{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Choropleth\n", "\n", "`mapclassify` is intended to be used with visualizaiton packages to handle the actual rendering of the choropleth maps defined on its classifiers. In this notebook, we explore some examples of how this is done. The notebook also includes an example that combines `mapclassify` with [ipywidgets](https://ipywidgets.readthedocs.io/en/latest/) to allow for the interactive exploration of the choice of:\n", "\n", "- classification method\n", "- number of classes\n", "- colormap" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import libpysal \n", "import geopandas as gpd\n", "import mapclassify" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'2.3.0'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mapclassify.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The example in this notebook use data on sudden death infant syndrome for counties in North Carolina which is a built-in dataset available through `libpysal`. We use `libpysal` to obtain the path to the shapefile and then use `geopandas` to create a geodataframe from the shapefile:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sids2\n", "=====\n", "\n", "North Carolina county SIDS death counts and rates\n", "-------------------------------------------------\n", "\n", "* sids2.dbf: attribute data. (k=18)\n", "* sids2.html: metadata.\n", "* sids2.shp: Polygon shapefile. (n=100)\n", "* sids2.shx: spatial index.\n", "* sids2.gal: spatial weights in GAL format.\n", "\n", "Source: Cressie, Noel (1993). Statistics for Spatial Data. New York, Wiley, pp. 386-389. Rates computed.\n", "Updated URL: https://geodacenter.github.io/data-and-lab/sids2/\n", "\n" ] } ], "source": [ "libpysal.examples.explain('sids2')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "pth = libpysal.examples.get_path('sids2.shp')\n", "gdf = gpd.read_file(pth)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AREAPERIMETERCNTY_CNTY_IDNAMEFIPSFIPSNOCRESS_IDBIR74SID74NWBIR74BIR79SID79NWBIR79SIDR74SIDR79NWR74NWR79geometry
00.1141.44218251825Ashe370093700951091.01.010.01364.00.019.00.9165900.0000009.16590313.929619POLYGON ((-81.47276 36.23436, -81.54084 36.272...
10.0611.23118271827Alleghany37005370053487.00.010.0542.03.012.00.0000005.53505520.53388122.140221POLYGON ((-81.23989 36.36536, -81.24069 36.379...
20.1431.63018281828Surry3717137171863188.05.0208.03616.06.0260.01.5683811.65929265.24466871.902655POLYGON ((-80.45634 36.24256, -80.47639 36.254...
30.0702.96818311831Currituck370533705327508.01.0123.0830.02.0145.01.9685042.409639242.125984174.698795MULTIPOLYGON (((-76.00897 36.31960, -76.01735 ...
40.1532.20618321832Northampton3713137131661421.09.01066.01606.03.01197.06.3335681.867995750.175932745.330012POLYGON ((-77.21767 36.24098, -77.23461 36.214...
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" ], "text/plain": [ " AREA PERIMETER CNTY_ CNTY_ID NAME FIPS FIPSNO CRESS_ID \\\n", "0 0.114 1.442 1825 1825 Ashe 37009 37009 5 \n", "1 0.061 1.231 1827 1827 Alleghany 37005 37005 3 \n", "2 0.143 1.630 1828 1828 Surry 37171 37171 86 \n", "3 0.070 2.968 1831 1831 Currituck 37053 37053 27 \n", "4 0.153 2.206 1832 1832 Northampton 37131 37131 66 \n", "\n", " BIR74 SID74 NWBIR74 BIR79 SID79 NWBIR79 SIDR74 SIDR79 \\\n", "0 1091.0 1.0 10.0 1364.0 0.0 19.0 0.916590 0.000000 \n", "1 487.0 0.0 10.0 542.0 3.0 12.0 0.000000 5.535055 \n", "2 3188.0 5.0 208.0 3616.0 6.0 260.0 1.568381 1.659292 \n", "3 508.0 1.0 123.0 830.0 2.0 145.0 1.968504 2.409639 \n", "4 1421.0 9.0 1066.0 1606.0 3.0 1197.0 6.333568 1.867995 \n", "\n", " NWR74 NWR79 geometry \n", "0 9.165903 13.929619 POLYGON ((-81.47276 36.23436, -81.54084 36.272... \n", "1 20.533881 22.140221 POLYGON ((-81.23989 36.36536, -81.24069 36.379... \n", "2 65.244668 71.902655 POLYGON ((-80.45634 36.24256, -80.47639 36.254... \n", "3 242.125984 174.698795 MULTIPOLYGON (((-76.00897 36.31960, -76.01735 ... \n", "4 750.175932 745.330012 POLYGON ((-77.21767 36.24098, -77.23461 36.214... " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once created, the geodataframe has a `plot` method that can be called to create our first choropleth map. We will specify the column to classify and plot as `SIDR79`: SIDS death rate per 1,000 births (1979-84). The classification scheme is set to `Quantiles`, and the number of classes set to `k=10` (declies):" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eOJd3AbA7zg+B2k9ulrCpDjaSSGs5HdbeB/mRZEbGe+QlJ85jHiwTiy20GMMXMhmWhghYE10Kc3r/LJ2u9fDdR8fxLy/eRWnD1GFfx2Ke4hsZ27gyo6eAHCwSyaa6d7nvwA95r/p1jDC+C+dlLkMi2dO0dcjXV3RnZMZGKBQKRZgc2nqM95/dGG8z+mTTm838v+snIolcfbyB0DWT5RcmRt3LoWCxJapAjbcBQ6cllAgCNb5DEwuxEaiRShoD0GoEyMxxRK7DYWIT0fckCVp4+bMb+MpcPyPpQ5fkjEw/phmZ8PBocsnSd/udiFm9q4Ubf38R33/2HraUfXxYnwkhW1jpeJvv5KcNaV1qB62GlxfOPMYvDv7LoOubzkpfiC4s7GrcPOTrKrqjBKpCoTgvePhH/4i3CQOy/0MPhjlwkjhPMJUdtcuQEt4+/UnWll/F3w7dxoqn/x+fePEuHj34VTyhlEFd86KJibt+aSA0a/zFVK+MnLFyD5pD8Q/5tsZZoOoiNteXEfa05xQlhkAVSASx8e6laru5c84j7Pjqan56sRu7lngRMufitA//CyLVYidgVEXAmuiSmrmTj80eOPR2/f5mvvXIBG75y128su9mAqGhR/aMF+/w0yJ9WCIVoMp3hk1173Xb11cyJZclmampszni3o8n1DKs6yraGLlT5wqFQjFItq3axY41iZmG/1z8vjQsrt5nbZsDGfxm55d5eX8QbzDE6IxFnGzomoykbR3aL2qs/GnrV7h1hp/PTXqODHvf6e+nF2wFPhHBRxA7hCVBBeoIzeJrd1gJRdKtN0Ss9jgLVHRiUQxWRngmIykrMQphjsqWCGIb3eAQR7l5wlE+MzGPdeUXce+7WVR7EvNzmJIcYLg5d6UEi0ghJBOn9m1fLFn0Kut3XUpoEMtrjpS38B/PpXN/yrf59BIfN874J+mu6rCvmW5u4XM5K3m8ZmjP9Mq868ix5/fYv6dpGzPT5/d6zrzMZexu2sK+pu0syOq1oqYiDJQHVaFQfKQxTZOHf/xEvM0YNGXHe/egHm6ayWde/gpP7WrFG2wTZt3FaXeaWv088CF8a9WX+wybag25+Pvuzw3b5ngh9UTM4cuI9aC6UhLDA2eJXZR7r2gxGhpFei5AS0mMkPcxufHzYuqyiosLnuW9Wx7jygmJN4Fls4DPeXDY/bgNP27mMxImw1zJx7h8UXgf6jq3jz+9BdfdfzP7KhcN6brp+tBf//dq3iDHUcCCrI917vOGPGyqe6fPc6akzsKpJ7G7KbETV40UlEBVKBQfabas3sOxnaXxNmPQ3HltE+6W6d32vXHqBm5+4aJ+BWlf7Kpw83rZjT32f1C5kmv++S0e3tfClKkFQ7Y3nhhaYtZuFSM0SZIjKc7KsB3NFt/nL1avn4ywQvXZYl+qqjeKs+IvlAUeRqUnnkC9bJ4VjxEZr+f7DTXs9S3GZl2GyxJ+DdVYMmfus7gc1rDPa2kN8O2/LWDt8WsxzPAkS2AYn+OA6efBY7/ktLe0c9+2hg/6zPALYNVszEpfwMHmXfiNxPgsjmSUQFUoFB9paupayVkykxnXLsLiSIwBeH8E/ZJvXmInaJQQMnV+tf17/PCt3E6v6VD49abR+EPdvWP3b5tNebMXU0q2NlQwdVrhcE2POUZcq2X2wwj1oNpcifH5EOGPYyOKJkfmGtRGEmPtW2FG/NcxA9j1RPsgSjLyT0a0xzM+N6/UNPFWQwFB6x1MyPhPxqV9mQz7LDTi/EHqgt1RzdVLh/Yb5vEF+X+PFXPV7+7g1+/cgScwuJJsF2pruKfQSao+tNWMrYaH/zv2M6p85Ugp+aB2NX6zf+E5L2MZQRlkf/POIV1TcRYlUBUKxUcaq1WnrtrN/sO1pM6azMzrluBMdcXbrH6pPRNk9/5pfH31nTy8bfiDvfImL5944XZePPFZyjwT+efxW9hbeXYwK4HN9eVMn1OEwzFyUhMESNBZ6hHqQbW6EmNAKyzxFRYiRgI10jG+1f4mLNb4v/dyUxNj4mhnZWJMuHQwf4KD2tDpqPTtNTy8U/MOD5x4jnUNJhnJd7Ni1AYWFfydSRk/INd1MVYtPSrXHghpgnvvNHi3ikJt6L8vdc0+nlgX4Jervj7oc/Lleu7NP8HK9MwhXbMl1Mwfj97HjsZNVPjKBhSo45Ink27NYrfK5jtsRs5IRKFQKIbA6Al52OwWAv4QzQ1e9jV4cY4fy8wxGZxYv4fm6ujX6+tAAjmLxpJ02QRaMmy4PCG0cjet+6uo23oKwxNAWHVGf2c5d+zSqWttjti1TzV6+NHqTGBF+56e68Q2VZ4htdDO9NQ8Du+rxB+Mf6hefwTM1nib0CsJkGdoSGj2BBkSxNvzFbMQ38j2ZyLJK3Zx5kT4SwEiSVZS/D+XjcYc3i9NjKRRHUyZ3EBVlN/aEsne5u3sbd5Orr2AZdkrWZB1MxekfwUpJZ7gCRr8O6j37aDS8xaGjM5rZRoC9+6ZlL5dyK7X6qk70wQcpWR6gOrFxYSG8RF7bauHysZ7KMow+MTMzcwqer/f9ppZzZXOVcx3LeJP1YK6UHi5CxqD9fyt9PcAA4buakJjXuZS1tW8TdAMYNUSa5JkJJEgv0YKhUIRHSbPHMV9f7mN//jO32lpbvtxafX42bevElt+ATOWz+DM1kPUnQw/U2C4ZP7mGrY31wMt0LEMKR/Iz0VbkUdhcjJB0+R9jwfiNMZr9vnZ5DvDuEkZVO9rSFixZdElAZkYnpqexN+LNRSETU+I8GSpm8Q4CWz368cox48ZhQ9XZr4t7gK1IL02rtcHeHL/jHib0I3CTAs18kBMr1ntr+D5M3/j1YqnmJ+5nIuyLyffOY5k2zhKUm7ggvSvsrP6LpoDkbHLDGk0bZ/NiVV57Hq1lsZqN3CiW5uyPadYNCmf9VnDkx/bjjazDfjwyDye/uZuku0D193Nlpv4cW4mh4zZ2IQkWfPjFD7suHnbM4p3GgcujeQ3fbiDTaRY0/psMy9jGaurXuaQey/T0uaE87AUXVAhvgqFYkTT0tyKzxvoN+HItHlj+eVj3yArt/valYA/xP69FbiT0pl5w3JEfxXFh4nQBfta+v4RNaXktNtNlSe+g8sOjtc3MHVGUbzN6JPU1MSdXxUJIPKGgrQkhrA29fh67mOWJCkKQtgenyjOTpLskmxHfNffhSjkgQ+HXkczGlw8N4QZp1mXgOnng9rV/OzgXdx/5L/Z1bgFQxokW8ewuPAfjE394rD6D3nSOfHkzfx1yRwevdnL2kdOtIvT3jnw3GamRmiheVVjK7955yuDbq/Jei7U1nCBeIc8+QGp5jbs5mGuStrHpekZzE/p/wMkkayuernfNgXOEoqco1WY7zBJ3F94hUKh6IeaikYe+8NqVr+4HSklmiZwJtlxJdtxJTlwJtlwJTtwJtmx2nROHqmioa73JCKmYbJvbwVTPrWMgy9vwAhFfiAhDcm45FQONw8805so7G2qISXFgdudeGs9U1ISQ0z1ipnAtvWDoYtYlP8c2A4RvzIlADJGr180ohNMV3wz196yzI+IV/hHO8fd0zBitY54ENitAp9rf1yjAjo40rKPIy37yLBmszT74yzOvoQLs+4iy7mI3TX/SsCsH3RfUkL1hqt56/+SKcpx0lw3+MlV3ws7Sf/UdBojMEvz0mYv2SnfYVLeGabm7yAvJfxEVLpZwbXOCkwtlx3uEvr7FK2vXcXFuVeRYcvqs828jGWsqnoJQ4bQhZJaQ0E9awqFYkTR0tzKM39ey0uPfUDAf/ZnxDQlHrcPj9sHDG1d6aF9FUy4ejFH39pMyBf5Gpt5dUEOJ0YemkHhCQQYlZ6RkAI1OTlxBqAfFUIJ8pSGRHxH8oYRGxd4NEJ8PZb4isPLpkUnCVA4TEhZx7yisWw90/sbOs1usnK8wfJRzUzOquLR3eN5Ynf01gqunGfBG6HSMpGiIVjLqxVP8WblP5mTsZgrCz7N8qLn2VXzI2p9G3u0956ajreqAKHJthARKdjxUjEHttYCXnLCdFg3VjUxaV8tH16YARGIXHp4jQkUkJU6jqe/s5Z027Yh9aOZ1Xy35HpeafBwtGV/r21CMshblc9z06iv9dnP3MwlvFz+BEdbDjIpZdqQbDnfUQJVoVCMCAKBEK8+sZGn/vQu7qboDcKOHqxk7MfnUbZ2Bz53ZK/jXXsCPp4b0T6jTTAYX29WXyQlJ66XMtLlQ2KFP0Fik0P9+i+iT6w8qNFY71sbagKSIt/xIBBIRqfHv7yGoJW/X/UEr5ZezdaKZAIGLCnxMC27moKkUuyUIrq4M/9t4TYaWm/mjSPRGBJLUvNOUpd4JVmBNrG1uf59qn0VfG/ivczPf5ATzX/jUP3vkITwnprGtifms/P93tYVn93XVDl4z2sHR9cdZPG4ZWx0DP83RhOCqxdeyNevXkRG1m3Ilt+B5y8M5UM2SmzmuxOeos5fzeb699lc/z71gZpubT6se49Lc68h19F7DfE0ayYTUqayu3GzEqhDRAlUhUKR0EgpeeeVHfz9d6uoLo9NeOyJI9WULJ1Jzea9tNRHrragLTc5Yn3FimCCZvJ1umQveYgThETNLDUAPpkYr7Vfxnc0b8bIg9rfuvmh0hTy4nSl0uqN/Wt55WwDnZqBG8YAgZtrxzzFtWMG07aFX13yHE3+T7PhVGQz/y6c7KAuSqVlIkmp9whrql5mZf6nGJf2ZdKtc/jtPWvYsrqGrkK0L2pKh5Zk8PiTmxjz1aWUGsNbW/AfX7ycqxde2Pm/SLkLaVuKbLobzDBtC25HBg+SZZ/MlQU3cnn+9RxrOcgzZQ9T7S8HwMTkjcrn+OKY7/bZzbyMZbxa/hQ3FH8JTSRIeMoIQj1jCoUioXn6ly/x+kOrYyZOOyg7UUvmnCmk5WcMuY8x96xg1NeXkHPReJx5qZQuyYmghbEhEEjMqX+7M3FFoBihP60eMzEEakDGdyFsFJag94oZhbfwLG18XMQpwPXzq+Jy3UigyQYevPxlxmVE9kWZPLEuov1Fkzcq/slpb1vW3eojGe3idGAyspKHvCQmFAiR9PYhhpvS6nfPv095XfeybMK+BJH9MthX9HFW30jvk53bmtAoco6mKdjdS7y9YQNnvH2vd52ZPp9Ww8NJz9Gwr69QAlWhUCQwW97aySM/foIDa3ZSkBd772N5WT2uSeOY+amlzLh2EZnF2YM+N3PuKN53tbK+CLatyOXQt6dR0ZIYGXrDIVoCdXpSGgtdGUxOSiXdamO8K4XltgwWVOtM3tfKGGf/YYq2CISFRY0R6kFtMRJjMsJnxlegxmoNaqQ9qBMdhWx/KXZ1nbtyYZHJzII1cbl2pLBQyRdmRW6taHG2hRrzYMT6izYmBo+dfICgGWD7B0cGfV5hQcqwrlt5tJL55cNbTlPb7OV7D7yA29s9X4LQMhHpf0Sk3gvhyGDfS0jzbPTUprp38Zs9czG8XvFMn104dBfT0uaxq0ll8x0KSqAqFIqEpOZ0HT+75bdIKQn6g2QkxWdFQk1lE/v2V7H/cC2+zGxmXb8ce7Kjz/bOglRG/eeVVNw8MYZWRg/fIATqeFcK05LTmJ6UxkVmCtOT0ih2uBjjSiJF7/66ZVptLG91Uf3aEUpfP0TDa0exrzqN+/VjHH77ECf3V9BQ42aUp/9QO6stMbx9vTJC16C6g5FPDDYUfEZ87TBCsRKokeurwJOM+YYFa1zmbSS/uXUXgpE3AXcuM/MiV8P1Y3OCmIm7EKFXBBqthpftGwbn9UvPSuLwqqElJOrKgVd2MMccXgbB4xX13PnQqwTPCYEQQiBcn0Nk/RMsg/xdll7wvdS2KSWb69/vtdne5u2c8Bzus5t5mcvY1bg5KuH8H3XUGlSFQpFwSCn57TcfxN1wdsDT4Im/dyfgD7F3XwVp0yYxMcvO3te3dPvhSRqVQev3F7Le3cRHYKyGTdehr3WJUpJpszPZksTJVUdxt69V7braJwik2y3MWTiaE0kGxdipWFfK4Rb/gNc+9P5RxiTZsNqsWGw6VpsF3aqTnJPE4XST2r/rHN08Dl3X0HWBZtHQdQ2t439dQ7e07dd00eMmOrdp3267FzpoGgi94yYQumsHOn0AACAASURBVDz7vyZBB6EBugRNIiwSoUmk1tZOmpmUfDIDM2giO24BA7P9ZvgNDH+o7d4XItgaIuQLEU9Z63DaEqEKBhZdEIzzWthQjARqpLL4llQnod1znJqqHSQDxXlppBdl4shNQWS48LtsNNs0ajCoN0IRyZrale9e2Uq2Y1NE+4wXk1LW88QNNv7jvUIO1Q3dh+OwgtdxgJGkTyenzODLY+/AaNU4sPPUoM7JTdLY3+yNyPVrn93Cguvnsttq4htiBrEth8r473+s5t+/sLJHXXNhnQhZzyHdvwDvPwbsS3qfBOctCCG4c9J9HHLvYUfjJvY0bsVnnvX4vlr+NLeP/7de66hfmDoDv9HKmdZSil1jh/SYzleUQFUoFAnHmn+sY/PrOzr/T89No7zS3esPQDxoavDQ1OChZMV87L4WSncfJ++KKZxalMNpd/PAHYwQHBYLJiHy7S7yLHaSQwKtJUhrnZe6M4143DUcG6CPgD/EwffbWg3U9lxaPQFaPed4047XYHNY0SYXYBompmEmQunObpR8Ppe1Sf15YvT2W3csmoZN17HqGlZNx6ZpWDQNi9CwCIFFaOiIzpsm2zSykKCbAgyJMEEYEmFIMEwISQjJdqFsdIpmwx/CDJiY7WLZ4rLhL9ZwWC3YLRbsuo5N17Fobba02SHQhEBHQwBCijY3oNk2qWQaHTeTkGESCpqEQiGCAZNA0CDgCxAyZJuHo4/PssNlId5FjYKh2KiKSOjT8adT8N5ziOYuk3mNVU00VvUM9RVAoctOVkkWyQXp6JlJGCkOPA6NKk1SZYY/CZifJrl1wWvDeQgJhcDD7MxXeOF6C/uaVvLpZ0YPqZ/PLw0yMd1Bq+nEa0jcRojmUJCGoJdQ2C+8xCI0QtKEKE1jLclawY0lX0IXFjZ+uB/TGPgzUDI2m/1vRm5iwtPo5dgj68hOcTDm4gupKknjSMgf9oTKK5v2U5iVyjeuWdzjmBAOROq9SNtyZNO/gOwnt0XoMAS3gm0+Fs3K1LQ5TE2bQ6gkyM8O3k2tvxKAoy37Oezey6TU6T260IWFORlL2NW4RQnUMFECVaFQJBQNVY388ft/7bavaEoJhyriPWztSXlZW9KEou+vYJ3eAO7EqnU3XOwByNrYQMBfQ0W8jelCwBeksqweV7Id7yC8sbHGtGoMxR0ZMk1CpknEFLcG2NpvAzTKdDkIeX20+AO0+CMYYitoW/plh/FZ6bS8V4MD0DSBrmtY9DbPt8XS7v32aoinSwbstvcxfvedzlwHx+b50YVou57Q0NpFtibosi0Q0Lm/IQo1kHtjKB5Ue0DDYmpoJow+nUTNv+7B5xn8Z8Dv9VN+qBwOlXfbr+kaC764lM3W8N64v//SMfRBZHkdaQhCpNqG5hkcm20yveR5DLOFFCBFhzydzs+hLpKxaKm0fThMJAZSGoCBxERKA0mo/d6g431t14swxBgkAk1IkBIhJGAikIBEYEL7rW1bgjy7r62/9m3Ztu20lLC44CudE8Db1vcdstqNKAUatLp9HHilbYJ63rxxnJhfRF2YCdwefG0ThVmpXLt4aq/HheNSsL6CbLoHAhv67Ed6n0TY5nfbZ9GsLMu+jBfPPNa579WKp5mYMq3XSfQ56ct4edXbmNeZaJpaWTlYlEBVKBQJxR+++zDuc0q76DYrxN2v0jehTTWIxTpSSwwPb6SwIgj44x9a3RuNdS1MnzeWPVtPxNuUHpiWkfc+sOiRLa/RG10/HqYpMU0jqmWMRk1KptwTvngqCaVHwZqeyDAdtaOqknB/ZRdme/rfsgjaYhomxx5Zx5Jbl7DBJQfltfr0ogDj0ldF0IrE4v1TA0+UnEWSZId0F9xx2X4M2Xd5MkO2YBjhly/zG2eAM219hH1232Q5ZncTVts3DC5BUl1t9CdkT2w9TmppDfk3zmWfDG/i6L8eX01eRgoLJo/q9bjQ8yDjEfA+gnT/Gnqrv+x7C2nUIvTuCRIXZl7Ea+VPE2y36ZT3GHuatjIjfX6PLsYkXcCGX9Yxy76Hi6+eGdZjOJ9RAlWhUCQM6/65iXXP9QwZqjhYhnSkJUyI77lUnaxn6YJJrNca4m1KRNET9PnuQEZrCn+YGNHXehEnFq91rN9Nev7Qkq6EjNisgQ3LgSolWQ830xSN2jRdOPT4BnI0gT3Jjs1pw+a0Y0+2kzIxn6bcJA4QJAQ4bZIfrFwdVVvizeO7+88k/qvPHMHhOIApvRiylY4Fp4n5rdQ3KbYJndvlp+qoOFXfT+uzeFv8JGcmR7RWeG8017pJXn2Qz//s0zy2evAJmUKmyZ0Pvcpf7/wMFxT2noFfCA2Svgq2hcjGH4JxbtmYILQ+B8nf7LbXZUlmXuYyNta907nvtYpnmJY2t0fNU03TmDZvLI/fv5rll09Dt4zAH4g4oHzNCoUiIWiud/OH2//S67GaU7VMHZ+R0JnwjA9rEFEePMYaXSb6T0RiCuiQNvLeB7qIwaApxtmNvUlDE5qBGK1BDefrYub+DI6vPx49Y7pgmpJWt4+m6mZqTtZwet9pDrywlfIH15L3+DYWHWrk9rkmNtF3DciPAq98+jX+8skqpuX1/n4QwiRo1mBIDyMqG9I5JNvGd27vGGT23g4yR+dF2pxeKT9ayZcvmsnPbrsKh23wvrWWVj/ffeBFapv6z1oorNMRWS+A8/oex2TrP3sdeyzPXtnt/0rfabY39B4uPG3eGM6U1rLm5R29Hlf0JNFHHwqF4jzhTz/8Gw29JPboYPfrWxmdZDJ1bBrjx6STnNzvwrqY40hzoIuP1leqmucdGsER50MBPQbh6bGOgK9haGsIA8HYhLUPdsLNGhR4/pgYoew+jx9fwOTPz8Ljb38Njy+Nn//tBzy15jZe23gL//fC7VTUjR+4oxGAlTKW5j7PM594iI23fci/XtSCLs4KUY8/9rW5o0Gq9WzplXDqnwKk5KRF2pw+2b/xMJfPn8Sjd91Ecfbgr1tZ7+aOP76Id4C15UJLRkv7OSLt1yA6XlsLIuXOXqO3ilyjuSBpcrd9r1c8iyF7fn9Mm9eWIOkfD6whGKXa4h81PlqjKYVCMSL58PXtrPr72gHbHd9xgl1vbuPgW1tpPXCM8WMyYmDdwBSMzWLrdAiJkSdM+kNP8HqeiepRD4xAb0osBKqIocdbtwnKvEPLqO0PxSbEt8UbZLp1AjPlaKYeSSO30dmrW3Xu2lRqTiRGIiJHmgv32AIMw+ThpySf//HneWutmwf/ofGrP7t45hUfX/zxCspqLoy3qRFDIEnXt3PrpMd4/0vbKE5te40ava44WzZ8LCIZh6UAgFDQYOem8DyoliRnNMzqlf0bDgEwsTiHx/7lFhZPGXyG5QOnqnn4zc2Daiuc1yCyXgbrAkT6bxGOy/tsuzynuxe1LlDNprr3erS7YHIBTpeN6vJG3npuy6DtPp9RAlWhUMQVT7OX333zobDP83v9HHp7K1MuSI+rUMnITeHoEhfu3hIsjHASfg1qgoZU+8LMOJkI6DHILhnLd1PWBentZTnCw6ppMRPSXr/B+g2N2J5u4fQdW/HfspucG09y4Z0eFvzRwuJXUpj3YTonHtobE3sGw6ibLqK67uyaw4bGnsnrgkGDPcdmxdKsmJFp2cobn32Z+1Y0MTkthEPPibdJwyLFNr7TO3hoT1nYWdFNLXZxNvs3nc0unJbk4PffuY7vXbeM+ZNKyErtf7Jg6dQxfPXKhYO+lrAUo2U9jnCs7LfdjPT5pFq6J1V7q/J5AmZ3b61u0Zkyp01QP/mnd/H7Eq04WuKhkiQpFIq48pd7HqfmdN2QzpVSsvv1rRQvn0VldXQTNfSGK9lO42XZVMn+17eMVBI9xNc0E9NT6TdG3mSFluCTEeHiGu0Ewk9aZtMshGIYop1qaJx+8ey6tIAvSPn+cthf3s9Z8WHS9YvYc3Jw39WPvZiL1/clVs5/ldR+awKPPCyUc/24J4C2RFeN9klsaS3HlIlX8mogkrskSGppag37/FZf7L7rDm0+SigYwmJtky66pvGly+fzpcvbMuc2trRyrKKO4+V1bfcVdRwrr2PxlNHc+4WVWKOQqVwXFpZkr+DNyn927msKNrC+5m0uzbumW9tp88aybf0R6mvcvPrkJm748vKI2/NRQglUhUIxaKSUbKg4xf27NlLT6mF0ajqjUtIZnZLOxPRslhSGV9R813v7ePXB4ZcpSHLF/qvMYtWxXFvCMTm0MMKRgJagSYg6MAZRTD4etIZGoECNxRrUGL6fzExtSPVkbbpOKIbREAtOhDjcHL4wiDWZF+RzTOoMtsBJZbWHB/5u4aEnb2D+zGQKcgPkZraQk9FIXmYVOemnyUw5zZnayTz84hV4WwW+APj9Ep/fpChP59OX72T2+DUcOTOPZ8su5cNKyeKSIF+48GWKkmKTMGoghIAMeYixjkUca90eb3PCRhNnM13PXjoh7NrSjQ2xm5wN+IIc21nKpPm9r3FOT3Yyd0IxcycUd9svpYxqBYAl2St4u/JFzC6fjdVVL7Ek+1Ic+lnPbsc6VIBn/ryWKz+zAFeSPWp2jXSUQFUoFAMipeS908f5w66NbK85O7N/tKn7bPrPl17OTRMHV+eruqyWX3/t/yJiny3G2VfGzSnh1IVWdn6ExSmAluBrUI0YZVsNF29o5IVvxSacO3aeyWZ7cEgC1RqDUOcO0g2NUy8kvqgRusB1yQwqT4fvkQ4GDTZs7Uh+pwNZ7bcp6LqGJgTBUM/v0bIzsGn7WAry7sArBEfHtWBIyZFa+MfOK7hqchK3TXuHyemDLzsSTcbJ7ZQKF4YcWmKueHHG/TKTMu7AoiVhs1lYvGIKa14afKbZxjoPVqeNYGt4NUqHyv6Nh/sUqH0R7fJ0adYMZqUvYHvjxs59HqOFd6tf58qCGzv3TZxejNVmIRgI0dzg4aXHNnDzNy+Jqm0jGSVQFQoFAL5QiFWnjrD2zAl0IXBYrDh0C3aLhXfLjrGnrmrAPn6ycRVjUzNZmN93gfP6ygae/J8XeO2hVRHLZidkeGv+hC5wFiThyHeh2TUMd4hAo59Ak59AU6BPP8+oKfnUz0pmNc0wAsO5wkVPzCWeFI7OIis3lWMHEi8MUugiZkl2IkksagzHMklSeWhoIf/WGK6pm388yKGWnms4E40pX1jBjiGI04EwDHNAf2xFlYexV4/GqD/7WTek5JUDLbx2cCE/XDqH2yb/mXhHqGsEgJGXNCkkWzjtfoExabcCcNEVM8ISqAA5Y/IoP1AWDfN6sH/jIT71vaticq1wWJazsptABXi3+nWW56wk2ZIKgM1mYfLMEvZsacvI/c9H3ueamxeRkha7RFMjCSVQFYrzGCkle+oqefbIXl46vp/mwPBEV9A0+eY7L/LytZ+nJKV74oDmOjdP//IlXrr/DfwRnm1tqWogIzuFYJoVR54Ta7YDkWFFplgIuQR+u8SrG7gJ0hTy0xhobffldHWxWAALmkgmyWLFpVtxaVYc6NilTqqws7uikXr3R9tr2pVECvFNTnMxZkIe1eUNlJ+so3yQa+FijT1tZIZsxWINaqwEqjPDzknf0EIPW4IBJDLqtmYYGidfSAzvX3+ULJnMrqr4fefZXVZ2t/S+htWUkl+tt3Cw7i7+a9H9OCzxC5UWAmY5i9nuPYEcius+jpQ2P87o1JsRQmf2kvEkpznDWo+amp8ZVYGanJ5E8aRCiicWMGXRxIFPiAPjkiZR7BzL6daz5aD8Zit7GreyOPvSzn3T5o3tFKget4/n/7qOL36//0RM5ytKoCoU5yFSSp49soeH923lUGNkE1g0+Fv5yurn+cHspdS0eqj2emht9rL1un/gdUdnAHF8xwn0ZBt5//0xPkhtJnSudzMM3W1KiTsYwB3sKaIdmRbmjCmk7FQT1U2emHqE4oGWIB7U5DQXySl29m5NjFqQ/WFNGZkCNRbv5Vh9WrImpgI1Qzq3KeCjMDWNuubohmrOOxrgkCexozA6SsqYdbFPQNdByZICTnoq+m3z6oEWjtd/l2/OOcTYlOOMSj6MTY/NcysleLUCmkUBzaYNu56Ozxjaey9eeEOnqfK+R37SCqw2C0tWTOXt57cO+vxmLMz85GJObNhHc83QJjOsditFE/IpnlhI8YQCiia2CdKSSYWkZqXEJMJjOAgh+O6Ef+Ptyhd5r+Z1jPaornOz+U6fN5Ynu/z/4mMf8MnPLyE966NRUzeSKIGqUJxnlLc0c88Hb7KuvDRq1zjcWMu33n2p83+L0JgYZbVjtAQo//4q5i4bjftbk9nvq4/4NXxGiI0NpyAF0rMdlLjSSMZOsNWgqtZDdeNHK5tvoqxBHTUum/07TsXbjEExYgVqDF7qWL2brIXDew3yspOiKlAzTZ3SFxPfezrqpovYG8dIBaEJjgr3oNrur3LzvTcKgUI0sZziNBdjM3Vm5jXx+UlPkWxtjJhdIVwcZwZNhpem0GlCZh2QmBEdg6W0+THyk1YAcNFV08MSqNXlTVSXg56bz5SlM7CYIXxNHhrP1FJ7ogqzPZmdEIK80dkUTSykZGIhRRML2gTpxAJySrLQo5BlN5Y4dBefKLqFRVmX8MKZx9jfvIOQ7O5Nv3DWKHSL1pk/wecN8Oxf1vK1e66Oh8kJjRKoCsV5xPtbDvPsup243EEuSymmITnAEUsjTSK6CQ5C0iT7qolUPLk7qtcBqF9/EvnBSS69Zxlbp0BzMDoz6Y1+H43+LuvHkmHBqBIOHqjBHxx5axB7I1E8qLpl5JTstiRZYATWxI1JmZkYKVR/ioRhBGsEXQZCtHnHosHcwz4OeRPbexpOSZloMXZRIRtaqsM+z5SSU40eTjXC2uMCp+UGvjT54YjY5COHbaE03MHET24VDvW+rTT595Nmn8KshReQmpFEc5gZeo2QyeEDlWd36ElYJo0nKyeFcZPyuOIzC5l/0SR0y8gWogOR6yjgGxfczf6mnXiN7s+hw2Vj/JQiDu0+GxL9yhOb+NSXlpGdlxZrUxMaJVAVivOEXXvL+Pf/fLlHaY50YMY1haxzRjfhjDYvl26xLVFESCj7+XrGjk7H+dNFbIrR7Pbm+jKKx6VRYKZwrKwBjy82mQ2jRaLIQiOYmNl6e0N3WRmJAjUWxCokvk4fXuKhvY1VLJxeQl1VK1Zdw2LRsAd07AEdixBoUiBkW07isoCbMk94YY1lr+0dln3RJmt8QVglZaKBBGoyQhCBQJigGRlBdLp0LBuPTyBl8XsR6S/RONH0d2bl/hzdorNs5VRef3pz5zG7w0owEMI0w5u1MQ2Tmsomaiqb+HDtYdIyk7joyhlccvVMJs8alfChu8NhStqsXvdPnze2m0ANBkI89ad3uf3e62Jl2ohACVSFIgFp8vvYWn0abzDI5aMnYhtm6EtVdTM/ve+lPutGOnw6RDmRXG1e7GdNvScb8d/xDkUPLuOMb3ChYsPltKeJ0zSh5wgmpeVQfcyDO0Yp+AeDMCXzycAqRWfRDykkpgQ0MOkoBiJJC+lYJ+QRChoEgwahgIE/ECIYCOJvjV0ikIN7ysjITqahtqXdstiFi4aL5hyZP6sxcaDGwiMvoKy1aeB2A/BhfRl0lIg04WO+UezZ3/tayCn5GaRluzjsraPON4A4NiXeBK57KnSB8+LpVEQha284FE/LYVt9ZJZpVLYMP7vu6dKx3HVDMZ6mBr7w7IUkTz4QAcsSiwrPm0wO/RCHJZflV8zoJlD9viBX37SQ15/ejBxGaEFTvYdX/rGR8pO1fPPH11I8NicSpo8oZiwcx5vPbcYwJKZpEvCFePO5Ldz4lYvIL86Mt3kJw8j8JVUoPqKcaKrn0QPbefbIns5aigWuFH48/2KuHXfhkPr0+YL86389T2NT32uqdF/0R45HQ82Mtlsw/bH1LuX87yUcjMJ61IEwpGR/YzWLx49i+57+k3zEihmkkra1iTNHDw+q/UDPmsWiY3NYsNos2OwWLFYLFouGxaqj6xq6RcdS6ODMXAui3eskZHuGVLNNZLbto10Zy87tzntTIqXEZbEReKWUlOuLqUoLwX3HkAnoWdUcIzN8LRbeTT0G18gck8JJI/KTUUF/397Ek5UNUNmAEDC7JAdrqpV9zTV4eqmH60iYuITeiVZJmXAxx9mHmueqB8/vM/jG9BJynUPLNNshTusr2jzlT97q4uM/uIzRN65FsyfO5ONwkYQ42fwkkzLvYObCcTy6+m4O7irj4K5THNx1itMnavjBfTfwm3/955BF6pylE7j1Oyu4cPboCFs/cph/0SSe/fDezv/fem4Lv/3J8zzxx3f44f/c2M+Z5xcDClQhhAN4H7C3t39OSnlv+7HvArfTFs/0mpTy7l7OvwL4HW0Vmv8ipfx55MxXKEY+Uko+qDjJI/u28s7p4z2OV3jd3LX+DWbnFlKcHN4aBSklv/jdGxw51v86HtPbfaCvSzAiPJb0GSEKbpvNmf/bEtmO+6Hwy3NYa4u9OO3K1qbTzJ1RxNEj9ZH3pErJGHsadqFzxN/AuXLNgmC8I41cw0Faq8a+Z3YSyXycoZBBqMWgvzTJ+cWj2BjsJ1O0aL8NZtz+WQtQCV742PcnU/W/+xPPk2ofmQI1FtjN6IuzlLHJQOQFqt838MSalHD4VJuqsll0po7OJ+CU7G2oJtQ+oHcmSOKx3oh3SZkOMotT2FkzcN3tweILhfjWqpuZX+RndGoDY1LLGZNyjDznCbQBXo7TpWO5+8YS6ivOeuVbGry8+FMv2X+ey6U/sFNw9ftolsSbLBsKp9zPMD796+iak7yiDPKKMvjYVTMACARC6LqGlJLf/tvzYYnU2UvGc+vtH2fKeSxM++Ky6+fy5nNbWPPSdj791YsoGZcbb5MSgsF4UP3ApVLKFiGEFVgvhHiDtoDATwIzpJR+IUSPZ1QIoQMPAJcBp4EtQoiXpZT7I/cQFIqRiS8U5MXj+3lk3zYOD1DqxWeEeO7IXr4/e2lY13jyuc28s/bggO2qjjdSOC6JcuEhQ9qZtj2ZvXNaaBCRTeSxb6mLvOeS8NdEP9tt0vhMdl2aBIHhrUcbLkHTZFN9GSn5Nma7Cth3qIpAqP/BTKEtiUnBVPCZoAuEBugCUwOpSUwBVj/UnWiiqqoOHzDWZaNoXBYi04IeAG91K2fKGmgM1tAI2Gw6qelOvI2xDS/UMmxR6XetqGD2vZOw/K2CltLIDaozc1IoHJ3Vb5tgwKCuuonayp7XlTaNEVYGMWZYIj3r1QsiR6fHTE0EaPUFmTG9kP1JtUwysti3pf+oiEDIYN+xtoQx2U47Y0dn0Sj8NNUNP/w4GtiTnXEvKdNB2qxMZF1kcyLsr3KzvwogCZgATMBhsbB8rJOvz1jLtMwPe5xz5uQY7r6xhLry3l+z2rJGnvkhZP5qAXM+lcm4q4/jmngwJuHy0SJoNnGm5RVGpX6mxzGbrU0yrLx+HtKU/PYnzw/Y3+zF4/nc7SuYOmdMpE39yKBpGt/56XXc8en7efz+Nfzo1zfH26SEYECBKtumSDq+saztNwl8C/i5lG0FB6WUvbloFgBHpZTHAYQQT9EmapVAVZy3VHrcPHZwB08c2kWDf3BioTg5jdumzgvrOpu2HOOhR9cOqm1jo5fcNS6mjS3E8BscPV7FlFAGexfIiGb4rfF7mfTfy6n6xpsR67M3pAB57wIaA4mT+t8dDLCp6RSF41KhUvQoY6FLmOvIxVoZ4tjBKg4QXlkEjzfA4b19D5oDAYNR88ZwcHWM106lRG8lyY7WalI+52TB0RzKnz4WkT5zC9PZu7V0UG2dSTbyijJJSnGAhOZGD6ZFKIHaByIY/aUELU4DojD/5Z8I7xknwYQm4SfPaadlkBER7lY/uw+2Ca6ctCTG3nUFLe8dpmpLz4iZeHHBTcvZmQChvc5UGzubw8/cOxR8oRCrjrhZdWQOt85azL/O/23nsTMnx3DXDaP6FKddqS9vYvUDTfCAoGjSRcy+3knJVftwFJ6OovXR40TzY5Sk3IgQfUc8XH7jfKw2C9vWH8bXGsTXGsDXGsDfvp1bmM4t317BtLljYmf4CGb8lEKuvnkRr/xjI5/9+sWMm1wQb5PizqBGDu2e0G3AeOABKeWHQoiJwHIhxH2AD7hTSnlu7F4R0DXo/zSwcPhmKxQjj3qfl//4cA2vnThESIY3xf/ZCdNJtQ2+tt+p03X85y9eCatMQkODl4aGs6Lp9KkGpmuZ7J7nplm0jbg/3lRM8IQfq0NHFlhYkxb+D/DhpFainUx91H9dwjsJJE67Uu5tpqgglUzpoN7to8DqYnIojYoDtZxqPBPVa5fWuxG6huwjWVY0MJKiG9bpDgbYO8lPBpFJnBROLb5WT4DSw5Xd9o2dmRn1hGPRIBb5i0x/9N93VTI60RnHjLNLBfyEGDehiN27w/fy1TR52pZWzsln1McnUuAxqH1jN41HIhfSGi65U0vYW5kYnt3CRQWccEc3o3xvPL7Tz6y8G7m48C0aTmdx942DE6fncuZQDWd+Bsl/yuNrW0emQPUET1DT+gG5ruX9trv0E7O59BOzY2TVR58vfO8y1r25h8f+sIp7H/hCvM2JO4MSqFJKA5glhEgHXhBCTGs/NwNYBMwHnhFCjJPdg9J7Gy/0+jsohPg68HWAUaNGDf4RKBQjhG+/+xKbKoeWpKHUPXhv2uZtJ/jl797E4x2+57OstJ6ZWhanZgdoFgGqNtXS3NwWMjvezGMoSrNAOuk7XVNPFl2Ryg9/24QrqZFTR0fzbzd5qa/qez1Y9scvYF2RNyphfpHijKeZK+1jCJT5OHawkgMyNoPD+gYPMxeO5ciGyHgbB0PATtSrrlT5PIybnkXjnt4nJabOGYOnpRVN0xCaQBOi7V4TCNF2Q7QVkve4hxcCHVJLUPvE6CfRUCSwuSwc9cZmDWUkwjhP1TdzY5h2ZQAAIABJREFUCuDSC5j42blkVHkof3kH3hiuA5WAc+lUQqfiP6GnWTQOmeFFjkSSO9/KAW5lqs+Kp2rdsPrSdI3SJy7Dlecld8UHkTEwhsg4lhg6X0lOdfKVO6/k//vRsxzcdYrJM89vLRRW7JWUslEI8R5wBW3e0OfbBelmIYQJZNM979ppoKTL/8VAr1NjUsqHgIcA5s2blyDl4RWKyBAwjCGLU4CjA6xRBWh2t3L/Q+/w1pp9Q75Ob5w6XgfHIRXoOmwKtA5NdaQ2y0EL1Btuz+JrP16LaP+xvGDSKf764XhuX5lJ2eGe62OtaQ7OfHkMQV/8E30MRPm6ahobw5HqkaE1xllm/VYzJmVBj1znYOaCiVT8/Whndt/8kkyy81JxN7VyMkYeqqA+Qn++hlE6YrBEuzRR5sRUZCQKZw4Cb1NkH8vhmkbQQL9+BhdmpeE8UU/Zi9sJeiKbB+BcJn1yAXsTQJwCjF1SyAee+HmSO9jnCPLxLy7k8CMbh9xHc20LL/ykhbGzCrhuRQSNiwGTMr5PnuviqPUf8AepKaulqrSGYCDEwqvmDKu/5jo3+zYcIinNRU5JFtlFmVht1oFPTEBWfHI2bz63hb//fhX/8/BX4m1OXBlMFt8cINguTp3Ax4Ff0LYu9VLgvfZwXxtw7ih6CzBBCDEWOAPcBNwSQfsVihFBnW94QuRoYx2toSBOS/cv3ZBpsqHiJC8fP8DB6mpCW2M3+xwcRFbL3tBbBzczm1ti4ys/2tMpTjtw2I7y4Lu5VJSN5+RhJ/u2wNa3Wzh5yEfG/17Mfl9iDLb6I0Pa4yJOAZItsRWoLSI2ZYVq/V7WZHkp/nExyzY6OLW9nMqyeirLYpvFOaCNTIEaC6tbPdEtyeEsik1s9Ww9nyOlEaqBcg6GabK3pgGSBbnfvojUZ3fQXDrwBOVQsCc7qXA5wR+f76KuSKAiyU+YS++jxpoSuGjReE5sOjqsfuxJIyukoij5E4xLG54w6ipAK0trqCqtpupkDZWl1VSV1lBX3tAtA/Ddj97OZV/42KD7NwyDw1uPs+WNHWx5ayeHNh/t1p8Qgoy8tDaxWpxFTnEWuSXZnf/njsomtyR7WI8xWggh+M5PPsHtN9zP7s3HmbFgXLxNihuD8aAWAH9rX4eqAc9IKV8VQtiAR4QQe4EA8EUppRRCFNJWTuYqKWVICHE78BZtZWYekVJG1r2jUIwA9tUNb1bYEwoy5bHfUJScxgVpmYxPzyJoGLxeeojaLuJ38vXZWJ9uIOiNfnhOq3doHoQNWS3Mv3oi1a/1XYtTWAT/8lwauuh9EPj/s3feYXKd5d2+z5kzfbb33tS7VS3JtiQXuYNtisEEQgzY9J5AgIQEQvniAAEMBIeQYIjB2LQYXLBlW7JslVVv27S9787u9D7nvN8fu7JVVlunir2vay6tZmfO++yUc97fU3XSEOWVQ5RXwtYb4YG/B40c9rsbOX4gH280tdsoVqmZOGI15G+GDE7SSCkeeLTEzgnsCXg4sUhC2pWcTXdQmheol8PrjW80MJojTTbxKCaYUAg0xnmRcYbcPirfuR7TI3sJxqG77oJ3XsvR7uQ3RgKoXFNIvTM1bAEQssSZnSUUNg/gGZ39a59OAjXHuJYV+f80VvIwCeFQhKEu+5jw7BgXnp1viNHRfueMRtB8+wM/oqS2kBXXXH7W++iAg0PPHaf+uWMc/vPxSd8TIQSjA05GB5w01U9czrLt7Zv56PffR3ZBvDtizJyaxSW86V2befR7z/PQzx+Y8v24UpFmO2w3nqxfv14cOnQo2WbMM8+k/KHtDE+2nEIvy+hlHQUWKw+u2ERFxoUnvGaHnbc+/b+4w4nZ1Fwnl9P5ePybM+h0MuKuDNrlmddP5hnMVH29AU/DpSItoy4by8PLycvR+E7lf8z42BGpnM+e2MlTPfGfuThbbvCUc/bZxDfQWFhdQO9Ll3cMxIPOLxTijya+re0dzXm0/n5u0Y/ZIL+rhrNxatQTT9aUl3CsJ37OCwWJ/H3xdVbY/qaA0974On62h6s4cSyxTXwWFWTj+vYLRGPQV+Achcsr6K8uRU1gw7TJKLyzjBP2xHTvnQkb3HoGvzW9bvgTsfGeGrY+9HQMLYoPZqWcLaWPYdTlompBhrpG6WsZnlCAjvTF3pGQlZ/B9/d/g5LaIgCikShn9jVT/+wxDj13jLNH22O+ZnZBJh//4Qe49i1Xx/zYc8XnCfKB277Np7/+FtZfuzjZ5sQNSZIOCyEmHFERv/7/88xzBfNqXyeffeVpItqFF/dft5zkb5au4yOrN5NpMNLndfPXf34iYeIUQErQIHhV1cjbrVK0tZh6/QAzGXE4Eg6Q/aXVGD/yKpGL5nLmbS/lhBimeVRwoGA7m8wvz8guvejh3qpRnupJzRQeACVJJbKWSGI3o4pVSYo4BRgqTs7GO5CmzUXi7azO0RsZS7aKDwLoCcf3i3WVrphTxxObgQBj9akrP70TxyN7CAzN/W881xhJTZHa0/yqrJQUpwD1mRFueus6mp48PKvnD7UG8LUsRJ/jQmfzIBsDl22w5W+ro/2pRVgKouQuHSLrquNzsHxm6CQT9QMPEIwO4h1W+Mm2UkLTHKMUC1x2D1+84+u85VN3cOi54xx54QR+d3xndjuH3Xzlbd9i+71b+Oj330dWfmZc15sJ1gwTH/jcbTz63edZd82iv8go6rxAnWeeWfDw8X2XiFMYa4b041MHeaLlJB9efTW/ajpBv9+TWOOCicuKGLF74Q9elmebKVmdx4GCYZzS9MR4a9DFuu9uI/zeZzk/K7Ljv86wfu1W6muG+H7vAtbX7UY3w7TJJbZuPrE0k6GgzK/adYiYDCCJIVriM1fMZj0d05zvGbM1S6wJXe98okkKoPtEYmpuY40WZ4GaKRviMZ70jeOXmOkKx2BDKyBHNuHQgq/PITChcHWgjBMnEz/+5Bwnh0cxvG01y3OyEPWddD13ctZntcV3bUqZxkgA1lVZYE9+HezleHm5iXWnS+lrmPn733F8gEduUYA8IA9Fr8OSZcaaZcKcpceSqcecpcPvinL65W6gAwBZlvjQvkIM+YkR7t7IWLaJEHDmkdsIBWIfsZwKSZL49wcfSfi6Lz/+GsdePMVnf/phNt2+bk7H8roDtDcN0NthZ9ttqzBbpz8e8GK2376aZ5+o57UXzrD1puVzsisdmReo88wzC8psk3vaRkMB/uXgSwmy5kJEAupPL8blDODa3cPG68v5c970U1cPR0e4+r9uIfSNerwtI8gmHdnL8hFDYaiBs14nf/Lcw5syfzMje3Llw3yieszj/baK27lnT2oNvVazEi+YF1Xk03ImsVEKU6GZuBcFXoaInPgIqgCsS01kyToMkg5FktFLOmSkMSeMJiE0EKpGVBVEoyqRiEY4ohIIRQmEI/iDYWIz0XWGtsdZoFolfVwFak5dJjB3gVqn5OLY56HUYCY3y0JGhgmXK8CJkeSJ03OEoypHh0ehOoMNn7uN1v/39Iw/KUabmT6TCebYuC9WWHNMHHOmZvT0HBFZMPCWBRi+ZSc8x6hiNKLitntx2yeva9U0weiRxRTvTNxrM/raRl75jo22I4kXpwCZeRlJWRfGoqnNh9umLVBVVaO/a4S2xn7amwZoa+qno2mAof43unz9/tFX+dL33kV5TcGsbJIkiQ9/6U089Llfc/X1S9HpUrdsKR7MC9R55pkFF9eZphLuCkH+oizszYkfvD5y0gnbZ/ac/WIE8xcXsri8lv6wCweC9vNaOf64x8qNS2xY5Nk1qlhj/RM/3PhWPnwwe1bPjwej5sQ2DgII9CS+AYmSZyR5AjXxcXPFrNDomeHrLAPG8ds4Jp2CRdFj0ukx6RSMsg6DrEMn6VCQkIU0poY1CaEJVFWgRseEbjiiEYpECYYiBEIRQlEVaRqvRLyD+k4thKLIRKPxcRzoigwxOU5FMAMHHoLhKH3DbhhOzZFV9U7nrERqKjVGAii+uohWZ/LF/1R06KOsybEymsC01+xlnQlbK+q18uRHo/hciU9hP0d3U3I/B5vfNGEpJB5XgPam/vHbAO3NA3S2DBIKTl6+0nl2kE+8/Qd89ptvZ/MNy2ZlU9XCItZsrmPPMyfYcceaWR0jXZkXqPPMMwsqbKkjdi7mmHcAaTWs21IC+/wMNyVOqEYis4veBlSVDIONvvClMwZGwn6e8dzGW7J+PWu7bs77Df+w8j6+ejIxYyimolvxYEngeqVFWXTv70i4YJOyYyMapkuOamClM4OsHoHr9EjC+yQbsmefznU+QTVKUI0yq4igfvw2/gHTSRIWRY9Z0WPW6THqlNeju4oko0NGEhK+kfhuvLvCXnZcXU7D3q64HN9vU5n2gOXLIWC4O/bdcuPFOZEqDXlQSzIZ/eVB3O2X/9QXrajkRF/iHZeXQ9HrOBNKHbE8GTZNZjQOzYEuR25pFsayhgl/p6kSnpOr6H6pDO8QbPjCHnQZc/vcdv5mKz7X7Ge1x4LKpWWcTJJDqKAij7rV1Rfc9+9f+g1HXmthuH/23xm/N8RXPvpz7n1wO+/+2E2zioLe9+Eb+OcPP8p1t6xEl+AxcclkXqDOM88sqEzhCCqMBVcO+fphFVy3JjFdfQEsViOz2VQbdToGJ9moBLW5Dd2WELy3/Nf0Bu7jp2eTP8B7mADLbca4j904R5HVlJzxgpmJu5iaNB0rHw8x3DOYpAE+YEiwIJ8OqhB4ImE8kckF6EJ1dmloM2G32s/66jy6OmJf/2iX5p7eW6vk0G9PzYjp5ah3Osem0I84KL93Leaf7puwkZIATJuXoiZ4LvBkVG8tZW9gINlmTIuqsEIiu0ks2pp7STMlx8F1tDxVzMnnBnGP+ICxVNyeU+u448dnMZX2Tnistp/vpOFZjdxyA6sfbMJSe+HoFd/Zhbz0cPI/F6dfbaJ0QTF9ZxP/mdh85/oLGhFpmsaLTx0jEo5NT4HHf/wyLad6+dxD95KZM7PeDBarkdvfsYkXfn+Em9+6ISb2pAN/WQnN88wTI3p96bOJ2U8/WaWJidcZzTP1eQnWluSyvtaIMxLf0RwSEb648Ek+viRMYqY+To6qJsYGWZboO574kTYAUXPiLjFBWWXk7iwUffI8zEpG6gnU6RIMx7/bsgYMVgqWLymlrraAkuIsrNa5v2ayItEdmHtksDKUOl08Z0OPw4PxA9dgyLw0U2TxXZtoSSFxKoAuU3y7tMaSPHdieztUbApe8P+RVzfx6LsCvPpY27g4fYPuM0P88i1lBHsqLjmOGjTx0sMOmvf3sv/Jdh69O5Phlza//nv3qRU89o5MPKPJH42lqRp6g5KUjrWb33Sh8Bvud8VMnJ7jyKstfOytD+P3zdwxfe0tK2k41kU4xjalMvMR1HnmmSFDfi9f3v9Css2YNmFNxXZjDq5H498UQz9NgWrV61hXnoubEXqCbZCgrDoJH5+seZT31yzjuy0b+a+zyTkF5mIiEAhO/cAYsLi6kM5djQlZ62LCRiCBU2ZOm93ccVstrX9oSdyi56Fk6InnKJV4EpiinipWdEY85HsFvefVROsVHVlZZmxWE2aTHr1eRpIkhBBEIiqBYASvL4QsSRiNCnq9gqLoUHQSOp2MzqRj4YgATSBpEpIqQIBQBaiAJhDqWNMRXzaMTeIa3wRL4z9J0JXAFM540Wp3svTj1zPy0HOoobHNbKo1RgJYcHUhr7pGSUZDsNlgHE6smLY3mhh96DY8QwL3YJT2I0NokxSKO4c8OE7UUlJ+YZpu35+24ra/UdsZ8Ab5xfuDXH//W2h8ZYi+Fjtzz42PHb0t/eSWZMdl1urlsGSYWbXtwhrRno745OEM9TmxD7iorCuc0fMkSeIt91/LC78/wm1v3xgX21KNeYE6zzwzQAjB3+59BmcoMeIiVhwI9rGqJoPR9vgmKelMF0avDLLM8qJsMkw6FEUjTJDRiBt7yEljcHppfnpJR40xtik/Ns7wxYVn+OiC1fxb01r+tz2xUbcSzYKXxHyG9L7kCaaMwxo3GorR5SgEMwR2Q5AunRuPFFsxZNRkCqImegx+RBLzgmRb+l5SfcHEfU6yymwXCNRIVMU+4sU+El9P1Yo15ZxpHYzrGqlAw7CDDZ/aSds3nwag7h3XciwJTdLeQFC1zEhfa5hICLIKdJTdVc/bEFiiVfQP2DjQGMXlS87s4ukQ6U1s7e5LP5l5J11v34WRc6HBq49c+r3OL8/l5Z81oqmp93ov3byIk3smrr2NF+tvWYPBeGHpT2+HPW7rjQ57ZixQASpqCznyagvBQBiTOX2zdaZL+l5N55knCfyi6Ri7e5PTgn0uqEKg35YBcRaoGM/3hgu21GVwxtvGbLVYiSmDr9ecYKlxdkPSpyJLOs5XlxznU4vW8bWGVfyuKzFCNSdsTEjQuKggg9b6jgSsNMHatQU0NV0qBnKBBblWsjdl85K1d8YBFJOmIyifl24nBDuPZHL2xXauKcmkrT850VMAyZKeDSxM6NiuFU/wm4venFmOohHiwiOF3MlxmvRq6ZNSOldO+bxkZ5rJqSzg5ByavMyFnCKFdW/WIWo6GdH6KZZN5AXrUA1+BtWxdGOP5EAuga0lMnlKJUM95Tx3KPWyEEbOpvYoHAB334Xnn/6nt9N/9tJzcHFVIfae1En3PseCq6oTLk5hrP70YuIrUGdfInbzWzZw8OVGrrt1VQwtSk3mBeo880yTVtcIX0vSbNNYcNDXx/ol2Qw3xrFdznlOvR11hZz2zlwslJozWJlhYLnVxc22P5Cli/+FNFc+zLeWH+bzSzbxT6eX80xvfMNwija34+sVwYIlEpoKTZe5nudkW1B63IgkecmzF+RDy8SR79FRH6PP+NixpJCeZWFaZOe0hep1T+vQL8tFDqh07epCp5M46xv7TI/0J7c2XJpxDXZqYBMGzuxPbgfPeLNgYSFHXemfwjtdAuEoK+9ZS1RvS2hjJFmBdbeYKdjgYFDfjF2oY8XHQEgL0mc4PeHzNDSGox3IxZ1sW3kNu08mZzyVRVEw6fQs0mcTNghOO4cwRcE1mDrdjy+Hs3fMcScEtP/vTv7vny7tPZBbkk3DgeQ58S6HNduKvTfxolnWyWy87apL7o+nQHVMMQN3MkwWAzn5Gfi8Qaw2UwytSj3S82o6zzwJJqKpfHrPn8ZHP6QfBklHlTmHnA1ZZNZkoSqgIZAHI3QeGkDEaAhib72da8tzsd0qc9g/s4tgnsHCfy96kUIlOQ19AAp0B/jBqgP0L9/C/fuX0uSOT33UWYubqWNtgtIyiQVLNSprguQXu7HmOJCNA0ToRxDFoC3mqx/bdMkzM2xGslxhhvqS0rsXAfSMTn0RbmscgkZYmWmmuCabSJnMbkvveI3gxOhtBtqebI6dsTFEM6VHPd3FmP4CtgJalkLS2jsnAbMJym6x8sKPE7Ppr1puYNktUTz5LXg1N30wq150AoHVnBynWl1GNiOtbqxmiZOesXmgNoPCorI89G/bQPf/HX29rjcV6T7l4MRDt9N3KkzD3okdTmULShjtT851YTLKF5bQVH824euuuGYJmbkZl9zf0x7fFN+5sGJ9Nc2neli88tKmWFcSV/5VaZ55YsDDx/dx3J4e7fCzFRPlhiwyJRNqUGPEE6DX4aZLuOjiIi+wDnK3Z1DZozDQPLeNjM4gUXl3Bg15XfiiM/d+318WTKo4PZ8S3Wv8dqud6168jpE4OPJ7JA8bizMZHHBjscLiZYLqBRGKy31k5TnRW4dQdb2o4kKRd/HWKCw3sXHrRg6++oYwMpv0FEehty15u/HKlWU0zaCe0O0O4D4egOOwbXEBzSv99EkTd5WU81K39kYY07Mxvlno0rS10/TIz7dxYniIdGnIMxdkGXbeqkeqPM2o6sGatQafKz6Cz5ols+HNBgxL+hgSnfTD69HSueD2JeZ7ZJBkwkJDkSTW55bQ0+EgEtUY9bzRNCgYjnKifRBy9dg+eA2LrFbE8R66njkBMXLsxgrHgJtd/zF5FknIn5zI9GSsuGYJp/Ymp5HfROm94VAkrs5dh31uAlWSJIrKcq74WtR5gTrPPFPQ6T7Kw8dfS7YZl0fAIkseeaqVriEXdq+fFqYvNkcDAZYUFsEcBerie/I5lN0y1jVzFvxPn5ky/Q6utqRGGrWZZp7dnsmW51cT0WK7sS2xwPv+/hCyvp2IuLBGSDDeB3aae5/td3Ry8NVqAPR6HdVGI53HkpuuaSrJhJbZdYZsbxomq9tA3fWlvGLqu0RTRLJTVwSqyR+xOyuMV7hALarNpX2wP9lmxBnBtu1Gspa24FAHXz8Pr7rByL7fxrD2VhKs3mGmfKuXIXMTThGO+dSugtz4j3TZlFtKY8MAy8sKcHoCnOztm/I53mCYI8EwlFvJ+eQOFhhMhA620/NiQ9q4PnRKatXJF1Tk0Xy4LWnrXz2BQO3vGkXMst5+Osw1ggqQnWsjlKDO68liXqDO8xeLP9LNgH8XqhbErJRgVkowKcWYlGJ0kgEhVFqc/8FZ54/5/Lo7+dqhrGSbfAHZiomlxkLsw346e110Mvv6OzkG8yrDJeFZi1OA4ZCPTzbncVfxA3ys8JdY5USORZ+YPPkQT+/I5KZdNYCEXhbkGyDXCDkGQZYRsvWCTINGSIWfnlWYKkpTlyn4/Po9RLROYjEKVcrcwwOfyuEn381mcU4GbQeS28RLVmTa+udW6+f3h+n6Yx83rSkhXCYzbArSKbnwSVGOlHhZVp3LYEfqNflQ9SR0rE6sMGiptWmNJUaDwmnH9DqGpyvr1hmo2tjNsNqJ46JzcM5yD/x27lu94ho9q+6AUFkbLtVOL8RtnLQprw2oIF4R7425pZw+3YcQ0Nw1u0wThy9IvS8IC3MoXHcTpScG6H7uZIwtjS0FFXmcPdaRbDMuIK80l+Hu5Hw/K5eWUb6w5JL7e+JYfwrgiIFABTCa0tQjOk3mBeo8fzEIIfBGWhnwvcCg/wXc4cullEgYdfnIkpFAdCzltMz2FHfWvJOnEjyO5GJkJFZaizEEdJzpGuaIFpuogGaY20ZAIOiUYtPl8PcDoxxwvpUvVbWwzrw3JsecC3WGF2m9LQNEEGkK9fHxBav4zLH17BqYWPCvyoePrXqBSIzet3PkLPgDn/2Hnfzo/SMkO42x+qpKTtlj01Ck+Vg/HBv7OR/Yur6UXdV9nLjHwFVPFdDXklpFhWGdSFOBmrpR6blSXVfAIX98N5zJYsliPSu3DzMgmhm+jHPQZekAqY5JC7svg8EkseFOI5mr7QxIZxlCzMkJOV0c0QE2L13IvobYp6NuyC3hzLg4jRVDbh81y0shxQVqdkFm0sTg5YhnpHIqJkrvhfg2SAIYnWOK7/kIIZCkdInfz4x5gTrPFY0jeJwmx78T1byEVSdBdTrCQBBSL974apRaIzCN1jbxoNSYSY2cQ0efk8ae2J88ezUfBrOecGB2u+tFt+RzItoaM3v6gx4+0lTM20vfz4fzH8MkJ3eQuCSmd0HJlE7wyFVnOO7byd8eKaHVC+cE4zUlgvcs/RMRLT6RP6nwz3zyyWX88jOL6GtNwC7ycuSYIUYC9WKaDvWxI1TMnsVDGNbmQqoJVCmJr/sc0F/BArWrYwSpUCDSJglzasrLFLbc4mFAV8/AFBt8n+ZhydVmGvdNd9aXYPEmM3XXBxjNbMKn+Zm4Gjy+LF44yr4Ga8yOV2S2UkUGp0/FJ9XbbtZR9+4tRN1BwqNeQnYPnh4HEU9qzExfsmkBjQcS34RoKqR4heGnwYZbL+3eC9DTEd/ritcVIByOYjDMXYIJIfD7QldkR995gTrPFUu353ectn8FLQYhDRkDT7QYY2DV9DFKCqstJQRdUZp67IwQvxl+nU4Xa24sov+pnhlv4xbdkc/puva4pHv9us/JPuc7+IfKM6wy7Y/9AnFAIsoa69M8fy0IKYOAKKU9VEufOEBUi+/007DhDO94eICD/7WdvU8mPpRntBpo6Yyv97nl5ABbQgVI9uQ6LSYiLKXe4PvpoKhXjni7mJq6AoY8qT/Dcjrk5uq4/vYwdssR+sX0u8nWXBOicb+YNIp68czSPohJw6PZMqQ1UpKzkf6Lc5ZniFGWWZ9VwpnmAU5H4ie1W+1OWi2AxQTFJiAfq3ERS/v8tD9ZH7d1p0sSA5WTImYR2Y8VzfWtrN62/JL74x1BhbE036KynDkfR5ZlXKO+K1KgXrlu03n+YtFEhDMj3+Ck/R9iIk4BZDmDdy0OsjwX4lZ4M37oReZ8NusrsQ4aON40QNNAYtLTjtkHKXtTBbnlmdN+ztJ3FHCitpWoiF/kqNvv5oONFTw8fD8hLbFOgrkiCQ8Wmggbhi7pyBsvImKUdff/keoVifc/Vl5VSSgc/zEM7c3DnPWGWLhzGQXVeXFfb7oEEpH/GAd0V7BA9RnT02lwPhazxF1vl1n79mMMmg+jzkCcAvRnH+Hab3Ry04cu7PgpK7DhDjO3/XOQ2k8cwV61n5EYlx/MFg2VmzbPIfooYF1uMcUeM8dO9xKOJP676QtFOJSnZ8FnbsGUY6V25xqshcnpZdHbkhrv6yUk8dTzu+89TTRy6XcpEQI1Fo2SzpGVY6W77cpwwp3PfAR1nrRHCEEg2os73IQn3Mxw4BWcoRMxXSOqjbA09wmW5oJeLsITWcZnXimPWdpYjs7EElMRw8O+8YZHyRkKfmR4ALlSYu3aSkInXAx3TGyHQLDifQUcsiZm4LeG4Be9bl51vpt/rDzKUuPhhKwbCxzSYgYDia1N0ghz15f6+Pd3FCZ03aAhcSnwoXCU4y39IMGSGxYjjwZoP9qV1ETOoJa6MxInQ45emQI1J8fKafswya7Lni2KTrDzNj2i/DQjqmtOEU2P6sBbfpBr77uasB9ya6N4CprmNLM03gzJR3nb9s088fKPzr0CAAAgAElEQVTMxGWNLZusgELjqdQYDXfA62b1O7fR2DaMcfMylhVl0vvMYVzdiXE+l9QW0d82OPUDk0ESQ7vDPSPs/vU+bnjXta/f53EFcI3GP6l9rqNmzseaYeLM0U4qahN7vY838wJ1nrQlEO3n2NDf4Qm3EE1QdAogog1i0g3y7iXv5NHG2XdRe73hkV/Hme5hjmhTt7lPBJoQHBruRyqBJSEbjv43XlvFKFO1NRt5lcohLfH1LO0+J+9vrONHi/VpkfIrBDRFk5OoomYe4OYP3M1z/xkhERt0W56Vls7k1IQ2jnuPy7fUkK9XaNvXjs6gw5JpxmQzojfr6TndhxaNbzTNp6ZhhyQgTUtnp6SsNo8ue4pGjiZFsOMGI7ZFzTjVoZg1JhIIPMv3AeDT55Cj5OMNzL77eyLw2PZx64atPFM/9Xcry2BkuSmPk039DKVKTqsQ1ObkEBkdexNDoSjHukbRr17A0tvWM/zSCUaa43vtzyvNSVmBmux36clvP8X1913zeqOhvjiXqJwjlhFUgOLyHJpOdrN4ZUVMj5tM5gXqPGlLs+MHOEJHk7b+taWHeLTxama6+S8zZlIl5dDRH5+GR7FCANYCC5JRo+hqK8GyIK1qP6e00aTWJqlC41nXqrQQqIPyWpzBU0lbf9Hdv2PF3UX4e5Zz4tls9v0hghYnMVK2upyh9uSmGfX0O+kBKMsAwAEQCUMkTHGOBfdw/BxZAvBH03SaaCTZ28T40B1KnOMyVmzcaKBsXSd2tRtnHB0H7ogDd8RBvqEIezg1xcs55OL9bF2+hVdPT9zVVwdszC2jrXWY44HUcPSeY0FuLoPHLj0vRqIqJzpHkBeUs+z61bj3NTBwvCPm65esqUFZWcPyReUITYx5TQXj/4qxLrrn7tfG/y8EQtPGHq+J8X81NE0gjbgQkShCA1VVEZpAjWoITUNTNVR1/N+ohqaqqBENVVVRoyrRyNjjU4mzR9s5/vJp1uxYAUBPe2KcrLGMoAJU1Bby+0dfnReo88yTbPp8zXS496JIkKwO2xGthXsXbuDxlje+RiWGDCJCxR72v6FbBVSbcyjWZeBzRWjusWOPY8OjmLIjRK/oG5t5l0LBoRftAT5dqENJ4dCPn2IaQslPMQsziFI+yNr3w8YP5NDwu+08+0jsU1Gd0dR9LwDkOA+oN9j0qKkStZkp0TS1exKqq/M56UlOqcRsKCzQse2eEQZEM/YEfpVE0mNYU6MKlfy6elb61nOy40In0IrsAiLDYU6c6k2SdZMz6PNRVJTJ4ODEkWpNE5zqsENJAUuvXkLoeBs9+5vntKYx00ztbetxWc109DrobI+FI3wsE2hNVRFnnnxtbkfSySh6HbKio6+ln/zyPMw2E0aLAb1Bj6LXjW3shEDTNCKhCOFghKA3iN8TwD0yteNp4bpalm1eRF5pLqN9Dux9o4z0jWLvHWW034l63vXqiW/93+sCNRH1pxD7CCpAaVUeDUc7WXpVVcyPnQzmBeo8accxRwefPfI47sgWLDoDxSYrZRYdW7OfxyR3J9SWGyqO8njLehaY88kOmjk5nkZTaM6gJDsDWZbosjvpD3npJ728+VV5WTRrZ5PmAJgMZyTA4eB1bDK/lGxTJsRPEfVhhZCaWo0LosLBorv+SMBzJ7t/GTuPQ2ZBBu0pNl/vYjLyrDj74ydY9Nnp1cDrfMQVGEE1FZhhKD0E6tqrDBRdfZIBNfH2ylJ69MoMaUEWrT6J27+czqEoxRYbFZqVM2dSO/rrCYfJKLBh8xrx+iaf69rQOQLZWSx84Bbks720vXhy2vlZAqjaugTLymqa+90cdwbBGfsRN8e9YepWVtF1snPWx9BUjbCqcc7r7XVOvyN7bkn2tB4X8of4w8PPsnBdLe/7+n2svXHV62m8mqbhGnZj7x0TrCN9DiLhCHqDPmEC1WGP/X5w/bWL+I+vPXXFCNT0ODPNM884uwZO8tH6n+KOjEUg/WqYNp+DV4btPNx+Nb3hnQm1J6o18P5KC90tbk52v3GhdAWCNPYPc6Z3CG8oPdP+SkuMKSlOz/G8c2GyTZiQAAXUhw0EUkycnkMQYc17nmHj7bHzT/qcfvT65MwIni4jRh2ZBba4Hd+QaZj6QSmKmoQOp/FEr9fR4IzPvOHYIrjjbh0ZG/bhTYI4BchUprfhTwV8qostG7vZmlNGqCPAmRStq7wYVzBEdo5l2o9v6RqhyWCi/H07WXjbuklj3NbCLJa/ewcFf30DZzMyONExQjAUv3QngURwcQW6OGekXI6yBSVTPqZ2dRVdDWMR9ZbDbXz+5n/h7276Co0Hx5o6yrJMTlE2C9fWsvnO9dz6/usJeIP0tQ7gsbvIz7OQnWXCatFjMOjisg8aHY597bcsy5RU5HHqcEfMj50M5iOo86QFQgh+1fka/9749GVTkrzREP/ZbuJDtTso0icusra28gQ/f21ZwtZLFHGcHBMTdo/4+FyRHr2cOrnHAQo4GDYTUJOf2jsZmgiw9aO78Ltv5NQrc3/91IhKRUk2bV2pG0W1j3qpWlKEwRsiHIj9Z0aXaQAmj5CkKmo4/UexnM+CxcUcTPHZpxaLxB33+eiXTyfVjp5ABwbJSFik9mdXCLANbWDfbivDztRM570cK3LyOFM/8+yu9l4HIFP+3hvJcXlp+v2BsfpQoO7G1egWlNDc4+RoHGvrJ6LHG2Ll1sU07T6T0HUB/N6po8I63aWxt2MvnuJjV3+BldctRZZlvE4fXocPj8OL3z11yZWskzGY9OiNY7fSxeU09s++VCsWM1AnYsnqCn72vef55n+/Py7HTyTzAnWelCOqqTze+RovDZ7GEwngigRwRwLTmrVpVYzkKS8mwMo3kJR6avKX0G6/shISAn4B8Qs4zRlPNMSB4HausTyfbFMACJJPfcRCQE2PrqFR4WbnF3YT+MJ1tB6de01qljH1I4idPaMs3VpH566mmI83UDIU0lWgRsMp7o2aIX6TBrEv8YoZtbV6Vt7cSn8KOLJCWpA66xJafY3JNuWylBhtrDUrfPe3MDyDdNBUodE1il6vIzLLTIWeARc9QNG7dlBiVuj1R2gc8UJH8hyCShLO95ZMM21TNJIqW1hCy5H2y/7+5J6GWa2tqRpBX4jgeJr2aL+DsmvXMDg0c+eAotdx/2dunZUdU1FWnc/x/a2cONjGqo21cVkjUVxZO+p50p5GVy/37/8R3216hhPOLtp9w4yGvdMSpwDrc2woUmK9iYIo77o6dbvxzpYBhx9ZpPYp4gVnapyAg+RxMGLDH00PcXqOiBjhrq/tp3TB3NO1oq70aPzV0DrIwpuWojfF1j8r22Y/cirZREJXjkDNybZwZjh1z8fbdhio3XmY0RQQp+cYCSdnPNRU6JC5MS+fNZYjRHmFT71vNwXZ6Vcv7QqFWbRs6tTUqRi0ezjW7WB4Gk2C4o6S+L1B9fLKKbsAZ+ZlJMgayJZml4lzz3uvoaQiN8bWjJGZYyUjy8zPv//CWEfmNCa1d5/z/MXgjQb5XuMz/M3+H9Honn2b+D3DozT5357w2c/52c9y+8rUSTWNBYNuH0sCS5NtxqTsGfEQ1ExJtSFILvWRDPzR1BpvMF3C9HPfd4+SVza3y8FAS2qnVJ7P8ZZ+wjW51O1cSs26qpj0MZUsqV2DOxnhcOy7OscCeRab4LK6/GROwbossgxv+SsVbeFeQlrsm9fMBWdkhEpLXbLNuICltlzuyHeiU19CG08/DtPK3z6wl9zM9Nt4H3EPs2JdZUr3dZgJ/WYztmxrQtfUxOTf7PyyXJrG60wTQdDl4x0PbseWZZ72c3LyM7j3wR1xtArKawo4daid4wfa4rpOvJkXqPMkDSEEJxxdfPXkb7j9pW/yi45XUKc4AU15TAS/7A4iZjibdK4IIty85jfcuSrCJ2908b37jvLuq1NrEzIbDpwZplqUJ9uMy+JXw7wWiO/JfjJC5FAfycaXpuL0HCGpk7d/eW45kb5RH0UFmTGyKP4EghFOtgxwetTN0htj4Igxpa9ADQVTS6AKYMGNlTi2GCl7UwUVawqn7UToDvviadqsyM/Xcc8DdoYsh5NtymWJaqnhYM3QGbmjwEalsptg9NJOsWGa+dyD+8iypZdIDWsa++z9LNlwZcypHPCFyd25dmwkTAJQDArtJybvHFxcU4iWoDmrJouRv3/sE/z1J2/mZ7s+xwc+dxt5RVNf/977qZ1YrPHt+F5WnQ/A7362N67rxJv5GtR5Eo4z7OfZvqP8vqeeNm/soy4WnQFZSvzFSxU+rl/16NjPwLoFxwlG38kTh9J3/ESezUxASr0N3/nsclZx/WUcuULEb05uFDP1kVx80cSONooXJ57NZq7DbguzLQzGoTthvDnaNsCKTTW0Hrh87dJUCFP6+ntDcez6OVMUg46Sm8vYax9Llz88PABmKLs5lxoy6D84iM8xsfOvqiqPU+7U+vytWWOkZPNJBlVnsk2ZlL5gF4XGEoZCySpTEGzJLiRXPkIkMvlrFZEa+MIHdfzLDzbiCaRXSHIgmH41tJfjrDtI3d2byRh101F/Fr8rfn+bFlWpXFKGLduKa8RNV0PvBem+hRV5NB9qjdv6F/PxH36AqqVjznuL1cg9772WO+/bzEt/PMYTP9lDT/ulafMLl5dx411r427bOYGamT39ztGpyLxAnSdheCNBvtP4J57tO0Ykji1iLUpq1IIJVK5Z+iQj3nt5sTH9vmoVuZno6oYZJLU2fBezd8SJv8SGRb6wLkcVEv/Y9wCHnH5KTGZKjDIlxgh3Ze+hUj/3NKCzrMYbPTLn46QCBlHBq78NwxwzD5Q07QYrBLS4fJQuLJx1qrIwptdG+RyKJhGNpsb7llVkJbrOSr39UpHU6/bQiwdlmcwmYyWtL3Zd8pi+PifragtQsgx0+twMeJPpXBPc/mYFb9FreNX0qPGVkKmxLGI0Mowr4nj9/jxDId6Im5CIT1ZQmTGDDZluApEXiUzzoxiRT/HFD+v4yg/W4Q+mz3ev1+1m49oKWhsGCQTScwTd+bS6Q6AYUbYsZ2GmCf2Qg8aXTsV8HU0TtJ0XQTXZTFQuKcNoNhAJR2muP5uw6OlNf72Nm96z7ZL79QaFnfes58a71rJvVwNP/ORlmk70vP77B/7+DmQ5/o7McwK1ZnFx3NeKJ+m3a54nLWn3DvG3R35Blz/+zSv0khzXyNlM0ESQuzf8gRHf3RzvTq8IS16mkS7hm6tmiTshLcpe/w522p4CwKNm0xxewVOO5ewaHuty6IoEaBzPYM3QbeZvcucmUN1SDR3+Y3M6RioxfHwVsXijXT3pMHtyYoKhCK5cKxn5NjyzGKIe1UNMilkTjEXSA8nfKJevKqQ1P4DD4Zj0cVFN42jUTlm+BY/9wohNJKLS3PRG86GFxVnkl2biliI0jY4STdAG1mKWuP0+PwO62G/U48lg6I3xLdn6PHIMeWiahjvqJCIiVJhr0MsGBoK9+NXpfUcU9BhkA4qsR5H0KLKCTlIQCOyhXq7PzUGn7iMQmflnMKo7zj9+BL793+sYGk3xC9U4qoB9IwOYyxTWZFVw6vCVkYETFdDgCoLRzIp7r6HzqXpC/vh1NQ96gwmNmJ6jcmkZH3t48hEusiyz9ablbLlxGSfr2/n1f76MLdPMinXVCbGxfFygVi9Mb4EqpWKXp/Xr14tDhw4l24x5LkIIgSviZyDgxKwzUGUrmNbzXho4xT+ffBK/mrhN0LsrFerMv03YelOhl0r46u9vZdCTHhfRcywry2ekpJWglPwN7GTcVFiFKnw0ecP0BiaP+F6Vlcf3q3+CIs0uqiGExH51Ca5I4i+O8UBC4ZcP3s5wdwyiaJIESwvxp3FkYEFVPn0vz9yBkfPFpbwWSZ3OrNOlSFgwPZnctMPaLWUclOxEtel/Bjfkl9D91KVR1IkQQOl7ywgoKhkBPSMdfgZ6XEhx8L7V1OhZdUsbo2kybmoqqiwL6PSfveA+CYliUzl62YAmNDShEhURoiI6dtPCRLQIEXH580CGksmOrC5C6twFml4q4cmnbqb+THrVgSuyRIlDwZmGo3OmYkFRBpsKbLz42CuM9E3udEoXjGYD3z/wDWpWVM74uWpURack5vMZDIS5e+2XeeyVL5CTn7iuxrNBkqTDQoj1E/1uPoI6z+uEtShDQRf9AScDASf9AQeDQRcDQSeDAReDQSch7Y1mGlXWfLYXLmdb0TKWZZUhS29ECENqBGfEz2+6DvA/bS8n/G95vEfwkdpVZOlOJHztiYiIflZXqPz5THp95c702slxFLGsJot+SzcOXMk26RKWZpbx/NDkzRPO56hrhIeH380ny06DNgCXbJBMoCsByQbqAIhztSQ6kIvp1ZZgjwZBykQigkQYiCCJ0PjPQRBBIJoSUfypkF3rYyNOAYSgojibpvb06eh7MWc77dQtLqK/aXBGz4voxFxLeJOCRSgJ73qr08tUX1tG64vd5JTaOK53EJ1heni9vZ+1y/LpOzN1Vk7VO8t5xfdGqh2lUFBrpcaQg+KE3hYnHtfcoz3bthvQLznMqJoeI5emQkLCE720HlQg6A/OTVjKkhwTcQpj19e77/wVdRX38Kvnpt9RNdlENUHZwnyc9dNztKQTZwc9rNu6hP/t/BFHd53ihZ/vZu9vDxBKY+flR753/6zEKZAwcQpgMhsoq8pLeXE6Fem1W54nZoyGvPy6ax/dPvuYIA06GQl5ETPIUev02flZ+25+1r6bfGMGBcZMnBE/rrAvodHSiQhrKk8PruWdpakhUAHM+tSo85opDn+QfaeDyJKRlZXL0BX4OEtnSoivbL2FBnfv1A+8+HmKHyL1Y/+Ri8cEqQiCZgdtGNTzmuXIxYAM2iBovZSIfl7T7mKfq5OxtFjj+M12wRoS0uspbYo0fpN1KJIOnSSjSDI6SUYnSWM3QCeBLAl0CGRJIKMhSxqyUJEkFRkViej4LYJMBMZFsiRCjKVqBhAiiCxN7/N29PelxFJZWXXplco+ERnVeTMWqCE5Pb/fRqEjkXIqvyoL/zIDrzoH2HprFb348Tln10DIXa1D364QCVy+C3HN7WW8HO255P7hoI/hoG9slsFiqLXlUIyNyGCUruZRItMthmRshMxd79QYtu4llJ4fgwmpti6i3dcUl2MrUmw37JoIsmL1Y3y+/Db+9b+L0LTUPQ9lGQ1YDAbMOoWwpFFclMnAYGr3epgNj/+2nqtWVbJ552rW71yN7wd+XvnNAX78mZ/hdaZ288WLueFd13LL/dcn24xp4XL4KCjJTrYZc2ZKgSpJkgnYw9gOTAGeFEJ8WZKkfwI+AJwLL3xBCPH0BM/vADyMNTaNXi6UO09i0ITG//Uc5uHmZ3FHYrctsYc82ENzG1MRazblplZaidmQeun0M0ETguOdw9AJpdm1VFWa6DS04ZNm3zhjaWYZUaFi1hk44Zy5F7naWsAx5/Sjp+fIVs5L79UGxm6X46Lf6SSNbabj7HNNfgEQCCIiTCSuzhqZNwRyxkW/kcfrvs6JYwVF0o0L47F/ZSSaTivEUqAG7em18ZiI5u4RDGY94cD0X5dQSk7fnBqTUOIiULOKbeSuz8MvqWT4ZVp2dbFgRwWHo3aC4ymNrzrnNp7prGOUnM0Wlumy6dzTRzR0oVAt31rEK9a+adUGt3kdtOEAKxjW6Vhkyyc7ZMTZ7ae3w3nZdOC8PB073jbEoHZlpPyfQ4eCPTQzJ82Mjh9jgXoOW97TfO2Ta/m3n65hxJkCXtSL2FRUwpmDXXjx4WVsA11XU8C/fvWt1B/u4KVXGrGPzLwGPpXQ6WTKSrIpL8uhrWOYqzfUIkkS1kwLO96xhe996JFkmzgjyheV8PEffgApFbzy06C7dSjtGyTB9CKoIeB6IYRXkiQ9sFeSpGfGf/cdIcS/TeMYO4QQ8e+OM8+ktHj6+ebpP3ByFkIg3ViWmUe18b+TbcYFuIOp69GdKX1OD31OD0Ylm00r8gnkjDAYcuGKTF5LY1NM5BpsZOrN+KKhC6KfK7IqaPcO4VMvTLXLUExk6E1YdCZMujGxJUkSo2HPrMQpQLYyt7mPRyMrgEujMqmEhkZYCxFm8tTFxX+3gIH3xG7d/uYB5GJbwjoqxgN/IMyi9VU0v3J26gePExSpNUt0uujjFGnKKrWyb2RMgCqyzJI7S3nVHvsaXUcgwKsEyN06JlQ7dvcSDasULMnmWKUDNTrzz2FYUznlHhdnhZBTYabWlIvBLTNw1oVzZEzSr15toGzLqZQfITMbqq0LaPU1xu34Oil+10NVOcLnHhzk9Jlr2XvUzJIaFVkSPLXHELc1p8PqggIaJkjnbW0f5vv/sYtvf/1ePvS+7Zw43cOu3Q3s3tuE25Oa89QlCYoKMikvy6W8NIeKshzKy3KpKM+hqDAL5TKZNKdfayYSTp9zpd6o50uPfxpLRvqkjne1DlG96C9AoIqxLkrn3Dn68Vv67jz+glCFRp/fQbtviPqRszzZdQBVpKeXfyboJJnbCvcjp5CzSy/l8+yp9GrgcDkKcozUVVvQZUQYUEc4Hj71+hkiS2+hyJSFRTEiMRZ1DWlRPJEAI2EP3mgQb3TiC+4pVzd5BhvlljwCaghPNIg7EsATDeK5zHNmS4ZubhdIR/TKeC8BJBHbL0rIF6asOJvuNG+M4Z7h/jmQpgLVEGOBWlCThX+pkYOONzo6RzWNU/ZL5wLGktFAgL0EyLvWygpjDsfy7PiCsclecIQCHDrX4bYOKldlszVPIZT3Ip40GSEzEwyScc41plMRT4EKEBa9LFz6KxYuHfu/gRr+uGcHIklt6UszbPSeGOJyfUm7ex189LOP8e1v3MtVqyq5alUln/jgjRw62sGu3Q3s3ddCIJjcIveaqnzuf/c1VJTlUlqSjdEw8yrBYy+ejINl8eND33kvdaurk23GjOhqHeKGN8d/3mq8mdanS5IkHXAYWAD8QAhxQJKkW4GPSpL0HuAQ8BkhxEQ7EgH8WZIkAfxYCJFesf005InOffyh5xCdvuELmhpdaVydq+eGQjsWqQlBCAk9kqQgY8SgM+NOoVp8h3cdmrgyIqiLVhg4FWxmorxAV8Q/ZRR1MkbCXkbC8U9vsunm9uG43bKXk75FBK6AZiiiNZsV621I0tg8UCSBhDS+kRrbTQkhQEiv16ifG5AuhEBvUNm0uR9FAZ0iUBQwFQzg9KoEwzLBkEQoJBMISgRC47cA+IMS/oCELyDw+SV8foGIsVieLbICI1EfG27PRe9zI8kgSQJZkkAe+1eWQZIFkiQhS4LREh/h8+Y7S0wwuGf8tT3/MZc85OLHSJfuaAecNoac2SjIKEJCFjI6ISEJkDQJSQPGb0ITCFWgqgJNFahRDVXViEY1IlGV4WgA08psZFka+7skCUmS0MnS+N927t+xuuqx/7/xMzB2H2NRlXaTj74pRsXEE1UWnCl0MuSLX6p5l8+Jio0Vuu1YMg+iSalV3jJXKiy1tPoa4rqGEmeBejFh2vnGZ7L4/qNr6R1O/HmmwpzBmfDk34vBYTcf+9vH+Ld/eTt1NQXo9To2b6xj88Y6gsEI++pb2bW7gQP1bYQjiXeMGI0K121ZNOvnCyE4+mL6jF7a9vbN3PHgTck2Y8b0dtiprCtMthlzZloCVQihAmskScoGfidJ0grgR8BXGdvBfBX4FnD/BE/fKoTokySpEHhekqRGIcSeix8kSdIDwAMAlZWz65I1D7w4cIqHGp5KthlxRS/BxxaEyJL/hBAqkQk8kkEVcozrcIaOI0i+SH/uZEmyTZgSvU4mJ9PMkGPyjZ1fSv+W+BZ5bgI1UxrirpzV/NKe/gI1qPNy6tDso1sV1TJ33/1kTGwR40k6AiMCA0Lo0c7dND2qpkfVFKKqnqiqjN90RKIKkaiOSERHOKIjHJEJRXSEwvLYLSSPi2WZDreVEbMNJVNGtoFm1ogaogR0YfyEcGsBPNEAPmA0J4/vVj6eEg3BzqfXu403f2tZss2YELU8edkFmVYjxnIdXd74p9z2+rz0tkNN1jrWVp0kKo/Efc1EYJGtdAfa4r6OnIQvVVR3jNuvW8gjv8lM+Nqab3rRz1GHj0987pc89NW3sXTxG/sGk0nPjmuXsOPaJXh9IV55rZlduxs4cqwTNUHlFEPDs3fEeJ0+vvuhR2g8MLcZ5ImitK6ITz3ywbSpOz2faETFaNIn24w5M6P4vBDCKUnSy8At59eeSpL0n8AfL/OcvvF/hyRJ+h2wkbGmSxc/7hHgERibgzoTu+YZ44yrhy+feCLZZsSVlZkK7yw/SVhtmTLP3BE6jEWpRBVhQmry5hMapEr2nk3N6KlOllhcnY9sk2hwD9EddbKmvITAcJSOgYk2eYKRaPp3GzTLc08Z3qA8z1HrXTT60nvQuqeiE0kqYrYzsX0xDHhLr3cl9p+7440wYwx0j1+z8d6z99Llv6j5izp+u4iDjhH+mHsPd2akzkxlgGJbA7CUiWOwyWPlohL2e/qTYlamxYC1Uk+HJ7HR23aXi3DbMjbXthCR028O7sWUmCviWnt6Dl2SPruzPM3NedH+nuk7TTzeIJ/6wq/4xpffwlWrLg3Y2KxGbr1pJbfetBKH08fLe8fE6snT8e2LMOrwEY5EMehnltp76tVGvvlX32OwM75p/rFCb1D40uOfxpppSbYpM8bnCZKRnX52T8SUu2ZJkgrGI6dIkmQGbgQaJUk6PyR0N3BJ3F6SJKskSRnnfgZ2TvS4eeaGEIJXhhr57JGfE9LScBDftBA8WCN4W+mfCKvT98D5o12YdPlxtGtqekfXkGobyTEEmXUGjob7ODzaiz869tk55uinSRlm8co86spyL3jGtZtz55TCmyoYYxAFliR4m+0QRtkYA4uSR9Tkp7QuZ9bPd4yoOD3p0Zz9W4P30eWf2Szf73aa2SiqoXIAACAASURBVOO7GadaECerZo6OIdbXpZYfd3FVIYd8A0k51dnMBjKqjAkXp+fo9XrZ3VKHQUvv7K9MJYsO//Qbg80FXZIiUwvq4pu6PBGlmRm43DPLtgkEIvzdPz7JvoOTd4fOybZy9x1X8fBD9/Hr//kgH7x/GwvjmN5pt0/fI6lGVX7+z0/wmW3/mDbiFOCBh97DwrW1yTZjVnS3DVG9sCjZZsSE6bhBSoCfjdehysCvhRB/lCTp55IkrWEsxbcDeBBAkqRS4CdCiNuAIsZSgs+t9ZgQ4tnY/xl/mUQ1lRcGTvKztt20esciAkJAvpSDQ7jQpjkHMXURVFoUVmZKbM5tI6oeYzaZLK7wKaxKDb5o+9QPjgPHupI/j6oo10ZpWQYOzU+OZMY+HKBr0EmRycZAYOILzgnH2GZz1coi8k0QtQQ44W9OsOXxwUBsRHau3MMdOSv5zchQTI6XLIqWm+md5b5UCIkH7qvi579zYFRSd9TGc9438afB0akfeBHeaIi/a8kAtlFpyWJlhsI9OYdZbjoUeyNnwO1rPRxqzUqqDecTDkfJNpuwBxOb9m4x6cmpMXHWndwU2+GAn+caS7l5sYmwLj3Pk3nGIty+xNieLIEakU5x06Z1PH9g5g1+ZkuZxUYjM3eehMNRvvjV3/Glz97O9duWTvn4osJM3vnWTbzzrZvo6hnhxd2N7NrdQFfPzM97l2PI7qZ0GjM2BzuH+cZffZfTr8Znjm68uOaeTbz5o7ck24xZc6V08IXpdfE9AVw1wf3vvszj+4Dbxn9uA1bP0cZ5JmBvawe/bjhCn9KHlyBLootQPQY6Bz20efwUZ1ZRU2ukT9+LR/hRpfTpNJihSHx+UStCdBPVxqId0Tmar4kQOcZ1RDQP3kgrE+bzxYlbVp3i6ZOTR1EFguqibHILLIR8UZo67XOuKzEb9SyuycOlC9LoGqbr/MYlesitM3PcMXlKWoHZgpzh5FRkkBhpupRAieEfs0X/DEctb6LN3zv1g1MUQ/XcUp59XjiwfyXXXZOaArUnWsf/a7cBc6s97vK76PLDfscyfr6oi1wleY6JtZW9QOoI1Pb+UXJsZhaX59GUILFoNioU1FlodqXGFDt3OMSfGrK5fckKwkp6JYvl6gvo8CWuPjCZRS83XHOC5w8krsupHJx9sEBVNb7yr0/hD4S545bpb6cry/N477u28tf3baGlbYhdLzfw4p6GOdWRwvTqUPf+7gD/dv8P8bnSa9NQXF3AZ37yobSsOz1HV+sQt7/j6mSbERMS50KaJyYIIXj04FG++fwetNeLKQy0X+SdG3B7GTjmBUyACavRQKbJgM2kx2RUMBpkFD1IioamUwkpfvqkQUJz3MDFgusLdUTU2F7cA2ofAXVsJp8sGckyrMYROhLTNS6HKh3hwW0L+fFu2yW/K8i2UF6eRV/URbPXDuNlKlnVJlbY8gk4ozR32ce6akoSOllGp5MJhiMXRJOvWl6M0L3ec5WwUGlwD3HAe/n6yNHQ1JGORflZtEQSnxIVb2RiVzgpS3BvxkkeChQSTcNRI7qQke4/zT1d9Bf/qefaaxSkFGhKdj4RTc8/dt6AX41dFGEk7OcrfXfz7YofJ22cVbGtkVSrQ3V4A3jPhqiqzaTTG99adZNBR/ECG42u1Eod9Ecj/P6MiTevKCEi9yfbnGmTqc9iNJK411I3QXfqRBHVHeW6q1ax52hitsAjg3MThULAQ997Dp8/zL33bJjRcyVJYlFdEYvqinjwb7ZxqqGXXS838PLeJpyzEJCDw1N/r4uqCtAp6TWKTdHr+OKvPoUt25psU+aEfcBFUVnys/ZiwbxATSPCqspXnnmRJ47OXLz5QmF8oTBMUn4lS9lU5mVSkGtCtoYZVUYYFCOvd7CsFGX4Oi3YzHosGRJRU4BBeRA3sW3nvzwjvnVEmgjhCB0h27gaZ+gkY/MY4suSisf59ju28p3nFtPtGBvXsXZpKUf9vfQ4L31TXOEgB0fHGx6UX3q8BZl5+LrDRKIapQUZ7Held6OeRCIDkojtKJtCuZ1bclfwx5G+mB43EWQdX07D2bmLt94uDafnKnIy6mNgVex4ZOTdnPHETpyeY//oCI9l/BV/lfOLmB97OugYZH2t4FBb6ghUgEhUo8SYEVeBalBkyhZlcsaZmqn1EU1lcHQFufnpIVALDMUJqz09R7LbBt66/Qx7jq6K+zo5JhODnbH5LvzwJy+x59VmtmyqY8umBVRX5s0o2ifLEquWl7NqeTkf++ANHD3eyQsvN/DKa834/JcPThgMClevr2XHdUvYvHHq2syFa2v/P3vnHR9Hde7vZ2a2a1da9d4sS3JvcsX0bkrokEAgFbjpjdy0m99N4ya5N4Q0EkISQhKSECAJobcYsLGxjbtlS7ZsFVvdklYrbd+dOb8/5G7JaltGZh9/9rPWavacs6vdmfM9532/Lz9a/d/852Xfpb97fDn/ieLjP/ggM5ZWJnoYk0aSJWQ50d+u6JAUqFOEPq+Pzzz9PJsPxi6MUBOC5h43zT1HTygyadYiSrNTMVtktjZ0o4qTneiq8ooYKI5ujoFd2U8oDhG4/cEdpJnmMBCqj0spGsmwji9fs4tdLdeyxlXIBtfBCbe1f6D3WHRfjxa7en87O3vJyDbjF8GY9RFvsk0yjOoBPX4uNL7ADssqDgWmlpOnGDRFra3duwo495yoNTdpNvov4k9tsRNKvzoYYoFtCXPMiRHlVy8aZHOjfsJ8jxGM3aKfUZEpneGktr9r9IMTyNutPdycXkxI0f/iYarRyeFQfM9bh8NhskypSFLsXeFlrGinFO42mJtZPGsOm/fEdjJfsdCBxybRti06r7O2ro3aujYeeWwNeblprFhawcplFcyfWzwud12DIrNkUTlLFpXzxU9fzsbNjfz7zTrWbzpAKBTBaFBYurici86bwcplFdhs4zMDLJ9byo/e+Bb/eel36OtIXF3ksbD82hpu/PzViR7GpAn4Q9hSLIkeRtRICtQpwMG+fj78+N9pc8e/vIfbH2TnwZHDfhq7+3EWGwhHSeBJCKJST2KMuEO1OEwz8IQaEXEIb9ZEkCUV71DoqWLnO9noKTxvOAbDIRYYytkbjn3ZgXiRa47Ne65IGjenNvI99yUIwCBJKNJQKR9FAhmBIg/dS5KGhIYkaYCGhAqSihARJFQ0wggiCEKoIoQQYVRCaCIS9Zqc6mB0JmiLlimcc86/o9JWNOhVc/l2UzGxTJ5WhcY3m+bwx8oGHErsa2+eyqJSfeWhHqW+sYvFxbkoKQobe9ujdpozyBLls9LZNUruvB4QQGvvDHJy9C9QExFse8jfjl+tYUFKE4pojmlfTvNsBkJ7STGWIcsmEIKBUD3vu+QAm/fEbtcsxWGkqaCZgRw/888ro+NJHwOd0Vvs7exy88/ntvLP57ZitRpZsrCcFUsrWLF0GunjCFU1mwycf04V559Thc8XpLaunZnV+TjskxM7pTOL+FPjQ+zf2siutfXUrqtj99v1DI5Saz1eGE0Gbvjc1dzxXzdN6bzTo7Q29VBaGTsH53iTFKhTgF6fLyHidCyomoYdGy6iMz6BxD/aa7g2tw1BfErmDIbqSTfX4ApuiXlfqaZK3KFa0syN/OS8C7nv7WIiQt8nxl1d/aRkGAmLEIoqY4komCIypogBU0jCGJExhiRkDdry/QxY9V3qKNsUu/e7RKnjIudCfto82cUOGTAduR1HQsIkK5hkA8Zj9/Kxm0GSUSQJg3wkZ1niyE0gSQJZEkgIJDRkSQNUxll1ZUQ+/ukeZOIv0oZDE/DdtuvpC8XerKcjMMgPOm/jewW/jvriwWjoMQ8VhsJ865qGdjiXVuSxI9hNUJvcrqoiS0yfnTGqsZueeKe9h5uci4mYEuv4PBohbfJ1oSdCT6iHd0Uxy1OaY9aHIjkIqN1ExCDu0K6Tf2ddT2leBS2dsdhFFcy4zMqOyFDax3aasH3AxOy+Uur/2oMaiu6ygN8fZs36faxZvw9JgplV+axYOhQKXFGePWYBZrOZWVpTHrVxmcxGZq2oZtaKam7jOjRN41B920mCtbM5/nnk5920jLt/eCf5086OkiwABw90UV6VP/qBUwRposXZY8nixYvF5s36PqHHE08wRM3/PpToYQzLwvIcGrN2R73dT05TyTG+EPV2R8KsZGOQUvBGmmPWR7p50TDGTMu4b20VPlVfE8wTKfIZyf32Ljx9HrQxOAsXzikk7YI83lnlJmEOMmfgtjyFL+T9LWbtawI+d/Be3nUltuzFWFgUKqX5K81RkTeKAj/8pZeZVYmvJPZn1+38vCW+hm9fmSZxQ+pTce0T4N4/3sOWJn0bksyfUcD6gYnnZ8sSVM/JYrtrauR0nohRVrh+VkDXrr7pxkxc4cScr+wGByvt62PStkFyYFYyz3hdH+y5ih8+Gt1J/fQ5qSizvRwYId0jz+QkpzaTfS/3IMVhcSkn2zEkVpdWsHB+KWaTvvamDrf2Uvt2PbVv11G7rp6mnQeJlTaZvrCcTzz4YeadPysm7SeSx37yCjd95HwcadZED2XMSJK0RQgxbCH1pECdIlz2i0c56NJfsvnMJTLtRD8XSELwvVnNhNVdox8cNWTSLQtxB3ajEd0V5TPt0BqkeXx1/Xz6gvoTc2iCyx7to/mdxnE/deYXF7PhUv19Zj9RIvGhjNgKie5IEXfUX8BgRL+5u3MpouPLrYhIdK8Bn7gPrr76OaQEOYK3h6fxgbqlBLX4ugmbZQNPzNxAvrE5rv0+W3sH3/l7alz7HC9WsxFfrsAXGf/fRJJg1txstvZNPQOyo9gMRq6e6SKkxK+My1iRjvzT4mAWOBxpRifLU9ZGrT2LkofFkIeEhC/SSlA98+6cQUrl/p/dzKB//Ndfo0kmHDr5fau5PIMd1rH5cswwFhJ8WaJzd3RN+86ExWykZmHpMcGamXF6dYFE4+n3suedfccEa/3G/YSDk4vMyshz8tH/uZ3L7rrgrDEROpWH/+c5/uPr1yZ6GOPiTAJVX8soSYalx+OlazB+J7CxMrckm4PsiUnbAonfNE/noyX70US8Cr9ruAJbMCs5mJUKBkLR2RlOM809Y0mbiNjJD1f6+c7GFRzSR2rGMS7fZaRpAuIUYO9PtjCjYhH15foKT88wxH4ilmNo5Stlbv5rv34NCzRJUPadMmQP0C/o+Gcnvo7JL8z86kewr+56Pn/famTiX5/yp12XE9Ti329Qi9Cj5ZJPc1z7XVTWBuhboPqDYeanFfJO73hN/gSz5+aypW/q1hiGodIzr+3L4tLqAGFZXzmpTmNGwnZPAdIUAw7jDDQRQhV+VM2PLFswy2kosg1QjpkY9ge3D9uG07wAgYov3EpA7SSgjj0MPCIGuOOaAR5+any53NPnpNI/o5MyfyGbX+jjaJi9mhYcc7nl+nAbyqUy8y8s4+ATHry9sV/UCwTDrNuwn3Ubhlybq6fncs6y6axYWkHV9Fxd5GLanSksXbWQpasWAhAKhmnY0nhsl3X3urHnsZosRm750vu47SvXYbVPnZ3FiSDrMGJtMiR3UKcAP/r3Wn6zXl/vx9ySbA7nHsBPbHeI7p+5gbCWmFIC6eaFuILbJtWG3TgdX+QQ2hhccI1yET/edhF1Ln2cZKYNmrB8ZdOkVi7TclLx/LyEPod+dhL/rzrEedZn49LXi4PX8/NDqbhC+i9YPkcqpP3zrVELOKuokvnfX+zEYoyuy/eZ2OC7iM/vy4xbfyeyyJnJQ6Xxz0NVyWXZt29Ab3mop5Kfmcp+08CYhykQzJuXx+aj5bbOAnKsNs6rbCAi66c8TpG1nFZ/U0L6LrOmMte6j5A2thzEdPMCXCeI1BRDGZIk4wlPbBH1KEapgJf+fRlvb1WIaKN/QBdckM7e9AOExVC5gdmmUppeC5OVbyE810VHcPyutQ6DhaquYur/dpg4B38cIyvTzvIl0zhnaQU1C8qwWIyJGcgoaJrGwbo2dq0dEqu1b9fT1XL6Z+iiD6zk49+/g5yS7ASMMr6EQxH+8svVfOjzlyd6KOMiGeI7hXH7A1z0s9/hDSUmXG44VszOYY91D8Sh0PZ3Z7yBKiZX5HoyOM0LRly1HQ2Lkocq/IS1sYe5GuVsfrv7SjZ2JXayqaiC83/ZTev2iZfCOUrZ8jJqv2FCVfRxrnl9YR12Ef286ZEYVJ38pvdmnm53oyXEL/PMpBlsTAtmYagVNP35ECIcvTGm2OHnj3WSm7kuam2ORFgzcsf+uzgYLdencSAh8cdZ+6g07Yh73wD3/PFetjbpP2xt3pwCNva1jxpMKhDMn5fHu2eROD1KicPB4vIdqHJi0x9kZMpSqugOtuOJxD/KZbrNSbV5O5FxXN+Ncjp2Yzm+SDs2Q+GRyKTona8UyYEWnM3+plL+8JwNTTv1OyVYfF0624ldqHaRKYO0LU4a34h+7ebxkJeTyo+/fxuF+ekJHcdY6T7Uc2SHtZ7ug4e5/es3MmtFdaKHFTdaGrpo3NvBRdcsSPRQxkVSoE5hfrFmAz9/651EDwOAQqeD/ApokCe3Wjkevl39YlxqlI6EQbIjSyZC2vguFgbJgUGxE4iM39RDkVJ5ev/7eO1Q4iacqzbJ7P/1xqi1VzArH8tdRWyb40qocdLKdIUHSmNnkHQmGkLz+b+2Zex0J3bicZTFvjICr3lof+twTNeaUuzwt+deRSK2C01/cn2Qh1oS40Z6XV4GX8t7JCF9w9TIQz1KboaDrEIHW/s6iAwz/xAIFszLY9NZKE6PcmFxFmmZr8W1TxmZkpQKWrz7ETpYKLs0MwtFfSPRwziNgFZIUGQj+Yv5+WM5+I8Ev5itMtXXmtkTnPyi7ViYbShm8DmNww2Jy/vJyrTz4Pdvo6QoMVEpScbO2pd3UTQtm/KqvEQPZVwkc1CnMP/cEb+dnpGoyEkno1hln9RIQ4x3TWUgxWDAajBgV+SY1H0cDxHhIc04m1Bo7KJCwojFkIsnvH9CfapigJumP43TfCNP7Y//V3Smy0zT76K7KNK+pwO+2sGMmflony1gX2li8lLvKUycOKw07eCzBWY+7i5J2BiOkmNMpembzaCJmAeGej3Q2LKMitLXY9ZHd6SIR1vVmLV/JmyKiXuy/5WQvo8yFfJQj9LVN0hX3yBFzhRyi9LY6uogfESoCgQL5+azsU9feZrRJhCJb/Vai2wjw5RFs1c/Jk1KgkyZzkRX+CL+dDALzxFzO/myHkrM6WSIVPqlQfYEo28IORK7I4cwXKUwP1hO41/6CQzEf6G+p9fD577yBA/cfyvTys7+MNmpTPvBXpZfPDPRw4gq+o8Jeo/j9icud29GQSYLF1s5XLKPffKBKIb0Cs7PTef6EsFVRV6uKOzn4oIuzs07xLLcJuZkNlCRVkeufTeanPgvnDu0G6d54ajHpRimkW5ejNWQP2FxehRNBLi46Ek+Pju+f39rRCL7twdQI7GZ7HfUddD7uR0s3OGMSftnIkWGKmP0doUnwg8OzUto/0cpb80YqocTJx7/XWxX4H/RfTV+NTH1dz9SJJOpxG/iOhz59jqiGeoYDw73e6mtbSd/0MqKjEJMssSiuflsdJ3d4jRVmMjZacEQdMSsjyxTLk5jBqkGJznmfEyKmfZAfHb+xooi6UegagJ2eu7g4cbUY+IUQEPQHuyjNtRMazD+RlIRobLFtB/xcR+zbskGOf7f8T6Xl89/9Qn27T/deKp3wMtTb+1gS0Mr/Z54mVkmGQ4hBEadlQ+aLEmBqmOEEAnNPTUUuGmUDkZtB1MCLsrN4OpiP2G20hVsxhXuZiDiwq/6UMXpK4S9WkV0Op8k/cFtpJlmYzOUHntMkRw4zfNwmhdglJ14I424gpvxRaIzERBEWJT9JF9aGJ8Qn9Swwjm/6aajPra1BiOhCI1fe5flr6dBHFMMPlEKkkiso3C+OfEXEIOk0PGn+AqqTWsj+IKzY9L2tsBKXu1OjAtpoTWV29LiX/v0VBS6WFg2tQTqUXoHfOysbWNJfgEbznJxujicQ8VqIzvebMX7z2UQg/rXhZZSBiNu+sN9DET66Q52MBAev2lPrJGlxEQ8DMc2z538o21QF6HPw9Ef8bElv4GcLxopXRn/nFD3gJ8vfO1v7K4/udTTz/75Nt9/YjV3//gpLv7yw1z6n7/mu4+/FrMapklGRlHOPjl39r2is4jmhi6qSUlY/2ICO6YGSSLPYmV2moNzstO5rCCDa4uc3FDi4MoiDwG20Bca++R4v9eFEPpwp3SHduOLtJBpWY7dWIkqvPQHd9If3E5Y649Rr4KKtL+zKMbRNVlBAwt/foiDm5tj29EJ1P14M8sftyHHaZ5ypTN+brIjcUVG4vPq5qiFeNvi7yr85uoZUW8zIhQeaE1clMWtuX5Msj4cqq+p0V8psrEyZ2Y+q+NcnieemITMlW1FHH6mm76+oQXHul29WNZdHNV+ymyVdARaCWqJycUeD5KOQnw1ncwxRqMl1EN9TRPTv5BGRml8S6Z4vEG+9I2/sWPX0CLSjgPtPLfh5DKDfYM+/rmultXbJhdBlmR8qBH1rNs9hWQOqm4RQvDw/c9hauik6KpsWuNWC/Q4cmcGIrcTSRKkm8xkmkw4zQYcRhmrIjDJKrIURhAgLPz41UF86vFJkgA86tBtogxGBgjLizGJdyf/gqKEJoJ4wvHN5TkcYz2xcJ9E8+741xqs++tOFnZVsuczCn5z7JTq8jQFu9gVs/bHyrnW1TgMNzAYSZyo0V5NzOT1sV/CqlWpSERvF/sfA7ew3xOrxaHR0VOY4vKKZkAfIeTjobI0i3cciV+4iSUXHcynbtPpr3HDK31ckLsMd/UkUg8iBtK6q5G782iZ+wZC0c9n8kxI6GcHdXbKOlYrC/Gr+qmWcCZ2qS2YbjAwz1tGw19chLzxeS/9/jBf/n9P8b3/uoEHXx7Zmf1/n3yD5bNKSbGY4jKu9ypeT4CdGxvZ+EYdKy+fk+jhRJ2kQNUZQgh2vdvEU799i52bhtxyC99y4z0/BRfxzbEKav2sKhrAo7pPCr8NiCGTh3jRHcmjSIlff6MhEf/BeCKCWNY5NE5mFWGS7F/dwLTDhXR+I53e1NgIt/8o0keIm0X28dTMV/mHexVPd0JfnOujlhgzaX2lKyEVM70e2Ld/BdXTX4lKe32RHB45pEACXb6Dmn4uobnWdXzogir+8JYl0UMZM5lpNvbk9xLWpoaomgjnewuo3zTy4t/6v6os+1QlnuyxL3qa/OlYWmbQX29nf60bnz8M9LGk52JCl7yeUGPBsSIl8Ht7KjblAB8onsGjzTqaaIxCSIuw2bqfzP9wMO1ALnXPHEaKw5k9GIzw6Mub2Ns6cu3aw24vv3puPffdcmHMx/NeQo2o7KttY+u6Braub6B+xyE0dejcecenL03w6KKPfq6uZxEvPbmJDW/Ucf1dK1mwvAJpDFcLVdVY//punv7dGvbtOnml9XBrP0vbM3ilIH4C1WaWWLykkb5IYnK7TqTB205BWgmy0IfJQyLK3nxxYR/f3BA7oxnJndgwxdZdbWR8yUfK90o5mBvdnFu7AlWmTbrxkHEqh/loxh/5oNPMhw7cSZM3fjuA+Xvt7Kcnbv2dyhfvTuH2j93KjbfuxGqqn1RbD/dcjyeS2JI9fh0JVIBPXvgiL227ge6BKaBQgF63j3m9uRzI7KdTS2yIst1ooiItA7NiQBXiWB6dQCDEkXtAE0PO11aDESHAEw7S5ffQFzg9yqlCS6Pz9e4z9hsOq9T+PpvpC0qxZEZQ0j2oaX34HV2opqFzodDA0VuJOFBE225obuwHAkdux3n3jV7OTbsIzxL9lW85FSnOC+6jkap0YFWmTZld1KP0hgfpLRmk4r5c5DcttG6ObX3dommZbGk/3TDpVJ54YzvXLJ/FjOKcmI7nbKezte+IIN3Pjg378QycHgFlT7OSlTs1XNzHg76urlOcUDDML7/7LK/8faiG66Y365k2I58bPnQu56+aSzik4h0M4PUE8A4G8B35f0+nm5ee2kTHwZEnWwc3HCLlxiy84wyLyZcszPJZMXg1iGgQ0tDCGlKWmYNOlXptACQJhKBUSaEsYMZyOIwzX6VvAjU8Y0FIC7HLV8U8axcSic/3imjxz9/Ltr5OtfM29sZAy0wbNBFqS3xtzr42F9bP+kn5QzleS/QWAX46YxBZJC4MdCRMcpAii4GmOJa58+xIdJ6ixF9+p/KX383i1g/N45YP1GIz7xn9aaewO7iEZzsT/5l9sUfmrnSzbvJQFbp4+GP7uPHBqVOgvq6hC2uLgQvml/A2h1BjXMrsKBIwKyOHFKOJvoCfxoE+dvSMPvEeCbvRRH6Kg1SjBYMiEwpGMD3vozM0+rms3+1n81snCtw0II1Uh4XMHCuungD9bj8w+nns7Wf6uSB1Oe7qDRN+LXFhGFPERKAJ2Ou7jafbgqhiaonTE+nW3JRUpTHDWsq+9cd31qKJ2WrElSpQXaO3nZZiocs1mBSo48Q7GGDHxgNsW7+fresaaD84+iZReVXemDbCphpJgRolutpc3P+5P9NwSh5fY30HD3ztKR742uScHoOBMMt9qfzbNnqoYqFkZabHQnhvP4fqD9J0hmMXZdvJKEmnp6mPgb7DHPVQXHBVwaTGG206g11kmS6nUHnupMePmsXF87sZ0uIfLqqJIJcWB9jbH/3wvZLftdC8Sx85YEFfCJ8xehOXa3MUZhlfi1p70SbHFN/QavsiO6xJ3A7qcSSe/IPKk3+YwQ23z+EDd9aRYhlbjrAm4IHWhUDiBWq7f5An3LdwV/rjiR7KMUpSV3PPpSU88np8TVQmgz8UYde7HczJy6KnLECbNhjzPmtyCtncHb28e084REP/8cnkhaEimtont5s1MBhgYHD8OeNrHw9x3j3zcBfvnFT/sUQQumEbngAAIABJREFUXzGYbq5haB88gj/cTlDrIaTl8ErPNWxx6eGcOHGqLUV0rIYdh12Ai2k12WgHffR2jv97JABHmgW704rVbsJoNaKYFDQFXKEgBzrPLJgMisztFy/kY6uW4bCaJ/aC3mOEQhGe+cPbbHyz/qSw3bFSVpUXo5EllqRAjQJb1zXww/ueYKA/tjtrTc/s5fLlpeytkGgRJ/dVKtmoHjDjr+ujbX8LjWNss/+wh/7Dp++qSMYoDDjK1A42E7FfQ5bRh0KY3oiTFn8fGcZUqs3vII1hdXmyOE0L6A/tiHk/w5Fj8wLRF6jWojTQiUDNKEzHFaU0IKsMXy7cgCT0m9+WY4qvYVGgWG/vhcQ//6Lyz79Uce0tM7njw/tw2Laf8RnPD97MnsHEi9OjPNaqcXVqPpmKPiJOAD6+8nme33Iz7a6ptap+qLOf7EAK+TPtdKjR3e3PtdrJtdmxGAy0etxRFaenMs+eS+PvWxOS6w2gaYKNj1lYck81g7mJdy8fDhHn3UpJkugLbDn2s1nJpjFwETv69XMuGS9m2cgMTzlb/tXHiR4VjV19pKSZmFFQyL6tQ59zg0EhNcNKSpoFc4oJg8WAZJCIyIKQquILRxjwB3F5/Hg0FfCAZ+hurFw4v4LP33g+JTnxr3M+VTnc6eb+z/2ZvTvHXmIrJ99JyfQcyirzKK3MZd7SaTEcYeJICtRJ8vSja/j9Ay+jxano/f4NLZg2y1y6oBA1qBJwB/C4fHgHu4mWsbfBoGCu8hPHyMMxU+9pOeGnIUE6GBlguqUYQ0zDOCXSLYtwnXCBizdOsweIfh6qVJC4Ukan4iiIXh7FJVkKJtEy+oEJJMcwSDxPw61mF7G125o4zz2l8txTFVx5XRV33b2ftJStpx3jVrP45SEroJ+i8D41xK8PX8vX8x5J9FCOIdPDrz5ax3UPzEr0UMbN4X4vuXsdOGdkURcZ/86W3WCk0J5GqskCEgyEArR5Bujye+jyxz7E3aIYEK8MJvw7FgiEWfszGwWFF1A614Cxsp2B7HpQ9JGMH+8dVFU7OQw/qB5mmuVvfK5iFs93LWWvjha9xoIiyeTUFbOl3sVwZ3RvIMSWQDd5CzLwBIK4/CFcBCEUJNpv/fTCLL508wUsm1ES3YbPcnZsPMD3v/hX3H3Dz7bTs+yUTs+ltDKX0um5lFXmUjI9lxTH1DHCmwxJgToJhBD85Zer4yZOj6JGNBo3x6ageXF1Jjn3dtOXty0m7ccKQey2fBXJToqxJKHiFMCiuIDSSbfzoZmLyE9x8IPNbwHgz9KPFbw5z0a0rp6z7frIcToTOYZeIDdu/fWGPUyvTsW1N3qlXqLNy/9SWfP2bCo/cCXX1GxjRelLSBIENTNfOXgT/eHoGbcVGvMwhtNRzAEOBM+UDHFmXujq54s5Nixy/PPTR6LQ/hafvrKMX7xsS/RQTkFw9yUB0mwqv1ttw+U9vRx7V98grIclxXlQJLM50s6ppSploNjhJMNixaQY8IVDdPm8dPs97O1PXMhmRNPw9uhnAaW9bYD2NuBlC3b7MqrmOXDMcOEprjtmwpQINBHfvG1/pH3Yxx3KHm7Lr2Of8xb+2RYhqOn/ugEwV61gc/3oi/KdrtiFyzvtVj557QquXzkXg3L69zjJ8Agh+Puja/n9j4c2t+ypFsoq8yg5IkJLj9zS0vWzeZAIkgJ1Erh6PPi9+jDHiBb5y43058VG/MaSWAlUq6EQgcZAaPxGLtFGliY3MTfJCt8753JurZyLJgTr2ltY295MRk0h1Xecx+ZXtuPuGcTmsDL3/JksuGgOlTXTQAwZgIWDYcLByJH7MJGwSiQUIRJWUcND95Fw5ITHTvg5op58XOj48WpYJRwaus+YnU2OxYMvEsQXCaJNwnp3mkWPMQAnk23oJJ4CFcCcawJ9Rv0BkL+okNZCI6/Wuni1toz55V/h3os28w8q2e6OjvDIjqRTpBayuquDsNaB02zBmWnBJ8YWcj3NXEaf6qI/MpRjqAqN+tACFljWR2V80eKuZc/y7123Utemj8njNTVhvnTluzgMQ2kSty0yc9hfw2u7p/P7N2z0+05WoQcO9cIhmJmZQdZsB8E0lYjQ6A34afO4aRnsp2VQXwZoKwfzaAq1J3wHdTg8niBb1wdhPSjKDGbMTcdwc2LK0sRboIa0XkxyJiHt9OuoLAlm2J7kcxXlbOq/kLU9LlQdp4YUmTPZ/vfYuvWeCYMsc9tFC7jnqmU4bO+N3bzJoGkajTtbyCrMwJmdxua1+1AUme888mHKKvPIyHaclSZHkyUpUCdBW/PUTqwfjoYXPWRdBpI+5jNjRovJR1lGEyGC6sj1vuJJWOtgUTZsncBw8mx2Hr74BhZk5wMgSxIPnn81m7pauaS4AvPNBlRVpaOxm/zyHBRD4uvBCSEIqGG8avCYYPWpQbyREKrQjpR/EGhH7k8uByEoSOlDMiwB4UUIHwgfCO/QveY5+edj9/Hd+djqX0A8699ISPRu1UdN2FMRQMV1M9k06EIdPF6CYkfTAJ9sqiI1xUx14Sz6qzrpUs4cjufQbAQJE5KPt2MWRioHy/E1yexr7sW5XCKsDZlU9QcDzJTKOSDqhh+bOG7EVm4qZcvBAfJTnNgcwWOidre/XHcCVcbFHz7+JL9acz2/fyNxE8nFFRrfurGWPNu6kx6XCJJjXc8di9dz+2IrXb4aXq2t4LE3LQz4j1+EOnsHyYlY2Ng1/C6Yngi0B3QpTk9FVTV2b+/lpjtnoykRAqqP/lAv/lNc6iVkCiwlWBQLfaHDeFUPqlARQqMspZJOfys+bbyLgQJtjItB0cRqKCAUGnmh1yY3cWFGE0ud09jivoC3DruI6FCoZnkzaVYTcx4/b245X7zpAkpz0xPS/1Shr9PFlld3svnV7QS8Qe74r5twZqcBsOT8apacP3Wc1hNFUqBOgrNRoFbfLdM3xcQpgIjBR9lpmkN/SE8uiBofn72PT75ZNeIRiiRxTn4pq8qqqEjL5NCgmzavm9urF5BtPTlcJMuawlVlx0+SiqJQVJkfs9GPF0mSsBpMWA0mMDsm19YYjxNCHRKp4qiA9YF2ooj1HhOzYoTHjx9/5Hcj1M2NCIXHOxxA/MJt84xphDz6E6gmu4nMa6t4p2PkmpED3iC79x3G2mJh9spKdjsaMGgK04LFaJKG2zhASApT1llO7fZehBBUlWdgssp43GHaOgbYHjrhtVslTky039DWwcLSfFpDHRglA5kGJ53hoXN8pWUaDV0BilId7GjtJaxpHBx0U20sJGxuIUyE2daJhwgfJaiZ2RNazFbvdLYNWvCqgnSjTLpRkG6IkG4I4DR4SVcGUVHojaTSF0mhN2yiN6zgVQULHX4ucGxlmqEWSRoSqZ86//ecV3Ut9/6mkLAWP/lUli34/vubmJ7xb6RR6kdL+Mmzvc1dS9/mzqVWPJEqXP5MgmEjpen72DgwnzfXZ8Vp5BPHNNsGO6ZGPqPBBAcCu096LEWxk2bMwKJY0YRKR6CNtkDzsM9v9O7FItuYljKDg979ZJhzkJDoCo5sQJVpysFpzCAgZWDW1sR191aRxpbOYpMbOS+9kSVpxWwdvIQ3u92EtPg6rp+JQIKmnjOKc/i/u6/BZExKh1MRQrBrbR0bX9jK5le307ijhfTcNO7+4Z1c8sHzkOUpOLFOMMlP2SQ42wRqzU0F9M3R1w7AWPFqdqxRvtCJcdacjQ8buKx4Oq8dOn6ysxqMLM8rZlVZNZcVTyfdcry8xLK84kQMcsoiSQpIdsA++rFjaE8IAYSHBK/mA4KAESQjMkZ+lW7EHwniV8P41dDxWyR05p9HeCyghkcci0kyULjRThP6EqhZ1Tn0z05l+xnE6Yn4g2F2rO6noqSa9s4B9oSOqkwjYKSXrmPH7mkYOdwgaDj5+y2Anj4TBdYq6nv7aFMjnFs8k73hOqSImcP+Pg77T95d2tvXy4KcCrIzelhgeXpM44ehHVmvSMOtZdERKWSbt5xtgxZqB/qPTIS9MKJNnQE4cffi5GPfdcEjzKDIupSLMuCC1FoKlSZCTjcf+lgJf3ocgv7Y7go5bYL/eX8XS4pfQWL8ebkSfhyGHThOWJfa5T43iiOMHQcMbgzo04jsVNJzTp8CelUP3nE4KAc0H43eeiQkuoNDO9wW2UqOpYDBsBtXuIdMUw7ppkxcoV56Q930hro54IUy2yoqzfuQxYGovaYzoY4zrNgiH+KctMeoceSzw3MZ/+7yJDRH1SQbyDOl09GUmFz3+kPdfOHhZ3ng3vdhMSXlA4B3wMdrf3iLZ3/1Cofq2zCajSy9aiEf+OoNLLumBmtKMgR6okhC6MPR7UQWL14sNm/enOhhjMp3Pv0n3vl34nMTJ0paqpncTBsGWSCnGNE+U0skZYQQR5WhGZyOz0nzUsvIk15CkqJzAUm31CTcGOlUHKZq7MYP0hecS35KKgUpDtJMlmT+QhIANKEROEHsdvX18+ufvYAx14hvr5/OtfoIVz9K2RVV7NA8BMLxn/RlXZLKvsHR87qnpTlpcvefMRD7kzPN3Ff20LC/Oxwp5IWBi9k4YMMViuCOhBkIBxKW4zbbVMqOp7zEQkIZZcE3b3Zz5czXkInuAu4HN3+M9Yf1f57LMFuxP+6fEgK1ssZCyo3vxKx9s2yl0FrCIV8T4RHKysjIzE8rJkt6AzlGtQMMkgOHqQp3qHZSua8hLYdd3it4vcuPX42vCzFAvjkd10tWPIMjL0TGgyXVxfzkE9dhNeuwHmGcaN59iGcfepnXH19DKBBm8RXzueDWczjnuiWkpOrNmE6/SJK0RQixeLjf6Vhu6J/WKbSDKskShbl2Um0GIh4vXQc66d3bx4nTM9NzRirOK0U2SIQGwgTcIfzuID63H9+An5UPzsB1frSK2USfnQPN+FOuoNzwQlTChlRVH46cVkMBBSlXUWC/BodpeqKHk0THyJKMzWDGZhgqkJ7iM3HoOf3U5zyKYlIovHEWGzu7Rj84RnQHxzYZbnSPbsLzRCMUOm9HExIaEhqgCpk6r411vb1o+NFLaZzdoRYWr6pi80vR3UkvzhL85RNvYJWj78AlMLPxsF4LJJ3MNIOTwzr5W4+GI3PosxorgpqfRu+ZPw8aGtvcLdgN81noMGHV3oxq2K+CDbOSgSs4+cVmk9xNjeNPzLVnUOddxWtdITyR+Jk9dQRdVF5lpeFpiYiauM2ld/ce4hf/WseXb70wYWNIBJFwhPX/epdnf/kKu9bsYcHFc/jEgx9m5Q1LSc2YXBpSktNJCtQJoqoaHQejV+4gFhgMMtXFdjzd/bTWt9Fcd+YTaSgQpu61kUNtfBtBnCuQZP1OEhq8BylMX4lZrBv94FHQ4hziK6EcCys2ymnkp1xBgf0a0s0LkKaaa1USXeDMtLPiklm6ivRIK04jsjyPdxMoTi1WA+2h6ImIvmCQpzrttAdOzT3UxyLXqew0NTBz0XTqtkbHAbcsW/DnT7yGWYpNqGaAElSmxjnQ7lbQV5zCyNjSIfaVYceGJzLIWhfMdlxLkfJclFpVSDGVMBCqj1J7Q5ikPubb/8xsWyr1/qt5rUvDHY7PokRDoJ15109j698HSOSCTXl+RsL6jjd9nS5e/M2/eeGR1+hp62P6wnJ+vvH7VNVUJHpoZzVJgTpButv7iYT1mKM4hKJIFKcIdrx8erH7ibLtiXrmBapQv9KCMOn3tW/3KCxJsSJPYhU71TgTT2Typifj4fLSTQhUwtoAZiUTWXrvhs8kiQ6SJPGl79/CZ2/+Be06WFArOa+cenuEwcOJzYPNyEmhPcq7XOmGVNoZ3RynxJZNquQESbDP10woATltGoJIpRuicHmoyBX86d5XMEmxO1+GmTp5XL4G/Ze3Ooo5TdONQD1K3eAhCp2ZSEz+fOU0z6E/uCMKoxoegzzAnJS/MqPcToPval7rlugLxX5RamekkZorqtjySuLOo0urz35/i3AozM8+8Rtef3wNkbCK2Wri7h9+kJu+cI0uKh2c7UyNJUkd0tas3zVSSZYoS5Np2NQQ9bZ3PrOP0H15GD3W0Q9OEP1hF9t9K1ClmRN6vtM8j8FwQ1xt8A1SCopsxiDbsBrykuI0SdRIcVh4353njHqc0WRAjlWxdUmi/JY5vKt4GfQnvna0PcMc9TbdHpkyWy7KCNEONsXMDEslWw6EWL3/MKsbesijNOrjGCthMflFxqp8jcfvfTGm4hTALum/vAxAjiWF7jp9mZCdCWNK4gx/RkJDZZBhU9LGRbq5Jqbi9EQMkoeZKX/jU2XPcHuJiWxzyuhPmiQ7LQ3MXuqMeT/DkeO0U5ydmL7jhRCCH9/9MC///g0iYZVFl87lkZ0PcOuXr0uK0ziR3EGdIG0tid+NGInKLCN71sYupK9hXQsF9+aS/6AZf46+iqQf5XDoMKtDZpY6rySNl8f8vHRzTVRyVUZHxiSnYVLSMcrpFDneF4c+k7wX2fbOfn73fy+d8Zhzr5jDx+5bxcY363n4/miF1w1hy7RhuayMDZ1jc+mNBwa7MmSoHEW2dgztntqM6czITsNpk/HhwSpbCIeM1HUNsMZ/mBPD8nZ2uMjOU6IiFsdLBJXJrFHPLNR49OMvYKQ1eoMaAVn0UmAVtPv1m15SnpKO9Tk/Xv0GF52Gv8cIOqzc0xlSSB1bRZhhSbcsxhWIv9GmIgWosj5NRYmJ5uA1vNptpSswOOrzDJJCmslGmtFKmtFGqtFGRKjscbfiCg2/Iy8QGMpCsCnar2J0llQXn/XGjI998wle/9MaHBl2PvHjD3Ppneef9a9ZbyQF6gTRY4kZIQQzCqzsfrM25n2113fh+0gqM36ex8C0zpj3NxE0VGo9A5yTwphMFzLMi+kLRveipkg2MiyLybQuw2meg0nOOCJKHUMlTZIkiSG7tzbz7U/9kXBo+J2SipkF3Pu1a5i7pByA992xgobaVv79r21R6T9/USGthUaaOvV1vlRNIuoC9Si+sMrW9hNDfUeOxAhpGiW2HA54429kNRRaPLFIjbklGr/5yPMYGLneZbQ5J0fj6Rb9njNLemw0906d3VOAt/8a4NzvZeFW9fX9VCYhBJym+QkRpyeiyCEqrP/g7mI7f2i7gUM+94jHlqVk87dzPz+s+BFC0OHvZ7f7EHvcrdS6D1HvbieoDbn4qjG1uBqZxVVnd3jv879+jb/8zz+4+PZz+Y8ff5j0nLRED+k9SVKgThC9CVSrxUBpupHaN3fFrc/+zgG2fzjIogfL6K9pjlu/42GRw4A0BrO7dPOiqIhTWTKRbl5IpnUpmZblpJlnJcN1kySE/bvb+H/3PkbQf3pJgvQsBx/+wuVcct0ilBPCeiVJ4jPfuoGWhi7275l4WKUAKq6byaZBF2qCSyIMh1fWz5j6+k0YTfHfRfWoARZeXEDt227CobFPdBeUaTz8oWcxEF9RvTA9yNMt+i3f0Ld1aolTADUC2s5KmK2v+YxhggLVaZ6PO7g7yqOZOAbZw60FW/lFY/Vp9VPzLA4EsCxz+og7c5IkUWBLp8CWzmX58wCIaCqNnm72uFvZ19FNLfti/TJOY8lZnH/a0dTFppe2cv8LX2fpqoWJHs57mqRAnSB6EagpNiNluVYa1tdRuyP+1vYBb5ANn2hkxXercV0R/ZzXyVBiLcQqRg/vTTXNxhWcmFuIhILTPJdM6zIyLctwmuejyNHPb0uSZCJo2smrM0aTgRs/fC633nMhtpThP6dmi5Fv/vxOPn/bQ7h6xm+hYrKbyLy2inc69BPSeyquiH7KgOztcXN++TTqA/E9f4a0CLsc+3BcayHLkIaCjIyMIobuDf0Wtr3eh3aCdl1cofHQB59BIf4OzFWpA4B+BWrGfCcD7fp0bT4TLds0MmYnehQnM16B6jDOQCMYt5zT8eBQdvOB4uk81nL8Mati5MPFa7DIh6j33cFNa/aRb00nz+ok3+Ikz+ok78h9riUNg3w8csAgK1Sl5lOVms+OcDtPxFGgShJ87MplFGSmxq3PeJNfnst3nvlKooeRhKRAnRChYJju9sTnXs4qc7B37R52bEus6Yimaqz/Rj0187Px5Y3uYhkvDvrbKLNciFW8ecbjBkP7kSXLmE2RHKZqsizLybQuI8NSg0GOvSFCkiTjZfrsQr7+4O1865N/RFO1Y3mmeUWjlwfIKXBy/28/yn9+6Dd43GMXc1nVOfTPTmW7jsWpQNDp15d36Zqmbi6sKmPPYHPc+x6MBBiMDHPus8K0W3IIb02hpcHDsukqP7vjGRQS87ctsvQCeQnpeyz05unPcGgsDPSo6K1giGEsYU9AimEasmxiMMplZKJNmeVf3Dd9BpIkkAhjwINJHvoepRm6OeSzcsg3vK+JjESWJZULcmZy38xrT9pttZriF52Vbrdy/0dXsXxm4ozdkry3GFWgSpJkAdYA5iPHPy2E+G9Jkr4F3A3HSn59XQjx4jDPvxL4KaAAvxVC/CBKY08YHQf7ECJxRZIBUh1mdr4SnTyxaCCEQPwtE/HZXl0lkr/tcnF++jmYxfoRjxEEcZoW4Y20EFJPv0jYDCVkWpeRZV1OhmUJZkVvl/MkSYZnyfnV/Of/3kZGtuNYnulYKa/O57u//jBf++jvCPhCZzzWlmkjd0UJ24MDBPoGJjPkmJORlYJLGzknLDFIiLD+UgGaA90osyU+tSyHuyoSJ04BMg0tGOVZhDX9XF9OpNbTzbyiFNytU6fMDIC7N4KEhCCxc5oTUUYRqFZDESY5HXcofilNk8WuDC+iU5UmYNaIz9MQdAfcPHVwAxX2XG4sWXbsd5Y4CdTFVUXc/5FVZDvtcekvSRIY2w5qELhYCOGRJMkIvC1J0lFLyAeFED8a6YnSkAvMQ8BlQCvwriRJzwoh9FM1fgK06iC8Ny/LNoaKe/Flyx/rmNk+DdsXB/Hl6iMfR0Njbb+f852LMImRw3iHQnxlnOZ5CCFIMZaQaV1OlnU5VkN+/AacJEmUueCqeRN+7oz5JXzrl3fxzXseO81oqWBxEVJVOh0+H039gzR59HZGGp60LCugN4EKEUVfwibHKPG5sjDn2XdgEk2glIEoBC1+xkgnYhDt/H5FDx9cl52Q/sdC+ooM3E/p6+84GkKTsMg2/Jp+xq1Iw+dEm+RsUoyFuII78MfBPToeWOUDmOR5Y6qH/OP6F5jtLKY6tQCAdLuFstx0mrtiM98yGxXuumwx91y9HEVOVqVMEl9GFahiaKvwaDyU8chtrEttS4H9QohGAEmSngCuA6a0QE10/qkkQaQv8SHGw1H3eiOmt40s+pN+3H1VEWGd28x5aXMwiNMdjm2GYtItNWQcudkMZ7+FepIkY2X+sgq+8ZPb+e5nH0eNaNgybWRcXsGWji5oj38u4mSxphnHfgWLE06LKSFOvsNxRZaBjxZ0UiJvRMJ//L1SmwELGGsgHI9SXKezIvU5PlB+F39t0md2UqNtAIkTCwlNDcySDT/6EaghTTmpApJRcmI3VdAf3IErqN8a9BNBlgRmWRmTQA1pEb62/S/8ccWnsRstOGwWnvp/d/H6lgZ++9JGDnRMrvyh1Wxk/rQCFlUWUlNZxOzSXEzG6H7X+t0++t1+ykoyo9pukrOPMX3yjuyEbgGmAw8JITZKkrQK+LQkSXcBm4EvCSFOXcYpBA6d8HMrsIwpTqIFamWOmT1r9ONUdyqhQBj3r01IP0z0SI4T0oKsH0hhZWoVaQZBhmXRMUFqMeQmenhJkuiaZRfN5Ms/vI0n39hGreqlqWPqCdNjWCXQmZdNnt1CXwJVc5oi8ZkylUtSd2MVe89wZGBInBrnQ7gRGL3GYzSR0Pj2zJd5q/NqXdZEPeRzs3xBJh3b9VsnfThMmjXRQziJXYOtZDgXYBJNpJsrcYd2x6k+eWIIamN38G719fG92r/z/QW3I0kSiixzxZJqLqup4o3t+3nkxQ00tI1tjmq3mllQUUBNZRE1VUVUF2djVGJTysnV7+WJv7/LM89v4/yVVXzjvqtj0k+Ss4cxCVQhhAoskCTJCfxTkqQ5wK+A7zK0vvpd4AHgo6c8dbgryLBXYUmS7gHuASgpKRnT4BNFW0tiBKoQgplFKdSu3pmQ/seCJEnY01NwN3mpcc1HLfShSAqypGCQDEf+P3Q/dBvu/6c+duLPQ88/3tbx4wyS4YSfh3+uQTJgUiyJfpuSJJlyXHDVPDpsGu/87Y1ED2VShIzxLecyFup7Bri4chq1nsa49/2+HIWvFr6OLHrHvrMc3gFyNpACWnwjZQyikyfPrefc12agx71KZa4Vtid6FONDUS0n7VgmGlWorHaBVZnBEsmMVejHdTvaCMGYdk9PZHXXbp48+A63lZ5z7DFZlrhkUSUXLZjOml2NPPLCBuoPnZwz7kyxsLCyiJrKQhZVFlFZmBXz0N3ePg9P/H0T/3pxO8Hg0OvcuLkRVdVOKnGWJMmpjGvvXgjRL0nSm8CVJ+aeSpL0G+D5YZ7SCpxYMKkIGLa4nhDiEeARgMWLF+ssAOtkvvXLu1BVbcgoSRwxCBKAGLIZOOnnI7/nhMeFEAhNIIRAkiQkWUKWpaH/H/lZkkA+9v+heyGGzANkWUKS5eO/G+c1etzhq+M43mBUkJO5CkmSnJW8/8IFdLsGeezVydcMThQDIrGu5yOxsdlNWWEqh4PxM5m6r1xwU9o/kcSZTbCGRTsMynSGlM3Y66hGgwLDOn6wqJivbtWfactO9TCl+VYGO6aOqJLCpiEbTJ3hV32scfmYYb+GEsNapBNyxzUBvR0X4R7Iw+lsw5HWgMnSMe75UKIRYmJv/E/rX2JOWjGznSfXJJVliQvnV3DBvGms293M61sbmFWaS01lIeV5mchyfN6g3j4Pf316I/96cQehU/wL3AN+9tS3M3d2UVzGkmRqMhYX32wgfEScWoFLgR8dXmtkAAAgAElEQVRKkpQvhDiaNHMDcHpyH7wLVEqSVA60Ae8Hbo/O0BOHPVVf4TBJkiRJEi8+fd25dPV7eGmTvks7jERPUD+5difiDasogUyQ4iNQiywSN6c9PblG1P1gXALhd6MzqHFwS+6/eCH3dtZ26UuRDIaD9F+eivNVpoxIFUGjLgXqUeo9LbQb5rLY4UfzttOwbxVrt9pp6zn6Xa4EKrFbTRTnWMjL0sjJ9JDh7CLN2YzVvg/FMIFFmDigMrH5ZESofH37X/njOZ8mzXR6fWBJkjh3Tjnnzhmfe/up+AMhmlt6CYbChEIqwWCEUDhy2n0oNHQLhlQGBvysfafhNGF6Iu9sOjCqQH3z7b3MmVlAVqZjUq8hydRkLDuo+cAfjuShysCTQojnJUn6kyRJCxgKCmoG7gWQJKmAoXIyVwkhIpIkfRp4haEyM48KIfSbPJkkSZIkSc6ILEt8687L6XV72bT30OhP0BEms0JnUL+iYWeni6UVOTT7Yl/OZVW0zHDD74JhFkTi630o4efhRWtY8ur5+FR9idRW3wBcnorzZRjs0u/n7SiqzwipiR7FmRmIuFntgv437mBXgwuGMXXy+EPUtYSoazn6SC6QiywtpyDLRkGWQm5WgIry3WTkriFOm4lnRJMmnnLUEejnO7ue5keL7oyZsaMQ8PmvPkEgGI5qu+s3HeCej1ww4u9ffHUX//ezl7nq8rl8+bNXRrXvJFODUWMxhRA7hRALhRDzhBBzhBDfOfL4nUKIuUcef9/R3VQhRLsQ4qoTnv+iEKJKCFEhhLg/di8lSZIkSZLEA6NB4Uf3XktVkX5LfgxHZm5KoocwKnY5PmGrSxxRNDhSO0BKj157Y0TmMD89r51pOhRXrb4B3FeacOTqP+Iq4ps6aTn5S/Yhj1OMaULQetjLproBnlsb4id/rORXj36GbZvvxjc4PUYjHevYJueJsfZwPX9ufjtKozkdm9XEeedURr3dppYeOjqHr0bx92e38MOfvISmCV58dRdd3fqurZ0kNujTqz1JkiRJkugau9XMzz51PVd+7TeJHsqYsafr3yAtGIqPWFCj6YojXHEP9R2QytgajBDm33ylxkbz4OX8aKuDsKaDbbEjHPK5Ua9wULwzg87t+q0THBzQz3s2Gn57EysWV7Hu3cnV/uzo9fH31cDqC5g77VoWz22npPwljKb4iiGNyZ+THtr3CpWOPGoypmGQo+/Ce9lFs3jtjehHSLz/o49gtRqxWU2k2MxYrSaMBoXauuO1lq+/ZiE52ckQ3/ciSYGaJEmSJEkmhKKHGLlxYHQooM9UtGO09fvh9JSyqPPQQTu/mS4hRau8jYhf7Z5OaQG7/I2oIgCAKnwU25/hlxeW8WzTSp5rik2pjInQ7h+kq0piZXURh55uZRwVReKG3z21vsem2Ruw187F44/Ol3lX4wC7Gu2YjR9gxRwL82bVkpX/BrJ83Pwr5M9j67Yb6es3k+EM4kwdJDW1D2fGHmz2pgn3rQrTpMevCo3PbP49MhJZZgc5ljRyrWnkWpzkWtJOumWY7cjS+BanahaWkZGeQp8r+vn7fn8Yvz9Mb9/pbV956Rw+c88lybr071GSAjVJkiRJkkyIzr741sGcLKpZ6F6gNrs9lKea8UZi6zZc69HoZxHpRKm+pNox+jGTRAjYLy3ngG/rsL8Pa82sKm3m8pKVPLCtgmadRAaqQrBGtFJ5Zwap61R6GtyjPymOeFwiHmsiUSNicrN4kZU310X3yxwMR3hzm4c3t5WR4/wk58yPMH36ZhobF/HSOgl/KAgc/V6agDyMhgJuvFhj1rzHUOTxrz5oE3TxHbYtBN3BAbqDA9S6h/cHMEgK2ZbU04RrrvW4mE0z2k4ShQZF5pILZvDUM/GrRXvBudV8+XNXxs11OIn+SArUJEmSJEkyITpdU0ug+uToGn3EBok8cwYHIrEXfLv9hZxrjdKkU/SBlDF0HwMiwswu5tDlH16cnogireNrNdtpHriMH23TT9hvg7cPc43C8vICml8dtuJeQhjsVaeUQAUIBmIbCt/d7+eZt4C35gMjC89wRONvr0J1/We5/spXcTjH5wMawTi5gY6TiFDp8Lvo8I8cIm2WjeQcE7FOcq1pWOYZML9kOFbLNJYsXzKNb375GgzJOqnvaZJ//SRJkiRJMiGm2g5qfySQ6CGMytKiTJq8nTHv54MFMiutL0e3USU/uu0dwU8OG9USugK7xvwcVXgpdjzDj89rhGiFMUeBoKqyPr2TgpqsRA/lGGm5+gmJHis9h/XzNwXYe3CABx9dye4dH0HTxj61juYOarQIamEO+XrZ3NfIC+1befTAGzzS/xopdwmKSpwx7XvB3GK+8/XrMBqn3mcySXRJCtQkSZIkSTIhuqbQDqpA0BnQ93jn5jppFy1oMRZUt+QpfCrnWaRoxztL0d+Hc0nVvBOEwXDL6AcPgyKt43vL9WVQFNY09s70klagj33L8pU6j3s/BSGgtdOT6GGcRiii8tdXZP761OcIBnLG9BxVTI1AxtyAk4K2bDRt9GMnysyqfL7/3zdiNsd3VzmJPkkK1CRJkiRJMiGmUohveoaNoKpDh5ojVGamMmhsJ6TFNoTu+lyFL+Y9i0QsdpOjO/ZWeQmbfIcIacOXoxgrGZYXWKCfDUsA+oJ+/JdbMJgTPQ0TeLMmbvKTCCzBfPyh2IeaTpS6lgGa9l8xpmMjQr9iLDuYxpLGaqqfm8bAI1D7YiftrZP7Lo7EtLJs/ve7N2OzDb+jrKoa/e74GbElSTyJPjMmSZIkSZIpylQK8XVm67ceZVFqClJKDz41tjtZV2UrfKXgeST8selA64lOM0KmjuXUencgoiR6V5XpxDHpBBq8fWS9Py+hAcgzllsZUPW1wzwahoGCRA9hVLbuGduKiKozgZoRcrC4pZqZL1bg+bVE7fNdHGyK7eejqCCdB+6/lVTH8Ofont5B1qzfR1qqfs/hSaLP1IgtSJIkSZIkumMq7aBa0iZfziEWpBgVnBkeuoOx3R24IEPhm0UvIonol4o4htoKmDnudDp+wtjZLiroDYxuhjQeylMbgJqothkNfCm9XPZJG6//MjG7Q+Xnhoi9HVd0CbudgL7PPXuaB/B5ykctQRMRCtGOPBgXAtLDdqZ1FhCo02ja18Nu0RW37nOzU/nx/9xGRnrKsL/fuLmRXbvb+Oid5ybLzbzHSArUJEmSJEkybsIRld6BGIqdKCPZJNBhhNjiogzqAg0x7yfTCJKI9aRegFIM6v4JPdsjFbE1pOCL1EV5XPD/27vz8KjLe///z/csyWSykIWEJIRdQFF2BFERRa0Lbq216qldbe3qaT21tmqtttaFttZ6ak/3xbY/29qen609danaWm3rBgooKgVZBAIJhCQkZJvl/v6RIAESyDIzn5nk9biuXJmZz/YCbuaa99z3576j8depzJ1LdbcmGzA4rizEUcVQGN6Lz9e9B3v/CrGHrhZrgANn+x51vWzdnxyUYN+ena93PoqxK7qaXcQ4+5rjefTuSA/HJZOjZeSmw01Sm5b21KVXr2NvNr65mGNnHqlADTDQAtUf9xGOZROOZZMTyyYrGiArEiQYDeDv8OHr8EGH4doh3u6ItsWJtMXoaIvR3hKltbWDlpYO2hy8Ru2AMgxGcVEu37rjUkaVFRyyLRKJ8eNfPENTcxvXXn2WlpsZhlSgiohIv9U2NOPSayLNw4oE0/FTuKORupRc6cGaKJ+rHInfJWYYbm9WRYtpjI7DRwAzPz78+MyHDz9mPnz48JkPw/Bh+KzzN8C21rVEk9bDG+fKaQ3UtGbjssI4fx310WqiLkIE2BnD00Jtx8gXOedzc3nkrhipKlKPPiGHxlhq2l8i1dam7/2n3f3xqRCr115DZVmURYu/Q081VnFgB2eNmojPHGau8767qFH7z1G4dsO1O+LtjkhrnI62GB2tUdpaI7S0dNDRESMK7AH20H2N1vRXkB/irtveQ1Vl0SHbtu9o4Ct3/olxY0v4wmfPUXE6TKlAFRGRfqvb00JJQRjnwDnX2XHU9dt1Va7Occjrb293nTPr7tun+2v7joVDnw/UHpd+M5XOKC+mui05E9SUBY0zRnZOM9H592zsceMoIrkFan1kG22xnUm9xkBV5D5ERS7Uu3N5oXGL13EOsb14Bed8YTaPLNvf05pMmTi8l1iArbXpN4NvT1raI6zZFGFsRU6PxSlAWdbTlGU9DYCLg4tnseG5y3jy0eQvNeWVcE4WX7/1EiaOLz1k21P/WMs37nmUExccxXWfOVvF6TCmAlVERPptxsQKHl/2Mc+u370Iht4L232/oi5OHEc0Hifq4sTicSLxODEX73ytl9djrut51/boQY9722ffuQ54fNAxlUV+6qK5OBwxFyfuHHEXJ+YcceL7H+/bhjvotf37xpzDOUfIF+O68TXMzn4mBUN6D+Sc0R5LziyfiVRoTzIiOJ/GSPpl3V7wMudeP4uH7+wcQpw8mTm8N6etilgy1zpJMJ8Zs2cdeb3h5pqZPHb/Kaxf35iCVN7Jzg5w5y0Xc8yUA9dMjscdP/jZ3/nN/77AmadN44vXnIPfr3lchzMVqCIiknH2TZixf96Mw3+YDzJ8Fn53sVpo+xOu6VtAJGXXNXNUhKZR3bYqZdccCKOdmXnG0/VeJ+lZdd5Kzr1hBo/c4cPFk1OkHr0gM4f3WuMout3om/bizlG97XiOOvrA+7JdHDqaxtO8ayLb1k3iLw9HiMWGdnEaCPj42pfeyczpYw54PRqNsezbj/KXv65hyeKj+eJ/naviVFSgioiIDCXmL4PcKyE4G9fwnxBP3QQo4307qU7Z1QYuFH+aqpyz2Nqanmmrw6s558bpPHKbPylFakYO7wU6GgqAzCrk7vtTmCsDF1NR/izPPngxNTsc27e30N6+717azLl3dKByw1l88ZpzmT93wgGvt7Z1cPPtD/H88g2ctmgqN157HgEVp4LWQRURERmSLGsOVvIgBOel7JoFbhMlWUen7HoDZQZTQ9u8jnFY1aFXOOemCL6EdyU4Wko3JfqkKVFfl3kjIZyDnz5YxKv/+g+ef66RTZv2dCtOh7YJ40byX586k9//8pOcctKUA7Y1NLZwzRd/y/PLN7D4pCl86fMqTmU/tQQREZEhyvylWPF9EP5ASq7XZGPZE03vwm+fgHuVafnjvY5xWNVZazj7pjYCCVzGd+r8UEYO7wXYUZuZvY1x53jw5d0cPX8MebnZXsdJKr/POPXkqdyz7DJ+9j8f4sKlswnnHNiAd9Q0cvXn7+f1f29n0YmT+fIXzicQyLwvHyR5VKCKiIgMYWZBfAU3YiPuAkJJu04L5SxvjxCJp3ZypsGo8i8naAms/pKgOvA6p30kcWt/TlyUuvuSE8kXzWFHXeasvXwIM16s2cGyOy7hxAWTvE6TcMVFubz/8oX89ucf5ys3XMis6WPfniuguz1NrfzXjb/lra27OfmEo7j5CxeoOJVD6B5UERGRYcByzofAZFzDpyCW2GVW2ilieSSb9lhm3dlobGdWwRxebHzL6yiHFR2zGaggIcvPBOP48BPPsCl8Q3vHeh0hITbsrOf2L7+LJ556jXu+9yRNzW1eRxqU6dNGc9F5s1l80lSCwcMXmtFojFvueIht1Q0snD+JW66/8IjHyPCkHlQREZFhwoJHYyX/P2QvTtg5I+SyPDqSlmhmFaf7FNpfGZk10usYh1Ufr+G4RTkJOdcjd8Kme+cwcssCinyj+nWsL56DL5abkBz9tufQdTMz0Yp1WzEzzjztWO77/oc56YSjvI7Ub9nZAZaeNYMff+cD3PvN93LGqdP6VGje+6O/sWLlZk44fiJfvVHFqfROPagiIiLDiPlGQOEPYO93cc3fGdS5Yi6Ll+LjaYqsS1C61PPRyqzcrfw9UkDEdXgdp1djlzTy6jOJuX9x9/YoT3wffIFKzv58BdV5K/HhY0TrdBoaSujoCNDW7qOlHZrbYuxpjdLY0k5bNIrfjLkTi6gcu5WO0Eb8LgdfPAeLh3BEaQ9tHFAmFzf85OCLZ+NzISyehblsiAdxsSB76wuB1M1InSwv/Xvr249LivO47aZ38sRTr/Pf33+CPU3p05vq9xk54SxyQlmEc7LIyQmSG85mwbyJnHvmdPLz+3e7wB///DIP/ukl5s+dwFdvvIisoEoQ6Z3tW+w8ncybN88tX77c6xgiIiJDmmv7G67xWnD9v2807vy87Kazs/21JCRLvRY7lWfq03vyoPw1C3nm/sQXMQsuymHTy1HyJ5Xzj9YdgzrXCUcVMyI/SizmIxo1ojEjGoNIFCJRR0fU0RGN0xGN0x6N0RaN0RaJEonFD3veKSNL2LY6vf99+urh2z5CeXH+Aa/V7W7mW999nH88O7Ave7KyAoRz9heTnb+7fkJBwgcVm/u293ZMVtDf4z2kA/HSqs1c+6XfMXvGWG6/+V1kZ6k4FTCzFc65HqeZV4EqIiIyjLnoZlzDpyG6tu/HOFjN8WxvW5XEZKm3PX4+q/ds8jpGr4KWxe4H5vDmysTPZuuAiUvH8ezu9FwbFuC4rBI2bsr8IvXWD57N0gXHHPK6c46/Pv0GL63a3K1wPKiADGXt79kMdxafOTlZabtEy/YdDVz1mV8wedIo7rj5XWRnJ27CL8lshytQ9RWGiIjIMGaBcVD8W9yeL0Hb/x1xf+fgdVvA9taXU5AutcrtMXaGFrO9bXC9iMkScR1UXraWCQum8NJDcXZvH/x6mg6YuLCS6sKOtC5OAfzFQdjkdYrBe2n91h4LVDPj9MXHcPriQ7dlIuccy779KIUjwtz25XeqOJU+S8+vW0RERCRlzBfGRtyF5d8AHH7ikvV2Am8NweIUwKyDgKX3R6OmWD27xj7P+E+/xMSZg7sntXJaCbnnlvEsO9nc0JighMmzescOykrzvI4xKOVF+bx3yRyvY6TEw4+/wiuvbeWm684jJ5TeyzlJeknvd2ERERFJCTPDcj+IFd8HvpIe99lk83mz9aUUJ0udmE1lS2t69yLuEyfG0ee3DPj4oso83hzVwYb6+gSmSi4HjBxb4HWMATtq9Eh+ft1lTKzo+f/XULK7fi/f+/FTfOT9i5hyVLnXcSTDqEAVERGRt1nWfKzkQQjOOuD1apvLGy0rPUqVGjXRKV5H6Jea8GsUV/T/bq1gToDWmTk0tqXPrLF99crOWvLyEjObcaqEsgJcefZ8fvq591BWmNk9wH31nR8+yeRJZVz6rvleR5EMpAJVREREDmD+cqz4V5DzHwDU+mbwSsvQmK23N84VsHZvZvSe7hNzUU74cAfm6/uElw4oPaOCTQ0NyQuWRG3RKBOmZMaaqAGfj0tOmclDX/0wn7rwJPJyMquwHqjnXnyT5S9t4obPLcXnS8xMwDK8aJIkEREROYRZFjbiFtoC01m583YcMa8jJVWzLaQjnlkFKkBt7mvMPft4lj/c2qf9jzp7HP/clXl/zu7eaNxFIOAjGj380jReOuf4o/n4+QsZU1rodZSUamnt4Fv3Ps61V59F6cj8Ix8g0gMVqCIiItKr7PC7KAk9wc7WZ7yOkjTOwb9bO7yOMSCGsWl1pE/7jp9fwb8aM7s4BWhobWPBMZW8+kr6/VlOOnY8n77wJKaOKfM6iid+8otnmDd7HItPnup1FMlgKlBFRESkV2bGrNJlvFz7OXa1Pet1nKSI+o5nV8cur2MMSMR1cPyH2nj41sN/pCsdP4JXchpxmVmHH2JbtBkHpMsA0ukTKvjPi05m7pQqr6N4YuUrb/HsCxt4YcVGfnDP+72OIxlO96CKiIjIYQX9Bcwr/x/G5r/H6yhJsbUjs3u7tode5fSPZtF5h+mhQnlBdk/1s7ejbz2tmWBr4x6mThnldQwmlBdz18fO5+efv3TYFqcAO3c187s/LOeGa5cSztGSMjI46kEVERGRI/JZkGNLbiIvOJHXdn8dSN/7//rDUcG6vVu8jjEoDkfd+Oc595ZpPPWtHFr2dPu3Mcg/rYxXdtV6FzBJ2nK8uy+6vCifj5+/kKULjsHvU3/PaaccTTzuOGZKhddRZAgw5/o+81uqzJs3zy1fvtzrGCIiItKD2panWVn7eaJur9dRBq3OLWV541tex0iYYv8oXriziuaGziJ14tJx/Gt3+t2rmSjH+It4a0vq1nItzA3x4XMWcMkpM8gOqp9HZKDMbIVzbl5P2/SVj4iIiPRLWfgUTqj8JTmBSq+jDIpz8Mbe1BU3qbA7VsMpn+zsWZx48ughXZwC5JSGUnOd7CAfPXcBf7z1w1xx+hwVpyJJpAJVRERE+q0gawonVt5PYfZMr6MMmBlE40Pnvsx9qnNXMv/dpaywOq+jJN3Kmh2UlOQm7fwBv49LT53FQ1/9EJ84/0Tyh8lapiJe0tc/IiIiMiDZ/pEsKP8pq3fdxPa9D3sdZ0AKggW0tbd5HSPhduf7aN82tNeuBYg7R8X4QurqEjvc3AzOPv5oPnHeQqqG2VqmIl47YoFqZiHgaSC7a//fO+du7rb9WuAbQKlz7pA52s1sE9AExIBob2ONRUREJPP4fdnMKl1GXnAC6xq+63WcfssPhKht9zpF4m2pHXo9w71ZvauGvHAWLS2JWUPn5OMm8OkLT2JKVWlCzici/dOXHtR2YIlzrtnMgsA/zOwR59xzZjYGOBM40uwCp/VUvIqIiEjmMzMmF32C3OA4Vu/6EvEMWmwz1z/07nZyDprah0+B2hqJMnPqaF55edugzjNjYgVXX3QycycP3+ViRNLBEQtU1znNb3PX02DXz76pf+8GrgP+mJR0IiIikjEq884lJzCaFTVX0xHf7XWcPsnxRb2OkHBmMGtCDn99degNXe7NuuZ6/D4jFu//6hSTKkr49IUnccqMiZhZEtKJSH/06WtDM/Ob2UqgFnjcOfe8mV0AbHPOrTrC4Q74i5mtMLOrBplXRERE0lhRaCYnVf6G/OBkr6P0SXNsaE7HEa56gVOOKcI/TAquur0tHD2tvF/HlBfn85X3v4PffOkKFs+cpOJUJE306V3ZORcDZplZIfCgmc0AbgTe0YfDT3LOVZtZGfC4mb3hnHv64J26iterAMaOHdvnP4CIiIikl5xgJSdU/pKVtZ9nZ+szXsfpVcRmsaZpk9cxkiIaqCc86TGWjqli58bjeHZdZvRoD0ZNvBUHHKnMLMwNceU5C3i31jIVSUvWOYK3HweY3QzEgauBlq6Xq4BqYL5zbsdhjr0FaHbOffNw15g3b55bvnx5v3KJiIhIenEuxuu7v8mmPb/0OsohnPPzcttidrbv9DpKSmS3TWTL+im8tGloF6qzwmWsW1/b47ac7CBXnD6H950xlzwtFyPiKTNb0dvkuX2ZxbcUiDjnGswsBzgDWOacK+u2zyZg3sETIZlZLuBzzjV1PX4H8NWB/1FEREQkU5j5mVbyBXKD43mt7nYc3i97kusbwTHhiZS4Nzkxbxc/2pnDto5Wr2MlXXtoA2XHbeCiicewbu1Y1myr9zpSUrSEY4wsyWNXXfPbrwX8Pt69aAYfOWcBxQVhD9OJSF/0ZVxDBXCfmfnpvGf1Aefc//W2s5lVAj92zp0LjKJzSPC+a93vnHt08LFFREQkU4wruJTc4Fheqv0vovEmTzJUZI1jcnYBOdHVWOx5AEawi8+NzOON2ALWtRlvtrURMKMwEGSE30eB30ee35Hrc4R9UUIWIWTtBGkjSAt+9mKuje/tnsW6tuYjJEgPbeHXmTC9hsa9s9jakBmZ++Pfu+ogGyYeV0RZMMzY7AI+vnQho0eO8DqaiPRRv4f4poKG+IqIiAw9zR0bWF7zKVqiW5J+rbAvnznhCWTTQsDVYfGapF0r6hvDXsqI4+OVtiL+vHs3HWn4+Qog1DyTp18Ywe6WoT3Db25WFredfybnTJvidRQR6cGghviKiIiIJEJe1kROrLyfFTWfpb59RVKvNT18FHldPaXJFohvYQSdRfcpWbCoopCtbhZ/bnCsbU2TXsq4n9i2JfxhVSMwtIrToN9PJLZ/+Pi08jK+ffFSxhUXephKRAZq6K1OLSIiImkry1/E/IofMTrvoqRdI+TLpTD+atLOfyTmGhjDU3y88O/cPrqNd5eUEDK/Z3mCHeVsevl0Hl/V6FmGZMoO+PnR5e9kQkkR7503k9986FIVpyIZTD2oIiIiklJ+y2LGyFvJC05gbf3dCT//jPCUt+8z9VpOfA0nZa3hxIoCqt0sHm308WpL6u7DzW6cx19fDNHU1pCya6Zac3sHQb+PP3/8/fh96nsRyXQqUEVERCTlzIxJhVeSGxzLyp3XE3eJGXaabWGK4msScq5EMreH0TzNlSOgrehoVraP5U919bS4eHIuGA/SvnkJj66pBzqSc4004Dfj6sULmT+uSsWpyBChAlVEREQ8U557JgsDlSyvuZr2WM/rV/ZFtoU5JjyVMqqxePInYRqMUPwNTgi+wYKKPHYwm780Bli5d0+Czu5YUljMzi2T+MaaobmUzD6jRxTwzXeew5wxlV5HEZEE0iy+IiIi4rm2aA3La65mT8drAzr+zLwq/LENCU6VOu2+KazuGM9DuxtpjkX7fXyWGReVFDEvez3B+EYANuw9nQ/9cTK1ey3RcQckzxdkTmAk0eo2Xi9voT7aPuBznX3MZG497wwKQqEEJhSRVDncLL4qUEVERCQtROMtrNp5PTUtT/brOB9+zsyJYPS/sEs3zsLUMpu3Irk0xWBPLE5jLE59JEJ9tIM9sQiwv+AsDmRxSUmYKf5V+NyuQ84Xs1K+v2op9z6fk/Csi7LKCe517M6P8kprHTGDimCYqfECtgfbWNva2YN7TKiY8qYsNryyg/aOzn+jqdMr+XtuLVj/iudQIMCXzj6Vd886DuvnsSKSPlSgioiISEZwLs7a+nvY0PiTPu3vw/FUSKoAABCISURBVM9JeceSGxsenxscAbA8YpZPjDBZ8c1YH5aN2dp2Ch/50zQ2N3QWdeGA44J5IbYGs4n6IgTiQRq2G2vWN+A4cuE3L1TK1r9Vv/28cnQh/sm51C/fRXNzZ89ofn6IvLxstm/vefbgiadW8a/2vq9PO7VsJHe/61wmlZb0+RgRSU8qUEVERCSjbG36A6/sugV3mF7RkC+Pk8OlBGJrU5gsc8WtiL9Xnw7AnFEr+PC609jWeuC9r0XBXKp8FdRtc7y+sRF6KVbLg2F4enDL1vh8xrhTRvNsH4rUK46fxXVnLCI7oOlTRIaCwxWo+l8uIiIiaacq/yLCgSpW1H6GSLznQmhGeDKBNFlOJhP4XD2nVfwegFuqP8a21rpD9qmP7KWe9TASJlbmM9pGUbvFsXbz/mI1x+enyp9LY347TU0Dn305HndsfGorp5wylqcj23vcpzAnxO3nv4PTp04a8HVEJLOoQBUREZG0VJwzjxMrf83ymk+xN7LxgG0+fBS59R4ly2yPNF3Eo7WHFqcHq+tooo4mKIOjqgoYE6ug42HHW2/WsTVafcTj++rfT7/FaSeO4W/x7Qfckzp/XBXfvOgcRhXkJexaIpL+tGCUiIiIpK3c4FhOrPgVJaET3n4t31/MwvzpWPzIRZYcaEvkKL6xKdzv43Z27OGl2FqyT40TicYSnuv1f21hSbwCnMNvxmdPPZGfX3GxilORYUg9qCIiIpLWgv4RHF/+Pd7cfReVbiU50dUQ3eF1rIwTiQe5+a0ltMR2D/gcK7LXU1w4ktaGxM+Y/NoLWzhv0UTee8WJWttUZBhTD6qIiIikPZ8FOar4C4RzzgIS34M3HPxo9/t4rWngxek+IyfnJiDNoUpH5nPNB05XcSoyzKlAFRERkYxgZljuh7DC/wHr/zDV4eyF1sX8cmtTQs4VXuijZEJi//5HlRbw38sup6qyKKHnFZHMowJVREREMoqFTseK7wffKK+jZIT6aClf2TgOR2KWFlzJRrILEneXWPmoEdzz9cuprChM2DlFJHOpQBUREZGMY8FpWMnvIXCs11HSmnPwteqLqetoSeh5A2fEmHRa8aDPU1leyD13XkbFqBEJSCUiQ4EKVBEREclI5h+FFf9/kH2G11HS1u/2XMY/d+9K+HnXRraxbU4NvqAdeedejK4o5J5ll1Gu4lREulGBKiIiIhnLfGGs8F7I/YjXUdLOuo4Z3Ls5McN6e1If2cvY/8xlRGWo38dWVRZxz7LLKSstSEIyEclkKlBFREQko5n58OVfhxV8Da2g16ktHuamTcfTEU/ujMevR7ZSNCGnX8eMrSrmv79+OaUj85OUSkQymQpUERERGRIs/B6s6Mdgw7vwaYuHuLv2Cja1NKbketnF/j7vO25MCd++8zJKivOSmEhEMpm+ZhQREZEhw7JPhJIHcPVXQWyL13ESLur81MUqqYmOpiY6kprICGojYXa0+6jpiFPb1kZ9pBUY/HqnfeUf0bf7UCeMG8ndd1xKUWFy1lEVkaFBBaqIiIgMKRaYBCW/w9V/EiIveR0nYSLxIB/d+EHeaKrv9mp714+Hco98n+vE8aXcfcelFI7Q+rUicnga4isiIiJDjvmKseJfQOgCr6MkTNAX4cMVm72OcQhf7pF7UD/6gUUqTkWkT1SgioiIyJBkloWN+AaW9xmvowyac/Cnpou5af3g1x5NtKKiHOwwNaoZTJ9WlbpAIpLRVKCKiIjIkGVmWN6nsBHfArK8jjMgrbFcvrbjY9z2ptEej3od5xD+oJ/Jk0b1un3ShDLy8/u/FI2IDE+6B1VERESGPMs5D/yjcQ2fgHjqJhDqybMtS3i4fjI7O2BXR4TKUBaLChs4OfwcFcFNB+y7seMYbth8Ehv31nkTtg/iLs7cWeP49/qaHrfPOE69pyLSdypQRUREZFiwrNlQ/Dtcw8cgut6TDOs6ZnDDm6Noje0vOLe2wgv1cBfzmJx3JicXRViU9yqbO0azbGOYtniDJ1n7Ku7izJs9nl///oUet888bkyKE4lIJlOBKiIiIsOGBcZA8W9xDZ+Bjn+k/Pq3bJ5Pa6z3gnNdcz3rmuFnjO96JZKSXIMRc47p00aTFfTTEYkdsn2melBFpB90D6qIiIgMK+bLx4p+CDmXp/S6tdEq3tyb3r2hAxEnTnZ2kOnHHlqIjh1TrHVPRaRfVKCKiIjIsGMWwApuwfJvAI68TEoirGidl5LrpFrcda6DOm/2+EO2aXiviPSXClQREREZlswMy/0gVvg9sOSv0bmiuSzp1/BCzMUBmDtr3CHbNLxXRPpLBaqIiIgMaxZaghXfD77ypF5nRWP63086EPt6UI+aWEbBQcvJqAdVRPpLBaqIiIgMexachpX8DgLHJeX81ZGJbG9rSsq5vbavQPX7fcyZub8XtXzUCMpKC7yKJSIZSrP4ioiIiADmHwXFv8I1XgvtTyT03CvaZiX0fOkkTvztxwvnT6K+YS/HHjOa+XMneJhKRDKVClQRERGRLuYLQ+G9uOa7YO+PEnLOtniIB2tHArsTcr50E3f7C9SzzziOs89ITi+0iAwPGuIrIiIi0o2ZD1/+57GC2xjsd/lxB7du/wCvNQ3N4hQ610EVEUmUIxaoZhYysxfMbJWZrTGzrxy0/Vozc2Y2spfjzzaztWa23sy+mKjgIiIiIslk4Uuwop+ADew+ypgzvrvrSp7cWZfgZOmlew+qiMhg9eVrwXZgiXOu2cyCwD/M7BHn3HNmNgY4E3irpwPNzA98t2ufrcCLZvaQc+61BOUXERERSRrLXgglv8XVfwxiPX7cOUTUBXi06QJ+saOIt1oak5zQe3H1oIpIAh2xB9V1au56Guz62fdOdDdwXbfnB5sPrHfObXDOdQC/AS4cXGQRERGR1LHAJKzkAQjOPeK+jzefx7vXXsHXNviGRXEK+9dBFRFJhD7dg2pmfjNbCdQCjzvnnjezC4BtzrlVhzl0NLCl2/OtXa+JiIiIZAzzFWPF90HogsPud39NBTvamg+7z1AT77WfQkSk//pUoDrnYs65WUAVMN/MZgA3Al8+wqHW0+l63NHsKjNbbmbLd+7c2ZdYIiIiIiljloWN+AaW99le99nW2prCROlhdtF4ryOIyBDSr1l8nXMNwFN0DtOdAKwys010Fq4vmVn5QYdsBcZ0e14FVPdy7h865+Y55+aVlpb2J5aIiIhISpgZlvdJbMTdQNYB22qjVeyJtnkTzCPnjZ7DZ48+1+sYIjKE9GUW31IzK+x6nAOcAbzsnCtzzo13zo2nsxCd45zbcdDhLwKTzWyCmWUBlwEPJfRPICIiIpJilrMUK/4l+IoBcA7uqF7qcarUOqtiJjce9y58plULRSRx+vKOUgH8zcxW01lwPu6c+7/edjazSjN7GMA5FwU+DTwGvA484JxbM/jYIiIiIt6yrNlY8e8hMJkH9lzOs7uH9nIy3Z1efhw3T383fhWnIpJgR1xmxjm3Gph9hH3Gd3tcDZzb7fnDwMMDjygiIiKSnixQhSv6NS9u/l9gnddxUmJx2TRunXEpAZ/f6ygiMgTpay8RERGRQfD5C1g2+30srZzjdZSkO6l0KrfNukzFqYgkjQpUERERkUEK+gJ8efrFfGTSEq+jJM2CksncOes/yPIdcQCeiMiA6R1GREREJAHMjKsmn0F5TiF3rPkDMRf3OlKf5QayyQuE9v8EQwc8L8jK4ZKxJ5DtD3odVUSGOBWoIiIiIgl0QdU8SrMLuH7l/bTEOpJ+vbA/i7xAiNxuRWX+Qc/zAtldRWdOt8edP+FAtiY7EpG0oQJVREREJMEWlk7hBwuu4poV97GrvanX/UL+4AE9lbmBEPndisfc4P6ezfxgV3HZtV/n72zdDyoiQ4oKVBEREZEkmFpQyU9P+ATL694kr1tx2b33UsWliMiBVKCKiIiIJEl5TiHnVc31OoaISMbQDQciIiIiIiKSFlSgioiIiIiISFpQgSoiIiIiIiJpQQWqiIiIiIiIpAUVqCIiIiIiIpIWVKCKiIiIiIhIWlCBKiIiIiIiImlBBaqIiIiIiIikBRWoIiIiIiIikhZUoIqIiIiIiEhaUIEqIiIiIiIiacGcc15nOISZ7QQ2e50jDY0EdnkdQiQJ1LZlqFLblqFKbVuGKrXt1BjnnCvtaUNaFqjSMzNb7pyb53UOkURT25ahSm1bhiq1bRmq1La9pyG+IiIiIiIikhZUoIqIiIiIiEhaUIGaWX7odQCRJFHblqFKbVuGKrVtGarUtj2me1BFREREREQkLagHVURERERERNKCCtQ0Z2azzOw5M1tpZsvNbP5B28eaWbOZXetVRpGB6K1tm9mZZrbCzF7p+r3E66wi/XG4920zu97M1pvZWjM7y8ucIgNhZr/tatsrzWyTma3sej1oZvd1vXe/bmbXe51VpD96a9td22aY2bNmtqarjYe8zDrUBbwOIEf0deArzrlHzOzcruendtt+N/CIF8FEBqm3tr0LON85V21mxwGPAaO9iynSbz22bTObBlwGHAtUAk+Y2RTnXMzDrCL94py7dN9jM7sLaOx6egmQ7ZybbmZh4DUz+7VzbpMHMUX6rbe2bWYB4FfA+5xzq8ysBIh4k3J4UIGa/hxQ0PV4BFC9b4OZXQRsAPZ6kEtksHps2865l7vtswYImVm2c649xflEBqq39+0Lgd90teWNZrYemA88m/qIIoNjZga8B9g3ysUBuV0f5nOADmCPR/FEBqyHtv0OYLVzbhWAc67Oq2zDhQrU9PdZ4DEz+yadQ7JPBDCzXOALwJmAhvdKJuqxbR/kYuBlFaeSYXpr26OB57rttxWNDpDMtQiocc6t63r+ezq/hNkOhIFrnHO7vQonMggHt+0pgDOzx4BSOr9o/Lpn6YYBFahpwMyeAMp72HQjcDqdb/L/a2bvAX4CnAF8BbjbOdfc+UWPSPoZYNved+yxwDI6v7kUSSsDbNs9vVlrKn1JO4dr3865P3Y9vhz4dbdt84EYncPXi4BnzOwJ59yGpIYV6YcBtu0AcDJwPNACPGlmK5xzTyY17DCmZWbSnJk1AoXOOdc15KDROVdgZs8AY7p2KwTiwJedc/d6lVWkP3pr213bqoC/Ah9yzv3Ty5wi/XWY9+3rAZxzd3Tt9xhwi3NOQ3wlo3QN490GzHXObe167bvAc865X3Y9/ynwqHPuAe+SivRPL237MuBs59wHu57fBLQ5577hWdAhTrP4pr9qYHHX4yXAOgDn3CLn3Hjn3Hjg28DtKk4lw/TYts2sEPgzcL2KU8lQPbZt4CHgMjPLNrMJwGTgBQ/yiQzWGcAb+z7Ad3kLWGKdcoETgDc8SScycD217ceAGWYW7ipgFwOveZJumNAQ3/T3UeCerv8QbcBVHucRSZTe2vangaOAm7q+pQR4h3Ou1oOMIgPRY9t2zq0xswfo/GATBT6lGXwlQ13GgUMgAb4L/Ax4lc7h7D9zzq1OdTCRQTqkbTvn6s3sW8CLdN6W8bBz7s9ehBsuNMRXRERERERE0oKG+IqIiIiIiEhaUIEqIiIiIiIiaUEFqoiIiIiIiKQFFagiIiIiIiKSFlSgioiIiIiISFpQgSoiIiIiIiJpQQWqiIiIiIiIpAUVqCIiIiIiIpIW/h9zdF99sWLc3AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gdf.plot(column='SIDR79', scheme='Quantiles', k=10, figsize=(16, 9))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can peak under the hood a bit and recreate the classification object that was used in the previous choropleth:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Quantiles \n", "\n", " Interval Count\n", "--------------------\n", "[0.00, 0.56] | 10\n", "(0.56, 1.15] | 10\n", "(1.15, 1.40] | 10\n", "(1.40, 1.79] | 10\n", "(1.79, 2.08] | 10\n", "(2.08, 2.18] | 10\n", "(2.18, 2.38] | 10\n", "(2.38, 2.81] | 10\n", "(2.81, 3.40] | 10\n", "(3.40, 6.11] | 10" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "q10 = mapclassify.Quantiles(gdf.SIDR79,k=10)\n", "q10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For quick, exploratory work, the classifier object has its own `plot` method that takes a geodataframe as an argument:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = q10.plot(gdf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Back to working directly with the dataframe, we can toggle on the `legend`:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "f, ax = plt.subplots(1, figsize=(16, 9))\n", "gdf.assign(cl=q10.yb).plot(column='cl', categorical=True, \\\n", " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", " edgecolor='white', legend=True)\n", "ax.set_axis_off()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we see the 10 classes, but without more specific information on the legend, the user has to know that 0 is the first declile and 9 the 10th. We also do not know the values that define these classes. \n", "\n", "We can rectify this as follows:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['[0.00, 0.56]',\n", " '(0.56, 1.15]',\n", " '(1.15, 1.40]',\n", " '(1.40, 1.79]',\n", " '(1.79, 2.08]',\n", " '(2.08, 2.18]',\n", " '(2.18, 2.38]',\n", " '(2.38, 2.81]',\n", " '(2.81, 3.40]',\n", " '(3.40, 6.11]']" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "q10.get_legend_classes()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "mapping = dict([(i,s) for i,s in enumerate(q10.get_legend_classes())])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{0: '[0.00, 0.56]',\n", " 1: '(0.56, 1.15]',\n", " 2: '(1.15, 1.40]',\n", " 3: '(1.40, 1.79]',\n", " 4: '(1.79, 2.08]',\n", " 5: '(2.08, 2.18]',\n", " 6: '(2.18, 2.38]',\n", " 7: '(2.38, 2.81]',\n", " 8: '(2.81, 3.40]',\n", " 9: '(3.40, 6.11]'}" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mapping" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def replace_legend_items(legend, mapping):\n", " for txt in legend.texts:\n", " for k,v in mapping.items():\n", " if txt.get_text() == str(k):\n", " txt.set_text(v)\n", "\n", "import matplotlib.pyplot as plt\n", "f, ax = plt.subplots(1, figsize=(16, 9))\n", "gdf.assign(cl=q10.yb).plot(column='cl', categorical=True, \\\n", " k=10, cmap='OrRd', linewidth=0.1, ax=ax, \\\n", " edgecolor='white', legend=True,\n", " legend_kwds={'loc': 'lower right'})\n", "ax.set_axis_off()\n", "replace_legend_items(ax.get_legend(), mapping)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interactive Exploration of Choropleth Classification\n", "\n", "Next, we develop a small application that relies on `mapclassify` together with [palettable](https://jiffyclub.github.io/palettable/) and [ipywidgets](https://ipywidgets.readthedocs.io/en/latest/) to explore the choice of:\n", "\n", "- classification method\n", "- number of classes\n", "- colormap\n", "\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "from palettable import colorbrewer\n", "sequential = colorbrewer.COLOR_MAPS['Sequential']\n", "diverging = colorbrewer.COLOR_MAPS['Diverging']\n", "qualitative = colorbrewer.COLOR_MAPS['Qualitative']\n", "\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "187a5da81f5b4ea4a916c22efdae864f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(RadioButtons(options=('Sequential', 'Diverging', 'Qualitative'), value='Sequential'), Output())…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ipywidgets import interact, Dropdown, RadioButtons, IntSlider, VBox, HBox, FloatSlider, Button, Label\n", "\n", "k_classifiers = {\n", " 'equal_interval': mapclassify.EqualInterval,\n", " 'fisher_jenks': mapclassify.FisherJenks,\n", " 'jenks_caspall': mapclassify.JenksCaspall,\n", " 'jenks_caspall_forced': mapclassify.JenksCaspallForced,\n", " 'maximum_breaks': mapclassify.MaximumBreaks,\n", " 'natural_breaks': mapclassify.NaturalBreaks,\n", " 'quantiles': mapclassify.Quantiles,\n", " }\n", "\n", "def k_values(ctype, cmap):\n", " k = list(colorbrewer.COLOR_MAPS[ctype][cmap].keys())\n", " return list(map(int, k))\n", " \n", "def update_map(method='quantiles', k=5, cmap='Blues'):\n", " classifier = k_classifiers[method](gdf.SIDR79, k=k)\n", " mapping = dict([(i,s) for i,s in enumerate(classifier.get_legend_classes())])\n", " #print(classifier)\n", " f, ax = plt.subplots(1, figsize=(16, 9))\n", " gdf.assign(cl=classifier.yb).plot(column='cl', categorical=True, \\\n", " k=k, cmap=cmap, linewidth=0.1, ax=ax, \\\n", " edgecolor='grey', legend=True, \\\n", " legend_kwds={'loc': 'lower right'})\n", " ax.set_axis_off()\n", " ax.set_title(\"SIDR79\")\n", " replace_legend_items(ax.get_legend(), mapping)\n", "\n", " plt.show()\n", " \n", "\n", "\n", "data_type = RadioButtons(options=['Sequential', 'Diverging', 'Qualitative'])\n", "\n", "bindings = {'Sequential': range(3,9+1),\n", " 'Diverging': range(3,11+1),\n", " 'Qualitative': range(3,12+1)}\n", "\n", "cmap_bindings = {'Sequential': list(sequential.keys()),\n", " 'Diverging': list(diverging.keys()),\n", " 'Qualitative': list(qualitative.keys())}\n", "\n", "class_val = Dropdown(options=bindings[data_type.value], value=5) \n", "cmap_val = Dropdown(options=cmap_bindings[data_type.value])\n", "\n", "def type_change(change):\n", " class_val.options = bindings[change['new']]\n", " cmap_val.options = cmap_bindings[change['new']]\n", "\n", "def cmap_change(change):\n", " cmap=change['new']\n", " ctype = data_type.value\n", " k = k_values(ctype, cmap)\n", " class_val.options = k\n", " \n", "data_type.observe(type_change, names=['value'])\n", "cmap_val.observe(cmap_change, names=['value'])\n", "\n", "\n", "from ipywidgets import Output, Tab\n", "out = Output()\n", "t = Tab()\n", "t.children = [out]\n", "#t\n", "\n", "# In this case, the interact function must be defined after the conditions stated above...\n", "# therefore, the k now depends on the radio button \n", "\n", "with out:\n", " interact(update_map, method=list(k_classifiers.keys()), cmap=cmap_val, k = class_val)\n", "\n", "display(VBox([data_type, out]))\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Changing the type of colormap (sequential, diverging, qualitative) will update the options for the available color maps (`cmap`). Changing any of the values using the dropdowns will update the classification and the resulting choropleth map.\n", "\n", "It is important to note that the example variable is best portrayed with the sequential colormaps. The other two types of colormaps are included for demonstration purposes only." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }