{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# OT for image color adaptation\n", "\n", "\n", "This example presents a way of transferring colors between two image\n", "with Optimal Transport as introduced in [6]\n", "\n", "[6] Ferradans, S., Papadakis, N., Peyre, G., & Aujol, J. F. (2014).\n", "Regularized discrete optimal transport.\n", "SIAM Journal on Imaging Sciences, 7(3), 1853-1882.\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Authors: Remi Flamary \n", "# Stanislas Chambon \n", "#\n", "# License: MIT License\n", "\n", "import numpy as np\n", "from scipy import ndimage\n", "import matplotlib.pylab as pl\n", "import ot\n", "\n", "\n", "r = np.random.RandomState(42)\n", "\n", "\n", "def im2mat(I):\n", " \"\"\"Converts and image to matrix (one pixel per line)\"\"\"\n", " return I.reshape((I.shape[0] * I.shape[1], I.shape[2]))\n", "\n", "\n", "def mat2im(X, shape):\n", " \"\"\"Converts back a matrix to an image\"\"\"\n", " return X.reshape(shape)\n", "\n", "\n", "def minmax(I):\n", " return np.clip(I, 0, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate data\n", "-------------\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/rflamary/.local/lib/python3.6/site-packages/ipykernel_launcher.py:2: DeprecationWarning: `imread` is deprecated!\n", "`imread` is deprecated in SciPy 1.0.0.\n", "Use ``matplotlib.pyplot.imread`` instead.\n", " \n", "/home/rflamary/.local/lib/python3.6/site-packages/ipykernel_launcher.py:3: DeprecationWarning: `imread` is deprecated!\n", "`imread` is deprecated in SciPy 1.0.0.\n", "Use ``matplotlib.pyplot.imread`` instead.\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ] } ], "source": [ "# Loading images\n", "I1 = ndimage.imread('../data/ocean_day.jpg').astype(np.float64) / 256\n", "I2 = ndimage.imread('../data/ocean_sunset.jpg').astype(np.float64) / 256\n", "\n", "X1 = im2mat(I1)\n", "X2 = im2mat(I2)\n", "\n", "# training samples\n", "nb = 1000\n", "idx1 = r.randint(X1.shape[0], size=(nb,))\n", "idx2 = r.randint(X2.shape[0], size=(nb,))\n", "\n", "Xs = X1[idx1, :]\n", "Xt = X2[idx2, :]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot original image\n", "-------------------\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Image 2')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GJSvjOsC46TOTmk5XNvntOE8HF87bd2mCaF7WLSIXWapJQuTlPGYKIolKXsoCJbb1b9JdS3j1N/+tN9ov9LILZys8teQWZ4pGz05Ep5d5ZDOShBQOupIpdIEzQs8zZxdEnNjOi/fKNzyYY0ign2djcWfVgq8HVoIziQGtFL7PGmdXIpXsI0+YXSEXDNvuL4VIqs5kbdw0WBO6BORC8RzXJoLIinE3pNpZuBO46YGoEotDUZRklmQSKGZ0dzQ62m1IkgUMcMlN7VaZ9EQtla4VCMxGSfFQCuaOZ6OV4XxKSXoGN5LciOOidE2aGM0CjSMLQa2FKTrFhAUnrXJkyKIlGy0KB5s4Z6PiZLGR5aQSOhOhnCzpCBMHDlSKNyoTwTK4Jl/JjXBffNydZcteSjbChKINicIMVOn0VJopZCElcTFOaRBOEcVlcDDHqeGlcJSJ+ywgjWdrcF+VEBnkfw/CjBjMEfNyzyJKFENTmFrSLXCPj75Bv018KhwNPBg7/9D/EwgVNOWyDUanaWYOCeBmzMtmOTNHjXtEAIIIuCYorxkzfW37w3fK5rRcEkHGvhiG8cNWSDZ1EIDbUIGoyCaxfP17drjkpncZP+ujLNWHnUbzYb+ZieuIimCToXoQJkg8rLcTQ22jiuQwsrtDEnk4HzCMtjz63sfHE5vjks0gZyhqhkh77b0ubMf6+vrZ1hSZFFV8c3IfhuoIEIhRnumml2s7HHfd1pyIwCTKq+pMsTvTocjZz1FmDkcHBEZLp9qDo8ktANk97O6gieGkWrz5nlSRQc7eu2JVUJ0InbG453vkntag1YmzgnrD12AmiFAkDQZzQEmjpHAqcEzlld/jKbyfnS+40lg5yZAeP8+klnFDfD0mbsK5tWTxhlBxGcqlanDCWWWUm8T7kFDXYPbgLENgK5GEBFOtLNkoWRCMkOQmhGEjB2Gt4bhCFUX3gCxgsiFTFhshkahQMsjuzKVgXpBUZlNcA6OPkpoVaklqCitjfy1lKPGicJwETeXcnWCo56YinHtnKhX10cNSSmGNIBAsCl2VRUfwcm+Vydv4BQpFNJh9pWsgaUxmTFJo3iGTKg3LAOkQI2vs3kEMR6k6gtkbc0IrMEFREOHgzr0khwjMnLtMcKfGUAc6Tm7c2VGMlwjuzpwrqxZCndtwTj4c1VkT6QuqhnmCBTVAlwWy0s1RN0Q+hxkNqhdlnjCM4O5PJblkLI8+QCTkbhBFhvxzM6KxpYOqgkcMg/nIiDVNJB8M6p7JJGChrAaFpDMau2oMXbompDhx+eIYNep9hFiOCMoBxC6rTeES8ecoRo8II3NE5LmvjJFhMZrD5NHnFdAcPREBUMb2MFBPQoekE4LdlgpC2uYkIzen9shpbg40Ih6cbD4cx+4xxIb5UtXXnReQCKJsMdqWoZFEjnPQt3WMhkAhQ8bndMhyx/VKFMUyN+cjSCZexnd0BEtokkwoKbmtBXL7hbDt39jOswuUVDL3Y0uCcfJSR/Y0nJzC9lnVj/C832FINsQD1+TlatzYMLAHVV5tQcy6OnVuRFVmB4vgpgjnWIc81YMGNJ2Y0rhrjTkLvZ+xhHdFKAk3VJ7aGZUDJjrIej/TonBGMBXMkiKBeyEEjjIxxZmVQplncKenoHXG1kZIH1mCC807qUZTvQQtYiOD1arDyRTFU5l05ShKS5imykHBo9PTRpNiHfdAz070pFZD3TEZTZLVCunwfiRfrM5NhWcxs2iSHmSZaRHMNnNrneZGi+RVDmHD08ORd9qKpnGXIzN2qxQJWjqWxrMwztJJKagGIQo+ssFAOJoMol+DCkzSSUl2a1YZwWhkUIoSGEXP9CwcEkLr5f6vJqQKs1RWnKWNEkANOJB0+pbBG2uM38u7iPF7ZzNPcsWs8CoU7SvqQjKUbU8UXjGyqPtTsIoQoaiOrLINAuxjva8/FY4mN41/8bzUWh8ymq0Mw4fm5WzNZLBlASjJXhbaHA9DOz8+/0C86bZf3QpKr63FhMKWLW372rOO0dQ2SNQB21Icu6wJNmexlbRGExbk5nj2774c46j5wZYBmUCmIprkFmHrdvwptmUirxtEMdmcy6PXL13YmwOQoRLSfHBospUE08rmmPaS3KWodiktjuu0OQ3dy05byepxppQ5nNPjc5o5Op8BVYZjTmOf8VlShjNG8AQyKZsMdP98PiqLjfOxncM9i92c7H4tlBGI7O5aRNDNkXkmoo6Ijasho3T2+qrfDP4eztyFckOlyR0lhGc60sTWlW6FpRzB+4hELRBXnvczb2nnLmw44CZ0WTjnTM0g64L0imsi5IjOOeEJnROT3xBU1AwkuQ/HsnKIkVUUDbwJXk4UGdGzexuRsQjaA1G4UWNdnXM4LgWTTvdCk2E4D9o5lo77TJUkEGYVjjr+b1upqpBMZSYzCJISfTT8mOFSxqWeK6U3qs3MnHCFo06s8ZRb7nl2fI+TPWVaV1oYL+vMXULPA1Pt4AXX4NQF18KTKTg24675KHdJYNMRW06oBA3nRg2ncZBKzyFkaJL41mjZRVGbWWNMXShWOZkNtR8xFHibETcplF6QqYBO22SCYLLCOyJEF97VSojgaayS3Fgj0nhagjUc7c4rH9WBWZVS4P3WOdrEuS28Fzc8ozBPycoEZrzMwFvgOegDElwLp+wce+NZBGfpH+t9/alwNCKCmeESJEJBhjGQjWPZ37MZgticT9+sjAK2mcp9f5kjgjXNoaHXMgzWw5dulWle+8xumFyhbmMrLp4lk9z6C7h8227kRhAg8hDxl21JqXIp6wVjH3vwHAKS+mhno0wk6B5oj+a8zWFpcjHkFyULwxg/5k/YnO2ebUVsKdlWfxTVzSnYaAiEUZfXh7LfcGqj1wEeOsd3pzuOe9SKQ+U1h3RZRT6c24fzrJd/x/vjkp6KDL5nyPgfrud+zR/OkeAi2LbfnonIA9cSW9ihjLEcFqAyDLaIINSxOBMkRrSY+eYdzW80wSOZvXNrypTCexl8KRU1KNm5xXBz1DuiyVSUSkEM3nZFc0WtcPbOiZUzxmlNVl0QSUoaU4JvyqImSmiwcoLoFJ6gBqKDryCEszcmO7BH511HR71tuewaIxfvfSG2cSglVlaZqLuAQIQVI73ytiY3arSELuNevw+hSqAMLk0kmCyIFA61snhDZSKLo62wrivrrOCB1Yqb8ESUL9aFv91vaesTvjA1vr9O3MSKanDIwvsoJ245HIPnLTjUzp0nZw5kcb5sK09j5RtSeCc6RaCqoThuQkXwHFwsLowiXMElqJviy2T8LrUMJDoHq1gIczTWGGN8UlaYbZS8TYkMznHkpQhdOulKjQCBJZ3DkoStkM7LENomKXdzigpLFwxY3fiN7NQ+c1MaLsKSzr2vnNtoxlSCmsP5n88rTQJJ5SZXohrn9XOY0agqPUa9V0fh/2I0RUYJDIaCBMDywQDBN/Mm+zbZOl/3jOgxT/LY+D1+jYuTkFHDj9ejdflQtN5ky3w2rmf/ir0cJwx7tvMBFmMkhsRueEHEXzO0O/b11ZTXhAzjXDxkGo/Xv5ejJnQQ8JtD6TaMcuiHzsGHzuP4+aGO+SHX9TrXtBP7Gw+z//zYKeRHkIofns+5f2deSn6/9/v90X933srdt+MEfDgYYWQ/IygZ86V2Jz0ksf6h/b95R/MWwSKMLvoxNYVbVdwEtFDnEbS8rYH0UWN+SucwdaYUPpCVZ9ZZo9Gl86IfOUtSw4dxFGW2hofxSsd5C1V6nEgzIhJspYsRWQZ/pQlUXASRCcQpDPXVEsndukIoTyVGadp9zDhDKTkaLh2YRMhItCr3OuagVTNaNF6iPLdhmCPhPQ9Sje9PZSpQolGsEiRHMXJO0maW7IgFxRS00qvy6814X5WnKnytG18V5wtW+S5LVjVuYzRfvsB4qwTBRJGgR3CfYzbce1S6OF+QIFWHKKEUuleOVNSE1hb6NEbPqMMaRpjRNjl4YatQkOjaKCbbBAYgHStGpCGqLOtKyMQ9SmkrRz9tXPNEk+DQ1yHkWRYsygjMDbJOoyTXHAlhacFaOrdd0HTWuxU0MavgC5PMFOuYVSIbh/O4VtNWWv96BseunD/mecufCkfjmZgObfeulrkYKpMLbyM7Wavjr72EtBvTlME32Ba5KormmO8jsSuhdie11fk3OzjmOD0Y9AxQfOMAtlR369jeeYHMZEK4cMgyomqRhzLfzn/IFkmnysZ37MZdSYzU2HfBfpAXtRt7BjQI8JF5QWxGdhSVhlpvSr1kboMTGe+o+6K27TAiyfIoilfZq80Pmd44+XlRh4UMQ18DVILOGKWR4nSDupUTPUYNmaJIJIZeVHt7ue3iPLdrw1baAr1kY5dj2a5NRGxKxBEo9Me1ZBXK1tGc2/7YshVBSR3lx5Kya9E2fi+2jJA3jmeanHuyJlisaE7MugAH3vHGV18dKAJTmVmasKiPOVwR3MTKXRyGQ8UR7vmKCt8jzhN1cqrbXCsdPJUKE5VQiFpoqUgZM7GI5GCNLsnCmIvWEUQG6X/sMGlHQjEr3PuCuGwillGXUHHEBgdWANPExJiyc1Clp/Jub3y5FCY6z0plaSvVKi8SziRnVU7hPFOYWekh2HQYM9ik8bSMjPvUA7FAKTRTDmGYBSLKGsp7MEp56awVCkpN4+tlZl5WunYOYihG85eIddoqnNc25qFROWhSaIQKp5i4nZSnuXB25V6SmCeWDCaCldx+n2DpQWRw13zMqNMAgipCT2FxaC5YLkzxasway/G7HuIcGRLnc/RR7C+MmWSeZB2NpgqEJFNWju40FGvOREO8ENI4aGGJoERDY8jCX8UQd5zCEak80UoJuMvPYUazG3B4UEMNJxBbHX2zO/ZRkfDDzwKo2oWbuJRctlKPMJzSvt+UBxI89/B9d3QISIEIzKaLLPhDC9j4lfEZ2wn+YUWH8dKxt7zwGIJRvmntERfTd3k9ZHckeznKRhlR9aK6284gXOa9DqWbxeC9dvJ/FDaMJHETSuxOIR6VjDZnp7tyKy+lusIDJ2MbbzXE2INP173fYPtbdLu1MkkN/MH1XsqPe9aaW61Y4iHT9IwtJxkd3oGA5yY82D63lfaAB6f1SCEIF0X4Fllujm4PJvq4fmqDq4lPwcSee28cVTmms4SBdHo/cKbwfiZvHYKlG10MsYqx0ANEjfcQTEZ1dDQG3vIrC/yadooGbzXhe63zvCZPi9Oz8hIb2aiMcrWKUL2TpngUUgumTprhGUw5kbnQdfBpjU6ujoTxQowbOjUqXeFshWSCWFCZ0CgcSrLauK/eB9424yTCfRZeuHGnT8loPDejpvOK4KjGu5pEO/AFbeCNg3Zu8gjhvGXBXZ15pzsrnecleWqDYRQRXshEz4mX9YCI8L4EUyQSwbo4xY0pDdfObQQLMxbCOgkxHZjaCUVpDPFP5ELdTNYrNwrCs9pYo/F2MeYxc4dzdlqUobKzypSFc7QxGy4K4ckdHU3FpNHjxDM7jrllS3DK4CDGcnYsGk/nSm/DyRiDpwwa56wb99uYstHTiFzpKVhN2goLgnanEhCDH30VnXdzYs0xdHP1zmmjZj7u6VWfCkcDD05j9EbImBZrHyLqv8VnBpFrl5MjlhdSepeW6c4DZGKqW4nGLinETr57JFWHFBOGUfK99+TDJZ99TTr4oxgkzYOzEOHytOQtik5ykwTn5T1sZPn++Y+Cbob9NYd3UYo9lMCc5EHWLeN7txLaltxspb5NEPBIHScxMpZdVKGxO8FH+2PIUUsIyNbzIxf/vPnq0f+wn7PEsH37NsxvdBDsmeImgdbtdQHTh+tJDh5gKOhGhpQSSChahpzzcv9sgcTQiMuDGi1iBAIkLYekM3U4mj3rs4/Se3+H8Y5PuCiWcBMLb09JT+Ve4VmOiD9lZlpecJYDpsbE6GMpARmN2CTSMIKVLkOxVa3wUhN15T4qv8kNtZz53mqcezDpfr3H/ZzaxzlK6Gsfzi0aYcHiW0NowJRCYcFzdPiXAp576XpcE2EEU++3BdbKeSq0cN7XidpHwHerQtPOMZV3ZeGpzBylM6Ec5cDvDMkg0yn523LkrYPzfWJ8Yz1QsvEjxZinTtwHdxNEHfstudJM8DaYQb2DAAAgAElEQVSUk/d2ZNnmsN22CnHmGfC7PvMunSdRmKTRU3gqneMBnrhzF4mEYKVwG2cE435KtHUWblA9czRhMrZpyIqooUV44q944UoP5dwT753ARouCGCaKlsrdutCBVZW6QgtH1KilsAqUojyJhRDBrEAPMl/SU6mijJxshJVZndP5AEUxbyjKbIX314VSBBPBsmAplBwDQVv4Novt403vPx2ORu0RSc+ljn5RHW2bQmBSG2oseVCMyRZp79nKrjWKHLLfylYiU3mIgIVLM6Hr6FtBR/9BwqVRdMTUoyy1u6d9RboZzF2kkJthG0KE3fDH1hC6cQkar/XIPOaKdC/N5QPHMbIvfVBZ6Zg11R/lPsN56eV4YJjwRAkZ9eLcs5Ntn6mjbPa4dcREEJLYnY9tRyoPXI9mGZGUQqZTN8ch6ZgZ3ROX2Ij3cSwlHzirwa8lRZRFR2Y1Cn/xIGaIbZbWfl4ZfUTGw7UTLSSBmCJ7CWwrwZnZ6PzmUQOn2UUwUTZxQNJQqbjGpfP+TeMggVrhmPeIHjbRRef7C9yW4B2UNVZ+q01oOL2veIx5VtEY6i7WIZSIQuSCbRf5/eycrFLVeWrKVJI5C9+4T6JMZJw5qNDDqWIUV7o7TsVZCfFRXovgrh9IdYqAhA8nJIVGssQg8WvGuP+00tnKRaZ4TngmB3VqBpbBwWCqRmuFuzSIyldzZTLh1gyPRLWwZCdVsQ7LnfIbgFtHa+V/PzvHe+O9SI63J+7fd57XA14M58wq41kutTR0miAKX82G85x32nus4nyPNm5EOKvwtgirHLkLWMrKW1mZdBDrr+LIjTWexWhVKOa86k+GalUmntSGlMB9YdHKYZop9w2tyZ0LUWF1YQlnDadnsPRRai6hlDrUnZZCLcq89ZotLIO4C/h6gwPOjHK0Qjdh9s4pFHIhvPHEKqUuqBd+KyfWPtSWxYODKN/Fitg4pkJuZT2IEt/6Jv028KlwNDuh+1HYCevxn2EkVco3kfv7e1Ufyk2jI/1RNvKYyJctSt8Sn0upZVuKDsJnRGOb/PbDjmYv/+wlFxW9ZBN71lKGJphdLLiLFD7qOD/qtXE8r29zeG0fl++L+KY975lIjYcy0oVAF17Lrro+OILHa7pkCR9aq4huIz6ErMZ64cdeX1vXh4ynjbroKINtAop9X7ugwJBNcjm2XcqO+bDP3Nbl7hfe6vE5HNftI84FjCm9AsJ0aQ69ZFNvGD9gyVrueCLJWjplM1JqRreJ03nhPYSDFk4amCsuQfhwHBJJ3wZhIuN5LrsgIqKDJB7KewK2dKoa1ZwWjScy8Qx4ViA5Y2mQRueewLjHESakC5N0TtLHtACTwYdqct+F1ZRMGUooKRxwwIgc89B6Xwe5jnIoI/McwgKjqrCGj4eSSSUyedkFsm2PPqiYgM37A9hGrfA2z9x642s68QN1Yl0CivKqn/lRFs5t5Ys3T/nlOHD3qrOUpBQn1hMtX8BUgIXfZUT0s8HZJoo1bsoN9z35+jl4bznz1uHADY23pFPnAt65qTcwVV4y8dslee5Orcmcd3QJphCeTzMF59DHCKH3IvEUGo7KRK3D0FuFXBM159yVr/nETQYTSVVoMdb3PTamNR+AxZP3IvjABfFG1YoW5dyCdk5Ck5mFmcF1FZ2ZcyFNcGw0miaINYSJ+fM4GeCxM3kwcw+GYafWbf9RhIemQjZOZHMam3ppp1xMbSh8dwny1ttyCY5V0IhRqst4FDUL2OZktqkCEh9yiLInYPvrw2vthjtUsK35az/RISP95rERZfAUD6o22cjs7dzsJNMl4n59nAzsI170kt2NVx/xPY9VcI8Mcnhe9qtwGe0Dw6kX0YvUnG37XgYLse16JeoyGBvZv2XPNnMrlTk1YHR/xsXJI3t/kqBb70/YON4HDmcbL7OXMHWXveelNCZbWUxtOMVExvyt3DI4RlNnijBtx150GKm9ZzY/5ia1bwfnqXJfDKHw3EagUcrM7RScTbA+My/BfWmc71cslKJBLEHYypHCKsayiV2mCMhCzTPNIHohxcnWkaKsqWQWSOEe+HWbeDuNg028VRPpgYTgYUDlnI4bKJ2WSpNC3e4RzRUM3A5UcRClqiFVEXfyLmFOJoMSyVQFVWPWCtLobWS2dfsdWMPRKJg2dJsQ4J5M83jY2I0UXrU76nzDS3vCB2VMP/7VNNblhE4zCPySFuwAf1fGg98O4jSc1pKqSnFn6Y2IMbn67GfuYubrekc9PCdipSqUc3DvEy96sppy48rhbgXg+OpMmVf68pIXN7doPXBqQeYzauvMc+FI521Tntsr5shRNjN4roGfk5OMKkXvDfPgZQqO8sQWWhTIzkxnEsjuW8VGeZlGC2MleCLJPN/QoyORnHNMPCibsrWjzFX57miYJojjmcQm3jnnEGfdlc9h6Wzvl7kQ9vAwplo+Kv7fPsODIUIejOnjQWK2lcT2fezOKmFT5ySxOxT0wnvseZFbYiFY5HAGojwez5DExTPu+rQ929p94n5M2wdAB/EKg6TuPKi1do7iYq8ZDqNbbusdtH+Sl4kKJbhMRRC25s2My2uXc5aPdsoY7vdYYDEc1C5nBcHGxIzdSSfjmy/Z4KWgt3VAb+fhURAA28OesDHXKpOebN0GG3+29e1Ijif+7X0tlz3I5gxsyM6d4RxH1rllNPhDeUz1cmOLyiW7iY0fi+3aSwwnuTtRK8mbRrm54Ul1nlCY58I8TXg672WlT0ZZPsDvXrCex0PO1DrhcJyc52l8A8UkmRicX2ZyyM7zuXMblW/UxtnHqHjPzu2aTMeJV22lS9DWlffEURN+y0aZdsJIcWoOrmc0TrbhTDAKidnoixqzGIMi45HEVpTT6YS7c8PgQYsoWo1pa6bGF6yAq1DLgfPS6L1DgVKOqIzy2jzPOEHvZ2KtvG/BND+nMaTbiVJ0lHEPt082QcSWVeN4a6gnNaEWo9hostSpcFqTJsdRcq2JMeHbs1ru7u6w45FJhvy7e9DDeDVN3EllXVfmc7AuwZf6iW+ckq/oO3xZhFaSr54r+aRyV5VX5yPvpXKW4BAwaXIK4zAJmQ1WoUjhVXHKmtQSaFOWPBPtnpc6pnZX+jaEU3imQFFe+sqNwF3EmEnnN3xpWtmoWlpUOspZjG/UMz9UKiHJ0oPbjUsuIXxVQPz48d7XH+vevk0ko7YijP6QkjbIe0bE7wyCfi+T7Ibmwnts2UDJ0cRpW8QbNqbDtnwYQimbbDBF6DnmBVS2pkUbkVkjxk1FUrcMKbdnTBAPBn81oIGWrbS0dZqrjPfBiJLd5KH3By7NjZKjDFb217ZjVQZRJ54sZWRgJR+cySDzH2TOGJehleOcJaK2keb7WRZEH2UFKZcb8NGFGBzWo+bKPavwoUu+OOLhszZxhT3K4mLwN/s52hs2ndyO7ZHK0PtWPivA9iCvZAgz8kE0kTCeFNhlm4s1HIrZOH+qkFEwxqN0t8W/NhWA2J6JLjIeTmX2kJFuM9BU3/yvwx/4ynNKVVooocpkIL6SS+OrL17x3vuvmMN4Zo1vUOgBWg0N5at95VZO1BROXmkEWiZUhKa3vODEQZVJjA+ygFWyBO9NnafFuM2VvmU3dGViBBlnHYMsG0ExY8IwF6JAMI8Ie8rRBqgFMcW1sNyd6aeVL8+F1OR375PmRp3OyLlyOw8HktHRplAq6/mMafJ0SiIrWlasDZYoV6dKRTjQ65nlpDyZxoTjVY3Jkrvu3B4PnFvDqlDvG8doHFz4nUxKKbylhQ9ODv6St2plnoIvWfLb3PLVDO6WV5xXpQrclwmzCe8Lr9bGrEe6L2QU1rODGMnKB6FoS36zTJh3flsmygpPZeVpSc5noa4rk554UoLvc+Ec43EKo/k4mCM4AgdGg+6LaZQaFzVUoZSnYwisJkcvTBJUgymcJTu3UlglOVThlmCdgztTXi6OSqFV4ZTGJBNLPuH/7I2vDw0skitfofGBHLmLRv8WoqRvF2/+N4vx7OuIwWKojjEpe9e/9LE9Pbb3jbKLml2aAStjGqvEUDBd+jLYjaU+9G8glzEkIxIec8/c9sxKvmnEy2MOYDRZ7dvHjZvyoKzZ6+GXRlEbJbnc9zFUApjpZS7YngldSn0JPYOYhLlvDYp7WW0zlIXXS2D7T/t79jU8zgxeExnsJbAP3U/DsYzj841/ss0pie7Z0uNCJ68LGnTMF9sbVEcmAfahWW575vGwn4fAYR9+2YcfG4MyJaCO1PRBsu1M0zT2VYUlg+qboMKGc3k8kWCaJlpr45pFEjJGxretP0k/BaWzV7fPOHXQqpTsrO3E6XTmdN8o941nNXi5NFyPHHHWHlhf+WKBH5mMd/pEFuXrklgUtBilVtyDe5moLVmjURnd/iFCidGv4lmZ3fme6tzryr0qX6jjgVurO2U2eqxYBmITUyjv2ytOmRyWykuCxRfmDl/O4IePC98I5d0lObVGlcJBnaKV2eBHS+Mk8IqZ++34xfbp6DoegLZ2vlAWfl2esZZC6Y3Des8PmXNzmPm/m/Ml7xwOjcNS+G078t7dmbk13i+VL633HJ8/5dfOd8wVnobyYll4cjQmV96djVKP/MY5iBb84fKCJ4fG7xwP/IonN/eNv+OnMfuMidCVWitrEyZ1PDquSt2CMIntGS9r4FS4T757ekWZGk/F+FI9c+eCSOdthebBi1BkekLTzhclmbVzZxU44IfCJMYxFNNG9spkQaEhKrQwhOCLueAGa++8Gwc6ypKNuiZfNvAp+Epf+XVtfC1mntL5UkmiDX71WJLvVuW72ivu7C3eax9vdv+pcDR7hgKj/LTKGLLoOeqx6kkvOvq4d3I+k9xKJUEyh12edNd01Oh9KwXBMDRFxwA/z1HbjwgoQo9H05QVDlv0ZjEi8UkFV92m4j68r6L0jBEpP+o9KQlRhnRAc0TgRGK6jdnJZJXcuIZBhLrkhfQOHWWr6qPnwBDYZsDF7iAf3QexqbjicrQPmdPuBHYOo8Qg5EsAtsmiHxnjh09zmfWWjFljuw96Tbigmxhiv37JZdwPDKdh+jAg1PKhtOhbr5Mwym17n45aHb+wMqbwhgqHHBmmJaQO51x0dK7HVopUZHTQs6ndbAxjjRxTFDwDMxvnSnY+Ljhu5R7dmobfJLr/P9y9z48lWZbn9Tnn3mtm7z13j98ZmZWZnZXV1T+G6W4ETc9IgAaB0IDYILFGzCzYISGBhJBYwYZ/AQmxA8GG2SAkFiAhjQaJHw10N11d3TXV3VWVVfkzIjzC3d97ZnbvPYfFve95VLMYTZNSpdpiEeERHs/tmdm7557z/aUcb17w8sUd61KQpQVdiUcO5iziRE8IC6MEhqgc8siPi/FZnwxcEIkUVjfcmn3+1cXE7nYh6kpRYVL43FqR3ooRSkYijDHwGmeXAjsLHE242EQeLsbgM5HA+8PMEAsXIiTNHK3yNAkvl8qlCzFNfL5WRBdubQco22kipMgmBHYjhBj5spSG+VXn0iqrOZsU2JUjQZR3k/FHt3vGKogcmVd4Ugr/1GjcDYE1v+S3ry74f24mPmTkRzFQliMfjAOvxwlbVl6nLS9yxcPAnS3c1MzlsOVVrVjYsB6U4Jm9LSRP/Hc5ECUxExnDFmMhWiMWDEFY9we+PbyG+IC1wBdl5cqVr7xZ0FAqQUek3PJ0GCm6MonAsnIMW37qIw9C5gMd2IU7gkI1uK7KV1K5tR0v1sAYmyGtUtkVJQ8tb+i4SZg6bhtUMrtcKSK8zJHZAtjCIoFDhaQNj2xOE8odxoea+PXBGB1epkRaRq5R3h+EC8vUTWBT7vh4+CvodQZt1FL7QpOkqeJF2u7+nn58v4go2r/uAr+3qGNJ2kIXzc/ivFx7mysnFXoDIpWGUxS3ZiWhLY5ATpbJIqy1L1C0VbKN76xrP5qbcNu1yxkDOFUC7+aQ0gulup5HSND38tqyb5B7axkTQNuO+zRrV9X77qG/blUYav+ZffyWm3oLOtAvnTiQRCnSmGE1dCC97+JbBtDP35Mgjf5sfVx4IlmciQjN170VR/r8Xn6+aEk4PWL97725PZt1gsWZ8ABupeMszRm3uR80PGfRhmedLq2L9LTHeyyvOQ7YOUKgOh37O40/W1BU7VR47WaVqDYH7G8A6+z4pz9kXo6UZWIndyy0Hf4r3SO6I9WmHSqrcUcLSVutNINEd7ZDotaV90KmxEKpxpyVR/nAR9vCS9+wdWfJxuy3LD7w0J1HY7PVL9VQjbx/qTyszlW54TrueBBAg7AvlTc18FUVsJHVEhHhuQnmkb1VbnJljMrz6SF3OO9E5QEZ8hFi5KLCu/GWK9lwFOMuCLtNIpaFrVdu3bk1iHnL33q243dvjuyBZ6uz3SX+19sj66r89bjjf3gZCHnh5aj4Wni8HfneWpGlu40PA+aZmCam9JQiR26zkHOmrCu/Nr/GHzzhVY3c2YHlMHIVrpliwvSW30wzDAObdODDlPgplc9JfFxvubt8iK3wcg9XNvN8G/hiNlLZs0mFtTiLJr53KwwK39IV21SOB+MHaeSZJJ6kyG6cmO2Gpwpv/IhI4s3+jiVeUcbM09qcBkaNrPs9e3OuXNlthTtL7IOyizBL5FIOBAtMaeBgic+j89oCpQpJA1EjN7V1l4/nwOehfVZeWeCqDgySMTGe/QUN4//f4xtRaFShSmBwZdZG0fVTXrYIgyuLNMFdbZvQthCd2E8qhNLYTe4njceJicQ596T9e+s06KOVdtx3JGpO6d3GGcg+UaY7Dbb0jut0uHSXZu0gfc+cSN0doAbBiaiXFpaGtfEgLQ3Paf+31ooSG/uK5j0UHQjaDPB6YXERQqUJT90bC8jbeax6T6m2qGerlmZn0UdUekpxpI/2Ok5EGzWd8BU/j9Ha/2tNejtfja1Ly71YxNrSC8U70+vkMiD3ljeq2tMLjaACoudRqHn3Y+IE0N9Tott5N1p7KyJ+1glFs94B99f31v2dsJ0gMHrL6pFeOIPLOWYAg9xB4/Q1z6X/MsdLF4awRcYFLyNaVwYq75O48YUlDm2cGCLP5MBskRqaDckk8PG48mBstOLP8oRaZRSBNXItTgorex0pKlz5FVEzHw2VQ42ssvIwXnEpR7ZhQaKQw5bRnIMMEFY2mjiWArNT1dEUqQKf07JlRJ2NK1KF4/HIo7ghSm7WOsF5R/ZoTNSQuK2VTaw8WZRSCoc48g9vA4daWcPE3QrFFanOE4fBj1ysGyxOfOXwf5cW0FYQjmthDIlPD5kpJmI9EgjcHY/ENIDfEYdbSk4MCTYGIa38+fSM3XHhV3cLP7lx3rus/HC5QGzmwzHyw3nh0hNDHbi9acFiv3Ox8n/ur1iu73iswrusZArH/ZaPUqHKysOUeLRxXh0PvK4J9cKTITDWkf99XtjfLnyKsG7ht9ItcRwR2fNAC4/lDR8PrQP56X7is2CMNXEbjcECOgjXplRzrBrvjIVLNwYNLGXLGx24tsBXKDUrqwghShulqRLCBkN56Y1V2hidgVehED2iQdmn8I9+WP8xjm9IoVHQQCRAXZvJJo4JZ+qk+Al74FwE6ttb8BTODCK1RmnN3Xb8hNMka1iMmZFcyfLzM3kT8KRsMy0gqP/S0wgK79qTezEiNFxDOSntBQ16JihYOLHm5Od+aadTn9c27Sy1Doi3TsjOLLIqbdFG2qJuoavnzVp2i3gTL9rJuuWMfJzfn7cVimLGoHoeJZ2wrmCtM7QT4K8tke9EuS7uLVKWrmHwSuqLtwbpvmecx1XtXvRFvSeRnrqyRvrojLB+rqfrJ3RNUP8QtPt6H3Z2inwA7p+J/vVJ0VyE+27TmsdW+0BVgt4zss7stb9wrX5Rx4hy1JXkO2RsOfB5vWMxYxMCwRdGr8SgbBEeBiNrYPHEjgGPK5/KwFJgSIlBC6M6H28iBx9JxTnmwjE4OzPmmFi44NefB5grc9lTpoHrJTLakYGJD7YLx+M1uyL86exMFxs+XAzRletsHELgYhVIMFfhUUqMk3GYYVsP1E7u+I2tICjXNfF8WNjrxGdz5XMM9Qve3GbmvBLjQK7O6MY0r1QCUWYup0SxlU0KjIuwFyfa3H0S2/RDkyBSCeMVc124DC3ULOoEBtskeMlsouE28NTfMG2EZ1r46MFCRfgorFzGhWPO/PZHlTfrHbcWGt61HNiz8LenwsYnfjYfWBmoZaVK5bbAFxIQC/zksLbNlAprjvysKHelMsbEGBu78sti/MyVx3bkpSprCKw+cFyFRYWaKpeilJrJMrIZmz7pUQJKpgbnkzohBYpGJhmQUviuFNRHPo21RT3U2CSzZkALMBRXwijgERFjDInBneCV4Th/rc/1N6LQFFVUjL2VNs7StlNttKDelfQEPuUkPLwHrYO1ribSBHxVmw4lipK6R5EgWOguANo9w7wVn9y3zqkvNDm+lYHTbTWkY0PB7wvYWdfibeE/LVinpMcTwaC9joMERA312H2legQ1TZkurpSOBQGEU4YL9wVRvWX2qPhb2FazwTRrEbnSR29B9GwmejpO+BTSSBcn76+MNc3DW2C/mBP76Ku5AjTWVjGDWs9RCnbCcDpeIp3fn7qIr+E7b7HkRM5YVxu7tXFelJNAtRG+T6mZ4URFjs39wGiv7Qg1VAJtzJekkyqqMaZE9tY/BqHjO4KHhuucCB5weszk/zM6/EUcmykxXLzDfr/H1gVfFh4TSYPypi6MBHaD80FocdVf5JWDBb67SUgy7kx4rsJ+NO7WmRhHgiifVzmPCqeHOzbryqDC6i2e+QeHBcy5soXjfmGpE3WNzFb4vw6RxR6Q68pHu4H1UNkvym88zvxOMqZaWK4a+8vdKRrZiPP4sfDZXrFUuVuU1yXxxarMIfCDVwNbdR6ps5FIsIXtJnKIA9UCG62UpByLElSQumGJGfGR6wISnQcK1ZUxVVxSWyDHNhkp2oD/oQZ0FK6ycxzbBuNqEL67C7w8ZK5qYbdVPtsvvLbAd3evefZgyyZmPskTf++rp6gqWwo/2NN0TFEYinHnmVu/IqlxQeRCA4M60NaId2I8syPX1OIOrsXJFsjq3Erg0pvg1UUoUik6E3zinW1l1YEbAjfjjlGgWGIanL0bGiZynNjGgTpMXLoRg2O5YKvz41yJxze8WwJZjaojr01wK3hoRXmjws0KEgPTZiCIs2ZhtQX/eiGab0ah2RCa66m0GVAxP4+rzvqQtgI23Qgn9lVTvC9dQWgCQ4jdJLB9XQHlfkTTNB098kxbPKtLs0I5QQzNSubkESaNFBC6bsSatbmdVPj+lkgyNAqw9PGUdqGgoN1nCxBwa69fg6DWXKM9NlPH5nLfxmv3h5ztbgTp+TVvWfB0uxaR0ASSfZQk1uxnjnoqZG9FWQsd11BcjNh3hCKtK1jFCV38GOQeGzJ3NLbuIFrLYm8WOXSyhYM2aqhaKziKQwjnoLoTc044OS/8vLLfPfw8Q+4tsshJc+V9fJbe0jRVEbDmvVa7BU2tFUJo964XHAsn0W4rLt5JEaeR4S/yuNxGruyGNFaSZtYJlqOSrfKsxB4KFjl0QeZmM/BIlUEVC4UpbmEtBJxnY2SgsgmFjcNLdyS2MfM0OWbGejiyGpTqiCwsS2KXDPGMbZQrlJoHasgURlgjq0SuNhnc+f155JULT1jZDU11PtvAiMA+oT6zsYExLBQPvJcqu02heiTnhWG34UlZoCwEU7ZbI8SB2yP8aRl5kAIbN2YtbLPw2jKbpHgQhliRBFOKBDsyKdyYs02BVGbGQSGNPBsL5qWxCrPhCodD5YkfmYaJpcLfeBc+vVv58jjy08PK3i54lY2fuXCsK5chMATji5pYc4VhRG3AxRmyc6eV96NgqnyZnSs1ihiTCFs1UkpsOoV8PwckZQ6zsWhlrsouFrwEsJESwBlYxFokhBfmGHlumZeeSDowkXla4NYW3s0L1+7c5g1P02s+NuPzDD+RyCsZcSmwZB5q5sUa2ITEFGFcjaCFuyXCXWCOwuAJ4Y64/BUcnXnUNu6ijYdU+875zDJqO/8o4SyadODkKda8Fk+aGj/TZMUbG6v0ERHA2IVJp7CvoNr8tt6K8Q20UdVpll+pCBA1kEMbD2XpVinSzjWEhh/kUs6jv/gWtnPWr4ggsZ3L4M0pwKSeaddOy6zxtzCKk6P1ufielK2n87WWFKgEVs9Nq4IgvQMYe7CatRdpXRxN8W3Rz/ELLgpeKV1Rn1CW0AgDFoRYaQmH3danjQVbHsdJ5X+6ro53z7FWqBrU1Bb01WsnGpxcGxyze2seP1fkFi9gctLV+Pl6oIpiXVDazrEZKGjvUBpxXDv7z7GzL10Tcfb3KIohTWBo98/AL+p4b7OjqMEyk1y4LgvbVHlUBB8Lc1UooHEkhMAolSGCqvPQAjZU0mAkh5uwcuWJoM5aVzbrgZQSN2uLB44poZYRAu8NmQtxvggrtWw52or4gJvxNB45SGRZjO145FfHzDYO/GRpo8jfGJWjD4zR2cWRGI4EG7AYOZSHHGolTBNXZsQpcjcHLrhjuhhwMkJhGBvlX8VJZeXJtPLrCvtyxFNgWzI/1oHLJbMbIs+2TuDIRZgZ0oQW48Wi/OAQkGxchcKX8g6P1q8Y047VMmuFV9U5rAOfLhdUuSSZ8SsXzn/1sy2zC3I88O6mcDRnH+GfHRYexDterInMyNMYWcwZwp5REm/WxDzA0UeyCHckhjFyF1f2NbPDeJaEpWS+3Acupy0myr7OvDs6Q3B+NideevNym02xGKnMXMSpdfWTsmXARmUkclgzr+oW2VVGVz4uhaCFF2nPH94O/FD2PDVlX4RhfYNrYBpGJAfeDZmLUJmscB2FR659sztzWZ1va+RKCnr15mt9rr8RhUZVCd2U0cyw1CjNozRh4ywNkC8n5hQn88RTcmIf3/R1IshbIcibXYYAACAASURBVM0qDfuhjde81GZfotI7owamB2/6m3IaB8lb45XYRlgFUKMv1ve6FNd7YsFJ63PSqARRsggmxtijmGsfZ526iuARxPoIMEASqOWUhXbGemLfoYfubn3S81hoC3KxwngadVXrVO9WsE5K/qSBXHOrzgJDhdIZJieml/Qf3EZPCrSxWE6h0477dTZ61k/7WkRY1dv7xFnNGtvOWrfQiHANgMwYI40FaA410goZnBliKtKZeoadCB3exnnBDUOJ4dRNnrJqmrYpdgfks+7KhtYFCgRrjgpJwMkEAtGU8g0w1SxS0WHbmX17HsWElUsOhxmsbYLiqKxFOdSZn5TmtCvaNkYXWvlgNK4G2JhAKEitjLUyhA3ZjCdjxi0QrOBbKBgvD8LeCsVHNrLwKFY2pbJJAYkBXZfGZiTgukFk5rvbNoG4CjMX6qwmzB0fldhSM5+kPcMmwDpTtRDiBe9faos6sJWQC65GrtpYhMPAwY396mzikSEUEis3VDaqlFFQFva3K+MG5sOOW4xqkauk/NbFAdWIEfhlvuTzu8jr7KwWmEJFeoTBtzczW2kbrlsC/8RFIdTK3SbyMDaiUZTKGgPX64Z5CASDD6PzTJ26UeZjQTaZ7MreEtfZmUOheMMoX1ThZki8GypxNYKuSMlsXNiGQJGIVeXBUBlqc0kQbZYwtUbuspCjkg+ODUYtlRkn+sr7sfD6JrN44A/WhUNNjEHZhcCzErhLlef2mqvdhl19QzDl4ThwUONI4rBWvu3CV/nA+xdP+PRoiC28WZ0vdcTsr6AzQBUgNtzEtSnirdN3c2hYBTQA+pTDAH2n3xfr9lsbqRWaffnJkuR0RIMlNExj7NiCnOjHCB6k4UAuDH0EZGYMJ+xG/EwM0Le6ldpZUkH1DIKflqwgSrbWUQUJzFRC14+cDpP2XtQaw0q9McZOnmJuRkJZscbyOTHD/F5BL97e79kIs18rk+ba3LQzPYFziKi3nJ4S7jsn6b5sb+tpogk1Nhpf8jaeOrkFKA0bKcnx2ogNJ5ZbcEgau2PCOUG6dYKNRNYYdN6ud3N47l1mZ+udRnYqfdhpJyp7w+wahnMaibYCE7r7gWijrKd+TVQL0Ar9gPWUTgVPiPhZI/SLPm6KYPtr1AqjGuITN6y80MqTGBFrJvBLhTgoH0xOKs5rbZqYWQu/l5W8wuDGswQxH4kJntrEtHV2yxGPpZlYhsBqztVOidYZjyVy4U4KEfeCp8B7o/Cd6KRSqEH4iV2whkjIynY3kPPCHJUv64Hke2I2tmlhqgvToIS08HKFJ3LAh4zmOyCxdPJHdCPqES0HCK1QTZtA6WSU7VVAzdiykEXIYWBdhbwNPJDIsiz4MHB7UFZJmMGNVJ5dTohldA2IZqZg3C0DUSsHhBi3PEoGBdZpi/vI379reTHCnqsl8E4MpHHiZlk5rAt1EymLshEjesVrYS6Vb0djXxMHAhLg2SD8YFb+YDU+joqr8ufH0AgCi/LRmHmmc7P87zhwLiDJSW5tg+Yjtzo0F21pYXJjUWypkECPlfcGQ8fIVbzhWxI5rgt7SfxYR36wz7ySJ1xFyCscrPChwmfZ2KpzWS74jt6wK8q3txnzDVkPVHZf63P9jSg09Fk9tN20dRsWc2tBV909WbpGxbs4D/dmCwNnDMNpQHxLrPTzGAsaZjBK6ItMU/Ge2F/Nx6RhJITGhHJ33p5SnTsc6Roch9krkYbTFPw+JqDvvgvGEFp++FxLWzxjOKdnNsyh4TSigls9s62qNoGo0h7CoWNNri1d9MR+C70gniKlV6tEERaF1PGP2OZabWTVc2/MjSgte6eNCtv1P6Ee1VpcrGgTThZxkoWza4NJuw9iTjh1cn0AVgMtK0Pa9Sy9IEhtLLGkqRd6pXa6c7TejZg1irlbc1U2B1EkGOIRqAwOWQUxOQP5xr0xaXE7MwHdrGV31JZHP6u0eGxaBLA7WIDhG1Bp/vnplrtQOejAyzXy+WysxXkQAjkHxkEYMHw0QLnGIARGWdFqLRSrCBex3d+jbQkpUqPxOQGrA8qW6M5DV56Gwi4pXjMp1WZ4mYStbkj9wZ/Glp0iNWECGeGX0shscFcqr3NhN1VeFXhUhOcPhZfHCRc4yAU3YYerU6Lxfd2yL0c28pQ7iazhQFkadjaVwqO08kwrDy/hiOIxsKAcjgNz8P5ZjlCdkp1pgiE7pAuuV2EbhRJCE0yHyvezsNPIdTJemxNlC7vCJyYsEqAurDkQckVXGL02r7hkLCq8WQMvygbbVz6cApYi1/OOj8KBH+QtbwR+La5sw54733LHgeU48jLAGIy9wLGOfE8S0ZxVAI8oC39QE8kSz83RUQhFmMiMxbiKyl2BXZ2py8wwRKIndqNTPBM88WGdeX5ZmH3kk3rgR3nHJ164KwOXorgVKAtbDJ0u2R4DixZu48QkOy79js/HxCfrFsX43tKipmPcITnzd77G5/obUWjOEcneDB1PQV5oW9Br7QWh71xPO91mQCln3crJT8z9HoRWEQa6YE/ohat1Ai1mtuMrPb1RDY5SmfqlCdqA/AZgt91/cWt6m+4OoKrknBlCPC90jV3FWwWn7RDb0To2oGfV9EUcYYztw0xtYHZACCmRrRKR84Ke1bvJfduIh9BHRapMJ7ubrimK3eEgBCW7E/X+PDu/rDHKegELBos6UaW5Mrh2o02hdto3vCXKlKZ1GEKk9AKq7ngUJrkPQYPWnZoZORhBQi/SLUWzNa4Vjw5VkBAptcVeuzWxpahRaaaroT8j7RwahVnNm0VI91E7PQ8nKrOJ0pJsYOwx3dLf+6lz/kUe/0u5osSJB3rLoSRcZ355KCiVNTlaMsUyasYwDI34UA9Y2JHXmQ/HTA1txz6OY2PcxciNJzYhk804rIaGSpHKC674SQGJFzz3N0zSrE4SA7vURsEvQ2rUWoVjOTKuyrg2gP3ChBep8jOe8GC3cvUgctTnxEvh5fXCtFHSspBSYh9GBkuYVOJGuagjFnbUuZBrYRoDELiWyhqNx6nZ1XiFeTmwkwgBltWQgRa1XIWXUokFdlNlXxyRitTMC5u4jA3HeGesPD86Kb3iC4+EooQxgs34kNgNgZoLFpX3a+CggVQF38IhZ44qHOuGOVaeT2/48/wO5gd+SYzrJbOdRm6XQJLAsFM2WdDUPhNfuPBYB8RXri2zt7bpTW4spnwVA8ULOwu4R0ZLXJpxGSvvDZkPB0WpzOXI4fAaixfcWeRLJn62Btwz25B45K/xeslLV16XwsUs3Aw7XCL5rrAdb/hlIn58w7c2AkvCpHA7DhRLDDqx6IFaMwfPX+tz/Y0oNG3cJQzSGVB91x1CpNZKSuE+uIw2WitBCNW6aLHrUmjpiRIaCydXO7PLxBwJ93Ysp4yV2StXJGo82dkYE9rxEcU7a2muhRFtC61JCw6T+3THlBKlVqI2lfyizoUHVmu8+VCa6v20sz9pQkydSAP4S61nbclphCYifWR332l4ELYksvy8wNKkzdsRzpRf9c5CU+kjOz//bKWxvyzIWRB6OieljdZISnBvRRZA9VxMtlW4Ccbo2oSlHZgPtOJfpOl7WmZ8Z/5pI2iMBjG0TYR0zZA37huOEaP3Z0Do+4HOJutOBvTi2t+7SktH9UFZ6cVXjWrtP5+KWUCI2gZ5wRrVveDkWvma7Z3+UsfNYgx+x7U6WSpPp5GjwxNW3o1GXoTb4iQC5pkZ4b3xgjRlpkcTIW35wiN05t4PjsbtrKS652rYsHe4ITCGkamGlqGlgctNouoz1pSoS8EwXjEQciasd0x2y2uruO5Yk7AEZdSBmJT31ElBsDBxGzbNvulYeLITpqjcjVccPTJKE1deaGSsK3uF1Zy0CWyLwP6G3S5xPW4YLq74ktCnG8pw8YhSW8c6XBixVjxUpDpjMBYzXtUKKmRfmaLw8VQJuUIsDPPMiyRcHzdMo3B1CYM5Q3K8b2ZvcJ6OKyUrKWZuCygLN6K8LjObTeH7h4GvPPPXxmseD/CZBnRxPpUd7+5mtjKywTn2OIR3ZM93V3gyGRs1XhydG0+U3KQSbwi8LplnU0RroShIMl4sCVnueD0OeB55mQvZE6/mB9RJ0SoEFY4B1uExQwysPMKjM7hT9rfUqfI0QMwzxSuHg/EZKxYTn985l9vEgYLWzJO4Mi23rCGSSuW11H/0w/qPcXwjCs1p0ZMz6MJ5lBZjKzYhxLNFiMXepWjHQ7SHa9Eoz0MX5IUQuiiyaWgUzoQD+p8vLXAMTiyGR+2OJNrB5b7TdRj7zxfo5pJyfo3Tn1uxaekrO2+ZIDGcnIbbbvmEI53OoxXXhhHEGM9FMdBdEFxINCuWkyfZiJLFGQmY230qgghjXyxPUdRmzYy0CUgBP11TQ2IgEXAMsfsORaVnu/yFhbexu1pHBG08dlkVi/cUuUlaIam066DeOkt3b9iSxMYeC4JQ+u32RmmWhu3UbuJ5dnn2ZifyNtNOVXET1vMIEtTsHHTXqmI8M9VEWsEaMFJ3GMjWxrLBCoPqOQ7hF3m8Vw7MKIHAZcxsU+C2bpg18YMh8VILoRjfKpkyGK+z83mZ2d4K714EruKGIs4UIhu747dSZJqcF3bBoQbQgBXH04ah7plw4pLJ84FDHUiTMA3CxyFhcktU5YtF2deExIljGqisjC5cpcJmCBSDK10YqiGsDCiHNPA6TLzUgQPw2JVrUVThWwa6iTzJlbulcKwVp7A8viQNiXcDvM7GJgoLRnRBZObCMwJYmbjTkbpb2SxGHIXn2Qk1gGcGMV7eGrc3R2qdGIaVjcIHusfiHTpe8GJZuVuNP8tbHurMO5vApVTezLCbNhzrnn2tXIWRbSrIdiD7xMfpyDBc8Ej3fLkqSxk4ToFa4B965dfHiYtYeVdWKsbRhIPAJ/mS0Su1GF86FDvynjgfb46I7KgDvDxkQpnI5Y7nYcN1ClwvyhIG9qEln67bEQGGmhmicemF/XqDlIHtWOGwJ5Q3XMRCris3eSRoZAmBVypc6sCCcKPKAy88ksiX80IMgbsKdc28OWV4fY3HN6LQhHjCKRpFt2lEYmuBPaCxCzX7bL12Oq2HhBrU0MSEkYaFhHDSlEizFxEhnBybaQtY9h4VrI19ROxOyil2gL3N0YIE1hPLrTEPwJxFnanjH6VjQ4MoYxBqZ1ilDozTnQJEpGEiHcso8d5XbehiUnFa4aF5tdExqHi2gmm79dPYTPW+0LXRYt+JnCjLQbvm5f57SinoW/Y0odJFsdK1Je3aZJrvXHZDT4UoyDkDR0WooX2vy/33IkIB4lsJOkGcSVsXBkLCqdYEomd86GRbc3pv3ZfO/SSu9N6t9ffSiSInfQ8azqFmcNJDwSCBILk5IWholOkgDKFx6s0aDfutLNdf2PHwIjTxnTpXtfKpZUJw/uhYOSyVd6KyLcJNENwCOyCkKx7vCjtV9mnke8tAKCB6wToJF77yyDOhFsa85xIlrXdskrK1lbAN7InkrfLCBg5r5c8wNE6oGtu05VJWDgF+VV8xmbEEoRJZ5JI1JOYYeSHK0/4+nhJYgzCXtoCtwclVKRVeSiDMyoOoTFOleHtStixkDVwF4ZcnRUvmd+vI4EKsIzUkSimsuXA7H9G6ELyACd7FkS4w10TQyrVsqVI5ZKHMDuO7UBbsaIgkhMQYjQX4Yq48GRPTaFgtDGMLNtuXIzFGHgzwxPeUaWZMA18dAk92K98SIc/OQRwPiTeW+JO98Sw8pMrMXGqjGYeB6ka1uW9+N+wppHLB9bKyErgpI5MqG7+gVMWGxOB7HuueD+qRVwkeHJVbEQZfGZdMtcJvbvbsjsIQLrmJG/63O+HVxcDil6xhYNWAiTFl4dkVrNd73pkqwRce64YLKpdDYqKyupFNuSlfb6X5RhSan7eM71SAbhXvUlFrHUnqBIG281RErMX9dp2I+32YWQih2ch33UzTc5xEkz0OIDSWmDrnjgicQUJT0CNkaVn2Z2sTc1JQYhczcsIKoBlUhpZtc5DKSLgPB/PGQGtZKAr1Pj/nxHhqJIIeDIXjoancJQQWK4waCR0o8reENi4NRzouKzG1YqzJscpZeIoq7rWxvFTP2Ia6MJw0SNYquNdWjE+amMG1EbQaNw9xPwemBbTHMjRHg6ABFWm26dDGG92Us4gRvJEvVm2YC7S0RTqTTDtzr+EqfVOQcyv0yL2ItGcO0e9nce8RE41hN7gzRCWokYAijWlnZixemxaqQtSm40onY9Jf9LEuHHxitMz/URJvhsTLXJAw8tAXljnwhTiSE0NY+bVJiPmIl4mf2srNsuFFXSgJtscNPi4EjCnCXIStKiYjq0xcG7zZXTAdK4+8UmxHSE4YBpIqngvHceTWYEojA8KPxwsGH9hIo/CLOUepvKyX5DRwLTPJEn+cjI1FogjzBLEWiE62TgKxQpZClsSxCiPKQwaWtZDdqUcFSW2fJZlHzEgdcd2wbCqb8YLZlJhvm/uyTw33kCO7LOCZ99OGw7oQrLKOE3MwLkpgwkAjOiVCdW5FKDHyyZpZfeTCWzaMxyObcSDujeO48llVXswPeYOR5JK1+/bdeOBBde6KUQa4qxOOMA4BSxOXGrn2lZScQ95S1oxVY1ghuDEwEHJhrrAPwjNZ+KXhiLHjx/tCPWT+pAobAlebmec18oYN6wTHLPxP+3cwV5brhZScoyamZcP7VHSolLIy0YL9fvpV4bUkjgeheCBn5VEq2N4QS4xTYJ63aPwrODoLoaP0tD27ufQMsdjCu8LJwuV+nNKKQmBFzk4w2nfH5t7iYD00ILnvdN42x7S+W1/E2HhoMapdAJpp4kKqt0W4kw3MWiaKuzR/MGnCP4XzqM5FKNXY0dMDOwkhau+iOkOqxtZphHo/+krd6l+B2MdjUQO5VrYhISLMwdh4RUhnAUu1wjvHl/y3/87f4nf+898jXUywXxlr4NGDSz7Sa/7suPKqDjgnWnAnROg9EaO7xRGGoWEnQbuyXnuK5+kOnY72fqyPF8tpRCZN46JU8HZ/imsrptI0QYO3MYpZCyE7mWBax5ScVjiQZvdfvY1Q2oZAkdCMOE8BBNOJ7afKVBe22wDWirAbWGnsOaqwSiMpxFSotZ6jF74JH4bv54F9mchpYPAFzQsXKmyqc4xjTzAvXPmRb0kgrDODwVz2rF74zibzvkb2Rbiut9TDwC4aD4tRgzHLxFdUHonzpga2cyKOA9drYcoLU1CmNFCCk4bIxWy8kxqY/6Yq1SNvvLBYogAXMTO78dhnjqVgmrjTFkNh1VHNXGjgqSg3ZrymspHQdD9FUDGmmNBiLDgajEtPvIqgNbBg1DySg3Bryo5KZeEizzwPK3GphEEw9lgtrGnEk3NYKhdDw2+GEtmyMi8FH5xZL6E6wRI3Wpiq4KvxngRG7niQBKszK8ZSarNoCRCD8Hi7IEXxOCNEXtnY9DPLCjmTfUBC5li3PCqJlzj7+ZqIsDkYi2gzoHVnoDAU7QxJ48kaeLa940Ue+N7RudQ72O14P608W0fmBD+5bWvlGCslP8Bk5fkkbMbE7bGlkGZxCsqxwqa0ZNNFEreeGS42XBVnlxJSlLKrrDUhGrHiLCXzKN3y4Gv+MHwTPltdEX/CBxShGSeaOTJEgp1GKO33uWQ2nTk1hUTuedfi3fX3hPmIkGshxEA0OefHn8gAWWFjgYNUVEIrRCdtigorLWBMTxTqtwwhRQQ6x/+U/BlD6E4FegbyZ69nKrKbM6TEihOrN/A8xhYfeyIodHLBCVjXzgg7CUHhhAs5qomcM//z3/0O7737N8h15T/+Jz/gP/3hV/ybvxr4D/+FX+ULhXB4lz/85FP+3X+wb5iM+5nEcHJRMDN8iC1LpxdNozG4inXzz7ewILgXrIbQsuVjVKy2c8PkbOsf5X4s1jCojuGcmG/SMnlORSPoSYDrXYTZOqXggitENfAWdndOujmJUtVI4eSErSzVexFsOzZkZarKEo2xmwkOtMjibwJGc1zv+CgtbFz4ygaOpujgPI+Fz/tIcfDK+1PkV+KeL4+J52HlxeLsRBnykes68HkZ+dZU+LO8MueBNSghRC5Cs9sXET6MTl5uubLCB+PAJzLyaQ6IZR4NUBZYN4VrBg41canOt+KRy8UYpbCXhOeRx3HlUFZirLypiRtfeSRK1cKNg6yFa4FAwEV5VzIbK+Q0MlbhY39D0sImFSKVT8JTjqLoXJB4y3f1QPAZ7/4OdwtsRjBL/MgHPr9VdrKyTYbdLKwaGD1Qcncrjo6QeDw6OWeu0g0vHH746sgvXVwxhpWryUl7KKFyXTZAYpUV0wsyBfeB69sj1zZQCVSFS8lUd6bg+PHIk2qs+ch7F0q2lbuD8YErm+HAQ3M+swIWKLXRn6cAtx64whhc+GlcmW8SDx9H6rrjR2TqInyVJ3aamO/AgzNX4Z/eChd24IucGTywyQtPLwome8Jux+HQtqyLCssCZSxsXNkEJcpMIlBSxKpwOx9YGDgqpEPmaaycRXxf0yFvCxp/UcfH//5/79X97Fvl0gDh09FsZBqWUvBzpkuU7kYa7pM3zZqdfLEKGsAyEcE0tKyWEzlAGjXZ+2u4Nt+0k+uA9XInfZQEXaMi97HRJweCpi85LZhdx2HNtju7EbWFq0GzondpLgNNV9IW8VNHADTAPcYevgZKIUo8kx+c2owII/wn//Jv8q/9NSFNQ8OO1j1vXs8UNy63O9a1sB0Dy1r5t//L3+P374aOaSSQAt749kUi8cw0MWqRpu0J9z5x6gUkEPykc9EzclQ7kw2vbbRXu4mmtohmkftMm6bl8fP9aor/xl4z4ecEr6fr+XMWPt4GrG+bYJ5cA4KXM9Gi4V29a+qMM9UmelutIhYI7g0T7IzDP/4v/q1faLX59/71v+veLZPUMlFhIwMilVSN9x8NyPwGDYnFCp8cIne1EHzl2ZDAKs9Suyd3VTgyktypsXIw5aNh4tYrxQtXtLyjy+DcKrxufSTbIBzNqN7sUHZBWYnchEQNAcmZqwTvWIGxWf6/XgrbJOwMjlGJrtSQWKoxUzGNBIlNPxYikcrBQ99AwlgzKSoDRo7OwZUQm67rIiUoHYsTpZaZJI5o4dEy8x07knxFSAxSmdaXhHDJwVeOJXG0yH5/xxJG7iwjHnhnLI1koMaLeeDOjFUTpWTWOvAoGLMXcoVslWwVXNmKsSwLaRiJCGsV5rrwRa48HC9wy2zciGXlPV1Z68APsnKdMyYDGzfejwceTSPRM9drw1tlcKZgbFIk58gyjNwcF6axWSQds7LH8CKgwiZkHlZ4ORuvOPCBJ8rVYz5584I67NiEe1Paq2Q83LQO5meeKWXkke75ro38/ZK5mReOcYuHlYu8Iw9tXfzP/se/97V9Fr4RHU3UgFrDSWLXvjThUMS7BiQC5WSgqA1XqSh0fyQ/RThro/AOobnSqnU9DN2+pL+GumDeHp4QwjloDDeSV7K313a9N7h0dwZvNyHEcDaUHE4FzrsCXtoHmF7MTO4vdOivFhSkNCo2gLRhWOs2TjbeVhk0kglYULxkZhL/xi9t+Tt/8ykvX93wG09n3KcmOFUY4xXvpC3rvABwubuklsJ+PvDXv/M+v/+Hr4heybUgetIuCaNYu0rmmAdCaONGr9Y7E4cOvK99lEZoRdjF0BhQL03lLAFPfRNgbTTaZCwNG3I3kuo5pTTTSBdF7k0/s5/cpFvROTEIobkTSJuknjtd724ATqJYczaOsW1eQkhIL0QtHqCRBlyao0EtggZn/AYkbE5iVE3NK08Kz2PgIUe+tW3BYi/syH7YsrOMjsozBh7qwsN5IcnEwMLrORBTwxmi1qZEX5Vswme68FWGh+uRd64WXsnEV+vAB0Pg11TYDgPPppdMDn+2XPEP3sy8TAN/c7hmqldcq3EYBh7UyI9y4KEdqXJgw4YvF2EbFt6XgvuGbXjNV/6QL4sx4yQcC8aDeWXZVNRGRnGSOiU4d+oEG6m5bVrK6kQ3bk0IuZKC0eehHNXRDlj/MDzksh4Iw4a6OjZsuC5KmYWrfMfenbTd8DRm3ttXZofXZQIvzAWyJ8xe88yFN/nAg5QRc+ZaeV03jDWwiZULX3nNFk2J53FmQPlRdnYifHuTqH7kkswUjdulcIwDx1z54OHKry3CnjseWeDH2Vlyoe62fForv6IFs8KSLqhTYFLlW7zho21l0Q17SySZuSkRv1zJdxOPkvNHBep2xOuWH+mIFSc/eoZqxCXiFnF9xU/nC366RIrPaJ1YZeBlDPwJEw9k4dn4HnfckrSNSo/hyEG2X+tz/Y0oNC6gURil0ZMFw1IgmTTnYQ8Urc02pc9wTmFmAFgbz5zjlLszr7o1W3ggeKH0EUlt0EnXInQGExUhtLhlArF3Phk4xSiL+L1rAT0PpneE0aVjD42ErSncCwVP7sZyYlXRtCkpdlpuPY+lojf3WpFK8MY12wTlNjv/ygdb/qN/6V2eXE7c7hd++ekTHj7a4rmvuqcdfgwMQ+Nfec9d2W4S/8G/+jH/zfdfoRYI2hZdUyFY6vgJ/e9rOy8COQXGXmjrOT+nRSGD911noEpFTJqosr+XEJrFe4ukbfeubRq0JWdWx6Iy1OYXZ2ZYH0u2MUvr+E4O3kWaVYf6fdqnnbJ0YrsGsRNB1Jo+ZnVHqjEEcLu/TEEU1+b9VsZ2vhu+tg3cX/q40kLW9owGS7yuUEPC58wYCtcl4HrAwsDV2kw0b+dLynjFO7V1vs+2xhfHgWyZgylDML41Od9NhQei5LTyZ9MlfyAXPMzOo1j48TLyxyyEuyNLfIqngFumMHCZlU/jlru68M89HHjX9/xuvSTWjPdNy9NBKChzqWg2sFtWU2J+Q/QtXoxjrKCVrM7Do7GdmuvB3lv33sDWxg5sOrWRVY1hWRk0MFghmbM1uKp3bIaIMBgmhwAAIABJREFU5gPUNyw+sOwXxrRgS+U9Wxgn5c3xiPjEcan8uWUelsDgB462sEmJYxau5ZajD+RhIS6RFDasy573o3ERVl77zJQj7wXhWaz8bL3lpl5xt84sFMbtyHa+pciGOl3y5XLNnJTffjjyp68+RW3Ldy6d//rzh/yLj478M9uRnQf+8C6zQ/lzNUp4zIUdGV4ZYZz4vjzjShaSC9tsfKEjd4zYzfD/cvcmMbed2Xnes75mN6f723t52RVZVSyVSiwpkmwpUJAIVgLJCpQYgUcCMlGQDJJJJhkJgQDHBgIEBgzYkxhIAmTkUTrYmcSS4zgQpAiS1VSpKbGqWCySt79/c9rdfM3K4Nvnv1QGASwQIFF7Qhbuz/+eOmefvb611vs+L0O2aEy82rZ8vT5g3YrnaeRBzAxmpA/CB53hj7PFmgoTbmmc4+t14T72RIYRvp3XzGPkaXrGZmhRNVA5fDBEc/hU7+vPRaERb+/ktxjIWajEEZ1QH7EipuwMGin0YJchIpPj3gK5mAqNwZhE4fUanJaHaUpmUrBMLngyGVfkkZRRXXCKz0ft0XGMA3VOxNIT4bXQnAFELFAAl7hSMBLTOGAaKmnOVFKgl1sDdZaSEGkcJmdEFJmIAnCsFaV7MNMI5a+9kvibXz7h3XcuuVfV4A2rZQEvdvsiv7Rj4hjLnEtzM2F7DKREPyQkRlqjZK/kYFDrsDqRGFwROQwpURnDkCNOimIrTT6grPbu/SrL84krdxQcmyn3RYQ8qeiSKRyz4+FAcr4LrLOVg5Sm1EsYDXgp8MIoRbJce38XUlZbh6YOMc2dMu0oVjRTZ2PEowrBREQz3hcfVlIhakKz4CTjvCvmWAU/iQHS52CMfL+GNBo2XtnEikMWGt3gbVFC3gwja9uSpsNPOGQiShUy342Qqhl6GLkUy9uV5T49+5TIPTyVmj/oI++P51gvwMAhC99XVyTQ1fF9jcQ0UpNoG89hNAzBMXeG39seEOe53XccvGE+KpINN3GgtjWgfCc4ughZMosKumGgcRmbPVFLCuzNdNBxAkMeMThCLrvXkwyjWl7QUYkQclFYqlOGmKjCU7x1tLtIci2prqiqYmR+lE7oTREMmFEZzAyiIn3AD4adZM7HnrdWgZvR8VMVPDZznueeeU54J+zCSEtm7xuud1s2o2Jqw0cHeHs+MEsG3IE8yzR9pA6Rd9oa1QMP+x1fmishGt5f79mGU25v9piLFadN4Hux4Rs58XYV+eKqxXQ9r7YLvrc7oNazrAO4Ht/17MaRR1VLmyNZe96VxJ8kZYkSdhFM4v+2wpOwQ62CBnKsycYjWbAmE3OPJo9xyjf2wt5W5HEotg7b8LEtz6rWK3kaIVe1fbn7/JSuz0WhqSaFFbxcuCMTMHFCvFi4g0kmINkp0ErLG2Sz3C3UAwVCyTGtUqBxpTAdpdRqijNYJ+yIaMGr3C2kNRONw2fINpOR0gEhVFMtSscx3PHEbwyVKbsWl8ufxel1JoET9eS67Cx02unIFJSUdAKHHo2gGdJEBPj1J47/5KdXmGTZGuHMOcTaEnJ0TIo8qsi8RWzJTwfI0whyNRe+++iKg/OsUsHDkAvORUwCKUgbteByxlaWNHlloBSNmowaW6TVMFENhKBQT69fpTj7j93V8Qb7JA1BOcZNC85NQWQ6kQwoIFDRTxhIjbn73EQKpl1U8VaZ6HQvxQbTP51Q4sCnvxstfhrx5YBgjLnzBpn8kpbwWV9/uHdYC2kQHJlKIjv1PErCX1v0/Fid+Xbs+aM4Yz2WMaVRJU0gykqVaDxr9fxRFxnbhjObeafOrLzyhSryM6nn/4w1h6HG2chOA+e2QqXjrbnnDb/HIlwYuJGa32lnXIeB4B0pVuxQ7i2EXjL7NGOX4b4pgXwHm2GIrGblvb8eE6axGMnMBWpJrCMMYyCq0HjDawlC6jlkxRlPFM+qNny9VbYh8f3BYmyZFOTK89i+zuNpdLbwBqixOXCRHWPaMa8qDntDLVvezQMhBbYuk1zNWC14srNshoFFrfxRimiSgt9Xy1f9QE+iS3M+vBmxYji3woNaWFaZgT3oHHJgHsdyUFLPt7tE5VuCCfz2uqILI6euAGer83sgO96dW16pArf7GXuTeDr0XMwsfVCujWWvNVYTOWbMoIirOMsjKSoLA1rtOR8TY24xNtPVGbcLLE1LGwz3Pbi05ZCkJATnOeoMZ1JiBAJKkh2+EiATqHng4J7bMrMGm3uSdaQ0Ys0P6OjMm5fKriOn6uipOFL4xZQTtLt7qEEtpdPBlj2MF0GMh1ROS1nK6V6YvClSogeyTDiZyZ+R0HJ6d8oiGXozkZwFEEM1LUoVucP3Q8KoLfDGCW6mmjFZwJQESkvhdOFAtaB27DTrE0CzxUsRHjiKCKGYPKEShxPljdOK3/3giuadCxaaOPEOHUZizgSBmbFoiGWnFBI6xr/4YJ9UdF996zX+1rtr/t6frjFal7CsnBHnX3ZUWnY1FvBOGCb/Uc5l+f/Jc45IkT97ORKsy2BKVe46jWOPcAxMswgOXhZIYJDMXBzVceamiawGKyVL3rpSmIMGRCzWFel56RmPQoVPHCC0IIKOAoLje3As4gXIOsmdKYw7a4420c/2CuLIUzJop9BhqdQxSOSfbT0Gx00O9DnhsqP3qUh89SW5PInFMGCMw4WKTgz/W8zcaw68rqd8t/MEn0i5dL+klkeUDvppgD+0K7yFy6oAVAMRI54hQm89F2K5t9zyfGhRjcjY0JrEqe9JcYR5xaBwO2QaJ1gGsJYwsbyaGJk7Txg7Ho2OQR11Tqw8fKUe2aeeoXN8v9vztq/4OgGz3WDMnO9E2O4G7nsh1RU3I+w1U8XE1mZOxOHHjtPa8mwX+HZteHJI3HeO19sddFveEsNhBG+FU2OozA3XY+ZeveCP9xWjJiRvmDWGE19jNNLIQF17mgi2DtQ6ch06XoSKk2pAfMWMSCBz1gb8eU3GISFwO2ZC8IzqeNL19H7HpR6Yr+bMQkSWhougaNiAC8SYkLOeFB3GVVjJbNWxC/DmsqHWLRs7p9vDgyUc7Jb7AjNfM2bL81FZR+WPNzccdpGtrUim4WDbYleoMrWvSCT+bBBcf0qniskLwjSJuG+Un/4U7+vPRaE5EpaPijrn3F3Wip0eEt6+TGE8ei40Z2rrGD+xrM/CHYFZtXg5S2EppkJhogMcfRdWMJk730aVlNFP+TTHCjftYgxlP3BcDjkpXC2vhRpgBI6bf5vKaGkwSj3993Yy+quWbiuZo/vdYDWTcsldcWqwAmNO3POWt5eB7WhYHyLXQ/F9NJXBSfHe9LnEGVdV6Q5yzmXOnfLdA32IkV2/5ed/4jX+9rcCrU44HV4+iItyzMJxlJQz9eRxqSZvjcGQJiRMShk3hbhJKmIOkFI4jybY/4+kXFMun42Yu8RNLyWPpznGGGjZIdmYqesjPicjtvwOo2Ctw5pPxFTnIq82Cn2OZaxnhBhKObLWYEWBKb5ajzudl7ETx3vus7wkj2X3l/MdRaIoJQM32nPiGxobWCbPxiayOGJVQRwx1uJUS5CVMWQFa6GE8w38Yj2n9c/44ukJu3XkX6TFncTdmFxUiBRSQgjKIxk5kQqpLKQRp47TnBA/sNu2zElolTlvE33MXPmG2nvUeA59QGY191LCZ0WNMO96HriaFxWkPPDIGB6kHkdmNtkZNtcVD+oNp1YJoeE3rjrENlykgbfqzCJXPPA929CQhi0//sYl19cdVdUg+zUn88g3ssOFzMpE1uOM+045nyUOsaWuBkRHXm+FWeN4fDMgVeDVmaO2I5jAqak5WQnbMBK6jsooyZ8xSs+sqRn6xL6Zcd0tCPMNKZ9zajNZO8RWBBUe7zbcryocji81kegi3o28OHjS3vJ76ZzT3Y6TrDyXG37h/ILf3AQ+HIoSMnGGyoFBHTiPkDmPCw555FoekGRHio7zXllLTa2ZUQPZeOpscSrU9YKmNgx2xGfDRVJwRcVmxoiRxFdM5lZ6rq1wT5Z8tz8UjFP6ASQDOOcYTDFOli0Hd+FbWcoJODGlaWaKsswW4OVoKAmRtoAdU9HagjV4CjLfmqJswxo0JpI9PlqKd8IZA1kIEhBXKADZTVJla+4c6E4n7LxYJBaJb32EehoDk9LfKmhVXn9NeT0iEJ2UkZG+xLVkAw5P1lBc8LkooFDL3BlGV0ZaVe246no+2Ad2u57XzhpWyzmNsaQxYa0w7g80xuKqiqE7YK0tlIFFi4mR5zfP+Ae/+5ClNxjNk/zBQJjUesex5RRCl4bJkMnU0dhiujRTQqcxoBNEc8wJZ920VzLENHUQJuKsR0kTCcFOu5rIS+9xURUmk3HGICHSGotpbDkIqCXHdCcKYDLbqiaOWAaXTYnANsrcV+RYimFrdeKaKSKOnCNimegFpYO7Q/joZ09vXrjSiY6ayjiUjLOlCHZpSUekDcLXCPxUExgsvDd4bpyjIxPEF9q49RhjCbkkrmqs+F9uBHiFWFmcFVyTUfWorZAcsNKUg1weMQYkuSLAGA6cVIaU9nRZSbFmoOO89gyDJekWXM24ieQwomEgq+FcA2+1lq8tewyJjQkMJL5oW+ys4Vk/8PHB8dFQcZsz0QJh5L2+YkyZd9s9P1k7htRxSU8zb7lZK7Zp+PFlYGYCt7snnC4u+fDmGafLGRoP/OyZ0ncJ43rioJzWEaHi8jzw/PoGPzvlmx9c065mvHY+59wOLNsIZuTtqGSTeXZwmGyomoarAKY/8KhTBjtw0SgX+8S5G7kdKm5ijzYRbx03h0i2iVoXnM9rnl3f8tv7NcgZURsuw8BclH/rYsOz3pX777Di1x9GxCtvupFLn9ip8nwYSaMwt3skGc79FjVCkBtOq0I3mVc1bd/h6kilEd96no1ztrsduVLGoDR2hlpXWGuHxHMxhKj0xpMls1SlDXOSXHNphBbDO9XuU72vPxeFJhvhRITORiqdEPbTIMNLIqst0tVPyF/v/BZSPBpZJvaWThDJCZgilUPy0XdxhFtOZUam2VjMuKo4hZMWwOSR7mxMQetDiZq2k/dGtCis4sTuOo6NjLGQ8l0KZYE5lgdYmrqrY9RB1nLSTjlgpAA16xgQU4ZoGc+QE0OKxDHz6Nqx7oXfvD3wM1jeqQZ8Jeyn00frDVSKS6V4VyeL0uEYMNlwsWoxhw0ilxiJU9CZopUtOP5P8NOOMM4oijuWhGzv3l+VEriV4S4qu6jYLElfmjVRf6eoKx3pSzqDnThsVmOhS08wTeN8MWceVXvIFBx3/NzAOjBqiPnoXVLcpNQTFbJziGbUFhNvJUI2EaLBTobOMB1mdPI4mU+bJPiXuKy1PCDwhdkOi0PFsNfMKgsr1jgHlz4iJmBpuA6OXVNzs47sa6UeKfePKbL/2nvQAWeLeVl18oflRLyT/u9R61FNxJjwVYOmSCaWOAvj6VLkpKrZGssy7tBcse+Ee3nDZb9nOVfOTGTue04WEfEONY7dmPhOWPKYltrOuTokrsVS70CZE5JDfI/J0GiJpj6ZJapgOJWG07rjo23i7JVXeHK75a15z8oWhaqpLHZI1PKMt1ul9gNRIudiGM88+7Uyv6joQ8X7Nz1/GJYkPeHBYJCTc76fT7jd7sBdsLvuqcWzDRWv1gN7zeRdRLxnMxyYmx4CuPmMWnu+Hc7xYlnZgVdauO9GcqWEzYiy4WzRYMISm5WfXyx4GK4x5pTGKS9izwc7y6VELqpIO5/zeJ/YGfhgbDlk5WIW+FIzI8dMCEseOst3c+nsNSuPRkOPYgbYhxbtBTUBv45o8GR/gY4HlqYl70eSwJAT/Vgzjx1jFTnPB24qyyw5WrlF84wPukgnyj/Pc37xU7yvPxeFprLlATSblF5HfL0XQxKP0YSZOpoyvyrFwuYiGMDZsqbXI/jS4MmMIlRHs6U1dwY+A3fRy8ZadMLMqFE8jiwTANOVTmfuiznOUlDzOVG+SAJ1Krk0TosJNFOQ+s3kE5FJumulrK3FyvQ68qTGAi/+pdveuWJINSDTPuoqCDfDSMhlz3NmErtDR8pz+rEn5aKwu90Glo3jbDXjdDEjjaVLMgk0lH3S74wrvJRMEMEUtI8a1JcAsywgufhiJAvOKDAZII2FiShgUwJXWG4eUx7ivDRUpk9sPDRHrDiSLUTno4H2CMos+5HM3FXkY+gZQqYo6ZoJmGimmIeYhZxKtHeadM6q5eGZZCKEihCVCatTVGyoxZiXS3/VEpBmp2I1vly+fWZXn+DjbPi4m9OIgAzcswtux56DP2XbDYSsBBzqLSkWCraq4g5KNAabMiZkBhMR2smgmvFS9pw5FjKEUQskdHRkGdlXcJ6hTnuic5xl+GoInCwGLl2FNJF3ZgNKYMyWYCpMGnDO8bCHj66FvTxg2wuLeUUeEzcaEDyHFJAUqcXymhdejEqtHW+dBprkaWPknu2oVzM+Wo9sx8htFpa+4gtnjr6/5qSyON8S08Cojts+gbek0OPEEeKOeTVjlxJ+zOh8yTo4nm93vHVSsRl2dMPI+TywCvBFfczZ+Sn9DrZ2QMyC3N1yPQTuDyMzZ4kzGOoi0Dc64vMO55Svnz7GixL8GU9eXPNoOOfq2YbVTHjcX/DNZx2XuqWpDdJkHswv2PUDvnKcqPBEPDtj2Q6ZMXUsneGiqvj6amQIVYGcJuVFNFy4hkuN7HMxjF5WysHNWd9ckwycVgFjDM+0R6Pn4zSwPowE53mhh/LdcGVFcDAjt1hMtFwn0DGQSBg1BN0BhionHvwg0puLDknvlroZQ2WOjoeSYZInMjOUEZaZjIEvdzuGKIVNpprLcl8mJlbOWClIhiP597ioT0zeEPsSgXJEziiTso1EPe2Icion8WOEMr48qMQW6W4loGLvluPiixektSNZDF1uWJIIJpDUYcdA7z311GWVrieTJWGoSTLwIhuScWhKmJzZhcwY4Xaz53TRkBGud1sqV3HvwnN6skArh7WmkCMBWZSZ+n/0lVf4n7/bsc7mzg1vjv4Ya8o4yRShQnSFWaVZQEuKaOG5MSVTJuyxQ9HqEy7/wpqD8u9qih9IVTFaPCKqiWr6fYjQWl+UYirYXGjcWDdBRUGzIaUwdU7KsY5lq/hcFvsiL93QUUGscsSs5hSRLGSmRE8t5AMn5XCDgP8kauAzuoZuwE9ChbUZsVR0OhQqeJ/ogUopSY1jyZjXZO/2K0ZLJ+Jo0GAQ6RERKslEQKNi1CI5H49uCAErwryHAQgYTK88N4YXJmCvDckaVKoS9+wsjnIws7SICN5AnDr0WizX+4F+HJHsUFeSTV0UglfeDFt+qOnQXLHuLFXOmJz4yFScxQMryTSrBIPFERgySA+p9izHTC8lx9W2S9qqZ3+zYBMjqpZb23K7DwTT4A9rZOa42sL3brZ81R3YhDf5zvMr1HtCXjE88rzZZt6sBe+2bHulcY5xMec2CFXOjIcR5goHj1lYfJ7xGx92hFAjJlKFEzozYm1LvBFs6siquLbBIjwZEx8cAkkMly5hqpbL8YBSQ+twaUUeO7COR0OGbsdiVr63F1IT4g1aZ87iCX1W/vw605sDq9qz1MyNJow1bLuG17TjDSvcW2RWeWBhduxiZqShsQnRGbLsubRKjpGgFU0awCayKKfGMJcWtT+IwWdTdLJM8laVXLAmVvDp5biFY3qjNXcKokqPklowKSMyLdSnJa9VLbHCWFQTefpd1TTjvxsXIUQRfM70FnyedgDHjfkkFpieixNCBRSPkUCUSGVc8dgozCamWDDwb9/z/OxrS377e0/5Gz/xBZ5s1vzdP6r4J//+BW1b81//xge83ycedgt+eB550g936o8twtwrM8nMnFA7Q4zKth95tBGuu4D1jsu2wXphsw+8ejLJnWO6W3RLjJiq5pffXfCPv/O8oHBsITJkMRRP/BSGPQkAHGAFdErXjBzlzJNfJxuMlMiAkakL0gTGkOO0qBe5SzT1FIHFUW7sbUkVjVJ2OmpMici2kZCL2MCqmVAhijd1+T2++KDUgNcS4WyNkHLiGGmUsoBa4p2arnScOhlGj6ZdRe6K1ueB32yPQgVVSL6YeU0gAzNr6LKSk8UQYMoishPpHCheKgOB7i7DR9USxWBzySQSIlGOJRiYBBt31Iw8CQNyhdhc4jVCV6gOZHI2ROOoKIIPEaGyJSAvqoEciVrCM05kIGTLKjznXms5czV1XXPRDmxjjdzuEQznvue9K0s8KTHNJ6Zl3kRGVWy2NMsVV13PWixdnzn4xM11Qp2wl8zZNBbvr3oa7fHpwJtnA2lwXMwrvFngq1OePn/O2YkjDlu+2NZQ3ZICSC6RE/Om4KzMEFgtZtzeRBZtZO4r+pnyeBOw+owf8Y5qnnBS4LXzU8OTZwe2lfD26ZysyjiOBFdTY4gqXCWICq3LZF+xzuU+PIjDNivuuZ7YjxgnSKzx3tPbkdwL3T4Sqxu8Jk6y443lSKMzun7Hyifq5HirgnUI1LasE3aj4dlYc9HWjF3HYMtO0mV4FA1iGup04Fmq6XD4NFJXhhzgVmf82Kd4X38uCk3tDOkIqsxFRsxRdTY99I4wS6A8HKcbPKWMM7acIKbgsIHyhU25LLNVwBhHSlow9dMup/zuqcNBMZIZrWGRhGBSUYfB3Y4B/qK348j/0mkebshIEqJQHnAC1mW+sFD+tfvwSz/6M5Cv+Qfvd/z9f/OCi0ph1vBf/eKX+IV/9E3ULPiVd+esx4Z/9CdPeRrgXCyr0LE+JBYLT4wlBO4wBrpQoJpvnM/58r1zoiiHOLDf76ljha0rxB8X3EX50y5q/u4vPOC/+Odb9oWXC3cP2EnhZyagZToiY/T4p5jMXcQAOpBtTWcVn6adFo6ElB3Q9Jm5PIkgBLIpI0j1gk5ybigeKWOEkBPJCJILNVczRQXjSnFSLfsx9CUTrYSqWcInx1+a7jrP4+dmtOwDieW0WPJ34suf+RyMzpyNOPUkE/Eoxo18OfeMyYGzfNGAt5nnaWAZDY2MnNUTJNU4HI6hDmRp+WivPFFPF2I5BKDUKlxWmdOsvGocs1XPR1vDh4Mw5mKmVDETR67HxfIwdObl94RUki1HV6jHcxzRHJhXwio6+hx5pypOjS5ExF8QZME6J662Arstl8aSdOSizpy6UpS+/uaKb320RtqRx8ExH1qiKam77B2vVRW5u2HIls3Ocit7TlPHW/OKha0xIXOoAk9fDNy/mPFsqHjVR/puz+1oGZ3lrXrkNiV8JRwUbPTMmgO1nWFsIm9esFiek/0kF69u6OMJ3T6zVMdlO2enNbWuuWgtMiY+3gkHUU5Pz5nvrrFJ2Q2FEnJvGQhDpGqUeVfUkF0I2GrGW8YymEJ7/95+oN+37EaIyTJrR3brSI4J6zJV1fAw7XlVF1gZud0JMe/AZLwawjCyDRHrGk5MZOYNK+N4fXmgj4L3hrVVyIEXo+UQDUqAXDx5YVQaV8EQmDlPleT/9z79V76vP9Xf9pe8GqA/jmCOYys9WvGKyixlpZ6SHcUoeXpo+GkUYibycqDALDOZWl5yxlRi4Y+Z4qOJClDm/sd8E80FFV+C1PKdmROZCpdAmgLPYAI9mgL4rCfviJpSzI4jOhXDbz0a+YUvNdz2L2it4z//+a9we7OjN5ZGilT3V376Df6PP+3JRnh6s2VZ11yJL4Fn2RCd48WYELGcVwnna/ZD4N/52musWk9tBy6WSw5dphtzUbGNI7WvsIsWpEQbZIkFWup7TBYaAyG/HDkxkZfLZ5EL9SBlgmiJexa9GyMmaTEUxpuYsmtRkZIv48rv8LkoINKdc99OsQEJa0wZYUn5jOOU1eMVpCrdrTORpKaMuCaFmJLKKFXLyDVNBt9sy2frxUyRBRlIqBUqyk7HZcX4I++u+KsUh5XIp5xe+5e6nAEIxQg40S2+x4pllXhbBr5yVvHhzZ5YG14A8yQ87h291IRxJFgh9y1kwVvBpcCruSW7A5k5D9yB11yiclqW8MnylXmgMo5vBcHiiOMxGqKMhBvKqDMiIBkbM9465hqpXMWJG0EjMSqVApJ5v1e88xipSfsrTmYVsY9YHJIHtnlJb5RhqHm8SzgJLHdbXpkn3mhmpHHNn20zF87xV16r+Gjf0VrLjlNWaY2XPQ/OlDF7Zk2F9le4C4tVy9ffzDi2bF9kqlq412RS9hziAetH3p7N2XeWAeHpTc/TcMEsZ6qD4fVXC4nC5MzpvOe1S4G5gXgDZg55JB4iVzct39k6NlSkdMsrrkWGF5jZkodhybbf0BrDo6eRJJ58VbPXjlXrWe8jKffgMwtbcQi3bGjQvOH1xtEPPUmXWLvhxBsqZqzZ82qfWPo1J3NPVItzI2ei3I4ZKsGZlj5H1ipcNpaxO5BNS6hyOVuZin48cOIbnkZl4UasnxGHTF13VHlOZTKSElfpBzCP5uvznpvoeE+aaXmfOS54k6EkydtCAHD5aMI0pXBY7kK4yhL+uLcxxdh3540okc8A2OLdOHpynJtMn/nljF60vDWZaUw2GTg9E3tTFZnGaMc9hc0FR2+MkHOR13ob+ZIL7HY77i1PqOctJKh8KXo3V1esh5Hff2rQxvHe1ZbKwWltuB+F585woOVXfmTFr//5FT986vjmi5GqqqlNESjXtaf2puBunGPWONa7HVEN1paTfZknjfiq4kHr+Mm553f35aHt0TIO0/I+YUGYXPoJcKUAl1wfmXwxRVlsTBERRIovJk87ryPJ2ppc4gaqAtAccpxC1YR6Ug5WHBVm6S4uWoqSGpddKf6aPpF7U4qOHs2wYkFLhk8kFol7eRGgE4DTlAcv1t4p/8oOp0i9wZDMZz86y2Mm2lQ8Vykxc4bLFu7ZnnUe+c4uAIkTDbwxs4xqeHYInKhh5iMvVLhH4KQdeWORuGwi664cmBbNNTMTWa3CosI5AAAgAElEQVRO+a2rzG9ezyb/1BSnIB5HpJaSTGusYRxHFIdvLTUBnyveXW4YEzR2ZJ0CVztLrirmLnI1BtK84qtWWQy33LoaaLisepKNPBst5/GCR+EprTH8aOsI84qb7UiKgcv5Jc9vH7HH8aWVsPKBg7PcdwbUcP/klk0XaFawH2BZefbpES/SA6qrLfdWHu17VidzFpcbUpjx4eOae6cbls0MmJEOB87uC8w6zmew38FobnhlacC9oL/x3A4rPnp+YL18g7f312yGJbVL1Dqwi8Jud80PLeeMg7BcefbdM9Se8zQqNl2xVMsowrnzfHd3gNQQfebpDvZY7vtX2OQtRkfumcjKRXZdIHSFfv0KHXUNTgNBRvJY0y6UfhQ6EaIb0KFmPxMenDXsNnuCMTwcDYdgeXibGeZL3s6lm21dYFY5Op2TGPnZE3hvV/PxIYE6+jwj58T5FD1y+yl395+LQnOrjpnL/Kg58B4NTiBNCBcLJWNEpugAAxmZPBmZNhvCsX5MEmMvL3lfR6OFYxoHMaFM1BBlwJgleThQNxVRMgYYRXF3iialnsLWjsKDMt8vgMejH8ZaW1zyWk7poS5KtDo53j4rNN4n645VO6NPA2PIOK84Z6hTy/c2N4zB8fu3jorMj54IXzuJ2Ox4muDZ9Z4vrmpO28R/+GNn3A6Z924zVkZerCNPNHN/2dD4Yn4s6qxERYUOofhRSoXEGuWX/+pr/MlvvmBUUElY9QQt8tfjKClnxTohTQ77Y6inkRJAZtM0UjNQ67FAHa/jolmmTrT4WRrnCjtNyqhMphVJeWlTpzHpQCzCaIsAA3GkHAk5I2ILYUFN8URpKRgpl+6mhPRCtoJO3pgsUpRsynQQKIZVA3dpqZX77L8Oq8axS5OM30InwoeHju/TUJtMlAWWDmscV+s9ry0ib80tQ+7YxDmHfcWhCmyi53eu5xxspk0Bnw6MZk6VepI3+FzR2FL0uzDgTcUsRxoPbRV5EgwpG6raY+NICIqvDZKveT8sMZqZjZF7jeHBaaYKL1j4JToP7NIpp75jtjil3Ry4WGWebTveuvRcrjfcP1lzsbOcN0oeBuL6GchbzOwLmsMjjJ/xV+4JsxjItWHMV8xOThEsEufMT3YMY+Zk2TOGp9yb3eeerEn1DpUOZzL5OvB4M+fj7wn/+ld3UFfsD4mUEoulZdxnqp1y6Bxn85E/+ACePRUul2/x/s2WNwVeVEvef7Yn1CNvL+ZsDvAoVfTqmFnhrI2MWXi8DVz51+h3N/Spph8sJwvDs3XHk8pNWU3XLH3Ddn3LOycNJznzQezYZsOTtKBNgWxanBzYR3htaWmrzL4TOlEeHwKdbRjGyHbXczAzHpDZ3h449crDLnFqEsjAK77Gmp409jyLNQtmfKCBZzETsyer4VUfWRjhdSoexo4qQzYlKts5x4JPVwzwucij+aV/+FtqwpSeeKQBa7rjWyWxhRd2fKk5gSmRxQeTizN/KgAlK8aXYiBFjlxObeXB0xy5ZGL4774cqR9cotny979zy798Fj8xOSq7i5Tkbk+UBEx+6UY/qtSSQEqpjGfIZEphc5Sl3KWO/NxF4q++teLiZMbmEFi2JY+9bRo2MXBa1fz6ey/4fx6N/Nz9irZSJCmvvdry5Enm959veX3l8TaBFgf/a/dOeH3VYiiBTrfbPecnSxqTOETB21JUzuoZzOrJM5QY9h3PB8OTh8/4O99JWFU0G8Zcuoo7f4mmEq4W4+Rtoozgci6FJn+CYTZVGMMxgO64hC/8uKKMLlQDVMkqNG4CkKaSF3O8EpMEPBUAp1UhyctUUEsBbopYci6vbUrVJk3G0OOe4fhZJc2gBQNKLveV1XKwsFOSqBXDP/21v/7pDqf/Fa9f/cW/oXY6vOhEr7CT+EKtwU/jYUsp+kfPWZp+xhrBC9TWcK82vN16VvGaDS3bLuK9Z6cD/SDsNbPOLSEMiHEspEBKd5T4BDGTkpCAcZbEyNLMOSFgHFRGWFhwhzWz2tAHOKshJsU7Q8qWe43QDZHTxtIPQhc3fOUNz82LhK2UMMImBr72mmW9HzldLWHYQl3G01wWCTyHAIMnh5HdruP7H3sW8xVvX2ZytcaenHP94Q1Vs8JjMfUWb3cMB8XYM54+h02XGOOMr/3INetHNXlQHrx9A3qf7ZAwu1O+9fApP/RFz24TOT9fcL3N7Abh8cawVuGHTs/4+OFzHtyf0Q0DD4dMq5nGtnRS0409tso01ZwqB4Zhz+WyZT/0DNFyrTX0e944n3NW9cQO1jbQrRNDqng4ODobuY22pAtLyfKZpUxI8JWF4dGYSVboc0ZCTR937F3LMh2zyT0HDahAGwWpptFzyLQzSz8MJKkIMZF1oBZhMe2cR7XTIlT4tW/8waf2Xfjsj3BQTio+T2Mph1L2AY3N7FXLol2Uavr51gtdhoTlq0ZBIh+qwekxT6T8bL4zZpYYAplk0F4MP9ce4OIUXxtmHn713TP+oe64VuG3rwZa0cKKsjpN1AQvOnHOPgFhVEOWNGWxF84WajjGLAuwkYYn6viTFwOzjaI5smx6zuqa86XhZOHYHw788Eq437aMhz2nbYtHqcTy5gPDxdkJD3cDwzbwyvmc7z4/sL9ZM9SGZWPZjKF0YDkyaPGljKnQqG/oWNkCsOy6jm0/EIaMOVkx44poyo3pJkJzNQWbJS1S8crdSe+AQtc+jhATeuTqlD+b/pmmbi+lgLpptOVcCYJDsDL5aXJGzcucIIDKKGPMZKe0Kowy0R/gbrRmzJRcao+BWBnJpfggJReoWGwmyKbKtLNhSg3PdweFSJGqf7LYfVbXqQVHIhvhwgWcsWgIaOhxPnDIDd1oycbSAbVRbnPESjORJTpCdmhWngwHrjvo1ZHiFP8NJOOopHShNh1QY6lt4vU2kyJcxIHTtkLshqaeU0nmukvss+F5OCB1TTsOzLxyqrBzwsJYXj9VrMu4kMhVxYvnG1xlGHYHol9welLRP+159lGHbSrGdeILb3guxhFxntNTy/OrNfcenPD04xfcrue80wshDDRGebHfEQZHP1bcn1vuv5oRIrmfYf0O7wQNPfVFgpDYhBmzs0y69lhj+PK9GR8//5gXHzacLufYVc+3vnVJBqp6SdYDr7xuCJ1jY+/x7e9DUw0wbrhoZ6yi8Pr9nlPTEHRPlSyYEz7cb1CbGMYR42vuzRJ5iFiXmM8WPNltGQ6epIm67cgOHl9Hvk3F9aHjcrZg223ppMRfW8mc2BrNkc56YrI0JuON8mGnxCSkafQfY8bZGfdEobVcimXm4aaL1NIQqxHRTFDoLcT9QFVVLK2wNhlva/IQqIwgajBeCFoo9Z/m9bnoaP7mf/+7mqai4IqciIjgJNHkzNvGMK9HHo+GbUrUleVH6Jm5hn8xznmbNe80ysoq/9OmRYxnIxVVGulsSdb0U5qeZGEwRQ74t75mqWaei6Vncxjp+gjqOas9V/0tf+9PlZ+8t+KfXm3JanDT6f3Oi0NxgJZEzuP7aBBSYaJRvsxOAl4zp07oY2JO5rSG/+ynv8JiFjgE5eHVDdtDJknEiqG2jrNFAzCNdSwPX6ypnCeJwUqRajsSja8ISfFWqCt/55Q3ppzg67rGS6YfAkMor3M/Zv7Xj+FPbwbyJF0WVVLMGFv+d55SFo+vwRmmILqyKNSJjh1ESpfxiZTTjFJPuxqyfiL1srQeQglWq7Rk2xgtPqgSlvayG4KXXdMxLbNgUqa3e+p6Vf/ifiXmNEnlJxL29PeJCO44ClS9i9zOuXiv/tl/+e9+ph3Nf/uLv6SLuWKzw7LHZfCmYXCBj/aFaNB4h80Gb5VAwpM45IozO9InW8bMAjYHlq5ilEjG4lV4NBrUGUiRmkzrLReVwZrMIQ+EwaE248NItiW19QuLgIxCjom2atmGnreWLetuz7zOxC6Ar1m6DoOFyrHtMydVoqlq3nt0zeVyxmGfCpiyGqnsnNMLAfG40PP8xQvaxYLNLnO2GHHO41QYnefj55naVNze3lKbzOrU83zjyLYlJ+H1i4aF3dDMSuyGqRSSIegNw3qF5IS1Fc83I6+8Oufho5HDsOXVkxVDyqj3dH1ktVgxdB3v7zJm9JB3fOFiSRciIQycNI7tKHRjZqclPXTVOnbjyLkvtI+Ap++F62HP1c6yd4YmQPYKxtCMHWjFxk8+tpwxSTiZjaRxzjqlcsBjZIFj1pTD4zoJ1sFcwKWEw1ATOYjFeMcwjnRRpjTiDKpElE4sr/tyv1cYDghDKraFIIaYR6wxjKl0xZ4yRt5k+LVv/vGn9l34XBSaX/4ffvvYKhRHvAh2yk9uNXNmysNkpWNp78TTkZjlyKlV3hsr7mvPlxcG74tzXxWimeGG4lyuTOKPteX9Xvg3msTH256fOFV+9sfeIuWR7RA49MW8OObIvdWCTRdZ95nDeODPN5n/a9eQ1d9FCMdPnIBFylL8eHkxDJSiJApWUpH1aiJZz9/+kSXLuoDwLpdz+ph4fH0oqpQ+8GLX3UFGH5y0eG85mXmeXQ883vdcHRKvLiyzyrJoavq+p2nqEuSlmaiKN6Z0KTljrZJCGceEEBAcagL/4x894qFcMqSC1okaSzKpAlkZp4fyXfZMLsa/46V3HcwR019Mrs7K9P9XGGO8M3JqKuILkxVnPrkPKgv5oyjgKNR4+fcIVov6zVBGZsdo6OP7/xJZc7wymaPs+uVrPf7c0dtzLHAG4dd/9bMdnf3jf++vq3OBxSzwe7uaqBUPnGNperIOqLXsOqWmIZixRFdI5Ma3hH2mrgyv1gEJAxd1TZRYMPtBuGct0QxUWvFByGhINEbpvYUoJKlIusGGht4MOFrISqUDJ6JUruONasXTfktCaYBaR2pbU7WGJmzZhopkhbH3nJ2PuKDsRTlPwugcl2cjrzaWf/ndhDYGiZnLVcV6FNohMD9JnFTCdrvnfFljTY3EAfPKlE6XDsTdyKBQLSBd1aRhRJb1xNBT6ksLY8d2HVjOLtntNizOFjBE0Mju1nM9eBrbcX+hpPMOuzPcXi3ZaMtrqwO3h0zVLGlcz+9/tGZm5rRVSXJ1RD44VOz7ihHLISYqHWic5apXbJV5UFVoytzGnl0ynFcOifA8WF6fW/qkuCrhQuRgLVddpmkr3rEDtzFzXxp6qzwePLdxZMmIaqB2NTlHTKw4mVV0KSB1zfPbDWNoOVRS6M8kcLCSGXPb4bUgo26tsBsNKSnXmhDnp3F3IaW3puQ3Baf8nW9+4wdrdNZ7mKVEEkttAmjNJIQkCNzmssR9aBsa7YlYbPa0LqNh4E2JmKy8fzAcTENrEzOE130mLwKHsWdUyzsm81MX0A2Rt988pfHCx8+uWLSeUQ3rfUfO5ZR3tdmz2/ekpCwXc95yG/6D1Yz/fZMxvpwsj+MkN3HPss1o9sXtHhLUikRFreACxDojASoJ/DffeMR/+mXPqxcXGCmGxN2hgxz5wsWcL5w35FjzJ49e0FSeygjr3cjZ6RznSyoiFIaZ5sRq2WCkvA6NZby0qARjLcMQ2ffl4b1oPbV3aOxpmhn/8Y9/gX/y3Q3fWHtelZ4/kxmVZGycFH/GEI+U5Slf1H2CFWdyORDkbKitJ1Iyco6td8kCsqRUzhJqpdAGbL6TpZcaU4rH5Nyd2Gsvx2UqgpoSqaApYzgCQKdCl8qYKU0/X0LMPFEDmOK90iMdNcVy40tGxE8RA2W39FlfY5u4Gh3fWdd8cZ54NSn16RoGwyEkojieeSWnyKBKr3BK5OuzQHOPkikShdE23GrguhNc7bhNHV1KuGx4s7a8K4ptO4IYqrZCt0oOB6IoO9kTTGJMW2o11I2HWEgbzISFeOZayOAhGcQp561nn2sWNtF6h2t2NE3i/P6S1I88Xg9c9Zn9I+F7JO4tQFIgaiB2wqUcmF9kTuZnROvwi8y4i7y4HRBW3JtvmS0bUoCnm5rlbIVfKc509BvH7hCoamU+y9BYsBVLdw7J0iw99DM2w47KtPgTeMPuMNKw3yrz/oLf+/6aBzMhbXd8sA9cNIFx+H+5e5NY27YsPesbs1jFLk9xq/fuixcRjiIzAckppawEGSUgIQvJlsASyA2LDrSR6GC3LUSPPoaGaUMDRMegbCAkkOVEZBHOzCAjo371LU6xy7XWrAaNuc65L0wvFdILxeqc++7b9xT7rDXnHGP8//cPvPYFna75fw8TTVtFS43AORSQSJcH+tbTYFi3hq0cyWI5JcXmxDeWwnLleHsH4jMXbeFgDDZHXngYpshqYXjJwF0s3Ivh+arFxztKWfK8C5hj4Bg8fdPyfCFIsEy+cJNOuFgwZJaNQ3XE0VVRTlZaWo5h4kaElA29MbhJKTaRraEvSpoPkiEpThRlwjeWxS/ZUvYrUdH8w//+/9TReWKBpauQyMnUUr8OmpXrHDkIjNKRbY18tlpwEkDbOQY60RM5FctoLBsNrDAcLDyPe9biue4K2TjQRJwiL69WPN0u2I2BEGtImJcyt13emRmzOJZkflxW/K9vKluoZH1Q0M5+EMMLDfzd9wz/y13DJ1NFxogp/N7ScDaOf3FUUoa/cz2SsvCbz1ZsOlAMH789suoN33x2xUIE0xt+/urE7jQRVbjsHSklQlHcg6pLhEXv6X1DLJnWC1OC0znWICxTB+7jNM3Mo/o5nm96GgNiLLenTNsZTHb8/g9v+T9uCmdbkKwUcWipm1qqMBfKQ0ib8u79IeNnUOiX4xwekPyFPHua5NGU+9AGS7OCT/Wddv+hVfbwM2p+97VUgPJAcK7qGKl5BJRHQ65FybN0uQbZPSR5Zs3zxjNn1jxUOjj+6T/4W19pRfNP/sO/rWoNrWRcospMNQAOY+sG6WKq0NASK3C2TWi0RAsbhY2rB4nLtkWmI5P1jFl40rfsxoQMI8lGUrRYV9V9kwqlVDOoFc8wBqzNiIkU29DGOkdbNiMbGq4uIo10+HZijI6ihuM+MhZHmo5k2XDR7vFWWPUGysRnd4mvX7e4ZkkJI75fgBkwtoEg5C4QzlXYcjicuL6+pusasr1DtCPgsKbB5lxnkCnT9J6bV2f6JrHYXhH7VxXoqpYSA+5yw+0XytXVGuyKT//4Fcbcs+kWjJNlnPysVHRM5ciH1z0//uiILCaKXrLwynLTcNxFxnEizmpY3zaEWDiWukYtTeTVydI4jyOTi+OcLV2fWJqIU0s0gUYc+yQcToVdENYbU7FMSUgpkcVyKFUFupZCsfDEed6ca/7NyTY8sZYmBYK1FCNojjQogxpS8OAgWDiHyMJXNWzEYcUwpYKbzcvGWIZUCRIB0OwomjDSUKTwX/75n/56VTS/sRzw6Yjx0Pc9N5PwR1OLiNDawDcbw1ItP84GSCQsBYsaT1cMsSQmEYrUYKUiI0uB314t+MvDDc9pOPhrtjZwX5ThNJBzREzB7CZenyrd1ig0vhJrpSjbRcf5fCLajpwDZr3ka3bg7z3z/LO3J76QJdnAU2O4McpvE9m4yBeD8rvuxLL0/CQ1/But8u9+oyPZnuFPX/O7TxpWq4aurRXHeQycc6K1yme3Ix9eZ9xywTAGhMSq8/zg0x3Lp0tyzgQ1FMPMg6sLxJQiIsLFYkGMkVXbcJ4yMZdH9V6MCZsL27bBG6HrWg7DxNopT7YrQpz4299t+YM/OsJkSbaQSqxwUR7I00KUVNsUqTDNcrMHUx9SuduJuln4OT3uMSG71IdHNVHmaIWmJNTM8nXm2Yk8zOwqSkhcoTzuPAWsIlpmFFCFx9RQuspJM7P78jFrZvY2IQJSSRRZa2z1gzfI6Jebgl/N9WJV2W45B1QtLyRjGNh0HafzSO8bdqGmr06nibvJYrThdDqh0lCc8GkYWTrhi93AIVYPrtczP2hGVgbAsHG1LdbliO8MOiS2OvG1DcCZ1YstUQu985ymifNJeXo9p8zKmn0Y+PkXiRbD2gW6buIbz56gdmA3nOmzwMYznQe6S8EH4TevPTjHcFBKF2g95NAzpTPnQ6Azlv7ZQGktL9fP4JVlGgRvrhBdYeMO38HhTuj7QLGGdIoYN7L4Wg8p1htvbVCfcG8umH44ctUbXv/hSCqvWPUr+u1T7g8nxDlebhvwR7CO/+cvl3z+aaon+mhp3cSqs9y+OrGThil1eBcIOcHJsWoMrkwYqyRxbJyyaBwx75nUcrXwOBokGLzJHIsnFGXrEpvW4ZpInhynLLSucN15jC1sp4mJTMmWXiyjTriu8GHbUTSSjeVsMi2OHiE6R9LCOhe0mcBZSoHcVRn/gHLVZFJRslVCmp2KkvHOEopgraJkAkJONVrll3n9Smw0n00dH9jA9dIQS6RD+b3OsguCSmAl1b/9OyvlNnl+HDqsRpblBMAJRypKUs/k4N+/UJZLQykTT3zDarHg+58d0GJBA086yK4nDZGxFI77hJljiY0xOCJFHA6haxp+9sWO3no0KRerWo7+jaXlnx8C/841OBJ/vmv53aeKZoNrGoYSsV8ULiQRTnf84HVk2Qe+s8pMeubKLPnasytuj0dM13P/dsfawreebTgMI8vWM+aAtZaUMl+/7ik5ENUSUqyL9wMhR2C16fGuzmSM1PZUTIkhFKZpIudM0sLCGvres2gbUOicYVTD3f7AerWk73v+4/cy/+TzQJuVtRdui62RAblWVl4tkRpEVs2edZbzICc3Ut39Reom8zDKsgrx0cckj3ObSuWuXLv6A821S6nSVpn/8gF6qfpO6v4Q2iYiiGFWotXo71pR6Sx0AG/dY5U1g87Q8gDWlF9ADX1V17OloZQ8G4QDrTWVLZbOuL6tjDJr2VLwbcdLV5CSmc4OoxPT1HDyUDzEo/BimZiyJXcWSfMsUS2NKTxdLriZCt/uC6bbs1044iwAkDzw5NJijpYbt+FTM/Ljzw2nIGz1zPNe+J3vXiH+FeNYiPceNgdEEm33hEY7hiIY7fnJx0t2wwlVZdUkjBv4Vz78kBTPiDtwHAuyCXhpCdMly7aFwwgraF8Wym4gNK9oVx58Ye17zm8nvMmMxbApCa6O0AscwJRA7hXODW1JpNFy9fJIKOtH9RfNgkYDP/3owMm3hJhordACFod3Db1RzuFI2ze8LPd0i4a7MXFxVc2txig3u9qxuFw5hqmwO+9wUk2PYg1FD6gPLJaOp7EKdYYc6bcrnpXAGCyH6VRnumVk4RzrrXI4Wk6SOZ93ZNNgcjUdm2zIeWLTN4SScKWSM4ZSMOKJJSNWCVKRUUksz13LmCJWM8m32Jn2XQSsBJa2IYqSjX1A7D12LX5Z16/ERnPNQCDz8c4wFMOYEpftwFWvvE4tn50TV0vhEFqKGl7aiMYJUiaK5d62aK6S3Gclsx8Du3PAuUKzdNyd96ycMk7CzTjiO8dwnjilzJQsUSasVJhe61ocSibR+4Er7fj60w2vDyOH88QQMilb3pjE12XABcuyb/gblyNqHGjNl1mK8o028G0mXGdJYeLTQ2CaRqZ54LZet6z6np988Zab/ciz95+S4sg0GqYY8G7FRzefQqkL6LL3nMcziGc3jIjCcrnk7hRpmoYXF9VwFZJymgLHcyDrTC8wCuKYUiSUerMbFfbngJiMbXr+6C8/4Vsvr/nR6Z4PpGPfGK5N4F+3J4YEP0yWl03kz0aDKz1FJ+6lwcg7snaeld0qUuGaMyEBrT6QSijI8yYzeyWsqdQz89DCMo9ufgBTG2+Phk6hmkYfPSYPG4R915KzaslSalSAGKwkEspKa0WYbB2AWuaYBwzpV6CiebauhwJjMw7BS8FJNalmGTmMDT/62Z43OBhWDDIizuOyEtVTitI5gwnKals4B0VNRnPCpiox33YRYzx3wysufcdHY+Zpe8X9LnJMsLQLDqFw/CxxSoJJJ9a+4PG83zeMpZoK//zndxTfEtQSxozeT/Rmg1PhyIHOCFcXDd948QXZCo1rmSbFUxg4MWkA9WBbmrZjMg1LteRDwnZhPpk4TFnhpxashykyHgvp9glvvpgok4fmgC3wcmvxywXT8jVcRczwGkkOp44sStkXtquB82S5uztwtVxz+cywON/z7AMhJ0cMC0oYWV5uCLHQNJ7jLtKvK2lkEzMUR0hvaZqefq5AOSc6m9n66p1zbUuYpqrAFMtwglM507Yt+QyH80BUqabqpuX+FOiWFxzzxO5eSbblMA70fo2URNs21ctHopHaXkxaiDSIVlVqjtWMbJ2DFHDFENA6+zSKs9DGyGhgyvVZzVqVe07KjNqqIGFxv4ZkgCEW3u4zJStPNpb3lw1jiXx0NCxXGbGQbGahe3rTcDvUYfB+DKhYXppbyMotjv3mgu+dWy7zHpuV61RbRzEk9kNlY6kqoYCSuLxe8fqtIRAIU0aagHHK5uKSSORuVLScGKLFWENJ1efx1j/hvfiK/VjIpio2TMyUUAfc66bh/RbGpExh4qOz51mjOG8o84J6Op0Yp0hOwsdvD7RiWXeGrvd8dnvmbviCJra8Ho40TccUA6bxkOvivWocJU2A483dDiuRl08v2e133JwmcjQ0rhpOF23DeQr4dsGwO3CfK1dOZ8ps09TW248+fc0zk1l3B37Giq/ZwovFmrf7MxfnCWMa/u1tZH/a85PBcq2RV+IJc1jcBCAtQQKgWFtPcQ/yZldmAbiAfVjY1dUxydxeE1uDI9KXJMs1WbXOY9TUNajOePzja3LJWMkYUezcTLOu9r6dwt+8MvzWkw2fv7L8b7sDSJ4ziGqqq/sVeBxu3wY0HNHi2WwXfH4u5CGy7Co4szWBr7UDzbKh6yz7I9wOd7x/vWWbjpx9B8bx5ggmRkrf0KuybJU8JowdmaLhYp1ZZCFvLT9/VdDjHWjH2hTyNNKo4xLhvT5xjJmiLdZPFDLb1pJLZeVtXWaaMu6iI0blOGpFtYrjxbMeZOL1TvDe895vOPwpwyioOWFguwAAACAASURBVNFvVjVrOh4hFuLU8bP7kfOh53S0dI1l2UyUKdOuOnZvd2TXY/DYMtHahHcRV6BplN0wcGkdzXWL2ED0BT9Xr+nkaa9PmH7DKsN3N1sECMdEd9mQbeJwjMR4xvuGcIKQJprBEGPLcCfVLpYXND4zpcsajCaewp6rzaK2g33hvHOM91AZMg4b4TBOfDKtSftEEcOUYW0DfSsMw4S4JccxsouZhg3p/IZlvyDmjIrFGsM4jowZwFJifZ+9sYQ80qinqMc3hjHU5FRhtgKYeuDSIogDCiyayv4bXCCJpWQF4wkPys/4axjlHDFVdngunKeR105YNS3dUignZVsi5txUlL+bIZxhoGlaDlOgbz1vJJEOE88vM39tq3y+Ez4dE5/+6I6nVyucMXzj6Yauhcu+xYvyo0OCqNxw5Bgg4ll3DaVkes2IUcaUueg7lMwxVR+I88K3zR37tuOT88Q61pyU8X5EnGUYT3hnaNuWQzEkWXI6nbk5KFet8P7lgotVy/25EPOAWPj28y2xFE4ZxlPkemmQ7LgJZzZ9S4yBZedpW8swZsQZjDEs+pZxHLA4Pnp95nhMjJrwCGhBi7DsHbeHmkuSSv2ookzDSCiV8TaEgWNIRFXOwfM6wH48sG/gOExseg858vY2svPCaYjsZYG6Ooi/7jI7NfRToZHAMClnydC1j2QFZJ6ZPCi8HlthYeYFzTMaJqS8M3HWGUyuLZ0HaKdU6KnMAoKC4kxVxSFCzAUrwipn/q0nLX/4+cD9KXNYT7xOlkbrA19jDEBFUfPVVzTf+WvCwjwlDomb85ExCO2qVsB7cUSrEA3d1LE7RoybWHvP6zeRz7PDmII3mYwQo2LNic4KQ7E0tOxD3bBevwnYUeDVHdk4QmpZNGYWw+QqLGkNjYH3+kLrFE0toZtYd46l8Swag7WRiYgJhoTQNRHxHo0T6gI5FZL3aBEOP0x0reftzrFsWkIYSMMSt8rEvaNbTiw10hBZNS3oiWnMODNSzpnLdc/lEvrLkTMnlu0LYITJoSOEfIDliKYDMQTcxR0lrymHhF87zNDDtCf6LeQbPC2NbfjkPrHxStte4MIJK7CfBGuFtdkQzImzNzQOwrijGEVd4LL5gGIi7cV7AExjocTC4qVyfhV4/eaEWV/wk7eBSYXW97g8IjFyMpl719GMGdOu0BE01oiNk5nIZsMpVPWkF4MfI8lZRB1WoPWKJI/YiJiuGpqdZT+M1axuLGnObzI4mspqpi8VuHtKhq4ojRfEdkSbEKmIHmM8Y/k1hGoam5mKYSqQUoYMm3YiTg3B59r+0JHPzpFpmhCxRBylnNj0HqPwQdvQrns+Gu7ZB08Okb/59Uu+uF4Tx0jXWl4fRl5Kw006cblcsqBwGyN+5Um3kX7TI96i8cgPbs58uF2wi4m74cCi65imREI4JaF3E2qFGAtjqkFax5KJp4TvWi5cw/40sh8yy96xHyINBklC02XenO5xAk6knrpj5aVhamIiukQ10zthCgkQDmPmHCdaC2NMDPsTIsLrY8Aa4TwEsjhaC995vmHRV1nqm/sTYyoMUybqg9lSGcZCKLWimdK7VFEjAlPhWpScHacRfnAfKH7JsVOW08DFZYeWnhfDGcOJlVq+4w2HCb53mhibhrZta+zzjLRIKdF4/+6/tYoKktb3ocwu/qQzCXqmNdftqRK2oUZTlzIHlcmD8VJRfZA1Q2OhD4mvLYU/uzkijbAwhUNMfH84k53Da612bTI0XjnrL/cU91e5PvrYs7nMNH1PNgeePeno+5ZDJ1yzosiIUO+VLr3Fmve4vc+c78+82Rv6mKq6yXlOsWCi5ws1hJNSXGSLsO4N62Tx24wtW85lYOsdZx1oejDasRXh/etSkTWHyKoDVU/TnXFPjwynM4UL7KojfCZ8fJPAF4bjlvcvWjZ9ZLdvmMZCLCeMdCwWlpwyy8bgXMCu95jVLX1nIKzZvf6EjVwTTMvqyR3SLIlDxKcGUmJYjTTrI9I09L9xB8ufodNzCifiBy3Nsie/eoL8sdJ0LXzcUXiF+/o34P8+VT5O7tD7t+TvvECbjD/e8sHThttPEovxx7jvvEfe37C8j6w/dBzefEaz3rJNB5w3dAtfla5tQ9q/od0IqCPnjkJEyhmbJl5sPKtlQ4Plwy2Mx8IUDshyZOMLy75weDsR21r9pbTh/nhmzEJIYzVm54z31S4xlkyMEWuhZ8RkCOowJjDFBdFmcjjwdNHQOkshkZNwAuIcNhhTyyElmLsMwTlIIzBxdi2LEusBMBei/HIPXb8SG83zvuXZssMYw+3xjCbDOUVWXUeMkWNMjAMcU81q8MbT2cyTq4alOPYhE6dMzIYX0tI0BgnCp7uBP//8xPs9HFPDZ4c490zh5lR44msJe7sXlsuexdMNF8OJ4heEFLkfA2W1YL9T7sfMelHfrriupNPU9pWxFU5cThMv+oZdyEybJcPtgfe20ArsTmM94ceJtyi7aeJb11V51hjhR6+PxKwctPCk67GSOYXCNEWcc+xPkVKUvps9IrFQVOdy2HB7GvDWMWWlyInLZgFlx/OLjlgy+7EwJssUIyFnjmNk0VgaaxlLovctpQhjrgv7xhbUetDCbSh8MgoXXuiJ/NbFkj/++Zk3x5GUz7zOcJTEaYys12tsb5G2Y9FZjJZKDDCFEhPfWq75dDiRqCmd3ltijLhHZ3/dJCxzYJ3M8xbzjisHwFytUPTRKCpao6ZlNl/aCFMM7KeGYRQwhdRWksLvXRn+5LZw5ZUnFwt+/PrAtSj78NVL/V/dTdycHaHsWHZLVJUxnOjUMJkdbm6JpBKJxeObe0zJTMmwFCjesHQNeMtl4/Am0kRbgalRsAtLq0rqGpomsFpkvnm5IhRDlsTxkIn7O3rX0IlBY6hD8VOm9Wd2UyR9qizWS6Tfsv/UEV1L33zKm9OaePqEP91vuOyEdulo8omrxS3P3rdwZeB5C+c1mARHQ5oy3GbyzRdsG0OxZ1pzS3g7YJdLvDTkmxF7Uejf28LFEj4+k44vaW4uke0Wu7jE5pH8eqI86bB/y8H3P0NfvMIcvwmhJ/3eiLvP4AdUtvTdE7AT7Nbw0z1X7wH2GYeP75imnieX3+B807Hf7TiPNyTzlIXxhDQQgkNtQ2OWlM+PdO2ChKHxQhHH6Zzom0hPxi33XL2/JJ3gzZsdkxHenhrOWSimAi6tayhqGCk0zrNa1Cj0lApWMiELkxhM16NFOWhDwtVW19gwoaTssGYJtqkoHGCg0KUWbCBkR5EJ6yrFw9mqeC2hZnhpmlhby0jGmoanX2pJ/zKuXwkfzT/4b35fjatqpKX3NM5ynkYaNZzOOxbOEHMhUnf3EMcaCORXnDQxJcvl9YJFtyRN9+Tcsj+eubjcUPIB59fVpW4zr96eCDTEm1tMV1ibhuVyTe8DQYXzWHfysXRslg7pqb3PIuTOQAZvM/Gwp7MNPkaSMVAWJDPSd57UWJpT5C6PnA7Ks8tLPr7bkYaJMI5VL+8cv/H191kYEFeH9744Pru7J8VI2whSKt7m7hhI1ByY7XZL0sJq0fJmdyKneqJfbxs2Fyusd5xvdxg1TAOcxhN//dsvud0fOE+BEgu3hxO+7RmmEdc6bKqYmquVq2W6ZKZcF/IpZTR3jH0knA0LG0l+xaUr3B4HDiXwrafXnO5GhrVnmpQxR07DRGMd/cWypnRmAyXwzV64z0pRz26es3zZsf/wUaVuHtbaSjSw8v97nWglElQlVYE5ZiClNKvR6nt4Oo5cNoaFV7a+4f0NXK8sP/s8YUrmr3/tgv/xL24R4L/9h3/3K9Wefe/v/44GC0kNJXUgGWcifZOxoky6rNBKr6SUiNFjkzDmHdvtltaCtZ7GT1gKfSe8Oii+TDhzQnTB0gl9O9E3gvVCaTxIoUwZ1zTkNGLWlmI8dn0FaYJoScXj3ns2D+kV2FegrFgkCD4HCBmirUQGahiZ8a6KQFohaKJRV2XuoRDTCaMOkwqqJ1wraB8pJWELlFhnc9Un1aAHgxwzRMdp90Ps7kT321+Df8+DjvDdD6B5Df/sHn7mYTqitxmVlvSZpVltKbnBRIs+DYSpBiZaYyg3jle7Iz4vyGnP9XXPEOr/b9oN0/mOcD5z++YzLq5fcOKeFx/0+MZDXoKs+eznP2IMltO0QPWSxbZnEMPbQ2QIdY1LpfIZUU+qSNTHe13U4EwF0D7EWTzQ2DOekBMpVxWuN4oUuCqJybcM4cxxiATTsnQjY+iIFFyOnLOirgEc51JAHIERr+0MTq0bm7janm5K4T//w18eguZXoqJp1hUE98JU/MjzRSKr54fHwKXrebZo2Kx7/uLuyL922bG2HdqtaUpkF4QfHSY+XFhaG0CW/MFd4cliWU+3LIBcFx2BJ88WFXHz/MXs03uQ1HY0RXHbB7d6ZRORa06JaHVjO2tBLHa1JQFpsXiU15qyYAiJdUjEEtkqeBOR8Y6vrzzdZU+JLQOKGE/IhSmcAMHZymL7zvMVq7Xyk4+PNE2Dc47ri54wZa7XjtFviGnAG0u33GKKwjgyFsWME50U3KJnK3DwA89WKz652dOYWNV0Vrm8WLOxBTZLYuvZ3Q+8v3Q0Rnl5teAndyOSlYmEEeVoJ2w0XC88ooZzCozGExtLaxbsh8T2iZKj0kvi/Sct7617/uxGuR8ngrFkMWANP9uN/JsfLPnep3uS7x43DSeFWOxjBSOp4ma0FCQnTM3jrhtIzpXVlAvOGDopXLSGznm8Jo6q7Epi4YXpnNnFM+qXFLXchES4V376ZqynRi3ImxMlZzbNL1fS+Ve5fjqt8PPj3WvEd5ZJPOfJMNiBHA3bbYfkO9qLBXbImLLjavGEm7c7fhoN26WDSbEysrBrvvbNNf2ipUMREzEtlRNmtXLrxOI14yygTa0WjcGmSkEPmijUOUsJkKxQYsbwBEmVfI2piCXTWEynuHzC60Sxe0ycCQ6lCmmKi5gQKGWgNb7O2loLuoBeGL7/GYvtlr1ONCM03RpJR9hsSesR3wQ4v2X55BlcL4nliPnTFnuxZfzn97SDQ9JzdFohF5aSTujkKYsADnJnGfYH5NayP5xZXfSsPnTI63vyEsoUmNyW8ezw9szz1QX78IrLpz3m7RW+WRJ7zzPzhNe3C352CAylIKkh6XdQDNmCKZl4XwP4UrSoFHyAYCAnR5IMriHnjLML4hQR6iajSdn4BsqJ9cLTz4blPEVaB/lUE2xvUyY4gx2VsyiFpoY26hJtCiVkAg5jlTFmei906GwC9qRypmoulaYRYrQoSpRfQ9XZpRUkRqStyPYf7SJXC4sVR9NZzqlgThP/atfyxXFkbFrCYcdq6bg5Tiyy59UpszCez8fCpW8IkvGauUuF1ih751gkZSWWCSXPyq9CBTBasbXnr5ac6kORJOJFMLm66/3s77BSZwYVdVId8aAkAW2EfXEUk8F5jGvJIaLWEqapyo2tI8fEPsPSdjQ205sM1vGbVy3/4tM3vHexIMfAYuG46ArX62v+8vWB0/mebdchaeR60fP5/ZnrvuOkhY03dGL4s2HEusLT3rKLlj5kRrX1ZGTra0zbcDpOjKlC/D4+Fja95+bzPZd9w0m1GrnEEYClMeQyIdbQGMdpHEgi+ARTmzGlRYczGEOMhY/uqpqmcx5CZpBMNjBF+GQXCVpnQbkULoH3Np63u4nPnKeJ0NnM+73hzQg5G570ma2DPxk8cRwZrcNhiFEJOXJzLjztexYSGYvhNAXuzp7L3vGN7YInF577w8huEHYjdKawyxkt8JM4kLKyD199xOaTxYQmh/M1fnzTe3IpqDMUtSylobVwHFpIwjRmuuUzDre3rLqGp1YonOlT5vnTDe9dZay7RWwHzleVlylVFp6pwU0MUGpSbE4TOXsideM/p4IU+9iiVJvQ3GFn8rZzGS9KE45IMKyadp573SNNh4ZKcBxPAWKg22w4fP4Wu7lktV2SYyCEM/2LBcgdOnkW371CXWSxXmBuCsYD6T3YHPE6oj6z7zOL3zpgvjHhzUuyHoCpynTDW/gsIv/dDeGb7yH3PSk72rIlDKWaIVmTI7hmxeEsHL4Pky4AKFJIzhKTcspL7t4EUrnk5/eQU70f9Vw32N6MtAY+WC/Y2In1xRpn7yhjAMmIP/LJz5VV03F/WpDHQN/AcTry0XmLSxMmj5hJ+Dg1YBNr24CM2GxqtMBOKVmRWeyiQUkqtIwYOiYFZxKmFNB6oHQlshKLbR2dT0i2tF7IU53jqjUEMikYRpMfq6uouebS/JLv61+J1tl/8Y//qZ6k0mFVCgsrtGLn7BHL4KBPhcHWE3BTRlrr0IfXSI281bmnnzXhrUOMI5c4l6S1DPXOMBWZcSfmMesjCyzbjiFHWus4jhGy0LSOrHVTEVEyipQqGY45Y7GPMlwrSp6rG4cQ4yzHTbV0dTM2p7aGKirlNJ9UhEKLMqUqDrho69drreBnHf3dCGvX8tk0sJBaaS19yyEkWmfZD4FtV6uCUzLVoGUMY44sjaX1DacY8Vr9GYOa+nM8IMBy1RibuaVVZC6nJWNT3aTE+RntLzO9ufDtq4af3AesZjrnGVLBSOFqYdiPhcOU2c8y89Zalt4yokyxvq9PNy02ZO7GSEYJMdN3DVYThyFhffXVLJzj7RRYOkunsB8DZoawDnPFM4VUyQi956Lv2I9nnArPli37qVJ4HyKdSqmqvIeKFFX+5//q73+lrbPX//Xf0bNpmMKJjpYrY2jCDrWGY1HGFBFrYTS8eDZLUbuI809BlWxyJTLICKlD/UzMllJPSaqguc5ITKjScvKjDFbEw2TRPEvf1RIHGI0jxogWj29qbHMMQuMsAWGhEcXV7CFjUDPhsKgYPI6kt8hpSZYRZ874tKHzhRgT5y7Qp/XsZwM7FqQNuNl/xXKClQE/whOPyohcDaRXA/Z1g4YzRnrIW8gZhiWDnOkHgeSAJWgmxzKLYQyahIChZCGjFLXVtJjqGpKwFaeUC6glaaQYIcY8qzdnRWTJJFEk92iOlDxizoaLjWO9NTxZWtrVHkKixIY4TcS04hDe8snNgruxZx8y39kKX5yn2dMldL6wEo+VQFZHKQISiVloxDG5ltsxsDKGobQcSyZINXg/MS2vDiPNquJnmNOCrcLCt0yh0k6SBByFJilnU52apkTUNkxa+E//9z/59aI3/2f/+PfVzNwpsQWHxZi6MWS1eEkU43ko5mq8cvVWGGNIbiYnzwa/UhwQqKLxeumscBKT0eKIBnyuD1/NoTfVeMU4v74FmWYDYv08xoJJhUc+g+YasPaAQbGCpELJ7ePwWuscukYUiNBrwkohamW5Dam66tt5wUwGxLjqirczxytV2ekD3FJUiTaxEEMoGUtLLBNRDa3xnFNAKXRqGI1i87z5WX3MgLHGQ8rsjbL2PacpgSSUekNaaxlTxkjlh41plkqqoZh6A1tTZcU5ZyQVmqbhnEAIFB7iBfTdQg6UmRL9YKyEefg/J5QCFDG1Ry+Zh/siFfMlOvYD5XneyFUppcq9K7WphtdJtpiH11hTQ+v0XU5RxXAIMQV61xNz4H/6R3/vK91ovvgf/hO1qqBKIaJGSFOooXEl0bUtxjETrAsPt32KE23bIkXxMaHURSeMAyIWYwxNU03JU57J2rOZ1pSMlVCJ29YiWpFAgoFU47xTNEy5UGKdgeX0Loqh0sEtMhtxH6IerNY5m5k7kl6U3ineKdqeEWdRSTWKvRjyQbC4+rOXCaY7zLKrYV5nJUxvaTYXqCuIV1g00ATI9Tm12QGREgUZO2SEMjpMtJAslAlKT4kJUUsytSrR4kklzpSK+T4UW/1e8wE1IeQEY5wD/KiZMFDQMmciPaT4ZiEbiKWGv4X5GfAlEROEkmlsy0RhKJa17tmz5qWFW8kMpedDd+J+gvMwoH3PFWdaf8FpuketJeuCEieMLWRjsbZGbYsaGjIxKUhmheNWLQvyY0TApusYxkxnLcyopmOogXWlCL1LnILyH/1ff/HrNaP5gz/8KTBnhViAKm11zmGlGveM4V0OjAGntmLrjSGWjJFf3IgqSqamaj78rXNuTn50iNSTTevt7NNweKsPyc+0LiKiqJF3D4r3iFSVBgBaT29lXkitd/gHXtf8vRZVrKlZD4JQxFcOlxgKhmSUNKTHrBREEDEUB2b+9Yi3RFXK/H3Url/DgFKckIrUQALVeRBeF5RRalUkKNkKU+ERs1M3CkdjHOcQiWKwODKV6CpagZrM5TSuJeSMGIOZN4SoQn0chdRAVAXjMKZF502hzBvMQ8ZMcfXrS65pjvU1hmIMD40rNy+MqSgFwRhw5t2GVYrWdpI6yKWacE1GjQFZzJ+ltjfTrJ6xM6ImaXncsHKp1Gb1liE75FeAQXO1NSAWMakKKACoUlcRIZdY/UTWIFLvXWPA0KJqiXHCFEsOjpwn7GJNjomQM+FYMDYj4shkMgmjHlEBbXFUzJIz80FJh1mskWoFbg3GCG3nSENGYyGFukCns61oeuqi62Vmz1EgzQcIC6epenPc5GkaA/0JFoESGzAGjT3ZKK4rpK5H1WAGQYylWT4DNWgoYCY4JMRXlJLNgCSKBdOCbo7kC4sRJU8Rc3bIZGCaMMcOzQmPxRsH9lxbiFogj6AWshIlzp0MSy4TRXusGWukuzggIUVQPQMQYsspQBwK682CY4DthWdpBj7/aEL7nqUZ+el9oG0cGw+HMTGMlqczauiKA9ZCzsJ16+i9IasgLJlKwCEcR4Omit/amw6r54rXMoJIrcZyqW94wLAthhsxHEzFULX7ynmcCJQ5R6pTy1AKRSpdosivIYLmRx/fgMwNjfmkUWOQ5fHEJLOZrrY4LFbK44L/sEAV1UorpgZ/iVIJvsaggDN+zqqvA2RjLI4aS2zK3Pay7uGTkXKpM5YkTDmRUaK8Uz01YhGJOJmTH6XgVCjG4maToojWOY9UTXxra4BaO2exOFfbUw8VgBUlitJSiQhWQcUCBetqSuaDPNHOsMy+b6sL2De0NuMBn0Gp8mVVJeeCJGUqyhgLw1gYYv3zYYoVXZMdKSvnnMlz1ZDmPJ3aLsiVoebq9x7Tu6CzR96Yzh0aqSc7mSOYBR7hnilnjAhFqykz6zvw5wOf7KHaqL+LMn/4xdcZhYcEzX/5euCrPXA4zSNH7V3oWUXYVGacK1QPzj/6D/7K9/Ev40qHY2WyyRkrplbCJFwpFONxpRK0xRQorpLDrQVNgMeIIj6TnaBqAcHSVG+U9pRyS1GHU2EaPSlCDkemEY5xjy31RO9UQCzOA0UpJeK84huLsZZ+KaytYNICKcoUB0qpMnUjDRQhpAmPRbNFTMYbWw8MBYoWUkzo0CM3S6BWP6q5+lROYEuLWFBb46TF1vLNtAl8qtgjnylMVJhQxIiDpEhpsfnhd6zoQuHJofoNDi1y4+F2XRV1oyMXRWykBEVVyBJIqUAJqK9z1Lari7szE0g3Zxg5SpLqbXKB1ifGzgI7Vp3heGPYGYi+MMUDR3V0vir7XicPkkguoHlErdB7C4cTstqwkEBbDELLoBZjC8MgLEriXh3LpmNKE5IbXNtQguD8yDQIjSmkYJByx9n2dM6xzfW+n+yINw0NjnOGVBITjgzEkCgC5dfRRzOme9KXMk6IwjgvEA+Z878QhDXvtg+8q1oFfOk0qu9c5Q+f1yGoGbHU9oCXmqgINVI4iavD8jQvYoaZEzbykP6ZcpkTWR6qFanVSil4M28GCFnKY6BW7xweBaN0DqzWKsPNcl2Z81hEagtK81yNWQGjswhBsMZh5vjjpjVYU2Oe+wbujwcab/HGcju3MR7pq1IXDlXhOASScRzHwBiF0zQREwxjZshVKjzlQtTaYov6DskPPCZnWjGPC7UKaLHvWoWP79bD7yK/q9YAijy250opZBHKw2bwMHCed4dHAnN5IEDPSA3y3DL6xbC5X7xq+0nne0ioCxnGQplnEjlTZvJzhMeK+Ku87r73EbkIYhI5JlrboFrxQNlmSmpIZLK1hFCQbFCb6MTXf5Mzaa5o63s+tzBV6qJY6mKeSkZyj9ixzlZcnUeUUqse7z0+K10TaQlE0xKBQdr5OUxYBG8LxhY6Z4lxpG0aTBkQCpuupeQIUpiGglgDXY9MIxatVYk3dRUqDo0jYrXOivAI49wZKHUu5QO5PWMvEun9CWc7CAdMI6RJYAduMBAbiEqMDsmViFwmh7u/IKeEFIM5OkqeMCahvWBzgGiJdlHd8WVutbuE93VArkUIyRImzzhXm7F4wpQZszCm2nqzs5giUCA3BA3U+Kq2Rm0kQym2CjxSARbzAbag2VKKcpkzt+JQLQz5gFHB+UiJhZNC0pbPz0d6KUiCcRrxKtzlQmfrjC20gk2XmCTcYZGUSVQTdrUPCK1aTDFEc6KYHmM9okpjfg3JADGdH/+spQ6wzfyAVMqoBfOlDYcKMCr53eZirCXP/gmoLRtVnTcAKHZuFzlPypU4bKyi4phUaUwkZyESMdbgghDMA2R+jl1VASnkubVTq6CKbNd5Y/Pz4pZr04BJU52pGAPzINH5qpaqUl197Gs/tOFQRTJIsniTUetI+UhnHHR1gGmzkI0gGJwzTFOgMZUtJlrFDmIN8NCHthzCgIonq5CKcgxjFQ6opVAq2jQrkzW0qWIsSn5XTVR0TamtuvKukjDGkv9lnYqaL72mIGrf+V9MjSC2rkaoGRFyrsPW+TPClyCayYa5rVgrU5nBf2CJUtH/Ygu+vKtUsqsxBiIzY42ab5MNPDRZxc5+nfKwaX71W811P9bjiikYIlkKoVQ0yM0dhJQIRaiN2BZnIiVnimrt1xdDkfg4N1SpJ32LxUjAW0vjczXS2htydKRS0FI3YX0oBcP4/3H3Zr22rtl912883dvMOVe3uzrVV9kOwVYACexA2CX8OgAAIABJREFUIhv7mouEOwhO7vgAfAQ+At8AJIQgFzQSEkhBKChIUWQCEQi5K9vlOlWn2c3q5pxv83SDi+ddax/DJSWdUk1pa6+192rnfN9njPEf/4YqQlpGinMYElYcVtoO02hpjVBp+8cY2z1R5hkrFmSFsrRmwVkGb1GdSKcjVirFCZIUNZFSDS5E3H4EUjNlzQkkIsFS3YrsLIwFMUvLTT2vbXczWOjBXTj41gpdaIXmzuB/ujRdz9FjbIFUsLWiZwfOYDSiy4BWIasll7arqbVuUKUSY4/OkJIl1oIi1OqZU0SrJWEpxbCS2/slY2jx5jlrozhrayaLUShQTWnXaNLWZGp53gWVCrVa3tf83FTlalCp1DyQpWKcpeaK2gEpsWnmUtqu7ebEsdSK2g5dUzPJnBMFSwacCawlN7H5NrkU9eQqpCeykvn53gu/EIWGLZUR2pITTc39FzZ/rIIplfLc+TZ8VJ+KSK3Y0jrjFjnSPtBay1JWADQ1O41lXVqRMAaqQ3RBa2U2FmoGDKlWErWxNb4SXSxqUGMxZPI2OVSaV5hucE7cDrQKLReigDWOTMvNGYIlxkzYJo2c84a3byw1K9gNgghesRaQzGD85hlWMAreQ2MyVGp1BNcmoa5vwWZBbEvN80KqylrbjurhOIENxBTpnHCam6cbWghVmFEGraxeMaUi4qjayAUiZps2MtaZr3TN8NUxpt0gGTFPJIAnaO0JdrTbp6Rt2hDgK8VLcsPit0V+C2mSj8t/eWpC0rPmRLM+58pYayHX9r6uKNrMD7Vi0kdq+9MmXbfMHuu+fq+zs/eg7Tm3rkMrmKAYDK9Gg1JwtqJlbJMrkSqKl4yY1gShBuMyqMMbWtPhUoM+vW/hVtqihsXMQEWNQyXyrDkzBXzF1BUQ8ECO0K2w7TSN3aZGW9EU29cZPUjEeoVeoe4gAP0dIgveHNDjA/y4Il8ENM/0RdtEs66IWxozziSkXlHXhIkejgrRYlzf9psSUBEkNAeLhmz4RtzJuS3/174VHdoZIlmoOROXC5aSiGkkVaEg1GIpmht7tTqQxiYt2ZFqI8Z4BPGW85JYqm+ze6oUUVKxbfpSKLVSiyepUF2hZEMpsG47x8q2Z5RWaKoaquZGSpDUdltFASXVJ4V+u2eKgVrKdi5NrfmuLehPTNtnF6SRdiShmqnFE01zaM7a6N2KByqJshF0LDFHUm1R7/+fxvH/5+MXotCIqeiGnbfkeFrXshWEWhsTS7Yqb4xQq8UYty0ezUaFZku+bAiJiLRwBckIARGLSmlaGCeb269gXHMb8G5AS4HgeKJ4ibWt+6sVY4X6lAIpzQamvd3+iNDihFXpfLPs9xiqVBztYs9YQvDbeK644J73FTmXtlx3hmWdsaZjUUOQFvfW2aZSdr4RADprmFNhDEKMBUSpWui6jjUXpBZKqcwxEmO7iaxTSm7MrDVGcm104IRtO9taiSqUXFEEkbxRnJ+gq+aAXWt9LjQi0oSV0mCxJyJA+/dtd7MxcoxIM++rCSrb7qAVD7cVqJbH/HGv8/T9ZGMi6maVwxZJkKXtdVQb26zW/DylWNtemCcdSKVgvpIC+jSxiXlK8fx6Hz9+O+Ocw+iCV7+ZZCohBJY1A22KxtzhaYW/JbxakEhVj7Vtoq01AqZt4amNpKHNzsiZFkcgeMSB6orRdh85r+jqEN/or2vJGG1PtjFtR/pE2Gn3o2/3ZO4QIggE57AVrLjt3j6AjO1gtAeEnpgCcCKZdn9SFqwd8bbZ4BvpUVcpUinJ43zFcqSEivO+3Xe2NL2KXkJJkB36UJHa0iJTspyOkWXpOS/CnByn1TJloaJkdVQzYbOSxVOLI6mgJpMWJRbIXmGBRdt+VHJHcnO7/4shs6NKagaYduSYVyxCqh5jOu7qSiKwLhMV5TwVjnri3WklyIBxhVU7ALqQydFj+0Sq4G0grqWdK6UQnKVaRbDMKbXpRlrmWyqROce2p4LWIFaPshKB3l21kLa6YtVgup6ywtWLV5wfjnRjwPqOahPl50yM+YUoNK1Lf+p+y8Yyc1jT1Px164hDCNtYu0ULp7l1+TRNR6mVjbTWYDLrqbq0jlkqtcZn2/pUctPtuMY2cqFZn6uRLZSrHaBV68d0SBRjt31QffrZG6SnWhGFtB1op6UVxepMOwRzIaggRcg1E5eZm4vL9nNUWEsmBEcqhZQWnHPEnBh8YImxCUN3ocXXuo4QOqS2ouIdxKJIrUCllETKCWcsyzS3UTpGxDqcc5zmM5i++R1lpRsO1HlurDVnMQqdWFLOGBGCt5vmBIwqqUTEGNxmxl9LeXZodkgLGtsmHWNMU7lZgwiQMuoMFnnOm2loTWONWTUU23zPnhwaikDY4DqBZkcjT/HZilTFeNfgopq/UgD5SFLYXAbaXq9QS8FYj0ExziO5/r+3S1/L4z/+Hxy9P7DEjEyJi93ImyuoNXKaDdei/OA7Bot/1nQZ06jfOfWoXdq00gVKFqxZKDEx+CtE1mYXUy1JF2p+yVmVtGau+oR4S64VFzukRHCNNCDWMNP0GI1YUjDa7kU2CJg0UxG0DsyTQ0KbrFt2XQEcKWmzQlFPHgxhOaGLEv2AD0KdBe87yqocsWhW+lEQenJaiTHixxvmubmjT1K4CB4nPSErp1o5x8roYS0zIQRCqLjS8y6tOGfZlcJUJsQ4ptSeu1MtUM90xjB6z2KUG9uzFuWc7/h2d8EqkNZMDZ7jY8QEy84XhhrZ94WjKcQqDKlNHWuZeFBIecVYz/sc0QJKJtKRCRQvrGIpKE4NBMepWvAOp0Nr+FLm5avvkGohLStJK9k7BhOw3oIovii+Gq58JJ4ysndk7XHlxGNaGXTgYbqnHw4M/Z5aCiWvhBp5m+5ZHu4ppnB3npCN3ZnzL+NEQwW3VeFaMWIwBnKOWARnGhWYqpuA6inHpDFYZIOhnBPQTNW2t3iCYlSVnBLOO2p5wvtbwfBGqbWQVsW4JvAEsBv7zDmLqmwFLraWWQveDZsg06AmY6yhZEVrO9CstQhCSivOGELfE0TbhWEF6S3n6QGcJfQdZY48zmesGPq+R6yga0WcEIxF1dAPYStySsq5hXbNj5TQoVT2+z0lrohWilbOc2z0TYTdYd9ozOuKauG8nJsFSy3kMlFso6aiSskbRFUr+St7D1Qbw08VTZmsDcMTMTRdeaMdIwJPUxDNykdzapBIAVvLMwHgiT2mRpCaUWs3ajXkraFAIJaK9+33L6UdYGrNx91Wis8kgraXap/rrEWfpi/d9FfWYI1Bq2JUyPP6kbL+NT+891hJXO0+oYRHDMpDciiO2ZzQGPjiJ4FgLGvJSF3pe9eiycUjXFApZM0425FKz+3txEV35OXVK1YaXNsQ1MQxJar2JFMR7VniSpy+5HI38uHhDqtsU/QB68/c3yaurq4IfcGUlWIbE3LXNRp1E37uOBdhMI4iCe8961Lwe09dF0QzPitmfMk8rlxIR62Jh+4KYxyyN/SlOXEsupJrwu/2iAhrWUld4kjmwve8Fwi1sA89XYZYCotrOp48DNwdj0Qv7HdQy8DbHDFyRfSBrkqDwGtjxOEtn6aKT5V3VjBGOew+4Q+p1GqYyW1Cvu5AlxaPUAun45mLfuT2dGSuK2WNVNOKmDeexIrHMzgD2w5lLQXvd8S4UNUx9NLEtkm59EpcH+lsj1h4/9mfoiKMoWOpylKUORhubE9SiGlhP1631z8V5vtbanGcq/KdK8OaHYeLSwqJsh7JNVNy5nE5Y70SvOXKdG2XZxuE/7D8EtKbm8CrHQzWmL9ygOhXltFLPv+VTrmzzY4MZ3C57WgaxbZBLcE0Y8Cn4K24zLjNpr5znuIK1QhLbMvTWgrueezU50JVNprkE722UZIzVeMGCzVtTZEVa81zsqR1Di891ISSKTUTjMP4sS2ntZEWnnYqzgnGN2bQPnQspi2BsYJV4fbxAYAX454YI5TMi6vm8EvKPLz7EuvDs0faxdi1XBZrGfuRdHfkYZqIqaCuw290WckN7jqn1BbCG4X4yeL/SXdTtsA1LS03o24xzVojqXw8qK0YnmKYldoKTHvRAKVq0ydJU+U+656k1PZ2bVBW2TROTp+gzrXFSKjDkKk1PF8PT/qap/f9Bl0+/V9b9gvGFTBha2gaVh360PRH5eufaN6eDEkqXZew0tE7x/k0A5azHlr87rLSba/FpAdMFPZA7XfYkjBVyKFFf4dlIQk4P/BHn3/Gq/5A1UgeBmIVjDgONQGFx/UdX57vGi14tvT7Cx4L7HHIOBCWym98e0d2lYe58lgL3y2Rgx05ns7EvFCCpcwrNVdWZxh84PvDDrxFtPLndUKdIRllKJWSM3VwZBbGczvoQi04PEOo1Ji4dhVvF9QGPrufGZ3jXiwhFA7nmX0/8KeniV1ZODtLWQxRLDdxpfoXrFRWXeisIs4wr4qmlWx6Yl4wJTIBdSksy5lk9qwlEiXyFsfFriNkx5pm+jBAXrm5uuaUMyZXLl58ExXhcPGSpVZSXtu1VzILicHuSaLEdUYFXvSXJCeUeGbsDpyWyOuuMkfleFEYzECyBmMtXcz0xWB7wxJXOvVcWIOI2eBFhyMTi3IuIAeDNTc4hVoS79WQPJgCVRMxCAFPCIGhVq6MbS4PNbHkyuADacjc7H++heYXwhnA/86/ryJN3VpQjHjKJth8Wu7qdiCVUnCbQ6+KPLv1BhuomjfsPjzj9Dm3z3fOEKsyBEPJbZpZ0sJhNzTVfSzElMC6RhpYGiOrc/65o8/ANkIBIFsRK7kVHO8sVVs2vdn2CmHom1ZkXbaRNDIODY/1NLFpCOHZcfg8Txx2e4yzaErbIZ/QmrnZj6zrytAFBu+gRMZxZDlPjENg7Fvc6ziOLEv7fphWOOclIcGxzA26+vAQKQLn88JxXlg3p2iVlo1Ta0XFNFhwe22oDeartRErsuZGPZaK+4qQtXdNgQxQUtsHiWyq86qkqk3zUM2z1Q3wlb2KpVAQbewcZ+zGxvlIbzbYTcD4UU9ljCGndft+Fs2l7VB1s13BI6Y8u2I3UWj7mlYbFb7+wX/6tao2/86/9rv65ADhU9NmqNrWfXeWP3r7BWldceOB3nnS+chhGHgxOuZSuNi9oHftd5/PE4szHOpKdgPvTUVSoRPLGjNSEkUs6i3f6X2b1L1nztqU7bkS1zNdN+CSY98r1ndIXblPhb7z+AjVOfp4xnnDQxmp0yPS9/SSOFgDzqApc1tWbu8eKK5dxzU0vVlHi4soXU9M8PrQ82IYuT/f8rNZSCKEuqOaW/r1hK3gBdY4YatlDY59XRlurknTwkvnKaJ8GoVlPtK7Hd84DAR3yTudiOcVb2GtkZd2x5sx8IAwTgu3Hs7Sms8pGZIVck5IeqCLlYu+56bvASh0dF1HSpkv3Z7OOpI3lJgZ7cijWeiL55gtIoWqmc57apqxYdysfwq1OErMVGfIUlmsslsbQ/WcM1YzqWsGPxRBqqekRmpKcSJawxhGjDQIu7ONAOHWIwd7wHSeXRByKUiOODxxO8PWalBniDWxxMhgm8ln7h3/5F/8zz+3e+EXotD0v/cP9GmpnFLLYBFnQRtrrPfheZp4sipRbaOtiCPnp8NsO3xKQqyH2phqwdj2MaYVEVNbMFJKm9Br29n03Uiq7XAjp+Z1ZIRcNluajQEiX+n2W0Txk2K92VEYKc+wnLFNpGlsJaVECOFZTDj6jpSXZqmeI0Y8c41cDrv2tVIEMp1Ysq0cuoFhGJinI33f41R49/4zPnnzCcMYGMxH9lrf9xhviOeGbeciaPB8+PItqTrmqtxPC3bs6UxHwfEY1+13aEthbHtunyGp0ux3Sla8byQL4KP3W2osMnWBMp1xzpG0YLYC8yToTKWRCoCPz2Euz3HPT4JMLWlrJCo2WDRtWTOmWdgg9XlaqbVixTQbkFLwPjSh4UZCUC0N8lN9bmBk0+E87WacGOI/+3oLzd/64b+qaV5AMlEta4ocxp7LcY8xnvvzLWM3okbpadb+tutZJeDLI6V0WBe5Py347hrKCijn5RZcRxBLZw2kiDjDmhMxJozfbGow9D6Q0kq1ypwVyULnDTuvfBIO3D8+cLi6xNUVR+BeJjQqcUl0XbN4mZxlcO2eXLVQrGNeV3yFx5zoxXKWxKiek272RtJxc/kNclGkJKoPfHn3js513C3vuA4vUefoRBglIruRPDke0+2m2xnx9mK77oBcmDwcMNyuR4K0tFcrrXl7GQKfL0LwKyrNSNLE1AgYAv1aUU4Mu1es2hqZUFecHcDMUC2z66nrTJ0i+77yqVq+Oe7Jx4lZhDF4dq7tPM6yY0emlMqkK6MfiXFlFosRT+e0PV/zQnGOzihzyvgwICRqsfSuAMpaHRMNahtdc/RI20qh2d0YVrsQqUiBgYCuC6sFo4G5JrwGfNc+fskZKwarSt7cQf6PH//zX65C4/7231OxH3+npz2EqiLBNSaWbWaOOAs5kRTc0yHSDPAbm8zaZ6+0VOKzdsMgZGkH5JNHWilNuHZzccl5nhl2e+Y4k2rBF8MUV0LniFNuy/l43jqRZkbp7KanMZBzJudM3/dYF0gbXu1NS8ZbtWCnM7v9BVLyM6W2iGnsEDGYotsCs6fvA3NJvAw7sq7UnHBGMLkincUqXB1GOusIm1JfNWF84OLigg8fPuCNcH983NhegVgbAy6uUE3gFBdirozdji+mqRkGbsp+a20zDjT6fCjXtU1WT9Nasb4RLiiIbgzBlDdfsU1smSKu65FaWOZ5mwbbn2YJJA2SQ6gbfPokYH16WNvMGZ1pzUiMzTrjqTl5Zifm0gS1pkF3jczRfg5rHLpRz2XzfmsmkZvIdoPZ9F/8l19rofnXv/2rekkr4kvNnGtiVw2j76gB5pgJ1hLrwt47vAS6UsBa3p5XshaCEUx2dJfNQPaNdRxz5PLimhoTX55uWXB8N+ypVrgywo9Pd0zV8OVyZHQdLzrP64sL3p9O/LXDBX0QOgv5YaUbeu5SItvCKI7iCq/dNfPpPVd+hxFhrTMudFAM3zkU5lJZ/cD5tLIv8KiRP596ToPyK24k58xjnDl5YczCg458dnrkathhOmEfXrIvE39+fM8PDwM3CNPQsng+yV/yq7s95MLnUfivPhQe5gUTPFfDjk6F3gu71O7X3h0ZgsfLwlVw7M2B21woarGd5WItnErC+cK5Fs4TFJsxCCPg3cgfPbxjNCOrgzifeW/gMY38G/sDfzx/4DZOjGFPwTBs+rm3VenFg1cGVRZpjDL2cIVh8IYL4PNUiMXgTduROqN40yD6nZ/xKlzqQF+Fz1LE2EY0chucNhrP4kDMmWsCaDtDTVo4dXAVA3cD7ObKeaP622qokrHGUQw8qPDf/cn/+ctVaOzv/n212opAm1YUrCEuC9IFfBWqaBPgBUdcEz44yrZwFhModcF0npIzznTY6ig2PsNe+25gmiaGiz1pWp472zVFwiY4rGuhiDDsRkS3QpQjinuepIxvNi1m2y+IFJwLf6WzrhS87dshSMZqwUtguOopSwvb2nU9MUbOeSGEwOPSHKmnaWqShRJxFYbrS8gF5wyddwTryDXx4uKKYJQ4L5zmCeeFne/agnI7eK3A5dVL7u7u6Pu+7aXUcHd7ZimZ8/lMLJb7vOCrw1rPKo15BI0Ndp4Wdrtdo9cuLUY4xm035UaqZmqKGN/gv2eh4AZ7ifNIydS40g8DKxVTpTlBSzvgfQhtsticttOaMe4jLNo4FJViG1nBaPO9e7p266YRqrl8hFxz2V6P3F4n43DekmtBU9ng0sjm3ordil76p1/vRPM3v/1ruuTCRCGVismZv77fcTkGJirOBsRU7CJkSRQC9zVyrW0vpSUSTEeyBikrQRrVN+w6WBPBtQjfY7mipHvi/Mjse+JyItaOBwlM6YFUV/rxG4ziN+Guab6Dm6NFlcRQHedNHDpqh46O5e6Rfgz0BJJk8jzhttfpYCwaXNtVjgM9lZ1arncHdsYz2yM5CnsjUBOjVyiBl93AahdUC4dS+e6w8JNz4OJww3Q+8lIMXK9omvn8/hKThRduQoPw6YdHMkOz9M8Lq8v8+WNi9MLn88w5HPhucMx14keyZ3Z9u4aSo1hLmCboPX+9i3jruKgrP+yuyOUdPvR4Onpf+ckMf3memKPwM1am05k3YeBFsNxVy69fj1zWleAHJE+ob+uBok1Lk7b7YUgQjZJTu35X2+y4Btd2osRMMpZUE14MtjgWjTi3oT4l00jtlsUqQuC0fawQWGomS236HypRDH5jFqZqQCJemr/af/1nf/jLVWjCv/37mupm2FibLYwx7hlz997zFBXivaci5Lg29bQx2Go2Qznd2GfhI5Rl5NlAEte8zpxzdGKZcqTf7M9FmmZGVZlKgjk2wSWCDZaQmgdZrgXzhOt33TYBNGGj3UwsY27MnoAitrF2wkZCWNbE0LvnZfW+Gzgej2RRejWMY0/UQlki9+cHvPe8vLpmCO13Oq8P7KpndxhZ48LFxQXrPIFUhi7w5vqKh4cHcoWxDxx2F3z62Vtev7wiabuA3t89NBZXv+M8L0xReJzPVG2xCPfHTWNRcmP0eYusjShQtE0fOWd812FoAU/xucDQQsm2iIRm+GgxKOu6YvqemjMYxbJFDtRmMmo2KMxgMd43BmGtGBvQmhBrcGthNQ0eNbXNsdY0Sw0tFS0LPLlM86T9MNTSpjNR0Jxx1lEEvLWtcG5st/IH/8XXWmh+79f+tloiVgxfAEOqlGDRaujMihro5sq4GxAR5mXh0Hfk9AQJlsY7C617v48JYz3J2EYpTwXrNxsmFdaaWdRiammef2VlyOD7jkQgaSXUJoz1NBKJIXIxjsR55TFGgnT4IJw1I7XDVKUzkVQqO9dxkoxgcWniph/4IrV4jMFljrGyDz0xTQT2lHxGbUt9XGvc7l8llkgyDl8zISmPxWK8UojYomQ6siiMO3xu7NRFwVlDpVDXM3ciXMuJtGZ2tlJKpR/33C933Oyu0HnmLIkuO6YqvAiVn8ZCzAYvI3t68uGSYXrgvtwSjDYYD3jpR97PR87WcF8SsnvTcnrSTNTEtBR6zZgKsavNIb0a0ILpDD63uIE5KzFLg9VFKTkTjLJkZe87lpzwzrTmzbbiEqSjGuGsK2Zrxqy6RpCtFpdbhEfxoRWUZaE6g60JIx3RV7pqt3s2IMERQs+PP/v5uTf/QhSa/vd+X5+mAe89KUZshVULu27PktetiGzU4SeSgG/L75rbIYiuONdCxZwfECew+fs8wTGd2Lansb4tvmtlnmc677DWkXMixkjYApx8N1C2Li5FkLqCGoZhYEmRmjKeTEwT1Q5YawnO0jvP/elI34+MwbOmiGom2FZM1nXFbDuEbAy+NJv9UgrH45EQHOc1MjrDqxcvAYjrypsXF9zfP/Ly+ophGLi/fccwDBxC4NMvfoqzgaF3BOcYdgfuP9wyjiM/ubtjcD3THDkuE303EivM68I3vvUDaq3MKbPECGoaqw0DzjJNS/O+kpbg2yzrN9GkbXBZyW1yoPOYTUArIhjbt6V8Xp4t/2ttjgYaC9Z7StzsRBSoTw4E9bnwG+OopSDmI6wKrbDYrmswaIofdzvbtfQEj1LXZ+IGarDbDk3VUtKM+GHL2ynkP/iHX2uh+d63/4babSfpMHSuI6eVsxR2WTmlBK5ZtEiu9IcDnfSkEjftWMB1HqMbE08EJ0pJldVn+tpxrCtjMYhRzNixzgu1ZnzXU+IM6hBN9GFgjRNOLEsI1NORTgPJLBjj6KVjlQYZD96Sc6YrlShtOq01IdWx2khnHFIHap7odcHbHg2V4XDgh3bP4/zAzW7km53nvCRedoqVgLUrBwzOBQbXMpHqdGIc97y/m7iogdsKR6/85PjIj1bltRshFVbXo2r5ov6MA4YzI3GtHLvAxUaSnHNszc7SsrD2nXCf5rYU14GB1nR9YOGagMaZ3nmCJII6LI5jOjP7SjWWQ7VMVbEUKoYoC6YGZs3sQmAtypsamoVN5xCxnEvCIaBbftbgmWixBKVGTAHn+o0yHXHZU82E1wHtPRaL3zRsE4KagisOK4VE843znUPWTKyFVFvzLKpEhKtkMMHgbH0WSfdY/qef/uiXq9Dsfvvf0yhCTgnrAmIKuVYCBsS3hW7NW05EE3U551jXtTG20rrZdWzLaOPRkumCAXVN6JmOFDMwDB3LsmzUV4P3G+OlsDkO1KasL40hpjlxeXXT8tlzRHNBvG/FyPnG7U+Z3hky0DtPzYV+HIgxMk1ndn1H2O+REhmGHdPpyH5ozJt1PYI4rq+vOd8/NhcBF9gNHd1uwEyRsBt498XnvH7zktPpxOU4MqWVw36HxzDPzcRQSuZ733zNZx9uubi4oO97Hk8n3r59y25/xTQtLMvKy5cvwXU8nCdKFe7mmVoM03wiqzRnA+tYYrvJVARNTZW+mZNhNndfFcNTiBy1ghF8MM8QqGxkCy1PjgoC4kET3g1AO6i6boex7W1rPMs6NfaeMeTSHHWt9RvTbGqEhZpx22tWVPG+J6YWQ91o4u3HfYI1jTQ6r5aVzcnx2UiSUrAhkP+3r3dH82/+yq/r677HGMMeSzBC5YgPgS63ZX3IinYdscJDWlg2XUoOHb5UjkU5hJ6iD1S/w2fLRMXmQsngxkASwccFEeFkhDE1+ObaCcY4Vk0c1syxRO5NI8VUN9IXYayGWSZ8KQwusE5HvnQDD2vm+zvDZ48L177wIXseE1TtWPOX5NBxwDNt5Asfp+bH5ytuHihOyWUG5wm+53X6gp+VPS96w6/liYfxijI9Ypzj330TePNGuH+45Nu7hZ+87/gw3fJnC0S/431c+VaN7ELPty8L3zmA7a/R5RbmivPQje3Al2yxdhNvrjt+Nj1wqZkvMNxIx364ZJqQAAAgAElEQVSI2DIQXSRUjzET89nQ9RYthX53YKkTXfU85oSqxWNYn3JrauUhL3S2w0gjKT3ayq4EYl4RL00Yayrn7MgoQ1q5N1dc1hNvxTYm50PFdnBaZ+xuT18EOscpLo38IB4pitVKroUqPTMFJ4HVrByKcDYWUyIPAjsVTn5kXBaKaUbAS23TVkX4h5/+khWa8Nv/gSYyXgx+6+Bc13Ycy3xGbWN4iXfUlJC4YsNAVksYBuJ0pg8NNkgpPcNSUhPYJ61F66JzzhudVcilEvq+TSfzjFbBdx0ZZd8P3N5+4M2L17w73iMiBOfJWOI0tU66JqgV10J0SCmTXcYumfFw0QRbteI7x8N54np/gZOyKYwd5/O5TWZasd3YgsPiiYvdHpsrx/OZ6+trTucHjPX42phrL68u2Q890/nMt7/xmvd373nz5g3n4wOxKu/fv+fm6pKbfsf7L99z7g0vLl7x6e2XhETrpmzg4nDN+8dH7k+NIVayIF2Pt8K0KvvBcn9/z+Fw4Hw+s9vtOM+Jkias6YHaqLJ5JW+WQYKl5AVnmjLcOEvVtv/QUhBX0ao4Azk1ESjO4Kyjq8JZExI6TIwY2yN5bceSdZTSwrx8KZSww5hISh890rxrk1CH4RwbU7CmBek6pAoY/wyvGmNQUTRX9mFENbOsE/mf/zdfL+vs135Lg22sxmYRVChxoaJ09MTQII9SCuJ7Us5IMOw18JASnROyGpxvprNLXBAglqb56MKIk8yxZLS0vaiqklKk6y8pdqZEAS+UNJFPM2EYEQIxH7lMkfH6skE2RG52B6wm5my4co6dGGpIhOx4Nex4mB4x3YGqE7VYPqC4lFnXFa+QLPSdZzWel1hSrPxUI9Y61qXw6JUrdmSpSF75rX3g73z/xK7e8kkQ1iEy4LmXHXZdGIcLSpoJ/SUfvnzAYVjywqfHhe5wYO8gxzb1DmFgTpGSmsN4KtJcrqvy33965Ae7Cy52FpsbBHndC9VlvOyY18LgBWokVkOxQl8sM4XqoDeOh2llsB23ZWVvA7mCtS1uw4vhtEyI8W3SNx4lEXOTTcy5QaGn8yOEPViHlomOZnidTEeOCesdMResgzmD15ZPVFVAlbNmclGi8+iaORnHTmgTkzpe2MRb9YTaLKwecqazjSr/j37yZ79chab7nd/XUhMXw445NfZPis3RWTfHXlSxxuOcexb+YRq+3ntDVUOMKzUlfN8in41vwVgpJYxGfH+gPoVeUTG1UGqDrHTzhbrYX7KkyLI0eCCntXUhQMqJbjfgN1HjvLYgItP3jZ5ZW+KmswajdaNqB2pJHI8PvLq6AVWG4Hl3+4EQArvgCLsdp9MJYwwX+/b1Y8nM02mjYzpuTyecRrquo2Rl6Bo0d3UYca5NEN/9xjeosU15GMdnn31GrfDy+obzGnGh4/Offc6rT77Bh9tHbPCk2vyejDE8nI7kqtgKbNDhE608p4QPzciw5tQonl6Ij2fMMGDJm0u0ABGdV8S13Unf71ji0mJ2RbHdiGCfdU/OuUZ7FkXWZpb6xHobvGmaIO/R1EgITR/TlqedD8QYN2GrtmV5VfJmiyNAihFnG6Eg54yWjHi/5dk7grVUjc1h93//b7/WQvPy8rX24qBz7MVxGB2B5gc4Sk/MkUhljg0mXvHEJDgD89xsV0zMuN5hi9L3lZ0Y3vQ71AY8GScgeeWiU5Y5E0Ig1cKHeaEUy83gEK+E3CyLVmsIVpmi8GG+5Qf9vrE3t92X9XAdHMdYeDGMfKgrp2PGEkl4WB65DwdeacRpITnPHz/MXPY73kfPVBZWEawbqOmRJS1U4xG7R0zhbC3h4W1rZPyIc46/pTPVwJ8uie+Pr/jdm8S/9eL/Zu2vub9/oE4eUqHbX/HgDG9eG9xbZbKGz+JCnF/xoy9/xrC/ZHe44rVPdAjvc+Rmv4fjiWibs/K7esN//u6BH0qgSOCbOlHGjj/8/At+85vfYZ5Xfloe+afvT3w/dPxg94bbsvCqN/z5h3v2g+e8VN7WQqkLv34zUOKImsSNVV6PBx7LzE4Kg/YsXaCPM1MIjDHBU2CfFNQGUnHEkulspSLE2rwJJ2ubZi9HJvFU2vk3WUEqLFJYKxTN9Hg6A6u2DK2zFHZi+TJNFPUE0/G//OSPf7kKjfmdv6cX3UiMERd8iyF1LdNhNMrpdKLbHVBt0IrktFmeNBX8mqe233EDwLOA0hnboKASudy/4OH0gWACUiPqKjW1ScJmxfaBJUWMd8zzjC3NAtP7EbZ4Aj+0Redpmp9FpL4LjENPTopYJU0JvEXXBks43/Jqzu++YH+1Awl855Nv8PZ43zrxeSW4VsjmlNjtR3rfMU1nRJSry0tEm4Px9W6HWMPt8Y7gHZdjc/BNceGy6wihseiurq7QpfD+/MjlrpENTiWxH/bUYjiviS9ubxn3F3zx5XvGi0vmeSbnzFqgc55zWrHGEKNB15nw8hJdVrQa+qocTUFSJmuFNTcha9dGd2rE7m4wNZHKR88k3expnoPLtr9r3j7fugZ7OdOYgGXdRJXNJbueF4ZhIBlDjjPGeXofWGtue5sccRv1OkvCi6PmluUi1lBqo8nbrQkQo21ark1/FcQx/8HXC539h//Kb7RY8yKb152FqoydkGOic13Taa1LcycXeH3Yc4wRrYZchLvjSraeS1Pwg+c+rpR55VsHgzHN7t77gThPfPPqBbPOvHuI3GrPbAwPywm3RK52B2qaeGDgw8M7xqEHo3yDC26uPJ+MhfujYeiExzwzesWwR0PllRh2Vz3/+E8eyRiqTTyskVkbxXfSzGmNJLXUmtm5SjdeslPDq3Viv9/z9nRkGD13a+Tbs/Di1SV59Hx5f8+3jeMfv/ucw3jgrx1e8JPzHXk98b3DJbH3uJhYVmHWzFQswWb2oefT6YQxlQsNnNf4LEQ2tiXKLptx700G3znu5oXLYUfoB9KasR10BQKVd9VhMCRRHnMiqWHJmWpgXVdUKycpXLgDa273X86RYgx7UxkU7NAxGs/DcqaURqoptfJJ5/n16wOXKWNZqUV4J45eEjlXTuJxktiLZ9YWI6+57U6LK5ANGgZMjCy1ySiSJpIEPi0LTgJDKezUsg+GKEKnhfNWDg4i/Gd/8fODzn4hLGg0rpw2Wurp+ICcJuqhpw/XTHWGrMTTkd43h+ZlmaHvyccj4eUBh8GahpdmaZNPzJn9bsfd2y9g2BHLskUxh+YwnAtDZ1lswQ2B9f6eaj2DE4ax5zRNGNNDWXBGscZSTwurrWgq1Gq5uLgixshySi3edbO6z6fEOI7Pu4GSM5evX28whfCzv/wUxoGr/YGpGsLQ8fj4gOkcd/f3XB+a6OxiN7LMjdZ5+3jPO2kXcBCL6Tzx5U1brqfM435g6DzDsOOf/ZP/lV/53vcYxHJ0FjuMTJ9/TtddcHt3z25occe1ZmKaqUsgF1hjasabYw+3Mzkp1iq5s8jpyJwrnQ8c00IxAVNWLAEZewy0ol8KXR0pUhqpwzm8NOHZMwW8FEiZ4gU2CMgZT9ryckSEeZ02htgKXd/igDvLIs2Vuh/HRvTQgpbS3LJNT1GBvOBsT6qKDQMpZ5C2j9O8YrsDJjRYT0ompwa95RK/tnvg6fEbrw21NrJIGPa8f5jpjEdM4iEbDp1wihWzD0xZWeeVn64nutwsjPqu57Vp1kof1hVdE7EKL8eeHx2VUSLqPV08kyVgHqa2QzQ9FMOdibwJ18SdEupMlUBfHvnB4YqrvaVFNaxYlFJH1BYI7bV4sd/xF7Pw2Y8/4x9NC5cXe/Y+gx8wZ2VNkaHfs9aCN2CzQ3YBlwO/87rjL94eedkN1NHxxfnMTVCCLvza9RX39Q5jFr5ZDG92nmKF304dF13gFff85pvCp3c93++FpesZexh8YJomHopQykg/RE59T5bCty5GHuZLSBAlUdKJzjims4Wuo5hGevFXjRr9aBOXtsGHxnpmHKe68sOwtryZ4NiFPWue8YwUcSTvsEvliLIYy6Fk/jAKn6nnZQ8/VI9XRczMcug51Yqsmdvq+VRm0oeVF/uEni2uE/wKhMwdht50qBk5l5UYDMO6cO+hOEfUjlETYT6TsERRrO3RKoRU+JYfoApGPNllHnOmGs87lU3MWvhcf7791i/EROP/5t9VMBhTET9S40oqiTCOxPNjU6Qbwe+usOmESmCNK65r8I6lI0si2IGYHxj8npgW1Dp2+yvmed68uwxUYVkWLi8vOdfMJ7uRKa4YbayuKh7xlpoiBWFOscEECqsAOaNPfmibDYSkzZRRPHiLUyFaIBesZtQ6JCVubm4o85Fht+f+8R6rEGNqHsi+qZan+ch6nNldXeG8ZZ1mrq8uWKaZ88MteMuvfveb1FyIQDzPIJW7hyPfevWK7rBreyorgGF6PPHqkzfc3d0hPnB59ZqffPZTvLf0JnCaEyKGruv46Wc/I/ieZeso76e5qexdR9K20wh+RF2DrUwRpCbWtNL1bS+mVcjryrAbmM8rQ++p2pHyvAko07Oqn5poFCptccX9jqxNL+RqZZofwbX8+jyf2HKLsdLYOYaM83tqmhFpWhnzRFd3tpmcLmcQoRu36IQiOCnPE1UslWBcY9lZg/5f/+PXOtH8R7/5N5TNAaGq0AXDeYrN8LAL1ApBetJSUdeew4c4M7o23R9ro80mwMbC4JQwWKa5Mg6B46p0ZObjRAiOqxB4nyMJSwL6YeC8FtQLuzWTO8taWtbL7TKRfNudEiMqldPSCDi97ai6MNmCw1KmxCmdMBK4toZ/+dUlg0SuusCYKmIKVgu7vuMgFnqPSRGychfPXHWGlzd7lmklVyXHlVc3l9iYqLEidqXrHMF4NC287AeimcgJarFMJ+WwN20XNPYYqax15DEqUkpzBdmkEVNxrEZJVXiMni8fHwh15mer8C+9avuysev4Zu1Y8gkjPcnmNkF0e5ZUWVU5z2d+dDxTjMF0nh9c7/lEDV7O+FiJ2lFEOLOyGy9YfcE/Os7GgRrepkS1QjweOZjaipUoxgaKLzjx2JRAfUtGzYUgBY0tZqSWRBFHI7Jb1jK3Jk6FJEo1BhcL1QkGQwTsJsjWalhozF6/OVj/J3/yl79c0Jn9rX9HTWn+V64fyElQt8UCzDOuC6zZsveF7C9IS+b/4e5dfjXLzjyt5123vfd3Ode4ZKbtLJddLrfVNCAVDVIzANFSq2m1xIwBA/4ARvCHwASJZsSAAQ0SA5CYgIQESKiBQVWLRt2qKmyX7UxnRkbEuXzft2/r9jJYO6KKEROjtByTTMUgMuOc8+211/v+fs+zPx6Yp0uDW4pFaD2Lzt8wvv05/eFArhm7ebLt/kgnhacZ9raCFMYUCdmh3kKZkNVghsBSLkj3gi4I+fJMOB6YHp4wxwPkirUdIkKenrHh8HGMZruenGboDqR8YRc6+m6HsZWnhzM3NzdcTo+YWjhcHShrJGtmzIXdZgDdhY5qLF7gcXmmc57b3YHeDnzx9DV+jISjZXf9gvtd4DjsiTFjqPzq5z/j888/J8bIu2++4Wm68Pr2Bdf3d3SxMqH8n//3z9ldHcFabm4+4TSfeLG/RVU5xdwUANh2MDlP13nK9ISajjkpkPDa4sFRAsQJDBgbGpTUNY5bJmLNQCkZqRNW+1aQtAVcTysYNUkXaW1SLV2hHyA7nEBxYHxPnVbwFm9a/yOWijUeLSuuP5CnkaqZApuSITePkPENH7SuIIpxXStwCh8wzojt0JxbqMNa0p/8d9/qQfPv/81/VR+mGR8Mz0vGijCtE845ZjGYWMjVc9l2Ys4qThzn2IqriZa0S1Q6LcxrQrqOmCe8OrILmM5iJZMvgKeVOkuirAuDFcQ6ghGCN+RScKbSVeEwGO5ChzOVPigHFW78nk9cO/QXL8QYsE4JCFaUZZlYTIf3Hb1YTCk8L5GbYcBUw+1tpNbAGBeureFpztwOL1jXlburkcsMugoqM70LXPdAmXlaAu++ufB4eY/VK1yp2OM1rz+Bq53n/v6JWA9AoD4nHpaVl9cz1juOxZO1IybP42VFO8eb58zXl4hUJXx6z8s+Mi8Z2098cnegXyJ1Fi7nmViFnTjmVFiyxzooJREtWNuRYrOguo1esdBebKx6+tDGSKsKKoZVC5KhD/1H788HVP9Htp8qlVbCTiWi0lFyE5g53eL+tVIsZBy6qUfEGmIR1pxQgUVb8MNUpZiML02kV00b3RfhL1FQKP/RT3/5u3XQyL/091U2TpdBmvVQlTJdsP2+nbL7Adn3DA6mWOnUoTmxPJ8x+77tMaq2klauhMFSs35MrGku7Huh1ICGjScUE8Nh3yK1msFZljF+fGPvug5iJKaCBNfQ4zkz7A4N9CgbyiblJiNDqMuFu/2RS0pM08Tt/QvK5UzZHSjnJ6xWjlc7Dt2BqivL44juAuM4cjwe8Z3DiuP5fAIq99c3PJ4emzXQWRzSCNQ148Two+98xp/+8hfcHPbsbaBI4Yuvv+I73/kMlyHGzLt37yhWuH/9GSlXXt6/4O3ziZubK37xiy95czlzdXXFPC+kIogWai7konRdR66GGM+E4YC3jmleWyihFIyx5JzY7fbtQ7Us7HYDa0rkdUTEEqeVMOyoBmrObQ8XF4xs1tBSaLSbuu3aOkrMqM1NWBYzZkP+pJSocWkfLgvWtANLqoDzZFU641lZGbDktJIKTbyWEoSOPnRbpDkTc/q4G7LWkv74v/1WD5r/+N/8gdo10PWNgDGLo0plniI3g8Wq4rodvmtYJOccMY2tnPmw0vc7gpsIVri5sTjjeTytvLq2FCu8f/+MmB3GrQy7A9+8LRz6jk9uPNNiMXnh7Xrh6c1E13uK6bAUhCuu9pnn9yOlzuxuXpFyRHLlbtfT7wpCB+7CYD3RQiiV62FPpNLZTM2ZLmbywVCnEVkzPhn2h4Dmhbn0eGdwXumd0PsJpxZD3YjolS40oCV+AReBBD7QovdK1YgZryhmwVYL2bYRcK4sqyEnQ6Qn1eZ1zakS8KiMlGKZs6PgEbGcU3t4S6lY10EtnOZC7zzrurDmxLg0fmGwlbqJ49bcSjqxQioZK81G+uFZm3Pc5HGtUBkBh5AwrKWlUD8UzquxLXGm5SOA1iIt5CSK/NURV25hpIxAaUgZVUv8IM+q0ugCpW4uo9aL+6BoT0UxappIUIT/8C9+/bu1o7HqMaGdtnk6EYaelAXn9hgXsH1tI6KUiKVwc3vH+fkZZy019Fjj+Oz+nsfzBZsza4pM5zP2eIfRyHHYsVzOPD2vmPqwQRwjYpXl+Yn+cE0qQhoXTB/wzqKXBeMNfd9ipsduTzWeOD/TU1vDNq2YBPPTe/a3tygBh/I8TqzTc2vyv/sScQN3TihXV8THL1lneHj3yLqOvL6/4+lhwgXL+/MzZjQcd3tKSVxd3TCukWVN3N5e0+8GHh4e+OrXX/Li1T177/mL92+ZcsSujmezUOaZtWSWKXK6PHH38iWlN/z63TsOr17zNJ/54s++xqnjcTwzp5U4PjFbTzCGru+Ypoo6xfqV5fKM+tDUsfOKdsJ+v2c+X0AiKRZ87zmPK5RC5zrm88q6+WdMbl1aUFhnrDEQla4Ksa7EtbbOy7JivMWKEOeFWrTpgGvF+QMpLq0UmjP4vnWe4tJMgEVb5DeeW+ktBKQUFlPRVMH1aImAQFqIddNIl4JzHq21CQ1K/f/4Sf3//9fvf3qLWoe3E9727K52pLm0EVCoVAbQlWo6TG5UimG4g1qo3w30vqPaHucNzjWn0ct7xzAMXM4zr1+8oEqHIcPF8GmXmJZIpzD0K87D1dKxDrDGRi5GHcYvGKe8/tGA91cYUWptFk3sCS0d1lhSsnSuclAIpkK8cBBLXtbW0i8Je3bsbY/dO4IrDbE0DPiSyWtBqsVoQpNt45wls9uUEUVOiGudN+zGzcsK5Qhxh+kmGE7YfARZiUmakrwoPYVFhZpWxnFhTB4RT6IVIsUaxjVTaHs/I4nQabPnLolYMj5Z6jITHOx95abzLHNkSVC0yQoLjpQqUwLnoW44JrP1ZWB71pUNrWU8c15JPuBqo5i4vP13DWQak9CbjmWeyMZ/RDwlTIP0iidXRTcPVyoFHwUoGIE1FYptVOu07ZOTzSgGUyrZG5z3H/eVSX8HNQHyL/wdNblS9zusMTjbE1iY6ciPX7QceRjwpaXC4rJivcc5wdJQ2mIDLnSUJaJGubu5YVVFN6Ad1PYWM65I53FDB0Wo5cKSlUEr+/2ey7Ltc/ojeV0YL084BHsYSLE0Z7vfY+Yzub9CavpLYjKwphY62A+tsBkOe3JMqDN0xmEFDkOP7zvevXvH09MTN9fX2I0GHWPTBSxp4abvOT++5/rla+bzCS2Z19/5jNPzM69fXuO9ZzpdMFSqc9zuj4zjiaurWx5Pj5zPZ37vB79PJ5avvnrD2zdfY0L7//r+j37CH//jP2mhg7uXnM9nUkp89p3PeZ5boun09NDy/evaRoVFoSassxQ30EslxwWxfnuLqm15j2eT1UNeMa7HayFpodbSbhSaSbqhgpYJ7NBGWkaayjlPbdxlbdMTBws1QkmUKjgt5Kq4/ti4Zdre/qzx5HX8mGizUhDXU9bWJ5GtyCnSAKWxzPS27XVwgfzH3+7o7H/5D/6Wzqqsz4mr/YDWmcvG5ht2Ab+raFFMV9n7PSlXnPPEWkASpggmN9156Mx2+03ESyXXM+tscK7jcBeQ2CgYRQ15zTgXgE21oZm8KSyqCWTN5FKopYU1hA96hYRWh1GgFFTBi2JyBUmEIptOPeLoMWbBeMFrJtiGBGq4qUqJBfFgKwxB6S2gmRQzfnvDN51tcpVOwWvzvkuGUNE8oXqDWcZ28FApq8Nmh66eU1mJxbEW0Nwe9KrtwVyyoFiiFpak24O2YDbNhlFpdstkOZuCxsrOuTaGysJS1iZkNIJzkJKSGVA1CM3lVEyL8dect3GYo6o2thqeWUwjVVTPgAHJPDuLakZq60Xl3OLp/RY8GmmsskilJMBZ1ppZ44dRnmXNBi8VamV0SqhCwRLUUkxBSiVSsWqZfUvYhmT5T7744nfrRoMa1ETCOBO9AInoFZ8fkcM9h92R8/N7Ui0Y18RbudtRKHS0D45qbj2crJSu8v7NV1AqbhgaVdk5jDhCf2S0lTSe2IcDY0mYbuDyzTuYKnHvoSrdMm/Mnx1LnLlZIZVCd9hRHr9C/TVpemTYX298NYfb7XEcGbqeOK6I80yXkfz+Heb2jjkmsJlnHL5vdAMJjueycut7xmlkHR/o+p6rYSCdJ0wsnKdnlnXhO5988hGZ8e7hwsE6vBiWlPjOJ3c8vn9gOj3x9enE7W7H67sX/Pn/8Y+5+r1POb974vu//yPKGnn//j2//OpLbg475nFlmp+Z5jOo5xd/8ecoDtf3aFoxPjVsu/dQVlw/4G3ApQsXBY0T2AC6YsTQ7V8iJTPHiOv7jw+rNUN/2LFMM8kYvEzoqigwBMucMywr5jAg3mLEUco2GshNQWx8R991rKeVHMEdHOJdM32WSr08I/sDmkdKVoJvSB8ThFIXBtuxPj+irjmKyAHKxBIOzbPybX8OADUrJln21w5r20vM3XBETGJZE3k19H1gvWSepS2/nWTWZWI6AzrjneUwtKV9LYWbqyOVtjTupNGAy2NE60xcMy4YXt3tUTJaW3+p0hxAJUOcWzCB6lEn7cEHWLXNiGmEdJ7ZQMDE1Ob8YJmnE7c3N+3lJM1YK1jZRp6GNpYzBciYzpFTgmpZF6iuNp6hODRUjDWoKYjTRpjQAhRwFbQi5QriSi0ekxMksMVDXRCJ7LVRz4MJFB8Zi2Jss8ZWpy0yj9JtDqiaIKkiJpEyBFVsrVgcg1hyzMwoTh2dVmITZrXlYgJL5DQncG3BXmP9f+uwfcUX30ZbktAq2OqwtpXLF6vcxsrFGkpOOGMwTilVGHMlG4foSjKtpGtdpZiC3zBYrW4YUN8oAQU4CExZMMBaK18bw6KFJfaMZFxDFLak5m/w12/FjWb4V/4tTXGkmF1bPscRNo87gFVYpgeQDkIAEVzfoR9Q/N5Taf0A1oQ6cGG3eWraEk031hgucOgH1vnSbIUY4vgA3VUjNMeIHzyUSuj3OCBuNIEcC1GA+YLvr/BDTxVYz09bGCCwd5bzNDN0rbmPXDjsXxGpLRm0PyKaCbYlnd4+P0JOXF3fIxu9uBp4df2CcZwxNrOeR95PZ26OR87nM3/wwx+S0srzwzOvP7knBAdL4dWrO87nM+u68urVK8Zx5Pl84u3zI7fHW4oone/JCR5rpKvCL37xC16/fo13e948fM1hf0O1He+/+ZK7u3vGIhwcPD08oMMRa5X1dAK7owttZxI6x7IsH4uXVhvhuapByMhmTP3w5DI4dLfHSVto19IeFL7ryeuM73eN3G2b/A3bI6L43lNjAt+3/0bd9i5pRqxHtWJ9ty1RlZoy0JhpXdiR1gslJvAd3nuCZWPYNQiqWov+k//hWz1v/pt/95/XEjfxXp7o7cAyNyL34CraW/pOCDcNpNlLYNVmdJznmbREPA63TQGvjwe0TuyvA+TE9c2B0A3N1VOmtpfSghht7hIR1tm2Yq5UtASSrjBvyCe3SfCysppC6ASTA3W6YLzDh377nkasFIxVbGx4lSY3b94gHyo7pxgBLxmtnjklSmk3goM1oAljFF8iXQhNvWoqaisaCia0LAlMHx/gEh1E01RJs4NqUGIrOUZDLIZlLYhYpmKptUF3MRWtDvGQxWNMRQvkqpQMVGFelcuUyDmz68z2TGiadZFmh60rFFaSGLRa1MgWsAkgdpMFblimrBRvSKnd0lYMikUxVJNx2kgFkgqnjWpiJDDlRLDNYeNyovHlK4ncFvpqKdm0A1wDxUYs7SZvbEWKb/SAKkSzAA5TmzdI2heUROU//dVvbrlescUAACAASURBVEfzW3HQ7P71f0d9raxrokrGlEK0DicVRejEMK1n+uEWJZNTocZEuLthWDNjSQQbcPs9T+/fs+ssbnfFOl7w+yPz+QlTG3W46zbcvfdYHzAxkdWQy4xzvsEu/cBx2PH0/hvc/kiWwvF4hGkii0docL91npGS0KL0e8euvyfGBbwl+wPm9GtUhbIuLHmlDz1Rm676g4tlsJb++pppPLMPjnFMHK4PVPRjQGDwjq9++ueE2yNd1+G9pWRHqpGaF8Zx5A9/9CMeH98Tp4ndcGR8fuL169d01vHixQu+fD7RVWGuK+9OI/NlRrrAcX9gOp2pojxPC1f9FVjbRia1cBojZgjMX72DzjAM15SaUGvoNJNrpRbImqkxIW6HdQVvWvpsTheMgrMdYjIpxob5MIZBPORIGnpMXFm7HUEKg+u4LAkxrkEBl7ntWOz2kIuZoo2LV1Ibo9aaEeuopRk2WZuhE2joG/EYJ4gP5LVge2mcs7RFrUsF79B/+j99qwfNP/zbP9GpCtbRmt+lHaLDHqIKu/1AjgnfK9Sem5c7vv7Zr3DB4WvgeHcDNjK4AKXSHWBxlbxGdnvPlEaM9NtYsdUDDj7RaWaZ28J6ncF4A7kQi0OqMMaC83yMhUsq7A+BhMOVSNGKlbaziRVMzWRd6RGCc0iNdCYgNjZVhq0cRLHO42xlnjJiAlSLs+0lQMxCzZm8QqozOXqudsK6jjizEoLBmh5rBszQdoJUBUlglHypSD22xXhMLLlwmSvzanmKlTG3kVbNHUUMaixSEzm1A8E420C+3hJXyGJZs/1odBVZ0ZyI1bH3LSSzSFOUV+OJJbZaRG3swLFAMRVbAlkUYyqGihFFawsXfUibBWe2fQ5UUwnSDidRUFrwAKA1vypF5aM5tiC4D0GlUoii5NyIH8Vs73vSYuCFtB1OhoIQTcGqUCv8Z1+++d0anS2P3zAL7I43lHklYyBdKFhIkdkPWD/gJDNpE4W5LpDOE8t0whzvqKp0qeCsae7rmPDDARtTe4t3gqsWNbEhaaxhvVwQHdF0xtgbVjX4PlCXmYuzhOM1WANjZGHGhr4h66dn1stKtz9QbaDrPK47Mo7P2+2pUtb3VDUs80zXB4JzxJzxruPu9pqvv/51w3vUSlcKr1+/xlF4nt6zxEQtK3FZec6FixNuv/M99sOOh8uJ+emZeTyzv77j/ZuvePW9z/niq7d01pC0EREe0sq7b76kvDvx6ruf4YznQuXKdXz2+p43+S1TqXxy94o/efcNh5t7urUyz2ecc5xOH3wuK0y2xZKLY16eCc6SpgV/OBDjjAD97kg0hnx+1670LqJbpwjVlsibG0In5sxgPQtCqQX3/A3RdG3sEQJTnds45vkbQm/JfkDziqGn5KYcFoS6aaIbDdpTiyLSo7UiO4fUirXtjbV+hIAWZPCIQug9NeSPO5tS12/3gwA8REhRqTUipqK+a46fMYLtOf9yBirkRDdcCD8zEDzjAkN35ruLsHt94PLuQlki72b47P6a/iYwnZSkjrQU5iXi4pmcM1H2hP2IhCb029/dcsknUGnVJe9wXbNiJ21E6GI7TvPEwVXaUAYQMCFTloRXi0m26c1zxtMo676Hbrcjl4W5ZExe8bVSjcH3QMmsWai5gMmQVw6HHQe9pjLiReleWErf491ArY+Y2oP11FLQi0E0Y4rHucwyJqY5MV4ca43MUbC6Y1yFagw5W9BEbwtrzPT9jiUVQgCC0snQXna8tvTfWun7vu02qkLpWFLbp+wPjpwgZWHNSg2N3ye2NqwUlZwFrUrSyrwuWAYKleILmUpazbb7UrxCNuCrYGjjNrUG1XY7AaiSEdGmtd8kgslWYvVNpSItXWetbbc/ASOtk1MEFEsytBcFbeNQa9r3/Tf567fiRuP/1t9TXRvosE7PdPsjU23cnlom6rpsGuEI+9cENiujtaRlwclKMT3D7opVhc4GtKxNA4ClrBPWB9CI8TskrXgjXJYWDLiuhcUKmEB8eubFixcslyf8sOd5XNjtdmA8l5SopYE0rWtxZ6krOVcGtdjrgCVQ00iWjnme8WLxh57BO87nMxI6euOx3nJ3feDNm7e8fP0KUcPP337FnRGeU8WcH/CHQ/szbIcdJ37413/SiNCXJ1588h3eTI+8f/8eLZneGk6PD7zqj/z4xz8mlsqfffUlfW1vbZenZ158//u8NAMPZeEvfvUFxxcvGWPC1eb5OZ8e+e7nn/Prtw/UIpBmhmHPGjOV2noubodTg7IZKY2nzhcQxYU9Zh3JNVNp5dVDv+OyrH+lazQg2kCRUuIW2RS6/ZFdNTznpakXTItilhjbqNQGjG2HSl4XiBGGA3RbOiZWfAgfoamKacEE3YbOtSJhQEyHpILpA1ISGI8pzdrpO1j+5L//Vm80/9Xf/76W1NwqFrBFMc6i1lCmqUnfbLPMzmLobKDUTNaMpEI1juA6NM24kLgKARsMPgyMqeC9YMVx3CW67oxzfdMD1IzkyjoLc14JtuOSBI0Tl7O0m40TOgL7XjBe6XpLzTODGxDb8fR0Yh0bJmrn2veilEKwERMGvK4EsyfWkaOzSG8RB0GFYB2+izgb0LoweEPnQaSAjdgawDW8EbZF/TE9+BVNpQFSVbEloKnh7okGLW03so6VMQfO80SsES09U4wcfMd+v6dQeZoNc1amacI5T1Ka9hqIuVJqxNo9nQWlEGtB9S9vGlVsS3XNK6hjlfaMWJ1itI32zQabzTlTrSfXxnOkbIoLaVF8t/VbDHm7xbQDSGtlzdqoF7RYclVLFUPOsSlR1BLVozVSWigTaLHnnIREJIvDbBH0ptEGEFQ+yBvt797o7PZf+7e1bETa4n0TEnU7akx0TpnmlXWZQARbE+o61Do624CLWIPdOhjiBo67juen9wzHezSvlOVCKgXmGY73iK5oXdgP16zJkDesRI0NvNkWdR2+D6R5Qktu6oG8onFFNlqzSsfx5pp5XCmdY7CWaVkJmhHjubu74/F8QjeEfylt6bnbHVAcx11HSoVxmTHecR0GUp75wSevqAKnObVkybxQUqVq66/IMvPZp58Sdh1PT0/M44liHbddzzovxBj58R/+EMXw8//rT7m/v2c2lQlhnTJfvnvDv/jjv8bbx2cuMXIex0a8VtPGdYcdtQih75pCIVUyyjqeMc4htqPkBW9sS+wYD8sF3+9JMW5xZqEKsAUlckrtwNCImEA2FmsNOUacb/PmaBSZE9ZkKoZgXfuZsBYRQ1mb1Ixc6HY7UlywmrfEWLdpClrazVltBVG1hP2eskaME3I1WJTqDMR2m2Fz1pd1Qf/sH32rB81//bf/UBVHSjNZWmnSetPGG3EzkMaCVyU2CTUlGfK2z5QKxm5jGYFgHcZYbJmRHBiGgVkTeU2otF2QMwWPJYTmgxILxiV654k1Y61jScpaKve9o9SVFJX94ClqWXPFSCUuGWeapsPkSsaCUXbG4HxqN0cqYhySmjVWRCg2YavBZsOaIr73qDUEXwjiebrM3HQNmfT6usNaoRsScV1ZJuFxmgn2Cq0eq5HDTult5ZIDl6ljSplYCsuy6StMIJVKlU0drg5SUznHjXUmSjtMBTRlFiylGkLIuAJiHYUmKVtLG2tmzYQkZNd+D5pyg7KVLV3jka3abjzOWKoktNoWipDWIezVYOymv3CGUhXJUMRRtAUQamqjsaiNYPJctZFCaC3/nfF42UZ8taG5irR9dxWFaMjGgZnxmPb52pw20Ay2/+B3bXQG7apcS2FnHFOaWDckfhJI4wXxBu8OoI5oFGcM63zGWUupbewhBWoemeoVPrSCVY1rQ5Bcv6Z/2XE5PVLqEXDg9+T1hBvu6EPTSM/zqT0Ic4Ikm4/Fcn99w/nyHukHclFCZxjkwMM3v4D9PVfdQBGDW2Zev37NV1//iml0vLy94/H9E92wkXDHiZd3t7x7fODrX7/l7u4FTgxxmphzIZH52a/fsK4rn9zf8vz0hD8cuH9x4OlZefPmS9Zl4hdvfgW+h5r49JNPuD/s+Wc//TldcFxdX/NPfvpTbm9vefU3fszDwxNv3nxFSokOz1//8R9wWiaEROcdueuIRTg/P/Dy5SdEXZnGmZwW0jq2u0spkAqaHf1eWctKigWqAVdxXUdax7ZkzgnxA0PfsypUwO1uyGklrwXTW7xa4uk9/X4PNbOk2OKxtBm0ht3H3yMLsBXfcusIrOMZpC1L/XDVZsxL2+PQOYoahBVdV0oF2V1j04QaB/GCEYuKxdlKXmdKVky4+jY/BMD2oADUOZxVaha8RFQc1Qm15JYAL4IJQo1tbPMR8uoq1raFsENwVpiXRI6K1ZVTiiiGvrPcHWd2rwd2OyEuC+fVkRHOo2O5VLzvyNkiJWKwiBF+cYlNClZnLud50wtZTLHta66teCsBVDPOGtQkpmwxtpUdrVHoLIMIKa3shXZC9oZ+2LPkhNbKMlZW+cs9jwI/e7ty6Dz63uDcEWs7NI9MSSkl8ukejnbBH4FzIewc3SosSXBiWAtYkRZhLpt9V5TQ9aw5ohWCKRTsRnrP7HrD0Vi8FbK0PaFLlVlh8tDnpluO1ZJDwTrPUhKleoqW9h3VNtK3wdFLBYRc2gvUkhNVPsSo26pJTDNpOoFqDOKFnCviHH0pDHvDXBK19NRc+MQY4uZmymo3+2y75SVtPw/tn7X93XqgVrT2zUwqgpFGic7a6PO/yV+/FTea8Ed/V7MumC05UksmdD1xnhHT3tC0CsZ15DQiWFDP7v6G8eERyJBPUDuwlt31NYhjjRkhk9cVFyw5ZVDB+uaA8N2eZR7bm0RppAA77P8K+LHxr4ab143obC2mpjY/Bpgmiol4e0TTCX/zur2RWYdIK2V1nSXlhbu7O85j5PT4CDVyvLlpCgBreXrf+ir7zjKvGWNBXCMW7fd7nh8eSOuJ7//wx9RauTvesnfwmGZySiyPT3z99htevX7N5598xj/63/83Aob+03t+8Onv8fDVG77z+feoKN88PWDFMI8R69rNoq4rT2tkHS/c39/zODfar9sf0NJsjmVZwAusEzhH31+RbUvk6Pm5GTJTJtzeAkIap0ZY8AeCLVjTeGdV/JZKm9jh28vEMmH3e0pO9Fc3aM0ISiwZW1dSEoz3hL5nOT8i1uL8gArkcWR/ODCn/DFdaK2lpIqxkLabcPCOFFes8+TgQIShmkbLjRHjfes3/LP/+Vu90fyXf++vaa0RVsFs/RijcCqVmhRbDUoiq6cWwbHSm80UGwHnoBh6aV8PY5oBtXYOTZnOgjcFqmBd6w/tdwFrtKWOTMEkh+8coWO7mTQGVswemzKXtbLbGZzPlLGSSuvCOC/ohieypdA5j3GJIKWNuiRvpOyNM1cVFyu9yXixqN2eRU4/8tOsgErFmxZG8P4Fp/E9Ngtd3wI1ayzUFOh3mV6eue8zYV8oi+Pd6cA5VaYJsDCvbaRnrSEXw6ILCwZnKhSPyhZTrkJUR5CIV0GNZZ3jRzW70UowhkSDAWtOTLEFCIgDT3mhONnI4RuJQlvfLpkAwFpyW7yLfpxvFWnJbYfBVlhUKBoxtBh0rEKslbIR5WVr8Uttr2jQDiqsYdr+zKrN5PuRNoChFks0Qqxt3Oo2fYqjUG3TZ//Dr7/53brRpHlGfEfRBOIxZYKlEATM1Wcs6QSpUtMM4lAUTGR8/4AfBnwJTDHBcOBwvGGdTnSDoawj1vsWk82m1WzThcoHy6KCOIZqWMVRvEFMT83QpweKU1K6MD8FjFRqTQ3B3fRD7W07HEiqeG+YLw9gHGtUfHCYHNH+FX2352lMjG/fYDyoOzRdc9chYrm6vcFjOC0TXe+oCstlYndzII8Txhtkcrw7z9z7wPz8yBfLide3twzWYm9vuRfl6/GJd3/8NT/64R/wOJ5JMbE3wv0Pv8+79w/IzvGpG/hff/5P+Rv/3B/xp3/6p8SYOd4fud0FnhbP+/MjVjt8tyOujw1UmhLhMFBSph6uQIWlRkiZ/c0L5v6AqdvCMU9oLnTXd5AKtU6sp6lVpAVITxQM7K+YRbHugA2Gopmw35HmJ8qy0l/dU4nUeYVujy+JvAomHDEukS5n8DvCrmMaz00fkNImkrIUOVPtHnPcUZMQVcFU8jDgqqGsF+ZaEXWEvm+Fthi+3Q8CUFPEJmkOlpxbH1FhHSeqD2gtWK30vZKTsKwtUJEVsnHUrCCVgqGkwlJaE9wsBWMguIqp4EQIvmCt53SpmE1FIaaNWtxU0QiPdeWq35FyK78mLbzaw7KAzZ5A8+JYB8ucsVYAbRUXkzlUiMmQqThpCUDrWs9mCJ5YlYTDWNeEYACljYVqUYzxLR5sBRGgPONLRFxHqSs5Nc5YqBckwrAb8H4lx8w0HRjXSM49RRJxckRd8M5gxOEQfNlCQiVh1Dchn1HEVFZN+I9dtcr+OlC2/bCjEQdQg6aCN5V912oW42C4XgLRGtgYhmLbThhROmkg0g+mWjVQ/uohUGECOuMIkikSGppLQKJuidV2cOTcbJpqXNujQiNlFGX4cPCgbesjUEVYValG0SJYarvlqJKNEGuLdFN+B+nN/R/9HcUPqGZSqgTb8ufWWubljNfWhi5bZFZLe0sFh3GOne8Yl7kdHsW1paE1oO0H2pgWXRyGwHi6bPFExXT7dgXeNKYlzSAWa3q0JopWDnvH6Xlh6BxJQdOK1kgIO5I20RZ+z9Xgmed5W0IvqLTbz/ohcmmEIMpUMr3rqdqEU8fdDmMs76czYc4M+45vHp4wtVLmkd3LW+KSOAw7DtdXPJzfg3T0CjI4DsOOzhr+7Kd/xndff8qr733GL3/5S14MR372y1/wve/9Xmv5Lwt3hwOny8j1/kicI++miccvvuD1D/6Ah2Xkk8Md7y8nfvL59/jq3SNzyuSayNMJVWUZZ7CC4FBDIxLMZ9z+umX8jcEaR1pH7P4WYlvaNpBfwu8H5nklhL5Z/mpPsBPnMUPNsDvCNIILkEYsDn99wKTCdHlsN0/b46yCKMEMjKL4bZyRU6NwN/vkQInndqsMB1QrsUSkZChwGDwrlhgLXgppHpHuSP2n/+O3eqP5B//GDzUssGJIufImFaS2JGGQ2thv2jTW7ee4sa9ibqmkD+yqYoWcGrs0aFscW3HsukpHJhjFawX1IJWYM4s6BmtYYqRzsDOyxWG3trgkigktpr4oe+sYvCGnBcTRmQpbkz4T6Yyy7y1TBsm1FUUR+tpuPVk28RxgbRsBhtBEdn3fU9MJ1FNQnG/PKSkWK5YghbVmcgKK0FnFB8EawbOwE8dFYInCGs12oLU/G3VUGhI/50yS1vNSGkV50U0lL56lfkCytPF+rB9IyIIr7aC2JtBJwpSV6JpwLYsybXutdvMQnFiqrY16viXEjDEUBXFtCW/rljozofV/qidJxOT2M25dbemyWllKYioBo+0GWKzB5MpSKzMW1W3PI9BboYnV5aP+PEsjQbfvl7TYM9q03bXyn//6N7ej+e04aP7m39WCtAb50hAuJWWSFjrfik54bTFD1zPkyjSOuGFPXFfkdEK9pTsesUXJUogxg1Q6vwdAgmPfd4zjDNAeVhjWywJ5xR6vGk+rtGu+zyvqesSYZsmsFa2R3WFgHhuiZTpvD0XTcPk6PUMI3L38Lufnp2Z4NAqp4HvLuq4NlSPCuiVPjLV0ITSESspIaaMknCcc95TTxP7+BWOcud8PTPOJOCa6Xcf5+RsOLz4l58zed8TLhb3tubm5gc7TD4F8ujCtCxo8WWEcz5zPM6ZWDjc3vP/lr7j6zmeE/TVeDE/ryPz2EVSbpiFXhv2BwUHKimpr/ddacTZQSnvTrYSmg66VkiNWFHU9rBXrmqVTvSXHSN/vsWlmXibqPIMdsf5us6kmRANGQLfFpNZCxTC4gfn0HrfbYVVZ6wzdvh1owYIxGGuwufWcZF5ImrD2YwC3rc+lYgtUjajxH8VzJvTMf/ztFjb/vZ/8WIcP8rbQMURFaC9HTyLsMHRqKMTG1CIi0mbyvWlffxXa/kkzVVpGwpuGEPKmEhWMKCW13Y6vBjWVu215nGwlS6YzHdU2A2PY/p+Om9HUUGmp3i2EYNrXVrTphDu/UtVyLYZiFsAQXGCMyppaX6STwjB05AqewpoLxkOgqaiv9u0gAMNh397kD96wxJXp0iR4S05oNE2HECzOVO52I4ejwtrxMBlyDCCJpDvWpTKzcBk71LW0YVQhqW3BkywkNbDxDPe+kObM6gxLMhsyxrIKzKngccTajL3O1GaYrbLtPRwlt7FVtYJTpZoWdU5akaTolmpTbb+nGMZiUFacCnOC6ravqYVLNTgqWSM72/xWditFf1jkqwhZBbT10CoGUyBKbT0nKrNs2CbWFhqo0tJqso0+8fwXv/4dg2rur/fM40QtK7UsRKmItGJeNhbjHOl0Bhy+Uyax+DCwPr5B/A7ZHzA1UlNtX+SSIY2AYVUDaYbUkZaA1kpNlzb20gVkBlXSk8GZI2I7fO2JmiGOGGuhzu3BagzLKbOe3oG1LU01nfDHW1LNuOMd1ijPz19hakcW0FSbYMvuScbSW0ulcjjuIRemHJnmif3xwPX1ka/evoOcGPqO+fGb1pF4/gYJHTl71qVgB0s/DBj5nHS+cPvihoN1/PlXX/HZD15TguHl9Q2pJsaY+OL5gW6/YyeB6j33vfD1+Zn1zVtefv45OM/p4R1ht0eLYzgcWNeVtDw3r/rze2bXQZyRvseHQLkkUnoE5xqUspwoxoD1kFaq1e2traVdjAtIEiRDqpB1oc4nsAHpXuFCj5TEYm8xLEhqEjbvfUPgkFnXC+wF1YVoAs4dKKrYvsOqUoqQ2YCDc8Jaj6ffPuS5/Tw5T7CN3WVNaIW72JxDeU7f9keBuwCqlbkIUiOLK3gUL8pB2lIZk8nZgUS8GqRWVDyqiVgNGMHKSlTfDlZtO5ZKpRQ4q0c04SUgKljAFeXXNlOyxRewYkm0g0mKgSAcrVLLSCc7kJVQG2VdRDBWyBVsaS8VXgeKRDCWzg/bqKgxzG6GQC4z47rZTa2yFiWZQqgd2SmlFp4uSo6CamVaWljHWujEUaXFr031dK5yTgZflGAtNu3RWJmy8jRVplIZoyPllVos1QZibjeNWMBUAQdrMlSUNW/7jqR4kUa7TpneKGsB0cyaKgcbGEuliuLFENSQLQiZnUpLT9qWQqMUkmmpLpNg8gbnYK6CEW0UBNGmILAgahhE2dt28IDhqSaKFpYqROd4yhZDJtWArUIwwr5tY8hS8RtNoDiDGqWvyiLt7xi04GolYhAJiClIhbAlSaX+ZiWAvxU3GvnJv6xI2GisuRXy3LBdoxesCDhPyQuamsQKoNqO2vjyreVdFF8mqu/RnKjzjD8cNk98wYYdV7sOYwzP05ldd2i01RoxKLkq/XBASvv34CzLeKLYAVNH0tpsgQDoiu+uG6J+o/4aSVhx25u5IZSJMS4UFTQ3B464Dl2esfsrdrsdMVWMKvP7d9irHVY911cHqrGcTieccyynR7y3xHlkt39FrRNIIQP5eWxfs67n5vaWKspnn32P5XLieLjimzdvqLVye3vLl2/f8r1PPuH57TOnmvn05QtO04y1yjffPFDmM8fjLfP5RA47vOvIcQVJ7ELHeJlbPjLVRlawHrUWV5Voe1yZSZdnZHcF4pusSwwueGL8YNgsqFZcGKC2oAbSEj0ltVGXmPD/tHcurbZk2V7/jTHnjFiPvc8jM+thXcuLFhRSIuoFe4J+FL+DPTt+Ljs2FEHs6AVBEMQC8VZWVr722XuvFRFzjjFsjMi8INi55KGKJH6d0zknz+bkWjFizvF/ABm4KerYukePLHf0zVuiL6ieCFvQNu110EaZ8u592zYYnVIrjsH8HrGBeKAK1m+7QTNy0Fmn1kofg/gf//mPeqL5N3/xmzBfuY1gi5JxRRQayosOZg+mEngvIFsGiSJ0NxqDwRkLR6UT3rDwvP/HWbxSIh/2EtmebWbfL4lrK/TNaa0gBorRwjBRxAaXqXLuK+c2aKIUqVQ8kwKq7HuOafeDBKUGJ1XKHkFk4RQzisI0KciZcGAvootdWtzE0RI8lJpyaAoy5ekD0gE/9rd3G1vudcWY1ZmqM4dwnYzFJp5HoS8bXqD3jJzp6nRzYlRCJevIVVLUgGFk0oSWYDLhWwFGoasxYvcH7XH8LfLPS1SGdCIKQzRLDWPFafn/RgvDLNMGRKljP7UWo0aFadAlOPtEFOXaGrLemazSxdjUqCO4uWIKr95RaaBB641a8jqtl4GasIbwvHvITOEsFbfC6oKX9OmsPqjlxLoM1gqgBOlVC4F/+/s//LhONIyF2p8ZlwZzpiqXyyObGZfLhddlQ30Qy4B+YS0G3qn1jjIj04VGxzAWn+H+hIyKzBf664bOM+XcKOcHnpaNUkAt2LaNoZpO59srUR8o84lYOxrBsvSUTCPY/YXTw2f7UjuVLo3O6htsntd+HmDG49u3LKvx+vwFcT4TfYOxAIPYFhDl2mbOdeJ0Uqw77c075NNH5DaYHx95fX5hMvjJJ+/53XbnfH3g4fwJb983Pv8/N/7OL/4uXy7f8Oe//BV/+PA13wD3p2/xAtvzjevlwn//L3/Jp7/4OWMMfvfhmfnxyhf9Tu9Gv33gfz79nsvlgR7OPM1s/g4tM2N6A/2ZbinDlDbzug6knZkePiFKZXt9JVgwUQy43n/HoldoF6KvufinU66PmM7Mc0+/S3eiNcbyQj2fkbkRUlJosAS0RpBJxKAQTi2VUMcf3uMfvgCtWMkhoTpjY6DzzLh/oJSgacGKg5+JSdHoVBG2+zdYe8OJoG9bmoAnJbYlT2M/sKTzb8LrurF0IWK/3hVADA+jjTw5bMPAHdVCHxmOWLWA5MAJESIaPRxzxcgW2okB0vE+cy6R3+8mwwAAEmVJREFUZsDmFJQiyomAU74MFBmsOKceqfysylVvRDsT0ZhR1uJcpmv6SG7PhDaqZPLxVFMhdXelRRCRb+VVG8Xh/rqBLpgFpznfotMADZs67sJz3WjRCNmYmuCWcUGKM+l3V02CW6dpgakwVtKJb5U1smPldQtGFdwFLc7oKbj5PgWUVO1lDYHiHvRQqsMtMk28yy4Tti1/jymqwW2kXLiWwRhGCLh3NhU0CoOBS6Yui6bfyUTZVClVKTQcZRupoHvah9g3u3CgeKfuVdAAW2SJTNWJ7s4UhZvCbMow4YzyjXTGEJY9Eqh7EKKUMPouNlit0MXptlKKEqE02YcmfCdg+8H40zjR/KN/HnVKU5/WRuGE6G7gHBvcX+HyjvNp4v7hS6DmF3D9inJ9T21X2nzh5TXrgqO/MJ8uSD2zPt+ZxZk+ec9UG+rCh/vKaMpZnJcRxHZDTfC4w7ah04R3R9oCMROnCl6pIftie89Iig30TGn5sDudz5mDpsJ6XwgzzueHlOHuR/Wijn145Xq94u4s0hn7snXWSn1/5uWLP+BD+eznP+X24Rts3Xj79pHt6can7x75/dO3rDb2BaBwup6YphP312fePGTw5lhyoH1HEWXrqRTTaUrDWe+wDebpTda30hl9o52gLwvt8ll+eUanzieGs7dhvkC75O5sfQWdkPmUV4lL1lvr5UzfFtJIswdhnt7Qxp3VB2H5xuj39DmJZERMPT8SnjW5dnuiXi6M1xemx3cEKQ+tBUTyTt2ngpZMqpV1j+mIQKYJX7ZMzvUZitHXXeMaAAO0IapM00QPpyKs/+2PK2/+V//wVyEirMNpltEgVXMHs6C4OgXP01hUulpK0Hc5c3XQIjS+C0esDDaqzwQrNgSmwE0pYjRviG2EZsoQZIJ08YlTDer+gLqcKjFfKdtTnoJGxpfwnZy5ZL6JOURVdJcwhxfmkrvPZunPqJr7Bo0cgU1gsU4rhQh4c9KMitFAzPdcvZTdguXQ8lyAa4BLutsnhVYKJxnU0nGZuG3GKhPznHvX7sFmYDFhzn46+U7AAOg+FCh0GwzPgbZ6ZYhTzWhYvviYcJcLtt0wNeZTnsyvOuNFWLrnwh9SgKArJ05ssu9ShiFUvto2fr8Gl1ZYRWhS9hNToFYouiHeMRqoYgauaf6MCF60cgvDbHApmT6vEpwkh5M7dAXIa80qmnslAYlI+XqUbNuU706fwr/78oeTN/9JDJryT/5F+Nop5ywfim3BNgNVihRMnNN0YVn3LKroXK8P9NXYbrddCZXVz601yrXy/GHBn7+E+borWvKD9ebtW4zCZht1bHiZWNeOeAcfxLhzOp1YNqedT7R5wvfwvb5BFaW9fcP99ZVJjbFu+LgzzTNdZ2Is0DsyP+QDt79COeE9F7pWH2jNvledzNMD96//CsORy5mqj0TcYTXM1r3HZsrInJcXPv1bPyOG8XR74f3DGy7ziX5b+MO3X9PePtBK4fnLb6hTw4fxk7fv+fzzz/nsFz9HzGll4qvnJ97/9M/AVp6WG/ff5SmB88ybd+94/uqr/DJbdrQwAj3NeU1yecwrQBHuL/tQIRhBGmPrnOnb7Edwiz3ZNvK/FwPKDLF9n0sGpGEvfN/JSP47TgrbRhmBtVPWLkfs8fB7300EZZqwbkzXwnbLndulFW59hXWhVMXqO1he8u8h862QhpwfKb6mtNQh/td//aMOmn/9D34dq3aknii+Me8DlXVwnwrRN6aqdMuInqYlT3Ru9MjMN3ZPxFSC+4BTSRe6xWBkTC37ujtfVsLzKs0GrkIXZQLCnBZCn/IquZG+mvR/GT9R5VWC8xasM5xjZlje7Z+qsEnwUJy2Z3vhyqSFU03JL9vCkODse3vmqTGVwWlv0lzrK8NPfL013kXQTWllwv0DrQRaN4pcKZZ+kNvWucyF+byib0+0DV6fgpvCWJVKQMws8UqUTLiuUTODLGBY8HCGc73ytCysPagN6kgh0tqD276XslIZDkZhjAWrNVVr4ow9ANOH4Bg1813QIthwukjWoiuZUhHKzfeOGlXEApHAJBgxY9aJYhA1+24ykCbL0/ZrVccYSFZ4ixCudM1BFwgbqdjT4twdJjK6BtmT6T3TnheT/IxI4T/92AaN/P1/HFJPxJpDo7YTY80sK3GI5SW/PHNhur7FDCCwl1fa27eZ5IyyaEqZdWpc5xOvr6+0ekJ08Pr0gXI6I6Mzto3zmytWJ3p/IizvTMf9BeYTOk1c24X72ndhwcb05oFzUZ6evmA+XdhcUmUmBbZv80Mwv6HOV9r5gfvTN9AKpU7M1wvNgqEwFeXl6QPmG4/vPoWeHeRjWSl1AwvOj58Qms2CTBWGEfcb7eHMsizcP7xwupwpDOp8RTxrXu9fP/HrX/+a29j47W9/y+l6Znm9wTDOn77HzFhvdz797DNKVb74/HNAaNcHysiHiWtmzI0etDLYltdc+JcJXp6gNdDz3k0z49Hw9SWjM85vWJZnQKGneEOmt1ndvC5M08Rww/tCbVcsfK+3dSqVaBO23DIzbWrIWFnvT8CUysA24bEhNdtOJTZi2XLg1EaZGk0zyJRtyYNvq+Sm906ZGkM1I29FwA38nt0oZMTHH3vQ/Mvf/Ca+Bm6bcRZHLfOqmigPIZwcntQoW77VtuKIbAgZ24KBiuDFOLeSjdcdWgTDekpXS6rDBn8dSPru8YT0Jy7v3iB/gOadr8uEb50xZW33KW78LLKWQ9Q4X5TT9kS9nIjlQkTntkcOtehILUgZXEc+AKkN9eBhymvUN6NgslA5ZT1GLFSvbG7M85mHa6P4B9ZFEW98uK1EnLkPuPcFt5lv1LmJcCslpcAjuHWw8yvTaDy2BaziBBd7S5k+ZBxUKEbhVhugiA/qUFQ3iufVrABlBFsTKulfGpQ99NJRApdK0MHPDO5oVO6xZ/IR6cP0PCqqTngZFC/ct2ArzgZ0KbyJHDRBLutVnQfPCB8R4VUCkcbdR5pi9+F80wKm3MR4JdWrJ2ffw+w3BfsJ50ze/IeXbJkVEE3BwDry7ynf7YDC+Y9fffXjGjQHBwfJP/vlrwICq8Zjd+YKNQpaX2mcmM2RMnOX4BtJhZRrtipOIUgpOUxH3yXljRidqUrKhmN/+ISxRaFTeJKVd11R0n9TwplIfwtkpMysuTM6hVDYqKasGpwAN0W0M0qkngd49MIi8K6kik3ryqtn8ZgbVFXunsoojbwpQJ0IowlUhIsHXjKQElmZtKCuVDVqy9QDG8GrAb6yqnIKxaKgu4fINN/Y5yr8rFRgsGydm08QnSjTLgvOh/7wyJ8xL5KwAd+gPGj68kyUtYOo0SKbTAHuobx4RvHfgEkig2ml5CAClFzSI4OuMzWyUG5jZCFbqTxH+qZOqvTI7h71VCJGBJtKXndF2V8YjOGwhjFpgahoyd1UhDCFEAVOElQfvBZFhtJ3q2GPwYjCqwV3SdXZ5gYe/IevvvyRiQEODg6APGipKJM0SlkRwKQwc2H1fFgVvzNr5VdaeNeCVxY2TfWjhqEh0Ar3vvHgeQf/OIRVNkYoVgo9gpfuPMvgQRRRSWVmFM6iTJl7TkNzlyIGplw03+4vxakSTFGQaWEirzGHkIGsGHMRYKW2VLf9pBSqGCLKVNmLB2O/fjW27rydTngsuOcgIRST9JSIDVaNvY8pcO9QhLfaOZ32Sgox5mq02Lj1CUO55xkB8ztLD+YyMZWVs06YddYQ7ivcxCii4HsMTClYNWrP8NKSKmguzTBXumbVAMAbz1uVWpUrYKZMNeiuLDKx+OAWgoWgMeeAiBQhVC0IcHdnooA7rnAXoYkwFTJTkDRU4spSK+7OOZQGnDUl2U03NATRwZ3GOoLVCl9LiiHEoe9XcxPChYrsqdFFlG6W+pMf+HN9DJqDgz8hVjOqKhWjEkwiXHRQHd4CpTpNJ2496Gb8b3EkCkOdqytFwaLy2oUvR2UrwvtS+DN3HmVORV/sgYutZhxNwOySMfcMPgwQUeoeTV8s6wFS/Co0yXf0OYSrOO6K7yo5NcOoKZ81Z9L0wYgIDMdU0Ngz5szY3JlLqshEhNdhNFdoJd/id8nwMjqlBmE1H9bFkGliZmAjm11dB2qZFGFUYgp0CBVYe6evKSJ47gtlatzDOSlMTIzauVrN666SKv5twKs7ocFi6VMZLhSCpmQPjHfCK6s0UMfdcFpmqYXR1eijoEAdRikZJ2MSUArqKY5YI9DIBFptJZOUTdPcKUbzTBFoEYQ45z2eyNlj0mQ31ZpTtLCR0n7VykN03hcFyZPRt1UyXUIEj2CL3O/Yrjgre7DnD8kxaA4O/qTIeKQeyhAYmr6RRxtsopTuPDX/vqr5OSoblXtPP8tmzt3Tla4+KEz81eh8q8FPYnCqQjNnLsqbHmxivFrh23CGgnlhjnwAFXXUHKemzDaEZ1cqE7UFNpRFUoV1EaVSeJHB+wG1ZL3x+62k9wdllM68/+B1KNeA2hrdld4XLqVxc0Au3NcN04mmncdSeY6VT6xSAypnIu58GHdeLXiYJ0YoPZSLjiw5NFBT7mbc+kqtU4a8ojTdQ8FHcC8FtZ4mxtbAjRPCixlbWFZvrCunChHKrQRbVHqsTD2HC7Fyi8oqAhS6bbhkqWEhxUwRmcQsrKhPfMDQPgBhkUxKqG5s2vDuaBU6ebqaxDInzvPXjlBEWG3woJW7ChvB8MIaMDyTp7UIbrChKJUpMnB2rI4Xg4ALwibGiVT83UUzMUB/hFlnBwcHyV/88u/FifQCTebkzYzS2XixSlNLwYZnl0qlUNJNknlkBOaC18EHP1HI/DMi3+znChVnJVjR3CMAwl+nB5c9YJP9Oo797b1QUkqMcCJ9L1Yz8XeSRt1TCIJOoVAUTgZv1aghdIUyPJcDw9K/4Zm7Vvd64tjjboaChmRvEMHslaF5GtvcqN3ZcH5a4DIplzp4rzNT8WzMVMHVWYewjKCLoNQ9Nt9w342agHHGZeAIvQjVdum0Zr7htm3MkdLy2z7QKkHT3bcUwbankn+XNbeOwGpQozD2bLclgpWsuq6RfU0R2cCZEULCy76U15pROCUGs+gusAz6XvvcNMUGiykuMGcpNFtk1YaJsGLcvdDDaFKYdym6xcCZuMdIo+tur8hstPxcWQj//ttvjx3NwcGPkUZWJNRunObK5s5qaeJrBUYI3dLvcFE4xyCkZLKvQHfhVYOlT/siPHc+Jy3556xzqRNXM6wW1mHpodmHy1QqLqBuXDVwCWJPH9Aw3k9B8fRorGHcdWLZMl5liOC9AROqC8WFTZwI4aSVy3CiwqkYaLBZ7P6pLN4qQ5BqWSI2BnNthAtFwCXrEgrKoyoyD4peAOcLDF8qvRcuUzCHU61yV4e9eqT4nSKdqZ15X/NaTkqq4DQWjOyOoe+hpEHGMIXTRYkShCplGxCajZaRIaGdrBW57bLjocGCEJvhEsxVuIRyKXCuKRtfXTJBxPdmh6Gs8V3EjlCjYASLKkukkjAAoqBaeNnVYpCGc98l7QNlcueFfCFRN1yEmztDhRLZPjt5vsyU2CumI18c+l4J7aH//w/p34DjRHNw8CfEP/3bfx5N9Hsl1rrHiKQpcsoUakll1IbjnpJY2b/GgkOZvvfShAwsGkX698kHIrq79fbopEiXe9H0t8xaUREqHVVlFqWpc3Z48bzTX1QIVa6hRFV6L0TZaCOYNH0keSqAq5Ahkx4gxicRXPda4lIyikUicDI9QAOQzoNMZBZO49bT4HuCfZH9nSF1UKPAHpEfUbgR3Dy4huEmmGatcdFdeFAm3AwRsqEXaG1iijydlZp7npNqnghdWH0hvHK9zNxWBw2qp6F2izxVBIpJp3vWMndXngPOtaDf2Rt6HhK8CF5h29MQlrDc23hge0+SqjKVwMgAzIgcPMMNodDUCFfu5M+iAZvWjHkSZds9apdaeNODVffTF/lzQ55c+n4avo/s2BkSLN35y6cf7kRzDJqDg4ODg4/KD3s+Ojg4ODg4+H84Bs3BwcHBwUflGDQHBwcHBx+VY9AcHBwcHHxUjkFzcHBwcPBROQbNwcHBwcFH5Rg0BwcHBwcflWPQHBwcHBx8VI5Bc3BwcHDwUTkGzcHBwcHBR+UYNAcHBwcHH5Vj0BwcHBwcfFSOQXNwcHBw8FE5Bs3BwcHBwUflGDQHBwcHBx+VY9AcHBwcHHxUjkFzcHBwcPBROQbNwcHBwcFH5Rg0BwcHBwcflWPQHBwcHBx8VI5Bc3BwcHDwUTkGzcHBwcHBR+UYNAcHBwcHH5X/C3DhnNRx+moYAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pl.figure(1, figsize=(6.4, 3))\n", "\n", "pl.subplot(1, 2, 1)\n", "pl.imshow(I1)\n", "pl.axis('off')\n", "pl.title('Image 1')\n", "\n", "pl.subplot(1, 2, 2)\n", "pl.imshow(I2)\n", "pl.axis('off')\n", "pl.title('Image 2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scatter plot of colors\n", "----------------------\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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DKaVyFFmltaOXvR3drFi7k4a6at565RkHnVw/FK2t7WD7QE2SaK8OnEWLifeJoJuhOlRU2CAiVFdXM+/UeVRVn/DFukf1HPR4RoLhFMVlwCkiModkIr4NeMeAfTYBrwK+JyILgWpg9zCO6aD4zepW/vZnq+mL+n1eFgHnCAdYSHHsCMOgvBxY0aJMtqlzqZdxMEK6cjoEcZQn4yKSRAWXLNuWvO4smEARI8QOjLXkc1ES2INgwpAgGiwgZoh/+UC1wlgdiuCAKLa0dXRz8x3LyQbC9EmNLDljNg11hx70s2bdFpwthBT1Y7X/i+lUsar9SRbpwEJjy5ZVgyBgxqwZNDY3Ul1bfchjGaOM2jno8YwUwyaKqhqLyIeAX5EEUX5HVVeIyKeB5ap6B/BXwI0i8lESJXmvVmqDPsz05i1PbmxnelM1DTUh/3bvWvpyUdo3SBHtt+psVUBgBHGJklk1BGESb5p6EgEQGxFHDpMxmDhGA4GwcqBLxaDU1AdpcDgLYpKgm0q7OgdBACqOTFgqMIqLI8SGDJLFgjFYulmVUCuLN2oJcclrCl19MUaFzq5e1m1u5Y+uOpvq6gzV2cwgq845x5atu9m4eRdhYJg7ZxqTJzUnOYZDUBo8Y50jCAq1SBMj2Az4DFVlwpQJBMEJ5zccktE0Bz2e4wUZbd//JUuW6PLly4/4OCu3dfLrlbv5nye20Nod99d8BqqyBkkF0SgkTWj7E73DUDCmXyiNEcKaLGJMGkjjMDZGUKolubkbAyYMQcwA0VGCQMhk06TygrMRCG2+bN+aIBiyuEoQQFWcfGbRD5lWiAmtkHWDE9qzDZT7MlWpsm6wKKpSlQa0lNrCYsCokgmTzwfIhAHnL57HwpNnAIml9+DDz9Da2oFNA3+CwLBg/kz2tHXQ2dlT8XyqSvyANTVVmDiHS3+IBOlrBdE0xnDSyScxedrkyhfnGCMiT6rqkpEex3BxtOagxzNcHMkcHOlAmxHhs3e/xPcf20I+cohJOsmKCMXciPR3QrkgQkEGrYXCPVtIfHMuHxNkAsQ5RBNhKdgsxaARaxPXWamyqUWJ0CiDCYOkoos6jNpB4qTqEKkQNCJgXJLuUbIzSXKIIQ4g4wZ0fECJuh3ZuqD8PQOtRyBMjzvQH4qDTEaLS7UAcRSz9MlVLHtyFVVVGWZMncDOXXtJ4jZSy89aVq3ewOJF8+ju7ksCbUrGEIhDXTIQEWXBqbN46fkXi7tY64o/NBqbG5k1Zxb1jfWDr4vH4/EcIiecKN793E7++8GNuNj1+6ik3wrEgFOHqPbnF5YhZemEBTSKMaTW1H4iMzW1dkgLUxtJolKdjQlQxEWgDieSfH7JsSxJseuBYzIooR1iKVIdSIAzEcYVFiAFwRHYCLoCyIbJMR1YgcCUf4YZwh9a9J2m+4oqQbr8qkBfLmLNhiTtLWOKxmviHxR4YdUa6saNo3ZcPe3tXahLlouNKoXgx8IPhVMXL2DVc6vLKrNNnz2D2XN9eoDH4zl6nFCi+Nzmdv7spqdRm9zITTC484FaJU6XEIMqU0EUSVMrXCH8FDEQGkXTJgsqgmSzSfhIWVZFidgUq64kx0iWBuOyz3A2RjTABEGyv42QIASS52ItJooSoawOh6yYo85htDzaxmi6IGwtkgfCMD0XSTrRc3BpDFJ2zErimaiY037r2gIZEl9jZ1cXjY3jOH3hbFa/sHZQhRt1jqamBrJVWc6/9Dz27Eqq4LRMaKa6xgfUeDyeo8sJIYrPbengbd94nLaeuHjTDs3QARmFFcR8PqaqakDgiDqyxBCXCIADF0AQ9Aue5nJgFa3OQGhwTtJlxv6bflASQRkO1bHBJZVdJH1fbC2BCEHcHwB0IKrcYCvSohj6hVHTENjYCLV1AerixF+K4IRBn6VppE7ppdnfWJz2Lycr5T8Utm7byTlnL2TTxq309vQvpwaBYc7cmWTTOqSZTIYp06ccxBl7PB7P4THms5qXrmnjis8/nAhioQ1Q6XLpflBN/FeF0mKqSoBDKiwnWttfc7PwZnWOfE8Ol7OoVWykoDHGxAQmLmtdVLmvg5Id8HnqFBfbQTmPLnYMCppKToCh5N9WuAbOKX9w4UJIA4lIz9ulxesK/yWRuRZntfi5+7ui+0/CV4wxXHTxOZw8/yQaG+uZMLGZs85ZxMnz5+znnR6Px3N0GdOW4qMvtfLmLy9FgsHLoKWWSyEopSBLpXvGscU5S2AMgThCM5R/rYKfMT1WlMuTsVlULTilpi6kTL8UVAaLYlBSQaeIQOAGL/vGkSMTGErlR1QJ4ggNK/hGJVmaVE1yIJEw/b0gbN6yi4YA9jmbBv6UnlfhB4Wm6SqCaJKMYil4LMuuSnIuUvpcyq5TS0sjxhiMMcydN4u587yf0OPxjAxjUhRVlc/8/AW+du9L4CCo0HXWqeKsw2CTmqQpIibJbC8Ej0ihJJsjMOktfogKK4PG4VzaHgOcSxyO1ZksH71iEf/z+Dp27etFRBCnOAcDV3QrWaRQkKTSqNiEqC8mCAUxQhBHYG0S6Vqp5qcqBpcezYI6lAxCzO9XbSzp2iFImClJ3SipfO4cWSNceflZbN7WRm9vjt7eXna1tvfvl/7fGCn6VDPpP0dBCM85+7QDXkuPx+M5FoxJUfzrHz3L9x7Y0O8HS1MrBgaiOBclEZ9lzjKHczFBkCluT7I1HFYTH9tQa86lxb+pkO8nwBf/5HzmTW7gsgVT6cnH/PSh1dy9bD25fEx1Uw35UAhMEuE6u6WRHXv2YQcsi1pRQh0qqEYRGxeLC6gq1jqCUms5tYyNlif6gyXEDvIdqk3rsBYiYZ3rD9YNDNMmtzBtckvxPe0dXTzyxPPsaessnksQCC0tTZy5aB4dezvZs7eDxoY65syZQfUY6V3o8XhGP2NOFJ/d3M7Nj2xAY4uIJD44YwiyA6wlVcKBglh8zSUBLqFBpL99k3NK3llqjPSHUqYEasEFaCFPsbThRfr/d7x8HvMm97couuW3K/nN0xvJRRYRpWdfTzKeTFI27rLz53Fra0f5uqxqGtHqGOgSNihh+vmlRFGMakAgkhQaEEXc4DzIpHSOTQoMlCT1W43BBWneJpD6FDNGWHjKjEGXr6mxjtdecSFRFNPZ1UNtTTXV1f3CN2lCC6dUuOwej8cz0owpUcxFljd98UH6epKlyjBdYHT5PAHZ/mQ5BWKLDNVeUJVMPkIikKoQlWTdVKOY0EVoJpMm6WvycIlVqH1JlKcGSa9EScuyGQP/94oFXHPxvOJH9OYi7ntqA7k4aRmVLFemye1pzdXv3/cc48IMucBBugQsaSm2RBgLXjySqFgdQuRJAnFM5NAATLVBNalnWmY9qsO6JG8ymy3/ali1WLVkgyBJ2g8ME1oaOPv0oQNhMpmQluYx2afQ4/GMUcaMKHb3Rcz+i58T2YLPKy0knT7Nuz6yLlvmCyy4/IZ0DypoX1y2QQKwcUwYhhhbwdqCpKJ1Jgkuqa0yfOX9L2PelHJx2NPZh9X+3ESr4KwQmPKgoKb6Kna3d4HtT9+Q0KTGoyRVbhACy35jiU3aBgp1uDhfekZIkE3EO7UwrdM0IrQkgd8IUyc2c+aCWXR19zFlYhMzp084KN+qx+PxjBbGhCju3tfHuX9/T9L/r8QRqGhhtRGcDuq5F8eQzWpRYPprjrpBQSwFCrVJ4yjab09BQXndkllce8VCGio0At7a2kFs47Jtqo7YadI1HkDhzJMn88BTvcSUdOyIXRJMY4RXnTWHKY11vLSpld1tnezu6OyPbE3/H8YFS9QRhuWfCYraPIEElbt4SBIQM2ViE2989XnUVHv/n8fjGbuMalHsy1u++IsXuOEXK8AMTlNABCta9IWpdcQ2TjopCBBZolgIs4IEJKIYpxl5ZmAahxIMSLB3Wr7sWcq4wHD96xYTVmhwa53j1gdWDj6hVJidtUkVG4FXnT2HV5x5Ev9995Ns2N2OCGTSwuB/fvX5LJo9CYDLzjwJVeWJlZv53/ufI58uy4ZxYkBmMwFKPIRVrGk5uOTFwBiufvUSxjfVEcWW2poqmuprK73R4/F4xhSjVhRVlas/9zseeWk3EgoDe08UKcnTV0DjGLF5sC4tSyZIPi3NFgYQGJwIkXNkjEl1QgmNDoytIVZHVkxZeoQA1VnDP7/zvIqCuHLTLj5760P09pX4AwfgVKkODW95+UImN48D4B/fdRmdvTlWbNhNGBgWz5lE1YAmvyLCBYtmcf5pM9m8s50dezoZ31hLb0+efGRZtuJFtu5sq3w909EExnDSjImcOnda5evp8Xg8Y5hRK4qPrNrNU+vbUGfRvGIqdVlXTZx1JeZR4OLE9Zb6G6VQnSVNPSAMkGwGwSEl6QmqgmohdzHJuUMgr47LFk6lrjpDX2Q546QWrloym/ENg+tydvfl+ecf3k9vPsYQJOOoYLpVZwyfe/8rmDGh3A9ZX1PFhQsHR3sORESYNaWZWVOay7a3d3Wws7Wd2LpB7wmDpOjbgnlTed0rzjngZ3g8Hs9YZNSK4rI1e+jJ5YAkd5DIlbRioOgfTNq4F5omafGEpeRRRmxRicnUlNc8daqo1TTvTjGS9Jq4fNFUbnjfRRWtwoE8snIzLh2XU4uRcHC6hSoNNdlBgng0uOCMU1j+/Dp6+vLFwtuZMOC8xfO45OwFZLMh2cyo/Up4PB7PETMq74DOKbc/tj6pkAJpuoRNKs1k0nxEl1iJxfaIqkkh72Kbo6EWLxVxSpyLCavSzhEFzSKJWD1tZhPXXHoyFy+cwqSmg/e1dfXm+q00KQijKS7vkqZ4RH1Dd6Q/EsbVVHHd267g/ide4MWN26mpynLx2fM5Y8EsH0Xq8Xg8jFJR/MGDa3nypZ1pg18oLgZGYOIMQRBSWmNT4xhyEVoVoCFF/9+gfrqFGqhxjHOQj2PCbKZYJi4bGq6/+gze/apTD2vcZ86dwi0PPIdNq824NMDFkCi3pPmTzROOrCVSLh8RpwEyA8WuflwNr/fLox6Px1ORUSeKCnzs20tx1hEwOOLURVFJ01uHy7liRZo4n5RvUxQnlFRoAYljTFySrhACgWPq+HFcecFcLl00lQtPnVKWu3eozJvawoWnzmTpqi3koji1FpNuGkFqHFZlAl5/ycLDOn5vX45bf/4QK17aDEBLYx1vvfpS5s327ZY8Ho/nYBh1ori1tZv2rr6kiHZB1EQwJbU91cYYYyCKE6uwxGUX9/ZhwhAJDBYIEEwcD07ET/VxV2sn77vi1OIy6f2/38A3frGMba2dzJzYyIfeeB4Xn37wXR0++qaLeHTlJn799FrykaWtrZt9Hb2EVQGRtbzmgvlcetZJh3Vt/uuH97Jleys2XaLd3baPb/3wV/z1n72JCS2+sozH4/EciGEVRRG5CvgySZem/1bVGyrscw3wKRIj8BlVfcf+jrl7Xy+BLTHx0uAU5xwmEyaRodbBgAjL0s5FGsVoBFVhstXYIdpBxRDUCI+v2M7rL57Hr59cyz9//wFyaRm2Ndva+Nsb7+Nf3/8qLjl9Fr9a+iI/e2AF+cjyyvPm8ZZXLqamqryWnBHhkkWzuWTR7OK2jTv20tbRy9zpLTTWVeOcsnn7HowRpk9uPih/37adbWzb2VYUxOIpWMtDT6zgTVdddMBjeMYewzEHPZ6xzLCJoogEwNeBK4AtwDIRuUNVV5bscwrwd8DFqrpXRCYd9AekNUfLNkUxZEJMiYgkrZ8S0QtcjImTgBwNDM4EBAdYDs1Hjgef3cBFp0/lKz99oiiIBXKR5Ss/fZyHn1zHA0+toy+fmJhbdnVw//J1fPPv3kQmDFBVenMRVZmQYECk6uwpzcxO0ydWrd/OV27+Nb19SSm2hroaPvqe13DS9An7HWdbe9KRYmCIjnPKztaO/b7XMzYZ9jno8YxBhtNSPB9Yo6rrAETkVuANQGkpl2uBr6vqXgBV3XWwBy8IYnnXJ1csaKokxbNNIBiFwFlMKlhJ2TdLFFtMhRJspVin/Gb5Wh58Zj2u1AlZwqYd7XTs3ke+RDDzkWXr7g4eeGo9zXVZvnbLg+ze20kQGK68aCHX/tHFZDPlnTv2dffybzfeRS7f79vc3dbJv3zzDr72D++4vrT8AAAgAElEQVSiumqoCuYwbXJL5fzDMGDuLO9TPEEZ1jno8YxFhlMUpwObS55vAS4YsM98ABF5hGR551Oqes/AA4nIB4APAFDTQlBBEIvPU2tRNUasxcUQZrOYfFy2f1rClDgfE9ZkIK4geAGEJiIfK1FsGVefwbrB+wWaVNgZSG8u5nfLX2LFi5uLQmed5d7HXqCrN8ffvu+Ksv0ffWpNMY+xFGeV5SvWc8k589nX2cP/3vsoz6xcTxgGXHzuabz2FUtoaarnrNPm8MwL64lScRYRqrIZXrbk8KJlPaOeYZmDs2YdvA/d4xltjHSgTQicAlwOzAAeFJHFqtpeupOqfgv4FoA0zqpsrvXvDS5t4ZSKVdSXI5DB3eeFpKXSTX9/Fc+8tJtfPbaeTTs76erLIYElCFxZjmI+FxNkBvdldDicG5y8nwkNW3e2k4/Ki3DnI8sjT6+j/S09ZTVF2/d1FwWtlMhaOjp7yeUjPvuN29jX2ZO0eAJ+/fDTrNu8g798/xt5+xsuZdqUFh56fCW5fMTCU2bw2lcuoa72yFI8PGOaQ56DS5YsOcAc9HhGL8MpiluBmSXPZ6TbStkCPK6qEbBeRF4kmaDL9nvkOEbTDhWlQSg6sJ+gatI30Eh55ZgSpk6o46JF07ho0TT+7I1n4pxy0XXfprtv8FKkKGQDyJdZlQ4EwtDgIkupoRcYg1FHBeOPTBiwe29XmSgunDeNex9ZQV++3DMYGsOpc6by+O9X093bVxREgCi2rNu0g41bdzF7+iRecdFiXnHR4iEunOcEY/jmoMczRjlwbbLDZxlwiojMEZEs8DbgjgH7/IzkFyoiMoFkKWfdfo+qCi5G4z5c3IeNenE2Li5fSqGTRRqVCmkhcNVBS5zV2YB//NMkKrMvF/OpG3/DWe/6Gu1tndi+HK7ER5cNDVedP5+aqgCwxYegVGUCPvGnr2T2lGaqsiE1VSHN9TX86wdfw+mnTC0L/CkQW8u0iY1l2xbPn8lJMyaUlVqryoYsXjCDebMmsW7zTvL5ga2fEjZvb93vZfOckAzPHPR4xjDDZimqaiwiHwJ+ReKr+I6qrhCRTwPLVfWO9LUrRWQlicr8taruOfDRB0SdughxFrFph/pMBqwr+hCNs1iNCIOqMoNRTMwvl67kjFMmcMP37ueRZzaSTxP4nQNylpqGOsQYTp09gU+86xI27FzE9V+9C+scCsSx47o3nM/lZ8/l8rPnsmVXB/nIctLUZowRpoyv46Gn1tKXi9JxK9lMhtdftphxNeVFzI0R/u4Dr+M3j63kweWrCYzhlRcu5LLzFgAwdWIzmTAgisuXWEWECb7DvWcAwzsHPZ6xiVQKEDmekYaZmrnwLwe/4JTQJVZhmMkgqQ1scARqCVMLMggMJhDEOESS7vI1VRmMtcQ2DVApOWxLQy3f/uRbWDh7YnFbFFuWr95KTy7i3PnTaKqr2e+Yn1+zjU9983/pyfUhCMYIr75gER9+25WHVCGns7uXv//CzfTl8sVtxggTWxr554+884iq7XiOHiLypKouGelxDBdLlizR5cuXj/QwPJ4hOZI5OJzLp8eWkux8awupF6kQljQHDjIOE9jiMqtzSl8uImcrR7Tu7ewlY8ovUyYMuGjRLF51zrwDCiLA7fctJR/n09Ep1jnuf/IF7n7494d0ivXjavibD7yZWdMmYowhMIbTTp7FX1/7Zi+IHo/HcxQ4qOVTEakF/gqYparXpgm/C1T1zmEd3aGgJf93lkLb4UxJT0QZ4ieAdYoDwsEBqgRGeH7dDk6eOf6whtXdm+OpVRsH5RDm8jE/vu8JXvfysw/peDOmTuAfPvRWevvyBIHxrZ5OEEbFHPR4xgAHayl+F8gBhVphW4F/GZYRHQwDl3xVCUo1xzlcPiKweQz9++rggFIg8TE2DJHEnwkDpg8IiDkQW3ft5cmV69nT3jkokrSU3Xs7+eTXbx3kIzwYaqqzXhBPLI6vOejxjFEO9q46T1XfKiJvB1DVHhmpBnwlUaXJczBpQn3S+alQ1UawkSMw5Z00RBM/XGmSfHU25EvX/yEf+eIdRHG/cgZGmDqhniULpx/U0Hr78nzyG7fz7IubyYQB+SjmkrPnY20F0VMFHCvWbObnv32Ct1zpa5N69svxMwc9njHMwVqKeRGpIV2kFJF5JL9aRwTN2yTaVB2iSUQn6hCNEbWgDnUO55Qob1FVAiNUZ0Pe+srFvPbi+WTDgKpMwOSWcXztL1/Hq86bxw8+/TbmTGsmGwZkQsMFp8/kpn+65qAb8H7pB/fw7IubyEcx3b05otjy4JOriOOoLCVEVdMydJZ8FHPvY88M38XyjBWOqzno8YxVDtZS/CfgHmCmiPwQuBh473AN6mBwkSOQQsHvAagFq4gJUKtUS8D//vtbWTRvYrFrRU9fRGdPjknN44qid+YpU/nll/+UPR09ZMOA+nFVA488JPko5nfLVg5aCrXO4fJKNuuS8WDSddz+lJH4MJZPPSccx90c9HjGIgcliqr6axF5CriQRIOuV9URyRaf2FjDXjSp5qaOcGDUpbOJ+asOIeCKC+by+euvYM705rLdaqsz1FZXLrA9vrG24vb9kY/iAXVLFSOu6NN0sQPiYnurApkw4NJzT6O7t5fN23fT3FjP5PHlY/V4jqc56PGMZQ42+vTl6Z+d6f9PExFU9cHhGdbQ1NVm6crE2LwmS6VWkEJdU+23vsLA8IsvvZ1Lz5495LEq0ZeL6Mnlaa6vpaO7l2wYUludBOHE1rKvq5eGuhrCoDxUdVxNFVMnNLFlZxuQpIMYdFBlORclwmhEqKnOMrGpgUAirv3kF8iEAbG1zD9pJh9739sYV+NrlnoSjqc56Bk59u5q5dlHl9KxZy8zTp7LovPPpcrfJ44qB7t8+tclf1eTtKR5EnjlUR/RAdiyuwNmREigIA6JMqlfsR9FueSsWSw+ZRLfvftxdu7t5PyFs7n8rHkYU9mN2tWb4x+/+XN+/fhKFKWgeSLwsjNOZvFJU7nll0uJYksmDHj/my7jPa+/pGj1iQh/9Z4/5ONf+hFRHCf+ziFckQ21VcyeNoErLjyLqoxw4+2/IIpjorSazqr1m/jqD37Cx69959G5aJ6xwHEzBz0jw8bVL3H392/FWos6x9Z1G3jm4cd42/XXUVM3bsj3OWvZ+sIq9m7fTl1LC7MWn06Y3X/LvBOZw6poIyIzgS+p6h8d/SHtn6Bxugbn/h+ERHQkNhgbIKmNWCgKXt0UU1tlQITeXMS46iyL507l9n95Hx1dvXz2+7/kvmWrCAPDmy47izUbdvLMi5vJx5YgLK8dbiQpKB5qv/+yuirD9e+4kre+5sKy8W3a3sptv3qc+5c9Q36IdIwwGyVVdALDtJYmtu0avAoWhgHf+tTHqB936Eu5npHlWFS0Gck56CvaHHvUOb7z2S/Q09lVtt0EAYsvOo+XX/2HFd+X7+3l3v/8L3r37SPO5wmzWYJMhiuv+7/UtbQci6GPCEcyBw830W0LsPAw33tkKIDtzz4MHU4UsQGiAoHDjIuIUfblk/DaAEN3X55n1mzlmz97hFt+vZTd7V3FhPqb7l6KqiOAtHpNuYnnNPFhaskrfbmIb//0wUGiOHPKeGqqlCjKpXsPNBcT0c5FEUSwfXflMpOBMfT09nlR9AzFyM1BzzFn39528n2Dg42dtaxbsWpIUXzm3l/TtXcvmqaFxfk8cRTx4E03M662mnxPD1MXLuSUSy+latzQ1uaJxMH6FL9Kf80YA5wFPDVcg9rvWIzipL9TREAAgUGDGFCy1Y7SFVIHiW8PoTcf8927HqMv31dWYcYVu2koKjpkCsZAm7qto2vQPg8/tYK7H1pGbCOMJIE8yfGSd4cZW2aFOlUCkUHNhbOZDBNamvZ/MTwnDMfTHPQcezJVWdRVrj5SVV05St5Zy6ZnnysKYhFVOnbvpleTal/de/aw+fe/59Uf+QiZau+fPFhLsXStJAZuUdVHhmE8B8Q6pTTExWJJFk8Lvr3B73FQfM+u9n1kgqFFr5BPWEkYB26ZNXVw6bef/+7xtCMGOI0QTJKGgZLJOsyAz1YRqquryOcjYmsRETJhyLVveR3BEP5PzwnJcTMHPcee2ro6psyeybYNm8rEMcxkOOPi8tUqG0Usu+sXrH1qORL33xvLUMVaS2AMzlpy3d2se/xxFlx22XCfynHPwaZk3DTcAzkiTEQQOhDFqhAQIIVCp6qoOJQg+Wqo4lTTguDJ8mbpl8Y6JQxA1SHGIsYCimiA2JBCvYOqbIa/fNcfABDFMU+vWksuH9HV3VM2NMWBOrKZkGwYYrX8V1tzYz3//pFrufOBx3j+pQ1MGt/M1a94GafMnjEsl8ozOjnu56Bn2LnqndfwsxtvYl/bXhDBWcup557JaeedAyQ/6Fc/+hjL77kLZ5Mf5oYAgykXxrQqmADOOYwxuDhm54svelHkAKIoIs8xeNUQEjVRVT1jWEa1X8otuSCwhGFp6oNiNSYg7BdGLCo2ETYTgZSeVFI2vFQac1FMdZVL2kulexqNcCYiG1SzYOZMPvz2K7lg8TxWrN3Ix754I1EcoyixjcAI4gyGsBD+QxgIZ8yfwwvrNxHFMZlMSGAMn3j/O2hubOBdV79m2K+cZ/RxfM5Bz0hQW1/H2z/6QXZt2UZXxz4mz5hGXVN/XeYn77yLlY88gkpcvD86bJkgFhoGBS51QanirMWEITWNh1bjeaxyIEvxdcdkFIeCKuryKGACCENTcanTqk0lKS0DB2SCCDFavsaqihITFgUMjEkFUUCcIiVRp7HL0ZXr4IxTZtDd28eHbvg6UWwRkwhzcmhFjcWqJSvJ9tjFRHEvH3//W9mwbRfN9XVcfNYiqqt8aLRnvxx/c9BzVNFUmILwwAt3IsLkmdOZPLO8HnO+t5eVDz2MtTEmW34/tMRJH1cMgXNIaiWmB0ysRuc4+eKLj9IZjW72+6+gqhsHbhORCcAeHfHuxIrbb3U0Tcq94dJVUocJGCygAuCoq8oSxRanlsCkp6blgphsUra37uWOh5bz9KrVaVm3UkEsP3bBn2mt5dnVa3FO+fxffvAIzttzInF8z0HPkaCqLP3N/Tx0z7309vTS0NjIFW++mtPPO/eQj9WxezcmDLFxXHkHAVGHqdBhqFA7umnq1LKXurZvY8+Lq8nU1DJx8Rlkag7cO3YscKDl0wuBG4A24DPAzcAEwIjIu1X1nuEf4pCjAxTnlKBS4ExScTvZUyAsS6goJzCGb378XZw6eyr/9v1f8KvHnyHWfMV9IUmneOjpFaxY8xKKsr/+vqVBPrG1rFy7gZ172pg8fuzmCHmOHsf3HDxxyfXlWLNqLWEmw8mnziVIq32sXbWGu390Fzu2bmfS1En8wR+/lvmnL6h4jEd//VseuOseonxyr9nX3s4dP7iFMJvl1DMXH9J46pqbcakgqgWC8mDBIJNl6pTptK5d2//rPRVISRsU7HjuWeqnTmPcxIk8/4Pvs+P3T5HcwUBuCznnzz5Iy8mnHNK4RiMHste/BnwCaAR+C/yBqi4VkVOBW0gKFI8oNlaMGRAtqlps/5EUDHcYHGiAMjiytLm+lpctPhmAD7zxcu574mmSDlKlnYtTq5OkrNyEpoZi8e+h5VYHbQ+DgLaOTi+KnoPluJ+DY404itm9u43Gxnpqxw22jh5/aBk3f/OWYnWsTCbkw5+4jnxfHzf++38RpUU71neu58bPf5M/es9bOP3cM6hrqgcg19vHvr0dPHTPvUVBLBDl8tz3k58xa94cauvqDnrMNfX1zFx0GptXrsRGcXKrSouQhGGGbHtE67aXcBmHVAdJ3ANaXEo1+Zgn/+vb4JTq8Q1oX2fZjU1dzFPf/BoX/c3fkR1XR2Zc5bHZvl7y7e0gSqa+ibB29OVZ77eijYj8XlXPSv9+QVUXlrz2tKoeWtv4o4DUT1I59xoKei5YMtmQIDTpcwWNCCRxMAdiMKKERhAxmDAojL8YsPOF667h9RefxZ2PLOOGm35CT28OESEMq9Icx4jCEikACm98xctYuXYDW3a2AlJWFq6U7ID6p1XZDLd94TPUDJFb5Bn9HM2KNsfjHBzLFW3uufN+fvSDO3Cpn+/Ci8/h2j9/J9lsknO8c9tOPv2xG4rCV6CmtoYpk5vZuWV7cZs4JYhcKkwhM085iWkzJvP7h55AjMC4ct+MxJbAOsQqxgmNLeO58n1vY/aiBax9+hk2v7Ca+pZmFl1yEXXNSQ5zadBhHEU8/tOfsXbZcoh6kDTKNOwE3IDEDIGgIYOpCgh68wR5W3w9UyNJ6ljp2FBCHCb1ezadPJ+F73wfmdok4d/FEZtuu4W25U8k/WxRJGtoOuMsZv3xuwiqjm3+43BWtCnNFu0d8NoI+jMsYBExhBmLEhHlhIwBk5H+1QEcTpOuGS79/rlICIIqkCR38KLT5vGKc07lqus/xd7O7qTSDIBzSNSHGJBAysVO4BcPLeVzf/4+PvfdW8nnIqztF8bqbIYwCAlwRFFUbDJclc3y7tdf5QXRcygcp3NwbPHcs6v4xldvom1Xe1m05uOPPo0xhuuufzcAj/x2aXnTcE2srTjXx5b1W5J2doFBlEQQATQRrE0rX2TzCy9iJGl8Htb2d8wR5xJBzCuSTwqJdGxv5fYbvk5tQy1iYqJcjiAMWXbnLzntgvNYv/xpct09tMyYxqV/8lamL1zAxdf8MTNPPYVHbr6JOJ9Pvj2uUns9cN0RRuNUEEsiVAcU9SoIogioTZZo29es5vnv/Cdnf+hjAGz+yW3sfXIZqEXC9GvpLB3PPsUGGzPvPdcd+T/SMeJAonimiOwjuUQ16d+kzw8o/SJyFfBlErfaf6vqDUPs90fA7cB5qnrQP0E1zfkTAQLFOkpiSJNhBjJweVWxtg8jWUJj+NL17+DzN/+E3e37sIWkWFVCpwg2+YJXqgigiS/ya3/z53z3jnvZuGMn82fN4MoLz2FSSzMnz5xGR2cXt9x9H8tXrqKloYE/fs0ruOjM0w/29DweOM7n4FjgxRfXccPnvkHcEw1KdM/nIx59aDnvvfYaamqr6ersxqXVsAqNzgFswdJSkMgSFstFalKnOV2KVAWrijGC7bYEdQGiioli1ComT9kY1Cnd7d1kqpNoexvH4JRVD/TXbWjbso2f3/AfzD5tIZe85+1sX7WKqK8vHWOlUpOFYztM3qEqRf9ikv8omJLAQcPgSjpqLV1bN9OzayfVTc20LXsctTESlq+MqVM6Vz5H1LmPTH3Dwf6TDIlGeezW9Ugmi5l20kE3gD8UDhR9Guzv9f0hST+nrwNXkNRpXCYid6jqygH71QPXA48fzudommEhApiS5QRVQrUEGRl84TSpNjN14iSmjm/iN8uf6xdEIHBarFqqTnHiECk/jgg01ddx2tzZ/PtHrq04tvFNjXzoHce8XrNnDDEa5uBo57Zb7ySfz2OGEA9jDJ2d3dTUVnPGktNZ9vBycn19SSecAfsmZSUhdi75ga4xaXwnkNw3jBicUzSXRH2GJkIDMNYAA6tYKWIc6pJgGEQwWiHUXZWNz69gxz9+iky14mx/FKoxIYEb+DVSjHFgLWrLoyLiXIZs2G8uCpUrhUkQkOvYS5itApGkc9HAfZIKAfTt3nHEoph/dim5u34AJmnULjXjqHn7XxBMmn7gNx8Cw1lH7HxgjaquU9U8cCvwhgr7fQb4N6DvyD9Scc6hqSCKDLG6lH6nvvgX70zKqg3ojZh8HRTEojZC83lcLofN5Sj4YBvr6jhr/twjH7LHM3yMwBwcfWzZsg0AlWTZciBhJmT8hMSHd8Y5pzN3/hyCA1koqqBJPWYoyIuiSuLSsTFhPkK6c7hOh+1UnB382UFoCTMOYwqpE5YYy6BYEBHEgAnzZYIIEFXHuDJrLxHa0EQgDhcqNnDFc3f5iDgvhGkKhtN+Q7LsFOOYumkzyDQ0YLLZ4n21EsYcbu+JBLtrK7k7vw9RDnK9kM+hHW303vxFdP+5eYfMcIridGBzyfMt6bYiInIOMFNV79rfgUTkAyKyXESWExXcKv3pFqWoi3BxPvklsR+Pi6jlo1/4L3549/284bLzyWZK/9EUTJwsexR/5yXl2lw+R3N9Hd/+5EeH7M3o8RwnDMsc3L1799Ef6Qgyc1ZySdT0NwYokK3K8CfvfXMx5UJR5s6ZgUYRxDGazyePKEprkiaPUOIkurNkMVQoJMpD0J8eiHOgVrF9rkzsRBQTDGxULiXlSACnmN6IoCtH0BUR77OoGyiYEI9z1M+cTFiTwYSWTCafHLfk4UItnvvsyy6nqiZEtA91OQqVxAqYbJapF13K5rtuZ/knPkgutxenrqJ4IpIG3xw+0ZMPgh2cg6lRHrt+9REdeyAjdleXpAbbF4G/OtC+qvotVV2iqkvIVFP4SoSZElHUdO0+eUKc/iOo08G/qlQxNmZ7axv/fOMtNNbWsmjuLGqrslRnM6ix6UckjYyTR9rUWByfve7dzJ4y6ahcB49npDjcOThx4sThH9wx5JprXpdElwq4QNFUJJrHN/GXH/8AL7v0XH72w5/x8Wv/lo9c82F++aO7ElEsvdGrQhyRISYkSkSvwnKsiFSwRfuJxSbdelJrbsj9sKBK0JtHbP8yrvZB1DbAklRFXUR722YWXPlyAlPJ0uz/f1hdTaY6S35fO+KSY1ubRzV5X6aunlPe/HZ6Xnqe1iceweVyqLVpXefB91pRx4ZvfJ5N3/7q4I4dB0BVyT+zlPzvH61srsY5XFfl9nuHy5HZtPtnKzCz5PmMdFuBeuB04P7UVzcFuENErj6Qo9+QJ7HcQtQlgTCitswhXLj0atNGiIWUCVUCFxdrmvbm8nzjtrt55tav8PzaTazauIV//fZNEFPcZ+DX+Maf/IKLzlx0KNfC4xkJhm0OjiVOmT+Hv/vEh/je937M5k1bqWuq4+qrr+DqN1yBtZZ/uO7v2bl9B846jAqBmooFQ8IguVdIMW5l6AzmgTgHQZBYorbWInGa0lHxGGkgRWSTtc1if9kksEKcoHlFqvrfZyJL0BOx6qd3JsurqoS14eCuPSgujqhuGNxb0bkk6r/+pDnUNjWSa91ZjEYFUHVYI9Q0thC1tyWCaGOMS8bX+cJz7HnoN0y4/MqDuiYAvff8mNyj9yEuwmSDCvEhjnjPM2S59KCPeSCGUxSXAaeIyBySifg24B2FF1W1g6QyBwAicj/wsQNPRsUUqs1E/U5sY0zyrSqp1lD8NeQcYvOIpJXh0wT8wgXOxzHtnd2cvWAuZy+Yy+e/dzNRLocEIFbTL16KEZ558aUh20t5PMcRwzQHxx6nL17AF/7fPwzaftt3fsT2rYnPMSnbmKwYBQxuRh6YktuPFIqFlO+lWt76rpzC3UzQAOLeiExt5Vu0BAq9UdKFh2RpVlN3j7ogcWdWkahz3pHpdmlKWn9+ZdwTk6lL0kIER2CiJAVN8mz43b0VS8aZbJamk+fTs2MragdbsjbKUTNnLjy5Cx3wfo3ytD36u4MWRdfdSe6ReyGOkivjDBj677tGoTnG7Xj6qN6Ph00UVTUWkQ8BvyKx076jqitE5NPAclW94zCPXHFroQVKISnfOJushRsIg2Q9pCTQuaSTRhJo01Sf/DLa0bqHqKcvsTBFygURwClxVJ646/EcjwzfHDwxiKOY++68r3yjMHjpsQIqEKsjxBQ9MZA0PK900y2EJ2gUo30gkUOcEnfnCWuzxc8WwIQkdUxjV55fmEgigk12jhJBDHtiNJ/6+wQIBZMJEp9mrEgGQonKOg11bt8CCDXjalEX9/tCMUxYuJh86y4kMIn4ll6eMIPrHTpeSw/h3mm3bYQghDjtT5uLkdAggYFAMSfFSL2DXMHLepyLIoCq3g3cPWDbJ4fY9/Ij/Tznkl9KgYsx2CQ8WiG2EATBoBwkRamtquJ9V7+KF9ZvZNrECXzx+7eiNv2yDRTElAxD5C56PMcZx3oOjgb6+nJs2biVxqYGJk6eUHGfPTtbeeHZF8qDXJLQUVQEJ4rR8qIezlGWE61GiVyMAQJJGxSoIam/VniXpCllDkhyHSWXNBsPnE2WTzt7EzMUEuusPsTkK/sbpVATuieHyQcYq5hcqe8TiBSHxWQC1DkCrZDdL8n5mkxt0javrQ0JAsQqT3zir5j7lrdT1TSe3t07Ke3MoFFE57PLCStZbqoEYcjGz/wtIkLDJa+k8ZJXIkN0BzENTQzs+qCxQ2OLTFSkIb0/V0tJm8AjZ1hF8ZijjkzaJ6zwz+FcYUnDoiLFKDKA6mzIOfOn872f/Ywf3nkn+SguT88Y4sdHFMd++dTjGYX8/Md3c/ONt2KMIYoiZs2ewaxZUwnDkMuuvJR5C+bylU9+idXPrk4soUwaxJK3SIkQRUFMproKY/qFMbYxWROU5UojSS9WIFl+1RiXy2PCEDGCCcBU6iigSlhaO7m4VKnYzjxVQaWcxsIehYBPRzY/uP7y/2/vzOMlqarD/z23qrrfmxVmhn3YQVBAERCNJuKCBCXqj6ioEY0RIeKuGI0xMa5RMRoXNApi4hJF3HGLUSQQDCgoBgWRVWQYYBiY9b3urrr3nt8f91Zvr984w8zjzRvvl08z/bqrq05Vd9Wps4cdUDT3qKvAZ8H6GrGmiVX3MM+Edai1XZfqbV+7gCNe+yZWX3kpa375M9Q5xHmyqkJVsSLkRWiN1z0Wqrjbf9v19a3+yn8wce3P2fNVbxp5LTVLdyHbdU/cXXcMKkcD2R79BosLQ+G3kWLcoZRi7i1kI8LSsc7Go5i+H6wvJ7nm1zdgnaMTexmWVcXY76mp2WeP3ZJCTCTmGFdfeQ2fPe8COu0OAEaV22+6jd/ddBsAV1z6ExYtmE/r/g3YePHPsxyxHimHCvWd4ifbZLlBvA0dYEy4dkujCH2WCd1guomdXgqffjsAACAASURBVCk68eIe42QOkPFG6IXqfbQYFabt2VDn19f9cnQoMKTBPUZw88qmKiHizFivSlZ3QRkiI148h97zVcXqn13FwX95JtXERn75xjMHSiZUlaosMVlGLoI4R+78gBrXskPrxl/TvvVGxg/sTRKxa+5g/WUfx66+FRpCsWhn2FCGoyUes7eFwqM+Q4wg83b9A7cUYwLNFKVkPVmxmV7lWkuqw7qpnyi9o2kyvEoIp/ctUuQ5Z73kBVuzB4lEYhb42he/1VWI9SSd/rO/0+5wb7tDw9PtbmMnLE0z+rriVXFlScP1FJUCNErMogwjg2GWvIxtKYfW4zoVeVPIsH2dbi0WQyGjLtGK8z4kxWCmNByQepoPoKKIjpJeEeNABFv5MKydPuWnCi7q15EfV+66+Pu0brqRPU88ado6RO+CS7juEjZlNdbSuumGrlL07Q2s+dbfo+VkWCCDatc1ZPvuRnPBEvz9vwwitoCWRReO0zzsL0as+YEzJ5WiLytMEeaiiDpwFtGMzVKJ6oNv2zlkbPTyntDazajBa+xwI8JOixbwnte/nMc+8uHbdJcSicTMc/99a7rPN2VX+P73g4tp2lYt+aiyuxJcx5OP9W1leGB5PdwXQX2w1LrF9BGnId5nBqwgxaA4auuul30KilQlRhUdK8jEoZmithjKp1BoOsQoYhVTOaqOpbGwGTSCAlZD7NFWMD5CTagiVcWGG2/gNzf9hrF5wR08vIyp46vCyBxJKQryRTt1/27deMlAmQcA3uHaq7F2FVMqYSYt+bJt20967ilFQJ3DSHB3dmuCxFHZnEY+nATT3/nGg7PxlQz1AsOzGONnKmfJTcafPeFx7LfXHjz50cdw6P77zeyOJRKJGeORj3o4d628B2c3v4DcDFzJNz9koi2P8x2ysUZ3dqHiUXHgPXVdvgBZLoTk4BHXIa1oUPSmaeC77StLbym8gBGM92TedZ2rxrYxDcVnxGYljd5qc4sUoRm4sRqtYkXWtkKxpTHB8nOh9ZsrhKxv5F7IRA3ZsWFzStmyNOvykV6hJlkcYOyVkaUoYgwLjnp092+3dgW4EQPevQ0lHvMVxny4rE9moBnVndfQ2O+PNuNb2TzmpFLM4i+q1mX1v95bnM/ITf/h90CF+pzcuNoRjxOPqYS82ZurWKdaGw2uCfC8+9UvoxEDxolEYu7ynBf8Py794Y+Z2DiJs3ZaazE30nVjitSZmRn9kTwYjBdOwSqCxZdVyCgtBApBXNe46yUDumlCQoRsU6dt8iKP7tj6DQVr8WoQlV5zclGKeb7buk0VXMOC65VvGByFC5arz0AtZA7IM8Q6uj1bg3+WqlOhYsNkIRTjHDLkDvVe8e0K06xNzSCC76vLdOrJqJUrYbnOWlZ9+gMse8HLyRfvTL7LwXDr/4LtDB8Jsl0cjEXXnQLzLbJmPf6S99JZdjDFY1+OWbr1/ajnZPNO6SuSHUQxVIS+xh2gjVDG+GHVnwUdGikpVB0fevYFpynYEnUWYwyPfvjhSSEmEjsIS5btzDn/9n5OfMaTERF6DdV6/+213x781ete0r1oa7f7cd3CLDzE+KGrp4Jx4YEnz4J7sh7BpE6xsfZwyEsaPLQjmoEDGKehZjqWm3XzIZxHnA81hF67omRFUIiiCtZ3B8m6LLxuxFPEbNKu4swVL4TQkquCUlQXnrvQNUd9mNSRVR1wbVQ7eK16NZvq8VUHOzmJdirwSmPJLuTqMLZEOi20amHtRoy0EdoY2ohaJn95NSvPfiPqHNmC3fHrW/h1LfyGNlo5yAqKXXdGaoVYy25Adw6lL7r6RsrvvRmdWL3Vv5M5qRSnbR6o9P1wfNeE77Pmu9R3VRQelzkcFlXXnVa986JFvPs1c2cwZiKR+P0sWbYzZ77uNJ72jCcxr5nTncKLp2hknPHal3LCn/8pr3r7qzC575p1CiAeMS72JI2q0njIKhhvQ7OEZomMdcgy37OG4jVpU5mgvgzNwPsfWB+uR4AvHVJWSGWRssRY21WsmdazHBWTe6TjYNJB20PLwWQovleUXPxUg0IEX2iYT1so5PFRKIirxwYhlEEJ96RGCT1RC1Nh8jCOSn0HrVrsd+ZZSOWgVUHpoQPGhe45RsLthlQes7GDX3E3937y3dz/lX+EshMOm1N0oqRY9jCa+x04Wls5RZvxGLsK++tN9rXfLOag+zSMhxqeb6hxArZ4FxRi/boIZPkU14RpEnwG8XiKgom1QJkx/Ne5H2bh/Kn9/xKJxNzn9NeeRqNR8F8X/QDnPQsXLeSlr3kJDz/6CO696x4+8dazoRPKJqxA1hjDGwmzASQU4xtVMqNQ2AFFE67dPlhqfSgZjKpJDG+ibUc3k8T50FS8W89B94Z9+IO1QsyoQv2hHYpOekLXl8JMly8Eokiu3W11yQjWosY4oxBdty547DJAXCiNGFr5rR9+J5kdlNfUbdpUMS0XqiwI22j9+ErMzlDsN6j9qjtuYOzAx9DvusYp2f0WKbUnp1f8yl+gV6xna5iDShFEXeyD13fwvAet6nrZHqrgLKYomDfWpKwsJlfmz28y0W6HOzinGBd+XEWecdyjjk4KMZHYgcnznNNe/RJedOYLabfaLFi4oHtRf9tLzwq9j4nXEgXXmUTE0MjzkBKTx2uPGZG0owoj3KHeudggdepHTH29t+EufbgUTAqmKruoJFXiegkZoyNrqF24DuqYICOamZta3GnCUkDofONDxx0zTqgJl2CQWFVyTDfbFPWUq1fRdDpg4HkXDRinPYXYtxm/BvxuihnvvePbG8mXPg676jLwHVAlX13FoQ19chtH9vNfw5qBGdpbzBxUirEw1fs4vywoSdTTKPqnl/V/RHFVyYLGYv73wk9jveeWFStYtngn/uFDH+fn190QAuECy3fblfec9aoHc4cSicRmctdd9/C7365g3/33ZvdtML6tKAqKvryBW2+4iTX3rO4ZaP2JLc7hRMiMCVZgJqhMNf421Rq1dI5GXqeehKxUoVe6UCtEI720HprgY1yylwEUs+ydxUlIGg2jNqazRBUsWFWK+UMZ+qpIZaEYkR8qIC5M2FANkdW8MJDJlERHi6fQ/nUrKhrrMQLeKqqCsdP7kv0GgtKtRchy8mVH0NjvuZS//SJSAq6aeqVXxS+AbM3wG1vGHFSKPUQ9GWXPorZgJBsx/DfcUd2/di3rNkyw1267cPShhwLw2fe9g+tuvpUbbv0t++yxG8cc/rDUrSaR2M6oqoq3vOk9XHbZlTSKgrKqOO64x/Cu9755QKlBsER+cvlP+c5Xv0On0+H4px3Pk5/6pG5Zwab42WVXMFDGpTpwAdeyxBcNssyEeBaKDiX+berq4Z3Hx0L5ulAjMwT3JQpVyBT1Eiw6ycFMKlnQioP7aUKDAFXiJCAPYqI8o6XwVnGTlmwsdIMJUzQsah0UUyd/GO8o6phlOBxIPm3ZJh4lq5dWxVJivEE0NBTA5JQT0MxHl2ggYf19K0TXlWz4yluQhiPf72SMrEdX/+fU0g0jMb64dcw9paiEydKi5JS9LKpIVTkajan+7To9uCim7vJhBx3AYQdtfSpvIpGYGc75yKf5n8uupOyUlJ1wMbzs0iv5+Ef/nde8/vSBZT/+/o/zna99l3ac1vCra37FD779A973r+/t3jDfftNtXP6fl+C953EnPIEDHnoQECzH/l6dxtZdaPryF3xs9SIG7zTUHPbFyrxMc2GuE//q8gliWYT1GFd1ayJrT6o68GWMYRqZqoi8Qw0Y0VDDJzlqPdLo9V/tlplZ7W4z8xZpDRbIe8CVnrwRDYq4L7l3g9uV6fMcQfHiMJqH4+UtDav0TbcNO2RyrHVkFIyqzTQL6HX2We+QNZb2vVeTHwh25fWYRbvQNCOkcIpZ/weqFF3bk2UdKGTkLYtznrx7Vxh89JkxHHHwAey6ZOcHVdxEIrH1fPXCb9PpDFoGnU7Jly/81oBSvPOOlXzrK9+mbHe6Sqg92eL6/7uOn17+Ux7z+MfwlU99gS9+7DNhmjzKVz/9eRYv2Zk/fvJxXPn9S6ha7TClIgeDmRKScc6ycMliyskJvAPfMWH2alaHtrSnOfrbpgG58eB9dI0apHJk1oa66L5klf4txvkYjFIgkpWYmJETep1KyPTMJAzkiOUUBsHUpSLTmHmucuROg8UoilgXE2mGlrOKyQatUa078uBRHMZD3r2hGMJWCB4rnjxr9jr5CORLKuRORcYVme/DTMhdgAlBJwyysINfvwr2PRTW3wau17YPB9l9I3dti5h7JRnikWICY6bzSYfs1DrmqOpp5Dl7LFvKeW9/84MqaiKReOCoKhde8E2e8NhnMjEx2XvDe6SqMGVJa+06fnP9jd23rvnpNahzsb4uKCCspbVhIxd/54fcfcdKLvj4Z6iqTqhCjFfsjfeu4b8u+AYb1qzrbttWih8KEIooRdMyufF+VCyeNk47+MpD6UPxu7W4stNXw1dbgJ6BITwaFSJMyaYfOA6/70AZsHUPOYkuXefRyoUxeGoxfhLT7jCdERsFRL0iHYtpO8SOXthbxVV95SM+WLxmooVpleArBCVzGqxZX8WH6x6TUP3pqOwkfmGJ2bvEHNTBqMc0FFnkkSLcU0gOLFR8PSnElVRtMAccF8oG8KCW4gY/MsFpS5l7liLEzu697ghTUIfGqReHH3ow/3DmaRz/mGP7rMdEIrG980/v/BAX/sc3QleUIpZVeY+xfePhVHnpX7ySV7/hr/n1/13HbbfcRnuyFSw2YxAfJzOo8j/f+SG/vuoXYQJGVzsEf2CIptW1WfE9L1ReQ/wQACVvRLejam8yvbrgTfU5pqowMQbnOy2yIrRXy3FkRR4NvliSMGJy/Sg2lbgjtawCFZbC5CFxRoPaMeoptDfYVzsK40MxxzpjXwSL0qhfRHBWyabEEBVXKtmERxoayiwyG9yeANjQXUzpxRfDAY31kgby2GQAcGtL8t1zpKPIWoX9hOGhF+Fv7SnV8UWw6ieYrDfQ2B0qZLflsGHTx/P3MSeVIoSEJq8+uDfqprPRhDd9dYo33HgLnVY7KcREYg6x+t77+PIF38RriIV565BCupZVjQDtVpsPvPsj5HXsqnZVOqWQnvPTO8e9d68C9RSZRmUgZBKvDZkPbsPa4ymK+pAMA70s06nF7+AIitH0JaUAuKrsLpNBKCOrV9RnialXVIZckvSajAQF0/++hobeUVkIiorHGwc+D05f9eS2J4/LPaYTSkJ0rE98B5qD31hiFsUd9VnI3xDFI5iYQSoSFFRmLaaymCIOSW4OHhc1SjUGOuHJzGBGqqAD1XQYpVphaQKUAvn0GbSqIUGp8bA/gysvHXx/nuIOqzbDtN40c1YpAlh1GPXk0WJUDe6J/uNtnePl//AudlmyM489+sjZETSRSGwR1193IwMFVqq4spq24sB5T106WFtiI1tsR4VZjwhUFKeOQrIBhVivBqM448g06yrHUYgxNPMmftKOfN/7eEH3PpYoCL5vfaphma6yiFZUbeU6tYDBmAyTQ5YrkikioWi/p3I8GIunoFEN1ghiwBWOrJNBR7vWmC5WZKNDKgVr8A3Ic9+3Tg19S72DWul7iZUWcWbHZJQ5F6SISjCLSUfek/f5jc1wbacIOhmWzcigVJhmghFrSnLxdL7yVhr7jCO+Ne138kCZezHFIbz3+MrhK0suGoZiRjRmkLXabf75vH+fPSETicQWscuuS4H6pj809YcSqxVeN8PtKCMrlrvowPNgZY1eD5jMQCE05jcYaYaostvey3nmq06nOTY28n18yDINMTjfLa+oyw+yIg+tR23IhTBqybAYLIKN2fMe6ypEPCa2kTO4GJMcstSous/68blSjVn8PAcLPSx2SNVGvA2Leg2Jn1n9WQ2WtSsxucUs9bCbxy91VPNjr1ftbUorxZd9x3LMo4Xr+84UvMVZ24u5RqwL34W/y+OHuwF5DQlEVdzPybXYu1u95mWqoa1d6ZGKrWJuK0VVsBrv4EI/vd6dYHC71K7U2+5YMXtyJhKJLeLQhx7M8n33RLoKMTTEVvVYhhXj4M1weCm28J4mIDesMPOxBmaaFmx/fNJTeN+XPoVpT8Yrt/YCffF5oyh4/HNOZunyPTHZ1FBN5hVfeWzb4iuPUGFoYV0LS4uymkS8JfeOzDkywtxEqdu4RaEzI1AqvowlI4zoZRoXzsamcwQqdCYxbhJjW4g4mGfR3EJD2PnQwzjkJWdi5gOFI5MSmorsojAWuuswD1gKLhtxfG1f7A8gA83qfrHBRkY93laohufgKbIKLTr4Tgd3Sxu7ugw3ETb0SMUqZB4dd2jucWtb2FUWvb9CbppErm9hrmkh109Ms9+bx4wqRRE5UUR+IyI3i8jfjnj/9SJyvYhcKyIXi8i+m7Xi+kdp69RnG0z4vma6dR/UOuB+9BGHbdudSyTmADN2Dm5Dbr7pNs79xGf5zL9dwD1331vLxb999iOMNbNeuzV6TyxV1xMk6hCNF9g+bHcgQL/WULIhNykoC5YsGp39qcpVP/wRP/7Gt0ObNq9QxX+dj027hYOPOhIR4WUf+wD7HnEYeaPRVY6Z6yk2EUGwGK0QZ0MPUevAlvjYwiwaZwMJNpIZpBAae4xjdmtw0JOPZ5d9Dpk2fmbynP2feDxeyqh44jXTeaTVCYZqPA7d3Z7v2P/P/5w/eteHWPG1r+LXTMCGFlJ6ZGcdmE5Ul1HYBdMI4BRxPStWYxP1XKpu6UY2bsnG25ixNg1TAtGSrruW3WfRlRUSM2EFJZsfm5aPe1jkEG1j7i6Ru0E2gLSBdaNF2lxmLKYoIhnwMeApwArgKhG5SFX7G9NdAxyjqpMiciZwNvDcTa5YoxmtAIrpy76yhBlpC/MmZVkPIRbGm03e+Ncv2ab7l0hs78zYObgNef97z+HT538B7xwmy3jvuz/C2R94K09/5oks22Up1o4YOAvBEqzaGFWKPFpLGhp4IwahES7GDcMjjjmKifUbaTQKfvN/12Kkv+YvuAiddcwbH2PjxiErwzvKTsmae+/Du9D4WiF0j4nkec5TTn0eAIuWLeXV55/DuntXs/H+NXznAx/j9l/8kizPcZWlGC9wk6tRqxhHdwpGLUmVlWQmA5+x24EH4F1oNn7kySdzyJOfRDmxgUW77UHeaAJw1Wc+ybVf/wK+6vMZqqJVxS3f+1qwJicdEgOI3e1pKPHLo7e37mF663cvRCbXM3HnLb0jJDq6fZyEBJ1RZN4PDmg2Co0KsWHj+bwYs6wgi68pPcvexOQcb123BZ6ZZzG4MBkwA6lALMhaQHvu8k25zTeHmUy0ORa4WVVvBRCRC4BnAt0TUlUv6Vv+SuDU379aRfADdy2qMUCtIdD8xMcey623r+De++7nUQ8/nH98zZk8ZP8H/QY4kZhtZugc3Db83zW/4t8//UU67ViAXYUklTe+4R38yeP/iJ12XszCRQtZu2b0rb9ER1FdMdEz9DzQBtOkOT7GWz74dhbvtBhrLac+9gQ23L823FxnGWIgx0OrRXPeGBvXrRsouBfAO8tBjzycay7+bzqtVl8GTLjpfu3HPsiS3Qb7sC7eZRmLd1nGGed+iHtu/S03X/kTbrnqSm69+qc4b8mJw4GHd8o5HB5pltx3x3U0xsdRlEs/8c+gFUc95/kDFu0jn/diVlx9Bat/fR2UNmSONgqYqPANyGJstV/5do9SBfSFQE2hFAsnufOSr8cUJ4kieTLNRmubKasNMyTNwCvByswqjyqYIipEDQpx5GrrjjzOI3lFPt9j1vWmGtEtT1S0ymLDvGl6X28hM6kU9wLu6Pt7BfDoTSx/GvC9UW+IyBnAGQDkBYpFyHruBWeRLIu+/ZxjjzyCL37o7K3fg0RibjMj5+A+++yzTYT75jf+k05neMI6ZFnGJT+6nJOfdRKnvvj5nPev/9ZTnBCUlY2uUxOukKNcn7vvuStnf/JDLN5pMQDvf+2baW/YGAr6Aeo6wwzW3nsvrbExjDHdQQPdzTnL59/7PoxkoRjdWshyinnzOOmlL+IhRx2JquKtJYt9WCfXr+dH55/PdT+6FPBsWHUX3rnuuiv1NEZ0ywk2rFKY4A0rN27EdIL2v/Ts93HFx87hxLe/i/3/+E/I8oLJ+1az7saboR0tRa9QdVAPti1I5smmucz3DpkiYsmaDt+CrMqnyrXRIQuHmrx6hbWK9726QhnzZFZidm9sMyeQd1pQhfyiEOuUPv/w1O8uWIyKFB4qj6yj1/otfkTFI1bDkOHuBw1Gt678brsoyRCRU4FjgONGva+q5wLnAsj4PPXq8OoQhazuwK6hfZExhuec+JQHSfJEYsdgS87BY445ZisrweI60ZGF6baq2LBxIwAnPPVJnPvRcwcDbN4hNvQ9zsNMiZHrP+KoI9jvoP0BuOmX1/OTiy+lGmoVF1x24VrfabdpjjUpGg2yPKc9ORnila6iqnTAqhEjLFm6E0987rO44O3v4sqvf4OqLNlp1134o5Ofwf98/nPYiQ6gFI3YfLsfgUocDSdBCsm6ij0rYoaq80ipsd4/1Bfazga++w+vQURYvNfeLNllT6qJjVPWjQmlEEEHx3UMKB/FZA4tlXw8zknsgLYV50KcVPot5paDRg5NU2tuaLuQeLSkAzHhRjODncwpOlk3v6NZdTCTcTf7xWwqOJk2LopA1qyQDtAYkbxUEeonBw6tn3Z1m8tMKsU7gb37/l4eXxtARI4H3gIcp6pTbxunozahI+NjDYwxnPuOf2T57rs/QJETiR2KmT0Ht5JnPPNELvziN2i12gOvl2XJu//+HXzyQ+ew06JFlK06zhcViMbJFJ4pbdj6ueKHl/DsxxzHcSeewM//+3I6ZTs62AYVlNeeWi07JU//qxeituTiL16ALStQneLm89Zy/8q7ePeznsv61XcGyyaDNavu4eLzzmMgbDnCo2ecJ+/vaKMOlQxMRqYVtEMZR32ZE/WYjG6xPCjr7vwd7TvunNZhKBKUXSklDd+so3ZkpiQjlDeYZow11msRwRlH7rJuBn/mquCW3WhhgljcX/uuFZP3vgP1oU5So7GSiceUDChE3/KYccHs7KGVTVGKKmGdxeKq19mmvnPpI69GHFoJIbStYSazT68CDhaR/UWkATwPuKh/ARF5JPBJ4Bmqumqz11zn1mgwszMDZ//NWfz2R9/nWX+arMREIjJz5+A24JFHHcELXvhsGo1GzI4Mc1GNlogq9917H3fc/ru+T9QnfigcVwidYHSw9KK2UFrr13L/vffy7S/8BytX3o7PLC6vcMYOFOL3X2uLZpOlu++G4LFlJ7pqHaPMmbLdZtWKlWFdMc5oTOy5XL82OmBG7vzUt9QBZejt6nsf7yoTF/Z34CObaiggvWUq08GZkrxoIQ2Lb3g0V0wxnJ0LGKHMytBrVEMpTN8GQ3/RaTyfAmjh8QsqWGyRMd83DFhBPL5Voq1oXS5zoXNQ3bNVFJrQWEqvuYAfsY+b7H23dbbijClFVbXAK4HvA78GLlTV60TkHSLyjLjY+4EFwJdF5BcictE0q+tbMbEhsIPKotayx7JlnH7Ks1g4f/4M7U0iMfeYsXNwG/Lmv38tBx6wO6KTIb1eW2Rq493+5t3xlx0blWOsj1MQa4OF19chpn6oie3QIv2ezbLdppqc5NCjj6bRbEI1tdRjAKlLMxxUDmk7tPT4jsN1QoG68zqgtM2oizwAGornN9HU2lVA20LLQunwUo1QjEP1jYAK5HmFFj5c9U1QitOhAq5j8Z0YqywH96HeTjY+Yh0CND3a8LisNzZKxMVHUMZ0FG0o7OlgJw+LPCzzsNSjpucuFQdMDNWHRhlHMm/rlOKMxhRV9bvAd4dee2vf8+O3eKVekXYIkHvA5IZnPOkJWyNmIrHDMiPn4Dbkqxd+nZtu7E25CP09e+87P9w7k9AU3HvERx+lGLRyiDHdi6ZQ4VCKfETWZF0354PSrDMhAaQs+eLZH+Ksj/8LRZbR3xylzm/sE4SGVAPjAl1OrKkLpqwvHRaQPAuNs+nb2BZTl6P1lLTtgFkwXBvhMeIHtIaIR/Jw3dS6jt57rIG8mQ81CNfQOYbgJUUVbcWyjYJuTNFkStaMw4OH5FSR8P1UDi0MlCB1fWhtAa7zyFiGiiKxmbh6RSYtlS1jb9fw/dIhJEaNG8gF48EbDQqT2v0b/ODZPkNt5LaQ7SLR5oGjjBc5L3zW02dbkEQi8QD4+Ec+gYtz90a5rZzv1alBKC3Iy3LQpQeIadCtXcaG97UbkRu9cSlxqnivFC4YfcZ4rN3AB1/1CsbzRk8OLBl5sMpieCuXajDWFa/LLoO8T1HiHOJLJBMQid14GqPlMqETTzFKboVs2Gr1YEtLMeYQp33uToNSdJVFo1kGr6INsdjufrUtokI+Fi2z2BTFtGJqjjiUGPebhO4UEYVs4Yg98AothxqHNArylsMVFVkGjjDv0fjYldaC3uOQRQZtEDrhbHDkeYUxinexFlEFpAFOkPU2uHyjvM6A8SGT1ezsyQ4qkWVbF1Ock0qxdhdkhfDyFz2fYx5++CxLlEgkHgir7umFMYUpuRQAVM6SiSEzhqwqp7gGQbG2TZ5BJqZbqI4II/IzQpyw1jlRkXoczTgIXkSwVYe2dZi+LTls11LMcLEzztSgWlDF2lVI4h2m0F5yioA3burou9q9W1lcloUifrT7lsGPvHEIw+z7xmmFV/GUGAqK3HbHDtaxyn5spyKzijGC8THPKlq1KoL1SiYZRkwM1znyccAb/FpCO7hGVLbrKmTCQiZk2gpx1ly6PmoVxWWWzBaYHMQKen9fX9TcQq7djjkqoE6p1FJIjlGPdBRKB7kJccnxCp0P2aMIEza2slRx7ilFATJP0cx4+2tezZvPPGO2JUokEg+AC79wIe12L/PUoVVz2QAAFypJREFUEwyRUYrRqIK14aI4wh8aQokepw5RjQoFKutpFFG1Sa82rm6EFZ57irCaASXn1CMMum5DyzQXb8w3LyXDGD8YHlWwrkTyItQ+qkA9Bso6jPNY59H5ilFD5pXceDI72uqdPslVEVMSDoUwXc9zgKqwjFfBrzroSvV4BBFPnvfGUPlOKL/Iixy5xyL9iUOq5GVQ52bRkOs73ohUlaXQAlP0tdzLHGKGynQEyMDZ0A82i3ZwrZyzXUMWT7YXYGTkb2dLmYNKUWmOFxy47z6cddqLZ1uaRCLxAGhNtnj7W96Bqyoki5ehgbmovRo51KPekdem1HTe0Piv4lE1CIpxFWoVsjh8V8CIAwSVUGgvOjTfL+LxOCBTM2CB4StUBJcZMh1WIlGx11aiODJxQ3XnoWi/shWNguAe9gqVD8o/rsh5i2kW7HP4I7n7F1fHV4fjmqF8YeQhqftAW0PQ+tOhSAZUo5sgqHqKEdtQ5/GTJbljQCEWdXx2unsGATWK73hMw3dlqzc9TV92ALyBOnfHLHUxpKww4fHXEe5TlmydZpxzSrFRNDjrtL/iTWecHlK5E4nEnOO6X10XRjKhqLMhSQaDVSWX2grTUIfgfTSm6liZIsbTzbJQgaEuJqohCUa8hn6bsTeoEi6spqEIJWE2fHSzjpDTqcNoFd2oIaszuEgV6zwmM1NaqIWLdujLnJupc4xCZm3sZmNttFpHWIAKWavDyp/+GMlzNHMYVwzk6YiEOYeqZqRCo+3xzmKWNru1naO2Q6tCGb0OcY56BmQ4KB5jfTeeqlmvOUF/su+mkoclU/IFLjYkjxa881236ajj4QuLyeajG2OpTDPMk5TCh36oEJKeVm/H2aczwRGHPIR3n/W62RYjkUhsBYsWLcK5XjaKekeGHY6ydfEAXlG1mAYgvZFJiiLiUe1lURrjEB/G/cHQJdaDWsIIJHxIJHFATrdgHfVhigVQj5KoL96isdm1d1jNaYaCacSHjXljaOZ5UKDOhxILAcmkqzxU4nZcKD8YjpECFGWJMXH/XCfIYB119xsjwbLUCmiaERY25GWQyd7fJlvUwMgIN6qzUHl8Q3oWsypZabuNz20JpmHImxIUYn1MVam8pSjykaO3tFKYUgup5IUjVAzliFNMWXbX6UuQBQ0kj91zPJjMIuJwbMQYMB0PapB8hObdOp0495RiIpGY+xx8yMHsvffe3HzTzfjYD9QTYn0j40JCdH8G/+RAmCrGqTyeDANImK9Y1yyOWJ2GFE/qBawJcTDJQXyFaC9GFio/hNxkZNpLaFEUXO9i3sU5ysrS0FhiYCQ0ye6rFNDcEKZ5WFQzMI2giH2oxzN5cKsKQQljpKfg1YdSEt8rz7AbHfm8YA2GZZRism42Gsoh/Hob4nF5Hpqhi8RYYIhVWuvJsmAtmmooTgj40oeykhFfkLWORiOfoo9cS0NZZJ+LNMsdpm4L5ytM6afctLgNJdlOzZBtnNneNCRvqZqKKQVdJ7DLNL+XrWBuDxlOJBJzEhHh/P84nz332jO8oBpbtpWotlBaKJ3gahTI6+K66S6A0aWJQp7pgLdvJKpQVjQbDXI8xpdoZxImJ7tzWPvxquBDQwCxHkqHlA6p3NSidlUKq93OL6L1wGB6D+vB2mhtOSgnMWUbsXHOYsdSTpZ460ZepbVWiNFyFetw6ydxayfQyYp8ooP4Kqab+jDf0CvGKdqu0Ik2OtnuNUcnxAitr9DoHt0SXVM38K6LYPobCviWx663aGsSykkE233PuN7w4X6kMY7xnkYszxh8E8qFDnefC03Gt9IyHCYpxUQiMSss33svzv7Qe1gwXmDUktNB6c/a8ECH+QsKCiOoYaoCqlGCq7JTIhMTMDG5iatlHD/nPeNFA3EWKYOCklFzA/s2IS4U/Xd1rkJV+QG5cjsUYxxhXdWfDbupGB1UmvUGK2sp21Xo2NN/tfYWrxZPGDVFX5mKlmVQ4NFa9lZxLihp0b5teMV34rBm75HK4jeU2M40Myw3hcRMV6lAKoJbOvg+RSx53gkuZ6vY9RZXOZDQZGDUuCf1HtOY3/8C4iqMKxFXgSiagb/bdxOKesdm67RkUoqJRGLWOOLIR6DOBSWFTnGFFUXB0cc+itNe/2oW7rSIvNmsr/VDxHFSxAu/gm93cBLLJ7rDdWP8L1orrY0bcZ2KroYadT2t44VV2VWIw9i+5t5mEwbtlFVXVejUMs113NtgdZUbKrz3IZ9Ig9LpJ+xlrVinkTHuyxQZOhW57ZCpw6iHsprm5kOxdkgBqUO0Q6ad8D1qjPUaD6YizztkWd/xjetxkxaTWSh0wKrsIsL4k18IJgP1GF/1fiNosKYbHfxYB1Z5pKT73TKRlGIikZijLFiwgNf93RtpNkdnkldVxYYNG3jFG17Pt6/6Ma9565t54tNOYt68edFPF5VcFS6WJsYCu1ZTVSKuHTJr1AaFop3QtFuVstPBSa/MYUrfUVUyV5E7Gyyd6QzVB3IdVj/gvpwWFxpl27bFZx7BjVysHpq0CWN3dEJobaVKHZ9VbFX2esmGheKiNihnVURLMkoMHlHFdSyVrfBaW4mKYrsPrzauT1AXrHUyhWxQMSowdvTxzD/5jeSHPA7j7cB3KigNo5g4a9FVJaz2sNLDneG1rSEpxUQiMaucduYZvOuD7yfLpl6OsjznIQ89FICFixfzF2ecxtmf+gTfu+bnPPwRRzFmGixozCczWWxsNnhB7JUIWEQrhF68sDvIdkijuegO1Wghmmj9TFM5EdZf+0NV8XV8M2LdCLevKrlWKD64QadpOp5JPaVe8dbDZDW9Yh798u9ZJsQ7h/fFqeKrTsxI8qH0I6tCwo63ONvBqBt09wLqFCceFSWTztAWo5Ksj2dsm6rjHm161Hg087AwY8nL/wURYeHpn5widR5jjP11qexTYh5aYh47QfaICbaGlH2aSCRmnZNPeTbf/cbX+MnlP6bT6Y10bDQa/NXLXjZl+XkL5vOp736TW2/4Db+75VZW3HIz573znVu0zTBRQxB8LImP5RIebMdhMqHoSwqBnrIbLqDPMgkxMg2NqrN6eDDBirQOMhNKJoSgEE1fbYSjAg9ZXxcBoVd20lPkv3evqPukj2KUFZQNJ7J0t6WIL8mKbEpMdFMF9ioZxaL5sH660Zyh4YBrg8yPtZGNMDFDGuMsPP4MTHMcABlbgFm4DN2wuvvp2qrtx096zFKLrGTzfdfTkCzFRCKxXfCRT32Kpz/7WTSaTYwxHHzIIZz/pQvY74ADpv3MAYcewhNOeirPO/NljPeNjtOhf0dhjFBoaB7uu1G52pXnUdfq1S1GHD6kkHRdix4oUevAalCv6oGKEMVzgEW1wrkKazsUdAYUYnfdGuJmRjyZWDIzuExdwzldHkkoRglKrp5P2DsKisGHBJXuf55C/LQKTvqsyGFLV6frdoCw+ymvYv7+D50+UTjTECq0YCd9GEhsMmRsAQtPfDmLT37TwPKNE14BjfFp1hb3fbGF++Oubp33NFmKiURi+2B83jze/cEP8o73v5+qLBkb3/SFsJ+8KDjv4h/yhuecwr133hlmHALF2DgZYdJGFS3Q5tg4uy7fiw133UlnMrjaFCUMeVJyPFkcVOvUY2SwuN5HxWhwXUXl1CI+D5Zid3xVXaDQR21ATqMxnHcU+bAlGj8qQRnlOy1jr8MOY+XVV+CrkMQiopgsulp9VpdoYiQoNmM8RrQbhq1FCdO2srh+6Za1ZP2apbRQ5INlFj7UdE6RsWiwywnPYX0DJq+9fOQ+hhrFuH9mnJ1f8mEWPOoEpBiPnY0GaR5/Jrr2LsrLPgtZga82YqS++ajXGZNetwFJKSYSie2KLMvItkAh1ux94IF86ec/Y8Utt9JutyiKAmctex98MBdf+CW+97nPYauK45/7XE58wam86akncNdtt2LLXgmCwECMzdfJNTEBpYvqkIWlwfoTQbKM3Q44iPtv/y22r+F5MTbOs9/3Ab7/j39DZ+OGkfug9f+Gp8erxtpERZzjGed/hYlVd3PVOf/ELd/7Mr7sdD/vxIVRWPGVrBhyN0bFXO+SiOvb62BqmWGlXNmBzzaX78++L3oFt5/zd8F0NQYxGfuf9QHGlh9I45TXs/rCD6NVX3lHbV16UK8Uex3Ebq/8MOOHPnrkseiKawzjp7yLsT/7G/zq22HBEqqPnoLefWNvnXaTq9giklJMJBI7FMsPnOpuPfEFp3LiC04deO093/oun/+nd3H5N76GaphE1Fqzekq8yuXCY058Otde/APKVgvw5ENddfKsQL2nMTbGYU88nr/86Ce55GMf5orP/Rvl5CSHHPck/uwf3s6Svfdh4u47ueycf6Zqtfq2IhRjBQt32ZVj/+qvuecXP+M33/tmeEuVzPeK6ceXLAVg/q6787i/fQ9rbvoVa397E3Zygnx8Plmjwe4HP5x7rri0/njYwtB+iaWvUXi0ukxGc8luzF+0lPbK34Wm3p2NvQ8pmLF57Hf6m9j9pOey60l/wbqrL0VtxaKjjyNfsCisptHgoE9dxW2vOwF7393dDxv1aAXeNNnppJf9XoU4IO+8xWT7PDxIO39f3PpfhVRbp/j7wOxkptxLPBBk2mLY7ZRjjjlGr7766tkWI5GYFhH5maoeM9tyzBQ76jl4+Vcv5Lw3vIZOa7L7Wt5ocNRTTuT1538OgCu/9mU+98ZXY8sS7xyN8XksXb43j3/+iygnJzj0T57A/kc/anRz7oj3nss++s/8+JMfxVUljXnzedIb3sKxLzxtYLlvvfwvueXi7+H6Eo/y8Xk85d3/wsP+/Hnd19R7Vvzvxaz61c9ZsPtyDjjhmRTzFnDtx8/muvM/jKvaZFloNSfGML7bXowtWEDr9ltwrcnQTi76Und//Ikc+bZzaCzeOaxbldvP/2d+97mP4MuSbHwe+7/s71h+yumbdUzdhjXc8qLD8a2NA6+b8QUc+PnryeYv3qz1DFOd81L85RdSu6fNXpZst0aw1BXMm9Y94HMwKcVEYhuTlOLcRFX58tn/xLf+9SMURYOqKnnoYx7H6z71GcYXLOwud8d1v+S/P3s+6+65h0ec8FQeffJzaDwAd6+zls6G9YwtWozJprZCLzdu4FuveDF3XPk/ZI0mriw55vRX8riz/h5fVfzuR//JxD0r2e2oR7PLEY8cvU/eU25YRzFvAeodrtOmWLgYdY6VP/gmK77/NYqFi1n+1Gex7KjHko2N3g9vLW7jevKFi5ERsm6Kyet/wp3vfCG+HRSjGV/A8r//POMPO3aL1jMgz/WXU73vWdCZhELJj4gt83wOGLI3b0hKMZHYXkhKcW4zuX4dK278DUt234Nly/eebXFYv3IFG+9ayZKDHsLY4p1Ye+tNfP3kJ2Bbk3hrERGWP/54TjzvQky+fUbE1Hs6t1wLIjQPOGJkQs2WYr/yT7hvfhDZqSJb3gkzISPZ33Qe8DmYSjISiUSij3mLFvOQY47dLhQiwKI9l7Pn0ccytngnAL5/+im0Vq+i2rgB125hW5OsuOyHXPfZT86ypNMjxjB28JGMHfSIbaIQAfJn/x2ND19LdsIrodh2s3VnVCmKyIki8hsRuVlE/nbE+00R+VJ8/ycist9MypNI/KGRzsEdiw0rfsfaW2+aUsVvW5Nc9/nzZkmq2UOW7Ik56e3I+BK2umo/MmNKUUQy4GPAU4GHAc8XkYcNLXYasEZVDwL+BXjfTMmTSPyhkc7BHQ9vq2ktLVc+gOkWOwBicuSU/4RF+0CxABqLtmp9M2kpHgvcrKq3qmoJXAA8c2iZZwKfic+/AjxZNpW2lUgktoR0Du5gLNr3AMaWLJvyetYc4yF//vxZkGj7QJYeipx+A/K8HyAnf3Wr1jWTUdm9gDv6/l4BDBeldJdRVSsi64ClwOr+hUTkDOCM+GdHRH41IxJvGcsYknOWSHIMsj3Iccgsb78mnYMPDtuBHBNw1luXcdZb0/EIPOBzcPtMVRpCVc8FzgUQkau3h8y+JEeSY1MyzOb2Z4J0DiY55pIcW3MOzqT79E6gP31reXxt5DIikgOLgftmUKZE4g+JdA4mElvITCrFq4CDRWR/EWkAzwMuGlrmIuAv4/NnAz/SuVY4mUhsv6RzMJHYQmbMfRrjE68Evk+YevJpVb1ORN4BXK2qFwHnA58TkZsJgz+eN/0au5w7UzJvIUmOQZIcPbYHGdI5+OCR5Bhke5DjAcsw5zraJBKJRCIxU6SONolEIpFIRJJSTCQSiUQist0qxe2lPdVmyPF6EbleRK4VkYtFZN/ZkKNvuWeJiIrINk+J3hwZROSUeDyuE5EvbGsZNkcOEdlHRC4RkWvi9/K0GZLj0yKyarqaPQl8JMp5rYgcNRNyzBTpHNwyOfqWS+fgXD4HVXW7exCSAm4BDgAawP8BDxta5uXAJ+Lz5wFfmiU5ngjMi8/PnC054nILgcuAK4FjZuFYHAxcA+wc/951lr6Tc4Ez4/OHAb+dod/p44GjgF9N8/7TgO8RmjI+BvjJTMgxQ/uWzsEtlCMul85Bndvn4PZqKW4v7al+rxyqeomq1lNJryTUgm1rNud4ALyT0LuyPUsynA58TFXXAKjqqlmSQ4G6AeJiYOUMyIGqXkbI2JyOZwKf1cCVwE4issdMyDIDpHNwC+WIpHMwMGfPwe1VKY5qT7XXdMuoqgXq9lQPthz9nEa4K9nW/F45oltgb1X9zgxsf7NkAB4CPEREfiwiV4rIibMkx9uAU0VkBfBd4FUzIMfmsKW/n+2JdA5uoRzpHBzgbczRc3BOtHmbC4jIqcAxwHGzsG0DfBB48YO97SFygvvmCYS79ctE5AhVXfsgy/F84N9V9QMi8keEOrzDVdU/yHIkHkTSOQikc3Cr2V4txe2lPdXmyIGIHA+8BXiGqna2sQybI8dC4HDgv0XktwTf+UXbONC/OcdiBXCRqlaqehtwI+EE3ZZsjhynARcCqOoVwBihSfGDzWb9frZT0jm4ZXKkc3CQuXsOzkTwcxsET3PgVmB/eoHcw4aWeQWDQf4LZ0mORxKCzgfP5vEYWv6/2fZB/s05FicCn4nPlxHcFktnQY7vAS+Ozx9KiGfIDH03+zF9kP8kBoP8P52p38hs/ObSOZjOwR3xHJyRH9A22tGnEe5ybgHeEl97B+FOEMKdx5eBm4GfAgfMkhw/BO4BfhEfF82GHEPLbvMTcjOPhRBcSNcDvwSeN0vfycOAH8eT9RfACTMkxxeBu4CKcId+GvAy4GV9x+NjUc5fzsR3MpOPdA5umRxDy6ZzcI6eg6nNWyKRSCQSke01pphIJBKJxINOUoqJRCKRSESSUkwkEolEIpKUYiKRSCQSkaQUE4lEIpGIJKW4gyMiTkR+ISK/EpFvichOW/j5t4nIG2ZKvkRiRyedg3OLpBR3fFqqeqSqHk5onPuK2RYokfgDI52Dc4ikFP+wuIK+Zrgi8jciclWcM/b2vtffIiI3isjlwCGzIWgisYOSzsHtnNQQ/A8EEcmAJwPnx79PIPREPJbQ9eEiEXk8MEFo2XUk4ffxc+BnsyFzIrEjkc7BuUFSijs+4yLyC8Ld6a+BH8TXT4iPa+LfCwgn6ELg6xrn04nIRQ+uuInEDkc6B+cQyX2649NS1SOBfQl3o3U8Q4D3xFjHkap6kKqeP2tSJhI7LukcnEMkpfgHQrzrfDVwVhzz833gJSKyAEBE9hKRXYHLgP8nIuMishB4+qwJnUjsQKRzcG6Q3Kd/QKjqNSJyLfB8Vf2ciDwUuEJEADYCp6rqz0XkS4Tu9quAq2ZP4kRixyKdg9s/aUpGIpFIJBKR5D5NJBKJRCKSlGIikUgkEpGkFBOJRCKRiCSlmEgkEolEJCnFRCKRSCQiSSkmEolEIhFJSjGRSCQSicj/B5QIFWbkAoorAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pl.figure(2, figsize=(6.4, 3))\n", "\n", "pl.subplot(1, 2, 1)\n", "pl.scatter(Xs[:, 0], Xs[:, 2], c=Xs)\n", "pl.axis([0, 1, 0, 1])\n", "pl.xlabel('Red')\n", "pl.ylabel('Blue')\n", "pl.title('Image 1')\n", "\n", "pl.subplot(1, 2, 2)\n", "pl.scatter(Xt[:, 0], Xt[:, 2], c=Xt)\n", "pl.axis([0, 1, 0, 1])\n", "pl.xlabel('Red')\n", "pl.ylabel('Blue')\n", "pl.title('Image 2')\n", "pl.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instantiate the different transport algorithms and fit them\n", "-----------------------------------------------------------\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# EMDTransport\n", "ot_emd = ot.da.EMDTransport()\n", "ot_emd.fit(Xs=Xs, Xt=Xt)\n", "\n", "# SinkhornTransport\n", "ot_sinkhorn = ot.da.SinkhornTransport(reg_e=1e-1)\n", "ot_sinkhorn.fit(Xs=Xs, Xt=Xt)\n", "\n", "# prediction between images (using out of sample prediction as in [6])\n", "transp_Xs_emd = ot_emd.transform(Xs=X1)\n", "transp_Xt_emd = ot_emd.inverse_transform(Xt=X2)\n", "\n", "transp_Xs_sinkhorn = ot_emd.transform(Xs=X1)\n", "transp_Xt_sinkhorn = ot_emd.inverse_transform(Xt=X2)\n", "\n", "I1t = minmax(mat2im(transp_Xs_emd, I1.shape))\n", "I2t = minmax(mat2im(transp_Xt_emd, I2.shape))\n", "\n", "I1te = minmax(mat2im(transp_Xs_sinkhorn, I1.shape))\n", "I2te = minmax(mat2im(transp_Xt_sinkhorn, I2.shape))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot new images\n", "---------------\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pl.figure(3, figsize=(8, 4))\n", "\n", "pl.subplot(2, 3, 1)\n", "pl.imshow(I1)\n", "pl.axis('off')\n", "pl.title('Image 1')\n", "\n", "pl.subplot(2, 3, 2)\n", "pl.imshow(I1t)\n", "pl.axis('off')\n", "pl.title('Image 1 Adapt')\n", "\n", "pl.subplot(2, 3, 3)\n", "pl.imshow(I1te)\n", "pl.axis('off')\n", "pl.title('Image 1 Adapt (reg)')\n", "\n", "pl.subplot(2, 3, 4)\n", "pl.imshow(I2)\n", "pl.axis('off')\n", "pl.title('Image 2')\n", "\n", "pl.subplot(2, 3, 5)\n", "pl.imshow(I2t)\n", "pl.axis('off')\n", "pl.title('Image 2 Adapt')\n", "\n", "pl.subplot(2, 3, 6)\n", "pl.imshow(I2te)\n", "pl.axis('off')\n", "pl.title('Image 2 Adapt (reg)')\n", "pl.tight_layout()\n", "\n", "pl.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }