{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Image PCA Compression with `pca_compression`\n", "\n", "The Singular Value Decomposition (SVD) algorithm in linear algebra is a powerful tool for performing dimensionality reduction while retaining the principal components of the input matrix. Applying the SVD algorithm to image compression can reduce the image size while preserving the key information in the image.\n", "\n", "This section demonstrates how to use the `pca_compression` function to compress a grayscale image by a specified rate using the SVD algorithm. The preservation ratio represents the percentage of eigenvalues retained during the SVD process." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Importing Necessary Libraries\n", "First, we will need to import the necessary libraries and load a grayscale image to manipulate. We will use `matplotlib` to display images and numpy for array manipulations." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from skimage import data\n", "import matplotlib.pyplot as plt\n", "from sharpedge import pca_compression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparing Your Image\n", "We'll define the sample images from [`scikit-image` library](https://scikit-image.org/docs/stable/api/skimage.html). The image used is the [`camera` image](https://scikit-image.org/docs/stable/api/skimage.data.html#skimage.data.camera)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example: Camera Grayscale Image" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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46QJ/rgjmc57O01/lxEY2NIpq6z5PZ5PQnvDloCHmTvXz9OFP5z6F8/Q3PmGOw8yDb+E8HT+1Tv7FnIRZDF/Mefqrlc59Cufpb2wiIoa9INjr8SPguzlPZ3PmF6ffEhHGcS0cXcEH30vdD3GePvzpnCmcp7+xCYcnTltCfn/qp35qOQPoPB0/4ezn8ED2jBAwwXgTzpuHBZ6nvzrp3Kdwns7TeTpP5+k0nfsUztN5Ok/n6TydpnOmcJ7O03k6T+dpu0+Bs9ZrOsTyxLO5caWW17uX13v117Lzd62jllHr7dXfq7tV5kwbW/VnOb38M2WP2rPWn8zXysM161ubM3+bn/9EoOTvrf1t0cWojBYtZN1r9Y7uj+Y0y8/2XhHW297ayTaM1mJ9dlT2TH9Ga2RmLlrPHmtdXpGpNwej+ehh1hqueR1n/1EdzbWxsxPWSmuL55BUyx61eYaYtxLhaJL8vtZ/74/y75NGhNdrv/nzex3TEfi26q/fKxD44dycNZpbS725mh2LbMOon6O2VSY4amP9vkUgGtWd33uMurZnlFpt7bVxFrhG62bteqvfs9db43OyB5ZtnZe176P7Izpau3Y0pnAIE2g911oIMxNW881wz7U2zCzoVpvWUksCHrVv6/Xaj1ZfeuMz+r32bC6emfLzWs77SEJq9WuNede2rYHeaOx8Nt/5PCtBt9rVet6yZ+i6xby20vk+7e+lEc2N6twXOGeubymrx5QubKC5VjlJe/u2c4bO18r4K+FTaEmMo7z1uyAxyrtGdCMuOlNurSPzOlm5gLcyk9lUzQ2jNDPms/PSm4NRWTNtXbvXGustZeQzrflpSchby9u6yGcADS1kdo4r/a21e9SO3rVZJjfzO9va0iRqOw4BslYZ+zKfk0a7e21s3ZsRNEdpjc4UJLbg7ZloCmsS7xYwnq2j3sv/h9Y12559r+W9KgW2QLAFrL38M9LtbH9GqSXZz2hurXaOxm1tztfMDr2FuqaVjVJrHloayKjdvedrWaO0hd56Em6LPlr9aM3XrJBW62z9bqUWpsym3vjtI5jm75OO36l3b9SeQ4XCtTavXT9zTaESXY/YD0lbJNrKKfdV1c6C2/bGKu/VMcxrI2LvtfcYTLIH7nV+1xZjqw8jAGr1e7QwqiS/Rn9cR8Lqtb83D61+9fJRfpqaRvW0mE7v98y9NRruabdrIDazNmZAsoURh669s1i3pNH4jNbxsYTI0e8ZTX6mnqM6mrPCntmgx2WznBEn7qUe89kibVVuPgKes9RERpL1SJpsjVNPmjtEUp5dGK32t/JxL+3nW8CmJ1W35nJNO8m8rfpa13vXWkxsHym11Yd6bx8NcCu41Tb0AK213kdMeUbjbKVeG85qXe6zTk42tnE0VzOC9RoTz7L2HaeDHc2z1zOKY7QgRuX1yu9JXS3QGDGsWYa0b546WVsJZJZoWuamLWmLhLGFOR+ibm9hIvvk2zq/I+l4rd6RCafHAFttH2kba21q1TESQrKcHrj36hr1YaY99bkRY+qN51mt6wtHWCv71j8ybc22/+iawsxg9bSJmrelWrbeW7ul02vS0Zqq3Fv4o4U7kuxmmEGvLTPX1hjdGhPttbvX1pm8KVHPMu9RnTP395GQekCSZSYt19DSNQl6tj9bBK8sv6ddbqHd1nMjWhkBcO97L60JSJWG1phnq+y1NvT6ctIJDd6KaTN51/owur6FQR2FKaRKuUagdSJ9vtWBQ4Ai87Q0gH0HupdvbQJGjGmrSWC2TVuurTHBLff3afuxpP0ZAWBUdq8fLdruAdJsna1296RaUu6JmFkDmuR8bgRgPUm7pVHXZ3tptO7WgHGLANLKX/s2mpcRbe9Dcxc6Qs6s9lbTmpDde6bX1kMYxKboo1alIwJea1zlxFue6dU9YliHSnOzhNHqx9a6txLITBr1pZV6jHz2+fpMr/xjSTijOnsaa0/63SLFt+6nEJXXKp2u0Uyr3q1acas/SV+jvRL5O9dQZZa9to7GrMVQeu2d7fsaA+mVUfOerOw12MJ0a7kzdffSjPaxJrQf1XwE8VSJxIauEUNLOplJo7KTqGeJpfe9EsEIrHvXWlLnzLW1tA8Yj9KWvq1JkbW83kKv17ZIMzOLtNXW3rXRLuVjM+Ja79Y8PWaWefNey6y1JpSMmHNrPawx8hYutJhkq79bwGtEgyOLQQu/kjFePtjBnrSzJvRtbfMh+NPT/PbRGvY65mJNjWs1rpW/lWaIZvS9Rxw1X312TeJZu7Y1f699a6knCe1b3mx9NY0kqK1EuJZGwLiVrvyfINCj2xmBYWaRH5IqqM+unRl67GmzvbW0Dx3UNbVGGz3GvvZ8a/5ybuvcrQkEJwMG1lvDPTzqMT77o++0x7x6v3tpRkg++kt2RoQ0asRWsNgHYEagWduwJn3WskZtaamTPY69tni3LNK1yW8R1SGgPduW3sKeKXNtDvdp7+h+T7KubagAXds82+7eYp9p6+h6j063jsHsczVPS2LtgfTMuhnNxUyaWVutfBc62lWLibbyrY3bmt+otq1iR45PK19Pq5sdv713NNeK1rjczL3W9V5nZ9s3y7Ezr2l2ENckjH3SDJOdAZgWgGVZLTV7RiKZbV/v3kgaHLX1GAAxorGad1+amJUaR2XOSoa9tvbqWevnSEqeWYu9tozKTKAb0XSPTtbGuNY7gw+mGSY7g2kjBtp6rn7vMdNZ7efM9im0FlSrofvcq/XkGR+j+iWqtbZvuT6bpzcehzKGfcBgq6Q4yleBsiXhrQF4LbslKY7q33p/TQodtXF2vrbSyxoTGDGdHgAfgzHu80yV/EftnQGmkQa+hg+tsipDybasCX55/fJyMu9M6vVliwY2WjutembXVGtOjmo+ahFpHfjeczP3ZiWW2Tq2Shyzdc3WX+/NTs5avtHCmyGutby9e62F1ntuy72ZhTIzv1slxlrOGoMdAfFanS3ptJdnZu7Wypq538s/e68nqfbGYk3a7aUezc2A/Gx/egzkpGO+qX3cKmxUJpbX1xhm1a5qvb1nzsyncOw0koZmn5+915MY1trQW8D1ubXB3yKRjqTzUWoRyyx47MtM8vesZNdLo/rWFt4WoBktvt7zo3IPESJ6ALNWbuu5BK2eYLWPWWGtHxU819pf2zhaR/kypppGINwD3pn+9L73+tjSVtbme00b7JVRn9miCZy5o7n1u947BCSPzQVn69pHCvbZ1rVjTFhPsqn3DmGwaylNCK3r1je6P4qQGNU5u3jWJPLemG2h65l2bhEY9pmjGeDIdtU2rAk9a3UfQmct2h1J372276tt9QSlC4M1tlZvry7z9xhAK3+rXa01lG0cMZktaS9HcwXPNW43mqQtqlYrtSTTVtlbUg9oZoGw1a9ZYlprx1qaJdat+WbmajQPLclmpg8tGtpKJy2wqX3b8sxIM1ljNIdqN4cKV63r+wDJPu1sYciIEW8RzEZzOMPwq4R/YYA3uZ69Nnpm1K+ZZ1r0sY/QOosnm465yO+tjq0t3EMWX+/eFtA5lIPOEFZPkjmmeteqe+36IWX3mNpogfcAYASALYLvjfkIgCs9jJhyPWMrn+vRSo85bgW0KuHN0Mi+YDxqwxbmeYjQMaslzVoWZsF4i1R/YWVNb9FMjpFGmkqPsR6aDtIUekS0tZE9Ip3h0vX5Ud09KW+tbVsnezRha+1r1b2vNDdTxyjNMvaZ52eY9Fa62WdhbBEetrZvH9qaKXurxnFIWqtnyzjPatWtZ2fofXY9HAKaJxtMZK17PSGx9/yovha9jzTXvL+FNg4+OvvYXKrHaGbq2gK4LaIcSYBVEq33Zts40/7W5I8kmK119Ai1pd2YRhLSlrpHbRppD1vqbmkmrfuz5rDeHI/mYEt5a2mkLfWAYkvZoz4couHOgP8onRXgbxn/C3uU39JQa3lr1o1ZZr8mdO6jTex9IN5ZpmMzmtk6eougp8KNnjurMWoxq63mqpFk0Sqr9fzW/s1KoKM+7dO2GeYxs+i2gnxrwa9pBscc0zVmNVPXsTSPysSyHaPnWu3YVxjKdBZr88KEvb/mn81bn5nJc0gf99YUZtQWf2/l+KMFNlPemiS4VcJbSz0T2r7g1pIwRjbaGYbVS73+VrNV67lDVeO18kZt3YeuWqkF1iOG2rs30u68NzNmM0xvJm0B3TWBYm099UB7H1PJMZjZaO3k/K7Vf+EIAFvLPVSgWqPNFq1tTXtpCi0uN1rUhwLIjAq7JqVvneAtnH8fia2XDNWsdfeIeEv792GsaxLtrOay1sZ90xYG3zMB5b1W+9doYUZLnGHy+X7nCq6t548xfllWjyGurb8Z4WFWm+qVP3NtLfWYdivPyYBZz6671u9j0PuWvPvUtxdTaP1eI6wtEs4awa9Jc6MJHG2C6ZVT02jSe9JGr7weWKwtsLV2tMrYR9JupX2l2a2Mbaa80ZiO5mJLHb2213wjhliPTmjl6THtXFcjSXAfybanFYxSa/3N0PY+QL5W5iHPreHAyQRzr3nX1uRZphnGeyZMYQYIZsG0dX2tzJE2MqpjlkDX+tljeFWqa0mYPSms1YYZghy1YybNLojZ9sy0qTUOI4AZAeVa37Yuhi3l9+rqabgVyNe0thaT2SJUjMrZ2s9kRPW5tbls1buPcLLvfPYEhzo3M8LKycTJAPX5mfzHZB6tudgqLOx9zEVv0PaRCveR4A7JP1pka+XMLOJeHa1dvMcYkxlzTs0/I/m2ru2zgGeY2ajOVrmt8o+9sFrMflRPS6Lv9bHVj15a05iz3N6zvXGcmdN9GMcxGPgsw9yqsdZ7s3RzYaNG1Xp2JBgeW7OYFYQP3ry2BaxmJVHz7lNHlrfW6Znya1u2tGFtYdayR+DZAqEEnRGR1WdmGNFsn2eEgbNMozFaY0ZbwGNN2h21p0qn9ZkeHc7Q8NZ2zgoQhwgAmX9WALAtLbrqjUMy3Fbdh/blkHThCObY3u+WpneWfTrIp3BIo0YLsWdyGWkiMwxhJC1lvtqWtUmq17f0tVXm2qLoSSyj51rtO4SJr/VldmzW2jjzzAzTqkDdK29Ngu/RxRaArb977dsq0VfhYSb1JPFeP3rPZBt79c+2aR+hcI3G1zSKGfo8GeSZBeo1pj07bllf63/WcYUxhRZ4Hotr9xbbDGPqDVRGdtje3uIc9buXRtpAzdMzKfX6NwtmrbFaY5z7gvDo2a2AkNJf67lDJaIt0nevvhadb9Ee1sqbbXuLnnp5pfsRDcyMzQiIZ7TQreXuU94s+O9rPdiXFmcFsppG676FL8fUHA4+OrtHcC2JqrfYep3Zok6PpMaRJDsr7a21eV+OP2p/fh+ZmVptav2uac30dIiEs49gcKyFuXWBzIzV6F5Pe5gZg0NAtKVJzAhUs2MzS8OzGsSWtEZvrfLWBLxD0skE8xjN/z40OSp/Cx2OyjzK2UdrxFyZQJ3cem2LWWLUri1pK7G0iH7L0c/HbM8IjHsLqc5Z635er3l68660nAfKbWX2s5qQedeYyQxN1fvHnsc0ofTas7ZORu3t1VnLqmVskfhbyb60aGDEnGo7R9iReeu9NUDeJ40Exq3Mu+YdMYi81hNK9tXCRozj6JpCxvjPdigXiL+3qMwzk31MiaA1YfaxMoJZxnAM0NnC/FqMYovUOLvQR3Sx1odjLeJRHb1695Ga921jT8LdAtC9cR1JjiOtodfO2ratmvqM4DhqZ52XxI28to8m22tzq9wLk0JICwOrIDabRvPeYxJnlTYxhVkVu96vANsqrz7XYzpb8+2b1sB0RoJoEeghbZwh9J500VtQI2BoEfuoHzOSzQgkt855q3+z9fbK7IHQmiA0I+hsBdlROfUlK7Uvo3rW1mYLkGf62WIII+awpr30BM76fdTHGQk8r12pjGnr2TXBoocTa4x6hnHXOo+Ne0cLSZ2RENfy7csNLfPYA9ObwKyvNdEjYsrfNf9WoJmVxFrt77W19XxvXmYX3Vq/Zhf6DMgckkYLdCQgVFpoPb9FM2797tU9yj+bto5lr5+tOd63XWv1z+DIqKx98ph6NNBKPSGF33WH+yjN4qtpjR6P7miuFc10rgfcMwA5YkaHMoLWYPd+z4L2vhO9DzNcY0YjYp1VS2cBrUrS9X5rPkdzXPtWpde1RXIobcwu2l6/a5qdn2NJfr22jIBiSxtbz+X1epxMS4gaCRat+kbMqCeRnxWdXFiJMKy/a79mNrLW9dHL22MAa/N79OijBPmeVDBa9KOJ612v5fQIo6be9dkJ7PX/EAltjaBa3H6LJDkqf0SMhwBSiwjXNMwt+XrP1utrWtlMWVvmdlYo6v3ep85D2jNDY97fd6y20FGrzK2Mdk17GdU9I/icrAiP9V4LmFuC0GyZozpmn5uli73MR6MOjYB6TUowtaJZ8plaVm3DsSa/BdItAJ0F1dSYtgJAi7iqVFTz9ySILZLUTFoD27V82nE/+MEPbqq3V0+r3hHdzQola/f2aWNrLipjO4bm0GvH6N5Iq5utqyfI1bQmNddra2toC9NdY9onG3BjRkBYy1eZdYs+KgYcMx20T6HHQWcHv3etl1qDMtO2faSWURtai2d0+qpMruXMWgP2tXauMaqtRDMC2B6R7lt2Jsq68pWvfMo0e+r1Gnis9Xe0eKvw0suzNi/7jvdIaOjNwzEAYZbOMvUEizVBpAdkvUi+XnmH9Gkm/4VOgIGpdW+fuZih6VEata13/0x9CjNq51r+rQxhyzOjSdwnVSaTwNFazKPF0mrjmsS7RVLKPJmvvqS+1b+1NJKst0pvrXJ6v7OcFmg7B71y15hZFST2Bf8ZOpsFgzUGUcvrCRn7AtbMvRnAqXOwpX1bBMBDUh23CwOpfiTMbWnXFk19VlCYXUe9dOnZDxvT1so+HOXOqq+959a+1w+gOwKn2cVQiXPrRPe0pFpWlXZGiyLvH0J8OV61rZSB1FiZbW3/2vjUlPfrkSfZhlb5W/rYk/RnypoxeYwEsZyb1rjNprUxmHk+2zoDjFnnIfWvCVk9oa2Vf2uq7R4BdX2uV9bWujPtyyj3Mh9tbexM43rgfYiJYh/zUaucEaGNwLfm64HoSELtjceM9FTb1QOJtfOXank9ptIal5rUVHoLtLbXPEYD9drB716Meauttd0jabCX1qTFHq20xrhncllrx77AOas5b6W7Vru2MOwtaVYwajHJfH62TzVt6dfIpHMMLWet/i1pr2MuetcPMQ8dW+vYd5L3naAR2CRRVlCrhNkilC0MqiVF98Co1fdZaaO30PwNiH/gAx+4ROpP34rtTCBPCR6ns/nxNfg838nH/fr6yix71IeWVL3GJFq0cagkW39X4aBV72ydPSZXv4/Kn6Wbmv8s0mjcDjUxzTLILWlmrc1ev6LTJk1hTSIaDUSLwCrh10HpLcLRgM6q7jNt3Fp/q92tMrcuvATfEVOYlVhr2TXfDGOqUrxmM8Da/+9///uX64D3+973vuU3H9PVr3715d5Vr3rVBeyvcpWrnP63bsrhGgwmGcmMGWV2XHoAWWmyzluPidc6toJr/d1i2IeAxyyjGQkja2vANh4C1rOptU5n2pdtzPsnk+VtSWvzO2rjWhuOzUwOPiV1NlXJsiXR5v81qS3zzEq3M22sZcwM+Fp7apt6i6UH0D1Jd81pnGPcA8sWQOTGrTom9ZyjOk5K8VkfDIHPn/3Zn+3+9E//dAH4v/zLv1wYxDWvec3dNa5xjd1HfMRH7K5znevsPuqjPmrJy7MwC/KlRlHLbvV5lNbmJvu9thBbz4/KnkkjCX6GubTK2iqV9u71AHQfYfGY0vmaVrTPsydHHOutqTXOW9ry14Yp7NOpHtj3iG1twc8SfY8hzEofW1I1F4za0gpv7S2uNaZR66yLvMdkesAJWGvyAcDRAt773vcujOCd73zn7i/+4i92V7va1U7NSQA+9/74j/94YQwwhXe961276173uruP/MiPPNUQ+MAkeI7Pta51rWYbZRqHzEcF+hGorT1bxzTz9cY90xqtzTClGa2pVf8MIxxd8/qahlDrnwHWWfA9lOFcmNCeRnN0FnXPPNOzbmxp05kxhRG49vJvKXPmeqsdo3rTJDBjOuqByBaCWBubNYkt87SutdrVyz8qc00y9zvgjAbw7ne/e/ee97xn+Q6QA/p/8Ad/sPvd3/3dBeTVEGAO/OYeWgLPffRHf/TynbI0KcFsuEdZPMt/mQx1m48kY5qlwRHttbTA0cKb/b2VXtak/n0EmBkGke2t30dpXw2p1a61/PvUtzVdmGT6H+40WqezzOYoPoUWyOSAJdDOqJ2tMkZt2Ifh1LYeKh2tceqeJDgraWX+tXHpjfGauWoEBq1n0nwEIJMfJvCOd7xjMRPpQ8AE9Ja3vGX3e7/3e4v2wDNcx4wEwH/8x3/88uzb3/72hVEA6mgaXENjuMUtbrG70Y1utGgQf/Inf7JoFJiayAczgLHwHNf4DUOQMaz1p5dGAFppuTW2W8rP8nrMYh9hqNXO1rO9eW8xxNbzld7W6KrX3hn6m3m+17azSheOaL7uCaWHpK2ax6boIxtbVesRUNd8ldB7A9oDuXpvRNCHAHSrXWvcttY76kO2tdXGUR3HutfqUw+U9DN4LSOBAHek/T//8z/fvelNb9r91m/91iL5Yzbims/AENAeeA6pXw0AZgFzIPGMZi8YA4wA7eKGN7zh7r73ve/yDKYomAB1wnAwQel/gMHAGHp9OQTIM/XKHWkAI61jTfhoMaG19m851G90rQX0pN6rPmcFnbzWWrNbAXKLtnEIkF9YwQDzrAm+I2F33/bNCNtnuk9hreFVW2jd2yr9rKnFWwcl82Ys/Ajge/XUcVmTsEZ92NL2HN9R3a3newy9Xm/tAUCKJx9g/OY3v3nRBl7ykpcs0jzXAG8Yhs+gHQDkhqtaLmXAJEhcJ5+Aw4eyYBYwlFve8pZLGfzGhHTTm950MU3x/Fvf+taFIXzMx3zMKcPRpNTq4zHSmkaRdc3QQ87JCDRmj4VoXV+T5qtWOrumegLZjLDVa2f+n5X+R2tz9FyrL5nWGNTMmuuVt2+bWnkOTZs0hS2Vjia6gthWrp7lzCzKXpmjxdprw1re0SIaEfxIImz1Z01SHEmuLSY6WtBVSxDIAee3ve1tu9e97nULM0Di5xoJyf3a1772wiAAc4BdZiBg130IySjMx7NoG3ynLDQRmACaBVoE929yk5ssz8CEYEx8x9+gaUnT1taF3huTralFE2sao9dr3tbzNX+LttbWSu96j5G02rDPGK1pKfV6az2sCZxr9L+lfRc2mJpnGantWMOYYwkyV6ijecuAtY4aaOUfLeIZzj0C3Z4mMJKMelJcb4GMpKa1ekfP9cpotSGBf5SvXpMhZB4jjAB/mMGLX/zixRegUxjw5z+mIvLJDABngF77P+UYeqr2UGnDcFQSz/KBCVCGpiW0CsxHhrJyH98CTAPGAGNKqTo30/Uk0Xqvt2CPsUhbbWjVt7XMkdbeooUZ2lhbL7NCyiGpBaIj5j3LOHp1nUyagmv+ffvVKueKZhKbNYW1QR8N9pY8tfxWvirhzvajN9mtvK36Zvq0RUsZMaA1KXJGglsroz7T+p7/MdW84hWv2D31qU9dwF1NgOv8VzrnAwOAQZCU2AFstQDyA/buP9AfQD41CK7nd54h8Rzawxvf+MaFKfDsbW5zm+U7HxgHea9//eufMhod0FUoSTBeo7mq6bbGfDTWo2utPLNAN1PW1jRD1yMha6ShHGKK2UdI6pW/hZldCLyZ0ajOcq56WsYWwflM3qfQq7ASwxbQnskzU+8sMI8If5YJjOprEVZlDFv72SO2JIpeP0Zj18vPB+AmquhlL3vZ7slPfvLu93//90+BHEYA+Cv5A+JI8nwnxJT7mH30N8gQ1CQEfhiGpiXK5ePuaMpC+ucedbmXgTL/6I/+6DTE9RM+4RNO+0L5PMM92lH7Wfvcm9dZeptdgCNamRWMRgJZT1iYBaktgtbomZm1NWr/KM9o7nrjONLGW+09WdEUWlgzwoY1zWtNeGul2X7PpqOEpPby5STMqJij8lodXQO/2XZuzd+S8nuTPapvxOlHBFzvt8A8F0ktv+5Krm1qtR2pHJv9i170ot1TnvKU3W//9m8vwIx5hmcAX0AbUOY3fgDua67RXMQ1Ph57QbkyBUNJPQqDa/zOIzNgJvlCHuqVofD99a9//e4P//APFwc0vgY2w/EcDEHm0FqMsxJj79osEIyu7wvOWxjMWnktuqt1rAkqx2xLr/4efa+N+Wx9pK30MJPq+M6M6751XGHmo95v00gKm5VUZjo1muRjDW6rTUmMMwQ2knAss55S2gOqnnbRI+aWmttr+0hLALiRxH/jN35j9+xnP/uUISD5f9zHfdziU0CD4DmZgGcaXe9611ue576+BsxM+gh0Cifz4Dtlw4TY9ayjm3y0B/A38olEuX7nGe6jPRAa+7Ef+7GL5gCDICpJrSZ3QLdMA61x6Y33TNqy+PcVcra2Z9TvY6fROO4rnPV+j9bOFSlEbh3nlqDXw436e03j2cIojnJ09ozamNdaALRWRo+ZjCT0LZPYU1WzvLRD13aMQgRHk7a2MFoS0lq+HgGMxqbWY136DHAoP+MZz1hCQQF2wkFJSOUAN5I8+bHjk5DcYRj8Jw8SOknJn/8Av4fiUZ/OaLUI28R1njE6yQPy1BZ4nmuUR1u5R5tgPjAzzFwwJbSaT/zET1wYBe1Xq+GTMf3Z/9b4b1mMo7E+pvAyAza1Lb11vJUpHmquWCtzX8l3Kyb1xmmUem07NuOpwnbiyuzYzLbjKNFHMwNwiMo0Mj31JILRAPQYQC2jtfh7DG0kabcWzaELZyRJtJ5bI/YWc9ZsQ3QPDAHpG3AFQJHIjULyGSR5/uPkRSrnWcDZKCDAmWcAZP0OADO/q/Rv9JLhq1zH30Bd+Cpoh21Q29InkdqFO6rzHCaYBm2kHBhJdTz3NIaexjVDl5laZc3MZ0+AmhEW1gS5KklX4On1Yy3N0HkPmLfUM5tm5+tk0udyqMWjl3+NvmobR0L11vE7mCnMdnwGjGaut8qakQhG7RqBaf0+KntLvYemnmTVkmRHDKEuyHwekP7N3/zN3WMf+9jFZOShd0rpPotJBoBV+sdkxD0A32vsZwB4se1TPhK95xdRls5nHczcQ9IH1NUg+Hj8Bdc8N4nyZGA8Sx6vq4WwK5o8+Dpuf/vbnzIw8sEg/D073qPrPYGiPtMC+Xwutc+eRDgDTrPtntEc8t5M+T3TyWhdr4FZlrWPRnEMfLgwYb5uMbcePYzmt9Yzo/W18s3SyGZH81apaDbPyPzS+n5ImmEih6p8owWV93v3tqSeFOv3HmGNGAIADEP4hV/4hd0b3vCG0+MqAF7+A76YhwQvywJgPRYbJy8SOiYcrmFCUpoHhElK8jqQDVs1konfRhnxHNfQXFJD8YPmAAOiHu6RR4ZDPb/zO79zqsnwn1BVGAsaEM9pEhstptaY9fLsC1qzzKU3/xV89pEY1+h/i6YyA2KtPtTna+qN7T79HfWhlXrt6knseX1GwKjrc+b5Xn2t8s9sR3M2dqvEfZYqYq8NZ12HaR9pZW3Se8DUy79W16jdAClA/qhHPWr3mte85jQayCMrAGilcbQCtQTfpYBpxzOKAFpAl/yANeW6hwHG4BHbbDgDoAF8mQz18YzlojlQfx6TIYNSk/AEVp3PhrdaHruu8Y+QB+bgqaswPfLQHudCn0Vl7q156jGI1nx5bVbiG0nQMwv9mCaOXhkzbdhXqKttHEnUvftr7ZpdQycDM3G9ttaeHhNrtWeG6a7Vd+bmoxFB9wZu1NEZyaDeX5PERr8P0XrW0j7Ev+WZlpS6pd29eZDJA76PecxjFvA0bLQ6dQVQfgOoSPqAqyYcEswBkBZoSe5o1s7Psx57TR58D0YpWZeH6PlyngqS+R4HkkxDZiEjMSwWU9Jll122MASegTloilI7ST9Di05b89Cai5TaWvRY53U0V1vpqkqMW2l/C03Nags9hrkGgiPpf20cZwXWXrrQmYNDmW0ttzeGWzDxGGlv89FoMGcHuscZR9x2pJ7V7/X5Vj0jLrvvYO8D0IdMai6sWYZZk/cAT/YiEHpaGYL5crOZJ6F6ZDU+AzQEgFxgdQ+DZxo5DzAHtAjDRL1OvWoG7k+gPiOYNB2ZdEi72U0m5E5qvqfUT/te+9rXLs/d4x73WHZBe1aSdNLa8Tw7lq25GC36CtytdSbD7tVRr699b5Uzq4HMSsitZ/YBvVY5sziU/dq61k4a8zLbti3MeK1NPZpo1b3Wn6Obj45tftki+fQmtCUl9DSWLYQ0qneNuLZw9REDG/Wz98ys9NFKmo2e+cxnLmYcJXDvWabgqYYAWCN1G+HDfUAWBmEUEcnTT7nP5jJMOeTju4zA59hbwHsT3HOQ4ahI9m5ya0nhMgHMWu58dqH6neuYxmAQfOedDZSdrwiV0bXma40uerQ3mttZAK/t2CIZ98qvQN8a1wTZliAyk7bQ45b2Z/mt7611N2rHyQrOjNpQ69iqjWytp1Vv69nZcjYdc7EmIYwGckZdnUlrk7N1EGaAc6R6Vi5e695X09iS1lT31vfKPPkggbPhC7BUQ8gjrPkoQWvK0Saf/dRMg/kIqR2gBXy143MNDQOw95hr/QWUCbPxaAzMSYa+ehS3nzxl1d3Qvg/acFc/lm3UlP3lVFVDZ+9+97tf8qIe8vKsTLA1NyNJfo1GfK43Z/vQZYvB9NbuPgxjtP5GApnXegElrTL3wYy6nnuMYa0dFw70k6zN4Rbsqwy6NZ/7ag9XyI7mVmpNzDGkhV5aU6tr/TMD2iO2kVrcassWjWM2zY5lrcffgB+Ay8Fyz3rWsxYtQZNNStkuau9RryeXKr0Dokj7OnwNLSUR4cM98rChTTs+gAwjELxhCNznGhvNjDpColeaJy+pvmGN5z2QT8bm5jedzn4nL/+ph/dB3OAGN7jkzCX7R/JAvpnF3JKyW+Pey7P2vM+upV7ZtYxjWQBSKuZ/nnyb9W2V2vOZGeGrpS2vlXPMdKG0qWpW9Vqr/7P9qfdbv3t1XKHvaF7jYiNpa5/UUm9n29crq5V/jZGsSQXHZAIj1biXBMF8xuOtX/nKV+4e//jHLw7YdM4mQBkVpGQOwBsqivTv+UMwCJ7zPmCLVmA0Ev/RIqhHZy/lAvYwGI/MAJhhGCZCXKufQRAXhGRi+hn4bvSUh+uZZCbUR+LkV4/cINwW5qREWR3Z9eU9+0rXozmcoePeMyOpuIJRiz6rBrSlvfuA/po201s/swyl9bsKdiONrpW21jvK12MCh5S77zN7awqtAVwj/hnVz7Jb97ZITb2Jz/bPljWbRs+ONI+ZvvW0jVreKOV+AoEOkGQfAhoCzldPLc1yMxJHs4zXPHkUxuA7l3Uqa35yYxl1Yp4RhC0fJsJ1fAi+XIff+ATcgezLe9A28hA961ILSBDXXATD4mOe1HxIHo3Bvgzaj3/B90JoPsryR3PjOHt9JNm1rqd0OZu3Vfba/a3fs7xeHTMSa2VAW1KPvltMYoQlLcm91cZWGmlCh6QeE95H+Mu0jwC6t6awRnw1b0+Cn5GiWgM1C8A9iX7tXt4/K1Vz1M4tEtDMQmjVA/hymB3HYCMl+y6EfCtaagyAHQ7Y3DFslBBAD5BrruHDdY+zxgyE+Yc6eH8z4O5eBV+aAzDjQ+A9y25A4xm0DLUIo5RI7kK2HbaXj3shXLxoHDAZAN5NbTke1E270Jj0l9BGPmo9rbGdAeueBLw257lmerTQKzvXzCH0W9s00hha+XrSeG1vr/zalqyz7vhea1+to7f+Lwzem5L/Dx3bXuqNzz517cN8j3720YgjtwjiGAO7VfJYYwY1T7b9GO1eG699pZetCXAEBF/1qlctUroH0dW+8j8dtgA1+bTvZ1QRySgkpXP+C6oAL4CsM1cn7jve8Y4lL0wBG787qCkLkMac49HcPK9Gon9AJqBGQfu9JgOwb2oW9o0kc+N8JhmJDmsioSyP/Pazjn1P8OnN1Zo2OwOQWzXvqplWCbXXxlZfs7yZ/o4Y6L4a0VoaadUjTedkxXnbwoEt+DAjDI/aXft3TAZ1dJ9Cj1jWJI61NCP9rxHoTPkj4F0jzh7TG5W7pQ29vCMwaUkbfrDtv/rVr14A2XONEjS0mwPqAmGeJupmLz6aWFKzQLKHGaAlcA1JHQ3gxje+8alZCJD3iAuAHqahicq3tlE2EjsJQNcP4Vvb9IHIvOwz1z1bSX8HKZlFnuHEf9oCY4A50W7OfKIctBe1my10NlqsPUmwt+hn61oTvGbqnamrljHbxsy/9kyCd6/OUd2tNdUSVlvPXVjZ9zPzfVZI6AkULVrYqqVswZUzYQprk0PaqjHMcNBjpTWpZ8Sp877ft2oxW9u2tWzbq0mF84D8rWPYIx90IiuB8yyAbPy/UUUyAa7x33BStA+je3iGMnmeMFT9Cp57xD0ijuwTjABfg+YoyvB0Vcr1dFPz5uF4mr+MQOK+O63VEDKkVU1C/wH3YAYegyFT8swk+zySuut4bwGI1rVax8w6a12v5a0xiBkAzXutNdBq26idI7Bvtb+3xmrbj6XNkFoMqqY1PFvT9rbOZe/aVg3ioB3N+3CsGY1hK2ebfaZFpFsHrBL9TJoljrX27tPm3sLkP47Vt771rae/NZn4ghwYgqYW/mteAqB945nSOUmzEMwB0NdZSx60DUEfzQSGAqPwwLqUlHx1JucqCdzkR7sQoLlO+zz2okYkGUqqozmTZi9SfdmOjm7a+sIXvnDp633uc5/TqCfqnBnj3piTtszfIRpwD9BG+UfPzTK1NcDf0o6aRowir6dGu0+6sDIGLexrrdVe2sdysGWPR6+NZ6IprKlNayDWa+SIG2+VtkaDsQ8za5Uxe6+XtydB5f3ZvvaSAGmYJvklLED7CU94wgKY2u8zJh+twaOsBV0SebWtmx9p2j7k+5T1KcAkAFnPGSJRPm3w5TcCPM/gsE4JUJ+Fm+S45juhPUpbU1CCaB6ERxtptz4Kxy+1Cv0eJKOXMGfBEGBSmqo0OckM6xy2pO99GEItd5+0r4Tcuz+zJnt97Zlw9mFqPU2ilj3LGFvayYUNJqnW/bU0ozltKWeGWZ6Z+ag1GT2VsebppUqALeLL/z3G0mpDT3JrtWGL1D7qY0p3+2okWV4tfy0BXuzWZUMaR1doRgEcAWakbkwkhm0qred7BgRazSseXKc9X7BWmq8mG6/JmARyj8KgPhzIt73tbZcjL/Bx+KY3GAXtBJA5wI52uxEO85HvbMhD7DJEMCOPSJqo0uHsOMvk3POgZsQ9+kmoLvXx1jbPVqpzXedudK81l/syjX3TGoCM+pTpEHBvYciWlKG/Wd4Mg+u1+Url1bi1vJGQtwV8kwFVTbCaxMw7K1wcSkNHeR3n1nxrxFAHbFTGLIi3iKI1EVvqmOlb7/ljqrZVAgNceVMaew8IOfVgO+4J7B5xrcmIZDQQQOj3jOgR6DUj5b4A61Za9z0JtC+PjfBYbX4DtDAhdhPDLAw39bwk8qNhUB6Suq/cpH+EqTqGeb6STMpx8Rwm210lQhlCmp2yLBgYzJMoLZjSDW94w4WRWeYsjTs+FRTXaK4HqCMt+KxSq0/7YkGrXyNc6K3nkQZT82YZtawekzyZNEcnuOemz1Z5LQG3p6HMCrA9AXQfq8jem9dG97YQT4/gj6GCbVmwrQXXW7C13TMa0DFMVTMmJ46oeOQjH7l73vOed+r4NcY/GYKhogKqYw5wCooAcL4vWck5N3LxMTw1zyIiyQxsm/k9+I77mGfcQQzQe0wGdaMhuP/BV2z6fgXAG63BIy1yo5wAb5s90pvvMrHUhHJcc8cziXrQtAjbpW78IL5etPoqRmmrqaEFIjMLfCQwrKUt+WfW54wGseV+b92OQHVrm9cwaMR8MvXe5z7btuzXWp5MlUb2ET7P7JiLmYH4q5L2ae8MNx9JOr16ewu/x1xSyn3Tm960HFXxG7/xG6fArW3cdxIopZMAN0FeCSfBNHcO51lCgnvuM8gNbtr5+W24qUdRqIXw3zehcXyF71fgv7ujAW43vWn2UpORoekjkCml41jwti8tqc5xzf7ZjwQbmBIfGBeMwb0XlrEGpvuugR6djYSNWfrtAUqv3L+qaQa863fzrI3fhRXNv3W/daxIi3nVMta0odqGSnuj57fQ35kwhUMBuMWNDyHS2UU7a4raUu+Ig7cWZa/OHufnOiD5ghe8YPe4xz1uka4zCqe+V7luGrMMTS3pP1DL4Fml8DwqgqR2YH7yarP3OGzbrBbiW9l8BwLOa7Uaj9CAmegE12yl41vNRFOSTnAYhzupuebrP9WKjDqiHfnmtjz8T+bh2U6+/wGG8LrXvW53q1vd6vQIjjxFtjc3M/SxlbZ6WkSrrBQ0ar5ROfvQ/Gx/Dl3Ps+3IulIAOLTuC3sy3ZGmM2pXi67WhIXR3B6VKdTGjLje6NlZothXFT5EfexJ6z2VrCdp9AiiN5kzBFGZBKDEUddPecpTFv+BUnOVcgVoD3tTok5gTGnaXcNuMDMctR4mZxtkBmoUnmaq1C7Y2heuA+juhkb6Toc1z7ubGF8CAOyLemQetI3+WKf99T7P+OY2x9F9DjKnZG4tDUHmI0OkTt5GB1Ngl3OOcQ+IWnN3FuA0AoO1tq1Jw6O691nHZ5lG+OPcrq3BCxPrspd645719YB6Vqjo4WhL8Gw9d4X4FGZU0rWB7qk4M+pRr8y1slt1ja7NcPpjaBWja5YNSPJ2tCc96UnLXgNBW8k381JOPQpa53HOT0YR1fBOUjqes69+T/OUDEgNxV3FMqQ8mC59E4awssHNjWMyH8xK7CzmN85p/CfUg0ag38Td0PbbaCba7Ks+dRKn6YxPOqlz0bp3w/dAoDXwLAyr0naO+9pcztwfaY9bNfDRvZk1lvmSNmaYzKhPvXvHStaRWusoX6aZ9TzL9Fpjlfdmrply3a0JAVsZ8UHmo2MshlG+kRS+hZvPaC+t/FvbXrn/MQk+n8U5+4u/+IuL7wDzSnWWZkglye8CsCaYjLLJt6xlWQJ2ArhAnYSpViB4GvevlkDStKSfQ7BX0pepyFgAX67LjHR886z2fBkBqfoVfLmPznI+MBuc2oB7jaCSsSWT0l9BUlNizNVSDpF8t2qu+UwVQEYCyVZBZZZBbelH5juWtrClX9KXgkK2o1fGycBSMKNx1LZuSWu0VQWyUV+20unm13GuTURL0mipOL0OZL6ZtFbeiIP3GNGhRNt7vtfOWeImDyGmP/3TP33Jew9q2/OdCdXkk0daJ6Ak6AvSWabx+8kAbHd9h7N1yRDcX5CH7ZHy+GufsR2+1Q2pn+eIQkqntaYd8rnvgXIBa4+0oJz0EfDf9zMo/de+1j6Yx7GEyXCf/2gedV57oL1GA6PUYwg5B73fM9pDi+Z7INfTjNYY0lbG0cKQem92DG2zQkXr5T8jDWwrI9wyx2tYYTkj/GrN/0wdRzvmojZmJn/ai31ujbtt4eIV+GdUubU0Q8iz9awx07VxFCjZiPaIRzxiOeY6X4SToZiCdm7IUgLWLMR3dxvnYXKpZtsvAZWUoagpnZMvy9EElKCfh+2RZBA6vtMXgjmID4sYZgIzyOMljGAy1NSD8aQzj8gmyXB0GvPB7OT3VpLB2C/3T1A+WgJjl5rYDGhsFRTW8tU11Mo7as8W+m61YVYL3lc7HglsPQG1xTyyHLVcz/iCdnKPS6uuLWkE3jPz22LgM+1o0VoPE8/EfNRSZdcaeYim0SqvJcX0BmaG42ZqOaN67WrVO+rTIZPF7uSHPexhiy09o4CS4bpgBKx8x4DX8m1nnhqabcr+GKZpPpmLJhZDVivzT5MOKXcKW1dK6NlOABeGQBnU6/lJOHd1Inv2kdFUlSbzaG/updNbSTGd4LZdB7v9pR0CiNqVedQSZua+d10mOso3IyUeknpraYvUv1Uy3qfNPSaxVZrHdEhos0ISAgIbJHOX+74C5RZtaDS++6bEmJ4WcSaawoh4M9/o+RnG0PrdAtTeghktpNb1GWm9V14+v7aIW4twrV5Ajg1p7EPI/Qe5NyDb4O9kDgKa9vgE8wR1QZTkwhG8BEfyA8zpL8jn+O4GNcvITWaGhKYWUjeLGUYqM8F85Hd9E6mdaPvXF1Df8ZB7M7J++2nb1HTsi05pTUm0iWgpw11nhYdWmhUoWr8PNRG01mEVWtbMSr229gSgVhnH1CRGiXrc3yKdUAb7YKAHmEOvPRcmmN6aMDs7BrPC5yx+7sNojrZPIQduTdKueWYIrZbR+p2pd312UfUmuVXurPlqH8YDeD33uc9ddtSmpJ2Ammaj6iz2P4sBs4q2fcE9gd42Z1n+ThXbk1LThCLzyegfNZr0L+Qu4tRwLMsD95DE9SEo/csU0HS8niGn1uXb3FKTMWLKcavmtdRW7INmJPdvyOh457Tt3SJpbwGarYLTbL4sc03I2kdaHq3rNWbRa/+h2hBJIYL/bq6UfhBwYPQZNm3aigH7pMqA952DWRw9c6bQAuq1huVi6tnRWmlk/mkR2xbO3Wtn1t271nt+1GYlFxyfAKFRMhKqL5nh3J3HPvaxC5hX6T6jjAS8BLr8jf3dV1Hy4btRPUbhyBwq81Hyz3rz6AuBuWoVqcnkRjqTmknaeq2DMSHRbje0qfFkxFDa+y2b/+6AdlxzX0WLGeUxHY59SpRqD4ShskchTVJ1Xi17BBT7CAjHSPtoFFvas7auesLXrDRuGj3TwhcAn7XGOoLO9AvNMu99tLbZMRvhWuZptWEmbX3mYKawRdJZU7Fa5W2RYmaJptbXk2hG7ey1rafNCM6YQTjeAacxgI/aCnC58cyyPAOIE0F5JsNOLa+Omf8FT5MSM3WQBNl0IKdt3WsJiKZ0DPfGJZmLp6PWc4aSqclkbJuLGglODUdpn/w6okksdMZHf4Pvc4CpAADJ0FJLyD75tjZ9H9bLNW3NnrnEfMwCXGt8ZjXd+uwWUN7CUGYl9x5db60nBZu813tmLVXtw9/OoXtKfHkU0XuaFNWSWX8pSB1LIt+nvB6D2IcWrvBTUveRdLY+Mxr81uLraSyt76OFkGaZVtk19doJoUGIOLJ4oQ0nbcIMPJpBwEmC1ldA0swDgQuilXgzTNQxSYAXFInLVzry/cbJrOxz7kxWsyApGafmwZlFN73pTZf/mHpgchyzkVqPZdZ5SlAWYHVSK6lzjf8CNL/5jh3YN8KRn/FF/ffobSONcpeyY2S/NCc47jIvNse5g5pnUiPCbMSrOvM9CiNa6C3uCsQzkuJIKp01cbTubQX21nOzwlctY62O0TXLrPegId8PjgnSY008Mwv65DnPrzLEuApaW9IskyCt1VGxpz5b6ecs0l77FOp10whEZzrSk7b3VdVa5dSBbS3QVt967a9jwm/A5m1ve9vCBDgv5w1veMMCXBk2mtFD+WwCdR7HkGNDyl3Btk0JOMtPsw3Xjf2njWoO3kvQ538ebZHSNUzgLne5y+72t7/9YqLRxMMCI1z2pS996aINCajZztqH7LfRRJrP3CBGO2UQLGbuUa8H5NEe3sfAzm6YcIbhOjaaqJx7NRLNSb56lKOxSR7OB0P2jCXGgygoHegjumilrRLxCEhbEv6a4LIGfDPCT5axxiS8fhYgNgJiNEQ0cOYzz7WCCXAN4YX5Zy7JxzvDM1ou075t783dIZpcvV7rmRVij8YUZqSZbGxt9JYGV1WwVX6v3ladLaIWHFpltoB+rb0epwAwPf/5z18YAlE0EGh1rJKqL6D1vZ5jlDuQk4Gk1iAAtqQfpe9kBmnjzzEh6XhLhoGUfr/73W/5TzQUGghgyWLjsLg73OEOC1jzKksYYt2fkil9EKnlCNLWCQjrE8m++LpQFrftZ7c388BHkxRJBpE+BKVI22hUFu1njHjfwyd/8iefvlOB14je+ta3XvwKLbrq0VIvtYSQngTeotW1tdH73WvT7LrcUnYPD7akWYHScULwYa6YY4MC1A6YO+ZXba+132QtzWpiI6yanYPRmOe1YzGEg3wKW9S8GeZyTEmiJanM3Bu1p8Xk+CCZIqViHgIIAQ+jHMxnpEuWkc7cLC+BMqV+21Drz1SZDkmJ21NDqylHk0pezxfcG8qqCefud7/7YjLibWQeGwHjQxPiHQ43u9nNljeU3e1ud1vs79hws62t//YxNYfUbljMvnlNB7KmMNqm1E+7YRS0BT8D7aohsx6P4bPalXVOYz7i/h3veMdFgiTPa17zmtPXiPKWOBhij05GNNSipy2C1rFNGpUm8/5M2+u1GcFxFlD3wQbnGrORGzS5xtxxzevQLbRBfdzLNdZKs30jrTGELDOfafW9J5jOtmXfdLQD8WqnUhqfJZbetUNU0BED6kl1PYkt8yE9og286EUvWjaWAUQ6dNMvkCGilqtJJ6MfasSP/72epqHKEHKsKwP09ZFVG9GnwD2l5VoGdepg5TugKVDe7na3WyR0JC+kasJmYRQwR/Jh0rnlLW+5MAbNQtaT7bcuQ0lhAAA7CxiGQ/l8N2LEA/D4ZAQV1w1FJR9tgGGjMeTub1/uw3cdkDrdaTPM7PrXv/6Shzn2xFfu3fzmN18Ynk7uQ2iwRYc9zbZXXu/ezDqZybMFBLekFiZULbnmm5GE8Ssxrwgt0BB5c6e76425NXihpVGfDMa815d9U08LbAl9rbaMNIsrzKfQ+z3icj1g3nr9WGk0waP+QWAQHnsGnvrUpy4aguah+q6BSnAtdbtqC9aTUkuVYGobE8TrwjLKSFu6UUDYxzUNmV/nq3lIgKtMQ/VbBx75lNxhDne+850XlR1fCsd5A6SYX2AiOGdtg87z7IvObyRw8hPyyXcBPM8fknnIrNxPwHekPpgI9cIQjEyiXe6yVguRQdlfN7XBKGBGjJHgT5vo901ucpNTB/caGFQpfEaznqHLnOOe8DJrbpmp+xhS8Zb6Z6XglubuTnTNiqRkBvmsWqj06Pq9MNmXNU1sFq/OUuL/sEcfrXWuJwVVUGtJ5WuS+2yda33o5YFgcEhhHuIgOqRhX3hfTxdNU09tSwWKVt9aZhWTEm093iLvk7Jd5uNjiKaRNx4RIfOobXHDmU5vpXE/MATyA7g4aJGyn/70py95PUmUsnHUInEL6NXvwX0kcey/fADljCO3n7k3gLa6E1nHb2o0fGBetIXyYeAwiYxKom2pffHddz/bPzUcvgs2axJ8b/4rkI00iJY0ODLbrNXVa+uMNNpqX6vu0Zqq0n4ta1RHbe8aIGsirEyhVVdG7bU0k5p6Al5NM32cTWvjWtt2aH17HYhXv++jGuW11qTU6/t0dh81q0r5mD9gBhxTjWPVw9cE3TX1MwHHftRdx73nMlVGkMzD/ErStif3BcgUElhzfwKgl8dGeExEjd7Il9eQH7MZfhQcvHwAVR2/MAKAFOmdZ2EelKWkzW9fmamUz3elcZlHMgWZQW54SxDwoD/HAuBHc6Au+u+R3TleyVzRLLhvpIqMw411LUAcaZituVxbOyNmMbo2AqwZRrEltcA67/U0mLX617SdihG1v3VTYQqdtQ18T59Tq7ytczPDDLYIpLO4t0aDW9KZvo6z19DWwK5JXvk7B2uN6Gu+mXoBAUwOmIme+MQnLuYPX8hC/nqyaEvqr2p+7uqt+bJvNfxUqT4l7Gx79s+wutzdazsSWAVm+5K2eSN/cszyHCHuyVxwIr/+9a9ffCqaZGAIHDpGfkEfsIe5+pxMB/OMTmPy8d0IqdxcR72203HJ8F6Zhe0lr2VqJkID4Zk0JcmY8nWe2KPRLGQ0ahR+r4Azor1Rmlm4PUFjpuzartF6aT03Sr2dwGtC4yFCXb3eG/OWqUj6z/W4b5v2ST1B4axoxWd6987Ep9Ajnq0calYl7D3XI8ItxJ73+CDdEmf/jGc8Y9lfYARLagQJ3K2QyyrNCyRVKlVr6DG5bFcyn9RM8rlevdlWgS01Cftt3nx/gOVm6B6mIYASkxpmH0JRuQeTIAwXcMUvQHguZhu0C8BXJpdah6Gl+BB8M1qCvx+jRmRoafbxvtJ8+mr0V8BwiCyiXvwevpwozWuUgxksj8Zm7t1RLrOyjTLJWfCqNFgFikw5v+52z7kgUT8CC9doM3OiU76CX9LB1rW2dU3PaAK1n1tTa70nA6i78et6Ss29V96aBpSpNaY9oXgG79bqGdFVq5wt83hQ9FGrUWsAPKumHSqJteodDaLvO/61X/u1hSloRpCoEiBzMWfYaGsj2mgyKnjXtgqOaaaqQG/eDOe0LamV+LIavgMg+kT4DWBrEnInr3XKLPiu6cyjqWEGROrwHRMS9zEhEbZJ6KrvQ+BZ9jO4U5nfaBQ6ct2IprkmmZzATPsoS9+EC1qHt8dc5+s7ZSAZdcJH5zLf6btHYqDN/OzP/uxphBHt53n65us8YYK20bkjL34Q+mRbdID3aDYDE/Ljex687/4XGJpHhtt3aPQxj3nM8p971P25n/u5y7z0Umv9rQlRlYZb63HLeq7XDl3f9bkU2lrCVRXEeuW0wHxrWlv7vVTb1hvfmXK2pqOfkjrTmFbemQGflUDWJrrWiR38BS94we5xj3vcIunqXG05j9POXomlOplbpoasuxJcqrfJbABdnZytCInMn7+t39BSy+e7IJSvqhQ882x5ba6CssdX8P9GN7rRAuaAqfZ9N3/xHTMSu55xzPseBz6AnAyBfvHRqSuoO562j+88R13uWq7aQB6op/lJad4wVMpz7waOZ+YbUBXE2XCH9E0fiDYi2Wd9Hhn5pKYAQ8Tn5LukldgBc+eNPDA1+uF/xtQXCfkOidRM7V8yPJMaQmpOaEFssNsi0VaalB5HjCOvVYaxliojGTGL2ZRaZUv47GllKVD12lK17a1A22rPCPBnGG1r7I7FIDbvaN6Xk88SZSvPmtp7CAdHgn30ox+97EIGJOq5QdabqmlurLKslOJzMadkZ74021RmUsGdT30HM9fcdJVhsBm6mcSvTdw3lqmFqBWQPOMotYsa3USYJgAGgOchYpiBCNukbEAJaRqw9dwm9xQo9QJ61Jcv2vFtaTnumoR4xj0DtJln+Z7StOOSGoLRUxlN5GY3gBvzF2YumI5SuP4FfssIjc6SkeULfEi0G8HCY5i5D11xDZ+LGgT53dhoO42Z57mknWpq0CRUaYdrMDGuuxO7l+oa2yKhp8BS29hbu1sZU0tKXyur3ncNZBkjISrHstXOk0GbZlIPu2aF5rruZwXjfHYrbm/WFHrEVCWMnnSez9QG9xxYM20a1dNqD0SBuehnfuZnloWrOaUCYSWanvqdhFYJsYY9tqQV65FpVCerDuBaZz5b7eyVqbkXQYAzEsc68xRV253MzsP9kP5x2PJd6VmTFG3l7XCAqTuoDU2VkfAB5HmO8imDj/fSp6BT2DLI734C3wqX/bfNvqbTg+6U6g1/NaLoy7/8yxca8BnajHRPHt8/oQnKyCbfCIcmhHZAO3kG4EeToQ4c1s6dTMX21fdXVBNS+imcQwCf9lQNgjo4ZJG5oz3QdF2jlY7XgK23pvNe5m0Bb30+6bx+r/m3pFYfXT8yUcc410XFnFbdJ521PpL6W+07VJCubdhS9ppAfTBT6A3e7LV6v6pzWySXVl31mR6T4RqM4Od+7ucWZ7Jv4vKeQJhAXetrxT7n4kiQbpmWes/VdgMQRtDkoXStMatRR1XiN+beuP58HWfVkKrJTMkbnwFMwV2/mjr47hHgAJNHUKulWJ8aisyJtiBJ55g7bppG3FyW726GKVEfyc14uSHJe5qKPD8JhzYAy4F9gKhMR5MW1/R3JGDznb7Rf8AfgIZxkHCmE90EA8EfQVkwPJ7zFE7HNrU5x7bSQOZz3nXC51vjfJ7xQFODsXIK6No6aa2bCnxrz68BZu+5mfz71G1Kwa51YkDtcwoSW7Cql1rax4yQOipv7fdWjexMHM0tNaXHkUZaRa+DFSTXCK0nvbQ0Ej44Dn/yJ39y+e85/DnpKdHns6025L36+krbUsv3emVa+UyNjqhaiPsEek5uU5q03OxFfqJs+I60n45ppeJanyCFyYUPZxwBioZ9Gnr6qZ/6qUsUEs9r4vG01TTpcA1bvi+zsX1VgtaWrmkJ8OV5bfBI5oa7qu0A3L53l3Kog7YhvQOegutd73rX0/a42c3d2rbb+QXcKZejLsijE53rMEGZlowWu77MLB3j9Y1vVRhwrpPuZLCUhzCjmdMxQzNDi9NE1VpbrXVR12Hv2brWRutzTahrrctROfXeCOgc3zwNN+usDujWutwH/7JPlpch1K28x9IgjlnWUaKPWsA289zWekadHqm6rbyo2j/1Uz+1LGSPb0gG0Fo4VVLIvNm+/FQppZbl/QRtgTAJ2pfG1HcapzMyw+8EihZTIo/lASCcaIoPAOkSyVupybam/8GFhp2cM448bVKnMmUCXHe6050WZoGd293B9gP7vZFORhR5Rk012zlO7jfINgi8liOzy70WgDXSPACOVsMHxzH/AVT+3+Me91jogcghj+uA4eU7HTRtoVlwnb5bj9oP40f4Lb8xI8EYNT1VgMpd5/6u8+jvlHh1MiPIaC5S2+Ia9+gDR5qvCVEzQL91fWY5OX+j/D4zKnsm1bpcQ6l5prBWGUNPgCRVHDD1xjgFxBTU6nMtYXmfVMf7w8IUWpM4kkry+xY1rFV/67nWZpXaDhOS3iMe8YhlUWVUTSuWOaXvFvjX/mQ/c0FXbaLXxtZ4tZhGfaaOd9pUqwlMqVMpntBFABzQA8CQ3LONlSm4VwAAZJewh9dZL2XqN/AZpXXy85+2IdkbcUQEk3OQ78g1xFSwz3cmk1+fgf2mPMqlHI/xdg+FkUCei8SzaBxullOiyzOQ+M7zmmuoA+dxnVPy6XjmPw52o5Okr5zLZJI5dwla+o5yzs0vk2SuYGCMOVoRY2mUWYte6loaraFK86NrvTSzxlv0O1Nuqx8KFmnuq7TfE+b83mOcJxOMq67x1ppeK/uQ1GpjS2A+U0fz2v2eujXibC1QzLSPI9pyULnxIbBL2UVfJ7FG/ng98yQg+D2l3GQItrnVv8xfibY+m76EHJv83lJL046asfqAF1I81zgiGlMSGoPHUKSEqoM2JR8YCBKzYbIArUAGoyABoJqLPDfIGHzs+kjtnmZKMiLHumwH193NnQwKgOea70RIzYl7mG8wF2mLVwiwH+5Qpx0PfOADFzBnHHh/Au3gWBPqYxMj/bvnPe956mA2gsiP75RQkEAj0mlfpf+ci6TPnC9/V0nT46BvcYtbLOPGd07qpS60nQyR3ZJmNIvetdb9ljRcf/fWfq99a4LVlvZVJr3W/wtFc0jm3tIwWppTzbMvYGfqMekeg59Nm5nCTAUtgKr38/+onK33BOm8z0J+8pOfvHvxi1986kOwL9mWSjQtwh05olttqlpI1rMm/XtNKTQl6VpOSzLJtmYfAEls0AAZIOhLSQC31BZS4tenYFlI5TBYyodJYHpRc1ATSaC3bYI+dVZpW2nY/7mrOCOSSL59LcGSukkwAhgCbXJ3skwrNRg+tJkNX5lgEL/+67+++7RP+7SlDkAeU1uekJrAoF/Ccfcgvh6QtaTWFt3lfLoJkHrw58AE0Ape9rKXLdoZWoPmuLU1OiuVb0k9ABz9PhQvetpMfUd5CnBb9xxcKAyhAn+rTT2m3urn1rlojdGxtI29o49aqXZyLf+o/JYal2X1VKPaHhMTD3jBFJTeasRBS1JvcfCUoP1dJb2UPlKrqO2qfc2QRctKyTLDUlPSqUwny87f6Tz2dZw4hAFGnKdf/dVfvZxhBOO0rfm+5urA4zrmOBguDIUysNNTDzZ2GIwmITeVJZBmPy2P75pecsw80tvyMqIJ0Ecz8Bwl8hBB5Gs7zZcRPWkKk5Fksh2GoALyChuWk+PqEePJLJwDmWIKKz2N0f/5NjwTmhzA7y5s+kg5jK1z4L6QtVSl4NqWfdK+TOYQ5rT2bGuv0T6Ae9LBtDqXrSimWY2oxxBrmtEyZss6kzevtRhBpspR1/K1uG6PI/cIOzkxH+yt+BFYUC7MVNNdgDWMrfoTcjIS/KtZp9f+UcRRlpPgkUwhY9izHaaW6avFhLIvOIPZbYwJCUn4C7/wC5ffHiVB8qXnAmtluIwrDIAIGEBZJuKGLU1AgmmNsHH3dL5PN+nFHcjOVe1nMklDVjVhqWFwX41Bp63Ocd+8leNk2z7pkz5poZ88HK/6ipwb57VKqTKGFt3Wua80lvXQDsZZUyjjxhhj/vLMIxgCPpq6Jkbp2FKmdY/KndEq9k3Or3PjnFUBLTGnhT0XyvjV8PKkQcvNTZTW23I2H9rnSkOjsvZhEAcdc7FFyhhxs1GHDmkPKvcv//IvLxuMVL3zCIeW6l6jFCpjquBQNYJWn/JeK7+/WzHTyaDyWl1Y2feeJJobdfhgKuJYB0xB2NOxrf/CL/zCEmlT32FbNRT/C9SUBVgBskixbtJKM5tOZ4/DsN2am7juhjT9GT4Pc0hGnOVyTRu72oFmQrWUZBBGLOlbqqGDlM8YEKXmRjmd1WoQfHSAVzpJIGr5DyowJd3ZN81Rlqk5Tj+N5ilMXDjTYQgyv2OlFnjPptFza4JiC/Rm68sxzDHNuWitn94cmVJI9F4VHKvAN8MQKg5WTMryR+X08KD3+2jHXIx+t9Ih3H+NYazlY+HwHoTnPOc5p3HxHmGQ0niWk5OYhJT9qYva/712Wm7uYaiTr3Rdy6z1pukknx2NVQuo/M2Y8P5hAJBoHBjDF3zBF+we9rCHXWIqqpJUbaPt8ygJpeOUlGQC7q+oJ53KROynGgqJ7+5nsL6M/QcQDdnkoxOZe24e835K9tzHFKNvIueea9SHWcaQYOz4MkfmgegkDv8zLDcBO8+TSqaR85DXvO691Io0nRk5ltFlaFj6clppdv2Mnm0B1VmlEQ2v4VEd33o/n0nBogWgJ4M+tzSLug6TVnvtaTHFmTFvMZEeo92HsR9lR/M+aY2pjAihJYXXhF378Y9//KJyK2UlIVT7rpNnHwWtnh24Z8uvewTqxNX21pDTlHCyr4JBSxXO7y2NoEoy2R/CS/G5EN8O8H7mZ37m7klPetIChvzO12emzyPLdM8B4Owu5FYUTEtKzrJ12KqlCH4Z6WPopWYCtQmS0U15ZIlzb4irO5y556F4vq/XxD38FLe5zW2W53E0877pL/mSL1nazdhwgKJnOaEl8Yzhom6iS80057e1kHNeq7ZIuYwtwQE5VtJ0zvNIOOlJlZknU29t1TSbb62+Q5JtgDakH1N9P0jVeL1WyzO11nFPs4D23LDY0mh7zKGm0VyNMLjHZNaeO8qb1/YhurXUeq5KUz3uaF4Si4UjsN2glgeQZbm1bwlYVfLIc4da+RO8W+1aI4a6qAWHjPqp7W8RZrYr2821+m5krmE6esUrXrEwTxzF7Pi9//3vv5wY65lBHgAo6Dom2SbDIW1DSu5er6F8VUpWe9GMlO+W9r4RWLnAZFZ8NPcAyjqibbu7gi0TRgGoo03oD3HcSZSB2ejLvuzLlmgmxoeEhoDWQFgvKbUix8u3z9EWyjdkdQ0A6vx6jTJ0uFfGUMvpAVjNV+muai8tgcnfZ60xOAb196jenhCUNFaZf6/eCwMwzXWf/5NOXQNZRx3TVtmtPs3cHzGsmXIO9imsca9ZbljTWicqx62MiMQkYDZ61rOedXoUcdrqexOcRJ+mnjwaIjeE9dqdZqd0OrYIrTWGLYmmpUFkmS0GloDbIkYTbSTWnTOgADuA8nM+53OWd0rg3BRU80TV6isQ9JN5VMlIrcC8fJT09Rc4VjKvfOVp9t9jLmyH/VUyd8ezkUY8w3VPPEXbUNMgIel7zTnkOxE/jAfnGbFT2Y1h/PcIcPurJsNvxk2bP21AE/GU1wSJOs8tenZcZSpJZ3zcLFjLrKnFMFrPtOhkBlhmpNc1jaIl7CVjnMWSFEDSR5h1rKWThqZtqhhgPjUE6dn9MTWabEZ4HrWzBfw9/N2Hee/FFPYhgFYnR1JT/d2boFoHYZZoCUhxlSGktNBahAmsPSdSZUy96KNaRms8KvGn/yKB1zzVdJNj0tIUevOT+aiDKCRMSBxRgQSM4/J+97vf4qRXW8gxTMk+2595Uqq17alBZH+0xQuAgqz585C/+jrTnAeBn//uW8AMlCfN+qKe3HOguSmZm+cq4TRnLwA+F8aFctxJrDZSadR7MnP7UWmhzlcLAFMDquBGW2hjjXqp66glbFSaWGMCuXZGjKdF47PANJtvRN8pJPQEL1KeVNsq+0JDe6ttdA7Uxp0j6CmDJNYY9dq9NUF51N6Zuj4s72juNXRtwOu1HlGb352oOE89t997rQXXmrCM/a+grrRbGUkymtqmLL86XVv1S9BK3elQ9ZkaDttKGYHR0468DjHDFGAOgCgSD9rC0572tNPonMoYdKJmFFFuQlNSzhffpI8mtZocD757mqqLzXFLbcE2kBwrNUP+u+HOTW6UhVRtG/WF+H6GlOa4jpZAHWgR+KbY0YzAYT1scKMOHeu2T59FZRQ9qbUl6VUm4dvukj6853swRkygBdQj4Wp0rSWcJX32GFPmrXW0JN9e/lZaa3sVBr02wpheynKlVSO/pEMYNb8RJNwsqdBS56+W2Uq9cVwTtGeExCuEKbQa0SLOrY2d4ZY4AJ/whCcsWoKq/NpiyQWbbUrGkFJ8mpayjArQWY7PutEo22NbamRSjUZKUE2QzDwVZFraSJrBMrE/gb0GHqFAJNKDHvSgRetSFfb5PPE0++GiyHzpA8g3h9U+pHmEvL6ERzNcRg/VMfKoC81D1Im5hn6kc94ylOR5DoCvWo+Lne+U5bu60aK4jpZB+ZiUuEY+zVJGMiWj6NFI0lkrUivn1jHP57iXYbb57oakh1pWtm/LGlTzIcEs1casM9ufAQQtoay2YxaYe2Xkekuay2eqdrmF+Zx02t96FtqgHfjnMgopzaQ5RhWP1vo42+aREH3mTKEC9ogQRxPRA/4ZTsogI9kCbJ7h05PCqmTaYhx+lGYTzKoUkm2oKUEsXwhTCSHLSwm/+kKSibSiKnqSWEr0lSFwDTs4jOFTPuVTTncV3+te91o0LyUfbfTWXe2ltjsPqstxq4xBaZ6UTDAlZM0umn/S8Z6mFUDbkFgWJdFnjoemLPKlL8I5wSmcEStV+9HkBBAyFpRNHt4rQTm+otOw0HocSdJNi3HXenPuksFSBu0gKIBxAXToL/WxY585hJnf7na3O91dnm1opd5a9V4KTmma8dj0DB7IgAg/aQ7M6LUsfzaNQDnXYe13ams57okFmf+ksSZbuGU5vojJNcvYq8WpMStkuBmz7idZk/pH47WPNnCFagpr3Ld2oMf9tqp0HNHAeTW+R1iOnECZ4JgcO9uVQJz1VyAdOa6r9lE1gux3JTCf77WtSkB1QbRAJ9uakku2CSDlkDu0LQ9X4+gKQlWf/vSnn+bXxwBRA0K5GJRY9QfkGDjeLI5ksrZBidd25p6FKm0l2JP0HeHQBZzZ5QuDe/nLX76Al+9IMNKIMj2llXuAaGUKtg/gY8c35VAnz6jtAcAAs3sUNBHYX/uT/c25r8JB0lvmkRlyMB9BAewreehDH3p6tMZjH/vY5XgS8jGOHDjIRsR73/veHxKe2WICPVCpbfKT4J8HDSZ9k9QwFQbcf1KZX299b5GMe+uwlpMaRfarV9aFhsbn8/xmvjErsmYQGjxXi/HwfSLME0fCQEO+ArYyhV4bKsasCdajsZllHEdhChWY1how6mQLaDOvBJmnYkJoz3zmMxebeEokaZfOMtOslGp7glFKEUrDeRhagq3PtiasMg/L7pl+sozcrJRltqTPOnYtRlEBwb67uAnh5Wx+QJW6AU4czpdddtnpsdGaDCrjTPB3bjT75Lyl1Ok8OE6pVqemlFFEmgeS6Xmwncdg8+Ggv6c85SkLWKZGwD4Mz2Vicd75zndebL857qk98t+3uPmuBLQpmKh7H3IMnFv7ltFWI+CqqWpM+j0AHqKhMPNxBDx7SuiPu7l98Q+MgvZyeJ50VAWDntZS2+21pPuq+Vh+hh/nGlKgkJnXHdsjSbyXKuYkXdcyc05rv7Lekw6jTHNdrR86yHUtTnh6r2/9y+i8KtxlnTMCcevZ3u+tWsRBTCE70ON0I042ozLVOlj8SGvahRl4gAwzh47EaututcW6UwJIcM18LckmwyBbC6dHsLUOQW+UsgwX5BqxtBh1Sq+taB7ABcZAFBLOM9rFBi6OoSZE1WMecnyrj0WA0KyT70QgJZPOOZAhyxjyvCQl8zwULzcIcd1oIoEJKR4GgGTNUR74mXgGP4mmJJ3qrZRHfQO+lIcE7kYypHa1IudcZtaSQpNpJh1k3prMR7lsXIO+YQoAvQcaohExJwpBalbkhZnDPPJNcprkKNdwVv03qUXnceWp6fmpTN7nMjigMv6c7/RJZf97ANZiEC3MyTb4TGr5s1LzSblftf5qNnXTXO2/WpLvA/GFUb357vU9788wjSoIbmEMZ7qjeS3/qLM1Tx0ImAOLE8B49KMfvYBZxrUrQZKqhEpqmXa8ntKPE56aQWoM2tYr2KcUNWI41mM7s48peXmtVZZl5P/KFCojqZIT3wEcABCwIRQTYAQEH/KQh5za0ZX0kJRzDNKxaJ5kqKrLSLJG7OR4JuAk3RgtVGnDkE8dvF6TyXIP0xCSPRvP0BrUJGAGrbnI7wAv5WGWBJChM5gmUUm+qS3npDLIlBydi5RgrS83VbakOseH13DyIeHMhuaIsnNsZHTJOH2ZFIyhzrXMK9vLd84Jg5lo9tCRrAYmwHGdT76ASSZQAxmSAbborppma/9nNIeKE+bNT21PD1tOOnkTA5xvfU1chz48jJHEuPj2PX1e+hZamlGtczatlde7diY7mtcAf5YbpqTRMqvwURL0xEzzYydmo1q+OCeJ3MlLabxFBJX4WlqF31Pqq9JfDZus0kouyGxLMqHWuFlH7UdPK8l2m68ulGw7CYLl2AuAEFD0rWqACiYTTDFp669zXTWGqrXZDw+/y9NPU5tIpsY9zQ5KnQKPjmrDSnVGe06SO5qR8HkfMwsTeoFZ1LHPOaYcGIFhoCR8LYAx/ylHsMzIG8fTftgWgbrGz1NntbEn+DjW9IEQYa7BjGgbplI+5vOMJ198xIf7+INggoCVY2JkHtfSCYy9+0UvetHC+DzlNteFdTF3Mn039GX77Y9mqxrM4bVcN7nfo7Vusvya6vqsYeM9plvnpNZxEn1Pk5s+A397tIUMUno2PFnBiQ8ChVrYCPxr+ysDaz27VWg/M59CS6WTWLQv63xhMIz+MG9OPkToOTQ6jLnH4tRmrJpsvRAx0o2AUKVo1WYXbwKkbci+VHtyRgKleSOvKyFV7aA1LrW+ms8yW21sSUFZviml7WyLi7VKaz5PH3CIYY7DiQwBM9aAEnH6aGOAYh4uWNvQMiWldJQOSU0/KQi4oDIqSRtsvoRHgPJICyOhBGBBDbBkTwGMwRDBniSVEqDOa7RRo5d8GRERSAKA73PgbCSeQYMy0MH2yzzSxGAfpekUZBw/GYYOcuYFHwjmMObJM6fyCI08sI92P/vZz14O7cOZ7rrBlEaZtBkpFxMUWgdt9+A/I6rUEjwWJMcvGblzJ/05v/ZVASHpQOEiBQiZjXTrOAq6o7WTazbzVe2zpjWAJiWN5odxkdZoI/SgOS7DqNOsRD9hvNCtpiT7p1CR2pf1mlraJOkYDOGgU1JHeXJxSxgZdVKBhN9IPwm+hnlV1VvVmMFigT7ykY9c8jrwKXlZlwDmRPUGLyW2lGQsKxlYMrQkvFQvW9y9MpHUGNK0ldKThOKiysgky02gz3w5xqaqjWQfUYF/7/d+b/lgdnEhoi0QiUTYbz3oLeemaiGkzF81K8fZNqVWl+9Obi1KE4tL+lIqBkTpA8yN+lmsgCDvG6iO1joOaEU4n6FJwJM+A5poCpTrmUf85xnGxr0RAITMQpDzIDsXfR7Mp1mtapKAvocLAtrSCwwJIQgfD0DEezBYB2gFamGCMP+ZT8aAcck6jKZCs4DZUCbtof0e4wFD9Ehy25pg7fXUcuvmrMqEk15yXwv/abtmykoXBAWo4dX5qqmlcVRh0XxbgfTyouXkoYz2QyGIvkMTCCT8Jx/0wzNEkDFnmsB9oRPPGMBAn30/RvZ5pC1c4UwhJc66OOtgu6vVd9r6fluPFEh1m8R/CNfF5KIxZQiXZ9/w/lxfCWmdCdbZLh2C1mU7q5raktoquNaPZVZunoslGUW1++c4JFBWIE8pMse6RoJU8M16qyaUTAmChMFCrIASoKftnLkgEomwVXwOObbJFNI0ZruV9lPit11phkqGwD3n3L6pcaZGAuAClNCDdm4ADgmYvIAfpjAkbMBeYGuNo3VBe0jWJmgWYGZhq7kCnowPWog7nKmb74AA95Qaue6Li+iDDl6FlJQI1a4BejQbPtSN9E6iXzC3lLrJD8j4vCYLacmTW+0f9cM4mWf9cEbIELHkpjxPvZWJKdTZZj9JTz1NLOktaT83c+Zc51qowlYr9STpFCpbIFr9H5kq+DrW3tMKAdMl8MA5lv4NZNA34+m8+hjcAGhEkhqmgQUwB8pN5phtSzoejctWxrfZfESn6IzSubG4KUHn4s6IDDtQdxoTAsmnqqeaCNyMZrlcx+79qEc9arGDWh6DrjMnB0uikACVwBI8sz0ZElnB2lRNPC7yzGM+n68mlBaxe1+pI8dUYE0mZaqMwfstRm6ZNTKE/xI5mwCJz/ddwNzj+4Mf/ODFgQlAphkwGYP9yDFTSIBust1JK853Mmj3FLhYHANoQrOKO5M1VbrZjHoA92/8xm+8xPzQAocekyDxIpuXvOQlu1e/+tWn70D2iAv9WoAyIAAzQEPxgDxPZ2UM1WLol6YaAVenPr+dA8CZfvhGOU1kAgUmCP77vm3nQ1Mq7aNONtkZmZTzjY/IN+dxn3aiDelAznWRtFNpt2oHqUnnWqkangyKcug77SXcluv0h375bur6IqRWsi3Z7tyoWDVq29iSvC80rvFdM7j0SD7GTN+KvibxiP/Or6f/0gaDIjI4oAZtwLRZhwgZjI2mPOYJLaK+W6WV9jEpbY4+cmAgajdhoPIxgToOldgzbMuU0iv/jQhRKhRck4AS2AQgtYSMTFEdVpqzzS37dqq9ma8SUErSyWBkGCnRp0Tu7xah5VjWSWtpOhK57a+2eNudBJ8SkExb5mK5LYZFAiRUb2HWKV0z5w94wAOWw/Ly2OZk/FVjsE9K+tCKoEOe+jIakzZ4j5ZI6UwmhUkLadqX1/Of9qM92B6l4Nb41nlqLSIisb7qq75q9/M///ML3SPFkwADTBowAtuV5iz9CyQBGqZA3wF9TV5coywlc9pNHVxHA2G88gVRalEyQP10jrfSrJsMyS9TIT/10F/GCK2PsacuHc+abpWMBaPU7lPDzrUg7SWt5frM+ySjclyTvi9Dc5IHHLYcziPmXml6dq5NqWFXjT01O+nZTY223bnwJU70g7ngP/f4bwSfPoQ8q02znXtqkvnCJPjUjYnHStNMwQFiMCAqozggJAYFIleiV8ql4wwUHVTaq4CPas9iqRuZcnIlbBcGJgy0BAkmOSblK8GpxVRfQb6qsaWapfnG7/V+StcVXFumnmQmVQ2sWk2Wk+2hb4yx8f9qVlVzyPFtOX4rwSd4k9AEmU9szUhuzDFjxrijJeC4ZD4f85jHLIzDgAAleyX+rEtQUeMRSPO0UtubYZraxo2/Vx2HBnnW2H2kahgYdbCQ1CA0QY4W0AgovM7u7m/5lm9ZGM/zn//8xekO/SG1u3idG52ySu8yMyVfEnn1s+i4tm/0gfdDszZ++qd/etmDQ0pnJN9Zf/RdM5Djp52bhJmL+tFedCBr7uIDMGXghtIreViXjLGvIHXPSRWIpMH01yXjSLo08kkBkjosL53RCgS01+c0RY9SasC5FpLOs69p7qkM4KQTHmzf830ftI/x1BTnfctOnwN0QDlqZeYVG1PQ9Tk1X7733rJ3hTMFD/qi4UwUvyEUAIMFiTknN/J4WqWvVZTYE+zN5+/835Kq+aCV/OAP/uCyKDNkMP0JOmt0cOdha06MJiYnkCSBVHVY4sl2ec1du6YE8toP79vGlKaTAFMTSabkxjEAj/YLesncss50ZmcMfZpoMvkc4wpQAdzUxVjjaGUOaQPf2cz1zd/8zYsTFq3NXb+q/ppOBCvb6aLivvHdaovedwzSQS1ISEs+Q70cWMeCBGB8NacbtjzGuJd6TKDONd+he+rAAe9GP9R7+mFklmuAvsAw9HcooDiPtFGNwjHzkD6uwRQog70JmInUDjyew5f3kAdNhv/W4VqgHl6YxFk8XGOMGCu+s26ZQ7U28qIFco1+ygwcc+ctzTN1k1gNua20qBCXptukzRrCmtqImpHnCVXgT6FVxqmmk3mqJpFlrGkhFy72OaOsxBroDv8VcyMNZDQc3xG0YMKaFikvI9Vss+sgx9S9PeTRGlIZrmWkZaDOw5loCjYsoyw8mdLG2UA6hJqTJoucFKMs2HWK7RdilKgraMktf+ZnfmaR1DK0VbCrkoptU/IRYEip7rc0mLyWEQctQkqmkWNVGUN1/GbfzFel+nyWJHG4w9UYaRdNaj4uqByjbIcp7cQkxgmGgAkJBgAxM/b3uMc9lt3NOHIhboARUxLPP/GJTzytT1A0zr2aER0Dxl/fhBpDOjHpUz0UT7+Cc8l/aIgPEUNGz3CPsgFlxiodszlP2e/WPFhHCibSNpEhtAUp/LnPfe4CuvZB0w3Ckyepqu04P8wfbQQsab8v4tF0wn2EIIHCDZv6HRxno4UcH4ERkOdDu6R5mBjl4mdgzNUk+E879Se0AL7iQGst1HVAcp5Zg3VfQK6ppJMWSKcT3TDkzF+BMq/XMuv+mapdX+jsFXJu+G7QTB4AadmUQX993asCgz61tIzUsc33e7serZ+PTDHBXzOsZij7oBVlFACwN1MAiNMMwHcA39A9bd0Oap3gPO8kO8JzSEMAjKqkkQ7ppOQ778XlTBcWeg2JNK+LLk0wAqYSmwCZg6fDLwEhGUNKBxWoLS9V0TQh9aTRXFjVBp95U2tRAkwHI2NBv2SC+htyDJOAsu3WncyKD8QMMyAmnnKoC40AkwZzBohJrBy+BnhxTZup8yBDdnOZC8n6/O2ucLWAfBVonqXkqy1dmHzXDAI4I50DxJSNhM19YvXTxFgBrAUcOS5pfswxZGx+6Zd+6RI/lf20TJmEx2oDDmq4mmrsozSmFoGpin6l5pvCSzJh/UwZzosG84hHPGJ3t7vd7dSMpqMefxzPMF5qabknIbUDP8nQKpjVdWf/aD/mLYU2N26lNF+1jCw3JV3Xs31UWzaJOzLGZK6OsRFharb5EikjgS7EW9Rqok41njysUVO5ecQ2mb6BBQK3TMMxkRHkHhy1kjRDyVB80ZPmc7Et50pTVo0SOxpTQMKwURKd0pwLv0pTLtoKRAlwSlDspG1xePOhnsMUYB7uwHTBCvBVjXUwHFidfA6mQOwiTYKzLf6u7yauUn2Cu8+QL0PYan77mddSWrH+VKltIyBDX9x562Lnnqp/mpSyruxfzkOCn/tGDLOU8TD+5pcYcVYS8gnQpDrMuLMYAOc81E2tTydm3Y0ukKqJKlQ4LpqWSJpbBGOjkGT4SMAIEXVRtBZI1c6SIbQ0O0ymgDy/8b0gfcNI8bvk6znVdugrTJXxAbC1kfM9zW+ac1j4CmJVcpfOjEZLQJReGRPMRQhv+FuyD3mSsOY85jY1oTSLtuilNZYpwMCkWbNcw8TMXKSgZV59ZMmIpPXEjawrmWH6+NLXoe+KdjDG5EEbgia16xuJSNI0d82L5hlN3jnvRhlBv4I6uELejEwyOjOxSROZeRV+cv2nEOQaUugQ6zTpGhWoGdU9EO5zyA2H0sNRmYLc1IbaAQaGhFrrwKW5xfw54alJ5OQnIErgTB4SKDuXWdwCSJXesl2klJKTSRn6Z0ijEpqOnOr78LvOJK/neFhHakCpUbTAOBd3SkxV2spyLdNFQB+1oRvaR54kNsuoTMeUIGgefTEyGcbH6JWqVQAk7nxmQUmojC0LEYYAUAr6lEFbZTqGW/Kda5arZKs5o4KzTMlFRiy/c5lvIzNPzlVl0FVLSMDKOnPs+A7gOH4JoL61zbGgTYwFc2P4NX21vzJOJV/yEVGFBpSCj3Rf/6eGXumJsUDgwg+SdFWZnFqL0U5oNZieAHLnKWmk0nOOG4kyEBLoE34KgNO5TFpOE644kIf2JdinBuKazXB4sUVNwN3sMAXGmCRzkCn44Tp9vNGNbrSYscWBemCiApnrwrFOQTCDKtSMXEtqGGKJTD3D4B1Xr6VJ2P6pgWRehVvDuJN+PTz0qEyhZbNMwhBMJMY0EajipIQgcSgZpaTqpKuqsXvT6I5UzdMEkm1IQq+Sn0SgbVa7vKF4uZirpGJ5aU6y/pEZQlXQlExDorKdydgSCCugp0QnkTLpRoqkw6masbJtlSHZX0MUnWvK5bdHlTAfhgwCOuRjTFmAmAu4n041NQ2jgmyDx5mkb6qalHR8pmqcUp7twgyJ1pKRHDCsXFw5Xy0mmeOQ1+ocK7HleJKoS2djhic6VgK9tExd+sfoI2NIXpzDz3ve8053smu3Nq9tIm/dUWsfjIQC8LK/LaBNmtMUAdPD12e4uJvgknbr82m64PjyXCMZwOF3wzgVCtSu3IiYmkeuCX1aHhXhxjD3N0AHMFr6wG+1R/I7xiQjG+mzIPvud797YYqUhfM4pXkTz0GXCKrMqfnJKwBL80Za0UbKTjNh9s+Q7fQ3aPaslhExNf1slsM9aNPn07F9VKZAxTY4TRm5cFKCT21Aqb+GaCUhpg3eDwSDUxNJ00FOgEtArQRXpTyTqhzJ9/cKdE6ikqoTYz+tI522udBqXS6Emr+2q6UtVak168nnvA6R5qa8XPx1YSXA1UiPnA8WlM5HJEY2s2GKgLCxpyMJyqwXYrrKVZaFqN1cFVs/QDKDbIeELfNRgsr3J1O/piRt7I4b5epgBgB0ynIfm3nSW2WsPY2hOgIzr79daOSFGdJf6geEU2iwLN/alvTkcRKuDemLvDj6iSwCdHJDpsAvMKil6Wy0P7kXpDK/KuG37mlmzZBgaca1l2vQcTbSxu986KPatUxbQUyHLMmYf8cjbexqVYbAG06bNnq0G/5jeoMxaOdP86T9ow36GL32p3/6p6eSuBGW0FbL/Oj4ysydVxlMms/TAiC9uyuea9SjSTXxzRN9ZSbisOtD+hN71fI97iQd00dnCi58ByRt+ElcSYDalL0mASsBJBhW4OJZbLOAT4Y3VjNCEl4SbWoPprQ92t40t+gs0j+SIZQp6aRD2bakBFWZkgu9hvC1pFTzJsPNPlfGULWJ1vVWqtJvZVZcYzyUlNyVy/xxjQXD4gW42M/gAuYa4wex83HRzSSZvsJHaheAJJKZtmcjrpQOAQHqo238118BU0upuDLKam6x7z3NKuch6QkTp8d/VBBOU2nrwDfjzmWGauFKzIAHjMHQasvP8EjvUZ5gRuK3EWutfrWAPecjjybho9+BuUj/jvc8BdT3Y7tmZOIm1hkMkrbib0jHqAKZx+LYPzfrQQueZOAuYbV9/QduYkwccHwMhsgTYg15vtJFbVTLhjRIO5XM3WOjFqe2p5/I+64JfZl8CMyhPOjFTYRijCfd5tpnPBV8ahRf4hwpAwOSNrWMVLw5SkhqD8j8XwEobZxp/7ThNawqAZsJ5WgBQxbrEcN1QdfFUp1Z+Yzf01aX9nnV5wSBZEK1f9ZZwTtTAkNKVXUM67hW01MubOuupqi66JPQqt2yPpPPCca3utWtlusQMouRBeLJoFxLxzDzBThWabmOY17L/9SrZGNcuufEAIzG6tt2pTruA54sOqN8AAzPDKpMOvtftb1qPqpMo0qMzo8229a4j5KMTXr0RVLOMYBKP/Sp5TxJg4CRJwn7nOeHcWBfS0tszYUglzTnGDH++G6oCw1GzQg6wIH+ile8YpHUoQ03ndUxFAfoB/PEh+tGz+mnVBNyL4bChZqFQmZqR0rJ0KgM1vXjPAjyKSTkCcrXuta1lr7xXAoXmNGgLwMMuI7fB1qkTrUSGQH99xgTyoTx2Vf6TlmYXX2fs9qtDEqBFH8M99F4ZQya3OrJz2JpOu4dFy0iR9+8lkf0umBT0tD+rENSDztEknZeORkT7u5inTrav4yPd2IlJgG4paGowSSRZ6KODENNic7B1R6f5+cI+C1JvTIeF1ZNuYDTKZVcnVTt/6ZqsksVM7WXbGe2qeXHaIFcjqt2W+2k2v3d1MZYAlT5Anc0Bzel5Tw4v+lstD4lvQwz1gbMdaOsMlwyAcbTPfU7sLhoO1qD12xHS+pvaVOOUR2TZBx1PnL+at+r1pFOVT5uTOQ+bcYZnUKML2/x6IycayXxnAfBgTHgk3UmA8x55yPjdc9Qri2EJt7Kx/wT1QRQYU7URu/xHyafd76ShplHGDhrQVOQZz5xTQsDDEC7uMxEcLSvChBK95oZuSZQ2xYDJnKzazL2D37wgwtN219AmWc8+oNr7NfJseEa86PZRqajtmawjAcqOv5GhNWXFTmX5qU8mK3zmmdYZSiwG/sMVrBMNdSe1eCgs48y3jXD4RxQOZwTqM0NLpnhXakmZ8ieUSiEv2I2kiGkL8F60iRTAbWlEZgv65RIk1nx28VluGeqzzWvdSToJiCkFuF4ZT7HrvodspwsO5lZbvLL55PJWF6ORW1f1S6syzOukALdg6D5z41hbtACeKgXiSn7ofnCg/V02lVNTyegjmcXsv8zNM85UxNAsst9CIIEC6lGsVQNrrdQWoy1ahjUjcDjgXxKsFlGfux33qd/OkudU81j6bQlGRzB2Oe+oNxwqITIHNE2117SRUvgYPyN1PEMJOoTdAVUgdFNk2qJmpqkEa4buCFYy/zSAZ9hxAgU0BL9hjlI02oQPid9iEfOOW012MK9MamhpzCWQpVaCelqF/FLrQMBx6PS3YjGvGtmtu0Jumpr0pCbODXBV5rIzW886/FB6U8hWY9zL+OQrhxT65GeZBb0FYZ2VKagyaeCn4swOVmaVupCJBlD6wYl8zHwL3vZy04JKplCgmPa8yyjDk7aKL0nISRQ+6zcVe6rfZyPxJzgW7WEZEZ18dnGVj9yL4PPt0xM+fEZ+5aO0QSvOvbJLCtDrYyOMvXpIBUSVaQdH2AAdDgTyNM8f+iHfuhU89OJqokg+5GmvRxTDwHL9mSAQUYRsWg8mjg1VfKqPmM2SdOBqaVF+T3nNcfVMtKfdK973WsxK9BnAiJ4y5ljLrAnbVt2MnLjx5MGdD5LTzmHBhOoVaWTVaAyUowwVKTRpKWsP/uIlA9DSHs7TJVk2Qp6KZCR1OagA8BcSTsPpZTOaRtancfqkxeQpX7MPtZviHWdH5mPYyoY57xowfCTwTGaVCpNZD0kQzwRhlJglVGk2bulQVZBIC0dKRjmHLiuPZfKsXZMjJwCI2FUqSVkXXlMu3NZ6egoTEEwyAlKNV6VRk5mRz2VMVVbiUuAyDBSnMs4Ll0QtUMJvIKai09iMB8pJQAnIyclN1XJZDz8S8ep0TMZf0xKM0ydmArI1bQmgxUY0wGZfUjwynocmzTFtCTSfCalF1IubJ9L8OY+88HCAPwZE4HYuHW37v/4j//4cnibzlHMCh5dkQvWtqfkVv0ctiMZeo63c19fayjQsGBgYmgQ0mf23fy5oHrjZspx97dnLQESbjQzH5oTtnbfkwwQeqKmY6LAkTvSKV87c7a9tjcdyVxzDfBhIx19t//UkQ7cTIIfGh7jpqmG79q4fWERbXfjFeWo9akpch+zkiax6u8jUSa0Qb2Mm2Y+vvOMYcxpgs05ShO2IJrChYJBmqqSWSTt6Th2Xec4Xyn2GSi8VnrNvUAthpD0pqaUTCF9ny0tTtzzcEXDzjP6yM2fhmarTbmRzb45J0dlCjVmWMKs2kCGrS4VXJS8lRbl1EroKTkiNXAipOBeo40SzBKEed7NGhn2qF/DvPl+Z4lCG3WGQBpLnwe1GWYm0EmAlmVfJKoklgq4Segt0M9FkPm85iJTek4tzbKz/ta1FtOoNmfKx6eAAxGpWwdzLiDG7Fd/9Vd3P/qjP3r6lil9SKSU0qqkkvXmIua6kmnVfPK9zhnjLrB6xg4HyhmDXlNl3jm+9XrVijMfdbGHhvcSuDlNesAEACNglzNSMMIF9M2HMjQ9edy3+w+gNWztSuf2zzUh3TqW6Rh2nXncOW3CmcmGLKT+2hcSY8buWBg/oO7+AMqS5nP8Fa5kZtrRM/rI90hrujA+X1OTmx3TNJJMrfq+ZP7u0k3NSrNhjr33FO50WMssTOmo1Rdx9XghjmOaedIXkUKKQF/XfGt9ed/yq7+wRbOOFX2DtvgYLclzHtZIXZ71pdCnYHF0TcEBt6MCfF1MJCUMwZvBZwG5+JXwtaUZDsr5ShBySknJaVPVSrXejyBQNYbkkE5qRvXIGHRW5TuIfbmFqmOal3ICk+OnBpATnL6QfL4Fxikh5vhWFTedTuZpMYWWNFy1herXUMLAnPdFX/RFp3ZOCYw9CT/7sz+7HFJIPswHbnLMM2myTS7aGlGV/VcLJaX0lZJhSqBqe9COh65pCyavAkkP+C0vNYqaPwURvgO2SMWY17jGgtTEILgIlkjCmAOQxqlDUKednnAKoArAvk7UmPxq9/YsLyXVBJVKn/Uwv6p9qs3ne64d4/TlpKTqHPphnNFuyIuJ0c17zk36EBxj/RIyF83FKWCJFxmlmBqigltL0va+69AoIZmQZcoYKMcInavGe7STKeSabvkPW8JgFWBr/mSALfNepVn7yRgb/eVmOd8hop9DTSg3zB2VKSDRaL9Xeq7qlhJL2l/tTBKayRh0JAdC3Tyky8EUzKs0rZ/BRWA7nGAdXylNtxhD2tGVQiUQowgYUHcJp3Rq/6u0OUoSVUrPCUIVeHyGlGYL+5iRBq3joVNKqWaTVKuTGVRbK/c4xRbiM4qFa9iOv//7v3952Y4mD8e6ajwJ4AoB1WfCbyNw+C5wZuSJJjfzO69e089APtr71Kc+dQEDImaM5qnalNfSxGGbNEkqDUOrLjCuI53xilKBxLYrfScQYn7jQ7te/vKXnzozoSsYA98137AePKbBYxmkOSXsnPfUynMDo7bwNOMkzQogtkGNxHK1b+fbDZ0HgSg3tfEd5kYf+S0DqZoleYzYoWwFMddeRp6JEy2na/ZHZqiWYwQc86X/0jJsr05ztFvH6UIcyGnbs/3JFKSfXMeJA86bybXvPfEyhV7Xd4vpJN0abkx/ddaj7TFfGf1piG9d10c7EE8nHg3CZitHMsbWc8XtWL6xKQE8mYZq/2WXXXYqLVTJMhesgCDBVYncicznJN6MI28xBhcW1wwTk/i1ySpRWWdKJ/apmhuc1GQKLtIqCWd+CbguZvspY0jzQZZjWamZJAgmsSXzSaDWhATIuZuZc6h+5Vd+ZfeUpzzldBFWm2Wq1jkuNSDBNknAqaKnGSk/tpf7vnAnNxrmB4Cl/Z7hk05KpW0ZpH2QCUm/MgXqNIpOKc0TWjUBUS6MSXu+c8O4EcVFbDtMgbxqVUYK+SwfYuEFOuuV+RhyKV0k2GlXFtx6xzT4m7rIj+aTb08k0ScENd8/zPpmLDRPmFIzzFh6aUgTjzStNq9Z1nH3gEVpw+NP1L5cyx4vIgOUbvSzZBim4yTDIJGffjM2HtJnnqvGCcMJzrl+kxHU1MIDabwKe1VLqPVkeS0tX0GEfhoFyFx5lLz7LPLlSEd3NAMKqMAsAoieSnQKG6kAoes0IrFgjUShwTIVJsjFx7tvIUolyVz82vvTZp/SZ8sh5WJ0cA0vq0ctJJBabibb7ctQ5M4t81XLZJNSgb8rA/BTzVGV8LJ876Wpq4anktIEUtvYSjl+/mbsAQFs55yEyn80BI8xSL9Nank5LmkybKngAoL11lNTbUcuLMDevQn1mGOfURLERs9982kL12yhRphMupq/SJjLPAFVIKsRZWgPAoptlq5ZpKj4mol8/WaGdvMRfFlv7tHIcGbrSi1ZZuV+BuoDYJknopDcTNYyr3hukO3W/s531qzjkRptjo9AKY1X5q2VIK+lGSdpl3Ly5VmOX/oJPLra36aM4MkAB0OZ1Rh8MZimJ81IVUM46UQK1d81tYTFuobNl1q+82qbUstKYTPXWQoerBvWA1o7fcS8CXOop70ejSmwsGAE7G51wxINgeMyCe5wpJEMOJ1SogDwlez5zoSiShuRwXn3djAXfosjpxlHYvEMmGQaOQkSXcZTC/Its0m2g6T333qcmASD1IDSH1DNFSkxVTNLNSFVbSIJx7IkBqXK6nROJpSSWvbPfJUp2BbmFQJj7h7+8Icv0rH7CWqq2kkyoxwjk4vQZw01zvcOC66MP/SGAOKbAH1O0DJ/AkQesJcCQB6XoT2ZDwe5IexkGCGCEDvsEYrq3MmAaBdA35p/EiZSQlc9DwcmoW1dswn5uSYIGqbr0Q0yYAEs51tzgvVKH3WzoPNDeTA6TDg6MJOZeSiewpftTOAXwCw/I3/Sh5brsq7RDMtOs1OuMfIb789/3zMhU/XDNcNZ82wqmZzj7NEsXGPMfIHRNS8KGdJqFRqTfnvCYMWsDJdPgFcDNMw0GX8Ll9TI3Tiqr1Y8Zh61vNAPNCGPBqnWlqMwBSrIt3s5UajDfOe6hzdJCMbL0kE6AuNQi8DGS8JR5+YQU8tckBOhnTlBI30ZdZKcDNXvjDTKgU/7X63TDSl5tnl9NttatRqjKqq0lvlkWjm+2f5c0BKVZ7/IsKpa6oL2u6aGOkY5b5kEVk4g/cmf/MnFjCjIpopbGbiAke2tAELb9dH4rJJjnjSqiUBVWIHD8nMfg3UIbNIKYZoAv8xTsEzfim3w6GTHlQ8mH483qHNngpFp4tCUav/pJ0w11wTXcge9AEnb8mVQtIm2aysHCHwZEXl0vBo5o58BoQttwzqSnmgjUVFuhGO8XQ+OMeVTn2PFR2YtrUgHjnt1aGYUjONbteKkvaQTkkCZByAaJiqAO9euQceXfuvMdvOlWmFG7TlXviXvete73iLYGkmVmkzSSf2efRpdyzXqmNO+1Bwc89Qi9R34ilfDiY2KlIagV5ieZRk56imwR2MKGV2jKub1NJOk+cDG8ApHd0imzR6Co/FV4kwJjCT3zKgE34mQxJhScU15z0WiryFV8TqBKa272NSIBNnWXoEK5HlNaSwlgjR5tdqfCyYJVLVXG22quy0zkmNoWVWTyfpsN8/ADNjyj108X4iU0nnWlQvf8fO/c5XzbiSbdadZoDrr/F3PSDKMU8nQ9rCw3UhX56MyhOw7SR8KodKVISSDp06jnagTP4bvI3BBeuCZZeQRx9re0wyTggZ99KRR6tGEoumHvuUR40rKaHUAXK5dAdQj0PVXJGOToXn8hPb7jCbK9qU/xsix3HmbmmMKE1UAyvEVK2qUY2VM3GM8PClWbZMP/fcVpPbNtpBfc6Lv/rhKHBPPuGHRwBzjacEtgG8JRXnd8arrXdykfuqGVmiTNCgNu2bpgzTmPpL0f0nv/M6DSCkT2nBv0dGYgiqd5+DkJLpTUcaR9nxSOrqMYCEf0h7qNBOaICAQVc6qRJBmJDUGB71nO6tmmHRGpb26qogJnqp7SnY+q20y+1/NN/Y5gacy0ayvgnaCbdU2GF9PlEx7vXmzHAkxVeOWWtkyp/lqRSWwlADtk2X5X5NM2kgd/xzXdDamc905TpOEZfmcb5oDGF3g2u5JOt0EuhzPnGfKUCMWeDAZ8V4DTRKjlEAlmLJWkNY9V1/gVyBRwLDf9YgP22qfXWfux7BdMGt8B2macCxcc4Zq20Y1fw8VFPiclxSaZOKuf8dMKdp5knHk+Kb/TRpJQVLtPYWGNClCa5p4ZIi2iesZKcgcq635kh3fYVGlelKN+rnGReDUWYvJj/ljbGEQHviXm9nsR/pFch07j46rbdeXoaCpeY4+aCr0+HnyMJdck3GAn66xFNINoEjnP1phmlyPwhQAAypiQIyHTVCQIwk2gmferyYWzjqh3PSQp50yJetceMkY0q+QKqoTlROSjCGZlqCjlGNbE4ATQNwPIWPQP0GSqJNAklBa7ZFYehECKeVlmcngMgIoAbdKxvlcZQja12XAeYYVeYlEUTNy3Kr07NiaRxrJCJSUknLx1Pn12RprT0rwVGCR7jBTsgA0jbDQED6QxkgJOEqk9JmFz7MsNqLh+I+W0Ivz7s2H/fFIb01R+htSuBHABAmBW61Hmkpty/eAaN8HzO9whzucgkUKEkYjue8hBQfWn4yY355l5fzrm0nBye9psjIU1kAMmYn+Rk2irgsZubTvms/1qfbuHLn3Q3rNDWwCbQaV4GC3Ta6NqhnnutIsdb2L79/wTXjMg+8IgYYwl3O0CT5WX+7kWLc0/Lr+KxY4HrkeZADSgOdM2XdpSA2umuP8n6Zo/stEjsYUlMiVLJTSNAG4echGOOkpIShlCL7EkefLI9LRmosmO5qOJyV3n3cQWs6gLDOTxJCRIi0zTguIdRJq/7WPqr3VjpvMMVNKhKk9VG2jEnUyEMP50unc03b8n4SoPdq+acNNSV4bZt1YZlsde01t1e/gvOR8Z99ICgbOpZJk7kmoLxdxU2E1XeXuXCVGpfWcUwUANYS73vWui5RIpJFn448WfNJFvU95HBGhBOjrYJkn6jCeXs3Et+gxzp4Ymn4QQcjQVBL+OcpNgcM2eQQ3whcnD+vT0CbvnKuBeVS92peSM+u0njOlvVrLgSeraiZDssbU6C5uBQw1CWmBewK8wpp0JPCRZECavqjHl9soqOk8d3e2B9i51yJTNfVQxrUuCrY849womGBq4xrvgcCUip8KJqHmYHkJxApAGYaeQonaoc/oN4AJyQxSS3SsE1fErsQdmaTtqnhxFKZgY3KreAvMHAQGT6Jhggyxc0MOUmeecZSmh1xUyc3TJprSvA5LpWQHJYHVdma5XrMsQSfNVwl2yVxSddYBp5SX0nVKz9UvkKacSqA1pYnJfDnREpp9qGa0HMf8rnTt4k/nZrZV4kr/jYSYRJmHcGkCSa2sakUJMjlG5s3QVBdUSpbpi7DPaWpMocJFkoJD/ue+EriaYPXBzKScS55h7WDCAWgAcNaB76g23NS5S8C0DCVefyfz1VSQDNh8lAVA8rzH1OfaFcx885nvcVCo86QB5921lgCqkOCZSNTjmJHX4JIUChJAU1sj2Z8MDU1Bg/LoE+31+AyeNzqQ+sEVXwJEPW5My3B0hYz0CdZ3SF/pIvO0344dfSbwAmbP+Va3uc1tlqNE8o1x6WfTjJNRj0aKyfjIwzwobDp+Mus0uznPaWaURtWU6vtnHOujv2THDqZZJbmjC90t5XTQDU/aViEeFgKDmgxB+1oCoqp1xusKFAkmaUaqEmguZkGlmm6y/ZYvYVSwTnXX604e/axqapZTn29pE0olVTvIfmRbTRmtUDfXZftPJ/5ihI+LLyV6U9q1ZYJG47hokjlaZ/pWXJg1Fj+JVGknack+uQhqWJ8LOufMezIFj1FxsbsYE6BsI4nx4MwkX7LSCrnNOZWmclFmGzN5QCA2aRgEAEB4qyHaznMyhNxYV7VW6UdgzzF0bJwLfrNGkG6dB/ons5FpOA4ZbUQy/r2e96/JVu1Fidc14DHatFHTRYJ8CgZJI1UI0/9hoizfo+y60JzkCa0kQTZBPjVkGU2e0nD5RYzwdzImvhvxZLguR8DAhDDfoTmIcfkuljTjpKDkEeW+oVCzmu1N01alO/osfSiopcBkiG19T8dRmYJebxuUako22JhvIz5omHHXSoLsjmXyfI7yNCnVKKCU1P3tc35StUqto4JxBev8VCaRfazmnmwbSYmVidDpVScx60jGlNJsz9yUv00J1ubTYacJKSVxUzKZdHxaf5ZfgUoGKNOpx3ZL/GmXTm2jjl9qHNaXdmTLIgnQ6UPIMgRCF4dmPRJOWKUyo2gSyBUkuM7hf2zSs8yWicgz70mYgNIMlynnDMDAJIC54fM+7/MWoQhzBCadPPzPPintqQUkSFs268vDBzE1GZZsJJpzRL30j3Up8FAmfaBOzcHWRZKe3TzHd8eQ9Wy0j+NEe/WZ+Dy/AWZt7wlcMhVfc5l9zM2Itou5xGxDoh0wOJgr/acOd4KjlXDPsFXqMl4/zWtqjTxD3ZShqfEqF9eOa8N1SZmaq5T0Yez6nmjfbW9720V7MISYcXKnOOXyjOG/OsfBwmTWiSu5ZtNsXvPIoP1vtB1t8hno7ahMAfu/k1Ql5QS1e97znoukJRdOCR+Vj0XA3oRqJjD6wJSSWOXyrUUoMeVbqczjp0pdVVqvJiLvZ7irbctyUmsxeiPf85ymIuvNuky1zbWf2d8c/yyTVB3v2Vf/+9Lz3LBUTSp5MGBqay5+x1npX2ktncr2y7543zZlRJL5Ejyq5uU1F2wyOWlIDdNz761bn4jvETbE03HUnqwwUxeg4yA4sshSwzG1fqfkDlixRjA7EIaogGT5rqk8+gPwAFwtg4+RNtKar+S0/5ahwOAYyQR0FufLi2T6St2aUGyX5iZt39I2PgvXqUfN65TWvm99ms3spyYn15WaZx5x4mZJmaEmJupQC3HTln5G1xNj4tEgChW0y30ruVavftHq4FlJvrBGjSo1Xe67W953QxC6DF0wt2gNOvZTK6J+z2RSINbUbr8UrDIs13VaMTDXjePoa3EVLFKgOOqBeNkIF2iCF53x6GQmiEHC/sfA4rlHQ/AF6z6fi92JTNWyJUGbJzmn9adTsk6G7U/NQUJO0K512YZsR46F5Vm2Ly3X1GLbTGn+avVHiTe1o9pX60+TSaqr1ZSW4+whbwKcdlOlbZ9NM1SaaATyPBoiN86liS/Hz37IsOq8CtCCUjIVxy+PlK6mKOeRZ1mYgA33kaKTjjQleRR42pfVfnyVp4wm7eaee5RHPdiGHOtk5hmmqZBhuG6aY/PQOwFMaV6wou3QWL7lMM0I0qVRR5r91FAT9HXYJtNKJm0fyMOYcI817HskZCp3vOMdl/LUFmG8jK87uHmWtuVGVUFX2qM+mKQ+LgRIkoCp1cF3PyTT85WZzLsOdCN3NGt5qKERg0aFZTTXlS5ij5YHtRIFvbrb2WN8fCMe7UI6hz7QDul3viHNl/Qkdhhqal9k3M5T0n+1KrTMp3yga/577AX+j+pjOJgpqIolELkoEpTlpiQGiXONjOJwMtITnwsqN+Nov6y25DQPmRKQHCzzpPkitYaUPnNAsz9+T0mxpgS+BGikEyc781ZNpDoIq6kl25F5kkEkCAkUKTWniUbzFtd8aQpheBm2RxKUWgCX/h8dZ9aRduEc08rEWxqSjCRNXj6fMfYkj8hOhq8W4WmmlkE/6WOCMosFAAK8BFwWOBI8ZXDUBafDKm1x35hyJcvKBNZSanJpwsi59cTUZIqCvQw9N4Fm/82r1qbjM+dWmpABG6BBSpNgmrTUsAjZhaZJSMiAtiG3fFjv7nfwlZX2G8asZuVx4T6TpiXAWVCXYbpJEXC2XDQTtFxMg5jHDIH1HdOeruBagCaYb32dAmYeayF4X/ni+BkhxjhCD0lTaa5NE1dqY+4fUNNS62Is8r0Uad1w3SWTsG3pE3OjYs5f+l/pI5vvyEu/8V05H0djCqo6yeGSQTj5KXEz4ZiKDHOT+7U4lotV4mhJXPV6SqRp+khgy7bWBZy/t2oMKfnWfsjBWbwyQwmn94zSQGVMlVnl9+yL7bEMCSu1rnS+kvjtizp0QunbSaBKzcY2aVd1USjtuQhVhVN7yDlQorX8LCNBLqUnnaOGB9YyU43O8VPaljHJ1BRABHjfpAYQ8J3FpF/C84Gk30r/KVXn/OUctjSu9KHxUaLO9/kqDaqFCqp1T4rj528Zaa4H6UDTocER1uFH8CT54niuQ89EUHkgYq4FNAWPsdFkZKy/J8lSDwxa2z/1G43FdT5qCyTmgh3J2uPdaYxPRvu+fWbOGB/OZ8vxlsGpcehfEYydBwW4a1zjGktb+c+8q81g6UgfDm2FDtUs6IunztImw4oZZzU7+uZBiLlGk27EIfGL53L3NXn002pidA7UipIB5J6HM3kdZzoQK1NQnVNiwzMvkaRJIxdoDoj5XEhpYyeZlzLSVp9+gWpS8XtGHNSF2wJgfycQVp9H7X/m476HXWlqSOZVy87vrbJqXZUhmJQ+6+mpjkG1TUIsLHSdfPkS8ZTuW8BGymiJDE+VuSegKWmnliRA2ge1JrXEqlVqBlHrSdprgTLPCkj51jiehTYBOPMa4shvjzygPmP6uZbHr1tPb16Scac2mfSTNMFvJGHmBIk3BRFoCYah01TNWmDR5Mh1GY1zkRv9XBPMM8zFV4I6ph674fOOK1pCOmMNOQcYNffIwHy1qM8rzdofd+gCmACtAKem4j4O2qcfhXlBa1MYYZxkUvocFMS4j2SsRoj5xLOyYAZaIvSNOH4elXLNi34JGYjCAP3ydbTQFADPf+kapmjYPcyE+nzPM/2AWVEOZ2jRfvqFluM7W6wrzV4p7PhmQc21CnXSKMkQYQMtyKdmqUZxNKYg0TnxdREk0fPdY4Yd0ATlCjBpzslF7+T5XDooBcvUFlqmihawt8wu2abKjFrPCGRp026ZEbRLG3LmMy3/RGoCeb2a2Sozq99dkFXz4rqLzKMNlOqMURcIHUP76UfJKudGorW/5qmmoGznSKpOM5v05oIxmiOZV2Wola6M8EjtRRCQtnPXrnXJ0Ombx1a05rjFEOpc1TnMviVzAGSdk2QIHtCmtGg5GSLuOrAf1m1EoH5B50uGkO8mSS3LOjAVMd6aZMgD+AF23APsGFfayH/fQy3tutPaEFXaCFBTt2GTaRvX9Oq8MybMH3ZxQJTnWE8ZeaaQkExQOs/1Rl2GrabZUcHt/RfHU1qRYenHkSlYn6Ziy4Jpw0Cf+9znLvnc0KdGzjMwBerxZUoyK/vknCQjlS6laec4917kmhWXfB/MlrTJp1CJWuDW/paagJy6RgMleGYnvZZHTdTFXvO7qCRyJ7qCazV9pIZSJf0klgoyTkwyJO/n87XNEFg90yb7kMRZmUNlEjkHvbbqFJXIkqEmUHDPTU1KPIKTc5BgJtjn3Dj3adrLSIdktGmjzrmzjmTGOQY5d7Q3t+u3NMo6RvoB0nmvNOWJo0aAKEUjlbLBEgBBGu0xhDrvo5QClLSUmy2VkKkfcCH+nXUH2BriKE1V7STL84hp1iOgxJvnsIk/7WlPWwBJ7T21uOxDmuAAPE1agJhOdl8ZakimGqNhrNlOHK5oBWCCtOkRGPoQFFI4eoPnDNbgAyNw/ZDXuH61QE1dgp90xnzqWNbUpEac4dIGD6RP8+oXo5UYfxgYcwBTpX0eZ+7LkZT073a3uy3P8s4RkuNLH+0Ldbhvi7YzF9zXT+WaNmAmAwdIRlhatmPsfEpbzgHf8y2ZR2UKbFl3oq1cAoIofDOb0rBne1encBKx5VVpzxA5CTXvp8momjnqfgKfz/oqw/B+1WAypRRjvVmW9dv+/O8Ee7RtMgbLyP9y+eT6LQCw3dVs4j1D2oxwsY/ZZze2QJAQp4vVfKrFqXam9GL5uXtbJ6+LJjWLHBOSzDX76ti0tDzozLdutea4jkGdj9zLkLu4Ha+McOIgPEwbCR6j1NMWKi2k6U7akoZYYwAFUibX73KXu5y+y8Mx06bsuFZaQoL/5m/+5gWsaf8DH/jAJTzSXdVI9zjQOeSPdikI+FpO15fmxzwZFB+Ahw1qJvKkToUIQzldM5RP3L7vp6B8pW/KxnynGVBTi8dXGBmno5kPNnzKNKzYo0kw5WByoxw0CmiFdtBeNA0POmSsjExzHKFXTxW9ysXNdtRBPk2P7C/B8kEb1GIYa3HDIBp+w7QcHxL5DVXX9J3MgXbRdplHWjx8/4NHXmRyXWmmJS/91h+lX8bfvoDpaEwBTpkboiQEGuWLHiR+GoOEkjs1E/wSRKtTk5SSfJoCHAiBKUE8tZeWCabHKROASK325iLMRV99GeZLVc8ykC7qqyWtq6WR2Ja8nr6DWn7VeIx66OWxvS46T5U0xC73Akh8zl3a+t0VbZ/y2ISUuKqWleYKQTLzJeNwMXkOUe1T7Xude5KLL8/DYRGqMWUfiapBS6ib10x5ba3e/C59+rzg6XEQ3EOaJrLGc/098lmp1wVOoh/G7ysFI9XCBJBakbAN42SeeBaHMeCuBsRvQzVpB2MCiPGsZirahpAHSLqm0znrPJLUaHzVKG3xeHyYHqYVwJQyfBucgQC0QWbNWhHkDSH2pVzWLY1owtG8aKisNEy53rcf0Cdl5y7m1Bze+c53Ln2hrfpQ+C0T4Bp5pHvKpr20i7nLfUJK7h6RTZnSgYIZiflQC9GsZNSnR2V78q9z4dg5x2o8SXf89w16R2UKcHsrppEMgK9D9LRTrqs+Ep+sbbGe9V3NIy21v+U8JmW8bg3nNFWHsGBepfMaaZSAnNf9b/ur/8Q60mlagUMzkmpv2vptc0uLSXNLSwLOfphf6S81iuxjjrM7T1kk2j3dqapjOm3Uag2OhQwloyjc+OX4pAps/TKDypDtg/VYRj2RdSSZ10QeFhVmlFvc4hanc6SzTkcoZUK3j370o08XZTKdOj8thpSMO+dRKTS1IRJtQArlw5pyzWjm0F5vmGQesazWQ9tZixy1wBk8RgoZtmhQBsyAZwG3+9znPosmQdLZqmSqD0WnJoCi9Ez5gJr2crUBadnd0krlMBQAjE2tSce5nj3SXLOXc54Co9pcBk7U9UVdADKMsQqS0irXaT8f5zCF1Fqmx+KDb2kh0cmfNO042tYUUrnHeKrpMI+Up8ZDXs295PG+WkdGrJEUAvhtZJHCsv4wytbJzPzVfTUHMwXfwexEMfCCIVoEk64a97jHPW5RUTMMNTdw1AnNyIkKZFUiTjBIB7MLz5RmqRr/npJ3S9uodvpsd5abbcm8yTiqtFB9Gdm3rKPW3WpXHcfczJXaVuapY+ui9vx1JcbKbLJNOe7pVCYZyy1oeT1NYtX8l05J25gM2B2g1edQaaWmKqED+BxDkPcM06OtSMdPetKTFtNL1eJ8pjKBOk+tealzlsc+A4Q4azXvIJECCm4OY225d6Eyd9eOZhj6lmZUj+KwHzrZ+Y+d37P6c66lCwG/jqdCBN/rmxaTRv2tKbEy0B5j95p4Udd+y69ofd7XgtHyG1Y/Sl0LJ411adn1mJFKXxWfbFc+k69MzfXJPZkjZYi32aZ0GOfa1DTlO0OcH+ZWzWJWS9h8dLaqlROT4XBINNxnX8Kv/dqvXRJO5YY1JYoqTeskakm2aUaq0lpK6nWiWhOTjMHUAub6bBJePpPtNV/az2tblU71tWSEjs/WelpjUQHfZ6smVtuQ/ap9hrA8qRFAqMdI5LOaj2yDC1hJUABPIs/NWNmmNKX527GyP0hYalgmzVhroJxtxiYMnbXMavT7KU95yvJSlRRQspwa5VbrqqmOvRqXCzUDAOwP6wh/hqcKu8YsqzJQ5ordxNrWZer1/RU6U3VoG1GEaSfDX3MOsn8pMCUTSIBuMYZKx3XcLKNq8ZUh5Lw7n/7O+r0mzeXvWmZrjq/UOD0hGUe2ra6Nij+17S36r3SfY5Fz3Wp7nZu8VoMRaluOwhSQnmoF2QA502Me85jT6Ia01+ss0qFXwc5FUQmhdqQ6YXt5c3Ad9DpYySDqhFW7f5YtKOc9/tu2XMTVx+Ex39ZVCSuZYCbu1f0h9icXYWVyLWKq5SoF5TttVdVdWJbBb3e1et6+oKp6ahhumjmqip7jl3bqHHdpIsNPpYF8Hetsot0AIOaQXIyANJE5OF97mytz7ivzr+NZ5y/7yIf+oFFTBuZWj0/wPb3u9CWPc+sGqjSFugEN5qtPiGfSv5N0qOOf56mXl8VgYqDvGf1ShQHnqtJyCwSz72uMIMupTKGVt2VirePeooe6dus6qwB7oRP51mpXq76818KBUftbbW/RVI5Hr35SC+OO/j6FmmwY/9mspoe+xaVc4PoZEuCqmcj/SRB2MplCi/ASrFsSTS2716ckgAx5NbUkSe3BpPQx2H8nKcE8CYeUfpIqiSg9CExpd20ttvrbZH/yY/SCIYbal9N3YzsN38uyaAvAlNvx07Fu33KxWG7uETClBpn9yTEepTo/tA3bsMBJgh5hBkT8TNtcr3KVxdRjhN0opQCk2cwTRbnuSaKeampb3YAogEu/yYh4hnuAOj4/TEge8lelWukt/TL6CzAF15DyBBxpT+be8p3VsV4D7mQ41deUdFDXq7SUWn8Kn36SjhI7/J6aRjKkywt4Jxb0hIUK/j3Gkv2YYZwtgbX2pceUzNPyLR79fQoVdK0UKYfjY/MYhfo8n9zd3HIaZaeqacGOpg/Ca5VBVOD1Wpo9Why0mmXyexJgjZaxvRnKmbtxq6Sc4F7HtZWquc1P7XtKXf5u9aP12+OGtTV7uqJzJhjnWTVVgtRM4XHJOeYtqcWxyQXv+BgFUudDLWQk0bcYIkyB6B4iYpyzl7/85YvZyJ3MSRc1eZ8xcneq7atAZx+kVfPQbtoAiNN+o5+MFuO7m7kUxHyfgeOVY81xD+wBoC1o88bjp81ZrY9Uzx7jdx7/7TNpivRapaMc2yod1+s9AayOdRUA6pykMGgfpIOkrbyWgmveT6G0/j5pmI8rLbTWUWVoKfTmuCUjq/2vfW4J163xr+3LenoM5CCmkF7vOgkQJBs2PO88VeuUfmq8e4LFaJBqZ5WickCq1lE5ap1YB9c8/s+ycmAr6Ga7ktjsU26qyzK0jdfFVgGlcnfLzAPUXBC9xZhO7jqerQWecdGYWvIVkh5N4BHCuavWfhkF4W+jXjLKKsfMyKVWIAD3aUP6EnIH9egFOK3kvAGggjF7a3wlbIvWeol8mF14bScHPnqkQQoqLe0tx4nIH9qhuUrTj1qDY+6ZN3X+SIbpGnZpxJRMNmmsjo3trRqcKRl4Ov25lu/gyDb1QLIHYJX2c7xS6PR3jbJLTSHbmX1oaT21jUkfJw2/Qralzm01R9V6SS3tI9d5RuK1xqVaR2q7KiOtQq9pJETtfSBeNjYbg0r+hje84dQL7mDlJNrplLCrlJkda3XK+tNGXQmsOrcqcdXNITmgySRafo/avpaUkpKxIYgywzSf1YVaF4PXjSiq5pgeE/F7jm0ScysMN8feGHMAxjORfENXgkIdH9sHkDnfbt4xtey4StIJqDzrEQzZB49L8BiAtVTplLKgVeP90RBgEiOaayXqxjeBTZ7oICRtPsSge5yJyXN6DCv0ZFqdvmy0cncrb31jx7FRe+TFZ+D4V7DMeazzWfvTAjbp0+QaTVNhXVcVjJJe02xchau8XsEp6d3fqUGSUnCoJtgsTwtEazySDuxjmlFTyLoQba1CTX6vgmVlgj1hN9vUA/hkUNXslSnXSDWlZZkGNRz9mIuqKbDAiJbwnBDjd5WAaqhpxvqa6oBVonMATQKuJoQ6MTV/1tGS4Gq+ln277j7NSfA5P2kaS0knJ1rGY5vyY12aFXplkdIGXE1xLeJNCav2W6agr0AJOk+trJEwtlMJ2B2bHibW0rKSqWhLV2vwaO8EVuryFZAkzVkzAF5pCSZAxA0SvmHTSR9VkmzRCvVjAiJUFN+Cm8Von6+K9C2AbsbCtONBZ1xjbw+A7x4PNSzKk1Ewnh5D3WLwlaZbGkH2pQJdjlHSQM5brUdaS8HDNtVAiLoXJ82NLbOnz7VMV67zKjVbh7iSWjopTbupFaVvyzJzL8BJCInZhirA1nGsjLTF8Cojq3kqVtgPGXlLGDYlk6sYNrNeNh+IVwkE4n/xi198yQsc0lZOg3Rg+Vx2qhJFpryfg53MpTWoLQnJ63Vx1+9V2k/ncnJr86fUkkSUjMr+yiyzvFbKvlSfSL2WklmaXmrfJN4KLJZhucngjH9njrmnxKrpKHe3kyd321ZtMI9BcGyyHS5Id9bWcfY4A+fI6CNDe6u2U8E8JUSe+eVf/uXFF1ClrhZDqIvOcniefQ36TQgLZWOcZxdh+iK8Vcbqy2WSmaNt8N9Ng+ykdo58pzLx6ikQJL3VNuY6aWmwlb4ToFrCS45bLSvLTLrPOa2Sdw1AkR7qms0XU1WBou6RSVO0tJAMIMEx+13XTrbjg3FsdaWjzO86afk3zZeOfe8rSJmnx3xaIdBVUM666jrOMluC4MFMoXJJiP/5z3/+8vo5X6dXG0FS9a1SjYNuCGR2pBJdlY6djCS8lLpJdb9AHZC0u1ZbZZUKUvLJfJmSi+czubBsZ9r6W0xMppfhkdkWF0vN0/NHuCiyHxVcWtKi6qbH83peveaPbE/tA23KCCHt5zn/5oMGZCyVIeiAzUVt+/OFQpkSHOt1nvVNbJk3xzjrzxDoDM+l/5iL0KJgBuwm5juJfmMO8ljknJccI++xkYw++rIYNBB2OLN7mLo0ldXFnfSa41rpvYJ60meVKKtm12MwtbwW3efzSX851t6rmoPr0v6kIFmFJa+nBpLPVKBPfMrAk0orLdzzWgJ3BfgcS1NqeHWOKkPP9dTau2R5KRhXH0XShfW0Tn84ePOajeL7ZZddtnvGM55xujW7SsGVsPxuMm++ZMRUJb8cDMsz+ialxSoVVmDOulOCqQ6klqRZBzgnqUr2uZAEE8cvI67q4spz8L2eEkYuIBlCBYBaZkvKqMDSmhv7rHmH9ntaqCdY5uYa49zTlKC5RwDMBe4GK/td58k59mwl73nmfc5jpp4Q4LUKXr1k5JDCRTI0nuM3fgTCOYm0Urixz7QbSZ/gizwSIdsr7cIMOcUUbcO2Od8ZzZe02mLo0k6aR6TBljkm5z9/V5NvnrhZ11VKstke68z1kPVWYE9aTsyowGqenA/puWqNLQBuOdRzDZ8MwllTIEszavalAn0G6PhsZWJVoE2mUhlS4kDWkzSTc5EMt5Z1FE3BjmCTJa4bYtY05P3KdVsDnpNSDx0bLVTL83/uDq5EXqXj3oDUey0pLJlCzZuRA6niez+JvL7ftTKkKnnU57PulEyqVJRj5Djk4qr7JTJViVFQUNvTCZzMB8kWB24uEoHUMcr3Mqd5jfyej59tlyHIMHwufQmVkVTa6c1tnef6W2GlJUHm8zqD8aVpjvIoaPrqwW8ZPpt05LwRBcUxMe5dSKbfmnvrT80lQdTxFZSqhJx0lTZ65z+ZJ0kAtHznMcc3JdwEvyw/zS5ZV11nyUDMX3f3Zr+dr6qJ1vXiuOW6SUyqQE5qCbjZ11p+0nUyUe+nGbeWXRluC7cS16ow3GL+yXxaTuqDmIIEyuJ9wQtesEhJnnHu/TpAfm9Njp3KnZ6ZJ7lpXsvFlEf0JvesA5gp668STkv6702M/5Mx+KyO1Hw+jzMwVDMZadaRizrry0VtWRJZEltdXNlviaO1GOs4VZOebU/io15CMuuY5bh4nHq2w5M9mX93wJuMgMpz+VtjWx3OrT60hIGegFAlz55pIecJUxRMDa2g7tyGQeTbsWrd1gFjwRHN3odq1sh1kTbmZJRpE0+TqmOUdGK7M1/Oc2UOOYY9kOV7znFK35Vh5VpXe0rzcqXFLCtNKdXMJePKtVHHrUrRLSC/0iCE3eerqdw21WfyTDDblszI8qSbPAWiMo1qLqvWhrzntWqKXRO499q8xgfnmQ6xVIkyLj+Jr0VIflcqHqUq5eTkGrefklgOWB3Y+r22qzXwvUG2fp2eAqDH2eZkK+1ST55L40ai1DT4eFwu1+t+jCrxZRur9JZSf1VvK8OoEmQLEHIx+50+YAtPgnPBJqPUHON8Gm3kPgXrIx+Sdu7UlulJZ6mSm5KxWl6LsdbvFaSrdFUFgMr4YIiPfexjF9MPPoCcb/uv6SznKSU9/rMJDd9ESqBVqk4zW6XjpIcUOLJPuZ4yNNt8KY3neKSGl+OVUToZZWRbkiFlvxVMcp06DinQZDRTjkcKU9nXDIbJ/ok1OQYKHLaxzvXl5YjzOo5VmMq2twThnMfK1JMRJH1nubYxadyxzDp0Ymd9Pfw6mClQOBIdu5ZtUO6ozUmu8cp1MdnAjBhIIrSTXmstaAdDZ6PlVZtha2EkALZAISckF4jXkrCzXAFfc4nvjU0AcNxIOmyVdlMaUipPILCczJMMuSdt1bHMeanMJJ17rbmwjfZRE2Ido0xVMuK3c5Z5jHjKDXpVA8nF4e7qpIecN981MJNqPTleLUHC+4wDgP74xz9+903f9E2n8097CCX1bPwKwjku3MP34Ivfc37quGcbWoEIzp2aaR1jUj3rP9dLgpaaeF6rDDU1Rne6u/6TCfhs+tSS7hKorSPfFphrw75bnrSVaz/XRtI23w3zTsE2GdCVy9sFLT8j7lraykirzAitus4VknL3ezLcFj1Uppfjmf3P9V7p92CmQKOJNELNTbWoNTBOcpozTAmy1Z/QanQF+1wc1g0xZlmVyDOlFJiDnf1JaamGV1YJux4PnVIx3124+SYrneTuDiYZgSWzyb0JLSbWMpfZ38ybBNEaX69nvH5P2sn7aDOeypnjneOfzyRYSMBpg9YsVBdebevaxr+0iVdhYJQEQE2iLTt4jz7RljgunvDRz/7sz17MRo4P330jV0p3riHbiwkJv4zv+03JL2mvagHZDpOMPXeAJ023mLR5kg6SHnM8SDJb++L8VuEnQa+CmmXlu9crAKYk7LpI4JZ+kh58Lk1wKczJEJyPfNPj5cWJmwKg9JvjZt8TB1vrwLlMITppM/Em7yUjS3zNNWF/s+1+z/6PmNYla2Eq1263hN+99rWvvQSgVfFyoHIwWyFQOSgzizWjNirXc3Jb72NIwq/EUhdUtj8XICk3xbRApkoWCVR50qgRKB7/kOYQzUW+ZNs+q0pWs1atvzeWLfNdgkPOQ+1bSlo5BllW7hytqXXNOhgXne4tKce29zYU1jnIay52pO41GrPudKSnsGE71uiUetCiOSGYUFJeYGMUEE54xzEjVlJ44D4MhA1tmJA80E6BQeHCvtaUphaStJXXLKe++zfHMplDaqiWL02mwOA8VTNFlk2/1U70MVUfmDQvkLVoyXupiaSQIa3kGkk7vfldi5nHsflA54j3OhZiW/oyxMY0l4ldGWXpNccuza0+l/30mbTQtPYwJPMXF3JtHP0lO5xt5LtJs1MthiBh9jhmDkSCfGvx2ZmUSFLiEFTNV8tqfW9J01WScmLT2Zn3k1j8z/10fKqmen6PTlrvJxG5Y5x7vkVJc1RV4ZNIql022+T3Kvkk0VeGaF9ruZUhODa0u6UttJLj6nHadX5a9GKSoCto1EXr4uqZsHLOZQaWWbXNSp+tZD7mAkn/UY961ALsMAeuG8JL+UZYKa2yIdDNb7QXwYux9D3ZaWJL+3n2ScBxTOpR5+ZJrVPTpDRUbf+pkdV9MLVc+18tBEnfPpuSfUr6GUEoOKcEnvt/EjcEvpTmnZMcr2x3Fd5a5t3LCzZZdjrrLcuxIo/BE86n//2eJjuTYfVV0Et6TtOYDF16zT60zLgpPNc1cTBT4FiAXHAJzgk02bEcvArAFeRGwCA3bsVLW5avCa1qWW1PXegpYSR4JhH7bIZHVg5NcsI8Vtr2QuS0L98H63MSC2Xm2SRqDVXLsZ5kZFVKy374v0pQlUEn46mfnJNknjyTRzW05q/SQmoedf6zTbUPlYkkPdWFvqbK+z9t5j06zjGrfakSNuPAS6Ye/vCH777hG75hMQVhFkoAQvrniGvOTcIUy5lhyRQQvNgEl2AnXbdezpQmGM0rCUTeS9BNuvcZNRnLF2DT3OLzSvzp2E1pXJ9QahbiRZqUUuJ3HLmWppKqIVWHsfNQw1FzTaaQVzGLfJqfyXu1i+87SYaXwN+ijbyf9KVZNNdLRjolJqk15jpLLb6+YrdincxTxpFtynDwo+9T6DGDnuRcOWumnuTVum+9lpuhqGmr9ZNSSAJNlaZrm/2eRJ7PpjRkSo2I+/gMPJLBpOSj2lnLFchtt5qPh6albbCOcTIBx6PVxwTQymhaDDLnMMGpjqOSf5VSenPaOlhxRBfkyc1fzkGPyJV8K9OoyXLqQq7CQ7apRbOVTmEMBGPgX3joQx+6zCH7ENAcoAvMSfe4xz12t771rXfPfOYzT/sh6BPiiqaRizzt44JXlQY9TiZ9DhUwk85cT1VLSIk8gdT6U5vIMXbsc/wSABOkWyCZGkfOTxUSUor3dx7kl2WklmH7KyNLusznr3pRQHPNJp7lukhTUtJbZYaOQcVL/mewRAqddQzSpKzm4nxn23IMUnMcrc29mIKLzdQyW7TAxpQSnR009QA671endIaS1cWaMdNZZgKgE9ars4JDD4CrfT6JMyfOM3F8H3LVnJIIjMIhjyppS4KvxFb70gK4/G0ZLvacl2qmSaCpUpebrgRwtclarxEqlUBb0nedp1y42fesw411Snw5L1VKzD63xq0KEj0mVumD+ULaf8ITnrC7+c1vvhyRzbyjNXjqrPtUcl4VutAcOFwvQ3Jzzu1bmkvqnDlvGXaZIG27UzNQ06vz49jD0NJsnDRX6TLHu0rG1JOai3k0o9QjcVxDeVR7lZidyyodW0YKp4k7SaMJwFeNNjgPjEsNNU8tPeknTxTONZiA7/jn+9HrWFXfRDKLNFNZh/fz/db5P+f/aJqCFVeJNDlfHXgHpE5CgkxLAmvVr6SUkkYlSMtL9bfVrszrhOUEVqk5JyH7pVRQOXSL0aSjqAJMnVwZg3sVKjOo45bE0wPdJJDscxJMy9Zf60tTAQnAcG4MU03TlwTuyanZrlpP9kk6kchre5JxkA/wpX5PVPUZrtfQ1FwwdVHVMevNZ4695fgCIM4++rEf+7HF4Y2JLWm1lilt8SyHS8LYYCI5p/ZFMxGpgl1GZunQ9bd5M1BEk0Xa/hPUK0BnYIftTlywXlMCZl2Hmp9yTaXtPteVtCadpkkrmWdGG1Uas97UDrI9aZIjJcalHV/hxGspTOV8ZNstLzU/xynHv+JqxU2vaU53HEkpPGmpqHjXCvw5iClkB1vcsTKC5EqpNvm7cq0sK8GqlUcGkcSUUi8pCSUXem2L15NRZf96wCUxO8EuopResr/8Bqwy5DH7lBJ7vrOYCc5Imqw3+5llJOjn+FTGWaXn2t6M6qpSR5WwRsdDaFbLdwRX2mglxzLNg5UW81nrT5OM1zS7+EyV1FOQ2JpyHDQDwRg4BZU++x6ISnNVwHKR47DG75DaTEqLOUcZBVO1G1Oa2hz/ZOxpIky6tWzyw2Q9GlyASzpPMDRpyyblMRTZ92xfznWamxJQbU+tT5qo0UCY73yTXQpNuf58Vo3lAxctDT2ht8XoMkKvJTxad+sMrYpz5qv1pFlcnEitQQ0lBTKfr5rx0XY0V7BpSZw9jSEJscbitiTSlmTWmtD8b56c/Kzfsqu0ndJDAn4lumxbtkHnWEpZtSylGs1wOcGV2WUdMpLqLEpG1hrzKglXyTfHJYEg5yOjKSwr21glNIk5VXePvU5zTmveK/20JKFUn2tenXrZHz8JCEnPte4tKekh/5McAxcu5yJxcF6rzyQXrFIgpwaQv/qrBEbpSOm9HqEhrVUTh0JG0o3tSek3n1H74Xoeemhsv/PaE3Rom8ec1+gg6+N+RvslsGZQQtr60xLQ8iE5NtkmaSFpw3Y4dh8In03W6/jJVKtDP2krfT7ZBq4rGDlm1Vmcz2T0mXOWe09qX8xX8dl9UVVwP4qmkA2vkn3+r3kqEKc6nOWMgCsHIsvM7wk21UzRam8LGHKh5iKrwJoEU9XOyjSUCIxISikg2+G45EvbScZPu2B7AFbLy/5X5lElvJzfBNBkBFlPbbPjJyHz2xcvZcx7gk2lm6phpOaW81OZnc/LnGodldZyvio9bjFr1vs5L/lOa7XDtKFn313smkY5NkQp0HoA4Rrr3hJUcj+B15IBJKP0WevJTaC21z60aEiHZ52XBLekaU16aXNPJ3gCl+DvOjBP+g5cD+6kdm7r/oyk+SpM5O/Md6VCH5lXOjOvQST+riaktGhUJpJ4k0KN40dSc8kNsakZ1ojLbIPP5KGGR2MKlcP7O+8lMfWk01x4LUlxpg3J5StTqYwiByrrS9BOqT3ryXL9n9eT4CvBVROSi4e60kfQGhs5uxNP+XlEeT0DJ/vdm5fWGLb6m1J2zlXuqajM1ES7PAeK627e6zHlOr45TwJGmjdsR86b95S66u7YBOO1+cyNTpm3N36VYSXT04w0E/KazIzEXGOmMdgg+5RCiKBouTqgZULuk6mOf/uT+3/Sf5BrOCX1vN4yj7Qk/NRwrDvj6zMCKQM1MqIq77nXw/aSJw+blA5znaXGpfamZp9HflRB7soX25ZgnvPkeNhP14jMLaPBkpm3hEvzOyaW73MZAiyzsH8GASSz8bSEXMNV6DpaSGoOWk3ZycqR/d+SdtcYQi6kylDSLluBvwcE3s8y633ztMA2JbVkkgJTVaNreSn1ZB9yDF1MJqWRBMpadva1truOR5Uy87k63nX8EuRyLrnOxiu0A/wglfElkSeAVpAR2DJvHR/zWWZGo9XU6kNrvmfU6zrOyRSqedP5csHX/JaXJgu+wxCIVCJ8VXDkngCfzmYBLgME0nmpEKE5Iv0GMJ3WXoEWk04aTy3ENZ3gmUeV5Lg5Fr6JL8fR/BnwkNFmaXtPBlV9Lsl4EhNS+LPNVUux3++P9rU06tSAMjKO376DPcfKeUgzc11/uR4yKCKZrHOdAqbtrBv87GPSeQYBHM185P8E1nq9B6IVEA9JOVAVyEbgXwGjMq6U8itRZ/5sfy74OuFOXNrCW/H1WV8Su9KWKnI6S2fGqMforLMFoK3nEgAqEZvP+9qHfRGO96tUbbmVcVYG3aI3xyGlygxDbjGSrKcVCZRj00q1LdnvfDbrEnha0mGtLyVTT9q1r0q+5kttibIAIjddpRSb608gSXBPYSRBVOGmNU6pKQqmSdNqzc5RlpcHvqVNPhlPRgFZj5pz7kdQG8p5SXOW/c/9ArnGFLpcY2ozH7jIdGWiKbmnmcb1js8vd6rny7Rq26pma/vSVFhprUYxZfRlHsGf85x06LylIHH0kNQk6iRoP5Wr1gUqgeQimkmZL0PBaqpcONvhRFZnWnUmZ9kJArY/+5kmpOx7BQGJPQk2GVpKmlXSSbtujblv9dsx8tkq3VaCqeBUbfiVIdRxyLZ75EVKbkkvlVm3GHoFztp+y6xO+8qkar0JYlU6S024RVMtWkgQzTHJcXZ/SuuMsFo2UUrXve51d3e96113N7vZzS5hOO6SlwFqo1cosd7K6M1fNaKUNqtA53/XSZpXpEFNWwm2aabKMpNO+K9vQSdzFfAqfUjL9j/NNfa5JRzmu8Sd65YZ1L6mpnmhMP9kdqmppuO7YontdH8SSU3C8i0j11YyVenVvmkxyLVrm9QY7WcyE54zCu7ojuYc4Gp/bYFx/idV09GhKcHAlL/TZOFg1zy2uQJrrScn0mt86ktzsjzLrLb4bF/rXhJV2n2N4qgL1Tpn5qBK/Hm/NS51keeY1HHOcalaQWUgtZ/e7zG+am6q6nIFFT8Z0ppaW7an0mVtf0vAaAEIqZoQ6zvI6/gqMPCSnQc84AHLG9vqESfZj7RlZ6hmMsucO8c3Jenqa8i5V4pOASrbISPKa6m9JWBnuTk/VerOech5linkIZKk1BpoK/tCSEZD+b2lIakd2L8MA/9AETIcU+cofSw1MspovRRWnEfbkKaqHIv0I6YfJcc/zWmOi23L8XG80zRo347uaM5J9He9XxfSyMa7NVUgSYBIcDTlxJpaZpBWPRW4WvXzO8PpKsgmMKSEm2XVOiqjNY9ModpWM0/2JRdWgnTey+u1rTWldlbr6c1Vzk8KE1l/7W8CTosRtaTJHNPKFBIg6yfLnFWtW/PWo480i1SayzYYlXbLW95y2ejWmg/HLfuTGq0CA9fTv5BSbWpFmiz8T15NVel70Ixlf6wjhRLrqAxKWlXCT3+izwnGyeDUitI2r1lNwU4tILW/LC/p1pSmJPLi96q+jfe+972XmOtSQrcdMh7LyQCQ7Ifzm0zE59C0NBPqe5JZpOlYhlXPFnN8nVu1rjSr2Zd0RJ8JUzAlB8r7FfjqYqiLrwVAlj/K5yBWgEvg6klymTL2OBeNZSQIeD1NM/l8BYc0n6R04LMjyTwXsfmqjTfbVyXyLKv2JyXrtHHWftoHn83NR5m3xcSq+cbrrfC5Vp8qw66g5jUXZY85VVNdj/mtmTSzXZZTx6oKTTneKbXlAlXKu8ENbrCceeQ5UoK7c4TZodKLAJhgW3ekqxGQ17O00gxjPk1R1pEh0Fme4dI6PfPFOmnqSIGsms5Skk2hLYMocl2ngJPSs5FH2vSd78ShFkaZL7XGBNgrR/2mFMZ0GKMB2j/PK0tNRjyqAhAfzUgp2MjodFrzkWm41yNpuAohvskxaTStCyMc3HvzWv6v93JhJ+FWU84Mx5rlaJaXIFMBsVd+ldhS+8h8SUReS1Cvjp2qmaTdM9XA7EMugKy7pVUIjo5rS0vqaQh1fLPcHK8eg2gtriwr68rF0Kqz155K1K05a2k3jnG2JZ9r2axbgkCvjXnP+e+Nb52HTLUeQOC2t73t7lM+5VN217ve9U7bqgaaQJhah/1NuhQ00szkXHgESJW+7U86xTNqiZROfYGc/2kusUz3IKTfzvspzWeAQNJOClKk9NXxX4DL6CDH0jyabvjv6clJJz5r8Eba4a95zWue5snj2nMTJSnDR51HNal8q6ImH/1KWVdLmOK64eeJbfYh681yFNo0/VXTYk9oOgpTyMGt9+oiSI5dtYhDUnLs3iKtINtjEsnN6/UeuFSfAqnatytg5bjUyITKjKqmkWNZJfUspwe81ezgtTqe2Y8qzefCyutVoqpSucBQtansa45BlcizD7lAnIfUBFrjWY8LqMKNi6knQFQmIjhmOSOaTikxP7aHsFN8CYTykpR+016d2nWCruAAuBnt5Zh4XfOP41UPS1PibknMedxD7qT1P23ABKOmwX93OifTcNyTUST4u35lFimgJQgnUJKUrG1jmrTsB+1zPE35kh3KA4RT4PpgALMagIDuWWRJ+zJLxzSjqMifmow+AzWsdChbVqWd3BCaDCDXRvorUlDNss6MKVTpupWnfh89syVV0HPwUzUbPZdgkaBdozMqY0lAyEO8qpnMhZ7lVHNZjkUCvPeqJJmaRJXOK6EkM7Ed/k+QaTH4KvXmWPscUhQgxsJ/17ve9SH229r/Vp8r08l68yTMnOfKfCX+pIGsNwEvn+uZ6kZMoeZPht9iBj2m1hKYTNSvM1pJOl++kyGSydxSegW8HN8akCAjMX+++9h+2Oa8V4Eq5zePh8+4ffOnCUbaI+kYTkHFenMTaKXFBH37ThvcoEVKISTfY2B/1B6SKSWjFOg/EPuBbIfnJ9l2N2YK+II85eZ7U8yr/yLXgO1WK8w+qMVwXTOV7XcOFQQ0B/oGx6qNWM6strDJp5BpJFm1JjMlypHU3iovQaEFoklI1amX/1tSXxJ6ixBJKc1UQE6GZDtSqm1FWWQ/KljUsWgxil7eOjYVKJPIs9xUwXtjRN953zC2byI9tF+28uac95hnznVrzHOM83eCSwWLOhYCVZaT46r0mv6E3ti2xj/nc00qyzbkfKavSADPlBEymELyiOsUTgTiPM4gabTusvWazNhnmFc3tSnBpv8EAJOJphZgP3LTYe5hyA14aZ7K/SX2wfHTVGX/uC4zSpt9i45yvFOS5p4Ar12f+1xLZ/F7Lh7BnmdIWV++StbxSCEvz/myXTK8pJHUlhI3pMuk07oh0DY7Lqk5Oq51E2OO1VH3KVRQ8nf+T26Yknwr1LAFaJl6jCQXtcRZTTfm6wFrS+LO5xIsWiaj2u4qSSbTSt+CdVYbeAWTbHeWlfmTkBKcKyNK5pPai/2s5i4IChs3idM+lUD+4A/+4FSSGY2HC6rVlswrQNXwyEoPXhdEcu6THiowZFm5cKXRjDsfpQQ++9xihpWO8tm6Vkj6DzgqO009AqGmCsZbJ3TuxE1zlKCpUzoDIZgLo5w8isSoFJ2ZXIPxVEleppXvjs6+5ngqMWuyMRomzyeSAZIsk/0t2vS1iyeOZESQbXD+kqkKiLlp0LbKdF03Mr/Uwt578dW56TAXUHOs3XVcj43nw4505yvXgmapjPCSVvV98D01u2SutlXarhqc5jT7bp1bDsNbxno2YxJ0y+7c+m8H0kk2K5H1Us3nRKXqWAGoPlPNMS0mkXHXqSpXoG4xs5yAJMwquVtGBe1c5C0A8vkKgsmQRv33fstPYIJIOb6Z4xZ8P4IED4DVelttruOVjDD7IlMYCQvWIeCkBlOZeUvzqONmaoWi1nlNibNVdo92nQ+O/fDoj9o3AcxXQKZGrWTtdyVbNQI3sbm2NDvJsFMrIPkMwITWx8uAchyVPDVLCE4CqmCj30PAyvkzbNo2q+noL0hGY3kCWDrB80BIbfDuB7IfjoVjmYJiMtbsRzKLZC6pLV2IvQkpeFiXNv56zpbtsz4ZNPdkvKm55VrNI7+ZH5lNCtOCvDvYKTM1maRpyrJux3QWY/fyKdTrVWLKawmurYZV6TFTD8xy0SQRpFaS+SuAtiQ2y7W9EkPuQ8hyaxtawJ5qYVXdqvQoAbYYWkpiaW5ojY3PplaR6nP2Nc1dvBcYRsDrIJU4eOGL3z1CAYeooFSZiQQsANRTHyvD8JmkkdY8p7aVCzrHtTL6Fq0lA8sF16O9bE+aSrLtLcbjd8bthje84e7TP/3TF6bwqle96pJ89t3wzlzctov/mop8xnj0GjYqGOcRE/oqMs6d+mFQGeKo9Iv0LIgJmHk6p+OnAzcTz2SkkudfOX4ptaYJyn5Sn32sPgryw8TcSS246wyupkrnTwBPBuV6dp+ADCD9VCTrIclosz8k1wHt0mHt2Cejl4kqAGh2sk1qG+JA1ZxzXaWJzbUudrTesQAN1POmjmY+6qn0PbBNEMqG19RjDC3gq0nCyfallJBqdqqtFRgtw3xy6mpWqUzAspLpVFt2ajGt9mc//J7msJ65qJrMknHVOWhpNZbJoiJGHq3A895zPCVmzEic8889FmjuvBTcXFBIotmOZG45v0apZF9bTLFGEpFaZjrLrQCe11IAaKXWOKXAU++3tApA5Da3uc3u8z//85cjK974xjee5snFrpSf/U87ewVVJcUEwJb5M/vbstm7FtP0we808+g3qkKWvg21DkFPu3ydKxmLoFUZftKCwKrJKU3D9tvXv2r+gRZzt2+l+9zolpqJDEemy//3Rn9aEUVpCkoaNFop8SRpXzOgGln2O02o9pU+OVcpBNl+xzdPurU9VYDS1OWu76MfiJfE0Vq4Ke1UYNmiEfTytRiFk5YOsWr7tQ3mT6LMtre89EncFWzSxl/tdimFtoAjwS3ryNTzQdT6s535O4kvn/uYj/mYpX1EEXE9tQLnkEWCBoHJiHwQPu8ctg7BJAHARZaqdR3L/J6MpDXPySAl9NzIVTWRFsOuzNu8Gb2TtJxjXMe2JRzlvOoAvNOd7rT7rM/6rMUElxuVEmRtd0q9eVy6C72aCeyHew/0A9jGNHn4n/KMlc+1kWYnx1KJP7W3ZKSCs7+V8KUJQTM3YVlW2vBT27PeFEhS21GSz01c5hd0c29H4kAKpCkkpgknJe4LF8u2HMtIZprHbDim2vNlIPk7N6Wp/VEHH53e+cZFx1Jmon8i6UxcsG0tAUwTUsWtozCFaqvPxZ2g1luQNjb/b009xpJSfh6BWyX1FmhWKT8XnmX4SftsXSxVQvF7cvtsb5WWqoSR/1vmsPpclt2y2+e440BG4n/Tm950KlXoJOM3BPvHf/zHp+omr4d0sZgvozmSEVTncp27ZIRqGPV6lcormKZdtcZ1JxjmHFVGLLDltWxr/d0qo+an74TsftqnfdruXve61+nCb9m9W3NWzWT2w0P19G0JFCQ12nwxkxJtrgcBSUlYsDB81XdbA8CpQTmnabIQbDQj8lyCj3V7P9dANfdZpn4K7fBpAklwFoRlPJpg6FcCsN9tF9dop6Y6k313r8flF01tydAsj2T7DRnVPKXG5T1NbDL4fP+DDvjUNmQkGUghTUkDMpaKZfbPuayaaG37mZx9VBdDTu4aw9hHE8j7o3vV5l9NKpUpZbuqmUiJQOmhFY5aQSfB2jJbmkcFPZ9Lc1drnHM8azlVWqjj6X/6ghoJwUosLCjO3LnRjW60OJFf85rXLPXwBjB8DC6UtGHLPASklNCyvpbkTkL1v/3tb7973etet3vrW996OqaZt455jokqdI5L9Sskg8mkc7dFTz2NLoWLbEsuyhvf+MaLdkC/HBsPOuvtb7Gf+GqUHNP0KYgIhMa7V/ATfP1t+Sml5o5axyf9fbkBLjUD7f2Wl8dbOO7Suv3Taa3/IyXsPGzPZ3NDp9FNjrH9FFRzN3NK6ql5JWM16spn1IJdo+kYv9LFqCT+uyNZDNDvI0in5p5v2tO/YD8qGKeU71zJENMZ7XW1BsdXxuFvhYFcm4lBNRz2qOYjG5sAWiXvyiActMoUWlJXT5ruaQi1fQmM1ayTg1Lb2DMJ5BuszFuBJvuWEk2NXa7aRLYnpeGsJyWCyrRqmdmn7E+VSDULkHQGI00Rasr13/7t316ijSS+Gt6nCp9x0z1JugJ6Mo5P/MRP3H3xF3/xwnie+MQn7l7+8pefvgM4+9/SlrIvPdqxf5V2ZHCzGmhlDC5Ek6r9J3/yJ+8e9KAHLWa5BJS0Z/c0DPID9gnWKS0L5NjSlfTTjOJYCE4JrkrTjm36JGQuCa5J6/W9446fUr11GsZpO61PhpY0Z7kCogyN/x7tnFFJCgZey6in1K7yegoMvh+8RmupETmvAHmajC4v51Ml80wNRZpIc59mH57XzyI92D618sQU6dJxS6xhbByr1AqSrkkZJJMMRi3pTF7H2Uot30ECQy66+r9Vdk9NX0sp1efzTmYL+G1ftWtr31NCquCaINhShyWWFlhlGba7ajQtk1xlDslwEkCzzzmeJBc44IUD9A1veMMpSMAY0mFcx0SGkODVYlYtzSg/OKHvdre7Lfl4f8BDH/rQ3R3ucIfd8573vN3rX//6S0AoNaHal+xPrS8lWNtq/iyrCiu1nMxn+xOM8LkQXXS/+93vVEJMO7dA5Vi2tEABR7B3Mftb0xDOx5RUjW2nzjxZNOsyP/dzw2ENn1SCTyCRht2spcSfu4VriKxSbfbVctRM0vTYmuM0y7iWE5gFS99T4Dxp/kqzce7TIH86fO03/9Ge+X6d61znEl+FEj8Jxp1tUgKnXPJlHx1z5zfNQpoDdTjT5tzIl+VIOzV6zLnNIzeyfOnd+Wmty6OEpFbJKVOCQs2/BdxbwL0lOQHViVQlvio9Cg4umtzJmc9XgFhjOllG1SiSwCojSMnKNubCSbtj1dBSy8i2SRgQN4sAJuBxFS7qNI+M5q2OZ7ajFX6b9aMlEKrpuGCyusc97rG76U1vunvOc56z+43f+I0FAKum0dM4XdypqXkvTVCWZapa16ifyQgEBEw+n/EZn7H4EADoHAsls9R4arnWmdId13xO80Mer+z3GpZoPgA8Q0EtW+lS008eUZJmMR2aaabJeVZTSIEhTwvVVJNHlmjPz1dVkgwYMKSU5z2uI02/1oWmlG8gVOoX9P1vvfzWR5EH6wnCtlWp3hBcktJ/OsizjNxRnhqK6ziPHcmyXB+uX+9JD2oC+h2ShuvHshWEzSfDy4io6n87qvmoda21YOuCa6nPmc+8re9bkgBRnXumliaREjr5naQE11pWbXe912KeSUQ+VwHDtiR4Zf58pjK9ll2+liHhEF4KU8jDwdYYAallLmrNWw9w0Qzufve7LyCai41yAVmk7lvf+ta7pz/96bvf/d3fXSKfBJieYGI5KS15zwXiXLZ8CVWgaTF9r/MBnAg3vc997rNEF5GUUGFwdf6Sgdd7lCcDSeZGMlrI/gg0Ai11al4SrNOc4hlV2slhFoAD7U8Q4rvaQK6bBCfNVmqLMqHcw+NYa0oRiCpt2u+0rXuPenTU5oY27mHWVCJ3bo2+IqWJR5pB+KnlOr6OX+6pef/F9aCkrlnN5xxXtSWl8nR8Oz4yX/Iw5sn89VtIZ1xnfnOvh/dT88tQUw/rS9rMdZDvX2lp/kdjCi6uXCx5rQUGVfJsLepWXZnWNI5KcLm4apnJ0SuA5KmLta0VnJOwUwtwYVYNIdsyYqiOaWU8KdnVsmr/su22SdCpKvxoXBMgk4hrv2sZ1ZxG8phoInS0sUq8MgcSmsQnfMInLP4NNnzhjAbcksZaNOKCyPalCSkXRWUuPYEkx9DoIrSaT/3UT12c87ZZadmFq3PZMc8dszkuzkMCqE7pKgTo8FUTBiRJefwEY8V1Afo3f/M3F2CkrQI6ffikT/qk0w2L7E9JzUFA5xplqbkYSplmF00emksEytwXoBZgn3KntVqFTMbxUFBJc5m/M6Ipmb7g53XnTZqQ3h2v3HdQzWGXX2Qszk1qL3yHMYgzzmmagKQ17+eeD5m7bdKs5Tik2U/aEZc0++VaTybpGKk1Ol+J0Uc1H6X0lIur5klubCP937Kp9tJIGh89I3GQUmWq7c/FmQ69Vhta153AVnktDcH25IKvQFEBr8U8/K9EkePYMv94rdrqW8DaG3/rqP1bk6qTeeLH4L0BmjGUjjI0VQc2gMVrKZHIiU56yUtesnvlK195avutQohjbB+VelOQaWlf2ddWP1ycgOfNb37z3Wd+5mcuvhj8IraZenyTlgs7pVb71ZpjQTLfEyDgeAqoIGv5bkZKUCShVT3taU9b2kceGCsMQLClHrQFGCwhyWg1CdAZnpnX1ZydS7UBw0AzKoc8Suk+J1NJv4NmntyjkWBH27jm/oM8Ptq1aF76BB0J7moQaixZF+33nQlpu1f6f3/Y7gVU5zPPLLKtag62J6OopIGkK9sm3qhh2CaSGp9zkNqJ/YEeU3vzAD+1G/uisCAjPROfQkqhLXBP88eaRmCq91v5ZpiBKe2AqRG0+iOR9fwPFSzqtapBpP2+jpdAVcemMpeW5pDjosSR0TUpubVMUMkgsj0jRtub4yyzjo0p+0g7WbT3ve99l8WeDkeIPSOaMq5cRy6q9+1ud7slUukZz3jGwhwIlW1FH6WzLpnSSEqqGqDfbTf+D5gZGoIRJGpcycwESKU5JXau56JvCQy2W8lScHGRyzysQyCSHiiHUGL2lLgbNs2gAGeCAswVoOC/5iHnwXbloYf2Q6lVzU5mpsnWXcYkne46ykl5bIxzIwi6UzqZZUYRpfSfkUt5sJ31JnNNcM/dxGnOIS9M9aoXQ0OlJc1DPOuY8zx16oMQ1L2f2ghgrWZgXc43/XVcUpBzTBKb9FlJS0nnmtQc6yyPlGdZncnZRz27dQXHal4grXm/k1C2pvpMBcFkDLWdPZtvZRA9LcLUkv4rCCcDdCKz7B54KXmonqcUmnHZWX7VXFqawdpYtxh0ZYI5vskoUqLjRTI4knU25iKwvDzwTcaR48Ox3Q95yEN2d7zjHReJGFOJEmT2JTXFSrdrjM48AAn7NmAEmrNSTVclh8mx6AQmHZgktQel2BzzqnElUGb8uWPrgk7/g+XDfGAIOOgZQwAEwHrpS1+60AZajZpNalLanGU8OY6GsxoqqqaV/XDDomOm9peSqbZ6x1ZJV0nefRe5VtI+77MyI/ueeTWVpCasdpQHy0mPhsym7d22XfkiA1Zj8Jpht569pFZiKLHCmBpXCqSOaYat1reraRJUU5N+M1BABmUUmocs2vY81jzpmny5WfOoPgU7kIXnYktQaoFNT1OoEvcxUjq+MiVQVfCqTK7X9lE77YdjUcFRLcbxTGCs2kIFsTQdCBotjcL7M/2RoFw4NcSzNTfZ5qphtUAWezbgyv80uWijzsWXLxRJH4bSE/9xRFMWO7Kf/exn7972tredSput+RjNX7bZqBGc4fgM7nznOy9mFhebDkOPJFAStB4djCx4ygFA7JNtr4w7bb2abSojc5woDwYgmOEL+J3f+Z3dC1/4wmUMqIc2wDTvfe97L2Y3mCftVWvhOXa0Y5pLc4ogmGcUaabQjCOQSyP81sSllCzAZsy/YFZ3Est4lITz9ZWazPLEV8fGcnwuw0UZd7W5fKOaz7r/Q8EhNTP79b5490OagKhLLVDGkm1U08poLMFcDVI6JU8yVFJqEmpXMsAW45CuPK/MvSjOWb5uNE3NR9UUqrOiSuOmar5oSf9y0db1rdpCC/AEriSAlOAT0KpXvmoUtdwE8GxrjkdK0K06sy0tM0yV9OuZM6Nx6GlNrX4JFF5v+X3yXjW1ZFvrPT4QJCD18R//8aeSaTpWU0NyHpQuNXno6NPmTcKshEmHg/wuu+yy3atf/eolWinNZ63xzP6kUEA70WRwwHJuke9Ldsw1Vbhgc341qwC8uYNZ0E3TQ855zgHPaupIbUWnIWYetQnA7i1vectiRuOgvTyehF3VMDOA4pa3vOWiycA8SLSBDxoQ42f7ZdKag/iexy4rjeYasj7nBSZtHTIU119GAyatkw8NRjBL84+/a+SZ5jOZk+Cq70Xa0s7uM7ZfgJXx5Amr0uTl5bj7ihWpmWeb9Rc4HynACeoZcOB4pJkvN4sK5raV/wgl6YNhfp2v9B2mYOHpBUdnCqnepZpZgTCBvscsssxq7tgn9Tqbk5vSOanF4CroJcimjTzrTOAxCW4ZrZCLqdVen892OT6Up7rZem6knfXGRyDI+WoxQf9XptDKX8shPyDFbl+uAWzJBJSuXSgQuO8c0GatFOaidaOQYZUwG5y/RDWxEQ+gRGpOs1JluLnQqQOzFJoMTm3A0ph+8mpm8FA26s4NQ9Wx7OITEJQ6W0KAz5EHJ7xmkDRDJN3xHbs3eznQkgD7lGLxuzDWlKVETN/wiWQ0UGpeKQQISs4j/fVkTc0+gquak4xLpqVkrJmJa4QaV+nZcNt8C5ptUKJOk5BjoEYpfTkH9sVjomXc2vbrWJLUVLQquBYuL+/ATn+F5iLt+Qn20oDX9TsoIDi2tklakP7TNJd+GBl2ZdY5h9lPaUXhlf/6Sc7klNQWJ6qmkPzkRGQ8fJY5+r61faQctGRULX9IAlhKzK2F3GJi9brf0yRj/pQ+HLt6L8dRQqqHXNU+bBmzBMiW9Jb3896IIWT7MyE9YoYB7NPM6Ni4WJQMBclczO4odzHwW7tuRmUAfjAINpLBFLCvc/IrB/ulvde5BnA0E6HJILHKiBKsjSdPzaYCiSCXNnUlfxeptF9NhI6xdVi38wPzA+hwsqMNcRyIB60JJJi4PJHVemAS+jmo0/GjTCV/xzzpNDdzCf5KsgYF5Oa5lJj55EvqzZuAZPsMOMhj07McUh6nIcNSC3AsU1iyjzIVtc08+0emrfNXqT/be7WLdUiXgrbMLh3erk0FCde1Y2qAgfRq/5NpahLKoIIMCkjmpEksTZTSTQobrtfczDeLEXsdnd1SxVtScQJm2qor6BySErxbKZmSQJtqWXL2LLMOYhJCNU/4zMhkVJ3XTlaLUboYDeHLcRpNbs5LC6QTvHvfK3H5XJp6srzsU44H/UNqxUlr3ny5uREULgaAjwUsMNdwQxdwHjsi83A8BR/CMAkfBUiJ0ydSie9s2CM/5hNMRfgmYCQ5h0pzSl/aZZPZ+12Q8DnNBjI66rUf7tA20of+Ki3n7m1t4owDDAEJ/LWvfe3uBS94wbLZMOkPYGWMOYAPc5fgKdPIiKGcX74n2MrUNIFoFtJMYzRPhmzKsHJzXUY8GXnkGvSe5hppKR3nqSFl4ILzwUfzlHOSu8YzGso5sQzHgfHPDYYpqCTdXzVOI/VcJNtrOxw7He7Or4Kzx4/oWzJiqL60px4u6Hy5mc25yiPUU3NDe0yN33ZxvRUddfSzjxLkEpBtoPl6kraDOwtks+0atbeCnAwhgTY1n/psy0GdfarEbz5T+hi85/hphxQsjTZo7bxtMaOaqgTfeqbFEOqYmU9wzJeEZxm1bp/BZKHZiL64o9OFKOH6yZfGa6JxfHTmVu00AS2lR+tj8QP+mp1gCilBa4fWaaeKLqBRHxK/fefjAhQkc5OQQAYoc4YT4bMyMhc8vgCcv7yXgkTZOIvRaGwDL+YRZDATPelJTzo1Xym5oxXc//73XxzGti0DK2p0jDvIExi05zumMmo3xhl1pKnIEF3pNBmAWlt1BitxVwA2nFNakDm481invXNtBI7SfHWmel9NLrVKNSUZngCqVuAx7D5DyrKliVy39tv+6vzN8WEMYeo5Hn5Pi4vMgmsyOQVVGUIedW7yyJP0o6iliLM+Q5vznQxH1RQSDBIUKmf3mco4KlM4JFXgbrVXgsqYfgldAK9qaw1n7JWfJok0U9V+pxRUTUdVM6h231H92cYWo2iNT0sj8NmMffbjQhv5HjJxDxsyZhwJWsDW/mm4YB47oEREcvu+0lQyE52Y+d2FyLVkqCmZkYewUsBE046+iWq7FRiVPN1x6thpiwaQue+Jm44R/5H+02FK/QIPm8fYTyAI68RWCoZBaILCR8JvwQyfx13vetflqBDaTpJp42NgHFz8Sv5p1lCjyhfjSAu2QSaSgQ2uCfqluULzJnmpQ8euY+kzOkfzLJ4Mu9WUpKmMNhqqSpIJ53fj/1NblJ5lTjIZxlkzjvShaTLDcQXVv7zYb/upycj5lVatW9rgOUyS7l5GY02tRfNaWhKMwlKD1AeB8KGVQKGj4oc0If1YJmMnE5S58lsN6aiagpVWkJHbt4AsnaMJzFlefm8BcV6vz7VMHS0QddJtvxxWMLcfFWSTkVRtI1Xb7FvVHpT+SZoXbHvmq47vVj/WmGALsLMv2cesTwJKE0CrzmR81Seiyuvhdkq3MAn7zcKvh7GlBCQomc9F4MYoF20+6/uGZTKkPBZA34DzlrtwbTMf+u9L7QFkn/EFN0k7xtgLYgIKEVCYejBXJV0pBXpshOAqeFo/39m9LfOkHIEHsxcv7yHiSh+IoJ0RPClB6n9JocUxdiyc+7SP02ZDXAVN8gss3IcJweAwXVmXjJDfakiOmcDqXJqfpCNaiVnBQBBVuNAnYt+TNhhb6EaNlt8+J5NVU5HhJ7NPC8L7L4K1dKsZLdeAobi0nXrJkzvuHfPqd0iTdob1Si8ZQJD0ikAgw1GLztDtZO7Seu53SH/PUZlCBZj8Xk1Kfk81sQVqPSDrAV0PLEfJSU9Qq+YMP636WloQSUJNRpPlV/BNO2eW0+pTb0x6jGGUBMgkPq/7O7WBOpdpcuqNP+OAWeMud7nLIiUZO57915whmOdOYJIHt0HALGLbSz4WC2CYTMv2uPATKAU3gMyIFIHY3yQWNdKuzFpVPR2utkOgyXdZuweA/OybwCHs2DoumuH4CCAChDZpwYFrgC0f6seJzvMcwEeElEwitdV6iJzRQAJL0mHuB1Eqd8esEr9jlJpUOuH5b9y+/Rf8EAJSGEzznmaXDJPkGepkbisjU3JW6/G01fQtUb/HPKSAlqCe2mCaxEg5liTpWw0w17jmyjRrymgVQLSIKDDwnb55ZIeJ5zz51TGiDTLeDJlVG/BQQ7Us22UZaZoyD+lMTkkljaRpO1kXK0nun5JAllmfzYmpqWopW1LPQZySVEp3ydRaYKiU5/MJSNmnqvXMMoIWY+yZi0YaGAliVM2vz1ftTIkz298zpaWmiHkG4DLuPudbKS4PBnMROH7+VlrSfCXh56akjIUX0NIuzmJABVc1d9HJiPIES222SGI6MZUM82U3AjnJ6A9BizIwCaEpOH45ZtqbAUyc29qjddi6aN2lSkQRQIJvAjMVzxlaarSKfSIp+SYTkBl6nzYJnhn9oqNTe37uMZCxa75wLNPBL7M0xJRxJ/lSIJltOmg18VguQoTvGJAh+0wy8tzAleYwgbcy4/xPUlDI/QnQjGVeKY5gMb+4kWbUjJijfmjHsXVdKISldmDZMpgMejHlUeKa3dR0SDJFNTzH3XVgYIAm1jxo76hMQUKxw/V7D/i87wToLMtUQbTeS+m+ph5Y9dqZ5qL6XNrza6r1V+LJPrSYwogBjLSnGa1gTaMS0DTF1HJtX0sbqPOagoF5mVPCT3nzGFJtboASPBJ40oyXcee5EP0IFDIGpTeZsJqGjEYNQLBQwtRZKHjyn0Wm9gATki5dXC5WAEfHq/NOEpiU4jD1YBbKoAuTGgIbygBaxgsHM85vygSYMA9hiuF0WLQE9ngQRcV3xkEfgnsn9FNIh7mPACZCfgBaoNAZbN/yJT2Cm+Y5x9Bn0Dwoz3nLdxCYV+eq80u5MKbU0vUBSROuScoz0ky6sBz7Rp7qQHXedaSrsScAO/9K9M6p9bmfgO/vjZflpLacp+Dm9Wp5MPxaBi0Nan60jUr8mo/0k+Rak1GR0szluKUWnWvA9ukX4jl9LGdySmpKwqRqB0+QSZDvSbh5rT7jvQqqqa2MGEWm2uYso+ZpaRQ1jbhu9mNGG6i/e2PXA/9R2ZVBqT5XLaAyhqyv9q0yW8CCw+4ANZKLUIlbIrZ+UoK+6rLheyllakZiwcoMfMViRnoJTuTVH5A2V5IL2IWTkqSqPymPJ0htRuCzbKU5AQGHsP1PycwxBfBpm45KQOCd73zn0m8WsJv3+MCkkD4NmYWJeBxFCi6CrcIO4wajkZnaDxmy0VAe00D+jOTRfOfzArROzbRhp3lN046mqDwa3ZBO81tv+j9k0Eq3zk063imfMRKkNaO44TGDOQwmcFzymAw1DtrFb5iu2trlFwFd7SPp2L5LayTq1tzleKUApjYjHciIHTfL9X0cMjrnVrrj2XyNqseOuIakZ5kF4+8ZSS1f7lEPxEvPef5PoGk1oNegnnaw1o61fPtI1622rJWbz/RAdGt5vXsVvNfGOOeoZzrzv58E0NSCegwegiP0lNdrKh2S3DSkhAKoqZ5nNIlAlESdb+jSfEDimoCTcep5AqmL1gXqgtaOnCaPDD5If4pRQPx281pql5aTDI36AK9kVDnW9AHzBiYmAVHVXmciQPb2t7/91PwicMAcBL889yeZJHXlYW1GTOXrQR2DjKQBODSDkXw/t2NmxJgCYUbkpEPVscx3ASutp11ciZY+auoznj73LKCZpOTr3gujeNIU6GmjahcZl1/3AQmw0ogRQY7VB+Osowx0cNzdL5D7B/TBZKSdtOFZVbm23IOilpZHX0iXtM8TANLBLqNPrM3NhZqWcv+MeY7OFFI68bsNS8BJtaompQ4JpCWt91LNO8MQWuajXt5a1yjPDMNbM//M9qVXz8wzWUf1i1TmXbWz1vfaLwiNdyvf8573PAWbJMYMmXNx+ByEizScceza6VMCl6mwwCR2wUqmpWlISV+fgaYZgU0br/sNVM+zjy5CVW4Sz3F0hKehas8n2U6kTQC9luV6UBpHM6Bd1AEgy3womz0MlIE/AUbA+PCc0Vvs0EYbE5QowygtY+qVcgXkXLOGNmpqoUzqUNugPbZbzUxNUMdw7spNJ7AmKMfE92T43mTzpqlQQYD2CKpqO27wU9PwrWtiiNqEYCuz0Rck89D8lXsfauRVvrntA3FGEPXmaarpq9AMqjaq6Yh6fNsbz2pCU+NVo7A8/V/6NaRVx5D6ZIg1jFiTJLQno0sBVW3ce7Nps6aQUmo1wyT3klkk+KQqM8sMsm7r2Jp6AL1PWaPyZ5jOvlpRL2+r7p45LplC/q7PtvJVfwTziL0bhqCKnaG2gmCq4gKF6r0mCPMpwStBG4mhFMjCcgF79pFlkHKTm21WM1D6TVU6GZhMQylN0M1dyvoidAjn3gojahynuibwtcAQKBvfAwnHvM5ux5zyMDOhdTBePMd3JWNNW5RpxIlSomObNn7HQJBXElUbU7Oyn2kWcU4E49zD4Rh6aGHVkBQK6BuMx6gh2yLTyojEPDNJgNPGLyPzfkr+4oqO3gR+GUVGBoldeS5VOnsvj7fl6Q9QC9D279i7Az0j4qRZ+ystUw4ATspoOMcgj0rhg3Zt22xnbupUy8kd1eKubU28nWUMm3c05/ce+GTeZBC5WHrl1rSFeYzaXU0fvXp7bRkB/9ayWtJ51pNmnZ6msVZHq9xUUU11XrLufDbNK3wHuDg3iP+5ESlNE4Z68jymE23Omgskcu4ZlSL4yygy4sOF7T0Zg+Bi5EvunhbYBQLBM6N4vOfLaTICLc/W4b8vpWHhC47Gp9eQP8twrwZHbqRJC+kQxkq92vQdT8rjQ3grdaGpyHiJ1OF5+sozmpXsD8/pxKyOSP5rg9ZxzDWlUdut5qXZT6lexpHvAxBo8xgM9yHA/N1TYQir5hXNhsl8ZShGsGU0j8xdoJMWYLZey8gcJe80P7lh0TYyVppwct/I+2NnsftL1LR81lBYpXrLN4Q5mZ5lqfXxkYZog0xQnwbXmV+ZueOQYajSn05oP5rPZCb6T2Y3Dm8yHyV4JIjYyMoYEtDSrpbOzpqvLipTq/wZ4K9t7bVv7fdWc9WIIbSk8VpW7/dakghzMfXKEZjTNFgZeLZTZgJhP+ABD1icoBknndEqSndKpm6uatmokZ4kcG3cSlb8B1R4VkmbJJAJBNafdnVV82RqLsiMaLGPGcWiecKPYCUQGu5KfvqGr0DAq+ONRiAo0QfbS3mAPT4ZAAKN4BWveMUS1upJp5x3pGOb55G6AWrXHe1wM5Z2eEMz1cwy/FPTnWDtu6/dBe345B4KNQlNbTIMI69ktNyjbWnKI+mY9QhvEvkMsZQWdVY7vzqJkx4zvNS2pvNWxmWUVeYjKT2nZkVbGDsl/MvDp+K8J83q5HV9SC/QboKxWlGaJO2LR17bbp3/ajZqAUlz7mORQRolZ4RZhhNn1JImTrWso29eS4mxSrItJ3Tmd3Gqhq4BcpaV11qpdy8nbub5tXasaRojBtfr75o2MJuqVpZJ0DNVpuw9ATJBNOcToud9A+xYNrRPaQoJlkPgXACaMJSMXbTaXV30qtA60jTLZGy6UqFSpAvXhafELDCz6GBe2nI9FkEJUs1Am7yphnhqnhAYBBLqMDafhJlHEOdDHuqnbBYt+w18BSbJhcxY4qTnZFfua3fmkDv8C5SlBkEf8DfQZ6N19J/kG7iUevPYCX4rIWcIrc/AhNQyNDXIIAVKGW2eE+Uc6jdKk4ymQJk7ScZgmc6/ey7S/KQT37nIPRUCpRqi89HSLKTj1GrUXjQZ+v9a17rWqcM7513ccv7TqU0yyEBHtCBMmc6pb8RLv48mUrUVkq8lJSmUJGN0PN1DkqGrmuZIrjE1NNt6Zq/jrNEpPVNI5iNJBBLFqK6tQDlqxyyo91JKzT3G0aqvV1c1v21lDL2+1pBhkxJW1QrquLRCjs2nH4EX0aRqarw0CyM1Fe3V2mtzQakWk4ynJqX0nk48FzULU7+CfcrQSSV3D6rTTJO7Zw2XlFmp3Xh0hdpJhkWS8ngMQD0jW9jJjRP4uc997imDfPCDH3wKohx9wQtxtDN75DEntQrehlZSlowQxvKFX/iFuwc+8IELoFK+YyE4upY04ZDSEY8k7CmoApIMwrlVIk3AFRCVfg3h9Awnxyx38QpgRlMJnM6T12X8uddAk6PAaRSV7VCLMLzWstOJnP02RFn7fH1hkjTk3EpX7714+J1aKXmNAPNZ6Sf3HyTW6UPjHs/mHLl+HScjrFyD+o5IacrMdaQvQXOZb9eDXjS9pSCsf+RMNAU7lGaFljTtQAn8SlcpLaaEVkFuBJAz5qaZ1Mp/CPOo+XpaxoxJamvbR4xUqamlLVXmZErJRA0QaRKzEQvMzWEZrZH1JLC4cHIXsuq5TEKpV0Yg2JBcDEquHgCnrVuQF2xyc5z9SKebUlq+O9k+IrUJ3MmYHAftzt5XkxEQjJTiYDSO+2ADGt9f9apXnbbDOgU9QIC2s5mNRY32wCmqXEdT4OVBvEgIhoyZirJydzXMQqBOoQvGps9E57ljIqAIYp634z6FZKrpDE77tj4jj29QG0wTIXkpm13ZalaWJch6nEmanbQk6NT3zCglY0095DPqqzrXM4KHsmgDbfGQPBlImg0/cPGd1s6Np9Cmc15GQz0ydOlSfxD/3cgoU7Q/Ge6b+2hkNoa4SsMZglod6cmc1TBSWHFdtKJBe2k+ZyeMMUEmAWQkBbsw0zGXZa2ZjNak8FHbZ5/rtaHX/9G12fpqPTNMTvV/pGnk/WRIVWpJTai2jcXFy2h0TuoQltlDiCwCwi1Tm0yTlnZ1pWJ9EBJ5mmuS1mQKues0nWyWKTAaO248uAuMpLYhWBhdo6lABmNej1/WN0HKyB3NN3zQHpR08SPwHBoDY4KfgOvuNFYCBvR5jvcs852zjbwGE2ah88IgndS8XS1t6CQBOZ3k6UQFCClPM4bj6fpzb4LmNTeIpQnEsfY4hTSr6VfQ/EVK8KJMzIqGatJ/xoH+yWRz/wW/9aPIOIzUcV+DmqUal6CoFqoZEYCnLpIMR2natZOb7K51rWudlkP70hTqXEub2vD973WFJpmLtCvmpUPa8fYjU0+hy3G0Ha5XGSTt1pSaa9ioQNdEPUniqEdnCwRVmrax6VuozMHfaguGu1VAzLQmtW/VEFr9Witn1L5eeZm/1rPGdHK8WmVq58ywyl5yPmp0jPWl3bXek7gwc/DKS/cSkFyYAnWedWOfBCslPQ9PI+U+A6NiNNukZGZe2ypAZ1SFmoQ+CVV/HZgeSJY2aRep0UqamdRu0kYtQNq3PKrazXMAH/0HdDjJ1POOeEmOkU3pdAfc3vrWty7t4r0JnG3kLmfKxgGNpEqeZz3rWbub3exmC1DBODhJVS1AENWUJEjTZ81QaV8XyDXvOVc6+AVAzVm0wb0RzrnjRxnOu5u1jDQynDSPos4XJuVpp9K70TgKH46XppjUHhhT2+trOJ0PzTI6nFOalj4MY5UB5REYF0LgMCzV8cF/VDew8SztwVTENWjA8F21WQ/8U3OTtvSTGb1lX2WIBgk4345BtiGDRuy3TMZ2HJ0pCBKmNAdV84hAlk7KVrKjKaXuk0ZS8kx/ZhnDTFmmlMJ7TK0ygN5178kIdHKlJN3rvw6y1ODSNFTtnNlm55CFxJHN2LqVKrmX0pxgo2mENhkyqcNRCdP/3BfQtQ2Tz9MlE7gkeqOC7JeLi4/+AO95fIH2bh1ymg/SQaeJy41aMjnNWBlqmC9c0VzEM5h21ELQFHzvMu9E0OknQNJG7uFn0BkOqMBYDDGFsTAWXEdb4Ehy3lNxq1vdajEvkdexcQOUAJXmOMcy6UYg0vTFd/cmqHk492n+EKRzw5cmiwx71FGbTCsdt4Z2Gt6rUGBkTx6Cp5StVkkb1IKcO53R0gjJfNYtc9EfpC+JeXaj2uXlsM50RjtnCg5qW3kWVTICtdWMIFKQ01SU0Xk8b6RdfTeFjvg0h9kHTZhp5kwnuFrY0V+yk6DRAhAHsYLK6BmlFBfMbN2mVh29Z2e1gEPKOaTs3nMZ+ZCmFdvjgu09n7tIU5qQGHP8kln4n2d5pSbhpzorrVtiU5VmsSkNCegZLZS7cyV6JVnbmICRzkDt1DrsXECaa5SYBBR+eyqsoGUdStNuPKLd9jl9YC5ygch2ufC16+uAJoKI/zADooUAOwD9zW9+86nw49jbd7QA+4qGoLbDi3S0w+OXeN7znrc4mdHWMEnBMHyNZ2pR0gd9ddOYYG3EDe1yE5U2ffMoaaf5gfWpSUWG6pzk3hGSYZKpweVOYudHaVktTYndkGIjqnK3swzDsgQ5tQWBV7CU2aRwZf/dNIipp0YmXX6xDO4zTtCsQoz9EdDdb+FzMgw1VNeHNK+p0VeZylhoD3VpslLgkd58LndSaxq1XupxQ539c45TGDwqU2iBRoJQagw9CTntXTIGwaYH7slkevb6kbZwiHlpS2oxyFYbZvIp1amip+OpltGabIFaiSvNMMkEes+SqBeTBtKpz6W0w29VbTUCwd76ct8A0Uk6E42aEDg1PbihyXZow1aSVcplAbmbNiOZlJrS/p/2X23FOlbzzBwPN6Mfxvy7uAzrM2xWJ6YOW5yd5AVAcCzDRCkT7QF/QMau5/g6fixwzEKMN9Fd+VY2GMBLX/rS3fOf//xFW8DZz/EiMBvHUrBWQld7SL+DYbApWTJfaDWeRZQmF80SGYqpKUaJX3D3TWFqcbkPwJh7fSxqgjI0UvqXBH9THgvhOpCBpXBpnR5holaqUKUmKf5ULTnNoRcuahwKHNJC7tsQaLX9UybzrzboeqPv7jtRQHF+7BNtNiRYpqLA4TrKXdP5ytoM87duGZd0KkM/05fs1N8VtFug5/1qu1aNq1rFjO291ZZ9zVBrqWpC9fvWcuo1QUvQzcgE8+Q49zQyTS65IamaiHInb/Yj5wgC5xgLFpYbzFJF1cSitORmKM05ml4EIu3c5PVAMNVzpVodvzKfPF5CO7Vhp9p4c4ewz9BG/R9KWoZk8ry2XwEkj1iQsRnaal8dzzSJCC74BDRzEJqqRoSZBw0izVpKbgId5SGxfvZnf/bpqagybJ2Wn/Ipn7J75jOfuZiRiE5CE0FrgFk4b4KpphRBXSYgQ4P5esQz7dV34Gm0MkLbq1ajZkjSKaumIXPMXej6DT1+hP+afdR61eTSLyCdp5QvTbsmUiPIQ//sI8/kXgqSoJqRb9KLUvlJMNGcLw+nU/qWUWSYrnShlqHZR43Dda2GJWPQLJmRbUnHmjoVcGQqzp++BcdE57t0UAWlozEFJyLB2P8VdFr29bSPmd/y5OoCFaknSY9AeB+Ann2u169DUtr//CgJuTBafofKEGv4qERkG6s24G8Jq95XcuU9wJiOVJVdZNo3BQkJXeagqcToH80zCeKAcr6SUkebzkfqM3pDotZer9QtI9BGrNQtoCsRygwEtzQ5CRrW48Lzt1Iqz+SRBkYAGUKIGcj2AdZqSq95zWtOgSSl2tzxazkpgeoYlBkRjorGQZQS/h2OGOHdDDAdzE7kh7EqhfPfzXOalBhzkj4Q/tMPwzQFkjSF5N4SzToyS1IyAhmwzJv8aoI+Lx0ZyeQ8cU+JNuvL+cgzqQRP6U8nsaYhN+NZV5rVSDqPHeM0PV0lDvlL5mXfFQhkYpoTaa8Mirr0vzmX0qw0pdmIct2ol6cBqDFII4ah+tv+ZzSa2itJhp6vST0TR3MLoEhOuN/9L7A5KWm6sCztdBmJMGpD1pHX6vUtqTKjUR2tvqdZYI3JyAj0E9Tyqt/Ae1WTqs9oLqrMpKrJfpdQsyyZCjZtgMfF5zktAgNzZURPSmCq3UYkabuXMbjYjZ2WERgGmeGHOumUqDLkVMk07dgCjBI77dBpm/Z1wzOV7jJaJQ9VyxBZtRnMHymV0gZONzUSCiBm17E+FvYUJNPmg6/AEE7HQ8d47gBWotdxSfTRZZddtmgMmJTQSIgKe/GLX3w6tvlaTQFK0wf9hzFQj3Nn2bkHROaXG9yURLWVqyGYMvwxN5L5ciJSRvqYL8EutWSlckFQvwNzgJZESpqQMfnCHM3SakrMFdd0CmffFQZct5fHQZ55XIS0JKNMIU56zhNqvS9zSvp2V7ghz5pCM4IvhaEMFMnoK8dZBueR4Y4d+aFZ5+zoIakJdmoOJgczAcvvGSlDqs8JNNrEahlnmUYAPtJI8v6sdiIhKR1XM1qW3WpHmndyPCWuVJWTGSRz8NPqg/Z5gIbNUgCSi1XQVfJJ6VeHoFv9U/XVcSnACy6eAEnKM5Ly/BbbnOq+/Ut12PpJRgYZOZQqvZKvdnCfF0zZT5ARIUqnfFeSVsLlWc1h7CuwnUQGWR6H2bFwAbHcKGb7tBe7r8E5VUvJGHo+MAE2snE+Eh+YD4zida973am0moBXmSfl0x4dpkrN9EHAkg6s0zOBlNL1HWhm8s1qzp19khl5zpMScDqK7atgzphp99eklKHF9ejypGW1DM9oysgxtViBWRqhPDcrkjKQ4/LQAtNC4rxwHQarNuN1GbICbgY3qGkL5KnJesKuJkD7LjNzvPRrKbxI29K6zEXtiWtqkkc3H2VKrlUrqhJzgp8TmKYRn3EhKRWupWNoB7WcYz1T78sM0iaaEkmP8VpWvVYleyUzxzelK1KqoFlH2n6VzonB5rWaHrrmIlZi8g1V+g/sX7bXsD3qU513cUi0uZtTid0x8RRVF7HELYgoSbmINWlZhkzLxaW06sY026Jz3EWKgzgd0JRJW9RiaJNHEAhCjAGhoQIbzmL7BXBTH+P5xCc+cfmOIxnfAZvQANznPOc5i6bB+UcZx6893h3PzAcJJzRRSDyHb5UFI0MAAKf8SURBVIEwYXZOP/vZzz4Fh7RrO25oJ9KIkrnjqznIjVDOd5ptABbnyr7rPE1TkkeWWJY07om2XPfguBpK6Xu5Se5x8FiMfK2nkr80bbsSTwR+T4yVSaoBKbhwj374bourXowoyz0bSuRI3DK93EGOdqi5Jx3YaZa0Tp3wSXv6uaQxx0ztLudK4UJzEOtQrdh5N2w6NUCZ7dE1hQSoCsStCtPu15LIKygygKqsGTmxllrtyXvWvyWNfAgzjMQ8mojUDnL8qrmttrdXP0mCakUTVV9BMmOSkoQAohSB5MNrNWEMSYgAkrH6NfTNQ+hyVyhJ0xH1stgFb9sgcKTDTxuzO4wty/upEeVmsDQzKA27CU7pKneT8oyLTSejmgYLXIlLU06eL6OZU6bmHgPqYPz4MF70g01rGTrIPTQCgBxwp51oE7w8x756Rg+J/NyT6VEOmgjXYDjsf8AxTXkwNJiT0TdqfRmvniYgwSnDanVGM4Z5oqpzQX7a5F6S3NEuLSs8cE1tSDt8zrfjniCpGVkzGu03kMG5zaOrpaXcn2E/lbwVHNRsDIF1TDyyXan+JI7pUNBITdk1o2ZlObmrWZA32kf/ns+5FyHXrKZcTV8pANkGBSHHwLnKgA6etR0ZPeb1M9unkHZoJ6uCWdrFU0Ktz6Tk6kC4mzF38KUzu9WmTFW67jGyzN/KNzItzZqJJMotJqtqIso2JTOwLFV1P2l6qSkB0jooE0mMQ9dwkupYtU7fe6x9EjORcyVBel4OKTUDnXWaFtxklSGHuTlKoFGSyv0F3vfds77r113MjpVHIWiOyCgOyvN4Z8pJ27OM0PI0qwiCAlpKd0iiMD2kTZgpz9AmHMCEqXpsgmtAEwzl6ZNwXPR95L4NnvM9ympAMJQnP/nJi3bAaaqYkJg3pPkM1TQSSU1A84o2cU1iaa7KYAC1Ff1CMicFHefXKCRDei2DZP/ypFSZPG38/9r7m19d37Ws8wUKtLTQ7JTQ1E71WGpAFypLQGNiz8R/044NY4NIlIUuEWN4ERS1o4nEjiamhCKFiG53viPjM3N41v3M3w+Zczf2nlcyMsZ4nvu+3q/z5Thfrj/6R//ohxv4NousvvXDq4wkb+/uHloYaW0ftFBCTD/BhDFRcOIl9r/927/94WKjNZBjVAuB0Rz23gNz7Rl7Rv/WMF1Z+4Fza3+pi1Eb1IqhVjbQE13hzaRO3k6fPEvqJZ5PxHQJ4BMjuNqBTbJS+KqeT65Ul5l8lTT/eyHsT+9/XQ3B96ti3+9WQnjVxpPm4DesUh2Imd+vmKSDTKJfxt1nuTwGQ+ylMtRQqSl6Nqijg6wPJOH1SGJ0Ex1sEwu9DwuvXu6gG5WL2fDQMB9sEytBwrfXwwa2XeGe6F0YsaApDHu9mfotfcKq63uhj3r6G3TELhBzqI48hfquwDOEY9d+4b41PoM0rAEGtVpT/Y4BpSlkZE5bqJ3aL0U3qby6I7QM+aTixbz7nqttfdhrMBmrJVqrXvmLGG0v7o5AIbY9y1OHm/T61DsvJGJzCT5Sd/O6uHrvugCIwZsmIualNmI49v4alHkfbTCdM/GDP/iD/8Od0Nd+5tz1bnPWMwkAxiXi274hFJlz8Bb6AC4kAKGtzhYGiLkt7TDPC+kTXmSpXW/Pz6YpLKG6hHmJzVMnLv78RBgtsM10reYfI9Kv4JePwUdfBS19jBnc9i5UsRK/8krruf22uNpZb6HLDK6R3wEjLXEf3fo8k5QZU4Anb+wINz85bTYJWARig464wnZYwUrVnwTrMDuAFWp09ZOcQUL93YFDaBAN7qAOB8+h9RJaDaD6xAzQQkEIlY1FWMlPjnt1b0pnuG39KLNpbfZ3hmD3M8Q8+x2BWQZnX9w9LFmd52DpsP3mmk9/bZec8Kd/+qc/xC3kOpyDQEZvLpMRxIVMCASkVe6jFcy1sXJlxaBBh4jxjTgX88CjajOOgi0YfK+WuwZ1RNUew3RAYtW5dSxBNC7GWoRzXVzrHw81c867p8+46P7ueyoU2pB95swQVNujaRTOvT25BnXwqXlemw/GsHY9+2K9wZxtrsTmdjVMmiSvJwLXalifzaZwP9vfS+Q3gnPfhd89Ee8lnlQ3BIFUse3dd7Y8aRdPff+fLbf/JN71FNj5uLDUkzZw+7fvLwR3Vc2nsSDcCLN27hzHEP7yX/7Lb8/RCEhCjGfrWcFNE2G0ThE/vt1iDWDUGJc6RG2S4FLnuRfSANYYiABvqotwZ+6HNjw8evuoT+tR0yENG19NCFFAGGNkJL0lpOs4IbI6IhqDC8YBg+QlVAmmYDxeuG73ASLhbCQVdwGOveS75oAnSW2mGaQtdFdDmkIXH9VuhGoDwVqb3hMzsHADIgXi6vvmJMbeM5uXqOebt/7e8yiYsLKMFZRCk0PMaR8k+8pqqBgPzyP9ZAvCpDalg329NoJ+SPI905jaW85TpfGsMfb/eoew/FTEEKz9rbZac/uLYwJBx/xgLjfY0tnltFCdztsGUmIw4mTYpuxpDK2/OWhYH8KgSPYNPvzk3kcIzMegmiX8eyCevt9yGcimkRWE9FUc7xWj+Lrj+DrvesZGWQPRhdbu3DyN20ZGKK62hbDa4JchK6sZrLay7SKOEawilhllK4KfVq1GHCOADI3wZ5u559wpu6pqh7L3l/CTtDCtlRxFSWMo3P1AHAjMuuJFBBdTjshHACSkk8Gy+jgy1J+eYb+ydg6g8a/2tx4cfZaxF/MNzqm++pO0nqYgcpr74e633XebOgFji+iTirkhrjdLdact/OzP/uwbU0jTi8GnNfzUT/3Uh7nYYLnGDIpAIBjLKz6j6ZLwF+Jz13Zr3djEDqxHE62HJtL78l5hyPYQIkjS5i2m/WVemLLYjTVq03Jh8M6OeSA9W2d2rPV2JFVXEFzR3ZWeb7+A83zf583LQkSL66NZ5tkaEILUwVjufDdf+rgG5E2NQkjiVeXvXcPNMfdZch+tMUO5MM0TpFSxEBdCWckZQVw4BM64WOT1OPHsJYBLNF/BTg7oE9zzaqwmfGMOXo19x3Y1p/1+tagLMWEKq5ZuGw7OekF4b5/z00Ephw7pVgAM6Z3h0EGj+TEmbrQrnBncgsFIaYBRdXDcoxCzcEh3DtbbgqoP5669DN3mfw1xok0lL+udiCvoCyTV756p7QiU4KG1icjrs0FY5hKz7ZmMyewfuZhiIGU+ra3cT2NYxnjtbdaCFmWcCAmtjaG38TaHaRHmsEjn2iuorfYky4spxQhpdL23MUBrrGSQB9mCchCk5mnjPLgbk3LXl56ELW0zXLyxhbvb3+CkdRW1VzET8wOeIwiwM2BA3gGP9RzGYG/D+PnvW2dQJO37e8ag7H8CiX0AinKp09pHwF979pyd9Qi0b4xH5DoBofp23vfWOYR+bYNL/DfArv7R+kBYn9TQvITviWjaxE+S8BL5J0K4GPjWu+2CKgya4Wi58+9lPFsW8tm/9cszoAmH5mP1vmKOlzE89WNhIaqfzbKq7XUvvUztiYm3OUpyl2TJK0Hdvm+jMlTtdZkgAesMcpAVlMSCkDmE6oO5kppoFpUIKMlM/hZSVs+QQCsbByG9RgUchMjzMW9+RHYyJEuhwOPJfDKICthyuPrNuybCzBW1+Qm6QWgy/lZ3rqII4K6/9b3Ch3leSdYF9+AA3kjOQ95HXeDTfQv9nbNA69pnCGb1GGvMIY2heRNngPDGKLkfI2C+o6GBB2mXN+6EBGs9KrzTnF92HHODwNsPm7iN9NxPcBkDMZhupeH67ra5xkha3r0GxiFQurWO9vyfx822uuyVjQNIqOh37buzwjsw/4z/kipWCFvmuzrh/rSVJfxoGm2DUGNudw9xJBCJvl5JS1O+TvzX23tf66kHHHyJ+BpEn6TlLVeifjogr9rdv20wE0aKWbfMp4N3fyOa/t4fZZ/z/633jvkVvPMEIV24aV3qEIcITJIvKWUloVdG7SfG3eaMcJTXCDOx+blrYrgb9Ys4IZpw997tO+5+DH/8+esDl8q1NZB4RGfWjhgBDgYgCGOFyUqm10+MZPFt8FOFtOT76kEoHcCFANYgh9ms1Ae/7u+IjtiBJPS+6508jpLSrQs32N1jr/YyGIt2Q4vYttVTO7Ud8cmbqzbLi1QcQ5/FpHqmOhlsEaO98cz6klQjZK2neRbAx9COCFbAW1xGeTypU7v2MgLOK4xGsjFJvSP9OshFP9tvgrISQjYLQs90PhBYwhshgwFe34Ow7AVr6jx8/7uTgbVih9gYCgwEnMtbcmNCmr/2J+2BJo8psQH0U3/kYdozZg8QzqzVxnxYJ+PjXUeAWybzyeGjleqXUF6Xp0v4rvbwMYn5Y/DLldw961Atk1mGsAxiCfAaYP1/YSwHafu6k3sZ3BNjexrfjuUyPXCC9lcKsGG8vx4Ld64uY2ZYLq9R37UpGSAdTlGlG3FpU7ZxHYZt28Gjast50/cdlk1p0TgY/0iY60ttHhBo+DUjp6CyCHGMrEPq3gESp9QMDuOq7LBv3jSIGgnOgaeB0jjqB5faxvDrv/7rH/roljXQUf2KwfV/v8FwK1isJgcOddDXdoaIVEfEfONQwGwx+RLy5YkUsy86OntDbrEL89EuI1T1m+2mn+ZwU0kgMtaVzYzx9hJ+9fBQ27QNYBHG0oUUwZZpXrTh6mZUbcwMuewPjTumbG374UlE02id2svmfcff+jjHfb+ppb//fX1J4FcQptGsXQzhvnYAe4zBHMJBO2bvitiDKqUYZ0iXFJJGumePBg4ioz2vJ9JqYJ8cPrpc5sJBpKGVsJVLjC+EtAT3laaxhHP7cgm3H6rT1rkE+dZ9+7AHeAn3E7y0dV4G8CStL1NYhlXZefQdyaAN54AsQ17j82Vq217481/7a3/trS6EGEO4mUYFDbnIRp0dKNIPQ5eNjaggxiS7Njy3PAnpOBGsd5TDm4RbQZC5CXLJ6/PSUSPqGzRk3tZVURI20rh5hpfz5mh+181W+7Qmc9y7zUHt16ckc4bhEuA1vhgFbYn0iIDZv1czldSsNgS9LQTB/bDPpFbonWCxAtp+5Vd+5c3oXPbUiGmMof6A8Rpr6wlfr66IMeIPlmr+F6NH7Nh1MOu+az1EUBPOerc+iVfBjDHk6gLLVHfvN//tl5wfFk6knbAjYPyEk9aOkdq6i2HAyL1TPfa59BfsTDSO//x+1tbAbQ/ZI/aCFCQIvBxRmA8mAKJE2DEl+3q1at5GjMYExA0SpXU4Z+bY/u87sCnIagMiP2nq7AvxGDApfQ3JDsESyCWOS8TvM0vULhO4WsYryXy1hsuorjH3iWFtPy60s59fD5879tVqtm+v6l9/8oXCVkNxKXuFdPAxBkXK/ot/8S9+8Bgh5fduh7F6XHCuXkQRwYULy39kowpkWgIv6rhDmC9/bcH+2/T1AwzDdmEu5blBoOHT1Rmxk4eH+6gxkxx33cVXCH5CoBguMVvxCPWL1MhOY977O8JanRHT6oj4JTmTTNMgar96YhY0Eeu3+2f3scO8gWDeQZBoMe6CqA8IcjmXunQnppBHWdpgzCHbAtgO0SChg9pI2XBrWov1oMGR+kWDm0NpPTBixAekQgMCQa1vPuazAYxgGC7Cy8TQncYNEusHAQVhgX/EN4BVwJSI8UrUm3rje9/tFJi0FCcxKp5GjOVbj70nLTzoqncgLdXVnjE2e49jhkR7hJDWh4agTxsMSFMnNGymX/vPvH1yQ/Nu4pVsV2q9EvuV/B3aCwNdpmFyL6PYZ/azfe4yjJXEl7Hdup+YxdUQtr5LfFcl3XqfGNllRNv3hcIwWmkbOugIz33vjq8C0vmrf/Wvvr3LH5yxGuNhD+D1QZLub0FJbbjNU88tFSGRTG6zq1Y2NcBe8EIqo7lcSZrq3ffBRd1ilj8+yb7/4b+YHWaBYZEOg5mkzqaqG28HGLHbADXEbn3ke+9Xf/VXPxzksG23rJWTSDBb7VbYJZ7OxMKcgtUQ7+YZft1Pc4sgRVDYXEBezUPrW98yOmeDqm/NV9pCJUMtgg/eYTjn5w4fJ9ki/q7MxQjs9forpoPHEUmcQZSf/OYxEjNQPbXfuKSWYPxlZG1eSNPNS+/sGqqjzzA4kjh3avEE7FIcH2RKpR3+t3fGYhxLQ2gFZaUVlGjMAt5oDIy64E57gfTOToNhLoMkDGGcgkJd9GM/VQgLviMwrhegM0YD/yw3r12oZf2e9zmE/+L7W4cJX2n4CYJ5pYE8SeP37y3LjPTzaiLblyfiu8byV3Nz+/E0jistrlZgXP5vg0cMWvD1N7592PklPQcj5L8e4eRqys/cxrGOMM3Ft2kRcOHq6ECRfrRjD/R3EjTvHWPEaPTZ4WE4psrTFkAUvEd4DlHHqcYgJP7uPRcBZJh/ctUlmbMlIAirttN8zJdcSBF/WH9EV3BTxl54PZfGNUaauydNzhnSB3NjbptLYxeABtoiMccUSrDXbWxpCj/5kz/5FumcnSOtgtcMTZTth/S+bphwcMwSJNRci0sQu8EwzkNn3Xzbs9k2EEN++aTcNMV+x1gQO3YEghAmbW+SmP3uPGA4hAtnKeaz6Sy4VMsuai6bC+fru0fArWzW195pHkGomCxmo6+NodKz9hRtqJ/aoZX42zlH6J1JWXJvpgQQFgbgHGAkmOa67X4WpvAEVay3zP7ve4SDKmYAa5hGNJ+0iCXQS1QvQd/nlWsP8MwtrzSbjzGop+eXWV5t4AmC2zrWS8V7PGbWP3thtTsfO5beLQ6hm7rguyRPsAkJhGEVQ+gnokoC6YDa6CQvm1sOGvYNUrRxMwD2t4ReGwkac6q/DJgSu4EFNnCq0vf1hYdFhKWxCo6iJps784voITyNCeEhnbqMh03E4bd/K9wdmyv3J/RdEmT9TYrsh1F0fcp3z+5+X3inQnLFTDA2jBe8RkrmeRNjKDtr9zknDLi2MxgpZsYuw85gba33BuwhhguBkfRBhuIaEDUuocUkNB4ag2dokOgAybh1EoOiD2wCiOpGC/O7Rzh5STWe0o30PFsYJib+YGNhMAz3g/+R9z3mea7axs5zCPN2ljFme5IWREgpuHGDH/s/yb1nGJLNufnRnjrZEzaYc+fTvNTnbG59Zt/s3eef9Y7mlXTASGv4vR5BS+wvQ7HRlVXdngj2Nc56fwnqkwaxz92y9V9Cv+O98NMd4xL2J9vJzt/CCAxi+x4DLkl75+YJfjPuno8gFKBGKsOUPRNxs3F46zDaeoZ0xJuojclXnbEwYi7xGDe7zU+0aZY3Uhf0Q42WNgBcQ2olrcuK2o8+OXwkuxiMJHAw3WVksNh+i8Am3cG0V6uhrWAIefmQkjOKumWtuejqzd7Zy+nlgVrpe9d+zwoIJoKKSIoFQBQXQ5a+AoPv8zSDiM0v/MIvvN2c9xM/8RNvTCFpHYMlmdMSSPnOce0igvYtY2995lVVPcZqPhFKkBAtjOFTwFd1SB7IcL5J8Kwp6EXivp63T/QnAtv60BjYGwhACCgtp+9on2IgGrc+/uZv/uYHJlbBiAlL9SvIEMRGkGDgVr/IeEKQlB8gNcICjZUtjfawgZRsP80Lu5zztHNVX7JhuG97jeVrM/xkNoWFe56k4euPvQQRZ34iYktsL/7v9xNsc2Gf1TyeCPiVwi+xv4T7iRlsP+4zFzZ6Yiz3+f18jeLL2FaV3X489dlnHZw0BIZQhxzRa1PCk0lV69nhEhOpLMBHCCe1tb5EKB2KlaoRs83PsgFfJFQEf+MEMEPYuijqNTxahw2aFEG7UJz5Y3Nw/aEI7uqMuGN6vD9AAjxWel9yv97NuFupvqRzTDZmUTuk5mX6u0cYXPuch9bGZYBWIhAiwEnFJD82k2WWaQsxhbSFGEL2mH4X9dw4GMsx6M3XtX754BZ7pvfAIfaQPduPi4BI8ewEBInWUhoLEn7v9TlbRQyxdkBy9j0vOYFv4EB7VdSy8y3QKwKvHu+CK429vhB0/td3BkJAoiHRKtC4zlV9tR/dNRFsmV2JLYl9RUAmpscmp9CqKmBBwhm3bIISLyeBrCL3N0iPtk4TtNc/i6ZwpexLONfwvIu6zy3x3uIA37KM5WoNK6Fve9rZvlxI6hLsp3Zf/f+qjld1Xq3lwmXryaWeW+dX9cn/bYBvfetbb1IjKCR1EiHhShehgdMLjOIKqY8OBobAM0PKCtgxpiD1xKr+DJe8fqjCtdtBqi5SK8nL3JIeEf4l0vq6hkH2AAwLc2Aj4PpYPRidw04Kr88ISAQL4xQhLf4i4mtdM/CuxkP6894y8XXMsOa164Kd9UTyfsVaOPDWA96OsAQZlkI720IxDDGpXGRj3i7ikYuIhM3YLIixOUN8navWCtRBi2guQUfsKc1Za0iD4OlW3ZgthtBn7UPzyAWV5G68i8s7F6CSNXKTuBFsUvWmhtjgrgrtggZSaT+miYFHGycPu+t15JyA+ppvV7s6j7TN5sY5ZIMBq6JlYDUMYF1P+549TwApW4u9C2Z0XrhxC+r8pBHNT8RwYRLSBmnnEuHKQiyXcF7YxrvqfXLvXJe31WAWrrrMRp+v5nKJ75MW8DGG6Llt6+n/p7qvO++rPlyI67bRXBS8VII03gt9L1CJ94LP+4GlIhDVXT1tSFIIN7g+F3zWc24VuzCY9Ac9x4WP8ZD0TKLjClgdSVnue0aoufvxs6ddbGTsakBUaV5NGE+YOs2i79btVP4mQUCV6o4wkRprH/zQwXfLWoc06EgQWFIkIoZoY2yX6YPvKoy/fRfxYETFNJozkbnLRKsjYo/J9X2aQZrCz//8z3/XN77xjbcYlewfEUvv22+8l1x2Ay+vcFvdPtDsOCDw4AHV0aQ2iLC2aDnOLaKtH42tvzd+RXoI89PeYB8jgMD463+FJmqOMVc0gUSOYCOaUq7/gTkf67q70Liz5XMefdyl2wcECIyxPtnPnSvnl8CDAddG+4pbMChoURT7UD8IQrRHGgn7jFiQzwIfXan9QiYW7xpB9/tLPBdmutL3K+l+++X3PrsEag8gZnA1iScmtX1VLiR2v7uG7YXErpZgnjBSEtcrKOpCbtuOcZVTPyLgIvQ2KcILaxUXgEDkQeNwwTP7P8K3gVqIxQYxbVoLmKnNiWCDpRa+WYLMeCktQwcCg0K8uOvpxyaM48poPvu+Q8kgLJ3C+qDXDq+i3WcIN6kd5l7JBZbElTGTi2vpqvPuqR4+5iKs9f0KMrtHGfdpAojleggttKgutoX1s/dua9r6lVq7oLYgpBhDzGvzIIFX2gsVBAUhxgjAZzRDRlhwYH8nWbMBbK4rawbWEEil7t5tn8q5xRC8keqwePYokBGmyE4k/bUEgM0Lh4raQJzXU4iDBQb8Pe83EZLgN2/TQqr6bx/bq/Wr/dB3CPFqssa3MUA0cXNgP9X35pVAB4ba+KCFPDHe2iC8ETg/eZyCDY7ofYyILrG7zy2U80T0L3x0GYV3l+A/1UvaWyl8ibbFf2Jq9++vgnOWGV7ifeuyOVabsTEvw7ttXaP1ZYgxhBLdtdkilDyHkir46bdxHAwEGDGnttIS9i6ExTilwmC0XE8PavqmMrC26uDCKAiLOh0Rq25GtuqSC0fd3CMrcNT6AIe2rr3D86V2YzjZDTAmvzcXDgOn5HD9HyG1b5JkzWHGTQwgryOeJBkglwC4FP7uCWvfT2uzXlKtiXsh6gemWf3GzMgfhs3wy7URg8kN+dvf/vbbtZ39HYQUnNRVnhiIvcerRcxG3kqgDIwAHk+i3Yhy67LaGiM5yANESTOy7nz72TIQdAKGtW6N4ePcQCv1uZ+eaR7k0NoIdBqy/Yt+sIcQVn7rt37rgzs07bZi/L2zWUfFCGDKm0vMuRCouetpj9TX1QR4z3GTFXgokR8GtESeJkfwct6qCwogIPOz3Lx2pXufL3F88iZ6kvSXwXjnMgUDv20tg1roZ1Wy7dNG+F0D9RL1V5DNMqwr+d+52fL03IWCbPwrCd6/l5HeeUgy/PEf//EP0v0adztEEafdTCRK3juwW8bRDoakb6SU6l7XSPgzYlxBbGDUskZiNLxPuML2TPWydZA25b7hTlcdm4+HxsMfGxHuoIqEtc6gJEF47BqbUI0hzwGsT0mWRQmzJRQ06JDFFBDoUmiDCNIg1q/dYX61/k9rau7AYOYPIUSsPL95cTY+oPdLjJcRPG0hBhJjrO+Ni7EWvIh5iQFhhI8Igqj0of9FU6+XlL1lL9MuSa3iAnaPkHjtW3CIveLMgSPNKeIKZqrfMeVNpojZcbdFaAkjjal1bE3X6P5973YQe9CY+kygJ+2nz9hZ6if3YGe2umIMCWo0HfOwWggNiHbbu1xoaW+Yichm67euqu0Jjhue9f9nMzQ/QUNPRPRK1As7rTZh8vbQ7Huvfl84a9tR5zKolc5Wk1j7B+lhNZ0d+/59IaQnDWE1natFIGYO/j53PY527NdQ36HN9TCIYGMASEcIJzWbyg72qewcwPdJJiQtkg5mE4FhdKOmilR1P3NFoBxPE1JdfSN1aTviJkiuwisKrMOAC7qQw4YUi7HLtUQDsP6IgQMp0AyBQ5jcucBzxtWWfV6fI6w9H+OIKdB02Df2QD9ptNZxtaiFgupjUcny/zC81t56epkLsAGGiTFJdfFzP/dzb3c+9FOK7YghaM/cgB/6DZ+vH0EZlequD9YBA6qPFRJu8wAWJJ2D+jC15of2IBAQZIVps285q9W718JymFBXn0usp7/rPED4iUE15vZFTBMzq3zvu1PAxlI4C9YGkaYNEVYwUGsOXiTQVDC1DfqjWa/mwqtJ9P/udcyJtssraekQ6GudH5zHTw4frXfRSjuXcN2yHVbPEtaV+q/msYv0BEstQ7lGXb8RN/7nJhKnXfcw7zx9djWTO0f6e/u4727f9Im0cDWeV0wJY01Ky6hMQjV+0jtYYg8IxiFCEiGjEiP0pBZpK+RzIUEu80Wcqk8+Fyqx1AUCvrhOwl9JhYKwzDu83V4BTxijADFSHUYIz14YovdEg/ccA3Gf87YSSRxMlFF6pdQ8dxghm2seRhHcIpnNXWVvJDNX6/CwUanL8ET8Oryu5CS1x6SaA+6e4jQQapJqe4ItojlKQ8iWUF6kiGA/0oZwbXRG4NPL0DD92iDdw7a5mNq/jPDci/vhlVSfm99NRseAXx950vRMP6CmhVZouHJmgc4SNjblBYy+tgTFLf2ioTSOGPwKFf/vd3uDH/NjD4oZ2SC1+k6o4LgAEiZciduorCtsv40FFGRe6gtBqtIYJfujcWA+zgU4jnZZHxvjK9r8SbyPTPAlWE+awSVmWy6mv8R0P1MuQ7gY/qs2F2aBIyPGlfUI2T5cmOnp74/N1av3V2NZpvBUxxNzUV8bq5xGSez81RlCMT/GrL0/AMTD80JEsk1O8llVnqcFRtpnCK6w/Ag6QyEC6nCT1Fa6Ww8xhKd3Mnp2EFaydyDXN140cgeQNrCGNzl5NiWCOY/oE3TAKOwZUiasK2kEmkG1+ASE5d/8m3/zwRvGWGkxiNruab8xAv0htJhz3jsRtA4+2KvDHUFcBtln9ZnNBYwENswb7W//7b/9FruQzSltIRtDzIwHEUFgMWnBTpiqc2PtECF7F0QRE3A/wM4LhiawCzGrPURUIJl+JNXD1wkfPNvsb3YsRJcWJVcRd1NrwbBLKOmz6nBd6Q++G3ZXyMM8eaKxo2DkjZddCQzFZlI/eGntlZm8+5zp3iEsgTbBpKDKTRUC2hIwKFVHv0X5954Yl0+uKVzYxt8XM3/FCO77F2Z6BUl5Z6GmrXthlldM4toK1EFjQJgQgY+N5/bxMouFq56IOdzas9S+V15WF3LaMbYhkvq45IJu4IsidmGKCCviU6FNuEtZW4zAbbDcRKnLPccnHgwU4UrqtInNIynrZsikSegjf3kH0eGlnXBphcMuo6ownnONrM76hHgiCmwQ/e/gwpIRk9UyMDZeR6J0g3VAVt2yxkaShEwyqyC21tp6r1BAU2huw8MbY/MbkYzYs9uQ4tlmMAm2oAgSrUoSO0RU/qsM4mkL1VtbOSaAvpwTkd/WZyHKNd5aL1pK3zPq24MLJVZnBJD0S0ATIwAKScDhMeeObYJAe7I5lnRQqhNrhzlwz9wAr7Q/cMxqogo31e97n+dKhnlEWw4ixmFrzpPOvSGEBVoLyR+DcrbZm0ClYm7Mt3NUuxhs7YLsJCgUkd0zBDoMNOGKYwAvu88W0axcYrWfPxHnS1ivXWC/u+Wp7Vday61rOf4S34WSrlH7iZHcNm4f9vNrz1gisFoCvBR0hOhfY/1lnvouncNeybduhBUwiMCjniXJttFqk4vfutvJOImwV/+9oIRk02GWY2YTbwlAYiNwiHtfXVRvKQJ6v8Mo8rS/12NIwrTNCyQCFmZL6uJvj+mbV5I5iXsjXxFaWgOPkOorMKzfHeCYRbCS7yK0iA5bEU8i80Ujswd2P7Y2wSiM87xvBIQlgXOdpOnJegvTBvfx0sE8si0U0PaP/tE/evNASlMouDHCgbBUN88yLs2gFAwHNi05Xm0hiPZVhTuoIDkRxsbuKlB7bPcqm4j9pEj1wCuNtG7fOjc03krfm0tMotI8s6uINF5b0H9/h3TsLwScN9VGXPPAQzPWfbqg0dpNQCEMiXvAaCsC/ThM8IbiaYYGtJdAroQIsHFr0/cJLZuhgKbzyV1Sn4j6xfRNEunnqs1PWPyTx81tc7WKJa4fYyQLTd2+r61g61846RUjeRrzU9+2rAS+z24Q11P/zefOj00PZ24TgFq0Q6rmH46JVBA6tgHpBajvpA3EnP85PNdmRXi94wpFtoRlsD3PR5ynz3oLgWVIaeAchCViSPIldUlr7UBIwdAhxCBJ7SsJY4wdqIgCI57YBvO6zDYpkxeJKOb+Lj5B0Bu8vEMcwak9dhLGfGdjNVuMCqTG64QzwLrU0npIoOIN1tDc/KyGssw0O4JrO2NuvJHKrIooOrfcLTkqkIoFeIEyGHk3KA2+L20HBoU4r+ukuWBAtV9oqvYNwUBeKxCb8btZDAF16xpGxzhP65J0Eewilcp3v/eRcEVTkZ+psWKA+kyoydaEcdIIrYX1FnFtXkn5INnqd3kSprBXpNKgaBiEtoUf2dIwHQ4n5uaT2xQuIbxE/f5/ieHF6q+m8KrNK6W/Mm4/MayL7VNfN33AwlPes0n3vdvPVwxh61u4SKGeb79uGxfuorb3PcIbwcwdlWENMZT+AQZJRW+jUG95n9hYC0vxWiBB2vBtcP7PzQ/ms4fbO7JaIo6keGPomX4Eny2ezb7AAMsFT9CbnPPBCf72nYRu1plWRFjZQ2udI5DN2Qb3ER7MVe/FIEFO/+yf/bMPMEEEt3Hsvqm+DNFXyFDW86d1qd+tk9vQBHX1THPq+zWu26tSMXArde+FPE89k2aQdiODagnz/vSf/tNvjEKmXPumusB61d3Y7Ln1ibdfMWKeMzQXmWs3F5C/BWFt5lx7rLq51dZW875umIvtc6bgqdU8gXsYZcEtmCeJX2I/TOW/zuVSbBmC26rXnnT/Ms229l0Nu5lkN1UF7RYB73kwrv3uRr3KXqRFe+RujSbYbxsrlJ2L9sJ9dj3BPnmcwtUWVgq7Evx9FyG/0MsrvF5ZSf/pgC1h/phN47bj0K+2cH9W63k1pgsJrUS4cBLCBFrYudu4ildaExhHMArJghTHU4QxcNXavSfYRnSwzSkJhSbCOLZX+yVh15fqZYhEHCoOvWR3HUquhTxxKrJMYlRUeHh4hfcHLxFMg1HUwSXZeQcT7lkQBMnOWB3C+kBbIcnx6mpu60911Mf63NxHEDrQEXxtkfbsq+AC3jUguYVRrxACxqtwCjBvmJqxmR9SO0LqOktzj1iAyWojO0KeSGkLuaZGxEp/kRFa5leGc1o1qRvcI5GiPW7P034Z9GkYzRu3VQSqujFUa8fDSkbe5jnmxoC7QV8bRWyc7Bn24gaAsb8o6qifmCbC+d3vcSG8pBbHJ6SwLdgbXEa33faIOyxoNITRtXewYWjX/dO7f+xfTNFZT9Njh+JkstH0ac6bVeCTw0evbAMX5riulYtBP0n/l5FcmOnCR/v5lmtovp9vuxdSqNjcS1S2f8t49jtSp8O3TGsZJmKwoecO3molt/82AFe4zfXUxpNjBUGW5hhBQCRsOswBQ9CHfsNo1zjWxrMZeTwwNMOVeZVwY9wN3/8bdQkiQUBoF43F/w6jyF2qvIyUXB97pkMgHw9NZy8ucfWhOxNoA+4rNsf+TpoGn+WlZMxpE4IAk67lUuq7jLdSUtOyBHrRjOyFu4/7X2oRBJVhtD6KOq9Iu9AY0hBpXtxIvU9TQagZrdP4CsJLW+jazm9+85tv9oWkS3sTIQJbcHHMwGvvgRZBHLRYBFpf7T/2BhqA+I8KGw5Hhg0yE28CdqmOmIQzQ4BZd976wv16U1c4g8bEAYI3kGzC/9u7N4/veElFrDkgMKZXzFlFe+sem+YndYt5IXDRXDFHwqJb9vqbcCB/kXupaQ80Ls8QLjBOMNJnYQoagxevpP9E1JZ5vML4V4PY75YxLLRyCbzv1XUZyv17CbzPaAL7Y4y7mV4ReSrpvrPzsXO2xmX12dR37vxQO11WovgOw+XeCvckuTDoSn/RBmpjkfYcasUBbeNFnBiHKzyauBJyrTQH8vd437z0fm13GNgwGPR4ivCuYIPo8CMstDqBQ4gG7F0qjL09jKcT6GDzM9GwGK4xVEykcTaH2Q34yotPqK5uMwPtJAljNsEcu/aImv6TNFdwor1k9K3+zYUEqiMRmyPQHYLQ5zQ/gWBsCbtfXduZHSGjc2k86n9aQxqEzLeM4/YSCIXkziBtro2DlA/W6b20LkZQbs0gGoSZZkCjdE7FtTg7NEZzsJo26R+cKA0H5uP+A7EVbGutI0jxd0YbISg0JwkA4j5iorQb0JnYG7a5CsJde+Jv2P+aw01J0m/5unrPvDtb7tiIudcH2gVByf73OboqnsK5+CwRzRb/CUq6n610fSVsi3jLJfgXGvqYdnCJ/a1zCfplYDZWZWMYlKv67/8Xn15p8EJKT/3H0Rdu0jcMAe55x9rmlHlUzpc2uUjIhVgqfS4KNUlbrII+89rof0m51ke8/xmr61vqKZUbJINY7RwZQ3NR/zbKtAIComHwbd97G/rN88h9DNwEzTGiGNPbTKq9A3aTNtwcdxDrr3xPoJYInwNfexlnBYmVJoJEHNEj0TVPcufwy7c3rpDTDyGBoZOky4OlIvZC9Kt6JT4jLJDod8yM9I0hwtbnjaNLd375l3/5u37kR37kbR8EK8UAN3UIxt7f2iYQaItWSMtaBwP7necN2KnCAG3ea6e+2tOtH9iMluvuYQnuCDOEE4TexT8gk+qOCJuT9ixNte9BcPXzd3/3dz8YyvfsYYhiC/Z+AmNdzyCQTwS8vdZ36J5949wbN0a7Ucu7V9JUq3th10rt5D7b87kYC+I0V40dhPpZ4hSUC+M8QTtLeK+Ej2utnWHfXe3jifnsu/vdZRJLwJfoPjGN61G0z98o1CulPGkGi7WSEBFnz2764zs/uykZ43Z+HFYbjItdhf//GrMYJLmf8uTY+xN6vs23Sb8ElMFFwS/9z2eeTzm8dROXRXRIgNJJOBy1SXuAxcY09Mfn5re6O2gkteYJ/r+aVwWcABJYl8LqEzdR/x0cEm7jzoUTYQxCq13aUz7/YCFumvoJBrA/YLy0gwulcmvsO143vZNmEsGwxsFFvSN9B6kWnMR90T0A9TX3xNZUQGGld0utHVP4zne+8+EinozP5UmiefRefVpngmAz625/ItrWHDYvK69IYZCT6HfGcHCfM2cfgoCa7wgrwWptJs1psTr9zsbT2Hp+00dzfEBsCS7gNucvKfy336E/9hsMD+NfWJVjAuGDFkngaR1APp2pmJHI6d6vv41LnALISWxEz4sil9OJCy8mSpiMoVQ3aJWBmZDH2eOTex9d4r/SsPKEi6/EuITtFYa+dd8+3O+Xk95nXkFJH2MuyhqLr6F526amcgddD6MKhoEAcd+rcMVEKPSJlw6JYxnC1b7aCNIhVEeHgkTmshp9lQVTkFefSS3QBhZAQ/PYwBt9o37z4+dtsczRMxvpiplgGiTaPYARCZu+z2ImHXAeJAyODjgvEhJjY+vw9TfCSgpcQsx1EdwAztFu/ejvMHTjKYq5Ovo7TD6pErzA/kFdB01VpGB+0qatpzZEJct703gbIyM0OIg9h9uh/VJBXAgMcvHIuopYFNWcVJkHVVBSRKcx/tqv/doHe4zgM/saHKTNjabFaDELkjgiKfK9YpzuMRCBvmcJksB+QSOpXrYS+anAeP2fPYjNqu94Pq3NDLzGu47mSdP8b+/7IobKTiY/E7gWA174V+SxswZqpbVsDjKeTys06h/CvtkH2OXYra5Nkp3FeXQPCDskROCzxClc5nBtBTY/KdtmucRyn3NY9uCsZP91+qVceOUVY+Cho+ijz+CKniWlrlZwYSLvWSgbBqRkY6iHpLH9piHAcBHmO0fmjtqb+m9DIbYInkPhoDJMu+KQ8ZkvPG+Lvu+QOawOobaltogRkeiF8pO6pSxg7AKLbMAVrRH003PgAxfksDv0XkzQncSIlQApBxBRJu3yNHGwK8YqqKrnSI2gKVJX2Ls1jZCC0kSPS9+cNM/42nsroe0+XSjRXEhNAHcWG8LwyhCNqSE4jVGKBu64CI46wGBiU6orCbvsqSXLy6aQZhJenhHaPt77E6qT8FHbcgZh5IQUqaS50IorqM40LtpQdbaW7BRcimvH3dMEo4WdwEKIq7Z5BCHsfZ6wUxsEib1xjbcOG4Qz99/mnGvb+m5mVtouYi+mARP3vPmnaXPVTtK3B50LcSmM/TymnA2JCqWwsP/VuYQfE3HebiqdT2JTWGhmCeGFYpYgL8F7MigjoOvLv9L/UzvLiK7k5bn7zCvt4DKMZXY2SmUZxm3r6WeZgjbBJstQljhsWgjE6pUNZJlqByqiUOkA2MjUY0Y+hl6SqUPfAex9hBuB4YZJCpXUjjGtw+06xvra3zYxCQ40RcIiNXq/Ikup4DieFOweMHWSHEJI29A/RIL2JDBopa3mIigMo3Ng5Wmi1YS5uzksQia9cp91cQ14qM9iGL1fX923IB3Fpni+e+wKMFwV2Qm4Z3J77DvuoRVMgn0H0zP/CCRPLd8JRszgHNPv7uaYQ1Jm2HSeSOCbFZ5g4DdAjN0HHg6mY4OgJVqb5p/ki8mAmxDqxsvVkw2juqw5d082Ho4YhCFr3++Y17oqM1w7i6KbMYI//K5tORO0o+Acd3RwLOjHPLjOk/C1mQbq/948yCDOO4htzDmxD52N+snxomJ/QDJoVaBP6+UWQ339bIZmUu/H8HnlMoctTxrBHh6LeAn89uPW9Yp4voKr9jPtLFy0sMOqyVfLuP3YeVrNgqeBAqIiCfa+FAMXqruQme8sepKZiMc2NDdH84swbkqIxbNtVgedhL9J1hBTXhmtkUAe41gjHoNohATBlyCMpGte9i5c3i/wZ/0EfYnN4BFS/2gLDtwG+oEIpCuwPjQDh1ub4KHaSfqnMSCY1tUdztRzEmWlualO8Ia9dNfSwbf2oEiXxgick7KBvQpOvzAeLUWeH+Oyjs1/sBGDdQQxzSftIG0hBhez6H7niFCF1kHzMxcECu6zPIv0zRyth1p1JmiQaq174+JptnuUrQTkiPGJbbGXXGojuC8biXnl6WReN3CU9tSzaxf8Q+/CTfuj9W7+a0fyOxp934HxaO60YxllY7z9jzGznzh/mIo+Ya6ERDAVB4LN4EqLpBWZCwKAOkHWn5wpLPFfQr1E/RXh8px3t6yr6deBlV71a2Etfy909QRzvWI4G0y2+Wous/LshdRAPjaa966Gw/9+U0isDWHnlCRjPMZgc7An9KzNK1/OGpsdBHfyyq3TbwnoGH078CAwxJTq770NaiKlkJAR3PWwYr+An2Mo9ddF7rUdkyMlmme3p1Uv3/Sde26OPFQcMGtUvyJ65Sxi0+F2y+BZXdkNML8IDMIY5s4QWJ2iZxlUxV5wDd4Dvh5od69HVBp7RJPxcaEKHjQdfhcpNQbQjR+HH2xQXY2BwwEXYddFurf5V3/1V98C2BprtoUM6QgtW0TtCTJEbK27yHRrEOHHhGmWuw4S6dGqeQmxp2zQnzPC3gDKgvULopQllCdYz7WXzaG5WhuCeIPdK7/zrq1jpBwnZKsFLzUONkGuuf2t7Z6TwVeOKDBXY4sh00hoNVd7xGRWC+Y2XNu9Z303s0D97ZxVpEShUX9V+X/iIS+KBfy6PwjQGpaXwF1p/RJmRHeldnVvnQu/LGNavH+Zhne8t7DQ7bd6bnv3cF+tYd+nCW0qDRuDa9llCBjK9ulpvPsZg9p6T3AplciO1F2x0RnN2CMcUtkt9XVD71f6RvRJgoiFtoyPQbZ3aQJcVx3Q+ssohokxzIuraJ6WwTAqIsSkKxISm4lxc92krVU/zyIEQNAUpifRXZ/nimrctRuBNu+0JjYdh3K1UPO5+5KLaYVmRXN0/wPX34yfPFrAiyLHtYHYgd2uVoKQeicNoXaKW3BvROm2jY82lcbUO4IVpbNA1JsndxvYC1w+7UkG5iWYcmEJNsPY+puGycDaszEfGXB7Js3HXRPoFI1G7qqcBmiO6qEVcrZg8P5D70KUfYugE5aS/GmAtedaVnm3Iva5/YLunGkEnhYSk68f7T8ZX+3vddO23+2f2uPO3f5lI4u5c06ogFZpvZ88zcUTUX+S3JdQXgn9Qj/77EpNt60L+1y7w7btuwvpXHhp62fovOPBlC4TWGai/5ex+H21AxuDdgAT5PmjPe2rSx8uRKZfbfw2V5tlNxLVnJTGfZM/9aYa5vWAKJqfDiHpXmSnXEjrdw024ObZ+EhbVPi+72+aBK8sPt0MlxUujg4/lz1uuiS66md70A/QwQaKgSTWDVL7HSiSZxAR6TzJs5+eiWlFNM159YHqeKDYS2w7zeeFi57OFRuJPEOyokZ4egd+ru/1VawFbycwiORtCKC+kpYF2bmkp7/TEPJCyk21fdT6xoAippgveEgqkuoXTEYb5Bihr73b2vA0EmCH4IoaBvmB3OwV46mftFIMAswkpTp4rGLf06DEzcDqpQe3Xpsw7395J+D1z+U3HBgIJ2xRq8Va7+2b/rGPONc0VK7UPsfQaDTW1lwTnNxkKKJ9Axh71jwtjPd1NYX/qYR4pEmHYyWUV8bYreNjxtNXBmL/b/1LmPd5nkNPMNErJnOJ+hJn79x8Rca8/VtJ5c4NZoAgI9ZcSC8jvWO4kAM4qc8ZFq83hdQONtbiqaIgJcwDvcjR0qaVSRMzc5AijhGlno2gSl3QpiU5cakjncvVQiKiVQiy+bAp53IbrnW8MqjOfa/PrstkT5GewpxLIsbofy9ScRc1yKexIbJJx6CoJNKIJOaXZMygijhinCAmkuEyBvtu90jSJ0LS/OTDDkM2VyRhkEj9jskbF0HDfofZVy+jP6+Y/mfo7b0f/uEf/q6f/umf/q6f/dmffXNX/aEf+qG3H/3iYNBeolXt3oTni6DlHQYKklcLQ2cf2AR20lhUGPJBV2IfSM88b8wJrQSMxSOpd6QzWXdTgZ6yvWJs//d7ICftvR8apDnmCCLuAWQobTrjNxsh2A4aoF8ivc2tfUKTMN+8uZYRt4Ygz6XHtAQMhhYO5vpshuaVeq70vxvlupRemOVqBMrT31un/+97yhLqV3Xuu+sJ9NTfTUnQBlgY6TKerVedVGOHVvsMiKSiHefO8cJQl7j4If2ThhgZuaNy6ZTXqHYj+pUIxGZG5RkCi2RwZXBLqoz495mgNd5Oqa+8b+DCpK7ed+gR0cViRYTCiysM3w4fKS1VXUxA33Pjw2BiPh0m9wD7nyG0At66B4o03ffZH8B5aRDsGfWHZNZz8GYGeVK1GAJMfIWGNcTSiDBtEm3fYTJweXAfhoRJmRvfSaDGI4pQYtzy/WAYzVHwWLaF4I+0hdYavALLx+x5soGw7CX2KOtH6EC8pCphPGdnwvjYttRdv2POIpYRdmuH4Qs2E5/BG0fQJE88aSHa/wh9f/MW+0Pv8BEhStruNewvHUBzeE5h5hXuv/2vHv2U+dZ+EBsCDsY8CY8yFXDmYGcRPV2/GMEJseC2FbQ+mU0BEVwCe2Gaaxu4nViJd8Phn6T3p3deQVUrfd1nryS/dd56rlayY+R1Y7MsdLOHez9zCGG7JAebS9TlZW7afGK6MMc7X4yaNl0bIwINCoK122Bw9vXGYeMggZH62BFg0cYpEtiBqK0gB4eA8dA9BfWVa6z65Dyiztd/kZptcJpK/yO0iC6Cw+jGZZSk2IGrP6TtTe28CQJJgQ48uKR+5c5IG8ltkwSqvcad++re8mZOJSakNay3k/Euo2DULsV1416ohbZC8wGLbaoH/uhcUWlhNKlKc4qgNU9pRf1u3F2+03vdztaYqq80GO0tKSBAfY2/tZdimwcZo3NzjujvXdK85BA+GiJvOVHImIzo4fpI88HYuX8ySDsP4CFrLttqv8WbpN3GANlD3Jr3X98Jqj0u+ItdobZ6tkLYYtBvbtmgeGNVZ+MlAIoXWA8tzBCj3uh8Qh1NYTUtd2FDHjA/kGplL776LKmzL7FcOOcaQD1r4BdrXwn7Fc76pAk82QSeiOrF3e97Prt9u0xqtQjeCaAU9Xt+7Q4IpQVT2A8Qqh3vjmm1GM8sLLVtkhqS3t26xaZAze4ZuVXgt0L84Z5tZtoFdz83h1GhuYwuzuoAt0EjomIEuMvxzilYigTIsEoF70BV10plmFPjZJuQkwYOTZqWiwfRWzjHXLgO0gGUfA6TqM8RSep9njkYT1pC3+kPWwPpnecIIk/lRzDWnnTho3X1rHBBrJ6kdV4z4ANrikhgLvYL5r0BfwgvwzwDqr3RO81xDDiGEGNo/P0fIe3aUXh5fSDQJMG33tYmJlw7tckW05wj9Dy0+qw6PCs5o74I6BL8x/PKmkkdQWsS9Idg8jzyPjfQmAFPHW68GGrP/+47REwQZMgF6XCBpnkwuoN5JHoE/bKn0bRkE0ZHJK2siGMgsICG+uEejEkIGEVnxIfohxTaIDsOF5/NJfVqBE+fLV7/SgJfgn7hkvXQuIT61nX7d/uwTMJ3S3wXnnmqbw3hxnQ9khZikoOERKYuBIYnzMfm+ZXm88RISZ65UX7jG9/4QAg7NNwKubKBg8QZMEyLlKUNVSemJn+R/3uf6o4hOTykp02ih1BT7fWfTz5M1qGHm8oM2kGBh4vzQPjdDw13FvcgNQKYx+1ZVHsQQfXKG8ONkFZYIBfiXLI4TLC54VPPfiJ1wub0IllXeI/cPeZ8WG8G+c3Jw93YevUZJibiWPsio2lSCBp/fhHpvKxaV9J8fUlb+Jmf+Zk3puASnqKcYxTGHyHMZgMWrP/Wv98L82w0M0k/qX+j0TGtxsj7SOpo2vVi+iAneYR4X+lD2lbj3ADK+s7FGbGkvQqMrPzXdwZtTUVBY8C1ab9Yh35cjMTusfWII2DEZnOoSMNtz9wcSYQQWkFr62zIt0RooJ3T5gkpPv8shuaPQThXEr+wzz73RMyXifhs63qyIVxsHXG+dW9frlfSkx1gx3UN5+AbcJpF8w4YZeExCyP46xXMdefsY5rQ9sfG44WBUNmIpA7uhHuVIEnSvDFMSi/BXZDdAVPgsre2lcaHwRgnYzdYI2lO6Tk2gd20csJjKv3IqCnlhXoQGLAOJse1sHFoH7ThIHN5xMjClZPISJEdRBBRwVygGni4YDvBVPaSJIP91v6rc6MszswNl3bE22bhPoyUAVP6Zxoge4H1jSCulxyjPQKbxG9t3blQ+ov+ToMsWV62BjAorFzQXX20vjQX2gGBg4dbawS/Z9jtd1I87yoahnZkuQULNZ7WK6lfexHMNJWM9Ay6e/54sfFiqm+8s9hjvvedsVZvzAUs6HkQLAm8vsYQEHH5jkBEa0PpM0xUxDj4ExNrTITK5l4wXmNyDaez3v6059bZgKBDMOpsJThd2vhJvY+uFvAECXnufn8/e6pXWcJ4PZb2YC3TuOX28db/5Al1Gcf2QV2kVvDJhZA8I9rVZnua1+3HfrZz8tT/fbYNSCvgMaFQH10KTwplF2Dcda8ACVsdm0eJNCQvEmILQlnpFKNmK1jPJ94pG0XtUh0G8Z1rGD2pi3eK+RVXQQrU/w4ftb3nHeQIFiZKIofpVk+wiRiKiBXJmHRo/ni8dAjdzcyexOAKKnjafysUgEUQezDZRnP3/Ob6IaVjHAgSSZoQI2WHeV3tr7mTErrn/8Jf+AtvzDHIKM3hW9/61lsm1bQlNqQKyVyOneZKKoi9LIcbpT1U32N4HCzkuGKMZhvhdmmP0bBJzBsBTYOxj8SK1Df95aXElkHi7nf1Yfi/+e5ya515Wu3tff1f/9iLBBwuMwI1gTLF9vQdxIAhnCaCkRIQ5IMyV7XdPqu/3EzBlLz8ROaDqdDJpQmf3PvoSjm7yW3wJ23h6bmnuq928MRYnmCrC608MaXtwxMk80SEL1Tm+x1nC5LHRi6LFYSMxHyZz1P9ykINTxrXnSt/S7MMywUV9YyYANG73N2ExG++9/oquAwxQ/RpPCJBxQMwrDlcvbfXMNr0jIAkPkSCl5BYjZ7j7w2Sgf9KQoYJVVx7SJquMEbyuKJWM/LBiWkDMPfqEFDUcxkkRQBX6nPvMJyy4WzOH9oVRrLxCrv/7GWSNmgMASdx0lLWVkAY0C+Srv1ACsdw9q5uzBuhSDPofZJrdoRyPJX+IhfV1jLGQCLm6gyeE5S2Hm6IIE8cAlR9EMVLEKFlmxcMEkMAx7lkSOK3iC5G397G4KoPE3FDnH3KJddckdgJLv/Huy2l/khBsTmYuLAukSaZsymYC2PYG/7sc5AuyBZcRBs2xt53h7frYe2D5lAiRXub0LDanPikT+p99CS97m8/C5s8bf5970rwTxL/JeykgleMCTG9xPOJkdy6PsakrpfV1Xr6EQgk9JzBaJ/dubnz8DQffl/t5envNiRCSopFkBA+HhBtarAKImcO2mSS4jFMO+gVRjPGPMY/UdKIFyNihRcUSZXEzSgosRtCg5hVhyR4HQgpoKsDA0nNZ3BDANZYGOERJd3f3uv71quf3kkj6Jn6FJyib92rQCKsdECrB3FgdEWoGRNdHrM2JOt4vdVAQiAuODY4EGEVNbtR3RugCE7ipdJ+AEc0Pm66vZfUD48mmZpzHl/d5RxzaB2LZSBhMyQz9lYXe0BuvHzwJfJDqPnjk84TolrX3W8b0Y6Zsl3ZYwQxnkW8kjZNBQM35mnu5ZQCq0n8KNjz+7//+z84EHDWAIN5j+GfgMUFl6DCK4lWKwKZF5ez52+G9HXnxcSsNQ8u6e/lRZJjiUCDidpn1pxw9Uk1hVdEeInZYvRLfK+nzX7+ChJ6avdKyz7bv0nH6xn1xJi2T9vfJ6Z0oZ3LfJrwFpd0ue09ue3ePm8f1q5yGSlC8DRn/YgfQLAqAnFIO/BRm5ahS6bPvm+Twt8RGdk4MRtqrrZpS6uy9g6jnIOL+NMCmjNSNcMymGRTKci7U4HXL9beb4KJNM/Vw8VVXyrrNRSh7RkMMiKQFxX3SykSrKUb6+o/QiFoqkOKaJP6lfVkQwBBTYgtjJ/9xJyLjuVyWFukW1IrmIkXC2MvjU/aE/Mq51REnOYmLUb1JDF36U6MoVQYMYDcZYOVYOQEBvMBAnE2QKcCx8BAYf/sDtXBDdM42LAw1PYIiM+e4/BgzKsFWntOFqBSjEN6cgydZ9p/e7cDsDVVDzjSmgoeRHxBTNyF65t7JThdYJgM7Rwdej+hBuzGiw4cZ15Xk5JRVkwCZIGgRhDz91c5tvy+mcJG+l4CfeGXJ+1g69pD4h0wy1O9T9rBkwbz1P5Tf/dvm9E7Ntg+5zeVHabrXe5nTy64T2W1n4/BVvu8uXp6vpI0uB46XExJaLBHh5X7Hx9x78Hq9Y9hF9Gt3aSqCE0HM4JRO7I02tD1JUaRhEStNkfccuHuuwfqR5Iog6hbx2hCgunC+sE11dH4e66+Rbz73uHGHFZqBVUUrUza6pBKEJgbap43mEKl8fDgIr3xNqPSrwcK4m3+7p60X3pO8B+7h4AmzguYQO8k5bovggcND7Gec0cBKROjFPGedCxtOka/HkUlxquOf/JP/smblvCX/tJferu3I/fcdW9mxEVkOQ8glvaSiF2J6wiT3l2NjSu0e53tc1qj2/fEtdRen/F2C0papiPRYyVbmCCz5oK943qS/Zd3AYIdC14vyhojqO8CBUXGgxdBRdLWV3/trE0L/EPDt+etdcWtcBgtTcqcgpx44ZnTjeu4TjOfzKaAgN0Gnoj1ZQpP0MgWRBuR9dkenH3uqd1XkNRTXy9TWC1g4wGuBF+h+nlPgJMDsfW/sk9cCIr08/T8fraa0NaHaPJ9JvlVEH+GXLaAPou4wOnBRG1CNodKhxSz0FY4tOhR+X9EQbsQhAbRdx12EizsmaTJMKjQaOCp4C51g2mSOCukpIhNUle/BW7FHEhuGAYDqzmM+GGSEUP9jlmQqGuT5sR7yVWMCBfJngcIW4P9sx5b9lh/80+vYNzgNjj13mnRuxG+/mYPYtQEExgngsH7Rf+rCwNbqR800nMxwO5bKFletoXmu/nJZRVEsmlaYqYbSb7niYba/zQDTIyBFhOj0fSbGzF4RxS2uA9SO41gbTwIMxubtCneF4UOzqvYlz0XjFZxvzVNhbbAbkjAZXOwZiR7ME6MIWYsWA8MyX5BgEFf7AWpWDh1uOXNXjLfNAbCD83z0t9PGqeACK2RdQnchZO2XAnJZ0/PPzGAyiWE+//W94qJ+P9qF68IOTzyPrMBVPrBa+LrcuTt77b5NP4Lv12tzJrIqBlx4vMvCIjLaO9JV2Cjg14QBBLbHmTEebH6iAoopN8w7M0TxZhZXR2yzb2DSdAUeCotFhyDQkQi8A4eIid4LeLNXbHfiGZ9aSx82iUi67mNgBZYmFZizN01gNj0v7TeMRGwEciB1NhzHXCwzabW2AC2FZrW4LgG6n4EcpFARdnK28N4SqpuXBhq7yIetI3aYSjuXVeeYlDmtv9br+Ywu0LptVuLDM7NixgD2gDXWPEJCJg13aA7DKW+pm32v8RxvRMRNNdiXBBee5SnDuIMKvHDPZM9wD3jtFhMuDHWB5HW3z0aDJdS/6/xWjoR9jhr5UwKJqsdhnNt2ttSxzACI+pLF9hR1umAwR7jpDnKoHvdwxdW+qrytanXtRnsZ0/QzmUQS8CeJH0Du+196OiJnH5iMNufJ8J8mcHCNlfixoHvs1R0B4z0t4YpbTGY7vw8MbCv6ltlCc66ti5DWNe7NjojX/3tICDE4BNRqIhphwhRF1VrrRpvzzEQumwmosr1VlQuA5w7HfwvsjdJKeJSP9gDSOMRWoeWBErb2dxR7BT1AXGgXdTniDatiHqfr3dQEG2q/2OgArN6Jt9whLTnyhyqreqt3/XJPQX6bD7lxdmgLXN694A9UulwR7TMV8/wzAFxkbwRY0zHXK9rtECrtAepO9iPrK2cTeuqCueu1JfmozTarfl3vvOdtzmrfz/6oz/69ox556q8ubJoHutBBsLhXYOos181V2IsaAURO942GHfPxrztLRo6w6/Id5ftwPubD1K7/eUSog04+7/fbSutiUDNnm8+gtBAZu5v6HsZTY2dxk7qF+PBGaMIf9Ha7FNgw77HbAib4F8asGBA+ZEwLw4OtMvO1mdJiPdKyn/6XllD8tUMXv19pfqt5/ZhGclqLNufrXPhmWVAT8xMWZe/2099w61XY9p5emKK19Pp1fz6/MJb971d8A5Wh4H0Uf+kuoZRIliumVwbCobHKwgsEpHo8zaZtASMyiTghQ8cMv7/8PFV1cEtpFeqdO/F2Bjg6gPpE6ExF/VFcr8+639+3B3A7B1LkB1ixrwOPmmzg+rvf/tv/+0Hn2+Chp+KoLVlPhtI1w9PKQT7ab3ZcqyR9SC9C64jXfeZVAbWk4snqIIhn1bH4CovEoiBFK2fYDd97P2MzLnlpi30E1PPZbV5rR+C7CpSi+j3SvkkW0IJxqCfnq8f4f5phbRQdg6EE5wpRmTvn7aevOMEhIH0EiTsI3Eh9aXPf+AHfuADEe1ZcBamLL6C8GEdN35BUCOtD3zHM4l2QNuzd0DQGL04DJp9pWcYwa2fyH82FONpntkK9fez3rymwP8vsVto50rul+h/FYa+0Mn1KNrfvrtEd6Xop/bvZ6+k+SUIcLw15qyWsIxo61ni5Dn9vdDQK41q39u5QvBIkv6XWx/2TdNxxSAorMPQRuTpARIjicvpI1ipv0n1JBkSG4mFZ0f1dFgY9lzW3gbXvwq3UpHXoBG2Adg0t1N36FZ4ZWyCMxeN9H5EF3EJIwb96J9Modx2g0hIdRWZYCsi2eH57CkuNEm6rZDsnAW2hCtsSLRGAgSfkS4xjQhyhT2o5yPQ3Cib3xgbO41LX7pJbSEWzKX32CncaYGx1D531uwIP//zP/+mLeSBlLScjaHPKjQ7/vDWBxFvb7Gt0HAQWUbWGAFbBndgfWxcMooKBkNoxUn0bAyBIEP7Yu+iJVgXHmkizu3jP/7H//hb2//6X//rD/TNucoTDTNa1KQ64PoIu3O9zhU8y/oBm9UvrqbiXmg/tAEeV61t6ymSH1OX7LF5ak+KC+qz6ooxfnKX1MsQXhE4BVG5UvITsfuY9rD/++ypXyu57/NPmsdlVHccW99lCr4jDbmtSaKqJyLv3Y9pA0/z+/TMK4a2RAexJBnVP+kbaAigC37O4C8SnTp5DbVBwU/6xk+8Z0n3bVDJ7UhU5RACWcgYSeqNyGkPQwBlSW1AcupZGgdCTyI2rvq6eZesBe8RHjFuMOuQy/RZ/fWvtupv0rHDXOF3z8uFtAY6QsBJrSTFCq1r1w+DqIhxIWHXH7EL7AbSj/dezIuXTgcejFcdjRmEwhUZY8LEwUbu4IC5k+D7XMS6cddm15GW7iIGlStrLqvtrerG6IxTgsS0verjDYXRIFb7LpdnEAnGTQDpO0ZfqVa4tCLErSNIt2ftey7HjOuIN61i05j893coiq0Hga0PjZlBeO9D5gIsuM480sxqm0t2/QILrcciT7ZNzeICKAGRrZs0KOJL2CpoetXHaYSbq734SYPXLiF/Ikg+uwTsEvbLVK5EvO+9YhyXGT0R1ycY6da79dAG/O3gIzoYAymD6oforPS39TyN5Qnq2vkl7f9emIVD3W/ulYy4EQzBQKAG/dy00sL/EQSElftbh5wnh3ztiK3r/0huMk+SDntPymJwC4M9A+SFaXjORFTAJfWFhChfkFQYPnPQea+AsnqWt5HftAvwQMQq/Hzn2D4gBHRYGfFARdphzMbUEJpXwlXjcWibU22sdNc8BWmRBiMAtcHFtLoaX/2ufUxRGglxF3z1ebEgxu0VBLN5wdjcP1DKi4hVcQvua+4zmqf0EzxlzD3pH+NfGEzWXcxEICTIkjupfFT2amvV9+1psKW5b/z1X7QxOwYHgX4IQdWZgOAsf997vxjhY2rVvfYvwYXmDVxXOyKhMXGfufXPmcBAQIMEoOY/waT6Ghv7YD/1hV2I0FN99SsG7h4Ve27TaDf26v4scQpPxBVhuZL2EzF/RfxvO7c8Ef5LDJ8YwpNG8LExXGaxKuKV9vs/wiQoxs/1FLpM7JX77TVKbx2v4LdlOL5DKBAURJEhTBIvfvbSPIOUOvhtzPWdFpznpiiSCiiE+txhlV+GoRHDIGlVMu7yTtGnDivGwJ3VnIGxaAVJgx0EBkr38HZ4aGmYCeZVH9wf3Fj7POImSEoUc+1lSBfzUanNDmnjr5+eC2IQkNWhq06QwUauWqPdGxc+hI+Tlhm03QRX/fXRrXKItroZ7KWpkHKkzyRPE5Mi707PgPnYkhBvWqCrQvuugLa0hVxS0xbSAnNbbb70G/Pl9izDK3sTplDhTdNeqtBw6ictEizIsaHCPiLwr30TtNIecPcCI7DsvyCfnkGc2Yz6vr3zH//jf/yQDwlM2lmRV0oEOzsNoy6juXPNWCzR3doGWr8KTyUaUe+6BAhdIIi4lU5siFTg+sBDzV3eXGIJS7+X8nsyNF8c+5VUf4nUErn7/FNdV8NYaOipP7dNeOJlBk9E9FW5cNgS8e2jBQPT0ChskKf5efV7632CzLb9HdfT/JFs+91GdMhBGh0wfe1ASrnL9bOxkCJJMxU+2ojduv/xC+8dMIcrKzfJF+ilQlpfBtxv0lSEGdFCSNg2OjxJhfoon099dzcEab++ksDYKdz7wAslogJmiGm54KVSXVJpM1yDLWD1zSu7jQAlcNsrIajvvNs8NheI6KbQqI99J7AKQZGxt4JAgiF4BWUPcHObC3fk2amN2pb+g5GyPcHDRjbVxhDhjKiWE+mb3/zmm12h9NppMIym1rE2Kpu+QV/d2MebD+RnnthsYvatJcMw2wv8nubBFTsCHDMwb2wz4j5oImxk4J/aRWi/e+JRnAEJHLkNc6Xt2ZgQ287aONmC2OYgD5wTKrLo0qTNub8XCgTJig5vXvrezXj2gH3Td2Kndj0+i03hKcDqSSN4dRBewUr3/1eQ0373pAk8SehPbX2MuW250t0yJGovV7hNzbCMxOF/YmDqcxB8fjWT7cOT1LnP8F6QcoF0JmsotRvmyP96cXxeH7Bah3sDY2gT7AEkU31MKpLDRUKv6t803OwCYCTEVmoN88fA5qDVB/7tcNTq2isO5a1h/9g0Ejwz5ESqflLfv/yX//L/kaJC5k8QTIXrn/YQGHl6wFNPUOW1ATV/rQvPl76vPumgufz2bt9L/iZLrP0ITuM2ax73BjVxFuwjMHoEkYcZGK/33OuQtlLG1GCkIKd+0iDSFipsBoyc/ke4MMxXlz6JWsag7c/mvL2DYbosJybR/Ng/PHJkDW5ta7v/a1vEM28fcTlcnr/3PctsRJ8hmoMCDVQur73IJsYoTQxj8qaFYSujBfQbQ7FHEPH6DMJ1Vvqe0OF5UdfOcfMixTbNgob02Q3NlxFc6GVdRT9G+JeA3/oq17PpSYL33H62BPVCWa/689Svj2lH6/FkI61BySF7YoJPY7jE487PE4S0zGGfq64kOvMGNmmjrHGXZ4N88qKWeXz0A2riIokYhXHKTOlggZpoF6RaxlLv+m61muAIWDAf7b4LJgLTIZjmFtHDlLjr8QqqDswKBkszYAvoABWQVenztIQgm2Xi3C5pOLQikOEyz3WxJJHftcQMrFfrIzGaWJIIQOPYS+nNGcitMSWhRpAw8yLNeV6RohllGbCTqpuXnfcIP8LMRfOmsaikMTU/3beQu2oaQ7YFKUdu2nLEuzoaZ3NJW2ksUmRb+z6LQW++KhIzgWcN2gzpEWTEWnDeRu7zjmNwZizGYAUG/rt/9+8+aI2tMcZJm9i0KuYlDQpjsH9BpoL7GIh7h4ur+BhaN8aJfqifod4a01Bo6c4u2It2khYhmPGr0JHfd5qLJW4OgvIk4S6TUFbav/8/wUNPz+7zF9q59T+1/8Qo7vvLjJ6e3/FT/RDHxRmf+n2LcWz04ZPG9FSHeWij8epAfHrHIec+yeumQtXtc66pNqbDi2FsdC5tghS91xH2P0+epysUQSAOF4+RNnCFPaDCLdah9hwJCXTC1VC9oKNNGUCt5jcuPgGDzbsEJrxEe2+XYzfoc/Bc87laGAyfF9AyA5rFHSetAzORGhrWbY70o76zayAO7kcGD5mj1qg9wIC5t6QhVLUTcWWE3fz/7ARpLjGeHAZKjpeLagJCzKWMsuaRC+rClP2Ge3OPtkb2TfPZD20J86v9+iRAUHxFv+tz+7D3WoebNgNDFbtDiIshRWzlTPrf3gMBCQzVKSUKxsLYC6JhOyOY8OLbVNW0O+6sILPq6ry55Kh90N8VRvjWqwL+IXBgEs6Wm+IwAHmfCGYSX35V+fr5GIYB0ApWAr+S+RpoXxHSV4RyVetLBB341UieCOP9uRL1HdNlHMsAtl879gsBeBfX3vQGWy7Tu8xwmdDH5vCOY9uH4yOgFYSH6yT3Tao+7LI6GFL7SdKQkZGEWtlEdtwGYfp9zqPJswKOQEnq08eVtCO29ZMK3LMicxnlPF+9PEz4qPMN3+siO2QdwOwUaVEb0+Cmufr/K7/yK/9DBHJjSLsSvMd/nOcZJsOdtcMP4uBCu+fBeu7agZ0iCG4VsyZcDhem6/80OB4zYATYNaiJZsErDLEQCczdl0cNO0Tv9FvKkL6Lofd3mlv97N1yIgUlVYpyth61weGguYuYa4/0blxySPW9gKz6KrpZHAFDNSN+DC7CiBCLbt/95zwQBmqz7+p//RAfQGr/nXfmIIkkWxyhB7NoLdyKRhMUDCnGomcweRHurkQV5Y6p0dyljSE41X7r7L4GDF46EZoBjdmZ20A49opPfsnOEqwnpmBz7/9fVd8rOOQJprmE+sIrv5e2Pb+2kfv7tnP/vrDWMhCSKSnpEoA7bnDTE3y25Wpj3r9zCVbhty+KE9xhA5Jq9Qnu6NIdkpJoYx4qKwX1LukkYkGCYz8gqS1zAEEt1LCX4VCDXQTkVi7YLAm/vwXRrcYBZ0YYw7zBKQiL1AK+F3wVs3DLmjXehHYMuyTIJWYgqb1TF9G4ThIXIlQ/oznJVnQsZrvSMcZuDhFY/QbjObOITp+7nnFjAsynuis759XPtbLf3QdehHOeSEFYEc7ucy6JIIlYTiapKqwvTat2+dYzuFYEwGEeNEBBkPVJLAtYBwGk5TYHjdcaSEndnk9bkXCQJ5M9/8f+2B/7H2BUXnUboMmu0PdiC8RDsAFUmrPqJqTUJ3ebgAh5Pcnk298CFdkEK3tXiXVa+Kh5ZD8T0Y+Judv5kzIFG23dJp+I15Ww7/sXbiLVfAwi2XKJ9JOUv88u8VwbwGUgT+290hbuYTa+7d9KwRvv8PTujn/b+Cqo6wnGo4pzTeTy6WIOG1mATYdDLIH17fs2VlCAJGbSbcOYO0BsEbUpfbFDR/Ii5W/EpkO1BjxSjAtqJEcjcWNQCAni7z7jTZNR2x1ixkwwDqbG0IqQd/hIlUm9XDmVGAlXXOmqq5Mtxd7mmUWLwfAZF3df+qEhcdclHUodzSC6fvRgF0xV+7QxBlXwSUyvMddfCQUrmKTYDTAg4icqGvNpvsQDxDh/6Id+6A1GKrV2NoWu8czGkNEXri0gr3rc0UHb52FmfftNMCB49nc2DHdEYAwi710UVF2k9+ZNlG/1peEQYqonm0Hf2Z+tqbxCv/2uaTC8V4+UFWwkbCAxPwbv2ubCujE4y9SkoGBzYKsh2bN1cTqglTsffS7/GA29+qECYDOpwDm7gGNb+09uaF4pdqXsK52vNnE1gEvMF3a50v+WCzVp/76zMNa1MTzV9yqm4GoO973b1rWZUO0QxX32tnXhpFftbZ+vtuJ7WosIxzZKeK/AIBsIno9hcUMkObahXRjEx1vyropDBa6h7ZCsHbYIVIRGRDXCx71yDWvGR8IXtMRA53DVBtdXRkjGw9pioHUjV39HFCIODMOb5iOpjPRWOggGzcsU2GAadwcs//xNgyHqlcEQAdt1uRqCv0nibCUC45y19Q4Cp4iP4JabxMlVt3obN6y5PrcePYuxSKmASQjO8n91gu8QV/BYc9hcN3fNWUZn11imNfAG4r5MQGOH2sy8pF2GX04FGL17B2qLPYEnD0N0n4G3aCGNTZzB3lGB6bH3uYMgW8m///f//gOsIzFi45QYr/5ykxadb++AYisxzU3syFZBAMSwwTyioht7Y5DLC7OiYbEL6Uv9kNCy8Sfg1Lb5AWGr57N4Hy1jeJK0r/T8MSK3zz9J/Esst43796s+3LZ8pu9P8NCrvqh333+qY8fVYiCUpMFllle7eKrnaV6vlnOZCl/lNhACRWPoexkhuYbKV8SDKMPlZlrknSFYiO0BUScNg1Ko9aQUGgLpk980Taa/GYlFa3LvbZOvJAWS2kvawVfcAdddUHrr5tplJi5gAc/0Hk+TpL8l4PVJlGiHUR0V2LU2K5KTwfmlobjQ4K4ZY70gQhcWwbxl7PQO7Nrl9WAZgoC6Kq1TRCyC6kKkvktQcNOXdAzSM0fY3XzGY63fuZwiXvUpDaT1SaMsrXYG+vpe3EIuvZLQ0SSbR0xl05kw3vYZzUtcC4m/MWBuJGcwD4hFSgtzXJ1SpDuLin3UHIiUFlT2v7wz836701qEPPsKyKjx0spc1ETbwtQr/gYFyqZq/gk63HDrNy3LWeyZ+mg/EIrsPw4R9kLPmC9Q5me/jvOJWD5pB0/vXdjlSslX+r2fV0gFT58/aQdXu/DeJfDb7x3L1UI8+2QQ1/cnbcFG0f8Lcz1BSE9z6vvtS4Vk51CRXpLOSc97WQ4iJpKUdNtzrnCMaLiycm0miA8phMcLSW2ZDxXYZ9rgh85tkhRbEXlLI/B+v0VUm4PejQC7upKx0zMM6kFmsNeIo3QZHbg8atYVtb64b7q5E4zWutVG2HxEJ2LWXMGc2XRguk/agTUTvLaBZ5X6Rutb4cLYG0fwjfGSPmNymEkEKqIl4R3BpLIpx9lQzA/IjdYH3ycc8FKLKfzJP/kn35hCyfGCj+p3N7VlhOZxY9/Uh76v3ZiMPtFg7QlETYSvRIC0RtHbPOQ2lqbfjTfmRpDhptrfEdvWE8y5++373yGnXEsrGzxJSHCmQFULgTf3na0YZkwi7akzIost91LjrO7mWwLFxl2decNxtuh9t/25trX3JROUGqP+0HTMA0ZI8/4sLqnKJaAXGnolQVcuZHQhGQfmahqv6vH8JaDLNC7h3feu5vBKY3iCzJ6goB0bbHHbuJrCMtPb5itms3/feYJBc9WEr4sPEJTVRmlD8pYgXTOMItgks805BCdn5BT8VomQkDQZ/aTaAHUIumpDS7zG0Lp3ATAEwtzrs8tXIsLc/0BODsrmX9Ke2ALeKPWnbJ+V3klDAnVYQ/j1Bid20MEI2t00BL1X3wRVPWmEftbOVd3iFFySxFZTaQ5rG8Nv7qSBlqGVizGmxG7kDgJrx7uJptLfEZYIGU0zQsxLBwQToZX1VG6dbAsZ6H/5l3/5zfAcMSvuIw2iAvZjRBe9zYMGHm+PcR2WkM7VlbzARAUjfHvxE+LNRkQoQMxri8dVn8mcao3+z3fmHJTUHNmPvZu25ZxIpwJW7R1En4G/Pop4p1nUVvuXpm09KoQc0Bo3WLa15lwa+eaB8KU+tkGJB82R/nzd8nu6ZMfmXeJ5ieNu+pWib11XA3gishc+us8+YfD7+ZO2cD97pYksY7ltrKTvUHEF3Of9XiK7QUv7zNphdvz+3rFu357GtBufcTDJpY0MC+4ZcAWjlj7SAGC8vEU6+G22iI+c8BESnhlyzpDkRLHCQ+WQ7/DwSUcYGgsYx75ZdR2+zUUQhAKjhlOLIO7QNGbRnA4eN0fSb3MCyy9VNr95c1p/k9pc/dmzMQPJ6xp/RFfwUf3ss+ptnI2pfli/q00vU+93RlVeL6K/QWCto9QcfdYzEh6adzaf+sfewT+fFldxJ0H9QUTaC81b8yvhHIjM/xVCBViyNkqlUXt5IkVM63fxCz3TvpCwDYEUgEhCBzE2D9aWINVerH1SP42I3avvIu4IfL83pYP9BaJsPjgOCJDbnEy/9R5gWV9oMhwo5L+SFobHEsM6iJQEz0bXfrBXq5ed7t7XUT9q281y3EkJKCA9iQd7hns1V3g0wHyyudTWZ8t9dInUEqN9fgnXJbwXf38ifLe9+/6Vyq/GsZL302Hc+p6YxROktH2rtMipdi1AkpJ8OXcuEKXegy9e5nGZ4MI7t10E5sZBeAfW3KYShUmCYowUOZs3BiPWahgklEqbuverR3xD77lAXVCZjdgPqEVa7X4HHTAaw0bDZUmMpCXahWR1e6C4O1YEzPV5xFvOIvlvGOJ6JmIeUUXAWzcpSiKM4eA7nwgM3DoC7L4Arq0gL5J7B5Vxr0O4bqpXkLJHwXnGWp2SA3Ll5HEkB46gM943nmGwR8wZ6kmqwSLVkdTbWiAuETfajaSGPHoQ8HVSwGhpiuVACg76p//0n765qsZcgpLcdAfiiTmYswzSe9eyeZFd1d3a9Qvcx15CMOCthblx85TOgtap7+IuNkCzPsiO+5/+03/68Hzfx6SdP3tYWo5Kc8gwjPGyGSDI/Q12E+DojuWKPd/nrYuswxgHGx1NmPTPFsht2T5kVwDL+s3m9MnhoyWQi9Hfzz7m+bN1VS6xfsL0t1z3viWUnl+i/NTux2IOXsFfl0mopw2autzCFvhEDd4xreuhn6exbb07zicm+opZIsQ2GRWaxMO4RyNA7Lkz9r+0zAzGDpT00PKsgEc2XW/zQTo2jr7rGXltwAmb9tkm70dQGUlRPinMjTshqUpa5J5zFy+f9Qq7iqybjaEDr60I2mZmtc869Lx/MJ++h5Wzx3SQEQxrxKtl79+9woi5JdnxjmHn4G9OczPPCAMpkIstOIWni3snVmJFILNHcP21HtxX5aVqzd0rwRYgidxeYVm/YgLf/va3P7ioNr/ZG2qH9H+ju3nu8OUXZ4FogyAFvLFxccGUIkLeI4Zh8KT7B0jatZVmVxuNozFVZ/MMGv3td1hGJH996RwR+OzH/k5o4LAgYFWUce/x5jJPIC6OD84wIbHP7FsGbPtiL0SK6RL6eBYyPPOa6l2XWPFy+izXcS5B3M+VV5rB/r0Y3n5/ifuTlP4KXnmS9C+Of426W540j6f+3DGDIVqYvC6aeJ4XCxOR3jCEDeh6pel8rN27Dvu5FBN9T8Lm2UDC4WnkkPLykQtGErGFj0g6JG0eJBgj+GTz1UiwJyo0Y656pFbY30sAawdEVNFfydwEvElzwDUPRMGbhhdHBI5HTO+DRGo3Q6mkcuZWcr3q5wZozcEXiAMvL8wAYca8PuZQoT2wFqIM3tAG10JeQ6ANWsFG8tZfdz7rE22k/6VVwJDl91mvmfocARXpjJnTfEUR9yyoq5/mMuEoghuEFCzX2OoP+LR57dk0F/EGPJDkbCIxNwZQ1eLp9ZXrMQ+pzZxqz4qsBoelmWY/qq69WlZyvB/8wR98YxRg2DXU24dSt9R/abcbX4yQ4NIYq6O9ziutvxurq0YR896t2EPWhYcS+oFpCtYTR7SBnxxGxPVkJ9r7Uz5pmgub2MLuJl/p9ZWEvYTrSUvY7/f3/g1m8O4r99JL0G+fEGb/rwcRxrE2gq3H/+qgqnVgkpBSixciWgJPYoD93fG/gta273d81+6xKSOE1DtQjK9t6r0QhWTNwEsV5oEipz8Jvg0fxu76RkS+Z0jRDhW4oAMI0nGbF++W/gaB8PJhpxC6D7JAFLiDmifGw/qVQbbDj2FXZ2OokLQYc+t7QWugF2sMd5bPCeF2N4GDydjdwdt1j2AkJW9g4AYw3nV24xbsewUsab875IjM3lFR/9iQwIXrbktSti/2Bj05fQQkYtAxcbAYHL5+VifXSrYwKRbSFlqbf/gP/+Hb2Ovzn/2zf/aD26s5bZxpZ9VjHsQdsBWAc4zX/RYyiYqDsA7gPAyy9ouh6Ddm11jcK9JY2iMy5Epd/lvv2mTPumgH3bHHJbSzj/ucJl29LnKqr2IkwFvBnLQiNxtGM0RDM+azuXHRpSWgH7Q7DgX2CXgxho6J6ttniVO4G3o9X54kWv9fWOQJnvHsk6vpE6Px/xLtW9fTGPa7dQu9WskTQb718XoQfIQxyLOzbWEKCJyN+kT0qde3v09MZOs3njXy9owEaA6NtBGM5HBchEZkJxyXIOCCEddrku54lvTu5sfvwJDYSaaMoNxfGc7WsFnd1cuIiwHATEE58hF14EjXm6JDQFuEIaLCh5uk2v/h3Gkwd0+Ke7BeGAy4QQQzwkYy4x0EewfdXQZ+15QLr/GuWyEJHT5f+1xWESypN7QXY+zzxofIrfdZ8yRdQuMXDV4/IkzNPeIlEhkDEUuBuWB2rXfrEzFOWwh2iUmzDfQMCbvfkvOxEfU911wBZhgTmKo+Ng+8fazp5tuy94M32cHYaWD1LkUShBbx/D/f92Znl4NB50aQn/vLwTMMzgRDxn2eU+279l8EfZNF0kw275gkhpiaS484XaAJzX1tYRJSuMh8yxBOYwXrft2b1762prCE8xLGp88u9LPMYA/Eq3Kfu/g6YneZw9Uy7mevCO9qBT7fPj7FQ1RIuSJOW9A2TsnBRCderyR4MBX3iRG9YkKXsDy5tcL74YhtmDwUSNUgDR4ePe+KzU010CHhWw6/FM3Ku6mN1sGOgIpGZSCE60oGJnWDdmC0sFt54usrJkIKdDh4LmE8a8RN2opQRoQcOIRTag7eVn1O8s11kvp+mQKi27sRThcU1ZcIp8hS+HEEQJbP+sboSEJf7XbPhznLSCttNGnf3iJA+JEpsyIWoPmBKUeEEb0K90lpRxB4sBnIrD5nOBXw2DxJ12B/yEJau/YZ2PHHf/zH354tyjmYpn32Z/7Mn3lbb1pI43XNpTlujM1vc9haulynOWA0BhOJ3bCHg8O6M9r/sHuxCgzztSOtN0IvoC9N8j+9G5rFvPDacYlPDLa6ENtNp8FBo7oaB8FlvQGdtw2+pPWIOgcHSWnhrBDUBOsRVJof2iEGJy5hE+M9weafLKL5SXp+RaA/xkSu5H6J4xOR3+eXeN6/n+p/GsvTGO//T0R6DxHOjEC3WcMWW6hf+qVf+qBmb30b7fyE9T21+cTUnsanrQ346nu5hki4tb/BWDQJm5XXh6hUOeojoOAhPtzGjsCDhTZYp029RG4NpTw4IgQM3nDrPoOl1lbPsVsgbgSF+txh503CJ94tWWIKkmBJoUm1IDT7qmdk95QwLabA4AeKo5XRnuRyks5Y4J45Xphy90MEQJoGkq8U2NUr7YG5YDSUl4i9A8TBDz7Cm7TcZ/3eay/l6anQBvfOCa69nA94h+2NahvtK6VFvxMUYra/8Au/8EasI/LZF8Bj7rvot1TdjMoCCUn1PLnEqdBCwVpsS30n/5WcTqKPueByfbWGfe9a1/b/b/zGb7wJFdxwebqtG3rPmKcEmP4nHNjbAsUIRQREZ9ed2bRAGiVbFbgNNMTO1LsEPWvde+Ah2rz91fc0hOup+PvWFK5ksxK1nydow0TeOtb7Zg+IjX0J3a3ziUA+MSbtX0a1dpFb745567oSfwXxI52AkNoceV7kqscgu+9iCojrU7nxDJfRXqa5c4AAusmLoa7CbU/WS5upg8QFk/TICCcZmDQHFTCEW656njrsc9pAEi0X06APEElEt0NHwqldxjq5+xkzRWODB2QIJUkx4skNJNiq/qfGW6PalFGyumMKVxMmVa+0JaWBuwDsrYhH31UQL5Jd3jzSKGAMex62XTEgjTGmJT1HRR94EzVHG5kuLTONLqmX8bc+kBZ5k3EBFfWu7zxnSNfgJQRKjAbNrboYmO2P+pU3Xm11O5v0Dz/yIz/yIZkhgtX6sItUN8HEDXsuBUL87FPQHrw9wi51BUgSA69ueYjkASOQWMvmqEDGP/zu8tr/xiI2hPYhp1T9xbQJJeYELTC/9i1IVuQx7UIcBejRfHJJBtU5qwI+JfPD7PvOfdrOG4316zKF/6lLdp6gIZt8fy/heoJtLoSz5b6ngKH8/UpafoK1bnnlFur9257xe9dCNvGwze1vi5iRrToiPDwL1GszwNEvrLBeK3d8O4Y7Zh5HgqCS2DbZGQLf4SZxSwvBWJsEFKHrQEiktzly3IfAAwbeu+kEFl5gmEMQ2Ad4K8l0Wts0FASEBxIpELTV4ZU5s3ry+kKAqd1Ud549zUOBVpX+jmAllS6xrn+M3Y2BpEdKbRz9r5+bv6k5j7DTbCoinZdp2z/WlSHbHcONlQcM3LrPRdmCfsy1NYrY8BqrrxwAQJvm0OUy7n5wMx/tC4yEgQadRHg2B5CMt+tuTbOsjrSDDPgFtLm2M5z+137t194EJkkSQV+SJTZ/MRWCQXNZ265Zba+2bmJ/EFrxFLUNnmquaLd9L2WFwkaFEH/jG9/4ACdZKx5C9QkqYA8TrrhiW0OaYmWj3tkCMDnzxl2Xna3PeYsJXKxPCQOdzYQlzL32aMyM6M4NKEqfPzl8dIn+lfY/RqA/9swymCtJbbk2iSd46Ml+oO0nBvOxssxrx7pGQ8RuDcaeqXSYYww94zISHFv9pIhduNvXGz9xPbD2OYEtmBUDae3KicM1UwCZzQVW4BPtUNrAeYwgzL0nJB9e6uq/Nm5jbvNW6lOfF8wkQIoHS98l+dQn9wrXz8bgwhOXy/PiYOAuAG2Np+7MFazV+xF9sIHIZGv0L/7Fv/gf5gDBZkPgX2+smAtt0HfsJmAc882nfXNf0Q6W4Ud0RexukBpBQhty+9dWc0xTAhdKaMcgCafmRNBnrStPngrvmz6vziTmCDNjPO8Zif1AKry15KJic5L6O0N3kFXaQs4X2RXSnBtrTJ3dR1bP5jTbgPG4HpMXjms8W39Mtz46d2AuUCQmBsIUZGnduNqKZ+B++5/fiTnNyXhAhNyfpRqvr9zQQUKEhfZn4+Ney8W791x65Ga1ilQl0p9XjzWUB6y5s+8qnAgImGBedIDA+gqR+H3FKSDYT/aCJ8wf0Xoi1Bfqefr7lST/SiPZd57688ousAT2uto+QV/7LGLiMxKhuQJ7/Lk/9+fenhMIhDCQ6sFZ1xi07V0mt5Lt9qd618AkmV2EocMvglKUZZuuz6mk7BCu7+P5IKdQ37k3mdrq8CJOwR8dsDZzBw4R2iybDJgiVLlW2tQknk2GBmqCNWMCbp4SIIcoq4P7IldUEFpR6JuKwxqX8TPG4J4AzFLmU/aYiFjfySVUHQgkCAGEduGi1RwaRzmE6ld18YXfC2Zg541LLiJGx/rDjdN9z25Y421Gm+AcUDveJTHnUsrY2rvV45Yw+DxPL2sSE4pQJvRIt1Afi9vp3fIhlSwv20LzlbZQHZuVlOYHyiI5Vyd3WXuQl1mlPdherJ/iUSobRezuZsZet5hZxxghx4//PHE1uz7mHeRKC+kdjgdifiSyo2HEHNNsaITSzYuv6BkpKJqHzirPL7Y+MSqYEWgNDQChiV4Xc2HdaRKfJc2Fv/dz3Pn+5h65NgKq25MN4KmNJYTrPvpEnLc/27+n+pfI7u9XHPUyGcScigZC2Tb0FY79rW9964P/tEO19g0Shjl8NSfm4ok5e5YNgXHQvQbrz12RvgCWK5hLgi3qpwhWkFmbE0NAVDtc1HZZNGMGCFcb1gUiMNqej0DERNa7ZQPi9l4CjBQey5DcYRI0RNJzz2/aDUm0drhABqt1kHhlkZytR0QrCERUdO/17Lpfdnjlz4nIcon1TJ81Rj7iu7dWAFjXVu3DkGuzOvsuyVPmzvoGCmR8pNn1eYwerMGYSfLkhtyztLu+i4B7RhoNdhNEyFjYVaRST2AQCc9PvnVpLGkL2RQ6AzGLv/k3/+aHC596NhdVsBljbmvkTuY9syDB5rizhHFK91CbtCauzHII9X0/LpypLW1IPvgf/sN/+GCDaK7ZdtAHwhYto99BS835ul5LTijq2J7aWA1SvH1dewSQ5ifNGiRHK+qHFxyYsL63D9LyuCe7TwLD+yzeR5dQL0F6ksSFlT8dgq33Cf+/MNFT++sRoFwoastK8E9BRE8ayMf60E+TD0rBtFZj2Doilj/2Yz/2thlaRIffBjeWq+1cmGyZwSvbCU+K6nZZDhzTfPFKAKuQiKTF6LCQbKSh7sC1SW1q2kKS63p3wMJJt/LMNG7pqHtWsBrVvvFs6oLqEVCkvx0axr2ICgNdP0miXBdpG7DrDi9NoZI2EAEA0eyPtQz7ptnRdGgf/NkXA65PjOaMwpWNVXja55K5JRk3VwyplYgD+MKea+5F0zrwUiO0l9gKQCMroVZvBDwYrXFJJV5p/iSE43Vlj6qTFskrh3YD85d7iq0snL6YhTzxgo96LuL1i7/4i2+G356RdylCV1uNre961lWwzljPgYf6v/Hl2dS61RfwYu+0Ps1t8+ImPrAYl2cR/73/G7/xG2/1E15qk/PI4vMbXOjsgDR7n8NABn8aXP2q7f6vXpCn79uz4hXQAnCiKG30BnxJoLNveUXxUBNUJxDvs+U+uoRxN7fvqFO7+ZeQvWIEOOfW9bG+fKw8wU9PDOBqG09QzX6+fefWt4wIM1p4yfcRpaCkIj53MTdC8RL+awRFsHac21f9da2m/rU5eO0wfur/4sOgBF48JEleQML9bcy+50ZJ8uaFhLBjkggYws9dV0RsZYMBaVpSE5OAOui8K7zDE0cQXAc0ws8rRt550mn2BJ4k65lBGq5u2sgaEXmcIRhsFwgF46k+yahqv9EoFcSLMbi2IpKk0ojJXt/YGBaaa0+F3fM6kaRRvxHIxupieBpP/RSPQSJl8BXbghFl5Kwv/kcgBVy5R4JwILDKHQPdr5C28Of//J9/g+WMsTmLAbBpYDZya4Hq7HPJ6mq/PjXOKwyy72TcbtwcOYKueiaizTYiXoHx/nve19/zaSMRWVmGCQWEksaK8YINwVucE1pfSfCkvMAcQDwgH1p5Gm6fyV0kil/MD7rABdV38pl5rjO5DhafPPfRLTp2iezVJq6EdCVd7yAePrtawIVTbntPzz1JZ6+0goV+LrHd5x1+RGn7sFL/MhESaBst7LYcMQjE1RquJ9Ptxx3D9m8Z0+Y3AnNUuLzxJJGdk31hb1yzuVyc0+cMWwzQPFwQEfBUxJv/PmmatNP769WyeX9cFiMHEiiM5w/VmySOgFbqo+ArvxnjSNy1m32HtCYnEE2t/2tHcj17E7xo3SIUXEURZTAWxgS+Uc/uK8yI3YQW0DNcbiNsC1ttbir3RGNA3uVQwFUVns3G1FywL7j6skITELiF4NtHMRtG0J4B320ahohwDItQ2N/BdgWyxRiyLcQE+ixPJEIKxm0uwR8CFDEbhG8N0eAmnzUH7T0aKzdrcIvzINiNwPMD7xcULRTMw5CbLI0ac7HetcM4zFvNGoIbCUqy+7JduNiIFgLi2zueeQqCGcU0iNNpnziDtEzeVxUZFj557qNLnJQn4tqP8PgnInyZx1MbV2J+JeWvBnNhqvX3vyr8hYSe2tl6FGqzDQG3e8Xs9vM2SkbFCMomxlvj8767WsL262ksCn9nxE0WytUESIX9XWkjdpCSvqjcFWprP/W57xnj6jNG4cBWbFTYuFTWDmFEQKpukEyF7YCE5TAYS4cQMRK0JXo4VZ12g3iCRnq3QyM/UNJfkpjDLV6DtEwyD8bouSRY0qU1YOhGPBt/xKVnebdwYdx9g7msF1vzjRDy7pJSpPpFKmOOewcAbxZr0Zjc5cCWI4KWRwrPMvADxu5K0trldQTLbi7AYAgduHGT8oFw3Lchn09jKrV2CfLqa7ASph+DcJakvrBXeew0r1KgK62vmATunqDI+gVCIRhVBwYfkWQzWd/+P/gu5ROCwEjSaJg/2kI/7AQgPkZd/6cV7d0LUmKrU9oNcFjftX7OWvYjrscis2nbe/dJZ0OmBLSsenrv69oUfk9M4UlydUAWWlkCuh4d9+epni0r8b519iF4TL+WKXjWd1eKJhEu0X2asMsgbl3cwvwsU0A0PIsYaK9DnCpNegAzwf0vbPSK6anvMoe96YyXCanKQeFf7+5edy9Ib137vHgELfHaSNtZo3HvigxunAh0dde+3EM8KxigEbokZSkJOiR5bAi8q86+44Nd/TKeOkSNL/WYpERS5TFSOx0waxCsBPcFjZl3DBUx6bkMfjGHxkXQaWwIAUyfkV3fSIu7psvo/QarIQxcI3lf9b6+0Ajseze1gSR6Tl4jxtXmrrkHlbnJq/o2eRvJX2wGbFrEbqX3uMPalwy9or6bn02aV11pGe3H0l/0XGcgGEk6BxBW6997chu1DwgHFYZckCXGjEEsZNq+qdBaqlc6i9a48WEMDPt/4D2amdutVB8S1oHP9o5r8BNBgY2C5hzT4+lXsfe53ypSxLORcfJojjAr3nOSFla31N7Sj7QWPM8kUhRF/lnvaN5ysfYrIW8diKTnPlbfU/uL018p/+Lxt07lWuNvXdve1lkhDZOUt949KPopCvFK/x2SNIZSAUhkRhLz3o7D7yeN6TIP3hHLAIOFeCNx++QSRxKiFYB8NlNqRkhj52VR/W1QOLfDWvukRi57oJ8K6Z5NIgIrrUN9kaYBhMDFtvbcOwwr5T8u8CdoQq4a46o9GV2b66RVTIMBcTU0UjM4C4bLuEzTInn3eZqIPDaCA4337lN/r5ce6ZptxV0K1kfgmCA5RLTveT61Rpj8JrJLQhd/EoFozhEuqSpIvNw3m6sMw/ZubfCZl/cf/s4dWKZb8TGtlTmL0KaFBJvm1x/BDkZtLdyuVhu8w+qD6zcJM/3NiG3uJLJz+xy4zMUzsq7SfGkk5rFxxKS0+z3vCerst+ZMm8ZlT/AiJL0TikA77X0OG2AgwgIoq3mW2hyU294SJwOian1kR+COHDPg7cZ7jtaifU4mH6PfnzRLqo29EI3nrqvoxf1f2SQWFlL/0/dbz/Zp/99n9521XTy98zTm7TvM90p/dy7W1VTdiE996FBEDMJbV+VbprBtvlqbJy2iDQeP5nnRBsxTQ3IvHiMdoJ6NoLjfdXFlBq361SFJK0D05bqpfi6SIkRlmRSxCpZo08Jo92Y2sRArQaeVVODgIjdd9Uiyxfgc5sZHik39Js1HmHJHZQQ3b9YuZp3bZFJtkElzIiunYKbWzIF19aYb3lxCA/NPK1oX3zU0ExzqU2tDG4gY8+iqXvACT5x+qpvrZ8QBfNLnsuDyfpHDqLojvhEqxuAYCcxc4jieQIzbjKvGjdEK7OoHlNd8NB7eOKK0BdHlifT3//7ff/NAyr7wwz/8w2+2BrDY9fvvf8ILmAd0I60FDx7OE+6sdtNbpT3KoE3wwtR6n9vo75wb7uxfc0JQ4uHGrmN/CJZkvyJ89A4NlCsrmweHD84TYiYwCTEcbExsEOKG9vpb2YV5WbmHfR0ePouheYn5EsFrVH3C15fYXsl6CfUTUd7n95lX0v0TIX1iHk/PXIZz6+YttBAOIuPvy9AqpO2eafPyxOCmatMzeHr2aaxPTKxCrd17equ7TRKxA50gwP0gJLBqKSwEYPU+eKM6GfZ4pJD2ZLrsmQ4OyYpHEn9/hAZxipl0iGurw1vRRykaqpM/uQAh6TUi5r1PO1hPkJiCuY+hITyYM4ZQv//6X//rH7SKmHVuosFHmAOJuDFJLdHB7LCal+pERJpvBntaBXdhbqsRygSEiGTjZUxk5BdPwvtKYOFGw8L0ueL2bsTAWtdn7r15Xm36dPu259190WcYA8M1YibwkKeSuxJ6TtQvbbL5QYRb14hU8RC5pMZAYvp/9+/+3e/6x//4H789E5OKicXoeq81rQ23nMmQy59/YTNJ9Xq2+WNI54bbZ/VbEj7El8fa933f933QFkBgBJDqrz7eTs4NDN/dHxwMqotXEUm/OuqreyL6TPI8aUNk1uWJxHkB1NQ4XBpUkd6jNfCcVCYVZ5DX4GdLc7GS/D6z5RLFJZhLRC9e75kLSS1DWA3gMgqfbbnM6X725Gn0ah7WWPg0Tu2v9vBEvLnOdVCSDLvGkIpKo+DVYy6eGPDtN0iAOx9VnI0m6beNkqSGKLm1TCpgEZYMVKQMUi11GTGXI0ko/+b1lxVzUz/wZV+80w1XjMEOh6yo/Ml5CiFmvZOG0Gcd+IhJ4wMl8DpyYKXaAC+Zt/pfSpL1jOqzYhWaq+wQMYj6Cl5rDGuXqC8ia6sjAsdgaf57XgS0FAiNM+EAdt8z3EoRQPcF19/WsLqkBq9tTJIRHs7f+3uXgfgQ0eDcNfu7HxfCg/fWNiNAC84vuIpmxAsJzg/XztMrybV5b1wFs/2Df/APPniYwe1jAD3buBiKWwfXiPa5ZIXsFetiDRI1Vva7Tf3SnIDqaBuI/h95h+/WsxDjkzm4uutP64ZxcycGwxGA2GXYF/V1oVvM1TrSyO0VSSorElUWY3LzUNFyoBLtLfCZexb+vxLR/AQJPX3+JP2/ksSXGSzB3Z/bt1fw1GLq++wTI7p9XDx3Dd7UWIE9JF5lNYGFv55iMKiPf+pP/ak3Vb+fvtvbujChj41ptbIKKZY3D9hnIQKHnZtiG7KND69EfGHre41nY+7wSuIliM0dufWD+tw7krshnoJsJN1zwDAZt7Q5PKAR70Q8Kj1TfXyzYwgRARfqsDFgdn1e2823zKmgwJ/4iZ94M3DXZz7+1r8x5C0Tc6i94KcOnctipJQGJzSmiKDYEJoaT5kIHddDnlWSwSEKHAQaF42ACyz7jkSGtDq4O0HAfoOzL2FAQEidfPgRJ5KqhHHuIZAmpWf7Xt4k+1Rm3QpbEM1KcGP1BRm1tr2fZtAYW/eeaX5ECbPxcKN2rkRyi6Mx97WfIVxKC7aU6kr4WnjK2QHhfO+7faq+Yu7SexgHrzaE3x4F90im1xzVVkwwJlQb7CbmWTwFuxa4TjoYuZVo7xI+cjWV8oNLL+1MHibjoPF/FkPzE0G+/6/RE3H0+4n4r0fQ1vMk0V/I5KmNJ8hK2c8vYd169rPbX9ARoxEVsnIN6KtNXeaw8FYHMIl0s4yCkNY76mOMeRkeqdSGBytUOvwOJgJPOm0Tcb20wRl9JaMjcUsFwBNHziFSVvVHpMEHmBB1lwcLb5IIsfuTpUhwKHqWZiJCmTZhPSryDKUlwca5e/ZcTFea5tqOwPV5bUaE+KSTnqvD3cJiLoJ5msMYQgbT6oxJNUfcf5vL5s51nFxeBSLtHQv1tzlI6q7f1U+r6rnaWm3EPur/no8g1DeeL/I8CVwDG/LecgaSNiXs44bbWMxnfYZdV8QzNO+1i5nK0lk/e19cQ/XUX3cSY+BBcm6uS7AQf1B7PVd9zVvE1MUxkjdibPZqz3E2AEs2D/aICG+JBOt3/WJTEa1OYPqj7x5CBBD2MS6v1S0jK6cNbrMS+1U2AjoBouekkmdgZhwGcxEMxNusS6zb6HgvcRpxzwbthEuzC59cVMS299lsChfbfgUvXRjmMpB9F+HbyNItK6lfreCpjVeayZN2sJL27eMrzB4Wq05c2LNrTPauDbVjFLDV9+HeLXKeIhvMhstjYk9jv0xUUEsbIYIteAwcpC+MXfyiXWRO5QQhuOhjmZpc77xsNkdQxSFGPKiwjLXUf2mB4aEbvIQBMerz7OkdXimNm4seNz/ZJLm7MlBGtOoXTcOcujmuNkj14CnjQViX4YkqjkEELbE7uHO692X05GHCwL3rxTbR52kDEWzRwpLSCf5jU6l9HiYxzd7bvreX0pLSbupv9goR3GAFgkLvBF/SihhZpYemHeweVw8JlQTM08al8uAhRG7TmDRmkc3uO5BgsMC23IwRO4y/tYsBVUeSf7/dvSzLKM2g/dDcBc1hciAYUGfjqR+EvD/87hDBC6v5p6Gx1VViKhFntiF2FfVv/Aj7ARtIzLDvGjc3ZgFrtS91CKZeW2mHzUWfB+EGJxKoGgMBqnE55+0VAYyf3ND8igBtudL603tXI/D5emRs/Re6ue2+Mjzf+pV7GC/ev+1czWa/s3G2n8v5LwNCTG86hR1zGzRPjAhMko5sk0v8brkaxP5tbHB8nj+CwTAAhjsMiEFK4jAGOLgv/LTnOoSwXNJc9WxCvJ53RSa1l7GN+g0DdiEQv3s3qTmwEqxlLOb7vRBefV2Ior7J11Q9EYWeIzFi3BEZ2hI4wPrlrdWBbSzNR+3lSszVsj40vjS9NIfWT0wGAx9pfYPfdj9om/ZSH+rr3ulbn6R8cKF7hSdSe4aG6ZYyUB0pFIHF4O1BjICgA8+2VzZZn7xT1sSaWkv2BxI0KKQ9GJHvus72TRlqI7gxasGC/USAay8tIO1NrEbPRkxpv4SBnjO/aRc9l21I3VKN0Gxbj/bVXh2LIP/mu5tuf1dX7Ql6ZChvjQlYDMc9k2tt7ZDiW3spPkCZ9UkmVNpZf7ucqQK2rF4wcHOiXzyKpASxjjR1Qomz0JpgTp/NprBEb797kmKXqN9nnuwA1+CLiD/h5/7f55c57HP3u+3zhaSeCO2+B8tdLUBfFhryP+nz2ii2HeNqo0ZwSjUM70c8NvXFtSvs/H5Y3HdCGcFirO0zAUs8YqjkoJzdTH0ngypsFi5eWzxOeq4D1Cat/sYglwzJSvoKxjUaizlp7BFrDLBDQVpGhCI0jOAdDPYCXlMdzjxbzIfsnlJb8FhRR6U5kCKAT7g7gRsbo2sSqrVg6Gs+6nPtCL5r7M1FxAOTxEgFJzU2c8MbxljMJ9980ilCDYLgOUZrW9gWvr1zjxGsT/zuKcT7Qqv3nNzP1qlC2TNfwSikUOHdhdmafxo3ba+AwWw5vUOr5QElcSNBpjk0nxw03OzHmWG9gwTysQFEZP/X9yyz9RMzZ9cRT8Cw7r4KRnq3+bF1VGfCS2Nr70hb3+eNXwoLaV82ZXdjdwUsoY2DgvNYXTzL2DxypeZGLrbC2qBXnyVOYTff3QxXsl4IZTHv3XjUdJ+RnkAo+/7HtJFlGK+YwH12P3vSYLb4Xg4hnHsPB6+kq70sE9AXxOIyn1TiNlFwBGgHzLTZGTGdV9oR18EIkM0DPugnIsZwSK0HVcGOaRb93QHtoLTJqf89HzGLMHq+zS/9gWCm2nfRC+Nr/ZZojn9+famuDh28lGTI1bPCi8R4uCAGvdGyKlIJ93wSfG2IpQBHuMuBkR1OLHoYAYno1Bd5dEAE7sdFeHo/Vb+6YkRJq/ZaUmKaxze/+c23ev/O3/k7bwzqJ3/yJ98+ExEM/nvar7ufF8LcPY+xPgkNq3161jwjplxgMSP7gnvxpmfn9lvbhImew4ArtMIC12KYpFnpu6158x7DTXNLmo9Qpy2gA+2n1sXlSmxcUmgHkVVv9hmQdJ/V5+qS/dX5rbCXsUF87/taYpyS3hHsCFm9H8NqDLUn1kE+r85w69jYBGvStAhYorkZ6BtHZ7a63StO6JGrCmTUOeOi3N/NR9+jK8a37uWfxdD8ihhfgrt/v4J/Fk5S74VJlru9aqNCCn/SHPRhDbZ+P6lU6lLHk2bDNrCuqaQW78pO6d1rS3BA95AL8nLtHliNxLe5knaM9zObiRFvsz92kBhDEeuIKm8Ul6nThiQ6QzyNj1cRqd5FKZXqkRZZviOSbe25P7nnQRPc8oKFeHro9wYswVzhtz0bA03i5H+P0ewl6xk4k55AEIQQGU7BV6KYpVyof+ZXdHcMsjoZ/poTUj3PFJK53P00hIgU6NF+YWPxnvGSpkn3DImkWPASW4cALESHFMxfvr9bs4huuLT9wjhdm4hbUi7iWN9bl76LccHnm0+aFZdhGHfPOhP9jQjm2it7qlxFmEJMvHWvrb17m7G5uiLIGHvt91yEuroaL/tZz9YfMB7jf/3dvUQ7YCz+f70zhk2DwnDemLnyNp4IPy28341TxlvnwL5ovPWLsMHZwN0kMQS378nsCsp09mjonTXntfXeO0lopCBhjP2TawpLJJ+go4Vz9rOV7J+eR0yfmM21GWwd+3sx9MuQXj3/MThp69wxLYG38Tfi9/bFvC3RxpheMTh96NC2iXjskHwxIc8tE9r2++1A0WhoMhK19Z0Ea4zBtePOAR4aSSERXPle9AlxFk0cwZJcj1spP/Xep2LXXp9HCGxeOGylQxmRry1XcCaJgQ5I7OqPERQhK81Bz2Paf+Nv/I23tpPCXZ7CfdI81Se3cIFs+POLGl5bEQLO9W8PIHhp95ZD2rzFmPquqyl7ziU4aRMJAubWeol+RUQwmj6LuGNSvGXcCGbeqoenFQa/8Efz0TxWF+2rOiN+7UGMOiZYnQjrJtTre9HmvKZE9PKg4slW29kVNoNq6wLSi7glTAiCNNc97y4OjgqIIdgF/FSfGZmlBW9+KwLZwJGtbe3X30178b+/71Nza1+IAAfRNbfSffS/dBkYt3MLjqreSnX2WYIRt9H2uGhswpc5ZfTfqzZp/BJHtobyhXHMAIFuJtxPxhTWnXKl0/39RKSfbAOviPyVdi/BvJrFLbcPF056Ve/X+XyJOQL6NoHvEh9isGP13mVCvXM1hMpqEm2KsGlXZK430sZubL8vY6POa4uWkVSVp5OsnggeFbONK3soQkCTkDivg6tOdwfwypEaoO9c7dg7STIdYF42NKOV0En1jI1w4w5smhPslAbElrHJvkjY/e6domUbW66BEV7QjPwzJL761O+N36Dhkbj8+M44YMJcdLmnNp88ovjcN78ZJXm6xLAiwCA9BvwIZoe572hr8vxs3n0eTvLzu9eAB1dzQQCoD2wsral4htptXWq3WI0IX3CbfgWT1FZ2EkJJMKKkddZU1s/1hInBbDwMl+iiuNuL0jjIghthrT0eP9UbwZS9l8u0OIHmhkca7B0kiqCy7bBZYFygzIorPb//3fDMUM6zCLQG8rHH3bNAUKkfMaP2u+tmmyuBorVp/3DhrX9gY2uFwbZmaZcEL3Eo9mZtG4e0L43TvdCNqe/qz2fxPnoitk/S+ZOkvWVx8X3uY8T72hOuhvAxprMS9dP3i/tfnP7W6eCvtP7U34WsVpq/7qrbp4W7OjwuUMH1SXzr+bHw277f4Qm/loOdl1CHvc+qm+ETwVgXu6SwNqu7ftk3ao/UgplERMAWJLwOUgenAxoTkUCOtN5mBXtUT8+36QVOcXmUBqPnq5tq33eMkcZvXWhwJKrGIuo6PPpt878TiA5tnjB83O8+oe2t8MLwzs22Z4I+uMZWmhPwXESBJF49MnP2PbuSdAT9L30075++r7+uUu0Hg+u7nuvQZ1NBHHmYideoLR44fd88c9cVEc1WFFGvD9JUcxumWUqtLp2I+A6Qhuhqa0VoaC9F9Ot7n8VkSMTmTcxLfesz0efWFMaOQYAZtQFu1CdSNgiJhkdyxhxBT//qX/2rD0kX4fF9R5tqXO3n6m9vCe7DpCqMzbyUaEnrQSZ+o9KZVNzcJ2ajtTHW9lx7aZ1E5BETxS6lxto3a5u29MkNzU9lCfKVlNeAfBnG1vlkBHmCpD6mIVwivwxs+6btfeeOZfu3TPD6r6/Eu3Pl8w1qY6gyrp2ny1wxn1RtxJltQaDOwllrL1FPhJenkbQMRfIGt/R/xJTazbiK0PPnllKAMQwOG6OSFkBEq0tN2tQiUBFBmpU02xWqb5J+kpD53dTd1VtbtVFfImAkH0Fj0gWYg3VZrM51C3W7FcIAw6eJ7XxivCCJiID7AWDvMruCK0AdERX3AYsK7uAK+mKjcZ8BbxxJ02ovjNmhZyjtWfNK8u052iCMHxzTvIHyuD1iMGxCotKT2iWR61mEG7zUmNsX1VkdcgktjLQ5rpq/oJl+ql/SuuZZbqVcR6Xi2CjkPs+T5m/9rb/1Vq9kjeade7RYC4IWmM6eYx/BSHknIdYS6pGu/8t/+S8fiLyodHYbGrH7FES3g48wZ2lJpLpOk1gvIkZnd0QkPBSw6Az1butoTgVbEhKay9qVQjuGQuCKWdmzrtDlEfUEz38S+OhJ6lccqmvEvczgFe7/hLNfxnHjDF5pKspt88kusYT5ahv7HslyXU6XwH8V/MXwvH1et1Z9WS+nDmqwB1iF9Os59V3bBdUSRtlvbRTIwwtHDpl+xyTWplBdPGtc4CHtcocUjp5E08YUF9CmjXAwNPZezyI+kpRVxCzAdUmMKyHD+4X/93l97SCQfpYh1N/NMBtUFgEIjqvepFPzWelZkj+bSIetMe59IPIAMeKKUGbYdskQabl5bf0czp5xz3GHd+/I7r3G48YsuD0PJF4wDIqIgtQI1R9zra8u2ulv7YHMQDXsFtwZBclVN81UhtHagvu7cAccxh9eZlprUJ3uzJAKGvG3jgLfGseP/uiPvsFWIL+YRvPT1bXBTLQTnk+9ywhuX/K+kfrBzWU84KTDjpi3/+tvY10PwP/9namCO5sT0fDST3Op5j5dkB1iXB/7aW4w4c5G79UOoYL0LwKdBiQegpYsKr3n0nBplM5SbcZU2L/ERzS+xmt/6vcnh48u8fw6nOdjz90YhMt4rgunQV3G4N1tc9t9BUnd8SgXArqEXM6R9fG+zESB4y/zQLAWjwZbbEBcz0Sk2pxtfM+AfK677tW2GDJJxm06HidUSr7fct8sVm5z8ubgUeFCG2m2N3PkunMidt7hGpvUhNizX/SZPiKsJLA29qYk6LDRMtYbC6PcfdO4OjS8rhAwTCHCH8RWveAQWDQtB4QFu5frqc8FjAlkipA2ToZ5l8hLF65ERHhdNQd7hy88mf+6oCTuvoy3zSVoEKbM2wuE1rMRE5h/42FslYqZ+2J180wTUxLhk8OpfiBe0pKDICv6D+/GmGhZzW995lpc31r3/m8+WguSfHeYd5dzGmRwjgueIv4xDQkOabGYN6+1/pdKo/MjxkD6bgn3qh+BlaTwD77PPWcKiQKtlX3qzFdX/ZEsb88/yIk9Ql4oxNq6YsQJLrQtFwvJ5dTZdWsiBwJzS+NpbCLmrbW1+OQ3rz25QW65mLjn7rtbx8XkqfALPS38tMTyQi3bzoWbliB/FaPY7xFsn+tLm2A/J8ViWutu6nuBR4j6tn29VZZZtNBtFMFl6l1XszsXnpNLpv/lEeKOxyWQ8RL2TaIS3NXnvDw6mAzMSepud9qkcxkEeWsENeRF1GHrALSxq4e01yYHQbApRDhIyzw24PZJ+EnD8vOLCCXB8T5ZBt8cgCR+6Zd+6c1LyXWeEbGkU2kRqkM+Jhe00GQYLHmo9HzP9by4BXdIMIRLY8A3nXpfm8sgKr0LDnAjWJKkBGyitWkC+sL+Yn+BtCr2GW2D330Gzd4Fw7hTg3AgR05rI/J8by5jUA4WaT0QNBqmLLgRrZ4XMOazhI+NGJdVV1xD/avesqjWv+IUlqk2p+3d6l4HBleg0krqO1qAqbtljpbUMzSQnvv1X//1t+/dUtce5PUVA2kuwY17nwiGIh8VRoU2yDvV5zQMGQZisFxeJSek7dYfsThbV3MtXXhtWxMMgjdaa9tzacuEuk/GFC6xXInsQh9fxTQQsovn7/vLSJ4gof3xzNU8Fif23v5+qv9jDKzCzY9Uv1qEQ8u+8KTNmIP1KPLMMj5/OwBJ5uYco7mM+KqHNoq8670jqrLNIrrSxSakxtRrbn6w483B49IRqRVcgrJjEqEKSuqQwWRh8zw6qoO9wMEn4bShEf4YBh92wWppAYx19o2AKt+LvRBQR5ICF/HeqO76vRHr7DKyi8KFO4xJgQtT8fjBABjQ2Wzs+/oEPqs9xIJHTQRRqhB4NxyeNCq3kejcxk2z6W+QBIIIguPxtBfLWxtGUPtMbiKZb+vTeuOQmCuNyTskdjYS9hzeMJLtufdbPixpUtit0hYSLHgdEUJodIIxuXqKMK4dGg1jMUbPCSLYEVF3vvv/j7xfGFUfJYeMaDNKa9tVo6C4+mD/Erjsob1cqf0WM+XMYay88FybGuOIITBy20N7l4d9aLz2j7ugNyEh28Inv6P5lSvoEkAEzu+V6pc47vNr/N3ntlyJ+KvavnEDT89eBnb7+tRvkqLPEUJW/nVjvJoA6d5nm8ZC/csclvFmiHLBjQ1MEtmy/eZCql6XjzB4kzxILnybIwQgmjaxu5jlmmeABfkgPG1i6aNh3TxQkv7YGGxeOH2bHmHg0shgKFq6AxMBhWFzV0WkMYHFY+U9CpPOBXQ1skp1k7pg265OlHOGduW+6eamttJyeka/eob7YUyrvjQfERSGdfl8NlANg4qIiDFwqc5G9mNs7msGA7pYRbK54iAipNyem4fWqbbl99kb57gPiz8gAPRZjBKBrG/BUNKhg0PqU79jZPIq1R5IDTGlubp6lS8/WBKzY5toTlv373znO2/7NqEIg+2dvjM37Dw8cLgtYwyb2I8nHWMxZwVBan/wXWsRoV2dzV1X5rZ2XD4JTPIVkdC5qlZne0WeKme2z2hiHDtuviljE33Ni8y5ad7al+2ZaIILg2ojJxL5kdhBq5Nd67Olzn5iDK+YhfeepPOVitfP/2oai8nfvjx581wm8dS3hZqWSS18s+PSHjV2o5Xvb9GUCPtqUdpbbxlt3IjDhcA6lEnwQSCYCdxx/a+XgTE6iYyEE/MAgXeKLUit56/P+ExNRrhlb+w7UJJ6IyAC3sAC9cdBdZj6aTNLSpeUyS3SmCMePROBEb3a/31Oem1OaC42/3p5JWH2XW6a9VWefBpYdUkgJt/NppJGOBEYSclIs3vRSz9SDsg5E8HZxGTBIAyAHVKExTpyn6xfDJlcL+t36yMrKqjAjWE8cHitgEisfQWODSZkYKVZ9b5ssvVJbErjrjSeiDMG5YY9gWwEFZIxL5l++PKTbAkMzhIJOOYi3UT/f/vb3/6uH/uxH3uDbhC81laiPzBQ9dIeK6Lna7d+1KYMBIzrfY65NzZeOn/iT/yJD31kY2jPc7iAz7cXMBzxO85DJQZOq69dDLd92TmzFyWsq87OZGvTM9xo7RUQaevXuaCN9aO/ovilcic09u6FLD+JpnDLk2S/BPhjWsUl3NdA+IT9P7W32siFlPaZ2961L9x+P2klVO/K5gdarWQDmy4TXQ+ZO5YNTltNw/MtaAdDXnVSBU3jMrf+p9UwVjKA9h1bwdpO2myNS24WBmAXt3ADxSTC00m865Wy7rPSLORB1cHi8ip7qkPWc+43dq2ndAMMuzJvutBHaoHKak0kTmPg2lu95oj9gbdVmlif66+4CGvYsxGYNB6+4ghbfegwY47G3vvVjamDaFzf2TMu/TEm0myFdsYrSRsxL3dOV+D2GC6/fRqKBHHcb+0f0Id9TFhw3aMgOpBL77nysn5IK0EbrD88YOwj3mkgNWuOmTZ30mY3N2wpIodrO9tCz5aFdpkYN1fnsfYlzosBu6YVg6xwCRVP0h4TgLdeOt/7fvlQ/W9vxyhochwh7Pf6VJvcqmnhjbE5TJgrGC9PNK7V1VP/wIbg1z6LQWBg/d/eLQIeDAymo2U5270HCpYnClwlSPOzZEl9Zczdz/ad+/e6q976LjH+GJy0zGIJ4kI+a+vYZ29b+9x+f43rJJgnF9W1kzhgDt/2tzrBAv62oT1vbq59og2VxJtUUAGVrGvqzoOrDDev/65TP3y25Z0HkWFENh/vnw4YiVm+FhK2XEoCgUAbknzJXYNAIPq1UV2kzdqRS4dE2/PuR5agz5pw28O0+91ByRje7w4lfJ2EV/3FbPS/wLoODaJOGpPrvs/6v/mkZSCSgoYaO/hMIFiEvPnai+B5umBM7rxwKUqfxUSb1+rjUUPCj8g2p40pJi2vDsNlv2NagqZot6AHHiz84euXYK7mv/42Fp5V0jrAq+svI6c9TCtwDWcEUK4jsIXEiMbMNrKXw0TMSfMCxX7u537uLeq7dWxNc2YgJNAG5AVqjtw4SJvrd/Oa62h1YhLsI3sB0H99h844PbBFSPIoBYo4IWnmJehzfzbX6cZbaQ7df7E2qpxI5IviVisa2xmndfU+op9wUj32I081NhzZgaEWNPHPliX1fr5wyyWyl0BfDYBasx45r6T2J+KuPNkAbh9u/Wv4fdJEroaB21K1SeoKSGil7ycmRxtYTxmSgf8XTsOcar9Dk4ueOdCHhbO2/6QbOGs/XP/aOFwoEVrGtYheGxf+26FyfWV1Jflwi3QVoTwxbWjeUjaqOemwlGiNtw+Gyj3P35tPiAGOBMdVsPfzY69I35A0KYrWndfunN61AQ3A/uXu2XUUtEST6bD2nEtuzHHPgm3MmWs62XLg/tatv3n2SAtRqc1go/rbOnHFrI3aRpy5WFbk6a+AnxgfjbW2EM6it2m4Ar1qv3el0KhteYHqD5y9+uo7WJLmAAIB6Tg7EcM0yr7H6GIYwUTsRogv5szllFARnp/XWBJznlsxQoZVUrZzw33XTWnmn/2mdlx3yoYm/5R9+gPvd4i4g4JLKuJdPQzl7D8EBJ5o1d3Y6ydox/kSK1KpjbTUbEGgTwb95rO9KeUGA3XMoWyz1e1yq71BrvXH6NMo3XS4WXc/qU3hlo/BNZc53O9WGr4Efet9YgI+f/p9g+i27SfvKG0tzn8Z0dtkvUtiC/Vc+8MGo93xrC3B97SNnasnjcbfbQy5WfRBGujNp9QPbBG80PNtNph0B1QQG8m9vuW3X5EREt7ZZqyOsN0OrhgK+Yyk842wCB7qIMlzDyJix1iDs3zzAprEFHD9lKiN9FlfO0jca6n43bPcQajvUgeEz8Ygdn434Vh1ixbuIEtdLGoboUC8G19z65YwNoTmrf9FuTq0pGA4ePCItCDuEqgNNhZeMzHi3HDl8G8eMGFMUXyFWI7mCBEQm9D3bDpcFUmiMmuCQ5qLxkwrkxqitXGfMgIe88OYqr9xgGZaG2fQ3CFUtDaeaM0LrQrUWb/6uzabl+5z/it/5a+8MYaECq7P7j/GmLn00nJFxyOszS/jrvMJyqr8gXdGwI25OqSj5hEGAtR/sI/0IPZjz/WuOWX3IN13ll38hFmB6sB6mJ/zyIYjPgQM2RyJEdq7ons2IVLE9CdnCitZX0K2MMkluItdP+Hs1230qf4L8TxpE/vs9eghlTpIl1F59pZtayU+9a02sJLoSvo2oHZ3PvpZTyXurvIc3b7Xhxa4g2DcgpQuM4Q9IjQMT23O6ksVRzDaVGwJpGEJvHhAiMbswEYcdv77Ic33rEhTwVhgE7BDB8dhYSStCB7rf4QRMWED4EYasQEXuEWrftFCSpMg5cQG79RGEiejekxDFlceIYgsb5vme+NQ4OXND0mVS3LPdeBrj8dVBQHk2QQec/0k6b9+pPHI1rkGTlGyrU/f1Q6DPKZZXewRlSTr2nKHsLlgwAT10UDEmMTkmv/mpjowAnPemHmKcf3ssxisurkA716vPnca2GMyn5o/EFB/p5WmKfzUT/3UGxMIX5feJMZPI218UnCImgbrgVQwseYILMeGg2n8zjvsI4MrLYA26CY0+bdq29WxhDVOE/Wj9xZVaE/ZR4h4z/Z++yWGaq7MIffydQJxCVbr5y5mhJ/tME2j51sTeaw+y3WcS6T9v7YCv1/5/F/GoCyccKV/39/PfH7tBJcQv3p/Ce7TGJXG4nYrhF5U5garPTEk9Xj+usvuc4i7jV5ZwzUpDe5a4Vq6F2s4XFTkCAy8tzowtg5RvyOM5oIkYxMzhtW/Nm3qP+IFI6Zib6R3z4lAZeis781jh4b3ifQYjHh8uOuTux2qR6ZQsFK/eYW4PpEKvgFBSUrSTFQWe689uH+SLp96KYrFIcgBhDBUd4es+ZOJ1M1w9U1+Js8ixhwFwDDrQWO9I3SbRiMmENxCarUnQCeM/bB+Pv0w9uZPhtn+5pocoVdP/eN6yvgrcLAx93nrJj0E+wLi1BwikNVTP6/gYnz6jDFKm04a7/neteelwM61uLWM2acNpkU1Fh5d9Slvot4RJ7N3YWwqDx5gUmXISPq77xHvjZnnFxdSQgk7Ci2j/3nAuYlQFoHWT1S7NPM9z2tMFLjcWOAnhvGM187uCqW8yMBUtPrmm/Am1ichkhb6Sb2PnipEgNbIeiX5i9dfD5wnO8M1ut4+PEE/S2hfaQFr1P4wASNVXxvFNTRzMasgKOwC/SBO3OaetJKrXSwTuXPwNO7+lsFx+0pbsFkRHWooHLPnbJq9arLCKFfhiWFuZZLc3PgRAvYMkISxxBA2C2UEu3lxIU6l/tWHCFY/Io07JIzd0jiIPehvGC7DNwm7w86DRkI/kiqvJ1qTSGYBUdaUyt1zJDE5/gUNsZ04uBiv93ifIIIiYGlcYhsQYcZ9abMjDsEjEbjG3Txzy+VWy4Bs/RiTm8faIBXyymq8bEkcD1oX7qD1m1QakWVAR+QYqLn+uqsDzERwYIupjda8380NSM752Ky70qFUr4hhe1H67Pra/P69v/f33ogfb7GtU/tSs3DIqLCbgWtc97nnTLDdd79rfa278yqvFQeM5ncv7GksEhxKT7GuwTSF6haJ3Xh4PnE4YQeMUTbf9VV0vTkiGIHkGlNaP7dy8BmtnE0p4/Rn1RQqF3t/ksSfnr0eR567BPLCRdvGK63hCb66WsTWv38/wVpL8BltLaLNQKpfKI3E+9T/1YjWa+j2aT2VltnJy+NKwKdgONIcKCZJq03ME6ZDVv08TqQNduDBGTDi6ooZMUxjePoNL+fnnirPU4nHhWhPwUPmoYORJCwHEO8lhJVRzmGFq5P0ej6GDTJxmKtXxOvuqz6nyUhfzJ++ejCg6jcvUjQg6uwPja85EfPRAURsmofqi1B3WEE7lervPakhEPfe58kid7+0GjEmxlXMWXplmk3P18c8dWh2NMX+RyBAWfak1BSNDbwBhqJdSL8NbhEZ3VxjbhXBVvY14yzbU+Owhs2RFOvOEOIooJGHUfX+4i/+4psXUQ4GwUoyqzYWOYEYzbmF9r/Ie8byCghIugsJ9L7n3VsH86gw3Lc27jhpH4FlacsgWJ5i1hWM2nPNKwZrzdEBa1z9shsTrmRDFUG99jg32zk3At8Y/8Gvn40prIZg4Vfiv1K3dzby9z53GYTvt73VCjbac7/b933/yg32CVban/3MjU9Czr3XD8wUMTZOUpWxaH9dWFcV3Tl7SranTTESO4bLEIzbHbLcFvmEa7fnGEzBNiRHXj42ustK4LXS8/LakRmUMbmNKt0xNZmxm8QPPuGSum5+HWTuoA6d8SFoGHZEl+teRIMU3v9dskNqBwNGDDJYwn47qB3yxuuqQ8xfkjFZPitpJY1L9K75JvXyQ5cgroMboYZlO9B80avDgbY/eSQhkKCZ5iFXxuCTCicBxt7akJq6Z1uDTXrXmm3UM7x6XZubIxHb0nuDihBZ9zVXXzCH3P/gPQ4KDODV2zP1j2eVPWUfy5G0wgOhpDbCyH/mZ37mza7Q3m7sHA7aA8EkjacxS5HiPg1ZSkWqYwLSmVT+0NxkV2HvaBz//J//8zc7i8SOMQhntnmubQkdeXVZS5oRTRgshuhLp8LjjdaJ1mwmAB5pCXaYTvsBdAlqZePYdB5fp3z3f7/U+0v5Ur6UL+VL+f/b8vuKaP5SvpQv5Uv5Uv5/q3xhCl/Kl/KlfClfyofyhSl8KV/Kl/KlfCkfyhem8KV8KV/Kl/KlfChfmMKX8qV8KV/Kl/KhfGEKX8qX8qV8KV/Kh/KFKXwpX8qX8qV8KR/KF6bwpXwpX8qX8qV8KF+YwpfypXwpX8qX8l3K/wds4KqEYBgA3QAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load the camera grayscale image from scikit-image\n", "img = data.camera()\n", "\n", "# Display the image\n", "plt.imshow(img, cmap='gray')\n", "plt.title(\"Camera Grayscale Image\")\n", "plt.axis('off') \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Camera grayscale image in 2D: (512, 512)\n", "[[200 200 200 ... 189 190 190]\n", " [200 199 199 ... 190 190 190]\n", " [199 199 199 ... 190 190 190]\n", " ...\n", " [ 25 25 27 ... 139 122 147]\n", " [ 25 25 26 ... 158 141 168]\n", " [ 25 25 27 ... 151 152 149]]\n" ] } ], "source": [ "# Display shape and exact numpy array\n", "print(f'Camera grayscale image in 2D: {np.shape(img)}')\n", "print(img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Applying the `pca_compression` Function\n", "In this example, we preserve 20% of the eigenvalues during the SVD process.\n", "
The height and width of the image will remain the same while the size will be reduced. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "compressed_image = pca_compression(img, preservation_rate=0.2)\n", "plt.imshow(compressed_image, cmap='gray')\n", "plt.title(\"Compressed Image\")\n", "plt.axis('off') \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Congratulations! You have successfully learnt how to use the `pca_compression` function to reduce images with the SVD algorithm. Feel free to try your own images to explore the potential of pca compression!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 4 }