{ "cells": [ { "cell_type": "markdown", "id": "e3c57d2b", "metadata": {}, "source": [ "# Simulations of spin and gradient echo sequences" ] }, { "cell_type": "markdown", "id": "2c110f5b", "metadata": {}, "source": [ "This notebook illustrates the use of MCMRSimulator.jl to model the interplay between diffusion, magnetisation transfer, and magnetic susceptibility in explaining the T2 relaxation in white matter tissue.\n", "\n", "Installation instructions and documentation of the simulator can be found at https://open.win.ox.ac.uk/pages/ndcn0236/mcmrsimulator.jl/dev/. MCMRSimulator.jl v0.3 was used to run this notebook.\n", "\n", "This notebook was used to prepare figures for an abstract submitted to ISMRM 2023 in Toronto.\n", "\n", "View this notebook online at https://users.fmrib.ox.ac.uk/~ndcn0236/notebooks/gradient_spin_echo.html\n", "\n", "Download this notebook from https://users.fmrib.ox.ac.uk/~ndcn0236/notebooks/gradient_spin_echo.ipynb" ] }, { "cell_type": "code", "execution_count": 1, "id": "474f8030", "metadata": {}, "outputs": [], "source": [ "using MCMRSimulator \n", "using CairoMakie\n", "import Random" ] }, { "cell_type": "markdown", "id": "e7c85a3a", "metadata": {}, "source": [ "# Simulations of diffusion-T2 spectra\n", "## Choosing a scanner\n", "First, we will select a scanner on which to run the sequence.\n", "This will set the B0 field strength as well as the maximum slew rate and gradient strength.\n", "For these simulations, only the B0 strength really matters (as it affects the size of the myelin-induced off-resonance field)." ] }, { "cell_type": "code", "execution_count": 2, "id": "5d341cac", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Scanner(3.0, 80.0, 200.0)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scanner = MCMRSimulator.Siemens_Prisma" ] }, { "cell_type": "markdown", "id": "51df569e", "metadata": {}, "source": [ "## Creating a substrate" ] }, { "cell_type": "markdown", "id": "bfae4973", "metadata": {}, "source": [ "Axons will be simulated as infinitely long cylinders all pointing in the y-direction.\n", "The configuration of axons will repeat every 30 micrometers.\n", "Outer radii are drawn from a gamma distribution with a mean of 1 micrometer and a variance of 1 micrometer squared.\n", "The final distribution will have a density of around 70% and be non-overlapping." ] }, { "cell_type": "code", "execution_count": 3, "id": "c47a9eac", "metadata": {}, "outputs": [], "source": [ "Random.seed!(123)\n", "(positions, radii) = random_positions_radii((30., 30.), 0.7, 2, mean=1., variance=1.);" ] }, { "cell_type": "markdown", "id": "e67ad16d", "metadata": {}, "source": [ "Based on this set of non-overlapping circles we create myelinated axons as a set of annuli, where the inner radius is 0.7 of the outer radius (i.e., all axons have a g-ratio of 0.7)." ] }, { "cell_type": "code", "execution_count": 4, "id": "9bd7b77c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "get_tissue (generic function with 1 method)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function get_tissue(; MT=0., myelin=false)\n", " annuli(0.7 .* radii, radii; positions=positions, rotation=:y, repeats=(30., 30.), myelin=myelin, MT_fraction=MT)\n", "end" ] }, { "cell_type": "markdown", "id": "0539df89", "metadata": {}, "source": [ "Here we plot the cylinders with the off-resonance field generated by the myelin:" ] }, { "cell_type": "code", "execution_count": 5, "id": "0341b62a", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pp = PlotPlane(:y, size=30.)\n", "f, ax, p = plot_off_resonance(pp, get_tissue(myelin=true), ngrid=200)\n", "plot!(ax, pp, get_tissue(myelin=true))\n", "f" ] }, { "cell_type": "code", "execution_count": 6, "id": "2198b358", "metadata": {}, "outputs": [ { "data": { "image/png": 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hquvuqd51U0UiRggzAKejyC3gBMCARGNBAkRkQjaljjnoEQcJAB3RlMgTSQkadQHA6VjOS7sV7rybmURatmMSLE4gDjMoLyQATrL32YJ1EXB5nBA5oK1OFAqmhYSc0FYq8JwYBwSSgi7KWPGW9LqPj4oCpuyoTazlzpqmwa6Ogx+ZiV0arX53cP7ozPDMiSdOn3jidDQZ6bq99eoHN2zaV2fFLcWu5BCiH+ROolfWJZq2S8ugBLHWCRZiY0X3qdFXLs6cbq/etdqlKRBXVrh0ZXN732PNVFfuqXBypi+dnW2q3iLYFSG4ltJkyJlA2WsgtSQn5aXHQoFAwuSvSczrG1R8/TA/cCFaW29VVAa8nUdGlcs3zzxPnt8AIARLkbZHvtL/3b8b/erX64c/UHf/7S17azo7v9R74Wjv8f3n+p6CPmCMJRNJy7Ky2ez8wryQLDc2r9+++e6Wls3zdZHZ5NTI4z+eeuWtyq1Xrb/nUcxIIYPMV3M7oXuc60XcYj/pr8SHWghlvjKZb+cWerkeg3y9tVcYgsrri14KqxpRaTZMzx4bHdnf33PSzmYqqmu3XL23tWPrLR9fuPa+E5yjMCKgRCycAScA5MBtsXpw9OiU7BdAMR4t8AW5VSdfm6v64Pnr1fgo/uag2zK5HL1WPpSSO6rySCanDnJI+SkACGUslF6o+Jl05IqcEUOMKMkfAdgABNGGbPKqVNKubOu+/rbPbp/PTp/58flTPzgzdmHixNO9J57uZRFs21XffUvj5htr1++sYhaqkqBHS1ML/NyOpYs1TbAQCLEy2ZKM1lycPrX6BCtojF4sqEaRW1GAYZ5FT0cvofyFoegJXk52uQuRq1Qr/nGWh8uZn1xxLk4eR2T11d3S8JW0dIUkLF2RNHGjhUnGuhL1g8vGFUj9VU2/vMTLHCY9z5BzEHUJbBDm+88nO7v026BntvE76hzM6chXMR5RlpmIMEzFeNmOf/PFiy99r/cHLy+89W79F3Z3f6S9LVL9q9Grq8YbD787e7FnbmEsZWd4JJ7E2saazuqtu6tGkq2n002QHun96akzf7I/OznX9plbmrZ9mAaijt6bKICzvUjaQlHwMTd3nQMoQuamlwiG3AS8vjoVt2NuEZXLMYfugf7ubjezzMtBcIcOcstPWXiaCWX/+bmLI8MHh4cOpFJjifLonrsb936ofdu+WguJ6GJZxcL8QpwIGFAEbfFaWSXBspAiYINDCIQqNwN1ysBWhp1ACn6N72WUlTkG5hyTDSbX9byp+csUehI5bVzxIenIpQRLECxpaCpL0jiWllHJzURialdRlt0G5MAAyCbGiQGQzVkmK1TgMcuZTQwzFN+bbuwaBwKKAy/DWKRq+6d3daRumnmN+saPX5jZPzU+1ffOaO87oy/8BSQqIl031G67uWbT3sr2HRWRCGLW2RZE1Is7uWSQUvVSxZomWCAbY2Nld//4QZtnLFYaFixDvC9Qut12ZTEyeaKucmMkkgAwqJLiT3qpK59B+RoPfsGV89Pc2shfjgKnXgRAyE5PZacmkm0bAkmSDBiYX97SBJk7cnSDmdi/y2Iswvb9h9vW39V15C9fffFPX97/98mt92+ouZddf8v09uutKhbpiNpR4PMUOZQqv2hH+PzkoRfTB39ytO+np9NTqeqr2zv/+OHKrpbUfsxmjXcPlKstqVlqsZbWhAsiScG++tnj6C8JGi6BX83TKgorc+FYihAtX74YS40OHerveX1qohfRqqvfeu3dt37yv0zVrFuw01YUJ4XRS7DBzoo+wNWBB8FdxL4fcKVU5pzRc04Z6G+LCMAE/VI82AwQQEYXq5s8EiwtqRKUy5BgOaQOXVmje2GCxoOkX2ToxcsH1xJAbEWjVWvHGgCBbJulFqLcRuCQHo/YFxMteP2eR7qTd5589wcXDj/VOzeetrPUs3/i6HMjAGBFWfu2iq5d5Rt3VXbtqljfFXHUPkE/lPQwvbYJFgrjok1VWy6MvXVp9lxTxeaCO+JKCiXyN4ngnFdebGIaGwz0LD5Udq4V3GrBP+1wYUSbEICxfGUr6T6ukbeUynN2YXR24dL6xhuIMTnuMxSCK2JATCk+aykUA6357tKw1oIrrcejYfIzjwq8Ttk3tbvOFymJiPad7zsHAIn2DaBZETkBXDwJ3RIgkzn5q0o7GkRHW1SXS3iizHB84vWGCDbs+/Xds0eOXXjznYPfPPX21+3/M4odnZGODZHGWkjEcXaeBi5N9/VkhnrT3AYrGm3eumXdtfviG7v5GPJRgNEII4IsgWE91SSI/hcJhmeKRtWMjbncCAcYfGrOn2KwB/lDeb6pzmaRXGQJg3ILTJE83sFxA2VahI4eOMHC3PTIyKuD/a8vzMzVttbefM9NW6/fGC8rr6ibg9jc3EyCOGbBFvpAEeARtAFA2DWQO2c6KyRGRAAMgZO0Nmsjl6YYkIT5TUKhrQUg2IloUfJoHCEAVxsKDEntKi4iinPRKUdw5WrCCEAoEteWroSvVHInkvYaSKwgyNgEFHuFhCCDKb14Id9CR74lgglfO8PsFEMEm4QQFiCC0TvSsJUAIL0RYxvWX/Xv1u/4PPV/feDU/lPnz11Ahs0tjZUVlenU1GtPXHzhm4MAUFZptW9OtG9OdmyKbdwaa9uUaGmLWMrSrkt3rWSwtgkWiKtO6io6o1bi4szpporNBS92irMoWkmsQAlzd19H93VFUVK1TgQ2BwBEMTaWTskuAwWxKwAYmTwJAI3VW5X2lTLKoMXx8q9BpBAIVGDlonzRnF+dv2bmZnhdFk/6fl/3w3z/BbQiieZ1/oW/l0sZC3NvxfhlXcaUpScix3h6Vuqe2JdiM30xAEAbYlM3btpww/rWzNW7vx+xjp48xof7sz2nuEispiGy9eroA59Jpud3nXjn/ljU4kNoTzNg4lwiMEvOvv4vtqhivi+C+5lApBzEQIKMlOZv8sp30Y5B+W9D8GcbaJNgEX5lxA1civodOZCNADAz1TfU98bFobeI7PW7m2//3W2bb22JILdwFGAUiZAoY1sIDjfSLZ0B2dLAAjDdNonbyACAiBCZ7hO2UL7S8i0Cjo41LEMvnsSn1glyQmacS8gD4xIBw26/p4ocd8ciA+i9QgKtesXVpjQpX1JMC0gSMgIkAim4IuTEODGRqUyHlJxMBBOK9gysvVnYyxEobVvDqSoAogmLnWvdOn1dZ8t07+zB3qEDQ/xiQ139I//zhu69Zb3H584fmu47OX/guYnnvyPEvJAoYxs2x1o3RBpbIx3/0+C2jVvzVs8qYE0TLDElAKBlNVRsGp45tQPuZVjy91uXwlS+6NgqsOrlvBIoxYXRymFo4mhVWWsiXqWsMBgkSZm/MimRUiNRwchLmFyObgV5L6kCwz1IdTcPFgbOJ1rbMRIhHScwGpnZ+hzdD2Y6aBAsreEiZiFC4/IRcUQLkcXitQ07r9kXu/n2CAMeJS4m0VmKZsCyLPvdNzazSFRaP9K5cAChqcYM0Z2vqDl/CuSRbBUS0k/FLmtE8hLlXIEWYWe6VIGUM6/oLW89lK2bHRs/eur1VyeGBqLxeOeufVtv2bXrU5NVHdM8gxyRKXGYDZLeIDBATlIfiAEAATGSikE2CeOYCJIbIQJxklqLnJApGQtXcl4kFOZKuRIiMilwEnTKeYGljkFG80ePI4K8w0kJ75xlCElPlA/kbAiS3APVvpJyuZTchVELkRchkSH0MuJqFS6p2SnuQ7SBEsB3ENXzSLS8E25tz94weOHYxcE3vv6fzpZXxW+6t/O2e/ck77MAIDWTGumfHuqfHe6bHe6fOX5g4dWRqT/4cho2LrGaVh5rmmABkLx/kNrqdg9OHhmaPbmucrtLhzRvbPn/MmnEZUzQgaNevnArwHTIm7Df6IMzuRYnM3DtIqwce8s1LeULWgqkchlUr7Co0/PDU3MD29vvJyl4QEB54SqoLUIx/TtK7trX2A30yLccKZSiYqaVLCcKqCjqr+uwELifje9A3F4Y7KvZe5P5pjnVp/y+PkfHboSalFwXLXPlaAPaUvUGmeoNcYIIINK7BzedPNQuxBHM5mI+40zsE8F8Js7KCEQ9MwCmqJnHKEOO5rZIK9R2xQybC3466zhqiwyukPn2Dc0CBATzK+flSCVwYydHvr60SC2hXW5akuSLQcAzDDhdunhk8OBTE/0j1e2Vt//B9Tvu7YwmI4xNs/LswlyMCCLIbeAAyIQxc9ESEeS9fShMWQk9dBIDozaLD8gYSYLFkAtPjmTLDsBteYe83FonQEDu0FpH8935PJy8rxlYcaZ9Cf+GAzkGGpwmxlVIpUcl6aC2OCq3/PReodgi1GZISVnM0juJpFMz9OLJYVoyui18pUI9ZAFqiD6RpSwCgs2RE2uOXrX+8I6Fb50/M/j2zx478dL3e7pb9na3XBNLJITZk3qA+lqAWoBuWFd/tb9CVh1rnGDJ0xeE9ZVdZbG6vvGDrVU7SlwtrrSQd4m5AvuGpSC+++VF3+hbjEVa6q7WwipAg0upB5cEy8N4TJNXOR7ydT/M8Zw3ysJAL8+kk+0bHMegPPJT6EDK5aJZuZ4dQgIAWm8ZpqbLJufLAQE5YValaKnsksSSRIoi6HQcC9zofrg8mOKo/HRpib75EyxUn71IKLSSGJ+cPtpz/Lnp8f6Kxqp7/njvjgc3RSIUwSxAFoEgC4IGcSKUtgIYVyfXOCGi2MTjXPoSR84cAY/LVxAOpigLk/ItVKdptb0Dacmd5BIgcHlNntdc7JV97Mr3rBqyZzPREVnpf+gEEwsNJYJyq7QDgE/JXTuCXLa49OuNB0KKIG+QFJFz5AQQh9Q5KxrZuq1la0fdyIXR1473v35y8EBbzXXrK2+OWkm5AgQEADtTintTa5pgIZK6MAoI2+r3nBp8fjZ9qcKqXVo6l8HHij6+LCLTWoJM5vKzRp9Lfr34/EYfSg2L1HCecLniXBEeX7xMbJ4ZHD/cWrcrGi8jxsiSBEuYWAZHyV1IXPTpQpSrdaWXLc00gHz2yqjQ+5zTF9xTe6A0iwAQpk8eRssq27wVwDtdiGdNgALEWh7BlTuuFmWhaZjKMB/kFFDxIc6UbnKSs6hgN8Q4SBPhqvDcco4OGC9F8o86crYIMfK8ixZHmQ6OjEq9kU+UBUZ4cv3KCSOkO4bii0uXfi25KQekQ+r6RVEE4coBOIz0v9fX8+zs5HDVurobPnnv9k+0lbcuZDJoZ7jNpN2ECNpaV9rZ7COnbeoWJMwEEHJGTBi7YgCyBSFIVS0ERkyYaWAItiq13iJ0CBYQJxCCLmYc6FSUgcCJopobBbcL8v100zK5bFKWpp21kWA/AEQkNjGlxrqgRGLLT6TglmCBvrUQETkwTghq40+cnVQq8KAuNwRQkjAEaUEeQFwipHYVORAhpMhuBf6IDQRRqNtIDzQN3dD/8s97D/9iYGL/+rrrNjbcGInJO6mQXZHxdolY0wQLpJI7AABj7Q17zwy91DdxaFv9B1e1TEXCMpe2xYKffmkHYS9+aSiFV1IokRrOg6IOKUPjh7N2qq1lH1mMGMq+I2xfoZo7tTlCvVxER2rlcCnw8iHHxSMe8ojBTF8zBf+HMPKaOXE4uWETJpMuXqUDkvfBS6H0g59++Rb4zqyogpkRJaEURNNSJkIJhQVKp9gAxNCrrAZmmrLvuA/9BaHANhAoyvKlvIQm7wR1uJbLvn/ugi2eS55FnQk/wwrKd3r8/NkjT05PnC+vafrA/3LX1s81Q9ZiPJO1GQAoDXLRwPV+n+a6ilkAMOAEDAA4grQgSsy81AWQAQjtda4eHL0rXTWa8CsLso4ECAi4c32k00iV/c9F6i1XleuWK59JZ+pUIhnFc9q1z+yCol/gKLlrFXgCTkg5lNyFL9cSLKkaL6IgSKYl31qow4ONvA7sBvkKNkekpvZPPNT5tUsDP3rl3Ogvesff3tRy2/r6axFZaQ7Wa5pgoSJYBIQYjZU31mztH+kOzZIAACAASURBVH93S92tDK3FIi8PuiuUIqsuZZQeqVlaid7HH75v9EBFWXNV1XoCl4BKciwiQxzlsiOqjdJoOqEJU06mZTqaVYUBji4RkfLV/umx0fToxZrrb5VByRXdoUeBn4Xcf30EC1WCjijLzMVTbAGGwElXmojrXmkQABADs4Z9bQxdwZfUJ0zhUuBtpDkkSPl881Ixkz079VwgF3CCOaSmwPclkzT7kgHAhbmxnqNPjQ4cSlRW7vzwxztu2Vp305htp4gzRspcgslgOTF3imLvThIsZOIWGmdNgWQpJXfu8GjkwEjemcMFrebOmQHGQQrMSGgugj6m664dktkU/vFdX95hTr56M3Q7nFYvtMGkJJqkrqWxIagtjpq7gdq8O1fGWoThCU2nANwPSpVXm3gQjA2VNpiWk5EyBiFMvxIA2ZIFWlc3dsNDrbO3nnvtp8f7f9I7+tbWtntKbd4QWNMEC4BQCm7RYsSpvfm64fGjg1NH26p2AhRLQTtX3iuZeJ4s0O9dpPfM/0ZBuQXoxS8u0zKGCF+CVxrmBLy0OMXId6Xh5EKTs/2TcwNbOz9MllJjdyRYwgg7kjKIZSq5S0kMAZkSLE2njAfn0xsEy+Fbnq+so+sEzSKj4zhz8j0AqNiyw7P954imtKMpE/BQKAj2BSNuQIJmEIdggVRTtpzJkVy9UlesnD/J2Qpy8yqdnxbPFAiD+2hJmCM8c7qYw4fQU8Omb1DCZkjCJY6lOVlDzlSCVRH8+54cKItEaNvpgTMv9J95HpB13nDzNf9xW6Q8imyC4pRORYHAQrKQC+qjVNgJGXHBoGSDRCbJEAEAI4ucC2yIAC3gthJ6MSF5AUQEJm8DJIaMAREgA1LaVZyDOD9CXCq5A0P56VGlLN9PUkD1mrkqR29ruobXRcZ/2d699YqIEBWW6BUTQiWOAoMD6Q1E0OcEibiyAi8ol7i10Ca0DRV4fQjRffWhMivvStBNsLj0nd+CcxuRYi2bbvgV/o+nT55/9u2z//LU03f97uav5KihVcMaJ1hayR2QgEFd9abqsnVnxl5bV7NT0ONVLt4vHy5r3zDEiuPM8MvRSNm6xmuEqi4hOgogzhahmzaJZzBkS2C4uB1dD3m+PwZFyYvpE4fjLW3RmjqXq0m2ApbwOZ4L9PUJuhw4V3iA0MEBkBOsN5lAwdUyekZ+UcciBqIw+F3yEX3FzCjwgy4ad4m+OUVxQtaj3y5CWJG9ePZAz9vPZFKzzRv3bth5X+2NEG25CGgjAbcRubgriIsmjgS2OoqIwrquMM0gPjUxJq9kJptQbgIC49ICO+PKrBWXm3vICYUTV7Rc6oMLc3HGFqHm/EQI6NzQrGVLhTQHdD/n+Z75YbRr0YM1+0LFxBTB0uGV0Itcvs6DYe4BQN027Q5JToKEZG4gukultxQRwI4DLwOKQqYG6jZ1X9faNTR86J777lviG18JrGWCRWAouYO027ux7baDp/5lYOFUa/VVLJVdgxwrYN1SbFHWkgvgQsBAGbDQNxIqEVFWnkErcF1fCqCAJz+m5gZHp05vab3LisRtS17aqiRY6Ci5W44EC/RWCnO0srTQC9AnfPKosYsy5VGBJx9LMwLoB3t+dr7vfP1t9+jxOEBj3fgbqOQeENd0zFNx6GvtpK5cBABt50Kfj3fCydf3PIC3CxQAHZ6Cep7p63QjnbHzegHtw5G1udz8WRfY5C+jl5hjWM6FGQLaQDaAjenY0Jn9j42f6KnZ0r718w9Xb2gGnrGqM5lUVFRAhHH5QZR9BabGI61KRcbHZ8CRkzrIAQRcNRMCQALOQMuo9F2bYEnFdhI39BEARym8QTQJFiPgQkBlqvZ5asnDYJ3egL4mpbbuTXsNJl2TvYqMRIIq1EWSCEAQRMP+gnqQKu3iAQFsQi4OBhhq7B4TD1KDnpSCPHf5CgGiCuaowIM4LCDeOYuYQUhBtgrG7gS0rThcg7WleA/eWiZYgOAQLI5iEdnQsL1qYN2ZoZdb6q4GXPTK8jWGAhdFq5bbIiq9V7b4AbkXJUzp4czQS9FIsr3hWqGgTYSQW8ldECDXQT8f9XH2vJSjS409T1yDh1CQrwczJ48C8cqtO+VaO1BwZdKmQnw9juRygaBg4H4jZ94T9YBSKys4CgTVTNGxqEzDoGIeF/JUnfg/90cpJvKv1shoXcAHz/6i9+RTGMft/+4D6z+xx7IIcRYAkci2RfMFWx18dltRle0MUe7K2U6GTG8CWnJtAbYkVQDAOIr9QLGVxkQq6roYKd0CxUsIgClzU+AcRVXkwf3G/tHOVeUY0Fhyf8P8jMpVo54OYcioAJTSOij6JXWw5AoCle0GILmHCEI0p48icrkMEFwKRTDnoKI02QCOMhaZ63H5LC/QJsiWQ3qLLCePL/Zuq4E1TbDAIVhoyfucENjGttvePfkvQxNH2uKbV7NwK43VpSPFxKq/CSEnqUPBEPwr6VUvYCAKEF8hwNTC8MjUqe6Ou1l5GY8yJaMypL9C4wpIKmOBi/1I6wzkUnIXAdAlhVK+OmMIIFikn/XiXRt/ByOkktbMnDwcraqJt6wLemv108O6jC/lPTkYOMsFftzA2Q9kwdCZ9d2+4H41v29g+AKxKIUKiGLEyUtlnHcxs1jiWmjxXpKf2/lDovxA81bv6dcfn+nvr9uxZfsffrBsQ7nN5akMkObRRSMSVjQkXZByJiJpYgGELjqZaTN5ilDITchSxkSZkqfY0nIJ2MK2OwEA2MjF6USudM21HSxOnAClAjcgGa9IvtoVZUC33DXPokO7yKxlUUW5ENX6VV2eSGKv1N9sFI0B40ShLI7e4xPSJqGK7r6LEACQy4txGABxYtwIRkqCZRtGSkV+XNnEcKRfjuRMyfrAsBlBIE8RQMBblALWNMFCkLZ85GeTBnIbG66q7G85O/jyus7NSzyl8X6DfyhfZEm4+tCDibFugVUuNgHYsh8TsgCCBavXvQPyzVcUb9EJTg+9FI0k13XdYrOouQnomGVn6lILpva/mLLeBC5zAx76RVr6BS6hVw4VeHfp3XwrUMk9m5qfOX28Zu+NaHr7RVN+ymU4Oo0rkGCZyXqCkctfJ6dv9XNd78eMEuaZGAMdl8SxcsHI1/1y6PENTMN/8/RlwJnKXZVgdHhf3sGkkaQH2khZu/foTwbOvBCtSW7/Tx9r/MAWZlE2DQBAyjw6Q7LE1hMSgVLzUSYZGJJQo0YgYMCIyzMKaqGhCRaS4ACIQAyEMQJiym57FoTwRcjJJNniyIA4AVrISUZBbT1QdisftXJe3qFTqivo071BDUQ/cLWHT6CFY4SAhGqfT5E6sQqSLdq3IS4KDKYEC1x7hdIQAzEuK9RjBwuFlSxx3ZA6RYgA4tZCFFZ4hWFWU8ld6LOL3DVTNHgVOnugimDl38xfLaxpggVG89R21RgAYef6O9479u3+yffaK65a5RKGCHHZWDarm5jtG5k40bXxHhZLEEm2hOLEn7IaSqjOfGsiZZAeL1vy3DYIehlu/NRrczAeTF9QCfphOE69u5+ymeo91ztOflJlJp7fMdDF5GEFQr2RS68cVWp+yrDYaxYHwVQlr28gIcMcb1GU7Ap0FGCwQCOnXvvWzMULzTdes/E/3xIpSxABV7anSNlMNxJD1BciqxN8oFbeiOJeG0Zie0tp1QsTmgDAiSMyIrCBMX0mUFkG5co6Ayckbf5KdCdtRMpQ/RZdSArMCIO+OHm6Dhj9Iz/B8kRRD6o0KPmIJtf+NMFHxN1MS2uda0cEIEevn9R2IZIyl0Xc1OUiZb9e+UoldyHcA6X4T/JeBNC+II9oimndKWgowbry0BIsANG+EG1ggI0tO2v7O08Ov9CS6I5YcUcmUYokeNkIlv5cEZlQoZnkDeea8EiGyn8UcVUFXisFCnjKj+C31yIDouP9P0lEq9rX30IMkUhJsEgbGiV0LDYRk2bKhWhKJuPYcwKOyqQ7Ohc/yyNYQUYcwHB0zRsoF9nk6A0HzB6T77yebO9MNLeZEoDFldzRJzEwfX31FnD4zvHzPZPrWZ+ul8IEDIrqsUDgn1Rz5ZgLgYqMi8modNamNI6Cd5AKLok7YI6K9CbknuN94jYuLu6DscF3zx54jJBv+q2HG+7eipZtpwAAGJMUioF84kBMiqCAM/VxOIg7cBgRaSvskhohKDkN0/pBAMgskibOJF1iQBaRsuTOBNdARrYwtolkAwIpxgZCyV2KguQhdrEcCapMVE3Dsng8YotiRaRRFGBGS2G+6ErVCQi0BXnIkDR2nspaPGv5Fz5+uOmUfBB3+SpL7ggAtqHGrqR3aBOzpYxKP6CtCJYtdgYJbI7al0vbZCB3FbWwioAIOZfDhLTIR5KlBRW8VLCWCZY5pgtpL4Cjw7u568P7D/716bFXtzXdZcRZW1OyB++DtyusiO+DFylVGBNW39jbk/MDu7s+xaIxEoepmFyHgH+/D5S72bN8EiyX+Mr0At/S28OuPCN9Ll+F+d5zqYtDrR/9jPlSBSm5e+b5vDKqJbcyk4/oKgLDUJN6CG7CHip5eaUJ5EQ5iZIva82/9QcFryAoJwoMliuuv2b81cTA5unegz8eOvnz8k1tm/7rR+ONNcQ511tFxmlDszplSnILXJIakmIiBNnKmLpJElEpayu1RFCGSYEh48pEla3uaFEUCjgxKUQjEJd3m77MIPkgBT/BX8b5IBxnptnggD00wC8OZsfH+eQkTU3wiQk+OUETk5w4ZDI0O0cAkM1AOkNlZQgE0RiWlSEBVJRjVTWrqmXV1ay6mlXWWrWNVmtbpLE1kqgmT465Po6oFsPOApA8JIZESp8dXFt70tKV1mcnHVJrrxtRtJkGUgTRkVqpuhJRSO2xmqcDShJrmWCBI8EiADQPDBJCeW1bW9O150cOtLZdWwV1mLZdS63lz9+lSQLMFbbjlH/VvDpYZEYgcgmxPD8XnU7eR6BCX8cTCsH3VQ3OkWKpU8Mv1tZ01XfstiOMhEkgaUqUpGkGQBIrcNGNpCEGEuel5AyhltLqpkIiRJN1iS0UR2dLTdtiTtPyLT25Or4gd9m0I6goADDx9mssnqjcsUcKBAyO5dpvIcdRzxIeQuacXXVPfZ6v4E3ZyAEBlD1PkmUOsMydU0jgQmAGuSK7y1BgIjm7useoFbqrZSnwvLtOZpE4ag43orgaNXKcSfeeefEbqfGx1rvvbPm1m7GO2xlA3QCQGJf6YqSFPUj6wmYALs3yIzLkACiMJ8jXZSDtjjIADgTIUNEEkOZDgRAZSBV15Ja6i9BCJcECKcECIJuYuDmaozRiztV2oTIuqk3Dy7fOpKjnTKbndOb86cy5U5n+vuxAL42PZ82qYgyTyWh5WbSsLBaPRxJxKxlnyTjE4xGmxFnz8xlBPuYXMiMz/Py59NxcZm4+lcnYZlKJJLa0RZrXRdq64h3difXd0bbN5fGaCAAiQEQZnUcAAkZysSCGFnNHT+uzo601tAgcsRZniGRKsFxK7lwabefqiIGQVyEC58aWIpdDA3EU472UYJXwUL+mCZZehROqVYr4BQAAUWvj9vuHJ44e7X/mhs5HMZ01xvhl843AMdoo2CrD+3ZFeeeiIGCayNl9PIsXP8daA8jfkAzklH3kiHtq8PlsdqHr6gez5VFHFd3kVZZaODq+okMZ8i1Q07D6J3iGQ5iYE8Blu0ELD5Q8waXGriVhOozZeRH4wvz0sUPVu69nkRj4bF951IYdR6NCPLuBznHCvBXu3y709BxhD9PZtUBv4EC6uwiCWvKS5xRfSXKFcb5s3gLkx3Le1GHVpisH5DjW8+6Zt75l1SS7/vdHy7dv4ECQEZYRlLiTnEuQ9QNHuaHtyIRAyEEE0SG9kwuAQpJLHED5MiblKlkgS12Lw4ThdkCL5P5jljjKMYhsNfFwktZm9bV92o4UAkRidtTKzs3Q0cNzJ95ZOPJO+sThdP+FLLcBACwLOjZYXd2soa659/S2RLw6GauOx6vi0fKIldCmOOVLaSKq6FNZTLHTOAAB1MsvkUrRHQ/9Yvdtb/ZdgME++0IvDQ/aA732049Nzc9OiLhVddbGHYnNu8s27K7cuLuirjW2kIpS2rGVinLFIZXcHX12YvLWauMkoNgNREJbUigEAFupw3O1V0hgnCIUSu7OzqD6ogSgdgYlFeNLb51XEGuaYKmhXG57u0xeIRBZ8bKu7ntPHP3+4MSRtugVNNlQCkymRBFWTfGQe1qbmh8YGD6wrusDZdWthC4+JEUvDB2hEXOENKbASXILR1ilfEHxLeNBq8B7mSACuPV+9HrZpTVvBgCYfHc/z6Sr99zgvKbJn3JJmQJrpujLXzXVuZTcfb7LQWACy+o5Jrs1fi5F8qZCFlKO/GFMkZeqLl7BB4+80P/G0+Xt69f/8Set1iTZQFqfXa2tMChhF901NhANcizd9LYgAtpSVMNtdaURI8EBkCHZjnVySe44MS7OGQJq81dcTj4uJXcAnLyUOfTzmXdfmD91eGbgwhznBABNLfFNW6puvjWxfkOirSOxYX08HsVI1H7jxa3PTlyDiiPyLKSzORqR6ygdef4XD3bWWphpTrDOje1sQzvuu0GqPaUhMjScGeqd6z2/0Hdhoe/czBN/eymbHQGAqrp4x87qrptqN99Y17C5Rqbk3EVIRMgBGRCXN1hLWZ1zQaF6IMcoQ4AhBuJKPObShVcfh+Q5R2eLENDzdqWGtU2wkCxDXKxORTFngxxaOq4f6H/zRN+zTe2tsUg5oWHlKNcIUhAWi5ynNVwZgqELECDKWoFCLCHhwoIGhgq4TKPotZlH73fZyDVq5itNIaFcqXGyD/c+GYtVbNh2N1hIYOzfMUcERWoTUFz8TIp+yWHe7SujaHGUR74FhlAKnV1FU0HeqwKPPkf9lgiTb7+ebNuQbGpzxFHmOOsXWQU6+qouoDILrFUPe1P8QG+xOYPKSq4gAgprOvnydaiGUcOuYIUVFYN+XHYXMbsX2gAEPJ05feAbE8cO1962t/XLD0A18gUyaxVBklk0ejwpqQ4i6i1C1dKFoTdppsF8ATk5qGMcYpqX7I2IS3EaCfOihPK2QQCwgCGRYAA2cQAExiEmeRlDyizYR16dOvbqxJFXp3pPLhBBPBGvrV63Y1tLQ11LQ11zPJ4EBEzR4EkYPAlvi6IizU4lE4mMt1oXYb0U4EgEANFY9uTBtqGeWnDRF+CqmzGAjjh0bAN7iz02MTo2MTw2MTh4qu/IyxcBoLwu1nljY9fN9Z03NUcbapWFBfM6ZyZSs4kJbmoboixbqbHbhMLMPeeOPrtWY+dc7jm6TV6BY4lUicFDJfdVhfwKSoglOqLYJycUf7bueuTtV/+fdy8+fW3Hp3IcDQ8RQiO/sfkVyC43Lq8cpwZfmF4Y3r3jURZLOnxICo18auziQZ/m8zMen7DKFCPk8zXUqlySB780xT3lz184l7o41PLRRxzH/HxI86cCfYvFnjVTWDlGXkQstTEt56XyxnUkfwgUhfTs5OkXvjY3PtD4pbvrP3ELJ7H/JCdd1CO80ULFq0iLVUJ8pEyJakOjMi8AILAZCl+bULV0xqVBLK6V3G1iUoIFJH2BaytN+jIcDoKHIXDMzEemx+3DL44ceX74+Gvj6QUeS7Bt+yo++PHaru1Nx5++88LBddFolk/D8HTOyopE7EjUzuW9VCDS5KXysaFKVQVaQKSDqFtpAIAaq2F7TQXt/O0zNXt6TrwyfvK1sdNvjh15qh8AmrbVbry9fdPtbRXdjaQuhDYFVFrJXd/czJ3bBuVVOfokoEufXavAa8OvBpdy9K6o1HvWWiZYhMAt8QTMsfonrakhyP6XrGne1H3fqZNPnrOPdVTviUynfR+tWJKnwiL7Q63ohF7yoizzUoulZxcUaRliLeQExIFAGzJYYnmW5b08EACMz1w4P/rG+rpr6+u2LFggatetky5W64bKFHMkT3qL0LHbbmivuzYQpaDAOepPTE2sbo11J4p2NHzFg0m/xl75mVVeUbnzGhdhMnkSqpFXTeQu8oTg7KSQ85d0XDm1eFPOCTdd0Bb3UNtt9CvRBx/MXx4Cy4m5A3ikVkstkCGKu5xW60jPcqZPMZpkF3oe/xrZ2Y7f+9XkbRsp446hv68azOU2NRIAojKriUhoKxkUqtU2k3M3ISlr4AQgbDcgMK6U3BEZiEmeKZtVyIgRI0ILwUYm+EgEGWNEgAw5Z7gwnTr42PChJy4OnBkmosqayh17tnduXd/W0RiPIrP4+MloajqZrEpZFofCsZx2o6rLitqRiGJs5gjplnU5Lggjb9YsDG2usnHvDty1nU1cnBwY6ukbOPvmVw+/8TfvVbZVdtyxoeu+ruotjY4oy1TM4gxQCqukZQeOnBgC2BxtcS6BgKuFHRGS1HxXWlZkqFsZrCuH6LVUsJYJFoAxSXBzviYAIHJuuG/ZdtulidOnzj1Ts7erFi73TqNlCf/zRl7JbYUrncsysisJQQAnRRKQmLXapSkcBABZO3Xowg/KYnVbm+60wVRjV4GY1hb2ESyQWyzkiYKL+6rNG+WLAb6eTUBXyuA8LAz2zZ4+3nDPR6xoDNLmywFoIuXmRl7RlCdMQD0tkV0t6ugRZRlClysKX36uGl52akVLR/BRG6ZGz5195h9YZaL9P/5abF099/MQPyGWCtgIAEytAZQ6uzjdqSxRca42AYWJdRBcS7JjLu/qJuJCqQQBbE7ABIujLDGhRR8hcbYOOEMewWyazr48ePQHPadeumhneFV104bGO5oatleWt4IN00fh+FGn4GiRFSmAXZmNMKC6DK6qK8IkoXoxoWWDZC5ajY4neSb5l6CX3qkefasKRH8l4KnGpo71u/9kO7RMnH164NRz/Se+e+zoNw5Xb6rtuH97+91bYvVlnBgnBnJnUCq526alK44AwDkaJjaYVl1X5q8MW+0uwZU5iJQu1jTBck4Rui3xqGHXaIS4ed8jbz//fx09/tjNLZ9D9BykWYXBsGRQ8u9e8gV0sJriKwCAo31PpbLT+3Z9hZeVZZOW66yfKAEal+H4aJPL0Sf8cFKDfL5QiK8/FxXr0vPPWImy2n23aIvc3morgBsFmstaZIvwMgRagQuClVsl5E/Zf5gdL0twVVyQ1LICT0EIpvpPn3n5a5H6quY/+pJVU80zECCNRv8jaUbBHX1a0hri0mgVAGdMOzJFsLJMhrQYMeQAwJAijAuLChnGLEZAEGFWhFnCN0sWAwKC0ddmT/7g2OnXzy7MpMprknvu3bJp59bZN6+a608yi8OCYwZInVokjGiT74tXlK+OfL6eL+xP2HVtsgpkBgtwlM+UIsiS/E0EGeRT9vw7Vmx95fqWba2P7pp9yO7bf+bc/hOH//IXR/7qtcbr16/76O7aGzchopZaCYsMIm3OQRhiMLWsuDQK4UiwHC5FoExGuB3zvG8JYE0TLHAue+bavIqSG4Nhq4Y4RZIVXXsfOvHaP52Ovrql9lZAJ64I4ks7qLEvy+pZ3riBPL3og6MuAi7uWkJYagGLvW8YXJgihdMILl9AMgEyf+Q0MHF4cOJIZ/c9kS2b5ziRhdxSq31NoUzVK73KCDLa7rRHpkxM6ZsKjT1H+UzulPP4ekRibsfUQP/syWNNt384AnHM5uBGeQmT3xHNAPm/SV764gqG7gcI8g0cUwpuFKaEwombuwmTd0BzxV0dIKANVpojd1UVEoz3Hjn1+j8na5qbf+sr2XgZny5MUgjuz+mctHA+tiY0yEhJtKQECxGQSSEJU0yLIVmWFKFELM4k/eIRywZCZvFoPDu2v+fCdw5eev08Y5HW+u6O9TuaatbjBC68iHzGjsEcZnJclJcJcrwMBA5o5PvhoiNkUHLTFwGc62mcbpK1gdumI43RxHeiGI0AASUSFI83pRqbbrtu9j9f7H/uWN9Txy/+rz9MrKtpe3hP/Yd2UzSCat9QX0AkNgOIkLjI37kMB7ggWATCV4xT+QlWSWJNEyxUfcyUYBHKKwo8NuwI6jp2tZ7fd2bgtaqy1qaKzchL/uuFKDVc4SZTcHaTmYtHBp6qrdiwbtvtmaSl2za5+ZBjGcHDgXyOLuGTDub2Mn1dfz0MI0hS5YIKcOnFZ6xksu6aW3HRfZVACr1M0VRpw9ENDwReltrXStcJSckEGntWI+cPnHnzO5UNG7rv+bWpsjhkiYS+UDCd8jwZ21tcs3ZD507vG3Ll6FjOAmTSwAJyErIuhqTNVnFASbAIOaCdzl56+tDwD9+a7x+P11dsuuoDHcPXxBJlMA3z0wAEyIDFCNEOLnwRsQjBIp+LGSWvr36wbdB7tGLuTEN2gAluhEkGCQYLAA28LFm7+ZGbNn3yxv6f9/T+6OCZv3ix56u/qLtrZ/NDN0Rb6rgtD21yLrYIiTgSVwcG9WU4tqE64JRU2SBWFkdLv8+uaYIFzipc3fwk7e9qR8eXAyB0Xvvw3CuXDg0+uXfvr9fOVbK0nVuwsepzaZAF22J14ysjtFp6LsY4Wmws08RDfknSMuAUotD03JVEkLJS71x4PBIv33LTo7w8JpSvCZwlvltlCtWDTMwl00Ijip+T+RL0Cq60Y17fwLipof6ZE0cbP3g/i8bFewXUDBUqo8qpIO9JMIiWFSonVQFdHTVQpqUfl9fdAqLrswi4SLn9jcvKEMvm9F0Ei74IAWiNILUMBoCRs2+ceevxiu6t6z75q3OJqB0HtA3Nm8VzQZe8Sj4Y5xKZNtCpvB0bnQB6cmAg5GqEwJHJ+oswYaGdZzIXf3Rg+LHXM5dmqlvaNt96S9OGrdY5hgsIjC9lzCykmpY4EOl4/rEyMJkCB2EmDqSgo6HFCBMqkpUBsiEC0Ev0LRstQIBWvqFlW+dM08iZiaOjPz00+szBqtt21T54e6SlHgDIZsQNYRWAFFaJfSVb3bwigyfujgAAIABJREFU5muxDoyo6xRIkS0K6NolhbVMsMgc6MGQhgZ+CfGJy2PdH/zie8/++aEj37pp4xeSFC1hFbqgLYG82wQhloYgZc8cIVeqCMv7mGL8st89/1g6PbPt/n9DdfXcmH6cXTmHYOlZJ9DXYF0eR3RHMdmSX3CFAQmavCow7tgLz7J4ombvLQFDaiBtgpzBCvctfM8uD5S5gBwo4kIcZX76p8mJ86xOgkdEG6yMtje0FJBPKukPoAiP/ksAYxfePXvge1UbttX83hfmohaI+s9joCAwC8M6lvOQWyzq5b9a/oXqLyp34pTKTDzz9qXvvZq9NF1+dUfXFz+2/qWOyBmiPgDL2TAp0iBsiJGKb89v6ZDCPSWr0A8AkLUhkwVEGCLok84WEQDUZartj98X//2PzTz52tSPfj754rtl1+2seeieaFOzpFAc5ScmVekA6CdYDAg5iGNFXFWyh2OVHtYywXKmAVKGfABQm1YjY5MedFvBSHnl5ju+fOyZvzh0/onrmx8GeB+dFFsBlARjK4lCBCBfuYrd6S8nPQKAo4M/GZ/q6b7l82VNHZyTOev4KVSgSEnLqBx1K3PG8tEvU1jip1BC8K+zC5aveBwJMgODM8cON9x+bySWRBsoh7TJ/eo5fYMlVUHJvI+AHFBtpelvh+jT/gl6z2CCxS/XiONi0rLAAGOTp06/8e2y5o51n/6VeWbJQwyUf9/TeSS/o6uZoRPOw+n1VZQIpK1Qq9lB2BlAALBp9jsHhp5+ITMzU93d1fGJj1d0tUeGCdMcIgW8cjAKG9nys6vLUfxdehSx9EIAMlTg9doAwXkRo9sCAEUgPpCpOxxtaLth/rf3DB3ZP/XS63NvHan8wHXVD95rVVaAsmoGBMgV2+WCVxHoYwA2sDQqChtkB6skadaaJliie4BBdcFpH6KpyEaAclktHMsa27v2PnR6/3eOsxe3N96p72IrPQS1Kf+guMzCG+LzvCkWKGtebiGWH2op2fr3h9xJkyfjZSGg1JfLqwAAOfSPHewde3vjug/Ude6xxUpBa6x77HwKGBTKYVo6mIdgmTSIgsRa4Jrs/VRsUaGXnPg4jD77pBVLNOy+jQmdD/eeUYH7fQgBw7FT58uTJC3SN/Tsk1t8ni/+ohkjsDRYKQJQV0bmSafALEyTunnn+OBqKyQXdYPMzOj5My/9Y7SlqfF3vpIqi2mmuEga5Pzv+o7+59yMH8BYaVt6yiASM0WEuGUtHDkz/rWn0ucHa5Ptm7s/XlO2Dt4k2J9FGzANlPBlvISBKI9oc+m8apEGvIz2jQjCqgvnrnQ0lxIPFiqbF2pujWL5yflkzwJL0Wx3Mv3Z+8s+fdfM48/N/PTV2TffrXzgrqo7PmDxiAgvzZWBNFoqRh/d2THLTCt3UulQz+wleSnhGidYzpjOlc1fkoZ8tZgTwPlIpNYz9V37UhfO9Qy/mSiv3VC9L1R4D+EFgXPWphS7NgzPnT488FRj9eYN3XfNWkAIyAozpuDW0ALw+ppRXHHN1FDN0OieAI2JLVDvyvFVLjMnjsycOdZ6x8etaGI5+32LzC/L8S0W8gtsgmPoiOKYtCGkd4VQ0J9j0Yz8X6dwFBiFgW3B/Pjg8Ze+GqmsbPy9X6eKJHFA7hZOFJBbsATLT3TUVobRgBH08K61tZg0CmD3Xhr/9pOz7x6P1tfu2PmJjSObKAWUUlIcBhRbmRVlqcHZEFzy27IFsqZtlqboWDY2ksH6WNmH7qvdfd2lHz09+diPZ5/7Re3HP1q+Z5e534eKxZm3YInrIUkRLFQES49DJYg1TbDQtfehhYpa8O2YwnLGNSICQLITbN3ND86/MX984DmMJzrZdrl8L4W98EXgG1SKJddZRJRVAjVzBYpg2pKxpS4AWbichlEcwZV7RTs523eo5/tltes2fPDRuUTSjjN5z2AQufFLj0yCtUjIIMIk+x2qKCYzA0MqBo6cLMBXHCGys6M/+WG8vrn2mltEyWTAQC4VpPkeKLjyxPJGyeu7yNfRQ435XfV5NiNpP5eyMoD20r69I6wioIjKKrhfout/d7NbJNeCW7cj71wMSGDHYLps8uz3/o4lE+t+47cxXiWNx/rliwF5uBwCJFiBlaDPn5pTg27qoBYGEQTkkz/7+dRjP2HANm69Y13ndclh4OXk0ut15RI0KhZ97F3C0FDUNYGzICs8WdXmLSDLohhFpu2mn4zxGAMOQNRRe+/UVTtOD/585Gv/NHv1VfWfejhaXi1Ur9CWXcZFsLT0WvMwKLhXrhLWNMEC4xShqXoVNJ7qG5mkEYco8vpkx32/mv7p146f/3GiEVuqtpUEh1gOqOhvUPwU3zcQF6USAKPlKOqtRPVNLwwf6PmXWKKq8+O/mUlUAMi7PsA99QbqYOmHJftCwNyW06hVwb7jLz+fvjSy4TO/g2h5BTz5iVHuYJfjWziWsw9jk5VZSgIIZOX4FstH/qYZ5EuLBfCEtiF74Yl/5Jl06x/8HjbVoN94bGEfBQN/BDV11LZHyRR96KBSnTxzYfDSPz2WPtdbsWXbXn575WQZHbN5hBVWw6UwKpYU3UAAIobWrF15ZM4wskU1meqKmx491Xh+7Ac/7P/T/173ofuqb7lV3M6tBSLOsRyzeeTv8iWDtUywyBxx9CcJIliuB/ODMWvjPV8494O/OTj61M511Q3JjfGxVGk13bWBUhiRLg8IAI6abHFwOQ3MiTOXGnvr7LcsFtt5/RdT5RVyweCPYE4/eSmUS6zlnr2EixwvMWhuY4slEpSgdslOjk+8/Hzl1ddUdHQjN9ZIGNR5IcAX/QEgd1wRJW/955epIAHLEnKP+Crg0ZOLnOu5uwZyF8IhVf5UgsuPnv9NkC9UnqwXdyksKULoffV7C329zV/5UqyxGbmyBQ2LfKBCO0igBMtgWlKa6GpLSGRPPPXTqWefjyTKOu97pKl6a/LgPMU4WbiILdf8uIyo5P+gpTr3mCcKHUdDlCvehSHppagYL5BilzIdrdua72m68PbToz98Yua9Q82f+mysul7IGhEcoaMjzQokWCVZN2uZYAG6CZZ+ILcLKG13uaeLji8BRmOdH/2N00/+f0cOf3fHTV9s5zVoEwizyEuVmC5W2mIjqGSUb5xdgXyXuLXwPqVZQbNyfspV4N5HAXDFWchMvXX2mwBwfcdneaImxYj0ZG9OyaTIDanZOlD4pF0CHbWL7z7BAAlWDsc8UQhh5MdPEEHDvQ+IcjsWi8TMmGullMPXVedB43LwYK26ecAmsEOX1GxCYKUJ/ZYFCiRtgdOwz4XQuUcyYBMqR8MrlEVdBgMLjJInFwIEGDr64qXjbzbcfX/5tqvkhTmG7c+gvAMLlLtUpr9ZWzoPRCB1/QABIWQnxka+/s3U2Z76Tdfs4bdEziWB5tEmHkWVi6+6/fWfy7VQXhgYZcXogyG8W146/maqLzt3hIVkqSwJAIAsTAwuxIcXMMMbWx44uWdo6IUf9f7FnzV/7NNV23eLTuWcaFHTtFSBxxWslWKhuDLl0gPKfy5FEPGPuR2ZOxhTfxlgeXLjx34zWlF9/I1vXLJGMtXRbGXEGeBCFBEl32FWEMtmV/Ppyf1nv5Gl9DVX/WqssdlOMEIgBs5f3cKZuxcwb+8I6C85HB1fMH5CjmDuMK4tQvDGmj95cvbwe3V3fihaUQt+awP5q2vpvoEJIgHagLY0gpD/H+PAbAIy1ESW+m9ReKqrYKxgx1oSuxLfPQLjoyf73vlx9aar6z54l6e6XD95UC1xJ6T8xwv6B66f6DzbAATz7xwa/G9/lukfbP3UZ7fseCCRillznKV4CQxKq1+CZSFQP1W5YZasOdua55GZbGPLzq4v/EGirnnwO18f/P63+EJKfDXQ347kX90MnI94Jd+oYKxpCRaAFEiag1fgItUv33IFoEhZRdfHf+vs9//q7TPf6r7jizU1GypPz0SnMgHXe11+WfP6Fi0flc1yRFmu5VnwCu6XCcEvHjBh56qhJY+f5H0kmJsf3X/+WzbPbLvtS5nuznGb7IRFVl7RoF+MpBwJXKRHLhdziaN0ML8QxbxCRyVlMi3XyUTpSIRAtj36w+/Hahuadt2Gc/JUkbOWdS9eL0cxK6Aa3E4EAMDSxGwl73OlrPuRKQ1EBLqM/eICvz8xZ65yel1+EUne7x5chjyF15/PL+HzOeYqDALM84lzz/1TrLGl6ZHPc4tB1mV3A8FQRQdfXp6Q/jA5Sg66DWsXebAcOPLRH3x/6rVfVNZ1XNX5QGy4JjqVthOsGENawcNjPgFpwZlcDnS+ganoaUJ3p6ADPcG2uNDw9U03WqxlIVmMYsDSvPb10eoYa63/2Mn6d4cPv7Iw0Nv+qS/HaxplVJ+KXnDHLyWsaYJlDO6OGrvuour6Z49jMAMDiFbVbnrk987+69+efO4fOu/+fHmkozS/6BUFLT5u/BJgKePgMkbRPDlPLQwd6PkWAO7b8iuZrs65phjLEhAB9+W4RKalHR0BlSekR/jkj5s7Sh7GNvHSC+nRi52f+A0rG3EV2ZhfA7BMwZUnAAFyYFn13YwVlzlKGGK4FR4REPNQt5XN2/OZAhtVUOMJCMbp/HPfJqDmL32ZV8eEdBA8/DUXOXZ//SXo3+RurnxmZvDb/2P+fE/DLXfuTF1b0Zfm0RRZeEX3KN4Hh9OXgUANLcdXDowsw5P9c+IGyfV3fjC2Z+fg9/6p52v/d/vHfqWiazsEESwoYPm0uljTBAt8Su7ofgA3ncrNrsRPq6Ky61O/2/ODr/Y8+8+JjR/pxG0rXHx3AYrcB1WK5DTx5aVkJOGSmqxpFibelKs5gS3RXsPljA4k/6h8JqYvHLjwHSue3H7bl6GyPlPGkBOJmT/wSHluCUQgwfJKsHTDQV8wNPT9DcKkJQeCpSE46ZBzYZwITICw0N8//rNnq666pnKD0cWMaZWMV3BTH5+vIfRiNmCWtNzC85YB34IIuRnGGCPQcBD/F3egxwAxmIuPOhK03L0r9+d2Yvm/Oxhfx504YW5fdwoExpfVcRAAYOjoi7O9p5s/+dlYdR3YzqyJniHa72im7vvurjbgJsOCS6EnJQRASI0MDnzj77Oz0103PNzUeFXkzLwdY2DlILLeodJdPYsMpPm9/e4rQRxwCcnKaweXXhBlcNJb46hXaeZv3aEQgMhiYBEAJntn1jXXNF77hRPv/Wvv4//QdOuHG6+/E8jo3QSAoQRrtRGs5A65Hd3XAPijsLLkhkd+u+/xfzh29kdYO9tZu4+EwvsVQJ4GdJn5q4ZuTEKXmYa5xndx1uUkXfLQL2cb1nXyL3yXNQqQ638C5DA2fe5A72PxRFXHo7+90FSXspVfHu1KfwHdxNgbzCAkfq0pjxSKTO6lHQ0vx1e7C1dlAJrz7Mh3v80qKpo+/JC0imQmRs7f4Mr0mP82JjXMkpUGTyt1BfYl6KNNV2gUJwgaVXKIiPKVyS9bMpeWmDOM8ylzJOj6djlKSJ44AAvjQwMHnqnqvrpqz3XiBjp9NMy0eOQlWH5H8Dp6fL1tQP2vRyKK4PTJ9wa//41INHlD++eqLzbCxRnhDgA5l0nOeBY0si0y2uX2Lj5DzwUfQw8OpSrBUVRfaj5GXHCU3I1mR07DQBWFScdkz3SyZxqzvGzTw+81vDz8ypPp8ZH2Oz+JengtSTrlxxonWAFrT2MJ6nGU62zD10nEXB7FYp0f+/LAd//H0ZHn58ozm+tuseZKVcWuIKxR9vNLgAtz7x3vfbK8rGnbbV+aqa+1I4CIyEnvfQesPwM/NQb5oPeBfI7SxRfSTwWcrocBvs4zwdgPfpQeGmr78m9Go+WYdpffnKGMmdWx++wPbDxoQwDa0fvKeUbty7nxbelwKvDKdskCc3NLsPL4BljwB7Axe/bFb1iJsrZ7P53V9R9k3AgMXzR8Cd0MG4K+cg7a7cH0668P/OyxZHPH9r2frj7GWZYIgKxVuhWt9Adg545nd+P0X/ycJ67LMV93Qw5oc7ApOoeb9z08kKgfOPS8PTPd+eEvIpP36nhRkpRrLRMscptpcOrf3SddvwwZQa42T0B2eWzdp79Mzz/ec+yVmfTovsSHLCvmOjudK+qSUVjPK2xMWTx+UYw4uOaGkmz1pQUKeMwzvxKgTUB0Yui5c2NvVGzYsv4jj86XlVEEkBMIy5MqZEDt50s4J/0iX9xgHSxPeL+jmHcdhVl3yggLJ05OvvZq/b7bamq34IIhjvLMo0Y/ZQRWitBUizZzNsIHyDZywCWUyDuUL5LaEps/MQyo2MtAfpFkYMjCfdGbFJliQ+XrNyjfd+DHC5cGOz7/G1RfzvT3MgiWc+ucYRBLO5JWdzOt+bvZ9iKWZlFs4sPYOz8f/Nn3a8vX72p+KNqLwIBfUUari7tKxOryRmVdWktNq1pyT4YVEzKrW+WHxrP+35GN+eqBATELIhSdTFXtH662t1Wsg5Pnnz/7xN923fdrVizhf5XS5KhrmWABuEd/d6uiADeXU77VbAQytbHGT30u+vbGiz9+/BfR0b1tDyUj1SGdCLHiQMiwzKHzT4xMnWzcfH3VFx5JI0MuWJc3ZECDzD8OBfnm41KFOwb5eqZte2H+4uPfidc3tV73YZYyJvLALSGdEpcmEhYVTV0OGcq/kXIZCeYHGpflFRd5+dNyo/iFnb7PPX+p/9KBV6pvuDmxfSvnSvWK3NyIHEcXuzKfzX0nH8HSEV3lNHJhQMNv/GT49Z80NG6/zroLLxGxDEXWurkiD/JKjxaLG9QC8kuwFpFW5fZEZAt2bDaDNu+s2syvazjz1uOnf/Q33ff9eiRZ7g1ckpPvGidYLh0sQzpDYGwWwOV9G0IOtdfcWE6V55/95qsD/7xtz6fbJptYmqRtof+fvTePkuyo7gbvjZeZlbVvXVVd1fsmdatbaklIQmgFWUJiNcYYG2zDZ2zw8OHv2IM9Mz72eOzvHJ/PZ/7w2HOG7zPGxhgsBPgTGBAIkBACITZJrbXVrZZ636u6qrr2qsx8L+78Eft7kS9fVmW1ikL39PIy9hfvxo1f3LhxozGUzrXZstatysLF5PVmoUTIctDKXLwshbS0cjsTCWZgYt+Jf1+YGd14wzs6b751ARA5AfmuScnO1bUmWjOL1VJiaWlJlppKBNZQeiGM3n9/NDOz6bd+j+XzhMAiYGHiHWztkWgWT6imEiIbdaA9H5MbC+CfJGLJ3Lx+qkueoLnk1Fai18zlqaia4qr6MJRGEa62yVFAUvx7ERr7ds0VcR1nHGDR6R9/Ndfc0nfHWzGUzqtIgyqtX9Rd7XPebRhKty+p/QILgdlvgkCIQSka/f6Dw4e+N7Dumt1r7oLJynIpri6N3FsKJfnHo4KqEij5IDbGVGA1I3cnGajq0XwwsvlN8VgAEAQUIuXYmvV7oafz6MOfOfzgP15+z0eDQpEcvLcSEdaqBlheT+52AFWNzU7563Zv3P7xM/d9+sWn7oX+uzblrqAcXpK9fFq2EdzokpevpbCypVij6eL0yWfO3B/lYO1HPprftG1eH6sBHw83DmCBmeYSWdypNImuTK7qAIsQpp96cvbZZ3ve8Y5i/xDMASKwEIJSom1ZNoOS+AksNUa1WC+R72cD0ZXIsWiPAPbslaJbqlJ8/ByoCPTmNV8K7UD1uX1tsNDe+Mv7Zs4eGXrr+1ihGbWbUJFK289lB1hJsy0v/NKxiMAAAjb27A9OHfre+tYrrsy9kSZDWu4dumWVe0sii/uT7FpDHZVKxlTLNXKPJxPBmrfI/B/nJRRMh4DIoWv97u13fOiVR/758MOfvuzOj7Bc3hS5EvHVL4wnd+OZXfmzdv5ob9dMem+3/1D6nwByfX3rP/qHreu37j/3racr35tex6JmtoLw9FJasijdXiMq/sWjFMQAQJyODP/wiRP3FvLtWz/4h8XLt1NOXvRrc2+1P0muln/Q48Y99sceKRlTeqP0s+1BWzzwc6PjX/5qy5btfdfczkrAQmAhICep1fH+8UaB+wzVQ5KxqZNKwybKRH82Tttdo96ssfpLge8rJwIpJRaAGIRQOvezb7QMbOy68jrpjNvywA4qxHHV7fe9nvij+IfZIbE/HHJzYdPw/MwTPzr5xNf627Zf2X1nQsX3i0aNeOXsZSwCyMZyIEJE+fG5wrnpvmDdZTe8f+bC8cPf+xcoh5oHViatag0WVLlevjoA8AJ6X0KXA4iCQnHwP3344sPfOveTR8fLZ67a8M7+hU7KIbFay1PPAiIt+SIz112LrVvPmCW9vsWUstJJv0pMfZ4JWFLs/5SEC5WpF05+bXz2xLr2PZfveNtwR1eIUglgXZ6abJazMlwKWSooVWKSqnhyN4UI3QcBRigFIgIAROXS+c/8C2O5LW94X9N51MZk6hWrtcaquRp4SoSY0iit/61knti0umqRNGO3K1/cgPCNp3T9opdBbCViaiz6AhMhbtUIQAGce/Lblbnpde/9EOWQKdMr4+VAnxPkJhAtE3itBEnGOi4eOAF63DoQw8J4af65Z46e+o+elo17+99OclZ49QTRq3VE1A8r62diVPn8G4g6mRXr33/U9aMTIrPoZySGrBIVj44DQ+CU27KlcsOvHf3Zvx/7yZe2v+F9VRyKrAha1QALaw2ixMzj1enGhaBO5AZSU9DxK+/I79114fP37nvhM5f33r6h4zppfXzpqOFa6ZWr5l6h1OivPTL18v5TDxBFezb/8rrOK8utgVBcIQMS0w+qr0QelhYIeSn6c2titnYWkuQNTLIPqcvFZFNp+Ev3lsdHL7vrIy1BFywYSO9nuyUgnlefj33nMRtFi/nCXlCVjPUFpp86BDXlLUxeGN/3eNfr3lDcsBEi+d3jG3+kAqvFgpssFgiA4tICUa3r7xsBFsaHXzj9QEe+77qedzDekAtwXqN6KIsn95pEEMxWgAiI2Fxl7ebroumpEwe+1dKxdt3OO0SCFUirGmABENO97l3KQSzQ/62r36sVKxE5tWzeuuG//PHYffcdPPa9000nd217R+/JABDSr7lItqQ2VS0tm7aqDo1S2nz3GgG4C69QXJuH5jDzIsrjAAQcwkPnHzkx9mRncXDn3veUrlk7jMDzWO5gSERIGKARXOazx48TYo3tr9rkgQUJdsAIWJRYiVq6DRsLaiXC2MPfmj344tp7frV9cLueGrXSwl9bqo5KP7tZEnn8aq1EydUCvQ2rkt74Iq625Ms+GFOHcu31ZOI5q+IqoYl08uoEFoIUASNPfheDoO/WezCSOioinzpKbRcCqK1DkM9gp0QAMktW9Cm9kOTnRkAgqJTmDz5zH8PcNQPvZLlCagf93JJHG5VZQeVXwwuATPEQqCJK7ELSU6Yoq/yqLCMO5GFPotzFWayE29nuct/Zk/u/1do20LP2ipU5P61mgEVQY4vQEawpWsYaanYrEwMAYF2tvX/w4fyPHh9/4IFnxj99ddtdfS1bCKmGj+966VKrll5TZWUgcWcOATCAoHZyPxEAh+n5c8+ffWC6NLKl98ad3W+c6m8e3tVEOQQiFgEQAXMuUTVcnfhQBLXFbH2UZAQEiABDn1JEQQtn7CAAwMyB5y9+/5H2667vvu5mOJ1wM1GzzelIywSmFVSDpxukEvMLonppKejKV04t31c+9JiCrtwpkhDKk2MTh/b1XHdbrqVNq6OwCoRKB1hSvwUCYKlYH8BiXHUJARId/eG9C/MT1w/+ajHXXq0/VjVlVBB5s3odhNavjkpf3tkuTL3KAXKfEIPJhWBiHiN+Rc+tM+Xxl5+87+pb/uA1DdarQTEM5X5CKQ6yIIdqW4Sxa7y0GA2g/fZbCpdtG/+nzz058uW+dVdu23Znx4V8UKLGiNr6KPUNGw6cdIErkuOXlzQ7LbZLkUOlEB2ae+zM8Z/km1p33fKBrv5tUxHNDQUQADHSOgAAAFIXvpGRP7aJj/4QDXD+itLi2BMu/ic0/J94/eR8XDp3duRL97UMbVr/S7+WnyHHeiZZQ3bdkpLVdaVvIMUdbAJcapsbH9XwX5oxtmYuja4CoADOP/NdYKz3hjeak4NcMpKGTfoUoeQul80cYyypwTIXRGKk5Do3W4TiJgMACGbLJw8+PHH24M4tb++B9VXe4ZIvG19FZkjHWnUhsfhb+DLHThRmqS8Jp7zRUsxigMHuq97/9BP/4+BT/7Yw/4eZW3/paFUDLHQXjmLYJeV4vQyPrkCx7SpsPEfQNLh26P/4+NT3Hxt96KHxscOX9dy2jfbwPArj9wZQ+nhw3it1EyLjDkX2jYyfS2iVvnmztGKy5OOAIU1Mn3pu/Jtz8+Ntr7+m913vKLW0DAu2ZSjQFQh1iJQzSLaxtm5sOod7BFemD88iZBUrZULpS9UBlgwkAAQeQDQ3e/7znwmaipfd9MHcSCDOf2VoQrW9QvIFpmepHpI9r5dyHmOAZH8s7xBJ1zNlV1wlspAr+jyBAEDAA1hYuDjx0lPd196cb+0Q1w7aAMsYuUeWP7MYwCIAro7yc2czUVYYyVuhkANyAonYJFifP/byyeM/WNexexO7HHg6Wyw/XRpcldBn+xNQMgikdjGW3Vug2TjWHODTpesEtpG7W1A81rZtTxaoFaQIECAhB8DmQteuK9/33L5/+n///v/+1D9+AlYYrWqABa4bClvz1BDSE0xC6GjdGG/Ntf7yL+XesGfyU188eOo7F9pe3rn+nlZox6QHxdfoF5vKwcKhC987M/x0saV76D//Lt5yOa/ILUcQU0gFAJS0kaKJ0Hbcp6VnCod7YzMyo3cLL1layvzNAAhYiZ/77GfDycnt7/6DYtBBZYBqs372xqQEZoxtCHntNf0JL+0yZBFCb9FyEgEQRn/yMCD2vv5NYPGws9+HykGDUG4ldwPBssFyNxBl07SPWU7ClT8SYARIEFVKB458rcjarmjAq4NkAAAgAElEQVS/HUMOyZuzVzc1UFmVVkrGhPXfVFi7arFWI1yo9LZs3LXjXR/6T79fZyGXglY1wELLyH150JWsxQ5BHaiCIyr29bf+rx+b/9YPh7//0I+PfHrLhtsuL19FOQYsuyoru/ooPYdX75qxkvrbkLIkqo8wVsySvyPG/q+RrPF3/cqSxe7G+YkXD4w9XKnM9d1025pfetPC+uaozOWEJHdG1AYc2f+q+whietmUxnqBjHo7FiIYTVIiJXnYldK5K6ZBQWAlGvvi/fNHD2+68zc72zZQSUpL65xjopBqW4d1qqPsBJgIqYN8Y8jyxpK8vtCjEwLf4FjMMMmYshrs1gzua5lfcaUe/IEAABDNz06+8FT33hsLLZ2OqwVXR2VvESKXfGgrq5gVK3RUQMC0DVakPNpyYkZJRkhweP8D85WJG/p/Lcibe+vqoFrdVaPf7WRZP2X6qqh+Msoqr24pGVZdyQTWYEsZpzKlT2YmVVkeC3qy2dHU4r3HEBAQsFTJnb8ICBtg80B3r789ryqtaoBlyYWGrV9SJI4dyyxBjgBAUSvLv+/2tXfvvfjZLx954bvDuad39r6xr3Vbo9q1qqnhq88VtJydnD/70rmHL86dau0d6vmTDxU2D84SYgWQCBgA14ZNSvqgJYg0rrKXpD5tvZm40xevwoI43j1G6nngWXpfuqODGIx955vj+3+6bvdda/uuFU4ZHMhYvWENjm0oYKYa/kLTlYqNybEYSodcGWPREzjx4hMUhT1X32RDZ9sSyzk8KGK1qwU70AAsMphMnyJUAMt4wyFgEUyMHzl3+oktfTd1N63L0g1ZaRm1gDVH0WL5dTFZU/MsRfu1mCsLq9eHiJUIJ2blT33z9EqiVQ6w9Bahs7e7WIrvBkLiOSl0UF8JAQCQ6+ns/8MPBd988fwjDz41/JWuns27225vL/TX2YrGCmtf9CK2mX4eaVnfgutZwu96Z6EyfWTksdNjz+Samrdcf0/7m2+c2lSQ0oRZgkjjDydErQh1rFkaWskUDsPI7F3V8ImVolK138Kja/GV6w6NiUceGf/ho327bt6w5x6qlikbWqqhY11E3szk0TpnL/ESjJ36YVN9JvDV5kHrYXz/Ey3rtzX1rrXdVmmwhbabBhUrLdZtgEWWGXuklV6kzPWIRYDCv2gEGBEgQMjZzMLhA19rbure1n0jlJaAS1YhLQkcxfMiAlMLC+I+K7f6dwZrnCiMxaKcZ0nFrjxa9QBLL+GX5moxqbmEKrhKPli4StUsbTkZ8Lft6r/7sumf7pv80nd+PP65odZdOztvawrk9eCUQ6pxwj/9VbwSND2Vb2eCkslq5FjpdClHIBFEShYEGOumKKqcHHnyyOgPAfjAjTe3/v4bg1zTHCJDAgACZVplK85J2bMTmIOCZHvs1FW7zwgQIYaoZ6/UZtvooXrSGErIosRCmPzJj8cffLD9mms3XvMumKWqjalfHeXn5czZ6yNxdMbzypkrVvLAFOkVL/U3zNTgA0wex+te7bu3zFgsuoH2A8LsqcOl8eH1N94p9E/2JqCQgWg5tQJbC6U2EI3Dd6G4siEUB6Z8/bOIhCM4jAgjIkS2EJ45+sOZueFr174rV65/yDurheUTF6klJ9TPVbJkZhanQC1TUqtLuePZTsqUsIjAaB29O4Pekj18794VHavX3CStw9Bp18qjVQ2w4vPa0opKCcmiwQKjG+BFpCBXfPvr+9ZcPvf5754+//TwwuFNQzduGLg2CArBLLH5RijcGkKrRln1apErBon4mfFnDw8/VqpMr1175dYdd0y/s2emj/EKQARYUagWSR7mYvZlzkqacOur2NeZx5Re6gFjQjJdSb8UqpYdYfbJp8fu/0rrrt1Db38fnl42llpWdIUASfOqxdOlHVpZQHCW2JRVpXoe3//ToKm5Y/uVMpAsPrT/aMhlqbVI3UsISpUlAznpB+AgcRUn5ASIyAkjAgaVhenDYz/qa97SX9jsHl6rl5bwaX4OBOZSVFmLqK1+M/aGOH9fAbSqAZazaGvQB/HeFpJRg6XmQuQkbAXC7a0df/D27WM3nf/OQ0defOz42JNrbnnDts69XfsZ5RAY1FBlJRcfCD7WS9Vppauy/MLi50p/1RDFVQ33xKkUAgJEFJ2deO7o6OPzlcnOzg1bf+O9xT3rFyKIeiC3ICYPEv6+kYhrs081/ZBtBo6yGQTaqBihonRUYKsUAJCA0DntocnzKgkVppfsHk3nBQaEMP/yoZF//2L74LZtN/12cBaDEkBiRGLNSrMk8K3M3dhFygFiyGNHkhdH3uGmvpezpG/sIPPDOfQ8Wg9plqaoFKmu/Vm4MDt5+PnevTcFQQGUBktOiI5fUFIPIF0tCFfvaAyqUG4REiIgJ4wABajSt1VWOHIAJIwIQ0IGx08/FlG4q+d2YAiQ3cDc1yGLINNd3nLShWq9bfGqHFP50qPKsmN9IiLNJr2KMMyYJd01g62s8rZfy4tLdFn6ImmVA6zGA4AaCzitO7ViE0hLwC8ECLvYTB8DGOi55bc7Tp69+D+/P/zwo6O5xzcXr97Sc0MO6z//cqkVTitewbUCNuY5RucnDxwZeWyufLGrZf0V/fd07L189Hac7wdWBl4mFrMrR0DQCzh5ThB94AGFcELluVGfNxQkJ7NLpUWvUkXp6PGRf/rXYv/Qrtf/TjCZk/Nxyho0O3bJmJI8T/XTUtQhddNKWKL7GxCb1hNdMnXkBYrC7ituUOyn7K7AUlZp56KWe3fzbJvACytDsjxdCYAFagMxAkCxRcjLpdnTF/atb9/Tkuvytm15KSMeWo566+WVmmrsS8l8S1JWrYSBkkarG2CRscECqA/qVtN4eXAVuYFanDghiABIKG7eVfotBBCWOoiQ2zAw9PH3lt4zPPPZHx557snjC88Obbl2R3RdAarDLMrIYKkwKB0jNQRBNWgImGJeTdRUx5DmYXR27oXD44+X5qY7h9Zfed2d3VsuwwhKPZwVMFdG5IAInAECcULShilIZmOQzINQXVGExFGpsRBAQCt5F5O4pTDeUvVM6GrCNJH+r87OTWUe2n9q+HP/VOjo2X73h4O5Jj04YhI1XoZi7Bp9XZ3//QXaP6ulFioZjzeKxfJcsmq/bg2rx6bnXRTZIsuWkb5AA6pQ/ivNSZUGyy5t6vD+QkdPcc2QfXOzc6GNtsECuSqwnIUCgDkwCESoXYlGhCGB0m9J0BaSNHIvhWyhcvz8o0R8a9f1ywKFseqPJZTTcFoK4EjN640U2AgTmkLJGC5y8gZWK1+XTLYUUEIBrLG/siHWqgZY6Bi5171L6E2frrhCK0Trg80WoZwPkSmAJe4jBQEFOSI0b+xv/b/e3XXipgv3P3bqxz87h0+vb9mzqfVauSYDoJz70ZJt9AwDO9Q3vtM3IxoSuwRyysgonpZX2ZAsPP6epfLs6fFnTk0+XYpmO7dv2P6xt3VesTEinOMchDKEs5zYJUEmGYPUZWsITFu0EymoBQJ+IYeII4RIQlmla2aqGRyVx3erpeoZyXfpuE5J1rvU24WJb106emzkc58u5Ft33/iRwmyLnbJ22XpKTq+GPGGZmpeAnk6kzy/l4q0MrA9hd7BVtA7FJQ23jBQTYgraxQOtKmIOseJbh+onD8uzpw73XHWjVkeZBzBuReNuGsQFhdqenUsjCgDhNZRQ6qgkwGKhig25tMFaqFQmx06PPb2udVcz60h99/o7Dj1PdWe+dAIp9jnjP+JZvOLVv13oy4KKA2LeqjScsjPYgckNRPQGom8P0bLAaeCqYxloVQMssLu+3u9QZRLwACzyBCrxhGApq6xYVMdpFFsS6sA8FHcOrPuv78VHzl3818dPDj93YuaZ3t4tG9e9rrd3M04Qm6z7VVYyC/6cUa0F0+T8uZPjT52fOkjA1/Ru27jr9c0fWhdeDlQW8w0BAHJgZRKAiSFp/y1KHCEnELiK5ANJLKXClf5AcJH7iZO3PVtEQIuwTFkELbx8eOSfPlNo6dxzw0cKhQ7gvkv6UikroFkE7iH32R2/K9uoY3nIu26sNy/AzPGXeFju2LZHIkZU0FEBLAWIyQ6Ru+DKyF3fNggESIQcSKMuROAEXB88JORESEh0avp5TtHWzusX9f6NpRXAQCtLr+NrzZJ0bYtw/v7q0KoHWPZyfLGfpCrSklAdk4HMgHVEdVETU/dqMSlpEEmAKkRiMpAYJ1ahIMTgmr6NW945OHXn6I+fH/n+vqef/5/NA91Dg1dumdmbKzQBA8hlHstqeZxZlZV9pdyQNbWXFrHWvCSiLVYJAVSQOA3PHjo99czY3LEcKwytu3Lod69t2dRLAVS6AWZQLMPyciqhCOUJBlTqTk4ojK84Z5UKRpwhEJGyJSat60RCgIDk+2pBo2Eas0QXQeIBKRlrv5pHEtqLCTKBFE+nH2b3vzj66X/Lrx3YfteHm8ZbxXyYcp1zJlIL47rSZ09JAXCtuFpKO1M1T15tCPnGHXpil9AqT1tc8r66F3gp5UHSz/vUkReDYkvr4FawtgVBeWcwwIiAiY0/dTwQwbayUkbuQoMlPV0pDVZEGHK1RciRc0Qkzk/PvNjbvLEl370ouVF3Dn9eTPTXq4i1kqxmPi35knkiLa2VlS6p30JfSidZMjDbQi/d+fuSDopeClr1AGvZCtEbf1g1EEGaWwn1lT365FJZBmr1FQAAU4HUBpVeBGjtu/YNaz963cXHXjr/5X1Hnn3sBPvZuvbdQx1XdOLa+l5kMaqs19RfNWi2Mn5u4oXTF58rhTOtTb27Bt881Hwlvi5fvinkrUQEVEIIpdpSCCLuzFykGEQzCREhcWHpjlI8kS25dOXW18n4lZawcHR8FFTni5kn9o3e+6Xilk0DH/nd/ImmRVaWqHu5SQ3US0U1BtZKGndJdJXcUgQg4tPHDnRs3oXIjImVjbSMBkvp/Z0NRJJ7hY7NFqmjhSQPDBKpDURCziHigDg2fWQ+nNrZc/ty9UAWWtkzvUupUqDh2q/lU1ateFXWqgZYKM2e/HGeBXgqzyUTIBGhMV0HoyJCVMlFG0jOr0IYMSREEuCbMfmAyjYGkZhc8VNQluA/x1j/rbv6b9+18PCZc19/+tQrz5+YfLqtac265iuG2q9oCtpMO9MvN0wuYmrLBaX+WuJKOr2iVIVajRqXItoyraLcZwIACKOFc1MHz068MLFwGhH7dmze8ro3927dzAkxhKi/EhBBSexyEAVqRS5ciXIWcsa50FdJg3ZOwIkJa3dEYowjAnG1/FP1aqNPKVuSCgeS/GbmaDNZo9pVpHhsLIs1kVrFWd2AnkBAmPrBjy5+6WttG7dvufuD7FxTflrW1gBKLcT/GWNrcWvxTCzBNmJRtLSmkt2TWVtpLf7tIUZKSdkQwirf19tUW0eV1GfocuxYhNLocDg/277xcomfuDR8RfVi2r8ocunLTewAWlcQEgAiJ+EWHAnAOBol5BwAkXOMuKw35BhxQDh18dmmoLW/eesSeic9LJHA/1karbiKlbPEcZR8o6roJPm+XnVUbCGACjjrZCpaBlpSxowUVy/lDQSlrIqprOyfKxLfrmqABSmdnmSsmvJbabftYKnd1tjICgcpg8yZQYX2xM6gUF+hMsNiqhCmAZZ6AIXJgKD97sGut75le+WOsX87Mnz/wUMTj7088cOuwtBQy+7B5p25fKEGwFo8LW1JvTLRVUayJhIewvjM8bPTL4zMvBRRpTW/Ztu6W7b+b9vbbivCAoZUEmcCGccgYmI/jpjY/lMaLCROGEYs4gyROGfKnh25srsCACa4hVmwQL2ucZOlwQtZO4O2fkxLN9JlqCw6MC4lrZQmmXd0xCAXTD306MRXHmzds+eKPb/ZdCrHAwvDNYp8RWXiALIemH03s1XOktuJlAAlsTboatMbbeBvQzdBYujK2xIDrdVPTDRbzY927Py5EwDQMrDJNm9H7WoBLCN3eYpQuGDQ+4bC9Iqk+1CQGixztDAi6fIqIonJoggiXuGlC3NHN3dci9g42ZeOri4NJatNYa1FVrEIF6A+zG1YREUb/khW50Ki5GHDlKbGF0WvabBeXUoTmZlXB1ZC6/tqDVACV4lAxWfmFKFqjzK9MioNBHOiEEFgKbR1WqgAFjLCgPLNhaG7d22c3zV/duLM8MEzZw68OPHQodkfDHRt6y/tWNOyOWD5lF5x33ulb2MvI2V+byI+PntiePrQyMyhUnm2qal507Yr12/e3dk6gL082LLAWAQ5YEScEyLxMIgqjACAMCLGxZE/RERCQqG70nhL3IxD9hYgi7sM1x+JBFJXXhxEuAJZAADAlK7RL46XBpSrEdHkfV+ffOzxzutfv+7OdweHmdBhCEejDZ4VTKV1prexwvJ0Qx20iAakZ1nKG2WEfW5tsYe58yeCYmtT5xoAtfGHSvOqF6ck8wgkqiEXgPLlBnZ6itm2AwpNL5egn3OI+IWZw0R8oGXHYl++for3UipgXSWUOowb/sr+mwqXTZIsG61ygIV1rEndlF6O0UYaaGVBNcUhgHHJbAEsRqB9hSCBtUXImAJYaAcSQyJXlSW0WYSAnFiFKES2hoJfj9p52068fg+8buzA6VM/PHT28WNn5g8EmOtt2txf3N5X3FZgzaTWm5gDzPs6xONdN7Uf0vvvEsmX+qvx56iu5IywUqqMzR0ZmT00OvtKyBcCVhjauXHnb2xav3c9BbkKMaApCiBqB5oHIBJ7dggURawUBmL1rgCW/MoAwAkZEgrHCpyBYAO5ByIORSHpyUY4wkYQpw0FUpOfjBD1lqGeqDTgsqGN0VelSi60Tdf1ZmRizWr9JAa8Uh779Bfn9+0f3Hn7psvehseQRUBStKgTYctBdUpbYkgBGi2e7EKTIMkKi5Dn6VzmbgKm54lHVtUkZiikNqVmT8IpSBi5z5090bJ2o3LkkDByBwB126DUbOlY7Z1BmrEDczRYpNRaHAAhUluERBBGEEYjM68UgpbOpoG0F0muITNqEGtmQUu/V+8nWISeLGsV5H30FZhkzWojQb9mqhrZbyrqSWf+x4yBagL2+ohfkbTKAVYqO5LnY6fntUNiRu5owS8L2EktFBpllY7V5u3iWQeildHot1TlUqwRYZGwS2rCGOMDW9cOvHtt+au54X8cGZ49Mjx9eGTiMAJ2t6wf6Nje37altdBNHKhSJzu+6gv95SX/uy1UpkdnjlyYfnl05hjnYSHXsrbn8oGuHWs6Nvf93nTHm6epFEbEgQcAwDnyhRyPUF/toDwpotj94IRii1BDIKGelC1w9JTiSQMl0KorBHU7odN66SImpnqPxepmVaWU2CorDbNnOnJx5B/+tXx2ePCOd+5ovhUmtYWTKnmZaNHYp8qbXmo2/zkfWTbSAgBeLpXHR7q2X+18F2W07uSx9FjgqrXUA5kQTnLLWz4QEgGXW4TAifNwdP74YMvlDT6hUEdhi0VXi63v55Bqab/qVkWv9J1BTasaYCFVN3KHxIf1LeuTefRoSqB4+ySgQU6WC2hkxlRLwSnj0dAyt+KoFF1MuXiQz2QCGRGWjN8HRIAyNO2INv7+mo24BvGGqXMjp188fvrA8YPnHz0Ij7Z2tfb1bWif2trbtMkYxdvEAAPfmtpM99ZKonoXLZmyFV6zak+CeBBxIC4DK9H8xbkT43PHx2ePzZbHAKC1tXP3rZdvuXLjwOa1EWNEiDiR31iGaRQXqEk/7BxKYa7CAwSKiIXEECjkQYDqCCCQXs1rr6F6mxiAyYsFCaX9nDg4Jc3hpVdxspVLem62JycmsZ2GVST0WzqL+N/Om1xfVFt0JNCSgFDlQydG//vnqBJufdsH1/TsootkklOikIZT9cKJeZyFSq2Im2uJXBZP6JX8riZRNgatkaVjLTxsSJWI2mmer4VGv1XPqPR3obVojFfjLR9hfvgkEW9Zu9EcAFTercC5l5UIpHcG6d1KJBIur4ikZFVG7mqLEKQGS4w3znWfTJTPh7zc17KljndOexM7LDNrZOzwrCU3hHzNSwclSVVQVZ2Wl00V7knTfpE7AMAJdJRkdht8gUlvpSuSVjXAAnO/sk+Q1Po2Pg1nCsCyA227K8v/gqW00PoqyxhLazLsnUEh5RiQwGpMBeoHkGotAg65zVF+R0SADKmLtW6CKwCumD8zefqn504/OXzysePHZ18CgNZcb29xU0/Tpu6mDTlWFK+IAWHK3dLeBXfjV+ENKi5bMWFUuThzZnzu2MX5Y9ML5wkoYIXu5k3rOq7tym+77D1s638+AwAcLpZ5IDbMypVcGAXCfwJDRATEoMKDUpRjSCFnESEKp1Zqm1jBK+BgnIoyBf0JOXPQq3CrqH4xvRtoMbMqRKMuoQswGjQd7+kRa6pftEtNBGAw+9Nnxv/l/kJz51XX/C/NvJ/GqnDIpSfRYV6L52R7Fq0Ji5eS6P5EpFOGsaPzxaa2axFrfi+loatqIVVYpjR+AQCae4ZsvZRQX1loWzpikKhL/hszgXeM3IWnXaXKIgCCiGIACwC6mobqf/uloKsaxSw+2Yqi7Ioi5XColu2Ul3NVoD/yNTcNK5VscLPI/Mkwj/srD5ZCAHDN2O28THl6YWABLP2sXLobs3d07eK1AQ5YCfS9vwhovCcBAXRuaOvZuG3vb26d3dd04vML58+dHjl/5uzI8ydnngaA9vbONWv61vT1deYGcXQD8szW8T9nhABAxGdKFybnzk7On52YOztbvkBEjLG+/oGtQ9etHVq/pq8fMCBACrFjx7T8ZIQVCiJiAFThuVApq8oUIFBIDBTeZcpzB1OqElLQWcwrxg27AseE4jy73AlBMTGhXw+SeNIhCNzL6lrnoTkzfUh4MVm8yGCOT/77d8Ye+37btst2XvP+lukW58aw7AU3RDaiXGE4dRnXKbXasAjS5XgLWcqqIz1vxpIbv+ypUR1GULk4xnL5fEs7RgnvIeqntnyPPShdl/KBa9ITktoNJGXkTjbAosnSuZZ8VyFoTm1iw7tjKRuSP49QqxYhAlMLjKyYbAnDf8XjKk2rGWCBvWe3NK72HB50tVnkzpomUNwr59NRkQuwpJG73A0EkrscBqUxpUC3thctDRYCCFPQimoiU+tGof4KsXV76cr/HfbAegbrWFQ5d2D81Avj5w+On3np9LFjhwEAkbXn+jsKgx35wbZ8X0u+JwdNFmaUD7kCWZuJyZ5Z0txV4566DO4eiDAsBRQhIHAK58ujs5ULU6WzUwtnZkrnI6oAQD5o6civu/zGdTe8n7bs6c415ysUEC0AnAwh4IBAQAWgCiJSyHG2XCjzHAKFFEScIUJEWCEmlFWAFDAuzKSIcZQnosSsAQEoXSOTHhnQUmeS9o6mFv2CXfSan2uXMUopTsw4hdG28MjkpGUkDxntl1Hq6/7Vt3O6sZCM1WGBMGkvjf7DF2dfPLh28+u3XvWuoMQoR/LbJJjCgTRekVhDTtYWowRAORZXxtnH05LUIBUQ+X6hKdwnNaw2OK6FYg2rFpsssRrIS4ltCMlFAyAHDKFycazQ0YMcjeJK857+ELYHUfUAROIYh3COhQjmiAdJA0ZAdXhQbxFyuUk0URrubd5Q5VUX8fLZ1FqYSRAtsg0N+WT+1VYqr2TPYg5F2ckCADDmcU6BycsEbbHjXRCkLsjI27CViFxXNcBqENVEV+BDV6CW1irW5kbLrlk/GLQEKhCsZPZuoEkWTxkrwWVy1swLXSEAMKQ8Rjs2duy4pyPPNuQxmp5Y2H9f5YUvRGOT54fnDpyefUZkai60txd72os9bc09Hc097cXefFCszOd4mS0HPy9x1gt5aXZhbLZyYT4anVkYnZ4bm1uYFEAnYLnOtoHNPXu72tZ2tQ22Frt5BS//lVNXvPs4heUIworcBIQS5UIKEKlSCUrlPCOICDkxsevHCTkwJOIkbdiF8bn4LsILg3oQi3QrUDttVzotsrJwJAkTxG8VKG3f0VJ/OR0m7tcxwEn4fQCwAtF0rln7xQqsGYvAKhCdvjDyyc+Foxcvu/rX1vVeR3NAgdYepWpOlgddiRZ64Uta7kbpeGqUU6tDlq6sqkmXRJuFBOWpsUJ7bxJDx7lV4yoADcVMIymWjGxtlqPKIgKAEp8rRTOdhTovtPhFoAYtIequ1M9s6a2pv62vytstilY5wGJpRu51kEHdBlfpSOfCZhUbh1CAthm7no9VoK2O0qZX2tEoEjNuk/SUTGK1KGduJFS7ikIPIv1pKbYnAIiQzwvfABQwafvAkBChubll7ztz23cWKdoExKdHp0fPTI+enx47N3Xh7MSp86fLI5FofHNLvol15MLu5nx7U66jqP8E7crRn09/nlhwOB/GWt8Yi0fPWEVE4ECVcGahMrkQTi2EU+KhFE4tVKbK0axIF+TYwFDLju1t/UN9fUNta4da1wy2U5ADuWAeJhghjq0b5sPZHHDggJyYODw+GxbneV5ZrAcAEBEiUA45ovQ6gFZTCYgL2AQQgHShiIASfQEQY1o1RTyufQSuPXgglxa/4ouK46Ko82qn7lx1p5l07G60pyujkUrE2souFWj5RDOxpLBh5ev7zn/960G+sOuuD68JNvNIgRsbxcc+mP1jMRgrThrLUYDS/L/arudih372fJayqlo5YvzaLdTCopaySqsJjPRRO732aPIt9RNLfuvH0vGWr4Ty1Hjr4FYCde2ge0OOFGOgHvz35xgIJVy6S/0WcaGLlYODK4CFNFeZAIDWfHfV98ogiOrIW5PQ89SYkrPmsT54MoefVxNM42Tx5almDh9nzgRrOgE202Mi0KrCU55lF/+am4ZXkZZkg6ULcX6ouczCUsnqHHVU0vLdxVI6mQhkKpB5YwXrieOHcaWXubjOGB2qSTB9tUwRFvsqnevmRFF5DAPIEXTnsCOPESccP7swfHju9JwZa0gAACAASURBVMtzw8fCl77fND48PVk+U+Hzdjk5VsyzYj5ozrNijjXng2KeNedYMccKjBUYBgAQYF4+sII+NRdSCQCIKOQlACTgIS9xCit8vhIthHy+Es1X+EKo/rVPguVYU1Ouo5jvbG8aLOa7i9i/bnPzr/+3lzZfO1qez0XEIggBJjlMVSgHAAQYEhO+0MthrlzJoTNMqcKDhaiAyBXAkgohpj6KBKagNkEQkOSRNf3AyWgx1UFAYCAN3tE58SB7gdtfyvIVqmy1zSlCV/bEOdw5b+iklN9av2ktYawCGfD50vi/fnX28We7u7ftvPI3mqIO0qk8ldQCKUuJtdI45wTrHejV01dFTekzVvLd7ZBE3nQj91r6rczOgZNtSC95URSV5qPSfKG9J6agEv9aS1Hfv94HgaWkDZZ8NhosZY81F04CQEuu09+spbzmktDVa1SFvENrKeqoFa/KWs0AC8FcNbOUr+BdllSxZ5e1Gfjl+GuIoy4bYDFRDilzKwKzG6h9YpENmPQCXpUjN4Y8Er7K8VkAa51MhBQyQkAgrl6AI4uQCLBnbXFgML/31s6wzA5fNzh6qD3IUxSF01Oz0zNzMzOz09OzCwvlhVKptFBZWJhaKI1OL5QXSmXuN77OSs3FQrFYKLYWOoqF5mJbU1NvS3Ohra25ra2ls7Oto70lX8irF0ECjELW1jPd2lWplAIeiZs2GIgTfOLKP8B5XqgI+/QoqPAcAnFgFXFfIGAEiMiZWjij2KdTPYXqm5ICSeLMppwdlL0dGBM4YCQubgYgc6LQ8tdgI2AVy+JaDWkGD0DO9TmgC+GOP0/Z3hQAQgTWsX/DzPZBakBgFaCfnjl33xcrkxfXXX3n9jV3IkObydBebTZW2Fl8nDwSuIwO4qHaaj41ZQJsGQjlxPqwEfmyJGIXg41SszSqC8P5WQDIN7dptotv/OlqRKBRnZIVaF00JMaaBFskZR63DA+JA+B8ZRIBi7n2JbU+e5dmVFC9auorqPFJl2/IoLrHJuYCtO4ThclkiVpq5l1JtJoBFjDAJjkpYeRb1ScXoN4lqX9kxS2uACxDK58Gi/kAluO7QUxpwogZgVkG8kxvCBrnWLZhlsR5lmeHuKBOhugYOady4AqiRYxJwabVHYiyqQwuu/vsZXfKNwogEowfYIBQBCgG0ggbhJH+3AyfmYyQc85pdoYjUhTB/CwHgKjCOYdCEyJQU5EVCggAxWbM5REA2jqD9o4AHOEsQFIEMMNhluACCEfQwlwJJJYCBMhTeT4HABEw5eRT5CUObDZsmucFsQkYkYRfIUkbrAgYQy76nEllFTKSMEvu7YpAtaMXoEBj4iNJvUogl96gTyoAAgFHACKMFGRgylsbJxDO2qVpl8Jk+uwUiKt3CLiqghQXEgFTEIRzLX08ZuxgcJhHSBm/DwgUAAU09R+PXfzKI8Wmzt03fbSjfQNwhcYs9OP1WOLjtCSlSkml0qAAKGAOApUJMgnZ7GApPYsn3upCsiPd7k/ECvhgdN+e7UJ7brJibVxr8moiN65qoCm6IdiYKmUAYLkC2E4ZwIVWYD4ogIOxRBbXs4O0vtIaLLSci+pThPPhVFOujaV5l6lOWPWHbKRH6GcyfqheS1p0jf5PL8fJHE/qrLLqHZfZ7eJRz0XJQDurz+A9qRMgX9/oCcnrHGtF0moGWIf3v3z0Y5/e8JFfLm4a4EUOueTCP7HCQ7+QQkgJNFZW6IxFAAmbBGMQJgNNExJoCYxiA4HAZLG8lZqU8VexJyNngFlPMclMlvmECjGrRxK3IwIBQKEtzAWcAALggTQ5okCcIBKBEmABQ97aA/0AAXC7l4TCjpl+dUSvahIHqNiNViAJSN4fAwAQkfD3CRwwAnmsr1TKR1z6o6pQIIzThem6AFWcGCJxYBwYAHHp8tB8Z7tvSSIZY6gu9ZGqpajs05XXKpJ6KQFYUUIjRGAkO1joKAXUlrpJVB9ZfFkFdplhM6u7yOjEzPeWE7e83BDUTpKtNZAm8I5DUsP2OjaoAJ2eOf/ZL8/tf7l3/Z49G381KDTz0OdcKsZJSyGyOt0hXwUrYQWb/u41YlO3+bx5UwNr7DkuJ3EFsPzVpn4pP/Aj6z/9OmSlIAKAkJfyrClZTAPIW96y9eqS0NWKokY11bP6s2Nfc9OwAmjq3EQ4PH34L/5545ve1vXbe6OBECJEDnquV4oFlxIhNuC2EIxeSzoASz6aQImrEImpBQRagUbhZLxemUCl/FBbhADKS5bIbkMT4UdJH81XyEw9U/zdDIqyAwWgEtp6Ejoxo6qX2SulXAQcABnyHEQkNVgKYCFnqmsZSJNwhpZ9WKIPbTiY7HUHYJlmewAWB6OsEj28QIVZ3iQ2ASMulVVc6agISF6VR8KfOoGAfRK0CA0WMTKbgIyE+TkBya9DBAzkJiAR1+cDtU+fQJwvR/GJRCARkytypjSXqvuBXOHhoE6t7VBTj/P5FcxSWCr+4IY6WhOpCROn5HNQ+v6h4c9+hUeVbTe9Z13PdbgAnOkGJj6UR9ZlE3+U+InAc0hMmZGRbFVjzdhhaRNB3Bl8vEBLvFSvjgzmtRVdqDMktV/apt7sWIuk+jvqwhMaAaepuuTkt1tEv5ACWPlCEtpZfO1k0bCetMG7YWubv20eV8JJvV5IlQDz8Tr9ZuzZEBP6fvizpvaUPzLBGA2EI9XJ6vu0hQraQV4cnywnKaTJ1zOxfcN4gd5N81RFl6llpcOs1Qywrr/2Ddfc/ievPP2F4w9/tfP8gaE/vbvQ1QlQbZbQFI91UIlhLQUOHCN3+WBv/OlCrGfLMEthEcvyHawHpxyNmVR6U6AqTTfYYKdqRu6x5aI9CDSCoXgyB98ItVYi1ghwXQg6y+qk+E9KZhNrN8AGW/YDuc+qhRRSsEAFBOLWrhzXjUajZLI9pqF50FOg/hAonFnpbydimYoVgUw4/kRpOiWN3NHYYDFpOg/6sCcjOxa1OXysO1C1O9FZaTysdFoxvYme2UwYn1kYu+/b09/d19Y2uPuq97U09dGCg8bitBQR5wNYwuyfLM1c7YoW0Yb0uc1boDdLKpRJiV2Kkbsf03optRxP7KK+Jg/VFqGPqtaf/Pqxf+0JlTx5OIUBW7Rj5HQOaBT2Wb4Cl4/q4C9PVk9gusJpCdUtKe+loNUMsAAg19y66+bfPXfs8RP7v/Xyhz61/q671rzz2mhdZOCAh6p+MAtdmWQIApCg1kNotKTmCz03i/UXCJ8LRNJFAoBUlkhLQeNewVGDMbWrhEY2q8JRqW7krI/2BmImItd7uPipHAVYkItAQijZFr2xqCd4khoeaYstYrma4NEci3N6vEpT9TIfVL2qR1Tfg8QHVKFgngrip/C5AEAVChA4SghFui6S3Yv6U1qnBMT2G8l9W1RHAglAm66jeJYmU0xesQZECnwRMKkbkx5A5XodCYE4IFmHRgUcF75JZRdL74qqcTGmVOCMQHqBJwClwlT/qe8lYhmL663A/NL/QvmbB87d/0A4Nzu499YdvXcFkDdZKJ65BmVkPslQSIGFtnnGzHYhy0YYf3enG0zn6cbI36b3bXhKbhb3p9jdjcXGoZj9sjo2VmA1So/NnsYlB2DpRiZai2S9S0Yiuz1WywgAIKJKHpsBGoRe/OBA/yu+EMbWKFnLUeRwzkog9Y1qfPYaY9/i7IxSIj1ZHJOhEvO2FEuMzJVHqxxgiYl4cOstvWt3H376yye+8Y2x557b8Ff3FDetQQ4Q+izfvV8LY/+DnVPYu4CDpdQmoBVou2XXnhRYLAva3hnI5FWTPSrAgxbeQCUBlHcG8r5YtT6yPUXqB8v2VL6eRhakTKAIUNtC2SolriZ8Sx5K+MbQmFlbnZnSXDPqyapFzfkgxiIDiiiYiYrik0fApMW6nK8sCQnq3QDMdcwGKAOCbKvc1QVgaE4C2qojEUtWrDKEF1orEUuMmDxFiKpXyJw3DMytzzKW5NeVOhzppN/6RlrZycGYuzPVKUDKHtydzIwGS6QiqbUjJAgwnJi+8Klvzvzoxba2tVdd/4GO9vVWD1teixLk/3AZhZ4qlhjYAMt3UVCGcpaDtMsLV2eI+r9Ez5D+B61+U0je3pXTsa6RO6nqFPjXZxWSvWrHejvBZgC7unTScLA+onhvELi/ZTMWUbDV0cr7aFzwZKMUFBWLNuIJnYdq6Ao9P5YGp3yNSd/9XdxIcFCrPwjBrjBRC+loLWRjK4FEa72bgGmbiQpjgf317dVJvIaVQKsdYAkiaMp377n+w6Nnnjty6CsvfeTTA2+5cd17b4dugEBBYEoyhSI0HGN/c7nSjJ0cdPby0HLvbvMgxR5AnU3Tko0sBnON3E0sWkzdCBjvN3QBB10JUYeWnZZqIyBYFhMKimkRK1cfZA0HdzxXbX5SzNiH/riyG6sAE1dukIULY+UYRGZ1tAonJUZE78b0W8JQHYx+C9HaN5Rm7FJPhMBAnrdDQI4gdxWFGbvYEExMiJJnEICAqScm0Kq1XYiWrlFiaX04QW53avFDMpYcNYg+rACEhMQqMP2N585/6dtUrqy/5o4dxTswH0AIpM9mEST6shalZ8HEz6UIx3r5XvVWpkrTky0i1vo4abE+ymrGbsemV9cgYvkmUKbujaGqwljxCgIABJiPKGxYpckGvBqZL0F5i6Aa7LOI6WcpM1YjZrtLQ6scYBnIEAAx6t10VcfWbSdefPD8N3488aNDm//knvab10OIFGq9imeFiDaQkUnUFg3Ii1FAOZZU06eKVROesrsiEFoHfXAMuYrVNliOf1FQQiXpOkvBOFMX2C1V1SURSmyoWMtORxhLpOLot0S4Nn6X18Uw4ZdGIB7p0F2mdKtA7ZDccRJkYKq93WHbc6toAkTiFEzzYijODAIK9BZKREBWt4ACSQpQaCwlD+FJ82l5MlxmEW7WiYi4ql8bBSl3oIREwjMCEQTClwICcC6s5Ln06u7EooBKKGCo3tFDTkzXC/KEut5Hlag9pgRwPgrauBZAnWRUU5G0AzMcICphQIwqFy4O/+03Zl882rlm8/bb3tWG/TAvgaFbovUNXEoTu14hKMzYDXbVia0fdS1KPUO2nvbUSGj3QlVURGi6CN0oEUjanj01i0eVZS/rLFWWZaiuW2gVaIUZ1q+X7O7CRLgVIjYHxUahL4t6abRfJQM5gtdiGLVCCjAf8rKVOpbdW0lqoD8yK9/X+XrVWriULEvAYuR5ssvzhNqLaZ2yRgsN42Zb4VRRdDljZuXSKgdYhtRnLZRbL9vya33NV73yyv0v/Z+f73/b1Rt+946g2GTJqVgeijOMFP1Ge6FHlm3GrmLV8SwrUM2aoDRYZEsSCwMZzKQNmMCJJeun8+C8sz+2SiIAUMcGZbTGklaWmAm8G+s/MxSDXPYyBJ2hSqpVTjmk6yVx0XJQgUADrCov4nl3B4ZqmKe2y8CCrej0sI3YFNJVGiNuMYM2cheHEoWai6tKNQpn2lDdEhD6oKiGGwwSO6qiXoXjucrIVaBRYJlONVnM5BxGEw8+NfL5RxCD7Ve+bXPLzTQtr3OWWX1Iog4BXv17ECKoq6k9yTQYz1xVMm/tZN6qk5RMFusE+T3JQMaUfrPqzZolW6OqkgVVM8PLuonlCwAQNVCDZZM9v9q7dYgBy5fC2WWp1NSZlQ0Xx7ArkpaVWeokr4H8SmpgOq12gGWjbiHRGEEOuocuu3bbx48ff/DcN3828djRjb/9xt537TLTILiQQX3l2FiTYWgrXZzjftrRkeAIW4OlnRXpWVMmIFCe3KXHbCtWWsCqPSxTnTDaUWoH0isKdJuagSv1y4v/9ElFjY3I9A1JPZZOrDvdZNEn5WSxqFbpyqBffybVbyJRSGyB8hR3Wi5X9RHIu25M2aqbXHKmKZSNN3v7fiN3cYBPOqOSJw940shdHfojAr0zqK14OQFHYaqN3NZHgflS2thGd1KgUR6oSJDKLa6+p3Uw0zCsRFt6caj+NX1qg1mEmeeOnv+HhxdOj/Ts3L3l5re3n+ugGQOt0P4Ssi1off86iAcYX6CI7UrLdi9eLOnX95PDo25gJgZ3DaGqp4J4uxPksGaiRKnUJA3frXIlrxHaqiwn3ilZ7OoSYTJO7wCDAs9kxToNtUtPYMTqb1mbAq3B8nWcn9RXRC1bUW12I7lAiiS0klYR+pQ1FFhxIpo3BaZU7Y1NyZJiaJXI4iiu0tpgRdS0lE+hxeXLNjT0lJOhHNJZDFuRldcUaAsmPSR8scmJVv/027y7An7l0WoHWIqk1oGU+GGQWyju6PuVgRtfd+Tg1w7/96+ff/TJzR99U/uedTIDxU3gvQaORpkhf+rERmVV1QRemro7gaDUWolYu1gAcGOtxqjW22KW3NgMveWc17MnL1mVnP/JTJ9JpIX6WWIR+X7kJpNtc1sXEZvlxUgYI5m3MkjN1YR5yf++Mb2UrQUU/cmVZgG1uw00XhVMQ9W+j9xN1LGqOdLIHYhJL6SCxMFD4KD1F1xBGtKu4ck0zLKPB9WXYO4wd9AGyhzKBZf09UBoDiPMn71w9p8fmX7icFNvz1V7fmtNzy54RRxldHszPs/bGK0OIud4oKkirpy0CydbSMfJ/uqUCKzRQpUH4+yWVpFVdJ0SHK1XQ+tBDyTZGM8uiNP3erswiQtt9KZ61aSKfUTyBSbfst53VBosaYMVE4Xg6zYLPpn/0Cdk0RertBrNuY5SNBtRGGDOX5GvUudnSpYkAPJliW8LZkFX3sIz0qJRRMpHr6twtMWNa5UMiX0/dPOgxljVY5Md5fHmZ3FF/ULpUlJjANbJkyc/+clPPvDAA0ePHh0cHHzrW9/6l3/5l729vQ0pvDFkrRFNSIQdbZuuufEPRtr3HXv0of3/5b6evdu3/MZdxTXdUCBaE0HBMitVsDtRkIOrdIgygSfrATR/xQ3kE7uEsSUsmgP88Vo9ErlWTyTHUUz22jOClUVWkpTbyuBemrGLpQWpiUznJSuvhRigrCzWNRasUI7MfKFSps28td9b+T53GmD1P+k2KDcNaMMv1f3Wvq0MEU5LhcJCbjUzZdhOAITEE8stpjRYDFHsMDKQAJoI9Tk67dsdlBqMCLk5W6pNB5UvTvEQ+8aEiBRNzQ9/+acjX32C5fPr3v1L6zfe1PZkEUL1StV4AjJ3uTIzjAX6yeXvhs33NbNkHCc2d1YvAV34H48Fy+eCHZsY3k7jvR9CDCGvkbsZq8kzVrUK9HZGRiRpvUiuuQ0AwrmplISGLAlGWv0WE2tq6iVt3yrcvKBSZTEGCM25TgCYD6fa8j0ZWvwaLTN52fsXmxoDsD7wgQ+MjIz83d/93S233HLgwIHf+Z3f+c53vvPMM8+0tLQ0pPzGkJiAyFLX56SZTD+/ds0du88c+snJA99/+s8/NbTlhk23vYm9E6mLQ0gYAkQ+902o/1EPLsAiY+SulVIqFomAmMJkYnkWM9JC22m7mQeNEwdw7Hd0MqdVdlNVH0gIZXUMAphNKYN0rFj3Ga1yBGohpRoAUopCAjL6Lb1Md3UXAj7M8SZxoY0OJ+WW3XkJbSzse0UdRNazdU7TRksSUTDlj4prTAiAwJDE7p7WS4HWM5H0G0pITHqBB2Sg9ncBRKzY4VV9pXeHmQU01fvJjR9gwKV/eURtD4zIOTJw1m6yf8B8RPHTzL2iMdKJBgHwaPTBp89+7nE+Xx7Yfc3WgTcXeCseAjB3uKWrdDIhLGLIc4lBglV8LlD8GatHVcvpb1a6cDfop/pLVZ0hKFkDJh6d2Ph3i28IJpqlz3caMUU6PrbVCDKlhd5UVxquh3h11iDRztjI6hC7ungDk2sjAf3zTbnmtvL0uDNiLbAnN8EtaWVCxCkaG52bZ0JE4c8GEYVpBXCUXt0QmvNdADBfmXAAVrptuxfrYSLEl8ph0vQxkVFB5U+VcUFTP2UtuNaATe8uf7AX5meIpZqduaLRXGMA1l133fVHf/RHra2tAHD99dd/8pOfvPXWW++///4PfOADDSl/WUijDAKcZEHUvLHnjqEbXn/i+CNnjv5k5NSzGyo3D35gL0YMgxgsAADP2HRli4ZNtsJDRxtVDLpZQEEu0TI/WkrUuJQRmWRPshfDStKTvVT21IhxCy2rZDsvV6bhoFREEbAQWAWCWB9XuR6lNqF/itTQEcC0n9QGnNFtG5CKcgeUOzuJwgwOuIolJ5ZUrNzGEz6e5DVGWhOJRCTVewxJuA2zbEuM9BbOIER1TJntoJlUTVNBuX43YBkBCSZ+dvjEP363dG6iY+/mjR+6q/fZ9YXn8jRFEAA11kAAMzNixg+bDSrJqjNmydLC9GTp+iG/bqnKDJI6nDJ5ZPCWk72FurqM38RbGgAgFNp7StPjJj6GtGLLIjS5nQkUrT8gAaDyUIzOHwBAaM13AcBMZbwPtmZpvks1IFL9Ba4aysoO/qxLyN3YtqwEaoyI/fM//3P759atWwHgxIkTDSl8KWTP0WgHxuBRQMgAEPK5lh073z449LrDR7959N7vnv/Wc1tvu7P3lzfB1gpEAGSfd3cLkWtAe0feYCyTLOl/AeWWWiLWsfRDMHtMth2gBRSUxb1JBliVNx3TI91N1j6dUBYZdCVFmlWg8oOlhDqpEpT6RCA0q7MIAEqUr0irHKkeIsCImMYW1ktXaXsmEh1om7HrC+0sVZbrnUFtVgipTpykDRYTRu4KJIn0TFlZIQEzR+pRmGExAqHfEp4pxE3NpPb0CFBpvwBITiEEwJW5O0P9/toGCyOmXLdyaYOlmVE1W7RMGtFPHTh3/FM/mH7hdMum/j3v+63u3u1wBNgY480EzLEkrQVlE2oYhjyXmIGY6Z7as1NKjUaFktowij3HklYBAplakAAETmq749wBEUcgmKxJioiYmwazXFdPZsvXjZU1GiljOEU1hmybLUC3XKvNqPVLTvtQB5LheAV4rHe1xRNAoaNn/sIZvYywS7Ozo95Wt9YQogShEZa3YYr9QMGlgrMZIENCRIbKMhPzrLkl3zlZOl/dJt0bHpP+sRgl6jCR3u6BOqpLFpMZvb0qMM9mME3+liQHEUrvNQDIKcFgXp8LqbUY7vEdC1jKWYFLQsti5P7tb38bFMxaIRT/CO40EBOEbR2DV+/9vbGRg4ePPLj/P77Q/tTg5j+8ofeGbZaqAsAVWaBWWSrExi8qMGbPbpZzojUq0Hh2sOpTo16BMAJHjsUrzUApqYTIc3qFnD6zzWrJSqaz2IU7I6xMuXkqaHQFMVHWuAWL6o14Lzkhls9Ojfk0rDSxiExd3owgwSAnx5O7qkwdxTNfjkjbpKsDhQREKMWQdtbKCSNAAmAEjJnLYrhMZjNcfNfNOeAXwOSLZ05+9icXnzie72nd9qd3r73i6qYvtrJXAioQMFC6tcyyKVEZABDD+BHPZEpvSM1Y8rGxP2V6xRiPXQJzWVkpZew4Nagf3kBTjr9J8utUscevkje2DCInJlatB10lA932I8X3qjUVOnonj75AmqnUqLYtGVEvAhyxqMUW6hs91csh2jddiGUHQ2RM7tgjdjYNXlw4429TvejKzuKLbRC6ykyvFnJYigxGAAWwgLiPQRNFp1dnmA89zOcNXEnUeIA1Ojr6F3/xFxs2bHj3u98tQr73ve898sgjdprTp08PDg5OTEw0vHabpqenzQ9KPpDz0w4EAIA1PTt7uy6/MLr/6PBDL/zJ11qH+ja/+6b+X95uHeECcIcVuoIULCyl8RM44oXsB/+CSray6tFyhGpDsQ7OI3cKt4Ww+oma2WPqqdiEo39GwCrKHThTkCMCRmplay2/s+6HpJDdP8Zi3ZpYkkbu6KBSC/6S8/p2rNjRQ1kHgfw2MtBccGJuDUEG6podQnW0ELRpEgOV17KiY1aHWHhOdZGlE1WW77KJk8+fPfGZJ8eeO5Jva970llvW3fH6oK2JHWVYVuei6+9iYnHvAMZXVjxpekFLCMyet0YLLuWspaqLDQ+QYWQ/iYTJGyXQKSaOnND3Tot4yxgcxSoPMbClF3YBFLp6iUfluYmmlm694JPl+U6WkX4jy8WwlKXMML3cIkTp20ZmELGIQNTVNHhu5qWFcKaYa7MrXQxdItZ4tXDTpSIlHJ2Quodq3VBsenp6YqK53mrqooWFhWKxWFeWBgOsSqXy67/+6xcuXHjooYeam+Xb5vP5mLV7EASIyFjSbryRxJj7mWPQCpxp0BPLCBH6B/b0bdg1OvrikUOPvPiJr534Zu/G37xu7d07tQ0zRIhRsg4jZGzFlYqKn0TzBmojd7CEEpqSsYqVEln/ZqL0yUu5aRLIAFWgeCMLpqIcVfotyhTM8YLYAGVqbkcjbZ3hQokg/4LQ11Y1CxgzWfLYEls326i1NKrVMgHoxTkj5cCIPLHqtKCoT+33kXFyJo3cAUkqq0Crl5gykCdbF6COH+oZBsUFhao0eWW0/eWBq+6SZuwU4MSBs8fvfWr0R8cKzS3bt921fuvrAyrAIwgAEAGUkZo02+u+Tvam2+kEwIACpCC+22xeN5Y+JSj2QapmSfKFz61DbUqkI19g6nxnzxLoDU4EuXCiag8rSKzKVusMvTNoNHk61vAy6IFHLP5pYksNndetP95oz7P9YBfvNhUQeB4K/QMAMDd2ptDSLbMoZtYKV9LeZZlCWATISN4CocckKS0xAkZqb55JI3ckABbIujnvKg4BwMWF04PtuzwvmHxrfyx6UuovVTNLSnXp7FUDa2WGYkvBbN7RhOnRiXQeNrfGAaV2CFWrDuOBcajuEGNsuREF1r8d2UiARUQf/OAHH3300XvvvfeNb3yjDr/11ltvvfVWO+Vf/dVfAUBHR0cDa09Sa+uC1TjfQwrzWLFsNujPX9V32VUXOp89euSRA3/9nRP/9tSmX71+7Rt3IUMsEBTiRVnslGlRjw7fJdsKnrYuUKx9kAAAIABJREFU1ga8RlPUs0Qt2sidrLWmO0uI1giP6iKp0OtHwELQGiy558VUbLU21MvC3lWNL5DU2gr0SNWAVRmqO4GI2gmYFasC0Vl7y1lAOFhAobJS/jktUzDRDOHbXRcoFWaIxKS7MMN8OtYYuVtHsoTt/MSLZ4/cu+/CT48Vulq2/9atG0q3Boda4aICvQDEgPIJR9M1+1rNgDHurEqZOL2uQF90g7m+Vj/4eL3uvL5k6T4X4qqslG+ns+i+SY9dIiVbCAAIzYMbMAjmhk90bdwTT2433uYl1LcdWFF64IlKEFEND7niFCcKFXU0DTQFrSNzRw3AWgplBEavUYzS2WspsZmptbV1uRFFU1NTvVkaCbA+/vGPf+ELX/jEJz7x/ve/v4HFLp5iEIoAxPhNrqSFawEUDyZCpgwIGWAOBlr39L/lsuFjB47t++GB/+fbJz6zb8vVt6x9z1a8NoQIgANwKYDs9ZL3VKCt1jJLRzSxMZls5FJcamfjzYSYJsXYpF40KVG0NZJTiF2OelMOOM+bOCFKp5UkAlUqawMU/VNGOumz6mhKMbOJKg3NL2MYbAJ1n2vbIb3vxgxwAULOAAGAEQpnC0RiR0+rEVBPMSD7ULrkIGKAXMYhaZ2JOSCovllg1Keozdh1F3O9sYwQiAL1S0lwR0gw+sTpl//lyfHnzxV723a+6e6hLdeyXA5Gc9DK1XWYms0M+xjy8I7qVYaUV1ZiiM7ZDg+pWrJiLA9T1VgzW4uO6kc3MowGL9tR4peWACYW/a8nmcKe9B3OFHk9ZuyKl+XyxW0d2ZyuMtmeFNBkMOdLNN433hySsQDIwfCjSiKHmOObz/qfnPRgDyxROssV1wzNDZ/QJdubgDIVUzv2TL2R2A0UXl307VGMpAaLCAPlvSYQdleIABSoqxM4R459LVvOz77CSZz3BucbpwMmY3HlTAUpOTyKK6z6o2oh6SkuMbSrUV1qtD0gYgJGTzD61FXVQnyW706sb2oytaxoKNwwgPU3f/M3f//3f//Xf/3XH/vYxxpV5iUjo4IXpCYyFQsAAAzgYoAjxbVw7cC2ay6M7T96/gf7H/2Pw/s6Nvz2nvVv25PvaFYX+FYZm+bJkafyX7e+alzjhi8J+VPiwa4ndZpDNSzkAOLASjwfAkOggISnLmRADJ3bXBZHPuN9z5C1xrE9KE1g/IMCMFSbbZZRmUmmnIWCZcZu5lsl+RGEly8AfZEOAKF51j5F7ZlLbxHqVQA3zt+Bk7BUE86x5BSsr8sMy+HJb7989N9fmDo63jzQfuWf3rZu+zXRvb20L4ACQU7BxkWTmG8Dq7lpiVOj09FS/YFoQ5SMhViZs7BhlVRpswS6s0S8IEfbEy8Q7S5UWRBVgd7BqYeEr1Gm/c7iQ1kl2jcFUTxLjR5KnSlbBjddPPAkAUdkzvFd1QaNurSOSowfPbz1FQqkNVhMVckQAibxWoDq2DQAUH/LttPT+y8unOlt3hjviBSy7dkNp9eJruqor1FZVjhpDgZnXZnCVemG6jVilzgHLjs1BmB95jOf+bM/+7M//uM/jvlrWEFEFqbWIbEEsdhkFpQHwpBgoGd3f/cVoxOvnFr48Sv/48dHPvXE4A27Nn3wqvadvcCdE/B68CYneKgeUpVSSvEktZUGWuNSlSsTtt0mHOW/RMLxOuUAgCEFyBEgIuFzWSpa0Fmp1zEEsr+cNSXYn0fHKrmMlhJH5XAt3yUxbYMFyK1Vt/ir3C9I1ZG18gcCy02DskKTLh4IACCQRu4ExNSkKVzeoyrcrkpVJxqDzv05s8NTh7908OjXD1bmSp0bBva+/y1rr9nFioxeyVMEkBP+FzL1m00U6LNeql9YHSypS7ZKTNaRFoveLNXKoeqCtfaRosVOaTUmCf9LJXOYwKygxlYC+YCaBkk26gKzTvOUncRJdpfaaM+O0uPJfiCTpnlw09izjy+Mn29eM+SgFmsrXc+4Wq9BYpUjTudqxT2TWNAcLWQozF4pYBAw5ASAFDAE6G3fEozkh2de7m3eWOXzpsKmpdDKL3BZqRrrqgmgwW/jGTwrnRoDsP72b/9W/CseBH3sYx/7xCc+0ZDyF03xCTsmQWIPsVgnSn1YrRtAQIK+3h19wfb5taMnTz955mfPnvnRCx27+je9d++6uy/DgAEAhIChypEY5uhjQUsKxVthl1OLd8XCWMxctlcFXz5LIidqFr/JCsUFXihTgEAMKQDpnInFfU+AjbIos4izOodiIU6TMQ5YyUZY9vSl9YV6D1BtF3JCG76IZMy+kccyYydp+U7aDbVsidJBIACIbQzdfGVOZX1oROFtFUihKMbl1MMAOMoCpWYtKPAgxwFg+OmRg/cdOPW9E0DUt27b+i039/ZvhXMQncMIxPY0QsyM3e47i4HM/pHoJAY8xzyIKq6zc8qzkiWD/EDH2ipPy1ILqJEJt9janweBOJbLOc5jzGKlTudIJ188ab4QBnluVuyxkn128d5AX30qFoHUDiM5WewlgCrajhGptdV8rIYkltIhic9kPGPZBcZKJmhZuxEAZodPFPuGtEcGBLDsIcyNA3J1QSDczQECMWPmKbEUAQUotgWQIzEGCAgcAkZiocsDQmSQW9t+2dmZg5evuT3AvL8zzXdMkbhVZI1XcVVdWlYJ8zUmO6VXdymIvI+pb2rtVJtkCZ4nbw/76jCQzQfeViQ2bQzA2r9/f0PKuSSUDflSakKy5oN5aKms2dnxlh2vu+384LPHH9r3wn99+OX/78cb7tqz+a3X5PsL0PLqYO16FxAxFYPIywkBGQkgQoBIRBjJe2wQiCMyAEBpyr2YehtHpma95NbrKG2TLmCP1Lfp83/KjB0BuFQ0CdAjJxadHaWxue3fB5jaMEVERgByNS4yovDbDkDMPABXEJFMgfrCZWAoZiCKRuHow8cPfvn5iWNjTZ3NO99z1dZbroq+u6lypIlPWpKJASTN2L0Uw+8IpK8Qr8WnS/qs6YX7IVdqiB+uuT845IKoe+1sEITl8ny5XCpXFsKwHPEoiioAEPEoFA9RGPEQAKKowiOODPO5AgAwFuRyeQBgLGceglwQ5POFYrnSGUYdAQscpjfKHs1cKgotJrUfwBeYiE23i896F2HN8anb7/0sFG+MXl4Uutbk27umT77Uu+cNZtSB5SoF3T+iPGWBaOzZGapbCZwRheJ8r1BlCe0ZY6I967qvPjP14vmZQ+s69iSb3Hi6xAJuRUKHGuQuI9LewM9n6fIog7RaGbQsjkZXEJHnyVkKxtZtZLvSs5w4cCVI1AIaBcZCgACAEeQhmCqub71+3S2vu3D68MlXnjr8pZ8du//pwWsv3/Dhy3v2DIH2804AESBXV/NZE4V3bZV8IcugR+N5ycME5HpVqEZiUSrMsLWENJXo5zLlKjwAeVqfo9ITMUenZXereagpFpJuw+wnrJIypTx9PpHMBX/GPlt7zydlNixWxKLFDDUT2Ho+0Y1EikVIHuYDVOBSFCVuFiTiYgeSk/4ERKSuqiUumsUJAmM1j1zMLAFngYSAEbGLhy8eeeCVI18+XJ5b6Owd2HvL24a27mb5gH7GoukAlRl7ZuEre4bnWNzngoLS9q8quatFJfL6sZFRZKSWT/H/OUZhYFQl+n/1WK5MlcqT4k+5Ml2J5sNwLgzny+E8wSzB7Px8CMtGQVDIBc25fEsuaM7nWoJ8cz7Xks+3NRW6CsWuYlNXPt+O6gC50RTqHWtGuRxXMN9gMauX1Js77t1JFKILsj07KP//zkxkzNidDXAAs3etpQgAgL5JVH46UsDIVAcmEwAQdmzZc/HAE1FUDlhBH3bVO4NIag2BlojRR06YvJaTgORAEBYZqpHy0AxHruwSISc9qXS3bmwrrDk19fy6jj0xwZF8inew7VDATZApEKv+8AbUkbcm1ZkjXYbWKMyenbLUa2x0Y1UnMltzjweVOTNTUmytdFrtAMtD5H30pDJ4gUxITOoRqKPGAFMMRhEJ+uGK/o6dM00jJ8afOvfs/tMf2d+yrnP9W3auv+fylqEOIIW04hgirVkOj0mxZx9rssSeUtynOg0BiDthj7+9yB0RK1MOABAoJw9JQg45S2Qy7XLX3tUpDV05DU3tEPInQzUvaNsiTCvHuHQ3JaNVpmWhRRKxoTwAilLpJWIlqaNRsh0is1ZriQflCUi6XmUAnMPCxYUj3z72ygNHxg+NsTxbu3nHYOX27q4NMAuVF1Sz8lQnujJEzOPUKj5TxvOkB6YOKKryXGcsQ04UzZcuzi+MlcoTpfLUQmlioTRRKk+WylOcQitlkMs153LN+aClkOvs7Oy+8eZz27bPtbXlurtZVxd2d2E+jwjQ0SG38bs7GQAgYleXBTMAZmYoDAEBJqc45wAAk1NEBFFEExM0NgZf/eplzzzXDTAbRvNhOF8J5+YXLlRm5sNwnvOKbhIiKxQ6ik1dTcWupiaJupqKXcWWPsZy6EWctl08OlzuBJBvJNgpKJ7FMbjX373m1Ye6tNQEndv2jD3/+MzpVzo27ZaQ0T5vgma4mZczppFyFNkO30l7zLI3EAM18iISO6jAog0dew+OPjJVGukoDth9VY0IqkAo3ayMgVZ0amw6LTu6utSUzZBFpkmZKhLML8kbuPLoFwZgadFgjp+ocIsw9mDAQsJ2wpY1Ao8gQaBXkNTW3Ld77Vuu2PmmC/8/e+8dJtdx3YmeU/d2mJ7p6ckZM4PBIBA5EiTAIJIiRUtUsGRREm1ZsmWvJWu94a33+fl7//n527X3Sd++tdbeXUsOsr2WZCpYoiiJORMkQRIkkYEZDMLknKenu2+d90fFG7pnhgQpiHR9+AbVlW7FU78659SpsrMDr50+/9dHz33jxUxzw7q9O9ru7Y5vdMmYJy06S0hFGrJmwfpij53Is60xYSVY7sq4pYXMbMTokTS8jgCOglCeNLmg14tN2w1Ei+zDQCD6mxNOQKBfIZONsIaj6MMu/tLMoVRiGv/WIBwPHb6lEQRVP0uDiFRVuGINShEiEQEwIQdiaN0TFM0gxbEUvC81TwgJgbgcGNT1Ie5d+OH42R/2DZ66wD1e2VCz/QOHO/dtpXP1y+eT6HCj7Vusi0MuwkAoFun9UqUUD/TvtdEqViEcFgQTwVyyaM69hcWxxaWxufnxAh/MFYYmJ+c8T4JbxrCysqyqJpWpqqjK1Gcqy6qqyqsyZZlMqjwVlx8CKORZVc3CrXdkGxqdfN5hfvspoPpDu1zOB7DicRCGb1LlMkFrq1VxwrrasjNnql03Y/KoBmSX89PTi1PTi9PTizOzS1NTi9PTi9Mz40NDi4WCaUVNTXl1TY3ndcTiLRXp+lR5PYsFbe34JyYG1hGSuh4Iiquk5zIGlyiq1e/jlgfORuGfVn5zcAk8NIcABKm2DU6ibLbvZGXnNlDyQdKDbp5BMFOISK43H2PeEXFAjtJ8t1S6OFcFxgg8AkTgbmvd7t6pIz3TL+xt/ljRuw6BEy0G53App2cMhQJLZ/kFcSv0xJroBkZNnlUUa9UBASg4vdZMvH7+7j0DsISzqTmBtQ7NsEVgLEkLyPitAiXgkRTETAcgAgbYG2+EbY3utuyGuZGZs/2Tx088+Niph59suq2z7e4tTYfXgcsAADlAHopZGwpMfU2awG6Bn76rH4IqKW13fQGOkPxwBQEKxJZ4THB6XOQCmjgWs8qa+rYpseCML7FQ0SJT/jSkA+1b27bHr2gfLDbwXVKIkKzu0rf2EJiItd+fYaYgNJIakkruAKrRxAA5grgqykEidtIaVfKSosC/UpeXcXMM5wiASMyVpU6dnz39o0unf3BhaXI5EUuvq93fWre7orwJJiH3CAAhcz0AIERwQggrktqonYMY8ljIYIM1h1eg/9HQyo+TiqKlInDKH1vIO16eAQISLWUn5hauLCwNL2ZHlrKj2dwUkbg/wdLpyl37vC3bU51d8fZ2t7XVqat3XEcIeTyAeYR5gDEITzACRHAYX8qKS68BWygAFtMxsPlKT3CV+NzBG3qvP3gh3Dx/K3VQHCAOUDU66g0OepeuFM6fL1zoy73xxtilywOcy/NWIlFdlmpMphpTFU3l6XVlqSZ0pLVeV+nUG6whTlmCFKDP2hbK/4LPPWiM5a+rHzT7T0Km2WQOp0HrRSKl46Q7t8xeOAG3fVLZsjLoCEi9gYP6QUxhdRfViQV8hRIQkLiCy7RKJBIQ08cndW3WYVje3niwZ/CJ2ZqRynhjcKwiRhStcAwmC9TE/j84C6Lyht3qzTWVXNwr5Fl7pO0ivhiNJldRNQTbpFrplPb3KBARfPnDTKrSBV0j7j0GsK7WINhIK3RG9/nzADkAhCSlO+J7O+r2TntDQ83HB58/N/hwb7KmvO3w5uYDXdVbGlk9YcgifEkXbV0nsrIRyVQoJ0miPGKk1I+IkAum16pljuGtK+wpltEiZQEwF/2JVUQFjuE6ENQrOACWHSwMqGqpQE1R9bBo4wvMtw2ZAi34IhEhCWs+wpoDATLwss7QkaULz1459+SF6f4ZN+F2Hm5va97uHtuN4oGdRVVIDAxbNOwYUJhwm82s1JHvraCrNWQpniy3PJ+n3vnly+PjI5OTQ7ncMgAw5lSmqxsaajOVGzOZ2sp0TVmifvOOkV/5jWeraufzeYcBIBQACgyMUp12LISciNDLOVzjjVC7i02UcGDYxRMF1+HBdmugQNFEorMTOjvhEDgETiLhnDnb8lffvPniRW9hYXRmZnJmZmJmemJ8pLcwkAcA143V1DXW1jfX1je7zgbPa0Y05dubjk/MB8UbQCu1KrLAqFnmh2HSpbu2TZ89Nj98saJ5PVhLDjSwQ9+aJ5RXs0kvHqU4ieJJBOvaiIQpDEAYTnFU0Q4DTuuab7w0cqR38oU9zR8N1nWt7lrcrH/RXHHic+2WfLXdux1gRQ1DxMZP1onczwKSKWUsoe9YapgjJr0phwAAHDKX5zkAURU2VScathy8dXSsb2DwVO+PX+t54NVkWUXzbZ2tH11fu7PFjSkWiAcQrZtryB5pSi5QkFbvEofaom0nXe0cOQX5JLM4JAqeiyrWbrDVOH2QiDzhFGEAkPqKLMAwpSyjnT67g8pnWcjRHyx2kPTvBuqEbqv26jTapgIpHhYAAAmL9IBWrO9+uQSmBErJ3exZxBSCMzqezCXxCpvHveE3Zs4/MXj6weGp/jlErKlt3b3/UEvbZjce98adfFkU5dAvifisQwAAcIeRa/32d4mthrwC1yoaTkX4ouSApWK9POOeFCx5PDe/0D833z83f3l2oX85Nw0AjoNtnamb91dt3Fy+YXN5a3tZzBVzwGMwgjBC/EyqfBkYzc8niaNlDSRCZCrkqHoTB2s3J2vSB/uxBKKKogba5XMs7zfqukJHhgZkOe9mquc/9akj+bwr7tARJAFaiVoHBpbPnF44e2bx7JmpnrODp49zAHBj6XRmXXlle3lVR0VluxtPaYO2Tow7yA2KJDVlyF8Hc74APbcIwJgE1llQPkYgL7mCtbGR1fvWuBNCZdc2Fk9OnXqxvGW9+ICmRGjZ3rUoiNU96iqIVnJHB5AQEDiStI3FFPNLKLhLKMYYgoOp9uYbe/ufmKkezpQ1+8Yget5jMBZLxtrRpRFYaX6VRapWVaufoyvdbyWcjayLp/CVFzwuiUCiEv1f+l2Ha8C92wHW6lzENLDwSZEhpMD/QFRqrDUpIaAriHm3ETc2so352qXxhSvjyd4rT5zr+8mJWDrRcKCt+XBH663rY6lYVEHBo2Oxb0YeU1VOc1FOq14x4K40+wSBvyUKjKzf6pxtyCq4M6OP6FEgJFS1YMlRZxyzh5o3OSwOlqb09nK2mAVarUXtEYjKEAMQSNUShkrfXRh/RwAALwdXXps69fDg6UcG50az6GDTxrqtXTdUF3aVlVfAIuTOQQ4AXcLwgEfZmzYeBlLLCv3hkR3wll20vK+kY05ubqF/arp3cvrC7NwVTh4AlCVrqivb0xWHPviZyU//3iXEGANgmAPIIUzph66ZeCMcgTz08o6wZWVT5fB6KzbqEbDQnwb8aYJrbC2uNMYKeDyOZanc5s0DqLQkdZbt2+EDHxApk/l88tQJ72t/vumlF2lx/vLUxGkgQmTllS1V9d1V9d2Z6vXI4hLHWJwnnzGFyOZBKNYGm6tpmz8BiyWqNu+ZPv1y8y0fdRJlpDGW+FBgDqM+6FmMK6GqpaslY9XzYRzJUa2yWkHEgGF766H+4aOnRh++oePXVyegKuauBXTzi+zeRP9FLrZ/seT+i+HIoizk34q0x3e2I3+WgJK7ZO4QagqhbEqCOl6R7UEFvwgAwCVwpHmEGI83xza0ZLpwf35yaXCk5+LgCz0Dj/e++p+c2q7mll9qb79rQ7IupXZ7JDC2dcjiVikQAALzCxZMYPYVxJVAAkRygCMSEHLTF6i0ZUkXqDslsF5KTOxIHKYPxijLt2AMamIpbMHLj1t3LX3Hb/+wRXzIt4Og1j83u45+ik2hOSJCBpblDAJE4oTywh+ghlCInBMiCgthCGI81NbPAbkcZswueRdeHH/9wZEzj48uL+acmNuyvnXX4Q3t2ztgrmLqaKYw56DLrUqXOrkSQx63mQYIRMSYL3UADhf5sYILgjMCCEmLJCQRE9tYDNA9PT8/NDlzYWqmZ3auL5/PI8Om1uqt+zd1bKhvaa+pSMUQgAg37ZkqFMo8jyGQMMOACA5wQVQdJKbmHlOMT+vyt/msWc1ahTts5ADMtNbj5XdXZ08Nn0lUiOZ4W2cjRO5B3ouF4V0AinVvgc//VvyW9ze5Tls2W+i/Mn3h/HjP2bFLfU/39zzpuqyuqcUt31Fdt6Gipl2zY81CY4QOgOobG3VJdXWUsRHtsY2LqiymKAsYCixVt/Pw5PEj0+derdl1GG25LLO6QBfOLHoj6sQBHFEbYUROjheBtJXFbbk4B0JkSBwJEDFetqnxtuMDDwzMHG/L7PTr2EsCo64CoDUZQH7aJgy+WD8UDVJDC+1B8DaOj5GsSrLMH4Mvr/2hYq4Y/F0559vn/LXxUWEskszfLwHCLYJQ7byRGEvQwNII7Oft3jMASzh7YYdpmNk2IrOQgU1q10fLQJKEPHZi6QnFijykkjGgOaBHnSpYVwXrNlUcnooPjiz0jQ30vf5nz7/x34/UbG9oPNjadKClblejk1AmazhAPqRMTECaGlkYRqTziGV5DAAQQBm1Agc5C7Im0OZWBEgiWIfPYkunmNN0SBomtT6C6q9Jg76utj8dCAx/hSwqZL9KaKIBQDz/p+7zEem6MWnnUJiNNjOFAIATqreeUZoPQnJikuTnPRg4MX/++clzz031vTJdWObl1fHWlo0V2d0NNR2MuXARxi+KaiAK8xe6N8HUNdQ2IgYWwPLT0JUp6qoPer7B9s2t0ISQ//G8wz1EgGxuZnL6zPRsz/Rsb76wAACpsvoDt7be8ZnCdXsrK6uYAxxgHGGcAdc8qrwnuKfmm1zpZVtXPoQQVqJ/3VlyUw/gQT2V0N8MjWkgao9cQx+t4AIAS33QVxnzl4islpKVK9DfgLB7d++u3b3+r8QWFxtffin34vPZnzyw2H/uZ/1nyXETFTXdlbWbMg1bExX1oqVOjDuM62aqo5iZfZbmWGi79D+PY+AKmbxyuREgQLKupaxx3eQbR2p2HxYLMGgYIkCHA0cLjWmUiTkRwplad6q2DOQrVFzcLWHIPGzJbBuYfO3s2JONFRtjbkrOGk0EtJa974tBxOT/P7J6Om2RxOJzkVnCqqZReaNdMEux6J+383e7FRreSfyR4e4teoPcH3vNNN127zGAtXoXQeFCsUHEbdFSbRyLFAYHRdLAn1fEcpK3CBGQQw01Vzst2/YcWrp5bOjkxdFT/af/6rVTX3/Vibl1Gxsbr2uu39Jau6023gEY81XPqjIWlJYEJy5uzXlS2domp6ANjUY0qMiWE7U9RTg/GAqSlMiUVjKCKGJi8beK1Q7sRkTumpZpQ7Afo1YbtuZwSRApUDAposENW4CAkbfs9DxF51+a7Ds+evHE+PJiHhAaOjJ77+7edGNLY2tj33fbp06lwZO2lES5zDa8jqFthqGPl0AoLGuZvljhFPv2uNCKYIyc6t7RsTP9F89PjA0DQKo83dbZ0dS8rqmlvSJdfsPHT3Tv68/nkCF3ZGcL7ikAABWAlOBPLx5jCsAwVHxSL4WDfdXBkEfmXEOsYbW8xX4NU44IWmKra0YlCwc6Dkd1T1kHVmTwfXe6t38gtf+WfY8+tmFi6OJQf//Q5ctXTp+8cvoHVXW1bd3d7Zs2sGT3+FTGHEvCZyPdv1Lpym84TqdR/aWTBUsDAIKaHTcMPHr/4vClVFOHWS1o9b8+pKimIkMQtlC4vqFgHxTVGUheAwEQ1n3RWhEI3GVeWWxz+90vnPurM+NP7mj6oK96q7dudU3u1tewiyK0V+vIUprWXdsj9R4CWKUGgvzQR4dqamZiyZeF7FjBztYJFKISgaT9UR4giPkCMQb8CiV/Wrue1axP7+XbClMLwxPzg+N9A2+cehngZdeN1e2ub7m1tWl/S8O2WmRAhCj4Ugjcw2w2xj1E8R6zum9lsE4Y1Ci/3VGBo0F4klvELaKHjcY6Wn75F/2sKVVDi3FlYQlFk5HAnIeLLl9VbbITmaHTdiuMQrBRY9cSTBLMKgJg4MY9cezkxDgwAJoeyZ89On/myNQbj8xMjWQBoDyVaazZWNvd1tiwoSxZARwWnodeD5en4rEKT5kGjTiBWlhS7mw85pCDaA0GITAuUTt3MFTGSrRMp1yZ5Kn+D+3wvIC8IKnd/NzA+NSpiekTC4tjiLBuS+bQL2/cebiuqaMcgRzMIfQAQGXNwuJ8gggZck8hCv0kgAOcGdmrrqm0K65XGAPLPBqRrBoa8+Maqdj2b7VtndlmAAAgAElEQVRybNgmOlqTAS3gaqlAvRWyTaGek74AbAoDLE4IoUC9XL0Cs7KgygIAiEjbd/R1rB9GSYM6xoabX3hm9siT0yeOvnTihRcrq8sTmf3VLdsrarvBkVcxWNxjDpfg3uqFAH+LrIWsUxKEOG9gmpTZsnfo6R9NHHu27EMdeqM1BzsK9gwAEFdDZfU9F8bthe04YZ6em50btZYkU0r6zIG6VLy2qz3/vksXHq9PrW/KXAfgv2wbcfE2anms0Wg7RYQVQW+RLiJhybzXHLDwV0iQ3rU2yp/flyUSrpH19sE16d5DAGttjqKG0xCDgD+cwE9QbXQVSmtwle2QaI74uC7HqaLWKmjdAPtzscWJ/NB09eDUlaFXv3oUAFJ1qfpt9XXb6hu21tZvqYmnXA/QQ8ZBmJdBwZVhwN3i87FIxJqPIVEwa4UPWuQ7iK7s2DAgK+LIqnZksmCj1LZiiCQK6zziHM+hsODksnTl7ELvG/N9x+cvvD47diULAJV1sQ276jY07nAmdlRUpAGRcpDrh5xW8EBgCUJH67mE6op2LQAACZEcBMaMuQjwz6W30ZUqnbn52YULo2OnxsbOLC/PIjq1tR3v/1zjXV9kldVJBuRADiCHKIz+AwBAAbgnlAe1dTFzwUIDBctoLer912oxWmcdXVNlR7dkpSOjyOpUCPG33qKLQFdRgZEAKxwLNpaKzosAwAmrqufq6qdBAaTOTth/A/zr36+Ynk499/jSP/x1xcljz49dfCqWSNW0Xlfbtq2qeROxhIR0Ws4S1QtmtdBK3aQqzWKJ6j2HJ156sv7QncmqBh/bVa0L6VH8ZGISPJHFwQLm/6I6I1qYVB7LJOlg6DEXCNZtvWtq5MypkYery9cl3AqrMasb5NUDI5NlzTmuTt5r070zLUJ5ufT8yJOnTt+xflPTO/LVNbj3PMBSDCTDKbAObnof0OYQDKUhfcQLKbkTkAfkgTxvcXXs4yGpAGmqaayY5nkWCFyMIaAaH58KV5zKmpyu1lRXfD8s8bmxwcHxoYHxVyYuPXUJABAxXVFZ3VZX//6m2hsaM+01TkK+To+I5l62JklcFK/14mWnqOYGgUig+zT906QPpMdmUBEa6wykjqnk42mhpLqKCUEWB8ton9t8t5JLOHxCNuZDtVEOYUxH1kCaAwNtJpp72N+33Hdi7tSR3Okjy6OD00LIV55ONTY3bn5/U2tnS11TVW4+NvJazRIk0OFg+tC3KxCoVz78XUmAFENi/m1E8vECgFs1plizw+HRQ0dFEgTzkmdKnJ8bHBp5dWzq1eWlpVjc7djWunHXzvXb21KVbtv2kbKKheUlxpA7aogLtoYfcACUrAgAkI9by/EWgh8GpPuOk9pzLZ4WkhJJGTU1Yz0/EtPoZpdopVy+kaFv1untvwha0knQACatOhmEUyQ6StvItXBFEKQuF9zlvAtyeptYNwm33VO2fmfTmTMHek4Onzg6dOa14yMXXkkk3cYNWxO1t1Y1dQIiKWE5ory6oz9m+sLfm6iYfspSnjXlPWjYe9vUq8+NP/9o64fuC86+yN5V1nh92AbVFQptpYRItx09QAaAgJyQqxXFCQjQcbZ1f/yl4//r+OBP9rV/yldo8EgTFRKsR9BFU5/VWWd4e1lTbwIavh3O2KlZdX0s0zbRW00gjBNPOrnq+MjI6xdGn3vimcc/9NE73nK9r7J7bwOs8O2DwMFQrG2bKFCIVBpcZSSJPI9UAEDIFRaXC7NZPp/z5vN8Mc+zecoW+HKeZwuULVC+QMsif56WI+voQlwIqlyMMYjFIB7DhAuJ2JV47FLchUQcEo3Q3Q7bEJw5mJqjydm5yaGz/ZdO98LXwEm4NVtq63bU126rr9lYVb0+7cQdAECmNCjyvq0UANa+w5BNjxUllHstSOylDrFoIS0b/AD4cZgR91hCwwhuVunla61KsreuAFxBBIxx7tHw5dzFM9meN5bOHVvsfX1pcd4DgLJyJ51sbctsr043VyZbE/E0AMEwTozABCAAMRekxrpdIQ0FbFRo27ISbXYYxYJPOxYFj2sinqXBRUlHhORhLjc/OnZsePSVhcVhxtyune13fDm16YbaeBJd5ACDAMA4FQoOAAAxRKlGjSARpZBEqeoIIC1EPT6QwVWsHejHJXIf1+OuY+1Qu7kYKiQQBcW6p7hObShhVGAIl4QaIj3WhPQd5awsCACcdKAdawMs+d1iBXoc2tpH2zuH77obiFih0Pzai8s/+/7iwz88kz/5RjxVU9txoLrjQKKiDhk4Dg8iRPAvGIVrdRV9CvIAAMA4xGLltTsOjR97qu7QnfHaegD/w1UlOjTwXXnc0XWw1ezVp1E8vG7PHkqV1W6pu/3k6EM9Y890N93qa4jfF2xmIHaF6aKTvZ2waZXuGkFXAPJG+NroVeB+eSDW8qv5xuNsypk8f/pH6Yb1v/3l33uzdX0b3XsPYK1+y6EQag6QTEPYiJO3kJtYzI7P5yayhZmCO7WUn19YmC949ouD4DhOIp5IJOOJeLwynozHMgzRYY7rOkTgMOY6ribBnscLBQ8APO55XoET5PK5XD63nJ9bzI/n8vm89aAsACBiMl6WiqfKYqna+q7UoXJI0dLI0sQbE+e+c8bLnwAAZFhRW5Fpqso0VmYaM1VNmYYbKsu7HeL+rYiiyJn+UJG9Wx8/Ah7wsaMg4AEgywChbYYUFEoznrUCLIs2mioLUpzPUf+F5f7e5f7ebN/p/KUz+dHBRa/AAcBxsKWjcveh1nUbqjqvq0xAw+vf3Tg7VO7EuLpvKESAKLqdUN+IDD13Z/kJERgLxBITlMjX9ys1ybpnv0YXPgeGnVfw5pdPj068MnjhPOe8uqFx077b123cuvn9k+03DnKPESgDJZK/ovoDkOQ2qjZ4koBax6I2FKZiVcXkTm3FGjUqdYVQFEX2+gOfx6fYt5pOKN0hkbHRuCrKX9ITuI0HEBQCynOOsuRhPBTkYPkK9HOwZCDT/HYE5uKew2U7b6jYc+fOJ3+au3ji5MDZR4ZOP1Tb0tC+bbvTcFOBqhj6tzo9u+0bhXb71Xy053HD3tsnjj8//uJjzfd82k6PoOyUkv/KSST80nhO8fSYQntmdNDKqwhXIR1r7Do4hWO9I89WlDUIZawIt0oKYvnf7LFlNd97VziUJGrNClKrxbLyvxzPnn3umyyW6Lrls47rrLWa74B77wEsiFrGkdRaH+NInjbJQy/rAgGBt7g0Obc8tJAbX8yNLeTGlgrTBOL4jgm3vKE93r4xVlXbXNOYqGmKVzckMrWJVNqNxZn6mqGAIkTrt2oRFRGSvPcHHOQ25RFyYoiU4+7McnxxvrA0vTw9vDg3tjQ3tjg3ujQ7ujg7Njl0od87K8l1WVlZplCbcBMMHQIoTOWmJ2YGjg+QoueVreVVHZW13Zm6Temq9orKplR1S8JNIBE6yB0kAmRIjgJJDiNHmBzKA+YBLDykwJA2Cm/QkuWXIkit0sqUnQS0DAra2Q3S8mnr2yOIjsvduIGzmiwDQCFPEyOFkcHC0KX8lZ7cpXO5S+dyw5fzXoEAgDlQ35SM8eb1jY2ZyurKVG0m3cCYQwXIncNz54EXcHkxHqsoKGyoyIBFcI11skCc8RK5jMcdswfozQH96Vdy2hwsMfMCtMkfZjz4AykQScDzTFx3n5u9NDz68tjYGwVvqbIhdeNnN+38QEd9RwqBAAYSZbnlbAxIPGFiCwEFNeVGzUpdekRkIB/4leYXUFz+0lVQauxigxbplMRUXdS3ldwtdGVzcXTjyPRmUcyK/k6gUKD2ReK1SLM7qwZYuhOAG1mcwUZah1uLBTWW8gEsCgQSB60Cr59fQNVLVPD06/KoHvfBAzf27trvAtZMjqaf/snE0w9MHHvkceY8XdG0u37D9RVNm8UwomNWllal87H5rIOULS50k+W1O24Yf+2Z2pvvjFfV+sgstzyaIKtYY6ZLlYwkDcEjKXsNYGglksXlkxMTsg0JrE20dd678NDkiYEflydr08mGqIUJkYyfCAPiK67RiARReVa51t8aO6q0CsU74FBTxWgXsYpWyfISUmDwvBNnvpNfmtn0wS+7lZmfe3sj3XsSYJVwETBLumx2Zi7bP7vYP70wODM/XPByAMDQKU9WV6Xr1iU3p5O1FfHqikR1Mk03/cHp9sPjhaz9jFyBFIULnzUFYRXbCEcUOxAReup1uwIxIgQEjxgnjkguh4IXS1IMwG2CSpHFI1YghgBeDiYvLEz2zkz2zg79cGq6f2amMOFBAQAQWBozLawziRUOd5I3eUvp2ane2cFXzheWDUApr0mmG1Pp+mRVU1m6MZVpTFY3JDJNZRU1iZjLBK1z414sGe47n1NgyNezFhrTWArAglx+DS1lGtCEyH9mm2S8sMyG+9jESH5sODc2lB8byk2M5MeH82ODuanxAle7iuNiS0eivTt16M7kug2Jls6yzuvckTONP/vKgemhcrfg4RzOzon6KcUpRk6CI/MrqkdqdTCrXhiIRWAIem9Y5VntHXAMnPLs6MiJy31HZqf7HTde37B9621dt/zhkpskBHBwSaLeAnAPAYCFeCQEgo8nAYF1v490ArL2SgkQLajkhyBke8BvE0CvHbsQxdRYFYWOTLbKvMUKDPsjaYleCbZalQ0wLMrgC0QfOLNwmGWnTEExS7vLxOpuR43J0pkFxggA6uph47ayL/3fTc88UvaNr6YunTjdO/ByWaa+dcehho17wUnmCq6pjUQ/UeIcEyvHpn7f7RMnXhh9/IG2T3xephE5mS89iHuCgi6oWMkZVYEKa0d0NxEydb/UTAbHAQRi7qYD9x1/4mvHLt1/cMPnEm5aV6OEezO79bW0wf/80YY85rxZ6lYyK3cZMTgz/NOpmb7OWz5T1tTOi6b9Obv3OsDStvLkuuTI83J5oscWs+OTcxemZnumF67kCvMA4LisuT3TvX9da0dVS0emtrGCMUStnQfTSNMsxssbstmZGPfrNmmBR5iBr1QzJfVUNUJPQC7ARR4vkINAHjCPEIE8Yh6XtJIr6+ScSKv+Vral023pjpth8x5YvgzowvzU4uTw1OTA+GT/xOhgfz6bAwD35Vjd9vrW93ftqW1wj+Di7NJSdnFxaX4pu7g4vjTav3BxaTRfMG8iMsaSiWQiEY+78cpmp2YLpjKx8kq3osopr3JTGTdd5VRWOWWVbjyB8TLRveSCNBXBgJhk9YGjNgIHuFR2tl6aE7iqkKflRW9xns9Ne/Mz3txMYW6az89489Pe3LQ3N8Pnpr25GW9u2psc5fmcWWiu66Qryisq0o215Rs7y9Pp8vKKVGW6IpNJM0c+g+z14+UB6H+BFqaSHFgyk0fHr4Bj6VFJRXU/rhLbnmFluYy7YZ6S/EXMBJEdsQoXncrUhwxbRUM48qcMOA7k4fLS4uj0s4NDLy7NLlQ1Vx+656aNh7qdWCJVu+R5eb5EgKDHTjKrJBsDLc4bEQAiesQAQNnaFrESAyECl7JBY4kb0Va3Ul1NJN+XQ6P5ri0oGUO/9m0UxTWBEMMJrXVn23ekUK/Yforw+RwV/xkJsDRa4qre3GqypWVlkKjN29aUwZALw9ZCpflpBapl5EdaGtLJbsrnXDt2Kc+7dyV/54+a52bbz7zUf+TB3p5nf9j/6k82HdwC1R92U/WAgFKZXPQ2RXe61RdOKl17+P1jTzw433emvGuLoHFIwiiDv+NsBK3CDQfRuoStW4XKNDySbDIF0DoAMUqk0nvaP3m07x9e6fvWga7PxtwyU7r+tDVYwVjbYYQvKrakWzVrau046S3U6uq6EtpU0kVE+9ZdKF6yXgmW62I9Q08MjL/Ssu22qm37SVt+vvbcexpgBS39EBBBdnluarZ3arZnaq53OT8LAMlYVW3FhnK3fetNsY/88UCyQuIDgFmAOVQ8C2Nuh4AXkAc1xyMdKahveCN6s9YKJQSYJydHLgPyCD0hSVEGYsDKhSEPMEjud+LXMwBKUVUNVQN0EaDnselLM5MnRsePj48dG3r9L14GAhdi1dBQDY210N4EVQAEwIBhgeWysJTFhSwtLsPC8nK2sLy8zHPj3sLo2PLidD6fLXWEiCdZLMEAKJFyYjEEgGQ5c11DX4locZYDgOfR0jwHAK9ASwulyozFMV3F0lVOOsMamt2N22P52Zr+lzcnWFXSrYy7mbiTEs0HD2EK+DTMAc4BDIj+Rtk4QgQCZOTESJlW90Eo5cGgB6zeVwWSwyjOIqnDmz3Kmewl51PEia+0DsTc3ODQlZeGR14lKrTtabr+d3Z2HWphjBjOAAASkSd3Ym1aHRXOYWTM8GsLRNrGPYosoLLIWGBKimrJ+4Ja2yTfGQcAW0NLojTF/RI+KaxS77WodFaPrNhvb45rVYw1VcJj/KTxk426dEoMBGq+FBUDWAqccYsdbmu7kyk5AL98BzxBE2JlhS3bLiHS9Yfgs/+uped49aPfnnj4n04W8ifSjRvrt9xa3blF1tVavkWBAAEA1Nz4vpnjR0ce+sH6L/5HZK4MZqoQ5dCyCRixWiJPCxZby2i0cf+4OEgMMsmWvevuffnyt1+5+K0DXb/msHi0WNB8YtVI5W3b1n/+XKi34rAI9VklHSx2oCQCgsujLw2cerx66/V1d9xjlBGvye56TwMs283ND4yOn56cOTE7OwYAybKy1vUtLe27W9a1ZSrTSNzLOw3XTblxRlLXUtmoxAhSTurQGek0dx1VLgWVEAAKwASzigNyIe8DBHmrjlBez1CmOw3MQn/5liNpjtC2jQ0Ele1VmfZM212bPQ9zC9mRH/QPP3h5cnxobHEAABKJVENDez1fVzPUEGOJGCbTWKPgGwMEnsOGPdm2jywQoVfw8ovLy9n80mJ+eXF5eSm/tJDnHgeg7FJeHC2z2QIAEOfL0kPCE487bpxV1EM84bgOAkAi4TCHIUIy6SIDh2GqPJYqj6XK3VQqlip3U+WxRMLRrUUEJ8Yvv17vXOjiHgJasn+MenEs4CdAhuquWxSosv26/xiSg4FYcpAAA0jZPxLWf2t1kdkiFYJKlEF8bOR4/+XnZ2cuu/FE5+5dm2/dueGXl5N1Wa/AgEuekTaZi0CcUGhUIanXseVTjAASV4mykUkldyR1frWV3DU7ipG8RsgUhOIGV9lvDIAW+NgCQbszDMCVXgSlzLfaDikJxcKB0YNgeUoCLC0ntQCWZSuRg+krrt5/0OizKAcLEKQOFgIQyQdG/VnIh7qsvCIPGvmjeTcKO7al/9V/Th36ZPX9f5E99/yJC09+PVXdULf5lrqN+zAWD/dDQGUNAZCDW3Ca3//xS9/+n5MvPF1z0+2yAeY0Guwm0RhTRLhD9ZBYyNTcZAyZzsqnnYW2RAI3X5e599Txbx+7eP/e9Z9i+mX1N7MxB6nBiglLB72N7ucHO4ihdX6yVmpE0hXLAnIxW+vyOA5fernvxI8zW/a03fUpQuvFi38BWNeQQwAP8lmcmekbnzw5MXlyOTeNyJraWu74Qvfmg9WtG8uZJPmDKA70AI7LCVBcSg9oCGm/Kd+Q/NDcUjx6TQdQX40BKvD4Eo8LECb53oDiNWIAIHX/hglCqZSW5N02dQEebf6cp+1vGYa7eK+eFE8gUZFs+/TG5o9uBoKFkbmxY/1jr1wefKX3ytIZF+L1vLUB19WzdS66BAAJABdZDKaPJ2d7kvK7yDQrDxB1aEpUj+lH9ywWkQAonrDRjJCzewkBTZYlhCWCCVTRAmAqv3gC1is44IoTso2ijMjPbGQBjAWqYqBGzQar5n+0Aggc9JKOFWhSkj+r5ey3Qtbooh/i1VrlaMkfKZiFA+QZ597I8CuXLz+ezU6WJet33HbX/v+rNlYeYyyPcZ5fdoGQEB0lq1VTS2hicwJE5ChvXZCnzHx6KJXTAJGrWMP0QiaNrwPXIkWO0iiZSEZ6MosJhPL5X8sknbq5CRDQdre6R6wUGy/pXl/hcGugmc4Rig2nD0SF/TZyCoMtiuIkacTDAbUKvGZNcTKoi6sHYzjJ2ewppKXpBgByK5BIxRqAFdKLJ9QPOslDoBdr35z7va/EgXY+cf/Cj78+cfmF7w4e+1n91ttrN9+EToI55MSVNT8jtZUe5gEuQqZ+U2XX9olnHknv2edWZnwiwpIQSmtcoRVrNmsWzGsn0xHL1W4u45CDibbdWxeWTvX+86sXvrN3/b3Mjdsttb/r968OTq2gKf8mHEZ6r457B+AIqsu/nKCENGLl8xAhJy/G5jsSwxdfGDz1w3TXda0fuo8Y0lvt4bfdvTcBFs1MXhwZfmVs9FQ+t+g4sfqGrqamW2qrt2y5c2LPZ04jAkDOtsMkqYaHlDfbsLXs3iRLwnZcvnaHXJ01bbUJ/UFEKWIhi0DpGvgn2yqP3zIG44jlDBDK6zOJrdWt9+3g4I3/Se/IQz1j2StDvI9xp7astaW8u4GvYwUHGBSWGJ9j8rtMs5SY3AUQhbYqIYCAqySQlpKImmRowSBVZ2PRQAuaLA+z0iMCAHO5G9dqvuDLQnZIZKwNnnTPWqgloHpFQEZj3X/3JWokTLG2Z02z5k3MMpWFnMLo+NGLZ5/KLk5X1rRt3veh2totVddPlrUMIuaBAApys0dCjgSAfl6n1AskXyyqi9hIav+WsfKeIIG6ek+AZAC/3vLB5LWMDFr3BGUyjJrKtlvlRF8RZl0VWr0iILOYRrJpNuqyPQIzkA2SVF9pNSQ7lquDFVf8WAWwUFnJiowNWjpVFUMCAA4sxlPJpVjMu/XeqlzZXWdeWhw49tjQsR+Nn3m0dc/hpu2H85Qm7lsFZraqurYe/tiZb/3p6E9/0PLpzxMoJXedGixj8mTF8mCs3aFaMkj+Xg6sFXKBGCOG6Dl1nXu2E57o++eX+v5+3/r7jD5WwF1T2/YvIrqyvrXCylolZWMwdOrJoSM/qdi4re2jnxPm2uTcAIBrFWm92wGW2snIY+RBdmliZPCV0eFXskuTbiyx6UDrtpubOre3xBMMiIhfrKhbzGVjILdgSeKYzRYyqEt/wz406307YsqEWVmoTmMcMMfdAjAE4MCYUsAQ5vPQIhpIKAAfalVVGY9CYog+aqOOt9aZ0PfLqhB5QHmVl4gIkTm1n+iuvn7DZqLpS8NjJy+MHj8/NvZ4zEk00/rmxMZqp9GJq5NjjOR2yvTVJVAbAQLT0EdhKQOqCJg6itqSe6a7S0k30Or3MOqKRGk2clJU27o8jBDqIF0guYzHLZDn6y1RiEHbJgr96YLdXPynr6BSJCdYFZ0BrdoDgAc8740OvX65/5Gl+cnajU377vlw6+5ORCIaSlTnCllXpFaPAwIiB2LyXKjsfZmHphGtWFuNnREAIpO7HQphIgGAB+IAC5ohiZaZBmVfVKME0RChRaOxlwZbMtYGJWQZpPV3mWLt+YNDe/RVA1Xk/xkItFSmwG4UGfwqsggkBBafCcUb7QjoSbkhWrxt4MDEQHFAi60l562nIRToe4vFOFi6QKsywl8AXoizHHnItl/fu2FHguHukYudz3379JnnHhk89lTt5sPVm+6Op+LokrwA6D9EIEK8sqb+1rtHH3tg5vWjlXsORLz7A8ZjvxQZ6FUzFQDAZmMqpGU08nxjTwDkJWFmUzLWdXD9lcqLD//vl85/c3/XrybiaQihPZ8v+rAUERq1x0cu1rfg1lDI6pK+/bjEopRRrrQ6vJivHHv6HhkafK5yx97mD3+GmHU9H0Oea8m92wEWAAB4Xm5s4LXRgVdmpi4CQnV197q2u7fc2Hrz752obJ73cuPaKABxpIIkNFpXOVLuYMFutMjIaqB40IktqkBOHhwEItLlIPpohdo/1WanaA1ZyE8mQzvLqueeIVbCx4E6XOpiAJChznLe1cHvmD5yaeL/e31guOfy0plylmmNb2qNb0ywCgNlNAyypYEYgkGB2GAy8KOlEMAK85YC8CsiForG+vpIASwHeYwFAk1Ke6hXv8jXSgUivxKaZYTBkol7wwMvX+p9bDk7U9XQfv0fHuj8WDPPoYOz4uoV40CenDXROulqY9ax2la7kBcqkKQitfa6peSuZX9+LSu9hevXpuT3NdsG/Owc+29gOyZrS41yZqViVBeucLxeuwtXxV9nnzQwGKs4SQGNdY3DlB+N5rtRcmcqMAJC2QX6FeTNV3SBVlUNOPMIMEYtneNCJLz+Ojz4Sx1DvTXf+eOJU08/OXLy+fotNzXtvt1JloFNEyUcBwSoufF9cxfPjP3o+8mO9fGaOlBV1Is7gJbALiiyi8Oo1vKE4Y6XwEIqBgCxtl1b5p2zz//9i73f3Nv16fKyevO5kG+VbgUOyurLK77M1+KuSbgR6TCoMxxwnLyT/Q8MTr1Ru+twzSc+AZ6/Y67thr7LAVZ2YWLw4vMjV44W8tlMQ/Xeu27csHtzKl3OCyzdMAUu5ZZdXmAKYNmARjDS5bFIgwe930qjKyoxWX9tF7nz5olpLr2wfaXV2BGIa5pknaHkxiUtMovqSXEhAFh20tU9LjK0STYNCa2bjiWcD6l5ILW1CIV1heo9HbWfa+k+uzQ21Dvcd+bc6NHzuVfqmzasp53VhUZgURAK0YeHgrGRAMsGNEVSQlRKUF0SAaciQxAAiAG5zJeAiDvMZyjPT3xRbj2+cbKSRa37NdCCqI3F2jkwFKgzcfKGLr9wuffJ3PJsTWfHzsMfbtzXXLFvxlsuiDeRSIr5yJwdtN0EdSkQ9UaLtho7CGYuSr0rQqkIGIgFjZ05yCd8ETitTgWeVPNI3hPUCMw0VYOqQB8VW4YlevntoM+6GrYHFLqKAogaD4VgECH3YTIEAXdUrOZRGQ4WGSGgZ1kq1tb1rAKZoG3cEhFqpa4AwBIErwAMPFPtug1Vn/nTjhd+ctPrP3q5/43HJs49V3fdrU273sfiCbdRlCsAACAASURBVD0SGv+6WWz94Gf6vvGV0X/6VusXvyx1ADDUI5EeiAqJ8pfYfQkUXxwhvn3TdYkvnHv+f7/Q89c7Oj/ekN4YPRWiA1c/v9bo1Dq8+sC/xOfe5k/46NWaqsFhIbn4+tlvz0/3t+6+s/KDH8g7wFezxV4z7t0MsJ5+6omjT/wXRFbfuvP2Lzbt+QQv5BykEQM4XJ5bFgJBefWEqevnCrKIP4RayVaFcpA3oBApcsmr4SbFCVOKXAAFcnJkLNDojEIyyFRSvYEQkDL4AkSkLzgLLEWitpKtpVhxgtFlIKDNBSjqDFlDufkSkdyVQT1VwTB3a4LflKzCfZW0Pzs8M/rwa+MPvja6eD7D6jvKdjYnNjLmIgC5QLaILcy4CmtZ2WI+2yZnCGARhmLBHxuGU9pZAyn1VxjjCUfKtTCKwGHQR/bngoWHP7cKFySpwWzWbzXldBZCyCMATIydunD+waXFsaqq7t2f/mj7b6eII8NZcMhbdjQWJFuNncTVVDFXuNiCmHqgEkmosYukUsmdESlZlUD5UkjlEQIAkxYZhLoPoZJwiV2fA3FkwiwkQ+DEwcff0lJuIERjOk5DYVuXS3eD3TXW3xLualHjiA8pWZuVAP1yNxkegC9g4SoC1GI+bTGLExMgiSshIAF4CiR56tKxHWtl8TG9QGIypsAZGBX4IMASgbLbuAcSBgMDQPDcZOXyzZ/M3/TJTVdOtH3/j0eHX3t44uyRxj0fqtl4EBCRAXM9wW53F6ACq9oOffzSY/8w+czj1bfdIU+1ga4MIVDfaAWQtaaqZP0MOHt6KP/Cuhi0bWw++H+MfeOvXuv5VnfDrd2Nt/JYFBZYQRqIgf+LuogEUXmwaMxbdCssircNoKCvu1b1bfQAOS3Mj7x8+tt5b6n5vs+VbduRE4daFlXAKpb8z8W9mwHWDYdv2LjntrbNe8trkh0HzjllkyBM+4o9hgMVJDxh6sIvVzwq8jGryLA6DFpCDYH0Gg+DaQJ11tRcKHkjGgOmkEMzMMDBklqeSsldbIo+1U+01qbaRk3VsMgKij4i+qCWDDUH8SSS2J8JYxtqWv7tHW13H577ymsDF469sfDYmdyR1vod6xp3J/Jlzpz6OPpV2uXZVlU8CKF0rB9X+bBUKNb0l6VZZX2FWFQgAhCSg8SQGKJ+/241OGn1JAlXt+eH05TOiGprSfAlGu499rPJgbOpyrptt3y6rnVHavcMlk0BRyAgTyFxkpYiSZv4MDrpqLWn7e2fGd12mZcboEB2rEC93FJytzTfbS0rY+QJZFE+6ZC9tPRP/yZ79enpVdlfImtlN41MA3265LYaOwDZkMvHSRKJyRjH0jJEfceQ+01naYClmV6RLDFp3t2KVd9FFSuziN4iicMQGDgxDwDadqQO/87d51+87dIzD/Y//63Jc4913XZ3pmNLdiEhjKeIUmo27J0ePDX1yEOpTZsSbesM50mrX+o5j1EmN1B1nD9QgfKVMJY6a3IHgAGryHT86hcnvvWdnuGnZmFiW/s9MUpE5fe5X3Q77++wCw/Xii5fgYPjr/X0PeiWVbT87u/F2po9QvRWIobXnns3A6yqRvzQH7UADCOjeHVuaT4h1JuMrrO6j0dAypK4tqeCFjufMZL6uIp/pOQs1hOlfgUsudLzFrNKJ+DElDVzM/es3U4FklZyJ1LcHib3RWJETDHPmIJqSNIAuoWxVpp41g0uG7aYpzz0i2lajpBTWUQPLRNVx9NfPrAle2C29+LoM6/0nXzp0sSx5i17thT2xKkMGJCjVKW1rrORG6JhOOlYMIapCEOMLvDpYKnTdRg/icIBCchFzzKdZbTmlUfgblKSv+CpKxpdGcRQyhVDbIE05PulHEX4VJ2xAOBhfmnx8uWHBs694KYSG3/tjvV37XJcBJp0M/lC1hWYloBLVQfFPSIEMVkQwTfxQZtLk+PkCcE0ASATFtUYgqfMJ3tITBpwR8XTBW2rnaOcj4iCC4JoKXVxOaI2hjCXCgmN+pHV1TrEPj+s2WHIUyww1PkRzgZ8tkdbVQBtKcVCrtroqDJbhVyasLIZTqjFfB4wrp52sDlY8pksYNqqi2dsNzCxkLkIRAJCbTGLq7ycICBARFsF3gAsixWnIaCH4g0wItaxa6hpU+yWX7+578WuZ//n0RP3/13zjra6HfeS2+m4HF1Ch4BD8wc+sTBycfjv/rbl3/87t1y9XeMjn2vp+sCvSA6HGlEfAkMATvnGeO1v3wcvtI099tCR2YE9LR/PpNuEeVKTJVAKFFnOEYErZbFrvqoCVxkdWd6qMcjVBSvFUG/ACW4EUZ4vvz7+4GTfG+XrNzZ96j7emJbHCtdWRQ5/5aqfua6CezcDLCfh1WyaAgAg4AXmcQFWzEGJAVfvysgB44ojpI5DhujLUPk/BpRCZCmhac0BC+SAzQgKzjedBYN4CMG82qqSoQ6UhqxJBYJdMlrobTXTW5Uk/daujirWx4Hw/eXAk6ywCQExsWtj68c21Q9Oj33vucGfHB2GV9sqtndVHUhgpao9RMkKDVqyGqADVa9ECf78ssLoWAIgxrSWldXLERIB067SAKtY4NVNVvL0xyE/cOW5Sxee4Dzf+pHdXV8+GCtLuE7OQQ6AyIm4BEygDFPpu82cZONJ3kuVezNXybSSO7MCRTJuq7FrY6GEUbbaQYm3UCt62VcCLSVr0QeanWPmYQC+KH/Ecluli1wRawHAq/+Ob7HYgQEelYhTDx/bnYC6c7Q5UBt+CRhEioOlA0EFinI8EUuoYwHQIyaf2DIHKm1DyzZ2qh8pAZLWZMwDPhryIkJlw7zQzqvrSO39+C0v/1Pf4/+1Z/jkf6vuPth6/d1urEKkdhJljb/5G4N/9rXRv/nb5i99CV1XdEzEYaLk/A/0rCykxND6jBbKnIVyzGViiU/d0bKte/Lr//BC3990Nd3S1XILRiO14m7FCVTcXW109YvpEMiBmYXBN3q/m81PV37krqoP3lUgwILuoJK3Wa5J924GWESYy8k3StFHlY1xHbnjEmcIRMiUsEJK4iRYlhRESxI1hpa4RAiWLASdJ1eEeOq+ur6oCKYEq6ogdLlQG2cXtVZyGCCUb5kSMQYEgqkFGh8KLoFQeQGhVor+PUFKFWV7i/SY7DcgEpo5pAi9MvhHcksmaYxbeThATrWJQ7y2uuVL9zTvPzj+j89c7nn9yuKJdTW7ulMHY7EUMEao2ip10tUVflKPERKAqKtUiDMQSu/ciKgpsmKmqPFFoBgjzR4TgQ6SBdqi7f/aOlVUHJkioYUh7K4LFrji9mAnsw5npOtt7exqrEVHwNjgaxd6Hlyen6nbunXDr9xWdlMS45znwePq+R/TDgJtakEVxQDEHwQSVhXUNs9FXk9+jjwQpj8RhIlQQCbsRKJA1wyAi2nAgcQi4iS7hxMD5ECIqIzEa9PwQugsSrZtivpEVHpUVD+ovjJ6iiv1N1qdiL5uNLnAipXzBn0RxlB4CGyhv5Bi1dAtUpPW2E0gdWgiG9Mo+KvRDwf0iCESJ+YpfXat5O6RuUWoYlFysJB0XhmoUK/R0FKMas/ofqnVHeBgiSlFIos2pYGAAAXdUiDAXZ/a3HbjdY9/5fyFJ1+Y63+17dAdlZ23M4ZOFiorWvDD9/V/75vj3/1u3a9+KjiKAU+wG6PwrmTPWUNixsc8R2k92KDOyAwQCTjEN7R1/ea/HvrpP/f2PDmeu7ij+cOpZJ0aIqvQCMoQqg76/rPzQUSMvxB7ghalHiuSlXAP+bOE56i9DN4MeCueR/ZhqULRo1yZd2726aEzT8crqtZ94Uuwt1M80CslQPZeFgm0rknA+a4GWAAFT1hdN6cj8RItSBLB9GwmReHkDkaASn1d36Hi1iCS7ZWqCuKATwSYJ6cg1JT8n9Z1C0wGRbgJLJmjoTMITGllKDM6ojKkSIQWeak34iwldyE39H0OoxagAl7m66T3AyTQmvT6pzxSy3OFp2LFlQAPYFd97a5PpCdum/qbpy8//+oAvLGh6sbOqgOMxYCAHCRHaTaj0ppC5QegCBV4GwMZ1GURIwQgYOglHMlPtnq6CKjSsf4xKUHglOXZlc+dq0dXdk0gsFX4yTRBbn7m/MnvTY6fSbe2bPlPv1R5XRsiEBIVGAIQci4sh1l20qz/eaDaCIjSrrbYJJkOl7FqdSAoATuCYIcgAEcCbaiJpBEkrvTiRazIa+4JGpaY7Eq/hlaUGnigg8BgLCg2EMFmWpPIt5AjRgxDo6/xFoayRDry1crH/Q21DkMaVxLxgOwrVHiIaS6UhkEeGbTkSUN66IEDCi1xiR/Qkx47i2XZwQAsWzFLZiFLXCjmp43J5JCR0SIQZaIH5c1wz1evm+xte/qrx/oefbCs9sS6m+5N1bUks1BWszN34I7Ro4/G1q+rvOmQr+9W0b0+Z9PZQLihZCal8qhABkjAkzC/uzy95z48snn6mw88P/k/NjS9r7PxEMScUJnh3yvMCB9JLw2bIsnUWl2IbgRrE458SwClJHgCKIGukAMWYHr68vGRHy4ujpffvK/mMx/BZBKIgwPybKirLf73QfBrElgp924GWKCeWAf73KLUbxERiKtztnqeA2VGtK6aW4/Ogv2srKRHwAS3nCE5CqAoDVAx/uT3rzQjLOiDJkAGMSSx2zGBuiTq0JrvEpz40KJVlOka/w8/3FI8f0n9ZZeRVa7OopiB1tGcFERgyB102mqbfvdj62tu7H/hibNjT11cOra++32NrTtZFmJTisQpa/A2k8nQCBlIymg7gbCxbgJNI4mkujqhVDoKXSeI2FGLjkrxwKK7wJrWu931GBUYKJlouP+lC6d+TMQ793+g9df34+6s5DVxyf30lHYOgODIim4BhcuFcX3JjAIAQhKdJcG71E5XAEteAkQQajoqVvs5qVMFSBGhuJKmVOlRWYVAW26oppbU2jJSeGt9geSSrgo/hbuqWHgIXwZjrzrBJr+H1Fw3i8hEoaXkrsGlxWeSKlMmViuqe2BzsOQc9RQXihNyEiYy0FPGWT1AUoGcmBhHkQUNW4tsmaNl890nTJQN9L0OJBcvMqrelP7wX7zvpW8sv/Z3j55/4KuNu29s2vVhZPHm639pYWFw6ns/jDc3Jrs3mGFYq8OoXDbRtrCUlUVBZkVnKUaAkLptX2PZhonv//R8/6OD88e3dXw0U9ZalIBEVmbNse8sSogkL3bsVXWl1hRBtizbO/D4wMUXE+VVzf/mN93Dm7AAUFCv6xAaPBVYSKKuxijtVa72VXHvZoBFUv8JQJmY0n4x5A7oPQZI2QUiEmoqYnsXG7QSiSBHxf1y1CjniYmvMCQHuGZTMYWoLLsPpLfy4L03e/IQKc0hRNCbJVd6YIqVRcBQBgr+FgKJZgqeEpP68oJzpuCdFioa5zvT6a5Tp1glyCDgxo8hj4aVlocDeAh58Fxc+lBT/Z2fKevpG/n+Q2dO/Oji/KsdN97VOdPKcgQInDFlfMJ/vw+tQEJAJAZISA56wqqCvzcNDnbEFoZ6CIONVk0vdaZEX8RKp08716qdha7sfIYRoKkHh6XZifPH75+ZulB1Xff6L38gUVXFKzzMMnH/iokNg7DAlfyIcZd5Pn0oUPNS2hHVU13OGUAm5j8gqKmOnpw5YITkQmNdoCqtEwhM3M9AJE+yMYFZSu4CNDAgriTtSo0dkXz8LYk5lBBNV19VNKIXgzPYShiO9S9A3xIsNnpkZTEnaX8dAiGBnxZyVA00IAlsmR34OViK4URajZ0DFiT3CD0ySu6eNNOABduIAyGQOAcyMYwWwFIq8KS05snoY1kiQut1HQ2wyCi8+wGWAYhSgOiB4HNv/pXydbd94vW/eaHnJ89NnT/bduO9qe6NdZ+9b/BrXxv9+t82/vsvxltbinR/cadBcVjHWVES300Jo42gzolIqIxjoVLJyO+qqN38K+7JbaN//+OjJ7/RWr2nu/X2WDLtw2d+5/t8aRT15hDkm05ngOabKPAqONSqb0KhStWGiA+NHTs3/lg+t1h7+6Haj76/UB0njwMAONpMD2nLV0pPRfwILbh/AVjvsCNlwFNTVXmMR+lB1IopktIBSW1glLZ8AIQtH3FhkJT0CpCr97I4aH0ISVsQwDGYRuawdbCYogUBmBOg19zshqaWHCWo4X4VeMW+MrcIQSnpQ8m5R0X+gqFJllaWCJdUSFWMDA7zd6bU4eIueE2MEJ2O7pbbNsw+fmzqHx89++2/mavftbnlzhhLWqTHLw30ASwgRIGOiSF3GTGha6QHJYrqhZGsL9b6EQW/Ar1UrJy36lT9zWiRFUVA3Ou/8MzlMw8zJ9Z98ON1//Y6vi5P+QJ4IKkPSb0wAGEXlAiQEWkcDFqNXY2dVG6XC0F+UYB7vRBAxJqpLjcrIPH0HILF9GJKHYdZCmraXBZTwi8xqfRM0xo8Gmcado6Zvwpdra1HfR47qsiwR6t26GSr+Xrk7DAtUkAKLHTlF4/qTtY8KiRAGWgee9adiTZbK2TyCrlWY5cCRFIyRwCZhSEJpS7x8DZ6Wl4pJZJkYSmhFSNiUZlith5G9AMsKxYBKJ7Jxavgtj/d17xv+9E/e6r34f9RfXlv5tc+0vhvfnv4//3z0f/2l43/4XdjTQ2r6Garrw1Z9wfqn8b2hcJhGmDpWA2wZCB4GfDqIL7+ug2dnYt//mT/5ReHZ050ttzc0XSIMfdNEYFrcv9/R5yhbAxIEfvJqQvn+n46vziSbu5o+P3PJrpbChwgR8jVOU6teQOlyCIE9IvRo+9mgAWAHlccLCmyAATiZi+WqieOVBYBUjQWUSjuAogztxppriRPOXI1WbSWs4V4FONKM8y0ppQ2Z2rnDcMaJh9lEzuNPE06JA/dSMiVlpiUGwpZj5Kz2Vojgb9qkzMyUCEJ1KRTwSmSyAlBqpnJ7VnJDjQHS+7cCACcW8CPK08B9LcqD+2ruH7H7N8/MfTos2MLPe03fag9vzU+QeSA4tkBMeRxZUhdA0ZQWEokQxVicbDMRqj3ZjM8Ab1/fyz4ViyGEFvE/rrWFR65RWsE6NveUQfOTlzsef27i/MjNdu3dX7knlhNyovnYNEhqQalhlRbOGaSz8oJlbqhhEEiobwJiITEAbT9Id0YwRYlq//kbm3biQsruXugppxPyR0REQg5SCV3jmC9RYgM9MPS4ivSTANoYaUR5OhTRlG4hQBaHmyAut+vPMHFG/Er2pFe5zbTJHA4AQWeAhw3hbHUupbHcoV4jAEFCV+EvE/yt4QpUSSPmCcleqi5UJKDhcBJM72goPlb6vUIssy7e8S0or1R6rI4WErLyn76UDbIunhogUVVMpnTn8Xf8pAAME/1N2YON/36xZ8dufDgkbk/Odd458c77v3ixX/47yN/9pdNf/C7bk31CiMQjZo1xrJOQ6gGRUxxHymUFm1Rc7AAGDMkmnmcCGKN8dbffH/9yN6Ljz3Wc/bR/pGXN7Td0VS7QxjQkcTHrg+FIDysOjayhaEsqz9mlC74qqQzzkY8YfRDAB7wWsrvzs/Pj1x65MnJc+eS1dWb7/5k+S1bF9sRPA8IOZPWMYihulAFvoO92WBD3RBmYV4D7t0MsAigoKiGtjHJjFl2sk2mSN0StTEgEVcXr7jidaN8J5AIMEeuoFwuckfhCPvjSt3KsJSUbrS4Kkf2d/05Ff3VKsAIQP5nWwAA0AEmGoPEEDkCMCSmkA4qPBc43YF/ISgFVTTSQDmtRVapxg5kqeIqbVYf48oXKwmbtTYsDwE68cznP5C8Y/f413/Q+9B3pho37czcEy/PgFxaRA5q0+pkseWNLlXEy82mN6NhU2RsOJnqmaIpi2R5i04BHSuE+KVTD/X3PJFIVm352OdTX2gFF/KQQyLwEEBxhwBQYXFRkIQvashQs21FUgHKhZEqEArLukEIRiqNsmRbyV2lE+gOJKlTauxq3LmyCkEoZU9Gyd0y8WDt3D691Sg2D0TN32hnMXFLACw7vfxuiXKtWKSV5oU/o2yC/6/NzENztjE/hUKVYF9pLStpaoGD1KMiS2PdE6x0AiL0pDqouVrIgSnlPCwCsGSbzOs6fhV4kIGmqnagFetDXXasJCAc3Kp8zd583cHr1t3Z+tIfPTvwg2/WdB9o/bXP9//dN0b+69cb//BLbkWF6uyoPl0dwDLMa7QDVTJmnivXIgXG5NGXMXKYsItK2QYOmOm46xNtXxvoe/6hkxe+1zfwVGfzLU01uxhjwS30KlCMUpj/HUFXa89LUSvKbDMIHkAO5wr9vU8+NvnSOac82fpbt9d9+HqMOwXPcz0pnla8cr/yScQmEjrZXKvu3QywgMDTR2NgKJe9Yikhgbpeh2o/AJTkABH1KbxAjhACesBc8RAXKI6OnBa+CYZK+Yek9FkiHqbosqUQFkmpSREpAwFJvQtCqLTFkKF85Q0YcCKmPkGipUrHW34liOT8UxTtAGFuR7C1fAYSlYDJ8LcMs4rLVoIdaMEvNQ76FMIg0dXY/J//1fz3n5u6/7FnJ/+ic/edrQ0H3BkGANK0urpd6Bc/onVXKQI/rSYwotNXScpXH7tW5ydS2YXJc0f/cW7yUsP269tvuAfXY4FlFTcpNJhIzE+GCIATFogRAUMCJhlc3LqmqiCUaYoARiQfsZEYTlsNRREsy0EJrwTOlshNsW31jqt04RkJjSvBllF3XI2SO/pBlbYPYvg9JRz6x5ZCnhCuQgzlxfBC8H+CLL+qqi/jahyZr6DOZTUWlDIWKFYWkDHZoNCSDX0004sYJwZAHJinYpVtUvKEmQYQ9hoUS4yMUpfmUYXvJxLYb++YkbV1LtXhKgiwyNoXubXGCIlzVrm1Ye/v/9bFB58fePbxhfv76u65Z+z7/zz+1b9u+D9/i5WXBbvbHoyAF22CEARYNvxCbQdG88fReBgTSwsZ4w7jAIiMHIcDAsYhfbD1YOMXRofP9r3+9KmL37848UTX1psa43sx5xcaXnWicXXpzNvxvRI5CLChME+XL7z6zOgb59yK5LrfONz0sf1QVsaVqovSfDPLjJMwnk0EyCXJQXWny1gyUtmuXfduBliklD01uCEL3CCAuIAsyLnSdlLrUKw3IgDIK7vJDnAXxVtc5CJnak7YW7jFuAKxEwr+AQJpxpXj03wXYImcBBc2+sA6zhpFV2XPJpdzl3MuIiBwfbR1iAmwxwCZuBBJDIEjiocNHQxgLOso7TsMWHszV6rH0ng0oVZyF7InRFQen5KWlioCt9S2bEVFAABgRA54gFT7y4eq9l03/Nc/6jn6wPiGnh2N97qJMhJiVP1CpFjBhmJaC0zdQIzGUmCNqO1BfwT6lne4kAj3VghlFFEwHyeY7H+j59j9BNR1770Vv7IlX/DAJSFdE5NJb8zhWhBn4lZpQfEbGFJc9ZnPCIgQJtsCQjletriStA1+AE9tVmo6ESBjpIC+BwSABJyp3Y0Jq1iAHIGrMwJHzoTFS0SmlNzJqoLW1rL0kCK63IZNAQhlyejlPwKIx7xYTBjl8l8m035xucR3QLY6Vv3l6vdynuULLFhIyBNZlK91PsUmdXFPQR9LjR09ciSEsthRAmwJuaFIJq7dCLTE5XPyrKBU4D1J2Hym4T2l5C5V4BE8be5OmzD1absrLKXe7QGypIFWbAQrC4A8hDyQi+W75rbu2Nl6tv61/+dnY/d/r6prz3Tf6yNf+XrDH/yGU1mByvSqQmtynGQxtnROzlGN6xDVqFiMb9v2i5ohSIypa0+Mi7nuIHcYibUTAw8I0AF2Q5728zpY14yfnnyl59w/vXTixQfOJ55srbqhpelAIplCxz65hF0wdA2M0KJlrCXp1QJqqpzwMiGOlJe3UAGJiI+Pnxrse2aq/3I8ndz42UNNn9zrlMcBIO95coYjFmS/GZ1oIpLiaQKuzDT4NxEzl2Sl/kVE+M47RQ6IlLIKEQmGMOogAHmnHxBIiC8QiTjIo40gYfLoqYCRA0SBCWbQFZi/KLY00lf8xJbG5J5ECOLtXFyeihH3W1zUuqUEBaVpATFwYqIuxnQkSs136x8qE1UKxkXsxNYBGqxtzBZqGMGffU4FhUYVRPOrwKMp1OocEWL4aorAgUO4sbrpTz43++RrE1974MX+r27a86nq+k2StrIoRXXfedGPDfyxkZDLGqHSJcPb5TCCOAm2Dvfyl048OHT+2Yra9o2H7oObUvnqHBQACdALlaPFiqQuuAIo0K7GjhCQczSK6uKFJUaoRISKGoLQ4gMCYEqnC4XWqRSoSx4Vs20uECjWlGRE+WPlMCtcguTjTmkspSEUSoV9WXN/c1fRrxCFt4R/cTHBC47Yledn+cws9wo0P08I4Hk0v8ARsFCAhQWeSEIijoCQTLJ4HAEglUI3huk0y1QydQkP3FiBOV64Aqt3ZHUCGA/6PeIf2Q8LGq0spa3FgQmtBvEAjshubiAqnXSikGEtIE4asSnkROpKI1m4iqxPhwGWtLEmAm2ApQN94y7QOEsXAKHmYO2e//A75/7qocmeV8qa2paHR0f+6C+b/uMXnPqMZuJbY6nPRj5ONvqxFCqTPGjdpEVlfQeRy6MvElOaY44SETpIjHEgZIw7SEKDEasL6IpAr+Wjba2fbB36/nDP/zrZN/zoxbEnmuq3r2u6MV3eskp09Ta7d/hz0jGXsxQHgPz/z957R1l2VPfCe1edc1N3376dc0/3dE8OyqOARkhIQoggI5AAm2B4IMDPAdvrs5fN+9azH++Zz+99xjZe68NEIRNMkEkSkpBQzjMazYwm94QO0znn2zecU/v7o6rOqXPv6TBBgLWo1au7uurEOlW7fvXbu/bOpwcGXh04uzeTmU1Uprb++ZvW3bEVo9Fc1iIhAIAYugIRwRWMpDaW0BtZQq4S5Wzi6W60qVzB5mKVfj1vvEp6IwMsuzAQWQAAIABJREFUAnBMI3el+9BWSir6LQCAVIYRADfMTAz7LTU+SRuVg9peLtfrGqUhMYtkD7FQMBQAwEHY6BIgA3KW8hODuYnh3MxobmHamZ9xF2achRknPe/Oz8DChO3mWT6f99bPkYiK7R6NRmzLikajkUikbovbfHkuVROpqI+WNpSUpGwAIEK1G5tQCIEACMIR2qkEEbgBVoKMfimRk9YGauFoenIno1CeIlBO3kQohK4VSuWhHgSAMbK4FOCm3lCtP/y4ygSQBQRMXntpWWnz0Fd+eGTPvTWXX7ux6Z1WziKuEaJuZfnBAuPKW1GF7RmkopKQoVhsCrfckReY/AVXYQkSpOdGTr78nfT8aO211zbcdRsBdytcWlJSh/x5pRAQogGXEckzcterOiZIyHmJ6c0bhJ7tlJwV0UPLAOBTuQhqqwLJPblMnovSeh1A0pdA4IJQxBAyIXcZKlN6JI0J9MBjCmYhKYW3XlcIWS5XQKp3eC9HCMC4sFBIjsFCFdDT0hb+FhIHcl2YHHNGBt2hQXdkmEaG3MlJMTMjBvqjU5OQyeTSS9kL+YaxWCQei8TjkcamfFNzrrKC1zWwhkbW3MzrG1hNA7dtD7nKl/K4YXQcj0xHrQz1bbBM+CJZcwWhCFFuCSQEQNcjnBSDxRC05TuQAOYxWKaRe4DBAgCD35J28fIUiclQmnxpg9CAEwf5qAEIVeQlyyOuCmktCNQCkKMydidu+qt3TexpPfPtR5Bb7tTcyOe+3PCXH+cdldo3iPcF/M7pb9Dwh77muwMAS53CtMCWzvLkbltZiIrBkhMBcQmwUNhcyDESEYLnBQHaTESEIBdab6hvb2me75s9+eyh7hePDY0eTJY01ddcVld9iW0lAAC5AQFD0yoSJqz6ogilsIuslQLSeweE8AxSAADIYYmW+XzVq2f2dZ19rc913PpNLZtvur725ha3EYBAuC4iCI4IwJAEMkBwmeBCd2ahY0KgMNcD8nakd05o6iDwwL+R+OoNDrBMkISeGTtpBgs8R+I+HaNmLy2bAAFsbcaOerUPpGy1jXsBADAmJD0mHHe0Jz14amnkdHroVHqoOzMxmFucDSx2LRvLUrwsxZOVLB6zF7NlsFAS5cSAI6ALeciBAMclJz8n8iLjiJk8ZV474sD9/kUicVbVFK1ujddtKK3vSNRsSKbay2MlHIBxT9/j6qVlUR/0YZZnd2XALw9pUQHACvGDZZzrxb9jxLjwr+8DLDUmC/w+ACFur2n4wicn7nto/PEXM72D27Z/KFJabjISxTRVqD17KJvl10JIYXgKPWVt6RwHPA2fev7saw9Z0ZItb/8U/0BDrtpF6W1PqIY1L+jjfPJrzQ5sZkBSuaS3nBo8K8iVPwr0eAZ1ZVAWwARMxWkG1Bvy0dhNpscQeGbsQCA02S80DvN8B8g4huotNIvmIQzw6A2VR4DAQEMk5AIIGBJjQrgw2Of0duV6TjlnTjkDfc7QgDs2JlzP3Q5AMonV1ayigjEsYdSQKotVp+K2Fbd4nPEIAHAeQeQAYPGopzwkIsfNyMZz3CwACOE4TtpxlxxnyXGXskvpudnhuTlnYiI/NeVvc2EMampZYxNvbOYdG62OjXz9Rrup3bIjqEKdSvGjvleAwDMpPdPAXBb6bei5hvE5KnRJxXiWmw0VhNKus1wKN3IXGosbDBb3IJQfrsc3gS8CWIappWECH2J6RWG1XgZrcnZtrmFrR8n6j3V94YGlqREgGPz7r9T/99+PtjRA0J2w1xl8XFVkeuUbV5kAy9swiFqV4TNYYDHlyJBL4gqAIVnMRV3LUQCAxVyLCQLgZSJ+ZTp5FTTeecmGr77l5IPdIzP7Tvb+/HTfI5WpTQ01l1dVb+AYdARvpl8XugpL5yHiSEhtIALAYnp4ePjAxKF92fRiojJ66fvbtty1Kbk+xYDS+aV0LgIot934w1kKHU7MUWIDmA4Y4CKTcYLNvlfckcCbO5ZfI/960xsaYJG/i5CTkN6BGErtntqEI7+Y9+U4Chd9WUmqkJSjAlQSxzPUNSYG0b03c/qJ9ODpmeHeqYnhOWmaxxhWVCdqGpI7r4inKqKpyliqMl5RGS0ptaNRaRpF3BZzw/ED97fNDCS4LQz6wO8+Ep4IB1vfMlJ39cj0eGZmKjszlZmZysxNL42dXDz+3KCTVwCuvKqkbl1VTWt1dWtVTWtFbDtnDQAuecAD1dv5rhZQMlh6fUBkml7JTID/l4VyzQeoNUFyxkAlcHUAO9nC+ubG0tbI+AkjkepP31nasWHsvp+++sq/dNz+4YpIG08reyFllWW+BhhW/WCUS9QcBrBCSwpRF12oLAsZ7hSCcQFAuPnuvT+c6DuQ6ty67q13s5pY1s6Ri8oZjIY+Bs7wsKo37RQ+rlq460LHRcm5cxSef1aZEMCj/sxCvcUKXIH6FOVoFD0jd8Mu3gdY2psJaD9YAIAaS8mxIxWRQikWgzpHg9cpaEbXZQdeqjm6Lzd4dm5kcGFkaHFkOO3k1YCtrIrW1ZV0dEavvjpWVRWpqYpWV8eqqqKlCQsAEOnZJ7e8une9bQVVrat+5WXkNjK6+a1Hdlzan8/zbE6MTixNTWYnJ7PjE9mJyezkRPaVl5YefmBBoVqOtbXxptbEph25HVfilp2xqsaI/mboYUoqdtpu7CL0fFl5DjhIwynFYAEDtblB1XoQygRYzioMFioGS1tYigKAReAVKvtLvaVRgA784Ll30cSDD8qNWiUENBtBCJinWGf15j/89MAjj4zvexnBHf6bbzT85QfjW9tMNZ9CqXpxgea+7BCABahdiXkbBuUuGpJIi0nRRpwp8M9RWNoGy2KKqLHR5UwQoa3ZU47CAsGACKF6W7bU7kSrc25ivPf40Z7jXYdPHrO6Y1WpjbXVW6sqNnIeWa2rrZYuFrq6kOvIRhdox52GzvG5+f7eru6+Uz1zU9OM89ZtLVf+l50bb6oGi2eE7ZBgQBYIC4V0L+LbvejtFEJPPESIXKk1UNtgCUC1YldbytQnL1ycX+BLvW4JlzHofH3T3/7t33q/X7/Uszj4pwc/DwDouZ4ic+ECFrpqn6BQ+2U4CIsJicNs5spBazNhoUuAFooIcwCAIcVjWUbuwOG53pfGzrw42XdwLrfkAkDEiqdK6lMldWXx6rJYZVmskslFPoEnqgu0ZYBELubSnBxUk4uXCo4ksGIuj3i0kFcLAiidm5vPTC/kpmcz4zNLo+n8PAAgsqqWVNvbalqvqqu5vN6NxAHBJVxybWkSm81YuRxHAIcw51gAIAByriX3HDkucwRTItjVclkogzDOhJyuPF0hSD9YCocZYtRjsMJkayDpudoZmBr+4rec8el1u9/TkriKOBAHYRk7NjUM0gBLX6EAfkGwPJg7H1prLSlsVGGgVh2RX5g7+fx9C9P9TbvfVvYH16J0S2GRhJLF/tIAwNwnxXxs6S/rNeBUkcYRiWuWxOZC6j4QlTpbzjry+pwJ7VGf5GIdkSyUKhKUy3o16+hYODYTDAQBSp2drI0wR55io8NRyLFjowsADCjCHHlKBB1P3xdFNbIS0YzFXQK00bXRWUpT96H0mYPpEwcyx/dnRwfzAICI8Vh5WWlNWUlVaUl1WUl1sqTKsqJmSxlfW2WzWTufW55OCP1UK0rHWCxv2YWWcUFE6CwsTswvTs4vjM/OTy1lRheXpl2HAKCyhm+5LLr1sujmy2LrL02UlnMAyAnbAYZAOcfO5iIAJIDlBJdgK0fcIS6xVF4pATFPXG4edIA7ygQe80LVOnprYSHAIgAAl7hvSq+nMQGqVhATCg+hq8YsCuUYRq6yQBV6zKVHxXkcgx8oOsBarVTrosgzBJh87ljvvzwo5UjtPe9I3XqFwlIGhPIyWi5oB+B6IICBtMyubjJYXleX/Z8ALCYsRnoicOTpEeZwJCKwmYgwlwg4iih3GAogjDiu5QhCtNGNsjzazuEHF174xuLI4Km8s8CYlSrbUJXakkpujEUr5ai0oq5Hnp1zWm5xeM6nLyvsSGA+byknkKDJVwRXZKcnexed12bmD89PZbjNOq6o2HJjw86b62OV0bzNAYkIM8J2iCHCkmun3YgE5TnB5YfOC+6S3rohVJgmh5g0kHe9hb0PsBRpigbAMpHWt679TGdZw3m0xNrTeeCWNzKDBQBCeG4O5MYlUDFdFKMox4u/XZkQtMEJcSK57tHOD9VCc2Fi6fSTQz3PDJ89MJFddJBhfUfZrjtbUomG+ed2svlaHhFAQA7gAqTnfWzkJ235SZq9QUZWxFW7CA3/CoUJIbdguTnVpXygBgREDKrLoTpF0MwBSiFH6VlnZF6MLrKzB755at9Xu5jFajbXNF3Z1HztulhzjdyvJKJAtmojT+ohEAMBCMrxGxLT9jQA4O/s8TENBWY247kANLrSeT8Dy8gGAYIBtlfV/92nJ/7xe71P/TCzcaj1yncxYjJui38jT91VwMDofHg7royfvKtdyNIDQ07320hfPz0z1PXMvU5uacONH0ncuHkpkVPQyAEVzVvbUQUYKvKvQEZn0eprP3qNco4lpzFS3JLcwYekvprkn7TeHOUeQeaxWjrsoJqnUO2RJqWeVPtJ5QBRZuxEKrinWnd6P6BHE3ijySBvABGEwIXJRGbO7do/27Vv+sS+2f7TS5IMrmuKdGxJtjZsXRrfUZGsR2b7DZyFuax80bAvgarFLduxrGKXdeef5udijsv1KqH43hLpViT4hkQ5VMat8uqFd9/zDEbPHNmfP3Ek03Vk6cXHp0kAIjSsi229omzLlalNV6XKyi2MEsYJ/VYKZIp8tSMACkIXpKkWKh9aBMpFO6A0gQcAQeDvIpQMFpraQD8WoZrkpJras8GShDdpwzIlT7UNVtHMFyAb9BcK1qqm82sZUEIAQOrWLe3Ntf3/63vO9MLolx/Mdg/Vf/LtyJgHSnwqS4Et0hkAtb1YIQNvSynTVLvPYIFyeYVGIUfBkaTVNUef1uJ+rVwYEEfBkAApUpqLWo4AjDA3xnI8Ina8rRwGd810v2su3Tcy3DUy0nWq7zgAJBKpmuq26qr2suhGomQoq/36pjXckQi47Zam0pwTEQjhTk4NToz3jI/3zEwPEQnLjmy7vuK6uxt37K5kpfEsWQydvAOUjcpeKpsIUTWXtDqwULWmcpMMIG3bATR1rWxBkakNYIpyJzULEciDtFT0Vcy/kQzWGxlgEUFeG7lzVG68GZJgBKAdugOA8vwZAA1E5JI02kUXBbNwpm++98mzPU8NDB+aIkHJivKWhs11zS0N9Y3xWAQ5ZKcsN5pw0UGmvEIBGFyFQVoYvJRZCGoyIPIeorjXMJvUzBJOdPklcYjFoa0e22Ktl7PLsuPjo2NjQ6MDgweOHth/3/6SkvL6hvX19e1ldzfQtQh5ksYxcu6OClfO0XnGHSYAQQjkKpAEMFctiwHAFXIzLQqht+JoT+6kFx/qAXWhksQmPjSfXCYX0EFuJWr//GOz9z008uzz83y8/dYPlg0nAAAQSLuO1Wsr+fGgOIVNuiFHUnHV+Y1Y70Khp3tgSOBk38HuPT+wykrbP/OpSG1drtSFPPqTDWhhEkRloHsJGN0HyYfliP7p8t0RpLIQgUAgSUWS1tfJs/UeRG1oRwBApgm8Tmr5AShQb4RXxvKSUCMAQsa1AzVX04suIJf4AD1wAMRB7mxHJJF3ew7NHXp84cAjSyMDk0IIy7Lq6usvvbyurr62rrYmHo8Jl432VM6zOGMEkF+h7QsYv8IjVv2yodi6qNC2XVsyWLjSYbLWjjpA8Mrj20pT68Flm9pgYxvmcrmxsYmRkfHRkZFnHxx+/EfjiFhRVbXp8so3/S5s3lUWSVjeekw4kmdCV7tpEIAOMKkidDS/Jchz04AOMcUTEHM8BksYbkhJbRh0PZ0jBRksAPLdkGoGS45unVnBSiZoLuNLA1//a9jFg8d8O1KqQLy9rv3/fKL/73+wdGpw5rFX8wPjrX99t5VSLrJMuyvUa1PTnt2zwZKwCdEP6eExWAyJKQYLLCakl0RlbiWN3JmrGSyFq2wUNnMAkIGwmas2NjkyjDYgA2RIeRaP5Ha847S7yJGRjTUWVo4OLnYfHj99ZOLU0SN9Zw8CQDxWXVbaXFbWUlbSUlrayNBaflmHiGRZrj/AjZplTwpLrouu5/wAwoeDk+PxZHd53YtjI2NnuhbO9izk84JxXNdZfsVN6zu313TsTKY60napAwIyWYVgGZBUnhKiC2rrlcuYQy4CuYCezx0EEoKBCkugJF24C1xPNwKioO+BYbv5WxusX33y4z+Q2jUIDJTYIKnqAkAAi7lysLmggDMBuMQYUHYm0/X46dMPnR4/NgUI9Vsrdv/Z1nWXrJv74db510r4oJgZgBkpJBgxW6jd8GiI8oJM4AGXEeWqNozKCkykRZM5QmEtwdJxm1w7DqVtsL4NKZtMj+V7xnLdPacPnTl9IHaorOnuLQ23bI42V0lpiAAcXW7YoiGSQGauO+Uk6RIKobcTmrKVvIwu1Bczd9j62CesEdTLcVb+yXfxjXVT33zgzNxXt191jxUtITTduxvMTrGkKJpbCwpD0oWshGiV0z0gPHj4scHDvyyrbWv4zO+626NZ11GKuMKHCS00A3SpP8y/MXkoDf1adajQE1DwMUMktD95aUYMtUEVAXi+eQNG7qgmyIAnd49rkZeUXUWBY5yfdg4/MXnkl2MnXpzOLQnGsaKivqnixqqKtvLEOmQ2OLA0AL0D6qmsyNq0Kit/iNU+0zmnNdyOMXLzvPtoo1SmG4dvigO0VcK6CjGfHpiZOz0927P3yTMvPeZyCzdeVXbJW6svuaW6oiGqOSpljAUaD0m+SptbYcCgSgS8ZIFCS6oFHfKDPfsAS3iTHPqTnB74vk7A2BJoAKyi2iCugpDCIkwGgZFsV5W2f/6jw//64PSThxZP9J/5i3s7//buWEs1FAIsdSrTgqsAYMk2Z0zV8mIVIYClfDeAhYKjovAt5tW6ksGy0JUwQurKJSbjKCwkArJAcBAkIBrLV+2Yt5hLgDHMRzC/AfDG90KclVtWYt/T1ne/0NBzcmZ2rmds4iAAIPKSRF0iUZeI1yYStYl4XSxWqf2rQABXXFhC30GR/k2Qzy+kF0fTS2Pp9Gh6aWxhYchxlgAgUYKbd0TufkvZtmsSl10Tt0vtDNkA865YXMzHpAGJhUJoPtFCFwAFgCWDZKnmclEiROEqPI0gO5oXZIWMeBRenAkiROb1Lm9nsUmL/pbB+jUlAnB8caAKmWHnaCa5NAGmpx8hhp/r73moa+ilfpEXlU01V9xx/bodbcmKBLOE02u585xHBVp0Dn0+HBt5tStDsZXB1kqnoOU5hEcgiEJJa2xHq3WpA7nxdPdQrKv7m6+c+cbeVEtj3c7tdVu38nKbtqFbycCVchmRUBC6WvIKoTcfCc/0Cn1cpYFCKIMFsAyu0qKyuAZcKL1hF6son/jidw899/+1f+CeaDQVmULMB4PLmFddG2sVuPlFGZ9F4W6Kk8hnz7z07zO9Ryov39V0+7tztQSOC6K4H6lGDFc9FRUa4W7MlvAWfyrnAywyI0UxE8eRFFuk5hXX2xMIqP266sDCQAyYt0uBqYiYgntG7oTo8WsoXbcLApwaXDr+5Ojhn4/3H5sgQcmq0h1Xd7Zvq6tvaOp/qX1uoITZ8pE9C6c1fZ5lFiwXHU+df2JMetoL51Urks0VyeZ19TfVbhnh1Yd7T4ycOjT0/f/R/f3Pdde3Vm27ufbS91TUrS91gWknDuBoZ6GuxlW+11DtpgFMNw2EjkZOwV2ExQyWYUrvASxSCkTpax41wNLYCMOUgEUAywzFYAA18C8SzHPW8Md3RtsbRu59LD8+e+JPv9n2R7dV37y9iMHydIWyqZU5Amr/SgjSVzsAAFP6PpQZ+UX8XYTKoBC5NtAGSWuBb1BIgAyEBWpxbqHg6EpjRK5N4NFVwwmYXiyh9GjDt14a+cDHKyYH27i1Y3FhaWRgYnBwamRoanzi5Hj/AdkanLOKipLyZCJVnqiqTNh2anxineNWRO2YbcctK65efm3JdfOOk87lMnV1g2Vlg7Mz6enZ9MxMemZ2cWYmvbSUk4fF45HqmuT6zubOTSW33TVzyVWOIJYlyyGOCHm5+QYBCTiotRIHwfVa0AUh13suSodBZCGXdpwMEJiODKEzrp45iICprgeCyNvBynz47nez/ywM1hvZyP30/PBH9/wTAACho+2yGQqmjXyVWzlShDABWrag7GLfT4/1/ceR9PB8vDqx7h2dDXBp5MA6jChaBgCAgBw9p4Wp6tBcrBXVrmTGXli7xnONktAjDYklBRYkosA5EACHrFgYnjk2MH14ITNusWhT/faGz1wWuTmJWXByPJ/l0jgm5+qwsoILgbLQdZXCSnh+25dz4L4mgAWhgEL+yZ7sGfviv7FEvOm/fqJqrM5aQCowWV4ZY63MLV0gcbX6HQAFOIsLJ5/4Wnp2qOZ331F2x9XoLuMENgymYVEOw/Al82cdH7R6ectSO6H89b22/CXPORAAQ+Jq0e9b/i5r5I5EADa6NlNG7jZzpDtwGx1L1lpuLJqfHV468sDZE78YHD42BwCVdVUpvqOudlOypF5bfAE5SCEfI6xp1/bJVvuya77yr0JU6uU4I6bdgqeXJkcnjo9NnpidHyCi6rbE9rfVb7ujpXZDmRC4lI1IdU+emCM4ArnAPCN3bUosFTHKBF4KQwTQCkQSwFyhY0uTiullMFggPENjbaFFRuhS6RUCDfKpAGCZMgl1oUbDIcLS6ACBcxf2nRj94v0gSOScmpu3dP7JrTwRAb+HK8oEtO7PiKIBUovhFTLlqhAZeByVNLciAJRoSde60l7eVrw+WujaqFSEUebI/h9Fx1Z7odyo3AsFIsbyHISsjaAja2PoyGayXZcREUAERUQadQFEkDJp0d2d7zvtnj6d7+93hofdwUFndMx1CzdUoGXFLR5HxhiLAgBjnLEIABAJ180CAJEr3JwQecdNC+EUnJ9KscYGq7GRNzbx9g67rcPasMFKVVt5vYPVYSA92mXJcoAhgEM8S3IvFGbJlttas2TlyUIgh1iObFmbE5asXXIjSyICQIIwT8ozmCOYcpBL0m0bkYxcDnrprvXFbljwAA+g64Uf/NOln12XaFp9hF1A+q2ReyARgOOqGdj1trYBI2WLi4jCc6UOwBbPTg384NXhJ0+4Oad6e8slH93deOU64Jj5SWlugYENAHqtjsAsz1ty+KpZpZVrz+OcFUzgAYAx4x+PWdC9UeN/YAiMKWI9B1GnrC12dVvDrrnsUN/Mq/3DB8/+1f7Ky9ubb7ui5Kp2EUcUOnKwIq6U0JQZCdpIt7ByJg/k2bMDGARLQEVYlFmWeiIAiGxqr/3re8b+4d6BL345/rZPJiNFTpOxKBNaW5TCAdkak8GPhFMl+u0yzsypJ76Sm59uu+tj/Pb1ri1kPEkURaeFfmEsrCWvq3jMmXKNof/x5I8sRCAho9cBaAKLjGsTktxLL7xaBEaSufe35QN4lu/SjSRJj1bCs8sxHFwJoHzGPf5I/4mf9/QfHCOg5m3VN39q56bdjdMvbhp6qo4JkVvw35HbUh39G5Z+tU/k5lk+rV3MQH1jqr6x4qam24/NZA+feGbk2a/3Pv3l7vpNldve2rbpd1qjNRxJ7dRRAaxAx71Ru7FQUdGelywCALMWXcU1qpEOAQbLxFJqJ5cMnIW6UB8GAIWnFITJIo3DyC9UR3opSHrJmyARJC7fsu7vPj7wP7+NnE083TV3ZHDrZ9+R3NaoAZbCVfJcjaVIASw0GSwPS5E0YwcNsGR8ea5pLbWWQAAgS9m2IwfBkYBIrkPkKp0rXSFxEAyUApHp0LdGiDaVYSjiiZzNHAEY9QEWRZCSZVBbB7uvYxyiBFELwEbk3HlpT8WXv75zYNASYjGXy+RymWwuk8tmBEnn6VkiAsgLEgwZgGXbEalhjESikUgsEolFIzHOS256c//d7znV2GjH4ug5ts4RuUAIeYecHCACOYIt5CIkpMmmcvAvo4aAUu2RelMgBgKl4pVUkBKOQoJaLh1JIiEwAcJTEcpvjKqECOWeCQQAZGoPqCdRSQk53al8gHU+U+yvLL2RGayuuZH3PfslmUf9IaTXE5IOsXRghOzA2MB3Xxx/+iS3rMaW7es6rywtr9ZsJYhRTtPMC7qjrh6SMe5tUllUWBjQxoTUhuAOCL9O0QVtiyL2itfRGYY+t6yWn2qLYA4X+3IHBoYOZjMLZS1NNX+4u/yKDiEw73Ill7OMXFSztWKwUNq2y8uQCqimyGQlU3WT+M5/Q7recnSCXiEj5EZHx//PNyCT33zLH8aq6k2VmKF2WPGaYTe5oGFgnGziR/nQMuZPdm6q66kvO5nFpk//fmzzOreUiIU+yLJPJLfyFZYbWhLvCQyfQGYtgdSbyIHA/M1TjKmt2Ix5DBZ4RnieioQhcc1R6VkHbOZKj9gWEzYT8sqRiMMYkUtTh0dOP9h98pHe3KKTKEk2t21p79xZliyXb740Gs1ORYvgVBGQDK9da+Uq6H2VFHKOR6rQysetmM5j2ZWoW4qmckSYzWYGek+ePXNscnyAWaxtd/3md7a13tQquI1IjstyOQtAMViCUFILkt9SDJbUGypdvx8qB4y1qAmwPNMroVdNnnt6ACC/0DcP8Id4QIGoX98XTqYVvF/ot1KgpRCRaHLy7Oe+5c4uWCWR/HS6/SNXdXzkaokkEMiLXMq0R1uJq+T5XBu5m7sILWWYRRYqOtbSaj4G0l8PAEBE8bLAPZ8jSBHUbhqYY6FLJN00OATAQEQxzwP8FligPJIgUFQ5MYEIkK0ZLBtVW9uIHEAWWoiM0VI6MjRYlc3aiMTQc5tgDn3dfkaT6YhyNPfhAAAgAElEQVQjpH4EVtfM1dTOEqEA8ABWnpShrAuYV1MB5lQUG8gpBosc4jmfwbIkz5QnK68diMhaAsyR5RJDlAyW7XVIxWApByIQCEtg2v+BXqEVEaVC71r30DkAfH7H37QmmuH1TL9lsIKJIO/qYM868h2B2j9IhABiqXd86N9fmH6hi8ft5g9f09p0dekD5TAAYgBcTbogJz+KZ3Eq4guCjxBqpVx88qq1XoDfkK2F+mYEjIFtqTubMC74F0C5DfXvA5obYxChkg14fUfdtUNzh0/PvtT9V99PbGqsff8N8Ss2e1ZWaoe2zsg8eAtWvRdfr9aKGSwMPs+qyTuL7Pq6xs/8wfA//GvXk1/Z9PY/jiYrC48yMhQ68Z03WbWGRMX/MliaGjn16FcIRf3/+Dhva8wTSeOMFRtA4amiKxf0mcKXQaWHKX4uBABpjEoAIIB5sEv7CSJSH0oYdl7ClOBK8vpm7KZ1jtBbEDMz+dMPnjrxw+PzA/ORUnvD29c1Ne10n7kMBOZ7YQqUWpnZYqWR9Zu9Nr3AdM7vRrDQXzLfWypPTkF9subGfEf/fN3zZ1441f3UULxq/+b3bNp816ZoZcIMLCipKY2llAm8N43pIDxGXHkNbnwVoUlleVu6TAoqbBeh/+BFtcGVY4Df0qVhhfp4StU2/PdPjfw/9zpjUxXb67u/uWfmwOCOv3xLoikl7dnVagGVatsT/gjEdS1H4r42XMdcYqbFurGWAABJa0Eh/JLEFSBxEByIkBgKn9dBn8FiasVlUFle/FBtg1/QPBqYAgE4AmPx3Latg9IvCFOB0gEDG1wCugp9LunOIOTumKzDsg6DtfVAeUGmYukqKs4rBJWRNlgAQByUbyMOQi72lJsG6V4EfeSEII20jIWjDpkliVhUvoh1Z9aSjXmCHf3+83oK9fNPb2SARYDCkcHRQCgiF5HJTbmYnZ4b+85TU08c4oloy61vatu8iydjrI+Brfqdb0cHRd1WFcvxAj6/slyS2KXAJr0Amalaw1MD6YMQyebAWOGcHLALBSAgi61t1EDgYeQfFRGbABBsYJbVHLm0euOlA86RgT0v9H7u+8mm1nW7b000NM5tYJlqxgQJgaRtsHwzbeWWUgsG0DDLL8QVW6uowp/fCRCRgNVWtnz8U2e/8aWuJ7684c4/imG5r671zzK+T8jrFz1C2HGrD9rgpwxeA5GALJrN9vU++nXkVtMf34Mt1eAA+Guv5VphhTuTD091t9QfU4El76HA+xR6nasda6FgQu5/RgSQoVVVsE4gQKYdV8ld1qjqhCQIGGoDeGXYTkAgGLhE8/0zp799tO+XXU42X93WtO3uN7VsbbdiVqYntmCRhn5aPIbvCKDlX39Z4Bj4L1jmtzKFffdVbl78MP7Z5gg+z0QwPHFwaPxAbeUWy4qXl7YkYpXLHcssAdy/FWMiGqtr2njr9qt3D53oP7X36MGvH3rt3iPNl3ds+Pi2qktqiDAvmCCGSA4xVygPkG4Ig2WEyhFMCh4hPKWwHw9OMViqUHU837ld0JO7F280wHVp5gFAASnpuU2tylAV+kcVfgEEAp4sa/rsJ8f+973TR0Yarr9y/MDh5z/275s+dlXnBy7hHAPeGUzn0iDdNBAAckVWoa8iRLJQ0rGorHJJAixXdlQbXYPBUjZYli609M7rAPwCwVC6ulf+eD2AItGVsnsPkwVU8JtAAObyXIMbLxiot/gOhWg+RnW16sDxmzrQmYO/FZwSWpAwtVpUzQWEHAVqP2pKNANZ2mebBa6017PRdVBtvwCmOoO0/EMkRozJneiEjCkJ4arQDkSAQjFrKAJG7qp3eaB9GWHya05vZIAFBK6rAJbp85dcZ+rHL07/6AUSovqu62re+6bqR+KJp4BkJAMsXgWsOgt63TJ0llaTiU8++RSDt8AoHl7k/0akiAU29yFL8MEwQFfpbPFo8x9Q4bbC55QzoNcCHKM90EE71tdvG4wfOjX67JHv39tQub30E7c5TVUsD5A3qClXY5nlTK8K1mXLpqLZym9mrYmwALZX1/z5J0a/8JUzD35l861/yOMlcpEVcuIys19hq5/3JFk0o/tJwPzImZ5ffIMlEw1//XFWW0lFZqorXzsMAgZXq3430Q/hKwj19GZMauiv+XwBDaBmNSa0Hyy9SkXw8JdaBcsuqwAYgssFWCBcmnh1oPcHr4280McsXlu9qbX0TeUVzdAHM33+4xYKwWXf3sMtK7dP2AwcVobB2nPHWMsmXNNRK507NXN6eq5neq4HAOLRiusv+7OVTjAaEBlRhs08mwKACNRvK79q/SXTA0P7Bg/tO/vpkxVbatru3NLw9q0QQQAUeea4DAmE4Z1BAixUOxAVLneFb4Plk0+mdwa9ljBqPXFWoAQMoKtg1/TaTfVGvUBQF6JAbfCLyI8YTbS949N999878sL+zjveksv3HvvyS0OPd1352TdXbqkBTSARANO+G1CpCCVHRRpgSTyECBpgIVhIHAWh8nSFCkJ5uwhdfxehj7pctfEQXa6DFmh+CzSVRb7/LcUGARqsfiiWl+hD5hwdyJMH5eIyjQQAKDxbF917VDi2IgZdP0bgeTSukqw2kLKyAkSUAegQwNIOFAFBgAs+BgIEsoBZqNTT3idF4oJI4jZpv0WIjtZXch0IWBhe1gLO1TSINnZP/xZg/WoTgWFfydTSKPPk8bFvP5SfnU9dvq3xzpujVSmYADYHklcABlAUS2OFBTUA+FRQeG2Y5PUKvU3D3p1kfdDKiqRNur9QWf65Qp9kZa8QKycX0AEE1pK4tLFlS/fMSz3Tr8A/dVUdu7Fq95vcEitXytWzCD10yCASTMhFa77pGhIxsNc1Vv/BR8a/+I1TT369/a5PcxZluZC3XOHjXZxnWb5/zPQd7Xni3yINNTV/8zFeVkrCQJwX/85m4/rQy4P2hedKszkpnbWOIYDe5W/toZQA0Oisaq+1ADHIR545eeZnLy8MTMYrS7f87rUtWy6lx+vEBKcceX0ZOYX4UFxlaK1S/RuULqAnbet871JuZma+37aiOzbcda73pTySQEBAohhUdtTc1nn1dWOpvd1PHDzw+WePf+XA+ndd1fLm7aLSEkmQFJRrGFR5bhp8jsrzGKzDlXi7WwIS1XAQWuzUypy8zUJNjpgLQr/QKAH19c3awIqRgJDK4+13fKr30ftOPfD4jnvevOuzWw5/9akn7vnZxru2XPLpK62E5Z3vGRRy7W7OADq+Hyzlll27aFfwC7TvBvCN3Jl2Qyo5KoXYQAAgBz/cbYGRO4K/DPSeLdh3TBOK4q8dyKPxG4r+1Xm/Nf1WJwq9pnlfjfwUK4Co9MoelSU09kLF1SnwJjSDxUwjdxKIJAOSklpnCY/DQ+3UzXseV83YwPR2GVD7aeQzoyfQTPc0v4HpjQywgFC4XqgccObmpu59MP3y0dJk/fbr3lde0QIvEwAgAZ8lSgQxQcGV5B80MY7RWQOz03LrX9MqQf+1GEWLbNLD6Sg0rl/8eN4DGssZ/za6sODRCidVg9PyCi0gbdPFINoZv7Gp5rLjk0+O//yxpadea7r93eKODgC5N0mvJgwshQL9VvVeJeT5Ydk6o5DQb2o52cc7O2s/9qHRb3yr9/nvNd/54dgYL2ieC4RQazk9fGATLAyc6n3i3xLVTfV/8jGnJAL54CyiX+SCntDf1WpgSTK+rPruCF6sAhWBFwUx0ipC4moK8TSJiCjNW+UcpGgLwUjqTTiQhUA08YsTA1/dszg1UZqs3Xnle+obt+ASwstIOWAJtV595djX4tHKHR3vCW+qggZZttpLxT14mYIVr7yKOF7xqxgXvsDvBwCQzc4sZWcRwLZKSuN1K63WwhLaAcGCNuBsvIFd33D19ROjZ7q7nj9235Nnvv9K663X1PzZNmZZJMB1/FA5/oZBzxGDYJo991CXEZkiqA2Uj0AmUa0exBeaxcZVRm1ALhZhrBXABhJCptnFela9/ffZV797+KvPdtzy3l2f/q/Dhx7o+uHRoef7rv7Ty9ff2qqu5srhIW2wPDykkFZgF6H2dOVZaNlgqggVgyXdaSIKWysQLZAMFlhQZKEFwMDzCiF8p1zeG5J2hL3MC5NR7uEnrf7DUMBE/pFFtcuQAl5ze96yPRdiTLPhQOBFbRcgpMCQPQJlj/I9GbvSC7WFzEZXa4+VmpghKRchUjEIRIAMVYe0UJv9oeG9VrPvpPasASIxvWwLdW/5a0/89d7KF5qefvppALjxxhtf17tMZBa/23VQrhzmn3hl/B++kx+caLr6liti7y51U3wO+CzwOeBzgK7pdHGlFDLWMZiRvg+kVh29+QrAUJj7tRanqAWMKb8J6jdDxsx/g84XVpwaQjxQrnYqrlxdWGmzWGNsS9KuHZ07MXZsDy1kEu3tSBw8R+QGzEKPu1oeXQVS6Bjxzw05mzfXYjQy/+RzEOVlVR1GI7/+P95jFVWlx8+eeehrkWR1x3s+5TbFRAKQVnm7C0xhn9HM6Z7nUwISaiGA5yzaw2h+fyXtjsG7GgGCoOmnT57425+NPHwoEindVPm2zY3vLBUNNGPRFId57rUPkXui7+cL6dH59Eh1agNjy6/oVukZaztulR5+kdOFi/RMbnbf8ftckdvU9vbh8YN5J11Tsek8r+VNwjkUU5ymeTxfzYVdGqtFgf2H94787BDlKNFWL5SPGRRCxzEU0sAFiZgO1o5eRjNYCF5GxVRChZ90IRi1ugS8UWFQWcZQKQRVa0FXKgkbRAxEAlMNlzinBkYOPR9LNu/6zIbWG6qH9o4e/f6JwZdHKtsrSqvjFirdHFcZZSnFUHtjR+mRwZW1Xvg8DspXu9xsKAstFBYQInEkaZjFpA2WdlUg7eKZOlcbZimkBZbywKlCtKFCewrZMC3mmB55aLQF+oUFozvQWKtKmtBW9/IeV6QNsFStDFFKoHyrmybn0rwMpAWn5xVGWXExFxjTC3hEDYbQ97ZvZFReKnaZdK6BpDOKemQ66hG5mJnJv/iVrnfccGdlomaF3nLh6TxwyxubwQJymVhIT37j/vTBY2WN7etu+p3UUiXl9Uj3Zm4yemawStZrjB5+F/WbI9mW8gYR6MveUg4Kr8NYcDWn7q2M3cm4Avq0kHeY/6jaNh3UOgP8X95DIvhkm1nrL4409eHdyBRuevkBgGRDTeXm65NtRxeeHv7lc/lXTrTd9r7srlY3wVBqwbwNmCJ4l0Br+vkQSGDeWqu4CMmb7ZXUIQCg8pvf7AyNTj72aFmkqbxtW9ENX59EfisXrBCzE8NnHvoaLytt+vTHc6moGxPg+kt/88iQa55fMlek/qfUEs0gDnwqFI34RUK5dmAIrhKCRNppuzwJAIkJQjb9UtfwV5/KjEyV1tbveOdddfmtOM6BQ4CL0LmFpXEiaqq5Ynji4J6jX7mk8wOlibrwV1iZq1rjcRRevKbLrPHEgvoL6GeZ3Ny+4/flnaUrNv9+sqQxvTTVO/xcqmxdQ9VOABgc35930m0N13vHT8/1APKKstZlr6i/7Fyu/2jPT3dt+cTxgQdckb98w4dbL7u2u/fpvm88O/yD/fUf2l3x7kuZ3E4otL8VobhNoRiWZTWDBgulxEXAVNrnurynChEC2lcLBsqLMx7mh5CmVlADyS1nDR/9SO67X+t65P54412N2y+7+g8vG9xzqOuh537y0Yfbrt90y/+9sbQujsbGN+nLSpqxc+XVEqwibSADYaOyfrBAhcrhICxtZeWd4llocemkVPqyVgpEYobFveRf0LcSk1p61Ry4egf0m0NPFHJW0M4LVDV5VbBmXtRrUgAAQmnkjkBMTUfKZEreTigvpMD1LISkQ0UQEqIgQgSLhAyVQ8pYRD6nUgIKfUEF0QBAemRQXcNXERpvjgTAuJgeLXnqK2PHHtiTX8o8/ea9nR/aura3/NWlNzKDNb60+PWf/WTsH76eHxhp3377ZaW3l84krLmQ/mtMDMb8XSgOvE3tXqGZIeJMxGywLeAMLKZ+Www4B4uDxYkzsjhZHCyuCvkyvFnBIsWjwUKf2lzpGX0Ri49dzr9DwfondOnoMXO6lnGrLtZZGW8emTw6dvRlK5qwNrWBCygQXURCFddXrm68DOn1jpkHXQJ+lZcH0EdKqoiCggQAAGLbNuWOnJx67aXy9dutRKlaD57fD1zAkQD5uckzP/tX4Kz+v90D7Um3jIhjyBwTDrDWdmPSP8UlWqejRG5hoXEw6ELwJJ7s4Gia1JBRuNQz0vu/fzJ2/8uR8uTW1ju2lN1WulSHSyyE/dWvOzl7anz6xI7OuxqqLxmZOnJ29KWYnSwraQjthstd5DwPPYfTL+q5a0u5/MKrXf+Wyy9esfkjyZImAKhMtk3N9wyO76+t3BqxEke6fzQyeXh2vr+8tKVv5MVDp+8fGHtlfKbLhFyBZPSooYkDo9NHLSs6MXsqFkkOTuxviGzvSN1UHV8/546OPrtv5vkuq7HSqqsWghGhICYzRCgDYclC0u6FpUMWIiRdCAJBqL5EXjcTRkaEFfodVfdSEey9BT9gUODL/qCIgJPisat3ZF/rGnruVZbbmV9osVhHTcd1JPjwof2HfnAKXad5ZzJqK/BkMyH1gJwJzoQktywmJJtlo8wIC4Xmukh6cpcElY2utNOyUXDJbynSi7zoOgb7BRYSlwSM0hsCAnAEj7jiejCvkcEyk8Fg6ZEbWPRRUQcJyCEsnu40sqXgDkdUtbJQ7URkeg3GQPoKRQbkec6TEE0A6uCP6EWJ8AlFUBnU7jMk9OSadJQ/tuValrCYsLhrcXH6uaHvf2Zf74tdibqO9lv/y19/+mNVycRyw+2ipPPALW9kgPWtb377J//tf9qJsrYPfKwZNtnzRIF9U35aWZwSR+AMOBJn0gMjcATGVEYVMrIYWFxDEAwOi0AewSgJSWEgCYuLVnmBZaDWms4NPPPytUiQ4BUtpdtnaHzitRfp1GBV5QbklrBZAaha5acYYIHJL4Y9C3p/EQCQsdKOLQt7X5ntOVJ++S7GLFwzXFkLwCpWAoYemXNmu3/8JZHPtd7zKeyslMYDaHJXKwGsNe+DWRml+agrtBDNrqk4fd9UyzvSI78QEZyphZFv/nL4Sw+LhXzzu9/SeeMdFcM1mGNSrIb0E10yNPHaQnpsY+ttsUiyoWrH7OLA2dGXZ+b7GqsvXdObrhXo/CcDWLn84r4T92Vzc5dv+kh5qfKOiIhV5Z2D4/snZ083VV9WV7ltaHz/Qma8f3TPzHwfCaci2X7JhvdHrJJVry+EMzx5yHVz2fz8lZs/Nrs40D+2J5VoqYi11228NHpj89yJMxM/27N0uD+yvoEnS0naYGmAVQCbJMAKAiP/hwL/FtaGg/vCWuMHVljEhiV9ZULAiFW2YUdm/5HxUy+VNWyxY0lEq7R6U+eNG7k9/tqPTh74QZ/IieatZXaEcSQLScIgH2CB4EpXqJAW9/WGEkLJKV9CKJCn+LVaRchBMKUiVO6jOCozcJlBjbq05bvaW+WpCHF1FaE5JxQCrPCmWibvlXjKBDMjJQFJS3d1Zw+ToSEsfFMCKRXk4zIkAcwlxjRLIVWEMl+UIVQ7LlWhVBdaTAiHTQ6XT48mF6YSrz06/aPPHnj+vp5oaaLlhg/VXvoOHiu7+8advwVYKv1qAFaUl/3i0YPbttyVmkvaC0IuHwys7qN8Yzqn4lqKWiJmkc3B5mAzsjnZnCyuM6pEIS190goPhgX/hMMHjcXU3wKLLrOfG4Wgu7D5Y9TiCrUYeq75b9gBHJkdaajYzmLxke496UNHUvUbnMZy6XcMHUQR/CH/h0lPexQolD/SkNJHXeA5utIHEMq8X5iIxdatm3nu2ZwzV9a5HV0o5LEg+O/5gi1Aw2LPKHRzS90/+7KzMFf/55/gmxqASbd6egpR/cI4oQAAUtjNllvWr3pAAYkFRbUAgcOEjMyNAEQCgYGcYVzHmfzRs4P/8B/Z3tH6Xddd3vK+Kmdd5CxjOQQe3Cwe1sW7+h62eLS17hoA4DzSUHXJyNSRpez0sjTMqukcoM+Kh6783dduae71k3PRFT772hdy+cXLNn6wonSdWW7xSEm8+uzoy2PTJ3qGnnFE1quqqdi8Y/17Y5HyxaWxo90/mV3oH5s6Njx5aHDs1d7h588MPtVcdxWXbrJIZLLTw1OHHDdTEqvpbLyptmLz+MzJ/om9qVRzgleUpSuaa6+wovHx3qPTD+/JzS5GOluQRxRBJRRNBQJJGrwLRjJWr0lNFZJVLFBo/mjEFqgtPtIo8eXAij8BeSIQCG0RqSvbMX3mwOSZPZXrttqJBLMEUWl50yUVLVvz6Yljj57Yf38vilzb9nhJqYhYjs2ERYqmiqAroZWNrqX4KmEr1opsdCXqMuCXsJkr+S0LXGnpZXkMlrTQQsFQ0WaSwbIU/PLAFnBpo43gzVGoAZYnb2QvY4ZFpNe/V8ZVXvKFUNAoXnV5LeylKNKdWk0z8jYy/AepLwRyPjEMqqTUlocpwMSRpHmfjCkkbafkXk6mouiQhKochGf9pogrEBZ3o5F8PJrNL9kHnt6058cLT//rk0cePuy68fU33r5u991WWT0yYJzufvMlvwVYKv1qAFZm3t37yIyd5VYGAIxO6oMJE3loyBKAGgAIQkIrb3HBdEfzIvoxAMYgNPJJWM/HFWtDk3HKatPGirVrfMJzq0VAAVWssSrRNjh9aPL4nnhdSyxRwVwAwGXJKr1m9fkqb/1a7FQACsZ6SC0wYHUVIMTc089FaupjFfX+971ggFXIYEHhBcl1en785ezkaM1f/H5kyzripgmdl8HAA4dkil7vXKbtomRgu5AVq+dzU+q+UZXI4eAiy8LS/jPDf/etxb1dyV1bG/+vDzTi1tLjnKWRZfXwWfHOANA/+nI6Mx2x4pKnQcTB8VfLEvX1VTsu5J0uwqHncJ2Ln2bmz6Yzk4vp0cry9bYVN6tKYtWTs6fm0yNErsVjDdU705mJqF26kB4ZGH91fObEqYEn09mpdGYqm1+QAX0zuVnXzdo8MjCxv3vo2a6BR4cmDwIAkWiuuaIy2c5ZpK5y6/jMyf7xvalYS2kuxRcwFWmOv//KbDI/99i++cdf5alkpLVB01EA0vmCAJDG7KJIVQdoDFgsGL8hR5r9MFTTB35mjXgBvWeQCYHnIL4US9Vvnjj9ynTva5Xtl3E7KvI8Nx8Rbk3zjq03fTzi5hZe+u7ZF7/Tn56iuvWVts1tLqSjAa7t2WX4PE+7JxEiZ8RAsABHJaQSEIFM4kr6i/d2EaI6BQBAOnGQ40zatoNh7Y6GmyCPwQpMXBcAsIyGChNORsbIK6FLalLU5/uF0vIdtAUVEqBewCm0JoAJYt6qTjYRaCs0+UoMSFN3srURgRgjclkuawuH7Xt47tEvPj944AXASMPldzRd9yGrtN1xbFROc+HuG34LsHT61QCs6anFBx94lTgQBxHlQrFNjCz1A5afVz924F+QJlPcgE4m6VVQZAz1Zfo7BseF7LweUVSEA8xTjL8rMU9g8FL+bZajo+QFi0ip8+K3iGMsVl6f2jK2eHpq73OpqVgy0ZBPWhJRsTB1IZiQC1TMPu9fgCJaCzRrFaC1jKchiHaszxzvmjv0amrblSwaPWdEde7YS36UgV9+f77vRMOHPhS7ciMqVzAe+CrSlYSwTcEji2vP6Qe8aTLsLiG1Os+AGAqOVk965osPjPzs0YiV2HTLB1rary0ZjcWGgGURLAS+mkjXtc21V6Uz430jLwrhVJV3AMCp/seqkh1V5Z0rnn++aa0TzarHrfjtw1HvOWDhhqodyZLGocnXBsZeiUdTZbFaed2JmZNHen46uzgYi5R3Nt60Y/176yq2liXqByde5cx23EwmN1car9nc+o6KsnW2FXNFbjEzlneWCGhyrjuXX4xHU5WlbUu5aSEcAFjfcH0iWgkAnNl1FVvHZ7v6x18pT7bEEyngYAm7srazumnL7HT/zBMvZ04PRDa3YzxOMhy4QHARQMEsn6ySTKdJZRkWVygQIYSuRgorWabW664rn+uLCxlKmBAIhQ1QVVKyfsPUvhfmR7urO65AhswibglkxO1k3YbNjds2pGcWjzx25qXv9Y+csdq3QqoaLOZKQoVrJaDOuFzTUapQ+hdFskytIgQUiEpvqOCU0hVq+AWKy9G75zwbLKaDxCIC0zhGFipZG5gYPLlc2HGX6cyggREQFltzKQEbuE5wPvEDwCOgVMuqMESSygKPwWJaNHMkQYwA9dY/rfjTAU+lQtBCYigsLjgTlv6JRvIjPWU/+WL+/s8deuWnp5kda9p1Z9vuu0rqWrhNnAvGydu28JsJsN7QuwhBCz0GwmJkc6X4Iw9+UwC3q65HutbcCLP8LdCwADxHvsFjYsPPXfmCiCu5D125tqDQfKBzSkVDOR5JXdv60df6f3zmtZ+1ZZaizW9TsVfIdNlUdLrOeGsfU06QziN610Bi5H1c/ypEDFnthz44+P/+4+Aj32t93yfN+4Vwf6u+r/cMYe3mLQPH9z01c3xf3XVvL922PQduIWkUXBIumwl9ntAnXPmx/a+MgUKVIb/PFTWIfNL0/hNDX/qJM7/QWrNrQ+PNfDACgwCgbHTPKTHkOzrutviDvcPPuyLX3rjbdXPxWMW5XeXiJwrpu7/aVBKrctwMAB0+8x9H4EeeJErEqra1/U5D1U6GisuwWIyIHDdr8QgAW1gaP9R9PwBYPBqxEo6bB4Atre+or9hmW/G8s7S3614iUZ3smFroq0yulxdx3GwmN9vR8OaugUf3n/rO5ua3MWY3ZLcngFfkayJv+cSpyMGZ7zw89Bf/lHz3Lcm33wCMoQD0Xa7o5vI95RpA09s1HMrRhpYUr1SNWu8ygY+0creXEptBNgWAgFXNLW/7vb6f/0WHgXMAACAASURBVFvvi/e3v+kDAICM8llr4Fg9EQC01m+5rLxhaOjY04cf23/oUXfnTZW3fLRhy66UlBLavTsgkBcf2jKcWnEwawmkk1JVS7oWuNbBMyPUjB/CDwulHQaFYqiwXLZgzX3avzKiH9jBr/UELXiR10j/QvCcuvgyGAyxradYXxVhoXD1PkHX++467CABCo+35Kq5BLCJwdyT/z7y2LcPLM3nEpUtbbvfXtV5qZQ/3s1oucXOb0x6IwMsQhARPSEw/elVXegJK9aeW1oRHK2CnEJrVSkZ8/pFSatMNWg8zdrua/HI5a3vPzLwYG/XY/U/yTZdebuwMJeyRAQLb4aFv8lk35iRIV3rnSj0iUIdQPowu6qq+rZ3jj34o8ljL1Vcch1zln984+XOY76Vpy6cPTny3ENlW3dUvPWmfJRkHIrA9OMDLAzpY/5jhUmL5UpW+GxBpYm/cvDazgyI6R8HAGCdmBn7wY/nT3eV1DRd2fLBsugyLhXOJSGyre13WFa8b/iFdGYKABLRqgu/bHj69QOntaZYJBmxS/P5xdJE7Xx6OGKXlpc0JRON6xt2e37JZKooa93UctvpwSccNxeNJOsrtk7Mnc7k5ggonZ22eAzAWsxO2lZcCOfAme8v5Wau3PDhdHZ6Yu7MmcFnesdeBABJaHnpWP9DANBlPdZe86b1lddGpqFp5xW193QMPfLA7A8eyT13uPmd76VNDbkk06r8QoAVUDJ5tWEiNBRCrdzVw+0gKEw2yiPJWHupR4KSnTtqR94ytu+JeFNrfft1oMell+KphrZdH6qs2Z2ff/LAL05+4cNHa1vjb/1I7Q1310fiwGWwZxNgeU7bQXm3QsMBIAdi2k2D4Uq0CGChJ/CkGhHIVAKi/04YEI2B8uLCgrTqgr349FBg52fQC0/jh4gkD56hP7dyjaU4kjT24hqPBr0EKd8YBIiIjImldLT/bO3SUnS0Z2rPz08fee4sCWjZ1hprfFtJ7WZE0Hj/P1N6IwMsYOjG9AsGelwRYrgQvLVsLeraojmcgvni6nCuRckSY3kXRrBgcc5435DawNIx7B3ObcqS5O+2tjvYoN1/+JnIaLpj89unt5dmLYu5gbhknhj1OCpvcBNoXwzmY5v/+oLKW1yBZ81VctM18ROvjT/5cMmOnTFWGiB0QgHKqp849Isg5KenBh78dqSxrvKP7s7YLqFUoAAA+BkI60u0EtgqNi4pPGaNSMJ8ZdWwZJhSKOkuGABi5vCJ6S9/j7K5De23tdZdzVx+8ZA8bmx5q8WjZwaeBACL26uecP6peA5Z5biLlDBkMK6wFuJoX7PlnpePf81xMzvWv/d438/HZ07uaL/TR1fGddbVXtNas+to3wPDk4dmFvuTiYZMbs51c4jouBmGPMLjBHS458ezC/0719+dKmmNRyoAYCEzJoTDuQ0ANo8xZuecBcYsIVwikXfSJ4d/2T327LbMHXWTWwFKmmt/dwQPn+r9RffXv1T/1nfBB65jDqAAb5ViRBfVDRwKsMyGWaOYDZyzTKtR0fEYLDdkXrYcku+5fXFxZOD5nybidWX1HYCAXPhig4BxJ51uiMbet/N2WJzYO9335Hf+V99P/mXghjtTN9+V2nBpAgSQo76IitysGCwFoTSDJXGV8tXuxd4JACx1rhlhxgdYTC8/PbkYFIr+0jIMEq3MZpH3p/i4UIDFtBD2+iAD8PjJQAf3xK9yYezrIBBIRloSgK4KhuPLNWYLxgSoCInMtp3hM9YPvrBwev/e9PSIHStp3vnmhu1XW7GKbN4Ghc+KXgmW7yq/GekNbYM1vfjAwwcDXRKWWVqFpTXXrti5V/v859491n7ti3Cz8z0JELCmbINw833jeyDnxDdsdmOMCQMfGBlFkxkiG0FP/2YtBm6gjkR1pKleJA6RdS3zzzwvMktlHdsCZqLmb+NfNKuKmyBMMolctu+H/yryuYY/vwdqS4gheuS6uVgOBVKkBWpYrQJYBbUU9u8KPxByirqygdLQBb7ozD3w+OR3fxSLp66u/726ko3MZWRdgOgKO7WirG1mvm8pOzM0cXB2YQCQEtFKxopif16s9OuWvKsyzRaPVpS2nB3dm3fSnEey+fmxmS5X5KJWiW0VWpMgYnWyM+ssTM51L2YmOI8QuYloRUfjjZesf19lsr2r/xdDk6+11FxlW7HRmWMj00fT2cnFzAQAEAkAEOQwZCWxmpJoNQA4Iit7gCBndPrY9MRpO8dTWFvOapvKd85nRkaOvSi6h8paN3C0pYMj80ctZeQ7FpvAe4eFdsg19ttVa81ngKIqDmRhfMfWpYNHJrv2VqzbaUUThXiCgcizbDqylI6X19S+/0+s3e+y52fEiw9OPfLtqWd/Or8wwxpbeGkSteU7SV6Kq52TKuQOGvbsyspKR+grcHmFYGS0yt3LoI4LigH5hB6zZWxfRuNFzrOvL7fG9KBYAWr1VmaFy2RUhWHQkAQwocWzLEGAdDq2uBDPLkXmZiPP/Xzxm58fve/zPSNneqx4deO221uu+r147TbHSTouZ95Cz78uFt7ptzZYv54UCnov9to12BsBjBWdT8ME6v2iEGsDMk4IJU707UKoLPMwX8AbM33ISCSjdoXqVVPRgQgbmm8RIHqHX8gfKK94863oGm+OejWMylswkBmdK/i9vAb25JA+hhAlc0wq/rBqomhNfXL39bPPPFux7epYU2vgLCi68nKSpvhILwka/Pl3clPjLR/8FK+sEo7wLcehCNlAYaFSOxRPDzqD3r9+YfGidMVUjEdlg8l/vFC0/ZNTX//OwvhA3forNjXdFp/nItS11cVIEbs0Fkk2VF86MnnoyJkfA2Bd5dammisqk+0FerGLkC7+MF9T8j/cGlJ5SfPm1rcd6/u5/Jcz69TA46cGHi+N19SmttSmNicTDfJq47Mnj/c/nMnNInIi13VzNeUbL1n/PoYMALr6Hzs7thcA+sdfAQCGHBAFufKylaXrNja91bYSI9NHzo6/MpceBgCLR+tT2+bSg3NLo+WJprnM6KHBn56d2ddWe21tctPlHb93ZumVM0d+OXTqH9fd+n7nxo3EAj1WIScM7+qB7rPcgFqlEZdPpmDDokv5QwwAAFms9a6P99z7z2eevm/L7X+MPFJwceRkMYfbrkt44KVNidJ1G67F9styfUdOnj5w4nv/3P/9L8IVuxO3vKf8xttLYnLHp1D8tGmh5UV9ZlpNhgBcsz5cqwhlocp44kfqyQohFJjx1XSrmCtBjbFW2FpOoULfmIq8k4kMeaPxJ+rzzVLUuMvw9+CrD/XlABgBIQAxF1QISBSAROi67PC+bS8/jX1HjnUfOZlbypaUl26+Zle87noWbZIbA0mypmiIPURTAeKnX/dSaoX0RgdYXnod0ZWXisf6qiZTIadcnNrQygu5G4QixdXTpoZbspAefOURKC+t2nKNuQiigCzRVzYhlC7z9ytrGeDjTKFOQfDt+uXf1G23Le4/MPKLH637xJ+Gg0fjlUPfaYWRO/7CY/Onjza89b2JdZ1ZcgC8fXn6csXAqHAqKrqxNzesWBv6rKHQuBjSB7A40sLLr07/+484WVe0vK+mdCPNI11snGOmdGaqJF7b2XxzZ/NbJmfP9Aw9OzXXPTp1NBpJNlTtbKi+pDRe+zre/leTzlHCNNZcfnLgccfNIPJrtnwyk5sbmzkxNnOiZ+S57uFn45FURem6xezE7OIgAABgbfnG1tqrR2eOnx3b8+qpb+9sf2/ULq0t37CYGa+r2BqLlE3N9faMvgAEFo86bpYxK2qXnRl5ZmLutKSyEtGqjvobGip2yGftGXvx9NCTyZKG6rLOoanDB3vuT0Qr22quaU9eWtvWcLD/p6ce/HpF7rbUrTcDYsAGK6Qz+73LWDGeeyutfcosvk4R3rLLq9bf8MFTj3+996X71+/+YOhFkJGT572nGmTsIBQAsKl+23uueuvBZOSBZx6a/PvPDP/zX+GuNyd235a47uaSZJKDBFjaFICjrw3UCkSpIgRQyxnQhf5b6tpCtSAY0CdQ6D90iEALW8v7UaSLFtyBfHGhSRuYBrHeTci3vVKSlAJ7q4RcJ3IQXlAuctmhvelnHll67MePLMzOMx6paNxZuW5XsmYD8v+fvTcNjuy4zgVP3qX2vVCowr43gEZ3o/eFpEiKalIkRZEiRVGWbFl+fp6Q7fE4nh0xPyZiImb+vYiZeOOJ8fKenp5lWSJFiaJJShT3pZtsNtk7ekdjXwsFoFAF1L7de3N+3C3vUoWlQbpF6kRH41ae3G/muV+ePHkSKIsg3ShnNgBMRhnazFD596AvDMBSaF0Y8RlkaJZEhf61sZFpWlMYt9GKbb4BmxnTiKIGOr5RossL773oLXscXb0VB42wbOEJAEi9HVQ+ByxXSjv71Q5AGghCHvZEsvIOA1AWa+CRx5Z/+fO14YuewYOqHYnW2FIJVEMMqEvX4sL81MrpdzwHDrm+fIyjBUyDZNteG0Kpq/8qBljKMtEEV6lJNq4jMceUABiBJcElf/1q4spH7obOwaYnXSUnprRyTenW2q7XNkOFUtLrEj1goaC3O+jtFjCXSE3EVq7MLn4yHfvIaQ811u1trNtrYV3bVehnSnjdNZWeKIzu3f03J6/8X6LCyWbxtNYfbq0/XOEKy6mR5dXh2OpVBJTLXl8oJfd3f8/vagUAv6vN62i6Ofvq6Zv/aLf4d7Y+uq/7O8urwzdnflsop5zWYJnLi35KBYGPrV4HAJpiI4HB7sj9VtZNVqCj/i6nxX9t9telcmZvxzPFcmpq+ZOb86+PMyfrXF2H2757o3Aq/uYbpWi0/g++QzEWMZUGYIF+tOtHzBYk5MairZsxEkBgwbazN5x/ePH0656Wvrr2A6BIFwJKYEAUjTGFQRzyFDDAYaZxx6H7Bu8rTtxYvXFm/ur5xQ/fjNP0yr6j1nsfct77kL2xgVZ0VCTAEpeFtMb5EwAAQibrSoQ0qEvPVR+QjourqK8081iVpjIMAlXXr3QhIg6eG1EXQqLrDs17ppB8960MKMnXIUl0Spidbbh+KzJxc/n6hcXhS9Fcpsxa6Lrmrrqux+uad1EWK6YAxLtPEZGLNjtlf7HGd/AOpC8ewCJpu95QLRUsyca1w5SRQ3CJeMSc0OeCsRHyI2xq+7hZTc3G+8g8E0wDzcO+pifPpX889vFzu+1/hbobZSdYWImjaJgxlr5SmiwpbeeRGi8kQxNK1tsjwFgyvnQd2p/6+FTy5NvOQ/vkyyrIIy9EK5HZs7EbMOBSaeHVX7B+v+9Pvl628wAgeQOC9RRXmDjHbgqnZLt4TaDhwZyr6Z1qPNEqBPF8Kfazn6anhpvqD/Q3PUphSmC1STBG8mFDjKhNYyyzUcPxxQpXsFsDJJcCJuTtDXl7K1x+MXFtIXFlbO6d8fn3Pc6GltChhg3eqGNK27603bB7d/lklXGcmRNDW/zujlxhmQxkGXtTcG9TcG+lkl9KDd+c+W1f81f9rhapczE0+Hd57JEzIz/KFBbPjvyYQrSAeZctdKjnT/zOVo4vji68O5+4BIApRO9s+VrEv0t0/YAMDQl7+x3d/qHpF86P/3R3yxNHu/9DbO3GcPTNhbVrTta/4+jTcKR35dcvRf/h7xu+96cWb0DzedPCrE1Dq2qLGB1VUWmg6lyFeCsU65D74a+ko6Ozn7zkDnZYPAHNB1o2cVKOqIg++SyMsLbmOvHOftGAwRLE+x7EyaUlj/WdhanR/+f/SPzd/wkDg+yXvmw5eq9l/yHWZgEAEHiKr0hXxYhbhFj01S5XmDCoQsq6UgVYpv5F1YYiss5IF1i96xCA2XYhJmOJJQsAFMZy9xLSBAGSrM2xklKUsxaGpxheDBRkEScAGh/jz50u/uoF/sblqzxXZiz2YONA++BAoHGHgGwCpgAAI0GBnFipq9wwjAzaLC3wrCEI7wT6YgOsO5JMv+8qfdbIfXvKYwXL/vZvnxn751un/7W37q8Z2oZp4C3S3p66NCH3p2TVFEKARXMKrbJKQS0gaEPEmAgAA6aQ7+EHl37048zQJd/AIROMuhEiEmAaFl97qbKWaPrL/xk5rZK6gjdkqqsnqbhCmkA1f1PtF5gFmnJNQvTvDgHQBcwtLy++8JNKYmVX8+PN/r1QBkG98cbwurdvsOWLCQAQ/V4aiWUcLeEjLeEjuUJ8IXFldumT0bm3bwtgbS99ypMunV+oVgZC1MTCBx5HY0vosI7ltNVZWGepkhUETsA8QlS2GL8+83LI2xvx7dzZ8pjf1TKy8F7A1d4Q2DO28P5C8vI9/X/FUlZDIdhtDx/t+Y+Xp1+8PPNinbtrNTeLEN3X+GC773CujEM7D9u/5Yu+8uz8P/xdw3e+b+/oBvIUoZqNWQM+ta7bqGxCood11PDUd6f/8f+e/OjnvY/8pXxUTpuL/CzNawQ8T5UKrHgcDgkYMADbs/ee/P/+n6m5qfInJ9NnPkj/9/8v/1//Lme1Urv2OvYfdh67hz1ymKdpVbDp/pnds6VZS5JcZRUGMpAi1UuyXmqD3YWUpau8mEfKukHOTZOdcYVLwhspHwRra65M3ioehFhe4i6ey188n714LreyzAGAL4ACDUf9DbvcwW5EUxhBoQC0hacY7QpEV7ah9kbunQmqSPoiAqwqmpat5rIFFY+pfkvZVyBdcpLLB4VtzEc9Iq7miw0bFaLH3arVw1Blb2MbVAGYBpsjsLvjm5fGn4u99+LOHU9VXEwhbBWt2rGAJC9WtCxREAiyIhuDPL+xal6p+V+99AVAXqcp0t/ZP2BtaVl79x3vzgOSkzwjEtIJ2erc1MzV1NB536PH2V0tAq+ecJQiY/lNKcoqrIlAHKpSXxnSRQOtwxfDGXitC6Lqna5vDCABw4c3Zj/8BUJocM8f11OtZo5ljK97e3RBshMsc4ClkNMe6mk+7rD6b07/JpWdl+9C3vz83Ir03aA6xSTFVvpITpsvJStcvqvhfm2dpR+j0XfKXHZf1x+oZ1QBAKDCFcZj7xdKaxSiPY6GdD7mczbXe/sT6fG5lQuz8XMOa6DO3U0hulha++TWD7PFOAAMz72xp/UJ0+pYaMdA89fOT/xsJTNhZVyHO//YYfVjDNYkV3chFxIaQ0d/cP3a89Gf/LD+8W959x42cUu0NYClgwzG8I0kXC8ipoBx+JrvenLmxM+Xrp+M7H5AlBha0IFkHQoW96QQjS02ThJKAgAG1spPTjX+4hdfwQBggyMP4f33lWNz0djM3OTE3MWzSz/6e/B60dG7LPsPMvv3s3v2MC4XouRrBGWAhQEjnqPFrQdK1h4h+RQhaLCXUivN8T2i3TXaj8lYJhAFiw4iVFlCSe4VNK+CpnmKEjCxngXAIuDEWHju1Y633nYmlmML89FUchUAbA57Q1tn7/7mxvbmMt8aX/EhwIB4gRJI7ZTcTrVe2ISrfZHKu1q36XcAfREBlgndkUi4iqKl5rKtJnMd65BPXzcW9HR2Re4dj50MW7oCHXsRj81mjFQZVX4oUTCBQpX4guxaWFEUgV7R5Tt+fOlf/iV7fci954CutA1OTzE+n8vGX3zR0t7k+eYDAsLAk04ZxAdTI3fQB5JYyhQtqVyigibc2hosPWUuXVx6/xdua/3+jm9bse8zHvVr2RkAsFt9G4kcCe4enXsrGr8oA6zNUpXZs06SbU2x4fxiyasIUFPdPjKwWE5FE5cpREdXhgKejnQ+ls7F5IyF1ezMcmoEYx4AdrZ+/cbMrwFgNTu7mp1VcsiXkrOlc2JWallr15bTIw2+gZbgAY89QpZ4M/pGNHkZIdrvaFnLz5+ferY1eAAhCgsYCVjgKxVWsLr8AsJLL/+CS66G7v3qhppcux+qrW1ABCE10yop1nvbGCQrycCOA5np4ejQm+7GHmewRZOUqAkGhGRra/UkuIhyEF5JeJcWpdsIZN/kvc4Q9NRBNlPsbHrLwZw7d6b01hslAKAo6O5h9u1l9+9n9+1j+/tYKyuXodi2m9mzk3fbGrcINzy4q4FWnd4KtK9BWa7KEktAPJZ8WQkA0Sg/NFS5NFQZGqpcvVrJ5T4GAJqxu/0drf33uYM9DnejQKEigol5YGmBoXld80zwEzKuJX/n6fcAa4u0FfSjcJVRrVdlYfLv+hmvA4k2g5jMq7T91NHwpZX0+I3oa4caOyjOjgUMCAkYA4UQBoEGAEAYsFa6AGjxByLMsBABvESdERL932FRMmIMzp0D1sam5Il33IP7RZkmabmU04jyTyAL1YogLODFXz8vlErhH3wHIVoPd1TkhAAw0iItsSDx0jSRL4WD3F4dWhLk8rH6ZvRgDqSc9WTAYSKtnT21/MYrvlDXofC3KNay7qdL7Qksn8ZGG9+O0FAmvzi5cGJ5dYSiGIrakJdRmrJEArsXEld2tH6VoY1bWuaEAecK8VR2PpWbT6QmSpX0/fv/N8ZkR2wDORm/9tXJvFdqzykicC5+wedqsbEekj228H4seU38kUhPJtKT1Ur3u1p9rtZULipgTi4ZWVmXzeJjKMtqbg4h1N/4VSvrzpfX5hOXMsXF+eTQfHKIpe0P7PxbcUbEM2NziYsAAJhfzc8BQLGSHl08oW8TRQMWnIHmxAdv4UIhfPwJTes3DrBM9aSm/VhjyKkW2lVLUV6CKA04J2r46jczz01PffT8zsf+hmJYTRHGsohTC4pRK0VLHkcBY2DkOYgBYez2Wj2hQ4f3e+8+jvPZ8uzU2uzU6sz02uuvr/3yl2kAYBgqHHGFw+7WVsf9d+eOHCy3tbFWC1JWlISjUUk/rnqakjFe7V7R9p1uJCsjUr6jQ9t1SIZQithDAPNR4bV3AkOXqaWldCyWjcUyuWxZbEtzq/fQMR9metfy+5yegGzDjwAEyecOBoQkKaa+LKUxxHlwDRdAkwSUjQETNHwn0+8B1taJ+KaTpFsNaH1iKVytbkZOoeUSmhgEZMbEKkRfmq5CSMc17huScavYxW8rIXqg86kzN/7byOgrva0/wBTCCFOAMMaAgVKaLLrEFKvPE/BCkT2U4QXIAAWB6FhLTCzNYN/9X176+bO5yVFHT68yTTGZoelymch87fzp3Ohw3TNPsfUh9cygxJUkvYyrkCSlxDwULIUBsHyRvRlXZwKP5Gepjpp9QyK5NsSEiyDx8fvxd3/r6h3o7/4WNS9U9cVgOjpks1VMwWat3bOF5enYR4uJqzRtaW+4uy1y1wbKk6i5/uB8/MJi4mpz/aEa0SpcXkRUa9n5dC7K8SUAYBk7xoKFcTGUZauSWJ9qK1dU6fQFZtlyQrnC5XnerTOiH2h9Ip2P5YorCFFNgcGW0JFCKTG59FE6H3Pbw90NX/Y5WwEgkR6/MvmrdCFGUxYEVFfkvsnFD1na7rSF0vlYhS/QFOt3tjcGBgEgCNAS3F+uZCeXT88mLlT4wvmp5w51/CEAhFzdBzq+Y6HtNLKItvDLmdHRxfcFLHxl598ySAKpAq7cWHhjIXnd7gklz33I5fONX/sODZs0NjYbROp1DqYxqySppc8hVqxKSMUF4HJEnvj23LM/jF58reXIN0xLQeQPTNwHIyEskJ3vqaNCtNBiaW5uITQfrZPSY4wwBFuhrgVK+dX02lwmFc1llm7ejA9dWnjlZQwADAMdbXTfDqatlW5tppub6JYmurWFbqynKQrpKqNt6GaFtXEUYsIzP15L8dEFPD3Hzc3z81F+LsqPjvMjo1wmiwFiAMBaHA5X2BvoamxvcPtaXL5GoGgMICDktkrdgSl5baisx8QFGjLD0EgGcboGIROuanNBQrRP+4N1e/QFBFh3Pu6tCc63gNzvMLDvsAZ2ND84PPtaYvZKsHUvAhAoWXQhQiwq6zUKsHxtFVY0OoLWXBNrTODlKa423Ll7D+1ypc+dse/oNZmSGGphSwSV3Frindccff3uLx0VdMgOy/+QFnXpuCr8IlhQhWu48c3U7ZC8MtQHKtHERWD87VcTZ0/6+/a3PPBtdqJc60qvdYceJn7UpFwhPhU7tZi8RlNsW8PdHQ1fYmjbOmm05HZEPM7GufgFHcDCWMgVVzK52Fp2Jpa8zvNlAEAIOWx1IV+fz93qc7WUufzFWz/Z0frwpkqsQdt7AShJDGXpbX7o1vxbS2vDYV8/AJQq2YnFD2ysJ19KeOwRj6MxmhhaWL0mCJzN4tnd9mQksAthFE+PTsQ+SBdiTltdg39PbPVqX9PDraFDPmfz0OQvC+VVQMhu8TK0TfdSLYyzr/Gh1uDBUyP/lMpHlfA6VycAAIYylxtZfH9h7aqNdbcGDiroCjDQPL2n/jEnHRhLfEixlvT1C5AttDzxfWRh9BrWGiOEXOEQ0Y0/NcPbbC1bg2tC8ofZ2bWjbvCepasfBboPiBuFaiai3ka5TIIoRrNdSJYocSUTOZ6juIp8P4Fypg4DUGFXIOzyHwSMK2XG71t98O63EJ4fGavMTBeHR0rvfVDK53mlsgyD6kOWSD3r87E+D+1xMx4P7XEz4rPXw3g8DABQCNwuGgBoGjkdtFJapYILRR4ASmVcKgkAUCzya2kuk+HX0lw6zacyXDrNp9LcWpqLxyuLS+WcvnS2ucn2yMO2zg772Oz+0ZnDDocNCP+FxbK0JGRYnmYEUuGkoh9RWbaRE7h3NlTaGn3eAVb1heOnQsYhsvFiNdNVo/UCU1UW6JVjtYpGJk/GaIQKZ7u6C5k+NtUfjK5enr7yaqC+j2asIN7MDoAxki4FxSCdJkeAeKRocShZ5GFZk44pyfgUg2qMJe0wYvUfpmn3oUOpDz7g8inG6VExkvqgMaBXuRiAwStvv4qxEPjeE4IVCI8MyoMsZDG5XyBzZbNOEFQuyG7nNZe7KVwlCeHZS2etJUp4pCgxtUovpZdir/8qNXSmqf3YjvBX8XCJKQiYqinJTJQuVIJECQAAIABJREFUMgmy/g0hbKrKwgAAhdLqdOyj6MolCjFtkbvaI/ewjN0k3gaoKbR/ePq36VzUavEsrw7fmnlD8vgvThJEY9lZOcbYxnp3ND9oZV0AcHnilyzjaAjsqpo1OaE2SBt207DZtC11h6OJK7fm3yxV0strI6u5GXHNz9CW3W1POW3B5uD+S5O/qPf39DU9TFFMPDU6EftQhFa7W59w2yJnx/+5zt3dVncIMASd7YNtTw5NvQAI7Wt7eiT2HsaCpgIYAMBhCbhs9dni8lo+amPdY4sn2+oOu23h2Nr1W7F3OKHUFjzUXX8fQ1nUhAgwjQCgM3w3b4HJ2IeR4MDi9M3Zl/+5+ek/oxGDBKzewm4G1rGcDyiijFBamLwLMqY2EJNcQyBRmMolUVHDkUfSY1dnPn5x52P/ST+YRc98KlJUSpAlEqmeIdokzj+KxRZa3qtVXHUo6yjAIIDFymNkvTJ6v8NWwlbUtgPadwAAlMulXDaTzaRz2Uwul8lmMwtL6anZYrlULJWKHK+5sfs2CSFktdqsVpvF6nQ4XO2dbpfL43S6nS6X0+2xO5ySGRqCxTQqCm6fn0GoAkgWXcrdN1h0qEoEklwVY4mNV4dHLTP2KibwpiouPetOos87wPp3p+3WHm1wqXbHkU6CIWpH1+MXrvy36PD7bTsfRuK2PQZAWLw7FQOAfH8Oko8QAlKcthMuhHW+G3QPxLPrrmNrJ0+mL5z33/+VTfVhYWYqe/Gy94njdKMfBA0k0hAm9ExY+wmXdFQafZtJnQ1cCc9oMxQrgHTKKqMGS4Cld19ODZ0JHzjez97DJgSBFtTLO7ZGNTUGhdLadOyUCK1a6g93NHzpNv2FRgK7R2beuHDrX3mhDADiIBG1jRRF84Lme5NIj5++/vd7Op922kPxtZH2hns2aO/1qdN6EgAhVOZzpUrm1vxbTltdZ/jeZHZmNTsjCPyZ0R+11h3qiHzp/l1/AwDT8TNz8QuF8ioCVOfubKk76HO2XBh/lqasu1sfF3PjBW5y+TSiKAox1+Z+w9I2XAXeNQUGRxbeGZp5ocwVAHCZy5W4XKa4FHR19jc85LTUOu+5w3PXSvJWLrPc3/314YlX51/5Sfujf4LEmyX1KxW1G5D2Sdp0M+qE5Ayw1idmVS4ZWKPSBFFWa9Ohx6Y+eC4+cS7UfURXYX1p2lIwqHZSxooZa6VNixDCiMIVnp6arRME8RplZYkmN4ACmwtsLlwHapMEgeMqeZ7Lc1yB4/IC5gS+jAUOAAShLAg8APB8EQBTtFW8e4pm7GJdaMYBAAzjYBgHw9oZxkEzNiAX1QgBQK4CuTXA0qEIUVYgALBYOJoV5FWdtluU9S8y45K9RHDNX1Nt0XRnYylT+iIBrG0BOsps33wSLI8z4hNX04gKE4mJQFV8qdPbOGyx6eQ3RDOXEdsxhOVMsToPSfI5GiKRfdGJD5sjh2h/UGABYRAQQki0qlbvZdd4HebF5aN6xgYLYpeqRWDZeh0BYKzMfmwJBO1dXZlPzvjvf0C61goTL1Q2kcOKmBafeBx/+d8Yv9f78H0SujJAKFFfhaUHOTMFVAmqXy4kIGmjgdRX6XAVVjfxjDe+qY4eCOimQWwgdULynTeSl05Feu7qbvwyxCuCBWl0V+vqY2oNdf3wKJbWpmKnovHa0GrTM5ChrXW+HcVyqiE4WOEKgCDs21kup+dXLi6tDotxLIzDZvHmS6scX+T40qWx52iKxRhnc4tXx38FIG0p7u3+ttNWt9kKANym4qrmTCIyLldyFsZZ4Qt72p5azc2uZqf7mh4K+/rHYiemlj9eWL3WHb7Xbg2MRd+laQsAYMCrubmVjGT5TlHs5PJHOyLHEULXZl9O5aKD7d+0s94Lkz8vVbIee1ga0AgAA8Y4mZteWL22lL4FAGWuUOfuXMlMrGQnaYrd2/pU2N1nqCGxGy0jgLbgoWsLr9nBuWPgG6PXX1l8+WetD/0R52KRYN5lxsvaMQBSnUwa+koXn/i+YiVDuSSs2LMbO1yJJk9vDMBbkHvwgHPibPT8a77WXYzVqQoNrVW7YjyACfmg/kSKfMIa6SHLH9m3BlbrIlpWUdhi45BiRK9fLImJMJC+OTAAOAA7iJlfdfMaIyAqq3SF+hMBh4nOFHVFYn2wdO8YUvVVMjRUVHdyWskEX+krqVKyKNbXkHyJZHGykYjGHsvYNDlQEfJgFuvOoS8MwNrel7DxhZIuiQmOweTfKqWYsHXIyjxJNeGuy+9TWRAgzV9DPRGPeyJfXl68Mj92smPvkxhR4m6XJG8xRvLZZfJqCSRDLiTvRCBK72gUgWxCAaTkQoCx+8jR5eeeLc5M2zo69JWVpaCuC1OfnCrHYvV/+SeIZYEANyTAQjKM01is68zY5bSSUkrhEojNaHFlrhIzYjIiQ4wAEEoOnVq89E5jcHC350G8UAEE+p3BjRtG1IyVLyXmFs/NL18AgKbQ/s6m+62sexun22D3twEAMHx45b+UKpnJ6EmEKCz5pMYs42AZB8vYvYy9XMnlS6u8UOaFCgAUymsUYjihJAhcsZyaWPhgT+c3N138baIrWKf3lKhWxuV3ta1kJm7MvZotxus83fXeHdli3OtoFARuJTN5Y/41AGRlXYJQEdPw8gMACEJlJn5uJn6eZWwVrtDX+FDY0wcABzv+6OzEj3OlZDwzVqpk0oXYan4+X0oKmCdOzWKMsZVxhT29s8mL+dIauM1qbmhOg2fnyNKJkdm37m7/j3T9V4aj71IfvtTw8LcRD+Zk0EAgsoMN8Ev/oKwiDbbtCiRCpmlJT1eyXOQtwFuh/tGnpv/Hf4kNvd1y9EnyM6/ADhGxkfCM7INqXGTgAplEqjNCAlbsCMimS3ojQhWm/sGga7wMpExJK3y1AgCryUWuuqYFeVmqCg2pnkQcAMVdlqiGxEQgyIH66pAAD8iswPgTjDkQgWShdyx9YQCWTOthic/kfW0Bn21L2s+eana3zeJtDO2LLl9sKjzAsn4QMEUhgcAlkuQSsLLWQZKTPpVLqnZUSzVlOUnKPAyO/n5E0/kbN2ydWoBFkCrBMPDZTPLdt+29OxyDO9V9FmWdS1ZAI3TJFSZZQ/mwoTmXqK2g54JW4yUZ2wryg4LnMLB5fvXWxcVTLwcjO3dFHhcl5W1tC5qQZASVK6x8fP3vAZDf3bqn+xlA1I2Jl3paH3TZwiZJbo/u3vVX4wvvzy9fFDCHEBJfR4XLV7h8mcu77WGfu9Xral5ZGy1WMgCQK8SbQwe7mx5gGfvw7Ovz8Yv50pfXdXP62ZG2P1jGzgvl7sh9w/NvIISSmakPb/6DyGJoq8MSSBcWAXCpklECOb4kDjSrxcNxRY8jspabr3AFl60+kZ1aWL1W4rJlLosxFvjCpelfqmXRNrelvlhJl7l8W93R2cT51dxs2NvX3/jVilAaWzrhtAbq3Tuq1lUmCtEhd1d07dqZmZ8ORh7rqDs2NfEJfOJqOviouZQyQB+srJSw/OEkVqEmC1J57muUSKBPtRESi7LVRQKDd8Uvnw7uOOwINClm7JpS5HxN1rRkuRghnTaJOJis+EIm67zeoe1tkfWoxi8M2peCDIG6CLgKV3532JAbVHmP5hi6dju2WYh9FvRFAViaV2MyaNWg9Y4LEcui24lm5JumUAMJtlGUYCK6domgJ5P14nbhNbPiak4JjKCt6d5ofGh+8oOugScAYwFhhCQ/WFi+iwtRSLKYRJL7KBDPFYpcQZ3bpBtSEa9gBf1gAADKarN1deeuX/M/8TX9AlOWZqRUS7z+Gi6X6558UoqB5fWaiHIESWxqVUoIQGPPLlqVqXgICDwE5ibwyMzy3SSJwS4e8bg0dHXmwgsBX9eejqcxR0kg1fQlqxcA1BwD2pFZ5nKpXHQtN5/KzaVyCyKjVMlkCktXRp/nhUpdegcBsDY/uogU5PBhaGtfyyMtoUMXR39WqmR2dTwR8vVm80vZwvJabn41M53MTCuJbRY3x5Xn4uejiaG28LHW+sOxxJWJ6IndJkosbPpYu2Kbjqf2oXrUipyCgsAlMlNruTkAcFrrQp4dTmvAYQ04rUEL4wSAa3OvrmVnCuU1imJ4obKz6dGb0dc5vhRyd8cz4wCQzM6ImVW4PIUoK+Py2MNWxm1lnFbWfWXuJYay9oQfiHj7RLv1y3MvLaVusZSVpe0lLhtwtAGGXY2PFkqrV+d/c6T9e25bvbFNSNtduyNfC7t6r8de/2j2X9y2eovdu3TpXaFQaL3rm8pdlmpqzacUSQ/VbznWLwxMP8naQHFO61AX1na1whVnf+TYI+mRK7OfvNT32P8CcokIQO/KBEn7+2InGN8xkrU+SDekSJ2TtOqTegaJF34iYkEF5MpSqo1G16zmrv1OGMGYSYhBHJOvk4REisU6aCsv9ieBjxWApW4dGvZ8yYoogXpsp3sg4mu8jxo/KHc26vqiAKx/P9qWVchGMzRfK9zBZLf5GkJ7YgsXO3Y8TFMWJGAFjpDG2rK1O5ZsqrBBg4UNvYINDwAA4BwYWHn5pUo8zoZCVdfLGACgNDebuXjB98ADTCQkgOycQacL0hatnhw0lKvDYUQS4sHIrabKErtIkKstB5ZWlsaHXvDYI/vanqHLVFV/V5unTH7p6tSLFa5Q5nIAgBDltkeagns97maPs2Fh5cqlWz8FgObQoZZ6/ZV5WyPjSOb44vWpV8qV7J7Op8P+nQBYwEIyM7O8NgwYBz0d9b4+K+vOFVcyhaVsYSlbWBEEbip2anbpjNMWiiWvt0fudjsiJoXBdk/TamREVwC8UC5WMrxQFm35c6UEyoyXuQZeqCCgaMpCUywCyJdXPfZIurAIAFdnXwYAmmJFdEVTbMjT0153zGMLI9VHnEp1zq58ebXZP6hUwmHxI4QmVz5xWPwlLht0tgEAhZi9Ld88M/WTobkXj3Z8X8R21RoiYD5TWi5WUgFHy3J2XKwYAKzc+jjQPOBu6hXbSQIMpfEShCA+4Yg0YqLUUowqGBNwIwfW5hpjIASUxdZ4+GszJ59PTg4FOveJXE2dDeBGNYwy5xraC9ptTS000sU0NtkcIBpJVxmoGdNQQwJd1YQ+pkmUJ3Mu0fbt+D59NjN1W+hzD7A+/Xeh/SpvJFDjc8EYdf0MjQsRNarJ8obMw2R8bw8kM+9o87yJ2YhxU/jQwvJQfG6oKXIQgAJKOkWIecURAxKQrKQRZCW1AEDJzgu0GAuTi0ASsmAAAMfALnjl5dy1697jX5aiggFdIQAMq++8TTsd3q8/gK1yHG0ELR6SoZVqEKY6YqihmtKZw+uiaSy0iEDjFiFg4IuFqTd/TFHsYNcfUKyV9EpT26GH+ZDTUq4Yz5cS4sYcTbEMbe+M3FPv618rRK+M/TJXXAGA5tDB/vbHqmZRk9Z1NFXmchdHf5YrrPS3PYaxcH36laXkDV6oWFhXR+Se5tABm8ULoKgHEADwQmUhcXkierLM5dL5BQC4PvXKsZ0/WL8261TGjL2upEHEiyYonh4djr4pQqtjO/6sUE5lCrF0YXElPR5NXgYABIimWE4oI0SlC4sIEEKUgHmxgTRl6Q7f2xzYR/hTwMbKuO318ewYz5dp+WQljRiMMQaeE0oMbT0//ZzLWrer6TEr49zf/PTZmZ8Nzf3b4bbvik5HjRlejv56MXNLZFgZV52z02tvcAZb7b7I9evPTZz82c7H/pPNFcSyx1+pB1Q9k6TawfLUIyAIMjHMqvbVVzMkMtGiLVK3rcsEY8A0ePcctN/4cOHy297uQVqgsJpU0SJpCMmQQrqy0IRL/JLgI3GnsuyanYgmn8PDqthQhJJqGaZ5syR8MwkDs4hEoJyjmU5Id7RQCjThyrmjDQBHJb7CQgBYcdIsN0XmYkRic7Osfhdw1uceYH2GtP7qSU81ViPrpt1CZdYp7jMi3YIUed0tbmfDwsK55uB+ikaYkScyL8smWj6pI0ggAwsYYSR5K1D87giK6l1/FyFJrNdraWos3Bz2PvjlGivf8nw0P3zL//Qj4GEwFvTXDpL/i+lFUU7AplqqKd1+nxFCKajLDGBRcqDm8JGAZ995tpxZHdz3pzbwGNbXt0uRwK6IfyBfSqZy0UR6ciF5JZVfyBSWJhdPsbQNAEUCA31bRVfrUq4QvzD60zKXszDOG9O/BgCasrCMvbfhq411+yQQAMSLxxgQoim2JXSoqW7/wsrlsei7Fa6QKSwOjT+/V7w4+TMmA7rKlRLD0TcTmUmPPeLztazl5z32iMceCXt7xfiFSvr0rX/iMSeiK5+j2e9snlr+pLP+nkIlFVu92lZ3tDt8r9r86uS2hTHG2dKK194ghlCIBYAW//7Z5IWjHd+/En0lnp04Ofr3bYFDHYEjuxsfvzL/0tWFV/c2faN6e7BoDOe1Neyou9dlCQIHKI4P+B8/vfjs2Hv/PPDVv6ZZGyY+0srnGBs/wAqEQpj8rhu42h7FmkCEVe2XijoIwaebDwgAKOBtKHj3g/Ov/GR16kqwbZ+mCDOfC0p+ypWFplxTUjI0jabBgkSggm62YtVtVhsT5+lkfAPX1LhK/5qQlmuIZVKc9iexG4hUrimwBvOy7jT6PcD6XSPzj+Ydiedrj36C2xg+MDL520x+0WltUnRUSF3bSvoeTCkzT5RtxIpOh3h00ovQYAGAvbsrffoTzPGIpo2VFJOuvvkW5bC77j+qUY8hNYbG8TqphZJqUouLyG0+LF39hXRIS3yuZralBGLACOgyXjj96/TscOeBb/pdrZCr7qv9dgghhzXosAYtjHMheWVp9Wa+lAx6OlczMwFP+0Dnk1u+aGld9dW1qZdKlQxD27zOJr+7ze9qczsiCG1oB5RCdHPoQCSwa2rh1NTSR/HU6IfX/u7Yzj+3MI6t1daENj755Jl6efpXy6kRlrEPNH+tKbiPcAWg/rWzHpc9zPFFAFzmCqu52dXcLADQlLXC5Z3W0I7IA+YLKQO5rfUAkCkuee0N04lzvFBmaTsAtAUPLqZvjiy9f0/3n1+LvhpL3ZhOnJtNXmj07u4IHplMnJm0fdIZOGbMsMIXAGCw4ev5cmoqeeb09I/Drh29wfscjNfOuHf3PTN046cTHz/fe/efAKV8EcmrAYne0H4vFR/CUiDU5Brnr3K+2Ozyq2qC0rtj90qoceniO8G2vYD0Bu5SzkawRUK3dd1fGUomUsv1Mi+4NmTbhKRVKlNVMwRVtgjlZ2yWxJxLgFqk5Fy9VsayPgf0eQdYtQXfZ4RJlMFiUh6xd2MWzTSp6Qw0WTiYFVernlXYGx3rZvE2NvMjdXtGp16PJ286fU2Ix7LyRlrNIQEhhBEGJAASvahThp1BGYSpGcsqJWOjrK1t+OSHlblFa3uz6EFe172l+Wj+5rD/8Ycpq1XVjINYBDIpTuNqgbB8B/lBFPqCapKvV03pABYviyUikFI2HzV28RgolBq5FLv1YUvkaId1EBXlqwY1o6L2m99gNCliPD0KABxf7mt5eCz6vsMW3NvxDA30ZufTurhKob3d3ymUV/2uVq0Go2Z6LZehLD3NX2EZ22j03TKXzeRjQU9XjcTkD14oV7hCsZzyuVoNzJqE9U/KO8kWVxjadk/vX7C0nVDF6Olo939QOAKulCq5THGp3rNjOv4xTbHL6RG/o0WEStpy9bk5LH6GtmaKywAwtfJxmcu3+PcBAADqCn3pZuzNeHpssPFxt7V+dPmEhXEupK4BgJ31jS5/4GD9EXcv2Y5UcTGZnwUAnq90Bo60eAanVs/OrF1czo03eXb1+O/2edra9z4+denlhZvvNfd/RZ1DMkhSraxIRwDKu6VUjY2aBFVJImqtKHnKYDWJJAfIIUN+7JX5iwEQCh15cO63/5qcvurv2qvFYXr1kZaLZC4246qRCEMlSeaY5kOQ2ZAgNxCrpdsAmWmwVNRlqt8y7huS0fQeFkDd60QYm3CVzHUoWVe0rnW1YdmdR593gGWkO0/Rc0fTZzJ8WdbhdbfGk8MdncexdBENRoJ0IAVhjGTbdgAJsiD5I4LIo4IK1VgIYrC1tAJAaWbG2t4ssbTqg7XX36bsdvf9d6sJSXWU6YOi1gJZlGIiraLBkuuvBpKeS5Uj6ySGE+S0xg1EjEGAcm5t+txLPndrf8NDUBbUSzyqrdZvm+o83en8Yl/zI5cmnrWwzgPd32No2/or6dsgm8Vjs3g0QVvyUNUWPja/chEhimHs6XwMAHi+VObzS6vDQXen6PGhwhcqnPhPehbkC3nu2vkXLltoo4XVrGCDf9f44slN6fwoxNgtXrvFCwAsbcuVk0MzvwIAl7XO72z1OVr8jhaRa0pua32muIQB80LFxnrmVy8DAC9Umv1755IXR5beC7m6OoNHrYzjeuwNl6XObatfTA8DoCsLv6Gbng65OuRm4RtLb7KMvczlry29MbJy0m9vDthb9zU+tZQdmU9djWWGW7hjDXsfzC1Pz9142x/a4Qy0AIgzGQGBVMR1hYRLCMfC6hXEsr2+CVc5OYcJIUCQOvzJkSk/q/otWSz4evbEgw2Ll97ydw5qPFBhfY5qfqTcULim23xkElw1rWlxNSDb1sh8f9CIrtZNonANmWjTIvJIaVVC60X4HaTPOcDSvK87B1qZ6Qu2osoyck1DN97wjY/vDcasWTFyJoeCfWNTbxYKqzZHAGEQAIEgHStCAkKUaPeOEKnFUfQ0pFMGksi7+TBgkKwmmUCA9npKM7MY7sJI38nluYX89Zu+rz2EbFYpRx3AUpETUiugPJjrmTRc1fUoqPotJKhpleOBkioLAIlqLQAAoATVhzHi8eyJ57HA7+x5Cmga6w6QGYbN7Vu7A0Cdt8fjaDw38mOM8f6uP7Ru1mn7VmaiUaGwFUKIag4dGJ1/9+zwj3SsxeR1AKAoxkI7WMbO0nanrY5lHAxtS6QnMoXFxsAelzVUtXRs8qSWa4jpczQDQKoQC7o6quRpFiqH3d3zAwHzqcLCWm5uNT8XS92cS14CABvr9jtafY5mn6PJY4sAqEiUpe3x7Phabo4XKr3hr8wmL2RLK4nspNsS7AsfPz/7/EzyfEfwSJNnN0vZryz8usRlEMW4GW+mtHxj8c37u/5CrMFM8ny6uLSv8RtONpguLSbzs8nC3FJ2DABY2hawt5SF4tT8BwtLl9rCx9IWz8jZ5/Y98Dc0bcFIsljClKyiQgjL8k7d+yOuE8aYWC0oOipEXFOBCGWIJoT4YCNpcYJBdf5OFif3KwrvPz7zzs/Wpq/6OgZVbIP0s6IK8iG2edVTkLI+Xp56CBOqLLl01TMy+dqxft/YVK+2SUJqoXIh+sqYBuruw9ElJy3fgXhlpkUaFVfrAq/qgXfOV92UPucAS6U78z2sswr51FQQt0m3tc4wT1wX6BubejOZHG2yHQFx/SiAZECKsbgzqJiQY60GyxwrkAokXTgGa2traWbGtDqpN96hbFZJfaVkAqTg0z8YHa+bGrkjUgmnM6gSYZbuFKFWg2VytFCApesfZGJj3QefcVgCwAkbfzem62yVag49ji9dHH+2VMkc6Pljpy24wRK3h257QrSH70KItrFuAISxkC0szyyfBcAW1nms7wcMbSVLETB/bfqlTGFxR9OD7fUmpkibJjlnr70RAUrlo0FZM7TxtCJRiPY7WvyO5g44hgFnC/HV/Nxafn41PxtL3QAAn6P5SPv3lPhhT+9KduLy/MsA4LU19ITuH5p/cWT5hNMSCLm6gs62sfiHEU+fnfHWu7oPt3737MxzAuaywgoAVITChfkXgo52l6VuLHE65OwMO3cAgMsSbHQPAOAil00WZlfzc8nCXK6yCgDlSm50/m2WtnHl0vT133bvekoCRkBAIsAmW4TkEJYXDNKd7tquUEGSIGuIsMbIXQdaagxqcYHk7967dPGd2MW3fB17QHZTXtPI3eCPlCgOzLjGWgEAIPXkJKnAqlau4ccGyYByTIsxS6Ex21KqYEQ5prDJdMlXI2S9ytRWtt1R9IUBWJ8abWWc187wNr5825ZkW6hmv+gWSQ5HncXiSmXmmoTDSMJSUteKe4WKYbiiKyLbpewRSGF4nVZbG5vyN25igQetoXRlKZ6/esP3teOUy6Z5DRrFlVSisjYFxS+XIZrmWZCVVViLugTppZs4cRDMAJZsoVVejEWH3gg2DDTW7YNUpfrVSBun9ceKgPkrky9kC8v7ur7jczYTHOIMeZWK5Irxy2PPdzV+ORLYtZl5s73DF7XVH1V+zMcv8kK5r/mrt+bfml+52B6+SymNFyqXJ19IZCb6mh9uDdV07mWo4Gp2Zi0/31F/N1RpJ8NYHdbAWj660RxrEgLkttW7bfWtgQMAML86dGPhjQbvTjJOo3eXy1p3bvpZABCwINr4O1jf5fmX9zQ9Hnb3JnIzxXLazohbkHanxZcprWCMD7V8O5GbWclPj8RPKLnNpa7UOdrtrFesqo1xNbp3Nrp2AkCJyyYLc8n8bDw/WeSzABCbPhMM9gXC/aq2Sq63orxByrV3enWfRhOi+YQT8AuUfUNlz5Ey6cQqyic5hEHhA8dn3nk2Fb3lbe7XlW9q5E6qmUzglHwV4TqfiSoozRRjydUlvVlsjmobm1d17qrFN9icq8VhYkwFV+tYSCMzTLgkhrvjsZQpfcEB1vYI7nU+KyqQN4X0ZhkqIqX2dqGxBtXo0xudJjmbrJPMK6jOTwQAXndLKj2HBCwGIEG2dcVI0fEQfq2wBFywpOciF8BILrJaxzDBAAgCv7pGN/rJ2mRPn0U05frKUWAxCACSQZh6ZpD0uYBI2aBcQahw5eJVLZSZkbsIoRDScnlJWCMeI9lAniL0W0gAAfPjHz/LMvZdzY+zqQoSlLW2aaNNBlKVcVtrlGLA16ZeSqQnd7V9o87TreMh0ToGIVzlPFWFK+SLyWuT/za9eLqz4d4hVx5cAAAgAElEQVR6f/86Rkib/YRstOkqza9cdNvDrfVHkpnpidgHYd+AaMbE8aVLEz9P5ed3tT3RGBisUopJjmJpowvvpPKxldR4X9NXPXZz16ZeZ9NKekJVxlarv1nB5jHlwIW163bW2+Lbp3B4zJXKKY4r2FlPtpQ8N/MzO+sFgHxlDWPh8vzLA5FHAIBlHGJlTk/9mBfKNGLaAgeDjvagvW0H3BtNX7u2+IbP1pgprcRzkwDgYH1BR1vQ3ha0t7K0XUxrpZ0Nrr4GZy8IuGApzZRvrSRvjF578aD3b1mLAzBgmvisUsqnVLIEwBQoHtMFEbZgWTUlgg5KHjWKzSKAvCIB4vZlwjmWLBo0yidD/wk0uHfuZT/5TeLmJ96Wfj3bzEeCKWIjzzmqHrPM3hiRib46miSGumo8Zm2ezPGKimaQPoSsgxH0IBMDefUrRp6o1n0RkPjK9OVqfcSb1LlGz9xR9AUHWL+n26NtHdweT0s8catSybOMHTBCWDp8ordgxcQ/IAJB+7NG3RAwgQAAVBJJusmvpMUcnztzwb5vF+0xGhVpS0ea+mh8LpAPZG0J8EMauWuagyVBq9pskQ+EKgthWLp1KpdZ3Nfzh1ZkA/4zWuGNzL21tHpzR/NDjcFBA1Ppx6q973O1epxNFS4nCPyViRfsVn9H5J6mur3I1JPT7Vy0vDFay86l87GB1q8DQF/zw6eH/2ls4d097d+s8IVL4z/PFBb3tD8d9hk+tBsgh7WuUE7nSokzo/+jwb+7t/G4wSs69jmaFpJXC6WUnfWY5wIAAAIIPF9maRsAjC9/0Bo4aO5gXe6t1dzsan4u5O6+tfRuoZIuVtKlSrrMFzRxMc6XVwEAYwEAMODri68DwEeTPzrY/Eyds6Ov/oGbi28BQJNnt5gkW07cXH7XZQ0daf4uQlS2vJLIzyTyM7HM8FzqCgLksYZ9tkavLdLo2qm4pLNRrq7m+8KhgXMX/nF65M2egacQAAhY3YADWQlEYfGAi3K6BTAgStZ/YMLyXZ47IpdsO0lIdg2vV1aJgYpmCTTQASHKv/Nw/ML7lVyKdXq1uMlQEDGp1UFvlkRj6G3CNdu1qKFtq5ZkY7RRdGXGXUfmm3E1PVMj5oYl2KcuF7aPPtcAC1d5FVVm40aibT/VXF6bqbI0fH0mtWk7FV36qOt84JHZD+1887ibAXAuu+j3tEu2oJLwxyBfj0NAK+Umd6UGZjCLxDFEoUwwCABcIgFIOauP85ev8pmc+0uHVcFPmLETeEiCfYQ6zQwS6UymZGAkZSWbwBs3AREGyVeFaOSumMDzWI6GuEImeu2dYH1/XaC3as+TvWE6zDaqUZVoavHU7PLZ9vBd7eFjVXQ38ieken0ag4O3Zl8/NvAXxdLaZOzDmzOvTsVOtYWPNocOUKKT8S3gKvMUCuCrOnfmVs4xtC3i3wUYbBZve/juidjJgLt9avF0mcvt6/qDoLuLyNy8zaZMQahYGeeRnj+dWv54avn0UupWe+hoZ/huClQo6bU3AUAqH7V7TADWWn52LnklmZsW764+3v+/Xpl/OZ4Z4/lKb+Q40Q59rSYTHwNAPDPO0jYb47GxHr+9yca6bYzHznjSpWWEKEHgplfPFyvpoLMj7OrmhEqquLCUGQUApyUIAC3ewbH4B7xQOTP7s/2N38yXk8Px9wSB7wncjRACwC5L0MUG27z7MRZSxdhKYWYxe2smdQmlqUZXvzQWEEIcTydzXuRoDRyYjZ5vaDrocbcABhEuIQRY+Z5TSNJY61YvSJ50qiMGLO89Ef5iVUxGWDMJ2reEiV1FAQzG69JcC+4+Fj///sqts5GDD5HOtJDqbF6tpxF9qdXXbimKZkykzwIwpNX+MBm3ZBDW/d04ITUnTbmGMtYxgSf9vJvpmcx3MHQFIW2rNvgNurMVVwp9rgHWhmnLS4HfMTJbCW01o21NiwAA7PYAABSKq35XO1DqmUAdlFGUQCZ+20mq2VLG60EMwyWSZI2yp84yoYCtr0tNbrI+RkauqZG7in6NgZrtRdXcysSPg4zJNGcMeTwz9BvMc909jwJXvZHb9roBAGLJq2PR98P+ne0N91T4IggCJ5TtFt9m84kEdo3OvbWYuNbTfDzk613Lzo5HT9yae3Mydqql/lBb+ChDWbet0jWpzOWXVodbQoeU22M6wnfHktduzb8lCPzhnu/7XK21O7DGNOAFjqIYmmK7I/c1+nePLb4/sfRhbO16X8ODIU+PGMdtq6cpNlWIRjyqkmxk8d2F1PUKVxB1SwiQw+ILuXvOTz+bKiwAQMjdbVqiQoPNT6YLi15bhKYsyPAV9jtaxIdm3+CFuV92Bo8FHa0AMLt6aSkz6mB9dtbDY25k+f0yX/Dbm4tc5tz88xgLPlvTnsjXHKxXlyFClJP1z6QuZcsJrzXcX/eAtiMwlS8Dhh7n4cXM8Ojwbw4e+AvNchEbdokRkTsQu4FqEpkvW1mR0021+FFN6nGVTz2YBrIuv6tlR2L4TPjAcUAUIuoil0esJbB+HKgnAkkuViQH4fxdDdQidW0Sc1K5tzfPb0M1ZQa5NppkE6XUiHbHw6wvMsC6nY9PlbS1h7pmabK50qsohLf1E3obg3VD6itdZQ2TxGr1IkQXSqvS5qBWvqiH8jZbT9NOQojx+bjVVcUwlYsniqOT/qceUU0GNFor1YxdZ8+uuh4FCQlhBKC9zUYKxISVlZJcIBRXEoTCpIUWJZrACxjxoioL56OT8dmhtu6vOJkAcDxsjrYyZlYz09emXgaApdWbS6s3lfC+lkdMrL8xIEFephveloVxBL3dC8mr3U0PIET5XK0He7+/lp2din00sXBydvlsa+hwa/iouCO2IaqtvpKekZE7v3JRwHxz3QEllEJ0f/PDFyeeEysGAAvJy1bGzTIOiqJpimFoO40YijKITUMdBFxRcJvD6h9s+2ZzcOpW9O1L078Mujr6Gh9y2ULihdlruQXlnXB8cXrlLACwtM3vbGvy7al392SKy5dmX6jwxdbgwdnEBRtLeLoyW1swyBJwtAJA7WtVGMpytE0+Y4ix6OvLZ2/KlleuLPwmU4q3eAfrHJ3Xll7DWECAjrR816C1BkCwkpu8Hn+rxOc7fYd7AndL7vWxNhIChrL0NB2/PvXy4sKFhoaDhLZHUG0HZdMrDY6RLN/ll6iphGarUQ2VU2AlHemGlKiZRLKBvELBgaPTb/wkPTfibe3XmLGTKZEmT9nBsCayKXIyAU7VM9SlxookNNNlbZSQph0aUVwDiyL5FSEimYniTpuEzAtp/je8kI3UfDu/eJ8BfTEB1qcArRRCNWOpXN3Q20DBZuJlvTVOlQpUpZrsmovAKnkgzV+TpaqaIUKUzeoplFZBOkKorvNMdcmbeI36lAAAyGrFxZKyXM588AmiKOdd+9UPk07hRFhHiQ/qQlyJKRCRtSYjiu0UKFwTgCUbjMjaLErASPwA8UAJGAMgjp+4+rLd6u0KHqPKPNZ28Ia7Q6nZhmK5nY1hf7/LHqEQjQBo2ja1+CHPVxr8u8zTYsm/GKZUaa7k1xjcE18bWc3OBNwdYojP1bqv5zupXHQydmoi9sHU0umgu7Ov9ZF1NGQm1a/WIn24IAizy2cD7k6nNUjGCrq7nNZgrpQollJlLnd99jem2bG0jaJYGjEMbaMplqIYIsRKU2y+tGq3eEkAFHR23NXzP80mzo8vnfp47Echd8++tm/57I2ziYsYCyIuEXVUAHBvz18ytA0AltK3rkVfZWnb4Y4/Wk6PIkA2xm2Kq+SBrG1vbfRJcIuVtPj/x9M/YWn7gaanF9LXh2IvA4DXGukLfRnpk2BOKI8kTs6lr7osdfsjT3qsYcXtE4AR/KEG/675xNDE1Nv1gQGGtYuVFhgZCgFCFIB4IxaQoEqcCYTSiMA5SIEbyl95LYrloYdA9OMgpjGZKFj5Ix8pdnfsYp2e5M1PPG39RgiBVJkEin8oBR9iIlsyidwNYIaRFHW95iiiWjEFmZnd/7OVxbEhheLRah0uIvCZLrI2Ffn6Vf/z2qZt5Uu8+bb+O9IXD2D9TuFfI5msfn5HydgMBFbWXapkFcmpv7NZh3vWzb9GZyGgrBahXJaWZRyf++SSfd8A7XUTmZMCkJCXxgfQL10RIT/0Bu9IhVkgATXAACBgFYppPWZhBAhLxwlXZi9ns4uDPd+mEPuZDWaGsgx2PqP8nF0+VyynBzu/xa57nZ9cQ/I9hLy9DG1bSFxRAJZIXmfTvu4/yOSXrk29tJIe++j6WMjb21p/OOBuNxP5W2yLSKncXJnL+5xNxgzDvp2TS6dGFt6u9/YCwEDr162MixfKHF8SMMcLFY4r8uIDXxKECo8rHF8sVbK8UOH4ohgHACSXWgQhRLXVHWnw7T4/+bOVzAQG7HU0CStnM8Vl8aRhqhADAAvjENHV1MonY0snvY7GfS1PWxjnbOKClXFVvdr59paN+coaACQLcwBQ4YsXoy+KHBqxFaF4bekNXVNoxOQqSQy4y3+0y39MXysTCIhRhe9refjsjR/Ozp3qan8QRCWNePoVY+kGQPGEBJLyQLIiB2Pp1BxW8JiiowKRLSMeLdfYUrkF2p+gGWIURfn7DseH3q/kUxa73jk+1sA8c/xl1JaZ4yKsfzJR0iBttW9/1tf+hGzhA2OKscwk/NbL/d387H1hAJapNueOAFuKCqL2olMlUwBglu9Gh+RtdQMyeapdsvk1WAAAQNMWnivqQjWCclN11VdDEWEYAJDFIhQL4lq0cG2YT2dd9x3SISflYkEwXkGIzdRRRleihDpKY6evGrljpDhx4KVolHwhI8UD4jEoRu4Yz42+53I1hII7VUOQLfTM5rpPk3W5khtfOBH0dIZ9O41pdCkQKLZy6iW9FMVEAgOxxLX+1kdpyqJL4raH79r5F6VKdiFxZXb57IXRnzpswdbQoaa6fTRlWUcls16YQnarHwBsWiWTSKJj+qW1YQSIptgm354N3SqtzafC5WnGbJcTg4V2dNQduzb/m4XkFQvrAICJ5Y/2tj6FEJUuxGiKcVqCAuZvRF9bSF1v8O4caPwajRjAeCU7qbwUZDolagGKKh2iwErXjmwpka8kEUIC5gCARqzXFnGwPoQoAQtFLo2xIGAegyA+IEAdvoM9gXsAy2+5hjkkBlQoeylP2LVjLnamteEuC2MHBAgoWSBgeU4RY0aGWwgjkA4Va7GIpKCSDOQxiHeYSnVRlzxKIkEOFSSreQ30IaofHDi6fPG91ZGL4X2SVZlyOhZpFGHKGyFUWYbxIpWvg0easomrf3RpdTqtmtBwK1QdCWGSa3YFoUKbMMPScZGZXbxpJr+DGOsLA7B+T1XoU/wumxZXk0tTljKfIWJvT40k0k5dymLh0ynxuTB0k3I67P3dJqCiyidDo5dSYiroCohnnQZLCSRSIQKckW5IQcCkl6x49HIhG9+z8w+Jyzg+axqZf1sQKn3Nj9aOxgvlj4d/6HU27Wl/SgoiXn1DcM98/OLy2khDYLdpcivr6ojc3RY+Gl8bmVk+c2vuzfGFExH/rrb6o05b3e23QrwgmeOLRlapkgUAu8UbT4+5bfUbQlfG/Gvq9tz2MABcj/5W/LmcHnn7+n+mKUYQeAyQLa2cuPX/ckLJYwtjQMOxtyKefgvjLPM50hweAC7N/SqZnz3e+7cAW5osRJImzwBNsZcXXsEYM5Q1aG9dLUaThblkYd5rqy/zhUIlbcxgYvVsNHOzL3B/xLWDyBXnKqsO2qMzVkMcD8B3e44sZUfnY2c6G+9HCLDiNE0ZHrJHN/HAHZI21aS9MQQYC4SrK7VMSamk6rIUVZYC/EjFkvygYh6s6RCLJ2APNaWnrysAS4mqWsTq1OSmqiwlbQ0iMYSSobLivg2PDOvTRitWK15tvw/bVpnfQfq8Ayys+4EAsLiNXXXIGrS762W7eTLTIauhSLeq2mJxG2nHhqjaoMeKopxY2VVPq67NEGnArklLUTQ5kyWbBsIcUvPidFKJSIVJUwzju0YACBDLSv7xBCF/5ZZ9T6/k+1ksBmT3hqBXXMlcwlRLAGVQ6Y3cQdJmYd1tg3LmYqCYBIk3fmCMeOmbQAmiwThCPEacMD92wukK1wX7gKv+duUNF+KYpVk0grDmLdaitexsLHm1s+He2jfkcHz50uTPC+W1Qnk17OsP+/pjySsLyav7ur8rfnT9rla71R9LXGnw71KraiAK0WH/zrB/Zyo3P7N0NpoYEv2CHuv/c23FDQv69ZpMUyyF6Aqn8Q6FAATAy6kRhrL2Nj50efpXVdEVWeHq9dfWStXEum31hzq+B4A5vlThC9MrZ7OlFb+jdSU7CQCcUAKMbaynzOez6VsC5qNrV8WE+VJyOPaW2xpyWUPjKx8lctMOi9/8zZG6EGOHYEN/YciXkgDQ6B7YE3kUADDgq7HfxrK3UsUlAGAQCwhxQpmlbQgoAXMC5gXMF7nM1fhrS7kxAFzkMwUuU+JzGAt+W9ORyDOAiG8zBgBwWYL17p6ZxY/b6g4zjA1kB+4IxDsICd8GYlqNwRIWQ7BskSrFpUAy/xK5opxXdFTyNTuYEK4YY2KqGLgIAMDbuWvx3FuVQoZ1uE1eqywGZJMvyemERpWFtO64qtmtawKR/oCPTq9F9gcpR3W0jtwmAox1UqoNhOLKdByRxZGathqixKijMhU/2/P1+nemzzvAUkmjbVhnQVCDu12vXBlkeoyl+av+3CrG+hQJaZ9qK66UiPrbMLQ/EcXzZTWQaLhG40OWpfQk0s9q1Y8V0rgGlohCQqkECIrjM0I259g7oNUzac8GKnhIwlUmXMkXqM6ISs5QY/lO7CoqXPkUIQYMIGDZd4No5I6RgOMLV3KZxYHBP0LrDgipk42L9Kq0kaGCsTA8+7rN4u2I3FMjGi+UhyafT+XmdrU9Mbt89urUi10N9+XKyUR68pPhH+7t+rbTVgeAIv6B6aXTuWLCFKvxQiWeGpmMfeiwBnd3PJXNL+dLCYwFCtEWlvzaGdDVhhvD0FajBiuWvJItLu9pe8ptqweAtXw0W4q7rCFd2lo/zauhNwgKED4gIt6BizPPJ3LT4k+Wsh1s/65bLpTjiplS/OLcCwCYothY+uasXG07672n488MZRlrWJMrswXMIUTtDj8s/kQYWRgHTbF22pOtJDCAi/VbGffu+odZyqa0aK24cGHx3xZzI3bWZ6HsbjaIAIpcttt7RMpbJxkw6gncs5wZm1062xW5FyMsOXAHSroJgCIntd7DOUYY5PtnSAfiatuw5NJTvb5Q9lyKQNVvIRm0KK64NAtvBADg6RhYPPtmeuZmYOcRMLRDzpE8+4gA9D5FdQ6ijBjL2Euy83e1GHX0GOERaPYQ1yetGNSPXR1C0p43XGeeyQ2skqXxx3oMtJl23ZH0xQFYEm0dWn12dCdB93XGd032ZucGAl4o0xQr4jBMwiwCRYmEZfglykj994sEZ4bulMRquUxZLYCgcPkmYhjbwA4NwCLdsiuBBFefIwmnkCZEMmNHJEpTIyhG7roH5YYcSb/Fw9zECacrEgr2Q1n/1dlUJ295cM0sn8kUlvZ1f4emqtrXc3zp4vhz6fyC6APd52y6OP7ceOyk3eIDQKVy6szN/76z7bGG4J6Qr3dq8aPxhfcRQmUuH/b1RwK7ASC+Nrq8NrySHhcEDgAEQfjw2t9VuILTVtfTdLw5uJ9l7ABw+3OEoe0VXmPwxwvlsdgJn7O5wTcQW7sBABgL0cRQb+NDt1mWCRHVpylmf+szp8d/WKxkAs72XQ2Pitf1yPW0+R0tPntjIjfd6t/f4OmfTpy7tXzCznq66+6+ufT2YvqWlXE2+wZDzi6XdUv7pxgAoMClbIwbISpfWVvJTS5kbqWKCxhwVkgAQIf/ULf/Ll2Sa8tvFvmsxxouctkil87jVZEZdnQH7W3VCnNZ6kKeHTPxs+11RynKogIccs6KSAVhTEnTG2FZz6GasSsuRzXTTcdFJKQkpyciJjVo1Dbigz3YZPEEUlPXRYBlDmN0E8r0p6zQqpZ2HU/uxkBjKTqqPTlqS4/b4ZqR2m+3iZZMBe+djcA+9wDrtlVWnzYp48NUlaWKjZqZ3Gb9NzpGqyjYdHUx5da8fkFJwvNlirZgpDhAkDUxSPcA0iuVpasUiLRTDmme1U5CgAGEUglZLQBQGBq27eyirDZZ2qp7f8S2IBgDSa7GfMoQDSlWVupdhNJ3QHXTwJOe3MXjVIAkI3eUWZnKZhf7e56kyxgJJu9bCVr/ZRqHnPkg1FCxnJ5Y+KDe1xvy7qgWh+OLF8efy+QXBzuervf2AYDDGvzSwF8nMpOj0XcB1jAWnPb6a1MvJdLj/W2PtYePzSydsbDOUiWbTE8Nz74u5kNTFixttuBieS3k622uOxB0d+ih6xaGPZGEpW0Vrkh21+Ti6VIlu6/92wCQKcQQojAW2uoOm+vJquZsFs88rdoQhrIcaf/eSn662bdXDEEaUAAHW545P/uLawu/XUjdiGfHKcQUKqlrsddZ2mZnPQLmR5ZPjMAJO+upc3aFnJ1BR5viiEvOxlAJTQBOF5d5ofLe5D9U1Ht1kIV2OFhfictJ6IrIRMDCQvamOI4ttN1rjfisDQFbE0s5fNYICZU05SEALLT7Dy2nR5ZWbzQGBxGlzDjZh5a8oBLPzyoFKhmKYkBASHXTIGaAAGQhgbGExdTLDZUmY/UfJr4OGhcPAgCAp30gefMMz5cpxoI0yiopH42uSS1EkV+GtZDGNbyKvYz+VjDB1fg60SiVtE8bp3VQFNGfBjK3ZzdGkyNUXdMZkq/fEF2MOxtdwRcAYP2e1qM7aYzyQkXSYIEeHmn+N6qywCymaaAszIVy+f9n7z2j5DquNMEb8Uz6zEpX3heAgiEAgqABQE+JpFqGaqOWpzSt6dH29lHPnj3bs2fP/tij/juzq50ze3raTre6RYmyLZGyFEUjEiRAeFsACuV9VXqf+UzE/ng+82VWViELKEK8p4B6Ff7Fi4j3xXfvu4F4XlxcE1fivmceNRKbN7VgZadMacym68gUXhtbe4GotXyinwcCSIFclGon5ChG7nR54TTDODqD+5SPCm+/3Fh4hQIZ7f1IvQQ6ujow/Kl2/6g5KuwbPrL7P4zN/WwxcT5bWHI7wsvJy5nC0r7B319OXsGYfWjvfzh341uiXFZIBJkIAMAxzsHOh3vC9/HrOoNoUqzPkWWckumEvrKQnY2/1x08EHB3A0CmuMxgzsn5nSYySZRLy6kr07ETglx8+p7/o5WtAXDybb38vbXp4vmpXCWWKi3kKquEyrH8BEZMu3dHyN0fdPd5+bDCsVakfKwwFStMLWfH5tPnMWKC7r6Ie8jNt7GYl+SKTESZSqJcJlSUiSSRikQEmUgyFSRSkYmYFxJKjRzj6nCP9PgPnFr6bo/vnrwQo4wNOMOAnxn6X3OVtXh5NlacTJeXUuXFhdyVsKs/7OyPOgedrM+eY6A05Ozx8pGF5Pnu4AGlNEQo1dkn5VBCRAEBxQgUuyRlZ4KNs2YMzRlRLZeM0wnBOsX0C/N96HjPHGvFBIHBffFLb+fnb/qH9hmEk5mS2Si6acBLbSjLJmoxxzbOu1Gx31Srv7c9zbSFcpcDrJYRV1t/7mwdmrcJbsE2b8sasYHZaNPE5ogrPWWlkg36BgEBYARI/b5ItVg3XYBmxq6WZr2g1lg9i55MWaypIDA+d/H8VUDIfe9u8+Jr8c4ANhwVBWOxRg1iTcSV7slds2fX6iKqf1HttEGETEbuig2WJJdja5e6oocY9jYdI1MliezUampsZ89TLoe9509RLp+9+a18afXg8B9HA7tqhwICtLP7qaXkxaCnP1taAkClSurU9X/sCd+7mLhwZerHEhFDvsFUfhYo4lkXz3ry5VgiO9kZvAfAbRlcTc5FakOhmI+O4RhnWUjrATeWfgNAd3Y+oUTnSiuyLERCI0BhNn4qW1qWZCGemyBU5hgXgzi9nEbNWo+4qh+pDq+bsbcm4+8CgIcP+R1dydIspRB09R7sfq7K/sjBenv9B3r9ByglqdJCrDAVK07diL1h2wIW8wziGMyx2MFgjsNOFxtwcX6gaGf4ET/fDgDp8iKlhFIiyCWecdm7tgLwO9r9fHTYf79IyonSXKI8FyvNrBTGAcDNBsLO/rCrP+IaZBV/HCp+oiBJvb57rifeLBRXva52AKAyINAWPVkpXTm8T6tJgQ0UNIcNgJSFglLASHUlShDCOggy2SYRqhRokFUmdKXabOnV6EsvBU/3CONwZaeu+If2qTnNvV7l9pMCmJ+KnVNQ21hbKsvIYkIopmeALL+qZF1QY0tNNYytJerM103SWhsWvU31it36N/OtyF0OsFojtwFd2comNi53Tpptqf3URQBAqVwRsi5nUFERUrOtq77kIQ32IEusGlUVoqU0smgpAQEpV7DLWb48zg90McEAiNYGUsv/VYwU0rBUo1jdk7tu+V5lAq8s8Yo9O9V1hVVG7oAIXV08K8tiT8f9TfZxq4VemPweg7l8KTa+8KqD8/Gcx8n5edbj4Hws4xCk4tmb/1oox1V0pYkgFStitixky2K2LGQrYpbFfLa0/Mi+/zi5/OZ87CwALCYuAEChHAeAVH5usOOR/ugDDs4HAKupsbG5n5649re7ep7ujdyntWXDjTe9iiyZOcap68LShYWV9NUdnY8rfFVRSCnmWW4+dPzG3xQqCQBwcN6+8H3dwYMTK28KcnH9xjRGV81FZkpLPOt5ZPArK7kbY6u/Djg7+9oOXVn55UT8+M7Io7Z5EcIhd3/I3T8KT+SFWLq05OFDDOZY5GAxhxHHVqkOq6rWlrt4aRYBGg4+eGLhppev+RChxo8nh52dnl2dnl0AUJQyidJsojS3XLwxn7+MALc5OqPu4Yiz3893AKFASJGtHnkAACAASURBVI9rdBwdn0+d3+N42goIVCUfQhQIruakEQJsnBOgny6lTX6q+8GyI6ss7JdWmd2pptraizDjGxjNzV5bB3NYq7Lnt5Da0kbsl10gtYK2utXVa9i6GMW+4PoF1gQ2dr7TGnl/8mAfAKytkfcVNtLklugru9hG0bVzslxOU0pczqBCXwFCin2rAraU9dzsfMFYd5AKS/SSq+GUdXJSBECJnEozwYOF81e8jz+gE04A2gWyLMFVfJWxgtuawIMJmYEFftmbbSnaQO14GQVdaUbuFBG6vHja7+v1ebvu0KBCbkeQAqQL8xUxr9ie64Ixq/AcLOOIZcZXU2NlDVSZU2LEODifg/ezjJNn3Xv6PtoR3LuUuLCUuGRKww50HOEZVSHYEdwb8PRcmX1pbO5na+nr+wY+4eCsX8s3kMabIgqgAizVyP360itOzjcYPar8ObH8JgAgQGOLvwAAhPCeno/0Bu9VvDZUpIKD89iUuCFpIocgFRPFueHQkURx9trab1xc4HDfp3nGnSktTSbe9TnaO32jjUvw8hEvH6mpzu4tXSNrhYk2Zw/PuAVS5LCrbha7vG7G7/bu7/Pul6mUqizFS7OJ8ux46vg4AM+4n+r9KlDgsLPTvWMpc3VX5AkGMYggRUWIQDvZBikfAKr+F1Q1OtY/bDHNemo0wwB+mhGTGTkZ1zXwC0xf5xq+FRB4uobT4xfEXIrzBu2hDK0fYpRYc2G63oCRe5OxtyKNcdj7EOXcQfmdBFjNjstbG7+1u6hNFwL1xnWTpTc9J5pMaAYrNrGNgBoFc3ZLylIxAQBOd5hiRDGmWD2VjGJNV4g1A3QFNileq7BFGwhabK0C0RwiptNUloHBtCI4BvtBRibbdhsjd1QTiBqipWospUIo7bRBop1LCBpxhTRdIWixhAICTGgxt5rPr+ze8Umjw247zDq698/0a0muVMScIBbKQnYhfjaVn1MaJMmVpcRFBUX53d3t3G4n73dyfofyP+c1mk1ooRxPZWdSuTklgGNdlJBdfc9U2WU7ef/9O59fiJ+7sfDKiWt/t6f/Yx0Bi6fNamngSbzmkmVclBKZCFNr72aKS/t6P8YgVpIrJ8b/sSgkQXt9OzjfsZ1/yrMe5VEWK8lCJcEzbqB1S266YY1iKULjsbcoJQIpXVr+WdDVc1/Pp1jMA6V7O57JC4krK7/wOsJerpFDMqVVl1d/2d92X8DRXtPUuu0vSdlsZW13+HFCRJmIPKMBLNrwlmtiGWAjroGIawAAKlL+1OqPTHQM6vHes1S4Hs9NdHh2AkIIFI9iGIhiz44oIQgwUO07EWXyE5WAoopCUF0RKCjLpMZ5qe7drUbuZjekxm8TWNR4MMPa3dXZDwCF1bk2b7DayB3sXCRYdH86nWZxjlWd187I3bwttCGh7GLXkeaxUU1Ke2v3pstrMovxutOTrtfmbY737pg/6Dsmt/nltM2f/+2X+h2Szc4jQF5PJyAEWLXAAI2OMpNSFo4KwJysWiGoxRoXCChQKZEEAFIqA4BjuB/M6qPaDW6tWCkrVBWuawCtP8h0YZvAFEv1P2PxMQAUCdtyFXdgeLGMw+OMBL0DXaH9meKiuac41sVzXifnc/EBl6PN7Qi5nWGvM6ocPgMAklxeSJw7dfOb71z/m6nVt92O0N7+jwMgSSrLRBib/elvL/0/1+Z/kS+tAcBy8tJi4nwiO+lytO3u+wjHei5O/eDsxAsVMWffsnXF+kw5xgEAolzOFpcBYGzxl4VK4r2Jfy4Kqq8BhJCbDx7d+e951gMAJSF9ZeFnx2/+LaGSYja01RJ09zKYm0+d5xnXaPuTrHasEEL4QPdzhJKTsy+sW8iJ+X9dzF5ezl3dUNVrhQkAaHePCHIJAAyApcvGF1IH4yFUCvBG14UcPRx2ruUngBD1hBzrD6KgeBDVZ4R5apiuVTRk0Mn6j7mptGGzTVHIlNEZ7cEsV1yZ3TCgMQuqubCN3Q7S6sZs4c3d9q3mRuV3icHaKHG1rR6eBdvXhm68nFtpw8aJq/UbgyCbnXd72hmni1KgGFEMgDXiSvPITBlAVHVFqAIvncHCQLGmEjC7GFU8RSPQPB8AIFAAlpxKMz4vGwnrjteVe7N1xAA1xJUNgwWWJd7CdVHN4bv2SjAYLEqpaoOlWdsS9WhnkEksPhbw9TjZetqxrSO11i/zQwf/z4qYKQmZkpAuV9IlIVMWMtni8lr6OqGynoxnPU7eL4hFQcoTKvtcnaM9z3QF7+E5DwJ0c/E1US4xjOOBnV9eiJ9dSlyYj532uTtzxdXaNiRyU6dv/ssje79mbandeFzvPhR/WoVKUkNs9MTNf8SIwYhRDuNzcW0P7viyg/GWhexM7MR88hwA9AQP7uh4zMF61XLtuCfbSxuxpbW0MARUJqJMRCfrrUiFkzPfenb0f9eS0InYW4RKXb46fJ5WyJnFH2bKKz5HZHfkyWaIK71Va4UJHx9xc8FsZQ0AeGwycq8tx/Y2UTUeoUDKUt7l8SsExXz+8mT2tEzFteIkJRKSscENYY0pIgQpWyKEFQN1qtLAiAIA1khfqjrTpxTpGnmL3k1/VsZdaDpHvYUmVSIF09mjDOOM9hRXZtU0lr4yUTsapYTsY1Uqy/Dzbual7KgsoyNtC6yNtTZsvRR2Uosg14WDNcDRoOII2Asy/b8pUddYUNW421l+ZwDW9n4M7y9pfV8iAKDZzEKkfS9VQBWDKNbYdWwhsVT7d80EnlopLh1CqcUibam0qgilRBIwFhdX+WHDoXbVhcV03XzzNbG1ThksRu7WWGSGXKBt0C0XAETdmgvlbDa/tKP/Q0Co+tap24N3YIgjhJx8wMkHgtAPYGlCRcyVhHRJyBQryXxpVZAKolzqDO4biB5RTuIDTc/Ds25RLlFKSpVU2Dcc8PSkcjNrmXEAijHb5u7pDh90cH4AIEQsVlJ+T3dLGs8yTgC4MvcThaShlAJCklxhGSclBCH84MiXEMXjK6/PJU5RSruDB4LuvrGlX8WyNx8d/Z/rnzytySYeiCnLdOLkjbU3OcZVlvJuLtjXZnhwuLb66mL2yo7wIzvCx2wKAQCAkpi5tPrzVGnBxQWO9f+7DbVQJOVkeWG47UEAEEgRFIBVnaXh7ZmHqpawLOYpEITQTO7sePpdQmUA5OVCeTGRLi0FPf36oTWaDRZV/DUAgHECtHoADkWgWGghLVbZW1FKdChj+pBUKc98plEtm0Wtd0cNVtvdPZC4+A4lMsJM9W3S6msdLNlOStWfRG130QZZGhfYIopoE6U0pOV0GAQm1NVaOmvb46vfHYDVrGzz53VrY6pF9FWLsliiC/k1USwEAv1UY60Ag2rkrrBZAKBcUBPMoiqJpW4BTZBL9+xg2TBp/wtzi1x7WFyNe44eBjA4J+NaLQiqY8H+osp3gxGuwSkKmkZDS1Zj5G4ybKfquYTx5A0AGg3tafzFwDYctw7O5+B8bZ6+42N/XayoDpaWU5djmXGWcTKYZxmexQ6WcYhyBQAIES9O/6CqEEKkZH62IhUe3vPnyp8eZyZdXDw/+WLYN8IwXCo363N18qwbIcxiHmMOY5bFDowwyzhEqeR1RYPuftsWKu9hUS4TopJtMhH6wveVhEyqMP/Y7q/NxE7OJU4TKncF9vWGDs3ET15eeNnJ+SpS4ezMd+8b/CyL+M13UEOrrBurv5lJngYABrG7Op7tDRzQT0W8uPTycu7acOhIFbqiQHOVtVRpMV1aSJYWKlIeABjEPTLwFWTWgDcxVGLFKUpJu3sHACgfWnK1KsLG5VGQqViQ0kUxXRTTRSldlNJZIQYAN9MnlSR+vv1w9JMsZV5b/oe14mTQ1WdsO4h6tI1C7oLq/ooCBYQBiPYtYNUMBSWT9qmgjrqo0dm6CbxOVxm8lYWLUqlwIIBkcEcH4tJvy/ElV3uflqd+99mhLnsIVYvJ6pXT2tiGsk6+liIkm7qR9cJcs/GpqJW439Im3Zrc7QBrnS3mtnstNSW3dzyt89lI7YvfLr2pEPvi4rExABSMjlIGIQDKKCQWACCKgTIIFBWh4vQZm4grDNUclUJuYaCg6g3BBL+UjVVles4x0COuxBxD/ZobBe18s9pVu7HjUO3aoKZQVRaDmlJidZcNAJrFFSgur0wm8AQAaDx53eUMeTwdWjU2XWvbnxuTLSu4UE7o6AohzGBeOeyZUEmQpArNU6AyqSixQe9ApjAvEwljhhAZY/a+kc9TQhSDp1Rh7vT4N/WSV9NjDOYopYQsIIQUL5pVXzgCAMc4n7rnP9ncEgW/q8vjCBe05rn4gCyLDOKS+WmMuLev/7VMhI7A7h0dj8dzk2dnvgtAR9ofHW5/OJGbvjD3w7PTLx4e/CyLHdWFr9OZdtEmcAAAV5Z/sZC+hBGzM/rYQPAwpoyWhsYKk8u5ayx27Io8BgAyFTOl5VRpIVVeTJcWJSIAgJP189glQCHo6j3c/SkGWK38xi00QlcLE07WG+DbgVLFIQWPXdWF2N4UBQCYzL43mTll1hGzmKeUylTUQ3YFjg37HwBKQZZDXM9aeXpUflSnmJBh5E6ViUMJRUg5shBUNw0KkqIaHtKOcwaswUlDb2jy1U41lsx0H0hrvCVQm+ZYAm90AACKy7Oujj41JbImMxdUx4zd6CzdLbut5bu5U/VYvQZUE1tvcNUW2FAsg6I2jylka9+atWDX1AazU7Tb1aBbkrsdYH0gtyYbRleblXj8mt/f63D6lb2rwlqpG1Gs0VE1akGAKoUgAKhgy7JltFJZYjxO8gXE84AQP9irlajfs93+SQ+sx2PpsRpsqma/dIcO5kCwuUCUalwXzWTn2iP31O+2bby0AACAxxE+OPRpQiVRLJTFrCAVykJWkAplMSvJFXNKnnXfv/NLhEip/Ew8O7mYOCfJwrnJ7+zueTbkGwSAgKs76t8Zy94EAAQIY1YmIgAoVA0AMJjDiLG81xnn/cNftG0YpXQmdrJYSTo5X1nMAcCOjieuzL88E38PAAgVutr2jbQ/lixMn576VkUqdAb2jHZ92Mn5JbkyvvKaxxHOlpbPznzXirFaI2HPkCCXD3R9TC3Z9NqPekYCzq6CkJhIvJMqLaRKC8r9urm2ds/OoKs37B5wc22v3Py/EcIjoWMM0lf4ZocKoXKiNNvt3av8KcglhDCHndXp6pdXkQqEyhixCLCT9RXEhEQEP9/uYDyx0gwAjTgHh/0PGPfL99zIzwlyiWe8hoW7XgtVdyYqlaVwWsgSaGyEkOmEGXMJ2rUxg205En3NMJ+KQ4H3BDm3r7S20IgZukXdwkbpqK1Tj7VoUbfDli0q8f0jdz3Aarhpuz1iC8a3p9RuieqmvIWRXqOPF4RcNrswNPw0xYiyiFKgDCIYgQ62GNAYLPUCGBP8wqZYpVhMLSbwCqGluHhGIEzPKRdMwIcdLgvEAY1nUrklHbJZLdaREVKFlmpN4K128YofUcPrFSIqnNI+HlQOSqSI0EIpLkqlgLdX7aZWjZ+acjbwLDfeho7A7qrMSnUykSpCtiIVxpd+ky4u+JztiFAGmLBvJOwbGe155ubS69Orx8fmfz69enyo49Ge8L0HRz5z+sY/ZYpLDs6nuvoEAACMWJbhBUkNcXL+qH+HJAsrmbHrS7++b+gzLOMwN0GQiicn/qkkpKP+nSHPwEz8ZEXMX5l/WWcKHJx3f+8nljNj15ZeYRA7FH14V+cTQCFXWr0w96OSkAaAPd3PXl9+9ezMi4cH6mOshhy5ifyw0EJdvj0W63Wsxl9Yejml6f6mku8FnJ2DwQeCzt42Vw+nNkAdZw/1fu7K2itnFr8/Ejo6EjqK9J2HXXVVEi/OSETocI9QShKluZXCTay3oDp9bSAFAJGUAMDNBu7v+AMn481U1ipSrt098s7KtwEoh51YU3cCQsDggLML8pARV6LMEICqJdcuiMJFU6JxwhRrpxNq/BYYc1A1clfCqr7V1baLWgKqBWqbK1Os2Xpaaawj0F7JJihoOyW9Xn3N1K5tZ5NBQdkxT5vx19A02rilZcO2iqbXC5uq7Tg28201qI3Wlrjt8dZdD7A+kC2QlqArk6ysXARKox37KAJq/nJQVwJi1aDCsHOvIq6QYfZuhIBxQRHVQyrTc9jpIMUSGwnVXX6qYJMeCKaQWiwFppCqkk0FWo3c9QuVtVKOxwEK2ew8AAR8fet06YbkVpbblu4QGMy6HSG3I6T4vioKKcMWBgEA7Ox+qlhJrqbHCJXH5n82vXp8qOMRnvXyrOeRPV/DmC0J6WIlWawki5VEsZJIFeZdfNt9g5/RTg+kXdl9F2Z+eHryhfuHP8+xLqAQz02uZW4UKnEFJMWyN2PZmxgzyrnOAMAyPCGkIubOzryYzM8GvQNurm069k6yMBPxDs/ET3KM877Bz16a/0ksN3lv/6cuzP3w9My37x/4PMfUcjwb76/67EiusraSu+HmAn2BA/OZS/d1/2HEPVgvc5uz+2jvF67Efj2RfDdVWjjY+XHdfeu61a0VJxjErRRvXoz9UpCLDOLanLZfFdS9Oyfrd7G+hzo/rcC+AN8OfDsARJz9btaPgFkrTVLjszoUcHQiwOnKStQxCKB84aEVTrSKdFpLN2RUPhO0TiJErScVWtuITDDIRLBoV7QRR8L7Q7mlm2DNaksjNUY+tj5FjcDbTFZ9IFssHwCs2yjbfJ5s2W5gXee/y0unA8FBl79DZhFhECiG7YxmoqpzVIxu7a59WmhmsAwsBYbz9xoTeEC0PD7FD/dJawnHziEzyjFzVNSk79NjqR4Lpg0uGLFQFVtt5G7Y2FpgGQGKFKss412CCM3kFljG4XZHtUZsb1mngfbRZSGTLMwwmCtWUoVKwuMIm8fhwaFPXV/41VzsVF/0/kxhcWz+ZwDQHtiNMANAXXzAxQcivqF6lUT9Ow8N/fGFmR+ennrh/uEvsNhxce5HkizwrMfrjACAKJUFuaAbuQOAJAvKRSI/4+QCA+H7S2IWUpAvr2WKixzj2t/7yZBnYChydHz19ah35FD/p87P/fDM7HfsMVZ9saevbESNvbb6G55xHe3/EqHyfOZSQUjWACxLDgbzBzs+HnEPjq395t35bx3s+HjQ2bN+dZQu5scoJUu5a+3u4S7P7ohr0CCcbLPWBI62PTLa9oi6DaOWcAB4Z/nbAJQSGWFWiWYQ6+MiaWEFiDLTkO5oFFFCKQYKiFCKtcOgrQ4jEFCVuwJKASFqcoQA1p1SjehsdDUxRynobhwoAAKHP5wcP0NlCTHaSxOpy449NtKKtSx+yAzsavNY+9XWvXvj2Na+YuzW7VssvrqBTfJw1mTGc1GutzGPdbc7Gm04u+6AoPo/d7wl6/YWUk+wWadAkxiG5/XvM52eKubXOgePEBZTBhEWCIOIYuTOIM3aHVGMAANlVERl/CDTD1atXE3UFwVEKTaQjhRPiIsr7oOjUiqjMlg6ujLdfJX6D1nTINOPORbZxYJdXtuSNXUhBUKB0Exu3u/trX5NbRfRbmCdQWMXbQpbSJ4HAK8zigBNr71bW9Bo77MdbXsWYmeH2o9F/TsBYC1z/Y3L/5kQYown2zZQAAoR7477hj5XrKROTfzL5OrbCn4SpEK+HC+LeQbzPlen1X080lVAZTF7fvaH15d+DQAyEb3OKAVyZvrbF+f+LerbgREztvyr8dU3eoIH8+X4mdnvqCcbVlkRWVtoDAwjtF77KWiONBczV5LF+dHoExx2OBg3z7jzQkzrf2pOCZaSaY9339HeL7KYP7X0vYnkO1Q1Ba9fHUCne9do6LGn+v/sYPSj7e5hFV3VlGwfaBrYtrErhZs5Mb43+CTGjLkFbY6OjLBKiawcU2jxNUoIokTZchjhRP2/ygGp/j/S+6Sq1VVTD4zr6hXAeqe8LwSUCrmUEmcQ5JZVDmxi9SJNgaYLBIDqASlqZuvrrK7V8KIlb5Paumxn+aZeXpZp26CYqlFkrVtRSCD9elu95U3yAYP1gdxhWVx4j+Xc4Z4DlFHxE1ADPAFY6CgwqQhVHUMNUrRRIFJtRgIUL14FAH6oB2TCRoLK3ghVzWQ9UCvDIra7LlqzO7NCNKMWZMJbAMZrQLtQjLEoIfnS2kDw4Vvu4O0rlJLF5IWIbydGTJFJLaUujXQ84nQEVVdBigYJ0P6BPzgjvnB59icIYScfKAsZlnFibGwOxxZ+MZ84izHr4gJ+V2fYN+xzdXodYYxYAAh5Bg4Pfe7c9IvTa+8AgIP1BtzdPOthGZ7BPEbsvHgOoBh09yUKs5TK+jPECBMqY8wSIiGE8+UYADCYX81dX83dCHsG2zwDa9nr88lzCDG50urJqX85MvxlG3vwOnffuGv0S0Kkqyu/YjC3lL26mhtnMY8QWsmPS0RgEIsRG3L3K0cs24qXDx/p+cLV2K8nUicyldUD7R+xO1jQqO5g9KPNtbBRpO02jFB5PPOuj4v0ePZVRQW4zjl6uSRl3EwAqKk9VDVcR1T1wYuo6rGsGjxB/YlpSqnP0cZcT20y3hcGADGbdLRFG975egXZxVKEEG3coRuUW6GytgMh1GCNtb3YrnKXA6zGnd/8CLwdD/FW6lj3TmoK38Dsa8nN1ymkWIjFVq/07HgMnDyhlLCIMggAKAbCaEbuCmtFgTBgWLvrRu6MattONTN2ikwm8EizvlLYLIDSpTG+r4vKBADYcNhkxl7HOwOq2UjZXSDTIq5BKKoXUmX5jigYntx1Nw0mE3igUKmkKZU9zoYnza3fwXdI7IZXbQtj2fGymPO7u+O5SUIlBHh67cTe3t8D7WWqvKcxZg8Nf/qda/9dkIpEzI10Pjbc+ZgklSdX32IwVxay+fIqAkSIXKgkCpXEclo9FgYjdrjj4ZH2R4OevpB3aC17AwBEuZwrrxEqy7IgEeNLxnh+qqp5ygd66teflLLY0RM8IEjFZGG2IuXj+al4fvrI8JcxYhdSF5bSl4pC8t3Jf3x8p8nLvIUOaaKXbN+yGHv4MMc4KZCynJOEiiCVKJDl3DUlfjF3pXN4V53sFABYzB3s+FjENTQWf/WdhW8dbP+YoS40j9vaZtUGWmqoCbSlt7XYmdz5opR+IPoH2pmDRrSbCwBAUcy4kQ8wUo3cMeiUFaXaDkSdRBQAUVrLmSG9VGRk0fw1IBVjATXZttvekBWWAYDDFwIAIZOsUilabtjQ/TUKtOTVYg3fDfZdXVOfuUAt0MZnhFkaF7iubHyJse2ParFdK0zA1GbENQmTt4Hc5QCrJbK9Xl2bkFu5gS2++dnpNzBmu3c9ThhAFFk+GGQ0jl33ZWVy6a6oAlX7VKWRVac+V7u/ooCAFIrlmzOBjz0hrSUBgIuEAEw4ySw2Lx7Tn+tCrtpirRtuOz5cZ7AoolCqpADA5Qg21Y/vT7m+9CoAxLOTQW9/yDNQFjMLyfP94fu9zigoiycCAJCJeGPxVVEus5g/vOOLAXcPAMwnzszG3gMAnnV7HJE2T59EhEI5TqiEEMKIlYlEqDSx8tZK+qrHEYnlxnnWI0gFQqWSkHbxwUhgWKbSSvrqYPRIm6vn6uIvKCUD4fun4ycxYmUqKk7BedZdEjJOzlcWs7OJ0x3+3U+M/seymF3JjMXyUy6ujWfde7qeGe14cip+wuQWYb2lv+kXAwb88OCfmEMkuZIrrSDEECJSAA+vDON1Suzx7fXxkQtrPz21/P2RtodGgkcbmPg00cKNvdnSwvJE9kTUORh22vh9dTN+ACiRrJ2PBm0iVU8lajFjr5qDlmuqg5lN80Scx48YVsgmNpm/sWx7oLBpdAVbcXMfMFjvC9nQg2/yUd6ZJ97gTjSCxtyqDQx3qu8m6tyWXaRigLmu7WGplFhdvdg78Ajr8sosopQqBlhI995uw1GZLhSwhQ1aS2W8VBBGESDAFLD2xRKC4sUxIMR9aG/x/BhiGCbgB9HoEbN3BqpsKjXjdIN8gupbM+wJkJqdgtHFSDMRoCpyolTfAquvBDUQ6bkoAKWlsgKw2uo/l/o9S7fDkl2nelPwcPvDFSk/ED3CYg4opIuL84lzS+nLHj58Y/nVB0aeB4QXEmeXUpcluRL09B8a/izLOJT+H25/xMn6p2Pv5MtxjwNGuz8ccPcQIqYLC8nCbDI/ky4uKmqlspjPl+MAIEgFB+cFCoJcdLCe5fRV5czBufjpGfqe0rLJ2DugcVcAQIGWhAwAdAf2+1yd15Z/tZYbBwAn5x+MHBmMHNG/S8CI3RF91LhHVb9Zpc2yxFoDm3xaFACxmA+6TN+W1s1rpU0o+B3tx3q+eCX264nUieX89Ud7/6RmqFBrC63RVrxijaxdBXS3VDCfv3I9/VsKMOx7wKbBFByMByOmKGUpr5lP6YUovJPxFSFUfQqoODeh2sRU+twUq+au10M6WaI62zPzLhbjd8T7Q0ImWV2CHZti9QdRk7iW2KnHLZl6uNqqHVU/HCONnqWWYKuqqIl31aZXkU29Cu0yad2LqM2bpZkXzR2Uuxpg0fVHB7L8qluMftGMzvH2v9cMqtlOWtGqhvddg670/xvL1M1XMGb7Bx6VGSAsAEGUBcoCpcjCYOmGWYqKEFRcZeG3TBeAQLFqp4hqZltUsXbPv32K64zygz35d84ilwMQ1nvHZBSFQNFO6VRTlVcFDTPZurwCs0t30LLobh3UdhmDU8tCFaSl7rIpLVZSCGEHZ3fGc+MnunWjcAOgzS5dTVhv+JD5zzZ3D4N5QuRceUWUyyfG/wcFghHb2banM3Qg4hsGEwgGgO7Qga7Q/uXU5fHl10/e/Keof+fu7qdD3sGQdxA6Hi+L2d9e+29h76Aol7OlZa+zPV9e41lPvhyjlKSLCxgxLkewIuaBUp51M4iVqaScijgUObKcGUOASmKmP3x4IXlhNnnq3r4/fHL0f7HeETX+r7pNCtrBmPaxNuWs34VamsOehgAAIABJREFUZsu72bYNddEtixz3tn/8ncV/LUk5a2OsKIparqoRmN4GWp3HshxQKpLKWOr15eJ42Nl/IPi0g/HU6y4X9ikMFlVM1/VYC67SJ456rftpQOonx5Tqyj9qr5g1lWy5b1T10V9NXsbhIpWyTVFVgKkBJDLFNjWbdEoemihQS2MWG4y1Ebn977LqUWTB0vafVepb320odzXAal42BbZ/J6R1vtqrJJmeXFu7PLjrGez3iywiGCFEiXbsIK2FUJofLFVzpCkBdT/vuhm78dENWC7ElbXKxFzwsx8DhGhFwA5eBT11jNwtYhuo1QBaOTbJqBFbBbmqqzPvByiUhLSLb0MIb9kat/GCb6EpTQ4jjyNUqMQ5xunk/AihzsC+oehRjnXROgddI0DdwQMdgT1z8dNTa8eP3/jbnuC9Ozsf51mPMig62/b0hu6TiPDu+N+zjDNXWtXbgjGn6GExwhgxDs7LMe5EfgoQzpSWymJ2T9czk2vHK2L+8V1fOzv7vXNzP9jX/dGetgOb74XmpeVP3fwOpqQkZXVf7evXVyeSAAEg2P4lQgEgWVm4lHilQoo7/A+NBB5qrJF0Mb6inFOtnyyaP7ORu+5ApQZHQJ0Zaq20Maqp5ePM6THHE6lin3O9EtfxqtByvvnOE9jrSeN3bsPY7X9zutztAMu8q2gypS52WZpLdbul9aNty3CVIpSQifGfOb3h6KGnKhwjOxBlgFJEGKCsBptYg8EiyleEGoNlMWPHiqMcAAxE89Wu+mUAUFWEAIAh/+ZJxDDeR+4FAFIRkYMHinQjd/2GDcBUs8etCrR85l2VzHyh77xBI/C1mzDKrL6ggph3sF4De7VM1iurlvzYUlxlLdzjCKeLixzj9Dqjh4c+Z7ALDctgEDsUPdoTPDgTOzkbf285fWUweqQzsA8AMLBAoSLkSkIaIQQAbe7ukGdgOn5SkssAMBB5cHfn00o5q9lrsdzNnuD+xdRlBKjDv0eQSpOxt3e0P/bg0BfPz//oyuLPRLk0GHqwwY00a88O63Z1Q/rFnvRqqsBUeUkiQsQ5YIVddnlqA02Rby1/U5TLD7T/YRvXoQZp04ACmcycmsyecnNtRyOf8XNRPWNBSnnYYG1TndiTlxLVTi7M/hrUTx+oGo7MM0uzmq898woss9vqI0vLraEco1FmJZR2gTleyBc1B6nVvVFXNAKmtmyq/WFaFkzJbJ8wahRrU2+Tjbxtok8TE/SsneZGoAmYmu9je95crdztfrC2Xrb5A96eMj93vJBb6TvyB8TDyTwijOpN1MbNFdY8uWt2V/oZOLq/KzCFGz/akc9qrCjk373gfvAexu8BQLQiIJ5XW1MFj5oXDW/ZvP5rwZkpClVlqcFtCEAmAsvw9iVsnbT2W/H1q6sO8DjCZSFTqCQ9jvBGb5xn3bu6njq266th79Dk6ltnpr4FAAgxSrE856UURjoe5VnPVOzdNncPQhgACuXE2NIvb66+ORM/ObV2gmMcQfcAAsQwfKo45+L9GLFjS7+K5Sd72g4EXN03Vl47M/fdopC65XtvdVevU6ARmyjNIsAhZ2+D1NYcNrJcvFGWchgx763+4ELil+YsJSn73uoPJ7LvdXlGj3V8zs8Zfg0uJ3/99sq3BFK6lvltXoqbC2QQK1HJcOil35T1voypaplfrejM9crAnIOKgiVhi/ah29mKaKvl1r602O7SGoC1trb2/PPPh0Ihr9f77LPPXr16tSXF3rJQ44dC9U/Tuc0ap8bVvO+lsSvRFkkhtzI9/Wqka79/YA9lEGURZYGwQFigDBBGvVCvGfW6+gcDxZQyVLXQYgAYSrH6A1ixu9KMoTAtnL5E8kXvYw9SCQEBRUWoPzZqHhjE4hQUtDXd4j4UrM+7ltbSexSsWaq21xSAUs1YxzAoAUplIjCI09pXO7yoJWpTg8/q9LJJqZlQdpHrB9ZptMcRoUBlIngcYSMZBcXzqvr1vlGGjUtPDx8+NPDHDw5/iec8AFAWM0ohj+z8qoP1TK0ej+emdnU+5XN2KWfjxPOT88lzU7F3bqy8li0vi3LlyuLPKFBJrlyc//GVxZ8TKqWK8xfnf3xp4aVMaQkAEvnpk9PfrLo73Tub5ZaNezevRXXdkDboL2u3afMUmfphnQKNwHh5ps3ZxWLempJWp6xbIIikfC39VoDveKzzyz4uvFK6KVHVA/5i/trx5ReKYvq+yMcPhJ4xf1ZJKVktTSHALOJn85dOxX4iU0lvPwOc+mdtL1m/KzRW46ppRav/MPLW69QmXwQAQAGzvCzWVRFSsHP72ZxY5+C6L5za/I2Sb+Hrya5opBuhVgVu6J1LKdI4S72K6vXKNnCbSQtUhKIoPvPMMy6X69y5cz6f7y/+4i+eeOKJS5cudXV13XrhWyh0w/uP95Hqd9sKkaWxse+zjHPH/t+vsEhR+RHWdO6NZsZOqtw0WGNNSkDlNFjjK0JAigN3AKAqj0VI9udv8n1dzpFhkBEAkIrA+LxVS7H5Aum2k9qabhZEa3bSYCSznfM2BlhUbSwo0Er1hqXqEmQiMpivszTSqt+3SzZen32OuuXofr80gKWlN+dosAHQkgU9/cd2/Oly+kpH214AkIk0ufp2RcojQB5HeCDyIAam0z/KYA4jRpTLgpRfy00spS9HfTuKQrJQUT4WM2Z80N27v/sTAFCR8+Orb0pEqHsfjTtpnS5sGG3pBO0XJRsqUCTlbGVtR9vRurU18ZBvpI+Lcvn+yCc57BgNPHw6/pNMZSXAd15Nv7FcvBF29u0PPeNkPFW55guXJSp42RAGHHUOxsozl1Ov3hv8iBLLIJYCIUCwOsmVxlCwvmX1FurY0tJsAyyCyYVvndtsEFubGAHmeIXBaiLtnZDt836q04xNfPGHlI8WwNqt5oe+vcm/FgCs73znOxcvXhwbGxscHASAv//7v+/p6fkv/+W/fOMb37j1wj+Q2ydbTFwpMjn3aj6/su/In0DYT1gDG1m+E6SqTrAKYIHJIZZxFiGqdXmlYSyqgp3C6Uviciz658+rFjIIaEVAEW0H38DI3XxRG2gWqi1wVbGbXfJkIlqPcNmE3CkctnnxOMIIIUqphw/XbXdTyjUKAF1t9wBAprh0eeGlQiU5EH6gzdN3ae7HVxd+vr/3uaCnX08JAIupSy4ucF//p09O/XPA1d3m7plLnn1o8EuAULIwF/WOuPg2AHBB24ODX6yqrOHnarAFD6Dhk20YGC/NUqBh10ATefRIS2yqsrhQuDrsO6zo/tocXQjwcmn8Svr1spRX7dnt3vY3sycBoM3RCQCj/odj5ZmV0sQMf3HQcxAAFK5LJiJmOLXGaj06mBw03AHBHE+aAFgfiCrrzonNPknd+m4bYco60gIV4csvvzwyMrJnzx7lT6/X+9RTT7300ku3XnILxHhxUpufLSRPt71YLJa2XC2oSCx2dWHq7cj+Y/yhfaUwJjwQFggHhAPCAuVURaH6J1utFiSMphZUDNsN8yxNLaiYtFt/ECbZn77B9XS4771HP2SHCqKiIkRUOWXZULpUG7kT64aJWmO1P3XGqzpZfanm9a1PwABY5n1bzXC1UyeY0tU2eGuluWrqp8KIZTCPEHZwXvssuq6Q2sVaiyZALs2/9N7UNyW5srfn97qD+718pD/8wFL68lTsHfMiIEqlRGGmK7CvLOYypeUO/+6hyFEEeDF9OeDsGgo/5HVEaquzVwvatLtObJ1mV8faJqsdY4bCtN4SRwFoojTLYWeA77Av0NKrNtpMQqSrqdedjDfs6FsoXB3PvHMp+WsAulAYw8Ac7fjMjsARVXNZ0+wh72EAKIgpAPCywRDfjRFzPXM8XpkDAAZYDAwByaIQtHQItQm8jYI5B8IMleX1k9rKBvV+Nnk3l13Lewded43GvHHRWM1nzDLTuDayULuhu22kBQzW1atXd+2ynIQ1Ojr60ksvlUoll6vm0KsPZNvJbdoRFgtr18d+4I30d3z49yXl6z19HcYaCWB1FqozWKAxWKD7azD4LbNmTrsh7RohKJy6LCysRr/2BcudIkSJtl4jq5F77URtPHXrxa6HrtZNT9dbM7Y3O75JYbGjuYR03Q5YTl9ZTl8BgIpUGFv8pTnq5uqbYe+Qg/Uk83Op4lwsN0Go3OHfvZq9BgDt/l0O1tvTtn8xfXE4eszJ2nkja6qFm4zcAlHri5dnw85+tNmxczn1al5MAsDp+E8AACPGzQYQYljEHOv8HIM0ztXu7gJ8BwCkhOWF4liva4+PiySFJQB0MfXro9FPAwABeXu+JlWhhEjiXTDr1p85t7O+TbRGz3K772TD0gKAlUwmDx2yOgxsa6OUptPpbQSw9HlbSzvXhLZYbs8XpajmylaTUpus5Q3R95+mGqRK8dLFf8WYH3nieYljKAGKQLe10A8WBN3cygyhGFXfZ3YlChjUw/ww1RSIFBiqxyJMgQLCJPOTN/jedu+De0lZbxNFPEcrgmGJad0A6d6QkXkmm3ddSK0HtOaY6AQboARagTYrArVfLxjMy0Rs0M82tWxems7cXMI6Y6spwPHQ8Jc0Y+d6OahaCa0KAQAQpCIA5VkPUOgJHHAyPo5xinIZgMpUIkSuSLlMcTlbXr44/+OSkAYAlnEGXF1hdtjv6ry69AufM+rhgkDpcOTYQvribOLUaMeHzJVYFII2LWwcCzbNXqdXbQvUW2PqbHvuxwjMi8mylAsHHmpUdUMHECFHb0UudLp2uNk2D9vmZHwU6KuLfzPgO6yiq/quIvJiQilhLP1mprIyX7yKACnfcp5P/qKLGwZNUdh6acXaS0QBMQzCzG1CgQ1fHLfl1WVqQuP61m2NNmXt70mPrR2VyGbeGedI1nE9un2kBaOZ1syoqpCvf/3rf/VXf2UOefzxxw8dOjQ3N3frtTeQlRW7T6m3PebdjGzLO9JNGgkRL195oVLJ3Hfwq+AJCCwgohiqqylrAZYlVlH/gY2vdlD5LQVpGUbuCKvfGuXeOCXMr3b8b58FbChzAADzPK0IJlRkutD+t8VeYBto96avDjBfNChQo7sZzG0MYN0GuS1rmZMPNKzOtAbbDfuxpV8m8zP7+56LencCQNg7BEBLQjpVnE8VFxK5qZKYAQCedQdc3X3BQ2HPkM/VgQCVxezF+R9nyyvtvlG1JZy/y79vPnV+KHyUZ90N2mIv66Crjctm8lryJMqzABDRTwPcYIEEiJ+L9EXvATBeuQUpRYF4uPXPQ8xLSR677g195K3Vb80Xr/a59wmknKjM3Rt89kzi5WVCAIDZxq4ZiShgjl8/XculoaXR+4mO2kRs01mWl5cdpFg/aQskk8kEAoH105mkBaM5FAplMpmqdiCE2trUY9S+/vWvf/3rXzcnUP7s77c59bOFIgpN6hq2cpDebujTsL47gcMoka9cfTGdmdlx7PNs30DJh1Q4hTRtIFjOdTYCNQYLGN22nRoKRIsrUeUJqmp8hAAQIERJvpT6/m+co4PuAwdAwCZkg5CDJ4JgbIo0WKM1ui7PhGxjb12qLPSRArBMn6q1HNxs/wLXr9HY2+oy2vnhC3M/Ojfz/aHosZ3tT5yY/KeSmJLkCgA4OV/Q0z/kPhZy93lMNlWESlPxk9PxEwAwGH5oJPqIHjUSPbacuTKbPL0z+njLW1/1ezN5m4+kAADx0qyHC7pY/wZrU0u8EP/ZWnnmmd6vYZPxrsJLeRWA1bAxKWHZxfp47DoYfCZRWdjtf1iP2uk/Mp49oRNa9qKdbNisoA0aQesTsE4WIgqYa/qdcnfJhq3JqbFm2hfY8IvC9WK1TwtN0tXV1d8bsU3fKtkouoKWAKx9+/ZdunTJHHLjxo2hoaE7rh9EoDsWAsvzsOUzW0u52tqMN1vyuiN5g01sYEq9pUIBy/TajR8nYjd6nvpD9uHDGaIYqgMwqu2iKtjMYFGlmTqDBQzVPx40Yhn10GTVtp1qakFQGSyEaOoHr5BCKfTHf0QLfFWvIp4nmayZNzL0fWbIpQeCEahgrKrTCTcvZttV08OxqAip5VfrWZB1Ajf5Om8qsEE0smuDOURTExjTjYKLCzw0/OXxldemY+8m8tO58krA1dMXOhRy9yufAVbJbOLUVPyEIBU6A3tH259yWg9/dHOhDv/uueTZwdBDPOPQa2nUfvt7twttskNsH8Q6rKpNYwiVkuWFXu++ZltYE5IUlhjEYmp5MHkxiQB5mLZ1z0MsSRmZSqfjPx7y3megK0oBoM+1T/nGEEDbIQFYFyvNpnKjC5jJmtM+b+0ERDUJAAABkSp3hsHaHrJhdaH+Z533rI0xiW2sXVOMN/v2VN9o0oKvCJ977rnJyclr164pf+bz+ddff/2555679ZJ/V6XxiNnW48kshKFXp3+ytHpu8J6PBB48JrmQ5ATCGZ7ZVW8LjOla/RjQCDH8NZhirT7cqXGhhlOEaGVmKfvGGf+HH+Y7uoEAEMsZGtihqQhVSHZ7CZjaz/qrGCwAFvMK77L5ht1uSqnV9TWpgKPVKTFidnc9s7/3k7nyKgA6PPDpnrYDtugKAOaS5wSp4OT8Yc+grR5wOHJMIpUbq69u4g4ayW1/OunKkkzFsEvVG+TFxHj6nXU/pNBFJBVJdX5rkbyUcrMBjBhLqB2gfLzjy6P+YwUpfSbx8vG1FxeL1whVv8ibK16mQHnsrNma2iGqBmipVWJX+B1TEbZabvcrZBNDvcm5v+2lBQzWF77whW984xtf+cpXXnzxRcXRKMdxf/mXf3nrJbdQbC2vt6CaVpXeinJui+cFm2oVvwayfGX2h/GFi+1HnvY++iHRhRBQjalSXGpqz8K0xVR1f6B5twIAVVdI1QuNowJG4ZEBGIo0BSLClFJAiCJMEv/8MuN3B5/7sO7+G4HJNJJ30IqAKDI+KQdj3locLtxiL9pujmltndrtK0kQcvC+ZH7Wtvo6LWqW32r1sDDq20zJtkxMM8kQWGy61SerNkGQilHvyOH+z2TLKxzTiEp/ZMdX47mJyfi7V5d+cXPtt33BQ4PhB1lkaIL8jqibDy5lx0bCD7v5YN2WNUsL2f5ht8dvlriyQ5p2eeOlOYRwiO+VqTSTPTuZPUWoHC/P7A0+2eYwOYWuY+Su2G+JpJwTEz4urKfMS0kvF26cV/nNY9eQ975Bz72r5anp/PnL6dduZE/0u/f1uvfOFi7x2OlCPgATTaUuC0jlKTTiTFk9ADRLA53IpFpeZN2sVDUH1LzUXGCtaGXosaqKsP78av2C23Aub1Qj0vKX0zpUlnm1q03ZmKwyPdZaM3brSYXm8b/tpAUMFsdxr7766sjIyKFDh/r7++Px+JtvvtnT03PrJW+FbPOPDu4GQUCodOn6i/GFS+GPfsL3R79XimLZqR01qBxuU3XojX4EIUOrDh9Uj8SxclqqWhApakGFu1L9oiBMAUP6p2+Xb85HvvQR7HIY1gCmH8wrNlgAUIN0qi5qCJJNdEj1nhvV/JhEeW24+WBFyBL9e7oWyfbiP1s1GU1HAisB7078w5s3/pvHER6KHG2cFQEKegZ2dTzZ23YvAJ2MHX/9xn81xVIAeGjgCyzmLy3/rIbvaXgDTR8O2HSBDctbT+Ll2SDfHS/PHl/+15uZE2Fn/77Qh0RSObn6/QvxX5TlXOPssfIsix0sdlzPvAWg3h0BuSAmy3J+uThelNLNNAMh3OnacTTyqQdCz/m5yET+9FuxFwRSogAu7FOxUdWZXcaF3Q65en41GuO1zHHzD0kWBczWZbC2Kbq6c2Jn+GAnt0JWbfu3eWs+2ejo6HjhhRdaUtSWya1zEevJ9h/yt0WybaVrJ79VSM71PP1HzqeOqs4UzHsUZLkAMOF8w/SKGoG6tbviOxRUPaC2qqqBSEFXAMLMSvJ7r3kO7/Pee5hUMFhNRtQi3W5SrlBJBsrabKpqBwttcgSZ6jKRVcaf1iSmfPrRcqpHPZejjQItC1kXF7EWZCe3tNDYsg4tLm9dtJErr52c+Cefq/Oe7o95ndGq2PULtD6d3tC9k2vHT0z+j4eG/50d7QTJ/ExeSGRLy5nSUqGSUJCTi28Le9pr0ztY756Opy8t/XQmeWoo9JBdYxre3CbElr6ySdZsxYJcygoxF+u9EP+5n2/f3/FsyNEDQLs9u6ezZ6ayZ2KlmSHffcP++zEw1ZkpBYB4ZS7qGAjwHdczb8fLcxFHnxLHYWdOjF9M/goAOOzwc+0BviPAdwS4difjbWB8Fnb0hR19WSn2XvzHALJIym7eD2Cl3nWYpVwontwRWLCXHkitOxZUPddoVSCyDhtkCqwSBAAglwuOYBSqGO7fYTG6SutGwzIVml8zGxVon4zamW1tS9m+38S2QChghaRACkdS865bj+FsVn6XoZW1D/OFlYvnXhCLueiXvsjfe4AgWpXKuK6lc6gCsKi2UJpOG1RidU9XoDliAFUzCAAIUYwplaS1v/4B4/VGfv8zJMOr9VCLL1EKwIZCQIiUTDH+aDVHZSau6pFbjUTX8+lY0LriV9++WSGC9AsXHwSAUiXp8uj6l5qqNrC4NMeXNM+qNBnYHIuTzM+cn/shxly+Ent34h86ArtH2h/zOiJ2LawPB6nR7TvaH4tlJ3Ll1VPT/3J44PM+Z7s5+YX5f1vNXgcAB+vxu7o6/XsCri6/q5vHqjKxltfoDuxby928GXsr6hk2vLo3DyXtAVPNW8KS1TawYS3qqW20Nu9c7hIAlYm0P/xMt2e3ikcoMMDu8B/pdu+5lv7tRPa95eKNPW2PR5wDVVVkxVhFLkScA93OnXOFy9czbz/c/lkEGAP7VOe/pxgKYiojrmWFtaywNpM/rxhXKXgryHf5uWgb38kjG11torIoU/VjDhf2GtsMoGYeSzMn0GNN96sH2q7DyMR7Va05YP0fapIp7VA7lYi5NL87jKwda5HN0i1bv/vfKjGarc1BVHU2JrU+mYaD2igQNUxp6/5qWyKtuxlgEQbKEZUtYUsUi1szit+nM2MLJJG4cXXse+Dk2//Tnzt6+wgFRGyYIPWX3WJHkWZsYT6NXccoOpUFVM+FEEWIUkAIAUI0/sIrwsJa5//0Fez0gqzZv1e91Ciw4TAASImkw6+RJZuenxsdAJpDLmQNNJAZAkDgcioAqym1y3aQTc+D1cy1S/Mvux3Bw4OfZRnnfPzsVPzd1cz1jsDuHe2PWU99Xle0fqWwr+ejJyb/WSbS6ZlvHx74bMClmhlJciVRmGlz9Rzs/X0n57dkbVjw3s5nk9Pzl5Z/fnTg+UbeBFojLX5ddHt2F6X0vtBTDOJqC3ez/sORTyTK82PpN8/EX4o6h/YGn3Bh47SiWHkGAYo6+xHCo/6j55O/XCxe73XvBVBen8jLhbxcqMe1GwAIlbNiLCusZsS1jLA2mTutEIQMYnf6jvS697JIVbRN5s/ezJ0EgIijP16ZczF+zckKGIuCwVGZGSytZbUcVStEJ0j0AsVCmhKZD9TxRnFrcpe/QzaBHxtnef8A0rsZYC3n1y6tvhT98Ec5zh2+ILlXCGU1HwEAsJHZaAui6/3xOyiUkOnp12bn3/T5eruf/3JxOIAkzfe6msIumw2dU3PuDVgYLNURA1CkgS2EKcKAgGJMSpfG0788GfzoUc++UVLS1Aja1krzTAoIUS4UAgAxmYRBNdZMOemNavRc9Whq0jWYAqtpLwQIqNmMXbsTqlnmUsXmHiEAhHjex2CuUI7X9pZVGquQGkWuNwGayryZoW8qeDZ+6sbyb4Ke/kP9f8wyDgAYih7tDd07mzg9mzi1mrne4V8fZhltIKDsoCkgv7OzN3hwMX3JwTjPzL54uP/Tba4eAJhNnJLk8p7Op1V0Rc3lNKL0eMZ5T+ez5xb+bWz11T3tH675bq7xndqy5bWb9PXAQhPOFGzzutnAgfAzalyd6sKOvkfavzBXuDSeOXF85VtD3vuGffcrtxkvz/q5qEJBdThHgnzXePZkp2cni/hqAhgAI6aN72zjOpQ/JSpkxVi8PLtcunk9e3wid6rXvTfs6L2WfbsoZTDCA+6DLsYXr8x52ADCGJQfAEBI21Mhq67Q4K4MrynqHFTO4FJIL2ScB9/srDb1h04nAwBAJZsAAB1g1VIydaeLFl5bLTJf3cpUbTj21rndlmBSu0FtH6hHNp4HyNp+K6Ky2aVvV7mbAda5c2cyl87npsejX/p8m7tXOS14E49kvRG47R/yFku5nLp67XuZzFx31wO7dn0iHuAppuoO31h9arQh5m6zAVimQIvdlXatKXwRVrGKtJJc/n9/5BzsjH7uw3LSag1QI6zfjzhWSiSMoFtcaBqPAnWh1454sKz4yLgp432AEMJ+d3cmv9Cw3G1JizcnlNLry6/MJc50BPYc6HsOm9YijnHtaH9sIHT/bOLMbOLUavZ6h3/3jo7HPfy6/IGKHpSO3tn++Er2uosLVKTCmdkXD/V9KuDqmk2e7vDt8ru6qnKuZ+4MANDu3el3dsynLyxmLgecXUF3b9DV2+bq5WzPT2z5w9mQm81NCUJ4wHuwwzUynjkxkTu1VLqxJ/BYG9+VFlaHfYf1ZLv9j5yI/2Amd36H/6F1wQGL+BDfE+J7dvmOZsS1yfyZmcLFmcIFAPCxkQdDn+Sw43LmNR67nIz+FaGGpcy0LljRldFog+0y/7K7vQ30RNXfQi4JAHxgQ3yqabW7zTP1fbww1IjFAKBh4PaTuxlgPfPcxzpnvhb/u2+v/H9/R4490Xv/k8Bj5zK456nlDddA1lk71t13bCDVxmQrytyUrK1dvj7+Y0Aw/Ozn/Pv3ZwgIUcCYIpZS/Z1FwTQVbG1H9AvNfShSd62WQEyRhkUQ1lyTYoIQJeXK0n9+ESjq+tPnIe9BIgYAIAgwpaAaRZqqR4CAbQtKyaQ5aqNCtbarHJbR4BoIRamKrpR/qqpDLURBAwghihGpGVaEAAAgAElEQVQAIAIUIYQg4OudW32PEAnjmnlqu7LcqSFBbQdko9YQKl2ef3klMzYQfmC0+2nDg4apRI5x7Wh/tD98eC5xVoNZozvbH3frMMtSb9UumCIKDuzeEXn4+uprox1PzibOnJ39LgBQoAzmltKXvc52ryOCgUH6qGhMIFEABA/2fX4ld70gJFKlxenkqSl6EgAxmEWA/Y52ryPq4UM843Zgl5sP8owbI9ZalunJ12t/bWfWg1YNLf2toU1WRwHAib0HQk/3uHdfS//2bOKnfi5KgUQdA3qSANfR5do1nTvX69nnNGkS1SbVulynFABEUl4ojsUrs0oYg9iHI59WrtPiapDrtNiz6xeWQKqzU2CmplTURS1TD4GhVVQFAQKKEKJUcdOATJHGAfPUdKFFVbIJhBnW29CXt7UzmwJVdo+7MdZvEqsh2+FgC1NuXeotR0hb7PQ21WYxxVqGJ1L98Bh5tb4ykm2b92A9uZsBFgDwg51dX/+L5LdfXnv79fT89dBX/7ALur0TVHUEwDaEWZZd0YajbdK2Vu7c2EISAEGCmLsx9fJa4krA27/ryGfSzwWTYcASAKGKyyuL7kDFWPVKNF8b1JR6YdIbaoo1wFogYijG8vLf/ERYinV/5c8Y1EWSAFibvMQwHDfwEAKgiA2HxGRCrbD5nrS+mMCEkCz3YgJYtToLZWlX26NZ4FbhM4qQ39tLlt/JF1f83l6bNlS/g5u+hdaKbWMatiaeu3l5/qeCXNzT/Ux/+IG6JSIACjzj3tH+aH/o8Ezi5Fzy7GpuvMu/dyT6iPqtnz26AqBQFFPJwmymtIwQvrH6BgAgxFAqM5hfzd5YylwFAISwhw/5HO0+Z7vP0e5zRGr1hlVNYzHfGziQraxxjAsBSpeXKCWESBQgWZpPluarcnDYSYEMBu/v8d3j4gLVnWPb/mbQVT0PW9WD2Vpio+qqA8OO3ofbPzdbuKgcYhPgO8ypdvmPrpYnJzLv3RP8UHWrtLYJpJQT41kxlhVjSWGpIheUcASox713oThWIUUHdoukUpDSPc7dgDFQAIwAVwMspM4dFSFVzzL1wtYrqVmlqP7TD/ZQrCGrXT+Y8Bho01PIJjlfGwLccGhrUL3JyWj3uFuFrgBqOsN+qrZItBtHtYFW2FTdHvOfNebw1Xl18FpT4PZksu5qgIUAMEUuLvynf+S6f3fymy+v/F//XT7ysLf3ScRzSAAmjZC0xU9mez72WxEEUru8tHhu+uKviCwOHni6b9ejQpihLoo4AKzALwAAoMbXtM0qNxAoc8gwdQWFyqKmCwRIN8YCVMGx772Re2es43PPuQZ2AFFWUn2Hg2x8VVMAAC4ULsw3VsDVaSGtCdELNvFkFgswsLwMLEbu1aQXosomG9OArw8AMrmFaoDVEtl6fVOtiHL5/Mz3U4U5hPCuzift0JVJTA3kGdeu9icHww/NJN6bS5xZzo51+ffuiD7q4iz+2StSPlVaSBRm4oVp5VBnBrEYsTIV2v2j93T+3qnZb+/u/FDIM1gUkrlyLF9ey1XW0qWl5eyYUgLHOBWk5eKCPmd7wNnJKuo/SmUiJoqzscJkLD9VlrIA4OUjQ8EHw+6BoKsXIZyrrKVKC4nC7FphAiF0T/uzZSlfEJOJ4uxE4t2JxLttzp5u355O3yjPuG83IF6nOvtohPCg91DEOViWslXgxcX4BjwHZ/Ln+70H/JzhVmMyd1qilZyYzInxinb4LgJMgbgYf7/7ng7nkIvxZ8XYQnEsLSx3OIbTwgoAtHEdqrpc32cgg5pSFwVKKVhssKrcNKjYS9ux1JKSlo1QFcljt1br6YVcwtAP0pro5uX2ZPndEVvybNvIXQ2wABCjTkzfg7u99wwmvvOr2OvHM5GrXZ//vXD7aOB1hPOIsgCsjcvVektOw/pa0+xmxZaVbTLLRictBZAQUMgLy9dnfpqdnvaODvR++RNcNJIGQhiK3ZgjgAAoo9iZAqVAiYGRaA0ZbqWW9FCN09e3qTpZZRznTLEGsLKvXEm89NvAgw8FDjwGMoDmAFFdZLViFA/vaokEAAEXicqFgpzPMx6rjsOuh7StL4C23zWUC9YZrscayEoHT0hd9BECwCqFRbGmpKSgmOsjAGCAEuRwBhy8P5Nf6Nv8Club0+5wFBvOo84IaRKW2aWaWTt5c/UN5QP+XZ1PDkaO1GtgvXJ4xr2r/cn+0P3T8RMLqQsr2Wud/t3t3p0E5FRhPlVayFfiSjKRlJUsDOPwOzswYoYjxzjW9fDInyrhXi48nzy7lBljsQMj5OICEhEIlSQiJItzyeKcXuORgedj+Ym1/GSqNE+ozGA+5OobCR+NekacrNfcVD/f4ec7Qs7+tcIE+/+z955RkhzXueC9kZnlq7qrqr03Mz3eDwaDATjwJACSoIHIR1KkREqiKD5Rb1erPbs/Vqt9T7t67+x5y5X0tO9xKepIIkUKIgkaELQgvBmDsRiM7+me9r67uru6fGXc/REZaaqyq6tnBiA4q3v69MkKl5GRGRFffPfGDfS2RnaYkdlicnrl6tTKlYuzz12afT4W6GgJb2sMblCZZ7XmWh9xZf/h+FjtWcrfbDmX5hIYUqIhJVoWiz3h/WPpi28lfnl3/SdFUEZf7k8eR2RhNV7n7QhrdWPpCyvFhMa8PaG9nYGdJkqLaHUKqon8VIPauZibQsCI1gCMAZDdyJ0Em0UADEle2PWGhGgw25KjsvFblpG7cZiptYwxoZuDbDb5KjPQGJ6QsosztX17yptrbZ9Y5QncX3d1ycrT28Sd31oXnXaTQm6fKNpmzYqji6tUnlRpXWW943JbAyw0ABYAICMW8TZ84UM19++Y/uqPh//6W/NbezY3PFrrawZVMsW3gZTzK7dKGOQxOTj03OTESSXgbf2Tx2IP7+HECpwACDhiARg3Ve4ouCMuIQiZnd9RQ/OHg/k1VQFGmElWyT1DKHWFKyeuTH3jqUDXxoaHPwY5w0Wi/Q7mNUKpw1FvWzsAZEeHg5u3rfHsWFKQVVXHhU3IRr+5JHaM6Vhi2m8wWEgAEI10LiwN3ISd2Hql4tdTBboq8iyVDbLp7MK5sR+mcwuIrMbfnMzOtMX2rHm31WJ9arin7pBXDU0uXZhYumAo+wAV5mmt2dkdOzC2dG5o4Y2Ndfe01u7yqWFh2VYuCIrO8wU9g8h8aqTG1xTwRFXmQWCISjI3k8rN5/SVVwa/CgAhT11X9I54sDPm70BrNeZSxfn0EACoisPs3aeGO2v3ddbuW8nNT61cnkheemv6pxdQjQc6W8NbGwIbSvckujfI+tvLFTZVKWvl0Ji31tM0mx3K84xwISb8L2wO390Z2iVq62X+4dRbyeLc5eXXr6+cbfL1Nvl6o55mBFajNSYKk0AwXxgLq3UqagaWKiGoDFrXDLEBIyHo7GUlbxvdOp2ZzpnYBeQgAEI2MaPnMoGmzjVapFxuAi3dPkK0BjFx+8rtDLAQSFEMr2eKwsWM5d3eUftffn/+F6dnvvXyqcv/rXH37q777/UPxdi4CgrJeVg6ZLLKcvs+3p3fzK2tFQEQ6vnC2PJrwwMv82Kx7Z47Gj97iFp9yLlOpHMCACLUpd8EToaxNhmbp0EkEIOIbcGxFhiUmU17dtMGCxEYo9T5ofEvf9fX3tr68d9hqrBqN26BzIB0YuUq3qoojwxyDbytbagoBsByrYg5Itvxmr3udvgI0ogKzZ+SSUD50GhZa1nKRBGIiMzwYi/cNAikVR/dPDX31vLyaG24w/lmKyMh1+ZcO1/1Uv6VFXl+ePbowNSrFc4PJuJLmcmgN666bLsrX/i6Qwri/Nj1f8wWkpriiwU6fFpEQS2vp2dW+lP5+byeGV440Rnd1xu/2yhGHkZpcRsEALS58YFNjfcn0qOTS5emk5fnUtfVzETIGyei5dw0EdcUX12guy7YXRfs8apBd56vTOYEwCp5QJk85IlviB3aEDuUyI5PLF+cWrk8mxpQmBb21B1o/SQDduPElSPQ+AYBreOD1sNTVlEBACDKFJej3lbTQauAiRx0M32zv6/Z36fzwnx+bCo7MJa5NJw+51NCjd4evxKayPRnKbVUnNkQ3A8KM/ATYzaAZbs24Jc0wwLjKC3BJYtNJJbxOxinDYpOSOZwI48gJLAZuUu221pK2UzgSYGVuWEACDR3OpiYsgGs9AxTAnDrKS4jtONMPRdxUFMub8ctzw0QYBVzrCmlYN5eXNnTYfklurSqy2Lc+fPdOQmbcjsDLEAoB1gK4yqjxg/uaXhw8/R3X5/+wamZ8281b9jXrdzvCdoOakCw8Qq/PujqVkuxUBgfPz46/kq+uFJ318beP77H3xAtFBSd66gAIyZ9R5vYBZCQ5JHOJKER5/IEHFsvNGNdxbRnt+h/tHYR5gbGRv/iSW9zrOOLn8OkFziZ9L7RT0XZdiN32SHF0Imq5mlqzo4NV9sWJetgB/62YFMJWUVyuDeSYWkWRDDwqGnkzowJAxDi0Y0MldnE5dpQu+07vFF0dZOyCiTmpI/Onxqcfi1fTMWCnXWRXk3xAUAyOzO2cJbzIkO1NbYz4msCgFRuviHSV9393CmZgbnXs4XkxoZ7e+IH7Wd1X5z+5fjim+cmfxT0xPoa7pfpSwopITEw5u+I+Tu2Nj48nx6eXL40sfSWX6vpid1ZH+yt8besQhyu2pqc9ER2DABU1FwTXF98YzE7qfN8qpDIFpYFGNV5YTk3y3meoau7h+qmytJUFXKtE12tIsnC3EpxYVvwPjNEcMhCC2wrkBRUG7xdDd6uYuTwbG5oMnNtNHNBJLuWOUlADb5uaduOYv0EYDJYCAjI5MnsiCVG7iQ178I8y7m1EMjEVWB1OgtUrWrkTmBYQwJXID0zrHj93tp6B+FOZZnKmrHKWWIdCpQqE66/v9/8hCYX0+vNR9ZYWY5ZzQA3dPXul9sZYAnnkwCAAAoTAAsVRgrjAMgint4vHm776K6xb74x+bOTk3CytW93z+5DoUgEEHiW5Se8lGX/vz0duljMjY8fHZl4rZBL17X19j780cin4hTiUOTEDSMIlOSN2DhoUEXEBNohktwBATDDKspaTpMLYLCvV8xBhyFI0ytDS5gfnB36355Uw6GuP/4sy4c4uSwlzUVU6brKFuvr6EyePknAkTFwTgrO4uRy1sFblQFvG/Cyns4cNdCxVrYxWIjC7AzR4E05CuBKCKrmj0a6ZhKXNna8d/X6vQ1S3dRLQNOLl/onX0jnE/Fwd1/TA5FAMwAUCpkzw08lUsMA2Fy7fUfHh6QjyJutQyI9Njj3emvNzt546SnOTeHNI4lTvLiyp/O3FFRWYcTI+mGPQlYX7K4Ldu9ofgxgTUyzalUTmTGdFwJatLVmR0nsTOratYUjy7lpRBb21Nd6m4Ph7UEtGtRiQS2qMG0d962+du701TpllVpNZvoRWKO/1wyZy40AQCI/uVpJKmrNvo3N3o1Fyk9lBwZTZ1LFZb8SDnvqARkwBkTAbPhJ2mCZoIqYHR5JI3c0rRgd4MlabEnWylogga1jmj8tcGajVQDSk8OBps5q9Vzrp46swFvERa0hv+5zWgnYehfL7QywAEGVDJaqcGFVrDKuMg4ADMlLuq8xWPMn92/52N7r3z45/MuzY1fPtB/q2vTRrdH6roXvNBbmVfQQyPmYKcQ8fPX7OfnMCvV6N3zf5eCGIy8yAMhk5yYmj0zNnCzquYbeDTv++52x3kZdwbynQEVjNNMVBADGDc0fAYoYANA5cRI7f5CbzJaxzAQCi9ZyjNtkD0O0KbSYHChRIabwzLWJ63/2JFM8nR//IluIko5IBNzh5oCkg2di5nLUenCSu7R97Z1LR1/PzU97G5qQuy0jTZAENnrMeQEAyKRZPQPi4gFsp22gbewWy3FuZ7AEXgVOxJi0yGfSPpdhXXzzlcGfpHJzQfMIPLvc2m9pjfHdBpII5pPXr0w+l8xM1QRa9re/Px7qBiIgGJw9cm3qJSLu99Ts6/pU0BsvLbbaOcZxOwAo6tm3Jn7k99RsaXqovJxscQkAQp66Gl/TKk9n6ppXoQzWa+REpT/m00MMlbvbf0thHjN2Pj18df6VpdyUX6vZVv/etvD20pN2iFxuvW614CqB5SuMKp+9wnGHAAAwlb0W97Z5mF+kHFg5eS35RlCt7YvctWb9VdTa/Jub/RtfmPn7tuA2MB24EwFjJN002IzcgaSKkCwEZhq5W8bp7kbulgm8DX5BGRttOlIB6+vjhXxufirSs93+CFYruGKjKgOtF4JYDoWr/hhdKlN9lrVSrkscljXrwPaVkrhV1QZ/q2yuX5HczgALAQSDBQCMcYYEhAqSwjgQMsYVEQjg3eTf++eHNn9p19B33hr84eWRVwejvfH2xkPx0D7Vr8hBmUhneuHtPoPsVyao6sn0pZHhY/Nz/YhKY/P2jrZDTR/zB+9NgJ5nOtNzGnEEBM44cGaZFgEQIQkAiwTAkAMYvvwY2FWBYmuhvLA7MiDndGrpB8GCTcghdW506D/+ixr0d3zsDzStHtIECgED4IBMDpo2QsvFSQNZeMvX0QkA2ZFhb+MqU7JVCVlmORFjJ65MSCbdIjqXxdZfiQ2WMwqJkXFmKsP62JYrgz+dWbjU3fye0oq902OKcb+l1Hj/5PMLK8NBb3xX5xNNtVvNFG8MfCORGmGobG55pKNu/83VsDTzhalfZIvJOzs/bWy+s8lydurC1C+8aihdWNR5XrEl4KSn8gup/PxKfn45O5XIjN/V8ZmAt8wp/K3wWzGXHqr1tZh3d0Crhve2hbdj+XblWyau9V8/cVidLOWn08Wl3tB+ANCp8Nbi81PZgWb/xu01DyioVnnPudywTsUGf6/BVLk4GrWTVeKijKMCOUZIPaBDynvfamJD3Xb4lZkeIc4DTZ03NZdXzFLZAOuWyztM+rwNn6AcaOkdf5h1yu0MsABJlSpCjekMiQBVxjWmE6CCXAQCgKbrGnEt6t//xX0Hf2/7wLOD5791+dyRZzTfL7r3dW891NvR18A0nhisGX21WdA8NvbC8slUpbiaHr0DtBYRcl3CRVt4Oj0zOXV6NnE6m14O1AT2Pr53wz3bPZEAcoKWZcwREDEOHHXDWgiAISGQLu0fDMrKoHWIG0buyA2rc+Jc7gAkmdhxMp9pIGXtNbR7HBWaweTz10f+5ttaNNr9O7+nQByKXGQQpBGY3CICkEFikelxFJwmqAAAoMXqlGAwNzIC+w6WNpa9gcgWiFbXFhdIto8BVyG6zIODxAUDlNbMgssQKkixNEcgYgY6I4beQDRa2zU+c6qr+Z6q9xJW9zGVcxtrJU1lZwemXplavOjTwtva3t8a243IiPR8MZXOL+p6vibQoim+nR0fMXReaxe+BmkGAJn84kpudnzprenlK5sa7q/1t5RnmFy+pPNCU3jT+NL5oYUTXjWcyi+s5OdSuflMYUmievSqoYKeSWTHnQDL+PiqpnbcfhAU9EwyN7Mxfg8IaLXw6lJ20oBWoTLWyrXk9dxurUAp0kzypogrySybAVeSRxGwwdudLSZPJ36aLMz1he/qCe21L28qVRUAiEYzl3xKOBboAADpnYGAMVCEDZbNOwPaNxKa+19MwyyQpJeFk5y0lnEBYOkfSS6B7K4Z7MSzGDHSU8MAGGjscFTfTmWVB7oRV64OHVyIK5u4U1MVWDSomMwt9mbFXg66BVaoQ3lc5W+/PObtWj7cMrmdARYCmABLlWSVXUWoMUMtpDFdY5wDaEz3+WHbh3p2fbhr4a3x808PX3524OrrV2Jt/v0fbWps2UrQzDmCDSSxsmM+3rVid0xFALnc4tzChdnZs8vJEUTW2Nl96A83b31fPWpKhqcKlGFAuYKWK2qAwBhw0gWzxAGFHbvVoQz1nzHGGZpBQl3eC4GJAZ6TQYaTzCVSorkgMccFu0t3pMVXL4z+9Y988ZauD31BzQRIkUCKlQ00wjLMRo+BSFs+DiL62jsz1wfsgasOBuiewFJNQtkSuWRJzSxDLsMxDxg7BwGAGAqkTgwRycCyDIGgpeXAhYvfTixfj0V6Vqmco0ZVpFmXEABk80uD06+NL5xRma+v5cGwr+nC6DPDc2/ki+l8MWUm7a6/a1fnEzanA+tGV5nCYio3l8zNpnLzydxsKjen84KI8ms1XfEDrgVtarg/U1iaWL6IqPTPvQYADJWgJx7xNbVEtgU98aAnFvTEGLDnrv11MjsD1pEnFWu4HqXhXGaYgFTmPTr2zaXspF+NGKwVruX++4ZuVxp4I7TKOvPYDCfTxaWQGk8W588mfk5A+2MfjHvb16qDIzqrr8znRntrD6IwaWfMsAawPLmLJQeWXFh+N+TOZbthu9XjXIguJ6EFElGZoMqsKFr/U+OD3mid6g9Wbn53fssVcoEZWB26crvdGiutd2ZGKkfS5fC6mkJWf5g1ENS7fuK9zQGWYjNyV5DI2EXIiUBBrqJgsFBlXEGdAarIVeQEoCDv2hfrvaP2/X+6Y+D50Td/NPbcfx3i+vVw7audG3u6+rpb2hrEbuLZkdq5sdr1kljvvHCOtQ3J5p75xfnEYP/Q4JWh2akZAIg11N1xx3u6+jbXbeON984oGufAFeLCM6eCXEUuyCqdGdsDOeoIDG3IUiyPjR17HHRAlDALZA8i4SmBIwexo9qinGxDk2E9ZTFYhDirzPzw9cmnnwt193Q99Hnm8RgGT7a1JoADANldElCZ0yK73jCwaWvq8lP5mWlvvLHEjB3Q+mEZuZskkpnOhudMsGU6lwYAqSy01sdoK4dMP1gk3TRwaW4icVhd4w6t/8djMyerA1i3WPLF9PmRHy4khxBZd8Oh7oZDKvONL7yZLSzXetqiwQ6vFvSoIY35ppevXJ89Opu8tqP9QxF/Ra1ricj38eLlv8rrhvtvnxoO+urao3uCnrqwtz7krVOZpxxPvDzw3zTFf6jrczuaH1sZmssWk731hxtDfX6tRmqVHH0z4mtYyk44Ap1Y/EaEAAAmli8gsouzzwW02u0Nj7SGtxqsVZXU0Tpv986JvapEgJgqJrJ6MupvPjH/dEiN7ok9FlAi66giIjA2mr4MAG2R7aCYJ+QwACLppsGwYTedY1leskCMDnZzK9lPLR2sDTnZNpuWMdBWjU34RUYmANCLuZXR/rqdd9uhw9rORW+tVL5d5ZauXOC/ytsstzXAQtIE7kHSGGeME6HGdA05ISgiUKgIUReoS0NdY7qAXwrnCnFFw72PNd31gbrkQuHi8zPnn5u9fOzc+RNnw7Xq1jvCO++KBOJ3ZK4cUjQdTAoH5NQOoKq6ppn701anUG2U2M3oCotFpViwPBbK4YUKhZX5+euT8yePHB2YGcshg57t4cP/pnvvg/FIWyRPKtKQrrACU4ATEqqci4fhpIsdbYw4AZhG6zqJoYwxkJQVGro/RGKcofwJEkuRSAPACYSFlrmAI0IThHGbmSkA8Gxx5C+fSbx5Nrp5b/sD/waNzVaWr3YgEOceWlSWibdI/rcvkkwTeABCCG7ZPvuj76Uunve+p9FAP1Ll59D9gQ0bmUFmrN3ngkjGDOAFBMiATBesUleIXCpDmTz9g8hIBsYTAQAJ16moNjftGRs7ms+veLRgtXrCm/uWzI90evHi3PJAXaR3W/vjpu/yptqtF8Z+HA/1bGg8bOZoqt3aFt11fuzHx679fVfdwQ2N9zK7XozKrhxrfQKAjti+yeWL6dwCAXm1UH2wpyG8ya/VmGqfkq6TKSxlCsuZwnIiPRr1t+1p/cjR4W+MLb4Z8tQVi1kAUJgHERkyBT0ITGWeGl/LyOIZrhcNmo25EdDuarKK9Qdayk0xVLfUP9Aa3obWF1BNyTdyO7fAigWutw6rFUI0nRkAgMnM1QZf187ah1UwLfrtUMzlyhDGSFPG0pfrAz0+bxQYAhEojJRSI3e7A3cyrd1tbhpEIFkm8KsZucuq2LkuK9bZo9CKTY5cIb0Y6d4OtIozqorox7WnunxwNqLGHb2VE1drga01UlbMWy5VDznrR29rkFTrufW7T25ngAWSwQIAxkhBIiRh5E4ACpKCBsBSkCuSuFLAgF/ij4gUJAYUjmn3frLhA58NZ1P83EuJ8y8m3np95fgvEwDDPv+zdfWd0VhrLNoSqWlkTDGIaoRsVstmSg1y3yYhgmAw6/PnAYCIkisLi4mJRGJibm5keXkGAHx+z57D3k98KXrHeyO++qAODIFneDpLKgPK6xrP+UAQfgIFASjIFOICKClozP8KcpBgwiBdADka57ESR2DGiYDMmF6FHz1x1r2xr09SOgAAHEn65SQkk/CBwkLy+v/+VLp/smn3I0373wu6DdyYC0pmWF/ZXSqa07GDtXaZ7UCNRLwtbanLF2KHH7RWruVU1mqBopgSJw52E36T1kJJZQlLfxcjdwRDRQjAjJ2GwAEYEGBz64GR0dcn5s92tdxzS8yxq5e2+L6hmSNEYD8ZRmFa2NewmC49zDEe7rm77wtXJp+/PntkLnltR/vjYV9j9ffqrb+nt/6eXHFlauni5PLFy9PPX55+fnPjw12xfa7pJ5YvAIBPDV+afu6urt8OemLNka2ji2dOjX3XNX19sKclvJVTMZmbNTYbUnVDeBVNfl/n7wNjxnkC1WX5NZWh1DkA2Bi+Uxi5u/asVYUIEGey13P6SnvkvebRN2T6FGWSELa5vCq9cAbaGCynEhCd7xed1yUX4PIlLF0/r/gCgeZu96dbP6XkLpWzrL/AXwEoIWuQvJGMt6nczgALgTSmAwAieFiRIQGBynTTyN0IBPAwXWU6AXpQ11gRABlwjRUVIEDQUFdRJwCFc8qhV1XufCh+/8MhFfnEcP74zwpnX09du3RlbOQtAFA11tkd7O0NdXT4Ozp9c7PbT75xwNzMKMRc2Bp0UDXiujSxSfBm8EkAACAASURBVFHPriTnG5rf9OC16wOpa/0r6XQRAPwBpaevZtOODZu2RbccUGOdSUTSiWWyjIOxxc84p55IBR0AOKLGGDPUgQAMEEgHZh34Bagb4IohKWgwW5Z2jxEa/wXsIEAgTogIOhJKCy3k0ke7bakvIBkipK9PD/6H7xaT2Z5PfLomsAcYgWDA7A1hYixyhpv/ZXoC6bXZuSMeCUJbts0//wt9JamEwvaWRpQ+F8BJZZnF26gySUfZLmQ6lLo/YEZByIBMo2PL0p8EyQfccgVECgkFhz/SEI32jEwfa+28Wy0i6uV8Q2nAOsQ9rxHKENvie/snX0zl5oNe47xbTgUCWlgZKs+mKt5trY82RDZeGPvJsWv/uKHxcFfdQftxZGtW1auGOuMHOuMHVrKzb44/fWX6OYbYEd1bXsPRxbMKUzuj+67MvjS2eLbAc6OLZ3xqOFtMdscO1HibAUCngvBpOZ28OpsazBSWAWApOyEB1lq1qZJJAmQVfFmtwVGt/3YVX5lbiJsnCNeKVWHk3hHcpqKnK7B7fcSVVQ5cXzrp12rqIr2kSFylCOMqBIbkMHIHADD9NQjv7SYUI8Oxuw14mdQUs/CW6abBpI/stJYhJkQzUxJPDl+KdG1lZscu55lcA925Lrd3dyuIq2qPIKyaY1sly6o9RVjmipHQpTIV70GVCl5b3uXY7LYGWGgzckeuIBE6jNxVxsU8qAq9IYCKuooyFrkCJGgtFTmX/BYYPlmIAbV2ap/+I/r8H/sImucnCv1nM+fP5M+dzh19feXZn4mv5qKqPuMPNPi8Ua+3xuOt8XmjHm+NpgVVNaAonmq/DwQg4LxYLKaLxUwut5jLL+VyS7lcIpdbzGTmcvklAIAL4PHgpi3KRz6ubd0T3LHH071BzYFagCLCTE7XVgpeBOFKhov+zoArwBGIA1OQi6FLRS6GJs6Qc11c68gFhOJMR5lZ0FschBspY9QTgyISktwQQGCeVCNdugMQmvjKgVsAYPanp8f+9jktHtr05d/2T/XAiOjAkhdCp4rQ3EVowjWzWSV9hfaebBu2iCC4efv8cz9fuXKhZr9jL6HJQpm8lMtLKbkgl0DLbMtcedsRmA3QkdBoM0RmeMQkbtBaoGBn7wNnT35tfPZ0Z3S/peZ8R6Qtvndg6pWx+dObWh4GgKX0xFujT6eyc9Fg+2pZ6sMbDm38/MXxn12demFm+cr2tseDnjLPCBUFAcLe+kPdnzs38aOLU89mC8t9DffZEyxmJrKFZQC4OvdKyBO/NPMCp2JzZOuOpsdOjT81kjh9Z8dvRrwWf9Ye2TWbGjg3/RMEnFq52lErEFvJudxOWWPov9Uk1U3dbv2VuVEj9w2hAzdC3hjfNM3lRhezE9uaHkGmkPTOQKZte6mROwAILGVAJdPIvdR63cgib2cRXbZYcMli76p2mJWauF7Mpmq6t1d6OlfIVd4gFRH2TR3S7Cq3nj2tWKLAVaslqchR3Rjt9esitzXAAhAMFgCoTFeMXYS6CGRAGuqWDZYEWJogq4BUMPSGKugK6oxQAS78QyNyBgKjIHAgnRFBfaPW8Qg+9IgfAHyMz03pg4P5V16oOXPSOze/vLQ4MDWVKhYdVJaisIDf4/d7PB4VAAJ+46AMhaE44y+bK3DOi0WeyeTTmVyh4HA3zhiGw/7a2mB3T6y+viser73rntT7Hh9lDDlgjhgH0DnopAj/CpxQjjBoruWYWOkhyacjJDSUgAAKoCp0d0hcupEjbgx3RYmXOMndhUDAjeWfLo/S4QSA0rhKwFcADkDSkxYzNITECYvJzPBf/yRx5GrNto3dn3xCzQZoWQEi0J1jIpSwScbgKNgmy4ydSkcxAlssAgB4G1u0aCx16ULNHQedME8KySPP5Fhhzw4GxwQAQAyQC8cV1p5Bc9EMaBB0hjbT5NhMs1wyb4fiBynidQEh1dRtqIl1jwy91F67W7mV7pTWHt88aqChdvPYwtnexsOj86f6p170qIG93Z+oj2yosFD2qIHdnU9MLV26OP6zo9e+1lt/uKv+oPtIu/r0w1DZ1fohlXkG54/pVNjS8LAZP5Q4oaDaGds/OH9sJT8PAEFPbGfzBxBwV9MHjgx//fT49w92/pZPCZpZ6oO9h9o/e3T0G+lColI1XHx2u1JH1c0OVZpYrRK9blktK66VAKqg31wmy3XXf2D5DZ8Waa3dSQpaJw8yBorgqNDyucDA2GGMxvEGNo4KAU1+y7HTheQ4QPIsQgfSktcymcME3loOASxfP4+KGm7fVFL/UjBR0iauXJQ9b4UWqkwyVU9fVSfroa/ejfKucNldUW5vgCVVhECaogt6RkNdY0UCVIB7WRGlilBBqSJEC34pyAlQRa4BJ0QVuUAeDEgBzoAICQlIN140R6Oz6hzq6rGuXj14h456DsDL0KtCbHZWn5zSZ6b0xAJfXOJLS3xxkS8u82w2l80SQDabpWyOA4CqYCjEAEBVIRRkoZBSUxOK1io1NVhTy5oalJZWJVavKAoAQAGKOi0gLHBGOqlcBx2wSIZiskisKACWbYg1OXUDYAGJhwIARFQN7+LEQQx2xIkBK5q0iU4CignASZwYAJixjAiAmDS74oQAyA3CCIWvCCT7Vj8mxvCVq+PX/uOP8nPLLU8cbqt/P1xWQZFcDRfED0mCyjYQChWh3LMtjMNM96TWzGhSWaaRuyS0Q5u3L548qufzzONxHSpRLmqR21gwmdSybed2baB0tMNs7JpZLhmwCxmRjOWGrhaIGVZaXJJniEBEnRsfOnf8axMzZ9rj5TZJlZeYNzGLEwBAR3z/VOLCkatfzeSXmmq3bm19TFN8JQUQ0fMX/jORHvTWKUxTmEdTvArzNET6FlLDV6dfGJo71ttwj1cNqYpXYR4FNRU1VfEpTLM8O9iQjLke2N70mMq8Qwsninpue9NjYnfe7MqAwjwb4vdMLF3IFpMAmMovzK9cV5lnMnmZUzGvZ67Ovriz8QP2J/Fr4Qd6/tC6k+MRyvE1uV7axGQ/yqLXVguWg7Yb4YWqK9lcBIB0HFdSTHX1B7faVq6/pRojAJjPjyVyE1tbHkVVBURDRUgACiPF5rQdTAYLiQx+i8hh5E7yfHTzAiRgMpc0Rlcr31poJrPrCs11JwAALA9dDLdtZJrX6Kp2bORcttlDSlPKgsuBV2WreQf6qTLWVVyzWLHrBymrr6nWkcUmN8XFVwasv2q5nQEWoDTHBlINM3ZUDEcMqAC3G7mryImMQCBhW8QVEYhCk0gMODMYGENFSNLU25xkS8Zmj6fo13IEyAA0xJoIbOgFBZCBCgAMwNxmxWxUtRwJrZGJG54QUCeuAyFwDnpRMjF5Y46mbFFNF1Tz7ubKqpz6QWlOjibAQhIwBw1yTjBYnIPwfskJjO1+EocRAXJpqsTR4Le41QQG/kIAHblYihJyIobSdyBIpMV1Pv7kkbFvHfE2xbb9p88FAu34hgIZBBVBJQNC2Rgjc61pTYm29kIT3JAti0xqzyUuglu2J46+kr58IbRzTwkx5nidIO3Z0ZHADLQuSozcmeM1GKgBjVdr+Ro1DUSYPOcR0QCfiIRU07CxJtY9NP5ya2y3zdeUu9zC5R0RX0yNAWC2kNzT9fGGmk3l4/JiavTSxLM6zwOARw0AQFHP5grLOi8Uea7IcwCQ19OXJp91ry1i2NsQ8EQDWtSjBjXFH/E1eBS/pvjFk25ueNCjBK/OvsRJ39n8QQTcWPeeyzMvHB/5VraY1BQ/AhHRuemf5osphmp9sCce6GiL7Kz+KW0XZWP+rR++3+EJ4Qbw92rlmP1wnaIowHBg6YxPDbfGdwsPwvJPWlYJD3DW5hjLssrirkoYKaM7WSNDaawTP5X0fzsEJbCyZGbHcouz9XvuW/dj3gRIvvWxt7e865/9dgZYDMjLiuLai0XhB0tD3YM6ATAkDysK20UPFlXghCK2aDhxkFlU1FUsEqFpoWUo1JAISAGBtARqsVZHAIAAxSLL6MKVARTknKug2EonZl5zLIGSC7KRIFzeQgemk6GDKspxsSB9ShUle81t0AJsJZurNQYkrKKE+k3wOqrpgV0cPIPyGGcU7JdiWlkxwx6VRANy5CD9uQOTm+GkqytC5GR4yTJBKDIUPgiIMHl1pv//enblylTDwV1dO59QRjXIM8oDKARAqIM4idnatCioHaMugkQDAeCMWzCDr+NkWGiRjUMiE29JBBbo6tXidctvHAvv2FMKk0XDcetSbpyUrBXKMsFh5C4Oukbpn8FRnt3gWJjuGqjMeBYu9geYMQiERMQIoX3jg+eP/934zIn2xoOOz8VW+E1JWfZUdu6t0aeX0hMRf9NyZsqnlXg8gmwh2T/1wkTiLZ8WVphGRJz0Az2fsZd2fe7o1akX+hrvb4psKfK8zvM6LxT0rM7zOs+n84vpfAIAktmZmWS/sEk3RWVejxrwKH5NCdT4mieXLy2kRvrq7/UoAYbKUnayPtizkp8T1utxX1NL3b2NoT4Vzd27tkeq1DhokZzutJBZyBqcQIV7rGP6vTW+G9Z69nUZuQNYTt1Wu8tq5SBAwDdbGFvIT2xpeR9qHmMxpzCjOzIEBUAcuiUGIkRQjDOnbIFAivzGTSN3k9YyhyRbrDXq2RbBVBIoasisdzp//ihTtdre3aXEFQKQu6bPhbgil/Zfw0AeXGKrJa7slXEJrAyyK0WW3nr92W9eXCrwrwDrVytOBkugJcuVqIqCkUIVuIq60AZaSkDDZYMwveKEqCAxWaBksAxnK8L4Utx0tQ/R2U9JXpd+I84+ZZnlGMiJ5IWc9G04wXFhl3Iey3SAKFWEoCApxAGQIwmiDgGE6ToC6IiKwXkZUEkuYwWDxThyoYJUAeUdSUcDCyrSnl0hMm3bGQeeK17/+vGRb5/Uavyb//3jce9eOhICRsAEnDO35zlbFm01sACpUbAANGhr65L2LUc8gBjZd+f8L3+an5vV6utdXqEbo2GZwNtBMZbGQmUjd+lmAhgKy3Z7LMlXhYJgRKht7ItH+66Nv9AQ3+bVwmUVvXG5PvVaJNAaD3fbAy+P/Xxs/oyqeHZ3/UY83Pvyxb8amTuxveNxEavz4sj8G4PTrxHw7vpDDZGNxwe+3hbbM7ZwZmzhbFtst0i2mB7vn36pKbKlu+4uxy3d53K+kpvL5BMEkC+m83q6oGfyxXRez+SKK3k9jchyeuqtqZ+aOWZTgwDIUOVUzBSWhhdPpfOJjfF1Ht1o73hrTCa/IlljOln/bHMz/j7WnRV1FS+PPx/wxtoa90szdgmbwM1Xu+XUCsndqRWWD23lsa628I6LsgUVz+cW+8/UbtyreP3lA4j7490Err4RI/eKsbf8+61c4DvdXd71uMqU2xlgIZJH2mB5mDCoMlyJgmCwUNpgYVFoBlXk0gaLa6iLtZBhAk+gAlfBYrCE3wfzwtg+LGlm+zdHZT/NNaCYW3HVDkggT9sjIsHcOHAVAQiwRYgo9v4jSthm32mGSEDS8MdY6QEAMcHUIxGBIhgoQg6c27Y2g9BgMiCJYDgQIDFiYmchJw4Ihr8sIsFvMXkcDCckBlxabnOOqJA+75l/NnH1Oz9Oz8zV7dja8/j7Pb4AjGoo2DduG/zNEZNJ629mKeG4fE5OliZO2EIhGZSS6aABQFKCaKORCACgZt+Bhed/vnzqePzRD5BwHyH/CYWjpdETgdLcyvJHKpqLyyw2NoTMpzBrYjvrmmSbGlckQbR4MiQCRE6oGFZZPTseP/XaX/VPv7il58NKjq/69awm5Pzg5MW1yRcJKORraIntao5u92qhueX+kbkTmuLf2/2JmkArAET8zeOJN3sa7w54Yq9d+UoqtwBAIW99X/ODdaHe0YWTANDTcHcmv3hl6rm6cK9XDS2lx84Mfy/gqd3W+pitDjYdqrNuCBj21oe99Y4K2zLqPP/y4FcBIK+n/VpNXk97lWBzeEtez86mrqULi1AAlXnX3SJ2B//lH5+zitY6xnytZeW53acKpofchgOrQGc0OaNL85JLoNzK51a/8sqIj9h2GpTj0dzqathNlD0UwNDiyVRufu/G30RFI4UZfYBJz3cKM47gRGMXIZl6QyCj7xuxxshmxApXM6YVgeGUgUywZbFWoi7iIAnLyN0WK7Mkrp7R89n41oMOe3aSQwE5Ht2xpcbWHgZ9JVvMymtrE2v0KJ8kzFh5u9Jvyi1L6afi+jE4xWXBWeEuq6Sxu2VeO/X6IVkpBq3QQd9NclsDLCAPKwIAAnhYUVqs2z1d2SGUTogq6hrKWNQNJw6oq6ATgookLOUZCO+jnNBggAgFu2z3omKI+dk7pgnn5WqfN5cJuCQ37ACLm66UCMn4L8AVgtzxZ1QGzdHDuBUDLogosR0SAQC54agdUSWdm56LpLW7iBLV4kgIJHYRGrFy1EMiYa2KpBjOMgk5MC7s2xUkpEIqc+EvT4++eN4XjG1/zxdq471w3gAZSBw4cB0LeYUIAUiqy4AYcnFqmUKan6NijP6iZRAAJVw1/LKA0fPtLV7y07xQQuHglu3LJ4/H3vs+UFQJbyTGkgnNwUhsGAQ5LlsLYskNWqekkC2zVC+CqciwjzZyQiA54HEAlE4XjcIQtYbG5o3vGb/yUnPLgTis50Qa83lLGgEAAOKR3uX0pKp4rk78sn/yuXi4tyW6o6/locHp104OfHNT63vbYru3tLzv+MA/nhn6rlcLp3LzAIDIVnKzp4f+RWUexjSFeWaX+2sDbQup4SP9X+Ok6zwPgHd0f8oCPa5zvGsfcAtUmKcnfvDyzAu7mj/YHNk6lDhxeeaFumB31N9W5IdfHPivHjV4R+vHb6hFzDDzc4GyrmyGl/Xq1cur2geVa17zvy2ayqIdeaks7w1Uxv68NoDluIVbu5XoxYiAIEupwcWjDbGt8do+MtznIQCQwoxhw/SDhUCKvB2TTvoMM3a00Vog1QdoubwCO+lVpgSUscbZCWVG7ma9Fy4c9cdbgg2d9leMZP03UxuBzvYoPWSQnHkrFmg1ecVYx+1cAl3fjttdbP9dxPX7WUWqM05YT4muWasJfNfI7Q2wQLVUhLppUCVcXjEgFbmY5lTUDQYLuCqoEOTGPkEAYflOhAxEetHZjViGptmlw9+KJEpchNzWqK5i71zkdmG/LqFIVmsTkcpEAlL1BCQnfQJSUFj/gyKs3dFwsW5EI3DnuosjEte56apc3ohLlaKOXAdAoOKcevnbFwe+d7yYLbT1HW7f8AhjGuTllkIgROIcQ/5cc/uSpulcHEgmgQ4xZEiZvDa2EMnmVcYA0eDsUK4srbWs6/y3utTsP7hy/s2Vi+eDe3Y7Xhw5Gs6Ksg9OZF0bN0cjwMpijulgrUct9Ca/HrH+N4zcGTjaWrQ/YNu2986Nnr165emDfZ9H+3E0NyHxcO/c8rU7+34HAScXL4zPnz43/ANV8cZDPdnC0oXRH08vXuprfsCv1SSzM+ncQkt0e76YnksORoPtDNVsIZnKzQPQpYlfiOcr6JlooKO5dnvYVxeyM1JVyurvrqN2z9DCyaHEyebI1o7aPdcX3hhYOLq/9WMq897f+yXGVLQA7M3dznr1t3ogX0M993bOGy4M09tzOzE+ahogXp5/gYBv7HoUFCRJiYlhSHiPEUpAsY6S/QiFQRWCLRbRXMOUO2IA2zWVXUB5SrDQFchxPDs3kZ4ZbXvPE8ZtXJ9rdcHKjXkDKKHy7Spm/Vf51cptDbCQfKwgrgWDBQCqNHJXhIoQCISRu+EHi2tMBwKGpKEuLLSEvwZAUIBUFDpHMBgsyWaBQU+4MFjmCGAJyX3SrloSMMY7skyrLaN1DsBtsTaAJRZR0lUVlC5ixd3k/G4Z+TDiiljOSTUYAQDoxuZBw9E7cWAMDFfjDElwXQoyhRgAcMOqGwGAEQmvEAVSZOUNxw8jr4y9+udnU7OL0bbe7n0f9BTaiVAvAhZJOCQoZlbSyYlkcj4cHNWXBjKZ3OKSbu5L1DSsrVHjMSUQrF0c2pks9NZE68HvIxWAgFTUhW00A8Z0g8qTBwKWjkMl7wkBAAIb+rR43fKJY4H9u0ksyLhcIUqshswYP+0KJXsr29WOMguULGjtr8YAhaVFoeQpyMJkctrhQKhp7bvff+3IN8dnTrQ3HHAxzHfUpiqJR7phHBZWhlpju7sbDvXUH1rOTI7On55avFDUc5rim1+5frz/H3QqAgAnfSJxXmRMpEYBQFF8ABQLdkWDbUU9l8rNz6euE+nt0d2V7mo9W9n3uvqDMFQ31B06P/XzmZVrDcENXdH9V2ZfOjH2L7uaPuRR/C6tXH6/1QOcgaaud62J7AZoIdfbrTfQ/SusWENT5cd5VTVcrQFda2gPIyJV5fHwfHp4Kt3f2/6ALxAlIsstOyIpIB2NgmnGLs44Nday4qtn0soVAZhkgpjk5Jll0GB3NGpjsEpj7a6zSkzg5869zlQttmFvKeFkf1DrgirEruP4Qkcnd0tQFmIjrip/VNWVvKZUyEJvG0a3SWWG7N0JNG9rgGXDQ6rNqZWwZ1eQq6iL7qmiLs3YuSoVf4rhlAHFNYHJYIl+SsYRw2i6YbKb4hgX6KiPIbZVsYsliqkeMvkXO9Iismbwkn5qT+9sh3Kx6wrBdCzFJHQT6j4EEH6fTKsGUx/HjR2BJLGc8FIjBhndZGp0g8FiE+cWX//LM5NnpiNNDZvv+GK0aQMSKVoREPKZ5cTMlcW5a0uJ4WzGcP+oKEp6hTU2UnMDi9YogFgsQnJFX0jk+wf1qakFnQ8AACILRBojjT21DRsjrX3k8YhnK0rHWi7NUUGkqXthbk6rq6OKs6oj1uS3bHpD0aTic7HIKrloRnNEYtIQzzzg2W4OJH1oOeYyAiCIde2OXX3j6vhz0dreoK/uhoZMh4R8DV4ttJC83hrbPTD96tTC+YaajRF/c0NNXzq7MJscWFgZFOgqEmgq6rlCMbev+xMAdHzg60RcQVUH6Gm8Ox7sKp9+3OUmqtxas3No4cTVuVfqg70NwQ1X516ZT4+8Ovy3vbG7O2v2rsLq3cT9VjMaq5zl1soa5VVu6ne4MjINY3lFvzD8TDDQ0NFxWNhxmvbsgJKvIuOCAEDas5uIRwQ6tAOi+HKOypWsqjIWAAB4Ibd45XTtxj2K17/qI68Bym9R7M3giZupzI1kedvR1a+p3M4AiwGYbhokg4WqcMQAyIB7sCiGYU0ALLAbuZNpg2V4HCUDfgEAIihyQWW6aWBC6YZiQeVKkZQKgcvAR3J6dhJUgj4ybLDMWIlpDH9UVJLFUl+Z3jdFPFo+X1AcfUdAKCwfBE0lZ3+mGHbkXDcObQEdmdAG6sQUNHzEMyCxTFRA14EhgEoK43zqyuKL/+Va/ysT3lBw58ffF6+7Kzse4oSh2ql85rX+UwPT12eJKFTj79lW39XV3tkWjNXXbNmYv3ffYDiQ07niQ1VFJjYGIqCq8sl531O/qL/UnxsbTQwMJgb6j01efV3zKBt3Nu67t62lr+f41W2zSzWqoovmtbNEZDouc3sjNXsPLLzwi+UXX6776G8IazIAQEDLywORPHXLHOYtbCROaC41cgfnNUiD0BL0bYFo4XMMAIHJyQYdyzfjR8/BT7z5y//73Mj39+7/gicJyG8GQAAAxELd88nBsfnTg5MvM6YNz57gZPQghopfq0FUMvml5fRU2NeQo+X+6ZfqQ72CkM0XVzY3PxwPdK062LrN8WvyQqtFIOCG+N1nJ380uXzx/PTPRR3CnsbLsy+MLJ7pq3tPU7DUAXfF8latocVgGbFOY+NbQ1zZfpBbdHngGnlvaQ1LqAPXGtrDUFIaRAB0efgn+UJq57bfRFWzXC2Yx91IcytzqSp2aItVCMmRVPBbaJ5FKET4eSdJTZGFyYwsaGUxOx3J7ms3cheBTIf5N4/xfK5u6yE7nELz0awQtzaXz+5ILxPYt9q40EsVMZZYrcm8tqQ2cr20QLdy3KW6YcNGmFW4k3vJN0svrd5u73K5nQEW2vxgiX2CBKAh1yTA8koGS8OiHWCJGVOz+C3hpkGoCI1pUNpbG0buILCUtfRyXR25SPkHQ7a/EuKq9M/mDF3AKRvActzZdGBpO9PF8hIAEjWahxubsZzEYYNAlmsnUEACLGSK8JZlnJ6HAORhyBkgwMDZ1M/+n+HLL836wp4NB+8Pxx/xgJqZhMzi5Pi1VxPTp/RisX1r6CP/Q+fh9/r6Nik6YC1LRdkcB/QAqEB5HQmEY1UyH0QvQrQm/dlPXBOQKUUslY+ffCP/818UfvbM9D99eSJad7ph23ih8fFg2AMqIRnO142XtHrLA4ASDkf2H1h+43j08INKXa209rDhMetkG7eDEW2FW0buZTcrcxLh/GkbSkx3X9KoT6YXk36spuvgx/pf/ofB8Vc217xH+HB1e6y1RBYcC3dNJt66OPqT+kjfrs4nFKZmC8vp3EImn0jnEul8Ip1LMKZyvZjMzgDAfHJwPjloVmhq6VImv7y5+aEqb3vD6EpIU3hzZOH41bmXQWLaRHaso2bPfGb47OSPfGr4vq4/WEd5ldEJmd+A3YdsddhlbamMkNaoYsXIm6jhDVTGGo8IiCPReOrS9ML53t5HwzXtpgdRB8AyLa7MC0esbHUmTUTtaj5h9CD/TFxVEmtQZSbXZQ4FTiN3IoB8cfb0i+G2vmC8wwGMyp/YNdDeAs5Yh7axyg/EveTVwK5D3kZ05VbCjbiZWJf8eqIruM0BFpKgo0CeewO20wYZkAq6IAZUkApEMI5zRvMwHGHkLnSFaKoIQZHd01xQiZ3CpQALHXqFamY/G0hy9FNyuzDhlOx91jKJ5ILKpWWscHP8KVkIWUZi0tOf2M6GAMCBBMBSiOvIpIWWgfmmp6MXj2ePPHlh8OSkP+K9+7O7Nh3eNXisb3nGm1manrj6kdi9XQAAIABJREFUzPzQBaZ5eu/a9sE/CbVt86ug12nJPOZ1YDpj8vQdw0kpgtiXbTFBKBykMi5S6By5h+2/x7v97uDv/an39JGVf/5a9sRLrzHtePeh/fH9D6X0qOFk3hyCyy7sryd630PLJ44vvvpi/KMfsWLt+ruy12k3Y7fbtpsXFkYSLJxpGQYWIWJODJb/CLHCNhlLu9ZLJqjt2l43cefYlecbt3TEfasevewmLsOVOLw5Fura0/0xMRn6tIhPCwN02nMU9Ew6lxiaPTq1dMle1GJ6LJNPVA+wbkqIAGBj3XtOjT+lMu9dnZ85MfbtbDE5snQGABDQo5SpeNYqcR0Jb3ZJvubdKkbfqpnGAR9voRB5VfJq2Xzy8uRrtTWd7V3vERbrpm27tRIoMZ8i5zqVmduFsIRwMvLKC5cevUo3d2As57pr/sKRQnq568HP2FK7PF7pJkFnYlwlV6UCV0++ZuwtwU/rkPUXePN95ddXbmeAxZBHfCkAQIPBIgJATlg0SBqLo7IBLNNsS0MuY40TdWz27KRaAAtMI3drc7Fc5JrYxTa/u0v56ogAbJ7cjULsKkIucRU31VYA5LyJ7PIWAAA5XsmhBuT6zTRzsCE202gbUZWlkTS9ZioXDg0IoEhKsUhHf7r8rb+8NjUw7QkEe+55X+uOOxWPp/8kyy3B+MUfTve/qnjUbZ/Z2/v4rlg9qTVL02nQUMciBVm+CMzrLUbUjA6oMe7z5DUkAgyZ9ZIqUCKeI70IHACX877FgkdBSnFPQg+2Haj57/Zp597y/Pzvhs49e3T01NnonR+NbdsHDIS+z1i5mgqFMs2CUlsT3n/H8hvHah56gNVLr+VEsintRu4kW9XkA22NjyBSMBmLpvmIbUFm5nV405H/rdFfGuoi2CAaJ0BoO/Th5ET/xYEfHur7vKL5bK/R9fOqtNgMeuP3bP63QV/ckbAsR66YOjH4TzovmM/ZGNmMTJlavNDX9ODqd1n1vqvkKNvsBqVQoD7YEw90Noe3MFAaQhvHlt4kIA/z5fR0gedGl99si+xcpdOVlYyVHnnt2lZnaOwMKZ+nXW+xynReKdC1MtUFutwXXaNX/aiIeNhfaIice/MHhLB55ydIZaIYcXKzE2A5PIiWxcqb24zcuR1+lSRzOHFw9m7Z360t085VJuWLM2dfDLdsDDf1Oodjq5uvSk2VNIMZC1XHSlnFL0Olb+BGfJyaeatLtmbJN1OHG7nd23SLWy23M8BKLqW/+Wejhz/e0tTl56gICOVVCj41TwaDJSGUUAIKb+bSibkiYxXDs7mwdi/t0Uy6uGM2IMNsuAqqQFd2KV8Ulfc4khiInGnsP8tzoeOC5GRtTOL241ukUoxs7K/tdmjYLBSLSiarAsByQn/2O3PPPjm7MJ0Px2ubdn+svu+AonpWFoEA0vPXh498I7eSqO+7c+cf7mu8P80LyJFnyAMEGupZ7lGQdGKprG8pG9ABC8i9irY4W0wsclZQVEJEDASxLq7URlgBaIm0InFAWEEth4pClCEtxb0EwIG171J/52/6Ji43/f3/OD713DdTgydbP/AJ8EfEwzsYrPLXgxB94KHkyRNLL70Y/fiHHPMu2KzO5RmC1msWgFgoJkrOIgSZBQ3YYDZrpVjRzFwGivS2r4oAgYip3g2HPnXpua+8OfL9XX2fYmsOdhXFQFeri84LJwe/JdEVKEzd3vaBppqtb47+QFV8jZHNN37vEqmOVtnS8ODg/PELM88iYFNo84b4oYBWO58evjL38oWZZ4cXT22IHWoKudljld7uZuu7zgLf2QnhnTRyJyBV6R/+xeLS8JZdn/KGoiK5eQyz4WrBXOHYuiHZzRPNWLKylPrCwdJAsPU7K5lZvtV3pMgOnjh/tJBa6r7v02s/cmWkWz0OrjL23S/v7NP9GlFitzPAev2VSy89OfX8N8dbN3VuuWdH+6YOTsq2rdf37OwXRtkmwGLSmokhqaALrkE1T3cxGCxicoMwAijWygoU6QnTPH3XfravzWFnmZBj2LP3UIOOkjSGCW6E03aQZI7plIGkZonLxRrZ7mkWaCdQzC1ulqdxtKZvR60IEIkxsrsbVBV+8WrnT38cu/T6hWun+vWi3rqp/eEP7+DhOxbma5lCQDoQTL/18vipZzzR2g2/97vBzq5sc2pmQSOOPqVQ9CgAoDHdp+SLCuMKXPy558rPlInx2bmphcRCsljUoUx8Pk9DQ01jS6y9s75nY9PWB2brN86TjksUmOYRANCJLWYCBa6wtviDf7X37LeH+p98ceAf/3PLb3zO19YjXyQAGG54jCdi1qtQo9Hwvv3LR46GH7tPqYkY7W6+AOPsGmmxZgAdABDu3WWrIoDp44qcnwUHYGWUlW17uYMmQACwnTBNktkRexY4AoKvrat7/xMDJ75zefGlzY0PqikdWKkfiWplrUxHrn4tV0giMiKOyA5t/HxAi+aL6ZmlK+2xfQrTSgu5gfkGCABShflzEz9uq93dEOz1KqHyRMns7PXEG5PJi4xpHTW7e6J3etWQ6Axxf+eh9s/MpAb65187O/VM2HOsN3rQAbNuBv1YvXZNdsyVeCgPpPLINepyUxxV9XkBoAywu1bbLIQAOU0uvjU+9np7z731rbu4hX5s2wMZWgBLDGIluEqUZzoXletXh4rQbmLFjI3ODmMscx1lWz458gIgB6UApBdnT74Ybt4Qbu4x6ery1nDne+xr0FUaZh2xYD9RwKy1y+3cpSz2ZvKuKghAgFyswW2L7zWlYrK1kdPb7wzi1srtDLD2739o++P/Yfba0Zn+18Yv/1jzR2ra7mCfDNy9L6frCgJpoBu93NAKGkcQih/W8Xk2M3aTwVJMsgqtedM+RTrpIseFKWTz+FfSp6gs0Aghy8Evl0VKXSGaF2QbDUqKKqsJlVfMucAznDCoio5ocDRzM8VfPp188u/npkaWmeqN9Rys23LYW9s4kwVWJNSIAIjz0defmrt8rHbjzpb/+f3YphT1XBpZPusnwpyqCpJHY0Ucn7v2zPULPxlbGEoBgMdTEwq1NjY3eLy1miekan5AJNKLxUyhkMym55eSM+Mnh08cuwKIHU/VPfI7vrveX5f2+hZ4EACKXEkUA3ldRSQW13f/287e9z/+8h+/OPL1rzR+6JPhnftInHUIthVtWaNEH3g4eerk8nMvRT/+QePlO9+QRSmBBLnyZYBJZYlYc8uAmcbc02S8U2csuZlb2YcwdF4D6D4W3newLjMxfv7lsBLv8u4gB8CuWioOXzrPv371q5n8EkP14IbPHun/OyKeySUCWnQ8cY6Tbh4+uEaB1YGbVD6xlJ1amvr5BYCgJx4PdMQDnTF/u6b4E5nxwYVjs6kBlXm6owe6owc0xVdeckOwtz7YM528enXh1bPTz9QuneqL3RPzd1S+/dpiOZQClyaugD9WDawqstparRlYbYGVA92iOSDRYmH60vgvovV9nVseNQ6xERmYTXmHtkBx4Q6wZKztGGabGbuT/Vo91qENtMcioA5KAWYvHi+sLHYf/qTLcClljY1+laFD9e+hIg67KYR0q9AVmGt6coxLb7f8uqEruL0BFiAp/mDTjocat92/NHZx4fqJ+YGX/uHP9V/+c+SOB9r23dtUG1ERAJE2tk/WxxY5ZwxIclRkQiiLrJJjBdocMdjNrUoAFlWmrwCg4sdZgq7KEBg6EyAY8MvktEBO/ZabdJdGcmApK53N+wwxxpeTwesjTamkcv7E9PEXJy6dnuecmrob2+58JNq9l3l9QmmKAKQAKECcD73yrcWrZ+oPPVz/0MO6J09pHTkS8iIjIuAqQw4rw7Pj3zw6+9pVAGjd2tL54N1KYm8gGBXmGnLEtB/pKjEl8lRyfHHucnLhxN/+T6Pf+PdTux7euOHRTm/QX9RwOa7kvYgkoCdiU8uuL3/67J/9ZOoH30JPJrTvLq7LM2tWAVhqLBravy/5yrGaB+5TaiIW6QWEHE0WSgYZU62hGUTH2yJ72fZJgmwhtsMNS7+JcoAlSyTnwN1yz4eziamr/T8K7G8M1bapGV1NuVCAjmKrlmx+6dWrX+G8yJh6uO8P83oaADxKYGDm1XioZzxxJhrsqOiufd2DY0Nww57Wj5ydeDqg1QS0monlCyOLZxBQYVqR5z1KoK/u3o6aPSrzVCgcAZtCmxqDG8eS5wcSR96Y+E7c39kXu6fGu84jhlyFYBWSoTxZdYHV3vddOdMg6lF/RsmdHnzB56vddMenQWFkM4paFfGUBJZcSO693FwSTOMqacglAq0L532pLFbk4npx+s3nQ0094eYNVT2pG311M7E2YszlzbrTZtXJeldY6yuZwDm6/auUyu0MsBBAUTgAgILx7m3x7m3FXGpx5OTctVM/+NuLP/y7K7G2DQ1dW5p7+/7g0+ktHWO5vMYABINFhMWCKjw7oU23o8gJ3mE5IK2PS/o4Or8989pBJpnO021dq3wNY06vHIELzwgWmwVEaB5TIy9KwBaWFGgx5ZbTK7kPGsmrFRSmC/KFAXA9//SPlW99fXbiWn8xn/WFajv23tvUt1sJN2V0DwAAcrIpTTnC2MtPLV49E3vi/cGHD6eRoKDBkgYEoHBgBIRQSA9898WlZ08zn6d9xz29kQPecEQvMr1GAdDBvlXb1ccgQ0+sJRpr0XyHU8vDQ1ePvvGjC6d+dr1n60PN+w6sPJAvNHEsAHAkHQAAA9D7f3xs6P98avLb328O+Hx9+1AYK5WPyxL31D7w0Mqp04nv/bT+058kP4FiqFLJbE65HwmFrlccKAQmwCIjlhuB4hxoC36VACYEa6sCWtUwfXVI9/8WYWYSoAgAHEBlnY/+dv+3//L8hSc3fuTf1S771RV93RP/KtGJ9DjnRUS8p++LXi28lJkAAJ8nnEiPvTn6/VRuoaf+HrfpYf1zgi1HY6hvR9Njb03+JOipe6DnS8u56bnM8Nji2Y7aPb3xQwpoVZaDyNojO1tDW8eTF64ljhwd/1bc37kxeqjW1+LMsk56ye4bvbz7OtJXH7h6ZW5GLbhaoOH61hbl8iD2b8g1JQAAKZhp9J+9+FQRCtvu+gLz+U2XNnKssQEjGWKVbUvmYj7F7ADLOSCY8MusrHimtUgvs/CZcy/kU4td933K8c1U/JZvjTaw4sdQve+DahFY1X1xLb6Nyn+tG2W5Pvt6bivkXY7ubmeARQyKmo5MAQBWBOSg+oPRnvvD7Q9llycTQyeWRs/Oj/zw8qts5Fjthz7K7r432NamMiQiVBUe9uVURSdCJjfp27WBVj+1OWKwK3ZWm7jBSXCYIeWB1oPI/2JmtTNY9muw4TBxZo49dvXyrWGNAQEScVxeDOpFllzWj7+SfP35lRNHVrKZec0bCDXuiXfvDzZtIIWlOLAMV3w6SFd+gsjhKsycfXn+4rG6ex8OPnqYCw19QW74YQiMMpcH5//+Sb60En3krroH7qt/PQRDmM0BaoSe9U3J2RUv0ubujZuaWqeHrj599ewzU2MXWrueQE8Qi/JESUBF4ZofOv/0icH/5cmpf/pOy5cavB2tjiVt2evR4vHa++5PPP9c5OBBbWenfElytyWzuSmzhmzDyB3sBZv8Fkp+yx7LpBk7ALKyAqUpPZFlU09oTYviHZuxSiDY9cHfHfje31z7yVd3Hvr9oOOTvCmpj/R41VCRZ1XmAYB0PgEAy5lphsrU0iWPGmiMVGFIvn5piWwr8vzF6WfPz/xiR9Njtf7WDbFDRtw6wRtDpT2ysyW0ZWj59PXFN45NPBn3d/TWHoz52wFujha6AT/vN0VhrV/efiN3Dvz85W+nlic33/05X7xZ3JHAxXLC7HZkD7THlmcpuSgPtKd3vorSWFsgIeRXFqfefCHWs8e+efCm9H03EvvOfgy3ROxw81dXi3e53M4A63vf+5cLT3+583f/SPX4vfOgZoAQmId7VO4J1NU0PooHHk0vTCyOvTU/efbLfzHz5b9YqGuOd23qaO7q2L3H94n3norXJwpFhUlFH1pKIeQ6E/bFTDJGJpVVIgbZAZb3FPsaEN0SlwsZB+sJIwdpzy57ui6pGA4oTgkkAG45xLTYEDCQIikKR+l7wrxQgBjTTx9Xvv2N8IXTC5MjE5zzUE2ob/e2xu7NKXVfvuhljEgtkgJAwBXr+DAuHVcsJ0emX/txaNvO2kfex5cNvMJ0a4m/dOzI3A9/4InVbXr8M8FYE3sTPGnOggYrSBZJZWuUMkBqjnGKqiuqDgCaL77jrt+dGT117cLT1/7T/7vp8d8K1beutGKuEZGDrlBBUwF8DV/6zdH/9Ssz//yN9j//IyA/ZaX3CWtZieZtax96MHn61Nz3v9+889+BYjo0FB5VpRW5mCXEMo4ByVjbU5hqQgN72f1gmVsMLOfvtvMTESyOymKwzLa0AWqz/t6G5q4Pf+H6979y8dW/O9jxGVX1g6is9TGVXrl/dc42V5nvjp5Pv371qyPzp9piu4fn3hDhEX9zT/2h+vBGgGoZIDvbU83M0lG7p6Bn+udeVZlna8PDLiUSAEC2mLwy/7JXCW6uu79CaQrTemvvbAvvuDz/4nxm5I3J70S8Dc2hzZ01+5ibDn21260aiBVjLXFzQgHvCHFV2aOEnZYr50bKn50AiQjo3OILi9nr/x977x1mV3Hli65VO5zU53Q4nXNLrZwQQgIJEDmYYMCAMWCbMWAb45nxzL1vvve9N9+7d2bu9828N/bMvXM9Mw4YjLExxmBsgslgIXKQhHLuljrn3H3S3rXeHzvVPnuf06dbjcCaWV9/0j5Vu8KuXXvVr361atXi824rrlnO0eqmlnsRAB98I154YROA20LL9tybhavQxYTlOItQuFOMRejZ/lsAqD/nWpelNvl9FORzjeD3cv1j/dpQvNMb671t1u9lztCwoG/Wk5ERS7PXpxDJX+e5J/nsyJkMsFqWLcmMDXf99pHqe78uTzIpaZLMZt9AAA6heG0oXqutuKZ6YnS8e89E994db+ymbbue/4X80tmBa6/m528OrV+nyJaHK+MwHHPnhLMyaA/JORW0GyQ4ythxTOVJ4h497dVAe1x2cVTcBljWR22bwAtKA+zisurW0Zb56K3kR28ldrybGhvhAJ3BotrqlktLateG4o0AOJoixnQmk8lXocDbg+G6xhgy9J7nfiXFYmVfuY0ryFLmnJRlzLqOvLNt8OVnIstWLb7wjspDgL0ECCQLatEr3tbxbS8AAKhs2FBU2rD/g4cOPvngmnPuRaVZiyFqADKRKgEABpSqP721++8eHHnmpbJbPk8ps0Mgz86KAFBR4tdd3//Izya3vx+98jyr9S2kauNuW3PaGFyIdUASI8OHD4FAZXFn5LB7pqOXbQen5PBbZJXouCQF10k7obqmxhvv6fjNAzvaHjun9SsSEz7zU1BMkUB5PLqobeCttoE3CSgSKFvXeHM0UDn/HAuuzOKyzTrPtI28x1BaXnGpGMVJH5w63jWxZ2jmBAHNCrAMCUjhdZXXctK7pw4cGdl+eHg7EV9UvGn+DyDiEm9s3qQ+mcxDFtzIHcCPfwffkH3Tb/an2hYtuzreuol0Ln6eeQgk/1g/tJTfYt3FWqFPEv9yEaZOHpk4trf+nGvVSKk4S5mDa3IqMDYfqF0wBmjO6OoUCvLFoKdH/kjQFZzZAGvd2RsqvnDLwK9/NfbiS0VrP2efz+wVJlOopCRUsrVmxVaeTo31tfOJvV09+//mf4wTJcIRZdny0pbW4sWtxYsXl4RCalEofc7yzoqSaU1nDsBy/nHEb67iHKzChZmVvaPQoxPMtCKWQgAOqAsMlhlIqFsjPPd8UEaGjFFiKrB3R9WRfcmuk2MdJ8bajo6MjSQBoDQeWrG2pqm1emRq6+h4kyzrXAIucyQwTayMKaBw0rVBZREzNwUM73wnPdBXc/c9CguyJLIUAAJykJLAdBg9tGPw5WfLWtY1b/lSYBwBNMOzhT9x4KAoGxlaaAaFWPun9YThSOW6zffvee+H+3Y8tKT1O2pFOepACuohBEBgFGhcFLt00/iL7xedt0UqrTEYSKc0bl0SAEBk3drQ8uVjv30pctY6qShCMplHMtowh4yTzkTKSsiQrHPQwGUXn/2kIloiB1f5clT+gehkBQCRliXNl97R/tovPur99ar1Xw6PEmYWQCPWlqwdnmqrK123uPLCoBJzPcsnZ3lNAABLy7dqPHVi9KO0nlhbfS0QTKdHuif2dU3sTeszAbmopXRTIjMxnOgovDI6aSfGPsroyaha0Vx8zqx1KKy2hd1aoBuNhd8bmD9t4cjCzI2HlAOpD7pSh1vqL6pcuVW33Z1Ys06XUjMS5YdfuUzg3bdlU1kegAUecCbeJqUBUnr/S08FisurVm51PqgCHrpA+so/kzk2sKu4eby6WWLnRV8ZlQFL/5yiVpkHffXHI2cywEKA4nWbkm3to9teL4uviJW0mF+p4a7KoHIIAAFlbvs5kCSlomUpwhKVfb45NTna1zbWc+zIsZO7dh4zdFOwqLyypurOG2auvXp65aJgaUkBZi4IxDGZlrhJlwtsiTlGA9qch7NI5hpGzUVAy8hdB9QJjANsmErMMOcXvDmh63ukVBI6j6aO700d2ZvY/a7WfvigcT5uMFhcUtK6amVLWcXiYEk5AAwNYgplNZgBAJQAZQQyTg6yfS6jBbCASyYgIAk41wY/eC3SsiTavAqSwNIgJQEQUAdlGtJD/T0vP1Ecbzmr+kY8mjG0o7MtM0tE2OS0hIVjyFmgE+2L7UVYNRRbfe69H7/1/ZMvPNJc9RcMJa5CRpcMhkkDKL7m6qm3do0+83r53XdYi36Wd09yijPaPH7TTd3f/e7Yky9WfPGLPKKTzIUaGe9GtHx3Uho5IRfQl+3ZzH5GMFdSPId7C4Hohl+e2OzhgQAQQmefVcMSPS8/uf/wk2dX3BhIA0lI4n6r7NadTRBqSlbWlKx0qgFzQACz6cp8U3wASGTGE5lxABid6eybPNw5/vHwzEmGUjzcXBddVRVZgsiOj7zbO3VQ5xkJRdLOv4ajyZ5d/U+neUJmynRmZCLVXxKoKaRSsz2H3R1zzRsKCzwda4XiBWWFoetXtiAn0Al1fkDf0TW2s3rVJeXrr9EYOkffCLm4oBVZwMjSerPyTFmBXuQkYjIfBgt8mDApTUPvb0uNDiy54usM5UIAlut1UvaFO5aybxPzKawL5C/OV1zOtAooYnbxfbpTzzZXhnOYxsyn0NMvZzLAAgLUofLqGxNtxztffnTZF/+KKQHUncUgx1gYTTtwO0TnbGImRDyslFdVlm2u4sD11MzoyZmRk1Mjnf3d7f/wvfF/+B4AQEW50roo0LoouGRxcHFLsLUlUFGuiK+fAIhAVfTS4mlZ5mTugSFrmcjVUzBbIzkx5kjqOuAZCZDrOD4USiUURMcGa3pK7+5IdbUnejqSXSeSXe2Jwb6UYcQTiUrNrcXLWtdDamlJcZ0SinGJIYCu4+QEAwBgwMIcFQISNux41BlCNqc1fuhjbWqi9sYvG0dsMw2kDBAA00FO8uNvPskkeeXq2+RpRhoZR2ef+kt2plDuuVQwXLZ07a37P3p49O1tVesv03XQFbOqqCILFBVdsGXi9TdKb73OdCUq0mDur1epKC++4MKxN7bFNp2nrKozd0HagBjACnG/NlHjk9NoTqDd94wLJvRMEAIdCG4ltChQOxYsDxFkdxQALkNs4xZN0gde+O2uicS6JbcxRZVSp0BlnWbvAM4gRV3juw8N/oGIFwdrptLDH/c+HVHLlpZvrY+tUaWwfWdQjgJASpsMK6VZmXHSDw1vi4ebSgN1qhTSePrDvic46aXBurMqr3+/91e7+p85r/b2pDYxkR5siq3PWZs51T9PO8+S30I39UK/Oz0oc5UdHHy9e+xg1YoLa8//PDecIFsO4pzysqCPAKcoK1akpvIHZsWi36dnwTjR14OdJDM53rPn1dLGNSU1fmcPFMgGFYyWZ4mdR5JPXT7FWn02G8RPznCAxTLAMFB7wx0nH/5+z96XKy+9Xk4CztiDqDVmEZHtntsIQQoENTOWm5vvw0XNWNescwyqWnXRieRE99DAyNjQaHvX8I7do+nUkHG/LMvRWDQaLSqKFkWj0WhRNBiKLW/V7rr54KLWZFiWiQxbHuTAucWkaUTGimEGQCNCAN2iZAiAgFmHLpt1TWdgZJRPjNNQL2z/dfHJQ9JMenJqZnpqempqZjqdSRuVkZhUHCsuKa5vWF1SUlIaL4uXlBanU8pAT1kqqSISKRmSGAAQQ101vUNxyWLCrE3RpomVAKcMWsteIuQyjO/9UI1XRBoWYwoIQUqBPEOAyDI0c2j/xMDxJatvCmIRl7mjXvO/P7MK6Pz2YCC0rkkMBAKAeNWKeO3qgR2v1Vedq5SEiTHDaIxk1DmUbNw88dq26Q93xq7aChzJ2RKIRvWQOxmWXHHF1K6dg795onb5nyIzXoOwagnCN8+t2oquPsnqXcaFw3eB4GrWRrJuDe7HTjn/CuE2O4ZCO5RtuECRQz2/f+yD9p8v/tzdZR0s1J8hydoI6dPquXmO+Yl3Vl3gGIMARJOpgb19L0yk+mWm6qRNp4erIkvqYqvi4SYv6xCSYwCQ8ACsqfTw7oHnJtNDHRMfA0BQjmo8xUmPqpWry6+cSg+Wh5o7J/ds73zQ4EWbojbAck+VCgkUKaBZnj1voBNwKhzVrEyG3Uut3apir8om003aHIiSDZH9g68MTx+sWX5R7ebPm9QsA9s1jI+IQEfM3o2cKOvCC7CYOznkZbDQUVzOBUD3m78B4g3nfB7AMWXN0URZtc660+d78b/TE+jPUeW+HyCL/Zr15RZWdIEi5oxZ/38CoKewDBfSsOwTkDMZYCEB6gAA4Zrm4rM2jXy4Pbrx3Eio0qaLUVgo/pT6AAAgAElEQVTXd8ZBFEJsesDJFJhMKU063r+U82UQgWAIauuhFiCTGEtN9iWnB1KJkUxibGRsrK+vJ5OeNFbingP43j8DAARULCtlJcWsrFQqKcZAEACwpBg5EGMQizIOYKCu6WlKZQgApqYpnUFNh/ExPj7Gx8dpYkxPzIg9qwsAFBYOyrGAVFEVbA0UxcJyPKKWh5RSYBIwhGngSRwYYgMEKAELA8qzWYEIE75sJcXMU8NsyKVnkjMdbWWbL0ZC1AAZsAxIaQAklqbeY28HAyUNZWefiiWQ4/3cjxvwEE8AAM2LL9/Rs2/kyEeVqy6UogAIJAHLIEmgxsoDdbWJ3Qdin9vqoqPA0ek2smNqoOLW23offGD0mZdKv3KVWZxLpxsDlUBSeTW+yLWJo4WFsMi2i+ceJJlFsHmApk1riT7iDYmu31BbFOp54uEjz/9o3ZqvhlDN6b3hdJ5YN5tolNrX+2Lf5GEjl2igsr54bXVkqXkaj58E5RgAJLUJMbBzYs+h4W0SU9ZVXhuQIhOpgYl0f8/UQQCYTA+82fVTAEDAkByb0cYBYFHxxkKreEqtNQ8qI39+80jrSYLo7Fb1TWCQo6TtPfn06Ehb7ZYbKtddTDoBuHpdToAFgkoRMnRi3YHilkD7Io9P0ewM/UoEgLFd746f2N90zo2BSFkeXGVmI0yU8tx2Sp1hPhl+eujK+vmpo6vPvpzJAAsAmElCQdVF104d3DP0wjORG+/18ZdN6Ez/zRCRdkbgppGOOUYylFVuHkVHZriqRouiRQitAAZVDgQAup5JjE9PTxYF+xfXnwR9enwyMzOdnprOjI6nu/sy6bSeyXAASKf1jGZe6DqFQjIAMMRgUAZAxjAQkNWAFAoqjbVquFUOhtRgUAmF1VAgOHCgeaa3TlGZS8mag70GjINx8pfESGZAAAwBGHF0Tt1yd2gCa9kUnNVAx3Gf5fLKIISQABgkuk6SrodalwIHpgExYBmS0kQAND09OnKsuW4r03NsTS9E3KBKAFskmmFlSSRaU1RcN9i7u2rlhVKKAJEkYBngEiCHUOuS8bfeooSOsmy8Z/Nft/owLsJLl8XO2zz+8vbQxtbQikWGhypzYDGW5fxdISABIZn/GvsakMCxqrfRkoWZjEezHVy5uCv7wqqheXikyAr4IdiiZSvr77i3+1c/3b3joZXn/4lSXBoY1cN9GSdbEf3BbDrYqXCh5MosOt2TpHNs18GB1zjpCBgL1jSVbKiJLkfIsUvFkqBchIAJC2Cl9Zm9Ay8OzrSVh5vXVFwdYBEAKAs2ANDais/ppE2mB3umDsSDDfFQM0NpW+eP03pCYcH8dS00MuuhsmcANvWaN59TMXKfnb7yBlpVcnUqAgDkxFUp0RBNqdrBvU9MjvY0XPql+PJNAMSl7LFWnJH6iBcMue/MoqbQpY09GIsEosueGtmTQystGcagM5AZHe5/9ZlY3dKqZRdkfyxewOkXKDSRR29iNqeClkFBds5eyILun/a/6E7ie2eufLwZznd+a/cK+2AQUxHNO8N518GSzzh9BWc4wCIHYClqUfy8ywa2PZfs7YiUNWYrOxI+TUtDuHSO5Y7FHsqRkbFt3j72DwmQW3QDNxeBkDFJLg1GS5EaeyY2GKAEIxQLQwwAxCQ6t/YEkonnOIFuVgZ13QzUCZIcUgAjkNZ5GmicgHQKqGQ4QLdWoVCYwNkuA+xtisgN71fkUcKmYiIAdAgqU4XZRu4mq+dQWQxSg30AEKirx7QNsEBKEQGM9rUR8fJYK2rcde6N2MKFjOhZNbXwnw2OXYuJ1uOUVSzvPL6N0mkpFQQgkoGlkUmAOgRq6knTtN4RpbbKl9TJwljl112faD869IMn6v7xz1gobDFOhlmdBXmYPcI4dJWxgEKCRwZgVjW5Q58aDsnIguzmrbZm9HoI816A03WzxrxQ69L6u+7r/sUDe7b9oObOr1WF6sJ9aZcezwJzvvPTOQ78c8VVdhH7+1+2ssDxZO+evuf29r9QpJaVhRoqI0vi4UafNAAMJVWOJDOTADCW6Hm/5zFk0qqKKxqia73FSSiXBGpsw/bjY++n9URpsO7I6FtFanlFqNm/ZgC+vdEnMGu243ND3pwX3sg9b3HeOZYNLjihRkzjekAeqcgcfefR9PRo09VfLV68Nuu8cv+W8esE/huHfVkocBCS/202lhICyR1u5IAclAm97YVfILJF594G5gcn9vRCIakDvLz4Rgi0FbB/Pr5p7SJcX7f7leVI6FF/+eo2N7HSisNcVun+P09Zst/OZx5UibJgjp4/i0KAuvMXP+sCOVw08O7LJFlWROj6oxw/xQuX/ycxJPsazRBm3q8DJtLKdEqdTqkzKXXGvFCM65mkmkiqM0nzIplUk8ZFwvhTkgkllVBSM2rKvFDSM3J6RkpPy+kZmWsAREAEnAMn4NaFTiZcM/7lxj1kmspn/YHYl91LXZ72yWorQMiMj7JgkIVCQgrzg0xODgJANFRlvhWvnMIcaNaty0WxGiI9OTmEhpcw+49AKSkFAG1kzIUtcuQDAKiolV+7XR+fHn7wecgw8DSC6fA1Z6B1IfQ9Yp4kzKd5fdvc6cOuDM2umLUFgRACTU313/5LqSja/eC/9x9+d85tfRpV26b629fVXL+0/KL62JqyUIMqhYn4ZGrw5NjOD7sff+vkT3NVJiRHE9pESp/+eOBZiambqr9ooqu8ktQm28Y+qI4sPafqC0Vq+e7B58fTfa47FvzZP6UdA7NEez8EAh6UU9XhZE24L9R/8NUfaamZ5pu/FV22zu5mzp+n74FHzbr6rbvb5+rnuQIBCrhNxGcIvR+/MjV0smXjLWqwBKwMXG2QFzD5JymkqWdFV/kk761/VIDjP5qcyQwWEjDD1NtcH1Pj67f2v/1CYnIgEK8E2yMnCESOzRMggLWnnrlsk+25veUTgMjwuoDGlmNTyDRytreXIahMN3WCtYCI3EpLRiARINO54YoJOaFm2EMQZrjBYIGmo+HHTyPKmKY6lDasIAAIiHPzme26SAQMgQgkAAUBCBiShiQxIEJmGmOR8GxgNQFYE0dxEmkCR9sGC4AQeCrJgiHHRsp6BYCQSU9LkiopAULwt1IqUOyZHLoSCzvpyMrYjCUERS1CZFomoXJrXY4b/BtIahAYg7SGHMlmnnIROQQAEIw3lV5+xciLL4aXr4hctgqM7XvmKY5ADIFbtXFMzdFMzFCooZ2tGejyGir6jBBII5FWMKrkZSW85ICogZV4vP7+7/Q98WjX289gadeqmqsBmXhqm5CsMFrFV3yqVfhIQABQFm7IyoeIJ7TxsUTvUOJEPNjoylHIOSjHJlIDO3t/p/HUptrbYmoOP6h2EgQAODD8GiIuL7s4pU0FpaLJ9OD+ode31N5RQJ0L45m44Ia/gDxmz3CujhjEH7O+HTKJK8YBdUpVhcY3Vg4e/bDrvWcCZdVNN96jxEqBiGQnIXrzyPU4WeK7vI+eWHTFZgfmMMwyA435MINEd1fvntfKW86JN6+z9TbY6sQZAoSsvIE5amre5hVPYI45YWFfihA1C84roCbg993PL59ZcvZJcmrA8JQA6+mTMxlgAZhG7oCmF+yylZsH3nt5dO+7VZfegCBsm/eeKydckLOGY22ed+lJtF0nOQuI6HyYKGRCbqKIGJr7BNHZWUbG6YboSYxCUgJAYAFuMFfJ5NhMeiSpTyW1KU1P6KRplCYgCWWGssKCqhwJSpGgVFKkVCgsSAwpCMQYAnFJ5iRBli2CM/lzSrWVmr1E6EwiAUwMZ+EwlwZEJPLo/vl82ZaQX/JcgURE3PZvQQRoYkMgk/Nz+7US00K2bsUMll1wZeLQ0aHHfhtYVyeXl6AL0tjG8oLVvEsRegP9qp/b1igbA3tvswJzjXYYDFTd9bXpXzzduWf7jDa6rukWBQP+hWWXfXp1mLs0RBZWSsNyaW10ZZ5EQTnaP3UkAbC++oac6MotAzPHB2baWks2Hx97r2tqH0OpOXb2opJCTN0/S0p9Qd4OOTCfJOQyYoZnwqxt59Njez+IrVhfd9VtkqQCCHZFKKxoz6NA7zeLfrF5A7MstFy3mbNh0FPprqd/roaLW86+0Zeoc/7NH5hLCkNXsyeeB3z5jMuCfyWfpc8uv5zRAIuAGcQOIjHgAGogUty6ZmzvR1XnXwtMFmdCaOAGy0oGCQjRGjvJ3KJlUxLkmH4Dty20XKOYaXztbPUnM9CgV4wMheNNsgkk44Kb0AZtzEIIOqTTqanQsZnS40P9g8O9I1pGswtWA3IopNqnImqanphJ65qzM6goFqquK6uuqqxfXF3dEO/ZVz1wNC4xbrq5J7MoEo8otlWYiKis6hjARQqGeGIGwPCDAMSAK6ArCAhKOMp5RtMSsmKci2dbdTl5+dqBesVpaHJj0OxY09EnIqaTEwCgBKJcBjKGDQkNv/N6OgEAGA2STEhWa3PLNSgBWjbp5iswSmFQdfOXOv71e0P/+lTtt78OCvIIJ5kQAIyEol2raAJPCNyMFQ4VMGORbE4ULHxmUab2jcat+YkCcsyCc97IsOz668LFlSff+d3b7Q+sbbwpjrVg+iD1oYX83022jZH9AG7l7z/wFEb85Be/FBpPEdCK+CWV4cX5MrfqqHPt4PAfVCl8YmKHTlp90arWks0BKeJTTOFsUJ4qZjWat25W153DgD1L4Gz1R/GLAnMyhJBojiVrw+mxoSP7fjUz2ldx4dUVW65A+/Q5oVval3PmVMCcqmV//X4MlvN1u+dvtppytIEbY8lJUKap4w9PZUaHl1/+LUkJ2oo3e1KWa4uzb/f3oBz0eRLhhYpJsposay7h23oinZY70L/+zm2nhk3QYATmcgRhHiS4UDjpM4y3zmSAhfYuQiTOkCEAQemyjWOHd023H4m2rHTmPWRZo9nMDViQCwDQ3C2MYPM6Ah1lb90jBJbV94Vdz2asMYR7nBcLp/+6ugszh3ziiBqk9Mn+4b39E4fGkp0EpATlmjWxDRc3NSwJ1i4KltSGKmtYRMkAIAOuomYrouQMH+5O93Wmu46lOg/PHN8z8vaL3UQQKZFrGxYpk5sr461ECpdNR6OGPrO1GNlVFb8WccUQQS4t4+m0PjlJLGoCLAm5AoAQKq0BgImp7njpEqtJ3egKxF+zizMizBpLNDnWxZgSKoqnJAQALpvrBQSQGR0CALm6FCSCjLnMZwBMJNMPFgqBACbYUsrildff0vfko8O/+n3FDTdSKAOShcKZ9RatjQUWsAYAEg7gFkYM09uZRZUKDyDuIrQ8jgpuGLw6Huwtiv4jlj2upsoluHlz9eb6oZ/8/KNDP1taemFL5fkoIfmYZQrK2xlWPbDAdX92eblvzi2FYe6snJeVbY2qFS5PoXmL2z34+4Q2gYA1kWVLSreE5OKsHH2LyReZP61dGcScKDNXtqeCrnyjsxUOARDqhJwIIdEY6YTjA+//BmWl4Yv3FLWudPUqcl8XUitfsfRtLoDlZInZF1nMui+6IgZSmsbef2vk4Af1q68sLmsRS/JBSHkkCwb5PIdvkzqP56PhPG2YUwt6RwdP4GxpTxmJWMYMc0kyx/C5ymcYXcGZDbCAHNfYyMmwvInWLmFqcPL4/mjzSsfE30M1G5yN5d7dOZJZjM0S13AgLvGgxV/Yn5nbqMuoKpHjKgLJYlAYAgdQ+TAc7jzxwVDvcSKKFVe0Nmxu3FC9/i8gWKFTBmNSIsgyHJjM0jLjBMiAy8iZoSkBIjEoiql1K4JrL5cBiRMbGMJD74zv3z7y8Qsnk9NHjveF65euaWjdFC4p4Tqbnghl0goCmQ1CboCF4B38AtV1AJDs7gg0reI2g6UCIIZrmpmkDEweKa5ZhhxQJwergpAtgN+y2mziBzKcSAmGhw4Ux1soIHMFCIEkIBm4BIiQ7OxkwaBcVgYcxZNq0EYo3uHEuoit25Dq6R59Z1ugujry+bMBLFt12+TKeai8VZyH2I3vB0F8uED3wGM8hXF8pNLS2PCdv5x46InDJ9/og5Nrmm+IpItyIpu5DD8LIPOALwAKC/r5Yc8pCW0irJSsr7guqlbMoW6nLiLSmnvihU5haB7iCktXBbmKupY+tufp0eN7wi1Lam66UwnHCAReFC323f6ZNbXMRkw5xPfR0f/a18rKqX2uWITpnvaTu54pq1vVsOKK2THGnDH9qeVWYHF5blvwJzqduZ3pcqYDrIw5cWAycsMZkSJFm5ZNtu3HS2/lFlBABsRNTsFGPOYoi+bqhxnLTF4BxeN4HV0jePe2Jw32B2/5+OYWL0LcQnEEnCwCw1gXMrxN6jDQu7d94PXpqYFAWWTRzZuaL1kSry8iwmAonZGn+KSEBCElIzPigDqTODOIMsPJgrW6BYhAGkkpLiOABoyFg0svL152ecMlfxHe/8bYoZePH3v7w7Z9Hyy+pHnNF87JHFyb7AhIMifFbeTOzGvyjNnBugamqjOHD0UXrzJhGQemIQEwJVBWt7qvd3f92dcFU5KU4NlDvvfwstlfrsgEuNtcyGN47Hhierhu1RWZEGbCpkt6XSWuAHJIHD4caG1BzoxlQRP+cuvobHtZ0GKzjIeyFwIqr7w+Pdg/8OxTtStL1fUNyNFI7mZ6gJgNnS0TeHEEcrqKYwLv0mL2NUdPUMHkgV+rIgHqRCXBkm/dKe1YNvjM0+/ve2Bt2bWVsSXEkGzd4FuZ/MUR+UQXCNrI70d+SqZQM3DRVshskfNrv1xQrWaVWZ4udw2JcmCsvM9eYGD+xrSbiBNqHDXSKuTRLRXjmYGe3/06MzlWfvm1Zedfaq9Kk8heuDt5nur7hOT/xnOgLvLGYo5Yi7sihMzEaNdzDwcj8dZNt4PllyFfyT435E2TP8OFBlj+LZcfNs69M8+ig08DxpqtiAWdsH6CckYDLLAYLDRHTSBATkX1S8aP7k6Pj8jlZc6Sn30BrhArIyuQnJ+GkAUPyI+qIGtzoYjJBF1gaimT3DKSG3vNEEYmjh8/9NzUZG8kVrX6z6+rvrMZuRSSM0zOcEAA0okZeyG5442LGHACZEgScoMp45ZrJhMzAJDh14YkRJLL+PKbS1fcfM5Y35qPftG+97Ejx/9wom5tW0Xj9XI4grLVEOjQey7OyRImy+Ely6cP7OXX3IQyAwRUzOP/gGHV6ouGOj7uat++qPFSKd8Lm+WF5hMfnohOHnpJDReXLjqLq+Z6pWkiJkGqpzMzPBy7+hLgkMVgmUiLskPAdrJnhmDNTV/uePB/9v3bY3V//y25JGZTmwh+4wHkGkrBLM+GUL4cUoGNk4fBIk8gAJdBK2PqlZuqzlo08U+P7Oh7oia9dnnN5SqEsnNecMU6S4YLXd5pnnzPwm2c5qfLF00y8oCEaUpHoGvfayMfvCmXlNZ/489DNY2m7sqaD+RnsHKJyLzmv81bQy9BJVyTXyBygEym79GfEteXX3C3JOf3H2tkNPstCylzRFf/KYb8saArOLMBFhIwTmAMaw7AgkhFEwAkek9EK8psHwpg2Vq6Plo3ZWBYvoNbnyCQbaHlM10k75ALQJaxO5q+Kh1DHQRGkErPtB94tr97R6CktOWW28rOXqEsTc1MaqSjrjAuS5xQkzPBUEZi3EBVKBMSKZIektMEKIMexhRDAoAMSaYrd44zXEUgIkyTnOIKQ5pIBae1AAPKhGNL7q5tvHXD/od2H/vNx31H9rfecnlpw2atJwSiTy8weTq0IZeB7DjEzt40tX/P1JE94fXrAIEkMFhB1EBd3FC6ZH3PwdcrKlfFebnpRQww+1vxAUmeG8xcrYAsKstGkQBdne9OjnQ0XHVHukLRVdAiBIjESA8RV2D8g7dRVYvWnIUaAgfUrbfM3cSV+RIdaOW4X+AgB0N1t9978if/q/8fHm389v28XKIi3dgQiszue9bxt+LOKxJ86Nug3rbhcwKdWJL8aIkClW8OVsAQxgGA1HhZw/3fGn3ptb4dbw7NHF9RfoWzX89G6H5TcmejfYFMBvjBCydE5CV8iR+/DPOL2eoo/PQlfvyCCqSFXGHep/Pc42uDJabNTz6dCnEFVt8z/CHrlGgJT6wunuptP/nR8+mDo7FN55Zfcz1TQoLzGk9ZvgzWPHqmr3i7q+jNwRdj2T+tDyc4yjuf+WWqt2fJZXcHI3EsENHm54ryJplH7GwUV94vy68In2ovID5D05ffZwjzfXZq4idnMsACMN00IBLXARkaQ2aotIbJamKgKwpnW4tynvEMBDsq4Rv2J6swO6mzSc5XN9lfDaLtvJtZ2n9s4PjRD3+ZTk3Vbrw0+n9sgZA8DaQyiSVNkzFE5ByBURplGTkCkYTJqXT3kUSqeyTVPzE5qqcTXAGdIUVLWSyulNeoDa1K6SKGEhl292lNSqHMkBKkTGkqQ8pwaVpTKRhc/O2LKj5/1oF/fO3QI8/F1x2rW/NVORQipCwGy2k060mLWleoFVUjf3glsHkNIJLt/p4DIFZefePkQ0cPfvjzc5d/U1bDwE7Bza0vDiPhzBwO42Mnjx99vrhxZfjcDSkdSQEtRAAEDHiA0mPDUx/ujF64RVJCoFlYygRYgo8Nx4bPurBfqHURKK2su/GrnY//pP/Rp6q++UWKAXCwXFYY+NtafAT7bDXLIh5AWFYWFrC45/Fc5/CIPbKwFvMHWNmDyUxLIHD/5yoHzp7430/s6fpdb2TvqsqrQkqxeQcjP9PDvBquQHRVuMwbXYky6/JWocUVhq4KF/+0BeLXguGt080IOWGGZorhWPurk++9J5eV1X7jG6HWpQDG3hrrfl8lZncfu4JirE9X8asDZgfkTuNJ4ovDrG3gQ9tfGW3b3bL2+vLYsrl2m/lgiMLvLxDDzb0jfeLUDgn//qcUIGc6wDI8HKFFQhgkFjI1VpYeH3YteBGA5ZLA+CkyC07HFb5tC1dYozq5eWxjTEXh7FQ3H2ZeWLlwBkjQd/jNkx8/G4iVL7/2bmVVVQIylAYEyjCzFAaACBwRhmFiBw7s7uo91DV8rHt8cMquYyAoKYqkBlgyoaVTuqaZ5ckKq2kuaV5RseisunBjsUYKAk1UqdNlMhJldGkmo5q1rqpa+b07en770Ykfb5/s+Kfm2+8KltZQUjJggWP5LjY1ASHGL7269/GfTb/xfmzzZgDgQQ4IyEFDxGCk5o67uh764Y62R5ZddndADwZGyQYu2U1UsGQvfBFwGYalroP7HlajpbU3fCkTBuREMlGATJ5Sx7HHn0VZLr3kMtNTmrAfwlxwNQKzLsAZV0QXoJFFyyu2XjX4xgvqK5WxO893+pDTMt56i73BE83s8278AIwNxdB3kBGaxpvYb/bvPB4DYKDUVzV++xupX7/due/1Nzt/0rTq0upFG4FhYEBXh/gnosUXHoflABY475znjiNnqQzNcsPCVsaDwwgh2RzOFMsjfYeOf7RdS80UX3Zp6VVXMpStO8jYxexygUueD99WsCD0es+RfDkrPfflwqyZrZM/AtNAnSDkMH5kT8+ulysbNtQu3go0y/vxlwWBEQVmstD98RPEQJ8pdPWZqoyfnNEAiwgtm2LkyKxd90gQiMbTEyOAFk2FwjqevYQPPot7YB0UbR70a2ofIY1VtqnNhYmad6qJYKZFAtDp5EfP9B3aHluxpuS+LyYVNSkBzSgGktNkDoyAUEMppUhT+09OPPrh+M4jnGuqHIpH6+vqq2PhiqJQcUQtYkxCsI47BUjrqenU1GRiZGx6YLi/561jR9985nAoEKuvWtNYtZ7fEk5tJcxARmfJpGK4ONE5EmHwiq1NDYu7/vHxYw//e+OffaVIXg5JBhKBd1gns21jy9eNL1oy8uxz0YblrKZEK+ZmIwQYcGClzRVf++rgw4/sffNHTdf/Sd1QMWYAEEC2/RfkAwzZJVqNaKbgABqgBkOpwwf3Pcai4Yo//UaiPESMAwAwAoWIAeqQeGPPzJ798WuuV9QYZqxsnGm9U4QLYNkv1LoQ0WH5lstTg/1Dz76IdWrssnOIE5p++30c1QIJHY8stkvkxvJTLA4ky7HMZEXmA1gupGVhQQQgkjRIVcvSfVvrR9YOPvq7tt0vdg3tit/2ucZQU6gjRTIadmx5JS9xkvcuf+Th2ysKdaZFvpf57vSlhWapf2GVId8M7ccUn7PAyuQNFKtg2dSjcQKEzPoaZk4efD15vC1QX1/7pW+odbXZtbZPnXM+CoHf9U4UrRIxz6tA9/25vnf7ntwYi9yxxIAlKNJLkx2Hu95+NFrWtHj9LebtC4Fg5jOzKBw6573Rv+jTj7Fs9fWfUpic0QALnK/d/OAtpaAWlU73n/C5X/zsPSSNOD+zMxcHOzeXAoAweOjd4SMfLr7sLiVc7GWwyPryOVDH+08NHnqnavXWktuvmykhnQNwwAwDQ6dZBvZTbx0dfeq1RHuPHA7XFa+rheXF4VpCiQBxhmiGTRnjqoOwiFgUsLyImqMqNlaAFk8OzRztm9p7rOOd453vVabW1lRuCRRHdZLSJBs14txYEQRlaUPT977e+Tc/7/ifDzfe/vVwVSswItHsXWxqBACo/vyXTvzwu72PP1L3Z/ejajULI+IICKHzlleU3jP07z9ve+Rf5NXX11StBUJII+gAhaMrrxCAQhRKHT/4akf728H62rK/+hMWixHnJgxiBDIhg0zn4NCTvwk1LSo77yLQnR7iGi3sQHtLoIh+jNhsAIS1192u48zgD5+RpEBky1o/OpPIxuy2mG5IXW0oJLRi7dJBWFolIa23QTCH20R/jGVVxqBvVchEGJSVlf/3ryU+3D/6ixd6//nhmeYlq0OXhKLlqAFLnYL37gJllr1RC1786R03Zhkd516ZQjIkIAm1iJLi08cmPuj9/REpWlT2lVuj524yz/ESeqC5u9HeoCMWIcwHyPKJ64jlZTln9RC8yjBbECNr1FIAACAASURBVGbpveC5AQEJZvpOHn73kVBRxcrz7mbSfAe404whFgL/nWqGBRb6n+hqLnKGAyzzIBpw/FgZHyWTVT2TIrfGMIcWYwTMAlKeC4e0Qjd/LuQHAP17tqUmhobbdlWtvSQXekCC7p0vDB56J37hZaWXXqPJII/Z5+ZYPIcC2sjw0K+eShw4HCoqXbLxmprSlaFOxLQx3NoLN1xwJWW5fXCFoAxKfWRlfdWqRHrsxND7Xft2DX59X/Oq88svuVBbE+AyAAHo1jyVAUgVNf/nN3v//scdjz9U95371JoaeVxmSSS3BrQxihIrrbnhzu5fPzT4+GP1f30jSEgcuMYMgMWAQufUFf3jff3/68mDH/26b8WHi66+rKijGXoUkIkAyfRgbpMqIBmuJwg4oa4zpzgB5pEGw9LOtgMvJYbH6i46O/61q7UiBSnBOXKDI2SEEunjkz3/8jBTlJobv8I4E8kq9+uz+oA14XZtHswKtBIiSg033tUx80D/D35Tl44ELllssH32/kQit0sJsy8JqylSdjUcu3h/PsC29bISZl37ztwtCgEdLsHKxEhi/NJMmBk7e3n0rCWT23aOPPbqOzM/KduwvmndRRU7AmyaSLLO6M2umF9tfWmVPDyNi8bz42kK3Z3uN5jPUgfffPKWO1fAJJI83mcvPDDXgxhdzDjl3QwjptF0lXS07EjfnrdI10u2bI7efA0LBpBbDmYNPWl0D+MbRGGJkMDcnCESroCucZesJD6N4JlCzE9sCCiGMCAGieHezjcfVANFq7bcqyjB023t55E5MGdzLW62+ws16i+8OHtieZqPzLLl1HvOaRfpb/7mb05/qdu2bQOAiy+++BMtZWRs+pnnPwYABOAqkoQAQAxJwun+E5PdRyrOv8I2MrCWcxxolWeeL4xGgk9y8cL6K160JlhcWbHmAuO4HjOcuf5Gj+3qfvvp2LnnFd9+ox4CAGRpRB1RQ5ZB1BB1nPpwR/+PH9LHxhtXX7FRu6IsUaWOIIDtgF5EOta1ZWPuhlzOtSIFK6KtdcVrE6nxzo4Pxw8dl1cso0CUaxKlGWUYaYx0xjkDDIU2rJx+f+fU7j3hS9dJPIhp9B9ZAZAgEK9kSnDknTf00bHS8xdLCkcJmMIlhcsBXVZ1tVitunZ1uCIw+OaBrjc+mJzolvVwMFyKyISmBGMazJCsM0UstCS8BK6n+/t3HD7y6+5j74dqis76u6vr71jDgzKTSFF1lAllLilcUnSYHj/x3x7NDE003nN3IFKLYGwYtP7Ea8eBe/auGeeGrEDjxWpy8eK1U+2HR999J7S8SakqcY4AR+E/FC+EDuMN9I09lT9G9jV6AtH6AwbIyLhmjJBhcFFt7MqzKZMZe2vnwMGdpPMSqGCyLLyuechC8zQLXodPcCiZFc15mnWWyvhE21s3AIiD3pk6uGfi1bHuo6FNa8u/87XwpvVMMt8gevqec66APZ/J0nuenunc5qcM0RMyvz/yDWSQHhvufvAHDKS1m+8LhLM88p+CnEIf8P8yTqVTFZZ2gdEVAHJCmgte/CQkr5654dr1ZaWRfHecsswDt5zhDJaPIAACUxSlqISIZ+9ks/WCaORu6xfwkORGbO4XrxSVxFdvNqd/9m1oJUdITQx3bP91pG5R5TVfoCQAAUsDy5iORpkGhDD4yjPDH2yLVrc0XXJraZ8KoylggnJx6WTMvphNgmrxuqZbakYP7u1/ru//+9/N13453NCSKpX1AAMOJAPJAISSWlp131293/334R8/Vfele8wD6sU1KAFtAEB808XAkgOvvKQPZ5q+eVO0Li0FdOIgMTL8fKmy3vDFpcuvb2r/5b72X+/b1/VQuCeyaFnT4tbqusbqopAaYToD0HV24FBdX38xADQ1Dq9Y0gcAOkD3yNTJ9r62o93Hj3ZrGS1eVbHhS5fX3tOECuo8IamUkWREyuhM4wwZTB2dOPK3T2bGJpvv/0qopJnPWC2Xv53cDyWGiDyLeC2pweabvtn25Pd7//EXjX/+jUBTLcQ4BbjBydmWeE4/QqdneE91c/GjvmbD+evviUUhHxRfntXzrUBC68tABIORUGKhqq9/ruS6jSM/fuXYzu0n1A/qlm1sCZwTHA+A6NysULefs8knNw4VyFT5p12op8N51XLWKItp0IkHcHpFKFMmUzrT37G35/iH6cxUUVVD/KtfldYuQo1QI5Pn5o51qd1nTJreUIbWoajALEUoHGvuGFAKX4drF4f9xJ7qF6inXA/sTkMIyjRh71jnEz8Ana++4L5goPQTIVl88/Q+wEIV/emiGa9Y1MOnWYFPsfR5yZkOsFD4F5wuq6US2swkMtmnDwtJfIzcbQDj0kTZsaK4jtCyMrfJ9c4/PI6M1V97J2oyTQMAsBSwDAAC6sAy0Pn646P736+v2bgyuhV2A+ppUu1KWP/6MljgvfATBoBUWb78vOLqXW2Ptf32obWr7ghdsCYZl1AnkokrCAQkI8abyq67bvi3v5tcsjO2egOIw797vcxwPVFxzlUShXtfe/rof//puX9/efm6ANcYM45SBggwrUhJQgBa7m8t/2Z5+/bunS/2H3n70L6PDgBAdZ2ybLHcUCfHipWurmUnTlYAEM+cSE2f6OjMHDqaHhvjAFBRJV96S3z1NQ2t64rGudLHpwFAI6aAnuYyImnIdMD+d9oO/Lc3iMstt3wrLDXSJEpIwF2uznzAlrDwgVnh7gt0B0rhcPPN97X/6vtd3/9py5e/zTYV6yGw91t4MjGXCMl3TMrrmtSf78hLggA43qxzACxzbsGYfZtjdMeIQtVlDf/PbZn2vsHfvdvx1ltd+H5DcO2iss0BKWL2Bgak2BOSBcJVhUKRwukoyhfon9wLcOcOtvwj8+fj92p9H9lYnuOEKcI054o8el6ob/TQ2G9e10Yngq1N1VffFFq3gjMGGcOBDTPJS7BOEXBDH/tIBjt/80hycRFQXDMSJiROLIpZ5mmEWcSrZokRIJAEeGLq5OM/1hMza7Z8IxKsBLIOVFhYKbzaC0J6Fd4zF7oOvmLPAhdePG8qZyGfNdA5m5zpAAsAvF8mAtfSTFFnSTPrDDOPWHM7l6GSuFEOAQDGju2e7jxWe+WtcnEJ6aZDBykNLA2AwDLU9+Zzo/vfr1t1+QppozKaJomT5PiXWliJyCXnNt/1Yfsv9u7/1fKGElVuQo30EOohBAKuAzEoOfeC6Y92Dr30bNHyNaiqJpbyncMhgA7x1VuVSFXPKz9/8/7H1nxzc+M1ayLhdDCQIUJV0orkFBAoTC+Jpc6/JXrezcXlVDG8e2DPjnT7/lRPW/rgwdTQMOf8XSPXgX5WXYXNjezGzweb1yhrzg20LpM7MmVDuiLjjJ7CyEwQADSSMiQpnCPS2AD7+N8+OPnCvlhTdd1l98rBOCQBFcs3LILXFD37Qbxi9w3KeacaLm6+4b62J79/4lc/qm+4WyorAUA3HWXPCC2mAN1jkjGMFd4HfTuFD4Nlr1gKKtPhPcnafEoOlWWgLkBEQuOYTJnUVZV1q2+oOLR59J+3nzyxoyu5p6Hm7Iaq9cFgDDXASQDtE55unm4j99Nb3DxKM5Jw4AGml6OWTnam95784W5tcjq4dnH5f7ldXboIEHSdMGXt3kDTEQMw6xQBocOR1/4BrJ+zsQlO7KloUc/DZYmUBKaTlpw+8eSPUjMjazbeG4vUk+Nh7rQQHt5SFh4EfPro6o8O2XxG5AwHWAYWMU/lQ9MLOyFoMxNyOGoYb7rsacRR09ulhA9plv5mM1UiRyJ4QgcEIBp498VAZW3xOecRAUuZsy55huQkkIQTBz7u2/eHuqoNyyLn4WRGDzD71BqfCnmfPUfN8zydHIycvfjO94/+pO31n5+d+LbM1GSlmqgIICeuQIYjSVh55U0dD/7L6M63S7deDBraOMDRpOT8IVKsZWnkK/+155Vffvwv248/deLC72xovU7XNBZgekRKIYAEvJgSgYymE4Ylql8fWnNWOMh4OcvISDpn7cfKRoZCwaBUVTNZWzuKBGmAEZ2lATNJkHUK8YwEPArJTGgSATRiqpZJc+ng8x2v/r+HkmMzdZsvqDv/qnQiTERAQLpw0Id44HduRZndfuS6wcc0gSBYVr7oxvvanv5hx/d+VPe3Xw401ZoH8hj5OcbpniEIBeYKXXl6X5mPiPymZ1y0cxFjBU7LwVUWjCfDGAuAEImhcUAjsQwhgNJcXvbXNzYcG+x85Z0TH79/oueD8rOWNKzZULG7AScN7YI2rSUsI87GxDhhhZFG8yCufMTX50XBHFXh5yHmr4tPitz3EaAmOFMAwjQMx6eORQ6Otu/nWiayqrXytkuCSxqBM8roAOaxqsa7IMjuye5ry5KHCaHivhBzhiDqTKtPk9+L9XW6UdjILU6SjdkR06Goh2P36IFtD6RnxldtuKs43mzWwKvDFwRp5apqXqpx4YuboyyY4dSC5OP7Ijw5z/K6Ch+IP2050wGWOAMzNrsgAEBqckSNlsGC0542lhJ5ERts2QwWA0CYbDuYGu6vu+WrXEamA9NMiys5CXKSMnqifcdTxYGaNeGLcShFDH1G3IUVAgAIKEXrmm754NjDHXteWFV7DQ/ImSigDroOXAFiUFTRFG5dNv729uKtWxljBmp1zeJI0NoECCAHSpquuH/00Ee9Hz73/F/9tuPlyou/uaRsVaQIUwAgAQ+xdAA0jqiiJgFHRAZcN8kdvnr1QEAiAEhqLJFhCKCT3YqgoB7AjASkAwtTGgAyHHe9Mvj6D473HZ4oa6qu3/jNaFV9Zogg4LcjwRY2527gY5jlbs9gvHbxHX/e9vQPuv76Z3X/952h5Y2C3YrdV3ydKaA9/M37hXsP08yqq2Cwlw2wUAhk1h4Qhsbp4WAiLQCQQW8BubW85arPN45eMvDcrr7f7hrceTgaqWxS19eUrZJA8VRAkFk4o888aTRLaQtFPOSDCcTMF0nER7XuE+l9A0c6UJGLLlxVetMFSk215QDFhOwIJGwrFjL3Ttt8+4/wmeSplrg1Nr/Mp9Utro66hw+98oCWmVm74Z5YvPnTGWy9nHThSf545FM2b/+jlTMaYNmYBtE4WR3A3M2bGh8qqToLwEEDxkKNiIvM2Fzjm/dzsoEUgJiRCPLEOozueV8uisUWr4UMMB2klAmwpASXp3nn4Ve1TGJ1460gSU4OvqyUGFsQa5/1myxCxTwNsThS31i+sWPog6byTVK6XpnSUQcWAK4wkgAAyjZc0PX4g8l9h4uWrvRWDO3GtNsWABHiyzaWLFqb6vz90bc/2Pfy29VLa9ZsXda8rjka0zesPlpUPqXpUgA1BcmwrbdXzDIaIx3A8htgMGOScaQigAp6EDOKpA93F3/0VvXB99r2bj88MTRZXFN60TcuD5ZvGewoZUgEwC3Wynu2t1/7uNoYhOm667f32rjN7FQUiJQtuuf+Ew8/0P13j9Tdf0fowkV2mzhUkjg9dxYIvU0LuV+wD9vmS3SioCnFRcCsWERglmsKxkznWALAAoamBbTEzWN9lJJwy1e2NN2xafCpA91P7tw3+NKR5PaGlavrl68oqohTB+P7pNmHlnno8VlQWgGx5IYa88mnQDRBTnH5qTsvinFSWqEaUBTT65VEYKb/6MHeo/uSUxPBSKxhw0XBu89jpSEg5BqZfk/QOkbOqIK5Kk0EaJ4ybk+U7JMH7OMEbI1G4KhJNH4KHzuAk9bdqR2vN95nLRyXABADeYZCg8Q0SA33H3j5x8D5uk1fL4rVfVquAwC8L/R0FVqAzDI98x3CctzmfyLFXOVUpowLm8lpkTMaYIHpmgEAyNr1RgjpiWE9NROqqDPRlYCxQGATHD2Rqyt73rH3UHcSAJa9XEgMdD09feJwybrzJJ2RDkwDKU2Gbbsyw3Fsurftner4mmiwyqW70fVfdl3zo6vsK1slWCsjZCyiEhAsqrqwa3hX++C7y6puVic4ctIyTA8AlwEAog3LpWBoet/e6OKVBuTyFm27OTDKNBgRWVUDjTeurrhq8NgHA4feeeUn2yQ5UNmwJP3V1BfumIjFAiGmhTFDgDJQyKJJZEBmTb4NnCwTEqFurAZw6jlCO9+efvqXA0f2vU1EJeUty8//QlnDqswkJmdQMjy5E6BlZYJ2hcXjJrNfvEtpkm8b5x0ZzRbQMDhZtuTaP2t79oGu7/+iJvCF2JaVRAi6NVRaWQtMlovTckbUvPvOXEfqeF+HD65yEVdZsQjAmLkaxCzDLIO4IsO7CBMmC0TGhQScMVZ3y+qmW1eOftzZ8dTHbe/tOL7jw5KVlXWLVlUl1igQEsZsAIXQ1kA+Q6+wZpe3qfOFiKHZYEX4P1e7zgNXFXKEM4k/coAtbzZpe5JBCKCntB7pROfB4+NHOwAouqa56pqrYucuBWQaMeBEQGjv+kPzsATjhHXzCFQDYgEAE+pnwyVb9XF0ej+3XNSJ/ZbM49FNwCXEgjgwuyY0wmMWPFiSBHISitv5TH/nsZ0PMUldu+nr4UgFEDld2Hdi4RO7oJLD7e4nCAPmg+d8e6Z1MQtGJCiMx/K5Bd0/5lpz30ak7MjPJuI6owGWa1UOiQESEEPDh3u4pslGV87kzU6bB1cVVrTr2j2KE0Ki+wTPpIsWLUcdAAE5oLVEiBk+1LtH19MNFRuB5896rrF+4qfgFClUU7q6d3Tv0vT1UloBTpIETDONyCSSIi1LZ9qPIgeSPF8m+Uzp7BbWNQa8KL740ormS6Z7jg917Bzu3fOvfzv1b38HtU2hZSvCra2BppZgTY3aUCWFVAYIEgAz0S/pAJMTet9Apq0jc/Jk8tjhxMEDo6PDGQCoqo01tF4Wrz4nECnnAdTSCAQQIFDJfMu25reP8hOcJuZXLzljc4zxro7EQZYjrdd8q+2NB3q++xu4K1N86dkUImIEpmFgXnFYgnzFZymxrNushVwBXJq4Cn1j0c1mGdcGg2X0YmYlMWktAtPQkQAlQJXiW+rim+v08em+Vw53/P7Q/uf+cJBtr4wvqq9dVRVvYsgAQB9hfILl7LOfJilxGiTv0/lG1iBFEYhGJnu7hw73J9r0oUxQKq2958L4ZaulilKdM0TgGmDKzARtp+qmtaQF1EFgsCBLCXg0grW8OB/mYEHJBkIAoon+4/s++pmqRtaec28wXOYUBMLH7K1Gntj/sJKltzFv7KmU8h+1zc9kgEUApnNRBJKAJAQCYjDV286UgBqvJou1skdf8cL5tzDkDuB0I7Kv0bkQ3TQk+joBMFzbhDogAtNAyhBLEzCUEtrw0KGgWlwqV0JKy84afDtr/lh7durXzUX8Zw1piFhdvKJreOf4SHuptAw5AUlSSkKOAMQyGK5unji4m09NQ1kELPzka+tt52/cwyRunJ+DOpTWNpfUtMjsBiVzaKz/2EBvz7tv9L3+wrCdWpblQCBoHK0IABktk0olOXdQZ3FxabxyydLVDTX19SBXD4/FiBBQ5yozCEvOLDfTBMCtJRKTDwPiwhkgzF1nyNYLOVVEDjWEYm5ILKi2XHPvied/1vPTp6k3U3LPRlA5cLSd5rv2GHrKQATKqwK9QE30wmANjy4nHlaga4nQ8chg22BZZJVtemVcmAyWtW7IGJeQCIEBsQw38glEgq1fWNN689rJPUMdzxzuePto3+6jaiRQt76hYWNTrGOp9lYUVcNFgAkBmELO4pRvy3oDfRkg/7A5kkZQMM47JSN384rSALr9yVgfIwAAcOTDLf39qfbBHW2p8Wk5FKjcsrzy/JWhLU08xIBITxNw42x1BNOXAhASM0zUGaLxMdiLgWDAewIAYoiOw3e7aKtbMKtrivMMew0fgXj2Y1oZA4i92t+/u4/4ACRmcKQ4cXRv74e/DIcr1m24W1GjeUEAFfzrFMRDpcwNTJzGSYT93nOKGIumzkTf2PyleIPyf6HeOFGdeVP88cC1Mxlg2QwWIRBDYEAEwGiy/UC0aRlKDi3uwCkSNYiVzRzRlX8UCjcgZEaH5GhUCoRw2mKwdGI6EBFqfGKmtzRcD5oPf3VqfSvvVMIdWRKpR8CJqe548RLkxBTGdABGAMB0CJRWAEBmdEgpixi18pAmTqtmf9jiGI+kcymTXKNE1tYtgfpm4ompmcRgKjGcSYxltGldTxLXuJ6RpEA4KMklIUUuCgRKA+GyYLhSYgrJjBj2dQNTiIV1p50puxreytiQ0rgw081CledouqwLv1g5E1h88b0n6dHeF3+fSPVV/9nVaKyQFaTDKEtRZd2fF2A5vLyfEyw/I3ck25jQQVoeI3e07zQc+xv8FjrgzDi/gIhK15dWnrtxg76h772urlfbO9/oaH/rmCS/EVeaq6KtFZHFKgtZz/TJnXKYN99TQVf+Gc65OFTA3hVgiE6ZwVRnf7p9MN2hvZCWwkr55ubyi5eWnL+UBWTioCVNF2v2PmmbgwQE9+Kv/SVYi4A2lSVavvtKfrXjifVnXPOqn/yCBKDRxEuvjj37UnFp47rVfyIpQQGFuovI1fD5YxdKCn/M04iu5lwc5Zgzz6/cPx5ItLByRgMsAC5b83EJuARIMD3UnZkai7Z+joylCQ4A5uEnZBNaljhOnnJ1ETHcPevzF4s00KYn5aKYk8oYVAyrCa4nMxMRpcQawkhQmQsolrIhizxxqCwEIompqlKUSI0B58DJ+NfwEQoESqQYALTJCUV8dkNpU44Vraw2RKc0OagjJwBElVggEC6pB6pD3fJpyMkx40DjxGQkyWgRnSRODAHIJlV8hgrhPFoCY+RDJCJjSk+m33znGEqcry62irDpS7tlTLthmbVc/uXQgdqebc+n24eav3onLg1QsQ4cReYs+wEwVwd0led6bjKZM8jG9jaNZ/gURbBQEViAyVhZYtYYbOAqImSMM+PCYLCQAEBCbuRjMliGVZaL3+JIiDpBEhBY3TkNzZtq4f/a3Lerv/3J7s4PT+4dOIaIlQ3VNYtqK6vr1OPN6V4VZYFJsdoSQEAtmIUpsz6/HG9uFphKfoF2SMG9IZdjBQLgNlvlRJjDmAyhrbqymHiaRgdH+zt6Bju6B7t6uKar4VDtqsUVV7aWXtvEJEnnTCMGSU7mmi2AsXqLhIZXdvMzBYamxytusEpgrEo7KoUMcpQbhln2XhcCROCEgLYLUrPOBKaRFgcTqJHN/lpssaVXXGvw4FJm1oOjNxDERNaHFOxKD/7mybGjO+Mt61YtvlnmMhHY9Z3lbfgFYg4XfvMR73dXuN44LRjLZ1PnrOU6X1IhVfRO77yVmD0Ppy84HdEvQ7vbzCn/T0POZIBFaBplAwCXgBgQwejRHShJRUtWEgKzDupyzNsFgOVaK4SC319hMItnMqgoJJ55xwE5ABDPZAhIQtVyb/NJoCuxrtYn5AzwZueWmUpcR40jEeocOQEHBEIOKCkASJxytU+WkTuQzz023CQE+1BIc1+CWSMEMD2/20nMF2W7aWLGObXGRlF72PA8pVUHBCBuzeY5iT68vHud5vPN2k7R3S0jdCesXnlZIFB+cvtjR//p35v/4nZ1axw1JI5oe+cSC57l/QvnNIv/uyvhePtyqAtANPufQzjZ9ljoIa5Q9IMFjHEbQhmBTKC1GJovgQFn4MSShfaQYe2G6qaNFTJbO3BotP31zo63u3dv30l8hywpJawxHmosVRujcoX3cY1/mEyouENd4jfK+XbCHFho/pJnrZCAZ5Dsk9mtO409fQk+NowdQx93977flxxLAkCsuWTJrasqty4qXVODDDOapBtr9GjZdFswF8DhGhkAtydniMwCKm7ykgCETR62KbxtswVkrwwikG3MClxwbJa9bkiOOTzYKkBULNn9mAzz+KzObeMzAJKAELSJiYGHHpoZ6G5pvqyl+TLiwjSpgFeVC/AsGLr6zI/08yGizBcw34fxgOYCkziJyOrD887wMyBnMsACsN00mLsISdfHDu6ILVkrBSJIfk7zhGHY9Qrzv07vzMxIkWuKRICyzFMpsAyzyK4hQ1QUANBBAwkNj0+fsPjVkgAQdK4BIkhIHIkxa70HCIF0DWwTDrSntlZa32mcWI4bEzj0BCIiGayK/6dtN7W1PdN23+p4HZjtQe23k9fsab6Su/8gOC1T1rQudE3FsdcfPP7dBxsmvlB81koKcorqYj3dkmuYICfe9b/xwxpc7QCrZijGWoHGMh8J47FxYRu52yDJRrPOuiFY1u5oxJJRnMFvOSbwaK8/IkqEMlWtKalZE7voL1ekZlInXh0+/MvR3uO9hyeOA0BADcXLquIllcafoqhoeBxnlBxQZ3pUT0Pl+uQKkbxdYZb1vgK6EQdUKbI4I8cIOBCBpmmjU8Mj44OjE4PD4/2JqWl4AiI1kYaL6qs21pZvbAhVhDlhmkvcsFPnBBwtd34mwhLerNHOQFbjG81OgKaLBvvVm3MKk6kyJzROs9kcrm9j2sOgX+xcWaHcJRAC0yAwRqn2kwNPPELJ1LoVd5aXrwDdb2ONU4G8r9EVW3BV89/lq+sKTPtpSYFKbw7KMecg8snIJ5j1wsoZDbAQSEYwtJEMXILxox9riamyVeehBgiA4hlb9oV3mptftQo32O+cLD6MSEguXMihSHqgDyx8QAxJRs4RGICqBJSihD5JsoTcNnL3f8D5i10ZEQsIx7Fyrqe0yWCgmFQZOJHCuITc5IpQS0wBgBSKmIuqHMA6/wsFWi5b+5BQbeGYGrJXMsia3ott7vuYzLpFJK5YNvyyUzvTIHDesrHK4Dy7e549yzmAviJU+/8n7z2jLDmuM8F7I/PZeq687aquam8BwhIACREQSZAUSY0MJXG0kkjNaIar0Zgf2j9aafffmjkjzRxpz+6O5oxmqSNxSAoERZGgJ2EIgAAIEG0AdDe60dWuusvXe2WfyYy7PzIiMiIz3qtXbYBmWMCTdwAAIABJREFUKU6f6njhM8y9X9y4cQNtUwiVghGDTM/ggV/8d28/9fmLf/Glgfd8YPA3ft4/6gX8kfz4rLPQFKtpBoPjRiPNu4ES96kel5InVKBKSgYJQJwMBmdMjib9MmIxmM5cx2SA4ECQRe4mkAgIfXVkhsQglUjt+9DQ3nuHoXp4ZXHjyvHpy8dmr55ZOHnmQvD1PSO5kX3FHftLI4fymVNjy1/YAcw6tyJjQZHRZw45SR+iTofbFPk/LIuDX0PNcFQ0b7gJN/kTr6PTXXPun1pxZ6++vnjtzNLCpQr3CQByfR2D9/QOHj488P6hwt4iEPjEGtyBmlhWYiPGpZabGkcCJs73gBPKWFRHhMFTzoiBh6PE0cHZC2OMcwrSEAOUC0ITigXncNKag4JwKGMjvW1Vh1f+uLzJPAUS5TjAHSQH2Cp533310gtfSabyR+75bD7ZRwDCJoQxokb2Jjd5mux0N3WtEVvTVrSd911ybcq0ohvFVi5GsDb5fNuO0Jbe8kKr/mPLNPodddsdYMkXIYgBIM3+5Afp7oHc8G5D4qLNNkMHq80pGFp50RGWLamGwxKdPY2TP+WNOrBkKL5yAlDI8tnB8sYUOQzfvSW6vHGNiOezA+Qy4EQOE7bEAIBBbWkWAJKlbsketa6LINQ4YFVOl/wpKVTAG3T+FbexroMzlABBldOOUgaKZhtjZ2YzAjbdxbYRawjlCADATeX2PvK5Sz/+8vRrT9XqiyP/y0dYKhEIiGw1RquxNiquxq4jVuPCoIqN6KSLl6UoiA0UqkiIWYE0dR89C5NiFSbvGJIwqSsLDMQnEJYcNk8ON7qUGvEch3cQG35g4CHoBYD6amP65OLl48uXjpfPH5879v0pAAB4Me3mcsmuXLIrn+zKJTtzye6kk7b1VhQtEQfeiG+421ppzCEnzzHGoOK5Pb+26pVXG4urjfKqt7TaWNqYWqH/RACQKSUHj3Tu/uj+oaNdfUe63a4cBwSCWtXxG8a4ikeKJPaXJ9oawdIU1tXORXQqEkozIKiSaadyRKFevBod7Qkn4Q808Iw6gqpDKNlygVhjdfgVScnB8YgYLz/xzaUfPdNd2HVk36cdJ0N6mkghsFlgO+1sv/HvQN5b6do9MaTNKNtNcVvvpdsYuEbddgZYBFIHC4G7UHnreG1+esfHf0dqj1gAlrZ7a7sWXV4uoXU4YbiWTM0LDpm+YSBenbniDkwEtMtPihMUP+N09u6dP/fkKi0VqCO+M2/T2cGe2F9aN/rGj9nlM4is1LWr0eEiJz/N/BQGEkHuwvrsJbcj7xSLgY314LwVJWwV17G1qwMxqZTOV4XN6GhDmOQjZIZDBGBJBIGhKEvjBGJIlLxG7xfdpKLGtMJM7fa6tQ/JaIIRogViwhl/+NOZzoErP/3mxh9cm/iVX09P9NOuKnVw4KAZtNecbe+nRWrPOavAqJaVEaikgfL8TuAqEatprEszDaDUrRx5MhjotgciD5S4V9gmlZZmg1NlJqtmoeVSCb8IqBZMJUQgHxkBuE5y/K7eibt6AcBFf3m6OnVm+eJLtakTGwuzy1OzVxtlIehNZxKFUqbYmS2WMoViplBKFzuzxVIql0slksG1CHISfP507q0n+/26aZmj5aYo+MEbLDdY2/2Lc9neht9ADtjweHWtUV5ar1Q2Vsoby5WNytLGamVjpbK+vhpYowLHZaWewlBPqWtodPCBjqH7853DOY8cjxwA4sDq67IeHq4JYQs0fGGBBEhCCmVUJIVCCIicEQMEDihHVsm0QiX3AJGhRE76vDEKDJdaKMqlgHIE5eiLJ1RyV3dxIeppESgnXwDh03M8c2zx/DNfWp2+MLzjvft3fAycANirhsbQreYPp70hMNsaWTd2Vq2y2inEbQmrmrhmX6dG6vo40OZvJclpZu9hjcbZCKDWOo283n5uOwMs0JXcwZ997tup3oHi3qNYlQniAAtuYJiiDNoIRy0BcMgOjyNjq5OnsyMTgMABeEKQGD/t9Ox4z7m3v315/tVDuYcDsccml6i33NRNwAP361PlE3253U46U8+66JOfQp5AcgEAuENrk29lR3cBymNWTYKlbgwYVwes3aoJMQSUQjIWcriMVMvl/8qErC4JsX5TZOerQWGkkHjYVrH9mcDmVRg+tC78WGCQbODwIx3do+ef+9tTf/n/7HjwYz3/+igmOHjBzLC0zOaVIZucDFI8UANYIUbVABbooqlYrDTTgMQkklW1MAm25NM6hBFplqaFCKYYhiy9BQRYHEgXB9JHHuWuE6is0cr0+sy5talzG4uXqwtT1YVrK2dOza8sGcfriSR2FN1cycl3OuhlKwvdDs8wcBCYgwkAYMgcSOoV+uRx8AGAU4OTz4HXGzUGa69/s1yr1VfL/lrZq1eN4cnk3dJAqmdPZvdAT2kk2zORH9iTK45kfXSCxtcaDudM7kQgLk1A7S+AlGCJQdHU3US0ruQucBUDEFbIgp6XBSozDSi3ehju+UAe++maVzKZDrbUIaDFabjJyBNLaAskRsSAElh97fULTzxOxA/v+dX+vjtFYr2lsVl/80Ua9u1p3Fka8zPg2mkySbp9Xfiq/Y7BJqe67ZRz+4uytjnAUkeEC68+W1+YHfn07wEixjnWDYBgOwFBTVQkt3nKEAAQuKlsdseu5dPHex/5KCEyAD8pTlm8NLqdxd6xu6YuvzJ69P50ooCcnHUPPX6da3lLRIAAGEyuvVb31kfG3tfIuV4agQNPIk8CdwAA1q6e91aX8/sOg9S7CnCAUo4NJU8U7jYizbDsbIPNsTrw4GGs3aHpMY/EWvWD7lFZmgW26cyUGAuBZpBL/sz37zr8sT+c/PEXLz33D+W5N8f/xS8mcnnq9CDvR9PbPlTbuEelMRpzDfqZYoEalopDKMmvzZuA6oRRBuqnihIhRbBUwNNDP5BEsQYIRSUsiX+n3n8B7EDoHk73jKQOfQAc4Eok5le9+an6wtVaeaa2vOCtlr21srdW8daWvfLCxjJervuNRqPB2zsZRMRkIuEmExnHzbnQP5SeKCQyBTdbSua63GJ/qjSc7RxMpXKux53gizxyfGAAwAmDI7bgXpTc3NhHT/9EHVromxG09Q1KmwckcJI8wwsqI6W2hRra1guQjBRDMVREmz0YUAXFtI6LLuUmNKdVbHqBu4uN6ae/vfjy84Xc8JFdn8pmuolim5xNEVvYlq2jH7Wy2rfF1roGaynvOiRr99tI0XCjM9ts/w2Bz5aZf3Zg7bYGWPKIsLFSmX/uux37D2UOHqBlCF6nMRzFfrTm6hGgEMP4JA0vCVvhguYZ+nqdh+678s2/Xbl6LrtrD3mAHqI4bkPuUv99H5m/cuzUte8ceO/vsoafnlpxG35bcqyQ0Ggkx059ghCjTCRa9Zcnr/6oa/hwau/+WpY1soiE3AUvI+RGi8decNKZ/L4jSJoESwIsYW9Cabvr+3SzV8NGaXeihP0FglB/WcclituYgCL6dS0wFoTkWJdOx9XdyOi4ls6Wyi4hp1gshYFuOrvnkd+dn3zlwkuPv/nHfznx8K8Xf3mY+uuBEQeIqWUbn6tDKLMRsrdIphTJ4qhLHd4hAEMuPKD02cMDRAcJhHkNecxnyrekmYYI/CIJvwA0iIYxo1YRzBzvQu6jH9y5kMeRBMARhTlhIMZYz45k746OEAtKYZtfY41V4+XpjTU/MEe+vuoTBw7QURDqBZmcCxB0ARIBc8nJc3QCHX30iSEQB+aTA0BeDT1iwaU/j5hPDAF8EE0lQE5MSnXVJLYSI6k7JdOJ3Yc8EldoKTDKgAAcEFSspEqBjErHURRufACVJXcNQhGTy5FHHyVEAh5kCXBxjKqQWlFqVhu80FxjBMCAO+JbE69NX/zGF1fXZkaGH9g7+mEGDilE18TpEWj1xlbmZusZLb5NXLtoRZX7jj8BdR0Y0GR0pP2njeEm3xGmbNkA22EiIViqsWm23N467tsaYAmlXKBr3/wScOr/8D9BH5AbLE1LvRVQrCGq1kruKC8SBhOGVCCH0u47pvPfWHz6e9mJPQDAXfFsi+8DADqZzuF7P375x1+9dOnZkV0Pq1erb7XzeeP4pa+g44489CuNlOOn0U8CEnAXeAKIQX1hbvnU8e77P4BOAnypNaIpYBm01eyNZs7YIgdBkS2pDozQHKlNQVXz+uxjp8q7kdfjW6Ire6D09Oy8J5cfPffjvz7znf86sH7/jj98GIChA+BKhKQ3UsoVIN4T6ipZqKgm4GiQhYWlRDTWQ70rdd4XlCNi5dEegKEsz8Lq9CsHEQ+ZyDb6OdpXWJJYl6mSgdkmIIbeYBVydDM8XTK03AtmaQRA4ImuIS+ALxwYInEf6zWX+wyQuDzS1u3Z6ReRJWNCDVRtmeeDJtXVsTJI2IoSQen/JISSkzhcROplZgjV2ENYRyhwUqjbHlozQV2CpXHP+FIFW0hkITMADm6NkGjlpZ9OfeWrLiTv3v2b3Z17LU9YWGiELfb2dz8rTdUXUiR8y+1vmednpUOuy21ngAUIPAnlF59be/v00Ac/lfe7YJ5YAyxHhGAuYGgx5Ao6ya2aAuCIobqMJHJKyB54RA2BfAvdvnt//uoPn6i+9kZu76HgiBAJwAGeBEAoPfC+lbnJy699wynmd+EEegSOxvrApFzX7dR+ioB8fmzqq6vVmd2PfJZGijWPeAJ4AoCAXPDTRAymv/IPLJHouesDQU+qzkRltZWH54YGq4myHaPDA4CgcYEmamfxMJ0hW4GXNUd07Gzbss31NKXbDE5hPIQsKdVmPdPVe/ixf3Ph1b+f/tGLa5NXJz76qczBPB7aEFI9bsxSHcSA+KwAQmnVaYBJhuh+4VHqVioWw1uE2hFhYOlKZAkxmTxA1O4byPuGDJR8S4iRUMaCoY3crMcN7krRlATa/Ap6N3xbT+ABbaZ7zPcYNHFqQxRklgYKFEgCHgwDIQcWWDnggFxsupFLWxwKbJnrQB0XBh4hCSILlheoCgX1EBkwwDlSyV18G8rtpMRVckcnCBDK+YAawuLxOgPKJPpTA0QoQySUVxOMNLQclqeFaVrIoVHc4DGGxDLlX6hcfupri1NvdvXsOTryS4lUB4X67JG+iBUdb74W2wzBW7zWepq7NqmCvZb2qcpNc1tsL6fY2jITaDyw7eqbt8FmLLbJ2MQYXrON2m3jtjnA2pi5PPfdr3fsP9S3972JZY0CWV1kVtmSxUdTS2WqC8hNJ8nXeOLZeg4+uHj8henvPbF7cBf1p/0EIAExYIGJao6Dv/RPG3+3dvHpL6Z2PrabHw7tPN0C5/HasStfXVifPDjyC8k9+zbyyDzgjtRjc4CnYPXkibXTb/Q9+olEKgc+RI4IxZdJGaE6H4xLFQyPJrUIUa5h0rflJ1ujsGWsitQlWPG8ZPrbcbZk9isUVk+ItACdxMR9nyr27Z185fGTf/XnIw89Mrz/KLoI+v0EG7tQwAg0jGXcIpTpdc33wKMJrqJ68ShNXgUMWNPQAgWhQo11XQAmEJumxm7EAshclr6L9hyC7YBF60KMBJJ8zluGIWw2oQyARQobaQCL9FgBobiMJRLZKRRcAWmxMiTEgptJSiky4E2U3EUsC42LAUqupACWuMkZZFFgNSxbqW6FgSTvxCCQeh9aJTLuglh61haEAIzIgbXnX7385W/4Xn3f8GNjg+8lxprOAgM4tR69JrhLxW81NpbMYOvtZTEaeFPcreECYrLyyKwwE2wFWAVFtFRjvw57g1tvzLvktjPAWrg6O/3Xf5XoKIw+8utOTRBCgLa5tTbHmk+3gGIJT5zzhfqoaBqOD3aTyHY88hvnnvjzq99/vOczv8nTgBzAhcD2ARBgyhn8zD+f/sLnz7z1rfLOmbEjH83OQ3rW29Ksagflr27Mvjb99xu18u57fim3586VbvQzxDkp21foA00tzT/+eHpoR+8dDzNflBvyH91qq46rFE/b6mLQ9s/tUKUoF4pGN0FOsQTGyeB1U8NmW0C9Q6KBassfxnbvuKPQveviia9feva78+eO7/70x3N7hnC4hlkuTLNKp0P7sCdaASyrvQYDbCkPhp4ALWkgSRliwOAxqiAE1MVDTZ89bIDSSERzMBQIa9bxJGN1OKpALGnEOoJgY2PedK9E5rxWtXBhnyAM5Ap1KSxFOhQLPMrqMKixVai+CRawf72GfaWWFekkhxCEvEpaOEF5SizhF4JQchfRoDVBQD+75ruanKgFSE0ZLTWF+eIGIoOcDFIL3Dm1cOW7X1udPFcs7Dg8+ImOjt5wBUTxC0bDNumzWBZ7ZrXg2wZJ7VODNvHcjbjraEz7BRoQunnKWwdubGtDo8y3PbCSbjsDrC99/vN8o3rgsT/IrmQDQbYQb2vbrejqso2aIU2JpTSPmSgSCxhqpuhVK0+uZ3Twno9efflJ9uOhjk/+HHLABqInDwYIANyez33G/da3Z77/1OLapYmDH9u1PkCOdqyAgEkAp1VXhOtd8g1qiANNDt6F8gvnyz92k9mh//H3/H0TswgASOIdbAAEYuQsNqa/8N/A5zsf/R/cuhPOc+nR5VUhUwrNW5vpWzRRb6pEPC1Wk/VY0F6PThdI5o0FglXpsnnDoVnrKOYBreRYF9ljEZLZ3J73frpn7I7JV5848Wd/NbDv3l1//JDTA+Ah+OJiRKQalLCFqV7UtN1RuwlIimEDkPlUTqjkjsFdP2AA4VM5unEsIMLgEJCrvBJ+gXxdSUOQyjSsep5bs/eF4d+mjBFC+AKgSVBIfDGAPP/C8KxQggwziz528mqKPAQETRwFoLJwJdYiibrkEaGMRZUMpbkSndlrayXitK83ggQGV9+p7OwbZhrkDJYDStpYm7QntrI0zBfv9jAdU+ZR5KvV1kHSb4aGxMdFYsBdWv/eS9Pf/hYC7h37yFjvfaFOWGhy3xyW4KOiIc1WpaXqVsmuS9USrd5o/c3baLr2wdJ1ufY+T9MV0TzX0TRLh7Q6FcWYNX+AcC43Laf1HLhd3HYGWH/wb//w2dOQ6eiHujjAQADSBRSb7l2apUJJcwJCEkNpcosICOKIMNx6g6Y0CoAIA0cfXV+6uvj1J51iR+7ee8ghSGrklwAYFj790eQ9exf/2+NnnvnrheL4xMhDnYUhBzkCESGtMqo3eQ0i7gjABafT505javrkucsvVWvLQ92Hhj/w0bm7ev0kAQHWAXxN8E/ezOf/v+r8tV0f/meZjl7wQ3ocbnUk01CbdOtFOXsb2xuIm+5uSI29tbN9Tmvdizi60v2dfQeLH5i49OZ3rp15rvzv3tr7bz/UeWQcUxxTPDL/NGOrUrfdtH0leW2o+a4YsP4Si2ZojCKxgHremLa7PVY2QIo+mu/tLR3REmNbhpEkhdYXXETHD6LzzpBa6X7Zo0YsavNa32jouCXyJaRxsa04vbxoN2j7Agq6mUw1dhSSQvkNSKiQTOT7Iegjabdd7QtNehVCtnDxa37R4xTXKnNXqTF5be6/P1G7cKU3v+fQ0MfSySJX70Mb9kzjn97yIKnl/GgS2zrPDbitF/wu0b93yl3H6NyywXmH3XYGWAwxm+8TtEGa3kM0VSgjo2gbVE2CZT5XFyefCnbYjT+RVpBeAYy/79Pnautzf/Pl1JSf/YV7a4M80GQSm18k1+Wpo8P5//Cvq197bvZbz7/8xt8URgd2v3/f2N07E4ns2j/k6qeSASxrUodWWwPXc1cWnGMXj52urVY7dw3t+/gnOseHqplEOlcN9ry+y4gjAhADXq/P/9nfbJw9P/bobxQHD4BvUE7940RIyEw0UZbWSxYkoSeLsZLNSU97S1En2mFgjNM0Z/xbqcUGksLqwOC00Q4hs7tkuU4mNX7XJ7snDr3908dP/MnjfQfes+dfPpy+l4AH9kiNYyGQTDCoQDFEzdCoDn2itwgDNfYgGdNPA6UoJZRgSSsJDDQNLdluPVYpuTOBBgQKFLhAm7bqUmQIC7QZEY6jxAGhBEvDNuE0lZvh+JlqZKzDKUz6MKoLsiKLFhg5DYRYShErPzfI2JrbiDbEF5kOi3VFKNldwq4YGpaukMm6WVhy2DXqUE8CzzCvjqHiTwOp4RFY1kSUxCRCV/k26mt/+YOZV59PpLKHjvzqsHsAAl0x0ksMp26sXywgxEqHwPyimLOkbHt1W2HajUAjtPhuvmvVwnhccJ2ieQ47Vm1VpB0/akw1Fkto7VcLa3vHbwxszW1ngAW6YhBqHt1PZqyNr2uCdJtpb21npVMmPUG0uliUQ86+Bz977tnPX/nhV3poIff7jwJn4lY8ASI5LkdGjKDvn9038s8Pz3zrjfmv//Snf/vMa//92Z5DfSV/Z0d1LO/0ZBJFfcmqj+PkrdUXlmsz5Y3LC+uTVW/ZSTg7Hh058GsHnEO7FmtZH4kavrvmiWtTnsM5IkJjvnLt33+hfnFm8LO/0pO8m62TwfqsTocLVggVSaZntV3r28TdFMp0kzZMdn32NrM06y4DD0KhtOvO9/3h5TPfnzr91NIfndr1ufuGP36UOUymNgCWcspClQm/FBsmlUzy76iSO+g6WJHXdTS0FK1Fe+ROQxkWj4XVWJaa1SGER98oy9SHQtv6NB/m1pBYDY6CTWCEQLNkBJFzxrZcs1bGu0RTYgsvKKjEKImXtmTDtwgNBTiFsEjvPATQniwETcwks6KVKoJ29s1p7cXXl77wHW9uaUfhjn2DH3QpY2hRW5a8WgAtLz/o1GSrsmgL0GqSoPWYWau1wZZNqmuz5Otwrb+uzfRG9BZb1jrHTaK9t6fb1gALINRQkftGQkDtuCLuUYalI2f+GJkJOmmKZ8F4Kvu+TEoEADGx9/2fvfDqV2efeqp6eWrHP/k1ZzgDo3VggEgJ12eME2HWrWeSPP9LB49+ao97+dKlpy5efv7q26df5vwlmAfHcfL5TCaTSqZcBsCJNjbq6+vV1VXxPFAqnRoeH9h5+Mj4Z4dS4wnwYKFW99BhSHXHwRQQARE2HIdzXPnpuSt/+nVq+GO/9dvFof3sKiAB+OFeOPJFEbCqf10UdW1pRbUPtmytsjhrAxTD2CqttrYtBpWMdhFZEiieolg0at0lsyAAOs7Ywcd6h++8cP6rp//smUt/8/qeX3+0/xeHMcmBYxxgGfrsEoQ0ezMHZSNY6CGhZ6ReG1TyLZR23km7JyheywnWhXipEKIHiGK5aB5rb9rnio6YQAlRQq5vMm0Dtjd14ThQmFI9nhACJomWgnp1NXZZBUambCROm2j64ZvmggVDwUEbKFtWoq+QQnNU4bM3ISzmCjqrYQ/6nIRmp1YghKBUJ4okGyhCkEdBagi5RGAImJAYZK746QscENamr1x59jtr1y5newcP3/Xbgxs7yFEnxBGyKodRxYo5JL6dLD1qdhoZHY+gDJaY0E0dRFpdK1xFca5gF7XEC7Qn2uzcs013HQAl0kstqm4DitkL2bwFkSsuWp0RIqxoYHzsbm9wtq0BFhHzBe0xLlYJ/VBtKWn6JvK9en3HJ3MgGGrsARGTCfUsm947DaO5ZHgcGLFdd/1Kvjg8eexr5/78P+380Mc6/80EuIBIqYTnBAALG1locMC00+je2zG2bz9+bn+psbR0ZmHq3PrKlZXV2fXVcoP79UbVT6UxlWGFrmz3UGl4PNm3t5QZ7UaEBjmzvlfzkCHVWJ1cxoDqDnOSnBCIcK3sn//Pz05/40TH4MDuo7+TrfbS2xDcDUMOxu4zBiWNL7fhDPWz9d7PiG1zFbW/2KwMVwZuWezcEmOZpVE0UEdgkUCCcJLp560IANBR6j98178s73jr/Iknj//F33U/N3Lgf3qwMN6HagZ7oIy/RwVXCKDdE9Thl5IYRG8RIhhnf1I4rN4ixPAQUKIolKhLPlCoGhOQSauSe9N+jPUNGYERhKaWt8RY1rKa1GQz09AsECQgikympnPRZBwYnSBqLFCiVVJJlDxHchok9bCNvusJcZUkXmjOARWo8oToiUIjWyRvITJJ77j0hIeG2lKiBBIDciEz5ee+tfD2wnNTi8eTiY6DIx8d7ryTeUw8DotKTcPAU1GSSgYEbQUDVDKT9YbjpOPHGKY1kFsTwGvP25yOtVMg2RpzK50dmEbJnb607O2PBdlppt5v1pyxIdOyxFvVpLtua4S1rQEWgE6O5JU7SZD0TRsP92xxJG6fY/FYWzprXlTbLWmRMABYQc0DO+4v5Xa+dfzLZ5/8cnFy59hvfTA32uc4xBCJMNFZT5UanFiKeQn0XeSI1NFJ/e/v2PO+fN4plJx1AnSAp7ARXKmqgxs86LHG3bLfQAT0Kbnuc0KGlGJew2kwJFpP4rxDPlx96o2zX3y+sbIx8on7Rw8/Bm8UoUbIgCdlL/HNeimyaTM54W3kmuyfbmV9xv+6uw5lAvKwlN93531756rPXzj5ved/8+8GHz6w/7ffnyp1AADL+izniX22rBXltjGUYOkWR+WRU0RVS7NlBaB4vyhQZVG8N6rkrnezUpm39r25P416miHySFER8KwrvLfeq0tu3+p6hlKMFCvYZLuBTMvaHmg+9yNUAg1P+H1qA4N6+WZmhHALGYxFIMcyUZeCg0ZLlSRS2F+QeRVZJAi110Ntd+3Lk3Mca+Dz+swPfnTs3AsAON55/67uh1yWhBqQS+JFCttI2I8aW6/QCBRrJ2+bBV5H7DtT4K1zcolcj1bTO9xvPztuWwMsAvTlZJE6KqRLsHS2E4kFTbNKG2lUtvmMQACIkJtWk1RtWhHCS+TBazMBzc4W+o4+9K9mpl64eOp7J/7ov/aOHho/+P5CqZ98TD1SLf7cuu+xFPNyiZoLHAAcn8hHAPCYs8GSAMCAPGQMiAA9cDghAjTIBR5Qf8oma4mUh0DkoeP5TpLTJXzjLybPv/aj9eWFYv/OQx/4hXzPIL/ocodCYTgDAAAgAElEQVQLwsu1zkTVXeFXRVcEaX/j4daoSDe1k0xLuUlCxSr19Pperc3qbGXG2mLOAVW12rHrfDvWIaidIdruBJAgQAjgAnNgoPRA38Thi8efnvrRizMvvL3zjodHDjyUuXcj8UAFOAAh+iCv0WrSI20jLRsjTvQ0+BUeEQaGRoMzJpQ4RFOuUkruwWoL8Zxk8CrEgHQQDYG4NAvNVaj3hxJxkFzlAbrg6hQsBCfRYmO/kcJH9hBAmSohqaiuIFSwiDVr7BKCaBpXSlneOsjaZ+qWVynsooAshSRHRSlMTPLaoNkvobBKwOvgLqGwmKEJLBEgRDVBdUEiQGAcubAIj8B4UJ3E68SBBc0gRzxCiVUqvlgvP//a5IVnGvX1weKhvb0/l07mCTA0GS+mLsb7PsBsQfnhJUeLk9HGRaKwwGjeptWFE8iYWpaqowvZUlZreKGnQDOoBehu19ktGkTrj3jjYaTklWaO1mMRKadlv0W7OogxBkcjixRNaWmCfnJ8Hbjw1rvtDLAQQou0JDWvwlNf0lCXkrjbkHN0QxoZ/ZaBYJsWIf1Wm2Wpj48gaBBDHBp4aCB315UrP7py5bm5i6935seHuu/tOdCT4Jz5kODcIR4cyjCHMLy1I4rkwIKHELm0Nw2SHTJA5lFgetv1+MallTe/ef7YFy6ul9fzHUNHDvxW1+BhWkNYBUwBJkVG4pI0h6vAtunUO6IFurpZ7gY2Os2GrF3XAl1Zk1kRp7UFLdCVVo4iPLTBcLm4s+8XB977vslzT779yveunHh5fO7+vUdHmZuQh4YE0ETJXXnEaWBwwBcJ1GN180v6MV+8ZEAjmVp7ESAV/zyjM1vyL9QxlpZDsIvWo6zRdtFA0rpWelAL0WINyGWUZmB3+4IIyYpqodZd6pMjauwRSkRApM6EIzwOIdRqCHtbGHEQgRHBTyCgQjmikmpInS3hEd8qTykJPUCfrz598sqXn1lfW+hKj+zf8auF3GD4laplih5bh5TMyMjgaXgqGkuxAiOxFitaZsp4S5rPOcuMapn+elK2X6A16RayC4cEFrnAVulj63ptsVvWeW2/utvAbWeABaCb/IdQg5KRWn5CBB6ncGBwCW07JGww6KgrpAD6dIwMvN6Q6KZBBgY31jkgDwAhuenUzt0f3DH20PTln1y5+uIbF7585n9LDj8xNrJ/Ymh8uJgpIJCT4Hved7Uwtu57TgJ9h3GSt+LlNpcH5hBd8pPoMZd7S87VZ3suvVm7cv7S+dOX5q7MIODAzvG9Ox/uKu0BRD9BwACBCBkQIFFwQqlOV8XeC3UzqltbjM0JXhga5T9NStmUiZoVaYq0aEa2t1ZD1t2kvQAaqdJ4RthpgtOZWcOZQEZ5ZsFBrKJK4jsQIEEAkEl2HbrrtyqL5y+c+/7pb3938vnc+EP37/zgkY67a6zDJ18elaOGxHVtd812g3YsqJTcQRptB80Qg0wprxYqJfegwCCLYQVeK1CKxMK+xRhHNoaFADDKMSO3TzW1baMnbRrJkfMQkZ2EPxhJBCSl+U5i9AM/xswHBPhMhEbU2FsaaDAaITxm2QIkISABQ9E2QuCkrhRgoOQeDARR8GwOSs13OVm0q4XRtsfsvAcFK6ui5Eg8xwEIyAF32lv/8omrLz9XrSzmOvruGvilvsIe/VQWgUgJ+Y2Txcg6jKz4MBYhphdvWMwijVgDKqjcHMxpANPIG5Yc6Zn42MRLbkmjwg+JpGwNR1q71rNJ75DNsmBwuUktD70D4+Q1LET7KIiNJ+ih8VjZ89bC5QoMF3CkGlnUDeGzW++2NcDSjwglCdZJcfiuljrqwpDkhrtF8yDMWPt6gbqzMnwdS6kWqkDxxCZhgLqCx2CJAMB10qPDD40NPrC0fHFm5ti1U6cunjyLgLlUbzEz1FXsZ7BcGlxPZ1MJ9BPoBUQtMEMKAIyIAH2PL03VJs/Wp86uv/Fc/dSPX6nW1gGgkB3aM/Khga6jqWyJJ52whYLNk9Bm5gQMQwOFqkO4WALEVFj7830TEqJ4ZosiSfvbdqVRXWG9rNZFofbXoMuxrDaN9dBjjcU4LNM8oVl8WUIIBIz5RsXO8Tvu/b3K0sXL558+/e0fnH/6xd2/duDA5w66qaTANADgI3iyqQa+CVgPaSrwSsldYCOMqsAbAAtisYhNCtQFZkYf61pchlP8yYKxRA8K6GNQ+ua8Vgc9qjuj+uykjgVFoEqvDUWERuhFYWtoFecvIcmRdAtUvwEwVK84EBIFYItJTifO+CS0iVnoIAzfE4zNTQxNiTHtboDYHSCBIzcKHHnDX37u9cW/erY2t5BP9O7v/+RAYX/4oaHpDEE3KFRF12d/BE7r/RBnv6JAdUpofofeY806WKsgPisQLFIcSxZ9YrUkd+bCjAZY2YSReQslb15Qy+oMyW2k4FbFU/SXpZYYxtLz6pWGsVqTFc+NJyPrcN9GblsDLMmxgvvOUfxMENjg03ZLZl6wxBpbo2iyTRsjfTrS0gN1thrdBAAAdhZ3dqZG9/V/fHljanH5fHn1wszy6SvlYyf+GOCPIZF0Sj2pjpybyjjJlJNMYHXD9zy+tuqtVhrLS3XOBdnt7s/1de7s8Pf2FHemMp2UYEAQaHFpNWqM29x52vdhpEeYnWklFNb+uo2XStS1burWvy6Krm64McXCWPHwZ5YXL12e+/6bf/3Kua++PvHhO/Z87M5kNgkETsFzu+sABlpmACB0sCQIRU2hKhRrKXoJmg6WsSHVVOCBZBaSIToYIe0DFMLb3GmTSk04pc8e6RsV26JztYWoEJKxFptwaSOOLKs8ktGyGNqhHvHEEoqREhABSJUsUycdIdR8B4jiE12rGQk5KoInvzsQayFinRKXCTeAE1985Y1r33uuNreY7e27c+iTQ7CXEiDEm4pkqO+X6JfUMULcCchM1qE1hCv6kET6TidEEXqmEoAsMEzWDAHECmkRa3U3vcBb1xho2bGRZGZeC9hr1hjr6DRN1yyypXmL28lta4BFFEiwxLYkWEioXWjWcZPYqWrmXaQWvCGk0tS25FxEy1jHp4exU47RY5ISLBSqs6IQbasn5q0LDKGUGSmVhrDxIABVG0sN51rVm1/bWK3WVmsL1eVGVU5zx2GpZCLVmUqPjOezmUIu11PKdzHMrJWzfsMBJHIBXAAicLSzItBkPCSqV31AXKnCWnCgzi+b9oaWflN3C0AX2bwGhjZ9kUbEWqQFYDxQj42DbLDYxELd34RRy0CKJAsbwAASvNg3Uhr+ndWDFyZPPXX6Ky+9/Y2TY3sfGBm9t/igl/5oNThDAg+ABxZKxJUzXctK01gPD/4CzWsEUG88a2eFpGxigeTfqkDUUBTqmls6m1eTKD5tTOarApSfBDQItQM16r9JidpiC3WqlKBQE1yFmzQlMJOPEpoJYpUFeCUeKjpBW/BK3VojSEJ8iErlPkggRIDi/New5E4yliTG1S8Rym7XKCIAyAa6RI7AHUhICXLmKPPdjflXT16YfrlaWy7mhw4c/NWe7LhbIa6ez+LaUER6VomyrNwbISaXMvwWUhPG2qoziwYE4thoOPE3fJqsebM3muXZOqOnltW1X6BlNkuUmEj4jsst/dCCmAYjo1ObOPxqXn3Ua+UNshJLo5s0CAwBlVxWaqrc9m5bAyzQhlXjZ6S0UHh0cANlo0gZFnhuhIqp1ALxR/PqHop7YuhK3bwBAERBKRGBIRCkk12J9e5MAzoZQJpjkswvlhfofaA1hKpTngN0gHUQOiBuFyGAvBIG0HTVU+zbY32wvZz9o1oNcus+sIuyWwZugq505NC8TVTHjtrE4fFdK71XLl7+/rmTPzz/xrMjFw4eHZ7o3NOFSMgEighP8cyrhcITM9quYjHMYhi1Qm1ayWR6Xoh4mnx8K2cdJasoa9NylEfzt4BK0bwULosWSWVsu60z2EukaIz1LUBoZyFY1iitKoQqd9oRZ3TFa7FQJ4fLFhDUFsvTX3p1/nvHPK/WmRw60vOh3vROqACtErnxj25FEeyXY8KsLeUTTVella9rsQSMUSZbRxY7b2ryQ7TV0ojrR1ebVtems08fmZ1zxnkbZbWm23rsLcQzLRvRZHn/rLCb7QywEIQOlrifrv0Vjsl5ozyIYgem7YsNDVpBcTAUdUvoYQy6FW3F1D0AtIOhCDeNID8lPGcSIDIgFuAscLJSrk8Aul6/+jr5vcQ4AhBicLkaCMhBIbdj8uBHiikiiFDvEvlHIzSkNoqx794ce94OztbEtiFR9H4DGSmtOMl+ZBzvK8mMEKIjIlg6Ng0UBSJAkgB4ITV4tPO31tfnr1x5cerMK5c+c7w0MLD7/Xce/BeDid5ABV5DP9qeBJVHP0BEAM34O0K4N0FQohFN6CW2CaTheQpNkstvCPIGDWehICmEArFts9YFmh1gtWQpmj7uZNdq61i/SKgfeukoSodiOtZVavYxJXeQ39oKAQZgSAc9oG7oiJsB8vvCIzcSOqUgT/RArWSQx75hrFK0iivpg1RjT77iO2cIXCjPTE29+dP5S2cBoK+wezR1tLtjDDB8hwzCzobWYdo3kWy+aAJxRqpnVM54dgxD7aIghJgfAcDznFLP6ns/9FZX/4rvOUZu6Tines0jAN+jWt0HAM/j9boPAI0G9xo+ANTrvOFxAKjXfM/nCFCt+b7PAaBa9QM1jI2qJzwbnrIjwBAzGRcAGMN02gUA12GptCM8KQcAXJclkwwAEgknmWAAkEw6rssAIJUKPY6DAJBJu8wUB4guZ/TKC7teP7bDdTm0drog1LdRthDphlcfWGCzo+lqakHr9eI0rqHmStiaWHka+dOm/+3OWbYzwAKJNsQ4Bgu2iQkWbacqCI9af6gRdTUR4puszSG1jcvGeXD0wjcoriI+QJzZEKI8vFHXnIL7WpECQ2tViOpROnKEUjoxEWixjKRBKtXaYJ5r3ATD/5sxjNv7osfW3KboSqWJoytrFmveyG8ymXk8CzUJDBOHmbOZ7r17fmFi5wdnZ05cmnr+lb/79ps/zB749O4Dn9qf7UwJMME1FXgdQilcFcq6IC7W0m3Ea7GyGZqNU1V+XOiFmvq8bfqoCWebeebEbOFaK7mrn6ZiVoi9dEyrl2IWFZ8CTRsVl92oflP9EHaIaXMhKho0z/zFXk5DV/FGEBI6whSp83p98RunJ2uvrjTmkyw73nH3aP6OdKrYvO0apFIbWesAhBsAqZUFwH3kvvYgdbRheo/E+8jSJh8aDX/D86sNvuH51Y1qvezP5c69iRdWFudxucIrZV4p83KZfJ9WV24Oo3YT0JFFAEgmMZNFAEglMZOB9XVqNAAA1tao0aDA43kty2rb5fPoulgqYanEiiXs7MRrl89fvrQznUq5bsZ1sq6bSTgZ18m4TpYxg+mHXIITSjCoWJ/2V2wcHIczJrOSmTDiIixMBGE0ATWJjZcWH/bbnrNsa4AFmnxIw7rh0wtcwCTdAEH46LyxKY0OoxJgbWFdxqksUZv5SRqGINSICZNAnlkovXaiFwIsIWTAQGVGfoS+jkD7uSWaQ9CKpP5jc9aua4aQAKAJDrue/Vl7WVyWGuq9d6Dz3jJ//drKc6/+XyeO/+WbOx/cu++RQ6WRHrfkpXdUgRkGsZjSZ48afwfQ8BDYYkE/N4wDhQgykK7lHDQgzY1PPV0x0l5HJMTurudK0yZHZtHEYBjrVExGne7pSu7hX23DqM4QI/3LANeJTVL1cnn6Jyemnz/RaFSLib6jpQ8PZvcxcEIrHQDGHrM1K40PlIGNReDA7qXS4FpwsBWSIm0oAm+1XqvV6tVarVar12rVar1eq9Vq9XpVBNaqtVq1Vq/Vap6vXqKVbh5OnIViJyuWWLGInV1s5y6nWGTZLAJARwe6CUCAjhy6LgBAPo+MIQIUikLRtlRkQauKRQQAxqCQZwDguJDL6WjWMmpxF8z/lRXiHACgssyDSVgpB7tlqCxzAOAcVpYJAHyfVlYIADwP1tYIAOp1Wl8XcK1SofISL5fp0kV/bu7i6urb+vONyrmuk06l0qlUOp1Kp1KpdCqVSqZTqXQyqQemU8l0KhXJyxhfms9dmeyO6rFtfeEZ2ChkVbEQayDeyEJ/R912B1hK41LK3I0jQqmYQCCf39IE9wLKEABTNE0HH9KqTgSXqMwWZ9tnh0yXooFGWykwJIpK01WTTyBXV8fJov0X3sIPARaxoFsAmDgrFMc5qGVBG/yCkAUZ01w2yRDbqpp1oHubu5Yc0mh+S0i02bEgRUOseW21hHrx1vlja5KF7TPABDku9DgH+/v2rQ3OXLjw8uSPTpx7+s18bmDi3n3v+Z+7OwYDsw4CMJEnxFoIockAFPhAmF4jW2zQCHXwZ5w5alBM+0DZCeEKaAlObbKsUNOo5Vo0exojHog+OxhvQQwryuzUtLFGThBoiUDQKRUnv0lvDar/VUL52mC48KxK7uEDOioLJBCcsJFeo7bw5JnZL54sl68isv6OXWOdd3amhiBE2bqJBDRIVlBCnZHP5MhJdKeLlzA2KPIG5L6HrrznE28vL+D8TH3+Wm1uprEw25ifri8teKsr/krFX132V1dimAkAADJZls87+aLT28MKRSdfSOYL6ULRyedZoegUCk6hyPJ5t9QFA4N1N+EThW3SpqgO7KKz0erR/Y26pWHWLBGXTIktcDYrQoYGm6duz62vpaobidU1Xqn45QpfrvjLK7xS8ZeX/eUKX172K5XG8nK1ssznl/zlCt/YsB8man3Iurrd4RFWc4em5+9OOl2pRNFhCoHpQ9y8WVp3JBI+C9XwoxjK6H3LUIRJbnN+ss0BVjheXMh7MNBhIhMFB5SfQL20ZRYiU+o7ZelCJH5LUbUkZ4SSeqJBDwRVNzBZmFmCSwztgkqUpi7Na+jKzNuiUdclYdnOrnV33KzOipdz3SUjkIeN+USSj+ztGdlV/Mj04olri8eOP/XMyWdxx/1Dez86Mf7QsJt0AYAluJNQICnIDeEpXgyTQ4x1RWK1Vtj8OmK59c4qQ9IXenuFaClvTqtJybdCAGW0SdAdbTGGIZqSu3pDUL7hDMBWiDwioqVjF2d++Mb8S+d4zculuvalHhzq2J9K5cC1EcO4BEu2Jl1sMFftEqKjKnQtCDj4G/WVjfrKRmNFeU7937PL/8fG2krI6d0E9vQ7vQNO7xDbfdAtlpKFTlYoslIn5ous2MmKRSx1YaGIyaQm1pfdwAT+8xH9YH4SB6/uEEcwaXl8aEm7iWkZEmuWllNkE+Zws3lHsbTe3eur61KmY8IeC4APWOdAAI06lMtUXqJKhS8tUaXMK2WqlHm5zCtlKi/xSsU/9lr1e9/mnlcGeDMoKOGm0qlCNl3MpArpVCGbLmRSxUy6kE7lGXPsLZNzp1FzfY9t/tXX0de3k9vWAIsIuFiuypoPyc0hIRjXSQK0wSBU3dQ135URBxUrDbNokEZnCJsQV7VTjuygN8mEANLqTYCmQsYV7q9jU0/flykWx+SON1C9MgULoOwXbT6Xo9IqQ1gVF2U1+dYYcL1J7iaVaHRBm4Iraykt5Uxayfq913gsRGOtjaH2Pp8BS4mtpJNMjWbv3TF0Xz19ba762qXX37z4wo8SydTQ+MTonkN7f7VYum+ZfARNnx18AGEmXDfEEMqlTCV3AMF5SQ8MRCShfEtmie9eze9t9XmaKGuTDHHBlXlKGAsMrTOI5aE8mzsl12oqy1VrVF8zJLuEjG1UaAFLNCpIK8EBoqM+WgMMnBAQPKr+/dzMs2euXTm9sbbsJlKDo/uH+g50zQ/iKgED4kiNoFrd0rImkQorBwBw0/6+X7jas3/Fr7NgMmysN5bm1lcrteVKdXFufXF+fblSW6nUFuc39NOrbDZRKKV6Bp27fy4/MJLs7nd6+52hHYm+ITfhynFHCpGT5kEgvwFVL5xy6kqPKSjVmq+NhPTZyFJsgAibjtlNcDeV9tXrTr3ubFowB6hLtJ3LQy4PI82zBApY5890vPxCYXamtrRUK5frc7Mb5fJcuTx18VpVH9OODre3L1MsJUulVG9fplRKljpTvb3p7p40MvQ95/lvHTx/atBN+GDbU5kNEBsD5lDAsnVZrcb42uqZd9hta4AF2pU6JPFwq3r0AbR3IrkUs3MgpYOlXWYWIZuoSjShsbHF24optnAmhyFxLSjIGu4m4wxev3CvieglqAovD8bm942Rk9YaiDb09bMgErtudHVdtbRWzLpFJoyRUao6MNz4yNDEY0vLk9cWj105e+rimVPHXywd+adDex4Z6dlbYFIKoGydoDGOCkvpoD0Wa04xjGaJoqsbdG2iK9NFiYCZEvWo9kZjE9FJXASNsdiw3zSrClqgmhiEKBEHSSVOwuq1ytwz56a/e2blrRkE1psc259/sDc1zioOLAMkSF6jAVJX/RWoYtEQTl7NX9vwyo3Goj85SdOVa+cbSzP1uSv1mnbwlExhV39iYCwxcUeyuz87NOZ29brdA+7ohJvNMwAgD8EXH6IuSQiqLSiD3FiCipXdQzr6jTvUSRo18dgzbBZojY3jtduBssUb0H6Tgv71fbZz7/rEwRUAkOTHAcgAZGr1wsw1Pjvtz83yKxf92Wl/dqZx5WL1p696gQJZ4BIJLHVhT5/rbby9vjiWyXSkEoV0sjOZyKcShSbrXGiwAIsJLuJvUN5mblsDLILQ5gInIZFiar+JqB6cMLenwikVeLV8KWaSb9Ol2HphtZ7gWt7wVR8VigChOE3bW4cmJbRyRCEyt7yKKGIlZzMYh0BdFgbT9Fvameq3+4q4hW4zo1bvqNt8EBAQsKs40Z0f9/yPzSydmuOvvvAXp57/8zcLPYWxO8bG7hgb2Nub37eR7KmTj7ELg6D7dQkWQBRCYSgbEDcKzfczLP116yaRTVDYbuzmzsbYI2Fap4l6FK4CM4SMzApsEQKAg1QleI3THIELBLgyvTB76vzs6cmV6XkAKAz27R97/9DS7mQyAwBSzSCspPvoWm60Tr6MBCCitdWVpXJlqVwpVypLS5VyuVIPbscBAMCbX8WuoUT3QGriSPa+x4rdA8meoUT/cKJ3yO0ouAx48AwiA86AB/IHhsTlc1uRjg1os3hBTF3zCYWGQEbPqQ5UpBfjJwna762DKKnH1j7S2tQprN1OMnuj2q4rkgUlJ9wS8CIAecZq7C5cF4d3sOEdrpZSLNxKmc9c869N+dem/GtX/Zlr/tXL/OLV6aXyRb4YQvBUKtndXejpLnV1F3u6i93dxWIxF5TDGK+tJydPDaxWMswhY1xvb26ynQEWcfDWpJhUWiUAJkTcFBjqRAAAliKWICAghhjawbKpPcUsgJCSvWvzbTNZltFMS5xcdvo12FCzXEnmY2hPKZOJ9uuMjgSXkyQ81Lii2K7UECO02hraPmXTGa/4ym25NoxGtf7muEhSJ65WOVM80CT50UBrbOs2tHTtdjkSSmUa5JRwkyMDd4y6R7zR1dnFc7OL59586vTJH5xMJjITDw7e8ds9O+8fcJOMxdTYqa7EEqFp+HBOmfcNzXaSHqjl3fK3tBZc6WG6ifZIdjLGJFxXpKVp1ymmKq1VARgrVXpCoKCglNj2RAxABUQsAdwFBOJBTycBasC/1Vh84docvzy7cWHNqyBgMdm/J3d/X3I865VgwwFAvx60QpbZEK9V9D+w1HHXlanTG3MX1qbPr85cWJu5sN6oCY5Y7EkOTWQP7ezpG8109ia7BlLdg6meEZZIciJgwJVBmOBEz2uAI3eJHJDJhjOpdcE0CK51NUnCGjEKgHqsRisjO+XoKHN1uQR1+qgPoGViaN5Y7A2IkePUwjqlN0Vs19cCOXUtH9CqQI4el1yVLGQsTrE6cs74nsT4HqOYWtWt152lBW/6qjc7489ca0xdblw8v37h3NKJk+IqQzqNoxPJsYnU7v1uqb/on/7Aanl/KuMb/aSGezObX++K284A68r05ItT/zGf7Sp09JQKA13FoWy6qAAWiOt4SAS1jaRXdwEMuyxBGtD309pyDmONp8BijbhZAptwq6Zu8URbEqazUWvFstRPsd0LQVWY2AKqroOz/SN0mxDCltE3S6xFFt8m6dtL6K8zaBT6nLv6eu7yO2sLa+fmNk6df+mt08+cT2bd8fsG97x/aOzu/mwppWZQIuc7KT8CCGwYAjRPFHI14zo3272z01oXvsT631y40YSx7kJAoDLQGg9ASmOtPn/66vQzk9PPT9a9KgOnmw2PJ+/oxbF0KuUWCV0AamDahwQLtA048bVaZaW+tF5fXq4urVSXnv7fF726YHXFvuTw3uyuu/uG96Z37M2MHMh29rgMuUHeiKjOSTvTC+hUi1tA1JJAkthNCmFVxGPtTd1orU6tLVWQ3n2RsE1o+Y3EtnbXkff6JFhBLt6kY1rnjftt6GqTAjsKtbzDu/th10EAQIAEQCJIuVLhly/45854b5/x3j7TOHVy7Qff9DlfBJhkyDKZQiHXXcj15nPdhVxPId/tOAkACNS5bje3nQFWpljdd3fH7NTi5NQl7zIHgFwhuWNXccfu0o7dxR27S9l8CgC4x058Y/eVE31uwicmjUuhlHURYILQkWtb8kgdp6vDO82ONIQ+Gdha890Edcont9QGs8EwS2SBoO2HFhgqWil7DQga4tTSo/w2G7Sy21DeorN88rvnjDZsVXDVWkalZ2hNgUgf5ViauFxF9+khbRJdK59SvlgVmCB0RTsd7g5m9w85+1I7VpfWJ6cunb/40vkzT18GgFJnT3//SP/ASN/g0NivVEp3rfK6cYCo1BvJEyJhhHBpGXsBVCF6G6Pttp4hNnHRrm3bABVapBdabJuP6tibEsrnJFBQCutaSnQBHaFNitLqudBLcaD6ZH3miZmF1asL5anKyjwRd91kb2K0F0d7EiMOpgCR1wPX1vkAACAASURBVCCxwxv+nTUs1BYurVSml5euLc9fXV64tlyZXydOAMAYlnqzfeOF9xwcG70j1T/RMTiRyWTEaDDkwdOT9Q1i4jIaBYaKdYLFQdEaCi81KHOD0vQEQqjTENo/DV8zI026p+SLxENrFaoH46KsyAq0jZ2k5drTjNE4PVTZpTDWcXsyrWZL/6a4rZbsiydOhPiqpQQrvl5Cj9roW1FXkxBRYL3uxgsMYhNJGN8L43vgQx8Xjayue2dPwWsvpCbfrl+bWr965erZC+eDk2XHwZ6+9PBodnbh58fGb9i+xc122xlg7Tsy/Cdf6gMA36NLp6tnj62fPbZ+9rWV7z8xz30CgP7R5IH7cofeW2DpIvC+kEyb5FyZAzWMOIQrxrq2ZfY2dy7N3PWUE1/wul+yAdRCFKJCWxaIxt46SnFbuPZ3cFuNvVkuBsjeqSGJClPIw/Uz+ZR/dAKPjg/xleq1xY0LCxuTZ8+8fub0MUQ28HL3/o+Xxu/p3XFnKZGQWxc5mZvsDsJlaJuGN/KprZbQOzyrjZ1X83Uewf3qFrM4XeR88dTi9MtTs69cnfvJNd/3EVgResbxaBcOdlI/ggNpaPBaha6t+pUVv1yfWtj406XlmY2gHCfBeic6xu7ND+zu79+dG9idHdiVdhMIAOgByuNdAZlkE2PfImLIOPqOIk6lMtXkoZ7Y7NJsbWnpwkATB1AkNh4X6U9ZMurb19bTIC6jirdeqWqBLVmzwHis7m5kcsbzcgIvpqDRvvCpxRA3SbZJyfGUkSFMZ92j99B7HgjekcwQZOo1mDznXTjbOP9WY/KsN/nWcq5kq+bddtsZYBGB1xCnxSP7ciP7co/8OgDhxjo/f3Lt7ePrb7229uoPlp9+fBHgQmd3aWRiaGR8aHDnUCqdBABCoeI0e6arfKkQCLGUQ1OmJDmHtvRsOKeddaItTy2bsoMFW1Zditr0k3vLcMspiJ3mUf6Q6WksEVWrYlXornU7tVgNor477oZEaO03WrEIW5YbaoPNRfUjFLi5ftAf42gI6IpLZ0hYcgZLHYMT8F7uN5aqVxY3Li6vvP30X5x7ip91E+7geN/Qzv6+0Z7+4a5kOkEEnUfX8rur5CFol/DV3NRmWasuvjHI1aRI+bXNio725WZNiEzvCCmI/5TrLLgrLPZ1tZ9Q/Rxx8pZmlhauzS9cmZ67NN2o1gCg0Ns1cWjfQFd//0B/IpnYWF9fmJ+fmv/J4uJCealc3agGJbuuW8oUxu7s7j+Y696ZH9qT7RtNI2MMA63z4PYL5w0AAEYU1KwDH/X5Zj9o9pnNlMEvoaiu/RQ71vDZxjjHDeipIHwymciijgsjPacXGKOkYMsSjZZ0zqpILQLj4wWbT4FNHGqT6lY4o3sRwNQUB3u9doGeCDGDLAksfmuBVkWu6OaLCEizm4UOTuxzJ/alH5W5xvp3WL7g3XbbG2Bhw9MvNQjnJN29dyf33N35GCDncPnM2uvPr7z548pbr5w5+ZM3mYOjB3KH3td59NHeHQfzAPTq5w/NvdHlpHyl+o0ImCJ0CKQxrOBPKOE3NmPhXBFLcTP2FhWEKdpifkibbFIhJ9F0VUVMyYXM2EigVeBg2IBop1VNYtslK/HsN0aQWpGQTWvZpGqK/A82WrLJCzltQjF9g9+iHP3nDfWb5IAAyNS0JmBiITjo9OTGenJjyN7vd1XnVy8vrF9cuHDx8luvAQACdiQ7i6mBPY9l7/xdp393wU1gCLCUgTZVsA+8bsFRNxdaYdMdebRHw74kgCaHLM2qiI8dMmBJcbsZdb5FBAjkE9+A8ttLc2/MX/6b+YUL86uwFFCdDOb62GhXYrCLDbElhz08szE4+9rJs9NvLKzNb0AgndpT3HPvQPfOfO+uQu94vjCYZYxc1w/WdAJ9IE4+EITvkHJp/YXklk7feqmBJ12MpBkGi3Ubaorqqg/ViaolVvPrseG2QI2UdttUxeo7P8txYThxLRhJfa3aeorvJktK9dumWdmaxMfWPOqT6pa52Oq3kwp7npZtM5eAZRFZYo2S41lslJIziAbaC7x93HYGWGAbOdJoIgECgx0HcqNHOz72B/2+R+deXXvj+cqbz1e+9V8uP/n/XuoeTt35WHcxnS2MdyVSnCC4UQjcx2ol5dcd0LZ3kYqjC/8G3XVsbTDujxli0JpHkSgR2ARdtQy9Ve6dre3mu+vAcDel5Bt08YMayzmMnj5M6G8w8rLduK87uxcy5PFapX6tUru63Lg2t3Zx6vG1px8HJ8EGdhWH95WG93YOTOS7R3LiiCoojYOT4ekej7lkMrqb/s3vwvRCBv461C8CbwAicEAC4D4tT68sXCjPnZ2fP7+w8PZCY8MDgGQyWUj19GeOlFI9hVSXx+uV2sJSbfpC9cSqV6GvEAB09GaG7+kZuau7/1DnwKHOVFYMFUNygAg5+oSNmzJhjE1ks0RkI4Fk/JXSL50WyXLjtZBNa57MGanRLGPiYiyLWa0Wq93VhjCLhai3JvBtkv9IgeZX3AK39dG/WcQpXo51VxPfYKo5Y862W2QK8Ka5bQ6wlJ1RTTkgUA8F0u5Q8DoGovDRI+mRI72PfQ5Wlhonfrhw4gfzz35hulG9mi38cM99g3vfOzx250CyA6uLqbNPjFcuFFjCF7YeCMABTHCxvVJEAy0rRl854fywrae2Z08ss4muKBZoeRhHt3wMpmIWabEAmx5Sbvmj4tSlSV6La53sFqw/S4XtSzCsKePkxJqmdd6b7gweYu7kyYxGM09wUI4AACxJkCQRSORAoi872sd3BPmoc36VXV1YmluYnfnpuSsvf20SABBZLpMv5jvz2WKxo5RLdo7ekzrw+0uJTp/Xjb5vc4KYm3AEAOLg1+O5yVgM0hPpYERwkkRMiG0CMRNpBozDl+NlhxlPloYHMwQELA3rb9G5/3OlfLWy6i+v1Cor1eW12nJwGY+hUyp27v7gnr4Henr29rKyM/PK7Ny52UsXX1+4uODXfQDIFDO9B7t279wxeFfnjoe7MsUUarYP+EaIRbgyJ3N9D1KHXRShaHYBj6xMiflDexQYGJMXtJKk9Es3taA6kIIhYFJvy7CRpoAZKvUv/VyQ5PARj4myNDEYcDmhVV6UVqhR32SGbnM6JYfctvs2DXM0c6SJctt3LdLrWDNyYaY5Rg7RT6TkCOKJHOqRmVeNVLx1KjAGsIxAPYRAcNa2b6i8a26bAyw1AApLEaGSZocAKwgkIMAgMNuZuveXh+/55eHGhn/qhYWT359786krx79/IVNw7/xE3+FHdibzI8i443ISlw3D15bF32D/1dKa+dbcVssJpVC2QnT8BDb/9VbdmnhvQtpbbYZvC3e7L+hb4VoPikURWcsQz6tD9tmebKMnC7DDBerka97Cqr+w1phf8xaX5hem/EvCkPdPofPrmYG92f6JXM+OTGko3TmYLg2mOgqJdppv1o8AN3aaQMAbgttzAZ1QMRgSFEYIT3jIfgAAaute5epGZXpjdXp96fLawuTK4mSlfGktuL6HgBnIdUCxG4Y7oNgBpSSlN1LlRnpx8jsXXvr3P6mWqwCQyLrd+7oO/dqenoNdfYe7evfkA3aNDUJPUZ9b5Npdn23IdQQB0vS3ovPH3FOoQJv4NHxf0WghRfPa4KHm0QIN+VaLaY1mRr1eahKrdUI0i+7QLKcd187wk+2nNbDNZBHYRM09zdpmy9KyQO26++3NLrY1wCJALh++ERQQKQiUm06xKDkICRYR+sCCme0TI0CWdg4+OrT/54e4R+deWnrtG9de/eq1H//t1WLf6+NHDuy6e19HV4EDMoc25lJLxzu9qhOqw4drN/owanTTgOo/K8oXWZo4jP4ivUBNggUAYldkWHgUmSTACsVXIARXIUzUlLRQPRStNms6PotThWbE2Uo8bisgE6crLXZ8ZCrXkhlIJuEEK+W3Fdh+OykSdMOgVedI+rAapZrcJ8IE9cmvWXFjCSJHFkVQSHUXoBtot9jvkr/eKK/Ul+odc15hdv5M5ezzVzwvtHaTSLj5QjZXyObymXwhmy9kO/KZbEc6nU6mUknH0eUc4Q6ae5ibaPQ9UmWJFt1iZ2qYgNoMm/1eorbAmKtfmpNbNU61ar1WrVc3aisr66srG+ur62srG6sra2ur6/VaaPScOaxQzBe6Oofv2pkpdncUi4VSgYgqC4vl+YXy3Mzl+TeWlyowA+wJLIwVRx4c7j3Q1Xuoq+9wr+OiMuNJtdDwVGSk5aIkZR3qZnGjGM8LZ4YJU4K/cQilOGg4GziEL9EzkVohVSkWFGWJclDGiq8jlPIwUZ2m846iu2ya7ypWb78G03SLGfGpoX9rtNAYHLQgM6sLPkc90Nn+wEUmQBNAg2SMhaUQNFGOFqjKBog9VaNhYmWbGyDUVNYCtVLVGBnzStru1wP1Sw9Klqmmme1b32W3nQEW6IIr+VyzlFEFS5oJgEXIQUiwfInJAoClYhFh/L19o/cPfOSPjp763rXX/uHy8adePvbDl8bu6Tn0yZ2HPjK4erZ76VgnX3NYimOCQHEOyS4iWuo6vtF8dl4a5WUtHKoEIRjSYpXVGSOLoNZNNK7i6MoowfbTgq6aBcbbf/u4Nrdy0iGFf6OUJsKUNPrdokTUStiknU3T3NQ9Hsb8BPYxa3aOjBqHYzKV3v7QEgHLsc5cqhNoHILnzHqg5q9teMtVvlr11zb85erKaqWyNsNnanw9Uo+DbgJTCUwlIJnAlIvJwO80UqXD3vj6RrqIBJBIO27KAYBEhrlJBwASaVbf4ATAfaqu+QToN3h93SdCDv7yWzD1xdTqrOc5tQbVG1DzoN6guvzbiDQjgak0ZNOU74f+NGTT0BH8TflZXGR8kdd2L1fvX7p85fTCM3OVyXIgzcqP5Hvv691/aF/PwZ7e/V1BCxlKW+c8NIsP5rpDnQCEy87yIuT1OZPb6Q6bxCoMpMejpIyoz24e5g7+M1Xg1UJBVR2FS0RQWdTtaWl0R1UnN4sWSwo2gBq2SIul+PQ28urVx9T/UUdycWfkJWyRclNnpSwYjk4UP22aNwZlLM1TloxiUiiMBJolmLEkMZYWSBJjgeG5rRhG1G1zgGWOjUBL+hGhAFiAHBAVlgIgwBB+AfJQvoVu2j3yyR2Hf3m0Mr1x8muXT3zt8jf/5JUf/ofEgQ/t6e7LdvT2oEP1hZS/7liesrlxF+dw2tc2paCoxepkR4+1OcslwWaNuT3dlnZ/t9rdPi1p4qKb82Zu016NJ9B38hateZ35Rvf8xJHXBLRwKZenjjwCOAQYEDACIg5+ja9t8JU6rTeo1qCqR/UGVRtQ86i2xpcbUPOo7oMHAHASXjzZzne2csxnCUi5kExAMgXZHHQmIJmApAvJBKSSkEpBRwZyjBzMARtiwY4r6N7VWnlq/ezC2vTi2ox3rg7nIN2V7jrYO/bh8d7DPd2HezOlpHh3iAAbpKMpMhZuS+OnLduPMvt1zkqtHS2mDZn+eDIyP4oAlIkEiRgNMYlZiIgFrRAtQctYIe4yy9JmYrOmNnO6rYr4d1nL0fFmi1iwJYsU2CyBXoiuJ9Mi2WaBllYYy1ULUZ2gY009FwoYHXZ7ZB8KUQmWChS9e5vT1H8UAIsgfDVJoCUBoVQgU4E+BUeE6BELBt4nFuwYuZRvEYFfZ+nOwr2fOXTX7xy5cmzh2JfOHv/708RPjd4/euAjh5Nw9+pcniWVsAyAESSsSwQj/wM0oZoY9RGYBUZgk94PKkq2J3IOGMlrlBy3TaqnbInArsc+1k13Om1+d53GzbbSMbZ238i3tOyQFsQ6DNbu8yHEZmYQG7BHtdcP72UFiErjp3psxB8U4pCTkVG6or3UIQcCB5wEFHKUE2WSbGJwniDe6CROvsc9yNZS3R4g1P06EADwht8AAE7k+YEIilzmIjIAcNFFhkDgsiRzwK8hzaWg7jhMI54+Ud3eXwDk7nLS/yq5sbE2+8bU/OtTs29erZY3ACDXXxi9d6L/joG+B/vyo3kgIaMiAKhqhCE0gk/Kxr1x7N8yNt4ec10KeXTz9GG0SaqMSRCRbWgwxUBH8dlFMRV4ChVahXl3MqelxnE18+7aBwUJGOqx0YYB6FajCUJsp3+xifxjKvCRTrFdiCOz67T6mrtYlrZGp0W64Cs8IT6I2IO1FtgaRVmrRomltPtkIWyyvngoZf3hzY/o454kmh+dYCQl4bendQbltjPAInP45VgqCZYGsKTgigOSVFnlElmH8i2pAh8ocnEZ239H70fu6H3/H1bffHLy+Bfe+vb/+mSu88WBrgeHx+523KTkIGidtZZmt4euIl5LiI6WQENRkZStq7Me9NwIQnqH0dXPvGsJgt5p4iLZjSGOijEje6wqw2riQcee2mubFAnRIJotqzmtVWNUMDJwkq5D6ylvEUg9z0OURMHYU4JPKpIfFs2DMywEJ8XBMb/LRUzFuwsaVFvcmK4szVf+dH7pzBwApLsyvfcNDtw/MvDAcGGkIygXa4bRx8jGJ3IJOIaHbJyrVez1L8H2p5uGqq7/ng8JhqrQT6Rkwx8P0dsQKcSa13SWLFot1vcQLe1vs7omtYSNiVuU2JIj+Y+L0jZJvNVA7djOQpyawLU4GLX4zRDUPZHqbk+3nQEWiMvAAEKNXXgCzXcydLCYglBCRgXIScQGEixAIEJPamh5EjBxYj4hAiQ7O4785pEDnzp07lsXT/z1W+fe/vrlme/v+rl7xh+6K5F1vcXE+msFf9VBh4BpxBLDdROXBhlTsyWcongaTbZgoXBaXTp7EnRFPhZmx2QgjxbQvuJbx2oFXi+pp6Y/3lFnr/kmteddpBz6sFA4mgJ2iJ9obM7DTaYWqxvcVimVdW5DiKUzUJlY5MUwS9jCiERAZQzhlCwugFCGaiO64HRI4hy5sG56LFCQADiC/rBsA9hB5j7qBioB3PcWr87OX5qav3S1MrtARM6023Ok/+jv399/73D3vh4p1iNY56Re+5RK6yhjUdPXDjUnUXac+Mb/n703j7PrqO7Ez7nv9d6Sulvq1tbaN0uWbFnejTEG2xjMYiABB0hsYLIwIcmQhcxMMplk5pd8mMwkZBmGGJjAkEAIAUJYzL56t/GKLdmSLVm72q1dspbufu+e3x/3VtWpqnPr3rd060nW+ejTuq+WU6fq1vKtU+eeSh0G69HG5dX4TPkjCH3W7iPhPDJvjRhz0ydY79Ath+aNmkg+FXFFhYPTDXgnhW8ssGnqyDC1Z+Ruui+LTd6Aa1HudEi/+qD7lxBjKgs2WxnyUs5P9MM1BURkHdn98CaQnaSydF38miiGuoNp3RW6eVVqOzYtU0FqH1elsbpnMUuvlqZzG2AZpVGsfA07WigNoXSsAlhQVRCqSlFqAk+yCbzGZFWKoK20/M3Ll9y6YuTxF5/+f09tuuuerfc+vPr2tYuv2oBP99J4G7TH4CizMtCV++wHGhwmxmajK57XLk5P5PnFZczV1o3Rk0S1rwZTRc1GV1NfTfR+ktcH+CLli8hj0QkFG11pJvqN2rG8PBdU8S7K8RmqkCSnWjaT2LoxPbA9dQUgZt+sxITDeOLio6OP7d7/8O4DT+6Lx6tYivpWzFx188VDVwwPrZ9rPmk0n4goRGXwk74XlDmks2NVoLJ2V2IhpKubAlUWoV2cT7qV/bxB4ou0uy4a6cw3hOYAyJ/t/GmDfynGDu94oAY4eulHG0eiE5vdm81Xe1pwHpvdAl6sPgxn0fbmwM0SQFfAJK51MmBFa9/aOYmlvFouN5A9cFxlmtfGSQBsxyKawPOP0vxYo8Ei9Ipu0QXh3AZYKVF68If6GQBIGbknk3es0FIKvwhjiJjSC8Gx31JHhFWlwYoBq1phhji4Yc6rN8w5uOXw03//5BMffXTj3z81vO6yhauua+vurO5vi4+X2aqQIbaIckCanECKLZ6yCLbLhX1hSYTYZkGw1kVbtdGUgCq5zzF409zSM4pjYc5pIABTcIBBS9YShCajyaKfk/2wUlm5HlL0btlkFvRUGv7xO1aQoArYi7gswi6EmE6ePn7w8N4DB/ce+NHeyrfHMcIZq2ateOdFs6+cP/PiOeWOcoKNMAblocogGDTaYn8ZSirAwYlMaNfDfQhSg8NPfLMKV1jJzIGayaMRD4uVS3FPxygDcBgAa+A0auMqXipav5zY0GFceL7OyuKIlxXox2rCvCyBvA4nvf8IZ/EDiT0FSxE5yyZfBQN9CMWQ4nkj9zNK/NTWtqNKHGIlbu6gShhDBEAxRFodVaEUYFWVCTw/QNSxMRiAFesscZqld/HQFf/ttSvffWDTpx574d77dz/96NI3r5/XfwON9mMbmSv/EKDNoHbfXQKBNIGi2/NASmbl5elMcV5eJ3uRWFEGcCvCqeDYkOcUlH7waSCQhdyAVqHaZ4s6qiBP1jXtkXPeurPEpiApY7ugcpjcnp4pd2UzLPniq5EM8YQuR259nzzEBOMIMYFyuZMucQRQhVOzXjqyZPTArj0Hntwzfvw0APTMnj78muWzr5k/dNlw+/QOdWEp4LhxpmDsqNBop8wzcxnADdWdASp7W+A3MljmxV5KRsj++m0ZoPBKrx1JkLowgx8SMzhDZM45rbNFlcUoOlJlle1KK3mOlHJSHadavRiVGTuyKQ45a5WF1O9IeeFH6wNDdPJ6rq2cWKBsyJ7deD65TDDvBYmx9rB0EUkGwBLmdx/xyFlYkGM1ZfMTUJd9jqmysNNACXX5DktaiJoDsHbu3HnnnXd+/etf37Zt29y5c2+55ZY//uM/njlzZlOYN07E3o3SLqJSawGlqAsQkFu7K4cOFBPGECFQTFhVU5MTC0BEiQYLQRl1qVicvmLwqj+/+fC2Q5s/9cjmf35oe8/GxUteN2fJpYiYHjkSQEVt88J25eFeFJhNMwKLoqtchgVjW4nCC3fr0xQJb+Z19ZQz0+cuBOHifCcOol28VBo3h2ceTcHmJ5vh68A2hB6ACIEg2U6Nx6cOjY8cHNt7YGzPqV0vweehc1b34FXDQ1cOz3nFgq7Z06BKOG7aSHH2QopuPaz0Rd+ySRfcXUxutzGAUh8bBToDFR6DBgZbiEEpnAjRfAlomGPGAxdMzqIYZogd1rrJyLXuZs+QvyjF4XcgFRcIzAFkFrnoKswwAz+JWQTI1ZrUHIB1++23j46O/tVf/dW11167adOm9773vd/5zncef/zx7u7upvCvj0iBX0peCWHyuXbATUOs3DTEpK2sqEpRqt+iiFloRcZCy7h4SNFblSIiBbCS2Cp2Lxy65E9uWfoL+zf+5X2bn/rS7v0/Xv6WGwbWLIcS0bFS/Hg3HSlDYgLPPBmnpLdnbqBNYqzZ2mXFqhaTl4JCseIUXg8+8yj8Ia68MzSy5gxAS/3RADWkqp7ESULNzLyG5EZ66UFYjHgg8xypV1RrfUfWA9IzO4e55myvHblOHHyyXDwoadlSqYUTp3mq2nP8BOBiLL0xwj48vufQyObtI89uPzq6HwDauztnrZq3YvX62W9a2Lu6D6rKwcGpGMHSQunaGhyHpv7KmJp7VdBZSFlok1aisKEPzJ7dGLbzzwz5y0T2H2asso1gYSGj8qtlL5ZpKfoB2YvSaZL3ZMtP+i/oz25ct1g60Ip1ZdP7AmG+IN3GbGQo7ZeFpHg7I/D3azP1IQUKSi2JpOms+DtykiFADGk/JfWNvJtFYi0ky491lxhSKbNiwcSq9JbpeiAv+llak5oDsG666aYPfvCDPT09AHD55Zffeeedr3zlK7/0pS/dfvvtTeFfNxF7Sl6VbYwFjuV7zNCS0lFhauQOyOzZZYBVUS+7SomGHA3AAkhs6ntXzb78kz83ev+2Lf/77ifv/MLAZQtX/PareubPiTd1QQXTLbOPfjJ8rAuBgbxiluIMAyHNij1D1Mj+EhpEV1NBwSlajgwux45+CAB4G9orVcbqn8fZirTzusuIhCu02RaP1cjP2RfH6okwHqfjpdEDO3bt++K2EzuPYoT9a2df+PNXD12xYMaKgcQhFlYBqmztNyAJ7ECDn0w7caTlZXGAYJrX7pocwPHmyCjOzVvraG4K2csqQ7/eq7BzIULsxKrrcVLS06LyTWrF+jCOV5Yz1LHu7kPC9kz+fIv1IoGmBGkmagQBE2BFmut9nmIpVDRW4KwP78RXbGfJhFBioK3BcvO2FDUHYP3hH/4h/7l06VIA2LFjR1OYN0J63jK4isyD/oqQyPN0RRiD5bsBgarcHykYHVUSy04VoRqn2i9SsUq/lYKtmVcvv/KyJbu+9Pj2f3z44Ts+N++WSxZe+NpooAfLBKNlPFIC9A7vvJnVIj/WH6hB2OTuBOyfmeVmU9N6fHBprgcbFd8StjY1iAtDVEMTSUn9MGvtkg7y/FgZqTEolpDlxEEpQRyLL/HcsArQCdH6CAeAKnTk4Iv79m4b2bPt9KaT+CwOrJuz9OfWzb9xWdesHtAcpYoCADsNJDHWwUzAh6ltL+XE6pFHHg5LisPsd4XWx4YWQ/uhUaq9H6avROFJAnCP+ZxYXhrxBrA20clf01V8i3XHjN1DYNyziDvn5cIpXj0dK4oaYBJuyYIpzVChTCGTCKl/hEQQoQ9/dvsoAEjmVjxlmA9n6CJ1avW97aQYuX/7298GBbPOLOneoJ2FJqopBw/F6gbomBIvWZRAqJhSE/hKCqGiCvPIkACsKkU6S4VSWGQfEWqGaWyc6reieT9/5awbL9rxmfv2fuOx/fdvWfr+1w5csRzv6cWRNigTREBtqiZs7ynpRPMs1qEJsaImTO7ftS774kavIEPRE01BhrmbzZYnYRNcD/ElRvEVGoTY//aq5OSxPC4l2J+0caH25WQbmLNCXIbE+bh5rWeeBQEAYoBxgqpWbeiNCNAYxF2Vo4v37tu9beS+FyZOjJc6yoMX8aPcIAAAIABJREFUD8971dK5Nyxp621Pi5xwp3qGjcDRVyXJNEgSjNy5xXo41l5NEJJRTl6sKgt0rIXztOsV2arYo/pQu6+ryKD07fD3bY7bUvSL2ru8vm3QrjLzqK5ft+38nVeFO25AyYzdRvFuFnPMizzWqZFhI24L7JQ+kfgYoFxXpwZayS6jxEBfBAFOZRhIqUBy02dkYd0xz4xdJyOTzI1tTWo+wDpw4MAf/dEfLViw4G1ve1sScs8999x99908zc6dO2fPnn3s2LGml87pROVE8kD232QUE4FSa5Hj3h0g0W+lVvDavbvlxEEdICqlFxJBTDaEQitWf1mjYoEISzO6l/7mTbNvufi5j3z72T/9cv/Vy5Zde2tHXzu0EVQQJiJnk1WDUyuPck6ra++ozUFXTt7m4pvi9tHnKY/M0iu3W7g1pVhZg+UvVSzahDE1GJAbqNOVAWcglNUJEhEATFRPj57YMRJvO7Bvd/ypantf55zrl8y/cdnsqxZEHSWqAoy7sD3D5NlDV7z7T76Re0asoBEoOCjDxRWngsse1YvndHbWigSZ3Ez/YeAr7JFB1H65eUVh6qpRzTNRuBSuuJL4hgQMQ66M2EYYFkNXEuzj5Z44cQJOTy6iGBsb6+iQbmzIpiYDrImJidtuu23//v3f/e53u7q6dODJk9Zd99VqlYjiOJZ4NI3iOLY+5qTEUD1RVqU6rZgAAKuEVUAErKZm7OkngczKShm5x8oGK04PEKuk7OIBqrFx755eX0iYOHGgFFcBpG7lE6P7FLx3Lp2z5q/uGPnXh/d89t7Hn/zYgjffOPjKDdFIW/mpTqwa14Qp+d4ZTFRwQs0zkDcdNwjjcqjw7OIPPCZCMJ1YnLQJTPaqABCCWTUyrz9Zy5FenopuoImtMKH0lpG78KSK1QoI7baKy8VZewxFVVaFoGpUGjQB0RCV3grRAqRxOHno+MjGbaObdhzYtpfiuLt/2uLL18x97eJZr5qXGD9iFeCk+rIfdakE1gizkBP3v6CToR2LNj5LA9kqbZ0SyrBM8THJWKydxf6L4pTA0ghLJ9pVrpGcxY9s7YUgDMMBuje4sTqTo71zeh+yRZdhFmFrgFxz5g1gzUdUZdnzlM6i9WriVMQlFKm29i5gNY+g3IwkzItjIwnKyLGm90h6MsXcGNfb+i30HvRf1otUv7FWc/sBAOI4jnFyEUXBDxU41QywHnzwwauvvloskojuuOOOH/3oR5/97Gevv/56Hf6a17zmNa95DWfyJ3/yJwDQ19dXa+k1UWVsGhwAYO+GmHcGdUQIoBBPgoFiwqRDmANEFcgt1m34hQCg3DQAGCN3sIzc4zQ2ZsZYpl9G0eyfv3rGlSu3/+03t//zNw4+9/SSt906LRomPosDWOMQhTA5sNbYQEgW1Tsfc2pkO5uzCQyrss5TTcSbOqfZ9YJmr3cFOWvyi3MMuRioMekIoAtPDh18cduOkR9uP/izfUAwbUn/8l+6eM61i2eunwsAOEHgTcv+hgWkoZNh5A5+oFQTk8Yk808hLRlEZYTOEto9OSUGpWrKMOE1mLpxl6Vw0jJIM4wgoZhX5OI3ZngSy53ixO5fkDwwihzc1EHhN+ejKzs2BN3CZuwWdHMhOwdYJnDatGnT2ycXUXR2dtaapWaAddVVV2XhuN/5nd/5/Oc//9GPfvRd73pXrWwnifSOI0FUyUxsjNz1BYUUVSlCpCog9xqaTLzKOwPxrwhZbIqruNV8Nba8wKMNv7QqC1IVGiTZCaBteNbyP7/9wLce2/fpH238s48vfv1bB9auhQks7StHJ6L07kS98fQmdTHQao0QwJKgW5gaAFU1TLpTOkXXQw3hwqaQWg2KJSUnfY78PqYJJ8tlxdQItsoqifVMXKxAbcbOq4NABBFE6ykaJqgCxXR4dOTFHdtHdm078XtHMMKBtXMu/PdXz3vVkt6FahaupjO0ZuQ8oSmAjRv7rFDBOQFpAVAy4aAxcmeuhXWgrfpSaJFPXUYGp41lI3dr5cp5JVhz7/VEMGVxyueqUli9gWyRjJqPjIaIbDTpMOSaQS6VLo5chqYaeWd/iB5DFiuCLQuf6YxOuSLlAbXQeIvVtTMZ0Eco3+eltQBOSVbX9LL7sc6D02JMC4VqeSPSFTRm7KhE0mo5uZSWoqYdEX74wx/+67/+6z/90z/9wAc+0CyeDZLBUuotklJNIYD10R9gFRBJnwZCDFBVKStxirqqEFVT/RZUScWqI0JiR4TV2ColjVVqLSIgdm6IWkLVR/pvvrz30pW7/uIrW7/8+YOvvmj4F9/Yc2QGHkYqI5RIXYco26RLgRiMlYgzDLdys5GFX5wxWs3NkDXbp7F6mRNmGEv9Xzs5OKE2qgEeFeAjSmO1kkYQBmG5ORyLYiNhgu5tWVUseYxdpqDmT4chTyL6lATPjL0CNG7JiiXAyyqHZ+0Z+cn2PT/eevrQyVJ7aea6ucteceH8G5d3DiiffFUbjTBM5C+u/sEfT4Yojjbtn90k9rMgyKeBoGGTiOTU7c7C54rpVAf5uMoW2qtdLolJssceeUl4DzKik05uYa40BXE+OpCVqtCAMmP3Jw5KS3H7K0Nk/NzQCOgJkx7dEIB2SJq9+UDOhLdICCLlxWrOIlUpEr0zuBJYIZnJyI5lx3wCPsswP9cvN+IMyWZujhRJgy0rNgm0shRd0s4MNQdgffrTn/6DP/iD3/3d33X8NbQOJTbmyYcqyrCdITBSR4fGjD093WMgKbFYj9zY5AHTQFDm8OmZo+orSSAwgJX2LX1MqWZyAgDC8sy+xX92x+gX79n/z3ef2rJ32U3vmjawgNooGkMcx6yx09BHgmK7haNbsUtbFMZm56kQ+TN98fNWcZVQgaLCwFnQXCZ6OzKDomlpaFydGD3ywt5DW/b/+Y7q+ETb9I651y6ae/2S2dcsKHe00QT4h4CSpKEahTEFSoFiCMdhwbwmNtCBi/ftgjumugZLASSQQZQ3Qh1tBzQ8ogvykXumxyQ3sGBss7LwvGroFEJXNXEOBIZjw8OI55XgmqkUsUuEswptEWoOwPrLv/zL5G/ykNAHPvCBj370o03hXx8hUtQeQwJyJ4CqCEyllLi5ipVXhSpFiKCM3CEmrMTKlWjMApmjUZUXY4qAgAgSE3gwbhogJlDe5DGO1ckxsQe9GzBGgjqwNOvt13evWbznI1955rMfm/PWmweuubJja3vHtjaICBCoZOqq/5c3xV5gc74obDp4kcaK6JUd/acMVZa0f87ebedF1plyCkmqby2k1x/D0VETpDt3tzytZCK7ZdIsttZK7z+TJyK0fC7YpcQAE9akSxNYurTS9oaJQ8+P7Lp/856fPj9+4nRnX8+im1bNe+2SWRfPi8pRymRcq0hccXl13edsS3NQWiiyEzCFE9NRmViXDxLTYMl5VaB9faHDmVdKKNfwsZReyP4KjGojwd+ByNMeoKY3OC2pWx/tTGHdkq5dhubJFOEVl2xurX6CVnHuONexAKb2YVWWDULDQ7PoS/Ar4pWZyauIbTvZQfbHCi6TIoGksJFTisFJlr8GbbaZxsbqPFwZUpPNrRWpOQDr6aefbgqf5hIRxBMpuKFYaxf1WSHomwcp8ZJFoCFX4oghdTRK6jpn28hdabAiniWJjc3nhClaUvotSAOVhKZLsQfeabrWLFnykffv+9hX933xruN7ti258baOqEyl7L0teg9ibCCkeGzTyZ6HmhlbR556GLYQNbjXFyjsVUGMDef1Y7MY6omKAABOT7x04MVndn/46aPPHSy1l+Zct3jhLSvnvGIhxhFUAxVwEYYlQsazTz6OyeATQmkF+5ZVilSe4IjLIgFQTuWYzuiEPvgpmpfrlsI93GB77yErGQhZQlZZGeXm+qgqSoHNEu9GtQLlPHQlZA9byhfqeXago5ryshh0yAP5Ig72WWFr0qQ4Gm0RGj/StvWL8wEA26nvspc65o1TFfQhYJzapGuDKm3GnmIy7Wi0QliNE/0WWm4aCBET/VaCtCCOUyP3WDka1agLjH9RoBROMQs+QnaIqfWfKWFv79wPvevIXQ8e+MfvPLfj40t+/va2gb7oZNS+r4QVSwec7FLTgOzpX3dczErmZcmkBmeSekFM5hznMESVlJsZscAszjn8Jw97FeHM5ctKbPOhjI/I3cRWrF5idJWZOsG7N05odlAgyXFP5bShWx1UixQBAFQRh+LyhgnspupYdWTbtt3PPDt6YAeNxn0XDF7yH68bvml5W087QGLZqxjZL8+XDqz2I6tfMLsrMLFqbNmxiMQvBk61U5i6VXUs1lVsYsut/rdFSvICWjJzNw3kgSrWkLaDVwSv6rxSUKCrZZLzAv3YrCidzxliiiGCnhaV/Fo1yt6u03XsXoupIQiavJxVwof/TEoiICT2fol1X+mn6akAJiKViVXPb4rgJGPax9TIa16wmwDcxBjGeXbRqeG/rpE93A3WsTkg58NbEnQHIP0+0tWQZ9RvRBWH/OzPgWJEoOAUsQduqtWKdC4DrKMj1R98bGRm7+K+mX0XLN3Rs+pk9XSEcQwUIQJUkU5j4jpB6ahSP1iorsexDhDJBljK01US6AGs9C5CDrDYyWACsJJ+w2L10CY9hPQYxRmvv6Zt/uyRv/7Clk/979kfum3GwhVtI6VoAqlMqUJLERsXHtljPpSyIDWSV3Mg85g5nXjFpfOLuHJmB1qwEl1/kpxzCGP5pTROyB6KYKwaY5OOlqlSz4RryLuhwDAsA4Fa4OzqSWEpjSPFqIRBOA24PD62eMfOBzbv+s7zlZMT3bN7V7zz4iW3ru6ZPz3Nwk2svBo6RYH9E/lQQF8uE4tqGufoyvzVg8kEpuHIYlOAYBfEMFHKwQ5na43JYo1dZOEIBlNkUHM6bpALZqSxwp1Yt5+lWFJcPk33ciNQv0r+XsygVQxJLcz29Th2t3YQmMprMJDuzah8FhkYbknnnhu6wFBqJZ3SJ5JiHdBWTO2kp0IW6C1Atgz+S+TIybSdxomkimAiGWykEbU6X7LK1UtkzEQ1heYYu5xhOpcB1pNPPv7Mvu8CQMf23i0fnr3m5sHFF83Fro4JKkEM0Ak0C6ANSJ0MIrqG7bHtyyom5jpLB8YRt3bnAAsFrRWAAVjJs+o9BMbYhfT/PIS61i0f/vD79/3Pz+777/9Q/cVbOwaurnbHEFHpVIQTfBZXFMRYKVvMSGZLMjUkY5og4HBVKbVRzSgpE3XVyzCPTdNxXNGCJ5OfDrWjCaAM0ZwqdlGySz11+uje3Zt3P/jkie8ebettn3f9kkVvXDl0+TAgUBWgUr9QQmD4vQY7Wdj0MaNoIYsU29ACUlSwZi9Sxc/ImKJF6Ct5w23SqPaC8zRGTTs3DJCCIECWBs0XJkR5n6+46Iq/Nv7AntHJqxKYE5sklpes5A8jvJZGV3BuA6wrr7z6uhW/fvDE9kMnt+94evuWx7ZGUWlo1sI5s1fM6V8+bXW5/xePlPsq8TjGMVRjRKTqBFarxsg9scGqxFElUWtpI3eCCqmbCjnAijnAAoBEL5Xibu24nn9Z6hu5G3Rl7ZbT5/LgrPn/7f0v/s0/v/j//nXsxhcH3/Z6pFLPs+X2AyWKCCLQThzy0ZX6GZrCG+nAdXV/f3TLUwVfl9ENlP2M6wa2tQmsmAwJWCqQreYzkmaTyMQKNGyCDNGPKSSAXLCOYFoDwX+1w9hpCDJvHsVOoDt2BaiizmoSx+sDcdvrxuLhk/vu377zns2jT+9CwMGL5q9+w6Xzb1ha7iwDAIwLZRasqAEuUn4fjiBrBxZIfpZI9yNWLjudMssNmlgqEqt5okppdQ+hKfjqJi1unCZnhUKgSLutsnx8C4DPnNCp3Gwg+APY+GG0MUvKhNvAs3aLwVaN8GxeDj4xu8WrB10pvhNClyEbPGxQgJNXpMwBmh1YoSiZLGM+gBlLPwsJPUXERpmBrq6LMRSzqKDk3NCotUTFFdmokRV6dmCscxlgAUBXe99w+/rhvvXVCTxycvf+E5tHD28eGf0uwvf6n5q/unPRyncMl9s6qtVIXfYccWWVNnIX7NnjKE7GklJ6EddgxexcmblmSKTyH4D3S4a05LW+q3PO799+6J++feSb940fOzz067d1dZapRFTOGK/BHjiJGlZhR9padMb2x00nuamb/AJyDLnqKLaNsD1hDUAEERysvPDiXU/sfWRr5VRl+pL+Nb9y6eJbV3UNTYOJpuz/C2mh6sgSxi6yj/UMJ1g+j6nsok0si21nmsI17VUZRu5CbCYLmzK2b/XfNjg1s4pUkdQxUNb4a2QAhRmGrebFc0atAJO/BNTHPrI4AsPWpHMcYKH6ALfUDjM7hmf2D18ANxw/PTp6dMvIiY33/c19D/6f8vwVSxesWTNr8SKsIi2L4w3VZAdQxRROVZSVlW3kzi7DiaNkHjEfD8Zq60JonQymKiPruNCQN+Vma2tL/e96Q2lw4NA/fOPFv/jHtnffMTGtg0rQdhjbD0ZuptzhjoVnhZomDyqE3oxJv5g4YUIAvlW1FskJ5EqmXG2OqJIpGFuM8jReBSgXsuTLbzcEmlYStuOiATsCcl2aY+mbbuCT7s2/Yde7doJYh6ZSlC8ZL68ahyoeGz2062ebdj35zNhLJ9p7OxbevGLhzStnXTQ3TT9etKI2kR8tvgJugc9CyU4DiK5NOlhvhrRKRVuvG7Nf1soKCyAyNQnzv0C+IgRMrNDfOVbLiEUnkMmfmoFPwm4Ig+jKHVrEZHDykAKprJ9ZGa0ija05KAFMC0Rcu5Rm4YlVauNHFGwDrDQsc+zYtTC+Bsh7R+hX1Ppd/HWw9kFQVvpydt5ZDcqxugdxsW2cpGKtvE5D68R6omEPlvtQrrhCHUtWoN5iaGFQbcf4ZOQ1XqvQOQ2wSL1cAiiZ1p/WOTStc2gZXXvkxL59R5/at+Xpnc9s6ShPG562fuEb13VdXgIkIqxU1HeClfSO5+TcMGFSjSMGsDAZrrGKjRX8gizFle7orEsqYh0lOMim33BNqbv7wCe+tPOTH5/9offijO6uqNR20OtpRTpekS5a69as2GyR6kUC87CKLWpuJa4V4QWkkdjCVOdevu55w57psxi6bY+ZgS5rDQNSu2DtVcEuLxmCMRqTqTgNjxcf3zOxcfvXnjvw5EjUFs2+csGiW66Z94rFUTmCWiinhfLQlRCV0c98dAVqBVDNxhmmP9HjjzYr7gdLZzEFubHAGbofMNqxZvX3asHkJye8GYQUmi/krik2urfMm87nZ/JiLUwLIGazhHHmY3atAP9Kztpe+AIje6CMWDFzrVMsy5g4yg5OVCT8cuYkt/qMvxSrAskNBACw4JR+MLXn4qhPBdH6aezZbZGIgF3NEqjxGadzGmBx0r3AhOCMjnkzBuetnHXjgRPP7zn6xLbD977wufvnbF6x6IZLZiyeg3EpSt73LKzOQCTX5VUKsGKMYwRMTwNJLSfJt9ZAQLF64Gd/KtbZDqSkHTbm1arnqvXY2bn/o5/b96cfH/qDfwfQb8+vmmHtLeaTOJcUzztJ+KZJ6KcpDGUImAV00ljRMaFimPPqFMcGGyEsYeNEEA1US3MqCf+4Wt0/sm3P9k0v/o8tcTWevrR/3W9eseRNq9oHuoAAKqi+Cqx7uYE6qpFXUpBh4e8sGPSxgJEngxAb4paZwOczGS94sihsAl8XQ91oxJ2dOrEZR42CDGbOnup5yhVAoxyEnKET7grFvj30WblYnkepZ4Ez1dMuLQ2qOJ3TAItBDaTYfY2I0BYBQAmi2R0rZw+sPDV2ZOexR3Y/9uTeh5+dMX3eouErZg+uRsTTt8DEVYQTEFei6kSyt0Z1REhxHCW+HphbdqQY0tsGOa5SJvDWnlnu7EU6UDqGui5aPfQ779v/N5958U8+3nn7rwINpdGRpf45Q6RbJDjgpVjhQJAke3ZgeclODxljl8Xa86MK1S8nMDGIofw+PhZobWm9LAxPC+LqFdLIZ0lluridIVvUQAK/AQFkT+6cGVrlA4A+mqUJgArAOEbrxjrffvylfUe33vXUzh9vHj8+1jWrd8U7Ll785hXTF/WnfMZ98VyBMjqR8J7CvV5W23jvTsQ33OeCAFws22ohM1M1CTKwvJKEqiwRlomYoA5o1dwJQ+5TckFp97KzWH0uK0sRAcDeSviW7/ZGQ00t0lce4rcb5oICTx4+VBkkEirVAApL5hckWQSrHKlPiLGhQO4TWzK0Mq4feBZWWDLlSR8UyO0gMWxtsHVOA6wweS+wq6Nv1cCNy3tftff4UzuO/PRnm/6tp/3eZQPX9l6xBo8hTgAAEqbKqsTKChETDRaiAlhJ744Tr3VAhJAaw4OOTWdC9Lo5OXghTCZ/56qlQx/65dGPfHrnpz7e9YbfauudAVq7Oqndb7J2ZVNV3BQznJrmmrRKGashqQixr2EXYUQ0hgdPbN35vx4euX8XlqPhG5YsfuPK2VfOh2rY8frUUu0jJQN+hcld2hocoJj9UB+3qVyvpmCKChYeigvuiZrsc6GRRpAURUWzFI8NB4aN3Jv1hn2GLY6u4GUGsDyIHavHSO09ylAqty3o3rBg9ob9x557fvSen438W9dHfzz8wDXzllx0emE0tiGiEhBAnF4HCETqHh4yxlXmDhxLg6XK5bbfdWiwTD1Mso7FC2f/3i+/+D8/seW7dy74tX/fXurtGI2icYDILTBEtU4aSoRs9qoRAgNQ20nakX4WlKY98mM5bwzFGtGzYn2StV/F8uaSOKkLWgkh1hJG8cnQE+ikkubMaAR8xRWz7TWR+k0QVO2iIorWHx058vTWnzxx/PGDnQNdq9518fK3r+0a7AGwTNcLULBlm6a4ktRCfqxUHLL3JimNCFzZUDc98pTS14VGrSW7Dwio2awaZTcief2gYSrGC4VRJHAqMIF52i/d/6Xpln8Ryz5LFGYBcfyJI4sFZqqybD7+zFHTG0jNwirKN0/4MM4W1Vc4CbE6AQFo83N7wnP52CFploA7UI3pyf7r66i4DIlJPXnytBq9fACW9A6sycpNMDh9xeD0FS8e27z1xXueu+eb+x58eNGVN1XXX0AlIMAUYCVAQDmeJvWdlDFj10gLagJYwXr4MzACELQPDw998H0vfuT/7vrMJ+b9xq+1l3thHNPSmtIDs1d6AmGqkGSWQsVYUUcSdBMQNoHPMZCvQ+szedqvZnOW16cGirMY6uyEZHo4nRo/vOfII3uefXT85On+1bMue991C29eWWov+dyaSAXRVW4eH10VL903eyow/lx0JQuolm6bmwDmsvQrrbsQZVNBnOb3ZtNLpQHAw6S9VWhUSBs9mXPtVHw0JlADY4iqUNtHIcWJwUwU+lkxlFZQz4T2jQyasymOmcAnKwc3cm/uZNwsevkArJTk1yBu3hABYPb0VbN7V40e3bxl9Ecb7/389H3L5r/+tZ2DQ3Gi/SI4Pas0NhClHUF/iB6D2ZeSfvCEEJFWluDoJeMTAwIQdCxdPPiBO/b/7adH7vxUxzveX+5qB4TySYzGG55cs6aNYvqVsEqmHm/s4YmoodiQ1fm5SWZ5qrfuBKU5ldLwOBAcGtm9/elHR7ZvRozmXrHkgl9bM3PtHIiRsk8DW6G5wx/T+Ytx8bxMQwb+gM8wci9E4eJAEps9pEq1M9v4BeFIGNPYFN46hGqc8y6CZed5cm86FKufskCJD/NrBVWcwq+Bc/a1boH0Zxed8wBL6g1CT/dUuch2rxEM9a8a7Fux8/CjW3fc8+z/uXPe4CXLhq9vb+vGmPZf23FidhtWAauAsSqpKMCytMQBIlFs8CbOKnStWjnrl9+1/xOf3XXXPw79yi9hVOreU2ofx0KnhNJWLpCKzxBCDhYrZuGZ1Q1gUsEsTDjyKx7LS82JzW6IGgZ6sdYsyCaLRyA2CGqz+eg3oRCAj+ljoDHmUYgIJhAXndw//fHN//LE0RcOdfR1rXrH+uW3ru0a7oE2ogm5zHraJahwysgRUlxlHAsKgMmBJm5eXwjkWVx5MFhKno5KRk5h9/R+lblnBymjKEzzSS/DecmSgWuZwGfs7ywwZvdfd2rwYtP8+vw8NlOnUeOQN0WgparRgSak2GYTam9vEp4sPkLJEoKRLNbJDbFi8yRTDW0mfc+JQ/IQjCU3kCwJAyvQmadzHmDVSwTGBQoAACBGi/suH+5a9/zBe3fuf2T04DOrh24a7lnbdpjaDsdRBSjCapt+2fqIkE3CMWOe8MyY/AXy5xI+S9ibhe6L1w28862H/ulfD/zLvw7c/va4jmMZsbjadoP1ZGm69Wg9Ek5ecZNHk1qu6V3p6oZthL0xIhEgEI2NHd+967Fdn3lo/OSp/gtmXfZfXrn4DStKHWUAoAkKKK5aiiYPRvjoCgACtlYNFpMBzs52Snthhif3SSit+Rwn5V1kMA1VQMzio6umUbDe4UYh+dkHZC1KL0uAJW4lxGT6m6nkTrIISl2dq4ZvHB5c//Tuu36272t7ep9esfkNc14aiCbg9FDp4PrOaicabVYypmLm8sqToaAGS0jFt67E/gIAwPRXXFU9cuzoXd9rnzu3d+Wr9G60kSFeUCGTo99SgVnV1s7uhRVIVFaFY/l+1a+Ar5sBuXoFu4xJIc79kl18eF9r8wiKKEfyhgAA4xGD66XCuj3DpgpUjWACSgsnOl99DHvjg8/u2/qjx/c9sRWAZl+yaNUda2dfNj8pJT4tyJgtfT1dsw7FlXQ5oCk/57YcVp6kQOLqJa0Zcrsa28ujf9sge6CMuwgVGymvpOKqb10XqizE1sM37V7S4NCE6IdJWsPcYRnWjRWJBYCIjZ2alG02G9DDy69AYzBBdrbpw5EMCYVAX3HF64Neu1sqJT4lk451pSLv7akQhEQXYdmzW/IQpF6QsirSOvSyBFgFid8palNPx6y0ZXrcAAAgAElEQVQrlt2+6+Bjz4386KcP3bly1quWTLu8tLT90BqgDsQYoKq6D+tHTANbc5+wRNCKV76WE3sGAMK+W26aGBk99OVv9L5jdvvA6trKbGRvyMdNSFkVLKFZCrOCsU2n2otr2na8WDvUX1yM1D2+d/TJ5/7uiSNbDnUMdK36pYuWvWNN96xerLb0ZJdnsR7e2DM+2Q8ggap8wYIh4diCDGshf8KSYmsfTrV3ucKjqNm6LLJerpnRyItthHM4MJdP3bFiyuKm6MHtHeNcz3yrwazwOSTzT2iw11RO6nXQyxhgFe/RBH6nQsSFMy8dmr5i055vPzP6/f0ntq4aeEvfM23VTgSAU3PaJnpLGFMGwCogmzPm2PUjRj3jzwE6FQJCNOtdbx/ZN7rnq59re+9/aO+fFY1D6WRN30XZ0oZ1LHrTw9zt5TRyQSjWwOeB8nQW/hpRlJo1rJClESP9OpCfBkl1lFuwPCsVJnC+vGhsou/Qzsef3PH1R8dPnOpbNevS//zKRa9fGXWUAVgHqFWiOvM0mcxgkjqtqKkSovOKEDFZ3dR0PHsmAHJ4aPkyiSrWokQsv/PAZZDbASlgypqBnMI2D/Vv+2J9l1/e1tnVoWVgKXYRUEg+EZCJCiqvWK7lSv855ZFqMR1LNitHa9EC00YOneMAq3ZVkchF8mYSISB0tk3fsPgdew8/tWnvt3/6+McvPPTm2TOWx+04cl15rC+KKoQVihIbFKub5OEOJz75iSlsRw6/MOVtNLnqAihCiNo6h371vfv+4m93fvlTc3/vNzvHu0qnNUwrVHXuPsrkkOYSAX1Js4cI0jRD0Rs419WZcxOWMue40OOnGWY5x2JZtAzsK05pHiVPfgGXOpX3Z3pRGpXX2kerLKwUljdnDUL1JxsTVYGSSwvUZHb82J69x3+8Z9MzQDTnqoUr3rFu6PL5KbeKFt9lJIswtfNieLDxxdW3Os9QTZkgQb3k9Ua0QZu0uBXfe4UkDFPhdijKjc1ADVKwvxJL4mbJzpVNPj97qGYKE0H6prjzcW3tjplm7Ah255GKE6cfkdL0MRnvDIEMxJYTPh+LG2RmIKikIjP1OjXyAtUD+cnELKiiOFpClcaNTcJJYNjSdI4DrMkks9LO6183o3vekzu/8vjWf14ycOXyea9uP1LtPFDBClFbFLcrEMSzhvgyvQRfg1UH9E8GA7ukcv/A4HvePfKxTx743Bfmv+OOold7hXUk9e+7chjWc5dfmIJZ6tIAndOk9ozYFUeDVQSI48rI7o07nn/g+LGRtq6O5betWfXui7qGemmiyV8jnHGqXbVbVynmUUMlkmKbVZxfytn52sSNzaQVQraFXECagkJNgvN3pIZm4gDn+mMzSGgkEmJRes3irvnsQFdwHmDVT6laiwAREHs6Zl61/D2b9/3whYMPHRnbu2b6bb07erFKLy3sOL68syaFJrJdkbBRRbsfpn8ZIEM0yQAAoGv5ypm3vungV756dOH9XUuvBS1L9twgK64kUTUJuCio7OFDqSgfUi1TkyorvD2WZMgURdRL5VOx3XYWxyIb2izNmaDokhpEb1grADHABJYXjpeuHNn6/cdf+NFT48dPzVg4eMnbb1z4huVtcwAIaJwr+fz7IR2Zm7IwFp1L6y7M/mg4Z5UpqLyRuj8fyq46Sj+jG5iM16xyPT55JvB+3rDYdSjMGiG+n6oNyDj9umgm04VV0eJFDSbAV3bauhYhK9MkUSBZTW2sFhZfvyd0LbEMe+OvFVduiBXrCcBZyjbpYqxkxo5qWRWykK6vzLAF6TzAqpcImFITACDC8up5r+3vWfD07q8/9tNPXjr89mnlwYlp5eMx02wWY4z+fOYALFBIRc0H7oc3BBiZkOnXvfLUluf2f/NrM965rHPW3ExhCsIHNe0Rn8m9IVub83RxLcrK0mxVVh1Z6tpRT8aGM5PCpmYyRYBI46dPbt/0g53/+kh1rDL/+sXLf2Ht4CVzAYEq3mU4+TSl09/UFNbcUgqgtEI6BdE7Vx3CtM56NSVKqzrJRzCNrPStUNOw/OEPFTOwVxCWFzPfyQBzmSGtRpPlYv9lRGT9mzN99ZVL7wCAB3b8w8ipLQAQVQEr2f+q7r8oFgITvw8YA8Tpg/0PwYpFnTgNJ5z1C7dFnV27vv/5sZ7qRC9QWc2m9j/Sf8HeTfOpt6ZYh6RYgmwOIAtjKfkcATKKM1cGieNdys0So/XT0TMEWsarTk5xARnQE4YnCM9Xvk5U+kmLDu4sffOBjf/rhScenHPVwtd+7u1X/9lrZ62bRxWkCdQXFVjCkxdIXpomUDMXoBx3DGKWjPZzGIbBjf+WKLNUXxsSYls8PKvnpoW5eVp/CTM0abIW6nsIpP9NliBCoTIVVPDkCZoPqlxoZZ8r6F9kB5LV8y1RmdLLjiUxttXpZa7BCs6aBYnA+SB1WvvQlcve88TOLz22+8uLB051XHwTACABViV/8eqB6/TRCXTAh7vcAkWQHNSgiUVSHogpAiQod/XOevvPv/jpT48+9J2ZN70+msBSzHRgdoWQpNMItc8yZ3aO6aYf623NeCzfuGlVixDLhDHM1HEhOmPaJ8YwQXKin3dLBh2iyyUwebiEnqihWJuE4myRffnZg1QBnU3UmKanqyo0hngi3V8hwfj4S7v23bPnvvvjamX+q5Zc+CuXT1vUDwAU589l/ndMtWhsM0lCkXVxNaO8ZlzFhQjD8sCymoV+82riLDEhCsLmzMTWRJKZp97X6PTGySSORpuJxA3l9z00tg85hp3+WWEOa08OVZx+b25ufsSWV0QAh8vkoDdS9bBhkwWnzE9vyiWRIY+lzFjwYluNXuYAqxkkYZSOcu/lS3/pqZ1f3f6zb87uGJ9zxWuphJXOEpTsxAxeWMeCainUztTMeFKTCBGguq0EY2/rSUY7qWN7Llw77aorj3z/B93LV3b0LbeWaR8lOHLyQKnKpuRGvCoUt6lXgbL1aFDCgpzroKZfqigvGMVeRCiWAKdVyzMqADB++sT2TQ/s3PwQUTz/ypVr/9O6afP6KE6/DcylSVvSJpFzXdRsmNCMurVS+2RSrj3QuUeTV9MpsD2qw39VI5owMaQgw9YEVZzOdYA15Z8GpUQUQXTR8FtKo117fvr98q6jS9a/6eiqnkp3CYkwZhsXVAzsvUkCHJzNJgJApBQ5fPmM0lj7FEz1Qm2hhTTrTbeefn7r/i98Yfp7PxRhO/As/p7TrpfZLkkaIFu3ZItgDx3mc8EpzzSIw9CosjxhgNQwYxcPiSoev7QsM3w/r+Ua3ufDaxcoDvKKExtEZIiuMBY5DDm3CiZm7G0rT+HFu57/+mPbv7+RqvH8V6xc9XNXTF/di73VeNySMkNLpn9P4s3YYgubgr1YafNSD7G8OaYiUqx4hbtWRxnVcAbnIpowcw5lH5WHVHSTMBUWevMl7TzSaG6aSPm6JSu+cNm+grkgY3ZKiDEzgxRJ7D9ZkQRYoUgphITRX9ylu9Be5HdWi2FY/StZXIleFThDVLG+DOhoqrwsZwfGOtcB1hklRFw39Lp2an9h5MH40fGhRe+K2iKskjW58u7hTL1MC6W1WRgrOEVAkUoYm28HGcQQVsOovWPottv2fOxjBx784eyrX2fNTo5exMlbu7LH8GiWoqjZWWozw2+Yprg4UdGFbQQAp8aPvPDID3Z/6jGKacFrl63+lUt7F0wHAKpUg2bsrTSXTYmCq44S+EIbZFj/y64F89VWStNb1IF9Lb4cahJ3PcVJ4+Bw7jo4E7uDrW4KQ6U6stRxV09YreU/2KWcHegKzgOsySZCWDn3hnKp47nRn9Bd5aUb3gKEp2d3TEwrp/fm6qR6UGrYhOp+aFT/EsjlwyCUHvTWIEFpaWLsXLhs2voNBx/64bQNl7bPnBWNYzSRRoooSMcl+IBY0aI3B97lDdrTWWyGoNVIngSWoovs+mb89L19+qog5CL6MoCyS3NMtUxxqH5SpjAhKrbhRlUKkN8yAkvrljT9SojU/eKoekJ1wb6dm+/b+ciTADR847I177usZ/50AIjHHAk144RTjphSfNbcF6p7OI9VuyaiUcVX3FkEsuSEgHB6zfinzabGa/JMjqM6PZrrpayXQ+YvAAApR97EcxbfGTW20MmvshjPSQLa9WAYB1sTYARxEkqUqGTIefua8uCIntEJajdD4KWkExCJJYVBT+JjHfWUzKOdeYBYoJln7Shl3YGaMyjMpDq/qazWXaXtYAZKk7elzaXzAGvyiWjp4Ctiqm7dfW/HyeiCeTdVu8sT09owBtAugZH1wFjN+DywpJnp8z72DWikOjKyWE56zY0BAWa94c0nntk4+sOvzXnP+8oEOGFggye8hdgcF1YkebJ2s4MZLpYwDNDIR3Xg5cVaGGZL5CMI8uEU5yMXh2aWKjjJW4tXLsbyHsLJVAkmIEaqGLB1+vThPXvu2fvDBwFp0RtXrX7PZZ2DPeDKYbELoytQvbEWdAXhuocb0o6tZwmUxcn8VShLOFmRtMyDdvqHD+Lmw4eM4ZGlcssFk7VI6BdBflTBvp/N8wyQ31AIFKmgWG2WQWOOGqnxSjJkY0LsAZVZaPibQYe/yCHjp4Of+NysC7EKJfWU5G2Jd59N5wHWFNHyweuq1fHthx7uKPcMLbihoy2KYqq2R9WuUtp/NFri86t+4KMzSrFOCvWBdT1+pAhGPeP0wlLPtP4bbjp419dPbnpm+sI17uadDTvzKC59Uu9uyIxdWjQbOlmrYxUOZilkhu83ZqB2jaygDsjjpRNE/ZXSwAQQnDp+eMfj9+7Z/DgiLrh+zdoPXdQ50AsxUrXugs9TM2mSlDBQM1JpIgmwafKoidXUupPAvslBooUwNKpbdlj6M3bfC1mPzrTU2JtzNVWQUc1ambc4kMqi8wDLo/Bwqfs9I6yce8N4fHLL6I/LG3vmDm3AmMYGO04s7EnGHEbKtl19G5hgqbT3RwpR8SNCLpVezpl/UeX2XD0gYJQm7rvmVccffeTA174y/f0rEcup+yvFWTTlZlURYvnACvlqJ0tLnoaplJmXA3qxplwL2XiZC+NCi5T8osU9C1QThzouRPAkRGU0kcWQqYj8qlvKNp/4dI3pto4qCFWkKnZc/BKs2rHli4/u+N4zUVtpyRvWrXz7pV0LOrGDaMIqN0ySn2i2v6z9vk8UugUvjrIj7ZYRmik3TxPIX85FNU9BIjbgCug2ZCVTgJpR6Xo0BbW6g3L0doIIwZrkVLNYKyACcwLoeqoRLzUq+I0kApXsnRlBcm5YlAL7vjwTKI8V+zKluLG8yInl1ShKgLviXYTEokXmSjw3i62Em/K9Qy10HmBNHSHg2nlvnKicembXt6ZB/0DHcKW3DbWVlSZyZxpz4p3opSIAfTRja7AwSi8i50PIjU2fo8E3vmXP//27Qw/fM3jZq7Xawxc6oH2pR3tUh36oWGzzqXbtl+w8PdyGzSUE7IwR4cTh0W3f++7ev9xUao+WvX3Nqvdc0jmrGwBoItb+QuumydO4FC9lamRoOp2NMrcETVHDabTU5IHqb0r15rcgh5pA7tRMk2EdFaPmKOqCYK5F6VwHWHL7N/BWatsquKkQo4sWvPWhbZ95bM+Xr17yngi7oorSBGjNU5Q+m/tGEWJlWEhqx0HOkLXHK2lbwWRZT0Jjlhyhe8mK7pUXHLrvhzOuuCZq78AqRBMKwwXrbWmPgsoeIdYPtP01+MoqR6EtCKOzmEBUwghvR9RoiI4YwiRr78ISmroLEhLYyTgnIr84IlBoiTD5Nrw9rgxv2/7YvXt/+kypvbzsbReu/KUNnTO7gSA+7ctfw+TOCdW7JSlZLtPwzhW9GwGzVzvd2a3fmcWJvYJlLih/fdQctmyUkdH6iGotvdsXGHAlg7/I+w0uJrNJLq5e8l+aiRD1ntqrsW4QhPTGQK5wtWKtLH5RhSUMJArOpJG68pAoNBhjwFj5MRcvB8wTVExWVEfF+KgHqepic6g+QQEZlEKA6xBSNOmvAPz6Qml9aDk6f1XOVJHqDuWoff3CnyOgx3d/OZ4Yj9RtOVEl/WfuzKlSehOOfVtO+F96PU4yFu3bdYDFQgxAMPPVN1dPnjjyxINxO8Tq8pzUMxayydgJRBZo106scg2xGk4UmMvdwNpXsMnz4JQjobeg8ZCMikjQnpBioBioilSFl47te+aRz95/5ydHn35+1Xsued1Xf/GiD17bObOby0PsX24VwilrDa+b8haSml+8fKRCOrbJhHWImMVI+OVoqgHybmtxuqEz/lBgKCdmyZrbZgyB+zuNbFISqrkKyW95NpNpmGXNdpNOFnRMdtM5UxclqwFEce3oKoOmqK7FiaMrAGDYy0VXWbGtSee6BkugpvctfyefQz3tAxcPv+WxHV94bss3lvXfhgRUwkp3G5URCCKA2NlKI0T+uuvjEnYOlRhsOUbuqNLoj786hxd1L195+Cc/nHHF1YnfUb3Fc5uJqyz4A4/Vj+K+TSneivpqbyS2YHE1v7rJIEmIIvITtM0eK8+cIIKxl45vvfeH+zY9WWrvWHnbFSt/7YL27k6K0XwbUYwKNgZPdlbsI1uZpmitYx4ZJrEQ7yGDiM0WQi7+wGGTyuKZSaGbsS6pGqI8DV8mIQAiRN5uL548eYNdoFn7GQkmC/owMYQrudGLrUOYM0XnNsCasm1JsVJY75o1bemyoVc+P3r34MZlc2asjjtKp+ZFVSxjTDFBlMAjZe1OAFACSAIJiYMDzdPzj0XAjNyTDw8j0CZf2uvIzNe8btcn/vbYww/2X3GdpUfxKiaYovNbAv1TF0eN62Tha7PPmY0o34GCHMspWBxIxeVNOh6TZhKqP0yLouVXSVBFxRMIMVKM3ctOdV26f/Pnn3juXx6nOF7xjktWvvPS9oEylIkKXHTDpvTQxBcQOZNzQSYgSOCb/AOETlQBtHd0sA1nhSwSTTVE1Kqg4nDEe6ixsPQxP7tzNCMm8MRG8T3myaX6tXp5kQlkfuqZpbkOjLy8uRN9GHj5VB9aYrNEoU7FJm/XZToBEEW1qqlyXrA1dPwdtDAJkBQbKI7sQixtnctHtFjnef3xS+wAUTH0L5tvJTq3AVZL09KhVxx8afszu745UJrTjgNYUcd5kH48CGB7ZzAdCQGUlyytWLL/IV+oSFm+k/pQEUzv7xpe3L1sxaGf/KDvkqsB2xzVjmy1rakB3ZJIreVavQ6aApVYBNG0KkZEVRh94ektH/vhib3H5167cP2HrumZPx0IqGL8i9ZKLTVJ1a0SqJemQp/p16il9uDFkQp7kBqtmErJfqZisTWDuTrojL+UyVa21R1bPIuE0ppMLTVfifRyAliT1GfreckIAAi4bvhN9z//yadGvnXJ9HdjTFGFIKbkWB4BKMLEspkQCDD5eJAA4qTIxBjY3ykp1BWpDwlJKUcsTZDyHUARzLz+5l1//9GjT/x0YP01Tiuh5HOBx4YURaLiJ0+3lOORQRSGvJRMRpNIUnT5hvb5xYEfqDNTTpY6KOETA1UjqGLUW+m5/OhLx7Zv/KefHN66t/+Cwcv+y2tmXTyXALU3dt+2LO8zn0IaOgSjImpkf88YipozU4SkrQqpsixRGyDOsLnTht8vVIjez2dSfXqaAhKledOdlNKkRioWQbQWJ9GEXAUSM3IKr78CisqoicsnC4Ij+1uMhB7Ea+pwth9DtbNkyBFIkCHmPtNrpkI6p+KxOo09kwqqKf1fwAMWmWkq7IgByToB9hlO6ZfltdLLBmCd8S2JRF3tfavm3rRxz117Djw2NHQdVQiJzCFgbJRVMVcpQfJAyK7V8C+N1hcUAkGi0sDYJCPW97sWLu2YO3z0p/cPXHKNymxmffm20rB+qwi2COq3RN1Sjjoth6Q8ZlURIuvR3gUZNk4U4/j44e3f+Ldddz/bNdiz4T9et+iNqzGyLwfyoUqzZDFHcVNBYQ1Wpg/5Anlbj2p7P2G1UN0VV8uXsXZSSIUb0ahVEYVYPmgzVFzohDT9NbWoWqtmdFUAcddY3iRMSOFOF5TB2xXbzxaQIjeZQXWtjK7gZQSwJo8aW0qH+9ePHNn0/N4fzpp3cVtXLxBVu8pxewQEGGGs5jBUqqRIraCEzJ8RGvfuySFjcmcOQbrUaK2K7rBmdYoBIui79OoXv/HFUyM7O+cthES/5eAqYugHDHTzNUkuNsJUsCaDFS6MF9kYFAtRjjKreFlBKOlSjKX+idLQ0R0PPLD9B/dhGdf88qUr331J1F5WjSCqgnSINNPV0SwNHKnWkS1PW5Oj7Akwke+EMco5wSg3Ay7o0FBers8QAiVQwlGOIwblxqIV4qhzEHleSm01m2QCj0oGpxGyRmELg2AZ8RQReDIgozY7K2z5XkjYDHDTBKJmM9RsW7jPCHSuA6ypeRu1lmJ3vTXzX3ffc5944blvrxl+AxKM93dSqR2JiNQ1zQgIiBEBABFSCYCAIqNbjY01OxMJ2TXJSXhkbo/W/rSSwOlrN+z/7teOPPbg7AULrX2B6MLKHzzM7Rb4Z39oAnNt0k0R6jnnuJAHMobCUSNpcaTdU2ESivPgqJwMJfn95iKIJ8wHDggQj9GBEw9s/+r3x4+cWnDTyrW/flXiNVSdFuuEmXUS/a3XU3uBT5CNNDQKgh4rWfBoEqVYpmsRiuCAI5hFLMXFRigFMg1QTqAvNo9lNzuoKAkOJkd7mIZ4sdKJXmTnAoHqg+EWiRgLxRdZhHt+3pB6TITOYfTMra0pO2XxCvkgOy996gWelEOsYiROVG5cxlsvNF34TBxclVe9vD2UVBzZsZMB45pI5zrAOhuou31g4czLdxx4aHjGxX1d87BKGBMmrhow+XQQME5veSak1PoqNkd+6SeExC6KBoDUh52xbbe6P6k5jwAQoraOaWsvOf7U44Ove3PU0WlgiZ4X0R6wVCCWE9t6T6UZew7DOorLYYhNcK5VolL/OJbSgo7sfX7bI3edODIyeNn8i377lr4Vs2gCtfYuoXqWwUalnHRq+m41zLDgnSfFKQNH6qfmFBderWtljs1u86YTys8u9rWp5s5e28o/dZT4U+X76SwfnkEuzRcsVEpztKNnJ53zAOtMjYXatvXLZr9y39GNz774vSuXvQeJShMxEBClGgpEs3sySigERFSXDOr1Vh0PoJksiZR3BnYpnplKFfDq23DV0ccePP7kY32XXaMnKksnpDxBiN7YdVLZVztIgQG9VE1j0ZPBkKQbE2KDajAnMI+hnv08PVm4Uom/0AqWByZ6rz5S7h8/vuvwM/909+jj23rm9F/6oVsWvHkxIsTjVmnmme3bpb2muxjVM9nJ0Dg4xORinF1ouonw+LI6eY4YrNT6U20WaxhqY1pzMwIEbjwkLiA6EXaekI5AJtNr1FYjC/a5A9CNLPQCOfNaQUMW2JJgTTHW6pXktpas0suJzYRWWbEYeuJqMEEllv1esjjXobhK//JeVkLiPRQBYsKqchguSJ/BueDwb+Q6al4Ke9AMBTcNOoF9iGIYJkO9Ctj4NnZq6JwHWGcHlaP25UPXbdxz14HjW/t7V2NMCYzC5BAQAbWVuwJVwG4RTj2zAwAZUGC2NrG5hyeg1e2au7Bz7vDRxx/uu+yahL/FBO3ZOqDB0lQwllFDtlN1KKsa0W8Vr3K4HVhejAAQoo4Y+g89+9UHtv7Lpraetgs/cOXyd66LymWquLnr2K03MjHVDq9q4CwBnfrN2BuJrSdl07VtjPEZp2bVrK4x7U5YtQjTSOMJwuYVHSquvjaUMBa5UXU0a6uSv8viNUMvtPXrfR5gTRLV3Ovn91+0bf99W0fvuXxoNVYS11URJhgqsaZKt/SICEhEEWJ6QyFgFQCsPW9q5M4GKBJAlAKmBMek8lHarwlg2oXr93//rsrRI+UZfbKUSvlhjNx1XZkqKFVEcXWBg5x4FrIDvSZs5IvCOlbuRkjU18uLr4O6YiwPjXUsPFkdj/c9+fDWf3d3dayy6I0XrP61KzpmdAEAVTPhFGbAJhZmf2ZY95IpvQl5BsxioDqjOeNEtzvkcCBEJCcxUwvVXDd24pLZK7KKk3uXfYTTINXEoZZJh9hf8SGQqxB/PXxzk+pjL0/+QF4KJCi+M8p+R/W3g6i+KpI3nQkgCtTN2eEm8pcghnQij84U5gj29rDiL08tmPJPdXeBodeCdK4DrDP5EhjiKJIao6WD12zc882DR54fmLUKiIBiTFywI2ApSjSnMVKUfuJHGKcLXhSnhw0EkDwCAkXsRERJoiItNw1awt4L1u3//jdeevbpGVdem+rGdCQ/5rO1M1YRPBZZrG91rk+AMNtiXQ2mHI9ZIOXNCVSLarORllycJH8qQgWhijSB5VnjL8FjT3383hN7jw1eNrzug6+ctrgflIsNI3NGiTL8EtwcY1biXEIg0Vhe8y1iSa8xFo8n1h2AtZXojV1f+ArWgaDKKr6AIJEaFOIFslm4NlBCynBqJx+9mSpQbKBOWenr6DJiX/H5EKTvN3kwzzalL5kgZ8yimrgyFvO0FFEUNtuJ2YUcMjrwx3swL0uEVRJAUuCdchP4Cml4n11qvcM/l8j6z6FwrwyslchXKmB9kdIFrRA+O1N0rgOss4rm9V+0dfTeF/b+ZGb/ilSDVUqQFGIMBOn9zZR8qsuN3JPzRFAe2wEAWCzvmE4PZls5RGjvH2yfOfTSlo0zrrxWx3OQBP5zQQqqowrmFSlnK1N8M9tIloKxUvpy/wR2VI/v3bvlc187vG1X36rBaz9268yL53t7+fD2Tgps9iUSU+x6qg6G4Szu4jPpVMc4cYkmoWHrplwxav1QoBgcTEhzNk3q521WQxWDA/VFN4f8vpWcWCTuYVlszVe/NotqLaKG9KoCKJ8ZtBCdB1iTT0U7AEZYXjx41bN7v3vi6N5pHYNxW2hEH7gAACAASURBVISlMgAiUlxNvLkTYoQRIJE+PwRIbdgRABGxmup+UIP7SF36y8F/xEIIgFLHDb0rLzz80N3x6VNRd5cle4a/BhbvxRY3cteTgdhceXpho2ML5BVJrIgKzPUmL+ulDHnqEAZn4woCAZYI5+3Z8eCPd33v6Y7+7os/dP2iN66BCPldN47yKS3aDvJhM6odniRYNmcvHdqaGMpOCVwVJHAWw7gKyhUVrVs3M1VZAFyVpZW25NcOgZiyypdGtk8LDl8NYa2dCKtdtq6kBuKa6DArPpC8wEYk8B7AralUMtOr2XJQcc0x08wJ6C2st8uLDWukMouDjLqHFVcF4Gn6ivmsGU5vFw8ltSToGSeGqGLc0xiZ6uiXAe21SePyLIRUeRaunZIkTMdu4s4tBuSTYQtSlJ/kPE0hze+/qBS17d7/KFRjrBLGkLhsSB03xICUPkBMqYZU/YPETQoBxG64+w8yHgCmrVxLcfXE1s2uZMX3Cf4kFJj87OecIdzQvrLmLA0JE86CgGWiaHzXM9+6/3/83Z67n1n1vg03fvGdi958IUT5a6MzH4lKSQtdNUB1TF7NytKIBq6ub9cbaa6W3UZP1urjA5HclM0tt2E+hdBVDUUXQeJBYjC6BnLm0cQLWpT+za1mYarnEoeay8nrrO6uCKdEFdcInddgeRRWeEwylUuds2dcsPfIz1bOeU0EJazGAECIWKVEAIoBY2Xtro3clf4pvcuZ3LPCtCeq/ki8LnwpJuiev6jU03ti88bei9YnYTorVzEkZaHS96DNHEEdBXLNk//TIWRzDGXYtqt4Oa/WLdkB4bzNt3kXK4sAcfIGsTS9cqq0cfNXvnHywKH516++8Lcu75zVC0519SZUuULj4WQuKZM1SWnhiOk7ClXQmaKZiijx68XeFzopvdbk3cGLUY1hpFe/su3WiVLfYkkPTEVyXln61YbdY3wbPS6K4id2Fa9BUPV6sI3yTaWCZHQHUwzEEFjrMVH4T1/+vOEg1Bi9WHuIF2ik9HW4i6jJG3pPxN9IweHs8Avm8qNYcYqF3dSsiwdlgMTcg5Jvl0x/Va1h+kyWcghNrBlh+kdZmcDHGCXycV3UpGEUI4A14sHckJuxDnidMc3FGTqCt+z25jzAqommBDAPD2zYe/ipkWOb5s1cD9V0AFNMSQ/FqllFMIbUyC+GxKAclcsrjJkTB+07S/lrUIsuAKSATD8DRD2Llp/auQ3U3dJpDDlHRelf5YhLOFATvhwE9dMnNYXyvYm5YNFudneadbYzaEnukJWXQLtdaRrGkoTReIeqWDk5tmvL1/f97IHuedOu/sibZ122AEx72i1ohHTCUMjC0pvElJ0spwKamWlNr/uj9ybSojPmTQtjWXVR3wa6rMi8HdJP4ivLgi5Boz/DGWQoZiQ08iOvdo2dhi2FU0jykgWA0lj0PSPYpDuj/QqFNP58AHyIi0Ji6lbeEcZ8nhNEaha6KtLjdaEeI8xrB1UcQ1d2oeZnliQ6PCasAvp92BEsF6vxoa85lNS4I8AYBTOKDABXH7l9iliPAXCP4bPRFZukbU22PQ2KXbiF6DzAsqkFXlZ/z4KejoF9RzbOH1gPMQEARYAxKe0UEWGyr0dSX4+Q2uyQWQrMaGR9XHskNeoua90DAOiat+jYpieqR4+Ve6cbsRpcGhzAAfZsoeeGZpnAi6XUGitRcH4PEkFpxsTR/U8/f/fXx08eX/zWi9b81uWljnaqep/PeeX7EoUbScU2pzcTe/mBuZgXpntTIxKI2cM888zwgzC6cOfLk8GNddqtBeaYlLQHYhDwwVRQHcVhxnOQap628m66bDJErqvZQ13Jt/5GAHVoqPzBK9RVT+HF5Jtsan13o+c0wEKQzJ4b5lk/Sd1BChuavmr7gYcq1VNl7E40ORQjJhc9x4hxDOm9zpR+kxwjYnqJThQREECknDwAM8NCdhdhlIaTs8UA6Jq/CADGtu9ov2AdRUClNFZPwDlG7lLVhLyi1bxjF5+VlxfH139OPijg0nixIkPBjJ2NatlIP6EY4kq6u0IiABo/cWLPz76wf+PGaYtnXfbB2/rXz8QSxBOO4FLjSdo4MYuYV/1ff8fVqITjPL8IRwQhWP4GQXH22lo2VCdl+Y5uH1ESonogO9LOYty7c6E9GVhxXGpdntisAj42MpAjlsehwa1MDZSYdAJABHFi+8dLRXYrhC9fveTXWttgEwsxgigZkKmmyM2bUZajT3KLxvQPU5sIyeRYFAIDeXMpDNkzkukdtJBbC0ZK1hLFkUpJqe0AxlQisF50bs8rOJlkbFQLtY23KHmxbCZqZZR1TgOss5aGpq98Yf8DB45tm9N/IRBgRBgDIQEBxokGi/VBACBCStfyJBZ59/R6K9qTvkOds4exVD69Z+e0levMVxCSwqkeCucN6pbq0W81RZg6qARRWWsH4gNbH9vx06/FNL7qVy5fccelUakUV4wtgk9h+FIUXTWbatXcNMg5Rx0V9LlQXPslgW0pS5NUTyTj1TNDelY4g986hRvVR0gNao/M8h4suLBUzaKwOqo5HcWB0Jjendaknj2VROJjK9J5gDWVJPVjKWxG74KOcu/osc1zpq9OFCkYx4AREEBMGCfLS7K9VqMmOT1U162lNu8JliKVTu0MCQBigEgdFCJbRQCgVO6YPe/U7h1pGNceeZupdK3wuzkfzaJHBlf74D1n6jsySdZ+eczEQBAyZZC/0WO1Q0KqYnnmWNcFx7FMp/YffvafvnXo2e19yxes/c0b+zb0QJyoIJk8MooK7vCkDTnLKzLUTwXmU2Smtewzb619EdrQWvqkIihNZboS+pyBn5im6iiUVFna50KGXkqpsvhtT8bvgwOryI11pM6smAOFMaPqEg8ra41LXOG+mk+UoYbL5s+UN+SGpK+SOw7Vf0V9ME+Tt9/JjESwLON8/gg81mC1jHnLLc5kkRRXfvOJDRqSP+2vVgLe58NzYZKRvIlcksHEJktBCSnRAVUpcr4wKNK3mnHCiLzB/JHOV54W93rl03mA1YqEgLOmLx89uhli5eEqTsERxYAxAQDEAHHq7ErfRZh+P5gQ+zZQKbTSQy8EK4vZUUMa0jV/0dEnHwaKSW1uKePbMCuWVcCpj6COYktl0zZoAe2XCNgaOjmTxCakKlAFSz3VzlVHd9z1xLMffygqRxf9/vUL33whAVLszYDybiw4UWqYkye+IGCx79gw51acok3sdwrLrjyUlcXqfYOVJVUFiaqsIhfgKKFIz91socoWpoFYt2SWRcR2xbg0AWPVwMQGSSjJLOInPzwrcZFkAdGyivPRVUBUW9PjoqtaBeNMMijsGKxQt6qlK5ipN0qtRiCGSH8WVbBSbIVpDmXx8dDVWQOzzgOsFqX+ngV7Dj1xYuxAT9tMwFSZC0BKHUVEiXEPWkZU6hnVd+umz/oPnIiBM4TO2fMPj49NHDlcGpzpAxd5uOvYOi5sDmKjonmLMywYWysRlGeOlWdMUCUaq+y47ze+enTL6OxXLF73e6/qGOolAIgFxhlvo2hgOFndE19xoKCLKD7nmSzBYmRMnINvBDils2igxpnk1VToDYZhIx+f1oDFJovQewpLVCC2tk6aZ0ueQz4eymCoY0NMMC+QxTYkNhNL73wDE2pmKXXHitvbSF1Pq73mUupYBp0sk0T1DaQzPYZy6FwHWK3Z/AW60ozu+QBw9KU9vdP6IUKiOP32gwgpTqb2ZLHAZHwqdKWPCEF7H2UITNRvJXsYYv4a2vtmAsD4kUNdgzMBvC22b/0txlLGOSC6IXovaRmY28nTlP5KQAJDq5TsVVpe4EnIK5ix6wIJoIJASDG0LzzVecGB5z7z8AtffrS9v3vD/3fLnFctAwKq6CxCjyTvKSeZSGQ1SaEs2YR80pcN36Sh5SVEoXL2DtmPN+eGTNGljykl9+7SyaA6QQTb6ElpcLW/IX3rOVeS8bpjutgIa1KG/Urh1dc70rZGiTcAyPxolsqAKaLyYKbzwEjWvqDXH+0TKDcLMq2SjXXcXZ2PhJAxlB4EKGlXyowYv6ZSMqEdBJkzSL/CxJN0AAyJ40T9FiZXZE3t5yVjqCGkjCDWIy9p7Dg1gU+NRJR+t/lraq29mZQYZA/bFqRzHWCdtdTbNdhW6jxyet/86WshUUclZ+XpX/UvIecnGERVAzFubX0DADBx5GAXrEgD0RrHApopWFZQe5Sj/apbt5RBOVbzBYuLIOquIgLFcHxk6yN/e9eJXUfm37xqzW9c1za90yquDthUYzKwO0XdVMd2telZ8nwuhPPWrP1qUm/IyWLjhEBfPyspT8VV85m86QDsYu9AcQ0u/mHFVbNK4TRJLz5HvyVZn9mADBPMispED9mp+1lnCHUG6RwHWC06b0n90w+b3j3v6Ng+6ignkYnpVXogmFhTsckn8QFsjgv5GEp2IA7kIjUKyf4JAAhtvX1YKlcOH9K5MXwXoaPTcjbfGR4Z/DqHDLl4FrLCQNXYCCPxEAKllNwmOiRMDBQjVDHqqXStPQYdx5///I/33P1E97wZV37krTM3DKdHuI4A3h5Y7KJEQpG1YCzFvH4VlqA9yslhVU58A5qhq1uyUuperaZylPRgTC9FeaosnYUMD7/fqK7JVx8OgsReJW00uDBq8LB8fhaRtJG+HKvUWbaNenP0W55IJHTcDMkd2ya0/pK6FRU5u5C+R24dpmfCtLgMYaxkjoSS3wdBX2Xn9eUq2jJ+MkjbJJeEuUJUVvF5Eb1YE0dyR2ETc9JEWMJYXVqbsokpitmY8IUsSHzlEXbafBqwJmyfWlqFdY4DrLOapnUO7TrxKLSVFKIiAOdBJVVuGniIGblWX2bk6DrYT0Rsm943fuSgSYv2oiktLC41fYse1n7pgdik4nIsbJL2jhHLdGT3E8/+/ffHj44te9eG5e+5Kmov8WxZz1khkKHrCmdxJaszr2JBSMGJS0S/fmwYMIvZbbiQbipqNWNnscUnflUcY1hL9uz0KlRcl3KFCby0WsUrUmpBhgXBBE8QqU0hyduYooPWlFhsbXUATaC4POxYtJSCIqEDjzNJQ39xlg2plMTY8MTMYkn77yB93Y0+U7d6X3O7oaHcua6V0RWcB1itTF0dfdV4YnziZHu5W4GktHsn5u3u4NGYn5J9ob288XFRgNr6Zk4cOWQGUG6uMKzxx3QYJOVS4UliUpBfjKXpE21DY2PHjm/71tcPPP3s9JWDl/3FrdOXD6YGbeKui/T/8irM5PMDBcqRvV4XfBLWCRUtgq1C64aInKydtF9c+s5QzhIycs9536LQDBuhlzDsi4tRTj9r5DDUT9YI6mpkubILtXBMVv3rcphuaYwUZwE2+TOjjbQyH6ws0sTHOftNndv4MWBSANX+jUTBWTaDVNdg6TicyoJiyERFoFJ6uaG+QCQH5DWFWhxIZdE5D7CCb31yuwQA1NAv/NWws70PAE6OH24rdyOBVlwhM8ZKT0KYpyLuYlTtk9RPZsYeHooE0Daj/6XnN0EetLIWY8yIMymsQNGKWnaWkzE9p1EeZyHW4RbOm01URYiRJrB9wfjhA3dv/uTdVI1X/uorlrxzA0bqXC2d8jEgu/jdkICx8kCSH1vDTJdX6/Dqp//nby8N9NRf6d7XzozAzu/AfUJeF+srAzdQe3Ewp4qs5VBsWPPbrM363M1aQlUgeVXWI0ti7JXjFaf/0zVFFs7JFBekgskKEvIJxC3ESpjhzZxcJmzjEJxVRE/umWjMDBVWruLj5g1jLPAOHzOSyQx9zozS9DFglR8GFHxbZPUWrxA3lqRY3XMJmOLM+kqQVGqT3Xl9kTrnJcCYjDm8VBxkNE9t5GNnOnvw1jkPsM405e0pAtTV3gcAp8aOzOieb/Zp/F9C5P1tBkXt7fHEeNPYhYkvWVM5dGovN+quYlt86sChrZ//wtGt22dumL/291/TNa/faf9aUVFNgQVjp4YK6kvCQLcRzmKW4nn5mlTED1ZxhmJIS3lyb4z8hS9LG1Q/FdQPNatcH11lJCuy9ciMmoK3Xse5YWHOmgjTOwCSe9fSXh3YzDSdWn/8nOsAawp0VLlUVAY3XWfbDAA4PXFcISqvOzlzOV/jjW63doEBACBqa4/HxwGYtWRA2AwNk95YCXnz9FsWbwRwFF2+IOjF1UKiAwhdd4jTT/I7lrw08uSPt33x3lJ3+7r/fPP8my8AAIo9boyjpGQC/2zBThbSfuXCuAbU9abGmY637bLtD5K8pEJrskjkVXE0EZYDd7PjtlRefiAqXtJFkpLjBq1MQQyfd5DexvPSnFeRFO8oN/goTO67guwlXNKIyboKyHgz9VIh0IBWoYJyQVQLqRB2PYDHXOuZHGWV77vBxjeZqilk+iE/r63WMp3KV02FFVcZgE9ozCRlBBDV8fEJAqRd0O3z9iKALDBVVmV0ZR3L+6bFJVfIcurzGrT/n5iiGEq6FEeqIkTm7YnkTZutDbLOdYB1NlOp3A4A1XjC7VVcg0UsBLwZrwG1VtTWARTHlQq0lwHysFojsYWpqGqhWaoBrt9CQISJk8c2fuYzhzdtn3vD8tW/fX1bb0+ggYUNvhSbG1gwliUrOp35DLMU/WICP5m/fPKp3wMeFmM/VnTgbsrl9y+x4sh/zM7LYQpzQyqeeaUMbXVUSFklF22KC9mfFaTWWFwakkKqr4uueKCIrmSG0gYhA6W5gcVhU0HC4E9Otc6jeVNv2Mi9ZhN4nkwjRWUCX2v/tYjy564wrG1FOg+wWpcQMIrKVRoXupM4Z0gskr91dHxsaweAeGIc6+skGaOzkCRFEFJ4GlCB4sePtbVGjFFXtX3+qWM7n9vypa9Uxk6v/g/XLfq59fprThCFtY1MyBEzwwSFgQOhYmQnyqCEc50YU/5mTYIyvESURNMwwlHkIGv/cKzmaWUJoh8nc5qXmI0WvwkxAy/6MoRjnVo7h4CWjaTA0K5OyloAc9lUcEGsiWoepl6rBzib5Hp+StrBWe+TXqc9MPnFKS0UMt2YpUJj3SJlpRmyWhCXBr0X6pRIeYHyfMCMY7PeU4GuxYRHa7g6sc5oEuFUsVmWu3QI+URN6ghIJXVhRaSqHENUrRsSkfvrrMFWAHAeYLU4laK2ajwhROTs4tTswuKpxtk3am8HABofR+gWSgnzCg4CaVL2grJgE+eiB77IWcWKLrg0IghJGiNVIqpg1DO278lvb//iAz0LBy77r2/pXTozTn3fo1MuJ8eMneyUovdu9ojsrx8rludwrmci0sdkViCIeniz1zdZbLSUJuP6CDVPB2OZr3ZSgfoaJ8vBlZLBet9KOASVV70L1QNI4VCrOMv1l6me6WUmi/8uECyGZk3y0plHhqd5J0D7/xxSeBpcoOaVV5DUiMmZMBjE8QvJn2kcOMJP6xC4bo/HKqN11s1Qhfvnffxs0Qsk4Cbwdv91xo+j1hJj3UbwWqRKliV41msRZzgeS/xFo/UHUzifdFVk4I/7xLJirSIt51imAwVMBok3Q/oflSFFU7G6x3aCMHXxULw7ylMqjzk7gNZ5gNXSNK1rdlupC9Du3v5ARzP4ipA8/9mDJWrv6Jq3kKoVdx9UHzlbrTNLxYTBzmqpq3p6/4HnvvTZEyP7Fty69oLfvA7LbalSIoyugoF1uHSfmjbLuFY51K3E2MJZQi8gzLmOcsVow1C6qTCPCvZmk6zWLfgUjxUJLdWWXT2xzt5AcQ4OAze9yzyDm5C3YLlisnBss0jsW4U7XCEjd2dVqa0rW6UQCAyVYhIpMhZjZwcwahad6wBrEt+myLrJ8+GJ0we6O2Z6JSpUlTX6jX7ADkR1/XO6T1RR3sSDAFSpnNq7ExF5dsMXnQIM8TBhVyftrY3VcFbmcLv6S27ue8hepSlGiAGq2D7/1LGD923+wvej9tL6/37r0CsXQ3oPpCohbMauWZMbSF5iZDoSngkzsjjJ8oIAjP5OjE4bPkIK+I9A8d1aBuMmBzHhvWQcx6h5WXp3Bgbrzq7zMlWW7K9B9gKiGeo9NzhZuDBo1d1/3WYkhGcaLQzTz7HGUg8+k4xBIN/mGKbCUIZPDEGcJInL9n3EWSmGmdzYhJTjpsE2VHc4WzKg6oey7wb1UjM8O5i3iyyWvOKkR1f+2E1QiNQsFZpHicuv+gVTZQnrhM4iTupSP7fKNQYDTGFmslgDmQgggriMhAAx4QREcTOWZT0Jh73hnHE61wHWWU7VeLwUtQEAgDIm0ojHgVs80FlI0Usmkj3/JT4a/v/2zj1IkqO+879fVlU/pqfnvTvax+xbKwk9kARCstBhSZyQje9kQtjGQRgjuDsfFyAuAsJhBxwcQXBBhIFAcURcEOAD4v5APiPgEAaDhCVhGaEHWEhitdK+d7Wa2Z13z6ufVb/7oyqrMquya3pme7d7dn+fkGar851VWZnf/FVWFmazke9aJzutIxNc5XNwrSVyjlFQEAho1CtHH/6/U//64tCN26/91Dsyg33BNmQQ/6tCTY6lS1PtkpRcKVFSskgP2cx8onfWKYmsbT9MzUXRd8mzvlq+qtCRdUndq731oiqTBcM2Dfqo04ZGrz+miWfXcdBUGPOZbLnQ51K7dMXZSpSmPzHVV/mJiZ/GMqQ7NovVCquZo9LapdE3eTfpBE2yXd08Agm/FiiAWty8Pg11pnGOSZ1vWGCtjxSR0k7p4Xp1y8poGSIQymkwyok4or+vO4UaBeUcTS2XXmo/ZBRFcQcEr14FCJa6xyBzehGo3qOQeos3d4ynjwDhh90TwYyBm+Zuqk4QTEBmbKVSOnHoe9+rzs3vue/mPX9+M6IIz6xidjBKwcSjEV3apGmyJl3d2hoVGQdtVeckU5O196efQesxbSNhHGnjS+BRznJlkko2JD8/gEAQLY/DoNzaTwSMDAaxV/yiaxvcDKFCVzPwGyAFYQgQUQqzaJlXUC/S9k2IyiJ9AU3NTGl86hYPUXpIsYX82slI1C6ee7BZtlaYZjeeUbkmCVRCk1s3PTqi36+EK/dbHfhl7ULTVLg1hh/SnKAUNHKRu3IhZGNV4iKFp1FdFxX2hWot/DhRS5EZxfQQKWUAABQULvOOmqrptjAo/hY+qxC7fP6W0skEdW1E+sWUrSC0zsm7UL0zkgvho9Oi3IvGiU1KyZtYeX3/oFux0PNzF8HnSMAj0UicMOqyice6uegF1oW/Rm3L0fMaRGSJTKCfguT9rVqQEAk1i3xkHw76g5iv/heDkOEBKYMqBRYsFI6T2OMpCABN7oEon2Z3p/EMNRkzoqSUdOKK0FiY1q5DEJcAXD8fb/rgz4/9/WOZocKbH/ij/mu2+mGCRzxyzbWMqymLmGNcOZEeRfc0/QiqofbnLdVIya4JaakR6ed6tbgY5qi4ae86RUn7fxKfeAqzI/VnVIJQhQBES8hD+UbRlALCRGJfKpSL5UMtrVmPjFvpJC9fuPY7rrEgapFq7Qj0CkT/asOyWjuK4mlzI00OGgqRKHMqre4ebo4SKJhQeaQk5vcuyS3R1QTRlKAidKRgwiAWaoJGj6uoK8VXE1jhhDSMq0fRC6mUARAcxxOWFwtmnHQkz4lL6BmvmU5UdMJG3fJcjPkoDV3tfZICTOnhg+LH1GS8tJFSw6jTUbNLJ3YeTN0H+gIrrKBvHWio51KvDLXcpLuWi15gbWBqjRUAcKw8gD58qCJJbZwke6DwXolJHOWOJEjcBFo7B69WE46zns44hBIHq7FKZukJruNelMMVOmQN1RqVxWM//E7pyKHR2/dd9Zf/1u7NkYvR0E/KLoQE2nHkEl2SQE5oIyImDUjxgVz9KSXCGuqWtGDJsb8VxRTbXCrWbSMZrhDFG5ceNz1Kc1+AZivu07/fFsiRJg3J4KsUFeWkOh6lWQmNLum+q7leUM5D/obxO7UArd+0oVQwiqGmukH1Dd3Vc59c0RUeh8EQwHPx9NHhlYUsirimjC2nS/gCALiErazvDhMSgka2lQp9VfLMiyZQuY9ijiDlFCSaZdKXorhpe2JFXZgWJX790o2aploQAomg0yKQLx4SwJrS6VouGYG1AS9WuT4HAPnsAESPAgEEkkAgIIHhC80kgAQAAQklpDI3DO0vfrCoL0mqNHlAjZrx+WBLhJMoL+4CYHjBqLWHbeaQqAZoXdL5ATwEF8hFu1ir4m9e/dYPG8vVyz90x9ifXA+EbiMKKS1Y2hQzniDJuWKydNFcDJtU1zSMG3r+pjWLqzY9XDQNNd0I6lCkmHNMlgdT9pT0UzaeCk9KdPJiz8NivXa0HN606pzk2KA/ro28tbmITDGsnTrJ0LMDMCzwT+65gGrasnpa+TVf//9mklr6atlKean8SPdtErIlUPm7bnSNkq51tPDqT9mZQWKRu/RVVqCrvgRg2Z6Tcf1IIipAZNkKo6i+KWWObjk5q6qWnV/++MqXnx3L5Bqx6idEhupH2PyeNeIHzuYaf/gXz4xuf61WsUFRG+ldh9r/KI6Biyddg2AInov1uu0FczjlzpOv0yptE0MHZWoZn3/rChjV9mksOAEgenbQuUa9D4Ht0rlM7ruFS0ZgbUDK1XkAyGcHAZS+XRtttRdmQHE2v4cDpsCxYJLG0qLdU9BmQGulZdmUHuWcSM0FLQKLoEbjz/504snHenYN3fDAvT07NvmfvlHHvWRvZRwzzcvYTVPuZLmaDMKmBFuNG7qgJkcScVvsyNJDrnUJvOrYxDdtGXj6Pu+m2bU5O8WxpUXurZ8uI8kEjUVVw6endo7laQdkOjZNDkwob8AZ6mp8c1DxDf66NatRCb7QIrSsAy1hcFQOhJ7m4qK3VPIWSu5CyVsoeQCwtOhVq/T0o2eOv7pkOy4ANbwqABB4wQF5bnDg+jsXetTwqA4UHAh0BNoAYAkH0QIAS2QQLACwRRZRAIAlsn6Hbls52/EW7bkrUv8qpQAAIABJREFUn2+4dQ8F9hYFIPT1i/C/Qm9k7JEHzfsrBCBVYMmQAtBKPuSN5hJN5lMttTijncwULNLQBF64lrHTrbo9XOwCayNfpXJlDhF7sAB1F2yLBCIACCREBAKBIO1VhEj+VAuDD29qMz6QbTzWOaX28PXSrDMwHHel4G/4cEcuiVZ8U4lmN0bvtU731LTU8bOFchChc1mlYZ8+/PXvLp8+s/X3r7v8o7cLxyHPIJi0ccO4O4M6NYxnpf5oaSaq/2hJYzVzBAAE8pr3VyjfIV+V1TrK0LYk57ZyITtBtOrcL6hsj1KyRL6kN5GkI0bZRauyQvkTqhdS44bNn2QaYcMPL5y2waluBwi7/zCuGkYu0E5pfNHmEcZTF1N+Udl8R7m02n9GHfPVUpGjaXp2rbPW2xGVVxDC5edK4Uhece1NBf+vQBLCf6ufwhEX0T/G8EESqBIKCYGETcd+veXgL8aCh3cJwysCNFy3Uq6VK7VKuV6u1MrlWrlSr8iDcrlWKddWfN9yzWs6GZlUf1jCEaFUQgsAbCvjSyVbZG0UAFlb5BSxTg1XyjK36rplIrfh1SGQZTUA8KQ+A4BDfwfwd01PtRCYz2Xy+Uw+5+TzmVw+05Ozc/lMPp/J5TI9+Uwul8nnHT+MZYngTgsvBoBbt0bGSjfcdaTQV3UbQu3rwkWEGEzoyZMDBkkTLQGSS4qFLrwxARLNJrzuTesTxAoCCCAbXQRwARtkhW1I7YfPZe5/wbjYBdZGZqU6k7P7sEEgPM+2QCAB+Avbye9a5DL28CFgqKtIXSyq/o2BZl9EqM/N5LfvBlB6SIoiaS4xddVae2//zLsliwAAAFGw09Xs0WdPfO8fRMa+7n+8a+jmvX6p1N41WSfzNlGKGErmvCYxlEwwLVhqIkowVH8kE4lMQUrtMNGBqVGTKQZv6QEQ+ftpBcGC1qFcb0ycWMU38lSCGa+oNDiZ7HNy5XsQLB5ZZqcKGrNjMopiqVP0dEuNTzfyadmmR17bvRVVZD3zldiNiWu/TxVlE+saIvfw6VIYWFhk2a7vIqTmF1ICa6pLk19gZ90zxwaf/Pu9NZqv1EuVxkKlXvIP6m657pYbbtn8PQwAx8rbVs6x8o41aFv5wVx+cyHnWHnbyodeFjoAIIRt2zYiWcIWaCuThdRT4VF0adeC6zUaDY888KDueQ0AcKled8sNr1xvVOpeueGW626l3iivlCql2XLdXfRdjKlZwvErlbF6sk5f3hnIOn2WN3TlDbD/ZhjcXK9XbaPAIhJ+8YXSs3mACOARel5Twzhq3U5sBrE6Aj3/xa6wACT/UzU7raN9X1hYYHUvpZXX+/JbgnXrAkHIfin86gBGfVg0p1YP5IAhd2RQlmyj1hFqLR+hUSm7lbIzOHSBq3zeIQCLnKGaB+WTD/9g5sXfDN4wdtUnfy87XAx3EAVlXDcObOsYAuVYinGX1JKuiXPqaJps4J7ENGvE0HgSqYSkDDWN9dqWOGkVCFouQDQyh8FjCSf7b6V3Nz4EjAquv8PQtNyRr/I6q6KQwhMSHOijSsvzgFY5lwST0idtAFzV15hgCqrv2SMDC2d7hAjkVBAgMkcRAjQaND9TmZupzk5XZqarczO12Znq7HRl6uyj1eqPo2RRZO3erN2fdwaL2S1OoJbyjlDEk8g5dt4P38p6agSwhIei5elj7GCNWMIGITxAC/LRI0zHfEKV24jqbqXhlutuue6VG27F15d1t1z3Kg23XGuszC4drzWW/AeGv/1HeOgfodBrDw5lRzZlh4azQyPZoeHs8Kbs0Eh2YDBr2SJ6JTaqEHouZvKNzXvncsWa8qpjrAka5NRa2ygCWNFnsoLVYkSilUvWDVySAgsNR10EERDUGisr1bntgzeCJQARgmXs/gECYbCwXTFcARhMWQDS3AWRi+4rh0eIjF71+RkAcAYUgbWu4UAdBaODhKtxuxftx7mPRB6Qi+Ai5t2adfjw179XOVva+We37vzzW1Cg5yqdrLqSXZnVRWUxLVpIRtH9wyNDgobwmndLrXTdZwgBwLiBeyJFcxNQXwWk2L9RrJiYb+YLsaYiDxQRpNrGEt134juG/v/SUVkUEjVCmb888JtolJ0++Q5/BP+S7gDJNPRSkiy29iTrHNt6ogyJtJq3oYSRSR2u5UFslZJ6oM7ywkiW7dmONEfJV11E9L4YhBcC0fPTOfzU1hd/tMfJugBQq1eWynPl6tJKdXGlurBSWSxXF1cqi5Xaslr0bKanJ9vbk92ybXDAwcGsXcxn+nKZ/qxdxJZWSLuyJusfCAxTDgL02iCdLduzWslYd7UhA5AB6E+JSuRVG0vlaqlG8y7OVmqLyysLJw4tHqzMV+vlKC3EXKbQkyvms8WeXLEn19eTLeZzxUJ+QHi9Q9sX3vlfnx3atliv2iRbNSmfIPQouKPqDatRj6qiNFZMuOjlBBBIdnCZ0JOzFwJ0N4jCuvQE1oa4LACl5dMAMNC7HRBBYGi4Uva+wmhGqR5A0OFFVgVFfoWBDa1ZSaQ2PwsAzuCw2mtcAFq1ILeOHJnRAsy45ML0wX9+/ec/yo4Ubviff9L3hq3kxjNcRSo1/5JM0yjR0Toqd97ba6hIWgmZEkwxFGkGm2DFhmJ5inwJqfnn/5Q9I1AVMs0OANT9SLVeG5v46vlFL0+po6Y8RpM5ynASoLWzdB7aehto/S5vUvYggVrZrpQyAIBAQkrJ8DEf6AJrdrJ++ljl5z997dCLpyre1HJtsu6uhClaIpOz+7N2/2Bua663L2cPZOy+rN2fs/sEBiYdywn0XErJmBBEkXP6ck6f5+1oVC3KIQS2PPCoXqmXqo1StbFQqc9XG6VKvTRbnpuoH3cpeszqWL39xeHjC/Vrbva2bBdje3IDI8HbjuF2XyS3YhYOiYwH65ykB3qNAns3IYDQxrSuvt4XtcBS9+e8MDRdHblGEEorpxFFsXcroCCBZAkSiIBgIQkEIGnBQgCgaO8GCNbCY9Cfgb86FKWLCNLXLFihLAsF1sxZQHSGhuP2lsR095xITUebfMvRMjkjN87Ro7XOHgAhuWAN1u0tM4f+9rvzLx3Z9Lar9v/l2+18znNjRpdgEub/UOdY2gkwbXKejGKuZYsWLHOItMa8fgsWUpNd6Q3ZNzFRxXxVz8jwo26roKQY2Jgiy5O2jD1ylYcYPuI22kf1OYXmKDAQdJpdKtydW/dNNLBA44UmNIDYa5NBRZSvJka2ManLSVeZUvgpJzD6a97EwUiT9qKdHtKvnd4qAV0Sfu2EtlA9LGrcRoXCsyzPf7gcLZnyX7OxvRPPbznyxDa0yE9TKQctLCzNzpZmp+dn50ozs6W5uVK1WgMAgKOOlStkR0b79heyI4XsUM7pz2WKwUaAZuI7JqyXFix93UY7iiwEZfLxc5iHfqMBrN4oV+qlcn1hpTqzVJ5ZqU/+4mfTj//Yv3aQy2aGhgeGhvqHhvqHhwcGB/v7ir0A4Lq479bx/W877bmyPQelFh4hAnkg39DywlXz5or68QhAADno+VMwL0rwgtgA1shFLbA2MtOlI/2FbZad9bsofw0WBVoKADDY8srvtEIJJa1T8UXuoQVL1VIxX4ju1fLpk9lNoyKbjXpuukBGrHVjtoL4p8PD2srZV774zcpEaf/H77rsndeFA3bS+GRe5E7xYFou6b6rFbtF1/N0+pX14GaSWlaVNybf9LhG3/QdGUDZ/5RCHZwUQdqzTsU3asK+jcq4BD6ykmnfRIpbsJT1aib7VmRsi86SNNSF9jy9yvq28gnflltQs3OcPLHxkERyqyiKj1SJyyGvO4IQRBS+dQNAgcCyHW/2ZPHAT3ai5VYapXJ9brk2tVydWqpOLlXP+q/LAYBt5QqZTSO5sXxxsJDdVMwPF3IDhuIz6RjvmfOAY+cdO1/MXxZkS+A1RL1eWapNLdemlquTy6Wpo1PTv60f9gMItPOZwR5n9MoD9LvLpe17ctv3ZlE+KkTwRPgQP/zHhVSCsAJI7upFQi6L686WwgKrjbRtBKzWFxdWJvZvv4ssDKbeAv1j30YFAOoarEB1kXkNVjStjimtmOoKUwOqvH6y96pryLrQu5GsIbdw3EkdgOyhmlWsl145euxvH0Qbr/2bdw9cPxZtjqxYbuIzdABQFjCbfKPfLX4AJ90WkbTv6JwX85WMn7anVOpwG389MB5FUW8GOaVYcrTqpxnFpL3JKPia7PiFcoJA0kYVtmxPf8YQWG7kpUIA03NDdZ8HTRv50o8U85R6NpJ1jSdoGixXG0BbuhPWch+TfJsmnlrUbSBNH+6bP9nr74wQit/yUu308bnxU/NHX/zXs6efXKnNeBSMmTmnv5Ad2TZ4YyEzUsiMFJyRmGlKWF0/h0sFKegnmu4j3J0SYL0gACI4Tm7QGRssjIW1q7srS9Wpler0UnVquTq1UDn15OMLTz4OAGDbYtOW3s1bei/bVty2a2D77oGeguPv+eO5mCvWR98wlynWk8s2YqT1xl3GJS2wDOqBoPmOjE3AJsdpGa/iPzn/CgCMDF5Blt8nI1mhwIqUFgiMbdEebunur4UPfUEAkbaTu6qrwueG/p4mtfkZd2U5u3OnZwNSk967tZPU4vlotedJjoTGkhCQGxiu7NHK3JFfHPk/P+vZPvyGz70rN9rvuaD2gaHBQx3gVzNrJeRU6sIsSI27apTVSJR/7aBxkbshJ3X7iLhBBGMVDUsX7sauZhcNysGfKLkoqGlQSnx2MIgSOYYnJLK1BGYhwmC5rCIoRdjAMapINElB8o1O6vJ5kNdRWTUffu4QSFqpEovsgaIc9ASjle9K3VMsTomTAtp8qlkgMvmGdxERgBBkZ13L8ohQgBf0JUhW/CEgjT8/8uJ39oBdKS1Pzi9NzC9NzC1NrFTmAQAR85mBQnZkU9++3txIITtSyI3YQvksRJBb8/3X1qFFLrB80VUzgC/ek66pUdrPhcgjzEHYhito2blcdgxgLCqTtVJuTC2uTC+VZxaXpg+/OPPisxP+TVLIDw72bh3o3VLMbt9zTf7texb6ti03KpYn5zgE6FHwALFeQ/Ji9cLYk+9u45IWWF3L5PyrhdxwIb8pMFah/0AQEAGEnHELk/EptjNWNFDIg/Anxqe+YfdcOX0SAHJjO0Ad4ppNy7oQASLroiCvQae+/w9n/um54Vv2XPmpPxCZrO+fpq5UX1Mn1eLLK03OVtutUG1QV9Dy7Lrte7WvIzslQWNhNJNSszKYfZUl8GFCwbQE4rYxNYqvmdTl2+oGXc3qbl71v8oJOb/DJiJ4dVyez/kfPo+2nsLg7T8EAM87c2LltcNLv/p/L508+MvF2uu+jSpjF/uyW0aHri9mtwzkd2SyWcv8mXjmwtBFFjOv2mvX+wbF3sECYAEAwPVqi9Uzi5Xxxer4XGn89NQBAHj6VfFPz/TsvS6/Y39x3xv7x/b3ov8skBAA0SKnt4EOnWtnd2G5qAUWkWHVuTLzbvIVzQuh/VOo1hZnF4/vGr0VEDxLACAgkCX8Ts6zlGeFlrIGS1nkLu1bchl7yiL3cHPl0AWg/PpJkck4my8DUixYzUrdDcLLL5kH5CF4KPKN7OVLhAuHHvhe6eCJ7X/6lt0ffBspw6On6pIWVqxHo25T1RVPx6AL4u6tGr1SCEu4DrRngqsscpemoLD6mF5C/fU/U3LxeWjCpqU6omJBVCYFpg9xaPYto+UsUXxVNEXryoMT4oEioCL7VpBAbObiJxduySgidaXs5B5a7DBaxk561Smwq4XWL8VIokvqcPGW8ayaQRLBYxmwQNknHT3heMvj+aMPbVueyAkneuOvvLI8Mzs9PT01MzM1efZMtVYFAMfOFDKjY0M3DhTGBgs7snavns15VVfdIh26BbPdipJOHcGyPUu3dTkgcoWtm2Cr/7NaXyotTyy7p1e807/+2Zlf/GgKABzHGRoaHhneNDyyabB/87Z9hav/6PjAriW3LpCCdxWJINxCpDu/XHhRCywj2htC3cj4zG+IvG0jNwAiCRFIn2Bte6SWSLFg+TtdBRJKWqfWvci9/Nrx7PYd/jcfNhIoP2NiU23ltVf+5qHazPIVf/3OTXdeLUeguL3HLA5N24Gmr15v/RFhqpvBNV1otb4XjMmCoi3WbiWuViOM+yoBtB07jQnG+v4mHxY0mKOUvMzr4mXKWlzzABSLQuGNoJmjokDyNhHK64HhwnjZBNCLXiRM7C+vLnKPLFjG06WeJEo4agmu2TQYvLWlZIi+iQ4ay/aZ54emX3XKMLFYnZgvvzZfPlVzlwAAUfQ4wyP5q/sHd/TltvT2DFnR6NHVPeqlTReZspqRdXo3D1xOtN+tiyt6odpYLJVPzZdPLSxMHJw86NFLAJDL9O55Kn/Vbc7YlcW9N/b1DDjgt//uNmhdegKru9UVAJ2eeX6of2+ub5NnC7IRAAjBs+RnIwSSBUDyAKTYChyVBVXREngwLIEXcnt3IQcEAYDQWChVz4wP3/3vmhdQ/tdVJ5LQ6q3bI1UgWDjy6tGvfMfKO9d9+U8L+7f4r4xpskm3eABow5a0UyjjT2DgwVi4pGnPKKrOg9VK+9nKdWgqXlJKFsWNwmpVDXV5IhH1zURMaqDV3luMZaE7BnH1BKVYMS5yD9Wb/npgWOpwV4IwzyhnCixaECxQRH0BeGBc0yWj74gEwQ6bCBBuAB7tSR8JQEpcjcgopZ6GeNlMZym9PaAF1ZnM3PPFxrLlf+VXPgSEynLl9PEzx144cvLgL5fKswCAgD3Z4ZHi3r781v7ctmJuVJ10oQjloinDruoczitRg+ruob7rQSDL8siCvFPI56+6DK4CAI/cxcqZ+aXxFfe1iSOvvfzslN/Ehzf37bh8dOf+0bG9o7meDABU/8yBkU7XIcFFLbDOwz5Y5nuofZnMlI6WK7N79t3tZm2y0LODHptsudOVDZ58ROjJ9VhkGRe5R4ar6Fmh7CHD54OB2IJgCfziqy8BUeGqq8P6muSD4Wfbe9Q1JUgeiL567oqF17/7zPFvPFm8csuV//1dmaECBdtc+vZkOWhq6ifpGD32Sdio9KEtHgXUKEAJF1O1DOPqasQSPPd+Hc2FVU1XqAdLSgLfQbOIqKFITVz6NsEYLOGo7CAf7pgVPndTx/1wBXpo7tEqKR9Eao9Jo53c1YV6flzUt3cPvBQNFPh68kGjVlUp9gSCv903klaXsARqIZO2LD2srKd2pgARrIwnLI8ABRKCZ+W8xRP549/fsjKes7Ke69Vml16bWToxs3hysTxJQLaVHSzs2NL/xoH81r6erbbImnKKKnMJCalmtGPTdgYAAMEX/SoCxGDv1sHerYBvFpbX2FEpLU/ML4/PLZ1+8amTz//LYUTs67lsuLjrnusnt9y+ozMlb85FLbAuDG3tYk6dfSaT6R0evZoQSWDwUS5EZSMGlKvd5Se7MJBQiHKRe6icpMAC9T9SjkF3BFh+5beZTZszI5vjlTN1I13UuxKQ1zj05R9NPvrypjuv3Pex38dMsLMwhXaGIKAaCVXHuKElPDDV3ey4SilTT9h6Our1XwG1sspx00EcEuenFd9ziWJ8mK/YlrTvAK41SoqvYotSrUemLxWaKpDuGxlHpbFNMYwp2iixYxZBZDrTN8dqcskQPBdWxrNeRQAS+pu9ZL2F47mpiZkz46/N1Y7NV0555CKKYmZ0x8DvDOX3DBbG7KyQhqrU1tVFNz9z8UMe1KsOuU4Ri8Xe/WO9QJd5S5UzsyvHZpePnTj73MqK+UPXneVSFFgXeG+nlsGFlYnp0pG9e96BGYeIFAsWkhWsXvcsIBuJ5GNBv8O1pPyytGeFQU1jGzFIBUby0wOho1urlI8fHXjr70bTfLXXD40IxiF4VUv5GgWEOoCkhkPyoLG4cOx/fX3l9Omx99264323ha83kG98ClYoK9YLCp7jRHlpy7F1O0ezna4SFiyKja9NpFssSvTspzU0jUhNvrrWVNrIDBX7kG7BSppTTGVPWuoAknHTU442cFdXeoehpU0MIwuRojtiO3qGCVIiQQwSFBDsWa/ugxWVUO5or2YXFSZ46gcY7cOg5ILkSYtdtJlFdIZlqCA1VOse+3JdEBBJkADZKoM80PNImtD87JDQIX+rRX+helAG9IRD9Xn79R+NLBwsoOOWStOTU69NTr02NTXecOsI2Je/bOfwW4YLuwZ6xiyhDAQCoEnTgVSf1VlP3IQJk1kzrXal3QwiWJn4PqSDudHBgdG98DuuV7983+UdKVg6l6LA6lqOvf6YY+e3jd1CFgBh8AEcCPpO+RAQo0Xu4SuBIhJPyUXu6mKs0GoVrr9QVsrDyuGD5LqFN1xjKNw59m+ryq91g1SZef3kw//bra1c+el7h966L9SEBCAfDupFkM/7kk9h/NE5ckyUNhkl6UstOBq913puSKmdOeXWzEfGijSTbTHvpM2vSVz5UUKj1UqXNCQdpTYy7deQWOallsecYPTbaP0KLVjK9u6G8qPhNCjWr5SzrvqqB2GrCzP14pISZdb6mSGkBvqPIhE8X2ohEKBA9KaPll/42bHxV6bmaser7iIA5O2BywrXDPftGu7d1fwTNBt4GGYuTSzhdLoIZi45gdXcfNWyDcH4VONcwcWVian5w/u2v1042YYtV1n51wfRs4AEIlFgo4JgyRQF3yIM3g73LE11RRYsjKIYfEUwN18+8JLV25vfvjOolP/0Qn5mM15lVEaM9dm02sHi2edOPfSQ0997xSf+Q/FNfSStFKHpQ3s4iCB9FQNSuDRHtUj55hNNEuhmrcAmE5rBZBTQR2DtX5ADdJRgk2AtEHz1JSWAMUX59Cn27loQOFzErVr0zBYs/+PjiuCQiiBcNB4vHOq+sdxRVioqAwRSiSI5pRUKA7tYuOOUvxI9sPGEhQlMPhhcZFTlTfAFQiUFGdjPTr4hIXNHueYd5CVPvASAisCTC7wC34Sqa761mHZO/VtNSj9C8AjRJnfBmnumrz5to+1boqm8XB4/Nj5+/PXx4+NLpWUAyNl9w727hnp2Dxd2Ze1eQFj/+8GdlF7qVygNnq0k0M6OqDvfXgvvLBbJ3cFFLrBafhqoD3irBmzFcY0cOf0zx87t2HSTK9CzETwgAZ4lLVg2ki8XlBcGo0Xu/gNB0Mxa2iJ3oR34UUAKLN+g5a4sLx38bf9bblW2vpbnZd366Tz1QsFe7TT57E8nn/1p3zXb9/+3dzkDPYrJKjB9UOxjOP4oGduIIZSfapGj0VxrG7F+NVz4HMVUvnxnKnh4bltqNGnnb9UUjJERTGqSFJUVCoLm6UdGnqg7j6RApJ+0MQ3jvoqzInjUPbEovF7Khgjx2pHyyCx87BsJJn3le3S9AgHjK3KZoGwJGF8XH2UbbbAVymn1xMTMUTFfZWUVRrfXqvdJUFaH0PaQABEQPJGj+pw9/Vj/8oF8RcxOLh46u3hovvw6ATlWfrhn547Ldg717ipkhpTTv146PmD753zdxWj1TLeGcYfFLqFby3VpcpELrI3C1Pwr06Ujl+/9A+jt8RwkgYAUbcQA0YIq9T1B0B2DFS6hWlBfHlQ2YgCQwUL5hQAAC88/R41G/023XNCarwMCtAlyK6e+/2DplQOb7rxx71/fgUIQAXlBAFVUxQb08HEhRsNhJCVDbeRbIdKFZSwKKEpUc0xEbFsnuI50jLNb6UiJ0jYb0ZSQGGpXU8Lpm7+n79Ueybd0k0/S12x8k9s0oBbX/GHBZD0N2Zl2co/CRA8iUS9RZBsDpYkasyOlhNXXHW9egAD0V6w73sSvFg+89PT4+NGl+iQAFLOjewb/zaaefcXsaPD1UVu9FTB5yJwH+OQyARe9wFqvPfkC4rmNV0/9pKc4OnLtbRW0vIwgG4GkscrvZG0M1qQL8ERghiBbDuRyS2ZtPbslfYXJVwRdPYngodnCr57J79yd2XSZojs0jB9G1m1B0uW8zqI8rK9MnvzBNyoT0zs/+I7Re99ERNRQDFSysIGEkkas2PZXMUd1GTsZrFCaLyR8Y8u81OP4wJtI0ODZMikT6abNPFIEyqhP2r9q2BSNJWOg7qKWIb75uJoJ6qddcQxiaGcYAACEaXv3MHHFV935LGqayS1h9T0X4imjtmw+qh3JuJ40dKmfXQoaj7KNvXISZC7hQ0yldhQazOQqMKkXEQgW/rm49FQPON5safzs1LGJySNLy3MIOJDftn/w9tHifmmsUksB2skOHWKXyviiRLv6SUwerdrSz1sffS4b9+jC3OSacDuvPeGaMc87mPPHRS+wNgAnzvxLuTJ39Vs+5PVkQH7lRkofAJC2KPnBZr/T1Xdyjx+E5iv/WDNcxQ6AAKF87Ght8uzou98bL9z6bCTnk+WJE6d++HW06aov/nH/dTs91/O/AJoUN766Silg+v4Lxnq0vmWDKVxrwVomPd90O8X5+6JB++wjBpNSzL7VLGvjPu/pUdKza2bka2Z5Wr1S5vMf2rfC7KKHo1MHFw48+9RU9XDdXRFoD+d37xy5dXRgX8Zptly9SUUNnt3+fQumrbAN8wJxMQuskc199//VOztditU5dHjHr39z+R/f958pXHEV2vLD5agY9e8GCSWUaWoYVz1QQgaOajoAs2evecyt/+EH/mMmq20tqD9hSRyYfM1RUlyUKIuLi7lsznH0V0L0KNNnznz12C8/9MW/2rJ3q2Ky0kKu9lllVH+0UMBVvFv/ZE166hd4umse39ecSOoVbTFfzbKQdhrUL+oYy18plwEgn8+rphtDeDT5RlJLzSVeHjTHTThi8qYE7b7EeKn8T17pwaICPPf2Q0/99OGbb7rlLTfcdstNb+vJF2BtxE2JJs9zs/FcFNTr9UqlUiwW4x5dapdiAABGRvs6XQQDF7PA6uvP//t3v7nTpWiFNwPc1+kywP2/945OFwGfbRPLAAAFzUlEQVQmJyf7+vpyuVxqqDd++N67L1CBmI1GqVQCgP7+/k4XpP289b/cef9f/Kf49INpN5VKZWFhYfPmzZ0uCLPhuZgFFsMwzEWDEEKIjfYJdoa5hOHblWEYhmEYps2wwGIYhmEYhmkzLLAYhmEYhmHaDAsshmEYhmGYNsMCi2EYhmEYps2wwGIYhmEYhmkzLLAYhmEYhmHaDAsshmEYhmGYNsMCi2EYhmEYps2wwGIYhmEYhmkzLLAYhmEYhmHaDAsshmEYhmGYNsMCi2EYhmEYps2wwGIYhmEYhmkzLLAYhmEYhmHaDAsshmEYhmGYNsMCi2EYhmEYps2wwGIYhmEYhmkzLLAYhmEYhmHaDAsshmEYhmGYNsMCi2EYhmEYps3YHcn1xIkTJ06c+MxnPtOR3JmuZXl5OZvN2nZnmiVzEVCtVgEgm812uiDMRqXRaFSr1UKh0OmCMN3FE088sWvXrjVF6YwF6/rrr19rQZlLgSNHjiwtLXW6FMwGZmJiYmJiotOlYDYwS0tLR44c6XQpmK5j165d119//ZqiIBGdp9IwzFq54447Pv3pT99xxx2dLgizUfHt4mwdZ9bN448//tnPfvbxxx/vdEGYDQ+vwWIYhmEYhmkzLLAYhmEYhmHaDAsshmEYhmGYNsMCi2EYhmEYps3w+/BMF3Hfffft3r2706VgNjC33357p4vAbGx279593333dboUzMUAv0XIMAzDMAzTZvgRIcMwDMMwTJthgcUwDMMwDNNmWGAxDMMwDMO0GRZYDMMwDMMwbYYFFtNdnDp16hOf+MS1115bKBT27dv30Y9+dGZmptOFYjYAk5OT73vf+4aGhnp7e+++++4DBw50ukTMBoM7H6a98FuETHdx++23T05OfvnLX77ttttefvnlD3zgA/V6/fnnn+/p6el00ZjupV6v33TTTfl8/sEHHywWi/fff/+jjz764osvbtmypdNFYzYM3Pkw7YUtWEx3cddddz333HN33313oVC46aabvvrVrx46dOihhx7qdLmYrubb3/72Cy+88I1vfGPXrl3Dw8Nf+9rXarXaF77whU6Xi9lIcOfDtBcWWEx38clPfrJQKIQ/9+zZAwAnT57sXImYDcDDDz+8d+/eq666yv/Z29t75513/uAHP+hsqZiNBXc+THthgcV0NT/5yU9A9nQM04wDBw7s379fdbniiiuOHz9eLpc7VSRmo8OdD3OOsMBiupfp6elPfepTY2Nj9957b6fLwnQ1s7Oz/f39qsvAwAARzc/Pd6pIzIaGOx/m3OFvETJdSr1ef8973jM1NfXII4/k8/lOF4fpapIv6/DrO8y64c6HaQtswWI6xtNPP40KqhcRvf/973/88ce/9a1v8ed7mVUZGhoqlUqqS6lUQsSBgYFOFYnZoHDnw7QLFlhMx7jllltIQfX62Mc+9uCDD37lK19573vf26niMRuIq6+++tChQ6rLq6++unv3bjY/MGuFOx+mXbDAYrqOz3/+8w888MDnPve5D3/4w50uC7MxuOeee44ePXrw4EH/59LS0mOPPXbPPfd0tlTMhoM7H6aN8EajTHfxzW9+84Mf/ODHP/7xL37xi50uC7NhqNfrb3rTmwqFQrjR6COPPPLCCy9s27at00VjNgzc+TDthS1YTHfxpS99yf+rLs/6yEc+0ulyMV2N4ziPPvro3r17b7jhhh07dkxPTz/xxBOsrpg1wZ0P017YgsUwDMMwDNNm2ILFMAzDMAzTZlhgMQzDMAzDtBkWWAzDMAzDMG2GBRbDMAzDMEybYYHFMAzDMAzTZlhgMQzDMAzDtBkWWAzDMAzDMG2GBRbDMAzDMEybYYHFMAzDMAzTZlhgMQzDMAzDtBkWWAzDMAzDMG2GBRbDMAzDMEybYYHFMAzDMAzTZlhgMQzDMAzDtBkWWAzDMAzDMG2GBRbDMAzDMEybYYHFMAzDMAzTZlhgMQzDMAzDtJn/DxYJY5tN/H+pAAAAAElFTkSuQmCC", "text/plain": [ "Figure()" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pp_small = PlotPlane(:y, [7., 0., 7.], size=7.)\n", "f, ax, p = plot_off_resonance(pp_small, get_tissue(myelin=true), ngrid=200)\n", "plot!(ax, pp_small, get_tissue())\n", "#Colorbar(f, p, label=\"off-resonance (ppm)\")\n", "\n", "# test particle\n", "Random.seed!(1)\n", "path = trajectory([7., 0., 7.], Simulation([], diffusivity=3., geometry=get_tissue(), timestep=1e-3), 0:1e-3:0.5)\n", "plot!(pp_small, path)\n", "\n", "f" ] }, { "cell_type": "markdown", "id": "ddc951bc", "metadata": {}, "source": [ "The distribution of the off-resonance field in the three compartments (intra-axonal, myelin and extra-axonal) is shown below.\n", "The myelin magnetic susceptibility has both an isotropic ($\\chi_I=100 {\\rm ppb}$) and anisotropic ($\\chi_A=-100 {\\rm ppb}$) components.\n", "Because of the anisotropic component there is a net field offset in the intra-axonal space with an opposite sign to the magnetic field offset within the myelin water.\n", "In the extra-axonal space the dipole-like field does not produce an net offset." ] }, { "cell_type": "code", "execution_count": 7, "id": "e21d94e1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "FigureAxisPlot()" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "snap = Snapshot(10000)\n", "o = [MCMRSimulator.off_resonance(get_tissue(myelin=true), p) for p in MCMRSimulator.position.(snap)]\n", "l = isinside(get_tissue(), snap)\n", "f = hist(o[l .== 0], label=\"extra\")\n", "hist!(o[l .== 1], label=\"myelin\")\n", "hist!(o[l .== 2], label=\"intra\")\n", "axislegend()\n", "f" ] }, { "cell_type": "markdown", "id": "20517f74", "metadata": {}, "source": [ "## Helper functions to plot the signal profiles" ] }, { "cell_type": "code", "execution_count": 8, "id": "9d509bdb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "plot_all_signal (generic function with 1 method)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function plot_all_signal(ax, times_plot, signal_plot; func=transverse, norm=false, ast=false, tissue=get_tissue())\n", " label = isinside(tissue, signal_plot[1])\n", " \n", " transform(use, signal_trans) = begin\n", " x = func.(s[use] for s in signal_trans)\n", " norm_by = sum(use)\n", " if ast\n", " @. -times_plot / log(x / norm_by)\n", " elseif norm\n", " x / norm_by\n", " else\n", " norm_alt = func === phase ? 1. : length(use)\n", " x / norm_alt\n", " end\n", " end\n", " plot_line!(use, label; linestyle=:solid) = lines!(ax, times_plot, transform(use, signal_plot), label=label, linestyle=linestyle)\n", " plot_line!(label .== label, \"total\")\n", " for (l_ind, l_text) in [(0, \"extra\"), (1, \"myelin\"), (2, \"intra\")]\n", " use = label .== l_ind\n", " plot_line!(use, l_text, linestyle=:dash)\n", " end\n", " plot_line!(label .!= 1, \"no myelin\")\n", "end" ] }, { "cell_type": "code", "execution_count": 9, "id": "341261bb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "plot_all_signal (generic function with 2 methods)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function plot_all_signal(times_plot, signal_plot; xlog=false, ylog=false, kwargs...)\n", " f = Figure(resolution=(400, 300))\n", " ax = Axis(f[1, 1], xscale=xlog ? log10 : identity, yscale=ylog ? log10 : identity, )\n", " plot_all_signal(ax, times_plot, signal_plot; kwargs...)\n", " f\n", "end" ] }, { "cell_type": "markdown", "id": "d25f9bd2", "metadata": {}, "source": [ "# Gradient echo sequence" ] }, { "cell_type": "markdown", "id": "45181781", "metadata": {}, "source": [ "The gradient echo sequence has a single 90 degree excitation pulse. The repetition time (TR) does not matter for these simulations." ] }, { "cell_type": "code", "execution_count": 10, "id": "93d2b3e9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Sequence{1, RFPulse, LinearGradients}(Scanner(3.0, 80.0, 200.0), LinearGradients([0.0, 1000.0], StaticArraysCore.SVector{3, Float64}[[0.0, 0.0, 0.0], [0.0, 0.0, 0.0]], [0.0, 0.0, 0.0]), RFPulse[RFPulse(0.0, 1.5707963267948966, 6.123233995736766e-17, 1.0, 0.0, 1.0, 0.0)], 1000.0)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ge_sequence = Sequence(TR=1000, pulses=[RFPulse(flip_angle=90)], scanner=scanner)" ] }, { "cell_type": "markdown", "id": "beaab3ff", "metadata": {}, "source": [ "We create a simulation based on the gradient echo sequence setting the following parameters:\n", "- the diffusivity is set to the value for free water (3 micrometer^2/millisecond)\n", "- this random diffusion is constrained by the geometry set by `get_tissue`. The myelin in the tissue with generate an off-resonance field (`myelin=true`), but there will be no magnetisation transfer (`MT=0.`)\n", "- The relaxation rates are set to values appropriate for the CSF at 3T\n", " - T2 = 2000 milliseconds (Spijkerman, J.M. et al. (2018) ‘T2 mapping of cerebrospinal fluid: 3 T versus 7 T’, Magma (New York, N.y.), 31(3), pp. 415–424. doi:10.1007/s10334-017-0659-3.)\n", " - T1 = 4000 milliseconds (Yamashiro, A., Kobayashi, M. and Saito, T. (2019) ‘Cerebrospinal fluid T1 value phantom reproduction at scan room temperature’, Journal of Applied Clinical Medical Physics, 20(7), pp. 166–175. doi:10.1002/acm2.12659.) <- like the sequence TR, this will not affect the simulations shown here" ] }, { "cell_type": "code", "execution_count": 11, "id": "695db071", "metadata": {}, "outputs": [], "source": [ "gradient_echo = Simulation(ge_sequence, diffusivity=3., geometry=get_tissue(myelin=true, MT=5e-3), R1=1/4000, R2=1/2000, timestep=0.1);" ] }, { "cell_type": "markdown", "id": "8a5c1e6b", "metadata": {}, "source": [ "The trajectory function returns the spin positions and orientations at the requested times (as defined in `times_ge`)." ] }, { "cell_type": "code", "execution_count": 12, "id": "a398ac61", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 3.036572 seconds (3.06 M allocations: 228.077 MiB, 1.95% gc time, 28.68% compilation time)\n" ] } ], "source": [ "times_ge = 0.1:0.1:50\n", "@time signal_ge = trajectory(1000, gradient_echo, times_ge);" ] }, { "cell_type": "markdown", "id": "bcad3419", "metadata": {}, "source": [ "We check that there is no exchange between compartments between the first and last timestep" ] }, { "cell_type": "code", "execution_count": 13, "id": "aeed97f4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "true" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "label = isinside(get_tissue(), signal_ge[1])\n", "label2 = isinside(get_tissue(), signal_ge[end])\n", "all(label .== label2)" ] }, { "cell_type": "markdown", "id": "79f0f64c", "metadata": {}, "source": [ "The resulting signal profile. While the signal loss is small in individual compartments (dashed lines; magenta: intra; orange: extra; green:myelin), there is a large signal loss when adding the compartments together (light blue without myelin water; dark blue with myelin water)." ] }, { "cell_type": "code", "execution_count": 14, "id": "a23fe13f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = plot_all_signal(times_ge, signal_ge, func=transverse)\n", "plot!(ge_sequence)\n", "f" ] }, { "cell_type": "code", "execution_count": 15, "id": "672b780f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_all_signal(times_ge, signal_ge, func=transverse, ast=true, ylog=true)" ] }, { "cell_type": "markdown", "id": "e08f9a26", "metadata": {}, "source": [ "This rapid signal loss when the signal is summed across compartments is due to the dephasing of the various compartments." ] }, { "cell_type": "code", "execution_count": 16, "id": "de06bf62", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_all_signal(times_ge, signal_ge, func=phase)" ] }, { "cell_type": "markdown", "id": "b3235d12", "metadata": {}, "source": [ "Here we produce a grid of T2* estimates with readouts at various echo times with the myelin off-resonance field turned off (left) or on (right) and without (top) or with (bottom) magnetisation transfer.\n", "The dominant effect on the estimated T2* is the myelin off-resonance field, which leads to T2* estimates of around 20 ms.\n", "Note that this T2* is not the T2* of the myelin water, but rather the T2* due to the difference in the off-resonance field of the myelin water and the remaining tissue water." ] }, { "cell_type": "code", "execution_count": 17, "id": "b6f47c19", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ge_grid_plot (generic function with 1 method)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function ge_grid_plot(loc; kwargs...)\n", " gradient_echo = Simulation(ge_sequence, diffusivity=3., geometry=get_tissue(; kwargs...), R1=1/4000, R2=1/2000, timestep=0.1)\n", " @time signal_ge = trajectory(1000, gradient_echo, times_ge)\n", " ax = Axis(loc, yscale=log10)\n", " plot_all_signal(ax, times_ge, signal_ge, func=transverse, ast=true)\n", " ylims!(ax, 8, 3000)\n", " ticks = [10, 30, 100, 300, 1000, 2000]\n", " ax.yticks = (ticks, string.(ticks))\n", "end" ] }, { "cell_type": "code", "execution_count": 18, "id": "3463e320", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 1.527592 seconds (1.05 M allocations: 118.009 MiB, 2.70% gc time)\n", " 1.957466 seconds (1.05 M allocations: 118.027 MiB)\n", " 1.193477 seconds (1.05 M allocations: 118.016 MiB)\n", " 1.970595 seconds (1.05 M allocations: 118.022 MiB)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = Figure()\n", "ge_grid_plot(f[1, 1], myelin=false, MT=0.)\n", "ge_grid_plot(f[1, 2], myelin=true, MT=0.)\n", "ge_grid_plot(f[2, 1], myelin=false, MT=5e-3)\n", "ge_grid_plot(f[2, 2], myelin=true, MT=5e-3)\n", "f" ] }, { "cell_type": "markdown", "id": "0a56ebe2", "metadata": {}, "source": [ "# Spin echo sequence" ] }, { "cell_type": "markdown", "id": "c737abc7", "metadata": {}, "source": [ "The spin echo sequence is identical to the gradient echo sequence, but with the addition of an 180 degree refocus pulse." ] }, { "cell_type": "code", "execution_count": 19, "id": "c3f7a9c6", "metadata": {}, "outputs": [], "source": [ "se_sequence = Sequence(TR=1000, pulses=[RFPulse(flip_angle=90), RFPulse(time=25, flip_angle=180)], scanner=scanner)\n", "spin_echo = Simulation(se_sequence, diffusivity=3., geometry=get_tissue(myelin=true, MT=5e-3), timestep=0.1, R1=1/4000, R2=1/2000);" ] }, { "cell_type": "code", "execution_count": 20, "id": "2f83204d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 2.640547 seconds (1.89 M allocations: 162.956 MiB, 1.83% gc time, 20.14% compilation time)\n" ] } ], "source": [ "times_se = 0.1:0.1:50\n", "@time signal_se = trajectory(1000, spin_echo, times_se);" ] }, { "cell_type": "code", "execution_count": 21, "id": "1e7e57b4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = plot_all_signal(times_se, signal_se, func=transverse)\n", "plot!(se_sequence)\n", "f" ] }, { "cell_type": "code", "execution_count": 22, "id": "2e881431", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_all_signal(times_se, signal_se, func=phase)" ] }, { "cell_type": "markdown", "id": "bbc23008", "metadata": {}, "source": [ "Modeling the signal evolution for a range of different spin echo sequence is a bit more difficult than for the gradient echo.\n", "For the spin echo, we need to simulate multiple sequences as for each echo time the refocus pulse will be at a different time.\n", "We now also add a Readout to the sequence to indicate at what time the signal from that particular sequence should be read out." ] }, { "cell_type": "code", "execution_count": 23, "id": "f063ee83", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "se_grid_plot (generic function with 1 method)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function se_grid_plot(loc; kwargs...)\n", " times_se = 1:50\n", " se_sequence = [Sequence(TR=1000, pulses=[RFPulse(flip_angle=90), RFPulse(time=t/2, flip_angle=180), Readout(time=t)]) for t in times_se]\n", " spin_echo = Simulation(se_sequence, diffusivity=3., geometry=get_tissue(; kwargs...), R1=1/4000, R2=1/2000)\n", " @time signal_se = [s[1] for s in readout(1000, spin_echo)]\n", " ax = Axis(loc, yscale=log10)\n", " plot_all_signal(ax, times_se, signal_se, func=transverse, ast=true)\n", " ylims!(ax, 8, 3000)\n", " ticks = [10, 30, 100, 300, 1000, 2000]\n", " ax.yticks = (ticks, string.(ticks))\n", "end" ] }, { "cell_type": "code", "execution_count": 24, "id": "b38e48ef", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 7.500952 seconds (5.77 M allocations: 445.426 MiB, 1.53% gc time, 92.32% compilation time)\n", " 0.938407 seconds (938.04 k allocations: 184.965 MiB, 4.53% gc time)\n", " 0.866871 seconds (937.98 k allocations: 184.963 MiB, 5.72% gc time)\n", " 0.758667 seconds (937.99 k allocations: 184.963 MiB, 5.79% gc time)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = Figure()\n", "se_grid_plot(f[1, 1], myelin=false, MT=0.)\n", "se_grid_plot(f[1, 2], myelin=true, MT=0.)\n", "se_grid_plot(f[2, 1], myelin=false, MT=5e-3)\n", "se_grid_plot(f[2, 2], myelin=true, MT=5e-3)\n", "f" ] }, { "cell_type": "markdown", "id": "9dfc2b44", "metadata": {}, "source": [ "For the spin echo the myelin has a very small effect, because the dephasing between compartments is fully recoverable with only a minor dephasing within compartments remaining.\n", "Instead to explain the T2 differences between compartments we need to add a signal loss due to cross-relaxation or magnetisation transfer whenever the spin hits any membrane.\n", "\n", "This can explain the T2 in intra-axonal water ($\\sim$80 ms) as well as for the intra-axonal water ($\\sim$50-60 ms), although the T2 of myelin water is significantly overestimated (should be $\\sim$20 ms). This overestimation might simply reflect that the myelin configuration is actually better represented by a spiral than the two cylinders modeled here" ] }, { "cell_type": "code", "execution_count": 25, "id": "8202260f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 1.075943 seconds (998.78 k allocations: 188.279 MiB, 5.44% gc time, 3.21% compilation time)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "times_se = 1:50\n", "se_sequence = [Sequence(TR=1000, pulses=[RFPulse(flip_angle=90), RFPulse(time=t/2, flip_angle=180), Readout(time=t)], scanner=scanner) for t in times_se]\n", "spin_echo = Simulation(se_sequence, diffusivity=3., geometry=get_tissue(; myelin=true, MT=5e-3), R1=1/4000, R2=1/2000)\n", "@time signal_se = [s[1] for s in readout(1000, spin_echo)]\n", "plot_all_signal(times_se, signal_se, func=transverse, ast=true)" ] }, { "cell_type": "markdown", "id": "10a99856", "metadata": {}, "source": [ "# All axons having the same size" ] }, { "cell_type": "markdown", "id": "6c2da7d9", "metadata": {}, "source": [ "The increase of the T2 with echo time is due to the relatively larger contribution of the longer-T2 water in larger axons at the longer echo times." ] }, { "cell_type": "code", "execution_count": 26, "id": "d2d3015f", "metadata": {}, "outputs": [], "source": [ "Random.seed!(1)\n", "(constant_positions, constant_radii) = random_positions_radii((30., 30.), 0.7, 2, variance=1e-8);" ] }, { "cell_type": "code", "execution_count": 27, "id": "4193344a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "constant_tissue (generic function with 1 method)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function constant_tissue(; MT=0., myelin=false)\n", " annuli(0.7 .* constant_radii, constant_radii; positions=constant_positions, rotation=:y, repeats=(30., 30.), myelin=myelin, MT_fraction=MT)\n", "end" ] }, { "cell_type": "code", "execution_count": 28, "id": "0053d536", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pp = PlotPlane(:y, size=30.)\n", "f, ax, p = plot_off_resonance(pp, constant_tissue(myelin=true), ngrid=200)\n", "plot!(ax, pp, constant_tissue(myelin=true))\n", "f" ] }, { "cell_type": "code", "execution_count": 29, "id": "e59623e4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 3.332547 seconds (1.85 M allocations: 233.531 MiB, 1.17% gc time, 65.99% compilation time)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "times_se = 1:50\n", "se_sequence = [Sequence(TR=1000, pulses=[RFPulse(flip_angle=90), RFPulse(time=t/2, flip_angle=180), Readout(time=t)], scanner=scanner) for t in times_se]\n", "spin_echo = Simulation(se_sequence, diffusivity=3., geometry=constant_tissue(; myelin=true, MT=5e-3), R1=1/4000, R2=1/2000)\n", "@time signal_se = [s[1] for s in readout(1000, spin_echo)]\n", "plot_all_signal(times_se, signal_se, func=transverse, ast=true, tissue=constant_tissue())" ] }, { "cell_type": "markdown", "id": "56173144", "metadata": {}, "source": [ "# Varying parameters" ] }, { "cell_type": "code", "execution_count": 30, "id": "a8aeeee0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "plot_varying" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\"Plot gradient or spin echo signal at TE=30 ms for a range of geometries\"\n", "function plot_varying(x, geometries, spin_echo=false)\n", " sequence = (\n", " spin_echo ?\n", " Sequence(TR=1000, pulses=[RFPulse(flip_angle=90), RFPulse(time=15, flip_angle=180), Readout(time=30.)], scanner=scanner) :\n", " Sequence(TR=1000, pulses=[RFPulse(flip_angle=90), Readout(time=30.)], scanner=scanner)\n", " )\n", "\n", " @time signal = [evolve(1000,\n", " Simulation(sequence, geometry=geom, diffusivity=3., R1=1/4000, R2=1/2000),\n", " 30.,\n", " ) for geom in geometries];\n", " function get_compartment(geometry, signal, index)\n", " label = isinside(geometry, signal)\n", " if index == -1\n", " if maximum(label) == 1\n", " return signal\n", " else\n", " return signal[label .!= 1]\n", " end\n", " end\n", " if maximum(label) == 1\n", " # no myelin\n", " if index == 2\n", " index = 1\n", " elseif index == 1\n", " index = 2\n", " end\n", " end\n", " signal[label .== index]\n", " end\n", " function mytrans(s)\n", " length(s) == 0 ? NaN : transverse(s) / length(s)\n", " end\n", "\n", " f = Figure(resolution=(400, 300))\n", " ax = Axis(f[1, 1])\n", " for (compartment, ls) in [(nothing, :solid), (0, :dash), (1, :dash), (2, :dash), (-1, :solid)]\n", " part_signal = isnothing(compartment) ? signal : get_compartment.(geometries, signal, compartment)\n", " attenuation = mytrans.(part_signal)\n", " lines!(ax, x, -30 ./ log.(attenuation), linestyle=ls)\n", " end\n", " ylims!(0, 250)\n", " f\n", "end" ] }, { "cell_type": "markdown", "id": "53e648f3", "metadata": {}, "source": [ "### Myelination (g-ratio)" ] }, { "cell_type": "code", "execution_count": 31, "id": "47dfa8aa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 2.511681 seconds (3.29 M allocations: 193.408 MiB, 1.40% gc time, 68.52% compilation time)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grat = 0.6:0.1:1\n", "geometries = TransformObstruction[annuli(0.6 .* radii, (0.6 / g) .* radii; positions=positions, rotation=:y, repeats=(30., 30.), myelin=true, MT_fraction=5e-3) for g in grat[1:end-1]]\n", "# g-ratio of 1 is represented by a set of unmyelinated cylinders rather than annuli\n", "push!(geometries, cylinders(0.6 .* radii; positions=positions, rotation=:y, repeats=(30., 30.), MT_fraction=5e-3));\n", "plot_varying(grat, geometries, false)" ] }, { "cell_type": "code", "execution_count": 32, "id": "9e89f578", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 1.723285 seconds (1.99 M allocations: 121.078 MiB, 3.02% gc time, 61.09% compilation time)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_varying(grat, geometries, true)" ] }, { "cell_type": "markdown", "id": "74ca277e", "metadata": {}, "source": [ "### Axon diameter" ] }, { "cell_type": "markdown", "id": "fbe72dde", "metadata": {}, "source": [ "Changing the axonal diameter also scales the size of the extra-axonal space (for a constant density)" ] }, { "cell_type": "code", "execution_count": 33, "id": "31383c7a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 2.824155 seconds (859.84 k allocations: 56.056 MiB, 13.87% compilation time)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cradii = [0.5, 1, 2, 3, 5]\n", "constant_positions, constant_radii\n", "geometries = [\n", " annuli(0.7 .* constant_radii .* r, constant_radii .* r; positions=constant_positions .* r, rotation=:y, repeats=(30. * r, 30. * r), myelin=true, MT_fraction=5e-3)\n", " for r in cradii\n", "]\n", "plot_varying(cradii, geometries, false)" ] }, { "cell_type": "code", "execution_count": 34, "id": "86c45e7c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 2.054231 seconds (832.51 k allocations: 54.883 MiB, 2.51% gc time, 18.46% compilation time)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_varying(cradii, geometries, true)" ] }, { "cell_type": "markdown", "id": "1f3d171e", "metadata": {}, "source": [ "### Angle with B0" ] }, { "cell_type": "code", "execution_count": 35, "id": "f837a0e7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 1.619376 seconds (871.93 k allocations: 64.913 MiB, 3.00% compilation time)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "angle = 0:10:90\n", "orientation = [[0., sin(deg2rad(a)), cos(deg2rad(a))] for a in angle]\n", "geometries = [annuli(0.7 .* radii, radii; positions=positions, rotation=o, repeats=(30., 30.), myelin=true, MT_fraction=5e-3) for o in orientation]\n", "plot_varying(angle, geometries, false)" ] }, { "cell_type": "code", "execution_count": 36, "id": "2a77c944", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 1.648471 seconds (932.85 k allocations: 68.787 MiB, 2.85% compilation time)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_varying(angle, geometries, true)" ] }, { "cell_type": "markdown", "id": "67f13287", "metadata": {}, "source": [ "### Axonal density" ] }, { "cell_type": "code", "execution_count": 37, "id": "1dab8d54", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 2.064110 seconds (2.60 M allocations: 148.125 MiB, 76.30% compilation time)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "densities = 0.5:0.1:0.8\n", "geometries = TransformObstruction[]\n", "for d in densities\n", " (p, r) = random_positions_radii((30., 30.), d, 2, mean=1., variance=1.);\n", " push!(geometries,\n", " annuli(0.7 .* r, r; positions=p, rotation=:y, repeats=(30., 30.), myelin=true, MT_fraction=5e-3)\n", " )\n", "end\n", "plot_varying(densities, geometries, false)" ] }, { "cell_type": "code", "execution_count": 38, "id": "bd22c7a1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 1.309036 seconds (1.38 M allocations: 83.909 MiB, 61.59% compilation time)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_varying(densities, geometries, true)" ] } ], "metadata": { "kernelspec": { "display_name": "Julia 1.7.3", "language": "julia", "name": "julia-1.7" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.7.3" } }, "nbformat": 4, "nbformat_minor": 5 }