{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Cross batch matching in MOSTA dataset\n", "\n", "We present our evaluation source code of cross batch matching in the MOSTA slice E14,5 and E 15.5 in this section." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Preparation\n", "\n", "First, we obtain the adata fromat data by `st_datasets`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: Use local data.\n", ">>> INFO: dataset name: Outside dataset, size: (102519, 28463), cluster: None.(12.252s)\n", ">>> INFO: Use local data.\n", ">>> INFO: dataset name: Outside dataset, size: (113350, 28798), cluster: None.(8.059s)\n", ">>> INFO: Input adata shape (215869, 2068)\n" ] } ], "source": [ "import scanpy as sc\n", "import numpy as np\n", "\n", "import st_datasets as stds\n", "from train_integrate import train_integration\n", "from stMSA.utils import find_similar_index, plotting\n", "\n", "\n", "process_tag = 'E14.5_E15.5'\n", "urls = [\n", " 'https://ftp.cngb.org/pub/SciRAID/stomics/STDS0000058/stomics/E14.5_E1S1.MOSTA.h5ad',\n", " 'https://ftp.cngb.org/pub/SciRAID/stomics/STDS0000058/stomics/E15.5_E1S1.MOSTA.h5ad',\n", "]\n", "adata_list = []\n", "\n", "for i in range(2):\n", " adata, _ = stds.get_data(stds.get_outside_data, url=urls[i], top_genes=5000)\n", " adata = adata[:, adata.var['highly_variable']]\n", " adata.obs['cluster'] = adata.obs['annotation']\n", " adata_list.append(adata)\n", "\n", "adatas = sc.concat(adata_list, label='batch')\n", "print(f'>>> INFO: Input adata shape {adatas.X.shape}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train stMSA\n", "\n", "Then, we can learn the latent representation by stMSA." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: Generate 510605 edges, 3.981 edges per spot.(0.931s)\n", ">>> INFO: Generate 564846 edges, 3.983 edges per spot.(0.821s)\n", ">>> INFO: Finish generate precluster embedding(128.765s)!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 1/500 [00:24<3:25:38, 24.73s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: Finish finding mmn pairs, find 1999124 mnn node pairs(21.480s)!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 20%|██ | 101/500 [01:31<50:31, 7.60s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: Finish finding mmn pairs, find 3604765 mnn node pairs(21.665s)!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 40%|████ | 201/500 [02:41<38:22, 7.70s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: Finish finding mmn pairs, find 3854279 mnn node pairs(21.948s)!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 60%|██████ | 301/500 [03:51<24:55, 7.52s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: Finish finding mmn pairs, find 3973697 mnn node pairs(21.566s)!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 80%|████████ | 401/500 [05:02<12:54, 7.82s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: Finish finding mmn pairs, find 4049284 mnn node pairs(22.296s)!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 500/500 [05:49<00:00, 1.43it/s]\n" ] } ], "source": [ "adatas = train_integration(adatas, radius=1.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Matching\n", "\n", "Next, we can obtain the matching result by `stMSA.utils.find_similar_index`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ">>> INFO: matching score: 0.6671836440074522\n" ] } ], "source": [ "src = adatas['0' == adatas.obs['batch']]\n", "dst = adatas['1' == adatas.obs['batch']]\n", "\n", "_, order = find_similar_index(\n", " src.obsm['embedding'], \n", " dst.obsm['embedding'], \n", ")\n", "matching_score = np.sum(src.obs['cluster'].to_numpy() == dst[order.reshape(-1)].obs['cluster'].to_numpy()) / src.X.shape[0]\n", "\n", "print(f'>>> INFO: matching score:', matching_score)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization\n", "\n", "Moreover, we visualized the matching result by `stMSA.utils.plotting`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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njCQ3H+WcNPr9PldffTWf/vSnmZmZYWRkhEsvvZR3v/vdjI2Nnezu5eSckeSikJOTk5OzRr6mkJOTk5OzRi4KOQ84URRx7bXX8tjHPvaE0cI333wzjUaDAwcOPHidOw2IoojXvva1vOENb+AlL3kJ//mf/3mvj73uuuv4rd/6Lf7iL/7imPEfd955J29+85v54Ac/yL/927+tbX/4wx9+RHW11b/7km495/QkX2jO+amZmZmhXC4fN9XGKlmWsWXLFr773e+esN3U1BT/83/+z594vjONV73qVWzevJn3ve99zM3NcdFFF/Hd7373mFX4VomiiMsvv5xzzz2XP/qjPzpmZPR1113HRz/6UT7zmc8csYbzrW99i+npaa666qq1anQLCwt89KMfvdeV+nJOY05mkETO6c0VV1xxryuxZVmmAf2JT3ziAe3TQ42bb75ZA/ruu+9e2/bsZz/7J1Yze/nLX64vu+yy4+7/8pe/rKenp/Xc3Nw99n3+85+/R5DZn//5n+urrrrqPvU95/QkNx/l/FT81V/91U9Mb304p0PltlORz372s5TL5SNSSTzqUY/iM5/5zHGT4F133XV8+ctf5iMf+cgx9/d6PS677DL+8A//kMnJyXvsv/TSS+/xeX3hC1/4mXJS5Zw+5L/UM4Dvf//7vOpVr+KSSy7htttu44lPfCLlcpm3v/3tJEnCb/zGb1CpVLjooouYmZlZO+7rX/86L33pS3nrW9/KxRdfvJay+7bbbuNzn/scAG9/+9t55zvfuXbMhz70Ia644gpe/vKXc8kllxxxvlWuvvpqGo0GF1xwwdr+VqvFH/3RH7Flyxb27t1LHMd86lOf4vGPfzyf/OQn+cAHPsDo6CjnnXfeEbbxJEl4+9vfzh//8R/z1re+lU984hMnHIu5uTmuuOIK3vGOd3DxxRcfkT02TVN+93d/lyuvvJLnPe95/NIv/RKdTmdt/0033cQVV1zBlVdeyeMf//i1RHJKKb74xS+uVU37zd/8TarV6lqlu89+9rO8+c1v5tnPfjaPe9zj1uphAPzGb/zGCTPY3nzzzYyMjByxbXx8nF6vx65du455zHvf+16e8pSn8Pu///s84QlP4BnPeMYRldmuueYagiCg3W7zohe9iEc84hFrn+2xGAwG3HLLLfdI853zEOVkT1VyHnh27NihH/WoR+mzzjpLf/KTn9QLCwv6rW99qwb0W97yFn3zzTfrPXv26Onpaf26171Oa6217/u6UCjor3zlK1prra+55hotpVwr8r5aie1w89Ef/MEf6Fe96lVaa62VUnrz5s36uc997tp+QD/3uc/V//Zv/6bvuusuPTExoX/jN35Daz3Mk/P+979/7Zz9fl9/5zvf0YB+znOeo//1X/9V79y5U09MTKz1UWut3/nOdx5RdeySSy7R559/vn7a056m+/3+Pcbi137t19aqxfX7fX3ppZeu7fvVX/1V/e53v3ttX6FQ0FdeeaXWepgTaPv27dr3fa211j/84Q+1lFL/7d/+rY7jWH/7299ey/Hzj//4j/rVr361/tGPfqRvuOGGIwrd/8qv/IoeGRlZy2P13ve+94gxOppzzz1XP/KRjzxi28c+9jEN6G9961v3aH/33Xev5ZsKgkD3+339hCc8QY+Nja1d83/8j/+hzzvvvDWT1Ic+9CENrOXTOprPfe5z+vLLLz9uH3MeWuSicIbw8pe//Iiyjrfffvs9Si6+5CUv0c94xjO01lonSaIvv/xyvby8rLXW+gtf+IIG9L59+7TW9xSFwWCgC4WCvummm9bO97WvfU1/+ctfXnsN6I997GNrr1/84hfrSy65ZO3117/+9SPOuboOcfgxL3rRi/Qzn/nMtdePeMQj9Fve8pa113/4h3+ozznnnOOOw3Of+1z91Kc+VS8sLKy9D62H5UeFEHpmZmat7Wc+85m1hHAveMEL7lEi9Bd+4Rf05s2b115v2LDhHonvnva0p+k3v/nN+v3vf79+//vfr9/whjfopz/96UckoTsR5513nn7CE55wxLY///M/18Ba0rzD+eIXv6gB/b3vfW9t21e/+lUNrIlTo9HQb3jDG9b2K6X0+vXr9cUXX3zMPrzyla9cE9Kchz6599EZgmke+VGvepUcjuM4a2mTTdPkE5/4BN/+9rf50pe+tGZGOZ4d+8c//jG+7x9h6njGM55xj3ZHVww7vETova3ctrS0tPZ6dHT0PlVu+63f+i2e85znsG3bNq688kre+ta3AsM8/1rrI/r/ohe9aO3f3/jGN3jNa15zxLke9ahH8cUvfpHl5WVGR0eRUlKtVo9oc9ttt/EHf/AHPP7xjz9un07E1NTUWqrqVfr9PsAxo75X9x1ep+GpT30qUkp27Nix1ubw/UIInva0p3H99dff43xZlnHDDTfkJTTPIPI1hZzjctVVV3H99dfz3ve+lxe/+MUnbOs4DsDajWeV1ZvUsfhZK7fBMKneTTfdRLPZBOCGG244YeW2Jz3pSdx555288IUv5Oqrr+axj30sg8HguP1frTyntWZhYeGIfauLtEcL7uFEUbRWT2AVpdRaf38SF1544RGiBzA/P8/k5OQxXVJXq5odfn7TNGk0Gmt1Iqanp+9x/YmJibX9h/Pv//7vPPrRjz7mQ0TOQ5NcFHKOyde//nX+9E//lHe9613HrBt8tN/79u3bcRznHk+UP2nh92dlw4YNnH/++XzgAx/gwx/+MJdccskJk+ldf/31rFu3jk9+8pP80z/9E3fddRdf+cpXOO+88wCO6L/WmmuvvRaAxz72sXzzm99EH5YVZmVlhUc+8pEnjKs477zz+OM//uMjypped911JxTLw3nFK17B4uIie/bsWdt266238oIXvOCYsQePe9zjGB0dPWIxWym1Vp4V4DnPec4R+2EoIqv7Dyf3OjrzyEXhDOHoil6rT+iHP6lrrdfarBaC/6u/+ituvfXWtZv7bbfdxi233EKxWASGEbFf+tKXcF2XK6+8kn/5l3/hl3/5l/m7v/s7fuVXfmXt6fPeVm47/P/3pnLb7/zO71AsFjnvvPOYmpqiWq1yyy23HHccPvWpT63NBp71rGfRaDQ466yz2LZtGy960Yu45ppreNOb3sTf/M3frHnmALzjHe9gZmaG6667bq0Pn//853nPe95zxJhGUXTE9d7ylrewd+9eHv/4x/PhD3+Y3/3d3+Wb3/zm2lP++973vhPedC+66CIuvfRS/uEf/gEYBgzecssta2YvOLLamW3b/MEf/AHXXHPN2md4/fXX89SnPpUnP/nJa2M2NzfHN77xDWDoXXTDDTfwtre97R7X/+d//mee85znHLd/OQ9BTuqKRs6Dwte//nW9fv16XalU9N/93d/pgwcP6te//vUa0C996Uv1jh079Be+8AW9YcMGXS6X9d///d/rOI71c57zHF0ul/XLXvYyffvtt+tGo6Ff8YpX6CRJdJIk+n/9r/+lx8bG9Oc+9zmttdZRFOk3vOENulKp6A0bNuiPfOQjWuuhJ8873vEODehnPvOZ+oc//KH+yle+ojdv3qzL5bK+/vrr9f79+/Uv/dIvrXnOHDhwQL/rXe/SgH7GM56hf/jDH+qvfvWra8d85jOf0Vpr/Td/8ze6Xq/rcrmsDcPQgAbuseC7yrOf/WzdaDT0lVdeqV/72tfqj3/842v72u22fulLX6oLhYI+++yz166xyuc+9zl94YUXrlUvW60Ol6ap/tM//VMtpdQbN268x6Lsn/3Zn+mNGzfqarWqL7/88iO8oq666qrjLvCu0u129Stf+Ur95je/Wb/85S/XP/jBD47Yf3i1s1X+9E//VL/0pS/V73rXu/TrXvc63Wq1jtj/wx/+UD/3uc/V7373u/VrXvMafeONN97jurfddpt++tOffsK+5Tz0yLOk5pzWvPGNb+Stb30rU1NTwPAJfm5ujpe97GXceOONJ7l3OTmnH7n5KOe05Wtf+xp33HHHmiDA0INpenp6zeyTk5Nz38hFIee0ZW5ujhtvvJGrr76aPXv2MBgMuPvuu3nTm97Ey172spPdvZyc05LcfJRzWvPxj3+cj3zkI9x1113Yts2Tn/xk3v3ud3PhhRee7K7l5JyW5KKQk5OTk7NGbj7KycnJyVkjF4WcnJycnDVyUcjJycnJWSMXhZycnJycNXJRyMnJyclZIxeFnJycnJw1clHIycnJyVkjF4WcnJycnDVyUcjJycnJWSMXhZycnJycNXJRyMnJyclZIxeFnJycnJw1clHIycnJyVkjF4WcnJycnDVyUcjJycnJWSMXhZycnJycNXJRyMnJyclZIxeFnJycnJw1clHIycnJyVkjF4WcnJycnDVyUcjJycnJWSMXhZycnJycNXJRyMnJyclZIxeFnJycnJw1clHIycnJyVkjF4WcnJycnDVyUcjJycnJWSMXhZycnJycNXJRyMnJyclZIxeFnJycnJw1clHIycnJyVnDPNkdyDnzUEqRJAlSSgzDQAiBEOJkdysnJ4dcFHIeRLTWZFlGkiQEQbAmBoZhYFkWhmFgGAZS5hPYnJyThdBa65PdiZyHPlprkiQhy7K1fwsh0FqjlEJrnYtETs4pQD5TyHlAWb3pJ0myduNfZVUEVm/6Wmu01qRpSpIkAEgpMU0T0zRzkcjJeRDIZwo5DxirN/g0TYH/FoFVkVjddqLjjzWTyEUiJ+eBIxeFnAeE1Ru/UgrgiBu3Uoo4ju/zAvPhArHK0SJhmma+aJ2T8zOQi0LO/crh5iKlFFLKe9ykf1pRON61VmcUR88kVoUiF4mcnHtPLgo59xuHLyYDx73p31+icKzrHy0Sq26vhy9c5yKRk3N8clHIuV9YnR1kWXbM2cHRbR8IUTia44nE0WsSuUjk5Pw3uSjk/EwcHnugtf6JggAPnigc3c/Va+cikZNzfHJRyPmpubfmomMdF0XRSY1kzkUiJ+fY5KKQ81OxOjs43mLyidBaE8cxcGKX1AeTVWFYNTmt9isXiZwzjVwUcu4Tx4s9uK/nONVE4WiOFglgbSaxumhtmuZ9FsScnFOdXBRy7jVHxx78tOaf00EUjuYnicTqTCIXiZzTnVwUcn4i9yb24L6e73QThaM5nkisziBykcg5XclFIeeE/LSLyT/pnKe7KBzNsURCSnmPNYlcJHJOdXJRyDku9yX24L7wUBSFozlcJFb/cpHIOR3IRSHnHqzGHqRper+Yi451/oe6KBzN0bMIOPbCdV5wKOdkk6fOzjmCo81F+ZPs/cPx0oSviu/htSSOztuUj3/Og0k+U8hZ42eJPbgvnIkzhZ/E8dKEH2vhOifngSQXhZwjYg/ubaqKn/V6uSicmBOJRF6VLueBJBeFMxylFGma3q/eRT+JXBTuO0eLBORV6XIeGHJROEM5VpnMBzM53bHKc+bce/KqdDkPFLkonIE8ELEHP831c1G4/8ir0uXcX+SicIbxQMUe3BdyUXjgyavS5fy05KJwhvBAxx7c177kovDgklely7m35KJwBnCyzUXH608uCiePvCpdzvHIReEhzmqVs5M9OzicXBROLfKCQzmHk4vCQ5RVc9F9KZP5YJGLwqlNLhJnNrkoPAQ51cxFR5OLwunF4SKRV6V76JOLwkOIkxl7cF/IReH05ug04YeLRF6V7vQnF4WHCIenqoBTb3ZwOKuisLrOkXN6k1ele2iRZ0l9CHB0mcz8RpvzYHL4A4hhGEeIRBiGa21ykTg9yEXhNOZwc9Gp5F10MlAKNKA0KDQKRUIGaFIyJAaGgEAPcy6lpGRkZBpirVFkKBLAwUCQEmMIhUaTao0rDWzt4QgTqQ0sYWBoA4GJIwSGFAhAnpnDfwT3ViTy0qWnJrn56DTlVF9MPhHHMh9lh93UUwUISDVkh47pASGQHnptAhHD/QoIyRCECJZQdIkJyESMEAmxVlhCoTFRKFIdk5AihSLSGVLbaCIUGSYOKrOQmYGyeqA1GQpTmljawwJQHoZhAC4uKZICFiUcXQPtYUmbcpJQEYrUcBBS4wgDEwNbCk6Tj+kBI69Kd2qTi8JpyKmQquKnQWmIUmjFmg4JfRQpEgn4/LcABIBBRsLwiT4lJANiNCkDDFIMQjQZKRlKgcBAyyYZbQx8VJZQzGxknIKZkVkKpTMMDHRcQmqJE9mUuwVMA3RmgUgRysYOHZQB6BRDaRAapAF6aJ7TKEIDUpkgvJgYhXYEkeGRGR6mYeKlAUUEqZUi0AjLwDChwgQFipRFCVfbmMLAFhLjDLb4nagqXS4SDz65KJxGnMqxB8ciUxBkMEiho6AJrAABQ1HwyTDI0IRkxFhECHwUfYYSkCBRxGgKWYavLWwjBhGRYgCaTEgKkYOVSJROcSIbEVmUQgc3sJGZQgvQboTMJGYqIPYQqYdWFsWBi5Q2aZpgChuhJEYmyaSBUBrbhDTVoDXK0IhUYFiCRMYIoYitmExHaEOBE4CRgZWAlkBI6vXoVtr41oCsILFxQFi4joMhbDwsXMoYuBSEh6OKuMLBxaIgLCzjpH6EJ4V7W3DodJodn07konCacDqZi8IMlkM4ACwDA4ZP/wEJGQM0LQQdBCHQIgMEEYIUg5QYAUIhRBEtTDQmWpkopdGGhYoEVmaSZSbKyLBTA+E7OC0bFThYmYlNioWLnQrixCYUPgXPwMgEkgxtSIjBFDYoiWmmYCYYqYWtDWQqMNBoJbAyjaVM7NTEVIIsM0CDkKAEGAoyDQIQxnAmJ7RAC0Vod0i8Pjg9QIGdgkzxiwF9t42yNEjQbkrkZliygIHEoUBZlKhQo0SdIh5FaeMKiRRn1rQiF4kHl1wUTgMerDKZPwtJBisRtDXMAfNAC5+MCEGIQw/FEpoO4CMQBChSaWIIE4WFiU2mhzddnZpowMZAdTx0JlEqA1NiByZZu4xiaF6ShsQKLXTkQGqjpEKZKVInmNgkqUEQdChWCxholJmSaYFMTdASW4CyUrSRgiGJ/QEVXUUbGTID04koShNTKpzYRCUGHuBmBlassTAQmcRADP9/qO9ag3FIOIQCLQCl0TIjNkMSq48yFRh9sGOy0oCw0CGQKaEXIlxFZiUYdgFXlCgKg5JuUKBBTVQo4OIJiSXPLH+RvCrdA0suCqcwp3rsgZ9AKx7OBppAC+gSEBAiWEEzgyQENFooDJkQYCFwUVhEgIUk69q4WqBNTRRZGG2X2PcQWuNgk/YLCCWJEzCsFCu1SbSDIQVJAEJoTCFIAduEJAGphhYcLcAxYbnVplqqYQhINBgGxKnGEiAQKA3S0KSGJui3qbh1UsC0MmIZYZgp0jJQGdhKoYXCjCVuIcYUGsdNCYIAjyolZaBRVBITK5PYA5NUJRR0CaGHn5/WIG3Q2XCpQgApCVkhJNYhygrB7YAXE7kRieXjl/vEXgiuREqHgijSEB5FChSpUzz0L1e4p9T35IEmLzh0/5KLwinK0bEHp4ogRCmspDCfDcWgBazQIqOLQQtJB4OQSERIGSIoEVLEBGJTIAwLGZgkIRg6I22VMNoldN8BO0OkBrpfQmc2mRIgFZaQpMlwrVfpQzd6A6IMZAap0Jh2hqkMEgVSJmRuikgsDC0QVkZHzFMuFVCxjaEFUioSN0aYGTqysBJ76KKKJEqW8QoNhG+ilYGIbYSVkZgpbmSRZgZZLJGWRskMqxgiKimdoEUlHEFpgW3H2G6Eg8C2Unp+m0ljEi+WuLGNnRrYvoWT2sM1DwUGHDKlgZSQZmAIRSJjUtsndgMoNEm8Hr47ICiHqEKLxEmwpYdtmBR1jaIepcIkNVGjRuGMW5fIS5f+bOSicIpxqsYe+BnsC2E/Q/fQJhl9ejjsBQ4i6JNJEyUyJAVSHMCmEEUox6aX2aQ9gS090mYJs+kSJRqRuki/RIrESYdP9yobup5KhuYXKQ65qgK4MZYRo5QBSqK9BFHs4+oBZmIglSQoRig7pdzVmGQsV1xCp0XNziiuCFKZkjoOBREiVYTtm2TSIkMS6ghDaArKJLQcAlXCijTKyjCEIlMGvqygtEEWuRAbCBcyW5LNh1hqBBIDITXKjjDLA4LCgF7cYdIZh4GBl0ksK6aoTYpS4iTgBiZeauGGFnZq0fJ7VAplNBoNmIdmM0JAIiMSMyZ2BlBcgsKAVmlAt7yIWWwRGwJhVCiJcYq6yqgYp0SJsihREA6OOLPcYo/n3ZSLxLHJReEU4lRbTNYa/FSxlCTs0DazCLooNIsIZrHYPwz4MlJCahgUSU3Bpvk+aM3OxKDuVJCZYBCP0pvJcMwxzEGZOBAYIkMhQYAhIM00wlGQaDQCE0FcbiLLGTIVYKUoJ6aUNdlwYICQBrMTJo5M2BDOkSYmkenQmvDwqwK3m5BKg6Rs0l3pU6842IsBaZZiNoqYqcDsBMNANKnxbUm4PE+tUKUQZSjPIO75uLZLyU+o+goVhDTLLouVMtqq4pcKdEsglgPs0EHrETIpiY0CRAJVTOgmC2SJTTXdgNXzQJtoK0RUYgwPjDjGsmIKkYtjmVRjib/cZANjJO2YilHFsiRhnCCkxsQGDq1X6AxpJHTtiMxdhEoT7C7tsk+z2if2Ygxb4+g6Lg4VXacuJhhjjILwKArzjHOHzUuXnphcFE4RTqXYA6Whl8CBBPaS0CVmkS6KEIODCHwMuUIgBEZWRRgFvDBharZLq2ShdAEZaJrVGp2dJp7VQAwa9BYjCm4DYUCaJZhkJFJh2BlaZGhTYRV90koPM7FQgyba6uHUYaoXoqVgdrpIuTegNLtM2S2yMOJiKsnoSo/QlmBLUk+TmcOo5tRSpO0eyUrAdq/GijTpJyGlYoGw6FFIUnrtPmOOi5XazM0tU6kUsBGYliboK+xyCd0LGImLxMt93NjHNFL0uIMqmIgoIe4EjBqSvuexmEFJ2SSeS1JIWVzqEJhlgvIobnkdXVFC+C4UMzKV4BkekTYwpRwG8ckIqTqM46JbPlvEOIW+SdgazoaqXh3ThEQNZw6KoRnNkBolIiwrpmUHpKUumdun7y3hlzskhQGBHWO7FSxRooJLiRE8KjREjRJFqsLlTHtgzqvSHUkuCieZU6VMZqKgm8CBNKGFwQqSFj6L2Y8pGivYhKTEZLJIIMCJLCoBlAYR3iAidF1UKAgcl4XCOPZiiSxz6c1CxRhDWZJet0PRqSPsFOn0SERCy28y0gipywBLaDoTEf0JgRcKkoMdPJ2hlGJjmiAMSXNSoaUgnO/iFBTSyTAc0ColNRTFUGEoEytSkFqYpsXBAJIUSm4dZRXpJRmxTCnUi0gtiDsD7MimJBySmSXK3jhmv0+lUoB5n0KxSDsWmN56zNkMI1CU1AqFMQsnapIZiuagzbTpo42UoNVEC8GYaaEFzLfbBJnCWD8GI3ValkPklAg8Cz8WOMVN7BGg6yMkoUMaJxhFhcp8jHZKWRcppBJDt/Ayiw3hKJXUhtDCMgTZoTBvKYamN2kBepj6Q4iMSA6IvTaq0EfZIb3aMt36PN1yD+2AoT1KVChQY0RPM8kkE7KKY5wZN8GjOdOr0uWicBI52eaiREEzgjk1dCHtAB1CFvo7cEqKIgdoxwfRfkZ5pEZMFWWWMJFs2bmC6af0Cw5gsDxSJOtXGAxKyG4BMaiDAUYMnUGX4phNLOex3TrlOMTkIOPNJaxWl6gaYo8XCFyHA1NlTEdgJwFidh7L1XSSHvXRCmYkCEyBKQT9nqJcNmj3QryahSEhciAxTVAOZigwQ5cUl16S0VMaZ7KAZ9t0Wj6gKdQLaDQmkuXdTVzbIeokrB+dIGkNKKkCzsGUDapCN06op+vx2iZ+c4Bl2lTqZczYB1ez4C/T8DSxF2LN78EyOtSMjPGow+zCAlkQUB1pUDQFPdPCNgUtA2LpQaHKAR0RPGwdzcIEc5j4JYFbLhEsxHjZOkzDoE8LF8GkKGJrTSVW1NoO1Z6Lq2zSbLgOowD0cLE602AKyLKhOdA0NV06xPVFRLVFz23Rq/fo1eaIrAxbViipCSaZZJKN1GWZIi7uGSwQcGYVHDqzHJxPIU5m7EEvgdkYZklYBhYRhPQQHMBilnqpRcfvMijXMLwJBl0fsVRkomjiNVuMrIRMLPYYWJKlCzeyVLdRykP4FlpolJeA6GO4AdIe4Kz0GDNjXKtNZaHPKJJU9kllSrsBrYrAGCnRHcnwdAuh2lhZQlIIYSQlnl0hdEp03PVI6aC0QagGDCoevuoiI0GxUiUTGUpaaMMAU0NVAAK/PYBQo5UiQaPQSASCDAtQGIiCQafTxyxI/ImQ2E4ZOD6pGdIpSMIoopYaVHpFzNt9JhZH0QMbsGmHXYrWeozIQ6YJga4wyBIMQzFIV8iKs0TZHK7IEHGIR0pRmWR+H6yAYhyiB33EwRmYnuBAyWWl4dE9d4LZuok2bWK/SuoLQu0wX3SBCNVZoTFuUZyAkcxBBJJaaGMHJm6nhHnIa0sZgAEiBaEFdlLFWaoiWymu9KlWW2SlFXyvQ6e2QKc6Q+jNspdd1FWZgqjhpGXWiUnquk5JnjnrEIcn9oMjRSKOY6IoesiJRC4KDzKHxx6cjFQVvQS+G8NuluiwMozaZRmTRaRooaWkTxG8dRR2DdgSRpSaA+KD+5lUJq4SGJbNwckisxMNzDCgkFj0LUXJWiLOOtSMEo1AUY77mGkb+0CX1LQx6yZhkNKfqrBSqhDZmhXZxq+mVKr7AY2nJA5l6t56VgR03CbabBIZFsoqEpsCjSSOHAzHQdZq+AsDzKKBxkLy3x4m2dDaDoASGlObZCgECsO0SBONtCxCEmzXIOwoEpUMJaPqEHYHWAUDX0eIcZP5sEk4FlJIwYi7VNIR+vGASIR4VoPAiCGTyLgGQqPMOh29gDQ24heaRHEHz0xwVYeGA83aIrEKaJQt9GCAXGxhD2IeXXRZLDqolYA9Rkr3bJ89G8ZRSxp0gaSQkS6BMWjQtqFXCjhYCbFGwcma1CKDgu9QHBSotD2czMYKTSwMYg22EAgJWWbh6Spes0q2tJGK41MuLDFdGNCvL9EurtCqLjJXvhNw2KOmaFCjpGrUVI2irjEm6pTN0/Pm99NwIpGIoog4HmbhPZ1FIheFBxGlFGmarpmLHmxBCFP4Xgx3skDEf9Ff+gHlsRraMFEIUmp4UZ2xVo/JJZ/awQ6V2Q71SonF1OFAyUBaGqPro5wGhqGZmu2w9UCHTkEyvhxgDkIWyg5FBIV+hh8r2g2LVhXi0QJd0UdMZwjZgiRFDyKq0mJCracibWqyQlGPso4pdtPmbhaYM+fwjD7IJlrVkNIkQ6OAKEiGKfMShW2JNVdWDYc8mIYmFCUzEhVj42BKG+FJ/F6ErgskBlJLpEyBDIsBQlrEWmBmklLXohpZtCLFtHbwwwRbKqQJMjHBV9iuiRoGRBNoEJlBpjJSbePYRZTS+GGd1Ja0E0UmBUE9Zo++G+t8l4XlPbj+NOae/TxswybkQpPyXJfJZIBXLTLXsDFrgiTzcaoRqZ9gOOtRUQOV2oi+JCqCL3w69T7WWBfSFYqBTck3KQ9KjPeL2C2PcuSAkIdmDodMTIZERSWqcQnRBGehR8lbgXqPXnGRVmORZn2etjVPSYESNiUxSkmPUk8mmRaT1KRL6QyLrj5cJI5OE360SJwuVenOrE/wJHGqlMlsH0pK18XAxKc+kbC82KE4cSGZsMnMAmrQx4wlmWnQXF9j10SZwLGorPRIXQudpqzfv8L6fUuMLTlklsROhpaawIXFqQb7bIUcL2ALn8yMWPbbJEWNafZwZYERw8OihGdVsc0qVRzWMU2NMo401nL7rCckZjsHjQM4ooXKAgQKhURiIpSLlIJMGmQrIXrSQ2KRqZjhvGFYU0EQAxZaqWE21VJG3AtxEih0QxLTpp8qMkNQUJDFYNoajSRQEbIIVlkjegFdPAb1iKVtIYnhYe3XWMSEZortG2gpQINbsIjCeGjPTzNIBRgZcSJB2rQSE6c3SSXRdLKM3ZsiTEvTHLXY2diAUawxqaOh95NVpdUxKE1VsOf30fBDlrMMPWESGSkqzJCJS5q5mJmDCF3ixEIlMUkxoT0SYU4usz9cotT3GOk6lPoeo+0qlu8OZzfyUGzIoRTmZljGy8pkA4UrNlGuLLK+0qNbWaZXXqTdmGPJW6KrLQ6qCnv0OJPZGLVsAxOM05Au7hkWNAcPjYJDuSg8wJzsxeTDGTFhawIxFQ6wnVR1QB0A2iDXoUWC3yiiihZLWUrkeGhTM1jxqdiSqueRdZqk569jf5BQ3tAgcDXIFERMWNEMSgEDf0C55AMKD8F0ZZrBbJfxsQbxYsxFGx6NS5GyKBISYCCoGDV6GayolJAEDwikZhKXc+U2nEMtewzwsx42TVApeAGqp0kThaGqWARoHWCJBIMEoQ2ECEilg5mAGxZpBBK94FPsxEwKl7miR89RGFaDxFKEC302GA5Wt0/Pz5D1Mt2apG9Ct9pHZwZLexZIJgxENaPUtBDtBg3pkWqJCjUysxlETYqORyaSYRi2lOArRAWEkpiZxAxsjHkXCglpw6Rjh3hmiaAuGfRjVLpANtfHiU1Et08p8Zjev8ymKKZ09wJL5TKtokvfq9MtWkRVjzQzUW0TK7JJmzUwU3Q5Jm7E+BMhS+MrFAcGxUGbUr9IvVWg3itg+w6GMIY5m4xDcRCpxNYVrOUKqhVTcn0Cd4nxxhKt+hz9SodBdYWmtURLFfD03ZQYZ0SNMqW2Mi1rlI0z9zZzOorEmftpPQicSrEHAJaECwtQDmyKejMzGCirgMoSZLYPFwstHDIRgSEQ6TBorFG0aTWaRJ6NOSXptmKazRZj0ykl10JrA0cbuLiUMME0mNAb8YRDiQo1MUFUC3FSQYDPWDhCuVwmTlKW6bNMSi9L6GCxiGK4GqDJsogxUjp2hUK4ARwIkhjTDnEYYOkOFRJm0xlc0aeWpRj9DFsWKBaqKDQCzRwhkW0RhwFS9jGsDoHrk3XLrHhl2p6Ln3YwpEaYgqnb5rnozkVSnRJGKdFIifb5m7hlywhKOsOsppam5/oE5YhBycUdWUHc1cAcSFxDoYWBSiOc0hjdrI8KE6RrobxgaKqiBCqmaI7Q6vQYW6igFsHpbcNoD3CKBqI2hlkuoDodktShO5Co+nrassb2uEmhv8T2u2ewsEn0DO26yaDm0KzZLIyP0KyMIHug4zJKWqheHZEkJGafrOjTaayA7lBpF7EHBqNdh8l2mcpyHTu1iFNQCdg2xCkYwsb0bWS/RrWzieJ8i8xtk9SbLJUX6YwvEJTmCORBlnSRWb2Xg2qaSXUWk2KEhiHPqEjqY3E6VKXLReEB4FSJPTgWUsD2AlTiCmPJw5mre6x0FilWh0aZQLdB17EJGRap1JhoJioTNOdabFhXJS4VeHhhlNaBOTZsn6ZIDYcGZeFQEBVCQja5U9jCWbsJKEextLSEU6sxOzuLt2WSHaQcJGReg0YTAwobiU2YDsgSTROPpDLCoNnGST0UmrK9nog2dTajCQipUypmDHogugnrqmMUKJERESBADYgMk0HaxxAHUc5ddKs1mk6dTJUZFC3C5YQti20q8x027pwj3j1PrTZCikb3l3HHJ3CnFNEh05K0LETHoJCVKR+QjMkCptbQi1GZMSynACQS4iwhskOktEiqLoWWxil5NP05nJFxoihkyx5BqS/paIPILbM4pYlHy6QTDVSxDJFDEnaIKxUGtkE8UmJHv8b0+g7TzQ7rZpo8YsccqSFpuyad8RYzUwvMN8Y5ON1gYDiYoUuSFlGxQxpLdOigSOiVAtLJHp3xLivLHeqVHhuXxvHaHo5tohVYh2oMKQEokMqmMJhA9CZQrRjLXmbdXIul2l7a6xfoVxZpW3fRyw4wwwHG9SST6VlsFCM0DDsvW3qI44nE6sJ1GIZIKXnPe97DJZdcwjOf+cwHvE+5KNzPHG0uOpUE4XDGbRi3DWK1ldsWNFONDRjCYNFfYcSrkOkUrVMQJpmOcaVBt9El68VM1ydpdZrEtQDmYdP0Vmzzv79KraCFI50jrrc6PbYsiyWdckdzgcWyQ6srMWpFipikDJPBAag0xpQGWqWIVKD7IdoroEJFXBoKSB+HGIeBEQAmUahwHFjBZoQamoQIg5V+TGWqjt/uUaLKgGkGaITbICXFyFKsJENJA1M4zGzfwp7pSRbTCGuiThyBMVkisYsM5nwaY2Um946w3h+hsejh9DQ1MY6jJL1Be2gaqgJakAkwCgpaLqlIQRgEtmQw0aYd9RFjJWLDReyLqXUldS3ppTG1PSUCPDplg0JQQpoequARukWcoocpUvpukZ3TG9gXdBjd2GHTgSW27G+x+cAMU+EK0wearNQWODBTZ+/GCgvTk3TLFjqwkLFDGljIvofulWEJkvE+c7WAZrnN/EifeqvClk6R0kIZK3WRSpBpsKxhydRVM5NObcrJOsxwHebyFGOLS/RH5lmpLNCZOEi3eAc9NcsiezmgR5nMtjDNBsZkCesMcW29txxtXl4ViW9+85s89rGPfVD6kIvC/ciq7/KpNjs4EbaELbU6+H0ajQa2b1F33WO2dQNFZbRCq9ViurGO5eVlBvGA1soK4+Pj9+r9FotlDjgJB1JNt10gkibVTBMmIYZVwAZigEwQmy4SA1NotDKxrQKxUgz6HQwOq9csNYmC0E8wxytkUcwAgcJGEZClK4TxMpZoo3HxZQPH0fS7IaZj0e8FUGnQsiTzVY8o83GdCVq9RRIBphYUiy5VUuy+YPPiOCN3GbgLBlV7hI7fwiyZKAmojERnJDohy0y0AZ5qkKk2BCZJpocZY5sDauUy7GtRHBcMOEi6sUyvIyiFBeR8l6LWyKjM7VaPsdIB5GjIwdQicB4JhiIO+3h4RF6B2Q2TNMc3c2dpnnPWbWDr3AEmFxfYuOQzvjxgyy6Lma1ddmypsK9aJB0roWsSp10mCGyMtEo6GEMHGUmpx8rkEs3JeXqLLqUJl0bXZWyxTqlTxTxUHsngUNbaQwFyCeCEDYpxHa+1mZK7RLY8z3Jljs7kDK3yDG15gCW9mz1ikjG1iS16mjFGKBn2z/xdfiiyKhKDwYBisfigXDMXhfuB061M5rE4PMVwlmVrfthHYxgGlUqFbrdLqVQiDENM02RpaYnx8XEATNMkjmNs+8gfeqFQYG/g44+O0170oWRjhTFRIjBEhGUViBi6lA5aA4yqR1lKEmmjXAstJWkUYVgWGAZKKUylyPSwLgGmSRqECIYCnckEkyZKLhF1E5JUkZgmJjapGZCpBMeyCFKfkWqZSGckwsBIS6QSZKFGsuwj7RHSsEGQKgyjjx0L3HYR+j7mpAm+geGASCBONBQ0bb+LUZOgFYYvQdlAghVqsFOiwGDErhOJHZQnf8RSaRa3uBm/F1Dpj5NQRvujyPmUSWOAe9YB0vqPGEsncQeCJXsauVzC0zadCUkiCgROSmvahelN7Fi/haneEpsP7GTLgQXW9QIat+xn3VyFfdNVbm+4LD1iA8lYB60kRuIT+wWMqIFKPLKlUUwRslAImK81KY3HNGoHmVicZmphArvnYNqHUmwcymwrOJTePBMYmUM1nSbzJ7GtDUzMbWVpbIbW2BzN0QN05Aorej9zjDGhplinH8aUmKAm7TN+3eFotNb4vk+5XH5QrpeLws/I6WIuOhGlUolOp8NgMKBcLtPtdqnVasdtb9v2mgh6nke73WbDhg0sLS0xNjZGqVSi3W7fQxSk5XKL32TJmcAd9+kudDCNYVWyqD2gUKqjNXgReL5HcsBnfKxBBtitlEaSMohDhO0SxgMKJQdlJwRBRmooLC0wTBsdRSRKYaUpwhggTIVlVNB6gVKkMFREGMVUTQNDWPT8mNqIpC8FVadGpxmRmpoCBrERkrQUlXoBoRL8LCMxbLSWCNtgpb0CCswMUifFGAiy5FBtTsPAiIflOvEgiiz6pYDORpduzabidKk1U6rSpFjokjDLhGGRZlMkjSp7/YjJQolmqUwxHcOYOYdiYRxzMEVVGoyyj1JhBjVwWBbTHDSnSJA0CzUoj9JWk8zWp7l7/QG2Lhxg3YFZRts+1VaPumux2I5ZmCiy1CiRlkKk00F5AVFswoqL6FXQUREpNf3RPv66Fr3iCoOCZGT/GKO+ixTgalBymGtJ6gQtLNYqhmqTcjRBNj+OtTLN2PICzdo+ltbN0B6dYV62aIsD7GMfo2o90+ostspN1M9gj6VjMRgMKBQKD8q18pH/KTlVYg/uD2zbxjRNoiiiWCwekVL4cEzTJEkSLMvC8zzSNKVQKNDpdGi329RqNZrNJo1G45jHLyUwS4cAj0wpnJJF7GcUTMEgTFFJyNRBl807wWwPiJy9WOYOhKVpJE2KqYWfBhT0KM3wADUmyDzBtmzAYsvBtMtoY4xZ32NELGPqASVjBxfqvXhWmSBeZGuwQkpGQgjmsODNgWgvdXoEwsKRReYSn3K9wt17Fct9TSeWlHWRji6S6jorVY/4wpjyUpfRlQQpFVE1xuiMUqn06GYZsZQktRL9gsB0oBeV2WX0aRU1cl3GoNRDpbBuvIrR2UhBj1OLTEY7NcJWBVNYOH6PktSMtx1kbRvt8iaiLaOEBRezvMDZ8kdstm6jTIWOvoPlZILdVomWehgLxkYURZbWF1jZOMq+lQ2Mbl2hGvgU+iukrQ6b53ts2b1CZgs6RYvl0Rr7N/UJXIFfqhJYZdJ2nUIGaeqSihLtMZ/AWKKtJAeWq0z6NutjAxkZIKHXXwIsypUxdDbM4poJAIGbVCktVnGWp2gsbGFxcicL6/bQHZsjETN01SJNPcuCehhb1HlsN+r5msMhVh/YHgxyUfgpONXLZP40rJq9Vt/TsVidAdTrdQDK5TLtdpvR0VHm5+ep1WoUCgXa7fYRx2UZzKVwW5awaARkLIIuUKjVkL0VjLtDtrke4X81qaXrKKwAYYJZ6BDZu7GmwPWXwctwnAzpuNgLXcx1+/AURM0Auzdg48hmWrGDZzqM6xJKKex4jkYq8LoKWgE1Ywyr2GHgdPBEj6SfUnN9yiTEEjwcpu2AVI6z2enQkwbNyKfV/TGD6Z9jf9dlItnPSMPHsQ1K1gDTVpBUsdxNtDsWmR+xf6TIyjZBMglx2kX3Q4JUsoKJKyRJnFAcLbEoDZppiUl7C+5uwfjdGt0DQ6W0M4u6BmslpdQuMGoL5msG8w8LWVdeYZRZTD/EwWaakPWsMIlmOduNn21mv5hmF9sIZYXOyDr6IxNAiKFj0gM95kOfsZVlppsLiDSksqx47Px+zCxiUCqyUm5w0NhI2xuhW1YonaGkIqtmpGIBNdaimZn0m0XqMw5T/ij4AcXxdYgsIdEWhhiaAzMBhh7W8jbSMtXlEnZ3lPHlaQ6s38nyxG78WouWsY+VbIU2S6xk29istrJOls64dN6Hk6YpURRRKpUelOvlonAfObpM5kOlWpOUcu0mf7z3dCzhq9VqrKysYDgOM4uLTE5Ok1mKlZVl7HKdbgp3ZYoZ2syQokyXNBJowIoS1i/D1O020g9xNmV0jK+RTUyQtEPMaB320kZavQDt9THrC1R7giTqUwsnEWGK7bn47h5Su09SG5Am85Qcj4EfUii4dHsaq2ki+kWyuICpXewuzJijZJWYUjpDpKdYPjCF8ENKns1s4OCrKRxPYYs96PadGGZKrb+A8KGRLDDiZBTHKyzToV6s0Q/uxKq2KTcj0g5sDc/BWG6wMilYbKQoLajEBqV5hddXWLrISFYl8iPkYko23WVlwxg/mu8zZksQKb5h0JpqUrEG2Psykq0ukUzY5BzkXL5PjTZ2wWSAj42DwGIChejcSa3aYpPewbZ4D3elZ7PLPIvYdMmkidtNKYQGPW+Kgxeu507fx0gUhaDDxrndbN+3iwvuWqBrzHO2ucKB2ji9umS3WWJxdBSxUiYeGKQyJitFdDcvUXUzukt9Gk0oavCTPpZTR0gQGcPUrYfKjgoBwhAYaY3yUplNg1HGl9Yzu243B7fsQBk9lvSttNU+ZvTdbMrOYmO2nSmzwJmYrLXf7wPkonCqcaqWyby/qFar93jCPxGxgnYK84mi79bZm2XML3YZq/t4FGhKAyfsE4kSTfoEKGI8wCMjRAFxGjMYrbN/vEOtaVD2E6qGiXTvgrEQw3TxTQOReYjWBGL+bAZ1i4OFGKwEp6UohwJfbcUK78BaGMFTHShXCfoDymGX0SzGjAWpGSImPIy0Tc+toLKArtrIj8MC0h0hiddhxBFF26EV2YjEYbOziJF5+KLIvEzIojtYV7M5GLRZ9CLWTa9nliXG1w/ozQwY2bITv5niNFPSrsXUch3Ztpl3FMUlzZYA/PkuzQokbpFa6pK1F7H7CfYPE+z1GX5FUDyoMCNJ7aw6Pwhn8EyXQQMsJan1PYKBwrMDzDRGmsNkHsOfskIgUEgcEiZo0mDAqJpjPF5ib+9iwmYNwzSGn0vSRWRFBvUCWmj6mcfi+hqDQoPMuJ0ts7OMR3NM+3N0V0y2D8rcPTXB3fWzaKtJzF4FXVRkIz32ju4jtjQTzRK1UJP6oFWAU/CIFJiH/BaUAdah8qoqA0MauN1JvMEYtl+HlQKDLfvpji4TGEskuk1TL3BA72c6PZ+HsZGRM8ymNBgMgFwUTikeCovJPwkhBFpryuUyCwsLayaiY7GaaXUXfQIW8KnSKRRo2RF3zi4zvn4jUbEASpEZPpXYxQoLWJmJqcHuJ2RVi067TW9jnb5u0cwKsGwz5Z2P3+9QjbuMGwLhL9AoxnT9HVjFeaQ6B3ehwPJkmaVxiSoXSdtFfKtORzRIsgBDCbQZ0G22sb0Iz6vTbgU8vDuPPVolSwOSdhURl9BLNTKnROo59CyPSFkEpkUllRxMqozZW9lf8jgYdBkXXRZ1ykCVcVsdipWzwRqnOxfgdyuki4+kYgyQ8c2MjOynXA6Zro9QDkr47Y08PJxjceQWBpUO7th64oIkloqKbmDPracwN4K9oFFpRL1bpjpvsxiZjMYVVhyfvmuAZ9JWDSIcBr5gumLTIWSYsSgDLP77m2lgkbGBWQr0KWYxd9mPo6+rOBPzbFB3UNDrWPIb9Lwa2tQ8jH2UtrcJ6y77D45Q2aOZ2LvIqEpo7FymvtBj69gK+8bG+fHkNEFpkqQkKGiHhUIT/6yMNLmL8RWX0YMxZTyEwXDhXQ8X3YUJ2SGhEHK4SG1hUFnZxpYVh9jfxO5t/8Xihl0gFIGYY1/WYoUlmmzl4ckFbDEaZ0z67sFggOd5x/UIvL/JReEncKqlqnigsW17LZurad7z6+EDO+KQ7xIyOBQpEGMSJQm19evYv2svhWAZbZoUjDJmr8PEXsmWgyl+ZTfKGSAiTTrnsxyEuL7JUuLQVAnuw8f50eIcpfWTLC4VmTeK2P461gEGcxTm+3iNebLCAWrtSWhfyEG7x65KSrsu0NUlIKZYcpBI9hjgyjJuo0qaKbZmAROj+8kSi5LO6A0yNlSrKGUTxAJDJYTZBIFnIYMCysqQBZOtyzZOJ6XeddGuQ1VK9KBBsVClYDoUghax6jEi2pTlgEAvMjGaoswODXZjp1V2uin7izVaNUGJg+hoPyiXYr2EO6gyHySMrWzEzmIWR8A2wB50GF2KcBhQLmQs1xOa47A0KunqAlV8BC4CmwyNgWalK7lzvoTWkskqCKEBixEGZIVb6BQcbuZi7P37KS7tpF6c4ZHrLHw1Rd8ssMXdx5i4g8Jmh2DCJlxncfumDdT3DFg322RsecBoN2B0bpnJbovvbNfMGxvRokbb7+Cdk7JjZZaliTJjNY9z5guUmyVsKYjSYUS9PpSZ1dDDGafKAHNYo5u4zMjiBHZq4AUFDmzeSeb0sAyfkN3sVIv0dJf57Cy2qA1MyeJDfr1hNUYhT3NxkjmdYw+UhlAN/7+aTkAChhj+HS/FgG3bhGFEqVZjbmWFxsgYiZbEOqWvunTpsoOAvUyxjETjIqiRYZLSwsCgvmmU+b0rTG2fZqD6FAo1mrpFwwooJSuYxVmkFzLwZxkxFY05g8bcVrrCIg0T2DjCXL9NVDIIRwVx36DtjVLFIdrR56x5hbdhH53JGymnM6zbtxF752YOrFd0Lm4Rmxm2VUCrlMDqoB0XadZpmAdZZ95FhRDLcmiN+ZScALNSRCNQfkp/yacwUQJKgMCwHNIoIx0J2V7s47e6jI1OsNzuYIxalMQuihNl0sV5wixjutJEE3DADJBmikDjYzJtNumM3sWu9HGsNB9NtzCCpW6nUIipVz2WjDJRMEUSRsyO2ixN2ex2FdMti/FdI/gzS5Qdj9F5TSsEQ8c4RJhoIKGCRYc2blzmjlmX7+x2sKTPaCXBEinDn3nGGAnb+RG9NOGOFc3s7RErZcEFvTZnbT2IWW+ge7Ac1VhfyBgr9Am2ZDBa4cDYFDN3NNj0o1tZpxzGuyGFHQew5lNmxuf41sQUBuPgjxHqJgdrA3rru2TeLs6NNmL1KmhtIg3Q8TDwTWjQchj4JhT4gy6lYhUCQXHuHDaFZdxOndnNt9Mdm0OJBC1DZtUPWNI7mdEP49zs/+M8KpgPYWHo9/sPmjsq5KJwTE43c1GQaSKlaWcpy3qJpljBx0fRZRg/ayJJMHEpAimSIg4mNgYmipSImMg06AYdPM/iwMouRqrrSAnwiQlYQuuYRXs9i5mJY2zEwhlGHwOxHl7JNqu41QGLuw9Qmighi2Wy8+t8f3fKGFsoRtPYOqQv9mOYik51PX3TIigahO6A2KpD2SZtxqRZht1VxIWQmS2g7HGsmztsWDofw1gkfPRdDPQeqncuYOw6i7lGkYNbeyQqYdCLKI1U6S72MUoCN1OoYIluSeC5CTpLhougpEgSRMHGNANkDGYlAzIKOPTdEGtSkM4MSLwWThkqaQhaY4kmJWuEtu7iWQKHMm01wBQSiBEIUlJKlNgwuR97YYCpxwlbU8wlT6BXz7ALCrxR5oslEtemWzfoTJn4acDcJpepusTfbDBSKBD4GXI0Zjs7mGKeobkoQaDQaKSdMV4b8KjNBmbaxZKSod1GMVxvyNjAfmyzhyE1d5QslmOHW2aL+KrDw9cv4K2r0pE2WVgmcLawUe7HK6bsPXuSeWeMZcvA2rGT0VaX0iDl3NZORlf2Y3TW8a/jF5JwHlHbxkiadNctcmC6TzzYyyNntlPqlNGJIGO44GwIUGhIBdmh8GidCpSGLJEUljYy0S9RiAx2i4zFsf2AIJIdIlr4WUSKgZs9ibOF95ANehsMBpRKpXymcLI4mWUy7w2phl6sWdIRHfq0dYtELNKjS0/36bKIxsenP0xDQIo4VHxSAwIDB4FEopDYWCSHbu0Zgq7u42mPFgOK2TymCMlkB7IyKROkFCADaVgMAJvhLCQJEtQwgSiFsVHavQP4rRivCLEEvX2Mnf0lKu4YVmTQX6ygspjCyATtdW2UK7AtE2SAbdbpL86RDRJs2yTph2S2or3ZJm1DcXYaZv4/hNtGdvbgSii1IZsbY2UyJRIpEhPDkAhpINEsCZeDxgTjeplIK3Q/QlZKeJj0whjLVQgxrEMn1v4rUKlApRopLYqOS68dUaiUaHVaWHj0VvpowBAmCkUWKQxhwaERP5TUAtPUjJX3YSV34xjbWB7YzPgWxbSGM5VSWjlIVh7Dqm6GpEBIlWRUsidJ6Y8W2WNDScF4fQ4/kCxkigagtYkQCtDYaLZO9RidsPAXB6zOeDiUeXa4xgDTLGFszFhf9NjZhn2DSe7oFxn4Jaxkkr4riIx12EtNFiMXUxXQ8UbaxTp3PrJCUB/hYXt28bA9s7ho3E6fs+LdLI1UuX3dOPY60NrHqtiElYRdGxYxqxabdk+yaWkEHUukAD/uYNkulnTQimHJ0EPfcYxhpnE3amDvv4gUA2JNe2IOTIOIGEN2mFG34CGx0iey1Tp2epbTnQczxQXkorDG0bEHp6IgtGK4NT3ILHcyoE+bJogmIT4GfZQQcCjX6PCmZCBJ0RhIbAQOI2jKaDISfCTgk5KSog4lrA4QQuFVFSpugeNQVg5mbBMLjWktUoxmMOxdDKgcKm5poToBVi1GU6FAmWSqzPLsCjVCDFwkUCyNstJfolYaI5o0CToZuhyQhUMxse0C7V6batmjPO7idxISlVAbn6B7YJlCLWVlo8H3PY3VW896uY24W8PRoxxoJAxKFYS0ieMBlj0g7C1TqLj0O016ssIt5hZqRo1N/Z0QwEjVwyKlkyhwxaFqbat120wcDALbIBpEuOM2Yt6lF/XxYhfLlEghiQfJ8PZvaAbEZHGKNDQg0QiSJOP2+REO+ApXQUklNB6+hJzvUzBjSs4EFYpMFGaJUknKNLPZKLPWeuL0YRwM+qwr2XQ6K0yMFFGBYGUp5B/3lJkQm9nSEGwc7VOfiOgbCSUkDSlIvUM+oNiwVo9OsioOXj1je7VDvZlxvqHpRQ5xKaPvGPQYJ4wt2h2L9t0RZiekKiLsCQ82b4TR7SwaI/ilHzO6OE9jz0GSXpeHD1ZY7P4Q//z1DBYGOE4VnSoSL2LP2EEUgnJiUlmuk6YBKIkhHcggTAdYVgHksJdiNX4yA0fXGTlwHuXYZib+L/Zu3o0hBJlI0XKO3crGZpxS8gjGrVPrN3t/kIvCSeDo2INTMRitlcB/JPu4g38nEneQiBQbEFmApEZsllFIKmgMTDpZmUxkSCRj/RinI/A0TImI0VKGbSg6nsvAEihCYm0Qk5EWQlSqUVLhKY0rUyyKiMhHWDElV9JKl5HGCpkWxELRViYlo4nFFH08BGPYnklqO3RnEoobzsbFQSColcbo9ecxdYuGDAj9UZAelmWS6QTPc4njAVIISutrrOxaxI36lOoWfrvLQKVYF9bYuzugGBYpL5WpeyMsJj+gkoU4K5McjELYFtJSBgW3QL/dIfMEd2cbiMIq56cuD8t2MHFo7jQkxbJsVJwAzqFin8NnfYTAtAWxKXBThyCNcI0iKgvRUhAlIZWSS6oUWhpIkR16PleoVDMIJbfuLLLYhMlqha1RyllFH9eIsdMWFWx6RkqWBEwKyZieYat1EOI7WMwSik6BVjpPVY2iYovFqMD3lgcsOmVaPmhTUCikKLtDqVCEtTrVq7OEoUj993YDFUV4jkPZ7rO9oojwSFkkwuYsHFbYSqea0doAi07EvvYA0fWo7lOk49upyk2I9VU6lb30k5CxHQPqB1s8OvRxuxG7Gucgu+tJfY0h2+gNMbPrOtRCybYkQe5PcMrrAZAmZEGMLYtDYRaQZRGWdFBy+NqNR3BmHNaZIQuj8/TKHSwMMmGgxSK79Y8wKPE/0i3UH2ILDLkoPIicLrEH3RT+M57jR9xIJn6MkDHyUKUDQ9XQehJpVhkl4mxa2EITCE13OaY2Jxmb7VOPQow0wyBFlywwJFoGmBNFohGH8oSBY6dUDEXqDxACbA+STog1IcFLII3ALVIyDTw3HPoSpgkgWFdso9OQvhKk3m6WtYMwffr2RroH7sSZfjyKCQQ25VKJwb49NLgLBjaLjXMw7IcxCEKKXplBrwVCUBY2xaJDa75PZcShWPMIui16vT7a1FgxTCy62OftwSt8jdJ4Ebf5OOp3DA1kt28IiYREWSFGIug7KXvcCp3EZHdcIETzMGYQdAGJ8ExklJL4EWbBAVIEAqdionohVtElirqUnDq9QY/GWJleKyaNIez1kabEKli0myFR36Zo+XieydZNA1IZcMeegDgpIpKYRAtq5QL+IKQ7GoKRIeMIaRvQDRjNlgnn5yiWbPbOjzKzI+LuHU02bbQ5f/2Axrk9KsUymVY0yjFeKUKn2dp3xjg0IxjODFZFIQEkKSFZnOI5ZXoMAIVDdEi2B2wGNtOmXcyQW6ssrze4dWGS282Hs2C6JDWQvZTtrSqGu4WFjV2WHMX/t5xx3l0HsZoB/Nx2djQaqHCA7Uyi4yWyaszuTfMMBk3OiSdxe8N1BS2GXTWNYW9NAX3lD+dqephkL4nBkiWcle2cdbvPvnN+QKfSRgCZjPCz27kTj4ou8dhsAuchVAp0dU3hweKMFYXTaTG5lcF+Wgzo4YnVusOKDAvbblDHxs181hd7nMUASCDrDe8FMz3GDwr8aYf4LIGVWcNbRBij5xKK+wboagHGTNKNEGx3ENj0TRvHBCttYpFB2UMtNJE4WOqQjVrqoe8kmm2WB4kx/JULgw4xjWKbvozY39uNWthPNP4YAvEYFCVorGO5mZGqEKEcEgQiU8O+lYpEix3iElhlm7If012OcUoeVt0l9RWW4bJPrqA2a2rFiEwqtNWh6M5gr2yBBYvdtQnCRopnKvwwJM16eMJmScNBu0JmNdibFJgSsIUuthWSBBrtKyxXgzTRxBSkSTvIEJ7AMFzMqkXW10hHkmiNaWkiFWHHGrOgyDAx4wyVKixHUrEDHrENGqKLYQYIkeBJcOsuvdkBmhjLlJiGS9b3UTpGCndY8SxMaIgMy5UE/YygF+KZmodv6DBe0Qyf/i16JKQcMsyTIhyTgAhv7SeeccgHjT4BhlaAZLjsKwALCEmI8SghiHEJkZRxnSJ64yRBNopdrBGrAbvkArWZfWyb6zMTz7H7wk2IpZTt/7rCpoUmvdnbWNlgcbBkIF0D6Yakbsy8H9LfHmPbXc7d3cTrNlBpCtoY5kjKhtIlDrmuqkwfMusJFFBoTUMAzf6A1qO/h6rGGEgywyfIbufH1KmpMhcYD563zgNNLgoPAqdb7MGECZPpNEtsIlHLaJkOo36Q2MD6oElZB2wsHpbIzkhhVMKoQq9oSASpaxBvGc4SCCVyq4P6cYvRlZgsiGiFNqWeZiASakWDsJNiGOpQ+stDT3RArBLMMAX3kL1aKzAtVBIgDRsckyqKx1gVFhRscHxC/2527ekzvzHFNy9EWxn9+np6KylVq4qNiUAPc/ILm36qD/nWQGG8Tm/fLHHfwfY8MisjmO8yV1UEj5BIb5rlXU9i40GwqiPsOycmGB2lWy2SojDFMpmeRaUW1miBaN8sSsNBB1bMSUohPDzz2WLNU09nKBdT0r6PrnhIUmwcdJZCDKVGgbDl4zk27fmAxvoyC/sGyAySQZfCaIOikeIWMwxpEJMeujFrqgWFMAIM81BltjDG1gYqzDBsEyMISeMMjUJaAlOB7UKp0KFkhoSxxrZcdHcZc8plqPowLF+aIYyh2UugqbkVlntNvHLjUDtBj5AypeFKrjnskzQMEjIsQobrICCIAYFPkVt4JLeyGavvsvG/buVcEWBHPrbfZqrZpL60wgEzwn30k7lx3KDV2syTfzTL5h/dQVaF/zhrkmB9jTRzSZeH35O2nbKweYWpKKaotuEvGtheDVNApIeR0BbDRWMlNEEKpiUQKaRksOxwlvVYvB0Fdp/3fZJCd2gcM1ZoZz9kBy6jyWOYsh4at7fcfPQAciqXyTwRrgGPsyoMkkdwJwW0+g9cuUQqBrjBLFNYjBIDHiCgn0FJQhHYbBClksLtAQKDXtmATRJcE1VLwfRYbhl4vsDpZ8RNQXFaQrePgwbbIm6DWRfDggFIEhRRIHBcCaQQAZ6JTkBjEigTL40RZZvxAz0aGZhzJqPdeZbmbiRddze9LGPFk8yYBXorNZzSdlJtIDMP0+hQLf4I6WdUCTGBSc8naGmK6ypEqYesOCwu2vTq69m3qcZ8spWm5+HaDn4tI9AJxdoEFhndXkzB0gT9eZKFAPoSwzXor3QInQJ9c5z5xGenO03dPouJpMPW4gKKAAN/uOogNEmUMDraYLY5T2Vdgeb+LqjhrM2WDt0gpKIUSIXpRCiMQysWkoQEwzNQgSITCsM0MYoWdisg7frEMaA0hgQDj6Dp41UMtHCRIqVUgKKrUMkAEIeiW1cXkzWQUhIlegyo4CJRCAX/vY6gD7kR+GRBgFcuEeAjDRiQUFu7FQxNTU2q3Mw53JpswzyY8cg7v8vmH93CeqkxkgyZZWSuyTKapOhhImkbLnc+ehtVy+SC7+7mYXub3NWostc5G9GukyzFFKqS1JujtaXD3dvbJMYcbjRK3YfsUIRzlIV4dh2hwRQCbQxja1IRECUBBW8MYwBTs4p+aZn95/wIyJCYZGKWPfo2CoxRy7bjPQTMSIPB4LiZhx8IzhhROJ3MRcdiwoLH6w2kqckumqSqizZ8Bl7Inc0+j3SrFFZvAHHI0B1REzo2elsRESZ4M5p0Z4Y/bhB7EgsDOWWDFRHEDjICbWtIjUP3GwNEhlaH/Fa0BSgyrZBkDL1aDFSU4GPh3J3QNVIoRQSRAKnpLymmDgr8DOqWYNxqYdy5Al1F38lYtBz2pgVY+BG+VyCujZN4A8JgnlErpuhqSoGPUTTxrZCgJUnsAn3bxPaK9NUW+s0tpCWbgVelm2QUGg7J8tD/Ko5CDLdKGmisbB3+bA87kVhFQS/wGSvUiAYWWVpnn7TYxwZMHfEjaTCmWqyTS5zNIqnIKIsOkgzblmS9lIJjETcDql6NQThAJRHxcoRhW4cqW4tDRg8FpBgSUqUQMZgjEi00hmWRJBqdKbQ4lILdk2T9ECGKyHJGNBdhuhYUHMLlDpku0lowGVg2lmFiihhVtDANOVwYJ2Op43DrvgrrGh5TVYVlxeAK4kPrJAWG6TGkax46Zvjd6VHlABvZFW1n+YDJI+/8PpOtZTbM7scZ+HgFl+VGlZnJGvs2jZKFbTI7YtpdpOT3cUYnmNtqk3XHObvZZ9MKHBgp0oltSqUq6B5SOyTKoVXrwcaDTA186gdLiNQDQyEShVbDzKoWAqXADztYUuLajaE5SYHTmaS2OM3ixh0MiiEGGYlMUdlednEHE2qCi2X5tI9fyM1HDwCneuzBvUEI2OpAqiYRajs7idDZHfhGj4NpxrhO2I7N0O9i+ANPE5MfdzfhuRW2nS0YjdoU94RkWiG2ObDeBNsaTjA8jUohNS2Ep4k7itQsUy76OFpBPzhU3kwiAUsPn1ITDH48cBmfN2nckWHaXe48W9CuaWytGNnTpzY+Raw01YUQvaBIDQfrYId6nDDqZYy0F6msr9ByQozJCdpj0K4b1LcWsFlmTJkYIoVRj7nlNkkWkmnN2UXJgTRiIW5SMMYIhUtXuUMDilAIIEkyhGUgwjLK3oSIb8Fr9MEYRfohYZihZQWduWSBJAwDTFFjVit2+hZT1U3ckmVYxmZGvZA6irGJBcwDdzM6VcRcnMFSGdIQOLZJu9OjMVJEK40pFQpNRIbCJcQgIUQL8IQxHEuph66tqSLVGsO2yKIYpCDDwBE26ABsSWY6tGOH2aUKP1yoUHHqWKbANWOE6zNdgo5ycFWRhbbBj2cjJupV6oWYqgsjo222T3UpIOgQMfSPMghw6bCBZb/BnqjCirWdLT/ey+Nu+S71uQOMey6BF6MmSsxtLrPYqHPr+kewf3wEd3EHj+7eylZmIOtRGnT4/ohHZ3uJ9Acx5+3cx7xlc8cjzx0KYpYgZBtlaXyR4Yg25bEeWVggam5GpwrHjBBaIxEgNEGwguOVMQxnOI/RoATYqcdkaxPNA9vwt91GZmaYSFKjSzu7m7vYzFR6AVPWyfjF3n88mFXX4CEuCofHHpxuqSqOx1mugPB8DFVmNxWS7DbapRV+OKhSK5cYt1eGPn4qpZuOslNdSBLYjIzN45wVkB7Q6Aic3Sl6JiKdEqgNNrT7gIuJgqKmkxUIMgevrjD9AcQJiQBDK4QQKK2JE0lrRwYdg2ZoUxjYVEMfb6XLns0lir2EaSOi7AakAw9vzwBbSVIb0kFM5oc07CL97oAxr4yRgdluMzKbEk56eN2AxA4QrokuAlbGVKnAUhKQ6JRzyyU2F1oc6LRosoue9JmzGvTUGKEcIyVZcyyVjoCowMApMF7v0hp00FaBLOpRRBEaE5CVh+6QgFI+2l4i8EZZ6VlkrKflwaiYo2MOiIpjbDQjZG0zXmeBSVPQS0OCRNJP6tgdg7F6DTU0sFBGEochhq0hCQAbdIbbcAhXYlIVonQCpkYFkGUCVIJAYldcslSB9qkWbZbaK2ypQ5cKQWQw1yyw0jW4s+gSRyGm7RFlkla7Q6Rs9rYdTJ1RPai4a59NY1JT2jJBWCwTUqTQ6mG3SxSXB9idDueLH7J1cRY33Y3eKhmM+VTGS/QKIYUxh1HR4WJ3B+VwA364iFm2hkGLrsDL+lyIz456heaozaY7DuCdO4lt9gmUQ7JcwDaLZNonrNt0zC6dWp/R5q0kUQ0WHGyrAkKRxhlh1sV2RjCkGC48q6EpSTGMZXDa6zl79yPAjliY3kloJRhIYJ7d3E2DLYxmJazT2Iz0YFZdg4ewKKwmdTtdzUXHQwg42zMoR1vQqWQHioH4IYGusCOxMalCQWB128wySseaoKZ+jGz3sZoxSVEQb7eRaYY7l+HcrslWFL2zHThkVlEISm5Gmi2jLQ+0RuuMVGfEnYxIWjgK3K6ivtRhZEbjxm3ibp+CsDj/jpSaEixVGyTJAHumz0gqCf0EoTReqgjCECyDNI7RwiRKFTYGdAISLbCyiEpL0S4X8J0+TkMhXGBC4oUhyo8RE0XwMrY5imrWIghv4vzaJLOhy8HCecz2t7PAGCYaZZnEYYItN+CUBZ6/A7NSIzvQ4uH7d1HPyuwen+bu8RquHCPqmtj2GKmd4frzZElAybJwxSxuNktaHrCYxVTLBVbSjHYqUMKjnZlII8EyimwyBL7agEfAmFb4hkEcxUzaFjYuYdBFFlYzhQrMTJL6MUJopDzkgYPAKLvEsx3cisAsOGwfD9gimnhlg/7AZqlvcse8hRKKxY5kqZmiLQfDlCRpjNQCTIu5FYuDTZNCr0DFruFsrrFi1aiqcbZ7LazJAevt3UzampGJkH6cYY446JIiJsZGIkkp6jaNsM9IZx/L9LESA6X6mK5FQoZLwlhpwPemp7hx/Ubk1Nmk/fWoqIBSGt030UmAEIssy1H2yzm2TfUpDZboxxvw02Ror0xTis4oiT5Uh4HhZFVYw1xJWoGZephBhcpAcZAMgRgW95GKWN3JLjazVT2Ss05zUchnCj8DD6UymSdiyhE8ItvIvG7TE7PIEc0PmmXKIx4Pt+aJMkUvLRHiUDIFI7t86rdahKMD0mkDtglCz6QgMozZGFc69DZkmCUPE0XJitAixYolRBliRiPaPtmWEtrIkEYMNQt3A8QVgdFNMYOMOLEothMevjumvKFIElikpRQxpkg9gRkaGAqSOMUtuQwCn1LRY9DvYLseVbfAQt9HxX2oj5LZXaxMkN0Z4rkSDkqKtke33ycsOWTdNoYpKLgWA9Vngg5uMMvZZZ/dcp4FNc1OtrIgxsAQKDmC3/fx6GLJA7Q8D18onjg7x4b9eyhtHGX5wscQtCIaqkTa6ROWYuZKAYtqhLpUGKKPywAlHBQDUhnTdW1CQ5P5IY7ZoatadL3N9Hs9eqYgMIusVCRhR9KsTzFPQl8UGKFBygxKmRhJQJY5FC0QaUDYDbAqLogURIbCQ1gpljRwDY1X67KuVmI9gskRA8OO2dcZ5b+WTJJowNysw/JCQK1UQgtJojKkYdLqpBh7VxifVoymLc4tDyj12kx4AbrQZUQY2Hr4QCUNcDGISKlQYJkCLhqROph6iXKrQ2nKJo0yNBbDZCkaMZCsjG5iR/Usyo3Coaj1GKn7iDENRkRsdIiTiH59nF48y4g5R19NgTIwHIlbrKEPZVZN9XCdAQRKCfQhBzxhgTNwQXuk7RDGzEMpShQmTdrsZz8PZ5suHDcR5KlOv9/PvY9+Wh6KZTJPxEZbMhKNsWBNEmY+iXRp6xkswydWinZSxdKC8XQBuWsc+6CFXIlRbpu+FcJGA9+UuEhKByN0LCEbwHQBUJRNCX4CRgZa4d4Z4x5oY9d90ooN64CKQNQt4lghpitkyykDqiAMqoWUrJHBkiYzFfF2B26PidME2zZIk4hGpUKn2yOOQizDBMummEJnEDEopcTnWpixS3LTgNJiRKHjotMepUTjpotIOyNwbKItNu6kzVKvS8kz8Kw+j8zupJXuY9rex13R2dziF/HrU4SdChu6Jcj2EI2dy216gpo74DE37+CJ/3473UTynclxegLsYIJAKFK/T1RIWZE2NQxsS6F1RJwp7KJDFEdopcABZSnohegsQqkeKtWEMsSyND2zS2gZzKL5/9n7zydLsvS8E/wd4fLKuKEjM1JnadFVXS0ANAhQzHA5s99mds32n1yzMdux5XCXXBIEmmhRrUplVeqMDB03rnZ11H7wqCIAghyCohtdVY9ZqsiwiLSb1/318z6q6WgmLHCjBCtTFhi2U8lg4xark0MimXBtUsF6xHnvOsYmJN0O01RT2IJ1hqT0CcBi0xBCH7U2J1+bs3wqiaTCOYvznoDAeoiEwywqEgevLifcUiV7wuOYkdr4iv0QcJX7hCpJyTFALQXCF0CEViV1sURlDcEYkiRGXCmhJBo1PyXf9SQiwmeB2fyYwSjBLyYY1QNVUDYnpH3NUsdMY4mRLyC+TqLuE3VmGFHj6yGRc1S+xvqYjtQtcayvKC6gqTKik3WymyNWzNDCYAloFSjdU444Yenu0P89vNuFECiK4lui+b8Ev2/eg/8W6EpI6LZqdTfFhZxZPaWMBd5HIASpWLL+UJIcDRDlkMgGur8eomdTitdnNN8pqe6Al4r8IlD8bEI0BasCYUeBbUDHsClQiYYXBqU0di+01tNCEr1cwbqCUYQdgOp1qJaG0InQaU44GyOrDkIEzL7CnwjcwhJrTWUtvV6X8XRClgBa0dEZC1PgXtaoXU9xb0D9Xod07NGXAbsw5F6QnBlYrmC3Tzc4losF4rUdPl4MiaKYPMC1uOYt84it2SF5vcbh8vscqgFrE03PVsx7BaK3xc/2FXP9Bvc+/JwfPD5lumj4d6/16UQFtz98wc6oolBrzLZyar9PtSrpjhzBNGgtMQJSkVCYAqcTEDCZz1CxRASFdQ4hLZHyJJlgVSzoiAxHiUsqbFKDX3EaxWi54jh3dJRhYiv6IqYYBCbVilQEGAmKywVexiTKoxLHrPSkkaGZN1w8PEfW26wWEIRAaAWuJcM1glgKTAG6cow6U7ohZgY01HSJIDhKmrY+E41BMUFhkx79qiANBQU1vlqwtrlGtRyjowyHRSPxrGhijZCOImroLBLkfA0TFDqsUZ5BbhUizpDDJZW2TLznUh/SvREIxzHGxO3XEA6TL2Fh0UTUtiE42Sq8gmW5XEEa6HYEsXPMcWgiNAGLRVMwY85FgP7v9Gr9L8e3PoW/I35fvQf/tRhb+LyZccZvEFzgqAnO45OYspiQCRi4gtVFTfIsRxyKNkfAKqJmAzXvEh32KE4XVG+f0dyT+I0ADyTiz+dtDPZOQmlqQj+gpxVi4jGNg6FitZGjBgrtBSwCjD28NIRmiVjvYs4MnXJBujT4Y0+wS5K+orgTMxlIBvMVSmqauiHNYpIsoaqXBJshtEZWjv5CsPzzgrRacngrZ3knolNFjKcxiVfspimTg4esrQ+4mBYs4jVW8l1+dtjFnA6I7pxyc+QYzlZEScVu/pTreZ9PX64RVQO21IBOZZimgnkDH7+2xovO64Rp4MavHmG++AXm1bs86Jdk1Rr+sk8RBS4ijZjOsesNo+iQ2hjyLGdSz0GCjgJNE1jWKzohIYtzhITGGRKdIpUgXD3mehVQLiC1AKURbokJXSJZEmWCyaoiIiXTktJfkssC7VMuFpeElWIpAmneJcg5/b0BUyvpbXt0WVMVlvKpACHxzlE1DVmvh6krVmXK8armtU6bjSRwX6Xogm/90c6jUBQKTICOq4ikJQpQVw1xmgM11oMgAkoCEQ5BpCU1OVJIlL7EZTXW7NEYS5aXFM0FslMTfI2dz5nIJSoX+LLGBYjMgISaAkfHrbAqpQwgWKH1CBsszeqSJFtDJI6FtJQd0yrO4MohEjA0lDTUv5vL9L8JvuUU/g74ffce/JegcXBgKj50D3nCL1jJZ2ivEdxlqI+5ToGpAt0Q6FRT8nrISElsWUGWQBLAB2SVkJ7tEP15TvxUU741w90qoJPi64LOhYCTBaoJxIknSENTCU5eG/J0a8CBGrKpYt5YXzGwBUkpiKYp/NkZa3JCvARVLhhFkrNUMrkXUytIY0mWCqY3+4iXK7azlEVV00lyVrM587phoFRLsJaSeJVRfr7A2B6/fvc25W4X06/JgybtKOTGGiUOv5lzeCmJlq9yWO4QTQPzSZfVeyX5esmqniHShLs5GPmctw/GZGsp9TDDXo/QXcm8LljspHx0vUN8Pua9nz5gojp80V/j82SPjZcjOnbG5HbAZdvIsyVVumIYX6BFRKISytTTzGtQGo1guayQ/YhBN6ZeArFnvpyDlzjlUSFgvcTgwHlUnOKsIRKt3SwSMZWV5JFACoF1nmrZ58lPBcUiIetmdLsZQiUcr2lwBp0NyEZzbrwhCRImR12CF0jvkULhQ0D7lNKW1EGBUFcLIwlSEbzEo5ECBI7EedaxZI0nFhpCwDUlcZrgr6I1LCWmqdGxxpDxWe81nsk9jO3jozkimVGVp6RygKsv0d1D4s0VZXNJliZczCcs12O25hfMhCUEhfCW2ELQOUoqaFYILSjNiuAaSCNQEYGYUijcVUx8GxgPCoUjI6HDb++W+t8WTdNgjPl2KPznwHtP0zTfmNPBwgUeN5c8Dpecho854QkFK/DXichZ54JX4hW7iyW7WUIoaqqmgQhcFNC4NqfIulZzGav2JrTq0XnSJTmd0GzNKWxC10woilNkL2O53jDfGnDeHfEiSTjbGzAF3EnMQS/nEMuOULw/mrGW1XA9IX0uOIk6THsDwvgAM4x4+nqP48E2dycn7IQl0yLho26feunZOp5hqxlKS4JtKApwxoAXRGVDPI7ZXo55svUaH2qFVgNSH6FCzjLpUD3sI4/XmYwbBtd2SDsB0xeYlxsshktMzzLRMcuoS9EZkW/CxnLCew+O2BtknOxKdKRpFivSRHEwyone3KVpKl5/fsj72zW9aMl+GbN9WjF2Iz65Lpmu+qyPR6y2Y9J4StqJKC6mVy31AVNbhBCU9Yr1qI8I7UolOJBXfJfHt+ogH0C2J4amqonzDsbUeHIubQ9vM6pQMRAeUwmWy5xiLLGlBKPxwuGbjKa2rO9ldEcNw50a3amZ7o6ZXnZYfRyw3rb9D6lEJBIp2sC8FEVBA96yoEQiWxkvjgRBTWgd7sFR4vEiILRBEuGtZXVmQAa2NjKeuxGfync4tiNk4/HjG4R5D4MldhtEsy3M+YBVcUR2L8WFMeM0I3E1aXRIGY+xZhshaoIAb9Zaktlc4K1DJAlCRcQyJtYW3f0cuZjB6RD2xwg8EoENEoFunc6/qwv3vxKr1Qrg2/XRfwq/zzWZ/7lwAWoPEwtnznIhzjnxjznnmJl4TiNfELygw206deCVuGToLlhnSpcSZIyIAhvDI8bVBp/1N3l3/zGbk6sYZS1pz/yt61g4STQfES1HNE2frL/HcnoLhyAfXvLs2orzWwM+izusshHyszGdqMEVfR70hrwUBkHGB9lLevdTil4Kj6G3mkMU4RvLIzviyeYNXmYd/kgfsyUvOTmHR6OMXtEgFlOE0HhjcVIjZcSsmKOtxy3BRymdl6fo3XsUkcZHkkgKCheBXWP6pI+vBVKNqNYXdPZrJuUF/vgGCwn+2gKlwAiYbPX43Oxz++Cc28cXfPHadcq0T95NWS4rusbx5OYWk7WY55+e8sGzMf2jI+pOxuOb77K6uMOF62KSBXaxxsA+ord0qFFC0AVaGVxVgojRicIUFU1hUEp8pa/3wSEjh2va2IvG1qgkItMRs9WCjc4IETxElljVSG9JI4sMisnYknUdsW5DKdLuijSXdAYVxLC2XpEMCtKOREhLOjgnerHi9HmH1dwiZWDjesnN9Yr4qoAnQuNpIzRaePSVwQ4hEOEqdVVqSn+JUg4pYjokTP0MbzzRIOHT5B7/sn6LJ/IeRkzQYkLIHGWxIJURqIc0nRV+tSDdakP5qtLxlvHsVg2d9JSi+4xmvIUTCoIGCcbUUNV0N3exVlL5CVHURelDRP6ERXlOsbAoLAKNxyDQBGqWLJgAN38XF/N/JZbLJfDtUPiP4uu4LgqhDQGrPFxYw1GYMwlT5uGEJR0mLGnCR5RMcKwQJJhqn9h0uSErbi1P2I5jVOkRcYQTGmUCdDuUi0MW+auc3NihtBvoTyr2TxOE862e78v29NAuDwgg6wwWI1SzwB1ZstDl/uUxu3c9/eyYg/2CR1HEOA7EvQS/sly4jI9DjBYN39kzyG3FZlVS/eWU9U6HpyLlmC6rNKOcKX68u8/bPrAVxjRzzcf3+tyua7LTMavasd3TlPh2TeEs0sNwarj3fAyrFUe3tjm8d4txuiDOJMu1M/RbnuJJhMr7BGtxaUG3s8biQWDoRzSrKfqVq/VCEMx2hjzY3eX1Rwe8/ckBH713n0YpnAMRAkFJLjdGvHy1IerlfOdyxsEw5aN3tjB2jfwLw9pZB2vPMCLmtHcLf3rOehRx2Zyge4K+Dpi6gUQzvZzRGXYJzqCDpkYQpRF1adA6Aufp5ANcaMB7pNd4IPaWfmwxviCNArZIuTw2NGUHqTzLxQql+pQlLJaaIAKri5hIGWYnnq0dSSNmjM8yvO9QlgXbtxJ2b9b01wzNNGWuYzAaWOJprmqG2iATTQAh2wEFLH1J8Jb0anVUUSIIKCEhihgnO3xWvcrCJQjvIYOiWmLtChEyvJwjB4+JdpaINMY0DSFYktgjQyCKC7L8mHpxhBQSb7vU9RxbN9BL8UK2Y+sqpzGKpxiOKBuH1xYNbTggqiWpGdCjz29Pu/PfFl+SzFL+9joifi+GwtfRe7By8NwYnvtLCk5YYBiHYwpqVszxXCIpkGQEHGs2YTneZPLwGuZkhAsRz5oLLm3AVYAukULR6UwRacLmtcDj+pSTG13m6YDxfkTRPeWfHF9y4zc5sghX9VbtGgkdwEm0jqiFQ6iIUHuGi3XsoaD/MjDMDW/uTXiuZ5zmHZILy9O+4iSWrDZ6PNKbrKKMm8mYt3cAecrcRowHmxyuddDAyigOex1W129yP+5w7XxCdFJz9taA66YiHJzhwogkTzCmwScS7RvywnHt5ZzofMpoWbDlBD/eX0Ou9YmzM+o7C8yapOzOSXONn0TE5T4NjjDL8SLBlBIRBAHJQjuefOc+ejLjncdPSFLNX9y/RrcoEZNLTH9ENEhozhOe3MxQ37/P8MELtsoDXtxU3B6f8cbTAwbHp5xtBU7Y53ArwcQZenJBXHaZrwuS5JJh3mE+XZD2M2RoTwuINnEIodpCn+BRkWA+qwCoqdBphK0sTpQ0ZUmvu0YRWWydIpouy/mCVRPo6AhrHQhHJ+syngfwQy6OKs5GfZa1xtUZ1VKQdhtefyfi1Y2KraaikoEXeoiNEnrFCnyDsilZHAjUGALBmyvuQONZIqXG+YCUApB4Y0g7EQ5orCONagob07gedr6Bo0H7DNEIMpHTyIZo85Ag5lfJupqVSilUjRYlQV0QxTVVk1PUl0RivU39RYEBIwxSCKreFLH+EXEoMEVKaGLCFTtigkH46wy5z+tc587vqXntSzfzb/N+9/d+KHwdvQfnBv5/zTnPeMQlMSVTJJfEfEygwjFABIEOPfbrineKEj9d48GjEbNP9mCcUjQBE9/gpPSUAVwFSQplA4MhdDK4cBuo1wc0vYJkY8ADW7B93yDFit1fJEQNVzHK/irbAfJIMFsZhBToKGZaGIRNCHVEvAp0zDkdNeMV/RJ7+px3Bjkn0uH6fap+znQ95nI9YlpmrEUeY0pipWkkFIWgkSn1UlD2N1Hrnl5aspcvqT9uePnKGvnljGFToAKgE6x3zLwhV4pkUjLoJcRnDYvemB+MJ6RbQw6yBpkEDmuFiqfMbw7RvQ0u1WOyGwPmpytYq/HSsTaesf98wjQXjExEuTHgWHn2vjjkbR3zST9h83CBKgznvZv4OHDSSeCVbW6dj/ngFwdsTC3H19f45J0ua3dSjk8jqvM7HOqIU7egnzpU9JgN1QA5JrQrmHJZknY0hoZEx5jCEKSnXi0hgBeuffwFqrJkOBhiRAMmoLygCRZkRG9kOHthEJFCmyvy2RjyKIKrzrg4CRjvuLzospzEeBno9By37kx5c6fiFdPQt5bS1dR2xstezrJo2MATlMUjUSgClhpLILCgICfhdDYm7UZoEgytiowgOA1Dnqy2cPkQ5xQ+iqGucXZCSL+gu6/xzhD8HGTDbDon0ZrIOe5XFet1g/CWND2gio5YXLxGlmwgXURTOJJ+m5xq6yW97Uvk9Q9ZNQ94Pu9wODDI3pJw5WrGD1H8kDd4nx+KnN/ig/Z/U/y25ajw93wo/M2azN/mEeq/F84N/PMGfsmcigrBBIlB8ATrM4bNgG2zYqcQDO2Cbbtku64oLysupx1GzSYHdUwQAmMEzreFaELDqmof+pcL8I1idrlDtxC4Tkm0Ldggp+hlnFkQ+xM2D+ektbvqP/QQ+SsDkgehkEEQrEdmMa6qkMSE0EX4VgeelCVR3TBQDT6psaXE/UZQ6YS1ukGVGhdgb9mw+XzCQT7CSI0FdKR5kqwxd/DqcMkb3Y+pV10u37uJ+NULrkcpKEGExjUNhXR0jKE786RJwubFCtMXxHHErfGCw/vr3GvOOZd9ohdL5lsx8l6MKeY0vSkygigCMa5568FL1qYlFYE0BCSBU2kYfH7A/s1tOtOSy3QXXdXISOMJXK51ad68RfrohDd/+YS1JzlP37jGbL3LpBJc9K4xu4gQc0vnWsKwvmzDCdWK2tbE6ZDCzdE2RaBI+jGr+YxYJyy9ARzBOlQCQijqsiAMeoDDBonuJFTNEuwGtREknZqyksRxSlmu8ELh8TjnsSKwvlaTDAtmRzHziUCGgNCWpOPRg5ozY4hXGlsKKt2w3tQ4LMgajcZSkSGZBo8RBnXV9FdSgq2JVA9DRUxMoTMe1vs8yt/hxO+ynMUE77FYhHOYC0F3NKRJH0O8hFW7Mi2Kms5mB90YgvJ0nQECgRPS3lOGzV2awuK8BtGS8xaPyg7Z2P4Nhp/w8HiH33SgfOcYsTFvFUdeIHifV3idH7JJ/vf6Lvefxpdu5m/8SeH3pSbz74rKw583Nb9kQYFDUJDyGNFIBquC+8vADRw3mwVJMaUnIxIswgmyjuN7Nx6zNZpzcrHOw8PbfHG+CVIiY09VtV6yrzJhgmBzKDi/gGiSsVjCM+chWaMWjrqzhk0WrJsxHTtFCdUqYEJbWo/wKCBJUqbVHBkcqBhRDtD2LRqxgN4E3zlBxCANJHOLKKG/KMEJQhwRljX7J1Pe76ScXtug6iRor3AShM546hysaTp397ihTxFPA4/f3iU5LNlcGbCeQRD40lA2Ff3egGxZ89oRuAvPymge3tlkEq8zvt1jLUqImgZmY/qiwzLJaZSl309pmorF9T6/Oujzg6CYNSU784rb4xIjHV/sb3OZa47Xr1ENBdY1qDjG2QoXSS72e/y8K5BK8r2fPWbrZMrZ69d40kvYaX7KZzt9RBTz3pPn7D4+xcaC0/vrHL8xoul7tkSOquco5RlKRQgajyBSKTUVTnhEUCRRhA0VMoBEYbGkMuXkIOficIPzI0O51KhIYWyFRYBpyNa7bFxb0R/VDPYc3qyoZm3ekIo0tlCMZymnpu33rhWUKCLXoMs2LDcAHalZ+gaJwjWOOIlwePoi4by8wCPRiDZ6QmTUUjGLMkbyjMAGjY+wLDhePYT1gLUV6W4XGSRmaVH9lMX4kk4WESpLP01wq4YZHlc0qChC6oB3McFLqnoGkSNJjimyY1znc+b6AceHGQ8ON7h4fYLeLnCNIUJRh332uMf73GT7a5CQ+tt0M8Pfw6HwdSSTv8SzBj7FMqON+FWuS3K+xTv1M+6vluyEhh3l0cYzrS1xKluyTigS6dnrztjszDgfnLGzMUX+5k0eja8RVlA40Dk0S1rOOIJgJDJYskwynYASitCpmI4ajvDcyTbY7ml2bMTN5oJ4LNrTQRQQjaebpkxdg3QQpCIQUDZBsINdRGRym2I1JBqswM0waytIPSoDNQ8MvObCr3BVw9vPjzmNI379w7eYy/ZE4q8SSS86G/xk2zLtrtEJXzA49hyLLtXUcv1kjqo9RT9jGUmyuiaOY7LLFW/VFWfTku7xnOPTFZ+tacKtHbodSVcseSJipPSkKqCCoDstUTG8fPM6BzctDsG10rJ4dk78yXNuH82Y5prP3xxg8hRtHTpOqJwgRIKsMqxfNjy/NuBmdZcb//LnXGs8Oxt9vugKXjOaHSMotKIa9Ln962e8fmb55XiHh3c6HL7xOhfzUzqipL8dYcQMRdNyOyrwVa1B1BrZqtqTO0nROESkiZJAp7NgbScl34xYHdcssCifUkvL1o0Zd94rWdswaC1YlnDyvEBLjRCaujEsTnPGp4a964K5VWRouo1FsUTgMaivioO4om1b4jZGBIVHEjw0BKZikzKM+Gl0gxdskFhBE+csgKqKqGtNnpwgNg+JtzawAoK1SOEwjeWaivjhdMaekuzMS5KqIstSVtYRxXO6vQcU6i6NnXDt9gG6e0SHY4qw5PMXG/zqQZ+XrkO2/hIlHUFB2x63zZDrXP/9XyywXC5/qwmp8PdsKHydoyqeNfBnbsoxipgaKDGTXTYOZrzXzLnfW6GUbDWTeAZZzqwq6OmUWTXk2cUG4yKnqjusjOZwHLG0bYGI0O09xXtwxqO1xLqAwyNFIIoVdlajc431hovEMnltzoGZs72lGFnBrZMeN84sW+cOcVYQSYlQAmFAxa3bWCEhjhGAFZKjzR5nXYN7fcTRxj7NmmE7Pef+eMzo50v0SqKSiOWGo5PHfP83XzBYS/nXr24BHUxpCMLjkByLEZPBAHfD895axcbpAn+8ZJmtMTqeEBUNqWn3xbapWGhF6HXpTpesXcy5cXDBG70URudM7/R4PsowWzGzpCYKFhtg/6Lh/Z98Sn845EgFnm7mLO7v8q++d5Po5havffKEH/2bB7z6bMzj927x4N42XmukhKAFkfN0Kks+WdA7GdOPYuKnZ2zMC3xXUSSaeqPHUCqejDq8+KfvcvfhOXLWoZjvMH0+IrCJTo/IpopMWAZ+hhAGLzTOa5yvyOKUkhpflqgkAhOIFKzvS7prE7aQIPpUSxi/WJIy5GJyybW3c0a7gbqKWE4lZy8TpucxJtRkQhK8wzuB85Ilmh6abZYEPA6HIqCIgS+LPtsypdo1dFWPQINdtN6LR7zOL6c3kLri6fEOz4qbyKEi2YMz8QndvqRhSi/zUHq8aoeLIqFZmpbfIeN2veSN8QKZd8njnGVRkKc9XHRMpGYM3K/J1xcMBhV0C+rLii+e7PLjzzc4mwyJf/iM+OYMU9foXopx17HcJCL7vQ3A+6v4bRfswN+TofB19x68aOD/Y+BDEiw1gg5hpbh28JDvNo/Zzhco4drmEFr/wKqO+OWLW5wv7nI62+TwcpNFFeMkmAYaA5FSGOfaFVLmKRZtaqSzYHAEIbHO4YMjyTSmhGIWyGPN9HJEfB3E+CXNdiDeXjG5LaGK2Dus2FYLFhd99BeStXkX00ga4+gLzdIVPLgHn/8zxcFunyIzFBl0IsXbB12uPx2ijuYQLRCuxPUizCsakym+vzqAn5Z89qMBz/D4K54oCFgGxWU2wGzssJmdIu6sc+2Lh0xkTlPldIsAZ5ew3mNeNzDqMQigV5foyZItE8gXZ7ijC+7tbjC3B5yJQDVIuNxeZ6IF437EYFlwbzrn7Y8q5r98wezuLocbHWw3RbjAj375gtsvJ+y9sc9P/vRVJoMMvGTRjXh4q8duVZKO53S9ovIV6aLmtYuCZ/2E4+sbPLxzg89zw4KY33Ru01m8xuQow12kyERg7RbPyxXX1hu2dhcUziJVRGVKhApkOiFEBhMrGqWpEoiFRckcn0UkTMl0QKYSoR2hPiPer+n1JOcvOxw96nJ5GmOKmOlZhQ+SxjucM9zcbxisG/rBslsu2mYzGhoMmgRxpTj4klvyxqBiSYTkHM1jP6DZ2uc3q1v8+vJ79Bee2eWCQgXCVBDUBfLuQ0w0Jek4jMhRkWhjM1aBTSm5djqmUzVcczUblSFPU6QOYByEQFX30KKhk17g1AWeBY1d51efjfjZRxHnzQZnk4TozoT83XPEdtF2UPhbGL7DOm9zmwHdr8FJ4Rs5FL7O6yKAJsDPDPwKqNqKMyJK1i6e8CPzK97NHrIWGwgSnGdpY351dJfPDvd5frHH4UUfLyEEifOepmnLTLwPGDxKytaA5sELi0JhA/gG0rTdRgQniHWgCbBaQRQrzNwRn0ua9DrHNJjtGckwILqGeSyY5in5rTPcjQ4j4Tl75kgeNnwv8/gDy3AB1w49w0nMTEJsHPuLmFuXKZuPYsJyCIMKJx3xtuBfbMc8G7zK3WqNwcHn/INfPaQzzPnV3ogGTxCQ9hJYwLkpma0N6PQCQe2xEx+gDy3jsMavXlunF6Vs/PQLrp3P6FqBU5JIJ/hViexrZB0YjJdkpiGxFfIyYTFrKPKYRxH8+o0blPomw/mcreNLbjw64d7LDuVqRTxZcLa5Rrys+AcfPmUzwD//3i0u9zW4hFkqcbfX+TMTWD085e2jBfODIyKp6JWGv9jq8/M3htSrFWUNad5j9qKkm21QTmZ0TYqstik+mXKxs8m6Enj5K0S2IliH1JoyRATVoVjlTFyP1TTn4jjDmy7WZSwvAnmSoqI+47NLdKQIERz4Lq5wVNMuTdP6DExj6fQ7KLmgu16wfycw6ls2lo5eLahoCLSnCCH1Vdtzm6qKAFMHbLfHrzvv8hdn67yY9/H1DhcXXWS1xSK75HL/Ba47ZxB61KLCnkcM7w1oyhOKwtLrdgEJvmajdPzJrGIwnzKQGaNOB9k2iLY+OakIrHAygBAs5wumZpOfP9zjLz7tcTFV+PWU6L4lvT9G788hdrjyJp63qHmHDTa5z9dgIvAN5BS+DjWZ/2doHJwBc6CVSjcYFtyNxtzPT1nDXBnJLE3QPLq8xodP7/PrZ7cIUrGoHN1coGKBKwAPaiApM0faU5BBWIMgPFmkWVYFUuZEz8E8gzhS1HWgtuBCgy0XuN46pvGInqSqJUokvHi0iYoh78BFPeR5VxF1L4gGNTu7BZ3dEy5vGD5NasKFxT/U3H+yxnBqsAsQjacfw7qMmReCRnjMKKbZ2uToRsLHmeYg2+XxYsjoxhav6kvKpGToCioG1ICygTRKqMsaoTUPXcTs+h36MmVvbUWWpswmgibJOZ1vkh5MaBpJHfUpcGQmoC/ndPIeS++RaUQ2K6FsEJcrNi+WpMHyMsCTt29wuNvns70Ro15O73TKa82cw/spF9dvIY9O+GdHNfd/85xVWfOvf7DNTA9BX2B3hvz5e5qXext8VoP45CGRDxyn8PDOJlVwJIMu08Mlg2HKMjpH3gY9fcGtnmG0OsY4w7CzorMWU1aGSEasTEO1iImd5PhBn7OjDrXpYqo+dlWSpgmxjJhMc7K8S7CSZZ2jCQxHKVHnkjga4oLA+YCQiu7IceP1S0ajBXpYM7oOuU+RQXIaxRRVhyRUxM0eXTXACcGxb+PjTiSUcsBn9W0+F9/l558NiIt1EpfQFJ7BSLJce4LZ/THdUUztwRaewaCDFx7B1TosTbhRWDYmS15dNgzmczZJ8GQ0LiET9ZWRWhFCTZzUKKFY1YIPn2/w+PQOHz7qsmhS1Miz98Y58ztPSN8IhI0C57Zo+C4Jf8xNcu6j2fh6zITfepcC/I6Gwt/0HnxdBwLA0kNN+0ILTon4iH7d4Y49YEdM2r+xBgTM6j4PXl7no5e3sA5M48gSqFwglgH1toCdgL0hINOIPoRU4NOA8pIQJGEBMtOsPrf0Yk//C8l4aomUxDRTgoDFDOJI0hiPiiRSSaIkYCpP4SGIDpMxcHEdKWH6NJDGfdLuBZNRwyu7J/DenE0941m5QXyQMCkDuRhyLa05jiecbkvS6wkXvRGHmynjpstyKUnqEUu9QdEXhOhTiugSTSBSEWZVI2MNyxohc2aLEr0+4FnX8qDrWY9TxFZN5gSoG4SdITvHp5Sbe0wnNdePxphhl9F0RZZIMhvInQBvUbWlk+VcCM8rZzVv/h+f8lI7nl9fY/GdezzZ7zPpjzi+6FFdu0a9N6BcOG48PkStSjaWFzQ3IqplhfY5S5nxdD9mnse4nYj1zw8Z91Mmowy3VIi4h7OWNNxED45p9BK7BfNew3q4YNud0awMxXKdailpVGBVSM5edjlYrnH6MmOxMrhyRZLnFEVgc6RwkaAxMdEKggjYWqCUwgdHLCX9XJFEK2KlyJOEPG+4sd+nE/WwlaF3tMHI7hLKHNfk1E3ALRtCSKEzoKHh4+yAYxNRTof4pOSIkmdG05iarDuB/pwQnVCqLrYzRrqY0kyIspS0E4FcXklk27qbHWu5N6t472DMdvjSSQFpLhHuimgn4F3ABg2N4nCa8ZuXW/zlxx0WTUL+Too1M24mBv/mEdXuCezG4DM8t6m5z1uM+FPgvgL1NRkKq9WKra2t3+r3/J0MBSHEV96Dr4MZ7T+FVYASsLQPQ5oBaViybudkIYC/qpCSgpezEZ+dXMcHTW0s3kOcKLxxuJsC/YHC3/WEdZAF+DXgy8BjEygWEHe71KHB3TbIrINXAf8XAaFonx5VRFlfIuUIbSHSbYuVE5BmirppI5RD+2VpaphoSb24yerxJqOe5WV3j43hAdPrDSGBRRyIsxKbVZz1BS9Dl6qT45M+J+cxxWlGFARq4glyDe8Smv4Qm62oBwGdxmhnqS5BRyl9YdC+YWUNOIURHlTCpYqwHY3WihrP6pUdPjvoE8UdxLig1J4yJLw0ltG85tqspl+UiJUhiSPmymNljB30uHl0QTi/pDtteJEMiYuK3VnDk3LKo1ngcLPHx3eGPNxNyWYG2wHTKwjLGm01MrY0wVN4zfu/es7bH7/g40HCT25sUNVDfHOfuJgxi4aoOMLWNdBlkh4Q5a8ymQuyxlM+h8OHOf2BZ1F4fDFAVgprEvASQYUzBq31V7EfnSSnrkr664LNWw1J1zCKcu4u/wFrsovoNKz3ekgEpqpZO+rhS029sIw2tujZFOEjXvQLxm7BYdXQMGBAzmw445GHw0tFvLpDXT1l4U8hOKSJiG+ssDc/pFYvSQdD0sazmBdY7xjGKSFYRnVg3XlOFxXrlef/4laMjk7YQ7R9TUgCgUz4q4EACMG08Ogo4ZcvhvzlJ+t8cb7OZGXo7nZYj0u+Xz7F7i54ujlDpB7vBhT8CYI3uMU63wfe/D2XoP5NfKM4BaV+T33nf0dI+CrLXbKJIaJgipGfA769p0uBs4HnZyNOJ5t46xHyqlnKBaI7gvCDgHg9tJr0BChavqDNqQnICGIBlZSU1ZJIKuQb4HMBziKeKdRK//vdsaDN+REBd9WXY0NAqvbf0lx168QRNPXVhUtKHSQPT3Ien23y4qLBOYMLnl4OXjp6wzWq5pytdc/96wd8kE94MdnjbN5ls/SUes6sK9mNruPHK2anKfXJdUzk8cWS9PoCl0+oKYmjiMovEbTegMobpJZ4DzYWVMM+LwuPmORkw4aD72ie+5Q4ePac5eHLc3bvbbB+OiUYxyrSnClBr5fRTbc4Phd8+OZdnoxeY0Nm2EGJmR+x8/MTru0XuBsx527JMtcU/XVWiwU6AnxKt9QsfEV0ccKr45rXPj2ms5Yx+N9+zV9+5x0u1ncQKsPOGogGpDplYaY0DDk1ji2xxubGgqOJQ24ozp4oJpdder0MgSGOIkJdYV1AxQIRApUz5FGGkoHBduD261PWbhrSqEGXgXfmWyQPd8mylNFiyMIvCY1AzRVLW1JUJ7h0zKkoeN5vmOmGA3/GwcYml0WXzmWCkTmLBppJRCf3zNaew82n+CpCj7rIjZQqOibqeKKepV4WGL8gUpo0y7hzds4fLA27pWE8mxKheW3RIG1Dr7vOfDkhVgnGGQhX0RVBYBxcTjOelHv85Wc5pxfrTKdLsjsjXrs+Z1B+hrw94Wh/yUXXo9Mcwx+i+QF37Qbfy+C7X8NbyjeOU/gmoKdgz8ILvgwZG1FomKsh3kukbPXptZU4n2C9oPaBOJE0tcf4gL6uMK8GzDowbnPvg/DoIHBIAu4r+Z0AMpVTNzN8f4B+A6xpEJcZ/lOJfp5hX64wxhKhKRqPBJJIt54ICUmkMMZRl5BsKCrhECWtmimA9xqtDE1ImM4G6FgwWbWhq/2loKhusLgwuGlMnve4nKXMiy5V1bAQBoYB/BTtl+ypE26xotSCx/OUVT3iMNzHDgvU5pxFM0VFGpVqJIGqqojjDiBRJkPMHMFH1KZLieQyLRmtZ0xSAbfXGIwrBqVB1Ia16YyjLKXodjlfGSaXA35+fYfGDzk5vMXLpE8zOqEOHzOsc3oHe/jJjGE8RpYxizRgE4dJFPqyj3KBmVK8uL/Nzk9i7s9rej/9nM15xS/eOOdnr90FMoyLiDa6cHlGTRs3HccJkTzkxprh6fM+xmiaMkZ2NA5HpFOkkDhviLKUOPLodMqNu7QVm8qxshFroSHvS9RqgAgxTjiCUsyVoZoeM5pfYopLouqSqDrlZ5v7HNktpvMRzcIxnyvO0zVU0mWxe4IfnlDKZ3RvDzESavWAzmiBCZ6mtvjuGsrVxCrBNwG5WHJ9UXPLCr7nJmxfzrnrJWlT0TVLZJTQ1znnRcpkuUFiVmgalG4f6SdFwrRKeXw65LPnMU8vtxhPY0SwiETzRnfGB/oZT9ce8sn3+ixzsCajkt8l5R1eZY8/qWa8vbb2O7m+/3vj25iLryHWFbwn4cTDYyCwxGh4kq9zWo7YrS/AW+IoZmO0II8bGpe0jlELUQzkAd8XuFn7NZureLK2L8td8RUSJ3z74OWjlrwPQCQJ1yLMLYnYU/gzRziR5E5TXYJ8COkMTHRlnrpaGyHavWxdOUQCWtMWsovWNi1kgbOaPLUkacTxZcygJzEiYAwsmogHx3uEAEUBna5gPgugoLg4wYxjer1NQtngdwU7vQXfH35OHDQrKzg67fN8POJ5tUmdbNJcK4i3lmQ6Y7GaIkOEOe/jPhuhfYJwGlmvqOMlzWaPYreAjqEYGF50p+SJxy9yvIbSw3AzJ6HgndOX2HDJpDthObjOsmOZTRMW4x2yw/v0lKI+vaBcNUQdTRGd0VlX3OMJY7lgth6xqBqeXVuDpSW/mLJ9NMa8uU7GGKdgd7JE5rssRoZyVZOlHZ7Xa/TyV5i9fMrZ5xZTxQgpaIwlyQPDHUu8ZSljyG8kyLhgTQX2bhlkmOELydHU8zK5ydgJRLbJTF2i3jwhpAouY6LnFXeWU0J1ySyVfJYPWMpbHEevIcY5haopwwXeWtbWx/gbX+C3PkeGBe7KTaNWBY31mOCQSrKWBTZPCq5r6BWX5GcXXK8DXUpeAfyqQmlFZSt0pIhoq0cbfYtHpsd6dJOMx6ig2ochJ/mzT7b46PkWxxdXBUBaUBvP4C6s3a457p/x+Z6j6Tka7lKYd1nnLd7mNn+AZOd3cWH/lvCNWh99nXmEvwoh4DsJvCzhHJghKdA87N7j0+qEjfrfEEmJloFrwwNe23vOz5+/wqryKN1KAtWxIJkGyo644iVaS4MVHk17H6/xOFouQGqFFYpiBvmaJ4m6mKZBDAR+IMivVwx6JasDCasEMQ8k2tA4jRSCxjjwEGkQFoo5DNck1lm8E20dgxlgmhm7a3OC7nBytk4kNWXZciFSQFVAnIBSUBWBKAKpoFgqigloB7PFJk0Vc9SBQaS4uTHhzsYLbqx/wQ+TjKfzhNPqBo+KG1y8vN2qrcQLhnsL0ipCnAzxVpH3c6qLBN+kmEaQ5QnWLOkcblK4Y5avnmK6Kc7VRHHKUymJdjcYJJq1Zcm7/gn2xSeMt7p83u1yOuxRVy9I7DUqmSFEgr3wNIttis2IRQZ70Ud8/5cfsjc3+PmSrhMkMuLzjT4L22P7yLB/cM7udELYnPKLd6+xKC649fmIqt6n+MByNizIbi+IxzXxoKF7U8Bun+T2OotCs2AD0dtg4RxltCAZDumYF6T9hnnS4Ty+h5tvQLnOk8zT2zqnqZ7Qr9ep8x2e9m5hvGPiBBfLjPRigKKH1zXNzZ8R7ZzQ2CVsJJDPMKEgJqJ0S3qDIXXpqauS60LxptC8/3JBdjBmb9hQXF7SRSDxCBzdYLigIXUpGolAINrlJpvxAsuMdG3E4UmOrBIW1TrPTrq8OB8yXylCcGSJYVWB2g7U708YvzvmN+UYsXkNn/2A6eQVhuk93iTn/05KN4LJ7/IC/++IEMK366OvKyIJP4zgyMBPyBHARdLhx713Se0lPygeok3Jje6Ut29+zMF0g5f1GiKBpoHkpUN8odB/DItLS4+2XaXt92qHq/ICFb4sRwQVAlK2PHaiaZNCZxBlKa68xOQFemOI3bEkZxqzEsSxxzSapvaoNuKfTCnS2LFaeXwIX2XtEySLMiOKJLCGxxOkJ/jWiBZHmtXKknYFWgSKJSQJpInCE2GaBYIe3rUWjVUJx6f3OJsaHhztcHPrOXfXx3Q5oKgiPkiWrHc/4+nsOr9ZDChO9ul34VIKaqFwRiBigWgUTe2ol5ae3yAcr6Frga5z4r0nzPoVaTem8oH5KOMoge1om8tVTfd8TCkUOs0QnWPkrqOox+jlBtJbmrCAl46F3+eBvM7NAMY5+uoL9iYndNfWsaFhOGmIVprp9g2e797gsGtQmyV+EOjZM/747HPOl9/lX4st6ryHu/M50avHbEQlotMj9Eeo9U2aY03hHVnWh+A4WikStY6vcrQrKNIO83mMKrZJmhvMqhl0BVY8Jckaov0555MbRC5gS4ORXSLhCPsPkFvHNINfMdi1NMuSMOzRVDXKCox35D7ig7MF4uCMDnBLRNwOJVt4Ct/A5QU9VGuSRBCwrMoGR6DT7bJYtMdaSyDXCVnkWG8WfH7S5c8+ukszW2O5TJiXCVpZlDB0YkMSQ7YhWN57Qv+9Cy73B4wP3iT275Po79MNMd8RMT/C0P2akcp/G5bL5bdD4euKnQh+4NuMok+ACsUXvfvYsiJ3lu/YB8SR5f7oKX9we8D/Pv8jLpcxwYGYCsIjB699Wfge44S/isoRuODRVx7UQPuE71X7hF4vQb+whH8BnAbSjuZsoRD314huS9wtWG5A76WmeQyu9ESqPXF4wF4NmigC08wRYg0poTI1cZJzdpnR7UKUSJrGoxTgwFmPC0BQWGtbMjumPYWgUCqirkF43Qa0ylaEVTQRk9U+Z/N1Hh1OqKtXWVnNzfUFrxQTtruP+cdJjUs2OfY7nGnHVtxjoI44aWImmaZYpPhnAj/YRDURygjuLmfo56essjGj3iWRiFn6kmQ+Z2c04rlImGxucTlbogUMipJUHZB1e0yZY0Zr6GqBzcfoVFF5y3Ex4Gh3n9nC0HllRKcbkY0XnKUxl/d7vOyck+9toQoBcUavDzfnBnn7gvgkQkR/RJUldCPF9VGFmi/orAR+KRhNNfZ8jtKWqDeiFh4foFhCkAmVl+SqC4sF7vwczR71MkHVGVubMTeyT1im1zhTN5gsrtNYieECc+cpyTsPMGqOaCZ4PbzyzzjqpiDTGb3KM6o9myeb3L+4ZCsd0yclilPAYjB06bSBfGZ11d3myLKIomhwzgJt4qnE07iYDz8bUZQDDpYdnj8ZsSjW8N4RgmTQCZRNQxFguNkn3H5O94fPCWt9zi+/i4qu4f0uW+xwwx3yT5Vm+Pvar/l3xDeKU/imrI++hBDw3QRcAQXwCQVe5DxZe4Wf+HP2mkO2zZw8XvDK3jOeXu7wZx+/ShsEL3CfBdQ+RO9GrOataqmV9nm0AH/1eraNuyA91BZiD+4LsD/z6EKghiBOFM2LAnWjS/onUL3qSN/W+E8C4lygT1aUVYysYqLIkTQFW6FhrzNDqQuGvYrVoiRE6xydGHr9dS6LnF6+ZJC28csn0xttGYuxBNeeXoSX1I1HBY2Uaatw0hLbgErakFZ39aOqc57PJOgtymLKqt7l6dmSYTrj1WvnvH7rgFdvPOUtAoNhBx0WnE9zHiyucWY3mbmbMD9iEd3F1jHTyTUiKVitLsj3A3JkENUJHTOmG2RLoEhDGGSYWcEb4wW9J6dcyzvU3T4f3trk9EYX+WzCK3mN84FaKbYbx/5nD1lzgVhLXIBEW568s4PsQROOSCJH0lPcezDm2otjsk3FyewJr0aS/YOC/fMDstUZ8rJmPZwh3CE7oxEvLycsJFz8oOTP7u+wygU7J1OuHVzQLS3RqmZiAxPzgub2iifXu8yVYp0dvvhlgi5us2hGND7F7DzE9n+Jv3MJgyV2WSGjmIDHy0BdOAIKZzyjswH3L1J2nUaVA1Q0RagAzlC7CkVDJx9R1Q01NQkJihiJbEMzbEPwAlM7KjPkL57f5M8+yUGuM51PMCFm0K2RwZOnDq0Ch7MV6/cz1FsH2NcvaXbfw/M2M3ONSAzYzXLewfL6as713S2qqi0j+jIn7euIEAKr1Yper/db/b7fnhR+ixAC3stgUsJFbZkkgSYe8Mv0da67Of9o9m8Axe7gkg9ufMLJOOPx6S2a2iGNgF9JZGLhvX9f+g5fJtU47BU5rDy4tngSDSxPwM8brGjXTj4ERBGQ5yA/ttztHbF9X3H4/RFrszl3zz4lPhZ8cXmP5VKxJWe8uXHMoHxKtqZJ5IzjI02yPuTsWDCu9ylqTUDTzR2n43WCd2ilaSzoSGBswIWADG0ct3ENWsfUlUFFEdZfyWvb1A50AkXRoHxElg8wzSXWDVkUEeN6i1nT4X8Z/oq3Nn7NWrzOwpastte4fntJXx0yiJ+zulT48CFPz67zcnqPl/M3acyc6UlENPMoOWbgnzDrdMiaKcLklHHgRI95tNdB6pgy7hPLjJ42zIspHbFifeY4We9CInkWR5SvbfH+8YpXPnpGOi95ttXlT/78EZe9mORyQYZk0wnWFiuGjw8Y3rqOOjrk7eiMUNQky4pgA64siJwnGwzojRsGiyUTCYPhEZ9u92ic5g8+fMwHnx7i4xhfWaaJ58FWjyffGZHmFUxGjM9e4/TxlGH/LraSRF0H6RJx41HLK3mNMY4oiq+0BYHgPHnV8EHpuHMR81pYIUVByE9pXCDSmsZZPIaITlsj62rAkZBg+LILAYT3nDVdfvHZBoerfZ6PN3hxqul2U2IZc293iiUnjRrOZ11mK0f+zoTsf3iO3JDU6Ws0+o8plkMUgn0h+EDB+8sFSZ5jjCGO2+C+38V65beFuq5xzn27Pvq6I5bwoxRKOvwrs+Ay6nOZrfNv0h9SC8mPzL9kU1pe3XhC9WYERDw83CbKE6rPLcZAnnpWdwQRkrb9IGBpSd2ihMaDlgKhwZSBkIJWmuAMUnwpadUoB/Zjy04y5p/Ij2k2RnRFxaA+5seX3+PiQYflckCTbrI46pCILnmkkGnM8cmCQTejCYKL2TrGpyhpIWSUYcDsKpLDC0hjhZS2zfVXoLSgLJfk+QikaPsfZPu5kbyqjPagdIwxJduba5ycOPq5YDqzRHaLz17c5Iv9MT/ofY6xBQJJois6Oyv6ckZ/o0E4x2r+FL3zhORygX1yi8sXOZo+1UQSXMS46FA1CbFzaN1ABkoXHHqD1g1NnHFz3VM2F9w6nNOdXjLLA9/pLPjQJ0Q7XR4mm7itbTYv5mwuJtwSd9h6npHmMc2TU8LilGSgGTUwHVcM3ZSw9AR7TiQVVkqkECysgzjCNJY683z+3l2eR55MSO6dzXjr5TlvPbjgo1f3OH3zPc5LhUbycG1FI67hn3WwF9vU8xFSaIzzNN1zojcOEcPHqKjt5q6KEq0VQXgEgboxBC1Y9/B93/CafE4qIpyZMw3LNq4iGDwWTYLDU7k2VVVfMVuS1oTZ2tIC3pSM5xv86vEaNZruZkNTG27uNLxxY0yazvjxpztMjaO6dUHnR+eodzsU1bsU1fvE+R3sbMYN5fnHseCHWBSwEIKmaej3+0CbrPx19TytViuAb85Q+Katj/4qugr+p0zhasfnwG+k4Fl8C9X3xM2Cf7L6KVFS853rj9CqJFbf44vz+wQD0eegE4k4dMj/WUAu8VdPaDoVxHVgZSxBKYQFowTxDiw7ATtrb7xCgri6GUeiYsvO2KhLNqYfk8uIT6cDXhzscXrSar+d15yO93F+n8ZYeh3N+XlJnHqUiBEiQkhAghKQ5xIpPNZBlAACdNSa5aRsuQUXxNUKzFGUnjxPECEQ/NUayYHzDUmcteR5rKnrAusDzjUkSUU3q9AyoNHUOLpNhTjUmJ5HdxSpa2isIAvnfK/7b3jn+kdchIRK3+HC3+HhueZFE1OxwVmxIlGKVOTUkwnaGYJdUSUZszKhseu4UDNdbhKyR5xuCrwvqc4sPoo42M74l//kPfQrE+7Ft8hmCTvdLpPNdYS7YOIu6LiS+HRIszL0o8DFfEbc6UJd02QpR7tdQhxz2tFsb28zjyL8YsHu2YR3z0ouL855fvsaf/7dO5y+e5v5y4SkWGd8cMn6eERznpKInHlhSNYVi/KIfHsOdz9FpWdo63HO4k0g7cfYun2xm8bS1Sl/XDXcXHkyaRCuQihNlDoEAUeMxdIhasnkOGLZQNtf0GqMEC0PJRAcn3X4/Pk6jUkJlMRZn8YH+srRzxouiw4NFeIPJ3RfPyF+7RVKfsDC3sTrAaKq2BeWd4PjBzpGI/ChNVF+maT8dcdyuUQI8c3uU/gmIZHwJwSuyZaSO0DwordPWf0hF/ke3z//1+yLl7yz9xSBpv8s8O8e3sCtIuyDQDiCRjmiH0LYFWghCCJgBEjvkQKchFhBPYBk0MdcXOAcRJHCOUNA8vr2Cz6484Q1PQVriBJJ1WRcFoM2ZkO3UdzWtXJS7yWlBR0nbbhyaE8r6qr1zUftc6OUHucdnTgQvKBp2u4Y59v+By0VPrQpB1K0iwfnW7M2tCnKSiQEcRWtHWKKoiGJYpyX9JMx270XJFIhdUSwBd3asS4FVW3ohXOUC2z6nOTlgst5j3rV0LE1Kjzm1uYlr+wp/u08AfEeedYS8ElngPKCREmMzJkUgnjSwao+06rBhyFVFTH49Qm3zo/YTeZYb3D9nHS9zyd2wVH0nMVOjBsNYM8zMxscrg/oZxHxoWO9mfCHn5xy/ecPMZHgdGud1WYffTImlQrlHZ1nR4wGfVanl+wsag7fvs8/f/tdplv3eTrskK8kiAp3poif77HwMXmmqK0m6Bly95Sw8e9Qmxmr6JwsEkRBUtcN3nuEygnCc3l+yZ6AfzBb8scry7XaUAYHwVOgqUnJMVSYthgqjkma5sonI68sLV966z0Bh7MNl8stDi81Io4oi4Y00mRUXMwTfvpog9p0uHz1kuS7F1Tb9wnpD6l4HXd19rhXOe4uJvyj/R30X8lJ+3Jt9E3Al3LU3/YD9LdD4XeIQbfLm/UCpQV/QcMDYp72r1OoHaZW8I8m/5br4og3tj9le3vFqDfm//uzG/iwRzqB4p+DfOnQb2jk+4J6FNABrNQE2xLOuidZdEHc0bgnV3t7JxA6plpGyGjJoLtC64ZcKpaVYWM4YW/tjCcnfXy70WjJa8B6iF07BKwPpDHUJiCDoK48vUiirj4v0iWCFOOupKyqzVJKJHjZeuScD+gooaz+fQyOM45IKbzUCKGoKsizNSbmAN3rs5Y6pDLgq7YgRid4mzGeWZZn9zmYBNLoDoXpUdqU4/OCk+mAZaVQIsE2Jbdu94iYsDr3JNPHbG2lbPsLUnmf5xqUsszrnEzVbMoxw8QR4pp52ODpUZcTd5fzy5zZwDK4eMKNXop7dMp3mgnDjRWniSayK3Svx/lyRefeEDau8Wg351myi0iHXFs6es5xmWdEWcq6mnNLRdjxJacbQ9KNPT5JNvn5WofpG9v8Ku2xXMQkL7ZxL3MiYQmTHIxEdSvs3gHBizZsa+OQaGdM0zc47zAuQWpBubJ0s4RVURJ5eKWq+YdG8s54xU0kaI03lihKaYzB47A4MvK2p9kYZJzQ2IJAQF+dFAAI/ku3DM4EgtCI4MgzT1U39DLLoko59RHyzVN6H4wpdnep5Y+ANzC1J0ok11ee903FDVex0+sxnU5ZrVZkWUan0/lqQHzd8WXr2rdD4RuEOI5ZLpd8b22NdDIhS0Z4ESj0iF/0vsMs3uDdyV/y3fpn3O+ck75hCeULLsx3eHBwh+JM4X4G6sRTv3DIP1b49UBQkuAcwYHDYzYC0W2B6oGxEEURPjRYFXE03uTZ6T6Dm0t0LPHOYRqNt6Ckx7k22kKoq1A/G65OCEAQxDGtR8BD00yI9Tq19WgFzncpljAcQi+dsapyahthFWgZgwRnCzS6PZII2smj2lKWNNE0DRgDWeLwSpL1A3EWqBaKZ+ebXN84I9WSy1rx40/f4ovxB5xcpOTddXSS0dSwqqAsJwgSnA2IKEGfr7OqNlkt54hxwfRM0O9uoC8KfFNjVUxoSmJZ0WkKbq6vuNXN8GnJ8foxZdhgGVvOzDrixhqf5p7D6Ru4yjJSFmsFkT1nvWiYdWpWxwaZXKOZxIjuiE9Xms+2XiGrNPPakCtFtDbn55sZZ6fniEEfl6wxDQpkTlaVNPkpzoyJzAg7XSOq1gl4hDTI/pxw5xNs7yWpHuJkSdwLFKYiVhHSg48l3hkkGdZ7umXDP63hB5cL8gZkrnHhKktLC4QpYb4g7veJ4xTfrLDBkemIummu1Eby6qQA1rVhitbHHI07OB8haXAhJhaelYlw18/gnXOy94csRt8l9O5Qr26REtM3hn0870vLDxLByd+4GVZVxebmJtPp9Ld5mf7O8LuQo8K3nMLfCwghuA7832JIm8CHwGHa4VH/HY58xhO1zT8LD7nvP+dP33lCiCo+2jrk//3hq0zKbfxLjZw4xAS47+AuiE7cyjstxHmEvbtC/FFM9UsQIsW7ElcvOZnv8OefeRyBH9x+Qi9WSDGn26lIlGNhJDHtTf/LnbGSfLXWIYDBk2iJ0hnzAjqpb08BV6F7LoC3A6z7q9xCSlUAQuDwxBqq8ipFPEjqakovG2GuvkcQCl1DMc1x8yXNYoePnk95dfeMTlby0ePX+NnTtzlfbNF4S4gzUiGwISACCCHB5+jYYJoVVR0IAYKU2DpmEiIWRUJ3LWY6npFlPYpyQi/usNfZJ3m5oru+TpwYkmoNEyw6CBa2g8wrvAvciF8yybdomGK7gpfLTU7TG1wWinmxov9yg3lR01c5PkqZj5eYbs7ZeEG20shEcjaFWtwlLECtBMFqur0+i8/nhF6fsJiT7a1zqc8Z7M+R2TlSTHDCEvcL5sk5emBwdUmmO9gmoGOwAaSxON+W1+wta/6v05K3V5bMuit2X1KbGoWiKivAokKgozKsNUha/kpiwfmrRJR2ZRQQ1HXDYtLhk/E2R1UX242pJ55OJ8E4gdycU78yYe1PrlGtv8tycY+YEV0ReA3NNSpea1bcUIrZbMbm5uZX10gI4T9IVK6qijRNfwtX6O8GX3YpfKNOCkIIQgj/55/4NUaWZZRlCcB6BP+YwCbwY+CUhIPoOrO1Leb2Nu/lN3ht9f/itd4xvftTRukTXs5f48HxLgfn16k+SWkeg98EOVTY2xb/XUi6mnK7If2jHLF0mJ/UKN2jqMZ4NvnpF3dwYkAkLX9y9wlryYofvf5LutE5nxzc4Nn0fjsQPAQhcKJ9oDchUHvRprl6yPKcpoQKiOO2/U0oWBXtCkrKK64ghWw9Zj5dIKzGB4MnJkrbmlFrapQQbfcQLefQVCB0Qr0YI+IutZVcLoc0NqKp55zNOlzMR8i4h11ewJc8RWhNfFoNKJoLdjobjCuQFnINMo6orox6UkdUq1appVxFpHpkKubFaaA3HFAuNLgBqk4JTRtCuKkjmAewMKo0NoYyglzMWIQFc/8R1WDOx+42T496bPdgbjyZyLBuiRQKrTV1VdENMVbFYCVxkmKrBustsVbM5hI1GyFthot7BGvwURc3ekK4/TFKOUy0gkZgXIPwbe9yJ8uoygoReera0evkpMDudMldH7FeW7xt10UQcHUJBJSK8JUhHmQgBd7URJHGmYCQEhvc1eroS1ux53gh+cXDbT452uPpJKbTt8jQUItA/7sLmv1Lsvc7NOvfY9m8TpKnXCs838kT3m8KbuURx7MS3e8jpfyKP/iyhOtv3ivKsmTtaxqEBy2n8I06KXyLFlmWcXl5+dWfu8A/zWGvaZVJP3OW80HKr92rXLDHo7El059yo3OI3rvg7f0Zb++nnMzu8etnd/nJ4+uYo5ggQXwB7hGoDYtvPPQSxOpq14tBXS3xG6t5crrD9nCX79w4JolqRpxyexR4dLRNJD2NbG/MOhJwxVdEIoARBCFJIiirNsAvCFiu2hC9JIbKtCS1VAKl21juXuypVUVDCkJi6ja+u3CAANvmaeBdIMsFZdmS1EoEmqZhkC/4wesHrPUvcMGTpI5INXghiKLWEKd1S34rDb5uDX3rGYgip6E9lTgbk8opKhqyMu3AS2SKMXOEUjQSDooV56bD5sJys1uyJQSjRGKMgLqiu75GXJQosUm1cBzbPo8uM65tZAzEC67t5NzqPOM0/jX5MHBOSpXs85NiQJzuMK1e0vRKWO8gdYLv1uRqk+kyIKYdSlciuLKKq4hyBdJ0UWFI7V9FSYe49QLEFKUEzjrSJMF7T5RqioWhkYFcSV5pAjdfnvHKynA9lQjRupE7kcB6Q8GKYTKiqJfoKGr/M4REoPD+qiBNgKVBiwQlNME3LIvAzx5d5199us18tc50UdDpSqIohjvnqO9PiO/eo0z/kCTcJK9j3u0lvOcn/FBllE2NEwlRFFGWJVEUEUXtwGmahjiOqeuabxJ+F61r8O1Q+HsDrTXGmPb3Am4B7+RwTVZ85DSPpGKSXOPHwz9ilbzG95vPuWd+wr6Yc2+9YH/tQ67vHHF9fZuffX6bRyc55nwP5opGgHQxMoZyWhHHOaYe453AeQgyUHvF6WSDWZ0xUGNybTmebnM02aRq2vWLVB6FoGzaN47xgAdnLULolmtouUrqBqzlqn+gNaRJJNY5lAO3sIR5jdYdQOOvBCxKgvVN++juAQzWxngR6MQN93fnDPID7u2c8f3bL+ilBYaMflKjRIUXoIXGerAN/57/kCCTiIsa5q41+FlbYoxGIRh0E7BQVzN83MVaS4Zv86N8GwFxJjvMZg5VFXR6ObasUFKx7gUdJVlOK5yAZ4Xnomx4anJE0Wfjok8/F6z3C97tHbDZKzj3FSeDLfxgwd7GR7ibgmI758Aqqp0EI6dkZkD98gz/sQOXo1QfLyx+c5uhrnhL/JRkJLFVxWIpqa2mdJZxCiFOWZmKuPFfrfwkglGx4g8uF9wMga6UVLT/L7WxFKamSw+sazssrn5u4REqJrhwVfTRSkSVbD0y1nn6HagjzVKAEhFNFUjevyD54DHRvVco03cQ7ibDRvB6KvgfgQGQypYbPzs7Y21tjdVqhdaaJGm1aEopmqb5xq2cfxcJqfDt+ujvBaIoIo5jFovFX3vjKwGvJBG71ZJ38w6PgD+Lc77obHM8ussdcZ33V7/hg/AYNbvg1f4h66+Oubf2gIOznOPlq5yvNpmWHQ7PE+bzBGU8OoUmeISOcMYjZaCfL3h165xErAjeoXTM2bLHyaLd68ZJa4qLNTS2/XOwgTiGuipxctBGajtQmcSZhqyjMXW7Niob6EYBb9s3nTUwWXnW+hodQ1lY4rQluL1vUColTS1vj16S6JJOXLA3fMKb+2M0R/TTmn7XARFN40li6MZzlgp8GCAlrGrIE5ARmFmNijKWDSxNzbrs4kMCVBSNZKBaSSXBE0eKqgQjJb4MBK9QeKo6ICLB5WzBtshZLJdtL0ARkWXQkTAvCpZNiRCSeRGYF4YzvySeXSOcaj46vYmKPZs7fR43HrUQ/Ol2w3uDOVVVcKxqzPktzrsTZKqo+yXqzhRVKKL0Go9OCoaDbV7pXHBbPGEoGyql6S0049Mxq9BQ6JhiwzCtahaxRiYR4fCcG3HEZu3ZQxDh4Or6q6iIrCBWCdI7GmeQaDShVRbZhiti56v3Zvs7D1JSVZ5xkeJtRO4t48YTAsRvnqN+eIB4dY16/R1M/RY9H3OvKvhfB31GEUyFoCgK0jRlNpvRNE07kLOsbZujHQqr1YrBYPBbuR7/vuAbORS+RYter8fl5eXf+iQURRG6LHmdwHcz2MTzcVlz0tnil8PvcpBe47F9zBvyl7xVPmWja/Ccs7vp8GJKYWPKKuP5cUJV9yhrSeUHLJclWsd01Ji8G3F7T3Fz45hOMsPW4Lxi2PXg2wC7q4oFpAJCReNSLO0Hg1d40yar+upL+aoiSEhywXRc0+vHBC8ItAR0bcAH1a6VJEj0laKpRumIa8ND/slbx7y5+wmKBZ2eQDFhPU2Y2gnBaiChcYZPX7zGv/zoTS7KlLzb/jutgSyGVeXoK4UPJTLkbXdvy7XigkTpHJoVVd0Sp1rl1E2FVG0ukLEVQUZUZkUiPMY4UIp5OcZLhfUeJWuKKkZ1BTLNKecL8s6Qxi7Ik4hVWePSiCS6yRcvT9E6ZlysMS/HqMjy8/V3iUaWvbRkO3vCzq6nni5xckky1PjuQ9yaJBbHvKYdHfEbbkYSZSconyG8xC17DF0BBGpbIF4adKyYOU+3nzMdn7EW91AoEhVRu4raGKwpidEErdECFq6gF/epm+JKW6QofUka5bSOmi9NZFdnieB5cdbh//jpTc6We5xdgG0a9I0pnT84Qt3eYcu+Q3OySXcn41ZZ86M8ZhS1XIEQ4qu1UKfToSiKr7J+hBBfkcnW2m+URwG+geqjb/F3gxCCGM/3+znrp+eUW1v8IpJ8Hl3jz6Jdnmd3+XT6Me+6L+ivpqwBvaSgxwy1lrLTnSNIaACDpFk0RGmKNzWdXDFIEjpJwqLyCDydvOb25gnX+i85XNxEhID3oJXEOUMUpyhEezLQCU0FWVdgCAQfSDJBuYLeAHQa4x2sakekv1QYQSQlPrTksozbmG8f4N7WKX/6+k/4wzfP2EhWLM2CTGXMXIkUGq00pm4Tn4qyw4uLHZ6c32BZVOi0TXgNV02n2sO8AB3lLWEaQOvWTOcdxDnICooyEH9fEPoeZgr7yBFfRgilqeoL8njUKrZchQgCIYeU1ZgkikAETFPhyNBJmyzb2FW7MktyhHL4pkQlOc57sqjPbLpCiA6L2ZIXq03ODyP2N/rUs5y3bvW4MbxkfThhKz2naYZIsaRJLtlZT0ip6dkYQ0xDhaaHChXhqqdVACmBDIl0DXoypw6QIFFSEVz75O9N+6siAh8wzpCTQWgVRRExbbUSCKkItWl5n1VBQownsLKCj15s8uBojUWTYYIj+8NnqO+e4V+7wx0xouvXKVXM2+WCt/C80t0AYLFY0LvyITRNg3PuP1Db/MfI5C/J568zfleno2+Hwt8TSCmx1v5Hc1z6/T6LxQKlFLm3/CCD25Xn3yL5tRjyuD/kSTzik/I1Bqtdvlc85g/UEZJLtGwzbpI2B5MYS9pr0EAdrcjp4oOA4BC+jeCOQuDVjQP+h7cz/rdf5SzqbaRsZYFfJpkSPEFKZKRoGkcaIoQKlEWg0xE0tQfbuqrTTDJf+DbWW7QqpEjL1g8RAw5CqGm8Y9V0WPkNivoC0VMEc9X4RsB6h0JTmQKL5cnZq3zy/AbGdwmhxhmQGpywNE4TlMJUM3qdAXXdYAIoFWMDbfZPaG+UOhH4XiD/x4ZOOWH8RUlS9zEnwGeS+nRGHK3hTYkQICOFbjRVbVnLU5b1GHyGETDo7zCdnpImGvVltocP7aEr0HZP+BKheygtqBw0wVFewnTc46jZYi0asT2qeeei5Gb6Gp3uEpt/Rmf3GCLDEkWGJ9AQi4bgPebKWdzaySTBBxSSFQX9JMfg2n5rarqiQxkaNAEdSWpTtkmnkWp5IgJ5muAa28rOvMfiiZTGW0ccJzRNwydP+/z62S6XqwF6o6LzwQnqnUeU12+QbP9PnE1TjJDctpLv1w399N9HNnjvqesaYwxaa5qm+eq9Pp/P/4Nr4K8Oi69zEN6XKIqCa9eu/da/7++cU/gWLQaDAQcHB2RZ9tc+/uVrJKXEOffXXrM+8E/x7Ej4cw9P0m2ek7HoJxz33+BpUnLt5Md8j6eoekqEQBFTUyNJuRJ8YgEZGvAJSmkqayA4hp2a77/+kGml+PHjP6UoUlRbsdNGXpiWTE4imNUFigHiKuUUII4FltaXIKQg1u3nh6tsI6FyKlvQi3OacBWZYUrOl9v828++w8Wl5n/+4Bl7gwXB+yvnrEAjQEsupgkPT+9yNNukMQokBFuj4gQn2npRCUQ6xXgIQbbxDEK2fRFuiRJ9ApIoQPy0YP0XL+m/aXj/+kNU8pzFfp/j6zt89usc87BEKkndOPIQ6HZGjMen7df0AWNBK0AJVKTx1iPTCBFqpBY0ZtaGxsk2PRZXQIA4HlIuL4gTiKKMSTVnWgjGZsDhcp1tNri+rdiSW1w/OyRd14jrT7kVfUEwHepIEajoxB2WTUWwCV7lGOtpfIOWEaCwtDfdmPSqE80goy7WtAWv/U5KVVka16CgdZUL2/L9oc3XQrTvGK0V51PPk9MdHr3sojYLsn/8jPy9U0KSkoe3mda3MXnMXV/zjplji4r+1l8vz6yqiiiKqOsarTVKqf+sgDvn3Nc2CO9LfLs++oZDCEGn02GxWPw10w60RJtz/2GrSAgBLQT/MIEtAx9a+DxVfOQ0k+51fjPK+Klf49NwwbXy53wnHPBKPMVVcyQO0OSkrChRrnUUSymuEi8DUgT68Yx/8N5nbPYq/uLh6zw4ug9BoiXUSIyDmDYWLYRWq2KvekG/zERq5Z+BNBdMpwEh2vUOtEa1L9UxjRUY5+hIxdF4m/FUM6+2+N7dNW7vjcnix3RSEEGxMEP+xc/e5cHFfazK8aFCa0nllqQhITiPjqBp/JWOBrxoiIQmBH3lu3Ct4jJEuAa6M8/uowv20wPWB6fcEEdksuHF9Q1ubLzFn+9uU/56CC8dq+KCwWATtMdUDVm+QV23kd86QBxF1OUKVIwQEmssnXyEX5UoJfDGIXRE8B5M01rC6hIdKWpniKSkNAWRjfnVvOAi2cBcbnDtqMv2puX1ap0kXSfGE8czhuvnOLEE3xCJBCEMAYf1lly2A0EiSFB4BHUwgCaEwMIahlkHAjhnEdCulAI410ZZQMsi4AOtNskTJaC0RyaW5HtHxO/PKda+SyjuIuRNYiS3ReD7MrDtG8Tfsu5ZrVZsbW1xcXHBtWvXvjotQLs6StP0KzHKN02U8u1Q+BZ/qxrrSxfnfyrvRUl4J4HXYnjedPh/XhwTyz5hbchP1A4POnf41fYen4YT3tQn3D/+1+y7E+LQEJMiqdubk5LUVUVA8WXepRSO3XhK597HrHXnxAr+fHmPZuVQQmFdQAmBdeDClctVQl1f1YIqSdM0dDsxHgnBEUVtzSiuRsi4faKXIH3AB4+SUDqDdV1+/eItXpxvszNakci32OpP8d4xWfT5+dMdnF4nhBiBwwWPDO24c76VOjqzJEr7xBrq2hHaME9EABWl1A1o3cEHWJY9nj+5RzEJvH5txp98b0xlV1hhyIaB6NaE//3x23TSNYrltHV5h3ZZozWU5YrgO+241SlVqBAeoihn2VziBSRpTFFcXJnqWoKl9kv6w01WizFxnGCDaPuwMVSuDTasjcfoIT89PWarSHm02GSkNkmD59W9C950RwwGY5LoCB1XBMYIYqS2lBj6pASpqXyDpyJXHWpnmTWeZbFPY6GXOhLatVxEG0PirzgHZx2aQOMamirll2cDHjzf48FZh/h756jvOhbp+6D/IXMxYCfVvC4Ff4jl7WA5Wq3Y29v76j3rvf9KZmqt/Yp0/qsn5aqqWFtbY7FY/Acn6G8CvpHqo2/XR38dg8GAo6Ojv/axPM+ZTqd/61D4m69fLOB+Ah+4iv4qZk0LuvUSOcz4ZdxlGt/nN3KfX+9cY3P+kA/qB7xlDlC+wtIQgiC4Nv8yIBFBIq5KebqR45WdLzidrfHxwQbjRZ9EKbwLBC2QMsc2rYPYi/aNFRRYFxBStxd9kF+pGqUCrzXW+jYdVYEXAYWgbkA4h9QKqRUvJ2tMqx2MHeIbS5IEjNfMlpYsE0RaEMeaxUIQpZJI1DjVfl1jGzrRl8a3Dk2zQEfJ1QrLECUZwYLxNU2TcLja43Te48WLiPHEEKUelxnubDWYQ+jPKha+IQhJ40CqNvoBQKsOi0U74IRIQIEPDiVa5VVTLYijBGNKjAnoqGn3W7L9pT29tM5AGVpljzE1WTyiWEK3D+EcVrVgerLiIFlHafh0Yvnwco399QnfvSm5uzumKgxRVBJlkKBBaXScUpczOmTtyQnDdL7GZh+QJRHuqz4EEYt2z3dV4QSBpUn4d58NORiv87zqcrF/gf+DQ+T+Pebr+4jkHYTfYru55ANp+H9sbZCtZhRVRZIkf+39ulgssNYyGo04PT1lY2ODuq7/VlLZWosQ4m91NX+d8Y0cCt/ir0Mphff+r30siiK891hrvyKj4T99lP4yf723XPIHpuQantvVlEuZchilPB68ycd1h+PeK3xiX3B78jE/cM9Z1BUiWCSBwlo6su1Sdo1BaEeuPXc3n3Jv6wYXk/uIOGo9BxaSSGPsVTaS5ivZp7WBPIWiak1tkqs8pKZBxzm2KXC2oZYxwUriWFGXc6ROMLZAigQhFI0DU2ucjzFVIEn6BH9GVc+J9AYIyDNLGll6SUUk7f+fvf9skuTO0nvBn2sZOjJSlgYaotFiFIfk8PJK2323tl9gP+K+XbO1XZqRvPcuyRmO6EZDV6FUytARHq7Vvkgch2eigEYPRWG66pjBElUV6aH+fsRznvMcwvLuN/XON2tKlRpN8cizENM0qWsFR4NVmV1P3gJ1WVMpHR5f3WEROvg9FaqEj/sO8XZNGPnUXDNfwnBxralU55iWCQpsggWuNbqufOr6G5aMhqGrQH6tKKtcS2/UdUlZXl+rqsFxRoTBFE010B2POF5TJTs0x6LUICsh0yqSSqFWS5SqwjFVTq90lnmXs43PIlQ5fPmc944L3j16jKfYFHWOorhEcYrG9RBbWSpcXI5J6GE6Osf+HKUqycsKHRWlvg4Eyjd9pyRX+Dd/f5//198MCXyV3r/ekP1JAPt/Slh/RBrfY6J4nGQ77mZr/kfF5NBQWAPL5fJGlQDXlUKe5ziOQxAE3Lt37weF7vI8x7IsiqJA1/U/eqXUuq4b6ez/3vY2KPzETNO0Gwe+nSFJM9qyLKIo+t5rqKpKr9djPp9fXwMY1zV3a4V3koQ/G/v8213IanLMp/59Pjce8jFL3o+/4v38H7hfraiKEqwcS1NIygJdVVE1jYPhJX/x8BNezD225TtEu2ttItO6HnStimvnX5Tf7EmowDRVirxq9jwoyjUDR6vAMF2yPEXJUxRDQak90myHbXWp8h2KAoqiU5ZQFRW17pCXO4wKNF2nLEryOkOvTKrCJKpBTyGODb6R8+EbotQ3zVX1WtitKtE1lyi7hrnyPMUwbFQ1pe8kGIMNXU9hlXVQlH1eXmpUhYaiFGh6D1hQldfvp8hzFFVBt2rMdMRuO2O0t0eg6BRVjKUa34gA6tRVQa2qUFekeYVS16jopMn18iEUjbSo8bo22+B6pWmtXAfaMLxuxiumR56sQdlRFF0URSVNQ5bRkN+cvcdvsy5fTI/Y+/Iu79032axL+n7MnfGWsWdykUClqPhOSlcNmLjXa3LKsrwuXFQDhYo8S9FUg7Ay+H//7h7/6XzA6ueX2L/YI/3lL0g6/4pKe5es6HCUhfwPXs77aQC7LY5/s6FcVdWNOQORwpZk53bjOI5jRqNR82cJCqIT9ibMLLwuhtVb+OgnZuPxmMvLy1c2mCQ4mKZ5oyF322zbxnEcFosFvu/fEBRzqXlk6CRpTrZecn54h+fuIz5JD3i89z6/0x7wZ+oZ/u6Sf6Gf4ZUpqnqthqcaLo4S8uuTT9nGGv/uy0NOI4eyqFA1lbz4ZqsbEKc11jfAg6rWYF73Gaiv9ZGCMEc3bBQVbEWjqjWSbIWmd6/bmFVBWV8PuZnGNdwUxTWGer0xrARUzacs1tRFSWVCXitYqslqm6Fre2gtmQtTh7JUqcoCVfPIsxWONaCuQDNMinRFWdiARphoKKrKNjZw7RJN31DkCrlSo6smabrDMjsk+ZYgSOgP+hRFjaZeCwHuqEiLa2gpz0scB0zTI4lDvG6PLN1RKzUU1834WjUpq+tVrYoOZVGT56DpGrqiUuQRau2iGNdDgaZmkSsaRZGRZBWGfj0fEsYbNK0H9SG/e2ow6nT5bDpivUvZ78YMuhl73pwwWfP+0ZK/evdThv4U1+yQXnOMyalwDYeyyqmrCkXT+Oxsny9ih8WvZpgfJSj3PmTLr8hLj4Pa4s+UhL3djP/ZHZKXBdOypN/vA9cwkeu6RFHEcDhszuhqteIXv/gFjx8/5s6dOwRB0PwOXOsdicwFfKuSmmUZdV3feOwfq72Fj94acJ0B/SGsg1fBSO3My3VdgiC48e+dTocizxlWJe8XMStV598mCdHeXb7alSy8d9nXvuTK+DknxZxDPqUXXjJQrxUyu70d/+zeJ3S7Hv/m79/ji8sHKLV63cy9HnqVFe4oxvW2tiorv9VEyq+3qn0LMYFSlximQ5mF18qlyRr9m2GzjgmKqrLIKzSjQKkr1BoswyTLKqqiokz5pgpxKPIMx4SsTlBVjSwFw7muGEqqa+erfjNrwfXvVSiUJWiaQVyoROEeth7T73VQlYSOtSbd+iimBcTXTdi6QtF0yjKgrIbfZNlgGhWakuG7KYZSk1cDVN2kVncoZYBrj1hGp7iOiq7klGVIp2tRlgqq4lOxJS8jlFonr6FMEuy+e80OU3TKukYzHZIwIozXOFaPbLeGusAeQlZDXtWE5ZB6a1JUHrNgy9F4h6nNeOf4FMevMN3r7whNhVL7ZtN3hWEorDYm59sR66rHfy4tvnzwM8pfuyReF9N4Fy1z2csS/pc9j/cuN9esJyD9Bv4UiQo5h+LU4drhS1UQxzHdbpfVavXKJPH2kJqc9z/2hPItfPTWbtiPPfC6rjfl9G2r67oRFVutVt+5vmmaGIbBLggY+D7/a53BbsV/KAtCvSYdf8jvNiv+YfAL+ub7HDnP+OflUybRpxiYDMcb/se9v6OvnfKfn/2CTy5+zsWyj2NeTwrX36zZ/HYhD9iWRhheOwTTNsnzCMNwSfMY0zGh0FE1hzxdoNUVimqiKpCWoNYVZVU1jd2SawXWMgDL9iiq62ZyVXO9o6G+nk8Iix2OCWpHwRjWJMMExTKpVwrFeYkWa9SAq3nURYlhamT59SIZRSlI8hpD8wizDFW/prEq1BRpgKlrlLpCWdbk6fU+6qGz5td3Z+w5f83xYM5q1+Nic4escsnTOR3vWsZhs5hxthwz244ZdCt+ff8xtqGwDhRW4Y6o2Gc2NVEcA6Uq8fwlvqNwaVrMdwmWPqY0U7RaJy9WqDq4dn3NAqugyDUULCb9c7oO7HUW/Mmj59zr/jWHewbrVYyjqg20VlNRkVOUBp+fDvi3n+7zfFKT79vsRhPC40fEzjG64jDA4jCY8he6xj/LInZFzkZVG1VTsSAIGukKUTm1bZuXL19ycnLCZrPBdd0f7I8FQfBaVlK+bovjmKqq3ryg8KZ90T/WLMsiSZLmz5qmNQqqYgIjvWryUyzPc3zfZz6ff2fQxzCM5vOP45het0scbPmrqqBIfJSDEf8uLFjax3ypjnmmnvBM/zWe/y852DxlvPqcR9GCD+4/4WC44aPlnP/wxX3O1/e5Cnoo11pplDmUZo2uQl6WGLpGnoPrQhxmGLpLrZTUSYxq9amKHN+tSPIY30wZd2o6TkKUqESdnJolnhUw9N3ryiRKcPQte4MdeXTFaOCiKzPcI4eyqxPmc+rJPbL9EYGp4FprfD+lvFpTRRnbmU6565BclhgbnWIJxAp5VaNVJsutgemY5FWfqozJihBNUb8pccDUdCzbJtwtsM0RY/+M/+tHH9P3n+AZO8hK8vpTKtWiTDMKJULRauyq4GxzzH/6bMzh2OKvfn5BpxuxXWQUVcp255HlPqbZY5skKLXB3lBnGxfMVjmqPSCNNlSVyjp0UZSKTn/Ml6eHXK5MrL0a3/yK/+kXTxl3Z9iug5k9ZzRIcHWVyItQ8DBVgyxNCXOD3057PFFHXBhjvv7liMNBxr92XmCUa77KXf7O3meYhvy5nvCgiHjUHaAWBWVZUtd1M08jwSHPczRNQ1EUbNsmSRJM02yqg6dPnzIcDhu5CzGBnOC6UvhjH1J7lYVhCPDmBYW39mrzPI/5fN6UznJDAU0pnmUZg8HgO8FCTGYe+v0+cRx/53BJX0LYTd1ul91uRxzH3JtM6GLg+RNeKgovdIPP9S7B8AHPo3f5B+1D9OoXPDCf409n/Ex/wWT/Cf/38VM222MeXwx4Pp0QV3f47GUfrbpetlOV15i58s1Us6oZlNV1zyHLoaNDlufkhYqq2RT9iIM/XfDIWbJcxPzqnTUdLaeM1jw81sgUi81qh991cbyMOr1g6Ok4eo4+uNbsCYnIGGCOJ4RFdt2807pU6pJyNKCa2DwPVLYfdjmrH3G1HnO5c0i3CtnLEq9UqBWodwpmPiCbzSnCEtNUSZMcx+6h6QZqlbDJa6LSJat1Bn2T5UzhcK9AJ6BgiYLCdplidVTyQuH90RJXf45j6tw/6JDEGdoooKSkYy5weg46kGGR7wo830QHticRmq6johOHMXmqoiga3qDDr459lrsaU62xLZMH+xtUIgpsKi/FxCQtckpFZ7ZxuQz2+DrPWd7v8tnBPcLxO4TukNrp4Gsl292nnOxe8l6448Rc4G9y/vXxz3k8m2KaJnmeN8lFFEWUZYnruo1m0Xw+bxx8XddsNpumzxXHMcfHx41Utlie599pJL9JVFS4bjJrmvZaNsu9DQo/Qet2u5ydnTWMC13Xm4lmz/NYr9c3MNpXWfsmehXVVVEUqqrC8zwWiwWDwYAnT54ANEFo3zQY5hm/0nV+XuVomsUTI+ELw2HlDlgYNqfqI/5z9ZfcGwT8vHzKr4uveffOl6zmBufhL3GUIzblXWbbLuvt9VIX27juI9jGNa6vqRa5cq0pRJ2S52BZDkls8tVpzbk7QtVXOPcP2ds7x08rhgcVoyrCKUKsMmRESrqZceiAgUlBgYpKhwyTBDfYQFGxKQPcjU1OihbN0A2D99iR4JJ3vuRZd8xZbnOmjfn3v35A7U2um+eRRb6LqHc61kVN+dcVxeMCe2Sj1FCoFlG0JMoHrHcOTp3Qs0MqNAxUYlJsPMpS5cv5Pi/iA7qey2W4QE9MLr/SiSuTlJiRHXJQn2FXFXFhYJol+ClpHaMoHUwddK6H22xPRVciVNdAp2Z/vOF4rH7DtAJLM8jKApMEFI0oqvjtYszXmJx6HVaH91maDvHkPrE+ZHB0hyyxUVEIVZW1OcbPnjIpC+7mBrWj3zhbcRyjfgMdSYJiGAZZlmHb9ndYRVI9nJ2dMR6Pmx5a27Iso9vtfu+5/mMXwoPrAOu67mt5r2/ho5+gSbkdRdENBob8m6qqqKr6vVXCbbNtmzAMb2QdlmWx3W6pv+HSS2UhN7zv+6Rpej15utsxqSseOPAoqfjTOuGLXYBpF/yd12Wzd8g2mPNx/z6Pk/fx/SveHT7mveglvcHXGPmYL69O+N3XXeKiy8v5CLVQSSsdXUupa5u6itEMsNWUCMgLk2oL4dMhsQ5hrmE8NfjU7eFbP+NvPHD6BT45mh3TGccY5QXDXOVePyIoayrXxa4uGXS75GVOl5p6d8lDkmuxPL1LX8mx8i0GO4zEolNtOa5SLs0PUNQtn0xU5p2HmDqspynGlYZx5VFkS4q6uF47WgKZjl6qrII+zzdDdpVPtxOw3JQonsLfB3/KE/MRi53Gk5VLQAdto7G9nNOrXGqlwPYdNNfA1KfsLS/opgU2Gz54VJNEc0w15VePNHRdxTAzkiLCNzokbnldZTjX09UmBjk5Girz0OEy0VmVY3ZOl4+3GtHJIc/9CSuzh7n/M/JSI8OhKqGreowpuUfJ3arif/VHXIXPce1uo0sUhmHj6JfLJaPRiKIoGkcmPYTbFgQBtm3j+z7r9Rrf90m+GWwTq+u6SYZeZVEUsb+//6PO/T9le52Cf28rhZ+odbtdNpvN9+6gdRznOxnWbZNqQJrObSZHp9MhCAI2mw2O47Ddbm+sBrUsi91uh2EYlGV5Yy7CAAY1GIXD/6ZVxElAqFU8S3Tm3oeE1QP+wXmH0+GC7TBjP4/xDlb8+s5jBkHC9NJjGo15funyePoeYbKmayX03ITTlYqmZ5hmCngYRYJjKKS7lGwFRW2wwyLpdSnKCMPxKclRnZCsvEvHqvEGBoVRUhQKup7Q2bepMrDUgpIFD45ytm6GP/aZKEv06Ira99ioHmVlcqmBH/hMFyG7MwPFKagjqJ+U1AtQlxrq1oIqhPK66tnvBdjqgvHwineP51jalqAY8vG6y5PF+3xePuDrJykHakg3f8aepaMpBmVxyvv7JcOuwbbW6PsKaRwR5zlu1+eTc5PfTXsEUw0Flb9/4XFnL8ZVZ3heQq6OuZrrFPkW3yyxHB3fs/EmNRdpSIbFcv+Qp733CXpHnAUV1sEDcnSSTEMze2TxDgoYmTq/VA3uVxG/1hX2qxI7r5l+kywMh0Om02kzYyAJRfFNX0GSGTlTYnme43keVVU1fQX599vS2BI4ZF5HYCVJINs9iz9me126R/ATCApvt6+92tolt1BM239uZ/XfZ6ZpNjhvp9Nht9s1ZbmmaY065XA4ZLVaYVnWjeqj0+lweXnJaDTi4uLixrUl4DiOg5FEHHc6HO12GEZI2e3y1QZW3n1SPWaheUzHW8L1KaPdAu4E2IbCny8vuHfxFHVe4tc1s+0D9ExnZE+xfYORXzDphwTpAR+/0MkLE7UIeb66h2NZRNsVdexg6TrLWUWeg97pEp7pWJpJXCxx7TtM/3aF3xtQVhBFJpcnI8J8SXdviK7X5JsL3E6fbZZQawOyzQLTHrM5u8KyLboOxDuo54BaU+gFBl00bcEuXPLh3Tl//uBrjnpn9LspqWnw75L/C7+Zj3h+VuKXC+6Yn/FR55w73TVH/vR6f7VlEwVT9gYee8MuEQE5KsU6xjjWyAuD949VeoeHrC8DluuEXB2hljoqASutw28WKs9rm1XQwdm3eVht+BfOGsP1mNk9MnPC4aCi28n5P/p3SAwbVfGpazDMCtKUYV3SC7f8K2fM/6ZCsVtz9+5d1us1u92OJEk4Ojq6AQWJkxbdIukvCDx0G2KybRvbtsmyjNVqxXg8xrZtdrvdjXNVlmUTCHa7XbNP4E3zERIUXgea8tqDwlt7tamqSlVVTeOuPawm+K2u641zlgpAbh7bthspAcm62gFYVVUsy7ohLdDv9/nqq6+aTVjXUhA1lmV9Z1hOVdWGFdXpdBps2VIUOoCjVChxgG7bGJMRZ/mIvytNYn2PfAxXtsH6wSXnVx/TUzY4yzV3lo9x5yqdas0jfcbxKMHu24Trj3l3PKKuCqKs5nT1jFHfZrFMGXRNcsXn+WnF6cIkU36GwoKO6/H4hc5hv2CtJiR5B1utCMMce51SbGLUICdKDZK0T2G6RJmOoSskOwV3CMUUdL2iGFwv66lSBRydqsywjJx3J1P2hy/52f6cdN/nN9Y7EHvsViW9sUm3DHlUfMEj+5R/+bMtFDG9AWS7AFVV0DsJiV5gOimGnuHkClWusMp1lsWAtRHjOTXbTc2Ciothh/VeF9Pdsa3us9EOuWBEVtj4eY6OjunEvBv9GzJyqs5fcmq/w7LXYZ8Icz3D63yEUcaMbJthWaPOZ/zMtVGePeb/8d4DVBWec+3029Vht9sliqIbDeHdboeiKE3PSlXVZlNa22ToLE1TPM9jt9s1u0N+X1/sTYWY3+hK4a292rrdLsvlks1mw3A4vCF94fs+l5eX11l6q6kH3w4LWZZFWZbked5UGnJDAk3zWlhIruviOE7DChE7Pj7m9PQUwzAauEqgKMdxmmAglcxoNGI6naJpGlEUcdjrMdLhUIcxOdg6SW/AmaIzVXwWW4W03vHpJEc7dFntKtJdyqfKC44HV9y1A+g8xxit8bWc94qQe5cvUXST8Xs1RVng2zaXJznbrUau/AOalmI7fWazHcOhx2INWdGnqA2iaM54MCDYrdCcCdOly3QzxDYLXGuFY+r85omF5R5wt/MCx7Lx+gdURUG0PmM4cIiSHGO/5Kulx6zbo7BMyiuFfs9i9nXKrydX/IX2Offv1Uz1KV03wu+pqKXD1SxkW3fYALttj6pcotgWXppT1mN+M9VYui6rYYfK8BgnG/6q3OGYBpp3wtK5x2n/DhtlQKr1qEwfLcv4+e5T3Cri1H7E/1P36JWXLHqPyLOaK3XEsvsO9XzBr+qIw6rkXh5y11DZBXMO9D6fZPH15HrLZrMZv/rVr3jy5Al5njdnTfpN2+0Wz/OarWlCUBBn3l6eI5DPYrHg7t27JEnCZrO5MZn8plUDP2Sva5oZfgJB4S189GoTyexXWafT4dmzZ8C1g87zvAkK0uRTFAXDMJrm33q9bpQq25WFwEhSlei6fiNDlADQ7/eZz+d0u11c122qEHnOo6Mjvvrqqwammk6nTUP85hvT2VdU9qnIM4VHucs8N5mbBucVKK7NeZXz1D3mRR8+8Uti4ylFkbKnunTrZ1jeUw6NHYWhU8ymDHWfwclzlCTGcmYUhYWpVNjWFV7fg27Jzh5h2GvsUCHbXpJaFb1RRK9Xcq/oMl1CFIJi1RjvdImPMjr6OU6/xKl3hGuXbjpDrTwW+h7zrGBZuTi1T7XY8MvuFHugYHVSLEoyJ+Y/KxNeThS0nYLyfMv40GdTgt2d8MTs8rH5ETvVxx9bFEqE7w555pSUvR52d8guT9gvc6z6il6+ZV71OO1/yCrTKXUHrVbQs4qe40Ng4/R6zLITos4+dvKQR4MjuDjFKXUGYc2B6XK8nXHkeejodJ0un6gKq9UK13VvNH1fvHjB/v7+d+5Pkby2bZvFYtFUiUJp9n2/STzCMGyuK9eRsyoU6/YZ3263P2rr2ptgu93ubaXw1r7ffiho3hbQE/xWMrM0Tel0OsxmM4CG+SENO3Hu4rxftbtBJL1N02yaf5qmkWVZA2HJ79Z1jeM4mKbJer2+0aOQJmTb9KpiX1V4x3F49uwZhuNwGiUsUwt98A6l1eW3WodVmrHtDpnnHxA5p5jjLr4ZMdXXWGqOTUpRrdHqLV3bQy91YnvKvm8RpiFG95Dd7oruELbznKib43UOsScpde2x2BTEpYqva1xRU+710JWEXifEVjzSXZd1ZTEsB2RFTL2Oedd6ztg0eVkOeL73PppqsT3Rqb05V84veW77rEoFvTYgCemrCXWvwHR91taAc2VEUJp0Oz2qKmVnOzgnGUVaMrAHaMkKVdM4M45J8jNK3efnxoDtboVdbslXS0zN4M8++pCLr1TeO3wHN8vYnF/w4f4+5tkMMoU/O3I4O33OnTt3OFum1N/MDViWhWmaTKdTbNsmjuPGWRuG0VBK5fut6xrP85jNZrz33ntNLyGO4+Z7biczbSbRcrkkjmPG4/H3Ov/vG1Qry7Jh27Xhqz9me10SF/A2KPwkrY2l9nq97zjStt3OoIqiaG7oPM9vsDWqqroxbep5HnEck6YplmU1Tej2NDXQNKA9z2O73eL7fkNN9DyvaTJ6nsdyuUTX9Waeos2QEkaTwAdwzaJK05Tdbkdd15RpyoSKUbzjI6XASGI+inI+OT3nF8cnfHW548u1xbA/QR8c8HR9TlQrZOmGulbJ1JyFZlNbPkE5Jzr0CTYJzt6AxdUK3VCpvJQ0zjnoWmS5Rml2CLMQap3E1tmsAxRTo8x2pLqLYTgUtkIUllSWS10ElPaG/ckatd7SG9znmXIH3fJIsy3rNMXzfeKqYhOmWKaN0atY5xVGGuCaOjome9GO/SrHLZbYhsk9y0UrMorlnD2tJF1MOZqMWJ9O6VsmnXjJfd8jKndMz69I0xTXdXl3ccUzxeReUvDQVvg0DnnX0LhcbK6D/DcS1dIXkkpPzpWw05IkaaQpxuMxu92O7XbbVKG73a5JMKR3UNd1Azd2u11M07zRaI6iqDnDYRjy8OFDoigijuMfzITTNG1orWmaXkuy7HZvzLKdN7qn8KaVhb/PpMGsaVqTvd8ePBPzPI/pdHrj8BRF0Qy8CSQk2Zc0hQeDAVdXV+i63pTy3W63ycKEaijPL0Fgu92iKEqzV1cGidpzEGVZNv0F3/cJguBGkBP4YD6fMxwOm0E8oGGjmKbZvOc0DDlQIVcq7m9WHKoV/sVL/oefPcTTFH4TbbF8n49fnGF0OuSqSlU7+HseH8/OOB7cI9FrqlDnZZRid3w2cUKq1HQrg1RXyewu27pHlCT4eo8NBiYmmj6EvAbNwapqNCXF1312tUWl2iy8Y4pqi7d3l+6uxNJ0FKVLkm/oofPAc7k8/4o9M6Tf8TGKgmC5ZFSXvDOZ8OlXn3B/f590s+Hu0THdOsHVNZ5u5/TVAjQYKzVPwi1drUtOTR6G7IKAR48e8dd//dc4jsN6vWZvb4/lckm/3+f4+LhR2l2tVsznc46OjpjP53Q6ncbhtMXoiqJguVw2tNJX0T632+11tXF2xnQ6xfd94jjGsqwbMKH0q0T6oq6vZbkdx2mSAZFgEZNZGbEoipp+g1Skb1Ljebfb3ZAO/+9prz0ovLWbJvoxmqbh+/4PahsJnNM2uRHb1nbIonkkzCHP89hsNpimSZIk6LqO4zhcXFxwfHzcXENV1WaP9Pn5efMcRVHQ6/V48eIFnU4Hy7KYz+dYltX0MBaLBePx+MbrESqjQErdbreR9mh/DlL5KIrSOCBd18nTFE+FQ8cm3G5413NYLWbs7++Tzi/4cDKgu5nxYbhHp9MhKzIeB3NORh6/vfya4eER86slpufQG/U5LSq+fPqcD/c/4q+nL+iORthFTZRljA/2Wc8vsSuFvl4zXa+JVnOOxkOKUuEdw2GTXnGyb7GaB9R5SPrinIHfwSh3FMuYXtnj5OSEf/vxS4bDIe5qTn+94l/9q7/ir//6r8nXS1RjD8tzm+a/MLxUVW0qquVyyWQyaaC/IAi4c+dO0+w3TZNer3etZ9XrcXZ2xmKx4PDwsOnxSNCu65ogCNjf3+fly5fEcYxhGN+Rpc6yrEk8ZHhys9lwfHxMEASkadpQR9sSFWEYNu9FpFS+L8ERSOlV51bO9JukgxSGIffu3Xstz/02KPzETCoF+Bajl8nPdm/BsqxXDq/dXnIujWUxudGGwyGPHz9mMpk0zJE4jhkOh42Tbpvgz5L5S2YorKQ21iuUWaHF7na7V+rfC8b84sWLBtpK05QkSZphJ2lWDodDkiRpgoU4HmE59fv9BpaQ1yTX63Q6pFHE0HXw6ppuVfLAtTFXC5RNyp8bOmu1oreZ82e7AHuz4NA1GxpvL1zx+OIlDx48IN9MieKIs8UV93ybTqfDOFgRVCl3DYO5ofF4eR0UqyjAcl3CuiYMw+Y7VFW1gexEMlqcdZ7nuK5LGIZUVYXruk1wlYxZiAOO41CWJcvlkoODA/r9fuPAj46O+Prrr5tgXpZlwwIqy7LB9IUaKr0g0dyRM9QONmKSPIjDN02zmZ2RACGBR+DLKIrY29tju90ymUxemcx8n6SDJDG3JTP+mE0IIq/D/vhFRP6JWTsoiMkN2Z4VaG+hapswiORmly1ttm2TpmkTFNowFdA0CoW5JLMKYjIBLZBTFEXXS3tcl9Vq1bxG0VOSgKUoCr1e74Z8dztgiSOI45hHjx4RRRFpmjaOSgbuZDeE9B5uwwgStATeEsxacPMoihiNRkRR1GTd8nnJIKBkuaK9IwwueZxkvmLy3kTlc7PZNFTM4XCIruvNVPjh4SFffPFFc31ZOCNOO89zxuMxFxcXzQJ7CRKmabLZbBiPx8Rx3DRzZeodrgOx53n0ej1msxme5+G6blMBXl1doWka3W63qRDEicvfz2azG45IMHxN027g+VVVNfBiGIZNlQA0RITlcsn+/j66rrNer28896sEGn/IpOeRpukb02h+nZTU1x4U3hSM8Mfaq4IC0LA8xCzL+o7jhm8zsyRJ6HQ6TbP5VWs+Pc9rSvPNZtNkxm2nLyZBpdPpNEFGMlcJLtJwFghKhpuqqqLX6zVQmDQz2+9FhuwEErv9WuWnQEgSxG4L/2ma1jS5y7JsPkuBoeTxgnvLYyWLFlzddV08zyNN02YLWJqmN/o8siNAbD6fU5Ylk8mENE3p9/sNBBbHMWEYMhgMmsCtaRrr9Zput0ue541DTZKEoigaSC2OY1zXbVQz5/M5/X6fMAwbMbrdbnddnXwjOwE0U8iqqt4IysIgkuFEISbcPk/iwNvfq5wxCQjAjUDSrhBkjkW+4++rBOR6P2RSXb0JazjhDQ8Kb+2mvUrSQuCd9vyA3Ki36ari/IqioN/vN5n19z2X7/tN0JDr27aNoijf28/Qdb2pHNoOob0HQmCKyWTCdHots3z7ecTJ6LreLAxqD0NJQBPufKfTabB2cXxlWeL7PsvlEtM0G4bU/v5+48ikQS4mTr89obtYLBquvVQk4tTkuUQSuu0cRcY8juMmIMn7FGkHaQCL7Iht200AFmhF3pOiKE0wlUauBKxut0uSJLiuy3K5bJ4jDEPCMKQsywaSE3rpZDKhqiqiKGpWWQq54OLigoODg6bJK3Df7U197c8uSZLG4S+Xy6aSaD+mHfTb0/E/tp8gQbBtUtG8KUHhdVJS3waFn5jd1o2RDFucmNhtGEiszRqSG1EyeYFd2o8fDAZNRijPKzf5bRVW6XGI88+y7EavoJ3tSVBqO1VpmkZRRBiGzWIVycTFOclrXC6XuK7bOAgJkLI5TpyhaMRIABGYTSa0xflnWdZM5MpmK7mmZOYykNWewVgsFuzt7TXKsqZpYlkWm82GKIowDINOp9Mwr4SSO5vNqKqKwWDQTIrL44IgQFXVhtJrGAYXFxcMh8MbVYNAbIZhcHV1xWg0Is9zTk9P6ff7Tb/J933Oz8/J87zB9GWosCiKJiAsl0ssy2pYSO3PdDgckmUZi8WiOQvt8wPXu5XFWQnuHcfxDapoeye4kBuABupqw023zzPwHZVUOYu/Txbjj8Xqb3pQb2xQeBO+5D/Ebk+Qyp/bU6BtcxznRrCQ32n/lMxOoKW2s5cbTaAWYbqIGF7but1uQyF1HAdVVVksFq98H2maNlmkBIUoijg8PGwqkNvZu2T2Qj+UVYxAk0lLQ1KwedHTsSyLoiiwbbuB2uQ1SACQwCCfhWyuE8csWa0EUMlKpfJo75+QXoJAY+v1mn6/z2q1YjAYNM8pOLqwr4SeKVCIOMr29yiVoWTivV6PxWJBmqYcHBw0zXhhe3mex9nZWTMjkGVZ85kPh0P29/ebCdnT09Om8pBgI1j9ZDIhDMOmlyMN77qumwAuMwPb7bZx7gJZSZ9LqgRpot9ep/lDUNGroKQ3iYoq9kYHhbf240ww6LZDd123gUd+yESn6FVBAWiYR7JQXVEU+v1+04wUEwkLwdN1XW9w5dsQVRvCSpKkcRySkbd7BuKYBD4Bmga5VDuGYTCdTul2uw2GLs+73W4ZDodNxivPLdCM4Nki+Sw4d7uCag93SaUizU34NigJy0lYQvJYuVaSJERRxGAwoN/vN4FIYK7dbndj+UwURc1raM+W7HY7xuNxA5tIEGlj9rquc3Jy0iiZ9vt9NptN8znIf/LZSMb+4sWLRqV0u91iWVZTAQpdWGjK4qSLovhOJSiUWaBhU7UHJFerFd1u9wcH1YQQIfYm9Q1+yN4Ghbf2gyaO8nZV0J5U/j4T5Up5rDjM248RvFtRlIa9dFuWos0bL4qiaVSKI5FMXiobCRi9Xo+Li4sG6pJKoD2r0J5PkP8XWqsEK2HiyGPE8QdB0Cx6kdcpC+GrqmoWxrcZW6LtPxwOGwxfqjK5fvt9inNuy4NI83m73dLpdHjx4gUHBwc3Br98328yd8uyGsFA4ezLxK/QgVVVJcuypnIaDAbNrgvpXSyXS+7cucNqtWJvb4+yLBkOh3z55Zc4jsPV1RWO49Dv9xtxwnv37vG3f/u3TaV1dnbGvXv3muexLIurqysGg0ET2CQgtyE/YZ9JcG07dDlnAgOK9LWcCfke2nZ7P7NQXN9kk3PxuiaaX3tQeNPKwn+MCbzzff/2QyaURHFU7T0MAu0YhtFg8ZIBx3HcwCFtE2fZHsMXxyHMoLaSpnDtt9vtDWz50aNHLJdLgiCg3+/f4KELy0gaqtJQby9cEXhJmDvi7NqcdpmgLYqCTqfTSDOkacpqtbrhoOT9iOOSCkQqjzzPmzkJy7Ka6koaxxJQ+/1+g39LJi2UTrhm/qiq2vD1syxrpEGEoTQcDpt+ibCxBL+XXo7v+xweHnJ6etqo5QJNxXV7+G8wGDQNYMuymE6nAE3whOusXdhRUikIhCdBWKotx3FuLMGR3xdBRWnU9/v9Bo4yTRPXdb+TlLTP8KsSnDfNRwjzrx0s/3vaaw8Kb+33W7fbbbDdHwoQrzJxDvDtoJmYQBvCNkrTtHkOcbxtWEh2xoqjtW27gRYEl5YmtDhTyfxEXbP9ugSLl2xToAoRPxPqaZsKCjSZdVEUzeJ4eYxMaeff6P201TiFkipyGhKEpHqyLAvHcdhsNo1iqFRO8/m86eu4rttIQcxmswaaazNopKEsLJLlctlUSqIs6vt+0wQWGPDw8LB5jzI3IAF3f3+/aV5PJhP6/X4D4+R5zoMHDzg/P28a4gJZBUFAGIbs7+9zcXHRJAMSgNpUZDkTQAOTtYOnsI+EziwOW+TXpdl+e+BNvoM2fPcqexXr5jZ09cduco++hY/e2vdaW55AhqT+EJO5hdsBRRyAqqoNPi4H0vO8hjPf5ppLxijDZALtBEHQTLa2ry+ibUCzl1cgEsHSxcG32UeCyx8dHXF5eXkDa+52u83zScNT+PSbzeZ6gvkbuKf9nqUnkmUZk8mkEXsT5yawllQd0guR6kEwdmE/SQ+gPYEO3/Zo4NsmabuJXhRFAwV6ntfoDhmG0TCORPfmyZMnTQVyenrK4eFhwxoC2Nvbu9ELkmBYFEVDLZUm+J07d26wwSTrl8+8zQIry5LFYtEkDKvVil6v11R/An9J0iAzLKK6K+9RvlMJwPL+gVeqnr5q3ebrFId7HSaMtu/bU/3f2l57UHjTSsN/rIkDan9er6KYtk2y/TZNtW1CG2w7OelZiPaSZMPt5xQGj2Scnud9R4ZDri+MHXE80miVTLbdiBbH1KawDgYDwjC8oanTnt1oN89lklocT13XTZUlrz2KIg4ODppMdr1eNwykNmvLNE3Oz88pigLf92+wkSRQdrtdHMfh9PS0aYBLw1UqJ6lkxFG3JSKkF6CqakNRFZkOgZ7aTC2BkqTpDjQMpDAMWS6X7O3tkaYpm80Gz/O4urpqJpsdx8GyLL788ku63S6Hh4dcXFw0gUiCvdBVJRDAtzpGbWqzpmnN65WgVFVVM5An8FN78LFtP2Y5vVQJb5KfEObX63rPrz0ovLUfZ20YCL7VFxKs/FWBwbKspkr4ofK7vUkNaDJMgVzazytBRtf1G41jcQCvMoFnBEuXAa8wDBmPx+zv79+AFCRYCTwkTu/2UNPt99xmEMl1DMPAMAzW6zVBEDQUTwli0gOp67qpOOR9SiCSgCV4vVQSokuU5zlRFNHpdG4wwdpT5zJUJjCgzFSIPIf0aYRlFgQBRVFwdHTEZrNpAqmu6/i+3wRKgPfff5/VasVqteL4+Jg4jrl//z7Pnj1rgpTsuJCAKwFcKkVx2vL+RH1VglNd10yn06afIN+rsNZuTzVLBSDzGVKR3Lbf5/jk9b9J9joX7MBPJCi8SVnAP9Yk6wSaoTCBDWRPwW2Ot6zkFEcu2fptk0apZIy39zHLhC9821SW64lzcV2XIAhuwDXtf5eM0nEcttttk/0pitJQRgX+EAcjy39kjehms2l2AQgjpo1by6wC0Ay3Sea7WCxuUErlc5HeCNBAI2EYcufOHdI0bSCOPM8bRdGiKBiNRiRJQp7nHBwcsFgsmga9vBbZaSHV1f7+foPTCwSTZRkfffQRcB2MZ7NZ0/uQwTXpZQhUdXh4yGazaabVhYFk2zar1YrhcNgEEOlryHcsjV4hBci1hQIs35lMT8tjRalW+hDy/QjkJoFDgm27KvgvmTN4kxbriL1OOir8RILCW3u1taGhNsxyWwJZ4JL2Llz4NuMGmn+73TwWWKTtzNvyDhJkJCDdnjaVrFBgBhmsAhpnXtc1m82mWa5zu/poq3K24RUJGHme0+/3m2bybS5/myEl2av0M0QoLgiCGzsq5PMRXH0wGPD06VM6nU7DepIeQBiGBEHA0dFR40QlIxecXFEUNpvNjSAplU5b1kKov9KEF/npe/fuEccxT58+bZhIh4eHvHz5kslk0gQbaUZL9SSViQQkeY7ZbMY777xDFEVNv0Yctq7rDIdDLi4uCMOwmUoXaq7jOHie1wTPtuyGaCXJ9yWftfQPZJhQKkjglXMKr6Ke3oZH5TnetKRRgvdb+OitfcfaTTkp49sDVoLpy+N+SEWyzflv71UQvr1k7XINufElc5SAdLsaEScttEiBNaRxK0wUUR4V9s1qtWqeQ1XVJhCISqpUBPLcItfQnreQnoJktGJSQUkAzbKswcnb27ykhyJKnlVVNVmwOHzpg2iaxng8bmQwVFVlt9sxmUxYLpfNPII0ydufT7u3I5XQcrlsAlCSJDx48ADbtlmv1zc+G6CBmWTqXN6PZPbyU1GulVOvrq7odrukadrQXmVXhcBEg8GgkbOQikWC+eHhIZeXlzeUWttN5fb5lH8T2q0owLarEpmDaScCr2oe3xZKhB9eRfvHaj+m1/Lf0n4SQeFNywR+rN0eNGuL4gmdUTI1wcXb0A7c3K8gInpJkjR6OwI7CFQjlFJh8MjviMNqw1ht7SAZWhLV0TYEJNi9OBr5XakQXvX9C5NJHI3ASGEYNtmoNLiFay/0WAlCogkktNs2pi7wkcBwsixImuur1apZHSqOL4oioihif3+/gcAk+MjfiYQF8J0ALUNrSZLc0AoSVo/MCIj0tVRG4iDKsmRvb4/T01M6nU4TRKUac12X8/PzhtYqeLxk/YvFohEKnE6nHB8fN1Ld+/v7zQS7PHev1+Py8rKpbET5VaxdfQJNpSJ0Vakw5LO/PUl/29pnQky+3zfJXjfb6icRFN7aq63tgOGmCqnAK5I9t/sA7eZcu/wWCCAIgob+KFWDOEmheUpVIY5Usl3RE5KmbnsuQSZdpWEqjVZx2PJ4cWDtxrTQXyWAiIMXWEyapTLYI4t4gGZgTH63DR3JDoj2lLR8fqIs6vt+g4HfHvZrVxzCMjJNk9VqdePGlcpGJMOBGxTN9pSvzGgIK0rmFh48eNAM2D179oxut4vv+6zXa+I4ZjQa3RCq2+12zUpT6ftIgBcVWwksBwcHjUSJVIgirmdZFuv1uhH5g2sI0fd95vN50y+QpKF9pgS2kgSlDQkJfVkSkN8XFOS8tk3mR94ke1spvLXvtbbkA3y7A+C2CRtFrB0UBO5pQ1FtXn7b4QskI/i1KLPKv0sAkCAkjBK5blse4/Lysgk2EmSEgiowgThJeZ0yhSySFkVRNE5UKKDSMxBn0c5ApTErVY68H3n9wkZaLpcNDCPVhiijhmFIURTcvXu32XcgsJ3ASe3GvLx2RVGYTCbMZrOGKSSf4Xw+vxGA2wuPxHEKc0mG6WQ2QN6XBFIJ3iJWNx6PG6ctmlQyYNbr9ZqK4OnTp80UuSwZ2m63PHjwgMePH6OqKsPhkMvLy4aBJJvc2oEeaAYKRbpbAlQURd/Z2CdVUVsY8Q9hFL2J8NHrlLiAn0hQeAsf/TiTjFJMtHxepSopfyeNYMns20FGHKp8/tJbkGpEMn1pMMr15D+pJuBb+QuRSri8vLzxusQBioKp7/s3BOfaj1NVldFoxHa7ZbPZNKyidsYvr0vonMLwkWuI45E9BCK3kWXZDdqoLJCP45g4jhkMBo1SrAjqCetHnksyYtlFIVWKUHilZ9Km4XY6nWZWQT5nYQnJIh8ZThS2z263awKeBB5Z/iP00LOzsybrlwAvAU/ey3K5BK4F6u7du9dUORcXF80iIAlOruvy8uVLVFVlMBg0on1BEDS9DQlo7dkN+U7asFh74LB9j0vl94fYmxQc3sJHb+1HW5tNBN9uQ4Nvp5Zvm0ySijNt//7tnkV7rkFMMvvbTW6ggZYkCxbHLMtu1ut1EwSEWiiwkDgFWdUp0JRkwa9aQQrckNKQoCPZqjgbcabyHELbjeO46RO0N4rJ87elp9u7GUS/SHoKEiSFBSZUUHk/sjRGmtftZqu8LpkDEEgsDMOmEpJALrCOfCeiIyTBoyzLZkocaDSmpNoIw5CjoyOePXvGZDIhCAJ6vR4ffPABL168aF7zz372M168eNH0KWazGaqqMp/PuX//PovFgjAMm8lqEbGTQChLgtrNcQmer+oHvErq4vdRT+Ucvwn2lpL61v6rmDjD2zeW9BHEWdwegGv/2XGcJtuX35XtbZIRtwOR7/tNE1K47oLhj0ajRrphs9k01M22thF8C4mJxHU7gElzE76teKSSae9ZlmE0uA6cgo/LCsu27pJAGW3xvr29vUb9U4LNq/ZOJ0nCarVqJCgkOLaH1uQzFPaSfD6SwQtlFL6l94Zh2AQ0GeyT3sTBwQGnp6dNpSKVjbxWaVC3Ka8yXyGZv7CrxB48eNAEYBG8a+tgyeuezWacnJw0Z0SG6ARSgm8FFmUwUGRD2hDWbbvdK4PvH9iSJKY90f7Hbu0FVK/DfhJB4S189I+3dpO5zQ0XE2cs2Vw7CNyuPITWKDMLov8/GAxYr9cNzbCN4bdvWnGy8ho8z2M+nzfTtLquN0006SUATb+hra0kGXGv12v2BYgjEod/dnYGXAeFKIqa7FummAVWEdlu13UbZytQkTi19ryBzEYIXNUWspNd1oKR3958J0wokZ+W4TlhJrUXBGmaxmq14uDgoOm7+L6P67rNgiNN0xgOhyRJ0gQeoblK/0Y2vUnPIk1TgiBoegTD4bD5TuQa8ndPnz4FYDKZNJCXNMdFblzmTYT+25bHljmH9rY4gZEE8mpbHMffkc8Wu6171FZhbW9w+2M3uc9el/0kgsJb+/F2W+tIdhpLBt0OCnKTtSeMv08nqd0IFJVNyeLbU8TSl5AMXK53u38ANDRHoHEk0+m0mQUQ22w2TQO23dDO85zRaNRs+hKmlYiFCd5/+321NZ1EstnzvGYb2tXVVbNprI25y+9KRtr+KYNck8mEp0+fomlaMzEt7Ct5rGTx2+2W8Xjc9DjktQgcJcwqYRwJhNWWuRbIx/M8njx50nyv0nuZTCY8f/682dUgzyGCgWEYMhqNGoaSvA/TNNnf3ycMw6aZ7nkem82mCYxCXpDFSLJ+VBhHUp0KuwhoAoqQG27bbTpu2243oEV++/a5+mO3t+yjt/YHmchEtE0cze2lJ0IHvC07cXuDG9xU9mzDO2KS7QpLKY7jGxo37d5E20kLzVGCQrsZKY8TpVOBuNo0UKkCBKKQoCGYtlQcom8k/YU0TYnjmL29veY9S1NeGnlSocjnIxWAVF8i5ia9l263i2VZjWS1ZNUy6yAaQrI7QphP0uCWqWJxooLTh2HIw4cPmc1mTf9DKiXHcZjNZrz33nsNNXWxWGCaJt1ut4FdRBpbFvHcuXOHjz/+uBlekyFFoBGsK4qC8XjM559/TlmWPHr0iMViwXA4ZDqdsr+/f+Mzlelm+HZA0LIsZrMZ/X6/SRLkvd1mIv0+u91XaBMm3iR7Cx/x5mQA/zWsDdmICdzxKo53+yYTzFmy3La1YZD21jT4dhWoZJ9CixRJBIFt2q9HpoxHo1EDYQCNgxY6q1BAhekjS2jgGoq5uLhoMnShjBqG0bCTREJCePDi9LMs4+DgoOkniBNr02bltQrHXmYfbgvESR9E4K3JZNJIXrfhDV3Xubi4aMTvTNNkOp02/QqgoXJmWdZk8LZtNzCQsLhs226G3aQykL0MMkgnCrAiUy2y5JvNhqqqmopDKLyDwQC4rszG4zFJkjTMrMvLS/I8p9fr8ezZM1zXxfd9ZrNZA2kJhCRnK47jZrOaBPj2EOE/Bu556wvewkdv7b+CySDU7cxKNoC1TRqFt/WPxKQR265GhGIpXP621DJ8i3EDzYSrCMjJBGxbt0leh/QPbstuyE+hZYozHwwGLJfLho6a5znj8ZiLi4vG6e52u2Z+YTgcMp/Pm30I9+7d4+XLl43Us1Q9kgEL5VQqgPa6URHrkwAhFYAEjclkwnQ6bRyu6P/IgFy322W73VJVFZvNpnn98rMthyHsLE3Tmma9fEayS2K9XqMoCuPxuPmMpG8kTK7Dw8NGNFBoyfJnyfhFXkQkwN95551mJ0WbVisb7gSSk96AvJf2eWjv0Gjb97GRvm9u4XZS8yaYqOW+8ZXCW/vD7HZFIA759t4EcXpSAbyK9dEeaoPrBqRIYcjztB2+wBB5njfVxG3Npba0hmVZ+L7fyCXcdgrthSzyHLJ3QNg2klkLZNSW5JAKRRg/MlxW19frNGV1pVAnZYeBwD5ybQl2dX0tEd3v97/zWtvMKMngpe9SFAWXl5fcvXu34fML+0mqA9d1Wa1WNzL6o6Ojhs4ZRRH9fp/NZkOv12v6HYLhtxfiiNDd4eFhQ32VCWU5A+v1ulkmJPCPTEgLxKPretOAF/kLgYWkWS4ViYi0BUFwA7bq9Xo3Gu/b7faGHIbY980nfJ8AnLCh2vYmzCu8paS+tT/IhHLYbqzKjfKqYTBhBMG3fYM25t9evwjfMpBkKlewbaGTSkbYzvDbTer2QJxk20KNlEZ4OzAJlbH93PJcQmuU1ygQSFs6Y7vdMhwO2Ww2jYS0NFgFUoFv+wUSXDzPY7vd3oDD4Nv9AhJMZEhP3m9bHlsyb8dxOD8/p9PpNJWZ9EOElSU6SWLz+bzB9WUgTJ6zrutmeE4W5sg8hLw/YVEJ5CY6Q+PxuOnNdDqdhkkmZts28/mc4+Pj5qzI9y0Vk1SL8plPJhN2ux29Xq9hk0mwku9BzonAd7fJBD/Gfh/8eTuB+WO1V60k/e9pP4mg8BZH/PEmGLDAO0JvFBbSqyoBcdLyObdvrttBQay93UwW2AsrpT0TIHo/7dkGqVDyPG9kFWR4qr2bodvtMp/PmxkAyQqFq5+mKUVZoJoqYRJS1iUlJX7PZ7qYEsYhmqERJRF+xyfLr4fOVpsVpmui6irokJYpQRTgei6VUlFRoRoqZVVe/1d/O6i23W7RTZ2sygiTkFqtMaxrbFxomiJKKA3k9XrN3t4etm03OyXg24AsOlXyd23oR6TG8zxv+kLS6JbvNAgCxuPxjQBpGAZHR0d8/vnnDQQlQU4gsel0ysnJCdvtlvv373N6etowyXa7HScnJ1xeXhLHMWmaNo1hTdPodrvNbofZbMbx8XHTKBeo7erqCs/zbmxje5X9EOvt+0zYTe1rvglBQWZ2XudE85sF2P0RmNBFJauSJfRCpRT8XEwyRZkvuJ3Zv+pGbmPbMvjUnkGQQTbf9185RQ00UtmS1UvwaJfGooL66GePeH72nFxPqI2K02zDQp2z0zdMaxPVqKnLkpQtV9UMV+vjKT0+zh7zyz2YpnPCbsLVxSWZV6HraxIv598H/xnX9fj77Cvu9w65vFpw4VySayVFN+UqmGFZJnpm0LEdtuWGad3nVD9FrxVWxYxz+5R5ZVLYGek25uRkQuLtsVtsKSi4KmegaPSMPjUFtVGxWYbs5RNUFAoq8iqnjEv6vX6zK0HEAyVIDIfD64D2zXR1ezGQfMdAIyEigdh1XWazWSPrLZCRZPZVVTV9h/F4zNnZGd1ul/Pzcw4ODri8vKSqKvb29pjP500iIBRU6SXI6xHGkwgnSlXRVkqV89euYNvKuXLGbsOd7bMow5Btk8/uj9naIomvy94GhX9i1pbEbguhib0KcxU6pYjUtYNC+7ptwTzh5g+Hw0aMTvb5+r7P1dVVw2Zp9xBe9VqBRtt/vVlj+zZRHnERnnOpndN1bX4X/xbd0UhRWMYx2tDjarGia+8RxBsc3SZjzTZaoWcFcbShqkKilwui1Zp1mbE2LVK9INzu6FY5F89fUvRcnpk1mqcSf/UUooJN6aH5cOGCqmSURcJQSSi6JcV2RuHqROmWvXrJxga/TknrJfO0JDByOuqWaTalKmFZzRl0RmzyFZ5vkEQppqcxW1zgeDbzwSUvo0vunzzgKllxXj/DMgxUt890N2XoDxsMX6o+kfFeLBaN9Pd0/tPeKAAAyF5JREFUOuXw8JDVatXIaty5c4ezs7PmMYLzt1eeXlxcNGqtIpYnzlka01IViDT3ixcvcByH0WjE2dkZJycnrFYr9vb2mlmTTqfDeDxuZmQkkbi4uOAv//Ivb5wDXdcbppiY4zjfmVn4ff2C2xP5f4wmQeF1wkc/iaDwFj76x1m7XyCZuAxMtU0CSHvQTBqgYgJLyGCaNE/lu0nTFM3Qmiaz0A7FCYlUc3vytK5raqUmJSFgQ6pGbJwlL7ZfsuePmWUzLrsxQfKSM8XAqBUMFFalh5357HSgUggYoFQag2RI9XJJ5daMf/EuLx5XRJ8kuB2brW+j2g5JsMMPCzzLJw41NjXoRp8i8VBqk8rQSQIV1e+AHlOqsE1izLSDNxowe/6UjtUnSRUw7lIVLzAB//EUf5hzpKl06wRvXfFsdsXBuINa1yynl/Q/fJeL0ynO0YBVPmf2smBHidlRKM0z4mDDrLOiNs+xmLEsr+gXA0IjRE0qZtUVZZWjOirb3ZZ79+7x2WefkaYp+/v7jabT3t4e5+fn3L17t1FnnU6nTb9EpLqFZeR5Hvv7+42MtvSkRMNI/iyNYuk9ySKf09PThmElw4ibzYZ79+41E+FCmxXYq22vgn1M02S9XjdaVz/G3gQ/Ieyw1zm9/ZMICvBq/v1b+36ThqzACtKwFH2aVz3+thxDe0OYXEOciVQhQRiwZs6aFaEdkJUFZVSi+wbrZMZksEcZ1Xhuh6DYUhU1OTk4NfPdBZkf87T6jK0+5HwbYXRVLoKKE3w22xTF6BEFfcw4xA4NksEedVWS5yq2XrBLdCg9SsflYtrhUh/x8PCXbNM+V0aE9bAHrsoijaldjThcE9hbspFH4OyTAaqWslio2N77lKzRDI/8ysJ1O8yWv6NXQprscPURZgnOJmAy2/GutmH5fIlrqaSpgb+r6OQuTKd0vr7kg0GHfOlQ6C7n51veLUP2L2rqp1vq8YB5mPBJvKL6+V2i2CLToChCdqXGNlNR/D5fzi7pDAyu5p8wM894ET1Fs0syc4PNgGJUsVmseWf0DlcvrxrpCellyGyA7FteLBZNE/ro6IgwDLFtu+lP7O3tsdvtmM/njdTF2dkZv/71r3n58iWbzYbhcMjTp09xXZejoyPOz8/p9/vNtLYEF3HowuSyLOvGdPj3nT35O+CVQeRNNgnirzMA/mSCwlv7w0z46hJIJSh83xSoUA5fpY/UZhgJBVTXdaJ6xyfpC57wBaWrEC0ydqlLUNtYmJilxnkYUcZbfP0SW88gzciVmo7lEMwusSufF+WWtH+HqyDHqAdUhsL5ecVgpnOYZyx3S9Rao05z9MLB9oakSU5d+lRhAZVNbtmE6jHLHozVE+IgQtvvE+l7QE5s6+iA0jeILk3U2sfFRMcBLSGME3THB1zyTEfFwKpN6mLJMjllb9ClVhVyDUrdJLS7ZLqCojrUWYlaFWR5iZmHbKZLhoMuWCZPq4DSm7AbmVypNRYaxirBsFLibYx5tM82r9mlMe8tCw6+WjK6KCn9CR2jw+c4BN0h00VAZvTYJC/o9zU2UUTXCMnclDCfwyqm3++R7Qo+8H+Obn+bEPT7fb7++msePXrEb37zm4YdJkOCMi8hu7QNw+Ds7Axd1+l2u81cilSLw+GQxWKBoig8fPiQ09NToii6sQFPZhjkOebzeTMgeNu+T+zurX3Xfgqf1dug8E/UBA6SjELogCIAd3JycuPxQg3N87zZyduWUxA6pOC8ayXgi+g3BPoVuVvS3Y3I4/dYKX2iWqWLQ4lGHFdAxlURYyQXdPMtQ3VBcqrArstG77IyFA61Pby0wtzlnBgqm6++ZlJqaOM+X3ddEndIocUYWh+dDrkdk68gCyN0o2JiHxNVO6gMiqpCw8bSbUoyLLqgRBRxjOO4rCuFMq1RXDBQiMsETTPQGRByio0KFBSVT7y1MHsDSlWFoqKmonC6zLszLu4OyNcz/MrgpXmI5xn0y5LiqEPS76NWFdVUYRCsMM5CemOHpMxIfY1LG174OvpeH4WSbhJibiJOghI9DohUG8od3U6HJI2JdwV27qNrP0fv9AmXG+J0h2rG7FSNL7OMk8OMi+0XOL7Ouf2SSq1RIoNJfpfx/j6z2Yz79+/z6aefNuq0ruvS6XQaKQpZ7zkajZjP5w1MIVi90JqlEq2qiocPH/LZZ581hAOBDOfzOZPJpIGdvm84TRKOH4sEyFl+E5EDIWK8rRTe2n+xCStoPB7z8uXL7wQFOWSCGc/nc0zTbPRqZEFMFEXUisKamAtlRZ1vGYyGpPMU0+hSVR0UNcVmRMwSHY8CG50elT4gn5kcxjplsuPTjkvsDTAWIY+ezNF/d4oXRNwZDTl9vqbQNKaTDnlWoFgjEqNCwcK8duUk6xhNUfH3OqzKKxxNx7IVbN8j3C0xqYEYcHEVhVm1wVEySnWLik6BguGoxPM5Y2efPAxQ1QLzJMCNKspggWGdoWgZStXFutwyXFfcJcV5esl7iU1xuiVTahZqjl1YGH2D/VIlyEsuxz3ORy77ikMZZ3RUCDUVRbMxs4rDZysOCo94nVBpKsnlFbueT9a3ubjj0BmoJG6BYdfUj5+wt4b3QhPDvMOn64JsfwK2Q6z0sVSPq2VOYBh8sjTY2S6rLMYwUsL133A86BOnO35+5xcoz1126w2LxaIR5PM8j6urq2Z2odfr8eLFi6Z3JNTj0WjE1dVV8zvi0GUvRlEUhGHIvXv3mM1mdDodut1uQzU+ODj4Lz7LIgh3W+PrTbDXLXEBP6Gg8Lan8Pvth7jgP5bD3R4ek41b7WsqioJa1xi4OK7HYnfOnm4xN7Z41le4yzGWMoFaIcor9swOEVNMusQs2QxU/iTpY8QbbDUhU1VMpSIwTNKBg+07VOM+T3SFzK6wDAM/CNCiFwxLk62W0Rlq7B5/RafMobLolDmrcMP+/l0Ce0ntnKHnK7Rki71dMvHnXKkVW3dBClT6Gn/YYbm4YvLhQ8rLNXbniO18i+5rqHWGqW9RijUdLWGrgb1b42cK3a+vuP8nE+aay7ZM8WudbphwtFzQM23+4rBDvt0RGQHdZYjRd/Ae2LzUa6KyZnAw5m8Xlwzv3OdrtcYY2qDVeFXNJrBxVAU1LThaKRx/dkpqWlwUGXW6pJvqHG9iRp/v0KZTlLsPCY8O2CYlzr27zK7WuNovWYcZmvcul2GGbsSkMUR7GmuWTNf/iSvrBQcn+3x2+oyP+n+OmuT0ul3Ozs6aRT3r9bqhseq6zmKxYDAYNFpKwoaS4T7pJcjuDGl2B0HQCPHJGWxLg7TvaSEwCMT0fVCnkB3eRHvdCqnwEwoKb+332+2bSG46RVFusInay2leFUikOhB9oVdRWk1LpQwyVE0jqO8QGzMsd4q7OiWqJ0yqLWkYMioKKrbYSopaPGO0e8LuZ4dE6gY1Cxg8K/EKh6ij8/jhPigqX/s2+b0OzrNL7l0G9OsU04wZ5Ar55TPsrsed2ZLlOiCPU0aLCclJjxebEMdV6OQKeRFh6gUbfUGuZxhdFyVISOqSyiuxRxn58gLbPcHwE7bx1+gHOigKiqkRljmlrVJXEVqhUNh7LKIl6skevVGXy6rHxvdRu+AlPaYXJhPV4nfv3mEVzvDiEi2DvTin9/QK9WJLrzYx7JL3L7ZE/gqzXOGMT0jXCbrrsNYhf/eI823O2FHRFOhuUsZXCyZBhGLr2EVOZzHjZHpJP44pVjNIC9ZBjOn1iA9GbBMNw7JAUchyE214wiIK2VQaiq0xszK2KiS9Hf+fq/+Dk+Ee96sHjB/c5fLFGQ/u3aOqqkbi2zAMLi8vG8prmqbcuXOHIAg4ODig1+vx+PFjBoMBZ2dnzV6JyWTC6ekpDx8+bJYJOY5DEATNIJxsoQuC4MZub7iGSg4PD7/3nN4+k2+Cve5VnPA2KPyTsnaTuK5rut9kf51O5wYGK0NibYE5+HaQTSqE9sKX21bYOcHlHH3iE8RdKkAxtlTjgHo6pRhusLMd2E8ZpjmJpmJmS2p7QzyweK4oqNsMJ77ENXzqbcpkp7D2XbTuEHY1kQ+P76jU9h6sd6jLHFOpcPd6PKkyZvoOIhXvfYvIyci0FE23ob8hqyNUo2aVL3CPVUpli7G8pN8Zspk9xnZq+vZztquYnpGgKi/RHZtO36XcJRRZQWmWjMuCVRKjFVsKs8DwHcLyOYfJCjtJiJMIwxpReTXzTsGThw6z4i5U4CYVFBVDRWNql2g13OtN2Pg1+jbiULNxv7xgEJb0FhsuZht4dEI6gFO/w1zRsUYFR0c+xleXHMc5+XrLwutSqCp1lrC32/Lh+QX5LiTtjTh/abH1bNLBiCvDJujtkUURumVTKx1y9ui9s8/Tz7/EcDwe6wNebgKe8Dseej4bb42ujJmGO945Om6+78ViwWKxaPZDR1HUiCdK4BDISRRQBYo8PT1t9jGPx2Nms1kTFNpZv1xXgkL7PMvk96vsTRLGe90SF/ATCgpvAgf5H2vtLKq9clGURn/od9pNO7kpu91us5y+KIqGYijXT+uaiC1pFjF09yiZkidQV2PUQEMvI7TSQNNL4v6UXZlhqCqGa1NuJwzUB6hKj6JXsVE3VH5NZeXU6hYtB8Ilpmqg7isEYQ75jsheUz/ycTSTp/0pK33GarAiLzO6H01IdglGXRIuNlTuHbIqxkajU23wVQsNnbgIuDcasXm6wdut6akK5dWU8Z5Lskupkphx1+J8tsDtmWxWIdpAwZzvyLMpZloxKIe4BdS5RmZc/9SrjP0oQw0SDoaXeIYBORiWSqWorBydjWZgKwaz+32uwgWVk9EZjfnK6WOV0ImWTJMu7yYFv36xASfnRV8nGffQJz22swXpxEG5t0f+MsU4MnivKLFNDWXUo0+KtnjOWDHYFRmq7fLM1IgO7lJnd0iP7hHFOVlZohsuVe1QKj5FOURxKs52IbVeo5kFi9O/YapcURgGdaXxcP8I9eKiOQui0CosJmEVyURzmqbN8p6Li4tGd0mE/WRD2237oeGzNE1vZMjt6kBkPd4Ee8s+emu/10Q1VDKzdtl/W85CAoRsGRORMxk0Ez2jtnz1dru9seS+rmtySiJKaqMgzwKKGsp0j106ISRFMxPysEeUfo6/yrDLr+m8q3H15Yp3+ZCH4YcotkIcxmy0NSg1uqMyy89JzBTN0kiUiIyEYrOhLioKNabyK9JaxbY7WHWER0ZRQ0fzsFBQFZWubrNfnXBAjY1LX1ny0LjHRXBKUKzxFB8/H1LvupQVWCYkgUrhuhRhxnZnkCYGva6LE6T4hU0eViSMSFSdcHBAqhqs3JxY19n5Nl3bY7cxsHLoOh38jkN8eUG/sqnLGLPQ6cQ5nTTl4MtzlnFJqHso65hjt8vWgJd+n4v9ADOBUWWhL0IG9+/wXKuIoorurmSY5qhKxscmzN89Ikx1Qs0hmJ5yUqlUL14ytFW6WUaeJBynId2qInv+FOXOCYd+j2fLC/o//xVP85Ta7KAYOigGmeqwwMbQXGpzy5mTsF1dYGsZqZ6wPTRI0hCjrPF0nU6nw3Q6bRIPTdOa5Uu6rjcyFEJPlZ0QmqY1+zgkULTP6G1r72Jo9xHaQ5C3l+/8Mdtb+Oit/V6TxrAEBVHJbGvACHOovU5TNpXJJrP2wFH79+T6bZ0ZAw1LNXDcAdQJ+TYmYYLO9UxAqMeYHLI2wVV1ksygnwVsqxds3SlP4s/4xfDPCecRB94Rhm5gFRbj+pCCHBOTmIAg3nGen9LbH/D555+yn00YHwypUPk0/oLD4hFJmvFL/hKsnDSIQVc52R2gqya2avP32d+iWcDnFxxchPRYcP9lwmGxxlmuGPYHhHVG+OCYaZFyeabgDX7GItyhOj02isKMA+yRxjwsUbwJtaaTlSm7eIlpu1SOzzYJ0UyYHXhsBzaLfMjkuE82i0iXIdXDAdFmQUDFds9lW0U4kYoVFfxsuubuYsPk4pKO1sPUFXaegpkUqJ0OmwOP1WOD++EOP4gIqFGVmt3kQ347PCTvdBmvQ2azkGh8zJZnjPI1qVpjqzVOGuG+fMZet8vw60/p75ZUz14y3ztGqe4Qnxyj9ftkpUJkdFCHfazYYxmd4+lLvoxS0nxOHb9gMhxQ6h30OCKOomaC+uLionHO+/v7PH78uJl/6Ha7N3ZSp2nKeDzm8ePHvPfee997tkUdVqTO4VvNo/aGPjmrb4K1+yyvy34yQeFN+dL/UJNFM/Ath9y27RubzkQqWkpz2dAl0gOWZTVB5PbnfJv9oSgKZl1zYt3jmbPHJnsOzDG5IMVBwaWkJKlTMDUK9ljZJwy1NUrlcqXMCZMEqhq37uErftO3UFBIdxkP7zy6VuxUekx6R8SrmDyr+aDzAR7Xe4LjqMD3febbOe8od3CGDh+ffYxt2+w5+6xWK1a9OV+q/4C+rOinCQ+vEiarDd2XW/yyj75L0TWVMq8YDmvU1CRUcqx3XS4Kk6JrkVOxTK4Ym33cOmYZrzA1l4NH+yx/s2Bw0CFPcsoSzG8+uhKFWq3ITZWgKNH2PdBV1qVPalnEacI2iLCO9vl6OGTimHSvNhydzRnYIX6nz26VsCorDic+V0nFmafyW71Pf6hSTwP+9KrgxdnfYXzwDs5yxT1VR8vXeKFOtNvQPRrw1VXCYHjAdDelj8GwMBhtluj/8T/xp1QUywXLy2dkdx+wfnCX4uhnfLVZk7kuqmejFwcU2iHLTYJtDFnHz9nGGfqjLZfrGVqpsEeMnobN/mfZZidVgEiiy2Y+GWiTvtVt0TsxYTTdrnjjOKbf77Ner9+Y6qBtr1shFX5CQeGtvdraazKlRyC4LVwHgDRNG4mK9uOkwpBlKG0TzZrbJn/3SD9mYX3A15uMaphxVXxMlk8x9BOICoy6wFVCTNPGixeodYFiFORVSbEf88nm77mnvcsxd5tehlxf5LRlT4BsRMvzvFnYI8N0gmNvt9sbQ1BpmfI0/4Jz9RkjDtD8EU8PPWJjyOd1iv/oDo/DA7wHY+aLDSfHhwTRlDIHo+ORZCsUIEoSdBNqaizTZbGc8+47PcIgxrYVSmpqRUGzoMqgrEADFDSKKEPRVCpDxawriiLFHPpcrc5xdAtVqYm6cPaoy2I2YPisw6HuUCo6vVrHfb7A32V8vUooJg6Xh+/x9YVJr6PxMrnC6lu4a4W66LDxHHJvjBlHDMMF3QWcbCM6wY5NWZD7HtO0AKsPVU2dlzhKyeTrr+kmEeVqTvn4JRNypt0Bi/GYS9Vli4Ki25iDPnFa45olLzYx/X2dRfw5fq5h7BzuDyf0s+tlSY8ePWp2aruu22he6bresJhElG8+n79ydkEYSpvNpjmzYm9ygvi6F+zA26Dwk7ffd7O0Od/yU7I00f53XfdGg891Xdbr9StZR8JDt3WVn1sfoOU1lq7zhfMpoTsntyLyYkuRaViqSlGr2NoKy+iimzm66mMWDmpi0TF6N66d53kj+BV9A00cHh4209mmabJarRonIpRbgb0sy2ocz/B4yOpsQV7n4HVY9oc8fqek7+zxog/OuM8mC7hzNOSy2lDbGqq7T5XVZFVFruoYSk1JianbRNkGW3PQNAiDlNGDIdOzGlBQFY1aAd3V2KwC9kceZVWRxDmqp6BQUGy2uJbONkjo7Tp4iYvhlBTMwFK46AZcvbfPyOnR/fyC1dEQJS850U28ixlW75gqsCh3E8KuReAMMAwd3dNwtJKFb1P1j+D8Bd7+z/h8tqVzEhFtEjqKjrHdEVc12mjERVES3j2kNgdsy8/4UNP4s6xi9+RTPlAqPvA6fP15STg+4LnX46LTJ1X30UwPNFCdO6xXOyq75IvLmCq7IO0vuLd3n6tpyKNvVnvKhj4ZmPR9v9kf7bpuo8i7Wq0a1lv7nN7eEvjW3s4p3LA3OTv4sfZDN45ARe2SXeQrRqNRs/ylLMtmeYlk7+3BN9m7C6Ci0mPAMce4Speyd612uuyt2NUBTsfg6nxO5WmcOHdRNQOrtrlv3SfKE46te03QiuOYOI559913+eKLL/j1r39NHMeNw5eVnbKxK8syXNdt/l0W3Giadr0C0uphLF2OzfvUWUjlrygyk8CtybtQFiGD3ogwiBk4I9abKyZHh9QmbFYbVFQUQ8PMDYoK1tuEkz89ZPEPXwEqtao0K6hKtUBVwLE67JIt+9UBSRHTGw1JVyFlVOAPemzCgngRMsl9/HVFeVhRpzGRmrJ01mw+svjM8LEMD73bZ2cYbI0Oz17YGH0XcxmhlKD1VZRCo0grbNUhT0uWWhfjwOO5btAzTYJPFoz9Ln64wwymmEWOpqhYQ5MFGd69n3M53bDbVwhdi3gwYMMzuhQMqjXubsrR+jFHSsXG87l0POaDfc6GA/yTCS8vQlznPYq8YFM+4aWikahzwkHI/3f9jD3H4li5VmEdDAZ43jXs98tf/pKXL19S1zV37twhiiKSJGnOnrCZJHF5azctiqLXuksBfkJB4a39frs9fSwmC3HamXWn0+Hy8pI8z5uBIlmMAjeDsKZpzZTzqxQtdV3HKm2GHAGwYkWh5PSdPp+Xn+NYJveKh4zrU3yrw5F1xCfJJ1RGheZcZ4rtRSwyxt+WepZGueu6zOfzpnqQDW7Cm//2TcMD8z0MDKJ4y8aZkVRTiAK6uxzV6NA7OuDqfI5luzhml3SXYfk21GCWO9ztFlNXSdgRKxt09rGyLa4+wE5j9DzDyXLKtGCjQFaV1IrC9nKLY3ooQFXU1KUGvk+5mVNpFcvelq1tMNK7mIVFtr2kVhxKq2Q6SUgVE8frEFcWu3LEZW5zrBn0pzlRviZWbApVwXBVqqpGN33iakNYa3T3fPKwIFINanPIvPRZpS7DYY9wG2NlGaYOWnaPKH7OOo/pdE/4ndEn2jskXK3Yn5h4wxlevqBz+ZjJ9pwPTp+Rey84VQ32DYW/v5oRnzxi1vEoOCTauqzchKV+iTJa8+Llc4L9P+FSVzl2XFzPYzqdUlUVw+GQq6sr7t+/D8DBwQFff/01e3t7qKraBHrR4hKhxrdBgmYX9uu0t0Hhn5B9nyxAXdfNchZZ7t6eTZAmc1uGQEygJelVRFH0ncDj+z7Pnz9v6IMqKiYWY2cPK3vG0eSEegsmFqZxvaNZNHTyPOfu3bu8fPkSgOFwyPn5Oev1Gs/zmn3IdV3jeR5FUbBerxuISVZ1Ao00uKIorFYret0eWvQu2S6m6peYxu+Yp5fsylMca0xPsQiiKf1ySKGqKIqOVdVU5YqqXKMAWlmi5wmusoNZTUe7xC0SHGVMN3vOMNxhrGwKz2NjgaoqlGHMuDYYfBmxOluT/dkJuzAiSmIc12MTzen1HNZqjrnWsQ/uky9LOgZU6pCdqYLjUsc+waWBlh6z1EyiXk5QVegLFS2EytJR1QqrZxFZEYpaYqCRayVqrVLEGem2oOO4bIMQzTTYpiYmKsPSQtVsqsIj2qlsN1tG+3dJg4iLQEPx76H7B3h796m++JyHvORu+px72yse/cNf48w2lMs5p5bDx0GO8xf/nIuthzl8h1W6I1ACks1XaEc1/3t0jlM79Do9Li4uOD4+xrIszs/PG3E327bJ8xzTNLEsC8Mwml3ccJ3wyBm+fUbfFKvrmjAM31YKYm/ho99vt6UAZOuaNPuA76wwbNNQhboax3Hzd5ZlNdCRaZpsNpvv0FZlkfxtZoRc2zTNhv4qlYbAUKPRqGlItpf6yBAdXE/TDofDJnOU55Qp17Is8Tyv0f6P1Qxd8zk1luy8lMvlnA/MX1FpIYmmstYTnP6I0lXIdIXMqlCUEsct2MzOOPhZhy8+PUX3/WuYRo0o6xhFWWB2dqT1lGIXU2lXlFpN3B1Tax06lc6iCDgMan7xNMA/W6NYXa4Ui7+961DWJaqqoCg6Tsdmuphz9537lJpKXoLGgKJwMK0JYQS+X7Pr7dD9nFDV2dmQGzpanFDHoMcKuaOg2jkpFZqqYNQu+S7AsVK6PQM9vGTgdziPVtiax46IohhQqjWaoWC4LmFeQ61gKCqabrDaRZwcHRFzySrvsOt+yEoZs8jvcFz+Dvf0gqFtoMwv8DcbOmGORsZ8cMBnVpd8/wDv4JdswifY9oaofomNysuORx6F+Lsdk8mEJEkaKW4RzJOqVBbJiL6SnEvZEicwk8Cgb4p/eDun8Nb+IGsHhXZDuT30I5mX53nNdGq7umjrIt02gWrEFEWh3+9zdXXVwD8SQERKQ9YqxnGM4ziYpslisWgWumdZxmQyYbVafQeakoxfskaRZhapBemN5OQEekJQZ/y2vmCtagwWIWQ9sguFYuWyiC6xC5NheEi86DGqTsi8krwzZqplOLpC5SgkvsX5HMoqQ1FtFGtFtlrjeDZlDrWigAExOaWmse72mcdDdM3Hrmo6qcbRixV3vrzELSpsI+bo44z12mf1Xpe0LlE0jWCXXkNgWo1a15hlhaFqpLsct+tQrgMcVyPUIhQvxahVIjNGczUsJaEwU+5cRnQ3MNrppEqB3+0QrDaUwRxzO+fh/Q95dvopivonKEpJ9+VndNWQutAY91Z8EZaMNI0XuYY1OCDxCoqgwjZNKjcl21UoWw1LdwjtE/629pn2XHbFU36lbRjGV5iKQq8KGVw9451oQ3dTce4fkLz7c367KYmOB4w/MpkGn1GoZyh6QC/3+PPeMXUcY5pmAwf2ej3Oz8+B6x0Q7TPbPrcifyFJh5yZPM9vSLT8MdpbmYu39o+y9gpE2ZNwG1oSqMiyrGa5u+M4N6qG2/Yq2Ajg/Pwc13WbbA9oZg8kk5Pnk4olSZJmfaMI9skKSBlKSpIE3/dv9BsaDrxrcp4v2JgVLzCIqhx1lbL4umbP7FIpAUeHW7bxktJeUEcag55GsVlyshnzs68OebaICP9kyKw8Jy8D8rpDYRiktcqmUhl2JoThJUvDYuK4xFlErcQoqMRpl1yxyZQJeeWApmLdHeH975f0ZglUkJg6haFh6DVWtuUwNolRyJZzBnsWWbjj/dMr7AoGX0+52zcIawvF8dlsDxg+85lvOhhqTe7CY+sCY6Iwtlbs2Rd8pMw5XKywExfT0rC3Hkm8Y3V1ThbF/KlboKxfUo8PmdOnyFPulFccqin2ixVHhUKkqpyqXYL8Hov4Crtvsh52iawtRQiWUmCqJXftmBezc1Zmn497/xw3f8yfqzFldI5rmeTRDse0eYeIg9WW6e821KnC6dkAM/4LylmHJAxI3lvyH9f/js7d/xvmqmYchkwmEy4vL5ud3u01r68yVVWv+1iW1fSVhD0nVYQ8Ts78H0OQKIqiuSdep70NCj9R+z7VSAkGojhpWVajPdOuGEQaQ6CcPM9xXfcGNPSqxl77OWUmoD3/8H1Yr6qqzOdz7t69y+XlJR988EFDR2w/j7yexWLB3t4enU7nxgxFksdEXs2n1Y7LekVg1fQLGyeDj77q0v18jHo/JDr8BPOwS6VdkpQB7mBAseyjBh6TcJ9Yranv9tCqLZaiUBXXn1ucpxiqj23vEWSHRImGgoLZ32cVXKLnXRS3x3wNiQ06E8pyhmN5mJbOZuzxNyEYHxxRnT7nwFHRlIT7ZcL9y4J1GKDEMaM4IVqtuLOaUEd3sD89ptd5RKn5JMaAvZ1BjcKgBrIMzJq+uaX74Qy/OkffbOjUAWYnwvEVVNdGP0npeC7bzwqqeU1yXGAkGlb5gr9KF7xML9DzLePjPTbzC3zbxs8qBuVL7HrJiyuFrOcTdw656h3wQukyi1z+Qllwcv43/Hka8dWyZjn6iJVpoFsuGCbhLmGw5xEkAVgW6mTI8cUVdxyX/3i+IDNGhKnLkxc667lN5kb83fhT9g4sXgYTlN2OwTdzKd1ul9Vqxd7e3o0z/X0mjl/E90zTbJb/tCtX6aPdltb4p2SScL3tKXxjbwpm+GNMBtZua8q3Ja9F316w/ts3Q1FcTwS3J5/h2xuwLYvxY8zzvO/sdJbXKkFJvkPTNJuGd6fT4dnzZxzcO2axuyJlRqBseBm+5C8+3GNdvGTDHL22ODNWXGUxm17FF+GUWtUplBItjNiP9snmBj2lD9NTdOMB9ueHTOZ3yOIS090nSE3CDE4PNZQHkB+p1GbFeLUmsDRWwZY6L9A9haN7I168XGAbDmU6QVX30ZKcVFWp6iN2bNFNnzyrKKoa29EwthGOZWJ1Lxk8MLA6BfYmpJO7dOYhVbxmnFRkmkoWJIyiGjP/GVH6Pqy2bJnguw5OolMqFWEa0rcd1kWGsi3Ycw4YfNnDU9eY7hl1nhBrCc54SGpURHd19KMKZ9Jn8/Qls8kO645PMtvx8/Uh6XMNvwObxKa0DlDVK9AWGLXGwKwJZ2dYYY3VWxBMP+XIvc9LtceRlzHOL5nUOe52xlxN0C2HwswxLZtaWdPxPHYXFxTegMpyMMcdzMWMX9gZWfUYXx2yMh12VwV6z2T6Hy7I/tJA2duRpib31SG/NAyS5bKpOH3f/w5k+ftM+mK374eqqm7M4rSDyT8Vk/vrbaXQsreLdq7tdlCQbF0OvWREcP2ZCUzUVqYUuWH5PEUiQ67Z7Xa5vLxkMpn8qNck8JAMn4kJhCR00k6nw3K5bJhQO7XkMQtspeKZtcAgJS62bMcpO+UlVZ2zIYBaAwceRxfsdfbIArB1nUJViYqcVTdH/ZXJ5/3n7F2anKw+ort6SHJ+jmlCZ2iQ+lN2bkBSaBwrE7JVyHC9xgg2dNyUf5hfYD14l3izRFELDu2C6fwZnjshDrZYpkGaW1QDj/Jqgde1ibItqmmh2gbZLsVPS97T13zo5OyOAzazgG7hclUU1LpN2oWXtYkyOEIJj8kW96nzB1B8Sk2BkkPZ94j0LeUmI0FH0YA0x+6O2S4inOEYVf+KKs1RSgUMFUtXcJ8cw+mYpPgaJdbIYgt7oKIVJUTvUSsGZWyi+H2MOmW1+ZzRAHL1BRFLbEclS2vsKkSrHSbWDnV2xZ2iItcr1r0e5nbNveSUcF1i372LYhqgQBxFWIqCs7qiqAtcVUGzXPpZgbZ+wsF+CX7F385VQm1IelVRfqYRnV2QP9S4dHyqwb/GVRSOyxLjG1VU13X/0RvW2k5fKgcJEP8Uq4gwDJtZnNdpP6mg8NauTbRjDMNo4CIJCO2MvB1Abx/2thoqXDeG1+t1k2W5rtvQAG9f61VW13UD+wjGK8veVVVF0zR0XUfX9esG8m7D18aO/+gsuDISCBRSHDqFSYJGphnMtIQShaCqqKuCqlbIayh1HTSFJE8wfZ+8SEiciOUvDc6cBWeDgiJRGZ7vQQ3lcMn6/acE/mO6qx3uzmW8njOJT9DzjI66xeIUc7Xgvu3yYpOjHB+iZFuefP0MbTJB2Y2p1JKrIuNg6JCnEdnuHE3TWeURKBqr0uADL2ScVmzVDVkG1sjhar4kc006mkMRbjjQIFyEVFudLOpTKjvqEob2PlkeYSsq4TpCrzzUXIHKBCJMBWpli6ksUVVIahVNqVGqmjI20XZ3YfELtPxdtOlXFCMD/45CuJgTpHcxiwjNMcgCg7JSQPMZ9R4QBB+wWP4Dpm+i39myWO84/tmEWA/oTQL6jkac1JRRiBpUJPMMQ1Oo8wilBkNVSZKEGrAsh2p6hToYMOx2mCYhUVkxNnL+XL9icHTAf1hdch4esEpdVFtjEKjMe8/5//X/T/rae5yj8y8cp1kXKj0x4ef/mLP4fRpe4lAlibqdUMljf4pVhMhmv27U5G1Q+AmaVArtzOd2liMieK/6ne/rRbSrD1mwI0NhAjPVdd1oD0lFYJomSZI0DeIgCG4scO90Oux2uwbSWhPxBWc8ZcsLJwZVI09XOOYQUFD0GgsDUKkpSMoCS9WpahVVtVBzHSVzyLQIB5UoyzB610J8qq4Q9COmnZTPzQBnUzN2A+KjJ6Tec1IzpPArdt2AYRyhf3LIfP0BpTFgZM/ILzJyy+EoN+ltczqLJfl6i3+YkVjwcLPkSM2YPH1GZ+8ep2HEuipQMp1t7x6jvGSwb5LuNqBoWHc0VmXE4bsjFhcbdC9nWKl0snOKbo5mrgmyDvl+zWBPJdhl2EbKrljj9e5wvj7Dqta4/aeMJxpFssCwrqjDGIsJ06jmnuKwjFdgPoeRjndho+40quKA3a7AUIYsqwJFg4HjsY7WVIWK6XZZrcBiRBn+nNzscHhyxpfH/x7zo33cfEvHMEizgJoCR+swPwJr5xBPQ6qiplqWlKaCjkJS1KgKVEpJlaakqYNuWdS7iCpMsOqaP+9mpPM1lmoyrY7YzVJ83QczIEumnL4bUX/0z/k/45Q/0zS8OG6qzfZQ4/ct3BHCwu/Lpl9VRUiQ+KlWET+FXQrwEwsKb+GjaxPd+jbl9Lajl6xdzDTNJiMSdUld129kSAI1tf/8qsdJsGgHBelfxN/cxEdHR4xGI+bz+Y1G8oaU35obzrOC2rOpqmt57lrJSIqMQccnuAoxdBUVDYWCOi9RHJ0iSXGM60qjVksM0yGNYmzLJd0kWCOXoqpRKpNieIevVQMlL3gnPMI6+xMUY4yVnKGra/SugtKZUxlQcEC1+DWhU7Fdf8HevXP8ZMmQmqWqkaka6zhB691jGRkMygFFveUwhc4uIg/XeIpG0t2w0jReTu6xKyomJ33Ki8ccPxwQskKJd6hjFTIFowjxtJosPKebWyipxmDvCdXSQPfHeMMNhh6SlyZ2soO8pNAcNNtiGx6TpA9RlYfsglOyco1irVg7Z6hWQOpUBERo5imuNSJZ1uTRPro6xFQ1NKVHoj2nr42JEwPVTSnikuHePdbmY4xDg5k3Ry9ULMcg2SXoqoHSVzEtlyIKiI9qsq5OeVFgT23U85r8aUGepPj+gCQKqRQABUupqYsCpa7Qq4Kf9xLMescnxTln7gjqCmXdp/wsIl09IehaFCcPyeMOP9tmjPOcXqfTnMc2A+e2PxAY8w+BWP6pVBFCR31bKby1V5rsOPi+wykZk5jAQqIyCtcQkQwBKYqC4zgN5NMWw7t947UpojKNulqtGk2kuq4Zj8fAt5r4zevAwCsqOmmCMvIJFJWiKsjLGk81KAoPrSiwulCUBbV2LTanKFCrBdQ1uZ6DkaHqJmWRY+kuta5AXqBGNZPLI47cCXOj5OJgC7WLmryHXj+E/Ao725FMVSx3gmtuSWwNI/chThh5Q7rhOQNriWWaZE4Prcpx0hgnXlBtZmS+T2kNONt/yFf6IatOzkeTEYP4iuPZKau4h2p4zMKMoDyh6u1hLL6iny9A1a4VVFMLx59Q5EvKZU1UOSz7R6ysAF2pWdolHW9O2dsxG6W4bkys25jbO6TzEUrUp+8XKPVXFHVFlv6cZ+oxwXiP2X7E5/4zJpNjnDrHOK8x5iv28wC/DDEXMWm4AqNDVThEUUlZV3RHEdNqgzdwCcMYx3RxOzpZpFOXNQNbJ6lSclWhP3IojQ3W+xbJYY72/h717zYk5xmdoINu6cRRTEWN5XVJ4xAUA11V8Zwe7+ymuEXK0Ek4q+xrdlzVJfk0IlHm6P8s4eoDn3g7oRuo/E/fDDLCzRWewqKTZrSc3dtDmn+IfV8V0W5ay+MErv3vESR+ChIX8DYo/KSsLWctPYEfkzW0NYVWq1VTgsrqzjAMm5+qqmJZ1g0m0Q8NA3meR5ZlnJ2d8ctf/rJZ4VnU11LdqZ4QxGssz+YsXLE/mrCfZxxVPZSyT0/P2CgJZ2WIYWdk2xmacY0fZ0GM2fdQlJosLdBrnYIcAwWlViizFMNxKbMa195nF6yZXPS4+/c+9/Ip7vgrLCfF2uvxfNHDPbrD8kVBWYzwDI2V5mINjonP17iZwvH2BcfaBRoxGxTSNMGuUrLSwCjvkJwesZt2GUz2MMsNelKiLk18zSErfdKdSh4m9LYFfSOj1racVTqduEu+ep9pMEMbqWBE5IpNWZWoOMyMFfg54dAgStfkWkFtQ76/Zmo+wzJ1FHpoQYES7aFpG9xRzrBzSpRecbn8FyThXRRVQ/Og0nJW1QFF9xGRVqO5Ccm9Nf2k4Mq1sZYpzsWC4+mMe8qf8vJZjbn3CWtrhpovsHYmpZtTFjGmPaCswfHsb85SgW07ZHmGplRUZYbpOdS9iPQXOvVxjXq2ohv2KM8q6rRG0SrqskTTVTzLYBfFOJbFMJhhxBm9bpff2kdUVQ25Tv7MwnR2aMUl6zshT4s+Zjbkfymge8sjCZTUDgqvYsH9Y+37qog2fCv30n9rmOmnoJAKb4PCT8ba2UqbWfSHmEwXt61NEy2KooGGblcHtyW625uwZsspiZmTDFIuoq/5YvcZZbEkrrcE5ZKtGlzfrFrElTJmXl0yTob05ofctzKuVjF1mtIxFWzXIi8MumaXTaRQVJCpKruyQDdUqDXqqkRRNaq6olYVytogr1W02qCmpvBcdpsVY/US594L0jijUnwc5QGGClOtj9p5RGjULPKc7XFOx8lZhwmJrlCXB/hlTaUoZJ19rFVMP96jUwwJtJyrakS5N+fc+pxiEqAmoDiHbA411lZCTYVt6GiGwmJziTPQ2PgFm92WuhdRWSW2Y7IrVihaxa4X4rkecS8lS2vMsItpVZgbj5PdAWmsM3F6+IqHbn4NhwlGHWDoWzTFIgn3ycuSsfcFd6Ipk3qKEoT0rs54vttnYd0n7014am6oP3xIcjanMzToTy74F1pGGs45yDbk6gWryGcUWdhmRKmXXAURVVXgdzTC7RalrlHqFNvU0AybINjgOw6G5+FFGpGREY4URu6Y8pOQ8u8T9NTBQKGId6jVEJQSvaromyZKPMdMX7DUbb7WJoxGfdbrHcqXJu5yhHIUkd9L+fczFau3zz+/NTojarlit7cH/te2H6oi/lvDTD8FiQv4iQWF142lvS67HRB+bIUgJk68LYENN1VV5fAOBgPm8zmj0ah5nAwDNb+nVGzrNc/nT7hMzig6EWfRc+r0Jcv8GYYzJyfHSjPMToKWrxlYAyIlw40TBl5AacbXLJq85E5HxcoCunVAvZhTpiPeP7xPjI1ZejzJC67SLZ3DfcJkB5qLkq3JTI+wzLE8g9X6lK7X42KvZtNxOI87DK0/ozvfx4hf8I4fg3GGUp2hpgVj718Sr/aYFh2s3MBzBlyZA6KhQ6dnsp5vKUsbxR6gD2qcJGHgmNSdhHe8CqIxVuYwShU2dU5tJWRKxbqYYboG6r2M9XxH7CU4JyZpFpMHEcVGwYy7WFqPYu3iUuHGO0aOzTh3KfIMs6rRlAJTXZF6EYkdMfEjai0hG1SguayudNyrHaaZoxGg9WKig9+g9jdEfkrunlF1p9wr9pi8eEF2/qc8N22S+gXu4YCr4V2eWH2Snksapdwp32MSp/TMArYaPaVL6a2Jp1N6vS5lmVNXFYquoms1aZ7hDzyCoKSkQs0iHLMGBdIyJ/a3+H/hkeVbiq8tiiuDqMqgrKmTjE6nzyqLqdME/+oJH9zbY1b32KrXkGgYFFB1MHc5ysUF+vsa/079B9SHv+TnwODW+X4d9vuqiP/azeqfwtY1+IkFhTfR2gHhHxMM2iYL1cWyLGt6DUJvFfE6+JaxZBgGURbxIv+a3yp/S1oGxIsZvZ6Ku6+ir9ccWHMO45CxlZBXOu+gQFXBoM/X6xX/f/b+LNayLK/uhX+zWe3u9+m7ONFlRrZVWQ1F0V7sK3y/D4EQNpaRbGFLWDKyLGFL5sGWX+AF+cGWhWTZDzYSQrKQkezv2rLF5QJVXFMUUJVZmZWZFZGR0Uec/ux+79XO5nvYJ9NFXcA0VZlRwFA8xMM5e62z915zzPn/j/8YVzyYICRgOTVr0BQeUmmIdUAclaw1F5xMz5j5A9zAk9sAKXbZD9psTlMuscekmpI2W/TKOZWB8yBDrPe4OTmlCD2y4xg1HzK1lyjiPR6edekE11ixlrUnC9Inb3MpOWSz/5jT+m2k9WzKdeTJHlujLeZVTdGziCggn+aE0R7zWHMceqbNFvUzTSaBxg7XuZp48klOlZfMig5VfkZrfkoUBJQPYvwiQ00sVbmKEp5wNiUuQ2TmmO7tEPgH3IgOWHBOt9Fkbd0ymS/QukSFDrRnfjyhqRzNNcvkcEZzt4mnIiDGlhn2cYrScHbpkHz3EBU7bFMz1Qq6FUF0QLJ4yM5JSWf6Ccbjms7VR8zSOQ+idc7lCidXNjkUNTsHU/53pownRxz5Xa6bgG57AEmJCSJ84ImUIKscSjrA0UoDRtMxG1s7ZPMF7TjlpJwyzWasPdPm7GVHvCKpPx9i747JFeQiYC2MUPmCwDpCBfuT2zyXhLzTeYFsUmBtyXy+oO2bTB+FXLIZVf0Wr/bGlPHzrDsIny7F6P/rFPH1Hpx7GlLX4C9I4UPFn4YQ3sN7O/z3hsXee11YksJ7Tef3ykdfffxOkoRBPuA0esLrwW9xyirn7h3armCrlXKl3ydA44BZW7GqJHUQcmxrCPSSFAKBkhG5N6RBwqIuSHRIbioCb4l7LZgvSCJNIqDTgN22wKu7dFXAafaQkzGIYIMIReQbyIXncrwMBtq1MSvRJQJK7uQjTKwoZ+f0ZpLVskV2pmn4DiKOOBzmbI7X6N45o4Ui858n3D2mSG4i9AGr2bfDO6s8WJ0xCgEnEMpS1p44bFAZcHGLIyT1SoLbSMlPF5R5QX9jhdFpm631l2m7CW1dIxJD0bScuQTSLoukIApCJrMxen2FuPSI9QbRo4qwPyOWJQt9ykra59SUtAhYeIlKQhJizspzGiIFFNFWxWRcoXqSMs+RzYBJd07QaiKxCOnRQpCpivlODult9P0WG2IH+eAh7dWUQJ9gnoyRGyvMuhvcSffYSgrWC0drcEw4h0UWESCQrkC3UnyYUOQDoiBFagVyuamwtcGh0FrQTDRFXlCWFtmUcNmjHzsGVY98rYMVmn7pkMbQ7bSYzRbE5ZRn1RMm7HHU7NK0GVk2Z55nlC7ADpuogxnDlVu8tSfYTNb5RPj0Vg6+EYNzf9FT+H3w56V89NWGdsCfmBDeCz6HpVqp0+m8H6jzHt5rNhtj3m9eR1HEbDFj0jjjTfMa5+kRA3mb1fs99gPLftqkH4YQhECF1x6PxglHEAa4mQVreO/rY0RMTowN2uRlSUMpZpMRu50exJpqDEGgqAVopQgCBcoRdjXx6YRCjsjbM95mQpGHfLzzbaSdlOFwSBCkXA+3sX5GPK84blSM5TnJo4KPHV/Bhgvy5gOsLJkmOcFmlzwxRGVK5C+THG2QVBPsPCIR29AUUFQQlaBq6uKEZmuVeZERuJDSe2IlCeOAonCUYUTpLGp+wCsrx6w1KpqLc1aCMa0wYpLXGK2ZBitM6TDI24ziLuNEE69+hN/Mpvhgi+t+yjEFDfc2HaZoLTF4pLIIEzLKJyTd6P33tC0SRs0Jfs9R3xsRDVZp6htUN57gpQQDYSPCOs8kywlURVIKmtKhEktd5vSymkvDd8DtIRnytjR8UfXY3XqW/WnC7vwefloRxIrydE7yDBjpsDjSJGUxrZg6Rx0HHM3nxMogZIM4Mgjruff4hEaUIEJLfXmd02NBp9Hj0oNj0jglSlPGgxHagwpTouKIZ9WY41abWRVDlmHt8oQ7zCXpUYuwXXCSP+E30ltUzee4zO8tJT2N+HpJXrMsez958MPEU0UKfx7w1TsK+L0Tyn9cfLUN9nu2Fl87c5AkyfvOku8PtmnFLXOLJ9zicfiQcF6yXcM1I9jvdSltDV4CFaDxeJb/BEhPHGo4KyASgEF7h5Ie7w3OCqjt8gHRwVJrykVjUFiMqSGKIFWQ5dgopZku2AotDxePOK1LXqPmWvyR9080xhhiF/Nxscfj/IzZ7mW+9KUvMt+8grAZZ43XWdkAVx7jLjeZL0oWoaIl27g6JDu1hHadeTVC9J9hHrfxHODJMeGIhpIElUbIaKl2QdPpJShvYXDKjn2X747vs8cBbTQwQVYlm+EKwyTDmhpTKXzYZ2QdJ3qNk3IdGT7LQTZjHMY8qDaZp33Csk/Cq1ziDrUpESrEixJnInQaY51DS3A4dKjo78yYmS/Q9x+jvneVqu6Sb5+gqwmRjTB3S56f3cDfWWfNBfSbJwThAU5ZjIZYn5INChLXohE6ZlmO7u5RBw1ur75AJzslmS5YmeTkRY1oSvrtNkJIzssZ+UziZZuxHbCSNmiEmszGqFaIn07wTqFmDWaLEJNGNI4GNIwB61BJilUDkqSJKTM6ShKffYkXOjVvBVfxzQZFkZHnBo/BkmDublM/PmCg7vP5VwqG7LNu+abCHzY494dJXv+i0fznEF/95YA/nt3v76e4+FrF0O8HpdTvaT7XOO7wkFu8zogDsCXN84xnew12VyJQAXVZEikH3oIAiSLQAmUNNCPCXFDJklCGgEKKkhRJiKbCMKwrOmnMkgzkMuvYLB8EjwAFToeILENIg8LSDyTWwHnDcegfgpf0wm1Ct3SDXSwWbG9vUz8xvKJf5q2Vz/No+7cxpWNanBOmq5SDlIa8xuT0jP1nQnxREHQF1kwwnYJ6es52vc0Lb6TU+45FWIGCIK0w01MqaQiDNtaFhHEbZS2L6i1eEm/xcvwEYQ0hMRXF8u9AEKBAO9wsJwwnSDLWOedG+hjBTU7LOQUt5kGHINtjFhlcdk4nTTgcF0S9iMVpQXMrQRBQzQuazZiSCqjp7yQI+5g0tFw5XGExaVMX6/hhTGuc0rk1YVV3KKYjOlsFcecck1oaK23uEjAXI66nYwYLy2WZYLJzyvsa0/oEalWQdNaYjl+n1VhHHR8iO02qeUIzh7hwGCXRLY9XEWqeE6+tsMgXrPa7zA7h8G7ODMl0nLNNQVsHjJ1h09QIp5AipBcnjD3UtSHIJ1wJnzDs7fOO6OOygiAQ5HlJkEQo55GzBH/zIeNoxs0rgq2kz9U/8pPydOF/dYr46s3hcDj8C1L4WvxZLh/9afoHf1xH0z8MjxhwkzeYpqdMBkP2BpIXm316TYt1HiX8chHXAmoPoYNU06hDJlVGR0UI3p82AxxhqKgzQ2gMRZmz1m4inQd3scW7+NFQaea2JGqvw7gkTCTleEor0WRVQVNFtOuS80hzmD3kcfyItcY6k+yMqR4zFLucBWccTO/S3Ah47G/SvtJkcjDmOJSYeEJMgIpDJs4xrWakZoMpXVTLYasJkX4TTIpcPKHZDpiaFsYarFsQxkOkKplPhtRsUnhPo9lCzGq0stiqwjmNrwU6WZ6ANJbSehDLUhtYHIJUZXhKVtwEzDlxJwYOCEjJ3RnQAlMj1NLuQ6AAg8ARETNmaWESC4WQDrU1pb02IXqiCINNMpFTJH2yqxUHyiBbY9LVhCLpst2fkLVzZFnQUyVpx8LpmIgrvHNnEzG7TpofsW8m6KzHO4ses26fKpnhbcjIdNmtG8wfZiSRI20G9DGczyvsQvDoOOF+q83J/YAno4p54dlcFcjFmGdW26RrAUUBHW9JI03mzfLr4mt6zRbl2W1e7mxTB1c46CY8fjxHiBrpLizO64D6oEe4e87Ras1v966RA9/lLw6e38T4g04Rjx8/5vOf/zzPPPPMh3yHTxkp/FnFn7ah/LVS0z/qNb8WFnjCO5yJh/jZjMZ5xSenG+wPPYs9Q7jWADwov5R+ZCWEKUQOjyGQGhYlEr/8Oe8BS6Igqw2iXrDZbTErc3pJk8rUhHjwZnlo8DVCSYKFgseGbFXw4NGI1WYT42qmYUA2E2w9tMyPhszHE3R/xuHsAWNqho07TNSCYmpYBCW5LVjPU/YqydU1sI2SzfaUeC8mxzLWJQOTUW9qhsaCNMzTN6jqksZmj3AKK0nFIFuuNqXzJFGO11OK8h5SbDCRXR6FNxg4Q1ceY7MMVxpUtw8YNBJfZQTNiHpeI/ifp782ERPjcc6QRimSGsmEqLH8bDyeapaTNELAAYYlMdQIHNYbQiTCmyURa4FazxDpAWvK4MKMrCUZxVs86PQ57j3LTlrTah0ARwQPz2mvNZChQ5UGV88ZdK8wl5e4WjzCxmNs5dFyiweh53Dn22hFIbm0ZC2YCI2uKnr1KXtRHzt8yNkjR1yH1GXEtKxZ5CVpt8VZlWGVx4Upl6857h/WvDK0REHEoszAORrNDpPZlATYOfsKj9fXeRD0iaIZWpZQD1C6gyBEIRm/Paa1PuNB73W8eJH9Cvb/5IPMTx3eI4fT01N+6Id+iB/5kR/hZ3/2Zz/ku/oLUviG4r2G8nvHxD9pQzkIgt9jfvcevjbe8r1rNptNjo6O3k9Few8TWXFcDhjNjti+ukk0K+kGChkCUQiBwmLxSJZ+zhYQgAQPWkm88URKY6wnVBUQ0Y4aPC5GqFCTIlBKg5YoU4Mply8hBKW3JFISPVkwfZTxFel4K8wJgUaSsDNYsHuz4EoZsjiC+VDQXLfYoGYWWcrehIfJgmAj5aTOCAPFjUIS6iabMuBAB+z2+kSipvQx6zZiahbsndXcsTmP1wUjf07aUKg0wJ8d09+8yng4Rce7OCzGLw3fiuwRK72AuVLcDJ+lV0d8wr7Khj4F/94CHqKR1HNHNwkYYhAEeGpAogFvK5RQSAJSFBkZQgSAQMfgRYApSrokzPG4ix6OwKEIkIDzFofFlgYZBUg8zajEZjlNLVjpCNKsZGZzdlprpIwxWDyCrX6Lew+PSIKE0tfYZx1n+RFWXOaR20DZgGSlzTh+TBxUbPQKwvO77Kz1yRojyuGAhq9orTSxkUOpBRtZxFprwno6plhTVNmAsBFwdlKT+nO6oklTjVjIgFBqhIc4DMnyjDhJqVoJZj5nuzyi4WLKlRXq6QArLKY02KLGxx2C0R75G49orJ1wx/f4UrPLlnvKdKp/ShwfH/N93/d9fPu3fzv//t//+w/dNhueMlL4s1Q++oOaSn8SfO3i/h6iKGI0Gr0/b/Bek/m9BnSz2Xz/99I05Xg64mx2TqOVEipN2wrEToyVFd4YUBLjBLWvwFd4IRjbNqmYI3CAorCGJEnJshxvl4sXUmFtTVOlVNYR62W9SAUBzC2hCJCiQADKC0igncZwPuS05+nEko2R5dLbjmcepfQsnAyADOIoQi4KNtIG+YOCTSWhXZO1Wshmyfq3NjnQE+oyQwWaqBfDrMIUJXESk1aa3bYgrgW9wPHAlkyBGgPe4RentMMIWStMeBlnDALQoiSbPyTutRic1rzbfIXTYZNn/COu8xX2yQGLYPnZWCxBU1EPCkSkL94viJOEyXzGCh5LTUBEfXEqqHOI1xV1KQguyDdsSqZkOEKEWAACRIDAEUYhxTxHNePlZ1FldPZXccWAdXJW7ICrLFA4TucZvcASY2hIh5AeGU14wb7GRnCTcP0ytoyxwNZaQJ0dEeZzuoHFNwpSjqjdgrnJiOKYQJX01zV1WeDjnN6uolaOQEI9qxGFZavOUSJgTsy8/wwnDFjHoFxIWycsZlO6vR5H0wnNZpO9szf5RE/wWvIcBxONJyYvcsIAXFXhPfgnfYIvLAg/eot36LFR7XD9T/QUPX04OzvjB37gB/jYxz7Gz/3czz0VhABPGSn8WcGfpqH8++FryeQ9FdF7wTqNRgNrLXEcv290Z639PSE9h4eHKKNZX73M3dldVFkTtBNSb8FdFGs9RMJSAs4rZiRE3l/UuwU4Qe1qkqiBzqGylshZjCnRQYCTCd7WKCshrEFrqGtQIb4uAE87CcFVyI2A3rsF64miFSmeeduyd8vTjbtgDU7CWX+L4uqziOmEZ8oM/3BAW2kiH1EVhlEtWAws8uGI9nqbopgjdIE3loYwVK0FuhFCrFgtLB2t2Q4bPFlMGZeWgfA4qel1KqaHjwmTNSaVJ4oDaufBFkSdEMQpE9Vk0L3Kw2GfO8EuL3LK8wzYZoDEU2IJCahkgVQGZzWoGlyNEoIExXCesd7sMCajxiClw5X18qSGBiwSiUciqEE5agxKWpxxhNoiA41E4KsaIRQNqZg6iIOQWTlFYYGQep6jUoHH4cMQpEWXBSuhIK7O6YsCl4LLarZYYZRWLCZTYtrU0iEAjAellqqxyiACifYKLx0jHPRrrA4I1kLqQYFseyLtGY9OiOwqjVQzqHJs2eKgs8/YdFhxExSChrNYV3BlfIvJxjqHcYxzNVoLigLCcPmVLIYSczOi2T5ntnvCl4IdEmCNb24MBgN+4Ad+gBs3bvALv/AL788TPQ14eu7kzwi+HgNpfxje6y8EQfC+xXYcx3jvf0/A+Ve7Sz558oT9/X36cRNPjfCaPBasxpoqlSQFy5I2BhAE0uOBmAWRCEDmVDiEtGi5VA+FgWJWlkRjg1YaoSIqwKuEjszxlUGsplRnOWEkcMLhhCUMUrCWfC8mHQY8l3viOmLtYIEuJEIZcBXaWZKyQM6nqCxD1wVFXZOkLbySaBVQixLxaE7jkcM/mNKMIG2WmK6itAY9rCD20NXMRM7a+iat8YLL/TW+MhniVYTREccuw6gIYzxSxFgvcMaiopAwdGhR4jhFBwvmWvOm32HAizyMclarA5LgdS5Ts84BcS+knlmsq6AR4dCEqmLicwT24o22zPAopVER+HpJ3jGShcmQOlz2+qOQDEvSjigGGWx0oS5Iowa5ACNKUgLmCHzgEKVijsWxwHpL3O0yZk5zJcLkjsViRhTESB0CAmUMXnnG5IRICgECD1R0aHOYTQGL9yGBs6Akzlu80ggqhBdgHa1GxJm2mBj6OwlTeUqU1bRcD7Ob8li0Oe5c56i5xcrZG2wVM7KypBlq7OyE6+VD7rZuMMoSbO2QgbkojXq0DqinIcXdMcHzDzja2udNJM9YaDwdG+s/NsbjMT/4gz/I/v4+v/iLv/i+68DTgqeqQPfNXj56b5LRe/8NIQT4f2cfvDeQ9vudRgaDAYPBgJdeemnpQU+BZE4QVygcgdZkJNwSm9yxl8l8AGJpbzD1msIFeJlftBWWdtqhkCAdCEHlKwq7gF7ASizJygUdbUAJamoQNV4AShDLkMI6aCicVNjIc767Rhnusn+Qsm5DbJUvm9xC4mvDymLGlUf32J5NmcxnBHGM0Aq0J8CwZiVBXNNea2OzijiXxA8LxJMFGImIL05BhwXp7ZpwLii9QCWClarmW5o9vmUR8rGTNo15gpMhPhCI2qDCiLyuMRaMWDbVvZgTNwfk/j5zVXE3uMQXGt/Kb4T/B/+/7Hv4v/j/8DZ/ia8sdjjzq9RoBB6pA9y0QMQB4HDWEBBhfQ5SoOKlcileFq7QFycFIQVQgZKoQOHqEhCUWEpTEQkBOAQWZyESkhpLOZuRNkP6BLh5QUcHiKLAUmO9Xz70rgTp0EGMmS5okBA0Aqr5YtnURiLi5cIcxoJiXhE2A6xxNFdSbFlSziyCigCN9KBlDVS0NyWVPGPQSfnyle/gcHODvcW7PDe4Q1CVCC8IAw1OooRib/QuN/wxV5uWT0WnXO5HjCcZzkmEUGRWkD9o42+VVOVD7iG4WV/oHL7JMJ1O+aEf+iHW19f5pV/6pT8wTOjDxF+cFL5O+OoR928UIcBS7/zVWQjv6Z6/uh75XlSmc47t7W2klEzMiMfJbeZmDKGgT4pWETcbz3G+COhywEIIQgAhkd7hpP2fahphkEJhvEVf/Gl5blhJOyAUSkAgC4haUL43sCYAC9YTSEdZG9AghcdkJboVIn2Km2WkSc4wFMuNtHdUlUNLgchy6lCSKhhu77Bottg8PVjOCTQ1xTZElzSx6VA+mhGNDfPzkmBsYUVSd2uqyNBsa6hqIuFgXqOkZKObwkTQyBYU0za/Kqfo7XWms5zVZsx4OsZbC8pR2Zp22qAMDGoxIMvugrSE0T5jucrQr3IsrvIw9Uyj66wx5zoFafAVNs1DVjoRyewEWgE2s/RbhiJOcLlBpZLlBIdCaYmnxqERLIAQCFChxZUWgaVyBcZU9C6tAw7V0NhhgVcaly8uSj4SgcP7AHfRwwhkTKigLAucCVFRjGp67FwzZoEUNR7Ne9oorSOkrMnnGaCIUSyUookkL5flLF8vlxAfWESlmWMIgxiSmndFn1uNa6jtFh+/98vsnZ4SqYCRbrEShVTTY3QSoEzFanHMoLNBSklLSaJGjHMVUi4HMk3dxrwzJ1l5zOhqxNt02TOw8XRtsv9QzOdz/tpf+2s0m03+83/+z8Rx/GHf0u+Lp44UvtnS176eDeU/Cr7WT14IgbX2/WuWZcmDBw/o9/vLh0nVPKjv8Fv1/8W9zltQWto6ZhdNR1RocUY/yOi4AT0h0M5jsXR8hfMwdh2s00TeE2rP6WzEpQs1kQg0XGhlZiZgsQC71iKtZwQiABQKCc4ghGIpY5XgLHU55aMraxwFc8a15CDv0TwaUpqSSAissUSNmHw6o6UVZZKShw3i2hB4SZnltIMOZ9MhXG/hd0LEmcJqj6vBzwp0FVCd5oSfaFFvAF2FndRgNIEMIBC42BCtxDy/yHl8fsTNzRYyANnUqKmkXJTIMMaaChs1EGOPVhInJ2TZXVRkCaMWdRnhpGQsepxJy5lxPEERhJdJOOUKIMMRa0xIwglXqPHqMU23WMp2UXDRUQCFxGKQOBxCVdjMI6VBpCEuXxDrCIXC4emKJgO/NN3Lx4aoGRC0NAsqVCsic8sTSSAsQVNTTQ0qSMBXOBeDVGgsWSUJm55iVkKzjc0Kmr2U6WBOIDw5OUEEIAnaAdm8xFoJ3QrhQESKEsOM63yp3eWBeoH7tsmzYkAe9HmnuUHZXadaVHwsGLImz1C1p92OWK1GHJsMFYRsq4xHrRVGozEt7agqi5SK+CjAvTYhiN7l4Y1t3rA9/vdlnPdTjyzL+Ot//a+jteb//D//z/d9yp5GPHWk8M2Er3dD+Y+Cr/WTD8OQPM8RQnB2dsZsPuO5jzzHlw9f5Yl5gFc1hhkH/jZrcUnPC/ZkzL7QaDElFudsiiEjYXG2y8SljEvBqLzE43oTW7ZRHuxiSjucE2ev0aoskfe4cJ27VZeoSBifeObTJkFrhZYW7IqMspaEQUBVFwgp0UpCZpZyVw+EhtUc7vS6lC+GrAwXqNsL1ohAe5wrqZyhEyUY41g7PaQjJIgaYR3pVBI9MvhVh38hwvaanBiJzRPKtYipt9iVKyAm9JKaAE9eW5K1ABYWipraQpVGxMmc/dMRo6MBd9ttPB6tAgpTkYQhwoMSnhyLDBQCgSWjXNxHRDtQriJoLLsyWqGKOTunpyziJgfqEhPRJO3mvHl8TL8T8jYZOnmB9mLEGgWXyWkzxuJpUiCxF+19SSNucHZ+TNppEoWa6cASNiISLDkgMGglkbFGLApMaWm3QnIMfTTnizneOESgsRWkcchiPKa906Y4K1jbaJFhsUWF7LdwFydRYy1B4FHKY5HYrEa1EsATEjP2OVFkyfEIL8gbPb7sv4X7vIgIhqxlJ+x3xhTlgEVzlfM84nb8URapIvYPaQ4fkcg5eMcVXXPPzwkjRb8+JDVNplJSlB6tlmUskzv6fsLAjZhyyjv0eKaEK0/nhvt95HnOj/zIj1DXNb/8y7/8VJje/WH4C1L4E+LrMX/w9UAQBIzncx6Pj1islxxs3CfjgBPuYoMJ7dCzQ8haEJBKgbY1ey7AaIHREUxLMtfn1VGHwr5E7RTz3CJsj4kMSUJJEi+og5CH9VV0VTI8N2x2Cs4yg3QriMkOj8U+LknR+TbSnXA1POKqfchGp6YopiQqItUBdT4nWO3AwgGewsNaMONgY5vxM+tsDo8oj3Och7p2JFEA3hJV1XJHrTXOK6QO8BbCB5ZqMSL9jstw3VEEmjxPOW20eM3uUYZXMU8mbJ+W7E/vsiY85cxjpKQsYN5ZQYwmuA3F6nHJ9mDAk2YKXmC9uZjZ8HixnNqQQKADnK8JfMpiLkmSc2xY49hF0bn4foBnxuX0TdqlJ1Xpsl/TGoIICGRITcAkKljIlLNonchtUZUlXRZs+VPW9CkpNV2WDWCPI0ExsJYkdARoMgpcURPqmDo3oC2iFkQICjwGQ11bpAKsQ4gIpWOUX0qJvZkR0AVqVCqpsxolPA6H8RYZBSig9gZrG0QXsysVFUGomIkWh+xxV3Qo3B4+h8v1W6z6GfvcJpp47jV3aJQV37ko2Foccpju0IkMLghoG4mvLamsiJTlvulSxA3krEY7j1T/89mqpMZFjjiwTEg4BO4Al5/iSeeyLPlbf+tvMZ1O+ZVf+RXaXxU7+rTiqSOFb4by0TdaYfRHQeFgaAreLO7zYHFE0T9hNZJM4iOEa2PVAiU7FH6FoYzx8gwjHd7MaKPoUEMc82Tc4tXqRW4VcG3SYO1YcOVozIo6RQnJeE1SPZtxO/Rorbg3CUgbu0yLCYUfYNtwbTrhxskRh5sNhkGTUbbJ2WSP43SXb2+8QeSGJE6gJAjhoXTEWkNtaXkHQZ+jSpKtr3Jj39M6uYn1NUqFNKMGeL9UoijFPM9ZW11jUlZM5wuaSrO4UxK6CWJX4j8ZMOksOOMZnpx/C9Vwg8HBlKOOZrIb8amN11kx5wys5rS1y4FpERMTpBUP1zqEZxX756fMti9hpCeVAUWZIXSAQCKQBM2ExVGALi8Ri4Rsek5rdYKliWUV4T11knLiA9b1MbvqiFA0UHUJkaOoDKEIkUpQaIvSDbRKcapHaQWHPuK4WCWKNkjQXKLG6RbNxRAfG5yzdJMuAoWgwhlBmCjqrMYhEUotHVgxLAiJ0hBnDGbi0VFNICRChlSjBUIuewgJmkXlkbpGpprhfESoJOSGIA1QtWM2muNbm2Rs8Q5tRr0WT45rriQdovo+m9khO+KMxE2RTFklYAJUYURLWTrzAz4ZnHFUPKbdWSGpJmgtQWkwhqvZGbeCPgfRChQOrTPqukZdEEMlITxMcOMpjpwMOAdyt/RXfNpQVRU/+qM/ysnJCb/6q79Kt9v9sG/pj4SnjhSednx1sMaHQQindcZXqBhV9zmYvEFmXiVlwJU6Qo/6zOgzHzQx04hJex2/MPhml4kNMR6EdFzGs5LHVPM1Hp22mIQR177yFn/pIGfzVGNmFYnSNHXAmILyTsxlaupwyttuzPZ+CzWpyeMOs9DSTz1TnROvVGTqHXR/l+mszzvzy7QnlmftQxo+w1pHrCPMvKDR70JWkhPygDb3bZOgJ3hwFaIHj4nOxqRaIeIQZy3CW+rKkaoQHHjvliIoC9JJ/L2ceBSyqDyjlxpMr3WgDpGjNi4fUTU8m31BO1lwvDAMG/scL7qcuxbDKkCJksm6Zm9xyPXhiHdPHzNp9UFJau8I/LJ7QqAI04C50TjTRdACFHU2RoczPDOcl0ihsXKVgoCG8FiTkzQCTAmpilnYGc1GE1Eb2mGF8SUimSOLHCMjSh1gg5ixW8HFTUatdZzZIanayPCcKQkrjFEcoTD4qgAHjXaELQ1TO6OnOoyYQShQQYKdVuTzkuZ6C5RgdlSQNBJmFLSJMDbANVvkRzlSOxqpZmIT5u0dzkYxY1MRzy4hoxV8saBbj0nMOR/JA2b5LTbCmK5qMXYZhgqtIkKrqK1HRgnHaos3ex9nFLRIA9iR63zn4iskpgCpuVQ/YSe4zHmRsSNKBqqFcmLpvutA1IIzG1NnM0IKFsAMqJ5CUqjrmh/7sR/j4cOH/Pqv//pTYYn9R8VfkMIfEV+vDIQ/KXLgJg84cUc8dg9JDyZczUesLk5x85pWZ4dq1iDPY4KyJMpm7LcUVWlpnuccGDjzhjxZYRSmTNdSjut9pr7J1mLAzrhk8z6Eto2qwCdLcaTOHauPJM2ZY7Y+485Vw/n+BMoc6VeZH5dsjzSNkxUaI8F8SzF70TBLzjBKcbu6Sll+C9XiN7mxrQGH8x4CA0gyKamBGo0n4De3PPPveoVnJ1P6Y4+wFqyllh6FX2YJ+KU53Uq3xWk+QwYCpcGPc9xrkp1glWJ0k5VkQr2xzmFyzP6m40o4Ia0GBEVApRWHvT51JRj5EiVCbGiJoohn780I37jF/FMvUoqQIIhweJzxyIZCCUfUAFPOkKREdMjmhl4SIqIxIkwwhcJqkEEKlV/6PsUhrhQ0+gnTgyk6ShHzChcJxFyhgLAZwaxG6RyYE6ox1muipGJRtFi0FCPTJksvkxpDUF0BclrJDG3O2KrndNoFrXwOTYudVxTNPtvAhHNK0SIJ16irBQsnGDX3KGYxSdLmbuiwg4R24iA/xdgEak2cgMomrOUZjewuq3aMsMfELFCtCuMdzdjgWM6YhCgMkNuCQHXICgUmJ4wlThgeR1tM2us8r0KecWdczo/ALg3xtDYUQZtpOcSoAFEusNZdzOB4sjrG2lXC0qOj5XMxc9D9wJ7E/zWMMfy9v/f3uHnzJp/5zGdYXV39sG/pj4WnjhSexlmFr20o/2kyEP4keFA5PscdzuyX6M/v8MLhlEtO0J6ucXK4x+0nMcRXqMJVziYOlXuyRUaz0cD4gnbSZOEMi3JOqWNUOyHcSem3z5DhAX4bbr4UU3Yd108cqw8hqS1lqBk3p8RKYsYVPdsmyUeMVxynMkU2Y87X50ysYOt2ygu3BDtfWFDdrnl7q+adj52RK82dyQ0EZ1z2D4lEDb5mqbYpiFE8xyl16Phy3iXf7PBqVVN8yzNs/O59+rnET2qEWxJCGkQYZxGAzwyuEgjlkbFgOp/TbPZYe2dE+/6IRfuUyV4f27TM6XHbaNLwBnOx4L5MmUchLhIU45okDHFKsdCaRq65Ojzl9OUb3NYFzUAzd1CNBEHapgpKrB7h9QJnLAZFyBrZ2YymAOdHRNEKRRVR+w7OWpI0pC4tDk/tclSkcNMFjhIvGoiWQCDQWmFljkODF3gswhoiVSL1iFhMafciYjmkDjWzuqKOBEXUYl7E3Is26IVt0sWU58pjfLSJtCUPVYsjWjwpWzTz57HjMzayr9CcRmSVw1UT1pHAmA1bMKunBFmIRhBEGjG5T3stJNAByg4v8g+WE9NgUUGMw+GdIBWKzBsqQo7ENkfxdXayL3AlP+J7paE7foSarRGPj0jbOYtQ0ygtWjrCbM641+R8MUfY+fIaUUpRlITa02jm1M0n2GoPFy3IaZD9oU/PBwtrLf/gH/wDXnvtNT772c+ysbHxYd/SHxtPHSk8bfgwG8pzA18yQ+7yBSb5W1ybPmF9JJkeXOHB7Apn0w4PDiVPzqDZ3kNqmC/AWigNhAq8gGYqyQtHUTlCLUHA2gHoFIgfE1z3jHYrXvvWBnfNOukoJxkMSXqWwgquP6r5+BNBIxdsHgScn29w0FuhNV9nYJ6w2Ei4lx5SbCg2Xpvz/HzGR245dCfgtWfHHNEl4Dkelwuu6IeE6uJrJyQNU3JNWqyZU4dXeXvRIk873N7fYT2v+a43DymHFVEQ4lE0kpDpIidMG9TWojKLi8Eqg0g1KvIkdY2QMaPTjC+9cJV3dlLOwoB+0iZpx4wZUQYJCVAuSoJA4xEEOuQoCLm9u8orXzrj2oMh77zUwIpoaR8hQHhLOF9hnkWUxtMPHYtKXohIm9Rjj7A19A1Gdznzz6Dt66y2JdXEkLQiqlmJEIrKGxRLof3SwM6h0DihUN5ihMeg8FZg6po4bmDKnN6qQqkjBBo5H+MDCEVKFoxI0m2ycI1FnBHPa644TVRV9PSUshjRjCw2u4WvJrTdhG0UZTglKxdcjhIknswVdFNBPs1or/QRSjBueHQY46gupp4DBNXF/xLy8YCo32NGSVOkCK8xCB6oDcIqor3Iln+XCLjmzijOn7ATKoLRDFoNqigkzEuacY4XAo8im05Z3+wTSs/UK5Sp6DCjFkOGrRwHlEDxlLQgnXP8w3/4D/nc5z7HZz7zGba3tz/sW/oT4S9I4Q/Bh9VQ9h7uYXlo3uLUvs7G5BbPnwxYPFjj9tFHeOfxOnO7TlUpZrllPBmRtgXo5YNaGwiD5eiYvzA6lQKEk3gPtYHcBLhzx3S+hxyWRA8Kmvsz7P6Q449EHEwCVtZazGcVkyacNxUNa7kTNrnfKymDjNb8lM7Y4GJPGW7ypf0IlUbcp8ZNMxa9NvNFjKbJOZuc2TYdCnorG2jsxWQ0iKrkshTo7ozi7AlPwj0O1tu84XbYPJlx/XyG8gLvLHVlEFIQOkdd1dTGE9YhY2EpNzcxocUSUYUBQ1czX005WGlReUuzGWFLx1Qtg0w0huhwwuXRnKNem6oLrbzChjHj1VU2D8f0N9c52uuB9ZR+Thhp6rrELFICIirnMOQkhEgUVeVxtKkHNcm658xewdlPsmNuYRjSkgrJ0oo8bDUozkqoLToQQEBNvZxNQKGERSWSyWSK1MuZBakCpFqOugksxtZ04jZeVAQUNNQIzAjZDhjbmgfKsLJoIGaWeLhg41KBZkAVCfLKkuCxlSKMwFOCjWBokakm7EcYnaEI0YEgRTE0Bet6lQkzIEAiCQDnDcuxO0WGRKMYVSkPxAor04y1xZyHos/D3id4sLVDXRb03Dmfmr7Juh1iAkXoM6JqTmgtPkyJ9ID9yT26rZjP2w7CCXziqTshjg6SxnuuXB86nHP85E/+JL/2a7/GZz7zGS5duvRh39KfGH9BCn8APqyGcungi9WCL7j/h+7sPjdGJ5h3ety6t8v54jKPhpcZLyAJBAi3dKWQhtqAyiz2IubA2fcdq3HGLeWUF4PGEvClXVpQANNJhBtdZ3bviM5+QecJqHRBKxhxx3ievLzGo70MIaHGMvcLVoqa1aFg45HjwI14eGOFXEAVt/iyWqMOSsIopVrI5WKJ5Y1qndvBc1xSLfYYsONrIjKk8sSEXJ4dUkYtIt/gFMmDrTYPtnvsPxoSzBxOQVbldMIUryQlDmdqfKBgbhAu4rjXJHM5Mw/z3jqL3KLoEesMISXjfIbupCRS444XfMcX7/PSg3Me9Fp88dv2OQti3rzWYBBbvufuCc89Pme8sUYRSuq6wuka2xojGxoWW9QmpKa6MMuGKOowK48IncZWhoWb4eUneGTa9PksIQZzkUfhrEcGkjwraHQS/IU3krRgpSFuRyirKfOKXqtN5QxWlihSPBaDxxpLRY1EopQilI7KGYx10DHMVU3Vq5mNPJXqspprNkVNOymoZEXGDBf6C5dWgVOOIFGUWUVjrcPCzEilRIV+mQZXS7KTCFV0qDYHiEaOJSBsp4ClI2Jmbo6sLaNim5Hoszu/Q+igkx/Szga0o1UeyJgw3qAYv4UrCqRMQGkariTUDlHXhEpxqXyC9CnCNIiVIWhNOGk0MKxSs+wlrH3IZj3OOf7pP/2n/Nf/+l/57Gc/y5UrVz7cG/pT4qkjhQ+7p/BhN5TfqWte5Xdx5WvcmEyZvn6VV995iSeDHSojEFotzdpiibEOqUFJh9JLEggDmE0tcazwCgIFhQUMeLXU2jsD1nmCQBJGXBCJZDjbYfxWydYgovQVjYeS57anNK8bzhopB0GfUiicGTCNPI83Gpx1BIW02HaOFDNE1cTMDb5eYVEbEt2hcqc4dcyTNCGvVzlmjbu0Wak77Iox19SCpK6JdcU1teBxPSSxKVXc5is3dlk7OOVbHs6X9hRBtLRwcGKpv09DAqXRWUYvK1k9NOR5ThAIijghHI5Z3yqoizlBM6QS0I01wguSLKdpPZceDWk9OWOy0+Xt5zrkK10qa3m9NpzGy/5KFXVwdgR4pK5QzTE6iSgGBdr1sHg8kgiBRiCQlEMPWmFXmtypnmeFkBfq18E+QgpQpaTZTJjNFniWNfmAAKc93i9LM4v5AqmXGRUaT1kWwIWt3vS9uFSPEuCFo0YSEDMr5qRpgnc1up1xVpWoRsp0KhgXS3JYVe9ivUUKh8GhiMiLGUkzoagWCGpaukFBjkfiUEuLEu/ptCWHs4qgsZS0xoHAUqOFQ3tLaTVHrWssbAOdF0TO0Aokz59/nivFAxbWE8ch7fkJ0hW48YIyavKwtY9Ujm6zpCpABwmDwtALMtqyogrAq3UMbSRLUuh+iMoj7z0/9VM/xS/90i/x2c9+luvXv/mNvZ86Uvgw8TQ0lL/o38Dmb/HJ8ZDq5g43H77IyeISuXVYB83AU1ZLG7Taeby9yHxBYq1HKInU5qLEAEkEVQ1Ggc+WknAvQEqB8Y66glYMpQdrIGpETGYwHGziqpTG3QHiXk24WnN594h83/HQR7ioz7iT4pIUXzjicQvhPHJh8NVy1xvC8l6a5/jwiNyPkaGlwvCgaHLbROy1NnhYnLFRD3mxV9EUhvbRKS1xiTIIOd5e4Xee2WTbHLN254Rm2Lp4t2qKbEbcaC5N8nD0rcFPawbTGe0kJnn7kMZxwuNxzc39HpPNNmEYYwA7KrDbXW6+uE4dKDbuH9OdWJozA2sJVWudV69KJI5xsPRxjlXMYrggWkmxwiGiU0SaEmUC5yIUy0AZy9LxtCRAGEW0iJgUITa5RhQlJGXBpc6AvC5pBgmBjHCVRYQKj8djcFYCAmtLtA5wwjHPCrpph+oihCczJXGskUKBsyihsM6ilSSINcYagmB5PwZDqEtMu+a4EzE8D8mmr3D94BadfsgwLmlKULHC4bAWZB3T1IrxaECj30Th0LHC75zjjScwHlM7wkDj0Sg8C1fTkinv0uNe5xLTokuQTym84KCxz1vpDXxnBzk74lP5Xfqxpyg1xgvG1jPSm1Rhg7A6YUVM6VHyrlwh8HMaHx1w+EqJa17C+oR1AbtA8iGRgveen/mZn+Hnf/7n+cxnPsONGzc+nBv5OuMvSOECH+ZAmvXwuyW8yVcYmM/xwuBdxl/a4uGTb+Xu+S5FJS4WflBCI1SFEJYoUCwqi1Ax1i3tALwAWwsqDZEEIyTGOYSAtAXFAqRcHnm1ChCiJrfL0lKgll5qRQXGVUjVZZyvMbrtSO552veO6V49p793RrZrGEYpk2aX+UKQ2hbGxlg5gfQE6x2BFogmIE7BLajdjDSYY02FyRsEQZ8TnfKoKthUEY9EyJpfcFSfEyWSTAik1tx8Zpt2GPO/SVg9MwincJnHGo8KNK62WDRYmJUZ3XaHs5Njdjd3aDweshKEjKRhPY0w3YistUUmPZGWiEoyaobErRSvDEJ6nDcsmoow6uJUiPWWKDAY4/FeoFEIJam9QbQmmMiiRwVS7lPVFQr1vtNogMKUPbwZUchV7kwioqLC9SZ0xJvETEB6ytyShiEGuzyBzAokjqI0NJMEYz1oi1E1KSEmF0jlEE5TuJpIyqVzkrUYAc2ozawYE4gEPzdo5S98lASpHDNqO4ZBh6N7TboSRGtIs9MhdxkgsZXGFgGUbYLDkHI6QV/2SBRYzyLwZANF2xW4NQkBdGSTJ5njVuMj/E7nBrfjy3z8nXe4dHhEWSyoEQx713gr3EOGV4kWEe3hlBU1xaqAXzfXOGrvszF+wmQ+YFdMOCLliD6hGzNem1Beeo46egZfB1wJ4KMfIiH8i3/xL/g3/+bf8Ou//uu8+OKLH86NfAPw1JHCh1E++rAnlIc1vIHlDnfZWbxL8LDFOw8/wq2TXZwFqT32QmFRVTW2BiNBSJAelAzQUmCdxTuJXuaiUHvQpUPIix6DgMoYwkiT15DKpVIpDJZ9iAoIBVQlKNGkKCzegxaKaWYZ399iPkzpPxBcvXbGx563nK0HfCFt4FWM0gofn1LbCWmniclrZDvEZXOs0RgTYmiTzaak3WWoS0O0GJkFw3SbnIC3hxqVpuTGovRSelo0Uz63D67bJb93wivvHFFMM3QcIZyjFGDTgJNIYhs9zGSKDkOEyRHGsDLJeW4yQ1SSrbUmj+8PefLyHrU13Hj3kGfefERqPSezkk/N59wLdzhZl+RaLt9IIREpiMqjCPDWg3cEMqB2NVaNCDYstQnwZxZJcBGXI5cmckAUdKlHM2yYkvtnuD8Y0GuEhPU9YnETqSSmqJGxAA3OFeS5QwYKpCQUgswBTmFxGFMQyYDK1Ugh8Ah0HFHVxTLUqLG839pZlBB4Jwm7EcVoTNru0DQDbACzFUmVOqQXLFxNSEyLkHNO0a2cXCtEVELgLwpk4DREwqGikqjboDQTXK25HT7LZ8UVjpMXOOntcP0Lr/HJt7/IxtkhtdR03IxvO/sf7JkmrVCxwYSgzsEW3A+u8nDjo6yOb7M2O2IQRjxe75NFHcYDw9YLU+rdCiO2qNhhP5B8FOh9CC6p3nt+9md/ln/1r/4Vv/Irv8JHP/rRD/4mvoF46kjhg8aHPaEMcOZgxICqOuJKXtKpr3A87iMJ8MLgrXtfSWRZukLaC5Njp8ASYrzHVAKtPUIvTx9aQxgISuuxBmItcHZZQgIQ8j0jv2VAmqjBWAgCqGtLoATOOkrnYBlzwHDa4fS8wfx8yI2zGetXj/kryX3cruTMtrnlWpxH62gHngnGFHihscYRiCbSKcL2LtZmRAwpFud4sSBIU7IspnKgdYO6WBBEAbVwGCwuifjSaovpZpM3Nld45vCMK6/ep5lZZFmjvEeUOZaYSIXYyDBxDu8snVnGtbzEVo95TkiySPPgYMqjy32sFhSR4uHVHU5birHvI8tdxCQmXBkyqw8JA4UkwSAIOwH5pMA4T6AEQnqMEygZUjOjRmPp0Q43qaspJQLqCY3AMJQGKo1F03pQsGpzjj66Rl+es9FYkE8ykji8OGkofGmROiEjJnYFCIGUhqpSeK+WjrPeYK1blowiR22Wn6n2nkCEeGoscml7IRyI5WCZUgpVzOg3DVY5aAQYKhrEzKkIwhCLwSZjxKUFYRIiCLFYHBCJkqjlSKXABQkHWcRvdz7BW6svMh0bLj8Z8PH779J/5wFfWf0Ub4VXKRFsBwWbw3vszA7Y9XOkE8xkh7fWPkZaFHzr5E0ezD3bYROTpzzKOsiNKeVHxthLzzOtr5CEMc8CL34Iq5f3nn/7b/8t//yf/3N++Zd/mU9+8pMf/E18g/HnlhQ+7IbyV+MAGAFt6WnbkHzYJysb1NYszdisRLwn30TgpEcKQWWW6iMpQXiBUEsxo7cercDUYJLlTr92Fi8k/uKEYR2UtcHYpWGztQ4jgAJWu4rZuKC26YWcVeGUxV4YnCI0TybrzG6ts3m8Tqdxn4/eGLHXuMvLieK8dYmjhWASdng82mQs2gg3RzSPkcqhRQNHTG0EVhfEOqGcj7DeUwtF0tphni/7JkpIjPG0kpSFr7i71uNRs8Hta21217t89HzB1d+5iT7LEWVNywsSDwsl8dawnBNeLrOyqFF1zW6QsPGlh+yejDmJNQfrbaa7Pf7H5S5F0aNte8hxQpi0CIsxtDyCejlHIBTmQqnv8Pg6oFFvY2crlBkkokXmLc4LPPIinaCgNhHKCwxToMQIz+b9Ieko4/B6m/GzEc2wxi4coiEwvkL6CK01lanJfU0YLf2XfFkhpcVHKW5msEKBXNp+OCxaKMp5TdJIGI+nNMMmViww/oLI8hIpLUFpaQcCW2ZIIREotIypRhVJ2SO4eYU8GGG2KyIknuV3TutlbjS+Ajwn5Rb/Q77I43QfE6SsTO7z6Vtv8tI7t5h5x6C9zYHc5DDd4dhm9ESf/21csJ3PwcOXVz/Cqe5ypfwyu/aU22aNllwwPQIVzNEvD6jXc7LgEqXZZIea5whIPuDVy3vPz/3cz/HTP/3T/Lf/9t/49Kc//cHewAeEp44UPoiF+WszED7ohvLXYghkQOo1olZkRcCsSAglywfeW2y1XJCd9ygPzvllaScApfWyhi8ktfO4C0mqkuDtMm+hdBBd/I5z4A2oUCKlA+mWp4tqRrPZojCepXmyxzuJdxZXL19TAkEEWQY+1Tw6a2EOn2M096TiXa7vLNjcHHC9dYhsKB7JLYaywy0BTxa7lI8l4qpHPG8wVUojeIZFcc7CHdLZrCkHQ7w6QQaKvit41k84UJaB2KIQCS4r8Ssph1Jy/FLIk+GUS92Q3Xce8/yi4PrMU2eWcRgTlzlh4cEIvBAEEnDLOFGvNJeOFjR8xbqtyCtJevuILz53idlexOUHkua4x4P+HtOsxKQlSowAiwglsoIKiyMhKNZxeRew1H7paCqUQbqY2s6Jmk0Gc0sr6lGXHotj2N7jSX/CJ47f5ZO3Dhm80uTOp55B6jO6GEozJ5COZgMYLbDCE4oYn0hcXqF8CGVJrANKW2P9cujN1B7VBucsBBoZSCqXEeoIM7MEzZB6XhN4QVI6glmA947QC6yooHZU99rEWYfokmC8qAkFyDIALN6WSB0t1Q1Kci++xq+JV3hNXCezXaIg4lq5IL77mAdyn/l6xIwJK40Fzx/9KuvZEamsuFyekWc5pH2O9SrdasqLo7c50gkrHcnByPEo7OP3FsRXJxStb8Nyg2bS4RIl1/UHWzfy3vMLv/AL70tPv/M7v/MDvf4HiaeOFL7R+Or+gRDiA8lA+MMwN8tTwjKAxhFQ0m1OSaOcyqcI78EJrPdoB9Z6nAWtJVXlaKSKRFvwAoe8qMMLEMvwc+8FgRLgPF64JVmwlKeai1JDbRQ2twRRAykhFJJQQG0cSgiUktTGgVoSSqDBOEddOsoaUCGHE8li9hIHGaweTGkHT9hbP2d/44CrnTtcloYJhzwyfU6mXaYHJQErmMkG5ahBrxXSGZ5ReIGt3LIv4hxRPeAvBTOqqOCub/GW3abCoITDKMH9fouzToM39rvcyeFjB0MuPRkSPxmiK0/lHFlLIwcWWfjlJLGzCBXyqAV11CY5GbB77xQlalrjCY+nU8Iq4PKZ4RNVxG9e3edBe5Nwq0HNApVK/BykdShp8c1zvFXoKqFkOevrkDgh8UiqOiZRJUU9RxAg6VJYxdt7H6cdtnnldMrzvz2gLhLefGGXd63GuVU6bs6+BC8KQlEhpcflBWEzpZ4uvYY8glAHGGdwOJQWhDJaRm9WFRJL6QxxmGArSygDVCEwWuE6IaODnNWZwvUEKhKgCmSkoHMKGy0CP8MIQxDWKDQ+X559cud5138Lb6XfyavJNaaZZnsx5Nm3X+OFWw94t9zhaOvbKJAsbM0uC1r1jOeyd0iLOe0k5kQF3E2vE9uC7eKApJhy0umBsxS6yUTP6b1wyOJyhwUvUXOFPQQvEdP4AFcu7z2/+Iu/yD/+x/+Y//yf/zPf8z3f88Fd/EPAnytS+LAbyr8fxhekUBBQ06IMoRWWdNOco2kTKT1SKgJt8AK0FhT1Mu1MCLDGYxwo74i0pKgFxlmSUCEVhBoy49ECNArlDdZeyFLfS8s0yx3ukliWCz8qxRoIEw3UF+PRF6cMIXGVQS6tQwmloJgvG9qLXFAUPcqizd2BofPwlNX0gI9dvse3XH3Ic2v3mbsWxWnNPOgy4yFvmITwxLJ5f8zAeN75yBZ1pDn1hjeqLaJGxPPulLihOJxlHPkY5+z7DdcySlistnhbxpxdWqF/NmX1eM7+oyPWjwbszgxSOJIgIUAwzzO0VjRGJWalh60dZSwJ84r94wyVzFHAlcmELE74xO0hTfE8d6Nd3AqgKpywlNbS1gE+HIBe4MYhKl8jsC2SqiZTEQqP9QIhU2w9RyERWAQtMlHw9t41Nu+9xTO3n/CpLxzSHBv++8vr3Nu7zNQZCitIi112y4pEa5QYoMSMmZsAEaGoqIwjDCKUq8iFwwQeW3pUKUjTBmdnQ6qeIi88zfMOp9k603aTw2aXSfSYoh4QLmZsR2MMkuC5AaKIESHkOYSuiRVzOkHKIPLcEy/zrtznINrnJL5BWXuev/s2n370iN6De+xPR0ixTjZ8F1auYYIWdnLKiqjRRmCsZ6J73F69wbwW7GZP2J4+wAQh/WrKHbvDV1in2DsgumZYpC8DW2gEO8DzH3Bz+T/9p//ET/zET/Af/+N/5Hu/93s/2It/CHjqSOEbtVA/jYQAsGC53hraDIOrnEZvsb16zkb3mJPZCs4tF3ajocxYyoOkX5LFRYqjDMFZQSGWTUCvIIqXJ3xrlsL5IAHjLE4InIBIQ117pILaQhjBYu7BCmR0McdgwOMwRiK8u0gfg0AIwlhj3TL6shIeHS7nHJzwYJezuYO5Zl5uc+ekT2k6RPFDttp32VTHtMOA+fQcqx5xzQdkrT71dMa6bpFMPCIQeFtyx0je0B0eJZpW0Eb0WpTDgqjVYHw8REUpQRAivKMWcNYNeBJ26e+u8eXrfTYGC3bOpmzcOeDjE0d3lLHQDVYrgbKW1fGMSVailSYqPUlokVnN4/4+j7svIVWDU20YhDswXsU5Q2hHtGLDYXlOI/I4cpRaIHoCH0/RiwTb6qF0ijsvEapP4BQiaDGvR1g0SRBQ1Y6JjJis9DBVxUplufxwyO71PVYedXkm2SQdRIhxxSYxoRdEiWV49IQG5xyszHnQPcXWOVEZQeKozYxJntAOYuZzQR2scSZq3KhBq9HjPusc2iYqXcehuLv1LpuLO2wW9/n2KqYIF0SyiU41E3ISYYgaAaVt8KDo8n9HH+dO8gqHJkEnTbZGBZfv3mTvjZvMzT6329/L70RzdBhRDod8+vxzbBaHmKJky44JijleWqyt2M0OcNmMdZmjtWNuHWetVe5M11ls1ejvMAzWn6PiGRwr7AIfAVofoAz1v/yX/8KP//iP8x/+w3/g+77v+z64C3+IeOpI4euN9xrKH7bC6A+CFks5aIzGiV3uJ7vsdt9hpTlCXDSAcxzmYnfvnMAaUIHEewc4uJCtSi/xzmEriZQSKVhOqipwfqksCgNFXUCzq6hqS5FXdFZinHFEyyoTeWWoa2jE4J3AObtUJwlQAdQOkgCUVEhpl9YZSuFri7cSL5dlKh2ARzKfeN6Nn2X++gZrjS2a4ZAXd3Pi4BEv7RTo+YQkhCM95moXrs1GqKoEBy9VnvN5yml/jUngyKMKvMFXTcoKdve6mHGJEMumtLUanCXregoTMW03eWerQf9qnzuVp3desHk2o5jNWBtk9McFa1lOhSeua3Shac9GrMWrvNH7CI/j5yicZGRK2pMVlHcYa9ChI8wtKulRVguQoOIYES6w5RFb2QGdWc29sSfezcjFJouwi6wdoKjqjJoEoS1SC6x3mCCmWHueT/IS/jTmhfY1FuUcW1c0wgQvPR16tIommfe0iiGlecTn4xrn26iophQHdPM2QbVFEa5iaXNaTglsQrPRx0WaPJiT0MViKTd2OT+pmBQrnAYgQ8kaU3aiGfXohCxQBJ09Jn6FexPBSXKNsUnpFxOe/dyv89xsztaTWwSDGXe3Ogz6L3Kg92mEEhUMWR/fYtefQJRwuijZCWNCAaIYsW/m5EIwzAWrseLB7mV+NfoIRs3Z/NhjJtcFrnkDxx4hcA34yAd4Svjv//2/82M/9mP8/M//PD/4gz/4wV34Q8ZTSQpfr/S1r20oP22EALCqYbOGR0BNi5PkEqPmTfrdISutBafTBOxSNZLXnkQu5woWpVmWesyFvxEK9FJno6TBOY8VHuElWguqYqkeshckZCzkBQgdooTAeaiEI7wwM5PSIDRUtUFLcUGuQAVBbCEAAxRAIxSEUlCJ9056kjB0ZBnEoUMqqKzg4XmHrzxs02tVfOXJKZfWr/HmYU5TP+FbnhkS1RlrriIpFlSVJdSKmAVXZwXOFZz6jC9XhpmuOarPWLQ7SBPjnQRp0O0AMy2XQe5GUntPEAoqF3PY1cz6XfS8pFPW6MGIleGC73r9MSbwTJtt9OmAlhBI4fjI2T1k0OJof42qvEJ9kmOVREaCkj7NRQ+KJoxWsfmEDVmQxCXzacCZbIMEnR3w/IN32ZyMqUmpfMpxo8lM9ZgRs3l+wL5ybE6ecP/aOjevPs9a8BLX/FUKm2PLnFgqciPJXMFGaw0kWDRtFSEWnknp+d3iHeSlBXNxjJQB5/YSKtwljLbI7dKd1JhlboVG4wQ4HCEKS5OSSxyuxjySapldkHg2VU2pz6k0dIMuPneMdYSZFexM7vPRhw/JnxjuukvcD/qoxhQVb3Jl9i7fWpwSZkcQtfiy3OW3ux/nU8NX6ZkxgS/w3qMc1IGgJEZRcOvSFX7tykdZnEB6RVI836XoX2fOS8TEXAc+xgc3vfyrv/qr/J2/83f4d//u3/HDP/zDH8xFnxI8laTw9cDXWlZ82A3lPwhtCVeB+8ATWuRij+N4l5e2JuwfHXI+fRYrPaEUOG9xxiKVQEqBN8sdufcgug73jERFAv+byy2/EAqpPa4WeAkoEIZlH8EvJa7L5rXFOwiUXiqcnEdKUFpQVR6pBAqPjJbzDHW9lLV6LKEAnKeybmnzZi3y4nWkctSAJybQUBcQSME0U8xnW0yNxntoR30qf07ou6zNGih7wqWVYwJV4o0nwhOaGqaW54MZ+fEBL+PYDJ7h9uJlynEHrzN0lFPaAUJZzKKmaUBODXFfMJlCZQpsK2DcCjFdzVCB+eSzPPfogPVJxjBo8mB9m5EVPJ/NUMGAzbV3mPZrzMkMtz5FNmL8NMaWPTyeLNf08wXfNbzFenbGa+trhN4Sd7Y5bl9juttn2G8jS4twkjLPaUXQPP4KEsP5Vpez/T3KYJe81eQVuUL32CEQ5ALmypNogRIgpAIDVWnod1eZ1xkb52dspI955CNS1UCWLSp9QsWUaye30W+d8vhaj6NGhadNRQ+nAySOmiaKBEOFW29ipzl5LZGBZEKDcaRwVcbaQcnW6Rk3BgsmT07YK0bcGBxQqyY3E8/jYJPT9ev41hr96pRr+V0apuJWc5XH0R7KnqJ9ybYoGVQFrbRBaQyFqYiF5H68w39LX+Cgt8W18TsU1x8x2n6ZkhdRdNgAPg28HH8wz+Rv/MZv8Df/5t/kX//rf82P/MiPfDAXfYrwZ5IUntb+we8HIeBTATyo4RSJZZ17zetsX/ptNg8f0zzdZ5pFWAfLKAS5tHlQBgCpASeW8wPPgrsu0UKRfxES43BWEARgjMJXFqWX5Z8696QKKrmcQ6ispXIQumXZRwiNNcu+hfeC2kMiJNI7rFi2NuxSpo6UYunFZLjIYQbhwdWAhTQVOKswbnn6qEtNEkNlBIvCUxY7/Na7O+TlFQIlaCVT9vvnfOuzr7PZngIS5wUrzHGzGZGqmdsJhxTcc2N8JFCLVeqzHWy1RhBNEPqcleE5nzg4I1GeqdMUCrKtJsNOi3G3yWm/w+s9R5bCd792h2eG58yd4FQLWO2QNwTFxoho4xGtNUPmTmjrFepqFUcLUTpKDHnDk9Ujal9j1iSFXWDsfb7lUU5xOCUcbXHeW+Owv8ujzgqNIMatSfLiNv3tGHSD7rigUiW/0z7jSXnOjbDPFRvDpERJgZISPNSiRCmJNyVKHkB1zDU5ZTDZpNp4hUIb8uAha/Kc1uiMIj2jaHXRDXCVRoc9wlRiSJAktAaGZx4HiOMtDoI2hJLUBlgarD24z9V33+SaNdTTmNf1izyu1jm3c+43b9CSFR2R86mj/wcfJYyLa/zuyqf5tY3vxa87jmzEt45f4/nR66zXp+ANgRTUTtAMIk4XhnvNVX6j3uHuHUcrf0x96QluT1LqLUp6tFmWjV75gMpGn/vc5/gbf+Nv8C//5b/kR3/0R5/qteMbhaeSFP405aOvPiE87YTwHhIFL9dwCNxhjXP9Ub7cd1x/9ibfWrzK79z8KJMsuVjcPTp0CC/wzoOXCOFxpYQF1NsOroE/BPtI4Gu3NMoTAimXapKqMKR9vTTTMxezDwHIkmWLwjgky8ZxqKEsLFUFrYaicsuBOcvScE8ILj4rj5YAyylob93Smvui7SG8JdCCReaJL6StDoF0nlrAcAbWtnHA+axFbTUv7khkWxBFmrosqbWkVS7otNvMJ3A1n2Gqd3l30ebJyScx2TZRojFxF9NcZWzaPNjcpmkG1KbGu5JmrtgucnZO5zyTVcwwpEIjbI2qSjbPTmgoQWQqslCyOxoz7MSctVNeCxWz5yHr5jgxx7kMLQQtNyCtKtbPjwkurTBqNfGhY3+W84nPv8l24z6zVsJJ2mYoYnzSpVZzdHFC+Kan2tzk7ajB2Y19Br0Bt7I5TzZhdTSjG8VsC03sNA8jxzQ/IojgC+HbSH/O1s0v8p2xJSktr0fn3G63UPOI1qziwWbN2Yogb+dEUYDAYMNTqHOI2njnmUY517Tio5//PM1pTC0tef8Kr7VeYTGZoM8T0vljumZBEGY0Wte5E24yCUJsf4UOER8bPOGaHWBMTqsc8073RZI656XsNV4ZvMazo7fRrQS8YEybm8UaXjc5D2PeHqecddZJWhbnv8Li2pTp1itUXEERswd8WkDjAygb/c7v/A4//MM/zM/8zM/wd//u3/2mWDu+EXgqSeFPgqe9ofy/wvMhnFUwRXPEVR42QuS1gBvRG3yilvzWrY9T1QoZSLz1WLO0NpBeYoRFFWDPPWIgUNcVBkvjjoQDiVGgBg4GYKucKE5QAnS4NMtTXuK0R0uPWPqdIeQyED1QAmmX0lOHIWlkvLJ/n37D8sW764wW23gA61BuaagHAgNUBoIQQgkGSZZbhAaCC0shIZZ9CglCC4T1OANJWPGx/btsrZ2hkDhjlpO8pkJFCbO6JkLQFYJgOqPJIVcaZ+RBj8wIQhsyyK8xi7Z5WzxPVBqK+YRmzxKrI/ZXnhDmC2wA8UKSBRE3r+zwcKXLpNehrkva7TZx4dFYrKnp5iUvHA1QuaVC8XBnBV0ueH7muXb7Ppel4t1LmwxaMWUAkySgkEt1V1LkhDZnZTSiri06CFgIR5nEDKuceOY4W21zfmWdEW0yVfOwf85dATI0rDY66Nqhw5DZdETaShm5BX0h6OYbbAUBh0GHgcxpTGe8/OoZa1nFWXuVGS2aV5q00yHtakQVKwbWLjOR65jkSUow6PIoW+XK+Yi96jZMMybNFr+m9phvXuEd9xKX4inGZezWI+SsIp/BPD/m0e538bs7/19erae49ha10nxq8Fu8PH2LrfKMjcUDdBJhCsssSPisuMZbbJAbRS0jJhgiH2DdmOaLE7Ln1yjUC0CHdeATwLXwG//8vfrqq/zVv/pX+amf+in+/t//+99Ua8fXG38mSOGboaH8v0Ii4bsDmNbwP5DMuMTdpkBt11z75E0+KhJe/fI1qipFBCC1pC4dKubCHc/jHwn8HZDPC+xzCncZ3BTwYI8k9m1J9eWCoEioHXh5sSgLEFbihcV7sTwCqOWwnHOeOJjxzOVDLm06En3C/tYRi+k67bjPtFqqmC4GaHFmKScVSiBZTld7BVVhSWIwBky5LDPVhUVrlqcT6zECAul44dK7fOL6bfp6sbSTsGaZBewThDf42qORuCBhZKHWI3q9I1peUgmwNiRz5+TtTxNkjmrSoz5aoThJMDrCbTquNV+jmczIm47HPuHOXo9ha4fCwZUnU168e4qqHXjP4d4a7261mW42CWTAei3ZPDlnZTzjU0djdh8dcfNTL/PbL+wx6K+hDo75yMGQ5968RUML7jSahHGPUbPNuVXY7irHQcRstctwvuzv+I5irFawVYYyPai7WDFhpmeIXozwGk/B3FqavZp6Ilg4xeMrl7gVRrhhj9YdQ/+swdGTy8xlm/NcUs0mfPrhTfqNABFu0ZiNmIgC18+wkWPtviOvVvjt+FPcvixYqz7KvjhhUZT85bPfJsxTpu0+j1vXeNy4xKhXUZYwOVyw8uiQteycLBAM5AartuB7z36HZ8e32KyOabgSrwUnhebcJ7xe7/BlscEo6DFfZMRxQBxr1vIj1PYJs+t98uC7MDxDhOBl4Nv1Ugb9jcQbb7zBD/7gD/JP/sk/4Sd+4ie+6daOrzeeSlL443wo3ywN5T8KEgV/2UNh4AvAhD3eaefIqxnP1q9jCnj9zgvYWoIUBJHE2OWwmrcQnCrsV8BuGHxH47dBbC8XZ7srKF1NdNohOINiBq3mUhlUO48x7zmiSrzy+MLTbHme3T7g6so9zoee3G0zGaxz73iHwq3w4LSPDMyy1OTABwAS6Zch9DJczjGIeCm9lctwL6RYymuRy0qGjpZkoTWsdipubN5lp3lCXdWEQcK8nrPV7DGezxFhgKsdmoDdfMB3qwWHoyF6bYWxDFEIxrMJ29GAxeK3mDfWWOytcKpbqHwFOQkZ32nzdvpJVuMRzzUe83H1kEvJkPNyky/IPUx8mSfNgJce3GdjPGL/4QCThpwkIeNYkW20eYynWr/Ea+1N5klAfD5i53zMsNcEbZBxyLnQTK8+zxe3Pka5dpUaxVTNEa2A+PyAT9wbsnk4hkAy7MSUa4LxLKSBRkwcqoBe1UMWEhvXmGKZk0ENqXGkD495ZuZpHhek4yc0TyVvRy/z5WSfsNtl5qbsmpKrp3Oas4y3917hKxs9mtMxkZmTTQUdN2SxMcRs/A7Cr8Oo5nW7hlh0aUarrKsprcCwOzgmPh5SNprMNjapIjjZe570YMC3LW6y6YY4U/LR+iFdcsDjheUL7PJ5scZx0OF4YnFJG19bwjDAOdhmyie3j3lwwzK6/B3UvIgi5TmWaqP0G7xCvf322/zAD/wA/+gf/SN+8id/8s89IcBTSgp/VHwzl4v+IKxo+CsephbeBhZc5nbqEFdzNs3bfFdsefX2C4yzCC4iWbQWy8nm0uPfXhr88ZcN9DUCjwHM2BEeAGcS7S7CzoXA1h6tl6WoWrhlEpdbLtytqOQju3fwQvF/v76Ljq4ymi3NOXUgMN6jEUjvlqZIsHTslEv1kxZQ2uXCn6TLOV6HW5KCh1BLauXwbimRjSJFK8lYSccIHBUlAQlSNKlUgnE5dbXO4UgyK2KScYdOvECfryOPt+kKjXGW1MHWaomzT9DdI+pGzDwsEM1VXCwZNDVjvwKTkHezFzD1Jc6nlv6qYi+qYS/ivPciX8p3+cTsddbyY+JFRXQ84JqUFOcZXZsRpmNOtlo8XF9jdzzju9+4x+rJkLc6DeIo5ayZsBVpetUYMzqmahRk7YIgitGNKZMtS3sg2Dw3dEee3TzjINaErXWyKkU+6dHvdLn78TPefX5Amc9JexHJ4zF/5YsPWHn9Ps9YSTwq8LViIgIOn71KsCUoogU2ybANzas+oJWvcpSu8aixy1YxZeP0Lve3BI/kCrp7wGDtPo3gnPuZpMrAZ33cYIeb/mWSqoUWkmpR03aeTjbj449fZzH1VGXN1eJdnpETdLnAmXJZMxTwRLZ4vVzn7egq00VBQUGbZb1QSkXoc+KrA4afGDG5+t2U4mUqWjwLfCvwQvSNfdZu3brF93//9/PjP/7j/LN/9s/+TKwfXw9805LCN5PC6I+LjQC+10Ho4cuEjOQVbncF9bO/yX73S7ySzrn59sc5GqYo7fEoVOhwTiDGYG5B0Ae3CrK57PWGLYGPFBpLVS6vIwVE2uCsRuiL7GYEpvJoCj66/w6XN0744p3nOZ+u0e1orDe4i119EEjwFyWopW0oKpA4IC89UQCzWUGnm+CkRDhPwDIeVKml/be6+FXEcnp6nsdM8/jCHtwRx4rRWPGlx1e5efdlptUaj84jatciiVtgZ9Rljg0aKEKwGd4tWOsnaDkmTTSNsCRR56y2PWEr43IyQqj7NPsOwwqHLiIQLYrFGsnC4CwYQtKu4/Sjm2RZDzOr0eMKdXpGZ7pgu655silwPYVv1NhmSGues+tHtA8HbHqFmU7YyBZcrh7QEE2MNoylZ7q1zlBJ1muBqaZ0hKbvAw7PHrHjBJP9b2V++Bz2HOpORBEo2vOM7XdOuGbhypsHPHv7iM7xGBUGNOKIaT7n5vOvcPcjbWyrQOkYHTtmVytu1XsY30TPr7IgoBjUnG62mLbfpF7XaJlhREXRDnFUMHUI9xixNwA/RE3WoNjEnVYsxCWMkeTFOs8//iyb80NCXxNHglAFjIOAYbPF2Kd8brLBm2yxmFsiHVPZmrIsCMMUlEB/fM7i04avbH0Ps5VPYFhhH3gF+Pgy7O4bhnfffZfv//7v52//7b/NT//0T/+ZWj/+tHgqSeF/9QE9DRkI32g8G0G/hhULXyTiWFznVk8zTdbYC9/iI63P0Hr923j3aAUtlwu/xOO1wB179BfBdx3+uxVSeqoWqAiUkFR2mcQWSIcLNLb2dGJDHRhQMVf2Trja+SKffv6Eo1Gfd062qGxKUS0XTCFBoDDWEGqNFcvmtBIs1U5aEoQCYzxKx8tJ7MohQ4EKAlxeEy03k1hAOlAevJNLE1PhqcsaQcjRaJP/+tpljqYvcDjsMF0ESLUMFwpjSVkuxevOQNSAumqRF3BWCfLFFo10eSxR1tLpKEIxo9XISOQjNvsVe70Zq91Dthu3Ed2QnIQpA47pYZDUMuZhskWhQtrtAqKUiRqz2R2xtpLjtxKmKmQSJzzIJHlRcEMN0d5iN0tsuk54YGmUBWKakVYR8TAiGreQrkFICvmIYbfBogmj8yFV6DhevUm048j3HDfu3mX/fwxoPjpgzyn0eIFeZPhQgYMyUvzu9U1e+44NTm7UePOEIl+ndIq22aBAYXVI0C25cn6b6TYcTUf4dojqnFBU+UWynyFA4ZuC+aQgigri9hPK5ITK3iaOHTsPv8K1O4qt8zHrZkrXjAFBWYXIWPHGx29wd73L+bsxD2ctZrUmDB3+QrpsLQjh0ZdH6E+eM7nxMYrgOzF0+P+39+Yxdlb3/f/rnGe9++zjGXuwjTEGEzAYCAFSQgIkgI1nKF2VpupeNeqq7q1atVWVVkrVvamqpqmUSknV2saUQthNEhIgYQ0QbON9GXv2uXPXZznn/P4417fk9+1GGjxenpc0wrLle48vzz3vcz7buwd4D3CbC+G7GAU+dOgQW7du5Xu/93v54z/+43M65PxucFaKwn/F+ZBQficMeHC3hKEEXsFhD2s5EvZTW9PDqsLrXFT6KqveWMme45dyaqmI0hrXdfClIj0Gzlc1WhnMdQI3L5AjgqSoMPM2pp/ojrcCgtHiPAMrpogK/Vw9/Cbrw7couj5fmVnJ4blBO3IbkB4kMWA0EqtGQkqEts1w0nUwAoyxJaluCNoItNaY2CB9+96e59GOE1vSKuycpqFijWsv3sPo8BLt2PDigcs5sHgzL+zvp1wqs3ZoDwtLeY5XV1kjeWHHeggX/BCSyAqN4wBpZyyIsP0SkXFIliRGVJC1ClE0THisRV/Zo69wiJ7gFJetWmSocIBLh/eyJueh04A08WmkOZp+niV6mEwT0sJaXq1dTLGa4sdVVvXO0FOpgdCEeol8mKCA2PcohylNN49PlX3pag76V3PKXUF56hSTRy6hlHe59PiLrF08glhsoFSCfG2SPur0hD61E2V6lxJWnDxILm5jXIkC5os5FlesZCEnOb5xLc86BZojV6PwEH5A0GpQ9MuYdp44GiE0mrWNN7mOJ5gTKU/0BrR9DyUTm7gv+RgUhpSoqXBdH3P6d0pNXBKcRoxjKjQKA7RqTUIn7tiOGoLQ57WxMt/cPMxrI720BLj7U6SENHWB1I5eCQzutfsJb0iJL9lE5G1GU2EVNofwAQeK7+KudPToUe6++262bt3Kn/3Zn2WC8J9wzojC+ZRQfieEDtwk4eIEXtCSV+jhuNjMnqEeUv9lLht8gQ/vOcYr+67h1eOrEAocT2BiA4cFpibhTUk6kOIsOLieRAttZxxFdhaS0QlrR6e4ccNzCK9Mj7OIpxoo6SKlgNSa/KQpeBISgZ2oqjXGM6SxsbEnLW3OoCPWiTK2gxo76lthSBNDnFgzmFRBznWI45hNFx3gg1ce4KLBA7jUeP7gTTz6+sUsqrUsNO1Av8V6hSj1aNUluQB0YquXPN8jjVP7bHR6I+LI4HngaGHNcAxopZGutA52KSxFOVIpODG3niTu5/BiHpGsY/WIz6q+U6wbPMnqgTnWFI7SwqXecrikL8U4Ixxzejmh17FvfjXlpcvIy0V6c3VG3cP0hkfwAo1J2/g6x1w5YE73U0xjEkdybHE1uQR6Vk5zrLme6eI6jpgVqJnDDIWSZnURmV/P8dwAfrWG25pkPlhLX8FnyvVY6Kmwt79AY8UAPb5kftjl+NwopalVhIsRRB61qMHVY68zmqY0VUhfdYrV8XHWmwPU04CBtqCazzHdzNOIIoK4jWM89hZCThlDRIJAokkBgUIxdqrF5m+eYs6rkPoBS7kKfc0l6u0mUqcs9OY57ufRCxfhxk3kYJv4aB2VJjbvZQyVq+dwb82TXLaRiKuQDLERuA54v/fujrGYnJxky5Yt3HHHHfzN3/zNBbOHvFPOSlH4/5/+z8eE8jtBChj1YauBS2N42hR5icvZ01OiFaxgbXma9/QdZWTfcY7MrOXwTD9N42G0wExrnDnbB2AcjW7Z0JFv89SkqcI3KT3FJQa9WYrhIkYYFpKQspewqjLDcG+NpSXrtWCwoRuttRXqTjmp70BqDI4U1uEt1d2127JXA9rgSIeByjyjFUWSa7J6OGK09wAXD0yyYeUiDjEvHLmEr+3bwLGliygVJJ7UJNrhwMkRcrmON3VoJ8C6LmhjM+OeA40lgx9CO4bQg8QIjBT2xiRAaWttaof1Qdw2GAlRUmamFrC0tJHDC9BbvITh8gzrhqe4bOUhRipVdHySsUGHNDnIYMHlUneK1Z5HKtby1mwPb1Uv56vtTYz6JynlGvSJw1zkx5SDWfrUIk2juU6/ilAezy8O0tNXYe3gQfxwhkYyzIvyRgqlARrpEmniE+R7KVdqFNs1luIWlVKRWrJEuzzETKpx4oDRdkR7pkl/OaC/fy+j9Ra5yDC3MMmN7klWB1OUZAs/jXEcQ9Q2lJuGTS2DaiuUWyVqN/HDPAvCkK84fEWmVIuuLVlGsbIFF9dbXD5niPwevCQibLYYai+iHEHgB3xjwxivrb+CE8euQjXWQguM2IeWKb7fRq85St9lLbwrJPG6TSTcSIEC7wFuAd4TvLs5hFOnTrFlyxZuvvlm/u7v/i4ThP+Gs1IU3s75nFB+p0gBlwXQk4JIPd5kLYdyQ8y687wneIXLBl7iytkjTE4OsO/Eak4t9TPfyNNO8iSRsb6dUiCFbRKTgWDt4BzrBt9g/chRhEypuz28WbiUamS4Kd7HhhVHuGHda1Tn19E0g7STTt1453KA1jhSIKREJ6pjwqPRp7uZhaHgxxSCBqv7ptmw8gQkM4yNalBV+ooGmGcwL/E8l0Yr5ODUCg4tDFu/CG1sU3Riuk11aSep7XvWUS2OFNKBwHEwQuEFklZL40oHITSpMjbfIUEKSZpqksg6yGlty2XRWOHofNaNWHJgeohj84N8c3I15bBBf2Ev33XFFJVgiot6Iwr6FKGoExSnuBifKU7w0uwqjrTX8c3py0iiK1mXtsiLJdaGU6x0XueyvqN8qLDI6tVlfL+HJcocUn3IxOD0wIyXQ7kBRkGsIOlZwbFWCSeEhaZA18pIFZBPG6Q1nxkGENEkKyoRY/V5ri2/zKBZoN1fZTUuLoqCSVBa0Kyvo9nwIVDkiguEYgHZaCFdgdes0+ukiEgyuhQx3yd4rQS5uMB7q3U2NlrghLw1CifVEO5bEbXSIL1phJYOstFgcLLN2rrm1RTyukWy2ESaCHekhnfTNOE1ZWo916O5hlEKXAPc6sLwu7wLTU9Ps3XrVjZv3sxnPvMZHOcMzt4+BzmrReFCSCh/O6xw4T5gdwr7KPCWF/C1fo9Zt8D1Pfu5vrKXq8b2M9vsZ6lWYKZWYr5RRmmHVElybkISzbNiwLByaJ7B0hRL/cPsCu9hKTeClHBZ/BJt16FYbnLDpd+kN3iLEwtX8NW31rBQ6wVpN2Cdms6UVnA6J3JXpqwZnmEgPMlAaZGxwToFv8VQ7wL9YRMTL+DkQkyakPfzVGtNPIqQJByrjnBsZgVRO+iIikAIu1kLIEkh79sSVikM0pU4ro1sR5ECAamy/RdSSJS2nsXWvh6Q9hbjdhLdCHurkI6tvFIGcp4giTW50CE1hhMLPexvlxgshxg5TX/uBCeGalw2dBxBg9BE9Hp1hr1XGB7YyzSvcaI1xFvzY8y0NzKt+zjSXMNlOUlPoBl193JN4SSuX+Ir9evZv/QejlfzNLSPURo/lDjGQ6mUuB4hikAFGsrgt3LIZJZLeqdYV5gkEOAlRxjtEfT4dfr1CaSu4okYV+YxzVVMzV1GGvfRao7SavZiqFIuV/HzU+QqX6FSXiR28+RVxEU0GNJ2+OBVLfCrbQZ0ih/7nEj66I+b9Bx+gYETU/Q15xFaUS+F9NRj3v/C1wgqBY6JiNpsDdlcwgxNEdyyAJvWUuvZhMNVXEKB92HDRcG7vD/Pzc2xbds2Lr/8cj772c/iumf1lndWcFZ+QqfDRUrZmvtMEP5fBlz4bgnfSOAZ47KPFRyoFFlw1lAXK7g2/wpXNI+gByIiKkSt09U+whrSsETZyxOGCcfcEV4tX8ObchXTA6tYWZtitQx5I7icwMT0uDNcGU7znubXcOUSu/dcQzPq70xeddBaYZRCSBgq1vnAFa+zYWw/pWCBgDY9RZdQxIAC49FIJTrVnQ42G7O2samYolel4LVJtMHoTlmTtuY9SoNRHQHqeD90MgYYI5GOwXMgbnWa6YxGK4nrCFQMbk6ijbKVUp0rgedJmi1bzhsnCgdwkMRaoZTBdHyxXQm1Zg+vHOoBdRG9lYjVg8dYN7CHq1efohRUcUVCr9ekRy5wsXuYK3Kv0uIV5hiiTgC6Si1f5DnnekpOQh8tCt4ibmhoTIcoBI6SmAQc38f1fKLqPD1ek/64RSgXWTc2Rz4+wmXlowyESzhJSoEGfs7FBYQxVHUCTonG0jDNhQ9Rm78SnUi0DlBJgcRUIXKR4QKFyCDc1wlLUyhjkPESPQUPTwgGhKZVq5IPCszqkKpX4WB8ESN6klGp8UmoFjyOjfTgJCm1aszCzBJJcgIV1yncMI+8Zpr2ukvRfe+lwlquJMctnRvvu83i4iLj4+OsWbOGz3/+83jeGbZsO0c5K0Xhk5/8JDMzM2zbto3Nmzdn8b//AkfCNQEMJvCcgj0U2Vcs8KTXz3Gvl5vcr7G5/iYlXadUlLbERwgQsLTUphg6IARLbpEZt495twc/NuREzH5/DFXoYXV0knxzjpwL5dI8V66e5OsH19CO+zBGYDRIR9pxFqlmqGeBzRfvZW3pBK3Ehv1Cp2B3cuPakRrCNjYYLUiFS5uAUEkOzlzMvpMDTNX6CV1FIlw79E/azS4X2PARaUfgUlv5ZLRGSkM7gsCHVEOras3rtbE3AFsRJTDaNtoZDQTY6hltDx4qtWKjjCLwodnS5HI23OS6NkRWizVxHFLXOU5VK7x+eJjXjpzi2ksOsmF4mly4SKDaeLJNHw0qpZi2OEJLuCzWfA41V/HNnvfzltPLqIiRPS5VVSRcnKUoBGXRxvEUfQVN6DbpHTjBqH+IsTDBDxco+zEynsX3JAXPo61b5P2gY5dqqCeCpdlrieL3ENf6MeklJHE/p69aUVolH5ZJlUS2XBpmLX3D+yC1vtcOGg/d+f/kIoQLJqXiLDBiJMXZBYpzdQqtKrHrkhpJ71KTY2YtX00L7GOANNXk1zUxVx5DvnczcXoDFzHGtQR80LUHmnebpaUlJiYmGB4e5l/+5V/w/TMwQOk84awUhauvvpp//Md/5J577qGvr49t27YxMTHB9ddfn8UD/xNWefDdDrySQJ8RvBFUeMXfzIITcMLv4/r6N7kongejaTkF5p0yS2GZ0Gng64hBs0S/WgR3FONoYu0QOCENmaelfMrtGcqyCdJDK0POSTDSxuOFsV3Mp02fF1tF9hxbRe+aKr6/iNM50kdA6gS2+xmJEBohDZFwkMD++VU88OL72HdiGOGEdCJBaGlvB8IIeyNIO30Sju3GNp3MtzEO2ihMJ9zkOhqlZadk0k52FZ0XNEqjAVdJlGsIA2g2E7T07ejvjs2pwYYwSUEikK6tpnKkTZ4nqcN8Msj80UEOzYywojdhuDzJxUNHWL9yjhxHqWhFKDUhKbhNNuqI/iRlHcO0nAoSxaZKTGPsBGMeaCICIgZDhUuCNDW8qEbgaLwgIIljtNQEvk9nSBUIF4whinqYP76ZxanLabXXYpSgUOhFGxseUwqk0BgjbSlyoij3NfCCKqGwDnqp1jb5olJwbDHBYlpkf/sSJhd6yadtrq6+Sj5NqPoBs+SZaa3h1WQFr3r91Kqz5MYSwg8cxb1CggjY5A1zIwHv6wxHfLep1+t893d/N+VymZ07dxKGZ8iI4TzhrBSFO++8kzvvvJNms8ljjz3Gjh07uO+++ygUCtxzzz1MTExw4403ZvHBtyElbA5sT0OfgpdFgSO9VzJTGOOwdwUfrD/NexpvIlVM7PnUCyWqccSgVvQl81zZfIVZ43MyXAsOpMZB4JJ6Po5tRmC+luMbxy7iVHUFCGGTtK5ACIlObLXRyYVentpzHZPzvVw6up+1/UcZ9TSeMGBSXJ0iPYemMhQCD21iDtbLfO3wBvadWk09BakAeTqRbbc+pQ2y03cQBh6JSbrVRG5nMqsUYEcoKAJf0mxBMW8bprSwvtax1jhu59IkBcYoGyKylmZWiYRAGonnK6o1qBQB15bYSm3HuguEXWCnvPVkbYC5SPLN4yO8cGgN61bUKcgD3LppmkuHTuB7CiduM1iUVOLXuEQc7opWGiXE3ilKuV5SZfAcl5xMAYdIx2hfEsUJuVDTShSu5+BLj2a7RS7wiNu9tJqrqM5fxtypVUTRKgKnTGpqpJ1bFcb6caRKoiWUKntww1cYWHGCwFuwH7hjkMKx/yhhVSR0HSabHktLAf5JxYrJGTydcnCgjxf9EaI4z5HGIIdEES5/g8LIKcI1ZeRFffT0FLiCId7naNadochNo9Hge77ne/A8j127dpHL5c7MG59HnNW7aj6fZ2JigomJCdrtNk8++SQ7duzgox/9KK7rsnXrVu69917e//73Z/HCDqdvDYMxvECOt/wcLw2WmQ3KHPZX8v7ai+RVA9cvczIdICcXKOomZdUkVG1iQppS0vRihnSTVckxtJRM1Ss8d3A9Lx24hHpcQjipzfNoO+XTwXYjp0pzbLaXybnN7Jseo+zNsG5FlaGeBQbydTQCV6aU8yfRyudks8zz+1bx4uGraMadaiBfIGKD1uDnBa6wCQCtQEk78UkogefaHgnjS6SnuwKCAe3YIXunzR8cx3pRSCSJsh22QoBRdmS377mozuhvYwxGWIOh0LdpDWNsolq6EhOBKxwwmlwYkiZt6hG4UtBWsNju5+XD/UTNAjNRynBlnqHCLCsqh7lkTUpOzhFKTYE2GEldNXDJYeIYR0AucDs3L4lQAmNSfM+lFetO4h0wBmUcFqZvZGnuKtqNlTSbJaJEE3hljBCkGFxj93ejIY5rNBxJJdxDeegZCvmXyRfaIBSJ8nFNy16TROeDUIapdIg322vYn1xNsV1jSEyyrzTAKRMwE5ZoeIpJrdEjh8l/4Bh69Upa6SbW9azmakrc4vbT656Zk3qr1eIHfuAHUErxhS98gWKxeEbe93zjrBaFtxOGIVu2bGHLli0kScLTTz/N9u3b+fEf/3HSNGXr1q1MTExw6623XvDxQ1/CbSGMRfAlA6+LAocqF7MQ9HPCW8366ABDyQIHCus55LqUTUyMoupWWAoqzEqJUWUq+hjlqEExiXjxyKU889Zmphs9naO7HYmNYzdohcHVAmWkjV234cjsClQyyP5pyAcRxaAJKHJhQm9umliVaEY+B2esqY7nGpLE3ghOn+Y1tgtaSoESxv6eVgjXnqjjNLWn7VSjoCsgEmzvhOqM0DCQaoMnRacL2yaQhehUHiW25FdIEMJBo4kTW7YqNbjGJVYpqdR4LkjH4CNt+Cz9j9tMkkIhdNCJIpF97D0hOXBqBXGrxujQe7jkxDSrh/Zz48XHCAsJCNBpSqlUZrFWx/e9TsJDgE5JlUZIl5zn0GxHKBPjyhEWF/upV6+gOXcdzcYYwgRE6SISF2MEngsR9mU6bRzsbdaZTRtsGniZ0dxehNciNQ5vnliD7xpW9h4iH3TmmChNik/OixmUC0TVA/TPzbLoOrwpR+gt1OnJNRFjDQo9R9ErIBl7L354BZu4lJvIc71H5xb37hNFER/96Eep1Wo89thjlMvlM/PG5yHnjCi8Hc/zuOOOO7qdic888wzbt2/nZ3/2Z6nX62zZsoXx8XFuv/32CzqeeGlgQ0l9CbyGz+FwkGfDEgfqq+mJ52kql0LgMRyd4qL2EQLH4OoYgc+iH3BcD1J1yrTbkuPVAY7P9JIkdkJqq2UIMShp7Enc7YRgtAIjcVwgNaQpNGNJOw2ZbwS2P8IBFY/ghaCFS7OVUsgJosgKgjK2KkgLgUkNrmPzFmkKjmctSU2sSALbmS2k9T+2bcsGYZdgcwIJuIFAGDuMT2lNYqCSd2yFU8d9ThjbrZ1q8IRBq44bHaLTK5MiHIFjHBQpUWJwHIiFoqbs4VpojSNtHiLS4GhNwTe00oBGXOLkEkzX+tg3Ocjk3Bou6p1npPcEa3uaCGNwMUjRaQIRdlaHwWB0AsZFSGgurqIRv5/6wkVocwlRc7CbL3CMRoii/QxT8ISDMTFC+DTjlGPzCdNeRPPwag7XND1BgjIBi7V+Nq75BuuGJK4x4Lo0lMdheRGLpkhbefTNHCdcnWDcGpcXGniFhP19bU4MFlga20jqbqCPVVzGaj7kSNaewYt7HMf88A//MNPT0zzxxBP09PScuTc/DxHm2/W9PAtRSvHss8+yY8cO7r//fubn57nzzjsZHx/nwx/+MIVCYbmXuCykBl6K4GngKDAPCBZp1aGc9xhszrOqeYx10WGE0ewtXsweMUIu9Hhf9WWuPfxVvv7qlTz0yiaixLHhiM5twfVdFCkS2x0mjcYgQdq4e9SwzWRGahwh7QYLtBuGMATpSdJEE/ouWiuitsHxBFIKpKM7dqOCONGo2HRyCgJtDL50SJRCaXuTMMbgupIk1TgOJG2QgXV5w1jhEo6g3TacztMGvkOzpexpWtrN1cs5RC1FLm8nuwopaTQUfmCFxnUFZemhMIRS4ukI5frM1GNSbFNdHBlU0qJUydFo2dN6LueSqpS4CeUy9JYjHH2Ym9ZPc8uGrxHKRYJcQNBpMkRrFpsR5byPxGF2rpfZE3dTm9+AMGWk7LWhJAlKR5gkwfWsKGgFuIZ2e4lcUGGqUePrc0ukRpNikKpJpSLxRZ4ev8H1V/87l429BqktXE4cnzlRYabVw+TrIXOBT251zOUcJ6i0eaO3yfPBezg5cBUh1zJEkU3kuc2D4hmsBUmShB/90R9l//79PPXUUwwMDJy5Nz9POa9E4e1orXnhhRfYvn07999/P5OTk3z4wx9mfHycu+66i1KptNxLPOOcSOGrKbwJHKZNHUgJcIGeZIHVjWlWtQ/hpS2+4a1DhiEXtw5zQ/Xr6IOG+1+8kVcOrCKQgAONJhSLAiFEp/NYoFON4zhIRyOEpN1S+IFjE7rKzkbyPUmrrfEk4AjakaFYlOjU2BJU0UleY5MI0tE4RtBOjZ2XFHZ8IHyJMoa0bXB9QZIYHMd6V3uhII0Mrg+NFvjCjvpQ2uC54DoOaaKQvqTV0ORCSBKQLsSRDal7nkApg+c5JKmds2RSewvpd30uLhXpz0kKWjGjBPsXF1mING1h19BqQ6Hk0K5bG1LPBccVRG2D79pwWKsOl62psabyFtde8hLvXTuH59qyLpUqms0mpWKZen0lx/ZfQ332A6RpANLg+xUSDK4RqHgR3+tFup2qMGxSPkkXgTL1RpWGK0iFJk5BtRKGK3mUMehglvdc8e+MDb1gQ0fGJrkhppWELLQDpmQfYaHNYm6WNwcEe4rvp+ZfwRouZQN9XCIkGz0rrGeKNE35yZ/8SV577TV2797N8PDwmXvz85jzVhTejtaaV199tSsQhw4d4vbbb2fbtm1s2bKFSqVywTTHpQb2p/Csgj3AJDb23BPNooSDbxRB2qQWeZSClI1L+7goOsTaU4d55mtX8PA3rsRzfVIjaDYUubx1dpPC1vEnSuMKSaoUjrSndtftdBcjMErhOIJWw5DLg5T2pO7nJCLV4EmktuGTVCukkEgUWkmiWON64HsuaZLaslhlS0QV9jTue/YmIF1B4ArabdvdrLvJZuwtQQgEBum4LNVS8jkrKrmcpN7Q5PLSjiI3EtBoY1AJBIFACgdXGMZCj0tKBdYWHDwn4HijyUwrYV5J5upVjjcNeJD3G0RxgDYuxgUdQ+BZAyJHAAJCJ2F171vceuUxrho7wFBxgUaa4khJe/4GTh3fRLO6ASGGSdMlwEErgefncKQgipYIw4pNRyjA75TyotFCEKdVlM4TG4WnbUgtED4tOcfQ6COsGP06pXxnfK4j7SxyxwNtaCBYcCQv9RgOFMu8WfkAPpvYyBgfkYp1/pmv8FFK8fGPf5znn3+eL37xi4yMjJzxNZyvXBCi8HaMMbzxxhtdgdizZw+33norExMTbN26lb6+vgtCIBoaXonhOeAw0FJ12sah5eZsY1izyaDXYLRxipFoiuuqr9De2+KxFzbx5uSl4DjEccdjWdgNyPHsRqqUg9EKISVpqlDKbsTSkfYEqwT1lqJYBJXYDTsIPYxKbcc1Gte1/QTKSAR2blO7pZAS/I5HNQmojk1cfdFQLNlNtp2AdASulLTbipwvqdc1hVIntCStINAJg0VtyOUk7ViT9yRtpXEFOI6wyWtsvkTFCi3sMD3XkzjapeJIelzDmnIPJRnhCYfQ8zhVW2Jeeby5cJJ8xbDUMLRVCWEctFA4GOIYcqGLRqGMg0xShnvmWDlY5eaxOsPeAgVnHY2lVSzMj6AVuGGRNK7jOxWidAnPL2JMikkj/KCEPh0GMzZsJlybUE/iJYwogNQ4wsExDtIFUXyJkUu2M9x73MbOTvul2nZxZn14taTYUxjhaG6MhfBKBrmGTfRzhwu9y5CV1Frz8z//83zpS19i9+7djI2NnflFnMdccKLwdowx7Nu3jx07drBz505effVVvuu7vouJiQnuuecehoaGznuBmE3hxRReAo4Dc9iDZtJqIXI5KmmTfFJjZfMkm+dfwbw5w949a3j58BU0Ekma2ri8UQZcSBKNKyWOtI5wiUpRyk4s1Vpi0EhHksR240dpotTmCYQAIx10am8I2igcp9Ns1rEONcImhIW0dqChK0hSQa2uKZWtKLVjY4VDusRxiuc6LNUVhaL1gsgF/xHjSBJNowWlfKcKSboIrWnHGt8XOEJg0BgcpDHEicbzBKYzj0lKiYk1xVyAm0Z4rqTg5UnadbxcyHS9jRvCXBV7G1Ia4UjaiSbnOqRKg230JpCSVqwYLeW4ps8w5iYM9wySJhWSeAkQCMfgUsY4tpQ21lUwkjAo27CR+I8SVGyVLpgljC4gfce2IHT6PQSGsPwKqy75HOXSJLYRToKOMMJlTxmeLzm8XL6etn8NaxhkmJVsJM91Z7Cy6O1orfmVX/kVHnnkEZ5++mnWrFlz5hdxnnNBi8LbMcZw6NChrkC88MIL3HjjjYyPj7Nt2zZGR0fPW4EwBqZSeEHBN7HiMN1qkeRy1iYBCHWLntYcq+YOsmZqEn/fIi+/uZ5vHBshCG37r+n4KTjS1kGKTmI5Ugbf7XQXC4XRkqityRcctNJEscELBLJTKmokaOMgtS3NNEYRJ9YCNFEQ+AJwMGlKEIAjNfWGxEhsyCrRVMrajm3QNdppL/W2rTBKgXwoUanGcW0XdKMBuZzAc0XHIU4SJxoD+I5rfaulQHc6oY2C0PeIkwThQdqyG74yhiQy+L6g1TYEjl0zUhIl2o6lSBOkL4ibBt+TBK6gLwwY8jwKvkOj1WKwVKAiNCtyecphAZPUSJXGz5WJ23WCoGxvAxqUaqOiJoVyH2lscyKpthkBsIf+ZrREEJRtQ6DuFIg5IEVE7/CzDK95ED83S0NKPCHQBp4vt3il0sfrlQ+SYxOXsYbbpMfGZaz21lrzm7/5m+zatYvdu3dzySWXLN9izmMyUfhPMMZw7Ngxdu7cyc6dO3n22We57rrruuM2LrroovNSIIyB6RT2KjiAYRLBcWy1kqbTGLa0xMb0GJvnX8Q70ObwPo+9Ry9jcqEH4bpopRGdMRYYe9pPY2yvgXBwMGghaDYVuUCAY0gSCFzZ8Wk2iM50VCMAIdFKo4Y0br9L6ijc0MG0wW2CaGrEgiZp27BRMS9RShPmIETRakck5GlH9iaQJFAKPRKVgmeI2zbcMiLB8xRuzyLTS/0027bHwQ8lWgkCaU1ihNQY1SQf5qjHwoaD0hRtwPMgTu3rtVs2zOUHDiq1hkKBJ1BGoI3twh7yQjb1FRjNuwx4AYtKcWCuRpj36AdGe3uQuMStRaQj8QOfOFI4fgFPCRI0Rip0q4GXK+A6XkecOyW5nS7mZlQlF1ZsRZL5j7SBrLzE8Jon6K+8iSs0p3zNdKh4M9fDG6XVHC28j2Eu4xqGuc2FwWUsYNda83u/93t87nOfY/fu3WzYsGH5FnOek4nC/4AxhpMnT3L//fezc+dOvvSlL7Fp0ybGx8cZHx9n3bp156VAJNpWKx3SsBdbyjoFLJo2noGB1jzD7Wm8xQbe3jnklEf9uM++U4O04hBjDFI6JFphEoMXgOiEj7SwZai+L1GxbUO2Ta82yC8NKAFGG0Qg0NdDepXEGbGnXL8IumV7A+QiqGkQkxAvpgR1F10zyJbANDQqsaY6sYIgsBNUvUDgGDvwrR0naA09ARTzGum3Wdk7TU+uSr3tYHAp5WJm6xWOzg5TbeZxHI1ug/KwvhJCEqUaz1aR4vmCpaWYYskDJHGsCUPbgGGETZiHvmTA91iRDwkdF18KWlrRjFqUfY/1xTyhk6PHczCqgXAFQgm0zOM7AsdxaKcaoiVyxQqt1lLng4FQOp0mPIhVC6nBODmb1NaGtmgwsvI5yqPP4hcOMp9P2FPS7Pcv5bi/gVphCF+OMsRqriXPLWdoZtF/hTGGT3ziE3z605/mqaee4oorrli+xVwAZKLwDjDGMDs72xWIp556issvv5zx8XEmJibYsGHDeSkQDQ3HU9irbVL6CLAILAGublCcn2WoPUvf9DQ9kzUWZ4ssHAk5OrOCetshTQyeD45wbPZT2/CM8LHllMZ+tq5nYyLGkai0U9GUE3ApqOsVci0kgcDrl3iuJD59q2iATAUqMsQL4DfBjSFZAjeCaMFg5g1BQxIvpnhzII0dlRpF9mSdzzukqaaSN4z2TnL9xXu4Zs1bKNGk4ARU04CpuQGOz/bz+om1vHW8F+2WUWmKdASOinEDh5YjIXVozCtKJYlwNVELfE+ijel2UbuOnUPkSYnGEEgHKTV90qXHl4SOx0DeY1XgUcBQLBaI2g1EWMakEMpOuCpdwvcrQEKsmviihHCl/VwktNtVwrCCUoYwv0DqH6dceY2e4dc4OTzFK5U+jvpjHC2upuasI8dKNlLgOkLWeTC6zPMnjTH8yZ/8CX/1V3/Fk08+yaZNm5Z3QRcAmSh8mxhjWFhY4IEHHmDnzp08/vjjXHzxxYyPj3PvvfeycePG83Lk94KCQ4m9PRwBTgCnmi1EXtMbVyk0IgqNBvpUjDxRIzru4UwtMl/vZ3apD4EG4aDiFOPYMlEQduSOdFBG4Uk7tkI6dsM0vsAZkJiKJvI03rBA9jqw0iBKEl1KEUUHVYC0AW4BnMga/sgUohbIGHwNagGSGfABOQXx3hSzH3zfAa2R0qE3V+MjVz/PbRtewnOXCDwHRwhiI2k2c0xF/Ryb6uXkXJGZ+giH50eYa7sokSeNHaJIIxIYGagzWFhkcjFPLR4AA1Gk8VzbzOfioLRGehAg6fM9ClIymHMZcgOcAHqQ9Pi2btV3CxgpEVJYo2xXoZIGrltGOJC060jj4Ho5kLaAKImqOH4FN3eC/lWP4fce4I2hJY73SQ557+NgeQMxg5QpM0KJdQhuc2H0LJh1YIzhL//yL/nkJz/J448/zrXXXrvcS7ogyEThO0S1WuXBBx9k586dPProo4yOjnZvEFdfffV5JxDGwEkFR1N4BcVxBHNArWP2HqZzyCVFpXaKkflJijMHUFMl5o6OcPDUSlptj1hJHOx8CZNqpGfDScJxUKnGdyVKKPTbOqVTrZGewCsaVA5EKKAE9Ep0v0EPaZxeEAMeFBU6L4nbgIFc3iASaC1qvAYwDenzBvM6hLGAxCAcSTFIuGXDS/QXqhTyCRcVD7BmpIYnO0F5KWkn0GhDRIW5pRKTtRLT8RiTJ8ucnM0RFjV3XP4NVg9PcehYD9O1FRyaXcFiw0d6IdVqQDstYZKAoVyOtaFPJXAIUYyW8wjjIYVAp02E42LSlDBfsZlybPWQSpdw3BLCsRNihe4klf2Sjb9JRaIWCYMAcdFjTF7xJEd6Sxz038vJ0noiVlBgkBXAZuBKAWMu5M+C6fTGGP72b/+WP/zDP+TRRx/lhhtuWO4lXTBkovAuUK/Xefjhh9mxYwcPP/wwAwMD3+IJcb4JRKLhhIKDyt4cZoApFC0iaoCfTlNozlBqzBBMNembm8M9ldCYHeTkzADVdoXZhSLGlahI44aSNDFdjwbXgMLO006NxhUOjtSkygbxhS8RaERBovKQuBp/QGJyVjBio/BLLiLROE2HtJmSzBnctkDNG2QDpHYwaBxHUPDa3LP5WXJ+k3aSY23/fkYHI0bys53yKEBIlE6JVYrw87RSwSyjNNoaR7kETsRwMEfFj2nUU1JZYbopkE6JKHaI2j6LrV7qtRFy6SBlx6fo5ogjg8cKVFxBJSUivYTnFEniBmG+jEk6CX8JKq3hOKXuSHFh609J1RSlSkS7eJhm3ykmByKOD1Q5Pugynb+KhE3kKbIauAzYAFwVdPwmzgKMMfzDP/wDv/M7v8NDDz3E+9///uVe0gVFJgrvMs1mk0cffZQdO3bw0EMPUSwWv8UT4nw0DVpMYVrDpIZjWJFYoEWVFKlnKS7NIOMGXr1OoXYcb36B4FSJaHqYRjOg2iiz1PJQOqAahUTtAI21zBSdmLwdxmrNYgQClWgcT2BSTaJsshdHIhxBS6WEvi2ZJbVioyON8CCJwM913NeA0EvZMHqEbVc/RxBGFPJtSqJOzovI+Ypue7S1g6OhEpSXJ00Scp6PThIKrqFpPLTxCEUb1W7hBD5plBIGLhhoxh4LaZk8DhJhR4+jcCiQUiBpVqjPDWOSEVptF8ctodp9aBWghcToAoIIL6jiBot4sknst6gXZlgsH6NagZM9AxwvDjGdz6Fz/eQokmOI1YSsAzY4nDGfg/8txhj+6Z/+iV/91V/lwQcf5NZbb13uJV1wZKJwBmm32zzxxBPs3LmTBx54AN/3u54QN99883npCZEaaGuY0jCjYBo4gaJGQpUlnPQ4XnsG3WhSbCQEUR1Tc3HbCU5rjkIzJajlidsezVaR6doAi80iC/UC07WSnaLqSRQaaaQ1wjHGTlp1BVoaktgmdqWQCGGTvdYHAlxHUMzF5LwW64dOcsXYIdaNnGJVZQoE+G5KIKPT3V5WjU7PpsAQY0hijRQpObczZU9oIhlitB3gZ5otPAd8z7fNEsaO2E5UgOOlBNKASK3NnDCAJNUOcUvgiApNI3DpI8UjTQJqAhqeJNYuzXzEVKip5oq0nAFmiz1UXZ+W1rRKa/GcQXoJWYPPOmBM2hBR+Sy8rBpj+PznP88v/uIvsmvXLm6//fblXtIFSSYKy0SSJOzevZsdO3awa9cutNZs2bKFe++9lw984APnvSfEjIL5FGrAcdNmngYtIuK0QVsZlnSEl56gGC0i0phya5ZyGuHXrFHP4kwfNDVp7JLUSsT1IgfqG2lEeVrCI263uLz3FIPuFDr1UXEdP8gTKUnoajyvjfGa9BVTeksxg8E05b4WK/w5im4LR2KderC+oEuiTBppRJISuCl5PyV2Qttb0aqjjUKVBjgl+1G4JI7LvNPLCX8V+WiGi9VJIiekjY/E5lJyzNGbnqCs2gitaTkOCZKG5xCLkIVEIEKPJQrU/R7aMkfDgaZTpMoIsXTJORDnigi3QEgF6MXFoUKBAM0wHpdIWOVC8SwUgrezfft2Pv7xj/Mv//Iv3H333cu9nAuWTBTOAtI05ctf/jLbt29n165dNJvNrifEbbfddkF4QqQGmhoWtE1gTwNNGpykRYs2bZropIFI27SMJlISL4nwdJUwqqMTj6Vahbl2BSVTkFWuye9nvTNFXhl8o4icPGnaImcgIMU3EDYbjAYRoYxIcBBGkRMgTIrAZVZpEiORjsei00c7demRczTyDt8sXkULj5xyWEgkquAw71Zom36U8Gn6kmqQI6zPs0Is0pQhTQEeCk1IoAwFUyWnXDt8D03NKaAIacuAWLj4rsIlT9srYJyAHBoPF0meARwqOIzgM4hkwIFQ2ImwRWn/e67wwAMP8BM/8RN8/vOfZ9u2bcu9nAuaTBTOMpRSfPWrX+16QiwuLn6LJ0Q+n1/uJZ5RGh2hqCqYMbY3YhLDPIY6MXUiGiSAIlKaOHGQfpM0VeT9BcqmjqsVrpMjxQM9Q04tQeKitUtfXCenF20HtvYRCCQJENCSZYxJSZULXsCSHEWJGNdUiR2Xk4UBNCU8HdCOYij4KGI0JcDHJUbjIDA2/4HpjJ/QOHhIBAECBx8fgUTj4VBG4OFQwCUH5Ds/JaAHKArwsMPoes6DlNRDDz3Ej/zIj/DZz36W++67b7mXc8GTicJZjNaar3/9692JrqdOneKOO+5gYmKCO++884L0hACINdQMVDXMK9sv0QBaQBtodn4dk9BG0wYSDAlgSJGkgEEhcJEI6mg7AByBJCRFI9EEeHRGbOOR4uKhkUT4eNiReA4uDjYVTmfj9whxsBOabBVpgO2NALvBF4EQyGGzEzmgIOxPn2NP+Z6A4Bw67X87PP7443z0ox/l7//+7/nBH/zB5V5OBpkonDNorXnllVe6AnH48GFuv/12xsfHufvuuy8oT4j/itRA3PmpdhLJNWyiu4q9ZQg6k0OhIxJvm+uEHZNdxFYiQWez7vzaekDbTV2e/rsGQmk3cyH+43UKopOPxvZ0OALynT83/MefXcg8/fTTfN/3fR+f+tSn+NjHPnbBP79nC5konIMYY3j99de7ArF3714++MEPMjExwZYtWy4YT4iMc5dnnnmG++67jz/7sz/jx3/8x7Pn9SwiE4VzHGMMe/fu7Y78fu21177FE2JwcDD7wmWcVTz33HPce++9fOITn+DjH/949nyeZWSicB5hjOHgwYNdgXjxxRe58cYbmZiYYNu2bYyMjGRfwIxl5cUXX+See+7h937v9/iFX/iF7Hk8C8lE4TzFGMPRo0e7nhDPPfcc119/fXfcxtjYWPaFzDijvPrqq2zZsoXf+I3f4Fd/9Vez5+8sJROFCwBjDJOTk92R31/+8pfZtGkTExMTjI+Pc/HFF2df0Ix3lddff527776bX/zFX+S3f/u3s+ftLCYThQsMYwzT09Ps2rWLnTt3snv3bi6//PKuQJyvnhAZy8ebb77J3XffzU/91E/xB3/wB9nzdZaTicIFzNs9IXbs2METTzzBunXrup4Ql19++Xk30TXjzPLWW29x55138sM//MP80R/9UfY8nQNkopDRZXFx8Vs8IVatWtX1hNi0aVP2hc54Rxw8eJC77rqL++67jz/90z/Nnp9zhEwUMv5TarVa1xPiC1/4QtcT4t577+W6667LvuAZ/y1HjhzhzjvvZMuWLfz1X/919rycQ2SikPE/0mw2eeSRR7qeEOVyuesJ8b73ve+89ITI+PY5ceIEH/nIR7jtttv4u7/7u0wQzjEyUch4R7TbbR5//PGuJ0QQBNxzzz1dTwjXPQvMfTOWjVOnTnHnnXdy44038pnPfCY7MJyDZKKQ8W0Tx/G3eEIYY9i6dSsTExMXhCdExrcyPT3N3XffzaZNm/inf/qn7IBwjpKJQsZ3hDRN+dKXvtT1hGi1WmzdupXx8XE+9KEPXRCeEBcyc3NzbNmyhfXr1/PP//zP56WL4IVCJgoZ33GUUnzlK1/pekJUq1XuuusuxsfHueOOOy44T4jznYWFBe655x5WrVrF9u3bsxviOU4mChnvKlprvva1r3Unuk5NTfHhD3+46wlRLBaXe4kZ/weq1Srbtm1jYGCAXbt2EQTBci8p4/9IJgoZZwytNS+//DLbt29n586dHDt2jNtuu42JiQnuvvtuyuVy1u16DlGr1bj33nvJ5/M8+OCD5HK55V5SxneATBQyloXTnhD/+q//yv3338++ffv40Ic+xPj4OFu3bqW3tzcTiLOYRqPBfffdhxCChx9+mEKh8D//pYxzgkwUMpYdYwx79uzphphef/11brnlFsbHxzNPiLOQVqvF937v9xLHMV/4whcuWFvY85VMFDLOKowxHDhwoOsJ8dJLL3HTTTcxPj6eeUKcBbTbbX7wB3+QxcVFHnvsMSqVynIvKeM7TCYKGWctpz0hTgvE888/z3vf+162bdvG+Ph45glxhonjmB/6oR/i5MmTPP744/T19S33kjLeBTJRyDgnOO0Jcdo06JlnnuHqq6/ujvxeu3ZtJhDvIkmS8CM/8iMcPHiQJ598koGBgeVeUsa7RCYKGeccxhimpqa6nhBPP/00Gzdu7ArEpZdemgnEd5A0TfmJn/gJ3njjDXbv3s3Q0NByLynjXSQThYxzGmMM8/Pz3+IJsX79+u7I78wT4v+GUoqf+Zmf4etf/zpPP/00IyMjy72kjHeZTBQyzhuMMVSrVf7t3/6NnTt38thjjzE2NtYd+X3VVVdlAvEO0Frzcz/3c3z5y19m9+7djI2NLfeSMs4AmShknLfUajUeeuihrifE0NBQVyCuvfbaTCD+G7TW/PIv/zKPPfYYu3fvZs2aNcu9pIwzRCYKGRcEjUbjWzwhKpUK27ZtY2JightuuCEb8fw2tNb85m/+Jrt27eLpp59m3bp1y72kjDNIJgoZFxytVqvrCfFv//ZvhGHY9YS46aabLuiRz1prfvd3f5d//ud/Zvfu3WzYsGG5l5RxhslEIeOCJo5jnnrqqa4nhBCi6wlxyy23XFATP40x/OEf/iGf+cxn2L17Nxs3blzuJWUsA5koZGR0SNOUL37xi11PiCiKvsUT4nyeAGqM4ZOf/CR//dd/zVNPPcVVV1213EvKWCYyUcjI+E847Qlxeh5TrVbjzjvvZGJigttvv/288oQwxvAXf/EX/Mmf/AmPP/4411577XIvKWMZyUQhI+N/QGvN888/3xWImZmZrifERz7ykXPaE8IYw6c+9Sk+8YlP8Mgjj3DDDTcs95IylplMFDIy3gFaa1566aWuJ8Tx48e5/fbbmZiY4K677jqnPCGMMXz605/md3/3d3n44Ye5+eabl3tJGWcBmShkZHybaK15/fXXuwKxf//+rifEli1bzmpPCGMMn/3sZ/m1X/s1HnzwQW699dblXlLGWUImChkZ3wHe7gmxc+dO3njjDT7wgQ90PSEGBgbOGoEwxvC5z32OX/qlX+KBBx7gtttuW+4lZZxFZKKQkfEdxhjD/v37uyO/X375ZW6++eauJ8SKFSuWVSD+9V//lY9//ONs376du+66a9nWkXF2kolCRsa7iDGGI0eOfIsnxA033MD4+Djj4+OsWrXqjArErl27+Mmf/Ek+//nPs23btjP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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting(\n", " coor_list=[np.vstack([coor_1.T, np.ones((1, coor_1.shape[0]))]), np.vstack([coor_2.T, np.ones((1, coor_2.shape[0]))])],\n", " label_list=[adata['0' == adata.obs['batch']].obs['cluster'].to_numpy(), adata['1' == adata.obs['batch']].obs['cluster'].to_numpy()],\n", " save_path='matching_result.pdf',\n", " dims='3d',\n", " norm_coor=True,\n", " spot_size=1e-3,\n", " line_list=np.hstack([np.arange(src.shape[0]).reshape(-1, 1), order]).reshape(1, -1, 2)[:, np.random.randint(low=0, high=src.shape[0], size=500), :],\n", " title=f'Matching E14.5 with E15.5\\nmatching score: {matching_score:.3f}'\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "stpyg", "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": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 2 }