{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "plt.rcParams.update({'font.size': 16})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set cluster name and position" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#cluster_name, cluster_ra, cluster_dec = 'Abell2065', 230.62156, 27.70763\n", "#cluster_name, cluster_ra, cluster_dec = 'Abell2063', 230.77116, 8.60859 \n", "cluster_name, cluster_ra, cluster_dec = 'Abell1795', 207.21886, 26.59160" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read CSV file containing SDSS data (assumes the file lives in same directory as your notebook, and is named cluster_name_SDSS.csv)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "25172 objects in table\n", "Column names: ['ra', 'dec', 'type', 'u', 'g', 'r', 'i', 'z', 'modelMagErr_u', 'modelMagErr_g', 'modelMagErr_r', 'modelMagErr_i', 'modelMagErr_z', 'lnLDeV_g', 'lnLExp_g', 'redshift', 'redshiftErr']\n" ] } ], "source": [ "from astropy.io import ascii\n", "SDSS=ascii.read(cluster_name+'_SDSS.csv')\n", "print('{} objects in table'.format(len(SDSS)))\n", "print('Column names: ',SDSS.colnames)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot a (logarithmic) histogram showing the number of objects as a function of r-band magnitude. Also plot a line at the SDSS limiting r-band magnitude of r=22.2" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bins=np.arange(10,30,0.2)\n", "plt.hist(SDSS['r'],bins=bins)\n", "plt.yscale('log')\n", "plt.axvline(x=22.2,color='red')\n", "plt.xlabel('r magnitude')\n", "plt.ylabel('N');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Work out the angular distance (in arcsec) of each object from the cluster center. This uses astropy's \"SkyCoord\" functionality to calculate angular distances, and makes a new column in the SDSS table called 'angdist_arcsec'" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from astropy.coordinates import SkyCoord\n", "from astropy import units as u\n", "cluster_pos=SkyCoord(cluster_ra,cluster_dec,unit='deg',frame='icrs')\n", "gal_coo=SkyCoord(SDSS['ra'],SDSS['dec'],unit='deg')\n", "SDSS['angdist_arcsec']=gal_coo.separation(cluster_pos).arcsec" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Make a plot of positions on the sky (ra,dec)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "plt.scatter(SDSS['ra'],SDSS['dec'],s=1)\n", "\n", "# this sets the plot XY equal in coordinate degrees (but doesnt factor in the cos(dec) distortion)\n", "plt.gca().set_aspect('equal')\n", "# this inverts the ra axis so that east is to the left (ie usual astronomical orientation)\n", "plt.gca().invert_xaxis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Do the same thing, but this time only for extended objects (ie galaxies)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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YeVHTCxqND2Pd9tSLQ6QmvLSDGxmUlwRgCXfSy0qhKyuq2Nhg5Nwj9/wJxMQNBz4Xa5fWCe8gHVFtjqpNj8+rUygzHUVLG1R1aYGpXC3dcLx8TvJoAeDAiV7Lxn4lvVF+/9xISBm2zpwEdud0845d6rjtzjcS4yAdBS8bzEbqxDCGieNBTsNxw5W/h9yTV3mqgD6NxlMd/F3cuLcDzad6bR0GPlccmEvGtGqudWuS5uOVXX6EwnFTuNtX4MWGh+uFd2wn3IEoKRyFhvry5Nw2J3PbA1+Id51R1iMQegkfeW2/qI8EgJfe+QwCIME2wm0thmet2ljtNlsz4CdHSWKiK/Fx89LL5w8OxLBh93EAwIoFVbhraqnIIcohsDcPnRHAMvKUQ+GYqfaZkLDkuXMjQ2W9c8/3iU2HTJY5bSZP3TtNlGbQsbLnL2+S8ly4ybWqhFDR5IGmAIbqGmwnRWr3vS7UN7VsNH76hxZR7mPnicvoXFka6o2a1o9PGUjaxrZuU8RhJMaGm+/s7l8HjgPsQZl250wX6DSScV/qOUlkL9HumJSxPWTyfOkdUe0LshFPa3rF/EqTYlNFnQi/oRuHHIWjULzbNIAqgkfjCw5cFIpTZwTNqvAhLzcLoXAc1aUFJnAZYI1mOq0nfh3jPB7saw9hzZZP8JvHbnd1jsspGWWtEDfsRABQWzYascFhrF1aJzZuwPAQ1y6tEyAxQhmrNla7on66vvllSZhCW/KLwutKCbns9NLT+SnvPK+mBHm5WcIifvdYwBQCa6gvx4ETIQDAvvYezKkaK8L+/kAYk335qC0bLe6JPHfAnB/jSHb6/2h8GOOL+oR1DcAS8n/z0GlTKN2pTOXyhT89pr/WyIQZEa963m5xAipQH4Xd/YEwPuwI4ZbJxdp7UwF2ZPEVeLHmvjrLuOQxAOkbG24Umur+VeA4UlxU824XipTP6aYkzC4E7HbcdjKS6IebY2T0vsrzld97qxFvXtOAfv/TjUm3BjkyXyeysrOeyzi25Ww/GtvaxdjX7/TjyOk+PPPAjQAMwG4kNoRofBg5WR786L5UdYkuhWQH8lVLKtJD447EBrGvvSeNc4xcMspaIU65UcCwZjfsOo55NWNRnO9NKhuDyIRCQj+4e6oFmCQvahVa1u6lkJGuKuCIjnbRbqMgq3n14losn1uBnkgMzaf6sGpRLeZUlZg2gs1NBstZcX4ueiJxHDgRgj8wIELCALBuextK2GYSjQ0Logh6KakGGzDAVPneHKzbflQQp5CyN0p/JpqQnrzERwa4OOXqRyqG8ZMQ8+UU+XDCOxBQTYek5eFESk8smzlBfG8vajpHLqp6Uy5OSsnuezcKzemaMnBwxfxK5GZ7bMOYcrqCp16cPGUjDQRbljXduO3EzVyoIimR2JCpnFD3Wz4eHjVSgU1l8FYq1ZZau4B6z7C7D53BI+9XspDCDF9sRsGoHIuHSuPjkb3NTZ3YsOu4OB6AIKHyFeQiFI5j4/sduHPaOAD6FNLapXWIDR5GbdloyxyrPObnHpwhPqNxz670ifTalZaMslaIasOQPSFqcsFDh8SYxD2UkWx4l7IJcg9VR7uoEnlTo3DZnKoSy0bQUF8uvJzy4jw0tgXxkzeOoLGtW4TSePjSV2AmikhZoClL1cjxxzCvxiAhIAMGMF7EGZPOIN+bbaEQlD0nXa7+cuUt5by6HPmQQXGyyM/PzjDj4UReikKRHLt70dVXc3Hy3pyUkt33vgIvltSVCfyCLkRop3jI0JVzj06yfqcfG3YdRzAcw8qF1SKC4w8M4M1DZyCnBniExE2td7pryY1yV4Gm5HJCunY6xqiMLpdBYnZrV17HdvchG8wAlFEwWQjMRZUtH5/ai80r5wKAUIyq/ScYjgluhc5gBB+f6sUDMyfi98nnq2K54541YITFF0wpxfNvHRWOBUmqpPSwwMHwMDqv5rla+euMslaIasMAzIt3+dxKRGNDaDnbb7JWVUAk3QKXX3p/YAA/eeMI6saPxso7a5QbgZsNVOXRO4nOuFC9ZL4CL26dPAaNbd0YW+hFZ08UVWPzcevk2iSq15qDXLWoFrHBYZMVu3xuZfKMHmzc2y7y5XXji4RCJpYkCjXLFIKykWEN86k3uJEobzIEfAW5WhDMpQCKVPP82MJqHDzRgzcOnYGvwIt3jwVwPPChLfWpm3sjAOTsSh+CAzGLZzFS8QcG8NTvmuHxGCBFpxChncGgepZu5MjpPvGXR6M42Im/F3KExI1hK1cbuF1L6dQk69IExKylI1xSjZWnkeya4wDWPYYadfzs6zeZaoq596ka65uHTpveTZW3SgqQuvqFwnGTt6zj/SduBcBQrKFwHD97+xhC4TjumlpqUqD8flScFvSXjy+FCB+tfdbkYV8thZ1R1jbiDwxgd2sAK+ZXCS+Bb/glhaPQ2NYuAGRuayRJ5Jf+2a0ttqxVcj7a7iVNN69Gio6fXw6j8e+WzZyI5lN9KC/Ox0edfSguGCU8ASDFKU73+NS901Bf4cO67a3Iy83GD+6eYgqFPzxnMubVjEXd+NHIS9ZEzqnqMuUtCfHK2cbsiE74PBN4jX43kjwiD01zz12VX9aJruzETp79Qws6ghFciA/hjuoS1g3Kmgt063lxAOS+9hDyvFlaznM6rxuF9OzWFuzvMLq2uQkRujFW0pFQOIbqcYU41RPFE/dMNZ2b1o6KaIaHiZ3u0210RCXp5H3lz3j1Ab03PMLjNFb6jQywdFozT/72Y/gDYTz524+x/Yk7xedyzpeqQQhkyiMiqt/TtUX4fOVcCa3tjNwGUl7u8tsrsPH9jrRC0nyOU3NgjC+FCPcKZU73FhyI4bcHOxEKx3G1yrkyytpGDOUZRG52lgVdqQKucCt29WLDy/QHBpREAoD1pV+7tA7xIcOzVoVweTgUgCWXI4OrdPlQ+bz0vZzv1uXCAQgvRWb++eB4ED3huCAnIZBbQ3051r/nB2CwgaXECIX7AwPY4w8KFjMApnwdf6nIKGg+1YcZk8Ykw+SntWFfrmTJsErHmJGtabn7GKUF3j0WwPd+/RF+/s2bLeAWGhcZF+kwdQX6LwIAPj9/Ed+YdT3qK3zJOUxYPCtdGkAWSpd8cDyUrEW15zxf/14bNuxuR3DgogClqWTt0jqELxqe9XMPfsXicVwp8B83lF9//wQAYOdnAQsIT1evzQ0uJ0NHHrPbXK4OdOhWeFOWp++fLvAxG/e2C0Mr3fnlipqvGX6e7y+uxZO/bcaobJjKlmRiJ+4dq9DY/PfkxdaOGy0iao8trDYpPfq3EXE8jKrSQhTn55pSGKFwDNtauoTBQnnqdIUwN7dVFGPVolo8978+xZHTffjO/Crsbu1GcOAiWs72izbBLWf7EArH4SvIvSr5aiCjrG1FR1pPyGc5v2XOaXdg3fY2U1tCUp5cwfIXqbq0EL96dLZlHCkjoBYr5lei5Ww/orFBZQ6KW+6APbhM9ghpAwc8FmMhEhvCw3Oux/HuCKKsJIOT9pPlXF6cB8BQynyzILpOTttJuVXZ6FDl60i48p0xqQirF9c4tn+cMakIMyaNseAQ3IRX5TmVAYE8LSCXP8meFBl9dB7dePkY1/3lzVj9Pz9C6ehRgmObqG2bOnrw8l/dolyDdvdG6RIVClwlLWf7TX91Ul1aiE3JnKNKnLxQJ2S/TqjE5+E516O8OA+dPVH0hC+6NoiocUp5cZ6pFNHNtd3mct1GUvRiGLaNbd3Y1tIlWP64oZVuxIgbd9xD5+f54HgQFwaH0fJ52IQ54TlcKtskBbbh4XrLnPHfP/Lafrx7LICPTvZixfwqy37D1yR5s41tRkSJ7wnr3/Njw+7jCA7EsOa+G6AS3ub2w46QBRUOAD954wj2tYcwu9L4jt7NTz8/j1A4bnQBSwIcVy2qxR8Pfw4AePr+9Dr9XYpklLWN2JHWqyxk84tovFjxoSGsmF+FSGxQLKwdR7uwr73HkZlJRnAuqSvDT944jMa2IKrGFuCuqaVYtagWMyaNsS0P023EXOkRJZ+qJpc2QgrB3jq52AL44fnczp4oALNSJkT4vJoSLJwyzrSJqpCsTuFRXo9poNO7td6knNdOlyPazZzy/Dv/TsfR7JQ7lDfde78yHht2HcfGPR2YWJyHaHwYALDHHzQZByQd3WFHcBfgPtT89P3TXRFKOImTFyqHY90rH0NhHe+OiPV3vDuC1z84aSL70aWPUo1TjIYtQPqGhd39LqkrM/EwpJODp+vwUig6L4HCuEKid1OVI7bz9HU5dIMQ5BMkEgmTV8zPu7mpU3idGx6uN6051TytXVqHj08ZXnjruX5LdIgbx1QOunBqKYrzc0331heNAwBazvZp54+cCOqQlZeblXx/UsjuCUXXAAASiYRAeedkefCd+VV4tbEddeNH4xu3XY83D53BT7cewUedfXh4zvXY1tKF4nrvZcF7OElGWachTqUuXDh9Xr43B+8eC6CiJB8AEB8yFHk0CcbiSpl7l/Jm8dI7x4R1SWHjOVUlFi9UBkIAsBCbAEZYrXZcIWZMGgMVRWfqeGMjrC4thDcnS9lBiULBjW3dmF3pw5wqH1NglCM1wl252a2OoUYn4fPv5E0aEYMhi0HDu6TpUhV0LZ5S0CGnVTlfuTRPZ5yoxsz/EmhqV2sAHcGISLXI+Ve5TIU3SHGTCtF97o4e13osjclNWFYVwlfxEKiEl/gQ4nvhlHHIzfYgGhsU+XlVCRGltFYsqMKR06kaf6eQtRtDgu7XiMSZ697deu78OvIaozzxg7/Yg77oICKxQfzmMSOy8d1fHcC+9hAisU/w3INfSYadDQrNXZ8FUF/hs2BT5HHTv4kEBEh5xcSxT3sXGUV2PbzF2i8tVOSozTgh2Tjmc0RG3W0VxY64CIqQrlpUK/LvFL4mRW5QFdcgGhvG7dVjTUbdjPIx2NzUid/sP2li/NvV2o2OYMQVVuVySEZZpyFurXx6CdcurcOcqq7kRtMiNqLacaNx8GQvWs6eF79V5cv4ZhEKx3DgRC8AiJyVTJup2rRJ5PMDEJsHX+yqdpuc9vT1D6xc5/T7uvGj0djWjZsmjUG+17y0eIid8z9f6lwD7hDyKoOGPGw3ecp0QGRcRpqjlO/pmQdutLTk0xkmQKpMhTdIUWEYdPM8EgCefKyqxaksutJIGh83dorrvVrlpspLE7vfjEljsGJ+FVrO9imVPo+8vPxXt7gCmnGwl5tnSwYjN65onjY1dQpvVKXAndaQ4WEOJv8vFRJPJBLib6oUKSEqKvb4g9r6Zzvh6UG+Tvg7Ri0k1y6t0xpcnNbzlZ1+zKrw4dHXP0QoHEdudpa4f9X40imd4oYmpxytLi00nWdbSxfWbT9qSm3yaM+8mrHinBPHXIMn7p6Cn/z7EWWvgSshGWVtI+kQFXBRlXbMmDQGMyYVCW+z9Vy/xYKXQ6N8A3plpx+Nbd2YV1OCWycXi25XJPJGTMoxEhvCspkTDHaf2KDI2/ZEYtjdGkB8aFhshlTicuBECHXji7BiQZWpFIuIU+SSEbrfFfOrkiHEhGWjlz1PQs/rOlbJhspI8phc7ELZbspZeMognRfTDcDHiRaUS1EyDOhGacn8xioFLM+LnHqRP1c9KxWIblPSS54xqci2IYU8Jrnkj6eAnMrv7EK8RqokaKncoDCv3KNbLtlUGTlEf+tmDRrr35zyaqhPNZegXLDqGTmtIYMt8RMACfzwq9Pw3B8+RcvZPvzHO2tQYEJHp/A3699rs5SdyqJ7z7jyK643GxT0b46snlNVom1oxBHW1aUFjqAtf2AAa7Y0A1ADGHXCQ/c8QqS7lxQArtDUV+Bv/uVDdAQjqBxbgC0fnRZgunSN8ZFIRlnbCH9x6IWlBhe8NEnewJbUlWHXZwEEwzFR8rRuextWL07VTuu4rHWhUbpGJAksA1L5KlXI3PAmU+xB+d5srNveKvJxRo4uiNWLa7FoWplQ4JuSm5q5H3eO5Zy8ZGRWhQ/VpQXojcYsfOFcVOhzHRiO5oRbtsQxzlHxl6I0neZdVqQyb7Hq9/Lm5mRY0KYP6GlBCbxD7EsUynRCZsv3qFPMfGy6Tld2z0oFovMHwiYAok50XqM1BfSZ8G5kz1Q3Drt7dwINkmEeHLiI7/36Iwt40W3ERM7v8v8HgAJvNorycnBPXRkeeW2/KeesO4cs1aWFIkz90jufsXRTlhJdbYgHjW3d+M3+Ti0wS14LqnHwOaba/e/9+iM8Oq8S4YuGszCrwoen7p2GWRU+PPLaftPxz25tEXnk7y+uxZaPTtt6y89ubUnW7kMiWLJ/BoRSl8usZPAZvQu05/RFDWW8alEtqksL8U/fniXmoC8Sx8lQBD/7+k2ZnPUXLdw7TSncWlGWxfmXU72UDX7oPf4g9viDKCkwaokNSYWouDLSIVZVOXKqN+Z82w31BqPPHdUGLajOO0qByYx66dWLa7Bs5gS8eei0UEr+QDjpvfuwcIqh2Ln1zb0mGhvlgYaGjbAb5wvn90H156rGHnzO+f3zshLy2OfVjMWK+ZWuSCEuRVSKVK575c+HAISne6KYWJyn9Wa5EApZLteTx0Gex9qldfjJG0cAOCOzucie8UvvfIYDJ0ICAyEDI+VOVyrlxHP+qt+4iXzovEbr9Yzx3Dp5DABor6uLfMnX4d40r/TgvycDF4AFvCgrKb4OuFKTa4v5/wNA8+nzACAIPQArcUd6HNbGPE325dvmcQmQZQfMIkwN/bUbhwwOzM32IDc7C3v8Qbzw9jH863fmiFw3x1FwoNmWj0473p8RRTA8a35/dkYxkaaoPHYZfAYY66B2XCHiQwnEh4ZNbTWrSwsZs+CQiaf/SktGWWuEHj6RD/ACf9qA76guER6koewAQmrKJVCknGTFTOdS9ZS2C4lxtqXNTSmu3G0tBkWnqpsRlS8BMHWwIi9VpnVU9ePmXhNdmxTJz75+E15MguAOnAiJDZPug2qy5cYXPZGYslacuvbcUV2C2nGjEY0P447qEjS2dSM322Np/3e5RZVn5CI/H9r4CARG5+B/uVC5W2NbN+bXjtUqNr6eivO9I0Jmy56kTglRmiYaG8ZL73ymRE+rQsVOBB8qcQK3Ud7YUMqGcUkd7XQGEDdA7EheeC5cNsJIGurLcbonil2tAaxaVKuNltB4ggMX0XrOqNc1atdbTDlRwJxr7QxGcPBkDyb78vH43VO1hB7yOUhUni6vSpCBXlyevv9GxzWUl8SdvN3ShW/cdj2W316Bj0/1YvntFZbfEjjwtopieHOysXZpHX7zYSf2+IOYPrEoWcc8iNmVPlSNzRfzVVI4Cq8+PMtEA6qaYxIjimAtDZQ74nGhcT/9tekCvd0TMd49uhfuWRtg2HbcNbUUj989zTI2eT+7GiFwIKOstaJ6IBzwQV7qgiml8BV4TWjUzU2dlvCfbnOjjZg2GQ5gstvoudImJCsSUPKBc6s3xd2d4gEmRSBvzDpv6oPjQUEKwvO+21q6xCbAc7uyp0W5b6qNprwdzUtq7muTyj3FCLd6cS0WTCl1lWceSW5bnmO70jp5fh6/eyrO9n2MH91Xh2Nd/ZYUhywq9LNuHHJDBBUDVDrhZjJC5HVK16Ie5bROVAxXRlQgMGK6Ut0GKwMueetHu/eC8tKGmEledPlsCs2qgHu+Ai86eyLoCEaEZ8XHR3NB56JqCBVCuS8SF4Y6nYeAYXneHKGo5VB5dWmhtrUjNwroe75W+POje9LlbmXxBwbQ1BFCeXEeOoIRQQEqN8kgUUVTVi6sRklyrp/YdAj72ntw19RSFBeMAmAYAR3BiKXGWzXHzmKOXvLnvfH9DoTCcfzD9laxz9CaIiepKD/XtCfT93OqSmwpSq9G+Jsko6w1YvdAfAXWvqtO3gaQUnQye1W+NweNbUFM9uWbGInsNnpzaLlNNJJXEYmQUiC6Tfm8MjkG36zksC8pYmqs0VBfbrrvSGzIRECiOk/qnrtFiRFXWCrlbvCw95nKxpz6UttZ2zpJR8HL9/VhRwj+QBjHuvrTrt92upbb3K7dWMlrWFJXZtnE5WvxyJDOqCDcQ2NbEK3n+kdQvmJsrAdO9JqUPTcAqZpCBl7SuGQjOmWEVNjOEz07Cs3yMCifR5VXKz8LOhdHQAMwKVQ6P0d+p5pYDCpD5bqyu1THJ3XZEjfC5bXhNqT+7NYW7PEHcVtFMWrGFbJrqL1xAhau/B9NJvY6uq5MMEUMiNS/XgZtqta7XbqBnCUVJoE86+8vrsWZvgtoqC8XFTo09ydDTdi8cq7wuKnboPy+8WuOFOw6Uskoa404hfJ0G4ZdXaiOvYoWRHAglgSHWL0CGTGcQmBXmrpQqTwdyjP7A2GBhpVFtenL9d+8mbyM+Kb7pppWJ5Ss7JHLRoI8tyWFXhOa151YsQJOciklS3aREJW4DRfb/Tada5Lxsrs1oMhVm6/FjRuuvAFzf+A7qkswOJwYUfnK8rkVYtNWHcsrHuRnzp8TV5K6SIhunngNLnnWXFT15bpnoWLoIoXKa3wJGMWbWHAlT3nZE8GwkpXPqWxJlSpTHWsnqmv4AwO2x3BeeBn8Jc8jr8+WS1B54xA7b1vFTU4YII5neGLTIYTCcfzk349g88q58BUY9f409wTefGLTIcSHhsW7IT93FVDtUvaLdCWjrC9BVGjx4EBMeJ6qUg1AX6LFSePl68hAJx7O5O0kydMpKUxtKG8eOg1/IGzb21jezHjonEJCMjE/4BFgHjJEZkwaY/qNzvKUkdgy0E4Xamyod0cDaYTaE6I/t1tJV+FyUW3iI7W8LwfVpSzEelZVWija/rm5lhyGByA6oO3xB7F6cQ0WTRunnTO7si8Vwt5pA5RrnOUGDKpcLvHWU2SJhCuRywkSUik7XuMLqEPS9BngQWdPVFkWVJzvxZyqEtuctOwBqu7XTlS/c/LKOS+8kzGgqsSgMbedG0BnT9TSOER+N1WGh2rtcBCbyojYvHKuWEMr5lchNzsLqxbVWvBFKqDapewX6UpGWWuESq6isWHkebOVQBv+oGiRGP2YDQQlf9gWRiiFgrLznmSgk9l6tuafOb0hbdKDwwms3+lHXm4Wls2caPJoZXQrR2ETuYuc+9rafAb+QNhkvcsbvlvL00450/3SPLsp3TIMnBTFqJ1CSoeZzo3w87lRPKpxjdRit7vPvFyD/rWY5efcXku1KfEw9baWLvREnO8FMBS9HYOWk2HGa5wBoHbcaPRFjbKhb7yyF4DHkstND1GtF6cyKhIKc9vlnn/8+8PY4w8iNngY//qdOaZx8ry3/Bzd8GFfrvvl4uSVq3jh+fOjELNu7mjMt1w/Bt4co5SLl3rJ76bKaFGtUx1bGolsNBK4VqX0ZQPscuwXbiWjrDVCmz0JAXt0G7sc1o3EhmxrQAF9TSsJv5YuvKfKPwMw0RveUV2CeTVj0djWndzEIKhQ+XhINu7tEBR8lIeUw5BUH0mWfzphWlVY343nLAPP7KxZ+boctHTpYJbUfTgpJyfLW3dtMtCcCHjszienEqhpijzHbrwD+fnyc6sAYXyO5fPT74hBi8LY1OJw+e0Vwgve1tJlYfmSjeQNu48L7AMAZS7XTtHYKWAy2gmAqVOCqnM4KcyJyYY39FcepzyWdPiw3Ya7+X06RXJ42ZIdHzY/1/qdfmzYdRz+cwPYdrRLWeusu3dKJURinyDfm23CAhDjWLoEMjpRrW/+l+6fG2B8LJl+1l+gUJ4uGhsGPKl2jbrNlT/s4novNu5tNxGDqDdEdU0riXwtviEU5+upF1PjH8L7/m7s8Qdxc3kRZlf6MLVsNIoLcrFwyjjEhxIIDlw0KYNQOIamDkOh35psL0jCX8K1S+sQHzqMuvFFtvOoAqlxZDHgMQHVADCw2qCp7aXOe3dz3YZ6PQOZnbKy28TsFC0fp93mobu2EXrWdx5zcz4dqAqAxXNwOr8doQ03VIlW94lNh4TClufghYdmCgXIw9gfn+pFKBxnf/fi1YdnCUVMIUwe0qZrz6rw4dk/tCDQfxHfmj0ZWz46bRo/92plxWqnVLnRnlIYViWoOgflno163AHLhn6m94LprzxOec6dgGW6+5WFYw6oLEml+FTixrDlxlv4olGj/c6nXeiJ2LOTyWNetagW7d1hnOqJ4HTvBVBtOgHCNjxcj2A4hl2fBbCkrsxWYaYbadBhkuQ6+csdvbCTjLLWCAfZ0MbWfKrPkqsA9H2hnUBW3NORhZdkkaHAF8qcqhJt4w3aIMkb39/Rg486DSt80bRxAr1NLR1LCkeJF29zk1EbSexTXOQXdX5tKZ5/66jIs7vJsRKymLraRJNlWeSNARAMaICa1WwkosuP0ndOGw+NQeWRyvXzuhcdsFf+dnSZbiSd49M9txwF0hkkqxbV4mMFaIxoIqOxIVyTm43n/2KGpS8y96wf32yAgl7e0WrJ9a7Z0pzsWteM3zw2V1zjz6Zfh+ffOspKdNSbqLxx23mhZLSTYUHAJDmFpTpHdWmhaOKjYtt6dF4lWs724dF55vcsNefmaoZ0+LDthNY07z5F757devAHBrDrswBWLEg12VBFFLhhvGJBFQpG5Yhnm87YP+wICb4CIgQCgJOhJgGWbe3qxx5/ECtebxLgMZXIz8dNOkOX/6a1+sudfsyuLE6L7+BSxFFZezyerwP4JoB6AOMAnASwBcBziUSiP/mbfwGwXHOKY4lEYprDNbIA/BDAYwCuA3AMwDOJROJ37m7jygpffESiwIUeqh0zl92mr9q0ec6YKD/l8gd+DZ3Fu3xuBQ6c6BHdsHjnKZ4HV7Ge2eXo5b+qMLPqHnlufd32NtQnc3O0uQMQhk5DvbkenObGLWBLZcBcKsKbb6BkzLx56LTwvpzy6qm1MphkokvVkAOwzGE6400nnG93bhUgjFisKAqkO/7lHa1Q8SVzmkj6f1VfZKrf5TlGq5eoRvlzL5sTWfgDA/jx7w9j+sQirFxYbdm4KffZF4mLHCmNcdWiWmFQ90Riou2o7InqQsSrFtXiZCiCVYtqLQqC6n/lumWaf8Ka8K53KoRyuqHYJXVleGWXH6FwHHm5WYLwxWnNUDmXNydLzEUkNph8ruZabzkHDMBSmy2LytjkHBBAsnvfw/UCb7Okrkwob24cWjBC0ty5SWfoQuGvPXIbHnltP/a1h3DX1NIvVT/r/wuGgl4D4BSAmwH8LYC7PB7P3EQiMQzgpwDWS8dVAPg1gDddXOOnyev8FwAHAPwlgM0ej2dpIpH4Xy6Ov+wiP2w7XmiugHSbpS6HSr+VQUk6cJeuvzbxc8+q8FnGd+vkMbh1cjGiSQXS1NGDl//qFlMe3E2PZw5qI69CRSRA96Ei0vAVeEVf7hXzq4TCk+dWF0K2yz3LYqe8Ro62TtUGAx1adrt5NWOVHZlSa2VIyYI0kmYh8rnd5OndhvcBuMYJAGYPhp+XQsLRpIGoCw2T2IVxv7uwGq3n+vHAzAlaABIPJVNpDtH/Praw2nRuut9U3puHW1P116nubFZPVE7v0Dio9v5/7j+JLR+dxuBwArHBw1gwxSjnSs1ZSlLYDDVDFn92IwGSbWsxcsdFeTnoiw7ij4fPukLC82cr+BYmFsFXkGthNXMyBqmRyNP3TwdggO0GhxMCU0ORNF5CqNqjfAVebF45N+2KAl00RY7aUAMZOUfNPWyZ7/xKiRtl/bVEIhFg/7/T4/GEAGwEcCeAHYlEwg/Azw/yeDx3J/+50e7kHo9nHAxF/V8TicR/T378rsfjqQHwXwF8IcrarZcieyG6sLYTgIHCjLtbu8UCdhuiBIAX3zkGfyCMF985hl89Osd0H5w0BQD2+IP43q8P4uffvEVsqG77BvOxRmJDWD63wpTHBloEixsnYiHhm2dudpYYI1cwdgrULves+i3/y8cgNwfh17RTZEakIoTGNoPP247djihE9RzvVmISp2YhdpJOnt5ufavmzU0kA7AqWe6pEE0kAYd0jRjkumPZcySP9EdvHMHgcAJ2impzk8EvMNmXjz+78TpbY1v2yOX6a8rJkyEiz+e7xwLwFeRiVoXP1CDiqXunYf1OPwaHE8jJ8mD6xCI8/5bRilE1bjnFIIsAbQUGEL5oUHjyKMKaLZ8gkUiIVIMuPbLj6Dnsaw+55pjnzzZF6DIkogPlJfnKpiUyO9zGve2iLzQxo+3xG7XNsyt92PVZALMqfBZGOTt8h7yG7ZwX+V7MYo7a2OWoycO+WnlrR2UtKWqSD5N/J9oc+jCAA4lE4ojDJf4MgBfAr6TPfwXgnz0eT2UikWi3HnZlReelyJu7vOmNnOTCCC82tnVjW0sq1O7Uqo9exKqxhWhsC6JufJHp5ZQbFlBIvLEtaNrA3fYN5mMFEhYvjM7BFQUnMqHNs6IkH7XjRouwMokb796tQtPV1vLIhaqdp50i8xV4cetkHxrbgshLAr/k/KU8PtX5dJ7H5SwF0c0V4SFUndFUY7ArOSPE9pK6Mrx56Ax6whdxvDuCp++fjurSQqzZ8gn2tYcQiX0iOkNxr0ZlGDmBeHjdrB1gCVC/x/K6Vnnk/N/kdcqRLXk+K0ryBTVpbHA4WZY1jH/9zhxMLRuNxzcfwosNMzGjfIyg4VSJ0xo4ctrAn7zd8jl6I4OmUKyRbgiJf7/2yG2W3DedX2Zck+/Jbg9QEbrQc2s7tx/X+/KFp2xlhzMUYUVJqtlIbNBIUxw53Yc9/iA+TxLIpI5x926kqFgH4Q+E8eRvPzblsp1Aus89+BVhYLyy0y+iH8tvr8Av3msThhGdhyIKVyNvPVKA2cLk309VX3o8njsA1AD4notzTQdwEUCb9Dkp+ToAV11Z6zxhOdTtBNRxalZAn3MCftmjob8qg4E+o17S37gt9dmmpk4svqHMlGv/+TdvNiFxaSx883aKKqiAcSovjHvaqnmkLmZyqM9OCaeTs9aFCHm+ftnMidp74bl8fj07akMVEE6OWlxNikJdKoEDIEeS91SVa6UQ/jwnba144F6NUz0rAMSHDqN23GgQp/y2li5T8wcVn7bq/t2kenSie2acAWvF/Eq0nhswogisiQVg5GsP/ugecdxI0zIA8MwDN5pK3eQStUjM8KxTn6tz/HapBt0eII+T1zqvXVon8sedPVFRK7789gq82nhcMCvy94fulerMuTe+87NzaXfWS4Xnr0VebpYll60D6XLDZe3SVN/q1YtrhQe9v6NHGEYpj9rKdHalJG1l7fF4JgJ4BsC2RCLRpPnZwwDiMHLWTuID0JtIJOT6pRD7/gsRXfgSgGkR2S1m3aKXgUYN9eUiPxMKxwShyfK5lZZabrk9Jo2He7VEL3rdtX1YvbhG5Ai3tXSZmjfwkPDqxTUWkJnqnlSel2qz0XnrqTBwjmVzsvPi7AwJ1fU5uIeLU1mU0wbP0d5L6spMbFoq4fNQvbAwLSCYG3G70atAhMDICDToWE6MMmNSyrMmRfHcgzNsuztxw8gfGMBTv2vG4HAC9ZOLUZxvrDVedUCUvCvmV7kCDKVbT86FGwC60ibON/CN2643ujrle01NLNyIiseee28cSa0C5JHw3tZ0jqaOEFYsqLpkJj9VXp47BhsersfmlXOxfqcfR0734ZkHbkR1aWGy8sTMrEilqJQPFnz/rJaZ+ran01mPh+ej8WET0NEfGEBw4CKK8gx0+ozyMQgOxLC7NSBSAhTNIRR6T/giHnltv/CgKUd9NT1qkrSUtcfjKQTwBoBBAI9ofjMKwEMAtiYSiW43p4W60NiR0Nnj8awAsAIArr/+eheXSk84l/Ljd0/Fi+8cQ934IuQl+9w2n+p1JNjQbRAy0Ih+T+fgCGF6ec35zhyLEcGt1Q0P1xulMvEhfHA8hH3tIcHDLF8rFRL2KPnBVcAZWVQKSBUVGAnSmZ9bN58q44fAPap+s243bqfr8Y5QAJS9yeVzpKs0nMSt8tf9TgW2cfK2+fOjFIeKuEflvcmsVhR14NzSB0/2ipJCPl/f+/VBAFZCEB1gaKRpKiDFMHY88CH++ZFZON0Txa/3n8SEomuw5aPTWLu0TjSJ+NF9VoWeniFm9X7JAKG685HkRTmCO50oji4iIzd04Y4BRVPW/LmZVY1Hssgoo1C1AeZKkZ7wuvf4UEJE3dJhjqPw/E/eOIKqsfnYuLdDENpQ//CN73fgtWm3ofVcPxrbgijKyxEh7s5gBIc6e3H3DeNwvDsi+NnNOeqr51GTuFbWHo/nGhjI7ioACxOJxCnNT+8HMAYOwDImIQDFHo/HI3nXxex7pSQSiQ0ANgBAfX29mlnkksR4cRrbgjjVcwgdwQga24JYMb/SdbcYp9ykTBdKx1K7PZXNojqn/Bmv8QRgQZbrxiuPhV7QeTUltiEplQLiY7IDOwFWpiidstPNp8r4sVOKTsYCVyiq31Fom3fn0SlDVd315cpL87E4gQN18zESHmiduKGX5N7Y2MJRwqNZtagWbecGUFzgxZxKn/IdohasMgpXF9LV3bMTa9nmpk5UlxZijz+IE6EItrV0YY+/Gx3BCP7T75pFfbLx+zhebWzHrZPHaHEATvO1cEopmk/1YtnMCeI7uf48XS8uFI6htmw0YoPDjse6UYbyewhAOAZ20RMD1T1FXIeaYcyu9OGuqaWWrmOqevIUILRZlLE6Ke35tWPF+0jGQHDgEE6EwiZPeXdrN/qigzjTG0VfJI7HNx9CTySOwEDM0js+XWa4yylZbn7k8XhyAfwOwG0A/jyRSHxi8/PlALrhHsV9BMAoAPLulYJkfkGyfG4F7qguAQAsqB2LeTUlePj2yWg5e97S1hFwDkcSEIlC6UBqI5IBLz//5s146t5pWD63QnmcSvyBATzy2n7RHWft0jrMqynBivlVeOGhmaJlnQpcw8Pb/PsldWW4a2op6sZfi3XbW7G5qVN5bdWx8vcvPDRTWMryPVEeVXUNp3Pz3yyfW2FCaDsdpxNSKHwsfMwU2v6wIySu0VBfri1vWv9eG55/6yjWvydDMy5daCxGowFjPuW1ALibR5K1S+scWbJUwueNFD4hfkka6stZmVRCXOfDjhA6e6K47yvjsea+OvREYpZ7IKW88X2DErdh/V7bblC6e9aNjd9DcUEuVi+uEQr4Z1+/CdWlBfhvfzFD5GIjMQONXTd+NNZtb0O+N1s5v/7AAL716gd47g+fmt5jutbLO1oFGFO+1zunjRNdutKRzU2d2LDrOBZMKRV5fXk+3cwHiZv1Q9c4eKLH9H6HwjE8978+xV/8co8ABj734FfwwkMzcVN5Me6oLhFrje6b3y+tx2gy3bdmi50KMsaxu7UbD8+5Hg/VT8Kv959EXySOkkIv+qKD+OVOPx55bT9+mUTpAxDNQ0LhOHKyPFh+e4UpLH/wRA+2tXSJvdRuPq+EuCFFyQLwrwAWA7gvkUh8YPPbMgD3APhFIpGIuxzDHwHEAPw1gKfZ598CcPiLQIKT+Aq8ePmvbjEp4Fd2+vH6+ydG1DBd9b1OwbsFxvDjf/LGETS2dSM+dAQ//+bNePPQGdw6udiUo05XdN20RiJ292SEylJMUbp7dLqPy+W1qjwyORwvc3fbXZvKY95u6cLKO2sc70NX9qIbqxy1SIUSD4sOW+msAbfdmVRjob+81ImLr8CLn339Jjz5249N1KDynNM9qLwpjgj/yRtG32febtGpaYQTa1lwIIYDJ3rw9P03mpo2UBeor82cmCTGMEBHK++sQUnhKK3x/uzWFlPelmMeAGsnPtU55Ofn9F7o5lMVLdHhOwC9103X3/WZwfMevtiMtsAAQuG4BQFOhoMxj7nYvHKuyGdv2HUcT907TcuFzolxHlq/FwBghTiZxZjvbuRml+JkKIKOYAR//eoH+G9/MQMnQxHEh4bw7rEQZlcWY3ZlMeJDBk7iqzeOx6Ovf2giq6F9tb07LHLZ/B37MtGN/t8AGgD8HYCwx+OZw747JYXD/zp5Tm0I3OPxDALYmEgk/gYAEonEOY/H8xKApzweTz+AgwC+AWARjJD6FyrkMVGIlsJUqhfEKRfppAB0gCn5ON4IA/AIus6qsflobAPqxo825b3T4ZaWr2/HaDZSMdDnZlCWESqbqvz9pQKy0kVf83uXy5OA1Fy44e6mDefReZU42xe1oFN1QhsBbXoyTzoXilps3NsuUhWkjGrHjR7R3PGewum0jpRD/rpNjPAEMjUoHyMpkP5oKrdJ4CneSal2XCGef+sotn/ahf0dPQgOXETruQHbjdTOGPEVeEUuk5clycqK8tXLb6/Q5nhp7tcuTXHp61Imqj7tKuCZm+/oPpywCSR2+A6dUhKVKAuq4M3JEjXXvoJc/OzrN5n6gzfUlyMYjpmAZ/Q5YKXs1V33+b9IARbt3mt+r32ROP761Q8QjQ+L9VZenIfZlcX44VdvsBjDtK6ofIv2VV9BLu6fmUpz2Bk4V0LcKOt7k3//S/I/Lk/DYDMjWQ7DGz5oc77s5H9c/guAAQCrkaIbfSiRSPy7i/FdcaEQLQBbZCJ/OeQ6VFWuMhSOIRiO4Y7qEgtxSCpHM2gqLXrpnWM4cKJXgB5WL64RdJ1yGZTcVlMnXPmTF+6kIC+l/IgMCSfudBL+wo/kuulENPjvyVslAM3u1m7cOnmMclw6SW04UDIt6YQ2G/KsVUBEmQmKek4bksCMSWOwbOYEZY90Liov/slknavcU9iNyPNtRztrJSJJPRuqlZ00xuhKJXtTpHBD4RhKCkfhD5+cBWBgTEZfk4PbKtzzNstenIqtS1ZWOrpQEjnHy8mK3IMMDczKbw+cMshCKkuwMvn8D5zoEb9xei903rFM3qIaD7HPyaxz8v3J1+BK31fgtQDP6PPHFlZbIm3+wIBIMfBnyEvF7PYo/rvq0kJs/d58cZ+0tmvGFeLDjpDVaEquq+f+0IINu9vx8JzJYo8tykvNrZ2BcyXEDSlKhduTJRKJm1z8xoKYSiQSQwCeTf73pRO7EK1O5A0fMC8oXp8JACtebxItAAnUVV1agGh8GOu2p0hHyGiYXenDnCqfha6Tl2RxdLiTcuJeOIV4Vy+uUVq88v3xdICKV1oeA/dQ7YBlJByM5waZLotdRENFxcmtfeoiVV1aIBqfRGPDWHPfDUrjjN/rxr3tKC/OF/m4dEL03PO7ZXKxBYgYCsfwvV9/JIy2v/mXD/FP354FIFXDbkjCVBKoWgOyFw9AhKl/9nXHV1qIrjRMtanyZyrzchOqmoxPlULnQufa/qmR7z3VG8b56FBavM2yQi7O92LGpCK8eeiMlhZU56nykisVKQ8fs064EqW+8ad7L+Cjzj6UJM/V2EYNdypMc8xrhp3adXJjUhdp0DUkUYFanRjpaDzyZ6qQ/b72HsyrKTHK4ZJ866rKkFkVPgvlp7zm+Ng4IE7uscCFUlfHu8N4+v7pOB74EO8eC2Dj3g5LM5urIZmuWy6EQrTp1LOSsls2c6IyF0X1mRUl+QBgKn3gOcilM7JMFi/lh+ZU+UyhL10IjpSRXe9sUs7khVN4bcX8KtPLLKPeVehufh0KE9Oxqk3b6LttKBZVKRyf0+/9+iAa24K4o7okrRdEtTHqxi//nhjAltSVCaIEVR9h+d54NEaVj0tXZMPgu79qMjXG6AhG8Oah02KdfnA8iH3tPfjgeEjk1J1Kt+T8+KV61CR2mxodw3m5Oe82rQW5SYbqXaQQqQo9TTScQALPPTjD8jxkxStH09IJpV+ukit674wyzE8QGxzCrErz2qf753OcMmjNrG8qw0L3uWxEuw352vX15tgD2XjQhezlNI7szTfUlydBhuYua3Z0o/Jz42kbvvdwJPi2li6cCEWS39g3s7lSklHWDqIi5LBrIsE30hULqoyyEkUuSn5Jfvz7w6gtGy02VlXXmlA4hvoKH6ZPuBYU+rIDHe1u7RaWIHVN+uB4N/yBCabQPC+tMMQIfrSc7RPKkZOq0HFkBHCQFWeskjdp1aZtgHku4u0kkE2Xz93c1InGtiAAYHA4gY172x2Bc3YgLT7HKsucxFfgFZ7K335tumjhKP9etvJXLarF6sU1SCcaoxM5TbG5qVMo6uwsYCjZnCkaG8YrO/1YUleG3Gwj07SvPeToCche/EhFd367TU0Oh69aVKvcOGVDgBuFy2ZOEJsq1dhGYkN46nfNgh9bRcOpmwMaT0VJPhbUlqb9/NYurUNs8DAmFufhdE80LUS9isZSJjoh0RmYKgWsMyx4uJgLN1Y27PLjnroy+ANh7PwsgKL8XC14LxWlSbWsJFa1o2fPo+/CIBubvgTKnOJIGSPyWtqcTFHxFpqhcEyEuv/+j58qS72oDrtu/Ogkb0abwDooywHrDEdp+sQiS+vgqyUZZW0jcti1ob4c2z81lMr699qw5r7U4uAKnTZS4vBVifzyLJhSKkAyFA6nMCGFoSlcTfkTABbaPr6xEzAiGhsEPIYC3tfeI16oHUfPISfLgyfumWpSZkQHSPl2auMok6qoQFZERUrgLFlBqsLGJYWj0BGMWErhuJD3bzTRCGJfe8gROKcK76o2OCcyfjlUqPq99VyXTpqQyt0OWdIUwYGLeOvw5+jsiaJwVDamlI0GPKkWm41t3YKrOhobsnRJuxIyEk+DH/PaI7dpKx+shoBhFPZEYqJuN3yxGQWjcljbxpRiJoUBJAS3M3na311YI4ww8shf3tGKjmAEZdeexxObDqXVj7m6tFC8z25QzlzswtJyNEE+D/9/p7WnWlt8vslYOdsXRTQ+jD+JkrKELQqaU46S4W2E0bPRd2EQxOXO9z9VlITfC+98Jc8XN/a4F0xRyzO9F9DZEzWNldd6N7Z1C6rmj0/1iZp/+b6MOvsgFkwpvWxA23Qlo6xthOeOKe/kzTE8FspnqBR6cOAiPj7Vh+kTrrX1fmXEt8wERGOQczRU5kG0o7s+C6C+woflcyuExwEA82rGAgDyvDmgzW1eTYmwamnMRJrPwWwcoeoPDKD5VK+JAIRE3kR1gBFZVH2h7dIL5P1zY8TJ46ENOj40jBXzq7S/t7PyQ+EYaseNRl80JqILdr9PlzTBDdCNan3pnn0FXqy5rw553hys296KgYtDOHiyF/Nrx+Kpe6eZKEANY0vfuvXLJm7zgGQU7vosIBDIHo8H7x4LYHalD7MrfYgNDololeydUj9iADj2+SH0RuM41NmLnogRtua0lTyk3Rf9GH3RuCNK3u4+nJSdjk2O6DcBdelQOqVEfG3JwDJ/YECUL82YWIRTvRE8/bXpONN3AQ31Rlmc3RofX3QNFk8rM51TJjpxonJ1auZCQgx4nC6U0ihkiOTlZplaeBp8BHEU5+ei4dZJyPNm491jAayYXyXIU0jo/ZxaNhoVJfk43RO13dOvpGSUtY3wvCZ1jnr87ik41RNB1dgCoThogzDyvsCa++qEsiLKRJXIoT0VE5Cco+FKNBSOoflUH949FhAt5po6jA3ojuoSPJ4MbUdjg/jGbdebSn9eeGim4PAlz1qFOAY4t3WJtrxMBpA58WVzesV0PDJryD4lsqdRXVqI3Ows4YWP5AXb3NSJDbuPJ3OqfcKQohCdDL5Ltz7ZDtHKsQQq8N2ymRPw+49O40QogjuqS0xpAUq90DrRtW4diYyk8QdgRa870Zjya8mKijbp78w3yoboneHjEu+g4pyR2KDR7MGbjcklBdjUdAo3l4/B+8eNtA9/D3kevLVrAKd6o6Kbk46tzW5N2xl0dmxynH5TdR7OeObUY1neV+TrETHI43dPsSDdeQqJMAT82Ma2IHKzzfSm8n0RlWts8DBe/qtbTGNSz5F6vmhubi4vQnVpAVYtqjWBFwmc97f/fgT3d/Zi4ZRSRGJDmDGxCHneLMytHot/3H0cKxZUYeVCM+ELBwH7CnIRCsfRETyBPf5u/Oi+Ovxypx86DMSVkIyyVghXQnKLwQ87QugIRtARPIGJxXkgjzU326h3ptIunWVtVz+d7kbP62uJYn2PP4jq0gI8cc9UvPjOZwLBnOfNNgHSqJRCbhkHJCy0orp7IUVDYDJCIVOEwK40S+5c5UaclITKs6gbP1r0ntaJnUci51T5huGmRMlJ7Dwwp1puAr1wgh7VGPjm9dI7x2CHvHejiN14cKrzbNzbYepj7Gat6xSVHC5WXc8wdgYt65mQxhUl+bhrWhmWzZyA6tJC/Hr/SUTjw/jv73yGC/FhfNS5B7/77h2mphm8/pw//1TVh/N9OfGl62qGCXuhm186ry6tIx+jK8msLRuNphMh9F8Ywi93+pVlaXZgxfjQEdSOK7T1QKdPLBJdyVSGjTxHujldu7QO4YvNONkTxed9F/DHI5+LiEdzZy+6By6ibLSRZlu3vVUob1K+recOIRSOK7nTCQRMv60oyUd8aBj+QBg/2HQoGYVxv5YvVTLKWiHyQjQQ0h2gloqR2CCiseEkuGWiyNEScYZdfpADY5bPNegKiWhetbCdaoQBmLwm8rSfZP1gAQN8JB/rK/BaNl65Vpc2djt+7J5IDOu2n8CKBVUin67LP/PNjnJRbli6AGclofJYVMxS8jzYIV3lnCo/1k2JkpM4RRXslLnKO7IzIDhoSIe8d6OI3YT6uedE7Q/JsOV9jJ1EDp9SNEMup1KN2zB2cpLGToofgedVuYE9q8KHJ3/7MWrHFeKPR7rQGxm0bMS3TC4WKPmKsQUA1Gxt6UYf3KydPx4+K4wdMg507G6qsaRy+fpnS0xjE8dcg/4LQ4gTelES3boszvciN9uDDbvbTVFFed+hrmR8v6Tr2+0DquhZwagcfN53AYAZJ/T45kPoiw4iK98jwJ4Lp5Ti5R2tWH57Bf5x93FbEGAqjTaEr99q1LevTzKu3X1DWRIdnnC9li9VMspaIfJClOuQf3D3VLz0zrHkZymE7qwKnwib8J7T5oWXQku7IVtRvRT8xQZgeslfeGimKHEqL85Dcb4Xzaf7kjm3mGVT4FY7IYkBc62ubmwUHi/OzwUA5OVmKVHsXDjZxvW+fFsAmCxuEaRcdMpQnkM35Aa6kCwpEFl5A6lNinvm6YTM7JQ5la7w+VatXTNF6iAOnOjVIu/dKGJ5nlW19dQEg/o5A+Y+6G4jD/K16H6eunea8KipZWF8aFj0vZajQrJSGF+UhzuqS1BckDLkSBG/9M4x/PFIF67J8aC00Kv1EPmzIdQzZzxLh4pSp/w4GIpHF8g4oJw6J3CRAWY0FmqcocrJyuun5UwvTvd+jsGhYeX969blxr3tePdYwFJeSc8tOBBD67l+rF1aZ8G2AFAaLDJtK59XQv7PmHgtrsnNxjMP3CiOe7FhJh7ffAgvNsw0RQdobo519ZtAgPJcEDDu3WMhFOV5TUZGOmv4cklGWStEXog8d5hagKmcKy1EQt8atdMJ5cLjGxYAQbZiZ2HKLwXvsiQX9fsKvLh1cjEa24Lo7Iniep9Rx22U8LSbwFxAajOUAWGpZgN6ru4ldWUi5F1dWuCqpIGTbRTl54KH9+xKqPhYL4c01Bv0h7s+C+AvZ5VrazK5pOpFDcINUs52XpGqjvhyhszka6vWLv1V8QXI4maOZQOEGy8ALMAl7g1dKl0sD20fPNEjgFAATH2vZfIVWt/BgYv47cFTSeXnQ743ip6IWRktn1uJrc1n4Q+EsenAaVSPG+2KwIR7rlS+xcsx7USn/H7yxhEBhuJ5fl+B1xL+1xkI3AAj5q++ijj+/o9HcaY3mkRLm9fPt17dBwBoPn1eadTJHi49o57ks5g+oQg9kZhAcdNa290aSJZgGsfu+iyAFQvM4E9duo3uhYfZ12z5BPvaQ5hd6bOUt905bRwO/uge7ZzbGbYpFrUhExMeb+maUdZfQlGBmlQ519M9UXQET+CeuussSpmfiy982jxT9KJDyr7TXFKALzPZCr0wy2ZORDQ2hJaz/Xj87inwvHMs+YLoW4SrUN1uuLo5KM5X4BUUfcGBi1h5Z41Q6lSfzcOIQMrKvWVysWMJ1UjErlFKa1c/9viD+PTz8wiF43h5R6tpA5TLdYywWLPY4E6GDNY5uxaVZBQ0dRhNAy53yMyO/IHuU15Dl0rmIBsgcj4ZMIfmaW3z2tuRXA8w3gcKbW9tPoNQOI4xebmoHTfaEtngCqWh3mjOsflAJ3oiBnocSCjXm6/AaPtIdbjyOyYz7qk8V16+RQA3N205ZbAmlV823DoJxfleW0CjHZJcBt2ljEegurTAsk89ff90/Pj3hzF9YpHSqJPTHPSMUhUo2Rbj4bGF1SZ2tWe3WnttO0UXfQVe0foyz5uNM72GoXH08/MmKlQ3YmfYAoRtCJmY8K528w4uGWVtI3agDzkESS9jZ08E37hN7RHrzkclYndNLQVtIE41x/RXFRLf1NSJO6rHorHN4LL++TdTncN05P9uNnBdcw++aKmkreVsv4lERke5quNjHomoNsMUCM7aCIOjZznjlY6BimgXO3uiyMvNgj8QFh2fyHiSCXDIKDh4sjct+ku38vIOozEBGRpXQ1SgO04jKXseqtrbkVyPX7e6tADfX1yLLR+dRu240diw+zjgAVq7+sW15Y219Vw/eiIGyvnFhpkoL8m3VF+QVJcW4lePzrZ8rkpdyXl1gFgMB039re02eplwKVValeLsdgI0qtITKUpj45pkWC6/vQK/3OlHIpHA838xw4KCfnZri6nhhiwcIMafjdz5zI6cRfe+y++xvDfRPUTjw+Jd7Ita8QVuRRf5UY3vUveoS5GMsrYRJ9CH/D33ePmmTS9VcOAiNuxutyhKeTPiSsWpIQiF6COxQSybORH/tu8k/IEwYoMEDJFLozzS35HPhz8wYAGIPX3/9BQ1YoUPK+ZX4eNTPco655RS3Cta5l2KwlFthql0g7UsjV+P57R0Spx/d+012Xjj489RNTbfFgTGj7kSL/jlPLdbNLsKdEeieqbUIUsVercj9qCQrQzWJANly0enTSxXRMVLz58AQkZDkAGsWlSL9/1BXBgcxquN7fjVo7PTQrMD6j4BqnVLSp1XRNiVVjXUm+lvVeBBp7CtLCp2L16G+dyDX8GzW1ssx7nxHnnuFjCvCdr7ZENeFie6Vt31U217i7BiQRWaOoLIzc4e8TuQjresY3y7GpJR1jZitwmrLGeuOHmeil6q2ZVGqDIaNyMsZctRptPj3ikHrtH3QEJY+wWjDNKW6ROuxbfmTLaEBFOI54SrXJocSuTzoevzmp8kGXj09Q9RO2409rX3IN9rLDUexlt+ewV2t3YjFI5flvIHleLiZUs0b26QupGY0aD+uQe/YvoNbTAvvfMZgM8Bj0fk5XRzKW9K/sAAnvpdMzwej+X86Uo6Bo6TMrbjj5fPoQPMrV2a6jNt1/SBREfs8fGpvfj6reXYsOs4NjV1ClY/ugZ/znRuHmKluaG1uGZLMz7vu4gLSSPWrpRPNS4Su/QQYN/Fyq60itcuk1fKUysqo0W1P+neV5XCp/REfMiIDtHv3BiAl5JKcVqHTteX7+Hgyb5LilrJIFsaV6ps8DDqJhShqSOIQH/MlOO/mpJ1Va/2v5nQgtSVVK3b3oZ8b7bp++ZTvVi3vS2pRA1ZUleGu6aWYup1xgaRl6ufdkIWh8Ixk0Gwdmkdnrp3Ggi4trmpUyjyaHwYd00tRTQ+LMLQRz/vN42dFt7LO4xSFXmMOqHjnt3aYpkP2vAWJJmz6CUyFFduMoScEHm89cl82fqdfgBGi8HB4QSIgpDfOwmhff2BAcex0mZoR7bBX0KVV0H3vK+9B/vaQ9rfLJ9bgafunYbjgQHbc+nOv7/D/vyXQ+T5pPWif+4J6a9V6BxP/vZj5X2TFy2jjnXjWru0zvRbvnaaOoKmdMNL73yGl945huJ8r+k50/nkzwGj53B1aQH6o3HRiOGW68eg5ex52zW1dmkd7qguQW3ZaBw80eN6DfL3jNabvIaX316BorwcBAcums7pS5Yyrfq3g/j2P+8X88ufGz8XremeSEx8Zve+0jXoM5r7uvFGs4wnNh0S/P8vPDRT+R6p3tF0RbUO+Xnl91i+JhkyPRHr+nEzTvl50PX+ePhzPP/WUXz7n/fhr//xAzx480RUlxagamwhNuw6joMn+9DZE1Xm+K+GZDxrG7GzAFVWLc89888pbKOi9pNFzkFTKI0agoTCMURjQ9jd2o3H756Cp+6dhkhsUISF7r9pAv505CweW1BlshK5tdoXiaO6tABTy0bjuT98ipazfXj6fnV+ys7K/eqN47H96Dk8cPMkUfJEG8aLDTMtXMpUA0l/5VyfiqJUVaoxEvYst/dE30dizQA8plpVAhytvLNGbBiPzqtCbrbBoKUDpqnOH75oeNZXMvel4gsA9OH65XMrEY0N4cCJXi1Yh46dUHQNfvLvR0w0jiRO3r48Lv5bUvZrtjTj6Of9iMaH4SvIRd340abySfKiVy2qxd//8VPsa+9BMByz9Eze+dk5+ANhTCi6BgBQniQyamwLYs2WZvzmsbna9/zz8xewxx/EW5+cRWdPFOGLzdi0cq72vgxq2kLEh8y1t/Ia3vh+B/qig2g+fd4SUSLQlTEXBiPXzs+MvWNWhU+UcXGvnJ8/nbQIb5bRem5AnEOO4NGcyG197RDiPIUBmKtbdHunU0UFffeTNw6jsS2I+NBh/OrROcq1psPmqJ4HjbsvaiDZm0+fBwCc7o2iIxjB0hkTTOH27y6s1nKVX0nJKGsbsVtAupKq3a0BlBfnm4hOVOEoEl2dY0N9OTq6wwLpy1+E1nMDaGzrRm62Ryy25lN9WDZzIp7d2oILgwk8s7VFhNuJTJ9+S+Uuj28+JMpedGFou41XBW6i0Hh8KGEB6DzzwI2WMCWF/lAHS1oBsCrWS0VjhsIx4TnYMXgRhSBZ4ZHYEPa1h9DY1o2SwlEiLfFRZw8eqr8exflerPq3g9jjD+LgiR70XRgUmwldl55zdWmh2PTp/PKLL3faGkmZCAdkUScwO/EVeMXa0q0HWvePvLYfoXAcG9/vUDJcuRmXLr20raULudnZ6IsajR82r5yL4nwv8rw56AlfxO7Wbmz/tAv7O3pMNfrqxjkGNmNJXRk6QxGsXVqXbOCR+k71nhN7VUVJvsB/eDxWnIfMcb1hd7uleYe8hu2MNSr5mj6xCCsXUqvVVjx17zS8vKNV8KCrcBSrFtXarm2aXxXDHXXQ6wnHMK+mBNHYoKXBB82JzrNMlTZ+gq7zF9ARjAgKZk4ERRgcjsVZUlcmSilnVfhMJEnyeqkbX4TGtiDqxheJZ/CTNw6jbnwRVt5JkYQUNke+Z92eMrvSh3k1JTgfjaP59HksqC3FN2/Ls+zbV6JqxY1klLWN8EWiWuTyZ9tautDYFhStHAktapffUdXJErOX0TjCUIYAtNYzB7bxnGFebpappIcTLOTlZiEUjmN2pQ+52eZNg29AfZG4qIsm75nuW2aR8gcG0NFtbJxOOUE6D+XNSPlVlxZg2cwJytKU1LXUnoPcElMG5anmm49lc1OnBaSUepGLMa9mrCjlWVJXJuZ5w67jKCnwCoTs5JJ8NJ8+j7rxRcnuTs2i+4/chk9nfMhEPCPJj3HF6pZ8Rp5fXSTDbX9ju3GphJ7PivmVABKoG1+E4nyDkGL53ArRu5jKpJbfXoFfvNcGj8djIsQg4SWWtAZ++NVpePK3H+O7C43661kVPlE3L7eoJKR5Xm4WvrvQysYle7U8z8zz+1y4sSZLdWkhY3wzjIwdR89hx9EufHdhDQBYnoWOK8FufuXf+Aq8yfTYCQBASYHXUhLI14Yu1xwfOoKO7jBOJUuqorEh5Hkp7ZfA+vf82LD7uGi8Qe/9K7v8mOzLx0edfaKxEN0/Lw0FgJV3VqOkMMV+RrXbjW1B5HmzkO/NwbKZE8Rzl++Z7ykHT/Sg7dwAbrl+jMCP6CItun3vaklGWdsI31RUL4IqzEhUpHkuea9VXgZtAJPG5GFezVisWlSLPx7+HPGhYfGi8o1d9tw3r5wrlDI1HKBcLVnmrz48S0vxyTcg2uCf/O3Hoj6as0hRveTy2yuEp15dWoCVd9ZY7lXe2CikRjknKu+xA5vZtdaj89OYVSVjOq9OKIkF5sYQqrIcAGKe5VpUolAkI4F6mwNGCLblbD8a27rBEcsq44PAim66izkJ97zIiJHrdVXzC+gjGR92hIQhaefJAe6pNw2MhtEAZuGUcdh+9Bwa24KC5ITQzRUl+bhpUhG+euN4wYinakUJqA0DGjutV6LIPRlqwtjCUaIbF4WI3275HB3BCF5tbMed08aZQJ9845arQeR6dI6Q5/fM17A8V9tausR4ugdatHXq/sAAdrcGbLvLAXDkBPi3fSdxIhTBrtZu9ETipqiZU3qjurQQ82uNktGcLA8GhxO4EB9Ey9kIVsyvxPK5lfjerw8mf50QHeLI6C3wxnDX1FJTdUmqo6GZoY0T3ayYX4VIbAiB/ovoicQF2FaumAkOGNz4PFL15G8/RmdPFN6cLBPhjF31j8yed7XC4Rll7UJUyG/AGmZcu7TOFimqEr4wuOVGCuc/3D4ZH3aEsGH3cdw1tVRZMsDPwXPGP/1Di6m2VVY8OmpNOb/95G8/xvcX1wpax92t3Xjo1knY3RrAjqNd2Nfeg92t3QIs9ui8Six58T0LzR8/Lw+p0Wav6jpmJ3INNW2cXCnJxDG6F1E2eHhHLTvDgXtBACsLE6V7qdDp+KJrRGlb+OKgyAvrws0/uHuKKI+7lA2BX+OWycVaD0zlUdgZE2QMbdzbbksj6jZ1IYd85ZBrqgzPoMLdfvScNiyrKwkz1m8A5cV5Aiy0dmkd2s7thz8QRoE3G7MrixGJDeG9o+ew8f0O3FbpQ0cwIqJF/N7nVJWIjVtm4+L7A6WeZENUNvjXbGnGvvYeRGJGPr2h3iBzeeuwwai2cW+7co95dqu625UsuvJSwFhzTy+bjsc3H8K3b5+Mf3n/hBKTYCcN9eUmVsPj3RGRsvMVePH0/TdaDLdXH55lid5VjC2weLHyOjKjwg0ug+OBAQsuKBU1MPeE39zUie8vrsXaNw6jwJstAGc6w1J+rlebICWjrDWiaoDAayZ1NH/c03TbrJ6EQkQr5ldZ2u9tSoLXSPHqLPIU5SGweeVcbNzbIUrJ7DidZauee68P1ZfjN02daGwLCqIQQuwW5eVg9Kgc9F8cxJi8XJNX//jmQya6Px0hgi7kbSeGJ9GdDJd6TBYvAPHSUz9uJ4UnK3GZpELl9bgZIwB8ZcJo5I/KFWE2KidyU652JTYEp+gCYHhgT27+GIH+i1j3lzdb7peXGulaq5Ko6os5AElVVsQbY/DcaqoML0eA3H50nzksy9M9xJomE93MmDga4VgufnSf8SzHF12Dzp4orsnNRm52NhrbunHs8370RuO4o7rEpAD4vZOhHr44iP0dPSY2Lr6maAwqo8f8LMw8CL4CL9bcdwPyhLJR580jsUHMrvQ5GroU/ZM7kQHGu/6jNw4jFI7j1T3tOB8dShuToDK6ZZyKvI5lVkPA6sUC+pI9+TtV5ILa9lKkis5/19RSE9gPgMi7U29rncedDpjvckhGWWuEowllPm3AvIny/B1ZxgdP9qAvOginTZbntTYfMEoZ/nlPO+ZWl5jC7RQu5uhKFULyluvHiLAyWZS6Fovy5qxCmqZyiAbqmYyQB2+eiP/0u2b0RQdRXpyH/ouDuCeZX3rynqn42dvH8GLDTC2HsOyx2iHvVUrS8CS6ER8aQk5WloVfmJ+T8xHbPQu5RpWTVDy2sJqF2d3RZnK6Qqe8u+r+09mEVeeQc/j0uZvoglG/2gsAWP0/P8LuHy6y/F5Vw64SVX3xnKoSi4Ln47Ij1HACuVG655pk2dfGvR0mg2Hj+x1JZdUvjn3+L2aIZ/9KsrRwTpUPFweHlcYFAZ/kHDo9Jyd2MfleSIioRD4Pz8HKQqWGbmqNjT3BoGulzmsAhNFFNcQVJYUoEWAsmCITTk6IfK/pGpk8HcLvlwNS5T7auvnlexznDqDzLqkrQ21ZJ46c7mPvWIuosInEPkFutscEXlO1UJbHcyUko6y1Yliw0fiwycMlD41vuNtaukBdm+i4yb58jL4mVxD5y83pSWgx5eVmCfT24HDC5JWq0OSyRT5hTB4AoGZcIf7b128S51dZ0irihic2HRIeM/eARB4+PowZk4owo3wMXptmgFmi8WFUlxbgZ1+/CR92hPCnI5/j4MleHDzZgy3/8Q5UlxZakJMqFrQf//4w+i8YCMzTPVFMLDYjMFXeJc1/JDZk4ReW53bF/CokEnBsqiBfR+5lzvPqbmgz+RrhrUFvmVxsIUlRlcTwTRiAY35Mnls5h0/rQWcUyZ7KgRN7cP7CIEpHjzL9zo4O0i76IBspHxwPYmrZ6BHn/Qg5LT9Xuk65Lx+vv38CPWHzu3fntHGmcQKpzd4fGMDbR7oAAP0XBvHyX90iFJmMjuYMYTK5DU/RUK95ypXaGaay0nFiKVPNq064l8kNUSDVfGXF/Eq0nO03NQ0BUu/GRyd70RuNIz50REnHaie6tSF/TuQ8qxfXat9pu/ngYgcSpuPlcj9aB2u2NOPTs+dx/sKgBTvh1CnsSkhGWWuEUKSR2KC2wTy9VMX1xoKi8oNEIoGZ1xcjL9cIXZUUeLX9Z3mOh0AZ2VlAjseDH//+ML5/9xSlJ0So8e/9+iDqxhfhRJJBjIjtgdTLCXhMfXtTSikFoqH60Kfvn25ikXqxYaboQASkkMnEz0zK55bJxdj+qbHJcZ5eeSNR5X2orhQAdrUGTGxogHoz4purLs/Nr0UvWIliLmUEsCrMRiVFGx6uF+Ax+XgdShcAFr/wngWoxz1/Ve5VzvE7hcPluV1+ewU+PtWL7y+uxZm+C0pkrE6qSwvx87+8GY9vPoTvSYhvzuw0v7ZUaVjFBg9jwRRzJIhHU17Z6ZcMCfV9OSm2+gof1m1vRV5utvCceP3wxDF5lsgKf96qiE1v1DBan3ngRjFfKo4ElRHNvwsOxPDGoTNiPW9tPosND9fjzUNnHJniACjz4Kq1pmLIs3MMAJgMUSoRXThlHG6ZXCzmnHuLtBZLR4/CpqZTqBs/2nUkxynCZV3bBilPNDZoAUJOLRsNX0Eurr0mx5WRZwcSdlpbudlZOH9hEIABDpUbxajWwpWUjLLWiJwfk/NoskRiQ6ITzV1TS7Fh13HxgpMSjw0OY3DY3OmnJxLD2MJRGFvoxXcX1mDj+x1oOzeAzp4oXv/gBCYW52k3VQKVNLYFsWJ+pcixAMYL+zf/8iE6ggYSc/XiGuFdy8pvc1OnqT507dJU+RchZitK8nH/zAliUapqrJ//ixl4cvPHON0TRV80rgRQqfI+scHDmDgmD23JHO8906+zhL/coMPpvuVwnY6Igc8jN1640AvN+3vLz8MNcQtvDUpCjewfunWSKXXB74021eW3V+BkKILlt1cokdyy0fLKTj/+dORzhMJx/GrfSdE+0G4eZNn4focyzEzrp3bcaEteX3xXNlpsjOSVcuXEwVdEW6oSZ+NCz7pGa02mIZW9ROocRfcWHzoiwGSR2JDARVBtsA5IJ1+79Vw/a5kLUekwYxL1+NYzxdE45ahRisdA79nqDDtCRRvefiqyReA3epdTUYEhS+j9L2ddL5wMp0gOrQtKKT48ZzJys7MstJ7yfkQdCzkWgq736/0nEQrHGY+EeyyHvPadyjirxhaisS0owIjbWrpQXG/FWlwt2tGMstYI3/yo7pkDr7jwmljadAmF7Csw2tpt2HVcKG5549jXHsK8mrE41tWPFx6aiY7uMB7fdAgLakuVPZ65QooPDaNufBG+euN1OPL2Mfzmw06sTL44ZNG/dfhz3PuV8diw6ziaOkKor/Bh1aJaU36Wh8qJRcouR0VeG0eLVpcW4s+mX4fn3zqKrv6LWLPlE0uPWVk4ovobr7yPfe0hR0SrndCGQZgBYp3S5WlVPWu5pDwrK9czyapFtWg7NyAMFNVmWTG2AA/Vl6NibIE4jkg83v70c/zuu3cAgAWARYrurqmlRv71/Q5lBzN+TcoHX5Nj1LcmEimloJoHnSemC6+ama/6TXl9/h01ejBaSgLER0+bna4ZCBcn40LXilY1Xn5fscHD6InE0BuNY2yh1/SO3Tp5DNZtb8ORM+eF8f3usYCldS2tjU1NnfjRfXWW90Sev6d+14xIbAgLp4xzHLPqeMDgL2hs67blMdA9NxnDwnEqnGiFo+6tUcXU85KfDV131aJavLyjFe8eC2D9Tj/ePvI5AKC4wItnHrjR4uGqctGPLazGwRM92Np8xsDzJOf64TmTkZ3VLTqurV1ap12/sshr3wloOa+mBKsX12LZzAkimpZuGP5ySkZZa4RvfgBsQ5BksfK8FC+L4LWN8sJMeSmF4sXf8HA93nvyLgBmthw6LkXcAcGQ9chr+7HHH8QefxB5uYaH3d5teNadPVFsburELdePEb/Z2nzGFH4k0AmFyvkGp0KD/uK9NoTCcbz4zjHTJtVQX45ffXACnT1Rk5JwJ6nw16XkMYEWBAcuovn0eXg8HtuXmYPA7Og17bypDztC6OwxelynDDEz+nlbS5flJX/mgRvxF7/cg97IIH78+8Pw5mRZFO7qxTVYsaAKh072YMWCKnx1+nUAYKqTNdIYo0UdfnG+V6RWfAW5eP4vZtjOmc4Tc0Lnc1S0vOHxjXHhlHHY2nwWC6eMM2123HCV516l1HVjsPteFeqsLk31mgaAphM9ON17QZRLEe5k+sQiLJhSKkoA5VJAnsJKsQGm5pDPnz8wgLbAgPBg1y6tc6xQUM3/yjtrUFI4Ki3jhIsMIiRFzeu/iUp31aJaYVRMLRttMc7luVdVe3zc2YuOYATVpQVYPrfCMgYSbvhQ0xYevXvhoZkIDlzEx6f6sHjaONxRW4o7akst4XVKGakArXYYDTNqfBDzakrQ2BbE/FpjX6D9PJ3I1OWWTCMPjaxdmiKIp2YAFIKUyeGpJvYHd081keqTUG3jthYjp0sLc+PedkEPuPLOGkGeQCUE8jjoOH9gAEV5OaYXZ+3SOhFuAxKoLi3Elv94Bx66dRJysjzoicTRdf4CAODaa3Lw/cW1JvRqQ325I285F6JePBGKmBo6+Aq8yVKfAvzne83ADaemHM89OAOzK32Wc3JxaiRAG8ZLf3kz7ppaih9+dRpWvN6kPR+fX5XQC23n6TfUl2PF/CrMqykRmwRxQNN15fklA+KeOkP5Tp9YZBoL/X753Eq0dvVjf0cPWrv6sfOzAN49FsCbh86I6xtpjONiY6HymbumluLFhpnJmnb7phV2c0BCz+/giR7xDOT5UT1jvunyeSAjwUBvp9t0RD8+fm3VeYg3YcWCKqxeXIOya69JfmOsaWrSsnJhtdjMPzhuGMc8/wnANM92c8gJiTgGga/JUDgmmpXo1jdvYqESeR7lOeHPi567TNRCY+PNSHhKxM28055306QiIy34cL2lpI3zGUwtGy2athgI+wHTujTSCgPY1x7Cht3t2Li3A49u/FDgUOh38rzq1pFuvT27tQXrtrfh1sk+5X7oZj+4UpLxrDXCw3lE4KEKQepYtFQ9lfnfSGwQu1u7cfBkL4IDF7HmvjpLfWIoHMObh05jxqQxKM43AGW/3NmGz89fBABTLpGUM/dyeiIxbDvaJchKyq4dhdO9F3D+wiD+YXurqfxItpKd2thRick9dWX4b386htLCUWLzpuYJv//otKmNompuZK8335vihLYLS6saDaie3ys7/QK8pTofB6ql683zOVpz3w2W73k4kmMgOEUir+GlDZSzNMnnefPQ6eTZU1GLWRU+lBfn4U9HPhfRG5Jf7mxL1t2n5lzV5tLNHKjQ5U75e9080OeRmBEaJo4BOqcB0DJ4wOV7kiXFMWDwt/MaWZ0XR7wJjy2sxrKZEwW3tEpJyvckk/FQvt6uHpnPAeFC5FA1T6cB0JKf2EX5dHlk1e91Hrg8Nh65kXtxh8IxVsmg3vPsFBtneYvGh5GT5TGRx8jpi/jQEVSNzceBEyFRWnjwZC++NWcyivOt+W+nUDfNEy/l4ilMEqf98GpIRlk7yOamVCctnovm3/OHrnoJZUVItY602KitpRw2I4AYAGxtPoPF08rQG0mhE1U5KTmPScQlNaWF+A9zJiPQfwxDwwnH8iOn3Ayvne2JxLHpwClUjytM/tbwUFLI7hQyPBIzs3et2fKJ2GB/89jtlk1NFkKh94QvYt32k5bxycrf7aYxEvIRt3OkOkauW19SV6Y19vh5ls2cKJq2kLy8o9UUhuec5jMmXivK8eQxUCSH5vvBX+wx5fm58IqBx++eItC+sujypQDQGYyYno1hnOXg3WMB5GZ7sGJ+JXYcPYdgOIaVC6sdm4qQ0L3OrizGXVNLEb44aJpDwpxwZjsgtYEbNJlGWLyk0Fgjdu90KqerJoNxg9hWrY2G+nLsbu1O0tFayU+c5pePTc4j20VNnGrCKXLz1L3TmMOSMlxUxjBFACjfrHv/ONDw7//4aZJLPFs53urSQvzq0dl4Zacfr39wErdcPwahcAwLaktNz8EO0KqbJ5LifHuqUbrGFyEZZe0g8mZPuQs5x8HBWW42e/IcPj7VJ8og+GLmALHi/Fz4A2GML+rD6sU1ADwi/6PjeAbMtcj72kMIho3G6bdcPwbenCxLgwHdfeuENvBIbAg3TUrxY1PZmwrp23quX6JdNKN5dfNHG6Ch6MMYX5SnDFPJys4ppynPFUfTO9WEynPkxvqW15Nch+60uVJ4kTAM5I3LLT1Tz37Qgugmg+fReZV4tbEdD948EQ3r9yZJfNTdpXjFAJXqqUT1/GT2MF6+yO+X8AP72kOMkMNKECLPr2zgych4NxEBXTmOXZc2HVFJuoYfv6+ff/NmU3TMLbkKCVU+0DE8cvStVz+QOlMZYqeIZKpluSJGZwy7mXM+3o17O9B1/qLIbxfne017LG/Iw71g6thF3AxuRd4XnJTxF5mrFpJIJP6P+O/WW29NXE5pO9ef+Ot/fD/xd1tbEsGBi5bv17/Xlpj8w62J9e+1mf4tS3DgYmL9e22JAx2hxLf/eV+i7Vy/6fu/+0NLYvIPtyb+7g8tibZz/Ylv//O+xIGOUOJH/88niXn/dXviR/9Ps/ZY+bp0vPy7dz/tStz8zJ8Sb350KvHtf96XmPzDrYnJP9ya+PY/71Pet+ocKrG7b/n+gwMXxbVvfuZP4vzy9XTXp2MfWr9XO762c/2Jh9bvTTT8co+r8fOxyULXa/jlnsS3/3lf4t1PuxLf/ud9iYfW79HOnZv54GPl56W/TuPm85jOdfh56R7m/dftick/3JpY9N/fTUz+4dbEjL/9Y+Kh9XuVY7CbK6ff0Rje/OhUYtF/fzdx70vviWcpj/WvNryf+Ls/tFjWfNu5fjFON/fN5UBHKLHov7+bePfTLtt3UR5v27l+8Uz/7g8tls/Wv9emnF+63oGOkKvx2a2bdN8x3Tzx914+l92zdXN91RzwvUw+t3w9ugbtDfK+qlvvTmNzs2bpN/Rcndb31RAATQmFjst41hrhNcwlhSlrlbxFzv5Fwv9N1n3tuEJs2N1uCjlSLnxzUycOnTR4vI+c7sOzXf0Wa3Ricb6F8Uq+Hv2VQ8okBA7Z8tFpvPDQTPzDO8ewq7UbqxbVWjxIO6/ALsSsE26xUhgcSJhCom66PDmFx+nYfe0hzK70uSrlIKakSGwIy2ZOMB1D1+uLxkXf6t7IoIVWkkRHkagTubbbbY9cOwS2StSemOE5F+fnomZcIR68eSL+YXurqZGCfG8qKtQ1WwxvnrcWTHVJYk1NJPxAebHBtpeQqgV4GZ88H4Qb8RXkKjtG6cQfGBCduY519Ztahurmmq/BtUuNtpeHTvZgf4eR+yeKTkJUy+eirl4fdoQs86mK2KjeI+5V8u9Uz4K/Yx8cD2oJduJDRl7eDrnPxyg37dFhB5xSN/Ic0HipDptX0yybOdFCOrSkrgwzJp1BJGakz+h7p3nj75jbdB9v4EPfy//O5Ky/ZCIvbmuez1wfqgPaxIeMVnBySFjkLhdUoWBUjvg8EmtGfCiBh+dMxjW52aIJh2qByC9ZfMigK2052ydywnQvHOAzsTgfHcEIXt7RivhQwtKyMT50GLXj1KF5uYxMtXhD4ViyttaDZTMnAEiFyaiJRes5a6mLPFbAvLnplJjcZ1bOWeolFYKXNxzabJ77X5/i4Mle3FN3HQL9F7UGAIGDqNmLU+2nfJ924W8V0cul5M2on3Pl2AK88fFZ0TddpVzo3uSyGsMwMgxNSmlwfIfKkOD5Sf4uqJiv1i41U4kuv70CHxwPIhSO481DZwS5ilPq4anfNQsDwW0eVwb0vXssgIdvnyzeUxkkJ5+Lh2nlNJW8znTj14VluYGpIpjZcbQLt1w/BvWTi9HRHTaVh1GZp5PIaQtq2qPDDqTb27yh3sq7z5ncqhdaS66oPrz5VB/ePRYwKXoeKideAiqp061FPhb+V0clyv+dyVl/yURe3PJGI6MiZVF5gvRyvvTOMUTjw1i9uMbUWxUAEgkD3ZhIJDAm34t3jwUETaEdny4A1E8uxsGTvei/MIQ1W8xdY+jar+z0m7iBb6soxuxKH2rHFYqcOwfbqLrMLL+9QjQwCA5cROu5AdM4CG0LQNRtq85Bigcwb7puPG0u9ILxPrM0N6rNMNUcYaKoIzVKYawb+MqF1YLcw6l8i//VjVs2Pty04hSMW0nvnjNujUTI8xsaThkrdmV7DfWpemLasClPHh9KCMPOCczHlZzqGcv5TaqFJrpe4s7nNJROLFSDyXsszs/Fd391AEACzz04wzFqROtoc9MpAAZW4H88OtvyrqsiF3SfL71zTDQDImS3rNxlL5PmTeU1+gMD+P1HqWoAf2AAT/2uGRfiQ8jz5uBPR87i4Mk+lBfnYcPudrzd0mUCeLoV+R2V31VZ7CIJshiGfAdqxxVixqQx2jVH80L7y6pFtVi9uBbR2CDiQ8MWXnNan6sX1wgSm7umliqxBjqOcECPXSDAXDpRncstGWVtI/ILzDeab736ARrbguiLfoyivFxLKJFCqT95w6AuXHlnDXwFXpMi4y03SQjc0z0Qw0edffAV5IpNkpf1qGgHV95ZA8BAl8cGhyzKgntIRHtpoGh92LC7HRcGhzFxjJUDV1akRk2lEWprOdtv8szpOGpgQCAdOWxbXpJvIofRbbpOXpDRKjOAFfOrlIAgVe9m1bV8BakuT3Yvs05kYI9u3KSYCGRFaRL5vrnQuYiXefrEIuXvnERu4MI9XCfmpx/dV4fHNx8yocqN8Y/Ght3HhWE3Eq+D7o/eIQI+8o1zSV0ZYoOHMX1iEfJys03rWGVopCgur0dRXm6ydWwIgOFty2h3lXH17NYWnOkzuAnO9F1wRKWTIiJyJN7ukkdHIrEhrNnSjOcenGHxMvkaUkXrToSIYKQST2w6lAzNG0LphdLRXnT2RLGgdiwqx0aVKRu7aISKEMmuLM0ukiBfj5enqfY/+ZwpdDwwp6oE67a3Yl7NWFO6iebvrqmlokMiPQeV2JV/yu873zN0fcCvlmSUtY3YcT7XjS9CY1sQgf6LOHiyV1j+vFGDkfdOLbaSwlFYUleG0z1R7GoNYFaFz3TO4nwvbpo0BrnZHjx+91R82BEy5ch5PaOKdtBX4MWa+6zhYyCVU53syzexAm3c24EtBw3v4d2j59DZEzV5AgCw/r02bNjdLurBuSLqDEZw5EwfRuVk4a//8QM888CNqC4txA/ungrqI00b+qamThR4s9B8uh+RWDMWTSszcf/yvyRO6FfCFhBFKSlnehFlw0O+lgo5TOMF0gt5yexcKuEIfZ4msQvV8cgIxwqQ6DZfHR7h41O9ggjDrccl84Sn0jzDSrIXOwNA/g0vA+R883zj9BV4RTQhFI4JBj7OTW+WZF6+YBSeeeAr8AcG8MD/bw/6Lw7iwuCw5ddy2J1Q9m3n9qOzJypKJe0UHVdE+d4cURXBc9sUWgZS6QOeUrJDJa9dWofwxWZ4PB70RGLi/8mz/uFXp4nSNEJJb2vpQnG+dZwy57Yq8uQ2P0uGqgqvoLpeMBzDkdN92neEGz2P3z0FgBG94RHB+bVjxdhUKTm71sC0VjmdqtN7PpLKj8stGWVtI7J3lNqgjuDWycVYvbgGC6eMw8s7Wk2eNT+eKD8ND9TwoDp7IiJnDKSoTOdUlWDD7uOoLi1AUX6uyZPn4JzwxUF89cbxKCkcZeEOD4VjWP+eHy1n+/D0/TdKoelWrJhfhdZz/SL3lu/NRmdPFBUl+fAVGBb5gRO9pnw11YGr6sGf3dqCnkgcf0y2FXzwF3sw7brReO7BGaYNnXL9RXm05Dym1ALl1pwWvkzoIXfKkl9EObwImK1nDhCiZyErIFl0ConTyjoRwNDcOXm1qmsS85PTBq+qYacGLTov0YknnJowUH6SrztO9mIXek2Fvc19wd3UBJMsnlaGorxgMt8+YEkRNXWEsGJBlShxrC4txA3jR2N/R4/gTOfCKUipM1t1aSHW/eXNogFLXyQu6GF/vf8k/unbs0zX5UApee3w0PIvd/oBJMR98vVoB9qsLi1EwagcwdD12iO3Yf1/qDdFrT7sCIlaYVVUSb6GTPDiZDDoxA6vIKdHSgq82OMPahtjyEYPT8upwJU8qkUGyqwKAwiqMgh4udjqxTXaiIB8TDqlXldCMsraRlQNAIjHm8BEHKn9NUZUQccTqxivFaRaRXpxZ1cWC89azg2S0OIkXnDyKFT9oskr5Oeg2tqvTLwWref6xXmX1JVhd2s34kND2NdubGSNbd1Y/55fsHJR20zVJmoA0o5gwphr8PaRLvRG49jX3iPCrSdDETx+91QU5edaQFL0ArhFQgMqQg9z/pPO6Q8MYGvzWROIRSVcQfRF4mK8drk3XT6aaqDnVHWJeSEsgIrwJJ08oqzgZG+F/02JEQaMDw2lcrzJBi06hai7NwG4+8On2LD7OFbMr8LapXVYs8VA999UXowNu45jdmUx5tWMVWI6OBCQ8tP82ag8fZUHs3FvBzbsPo6Kknx0BPss78qzW41uVZ+fv4CV7Lk//xczbO+9od5oa8mRz0SV+l/f+hSfnO4TefOOZDWDvPY4UEpWlpS+umlSkUiLqe7TbvPX5bzFPUooa7ovnaSM2yHletLVOsvj5hEs2ZjkItdtq5Sezuix63rGc/9kNNiFrTkgVMXb7yRu5vZyS0ZZuxA5Z+sPDODjU73YcfScLRWi7KVwK5IUrdxEglOOqnLmctcu+eWlDaflbJ9pU6JN5yf/fsSEwt7W0iXC9IT6BAxEOYlTuDQ32yPylbR5r11qNK8g4AmRx/x8RyvqJxebSA/IS5Nb58lzzwkRnFor0rWd0KD83ih68eRvP7YA+rjoPEDZg5hfOzbpEYxSMmG57RZE1zwZahIKjoyvWRU+k9XP54uiG9TKErAyPMljcPJuaV20nO3Ds1v7RR44JytLbJAqpivADAQkg8Nps5M3c39gAG8kKVd5TpbfhzxX/J3R0dwCqbaWjW1BE5CO0hbR+DCuyfHgz6aPR/fARccIgAp0SGmxPG+2KdXkBJSjNcXXq6pcUEZZq5QP5fMp3UUlSzx/S59R5Il33eJrjb4nz1x1P4AZVU1Ur74CrykaRcKNHjcRJD7HRpnXaURjw7YANsLVUNkmP4du7rm4xbJcTskoaxciL5JtLV2WshWV6DiF6TyqjZG/jNzj5OAyXViVPBnyiDnXsw6Fza3YmtJCrP39YUwuycfT99/oam5kwBTV3AJAcX0K2frEpkNizg6e7EWeN1uUYRCK2w4MFgzH0NrVL8qW7BpT0DXpr9uckox65nPOlamOT9wJWSobPW7LeOhYruCe2HRImbOVUbQUsSGuAFlUJWu6+waAp++/0bTmqG7+O/Or8GpjO1bMrzRFj+SSJrmfMomulnvXZwGsWFBlUnjEcvXAzZMMqtVgxNL1Sp4rFXiMr1udsULP7L2j59B6rh8vNszEjPIxAolsFz6V1wNPi8l0ojpPzU5ByeWCAFzW4Hukv2rlw0Pba5eqqZbpe8Cj5NpWYUX4v3k0ipwZ7sW7iyDBZGDQvrJ6cY2tspU7DcryRYS67SSjrF0I9+YeeW2/AfaaX2XxXmXheT5erkU5EoM0vsQCAJGPp81Tt+HwfCvPA+rCruUl+abNmKzYR17bj74LgygpHOUqj8rHSIApPj65HjU48BE6gpFkm0cP3j0WgK8gV4n+BcxI7yOn+5JtQc3c17rQ+Ugs355IDGMLvRhbOEo751xGMgbZA9SFNJ3G7uTdp1C0xtjcpAHc3Bc3VJ7d2iKMs0de24/Gtm7kZnvgK/CayFv6KlJtIaOxQWzY3Y5obAhr7kt5xLVlo7FhlxnUR+Fsb06qv7nqnSBwJzV/kRW/6h5161YXiv/pH1oEwG5OV4kp5OrmeVGVwj99e5aJ9EMV/uaf2Sko1Xd26z5VsqimSbU7P6dalqsK6Hd0TpXhpUJYy9fg1SqU4uIesw4IJyt3nQHhZv7S+f5qS0ZZK0RebNbcKkyeEDVMl4UzN1G51or5VQLV7fSycxRwbdlo9EXjgsVH5QXw0B/33OX8oWozpmvEBodtDRBVWM7IXTZjdqVPe2x1aSFKCkeh+fR5BAYu4j//+Q1449BpI/f3hxYU5eUKr5mEI72fecDs0aUDRnIrRPRBaQm7a/gDA4jEBnHL9WNMeWk311AZUCovUhZZmdsZCBT6VaUWuKiUk5u5le+DH0NrhAgq8nKzkrneFsSHjDz65gOnMLd6rPCIeyMxVJcWYELRNZZokC7yxMPd1aUFInUhR2hU9ygbHXb3urnJ3KyiON+LSGwQ0fgwaseNtiUu4udQKQ43AC+ZWUvOCbuNHDkZg5zMaPncCpO3yq8ts++R0Dl1wDaVyOA6nnPmIXm7qBsds+PoOQAGoVRxQa6jUaJLH+nKuL7ozlsZZa0Q1aI2Nuch3FZRnJYnZHiH3Xh4zvUoLhiFAydCphdfDi3pxrNh13EBqvrJG4cxv9ZYzDxkuXnlXGzc225pKkJGRvhiMwpG5SRrPQcRHLiIb7zyPp578CvY1tKFDbuMzjrF+V7tBq+6Z1nJ6YRvvr4CL+6puw4bdh8X5W+yJ7f89grR8L66tBAvPDQT63f6ceR0H5554EZXAC2nvLCdp2uXq6d7ri4twIbd7SIv7SQ6Rci9yJ6IkQvkKQsdvavq/nituSqN4BQ1Ud23Lre9/PYKfOOV90FkI1xZrphfKXAQ1PnrF++1oSgvBz2RuFDUvoJceHOy4Q/04QebDmFwGIgPHcavHp1jGocMWtrW0oUND9dbgE92HlE6jTF04CnAQCmv235U5Ol5iZBqU+ceIkXVqLwKSAG8PjgeNKWo6HxyWZTbKIxbLx3Qkxm5Sd/prpOOguPRGPn3dmF1SrnQ/HQPxOAPhNF8qk9Ugshrxy7czjEOVOlgGJ+DYn6+iLB4RlkrRLUwjM05BOoIo/sdidxjNze7FMvvqMQHx4OYMfFa5CXBGKqHruPgJlAVBwylvHND0anyMNaQn7HZUA75J28cxs+/eYu4FzdADn7Pa5ca9Z5yGY3TxrjyzmqUFHq1YDG5tpeMFgD48e/dsXjpogg0LrcIbV1oddWiWvzx8FlXfZcBdz2EZbpHGpsqxKm6P1Web/unXdjf0ePIfqaiNpWjMS88NFP0WX+1sV2AzAi/Qdc0jMY48nKz8GLDTPzivTbs7+hBbWk+srM8ePKeqXi7pSulnNbvFQDHuvFW4hfuSc2YNEaU93Aluf69NrSc7cfT909XKge3QC4Aosd2cCBm6VfOFYWubS73lmUPUQ71btzbjnk1Yy0d1eh8clmU2xCtCkymu18CXfGyStW1VGtYFQ0AzF427S3peqbyWFWpgxcemilKVh+/eype3tFqAtrpUPO0H/J7JMMoNngYC6aUCiW9erG1H8TVlIyyVohqUyRuYh5mtguT0OZGPXZpE97XHoIT164uZ1gxtkCExQkwZNeyjo9n7dI6PPW7ZsyYVITwxUH8xztrcOzzfpzpu4CqJDjK2DQ6EI0N4eHbJ2PXZ1byfk67Ry+cqv4TcI488PlzUmAUJp4xqQjNp/pcs3hRmdCDN08U4VVequE2nC7fC9+wXt7Rquy77A8MWBjsdCKHd1VgQJWoxs/XAD2virEF2N/RI+ZNF3GQDYVDnXvRcGu5qa6ae2Ar5lciPjSMaBI4RsYahU+JvGTj+x2Cne/cQAx90UG83dJlBsetnIsf/95gKeMlVzxHSp7sjElFlo3TKFs0uAzWbDE3s+FzExy4aDGuVGuVI99l4WtXLg2iMQUHYli3/aiJZEgV6qX5XL24BrnZHku5oZw7lq9PovIeozGiaB02NahQEZgYKOyp4lw8uuaUB1eRD8ljTxkxVuYwEtVzkD+TjVG6Z25QcQ9d12RnatlonAxFLBUV9E7VlhlOEVfSX0T4mySjrF3Kxvc7EI0b5B5ucop8E60uLRRh9FuuL0LNuNE402ulASRJB3hUnO/FjElj8Oah04JnXGXV7jh6Dvs7elCUl4O+6CAK3u9AQ/0krNvehuL8XOMek1Y4ABFy5wrIHxjA/+cXjTgfHUL4YjPW/4d6EZb+zvwqABBgOmriEQzHsOszg62NmjS4XfBcgT20fi/2d/Tg2mtysGJ+ldjM7cLcvOPSP2xvFexvvGuSr8BrUbCq89l5MvLzonMEBy6g+bRBx0phcjdhQRXdo3xffIw6bmogtSnfUV0iKEa/8cr7OPr5efRFB5PKeJIwJrihQGFqohOl6xTXe4UHRrlNSrXQeqEx/ui+Ovx8Ryvazg3gP/3ZVOR7s7VGSHVpocAm9ERSOWCeI7VrIDOrwodrcjy4MJiAjmrSKM8aMBlXus1cRr6rRJfrbKgvx/d+/VHyV2bk94xJYzBjUpF4X2XjCmixlDKpvFJZOXMFDBjeI1FzcrAVANuGK4C7CAS/ply6pZJUxEVPWOQU7qYUAn2uG6e8D8qo+Yb6ctHfQK6o4FihEvZ8vsh8NZBR1q5FzreqxPrSGeIPDIgQX3VpATY1ncJT907ThkzlDVhewHJIh7P96JCWO44aDGOTffkoSaKdi/O9IkwXCsdw4IQRFp9XUyJCSTJK+Hx0CABwYXBYLHYA8OZk4YWHZpo2jHxvNlq7+g2CiqTSBNwhZznHsq/AK7yy8xcG0XquXzwDFUc6Hy/hA3729ZvE/dh5CqQYKARGL6fdMbqSLGJruyYnSyDeL0c5iBMKnYtsNFJtPwDkZHnQE4mbcu78XjavnCvq5mXlsXxupShfkq9jHiPQF42jsyeKf9jeKqh475w2zuK96e6NGxBPbDqEVYtqTdgFeo9e3tGKC4MJ+Apy8dyDM1zNCaAugQKc+QXkXDJXqJubOtHY1p3kq64Qx9C15LIi7kWqyDycPE7ArIB7IjFsSo5hfu1YNNSXC2+2JxLD7tZu1I7Tp2xkBUnj5N5x86leR+S1KiWzbOZEUV7FIwg6Q5bm56V3PsO67a3Y3dqNx++eItaCU2haZQDIoEGV6ByfL6qMK6OsXYobHmWVRxOJfYLWc/0CSPOzr98kPEzAGWF48ESPoDtUAWg6usOoKMnHgiTgTKbjJOVEBBkyEInE2FyCmFdTgqrSQrzw9jHTRgiYuYkTiQSaTxn0p9f78kV4lLy4+gqfCNOHLzZjcDiBh+onKUPrstCGBqQMkOce/IqJcIVE5kiXQ//U/IFSCE4ih8AA88vphshE5Z0++vqH2LxyrmXj0AHE7NaEXej+vaPn8PjmQ3ixYSbunDbOUhNOjSSABL67sAavNrajbvxo5WZXXVqIRdPGGWCx15sE2lpWUjJRD12HxtoXiYs1zEUVznzw5okCVMjH8cJDM4VxyLtz8cgPPe/qcYV489AZ4fWr7ktlDLuhnZTHL4ezVTXB3BMODlzEvJqxiMaHsW67dX2pSELk8zl9RkqVkwLxvWnj3g5BzqKL+JA3L4fLuXfMO1sBUCKvVWFwIBUhWVJXJiJxQEJE9tT5bSNa0tjWjY7uME71RhG+OGhqyqLKbxPCXTcu1bPWkTF9UflqIKOslSI31xhJ+IM21PDFQaGoN6+ci+J8Lz7sCInrpJpzqC02CuMSqxaNixsFHcEIKsdG0BOJ4W/+xSBdMKgYI7CrH1VtLlRuA1gJX6pLC8WL8d7Rczj2m49QnJ8rlHpfhRE5eOKeFF2nr8Ar8tkdwbBtrh5I0RGuWFCFvNwsE6iFcpD+wAC+8cr7SCQS+M/33oCSwlGWqAP1Xpb5nkl0SlcXAiNx49XK3ilFVei+5fI0I0e8VzTXGKn37Q8M4NHXmzA4nMDjmw+ZqEVTdKUREx+3XTclIKnAdvlNKRFZSan41QHjHaAcNL8miWojz/IAwwmI8fOcMo+S/PHI5zhy2sxzUF1aiPqKYrHhAzDRf9pJJDaEn7xxOMlr7gyG4rSZZBQ01KdYsQA1iQnl1G+dPAarF9dayr44SQj3rFWRHTk8zj1UeWxmMZTeHdUlymid7OVXlxYI44GXc3HwnOp+5d9zmlH6/Lk/tIg54blh1Xiooxbgwe7WAE71RjE4nFB6/nScDuHuxMMgn2ckvA2XWzLKWiF8Q55TVZL2xslLZ3oiMYGufXZrC0oLR2HTgVPYcbQLOVlZYgPSWWw/+/pNwitRMV7VjitEfCghNmRDQUPbHo+LbF0uqSvDj39/GA/VT0JHd9jUgUi+v5/+oQV90UE0nz6PNVua8ZvH5gpK07//41HkZHkEUGjt0iR/eNEonAhFUVo4Ct969QPRWYy/8PRyPXXvNNtQNYVyyWPlUQfOQsbz0/I5KPKR783GqkW1prHoXs61S40+zqoGErKQQfBiw0wtUGzt0lRzjaU/341/fXSOxYqXyR90zTKe3dqCweEEcrI8eLFhpskQeLFhpvBIn9h0SNnnVyXbWrpE+oaDGInSlro/8S5s5BlTOZpBZgNTX3C5MUlDfTn+YdtniMaH4QEsRp28VlXc7TyVY4g6by0fw71HlZesY7fitJn0jAAjLaVixeLztmzmRAF05CVGOg9OF23RKVk+NlmWz60UihYwQryqxhcN9Skw3LYWZ+PBTlIgulrTfVBzoIqSfJNhoachNQBwy2ZOSFLpFpocDhl7QAYU4LGNnOg8aTdtP69WDjujrBXC63uvzcsVHMxcVOFmGVlKAApe60xgrn3tPVixoArenCzbPPgtk4tFnk+Va9uwu13kv0kpyuhju9IHbpnT5nrX1FIsvsFoX9na1Y9Vi2pN90heTgrM4zGNLxIbxB5/CHv8QeHR3jp5DNZtb0NFSb5QtGf7rHlsN+EmQ2F+gqOfn0coHDfVnfsKvKYIhJ3SpcgHeZxucurVpYXI95qR787lTmq0O51v88q5WPrz3YjGh/Ho6x9i2+N34rGF1akWo0l2L9o4V8yvQm52lkX5y/np8pJ8HOo0DIEfbDqEf1o+y1LS4iTEQf6zr9/kyKFNpYpUbrd2aYpeM8VAZ8yvKqLwtRkTsOnAKfzZ9DJclMh5dCArLhv3tqOxLYjZlcWYU1XCPDG9bNzbLqo26JiUlzyE0z0RfOvVfXj6/um2gEN65+XyHvndKyn0orEtKGqsNyW9V1WFCTfSOFsbN7TchsdlicQGBS5k3fY2ZeMLue75UoSU5oETIRG9eGxhtalJEH+muggDCY+A5XmzEYkNYePeDgv2gCt4u7yzypNWpQEAdd371ZCMslYI1fe+2ngcZ/suWBCDPHyd6v5k9gJkQn3yyHrCMQwNJ/DVG6/DyuSikEVntVHubnOTwZomv5TVpYX4+TdvNgF/+MIivujacYUi9ASkSPb5Zl+c78Xu1m68eyyA9u6wKaRO15Pro3l+lMKfRNFaXpwPwOhWVF6chwlj8kT/Xb4RkIdPLTNVniuFxAVVpdSoQg75q0LeMoMV96ydRAemkuuiee5a7kAl38+/PjoHj77+IULhuFgzKbCb0bKTanpnVfjQuqNfeR45P52Xm40exNETiYse5vLma5eH//s/fpqMlnyK3zyWyg3q5qBs9CiMycsVRDaqrnN0vNyu8z//+Q2oHleoVcZOCGUqU5pTNdYx/C2OiauP8RUY7WPXbT8p7k/usMWNB10OVK65lpHMds1muNFP4eh3jwVMkRFdeFzFPEbCqz7IuFDVi3Nj4VK9SGM+c9DYFjTdr47elTxk7tnSnPBx0HkNQ6nGFmxmZ8Soolm8koKIpijU/u6xAObVlLhir7tcklHWChEgo3Gj0dgWtCAGdShjEpVFSh4ZEZFs+7RLWHDyZmkXgpO/k7+XiRx4frHpRA8OnuxF1/kLIlpQMbYAQGqREle5r8CLWyePQWNbtyWkzjcIlcdYXVooiDcoonBHdQlWL65FU4fhcU8Yc40AsckLXeV1qcSUX9Y0quDns+O6Bow6dqc8JX3Pz0PAprGFo/DxqV5RkywzyNnluW+ZXIxtj99pWjOypwwYNb1O57MaD0aYkaOoeZ08R9STp0NRgt6IcTwpNb5WTVS140bjeCCMEyEjDUNENrwunys3iig4lUbxuechTv4syKNasaDKNWkFKawV8yu1xxhh64toOduvHKMK86E6B2BuQWlXP606lhQp97DlyIiqxjo4cBEbdreb6ryNVEEvABitTHlOuw4mI1k2FvjYVeIUGuYhaTvh6HzOiQDAMoehcAzBcAx3VJdg2cyJtmkpVdRCl/bi+yYR8FBqQ8b3yFU4V0oyylohKiVAi484oWdX+kQTA13bPfkBrl1ah77oxzhyps/kUcjKxC5vRSAN8lhpE1mzpRmAB/EhY1P905HPsfJOc/eb7/6qCQBwujeKvuigiBboyhM4oOP7d09VGhb+wIC4Nu+4xe+ZKxw5hKQCm6m8LjuRX7R02z6SuMlTqr6vLi0UQDYA+LAjZFL8bq8vbyaEe5A3PqfzcY/+5zs+Q6A/hhcfmokPO0KCAY7PKyHqq8YWmHjro/FhXHuNsUXk5WaJ41SMaRt2H8e8mhIsnFqK44EBMTYCbcWHjFSFHAHhkSK7+Sflunqxkd6htfrB8aAoQcrLzXIk70i9y9bOU/y3FCLWkdnIgCmnel+qvCDiGIoy2G3yfD3Q/KxdmqIoVhksRDhCNdbyPfKSMnlt0bONDx3B/NqxIgqg8rpV4vT+cC9Y1+mKz+uSujK8eegMVsyvQiQ2iGUzJwKwlmDRmpbz6iqReetVtd78GvSXI93NIDvnhiiXSzLK2kZUISY7HmwnpHB1aSH+bPp1OHiy1+StL7+9AgdP9iA4cNHEACULB45Q7pEQuOSxj74mG0V5OTgRiqBh/V5seLhenIvKt3SkFASA2d2aKq+il2tr8xmRC+b3SPNB92/nudKcco5vlcJJ1+uSRR6jm7I7un/+N53vKcdJNclyTsspLJ9OdEUXOuS1x5RDzs3ORmdPVITAg+GYZd6/euN4bE82QfAHwiCGvfLiPBTn5yLPmy3qllWGAk/75GZn4effvEVsfnXji9DYFkTd+CLl/OnKneieUt6iWbnya86YNEaEct1w2tP5OVmI3EiDKiIAWFDPdD4O4rJbG2bwWZuoMVY9W5XocqTcuE6B6RImj5ynHuQ51hmBHLSlY2lTidP7Ixs4dvdJXvW67a1K/nV+TXrvGurLHUsrU9iCGnFeJ/yGDvdytRHiGWWdpth5NfJ3ToT+21qMHq4b3+8QyGo7T5LCcrtbu3HfV67DgRM9aDlzHt+ZX4kDJ3oQjQ+h/4JRNlKUlwN/IIyG9Xvx6sOzRD5WxYxlcCobvLrxoQT2tYdEXW0kNoTy4rxkAxEjTMq7K5UX52NC0TW4rugaR8XK52PNn99g+1vZ6+KRDdmzl3PObj1Z1bjSfWn5eCjn+cpOvy1DlMqoU0VXqPezm5wY9zCe3ZoqoeJ0t74Cr3LeCcU/vihPKL1tLV3YcfQc9rWHcEd1iSXXL88LJ8Shzc8A/2SZSohUmy39VYUiSWksn1th8W5kNjM7ABG/Dg+zNtQbZCE8TM0VgI7sg0K6PJepWztcQejyw3Yil8qp7qmjO4ytzWexcMo401hkJWs3TnNEcVTaded2YWa6DzuUOr9P8qpXL67BwinGXjWrwmcZjwEgS2ENVL3LucgGhQ48J3Oqfxkko6zTFDsvTf5O9o74xi7zU0diVsIPWQwUrkGV2HK2D+cvDOL8hUG88M5nIqdoUAsAE64dhfBFA5n7pAN7GIUxAeC2imIT1Sht+J09UdSNH226x1d2+vH6BycAAHnebMt50/EWVaL6vcqzV6G5Vc+IE4bMKB8jPNHpE4ssvZRp/D954zDqxhdh5Z3V6InELCF/leJ1ykXyagMSMjCopeWsCp/g1d7afFYQkuhkVoUP5cV5KB09iq2hVBSF35PsecjAQtrAguEY9rWHBJ+4XU7SV5CiKqXwqRGaNcp1dJu9nfJw8tRk5aDy2lSGmMpA4CFNrgDoc5XiIg+ZQrqq+eG5dkKaA86eKj8XlTHJiGl+/09sOqSkztSd00750nntjB+nc6neXbeRK56bf+peA4RKUQVVRIKPhXoBEG7ETuw9Y32aRL5mpnTrf0ORS3hkKjy5cxGQ2jBUTQcAK3CE6qofnVeJ//bHo2gNDCAvNxu14wrREzFoHcfk52AgNozBYYN6UWZNk4XC3y1n+/D0/TeKDZsDW948dBrR+DBeeueYqbzldG8Uv/nQQLXKzRPc5uJ1ovq97DVzJeeE5iY2scc3H8JjC6qFggagBBk9u9Xop93YFkRJoRcfHA+KkP9Tv2vGppVzlV68vAlQDrQnHMPx7gHEh4bBu4kBELl1ucpgVI4nObfN+OW36pXKYHNTJ3a3BtDZE0U4NijOpwK3qYwL2QCjTXblwmoLNzJv4yi3prSW26RCszpxu+nZGXo8fCrTeKqOUz0fXWmjXMJD4XLqYMe9XTnUbuRGB229STf10wCSBmmT1mhzE01yayzzslS59trtuXR10m4iVxSZ8hXkmkCwuogEX5czJo2BPxC24Ea4d+9mDuRITrr3fyUko6wvo6zZ0ox97T04eLIHfdFBxIcSmF87VnzPXyhV9youvCyJvF4Aoq76zmnj8I+7jyP+eQKhSBzFBV789P4b8fjmQ1hyQxk2NZ0SrQlvmVysJJEg8RV4LS0A5Z6u1L8XSFGA+gq86AxFcHHQ8OojF+Omc8jeInkJdmVZ8ric8rX8/+keZcpNkhcbZpo8a8rfPnHPVMEqJ48/PnRY5Funlo3G7tZuDA4ncCE+LAB+Tp4MZ4UDjBTF7EqfZWNVVRkEB2JoPt0HwKPcIOizFfOr0HL2vAWUJz8D3j1LJXZh6SV1Zfj1/pOCO53XTXNULm3QRL7hNpdsV/lAm78qFMrDpzxsTeFsuUGHLPIYVP8vn5+XCalqnnV1107XVj0HACaiH9V6K873ikoOnQHgJqfMDQxV7TWJ/Dx4ftxX4HWsk7aThvoUsZEMglWdi9er825sqrnV0bmq5kFnQDrl3q+UZJS1gzhZ3WYxQibULEMGavA62FTv3hQbGT9vCpk5bHnZ6d/TJxZhjz+IwlHZKMrLxc93tCIUjuMEoxv9238/gi3lYyyemJMno8uhEpCDzrNqUa0wTvJH5ZrOQffLvTVi34oPHcavHnXuRz0S4R70wR/dIz6/c9o40/9T/lYX7jPq1m8R4KCN73cIhjAg4ViOxXOV82pK0NgWxDW5WcZcebNRnO81bXRckcp14BSi5nlSACZayW/cVo6fvHEEteMKRR6Vcv8cuOMEtiPCDJmqcltLl2DImz6xSDQ6oXvlqFxCL+s2TRKdAlGhrVWhUEFPO78Ked5sLJs5QXhEPDdtt9blMTj91bV35MaNUypEvrbBkf0ZePMaPlcE7uSGr50n7tSJioTvB7KBQURQKsVGyhiAIGtRcYiPRJn5CszERk6yraVL1KvzVINqDG8eOpNU6gZ3vFNUg+aF7//8XbpaIXAgo6wdRQYa2G08311YjdZz/Xj87qmGYjjRg+1Hz1nYz576XTNC4TiK8nLEy3e6N4rX3z+BYDiGNX9+g7LGVr4mhSn/dORzHDzZi+uuHQUAuGlSEYAx2LD7ODqCERPa0U34xh8YQF80hvLiPFPuJxobslAlPnXvNGz5j3dYXiyuZPhL4w8MAAAmjMlz/QzsRJWDffKeqfjRG0fw5D1WYAhvjFKUnys2QJ33w+eLl5TleXNw19RSy+apu2/qUsWJZOQ6VpUilSMJvPQFgCnE6ivwYn7tWIMLPdmgge6BSDVmVfgsSkG+XxWXMt2H3BoTSCnWh+dMxrGu8wgOxEzEG/KmKRuMTpUPvgKv8IhWLarFnKoSYTDSxplCDGcrFaaduA3PppOnTBcp/Oah02zeU6hnfk25q51Tvt6NotSh8Qmwp/OOuZFBqTIeouZz5hakxu/VbQWHatwk6mdgpGSaOkIg9jY5raOKkADWKMvV9KqBjLK2FTPXcKpkhHo0y92jiPnsp39owYzyMQJlK4M+qN3jtOuuxYcdITz/1lFM9hkMX0dOG43udWhoLrQYqf3lhDF5WHbTBLSc7cfjd09BnjcL0dgwIrEhHDzRg5d3tLpqKffs1hYcPGmM48OOEG6ZXIz1O/0iHE9IcZoPAhdxpSl75vTSnOmNmv6q5jwd4MaaLZ9gX3sIkVgqX/52SxcGhxN4u6UL35w92fR73hjlel++LR2oPzCA3a0GvafIgUolZXIjFt190/d0LQ48WjZzoiM6mLNJAVZ6SafvKaLx4jvHBN0j56Tmv1VxKQPGxk4KnjZhDgaaVzMW+9p7sK+9x8SMNZK8IVcGr+z0ixzxnKoSU+kSbZy8/pjPl9t1pPIw5fHJn18OkBH3ZlcsqBKENaprAmDMWUOiXluVF7fLyXNRGTQ9EfNaUqUxVIhzVYg6ndzuSPLAbiOf9Dlvz1mfzMnT+8oxCRyvoJqnS3nmI5WMsrYR4hqeV1MietL6CryiR7OcPyIuZH8gjI17O4R3zOkmDUlgdqUP311YjVcbj2PF/Cp89cbrLExousUrN3b44VdvEMcaoKhu5GZ7TJY4IYtjg8NYMKXU9r6JkWv6xFRtLBkReblG85FtLV2mMclKivK9teNSzUBC4Rjqxl8LwJMsAbOKHYJeneO2gpjsSuh4Y5Si/FxEYp8gfHFQ2ZSDAGa52VkpFC+z+B95bb+lEUs6BCwUoq0uLbTN6+nqbEnhU9kd51zm4ivw4tbJPlHvfOtkH5qSCFu5qYeBhLZyKZNCkCNMFBW4a2opascVorGtG3dUlwjPW04xyExk8vORlQEdz3PEKsPEV+AVoXduQKjmQ3VNnYfJRf78coCMZC+O9hW7xh7Gs2gV/aRHmhcH1D2bKV9Mv7+UXs7phMMp1ZYOhaf83Oz6i8u0yguT++CMSUWiPCwaM7cupWfgFAm6GpJR1rZieMCneqLoiaQWD5VaERsRr0G9f+aEZDgroUTkAhCkKhvf7xDKYM3kGyzeHTVRmFXhU5Z90UY5u9KH3GxzM421S+uwcW+H8Hgev3sKXt7R6rpPM9GFkjzzwI1KDm2eu05d35gLYqwqKfSKEBJvPKIS+YV1Ipr57sIatJ47hAdmTjTxb9uV0FFjFMAI9b57LIA1W4zuW7x8SQfG4qh/+p6MER3rmAphTPfrJLrQG7FWkcyrGavc6ELhGKLxIdxRXYJv3FZuYZLjaRJVyRDVvBqSijABhtc1Y9IZAAksmzlRtCvV5Q1VeWS3OW36vU55qAwIJwVGfPmrFtWKlpU9kZjyGHmjHkle1o7msqHe2lNAvmaqzCzHFHpWeZHprjV+fT53l5p/dqvcfAVewb4GmMlo3IDmUk1ZfAJ3YbC6GZEiMhDpfYoNDmOPP4jVi2tEeRgR7PB75evKbbe6KyEZZW0jy+dWCI+Ud3Yy0NHGJk+fUy5y1aJaCwLW6m0ZSu+Ph8+K9pZE2xkfSqB+sg8r76w2hdEBCKVFZV+GZ5HyIBrWG1zaKUVleJu3Th6DWyYXu+rTHBs8LIBD1N5TVoAcWZ5CI1s7HNmFkHQvH39h/8cHJ/DkPVNt6yYp9fCzt4+ZAHuqcXCKVrnGOBIbFPNLbVF1YCxdNy2aCzmUxr8DrP1x3XAq01/z96lowh3VJaKzmcz0xMFf9DzfPHQateNGY8akMSbDi3smAJIb2GkAEEA2wLoJGwaqx9JAw42Cc0LoyoA3J89Xp8RUv93d2o3Gtm4AEM/9wIleNLZ1IxIbct0PG3AXerfb+H0F9l2ujBLAdkTjw8jLzUJxvroELRUFGRJgODcKU76+KuR9pYXuW+ZSlz1oooNdPreSjY1qohMm3neqxpDZ5oLhWLKiwWMb3lYZUV+EZJS1jXBUYmnhKGGJr7mvztTs4/m3jrLuW7AgoImkQ/aOuZf5yGv7RQ3vwZO9yPNmiXB0bdlofHX6dQBSXhxZiGuX1qF2XCc2NXVaynYMbm8DuewPDOA3+0+i5Ww/nr5/umVBElHH6GtykvcZQ+u5fq1XK4ciadOjWtBtLUZ3qB1Hz2HH0S489+AME42qE9vUK7v8JiVMuXPAHAXgqQZdz2jabFQNMHSoa2KKk3EJ9AxUYXaaC6emDbI4hVN1myV/vsTjzvsU8/mMxIZE6Ds+dFiEzJ+6dxoAJPPCg0qPlG929NuUt51ANDaU/GXKeLAzxuR7IWTxjEmnlUaODHjTzYcqj6oT+i0vUSzON64ZHLiYVOD2/bDtQrB2uXi7jd9OMfK5AKA0yjiaOxIbtF1XdukHJ7ncpCAyeY3Muy2nCyiiRLgLktWLaxCNDWNfew9azvbj59+sAaDn9uY91uncchmakxF1tSSjrB2E6hd3HD0HAKJZutzsg6N8/YEB/OnI5ygvzjMhwckjC19shjcnGyvmV5pynZFYMzpDUZzpuwDAY2oQUVLg1YZ219x3A75xW7kFkc291F2fBfBRZ58Yh6x8f7nTUI67k17G//zwJH7+lzeLsckio+SX1JUJsBXdJzdg5GvaKS9fgRevPjwLT/72Y/zovjoc6+o3/U4OjcsUqrqNxC6fXJzvxYxJY/DmodNYPrdSMMVRtIIrbB5l4N4oeUsALIQKdmUzS+rKLNSV8n0A6vaAsuenU2I/uHuKMEhKC42qgdmVPlM+TwUKkzdOOdQMmNssUjTJrvxFvjeVN8U3Tgpj2m2UI1UecspEbOLJcL6dmEOwqZST03EzJhWZIhpuxTC6BoVnzY/niHCKQFC4fCS57JEwlKmECIF01Qe689kZDbLxubmJeNcNg3L53HLhaJBB5MYIVq1t2Yu3SzdcaXFU1h6P5+sAvgmgHsA4ACcBbAHwXCKR6Jd+OwfA3wKYAyAXwHEAf5dIJP6nwzVKAPwYwNcAjAfwOYA/AHg6kUgE7I690kItJx+6dZLIaaqkYmyBCXh08GQvAJiQ4KmQ65AAgXHg0m8em2vZoFVKzR8YwK7PAnj49sk43RvFt179AE/ff6NJgdA5ZlX4UFGSj7ak0szywERzSRt4NMl8Rd7E+QuDwlPllJs0XuodvOXgadGabvPKuWKDnVPVhallo/GjNw6jdLTXMm9OFvwtk4tFbpkTm/B51D0L3UZiVw7CrfV8bw7WLq3DoU6jTOtv/uVD/NO3Z1kYu+g4MkycNgfdOCOxIVNzB1kxksj3ZLcRqjYSqjGdXWkYkHOqSkxlUctmTkB1aaGpoxWFauUIAc9Vy2Cy3a0B1I0vEt2SeBkXKUPZC9UZBQBM7R1HQq6SrugMq417OxCNDSLPm6PgOk+lnOw2brkkLd1x6XiqVed1esfcRntUHidfB3alWfJ75YT+d2tY/ODuKZa9kh8/Y9IYzJhUlJZBpEqjyOPnc+EEYrzc4saz/r9gKOg1AE4BuBmGQr7L4/HMTSQSwwDg8XjuA/D/APg3AH8FIAagDsA1dif3GHVMbwKYAkNhf5o87qcAbk1ewz4edQWl5azhjZ7piypJPFSbhI7rWxVylUV+wVRoxGe3tmCPP4jPz19Qeq4p8EwMmw6cRG/EUMQ5WR4MDidMNJe04G6rMBo+GG0VWxHov4gHb54oyFsa24KAB2jtMnr7Ehd4Z08UP/79Yfzrd+ZYwpCv7PSjsyeKb82Z7MhWlo44lbXpXnx/YAA//r2Bcl+5sNp0HFnr0SS4DQCmlBViX3sPOoIR7YvJX3C5w5Es8uZCnhARrMyrGSv6fevuQwa+qDZClbdv3KvxGk0tG438JIGIPzAgIiJUTyuHauXNmv7KpCkN9akSsca2oCiLkdHKOsAcXz+qPLYbIJqKXORyCJ9rY77NNejE1qZ7/naldSPx0NyAyJzO6+S90l+Vx0kGlhNSnN4r3g1MJW4NC9k4UJVGvrLTryTDSWc+KI0ij1+ei+rSAls2tMspbpT11yTvdqfH4wkB2AjgTgA7PB7PaACvAfhFIpH4PvvtNhfnrwUwF8BjiURiQ/Kz9zwezzCAX8JQ4sdcnOeKyNP332jLpKN6SQwvWc31Td+7KfhXUY4+trDaRCH5x8Ofo+WsueVhCjwTEIp6dqUPP/zqNEt5mIp85VhXP55/6yj+0++aEY0PY0xeLh6qL8eR033Y4w8ifLEZudlZqBs/Gi1n+1E9To/slufmconbchQuZOTs8QdRojCKls+tEEqu+VQf9rX3YF7NWNw6eYypFlpH6uGUJ5U9ZfKEGurLk3zTKZpHu82IRLcRkjL0FeSavH1SKJHYIF7/wEgjxAaHTeVndG9Ut8zbfVJJD21UMkjKKBErRmNbELMrfagdV4gZk8Zg2cwJ2NbSZRo3/VWFxX0FarpKJ4VEysONJ5eupIw5w7OW17STsrFbryOJCrg55lKiDbpoiswH4PSO81RNOgQpuvE4GQd2VKAjmQ851cTngsC9bvpoXw5xVNaaMPSHyb8Tk38bAJQCeGEEY6Cndl76vDf5N2sE57wkkcuYnLifeY4PsOYW7c5t972OclSHzCbh4BnyJL86PVXHTTSXKs+TSpKK8nLQFx1E0TU5+N1/nGtqRxmJDWGPP4iKknxxrIyypnHIXOAq65aQ8LyblZPImwQhZWV2LS6q+nEupOTuqC4RSGl+LnohR1p3qtrY5LUjA6zs8taqnDWdX1WCQ+vCHxjA1uazePdYACsWVMGbkyWAizwEztcg4Q+IgIQ2KrlOmxsE67a3obq0ANHYkDA25SiRij/9sYVmukpZIZOoIghL6sqwu7UbdeNH23rZ6Xqzurl2K3ZKzY1RK49XjjyoFJFuDkeqKIH0Wm7KcjlSFar3nt+XXZrB7lgan9P8yODedFqdXqqMFGC2MPn30+TfeQBCAL7i8Xj+F4AbAJwF8CqAZxOJxJD1FEKOANgF4Ecej6cNwFEYYfAfA3grkUh8anPsFRGn2l4SVXgIUPPyAsbioJDjx6cM4BJdT8X8JSOdVU0/7F5CXi/NkdBUogKAjd2oATe6+0TQFzU88mnjrzUpavLKec31jqNd2Nfeo+T7lueS8peneyLo7IkKhUBIeF2jArv6VHoWlBdtPtWrrIdU1Y9zSYWnh5RhNBqHbLmrnoEbpG1DvRVBrPO6jI5CRabcr93c8EoCYqTiXispXlU6gK8JzhDGQ+BcYXNUM0fabm0+m+yT3adtrpACt9WIOmcC2TlVDqjwAgDQ2NaN+bVjsa2lS+tlp/AC1jK7S5V0UdZuFJ48b3LkwUmJ6ebwaoKkdEZJOkpTBwoDzEaeE+uafCwAk5FKlQ46St7LhY9IR9JW1h6PZyKAZwBsSyQSTcmPJwDIh5Gv/imAAwCWAPgRgDEAfqA7XyKRSHg8nj8H8D+Q8tgBA2DW4DCWFQBWAMD111+f7q1oxS0LlZvwEJfNyTBiXm6WKLMCYFJmqxbVou3cAPqiRgcrmVRFroOkwv/drd14+v7pShCUfE9UotJQXy7COWuX1qEzGMHHp3rx/cW1+OTMeRw53YdnHrgRQErpkpHB6UVP90axr70HVa5a9xm1kLtau5NNIYzv+qKHEOiP6eupHZrBN9SXIzhwEW8nNzFSIOnyOTfUG+hPXacmleUuv7w6xjHVuZzIO7jyVBE2qK4PGOVQFPJvOWOwm+1uDeDn37xFGYbmc0BrTK5XJhwC39R0noWvwNyMgaIl8oadArel+OZlxaoLf5PRtHBKKV7e0YoldWWmtQ1Amy/l349049WtrRQZR3p12nYiz4GT1ywDxNyGhq+k8tYZJXwMZCi7nTt5PtyGy1XHykYqYDXyQuEYggMxzKspuWq5apK0lLXH4ykE8AaAQQCPsK+yYADJ/ksikXgx+dl7SZT3/9fj8fxtIpHoszn1P8JAkK+E4a3fAOBpAL/1eDxfIxCbLMkc9wYAqK+vv2wgNF3o28674+EhXRtIWhS8zAsAIrFP0BeN47k/tCDPm4POnig6e6JY8XqTUIyUo7YqAeO2G9u6bdGJqhIVHn4GUgQjWz46bbn/tUvrcODEHoTCcazZ0ox8b06SS7cZXecvAgCK881dt1TXpT6xfA6qSwvxZ9PH4/m3jop6auumYd8M3lfgRUnhKHQEIyYmr3SsYK5kSRnrQGF8kzTKi4ZM13RD9m+nNPl9qYgqVOfh3gRt0NHYMD4+1QsAaGwLWtDqMnUtXYO+592zyJjhmxqPYMjPjJc3qtoocoY6rvR1+WCe8+RGE7FPzanqskQndBs+P6dd32I70a+ty9PHW4eN4OMHUpEHToLC55LmSu71Td/zv5fTa3Ti7VaB7ta/Z0SOUtUp9qIzANykFuRjuZFKlQ6ygcj336uVqyZxraw9Hs81MFDbVQAWJhKJU+zrYPLvO9Jhb8NQwNMB7NWc9z4YpWFLEonE9uTHuzwez/Hk8V+DYSBcNdHllWkhb2rqFE3gacFx5aMLo/MNgnrP+gq8STa0EA6e7MXqxTV4+PbJePOQwZxGm+trj9yGl945JnKqtIiIDAPwYNnMCa5yKDTm3a0BU/h57dI6hC82C8Nh5Z01qXxtaSFuGH8t9rWHAHgE4v3Ts+dx/sIgqksL2Fj0wl8Qu7predMg5iwgYaHTlM9B+VKOznWzGRNdIZ9fHShMDi0Sa1I0Now8b5aJ7UtuhqEL5cuiy9XKovMmfnD3VLyy04997SEBlJNZ3Oj+iISGjk3NidlLpBD7yVCTJYLxvV8fRGNbEJHYoOgyxkPfMppYNmpU88HngJ/HWH+GgbRspgGdGYnCTSfnKotubVGzCBqXk+erA0q5ic7w68skKHLu2k0Uwe59SdfrdupYqJqDPG+O6a/dNZ3ST7KBpxqzziDiRh79JjhwMVn6WCw6v11NcaWsPR5PLoDfAbgNhlL9RPrJkeRf2ZQkN0jpGSflK8m/H0qf70/+vQFXWVnrlG1DfbmlCTwtuBQBSItjGJ3ny6KxYfRF47jl+jGon1yM5XMrsf49P3qjcUFakRJjOusrfKY8DK9DdSPr32vDht3t+Or0Mlx7TQ4qxhaIzbtglOExHzzZa2qzGArHcFP5GABGC86+SByt5/px/sIgfAW52PBw/SWFzVT5XP6XjJrn3zqq7BbFz8HJINJRiDS/1BVNNQ4g5cFyj8Cod4ZoqKFW6Ho8gzwWAsuk4+XwyA0pZOKXf/zuKbhlcrElpRKJDaG8OA+dPVFUlOSLiAGB9eT6e8DcP5gbIcSKBngsYViaN25MUgicwG0q4edZUleGTUkFP6eqS6wHXv96NXKvJLq1JeeTVSkcpxyz2+gMjcMufSNHETjwDvCYgH3yPamMJfqtSlTvk8wnLz9/Hk6myJsbT19eYwZQcdCE6+AGHhEW6d4x3Rqi38yrGQsAyM3OvqxlgW7FDSlKFoB/BbAYwH2JROIDxc9+DyNX/VUAh9nnfwbggvSZLJ8n/94Gc6nX7OTf005jvNxi17VJbopOC47TXTqVZtFCDA7EBEr2rqmlWHNfHULhGN5uMaaEk6YA5hCyCn3tdnMnFrZ97SGcvzCIkmTIku49PnQEE4pGmeg2NzcZ/NJ3TS3Fht3t2H70HELhOHwFuRaGL3nORrKoVRsh36w37m3XAoPsPDQ5FMsNJwCYV1OCxrZu0wbFr6HLh9GzkeutVcpet/nSWHZ9ZrTvWzZzgrjvl945Bh3SnffofmxhtaVxDG/Tyte2ER5txexKHzp7orhn+nXCwKANb8WCKlOe3MgVG12zKJJChgvlhymiQKxsfJ542JCUmhxO5yKHc2UjgeZH54Vezhys23NZn7k1heMElHJjyHChZ+mGbIX3zl4xvxLzasYiOHDRErHiNfjq+1KPg+5DVrzyPavK85yMdhXzHTck5Jp+nrYhAKIKkGZnjHDjghw53f5wJcWNZ/1/wwB6/R2AcJKljORUIpE4lUgkDns8nn8B8ExSuR+EATB7FMBPE4nEAB3g8XgGAWxMJBJ/k/xoS/Lcr3s8np/CQINPA/ATAJ0wiFauqsikG/JDJGKTR17bj9pxhckFV+K6WTotSMO6Ba7JycLy2ytE6KsjGEFebhYenVdlOa6hvhwN6/cKL94thSeQCu8/Oq8SudkeJZ92dWkhfvXobDzy2n40tnWLvLnsHc2q8OHFd46hbnyRAPXYWeFOG50bRCj36ACPa7pDbnHLoVgeIly3vRXzasZixfxKBMMxrPq3g4KghF9D5RHo8Avy5qMLzZESvKO6RADDiHjjuT98Kow6IMVwRsfyHt3bn7hT2TiGd0NL9dM28u/LZk7Am4dOA/AgFI6hob4cuz4LYI8/iLzcLAXqvlUZOeCsUkvqygQrm0wgIt+vXYMEPn98fVPOE0gxs6m80MuZg3V7LvmZ8xQO9aCWjUb53VUpMhIVm5pOqfHrcIW2enEtorFBtJztR2ObwevPI2mAEWHkNfhuUgbyM3ITvtftV26Ac7rrksiYD/n3NPdy7pwLvw9+rquNCnejrO9N/v0vyf+4PA2DzQwAHoPhBa8CUAagA8DjiURinXRMdvI/AEAikTjPaEr/Ewy60bMA/h3A33JFfzWFPwgKJU4oukZ4tKka6IRtL1k7WT63Am8cOo2OYASvNh7H/NpSQWYRCsfxauNxwYvNF6s/EEZFSb6pVzRg3STk3DuNmYAo5SX5JmXPXw7KS/K8OSkawKBX5S0wG+qtvWTpr5v8Gw9XzZg0xhSaI5FfbjfAIB7CWr24xkRuwufMqD0+I2hgaawqBcAbT/BGGm6ta9VLvn6nHxt2HcfDcyajvqIYnAubWPSMuvaE5VjeoxuwgvpUz5gTsBgeUE4ypGwo1pf/6haBxeBRHF3EQA5bOrWpJKW/enGt6PKWrqSUT6rXtfwM3HiDfF7svCSn7mA6kVM47x4LCKY3Co3zd9eO2IPuW8WmpvLUZZ5r+kuGVmNbO+bVlODWycWWa3Fgq9u8sZ2CVnEhyMYrjZ0rQ15ep/OE7Z4vV8gN9Vb8hy4Uzsei2mPdrq3LJW5IUSrcnCiRSMQArE3+Z/c7C5w3kUh0Avgbxc+/MGmoL0cwHMOuzwLYcfSc0Sbz34+A2jCqmL/cCoUtv7+4FkPDRi6wbrxB1GH0043jeGAAdeOLlEQHVKK0Yfdx0StaJXLuXW4HeTJkeM060AtxffPFKIN8aEyUY5tXU2IJfb6y0++Yf+Mh7hmTiiw1t4DzS6cSHgabXztWRAHsao/XLq1jvNeVFuQqhYF5vi8dtizVS37ktKGQ/YEB/OsDRvCKNrHH756K3OwUoQ0HzoXCMXzYETI9Ry66PPiKBVWiPpkqF/iYaFP663/8AHv8QcQGrZSyKgUnR2B0yk/nCanGb3iRQwIPAKSiIrzJh+o8bgFkKcUwZIlckNh1B9ONXQ7ZUmOfcl9+8l6s1Q2U4169uEapHCOxIcyu9AngoOqdUj0Hu99whjkSijDKRvhIcRWGkcG7htlz4POolx1wzo2XK+eu+bzqzsPH4hT1uRqS6bqlEV+BF61d/djjD2LGxGvhK8jFk/dMxdtJQgi7vLQdS1koHMOjr3+IUDgu6DyrSwtEk4x8b46JhpK8VpKeSAy/PXgKoXAcRXk52HH0nLKNI2DNvXNucspFcStWDgOpFiNXfjzXmHqxBrFue6sp9Mk3BZ2FzpUlIYlVYDKVta0qC6G53txkZhqijXDH0XPY1x5CcMDomsbv3QDtmUt+ZE+FR1N6IoZRp3sObuSZB6y0ttxz5NUDdrlOWeTv+XOiEKcRITqCWyePsRw/fWIR9viDmD6xyPS5LlqiSwfIko4S5V6kzMgmRwRGKnxe5PmUS4zc1mbLc094B4MvvcYmIqcvU+QRiUXTxjkaDLzntYy10FURyNfjhrZuPbnxLsm4isaH8b6/G/s7ekTlgHwOHkbXldel4+XyfUtOuajOQy1gdXwLwJew69b/m4V7okZYuh2bV85FTyRmCg1ygE9Rfq5ofnHw5B5Mu+5aE4Xm5qZOAcx6+mvTseWj0wJEIoe/VBvas1tbEArHkZebhb7oIPa1h7SsXyqDIhSOYVtLF3729ZsEkYTThi8vSm5tb9zbYWpwz5HYJLpNQQcWIeWvayYBGI3j120/KkqKVPegtqZTDeqBFHpbZXFz0XmMP7h7Ch55bT/2+IPa5yDPI4WgucGhelayZ6Hy+nShWZ7X5OFUGTm8bOZEEYFpTLZH5aQzKxdWi56/XGgTry4twKwK34g4n+3qcOkasyp8mFczFlVjC1BckGtJN+g2abesciSqSgJ+r/K6JTCh3X2rno0qoiDnl5fNnKBN8dhFJPh5VJwLurmyU3Sq95J/nk61ha/Ai+VzK/HEpkPY39GT/IUBouXcFPL53Bh2Tr/R5a5159E1A+HyZcxZ/79WqksLsXZpHdZs+QTlxXnCE+We5WuP3GYC+Fzvy0coHEdOlkepTOXF/7WZE8X1KExkt0B4Hun3H53GrtaAhfVLBS6h83POZuq0RBav3E+Zj0u2yGnhy56IKg+lMkQAax2mbO1ykgLZizPQ0QDVXatyfCpretnMCWg+1Yvlt1cg39uBVYtqkZvdagtyovHIHiPN86pFtYgPDVswBLLIiFUnD032LIIDF5M1z6kSIB0QiXuk8nriIDEKdX7v1x8llbVHOQZZ+Ny+vKNVi0ewU5CWtIsiBHnX1FKBI/j+3fpyPd1c8zHZba6y9yzfK//rxiMFUsC3GZPOiEiN6v1Q5Zft5lG3Ru3wAk7GixzelueXjzcdxaR6xsRlQBUPr+z0C0CjE8Wzaj7cGojphK2d8AlfBJNZRlk7yJotn2Bfewi3XD8G35ozGQ31ZopOwAD4PL7pEO6oHosHbjaU7/LbK/CL99rg8XiwalGtpa0bX/w9kZjg2pZDY7K3sa2lS3iAH3aE0BGMCNYvEtXLD0AoCqM8KYh5NSViTHI4Uef1kth5InwMQOoltRoi5nCfCqzSUJ8CrvHNh7cklM8tA+WAFvFCpcqFIFD8qxbV4mQoIvKJTpLykFMc4gS2az3Xr/XQ5b7RbtmzaK6peoArVMPQGkqGtQeEccYbWjh5Ur4CL37+zZsdvQ55TCpaUlnsFKQ8DtU6492N7Iwpee2ozmXnQdI4iUeBj9fOYNGdzxA9k5kKHDXSeZTHM6vCJ4xHu+O5sQzAls43XS9SxU5G90h4F947nTeUcXNeVXTqUqI6stih8QFjPqhC40vTdSsjxouWm+0xvby8tOuWycW4Z/p12LDrOK7xZgvLkHpG04IMDsTQeq4fqxbVCm8kEhvC1uYzYoOQrUo7wINqs+B1sDLyGTBelvf9Rrizbvy1FmAQ98JVoA5Z7DYy7q2rxuqGAIHnzOR2jLrwHjdWZkwqUjY84BvjE5sOmWqRZdGBtCjvSPmteTXqMiS+wfCxpAtQkeeLzkvsaQdO9KKxrVuEyxvbunHr5GJlqJnSH7xHNWAF3tnhL9zkp+0Umnz/8v+rymV0ogKIqSI8doqOENpkxHIZiSdn1+NajrBdyjySpIy6Y6KnOAFQ1cenjOVo3ACFRuNq/io31+eiU+52DUjczKtddEoVHdA9Nyfjw+5+aY9dMb8Ked4s13NyqZJR1grhG9RzD85Q9rOWHzaheekvF3qYtBmcDEXgD4Qxr6YETR0hAfRRWZV2HoJq80kBUGosTT0odEf5IqL0U51Lt1jdblqyt66KFsjhIydvyO0mOavCB+rlPGPSGG03J9oY3TLOAVYjyVfgFfmtO6pLlN24yAOXCRu4uJlXHbjMqJutwQfHg8lvUpzGcppCjrro/tLv3Xag08nlQMySpyzns/lcOd0v/b/dNW6d7ENjWxC3TvZZnkG6YXU6pyqcbbDdOZf76agwncVQwhwprjqeG39GSRWQl6vuSGx3fVXaTX6XdZ622/tSHU/GpwpVToaarmTUKcytS+cB5jRSBg3+BcuTmz/GwZO9CA58hPtmTMCqRbWO3YO+M78Kn35+Ht+ZX2U5Hz14An5Qa0naxMlrBGBZGCol6pR7Av7/7P17dFXXlScK/w5CcvQgoCOEwst6HnCJFCFG2IRnDDhV7rhxf3WbpJPua5Lb1ZT79kcoJ12jOml3uV3lqtxxe8Rux9/ta9PdlcadSjqmum9MU51xA35gBAEsHEwZxSAJiXdh6ZwDsXQUjiTO98c+c+25555r7X3EIzXu1RzDQ1g6Z++1115rzTl/8zfntDNWyeOlXEeSuPmSpcBh3LsmyI1Ei9Hxe9pidJqnJyHFP/jL95AZGSvWK28yf9c66NA9XB71iqYkHlpcbza29k7oWdYtqg9s6qg84MnMK78v/dzddQFH+7Nora/G5mXzzRj7Bodx8uJ1FY5c2XIVixtm4Hwmh98phm+2b0gF6h7H7UB3O0UjnvFDF/DXD6EtUc8bx/uxIRcUVnj9F1cD2ReleptAkEsQle6nEySDos0VUDDFblwGDjeCNi+bb0UBogxJW8xdMyzpby6JKoYSh8n9/L7TBmly1UogD18aHPST91mnuaK1FUUwvN0ypawVGfzI6yJ1+upHOPmTD9CYrMK5TA7cu5AHNnWs2vWzAQN/S+GV0YKLx4Pa47TWc1n4HAIEYD14eExKxoDoujamrq3Kj7bBuHe9bV2LUXiU60wKQ1v0ts2peXpSaRFSQfXK+d9dVdZsc/3Q4npn/MrGNNXgeW0+OQwd97DUYrR0WPIYmlbSkyMLX/3eMfQNjuDfvt5TJBzWBeYiqnQuH2NcjzHq+aTxxTkLFHJ4sLnWlJ3l61kewqV4pKE9XTQwD/YMYnljrUGkiDA6GdTAM2AnwNEP116zpRuR0FxRiVoKiezY2Gb2iqvQUBwlGhcy5qElWQCllIIy2v2iYGlu2PNyuV7xqJpQeIeP+eUDfUYp03wTCrptbYu1F3ucNpy3U6aUtSIv/INPm1xoAFi/uB4XMrmQd8E3VaphBvLjN/HUo+3Og0seRCcvXsObpwdx8uJ1RgjRW+vxeLSmFDgEKBe1bcORgSBrQNPvKQ9ZEjqk2K7Px8aVBkcIbJuTt52kOeSenuZ9c+SAjAJ+qPINFuUZaYeQTbSD23ZfDs9qhCZAL93KyTRyzlwGg+3Az4zkzbr9xucW452BTMigiat0XR5jXM+Mno8bLpyzwCsHetXcAMle15RCqc9Dnx/Ne/Fbgsa3rW1G95WPAudA3GtzRMiWww+EofuoeD1/v4f60qZSH5AwqXV+oaG2QMaH7TzR7kE/bUa5RPy4wqyqKAMAp8Fru59rjm2OxpYOv3DUQDqHnQf70fPhsIri0b7csbENOza2YXTsJpYumInR/E109qZx4kIWn2mdHRiP1sjnbsiUslbk/sZa7H5iFf7ox+9jyfyZeKL4cqXQpiIrbMfGlGE42g4u6QXKDUWEJZn2tOtwP46fywY6OpFoEKArzhoUzzCQNaDp9+9dvIaj/RmjzCW8HuVxJ6u9HEpKf9MK6mtj856vYDYheU/c09MsWy1WrlnU9P8a7K6FIG6V7SmfkR+yUTWtZWiD2LsyVc1mMDz1aDvy4+8jPZIPGD67u7zmLN985D7c31hr+ojHac2oefbSY9SexeWZaWQhTXFT2iGVSuVjImXOq4yVGmKQXACPdFUItIyN+2wkHBGS/cm1tQGEiwjZUjKXLpiF1JwaU+d7bcqLVVdVlGFxwwz8yV91Y/2iOXhnIBPI+OCx1yj+ic3otM3DpvYGvH1mEEvmz1QdC5fIfWlbj/w9yXOT97Zf3jhLJdvKOffm4wN885H7sHlZA17/4CqODWRxbCAbKOl6tz1qkillrQht+kN96UAMUgq96PRwvlg60M/53bauBZXlYaagLcbCyWC0GChW5S0iT2m5SnZyCJA8DF6wQltYxFiVBgL9Pj18A0f7M0aZy3SjOIfVs3u7i32ww+PnSjNM5rBXcuLzF7UBJ1Nt6lYkLllMHtq2Z+DzU1VRhvRIHjvfPosdG1OxPMX93VdNc5A6B4seCFessonm2dtCN1EIhnw+F9oCUHUpqsvuSWbEb7yyurUOvNFL1P1d4+X7UYsxx/UCZbczrTaBnA8bGiNTMknhfvdLbSFC2j/6D0fRNziC5/adwXe/9Gkzf6V4hlFpnNo80Jrj52cpRDJ6Btd6tL0nekaeIgboBrd2HtP6IxLw8sZkAFW42x61kUKh8P+I/5YvX164XfLSW72Fxj/cW/jKnx8tpIdvqJ9JD98ovPRWbyE9fMP8u/fDjwpf3vmzQuMf7i0899MP1M+6hF/nH/57us7pQnr4RuG5n35g/h1nHP/w3x8pNP7hXvPzK39+tND74Ufm73I89Mz0e3nNOPNgExrPn+495fwcH4Pt2qXM5XM//aDwp3u7A/Mm7xH3uqXc9yt/fjS0fuI8W1x57qcflLTG+PrR3r32ubhr1bUeb+U5o74n55P+n++ZuPeNnrvThed++kGsdcjPDjnXfH9GjU27L50v/+rHf23WddT73PJ/Hio0/uHewp/uPWWduyjh6y3uM0z2vd/KPuGfLfUZbdfiz3mr14wrALoKio6b8qwVkRabJtI6JkuYWipyq19CmjZvin9ueWOt8dY9ryVcqMA2juf3nTGlI6/nbmDezI8Vc7pP4mh/1ljmnJCmeaPk2WsWseyh7JLW+hpTdMMl0jq3pabF9ZQJjeAwH8W0ZezOFhMjkgyH5KPuy0MbFCeWsdRb8eS1/F1e4IJqq/Pn0SBhuRZpzvh8adArsa+1tSzXzmSfk3vbz+87g9H8BCorphkOiAYdp4fzeO/iNYwWwwSuvWYrzSm/89Jbfdh58CwebK41NawlNMsh+1x+HGvaZhvIm+8zziyOmgvijHD0hCMkRHp01UTf3XUBxwayeGhxPZ74bJv5vc07lgWY/H/7CBeN62DPkDlj4qatxRE+trh8ADt3Jcx5cX2XP7OGbpSK0NxumVLWQuIuEO3FkSKQaVGaIqQNzA9BeaCfvHgdm1k50rjjoMMKAP768kfs0wkT21nZcjVUvpIv9Nd/4UHq/9v/6MbgcN6km9G8yB7KUSIP7agYcdTzRqVN8HchP0sx7ZMXrzkVClf4rhxpLvQO+XwB7mIQmshDhPcv3rxsHoBgARN+oNoISzQfRChyEbtoDKSUtFKYNqha1nS3lbKNs9c4cQ3wOSAadFxXU4Gj/Rkc7c+gruYeALCuOQkpt9ZXq1wPak96tD9rDC8yyNa0zUYuP24UGF2L8u03L5uHlS1XDfFTNu9wP3+4+hlf03Rtl8K1OR2c4/K1H/4c7XNn4InPtgWeneaOGm+sbq1jfc+B9rkzTGx8MmIrthMnPi5FW4fePi+zhi9IeAYOgFA2jhaO+nXJlLIWcisej80D5l4CxbO7BjI41JcOxZ/IIk81zAjUFbZtbLmAMiN5dF/xFPT9987Ch7+8gYvXRtGYrMKf/c5voraqwlzHY6wDr524jM3L5ptNk6yuQMV0j8G57xcfIpsbM4VcaF5kD+UokYf2rXpcURuZvwv6LDeQpEKhMdIckqeUHs6j+8p1UyKUz7P2PnylXBfw0uKgBlz4IVJVURZQWFTxjq8dmSPM70U/Zayb5uHK9V/h1a6LSA/n8cRnW0MeJ28byj0VzeDQYvG2zlhRa4D2y+MrG3H66kf41IKZTo/LK7E6aNrNynnQSHu8nCknbdHPZx77JJ5+7VSgbCv9JBbytrVeWiLV6Kd8+9b6GrSurzHET77Hop5fQ0/k+WIrgymRNq2wB+BxSTp7PQ+5ruYe9X3m8hPY+bZfVpOPK4ov4TJG4hTbievJ2rzxOAbx8XOZ4v/xDBz/379uBc1lSlkLsb14AOYQ23PislG2QHxlQ57a6tY6Q4Th7Ruzubzp6Zwfp7J/BfPduFZmZ+8QHmyuxdWioualOrmS27qqyRz8smPUM48twbN7u7H1M03Y9bOBkKd4f2NtLI8a4GUxYdpnlgrFuQhYUUJKabTYvhNASKHYlEhdTQU6e9Oh+r+298HHJfPmS9v0vmdFkN5oftwwfkmB8g5gUYgFb34C+I0mFtZWAvA6kEmPk68d6anEPcgkJEnzF0XUof3y0OJ6HO3PYMN9c0JrmBtE+7uvorM3jbUpndRk85Jk/XgurfU1+P7vPhj4XZAQN52Vka1TU620OtNkiEhGv7xHXHGRn2xr9alH2zE2cQots6uQy08gm8urz+hJmOUfJbb7ZkbySM2ZgbGJm85iO7ZQi/Y5mzcefVamTVvebC4fC838dcmUshZie/FAuOpWFGNWCh1aR856sZ5EwssF9g72fhw/d82kpDz1aLtq6cexMnP5cfz455dxLpNDa311oPoR9yh2He7H6tbZmDuz0mwaWdUrM5LHyqt1aJpdHWgWUorQpqUcUKlcuNWvQXFA2EBxHWZSYe05cQlvnh5Eas6MQCUx2/f5XGdz+RCr3uZV8nFlRvLoGvCtdleNbU2kB0Poyq7DA1jeOMvEbqV3JWPGPPYMAI9/phHHz2XRNzgMUtoPLZ6DC1mvjoAsWMMPyTgGlnyHpNS5ogfs71V7DzLPXQsryc9LT9Ll5XFlGndsgN7MRltX2rxp/IBbERnSsN2fzwMZInTOkQPCm3lIln8caDqKNb27y2uCQV3fbN+X4QpZxU17p6UUX5HGG4U3VrZcRW1HRaSRcLdlSlk7RNtkK5qSyOUnkB+fQKphBoBS62WXmbKQnb1DzOP0U7NoUfKDmJTGpvaGGPeYbhQ1VfHifycvi9+TDumoeCfFTbeuagqQsyQBSc4jGTlrU7MDf5f3414YWbi2GJ+t+EzYovfiuZUOMo6cQx6X5V266JpRns/urguGCEQ9fD3E5H2sW+QbeXLd2Mqs0md5Xqw293yuKcbqf9dvjfq/fO8d/NYnP4EdG9vUHtGucbmIkfQO+Xvj/9Z+F6dCm2xLqhlNrhCJ69B3jc0mchyutRBXgU+mGI28XlTbVRvPAAAuZUdxqC9tbeYRhQa4qiHGMXTlGOnMWd2qN8iRLXaB6G5ZXOR7sRmBEhX4dSnxKWXtEPky6SCgnOGfX7iOuuILi2uN2whInJimLYJSGipoOYZh8RQYFSrZdXgATz68SPVecvkJHD+XKbLTPeGFFSTioHnBtkpM8n4uYohmSGjFZ+Q1bTWfXQaGHJ+tiplt88oxEOzXPm+mitaQAnEdEvKglHNPXhWHx6WXs6IpiSd/dALnMjnsfPss1rR5Ocl83WmKzRWGsXlu0kikvuSy/7p2bRfpT8tR5grBpnxtldy0fW4TqZAm26JRu26cYjQ2CXr5ZYF3Ietb85/03S0dC/G1H77r/aIQ7lEAhNEAuY9sDWts78wm3PCg63ED15dwHYa4CCTg7odgu86tcJpuVaaUdUzhC5Pih5WCABLnIP/RsQsGkv3W538jFjyaGcljYW0VmuqqQgedJnGsS1Jg6eF8sS+rXuKUlCe1Dmyf+/HAc9uUmWsjRHklto1iMyRkPE1jCmsHvsvA0L4bh9Cjfe/lA30G9tvSsRCV5WUGOaAxfOPVE6YMK82nDA9Q/FbOB8295lVJLzMzksfCYq37proq00qRk780xSYV8ktv9aL7ykd45rElaK2vicXgffq1U+jsHUL/0AgG0jnzmbieuOv3mncv158rNm0TG8S/ps1jfAPRhrqGCEnFTAhOqaE1KVoYT7LQNaH4bWt9NYCClY+hkUSpZK5sWEMGVJzGF9qZwA0PzRDSSJWlxPpditd2nVKMgdstU8raInLxcLIQdXKyQZkk2mKgVBD6Gcdj3t11Aa8cOQcAeGcgg6bZ1apnWEqFHb4h6moqzCGsWfcSarTNkUbA0jyPKOvUtlE0Jbx52Tw8u7cb2ZyfFhRFUovyluXzaR64a6753/acuIzRYv1lSg2inO2qiun4zheWmTknxahBuVyB7jo8EOjZDMB0DopihBMBkdjLz+07jZb6GqSHb+D5fWeMhy2RkLDx4bVU/NZ/+2tsuG9OLIizfe4MdPYOIVldgceWzQsc3nEPy7iHqIxl7zo8YGKy0oh1QZuSJMjfw9qU11jk5MVrWNwwA1/93jHV6Pb3gp9vLRWzbY/JMUahQRQaGi2mIlGYw3sWv2QxEFbE9FyPLp2uKncKsRGzn3+Hwj00Z0ABo2M3sfPts+bMdCEH2plQSnhhMvA0Gfvp4Tye33c6VgOaUoyB2y1TytoitHiomw3lLo/mJ/C1H76Lzt602Xxx4EGSZx77ZKA/NtVtTjXMCDBl+aLzUlKGTPqIrTCBPKC0xevyeF8+0Bc6RLjnLxUVwVS8uIpUiJq3d6vWKY9V+4dPtyHEae0U+f25oeISlwfuMji0733zkfuwv/tq0dNJBTwQzePTwgPf+cKygNKhe7vi3BImlrW2O3vTKC+bZsZJHrbrUNrS4eXhHxvIYmziplFETz68yPm9Jz7bZhoq/NaST5j50OawVNGeU2vPqq3t1JwZRXQJocOflB4hT9KQIY/YT20MG90yG0FrmRqHAxEHDeKhIXpe//fuksVLF8zE0gWzrKE4IGxUyKwK3hfBK/vqzV0UchAnlOKSOB0LpRBqGLdl6a9bppS1RbjVeKgvbQ7YXH6cxW4LTsWjxdNky8HW+hqsW1SPb//kA2v820tJGUJ5GcVmvINDFibgPzVlEhUX06x7zfMPQoFt0GAzDcqS80Li2pza3/iB9GBzEmva6ozxox0KspJRHGODz4ds/ReFXvDvLV1wGbROiCRIOduZEa8618/6hnBsIIulCy4FWLia4q2qKDNpf6XkrMvP8Bj45mXzsHSBV2s76rA09/uflmJ/91Vcyubw7vlrgUI89DneIpEMQ8/g6EcuP2GKu9xOSJE/J3mBXkOOFCQRkdb22cGREGmKrkOKVUK4tMc4F+DFN3rUVCQKSy1dMMtca3/31ZKeiyBo6gplg5TJWxzNT+DU5esmxPLUo+3e9/M3UVnsgiXnzcVOtxmEGkmLQlObl80PZLTQ7zXR4HugFCMuXEQmjmzpWIj0SB6nLl0PGMulnkl3Q6aUtSL0MrxCEN4hxtnPo/kJdF/5CJuXzY8Fi2gHpY3RSiL/zWOIvPkG3/QuggRX1DbrVnsW3oBAG8/yxiQAWNvsTWZ+ov5GBwJ5mDwFRDM4JGFNHsS8tajtICLYVIsBy0OTf48XtPHzcT0YVnpBtoYlXPjBR98dzU9gTVud87ChOSOjhR/OtVUVgVCFLY9ZI5o9v+8MAKBSpAtxb5bHwyWUGofMVSq0yX8C4UY5JE892o7zmS70DY6gqqLMShCUcyJRLHoGLYzFjSI6QyajjGjeqCuUDZVIVvupVnzPr2y5iicfXsyakpSFlCz/GZWO5xon92x5uCFORTFtLHFEFpGxZYpwoWesLJ+GQ33BWgqlnkl3Q6aUtSL8ZWgVyXo+HEZn71CoUIZNXPE0DXKMYlPT5+WhKhenJFXJIhdxRCIB3JChUopR+aIawSasSPSSlNrGpQOBX8cFBWvIA+B3bxodu2liyq4Spto1XOxtDpVK+JuuwcmKvEStTSRikcuPGwiX1qOGoJBXToelDYWhd0GeJodfv/OFZaE8Vn/MBfHuPMNjTVu4JKXrffO5K6WWtpwfEi3+T9JaX4PdT6wKxOb5/el3WocqvoZca4aMlh0b28zapx7ScdYbH4+G5tjGTddbumAWlrLKb7bUK+28iErHs93TJnGVcClxYdu+54awZhzwPaKVEnaNVRq+d8u7nlLWirgWZpR3qokGFWnXL+Ua8jpRi5Onc012cfHnp8Ob7md7Fqk4tnQsNDH/t88M4sUv3+/0tlwbNy50phHT6BDnzT5cMVR+KHBvU3uXcp4IlZAHWrK6wpAVZe/iKCEjZ9fhfmxb24JK0bZUW6PSW9RQGAmHSlQHQAAdkEYAXXPzsnk4efFaaL3RPAJ+NTuJNknkw+bt2SQKubJlI0gj4cjZNJYumBlI0eLzbzMEuFeXHRkDAIyO3Qysi6j1xkUjy2keo1SwdCZ885H7ACBwb8k/0eB0/tO2D6NQQy63SgiTohmlMmuHhyr533gpXVeM3iYnL14rNlK5e3HuKWWtiGthTsY7jXv9W7kOjxVpijNOOlfUBqLnp45Suw73R+aY0nd40wOK+R/qSxsG9IqmJFrrq7GiKVnyPPQNDuNgzxC2rW2ONICk0qX8dpu3wp/DVllNg8nePD2IZHW5mfOoWPLBnkF09qbxxgdXsbJldqwDhBTrjo1tqGJxSC0UAMRjWGvGBxGPJLTsymu2rbcg3yFlPL4o46aUPOQo5MqGhnAjgbpaUZzZVmxEe3ZuOBPJqrJ8WqQRZZO4RrkNQaLvafeWTHXXXtbOB1s3Oa34DJdbgZK5UUXPROuRF2Th4QDvb74RFnWOR8HgtyPNrlSZUtYW0RYmh77ikg+i/v92CffSNInjzdtIadKLpJQkXijFxRwG/KYHOza2YcfGlGl5SH9/8Y0e9A2O4MU3eiKLvkihhgTlZQmrx8Djxry6kgxz2DzqKAhSPjM/EFxzTn9LD+fR2ZvG0f4sjvZnI+O5/LtSkdiUsrb2bNkB/gEXDnNoHmWcTAg5N8sbawOHLhmBmnHDDcWoPOmotW5DQwiepjrRQHeADCiJkoBev5oM59H8OJBIYMm8j4O6v9F9+Vza3g2/Rxyj3IYgyWfWPGjibeSKRMHj566FWmBqiljrJqcVnykV7XCJhrzYQk1BuNsnC8pSuiSlEEhv9xkeJVPK2iKa4qLF//y+M3jh9R6kR/KoKy48emkaFBVFTLldCrwUa9VljGiWN12TrkuFUqKUUTDGavfCNSJbHOVi+648WORmjhsvLAXm488sOQZx5gcJ4MT5LJbdWxvLYqfvel2droWUGGdkUz46D2G4iEO+Bzw7EF8lspbWTlNT+vJvgB9HBRIhxjVnD3PhSmDPicshLzAK2uafdUHfZJSQcRCnTrTmyT/58CJj0Nh6T/s50X6DFvketHeupSbZ8rBdXA4+F7Q/qTMbEE7x0hSxBpdr1QrlfoyaQ5fIe0rlKkMDPA+c/mZDF2XIQXvvtwsZLVWmlLVFbNb37q4LJk3l1KXroc5bLijKdt1bgYT42MgzcMG4UnnJoiWal0Dj1bxs2wEW5bHJ70kim21etN9p35UHixxvXEaudjDEZcWW8i6T1RWoq67AsYEsqu9xb0up/EgJy65OHDamGBt5r7bDlj83r+dO8VWqViWf37ae5JwBMEpxS8fCkNIlgpzGsKd1q7H3bXFdIBFKz6PPBz2yNoX8R3naA06im615BEeitOI7HNIGSm8MJK/F87D9AixBJClKflU82x5srg1BxJoi1ta59rtN7Q2moyChf3EIbJrE5arw63HjRaYU2j5/O87l2ylTytoi2oKjTbttXYvVE5gMiaKUhWq7JieTaPeyKS8JoWpQl7YxosYa5bHR711zpM2Lba4048DVBjPunEd9TypO7d+a96f93QYhSpHKT8btSFm9eXoQDzYnsbKlDpuXzcPKlquhNeuKY8uDmcbGoWhJ6NFCI7b3GEVaknFPDaXR3gtXglp6HoDQOta8Jz9PWy/XaUvJ49cwBqXiyXkGwUSoOY68fpw1JA0Del6N6SyFG3Zr2mYDAFa2zFbPkcmSxPZ3XzUdBbd0LAw0JpLXtY1Ru5fNmdBQFMCeUqg9Xynn8t2QKWUdIcHN4SXcV5ZPMy/UBZHF9QzjeGGudJY46SA25fXuuSz2nrxsiF0uhVGK1ckPDxoPAGszCu06ca32yczrZA8HF1kJgPpv7d1rf09Wx6tfTZ7ciqYkDpz50OTwciWXmuMph5UtSQObksKIW2pTPisvjUppYvyZKDQi48ryOnFgTtsa5J6R6/sU1yXoU1PwNu6JFrd0wd+cLFeK2CBteX3An7OXDvRh59tnTQhOC1H5pWfjNRjhUDG15pVhj7jnWxylKsMMcdJfbeeE5ky4yW3eunmwORmZeiXX7Z3iG8WVKWXtEAklysR7wJ1nKxUolUCczMa2wXWlpIMQrM1TPySxyxZzou/HtTrps7InuCQrlWq9yticFkON2lRxNl2cg0iGHri3QC1Ho1AB/u/MSD4AadsMQSL1AAik4nCokVjMk0VANNHWhvxJrPYfvXMhxOewSRQqItO6NM+IGypPPdoegtc1g4HaxPIWi1FzIkNBvE44oHersj2zC47V5hbwOA3086X/uSP0dxKOQjy/7zRkYSd+BkhF2rq+JqD4eNqlLUQWNXfB8ZzBaInnYJxzIg4yRc0/KDxQSurVrxsWn1LWDuEWpw22sy0iguKoNu8Lr/eahRSn4byLPWkjUGjwkvZMPPVDI2dN1uvUPqfF0W1hgzgiY3NarWStyhgfb5xNF+cgkqEH7i1IJayRfOjw81sMjgfepW2cvM3qypY6cy8ONcbNHY2CEaNEvr/ljbXo7E3jvQvXcLQ/E6tWcxQqIsMvtnQ7fy10h9aELuEWi3Qt/lMbK3nuqYYZpuhIXE9TOgFkWERBuACw7N5aHBvIIpFIFBnrvmj30owbeQZwr1zOAY+3y+ezxabjnj9xzkGSOOeEy9GQBgqJrTCPJtq6uJve9pSydohNQXKxLSJ+ePCawK4uT1zibAxtjFHwEocI6TulpkrFtTC1OHopitnFWCfYXios/hkb1C7/HifWpV1X/uQHVRTkzcfltxhMFWutJ9Trk3DPmsN9tvUqDyobrE9KkWpId1+5jmce+2Sgi5Qkcsl5o4PwyFkvbn38XMYchrZ0uqgucfK5tKqC/KDW9pn2jrUWi3JObGPhxC1eQEY+hzZfZJStbq3DkvkzTf0BHt6yKYEvrvCaqBztz7C6/fZME824kWeAJnwOCOGJ080vqp5DnHvHFVv8XjOUNANlMmVv5efuqrddKBT+H/Hf8uXLC7dL0sM3Cs/99HThuZ9+UEgP37il67z0Vq96DdffbH+P+g7/TO+HH0V+djLizc0Hhed+ejry2pMZC3/Gl97qLTT+4d7CV/78aCE9fEP920tv9UZeJ2oun/vpB4XGP9xb+NO9pwKfizPfXGhMtHZojmxjSQ/fKHzlz48GnvG5n54217DNofyeNr/aXLnmi3+HxtD4h3sL//DfH7HOiRwrCf1+/f/+RuCe8n1q77CUNV7KZ6LWS5TI9/bcT08X/nTvqch9oL2H5356WvndB7HGy+dQvvdbOW9cIsdyp+5TqvD1p61FPm7tTI87Vu29kdyJ5wXQVVB03JRnrYhmhZUiUbmNdA+XRUaWeinwrVZOT342DmzjYi0TrCYhLJd3GjdNSsKDMgYF6CxeTeRcybSxoOfrebJermu/+U4p883j5rZCIkAY0qWcY9/jDXYPkrA/pUZR+MIG+0qPzlV6kROIaJ68ZjXX0T53hgPh8cbYNZARUKL3+8+1N6Cu5h4DseeKDUeoJzeAECkyCkoGEFojUTBz3NQg17rnLRipreI3H7kvlke2qb3B5FPzhh40J9vWNmN07CYAv3NZVDoYjy+TuBCBUj1AW5pm1LVKDWuVKhrhN9hpy/+3HHcUj8EmHE2ZDDn4dsmUslbkVqGaycZEo67jii/2DQ5j2yteByFX9aw45BnOOAeCEK7tEHFdNyrWQ9+XMVsJbe45ccmQUqI2iXZP3gf8mceWBP5eVVGGFU1JlJclQnCfDS6XMDY9u8Y81salhQkkiZHW4mh+Aqk5M1j/bjhhXx4u2P6Dd7Fk/kw8UVS2/H1pMf9kdQW+9fnfMM9cV3OPmmWwdVUzTl68HiD0ZEbyABKmEhh9lvoc79jYhrWp+oBBw0mRUVAygMi4Pudx8HHbCFe2+wSv6yuGOHvXNsf8XXNeix+/9t69ljtP78a27ktNg4wzdnp+ybWQjVg044+uM5l4ritFNUgklPssgb7BYTMGeudxS9Vqwo1YVx+EOy1TyloRV0qFa0MQw3M0fzOS6WhLC+CLXW4wG+nm99a34unX3kff4Agak1WmIxZPTQG8hb6iKWkOMSm0EbS8Uvq3Hy/tNvFSz0Owszu1A4YfBmQcUP66zTuP6u4VdU86cKljmmQHv3ygL9SkwpamRcYTsZ8fbK4NHF5xUsa0A1R+N1ldYTy5hxbXB1KjbHFFflB99XvHcKgvjUN9afRc/ci8Mx5nj4rvutAR3tWJ5shTyiknQdKWK23jCpByoB7YtLZdZWC5MufFgCjWDCCwz7X3Qf/mRpSfVRFmc3N+wOZl881YeV9zeW35dzI2eM/yKCInN7JJkXHEJI4H6PKm+Wd2HR4wRiMnrUnDFdC5GnHEZvxztE2WpaUYNBUAou9SzQGtA1wpcje9aE2mlLVFbJCYy4PkB0GUUony0rRKUFz4Rn/5QB9a6mvQ2ZvGJ2beg9oqPW2Klz7UCCDyQCWxbZZvvHoicACW0iaTe+h7TlwCEMxfj3reyVjrPgs0oW7aKARAM56WNybR2ZtGeZmnUE9evIbtG1J48Y0ePPVoe4CcpV0zzgFKhpCnqLoDec4kNk95+4YUzg6OoK6mIlAQh78Lqei1qleaN8U9Qz6HvNe4VlyH5k4aS3Ju+PslD56gzLieEl+vdN23zwwWKw8WAp+1jUn7m2RZ05xyVIqH0LhRoL1/zWiga2mdyTRvkzcgic+I98XlTQef23s+jtzxeaamPWSslKogXcY/oW27Dg+E8qQ5mkQ/Xz7Qh9H8BACgfe6MyB7XXPoGh/Hs3m5s35DCOwOZSZ05t1OmlLVFbJCYC06iA82mDGzXJy+Nw9dUN5n+LkV6PHyj0obW0qa4J6Xlt8qDXLvvU4+243ymSy3lCejsY/m8nDWqNY6fTPw7Kh5vYxK7lCdB51odeMBnFHOewPlMruhddKtMe+ntuQwcnkPfWl9jTU2xpXO9M5DBuUwOf+/T8/BbSz6hGpxS0WtVrzwPP8ie5Wt21+EBo7SqKspwqC8dKm0aJTa4ksPa3PPUwjzaNWQxoBe/fL/xiuOk7XDUa88JzwNev2iOYXPzOaVGNa4QWhy+yu+tD9Z858/1atcF7Hy8wxiC/NzhqFrczBOSOAYxnSs8BYo+y8vBlprDHCx2U3Aa/4Q2eWvRvwc/I3gdAr+KnW5I2YT283sXryFTbHU65Vn/LRQbJMbjF1r9Yq4MbHEcTjbhXpo8iLW0En5tSVoBfATAlEZd2xJSROSRaYpPUyR8I1FDCF46UM6JtinkfEov3gU3c+EeuVTOVEpQFrng70I7gNyHp+d9aXXg6b3R/9P7W9wwA3/yV55FrgkvXsIPKDr8/LrWCCklGxTnGz91AYNLQ0vkoUxQsjzgXWEZmk9SDpx8w69va8xBIg9pVwtJDkGTwpCiKXLNqwdQXKMF1YCT15SoxcmL3npYt6heTdsiQiQ9oy0kIOeCf44btIC3FmqrytE3OIKnXzuF7//ug+Z5pCHlcQf0eV6/qN6J/Ow5cclaT1yGCLXuazLEEbcIEd0zTonUKKcJCK5nOsc8icdFIqeEn3W/zipmU8raIi5IDLB7RxojW8ZxeN1iIFj1yHVPfn2uEPU8Zu8g675yXW1jaYOaJGxInhdtJIoHab1gXd4FfzZboQiuYHL5CbUcoDzAuII4fu5a8VOJ0DWjCHAS4iUhrz+O4iH5+YUs+gZH8M5ABvc31ob+zouXUKMJwDNsAL4+gnnXLuGHVxSc6UIppCEnYXUbZ4If0HEQGhLbIc2/oxkotA5dPZ3dh6leEEUTDq+OTdxES30NPja9LBCrl8+kIRf0/7b5cRFKSS5lc3jlyHm0z52hjpEbC3xvcLRh78nLKvLj71+3sozaq1HGt61+AqEDkgOgraO4vBBJzpM9rrV1Ejg3nlgVMJ6jUJE7KVPKukThyljGwjgExJsecMsMAN744EMc7c8gOzJWMksxLty2edl8nLx4Hds3pLA2lQl8RsKrchNwljEvkzo6dhMoFLB0wSxrxxofIrM3JbAxePnvCOY6efG6tfAHv+/urgvo7B0y1bvkNV2WOBCMicoDRdv4msQ97ORYKE2KypTyOaRryipXdD86bKKIayRxSET8dzY4VX63FHREXkc7pF3igsGjSED0/JuXzXMiV9o1Xz7Qh87eNAoF4FBfGjs2tqmK1oUi8WfQC5hMID18A8/vO4Otq5pCxnvf4DAuZEfx25+cq7YszebChWZovprqqvC5JZ/Aby/5hPGsudgMnegKgAVjcGkohURy0sM3sPNgPw72DOKZxz5pjGDtu6Uoxyjyr/sZXPf0n4/Qrzjr5nbLlLKOkDDU6udbcqXmNzhPBaqVrWhKmo1BC2hlSxJH+zPoGxzGob7ontBcNIhRO+BssCjBxR4RpE69r+Z5Pfnw4kB/Xk1ssSRAP8x4bExCrDwnl4hsmtWuKSiXYtdEO/y1zRwFgXFjxeXZyWeoq6lAZ2/aMNRtDGUbj8LmOdue1eZ10/PxNdtaX6O2rZT3kIRMV7tWKXEbTpDId10KNHkrnhHdNz2Sx6G+NI6fyxpolVAqmYHB08Zsz0BC+8dHWsKVtWRdeFl2V0vF42hZXXUF7m+sVbkUtnUT7fGHUQoto4BqsT/Y7BHAOnvTePq19w3yp6ENtj2sVcNzOT5xUAsSeT55OfDe80UZg3dSppR1hGhWlieFEKFB1mSmgviSfa1Bq65DppRUGhK+4MKL2NtUyxuTzvtqnoGEyOPE4yTkbnsGup5v+LShvGxaSGG7Cnpw4b9zdeSJq+ilwaGNgYwVQFdCNghQ3kt7Bg45TpZpq+XJE+s11TADO98+a9AgDpNGKTn+d0KXOF/CFassVXnG8eJta0QahaXEHzk3o+fqR4FiPVrOOACV/8GRDZn+taVjIdLDN9B95SOVlyERD9tPaQTwbm6lPncUisLLtmphOv+z3rnzqYWzMH1aAof60mifOxNrU/aceRtHSAs1yPatrmdwiTyfbC1S77ZMKesIkS9Z67zFN1Ccg9gWU9GEKy+qnhQFYfJ7cEPCfwa9JrJ2DWntyhaOWjxOs2o1dqdNIfqGjwc50fPTOOj/NS/CJpqhIeeKxHaYaV6uHAP3vl54/QPTyMJ1iMW11l3IBRcXJ0DrvfxHP34fh/rSGLkxjm8+cl/As9aeXd5LEiapOhnxJVxpiK51HFepaNfgBXA6e4cAhNdnVGaBrSsWDxXxexJbnCMKGv8jWF8g2GQjWV2Bupp70NnbX0yjmzBI3pMPL1LPDtmdTUNCeH0EMsp4kxXXXLvWJxl6hBxyBbdjYyoQy5bnju2s1NjoUZ4x398yrVF7hjhGombE/zplSlk7JMhU9URTYC5v91ZhE668gEJkHqQUzxvzYoIUz7JZ9fLZZQz+qUfbQ5WV4lists9oc8OhZJKlC2Zi6YJZZswE4RMTOc5BbztgNaGNzI0j+r3m4SxdcClUEMWrkgVIYorW4vRWvBzX+IEwJ0CLpy+ZPxOH+tJYdm+tWdsSfXB5OJLoyNPZSOF48xlW2nEhew0ilWMjyYzkcfxcBoCXW7s2pRfDcM0lJ75pXbG0cAxVaaMwkVxzFN4hZe7tP4QK6nAEZTRPEGwhMs+axqH9jiuz/Lh/Tdc14qxNv6yxh8JoBi0ZlvLsLIX4KBEhbT3G3d80Pv5TE21dlZKnfbtlSlk7hG9YnuJhs8riLIBSDme+ucnLLLXcneeNhSv7AAhZ9RoJbMfGVKjQQpxUIjmGUiBO7j2SsUBkHooftc+baXpG01xFEUjijIPPORlHR86msXTBTDNf8uDWuvfwAiyZkbzVSi8VBo56BqkQOBys3T8zkkdl+TST/hcX7iZDxiMf+nF6+R7Iy/N6CE+U9KxcacmuVDR2m/Lq7PW4IE98ts26z1xzyY1cvh+iUALpSUtPnpeXJZROFj8BfLY7N+5KOXf470jJpObUYOmCWdi8bF4os0F6tTybxVUPQLbYlWEbPgaOLJWKtvAsEI4kuDgYUULrqhRiI63B0fwEej4ctqa/3QmZUtYO2dLhl5Pk3nUpniIQP4VICi2Obz5yn/n/yUAyNE6q7OOzjj3Lnax6F6OVDnyetzhZiUPUop8EqZLS6758HYBX7cxFuNLeUfx8zx5DEtx78oppc7pjYxty+QmTz03X11LgvOv7aVlPPrzIyS0oxQBzPQsfP4claV705/VDFFHjod/zvGpX3q3M0beFX2yFcMhw0+KGcZSX9p5tcyd//+TDi0PGjsvg4GEiqp7lylO3zYsWCiLi35q22UgP30BmJI9sLm8g6Ci+Bkc/iDSofV6m7GmFbfg8tdbXWFvsck+aG91UoESbx1JCUIC7fza/Fp+r1vqaEHISdW5zxAMo4Pi5a+jsHcL5TBd2P7HqrnjZU8raIcnqCnz3S/cb6IOYn6UqTe6NAAVrDW3b4kgP57H9B+/iUF+6aO0DpaS6yPg11dTlDG9+WND9NdZ1VIzd9izafPDrauMFghXCvvHqiWId7iSOn8vi6w8vDh3gsnFDKfelZ6efu7sumLQ77nVyxr8tBc4TD2bMjtzAV793DFs/04RdPxsIWOOTDZO4FBXPe7UpX83jpvHYIGfJ+JYoj5a7zw/Fkxev4TtfWAYAkTFJ/jz0M268O8po1slPeviDcxOeerQ90ExGExtbm+4VVKC6siAFJOPAXm14LwZfV3MPu7ZeKY/Pk6sxkZbOxwlr0gsv1eGQe2bPicuholBR17Z57GTYaOWT+bVorsYm3sfaVL1JR+XVJiUpkVLM3j4ziBe/fD8APySyftEIuq9cR9/gSIgDc6dkSllHiIRlAUTCYYC+AbTWiVw0shZP5QgX0XA3TZcioS5p7WuH3GQr9nDYkFfoiuO9yXtzSO6hxfXIj99EZ28aV66/F7Bqt3S4a0aXEqeSIQg5bjpEXQxUgjmJ5OSXLfQO11uphuRSVJKEpq0RV7U324EZBTlqREJCHo6fuxZgT2s5xrbnsa3xKKXMc5B5zXMbu1dDDXi1OQoDaftXGj/EZciOjGF1a53a6tJWmphDvsQL8TqvjSPVMAOV5dOwqb0B6eEbGJso4KlH2yMJYmRsasINku98YZmZUw43A1DPDJcE91CT2TNaMSf5DuLs0ajP879589+N1JwZAeNrf/dVdR6oxjng5dTLdesZw2PW9Nc7IVPK2iK24hHZXB5HzqYxmr9ZZPsGlbYkZgE+LLvr8EAo9zSqSAW3iv04aAGaRRh16NsIHC6FXwrxRDdQgu02n3x4cWxvUm6e1a11WLpgFtYvqsff/OV7IauWw4faBirFiyU4mchC/DDmz8gZqJKVS/L1hxehvCwR8Kxtc8tlsgzdTe0NONgzZOBS+m7QM9YreGneMUnUQWqDJKsqpuOZx5ZY46T0PDaPvlSR60area5dnxtqtKcJXWmtrzZ113lcd3+3V0vhD4rrEfDfZVXFdHMGSIYyweyaaPNIjVF2bGwziNjOg/0G1qY9zVGBuNwIvo53He4PPPu3f/IBDvYMmkIw9P24+9fW6AUoYEVTEl/93rFIpCnOPsiM2FufAjBwfWYkj54PP1KbnXCjiGL7VAterlsKz0Wlv95OmVLWFrF5EaQQli6YpcZeJOwThAN7QtZklLfibepFgd/xTc77WNM1pMTJhbZ9h3sKZFmX4nl5zNwsOnuHMDp201yDPu86mOlzFGtPzZlhiDi7n1gVsPq5kokbHnAdAvwA41Y1/Y4OxacebTdscB7LDq6FNqxsqcPShbPwnYUeY7W2I/o9xDWU5O/2d18NwKUaQ9iWvkfPwKtzkUQpVOkR2p5B/tv1vFHvSRMNyuVZA1GMXum50Tt/ZyBjjeuSQpfrcdu6FlSWT4uEn+n5t3QsDLWh3d11wShKMq7k2qGf6eEbhsDFzwlXbJez1vl5xp8dQEnFm+T3OeGOzrOvfu9YJIwfVeyERItBy/VE801ZJJzDQ38DCth5sB+t9dXYvGxe6OyV4bm75VUDU8raKnIT2Fi1xHTlB8SRs2lsXjYvwBK0HcxxISWbUFMNflBI0WJxpRLhfMvdg+606lTas3hx/08btMFVgUsrZMFj7WQgaZA9bVatulopKS983DIVhAh5SxfMAk+jIzY4N9A4BDg6RijMRKBoSpSHos2nNmb5O+69aJ4snz+ZihVVMzvKQ5PjLWV907hlTXjboRvlIQM+x4LXPC+l85K2DqQxoFUppPW4pm02ljfOUq/NnwvwjcGnHm0PlTI25X6L3Bm5/un/n993pvib4PuThpSW2vh764OdvujZeX/uUowmbe64PPVoO8Ym3kdqzozA+5Zz5ELLSLSwgvypnWneuXKZse9Txvh6dq/diJgs1+RWZEpZW0RTBvLA0IhMmnehXS/q93G9CZ46YfscwaI/6xvCsYFs4Bn4RuIWrG3BE6y9Y2MqpFijnpHgRa14BOB7dT88dh4D6ZwZp1Qymmzp8PoUE5THvYoo8pKtJaB8Hg/W/MAoZK04Dn2fp+kARAosxFZestiEHLNLIWpoDP1eesZybmweg42QFiWlHmpag46oQ7cUz9tmyEQ9g5w3aQzIQ517lZ29Q6phIJ+LPr+y5WqorWeQDGo3MqguPlfqHHWitW4j2Umvnq+lqMwCG6PfNtbW+hqsTdXj2z/5AHU1OmoTZ++TROXw8/3+/L4zGC0iHxRiICIpdRaUtdN/3TKlrGMKWW62NCdX3JlE8xwBHQ6Oy7israrAypa6QM6xlD0nLpsqTlr961x+ItBNS1O8QYVbhvRwXq0Q5RIeM9dCAuQNDKRzk8rl7mhK4lBfOgS3p4dv4MHmZCiGK2P4sk+wFM0zJYk6iPlBEkd5EaEuP/4+1i3y34n2/VJj8dyDkzW8bR53nPVo2xNxY3o2L0qOSRoMpfAqbIZMnLFxElbUMyWrK4qe4ym0z52hngfyvUkFPRmCZDaXx2snLmEgncPxc9fw3S99upij3osdG1Om/eW2tc1Wkp2t0l+UcTsZDgZHU7Rc+jhrW4PKXYYDR1ceWlxvFDXvP+Bi1/+6ZEpZxxSCCOklkwWrQca2A8MvgThoitcDekMGV4yJi69wdaLblo6FGC2mey2YVRnw1Di8S7E3l4dO8+DBbV6FLleFKJtohw6lxW1b24zKiumx485cyCuUcPvOg16lqKP9mUAMl4+H2pg+u7c7dGjKZw9Dx2GJUuZS5FohxCTVMCNSSZbqWfKUH4L++Pe1w4+/M83olFwIbV0CCOQWy7r4mhcVp0aBpkTiGrtxxaXEbELcgbWp2bFhY9d1o/6eGclj2ytdBpXq7B0ycVjAI6ktmT8TAFBp8c5d0LU0boHSikJp7yRZ7WcvrGmri938RV6XG3lRcW6OrqxfNAcAIs89klvJ4LhVmVLWFpEvJTOSR9dApvjXQmDj2BZpeHF6m4YXryeR1qoNTpfC4WmN6AZ4GxMALl4bNaxUCYFTi0itrq4mHjPdS8kqdeFqhw4n4E32cCWFIVn3FO+zEX2S1RXY+XgHnn7tFBbWVuJrP/w5OnuHJsWsnaxIr3TPiUuGkVpZPi1QjjJOtTbXHPFucStbrgaMG1o7xL7P5SfQNzgcUKy2Xtf8vZKxSfF6EtkXXSpzLvzQJSSA5kc+kyR+2T57K7J0wSzTwzrOoR2lvFzXsJHPXPuMmOu1VeXI5oJpRV0DWRzqS2PJvI+bfGebwRllFHBvWNaeiMvBkJkjtJbWpjzOSZQxbLsurc+orBAO7cc5Z0nkPnWVbL7dMqWsLSIPQGJk8qpCJLbFLTcrbwLCX6xmrcaBvOjetGh4uo3+/UJg8/P7lVJXl+472aYSmtg2svadqIIrXky9zXyGx6+5V0yf39KxsBg/m23mRKvFLsfqOvCixit/R8ptRVMy4BVUVZSFypnKHOm4a4VExlx5qhKPbwLAC6/3BMrUege19/f1i7yDlap18TkltGbpgpkBuJVIQJuXzSsaChNGwfKSrtxooCpaxOi2zSXvMb90wSVTF+F2CDcmucFCY42aZ9s1bdfgsPvCZBVe+dk5pIfz+Nbnf8N6Pb4uJWpBIaL3Ll7HpxbMwtOvnYodvtKeS6s9Ucq15LM/9Wg78uPvIz2Sd5aW1Z7NFZuOOnviIpjEIdm+IRUo/xpVBe12ypSytoi0HjWILkpKiSXKA7fUOKQsRiFJMTJOR4eubEDBJUppRpX623V4AMfPZZz9akk4xByVquGKH9qQBvldEg7V8qpGFObQvL4oOFAKKVeqhKR5w7LyVWOyCusX1yOXH8f6RXPw0OJ6Ns8+Y1t6YB4bOLrRgHy3NH6qrOUr2EKgsAdfa+8MZAJj5nPKK1bt776KbC6P/d1XA+MiQ4GMAc725++SFzfR1gafSzI6bV3P4hiAdE0bRO/KRXeJVqyFX9vmbTYmqwB4XczivEfKRNh1uN/M99ZVTWaej/Z7CCH3PON6+dp8kETNhfRK+c/93VdxqC9tcsn5OuDpqVGd9ujcAQomPu/iGdC+W7rgcgBFk89MHJKxiQLWpmabsdsK29wJmVLWFtE8x1KVmRSXJV2Kcpb3tzF0XVWqvOcLN6DQxqst9sxIPtSBi48pPZzHzoNnAfiHQlySUlSqRpz4oa0OtXbIcMUu54lfmx8EW1c1qwaPLp5ypUpIGnLCFRPFki9kcnjlZ4MmREHzzBnb0vjgBWi4oSHXaZz4rxfvTOCVI+cAIECK5EbRaH7CwMP8Oi7InETGSDWOABDsDS/XhjSkOadCdj17+8wgOpqSAdhSGogAAkpFQrzcoCkF+uT7SZsLTvikHH6eGrZ9QypU+ENjxstnoUJEXhpWv9fJK+HV15f3lmOS4+YkrFKZ+NK45400uOKTkDJPT9U67UleA+0B3oSI/12r166FgjTPf2wi6ARsXdVc3Cd3XqaUtUOi4MVSY5elwJVxNkH0/d05s67xkHW+urVOVYrUqnJ1a7DcHo1pTVsdAGB1a53Z4HGeXyoLG+xlg+2j5kQjfslceT4H/B5BeNoz4KTBo723rauaMDo2gVOXroda/GlCLUEJKubFPWS6oKY8qcKdK6fdFnYgIa9kx8Y2PL6yEW/3DGJFUzI0biqHyxWXTfnLVqJccvkJvPRWr5NcSGgXb+0o55KeZfOy+cW/+l3PSEke6ksHDFSbgWgzMEsNO5CQsqJKaNKr5UqMIz5Ns6vxva8+gOf3nQm17dRqsb95ehBNdVVFolkQfSFjVKaByWeyefm8wpnNWLCdW5yHA4S7/tkquvH0VK0JifTYyYAECgHlbjOW/DNgemge6GdtVQUqpk/DodNpNaOGrnUnZUpZO6RUokWUZVkK1OxaBHFyXjMjeYzmx7GmbTY2L5un/p2uod2f4kbb1rWY1CH+PWpV2dEULLcnocs4sKPmTfF0Kq06m4snUMo7cV1Leq3UR3t5Y611U9sYr3XVFTjUl7YS+ORBIrsjkWepXZuPncIdmgHC/y2hb6nYeYGXr/3wXQykc3hu32l8/3dXBsbtOuRp7nP5Cew5cQmUTSGRHO4NAfb4n40nYWOMS0PKeJZjNwPrQ3rmNL+8sM1kYU4+Nl9Z1VlDM1xxhEM5npGysLYS6eEbLCWrLaBYARhvfP2iejV0sKVjIdIjebx9ZhCb2hvQWl9jHdOWjoWGXEdGoC31z3Vu8b25edl840lHcT9cnb14pThqcvTkw4vUnHRfkXvlRG37gf8/cVy0jJnbsT5KkSllfQsSl2TlElKK6ZE86ooHhzxAJsP+3d11waQsaQoiCpKjg6GyfFpg0RK8vW1ti5qnKaFL7Z4kHPKTG5Vb82vadFayJrfjnfAx8J/0bxtUa/uO6/fy77I0ZinX4MKJhxq0KD0ngvPJsOPP2T53Jjp702ifO9N6HzL8KDRC1+CKwtVAg/L117T5aYBxY6WuWCj/t8cCDhcXcRlrcUoEu4TvM8lQtxndXFFwg2vrqmYTEtl5sB87NrZhx8Y2066RN+KgkAEAgxpQMRAK4/Rc/QiH+tKhSl0yJk/z8NDiejz1aLuJfY9NeCS1HRtTzvcTRG4KxqOWXn6c+ZTXIw4Fwd02pICE9wnna0vL/vGIkn4RKLoHnae29XGnZEpZKxKHvUsS9wC1XZPSwU5duh4olG/zfOIyxekAtpEfopQDZ64DYXj7vYtZrGyZHes55T35vWSsiMSPsQ2gayATYCXbFLztPpNll0t41dWsXsazS928LiNH+4xt3NpBBoS9VangSAloXu0Tn201FaY0kYYf5yhwNMJVi5tK0vJnkWO0za/0jGWYQ4pr/0gjRvtcKegNNzqpNS0JcUrSwzdQV3OPOi+2PUHzsLvrAjp7h5CsrPcpGQAA/axJREFULhflST2Pb/Oy+QEYmJdapThsqiFY7pOTCMkY06qrpYdvFBnlhdDYuQSN9HBoLuo8szkr3ACS55hmgPFwBw8TaTFq+n8yMMmg4tyMUozn2yGRyjqRSPx9AF8C0AFgDoDzAP4bgD8rFAofic+uBPCvAawEUA7gLIA/LRQK/yXGfeYD+BMAfwdALYDLAP5LoVD4ZgnPc1tEs5xdsRnuedoUgkb22t3lp4Nt35BCxRs9KrNaLgrJ9LYdgLYYEP3dpRwkDLSiKWnGWV7WU2SVZp1KIEqxaLEiOYaqijIc6ksHuh7ZFLxt7LbSiiT83dABKBWgJO1IY0EehPI+hKAQOzmuRKWpudbppvYGvH1mEK31NSHFwo01erbW+mqThhWnjCyJNPw434D+PhnPg6/7l97qNUgRECQClkrOdIWjZLc82+fIQ4xCb1z8ClJY3Vc+Qmdvv7mnxkznDHK+9rgipVat3OPjoRQqO0wV1ZLVFVi3qFjuk82Jhurx2C/fX3U191hRDroe7wL3xQfuDaAFUeE47Zo2A4ifY3FRGVvfd7/Hw3zT1cwvHww8v+80RvM3UVlRZn33t1vieNb/HJ6C/haAiwA+DU8hP5RIJFYVCoWbAJBIJD4P4P8C8AMAXwaQB9AO4GNRN0gkEk0ADgHoB/A1AFcBNAFoK+Vhbpe4oDTpaQK6ZRYWb2MeP3dNjZWR1acl59usRH4/XktalsuM61lqcWa6D0FAK1vqTOxP89pt1uZkiBjkza5pm43O3iHT9cil4LV7blvbbGBAfS58a9+mAIlM19GUhJZ/Td6MveZ0QfwMPmfcg8rz4P0qYHRvDVIlY7Bi+jS8ciRYb5tzA3jnqBff6Am0leTPGAeBsMXWo8QW66d/d1/x/QLiS5SajSFFi3WvaZutxiA1WFSD9F33kGMkVr9WfliGi+h9UPVDMvrIGCCDi9e0lmPjFdUABEq3yrixDdUjKaV2va0LHOAbsa6yxZqzQqQzLcefv09+PY0cacv2kSldcl+RQUfXudPkMiCesv67hUJhkP3/gUQikQGwC8BnAbyRSCRmAPgegH9XKBR+n312f8xxvATgEoCHCoXCGN0n5ndvu2jKMSo2GQWJbF3VZFpF7jo8YDbaZBmm8vN+rDDcKSZKUbri1xpc7vLaNaiWSD3aIegaG22KbWtbUF6WCDGpMyP2HraZkTzSI3msbq0DEokAC1UqP6BgWmvK+eUkEoJfNWPBm5Owx8zZyTYDI4qUw3/aoG3tUI1iH3Ool3tuWlvJqHG6xuwSGgshN7biFF9/eBHev3Qd10bHTMpRqQagi/vBvbXysnD2hIRFNeWrGb30PVkOmEttVTTvgdo5LqytKtYtKJh77jrcj1TDDIxN3FThdnldjqYc7BnE8sZaw/6Xc2l7l7bzRjs7yZAdVdMcvecYuTGGNW2zrS08aS5pbtMjeZP3TEoeCKbc8Z9xPW353BqKt6XDaxp0qC+NprqqyIIqt0silbVQ1CTvFH9SfsQWAPUAvlPqABKJRCuA3wLwOFPUv3YxSqYIdUSVk4uC4pLVFVjeOMvEeOTiuVUoj6c3SIk6PG2HuryPLZYa5RnSIaARMbyNrOcq8w2jtffjkKVMncrlJ7DzbS/Pu6OpNuQFSeVnSz2S/Z3jwHby+WWOqpwv1/vRjEQqn5rLjxvSHRV04fMYl30s36/8KecsSgnLMIScI82j9ZEbnS3/zkAG10bH8NDiemxeNt/AkESCcq1B8gIX1lbhlSPnjFfKn4e8tfOZLjVV0YNyBzGav4mtq9y1y7nRK8uu8nVgMzb4/PFrUx13vpZ5D/UdG9tCZYxtBgShKZ29aXT2pgOEUTmXWigg1TADIzfGA/Fu1zuoKsLFXqioYAyXrauaTSlUwGs6tHVVk5W/QHO7utXjzvDeBNlc3lQBlN/XwlCuMzdI8gsb5i9++X587YfvorM3jT0nLk+qOUypMlmC2friz18Uf64BkAHwm4lE4n8A+A0AVwD8BwDPFgqFCce1Vhd/jiYSiX0A1gHIAfjvAJ4sFArpSY7xloTSIkjixmZdwklbk/m+S1zpDVGGAK+eFaejkJQoz9BFdPPi0uHiLDJuRxXGnt932rBfd2xMYcfGtsC1uQfklcwsmPKwnGPAx0c/tVghQa4ElbtQCE24x7br8ECx0Ugwhq4pNz5e/u9kdQW2rmo2ntHek1dMahvN48mL1/CdLyyzKteoZ3Yp16i1ymF6zvzVDCDiCABuFrwcs2YAasgCjZsg1qa6quLVPG9O7ov93VfRNziiFuTxoFxPsdXV+N/TyE7kBZOC9Lqn3cSatmDNgijjR3r+9JMU48sH+rwCJwDWtM0OrXNJxpIlY0fzNzG75hqO9mdQaUFptnR4xL7R/LjJgd/ddQE73z6LhxbXY+fbZ02823YOSFRCpqRRKVR6NyZDZjhviI0S4bOF7GRFPX8c9jCUFM2YlvvCc75qAyjHnZaSlXWRCPbHAPYXCoWu4q/nAaiCF6/+EwDHAWwC8K8AzALwpOOSlAT85wD+M4Bvw4tVfxtAeyKReIDi4spYtgHYBgD33ntvqY8SIX5O4yO/Odd54JFExdD44RBVk/ZW43Eu0RZjqR2FuLjmwiPETDeW7zdePRGKq2vf1w6qPScum0Oaes9Ki14eaiTP7zsdIvhJRSUbeEjYk48lSrmQcIIRQWq2FCYtVin/TYcijzNz5WIrXmE7gDg6QfeRkK0WN4+DpNjjuj5HIIosqRkKEl3QCEJ8PretbUZ5WQLbN6TwzkAmtE4pTIOCHw7REaAwJ2FLx0Ic7PH6qKfmnEddzT04cObDQC1zeic7NqYCnm9c4p7m4ZpnW9eC1a11aJ/3cWRz+VDqHIWCtm9IYemCWSYXmXqz79iYwsqWpJkLAOY7nKxG8rO+IXz7f1oKILgHXDnHmqERTElrAoBid8CE6RLYfeW6KVXsQoBIXAihzG4phSdiM0LkNe+0lKSsE4lEDYDXAIwD+Cr70zR4RLJ/WSgUniv+7q1EIlEH4J8lEol/XSgUwoVt/e8CwFuFQuGfFf/9RiKRuA7gv8CDyH+ifbFQKOwEsBMAOjo6bqt5w3Ma64owNRftkJEKxqVso7pqaQvkdilwDZqVjNVS7sUPEknE4RY9/ft8pgu7n1hlxqJ5bCuakmitr8bihhnGi6S8UiJXUazzD/7yPVM3mPJMwxJOGeHQWFVFGYt9FUIHjPas2nvjniUd+txzpjHw6/K47Zq2OqSH8/jiA3aSI0GyLfU1eHTp3EAqk28YTBjFCyTws74hHBvIGmPF93Z8hUowIu+UpXmAcZAUD5EId2SjOfA4AE3O68ma0EHUJ2HSHW3lgGm8K5qS6HmjBzOrykN8iu0/eJd5dd64tNx0GyfB87CS6OxNG1Y3IT6ecg/3qY4rNmXO86CBgqmp3XP1oxArnEJB6wYyIKTj+Lksvv7w4mJIwWtVSvPPm7ZQIZtta1vwk/ev4EJ2FMcGsthz4pIxeGkP2HvU62elhP23rmoy+5xIfusXzUF5WY+VRCbvw8M+8n42YwfQm4UAQSNDhpjupDNlk9jKOpFIfAzAHgAtANYXCoWL7M+02veJr/0UwBMAlgA4bLm067uAxz5XlfWdFE2BSZEvXEJ1Lpg7yhvVrNTbBZ1LT1ozLCZrLEjIi1vfm9obcD7jHb67uy4AsHfrefGNHvQNjuBP/qrbeI9cKRFUR2UVa6u8PNNvvHpChfJ5PW1ffGiMe050H9cc2xj0PHwiQyc2yJ/HbTWoVc4Ph2TpcJQHDdVG55A7AIzmb6JvcBhvnxnEtnUtAYVEHrvslCVFO7z4M3KYXqY2kafGD3UbHEw1oend7jrcbwwNeiZq46nlO9M7/Or3jqlkqN1dF4yifrA5WfQw/Z71FE6IOoxpba1oSqK8LBFQgPSeS92vtiIdvPAM7a+ugSyWzJ+JL65YCKorT2uSowFefjbQ2Zs26ZccHSJuCOXF01x885H78MI/+DT+8a53kM2NQStfXAqkr80FlS9eWFuJzt4hLG+cFWoUc+RsGqk5Ndh5sN8YnXyeOFoZ5ThFoXkyLCX37e0OY8aRWMo6kUiUA/ivAB4AsKlQKPy1+Mip4k/p3dJbVWHsiO+SuL57R6UUmKqUv9mKWfDevbQZNcKVvGZcK49/jhsi2sLjXhwt2DjIAf/e/u6rAaZrstrrG/3s3m5sam9AbVVw43AhwtzWzzRh188GAikiHHLLjuQxkD6Pv7t0Li5kR/Hm6UF87YfvYnljMuQZSa+tayBbVFjNVs/JNr+2WODxc16RG+olHIdMxucs1XAhUENcE1KWWqxelmftGxzGkbNpXMjkcPn6r1BZUYZn93ablC7+7mRuKYmsEeB9x1dqct5I6Wux36hDncv2DSmcz+Sw/N5avHr8Iug44UqIxuFSrJx8yYvX8JKXPKQCFHD8XLbksBDB3/nx97Fk/kxjbNsUr22/yrx+rhy0wjOH+tJYt6gerfU1IS+evxsPyfDmjOrOc0+Xk6n4XOTyEzhwZhDZ3JgJP8nxRp0/rrBf3+AwXjtxGQAwb1YlLmRHwdc2b24zNkFqIsghISEDxNZy1pbGBYTXJl/3m5fND4y/lHV8uyROUZRpAP4CwEYAny8UCkeUj/0YXqz6twG8z37/WwB+JX4n5QiAvyl+9//Hfv/bxZ/vhL5xF8W1EKOgFdsm15QjP+C0zjLa/VzXi3NfV9oYKRZa6HSo0QFkuyeNkTxfLzUkabyNXH7CeDlEgpIEJ1L0dPDQ5596tN1cg5c/rK2+B0ABW1c3gzY1ET9s6TI2hSWFH5w8lqvFx3Z3XUBnr1fkhhSHJD7ZmNL0OyoBaashTnO8edl8PLu3G9mcn7Mvi2MAnhdOLRHXtM0GUMD2DV6valJeNP+20AyRmOin928vrnjk7BAyI02qwUY/+XNqa9i2lt4ZyKBvcASPLp1rvEi6Fikh76C/FPC8pXDyJcG1gBe3ld6Zp+CCv6N1EBXj5CUpD/WlreS3qP2qGTtccQW94SACZ1tf9Dc+P7UdFU6omL73wus92La2OYC28GvzXOlnHluilgR2hf2e3duNgXQOTXVVWNwww6AT/Fl4cxut+xsP43BiHwCr4SglvDb90FlU2PJuSBzP+v+Al5r1pwBGilXKSC4WCoWLhULh/UQi8Z8A/HFRub8Lj2D2uwD+pFAoDNMXEonEOIBdhULhHwNAoVAYTyQS/wLAf0okEi/Bq47WVrzfWwDeuMVnvCUpBQ6Oa225vCu6pmtBlJL6E3VfwG0E8PJ8pCDpGq72kFx5dPamTV/rHRvbAm3rgDCRinuH/DqkiLetbUZrfbXZPLy4wVOPtmNs4v1iHWu/6QD3ujIjeaTmeHmpUmFpB7FWohAgK75ORSM0wpu8rkQpyJCJc7DwPFcqUpOaMwO5/ASO9mdMOknQC4WpuvW9rz4Q8uD4WPmcUJUmXq2pssI7Oo72Zw2ZbVN7A/acuAweSuAtMuU7oNjw+kX1ao613BMa43t/99VidylAwrO23FpJFJPvQitrGhWnB8gDLCA1ZwYqWchFepVR+1U+NxBUwiQUDqA619S8g4zab/9EbwnKvx99tlGVtV/iu1+63/IevLXV2TsUILjFybpIVvsFTgjiBrx4Oc+cofRKresWCVeomnFjM8pt+5+HzrghoCEfd0PiKOtHij//ZfE/Ls/Aq2YGAL8Hr7DJdgANAAYAfL1QKLwgvlNW/M9IoVDYlUgkbgL4Q3jEtQyA7wP4ZqFQuDu8eIvEiW2QRMHmgD0WtaUjOi3Gdn8XEcVlOUeJfHYinxA06OqHTTF/IvC0z50ZYMJKLgD9W8J8nDtAbRaPn7tm+tuuaEriwBmPfEbxvM7eNNamvMN/78nLIThzd9cF7Dx41mx+rlDooKN700H71KPtqK2qMNWM9py4HOIUSFSB3o+Ls7CpvcHka3LvRR4stgPuqUfbzWEGwOSfdg1kjBEV7MQVrPcu51pL35Hxfi+EkMHjn2k0oQxCUYi9C3glQbmxJd8BjZnWlfRa5HrV9uKKpiQak1VYr8Cz2j7Vwh38ujwezpWFq8MdCWUrcGQFCHuVUftQ+zu9//RIHjvfPotcfsI8L5EJKTuADDgq3CFbgkpuDC9FK0MeW1c1Bfb9pvYGvPHBVTzYnDRzQiljEl7n9+Lnm9wfBN/vOtyPbetaikVvEgEDyjb30tCin3wOozzhOOc5R/iWLpgV26i+nRKnKEpTnAsVCoU8gKeK/7k+pzZXLhQK/xle6tavXaKKAkivErAzFPm1srm8YbcC0ZDYrXrwcWLMrufnng5XEHE9hGS1VzyAPz+lbslD2FfGs5CaUwMkEth1uN94N/QZIIHO3qFQeUzyfGU8T8ubJe+KiopQSVPuvQPe+9Csdar2ZOu2E+f9cMVOCo57L/J9SEu+tqoCK1vqUFtVYdbjaP6mcS4P9aVD8Va+lnncnw5bXhNcU07ZnBfv/fHPL+FcJoeK6dPwx4990qTipIfzTFknzD01oibVLSdilOzXrcV2tb344hs9OJfJ4UImF+sZpMh7yPrZLtKR9Lo5asSJjlEolGs8JHSPB5u9NKvR/ISINZcFPOtkdYXJX36wOYn0sFftj2rf0zOFO9QFsybk+/un3+/C0f4sAL+bH4fXuefPx03zR+8jlx8vjumMyd2mPUVci5MXr2FTe4PTuNHQLLl2aBy2v0W1uST2PeXJ58dvWlP87qRMdd1SRNug8tAgr/L4uSwKBS99gqA+AAZK40ScI2fTxiOUB7rW03WyHryWglAKe1EjT0nFRZuUK1otVsU/Q5b++UwXdj7eESrJyL1qui8dIvxApPilfyB3B1jMUY0kvPdXViwgct2khS1vrA31upVeF093svXhle/HBbOT4dA14IUJNEKTFsOU7/PJhxebXPJta4M9yG3vmLOyZf9wDlv7/AO/fjP19eXvmHtGW1c1OVGjPScu4VBfGh1NtcY7JyOIUuk4k91mbEqEoZSCNdo88vrZPMRE71o2+qCx8Z9kWNG75OcFIRTyWYznPHwjxHbm5XqzI3kc7c/gvYtZ1VEgxVrbUYHNy+bh5MVrSDXMMClcHFmR8C4A853Ny+aF6hfs7rpgCF4zK6erZDE5n7bzjfK8vTGVheYwboxYcmvovnwtLF0w07quAC8mf/+9s/Djn1/GM5uX4OcXsuCkQzIkdmxMobxsGt48PYh1i+rvqqIGppS1KnLhSGiIvJLVrXWBw4vHYWkxcOWSHr6BsYkCnnlsSSAWpS02ILpwik1s1mx6OI+DPX6z+ajnl2QWbTxxDkj6zLZ1LfibX/4KfYMjJrZF8cMdG1MGQvM8bC/2qSlNmjsqPWq88SKDlI+JjCfpsZE1vX7RHADA5mXzsb/7aiitiCteOYa4DStchhLBsi5CE4fieeyV//TE84aoGpXmBcp3vKXDiyGmh2+gqa7KGJPcO6TPUkvEproq7Hy8I7CGpGdEc26fn3DzFDKCtOIxtjkMVO5r9wzirZ9pAgB132ietCueTO//+X1nPKLVumAfd80Q4wiUNJx5XW7+LPR8HgnQnx8eLnhocT0W1npV2I72Z0OcD4nUATBGLOVkS7SQDEFSij4xy4N7qVYCKbwHmmqxsNZjbD/92il890ufRrK6wpR03b4hWAhHhoaIpOmdh3l0X7mues8uJ0a+S+J6rGmbHSiSY4rVNMzANx+5D+nhGypZjp9dX999ApkRr+o1hQ4ICaB3G6cY0p2QKWWtiIsVCHBiR8p0YaLDnkMroyy9xouT9ps4KRBebJzFC+jWpS2/l4t2kCerK9Dz4Ufo7A03m3c9P2eMyk40ZHHTs3KPVBvPpvYGE4/avGweli64jK6BjGHOkodVWxWOK7pIcER88/J6vXHxOCkQPtA4WU6me8hD3uYhxg1HxIXFucelHbp8HWjzwbs42bxA7X65/Lgh9hDDnowp8g5J+XuFP4ZCNZzlM3KDSDtw/fhyIYSAyBQibQ41JclLex7qS2PpgkvYuqo51P9ZetKcqCdDBb4B5XmUleXTnBkgfBxLF1wOFBkhpaXtdb5HJNs5lx/H8XPXjEICYJpecO6ErYqYPCukxyznl/bO0gUzzb5aumCW+ffq1jpcyI6is3fIrA9OLNPOFmPwjeTxwuseSuP1SvAzH7Two8vgo7lf3VpnjBHetpTKgf701N/gP35lRZH86JEj+bW+84Vl+Lf7z+DA6cGAZ80NDhc/527JlLKOIZJgIz0srkB59SNaTNp3Ad9jpxaOVMyADmTtO3E8WZticzX7sIlG4JCdaKoqytTqRVLJeWkzvUYxn7x4zfTztnkcUUJj4vWYtTgpjxnyA2lsohBIR9OgN+1AnmyFNyn8Ovzdam0O6UC2xeIkShPVxpF7tFQZjpRoqmEG8uM3Q7wFakbz459fQnbkBl45ct4gTqTQn993xhhhOzamQiUwaczheGlwvrT0Njl2ii9XVkw3LUPTI3kc6vMqsfE1NZqfwBOfbQvMq+eBDRVTvwYCRqKsYa6VlpQIBfeiqciITMGitffsXt9A0AhRdL2tq5qxdVUwrZHmUYYyuBFqU3gSKZRzL/eO/PeKpiTw09OBPumUE09pgSTyDPC65KFY+KTWVHqjz9nqPdicAJrLdYvqsaIpib0nr5izYPOy+fjPR85hIJ3D06+9X7xfKkRETFZX4I8f+6T5/8/eN8eacePy9O+0TCnrGCIPCpsXxFOOTl68Fjhw9QObYMvpKgnHRm4DYKBizuSMElezD5tIw8QntEwPbSS5oeTmkxWG6CDj+dSSDKax52VqDfdYli7wUz7k3FHHnycfXhzoASzjk/I5+Lh9NMTutUYJfybTtGAkj8ryMkNikW0ONWgZCLf75CUbtXKfXLTQAt2DYpzc63nprV68d/E6FtZW4lwmx5Sgn39NCgTwQkOjQmFpxp/tfWvhDO4R+qmBXiiKd16rq65Aethrozizcjquj47jp91X8cRn20J7mXfD48Lzy20Gl8ztDaaA9QeISPRsZDRHFV2R+0cqczl/m9ob8MNj5/Hm6UH80+93YWVLHbauasaKpiSa6qpwKTtajHOHS+9ykc8q//3ygb5Qn3QAhvDJmfDyGThznDs0JNvWNsci7tI4+bn5jVdPoG9wBM/tO421qfri2TiG1vpqtM+d6SSFRs29DIfw7l13S6aUtUWi4GZ56NDB8WBzLa7+8oZ64ErhHrs0AGweKt9ImmdSisenPa/8XhSZzfWZLR1eI4G3zwwayI7gQbJupeXqmmcOYXvPPz1ggefyEyafmz7vi5vlqj2HDFPwfthRXqtNMiN5k6rF859PnM/i2EAW29Y2h9occiG28qVsDh8rn45t61qMwUYGT7K6HC2zqwKQoByDjfjF55IgaoLUCSp/sLkWbXNqTMvJ7iu/NAYjfZc869WtN9FaX43tG1Lqe7ZBm/QZVzjDy6k/hZbZVaitvieEPHgoF/Bb7Q3Y/8GHGEjnAsqRPmvrNa7ll0sh1OB8pgv/5u9/ytR2J++VKwf+bDwd0Vb32mY82t4fzzk/2p/F0f4sqiqm48jZNAbSOQykz6G2ugJa/3bt2rYYMY+/L11wCemRPFAohLqK8bHzZ+AhDgOPF4l1q1vrTKoZYC9HTMLXEBlBC5NV+PZPPsD9987CmrY6PPPYJ1FbVWE6eGnC8/63rmpy8IXid++63TKlrC0SBTfLl0kVdihuMpmKOTYSje33Lphcfjbu8/LvRaWRRN0jWV1hKnI9/dop+CnzBRWt0K4lvdpcftwwjuXh7DXj8GF1DldptcFt8Ul5uMouWbKoRlxYjDxfP73Jb995sKfYRCSRcM4psZU7i42y/MPNOwAJ3Tk7lLMaE7b3x+eAvAbyJB7/TCMebPbqRf/Z7/wmWutr0Dc4jEN9Q4HYZTaXx8mL1/CNzy3GuoEMXv+F13byOz89jb/4JyutELeWwRAVzvCZ2zqpjaBr7/NjoT0ZtY71evLB95lqmIH+oRHjVVLNdi1jQNuvXm62z0yOUz/BdR6kh2/gvYvXsbhhBmqryw2RK5cfx6cW1IKfT9p7d80J/Y1Y1V7dAZ/VTQ04XOigREu4xwoAS+bPxLpF9UXj/pLpVx5HCDkkqP3d89cAeHuGIxOaI8aJfFT5UAuJbV42HycvXsfmZfNjjel2ypSytohWTpILJ38BMBvgqUfbrSUuo8RmSdt+b4PJeQ4jL88n00T470pR/K44khRZnai1vjqw0LWx8N9pZB0b45izpjkk6Tr4XM9q8/Y5ogFEW//8HkTQ4VWlqiqmm4OlsnxarFSvI2eHcLQ/i9Y5NaiYPs3E6qn2OrUhJaXIU92oY1NU2MITz8A6OziMo/3ZAEFyz4nL6BscwYPNSaNAOcu/qqIMTbOrcazYaEK7Fx3aMo5KIhEnmQLF35P2zn5vvZ+za6svT98ptYjQ7i6vq9W2dS3oufqRaUPpGWFNoYwBug9vZam1S43aV/K5+bjrau7B0f4MNtw3x0DWVACIjCRKV+Tw8ZunB61cCRIP1Rk0a4/OxzVts5EfnwikvLnGrhXJ4YRDQkWIz1MqUkgG8Gj+pqkkx8NngHdey7r+flGfhPWM0wiJd0umlLVFXO3WgPCGoRcfBX1PRuJA0fyz3NqVbFQgvmfMY2FafWdXahAJWbuZkTx6PhwOkei0sdhIbVpMm4yTXH7CwOw8tSKuVa593uZ5u5SE/CyfF5vy57CzxljmkqymVK8mA9G/8rNzxgOQvAQ69Ogg4rnsXKTy4hAx4B187fNmIj18A8/vO4P1i+rx459fAgBMn+bVEqiqKDPQ9MDQCC5eG8Xq1rqQhwkgUIjGg7jtcVRbnJu/H0odkgV3uAHBvSRJzpL3ibPf5NoEEDrA+Xglt0V2kot7X7kubSVjtZ8SrSADkpfv1cZA80ioULK63Nyzs3cIOzamsPE3GmLBzFr6k3ducSOYypx6bUfjzg1dS9aI5zXhOerBS5E+89gn8Uc/fh+jYxPW+21qb8CrxTlz8Q3uhEwpa4tIMpRWtpAUFpFGbjX/brIQtsZcpMYbsvwfEN+LjkqfKGW82VweYxM3sW1tS+RYtANZS+ehMZK3xb0Um4GjEdSixHYg8jniYpsXGy/BV8B6P12b8qeUOc1Lpu94faVhyr3yIjL8sNGYxZQXS56YX84S+M9HBpAZGUNjsgpL5s3EkvkzkcuPo7bKJ2wtrK3EkvkzQ/AqgGKRiTasTc3Glo6FBj4nRjd/Dp4CxiFxD+70Yoy8VjoZK/y9aUaefJelGnh8bdIcUZ10zTv3vDcvbPBgcxKphhl46a0+VFZMC6R+luKtcWXLWegvHegrFqdpVg1reic8/sxTxmz3WdNWB6oiKJsOyXHz3GuqNAgEiYByTHz+KQ2Rj0sjnMbxvIMGsV95jEPcVKjnUF8adeJ8p+vv775qahGUWv/iVmVKWVuEwx0EDZF3IGMdk1GwJNJjk7V644jGXOSWpawA5GKZa4e+DTa1ed7y+7sO9+O1E5cxkM6hvGxaSNlq3mOc3/Fx8JaRrk2sEdSkMtaULz/wicFtY4S6itn4cb/xkPFRCmeBP4fsac3XpTRgAKiZBzZPjMh1VDBlwaxKzK+txNH+DFrrq7HxvgbsPHiW5bn7XlFjXTV2vn0WleVlIFITj0VqvbQlvMiNCAptcAKb9x7L1LRE/t6kx1vqGrOJNNapTje9K7kOyZApL0sYxj0Ao+z5O7bdSyJ8hJbs7/ZDciSyAiBdX4sdy3NCQ5OIKLq8cZZv7LbDlBHmNSSotHL/0AgG0rliz3A/pGiLX5NI9jv/Dj27a9/K+SL2uW0uad2uaZsdGiNdX8733ezANaWsLcJfCkFDvOEDr77FGbk2BRuXrGXLPXVdJ65H4LJCbQcVwag7NrZZn43KRNIzcOHEjWR1ucnDdOUL28bJobRwLD7YX9kVb9e6LnFlLAko1PCA4l2j+QnzU7P0NdiV3x/wmy/wg8r2HvnvaQ5GxzyUorLCJ9rZ4FAaly1n2Xs3OuHPQzTKTAOJi9dG8Xd+8xPYcN8cc4/KirJQURzuFVGaGylcLYWG7zdZV1vOSS4/bhQ1HazJ6goTbtEIXclqr8rW06+dQvvcGSbfupR4qIuECCAwX/Kwp+5XxDwnpTeanzCedRQyp91LQ/Vy+XEPUSkUArUFcvlxpEe8GuHUn9kF58r78dSlHRtTZg44I373E6uQrPYKKZEHurp1NgbS57CyJRkwbvk7jwspy7AC7ds45ZolusOVvhfymRfIzpH3A/wwwq7DA4F663cjdj2lrC2iMVHpoKeDiTMryauwLbi4ZK0oxTsZT/7WcoM9a3N07KajgYGfxiQPNCKljE3cxNH+LN4ZyKBpdrVRLG+fGUQikTC5spoXwJ9ddmoiDzWb8/IySZHavFuCnLlwr4HiwC+83mNqmdM9yIiqrJhW/GZBrUkclS/uQ6fXQtBpHJIazQEn2j2/74yBKTWFrM1pKWl+X1yxEN2Xf4nO3qFQBSigYNJuyFvmXpHMy+dzzsfB84+5wpbeFuXg8vrNdB35PvizkqdHa404FHxOXPMivbpdhwcwauknzZ+TFJLsfsUrwGmerRR5Ntj2CfEevP3eY+4ZrMc9PdSYJ+p+noRTl556tB3nM97cktKV351fWxk607QzFgjyD3hJW1ehEq01pxwDPxOoWqKGjsYxbKkQFM3l3YhdTylri2gblr8kqvi0Y2Ob1SrmHpqts4sWx+QHzEtv9aH7ynU889gn0Vpfo26gKAWuKdWoZ6XfAyg+a5j1LD0XIFwP2kuv8VJZNtzXELCIk9XlxkPiXm0uP4Fta8NoBYe71y/yCFKjYzfxwusfmNaQpEhLaRYvY/MEHVMlLM4O3dTegB+9c8G7XyIRUszanAAw0PnBniF890ufBgAsXTALSxf4fbfpezKmzuHCpx5tD0D+vniH5/LGWhWd0Aq7yKYRmvB7P/PYEktc0zPotE5ffH5JaA2Qd8lz43mxGrqWxtImhSTHajOUqGBGbVU5srkxUzZVS7G0hTmkVyfDEJr4npiHCJWyb13okxyPNn5Zx1yiSjRf2h7hKBYXXsktEHZ5YlVgrDZIW5sf+TfNU+fzxUNItG+19y6vzc8EbsjFNYL4O+FoWxSiebtkSllbxF8YE4EexmRJE+zKa1rbrkGWtW1TuzzJnQe9uBbV85bKXCMkSdEWI/83eZL0rHQg8Hjhlo6FIe8oTuxbU17c23iwOYnysoRJq+ElEzlaQc9KCsyvWOZ32pI1lfnPqCI39FmpCOuKxhRX6BRr7GiqNTWJbXNiiF5Fj7+zd8h40sG59bsxSYudz9fKlqum3vWuw/2GmMThVVkXfEvHQnMALl1wycRHZdOIqJgoGaTyM7LOd1SGgNwXgG+sJavDrVi12KamUOU7p3FwJU5pfa51YCt8IclisnCM7ZmlcRFFJPTDB353KPp3eiQfWpPcEwS8XuZAuI65RJVsyl4iFBwN4HMQp287fy4acxSis31DCu9dvGY8dW7cUZ10jsRpZ4xm6PD5lmNwoZ1c+Fk9VcHsb4nQi6I62Pxg0Q5YDWJMj+SxurXOmqst7yX/vqVjoelMo9Xz1g4xTWwbDEDAk5Q1v6laVnr4RuDZXGKLfcrPUNyHWkMSWYN7sEsXXLLWDeaf23PiEvacuIzNy+ZZN6CmIHR4K1iwnw5Dr2iD17DFlmalsdU50WtNW10gj5PIhNmc1/Xqaz/8Ob7+8CJsW9tiuhHx+eIHFx3iXQNZA9U/+fBihg74KAopq9Wtdeagk4rL1vhDKk9trXPyjuQvaAc1FbZBAUjNmVGcqQJ2HR7A1lVNgUp3Tz68KGAw+J478QfGVciS80tk2V/yInmTGv7ObHXApbj2vxRbvFRbo5TaxcmBVI3t1KXrBo3iZENyLHi9fb+0py52nsqAqca4smV2yeeW69ldYS6SdwYygSI2wee7HkJEtOfQ5ps8cv536aDYrhfXMbqTMqWsLUIvzCuocN0UPBgt5vQC7mLzu7suGA9s3UDGqeg4FC4t/m99/jcCn5UwjFbizyXaWOle9Ky0IPecuFysljWEupp7YhPe4vyNQgp0sPCNRzGo1JwZ2HnwrEE2eAyae7oyjq0ZLzYjQPOu6acW6wf0comSBaxdj5Q7fVf21AaA8rIEVrbUBQwY/rx9g8N444MPsXT+x1FZMR3zaysBwKRoSS+Ds/kBGNSCM4C5gueNFWhubGViuchQizQA6KD0PESf50FGIp9f8gy7BjJmHDK2yauTaQYrV/BjE14TBylRSiObs3uE9N30SB7dl3+Jx1feq64p1yGvGec8D54Tl+h5tRQr7liQUeZxauIhSmHxDCGvtniTcw9rSAu/75aOhaE9pWWX2D4f3GPh57OJds5Rx69cfsKsY+mgSLk1vs/tlSll7ZAgs7cOTz68yBxsEhriixZAqCymvK5c4NLz0yw+wI9H/fDYeQykc6Y9XFxLzxY/3NKxUInzept2dWudCh3xcQPhRRyV4qQplt1dF0wBj7GJm+bgtzGsOXTt5ejqDRL4O6IQxvFzGSxvTAZISvxzBD16Sozg7kTgeTkUyVnAklBGoinyTe0NSM05j+4rHxkv0Naqk0hSJFd/+SsAKLYe1ZvMEPvau5/3DFwR8fdA75Ov79FiL9/syI1AFSj5LqnnL7+O36PaU6oPNic9IhrrOU2tC6n5yKG+NFrrqwMxcA3ylUQ9/s5JwROc29mbxsmL10MKnf8ksaEwkmAGwJAQr1z3c9A1Jrx899qBL40Svu8laU9+z1+D0826raooM/f3q3NFKxteUjPKoLFVntOQMH9Pedkl/Dnl5+2ZCcHnixsL95jsp4v/VzD7ZNfhAZVLZHgdxSwIGf/nn4lnAN26TClrhxB8+GBzLQ72DGFTe0PkBiehAzJOSgS/HlXVsVt83kE5kM6ZA23dovpJLxZO2gAQUPwcDkxWV+D5fafxwuu9ePvMIF788v0AYM3B5mOVh7ut2hSNZdvaFpSXTcNTj7ajtqoi0EmKSGf0+S0dCwOHhPTAbLnH5Nl19qZDm55/TuYoS6VMoinJOBY7HepPfNZPjaN4vOxjTiSpproqPNBUi2MDWWOwAQn0DQ6HFIQ0iAjml5XtXChRZRE6PH11GEf7zwMIM2BlCCEYpriM0WLFMoo1VkyfxmLwwRrcNg+Svxs+r1o7TxoTVVQbm5hQFboGd6aH81jTFg5fybmkUNGze7ux9TNN2PWzAYwWGdik6Ett+GKDpkv5Ll+jnnHlF8WJMw5utMtnDysovfKc/B69tzVtdYbzI0Nu3ED1CG4D4ERLm2EcV7ywQAJAwTwHkYV5Ew9uPBjiqoj/82eiZ7jTMqWsHUKLwbNKh7DtFY+dqL0YG7zsui7/O1+IAAKdgLhy4y3meK7xrT4jWZBr2mYbiEiS2Y6fywLwWL/fePUEli7w284BCBWMscX+tGpTcl6k4npocb25H6/JzREIIMyY1bwh+qkxdG3jILGFLAA4yz5y4QQeqmgliVK8YQW/Nm8p+urxS1jdWodEwkMKSAFzOJuux71onn6oGR1yfW9eNg8nL17DwmIxFEJapGjKLFjmsQ3t8z6OU5euBxShjTmsxZRp/GS07Trcb8JNf/Tj9wM11wG/8QkpiSgyGCd1rk1lVA+PC5V39QmPs/DNR+7DiqYkxiYKGM2PB8ZTqrgyNeJ4dbKzX5zru9ZueD/pHbw0BI8MGDIa+L6VqB6hcoAfdrLxUeIIPScAc4b4KOgEu1dZiBNjO2Nd83QnZEpZO4RbzwQ/2mLDtgPHdl25+Eg0WMlXAp5yo9/7+aZuiVMM5c/+6hcAPLYyz3El2d11AZ296WK5QQQOpk3tDYFmAJrHxkWrNsXHwkVuCKn8OQIBRKeX8Xm3pSu5CCbcayZFe7BnCO1zP27iabwspk0hkOJNzakxvZT5PchLPX7Oi99SNzF6Lyuakmitr0brnBq88rNzodKP/LCjegC0pnj6YZwDnw5SHg5wxXMlV0AS8g71pQM8jrh5zf7c+LF+Iqg1JqtMqUiOlEglQVXQeIybp0h+/eHFxvMr5RCW6+zlA31OvkccZavljfsxVF/ByHmUf9OMS2nMyrCbjfHNn5NCLLYOXhyN2nV4AKk5M5CaM8OgeHzc4dTWYAjuVr1Y7ikTEhh0kLzwEN2fc0TI47ednXdLppR1DGmtrzHdjHieqrbReH6iy6K2LT7e8J6uRzCfVG5xFzCPwWms8cxIHqcuXwcANNVVqTFfDdaizb/nxCVTn5jHIm3SWl+Dpx5tVwsfSJEKVhpEUQU3ZKyT5xaT8ohDvtE89PTwDXMg0+HS0ZQMKQT6PjcY+HXqau4JHEjk+TbVVZk4I1fUmZE8/uAv30Pf4AjmzvyYBWblIYggVMk9CldpTCBYbpbIRpIUp8Vz+XUIMbCRi+T6pN9xUhb/zFOPthsFvHTBLOzY2GYqdlWKHGCPUOjls/tI2VCxGM2AqXZH3nR5WY+phBZnH5NIFMrFWQGi+RxcUfMaBPQ7rVuXFr4BgJeK6YZvfPAhjvZncLBn0HA1/LWgh93kWuXPyQ0hOi+0M4ngZgBqASmeF07rhuLmlNIZhVRFGT58rDJs6K1R3XC3oYB3O14NTCnr2CJbYsrkfIBylv14oY0AYTu0gHDD+91dHquctyYkiQvD8IVKNXy5ciJvh6fz0DU1ohR59D96x28RSPHI/9DZj87eochiJLZNoInrYIuLaPgxMz+32EYkIoliqL70Vh8ebK7FpxbU4osPLAzMGz/EAHefYs8T7sdo/qbxXHce9FJ11rTVhUhwu7v8Uo5ULAfwvSDPk/UK9lDYhEOOttgfRwyo9jMnqPFDk3csomegnzbFLa/Fn981X/IzK1uuKqlsH6itU7UaB1SfmwyaLR3hFEkaK81dKR4Uf07797x7c8a7vAYZwLwGAf1u87L51vOA0hkpFe7UJc8Qv3xt1KQPcq6G710mQoWIXCiTZwjNDIRTtDOJoyu8gBQZREfOeugRT0ujmvSUvufyYl2GIomWUSBFU8ASBfx1ssOnlHVMkYuQ9xSm2CBZhwSj2eJjtJl3bEyFoEQZA3Ip5CgYhi8+zowlxjR5MlIRaYXzPWu8NpBb/GBzEgDw3oUsPrWgFp29Q2ifO8N0UnKNxwaFa5+1EdVc35PeshaDyubyzp7lLoYq98aGhvP44gNBr58OBt64gnt8dC/KNadDisIKXcUe0F9csdA0aNDSgDTIma7HFVSc0A1XiJ29QwFDVBt7Lj9uFIL0uOgnzeHrv7iKRCKBbWubA4YgkYi0rnXyfUjFID8XVhBejWzuVQMI8D5IMfEUSYJlH1/ZiLNDwyV3V4rjBZLnaEu75O+CEKhcfhwPNidxtD+Dp197H9/90v2qV8dz3asqyvCNzy3GL155Bxeyo3jkN+cC8AhnEoHifQlsSg8Is+UfWlwfCItoBq/W6YqnXUpHgfLKbcYMFwoJrWhKOtHGqPNS+y5v8ctTEUslDt4OmVLWMSX8ogs42u8Rro6cTaNQ8BRJZfk0A6lw655DmBSfAQqhYgGSsCUXfykiFx9XIDLFyXaP4AGeDhzgl7I5HO3P4Gh/Fp9aMAsPLa7Hb39yLt4p5slGjcflUUvYM06RCvk9mXMtiUu+9T7TkNbks/OfgMxzH8drJy6jb3DEVJgjCRKs/HfKY5AADDy4urUOS+bNhNeX22vV19FUG6h5DARJdTJuDCBQFENDRzSSEjdgqFiNVk9AFtSRnqdEYWitr26tC3TIon0g54JDkeE47HjAK9diqfwZiZ3+wusfqDFVSt87efGaijRRPrrMd7cZg9KQAcJ52nJ9SgNFXmPpglnIj98MGNjETu7sDZd29WHwVMBheHZvtykyUlk+DZ29aSxvTIbGZkNHbDySTe0NyI+/b3LZeWoYkWIX1lbhlSPnVFRsU3sD3j4ziCXzZ+KJIuJE87x1VbPTmOHy4hs96BscwXP7zmB546wAYlkKXO0ysvjcygyRuyVTyjpCbHE8YkY31VXhaL+nnB5aXI/Ny+YHuv5weG9Lh9/STZbwlCQLuVkmEyPR4k107acebcfSBZdDsJe8D8FH5AHR7728xTMAPKi2smJ6sZ5vDn2DI2qeON/kUSUpJezJ485R36N72HKuicS3bW1zIAeY5ppEs8Q5JL91VTNG8zcNfBrFrCVokytSrRoaz03Wah5rVfX42qL4NgBrZTLAnk8s6wlImJ5QCTpoZQEUMpBorh5f2YixiZtIJBLYviFV/KzfenMgncPxc9fw7rksXnyjx6TscSUtC7bIVB+NKCX3H4+p8vQ9G9K0oilpfvLSpXzOKGRAyv/I2bRRUN8/cg4XsqOBedfWtXwfJJTjv25RvQk7+Hnp4ZrUcr/v7rqAH73j96GmNeHlKodj1DZ0RDsT6HMdTUkc6ktjbKIQUJJkZDbVVRVH56Ni3AA71JdGxfRpkJKsDpedtQl9LjWnJhRmKeUclfwW2z6+20qaZEpZR4hkZ5NHQOzcpx5tN5tHlp/k3qx2WEvWJdWKBmAUt38QhtmfURKlbLR2nJpFnawO9oIlkfmxlDr00OJ6k2/KWe1kLLh60ALhHsH88LGVCOTfo9/bY1Qe0Yq6R5WWt+mXueTKkZQL95rI85IHIGeL22o1k7cmn5PHF0fzEwbi5WuLkASt9CgXPh4bBE3X5p2+AO8wpoN2z4nLeOH1Hqxpm43VrX5FPZqrvsFhHBvI4qHF9ThwZtAw0WXBm+4r15EZGQPQjZUtdWrZVDIgAARSfTg0b9t/9DxURIfW14qmJM5ncgGlztdpfvymKelKEDo3Bjt7hwLKv7aqHABwITuqIhzbN6QwNlHApexooMWiDc6X8LGtJrXG4iZPnBq88DXkQqv4tai+gix8QtwVQk5WttQZ1CE1ZwbGJm7i6w8vxjsDmcB9uFFKc6Z5zzKdy6ZoOVRNZE0+f/wnP0OIfCkJhHwf016628xvTaaUdaQEmbTaoagduKRkuVWoHdY2D4wUNzGLd2xsU0tBlu5x+8SWP/57nwzcW46DiyR5afel7kKjYzfx3oVrYv50hqsmNghOHsha4xEXkYuE8oa9imelpWDwMpdE9uHIie+lBr012vAuYyXuOCi+SGtEHvRxvQHJtJeEHG5kkILjaXr07EsXzDSH7ra1LaiYPs20IayqmI4VTUn8zV++Zz4rYUTOpyBCFW9hqD0PgEC+NY1XlsyVc0rwOK/S9vKBPvQNjmBNW525Ht/nqYYZpvsavx5HnEiJf+2H76KzN42FtZV45JNz8cRnW0NengevD5kCMdxYzuUnsOtwP7auai4iGsHrS46Lbe/zs2bPiUvgRXOkoxAtwTNQpojt2JhCR1PScCV4LLtpdjXuF6VeNQWqefA2RQvoRFAKTXEehcbL8ObZR5tOXrxmLVUrjYhfBwucZEpZR4j0Hl0HoJaLq+Uda7FsGwRFIj0Llyfsfh4/FrS/+2roO3wcNpIXV7rSQuU9cz3W6jxzbc3QKaUoA23gXYf7DWtaywGNgtnjtM+U49LisVUVZVjRlMSLb/SYPEwXLyDKWJH3jBM3pJ+a4o1zIGtoBYBQ2hLnYdD4ZeYA5wHwNoSkDHlzCfnOKb2K18OOIghphCi6P9BtbW4jIXSu/L0yltMDa+lHx85jTdvswFqm8Ugvd3ljLTp70/id++eH0oH4NZcu8Dr4VVZMC8wfLwQC+JyG0fxEqP92nL1PBpOXs59FZ+9QqHNXlMgzkIcS/EYjAzjUl0ZTXRW2b/Dq0MeJNwc9+DMBh4Dvd2qL+9Di+kBYgu8TftbaGPwc6gaA4+euhfaohuq58tvvlkwp6wjRLHMbdKtVsLJBjDbLTbsH/VseMvw+8SDceCkMJPww4NXIuNKlghuAnx7EGcnP7vUPTc3QscHurjQNqi1M6UnyOQiWteWV83FIUo80tmhc/P+5UqS5SDVcQM/VjwIlVLVWjzKm7NUrTgRymDWWvhQtvhYVJgDCBoF8XyS2tCX5DrmxYwsp0D3I4JPjpOp5OzamAoiRLDcpRaJRMhbN9xb3vmSdeT6XsjDIywf6TBrd/u6r1k5dJK6OXXxd89xzuh6fpxVNSTy37zTuv3cW3j1/Te2/bVsftrOI6gJonbvixHLlvBPJzhO/DPI7AxnnGWOLI1MNet5JjYdg9p70yJw8LPHkw4vNPVY0JZEfv4kl832mu5Z9QWvqyYcXGyKc5D7wueG/5+Ebvnfvhpc9pawViQt1SE/aI3J49auzOc9yq62yt4jkiyiq0AoRMqRHqCk2G2OV398Gf3Khw0NWHNIPiYS5Fi89SMUn6BCM8hBdEmTSJwIwsCwYwQ9sl8eptQzN5SeQHbmBproqQzLSFANvv/j6L67i2EAW+fH38Rf/ZCWAsAcvFR1PXaH5kUac9p40BIeP0VbgQh7iFCqg7me0dr02oMG+3vK+Lq6Att6lF+ylPqZxtD9jUgDDh3SPuYZWtMKFRtH6txHDNGRDQ5UIWqW5iPJmS41tyvdH64B4MWva6tR+7a5MEW4U8pAb4BXg0UpoloLQcUOGG/OeJKzrgEQay/6+TYUIn95aGQ+0dl1YrFZHhaP4eGSvBP5c3CsGEnjy4UVmjy5dcNk0YOFj1Mas7d274WVPKWtF4i5c20H5wuu9Bmq2eXfyYHCRrniFH27VjeZvorKizEmQsF1Te0aN9amR0ORG3LqqGbsOD2DX4X5sXjbfeC7EZOXKYzJQrZwHykOX0BwdUHRw7Do8YGJYGnQlGfgkufw4XjniNax48Q2vopUPyQ1glLUmJbg3PZLHsWJutDzo08NeP+ytq5oC3vCm9gZTjEPC6BJypLFrXpM0qCR5SBp7UlFxz4sOIE05augC91RdHr2GqlAWxdjETTzYXIv3Ll43v9vU3mA6y8kmEZrI/QQE8401pMtmpPI51lpv8p/ad7mh7ErxkmgTn19eh4CKn/D8ZFmUiT+Ldk0ertIciLjPxe8l36mtCpiUIPR92rDVqdfB5mXzAuuIiL0+H8bLxKHCUa5n4L+j3G1PCoG/R7XKlA4OGRGllqW9FZlS1orwjU0WLBAmd/CDPgilTQ/ELHcd7g9tKs0rt5OuvIXVffk6vvul+wPQUPAziUAJQQ2Cl8/I/6ZVCouzibnyICPFU5pNZq5oTlxGSRSiMVrM+x3NT4SUPIUIqNoT4Mc0t61tNl4GF2L679jod7yidzianwi0rASCMUXZmvSJ9a0mDsgPXR7DJwuc/72upiKQyyufixd8oDHQ4UYKWhpU8hrS2LPN76+KPbGpN7YUbhjQ3HFPVXII+DsNp994a7oxWYV3z18zv22trzYKbiCdM+uoFPEhy2BOLI3JVVmPvs8JdLR/SylL+2qXV2XO1WZTviup/HjePm/m4ysYd8qhrOlAZ8ZrJy7hP35lRaACmo2rMtlwVXzxDLHljUljXEnWOd2L76U1bXWRzUOkcO9fNiuKYscD4Tmg7J+7JVPKWhEJ8+Ty40YJkfdAkIosncgtMCIpaJtK88pth4AsELClYyHSwzfw3sXr+NTCWdDjxuPYc+JyifEUPy1JdtByHU6kPJY31gbKCdJ3+Hy6jJIob7+ywsvH/NXYOL76vWMBr0MjjdE8HDmbwdH+DJYuuBRognL83LXinRPGcqeN/K3PhyurkbKi+C7PD9UOXWLiblvbgkqFpEg5s9yzlwclFXwgD58f1JIMJefUjwV6Ro7W5o/PO28HqMWMOdKybW0LHlpcH6r+Jg88G8pDsV2ag2wujwOnB9E3OGI8Uml8RQk974qmZLHmwTxn3Xmb8PfjtRydiESqAE+hvn3Ga6l7tD8baq7Cr62tf5eykeV5bfwAPg/8jNrU3oDXTlzGQDqHgXTOcEk0XoC2DyV0HSccIoUbbtQ2FYkEtq1tAVAwRuLxc9fUqmVbOhaa5jnLG5Ox1oV8llKa90jRQi2lkHtvVaaUtSJy04+O3Qx5D9xbs7F4eWMCjXRDP10LhQ7N1JwaU2oxWV2Bupp7cLQ/gw33zWHX9eNqUfGUYHEPj9xEbTnl4aRB+dJj4hvU5rlEGSXaQaaR3GjD8rri2nfJGidolcOpuw57NcxXt9aZ54+aM2L/cjTBRRCkuNaattnFwhna33sCFbbkAUBwKBUTIQiOGPFxPAGt6QMXUozbN6SwrpgTy0MHJy9eD5EEfdY1AmtDkt644lu64BLSI3mTW8zJVi8f6MO5jNejfXHDDNPlLqrGvPa8vNiJjRHuEumFk1J0IVWAn3u+pm12wKPn45+sN2qrUa3tJe297+66gIF0Dp9eOBPZ3Bi2b0gFkKIqVnMgPZI33eO0ccvqcfK+8vfy79zoATw0pW9wBNvWNqO1vhqdvUMqGpmsrsB3v/RpK3FNE5dxVGoalka0k+mDd1KmlLUictPz3FAA4Hm2vLEH4KcQ8cYZ3/nCskjGNxBmLnLrGEDAi6dSfelifI5DMuR5d1/5yFH9x0/F0uKiPtlCrwIWtTFdqU+2Ra3NiWbUbGpvwNOvnUJqTk0gd1QbB48tBWEzT3F3NCWNEiolBiU7OWnC1wHV2pabXSOUAcEQDPVLDhJleg17WksFpGscOZtWmz7w97HnxOXiOp9lDBfyxmurygPj82P3/SZuL2FiYncf7BnCd7/0abOmeKcubS7ePjOIQ31p/P6rP8e13Dha66tLOmT53NG61dq9Tla0WC8XLc5sk1IVha1GNWDnYXBvWSIyVKiEYtn8zKH+4FqZVW6AyXfDzySbZ0yf81LXxgMsdyQSxXz32QASsasK2uaVnkeb42D66XgA5dEyECgMsX1DysydjdNzp2RKWQvhi12DdAGfrMA9m/RwHm98cBWXsqOorfZK5Y1NnDJsaFsbPL6weDyXNtW2tS0mp5gf4Pu7r5r+vXXFsfHFXVdzDzp7+wMbjt+TvGjN2yeprbKneUXFsqUyLwUyimIXt9bXYG1qNr79kw9w6vIvA2kc2vc16EsWRgGCEK4rLYM8EhkCkUKEMV6qVfu7ZC5Lpi1X4rT2PPFJMloqoCufnFfmI+FV2TijnhAkGp/ndfdi27oWrE3VGySG4rQPNHlFMHhvdBku0eaCSldey3ntQTfeNyc0p32Dw8brprnh16D/54VWNPQDiJeBQV5pnLUrFapLYbiuaTN0OZlPll+la1M7zG3rWkLhOTKaAO+8ouIr8mxLj+Tx3oVrSA/fMNeWaKE2D/JMornT5oGMwmceuzfUvMPr+NakQvxRorG/ZV1yWe+ADINgnnZQ+dK8UzllmiuNoHqnZEpZC+EHcWt9jYHBZD4sb7qerK5Az4cf4Wh/1jT3qKooQ/vcGejsHTL5g4D9EABgSC1+1SGgsmKaWWj8AJeeYDaXx8GeQaSHPavWpkxth4TGTHexeyUhhRTS5mXzsefEJYyO3QyUS7WlRNjeQdRBRte7lB310jgYKYog3PRwHnU1evEHqcjku3A1qYgyVOQ8yYNCY8Pz9pYyhUR+h+fyuoo4uA8SvyoVFbPhtchl8ZLg/PhNa0h5U+tFqvh1bCCLhbWVxvOm67k8SR/5KJh3wHt9b+lYiKdfex99gyNoqquK9Lqj6gloiJL2vHGgVM7vkGuJDJmdj3cYj9t1TZuhS8YQke7o9zxsQ+0w6acU8gY5/M3nN1ldgbrqimKDngzqau4JoYU240eeSdo8yGfiaBBf15MNF2hGrezcxQm9PExJHr90jJLVFYFwFHnWcY322yVTylqIFoeQ8cwtHQtNA/uXDvShrrqiWO/3Jlpm16C22k/zAbwa1Dx9RqaT0E/aDB4Ug0CrTPl56THu7rpg+tTW1XgLXcYPZaqIJnwha+xeKTY2OIBAuVTXNbR3YBujPMg8I8pTHL4U2fNXrgc6AdnuQXG6B5pqkR7J44srwpC4ZMq75sMFb9oMER+mDKeQcJibqoZR/qyrSYfMQ5eeDR1Q9PtsLo+TF6+ZeCYPLch3wg95qvW9NuUTB+uqK5AezhfbiCYCnp2sLsfHRoYNLxvKD/aW2TXo7E3jc+2fUOc37nsC/DABVcTiISdSPLLzGB8v93RlUxX+k5QsdWaTiBqfD8/I8nrdc0OXs+61IkM0riXzPo5EIoFnHltifW4Jf8s50+BxjgLZzg55JvGzdPOy+aG5kcr/drDL+TW0zl18fjlqxvkTQDguT6gJAFM+tRSj/XbIlLIWIuMQtOC2rW1GJbP6qIE9VQP65iP34fu/uzJwLX4gysR/zXqkzSDbAWqi5WtqMVepHKI2hO1Qtt1bwpubl81Has55Ey+nGs/84JEM81JYpLTRaEyal0kQv1b8Qbvf8/vOmDjdsYEs6opWPnEAPInXUzsKMrVtcHovsrY1HS4UH+Y1x+V6kvfhRqdtXDwXGYBROHQPrSEJv4Y0IAFP0RJhzcuFLVjhVNvvOPLBD/boPsLxe5/TPeh517TVBVIxqUwnvzavI8AVKEc25B7b+XiHSbsCwt21eM403/tUiS+XnwjEw2WWBcnurgvYebDfoIJcwqEhHpYLzln471DvZ7s2/7yrR3bcSopx7qWJdg9yvGxnK8/njoK36dwthXtwKzKlrBXhZT25h8IXKk89kQqBLyiZsuRKpeLeh6YkXbCSLTarKYco8pd2KNvGoR3WPF5OHj5ZquRl8GvbYD+ZJkeHI99ofLxUW5iITZKJq43f+653SD3QVIvPtM4OQXg81SjqYKG/2+qTy/mVc6/B80QmW5vyWyWuaEpibOImRotsfi1MQSl9b58ZRMX0Mmxb1xI4tGQucjaXx5GzaWz9TJPpQtU/9A4G0rlA1gB/Ju0A/6Mfv49DfWnkx29i3aL6AAFH86hsv+PFXkhZbV42D7VVFXjprV50X/kIX394UYDwE/c9yXdFRtDalF/9iqMdftOH6wEFvXSB1yTDRT6rrarAyhYvLc4WEqK4P38fBOOO5scDqVs2wlwpiBQX25zFVYzatTkhS3ZNo8+50JY497IpStd5FgdZ5B3mJGdAOhqlcHFuVaaUtSLSqgeCUBOPmWqbVIOV6BpxmNE2C1ZbaJoStlVPIrkV8pcch4xd7+7yU954WpuE8rRnkD8JEub1eLXi+v7zeUqXE5viHGqbl83HyYvXAyxeDoPKbkUukTFobU612KgWq9Z+8u/xsAdBskEmsheX/vkFL35ZVVEWUkTy4OEkGkqp8SScNaBJZiSP8Zvee+A1mjmcSuRLTmCSHhCNyTs4E6iqKAtkX1C97ivXRwP903n2Ay8kwj1N4liMFpGoPScum+YTWrqSR8pKgDxrrqBlBy9tPghVo5RDSXgixSyhWVqXQCJQpMW2tpPVFQbF4z3Bt3S4eRa28ybuuaBd2zcuECBRamNwcQfkM9J3VzQlseWlwyrR0DXuOMgiRyij3t/dhMKnlLUi3OKm8pJEkuGQHS+QEIxDhWGlUtKebOLyevmi4vnRGlFMLjCtQQi/rs2bkhYxPRexiGVaG2dGu55LQxjo3txT1rxfADhyNuPxCd7yCUrZXB5Pv/Y+2ufOxBcfCG4sjTXNYVDq0y3n3CWuOdWQCVu5Qz433ADY1N6Agz2DaJ87E5vaG/CP/5PnAY9NnDK5qMR0z47cwNmhXKAam3ZocQ9X69VOnrfseiSf7Wh/Bg8trscT68Nhl8xIHs/u7TYtIonApIu/j/ha3XPiMh5feS/ODuWMZ03zx/clb1fKY8XcUyahJhGa58phYZ6CpnXj4yJZx6k5NcX6AMH1z9ETXqSE1qUXBpmNrz+8CM/tOxPIMJH7k3vg1BMc8Dv+xRGthkJcL5tg5IW1VVjdWoenHm2PHRoiNMrGwyDJ5cfx9VdPYCCdU9P7+DuZTC41D4FxDo/2/m5HnD2uTClrRbh3xJsJeLW4p2HHxhQ2L5sX8PL4goyC4u6ENcYXFcXPiN34s74hHBvImvQmucD2nLhUzLO9ZBaqVMBAuKqYRsjR5ob+LmNYUYu81Pg64MXYP7VwFo72Z4o5nJ4H5lnFnifa8+FHATJQejiPNW11IcXKDxFXMQw+JxqczTs1AQjE3aNCH7bnJc96barelOYEgJbZ1aansvTgtHFKWbpgpsm3lrFLWmMArMaL5rFz8TkOXqEYuX94nJxzDziiQGGpP/57vwnAI/zQ/PF3RfC2jBXv2JjCmrbZ6OwdwsLaSsybVYmj/ZlAb/IoL5nQIQ1Z4ntHso7JeNTmjCspepZXuy6YDJO1qdmGKyM7mNG74LHt2qqKkot2aPnHgI8WHuwZxDOPfTKA3AUbZPiZFDs2prC/+2oAaeP3kXvi6ddOobN3yMlL4DB1U10Vdj7eoSIMmoEbV6nawnwA1SNP3JUiKFKmlLUiHM5d0zYbvxzN4+SlX+K9i15qFk/rIvE8nSGkh2+Yjls2kZ6pDa4uxSqUhyQpCKCAYwPeZh8du2nxiPw0Hrn5NYXoH3rBCklE3OApb1TCUxtnqcLnI5vL449+/D6WzJ9pHRef10vZUXT2DuH+e2cFyEAeKccjl+05cSkQ9+ebPqo1ojZvufwE0sM38E+/fxxH+zPm8NMILnHJO5zYRU1CkIAhQAIFdB7xGPA8ZdA2Tn4PjdgoU9Zy+QmM5iewdMHMUFw+DlFQK9hBz8M9YV45z3V48vmj90n3T1YH62vz725d1WSU0u/cPx8b7ptjJSTyuZOMbNfcaoaLKyTiSQKjxfDLnhOX0Dc4gtWtdehoSprPaCVm6SdnLXuftRvHWgERSt9rra/G6NhNU4ubiuR09qbx9Gvvo7M3bWBhWSGPYGTKJuFIG52Zkn9DCjiK17Olwy+e81iMcrIS4XLFn/k96Kfcl1FhjzspU8paESoY0VRXhYF0Dk11VcW/6P2TAQ9KJWhPNokn0SxvSbriB04pcLlcVGQJP9icDBzk2vVkAYKoWC2P65DXo8WjuBVMi9vmidDnXQc/n48jZ9OmAENleRmefHiRWrGLDofa6nIAQGV5meEZkPJ4sDmJo/0ZHDmbwfP7zpjuP9q9JUNaiwHT2IGCia0CQDY3Btca0sSlXIGEMTSIAJkZyeP4uSw6e9PFdx4Ut/EV9mj4c5N3uPOg13uas5WffHhR5HrlXrF2GKfm1GBsomDix7wWPo3ZRdCTY3UZuDJOzsMsMryjwcI2LgTtHfK8ovatnDMqvSrfB7+fzZPXxGUc8/laumCmaWpDyvXRpR6KyAvnrG6tQ/vcmejsTaN97gysTc0O3Z8XJyKEYOmCS4F5kePiVQZthh4964tfvl8YOHaRIS462w/2DFrTOr3xTKhFY3hjnVIh9luVKWWtiucJkqKm2AjV4rZv1AkQCUWDTTXLW5Ku4ngRmtjIVjRmF9Rqsx5tsVpbPFd6Nlypuw4L3iiF7qWRTniRj03tDYapTM/qqtil5VzSxt22ttkQmI72Z4rKbijw3ARJcs9PzguJf90W7NjYZhqJnB0cNoVDsrlg45BSDluOIOzY2IbRsZsBqJM6s8k5tx0uUhlyxIfipTRvvPMZNVaR7QZt9yVlpzHlPYTDM2zWpmYHSElxEQ2+nzQoO67xKz/nMpj4uPi+IOPURnKja8hURO19xB2nvDafc01WNCWRrC43pWa5oSYNIOk9a8WGbAV/gLBHytHF3V0XQkox6lnjerXhNemd7e1zZwbqAvBn4HUjJCLBG+tITsCdlillrcjWVU04fi5TLL7QEGrYbtuoPL6npQzJhaNZ9y4vQgqxWqk9Ju/ZTGQrOshLYTTTGCjmTYoAQKBSGX2GDBNeOayyosx01QkWLAnfh1fOssF70itLVlfgP35lBZ7d243Ny+YHlLktp5vief4B5m3cyorp+M4XlmH7D97FoT7fY+DXeXZvt6keJauF0fh8WM+7bveVX+K7X/q04QHwIhpc4QNAnEpxJBJBIE9MtsjkHiIAa49mGwHSz21uM/PxRz9+vzhn0wItB7knabsvACtTXhp2nDfi8pblfnHl7mprSrs2X//P7zuD7MgNrGmbbYh1wfcYNFLJaKc9I7tlceGhozghESkc4rWhdi4i7HP7ziAzMoamuqqQwciNVK2+fKnscYk8caKpi0ymZZiUInIuJYqooXfEqWif+3Fx9nnEuQeaapFqmFFSVcbbIVPKWhHyTsjzoZcpm78D8SEpuUD5vWgTuepRa0IKDEDI8vWMh8VmrNJzjXp+GhN5zkQ04UQSgrt8wyRcOYxEi5kFyVVBZSU3mea1cU+axsarpsmDij6fmnMBPR9+hO0bUoH7cngtWV0RyNumDl2phhn40bELzKvUx0fzRh4ePQv3GCkFKE6lOC4SQeDKhRsp1FAjPZJHz1WPVNdUVxVgE2tCCmc0Px4gm718oA+H+tKmHKlEWGSRk1x+wsyDNMQkXEzrVRuLy1uW60QzGFxril+bK12NYFpelghkWRAcKsvzAp4CqqqYHuqWxYUY/enhvNOY1s4WbgjwrAuZwkbGNK0NWhO5/IQph/y59gbreUNrbemCy6qS4/+2xYe5I0Jxcf/cche5obWkxb3jiMvbtxmN9JPu7Z99nlGxpm02dr591oTf7pZMKWuLaJAWiQuatHkAXLFqiovHdwFELgKC0LatawEK1As2TCiyecm2zSm99TdPDyJZXY4VTUk0za5m7SkTge/s7vIrh61oSgI4g5bZVfhYxXSgUAg1HOASx5PQPqO9B0rtkY1Y+Od4vIp7O/IeRNBqmV2Ftan7QqxXG6Nd8/BkoRwgGNsDErFYuxp0qnmhb54eNP2pqcoepZ94cLO9wpe39stC8WUNntWUKY9DklLjJUxde8s1l7ZCM3J+OFkOsBtAEm3hYRmKtZLRUlkx3WQ58CIqL77REyrPyw1nSXLj4vFcwhkKceD7XYcHTNU16iVADX/4MxA/g9YGrQmggCc+22ZQw+f3nQHvNiVh9PRw3vATiLRG75gawlRVTA8UbrGFE7zwjTfWzcvmYc+Jy2p8GCgtI0OTON6+XFea4qZnJQKgloJ3p2VKWTvEFoPTrPcoD4DY4u1zZ6hQ+pYOn+UYZxFwCE1WWOL1o7m1bmOGSpIO99apMMaLb/TgO19YhuWNs7C8sTZQs5x3cCJvvrN3CGtT9wUOCn4wl0LOsH1WKlfuDWmMfcDbcC2za1AoeFWxbF7L7q4LQMIzSGqr7zHvG/DjtTYYXBLptL9z0d6NbVzkxWkkLXmwyeI4m9ob8KN3LmB1a50JY9hEW/uawWRTpj4ycz2g1Oj5tetHvWdbGo5GMosuS+qJX3LU936pmhgQNJrp/fNudISQjOZvmhKVsgmKjTDJc+W/+MBCa8Ef/RzyzojljbXY333VnAVbOhYGetIf7Bk0ZYDpnvxMCCMIiUDVQJprqsHPc94p9EXf05AK+pwtE4Df27b26V1HedTaHNvOcG3N0LOS2OLqmZG8moJ3p2VKWTtEO5y4xUkwFFmbWiyThNjia1OzAQTjeLRg/vjv+fmLUZC4tmEI4nzv4mFkRsYCxVGeerRdJbMAYZIOJ8qN5m9i7szrprgBEae+8eoJ04GGOl5lc2P46veOBUoM8rHywzwu2QcIV4STYjvYtDgeLyXI4718HDZSjeQl2N6HbVwS+uVrSXbI0uaH4mmyAhyJdrDxlLPdXXqvYtd8xgnH2JQpV+Qe2uJXCNP2VtSasBWacZEy47ClaZ+sbLnKjLIwGmQnOQVZ+RQy0LxK8kC3dCw0nvXaVH3IsJQGsJwPrZYDN/x5J7TO3nTAQJfvne95jg5QC86+wWEACWxb2wwgEUhN5a1mNQ4Oh5wlUpMZ8RroPNicxKdYb3jbOohal9r3bKida81EXTcup+B2y5SyjimyEAhncdMCt0HgZFVuW9uCXH7cQFjUDlPzTGXKkxQeA9q8bB6qKsqwoimJ333lHWRGxlBZPg1bP9MEwEuBGZvwciN3bExFknR455mdB88axVbbUYFcfhyvnbiMgXQO/UMjGEjnTM/tH//8Es5lvOIcGrzM20ACBdVw4HPtb0rPi5Ct7kjkZvJjY0EolBQmZ6drG1WDe6MOCr6BKZTQNZDBob608W6IBEjvlMZNqXu8FrGNJUzjz+bi9WLmhs7WVU1m7jVjxjafccV16B04MxgZc4w6NGWs3pZSZYtJ2oihGimNVymzwaK+eOtzTVuddV35UOoE2wOI1cKUiwynaM9E73zb2hYsb0xC66XOhe95njFC13ntxCWTEdM3OGLItxz6pndiU2Ta3HHjkWfZ2OZZKlhe7Y3OQ+17mpCBQmlprnVeynXvpEwp65givS0ZQ9FasUlomUgSOza2mQpKXjnH4Mbkh7IrTicP1ZcP9BlFPTp2E7t+NmBicgtrq4pxWh9i1+KoXOQipVjjQDqHZHU5HmiqxUA6h8qKaaiqKMO5jLehCU7UoP70SN5s/m8+ch8AhJ5PPpeWdsWvL1mZPHVKI93Rdzlkq82JpsDePjOIjqakkwTIQwmt9dXGu+FdnWi8Wr10HuKQ8xOnBCpX0BR3H82Ph5ABG6xs82Dl3LjIO3LeHv9MI1rrq7G4YYZ1PdsO+qj3/PaZQbz45fudYYGXD/QhPXwDOw/2G6OY35f2Kf2U78RlrHFWvO1ZJJkyqrOeZC3L+QS8d6ajTt4eP3X5emBe4iAmwXF71+GKek1bnTE0RsduYuuq4BkRN2RF35GtODXR3r/kAPHa+FGcDxpf3GqKvy5PWsqUso4Qm/VO8SvAt853He43sJFM7QAkSaLfkBQ8SKtMVSou5rmt6cOKpiSe23cGqTk12HPictFACMfwTKrVSB511eG8yajY/NxZVaFr8vmRLNktHQvRc/Ujk79OhQckEUgzEjTvx+4BUkpWdHMF+V2JcvDnouc+1Jcuxq3LQOECHgekQ2g0P45fjd3E7Jp7ABQM5Ony6mRXJltTmE3tDUjNuYCDPYPY1N4gcnh9JML8PpFQjSc+zyS8/Kzsmc4Zx5rys93j7TOD6BscwZ/8lZcCp6FQpXr6o3kv/HKoLx1QtNJ4oD20pm12YH1wscGiNgNSjlcS5vjf6Pvc87fVPCCJ76GGW4LajFt6Bjn3tnn3jJCEScF8dOk08BTRyvJpkdwMl4FgCyvZiGl87qWip/383sXD2P3EKmtls1Lg779tMqWsI8R2UOgLPxGAjWRskXfooo46m5fNd1puHK4hCFguOC1GtLyx1kBhWrEDDi8TW9i2iSXZhAwTur80Xug+MkwA+K0OUw0z8MLrPdixMWViYzyNJypFB9DzTD1FVzAdjLjw5+FhCC4Ufx8duxm45v7uq9i+IYWzgyM4l8kF0tO6BrJFYiBvV7ooYGjdf+8sPNicDHSaks/F2dzbN6TwjVdPYGFtZXFkwaYwmZE8Xv/gKvoGR/Ds3mAOLz+sL10bLX69oPIkNKiflKBUajTfo/lxvPB6j6r8tPjepvYGvPHBh3igqRb/4pHfMGQziZLYDChCmmiNAJ5R9d7FawCAB5tri4bfQGCd8u/T+G3lRKWClmtNq1zFwyzy4OfzACB0VsiwSVyOgDSgef10jlhwI5CvY40E6yJY8XVMiOLxc1m0z53BEAV74Rt5dsQRLYSgVVXk0H2qYQZ+fiGLzMgYnt3brVank9eMQnLivI+7KVPKOkI0ZUm/l8zH4+cyADzYaE1bndmYWmEHzkJ1lUb0oE8/VYI2Jo3B7l16h3tlxTRrDI/35CYkgHsodBitbq0rxtt9hSo9CS1uTGOkcfOD5KW3erGmbXYxdeNScUMX1Fxbm5i86YYLeP0XV43HRqEGueF4KINCEvu7vUYbLx3ow6lL1zF/1seK01cIGGRkeBDU//WHFwM4g87eIYzfLKixxy0dPsP/3fPXAHgV5Xo+HLYW+KB7UZvKproq1fDY3XXBtLHUcniXLpiFXH4cR/uzWN1ah8pibFGrlCcP7TVts4us3eA9/ZzbWaHa64C9ItfTr53C0f4M1rTNxv2NtVaUxEae4+sNQCAE8NDi+mKpzJ4QIZB/P4pRHAV1apWraJ60g1+uf6kk47CRXSKdBc2ApxzwVMMMExvW2pNqHqaNtLm764IhytrQD+7pUppWKc1EtBCCLfzDjbzHVzbiUN+QSROUhD6bI2CbW7rH3xaZUtaKSMvKFtugDkX+Ik6jMVllSFYkUrGTMrOlevFc562rmplH4xfWp3tSSUjpdcg0EkCPRVLDANnc4ts/+QDb1rWgtb4ah/rSSCRgPEnZo5t+SqNGHl78cKLSkvu7r0Ij00ivVrNy6Xneu5BF3+AIFtZW4vqoxy7lc0WbmqeOePM0YAh/dJiRJ/vexev41IKZgS5iK5qSRokeOPMhljfWolAo4FBf2lqGtqMpiSXzPu49W8JDMWyx9y0dCw3ysPUzTQYypj7UfYPDePq1U2ifOwNffOBew2sAgnFtiuetaaszY/AVr700KBkXnb1DWN44K5KICIRblmpxWCq+0T53BoAwGU8LM0nhXv2bpwfxQFMtKqaXme5SZHR66ymexPGg6DNUr5zuR3tXKi0uufw4XjrQBxSA1JwZWGphPEvkQOMDyDHl8hNY3VqnpknRtalUci4/Hmi4w9uTagiLHB9nvtv4DHz/E4GWiufQteJ02rMJDy3RmUvjpHvVVpebvUk1+IFELMUbzMwYx+MrG/H2mUGsaErinYGMikDdbc97Slkr4vISJQRGBxOH2riXKlNYouKwdH9efIMgzbEJ34PjY7R5Hdy7BBCoeNS6viZE0pAxY69M6UixmMaMAEFNt37thA3tcCICHRV04J6c9GrpXXAhT2/b2haTW3q030M3VrbUheB/mTpC492xsc0086ifcQ8a66rR2TuEo/0Z7NjYZowF8mYfWlyP0bGb2Pn2WWxb14J1i/RUKn5PGjvxGXiVJw7/Aii+ozrsfmJV6P3xZjHkUfq9mIPrNSrPXgs1dDQli5B+OK6reSXR+cDAFx+4Fz0fDuOLD9yrzlHUYZoZ8at1LV0wy9Rb7+wdwo/euYC6ItTOeSI20iDdM65HS5/55iP3BfartnfDpNJgz+wg238i4JVHIVVyTBSG0Dx7UmwHewYxkM7hUwtqA39LD+fRfeV6oBAM/c32Lj0Hot80iZGIIIXVqNY+IS8atyZKtHrqdP2dB/uxpq3OnBUagkfQu593HibqSaF5oMwMItT9zV++F9hbQHQq6Z2SKWWtiFwAPE7kwzupENOYXqat4pK0Yl0kEj/vMWHiqxx+0g5GqhhFLfVGxybwwut+mgjVvF3RlMQ//PdH0DqnBtvWtaCyfFqoipFGgqHi/XHmzUVmkgQ6bvRosS9eLpFbs/KafYPDpm2mZGtrhw9BtltXNWHrqmbTB3rb2uZiqpU3/xohhWL2leXTAigHL0KyuGEGGpNVuHRt1HhMRPhLNXhKhlf5WtGUxIEzH4Z6XZMQhDk2MWEUF8H5HD7m3+N51jZlyoXnzcYRmwfG378Pn18KQJLae7Hdw/fUmrC764Ixyt67cA1H+zOmsp4Go2vxY8DuJXLhXq+MiccxSEfHbhruF9XoJ6PCVh1O+ymNoijP/uTFa3j3/DU8tLgeT3w2aFTX1VSgszdtFCLdx/Yu6dl4H2kN0ieuQ2XRGKSwG5W7XdGUjOWR0vycz3Rh9xOr2Gc9A7KzNx1whPg4OeM+qgkMF2rUQ8Y4IVv/6vPtOH31o0ApXwp3jubHIyvq3U6ZUtYliDw0XHFmvlgBO6vR9n2y2PoGh3Hy4jVTgEQ7kOl63mevG4uUVx0iWd44Cy++0WPaS5LXp1US0u7hEo0sRd+Ly27V5qh1vV68RF6ztb4Gf/FPVobuocFWGmS7vDFpWksG807DG5+YskDBHOK8CA3V4T6XyeGVn53D/FmV2NLh8xq6BjJ49/w1PL6y0ShcIl7Z0nla62vw/d990Mk0ls/rOoA1cXUu08SmVHgZyjiQpCtvnCMx9P/pkTxOXbqO1voaHO3PBNo1AggZyXyM9G/az65n5V4vT9vUynPKwjZVFdOxddXCAG+FUDJpVHBjnkrm8n0r36OrYQk/p6K4EVQIRnuX8jtUpveB5iTKpiVMoRufC6IXQyLeBoWQ6Bls8tSj7Tif6ULf4Igp+ESMdGr36zLuaC554xqtra00KHmjHmrcc/rqR/i99a2iT4BXureSIZp3I7Y9pawV0RSG9MSiLCmNbBPHi5DiH551gc38o2PnTVz1ic+2BUhrVHSfmKLB+yWwfUMK+fGbWDJ/ZmBMcXIeteeUxQnks2rxZ8BXMi5iTtTv44h8n9rBCui5rWQQPL/vdCCli8PKMveeDrF7pk/DQDqH2dUV+L9PXcEbH3yIo/0ZPLS4HiM3vPznvsFh00Akbv3jKCNKenhy3lzvwwZZ2jgEcizy4NYgSa2Snas7lCQYfecLy1BXXYFDfWl0NNWGej7TwUowpW2+XGuKr2sq1Un30AxbGWaRpFK6B0eKpMFFc8X729P1bWifJhJxkmILwUmmOf9+stpvvXqwZ8iQ7b731Qes96PrUYhi+4YUDpwZDJHN5Ltura8xISDOuAe80B41S3EJGSyt9dWGyCtDJDxNk3gsHmo2YFBIf348w2lsYiIQsosDsd8umVLWimib2Eae0YTD5fzzcoPx2ExtVUVgwdoKAciD7Wh/BpUV0wOddnL5cQ9+Gs6j58OPWB6ul1o2OjZh4qx8bJOJv8i4N4f6pZdNlrlsBiBj37aUFttBIudeemjScCC42/P2wl6Y5uHxlC4S7ZBqXV+D5/edwZunBw1ZbWgkj6Ei+W91q5clkM3lA0UcotjKUc/IRY5LzicdgLSOcvlxk35GB5eGRERxCLR7EzLBx8JREq7Eli64pNYp0AiZboUUzj3WxKXweP6/5GBohq3282CPV7Vt1+H+QMnQ2o6KAE+B3sfjK+81sdLGZBV+a8knYinnUp6Lf8a21m0IoFS+BKHL+2nKl1IL3xnIhHgt2v34fqdc78pi96s43ixfVxSaChvCPrGVzwcVEuIkS54OueG+BjPuuwWBA1PKOraU4tntOtxvGKsuhifvdcsbmXMIBwh7Al5BDN+zli0WKdbsd5eiPNxgXjX//GQXnjy4NMIK9aLlVdTizKe2ibWqVS7YVz6b12TEe/bR/E0zzwd7PAa07AsOeIdP9+XrABDozW0/FL15rp9xDzIjeYzkJzAtAdwseMxs8kjpACt1/m2HqYxr2hQueb10gOXyE2Y9jI7dVK8fVKr27m0a8VDOkc2YkOk5EipeumAWUnNqkMtPBOpTS9HqZscVE38tGmWUwy1z46Vhqyk/CqtIsh55fWvaZiM9fAPvXfTW1punB3EhO2pY3HU1FbHWA5G/SmmvS+PQ1pENjeEImq2TmOu62rVtKBdfy7KZivRmZVhIzgUZwNIQ5kiai48EhNEIbry6Um9vp0wpa0W0F+Hy7CRESESLiulem0GC7uQi3r4hhfOZHLZvSKFpdjWAYCyNinbwxUiL/1ufbw/clx9O3AJ++rX3kZozA5mRfCCvWsKfts1lg7lJ5MHFNyNdlxoKbFvXYlrj2e/lbbTNy+ZZGo94Bx9VrZJcAK5UZFEGz7AYN6Q6Sd7r7B1Sc3V3HR4w5UK3rmqOVK7cCv94pQfZ3SwgwGLlz/y1H/4cnb1DsdmlNkPHRqTSYF+OBGRG8qaOObUzlYdnstpnXFObTVcqjhZX57HYOO0QOVRMCA7F913lVkvxQqX4Bk1bAMY/efGatZud/C6NiZSBRjQFEIB4yaMGgM8t+YSpKBhHgihAmdPL5WJbR9LwAIKNh6JSsFzEPS1swsMHWsGZKONPrvuovgratV4+0BfJR+Kfl0jPVMz61yTai7BV8wJ8Kj8xUimlYvOy+aFiIwBMV63j566hb3AE7wxkcH9jLYunjpva4ZQ3qnmLUdWBWutripXMelFZMS0ExcVhCbtgbps1SWVEKdaXHs57xK3yaaECL9Lz81t9XlPJVjxfWIMeJdTKlS8PZUjW6I/euYBTl7yKcuFShUE4NYooyK3wxQ0z8Ps/OoFro2NY3pgMzdnurgvFsrPA8XPBRiW2gzYuWU/+2/a9ZHUFXvzy/cXUnGtFoyUVujet5bGJgrP9pExHo3Xq90LXD3wZDtAav2xeNg9LF1xGduQG1rTNdjK5J4MYaTA+rUUiPdlCAXL+Ndifky2pLgIZp3tOXILmHUc/h2fAUoyVh9f2d1+1rlWXUSMVICEByxtnOfsVAKWRFOWc0X23rW3BQ4vrne/Xdg2emhZ3DbjDKmGxxf3vpEQq60Qi8fcBfAlAB4A5AM4D+G8A/qxQKHwkPrsSwL8GsBJAOYCzAP60UCj8l7gDSiQSXwLwAwCXCoXCgrjfu52SrA42pQf0Rh5E5e8a8Bi+7XNnoLwsYVIqWutrAtfhm5eUkoT6SKHs2NgWYLcC4QUtx6IvNL3giITZbXFiF8ytecbBnGGvN+4XH1iIyooyjBZTWTgzOF2EmFtm1+BjFWWG7UmFSDSrX4Mgo6BW+Tv5nJXl03CoL409J7x62JIzQMaTNLriNKV4459/NvA9fu308A082Ox1RuIpKYC9TnlcJW57p7brVFVMN+lPMrQC+KVief6rJhwZWtGUxHd+6mUltM+dYVLitLmQ3qr0QKn7W1VFGV54/TwABJQS3x9Ra1WKhl7RnH7nC8vMuia2sG1tanNuWy/eWvZrqkvjlX4va+yvaErixTd6zHuQxMhtr3hGxflMF3Y+3qFWYIwSm+FHoSTXvNqMf20dcsPl+X1ncOWa1zfgWi5vUhwJBdu8bJ61QBJ/B5Sa5nJ04hrALrkVBGcyEsez/ufwFPS3AFwE8Gl4CvmhRCKxqlAo3ASARCLxeQD/FzxF+2UAeQDtAD4WdzCJRGIWgOcB/E3sJ7hDIq1DvuH2d1/FnhOXTbrOob50MZ/RIyzR4ePBsOPmOuTNUpUcgst3HR4w1rTNwuMQvKz25No8Mm+Wb/6onFTyAiTMbdv8PBbnxX8LpuQfwcIAAsxgSuugODIvICKt8rhKB9A3koS9eKhDGjU0DxT337a22RhPNo8prmhkrR0b27DhvoaAEjt+LhsYk/b9OPEym9KSv9cOWR6vba2vMd5EbYc9nsqRqT8oFpWg/aEhC3IuOHrDORh8fLn8OI6czRSV2Ekc7c+a0pK05ihlLMoTdM0RCVUrjKMwbMawa7243pGsse9D5h4XhSu8b7x6An2DI0gWq3nt774au7sUF5vhB0Tzd2xKzLVuOYIHwHASKI8eQLEgSzhcJK9L6yOXnzDnXpyQH5dSzpq7JXGU9d8tFAqD7P8PJBKJDIBdAD4L4I1EIjEDwPcA/LtCofD77LP7SxzP/w7gPQBXAGwq8bu3VfSDaxxPv3YqENvkLEN6eUEYNhWAYWmhUN9qHxIuC0BkmtD3ycJ2jZVEGh1882tNO6KqDXkemL75NQiRKgq9eXoQDzYnUV6WCKAMm9ob8K3/dhJjEwV0NCVLagka9XuXUBEEClFIo4ZDapR7HUWW4aKR3kiZ8IIvSxfo0Oeuw/0sTt4UuK4sNRn1zDbPzgbb0tiJbEeci2R1RcjbtxlK0hv1DKJwO1Q+NlnuFtBz9Mkj/bO/6sbR/gzGJrwwxfFz1/DMY0uQy0+YnsvffOQ+FQqWMXUep5fPxMMndC0q9KGhDHyPaciYtl5sf5O/r6qYHvCsSaQRLtEG232lxFFGk/Uo5Z7TGPZXruXwf3dfxfVRj5H9qQUzsbIlidGxm+gaIGLoeGCsWoMSWRFOzoFrLvhcSsPi11W9DIihrIWiJnmn+HN+8ecWAPUAvjPZgSQSidUA/hGApQCemux1bpfoRAgPul7dWgcgEYDpuHcM+CSLzcvmmc3MF0rf4DDePjOIxz/TiNqqeGQSfr84BUc405LD9nStoHKItwh5/niUx0LjosIuqTkzsPPgWezv9mNZrfU12HBfA779kw/wW0s+4YyxaUqH5oOIaPKwkQQ5etaugYwpK0hoiRZn++1PfgI9H34Uu6IXzRGHLgHPc6Z65RzWtjcu8bzp9rkzFcXhdSuzlTmVEhU7leL3A282hC7/cNURCEoTJOUlY3o2BEjGqYH4mReUytPRmMTMynK8eXoQz+7txtIFs0zhCq6MbZ3rAKg50jQGjXBHiJCfaeHLlo6FSA/fQPeVj5DNTa55he339G95T24gaAVA4hABPWPMPweoWpxtf7tCGJrwwiO28NbLB/pw/fglAB4hk9CYlw/04d3zxYyM4nvn71DGj+OuIU14GOfN04P4xqsnmMKOlxZ4J2SyBLP1xZ+/KP5cAyAD4DcTicT/APAb8Lzj/wDg2UKhMOG6WCKRKAewE8C/KRQKvYlEuC7x3Ra5iDe1N+DtM4NYMn8mKss9ljd5txr7UB7+0pKnuFLF9Gn448c+GWtMtHHfPZfF3pNXsLhhhqosiVVNZCGbdxEUvweyLbYl88flNaXnT+Pyi7XMVIlJtviYfAea0qH5tx2023/wrklL8rx8n2U6f9bH0Dc4gj0nLmHrqmZzoPM8X1JWGlkmLnRJ4wO8bfDKz85h/aI5uL+xVp1j8vQBGA+R7kHKg8d945Y81OZZ96SoH/j0YjvUAaPoZHyUfobTBMOKJu4BqikubZxyLLQ2+Tqjz0o0yLbm6GcuP470SB7/9PvHcbQ/g23rWgIpQTLXWI6/58NhdPYOBdqXlhq+kBKH2c1rpMt9qEl4DfvKKAqxIqPu9V9cxbGBbCCdUhs7b6RDhrR8Hr6+ZZEl//dNgWfmoSmSKCje9ky2ufTP7oQhD9/NUqPAJJR1IpGYD+CPAewvFApdxV/PA1AFL179JwCOw4Ox/xWAWQCejLjsHwK4B8C3SxzLNgDbAODee8NNAm5FJHSZHs4XKyYlDWS6qb0BtVUVJj7mgrw4fFhVMd3Z3jAKinpu3xn0DY7gX//3UxhI5wCElYVGYJPdufg9bA3r+ZjoMFzTNhu5/DjWL5oTYGzaPH+5qaTYvAettSi/D6UCca+H/9zddcEo6jVtXgU4Kl8IANMSwaIIdKDv+tkAruXGsbq1zpCJiMHPIWt5T3pvlFfOO0LRZ/7zkQFkRsbwB3/5Hl7/xmetc3zkbBpLF8w0HiJHE7jiAeIVibCJdnjxkIAW9tDu8/WHF6NQOI1Uwwx1fQG3J6WKj1Nez9bDGLAztUnkQQ8kTCc2IFibgIxyV64xJ+PxMZSa7hMVTuEeLRmyZCiOFln4LrRMzouWo243rrz9Q84VT6eUQogQz+7g75Seb0vHQnWskjtDv7MhinHXgSa0t3d3XQh1I6RniHZ+br+UpKwTiUQNgNcAjAP4KvvTNHhEsn9ZKBSeK/7urUQiUQfgnyUSiX9dKBSuW67ZBuBfAvj/FAqFX5UynkKhsBOeR46Ojo7biktw+IxyhQEY5jd5W5vaG0w9bhe7kFfA2rrKrbyirD9qOfjxj03HmrY6S7s6z4AgxeKloHjKmBABeY+lC2aZNn5a3I4OAa/bU6+5Hm/QwAlBXMHEXdCSRRvVB5hyb+V3acMZIl8CJp1sdGwCJ85ncd8nPo7a6nJjqW9qb8DLb/chMzIGwCtg0lpfY9KIJIKihUq+/ZMPjDdOnYn4Z/7D4yvw9VdPYHljLZ7fdxqbl803KTtAIQC/Ud9oflDT+6Wf2Vw+shmFHB9/5/xaPMeVowmuvFk/MyGFiunTsPPts+i5+pFZI/xetyJaCETuHZcxUPrB7h8nTXVV+AcrFuLStVGsS/nGr0sp8KpdXFJzajA2UYj1vgC9dCydSVoKGZ+nP/rx+6FnsaFVJC4jRgoZdVRG1FWqmDxjHoqQhrXGK3DVeODiKozEJa7BKMOCtuItk4HZJyuxlXUikfgYgD0AWgCsLxQKF9mf08Wf+8TXfgrgCQBLABy2XPq7AN4AcKTIBgeACu+WiVkAbhQKhdG447xdwsk2lItLkAivR0wwa//QO/hv/+vq0IIyZJ3ifqksnxZaMDL2Iz1VucGe+Gwbej4cNhuVx4Bp7JL8w5Wt5pH6sdC24oEdzOGWCuLkxevYviGFlS115vCgz2pwNbecXZtObjQZi+JQ4lOPtuNgz1CxpONAqIQpzQPViiapq67AZ1pnh4oxPLu3G5mRMTTVVWFdyoOw+cESlb/JD8r8+Pt48/QgXnqrz3QrS1ZX4P7GWqxL1eOVI+cAIMCS37auxZAWqXgINzzoHtzyJ/Ieh+ltSsSGBNDn6H1tWxfMcaUwBnmK3JvjaMqbpweRrC4PGRquMWniYvdra0p6mHHuRaGOVMMM40HzNUr8BmoJ+W9f78FAOofm2TnVM4yjYHZ3Bfu4l9ooRTuTZAoZnyfKUuE97SdDxuTC55b3LYgiW1G8lww4qq+vGY18rFoLX014CI5y8m9NkQZj0xoycDfTtoCYyroYU/6vAB4AsKlQKPy1+Mip4k/p3RLOeBN2aQfQCCCr/C0L4AUAvx9nnLdLKObrtbcrGEIDeZ58Ey6ZPxOH+tIYSOcEEcETTtaR8VpZrYd3beLX0WLBFEt0WbN8Y5J3RIetXHjSapeVvPjGIsW/sqUucHjIcURZzppwL86mEHnHoOWNs4qFNoJFUoIcAW9ZEjFQez4qEbu6tc401uDQb7I62FpQ8xz5HFFf6O4r1009dGq5+cYHHwIAPjbdb6pyqM8rGkPfl9CzzYsPdoLyYHp+KLrmWnoPUvHytEXfiwvW7OYkwr0nr/gtBgW7Xb5/l0J1rRW+Pmhv/eDoeZzL+OGgOGuNDO/8+E0Vvfi99a0Bg1djYGsKhrfRlAqG817kXinFmNFIeRqqRGNzGWylig3hiSeeOjh+Lhur+A9543GaC/G1a+vhUAohjld7lMTcUq91uyROUZRpAP4CwEYAny8UCkeUj/0YXqz6twG8z37/WwB+JX4n5R8gnIv9LwAsh8cyvxj6xh0WHvMloXKMchF8ccVCdF/+JfLjE5ZYlE/WkQcHbewHm2uxbW0LkIDxlIhdTgsCCMeC6e82kcqSDmBtk0mr3bX4JCwah8lqV6TB2CYn5gFhqD5ZHa4cxItJyHg3EI7D6c/nvSeq3a3NEVda0nOUwktN7u++GiC2Pf6ZRvz39y4jmxvDgSIphz+PnC9AJzweOZvG+kVz8M5ABj9654LxELXaxjTPwdxyndkqu7XxOaeOYvTuqYf4+M2CUdRxUgJl/FVDKORaSVZXYM+JSyb0Qu/sXCYX4GbEUSJagRfXvgDCDGx93fuGobz//u6rONSXxrpFXtiGw/kusqKrCJGEfrmhH4ekp0ncmG+pHITNy+Zh78nLoeI/tmfU4tS2MQbPL70uPN2HmPwHewbx3S/phDiSPScuqYYvn29XY5vbKXE86/8DntL8UwAjxSplJBcLhcLFQqHwfiKR+E8A/rio3N+FRzD7XQB/UigUhukLiURiHMCuQqHwjwFAU/6JROIr8ODvtyb1VLconkU3jmxuDG9+8CEuZEexZP5MNVVmf/fVQIlR6TkDKDIgm5Q7eRv7aH8WQ8N59A2OmNi4ZGNu6fDIURK6jip7qSlLDqNqCpMWPT9M+KFLXkncnsdyLJLNHVWYw3Xo2sbrOlS0EMTmZfMC6IB2EElDQdvkUjnVVoVLS25d1YTaqnK88HovsiM38I1XT1g5D/RcfsnOQSxv9Cqe0SFBiADg1x/XxsaNjd1dFwJGjFbIgxfhIe+BG32t62vw7N5uQ7zSFLWfwjZuCHGAb/BROturXRew8/EOk/alrRWeOnb83DX87ppmNCarsH5xPX5/06KSiGy1VRVY2VKH2qpbq2Ilhc+pTdFtam8IzbXNwHAZLjIk5CKvae+Xfi/X8+2I+WqipW7ZYsFRhsVk4Hy6fnokbwoxaWgov77N8OXvMk5b29shcZT1I8Wf/7L4H5dn4FUzA4DfA3AJwHYADQAGAHy9UCi8IL5TVvzvb61QrPPlA324kB31qi8VIT8p/ABcm5odgv4k3MzFiyUlTHoOMYiJcESsYmpoYIOu40Az4cPfh94p//nStVGcHRxB+9wZqKyYHohZS0tSMpRt1qk2JpdCjkNw0Taq/F1cz0LLL3cdFFHXlXXiuafDc6q3rmpGdiSP3ccvFsmHXoqP7UDesbHNENeoWArVyiaiY1TcVjM26FmorSfVl5bMdF5djP986tF25Mffx5L5M0N7hPMkZI65n843y1Tk2vZKF3Y/scoJ225d1WRqdV+5PopzmRwuZPw4Mnn62nhsa4gbrrcKZfI5daUeyqIpcdApabjwIiMrW646a1Xzd8H/HkU6vJ2iQfPauWYzLOS1eHZLXEOD9ui2tc3ovvKR1bixhRFofBSCJGP8bkicoihNcS5UKBTy8IqZOAuaFAqFyCTqQqHwlTj3vNOivTBtA9o2SdSiJ5iHF973ah8HWwVK6FoypjUozLbQucW4ps2rgtX7oQd8HDg9iHOZnNp9iluSBEFSyVUNypT3k2OKyzjVxKXsXQeMvpE9dONnfV6DCQot2CBaTSh26hXC+CUAr0k9za92GCSrK3CoL43RsZuoLJ9mYqFyjPK5vPx5j/S0vDEZUNC8nK3sB83vq8+3Nw/Uw5crlO0bUgAQqDxH0lpfg7/4JyuV6wVjjn4f8ETgebZ0LMTmZfNM3QE+V1qBm91dfjqNFkcmT/9QXxo9Vz+y5jPz+3MD67tf+vSkFLbLQ+VcEW6s8q5ice4p1wJ5qpRKCUTnDsuzzFZQSHsH9Exa1z7NSJR/09aetm/JsKDnssW3tSplkvMi22Vy4+C7X2qzGjc2xI7GF5f4djtlquuWQ+TiskGFUV6Y9sLpeh7BbKLoZVw2cU4gCLFoFrasue2CZiQ8yxuQEHqwfUMKz+07g/a5M0JMVv4sdE/eRtDGis2O5LGmrc4wxydrrct5tsFztrnm88PHwPPLjw1kA1C49lzaWEgBdV/5CJ29aSSry3G0P4sdG1NYm7JXGfs3f/9T+P/+4F0kEsD13Jg6Rv5cBF1vXdVsiIlaURqOfsSd783L5uPkxeumU1pQmfWbOLG94pouxPV4fOW9eGhxvSn2wp9rf/dV7Hy8I1QeUxoumrHF48iZkTxSc2YYxfXm6UFs/8G76GhKhkIDwTXkGSrUqMUFEXOJShfa0rHQZCvk8n+No/0ZpIfzJjtA+47NQJHrnitaIhSWojj4WaYVFNIQKwCB9eXVAphlkKmqirIAN4M+73o+DYngHB35XNyQpgIlfM34iM2lwNlICj2OUW9DysiQ40bo3YC/SaaUdQnCoSStX7LtQI8ij/hKL3j40oa0lTIdHbupHsoaNCPHQKkdjckq/NYnP4EvrvBSMaI8Cz4HvBKRZINzViwAjE18gP/zHy2fNMwYN0ZVaiyLkBGywPmhaGO5S8+b4t3co3X1xSW5v7EWZdMSuJAdxVf+01G89c83WD1f+VycTMMZq8S1WNNWF4qD24TS1mzpWVrntjiyu8svSnN2yENseEMb194AwoaLlu8t99nOg2dNV7fp06YZLxuAlazkpzYlnMaC9nw2ZjSNi2oiFAqeQfDexWyx6YhXzlNCuXEMFLo3sZ7JyyTvmPeE51wDnlFCDgI/y7z1o+dCe+mEl0zohbICqFpcevgGXni9B9vWtpgxaTUAXHMq/6aRxbghrYUYOReC+hEABaSH8+aZNKeHI2hBAyVsyCWrKwwCl83dvcYeU8q6BOEbkl7otrXNWNM2G+nhG9bYic2a4xthf/dV49Xk8hOBkpeAXso0NafGxLmT1RUmn1ir6ythdK9ndh06e9Ooq64wrEfZjhEIHoib2htwsGcIqTnBvG5pHVOx/ZmV03F9dBxH+zMqHCyvb1vwfK6k58wt8lx+HNvWtVi7gtlZp+EWlCuakjjYM4T08I1AxyiX581T6mzPx/+/fsY9uJAdxS9HJ/C//Y9foHVOjYrA2Oqxk+FF46iqmG48m2f3dsfuyvXm6UE01VUFvEBiyxKzfUVTEl/93rHIFpn8nZEHpCkOPpdSyWkIila/XbsWHeSe14misrbXTKL3b0t/snEzJLSsG+Ipk1q3v/sq0sN5HO3PAiggWV0RgnLD+zRMvnLdmxfvoTBacG7GQ6mLfA5tKYN03R0b27DnxGWk5swIpLH+2f8oVp5O+OejVgPAVWBHm28XgqYZ0rRGxiZuBlCHo/1Z1NUEUSrfgw/uY/28TgRCBTLdlr57J2VKWZcgfFPwg6Gz1yMT1dXcE8m+5oVPtMOLOh1RO7jVrXXoaEoGFgpfZMHNYK/rq21oDtP6ZTjD3pOEwrTnlZ+lQ2pxwww8vecU1gtCGgDjAcTJC9YUk4TGaOOsbq1j3pSvhG1Gk43URcQn/qwyJkcHBn83dEjSgWfzlo6cTeNrG1L4x7vewUQB+K/vXkSxgZTqRW1b24z/5Xvv4FwmFzCq5HPl8hPoGsjELmtJ37uUzWEgfR5jEzeL7zltis1s6VjIQkBBMpwt15QbQT4bPp6Se/vMYAC+lvFV17X4Qc7THyWz3cWv4OlPttaW9vi/HiOmHgEEg2vvTo7HRlDlZwq/x5YOv3gPDz0F58b3Vvl5os2r/H+OJAbGVUQOUCg4a0vYGubw+YzTetb1/D7hlyOOicAzhz14eyYIP0NkN8W/bWzw/9dKHI/P78bkjl/QAnm16wL6BkcCcR8iyFB8EPAISjs2pgKHlWxCv35RvalRDsSr65sZySM9fANr2mZj87J5qK3ylJNMXeKiKQPb88pD6uUDfYaxS4Q0ElLQX+hYEKiY5RLtcOMW+cqWqyY1Iy5sayN1rWhKmhi+baNLSE3Gi0nJcG+fHyjnMzmjoCcKQH11BdIjeTy/77TxWshDfe3EZVP8YzR/06p8qDwirV1pYMgKW3Q4Pb/vDACvi9Xa1GyQIUXPy3OTbWxxG1M+PZzHzoNnAzFbbU8Rw5nga/I4OewrDQJ5aMvDlisA2n9yrD7aNDtk5LgUqk3isLu1/4+DyGmfpWskq/3iPWtTGatnCmhpcQj9W37PN7qC+58KR1Wy9LxS28qW8hkXY5yXTZaomXZ9l9EVNba7BYEDU8raKXHjK1pxErnp6CDo7B0yZK7zmVyA7b3r8ABG8zcNPL3hvoYArO6nwYzjhdd7jAdJVqp2SAGSMNEfKHkIRDeCCFua9tKC8rNbOnySTWrOjIClTZWnjvVnMJDOxcrbdpHLAOa9VIfbjtragLo273e/9OnAu7XBtjZSIKEYlHZF3jbv93z/vTNN+790Lm+Km3AosqpiOgbSOTTVVeFz7Z9AZRGutCnKZHWFyedNzakx7xxAwGDiBxnVev7iAwsNzM09sWR1hSF0cbY4b3YghfbBg81ehzGK2crxkhDDmSNKNN+2RjS2fSqzJlzEOzIGdmxsw9rU7MDfuaLyDBq9VnXcoiMucaEOrs/y+0eVK6bf5fIT2LY2HDKKIs3K/Z8ZyWO0eL6RA0AcDhk+cD2TLctFm0t+HvJ3ZUMjolCguBLH2LlTMqWsHeKCTXksSRKOaLHR4fLSW73YebAf29Y2m4Ngd9HCp8VGiwxA8cCwN64nyNpWqIXGqB1mlELzYHNSvX5ckelmNklWV5iSoJUV0wKL+s+/ugLP7u3G9g0pvDOQiTWGOAeiFkP3rm3vRasR+YCwgnd5QvR7TqCSXj/3dLmS+zsvHMTf/PJXuFkAli6YiZXNdeYQpfFtW9eCyvJphhBlqw8NeO9ny0uHkRkZw9hEIWAkUQ64RB5cbV3DMfRgu0ObkUX3pFjtpxbUYsN9DdZ3rcHHJFojGlctaPluKMVSS5ly3Zdfjxs6svOVNNAno7hL8fK4EfHygT6kRzxDTxqj2hqlZ5FGJP98nBab9HnuABDiVKoy43tN1vmXYntf2pnNvXCObMZtU2rbB5NBXG5FppS1Q2yHPi2qbetaDBHpocX1GB3zCj8A3gukw2VN22wAHixEm5hbvzIdgA5jG7TH+/i6DhaC/f7V59tZAw+vsfvKlmTgoCr1YOHsYfK2bBY8pVhsXdUc+ExrfU1kRTDbc5WaA53Lj6thArqm1pPcE13BU2raqJKneimbwytHzhtiGhBk6GuH2L/7h/fj7790GDcLwNXrv0JdTYUh+gBQvfMgLBkUakqSrC7HM48tCRhU3/3Sp/HSgT50DWTQNzhsLbepxfY4ucbmvWieFI/Vujw4m7KyeVI0FmpAY1PA/Nra/Gv31QhnvMa7RDa4YRZV1COuxDFO6T1RFTu5VjWlIo1I7gXT32R2ik1sNc9dykx/Ln+vRSnCuGEGwF87xEGhrnaSz2Gbaxcx9W541CRTyjpC5AHlibeoqMctHaK86T0/XLZvSKG8zGPEuhnJvjX8/L7TVnZ2HChpU3sDfnjsPPoGR/D0nlM4l/FgZk1hueB+m2j9erXr+GSTltA8ulJTtGcKHiQTqiIJw1ye9zg6dlM1JOg7xFqW0B1P65Fsf/KyqEUnPUtTXRUAL+9aIy1pB1HT7GrU3DMdv/zVOD4cvoF5Mz+GbWubcbBnCF9/eFGIzJIZyeOlt3rx0+6rak9zrfY1SbK6Aj1XP8KhPq8pCRlbWgiD/5TkwShPVt5THoySg2FTSNKTp3vx7nGyQpp2T/lcNpa3tudpT1PZ4F2H+wMV5PhcUP3yUvLcbRLHOKV7rGhKouKNHpNVwp9FogkydCQNGI2MZhNe81zyCWx7WlsrslTr7VKE/H1Lci9PdQP8EBG/t4vBfjdlSlkrwhc4eZDygOIQmIxTAuE0L1cTDV0ml9vKoaTPLfkEdr59FusX12P+rErrJpgMnKP169WvQwVDvO5Tch7lT8261UhdxOCkA5cITFSkn5QjoRCal8CvSwe8PLQoXiwrJZGXxVnX/NCkylq1VRXOms0ku7su4Je/GvcoXQXg6f9+Cp9a4IUPyssSZq4Jbn75QJ+BHlvrq0OKx9ZPmUSSxTSPIo7ydnmyLuHGLCexuZCsHRtThgfAvdpvPnIfgInilaP3i83DNmS4Ipz8YHOtQU34WgFgsim4YSiZwlGoj8trjkov0lLciEegpbZJboMtTY2/u7gKM85750px66qmW7qfS6LQGpoXCvNwBGTHxjbs2NgWKmHqYrDfTZlS1orIBa4VuJCEJi6ujRB3QXKouzTxvP4jZ4fwqQW1gbiibYy3Q2wHj+w+pR30UTFg18amA5IITK31NaiYPi2gHOnA37GxTYX7XNCdLWWIkBDt0MyM5ANNIoidSnnKVItde8Z5Mz+Gp//7KTy3ZRkW1lVBohckm9ob8PovriKRSODPfuc3sb/7aiyEgh+YnCwmFYEs08jnXPuOdi8XfCvn2YX2cHiUvw/p1cbdLzYiloSTj/ZnDclTWyvSAJT7PGpOXEiE5ErI9CItPs5JjnKNU5lgUkS3I75OoqEmmsHNK5vFiYVHSRzD3iVkMK5pq8PyxmSg1DAZ5rb9/+uQKWWtiFzgUda6XCDy/6MUtKtoRqmLefOy+dh78gqO9mdNyUtNUXOLEkDkxpUwM0GQo/kJVFZMA+WHS7hOY2rb4nm2IhA27gA/RInAVFtdjt9/OFirnTNEKX3sYM8QnnlsifoOpPFg648rx8a/QwQdyrn+5iP34cU3ekzBBoK1ZYGTzEgev7euFUsXejW6ZTlNjvgcG8jim4/c58Hc7YiE6myxeYL5VjQlWVU+WwzfE015Se/TdWjKeYtCe6oY34PeR2t9TcDTsa0RbR609e6hJeMYzd/EkvkzUVk+zdyf1hpfIxImjgpPxe20BcAUFaKfkkzGDQ153tggbU7Qk8jf7WQ1awQ1mlueDhiXd0JiM3bkfei5XN/ln3GhQ9r+vx2s/8nIlLJWhG86DoFqikxTMKXCylHKPo74cbYJ9A2OoKmuqhjLDDOfNbIOlRmkGLO8NzHa3/jgKo72ZwOwGgBnnfCoe/O/kVIFoMYTbXPzxQcWoq6mIpLpS3nsnb1DgQpxANQDpNR3ydcDtbGkZ13RlMT5TA5ff3gx7m+sjazFbDMCtBQkDtVxNrpkr9KByZ+HvgvA1Hynkp2leBMUGsjlx0M1xuUcyVxvifRI45VkRVMSrfXVpq+2JrY51Dxq+VmvAtwH+OYj91nnnz5bCmyrrXupgPmzI+E5CJS3rMXRbciTzZAikhVvyGIzkG9F/DMliDzwAjlVFdMjzwoumrFD1RSPnB0KpAPazh3bvWTJUFfoJ+pad1KmlHWERFmgXMFEMVrj3EP7aRM9tt4WKG+oXUNef9fhAdNwYcfGFHZsTIVyL7uvfFT8dsJcf+kC37N21Ql33dvWg9rt/fj1iyWBS3tHQSa9TxjTyEHyAIlD5gvDfT0sLu95EtlcHi++0YO+wRG8+EYPvvOFZYHntUGz2tzF4UjwOaFxbelYGDgwNaiUX9eF+NjmWZar1IST8wCYg5v/zma8HjmbNnOooQ4u7ypOiMW190ox3KJCYbZx0bPLrncucp9co5oRsKXDzzPf3+3HXiUf4HbK5mXzVYIaH59WAVDLg9aMnf3dV4spiIgk87mUrquoz+3i+NwOmVLWimhxSMCeAsGVB1B6VRvbZosSPbbux6c1MgQ924qmpFcwo2GGKcLRWl+NzcvmmTrhgE+8euaxJYG8anrWyopp2Lxsfqz4N8/N5oQcIKwYXUYSVwj8EKIxuN6HF2v22fUSRn33XBZ7T142npvmBcr5p+/K+BZXXgRByrQRWwyYH7QuogyJnDs+J0AYkpZjl9flngxV2eNIhGZouBQlF3pHPAVKKid+Dc7G9YwZP45vY25refP0e04gKsWwLsVwK8ULt50rEhXRfu8SOQa9la+99oBNSgkzuGLZGgfCpjgJUdm+IWUMRyrqwp0F2/hcSrfUkqG3k6leikwpa0Vsi832kngtaCC6ItitChGARvNesfr1i7zUIVKCroIl9GyUc5gf965x/FwGnb3pYlWzIBM9M+K1MeRFBLh3xFvRuZ5f5mbbDny5keXnOGyXrA73Ey/lfcj7cu/3e199IPCc5C1KLzjYgS0Y35IHgg3xkIrkVqA2OSda9yM+Lm4U8HAKNy7OZ7oCRXxcZDOOhGgeOpHzaP4lcWpLx8KAwcJr4P/e+taAR615nLbYvGc8hZn9XPw4aGnxVPm+SvG++Ptpra8JjUtTPnHipnIMdJ8VTUnzXZ4uFTcWy2sXaA1wKBVSsqo141YaeTbFSfvyOz89jY6mpDmv4oQrbGIzfqPmYSpm/bdIXBtNs6C1GOydhEj4YfTNR+7DO8X0IcDrskRK8XymC7ufWKVa6JRetH1DCgfODKJ97sexvNGvamZjnnIFmh7J48T5LBbWVoViXtrzP/VoO8YmTiE1p8Zs4ih2sZxvr3ynPezAy2B6tb1PY9vaFuv7kM8m88e5FyjbotKBTkiE5h1qB4KGeEhFcqtQG78vrVGeekJ/l/NuCv4UWx3Ktp9a1Sc5VgnD28q8ynHysWzp8BuHaPMq701GEP1Oi81rY7Vdr5R4qnZdFylSilZgiH9Pi1Nr5CqNEMp/758LuUB99Kg9GBY9rZTvJVu6I/8Zhe5woX2ZapgRqG8QJ1wRlSInkbMoZT8Vs/5bJC6YQ1reshIZ/TuO5WVLkYki23jwT7OpiAYAb58ZxJunB7H9B+/iG59bbDYkwa0a2/l7X33AKD/AL+4Rh2SRrK5AXXUFjg1kDSuZxm+DcVvra7A2NRvf/skHoS5WtlhtqR4LQaYE23b2plFeNi3S++AeJnWUov8nBePn0QbJdI+vbERrfTXWL5qD+xtrba87UiTUebsOAtechf/mwaG8NGxUlTltvVA9+GC7UDfUKkMfWmjHdm8Oo37nC8tChYS42ErL8uv1DQ4HmuREiet9aWlYfD61AkOAO07tGxXjKhKgcT62b/BahtrK+9rWSTjNs2CaDEV932VsxjFI+b1pX1aWl8FGTiTkhqrIUW92m0cf5E8kTJqpa1y3akhPVqaUdQnCY5IAApYtF+lZ2A4a7iEDvjfLNxpZ1QQ5EQS1Y2NbwEvpaEqaTkXrBjLY/cSqkMLXrEHyHF0tFW0Hkc2DcaVnRVnXXPoGh3GwZzDgGcuxyI3KWdG2Q1B7NulVaOMiQ2DzsvmBuP1rJy5hIJ3D1189gceWzQ8pgSjLXhJrAJ0JPxmJ8uo42ef5fWcwmp8IHcSlGg7Jar8ePB2qZNi6nssW+ogzB1s6FlqLz4QPZ3daGjC5Qhj2uQ4aK1KRyhATfyYgiBqQBElaYWa1NHy+/ROP4U6eOzcqbWmLJJIAZ0tllOtEXkvC53HWlbYPOZJgO2s4WkEkS+3M4cgZL86jOVwStr/bUPiUsi5BaKN7aS0wzc3pBRNkuH1DypQgpReqkZS4spMLhX6+dKAPgN+AwwZB+YdrQfXMbCkvFD8MW8/RQmStqNCARtjT8kW58EYULs84vPE8Y4oOuLjF+vmc29JZ5AFOBLKBdA7J6nIMpHN44fWekBLQDhweG37h9Z5QKhwZgp7oXZ5IXAo5LmTHPQxZZ3syMTqtdGQpjR0mYyDoBCp9jUSlpZXiPcl3CQQ9OMmK5oQ51/uxzZttP8VpcWvLYHC9l1I9Zrv4pX/jGqNRxr0tDMkNdRdSyPkTHrn0ionpS4dLGi13GwqfUtaK2A4n2mSj+ZvYefCsgaZoI3ILjx8cGkkJ8Dbj1lXNxrPS6uJWlk8D4NUh7xscBoBiVbKmwJj5otNEEqdu5zxdyo7ilSPnkB7J41t/5zewpcOLZ5+6dB3ZXF6trhWFPvBGFNs3pKybW3oQVAaSM5dtxDJpQPHYHXUk4qLVCOYHsNckJYwycAOCnsOHOP//7b1rdB3XdSb4FR+wAVAhARBkxIcIEgApgw4NiZBM82mRUhIlatqTCZ2WVyLGKw6tTpaikZOeHjlK/Ihjd09GdiRNt2WudGx5nKQjxR2L47QzFmk9CCqiRToUW2QkEiBA8WUKuADZwkO6AFjzo+6u2rVrn1OnLp5y17cW1iXvrTp1zqlzzn7vHYXaJcPIRmOaF5Nq18VxRztcuRlmZ+uShIc2aY00m6lsx9X7lnvqp5mIsjIINg0QgJA42hgf2ZZmzpH9k+8yTWvEmT4XpsBFGyXHbrIHawxTWh/SJGYX9A0WMVwcw+amOsBPppc1Ic0kZ9LA8HS7mvZKe64MrSQG+okXuxImT81pc7KRE2sFaZts3bIFsdy/dA3VqKbwAr4Z6CC0cf3aAtq9cSWOnu1He0cB/+vXDuHK0KgxmxZBO+h43zSYPDxt7VLfqXDFiQtBTeba6nihCKmGon/bcmZzztiWSlObZ4oZt8VemhgoW9801Sh/vhbDTAzEg3feGBuHdsjIMLK+wSKOnr2ilrPkkEyEZIRcVcLSQ5vsoabCHSaJ0gTSRHDpRPprECbSiSeLZJ8WgqX1z0QwJEHhYZNUBc9Fg+DiQyLHoDGItdXxeO809bc2H+XiqSPnwhS761fUqjm4XSDnIo2pomenxVMDSWk8cI7sCvcgN3lOR77wnFgrMG0GOhS3ra7H86d68PhznbEYv5e7+9DZM4iXu/tiNiEp9WaJSw3sf7Vo7yjgytAoKufOsmZvAvSDztS3CJF63bRBTc5evHAFwaaGIlDObG3snDOuaYuHQRE06biqYnZIqG0qcI2B4hy47JvtAJR94hoWkwrRNCdy7h+9+6ZU84Q8OGyMkItKWNpDTQe1SaK0ga7hBF6zHcsUqFyqLFc9byKeNpWwSRsgCbT2Lok4SgmcTGTyoHcdD3+eaQzEIFJ6Xa0euwvz4sI0uYaRRSWAkzm4xwMtJ8C+YxdB5wLXrMhyoGnSOBBkO9zUWBeGi9F4+OdUICfWCkybj0rfjYxdC18aEElmri/QpKLSEDgx+bhnwwrsO34BV4ZGY6psbaPYbEwmgkd1mflGAiI7/EN3tSTa4PMkVeu2qk98c6VpCeRzOOKenDB655valGYDyYHzvpkkZNkvaUOTnqlpB5P0HHaRvLT3YrLfJu11Zq9pTmy0zFImidIGzgiQyl0jnjIFKsHkBGjrp8kxSDMfyKINXBsgTVguRIY0VoWBIiorZhnLagLR+nvyyDnsvactkSNBg0ZMOXH67NOvlq5MeuKXo4K3jdGmlZP7Lc08YyP+kkmnPUc5AYB4GmHOcGrlQG1MG2mViLnU8gxMFXJinQmB9Dkydg0fXFmLw1192NxUpxIvG1zUWFJV+eCdN+I7/2YTPvt0PE7ZZL/ih1JttTlT0+PPd4YZzIg48f5FUmIQA1ruApVjmoh6v5xbJzsrUL7aVHLgacyOVCXKuaONLz1TTUQlQPaMUtq7tUl7WeaHExAem+valmYvpPUoD3ZNtezyLjjh1VSdvF2yvx883YPPf+T9sXb4XrOps/m40hmVeIlYXoBEqm53tS0P55nXGbc9S/Oj4Gr/9o5CGP4mfRRI+rQhTYoHgOHitdinC2xrJ02aJ4Y2QOCcS0wQFRlat4zG5iV8Y+T7tDE89En1y00htuMxEbgiJ9YZsHtjQ5gd6/4dTdh+46KyXlTaIZdUVY6hMPAO/vblc/B9H3sPdoVxyvxQ4xvf1eZHduaGuiqV6XAJfwKyVzqiT5M6U35n+j/foFlLJMq+8nHb0nkCEUcuw0a0d8vnkKQQqrtN9xF2ti7F8fNXsW31orLDtybyEOEqdY25cn3vafZCehZ98nnkhUkk4SCnMZ5NzkbcA4kMaO8oYN+xCzGGwcREa+/UdX+ZSsRqbdRWV2DvPW2hJsvlWZEG4mTC7MNzDtRWU0KhwEeBzjGCS7Y2Uz8qS3bck5f+h5MNOm3NBGdeMgNahIDBCEqZ+moVNpLiO3sG8L3jF2MmIRcfAK4BMmkBJ9KvwgU5sc4Arl7UYh8nCpxbJjUcV/dqlXu0lI/Ulu3Q/8JH3x/L1y1hU2dzmBaulvREOoVoDkrUHiV7kB7JNiKQhXFw2WSabZzaefb1HjTUVaEw8I7xoIrPYSBprV06H1tXJ4kfHb4yy1QW2MaXlZBLlbpknNLmksZHfhY271mTs5D2DNv7tzFauzc2MNtjlE6Xr1EJV1NT2phkm1p4oLbfbM+6vWUxniytQ+mfoPkykI/CttX1GBnz0XL9dXDVSpn6wYUYzVlUIm3NBHPshWeCNFfxsEAgWQudY//Jy7E0uQSZktnmhGliVF3XwEQhJ9YZYSKO44Epsce6ZRdDrnyoOIpLV9/Gj7r6Ysns0xzVKBWmKdexCzF2OeA1dRxg35gkZd6z4YbQO1YenJTsQXok29SkWRgHF3DbOLdb0kHZ2TMY03ZI8Pnb2boEx89fwS+u/Vm83N2XuHZXW5D9q72jF5ubFpZ1ENgOEZqbF071oK2hVvXElpCq0DQHOu1eSgPr4j0rbaAmEwSQvQgDEHgjr19RE4Y/SsJvywaW1WZNkG3QmqKYdmkmcE2WYyJGfI44Y0+ahK8+cwrtHb3hPHCtlIvmicPmI6GBtIX24kdxc5BmbpLaFtOz6JOPxZTilfqiOWFq455Ku3VOrMvERHJVciNH8dxjjLtcg1/7+j+huzCE//CPr+Frv74+oYLVvH6JyBUGinjkwGuqE8hESKKmUAb7PAUb4EzvENo7erFu2YVYUZC4ROLH+mdTWZueyQ9lrjJ0U8vFPccBYN+xi+jsGcTNNyyIpSnkkMQNiBymNLVwbXWU/Wv9igWZ7GMuoThcrR2o4X0nFSgP05IOdCaNhmQmSbXZ2TNgsNcTgnVx9OyVUFvBJW5J2NKIf9IHJJ5bXhJ+UzYwk5YqKzPLHdkAqBoCTXNA19I1vO/as+3EJCKG8jrN8S5tfFkIl3Ta08YlpWfpeOmqHTP1y2bek3OaVvxlqpATawe4Jn0oF5K4EOFrXjQvlDgDRBvMpp7hKjaSnL76zKnSr0kO0UWVOVQcRWGwiK8+83oiJy9J/uRFa3IqkiDJpr/kGTw8ck0dE6+i5TLnpnfDCRVPdJCWQEV6skYo5dGeOzusWMZLTGrEjaBJhKaMV4Abw+RyDUlB5GgEuFUlIzMED9OSjIQ0Z0jmiA697x2/aFXxm9SqWezfWt+B+F7TmBty/JJ1lrnKXzJ7WZlZIErZeXvLYhw/fwX3bW/GhlV1ibPAZIN3Ycxsc7Jt9SIcP38VO1uXJq6RzIkpjt5ExF32v01bAmh7OC5pmxjyNP8XIJLiZQ0A09k+1epuE3Ji7QCpFploD0DT4uClARu3zcOXfmVdaGepqYqkAtkPnj+cfuPpSKVt1WXhV1XMwSMHooo6GvdP0gqZCMiJyhTSEdnjzwIA1q+oiRECLpWO13OcnkfqOpKeuPNUmn1fgue8NjkPacTNpBHQ1hm17aK6dz1UuDrURJgkIeJmCDk32lipH7LW+MHTPWjvKOCDK2uMDkQmtWpW1Tf1a3PTwlhJVZp/kynLdI0cjybdmgiYiTgR071hVZ1KdGuq9OxhrlXqTHNiivXm45eFa0yaKtkHF6bK5LCpaU76BosYHgkicIbZmtHmy+bfQIhn50tP6DPV6m4TcmLtAL7RIscnvTTdRGJn65LYQSpzXZsXUDJ/uFQ9mQ4njqTtJq4KlocnETsiLIXBYknVas6+tastSk26s3Upaqoiz186yDY31WHdsvkOM+aObavrExINP2Qoc5qr6s+minddH1rOaFcpUvbHFRphIns2pSDlGhoNcj1wYiGd09avqEF7RwFzZs1S86jbxmKbbw3kU0C22XKcxOR71JgIFwbANI40k42pHXkfhWVRtsPAzgrIDHG0xqQkr4HqCZiqyZn6bmKqXBkJ8tngKm8KLz3c1RfzDdFs2RQ989VnTmH3xga1n1F2PveEPhxTHbYF5MTaCXJzDRXH8NKZXhzu6sdQcQw7W5fEPAuBpLchYC99yaFtVDoEXJiEQIqOHDNcDqc0j1dNFSwPTy3ZQF11RUxileOurQ5KbVJq0nXL5idUlsT9amrwLJtGSupSouGSE0+swLUpsv+mPpRDOLWc0fzAK/eAcL2Pj/9QZyFURT94540AzJXA+Fi/+swpPHLgNA6e7sGjd9+cmAeTNmIyDj/ufMUL5dicxGQ/5DXy/yZiITOemYivaZ1oGdxszl6BLT7YN8F4PWgZ4qI1pkvyfDxp9QRc5o8zVVzQIbNX5dwoAySthcLAO2HFNiA6c4eLY6ismKVqsGheI20dRc/4eOCONQnNJcVNU+in1nfTd9pzpwI5sc4IWgyHu/oBAMPFUXz26VfR3lHAyNir+PYnNwDQvQ01dQyQfNkmlRnPe63dxxkE6RQhGQV5AEyEx6uJGaCUh6ZxcyKh5V3nqloOLc5Z/s43GrfzP3RXS0KVyiUnTiR1NVrkMRwdQrrHfdb5I8laHnjlRiC4agykPXtn6xKsW3YxrP/skv+bDtj2jkJMVWyyD8s+0jxMBFMi16MtxEfrh8sca8QCQIlweiGD6yLF8xBBwO6IKBGcD4HXMjd5yQxxWrgY/cb9DoaKY2hedB2GiqNYXlMVSqlpToim/Rh3qvNFaeA54dyFTP6894R9rK2uCDMrupoXyNxi8tGR2QhfOlPAumULjCGkcjwu73OikRNrCzTpGAhe0A9fu1wi2B5arp+P9o4CWq6PVLWat6FpYUmYVIA877V2n2sNV8DuVTpRMNky5XM0dSmHTU1vszdztdr6FQtCZxqN65fgtkJdjTYWIy7yu6zctkvsctZ3xB19Dp7uKaXKPVGSWmzOdJF/AZlOXNWFuzeuBGWVsklANsLqkr5SQ1qqVskEmLRJrpXB6Hr6JFX0S2eCkLyjZ/vCNjSJnJgiIoKcISIfAZN9XtMAyLnSMsRJT3j+G3/PQ8VR7D14Bpsa6/CtlwKfkjRvaJvTKyeQ9BtJ1vJabb/bmDntrHz07psT5goCMTakFY0EhfnGc0rrY7lMZbnIibUFpli82uoKbFi1EIe7+lFZMRu7Nzagbl5F7IVq8cvyBUv1qpZ4g+P2lsV44VQPltdU4YkXuxLXEYNw3/ZmJ/ucJJiuBMZVNSTV6ARXG2VaFjPevkbguMTe3tGL4+evlrKIdcM0zyafBM0ZRv5u0gC4QB5GQDJUiD/HxRGOt0m24pbrr8OWZvf4bdM7BMxmHV69i/op15/Jme6pI+fQPzgCIFv6ygB6qlbNK5w7SNL/Abtvhwb+TrhU2VhfHWoX+PhIq8HV1kQEh0t25lsbamJSrMZUlqOGtTF78j0Ha3lO6HfiEvNvWyvytyxMmLzfZey28yx4x4Hm8fj5KzEtm6ugAOQZzGYUNOk4Cq9ZYjzMNUg1k1S7xKsQRYcEl+73n7yMQ52FUA3O1WxAxCBo6lKN4Lj0Vx7EpE52kfzKsdtyyOdIiSvNUSdS63bj6Nm+hGSpHcaRlDya6m07kZy1PMy4N65LqJB7li0vdk2ardj1sAKS2hrZT9Nakc50m5sWAojSWLqA4vEpfzMfGxHpzU11sSIdJuJVjpaJpMpNjXWhcx4nzNJZkKut6TmVpZjjDzUuNEr+BJmEyDUWOtBcdMMmFBCGimOA7ydyYpuQZs8fz1mQ9BuypSNNB2fkN6y6HDJcX33mdZjKtmpt8M/JRk6sLaipqsCGVXUAUIpTDmxAbra7OLiaiZybuNolUIkFObq5UwlJ9yNjJ7B+xQLcfMMC/PiNKwAQcuIS2iLK6sBjO4htqqEsDmCaKtA+jqSXOxBnaDTO+IE7VofXLK+pCkveaZssLiUnbZy2eRkPp63NHT9QuP1Xm38XnwPux0BExCV0JWs4Ev+3KRGKxmjxqAIZCpfWH65mpe9Irbxn66pwz21prg9/NxGQcgiLJlWSRKx5YAd22KBiFI2JClLIzGpA8t3sO3YxzHKYJUkIqcKBOLMq7+fX8RDQtHPExZyjXZuF4HLJmKvmsyYOkp79mrbD1t/xMiBZkRNrCzSO2NV2JwmRpgbki2r3xpVh9q6vlFIBHjzdi0+XJOfmRfNC6YBAnLhEms3HZYHJ/nJONm3cLlI49cm2OeQ4ZFpEAmdoSMVLkskTL3ZheOQaTly4ikOdhfD9SScuCdNGtBEo+TkeD2e6l1R00qPepV+2a+i9bGqMS5v0bFmC0MWTOZJOTmG4OBquz0cOnI4VjpAaCd4OETiTP4HJiYmPjeZuuDgGAKicO8spHWZakg++ruR1toPb5IEtGb8gN0JkwrK9U2LU6dNVygsYqDFInwJtDVMIFWeO084R+v3JI+fwZ7/6AetZaWtLavakNsDGsEpNFIf0a4gEJa8Uqpis7+469slGTqwt4Bz/umUXSxvDsx6+dNBxr20iRCY1tDyYKXShvaMXW5oXhpl26ua9B7e3LMa+YxcQ9/p0S5nJP0191w40yckCZk92vmEeuqvF6H0KRDb4tUvnO/dL2yRkrmheNC9mB5VpPqlUYG11xbhzu/cPFRNe1fLAdj2MtPcl7+X9BZLz78LlS2mWmNCtq+tjfZDSV9rakdIU9/zXHKXKOfS4SltzYuL+IKZsa2nSnalfNnMMMTO2M8FV3T5UHGVFRpKmAw5ihOhT+jNI7QTvo5aNT85P4KR1U+I8MNUAoLkcKo5hRW2VMeRLmpG0eaH+xhmZuDbAVROV3GdxvwYpMNhs6VOt9pbIibUFfEE8cMfq8MA0hUNJJ5ZNjXVYu3S+0bOUCDttUHJq+rVbbyjZ6yIOL96X5IKyeUvK+01wVX33DxWNG5ZXAaJYZc37FEBog5fEwtQvE8dMtnoe8kE2xM1NdWhZMj+M5wQQS9ySdeNxyaGzZ9AarmXa3GkhZ/wemWjGpHK2gXuFc0aPh6nJuspc+krzfJVrrzBYxLE3+tF6Q9JRqrNnAAdP92LPlpWZ1dwykxoQD0HUrkmTkF2KkiS/j8wx9Exb/gPT/GlmCqo/rc0N7z/PpcBNDJo2ELCnlDVBOzNMNQCAiMnbs2UVTr/5lpp3WzI+pnWVZGSS2gCtv+SjQmeufJ7MOR6sdbM0bZqPPCnKDIemypYxevfvaA5jCbkKUXNm4qEaMnGDq7dkqOotXgvVmVkkFxOnKwkyX6hECLUNyxNRaLHMHK6cqq0MIAeXLiimU9rCo+Qyo2ERgSzg3Ptta+oxPHINjxwIwsMevfum2LNMDBLNny2FqnQyA+Lvshx/CXmAc9u1jBV+4I7VzvZHzlg8deQcKufOxo+6+7HjfYsTB9kXv3cS7R29mDvbMxJS7Vkk0e1sXRKGUZrKwrpqK+g9NNZXh+VoNW/7NHOMJhGbxmRT0WbtP/dolgyHra53FkiiZJKseQy35rjGGUbeF1cTi56bX+8rEJgUNK2QpkHIcta62uMnAzmxzgD5ovnBzZ3F0pxwpE2toa4qzPdtStxgyq7DJQOSYF2JoCbh0WFFdmAiyJKom7wxecF7XgzeZT5Nffzi904aywBqINUWlR/kc8Y59SyJTEyOKeQY2N7Ra2UkONIOZdO1rjCFuAXmnAsYLl6LERfTM6TEbOqHZCxMfh19g0Usr63Citoq3Le9OfabVC3Ts6T6mzOIaQexhLye719ehCXtIHaViOX8ac6CtnZd+g/ECbNm/6drszhfSY0GzQWXrGva4qmBTTHcWjsEG/HPKrlGmpV084cJnKmQZi7X/TBZyIm1BbYXB+jJPKTNSFMV80VFXqr7T162qoWkuo1Xi9rcVIf1K2qdDy3epibhad/buHqeFcumJnN14OHf8/SgJolEQhJk6jOfG4qJdk1kIsdP1xJhITWa6xhdDxBXhoa3rUnKvL+//+SxGHFJc6YzOePZmAJK4cjx1JFz+NY/BQk2Xu7uE/mmI9Uy70/EADSnOnZmDUOrra4I/R34Ps16EEvmS5MiNRVtVvWp1n+NMGtwkQS1awLGPEoSw8eahXjJdmjspvMirb9poYr8LC6H4GtFiGT7U+1klhNrCzT1oea0oDmj0D1RQfvIpiUX9hMvdoVSahoHOszitCkmdf2KBU5xgbakIiZtgLYR6JP68EbfkbDkoW3TyrHJOFgtnjiNUGvhX5IgaxIe9zWwJTIxqe8ItdXxEBzt/bnYqE3PdWFsNDug1le61pX5oTXye3/zz7HCCrwtjSmg/ODyejqwNdujydPfxgBoam1bljQNGrHIehCbzgDqB79OS7iSlYm1wSRg2DR8tmu0Pmse+GlzZhq7rPOtmeQ0mHx0XB080+ZAK0I0HQSaIyfWFmhqJsC+COQ9UUH7UVUyA5Lxr7wdAh0qpG7n7ZJ9Jm0hpaVjJGjfa1z9wx9rTZSw1O5Ns1fdv6M51DBwFWGaZEdtmMK/TDZIk5Qs4Upk0ySMNBu1dijLdyWfxRkbTR0sNTQmaS8NTx05FyaRkZnBzJ7BeiYxsoVrSDsIeX556ZdAGg3+f+p7mjc+9d21PKoLAbURmoBhiZuQTP00rQFbf0wChja/Ng1Mss9JqTgr8dLmRdb5dtmXsi3T/LloSLQ52NUWmLf2bF0FraTwdCEn1hbY7D/8E7AXKogK2ift0fKQSVNJ8kOCt2s7bCIbOSVRiR+iWSDzpXOPYhtBddlMXNoFIqKjEUx+2KZ5c2aRPOV93AHJhDQJg9vxAbciKiaCxzUaxNjwZ0ptBbVpegcUkUBx0VJDw6Xh3RtXxtb5vmMXSgzkhVgIk/S4HQ80OyR9z5OgfP35TjxyoKPkqBn1nX9q7RLT40LY6RCXecuzJMsIJMyAOT/S3RdmO9P7Ga0BE5NgWtsuNb85Ee7sGcC+YxchM5tFTlu+s1BggjYvvL/7jl00hnna2jK9ZxdmwsRcBzktFoZx5i4ObpONnFiXAU1ysR2GmoqGIA8d2zNtUrAtbphLsNLul1XVJvOlpz1fk4CkCcHWB5tdXfOcT7NlybmUCUAkodIckCTSDgWb9MC9aPn4TARP2lll/03v2nSgkWMQQQtL5AdVPN47GcJE43K1M6ZBY1K18aQxMVq7dD05CXKpXCPQhYF3cPLSW2LsUAm4bez82Yc6C7E554wcLydKDKs0FdnWNl+v2tzT5yMHOvD0sYvoLgwB0DObufgMlAN+ftgc1FzaKMdGLdcIP6+Gi6OxUp3TjZxYOyLNiUdTbwHpdhNXKS8Ntna0sJdIArOnm5TjfuiuFhRHX0Xz4uti4+TPlyEOUgKS8+FiVqBPU2EIgtaWJnnSfVxql1JD5BTUhcJgEV/6h5Oq9JkGra9xCTF5SJkIjfTUB+IJI0zELU3FSZJ1mgpZjkXambOoHF3gaqqhd0Xv1sXZjK6nPcDfAfU1CMu6AgA4eekttHf0lpLrNDCNFRUcSZZjNO0zXoqU+itjvvkeIg2PNBW5qqJNvhRHzwYVwroLQyVH1Rr1fWYhgOXAdn65MnnROxuLrcssDCI/r4ICTUEiKp4zPGubE4WcWBvgQpyBOEer5as1EXHCeJwWOnsG8MfffRVrl87HvdvMnuSaE41JvSgh1YWN9fOwdXU9vvz911DH+s7HwQkyjb8wGCTJ52UqCbasSKZ2TdKbfJ6UlkkKeuFUD9oaamJOeqZDntLAcsgEGLYDRb7jLHY1bR1KTYNMYJLVOUpT8cl+mTREpn9r/U97N1lhUz+7ZKiL7JPd2LNlZWyPEhNDIW63ranHfdubMXe2F+agd/FUp/3zwZU12Ny0MJa3gEvhX3++M2Zy0ULZ0nKmm+YF0NfZEy92ob2jgA+urMWGVbXq+5gqpyrbc1xNFNF+GGX5L+bHzEH8Hi3KRzInkdQf+cUA5SWZGS9yYm2AC3E22SY50TER8YnAH3/31bAKV11psdmkIW7XjqTtpbFa3RykEtrctDDG0acRGLngqyrm4JEDQb80m5ct3MvUrgna84iJub1lMY6e7QcAHOosoK2hNmEHJQmIuHOK793cVIeW63+mlN7RT6iyTVKRyX9AIzDa71LFSgSPpDhJbG1q/SyQ/XI9MOlajcnd1bY8xvi42j9d7bX8eluaWw7SbJCDI+3RYB3NDgk1hV1R8YzdGxuMiXc4uMobCMxImhe+NLmYQtnSQrRM86ITw+AZG1bVOdtkyzFluMLUtrbvTRoL2o+0ztYtW5BgpGh+KPc5d+DTTJx8z7lqkSYDObE2wIU4S5iIzkSpuiXWLp2PQ50BZywlVS0Dk8wvrSU3kIchJRfhNZDT5kL+TlKKDNlJC4tKa9cE+Tzyqj14ugftHYVQ3UeHLCe2pGkg7lxLXSmdBaUjms2LN00VnPw9XmksjfnjNujxOAMRXN4R7zNgTlNL80SaDFcPbGo/0IYEDln7jgW5+mUREj4HLvZPbgZYt2xBigo4sF0OF8fC9eLia0Iq76Nn+41JUaQaP0AynagLgXQ9b6LaAu4ez9w84JJMyATJVAIwRl5o+17TDHJiL/NfcNC8UA0GaZOWe1BqQWT/pgo5sTagHPWPaZNobU0Eh3rvtkbUlTg/asPm7KX1z9V5xdZHF/vg7o0NJa/SCFltmNIT3QQpbVKmuFX187CluT7RT65aJmmUE2SbapBrH9o7erHv2EUc6e4rPXc0QYxIo8HLoNqkCC3+2HYYmxgjE9LeXdo70kKmeN+4pCLDxlxU1dT+B1fWhFqkl8704nBXoCGxZalzGT9J0C5+A+TwZSomQv3VHLkeuGNNQgOh9YU79w2PXMPeF86oqUwnAjR2GfusQTJtrsmETG1JXxEAqSl46V6qpCdTm/L67xR50T9krpDWNxjVEuCYLOFqvMiJtQE21Z78XS4Clza57fSxj99cFsG2OQ3Rpy2BCxH2iXJeoU2iSQHaoZ91U0hPdEIawamsmAUAqKmaa7VzywQIJnW25kBH2oeh4igOdQaq08qSBMzHTNoXAKlShGlctmtMNmgTxusAKR0I6Vqbv4dr27z9zU0Lw+9GxgJJKCgX6yXizrMy2q7rkB/yJkbONp8u75a3samxLhxvmkpfrklXQuo6dtmmKeGQC7iGpeX66zBUHAvD10gzZTLj0HoAkGCu4iaHk8akVNTOrrbl6h6fKjt9VuTE2gCbak/+7mp34xLs8poqAIHtlG8yU2pTF2hOQGnSCy1eV+cV7VnaJuHPM0lfLocXl6YpZElW80l7FzIMSiNwmmrZ1C73OgX8mN2ybzCo9z1cvIbhkaTdlM93Whysi51YxlNnRdphnXZwaYyhtCOaHAhtDJFs/5aGWpzvH0J3YQhzZ3vhnAMIC1lo6mUXpK3DLHHUxPiZHEqpPVuyHa6a9zwP7R292H7jIidTAd3PPydi7NIMMh6CJk0jfN9RCBegm3E4Y61pMHneBy0plXQ6A8pzFptM270JObFWoBEXuQFt0qsGbtd89vWekGve1FgXW7Qy85Ctj/KZWrxnlsOY7Oyu4+GLXG4S/jwufaZJE3LcUpqW9XFpbEPFMRQGdC9jF2cpbZ5Mc8fXhJQqpYMbT9Ih5zXNWcjmJU9j2LN1FW5bU29Uq6dhIqUI6tPmprqQSeGhZkDSuSqN0eL+Ft2FITTWV+NwVz+23xhV9DKV+hzPGHh/sjLm5NxkcijlZhdtX3LVPGls0sYmTVY2p0XTdxMxdtvZQSpswMPO1iUqE5BmxtHsx/J3eZ7VtAWOmuQoqzmdpTE2puggWxW1iUZOrBVoqj0peXGpIC1WGUhKsFKSJe/Vna1LE8TOdWNJZySgvMPYZYNKQsZVhKZrTXauvsEiCgNFbG6qS+QINknTHPxwI9icX2TfXdTNGna2LlUTlxD3Lx2Ksh58Ni95emZh4B08+3oPiqPXSrmMzUl5TFKezK2uXWPS+kiJjpjNLc31oV3aZGbh4zAdllKyu6WhFo/98HQi4sLmq5FlrFmYNtO+JEIs43NdfUG4sED3pY3NtlZdiXCWsZtgW+Nchc3LekozkIxuSBMc5DUaYZWOsrwtl/0iHeuIkR6PRicrcmKtwHXRah6JJmgcH33y7D1aWUmudjUVAwHMxRCyQiNmpmIZEtpmJcbm8ec7samxLiEpPnXkHPYePAMAYbEG3oYmTWt9Jo6c7Ji8D4Q0xidNLWsaIwd3KOJFWrIefLbraf6/+swpAEBj/TxUzJmlzm2a97kpt7psQ9P6SMJDns9yzFnNLKb+E/GnKAa+Lm2aCNexcqaTS7Kua12qeLXnpTGBJj8A/smR5l9De4Pn9tba0/pl66sWJmjrJ1dh72xdkmoG4uYCfvalaeXk/23MUVo+jdChrXgN9+8IyrrS70nv/clFTqwVuC5abRG4SDLaZuKfElztaksKUltdEXp3p3lM2yBtiaReBwLP6rp5FcaFb4pvferIOex9ISLInCG5vWUxDp7uQcv18zPnCOZ9Jo/z21sWG5kWlwM2jdBz1Z1NWtNs4a4cuDyATSpQYtCGiqP41kvJUDyXtSVtgFKS5lItAFWq5cStijnW8QNWU/u7OLjZSjRySW3dsvnWeH1trHKuTZor133Lz4ldbcvDFKW23PJaP/lnFo99ACrjSbm9g/0beECPVxoM5j9uX7YRd6nCTjO7cS2FzG3AIefLpPXTnmUj7NK3gDQdfE1PpSNaTqwdYfL+lpJYmpRmkjxtqhh+INocpfoGi9jzLSpXeTJVIrUdAtz+zdXqr5zvx+GufhQGi6icOxucq6bNq8WecslXEo79Jy+jvaOALc312H/yctk5grMSWoI8YOXvtvZldqO0g6ScsQBmJxhtbWgHkOk9azZAevcUl07tSKnWtu6BJHNJ0LJOmdY0mTi+/P3XcPz8VTz8sdZwvEPFMezZshInL72VsEXaQqhsc21aB1y7Rdqb3RsbUvdt3bz3oL2jy5pbXrs3zceCw6QJ5H2Op0ztil1j0yJpfePPsOVPkNe7Jrfhe5VL4qbiMHK+tHPZ9CwbYf/qM6fw7Os9WF5TiXP9wwD8KSfQHDmxdoRpw9hevqtdKO1Zmpe3dt1TR86hs2cQK2qr0Lwonrs7y5gCRPZv8rodLo7hlfNBfOsPTvwkTPwPIMyuxccmJbRy7IRZkJXQajCpQW39NElr48kklmVOuHTfPxRpN8gpycWnIo7g3cuQIdvallomjbkk2JgJ0545eLonLLrxwB1rYozho3cnHReljdfGmKZJyPw37n0vmbNy9zu/V3NYSmtD9lU+e6hUkOK2NfV46K4W7Dt2EUPFUTz+fCf2vnDGWoLTNC56rnaf61lpYqD5dZGWxg/jsYF0bYOpuIqUnKX2Km6uCUIE73z/9aE2cbz7ejzIibUjTBvGxpm5HAKEODcZVyWbFr92iFLhgb0Hz4QLLMshRZDqngfuWI2vP9+Jw139aKyvRmfPIBrqqkoEO8qupW1Ok4e73Ky2+bHBxMy4jlWDiwaEvqNqV/J+qSLM6iyjHcCmvkrHnQfvvBH7T1529qngzweCGOb2joIxZMhV1egiCUqpVQvxW7+itiTle4k2NM2UqbY15QLYd+wCuOkibc0lHSiToUNZ9rvE7S2L8eSRcwmHJZs5xDV8iDtCck0FRaSkVZUy7R2Trdz1rKR3Uhgs4vTlwFRgsntL51Qb4d9/8nKsuIqcJzIVNi++rsSsjIYe/Pys2tm6FMfPX8Wv3bo8NCmmhZZNJnJi7QjTpkuz0aS9TFpIhYEi9h48E6oeuRrYFqcqNzWAkIs2SSpp/eMLny9y2jwmj3a5Kfj1mjMJ9e3JkkZAkyqIk9XqLUdz9w72Huyylih0fRc8tASwS7Np0qBUEUZEyZyq0fS+bB7Zu9qWozBQxMlLV3Hf9mZsWFWnSuQ2JyT+/ChkyFyW1GZ/T9NiaFJrwGT2JdY+gTOPafZ8Yl6kgxZJ5yNjr4bqfQCpSWTk81wy22XF/pOX0dkzaCwFqxWlSJvnNCbf5vRnU8tr7QNIrA2pnTJpK1441VOKZIiX3eXXPfFiF/ZsXRXzXeDhtFIwoDTBPEMj9Y1qKgy+M1pKLTwW2sYfuqslPKvIZs59IAL/ml60XH9dWdq/8SAn1pMA17hGIB6bCujZilwKXVA7Mpd1FolSJtqghc+JKG0i6dHO+wBEOXXl9Ry72qJQH1NoD5dQgbjqMZo7ym6VLFGYBVxCtRVdkY4nJonqgTtWq/bZwkARjxx4LcFcaBIh7xs/jGTGrrp5FSW7f58qkZNaeKg4ZgybkWNJ08SYGIisWgxyxKOiGdp9XLLlcw8k7fmm5/slAbLl+vnwfZQIRFyqTHM2o+dNZHytFqrFvzfFB6fNs5balsZD40s7TwBbmlk96Q8xvUfPXinl3o4I7vDINVTOnYWdrUux79gFDI9cQ2P9PHgejOGZpNImbQ/5LgBeeDaQqY4LBrXVUegghdJ9/flOLJz3HgDA9fMrAQA3LV+Axvpq3Le9ORaNo83vvmMX0d7Ri/UragCYHT8nAzmxVjDe7DTaQnfhcil5BFc9agd4mmeq9Eg2OVuZGAfOlVJGMpNqLs22ZpvL2up4xiGNyycJVdZblnNXTliQtD8Rt66pOPlYOCdukzwAXRqlcCupoiNmIWA+4jYxOnjv2x6Ej8h3knZw0/e2vNZANk2RyRGtHAnTxiRwkLQj+5/27p86ci5MA3vvh6M9aWKKaCzUNklxO1uXhAzTEy92G8OJskDTBPDvTfHBafOspbYF3DJ2mRgz6gP3GaA+aU6XXMPHs4YdPdsf027ctqYeNVV69Aw5x61aOA+Xrr4d+i5QBb0j3X3YvbEhfI52Lt7eshiffTrQqCyvCYj0K+ev4OlXLoZmvcd+eDrmlKvPrx9+uvrBTBRyYq3AVjXJBdpCtxFckhjWLZufqPyjbWRXe6qr96XWb7peiyW0OZzIPkhHD1NspkmtaXJikc9zKR0owaV24tZt2ZFoLHu2rExU4gLcw/J2ti7B8fNXsLN1SWyt7d7YEBKC9o7emK37s0+fQHtHL9YtW6C+E5tjnPx9uDiGk5feQv+QW6UlMwJNRsv18xMqcxNM0rgrgdfWqDQXRLG5kbkh7T6tfQJJ/hSCR/PPU1iSlF0Oo29itFwZmLR2eerNcsIigXQvao7bWxbjhVM9WLt0Pu7dFiWQitTdQVEd3weW1lTiR119ePb1Hvz+k8cS8zhUHEN7Ry82Ny3Emd6B0FQAeGjvKKC2em6YshlIMiK0rr7+fGfIHNy2ZhHO9Q9h94ca8MQ/deNXblqKPz9wOmSENVB/drYuLX3jOVcLnCikEmvP834VwN0A2gAsAvAGgP8K4Eu+778lrt0A4HMANgCYC+AMgD/1ff+/WNpfDeB3AdwGYBWAtwC8DOCPfN9/JfuQJgK++IzgUvlJc7R65EBHLPWkXPwm7npXW2CPPHi6B7c01OL5Uz3G0oCAW0J/ae+h/hDjYBuLdr88SOI2vuBAP3r2Sjh3nMunKkakdteKxU8GiIHas3UVTly46piJKBhLpcGxhDtK2WIxI4nnJJoXXVf61g81DcTMcLUlqRNNzkDEBFFFKhOjWVtdgdNvDqC9oxdf/F4U3lcOkZFOiC6wqfNdkEbUueTNk+OUc6CaQsw440OOSbR2JkLacnGYzNIGqbt58qW0+TYRZ5721NS3/Scv41BnAVtX18cI7xc++v7QsQ/wQ01Hd2EIDXVVobbigTtWMy1fVLKWztBABR45U0otC/WRM4SkoeNCAqnIR8Z8dPYM4h9P/AQvd/ep65nPh61E7WTCRbL+AwQE+jMAzgO4CQFBvs3zvI2+718DAM/zfhnA3wP4awAfB1AE0ALgvSnt/zwCQv0EgB8DWADgfwdw2PO8Tb7vH802pPGD6quSmpK/OFPlJwm50WVqOlo8WrIHjuBwfQvtHQVcuvpKKYZaLw0IJLNxmdrkCw6Ic6RpB7e8X94jPW9pU1EMONUzpsN0c9NCbGqsM+btnQxw5uixj98c9t029rQMcVzVnBYXS+uhedE83LamPuTYpSaBMxWVc2dh98aValiKtO1TWVANWgpXjcjY5oI742UBP/SzmFiytk+f9L5ciWia0xRHbXUFHrqrBSNjr6IwULTuYxs0xn28BN+kznftm7yWS6hpfZP3ato1ymZIDpHkYEvMqGSOeBigSeunnT/cN0Myr3Qf1bU+ceGqmrLXNHdTJVETXIj1v/J9v4f9/3nP8/oQENcPA/ih53nXAfgGgP/k+/7/xq7d79D+fwHwH33fD0UGz/N+CKAbwP0A7nFoY0KhESOCLVc1P2jkAiWJqTDwDr76zKnw4A+eMcfqXUvPvG97M54/1QNbSk1NAtBgW3wuh4W8XzIJtFE2rLqMhz/WGqomiTOura5AZ88Avnc8cNi4f0cztq5O1pqeLHBmiY+T18TVVJuah7ZU5ZriizmaF1+H4ug1wPNizoO6bTBgKqJnJ3PA03j+qbMXP+rux8lLVxNaE5rXxvp5CUZTMo8AjHXOqU2TM16anwJdm8XEIts2VaeTaz4roeKRF2RD5fdwJmX3xoYwoU97RwF18yqs+9g0N1JqHa961eT8lcWXQF5L/b6loTZ01nK9l69X6SC4tTtwiOzsGcDpN9+KMa2aiU2aeYg48/h3WsvDxVGsW7bAWASFt1k37z0lM8EFFAaTBYFM62oqkUqsBaEmvFz6JAX+LgD1AB7O2gHf93uV7656nneKtT/lMG1uedCZ1M7yQA0YgKjYBJfQ0jYlf+bNJS/Ezp4BHD9/xRrOZYNt8Zn6pR2UABIHDHccM/0fiIeryIQpaYey1q8shJ7eB2eWqP9SC2IiIFls9xxPHYlSr65dMj+mSXCxDZLnK+CHmh+SyHe2LsGebx1Be4fZjucyHwBiXvr3/fWP0dZQG74nMoWQ7Y4fhjaCmxYSpKlbNc0RhfvRM9K0AK7rg0wU65ZdUEO0OJNy/PwVPHRXi9UpUYJLfbL+tovUGoUyjqGyYpal5nN5WQDT/FxuW1OfGpkiwTVST7zYhWdf78EHV9bEQgxdIl54P4C4FkJGwdBZy/MN0D3aOOl7XjFvquOo01Cug9m20ue/lD43A+gD8HOe5/03AO8DcAnAXwD4ou/7Zp2cAs/zagG8H4G0Pi1wJXpSouReo1Jlyg+4NMk3DfuOXQgPFVKFZk26YbrG1C9NvQToxMDEGXNILUDas1w9rl2hEULJWJiuo//LAgkatPhz8qCurJhlZZRM74JMC/JA2XfsYmhqyOpQpI2TRykc6izE1MpEKL76zOsxLZKN4Ka9qzTCxZkpbqu0tSt/S4tZB5JJOOJJi4LEQ0RcbE6J2hxr1ZpM0rCENHfwFLN8ffGxEFz2fprzqUsdds2vZ6g4iide7Eb/4AgAYM3in4llJHMVXEx7ko/JFlamjZPmjxJS7dmyCpUVs6ZczZ2GzMTa87ylAL4AYL/v+0dKXy8BUIXAXv0nAI4CuB3AHyGwQT+Q8TGPIRBJ/zxr/yYLLuFKNvU5kMxN7OKsZkZSFepCtEwHl2kDa4lCtA1rWthSbUjqbxp3mpr99pbFWLcsSI/Y2TOgStmuG13CRAizMFEmoskh57y2ugKP3n1zjCHgz5aHr9aeOfwqsCatX7Egc551k7aFKmkRk5lcZ8EaHC5eK4Wl+WFWt3LtpqbrTFoaW7vyN/LAlyFnfA4CU8bsRMpW8jD/9B2rMXe2p6qDXcMVJfGgdwWY43d3tS1HYbCIV8714wPLatT3wd+ji8Op67zTPTIvvIT06+HaCMqJcKZ3EN966WxMw8DXPc2JTXVtcnTTNAtSpc+JuRQM4iYnxO5L699kIhOx9jxvHoCnAYwC+AT7aRYCR7I/9H3/K6XvnvM8rw7A73qe9znf9686PuNBBA5qv+X7fkfKtXsA7AGAG264IctQMkOG2EhOVnqNphWLB6JFPTJ2Qo2jzOrsZHq2lAq0NIyAOQuSZpvkqirOmWr1juX9NO6u3pfxkdYlMVWeFtJGBJE8b2Vfx6OhcIFNDa4RTVMmNynBl6spILvqQ3e1KOsico7UbJ9ZTQZ0PX9HcjxR5a8x8FSMWcfNYbJRmtqwtZv8LWBobCFnUsKPvJLHUtXBWcwABD5XdL+W6a62ugJ11RU43NWP7Tea03NqfXGVuE19pv2dljFQ+vWQRnF45BreLo4CWBgyOzxena8fwG6+0cwJ2lxqkMRcEww0TRmnAWQyMvVvMuBMrD3Pey+AfQjCq7b5vn+e/VwofT4jbvsBgHsBrAXwosMz7gXwJQAP+b7/l2nX+76/F8BeAGhra7MnuB03zMHwmp1Rprgj8I1Bi7p50bxMNtG0DGmm/nHOke5LqwEsVfcabCprHnNJ9z90Vwve6As8wx850BGTSuVBRUk8KMOQTKU5FbCpwelTs+8B5SUJSTtsbPa9NO2Opv7Lqha1Of8E8I0HvwlZcwKMB5Khsc2BfMdc4japg12Jp8l+KlXxkiDJ9m3zLPtvI3x0He8LdwgjP4G0jIHSr4c0il9/vhNfLvlqbGleGGoYgox+p7Fny6pEJIhpD8hc6lIqt4HPiZx7zY8FCN7Rke4+AEESli989P3W8NXJgBOx9jxvLoDvALgVwO2+7/93ccmJ0qckmPQ2ryEFnuf9BoD/BOBh3/f/1KVfU4ndG1cmPHxN9hOSuDY11sVepvSE/NS2RnzjE7eWPCEHQoIZl4STNlFtw9s4aJ79ShK7NMcOqbrXwJ8jDzAZcwkEm/mpezcm4ol5W3RQUVjXoc4CXi55jvaVvDW1GtJZMR4bvqZu1LQXpmeUG6aURsy133n/6DebdOL6LA5ycisHabbSNGkwCzhDw1OvasyLzffCpA52JZ5y7E8eOYe997ShsX5eQqvEE4ZoWgdqJ0tftD5pjD4xy0SoW67/GaxfsYA5OsZh0x7ojH9SzrJJ+LvalidyqfO1HBXoGEuEQXKtHZCszmbaO7/3Nz/Goc4CGuqqcKizgP0nL095vLVLUpRZAP4KwA4Av+z7/kvKZd9FYKv+RQCvsu9/AcDb4jvtGf8LAmeyv/B9/w+cej7JsIXlpG1oTnAeOXA6fJkmtSknmDVtFSFBf+FUDzzPi2Wz4u3zNriELFXzUft1Vicv2/ht4OOXBN/UvjzYbepvHtYFuOfwto0lypAUhXykaS9sMGkvNAZNu4cSPQR9spe0TDuAtd9N9mOTs5NNLWpDFi9+fo+WE932DiINTDwBjak/8t2TzXJn69JY4QbN6cg0jnKkfs0nYVfb8lBq5YlqyL5N64e/IyAevxyVksyugeDvmDPePMqD5oH2i80PwjQvkvGPTAzNYeITV9U3qdhJM0Ln37Ov9wQhkQAoWoKEAp5LfFfb8rBAEK07m3aHfBt+vmUx6ua9x0n6n2i4SNb/EUFo1p8CGCxlKSOc933/vO/7r3qe900AXygR9x8jcDD7JIA/8X1/gG7wPG8UwBO+7/9W6f9bAfwNgOMAvinaf8f3/X8uf3jlw2anTLNH0QKXHuGaSk1K0E+82B1yshSgL4m7doBKCZn6SRViTBnPJJcuN6U2ziywHfY21b3JkYjmr5xwGT4W+o6HfKTdYwP1aXjkGtYti1T+JgaN7uF5piPmpAn372hO9TI3QRJMrewqYHd2chm7drjZTCImEPOl5cY29SNiiM0HvGSUaJ1xgmMq3OAyDq1QBt/XJgZCW+t772nDF78X5FKQ6Xa1dwQAwyPXws/dG8tzspSQtno+bsoDQBpGF/u7BL+H5m9n6xI01sfb1u7hBHnDqsuJfmp1Bsg+DSD0O5CVuGjd2SIQ6LwhbYKU0KcCLsT6ztLnH5b+OD6PIJsZAHwKwAUA9wFYjCCpyad9339E3DO79EfYDuA9CDKjHRLXngXQ4NDHCYXG6WtqRP69ywaXhItvWrKV8AUla+7aoDEEPM+0iROWEqYsMWfblONFmvOLTf1MmZBstnuTjY+/X9PcZlH/Up8oRlOWZqRP+Rx+EPMCG9yTmnKWZ5l3uvdvfvQGugtDOHi617gGtDlOG3u0ZpIaAC6Z2Zx1eDtkOhgqjsU8/rm2KC0BjSlMjDNKaQyaScLkph2pipWFMriPCKW35HvYpEVorJ8Xk6JtKWupD6Q9rpw7y0kDwuc77WyxacToOTJkT16jOQfyPU/zRgKGi03dFlYpNXw01zz7HxHlZ1/vCTMpam3JOeMOli7x8JMBl6QoDS4N+b5fBPBQ6c92nSf+/zlEBH/awbnxtOIZGucOuMUi8uulSoWeqdmK5aHF1Twy406QCvGEtfYqjWtz08JQLbhu2UVwJyHT4hwvETdtNBvSQlHSHKJM73cikIXhkL8HSW6uhh7eJhW1az84w7hqYRXmzjZnnTIRQhNojjc11iWIDr/X5Kwj2wmuTdqQgegwB+zx/NoalevLxjiZUFMVV1trDCbf71zFDvgJcw1pEXidAM78kFZt2GIKiZiOpkypeTVhgpuRNEc30/7uGyzipTOBwxVJ+Np4TMwc77PGaPG+2M4J21qlub5/R3OYVln2gc5QHgbG/6+dJ2lOuZOFvOqWgEltqS0yupYcyYC4yigNkoi49k86gPBwGb5wg1SIvVi/YoFx0/GDfUvzwlK8d3DIHD3bj0fvvtnIcZpssRxpMacm4k9jlTbDNGlck6L5821qads8uyDNKUY78JJ+BZGUoak/XRmk5kXXYag4hg8sm4/Kijn41ktvGJ0Is9p/uTpSFmuQGg0qQnN7y+JELgHTwU2Er7t3EI311biloRYNC6tj12qERXrnyv3F51IWepDjNYXpaAwA7wcvlhGNy4vdZ8qQd/+OpjAk7K51s4yEOBhrILVzb3Z6l6b3F9d6XAj7ZSKupj1Ae/9wV0CsK+fOis2vVp2OIPeIidGKYuF78ejdN5XlN0GpUfsHi3jkwNlQAyDfm1z/fB60Nbrv2MVSQqqLZTtUloOcWAvwBS2ljV1ty/H48504ceEqfv/n16AwWMSmxjqsXTo/5khWDlyIgwzmp/7SxpUbmw7V4ZFrYQo92bZOFALlB6Ws/NS2ZL5jInqbm5Ie75I4poWqyDkIqm8twCMHTidMCmnSuM3UQPdH6kkz6Lpy7cam55t+c5XKbQdodFh2l4oiANtvXIRdbcsnpACJTR1p0mhQEZo93zqCp+7dmFgj8uAGIkb39588FqszbHuvZIbgZiWb+jXdrh6FappUwlo/5Pkh04Fq+01+cia1f0hXXRMDwXMP0Lj08cTXE5la+BikpG4aNxdSKAVtfH7t1ek4uKq6MPAOvvTf/gWVc2eFhWjaO3oza5aoL8T4bG6qi/ULAB5/rgN7D3ahMPAO7v1wE4aKYzjS3YdDnYXYPOgaBnNVxslETqwFpFqNuC2edhEALjx5DN2FIQBAW0PNuCtF2Q4EAknRXH0b2G917i7Kczzfan+WRCFwoghsbS4HvPR4TwuFMBGcXW1BzVuqRvXgnTfiloZaAAhVTia1l6uzS3Co29Wz8rpy7Mam55t+czUD2A5QmlM66D64stapbWn/tb3zoeIoCgOB6YXbO0394jH1UpIE7FoLW9Ecm1ZFYzq062ltkYMYl7R5qGZtdUXolNS8aB72HuwK29bW16e2NYb23BdO9eCxj9+cINiaKtfm/yJV15wp0LIJuuZiOHi6By3Xz8f9O5pUxkJ7P5zh5bni+TzQmckz2pmc7R450BGGhhH2bF2FPVtW4uSltzKrm6kP9H5/5aaluHT1bWxbHZkeTl56K/ykvX6os4BNjXXg6aB1U6cXztdUIifWBsiNT846Sxe8FxeuvI1bG2qxrKYSLdfPD1+apo7i/7Yd9i6HNd+gtuxogR27C8Mj1xKb0NU5QitiQG1zqaizZwBHuvtRGNRLBGZxYKqtrkBbQy0OdRZCrpycQbIm+DdJb6Sd2LNlZcKhiY+VOP7NTQvLshvzMWVhLmy/2+7hcxqkBgU2rKrNxGC4EPV4oYNIk2RSOVNMvU2SNEGrDmbrq8npjHKkDxfH8MSLXWFlp+dPvRlzEOMEUfYtyjboxxhz05yRHfdQZyFGIG3ngM0eLlXX0pmKQN9xYSNAMnQpckANpEnbXpe/cd8COis09TY9z8Tw8n5saqzD6LVrONzVj8q5s1BVMQftHV3YfzK9aAideaR54GfHG31DMQ0NAHz+I2vDlMd8vm3htre3LMZ9f/3jUPqeSH8XF+TE2gC+8bmqaVlNFX51/TIAwJNHz2NLc33CCQuA+m9tU2fJD25zpuEgbhVATArnavSA630dwyPXYp6SdL+L6vZT2xrDpCeHOgs4ffktPPyx1lS7rY0o7GxdguPnr2Db6vpM5QIlI6OFnnEumVRkdOhQrKoMXbt/R1OYCtaEcmKL06RL7Xey4xUGi6grSTOadmRn61IcP38V21YvypQ8xmUtknTtktGO+p7FKWi80KTHrz3XiSvDI+E13zt+CZ09g6FXOCeIMuaaSqgur6nCpsY6fP4ja637lIjGK+euAAA2NdbF2gPsebnJ9NI/FPiw1FTpWo+0VMZxzVewD6R69+GPteL3/uaf0d7RCy0bGY/jJrU5MYNEXIeLgYlNSz1K4zl4OmCKHn+uE5/55fclnrNu2QKsW6YLPSZTlNxzfJwA8MAdq2MS9mM/PB2GxdH/H7qrBTVVFeE5Q2U179/RrJYrferIuTCcdrh4LfUdTDRyYp0CWtRPvNgd2jQiO2Ay/7GmlpP/5geKTHqvQXOmkW1y7GoLHHtOXroaUyFxNXpQ5CFa3GlJV+Q4+CevQqRJoC52VlrwMhyGzBBpkIyMFp7DueSH7mqJHdA8tSMPXaPDwAapstRyOpvm0aQl0d9BYCM7ceFqeGhoB78WUmTyp3Bdi/w6U0Y76dijhVyVgyxtSOmUl9JcXlOJhfMq8M/nrmJTY12MgSHJTcZcc2cjisvmmqvKubOws3WpiOsN9hWv3c4JsckHguyhjxzowJHu/tg71mzu9JttvoCAsJy8dBU7W5fGGI3a6go8evdNCSfGCFGxIL7GmxddBwBYu3Q+Tl68Kq6Nj+eBO1bj6NnAEe0HJ3+Cez/cmPBTeeTA6VD9TFIxwWSyitT4QVjinq2rwkyHtE84U/iNT9wang2Ryv0k1i2bj0cOdMSKugSe+n6C2eeMato7mAzkxNoBtOhsmZ00L0ft30D8QLHZ5QDd69pFXVk3rwLtHYWYCkkSAEriUTk3Xg6OaxXSiigEc7MmcUBwuNhZJaMQEVG705NUf/Fnkc2JxiB/4wd0Z88Ajp7tx/KayjD+GoCTx3uyz2OpGzlNS6K9Y7Kjynritv5w1amct8ADOJJIHrqrBcXRV9G8+LqEw2BaVjUg6djDD0Pbfbw/Uu3/xItdOHr2Cto7ejMxQXTN3nva8MfffRWj13wc7urDirrAq7ytoTb2HBMzsG11PY5098Vy23OCDCAkrCSB8gQafN/Y8k6TlHj07BUAASHkWfv4O/3bH70RlkC1vQeac+0sIOgOVAFksSBiRtctWxBmHGvvKIT16CVoXJ++Yw0uXX0FnT2DYdEOLnhQu7IEqymZD5+PwsA7aO/oReXcWXjs43olO3kPl6z3HbsIICjq0rJkPn5w4iexMcpzkZcjtjltTgZyYp0BWdR3rvbF2uoKo0QNJEPJXKUM/gyT/ZZLSJyo0XOzZDGzzY2J+GtEXNri0pye+MFJ0iN/lhyDqY8U5tbeEc9oJMO80hz0oj67bWQX+60WS2+z4fH+yHdMjA0APHLgdEyDQAfX3hfOoK7UhslTmLdJ88EJCnAyPPQoG5vJPwDQi0nwd7e8phL9QyMlKagXn//I2hjDojHRfYNF7D95GY99/ObwGo3R0fwduLlE5rYnCYsY3eGRayWJzosd6BJpTOtLZwpo7+jFbWvqce+2uARK+4UzjyZbrtz7WhIW09zbGEbSMHIPeZtqntp98M4bQ78FyXxHmstgXfLsYlzLpXnEk8/M6TcHsLN1aSZHyg2r6lBTVRFjSJ46cg7dhaGSlA91ncr3MV6tURbkxNoAV6KoJSlJk0TkospC2F0TlPBnpN0jPd0BxBKl2A7oLItUs2WmLfi0DchVU9oBvGfLKmxuqkNhoGi0exGhkaYDOffaGDRkYerSrpWaFZsHexo4Y0MpTYdLNtl9xy7E1LfyoNds3prWh/p23/ZmvNE3hG2r6/Fyd18izIi/dwAxCYps83u2rkJDXRW6C0M41z+MMz1B1uL2jt5wvZIJpr2jN4zJNb0rzSGL+sI/iUE2VXqrra7AztaloX2/pqoi9CEgxmq4OIbKilmJREUm72og7tmt7QXq1+amOqxfUavuS1k7PnDysufytjGMcq9L7YDGWGnmNOn8Z5JYOYP80F0tWLfsYmh+5A6Ax89fwcMfa2URLxcT4XomHwxpiweA/iGezCZyxONtuoSlTiZyYm0AdzCxqd7kCwsPGlbuzUTQXV663OB8Y/OwCFsbLhy9lCB5ohSbFKR5ALscCpoa1rTg0xKraJIMJwLtHQW0dxRQN88egy3Vhdrh6iIJlwNb7Hl0QNeM67mcsaHY2ChvcjPu39EMLr3Lgz5LgpnHfng69MClIiU8DE/aYOMhiYHNsXLuLPzn37wFD37nODzPw6fvWIP1K94E4GFn65LQ5BA4SAVEnFenku/KNMfyPd/SUIva6rno7BkMK73J+z/79Am0d/Siq/dl/Nff2RRjjHlN5izMFTmTmcD3vuZHoWmZylmvmpMeoIeqRZqXpI+Itn9cmG/6pHd0qLOAzU0LS8T7Ao6e7Q8rkZH5UDOXmX0wIls8T75CKXl3tS0vJUcZFWd7QOQLA0VUVszCcPGaVWMx0ciJtQIuUQB2R4LkZigdNBWzjJJt2gawgds6eeYyWxucq+XewTaOniducHFw09SYUkXJQdebpHftWpqvLNjZuqT0r2TSGD7+yCPUXqPWRRIej9aBl6vk3vumONUsz5eMjSTeUusg7YW2dSufpfliUKgUjwvm74QY0OAQDFLf7jt2ARVzZqO9oxcvd/fF+k8mh6Nn+9He0YuGuiq1vrEmaQcSfFwKJTz2w9PoGxxBY321cY23XH8d2jt60V0YijlVBnM6FkrWaWGWvN00wSDNz0HTMrloeeR7jfozBgCxNWASHrggIs1paVESNl8gOk9brr8O+09exu6NK7F748pQo0MFPTSJXVuDfYNFAH6oLaIwx5brrwujPvh5CSA8D4jIn7x0NXRGm+iUxTbkxFoBcVB0YBw/f8XozCEXl6x7bco6xj/LIQB0KPAc3jbPUKnq5vZdIKka5AvWxcGNj4lvdgqN4lnJ6Dqb9G5q2waTREBJY6TNXLMDjrdGbRpjYUvewtNQ8n7ZDoTxquZMxIGkbp7D2nXdkq2YmA7NQ1/eKxnQ4LleKClubqpT339tdeTRLKst2RKjaFIozeXuDzXgjb4h/NmvfiA2LzwndE1VBSorZkOaXwKGKEpS5GK24logl3cnmUy+ntNqz9vak588fNGF6ALlZIozM/q11RXheSrnxiZMEChOnwsp5OVNe0omv+EI1P7ReUD27cDJ71wi2maykRNrFZGaROZstkFbNHToyaxjWQiBdvDIQyHtXtowK2qr8AtrfzZ2wEhPbldVJwcfEx1q/UNFPPt6TyjxNC+aF4b0kGOJzXtTa1v2V6qMbek7eb5nmjs5vv6h4riS9KcxFjZnHl7ijzs4ZdE6ZNHSpJlOovKdXaiqmINbGmpjNdMBe5lMaoe0VDtbl1jD4IgBPdLdF66XFbVVONs3hPUrzAle+PowRT7I6zQplPp925r6UAV+84qacJzE7JI0ZyOMPIxN85mgZx08HeTu59mwZHiXaX+Wyxja5o//n6RVIpSkKpb7J239pRU20hn9SMtAWhCucnbxySHEfTWacf+OJiYt2+dMG09NlR5tM9nIibUCGbIAlH/4lSMV2pzMsoBL9UHWpuCwOf3mW8Z+AzBuPld1DzE4tzYEB93W5oW4+9aqsKoQdwaZSOlV9lXaGvtLm5PScWr3EPHmzFmWpCdZbHKme7mTjS3Nqebp66KlIY9eyuQl+0LjvW97YAai3PI8PpVsgLY1z5kOiu3nKXy1eayqmI0vfPT9pUQXYzjbN2QMDbIhbR5ICjV5s0viYmJa+dqgLGmVFbNATkq3ralXfSY4M9Te0RvatrXwLk1Txec5K2MoYVrfcaI9OwyTAvzYPdQH/l250QualgGA1UlOzoNGcKWvBknLAGKMZVSiNGIWJFPw0pkCHrqrJdVkNtHIibUCedBz2IiqLEYvF3+aBJvmZKbFPZv6xdXXlMyB18uVdjb+KRehq+e63MCFwSJ+1N2Pmur3xDa9dNzIauc1HVKmAzqyjwchGcFhGt3DVW9a21I7we3KWeGiVaF1ROUyTSCJweQAZr4nXqVNrivSQGxuqkN7RyHMLc/jUwGeunVVTBqUTEdjfXWoOgYiZyBpo5V7gIfA2ST58UA+08VjnOY6iAHvR3tH3FMZiHvbNy++Ts1loIVCaeuP/l0YKIbOhpopQUJrS/OQjqT8IDHIwdM9ePTuKJ85P3/q5r3HKNVzYiajF/hza6oqEmeVtFlr4Y8mbaCcB6lBk4yZlhWRxkQMGTGoNBdAwEBsaqwLmfnxmsyyIifWFmj2Wm2R8nAtU65heS9glmC1fjx15BwKA0XsPXhGTe2nOYlIScBF9SztNHIR2pgK7bClkBZqW3MGyWpnzWpG4BITxWkSE8bntTBQRN28igQh4PeTdoIzO8DEEBG5jtJML3zNaGvVdI+s0ibnn8K5Vi2chy3N9bExca9abtd+9vWehOczlx73n7wcEkOpXqXnyj2gvedynQ1tvgL803S97AtXrfIwIx6yxU1gmke5ZsoyMeaf2tZYsrsC60uqeenIJcemtaV5SHNmgLQAcn3z9gC9pjO1c0tDLUbGrqHl+iiRTJRb/VXMnT0rph3QpFnNp4HDvg70qlhSxS7HxNfC4891AogqDwIoMbBJh9isGs9ykRNrCzSCZ5O8KHGElmuY30NEg+eg5eoWk9NQQ11V6YnJ1H6m/pk2sBynK+OQ5TftWZy7pTG6FnMvlyBy6ZnUk1wFRhI39/LUbHgAYnZlfpiaDg/e5/6hojX3tlxHWQ6BLL4FkkDwdfn15ztB66vGwWmR7tNskrXVFaFHLn+35Bew+0MNCXtuGgHW1p+rRsE1U5ztet4P6UnP51VzLAV0v4m0/tLa3dm6NCRmNsbf1pbmIc2JOqnw09ae5svDNSrtHYWwbgJ/bvOi67D34JlwnfJ1C3gJjQv135XJApJOvvyeoeIYXjrTi8Nd/TGhR64h0r5RbndAD2edComakBNrCzSCp6mFtfAamWuY38vjV8mOB0QvXnPQ2dy0MMxupNnvpDo3i/TpQmTlGIhbl6r+tGdqKrf1K2oyVdYyqaFth7aNENIYtOxWpjb3HbsYS3pjOjx4n4eKYzjc1YeRsRP49ic/aHVmcWFGeNv3bW/GbWvqcd/2ZieGRlMjkhqTpIfdGxsSNm5ZNMGkNiZohzpJWVQNSYuBd+mznAfeHwnb4V7O9aRaNfWNS9Vc1UtaC5d66vTp6gtj6qtcV7ZKZq7e5JLB4+9EanxoXsgzm2uv4gLMxTApiYkR4e2lnVEcdB8AHO7qBxD4YlCuClmRbHjkGjY11uELH30/gGCNUT2BqZKkJXJibYEr8ZHe3mkwbTTNpkLqNl79Kav0kIYsdmn5rLSwDAlN5bZ+RW2okbDFpHK1qqams43fRAglsZFERzJOpLLb3FSnxp9K9SXvMznctVx/HYB4JqUH7lhTlnqfz3+gZryG9o6CaipJmyveHkkPsswhpX+kFKLcnKC9N22tk5R13/ZmPH8qSHKSpoY29dn0DImsc5v1+iSDrceoy+Qh2jh1B6kx1S+AkOZMV46DWVrfOIPH+8CfJ383CRW0zvjcFAbeATzPGuuf1kcAsSJMe7YEBT/WLp2PyrmzWFKgwMegMFAMy2ACCKMXuGPkdCEn1gbYnME4snLsgLnoB69BS4uCVMSyYo4p9tq1Ly5SKO+bBOeINW7T1H5c5TYbvIB9WghGms1djt/kuJKWpELzEOYqu8b66oSazzR3vM9Jyd0Tn/a+yGfJtjesuhwyQbxN17WizS8RCsDHttWLAAA3LV+AP/mHk+jsGQxtfyaNhzbvvE71zStqrM6RNI+mPvNnpM2b63flQK4TyruuraM0rYC2hkxFQLKOV4NkvOn80VImm0xmMqOibZ3x5z10V0uo1eLXca93ivXXTAumcMy4J3kUu19ZMQuHOgvwvKB4x56tq8ISwfTeAGBz00KsX7Eg1u+0okKTjZxYG+BqE8rKgdtAhHm4OBpLWaipiDWblk01JKEdEuSxed/2ZOpACT5uyiSVZsOVHLzMHGWyXZPnrVZCz9Qn0xhdGBF5jSQWtqpXJvWglOADiTTKpGRCWn+190BqRoJ2oHEiGmQNCxyjKJyLt0/hLv/46iU8+3oPunoH0V0YQkNdEI63s3VJQuMhvY5tNn3NiVOzv2dhuFzffdr8uobtaY5K8nDXfFKIGSoMBIk7dm9caXXe0taciblx1bRRm5QOls4fzWSkrW8uGQPxFKuaJM01OMXRV8OKZTI/eOBL4oXripiH+3c0s3cQOZOZvL2J2aRYdtIQtXcUcP+OppDh5IypzBioOcZONXJibYDNJpSFG3e5VnoBy/JsWjyf5OTTNqU8dLTwBZ7hzFYJTIOLk5pJdR6Nf1SNcY5nGDOHSZjiK4OD8FSihKbtvrRrpLqcEyeTelDOV1qBBd4H1wNCYx7JThrZS2U/IsaQDjIuJdN729y0EACwtbkeKxcOoXnxdaGznpTIpdexJEDynZucOPnc8HvS8snf0lCLxvpq3NJQmxqyI7+T85PV3MOZCu1wl3ulqmJ2jNABSQbdZqoyMTeua4erouX5o2lztPXNCd2utuWJ/knB4qG7WtC86A18/9WfAAjsx1opW5qvXW3Lw9Sgw8XR8FruTGYSEGT4H6/yBcQFMZvT30QKZuUgJ9YG2GxCLlKjTcKU0Ip/8E2ihVJpnLxtU7ocOqZcui6MieyDtrA5V75u2YWQATHZ86jftkpDpjESoamqmINHDgTzL1Os0vhs6VQ5I2Wr5yyJU9o7cfWAtx0Qru+mskQA4HmqMxDPZc2T51BRDOrrfdubY34TfYNFVM4N4ub7h+L5CB66qwUjYyfQvCiQ9snRDDgZEnb5zqUTp0lbY8snT3Ny8HRPWEhkw6o6fPn7r6EwWMSJC1dRGCyGJSg1yY+3Y/J4N1V0ssX/EjSmRIbT8d81SAJIn5oJwhWmdtKupWeZ0qzS+IaKo+FZ99KZAkbGfJzrH0ZjfTUq585KJMyhcVJ/drYuxdGz/Xjl/FUc7uoDoGu+NAGBro36aq5LPdGx/BOFnFiXARepkbycd7YuTTiHJJEs/sGRdrC7bEqSNHZ/qCFR8o/AbYlAkpBph5qtD7ZYVc6A2A6JLAfI7S2L8WSJuJM6lqRrqpWr1dy1hTxFRKVJdYKjMd63vRkjY35InNLeiSRe5RwKLs42QJSRT7O5yUO2b7CIdcvmY2TsWjiPAEl6dbExcVsqL3/5qW2NaKyfhy3NC/Hl778WJtKQuc8BvYKUiUHibcydrdv5aU72bFmFubNnhUk4AOCFUz041FnAoc4CTl9+K6E5ICYPgKpW5uYeimZ4o+8I9t7TFjLo0mlQs8fLdyTfAX+mCfxMGK/E5+JhLZHGRHLbMl8n9+9oCuPy92xZibmzvfAdBbH30RoF4lJvUHM+cPzS9qtNQDAxPto9ruaDqUZOrB1h45iDxRnlPybJpL2jgKqKOanOIaa4QEKW/OQmUMnCJ/6p21nFLQlZ1kVsu14SYVc7tA37T15GZ89gIhEMt4XZQmA0gil/N1VQe/DOG2PEKY1xkcSrnENBUxfKOFXOJLnY3Eg9f/+O5jAhinye1geeW0BTZ0rnNalO5X2mcWxqrEukUjVl4eP9CTQFo1i3bAFqqqLx396yGH/83Vcxes1PMHQvnOqJ5UE3MXCcGbh09W109gyKWvBxp0G5BzTtT1b0DcbzlI83N7Wr3d5V0owc7JrC+7ijLDlzyfbkGu3uHQxNGYDdpmyCzXxgup+v6TTfiKlETqwdYVvQ3P5IaT15GsG04hBpBMnGHbom3eDhMmmZj7Tnmmy5Ntiu11TNNulDG2+aFC4d0zQNRTmqQq4p0cZok9B54QYtYUjaGDlk3+m5MjOYnAfNDqy9Y36dSasiHdwkM5M2t7LPL5zqwdql87GpsQ6HOguomDMrdr0k+tqcxG3AkemosX4e/uq3N4Sx4zz0zPMiImtj4GgN/eL7fzZMIEK1tek+qS2S68XGpLmGTZqYCVeHOI60fZ3FJ4YzaTK/d2APv6BWuZLSfd9gEf/2714JTRnf+MStqgZC3pvuF6T7O2j7wCUj4FQiJ9aOsKmi0+w3tLnK5YJtXrB8I0X2aFlsPVJx88MUSHq52zQILoQtzWbnEj8rVYkcNn8BqcYjJgpAGAqX9h605BamMJrj56/i4Y+1Gn0bOHa1LQ+rFlHhBlN/NOnL5UDi6wTwYz4BshykfFZgtqk1ettHUnsg2WiEn8bJPzVHIz4u3mcK16F42Io5s1Si5qKC3bNlJSoNWoSgz0GpxOHiGE6/ORBLOGRrPzJfoBRz3pQgipKxofUCeKiqmG1NrmEjjJod3bSXnjxyrlR0xd0hzgQXJl32O5KS4/ZgUxlQuTaeKvW/sb465kPj8mzbNZpfjNaGZIhcQ3knEzmxdoRNFT0Ri13CRtT4wcrbptzVtsVtkwRNISBZ+pq2cbQwomSfzPHHWv9N6t9AqomXQZT3Ssi2ZFWhJ17sCrMbZckRXltdgfUrFqC9ozeWwlDrj5S+snD59HyeVtU0D/JZgdlG97aPpKVIMgEiKVI6h1FfpM+DSaokifnffPsoDnf14e2RMaxbNh/rli3ItG9IBWvLxx0gWFsnL70VEmqulubaCCrtyaXGKMzpWujASASKxkyEh89dmgpcSuL8Grl3pBaDGBUqwELlaMtR5bo4ysl+809Ad9LVCDjdp/k08H6b9pbL+cpV6GlaOfkpzV+APb3rZCEn1o4wLYgsEk+We7h0STYeku7pYAUQi9HlxdZNG1TbQIQ0ZysTTJ6p2ni1JPvSI1crUSr739kzgN9/8hgeuqvFqP4FkJpjWCKMdR+JH8IAwjSxQFAXd+tqs02T30fjp9zOXCLSNrtU9aa9F41Z4jGy3G5vetbjz3Xg5KW3EqFVdH9cagcCYudbHdx4v2nMJFVqRKS2ugIbVtXicFcfOnsGcOilghra5moKsak+d7YuwfHzVxIe7vw90j2U/YoKvZDt+1BnAc2Lros5HlL4ZWN9dcIu/vjznVhRW5VgVqTURs8DIN5bfO/IvcZtxeRvUK6zVFY7tomgu0ikdA3XOMgzgWu5TD4Zpr4BcWdIXm3OlSGxCTlThZxYG2A7rFwKONjgdk8kXfLrH/5YK0uH56ttpamKXRwrsqh5JBdq8640OdPJPsuNKhHllz6Cp+7dqHLtvE3Azg0nY93nx1JqSkldUwHT3ElziRxbWgw2YA7N055pYpa0a00HWd2896C9owv7TwaaI9Ma5YRfOqw9/nwn9r5wBoXBIj7zS++L9cU0B9wD+4kXuzFcvBbWXzflabfFWfN5o2doqs9IU1anvgP+rodHxnCosxAWennpTCEkppUlTUT0rChqgPIZBER8FHtfOAMg6cks1ym1TWeAZPboXknQ+P4lD/tytHou99kKkvA1RkIHaQO18EfTWtPOBEBnyl20e/ROZciovE57tknImcowr5xYK7Cpg7ntrqpitppoIQ272pajMFjEC6d6cEtDLV7u7ku8bE26pGse+/jNMW5Vqs20jSYXn+nQdiEmmhOLC1fKmQAAMaaHEzlNlSg3wn3bm/HK+SuBh/uL3eFcaQ5XLtywJpHSd8SJ2yRUgmYu4eMPsoWNxryc0+Bio+VhMrZ3YTpkbWpA134deyMokPByVyFRSU5rl6s9eZgWOWqa8rTv2boqlNZt0IiXabza2DhTUldao/uOXcDwyDU0L5qHyoo5oWZLk3Ljmo4gnzrPpKV5zfcPFUMnOyqkYtsLmq04q5Of7SwwI6kh00LuhkeuAUCpBkBNgmnikTRp33OBSZ6Nado9AoUYHj9/JTQXphUjsaFczUU5yIm1ApvaMSKQ5eeJra2uwOnLb+FQZwE/KXk82tpJc/SS6h1to2mHidZ/0+bh4M4gWiYyyXhoTACQjKEkIgdAVSVyvNzdh77BkVLeYN8oBbo4f8n5ybphTe1o4+cEaSI4cW6jdWvPfMhqh7XNpCLRekMNftTdj4o5s500B1zVT9mpGuqqjESY7z0Xh00b8ylt6zbpiF9LSXa4TZyuIeLMJX+TpsNEUJ86cg6HOgvYuro+tJXa9oKJIeUMPLXroplxPcs0DZnG8NJ73dxUp4ZbkblBVicLCH7yexNDmqbdo2fxuZQJevj4Xez08rmTDt/3fyr+1q9f708UCgPv+I8/1+EXBt4Z1zU2dLz5lv+bf3nYP9rdp7bz+HMd/op/9z3/8ec6JqS/rve4PJfu7XjzrVgbaffyZ8rna7/J9l3bmqkoDLzjf+UHr/tf+cFrE9bXrGPXrre9t3LWofbeXNbGb/7lYadnTcSYOSZqr1E7X/nB62WfH6Z9YdsLaWPKsi/HA62dtLbl79EcvpbpbMnSPzp7qb2Zdn4AOOIrNG7aiexE/U0ksZ4JmK4FNJ7nzrRFn8MNtvc2mQf5ZD0rK6ZyjFOFdyMz6/vuTMxkPWcmwESsveC3dz/a2tr8I0eOTHc3cuTIkSNHjrLhed5R3/fb5PeztItz5MiRI0eOHDMHObHOkSNHjhw5ZjhyYp0jR44cOXLMcOTEOkeOHDly5JjhyIl1jhw5cuTIMcORE+scOXLkyJFjhiMn1jly5MiRI8cMR06sc+TIkSNHjhmOnFjnyJEjR44cMxw5sc6RI0eOHDlmOHJinSNHjhw5csxw5MQ6R44cOXLkmOHIiXWOHDly5Mgxw5ET6xw5cuTIkWOGIyfWOXLkyJEjxwxHTqxz5MiRI0eOGY6cWOfIkSNHjhwzHJ7v+9PdhwmB53k9AM5Odz+mCAsB9E53J96lyOeufORzVz7yuSsf/7PN3Qrf9+vllz81xPp/Jnied8T3/bbp7se7EfnclY987spHPnflI5+7ALkaPEeOHDly5JjhyIl1jhw5cuTIMcORE+t3J/ZOdwfexcjnrnzkc1c+8rkrH/ncIbdZ58iRI0eOHDMeuWSdI0eOHDlyzHDkxHoS4Xner3qe9x3P8856njfsed7rnud92fO868R1NZ7n/YXneb2e5w16nrff87yfE9d8zvM83/D3tmN/ajzP+3PP897wPO8dz/POe573zQkc8oRhps0da2uj53nXSvfOmYixTjRmytx5nnd96blHPM+76nlej+d5BzzP2zoZ454ozJT5Y238tud5r5X27Oue5907keOdSEzk3LFr3+d53lOla6nN+x36UuV53uc9zztVuu+c53nf8jyvYYKGO6XI1eCTCM/zXgLwBoCnAZwHcBOAzwF4DcBG3/eveZ7nAXgBwEoA/xZAP4AHAawF0Or7/vlSW8sALBOPqAbwjwD+3vf9j6X0pQZAOwAfwP8JoBvAEgCbfN+/b7xjnWjMpLljfZoL4McI4j5/FsBc3/dHxzHMScFMmTvP8+4C8CiAbwB4CUAFgN8BcCeAnb7vf28ixjvRmCnzV7r/twF8HcCXAewHsAPAZwD8ru/7Xxv3YCcYEzl3pfbaAPwQwHMA/hLAVQDNAOb5vv+VlL78NYCPAvgsgCMAbgDweQBjAD7g+/7ARIx5yuD7fv43SX8A6pXv7kFAMLeX/v+R0v9vY9fMB9AH4NGU9n+jdO8vO/TlcQRJY35muufl3TZ37J7PAHgVwJ+W7p0z3fM0k+cOwAI5RwDmAHgdwAvTPU/vgvmbA+BNAE+I7/8SQZKQudM9V5M5dwg0vycQMDVZ+1EJYBTAl8T3v1h69i9M91xl/cvV4JMI3/d7lK9fLn0uLX3uBHDR9/1n2X1XAfy/CBa1DbsBXAbw/9ku8jyvGsGG+Qvf9/+HQ9enHTNl7gie5zUC+EMEkuGIyz3ThZkyd77vX/GF5qH0/2OsHzMOM2X+AHwIQD2Ab4vv/x8AdQA2p9w/5ZjgufswgBYAVgnagDkAZgOQ592V0ue7jva96zr8U4Btpc9/KX2uRSCtSZwAcIPnefO0RkrqtdsA/JU8EBWsR8BpXvY87+9K9psBz/O+63neyuxDmDZMx9wRvgbg73zffyFDf2cSpnPu+P0VCIjQv6RdO8MwHfO3tvQpn3Oi9NmScv9MQblzR8zIez3Pe8nzvBHP8970PO9Rz/MqbQ/0ff8tBEzN73med5vnefM8z1sL4M8AvALgwHgGNB3IifUUwvO8pQC+AGC/7/tHSl/XIrDZSPSVPmsMzf0Ggvf3hMOjl5Q+/y8E9pqdAPYgsCc9J50/ZiKmce7ged6vA2hDYF9712E6507B5xDYcP9DmfdPOaZx/mpLn/I5feL3GYtxzh2dW38L4AcA7kDgb/NJAH/t8PhPAPh7BDbvtxAwCHMB3OH7fjHbSKYfM9Kb9acRJW7xaQR2lE/wnxDYUBK3pDR5D4B/9n3/uMPjiSnrAvCv/ZLxxvO8TgSOP7+OQHKckZjOufM8rxbAwwA+4/v+m249njmY5nUn+/JxAP8HgD/xff9g1vunA9M8f9TWu9ILeALmjs6tb/u+/8elfz/ned5sAP/e87wW3/dPWrrwRQRn2x8gUMXfgMDZ7Pue523zfX8w04CmGblkPQXwPO+9APYBWIXAseE8+7kPOodM3GWCA/U871YAN8JduimUPvcToQYA3/cPI7Dp3OTYzpRjBszdFxHYF5/0PG+B53kLALy39Nv8kj/AjMQMmDt+778C8E0A/9n3/c9mvX86MAPmzyRB14rfZxwmaO7o3HpGXPeD0mer5flrETCGn/Z9/2Hf91/wff/bAH4JgVnwk45DmTHIifUkoxTu8x0AtwL4Jd/3/7u45AQi2xRHC4A3fD28YDcCbtVFFUTPAMwc+jXHdqYUM2TuWgD8HIKDo7/09+9Kv/UC+CvHdqYUM2TuqC87ADyFQCX5qSz3ThdmyPzRvpXPIVu1TaqcNkzg3JnOLZLAbecWxWy/zL/0ff80Aiez91nunZmYbnf0n+Y/BMzQkwDeBrDDcM1HESzGbey7n0FAHB5Trq8o/fZ0xr68DOA4SrH1pe8+VHr2b033XM3UuUPAvX9Y/H2z9NwdAN4/3XM1U+eOrbEBAP+AGRhqNJPnD4F9tQfAN8T3f1Fqq2K652oy5w6Bx/vbAP5vcf+DpfubLP34cOmaT4rvV5e+/6PpnqvMczvdHfhp/kNgB/YRqFI3iL9lpWtmAXgRwDkA/xrALyBIANAHYLnS5q+U2vwVy3M7ABwQ3+1AwNV/B0FSintKz/wXAJXTPVczee6Uaz6HmR1nPSPmDoHKtw9BAp4Py75M9zzN9PkrfXcvAgnyi6U5/ELp/7873fM0FXOHwMY8CuBLAG5HoNoeBvDNlLU3G0GI4FUEjqG3IdBskGR9w3TPVea5ne4O/DT/lQ4p3/D3OXZdLYJEB30AhhCEFXzA0ObTSOGqS899Tvn+TgQS9tulNr4FYPF0z9O7Ye7ENZ/DzCbWM2LuAPympR/+dM/TTJ8/9v2nAJwC8A4CYvM70z1HUzV3CFTen0ZAjIsIEjt9AUJLo80dAsn84dKcDSNgDv4WwJrpnqdy/vJ0ozly5MiRI8cMR+5gliNHjhw5csxw5MQ6R44cOXLkmOHIiXWOHDly5Mgxw5ET6xw5cuTIkWOGIyfWOXLkyJEjxwxHTqxz5MiRI0eOGY6cWOfIkSNHjhwzHDmxzpEjR44cOWY4cmKdI0eOHDlyzHD8/4AoVB5iA+psAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gals = SDSS['type']==3\n", "plt.figure(figsize=(8,8))\n", "plt.scatter(SDSS['ra'][gals],SDSS['dec'][gals],s=1)\n", "\n", "plt.gca().set_aspect('equal')\n", "plt.gca().invert_xaxis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Well, that's a mess. How about doing it just for bright galaxies?" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# let's call a galaxy 'bright' if it's brighter than a mag of r=18.5\n", "brightgals = np.logical_and(gals,SDSS['r']<18.5)\n", "plt.figure(figsize=(8,8))\n", "plt.scatter(SDSS['ra'][brightgals],SDSS['dec'][brightgals],s=1)\n", "\n", "plt.gca().set_aspect('equal')\n", "plt.gca().invert_xaxis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Redo that, overlaying with red X's the ones that have redshifts" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "plt.scatter(SDSS['ra'][brightgals],SDSS['dec'][brightgals],s=1)\n", "\n", "brightgals_withz = np.logical_and(brightgals,SDSS['redshift']>0)\n", "plt.scatter(SDSS['ra'][brightgals_withz],SDSS['dec'][brightgals_withz],s=20,marker='x',color='red')\n", "\n", "plt.gca().set_aspect('equal')\n", "plt.gca().invert_xaxis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's say we thought the cluster was at z=0.05 (It's not!) Let's work out how far out in radius 1 Mpc would be, and then plot things again." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "At z=0.05, 1 Mpc projects to 1012.6 arcsec\n" ] }, { "data": { "image/png": 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u16f33WNmzys5OfhFSZsybAdAHxrj0+slLbx2VdmHA6CHnj3sDinp+9LbI9PbpZLGJV0zwDE0rjL+/1ru/2F6S2EceqpybzGv18Z1p4G4DBoMT0pvH01v3yxpp6TjzOwhM9trZlvN7ENmtn+PbT2iJJX+QTObMLMxMztByZj2F9z90e5PB6pdzZzXa5s55wgtvHaVZs45YqTbBZCPvqvEzexISVdIWuvujSqvIyQdLOmzkj4iaYOkxZI+KOlQSb/XaXvu7mZ2uqRP64Weu5QUnS3t9/hQT1WuZp63/BKtm56WTU9r19R2AiwqbefuPbptcquWTszWrENm9H5CjfTVwzazMUmfl7RX0vkt2zlI0hXufo273+PuK5QUnV1kZi/tsem/UFJZvkxJ732Zkqr0v2oubGtzPO81s0kzm9yxI1MxOSqqyr3FmXOO0H5jY1p0y5pKZhCAZlzUpLPMAdvMDlJSzX20pFPdfVvTr59Kb7/c8rQvKZnedWyX7Z6hpCL8HHf/hLt/zd0/IekcSacrmerVlrtf7+4T7j4xPj6e9aUA0anSePMoxuSrXLNQd0snZuuyJfO5qEkbmQK2mR0o6XZJJ0g63d0fannII+lt66TuxpSs57ts/rj09r6W+7+R3r4myzECg4rhy7+MDEJe7TKKMfkq1yzU3axDZujCk44hHd5GzzHsNCX9GUmnSDrD3de3edjnlIxdnybp4ab7T5X0TMt9rb6X3p6gn50G9m/T2+/2OkZgGExvai+vdhlFvUGVaxaATrKsdHatkjHlqyTd2fLrbY3UuJndIOnXlKx0dr+SorP/Iukj7r6yaXt7Jd3k7hek//8FJdXmpiToPyZpvqQPSdojaYG7T/d6Iax0hkHtmtquTatWa97ySyo5Bj4o2gUoXreVzrIE7C2S5nT49YcbwdjMZiiZinWepMMkbZG0xt0/1rI9VxKw391032wlgf6tSpYmfUJJb3ulu2fqYROwe9u8Y1pX3rlRK85coGPGx8o+HABAi24Bu2dK3N3nZtmJu++RtCL96fa4Fy016u5bJV2QZT8Y3JV3btTdm3ZI2qgbzj+h7MNBROhtl4MpTmjGKmI1suLMBTp53rhWnLmg7ENBZCjyKgdTnNCMy2vWyDHjY/SsMRCKvMrRmNrEFCdI9LCByhvF9KwqL0xTtm7vD1Oc0IyADVQc6eyw8f4gK1LiQMWRzg4b7w+y6jmtKxahT+sKYUoVFacAELZu07pIiRekMaXqyjs3lnYMVJwCQLxIiRckmUq1sdQpVVScAigD2b3RoIddkMaUqjJXGBum4nTn7j36xFc3a+fuPTkcGYAqI7s3GgRsZMIfHIBBjfKSmWV2HsruuJASRyak0wEMqpHdG4VG50HSyLYZw74letjIqCoLOJR57esYrrsN9FJ2L3OUvfWY9i0RsFEzZS5SwQIZqIKyh8fK7DyU3XEhYFdY2WfCIZq3/BKtO/si+fR04T3decsv0fpll1ZqgYyiswZkKcpXdi+zzgjYJco7oJZ9JtxNWV+8M+ccof3GxrToljWF93SruB530VkDshTlK7uXWWcUnZUo7wKGkAvFGl+86yUtvHZVofuOZSnIGK5BXXRbxvLeAXlgadIS5bmYQAhLoXYTQzAq2/r3LU9OapZdWvhJDYBydFualB52gVoD9CinOrRqLIUqbQzyGtiN9DA6ozcJoBlj2AUqckx5xZkLdPK88VKXQh21uhUc5T3mXbf2BGJHwC5QkdWVo1oKNaRK8zwKjuoctCjgAuJCwC5QjNWVIVWa5zEtKuSgldfJRGO7h597VinTzOp8khSakE7I0Rtj2OgqpErzPMa9Qx4nzquSvswK/eb9P7Du69Idt+27jwLE4pW91Cb6Q8BGR3W4JF7IxW95nUyUfZIyb/klemDd13X8g+u0Ps1slHkCUWchnZCjN6Z1oaNPfHWzrv7CY7psyfzSzr7rMP2rDq+xVfNrluhhAw1M68JAQjj7Ljt9W4Q6vMZWrZmNurxuYBgUnaGjEIrk+ik0i7WYKbQ1xmNtR6DqCNgIWj9zkUOu+O4mtDXGY23HvFX9RIaK8fCREkdllF1MVRW0Y3tVH7qgYjx8FJ1hIHWoIK+qOha5jULV242/6TB0KzojJY6BhLSgCvpDyru9Xinv0IYuRi2EmhV0R8DGQLiIfZx2TW2XT09r3dkXkfJuUZUTmaqPtdcZARsD4Ww8TptWrdaiW9Zov7GxkfYUm4NErAEjtGr9QVXlxAMvRtEZUCN5FZQ1F2RJca5cFvKqd/2gaLC6CNhAjXQKSsMWVLUGCQJGeapy4oEXIyUOYOg0anNBVtWLs1qFMAQQwjEgf/SwAZBGHUII87NDOAbkj4DdBvMREZIi5v+SRh1cCCc7IRwD8kdKvA3mGCMkVP2Grd8hgDzS13UbhqgreththHCVKqCB3lO1kL7GoOhht1GFOcYs5F8d9J7i1a43XZX53jGL9fuRgF1RpPWBcjQH6XbDGXU7AQsxOMb6/UhKvKJI6wPlaE5512k4o1OxbohXAYv1+5GAXVGNtH6VVf3qSYhTc5Burb6v8me2U2AOMTjG+v1IShzRCrl6moUs6qtbyjvkz+ywOl0QqAo1QaGgh41ohZxupBIY7YT8mR1WrL3WmJi7l30MIzExMeGTk5NlHwYgqdqpT4SNz17czGyDu0+0+x0p8Q5CrGyso1hTy7FVAjfaeere+6Nsb7ygymn3uiMl3kGIlY11RGq5GI12fmDd17XwwXW0d8SqnHbPSyzLUROwOwixsrGOYv7yiSk12Wjnw889S+tvvjXK9q6qfj9HrAvfv1g6aIxhAzlZ/77lSXZg2aWV+wKN6WQkdlX+HIUipB42Y9hATrqNsceyBOUgdQKMkxYnls9RzGKZekbA7oHiM3TTLXDFUng2SPCNPYjEVMwYy+cI+SNg9xDrmrMoRr+BK8RAMUjwjT2IFJkhCPE9HxYdmXIQsHvotHoPIPUfuFoDRQhf5q2vIYRjyluRGYIqDh/QkSmJu1fi541vfKMX7anpZ/26ex73p6afLXzfZdq55bt+77JLfeeW75Z9KNFpbbt7l13qLiW3Bewvy3uX9zHVTRX/Xur63VcESZPeIc6VHmhH9VNGwL7unsd9zqV3+nX3PF74vsvEF/pwmr/A8/4yb32vsrx3VQwwQCy6BWzmYQ+hrnO1Y54bHYLWxWDynKrT+l5lee+Yx9sdU9pQFuZhAwXjCz8fRbUr86KRJ+ZhAwEJqcK6SgVmRRV3xT6lDfEiYAM1VqUK5qICaUgnXIMI8SSNaWLZELCBGqtSb7GoQBpiwOtHiCdpTBPLhqIzoMZiLTArsw4g9ivIhVg0WtcC3n7RwwYqpl0PMPZeYasye4mjzEqU8b6EmNKPZS3vshGwgcj0+pJvBLNHV3x03+NCTIMOo8xU/igD3jDvS9VOwtAbKXEgMr1Sso2Up01P73tciGnQdrKmumNN5bca5n2JPTWPAXRaUSW2nzJWOgPKkHUlsl6P63dFs1Htt5u6rqI3SJuxIl01iaVJAbTqNzhmffwwQbeuQaiuJyplCnU99G4Bu+cYtpm908xuN7MpM/uJmW0ys6vN7CVtHrvQzL5oZj80s91m9pCZvStLT9/MjjSzT5nZ98zsWTP7FzO7uv+cAfLEuFl1dBoH7vQeZx03HmZ8OcSCqCJUaXpdLKKcStYpkjd+JK2XdKuk35R0kqTflfTD9P79mh53hqQ9km6UdLqkxZIukfTuDPuYK+m7kv5B0lnpfs6T9JFez2380MMuBj2BOPXTc+U97q6uWYCqibGHnSVgj7e571xJLumt6f9fIun7kv6s1/Y67OOLkr4h6cBBnu8E7IH1+6HlyypO/QRh3uPubcAJDfLULWD3rBJ39x1t7r4vvT0yvV0qaVzSNb2218rMjpF0qqRz3f2n/T4fw2mkhSTpwpOO6fn42KpzudBGop9q5Nje4zx0q8COpeIe1TPoPOyT0ttH09s3S9op6bh03HqvmW01sw+Z2f49tvWm9PYnZvbldPx6l5ndbGYvG/D4kNHSidm6bMn8yq4wVLX5x836qSeo69jwoLqNKdOWxWGN8Z/Vd8A2syMlXSFprbs3rmd5hKSDJX1WyRj2Ykk3SfqgpD/pscnGp/5Tkr4laYmkS5WMif+9mbG4S46qvsJQlYt5RnUyQiHhiw0alGnL0YqyMCxPnXLl7X4kjUmalLRd0iua7v+SkjHt3295/LVKCtFe2mWbl6fPvaPl/l9L71/S5bnvTY9n8qijjsptTAEI0ajGmpvHZIuYa11ljG+PVqiFYXnSKOZhSzpI0l1KU98tv/vLNLi23v8f0vtP7LLdC9PHXNxy/8z0/suzHB9FZ8BgmoNvEXOty1LESQYnMhhWt4CdaWlSMztQ0u2STpC02N0fannII40Oe+tT09vnu2y+03Mbuj0XKF3shW3NRWZZC6rmLb9E66anZdPT2jW1PYrXXcRSnhTsIU9ZFk7ZT9JnJJ0i6R3uvr7Nwz6X3p7Wcv+pkp6R9HCXXayX9L02z238/z4BAatSYVvWsduZc47QfmNjWnTLmmhed5XrGVAPWXrYa5RM27pK0m4zW9j0u23uvs3dHzazGyVdkQb4+5UUnr1HyeIn040nmNleSTe5+wWS5O57zWy5pBvN7DpJfy3pVen+7lGShgeC7cnGNM1nlG0Y0+uW6P2iAjrlyv2FseQtStLV7X5WNj1uhqQrJW1VUmj2LUm/02Z7LunGNvefo6Qn/qykJyR9XNJYr+Nr/BQxhl3HAoiQxDhuGpp+25AxWaBYGnLhlLkZA/8eSSvSn26Psw73f1rSp7Psqyz9LjKC0SqrRxdqz34Q/bYhl3AEwsH1sPvQWFykqouMhK6slGaVglZzG2Y5EYkt7Q1UGQG7D41FRlAvVQ1a3U5EmoN57CcpQFWwilifWCqvfmJfinKQy2VWqfIdqAoCdp9YKg+x6RR8Z845QvOWX6JNq1YPfO1rAMUhYPep6hfLQPUM0pPuJ6uQZf1s1tgGhkfA7lPVL5aB6ukWfPvtSbcLvFnS56TYUVVFDpMSsIGCdeptFtkLbexLUs+edPNxtQu8WYI+KXZUVZHDpFSJAwXrVJ1d5PSxfvb12IqPatEta3Tv9LTmX3n5iyrms0y3Y5UxVFWR030J2G3s3L1Ht01u1dKJ2aS+MXKdponlNX2s0TM+/Nyz9MTNt+rwc8/S89PTuvfsizQ/w7686bbfwFulRWeAdoqc7ktKvA0qweMSW0FTpzHlvKaPNXrTu5ZdvO/2xFvWyMbGeu5r19R2maR1Z1+k11x5+b771p3zft17zvs1de/9Hdt+19R2Tb19KWPXFcPU1vLQw26DFc3iUqWVyPLQ6Lkffu5ZWp/2sNfffGumnvymVau16JY1Wr/s0n3BfdOq1TrxljWSpAce/CctfHDdvsxAc29606rVWvjgOj3w2hMZu64QlmguUadFxmP7KeLiHwhTXS9QUcTrbrePLes2+DfnT/i6X/1PvmXdhn2/b72wSF3flyKU2bZcBClf6nLxj9ID7ah+CNj1U4WAMMxrKOvqZZ32W4X3IxZcua66ugVsxrBroKpjTlWY2zvMa2idKlXUWH6nKVrdVk7DaDFNrp4Yw66Bqo45VeGiHMO8htaK7aLG8rtVilNPUAymydWTJT3w+E1MTPjk5GTZhxGkxjS1xQsO09qNTzJdraJCmEIVwjEAMTOzDe4+0e53pMRroDFPcO3GJ5mupvimgWUV+1XFgFiUNcxIwK4RLlySqMLYd7OQTkCq1rZAO2Wt1cEYdo0UuSJPyKow9t0spHHjqrXtMBgeqK6y1upgDBuIXL+BgUBSjPXvW56cSC27tPQTKcSj2xg2PWwgcv1WDIfUI68ysg0YNcawUSshjfe2k9fxNW93VHN4Q2/LslEEiFEjYKNWQi+KGuXxdbqO9agCSehtie6quqBSVV+XREocNXP4uWfpgXVf1+HnnlX2obQ1yjRqc+o7j/QsKd+4VXVBpaq+LomAjZp54uZbk6tL3Xyr5ix6Q9mHs09zIdioxpWbA2oeK2MNsk0K3sJR1asSVvV1SaTEUTOhrsGcR3q5rDHUbmPbnV5nVcfDQ35djWmeVVv1sKqvSxJX6wJCUKUrXXW7klSn11n01af6ae9B3pudW77r/3j2Rf7wq493l3zd2RcNc7ioEXW5WhcpcSAAMV7MoVN6u9vYdqfXWfR4eD9T2waZBrdp1WqdeMuaff+vxmoXKBsLpwAYSMwLg/Qzlj7IuPuuqe3aeto79NrHJvXg/AnN/uLnGbNHJt0WTiFgA2irV6CigKw72mf0GlcerPIVB7laF4C+9SqEC31hkLILvkJvnxiVddGNUDCGDaCtosaV8+qJNk447p2elo2N0dOtgCpP2cqCHjaAtvrpIQ7Tm81rxbTGFD6XWJGtIio9ZSsDetgAhjbMBUXy6sk3Tjh2TW3X+rSHDcSMojO8SB0KO2ISQ/FSDMcIxICiM/Sl7oUdoQn5IhuNVLgkCqyAnJESx4vUvbAjD8P0QEO+yAbX1kY7ZOnyQQ87QnlfPi6Pwo6yp9iMWr+vZ5hecsjTg0Jdmx3lIkuXDwJ2hGL8Ywg5rTuIfl9PVQNbyCcTWRV1MhnySeuoOwFLJ2brsiXzydKNGCnxCMWYsg45rTuIfl9PjGuF10VRaf1e+ymzcK/RCXh6z14dPOOAoVPZjSwdRouAHaEY/xiqFrCq9nrqbJiTyX6CbK/9lFkP0Dj5f3rPc7r6C49JUnTfMXXAtC4AGNAoL4ASwtQ4isXKx8U/AFROCAEuhGNAtXQL2KTEAUQphCllDI2gSFSJA5HKo+o45ErmVlWtvAc6IWBnlPfcZ6BfeUyVC336XfMJRRWmlAH9ICXeRqPwYvGCw7R245NaOjF737QHiepJhCGPqXKhT78LIQ0OlIWiszY+8dXNuvoLj+nkeeO6e9MO/c4pr05/4zrvxFdSPQmUhCIvVB1FZ31qzElcvOAwLTz6ST29Z68+9pXHddmS+QTrGiNYlI8iL9QZAbuN5oVJjjlpTDt379m3+g/qi3QsgDJRdJbBsBfD6FWw1vj95h3TQRS2UWDXXreq5Jiqq+uG9wZVQQ+7AL0K1hq/X//PT+nuTTs6Pq4ozcfbKLhj5aPu6Vh63+HivUFVELAL0OtiHa1j5mWn3puPN6/q+KqNB4deXV1nvDeoCqrE0VVeawuPcg3mkFXtxARAvqgSx8DyujJYHXo9u6a2a+rtS7XwwXWFp2M5UQCqh6IzlKIOq1RtWrVaxz+4Tg/On5BPTxda9FTkimUUdQHFoIcN5KSRRfDpaS26ZY3Wj43l0stu15suMoNBURdQDAJ2xLh27eg1Bz9JQ6WVG1mEXVPbtX5sLLfg2S5gFrnASB2GN4AQkBKPWKOC+7bJrWUfSl9CTaHumtqubUt+RQuv+yNtPe0denTFR0eSVs47/V/2VataX1+o72+VsXZCPRCwI7Z0YrYuWzK/9Glg/Qr1ilCbVq3WcY/eJ0l67WOTMmnoQFhE8AqtHiDU97fKYj15R39IiUesuYI7pvR4qCnUecsv0UNfvUvHPXqfHpw/oflXXj50EKzj+G6o72+V9VrrAdXAPOyKaFxh7LIl89tOw2oO6JKiCe4NRU1Tmrr3fu1adrFmXvdxzVn0hqG3x/QqAP1gHnYN9DrDbl6xTFJ01/Yuqqf6xM23JvOmb751JAGbq0v1hxMcoDMCdkX0WuCkXUCPKX1WVJqVdG65spyYEdRRV6TEAQQjSzCuy7K2qCdS4gBGKq9ebpYhBLIgqCumdQHoW5lTt0KbxobumCM+OgRsoMYGnSde9mItiAdzxEenZ8A2s3ea2e1mNmVmPzGzTWZ2tZm9pM1jF5rZF83sh2a228weMrN39XNAZvbrZuZmtq2f5wHo36A95ZB6ubumtmvdOe/Xvee8n9XVAhTrAk8hyjKG/QFJ35F0uaRtkl4vaaWkk83sRHd/XpLM7AxJfyPps5J+Q9IeSQskHZT1YMzsUEl/Kul7mV8BgIFVYTx406rVOvGWNZKU2wVWMLi8LtFbRz2rxM1s3N13tNx3rqSbJJ3i7nelve3Nkj7r7r878MGYXS9pjqQnJC1291dkfS5V4kA97ZrarkdXfFQmjWR1un73zRQzjNJQVeKtwTp1X3p7ZHq7VNK4pGsGOkJJZvYmSWdLeq2kFYNuB0C9zJxzhE789P8oZd91XHoW5Rl0WtdJ6e2j6e2bJe2UdJyZ/Z2k1yjpJX9S0pXu/ly3jZnZgZKul/TH7v64mQ14WABQnCoMKSAefQdsMztS0hWS1rp7Iwd9hKSDlYxff0TSBkmLJX1Q0qGSfq/HZi+V9HOSru7zWN4r6b2SdNRRR/XzVAAYGkvPokh9TesyszFJn5e0V9L5Lds5SNIV7n6Nu9/j7isk/YWki8zspV22+SpJfyDp/e7+TD/H4+7Xu/uEu0+Mj4/381QAqDXmR8cnc8A2s4Mk3SHpaEmnunvztKun0tsvtzztS5IOlHRsl02vlnSXpPVmdmhaKT4j2aUdamY/n/UYAYxOEdfyRnmYHx2fTAE7HWO+XdIJkk5394daHvJIettact4YjH6+y+YXSDpd0q6mn19XkmbfpT7T5ACy6xaUy1zNrApCP+EJdX40Pf/Osiycsp+kz0g6RdI73H19m4d9Lr09reX+UyU9I+nhLrt4l6STW37+XtIP0n+XU/4JVFRzIOkWlFnNbDihn/A05kfPOmRG2YfyM+j5d5al6GyNkmlbV0nabWYLm363zd23ufvDZnajpCvSAH+/kqKz90j6iLtPN55gZnsl3eTuF0hSuxMAM3u3pGfd/Z6BXhWAjpqnInWrcqagajhUkA+m3aWAkciycMoWJYuZtPNhd1+ZPm6GpD+UdJ6kwyRtkbTG3T/Wsj1XErDf3WWfN4qFU4BcsNgHEK5uC6dwPWwAQO527t6j2ya3aunE7ODS8CHpFrC5WlcNUMQBoGyMTQ9v0JXOEJHGH4okFuEHUArGpodHwK4B/lAAlI2rdg2PlHgNhDp9A4hJ6POqUX0E7IgxNg0UJ/R51ag+UuIRY2waKA7zqlE2etgRC3VpQaAoRaapGwvJMHc9bjFnJgnYgcryoWJsGnXXmqZmnBm9xDy9jICds0HP5mL+UJWp6LNnAkS55i2/RPeefZGen57uuTY6IMWdmWQMO2eDjjMzFWswRY/rN6/LzbrbxZs55wjZ2JgWXfdHWj82xjgzeop5ehkBO2eDBt6YP1RlKvpEhwBRvub3gAuWoMpYSxwAEL2qrFXOWuIAgEqrQ90PKXFkUpWzVwDVVIe6H3rYyKQOZ68A4lWHaa70sJFJHc5eAVRPlbKD9LCRSR3OXoHYFb0OQQyrhlUpO0jADlgMfwxVRvsjNkUHpxiCYcwLpbQiYAcshj+GKiu6/Vk1DcMqOjjFEAxnHTJDSydm67bJrdGffDOGHTDGjctVdPuzahqGVfSCS7Es8DTICoghjn0TsAMWyx9DVRXd/qyaBuRjkJPvEC9fzEpnAAC0KKuH3W2lM3rYAAC0CDHDSdEZAAARIGADABABAjYAABmVuT4DARtANFjMBnno53NV5voYFJ0BBQtxfmcsQpxqg/j187kqc30MAnYk+JKvDoLO4FhMaPT4bunvc1Vm9TgBOxJ8yVcHQWdwIU61iR3fLfF8rgjYkeBLvjpi+XJAPdTtuyXmjAIBOxJ8yQPIQ92+W2LOKFAl3gcqVAEgbu2uMBbLdzsBuw9c7hIA4tbIKDSnw2P5bicl3oe6jfUAQB3E8t1OD7sP7c7MihRL2gZh4vMDtFf2d3tWBOyINNI2l/zl/frTL3+LL170JfS0HycUQHcE7B5G/SUyzPYWLzhMc192sP7h8af0sa98O9gvXoSpXbFNSEZxQtHu74sTAVQFY9g9jHoKwDDbW7vxSW156mlJ0ptf9fJgv3gRptCn74xiHLHd31fM03iAZgTsHkZdjDDM9pZOzNbTe56T5DrvxFcGP94C9GMUJxTt/r5iKSgCejF3L/sYRmJiYsInJyfLPgygsmJeIapItBOGYWYb3H2i3e8Ywy4RY2uISehFa6GgnZAXUuIlYmwNMSG1nA3thLyQEi9Yc7pMEqkzAMA+3VLi9LAL1tqrpmcNAMiCgF0w0mUAgEFQdFawWJbAA+qAwk/EhB42gNpqDFE9vec5HTxjf+pJEDQCNoDaagxNPb1nLzM2EDwCNoDaagxR7dy9RwfPOIDakgqq0kI2jGEDqD1qS6qrSgvZ0MMGAFRWlWbmELABAJUV+lXq+kFKHACACBCwAQCIAAEbAIAIELABAIgAARuoOZbnBOJAwAZqrkrzVJENJ2lxYloXEKiiVmiq0jxVZNN6mV/EgYANBKqoL9UqzVNFNpykxYmADQSKL9V8VGlt6UFxkhYnxrCBQLG+dT5ax+wZz0Us6GEDqJXWzAXjuYgFARtArbSmgxl6QCwI2ABqjfFcxIIxbAAAItAzYJvZO83sdjObMrOfmNkmM7vazF7S5rELzeyLZvZDM9ttZg+Z2bt6bP8XzexjZvagmU2b2RNmdoeZvW6YFwaEjmInAP3I0sP+gKTnJF0u6TRJ10p6n6Qvm9m+55vZGZK+Jul7kn5D0jsk/YWkg3ps/99LOlnSTZLeJum3JY1L+r9m9sZ+XgwQE1YYqx5OwpCnLGPYb3P3HU3//6qZ7VQSYN8i6a60t32DpD93999teuzaDNv/X5LWuLs37jCzuyRtkfQ7ks7NsA0gOhQ7VQ8V58hTz4DdEqwb7ktvj0xvlyrpFV/T7wG4+w/a3PcjM/tW0/YRABacGC2KnaqnSidh/L2HZ9Cis5PS20fT2zdL2inpuHTceq+ZbTWzD5nZ/v1u3MxmSfqlpu0jAKRwge6qtNgNf+/h6Xtal5kdKekKSWvdfTK9+whJB0v6rKSPSNogabGkD0o6VNLv9bmbj0sySX/W7/EhP1XqPQDojr/38FjT0HHvB5uNSbpHSYA+wd23pfd/SdIvS/rP7v7fmx5/raQLJI27+48y7uMySR+VdIG7f6rHY98r6b2SdNRRR71xamoq82sBACA0ZrbB3Sfa/S5zStzMDpJ0h6SjJZ3aCNapp9LbL7c87UuSDpR0bMZ9LFMSrFf0CtaS5O7Xu/uEu0+Mj49n2QUKRtUsAIxGpoBtZgdKul3SCZJOd/eHWh7ySHrb2l239Pb5DPs4R9KfS7rG3a/KclwIH+NgADAaPcew07nWn5F0iqQz3H19m4d9TsnY9WmSHm66/1RJz7Tc124f/0HJtLBPuvsHMh05osA4GACMRpaiszVKpm1dJWm3mS1s+t02d9/m7g+b2Y2SrkgD/P1Kis7eI+kj7j7deIKZ7ZV0k7tfkP7/30n6S0kPSrqxZfvPuvs/Df7yUDamLgHAaGQJ2EvS2z9If5p9WNLK9N8XSvqupIslHaZk4ZPfd/ePtTxn//Sn4a2Sfk7S6yX9Y8tjpyTNzXCMAABUWs8xbHef6+7W4Wdl0+P2uPsKd5/t7jPc/RfbBGulz3t30/9Xdtn+3BG9zkqggAsxGvZzy+ceSHC1rgGV8SVCARdiNOznls89kOB62AMqY81gCrgQo2E/t3zugURfC6eEbGJiwicnJ3s/cERYZxcAMGrdFk6hhz0gqp8BAEViDBuICAVYqLO6f/4J2EBEKMBCndX9809KHIgIBVios7p//ulhAxGp0vWWEb+iU9R1//wTsAEAA6l7irpopMQBAAOpe4q6aARsAMBAmN5aLFLiyFXdp2EACEvM30kEbOSKMS5UScxf9kjE/J1EShy5YowLVZLlGgIsWxy2mL+TCNjIVQxjXHzBIqssX/ZlXBgI2cXwndQJARu1xxcsssryZV9GD46TznogYKP2Yk6RITxl9OA46awHAjZqL+YUGSBx0lkXBGwAiBwnnfXAtC4AI8GUJyBfBGwAIxHz/FaEocyTvhhOOEmJAxgJxlExrDKL52Io3CNgAxgJxlExrDJP+mI44SQlDgCpGNKiVVbm9a477TukzwQBGwBSjMOjVUifCVLiAJCKIS2KYoX0maCHDQCpMlOyoxZSKjdmzbUZZbcnARsAKiikVG4VhNCepMQBoIJCSuVWQQjtae5e2s5HaWJiwicnJ8s+DAAABmZmG9x9ot3vSIkDABABAjYAABEgYAMAEAECNgAAESBgAwAQAQI2AAARIGADABABAjYAABEgYAMAEAECNgAAESBgAwAQAQI2AAARIGADABABAjYAABEgYAMAEAECNgAAESBgAwAQAXP3so9hJMxsh6Spso+jAC+X9IOyDyJytOFwaL/h0H7DqXr7zXH38Xa/qEzArgszm3T3ibKPI2a04XBov+HQfsOpc/uREgcAIAIEbAAAIkDAjs/1ZR9ABdCGw6H9hkP7Dae27ccYNgAAEaCHDQBABAjYOTKzd5rZ7WY2ZWY/MbNNZna1mb2k5XEzzeyTZvYDM9ttZmvN7LiWx6w0M+/w80zG45lpZn9mZt8xs2fNbJuZ3TjClzxSobVf07ZONLPn0+ceMIrXmodQ2s/MDk/3O2lmPzKzHWb2FTP7d3m87lEJpf2atvFbZvZY+re7ycyWjfL15mGUbdj02NeY2W3pYxvb/J0Mx3KwmX3YzL6VPm+rmd1sZnNH9HJzR0o8R2a2XtJ3JH1e0jZJr5e0UtJjkk509+fNzCR9TdIrJf0XSbskXSbpWEnHu/u2dFuvkPSKll0cIumLkv7G3c/qcSwzJf2DJJf03yRtkXSEpDe5+8XDvtY8hNR+Tcd0oKT7lcwF/deSDnT3vUO8zNyE0n5mdqak1ZJukLRe0gxJvy1piaS3u/udo3i9oxZK+6XP/y1Jn5B0taS1kk6RdLmki9z92qFfbE5G2Ybp9iYk3SXpHkmfkvQjSa+WNObu/73HsXxW0q9I+pCkSUlHSfqwpOckvc7dp0fxmnPl7vzk9CNpvM195yoJmm9N//+O9P8nNz3mpZJ2SlrdY/vnpM89I8OxXKdkYZlfKLtdYmy/pudcLulhSVelzz2g7HYKvf0kHdraTpIOkLRJ0tfKbqcI2u8ASd+XdFPL/Z9SsoDIgWW3VRFtqCQj/IiSE5x+j+PnJe2V9NGW+09L931q2W2V5YeUeI7cfUebu+9Lb49Mb98uabu73930vB9J+j9KPsjdnCfpSUl/3+1BZnaIkj+ST7r7/8tw6EEIpf0azOwYSX+gpHf40yzPKVMo7efuP/SWLET6/weajiM4obSfpEWSxiXd0nL/pyW9TNKbezy/NCNuw7dIWiCpa0+6gwMk7S+p9fvvh+ltFLEwioOsmJPS20fT22OV9NhaPSLpKDMba7eRNMV2sqTPtH4ZtvFGJWeYT5rZX6XjN9Nm9jkze2X/L6FUZbRfw7WS/srdv9bH8YamzPZrfv4MJYHo0V6PDUwZ7Xdsetu6n0fS2wU9nh+aQduwcWJykJmtN7Ofmtn3zWy1mf18tx26+4+VnOBcYmYnm9mYmR0r6Y8lfVPSV4Z5QUUhYBfIzI6UdIWkte4+md49S8mYTaud6e3MDps7R8n7d1OGXR+R3v6JkvGat0t6r5LxpHtaC0BCVWL7yczOljShZIwtSmW2XxsrlYzp/tGAzy9cie03K71t3c/Olt8Hb8g2bHyP/W9JX5L0y0rqcd4j6bMZdn++pL9RMgb+YyUnCQdK+mV339PfKylHsBWuVZOeJX5eyTjK+c2/UjKG8qKn9NjkuZL+yd0fzLD7xonZv0h6l6eDN2a2WUkR0NlKeo/BKrP9zGyWpGskXe7u3892xGEp+fPXeiy/IWm5pI+4+9f7fX4ZSm6/xrairhAeQRs2vsducfc/TP99j5ntL2mVmS1w941dDuFKJd91H1CSlj9KSQHaF8zsJHff3dcLKgE97AKY2UGS7pB0tJLihm1Nv96p9mfIjbPKF515mtkJkuYre+/mqfR2bSNYS5K7/18lYzqvz7idUgTQflcqGWu81cwONbNDJR2U/u6laY1AsAJov+bnvk3SjZL+p7t/qN/nlyGA9uvUk57V8vtgjagNG99jX2553JfS2+O77P9YJSeJv+/u17j719z9FkmnKxkyfE/Gl1IqAnbO0mlAt0s6QdLp7v5Qy0Me0QtjVM0WSPqOt59qcJ6Ss9QsaaDGPqTOZ+jPZ9xO4QJpvwWSjlPyhbEr/bk0/d0PJH0m43YKF0j7NY7lFEm3KUlLXtjPc8sSSPs1/n5b99MYu+7WqyzdCNuw0/dYoyfe7XusMaf7vuY73f3bSgrPXtPlueEou0y9yj9KTohulfSMpFM6POZXlHwAT2q67xeUBIePt3n8jPR3n+/zWO6T9KDSuffpfYvSfV9QdluF3H5Kztzf0vJzY7rfUyT9UtltFXL7NX3WpiX9rQKehhRi+ykZZ90h6YaW+z+ZbmtG2W1VRBsqqYh/RtL/aHn+ZenzX9XlON6SPuY9Lff/Ynr/B8tuq0ztWfYBVPlHybiwK0mpLmz5eUX6mP0krZO0VdK7JJ2qZFGAnZJmt9nmr6bb/NUu+31c0lda7jtFyVn97UoWrDg33eejkn6+7LYKvf3aPGalwp+HHUT7KUn/7lSyWM9bWo+l7HYKvf3S+5Yp6UFembbhFen/Lyq7nYpsQyVjznslfVTSYiVp7p9IurHHZ3B/JdMIf6SkcPRkJZmORg/7qLLbKlN7ln0AVf5Jv6C8w8/KpsfNUrIIwk5JTyuZYvC6Dtv8vHqcVaf7vafN/UuU9LSfSbdxs6TDym6nWNqv5TErFX7ADqL9JL27y3F42e0Uevs13X+hpG9JelZJoPntstuo6DZUkv7+fSUBeY+SxaCuUEvWpl0bKumhX5O23U+UnCD8b0nzym6nrD8sTQoAQAQoOgMAIAIEbAAAIkDABgAgAgRsAAAiQMAGACACBGwAACJAwAYAIAIEbAAAIkDABgAgAv8f8viug+w+QCcAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "\n", "# first plot all bright galaxies\n", "plt.scatter(SDSS['ra'][brightgals],SDSS['dec'][brightgals],s=1)\n", "\n", "# now figure out 1 Mpc in angular size at the cluster redshift:\n", "\n", "\n", "# Remember at cosmological distance, Euclidian geometry does not work. If \n", "# we want to calculate sizes and luminosities, we have to account for the\n", "# curvature of space and other cosmological effects. To do this, we \n", "# define things called the luminosity distance and angular size distance\n", "# that depend on redshift and the cosmological parameters of the universe,\n", "# and then we can use these distances to calculate size or luminsoity AS IF \n", "# space was Euclidian. See my ASTR222 cosmology notes for details:\n", "# http://burro.case.edu/Academics/Astr222/Cosmo/Observing/observing.shtml\n", "# or my ASTR328 notes for even more details:\n", "# http://burro.case.edu/Academics/Astr328/Notes/Observables/Observables.html\n", "\n", "# first import the cosmology: we'll use the cosmological parameters determined\n", "# from the final analysis of the WMAP mission:\n", "from astropy.cosmology import WMAP9 as cosmo\n", "\n", "# then define the redshift and calculate the angular size distance to the cluster\n", "redshift = 0.05 # REMEMBER, YOU NEED TO SET THIS TO THE PROPER VALUE FOR EACH CLUSTER\n", "DA = cosmo.angular_diameter_distance(redshift) # this is the angular diameter distance in Mpc\n", "\n", "# and now we can work out the angular size that corresponds to a cluster radius of 1 Mpc\n", "# Here we are just ysing the small angle approximation: \n", "# angle[radians] = physical size / distance\n", "# (and remember physical size and distance must be in the same units!)\n", "# Then we convert from radians to arcseconds by multiplying by 206265\n", "One_Mpc_In_Arcsec = (1.0/DA.value) * 206265\n", "print('At z={:.2f}, 1 Mpc projects to {:.1f} arcsec'.format(redshift,One_Mpc_In_Arcsec))\n", "\n", "# now plot all bright galaxies projected within 1 Mpc\n", "inside1Mpc = SDSS['angdist_arcsec']" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(SDSS['r'],SDSS['modelMagErr_r'],s=1)\n", "plt.xlim([14,24])\n", "plt.ylim([0,0.3])\n", "plt.hlines(0.1, 14, 24, color=\"red\")\n", "plt.vlines(21,0,0.3, color=\"green\")\n", "plt.xlabel(\"R Magnitude\")\n", "plt.ylabel('Error in R Magnitude')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sky Map of Resolved Sources" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "bright = (SDSS['r']<20)\n", "Resolved = (SDSS['type'] == 3)\n", "want = np.logical_and(bright,Resolved)\n", "plt.scatter(SDSS['ra'][want], SDSS['dec'][want], s=1)\n", "plt.gca().set_aspect('equal')\n", "plt.gca().invert_xaxis()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sky Map of Unresolved Sources" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "bright = (SDSS['r']<20)\n", "Unresolved = (SDSS['type'] == 6)\n", "want = np.logical_and(bright,Unresolved)\n", "plt.scatter(SDSS['ra'][want], SDSS['dec'][want], s=1)\n", "plt.gca().set_aspect('equal')\n", "plt.gca().invert_xaxis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot of Redshift versus R-Band Magnitude" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(14.0, 24.0)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "has_redshift = (SDSS['redshift'] != -999)\n", "within30arcmin = (SDSS['angdist_arcsec'] < 30*60)\n", "want = np.logical_and(has_redshift,within30arcmin)\n", "plt.scatter(SDSS['r'][want], SDSS['redshift'][want], s=1)\n", "plt.xlim([14,24])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The mean cluster redshift is calculated to be roughly z = 0.0629494802255639\n" ] }, { "data": { "image/png": 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64PcAAQ8Cl0XEL3LEHgRcBXwQOBx4AvhMRPywQt2j0rrvAiYCzwN3RMTCPO0cDvpzz0meusueeJ4bl6/j0tOO2zNn0Nt7be/eyaWnHbenTlvHNub/QwttHV1AclHPksGff/eJXPdzlCazmVNfqPho+N6U9yhg36T0iTnH7ekBTZt0CLf+eOOeuZCWjVt4pG0zP3ymg0faNu+z1Lf0vCW9pzUVe1FmNvSqrs6SNB54CJgBXAicDxwHrJA0Icc+vgVcDFwBnA1sAn4g6aSy/UwBfgK8GfhT4PeBK4ERtUSnP/ec5FlJBcHCs2Zw4clT+lxBlkxGr2d8w9g9da6+dw1tHV1MmzSB05uOZGlLO5ef3cSpx0/qcT9HX199O695co+hrL5iymX12jq2sb17J78z/fWsWNvBp+96khVrO7j63jVpzQCSoa8TjjoMgBOOOoyFZ83YJ+GVnrdpkw7h5ove4aEsszrJ0xO5GJgKHB8R6wEkrQbWAQuA63oLlHQicB7w4Yi4OS1bCbQCi4C5JdW/CfwSODUidqRlK/t1NDVWqSfRn3tOeps8L3+fPEuPK+239FP6g2te2DPU9ZUPnLRnnuP6B9aSdC6j1+Gy3ibz8z47q3xIbNa0I5h/ylRe7d7FGw47aE8v4sKTj91nBdgRaQIrP/6+zrGfPmBWW3mSyFxgVZZAACJig6RHgHPoI4mksTuAO0tid0q6A/ispAMj4jVJ04AzgAtKEsiwV+ki2p/v2iifPC/V2/v05yKZfUoHmNic1M16JHuX0ib/WfsaLuvtop3NeWzv3rnn5sLS9gH7LAZIXpM5jIZxY1ixtoOFZ83Y04uotLS4t+POOy9kZkMrTxI5AbinQnkrMC9H7IaI2F4htgGYnv4+Ky1/RdIDwCnAduD7wCcjYnOOdtbcQO90LxJftFdQaelvkgR2AuLCk6fsSQKl95dUS1rZ862y+zkq3e1e2qbSXlD5HEuR4y43mp4+YDYS5EkijcCWCuWdJJPfRWOz7QBvTF+/DdwGXEOSYK4BmiS9IyJ2l7+JpPnAfICjjz66SlMG30C/4a+3ey/y3ExYfpEsHxorfZ8t27v3LIMtnShf2tK+Z9VUpvxi3dfFO1viWzrpXal95ZPxWS+o0hxLb8eeNzn4WxfNaivvEt+oUKYcccoZm03wPxwRH0t/f0jSVuAOkqGu+3o0KmIJsASgubm50n5GnLw9inLlQ2Ol7/Mf6zr40frN7Nj1FLd/ZGavNyNCz4t1pbvcK92Lkl30+xqSqnaMfR17+ft67sNseMiTRLawt8dQaiKVexmlOoFKXYSJJdsBsuGqB8rq3Z++vo0KSWQ0Kr0w9+dC2dfFf/O2bn60fjNNbzis1/pQ+cJc3nMov9D31qsoV34PSKV9b+/eyfz/O5Xt3bsqzrH01WMabE5SZvnkSSKtJHMb5ZKlP9Vj3ytpfNm8SBPQDawvqQeVey0APYayRqtK39EB1S+UWVw2p1G64uuS353GEYc09BhWKrIKqzz59GeFVl/Pw8om+bPlx6ufe2nP/EmeHtNg8wS9WT55ksgy4G8kTY2IZ2HPPR2zgM/miP0CyQT8rWnsOOBc4P6IeC2ttwr4FXAm8PWS+DPT15/maOeoM5CJ9/I7zPNcCPtahZW9liefvG2s9jysbE7nE3OOA9hzH0tv7z/Ucx+eoDfLRxF9TyWkNxQ+CbwCXE7SW7gKOBR4a0RsS+sdA7QBiyJiUUl8NqfxaWAD8FGSmw5PjojHS+pdCNwCLAbuJplY/yLJHe5zokpDm5ubo6WlJedhj159PetqOCr/RsPSJ/kO97abjQaSHouI5sLx1ZJIupOj2fexJ8tJHnuysaTOFJIk8YWIuLKk/GCSZHAeyWNPniR57MnDFfZzPvAZkjviO4G7gIVZouqLk8jIlA3ZXXradH8JlVkd1CSJjAROIiOTJ7DN6mugScRP8bW68n0dZiObvx7XzMwKcxKxIVP0e+LNbORwErEh05/H4ptl/OFjZPGciA0Z32thRfhGz5HFScSGjCfNrQh/+BhZPJxldeEhC+tN9uHDS75HBicRqwvPl5iNDh7OsrrwkIXZ6DBqksizHV2cu/jRejfD+umhp/+n3k0wswHwcJaZmRXmZ2eZme3HBvrsLPdEzMysMCcRMzMrzEnEzMwKcxIxM7PCnETMzKwwJxEzMyvMScTMzApzEjEzs8KcRMzMrDAnETMzK8xJxMzMCsuVRCRNlnSXpK2SXpZ0t6Sjc8YeJOlaSZskvSLpUUmnVIn5Q0kh6bk8+zAzs/qomkQkjQceAmYAFwLnA8cBKyRNyLGPbwEXA1cAZwObgB9IOqmX/R0OXA/8Ksd7m5lZHeX5PpGLganA8RGxHkDSamAdsAC4rrdASScC5wEfjoib07KVQCuwCJhbIeyvgSdJks3puY/EzMxqLs9w1lxgVZZAACJiA/AIcE6O2B3AnSWxO4E7gDMkHVhaWdIs4IPAx3K13szM6ipPEjkBeKpCeSvQlCN2Q0RsrxDbAEzPCiQdACwBri1NWGZmNnzlSSKNwJYK5Z3AxAHEZtsznwEOBK7J0SYAJM2X1CKppaOjI2+YmZkNkrxLfCt9/aFyxClPrKTpwOeAj0fEqznbREQsiYjmiGieNGlS3jAzMxskeZLIFvbtMWQmUrmXUaqzj9hsO8BXSVaArZJ0eLpCqwFQ+u+Dc7TTzMxqLM/qrFaSuY1yTcCaHLHvlTS+bF6kCegG1pf8+xgqJ6UtwI3AZTnaamZmNZSnJ7IMmClpalYgaQowK91WLfYAYF5J7DjgXOD+iHgtLf4D4NSynx8AL6a/fz1HO83MrMby9ERuAj4O3CPpcpI5jquAdmBxVknSMUAbsCgiFgFExBOS7gRuSFdfbQA+ChwL/FEWGxGryncq6UPAaxHxcKEjsxGrs6ubpS3tzGueTOOEhno3x8z6ULUnEhFdwBzgGeA24B9JksGciNhWUlXA2ArveRFwM3A18K/AZODMiHh8wK3fz3V2dbN4ZRudXd31bsqgWtrSzjX3Pc3SlvZ6N8XMqsjTEyEifgG8r0qdjVRYsRURrwB/lv7kFhEf6k/9/VF2sQVYMHtanVszeOY1T97n1cyGr1xJxIan0XqxbZzQMKqSotlo5iQygvlia2b15u8TMTOzwpxEbEQbrYsLzEYKJxEb0bySy6y+PCdiI9poXVxgNlI4idiI5sUFZvXl4SwzMyvMScTMzApzEjEzs8KcRMzMrDAnETMzK8xJxMzMCnMSMTOzwpxEzMysMCcRMzMrzEnEzMwKcxIxM7PCnETMzKwwJxEzMyvMScTMzApzEjEzs8KcRMzMrLBcSUTSZEl3Sdoq6WVJd0s6OmfsQZKulbRJ0iuSHpV0SlmdN0u6UdJqSdvSussknVjkoMzMrDaqJhFJ44GHgBnAhcD5wHHACkkTcuzjW8DFwBXA2cAm4AeSTiqp8/vAqcCtwHuAPwEmAf8p6e15D8bMzGorz9fjXgxMBY6PiPUAklYD64AFwHW9BaY9ifOAD0fEzWnZSqAVWATMTaveAfxtRERJ7EPARuBS4IJ+HZWZmdVEnuGsucCqLIEARMQG4BHgnByxO4A7S2J3kiSNMyQdmJa9WJpA0rKtwDPAUTnaaGZmdZAniZwAPFWhvBVoyhG7ISK2V4htAKb3FiipEfhN4Gc52mhmZnWQJ4k0AlsqlHcCEwcQm23vzdcAATdU2YeZmdVJ3iW+UaFMOeJUJFbSQpK5lI+XDqNVqDdfUouklo6OjhzNMTOzwZQniWyhco9hIpV7GaU6+4jNtu9D0iXAl4DLI+Lbfb15RCyJiOaIaJ40aVKVppiZ2WDLk0RaSeY2yjUBa3LEHpsuEy6P7Qb26WVIOh/4O+ArEfHFHG0zM7M6ypNElgEzJU3NCiRNAWal26rFHgDMK4kdB5wL3B8Rr5WUvxe4Gfj7iPhU3gMwM7P6yZNEbiK5X+MeSedImgvcA7QDi7NKko6RtFPSFVlZRDxBsrz3BkkfkXQayfLeY4HPl8SeAnwHWA3cImlmyc/bBnqQNnx0dnWzeGUbnV3d9W6KmQ2CqjcbRkSXpDnA9cBtJJPiy4HLImJbSVUBY+mZmC4CvghcDRwOPAmcGRGPl9SZAxwIvI3k/pNSPwem5DscG+6WtrRzzX1PA7Bg9rQ6t8bMBkpl9/iNWM3NzdHS0lLvZlgVnV3dLG1pZ17zZBonNNS7OWb7PUmPRURz0fg8jz0xGzSNExrcAzEbRfwoeDMzK8xJxMzMCnMSMTOzwpxEzMysMCcRMzMrzEnEzMwKcxIxM7PCnETMzKwwJxEzMyvMScTMzApzEjEzs8KcRMzMrDAnETMzK8xJxMzMCnMSMTOzwpxEzMysMCcRMzMrzEnEzMwKcxIxM7PCnETMzKwwJxEzMyvMScTMzApzEjEzs8JyJRFJkyXdJWmrpJcl3S3p6JyxB0m6VtImSa9IelTSKRXqjZG0UNJGSa9KelLS+/p7QGZmVjtVk4ik8cBDwAzgQuB84DhghaQJOfbxLeBi4ArgbGAT8ANJJ5XVuwq4Evg6cBawClgq6V15DsTMzGpvXI46FwNTgeMjYj2ApNXAOmABcF1vgZJOBM4DPhwRN6dlK4FWYBEwNy37NeBTwJcj4m/S8BWSpgNfBv6t/4dmZmZDLc9w1lxgVZZAACJiA/AIcE6O2B3AnSWxO4E7gDMkHZgWnwE0ALeXxd8OvEXSsTnaaTYgnV3dLF7ZRmdX94Dq7G+yc9LWsY3rH3iG6x9Y6/OzH8mTRE4AnqpQ3go05YjdEBHbK8Q2ANNL6r0GrK9Qjxz76beiF4P+xpXX7yu+s6t7n/8J+7OvvHWLvmfphaI8vtJ7DtXFtlKbettHf+oCLG1p55r7nmZpS3uvx1GpTn/bf/0Da7n+gWfq8rdXvu8idcpl5+Tqe9dw4/J13Lh8PUtb2vv1tz9QTu71o4jou4LUDVwXEZ8tK78a+GxE9DokJul+4HURMbOs/HTgAeCUiPgPSUuAuRHx62X1ppMMm10QEbdVeP/5wPz0n79J5WRX0dhDGo8ce0jjm3Zt63xu17bOF4Yqrrx+X/HZNoBd2zqfS8ty7avsfXcxZuxLY8cfdsSu7Vs3s3vXztztHzN2XBY3dvxhR2R1s7bs7n5l65iGgw8rja/0nlnZ7u5Xtu586VcbS9swEKX7QmPGjJ1w+Bt3db30/K7/fXFTpbqMGfsmjWvYGjte6xo74fA39nkuS449a2+PY6tQp0j7IflvPKh/e2VtK6+vA8dPPWDiGyeW7ru3v8996hz6+jf0dZ6z/e5+ddtLYw5+XSPArq4tHaV/P9X+9vslz3+n6l4PvFi4DaPL8RFxaNHgPHMiAJUyjXLEKWds3nr7NipiCbAEQFJLRDTnaNOoJ6kldu30ucB/F6Uktby2aZ3PBf67KCWpZSDxeYaztgCNFconptv60tlHbLY9e50oqTxplNczM7NhJE8SaSWZsyjXBKzJEXtsuky4PLabvXMgrcCBwLQK9cixHzMzq4M8SWQZMFPS1KxA0hRgVrqtWuwBwLyS2HHAucD9EfFaWvzvJEnlj8riPwg8la4Gq2ZJjjr7C5+LvXwu9vK52MvnYq8BnYs8E+sTgCeBV4DLSeYurgIOBd4aEdvSescAbcCiiFhUEn8HyRLeTwMbgI+S3HR4ckQ8XlLvy8BlwP8DHidJNAuAcyLi+wM5SDMzGxpVJ9YjokvSHOB64DaSye7lwGVZAkkJGEvP3s1FwBeBq4HDSRLSmaUJJPU5YBtwKfDrwFrgA04gZmbDV9WeiJmZWW9GxFN8Jb1J0tfShzdulxTpvExfMYvTeuV3wY9o/TkXkmZK+ndJL0nqkvTfkv6gxk0eMnnPhaQT0oeGPp+eh1ZJf57Oz40Kkt4v6Z8l/Tx90OlaSddIOrSs3kRJfy/pxfRcPCjpLfVq91DIcy4knSbpdkltaZ02Sd9IH8E0auT9uyiL6de1c0QkEZI72z9AsqT4P6pVlnQyyST9y0PcrnrIdS4kvRv4IfArkueXnQPcBBxUgzbWStVzIemNwMMkz3+7DHgP8D3gWpJh1tHiU8AukjnFM4FvkMw/PiBpDEC6hH5Zuv0TwPtIFr6skPSmejR6iFQ9F8AlwBEkw+xnAteQPuJJ0iE1b/HQyXMu9ih07YyIYf8DjCn5/SMkk/tTeql7AMmd6wuBjcDt9W5/rc8FyaKH/wFuqHd7h8G5mJ+Wv7ms/A5gU72PYRDPxaQKZRekxz4n/fc56b9PLalzGMl9WF+t9zHU+FxUqnNKWufD9T6GWp6LkvJC184R0ROJiN39qP5pkgn+rwxRc+oq57mYB0xilJ6DTM5z0ZC+ln+yeomR0xOvKiI6KhT/NH09Kn2dCzwfEStK4rYC36f6w1RHjDznIuf5GvH6eZyFrp2j5n8iAEnTSJYh/0lE7M9PYvsdkk+Xb0nnQXZKapf0eUlj6924GltK8oykr0s6VtLrJL2X5HtxRnWSBWanrz9LX/t6mOrRo2wYp1z5uShaZzTocZwDuXaOmonF1DeBu0s/ae2n3giMB/6J5J6ex4DTgb8kWWb9ybq1rMYi4gVJ7wTuAZ7NioErI+Kv69eyoSXpKJLv7HkwIrJnIzWSDFOUyx4rNJFkmf2o0su5KK9zKHADyYX1ezVrXI31cS4KXztHTRKR9EHgt0i+gXF/N4ZkAv1zEZF9adjDko4APibpynQYY9STNAm4G+gC3g9sBuYAl0t6LSL+qp7tGwppj+IeYCfJfVp7NlH8YaojUh/norTOOOA7JMM7syL5zqNRp7dzMdBr56hIIunJuQ74K+BVSYenm8YAB6T/7oqIHfVpYc1tTl8fKCu/n2RVygnAj2vaovr5C2AKcExEZA8MfTgd1rtK0rciYtQ8ElzSQSQrsKYCsyPiuZLN1R6IWu2BqiNKlXOR1RkD3ErSU393RKyubStro7dzMRjXztEyJ/J6konkL5H8j5D9TGbvEtB31611tZd9mVf5p87sE2d/FiqMdG8B1pckkMxPSFajTO8ZMjJJOgD4Z+AdwLsi4r/LqvT1MNVfxL5PoBjRcpyLzDdJHrH0BxGxvFbtq6Uq52LA185R0RMhuRfi1ArldwD/TXI/QO4vrBoFvkcyF3Im+x73GcCr7F/n4lfAyZImliWS305ff1mHNg269BP1PwKnkXyiXlWh2jLgIkmzI2JlGvc6kntn/qlmjR1iOc8Fkr5CsjT8woj4Xu1aWDs5zsWAr50jJolIen/669vT17MkdQAd6f8QD1eIeRV4ISJ6bBvJqp2LiHhK0i3AovSP6HGS7vpHgKtG2SfOan8X3yS5eep+SdeSDPX9LslNWP8SEcW+53b4+VuSpd1fBLoklX6b6HPp8MUy4FHgdkmfJvmUuZCkhzqaFhlUPReSPgP8GfBtYF1ZnY6IaKtdc4dUnr+Lh8uD+nXtrPfNMP24aSZ6+Xm4j5iNjLKbDfOeC5L7I64G2kkes/8McGm9216nczET+DdgE8kEeyvJcsaD693+QTwPG/s4F1eW1GskuXB2AttJHqZ6Yr3bX+tzkV44e6tzS72PodZ/F73E5bp2+gGMZmZW2GiZWDczszpwEjEzs8KcRMzMrDAnETMzK8xJxMzMCnMSMTOzwpxEzMysMCcRMzMr7P8DNVxmVla4b7AAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(SDSS['r'][want], SDSS['redshift'][want], s=1)\n", "plt.ylim([0, 0.12])\n", "plt.xlim([14,24])\n", "plt.hlines(0.05, 14, 24)\n", "plt.hlines(0.08, 14, 24)\n", "hascorrectredshift = np.logical_and((SDSS['redshift'] > 0.05),(SDSS['redshift'] < 0.08))\n", "#2063 hascorrectredshift = np.logical_and((SDSS['redshift'] > 0.025),(SDSS['redshift'] < 0.045))\n", "#2065 hascorrectredshift = np.logical_and((SDSS['redshift'] > 0.06),(SDSS['redshift'] < 0.085))\n", "want = np.logical_and(want, hascorrectredshift)\n", "\n", "meanclusterredshift = np.mean(SDSS['redshift'][want])\n", "print(\"The mean cluster redshift is calculated to be roughly z =\", meanclusterredshift)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CMD for Resolved Sources within 1 MPC" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Resolved = (SDSS['type'] == 3)\n", "inside_1Mpc = SDSS['angdist_arcsec']" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Resolved = (SDSS['type'] == 3)\n", "inside_1Mpc = SDSS['angdist_arcsec'] 0.060))\n", "has_desiredredshift = np.logical_and((SDSS['redshift'] > 0.05),(SDSS['redshift'] < 0.08))\n", "# 2063 has_desiredredshift = np.logical_and((SDSS['redshift'] < 0.045), (SDSS['redshift'] > 0.025))\n", "spectrowant = np.logical_and(want, has_desiredredshift)\n", "\n", "plt.figure(figsize=(8,8))\n", "plt.scatter(SDSS['r'][want], SDSS['g'][want] - SDSS['r'][want], s=1)\n", "plt.scatter(SDSS['r'][spectrowant], SDSS['g'][spectrowant] - SDSS['r'][spectrowant], s=5, color=\"red\", label=\"Confirmed Cluster Members\")\n", "plt.xlim([14,24])\n", "plt.ylim([-1, 2])\n", "plt.vlines(21, -1, 2, color=\"red\")\n", "plt.xlabel(\"R Magnitude\")\n", "plt.ylabel(\"G-R Color\")\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "SDSS['g-r'] = SDSS['g'] - SDSS['r']\n", "SDSS[spectrowant].show_in_browser(jsviewer=True)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "has_redshift = (SDSS['redshift'] != -999)\n", "SDSS[has_redshift].show_in_browser(jsviewer=True)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "69" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(SDSS['r'][spectrowant])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }