCKRSCSS48OrQhswqBp6VjS5Glpta9d0ADeNpusAHA4kPZ6PymvoOgB3Tw8Sns4RqwPI9EfvZcR7/W4V0euyxeoAoukeNwAYvWU/+kYydN3469cBNNxHn+X/ca6mA5hL73oY0AEsFqAD+GaQDoAYArH/IBI+7ILt4bPIYYvnl2g6gEcnidEB/E2cDsDo0QF4U0ASqQOQSCQSiUTy83hdaAO0bZRxUwWsN4wiy1i5ywX9BhMqrg0mb9x4Xy+S15eg+vJA+rFLRUHCxkOoOy8AfDrRCacoiF9fgOZ0AeUkbhXRm/LQfoaAchK3iojNWnAjH5XkfCC42WcSN26cI2xrFhgH2m+nb9xC39wP/y5t40bdkgXtyEZItYqmOTPIoSbgI89RyUX0chLfPfmI3O9C7ZJMckBi/y5E3OdOVC+ZSnev5Zcg6X0HKh+YDF1ICGmWWmqCfnsHrAvToBs1ijRLsVXCuK0V1nkG6MLDaLPq6mF8uQnm+xPIIVAkqt2OlM01sNw2xquOcEokEolE8mvEK0MbACgNjdA/fRCme6KgS0shzVJb25D0RAEsfxpNPt6odnYhYXkObNeHksOW2+FA/BNZqLkkiBy23D09iF2xDw3TAtB7Of14Y/TqfWgb74fvriZufdzqwFFJcjkJ50fLSQRs3EZt02r7xWzctKOSzXfR7wQGvpeNoAYVDffSt2T+u3IRVq6gbg793qPvl/kYW9CL6nmTybPYviJEf9uDykWTyPf4eF4x4nc5YF08nhya3QfLkLyjE5Yl44Qcu9T/vQXmJan0QGm2wfhSHUxL9OS7dyJRamphWFOO8jlx5G+wSSQSiUQi+XG8NrQB2l0y4xqLpgMgHsHhLhcMazQdALVVckAHcJlAHcBvBOgAAE0HcJYf+Y4boOkAOlLElJNE/tVLdQDbNA+ckHISjw6g5c/0QpGR72gbN6/VATxI1wHovioQrwN4JIO8JROqAyi3wLilEZal4+k6gMpqpD5XB8vCFPjGxpBmiURta0fqWpumA5DBTSKRSCSSk4JXhzYAUFtaoF9XDvOdY6AzJNFmtbUj+dliWG8eRW6oVDu7kLiyQNMBCLgvF78yR9MBEFsl+3UAjdP80XexgHISz8bt16wDGCgnoR6VhKYDGOHwtEp6qw6AeC9Nt7cAYws8OgDirP/f3plHV12eefz7ZiGQQJCwhiwkublhVSgiS9Wp2tZarVNH2zlqtahtZSoqO2WpuKACIhCwOhVbgdEibQXbamvRau3oiISEEEkCyb03C9nZQm5MJsu9950/fr+E6Dgex+fF/ML9fs7hkPwIj78noofved73+ZwTHcD88eKg26UD8C0woAPwlsO1sxEeEzqAyipkbjuO0vtTHbWcJFDfAPeWcpT8NNFRgZIQQgg5X3B8aAPsbWWPFsF71yjxlCzU3AzXY4Xw3Zwg3wTZ1mbpAL4TD8y8SFRLBwKWDuCKWCM6gJQNeTg+LcaMDiA719jELfHpHGM6gOFbc8zpAHbkAAponC2vNXjn/rPBTUjcy2e3ShrTASycIQ5I3TqAZTPM6gCk9+XeL0DaH5pQ/tAl4iOJOrcQrhfN6QDcz9bCt8qADqDUh6zNlfA4TQdQV4+sx4/CMzeVy0kIIYQQw/SJ0AZYl97dW8rgu02+nCTU3AxXdgnK/jXeiA4gfWMhKq6LM6MD2HjIiA5At7cjeUOuGR1AZwcSN9k6AGFw04HAWR2AdKtkKGhWB/C8fcftLuEK/y4dgN+MDiBu91mPmykdQN2CGWZ1AMLg1q0DWDhFfJdM5xch7bUWlC+cJA6B3TqAeVnyFf7lldbE7f4M8XHQQE0t3E7UATQ2wv1MFTx3UgdACCGEmKTPhDbAOoLjeqQAnrsTzekAbpPrAIJ+P9IfPmBGB9DaelYHIFxOojs7kLxuv1kdwHj5UUnA1gEkOk8HMGSHrQOYLe8xfpc5HUDsnnOgA5hvRgcwIrcdVYvkxy4j3s1H0jutqPjZVHM6gBWT5SEwrwiuXafhe+Ai8fSuWwfwwCQz9+V+cQylKx2mA6iqhvvxIpTeTx0AIYQQYoo+FdoAWweQXWZOB7CpFOU3GNABBALmdQCXy3UACAWt5SQmdQDjHK4DENY6VzoA8cTNtA6g0IwOIPpv5nQAEe/10AEIp1HdOoBlU+XbG4tKLB3AkolmdADbTsK3IEsc3ALVNch6tt7SAYwcIaplkqDfj6ynjlEHQAghhBiiz4U2wJ64rSm0dADCsBU8eQrpqy0dgDRsBc80Ie2RA+Z0AKttHYBQwB1qbTWvA5jkYB2AdDkJeugA7jSnAzAycTOpA3j9AIZ4DOsA5k0R1+rWASy80IgOIGVvizkdwO4meJeOEwfd4BEPXC+ehGdpljicBr3lcG+tRemSDGfpAKprLB3AvGREpY/p7dchhBBC+jR9MrQBVqhxry+F77ZhxnQAZTcNFi860YGAeR3A5WZ1AOKJG4CkLbYOQDpxg6UD+Gi0OR1AxyCF5psN6QC0OR1ATJPGyTmGdABV9sRNGEQG/DEHQ4tsHYBwetdvb661nGTFV8VHEk3qANS+grM6AOH9r9ChYmS+cArlD0yVH2884oF7az18yyfJdQDllY7VAWStL4Pn7tHi7b+EEEJIONNnQxtgTclcm0qN6QBc64ucqQNYY1YHUDervzkdwKRotH1HrgMYtfl9NKeYW07SdoGB5SSGdQBdEzcjOgD7jlv9PdPFxy5j/mLpAGrvn2ZGB5DXgWMLphrVAUjDabcOYIF84vYxHYB04uYth2uXYR3Afani46AmCTYch3tLOUrnjHJUoCSEEEL6En06tAFWcMtcXWhEBxD0++Fa/aGlAxBOyUJtbch4vMCcDmDdQUsHcPlXRLXOiQ5gbBTarzMwcXsmx8wdN/TQAdwsr2VSBxD/0jnQAdw7w4gOIOGIIR3A3lyM2m/dcTOxoTL5by2oXDndmTqAh6YicmiCqFboQ8M6gC2V8KyYiPZE5wS3QF09sh4rhufeVPGRdkIIISQcUVrr3n4HDI4erqcHrxDViBo1Ep75GXBvrUOgrEJUK3JoAryLxiLzhZMIHvHIasXHw7dkItL3+KHzi0S1ImJjUbFkClLebIF6v0BUS0X3Q9WSaRj1QTui3s4T1UJEJGoXzsDQ4k7E/OWArJZSaLhvFgbWBBG3e7+sFoCTc2ahX7NG/Ev7AeGf9cY7ZkFHAAnbc4BQUFTLf8tMtA9WGL5VXqv1xhloTo7EqGdyoAMBUa32ay/B6fHRGL0lF7qzQ1Qr8PWL0XBJDJI35UG3t4tqhS6bgporYjHmyYMItbWJamH6hTh27SCkrS9AqKVFVEp9ZSLKb4xHxhOFCDU3i2pFTBoH361DkLm2CEG/X1Qrcmwmjq6Ix39duQVVQdk0EAAOt6Vg9/WzoNo7RXUCSQnw3BOFyttX5Gmt5RczCSGEkDDBEaEtJjVFXxn7AwRLfaI6EbGx8K2aDNeLjQgVHhXVUjExKF81FemvNEPnFspqRUWh4oHpSN0rD1uIiETVyhkY/W4bIt85KK5V/bMZGHGwA/325opr1S6cgYSSAPq/miOr1RXcaoOIe1kY3JTCiTkzEeO33GnSWqfvnAloIGHbPlktAE0/mImOQQrDfymv1fK9GfhodCRGbnlfXKvt+uk4PS4Ko9fLa3VePQ0N0/ohec0+cWgOXTYF1V+PxZjH5OFUTZuE8hsGIePRfHEIjJg0Dr7bhsD1mDy4RWamw3P3KLjXlSB46rSoVlRKMo4sScL4TfUI1TWIaqnkRPzy7RcwWDiFBYBY1Q/9R5cztBFCCCH/DxxxPLJ/fQe8d45A1JgUUZ1uHcCtQ8R33D6mA5iQJasVCCAj+wiOfUsu4EYoiDHZh1HzT87TASQ9lWdGB6D12aOS0uUkWmP4sx9YRyVN6ACet3QAjXfI77iZ1gEMqgqifp4BHcCrtg5giQEdwBu5SNzXhupls8zpAJZPl+sAcguR/orf0gFIl5MUHoXrxUaULZ0kPioZ9JbD/esT8C0ci8jhw0W1AlXVGJ/dAM/doxFxwWCE2tq+8A/V3onBEZEYHDFA/CNayYMfIYQQEm44IrTpzk5kbihFyX1JiEpLFdUK1Dcgc20RPHePEm+VDJ48hYxH8+G9fSgiJo+X1WpsRNrqHJTfKL/jdk50ALMM6AB6LCeR6gB0IGDpAFKcqQPQEc7UAQyqMagDKDWjA4j8+0GzOoB3DekA8oosHcCiCeLQHCq0dQCLx8qXk5R4LR3A4kxExMWJagXKKuDeWouSxeniQEkIIYSQ3sMRoQ2wAlLWOh88c5IQ6c6Q1fL74X6iFL4fDhdfeg+1tSHziaMo+94FiLjIgA5gfRGOXTNQvFUSWiNtQwFqLzOkA8g2rANwn+c6gG0GdQA79xvTAcS9fFYHIA0iA/7YY+LmRB3AKjM6gIzdTah8yJAO4D9OGtMBZD1bB9/Ki8zoADZXw7t4LLc3EkIIIX0Ux4Q2AAieOAH3Lyrh+clI8V8ugidPwZXtheeOYYjKSJPVamyEa0OxdexSqgPw+5H2xCGU3zBIrgNoaUHqulxUfTMO+tIpslqtrUhet9+cDuDJ93FqYpjoAO4Shi2tz4kOoGGufBNkzOsHkHDEnA5gZK6lA5Cu3Vf7CpD0DzM6gNChYqT+tdXSAQjDafCIx9IBzJfrAAJlFZYOYJ4BHUBVNTK3n3CcDoAQQgghnw9HhTYACNTUwv24vRpaerzxxAlkPloIz48T5TqAM01wPVIA3y0GdACtreZ0AJ0dSFt3ENVXGtABhIJI2ZCHhksM6QA251p33K41pwNoucmBOgCY0wFEf2RQB1BnBzch/V/LQcJRMzqA6DdyMSqnHVVLpst1AO8cRPJbtg5AOL3r1gGsutjIfTnXzlPmdADP1cG7ajIiR44Q1QqWeLt1AFEpyaJahBBCCPlycVxoA6yA5H66Ct47h4snbqHmZri3lMF32xBEpY+R1WpthSu7FGU3xYuXk4RaW5G+sRAV18UhYsoEWa22NozZVIDqqwaIl5Po9nakbMxD/YwYBK4STtw6O5CUnYNTE6LFwU0HAhj51D4zwc2euHXEG5i4hYJIeN7a/nj6TuFCEa0/tpxEOkGKe9m642ZiOUnMnw9gaLEV3KQTpKi38iyP26JpRsJW8lutqFw8VTyN0vlFSHv1I1QsulB8lyxYXArXb5vgmz9WHAIDZRVwv3Aa3nku8RHOQE0t3NtOwHNPCu+4EUIIIX0IR4Y2wD7Os7YYpfeniu+4Beob4HqkAKVzRssnbidPIePBPPh+MFQ8cQv6/Uh/+ADKbxwsvpcWamlB6ur9qP5GnPhemm5vR/La/aifEYOOb8mWWuhAAKM37MOpCdFou164bENrjPzFPnyUZOCoJIBhWz9A50AF/y3yWkN2fAAo4PRs+UKRQbuso5LHfyyfUHYdlaz/qYHlJH85gIQSM8tJot7Os5aTLJwqPg4a8d4hJP3jv1GxZIo46CLnMMb8uRllyy8Sh9PQoWJk/LYRvpWTxMEtWFSCzG0N8KyYIN9QWeKF+5kqlC4bK74vRwghhJAvB8eGNsCauGVtroT3rpHirZKh1lZkmdIBdHZYOoB/kU/cdCCAjI3FZnUAlxvUAUw1oAPQ2rE6gGHP5aA93pAOYNsHUNqeuBnQAfQ/Y0YHMPD3YaADeDffnA7gwGGk7/ajcvnFRnQAmS+cNqMD8JTB/avjxnQAY/+9Dp55GYhKHCWqRQghhJBzj6NDG2Ad58nc6EXJvaPFHreP6QCyXKJawZOnkPF4Abw/HCreKhk802TpAG6KB6ZfKKrVrQO4Og6hr8nuuIVaW5G8xtYBSCduPXQA0olblw7An2pAB2AflTSiA9AaQ7bvsyZud8jvpXVN3EzpAIxN3Lp0APcZ0gHkd5rTAbzXhooFBnQA+eZ0AMGiEqTv8Vs6AOmik1IfXL85ZU4H8FwdShamI3LIEFEtQgghhJxbHB/aAGuhSNY6Hzz/lmxGB7CuBL7ZI4zcS8tcW4yy7w8Re9x0IADXE0U4dq18qyS0RtqTBai5fIB4qyQApG48iONT+4nvuAGWDuD0WDM6gMRnctGSaEYHMOJXB8wIuAEkbLeXk5jSAfjN6AAG/n4/BlUb1AEUdaJ2sQEdwF8PmNMB/P2gNXFbNUscakzqAHR+kaUDeOhiuQ6guNTSAfzcgA6grAJjNx+Dd+k4LichhBBCHEyfCG2AYR3AqdOWDmD2ULkO4EyTpQO45QJxCAz6/UhbX2DpAKQbKltakLo+D1XfiJXrANrakLzOuuMm3Sqp29utO26GdABdAm7pHTcdCJhdTmJSB7DTnrjNmSkOW7F79mNgjUEdwFFLByC9S3ZOdAALJosDpXEdwCsGdQAvGdIBVNdYOoC5KdQBEEIIIQ6lz4Q24BzoAB750NIBGDje6HooH75bhxpxr2U8mo/K6wcb2QQ5Zm2epQMQHpVEKIiUJ3PRcEkMOq8WHrHTGknZOWgcG4X265ylAxj2nK0DMLCcJGG7JeA2cVQy/iVr4mbiqGTcblsHcK85HUDN/OniSeDHdADSEPjOQSS/3YLKFWY2VKb9oQnlDxrSAfzmJMoenio+kmhcB/BUJTwrJ1LATQghhDiQPhXaAMM6gJYWuJ8qh+8WAzqAtjZLB3DjIESOd4trpWcXofLaWLEOQLe3WzqAKwzoADo7kLwpDw3T5MtJdCCA0ZsN6wCSItF6oyEdwCAF/61mBNzdy0mEOoD4nYZ1APZRSWM6gEWzzOgA7ODmOB3An2wdgHQT5BEPXLua4Fs4TjzZ6tIB+O43pAN4/gQ8c1OpAyCEEEIcRp8LbcAndADCTZCBunq4Vls6gMiJY0W1unQA3tuHyXUAZ5qQ9mCOOR3AI/tQ9U1DOoA1+1A308BykkAAo580qAN4ah+ak83pANrjFZpuNaAD2G573O6QT8niXzKrA4irc6AO4K08jMyzdQBCIt47hKR3LR2A9Dhotw5g6SQjxy4zft8I74qJcidcUQlc220dgHB6160DWJ4lnt4RQgghxBx9MrQBPXQAPxplRJrt3uSD79YE8aIT3dmBzI2lKL8hXhwCEQqa0wFojbRNh1F7mQEdgNZhoQMYvjXH9riZWE7yAVTIXk7iVB2AcHp3TnQAy78q1wH8Ix8pb7SgauUMMzqAPX5U/HyaXAfwoa0DWHaRfDmJpwzu5xrgWzxOHLYCVdUY+3QdvPNd1AEQQgghDqHPhjbA1gFk+1AyN1GsAwg2HIdrfTE8PxlpRgewpgDe2xPM6AAezTWmA0h5bL+lA7jcnA5AesfNyTqAYc+a1QHoCAfrAO6R1+paTlJz38XicPoxHYCwltpnVgeQurcFZQsN6QD+4Id3YZZ80YmnDK6dp+FZ4JIvJymvROav6y0dgDCcEkIIIUROnw5tgBW2stZ6LB2ANGydaYJ7zVFLByCckhnVAXR2IGNdoaUDuEQW3BAKWjqAr5nTATRcbFgHILzjBvTQAUjvuKGP6ACEmNQB9H/V1gEskt+969YBLJ/lLB3A+wVI39OEiocN6ADyipD5giEdQFEJsrbWwffAZLEOIOgtt3QAyyYgkMQ7boQQQkhv0udDG2BNttxPH0PJPcPldzoaG+Ha4kPJj4eIjwYFzzTBtfEoPD8cLD/C2dyMtPUF8N00UB4obR1A5bcHiENgqK0NKetzUHtZjHh616UDODE5Gh3XCJeT2DoA/xj5UckuHUDbkAh5cLN1AKFIezmJ6MWs5STRLRonfioPbt133O6TB92Y1+07bgvl07suHUDlIvkdty4dQPlS4RFhWPfSxrzeCu9S2bIg4KwOwLNEpg0BzuoAShani6eKgeoaZO44Cc89UYhVskkgIYQQQr44Smvd2+8ApdQJAC0ATvb2u/QSw8Dew5Vw7j+cewfCu/8xWuvhvf0ShBBCSF/BEaENAJRSuVpr+Rq7Pgh7D8/egfDuP5x7B9g/IYQQQj4/58XxSEIIIYQQQgg5X2FoI4QQQgghhBAH46TQtrW3X6AXYe/hSzj3H869A+yfEEIIIZ8Tx9xpI4QQQgghhBDyv3HSpI0QQgghhBBCyCfo9dCmlLpGKVWilPIqpZb19vucC5RSzyuljiulCns8S1BKvamU8tg/D+nxa8vt70eJUupbvfPWZlBKpSil/q6UOqKUKlJKzbOfn/f9K6X6K6VylFIFdu8P28/P+967UEpFKqXylVKv2Z+HU+8VSqnDSqlDSqlc+1nY9E8IIYQQc/RqaFNKRQJ4GsC3AUwAcItSSm6qdR7bAVzziWfLALyltXYDeMv+HHb/NwOYaP+eZ+zvU18lAGCR1no8gJkA5to9hkP/7QCu0lpPBjAFwDVKqZkIj967mAfgSI/Pw6l3ALhSaz2lx2r/cOufEEIIIQbo7UnbdABerXWZ1roDwC4A3+3ldzKO1vo/AZz+xOPvAthhf7wDwA09nu/SWrdrrcsBeGF9n/okWus6rfVB++NmWH+BT0IY9K8tPrI/jbZ/aIRB7wCglEoGcB2AX/V4HBa9fwbh3j8hhBBCvgC9HdqSAFT1+LzafhYOjNRa1wFWsAEwwn5+3n5PlFJpAL4CYD/CpH/7eOAhAMcBvKm1DpveAWQDWAog1ONZuPQOWAH9DaVUnlLqbvtZOPVPCCGEEENE9fI/X33Ks3BfZ3lefk+UUgMB7AYwX2vtV+rT2rS+9FOe9dn+tdZBAFOUUhcAeEUpNekzvvy86V0p9R0Ax7XWeUqpKz7Pb/mUZ32y9x5cqrWuVUqNAPCmUuroZ3zt+dg/IYQQQgzR25O2agApPT5PBlDbS+/yZdOglEoEAPvn4/bz8+57opSKhhXYfqO13mM/Dpv+AUBrfQbAO7DuK4VD75cC+GelVAWsY89XKaVeRHj0DgDQWtfaPx8H8Aqs445h0z8hhBBCzNHboe0AALdSKl0p1Q/WRfw/9fI7fVn8CcBs++PZAP7Y4/nNSqkYpVQ6ADeAnF54PyMoa6T2awBHtNYbe/zSed+/Umq4PWGDUmoAgG8AOIow6F1rvVxrnay1ToP13/XbWuvbEAa9A4BSKk4pNajrYwBXAyhEmPRPCCGEELP06vFIrXVAKXUvgL0AIgE8r7Uu6s13OhcopV4CcAWAYUqpagAPAlgL4HdKqR8BOAbg+wCgtS5SSv0OQDGszYtz7SN2fZVLAdwO4LB9twsAViA8+k8EsMPeAhgB4Hda69eUUvtw/vf+fxEO/94BYCSs47CA9f/ZnVrrvyqlDiA8+ieEEEKIQZTWvDZBCCGEEEIIIU6lt49HEkIIIYQQQgj5DBjaCCGEEEIIIcTBMLQRQgghhBBCiINhaCOEEEIIIYQQB8PQRgghhBBCCCEOhqGNEEIIIYQQQhwMQxshhBBCCCGEOBiGNkIIIYQQQghxMP8DMXprYk89k9oAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "axial_pattern = AP.axial_2d_pattern(H, W)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15, 7))\n", "# full sparse matrix mask between every two points\n", "# to be used in attn_mask\n", "axs[0].imshow(axial_pattern)\n", "axs[0].set_title(\"Full (H * W)^2 x (x * W)^2 attn_mask matrix\")\n", "# and a viaualization for a given point\n", "axs[1].imshow(axial_pattern[middle_point].reshape(H, W))\n", "axs[1].set_title(\"Attention mask for one select point\")\n", "\n", "fig.suptitle('Axial attention', fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Local 2d distance\n", "\n", "Let's now consider a variant of a local attention for 2d grids.\n", "\n", "Let's use L2 distance for the following example, the norm can be changed via the `p` argument." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "loc_2d_dist = AP.local_2d_distance(H, W, p=2.0)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15, 7))\n", "# full sparse matrix mask between every two points\n", "# to be used in attn_mask\n", "axs[0].imshow(loc_2d_dist)\n", "axs[0].set_title(\"Full (H * W)^2 x (x * W)^2 distance matrix\")\n", "# and a viaualization for a given point\n", "axs[1].imshow(loc_2d_dist[middle_point].reshape(H, W))\n", "axs[1].set_title(\"Distance for one point to all others\")\n", "\n", "fig.suptitle('Local attention', fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can either manually threshold the distance matrix ourselves, or use the convience function `local_2d_pattern` for generating the mask for us" ] }, { "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": [ "# this is equivalent to thresholding the result of local_2d_distance\n", "# at distance d\n", "loc_2d_dist = AP.local_2d_pattern(H, W, distance=5, p=2.0)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15, 7))\n", "# full sparse matrix mask between every two points\n", "# to be used in attn_mask\n", "axs[0].imshow(loc_2d_dist)\n", "axs[0].set_title(\"Full (H * W)^2 x (x * W)^2 attn_mask matrix\")\n", "# and a viaualization for a given point\n", "axs[1].imshow(loc_2d_dist[middle_point].reshape(H, W))\n", "axs[1].set_title(\"Attention mask for one select point\")\n", "\n", "fig.suptitle('Local attention', fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Random sampling from a probability distribution\n", "\n", "Let's now create a random attention pattern that is sampled\n", "from a gaussian distribution centered at each point.\n", "\n", "For that, let's first create a Gaussian 2d distribution with variance `sigma`. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gaus_2d_dist = AP.local_2d_gausian_distribution(H, W, sigma=2)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15, 7))\n", "# full sparse matrix mask between every two points\n", "# to be used in attn_mask\n", "axs[0].imshow(gaus_2d_dist)\n", "axs[0].set_title(\"Full (H * W)^2 x (x * W)^2 distance matrix\")\n", "# and a viaualization for a given point\n", "axs[1].imshow(gaus_2d_dist[middle_point].reshape(H, W))\n", "axs[1].set_title(\"Distance for one point to all others\")\n", "\n", "fig.suptitle('Gaussian distribution', fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now sample from it given those values as the probability distribution, keeping the resulting matrix 95% sparse" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sparsity = 0.95\n", "num_non_zeros = int((H * W) ** 2 * (1 - sparsity))\n", "random_gaus_2d_pattern = AP.random_pattern_from_probability_matrix(gaus_2d_dist, num_non_zeros)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15, 7))\n", "# full sparse matrix mask between every two points\n", "# to be used in attn_mask\n", "axs[0].imshow(random_gaus_2d_pattern)\n", "axs[0].set_title(\"Full (H * W)^2 x (x * W)^2 attn_mask matrix\")\n", "# and a viaualization for a given point\n", "axs[1].imshow(random_gaus_2d_pattern[middle_point].reshape(H, W))\n", "axs[1].set_title(\"Attention mask for one select point\")\n", "\n", "fig.suptitle('Random sampling from a Gaussian distribution', fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Combining arbitrary patterns\n", "\n", "The power of this approach of considering those different instantiations of efficient transformers as just a sparse pattern is that it becomes trivial to combine multiple patterns together.\n", "\n", "For example, using a combination of axial attention + local attention + random sampling can be done as simply as follows:" ] }, { "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": [ "att_mask = axial_pattern | loc_2d_dist | random_gaus_2d_pattern\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15, 7))\n", "# full sparse matrix mask between every two points\n", "# to be used in attn_mask\n", "axs[0].imshow(att_mask)\n", "axs[0].set_title(\"Full (H * W)^2 x (x * W)^2 attn_mask matrix\")\n", "# and a viaualization for a given point\n", "axs[1].imshow(att_mask[middle_point].reshape(H, W))\n", "axs[1].set_title(\"Attention mask for one select point\")\n", "\n", "fig.suptitle('Combining different patterns together', fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check the amount of sparsity that this pattern contains. The optimized implementations in `xformers` have competitive performance for sparsity patterns as low as 70%." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sparsity level: 0.8392416666666667\n" ] } ], "source": [ "print(f\"Sparsity level: {1 - float(att_mask.count_nonzero()) / att_mask.numel()}\")" ] } ], "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }