{ "cells": [ { "cell_type": "markdown", "id": "5cff6cac", "metadata": {}, "source": [ "# Unsupervised integration of nasopharyngal carcinoma datasets using EmbedMNN model\n", "\n", "In this example, we will use **transmorph** to integrate nasopharyngal carcinoma (NC) datasets from fourteen patients, gathered in [1]. These datasets contain in total more than 60,000 cells, which are all associated with a cell type annotation among *B cell*, *endothelial*, *epithelial* and *macrophage*, *malignant*, *NK cell*, *plasma* and *T cell*. This data bank is challenging for several reasons: large number of batches and cell types, high number of cells, many batches missing some cell types. \n", "\n", "We use one of our built-in models, EmbedMNN, to carry out the integration. It combines a few preprocessing steps (common genes space embedding, normalization and dimensionality reduction) with a mutual nearest neighbors (MNN)-based matching [2] and a low-dimensional space embedding using UMAP [3] or MDE [4]. This low dimensional space can subsequently be used to carry out tasks such as clustering. This is a schematic view of EmbedMNN architecture that can be automatically plotted by transmorph." ] }, { "cell_type": "code", "execution_count": 1, "id": "5815d052", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.models import EmbedMNN\n", "from transmorph.utils.plotting import plot_model\n", "\n", "model = EmbedMNN() \n", "plot_model(model)" ] }, { "cell_type": "markdown", "id": "7be97d3a", "metadata": {}, "source": [ "### Loading the data bank\n", "\n", "**transmorph** provides a few data banks for testing purposes, already preprocessed (cell/gene filtering, normalization, log1p...) and annotated. They can be loaded using *datasets* module. NC databank contains 14 datasets in the AnnData format, each expressed within its 10,000 most variable genes space. Cells are annotated by the .obs key \"class\". If the queried databank is missing, it will be automatically downloaded, and saved locally for faster subsequent access.\n", "\n", "Typical input data type consists in a dictionary linking a batch name to an AnnData object." ] }, { "cell_type": "code", "execution_count": 2, "id": "68458738", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "databank_api > Loading bank chen_10x.\n", "databank_api > Bank chen_10x successfully loaded.\n" ] } ], "source": [ "from transmorph.datasets import load_chen_10x\n", "\n", "# Format: {patient_label -> AnnData}\n", "chen_10x = load_chen_10x()" ] }, { "cell_type": "markdown", "id": "f5c76592", "metadata": {}, "source": [ "We can first call a transmorph description function to have a closer look at our databank, providing the .obs key containing cell annotations, \"class\". We can then observe dataset and annotation distribution across our databank." ] }, { "cell_type": "code", "execution_count": 3, "id": "86a04c99", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Displaying cell type distribution across batches\n", "\n", "from transmorph.utils.plotting import plot_label_distribution_heatmap\n", "\n", "plot_label_distribution_heatmap(chen_10x, label=\"class\")" ] }, { "cell_type": "markdown", "id": "bfac5d0b", "metadata": {}, "source": [ "### Plotting initial datasets with scatter_plot\n", "\n", "The scatter_plot method can be used to display a low dimensional representation of a set of datasets. It requires first a dimensionality reduction, which can be applied using our framework, we will use the default reducer, UMAP [3]. Computing a UMAP representation can take some time for large datasets, but it can then be cached to avoid recomputing every time." ] }, { "cell_type": "code", "execution_count": 4, "id": "da070883", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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FYFwu4ogiOoQ8bAc6Jlm9A2vFn169GUS4mTPVs0oQuiWwhF7vcYFiT0KYBhg+VEca7h5XRq9/b6KqlkDxQkLly8nclk/8D2upidPwX3c08Y99aRWr25Q6u4V9CCvl9dex9e4NU6fimDiRC2oFT/2IXe22evVnfQYOhItuxMxbi+lU0HZWWTYQug6hvZ+TcNiKiEkrBolE8jtAiivJ74bqT5aREYitETKTnGC3Yd5/+y9a2urKGl6v+NukZsPrpB61f/0Cm0L3FBIommuNGiihetWTaFsrcCXZCA/piv27FfjH5eJ6ZyWO+RtR7UlUj7mR7VUryEjuj2fjG9hTeuIr/BQRrt7LmRRsyT0Quh/Dt8NKF8YIK0CxkTrggbrGx/XElLv7ZU0Pm5eH+c8pBC7MxTHyKlRXKxyfryHum3WopoktDoJjeuGYtw77kgKr12G9P4BQQWmodxw2jGcex3b55ZZ5asO6soEDLWFVv5h/0iSYNw+2bIEuXaC8HKXCg5kQh25z4ggHUY19CCus2J5MDEokkt8LUlxJfhcseu4VBhWssO64bNA6AeXcE9BufQSyc9B+4bgNIzYiVP7rJoolrDwbXmu03TVjCY75G7Ct2Ila5gEUlNvvQEmbh33iRDq0HkiH1sdFVvstJ1S+nKaX2iko9kScmcPQI/VTii0u1lIhikpCl7GAda3NiSndU0hg9vM4X5+PcuZF2B7+N0phAc5vFuB/OoDh3U7So19CpBVNwv9W4ty0C6XSD4piNaGup3HqCyuhqdCzO+rrb2JrKkpVn0gxf5VX8K/zpvP3ALgBCgqiaT3F7sBeHbti0dBUFMNsVmAbKGy66z56NfO4RCKR/JZIcSU5dBSuhYWzILUPR912E5puYNo1KiacR6uJ90F2zgE5javdqGiU6VeTlwd/vZr4UDX+64dh5NQ1dw6MywUgPKQj9iUFhK89G/cpV8ApV0T30T2FmLoXVCeYASAiryKhF0V1ocW1xvBuxwzsRrUlWCJMi29yOgldxzXZokf/5lPEEw9TfNWdfKdkcEb+g7gfmQNhEzH7RyI9kFFLq4n7v+cR8baosALAFNhWl+z7+bCreH5+jqScCbHb6/darM/EiVBezq4t5RTN/pE3T5zMhHbpMGqUVfS/dSsEAlFbhujzY9cQNhWCeuMxgcrkFKZm9eLFfc9YIpFIDjpSXEkOCeu+WUTHC0/HVVaBSIrDEQyCphAckUOrqTMP6LniO5yK7i1Cr1yFLaXvrxrL/OcUtG9XWpE0r45o6yY0pCOOJQUExh2F98EzUR1pmBelEN9hTMyxwbKleDc3seKxnoqwJXYCQEvogKl7sbk7Yi0BbOg9ZeEr/JTg7uU4Wx0V0x9QPPEwts8Xk1F6K+dhYM/fHhVPMek8AWpxFWh1STUzw42622PNS4usCmxmbYGend7oOptD9xQSSF5LfLKLbl9+xi3uNByPvgXZERF2+eUwbFj0KQnbbNh0HaGoaIHYejRD1dBMK5IXsjvZ07EbE4vXQfdhLZqLRCKRHEykuJL8psx59GVOmHwLPYOB6DalwlpyT/skXDmpVkTrAEWtaknqdW20Jkn3FP7ionbf+TnEf/IZSkDHvqYI1hBJA/pwthoAVz3e5HHNCiuIumcK1YXh24kI16DY4hBeH3r1Bhr2/atDRYSr0auqMf27UH5eS9yLi2DPg2iFu8EUOH/cgtKCRZcCEAl2sNkgFK63QHEfB0+8scXPpVU0n496YS7xtgSOmDgRsusSfVtMD1qSndrR7LoVpdJtmmVcCggU/PZ4QpmZ2LwVGF27k9IqjR7z58OLz8LxUlxJJJJDjxRXkt+OvDxG3jm+ycJj3WZDDQrUkiorVXjZ5AN++toPd9hLoXfDedUWiRenEn7gMeylW1BqU1MmmOnxGJlpaEcc3WzvQKvB8uJmz2G1mVGwxbfG8BaiOlIx9YjgFM0Xc2vuDihaHADOORux3/GutbKv4dhNnVCAaVNQjYgDuiEgbKL4AogkJ8LtgICOso+VgcydB3+ZvPd9IriyhgPg6Dsczm0syOaYxZROvoqrgXZLVqBVWXYM9nBd1EpB4Az7iS/aCsCPbVsz+N77ID39gPdulEgkkl+KFFeS346pU5td0WXTdSipxre0ioTjqw5K9Kr2w732tilqxVSxcjzz3yrm6jfPI76gBBx2XN56Pkuqgt6lNbRJw75oPfQ9plmPpb0JqzoEii0OR/pRuLKG49k8A9PfdM2T6kxHdWXE+HaZp2Q0ElZNniXeieoLWoEppyWgtMxMRHGxdbyqRFYGtsAkVFFQbr+rBddmsbeCe4DRahZzBh2LMfsCQgNPJi5/SZP7aZFInu6www23NV/fJZFIJIcIKa4kvx0TJ8KMvbusO00dNuRBQvIBj17t68Od6dNRb7mReCNMu1atuGyXF7svYmYZDmK2SiLQNhUtMR7bw49jP/702D6BvwI1rk1ULPm2z25WWKUNfarJ7ea9d6Fd/9d9nkcJhaMZP587iZ1HDqPn+PMQb7yK+HEJalUkXdtQWNWvMK/d1KcPtuNP3+c5W0oX1c2NancACqsVOjSce2QKtbYL9qMGMPjUEw7Y+SUSieRA8UusgySSX8bAgShDBu3Vj8iW3RlyR8DwC3+bOeXloZ8wgHD/tujjr0Wp8qJ4QsRt20l8rbBSwOjeFvH+WyT8vA3Xd2vqREVt1GRvzuBqXPRXzd21yV3MwO5oPVhg5xdN7uNqN6rZU9jGTwRt34YVwmmL5grjA9V0SCqD3r1Rv/gaZdCQvVxD7F9NODSYNm2f5/ulpLVrusmvYXew4Ox7qD7rInjmmYN2folEIvk1yMiV5Ldl8VLIy8N33AnEB7yEbHY0IVAMHeGKwxbUIef0A54SbIoN/3qUrpPuQwvU9c4zHDZUpx06ZCPi7JgOP+L+e3DUs1PYX9IGPxJzP+rK7iuGcBWgoDpbRevBGq3MsyeT1POavRaO655C6NoGbUMRQqHZInbFGwJNQbjjEa1TiJu9CJE/Bu/T18D4YdiqC3GsL7ZSg/VpWNieFH9QW824//UQntsVXN/NRzN0hMOB8v332AYOZMRBO6tEIpEcGBQhxK9v4HaQqK6uJjk5maqqKpKSmv4mK/ljsu6bRVQ98SS+qyaywDOY296/nORPIhYMF130q2podE8hoXnTcM3Kx+zaBfXf/0HxBRFt22B2TiNw0yiMzcUk3TsrJv2lpydQ+vnntB98/K+9vF8051p39VDFagLFC3BlnUh8h1NbdHz12hcQixfimrUKrbgKbcV2AAyXI0Y81mK2TcXskoXtuzUAhEb2xHv/aNS1pSQ8+TXahrLma7gUMF540oqWHWymT4d774UHHrCsGiR/KOR7uORwRYoryaEnL89qg1JdDUlJMGXKr4qKBG4chfP5eU0/qFgmn7afilACenRbMCuVirdeIuuE83/xeQ8lVaumor0zh7iXFxE+73jUZatRagKo2/agehuIKwX8Vw/BvrgAraASbBqB8/piW1WCtqkMtdxaqSgcWpMCa8+VJ5I+7avf4Kokf3Tke7jkcEWmBSWHnqlTYf58GDv216/6mj69WWFltk5BdGuLIgyUoI4Z56D41qvxbS0ifuLthyRidcAQEPfyItSSGhwfLiKw+E20626LdVlXQKQn4fvLcOyLNmBbUxJNQTrf+wm1OmhZNKTEY6Cg2RWUMk+jU9nL5YekRCKR7A0priSHnub60O0nuqcQbrs5pg+h0BQYkEvgH2fiGHmVVbcUWeGnjRpF+7lz4bZ7D2r90G+CAsHTeuN6axn+U7vjL5pP3DF9sS3bgaj2oYUMQjndca7egLp9NoFOb6GV+NFWbQdToNaEQICRkYAaMrA3rLkCqwatR3uS7p10CC5QIpFI/jhIcSU59Bwgn6LA7OeJC9d5URluB8aWb3FmDCamM1/t+S65BN55x9r2B/dJUrQ4tO2VKGED2/ZKFKFj/3wpankNgZx2mIk2jJoAgWP6Y958MkavVpjxClptzVnkVitrus0ONhUlpGPrM+yPL0QlEonkICPFleTPQV4e8be+hFIdxEh3U9PnCFL/9RS2jL0IgQMUMfs9EN9hDN6LvgXAf2Gu1QTaY6X5HEW7MdunEremBNiO4g4Run90s/0Cm8K0Kegn9MX5J3iuJBKJ5GAjxZXkz8HUqSillYi2rWDGNFJbYm75J3L2trmzcZ32f3hz3gGhW4abCU4A1KogarVVeyUcGuEhHQHwXz8MxRtE27wbxa/HjNfQzsHslkHwyRtw5siolUQikewLaSIq+XMwcSLKheNQP5p9QF3D/0g4MwaT1OcWUKzvTHrfNnUPRmzNFd3AvqQQAGXYCDzTrqPyq79gtEu2dnNohId2xOySbh1nU9H7tsF32wjiO4z5LS9HIpFI/rBIcSX5c9ASp/TDAJs7G1fbEWhrd+F6a1nMY6ZTI3RyTwLjcnGkDyCp17Uk9roWR/oAQs/+jdCoHELv/wvHom3oT92DmZUEpkC0z8B12i17NTGVSCQSSR3S50oi2Q+CZUvxbfsIYQQg0kC4PoozncTuVxwyIaJ7CvF/9BDxt76JWu5DODTMDDdaURV63zYEP5oKZhhX1vB9z7F+38RfI1prfcw2bYLCQoiPh6eflqaghwHyPVxyuCLFlUTSQoJlS/Fu3nvjaQAtoSPJ/Q5N4bdn4xvYb3oIx7z1AAQGd6Fy4i20mjEL5fa7fpuUaV4e3HwzFBTAo4/C3Lnw9ttQ/60mPR127z74c5EcUuR7uORwRRa0SyQtxLvt4xbtZ3gL2LPkdhytBrY8SnSAcGUNJ3T9FoT5FaoWR9yUKcQNHAjj/u/gn7xWVC1eXLfthgmw8BsoL7dEVi3BYOPjJRKJ5E+CFFcSSUsx9yEIFA1EpF2M0AmV1YkMd/fLDuLE6rC5s7Gdex+ce99vcr4YrroKsWpV9K4C4PNbd+bMgW7dYPNm634LAub1+y22RJzu7/4SiURysJDiSnLY0OjDt3AtLJwFwy+E7Jy9HhssWwoi1q5A0eJRHMmY/mIAbEndMXw7EeHqmP1cWcMP7IX8Xtm0qentkyZZ4iojAxERV4bD1eybT7BsKd6t70fFbKh8GYo9GWEEURSV+E5n48wY3Oi4mvX/RYSrCO1ZQVKfm6XAkkgkhwwpriSHDTs3vENCaAeVVdspDfbH9sUP9K/61oqwXDZ5r8f6t89ptM3Z5jiCpYsAUGxJxHcYg+EvwVf4KSLsAUwUe/KB/ZCfPh2uvx4CkfY0igLXXgsvvXTgzrG/1Ba+X3YZvPxy48erqiw3/LIyAAxFY2daN7Lz8hoVyuueQrxbZoKIXSwgwlXWLeDdPCNS+6ZYthMiTIOdqV41FVe7kcR3OPVAXaVEIpG0GFnQLjls2LrkTirjXPzsT+OUJd+zoP0g+mwoJ/fiy1oUufJueScmeqXYkxDhahR7Eok9r8Xmzsaz8Q1C5ZYFgupIw93jygMrrtq2heLixtt//HH/VvQdqJWAAKNHW/VUNg0Mo7Hzu6JYPw4HIlDXs1AZNcqKaFEXVTQCuzG8Bb9uPlFUErqOI1y5vslUYfW6V9ArV4HiAExcbUdIMXaAke/hksMV6XMlOSzQPYV4NAcLMnsyMu972m4t5Mzt3/LeZScw39Yudr+Nb6B7CmN+1+LaoGj1OxSq0ftafNvoB7crazi25F7YknsdWGGVl2eJGJ+v6ccnNdNMOS8Phg2DjAzr9v77LYF29NEwYwYMGgQuF9jtVk3U0UdDv36QkmIdM336vudWZUWV0JsQVmDVVwkBl12GAtGf+gSKFxIqz8cMVUS3Kc500OLq7dXw7aqpkepj4t08g1D5MgLFCxs9qldG6sNECIROoGiu1fxbIpFIfiUyciU5LPBsfINA+TK2x6eySGRx6defY3bPYEnX3nwgTuaeuDDe+a9CJwcZ8SZocThSehMqz0dzd8DwFkWiVioN/a00d1eS+97c8snk5cHoUVC+B9LTYM7cvUeP8vLg5JPrRIzLBaYJoVDdPsnJ8OWXjcepjSrVYrdDuEEabW9kZcHOnc3P65ZbYNmyurnUi1JRL0oFwKhRsXOpF22rjVzZU3o2ijTtrVBd9xTi2/45Qvdjhiqj6cOGJPX9a/ORq2awpfQlqde1zT4u2TfyPVxyuCLFleSwQPcUsrjA8qh6qetxtPNXMaJkLd8FczjGs5Ej87+j1ZadbOjVjc/POpUTd60n21cBaICxz/HThj7V8skMG4aoZ1egZGTAKadYKbo1a+Af/4DOnS2jzYEDrXqlGfX8tRwOS1y53VBZWbe9KYHVUFy53eDxtFxkxcVZ4z72WGPTz/pjOxyQlgZnnAHz5oHNVrcysJaEBOucoRCcfTZ8+OG+z/8L8GyeGbNSE8VG2pAnmt3ft302gaJ5NBV222/hLIlBvodLDldkWlByWGBzZ/Ns5sk83+0EQqbGTjWTxXuO5jrP1xylbcXeNZlgdho1Oe3IT81mQWbPyJHNC6vStR2Ye9+llG05quUTmT4dliyJ3VZWZplsjh4N48dDSQksWgTjxlmPjxoVu7+qwogRUB27KpGqKjjzTCuiVMuUKZagwpIO4VAQ0+WCK6+0ImD1SU62IlWKYp0DwO+35nP99da4eXmW2Kt/DqfTKmQvLgavF4qK6tKXdnvdfl4vhEKsPesv3Hvuu6wtbOxwfyBwdx1H2tCnSOh6MaojjYQuY/e6f3yHU0nqOxHFkd7oMcOzmT1L/45v++yDMleJRPLnREauJAcV3VOId+v7mIEyVFcGCZ3PO2RL5K9fvhpPnxrMEg23rQpzoZvw9jQebP8Upl2hpG0WJbYUtnVqVS9yVYsCqjNiD2D9yyx68VTSOpdQsa0DY149KbrnXv2WOnWCgoKYGMneqobIyICuXWHLSuiSCvnFEDQswbV6NezY0fiYeoXiQDTCFHPO+pErLVKIPmqUJcamTIYffoCy+tePVbO1c6d1zto0ZUGBJbw2bLAib2AVytemAEeNgieegJUro8Pce/Ys5nc6ixFHaTxw2e9vwbIVyZrbaHtC14ubtICQNI98D5ccrvz+3tkkfxp0TyE1615BWbmR+Jn5+MflUqN7SM29p9n9D6YJ5NXOjjy5ZTNKqxBtNhZyxrtvMCvzYbQug3llhoOvOpzFCcbX3HbZF7EHai4SOp1rWSyYdXVER12yAHtcEMOsBurEVW1xNjRhHvrAA3D9eJRAMCp2BKCoqpXqIzY5pZSVWREqxYC1ZZawqo0qFRU1faGrGtQRTZliuaZXVaE77GiagqKYUJsVNAwrWjV/vnVs5Z4680+wHhPCElB79lita/LyLNd1gGnT6uby1lvWD1hpxNGj64SVqiLinIz74TFITuKi4SObnv8hJr7DqdFVg5U/PYoZKAEsOw4priQSSUuQaUHJQSNQvBChVxM3Mx/HlxtIvOsz1J/WNLmv/s2nGOefCm+8iXH+qejffHrA5zOkj5vLSzaR8XWAM/75JgM++ZZ7S58h5UiNM09exYk18zg3dx0JXS/GltzL8lACMAJ4N89ChGus+6oDAKc7gKoppOeeFXMeV9ZwHOm5TZuH9u5tRYoaYprR7YZmj30sGISADlX1HOLz8qC5SEBRUWzabuBAGDoURVGwp8ahdkiE/m2iDwtACIHQdetYrz+q8GofM5xOK2UIVsSrVljZbHDVVVaasry86dSholiC7JRTMDHJ2bWcyW+eRs74MVaatGGa8XeEu9vFaAkdUexJxHUYfainI5FI/iDItKDkoFGbElTfnUPCP79CCeiYbRIJPncbjpFXxUSnwmceje3TRaCpoJuEh3XF8UMzjt+/ck5Lf1jA3A+SOXfFLI54+jb0XpkxHktaQkc0VytQ7YTKFrNhT3t0QyOnVQGKUrv834oyudqN2j9vpEsuQcxo3PxZAasoPBRCaBrCbUPx6Cg5OVb6r/6/aW0ab29cfHFdBAnqfK3Wr4HlP1mCx7TGbOkbgOJ0Qo8eGKvWoUaMOxWwareOPNI6x9ix4K2C/82GM06FSZOt827dCosXU/t2U+1MJTFUBXY7aigIrVrB7Nm/3nNL8rtCvodLDldkWlBy0LC5s9FcrbAvKUAJGQiHhlpSg+3xafhyWpOUMyG6r3L7XYjvxqJUWOkodVclxnmj0e6cckA/cG3ubFJ7XUbWkWtQRgzkP90VRsenYSjH46x8hQQ7mKEKDO92FJtVCP7R+uPYWZPG+NzP6J1RSK2w0hI6YgZ2o3sKW57GnDiRso8XkuG10mgx9VZXXAFvvYXi96P07gEzZ8EuLwwZEiuuDCMqxOoTTTNqNtSGRfADB1piKy8PjjvOskmIi7NuW/j9SgSDsHIl6ziXHnyGjUgkLRCwivSHDLHqrj57CX5Kgi3rKPp2NcaSLbQrXIYmRPR6S93tEF6V5EAkArZ7N1x9NaxY0aK5SA5fhBAYhoGu6/veWSI5QNhsNjRNi3zBbsH+B3k+ksMcV9ZwvBcvAEDbvBttczm2ZdtRZ/4P/W9jLFGSl4ftxbfxX3cirme/AF8YdbcX5eN5BL3b4Y1pB7TWJSdbJSfhPf6TncliZxAzuJnTij8i3uahOpxK266n4i/6Klprc3bPb/lo/XHYNAGYoNjQ4tuBYvW9C1dvjDq075OBA/EeeTytvn+7cSG71wsLF9Y5p2fnwJ2XRGuxmqKhLBJgia/rrrM21Non5OXVGY1262bVVjkccPzxKNnZ0bY1TckspcH2znzNt9zN0TyBS/NGXNmFVdc1bhw89Qi8/xWs2kLKvbcR7ylvNGb38lXUOJJjN65cCf37w6uvygiWpBFCCCorKykrK8PYV+RWIjkIaJpGZmYmycnJ+xRZMi0oOejonkKq1/wH9//NxL7Yam0ikl14Fk21oleXXALvvIM+pAfKqs2oVUGMLukY3VoRGJeL0SebtMGPHdhJFa5ly4rZfDYsl+OKvqWDbw8h3Y6nzU1079aRPYsn0lBqqHFZ2OLbYk/pSXD3cnTPdjC8dTvYkknqdc2+RVZeHhxzDIRCUTtSXXXguOYKS2DVb0lTP9IUnUjTxe/WfQVdteMwQ5YNwg8/WGP1719XWN6vn+VB5fNZ6cHsbNi+HUyzReJqn9/baqNm8+ahu5PQaqpadlwt/frJCNafhAP5Hl5cXExlZSVJSUkkJSVhs9laHEWQSH4NQgh0Xae6uprq6mpSUlLIqq1BbQYZuZLsm/pRjyn7n6YLVawGM4B//DBsPxaiGAKh1/vmOXEipu5FFK1HixRti3g73vsjBcTmfjiKt5TsHLLTErhk1VPUpvmctjAJ+hfAtTQVw3F3vQibO5vqtS+gV61rPKZeRaB4YeMVgg1Ym3kUXQ2wUytcFDQzDK+9Vpeiq18v1fD7T58+MdYGtShxcSgOB45aJ/dw2PK9+uQTWLu2bsfaYx0OGDDAEkOPP958ax1iBZZgH0KputoyQE1Px7Zli1VrVe/46LHNiERz5WqCoy8hfsoB6Hso+VNgGAZVVVVkZGTQqlWrQz0dyWFKYmIiTqeT3bt3k5mZidbU4qQIcrWgpGlqe9kNG1bnuj1vnpWy2g90TyGBIsvawMhpjZHTGgCzczqBmmKrl9vAgfimnEfwpGyEw3qxqsXVaGtLrUFi+ssdOHzbP6dhK5toOxQt4ReNaU/pGe1H2CR5eYTGXYLNqBOMee2Ox+NMsdJrY8fW+UWB9Xw3qK1i9eror/VFjvD7G7uuFxdbnlROZ+O5hEKWE/yiRZZZaHo6Srt2LYowiXo/dZOJHLlkCXz2mSUQb7gB0tMJOtJZznUY9fsz2mzW66tdO0rd7aObVUzi5s6warAkEiAcDiOEICHhl/1fSiQHioSEBIQQhPfR4UKKK0ks06cTaN0G70knIebORSxejCgpwXA4YOjQ2A/+faB/8ynmBaejrS3G8flaks95lfCQjoRG9iRwTn+S75lFYPbzQMS+4Iv1KCHD8uss95F4yweWwDK8VOY/SEXevQTLlh6sK6+bt6cQm7tDo+2eTTPQPYUI3Q+KvYkjwVf4KaHyZRHh1gSTJtF/0UxqE3AGMLhoIcnBCssh/a23YlOC5eXQpk3sGHupwYqm+upTVQWK0kgQhdq044UeN+OpzTg6HJYb+6+hNhr14IPW/OfOhaoqzBNHkdHRi2YG2JrZl5+zhrE1savVX7CoiFTfrsZjrVz5u7VokBwaZBpQcqhp6WtQiiuJxfjxmJqGceVVOHeVEl9jeTr5XcmUJ7SBkG5FOVqYptE9hZiP3IX9i1W4ZuYT9/Ii1JIanJ+twXP/aBxLCnDM34DjtXmsLTT54J2NaOUe6+DIp7/iCeGamY9S5cf0lUF5Kb6CA+d/Fd9hjOVnRWxot3rtizhbHYVii4/ZbgbL8G3/HMNbAKKpby0KIlwd2bcy9qFa76eqKhRAV61Iku6od46KilgxMXWqZezZseP+XZgQjQWWx0NVaruYTbaSnRw57T727KiEkSPh0UchJSVyJXU/dVe3j3SgEFY0SlWtKNzNN1vicMQI4qdMJPu9iSjZHZiWezs3nv8F04bcBbqOAEylcXhdgDWGRCKR/MGQ4upwZfp0y1vI4bA+iF9+GcU0UUVsVMQ3dCDv/e1DPGeO3a+oVaB4IaFBWZgZbsJDOuK7bhhmm0T81w7BtrYUpTpAeGA2wYuH8fZCk6E7X0dNc4GmgEsDBYSqoG3ejeuVJVat1i4Pij1+3ydvITZ3Nkk5E0joemHsA4aXcOV6VGdGgyM0jEi6T9HiG0ev1LrUmzAa1C9NmmT1D9y4Efr2xRERZ7aEOCtll+gAlw0uHVtnqjlxopUmbOqbkr3pyFndBBrXjDk6tY/doMCQgnl02LwEli2GNCv92mTKL/aw2HRk/QcNw7JkAFi+3GokDXXp5Pfe46LtMxix4X0uCn4JXbsiFAVTVRuNF1IdsL6J2jaJRCL5nSPF1eHI/fdbnkrl5Y1rdOpRk56M1xFiwmk2kj+asV/FxfaUntiWFKKWeXB8sR7HkgJqHhpD6NQcXDPzsf9YiEh2UdUxiRFtZ7Om3SjE8mIwBAQMsKkopkDbXI62oxIR78DsloHqSDkAT0AszozBODKGxmwzjSBmqEFvPRFCGD5URxrxnc7GltQV1HrNj+u1xonPPt36pTZitWmTJXjKy2HrVlRhogC2inLLgd0TQgR0xPqtlsnopEl13lRNLejdR76/KeJdKkpGalQYqfV8p8TuKsxxl0ED76C9iawmMQzCP620jguFLMPTvDyYORNuuRoyE8h5/SGuHJDPgrduYMuFZ6AIQXzYWnWpUBfFUoQJFZXW61UikfxmvPbaayiKwrZt26LbTjjhBE444YRDNqc/GlJc/dmZPt1K9TidMH48XHIJxqOPNvmhGU0FuVwYbdrg7daZ7K9+2K8i9rWFJs++s5WqbbMJjDuS0IgeCAGO+RtxvrUCbWUJSlUAPac16s4q3P/3HkcUvM3gvmtQ9HpRs7AJDg2zYwr66b1wxbfGEd+N+A5jfv1z0hQNViTqlasi7W4a/IsoGmpcpmXFULUBRWn6XyjqyzV1qiUsNm+ue9DnaxwdavjHqF3xB1Yt1oGgpgZ2VzbaHF3F5w3GnreJfVqC6vcS1CKiMxSyBKVdg8QALJwFgJa3jJPPugZt0WKU5OToa68osSN65Dn12yLFyw8/vB9nr2PnXfcSjIujsmsWptMOf73pF40jkRxsasVM/Z/MzExOPPFEZs+efainJ/kFSHH1Z+P++zFtdkxFwYiLt/q+VVVZH3IvvwwzZuBNjMOw25r/wAwEsJWWkpXSGmXshS1KB+qeQjwb32D+4gLaioWoeiV677Z47h/N7pvHsmLwWGquuRDXByuw/1iAtqEM26oSEnxVKP4wGD6MtNhVgWbnVNSjO+D0BnAsW457xe6D0tAZrIL6Wkf2WhRnGkl9b7VSgLUIBb1qHbpnOzvSe/Fa9lEUxqc2+XwAls2BELFiqsGKp+hj9XNtHk/d71OmWO1sJk+2apr2g5jz1kbPGtAw6agAP/Xqz/WTnyW/V/+YsVpCUIvDUBvMM6TD8l2Q2gemTiX7i+/ovmQ12V8vsXy2Ikuas2oKcUaEbnK4nqXELyhsz3x0Co5AgOQtJSghHTH1OcId2mFoGkJVrS8bEgmgB8FXbt0eSh544AHeeOMNpk+fzt///nfKysoYM2YMn3564HutSg4uUlz92Xj0URRDRwHUgL/JlWXu3ZX8e+E0fl48z/rwj5ihCcBUrVVltG5tfajXX73WDMGypVSvfppQ+TIu7DSNgLMXwfhcErtcSNzOVDzPr+fpTrfwZfwowsO6Ihw2lJCB3isT70NjMI7MAgSqPbaoWV2/G/OHQsyF2zDsieiDm2iEfICwubNJHTgFNa5eQ+NgOYHSHxBm/VRZ5HfDy1fJGeSntOXr1n0bjefZ8JolsJ5/nkY+vfWFE3VmEEqkDl0BKNoGhRFvqtr04Gmn7bunYBMEa2vB6huR7oMXxo3noxFn8sK4WAHSkjRhvOEjIeyJFW2qChUeePsjmDgRZeRIlKFDESOOx3diK/T2lsGk0tToQux/YXteHloTQtK2YyeqaVpjvvwyuN1WdFdy2GEasO5jmH4KPBQH/2xl3U4/xdpuHgIT+FNPPZVLL72Uyy67jNtvv51vv/0Wu93O22+//dtPRvKrkOLqz0ReXtN+RrVEoh6qENz27GxytVQoKsIsLbU+NFWFkMNOID0VHnusxTVWvm0fgbBEh2ZWc2afjbQ74nKcGYOJf38DPRZ/xhMbxnPOCxPQVhfhu3MEoSHZ+K8ditk6EYIRweJrXEekVAaxLSnE+HkbAXVHNEIWLFu6dz+pX4i768UxheqhssUg6vlMKY7IrcaJuwvJrSjixLLGDabNUAWB4oWx5p3NoGKlwwDokgbxdlB1OP2MxqsHawVDZgLYrX/fhiv7TMBEIZTeGu/xI1Gb97lr8niACTNf4pz5n3DDzJf2Of8WYRgweHBdFDQ9HZ55Bt9/riFwYT9EsqtuLg4HSkM/o40bW36uvDw4bd/NtAVYjvg33tjysSV/CoI18OZomHU2bFtAjEPutgXW9rdGW/sdSlJSUoiLi8PWwoj17NmzGT58OImJiSQlJTFo0CBmNGgUv2TJEkaPHk1ycjLx8fEMHz6c77///mBM/7BGiqs/E5MmQXU1Sno6Sr9+KA5H7OO1S/qzsqwPuUmTYNUqlEh0SzEFzkAIV3mF5U/UAnzbZyMMH9raUhLum4O2thQjsBvPu3dinDcaXz87oZN7kWCvwfXlCsIndCU0ogfe+0djW1WMY/4GXG9YAsLo0Di9ZmYkWysOh3bGntLTWoVYno9/+xxC5fmWgKlPbQF5Xl7M7/o3nxI+82j0b/YeXre5s61C9WZQVJuVJhQGHaq3csW27+ngKY7Zx9VuFI70o3BlDW9kAGo6XdC1K+XtYm0RkoKVlrgJuxAdUhHlAcSqzbH1bhMnoicmW0I4Nyu6ug9i03+WUBLYy0vRf/6RLSeNrBNOrnoF+Hshd90KXpx8E7nrVjS2X8hMgFHdUDLrBNC+olk7GcAHS25h52elcP75MGsWTJ1q+Zvll6LsqhfNUxRL9NRfJdmjR4vmDVjP2a7dLd/f72/5vpI/PKYBs86NiCpANIhQ1d7fugDeOe+3jWBVVVWxe/duysrKWL16NTfccAMej4dLL710n8e+9tprnHbaaezZs4c777yTRx99lCOPPJI5c+ZE9/nqq684/vjjqa6u5r777uPhhx+msrKSk046iaVLD76H4OGEbH/zRycvr67Rby0DB1qRgVWW23jtB59e48Ne2/dtzRr45puYoULpqThrvNCzZ4vrrPxFX4AA18x8HPM3gGLDm9OauCc/Ql1SgG1nRzxTz466rdu/3ozeMwOS4wiO7MmuOUV8MXYsF/yUZ9Ve2VVLIITNSChFQS3zYF+8lfCl6y3BgrUaMVxZdz/K1KnWarsZMxDJLpSqALvXryK5ogj7lnLE52fxxfWP0/4fE8nJbvq7RXyHMVRVbbKicUpsRKeRxUJDFBuO1D7RhtT4/TGtY5RgAGNnMS9cehN3vPovtEiaLzFUBZoKVV6Mvm3QtpVjajZKO3al7SWXRPsNfjxuKue+fDXkF0OXVNjts1ZYRjBRUOtJnaSqCnZs2oQAwpqDsrETaPfeS3ttdbNPcrMQPVpZz8vc2Khdcz0IFzOR1eZ58PhnnBvcAe3bw6hR2K6/E/fAI8H/mbWjywXdu1sGorVRuvR0q51OS7nobOs1UDunOAeiSwrs8KLZnIjyPfUmqcA117R8bMkfng2fwtYv972fMGDLF7DxM+h55sGfF8DJJ58cc9/pdPLqq69yyimn7PW4qqoqbrnlFgYPHszXX3+Nq96XqNqyBCEEEyZMiBbJ15phXn/99fTp04dJkyYxb968A3xFhy9SXP2R6dQJCqxGyHz2WbSfGxMnovtKYPtK1KCd0qIg9opyfj76WkbkT4fCQquVTeSfTgF4/XWcM2ZY29u2bVFK0Lv1fYj4YvkvzAUgcNEAFFsSoIIArcKLtseDkdMakeTC9eEKQqf0wOiXhVoT5IuxY1h6wlAuHPAU2pbyuvkACFCLyjFT3WilIbTiVIj0ytTi2tStyKvPxIkQ+WBVqqwao7RN61EiKUfFMDn5+dsJfvkvdkx5mJQjNVxZw2MK5W3ubNbNG0uvU2bspZFew3bGtXPW8W3/3GpIHYk6NRQcit/HhFmvRIVVFMOEqiq0Lz0QMlAxyHziUcseobwcpkzhzI/usvbd5bV+GqAiojMLqza8cQl0KtoGgN0IkfLOqxAKWK+TYNCK2uxHHVd+r/7MHnQeN6z/lLR8K2Jnsu8Q+FCs52Jowltw3MlWPd/UqfDOO9YOXy6o+5Lw2WewcmX0efOrLuL3p8fgJ7FpkKDTxcr+A3GkVNF327qoZawCcNFF8NIBSn1K/hAsfRYUrXHEqikUDZY+89uJq+eee44ekShtaWkpb775Jtdeey2JiYmce+65zR73xRdfUFNTwx133BEjrKDOUfynn35i48aNTJo0ifLy8ph9RowYwRtvvIFpmqiqTGgdCKS4+iNTK6zAWhH4/PPQpQsAgawKQo+fjCM9l8otR/H2h7u57bu/WcdEWpTUfnhVXXclKZdfHhUlVFVZ6bSJe2+ca4YqcMxeS/x/vkOkxGG2coMZQujV+McPQwsFUXumE/9mHuqCLQRP601oRA+UmiD2b7ZgX7iJc8fF0XlBFc6L+6G/Hca2LrYNiuIPWxGtcg/Ki2/jmVxBqDwfoOkGyQMHEhrTD8fndY2N1aogwlmv8EiAc0Mx7cZehdE1ncAj1+G+4JGYYTqPGYwIzqAJ43BrXlpcs1EsoUfSTPWEXkPSq/cQdjqxB+uWJ0VTeiEDU1NQDIFW62f17bdw4onYa4vh6zU9bg67qZPirYp4RymWn1SgGj01HZ9uJ9Gzx8q8OewQCiMAAwWNOv8rvVcmgXG5OGfmY1u3K1roXmBL56V3b0Khob99vechcj1mkpOs6mWcw6UoZUD6xdbratQo+P5767Y+Daw/XGU793qdjZgZG5ZwVVYzcOZslIYF7m3a7JcxruSPjx6ErfNp8dJXYcCW+WCEQHPse/9fy+DBgxlY7z33oosuIjc3l5tuuonTTz8dR8NSjwibI1Yvffs2XlxTy8ZI3eIVV1zR7D5VVVWkpjYuz5DsP1Jc/ZlYtszq1Qa4XrTEgitrOB2uvY7J33yBGbFfMBwObJGVY2G7xoz/3MWNYEUT0tOtKEltROGtt5o9nTNzGM7//Au13AflPrTN5YhkF977R2PkZOB58FTivlyP/dkfIGwS99pS9CPa4nr3Z+w/FlD99Hm4uqcwLFSBPqI7QSGwTW6i1ktTEAkOQl1M7Ck9o9dVi+4pJFC8MBqBCj5xIyLlJZwzf6qLzgWb/pqqbS4n/op/obc+Btvxp0e3Z/YqpGqVYtkoKI2DV842x6F7CtA928GIjSAptkgt1MCBkJkJu2IFowEU9+hNcnE59mBp009uRjpGp1aoP26wIlo+X+wcTBPi46OeWQ1pOF+1nrAQ1dXEGzq63Ym9Zzco2ooIWSJOazBaYFwuoRHWN+lN/ylDLWjLSd9/x4SZLzWZAmwqnhc6qTvqzmrUci+gErhlEC5PIbYZM6wo6owZ1uuu9jXn9caMYWj2lhWH5uVZqwprPI0eihFWqoIYeCTKcy/tlzGu5I9PyMN+uuJa+wdrID79YMxo76iqyoknnsi///1vNm7cSJ8+fX7xWGbky9g///lPjjzyyCb3cbvdTW6X7D8y/vdHpuE/QjhspXhmzsQ27DTcVTnY3NnsKapGQaCGregEoWD0/cWIi2O0Gsm11S75nzLFaruyj2/1ZmA3Zpuk6H2R7CIwLjd630hzI1aXWYagYNUG+cIELhuA//LBGD0zrJoXm4q6qwbnzPzosXqvTDz3j0bvlQmGQKkOYvv8G4K7l+PufllMGq+2yL22uD2+wxjs63eDKRp7BzTxilf8YbQRZ6G/VBcxCRQvjAoz01AbHRiuWmdFqGpd2ZXI9xTVEWt0mpsbI3TWZh7FA6NeY7fajpr7H0NXG7SxURSM+Dj2pKcRJomStC6WAaZDi3ph7UzPtGqT9mGtIBQIaE6CqgMDhSqn9Y3UZoQxnHHYjLBlLKpCTXZ7PK6UumMjt7W1dK6Z+bydewthbyvu/PfT5K5bsddz18cxbwOhMTlg1wjcP5aQuY3ACxOhqKhup9pWPxMnQk4OAIGEOLzJbuydOrTM52rqVFi8uNFnZ+1KWADDYUeZ9hrqkuVSWB2GONzso0FmEyjgTDwYs2kZeqRrgsfT+EtDLV27WotwVkXqbPe2T1JSEieffHKTP/Z9tdWStBgprv7IHHNM09tN0ypmnzQJgDbe7UDdcnvNrPv4KcvoSxe1gUirFVn7+PBxZQ0neG5/hGa9W5npCRg5baj/7uUfl4tItSI5+hFt8Tx+BvpR7QlcPwzH6t247/gf7n/8j/h7ZsekBIPjcgmf1J1gPbEmyn2Ixd9QtWpqjAWDK2s4jvTcaDTL5s5Gm/wvUBu8i9pUjPP6IhKaeAPRTdQH6pzAXVnDMZWOmLoNVbPMDepjeLZHGjgbgIKj1UBURxoJnc+PNTqdMiVm1dvM3FuY3+N83up1PdXnXYb93rsRioqIeHwJIVB9ftJXb8C1eClZZZsoadWFQIc2BDu34vXrJ7C9ew7ccQd06NDoMqJncmpW+tMIEnAkML/HBbyde0t0H+eIHJRLz7ZMZh1JlHcaxls3zGRnSld0xRbVpNq6XSRMnott3S4uyn+aW779O/2LFzc6b6O6snpzUX0h3JExXA+9h2PBJlz//Q5Wr4akJNi503qtTpzI2syjmN/1bExVRTFNvClu2LKl+S4BhWvhjcmW+3pt5Kup56SVm8IzT6Tk2y/h8subHkvyp8fmhM4jaDbd3xBFgy4jfpuUYFOEw2HmzZuHw+EgJ/KloylGjhxJYmIijzzyCIEGX7pqC9oHDBhA165deeKJJ5oUamVlZQd28oc5Mi34R2bKFMt1u35rlfrMnQuKQlPfRbzJCezs2gX7/f/+VVOwL92JElmtpu72kHDfbMJDOmJfUoD/wlyM3q2p/tdZxM3MJ3j1IER6AkpQx3TZiZv6Ber2ahACo31KzLiOD6zIiHNWXTRLK6jE9cxCfI8k4vO8TdLQfwCWmGpYf+U7wo0zzobqjdQsqYoloD5Zh9EuGduW2IJOAPOUU6LfNmzubOLSWxEqL0SxJ6E6Ui0xVbd3vd8FmGFSjrq38RM0cCD07WutfgPG5T/NEUXfc8aa1/F9lcSrdz/A5Q47u+Pa0LqyoNHhCtCudBOGCQsGHceIjz6j/a6d0KUdvPcejBsX8/cXQMDppDQ1g/alxWjCwEiJZ8sxo7nog7vr9puzjI3XHknr/PUkl5TQueQ9JrS3U9UuDVtl06+nnF3LG22LiiqXDaGC4tMb7VN/P21tKQl3f1YnAmuqredm5UpYt441I+/jtP/9E9U0cfmDuApKrJRhw7qsWhbOguVfwrOLoF77pIbrENRKLx2Ld4J64Bp/S/6YDL6pZasFwfruNHg//Wt/DbNnz2bdOqtZ+a5du5gxYwYbN27kjjvuICkpqdnjkpKSmDp1Ktdeey2DBg3i4osvJjU1lZ9//hmfz8frr7+Oqqq88sornHrqqfTp04errrqKdu3aUVRUxIIFC0hKSuJ///vfb3Wpf3pk5OqPzMCBdS1NXn892kKkJSRU+wh2zqbz6U2suNsHtZ5Rwam3o+7YjYiYWQq7gmP+BuL+8x3q9gpUn+XxZOS0xnv/aMyUOLRyDwTCIEDZ7bdSd4qC/9IB6L1bR89hq42YrI2tVwqf1Q/hdmL4duzVQDRQvACzc12RhJGVBKqC0TmNwJWDCPVv2+gY7d2PoyaluqcQV9ZwDOUo8t68lpCvlXWN9X5QNMtwVEuI1oI1yauv4h0+CkPVyNm1nHNXvYzdDJFcvZvL77wJNRjEq8VT40hudKhQQOgGgax2JOgq7XbtpDyrLeuuvwkGDkR4G7scbmnbiZfOn8D2lG6saH80VVdexoRt00iuLqnbyYTg3LVWNGvkSOtn4kSSy7ejJDsbpU72WaYS0CEirEQTP42uK/qLsMxt7XbYvp0zZkzEYTRId5aXW3VZtf5lYN2OHg1PfQT/2xjzTqZg3Y2JoKkqLNuwX30yJX9OepwOXU7ed/RK0aDLKdD9tN9mXgD33nsvl112GZdddhl33303hmHw/PPP83AL+mtec801fPLJJyQlJfHggw/yj3/8g+XLl3PqqXWGuieccAKLFi1i4MCBPPvss9x888289tprtGnTholycccBRRGNenP8fqiuriY5OZmqqqq9qnZJBJutyWX1jQqMU9MoGdQH7cEptB98vLWxvl/WPtKB4eP6YPt+DSLJFbU7AEBT0Hu1RttRiW/icIz2ybje+Rm9Qwquz9bgv24YwTE50bBCyqgXUKut1XKhkT0JnppD4sSPEA4ba7ofTZ/V3zQ6t94rE/+Eo9GHdMSRPqDpFYNY5qb+eW8R9+IPaKqJooB9SQHeyaMIjeiBWlpDwt2fN1qd6F08lZAoxJGei7v7ZXxwCax+B4beVMjga95H99RFl1RHOiJkRcD2NpdaCroNJXvzkmYfD2HDQYPIT5cUwiV+HHYXZGezSXNR4Ezgvzfdwd/OPpF+A7qgbShqNJbHmUiJuxOPjvgP7TIUHnju2JjHBVCV1Ib/3vghY24YXOf5NX063HwDorrxSkhFURr1Jvy1bx6NWuQ0tQIyOdl6bZeXWxGsOXMsofX223udj6Io0DsThMvqAtC+MzwxVdZa/YYcqPfwQCDA1q1b6dy5cyOrgV9CsAbeORe2fNnYlqH2fpdT4MIPInVaEkmElr4WZeTqz8TVVze5WQEU1XJAKo9vQ2H7gXR86Mk6YQV1nkMt+GavVHutyFN1gwiDIVDLvSjVQRzvryD+ue9xfLGe+GlLUUtqiH/2W2x7PKj2JBTFgRlJBZrJTvxjj0TdVIZIcKCEdHoVN05BQSSi9eA8tLWlhCvXEixr2lU4vsOpVLe+Ba+7Nf7rh+EfP4zQKT2xLytDLa3BzEyMqeeqxTUzP6Z+a+hES1gdOW4hrtaxNW4iVI6W0BFbcq/o/vUjXw0xn3p6r2LEptQJC8NmAwXEjhrsviCiqgqxciWdVv/MiUu+5ppnH+WFYi9qdrcmx3IHa+hWvpInPjmbq2ZETDIVBTKtonYFSKou5eL/jGPhtHrP4eWXQ3aXemYM9UhKimk6vTW1Jy8OvY9qZ+zS7ZasXgQwuqZjJtipcqbywtD7qLI3jtwBllt7A18eJk60om3DhlmWCk0ghIBKE7bugq3F0C5bCisJYBWoXzIHxn0MnU8kZrlr5xOt7ZfMlsJK8suRNVd/Jl56CcaPtwRSjx7w7LPWCsLevWHUKPRXpuF1tqHbmq+sferbLNSGhFsSGlYimrzBp6jQFISmIjQF+8p6LWGEAIeGMqgtrvWl7Go7grjwUpRIT0HRyo3ZuzV6ahzKc1aPKzPZieYLWOmmeuv7hV1FrfDhmpmP9/7W+Ao/bdpMFOj89r8R3/xIOC6Ed/IoAk8MJqGiO/F3/pXQyC44P2iw4s2mYssdEROBajsQ3Amfo1etw7vl59jrFgL7xmocI8+LWkHUrlyExj5cnU8fzJyjrmHU8v/GbDcBT0IiwYR4Wu0qtRYd6Dp6ohvV60V3O7F7rAifFrZSrX2LC0jLSkB95AkouQrRYJVQxNye1EA5qaGII7nNRmlqCm7DQO2einNVKa1rtnPpgsmwIT0atawJ+khQFWqSE0msqK4br6oq5vKnDb6T+T3OZ2dyZ84ueJIXxo1nwsyXoisJdZcTu6JaRqUNolJ6vyx8txyHfWkh/yqcwPwe5wNw/eL7AQhpTpxGxANM162WTf37W3WGYImkOXOsSNstt8TMqz5iZ3nE6FZBaa5uS3JYomqWOWjPMy0fq2CNJboOVfG65M+FjFz92ahd6XfffVBWBpWV8MMPsGEDjpIiOnZLQbmwCZuFFqwQ1D2FeN69E7WgCW8mFRRDoPfLQh/Wyfo0rq3FcmgEbzuL0Og+BHq2Jn7ZZyTe8n7UkV0trEBbU4rrlUjKTFXQ9ngsYQUxn5pK2ET06kV4WA8S7puDfaOnbm61EaPanoKjRqFceCGhK0dGDT8DWRWEbj0P+w/bCJ7VD7R6MRXdxJwcW5SuewoxvBETS6E3WhYXDmynZv0rhMqXRwVW/chXQxJvuY712TmN3CGSvDVk7CpFt9d937H36YvvwgvYcsQRjcZpXVJE7stPYow8idWutgTscY32Id4ONtWqa8tyQ6qDqlQ38RU1uCq8qIOzUBWBe8emmKjlnGfuYdVpw6i4aAhKZkL0S31+r/5cP/lZ8nv1B6zi/BEb3mNc/tO8MG48W3P7ED6jD2QmYAKB0aeQ37mndcygBitbwwZaURX2b7dExzll/czoww6jzlyVxAT45BNLTDV8ff71r1BV1XxEUNQKOtHifpmSww/NYflYSWElOVDIyNXhQv3I1MCBdQKkBTVWtQSKF+J48m2Uyiacya3gAOETu+H8YAXhgR0IntWX+Od+QC2tRv15G76HLkAYPhLveA37mqKoUFHCJnEvLkI9cjDCuRElqKNWBRufI4KyeSvxa3uizN+IPWULjKv1ulqOXrMV91ubsdUzQTVWTgVvAYa/BMNbgNarI/ojF2P76Hv0nhkEx9Y5kCtbY1fsBYoXIvQaLAlk1kXRIuVHRmc3hKtR7ElRE9O91V4d8/Z9iMK1zT5uD1uC0lA1PHtq2GEvJ3jG9Xh+2oTbW68nnq7D7XehmoLeec30A6tdKakp0Kc1aAqVFWn8NOg4vm1/HkdsWkhK69a02lVMu0GDYNQozDNO5owcBzXHdaBVUQEM7wrvWpGoF8aN58MRZ5Ktl5P7o4+c/PXcP/dKACbM1Al7+zA4sBVys1DnbiLxo0954f5n+fCkMyElheeXLUKJePbY1u2KGsb2oJzrtj5MG0/sKsXIS4pgq2Rczb1G/f69ploFEHbFUZ7Znba/pmA3Lw8mTSKwrYjwjmJ2Z3aHp//9ixaESCSSPz9SXB0u1EamwPqgOP982LHDur8XF/b62FN6opZF/FE0JaZhsN4rE//4YZb7et52Qid1R7idmB3bgGkSOioddcNqnEVVaIEARvtktIKKusEVMPJ/xOzfDnWPB3V7JUrIiBk/OC4X2+IC9KEdcSX1w2ZLQJk4EfLyiL/zFcxzs9CPBN+43qhHXoOr9zngKcQMRPxbTCulZoY9aHGZxD+/CN9NR0cdyJmZT3BcLq4f52IbZKWQXFnDobgA+7IlBHpaqxld60vx92yNkVZXkKE6U2P9rZqhyhAkoWBoGppRt7quYU2SZhokb1hN8obVlK5diy3eAfWN4PfR+iYGQ8BXWyDBzoujX2F11lAANhldeXLlWSwffjxBzy66XH89SiiIc2M69nOOQEEBhwvi7azrm8uejNYM//Ebbtj0GUqPyOrJSOPm3HUrUPZsRuRmWU2lI0x4+yWEgOtnvkTQ1NAdccTpfjSzrnB/T0IG7TdujO11WQ9HQbGV/qvvTzV9OvztNgj493rpCmBPUEi48+xfVG+19dOlVD88lZ57VuFcvwon4ATcW8vxXHEWlBfvawiJRHIYIsXV4cjUqZawat9+v3qrGd/Oxr41UlhsxMYLguNy0Yd0xJ/sQrgdhI7pTNwLP4BdQ93twbFwM+ranWirSjF6psPmimgwSDg1aq45moSPf8Yxdx1mhhtFN6zidm8oOn5oRA/0flmYmYmIr5dh9+1Eu+ZM/NcOhTGpOD75GYHAzNHQe8ZByi7M7Vvr9QAUCEAPVGKGygkP7Rh1hXdGhFVoRA9Y8yHuQaOibXWcK9ZiK6wrqHZEfvcMc6NuLUepCaJlJULzbb2ivH/K2Zy8ag0Ljz+DsV/OwLGnChExzGyOzN07MRWV0vRM3KpOwu49iIj5fFlWW9LiFIwdlThDlvpq0oDaFFATwh2solfpMi5ZPpU0TzGVGa1YfvExbHLksHVpd+785i56pu3E9tLPxJ13LOyuhIBBVVIrFh4xlHPyvyGt2g+ORFhdHnuuXV6IiK1actet4MXJN9VtCAVR3G5EwA+6gQBSfbtjVv01FJuKKeAf/4gVV3/9a6Mi96ZEKoBaHSR5zLhmnt29ULiWNtecTqddTZsruveUNLldIpFIpLg6HIkIqnXX38TU5K5M8ITIde+72MA1Kx+lGQ3geP9n7F9vInDpQALjcol74Qds63ZhZCRgpsQRGtge58LNsLEcdZcXpaJexCFsoNkEoVNzUHST8JCOOL7djG1p3Yq7WhFUG7mqTeN5J49CH2A5lZutEjA7p4EaBp+O+uKzGCf0hJ5p0XFMU0E3FTQFfLeNwPbdBuzfb41GxcwkF+awYVFhFSpfjtEtDVe4Ohq5Agj0aI0iBHHTfsTx1QYqzxjJ9b0qmJCVsNfn8uxl35C8q5gLvpyB2jYOo082JGfBp82k9oCvTz2F/MtGoG0OEUo5i6ueOIdWBVssp3URxFbmYWGvcxmx4u3oMQIwNY1wWuuYxsd3z7+eta0HctyWz1AVa0XdSf/9mHknXUCxrTuPjHycGc8eiyPog3n5llFp+lSSawKc8+XHTChYCZ9FFgIcfTRixyJM6nyl6tNsuq7WHVoBRUDYlYBphLEpYdRguOljw2Er4lobffLVpabrZWqb5sqrIbt5d+vmCFx2Ca5mhBUATlmgI5FImkYWtB+ORFKEU7N68WF5gBeKvfs+BlBPO7dxS5kIts3lOL7eTMLDX+K++3PsP1otd7QKP2qlH/vqUvxXDCY86gjM9Nj1zYoJiY/Px6YYhEf2xL6oAOOEzvjuHWn1FqTOVNQ5Z100yqT3yrRE1pICbEsKMDukgKYC1upEvX8WakkFWqEv2vtPVQVOzVqBKGxWjVjguqFWVGxoR9TqADol+LZ/jql7UeyJGCka3mFdMdLc6GluPMO6oqdZlgT+cUcSGtGDtWcPatFzmfa329BSU3DuqcK2qgQ1qwtCsYxAhaZS3i6j0THtK0qobp+OIzeNM36cxfSzn6My1XpeEsoqoSbI8FXvRvevFSaqYeAs2xlj5pnpLWH4lk9REWxr3Y6lRwxGrxD8fds/OZkF3OZ9lZqkNginy2qNE3mt9Ap5efH+m8nN+wE6ZMEZuew681y+6TeOV4fcQ01yG+jXL3bimQkwqhtEiuLrt8RRsISVAmzNHshJf6lg6WlXRncwFcUSTIoCioIoL8f8y3jo1AmmPgqh2Jq8pl6VtRYkeFv2+o6Sl4dn9Ok4v8nf627KqcP2b1yJRHLYICNXhzETshJibvfJ3LlWeimC0JRo6xvFb0UctII9VjeY9HjMTmkYHVJQvCEC5/TDtmw75gmDsOVtaTS0WlKDvcKH+sFq1J+L8ZzWi/Dgjoiwifue2TH7BsflsmzE8bzebzw33X0/uX/9GADfVYMJXjoA+5x1KAkOzCQX4WM6Y/+xmMTbPsZz6zD0Y7sBBpbUMNDWlOL8YCX60I4oBRWEzumH6glDMuhVG7Al92B9cQ/aOX7GabOu0cCKfGnLt6O+t46aiweyvfVgzkl3MSErIRr1qi1wj2HgQFAUSww4nSh/m4TpK0EsvwqK90C4cbyn++KVXPKPpylu1YPun33ExcNWkDo4FxYvxh6xR7CbdfVbLeWRCXfw4YgzOf3rufz3mVsZMCgf/8Yg7rKt1vwWLapb9DBlitWGZsECKCmB+DD25DncOeJzPpzWg8SqEqh2oqQmIioirvG5WdCgNqshCpCzfj6vOc4gK01BUTVMTUMNWengaLpQVVCWRsTO3ZOtr4WRkrxmr7lvT+g/YL9S3wC+SXeSMLcF/VEW/hwbTZNIJJIIUlwdxuS6HbzYfT9SGxMnomzZgrkqH8UfRjGsHKGId6BEWt1gCPScTPxXDcZMT0CNOLjH//sbyw3dsQzCOsKpoQTr2SJXBWHBFoLHdsHlD+PaWobomIrtJ8t9vLag3TkzH+fMfF7vN55PWw/CdtF4XrzPqumJn7aU+HqGmHqvTILVAZwz81F27ML94Fwq53SqO6emYfRqjbrrBxImz6Xq/SsRrRIQNUFUQEuw0o3fb8vmuLbb6ZhciqKAFvk4j3v3Z+zfbMFhNzjp/racl3UENncqno3Ne12Rl2eluMCqeZs6FdvEifDRbPZMupdPUtpxxpwPSAj4cAYD0dBy90UrCXcM8+GIM5mbeymv/PN8y7X8VzBh5ksMWZnHRXPfx/T4MFcFSAyWoZ/eF6M6AdeKFbAr4mD/1lvWz/TpcPtfwWsQ7nUKJ3dU2Zb+KCWv/5ekW66lc2cV7ruL5Y50Xjzmcias/Ijc/JV7nYcKdF85DyM5ieKB/Widv6ZxJKqeqMdfF7VqTliFOnbFOe3NXyR8ykSQfS9NAFFRSfCKC3nt5o8ZPqZ3ncu9RCI57JHvBpKWM3AgdOmC4gmCUa/4SsQWYgUvzEUf1hmtpAZbQQXu/y7COK4zRu8sjKxE9P5tEa7GwsD29Rbinv0eo1cXtDfysX23hdCYHMJHtSN48QBCI3pYtVHrdnHT3fdz9pefMOHtlxqNo/fKxDvZWu2XMHlutMWNUh0g8S/vodYW5SMQNo3qyaeh98rE9fJi1OJqtG170KvWI8I16FUbOKfnN3SKCKv66a3QmF7U9OmEZ3QfFBEiULwQoHmvq+nTYfjwqBknPh/MnGltW7OGtPRUrn73VTKqKyhs056NR/SOObxTSQGDd68jGS+jb1/F7N5jrAdUFdx7t5KOpuTi6vywctet4OoPXifOU4OKwFa8g6DbjZqo4FECiOJiq19lffPNyy+HU0ZBqYfMtSt44DIbn3U8nxvP+IxpKefB6Reg9BrMS6Mv46MTz+DFPmeh7Gph2rmqmlb5qyEUwtQ0Nvc8HtPpQrHXtR6vL6ZCdic+uxufra4Zs5KcjPL66zi3bfrFESXXxZe2eF/nmi2c/NpfeHvhfqzelEgkf3qkuDoM2JkHH1xi3f5qJk5EqU1rRVD8ekwtlnNmPo75G3C9kUfcc9+hrNmF/ZvNCA18tw4neGYfK52oNYhPmAKEwPbREpQKP66IW7t/4ggc76/AMX9DtLC9dhVa7roVUTFVW59Vu+rPP35YzHYE2JYXEffajyh+E6r8KDUB1FQn/vHDMAe2J/HTFWj+EEp1CDW+Lag20tt0Q4trE71mgZWtstsU3COySC7bQ0WFPSqmar2uoinBvDyrHumKK8DnQzjsmBnJ6FeOA5cL4fNh3nUb+q2XQwcrWtaqugLhNaLnA4gL+cnOX8vgr5Zy7zu3kl26AxMQpmkViSsKRvNl3RYOR0wLm21Z2VQmpeB3OFFDQZybdrJreTViZaQIPhSCe++NbZhcXg4jRkTTbRcNVxmRXcFF798KRx8NW7YwYfUibv3wvzz+5F3Wa4Sm66IEUMQA5vMAftKwhcIobRJQTutOun8bSjAI8fGEHY17eNnDQeLDHuJ1H6aq8s2RZ1J1whhIi4M3JsNe/MQaUev7lpdH6yeeaflxQKdlS7houHwrlfz+ufLKK+nUqdMBHXPy5MkoisLu3bsP2JhNzVNRFCZPnrzfY3399dcoisLXX399QObWUuQ7wp+YrUvXsPqZa6n54VLSj32IqtVN97zbH/RemRidMmMiCMKu4r9qMCI1Doa0QwuEcL29HK2oCnQT4bKhFHuwrSxGxNuJ+8/3KJ5QbKqnCZSggfsv75F0+XRsa4pjolD1qRVTgYuPAiLi7qsNoBCNdtUNCsaJQ0l0n0bKPV+S+OgX2H4sxOjWCi3ViZrsxG7oiEQbeuUqMEPoVRssOwcBWrkH9w+b0PZ48PdojYizo/mCdFi/rvkLmToVVq2KFpWbrZNR9lTDd19C//6IjGR8Vx9FaPtiq82L00l6xR56blpfO2UC8XEY8U4Azl75X4YWfEnvkmXsSUplc4/eVnPjpCRsWuN/6ZhnuaoKn6JGndYfHv835g85AVe9AvE9Sjy7ju8DqoIvPpkX2l3F2mc+tB6cNAnmRVY2RiJDOdkqV5Y9yoJzM9gSrIAlS8i1C+5aNp/k6urYv2mCnYYsZiLfcwdzeNoSYUdkQccUkvu5wKmC6WdXr46EkusiVPWFuQBU0+T4nz4h6eO3Mc++EPH3f8HzDzb/NwHWFprc+4bO2kLT+hvNmgWjR0ODVkJ7QwFsHdvLlKDkV/Haa69ZX1qb+Vm8ePGhniIPP/wwH3300aGexh8GWXP1J2Hhkm0YFf/DnVqNqiqk25Oo+bYYl+qj6/ZC6AytepYTKG6iDmg/8G3/HHHPiTg/WIH9m82o1UGMHhkErhlC+Nz+uL/bgOoLYbRPxXxvFfYlhYh4B2qFH5Li0LaWg25FZEyXEwFo/ubd2NWAta8SNhFpyQi7CqWVqPUkgytSZxW1a1i3C9t9c62aq6pAdDtgRa8+/hZuegDzzf+i/PcJhMOOaJVAQG2DkeAk2KtN3dJ+1UFch9H4i75CXb0O93++R+2ZjraiGHNjOWZuW4z2SaxsM4gPXw9y2Rkm3dN2xBa0jxoFM2ZEp6D4Q+hjhqL57bDoBzj3NLjsPFyT3oclS0CIGGuBPemteWLKdHr5v+Kih1/AntkGdcNmhK5TktGGcEZr2LCmbnwademJua8FAnww4kyW9BvIfc8+SPfCLdQkJeL2elENk6zAHlI6paJcN4JHs57jyz0dWNhuGw+t/pEuAS8C2EgVtp0r6dK2H+TlMWd4DouP7UPG1mI6ri3E/81CjIwMtIQU9rhakxYsx33GibBqOWwvg8o60XUsVr/AoUSahucXW9eeXwxBA4IGWQUFKEPao6/fg71gT9RnTSgKBf2G0WnFD3XXawgo8cD85ez662RSn30MkdkKR5oTHn6EUhEk7uGHKDzyQo79ej1rvh1JTnm5lVotL9+vRQEAdGu6ebbkj0NIF/iDEOcEh20f0d+DyAMPPEDnzp0bbe/2O3iNPfzww5x//vmcffbZh+T8fr8f26+sM/0t+ePMVLJXzF2fc0TG5tpFcGDsYnePrsRtK2RTp06YndrgTD+i2Z53+4OR0xrP3afizF1J/MuLCJ7bHwwT0bYLnpPcEKjGSHKhtk2leLYP/0k5dH3pQxJVJ67pedHWNpo/iNmtM2wrAL1BzYqmxtZ1aQrKnirrQ1dTY0xM1YrG7Xh2MoBFO+/kyKKv6UjsknrF48M4/1S0ux6De5/HXPAw2tpSXLN+wvfX4QiHzTpPwCApYQTEtcEMVZDw7grUn4sRQR3NMNE27IZyL6Hrh/J+6Ri+LczGttDk9oFWo2ezfCdJz6yAFfUaRKsKOOKx522D66+HzPaoEyfi7j4QThPw7VLo2JE8XzuOWPc//O1a8fxFT1O6rg3j0hw4eveFb3+Avn1Rtm6l75Z16G4PnsmjcE1biq2+630TCMDjTOajmy9g8k2TmD38VM6efBPe5ATUyPMdX17DCobxvjaSk9M+IpgxlJ+Hp3JNpcYdp59CYoqT2X+/mMTwNv5OP5g6ldG714N6CaNfeAfV7yN+h48qj86/jn2K+T0uYETlVzzw7gUQCqGkpsbMqbVzI+eFLqtbGbjL22h1oVYVgC83o6hKnfjJSkS9chThHw0MVLDZURUDJawj4pwo9z5I6rmXYwsHoGgHogjEVdeR0CaFhFUFnLL0AatcsOATy+k9Imr3i6FD65pJS/5QGKbg+9WCd781yNtQ94VmYA+FC47TOKaPgtaM9czB4tRTT2WgXH3aJC5X49KA3zMylv0nwWmzPps8ONmqZVLt6kZKzpnMbf0A7uEj6X7iLbF1QL+Q+A5jsCX3wp7QDteCHailNTi+2Ijqboe728VoHXMxWrnBriGSXOw5eQAdevqpHjcMZfEK1JKa6FgCYGdRY2EFlrByaPjHD0U/qh3YtdjHAKNjKnq/LHzXDGmU/lvMRNZ4zuLHbVdEt+u9MvE8OBq9ZyaOL9diPHIn1WueQ8QpuGb9VFfTFfmEtf20A2bMwP/RQ9hn/4xSFSA8qAP+Ub0wAaNfFqFTe7EhsyvnOT7ipL6BmNobsXktYtYs2GQJBdPpBFOg7CyB4mJ48cXYZtkzZuCpqKJm1RoyPGsIZCSTVFTKOevf4ArHe/SvWAAVEVfwtm2tFjhCEBrcDvv3W2Ofo2ZQgDTvbo7+aQlT/n0/f532FAAOfyi6j7PGyweFQ/jKfixzdg/mgSfP583jT2T0q28R/nQJb994FVsG5LAqsR35P/4M5eV0aRvPja9MI94IU5DakwWtr+B55wJO2bmcEcEvGLfscUQgAIpCIKNtjPcWCU5wRL7nOequodGrwhRWc20UKuNbIfq3AW8RbUe0Y/WwsWz/8BvUk0agKArq8SfA6Rdgtm0HQNjpsNKKe2qoMhIsawdToCHQ/E30ymwBepsMy65Cfhj+4fAGBLe+oPP3/+os31QnqgWwfJPg7//VufUFHW9gv+X2QWPbtm0oisITTzzBSy+9RNeuXXE6nQwaNIgff/yx0f4fffQRffv2xeVy0bdvXz788MMmx/V6vdx222106NABp9NJz549eeKJJxD1uiYoioLX6+X111+PpiqvvPLKmHEqKyu58sorSUlJITk5mauuugqfr/H/1ptvvsmAAQOIi4sjLS2NcePGsX379n1ef8Oaq4KCAm688UZ69uxJXFwc6enpXHDBBWzbtm2fY/0WyMjVn4SM7qexYUsCGV1OYGC3jtHt3bsBNA4zNyIvz6o72UcjZ5s7G9vaUrQXZ6LuqgEBiicAZohQxWrC1RtRXW1Qgwrx89fQoW8bwj9tJQE7oYwUHKV7ItXNivVhGQg1ey7CBuHB2YRG5+C+53O01aXRh0SSE/+NxxA+pjO2pYUxxe5gpZiE28WRnb6Obg+OyyV8QneMflk4tu4mPLoLmEFIcBC48EgwBUa7ZOIfnEfo1BxcW+wEjkoi7r4ZYLehbSwjdHIPbKtLUTeVExrRA8/YAWyo7sLp0/9DzrM9cWdfhu4Zw3bfHmar2Vww+hgyBp0E06axbVQfOr82FyVktX3xt8nmk7++yOj3H8S46nLcK1aQELDejNyeurRZz0/mEP/dwxjzd0BiOeqI41CnTEH/dBbaw1Mt53xPCOGuWwnYHPWL8gevrFvhYK+1hwAMVK5K/h4RTmXst//GsbmMdOCvr/0bm2lwbP73PPLq47zb9RSyln5Jx+QKPup/Npc8/wz23V4S4qoo9F+IHuhOYdL53P3DVYgNZRjYsJkGhfYsUuPLSPeVYKh27JU+EAo4ndAqCap86KEgP5xxCrmffU9iILZuS1UEZq82sLoIUpJxjzmRI+4413qwTcSPK1Js7+zVDQq3EB5+PDMuPIbz73qWxJIi67Wn1Ou6oymg7/uDVCgKSuSgnf170XEf+0t+fxim4I5XdZZtFJH7DR+3bpdtFNz5qs7UCbbfLIJVVVXVqDBcURTS09Oj92fMmEFNTQ3XX389iqLw+OOPc+6557JlyxbskZW18+bN47zzzqN379488sgjlJeXc9VVV9G+ffuYsYUQnHnmmSxYsIBrrrmGI488krlz5/K3v/2NoqIipk61UvVvvPEG1157LYMHD2b8+PEAdO3aNWassWPH0rlzZx555BGWL1/OK6+8QmZmJo899lh0n4ceeoh77rmHsWPHcu2111JWVsYzzzzD8ccfT35+PikpKS1+rn788Ud++OEHxo0bR/v27dm2bRvPP/88J5xwAmvWrCE+Pn7fgxxMxO+YqqoqAYiqqqpDPZU/PxdfLITNZt02QWDXErEn7x5Rkf+ICJ56pDBVhOl0CBNEaFhXUfnqRaJ0zk2i+p6RQs9KFmLyZGusfv2sffq2EVX3niEMhyZMy7yhRT+GQxPVk04RoX5ZwgTx45DjxHWTnxPLcvqL4OBsETqynTDiHS0aK9wxVVQ/MFoEzu4jzIv6Ce+L54nyRf8X/dn9w/+JvA8fFKszjxKmQxPBMUeJ4Mj+wlQVERySLQIn9RC7XrtWVLw6TgRG9hQV/x0nSr//PzHvuhuE/7HrRLimQIgffxTi4ovFCx/OEK8tekHctyIv+hx+v2WNyJtyqdjdKl381G+AeH7yIrE7q411nZpq3dabb8BmFzqIQGqaWLvwB1F2ylHC1BQROnWgEEKImsVTRc2kU4SpKsJaZxn5UZV9P6+1vyuR2zhNhLS651EkOIRwuYS47joh3G4hGhw/f/DxIv37HeKbO68Q+pD2olAdLOYqU0S1miFMEDsYIN7L+ljsGHulMEd1FyaI1VkDxfNHTxZbW/cWz539giiPt/YVSXFCDMoVwmmruwabTYj0dCFatYq9tqZ+2rQRYtQo67kXIvo3ED/+WPf7668Lf8cO0ev2Z7YVWy84XWzt2VN4XQnCUPb+nPlTk8TPI4eKndeNEmbHZOHr2kZ4R51cd85a6p9bcsDew/1+v1izZo3w+/2/ek4LVxhiyP8FW/yzcKXxq8+5L6ZNm1Y/mBvz43Q6hRBCbN26VQAiPT1d7NmzJ3rsxx9/LADxv//9L7rtyCOPFFlZWaKysjK6bd68eQIQHTt2jG776KOPBCCmTJkSM5/zzz9fKIoiNm3aFN2WkJAgrrjiikZzv++++wQgrr766pjt55xzjkhPT4/e37Ztm9A0TTz00EMx+61cuVLYbLaY7VdccUXMPIUQAhD33Xdf9L7P52s0l0WLFglATJ8+PbptwYIFAhALFixotP8voaWvRRm5kljUulg342bt3z4Hx/PziHtrGcGRPdEyE1F3eVA6dkR59Cnin3iYz3oN4vzpb6CWViEefQQlELQiVIDpsqHEC4wu6U2u+GsOJWTgnvIFQlMhOYkXL76Gj486CVNVeW7m/djXtKB5rk0FU6BW+HA/MA8ME7NHK/Tje1ofz4qCurUCdJ02reDD066lc+kzBCbkou6sRhDEN/YozN6ZeJQ4kkjAM3k0AKpucsorL8BxR8PPd1o2BfPnc8HpiZi4CGIAAwA4unMOM8e/yDWn1nBHh0SG+11sNUaT+tgbKCkuyM1CyS9mfVwWVUkpbG7fibMWfEZcZSX6TTeBUY7Rtw3KcVabGdfMfIy8Teh92qBUB+rqrfaxCrN+sTy1v/sNajq2J6WgEAUBkYbZvPUWPHofVf/8D/4KndaeIvYkpzL3mJM554uPULeUwtIilopHWc1YakQnzkm7jgRHCQM7P0273m3hExVTUZl5xM0cu+UzOuxax5ilz7Ih40gGF3yBkerCf3obXDVF2EurwWWDgG5FUKuqoKICDKPJ6xCAUlICJSWE5y9k1iX/4diyb+k8+23rb3HxxfD997ByJa7CHXgS0lnVagA/XXU/zuE7Of2KvxAXaMaHS4FdrVuTUboLY9BgvvvsP5xZVIPS7gXi/vMhzP0S8vKtefbuBm+8CdmdYMXquudO8rvj3W+NRiWdzaGq8O43Bsf3/W0qaJ577jl69OgRs03TYtP9F154Ian16haPO+44ALZssTpfFBcX89NPP3HHHXeQnJwc3e+UU06hd+/eeOu1g/r888/RNI1bbrkl5hy33XYb7733HrNnz+amm26iJUyYMCHm/nHHHceHH35IdXU1SUlJfPDBB5imydixY2Oic23atKF79+4sWLCAu+66q0XnAoir59kXDoeprq6mW7dupKSksHz5ci677Jcv3DoQSHElsRg40BJWzaQG4zqMxv7WgygBHee89VS9eBnJn+1B+dsk6JVJ8LLh9H/5Bz4aciNnLn4Bu8uGWlgWES8QOrsf4WM6owR1bPfN2e/pKYYJVdXc8PJTcKXOdfPewrZ1DyLBgZli/ZOpJdXRdjx6r0zCx3XBNSuf0EndUbwhQqf0wPXqUmzrd6GUeIj79zcELhkA7iTMNBtG91bEIbh0yALUWWHUMg9G/yw8/dtGJgFOBCYKqiJQhEDBtIrJv92B7Z13LP+nsWOxdemMLopJtMW+KY/LiGdchhWu3vrpUvSF5ehOJ/ZIqxhPWhLBAhi0aBldCzfjDAbxJCbSaeM6EoI+wkd2x3HJ3wCwXXIzzJuPtrYYo22yJTQcDtB1qx6r4XNIrLBSVGIKm9IKCghoTpxG0NpPVeHvf4fVX/BK779y9dcPAJBsC3HDTx9SsLUt01+ayJB35kVX+g1lKsJvMPOcBxl+wWDW5uTQ5ZEEHMJk3PJ/883gCxnCj2T3MlgWyqWmJA/tqsGET+oGiQ7sz38Hm8qhbYq1EGDXLnYlZNGquggFQWm7PmSWrEc1dAQK9crbsesBRn8wCWeG03rdLVxotWwCS+QLgbNjCj/d/C+Gj+lN5wuH4SwswXC5rOerfSra9jIImwhVYc9D11D2+VYSsj24qz1cOeRydoSTCFZvxrEr8uFQXo4yd27deapXQYILvv/OstV47DHLeFXyuyCki2jxekswTcjbIAjrAvtvsIpw8ODB+yxoz86OrZutFVoVFdaXq4KCAgC6d+/e6NiePXuyfPny6P2CggLatm1LYmJizH45OTkxY7WEvc0rKSmJjRs3IoRocl5ANKXZUvx+P4888gjTpk2jqKgopkasqtao+RAixZWkjloPo/JymBMrgJwZg/FeNpi4N5biu2QAc866hosuPwaAwMY3CHXw06PmR3ru+Ab/E+die7BeP0ABrjeXoRgmrleX8mvIXfUTL91+bcw2zReKFqGLZBdmnB3sGuHB2ZjtknHOzMf70BjM1okIv0HifbNRqgLYqgK475mN2SaR6pcvjI4X98EKHN9sxuiYipHT2voAVxRMwGX60NbtwjnrJwLjctF7ZBAa0R0yWuHO7B8VpvGeQrxb38fw7SRYthRnxuDo+As+/IHQM1PpsLOYuIRy/vXyo2TOLeGM+W+zaOwIOu1eiYLAFQwg7CpCUXAbAYSADY4squ/5J71tm/ENPYuMssi17/Jbg594Ilx8McpVV4Fp7vVDRJiNjT0LU7qzJ6ENbau2kh3YYW38YRs3rvkHLsNqZVQdSqBdDzuP3P1/2L4NAYK2LONcLrVEmR+uf/UalOITqd5QgBa2omA5u5aT88XPcEo3lI7JnLPpQ766+kR6b9pJxgfvoxyRCV3TIKijaw48xUHeHnIfg4oWkFG9g5DmZJutLd9ffRvneb8kXLAWx/dWPZ1pd1DjSqVmcA6tNkVqyQLWfHHZEEGDFZ2Op2jw0XSf9Qw9bn0dRbOUpU2YoIcRlV5IckK5H2+3Duz+31r6LPrBEqzBIHFAUx8LMbYXIQMR8kJVJDpwxRUYgXJs4/evv6Hk4OAP0mJhVYsAfEFI/p18WjaMZNVSX1wcCvY1L9M0URSF2bNnN7mvex9dJhpy8803M23aNG699VaGDRtGcnIyiqIwbtw4zCa+XP7W/E5eLpLfFT833ZDW9tBUyid8ztK2AxiSeER0uytrOKbuRdUS0NYVIpwqyp7K2GMj3lPNUr/Sen+pFVaqgtEuGUU3sa0sJvHv/yN4bGeC43JxvbwYfWhHjE8L8PbuQlxpKWq5F/3I9njvGYUwTexz1uFYVEBwVA/8lw7A7JTW6BwodSsLFcAzeTRKmQdX2tHw1g111+vORoRrEOFq/Nvn1ImrT9+l5/V/JbNsB2vbDOKN5x9mtLacvgv+i3tbKSc/9hbVbdPwu+NJqLGK25NClYTj4tiVnsbzp5xN2ObgxQdfI+7rtai7yylJzOaHjqM4d8NrVhqtd2+YNs1yhG/8NDW7TSQ6UdPiKXJ1ZnDhfOvRB+7Hp8YRFxFWAD4ljmU9j8B3dAI3P/44Wv1VRZHbra1606VkB4mbNseeMGjAF5sQJ3RGyS/m2IXbKenTGdvKYoLlCjbNA9urUOMcJAZ1upSv5qucsfQrWkRQdTK4YD76J6vh8Udw3v01W9J68erguxm142OOK/+elJ8WQ69WUFhlXZxTg/6tqVnpQ/EHKClyceXXL9dFvDQF0l2IXTrs8UCGG+LthHw61VWWPQPBYGOzsP1AnfBX+GCuZdkgVxYeUuKc+/+nVICIf+8fgo4drWUWGzdubPTY+vXrG+375ZdfUlNTExO9WrduXcxYYBXW/xq6du2KEILOnTs3Sn3+Et577z2uuOIK/vWvf0W3BQIBKisrf/XYBwJpxSCpY8oUyM6GsjIrPZiXZzlWjx4NeXk4MwaTcdRkTmtzBl3Uum8ZNnc2STkTsD31OspFF6F4g5hZSft37ui6/F+OYgpsa0rRNpRZ9yv8uD5dg1pQgdkhBffkuSTlrcORZOB76hLE2LPwP38TZpYbe34R8c//gGP+BkSiC7NbK6tWK2aCVjmT/8Jcqk/ow+6xQzD8OnEvfI/tk+9i5pLvCTHTfjy6PZW4DlZ91tZPl7Lnyv+j9e4ifsgdSrc9K5h4zU0c9dHXuHftASDe76fN5iJcNT4MzWoRbaoaAVOlbUkRN7z9MhNmvgSGIFRuUtmhFx/3uZqc8nyUUNgyIb3lajhhECTu3zfB0oT2pCb5OW/VK3UmrabArgdi9suqLmTlnO50n7GGtsnVbEvr1ajtTuey1eT37seEx17ip95HoGckQW1aJWjA3E2IXV6cvgBtNhViZCZi21mMKKlBpMWjGAaGYiOneCnXfzMJhxEkKVyNiom9dCfVt/wDUVRCcqCC7D3r6LHtB3ZVC/CHoTpg9UQEQIPNFST6K+hXupQrvpoSk0rEEFBaY9mBqAoEwuALk7ZjJ5lBP3pWJvRoB2OGoGSmo2hqs618mkMRWGnDM86oayMkOSQ4bAoDeyg00cigSVTV8r36LVKCB4qsrCyOPPJIXn/99Zj02BdffMGaNWti9h0zZgyGYfDss8/GbJ86dSqKonDqqadGtyUkJPwq4XLuueeiaRr3339/oyibEILy8vJmjmwaTdMajfPMM89gNFGfeSiQkStJHQMHwgMPWL3kRo2yBFZtq5P09H0X6GYmYHQKk3DHJ6hlnr3v+ysiAfuFgLjpP8YUeaubd+N4YyGB6y+y2sZU7sTx3RbU3R7M1omYaVZNlFZWg2tlEYHurTHaJqNqKqgqRu/WBC+II/3N7wheehSBiwYQ6tKX+B/nYrtnKlWG4J9X/JWSbhn0cLTn+Lg2APjvv5PsilL8mWkcm78YBXBt3UnVbAfFJw+i/f8WRaNANemp/Hv8Tdz03DPYDQ2313rj6bO5rl9eQtUeirMHcEzxPBKGtoU9x8KeYuikwsJZ0Lef5cPUQhLKd5NY0rhWwdbAcUpF0HdbHlteySHjxzU8lzONWyrGWWsQ6/FCtxP58JjRoMKLH/4L3Z6JtmgLQhcEVRcu3UplOiu8da+HEFBuRezsGHSo3trwz8n2lK7QKoGE6l2k+Uq5bulDsRNev7uuAD4YAnciut3AFg5atVoOzRJHhpWmEEJgqhqiRyZceQU89jJaRTkdN61FGdUNeraCgaPg08lW8+0JE8Dvb/Q8KQ1uG728S0qs/ylZ6H5IueA4jR836C3a1zThguP37R93oJg9e3Y0alSfo48+GlVteSzkkUce4bTTTuPYY4/l6quvZs+ePTzzzDP06dMHj6fuvfmMM87gxBNP5O6772bbtm0cccQRzJs3j48//phbb701xm5hwIABfPnllzz55JO0bduWzp07M2TIkBbPqWvXrkyZMoU777yTbdu2cfbZZ5OYmMjWrVv58MMPGT9+PLfffnuLxzv99NN54403SE5Opnfv3ixatIgvv/wyxrbiUCLFlSSWuXOhqMi6nTjRqr+CZlcRxrBwFur7C2CXx4oCNFEDIOwqSthsmbBSFZYdMYCXzr6S69d8Rd/KDYgubXG+tQjF68O0qZHYqwDdtMZtitpWKTYVo2srlKJK1B2VGAu/JuGlMJ7z2hK46ChQVQJjj0S0tVbYxC3YgH32erQ+mfiO644+pCMg0NaU0nryZ9ZqSWHinXQyJjsJzF9Ewty5JKFweftUunTrSnrIi2/VbrbO3kGHYSZhXyYJ2+q+oQkgobCUreOv4KtjLuXSx+/BASTffDO3fzIHXXHhH389iYvmwk8/QSCASUSLOF10X/MVKwafj++ptyBbtZoVL5wFwy+EnNNRbrkF0UBgNdceR1PrbXW5IBBgbeZR9Ni1PCbEbaBR3KoLFy17Gofh4Rr/rag0/rY4cdpTXP3+ayQnO+DOB7FtL+Dnrit5OuH/mPriSbioJ1Ba8Hqo3SXVu5v4qq2oopm/d8jATIyjPD2dVtuK8PYdyJtHTeTID54g3VtKt24VMKg9wc0eHJ+vRkGwNT2H6Xfl80DOTwTve5raj1ORX4zwhFEL8iAnzypO790bbrsVZe0aRFnFvideb+5KvabZkkPDMX0UBvVQWLZR7HVhrarAwO4Kx/T+7aJW9957b5Pbp02bxgknnNDicUaPHs27777LpEmTuPPOO+natSvTpk3j448/jmlgrKoqn3zyCffeey+zZs1i2rRpdOrUiX/+85/cdtttMWM++eSTjB8/nkmTJuH3+7niiiv2S1wB3HHHHfTo0YOpU6dy//33A9ChQwdGjhzJmWeeuV9j/fvf/0bTNN566y0CgQDHHHMMX375JaNGjdqvcQ4WijjUVXB7obq6muTkZKqqqkhK2s80k+SXkZdnFbbD/teIFK7FmHwp6uz1UO6HsOWyLhQFJag3bmlDRGwJGru0O2xs6d+DB6Y/zffBzowICl4cUs+0Li8P859TCFyYi2PkVdjc2fjm34995mdoH63GNEy0mlCT7u9CAc/Us3F+vhbHlxsIndQN7wOngikwUVFUgQK47/wM+7dbCA/rSODUHILH9sCxZTfuuz5BLakhlJFCcNIJKNurUdx2nDPzsa3bRWlqa5a8PZFjk4pREFRsVWi7ahWuiFtx1Vov5qJdzDv9KkZ6VpI2IAuumgjZObETveQSeOcdGDs2NtoxerQVURw6FJKSoLraum3u79W/P2Llymb/bAqA3Q5XXgmffgodO0K/fvDKK9w7chq3LPwb6YGy6P4GCitzRnPE2tnWsU7NSvU1NzZYlghvvcUzn89n47sB7n73WjK9DWw0NAUMgR7vRvN5Y9N3EXTFRsjmIj7swVRUvAlJuAPVIASqYa0Cy+/VnxfGjefkrT/Quria3R2O5+SOm3h7dV+OX/g6OayHI9pYvQt3WYXn5RldcB2Vg3vZd4jdjaN3is1W93eoNdwtL0fMrasjbPgR3NQbq+J01hXaHwYcqPfwQCDA1q1b6dy58wFpg+INWEaiP24QqGrs4tra+4N7KDx6jY145x8nJSg5+LT0tSgjV78lAwbA8uWQkgJffPH7LG4dONBKAb7zDmtbD+Dtk4/kouEqOdktCEln5+C/dAzx762uiyKF6qpxhDBRgLVZA5jZ/2bG/fwMvTJrMNooqHlF0KYdJgEU08eya67guTPGYHZ0cYzXwwRnL3RPYV1D5KlTUT/4jPiqALy/ASZOxFEeRqwtQ9njR22dClUhFEVB75lBYFwutsUF6EM7ohRUoB/RFpHoBAGBC/pbE1Stpf3aHi9x60sIndUH4bRh9GlNwvs/o7jtOD7fgLrLg946meoHToO+rVjVtw3tCgvIvMGN45sCjNNzOXnzUsKqhuoP0f5/q7D3z8RUFLxKPJ90Po/zr/cw7tz79v58Nuc9NiXiQj5qFNxxh9VKR1GaT92++ioMGtTsaQRgmCbbK8N03rnTEg/HHANCcFH+0ySFGogNRSUuI478muPptWs58cHGKWCPM5my+DZ0rrAKaJXIt8nTRg/hzqwiMqZH3Pa7pFotb9btxlRtaIMHYgiDlZUBXhg3nhMXL2DB0BOZMPMlctetwCZ0bGEPus3BzqED/5+98w6Potz++Gdmtm96QgoBQuhNNBJp0gQVUPSHiFJUBK/t2tHrtSNysV0F7A0LoAIqggoqoICIUiMdQicJJaTX7Tvz/v6YZJOQUEITvft5nn02O/POO+/MTnbOnHPe78HvK8Oetp2DbZNJyi4mK6IFk2/5J4t79yUrtyXPT5rIBSvfJqwslLtKlkLOHr125FG1C6Pz9+PPLKf8vq4BI7kG4eH6+QbdsKqQ3RCX94JNm5DyKs6RUYH77obZc3Upi0OHahpZZyCRN8jpY7dIvHa3gd+3C776tWZtwU4tJG7opXBpu3NfWzDI34egcXWuSEvTDStAFBej3jQY/lh52rX+zgr9+8PvvzOr2a0s2aAbSRNuqWlcpWdpzFqu1TC8/OVZkOfQH/3qQALUS9sxO/oRliRdC4rChMVjUJMuofj7gRj3OLF+vQt3SiSWZVspSexBaLiRf6/7gvZFrfHNeQ/1uqa4e0BIpcFRUKDf6ADDi09Dei7EHEZKuQRtxoe4BrfF2ykOLTkKb58WepK6ABQJtUUD3Dd01I0sR4WkQYgZ684cTAcKoXEUjvH9Cb93DvLGw9jEOsrv7w0IXMNTMMZasHy1ni4bjuAd1Qn1kkTKUhoTs24PclYhWoNwjL/tx3dVW2SHG0ORgxDh4OpWOzBd+cyJv4fU1LqNpcrlN92k5/EAREXBvn26V+toD1ZqKpo9BNlx7Dw4RVMpTqqYEjVlCnir5BOWNB/MZXu/DXiS1jbpR1GIjc2vDqXFbZv0PKmjCPGU4Jeq/bzceSe8+irNGjbk39GddRmIZpFwSSJYjbAjn0NNOmF+4h6ih47mvSdf55t+17L2glQOxzZEAt4bXyVmaOjXhCatNJw7vey9pB22olIoKKBJQQEPf+rC5ivnn7M/4KIdetFsrSQM2a+CQPeiHo0QYFRQE8PxDE/BML7mzFZRUID0+ON6SLCa0Sunpur/2w88APv3V+laTa5IEE5LQ5oyRf+fqgy1BzkvUGSJXh0kenWQ8fkFTo8+K/CvlLwe5PwlGBY8F6SlwcCBUKFKK0CvaxYTjvzqG+efyOBNN8EXX5DeYQCzRn/EiCENanmuxn3qp/drN3PZhi/0p/UGseBxoMbbMGzPQYRZwaciIYOjKrdGSkoi/ZYnmLU9mhHtCmi771f8d42gPGQ91idmYlqyC61BCHJeOVv69qX8tp50+vRL5EIvhnX78V/VGWnm7CqjNC0NJo6HWCNZxWasufvx3PtP4qa/g2FhGt6+LXEPuwjr1NWAhPMf3VDbxyLJBkz+JvgKtyBi9DwYJbcU6/LdyAt2IOeU4xnUDrnAido+DtOS3axNuZpWt1uRKqYahazai+mD1bC7AF/PZoiGIRgX7kKLtuG6oxu+7snIeXqSPG4f9u0FmA0N4ao7a4cAT4UZM3TPVVKS7lmpnHwwYkQto+zj/77L5VNeYFdyW/qu/jlQH686PosZk9tTa3l67MWkJfbk5g2vA+BRLIx+ZiWth+/g7scn0WD+JiRVrZphWA2HMRS7Ty/WLQFIEj7ZgEH16ZIJXRvD6gOwIx8hK2gmGcXt00N7I+7ksrTl/NKpN3dVeK4q2d+mE2Vd2xG6ejvJO/4ILK9+WzxMJ1Yxli68RiJptXLNRJgZ97AUjCv2BTxV/gsSwKfWWUVAAv1cz5lzfnqdz0PO17BgkCCnyslei0Hj6hxQOGwEkV/OrlpQ7Vdestl0Jenz6cc6LQ2GDoWDB2HYsDq9J+lZGq2TjUhHibVp0Tb8lzRDOVyGsiUTLToUuaAMYZCRNF1pXcQ3wPX2vYFcKdC9XsWfPY5l3gZE50ZYZ25AOVCM99Z++JqGYFrwR0VxYjP+x26ntLENzZ2DdXcuYR+uRKgu3BY79hU7cF7WFv+Ijli+2IB7aEcsczZjWqyHp1zx8ex95XZimlqwWD0IXylyVjGGLYexfr8NudABmXqIR5gUJFXD268VK/49Bv5w0HPJl7iGpaC2jUMpLMf+43aUFfsRjcKRF+0KJM/7L4jHNaYLItKqz0AMt1Ie1pakDjVLRJwW1XOyxo49bq7chnIv7+3N5sV7hxL5+4nlACrVzyuNlbRGvel0cDmgF3be2eESjEMTaVl4mE3fm7lwr77uaANGQ6IoJIrvLr+KwUvnE+YuQ5Ik5KO9R7F2SEmokQdFpAXsJqSDpbXMtmf7T2NJq6H02zWH5xaNDiyvblzNlT9nq3YD7fmSIdxca2yO8f3x9muFacku7Ed5qupCAl3i4Rj/E0FqEzSugvzdONlrMahzdQ74plOvmjcHo6FKK8fp1BOTZ8zAX55F+e5P9fDa2WbGDIiJQcRE4f7vnTX3mZqqP50PG3bMMEbbJjLOwV1rLVf7XYLyxIvI2UUgQEsIw3tFa9RWsaBWKIYfycM47j3Ulpfw9Z2fkJ6lG2iq1YARgdosBvlwCfhUjDOWYJ2yEOPqTJRduRjXZqK8+ylGbyZm2Y1t1krkVbuQdudjzi/C2zoOY5kDEDjG9wdJQip2IsL1fwLrkSNEHtqHSclD3rwb+/if8G8rQl55AHlTNprFiBaqh8e0RhF4+7XCNSyF36zJXDJnJqbFOwl7+BvC7viCkAe/QZnxB1K8HXnbkYBhBaDsLUCEmlFbx+olevYXMW9rBNqwwTjnPnfM77jOayAtDa19G4TFhP/Jh6uWjx2rG1aVshkTJ+rK+nUY6ikhJt6/MImo195F6tr1mDpNGrphtS7pUpyKPSA/llCSEbiGFTTa7fmD5tN+R9qZz8HoZmSHNqkyxap1LiOILi+gy6a1PPHwRDY3a88/n3iNDW06HjVAvfwP/ZpBozDdsOrcCNo0QBiP+pmKtfOI5R1uyXqX4RveOMaRQNcGH9DBOJduTEFtE0v5+P7428QG1ltmb8C0dDfm2RuO2Ud1BOAOiwqG9oIECXJizkiZ6LPEmaqo/mdTfPmVQtOrjQReotpLA6GZjcJ3aTvh+EcXoSbGCDF9+tkdVFJSjfG47x9c7y58ZZnC8eKtwhcdJryKUWggCmOSRPH/jRCaIgs1MUZ4Fk8TZbtmCOc1F4my8f2F56JGQouLFWpUiNBA5EYkije/2Cdy0sYLT9ckoUkIb4d44WsULTRZFv4G9hrj9EfbRNHHw0XBhyOE68rWovwfXYRqUmqs12RJ+ONDRekzVwp/fKjQZISnS5Lw9GouNBDFF7YUOW+N0dtWbFP6zJXC1S5B+KLtovwfXYSvY4JQkyPFH+PuFY9NWi1WzH9FeLok1foeNRCaRRGa3Rj4rJoUUfrMlSLnh7tEwcoHRMHKB0TWrw+LI1deLDRFEu4rW4uyXTPqPJ/lz10n/NE24UsMF77oEFE46BKhGquOT5MlUTZ7rPAtny/EyJFCrFunvxsMQvTvr/89fXrVuroYOVIIWRaqLNd9PCBciqnGZwdRNa/d7qlCxMcLoatbHfu6rvba1LytuGP8W6LBiixxx/i3aq43K0Ib1FpolzQUmoTwW01Ci7QILSG0Rt8aiINdB4s5rRaKg10H196vVNHOIAktKVxoXRKFCLeKsrdHioIV94uy8f2Fr2mk8HZMEL6kyDrHeaJXkJPnTP2Gu1wusX37duFyuc7QyIIEOTVO9loMJrSfA8IdZYG/RbX3Gt4Djw/l9+1YVst6keJx485uLtYN18KrbwY+mt6Zj3/oAtwJRfpsvJAmNWfn1ZF4bwhpguHxaYxL/JDGb0/g5vWTmNN8FGrKVdxtl5DGjsWUmsreLA3Tlb/T9PAO9v7zChxvbKJdSwnjgg1E+goZvuUxlJAw5CInCJCzS5ErhCQlrz7FXxhkJL+G5NewvLcaWRIY12XpoTtvlQyAiLAiHF7knDJsU1chHykDWUI+WIzbEoHcIgZ7354Ypm4M7EMucGJak4khpwS5wIllzkZkvwYOH99su5RfG3cEBBcNX4EhpwSpyAUl1XKTvCpoKlgMlCTF43j8CixtwsgptROnOlAUsBlVlGGt8OLANSwFkyWmxrn0/7oA8fhDWP/IqHE8EQvW1TzpmsDy5Aykkg8QBQ6kggKYOBHN70DL3ofy889Iv/+ua5VB3eGrCs+LvG8frF5dp2SAWa3KUleBrdzAhUzHhBtPVDSTHnmZgZnppPzrAeSTrOPVYe8O7vvsXQDunv1BQDKhciYgP+3hQP/LiLMWY3I6wQUCdy1RztUbhrPN2w9CShkifVO1IsQMZhkKXGgGI3JWKarZgjKwBcqizcjxqRhXZyJCLRi2HcHfIQEya+pUnagKk99spX7lZYMECfK/SDAseC44lsbQMWo1SUlJulL6GcT/6wJ8Pdvj79GeI69MxrPrV4iuFi9WVbj6BsSCOZStfJny2Q+jDbsOPv0MMXxoVdmOtDS46Sb8vy4IhK9G9JZJ0XZj8nsYsnsG/TvJ+k09NRV/eRZFOz6l8a5tyOUemmzfzXuPTsDgsiD5NRSHi8gPF2LZmYMSYQaTgq99PMKkyziqjSLwdUlCbROLFm1DKnFjXpuBYcNBhM2I5PYjFAlhNaKFmxFWI5LXjxYXivOObgiLATShzwi8pQ34VeSPZ2Hesilw6Fq0HfcNF6LF6zkhcqkHHD4Ahm19i34Z87ihYAZGTUX6v7ZUFywXBjnwWW3cgCPXd6fsCPi8icyIHoDHZEDZkUPIswtRMgorvmBwH/oJT95a/OsWUfbBzXinTcDTvwVqsxOrCysZhcgFel5S3rYM9h/RcF4Vj2N0e/yXJMOYMVV5WHVROdvwzTchPv6YIcLK0LUCdOArjHgQSJgKC+jyyn94zxRTUyDoGNtXfRa0LTvAex8/RUreHt4bfiffXH4t7933EJhk8KiYf96K4vLU6qN6P109r9BefEEX/5QqK8hmxHNrb/zhNgTgb5BAkT2Ogy0uRGzPQ704ES02FF/XJCTZgr97C6S2DcBurbmP+PhqpXNqY+TkDMkgQYL8bxM0rs4F5XVPgRdC1HpCLrznAcjIOONeK+2lpzH8vh1l5XaiJ0/AsGYfniEpNe5aSrkby4z1KCv3oB3Zj7TvILYXf8bw/Tq0JyrKEkyZAl98gTxyjG54jRxO29z1pF39IDkhjYgoOkjUh68F+nQe+IHWoRsQu/NhdwHsKuCBq9rg69tON4bCLbju6Ia3VRxiVwF4VUxrs5D8Klq0XobGsCMHw9YjaHGh+DvEg1Th0XLpBpCkCiSXD7nEg7Cb8XVOQk2KQrRsQum/LkeEW3Df3AnP5a3xNo9DKnWhaBXeIaOM657eqB0ScI7tDQYZf+tYHM/1x9cxgXa7VzHhm5u46N1puFvE4osLR+3cKHDeJL+GMChgt2ModdJqXzqtjuwgc0sRPZUYLJqKdfYGTEt2YXvnN0w/7cT2/ipAw3VgIa7fP8LXPgr3LZfgvbwVaptYVIsJT5sEDl2u57SJitmJfluFMVxNVjrm4E4aDeuD+aV5KLlOpJIyveRNhXF7XFJTYf58yjt3oaRBHKpU8+egerlHK4UVCe76kgbF5Vy+YIluyEh1zROsdu1VM1YMeaVIWSVQ5Gbw+3vov3kDd++cT2Wxt1jnEZTKMjrVLSqDghqu10qMM23k+pDbadQkTzeKzArEh1MYYkfqkkjZRU3xuQXhjjxMJYWUPtgHOaMQOcOBZfkRDA+Px/jZtxiuGgyzp0NCgr6P+HiYP1/XBYuLxZ0Qg2o1IyqkRSQJGFg7zzBIkCBBjiZoXJ0LrNbAn5LReMzCr1qTBsS8MeWM795fnoU3NQ4RZkGzGZEUEH6Bu197vcZDJQYZb59mlHRtxz5vE5w+C/62egKw5inE/+sC/Ae2oMVEIB3Ox/7qLxi+XwNTptB7TGcmjZjFz61uYGbHO9mW+SVvuTZxxGBCksB1w0V4VAX30ItIKl6JOncVcqkHf5s4HBc0whURgmtIRz15WQJ/23i0+DAM244gleiK1nJmESLEXHXHV+RaJ9LXIR6hgXFtJpZ3lqJe3QZX5+ZYZq7Hs6kIQ7kLtVl0wLDDr2H9ZgcodpTMIgTgGZ6Ct28rvEM6BgwZKdSMajFR1qcVXslYNQZJQvKrSA4H5JTg35DP9vgLiO5zOb20r1AQeLskoTUIQURUXAcSoNixLSnG+uZSlPQjYDZgWJOJ+bttKG4v5h3ZxK/VE62lClV7g8tNWXQEO5u3rnHMBqcLw45cQp74DkN6Tv0ujtRUHvnsR1p9t4EZL72FGhGNy2hHk2r/NOTa4gPLW+3eSpGjMZokk29LOG4lY1lVESEmXYG90vGjaXTPnsd1z2pcPO17cPkRFZ7cgCcpyopklMFihPvvxnDRRUitm2CIiQGnF0wC+veBVk0hs4jwtDz2tmtNaZidz5qPYU2HgWRf3xdf+2R8vZoT+u+vUZZvQTzzFM60L/FfdxsMugG++05XkJ8/Xzc4R41COpJDxuoc/jW5jMn//h1H/6vh2Tvg9Xfrd36DBAnyP0nQuDoXmExVf8fEwB13gMWCCA+v0UxqdQa0j47CX56F65vnsb7zG1KJG9nhQzlUglJYjjJ/J9k39kUYFURF6RHD1iOUuEJo8/NiwvYfRDlUitrzAtTnH8e5azYHG9h456Mn2Xt5J/D4WDd6CHd0vxLflFE8NvQrkl+IY1DCdA5++xs3XX8zMb8vQTJFU9CsFWXj+1PQJBnL+nJkUZGHVu4hdOpKLLtyMBwoRvJpSC4/hvQcJLevxrHIDi/KlsNV58ur1kqOsXy/nR22Djx75TR22ttjjr4Y89B/QIFGgyfnYlyTiVToRC7zokVYEWYjQqgoWzP0c+TXMH+xAePSXYFZZMJmpOzBPuyWokGAq1GEbiiYFEAgJSTo5WLi4zE9+RIdHn+feNMhNG8RksGGcU2mrncVE4L3ita47uyG5nCjTHwHZX8hoffPw7gwHfOP6TW8UkppRXis0gCWJEILikk+sB/P4A41Zr5BhadJkfE/WSW2WRnGDYR16+DuBDvXRVtIuecfGK7qj1XzsCalD5qxyuMkAQeiWgMShdZYzKqb69a/g9zASlwPKyI+tHbHUjUbtNwLqtCvswrCyGRA3mgo8yIBsqiSfiDUCpc0h6v6woqVkFMEv6+Gpm2hSTKE2iBBhpt6w8ezoXNnbMtW0uqZr2j06zau3DmbltZMWhVuJOI/P2Obug45pwTNbIADBzHfOxnv4k/0fVWGSY/y9LVtIvPa3Ub+9WJXQhYugGc/ODP6ZEGCBPnbEzSuzjZpaVBWldBOTg5kZUFEBHJJSdVTemIi8ouTTupmeDK4F7yOv0UMcnQzrA99htYgRNf16ZaE/4IEnH1asbrvZWwYfh0F3TogCYEWF4J7RApRnhyyGrfFbzRSFhWD+6NH8cSU4msfQ87YK1nbrxvff/AEjhevQ9t6iAxzNHk9kzFY/cRE+rB3DKX3598RsXgb9ll/ILwFaDt9yE/9QsiG3bjnfIj/ytZ4r2itK6Iv3Yl19gZcw1PQQipUwjWBVOxCs+vpw0IGYTchO3z428TiqDatPjBVX5bwXtaCry68hyWtb2DGzS8xP7YZxUVrUQoKMJRU6CeZFDApyIdLkTw+lK2ZhDz6DZJTT+I2pOcS8uyigJCk1jgCf7ck2q1II+LaD4n8bK1uKJgNZF3SFv/4RyGlFeKiULQX/o12RW+MRWZkUyS2pME4h3fC268Vnitbg6SATyLk5R8ou/ESPcTp9mN753d83ZpC5bEoEprdhNosGjU5Ss9BqzC8TF4vxt8z4JrWuj4UICo8St5Lm+JOKKq6jp5+WtfCmnJsj2hKiIn3W0aSEmKCsWORht1I1JSJfDdhAlpECBh0Iyu9QQo5IYn80GYkGhKy6kMUuxGbsnG2bFwjjKgPCgQ185ekag0kwIauKVZuCmNc/2mkx15c8V2aYOFW9h82s+mBSRxKvVLPIwNYswZKHVBmgcj2aK9MREvfjKiW/5VctJOYtVuwvbUCw8L1KPZGFA24mLmv3IsjMRY5txzLFycnwRAkyF+N8ePHIx0jp/dYbfMrRK7PBKNHj6Zp06Y1lkmSxPjx4+vd1y+//IIkSTUKTv8VCM4WPFukpemJxVu3BhYJ0D0e69YiFVabpSTL0Lu3/uRcKQwJpyxU6P91AcbRTwZmwykFThz398TbrxXmb7Zi2JqNs7OdC9uWolCCzeDE1yUJ79ALsRSXIxc4SPh4AQChFj/lu39Fi0sgPyQONh+m88FlDFz5O8YNO+iybj+vFjyNT0SSfUtLEq6wIOU7KLi2E1ERVjzDLwKgyVfzMP26E6/Rha9HMrY3VqC2aIDritZ63tXwFLS2ccjlVcnMznt6YJm3GXnrEfzdmuIZ0AbL5+v1sF2/VghZwj7pF1xDL8QyZxNyiRvzst2MbDwJubuFCz1rGdTuZeQoC5ImcIbbsYYpyN2boCZFIS9IR9tdiGSQA+eqLpRDJYR++QfKzKoZhsIgs+7Oq4lZth3p+Zfgtv4QHq0rny/+Ffc/26M1NOHI+Bb5ojaUt2mA/dlFmH7eiWnRdgC0vm0CBpMvxIrxt/16sWsAVSA7vIisIqS6ik87vRg+Xa+HJQFJ6BpipjUHyNkaQfkDY4g7uBWpefPjJ7cfTYUXpw3Qplc3ePxJANKHPULblX8QX3aQYZveQUYQ5S7QtzniQFaPIGLtSJUCoBVIqNX+Ri+OLUlVCvGJiXD4MFkxbfi13zUY/s/N2OeeIrTCEC49XEz7w4vYZ/fAqI4Qe31V5yNHwn2PImVmHvNwhEdGuvxypIkTKZ73OXlhERRf0Y8Qjz6bNUiQ84Fp06YxZsyYY65ftWoVXbueXr7fCy+8QLt27Rg8ePBp9RPk5AgaV2eLp59GVDOsAs8QPhUKi8Bshosvhrvvrllz7FjFeuuB+O8ERIMQfD2bYV6wHfwa5q824W8Ti7DoIUqroxzrw/MQArxXtkZZvBNLRj6KIjBUyAx4m0ZjuCAGeVchyuosWkxdheeKVly87gC5o/vhurAzarmKNVvQPncF6z8z8Krr39y4+32SL5cpf64/PsWMRVORI6PQmkZS3jGZkDmb0RqE4O+YQMi7v+F+oD8l3a4hpHgt3pRETBsOoYaYMP+0E8mphwa9V7bG16clkioC4Trz7A1IpW6M246ww9aBL7rex7DNb9Fu3VLGb/sN1WjAUOJEc5hRrUZMLi/bruhGq4tDkTQ/SkYxkk9FVNzoK+UeRJhZD2NVhujKvRg/WIN6UUNEniNgGIR+msH0lMcZfvAN2uwuQCooQGSUQb9eaA1DAC+oDuSQxhSVa8jDUnCWK1g6hGJcsQ9njxaYN2UhFzgpiYjHNiAZ4+8ZSN4q9fK6DCsAxeHV6yEeRbmwsuD1LfTxmogDxN69SG63XvcuLKxO9fbjkpYGU6Ywq9tkDEXzuejQ7xi12vu1FhajSRJ5tnjinEeqxl+tjSrLyJqGJARCkvE2bozR6EE2yKyP6054zzz6vTYXe16RrloFhLkK2Na4O80TSmD9z5BUoBeorlSkz6pDjFWS9KLJkoTB44LSUhg6lGZjxnDPwp0w9uHzqyJCkCAVTJgwgeTk5FrLW7RoUa9+nn76aR5//PEay1544QWGDh36pxlXLpcLg+F/x+T43znSc82ePcdeJ8vg90Nysj4rsPrMwNRU/O+/qOtLlceeUmFnz6390HJ2IawGlP1FGDYdQoSa0ZLjcd3ZFXeYDUtpOcY1+hN/SWgkRa+MwJZfQMj+bPxhPuzAZ7fdzhWudNbEdGTIy5OQj5Rh/mkX2x8ZRWGTZLwGC/v/7zKu9C8m/acGzE8azVJPT8rsXl794XH2XtiBRMUCIgfponi0DjbksFBkn4pneArG3/cjF7mwfbQO6Uo9Sdt9z6XIk37BsCMXZXWmLqUAmGdtQAu1oIXpM+bs4xeBSUFEWpHKPHzR8T6WtBpKgucgbXPXIzm9KCGgxYeiRVgw7MgDoP23v+PPS0KOtSM0DQnQYuxIDUNx92mBsjWH8i7JRE5ehuzwIAwSkl+A04dSUI56Q0fkRXuRbxzB7KxLWdJqKABPeaciG2OQPpiModcg5C1TUB2ZeuJ646vIWbOCrL2HaOlz4OvSHu/AtlgXbKPs5UFYv9yE+YYO+NrH4b8oEePaY3ti6qJ6KC7EW8oVe74i74Xr8C/yYvhmu655deiQPt0tOrp+HtEpU+DLLxlhaErC2o9RRB1FjwFUDRmIEblsaduNuMz9xFYYWQIoD23A/qFdueCLheD0IQkNc1bVcQ7e+hFbFvRnV2onOi5eTWhRKZgVki/xw4Y/YBHQqxXM+RwOFsHBTCjXv9NawQ8hdGkRAJsN/6bNKE4HjB+PKim4l68mpEPL+huaQf62eDSBQxXYFQmzfHLhtLPBwIEDST0D16TBYDjvDJn/tbJFwZyrs0GfPrB3b63FgfwqqxUuuaRu79SMGchtOsGnn+HOXl7vXfvLs9A6JCF698A2bz+GrdnQpBH+R8dgTx6K0mMgh955lZy7r8DZqwvbevTlppEv8vy+HkQ8swB/dCLGFn3Y1yeVK+TdJLryGbhtBb7LWiAsBjwD2+BtHk+7RodwuxSusi0ndGBDkkaG42jnpayJh6JuEsYGoVzc8zmi//MDpp1O6DQIT4fm2IQb5+3dMM/egNoqHtE0EbVvTxKvewfzD9tR28XjGZ5Sdc4qatAZduQil7rxX9JEXy8BUVakYjci1MwNJZ/Tb/88btk8OTC7DpdP17oa0FrXUQIwKxhX7EdZuAvJrd+Albxy5MMlmLdmY9x8mIiZ65AduvdOq5iM4Aux4OvdHMeoVEqXPgoffMDwzW8xonwGd122CHnrbpzXVeQ7AcaINiCbsMT3wBDShJb/epCOL07FmpaBZUYaWnwYvmGd0dom4Bh3JVqbBijpOXoSuOnYOksnQ4tDG+n69CvIqw+ATw8XCgn8zaNh9my4886T6ygtDQoKoF8/2vZrTUTJkaprWKJOxSdZ1eiQvoooZ04No89elkf0wm24jSaELFMUnkiZKRxV1m8AITaZ0fOmsH9JGw7GdAKjsaokTkqCXm9w7ibdsALYs53D0Rcx1zKbw3SqNQ4BFFliEC4XVCtGrQgV+6F9ure4shZjkP9JVCH4odDNkO0FJK49Qss/ckhce4Qh2wv4odCNep6V3c3IyECSJF599VWmTJlCUlISVquV3r17s7ValARq51xJkoTD4WD69OlIkoQkSYwePbrGNsXFxYwePZqIiAjCw8MZM2YMTmftdInPPvuMTp06YbVaiYqKYvjw4Rw4cOCE4z865yozM5N77rmH1q1bY7VaiY6O5oYbbiAjI6Ne5+V85fwybf8uLK8qYlsnDgesX6//uB/99DxuHNKhfGwfr0f799R67db/6wK0F59E3NgBpcdAjOPfwd/yTdzDU7C0H4IhpAnmBp1pC9B8AP7kBbg++4KmrRpxt0mFK67A2boluWHg6ziIPzLNDP51KdHOcrSNh5G8KsqhUpqE53BgbwQNv/oe89YtGPc3Re2VxL/WfULJ9eFcXpDOPzveyd2tHaT8tJaQBSvgygzMg6IxHCigKCGBxe1vZUuLRxixrAGtu8chHSnF9vZvaJE2zF9uJHACBWCUUe2mqnDglxv1ZGmHDzWlIZ4rWtNq6S7+1XcOli0CKrU6VYHtnd8omzECqwBpYzaeXs2xLNmJLIO0JQfKPUiq0POGcvcgaaKGuGt503jWNWrLS8Me4HbbRvpH5mFpcAkAreyHaZL0Ld5LW+FoeRWW2VswLXTC1QK18FvsP27DPTQL74f3YSwoCPQpQkxIJS40nwahoZgWpmN749fAWERcCOQ7atQqpGI258kiHSmvef0JUPbk6wbP1KmoqW0xXNxT90yNHVu3B2fKFFiyRM/ZWrQIlaqnMSmmAaKgCLS6PVlKhWlVVZFApmH2vsB6m6MQk99VYahJ0LYtsyJuYknLoTR0HqDt7mWQ5cJfeoRiNYTw2HiMoXb9oUWWweVi1dab2Oa6CoGP67m5xv43J3Tl2/a38X/bPqZ99pqTPm9B/jcoUzVu3VnE8lIv+pxfHQH8VupleamX3uEmpreKJFQ5dz6IkpKSWonlkiQRHV0lLjxjxgzKysq49957cbvdvP766/Tt25ctW7YQFxdXZ7+ffvopt99+O507d+bOioer5s2b12hz4403kpyczIsvvsj69ev58MMPiY2N5eWXXw60ef7553nmmWe48cYbuf3228nLy+PNN9+kV69ebNiwgYiIiJM+1nXr1rFy5UqGDx9Oo0aNyMjI4N1336VPnz5s374dm8120n2djwSNq7OBxQJud81lVivYbODx6KKiXq/+9Lx0qZ4L07OnXnQ3OhopPh7phZeRq4cE09LQnngEzVMEE1/A0GtQje795Vk4d83GmpWL9cutiEEPUU462p3d8JfsguzlhLS8Be9P0xGTX0UkN0ReuY2213XgzWn3Y7jlEbQdGzCle4ls1xCzUGmRlo7l242o/ZKRO8aiIfAObI1sVWgUU4ixeBcRmVmwzIHPomLbfYAPHr+XLQ/8H5Ftw5j51n8If/wJmv2RTonXwCLbbfRvOp3fL7iSBhf6yVxbzrfLHAwZcS3Jb83EUOgi9N/zKX/icmyFFaVrAC3MguRXUXbkorzwM47H+mEuWoMxpxRpfzG2N5bjGtsHLcyCnF1a47xo8WGIfUWwKitgNElun65wXuZB2IxQrucQBQwrIcBmRGscAY90xVYcwTPvvEjkyEugKWjuih+/G4Zhe/FNhCzh69sSX/dmWB6eA7+uwSY5kXPLQIB7+AUY1+qGxd5uHeGRK4i0+DDsyMHy1goMfxwIaHkBSPkOMBsQCCSnrjavNo0KhHFPF2FW4Lnn4LA+U4+KEjq1DK1Kz2r//jBzJh5jCFZfhSBuSQmGaobVMcvFICMDElrAVvYoFv5I7Em3zMUVGwvwFjImYR2UxTNizaSKcZUjHynGF9KIZU9OpHv7TVje+RXDj5ugyE1XJgBldKX2TEij6sWvmDCq3oChV+McAO4Vv5Hzwcc0vfO2epy9IH91VCG4dWcRv5Xq//fq0esr3n8r8TJ6VxFftolCOcmZd6fL5ZdfXmuZ2WzGXe1+smfPHnbv3k1iYiIAAwYMoEuXLrz88stMnjy5zn5vvvlm7r77bpo1a8bNN99cZ5uUlBQ++uijwOeCggI++uijgHGVmZnJs88+y8SJE3nyyScD7YYMGUJKSgrvvPNOjeUn4uqrr2bo0KE1ll1zzTV069aNr7/+mltuueWk+zofCRpXZ5pOnWobVgDh4ZCdrYdann66KuTi8+nv33yjtzt0SL+ZVeZhpaXBAw/A2rVIqqpPbL/sWujSFd54Q28zZQre61vhb98A19jLsbUajrt4J96CDcjWWJBknEUZZCybQstnXse0JhOkrTie7a9LBJR7sb7wNNaftmIrLEG68SKsX21C2ZPHpubtMUU3pb3lAMSHUOKz4XKFEhlRDnf0wKeoiFYxGL/dhrRfD9k0eX8pX3foS7c229g3oj/JZQXIbcpoHzKPzGwbvZxbkaLdjOhdiuwOJbJlOOvaj6Pz+FfwxIYzS7mY9v9qSucfl6LszUfOKtHL1wAYFcyLd+K6vQvKO7+hVJSBsU3+BUebhnqCulFGMxpQ48LwGmyETvoFJbMQBBg2HULy+HG3ikPuGYN0pBzjzmrCm5WG1bCLKB/SESGg29jpSKVutLLdeLr8C1NCbwAMM+eCx4998nKcmsA0ZzO+1g3w3N0b81tL0S4Mwz3sIlA1/Bc3wrDhIE3376c84xClzROIm7ke09LduiemOqqe4yUByKApMnJeee06ihWlfWosCzEhObzHtnYAyaOiHCmp2mbJT4jfliE5vEj798PKlTU3mDkTliyh3BZXZVyFh+sTMlavhpJqfQGOiBBCivV2horgoUDCLZvwG0wUm6PokrWkSkzXaIBNu0l2ljMh8g+waOABWrbEX1xG7KGDdLX/hDcqDkZ0JORHvXRRQ/5gCDfjbxNL+fD+2Cb/opcuAtrmrue5RaOPfRIAi9NBk7tuB4vh7NbxDHJesajIw/LS2pMyjkYFfinxsrjIw8Coc5Mv9Pbbb9OqVasay5SjyjENHjw4YFgBdO7cmS5duvDDDz8c07g6Ge6+++4an3v27Mm8efMoLS0lLCyMuXPnomkaN954Yw3vWnx8PC1btmTZsmX1Mq6s1cS1fT4fpaWltGjRgoiICNavXx80roJUIy1ND/cdTXg4VLpWU1N1D1VaGtx/P6Sng9OpG1mV/Ppr1Q1XkmrXb9OEXuKkd2+0po2R0ndiOnQxvrsvxvr2rxgGt8TyyBg0vwN/6R7QfFj+2Ejr91aiHCzW+xBgmrsFX4cERMNwXMPaY960D2NaFtKBEgwVN993n76LjBYteP6Pj3EbzMxTryJunYVbuu0mZv8G/Ldei/GV2UiFlRpSMl82uJWlMVcjNs5n/MZJkFFACCptXOXIq7Io35SMsaSUyGFXIrdvjMNrZ3dYMh0TorCv28flEUt4se9tdDUu0/W3WkbjuPkSRKQNyevH9saveD/fzkd33sNlrcpo8OEKwlelQ7EXLS6U3df3Z+8SMyHeEnpuWoAkgeOCRGyZBUglboTdhJJXTv7QTjTYdQD254G36hyLhDD8phCkfAchb/6GXOqGxhEonWKx7SuDSys8ihMmwLhxaMKpJ9gDrls6Yf5gOcrhEsjyY3/xZ9w3XoQvpSGGjYdQjpQR+u/vUF/6P9wjL8b4+34k9zGSxAE0MBwuqXOV5Pbj65yEVOokd0cTVjOWS5R3aRSShlTmqXOb6v0CqBj4xT+OPv4JenJ/2jq+fn88nXpcTbMpr8EXX0BsLKSmErO2qoi0v6CI3R/8QNvc9TBggF5AGt1YCq0wrKrbd5oEJs2D2evB7q2m+wbg8+ttdxwGspG6dQVnHnRugvg9h6IcO/a3d2FO2Y9pvl6n048JGR9uIqFnM7z9WiEfKsE2dfXxj/voc4iA0aPhvff0h5Vggvvfng+POFCo7bGqCwWYmuM4Z8ZV586dT5jQ3rJly1rLWrVqxZeVEj6nSJMmNSdPRUZGAlBUVERYWBi7d+9GCFHn/gGMxvqVNHe5XLz44ot88sknHDp0KDBrG/Tw6F+doHF1JjlaqLFDB/jkk7p/sFNTdQMJqgyt3bv1zwUFVTemaqrVuidD1kOMPh84nUh79XCTcOQRdtNHoAn82oe4RzZD8xSD8KNsycb69m8BUUxhUlBbNsD5UC/UhhH4NSP5XW7E94qFqLeWIDtVvM2jwGKkrymf193dGdfrHtZbGnFt6WZeaWrG8MJyyNsCU0sRh45U5SnJMpcfnke39AW4w0yoTh9KUiTuvq0w/r4PduZjOOjG7CinRYkEr/VHGCGl4XbmDhpKj9ClfN+rP69u+Rh5ey4cKEGKsCIZZPwX609r3q8iiFqbxZXrfyHkmkvhto547SqmAifynnIaLljHzJSXMJSX0z1zMQbViz8iFFVVMZQcQXJ6MTq8JDz/A1qUVdeWqpbTpB4sx/T+MkzTDWhXpEDjC+Gft0HuZug9rOo7rJjpKXfpBFn6zDXzjzuQ86u0npS9BZgX7UQ+XBKQdpALnIR8tQFflyZgNoC7ZnitztJIIeaABpiwGMBkQDMrGLZn4+uYwKqQx9le/n9QAo0so/WNDDJUl3KItYOqQYErsK8y4kniN2R0A0cNtXDdYy/zx01baTb2cT1sfeQIeL3IFfUYBSBrfhI7JsIbL+sPC1OmwObNuq6b0QiqilTtoUAWAo/JTF54AxrnHaxxvDWOU5JQyspwJkZjXfQ7pqwSogF2VLwqtlHw4ZSi8Qkr4VNXY5mxDo9kITO8OdGuXEK8Zcetd0j18ywqHlamTDllbbkgfw08muDXUu8Jr41KVODXEi9eTWD6E2cRnguO9pBVUmn0aJqGJEn8+OOPdbYNCQmp1/7uv/9+PvnkEx566CG6detGeHg4kiQxfPhwtOMUhP+rEDSuziRjx+ohPqjfNO+jDa2ePWuEFgMlRCwWeP99/aY+YwaMG4c6cgja2oVwpDBw83be3xt/wR9Uph8rB0tQ9unjEiYFyaciFzj0kiOKkcgWQ4lv0Bl/kxQKZ+wheu1vKJFWtJbRbM7tgryrKcP6zSLeUsbohiUYWg+E6HdhTSE0DMErR2F0OJEK3HijwzC7y2mevZNidwRvPfUgl334LerOeJLkUhpIObiECTMSZa5YIonG5y+goVJKWWoU/4l5iFc2vE9YjALdmyDWHsTdrzXyrjwUs4Lt47UUSBZy+qay/R8D6V2WT0l8Y8KfaoBxVw7S1NXIPZK5efW7uDJ8GDQvhJopbd8Yc5pLv+Cr/bLKhS58FzfCm5yAdfFWpDIXiqfC6+P2I63fDwfXVrQeUufXJ0c2CHTpGXwBxpUZKHvzkLwqwiCj5HjwdYjDlKPnYIkQE8qePEw/7ahlXegGtBT4LoVJxn9RY7z9WiDnOzD/mI4WasGwKxfFLYNXxZieyyVJ05C2efT8I4OM2iwK+WBJTUMt14GQpRrLwjmInfzAvg2Futfpkg/mwec/6xpRQujSIUeNM7TkCIwbpxca//zzgCYW/fvDvffWLFguSVi8HhLzDgW2r1R0rxyPoEJcdNcu8rIuIlo2YQf8khWDcFX1ZVYgKQIlB2wl+iwlyaNiwUETd+1ZunWhItXKxZK+mQfdusGbbwY9WH9THKo4acOqEgGUq4Ko88S42l35EF6NXbt21VJEP5qTVWw/Fs2bN0cIQXJycq3Q5akwZ84cbr31ViZNmhRY5na7KS4uPu2+zweCxtWZpDLkd7p99O6tJ7sfjdsNjz9epY01ahQGQBu2D2nJtwD4urfA3yEB8FEZ+zH9vBfJq6JG29k04XZal2dgnraKkBd/hs6J+K7ww62dMezI5XC2AckaS0zhEZS1DoZHTcEQOpIuCxYzpAvYP94ChrdxHsrAureAgiZG3h/1ILcdXELcqu380asf8XM2opkMHL6gBSviO7FjTFMG7JGIGdsew6dT+LJVHzp8/wuzL3yA6/al0bFpAdmEsemQmWc/fZXv2lzCyOg9yAnhOK5NQW0SiZbvJvztZRi2HiEOiNh7hKhGZqIPHsFzdTv8nZugJkdR/vxAsJhoGLYL24QVqO3jEQ1Dafj1KtzXtKdcVlDL/YSnH9DVws0GylObEjp9LRiqDA8N0CwmpHFPnlCvxP+fseT/sxVytIKyowTDpmw9OV7oMxY5lIepsChgSEkOb8DYrYEMwmIMyE8ASF4N+VAxckYhSr4Dz2UtsMzdgto8BuJsKH8cBk2j8b5FNDb+iOTToBxkdwmSvyLwUWnJoCftqxEWlOIq491A7RxBp2RFdcuECQGyjBQTg1pSilz91iRJkJCgG/pLvtMlE0YMhvserWlYGWTkxEaIzKya21cbmgS4jVZkSUUDGpWuCzhDJclTwwgVXg3tQClmV83ak0dT7bBrUWeSu9MFq1fjv+xyZl8/hbbbFxM9bizJgzofdz9B/jrYFem410VdSECIcn4YVgDffPMNhw4dCuRdrV27ljVr1vDQQw8ddzu73X5ahsuQIUN44okneO655/jss89qGGtCCAoLC2vMajwRiqLUCAUCvPnmm6jqyQRsz3+CxtX5yMSJSIC6ZCmy/6gbSFJSrebyo0/jT/8D6XAhjif6ohtWOsY9Lgy79ZCV1jKGJl0j8LqSwOXGvmovRFkxr9wAtwJTptAxfTlbmnXBJBmxex0k7dvAI9HbkFPbEvLzAaQ1OxB+DW9cNJZW0RzuciG9V//C4/c8wHUXrmZbdiKjLSspbHYx7X5fzxPhn2Ga+bletw5g0CzuBiY54ngq7QFyLujBQb8FKW0rt36xDFt+CU1ssaz/vy60iXZw+KCdXQdaYtqXQ68BbVA2ZyPlOzA73SROW4EkBIbNhyl/4WrUhuGY3/wd0bkRlk/WIhll5Dg7YkM2cl45ts//oOTtGyj/Yidh27J0o8HjJ/KD3/SxedBr+/kFB+MSeWXKx7w1/IoTfl2uXfOJnPEz3oGtsc1IQ954uCJ2VuGBMshoUTbkQxUzGSt/T2QCuU+aQUb2awiXqntv5IpZi0Ivv2P9YiNoAmE1Ibm8SDmlCJMMRqXGTMMA1X+gjrqTKMXuWsnxgK5sLkSFLpaCy2AjzFNEibEx7kMxxFLTK3QgsiVN1q5F27ARqU8j2H8Y6cvlcOAAyDJC0/ArJpZc+yiX//YOdQcdqjxXVt9RmjoV41aOChFIQqC4fFXerwpl/RNxsjdVQ3kJN0/XZxDuebIQBtXxoBPkL4lZlugVZuK3Uu9J51z1CDeds5Dgjz/+yI4dO2ot7969O3JFHm6LFi3o0aMH//znP/F4PLz22mtER0fz73//+7h9d+rUiZ9//pnJkyfTsGFDkpOT6dKly0mPrXnz5kycOJEnnniCjIwMBg8eTGhoKPv372fevHnceeed/Otf/zrp/gYNGsSnn35KeHg47dq1Y9WqVfz888/1MtDOZ4LG1flIhQdMmTEDHn5YD8k0bqzXYZs4sc72Usv2yNt/Qi5VUWMqlit2rI9PR8ovpSQkmpz8BBIfWAy3dwLMiO0lyMYQ3dMAMHYsckEBzTsb8A5MRX12EfsOWfj60uuZsOZLJIWqkjAele/G/IM2c5dw6Y50GNmOL8Mf5Z9DGpP48kOBEFGXsWOh0rCqxt2rxmFbs4Vobx7qsIswL/4dKa8YLcrGhQV7cXxYgnxrG2xf72RXZHtuHFyMLzyZ4m+aw/xthE1ZjtGlh+/knHIsX2xk9z+GUCYnk7w8C3dULNFZxUgHSxDhZsgrR3L7CX9oLruv7Yc9LIJwtxOfLGOuFoL1hNoovKANH/UdzT8+exemTeJQ/xH4336XhmVZGF95Cf+QPrqCfsWsQdOMnzEt2YUhrwy5TTRaqQfNbsZ7aTNMK/fh6dsCtV089ud/RskoDOzL36oBaqEHc24pcoVxIIsKI0ECT49mmH/bjxpmDniaKr1ajphYyPcTWt2wqhZOrCyQLCQJj9mM5agZrEcbVsJq1POzfCoCCbu3lBCvbgy6DQ1BdeM3mDH69XPuMthQJQNYLEhOJ/yyH2+eH/PObFCUwASNA+HNCDdmo5QelcReT0T1eoSVyypehJvxujRMTk+NdTWO9xj9nsjgarx3jX4tB8OEfxtuj7ef1GxB0HOu7oizn90BVWPcuHF1Lv/kk0/o06cPAKNGjUKWZV577TVyc3Pp3Lkzb731FgkJCcfte/Lkydx55508/fTTuFwubr311noZVwCPP/44rVq1YsqUKTz33HMANG7cmCuvvJJrr722Xn29/vrrKIrC559/jtvt5tJLL+Xnn3+mf//+9ernfEUSR/vlziNKS0sJDw+npKSEsLCwP3s4557KIs433njiRNsKY8b/0ChK1cUg/Jh+3IH9P4uPaiihXtAIKa8YOdeBNHx4jb7LRg5D6+xhY+cuTC9oR4Ndmdy79Rsaz/sdSip+kBSJLUMGss7VjutWTSP3/y5k7cPPMKp975M6rH1aOaFduxCzbjvCZsT9ZF/krXl4F2WhxYYRvms/3h7JOF64GsuMdTg2OTDc2YHSlklE7MnE8sV6ylKTiHrxp8AN19WpKdN6PsWgze/TePkf+FKboOSX60rrOeU176B2I/g08keOxtGtOxHPPoXnggTE5mz2j7iKFjeE4V2RQ+LjswBwhERjK9fDeM6IBnhfHYJob8UUfTEA6m8/YJm1Hl/P5ph8HlypTVFWZ2L+tkI1WRNocXZMv+6vdSfPjG9EhKMMk9eN1VNzhl/d3iVAgBZupujOy4j8aDlyoatK/r8OB05e+2Y02FYl4KkmhqMcqsrHEtWMsqN3BaAqZmRVH5sqK8iaitMeTcgFLfFf1g150pt6PUSDUhWK1IeJKiv4TFYs7vJa/dcHAaDIyKpWpzFUl/FVSWZ8I6JLirB43Bi0mufzZLxZUv/+px/u/x/lTP2Gu91u9u/fT3Jy8mmXUVGF4IYdhfxWcnzvlQL0DDedU52r45GRkUFycjKvvPJKvTxEQc4sJ3stnpLn6rPPPmPGjBkcOHCAhIQEhg4dyp133nnMWkaPPvooc+fOZW8dJWGCHIf6FHGuqEnoPPADxoVZmD9fjXHT4RpNRKgZT4t4TAfydRHNhvHQyg5Z6ZDroGzyK8zt256rPp/Ncm93bpo7heatrSR6C6oMK8AXH0FHr5eOae9D10SiUgfQxmXXjcFjqX1XY6GWzdUV5WUkpw/rf39BbRqJuTgfv3Dha9tQv1n/cYhDvxXTIn0HBR4V2/02Qp5egJxbRpjLh/fqtpgW70SNtGP9I4M7Mx4i+75+eNUi5A4NkL7fAUeOuqkrEjh0r8q+w3l0Wb4E5s/nrvDmzCtw07+8gJeK5xO3YLEuoVFairlihrEwKbhiwgid/B2+B/tjSf8ZrV1LmLUePD5svzpQc/dg+3obGGQM26vpZ9X29APQpDAbSdXwX9IMte2FKNPmgRAIiwGtQQjKgeKqxpUCp4Bc4iF0037Ulg2Q12QF3DhCBp/dirdnMvZlu/DGhhNur3kL0RLD9T4OlehhRZ9adW6qqcBX5kIpqidggGgGhR3xF/Fbw0Hcvfst5AN7kLx+fDYzB2ISiSnIJdznBa9X31ZTUeppWAn0iGl1o8drt2P2uWvNnw/MpK0svl1Hf+X2UJrkHAqcu6O3PRGu4iKsJ24W5C+CIklMbxXJrbuKWF7irSXLUPm5Z4VC+/lgWAX561Fv4+qf//wnH3zwQSARbefOnSxfvpypU6cyZ86cWpL6APn5+X+bekHnlNTUk54a7v9gCvIjTxDi9OiJhkeVThHNonEPaoc3tQliYw62tS64rC3sXAuDroF9RwhxOLj+BzuTnprMsMlv0PrINg7sa43fkUn1wJ7xUBHi0M9IA1pCswhYNQ8+nQFrt+sNTjDmAXICMYerlXgo9aBsPgKKhKHYAeUu0ASqLYzC0AgAZLMXy5e/I+eWo0XawKviS0nUBTH3F0IOKAUOEl9YAA3DkNxuOFDCYTqxWnmErqlf0LD4d7SkCFw7HfgxEhdl1D2DwN3vf6K/d2hFYsgTcNUTAW+goX9/tO/nsqrfQH76PYH7f3mC6E92wNq1CERVXlV0AYbc0sAdXsgSGOQ6vU9qs2ikYhfuwRdgOFCMr0sS5o3ZSNOmweOPIx05guxU0OwmvHHhuMMjUK5uivXrrUiqhPC5Mf5xEO/grmg5HqSCYqQyD2WdmrFmxr30Gf0GksuPObsEz4CL0HbmIpe6EAYFw5bsQHjRKwzIViMGl1u/Zo5y5QiTES3SjpxXgipJGL1e2mX9QZsDG9EMIBXox5YbGkPSwQyKQyPAUVvnqj7U5U0qNVtp4HAcU6oCgBATUnnVQ4BW0bLNvp3kRUQRWVqCUfUH9nGyGDduDIYG/2aEKjJftYlicZGHqTkOfi3xBq6tHuEm7oizc2WkOWhYBTll6mVc/fDDD7z//vsoisLo0aNJSUlh9+7dTJs2jU2bNtG9e3d++uknOnbseLbGG+Qo/OVZOA/8gH38c0jllWGlat6HMDvCJKPZzFhf+xVDSiL0aEpJi3AOLy1juf86Rux6nXCPrs2kqDI3vf42zY5sA6CxdBDCDeAE1WhAlWRMXv0GJtYf1j0Gu4uhRSR0bndSXrZmcgjemBAoPkoortIg9GuIMDPrRw4Cj4Qnogh5WArayv0Ik4KwGDGuzUTek49S7ETEhQbuyJJPg8xi/QWslsayTbsBiqMYMiAXOaccg9WFPSWCsM7RIN8IY8eSEmLi/ZZH5YZVM27lUaNY9KmfHmtvIeLATvDF1sgtwq8hDBIixIxU7tFznjQBRxtWBgPu23vjHNWhatGOPEIf+Fr//rbnQseO+mvkSPh+LtqwFOxvzsFjkEGoiMhw5B2FSCVuTF+vAqGh9ekCxUUoQsWyah+uYRchlbgw7MjF9O16tJhwKHMj+dSAp0oDjH4PUsXkRCFJLGv2f/TZ9x0ixorsVZFK3MiFpXoyvaxQabIoQg3Mm5CAhrmHEbJEdEnhUVfg6eOzmIguqspVqynfUI3ymnk0HsWCLFRMmpe4ooJTHpPi8epVFYKhwb8ViiQxMMrCwCgLXk1QrgpCFOlvr2cV5NxQr4qU77//PpIkMXPmTKZOnco999zDlClT2LFjB3379iUvL49+/fqxYcOGszXeIEfhzl6Ov2QHnqvaIKpPF1Zk/G3j8A28ANf93ZFKnHr5l515yDM28vPuFsyyDiCq/AiT+kwhPVbPHzLgp/mhzVVP9ikJ0KspWA0oPn+VYQUUxyfgbBKDll8Ge53w5DO6zlFa2gnHbWja4vgNwiz0+ewr5O9yYF021sm/YJu9AcntRzlUos+iK3MjrEakAscx7+ZdmUL7uO/pmvIFANqaQ5h3HELbkM2Bi5N14+kkPRIjesvsG/4gamIjRE4OLrMRUXmiZEnXDivTZQPqzAsyKSA0jFuyCRm/ECU9BySwTV4aMIzF/v16seToaF2g9ItvsA15FuOYRwmZ8BOGHbkY9hSixUXrIqGlTqQSN8oPv6OsSce+Mp0LPTmonZvg+kcXtGgbUm4RIsKAt19LvL2bIwDNZsR73QVI1a4Zd+NYVEU3MJUCJ/j0o/CrCjn2REpMEVXHUvmHLOlhPCFQVO2kPULpsRfzbP9p7Ki47o6HpgrdC1j9XHJ8A04DLKoLuSLg45f0nzqH5dQCfM68v75idJBjY5IloozyeW1YNW3aFCFEMN/qL0K9jKu1a9fSoUMHbrjhhhrL4+LiWLRoEbfddhsFBQVcccUVrK+rDEyQkyY9S2Pcp37Ss44/xdyS0Bvbiz9j/WgNkirwdUnCe2Vbyl+7nrKPh+O6ozvefq1wPtwHX5cmuqhlsYP+qz5h+IY3OBjRgh77f2B582uRQqyoBnON/jeVt2DdhVdS3Ci+xvJyczjOkZdgXJmBVOqB/HJ46yOYNUt/yj8B8ouvInXtWqXsfhSSy4tp+V4uX/wx5qJSTNuO6DXzquNV9TCQ59hpqQ3FHwzJH0JD0vBZLbglG0hQGBPF1JZdTzjO6rRtInP7Iw3xvz4GV4NILOXOwKw8NIGkVs30A5BkCUmSkEwmiI7Ad9c1aP93BQIN05JdWL/cpHuBquVVea69EPXafjivb4W/PKtq56NG6Wr/SUkweTLyRang15AqLw9VBa8fEWFFhJqRyrygmFFbxOC/KBHRrTHqRYlIPpXS1/6PstcG43ykD2ozfdqzMCl4+7VmX3Q7ys0RSJpAqph9Z9B8RLpyiXZXhXK1CmEFzWrA8/IdEBZ6zPNW1zc8O+UBlrQayqyUB+rKwa+B2edDqaf2TeUPm0FT0SQ5MAuzIDyGzQld2RfZ+oQGWnUO+v4HJ9QECRLklKlXWLCgoCAwHfRoFEXhww8/xG638+abb3LFFVfw008/cfHFJ34yDVKbWcs1lmzQbwgTbjm2DWzYkYvy3bbAZ9c/e2G56j6sGUUo33+AeXUOrl5x+JvYKJ8wkLBHFyJtziTEX07b3PU0KdqNzVeGwxyO8LgQIaCGW5BLPaR37E2LC2ywfCflrgjgICgSGzqksKpVF4Y9/zWSq0IMs6REL+J7slSo0v987yQun/pvvQRNdQpcJy9MdCL8GqXby8hu14s2XQpxxoYx9747uGfhYugXB03annRX7uzleBuWEBpugRzQKmbPAbqhaFCgcsacJvRll12GFB2N+crB+L+cjLx5P76URFx3dkXeX4BAL3Hk7xCP87FeGHaVY35/Fm5vCXRKwZLQWy9dtGgRzJkDqanI7dpBVo5ey9JbUc7DZECLD8ewJx/zCz+jZBQhOb1oLaORZYFhwVakXfmIEDPOB3phWpGhhy0VCcmrEvbFau52/lrrmAWgiJrfj4oJBReyw4fprQX448NQSsuQ7HZwOGr1UR0JGLbhDTxGC8M3vFG/J7xTQK429kY5B2jMAfZEdzjOFjVRJRnjC/85G0MLEiTI35R6GVd2ux3HCX44X3/9dQwGA1OmTOGKK65g8eKjpQCCnAwjesuB98NpsHoKdB0LDY+OYFWrZ+j5vw5YrroPT/562LuJkNd+QC71ELI5HsfoFPweHztdTfii/3OM2PAGbXPXYxf69xni1zWNLOUuNFmf1t6udDPSMhl2F3Cg9eW80/9fDN/wBu+NuJsJrzxNdFkumiRXeSZKSnTPSl1aXMeg0WNjyU3eQOxTs2vnJ52OYWWSdUPH6aMwKolpV81iSP8waBqDrfcw7lr+BWxZAQYT3DL++H1lpcPEJ+HHtVie+RdcloIhfxpAlWEFgfFLUDWzLy5OLyGzeDFsWYOScRDKPLgGtUeLC0Eqdeuz96xuPNd1xP7sIqRyP8Y1e0FScLuOIOa9C94wPVwI+N9/Ef/SDzAfPoj05JOwahVCdeP+52WYvlmoy2+oImCbyrsLYH8RGGT8rWPxDGiN7e0VmH/cgVCUQK6b5KyquSaFhARU1itzrKrburJUoaVlMsGBbJTKcIrBAOHhiLIyJE1DyAqS2YTwevHJMkZA8vlol7ue/yy5NaBVdq6oNOSSi44xffMoVJsdw/JfSA4mswcJEqQe1Mu4atmyJX/88ccJ202aNAlFUXj11Ve58soradHiBPk1QWqSlU7bHz5gAgB3MndKW7ZVFDwfcvREvLFj0dwFOK9LwhzXHc+CD/C3CYGmZrzXpWKZsRKOHME6cyMUF7Kj8S1cuv8HPuz6FLevfp7W2k6kfAcockDVW9YqikVf0ACsJjCamDX0LZYUNoaEBP7ZN46SmUnEFeQibNYqT0VMTMCzcrK0bSLjz83XCwqfJsIoI2kCYVSgV1NciTHkb7eR9NbLPFI5ps7j9ffKAszVCzHXRVoaDL4acUgvei1PfIWQOw/jbPoO1sLanjphNyOFRkJuLjRpop+PyjBpZDyicyv4ZgXGP3LwXd4eESFR/upgpGIn1mlpyAeLcP7rMly3dcIyZxP2V1egbD+IiIpE6tcP+vdHjByOceVmKHDAf/8Ly5fjDE/HW7AB7farsaVlIaXrMhwBw9evgV/DsD2H0H/NR5MqCsCoao3kcBFu0RXfXS4kSapRnqK6rSuZVERkLJI9FPbvB03Ti4pXVLOvNGIkTQWPB0nTMFWG9sJCkXxuFKME1UoGHouAwXfiprW2O9Y2Bs1/jDVVSIAhPCw4SzBIkCD1pl7GVe/evZk8eTIrV66ke/fux2373//+F1mW+e9//0vaSSQ4B6lg7Y/w5cvgr8gvsofTdex4QPdc1SI1FeXrhYQC/rG3IpJKkQ74ILYBph+36jc9mw05LBoyD3OtYxqyX6Vz1hIUzQ9GD4SaEUqVardPNjG//a20KzpI2yQHZLoYsehpaH07I4Yn0vaS9vDROwGZAmbO1MdSn2LV1ZDT/RUhNE7ZW6UlhiEXucDpQ1L9sDOfPZeOwDR+PDSpI/DUpO2JPVagewYrDCsA1+1dsaeloe46hmZb+/b4X3kO8eoLiPvvwhuejuXJ+zBER+N/aBTuiFyML47HV7wTW0RrXAcWokUWIaLD8dw1AJF/CLVNLADu6y5AyXdg/tSLYUcufnceYs57GH5Yg9quIbhUvd7klClY7hqB+dXVSP96EnnGt/q4x46F7dvhgQegvBxhMSF5vOBXkfHjNplBAovHE9C40hrFofhy9Tp7x0FGhSO5QG6VARMaGjCuUBQIt0CRAzQNv8mEWzEiZAW7QSBbTZBXs9xNnTMAqb9RVX07VVL0mY11UG4K5ZXL3mR4hRe3FhYLvPTSKe49SJAg/8vUK91h4MCBCCF47bXXTqr9Sy+9xJNPPlmrOGOQY7D2R5j9fJVhFRYNvYfRMFX3WNUKCR6Fe3gK/s5NkGLiKHz5MLnldn3ivCSBU7+RGfw+NEkmwl1AqLcEyeGHMg+SxYhklCtCQH5CPSXMsg2DN3+F1Xtou+orJkwfQNsZL+g7q5QpGDVKn6K+cOEpP+HLz76ENGIk0qQXEWG2U+ujwInat5luJACawcSFo0fQti7Dqj6MHauLiQJqhA3rC9/j69qdkPK8Gs2EpFedlyMb4E4oouzJrjijM1F/+xHx6gt4Hvw/3Atew9rtbuTL/g/1tx9wZi5AMoYiGUNB8yJK87DM24myIxeBhDAoGJfvxTOoHf42sThvaIpjRAv8nZuh2RS8/xiAaNQQr/8QysAbMS5YjWHUfYFxa69MxBmyH//BzXD55chON1Lbdkjx8fgiIjH5vCghISCBv00cvgEXwLVDkGx2TjTvT/ILiI7SP4SHQ//+8MYbEF8x8SE2Fq4fCWYLNG8OoaGEuByEOkqRC8sgx4FcXRVeAmE3nt53VQfHMqwAFrcazpJWQ5md8kCN5QIofPYJcLn06ztIkCBB6km9PFe9evXip59+ChSQPBkmTpxIly5dKCwsPHHj/2XW/gizngeh6cZQk3Zw/cP1Sra2yG1hxw4s7a7CtevfxDkOASAcDsTBzMDt0iCqQiISgFmBEncgqbzcFM6+qLaM2PBGVefNm0OLFgEdq+PmgdWX6npS0Q31eopOJ5rXgwgz6x6pE+FT8XRpihIVirKlCOOEF+t17o47tp9/RjzxCMrPerJ39X8aERWO1r4J3DwGeXkajB2LJSEWze9A2rAN26PfIRc4KLr7IiImL0Uq9yIXOLG+v4ry1+JQ/aUoIUmovlKs7/+GcU0m8sFctIbhSCVujGlZoGo4xvVHaxqJnO3GsOkgON2wJhN/m1g8HaxIm0Mx7HLDgQNIU6ZAQQHSokWYl/yE79+HMGzapOeA5eXByy9jqvA2KiNHon0/F/c1cWi+MsL++RZ4fCd86pJiIsEElClgtVZ5Ldu1Q1xzNWRnw9Sp+vW1bx/GioLQmmxAkgRStdl/gor8LYevzn2dSfQxKCiaSv9ds9mUeCnDq1/ngBobT/T4F876WIIECfL3pV7GlcFgoF+/fvXeyTXXXFPvbf6n+PEjWPRR1ecm7WDs1Hp14S/PwrX1Kyyvfo/c4QgNCmuGrSRvzRwTqfofViMUVxX2DZfd3M0i6N4Evt2g35S7dKmhvL56CsfOAzsNCr6dR1RhIQg976tKGLVuhFEGSULyqZjnbkPpnYQ09mYYdMNxt6s3aXXkGpoU5NceQq4ML95ZoZR/xdPY3V5kVQsYrPKH68FVzXiQAMWOaZ8L86ezcF7fPBAPkw8UY9h6BGHQtcrcIy9Gi7WjpOdgmbme0nu7Y/5lL3j8+C9vgWnFfpx3dUM5UoZpUx6m/v0R/9aLccsFTsxv/6jngCmK/j5uHBw8CI0awf79yGs24oi9HtuMeeDxBYYHVSG6WvlL5U5wuiA2FHJy9LyyiRNhyhS0MCPykWrbV36XgKzVNOyPq7h+FqgsyQMQ4i1jwqLRNXPJAOMrL5/DEQUJEuTvyCnVFgTIyckhMzMTs9lMmzZtMJvNJ94oSG3W/ljTsEpqr3us6olzzVSEVo4vzMbyqHb0uXQHLNoNfg3VpKAcPROvgvQGFzMr5YHA7EFAD4eEh3P4qXnscKXRlSnYjlJer8z/at4f5t50ZjxY+7Rypt81mDFrN9CkwtMm/HUHqATgN5ow+Ly4Lu2CKUpGGjUKyXXkxEnq9WXKFKTi2rNknTddjr36vtLSUO59FPxVSeIoEjSIIfzbNNwh4VhKi0GRkHfkENn5BX0igSaw+F247uqGCLeg7C2EEjeSX0NJzyHs7q9QG0eiNbBjTDuAYdsR5CNlgF6KSC5yYlh/ABFuRS7ywC+3g9uHCDWjXdRK96pNeAEpuxCpcWPSH3uTWT97GLHqv7T973/B6ST6/Xcw+NyBc3tCWrcCs4Y734s5ZxeO/HJCnn4aFi9GjozQBU5VDQSU2UKxSQKD4/g1BqWj3k96LKdIrUR5SYJp04KhwCBBzjJ9+vQhPz+frVu3/tlDOWvUOyFl165d9OnTh4YNG9KtWzcuvvhioqKiePjhh/H5zr5b/2/H3CopBcx23WN1KuGsnbuwfLGRjMxIdmdH4/i9MHDXULxqwHNQ+apkVqeHWNLqBmZ1eiggqlh501k9BX5fksrC6Noq5g1TdYNq2TjY+oXe9nRZqGUjQjQaHz5QrSAvFEYm8tkzT1J0aUs8jaNRjWY+6vIMHz+1HHnkSOyvvYXxu5UYht6tJ6mfiXBgBf7yLMoHN6nlXhGRodg/Xli1rwVfIXp0A7+Kv00s/gsS9HYhZjxjB0OjBKwPP4SIDAVVoFR6ClUNhMCwdh+hd36JsicfpKp/S0kV4NNQ9hUg5zlQG4Tiuqodwq4rqQuLES02FLnAibKvAKmoHNwV3icNmPgC7sticN52MSWJTXlvyPu8Lw1gSZNr+L7bfeyJakdBSDxu67FFQKEO75JPgzc+JsuShAAOe+0VJ0YXU5WibdCvOSVNE9jRtCXeo7c/AfUR+DxjdOkSNKyC/ClMmzZNFxyWJH777bda64UQNG7cGEmSGDRo0J8wwiD1pV6eq7y8PHr37k1ubm6NJHWXy8Xrr79Ofn4+M2bMOOOD/NuSlQ7uah6RU/BYAZCWhu2dVWg2mNV9PD23zCOkpEDP3zoasxk8VaG2ETlz9HffUopjkpjTfBSd5d1cOPERKvXLY0ZpjPtUY0RvuUaC+OopUHoQwhodYyZjPRkgJ+B/cx6ypo9bkxU8F6ZSOuENttKag4+MZlhoAp6DNg4s18dDkzMYk6wDd/ZyDJ/Nr3Wn15JiA08m/l8XoNxwE1QUQ/YMT0FNDMf25gq8N/TAsGQFHDoMu3bV/Z0AcpE+4UDZV6CXyQHU1glQ5kDJ1otBSzllyE4v6qZCXcMLkEvdaA3sVR2ZDIDQZ346PBgefwFb41i07Gykgxn830d3Yb/uWUZtWUzUoe0k5WymzByOzVNa57g0lEAJmeqILVuQnn4a4wv/YcsLUYQ9ORbiZdixAzIzoQRUj4pssJCasb7WRNC6PsO5Mag8BiNmv0834ELDUZIaQ2JivfTZgvy98AkNNyoWFIzSaU6COQ0sFgszZ86kR48eNZYvX76cgwcPBiNEfyHqZVxNnjyZnJwcGjVqxH/+8x86depEaWkp8+bN4/XXX+fzzz/n8ccfp127dmdrvH8vln8BCF0f6Iox0HngKXXj//xNhOzHuC6bEQdf5dekQXQxhRPuKardWAjo1k1X9vb5aNvAw4TIhTB2LOmxH3FguUaP3rIuX1ChoDE/XWNlVm21+EqD6owktaMXdOaRcVCk+zmUiROxpaaSDOhZMPqsPZocX7X+TGL5ZEMNBfxKZFN41Yennwx4iwDMszfgGZ6C74nRmApMKOt/xHtVe1y3xRP6e0idIcZKY0OYFSSvhtYgBPftl+Dt3JjQe+Zg2JZTNSFB01ATwzCUuEDVUPZVTRZRu7TFUAxs2YIwyIhNaUjrVAz2UPwRkcQXZTH8xyeRc/MCfutQz7Hr5tVlWAUoKSF5UGcYNKtq2Zw50LMnuN0It0qItwQhS0ja8c2mc5l7ZRIaUnQ0UqtWsG6dXiT787NrpAc5/9CEYIMoYrF6hG2i6uGivRTGlUo8KVIk8jHKc50trrrqKr766iveeOMNDIaq2/PMmTPp1KkT+fn5x9n6zCKEwO12Y7WeWj3O/3lEPbjwwguF1WoVu3fvrrVu4sSJQpIkMWnSpPp0eVxKSkoEIEpKSs5Yn+cVmduFmPGs/n4aFP8+QRR/NEyooWahgVBNivA1sAsB4pClh/iaz8UhOgkBQowfr2+0bp0QI0fq78fg0/5CjJeEePX/VPHMDJ/YnqkedxyH1gnx9Uj9/W/B+PFC031NtV6iWze9zbp1QosKr7lOlgPnWU2MERqI4reHCMc/uhyzv8qXajUKTUJoMsLdK1n4o21CtRuFBsLbLk742jUUxe/fIIo/Gib88aFCkyXhD9e/d39cuNBkSWhmsxAgNEWqGhMIYTTq782bC5diDqzzyYrevp6v6sdZSe70daIovINQjSZRFB0t/IqsH8/J9HcKYziVlwAhEhKEmD79hP8D5yv3Ov4QN7lXiXsdf/zZQzkuZ+o33OVyie3btwuXy3VGxuXU/OIF7zZxk2eVuMWzStxU7VX5+UXvduHU/Gdkfyfik08+EYD46quvhCRJ4ocffgis83g8IjIyUkyaNEkkJSWJq6++OrDulVdeEd26dRNRUVHCYrGIiy++WHz11Vd17uPTTz8Vl1xyibBarSIiIkL07NlTLFq0KLC+su+FCxeKTp06CbPZLKZMmSKEEGLv3r1i6NChIjIyUlitVtGlSxexYMGCGv0vW7ZMAGL27NniiSeeEHFxccJms4lrrrlGZGVl1Wjbu3dv0b59e7Ft2zbRp08fYbVaRcOGDcXLL79co53H4xHPPPOMuPjii0VYWJiw2WyiR48eYunSpbWOLz8/X9x8880iNDRUhIeHi1GjRomNGzcKQHzyySc12qanp4vrr79eREZGCrPZLDp16iS+/fbbY39B1TjZa7Fej//79u2ja9eudSquj6rIVdi/f/9pG3x/e9b+COOuga+n6MnXp5Ej5C/PQhUFqG3jUBtHIMLMuG+9BJo1hPh4VqdMZ5s8nNW2p2H6dHj2WX3DSvmDk9CminPLTLjFUKdm1E/rvAycXsRP67yBGYRnIv/qbOMvz6J896c1iyMfzQvHmY4fVlHId8oUKNQ9P1q0DdfX43Wl+4rzrI17EtEwCq1JLJbPa844FGYDavNo/B3i0ZrEIoxGJJdPd+NoYPp1P3KBE8nhA4OMcrgcf+torB+vxTZlOVqUHV9qY8qmXEfOro/wvDMWLdKmh33j4xGGoxzTlTmRmZmYVT00XGKNpqxdKgIJ9agUzBOG6DStlsima9wUwkq2Ifm8hBcU6DMmzyOZu4AfIjtbr9V4kv8D5xP7tHKKFb1UUbFS32y2IJoQvObfSXqFt+roQH3l5+2ihNf9u9DOoU5j06ZN6datG7NmVXmDf/zxR0pKShg+fHit9q+//jopKSlMmDCBF154AYPBwA033MD3339fo91zzz3HLbfcgtFoZMKECTz33HM0btyYpUuX1mi3c+dORowYwRVXXMHrr7/ORRddRE5ODt27d2fRokXcc889PP/887jdbq699lrmzZtXa0zPP/8833//PY899hgPPPAAP/30E5dffjkuV01JnaKiIgYMGMCFF17IpEmTaNOmDY899hg//vhjoE1paSkffvghffr04eWXX2b8+PHk5eXRv39/Nm7cGGinaRrXXHMNs2bN4tZbb+X5558nOzubW2+9tdb4tm3bRteuXUlPT+fxxx9n0qRJ2O12Bg8eXOfxnDInZapVIEmSGD169HHX33bbbfXp8rj8LT1Xb9wjxIPdql4znj31vtatE477+gpvSqLwNo8W7i5J+lN5fHzgabw+3qS9apl427dL7FXLAtt+2l9/Hb19Zb99XisU0SsOi75vFf5lPFfFW94QBaseFAWrHhTFmyfX3WjdOiEkqYbHw927hfB0TRb+y7rqHpukJCHuuENo8Q2Er2VD4e3RTviWz6+zO19ZpnDc0auGN8lz1cWiYNWDomTGP4TWpNGxPTcGuervUHvNdSaj8F/UXLjmvyZKpo0W/ugQoYHIuLCXUM2GY3tvKo6t2BotCjt0EYcT29f2op2MB6hDhxrHmTt9nXAZo8+JB+qUvFaSpI+5f/+/pMdKCCHe9u0SN7lXBV7nM+ej5ypNLajhqTrRK00tOO19nohKz9W6devEW2+9JUJDQ4XT6RRCCHHDDTeIyy67TAghanmuKttU4vV6RYcOHUTfvn0Dy3bv3i1kWRbXXXedUNWa0QdN0wJ/JyUlCUAsXLiwRpuHHnpIAGLFihWBZWVlZSI5OVk0bdo00Gel5yoxMVGUlpYG2n755ZcCEK+//npgWe/evQUgZsyYEVjm8XhEfHy8uP766wPL/H6/8Hg8NcZTVFQk4uLiatgaX3/9tQDEa6+9Flimqqro27dvLc9Vv379xAUXXCDcbneN89C9e3fRsmVLcSLOiucKdBXqExhr9e3yr0NWOnw6Xn8/lW3fGwt7N9RcfjqyAU8/jemrNRg2HEIqdWNakwkjR8L8+YGn8YapMOTFdBqmH3vch9Ng7uASZmxYy0p/AR/kZPHE8t18wwGWvLWedS0O88YDpbza9hCvWIt4v+khpvWBLTOh61NhpM6w03qqhZ8m+85Y/tXZRC2v0gDTvHXkpYHukap2LWuNozG/OgvTqn0oS1fBJ59AZibap59Bbj6iHIyrd2F4v1r+UVoa3HST/r5+M8bDLsqn30PpJyPxXtka940dUUKSsH6xGQ4eRii1/x21cDOuMT0QMSFonTogvfUOmKt5pLw+lI17Md38BPYHZyEXlKMZjeR0bwX+mkKdNf4zhUCTZMJcBYRvXUNsYW2Ps9sWefw8KEXRz0M1GoxKxZLa6nhbnRannQEjhJ5jdRoVBf5sBsgJxElmJAkukxv82cP5y7FYPXLS0+Rl4Cc152wOpxY33ngjLpeLBQsWUFZWxoIFCxg5cmSdbavnQxUVFVFSUkLPnj1Zv359YPk333yDpmmMGzeulgD40ffz5ORk+vfvX2PZDz/8QOfOnWsk2YeEhHDnnXeSkZHB9u3ba7QfNWoUoaFVs4+HDh1KQkICP/zwQ412ISEh3HzzzYHPJpOJzp07s2/fvsAyRVEwmfSZ0ZqmUVhYiN/vJzU1tcYxLly4EKPRyB133BFYJssy9957b419FhYWsnTpUm688UbKysrIz88nPz+fgoIC+vfvz+7duzl06BBnglPWufqf46FqtRTzD8PYD+q3/Q8fwI41NZc1Tzlt2QAlV0+OVvId+j9KXYm5y79ArF9CzsoSwlqHYxsyjMO5bVn6NJQdhoKdEBtxiH7Tf6ZsQC8yo8NQLikgyyMj2TTcvcqIfC8Bl2xG85lQsxV8FdEIi0Oh69RQhFGQsU1itXRmRUXPCoodVP282ZocY1pz//6I2bP10BcgHyjQDa7K8zthAowbR2F0FNHbtyAV5uPvkAR3jdD/qdLSYOhQOHAAsfRntKY2jOsyMfnKcA+/CAChudE8RTivb47FVYKyPx9lf2FgCFqYmfLJg7HMXI9U5EBt4UT6fi7eq1Mw/bABzW5GKdCPQypxBQwP2ecj5YPpuhK56ienYVue/tdGUg58yl0f34dS4gZJQhb6sQmD3k5DQqpmglmdxzA8A+dRqdtAqQyZnmdIoJfqOUqz7a9GMzmESaaUP3sYf0l8QquRvH4iNGCrKMEvNAznaBZhgwYNuPzyy5k5cyZOpxNVVRk6dGidbRcsWMDEiRPZuHEjnmqzwKsbTXv37kWW5ZOaaJacnFxrWWZmJl26dKm1vG3btoH1HTp0CCxv2bJljXaSJNGiRQsyMjJqLG/UqFEt4y4yMpLNmzfXWDZ9+nQmTZrEjh07asg9VR9rZmYmCQkJ2Gw1y6cdncK0Z88ehBA888wzPPPMM7WOCSA3N5fExMQ619WHehtX06dPZ/r06XWukyTpmOslScLvP3El+vOS50fU/FyUXe8u/Bn7UKqpFkrhDeD+t09vXBMnIq1fr5c0EUBiNFBHaZrew5gzpSfpm3ohS36kxyV8BoHkqBgM0DXlC9qzAjHHwFcHuuO7JQfPPivGdg4iX26IGunHas9HzrGhCqXGMCRAivfRtIdM17Fnvj7cmSas7V24s5djSeiNIaRJ3Y0WLQoYVgDYbTVvyqNGwahR2Lr1ALcfBWDLPryvPoNz22dYlmRjysrSpS+O5OId0UsPTJWomN9Zh2nDfmSnggjbhWtoK7w398L26MyaY6iQW3CPSAFZRip1I309H2NsKJLXj2wzIXXogGYzwR8bkdSq8RpUH6ggJSURP2cGj8QamLX8VorafknM6sUIIRAGA6rZgMHhBtQaXiENCRlxzHQpCeDJJ+teOXEiYtGiOr1MpyO5cKz+TqYvQcUNp2vXv6zHKsjp4z7e7Nfj4EIltP6ykKfMyJEjueOOOzhy5AgDBw4kIiKiVpsVK1Zw7bXX0qtXL9555x0SEhIwGo188sknzJw5s3anJ8G5nBmoKEqdy6tHvz777DNGjx7N4MGDefTRR4mNjUVRFF588UX27t1b5/bHQ6v4Tf/Xv/5Vy0NXSV055adCvY2rv3XY71jkZdb8POieenehuKoV+hXAP146ZtuTJjVVL2ey4Cv8z/6HNSHPsH+Avmr/Ev19yOcwf2Jbtm1oU7FrA0IFPKCFQnxT3Xu1LW84kiyx448bic4Nxb3WjjtUEHFIQUICNMweiSE3TsBwwwMsfSsMdwkU7gZXoUTzdmZuPrX/53OOIaQJIS1vOX6jsWMRuYeQlv8GPhVhMyLVcVO25el1XgTgb9kA1+iL0OJC8eYVY/xaIGxmtGYxmHbkQUgIpmU7KAhthxISimF7NhSXYPhlG5LzqDI/soRc5CLkqR9w3d4FfH68vZqhJLZB2K3w+bdIRS48nn2YnK5a/5cBQ2TOHEhNpS26fMV7+55j6ObNRDuPIPv9yP7a5WgAZEUB9dgPQ6rRjFI5OeJoUlMpa96esL21JSxO9dfjdMOBR+I70LBvx7+81yrI6WGh7hv6ibCe4nanynXXXcddd93F6tWr+eKLL+ps8/XXX2OxWFi0aFEN/atPjgrVN2/eHE3T2L59OxdddFG9x5KUlMTOnTtrLd+xY0dgfXV2795d47MQgj179tCxY8d673vOnDk0a9aMuXPn1vByPXvUb09SUhLLli3D6XTW8F7t2bOnRrtmzZoBYDQaufzyy+s9nvpQL+Nq2bJlZ2sc5zcNknQDq0ESPDXrxO2P5sPHa3wsu/AfhJ1BFXEG3cB3s25gS8XQEruAKRyKV6Sz8abP2NqjN56Lu2FeHxLQE/IZIKan4J/fV16wbflswHiyc/U6cNZSGWs177nFXEZK+wXs4U76Dkrm5kF62ZvD6yC8CfT9u+kvpqYi//QL/g+moH3+Hu7Hr8dWnlXb05WpG94SunioFheKnFuOedYGkCXUeAvuu1Oxbj2M+CMX3yWNCfE7MawvCVgatQwrwH9hEwybDyAfKcP+whLQBHK+A8eXzxLS/V+gCYQkYXI4A/uvRfPmtbw0vcd0Zg7zuHnZeEIq9a1Wr64t6KmpxzWEXKYQQo6zPnz2NLj/fkhPB7cbPJ7j9ncyHq1TNcw0JDxTP4JBnU+xhyB/F4ySTHspjHRRWmuWYF3IQDsp/JyFBCsJCQnh3XffJSMj45i1eRVFQZIk1GpF0DMyMvjmm29qtBs8eDCPPfYYEyZMYM6cOTXyroQQJ8yjvuqqq3jttddYtWoV3bp1A8DhcPDBBx/QtGnTWuHGGTNm8MQTTwTyrubMmUN2djaPPfbYSR9/9WM8epxr1qxh1apVNGlS9Vvcv39/pk6dytSpU3nwwQcB3Uv19ts1o0OxsbH06dOH999/n/vvv5+EhIQa6/Py8mjQ4MzkMdbLuOrdu/cZ2elfjlMxqKqz9deAW0AoRsJu+8cZGVZ1uo6Fwn1QuAfy02F7ew//6P8+HYvWgSGX9x9IJn60Hgu3RkPzVOj7nH6xHk6DpU+DuwRko4RWEdYOTQRHLmg+cHvC+WXNnTQP19s3TNXrCmb9DpdNOP+T2E8Vw51jKQ87gPm1ubhL3IQMn1yzgd2OKNGNFNMPuzCtPIh24QVgNlL64U0gK+B3wdztGAqdeK9ojb9NA0wb9+ulbY613w3VvKUVApzKjlzkTbsCCvuSEHWKbwqrEenCTvDmm7X6bdtEpu2zXeFqvcgyY8fC0Osg8+BRnRx7bA57NCX/mXRc44rUVFi1Sk/o//JLiI6GgoLjbXFMjicweiKDy6eYyXvlfV3sNEgQ4Eolnm3+k8u70oArlLizO6BjUJeMQHWuvvpqJk+ezIABAxg5ciS5ubm8/fbbtGjRokbeUosWLXjqqaf4z3/+Q8+ePRkyZAhms5l169bRsGFDXnzxxePu5/HHH2fWrFkMHDiQBx54gKioKKZPn87+/fv5+uuvayXJR0VF0aNHD8aMGUNOTg6vvfYaLVq0qJFsfrIMGjSIuXPnct1113H11Vezf/9+3nvvPdq1a0d5eVWt0sGDB9O5c2ceeeQR9uzZQ5s2bfjuu+8oLNRzWKsbkG+//TY9evTgggsu4I477qBZs2bk5OSwatUqDh48yKZNm+o9zro4ZwntaWlppP6v5jp06IW09VcwmZFu+PdZ2UXDVIhqBofWAALW3urghsRYvDuj8IU3ptWPCfSdDnsX1VRUP5wGXw6Fkop7eewF4CmF+BTY9Z2eJlSJ0Q57F+t/37xQ76vskP5+4aizclj14iPfXpaLPHpLDfiHsfkZ69f0+rcY1+xDKvXB0cbVG2/AP24Dv4pxYxb4Nbx+H+UTByCi7BgOeLE9tQAlvxwkCWVPLsrmQ0iqOOl8oUokv4bl6U+R/FVfSsDjo0gBY00M7AtfLzx+ZxVFlikogLCqkIIAJEXRtbqobdhk334LDafOOL5hVZ3KMNy+fUiFhTXClyeTkyWQWNbvAfqlTYOSkpNXcpckpGnTMI0axemnpgb5O5EiRdJBCme7KDmu96rSa5UiRZ6rodWLvn378tFHH/HSSy/x0EMPkZyczMsvv0xGRkatpPAJEyaQnJzMm2++yVNPPYXNZqNjx47ccssJ0iOAuLg4Vq5cyWOPPcabb76J2+2mY8eOzJ8/n6uvvrpW+yeffJLNmzfz4osvUlZWRr9+/XjnnXdqJZufDKNHj+bIkSO8//77LFq0iHbt2vHZZ5/x1Vdf8csvvwTaKYrC999/z4MPPsj06dORZZnrrruOZ599lksvvRSLxRJo265dO9LS0njuueeYNm0aBQUFxMbGkpKSwrhx4+o9xmMhibOYRFVYWMhnn33GRx99xLZt2+qd0F5aWkp4eDglJSWEnaczkM4nDqfBD/freVDpHT0UjdnNfa402qf0JeGSuhO3594EW2dXOCoEKGb9XT1KmzAkEcorZqgqFrjwFtg5HyKTYeAbf77nap9Wzjh/VYX1z0xdj9O6fvh6tMXw+w5ETBjyj0tqhdpEfBzk5FYtkMDbMxnJYkMeeReGR56DgoIqQ6qaVVVfA0sYZSSfBpJUp3dJi7Yj5s7G0Os4xV3T0mDAAN2w6toVnnoYxtwB+RVhwoqnPHGUZ0yTZd737OAeQ8s6uz0uaWkwZQqe31djytSnWp/ISPIpJr7rey+X759P+P790KgRjBkDL72EcLvr3EayWMBuh8mTg0WYzwPO1G+42+1m//79JCcn17hRniouofK6fxdbRQkyNYVEKz93kMJ5yNAKi3Ru863+qvzyyy9cdtllfPXVV8ec3Xiu+eabb7juuuv47bffuPTSS89Inyd7LZ6VQPLixYsZNmwYiYmJjB07li1bthxzZkCQM0txBrgKoNlvZrqN7UADy2iE1IS5N8GmGRV5UmlV7Y32Cu9UxX1a9dQ2rKDKsAJQ3bB+KjiOwOE/9JBi9T7/DBZqNWdwjvdtZZ9WfozW9UN64RVEYgxSYbkur5BW82Cl/75SM29B6OrqxsXbMEyaWmWMGRW0cHNFeFiqpT2lhpjAcPx/yUAo8VjPRBYD7oQTSCg8/XRViG7rVohPhh9/hv79dWOrQwc0RXdqVzeAdlzVhwFyQu3+ToaKigDmOV8g9e+P1K0bXHwh/jB74DxUf2mShDFU5vr17xPuLYELO0CbNnD11bBihd5H//5I48cjJSUhdeuGZDDAkCGQnx80rIIcF6uk8G9DG8YaWtFOCq+xrp0UzlhDK/5taBM0rP5CHK0Ar6oqb775JmFhYVx88cXnfDxnLCyYmZnJxx9/zPTp0zlw4ACgP/mmpqYyatQoRowYcYIegpwuq6eAo0LvTvOBuwAWPQII3eBKnwt+D2z9QjeojLY6DKmjH+NOgObVw4Kghwr/LAbICWRpDg6iezT2iHLe8O/iAUMrvSD0aWDoNQi++RFxzVWIzEzEE48g/7S8qsGoUYj774PSshrbSaAbL3Y7Woc2cOQwnv/rgJJVgFbkwZKWUaO94vTp+VVGGXzH+BJOUABZynNiSTi53EgBUF6O6+kp2BZ+rgtrAjRogOT31WqvFXlP+1ySmlq1H2Bb9xF0WPUFSBJCklA0FSTQLEbk4grvVIETnF7YuAWWL4eLLtLzySqN1mefDXjGgrMBg5wssiTRSYqikxyFX2i4ULGinPPk9SBnhvvvvx+Xy0W3bt3weDzMnTuXlStX8sILL/wpxadPy7jyer3MnTuXjz76iGXLlulhhIonakmSSE9Pp3Xr1mdkoEFOTNex4CyAg6uhciKYq1oRdX/FvUpUTC7xOeDoB7PW10LmChB+8Ll04+lYBpekVPX1Z9NMDuEl00WsUPOYrWaiIijAy0Itm3vkUwhjHU1qKmrLeJScPDRPUS2Xr9osFmVjWe3thIDVq8FuRnJ4MH6zmdInBhH64bKqEF9lU6OC5PEf27CqxrHCiWtSRtHtWNpdlXTrput4VVDyxz4OduxPTIckor79vKa+VzUiswrrXH46hD05ll+fgN0NO3DL2ldRSopBkVBcXrx2O6JxY2TZx4bkK0ld+AGy262fz+qCrlBVKzNIkFPAIMnnVMcqyJmnb9++TJo0iQULFuB2u2nRogVvvvkm9913358ynlPKudq4cSMfffQRM2fOpLi4GCEEiqIwcOBAbrvtNl5++WXWrl1bY4roqRDMuTo1DqfB1EuO06Ai1mO06S9nNQkuSdFTbtrfqBtrlWKkedth0cPgc1YYadWuGsUCt6348/OuqrNPK2ehls0AOeH0vS0V+H9dAP+4AyUzDzU2FKlVG5TeA+CTT/Bf1h3l0y9ArZ1sDiDMJvB4yUptQ7TXhX1zZu0dAFqIGbm8tjTDybI7eQSt9p1AcKxhQ8jOrtM4kwBMJoS3dmxYs4WgOOowIE+T3XsyaXxVN8y7swNj0ABXeAQFie1YfsntDJr9KBGeAiSjETp1qum5CnLecr7mXAUJcqqc7LVYL8/V22+/zccff8zGjRsDHqpWrVoxZswYbr31VuLj4wGYNGnSaQw9yOlytJGT1Bsyf0VPWDfBNVOrZvc9f5S3VGjQYUTVjMLKUjYNU6u2OZwGM6/Rc65A927t+r5u4yrjhzdouHQOBTGx/HTjP+jRtOcZM3aORzM55Mx4rKph6DUILSsPfCrKoWI4tBqxbDUAyrTaxlLAeFFk1K6pyCvXUtamNY1nLzjmPiRHHYbVSWa9+xU7keMfPnHDpCTIzq5bW0qSoHVrnHsPYHMW1xxGHQbXmaDx3OcxZ1TVb6tMoreVFGMrWcnwnWkYKuPXMTG6xEOQIEGCnMfUyw96//33s3HjRux2O2PGjGHFihXs2LGDxx57LGBYBTk/aD246u/iDP1dUqDFVbBsnJ7cDnDp4/oMQckASHDx7bpBdTwvVMNUGDlf17mSZN0g+/U/dSe1N1w6B6PfT/yRw4x863m+r5SO/6vSvGn9t1E1lF9XIvn8tP/yRyT/sT26Ul1G1En6lo2dO9Jg1El4c958s0byuFTthSTB1q21DCuA9DbHKHdzmpjf/vGYoVAJAoaVkBV46QxUNggSJEiQs8wpBZmNRiNWq/WUdCuCnBuGz4M71sEFI3WRT6NVz4/a+Y2uafVzhWh8n2fhaTeM88GzGlxzkvWoG6bqquwN2gMVBtaXQ2sbWLnRVWq3iqbRacVPZ+T4/izkGbMRbU9BQyswyU9FsxtPv55LZbeyhD/Mrn842bBLaipua3jt5bJ8zHwrAUR+coxyN6eJ9J/nkRTlhKdE0lQ4ieKzQYIECfJnUy/j6tVXX6Vt27YUFRXx7rvvkpqaSkpKCm+99RZFRSeY/h3knFMZ1rtwFHQ/Srs0PKnuberD0qchdyskdtZL4JQcqG1g5Y14BKfJBIDTZGJ9zytPf8d/JqmpyNv3IA0efEqbS34V2eE79VouRyF37oJxyS9II0fCxJOvQVT4/Ot4zEeFZ9u100OGt9+OmpCE01zljfaaQ85eTt2oUfDxxxAeeuK2U6acpUH8/din7mGWdwafe6ex2Pvjnz2cIEH+p6iXcfXwww+zdetWVq1axW233UZISAibNm3iwQcfpGHDhowYMYLFixcHKk8HOX8o3FX1d0giXFW7MsopYwmHG+dAeGMoPagnwVeS0rQ79v/+wv7Ji5n+wlSuSu575nb8ZzJvnm7QyLX/hdQGdoR8DD9MHUaVJMu6sVbZl9GgazZVp47/VCk8vCqx+/PP65XgnTj2VizuMiQhYN06GDkSPvkEMjLggw8wHM7A7s7m8ORpFMckUfDiWyfd9ykxahQUlyLN/xKpUSSSUQ54sgJhS4slKLVQD9aqq9AqpvnmkXOC1kGCBDmTnJZCu9PpZPbs2Xz00UesqkgyrS6muGPHDlq2PPWk4uBswTPH4bSqmX+n6oE4uo8TfT7fqD4+OANjrdBW8v/2E0pWHppFwZfSEsOugygFJyFgajIiXVxt5ttRWk3aKxNx94xF+W0zapNILDM3IGXnIuLjkLNz4Mora2hG/W3ISocfPoAFq+Dnjboye4sWumcuOEPwpPncOy3wdwPiuNI08JyPIThbMMjfjZO9Fs9Y+ZudO3cydepUPvvsM3Jz9VIgkiTRpUsXbr31VoYNG0ZERES9+gwaV+cXc2+CbV/qMg1D/kKSQpWFqSv1v8wV6UaeEkjsCref5uQz/68LEP+dgOfWflgG/hPD3F8Qd90Jbn3mn9qyIfK+I0gVMg1SQgJ07HjqxkJ1I+wsGRvpWRqzlmuM6C3TtskxHNznYBxBTo196h5Wq78jENgJYbDpzylHEjSugvzdOOfGVSV+v5/vvvuOjz/+mEWLFqGqKpIkYTabcTqd9eoraFydX9THM3UuvFjH8kTlbdcT9iVZ1/CSjbpgal2Yw6HV1WdhnGlpaE88guYpgokvYHjhLb1QclwczJ9/3hsj4z71s2SDRr8UmQm3GHRv0vIvoPcwaNJWb3TTTfDll3Djjf/TAp4FWj6b1PWARFM5mWxxmDZyO6LlmD9tPIv83yMQSEj0N1z9p40laFydHzRt2pQ+ffowbdo0oKoO4LJly+jTp8+fOra/GmdF5+pkMBgMDBkyhCFDhnDo0CE++eQTPvnkEzIyMs70roKcY6rrXp2I1VN0LxeceS9XpVFVuA8OrdE1tvxuvS7itq/00j/VqatWYiWeEtgyE/YvgxHfnUEDKzUV+aflValStniIjv7LeHlG9JYD77PznITNm86AjN/147llvN6oInyZPupJXv/SRXFrN481t5MSYvpTxnyu0I2pDYCgqdyMDeofuNHrmuWqOaj4ydIykFGIkCJIVbqcU+Nmk7oBUZHcJyH9aYZVkJNn2rRpjBkzBoAVK1bQo0ePGuuFEDRp0oSDBw9y9dVXs2DBsbXy/s44nU7++9//0qdPn/PeKDzjxlV1EhMTefrpp3n66adZtmzZ2dxVkPOMSm9S1zOcf3w4DWZdC+XZFaV7RFWpH6htWJ0s5dnwUXewRsMVL1cJpp4x/mLlWdo2kRl9k5OFWjYf7zAT3uJq4jMz6Pjpd5CUqtdbrDim1790MS+6lLbOQ/hXLkY7WIB8+W1VHq6/GTu07WSLQyDgsHYYqNQIAxU/IKGhoQmNPJHHInUh/U0DzpmR4xRVbtr28gXnZJ9/dVSh4seHASPKn1is2WKxMHPmzFrG1fLlyzl48CBms/mM7KdXr164XC5Mpr/Wg5DT6eS5554D+N82rqpz2WWXnatdBTkPqI+X62TZNAPm36l7qODM1zXUfLrq/Pw7oUG78zMp/1yyUMtmtVZAP5OXbuEbaLl1C8rSdDzy47zQIJlrGrckJcREcWs3fqfGv6Xf6Ljtd6SsQjDaqzxc5ykFWj47tO3HDOFVhvu8wosfPy5cCM2AGyeKVHPiZ6UYa9WnqvWa5Odn/yIMGEhROtFMaXH2DgrwoP+DWLDS0ZByVvf1V0YTGofEQXap6RwR2YHl8VICrZS2JEqNkM9xEeerrrqKr776ijfeeANDtRnDM2fOpFOnTuTn5x9n65NHluVgePUsU68rZ+XKlaf1ChLkVDmcBgvuqjKsziaqBz6+tErF/n+VAXICA10qDxYupqeyH3V4R7z9WuEedgFXlszj3p2H2VDu5bHmdh7RDtBz9e9448JwJzXWc7OOQXqWxk0veek+1kvXh/TXwKe8pGedGwmXAi2f+a5lzHEuJ0Pdx1L/T+xT97DQ+z1feWexwPsNX7vm8733B7K1wxSQTwnFePHglRzIkjiOYVVFdSkJPz7cuNisbjzrx2bHjgUrKUqns7qvvzI+4WOZ/yd+9S8lRxypsS5HHOFX/1KW+X/CJ07RFX6KjBgxgoKCAn76qUps2ev1MmfOHEaOHFmr/auvvsr/s3fe8VHU6R9/z2xNdtN7bxBCCRBA6VUUrGfHLnjF8vPwOL2znOep593p3amn3p16ng1FsWIBBZHeJRAglBBIhfS6m2SzbWZ+f8zuJpsCCQJ6mo8v3OzMd+rO7nzmeT7P55k0aRIREREEBAQwduxYPvzww5NuZ/369QiCwPr16/2m/+tf/yI9PZ2AgADOPfdcNm3a1C0F5132/fff509/+hOJiYkYjUbOO+88jh496re+TZs2cc0115CcnIzBYCApKYlFixbR3t7uN27+/PmYzWYqKiq4/PLLMZvNREVFcd999/l6FJeWlhIVpZpSP/bYYwiCgCAIPProoyc93u8C/YpcTZkyxc9qoT8QBAG3231Kyw5gAGsf9jSMPkuQnPDpberfpz1F+D+CdNFMdG0xDkW1lbDGRNA+dyQNMYnY0aB3NfDnY0F8MDSCnOIvUMqO47IH0aINY7l0jLFyUo99JN/dIFPkfz+jqQ2eeMfNkgdOf5qiQa4nV9qBVbHilEAWHQgimESVGDlxsE3arA5WPJEfUX3y9CNOnRhV+PE6hm7K59DUbBoTo9RxXVmW0JV0CWjR0iDXn7EUYYF8kEYaSBHTzniE7H8VsiL7kSqli/mc972XZM3Unn/WIlipqalMnDiRd999lwsvVK0zvvzySywWC9dddx3PP/+83/jnnnuOyy67jBtvvBGn08nSpUu55pprWL58ORdffHG/tv3iiy9y9913M3XqVBYtWkRpaSmXX345YWFhJCYmdhv/5JNPIooi9913HxaLhb/+9a/ceOON7Nixwzfmgw8+wGazceeddxIREcE333zDCy+8wPHjx/nggw/81idJEnPmzGH8+PH8/e9/5+uvv+bpp58mIyODO++8k6ioKF588UXuvPNOrrjiCq688koARo4c2a/jPFs4pbRgQkICGs13l5cewI8HlbkqyanNP/vbViRYde+Pl1wBGOOmY21tZY/NRVjhAcbvPEz4G1sZPCuNe8+XeSnk5wCUpo7FttbCvjU/YeqItxgU9gGv3pDAnwKGd1vn9dNFvtrlH6Wyh7nZktbOsqNmrhj07XQlea1OXqpq49Z4OyXswS40YNS41Vum2D3KdKJ66c7EqvOwoZvySdlXBMCW62d5h6jjFX9S5vtbULDQTIF8kMnitFM/wBMgSxzm9zqA7qhQjvulAXuDgkK1UkWlcpxEIfks7JmKG264gQcffJD29nYCAgJYsmQJ06dPJz4+vtvYwsJCAgICfO/vvvtuxowZwzPPPNMvcuV0Ovn973/POeecw9q1a30pyZEjRzJ//vweyZXdbmfPnj0+3VZYWBj33HMP+/fvZ8SIEQA89dRTfvv3i1/8gkGDBvHQQw9RXl5OcnKy3/rmzZvH73//ewDuuOMOxowZw6uvvsqdd96JyWTi6quv5s4772TkyJHcdNNNfT6+7wL9JleKoiDLMjfddBO33XYbgwYNPB0N4Mxg/WOw8XG1b+F3hdNrVPK/B605mficO9lYZ0Nj+QfKW8vR51dCST1xUjzpl+9h//aVKM12Dm+7nMLCKWgEiRlj/4m2pJjirBRWylXMFeN8UayhySIZsVBUrZIOBWge0k5LkpOnittOiVw1yPVscu6i0mlHwsWYeDv7gUCtGwM9dxsSepneeb53UNdxh6Zm+7360GlsT6lDEZE4oftN8nQhQow8Y8Tth4JC6RACQreIVU8QEDgsHSJRPHvk6tprr+VXv/oVy5cvZ+7cuSxfvrxbxMqLzsSlqakJSZKYOnUq7777br+2mZubS0NDA3/5y1/8tF433ngji3rpirBgwQI/QfzU8c9u1QAA0LdJREFUqVMBKC4u9pGrzvvX1tZGe3s7kyZNQlEU8vLy/MgVqISqM6ZOncpbb73Vr2P5vqBfsc5vvvmGX/ziF7S1tfHkk08yZMgQpk+fzuLFi7vlUAfQf1TmqkadXZsf/xhRmQsbvmNiBTD+l9/t9s8Kyg/BS4vUf+WHehzytc3CzogkmmYMxxYZgtLiIG3JOv7w+p8Yum8HVkkic/wKhmWuZczYjwk/Xsu8bZt8oviVsn+k4MZZGiKCIT4CdBoIPRxARJWe+9NN/d79Yukoq90raRWqCDY0EWZoxaR1E6g9sQzhZLdWxfO/nsY1Jkax5fpZNCZGdV/GA2/bHjq9ysjskLZRLPlrU74t8lqdXHOogWsONZDXegLvkR85JEWiWqnqE7GCjuiVdLqrZ06AqKgoZs+ezTvvvMPHH3+MJElcfXXPJrDLly9nwoQJGI1GwsPDfakzi8XS4/jeUFZWBtAtWKLVaklNTe1xma7EKCwsDMCvz3B5eTnz588nPDzcp6OaPn06QLd9NBqNPk1V53X+r/Yt7he5GjduHC+99BJVVVW8+eabTJs2jc2bN7NgwQJiY2P5xS9+4WuDM4C+w0uqvvgl5L8L71x66gTrMS08Jqj/Tpcge/1j8IQBHves+3EtPBkK/52obuN0EMK9i+EfqR37vP1Z4HvQovLgybWh/xPYJNXxxfInkO6dhv3+WRTseI8PSr7i6L9/RtXbD2Av28OGCJHifT03+E2NtnLprnVEyK3oLszAHW4ivKmeiJ0HsegD0brdGBOPc7F0Kw1xjUg6DSURJuaKcUwQI5grxvmtb8laiQYrVDSAS4IYp5aL6oLJKjpK5dyH+XhuQ5+uqbxWJ+sdO5GU/us5+xKV7EaWBPVfuS2YxaXZlNuCTyhm70gJdsyTkciTdvV7f3tDXquTGw83sdbiZK3FyXWHGk/bun9ocHNqAvVTXe5UccMNN/Dll1/y0ksvceGFF/bY3WTTpk1cdtllGI1G/v3vf/PFF1+wevVqbrjhBk6zN3iP6E0a5N22JEmcf/75rFixgvvvv59PPvmE1atX+4xMu/Yg/qFJjU5JpWc0Grn55ptZt24dR44c4cEHHyQkJIT//ve/TJkyhWHDhvH3v/+dmpqBZqEnQ2UuLJ6tGllWbAcU1Q6gc/PjfqHTA9bXD5yOPYQtT6oCb+/DmyKp3lIV29UKvv3vfYv99WDdI2ApU9f372w4+NG33+/TgaO1Mtde4ebTF78HTO8UsEmqY/nyPzLhN1dw4ddfIEpuDA47UV+8QcKGT0kvPEhsbR2Gdgfn7tvLyqnTe1zPDYYEQgUdALowA7oL0pGHRkNOHIogcm5NARlfbsdYXMO4T9aic7qZvHsbM7+p49V9wVhs/kL1Yz1UlO8sVHh3WT3bvxrOga9C+eJvErcfaSKv1dljVDev1cmvSovRCI4+xiH80Vtv7d6g+P4H62tTyGuKZX1tiipcF/yjVIIg4JLUm4Xcw865cNIgn56y+nmHGqhxdVyf9dKPPJd9AmjRndXlThVXXHEFoiiyffv2HqsEAT766COMRiOrVq3itttu48ILL2T27NmntL2UlBSAbtV+brf7lA3A8/PzKSws5Omnn+b+++/nJz/5CbNnz+5RO9ZXnGpB3XeBb10CkZ6ezhNPPEFZWRkrVqzgyiuvpLi4mPvvv5+cnAGPlZPh09v8TTC9yJhzGlZ+GgpcKnNBPgGvcNvVNjPV+1RS9NdI9fXtuf43wq43x67vZz4OWqO6vrr9Z8dyoS8oyZE5liSz5KvvAbkqPwRvPdpr6q4zKnNh5Z/fY9Tvr+eir79E6/kQFcCh1VIXGsrx6BiKExKpjo7CEWjky5nnMTdoSI/rSxfNpFz8K9xmtTGjMzWCtodnU5UzisYxw3Amh9OwYBK284bg+MkIFFGgRgxiUMMxmpxtHDv0Ju7Wct/6bjnP/+JMihQ4L7mJ66s/YML4rQy/oJk989pY1mDnpao2n+P/9mdVUnX7kSb+fKyFMZFlaE7hOj+Z3qo3eAnWzOgycsKqmRldpkbAPCEqQQCdh4QaPU/i3SrNFHArEitdK1jpXP6tSFZeq5MGv4yVAsiM3XeI20sODKQIu0AjaIgV4hB6jDd2h4BArBB31o1FzWYzL774Io8++iiXXnppj2M0Gg2CIPisCkC1K/jkk0/6vb1x48YRERHBK6+84lfVv2TJklNOy3kjUZ2jaIqi8Nxzz53S+gACAwMBaG5uPuV1nC2cNhNRQRC48MILMRgMtLa2smrVqgHrhZNg7+Leq+DWPXJqRpY/3wn/Ha9qlewNp7Zf3vYyOhPs/i8nvQvJLpUQedHeoL6v3guxo2DWEx3tcGyefareq/b9szVAYIRKJg2h4K7ucRPfGdLy1BtjdsvZNRPsCbXr3iRyzyYsR3dQOH08q5JnIAl1XLRpI/oZ15OTOsk3dvuzMDX9LYI8/TwVQBZFNow7h/H79zOkrIwhHp3FHY88TpvZTAharuzBOsGH5KHofvEMLevf5o2hQ4nWWMibMpx7itcjFLsJcLbjuHIEwWV1CLLC4OYKFh75jA8NlzLBfJAvDsFb5it5KCmIn12op87i4rMdCgnhcO9VGoY++GtYofYqvHJJBGmtTlxVEnfEmYhZBI1uibybiqgX8mjRxTMqop5oY2uvPlMnQn+IVbktmPW1KcyILiM50IoCJAVauTUtH1mBynYTZlFPjNGOAzuRQjQGwYBLdlGhHKfJHka4sRlFkPy2raDQQD1fub9gvGbSKVknvFTVuWmmd80CpbYQgnU1vFTVxsuD1ahhg1zPTvd2GpQGFBQCpCiuCuxfuf4PAZmaoVS7T14tCOpnNETz3XQauPXWW084/+KLL+aZZ55h7ty53HDDDdTW1vKvf/2LQYMGsW/fvn5tS6/X8+ijj/LLX/6SWbNmce2111JaWsobb7xBRkbGKUWMsrKyyMjI4L777qOiooLg4GA++uijb6WhCggIYNiwYbz33ntkZmYSHh7OiBEjfAL67xNOC7k6fvw4r7/+Om+88QalpaUoisKgQYO6Kf8H4I8Vd/U+z1Kmaq9u+Lx/BCt+HEx7BLb+FSb99tT2a/uzqvbrlB7tPRBENb3p9TOa9YT6amuAoq/Uv00xULkL2uvV3n5t3zNiZYmWKcmRScsTScv57snVW1PGc0tpPhFNTYzau4vG0AiC9xUwbt9eciUZftpBriYsgl1f3cwk9ysgCGybcSODZ1/NYbmKidYXoCAXW6CZ6sgIzt+1iw2Tp3OtIeXkO5E8lKBb/sSUVid/tB9mmKUA0+qt6Fpb0QGyRY/Y7sQtiiAIWJJC2dQ+hC3mVJBs1FrKmGOJwyhCcmI995h3Um+bydDkNF+vQhYt8tkppBs1LChs4vqYAHb96QiXJOYjCnBBbAlaoSOaGGKzkVpbR2l0FBbP0+3pgjcFCHBLasfTkIhIpDSMSlcz67aMoMigYV5GFakJUXxU305O7EYAQo0NHGsNIznIigEDDlw4ZRmtqJItWZHZ6t7MQUcVlwRO7de+3RGnFgAkBpXyXGk0iodm6gU3KYEWDrRW82adnVuj4iiQD9JAve9r3a6p+zan5X8WCUIisUIcNUr1CYXtAgIxQizxQncbgu8DZs2axauvvsqTTz7Jr371K9LS0njqqacoLS3tN7kC1cZBURSefvpp7rvvPkaNGsVnn33GwoULT8nNXafT8fnnn7Nw4UL+8pe/YDQaueKKK7j77rsZNWpUv9fnxX//+19++ctfsmjRIpxOJ3/4wx++l+RKUE5R+eZ0Olm2bBmvvfYaa9euRZIknw/Fbbfd5ivL/DY4XR3Vv2/oj3eTqIPL/nt2vZb2LoZPTvzQ1CPiog8xIec9tu+dR1X1UASNqs9KmAA/89Q5VOaqhqBeFK1SXw0h4Gz57qsDO2PPHDfVmTKxhSKP3qD9zv2uNkl1bCrdxEVrv8SWEc/HyVMwuBq4aMdmvsiezNzRs5mqiTr5isoPwYb3VBf1De9B3hrIOa/f7WrOPXqEP6/9J+cd3AmA02jAOSoe454KtA41HeXQ6rhk8hPcY9jE+Ye3sXrIROaHqw1qczjOQ8panhNmkCU28BVDiQ4wsyDWxJPHWqhwyiQFWpgeXcZBawTXJR1EJ3akNzs/S48qLSOuqYmqsDD2pvaBJPZ2ajxRqpnRZSQFWv2meSNX4cfrSF5fwH8zL2d4digBxmL+9PVsasNFMlq1pCSJJIblMjasIzpSZgtmg2cdKYFWREFElgVfNMuLUCGUidop/TIZ3dpWxQFlI+vr41hZPYikQAuzoss4bI3gm8Z4hgRZ2Tx8KA1yPSvdy30VkKKiY45+zhnteXi6fsPtdjslJSWkpaWdlrYtLsXFRvdaqpWqbrYM3vexQhzTtLN8ad4fI2RZJioqiiuvvJJXXnnlu96d7wX6ei32O3KVl5fHa6+9xrvvvktTUxOKojBx4kRuu+025s2bh9l8grTCAAA1MtSZWNVkOdlzXRujl5qIKfAX/souWPXrs0uuvISnP9CZYNq09xgctwZRCx+teBRRA5IMzaUqYStapUZUblrZQbIMIarmzGGhnxoxpdMN9syIHL0pwbQ8kXUF332/wamaKKZmXElx2gV8JR3DprQSt/Uo/5x+DfYKiZqa/UyN70MPz+ShHURq+jxos6j/yg/1q9nyrSHhvJL5ExLanWicVgwtduL2VIBBg6e9HXq3i9tLlxMs2NGXN2KkGnGiWghqxcifhVnsJZ5iOYRq9FTaHSwscjOUKh7SbMUUJpFsaWZ/eBxuseO74f3EJQU0ApRGq6SyJNqfXHYlRidD5yjVran5KEBKoNUvYjV0Uz5J+4uZYt3EWzELuD1GZnZkFest0VyVVsdRrYlAjZNqu4kwXTsaUWFNVRb7rKGUtIWyIG0vKSYrigCNTiNNDiMZQc0AWJRmVrpXMFEzuc9pwj3yVoL17VwYV0y4oZ1QnYMhQY2E6lzUOExkBbrZ4t7Y4a/lEd8rgotV7hXM0V581ppKf1+gE3TM1J5PpXKcw116C8YIsQzRDCX+O+gt+F3CbrdjMBj8UoCLFy+msbHxe98k+fuIfpGrMWPGsHfvXgCio6O59957ue2228jKyjojO/dDRXim//s917VReJ7a22XOo999l/KMOWoFYH+sXcLSYcv2eTiHwzf58zDFwrg7YM/rYD2uashaKtSxVy5RCWbx12pkzod+RK06GzWeqfqRkFqR0avUH1cLKhm8aeUZ2lg/kC6aMctaWhWJwlGZ6Dc3syZiLFNKi/h7wFHuC+uHdid5KJhC1OiVKaRf0av/i4rg/2bM4t9Tkhj19nNMqtgNgEMxQKABrc2BHGjg6JRh/LtwJtPec1CbWc3dg/axrDKFIpt6Qw+hncsMB9mhT0UbrLCzIp4F5DJLKsJep8PodNLm1rE7IJVgXYdAWwaKhAgSZQsOowlLavd0YNeU3smE7DOiy5AVgRnRZYBAu8uIWedGFly+iM+hqdnYJB0bM6cRKhiJ00zk0XOtvibQWx35iJWHGb7hKO8MuY30zBFECO0Eaew0OY2sr8ngF+kHKW83srh8KOdFlwHNgPd6VtgmbeagtP+kUax97jyC9S2+90ZFQ2agymwzjFrGGuO4JHYPZXI5xyj3d48X1EeUM+kY/32GKIgkCskkislIioQbF1p0Z128/n3B9u3bWbRoEddccw0RERHs3r2bV199lREjRnDNNdd817v3P4d+kas9e/YgCALjxo3j4osvRqvV8vHHH/d5+YceeqjfO/hDxDf/9H8/eqnJ7xX89T6X/+3sPj3lv9M/YgVgrQR7w1COH38UgIAIOL5NrQIsWqUSNm/kau9iKFwBKCCdYr/AU632+jaw98+X74zC6xu1yyRwkXUjBpuDyxu3c87qw7x1/iXcPOnOvq/M22T5BM2WT7YvG869jGEHCwl1tlKsjSVAJxIfXosowM82foJrxSSUb9JJDBVJum0z50XDG6VqTzALAbgSjdwavI9SVyiHmyJ4vW0cWcH1YBJIaGhiuZxFYXsc0ykmRKd6DrW4dGgUGaPejSR7OwH6QyVJHa89wYqREsJIpYnkQCs3p+ajFRTaJQPVTj1punYfGRGApqQoNLcMQ1c5lC+rjBhp41eGcFZtmET4dJFJidm0b3yfuPz9XGH7jAvlFNp0MjNCjCQHWpgR3cgk7flsrA/CWN2GyRjAcYONGEMLeo1MeVsw6zypSYtpOSbMTNXO6JFkHZD3+30Xxuomcb7RphI93TCGxZl4uzaF0VFNKForMh3fHe9DyUCrHLWKUMOPk1R5kZqaSlJSEs8//zyNjY2Eh4dzyy238OSTT/o5sQ+gbzglQXtubi65uX13jVQUBUEQBsiVB31RuZXkyFRnyoQPglG3nF1yZa3o/zJdKxPbPcL1wAg1UlWZ25FuXPdIz/YT/UNfi6lPH4whp3d9m6Q6PpKOcZUmqW9aqU5IF83cJQ6mWG7lqzGN3LpjBcMqjxLaYmXu6uV8fO4lXKlN6tvKOqcJTwHpohmyJvGzuQ9wx55PGGavJLaumpYAEyG2FiIb2pgX8AT7TZeiC9vHJzWz2d0c7Vs+KdCCDokKVxCVuhDSoqw0KoHsSknlvLJDBLqczNQU4QgOJKSTmWOQ1s1n5QkkJzWjE2VfitALAUjulNLrjZCXCGFUK8G0STqOHgthVHATOeFVlFpSiA8q9a2tvC3IR3ow1XFuTBswjpsiInh3mcyaPBlrm0JUokTimAlEtwTw7+QLadHKaGUYZ9ahNxdjFSsokDXkbZuEJs8MOcE8cLOqE1vh/IwXK1M51BKJza3jzsG7aaOVle7lTNRM6ZYqDCIIi9CMABgJ4KqoQCCQyeI0GuR6Vjk2sNaSRFHbJGbE7eGL2iiP7qsFUIgTEn50KcEB9IzU1FQ+++yz73o3fjDoF7k6WWnoAE6OvYs9PcZ0qp4KuqcFa7KcHJvZRuhhI2Ok0+aW0SdU5kJj4bdfj6hT9UkTPAVgna0YDP+DtQkaQ0fF4+lAsdzKf6QiFOA/UhEJQoCv915/kC6auWPohWzKHMfSHUu5evVKPjx/LlvkCppcTn6qy/Ab724t53DpSt6NSCVbM4p50TGn5Xh2tOxldkw5zVMzCahrp2GXk7DGDqfwlJKvGNz2FmurzmNT7V1Y3R00Z2Z0GUOCG9lvjeJwawQldcFcHn2YIJ0Tt6KyJdkNg+V6wivrGLopn0NTs6lJiPKI3NV1hbd3VAzWG4MBkSq70ae5Gt1Y5FvW27ZGAALanbRLIsX1URQ0RVB6LJrYtHbGJbSw0xLNp82R3BTjYlOtgT1NkQQIgegp5qvaOK6PrSPHnI5xukqs8tpcXBH5BVPz1rF86kxKXYPQuGUkEV6tshFoSOTqOIW5kcMIn64+NF0/vePh6WL9ZTwv1wGuDiLoSeXtdO3uRq4maqewV9oNCIzS+PsKFsgHSTBXMiNa5mBdBP88OoomSaHFEcKS4VAqlwAKDXL9AMEawABOM/p153799dfP1H78aLDuETWqY4pVDQdbqzrSgdn7oPqNIxyymykdDqPMcMX4gJOs8fRi+7OqG/u3heyCsDT177fnQksl6EPg+PbTEbU6+4gbc3rF7CvlKj/d2D/dhTyjH+ObXyy38mf3QezIxGLg7/oTG/JO1URReM5FLBp3Digw4ch+Llr/NVWz5hM3dC6gEivHF39i6I79/FFSaE2IwH3nv9Cav31T2pm1h9G25GM1pZMXfw6jtn2KVumo7Ft/yYWMNm9l1bVX0uxWMGsErJKCHqioCuDK+ir2hURS0hRMKHZCdC4KrRHYwkUm60ooCooBWRWTp+wrQlKAadl+ZCm1to74pibC2tp4JWwKZncz565ez5rUq1nhHsT1Oz8hZV8RAB9Ovob8LUMYPbWAFW0ZlNpCET0spkmrZdPOEQxPOsiG+ngqJDNvO6ykh9UiKHoejc/g070N/Pybpew/9zKYrDajDjbJlIW1k/lNPiklxQyyRlJ57lwEEaK1AhY7NEghvFgYyt4GgYeS3Dx+c/d0S7BWxKRxMSOyxkesZAX2Nw5hXhdz6wgxklniBT1+JlniMBpdEoebEsht83oOClicZtI1sVQplZTJJRh+pJqrAQzgTOLshkV+oKjMhVengOypkJr+KMz4Q89jRy9QPajG3QGZF8OrkyCmQK9GrN46gvWKBgZvlknSRfPrW03En8Xiy8pcNbIUNcLfFLTfECF6uOra/swVMkXDZdJqREIaOp7QDSHgagfZyXcjoOoLRLVCMDjh9EatQNUpbZU7cql1+DPalXIVdo/Cv5q+2dX/VJfBT8ngJsd2rlz/NbFHy6nlDYqHTCFdNFNf9TVRK3Yi7DgGOXGYgbaqDZgH3/ytj8cRM5lKpZ2I2NkcDhQ5bHPwsw8/QCerN/UxgbVETIlkjqaA1XqRBLOT9uAmIm0RXFlXQJajBpvOwO7oJMZSRXpQA3lNsRzThbE3VUZ2aTFrneyfouq0DkwexchNe31kacv1syiNjiLY0k6gw844SynJW/MYWXiYKUf2UBQUh6Jx4zDqMTdaaVmtJ78hni1lAaTaS3jr6CsUTMkmtymOK/auY1NcNmlvbWbkoKvQD4klIrSdMks4dXb1QWj+wZUklm9laICO26OHc0eciZyJCp+VKvwz6AoACiZnkypaqHSGEK4TqXNLaGSwaxWOuupY78ojWR7dLWr0UFIQL1WJZIuTeb3oOMPCSzjYmMaCqERuP9Kkbst8cg1MuS2Yp4qGc6jdX0D5SIoaOvZqrQY0VwMYwOlHv8jV4sUn7wQsCAJms5nk5GRGjx79g2vG2BO2PwtNIR0C9A2Pi72Sq8ZCNTLUWAjxf4C4sZ6egkDIc3EoEoQ+H8c5WWZylpy9YwD1OErWQMC3zRDI4LCqRqhFc1TtmEYH4zap5CpyqKpf8lk+fB+JFRAQBrEj1dTm6bZgSBfNGBGwdzr4YrnVlxrMFkLZikq++qu4y7SH8PGM2VzF13w0YzbH3UWYJSPHXOk8NDWb+J0VaPOqaP3pBALiOnoJPussYJfSDG64tC2tXynDFYEi21PHMkKQQZGxjpnFU5rRXJ27GKfgZsvoMczatpUxZYe5R9rEgdljqQ6zkRViIFg3g9XVEuuMQyipDaYZPW5ge20K7UC7pOeANYJhwQ1kxWmxXB+JpKhVeweNCTyTcg2azSZGRh4gbv1+atOT+To4jifKPwXAoLgZZj3m21djeS3nJ6/g80tSeLzuU65Y+yVGt5NR2grm17QQbLFy6bFtGBSJh6uq2b8/lY8nzWabZgRWu5aHjrQQE3Iplya72BmWzezPn+T36ZdhScrkmNlNFYNYfe0ccsKqmdZUxuLSkRh0zTyUXM7OuhQO2iVuS9tDuN5OgazvFjXKMet5ebCe2480sdsaxMHWkfwtLYR1zQ6WNajyAa/r+onwUlVbN2IFcH6EjS3uXLLEYWSJwyiQDxIkB1EsFzFSM/qUnOIHMIAB+KNf5Gr+/Pn9ssEPCwvjvvvu4/777/+farjYX0xYBG81qCQCYPQqkfWPdY9eeSNDaed1aJEuekFNm7U3gHGXmdj5gxFEmPDyWT4I1Iq+knVgb+77MtFZ5Uy++gOMh6tZv+E2qmpVnyRrBQgaGHxYJDASxmhEWj02Q15heMIEqPzm7BqH2se00rywitDn4zDu7iks2OGf5bYL7H9PnXrlGSC6D2mH80f3AVyebT7tLuBebRbpopl8pRlQidXlYkK/1vtIyFD+bdLym8EjSDt2jMveeYUvpk7nJqUI84gwyv58NbvbIoiYeR/nmTsEcLu8dgBaWGEsZx4xFMut/MN9mEZcaIA0wcwtmtQOfVj5IRq/fpf6UTMwDw/FJroppo0J2gjuGj+Vv46JZI9kQRDgui9XENZm5bLyV3nuyAwujpa5ISiG9CQzS42JfF1ixS4rzAttY2TFMZrEWA5oDChAvd3M4sYExodXcFHcUYK1bhoTo1jsnsXexlhGDWngiq/XklO1jw0S3Gfdhtne3u3cuAw6Dsam8aeMq5kRW8YVH68mwO1EAWKKKhEkGQEweMplYxvqiW2oR4vMqinZjEqto6AmmLywVPaE/4Zncp9hWs0WAP6echu3pJayrjaFdTUpRGpdxOldjA5u4afJx0FfwfVGDdtbnITq7VhcRgT3YL9f4aV1Nh4vs5Jk1DIrRI9eAJsMH9W381BSEI1umUa3zHprLbrAArLEYb3qpdKN3R9sZ4fAJvd62mj1TSuVSpAlEVEjsU3azDZpM6KH0g8XsxmpHegRO4AB9Bf9eihOTk4+6b+kpCTCwsJQFIXGxkZ+97vfcfPN3z7t8H1G/Di46hyR2ELRZzy54XH/xsXQERkKjOiIhMSPg/DB6t8BkSohyfmpOn3vYvhHqvp6NrDzRVUD5u5+T+oVWb9YS2bYegbFb2VCznu+6YpbtXOIcYgseVvL2BwRjQGiPV0KStZAeLraqudslv01L6yi5eoGmhf23Fussw7K1QbG0A4ifLrRVcBuwc0z7sMUy63MFeMIRYcMHFVae17BCTBXjGMQJi7atIHx+/Zw0aYNgHpcx9NTGXf9bzkvvufKAgEwePzHVspVNHoq9CTPvix2l3QM3vAeIflrmbL7UyyCk3YnTBAjfFYRV2uSGK0JQd8ENXqVVRsDYEzYbl4+FMhvj9VTLLeyrtlBm6wwJUTPyLZtjHUdYIZjB1OiyxgTVsXPMnbzy0G7kICitjCOtWTgkHRMiypnmLGRrB0VGK028qPSGNpcSnx7PQ69HrdRT9vweGpiY6mMjefxmbezOOgG7j76KTUHZWqDw3zHrJFkRM/fbkTcgojg6cocGdzO0p1P8cu2rzk/qQSXWSY4TGHLzGzKRqZTMmUoNw/KY0xYFbel7VE/T4eOOFMDv0qrYE7gSFLENCYZsrnYNJICSxz/LR7NXYdFv+bKTx5rocatkNvq4p9Vbdg9F2Rui4s/H1P9rDZYnDxb3cDGlnpuO1rXY3PmvFYnz1e2+U0bEgDXZ2yhTWlFkQWa2pzYy/Yw/s2NaPJb/a592fNfvryXfe683i+0AQxgAD2iX5Gr0tLSPo9tamrigw8+4He/+x3vvvsu119/PRdf/MNtEnrTH0WOh4k4mj0TZFh8ATzQUTDlu0l3vVnbPC2+2j2vlnKVmK24E1w29fVsuINbercC6hWvcw6tmZVE1NeyP68HnyRRPZbNf1bToS2VMOk+qC9QI2VRw1Tfr/b6b7//fUHo83F+r4j4mZd29QCS3WfuvBfLrcRg4DgdZl/NuHjMvZ9gtFg49cbn6aKZR/XZHJ95G8fbX0YTHMHqyonsey6GlHt0pI/sHrULcGto10igwC36VEAladvkBr/KtaNKG+/V1qhpw+nzqGlqJLi9jbTjx6jRDueSxFCedxf6LCZ+Kw4lz+zkjemL+MPWxzG023ll2R95KiiMh8cu4KljoSzc/zWR4dmcV7OHpRnjqQkfyleGLEborbS59Zi1ToKC6ok2WgnWOdEqTRiJRG+qYlHyJmZu/ZrgUtX+IcjRSmugGSHCgP54I9Z2DTfOeJB84oizuPn7/leYzQ7caHjyvFv49fp3SK2qQCsoSJKCVpJx6bXoJTdIICgwfHcBAgpVzgZGBOxDGnwVoQl6EkNcbBs9C/VqsuOSRUL1dmZGl7GuLgW3BgRHCokRwSyuyubWeDuK4QgXM5ISUxUTovfwt5pMfsMIcsx6HkgK4vEyKy4FmjyCfyeQXn+Ea7cs59/Dr0IJTiKv2cSWxvEEaxysjVnHN64oztdkki6ayWt1sqC0iiEpFkpqg1HsBlpkBVHbSKuXqAsKQl0e45esJrC5DY3exZbRs3w2Mb4W0AIclA8wkoHo1QAG0B+cMQOlsLAwfvGLX/h8M76rSsMGuZ61rq9Y61pNg3xm7+C3rFarAL1wNMHSKzrex49T00tdb9ZdSY21Qo1yue1qA2SXzb8f3+lGZS68OBLaavq/rPk/g/nLrjt5e9lffSnBzrDVdK9ALFqlurUXrVLntdcrnsTYmRdfGXerqVdfSrBrSlIQPA5aHRYAZwor5Soq6O6iKgFNuH1nY6IYyb/dRyiWTx7B2iTV8SvnbjZJKlNPTBlDijmOczd9zbAHFBpWZuJ8I6PHZcPXZtK6J4yEr4f6fLfSRTO/0PiPVwT4UqeaoRUnJlFqEsgpKeD8NZuZHRDBG1IJ9Th5Qyrx7XOOWU9z3BAUgxaNxY7olIhsqOffXz/NL7f+lyGHN3D7nneZXryZywp3cC+XEhPXTpKpgQAhBKtkQlJ06EUJAZBEO8EakVA5hdTaRkgLw5oRiyMiEAFoSQxl0+XTKBuVwf9l/Yx9xKETJeakFLI1cwqFmVlsCLqA9a2jaRJNaF1uqiKi+eD8i2kJDaItNhSN1HFxiIqMIgho7S7S84/wq8JPmdW2j6lL1xB2TD3X7e4AdtaMoMgaT0lLBDOjyyixpFFuC+GBUisfNdjZaN9PmVxCg1jAlOgjhOvtTIgu5JIDDdxQeASTeQebxmh5f2g4V0UYGWnWIQD3FC7nivItGBxtyECbrENBwCIZeeZwFv88ZOIvtXVcc6iB3+zPZ3bEQeLCbKRFWzk3rJ6xYVVcFF+I3OkrNmxTPoHNrdhCTRyamt3rNTVMHH7S624AAwBYv349giCwfv1637T58+eTmpr6ne3Td4UzXi04ceJExo4dyzfffHOmN9Uj1rlX4/BUWzW5G7lKf2ou1H1B/Di44XP470Q1LQZw+JMTL1OZ211z1FoFE15X9VntDeWMuGQDFQemA9++ZL7rtrc/C8d3QFNRl5mnqYJPdoPT5mnM3AZB8WrECjoieLtWKOgswhltZdM7PAepNlvrdsyK2w033gqLFsG4voWwll6hfu4aI1z6cu99IeeKcRTKLdRzYu+L/0pFSMAuuREXCjIwU4jq5mH1hHM/BR4tzVKprMOYdPo8FFcbY0ccR/iqnQmLTPSE+SODeHeDyc93CfCt51WpCDcgSDBRVglfq+KmZcYUFI3EgSkXQLgVpywjKGBH5h1HBQ8HDOG92hpqzLVUjkgn41gDgucuL8oyCS0N5GefS17UJOaWbCTB1cr1thL2NapeHg26ELLNDkJwodGAxaUnRDTTLNqpcGowRKeiE92UTByDtrGNrE35rDtnAkvd45nxkwyS7DLhVe1cFHeUcRG1yGmwU5lKUoWN0V+7iGm3qqlAq5vLNq/BFm6mYPxwMox6wqoaCGhp9+2rTWfk8Igslo2Yzo0bV5OWX4SsCLx16VVsrMnEIitcEqgwNvIYqSYLwXobgWXNZG/O56mMKyiypDM1xMAbxxNoE7TMji1he30CdgVigotpFqspkDVMNk/j5cF68lqdvFTVRuaFN2LdYsCi7/zZqd8Wu6yj0qZjeZmAU3HytJJLdm0Nf2YOJXVBVLpF/p19GKs7kAPWOOIDihBFmY3RVzBn9Ep2TxlEfXy0akWBanL89fsTmBo1iJ9dOFBQfjbwxhtvsGDBAgwGA0VFRSQk+OssZ8yYQX19Pfv3q2XcqampjBgxguXLl/uNe+utt5g/fz7nn38+n3zyyWlpcj2AU8NZ+eYMGjSI/Pz8kw88A3B0KmO30w8x0Skifhz8bBu8ci6+G/V/J6rC9Z7SS9uf7U6uguI7xo64ZAODz8tDY4DK3JtPa4pq+7OQv5See/r1kVj1pS9iZ4JZmw+fLoBIT/V3/DjI/K1E4Z806G1ngVppUENDnaCgpn5A1bx5W/+oLYgU3l4zlZt4FpacXNXuJVagtvZZfX/v5CpdNLNQm8kz7sM0d3Ie7wrv7jo6fSjrlDqsTheL9B19PQs6iZSNnVt5JA9FvO1vILdSe2sldjEO6J4WHJosMv9GGyvlKgxynJ8mbKomys9F/q+6Q+yTLQzCRGNSGi/ekMRIIYSJQiiFtFDbEEKN2IZBNvB4dRmb1hoJnqFQERNHZ0poNZrYNHse5uTRDF7xPkfa3Uyp3ssT1iJ2XPMAPysfid7oICRFxCFV0y4JrKgazPVJh0gItBBmhMP2KJrTBuHChWIKZPMNs1haku3XgHl8RFXHuRRUJ/eEpBbmXPsNuncFqIF4eyNaScLUaqPOEcCmKyYzde0W3HoLgc1tWCNDOHTRGBoTo4h0aSiIyEYQ4MjU4bRKeiyywm1pewjV22l16RGASIONOXvXkVJchEvWYz3nEbLEEJKDd2NXHGhFhTRzM3eZczFo3Dic0WSZOqwRvJWDEAZDRjKooIHC5q5kXEAEnAqAwuvCOBbYcjlWFoAVA0+laZiluwB0cHkAHCofz7sbZK6fLqJLnMqRw/tZ868hzLoil8jEBhorI5iXNZiLzv3hV3p/3+BwOHjyySd54YUX+r3skiVLmD9/PrNnzx4gVt8DnJW+Km63G632u3kCiqKjnDyBPrYD+ZaIH6cKt+1jWql+4whFzlY+WdDz2Iw5+IVrLNEyq5PcfPqiynj2LJ3OkTU57HpzOtufPb37GZ5Jv5ol94TRS01krjH6jFAt0TJ75rixRPe+YkVWfbTev1qNngUd0KG3eaXEZxg99Ezs2Kri11NRbUGksCxngRq5Ogk+/0X3SKXXSLU3pItmIjlxWb1Iz1/UXTT7pQqzOhEmew8HulKuYrvcwEq5ZzF/X8d0RqCg5TpNCqHosClutsn1NOIkzQSDWpJID3OwaYOBlgOhWDZG877hHFwB6vG2BZs475ZXuWz6AkxffMDEok24FGgOCibYaiF5x7vYZQhyB3CRdjBWfSYrakbS5gglxmCj3BbMm6Uj+aB8CPmWYDzac9yy2ng5J6xabVXj/YAVcEuiGqEEZCT0JjtH5kylNWciB6eNQ/FUNYdbrAR/VUbskQoakmJY+uef8cWvr6ExMQqr00CLS0dTYhRbr59FaUwCgRonF8cdIUxvp9lpZHNdEo1OI+1tBg5NzebQiCwKpg3h4+YCPmtdRVpQJcE6u48AZgY3kGqy0KpY+Myxgn9YPmRrW/fP4NeJQWQFOhE8X9yRARqS9CL3JZh8V9F+4rhXuJQiIhERaHAGMHp3DUvrbIBKoh+/WcvQZJEIMZILTNMYHRPFlIDxpGnSuSl14o+OWCmyG9nVhnImdQB9wOjRo3nllVeorKzs13JLly7l1ltvZdasWXz66acDxOp7gLPCeHbv3t0tzHm2cIH+wu9ku0Hx0Hy9WpkGYFwwmMrc7tGr/HfAEiWz72IHzUPshB020mrWsOQruAwRfVgyeR/eTLulI512OuAVmX9beA1Qo7PKGf3oBt4rm0K1Wf2sR6/qoARdLRAMIWA9rkbPMubAgQ862gGdXXTPf2qMatTJW/l5xTlin1KCu//bfdqFz3/7PQxBy7WaFJZKZTiQfeaiAH9yH2SSEMFupQmHh1BpgOs0Kd3WM1eMo9LtZHt7O2naJi40hfnNL5ZbOSSrzX0d8ok7d1+tScIsaznHZsNW9Q5B0YOx2BV+88I/EBGw/uROYsZfwWPWJiKuKCdkRjWSW0NzfBDF+hSy2gopMCcRIQVQLLeyY/ZUGmUXHw67gu2Bbcwv+Jiycy/lZ5H7KLNmsNztpNlo5YJU+Ks5hWctBtbXppDXFEOGuQm9xo1d1mAUJTQoJAdauTU1H08wBzwZX40o+9LPMjJ6DMjJCThvvo5E4CPja0zatIknht1AYUgiMcY2qqd2+D65FYHPqwYzJqyKBNoIKG3i3C17qc2Kx3yglrXjJrNYM5qfJB4mXG+nSg5mi5BF6bwEInVOpjgL0enVCz3WaMMpqz/BNrcWk9ZNpEGNAkcaW9nj2sAQebaf1cJLVW2cG13A7WHVNNgSWBQ2G1C1pdvtNWxs6OjZiIeC/bVCrRr8bYmF66ICu32WKtkSgWjPvx8HFEXG1XQAe/Um3NaOnl/a4EyMsVPRhQ1HEM5uX9eHHnqIG264gSeffJLnn+/bj8f777/PTTfdxIwZM/jss89OiVjt2LGDxx57jG3btuF0OsnIyOCnP/0p99xzj29MQUEBDz/8MGvXrsVmszFixAgeeeQRLrvssn5v78eAM37lvPbaaxQXFzNt2o+rvcKsJ2DwujiCPoxQK9MU+OKX3ce1VKoRkqMX2CiZYqfwCishLomcFpGSNWofPmeLKjZf90h3e4dTxelqc+PF6OvU9OWVQzb5WVJ40dkCITBK1VsFJ6rEqmjVmRWOnxxdcqAe7hJSKzJpt5ab/qgeS2Wu6kn29lxY/5i/TUZlrv9qBA1c/ubpqTRsws0aqZp7tVk8pB1GJHqf5N6BzHqlDgtunyGpBD02gk4XzRxrB7fRxlJn9yfjlXIVTZ705G6P51VvSBfNXGyTCT/6PsOaSpldeYA7li4h0NaG0dZK5Ccv8m/3EQ5p69EYZQxxdiJD67n7/TdpNkTyjX4U7yVdyC9T9DzvLmRHahh/u+ZmtoWkM2jQZBZNeIINURqGhlYTE1TEmrJAqpoC2VgeSINcT7TepfYLDK3hsoRC0kwW9KJKCEVPpKqztQB0BLA6x0dFRKqVSgrkg0SIkWgz7mHynP/yQfoM9psG80zK5QzecIDw43W4ZBGNoJAV3EBu3RBC5BTO3XqIQfuPkP3VLkYcLGD6TtUROECvXtCSRkFQIFjnpNWl55A1wicq1wgKaSYLaSYLkiJidXVEMCUFgnV2Njl3+Z33O+JMtNoGUdkaT6ySxe1HmtjaVsV69xqM2ha1b2mngozOaJPp0bbhxwhFstNy6CVaC1/FbT3qN89tPUpr4au0FLyEInUvODmTSEtL45Zbbulz9Oqjjz7ixhtvZNq0aXz++ecEBPS/Xdrq1auZNm0aBw8e5J577uHpp59m5syZfnquAwcOMGHCBA4dOsQDDzzA008/jclk4vLLL2fZsmX93uaPAf2KXJWXl590jKIotLW1cfToUT766COWLFmCVqvl7rvvPuWd/F9E/Dj49Rtmngwd7OulV7WLbtErSzmk1Yi0xAfSOByyVgXSmOoiLSgA/bWqqN16HLTGjkjP6TC0nLAIjq5SzUtPB/YsVZ2+DyydzuiC7pdV6AsdFgi2OtjxAtgbYMvf1PYyQfFqBeEZh6iWl/vrqlRn/ZBaEQQwPmIl95xqov4WS+TXwfwpACY/oLrqF30FKB3u8p/eBk0lsPGPHZuIzoY79/V9lwIFLShgRouIgrWHlN5R2lgslXKLJpVQdLhRMCBSg4NoDNR0aZHzqquom+Ad4Dp9PEttlYzRBnOrczsSkEIAf9KP8mvJo+DvGN8TGqq/JsnZRpukZeRX24gsq/bNU5ztXPOnX1F/7Y0cTk8HYFjJYfKGDmNUYCm2YcFopkVSad3JjR9/RO3gBHR76vhr2tU8KWZy3ClzxJWCXYZ1tSnU2ww4jkXz5ww3Kx2rUUQHiQEO5qftw1vU1/VJsautBkJXyiGQICQiCZKvBcwVgwykxobxUlUbqw+5ubF0NYNKj6ATZequi8Lm1lJgjWBBVCKXBmTSPMvIfvcbrIwZxeX131AzfRD3xO9gY0MyhEJ0WTVXffMNhdNGYI1JYERIHaIALlnkeHsQABH6dsw6J4etETQ4BMK1Io2Sg1SThWMOCTyBiAa5HpvxIE+mDiNCPJ/bjzSxrMFOVuQBonXtzIwpw+aK5PqwFH5bYqGth8z8jYebWDIkrE/tc36oUBSZlsOv4bYe8UzpeqLU927LEVoKXyMo646zGsH63e9+x+LFi3nqqad47rnneh2Xl5fHqlWrmDJlCsuXLz8lYiVJErfffjtxcXHs2bOH0NBQ3zxF6XhavOeee0hOTmbnzp0YDAYA7rrrLqZMmcL999/PFVdc0XXVP3r0i1ylpZ1EQNIFiqIgCALPPPMMI0eO7Ney3xUqc1Xbg4aj0FoBGXOhOg8yLlBvrDMf712g3BMih3a0t5FdatTjppUdBEvQqhGSqa8H0B6sx9AqUjFaZKPNycNv6Vn7MKTPhuwb1Bv66TK0jB8Hc55RxeWnwyG9tiCZrx7t3SzW6z7vhb1Jfa0/CPWHvv32T4wO13VdgED2DWrESXJ5dVUdzvqiFnZNqEYzqZE6IPLrYNx22PAoBESokcTOjacVSZ0Hqm1G+vn970PoTbHNFeP4k/tgr+OOKzafozue4zEgoOshSrFOqeOndCdXF5rCuNAUxt3OXT4KV+Yp9OhKpFbKVdwldnxmxXIrK+UqLttdReJzL2P4+cXsjUslYtMBksprsAQFExAQhK61CUeIkYCUUFLaGjiMSq72DB+BLIrUZA6i3aQQcKyOaStXknm0AFtZEQHNNpwuIweyf0duq4sDtjAWl4b4tm+VFPJcB8g2ORAA5+4ILM8PI/DuAgLH1SMKSrczUW4LZn1tCjOjy0g2WbvMVahWqkhxXMb/FbURerideyYYyEnWc0ccHGyv4XhmJmXb6zk0NRuNACatmwvjCil0VPPnRljVMhjbuEXMH7ybb3QzANChMDG8giopiJk7d5CSX4QoKDRdH0VVuxlJEVlRNYjcRjV9nhRo4aLYMnbUp/HzqESuCwlka1sVO2wHGK/vsEEokA9SJqsGrpPFadwRp+ocx+uHYxdk0Am8NiiKCDGQj+rbWWvpHqWqccm8VNXWp/Y5P1S4mg74pQF7h4LbUoir6SD68BFnfL+8SE9P5+abb+Y///kPDzzwAHFxcT2Oa2xsxO12k5iYeErEClSCVlJSwrPPPutHrABfV5XGxkbWrl3L448/TktLCy0tLb4xc+bM4Q9/+AMVFRXfmfTn+4p+kavOTPZkMJvNTJ8+nd/+9rdMnTq13zv2XWD9Y/DZSzIlo2TSWkRC7KJPoLz7FfX1U48wva8E66IX4JVzOt63N6jk7aaV6vthV3asO8CqoTLbwda7WrCFSQQuCiN4m54R89Tt9YfU9QX575zd1jN+8GxXkcEcB9pAaO5qB9EDAiJUYtaf/e7qul64vCMlml0tkjQR4twislH1Fot8Mpa630DU32L91tPeoOqxEiaohFvq0k85cljH59pXeAnLXFGtzrtYjONTuaJb7MqAiIjgp7dSUCsIj/fgleVdd2+Rp0j0vgrFwE4xnyzMFNCKFrW/Yed1Pe8upAEns5/9O3z4Je1SE6+/+Qhp2gRsWgOBM25gdYKq47o0912iFQvDBAtfSQpowK3R4JZEmttTmGmuJWPjlww+WkhjRDLlM8+hOa+Cf6RfgqbZQY1L5tboAN6sbafGJZMUaGFmdBl7LRHoRCdGjRvdP7JxfJyMgkDQmxu7HaMCHl1WLElVlYw/sJuyGVnoB6u6Iw1aRmpG81RVG1/b7AQpMtEbdDx+s8ifj7Wgi24iL2wIYoqJWruJ9aUpzIguIznQSrhe9cybEqNgk/SE6PyJjEF0k6Zp8vlH7Zk4Wj3XWievFY/hmC0EETCL8EBcMtdFZfnJnSaZ4phk8r+pdm607I1i/TljGBFiHOA/9qGkIDZYGrpdRxrwkbIfK+zVm+jmHtwrROw1G88quQJ4+OGHeeutt3jyySd7jV6dd955JCcn8+KLLxIeHn7CKFdvKCpSf3RHjOj9+I4ePYqiKPz+97/n97//fY9jamtrB8hVF/SLXJWUlJx0jCAImEwmwsPD/+f6CW56Aspub0G+qZqyt2MZ+a+QbmMUGb5c2BFFOpmmJn4cjPk5bN3VIehuONpxwyv6yn+8xiVgC5NoiZbZOruNS3brfUL2qp3l2Fe8Tuz2PAKeeNgnsvb6VZ2JBsNnGqIeQlOhcqfqhdU5KtQZejOEpKqpuR6J1Ql8ubqlh0Q1Egkw6wmR+HEdmqq1D4O4JpjIr/1bw2iMnrYoTrVtj1/jaTwaqz745BbLavuYY7Tj6PTjXqs4iJYNzBXjqMbuS88BBKEhBiMV/bQS6Rx58npgBaPlPm0Wt2jT+FBSmxlfremoog0XDSC34gbylWamEuVbVwNO9Ii0/eqXtAgBbP/ZJG4p3ca66CF8ct0vSNMGsM+z35FDZzO6Np/86GyEToVnOkFgQXAaOboh/DnTwJFmA4fPvYqy6MF8PM6OUYScisP87tDnvD/8MpLiMqlxycz0VP+F622E6BwcskYwYk450o4IAs8/7hehSgq0+j7rGdGqQ++8r75mWvFuNgJVg8dgJIAZ2vOIECO5I86JxQahgpGciRJz8pvYY3MT6AoGBaINVrbVJfoq+27xCOUFIETnIFhnx60IKAroRPUi1Hh2oDExis3Xz6LeEUCobCdI52RatNrMWQAuCDP2KDLvCRFipK/J8xb3Rr8oVlfkmPWsGhHBzYcbqXJ1fDEEgR93SlB29zFq5YWM21KIIrsRxLNX8Z6ens5NN93ki171hn/+8580NTXx/PPPExYWxqOPPnra90WW1d+p++67jzlzeq6qGjRooNl3V/TraklJ6V6B9EOC7IbQqbXYRzVhLBOhB3IF4GxVoz4H3gedSW3hcuHzvRObS/8Dn31URcSMI5yX+BVFiy7FawiacQFUvZLLBJ5lO4ugYBwTXgli+89bSN5uwGVTtzVqWC6BCxcSLleizz0GESYqFy2h4OFc0vY9S2PtIrYzrl96LG/66th2cPZCak4XNHr1/PqIkefBUXaqqba0804s1ne2qinErsv7oKhpOe98QQO6ANW4FEVA6ES+7A1qhKkrKY0fp05/caTqx9UZsaPVKOTah1UdXEsXrem03/eN2H4oHeMobd2mFyutHFVaaVXcXK1JolVxc1Cx4kahFYkWzzIaIAAtgYjUnsR8tHPFn9cDy4qbD6Vj/FY3lKtJ6ma5MFeMo9XjgOvtDwhgUERPpExm9ZhE/v3GveTUHuaAVs/I5uPsM8WTLYRSKTspddnZbtQyOONaZggBbLN+Q7snbRGsEcjxWDFcOGo0L0UP9kVSdrQ4qXDK3Hroc35SvoUIrcCLSb8B4KA1gjRTEwnGFvQamYkRFdStnoq7wkT76gTWTzF18rU6gM1tJFBrI8Vk5da0fI7PHMJGUaF0RhYG8BEryg+Rs+E9FgbcyAeLk3lVrmLY9MME2IPJiawlrz4at1YkM6gBlywyPboMpyzS7NITbbATpm8nQKOe586Xo0sCUVTF9QIQZVCJcaPTyL7GNMaZtARrRe4Q6uCt52D6PEju3uGgN3SOYvWGHLOe/WNjSf6myqe/Gmz4cVksdIXSNdzcj+XOJrkCNXr19ttv89RTT/U6RhRFFi9ejMVi4bHHHiM8PJyFCxf2eRsZGap0YP/+/cyePbvHMekezaROp+t1zAC64+zWmf4PIPqvcQS/H0H0X3vOc4N607ZEy+y42MWmGS4OFMk+z6be0LgumqlHShgVUMTIqzbw10hV91O4HCbwLMN5nxnBTzDn8bfQzymhNVqmfIL6Q1C9F5oWPkvQjm9wtgZjP/9SWLSIbxbkkrPqalKq3uOCxGf7rcfykgmNrn/L9RWCRiWfiKq+yS/i5Pk7IELVk9XsO7m43ru8qMX/Tib4zwcQNer2UVRiF5quvhc0aqPsysUHcV99I1XvHuS1KSqhenuux3crXl2HpFHYfoeVmqFOXG2qL1dLpRpt7EquGvv4MGzryWiry+Gki2Z+qxtKKmpEQ0H9omo9pfUjxRBiBZWsJNJ72fWuk1T8dfW08qYor9Yk8VvdUL+U4kaljrRdh7jvxgeZ9ukrRLbVsy0qg7ywZNbHDOE4dlZIFZQ7JCStC5vg5iPpGBabnoA6G6IkoSBgdXccv2qQGUZOYxE5y/7MUlMNCXqRNbGjsRiDGOUs4WHxIOEagWHBDYTqHWg1iud8CZjuLsBwdTm1C2sZH1vp87VSkNEI7eo59RBqw+BAjt02DsOgQBJIIkKMZNlRB6uWLkbevYb9T7URvFLPqPf15IRXMyK4ni2ViYwIrmdIcCPDguv5afpewnR23isfRqCHUOlF9ZNzySLbGhJoc2txKwJaDVhcRirbVeLYLmlwOGIoazyXvyensio7ig+GRpCz7R3IWwMbOpqe9wURYiSTtdP8bBp6w1/TQojRiYwzaXlhUGi/tvNDg6AxnNXlvg0yMjK46aabePnll6muru51nE6n48MPP2Ty5Mn86le/4q233urzNsaMGUNaWhr/+Mc/aG5u9pvnlQFFR0czY8YMXn75Zaqqunuv1dXV9Xl7PyYM9DboBEHT0XuuKwwh4LCC1qC2hyjJkWmZ3Ero1FrK3o4l9KWQXiv5KnMh8+sg9geOZejkesq2DyFUcwhx6XuEauapESuAeZkMmpnH/Q6J4o0/IWmnga+eaGLUEhPLCxcxGqhLWsSsleOo2lnOFPE6QjhOi5hI8oeL4BRTgubY09s42etyrg2A5Mn+6bNu245TKwZbu3xnDSEQktw9ggRqkYClXO25qNGrOqqukJwduirJ6dFzCSoxrjsI2x9pYvyxImxEITnU7dTmq5+x15vqkwkt7JrThpQjEf9LPZJT3R6oBM0Zp5Kq8EzVUuLtudB4VK16nPwAzPhDDwd8At2iGY1fiu4WbRqPuNV2FzIgowq2DYpIKzBSCOFqTRJ75CY+kStOqCDRgq8NtHcb2R439WwhlFddRaxT1B/Jo3ILz+jH+JbdJNUhAXOfX8rIZRtxWquwZifxZupEAGyeG89x7GBUo2taRK7SJPFSVRtloYlovzFhymrBcCAKzuuyc1/8Bwq+IavNwtKZC4g8+B7h7RY4ZiHkrUfZMmsG/7acxyERYgMaidA7sLj0hIeVY328gcqUwcQKem5NywcFyjwpwqzgegqskVwQXUWKqQU06sNKbls7/7e3lGqXgdHDL8IlKJT8XEP1ew7KfuLE1hjLlzXp1NtNtEk6FBmMopsgnZMgnZOrkg75yJVGUGh3GPj30RzKHSEYNTJjwqp8DZy1HnuF0rZQ6psn8PLgTt5i5YegzQKZ49TI1Qmwz53HQfkAw8ThjNR2NFH2tse5I87Ua7rvuqjAPqcef+gQRC3a4EyP/ULfNFfakEFnPWrlxe9+9zveeustDh8+zPDhvfd4DAwMZMWKFUyfPp3bbruNkJCQPvlPiaLIiy++yKWXXsro0aNZsGABcXFxFBQUcODAAVatUn+8//WvfzFlyhSys7P5+c9/Tnp6OjU1NWzbto3jx4+zd+/e03bMPxQMRK46YVrPWj1AvekiqIJnV5tqMBkzpg7zqCbCptfiHiGzPtPNofLuX9jtz4KxUGSa6QjBERZSJhxmQs57DBu0hnOGv0cV41jGErZsWsCRNTkUL5nF+Q+HUXaOg8Mz7OyZ14Yzcxx7L1hCJeOozIW2Za8TIpXgMpnJS3u8z33vekKwV4d4miRy3giSy2MebuicXe2yjfqDUHeg+zoih/bQ7xA19WetVLVZ/fXGCggHV7tKkDMWxLEj5s+0K+Ho9E7fN6HC0wIzJBmGPmHmrkmxjL03yEfUBA2YYuCcOyF2pHqssSNVAlm0St1ntx02PN5zJDNQ6P1Hug2Jv7gP+poup4vmbh+JgloJuF+xYPas66jSSjomBgm92ybEeiJciRh9Eal8pZlGnKyRqn3ECqAWJ5ukOl+z6MVSCSgKa//vSg79ZBJ7fn4R66KHqG5KXbmix2IpXNCyTa7n8ngYn1/Agy/eTfSS44QdiaVYbu2hEbUClUeJW/0aYS11WEwhuAINaFrbCd77DVnN+3mleCTNTnXfw/UOpuzcxpWfryCjqhwXGiwY/UTsn1dksqspjveODUInhaHHQM2xcN78ZiTVbj0jhCpuDj/E01OvZc8MB+M+/hTD2Ab27Q7k7l0fM1ZXzkVxR7FJej46PhRFUQ8vUCPhkkVskgYFKHWYKXeEgKCmL5udRrbUplFZmcSWr0ZzqC6e2pZh3YTkjV+/i3R4J436oBOmBIulo+TLe5Fwky/v9WtA/1JVG8sa7LxU1cMTxgB6hDF2Kn1vTSFjjPnuPBoHDRrETTfd1KexISEhrFq1itTUVObNm+fXPPlEmDNnDuvWrSMzM5Onn36aX//616xZs4ZLL73UN2bYsGHk5uZy8cUX88Ybb/B///d/vPTSS4iiyCOPPHIqh/aDx0DkqhNm/EFtV/LZz1UtkB88rTW8CKkVMfw2nuaFAqHPx5EfK1PdIMPrMKNQ9BOXT1gE1fug4otEBrV9TcWGRBpL1Znb89QnVo2hw84gYYKqxbqkzMSeNpjQbOLC56Hg4Vy0qz7hg+2LmCvtRdtaDQicO2gVcOqlhLOegMAItcHyyRpN9wUag+pwbghR1113EL5+QI00dRWs91b1Z6tTo1rNpfi1pFFkVTOlvuk5atUb4sdBfYHqF1ZUmM6Eka9BdQ2jR+Ty0aGHsbWHokgCr01V91/rYVzG1o6vibtdJU+dbTG8ryXrOkXgZHhjOlz8on+Vp9d2oVF2+HRQGnU4CtCOzNtSKVM1URTLrUSh71FbFYSWbCHUvy9hF6LjfXLaJNVR2aWicJNUxy65ERl61IC9KhUjHjJwoKkcx0jABNVBo3j7b+kcSwzyjdMIoEdDe5d0Zy1OahUnNp2bC155nQkfrQEB7M/MYKVcw3aP8P0ucTBc9AtcNaVommspCU3maMoUvp4xhRH6GuatWc3+QVks1o9ibGI1tRoT6TQgAAenZDNscz6ukAAaMFGCxEiqmBalitjrHQFY3QacikKLWEOQFMPhzcPRlYfBeS0sEHK5iEOgQFtcMCF6Oxdp95BrD2fi8QOkmpr5e+A8TAQT5A6iwRlAlKEdSQGdKFPbbsKukchtikMUYIhRw8yIJsL1Dm5LUAivnImtTeZ6OYuh6d2fY18acglDLA4OD7mEhzpN71pBukPa6rfcXmk3s0S1IsNL2E5WAdiXCNePBbqw4WhDMnFbjnDiJqoC2pDB6MJ617WdLsyfP5/58+f3OO+NN97gjTfe8JtWWlra49iYmBiOHDnS47wTYfLkyXz11VcnHJOens6bb755wjEzZszo5irQdd9/LBggV13gtTyozMV3k+0NjuOBVL+bRsBxkbTj6jRtnki+JwjgTRHGj1Nd1jMTNhBuLyYzbD3Ldj7KJ2v+gOIWSJigiqXfvQxaq9VKNLWkX6/+81S2BVifZQ2X0GwJ5SvT/WhFGwnnQuAT3878Kn6cuq+Pn6arwXvO3O2qK70xRCVLAZFqBFCjU1N1hhB1TE9O8d6olcYIkoTabFff3f6gr9AYVG1X1LBOInYuZwKf8P7Ge7G1hyAIEoqi7fEzFzRqNM0QpArwveS5cxp49pOw6tdqRM1lU/91te5IF82+Cr5NUh0fSce4SpNEoWz1RY9sSGyS6shXmqnvRbRuQ2KNXOMjVmY0SCi0I/uqI/WIFMutLJFKfc/pDTgpllt5RSrye3ZPamtkZu1h1kUP4ZgpHDcKxiYtlnOsaEsNiKECdosRS2anhRTVDb4dCVHoHgvQAMVSCyt/OQ8UWHnPdVRFFnCrkMYhLGyVG8h1NrIgIZ38a+4iZd1KNo67mHcZik7jwBWfjvamy3m+2E18XC0xwTayqPVF80pj4zh+TTyRghOtrCdBbFX7MHoGTIk6RrilnRnR5dglkcLmOH4yNJ6qUheyqRlruIliaxTWYBPF1kjGRR5ne1kcq+NGIiNQlpTEAUs0RkFgUrBIu9uEYmjHLmkJ1LoJ0row61yMCWlgQdgwrosKpEHOoUA2kCUOI8LXVqZndBX0e+HVwgHMIwy525ntiGd2NHY+MbwRLuBH7XEFIAgiQZm30VL4Gm5LId2rY9T32pDBBGX+9Ky3wBnADwMD5KoXxI+D2zbBGzO6R0e8rt5Oo0JjssrSR6/S+vXSC8/0X2b0Ash9bR7BSbD90LWq9EaCkBSVWMWPg+s/g6VLnKy6ro3hrR1PmHsXQ94r5YwbnUlU5ddEtUaxb2oIAdUr+dk2df1dn3ZPBTm3qf3xRF1H5M4QogrIXTaVCIVlQGCUap2g9KzN9kFyqgaqGXNg+LUdrW4y5qitfCzHwBzTc0TLi+AElayMXgDHt0HVbpWo9RWGENAFqqR1xZ2QfSMUfKpWYKoitXF4n14Vpfcf0fTZJ/awKpZbWZpSBWlxmPabEbSAR8T/ya2w9e/wk9f8KwqnaqJ8bWrylWYEpSNA+oqkssvekhcuFI4pNgRAj8AFYixfyaroVY+AAwU7MivlKr+okguFlXJVt/XOrD1MTpPagWFxmqqlksLcGHeacYy0oZhkaHYjNmuQI9T1+drKyKDbYyL0+TiaF1bhGKt+YSQAQaB0dCYvvvEHtXwOmWXSMZo8CjAnCv+RiqjXDsOVZuDRDUu50mGjRRfI0yOvJ29wPPVuF2nWMOo1EsYgt49bBGpkdKKMCRdaew1hAU6cQkdacHBtOa8UPUfB1GwaEqMYG17NnpUKt2neo5I0gqP1HI2OJwwX6c56FGBCchX2Ug2xqRKH9EbMdiepRoUNFrAqmdyaHMhxawRDgxuoskZwblgj90VlEyGqmqbOdgknQ05jES9vf0/VW5k70oLeKs0pgoG17tV+yxgJYJQmh/7CS+BGaFp55FguI5XhXJ0c3+/1/FAgaIwEZd2Bq+kg9pqNHpKlQhsyCGPMNHRhw/6niVVjYyNOZ+8VxRqNhqio7m2yBnB6MECuToD4cTB/vVp+77BCW60aUfG6ekeUC8QdEUnf3/0LuP1Zf0FzYyFUVA5lt+1Rcj6wUf97G5EYuORPWt8NN34cHA5pY1WDHQ7AFc/rmbBIJSLjF2wg9jwLkTsOMvnYXHYfvIoXFr+Euc7AumYHSYm1FGpU2/POrtr9waX/Uf+Bv03B9mdh/3sqEbx6qfre6zrvsz/oyWfK80BYux+u+0SdlP+O+m/m4+pxWY+rxKWlUtVedU0TWo+rHlc7XgBHM4yYp1ohnEgk3xkOq0rs8l5VSZzXsNUfPXWdUxGWAYnjT+yMX5kLr7RVcfzcBsy/BOOt3c9/bb5abXjthz1bNswV4yiUW3yRqpMpQjTg88lyoPClXIWnPg7B82GY0WBQRL+EnRvFr82NF9uih5IkBHA8uiMF4hpqxwUIzaIapYpyoYR27Jn3bAWgIf7JYMTlYRis7Rx4x0GQwY1WFHALCmGV9TQlRPkuj65pTgWwBzXy2P6lTK7c45se6rLx9pBn0QqgV9qZo21gQ3UKU6PK0QkSCiAraqQqXG9nrOYcdkjbmOnxtrpr83JSDhTRJul4dsos5kRXM6V1KZMaNrP/mzr2Z02h1a3jWFsw0mYLk99ezDPX3EXyTMgOayW32EWZpMMlWInUBbLbGkRqVU6HKP3UnmHIa3Xy52MtXLZ9FTflr1HP482PAmqLmyr5IGMUDfnSkQ5/NgGMGDssJPoJb4Trd8d3MiSqkkpnAwsLzuX5rPRTO4gfAARBRB8+An34CBTZrdotaAzfmXj9dOPKK69kw4YNvc5PSUnpNb04gG+PH8ZVdAbhtSvwojIXXvqZSqbS8kSiHaLa4qZLXzyHRY04edNBnfU58eMCOWdVz+afd8SZsDVC3IMm9ntMp2c+DnmvTEfUwbHGWYyNeZev//JTVil28o85qXTKXKYPZkKC6OdN9G2P25vy8t939bWpRP037g7Y8zpYyjqW9REuz324pcLfpd6LyCxVVwUw6T7Y+SLU7FE1TV5IDmj3pAJDUtSoV/47YIpVya4onkTYrvRGqPzR2SPLC3OcSiZP5l+1/VkQj8QRdA+EPBeHIKpu7cEJahul5iI1rWgp83fn74x00cxCbSYfSsc4oFiRTqAF6UoBBfARq87zY4UANij+YT4jIumimbGEsotmtMBPNRlMDYuCMBgKrHVu91tm+N8qmV7wMhuybmf/nzpc642NOkKejyXuMhfDR79HW+FoTOP2UGKYhs2pIdAogSDQmBwLikK8rQmNonDMFI4OwdfGB6DOGoDLcwgyAiIKCW11fNRgx6FAakgJoYHVRDliebFoLAsHf4NB7Dhmu9LKMuthYo0m4o2t3JqaT7k2i0CNixczLvF5YGXOHssXXykszZhBTKPIutoUjrWFsPXlRQxas5Fb7WH8aeSf0QvgVgRSTBYs9QHE7jczNsfNHXGn1makM16qamOdxcnmzCuxSDKzz51NlmdegXyQUrkY8O8sMEkzhXTNtzdqLGvJICakkTC9HU3IEeDHS646QxC1PxhS5cXTTz9NU1NTr/NPtWXOAPqGH9bVdBYQPw7u+K/IW3NF7A0gRkBVrpo663qT//Q2VePjNajsatOw/VnViBQ65uWY9VzxvJ79G8EUrUZpoobB/E3JVObeTMUBMCy6hAuznJRVtTEzVI1c3RFhIkd7eohVT8fced/jx8FPO2lsMy9WSYPdouqrvH0QD37cu2atfLOabvWeNzUSpeDWgj4UZIvQLRJmq1fTa7X7IXECpM+CxuKOKNoJ4YmiGULU7TkkCVwCgiQgIPRIrK7/rG/GoBlzoHyLmQkbBlPUADNf7yDVXgLdWAwVO9Rz9PGNPbvpp4tmfisO5VFnfo8icy88GWUfvGlALzQIjBRCsCnubhGwiUIEAAZRgyjDuWKELzVZLLf6XNsBNCV6Ih9NZnrr45z75WoUncJ+HvXNt4e60A6zUfVcGM1/SmNuymesnD4dUQCttnvsLXPnfi55fimvPbSQgrFDCED0kcK0aCuvT76CnCOR7HSKTDmygQ8yL+DuOBP/rW5jY20KSVWVXL39U2bMTsfaJXpj0MjEBNahoEb1FCAvPIMnzplDu6RliKaBi6LriLKex5XjpuDQAmXqQNNxLUvHzufa4DrevPJ6CizBHGgZSbRWIMmgwVJsoDjKTmZFIDmTv71e6Y44E5usTmoULSticrDbmqh0rQYUmlwulC4+n4Ii+ohVg1xPgXxQ1XSdQgTrruRA1rSbqWk3IVkGd+2aM4AfEMaOHftd78KPGgPk6hQQPw5uXqneNL06ovBM2PZsh9O5V5f194tFRg4Vmb+++3q6Vpt1nW5rgJI1sD1CJTedSU48HULW79rDpmt0D1RykbEYPvuZ2rC6K7w6ts6EVAE0bpCae3aFcLV1+F41FHbyo1oAdfs9g0RA9uYp8b2GpanpPa/eqyWoHcNBE4pOQXAJBERCUJxq8xCZeWLH/a7If0f13bKUw69K1Wmdo5JXLul4b2voTqi74hZtGo+69/e5WNzRhYW2eqhXoKDtRlC/URrZ6WzE6RG+x3YyIV0pV7FP6RC/STFOal4u4oud16LoZb6819+LSWzWoD8YQNPCKqoTk3jxhpt8p13ssuFAycnsf35I1Jd7uNz8AevfepZsIZT/SkVIQIjJiWZ8EOEp1zP7+bsQJQe3l67FkHQPxXaJDxsgaVsBE8v3YKs9ysabzscdbiKtto7S6Cgsgep3oHOro/W1KRS0qAQkWOvk8+NRvFEjo7hFkuKamBlTxrraFIJiNaQ9aCVXfzNxDUG4yyCkVktseSB3nq9j6dg2jtqcNAeKQN+f9nuq0POmBKcHFpCTUYapwUoY7aQtyefQ1GzaE/01MIIAE7WTfO+9zZsdigMk9UhHaXL6TLRa9LtJ19UTKUQxJ3ogajWAAZwpDJCrU0RnouONUsz4g5oKXH5Xhy4LIGSVyPrHuptK9hTN6jy9MlclVv11Xv8u0FOKc9QtatTNG9UShA4PTWeralsQFK9GolB66AF4ArQ34DNtDU7oRK5kelxD+CB17Mc3qjouXaAR+7kt6PcFgkskfqxq02D3tLb5tj0av1zWSu7cKpqWxfHTceZ+fabpoplHtSP4m/sQLb04unvRW/tZm+LmPE0sBySL3xoUVD8tL1bIlax11hKJnvM0seymqaM5dIC6RMmULF4e8UekMP99kSMkGh873uGLKqifMYCuC6+zaQ28+sAdzA1ciuOeO7hLq+rStsn1PkIXgg42vIfGreaBDVY1pXlHnIlGt8yrQy7hAssegppbGbopn+YJg4lrVtMee1M7WnN5r6MZ0WW0uXVUtgeBHiJiSxkb28TeokxGx5QxPKyaQI2T+PQ2RJ2dRqeRKssgJtOOtkZHRVEwLwlu/nKrCemYjIRMXquzT1YGea1OFhQ2UelUz6X3QcibEnwi+ziBWhkl0czQd78hZZ9awLDl+lm+z0lEIFsc6ZcO9La7aVVaqPekfJ1uB+doJ5Ar7cCqWAkimHO044kQI3G3lmOv2oAxbjrlAU7fMvVKHQ1y/SlFvwYwgAGcHILS1ZTiewSr1UpISAgWi4Xg4OCTL/A9wtu/l/lop0xankhIrYguEB76Afv8fXyjGpEZfm13wniyxtLrH1NNN3sL1WiMqpVCT/0PBa2natHvKu78RkCjh0tf6ahULFrlrRb0rF8Pt21R/bjWPaJq3Lx2HF3329vcGVQPr/hxKqFe9wgMf8zOkRuPMVeM4+O6KvYGNzDKGsF9MadWYACw0LmLRnoI/XWBFgE3iu/QM1tCkIPd3dKLYWh9lXpdMVIIoVyxdfhmQUf7GKdIkiGAUmy4UQhAxIncI/ULQERG6RZR88KMlpf06gktllv5o/sALhRC0PKvPXUo7z4BioKs0aG55yWfwebSOhvrDq/hV0c+pnDqCKzBwWQ3VlEUGUuRkES8uabbtgRgZ2M8h8VYZoYeJQ4rGlcyB/a6ufLAR3wzfiymLD02dwAflOWglcK4e9B+jlS2sn19DjdMiebyIXpuP9LEsgY7kVqB4SYdDyUFkRxo9aXoKuRjHJQPIDmSqJbriDS04ZBFVlcO5aHYkX6Rq7eaDpITvcf3CBB2vI5hm9TIVWNiFIJsZKJ+HFVKZa/pv7Wu1VQpqtBTj0F17m9rIq22jpLoKEzmwczSnU/rkbdwNuShj8hhVYoee6fm36liOpO1Z9Yg83T9htvtdkpKSkhLS8No7L3l0wAGcKbR12txIHJ1hnDTH0USHxPZ+LV6f8q+sW/LnYyIfF/RW4oTetaWdT7OGX/oiOp5yYvdAvWH1MKA2NFqROT4tu7rVnrkCf6RqykPqYTKuw8TFvmTq0tf6dDFdTb8XPtwh3ZsygPq9qv3QpunzVfxGshZAHvfVG0ntt6jw/ZOFJ8/1siV58YRKMPcqG8nakkUAmlUemCVnaABUgmkiDYEp4A+z0TQvkj2/aK421gLboLQdETEPHxMluGwpoVueUTPqXQYZOpxInlIkL0XYqWBTlWLPVs0dlaCpYtmbtOk+/y+OLzcF94UJRd89AwsUisSrosKZEjAHJYMgaxg1Uh0f0gyIhqOVGRi0rcRom/135gAlS2DOGIXidDEU68Yqcx38OxXzxNpt2Bsc7M29SpcioJOa2Vs1GEOtrsZEh/ArQuMRIgqKbojzsSOFidom0gMK+Njayyj9QXYaafS3YBD8HxG+hJiPJsO1EjMjD1Cjnlch1YqcBjjNYf96HJNfAxrpg1nTHwtoUIIEw1Tfek/oEdrh1GaHJxuBy20qJ8PDrJq64j1CJgrzGokzxg33fdqFvKxKyq50qE7YdPnAQxgAN8OA+TqDGLGH1QLhgPv991JvCci8r+A3lKc0DPx6u04O+u3OhMwUMlOzb7ufQhPhsZCdR2NxaqLemMnzqEzqUTLW3gAaiTqy4WelkeoovwNj3Zfr+LuUoloEQn8KgTL2hBaXhW465ZTj1h5MVGMZJ90YnIVgIZAQUs2IWTVRLJNaabi5kpcKB0RLQ9koNUtoWj8yY8odlg79IZmXISgJUowclRp7TZfoENor/H8rUfA2VV/hb9i2+v3VSy38sGUSfxk7zp0bg/9qCnzG5tj1rNb9v/ZkpGICTpIdctgQiLy/OaZCeLB+EReqmqjtNrMfrmeV48+S4RdPadhejduWU904HFuTKnznZMSWxCXB3REjHLMel7PDGOdO5fogDoEpYZ2TxWEXbD0mMpWgHXVg7lrkKcKUCphVZWDaDGQ0Mh2ZElEq4GixjQCHVqCnVqsxipfNAzolQBFiJHM1V/CFvdGSuViBARKolW9Vkl0FK1KI8XSUdLNgzAPvhmAcXIge6Xd9FenNYABDKD/GCBXZxgniuicjvH/C+iJePXlOLsud9PKDsKlM6kWEH3pLxieqab8Kr9R7RZaqyFqhKrbaq1So1PWClW7Za3opN/qN9RbrOLu7sx+qtjWqY9cbwhDz37FQgIBfJBchJLc0fqmJ0sHRQO2w0GYBrWoTbZ9Mzip4C0Kgx85EoHLxQQ2ynU+j65QdLiRae3FUKIRF6+6ivipLsNv+ofSMfYlBBMxcy4zV3+uTrS3qg2OO/Xeu9x8Ditdy/3WbRAhI7iha5cqtOh8Hk95rU42Hf2cWHcz5QnxKIpIbbuB3DwXcyapflkKUNoWwnkG/ya5h8pllm0QGXqZBglQBH/rC0kRQNGgEd0oioBT1rKqaihXhWSR1+pkpTWEhCA9OlMr20vTmerWExcmMNk4hhwpnHdzZeJDGnEEGn2pwL6YkWaJw6iWq7DTjtUUyN40r/ZMYpu0mR3SVrToGKs5h3TNIF/bnAEMYABnFv+79rPfY1TmqhqkvYv7n+LzEor/pZTgqeBUj9O73KX/gZ9uU7VYJ8OWJ9Xehj67BUU1LA2I6Fi+sVAlWXX7vbfnzi5DXW/ZJ4fXmf1v0fD23J6bOH9b6A4Zibl1ELZdOkYIIRyn3beXnQ61G5IdJrL3DmFB8zACBBF3iwbFLWA7YvLnVgpojumJ/nk6hl2qw3cJbX4VhTKwUa7jKk0SI4UQRgoh/Fo7hCGo/QeNiAT08DOzTqnjQede/uo61KWBM6SWl3j7P6v46Bm/+RFiJI2Ojqo9SYZDLaG0KE3IitDhHA8008hyazG3H2nicLub8dv2E3vkOM2hoRwyJjK24iD3Hl1GqTXSt5xRMTPJ5J/OfXeDzJo8mf8WZtDq7v5MqkVDkjaGSCGSBE0clxvn8H7GGIaF17NGXElg4FHMegdpJgsXZ1QxIiGAVk+UannpUeLO/5h1R5uZrJ3Wp4hSg1zPWtdq9kq70XSJBHaGjIwTB9ukzRRLR0+63gEMYACnBwORq9OEro7mB96H8i2qgSacPMX3v6q1+i6x/dm+9Rp021V3dp2pU3pWUSNUGqMqaBd6vz99K9jqVNJWvll1++/vZ3u1Jol8t6Vn7VKsi8b7KnCnOGjorQM23bVPiYFG7rpZCwSzzKlBsuiwbA0hbHpNxzg32DeFUV4YzthvQgh1iNS8eRSpS2RLA9TjZI1UzS3aNFbKVVQo7eymGeCE1Y7HaOeY0k6lu52F2kxfU+sYujDmLqlBgEj3ZJz6NWgEBY0Ic2KK0Ho4XGdaLABf7c3ngtytfDT8MmpTLudZXTObp0xkWWs2LaFBmCcHEWtqQgDa3FpW1qTwmwj/7V0/XUQ7ZQsp8aVIsnoSJEXE6jQQZmhHQqJKqcCEmUalgWrbPt4sT+Ta9FxiNU4cRq3PaT0mUPSl+4IIIn78VhQg7JxdQJe+Wb1gnXs1DvrXaHObtPm0GJEO4LvB+vXrmTlzJuvWrWPGjBnf9e4M4CQYiFx9S1Tmwt9iVAfy/Hfgg+tUgjT8WrXqbPi1fUvxeQnZ2ofVqNeZiHT80JAxRzUh7QscFpVgdYVkV8Xo7vbu804nXG2qjqu/SBfNmHqJTCihEq4R7ShBKrHq+mWOwUAAYrdMXyxG/u0+wquuIppxYUyyETm3Ck1AB0EL/2MiFdujKc5xs/t2C00LTyx0q8buazj8kXSsX3G+epyslKtIF83MFeP4Yu6lyGKnY9Z0P/7rwxMRxA5LBI3oIVVCR8TrmC2YN0uymbd/FT8p38LvSj5i9BgbW66fyWfCaPa5E/jjsJvZFDAE2XP2JEVEK4V125493E1KfCkaFPSijKRAvS2YTG0GsqJBIyiYMBPZPBJLWQqvliYyLLwEneCkVdZT3x6DKGgIIYRRmjFq2k87jSNyoc/CQqOBYukonzg/pFg6SoNczxb3Roqlo2xxb6TBkyLe587rN7HyYp87z29dA/h+4I033kAQBN8/o9FIZmYmd999NzU13atgB/D9x0Dk6hRRmaveLCt2+lesNRf7R6D6qrmZsAiq90HxajWlZGs4caPg7yN6sinoaUxn89UJi1Q91Kpfg7NNPZcaA0Rnwzl3+tsndI7qrX8MNj7evWXNCdGnO35PzWVODyp3qsff3+jVjZpUlkil2JH8TRS67JoMBKHBhkQ8AYQJemqU7jfhj+WKbtO8EFFtHZoXVpHxnwTsNjeDHBLOsR0VGYZdapNm68Iq2j3TXShkC6EgQrYQyhKp1Gdm2hfsk5vZJNWRrzSzPSGYS3U6jA7P8lOu7nEZI3TpUqgWGgqoZGWdp4Hz3zOu4Ea7mZbJg8kJq6a0LZgxYVUct4URbmgjNaSVo5ZokoMa2F6byZNpIb71eY1AZU0j2dE6wnXqFjUCxJiaaRfcaJEJxMxU7QyeWxXKmrxUEqY5OCjCiEAZGQdJgVXIyLR2scYwoNojCAiM1ZzDLmmnL40XQihWLByj3FebOVmcxkH5wAnPpQYNMrK3HbnfvHx5LwClcjFztZcMiNq9cDvB0Q6GANB+exf+U8Xjjz9OWloadrudzZs38+KLL/LFF1+wf/8pC0EH8B1hgFydIt6cBc6W7tN1gadW7Rc/TnUd95KF6r0dN+LKXFh8vtq4GGDI5XDdsm+z96cPXkJlrYCGwx1u7GUbIWWavxfUlwvVCBJ0WCF0tkTwQnarLW28bW0OfgiSG3YVt9L6myoiXopDWGfuIFa91fz3Cn8frLMF2Q2vTVatH/ojdJ+qiWKNVH3CljheeNNw3pRbv/cR1Oq+CAnuL2e4AmK2BrnTaUp/PhnXh8HoEDj+5hFArTTMV5q5Szu4m4aqL2hF4mWpiLGEokGgMTScuJpK9dPZuQKGT/ITtQOM05zDNtdWP3E5dBhwzowuwyy7GRXj5J2kqwg2BJDVWkO6MJT1FhOPJBqwBu4kUOtgVFgDy47lsDA2zM8k9KWqNpY12Pm/wQd9xApUc3SlJZYAUyQNFBHHCCL0kVw/Xd2X68eYGJqcyRZ3NaVyjSdFKSDhVqsBGUaBfBCdoPfYYShskzb7HYcVKwqKj1JXy1UUS0cZJg7noHyAYeJwEsQkCuSDxAnxlMolgOKLjDXI9ex076CRepQeviAr3cvJFkcxUpvT78/rBwFZggNbYNOHULgLXyI5cyxMvRqGTwbxDOkFesGFF17IuHHq09fPfvYzIiIieOaZZ/j000+JixvoVfS/hIG0YB/hFamvfwz+bO6BWAmQmZDLnSNvZPJ5uadU7afRdfzdVqMKoZ+Ohy9+2UGsAA5/cgoHcIaw/Vko+krVL3mJVU2WkxX3N7G1zMkr58JfI/2JVX8hOQEZGu+oomFOA1U3VvlXCZ6SDW5/Ql6niB54m+SE5bf3P+1b3y1Gc3rR4y1EBBQIfT7OJ2gHqF54nNarG2hYWOnR+iuEuyWyhVAedebzmPtAn6JWgW4HF1XsI6mt0TdtN824FIW6EI/hpFYPjTXwxu/UqsFOSNcMYnfNFD8BuzdypQDJJisTNXWkx9ZzrljPmoYQ/n5kBOsbTNwRZ2Jds4O8+kwanUaWl6UQUFLEzuP53H6kibxW9XzfEWciXi/6mkoLipZWt4Gl5SMocsVRIx7EoGlnv6uYvFYn/3BYuOIKmaHJ6k9rljiMOCGBOCGeCZrJhBBKqVzMl+7llErF1Ml1J7h+/WfYaWeftIeR2hyu09/ESG2OL72YrhnELN35zNJd4ItGqXYNFzNHezGaXp6j8+W9P84Uob0NXloErz4AR3fjp9Q7ulud/tKv1XHfIWbNUh37S0pKepy/adMmrrnmGpKTkzEYDCQlJbFo0SLa2/0frKqrq1mwYAGJiYkYDAbi4uL4yU9+QmlpqW9Mamoql1xyCevXr2fcuHEEBASQnZ3N+vXrAfj444/Jzs7GaDQyduxY8vL8bU/27dvH/PnzSU9Px2g0Ehsby2233UZDQ8PpOyH/QxggV33E9mdh/3uq35GfZ5UGLn8T/iDD9dOfJWzn+8yKePaUROmhaR1/6wI6rAIqv1F7Fe6Z48YSLfepQu5sYcIiSBjvP23PdW0Unmdnz3VtoKjHcarEqjNCn48j6MMIQp8/HU9wZ+HS7+Wm6bbDu5f1j2DN0yT7ESAvbzP0IfJ2shECaiqwx3EKhP89we+cW8e2YH6zCsfYNnWAonBZcx3b5HqO0taLAUN3tGv0VAeEMLP2cOfNAbB1VA6WgBDaoxMhOByaamHDe93WcVNEIpKs9REqDSLHbWG8eCSHF4+M5Zhg5FBdNG06gbmxZUwMtZEeuZG/VB7n4wY7xzypx6MtIawOGsnihjiWNdh5qUr9knv9rXbWDWFXUxy7ayYxXrmKZCGD4eEH0XiiZlqthb9UFvNxQzvPVXWQxQgxklQxjVp3A5vat2FRmv0E951fvTBhRkTsFm3SoGWkZnSfzm1nRIiRnKuZgJEA9F2LBVA9uH5UkCV47UE4stvzvsuDlvf9kV3w2kPq+O8IRUVqW6SIiIge53/wwQfYbDbuvPNOXnjhBebMmcMLL7zALbf4h8avuuoqli1bxoIFC/j3v//NwoULaWlpoby83G/c0aNHueGGG7j00kv5y1/+QlNTE5deeilLlixh0aJF3HTTTTz22GMUFRVx7bXXInc6d6tXr6a4uJgFCxbwwgsvcN1117F06VIuuugivseNYM4YBtKCfcSERVDwGbi6ZDyy53VK8Sxa5P/aD1TmqiQEwBwHs5+EnS9CzR71Zty5V+Ewy/eHE8ePA2OI/7TRS01+r6cLxt1mYuf3bMypCQCp08OaIaRDw9Ud3WmENuDMi9qho6F3Wp7IF78U+VkPrvM9Yaomyq8PX4ZgJlowEIuRz2XVMDQUHZGCwc/g03ulnOinTcHT/FnpZHXlPUVOaLm6geZOgnYJNe3o82EXoCAsDVuXaJX9WCDNm6IJnVqLMal7NUGA5CS23cK66CHd5o08cpjgdgtCuwWyxoMpBKbP6zYux6yn1pZFHaomRRZkNteM4FCLatWgCZYYE1RNlRTEgggj9TGbPEvmU9g6gQvijhKut3N1ajEFeXoS460c0mdzR1wExXIrK+UqpgQYuDHsKF9WhjAjLp+9+n38X/oYSiQ9LYra5MesdTA7IZex0QaMgpYGeaovgrRP2oNbdHSI7j3wEkLVdkIgGPWLZPFUWnphxEiYEO5L950K0jWDfJWCHzqX4sAOQAihPz6n9gNboLAPTzaKDIU74eBWGDH1zO8XYLFYqK+vx263s2XLFh5//HECAgK45JJLOHLkSLfxTz31FAEBHbYkv/jFLxg0aBAPPfQQ5eXlJCcn09zczNatW/nb3/7Gfffd5xv74IMPdlvf4cOH2bp1KxMnTgRg2LBhzJkzh5///OcUFBSQnJwMQFhYGLfffjsbN270VS7edddd3HvvvX7rmzBhAtdffz2bN29m6tSzcw6/L/j+3KW/x6jMhU9v606sQlK6VAKOGwdLlqiv/cT2Z9VUoNaorjdqGPxsG4xUzZVJyxOJLRRJ2yNy0QunfiynG+sfU8XmnRFToGfOo2HEFHx7YWhNlpNVjzZRk3XitJjUAzHKWQBCH6/w00ms7GNaqX7jCPYx/heMJVpm90VuqjJVguUVuPcVV3fykrpFk0q2EMrHcgUuzy07AxN1ih0zaiQnEj0/12QwQgjpcX0CkIXZFxHrFklRgECoeeOoJ0rVAQcyOg+xChF0XGTI6OjK7UHzpmha94XRvCm6x+3btAa+SBjJMVN4tx1bOXU6JckpSMHhMOYCuPnRbporLw44/aupxkYeIj3QSrDWwQVxxeSEVTMpoopWbZE30Ea6QeGBpCBWVQ2i0WmkvC2eZ2aP4aKsaF4ZFEGOWe+rftwt7WaMdScvOD8gvPE475QksdL6DRa5zXceBSBQ6yYxsI3IAAt7pTyPF9VXuHF1o/NqZaOAIECcGM8c7cW0096NWMUJ8Vylv84v3fdtMVM7m1QxnbnaS7hEf/mPT9S+6UO1JUFfIIqw8cMzuz+dMHv2bKKiokhKSuK6667DbDazbNkyEhISehzfmVi1tbVRX1/PpEmTUBTFl7YLCAhAr9ezfv16mjztkXrDsGHDfMQKYPx4NS0xa9YsH7HqPL24uKPdRed9sdvt1NfXM2HCBAB2797dp+P/IWEgctUHrH0YavO7Tzd3yU71VAnX1/TghEWqL5alDCp2qOu5cgnke0TxIbUiF1tELlr+/fLB2vznM7t+b4oRYM6jfSdrDgvsfpWzIq3qiuaFVbRcrYYhO0faSnJk7EFgbFHJsiKp11Zfq0LTRTO/FTsIxvPOQr/5uzw35hC0ZHsIVYIQgFnQ9hi6UoDDtPpu/J0jKYkE+ExJe0oXahG4TZPuc5CvUNpVXZgCsgJ2p4bQqbUAvte+wIyWdtyUJCVhNwaisZbB7q/g3AtPsJRKvJ2ygIBAlKGNMEMbpbYgvqpKZ0x4NdXtJq5IKPedBoemmX9VWCi0J7C9MYEYnUhEaiRZDGOneztttJEtjgQxArNcT0l0FAIib7jPIa8plqlR5YhC7xeXU3GwV9pNlVLpO7ne86gAOvScqznX15x5m3szTo+9glsWeLdsJFfFtJIaFMcW90a/Bs4Ncj3b3JtpoYXh4oh+C9L76v7+g4Tb2Um83gfIshrlcrtAqzv5+G+Jf/3rX2RmZqLVaomJiWHIkCGIJyCC5eXlPPLII3z22WfdiJPFoka5DQYDTz31FPfeey8xMTFMmDCBSy65hFtuuYXY2Fi/ZToTKICQEPV3JCkpqcfpnbfZ2NjIY489xtKlS6mt9f/Oe/flx4QBctUH1PZSBVuxvYMEwamZh3ZGZJZK2AQBSjbA4xrQB4NGVhsHe5sbf19QmdstWHHa8a1SjN+CWMVFH2JCzntsz5tHVW3PEZPe4NUnddWGpeWJvteQWvXv49tPzZ6hWG4lVNBTr/hH9ATgOk2KamkgN2CWtcwV49gq9ywq9fOe70QAqj1po970WjoEEoQAKpV2GnBSKbVjwQWKgCAo2N1awpNsxN5Q2udjMqPlt9osAJ53F+L22AmUym2knWA5h6ze9PSiejQ60c3MaNV4dGhwPQcsUQwNruefB0aRVuNi3DmF7G6LZlZCLrOAFVWDeSBOvakUyAdpQCWMR3cWE/bCeVQvlGgf46QyfQLXtUm4aqrRubQIjkicWgs6jQtZUVN7ZsFEG60IgkCN4h9RM2EmWAimSWnCgZ0qpZLJ2mk0yPVY6Lj57G5IZ3dTLCmikWHmfErlYkrlYrToiCGWCo75xh6Q9zOSH2m136nA0U7/K2AUcNhA23ME+HTi3HPP9VULngySJHH++efT2NjI/fffT1ZWFiaTiYqKCubPn++nh/rVr37FpZdeyieffMKqVav4/e9/z1/+8hfWrl1LTk7H9aPpwVPuRNM7a6muvfZatm7dym9+8xtGjx6N2WxGlmXmzp3rty8/FgyQqz6gpbLn6Rq9GqXywpsi7By5OhE6R7rWPQKWY2CKVqMu3jSVoxmyb/j+EStQ9/1Maz3VFOPZ952ZkPMewzPXALBs1aMnHd9ZSxXSizYspFZk9Cr/p1CHpX/RKy9WylUU99A8OUMwM1UTRYKshujninGki2bC0dGIq8/rd6OgF7o3XfYiQQjkQ+kY9TgJRcdVmiTylWaanSJbnFb0mv5fGOmCiXTRDMBCbSavz7mI1kATK6dO548nWO7r6kwmRCkkB1oxaV0EaF0kal3ckqqGm88Nr+Llg+M40B7B+MH7CTXZydHXEK7vIJDXRamkLkscRplciqLIND6XReuHelLJQFys4XwxjvRQMzeHAowF1CiSt9Gy1/6gQD6IQ3H4vKm8mKqdQYQYSbF0lDxpF01yI2tdq2l2K8iigl3SM14/lGEhw7Hb2rgjzkSyOIwyuQQFBTcuP2IFEEhgv8/zjxqGAPrv3SKA4ft3nvPz8yksLOTNN9/0E7CvXr26x/EZGRnce++93HvvvRw5coTRo0fz9NNP8/bbb3/rfWlqamLNmjU89thjPPLII77pPenEfiwYIFd9gC6wS4WgB5JTJVFeQXvnRsMn8jHau1glU4ZgNSpWsg5aa9SvfFu1/9ighO9vE+cJi6CxWE1jnpodwvcX2/Pm+b36kafa7mH6zgUHXQnU6YBXXO0lS3PFOL6RG/yCc6HouEWTCqgpxLtE1XPq3+4jBKLpE7lKxEgrEs24SCaQY7Tj6CEEeExpw+350JOFQB+he1S/n7BT4MJmNFyt6Ug9pItmSpKS2Jc5hIVvvwEXmntNDf48KpHflAQxNfooF8UVeR0kfJCBkMNGskJthEc5aWnXU9YeSXB4JVpBJtXY8TMYIUYyQTOJLe7NhCw8iKQIJN+RxExtz4UUXVNs3vcNcj1V7g6z1gxhsC+tVygdxk47dtqxKM2sqB5EbEAcgmMwP09JBzO8PNh7EiMZIY70mX8KCH5VhCfqKziAHqDVqz5WR3d3rxLsCaIIg8aelZRgf+GNJnWOHimKwnPPPec3zmazIYoiRqPRNy0jI4OgoCAcjlNz+u/LvgD84x//OC3r/1/EALnqAyb9BjY8RjcCYYzwJz591Vyte0TVVgmeu4AuUE0FKj087KdO/35prLqidh9nnFidjNicCVTVDvWLWJ2MPHVO+fUX2TecfIxXXA1wlziYdVKNn1u7CPxaO8QX+QH42H2MT+QKZFTi1ReECwZmVybz6nonlqn1OBJ79vlxeD50DfhI0WJ3ySllYs1o+K12qN++A4gy3Lj8U4JsNnjvSYhN7VHUfl1UIGV2N0FhHVGdzvoxWRHIHFFOqCiTnFyPSTCRZZapVhQCMXOh6Ry/9aVrBrHNvRXj2AbiFm9kvz2KkfL4fgm/I8RIRERkzxkZrBniM/VsoM5vbHZoLTvrhvP7+MQe1zVSm0OCrJqFtshWX9oSoJ2zUOL6Q8PUq/tWLQgqAZvWc4eA7xpZWVlkZGRw3333UVFRQXBwMB999FE37VVhYSHnnXce1157LcOGDUOr1bJs2TJqamq47rrrTsu+BAcHM23aNP7617/icrlISEjgq6++6tWf68eAgWrBPuD4NnokEMHxHcSnMhfevxr2L4UVd6qeWNuf7TAf7VwVNnqB+qrIaqsXS1l3YmWMUEna9zVqBWo6y2XrvSKvszfXt4GX2JTkfHd5e1+1Zi/kSU35aU+J/HWttuwJc8U4JogRzBVVHdcGxf8GfbmY0I2ceIkVgAUX4ei6PU111lR5CdgXG0TK95oo2hh60v2SUcXsm6S6PjnId4UWoUdiBRDo7PRULbngi//0up43azu0ND5TUU8Zn0ZQyE6vIDvNTZwYx1TtDEZpxpAipvlSdV2RrclG8Hh/hRvr2Cv1v9ppvGYSoucndrX7S1a6V3QjVgApphZfhWJv8JqFnqOd4DddHPgJ7z+GT4bMc05eSiyI6rhhk87OfvUTOp2Ozz//nNGjR/OXv/yFxx57jMGDB7N48WK/cUlJSVx//fWsX7+eBx98kAcffBCr1cr777/PVVddddr255133mHOnDn861//4sEHH0Sn0/Hll1+etvX/r0FQvsfuXlarlZCQECwWC8HBwd/Zfrw9t+cboKiHn25R/37/alUzpTOCy65qp2JHqfNK1qgNnK9copKsdy9TzUF7gkav3kcyLvj+9xZ8cWTPVZRe7JnjpjpTJrZQJR6nihNGrvrd+qY7FBQQFATFW1R/djH90b5p6j52H+NzuZJYjERj8FUHjiWURfqsbuNvcW4/YSTJjIZ0wcxEMZJtcj1HlFbakYipCUNZl0zF5CPoevCnOhV0/Zh0gAkd8zTJTNVE9bjMpto9iCtfY9Ju9clEEtQOx+7oZIw3/N4vijUnv44bB69A7PLxSYqAVlCQgeO2YL6uyeCWiGhujTq5EW2DXM969xrstBMnJDBLd363MV79lAEDOkGHDj2jNDkckQ5TpBylp4vTSAA5mrGECKF+eq2+4iPne//f3pvHR1Xf+//Pc2YyScgGhIQk7Pu+aZSgIuJSUNtqrQqiIK637ffqLbZfv/6q1yLV1uqteLW3i0sFqQpexK0qi4qIYlR2lICyBkggJCEr2WbO+f3xmTP7TGbCBAK8n48HzsxZP2cmznnN+/3+vN40+kSsbnbM9htzW47ZXsTrO7yxsZG9e/fSr18/v/RW2w9YrwxCv/tapf58U4TW68HnwR1/6JD1VsKpI9q/RUkLRsGoGapXXqAXktGsWtN07Q81ByGjF0yep4TY8QolqvpdpoTVgClKpPmahYai62DIGd2xI1YW4Qr9LWJKldkgXMeUUIXgFpN+Cxv+Hl6sRo2pYeommqGd9DTkV89GKa7cDZcP0EAzBv90FETcPo8kDrpn/YWiARdbzWp2umrJwkGD+wMo736M5Ok1JMTQeDkSPUniccdY9hh1LHWp1N31tl4ho1W+TMweC/sOAm73dVOZVNkO76Phjf8iec6Lnm0f75fBq5U9GZN50O8YNs3EaXobOVc2J/CtsYl19XBBSmSBlal34xL7ZR6xEkiFUc6XrnUYGErsuHVUmfMwrhDvnY4tyDohFksESzg1RkgF7jC2s9/YG/OxzzqSUuBnTymD0E+XutOE7kTywHNVKnD4BSe9t6Bw5iDiKgrW/y28yeThzTBwKqT3VMJqzCz1r2Q9FGZ6666W3ax68LUWZWmoiM0f61SSlhdZKEYSRUG04T5uT4bK7/DvM9gGTLuJ0bUFe5lKy1hpyOYkE0dj+4usxqrY7RiOEL4Q1RIxSdgiBvast7wJg0M+1gsuVCNlTFTeTycooOfr2eSL7t4lFRs32/qyzazypDIDfbpaY49Rx54f/IjLlrwQ5PnhqvRX9iqldjFfNL9LuqMWw8QTxbIeL8neT3VLIiMyyll3fGur4gpCe0JVGOWsdX5CPaEbVAcLK41R+ugTbpD8mXMNdYToFu9DrpbHUcrI1fJO6FxnBbpNOa+PnKh8rJqOqyhVByxeF04/JGEfBUe2Brx2u4aXDW/G1QybX1K+Vtte9dZX+c4cXHazikil5kDWSMgeRdjsU90RVat1OpB2ir+/XS2wbTEcDy5jiZojQ5tZ9VA1FV29KcF+m3TyjAZS7tnLsUtrg2q94lVLZmG62vaZr3WFvvClrgNsNavZRX1YYWVHIxUbk7UsEtExUTVXA0hRnu2m2wFLdx/BVO9OKnau03swQc8kCyVGs3GQ4f6dluyevdbfbQnxC/sgvwjVHqOOJ1qKeKKliD1GaHFisdwo5eVzhlHdNThtWP/Du4OWjUt1MC1lEv1s/ellFFDRlML+4+ks2jeKA8dVSmpbVRbfVGVR26K1uWHxFtfGsMLKFw2NTLKYar+6TcKqwijnc+en7HHtYnnzeyGFVWDN1T5jD/XUsc/YE7StEAF7gmqxJMJKiBMSuYoCV0DnFcs1XHfAFb9xUK38ClVdlls0+RqLfrNYPTcN1dqmej9hwwkZvU6PlCDApY9C+Q4813+yCd03MDZCOcBnlOlkn1dG7YRKujpMur3kXysSb9sFzRbdZ36d3sOTGgRY7NofVK+0x6ij2AxfJ2VHY7iW7qmzqqCZq/VcPjWOkoTOLuoZSAqVVQepTUnB0dxMfYoSR6Z7/7F6F/rrqTzRUkSZ2cxxXNThIhGNrPqj3FC2k++yx7A2vRvbzCpGaZ09ESxL+AGkGnZ+oYe2OAAYpXXmO2pJbm5W/1s5ktUoJt9M9/E/CbmPJ9Jkh88bNN4oNTl4LM2zfsOxXL6s6MmIpEp+0HV7G1Nn4evykkii0WxyR85M0mxpbap92uPa5Uk57iO8UBqhj/I8rzDKqTBVKLk5wFxWEISTi4irVihZr6wSmnzc+y238NGhXMNN/xtlwRwoWqaaLwMc2RI+xagnwI1LT15KsGS9mvEHSijFet68fDXe58+nw/tcHRnazObp9YxdnOLX8zCcA3znZ3I5lmtSuTkLs49Jjx3edSdiuxCKbsOie++vs/diVfNhat1pp7QQ9grLjVJq3L3sfD+SxA0pdH4ml7p7D3P/hGH8xfm9R+TY1m/gxmcW8dm9t3Dw3EF00uyUOhw47XbsLhd6jQ0t1YXLBlW08JxzN424GKVlkIyuUogoe4aLy3Yy5lgxqWWVsHsZhydOYkOvPjS7S+uPmOp/hCR0T7owHNvMKippZvOESxj/yXKYPAOuvKP1N8rNjMQeNOQcYRt1TMrZg1134XC5GJJ6jI0lvWg5PhTaUGM9xjbOz8PKwoadRhpV5Y4GLYadoQmxN0WuMMr5wvVZVNvW+kSzvnZ+6WmhU0stFUZ5hyhqF4SzERFXrVA4H5oCovGtuYZ/cC/k/wy+/quK6qT2gKrdap3Tt77YKlBx40hvf2H17t2w8fng5Xs+hKTOMOWpyAaogeTlwzl3hj5mRyJcj8Jwn2XSxlTyZg6kyV3Y7ktMtWQhOJHWOnU+9TxdteBxT9VzKTMag2wROj+TS9rSTLqTCBPUdnWmk+O4uOSZVxi79COySeL4y4/xvVlLbUIKNg2OJyWTbtO4IqEH7xglODE56C6oXu1jB2E4NTSbycfZQ0gvq2Twh+vJqKnBBfx1xi10JoGpei5zDdVLqhGDp5w76YaDWfZ+IYvbp+q5UF/D8K0boLkJvn4PRlwQtoFzIP31VB7LSIUMWNT0BQA/6LWHzo4mDAe8diSXS9ogrjL1bozSx3iMPQG6aVm0mC1UU+URtg7diErcVBjlbHFtpNlsoYpjuIgcks0ggwn2iUGF9jU+TZ+baWKLaxOX6sEzHAVBaH+k5qoVCuaoVF0sHPwC3rpV9R6sK4Xag5DYWa3zs1axhJWmomNTn4rDgFth4wuhl5suVZz+1q3wiF3ZLPh6c0Wiujh+42sv8l9K5ae/6Er+S5FnqIG3pgrw866yau2ODD2xlIvVWqdg3BIgtpmOl2jeNGCmu+bJcmHfY9Sx2TgWJKxsQN29h6m7voLE/1AGg/31VK639aLKbOate2+k8PrLePveGyg3m2jAwObzs6vW4eRdowTbhk50v3UgiRtUlK/xQCcOv9oXV70NTTdx1dvYb8vEtfsYGTU1VHbuzPKJkwDQMPmDs8jPGqKKFnZRz5+cO0LWYPXXU/nFO++SdvigqkqvPAJrlkT/ZvnQxTWAyuYkVpT2Z2dNV1JtzVySGbsvl8UeQ/1asmFnqv2HTEm4mk6ael9smg2bZmOkbVSkQwBeu4dSs4QKjkYUVimkkqv1YIJ9osf3yreZszNo3w4eThaEMxiJXLWClfp68QIwom/N5oerSf2D0C7sCclw9V9jixi1Ky7lX/Xy5TDrw441c1GzhX4PLVydnBz9y166/rYXjv1eD5LM/cEptCNDm9k6q57Ri1LoXuSNAoWrqQoX/YqVD/ffyLFcgw37b1RjGxz9vnckDODT5qO4UJGjihYl9LaZ1WwyjtEQwtkqGRv3j+/L8kWqfY7VSqfOdFJJMw3njmTRwsfohE416njH96SQ3KsB3alBiosWTLq7o18ARxbuondTOTPzCvm0vD8l2enUfpZN8ohqVroF1fKJk9jbS/0yORZCNFjvbDVOlaJ0ETybcNI0+H4D1FRAeqZ63QZ+2GkiU3duYf2xbgxNr2BMlzIOH98BhHZFj4RvIXwyyZ7nY2zjSDQSo/KYqjDK+cL5GdU+0aZIdNOymJJwddj1O4ztfm1xEklkjO2cqI4tCEL8EXEVBUe302ZvyUieSZ700OZp7F4x7KSIq8R0//qxSDRVw6s/ghnvRhZYlz4KTTVQutErItsLM0A72DqBy6d+u2VAE7XXV5Dxt+6wP7LZ4Obp9Xw3sRGj2V8sBdZUWZ+T8dl1VOb2ZOBKf1PBwDRf9tBixk5fw2crL2ZdWo+gz35tn8H8b9pD5PTROXcvXPlM9Ne/x6jzm+i/1awmDRs6WkhhBZCjJXt6Da51HWWBay9NGHQmgf5aKp2wcdhsoAxvRG5wT0h86xyO/HSzJw5WdW+p3+MU2xbOSS8myahnUfIEekwtowEXu+nFX2fc0uq1BI52m1nNMucBrrP7hIp7D4O8gVBTqR6jTAmGYkLmAQycpNqbcBoa2ba2mVp+4VzrmS1YRy07DFUYH8q2wUK1vimkimMYGOjoIb2wLLLoznHq6a8PoJbakD5bvseuNby1Cxoak+1XSL2VIJxCRFxFwYr7lGFoWwiMgvjeiK30kKZD5py58RtwBArmwJowp9IT3NE5n2ro+sOqhuyOdeGPmZevDEXjLaw0m7Ki8ZutGZDpcAVMjGtxaTg/70qTofvEFEITrpg9sKbK+pyO1Rqs/OYhatNCf44Ab66Yy9jpaxh02SaO5Ros++YmdQ6f43nE21adHz0XW2RwuRGcQ6yNcJMerWX4NUR+w3WAJgx0VEucWtOJK0T66FBSPUnTNjKCdI8TfNO59RxZuMuzzSfZQ9DcjwDH22BW5lt4bwLvGiVchxrvWtdR3nAd4NapNzAuJaPNUSuLizsNZEBaIbVOBw7dwOXYzurj6UzuFOxuH449rl1U4/11oqNHFD4WqqegN+IVTlhl0JkfOq6NejygolYVHAVTvYdJRlcyHSKsBOFUIjVX7UxgTzrfepvCTdP49rvL+HLzid00YuHgF+HX5Z6r3OivXaB6HlqUboAtLwf3SPRl8rzWW3XFSrdhcPvnkNYjxEo99PlajiVx7MV+GAdab1mhitm7eGYPhvOvsj6nDYXTPZ9lqM+xcJP6HDcvnsT3H43j24WXhOxHaPUhPGe0HnO0cqqeS2IM/9ven+Dft+9iPQs7GjYsw9DwdTmNGGyMkLY6kNKVRf0mUJLSNerxBJLgHouFC5O5zdvYY9TxkmsP5TTzVJ7Onpt/fUJRK4DJnYaiaxrbqrphosq4trs2x3SML13+vzLG2y6IGCHa6tzEq80LQ/YUDMUE+0WtblNUbPDwIidFxervdKg+HAeJmEC90866shFRnUsQhPZDxFUUTDmBQnPrRgqq196H+2+kaPdlrP9WpZDeXDGXQ6XDOoRxaHkRVO5Rsxy7DlKRLFCRo7dmK8POcOMcM0v1WowniWkqalZfFmKlEZwiBHA0wtC1NrqUari6tFD+22JcXaIoltNCN4hOG7qdIVe9xrvHbuCjIYNoSVJixFdQWZ+jNfOvbEdvVs6dyfF1fdwF8Zq7HsYrZHSHSqfGSn89lQftw8mm9TfbjuYpdl/mPMC/N2/gA6MUJyYtBKflQmGNOIHgzHg6dtKxk0kibaUZk35aqqdptAHsop7HnUU0+zRi3rB/HSyaC8VFbT4XQFe6kZXYgAk0GzrvlgyMaX/D512zYSND6xx22z2uXWxzbcEwzahqy23YokrlvbbG4KNNBq+tUWPJ1Luho6MBdmzckhl7HZkgWMydOxdN8/+/vW/fvsyePfvUDOg0RdKCUTBmFnz+JBz9pu3HsG7caxlM/cq5GC4VeTENSMk5ecahlz4KjdVw6EuCvvCbqtUMRwA01Tx6/xq3fYS7P9uxvRFatZyAYbmmqzRgRm/olAVJGVBzKPb3PPWY9/fCsXtLOXZ/CfqP9nDZK7VsefZKXE4bpaOa6bLfTnKNT8zE9K+1smrl/qPnYi5MWU3zufBugjIFS2g0yFihBFU0+Ka9rK+sfpPbPlGgv57KUw5VrGy1uqk0m6iihc44OEojTZgYmPzeuZ1GjIhtcAIcQfyw9rPkqR2NvnTiMlsO/3DtoQUTm7tYPQ1bxBRlOBpNJ/fZh/Cw0/thB6YYp65dA5s/Vdd8869Zbqji/Nb6EwZynn08hxyb+PaYg5VH+jHW7B7T/ll05yhHcOCghRZPvVUgFUY5ha7PQ3724bBhb7XxcoVRTsGPvyWxy1CmnKPxuXMHQ/Xhqt+gBkkJTfS21wCSFjxdCBQy4Vi9ejWXXHJJ+w5GiBsirqLk2pdUcXf94bbt73vjNpxeYZWc2XrBeDzJy4c7v1BWC2Xb1DLdDgnusqN0d3lOzQEo2QCjZ8KWhSp6ZRoqrfjxQ3DL8uBjX/Sb8PVcQMTmzPZkmP2J//vw+1D3zQCVoDvc9XAhFELqu10pvqaWK12bKLjhO2pyDD5ZMpV1P6+l91cOJjyfTmOKi00z6hm8MpnM/Qme2qjNU5wcHmzw5uHr0Vzw1fZpZOZqaKjPMBavKmvI1ldoam7bolahCNWv74HmzRykEQPc/40cOImkiQNFWRI6l9lyeMN1gBb3Gusj7aelkqrZWWcol/BIos2XgzTysnMvCWieY/piRyPtkltAS4BJ01hulFLoPkckh/dQZOrduCP9CkiHP+bEtCsAP3BcCeAngkLxmXMNJmbQZw+qTiuBBJp8+kNqaKRr6WxxbeSwqerqQom2HcZ2qpL3cclUjSZUu5v9xr6gbaRp8+nDokWL/F6//PLLrFq1Kmj5sGEnlhYXTi4irqIkL1+JoJcmBhiBumntZuspktaUmPFtNtxewiqSA3tanltc6aolz7HdgAY5o9V6K2K0dZGqxSpZ77WiaAwz2/CS30KXfvDez6ElVAeWCEGNlno11k6Zqg/juifVMl+SM/0bRWt2VfBuQMi7eNLGVHrMGMSKu6FFz2HDG5dgb9To/ZWD/mvVTMLEep3B30NLthN87Bqy9mtk99zBDJay5f3pOMuGc77Psc+9ZjEj+nxMS5LJv95+JPyFqZF6bq6JGXDTO+0rpn3nE4bSs3Y0DEw6YQdMXJh+Mw1DRbmsZXW4eN61GwNVL2UCTkwS0T2F83XuvkQT9G58ZBxhl9l6H77DNOEMIwHvsPUHn2Jwy9l9qp7LMucB3jNKuVrP9Z9l2M6Emxloia46s9YjqgIDE8kkUx/gRWZiUm4eJYlkcrS8sKJtqD6cJrOJJrORvnp/DlDs542loZFGWsh9hQg0NUFdHaSmQmLb09xt4ZZb/GfWFhYWsmrVqqDlwumF1FzFQF4+/PDvSozYAmb5BxpDghJcP5kyl9xs/zoRX2HVNbYf3lFTsh5eulj1O9y9wiuyLC59VEVQMKCxSi1LdacnC+ZAjwKwOZSQPFiort3mLvM5sgUeTVZu74FF7mNmwew1MGAKMdlXJCv7JL5ZAp/OCxZWAM0B92jTGb6VkEX3HQ66PT6M1UuuJPPrdHK2JzDh+XS673BQl6k+iO7f6HQbeMRvv6N9TK5LWUp+7uqQn+lax3l8yGRe44boLxIVoWvvKOU0W29P0XugsLKhxMpILQMwqcNFAwad0FXDZpSIsrk/PEty+coeA0hEpwUTE5NUbMy29QPUbMbrbb24P2EYPbRksrVET3PoyVoWXUK07AHIIdFzTl+u03uo/onvPwcbVsH7zylbCXdD6PeMUpowWGYc4pbmQv5P89dtes/ixQ5jO/uMPX7pQAvVyLlbkLDypZEGEjV1c//c+anHU8tq4rz3sMHOfQmUGqVscm0gFf/wronpMTgVWsHlgrffhiuugORk6NZNPV5xhVruij3FfSr55z//yfnnn0+nTp3o0qULF198MStXrvTb5oMPPmDixImkpKSQlpbG1VdfzbfffnuKRnxmI+IqRsbMgl/ugx/9XUUh9ATV3mbj9/4zxiC04PL9trU54Kpn4zu+d++GeTZ4/jx/4VFb4r9dXj50Hw1oSuCNmuGNqFipw76T1bapOcqLyXrtbABXo3J737YYXr/eX2Dl5au04aTfElFg2RLVe5iUCeffo5Y5UkMXqusJAVYPtuBtwrF3nEHxSCgd1kJzJ+8H8PH91STk1uKsTCZ1RabfPj1dx1lz4YVsrL6Ywk3TPcsnT3iOkUNWMYUP+dvOhzG+UBGG7KHF/GDuIrKHhrertzngij9GP+62MtGWxWxbP+wBb74O3Gkb4Gn27BvhOo7hN3NQ8y2+D3EOq1egCzXDb5tZxVLXAQqNCo9dxMuufawzKjhAAy86zueOhAE86ziXefaRjNYyGEgKA7VURmsZzLL3IyngTF2wtxqNujqgP2F1G2q+4oElfnK1PJJI9rzzmqnhIBEHiRTYLsShRY6KaOiUG0dZ6fyAfcYetrg28bnzU7a4NrHf2MvX9dtZ8c4QnM02GmkIMiHV0RltG9su13hGUVsLU6fCtdfC6tVguv/eTVO9vvZatb62NtJROgyPPPIIM2fOJCEhgXnz5vHII4/Qq1cvPv74Y882ixYt4uqrryY1NZU//vGP/Od//ifbt2/noosuYt++fadu8GcokhZsI2NmBTqqD+Pdu+dy+EMV2arej0doFW6aBhp07q96DGo2bx+/eEYxwvUNBDheHrzs0kdVGq5gTuhxBK636oQqd0HVXvU9ZHOoa33tx8Hprkt+C+v/Fr5Ozde5PtJ2PScEW0h06etOZUZBv006e7GTUq6TeFzdwLOHFvP/VW1mY94FZHepwahMopE0LPXrnFlK8dUZ/KNhNjkLVXixOtugtpuqo7E3a55ZoEeGNjPqsVUM7K5+Aa6cOzPkOHLOOXku/NvMKk+azYFGJ+xMs/X2CKvjZrBjum9q0HdtqLop34hMCyaFRgXpJDBSy2CU1lm1s3GnA3eZdax1HfWc27dObJnzAO8YJfzBuZ0CLZNCs4JmDHJJ4m67z0y+c34AZfvVow/X2XuxobmS/bQSwowT4QrO17u+pNw8Sp1WSxetC6U0oKOhaRrNNJFCKhlaZ2rMyA6+JgZ17mbMGhotNHPYKCFHyyVHyyM5p44rr9+K3REsIm3YuMJ+pZiHtobLBdddp0SU9TpwPaj1P/0pfPAB2GL4NXeS2bVrF/PmzeMnP/kJS5cuRde9P1JMt2isq6vj3nvv5c477+S5557zrL/11lsZMmQIv//97/2WCyeOiKs48qPn1L9lN8O2YjxT9AEmzYXBVysrg3Bipq2UrFfH3fZq+G3O/bfgZXn5cN0r4ffJy1dj9R2zVchunbNyj7uH4mH1OvB4V/xR2ThEqqhOzlS1WqHEVdZI1QT7yFaVKrTa33QdCFX7IrfCsQjVaLnfxG1Uru9B4sauVJvedbU5zeweo9NzUS5ppk7nZ7yRkb3jDJ7tdDuza9LZ+cVNnjq7p8+7imeyx8EROLJYtX4J5cyflNH6WNuKNWsQ4HpbLxJ9rmmols71tl4sdR3gC6OcTBzsjpCaipV07NTipIoWegP/dO2jPiCCtMRV7BFXVvudHJJYZhwCVN3WJrOK5x3nBx5esfNLqDqqHs+/0m/VY44xfrVX7ckW10ZKzRKazEYu1b1Cr84tJMvNcrdfvuZOmqrKq3rqWOVc3mpTZl9MTBJwkKPlctw8Ti21GIkulc5XG3iL5bXwxqRCAP/6F3z4YevbuVywahW89x78+MftP6428tZbb2EYBg8//LCfsALvTMRVq1ZRVVXFTTfdRHm595e2zWZj/PjxrLaEphA3RFy1AwVz4HiFshJoqIDLH/dGLCKJmbZSOB+2vRZ5m8rv1KMliqIVeB8/BLtXKhHVtb93P0uY+RbNh7KTGDMLsobD27dD2beqAD2lu2pmbWE44VCYUpnENPjwAW8NlqbDyGnqXJZVg2aDhFRojrKtD8CmVy4lLbcSTTcwXd4vpN1jdA4PNuG7ZMbOHohvXlNFwIbz9qa5ZJTp/GTKXEYM/oif7TT4pX0OHy4e6TEkDXTmtyfFb4ZgKJ5z7uIgaqbFVqf/G3HArGeu85sTccoAoDuJVNKMC9PvWJVuo4ZuODhsNgQJK4AGXCxzHuBjo4wmd51XQkDaslsk764h42HvVvUYguvsvTzO7u1Js6mutdQs4V/NbzLBPhGA7AOV9Fz7BTsmjqKyV5bfPimk0EhjkLCyYQsriDLJIk1PY6g+nC2uTd70n6nT4tJIsLn86rqsd1JmCkbBn/+sIlHR1FTZbPDssx1aXO3evRtd1xk+PHyngO+//x6ASy+9NOT69PS2tYISwiPiqh3wjfCcDAZM8Y9ahZq5ePBLr7D69nW13XWvKOf19/9PcLG47lANpQEwVd/AQ18q0egbvQo3G9GXvHz4+Vbv65L1Ko1YVwpo4Xsddhmg+jr6ru821CvqEtNUvVa3wWr8lrVENDQfT6Zid7D1e79NNsBwW2f43/wDI2AeR/ZN05jyv10CjuO13kjMUDVr7VnIfoSmsOtCNU2OlUQ0qmmhBZMkdPcsQQMbGs2YJKPTmQR2hYmIWUXnvnTFQRMGqdjpqjn82vQEsXElVB5RjwGRq5OJQ0vwRGGrqWaF8z260o0ha7+gz1aVp143w/8GlkQSyVoyNWYNzT6fU6hgroNE8vQe/mlHl9pSM3X+dXAkk3KKsOMKsnnI1XpE1YrnrKapCT76yFtj1Roul9q+uRkccXZJPokYhvo5tGjRInJygj1I7HaRAvFG3tEzgN0r/F8H9roDVZ9kRazA+7j64WBhBco7qsnd00+zhe6tWDhfRbVA1WZFG5XLy1f1Wf+4KHQ/wuRMJeDev8e/rio1F675h/fcBwsBU9Vj6XH6Sw6VQgyHb9o33HEGTDk5QvtHel6QeDkRAi0cmnwc5hsxsKPhAvLqK5hctpO12UPYFaINThI6LsyQ/lVp2PmTY1R0A2qoV+dviF86sy2MsZ1DqdM7O8TEpI4avps4BoAdE/2vx04CxziGYbqwub9udXQMDAz3O9yZrlRRiQ0b59rOo79N1ZpZ9V199f4kmkksL8sgJ+UwTS4bqfYW0LzCaoLtIs9+QgTq6qIXVhamqQrbMzNb3/YUMGDAAAzDYPv27YwdOzbsNgDZ2dlcfvnlJ3F0Zy8yW/AMYMAU/9eBve5AzcKzUnrXveKNokyeF/nYmk19t6TkqPNYqa2S9SqK1WO8cnKP1WH+9evDNHrWVKF/4Xxl+WBhS/QvmC+Y47Vv0BP87S1ONQkpysrC9/1qb66z9+ICPX5f/ibKbiFcGa9VLD+5bCfjjhUzsWxnyImhPUnGhUmXEL/jGqOtESougmPuhtXHSk+4Bc6JkKl3Y4Dm75/iwkV5r0zWzbjUkxK0bBfs2N0iSsOFEx1bkA9VFZUAJJHsJ5B2GNvZb+xlq2szuVoewzK3ck6XUjITG32Cqhqj9DEirKIlNTXYeKw1NA3SOq532LXXXouu68ybN88TobKwCtqnTJlCeno6v//972lpCW4HdvRodL0vheiRyNUZQGAhe6iISkbf0GmpMbNUS5s18wg5Lcx0KaFw1bNq/5L1qmD/eAXs/QhG3BhbHZmVSqze77/cngJJ6ao+bfcK65q8vzCNFi1o/DbLMinG78posYrnYyE1t/1NQsMxVc+lzGikmOOevnxtxUCl8lpjdfYQz2Mo49FZ9n4sN0qpM50cC5gpVxetuFr4MNS43WNrK2HNEpg5N7p924GChAsp4EI+bllFqXkIp0/aNYPOdNG7etJzXzg/o4kmNDQMXBi4aCDQhVjDho0WWtjq3EQttQzVhzNUH85Ro4x66ih0rcPUVBsjTPWDRwNStBRG28edrEs//UlMhMsuUzMBo625mjy5Q6cEBw4cyIMPPsjvfvc7Jk6cyHXXXUdiYiJff/01eXl5/OEPfyA9PZ2//vWvzJw5k3POOYfp06eTlZVFcXEx7733HhdeeCF//vOfT/WlnFGIuDpL8HU2D8RyVl/xK+VhFWjgWV7kTSkWzldGn52yoN9lsUWsStaHbiGUmAGzPvQKkqzhwYKxcz//1x8/pGYopuRAvb//Z9wwDRWFcjYpw9KwuPu8pOScOmEFyuJgrjvNdlfz1zSEEC8a0Bk7VWH90GPjQEpXXu43IeS6HiQrw099EHuMOnCpnoGNppM6XEyz9Y7uJBU+Jm0JiTDJHZEtLlJCa9I06N3G1iCP3QRH90NWH3iwlVkhAYyxjQMXlJredGw1VXQzs6g2q/jKVegpYrfeax09xIxBEwMXLpxsM1S4tsSd4nW5NAwddAzPjwgTMExwmQ4mOMbGeMEC//7v0c0WBCXA7rmnfccTB+bNm0e/fv149tlnefDBB+nUqROjR49m5kyvLcyMGTPIy8vj8ccf58knn6SpqYkePXowceJEbrvttlM4+jMTzTRjTUCfPGpqasjIyKC6uvqsms1Qsh5euQqOH1Ui5ub3I9+wt7wMb91GyMiTZoPEzqroO1JR9bKbVaH7iBtV+5k1j+C9I2j+s/Revx5qDqrX0UattrwM79zlX7uVPQq6jwo9c/F3DjBavH+ad33tH7n651QV4bI5wOUMvvbAov4jQ5vZPL2ei59K92/YfIJk9FGp1d0r4m+xcSKsdR3l767wRmDh+v6lYsOOTgNOd51VaCK0ifQc5377MPrrqUE2EbE2W+a310C1O23RKQOuvRdy+sKCB+HYEejSHWY/FrvAWvw4FL7jff30utj2R7mo7zP2BC1PIplGGtDRsZNAMsk00aQaLIcgi+6UU+a2bvDi++3syWa5LRgyjD78KHlyzGM+mcTrO7yxsZG9e/fSr18/kpKSWt8hEi6XMghtLXpls8Gll3Z4nyvh5BLt36LUXHVACucrYQXq8a1WflTsXkHQnbI622DzFCdV3Qx65EPJ1+q44SiYo4RVwRy3YaephBmo5ynZXvFw41Kv0IrElpfhiW7waBK8dWtwUXxann/9F3jTjgoN0Jg0NzglOGoGoKuG0qFUQqA7/ubp9Xx3WSObp7WxIFpTZqZ3fa08y+xJyoPrxqUqtRp4HSeC9R74ut7HiuUpFY5QwsoG1OOit9YJ3aXjU8MeRLhb0mQtiwzs5GjJHDIbmNu8jd85v2WrWc1Ws9rj3h6S4iJYNNdbU1VcBH+bA01uQWJLgOPVsPRJ1Q6n8rBSH5WH4Y2nIl5vEF994C+sHMnht43AUH049hAtfZw4caDc2JtpooYaWgiudbGooJx0gsWHFvBoveisdeaCxCgnAwj+2GywbJlK91mvA9eDElbLlomwEtqEpAU7IAVz/NNiR79VN9pwN++CObB3tbI2SM2FwT+EfxR7fZa6fKzTbZiqkwp3nLx8VYD92o+9TZd96426j/bu52s++skj8NkfIL2nirIlZSjhs+1V2LfaLX4CcKRCrwvVdstu9o/4WFYRmUOhag9ccL9KW/pSsl7NcoxUEuTnjg+MXZwC4GnY3BpWvZXVZLvHeLhjnff6A8cUTwrnq7ZCO96Cq//adld3h9smIfrtdRzofG/W0aC7MJwa9mYbRkr0swU+MY9iAtVmHYddDUF1VbuMWvYYdaGjV+8/Bzu+hA0rg9cBZPWCyhJoaQqeNXgsjL1/KIqL4LXH/Jf9e9vqTTL1blxun8IOYzvHjEqPH5WTFnRsGO4/UtNdcRUOAxfVhPAk0UCzzELdvgsaGj90XNum8Qpu0tJg+XJlEPrss157Bk1Touuee+Dqq0VYCW1G0oIdlAWXwP413tetTen3NQctnA+ffRjgEK6rX7/pvVS0JZTAerpvcKG5RVoPyB7p72dVsh5eKAgu+k7JCd/KBpQ31dSnlEAKTC/6XgeE9tFadrMSHyfiipk9tJix09ewefEkynYE1/50HgC9xqv3/WSn/ErWw/PjAUPNknwosP45Sta6jvKca3fbaqv8Ow7HlYGkeGrD/PjbHCWuAsnsAVk94aq71ev3n4OSXd4id02Hmx6M3v/q8VvgsE8qLzkD/vBBbBcRggqjnOXOf3kXmOAydWyagaZpnpSf5d4eiJVKDCQwNaihMcNx6wmP92TQIdOCoWhuVnYLaWkdunhdOPVIWvA0Z/YncO1CdXMFaKyOnCrytVgomAPZTTpjV9g9rVcwVDSm+kBwo2VQrx0RZhvXHlIiw0otWkaglrDSdO+jIyXytTVWqOL5moMq4hUuvWj5aO1e6Z/SLJgDGeH8JqMUAmOnr2HQZZsYO31NyPUpWer9jHfKLxry8vEIR1dT29ODE21Z3G0bQHIsXa6hzcIqAQ0bGt1JDHJf9+Vw0Gw5NwF9Az20NEKKu3eQVVdVU+GdLjrkvOiF1Vcf+AurjKy4CCtQUSzd5yvVBJoMjR0V48jR8sikGxl09girJJLJRBmF2kkgkdBNnTX3e6ljQ8fGSH10XMYr+OBwKB8rEVZCnJC0YAfGah1TOF+l9L5ZAsWfh488WeTlq9l3L07w938yWlTUqOZgcB/Awvkq/QiqSNyerArFnQHZl4QU+K9cNavQ45yuQdYIKPtGzbCLpqFyQwXYE6FzX1gwCUbdrGYpJtUXMah5CTuenUbBnGEcdwcnfAWYVff14gXqmvyIMkyz2d0D0HoEVUfldN/3kzJibxXUXiy+Fu472OpmIZloy2KiLYsnWorY2krTYF98nb/DkYqdziRwjGZytWRm2fp60n1rXUd5w3WAPnRiK9U40Kh3K8YcLUx9084QUatOGdAlFzYpU1yGjIddm9TznoOhWw/v7MFo+NdffF7ocMfj0e8bBSP0UWwztgKqwXeyzcXQzE2UmqChexoHaWgM0gez09gBKK8sT4ubADK1bp5WONKUWRBOD0RcdXB8e/iVbFBpuw/u9db/RNrvxy+qbX3bx5hOVZxeuccbEXnrNqjYCQmdlOVBQwXUl0H/y1XE7NBXeCIpG1/ELx2n2SDvPOvgMVyYqYSMlfrc+DygwU03LmFg74/YUwkwNzgV6p5+nzdpGr0uGObZP1Sj5EiU7ejNyrneacq6XVkupORAzhiVhrT6Kvq2/DlZ+Hps1R6KXHMXDdfbenHc6eQQDRiACwMnSkAloVOgZbLJrKLJaXDc5s3zaoAdzc9h3Qb001L9xFQglqjzxWrYPDVcc+VJ02DbWmhuUAXm//5nFamyLBeGjIclj4OrRUWtfnpf7DMEu+R404md0tpu4RCG0fZxjGYcy5vfo0I7SuaBowxduy2o56CJyXbjG09vQTNEjjuFVLL0bBFVgnAaIuLqNGDLy7DiPq9X1cEv4IUJXmPPcIyZ5WvIqdDsyh+q7rBqL3PoSzyiyGiBmgOqHU56TyUwXr8e/9qmgHuA6VJO6qEK12PGhLWfTaNxJBRunkY3M9jq4fiyJSTt/Yj9H0Px2rme5Yf7+zdKjhXDpRpKz3jX+542VqsxNVb7C4OYrQTawLjb3YLTzfMFcFdh2wWWrwdWJH75jxb2diqn2w8PkmCDu1P7AvCG6wA/tfVqdRZia2P4hT4o/Aa9hylBZQkpy8PKYuNKJaxAdQBvi8fVT+9TMwuPHYYf/qJtFxIF59nHs9z5HkPXbgvbczBc02ZQjZvPs48XURVABy4RFs4Sov0bFHF1GrD8PlWn5MuhwuDUXigK5sB376nolT3F2+S4pgRK1xMUbWqqUe1srALyyfPgwwdUVOt4udo3sIDdGdq6p00cPDSMkqNzSUgG215vxMZydjf2TGNsfzULsHM/bwpyxPZ6/m3on9iwfzq1RN+8tim/Dq1Fw7GlEylZwZYPAJXfw7KjpWztoj6EiAIhTpR9E7DABQsuhd/UtO95K87fR/fh6jqHN2V6xNSJiKqY6D1Mua/Pvwv2f6sK3HsNhe/WQ69hqqjPNFSVt5UqjMat3Tf6VVcFtcdgz5Z2awKdqXdjlD6anROVp0pgz8FwaGiM1EeL63oANvesvZaWFpKT22abIQjxwGofZGtlJqkUtHdwStZDc5gbajTu6Hn50LMA0CAhWTU7Pl6uxFrIfnymdz9Q0a9flShx1VQdezuYWLElqghaU7Uaa+F89R5YpqF7v1etfWptw7h+sfKcArho+BIuSlvN5X1ej+o8GX2UZ5X5X6U0Z6mkV8V3KkoYOHGgoQKSf5dLgZ4ZPqUVZ47tDV7WUtv+5zWGV1j2Ytg6OZWz+smmuAgOqFok6qvhuw0qUnXoeyWsQOVwDZeqv4qm1+CaJUqMLf0vqDikjuPrc9UOjLaPY+qAX5M+6ykSe48lhRART3crG0zVOmeK/WoRViFISEggMTGR6upqiV4JpwzTNKmuriYxMZGEhGB/O18kctXBef+eEEXbPutaSw2CikJ1yoTDW6Gh3MRZUwekEq5k+fAWJTJ8LQgqvm9loBqx1VyFYcwsqC6GmkNK1AyYoiJWvu17NN3bZiYvH9Y+Cjv3TKRLRolfs+pQ2ByQc473fbv221yWXVOJ9k0KriMJvPdzdd/uXLGey/bPZxVzKCWfxmWp3DR7kJ8NReH89rNquOKPyqoi0Brj6b7wy33xO48ve4w6TPesUlczbE2s5rjLxVx9ZPucMBxrlijhZGE4w9tuVB+FVx+DHgPDpwiLi6D8ENjsqp7rJJOpd+NS/QoA9rh2scm1ARs2GjiOyzQwTI3K7aO4+dxzTvrYTie6devGoUOHOHjwIBkZGSQkJKDF2oRZENqAaZq0tLRQXV1NXV0dPXr0aHUfEVcdnMogUeNVMIcKNd6/R5mHTp4X3mxyw3Ow7TU8WqqxPvgXdEKKmi1nolzhV/0/1bPveIUSZ5mDVGRnzCw4sg3KtgX0IIzTj8ndK9VMwNevV0X1X/8VDm/22UCDix/299oyXKpZ9YJND7uL2o2wRe23f+4vgsaPSKVXQyofj4EjW9U1p/eCcTXzyTj8OpdkwOsNr7A7o5nZG+v549AUuu9weFoAFX+uCs4htgbWrTFmlvr3ySOwZq53eTgfsniw1HUA3eaeKejUIdFgnxk5ctUutWi+he3RcGSvslfY8SV06wlokJyipqN+82n4/Qp+HJfhxkJ/20D62wZ6XhcVG7y2xuCmSZJEaA3LJ6u8vJxDhw61srUgxJ/ExER69OgRlWebiKsOilVj1Oxzb/OdQaYWqKbKTdUqyhFOXG18gYitTEA5sN+xzhuRObZXCY0jW1WErOwbVYv1o+dU2qx0vXKDr4vQzSQiYZrb1RyEly/3znAs2wauRm+pzYAf+LujF873XtfecZGL2tNC/NgoWe/tldj/chXhK5gDX9wzh54mbLHPwdWs2ud8P6KRP6yD0dc4cDUCGjRUqsBK8/E2vg+tcMlv4ZvX1GxOUOnM9uK4T4G1lqjex9a82ZcbpRQaca5FO7yvdWHVZwRceB28/kdwumdT1Ferf9GQ0x+mP3BCw4wHw3rrzJspwipa0tPTSU9Pp6WlBVekvoCCEGdsNlurqUBfRFx1UArnu3sG+qAn+PQZdYuTluOqTsmRBkdXFJFV5j+DqiRE0brv8ayUY32ZevS1frBERyBWrVfXwfDpPG8ZTCyEyyKaLn/rCGejEnGduqlehJc+GjyWA19C1W7ot0ndpKzHQGpLQvt7WWamvi7wH2fk87X2Cl06A8dU+xxbEvR6N0UJK9QFNLvroHa+deJ2CeH49x3xP2YojtY7MQNqhRMjlGXuMerYZdRiAolmHAXC28+0vk1yqipG37gytKt7JDKyYMaDbRub0CFISEiI6UYnCCcb+cnUQek6OHiZzQ56gkZihsY5d2gkdFLiyNUER7+BusXuot01qllxyXoVBfJHw+bQyB6lkZzpXVoVkG7ybdB8+eOqt96RraoWyxJgu5Z7hZUeo7FxtILMNJTYKvtWRZUCxUtevmpTA5BRFuBK70NqDxX1GjDFv2C9YI66xhuXqtfWulEzIDkTju0BDMj53sEVD3ZhYI0D3QE2d9eD6myDnQVOmhNNPn7IW3z/h3R4RIN5DvWenQ5Ual4/Dc0FnUlgtq1f2O2XG6WUmc2YJqw2jsZvIKFUtyNZRav6jICh472tcK66WxW7R0NqJjy9Dh55O+7+VoIgCL5I5KoDsuVlWDMveLmr2TuTbuMLKmLlmyr8/KtpdL8LOrm9gd6+3RsFys0uomDcEgo3TaPTuGF0ylSO71YIKVTLGt8GzasfVinA936uXOPBvxbKiIfPVShMd3TOEX52ZMGc8L0GbQ7/OqtlN6vG0OBta2Nd47Kb1XtyfMV6xtXMp3PLHBrIp+fQbUy+aSEbFl9B0fYpfqnZveMMsvdqJLiv/63blNCtzjbYe4EyNX3rVp23blUzG9uz4XM80RLgz45zI24zVc9lnavC4+YetiFzLBQXqT6Cpc2qRcB5V6r2N+GK1XsPU1YN+78NfbyUztBriBJhIqgEQThJiLjqYGx5Gd6aTfCvd03da2wOt2GniTc95Wb39mH8+dG5TOmqjEPLtnnXFYxbwsjBH6Hb4Y3lc8FU9gop3cF5XEWnIjF5nhJWLY3edjy+59fsyv09njSeU0fVvaV0fiaXlG/C37Tz8uHal+Dt24IjYj963j/aZQm0gjkqynTonpcZWfQwa+zz6HrPLFKyYXTpfIbyOi7gTV5h+PSNpF/q5EL7/9Kzpcyv2XO/TTqHBxiM66HSii9NVMf3rf8aevQ4VfeWsuKZXCC1wwqsXnWVXHa4iNXZQ6hO7N7q9paQsuZrLTdKT7zuas0SZcMw7rLo/KsAcgfAgSKwO6DZ/Uc5dDz8bH7k/QRBENoJEVcdjNceNdj5gxBtXEx3U+QMaIiQgWmogHfuCPaw2nZIRbO+3Hw9uJRya6nTqKoDtNC+Sr5kDYfs0Wq2WtfBsPfv/uvjLawAqu4tpfZ65buUNHtQRNNUq5h/1f9TUbgWt2AMLPIPjFRdWvgwSexnPA/zzNxZaHYoRCkw63H74nPozjaaGnMZdLXqa7dy7kxyWc9PyuazzZzDzWVKwV34AKx7An56ns6qw5C5SafqCfd1AOt+MahDiqs9Rh2X1RVxzrFiALb0D58O9KWPlsx+GuiEHh8PMMuRPZZ+geuXg2FAc5Nq8NytpzdtKAiCcArQzA7syFZTU0NGRgbV1dVRTX08E/jp1U5KBhjkfKfqhwKxZs1Fi80BfSd7i+NteiMuI9E6mt92DzWFP86ym912Du5tXU3KvsE04uvQ7osVueryP7lkl6W22rA6VkrWw+bLX2ZC9cOsZh7lDKeA+exiCgNZwS6m0CdxOWsHXcHE71exN2cGmf9RzkucR+pzg/jZjtsYwevsSLiREc2hVV/JenjugTqOzCyl859zmfLDjhm5unvfduq61dJ9Xx1JGS7u6nHBSWnzc8J89QG89pj3f4pzfxB9xEtod87G73BBAIlcdTj6btYxXGFmvGnQdZB3Wn5r2JNUJKVLP+UfhQkuI8xH3srUhoI5KhVYsgEaytUyZ0PbZgpGS9LGVHJmD2LUDCj4S/xn4uXlw8cFs3hmhQpv/YSbGcHr9OJz0jmkHpsPkbt/Hd2bD5F1tATebCR5lp3N0/MonKsiW5s6zWFEhHPM/TAVGAS3xnf88aSuWx1agsmRPmn857F8+uunwVyX4iJY+qT3jzA9M7aIlyAIQjsh4qqD0eWYHr7xsAkVO30DjZHdiV0tUPkdbH4Jnxou9ZHbHDDmVq8Hlj0xzEHc5OXDLctVw+hDbnFlGuo4ab2gag/hfbRC+S5okNgZmo5FPi+oNGTh/Pi7oIPX2qGxGgq/mgMG/pErx3LW9lGRq/6539B53Tc84fgji3v3Z8xju9ny4R8YO7t3fAd1ChhdnsO2bocZXZHDsL4nUVh99QH86y/QJRfSusL2z2D4RZCYFLkpc3ERvHC/qrGyJUDPwaopsxStC4LQARBx1YEoWQ8unxSb7wy/0jLvTcOandUa6T2VIBkwRc32c6SpmWypud72MUe2qSbQmr1tPk2uZqjeF3qdnqDEl5+TuxtNB93u77UVjrWPKhf24xVK4MUTSzQC/HV0Pm9uU+m9bahoVnnTcC79Zj67mEpWaQmJo/pj3jSKKV0+JDW7ihE3QOqgmfEd1Cnggb69gd6Ean/Xrrz9jDL+rPHpb2S5qtdXhy9KX7PEu8+gc6R4XRCEDsVpEPs/O7BMO30pGLeEEYM/omDcEr/loYSVJVayRsK1C5VP09jbvMf85T648P8qh+/LH4ej21WfuoFTISlTNXJ+/57Wx5mUEbzMdKnggS+6w+3B1ewdX2KG/z4NR0MLKxOTylyD6myV7jFcgKlMQE82BcxnBK8zmYfpcfxzDu4ZSdHBKyl8fip7vxhHUu6ksPuWrA9uAi34UFwEDSGUt0VVhJkbk6apGYG+nleCIAgdBIlcdRAK56uGxX7L3E2I/ZsRh5BWGvS/wj+qM2YWPNFNzR5ccZ9a9u7dqhB926vKELSuFNY+5p1ZeGRz69GrSx9VTZWPfuO/3J6sCuf3r1Gu6tbsQaPFW4Sv2SG5mzpfU5XPzjbABc2JJiWDXKRW6Xx3gYtO1ZpKkbpTivVx9KkMxbE9kMt6CphPobthcyFzSO4C39ZMYaC5gi/q5lD6u3xMFxzacj49Jod/vwrnK9+sPR9Dzhh/B3gBd4PmCNNMq8rCr+s9TKJVgiB0WCRy1UEomKMiT76Ulg3jzRVz/VKCgXTKVs7jgW1hAln9sBJWAJW7vD3qjBY84sXZqHyaIjmK5+VDzujg5Rm91Ri6j1Vpx94TveuseuPGClUMb7WM8eA25UxohjEZ++HqfXSq1oKK+q/4Y+RrPFGMFm+kqoD5pObCvvOG8o835zK6+TpGul7hLlc+dxaq96++zN3bMAwDpijz8PrDarbmSxNVzdpZH8kqLoJFc2GIO/LUZwT0GalUuC8tEaavRnuO4qITGakgCEKbEHHVQcjLd6e/YuT40eC2MFY66vx7ICUHMgdDzjjv+pqDcNWzyjMrEGcjfNhKP9uCOZA9yn9Z/VHVaLp0PfSbDFX7Qu+r6QHNpz0rIGfMXq647W1u6PdZUBubLgPCN6aOFxf9Br52zGF3xo3kLpzDTe+A+WQphwoqWG54O1RbrYGGX1fMkMxHqL7oWlgfrJh2r/CmRUG9t4cK4aWL4REdfp8KnzzSeurwjEsvrnG3adr5pYo+zXkeuuUFTz11tVKM19o5NqyC//4ZPHAF/HEm/G1O7GJLRJogCG1A0oIdhC0vE7J9SxC6/3Yp3YPbwnz8kLqxp+aqdNTej/yDAgOvVALB0QmaqwnC3inyEPLy4efuPoMfPqAERH2ZSjXm5kPlHkhMV+15XE3eMWs6hHJVs2qxzEY7NQez+HZxcB2TszFoUdy55LdwyW/zAa9n1V1GLssNggwy8/Khz7lrGPDRYhK/+I4jt6fQfau/11XBHPVeHNnsP37LF6ylHtbMVc+/ew9mfRg6bVg4379lz2lNcZEqVO81TD0WF6kU35DxsHFV8B/IormRZw2GY9I02PIJOJuVSCvdrf4d2AFJqSrl2DkbUjurJtDn/ECJvcBzvf8c7PhKjfWqu5Vos7YpLoI35sOxUvjhL1QjaUEQBMREtMPwpzxVAxULGX0Iaaz5z6le09DsUXC8HOqO4BFlGX1UgfuWl+Hdfwtuo5OcCfeXRz8Oqxi/5qCaoWjVjg34gYqqDZiixjNgihJj1nVaLXM8LX1a4bcd7C/1jRuLGdT5JZKWbOKTmof44df5IcVRyXpYOh2O7Y58PFsS9BwPxZ/BuNvhR895928vK4qTRnGREioHdiihkpIB9TUw9HwVvZp/V4j+gDroWmytcHz53Q1QcaiNA3b7h6R0hvoq9dqRBM0+03mTUqGxzv08BR5f1cZznbmcTd/hguCLRK46CMmZocVVdbbB3nHB7XBsSaGFFUDPCV7T0IqdAcJFU7MIQaXZxsxSN+8XxnuzMoYzNlsGK01WOF95Uq3/mzIu9S3gtlJ6216FusNKUBktyug0mqiUZotuLCeTCff35u2ZtzH2vv64FmfzwgXwcAiRmJevRNOxPe4FYUSiq1FNCADY+Dx8/z6k91IzNEfNUBFJOA0L44uL4C/3QqPPzEBXQG74yP7g/RwO6D+mbcagxUWRC+JbxZpFUeV97SuswCuswNvTUBAEAam56tDkZhdxzVVz6Tx4O3vHeXOBiRnwI3dvP99anJL18OIFsOYRPPcGVzP+EwxNZSzqS14+ZPlYjDdVw9u3xzZWq2df5XeqaL1Lv9AC4NJHYdRNKiozcroqgEejVeMuR1ps4zkZ5OXDuBlrGHTZJsZOX4MZoUSoYI667ru+gru+VuK4NWoPqRqt3StUhHH3CvXvtR+rz/q0qMX66gN4+m5/YQXQvQ+ce4XXRsEWQj03N6oIV6wpweIiWPDgidVsxYphSF2WIAgeJHLVAShZDxU7gpdfMukfDMxYR0rLcV7d9AToMOlhPL3plt3srcUpmKNSc9X7Q5iPBkRKmo8Hnz8tT/lINbh9GY9ub9u1WPVfgXVgFpYIK1mvhMJ5P4eu/VWfwk3/CCh293F2b6pqm8lpe+O0XcEbv7iIpppkQKVaQxXe+zaMBug7yZu69SOUmz3+qdu6Unj+PO/rfZ/CfQfaNPz4U1zkX5f0r7/4z9TI7AFZPdVz3/qma+6FV3/nf6xY29lY566vhmNlav+8gdDSDLs3qambbZk1EhUm/P0++LenxCVeEASJXHUECuf72/3kZhfxkylz0QYm0tyrK46uuWSU6dz1JX5NfwvmwIgb1WPhfEhKKea6h//EzT/5FaOGrGTyhOdCnm/nW/52C4XzVdG7r3AxXW2LiFgiojURZBVpb3tVvT7wRYhZhGbwPh2Nsm9zOLK9H1UHcwBleRENlz4KPQoI/j+wDXVltQdj36fdeP852LASnroDfnmBv/M6wK3zVDTqu/VKCFmEKga/84nYhIo1CxHgnMvV/j+bDwkOtazdhJWb+mr/axIE4axFIlcdgII5sO01PDdWy5l9964CNiXeyOalk8gaGSxYfKMhBXOgYuMaBtV9QmJ1ledY2UOLGTt9DZvdM/Cs56sf7u2JsPhGm3pOgE9/p+qvCufHf3aaVZw9YIp6fbxCiaxAi6NAbInho2GnEmtMXQerHo6T50W3X14+3PmF9/34foXyAWsLekLr25w0qiPMhNBtSixZ0ajAqFTuADWjD2DkxdEJK6tQHtSMP+u4vvtGcnqPF7oNeg2VxtGCIAAirjoEVs2T5Xru68xe+r/DSOsB099q/RjfvjIJM7WMzkd30VSfxOov7mbsL1RNkIX1fPMbMz1pNl+Rlpev6qU+fEDZCMQ7FffxQ6rY3uoTWLIePgYOFEaeMZjes+OlBME/zVn5HWQNb9v+L14AB79QyyxH+4Q0aHEbrobrMwmQ0Ip1xkml8nD4dVbkqPew0LP/bvqNf0oxEsVF8MZTcHAnuNxh35SM0Mc9HuA3otuU5YNp0qZQYSAZWXDH45IOFATBg4irDsK1L8Fbt0F5EZRWDOOTXXNpsalZcn0nRScsRtzcm6XTf+WZ8p+bXUTmt1spcfZg81Kvd9TmxZMo2xk+MrV7hZrRV1eqiqetJs/xoKkGMNWjFbVprA7tt+VLzYGOWXMFalz/nKrq1Sr3qIhUrFz5jHqv60pVK6NOmd6UKXijmQBvrpjrt2+sgq5diaajeDhCia7AGi5QRfKvPeZvOhqpPuuHv1C1X7XH1D7xSg9qujJAFVElCEIAIq46CHn58Itt/st8/Y2iPYZv7VbBuCUMyCmkaONllO3oDcDKuTMB1eA53HG7DgZNUz/s60ph4WS4dfWJCZuS9aox9KGv1Ov6Mm8Uyx7FzDlXs9q/LcKlvSmc750IUPJV+KL2wM/TSo9aHmCduilPsspdSnBqNm8dWqg+k6k9oN+kU5wutcTPkPGwcaWaNRcO3aZc0q+6O3pB4ltHNWma+/XH/sLKlhC5Puv8K5VB6IaVwesye8Cgc6HwnejG47kWHa64TYSVIAghERPRM4wtL8Nbt6rnVirpq23TOFTifxOwJcHta0MLpqf7qlmHvqTknFjz4WU3+0di0CK0wglDai78qiT2c7c3vpErCG/Cas3uHHGjev3t65DWQ1kuJGZ497dISFEu7haaDRI7w/h7VArylJiKfvWBSsc1NwS0qwkzzTEU5/4gelNQ38iV5Zbuex6bA6b9v9bd0Rc/HruACkVSCnTvBz+dI8IqCuQ7XDhbkcjVGcaYWfDBvcqrymr8bE8O3s7VGD4tOPY2b1sWADR382F3A+LkLLjl/dhu7AVzAsSVGZuwQoPLH49h+5NIXr6qH3vqWoPdIw36bdHZ8rIeFL0KZVNhRa52hbBl8BVWyZnqHKckLfrVB/DWM9BQG9z/z4OpOo8np6D+YKpCbxarvYJvqrChDj9hlZEFj7wd3XE2hohaxUJCEtzwf6XFjSAIUSFWDGcgGb39X1u97HxJzFBF5aHsFiq/A3QV3epRAMld/dc3HPW6hUdLXj50yoptH196jG//xs0nQl4+NN9lcHiwwd4xBivuC72NZVNhPR8zSz1OecpdmK6pYEyofU+JsHrhAeU/dbw6grByk5yiBNDQ8+G+F5X48SUpNXZ7BV8qAsKWd8Sgtq2ZhLGi29S1PPmxCCtBEKJGIldnIGl5ULYNGs+po+reUjo/k0vSxlS/bZqqVb1Tp0yvT5aVZvKNsOTlq1TjO3eBEUX/v0jc/L6qmyrdoFrfRIueAFc9e2LnPhn8/Dad0nug1yadhgp4925vf8DWGDNLFaYXzldF8YcKvesSUlQ69qTywYuwaqF/EZ8vIy8GZ5N6bjU9HjLev/mxFVUKVZQeK8VFUHfMf1ksx2ppQ3uapBS47j5J/wmCEDNSc3UGYtUA7f3T99ReX0Ha0kxyZg8Kue05d8GRbepmnpgBPQtUH7vdK4JrehZconrftSUt6Iuv7UAQOp4G06DqjK75R8eOWvniW/MGMGmuv/FrNJSsV5HBxmrVV/Ck9xIsLlImoKFI6Qz/9qeTKziKi+CF+/0NSQt+DNMfiO0Y/3MvNNW3vq0tAS6fBVeGeQ+EqJHvcOFsRcTVGUrJelj85zp2Tyml6//k4vgqVUWLoqg7tierVKIltuJ9c39hgn9kRrODGRgg0VQq8KpnO6b9QiSe6gkHW7wNt299Mrj+qsNSXAT//bPgvnyn0stp0Vz/mX4jL4Y721CA97c5sOPL8OtTMlQbHkn/xQ35DhfOViQteIaSlw/3LUgFBsFNXhuAI9tUyjASVo2Wb+ownk7tSRn+rx0pKvvkV8DdtWPaLkRD9khYi6q/Alj98GkirkI1PE7NhEffPXVjApVOrHcbocVi4xCI1SS6oV7Vh/UZCWuXqh8cIqoEQYgjErk6y7D8pqKtexowJf6RK0vobX8DXE2A7u6p6x6PpsM1L50+qcBAStbDUz812D3MoN9WnVsfP03E1aK5sPFD9WG4WmDAOLjnf071qITTGPkOF85WRFydxfxzqqqt0hNUbZPR4p4Q5v6L6DMJZn/SfuefZw9hx6Art/rTQoycacSj8FwQfJDvcOFsRdKCZzGXPuqdLXgq6prsSf6pQIDkLiKsThnhev4JgiAIMSE+V2cxvr5Lp4LsUcHLUnNP/jiEU0hxkUpHFhed6pEIgiDEDRFXwikjlHeVIzV4mXAGY/UOXLPkVI9EEAQhboi4Ek4Zefkw5Fr/ZUe2npKhCKeKSdNg3GWxtcQRBEHo4Ii4EqKmZL1qPhyqZU5bmf6makZs4Twe3+MLHRgpoBcE4QxFxJUQNa9crZovP3++ciKPF7NW+b+OtW+hcBrwwgPwywvUo4VvSvCrD2DedepREAThNEfElRA1x8vcT0x467b4HTcvH/lLPJN58jb45lP13HoE/5Tg8ueh8jAs/gP8+hLV21AQBOE0RW5pQtRovn8thmpMHC8mPaysGbJGnoImxUL7sfhxOLQz9DrL+qH3MJh6F9jsyqrf2QwrXoSHfySRLEEQTktEXAlRc/HD/q83Ph+/Y1/yW3iwAX6x7fTrJdjRqDDK+dz5KRVG+akdSHERFL7jv2zkxaG3Pf9KSEzxX1ZTAf/6S/uMTRAEoR0RE1Ehai75LexbDfvXeJeVrBcx1JG48/jXDLYdIJcaAC7Uw4iZ9uSDF2HlS267fx8KfgzTHwi9T3ERGIF2/ag+gMVFUvAuCMJphUSuhJiY/YmPfYKmegQKHYcGm4t9dKGUdIbqw0/uyYuL4IEfqJSer7DSdJhyR3hh9dUH8Of/A4111g7edS2N8Jf/aLchC4IgtAcSuRJiZvqb3ubLBXNO9WgEX5JdNqptyXznSiUzsVv7n7C4CN5/Do4ehIpDwevtiXDvX8JHnoqL4PU/qjorgIwsqKtSjaMtGuuUi7tYNgiCcJog4kpoE1brHKFj8UKn89rnwB+8CCv/AaYJtgSY9gDk9IUFD6pZfqHQ7ZGFFSgbBktYAVQfDXEcm7JsAOl9KAjCaYGkBQVA+Vb9KQ9emCAmnkIAT97mTvWZ6rWrRRWar1kCx8rA7gjeJ7MH/PLvrUeaJk2D9MwIG2gw/Tfi4i4IwmmFRK4EStbDW7eq53WlKt0nUSmB4iJ48YHQ0aQuOV6xM2Q87PwSuvWCr99TtgrnXxndOXoPgzufgP/+N3A5A1ZqMOMhdaxojycIgtAB0EzT+jna8aipqSEjI4Pq6mrS09NP9XDOWJbdrJzXLe76WmYACsDvbgiuo8rsAX1HRK5/aktbm+IiePX3cGSvKobP7AG3zpMaq9Mc+Q4XzlYkciVQMAe2LQYMsKeIsBLcVJb4v05MiU7wrFkCGz+E7zdA3kC46u7W9+k9DB5YdGLjFQRB6CCIuBLIy4ffhrAYEs5yxv/IawKakQV3PB5dJGnSNNi7VRW611RCSoYUoguCcFYh4koQhNBMfyC8N1UkrHY2bzylZgJ26xX/sQmCIHRgRFwJghB/Nq6Epnr1fO1SKD8gPlWCIJw1iLgSBKF9OV4NG1dBfbVKEYrIEgThDEd8rgRBiD9X3e3vX2WasHM9bFilCt4FQRDOYERcCYLQNoqLVFua4qLgdZZ/lS+mC+wJYgYqCMIZj4grQRDaxpolsGElPH2Xao/ji+V1FUiPQZISFAThjEfElSAIbcOKQBmGao/z4JXw1Qdq2Zolqh+gZvNur9vgp/ed/HEKgiCcZKSgXRCEthEYgaqvhtceUw2dLeHVlpY4giAIpzkirgRBaDsDxsHuTd7XpqGiVjPneo1Dr7zjVIxMEAThlCFpQUEQ2s49/wNPr4ORF6vXGVlSsC4IwlmPRK4EQThx7nz8VI9AEAShwyCRK0EQBEEQhDgi4koQBEEQBCGOiLgSBEEQBEGIIyKuBEEQBEEQ4oiIK0EQBEEQhDgi4koQBEEQBCGOiLgSBEEQBEGIIyKuBEEQBEEQ4oiIK0EQBEEQhDgi4koQBEEQBCGOiLgSBEEQBEGIIyKuBEEQBEEQ4oiIK0EQBEEQhDhiP9UDiIRpmgDU1NSc4pEIgiAIsWJ9d1vf5YJwttChxVVtbS0AvXr1OsUjEQRBENpKbW0tGRkZp3oYgnDS0MwO/JPCMAxKSkpIS0tD07RTPRxBEAQhBkzTpLa2lry8PHRdqlCEs4cOLa4EQRAEQRBON+SnhCAIgiAIQhwRcSUIgiAIghBHRFwJgiAIgiDEERFXgiAIgiAIcUTElSAIgiAIQhwRcSUIgiAIghBHRFwJgiAIgiDEERFXwlnFvn370DQNTdPYt29fxG379u2LpmksWLDAs2z27Nme/ceOHRtx/6+//tqzraZpfPbZZxG3f+qppzzbPvvssxG3/eSTT/yObf1LS0tjzJgxPPDAA5SVlQXtt3PnTp599llmz57NqFGjsNvtaJrGo48+GvF8giAIQvR06PY3gtCR2bJlCxs2bODcc88Nuf7FF1+M6Xi+2//jH//gnnvuiWq/W2+9FVBu2Pv376ewsJCtW7eyYMECPvnkE4YOHerZ9q9//Sv//d//HdO4BEEQhNiQyJUgtIH8/HxAiaBQNDQ0sHjxYnJzc+nZs2erxyssLGT79u107tyZlJQUNm/ezMaNG6May4IFC1iwYAELFy7kk08+YevWrfTs2ZMjR45w9913+207cuRIfv3rX/PKK69QVFTEzJkzozqHIAiCED0irgShDVx99dV0796d1157jcbGxqD1S5cupbq6mlmzZmGz2Vo9nhW1uummm7jhhhv8lsXK4MGD+d3vfgfA2rVrKS0t9ay78847efLJJ5kxYwZDhw6Vfm+CIAjtgHyzCkIbsNvtzJw5k2PHjvHmm28GrbciWrfffnurx6qvr2fJkiUA3HHHHdxxxx0AvPrqqyGFWzT4pir379/fpmMIgiAIbUPElSC0EUs4BaYGd+/ezZo1a7jwwgsZPHhwq8dZsmQJtbW1jB49mnPPPZeLLrqIwYMHU1VVxbJly9o0tpqaGs/zxMTENh1DEARBaBsirgShjQwbNowJEybw8ccfU1xc7Fn+0ksvYZqmJwLVGlb6zzfKddttt/mti5W33noLgKSkJL+CdkEQBKH9EXElCCfA7bffjmEYvPTSSwAYhsHChQtJTU3lxhtvbHX/HTt2sG7dOhwOB7fccotn+a233orNZmP16tXs3bs3qrGYpklxcTGPPfYYTz/9NAB33303ycnJsV+YIAiC0GZEXAnCCTBt2jRSUlJYsGABpmmyYsUKDh48yI033khKSkqr+7/wwgsAXHPNNWRmZnqW5+bmcuWVV2KaZtgZiRaWx5Wu6/Tp04eHHnoIp9PJjBkzeOKJJ07sAgVBEISYEZ8r4axC0zTPc9M0I25rrffdJ5C0tDSuv/56Fi5cyMcffxxTIXtLSwuLFi0Ku/3tt9/Ov/71LxYuXMgjjzwSdmaf5XOlaRqdOnWiX79+TJ06lZEjR7Y6BkEQBCH+iLgSzip8o0n19fURt62rqwMgNTU14na33347Cxcu5Mknn2T16tUMGTKECy+8sNWxvPvuux4X9Xnz5gW5pDudTgAOHDjAypUrmTp1asjj+DrIC4IgCKceEVfCWUXXrl1JTU2lrq6OXbt2hY3uVFZWUllZCUDv3r0jHvPiiy9m4MCBrFixAvAWo7eGb7H6F1980eq24cSVIAiC0LGQmivhrELXdSZNmgTAG2+8EXa7pUuXAtClS5dWewgC/OxnPyMzM5Ps7GxmzZrV6vYHDx70iLGioiJM0wz5b/v27QC88847lJeXt3pcQRAE4dQj4ko467j//vvRNI1XXnklpNXBF198wW9+8xsAfvWrX5GQkNDqMX/1q19RXl7OkSNHyM3NbXX7BQsW4HK5OP/88yNaJQwbNoz8/Hyam5v55z//2epxBUEQhFOPiCvhrOPiiy/m6aefRtd17rzzTgYMGMANN9zATTfdxHnnnceFF15IRUUF06dP54EHHoj7+U3T9Fg3WMXokbAiYW31vPJl48aNFBQUeP699957APz973/3W+7bMkcQBEGIDam5Es5K7r33Xi6++GL+/Oc/8+mnn/L+++/jdDrJysrimmuu4bbbbuPHP/5xu5x79erV7NmzB4fDwfTp01vd/qabbuJXv/oV33zzDV999RXnn39+m89dU1PDl19+GbT84MGDHDx40PO6qampzecQBEE429HM1uajC4IgCIIgCFEjaUFBEARBEIQ4IuJKEARBEAQhjoi4EgRBEARBiCMirgRBEARBEOKIiCtBEARBEIQ4IuJKEARBEAQhjoi4EgRBEARBiCMirgRBEARBEOKIiCtBEARBEIQ4IuJKEARBEAQhjoi4EgRBEARBiCMirgRBEARBEOKIiCtBEARBEIQ48v8DZu3ZcDR4PfsAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.utils.plotting import scatter_plot, reduce_dimension\n", "\n", "reduce_dimension(chen_10x, output_obsm=\"tr_umap\")\n", "\n", "scatter_plot(chen_10x, use_rep=\"tr_umap\")\n", "scatter_plot(chen_10x, color_by=\"class\", use_rep=\"tr_umap\")" ] }, { "cell_type": "markdown", "id": "b5f63e59", "metadata": {}, "source": [ "As we can see, there seems to be a general natural clustering of cell types. Though, we observe very important variations between batches, that MNNCorrection will aim to correct. We can assess integration quality using LISI introduced with Harmony [4], which gives an estimation of the number of different labels in the neighborhood of a cell. We use \"LISI-batch\" with batches as labels to evaluate mixing (higher is better mixed), and \"LISI-class\" with cell types as labels to evaluate cell types separation (lower is more pure)." ] }, { "cell_type": "code", "execution_count": 5, "id": "98336a8a", "metadata": {}, "outputs": [], "source": [ "from transmorph.stats.lisi import lisi\n", "\n", "datasets = list(chen_10x.values())\n", "lisi_batch_bef = lisi(datasets, obsm=\"tr_umap\") # By default, gene representation is used\n", "lisi_class_bef = lisi(datasets, obsm=\"tr_umap\", obs=\"class\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "7baacd5c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting LISI as violin plots\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "import numpy as np\n", "\n", "def add_label(violin, label):\n", " color = violin[\"bodies\"][0].get_facecolor().flatten()\n", " labels.append((mpatches.Patch(color=color), label))\n", " \n", "positions = np.arange(len(datasets))\n", "\n", "labels = []\n", "plt.figure(figsize=(6,4))\n", "add_label(plt.violinplot(lisi_batch_bef, positions=positions - .15), \"Batch\")\n", "add_label(plt.violinplot(lisi_class_bef, positions=positions + .15), \"Class\")\n", "plt.xticks(positions, chen_10x.keys(), rotation=90)\n", "plt.xlabel(\"Batch\")\n", "plt.ylabel(\"LISI\")\n", "\n", "plt.legend(*zip(*labels), loc=2)\n", "pass" ] }, { "cell_type": "markdown", "id": "1d59d600", "metadata": {}, "source": [ "As we can see, except for P10 all batches have only same-batches cells in their neighborhood, and cell type purity is quite decent except for P05, P06, P08, P10 and P12. The goal of integration is to increase LISI-batch while keeping LISI-class as low as possible." ] }, { "cell_type": "markdown", "id": "171ffd1b", "metadata": {}, "source": [ "### Dataset integration using EmbedMNN\n", "\n", "**EmbedMNN** combines a mutual nearest neighbors step with a graph embedding using UMAP. Parameters can be tuned during model instanciation. Model can then be ran using transform() method, providing a list of AnnData objects and a reference AnnData. The method will add a .obsm[\"transmorph\"] entry, corresponding to the integrated view computed. We choose not to provide annotations to simulate a completely unsupervised case.\n", "**This model embeds all datasets in a common genes space, therefore there must exists a nonempty intersection between all .var_names.**" ] }, { "cell_type": "code", "execution_count": 7, "id": "0c727ea5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EMBED_MNN > Transmorph model is initializing.\n", "EMBED_MNN > Ready to start the integration of 14 datasets, 61870 total samples.\n", "EMBED_MNN > Running layer LAYER_INPUT#0.\n", "EMBED_MNN > Running layer LAYER_TRANSFORMATION#1.\n", "EMBED_MNN > Running layer LAYER_MATCHING#2.\n", "LAYER_MATCHING#2 > Calling matching MATCHING_MNN.\n", "EMBED_MNN > Running layer LAYER_MERGING#3.\n", "LAYER_MERGING#3 > Running merging MERGING_GRAPH_EMBEDDING...\n", "EMBED_MNN > Running layer LAYER_OUTPUT#4.\n", "EMBED_MNN > Terminated. Total embedding shape: (61870, 2)\n", "EMBED_MNN > Results have been written in AnnData.obsm['X_transmorph'].\n" ] } ], "source": [ "model.transform(chen_10x)" ] }, { "cell_type": "markdown", "id": "ad0647f9", "metadata": {}, "source": [ "### Integration analysis with LISI\n", "\n", "We can then have a look at the final embedding, stored in the *.obsm* field \"transmorph\". It can be passed as input to scatter_plot function." ] }, { "cell_type": "code", "execution_count": 8, "id": "e6cde6bf", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### Integration analysis with LISI\n", "\n", "scatter_plot(chen_10x, use_rep=\"transmorph\", xlabel=\"TR1\", ylabel=\"TR2\")\n", "scatter_plot(chen_10x, use_rep=\"transmorph\", color_by=\"class\", xlabel=\"TR1\", ylabel=\"TR2\")" ] }, { "cell_type": "markdown", "id": "4ce66a9c", "metadata": {}, "source": [ "As we can see, EmbedMNN seems to have greatly improved the mixing between batches, while reasonably conserving distinction between cell types. We can confirm this by comparing with post-transmorph LISI." ] }, { "cell_type": "code", "execution_count": 9, "id": "051bee07", "metadata": {}, "outputs": [], "source": [ "from transmorph.stats.lisi import lisi\n", "\n", "datasets = list(chen_10x.values())\n", "lisi_batch_aft = lisi(datasets, obsm=\"transmorph\")\n", "lisi_class_aft = lisi(datasets, obsm=\"transmorph\", obs=\"class\")" ] }, { "cell_type": "code", "execution_count": 10, "id": "39c4e590", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# LISI-batch (higher is better)\n", "labels = []\n", "plt.figure(figsize=(6,4))\n", "add_label(plt.violinplot(lisi_batch_bef, positions=positions - .15), \"raw\")\n", "add_label(plt.violinplot(lisi_batch_aft, positions=positions + .15), \"transmorph\")\n", "plt.ylim(0, len(datasets))\n", "plt.xticks(positions, chen_10x.keys(), rotation=90)\n", "plt.xlabel(\"Batch\")\n", "plt.ylabel(\"LISI-batch (higher is better)\")\n", "\n", "plt.legend(*zip(*labels), loc=2)\n", "pass" ] }, { "cell_type": "markdown", "id": "eee32f1d", "metadata": {}, "source": [ "LISI-batch has greatly improved using transmorph, meaning batches are now way better mixed." ] }, { "cell_type": "code", "execution_count": 11, "id": "462189f8", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# LISI-class (lower is better)\n", "labels = []\n", "plt.figure(figsize=(6,4))\n", "add_label(plt.violinplot(lisi_class_bef, positions=positions - .15), \"raw\")\n", "add_label(plt.violinplot(lisi_class_aft, positions=positions + .15), \"transmorph\")\n", "plt.ylim(0, 8)\n", "plt.xticks(positions, chen_10x.keys(), rotation=90)\n", "plt.xlabel(\"Batch\")\n", "plt.ylabel(\"LISI-class (lower is better)\")\n", "\n", "plt.legend(*zip(*labels), loc=2)\n", "pass" ] }, { "cell_type": "markdown", "id": "1ab1089b", "metadata": {}, "source": [ "LISI-class has also consistently decreased using transmorph except for P10 and P11, meaning cell types are better separated." ] }, { "cell_type": "markdown", "id": "af54dd94", "metadata": {}, "source": [ "## References\n", "\n", "[1] Chen, Y. P., Yin, J. H., Li, W. F., Li, H. J., Chen, D. P., Zhang, C. J., ... & Ma, J. (2020). Single-cell transcriptomics reveals regulators underlying immune cell diversity and immune subtypes associated with prognosis in nasopharyngeal carcinoma. Cell research, 30(11), 1024-1042.\n", "\n", "[2] Haghverdi, Laleh, et al. *Batch effects in single-cell RNA-sequencing data are corrected by matching mutual nearest neighbors.* **Nature biotechnology** 36.5 (2018): 421-427.\n", "\n", "[3] Becht, Etienne, et al. *Dimensionality reduction for visualizing single-cell data using UMAP.* **Nature biotechnology** 37.1 (2019): 38-44.\n", "\n", "[4] Korsunsky, Ilya, et al. *Fast, sensitive and accurate integration of single-cell data with Harmony.* **Nature methods** 16.12 (2019): 1289-1296.\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }