{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Quick Start" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This quick start notebook introduces basic usage of OTMol. Please run it in the ./experiment directory." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import otmol as otm\n", "from openbabel import pybel\n", "import os\n", "# %matplotlib widget" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first align two molecules with OTMol. First we load each molecule and get the coordinate array X (an (n, 3) array), the atom label array T (an (n, ) array), and the adjacency matrix B (an (n, n) array) that represents the graph structure. If your structure files are not xyz files, you have to prepare X, T, and B yourself." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "data_path = \"../Data/FGG-Tripeptide/\"\n", "nameA = '252_FGG55.xyz'\n", "nameB = '258_FGG224.xyz'\n", "molA = next(pybel.readfile(\"xyz\", os.path.join(data_path, nameA)))\n", "molB = next(pybel.readfile(\"xyz\", os.path.join(data_path, nameB)))\n", "X_A, T_A, B_A = otm.tl.process_molecule(molA) \n", "X_B, T_B, B_B = otm.tl.process_molecule(molB)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "FGG_55 and FGG_224 are single molecules, so we use the function molecule_alignment(). When minimize_mismatched_edges is set to be True, OTMol will prioritize bond consistency in the alignment." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The RMSD of the alignment is 2.52\n", "The atom assignment is [ 0 1 2 3 4 5 6 7 8 9 10 11 13 12 14 15 16 17 18 19 20 21 22 23\n", " 25 24 26 35 36 33 34 31 32 29 30 27 28]\n", "The BCI of the alignment is 0.0%\n" ] } ], "source": [ "alpha_list= np.arange(0, 1.0, 0.01)[1:]\n", "assignment, rmsd_best, alpha_best, BCI = otm.tl.molecule_alignment(\n", " X_A, X_B, T_A, T_B, B_A, B_B, cst_D = 0.5,\n", " alpha_list = alpha_list, minimize_mismatched_edges = True, \n", " save_path = './FGG_55_FGG_224_alignment.xyz')\n", "print(f'The RMSD of the alignment is {rmsd_best:.2f}')\n", "print('The atom assignment is', assignment)\n", "print('The BCI of the alignment is {}%'.format(BCI*100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The assignment is returned as an integer list 'assignment', where j = assignment[i] means the i-th atom in A is assigned to the j-th atom in B. The user can save the aligned coordinates of B by specifying a output path with the argument \"save_path\" in molecule_alignment(). OTMol will output an xyz file where atoms in B are permuted according to the assignment. Let's load the saved xyz file and check if it is aligned to the reference FGG_55." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RMSD between the saved aligned FGG_224 and the reference FGG_55 is 2.52\n" ] } ], "source": [ "saved_mol = next(pybel.readfile(\"xyz\", './FGG_55_FGG_224_alignment.xyz'))\n", "X_B_saved, _, _ = otm.tl.process_molecule(saved_mol)\n", "print(f'RMSD between the saved aligned FGG_224 and the reference FGG_55 is {otm.tl.root_mean_square_deviation(X_A, X_B_saved):.2f}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use plot_alignment() or interactive_alignment_plot() to visualize the alignment. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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BwUEYDIac3v+4N3IoTdzIKSsrQ21tbcmmhSjpu0rHQiaVCBTPzWg0Kv2OXASK3cEUCuVgqOijHHuy8d7LFLkoW1tbw+joKJqbm3HixIm8RCxyFX3Z+LkpWWgpmf2mhXg8HoyPjyMSicBiseRlWogSv6NsGqHkIlguAsVIIMuyKbuDKRRKPFT0UY41hBAEAgEQQgpqKCsWrg8PD2Nrawvnz5+XIj/5en9a03c0KfS0ECWJn3yZRacrAuXdwUraDxRKqaCij3JsEQQBkUgEv/zlL9HR0ZFTTV06jIyMQK/X4/r169DpdHl97+Oc3lXSWnIlk2khohA8aFqI0oR5PkRfInIRKH7eVCIwsSbwXjpuKJR0oaKPcuwQ07lid+5hdiq5bmt5eRmhUAgNDQ04e/ZsQQrQj3Mjh9LIp5hINS3E5/NJInB+fv7QaSFKEjeFEH1y5DODxe0Bdx/w9hsZR0Ug5bhARR/lWJHKe69Qoi8ajWJ0dBRutxs6nQ6NjY0F6zg8zpE+QDkCtNDrYBgGJpMJJpMJra2th04LEQRBMfsGKLzoS+QgERgOh7G3t4f19XV0dXVREUg5FlDRRzkWHOS9xzDModMyMmV3dxc2mw1GoxGDg4O4efNmQW++tKbveHLYtBAAsNlsSSPjSkWxRV8ichGoUqng9/uxtbWFzs5OhMPhA30CqQik3AtQ0Ue555GPUgOSvffyGekjhGBhYQEzMzPo7u5Ge3u7lE7Kt7CUUwjhehhU9CmPxGkhP/7xj9HV1QWfz4fV1VWMj49Dr9fHicBiTgtR2jEjilBR2IkegYQQhMPhuHSwRqORRGChGr4olEJDRR/lnkbuvSf3/pKTL0EWiUQwPDwMr9eLK1euoKKiQvpZoSNj2b5/tubTSrrh0ahjasR9UlFRIdnDcBwnGUWXYlqIWEOrFBLXIz8fEkVgKBSSfoeKQMpRhYo+yj1JJt57+RANLpcLdrsdFRUVuH79etKNU6miLxeo0DoayI97tVpd0mkhpU7vJnLYetIVgYkegVQEUpQKFX2Ue47EUWqHXYBzifQRQjA7O4v5+XmcOHECLS0tKbdVjPTucW7kUBJK2TfpHA/FnhaitAcFQRAy+r72E4GCIEgiUGwOoyKQokSo6KPcU4jWDJlM1si2Hi4UCsHhcCAcDuO+++6D2Ww+cBv3UqSPplRTo8R9konYSDUtRIwE5mNaiBIjfbmkm/cTgTzPg+d5hEIhKgIpioKKPso9QSrvvXQvqtk0cmxvb8PhcKCmpgYXL148NAV2r4k+QJkCh3KXfHw/4rSQhoaGvEwLUZroyzTSdxip5gbLRWBiY4h8brCS9gvl3oWKPsqRJ9N0biKZRPoEQcDU1BSWl5dx+vRpNDU1pfV3Sk7v0kaOexNxn+Tru0p3WkiiCJRvX2mirxhm0fuJQI7jpJ+nmhuspP1EuXegoo9ypBGje5mkcxNJN9IXCARgt9shCAIGBgZQXl6e9jaUHOkr9t9RikuhxEM200LyHVnLlWJ3E+8nAjmOQzQalWZ0R6NRWK1WyUpGSR3PlKMNFX2UI0mi914uNTIsyyIajR74OxsbGxgZGUFjYyNOnDiRcTG7UkVfOBzG6OgoCCGoqqpCZWUl9Hp9wbZHKR7F/n7SmRYCANPT06ipqZGMokspAkstQlOJQKfTicXFRfT398dFAsV0MBWBlFygoo9y5BC998R0aa6pkIPSuzzPY2JiAuvr6zhz5oxU4J7NNpQm+pxOJxwOBywWCwwGA9bX1zE5OQmtVovKykpYrdZ9zXuVFK2hHEypvqtU00J++tOfQq/XS8daWVlZSaeFKM03UDyPRZGXGAkEUk8LUdJnoCgbKvooRwb5KLVc0rmJ7Jfe9fl8sNvtYFkWg4ODMBgMOW1DKTV9hBDMzc1hbm4OJ06cQH19vbQ/OY7D7u4uXC6XZN5bXl4eZ94rNq0oJdKnpKijkmrWlLJPRMT90tbWBq1WC57nsbu7C7fbjdXVVUxMTECn0xV1WoiSvi8RuRDdLx0cjUYRiUSkn1MRSEkXKvooR4JcmzUOIpUgW11dxdjYGFpbW9HT05PzRVQpkb5IJAKHw4FAICDZzMhT22q1GlVVVaiqqpJ+X6zRmpqaQjgchtlsRllZWZzxNUW5KEXUJDaWqFQqWK1WWK1WAKWZFlLq9G4qDjqnUolA8UFYPI8TRaDYHUyhAFT0UY4A8lFqhfC3kgsmjuMwNjaGnZ0dXLhwATU1NXnfRiFI5/3dbjdsNhsqKiowMDCQ1g20rKwMdXV1qKurAwDJsmN9fR2BQAAvvviiVKhvtVqTujUppUNpkb7DuokzmRZSUVERF3XOZU1KO14zEaJivZ+IXASmigTKu4MpxxMq+iiKJZNRarkgRvr29vZgs9mg0+kwODiY1/qibA2gM3n//W7yhBAsLCxgZmYGvb29aG1tzXo/ir5tarUaCwsLOH36NNxuN1wuFxYWFqRuTbEeUK/X0xtMiVHK/s/UQuagaSHT09MIhUI5TwtRYqQ6lzrDdEQgy7JJjSFKOUYohYeKPooiEdO5t27dQm9vL4xGY0EvTH6/H6+88go6OzvR2dmZ922xLCulpgvBfqIvEolgeHgYXq8XV65cQUVFRcq/zWZ7iZYdYremy+XC5uYmpqamUFZWJgnAyspKaLXabD7ekUIpN1ClRfpEst0/hZgWotRIX76EaLoiMLEmUGn7hJI/qOijKA65957H4wHP8wW7CEWjUaysrCAYDOLKlStSfVG+KUV61+PxwGazwWQyYXBwMO9F8Ynbk3drdnR0gOd56aa8vLyMsbGxuBqtysrKnNNzgLIaOZREvs2ZcyXf60l3WogYeU41LURp3btAYesM5SJQ/D7E0ZXyaSFUBN67UNFHUQxy7z3xYlzIrle32w273Q6NRgOTyVQwwQcUN71LCMHi4iKmp6fR3d2N9vb2gtRBHoZKpYprColGo9JNeXZ2FsFgMOf0HOVglHSzLqQIPWhaiMfjwdLSUsppIUoVfcVYk7yhBqAi8LhARR9FEQiCAI7jkrpzCyH6CCGYn5/H7Owsenp6oNVqsbCwkNdtJJLNfN9MEEVfNBrFyMgIdnd3cfnyZVRWVqb1t9luLxM0Gk1cjVYoFJJE4NjYGDiOk9JzVqsVJpPpyN1clBRxVNJaAMT5ahaadKeFqFQqGAwG+P1+GAwGRRxvpaozTCUCxf9CoRAcDgdOnz4NnU5HReARhoo+SkmR15iI9TXyC0i+RV84HIbD4UAwGMTVq1dhsViwtbVV0CgcUJz0LsdxeOmll2A0GguSzs03Op0ODQ0NUnouEAhITSFLS0sAENcUst9Nmd5w9kdp+6ZU69lvWsjU1BQCgQBeffVVqNXqOHuYUjUhiebMpSbxWry3tyc9vIbD4bhIoNgUolarC9ZwR8kPVPRRSkai916qyRr5FH3iBIrKykr09/dL9WSFTr0WehuEEGxvbyMYDKKnp6cgjSiJ5FvEMgwDo9EIo9GI5uZmEEKkphBxhJdarY5rCpF3VystqqUElLZPlNQ0IdafGgwGGI1GtLa2SkbRpZ4WolTvQABx0b3ESCCAOBEo/i4VgcqCij5KSUjXey8fok8QBMzMzGBxcREnT55Ec3NzUjSx0DfIQkX6OI7DyMgInE4ntFoturq6Mn4P8cKdzd8VCoZhYDabYTabpRFe8ukN4+PjMBgMqKysRDgcLmhn9FFGSTdbJYk+EXntsCjuAJR0WogSbWTEa7B8XfKH9INEoBgBpCJQGVDRRykqmXrv5Sr6gsEgHA4HotEorl27BpPJlPdtpEMhhKXX68XQ0BD0ej3OnDmDiYmJvL7/QRS7YzZxekM0GpU6g4PBIGZnZ7G1tSXVA5ayKUQpNzQa6Tuc/dZUymkhShR9ooPCQevaTwQKgiCJQFFgUxFYOqjooxSNbEap5SLItra2MDw8jLq6Opw6dWpfEVAMAZPPbRBCpGhXR0cHurq64PF4FHeTLyQajQY1NTWoqalBMBiExWKBTqeDy+VK8mwTm0KUdiMtBkq6mSpR9KWbSk2cFiLvRJ+bm4Pf74fJZJK6g3OZFnKvdBQfJALD4TBCoRAVgSWAij5KURBtADKdrJGN6BMEAZOTk1hdXUVfXx8aGhryvo1MyVdNn3xMXH9/v3QTKnbkTUneeOKYKdG4V+7Z5nK5sLy8DEJIXGquUGbfStkngLLWAihT9GW7psROdHFaiMfjyXlaiBIjfflYU2LNtigCeZ4Hz/P7NoakqvWmZA8VfZSCIp7UYndupk9xmYolv98Pu90OABgYGIDRaMz7NrIhH+ldn88Hm80GjUaTNCauFKJPScg/eyrPNp/PB5fLBafTidnZ2bhOTXFc3L2Ikr4npYlQIH8CK3FaiNyOKNNpIUpt5Mi3EBXFnPi+chHIcZz088SaQCoCc4OKPkrB2M97LxMyicKtra1hbGwMTU1NOHHiRNoXqaPQyLG6uoqxsTG0tbWhu7s76bMd50jfYcjtOtra2iAIQlKnZrGK9IuJ0iJrSlsPULg1JdoRpZoWIheB8vIDpUb6Cl0ju58I5DgO0Wh0XxGotH2ldKjoo+Sdw7z3MiEd0cfzPMbHx7G5uYlz585JKZd0UbJli/yzXbhwATU1Nfu+/1ERYaUmsVNTXqS/sLCA0dFRlJeXxzWF5GNcXLFR2vGgVNFXaNGw37QQ8ZhLnBYiChwlIbosFJN0RKA4wamyslKykqEi8GCO3pWMomjko9SA1N57mXCY6PN6vdIotcHBwazSdPKLSqEuttlEE/1+P2w2G1Qq1aGfLRfRV6yJHIUi1+8ssUg/EolI9YCTk5MIh8Mwm82SCDwoNZeP9eQTJa1FqaKv2GuSTwsRPSnl00KCwaD0oCc+nJR6WogSoo+pRKDL5cL8/DwuXrwIAClHxpV63UqDij5K3pB77x3W3p8u+4k+QghWVlYwMTGB9vZ2dHV1Zb09eVqlUCmMTEXS+vo6RkZG0NLSgt7e3kM/WylEmFJEH5DftZSVlaGurg51dXUAYrY/LpdL8mwTBCFphqvSxAygrO8HUKboU0L9XOK0kJdeegktLS3geT7OmFzsChZrUIu5biWIvkTEa55arYZGo5EigdFoFJFIBAAVgamgoo+SM5l672UCy7JJxrvRaBSjo6Nwu924ePEiqqqqctqGuNZCmw2nk97leR4TExNYX1/H+fPn005VH/dGjkKi1+vR1NQUl5oTRaA4w1UUgDzPK0psKel7UqLoU6I9CiFEsn9pb2+Pq0Hd3NzE1NRU0aeFKFH0AfFp51SRQDEQEY1Gpd+Ri0CxO/g4QUUfJSey8d7LBJZlpRMWAHZ3d2Gz2WAwGDA4OAitVpuXbQAoaF1fOqIsEAjAZrOBYRgMDg7CYDBk/P7Z3Fiz/b6UJG6KhTw1J85w3dvbk27IHo8HXq8XPp9PSgeXqilEad+PEkWfEiJ9iSQKLCVMCylGI0c2HLQuselDRC4CI5GIJBJFESjvDr6XoaKPkjXZeu9lgpjeJYRgcXER09PT6OrqQkdHR962J75PIUXfYTV9GxsbGBkZybjzWKQUdUmU2PdaUVGBiooKdHR0wGazQa/XQ6VSYWlpCWNjY9LkBqvVmpNpb6YoTWQpbT2Actd00PlfimkhpWjkSAee59MWo+mIQJZloVKpJJ/Ae1EEUtFHyRgxnSuvmyhkAwTHcbh9+za8Xi8uX74sPfHmi2Kld1O9v9xI+syZM5LPVzbvD2R/E8smOqiUSJKSLsoMw8BoNKK5uRnA3ckNLpcrzrTXarVKpr2FvJkqad8cRYFVCjJNpe43LcTj8UjTQsRu9GynhRyF9G6mpCsCE2sClXYMZwoVfZSMENO5w8PD0Gg06O3tLehJEAwGsbOzg5qaGly/fj1v8y3liCd3odO7ie8fDAZhs9kgCELaRtIHvT9Q3JSeUkQfoKy1yM+HxMkNoVBIqgdcW1sDx3GwWCySCDSZTHk7n5S0TwBlij6lpXdF4ZHLmlJNCxEjgdlOC1Gq6Mtn2lkuAsVzR8xmyaeFHHURSEUfJW3EyRriBaCQF3FCCGZnZ7G8vAyDwYALFy4U9OQqtFdfYnpXnAtcX1+PkydP5nzhKrboO2oXOqWg0+nQ2NiIxsZGEEIQCAQkEbiwsACGYeJqs3K16lDS96RE0ae0NYnnbz4FllarjetGz2ZaiFJFXybp3UwQj4l7UQRS0Uc5lETvPbHuIbGrNl+EQiE4HA6EQiF0dnbC7XYX/EQq9FQOMR0qCAKmp6extLSEvr4+NDY25u39geMb6TuKiKlgo9GIlpYWCIIAr9cLt9uNra0tzMzMQKPRSDdjq9WaUeOS0r4fpQksQHnp3UKIvkQOmhayuroqRZ/l00IEQShIliVXeJ4vSqNUKhEo/hcOh+NKnX7xi19ArVbj9a9/fcHXlQ1U9FEORKxxEKNg8rZ4eVdtvtje3sbw8DCqq6tx8eJFbG1twel05n07iRQjvcvzPH75y1+C4zgMDAygvLw8r+8PFD/Sp4QbuZLqC3NZB8uysFgssFgsaG9vj+vSXFlZwfj4OAwGQ1xTyGE34lJ/N3KUcKwkorT0rngNKpYQTTUtJBAISCJQnBaiVqthNBrh9XoV5UtZqq5i+dABlUoVJwL/5V/+BUajkYo+ytFCXtSaqjs33yJJHgE7ffo0mpqaCrKd/Si0cPB4PAAAo9GI06dP5/1CRdO79x7yLs2uri5Eo1F4PB64XC7Mzs4iEAgkNYUkFqYrCaWJvmJE1TJF/nBdCuTRZ/m0kLGxMYRCIdy+fTvvJQi5oJSuYrkI9Pv9GY8CLSZU9FGSSMd7L5VpcrYEAgHY7XapoUEeASt02lW+nUKIS0EQMDMzg4WFBQDAmTNnCnKBLEV6V9yekm7k9zIajQY1NTXS/OVwOCzVA46PjyMajcal5ZT43ShpPeK5oqQ1FTvSdxjitBCdToeqqio0NjZKJQhKmBaiRP9AsVtaqVDRR4lDPkrtICsWlUqVF5Ek+tM1NDSkbGgoZqQv39sRaxPD4TAuX76MX/7ylwW7EdNI3/FDq9XG1WYlpuXECP3y8jKsVmvJ57cqTYSWOqqWCqU2TIjrSixBEKeFeDyekkwLKVQjRy4EAgEq+ijKJ9NRarmKMZ7nMTk5ibW1tQP96Yol+vIdUXQ6nbDb7VJtorz7q1AX9WLWtpUqsngUKIWISJWWW1pawsrKCnZ2djA7OytFZMSawEKP7kpEaaJPieldpTWWiOx33ZJPC+no6Cj6tBClpHfl+P3+nOy3Cg0VfZSsRqnlIsZ8Ph/sdjtYlj103NhRi/SJVjPz8/M4efIkmpubwTCM1PmshPm++UQJou9eaeTIJwzDQKfTQavVor+/P25+69raGiYnJ6HT6aR6wMrKyoJ3ZypV9ClpTUqO9KUTUSv2tBCa3s0cKvqOOYnee+leALOt6VtdXcXY2BhaW1vR09Nz6AXuKEX6wuEwHA4HgsEg7rvvPpjNZulnxZr6USyUdKOkpEYusuQRmc7OTulm7HK5MD8/j5GREZSXl0sisKKiIu83U6WJPqWmd5W0HpFsxWiqaSGiCMzHtBClRfoIIVT0UZSJ3HtPTClkcrHJVIxxHIexsTHs7OzgwoULUjF6vreTLblux+VywW63o7KyEv39/UkXrmLM9y1FxEspkS1KZiTejMPhsFQPODk5iXA4fKhhb6YoTfSJ61HSmpQa6cuXuErVjJTLtBAa6cscKvqOIYIggOO4jNK5iWTSyLG3twebzQadTofBwcGMaomUnt4lhGB+fh6zs7M4ceIEWlpaUu7LUs73LdS2KMomE5Gl1WpRX1+P+vr6JMPelZUVCIIgdWdarVYYjcaMjwGlPSAoMap21Gr6ciWTaSEVFRVJs6qVFukDaE0fRUHIvfdyfcpNR4wRQrC8vIzJyUl0dHSgq6sr4+2JaddCRwmySe9GIhEMDw/D5/Ph6tWrsFgs+/6uuK/vNdGnhBu5kmr6lEY250wqw16fzyfdjOfn5+PSxVarFXq9/tD3VZqgUVrkEVBupK9Y69pvWojH40maFlJRUQFCiKIifWJ612QylXop+0JF3zEhsVkj17TGYaIvGo1iZGQEHo8Hly5dkgp7s9kOUPgwfqYRRbfbDbvdDovFgsHBwbSKkQvdaEHTu8pAKUIiX9+N6NVmMpnQ2toKQRCwt7cHl8uFjY0NTE1NQavVSgJwvw5NpYkspYlQQJnRR6A0YjSdaSEAMD4+Lh13pZ4WEg6HwfM8FX2U0pKu914mHNTIIQoik8mE69ev59SiX6yIUrqCiRCChYUFzMzMoKenB21tbRk1vygx0hcIBLC5uYnKysq003ZKvDEpAaWJ4EJ8TyzLoqKiAhUVFQBi9bq7u7twuVxSh2aq4nyliT4lCiwlRvrEDFGpI2qJtkShUAgvvfQSKisrpQh0qaeF+P1+AKDpXUppyNR7LxNS1fTJ69syFUT7IY/0FZJ0In3RaBTDw8PY29vDlStXpJteuhQjvZvpftrc3MTw8DAMBgPm5uagUqmkiI3VaoVWqz3w75Umcih3KdZ3o1arUVVVhaqqKgCxsgcxGiMW55vNZgiCAJ1OpxhhozQRCihT9CltSoiIKNrb2trQ1tYGQRBSTgsRa1GLMS3E5/NJEUqlQkXfPUo23nuZkFhrFw6HMTw8DL/ff2h9W6bbAQov+g4TTLu7u7DZbCgvL8fg4GBW0ctiiL50kc867uvrk9Lvicaqer1eEoByOwUl1fRR9qcUoqasrCyuOF+sy1pcXITT6cSLL74Y1xRSqpScEgWWUlPOgDJFnzz6mGpayN7eHtxud9GmhYidu0p7mJBDRd89iCAIiEQieY/uyZGLMY/HA4fDgcrKyrTr29JFrD0sRqQvlYARJxtMTU2hq6sLHR0dBW1+yYV091M4HIbdbkckEsHAwAAMBgMikUiSl5voqeVyueIiNnLzVSVAGzlSo5R9otfrodfrsbe3B7Vajfr6erjdbrhcLiwsLEgpObEuq1izW5Ua6VPimgDlib7DOnflZQjFmhbi9/tLPu7wMKjou4cQ07lid26hBB9w9wIwPT2N5eXluOkThdhWKSJ90WgUo6OjcLvduHz5MiorK3PeRqkjfW63GzabDVarFRcvXoRard533yZ6aokRG5fLhZWVFQDAxMQEampqSlI/QzkYpYka8ZpUXl6O8vJytLS0SCk5l8uVFI0RReBhJQa5rkdJKDH6KApRJa4rkzrDg6aFLC0txU0LESPRmQYwlG7XAlDRd88geu+9+uqraG9vR1VVVUEv+JFIBACwtbWFa9euFbRbqRiiLzHSJ3oL6vX6nJtRREpp2UIIweLiIqanp9Hb24vW1taMjw8xYtPY2AhCCF544QWYTCapfkaj0Ug3aqvVmtcZm5TsUJroS1yPPCUnRmPEG/Hy8jLGxsbixnZVVlZmNLEh0/WUGqWKPqWtCcjdo++gaSHyKTWZTAvx+XxZeVgWEyr6jjiJ3ntiy3ghD7qtrS0MDw8DAPr7+wvenl6sSB/P8yCEYGVlBRMTE+js7ERnZ2fe9mWpLFs4jsPw8DA8Hs++EctMP6P45N/Q0IDu7m4pdeJyubC0tISxsbGCj/XKdu2FRinrUUp6VyQdkaVSqeKaQqLRqNQUMjs7i0AgALPZnPbEhoNQYipVidFHJRogA/m38UrMbKRqSDpsWkggEFD0NA6Air4jjXyUGhC72WQyKSNTBEHA5OQkVlZW0NfXh9HR0aJcNIsV6eN5Hg6HA06nExcvXpRuPPncRrEjfV6vV5qGclDEMtvh8+LfJaZOxAumy+XCxMQEIpFIXPG+yWTK67GjFIGjlHWIKEnUZBNZ02g0qK2tRW1tLYD4iQ1jY2NxZr2ZHldKFFhKjKopcU1ATIwW0kYmsSFpv2khgiBgZ2cHDz74IHw+X0E7d5944gk88cQTWFhYAAD09fXhT//0T/HYY4+l/R5U9B1R5N578nqLg/zzciEQCMBmswEABgcHYTQaMT4+XpBtJVIM0ReNRrG1tQWz2Yzr168XpI6o2JYta2trGB0dRVtbG3p6evIuAA56P/kFU3TWd7lckpcbwzBxqeB0JjpQMkNpAjQf6dTEiQ2iWa8YYQaAiooK6dg6qM5UiZE+JfjhJaJk0VfMdaWaFuLxePDcc8/hP/7H/wi/34/a2lqUl5fjlVdewaVLl/JWiiDS3NyMv/iLv0B3dzcA4Etf+hLe+ta3YmhoCH19fWm9BxV9R4zDvPdUKlXehdj6+jpGR0fR1NSEEydOxAlMJc/FTZeVlRUsLy/DYDDgypUrBbsRFKuRQxAETExMYG1tDefPn5eiJIUgnc8jd9Zvbm6OK94XJzqIXXTizTqfHeDHGSWJmnzX0CWa9RJCpONK7tMmHlOJFh1KrelT2rGvVNFXSoEsv6Z9+MMfxgc/+EHYbDb86Z/+Kebn5/HGN74R0WgUDzzwAB5++GE89NBDOH/+fM778S1veUvcv//Lf/kveOKJJ3Djxg0q+u5F0vHey6cQ43ke4+Pj2NzcxLlz55LEQyFTyXIKJS55nsfY2Bi2t7fR3NyMSCRS8Pm+ha7pC4VCeOWVV0AIweDgYEFTDblY18iL98UuOpfLJRVQm0wmKV2cOGSdkh73YqTvIBiGgdlshtlsRnt7e5JFx/j4OAwGgyQAOY5T3HGlRIGlxOgjoKxaQ5ZlcfHiRVy4cAEnT57EE088AYfDgR//+Mf4yU9+gj/7sz/D5z73OXzoQx/K2zZ5nsc3vvEN+P1+DAwMpP13VPQdEdL13stXpM/r9cJut0OtVmNwcDBl+q1Ykb5CbMfn88Fms0Gj0WBwcBBbW1vY3t7O6zYSKXSkLxqNYnZ2Fg0NDTh16lTBL9T5+jyJXXThcBgulwtutxujo6PgOE5K2Vmt1qTuOKVFa5SCEiNZxVxPYp1pYnem3++HWq3GzMxMwZuN0kWJdYZKEldyCl3Tlw1+v196SL1w4QIuXLiAT37yk+A4Lm8ZuOHhYQwMDCAUCqG8vBxPP/00Tp8+nfbfU9GncDL13ss1+ibvXm1ra0N3d/e+J/xRFX1irVtrayt6enqkfVqMDuFCiD5CCObm5uD1etHQ0IAzZ85kvK5ctp1vtFptXO2M3++XROD8/HzSqLhCrSNblCa0lEKpa+gSuzNnZ2fhdrsRiUSkZqPEppBii51S76NUKDH6CCgzAhkIBNDU1JT0ulqtzlt934kTJ2Cz2eDxePCtb30LH/rQh/DTn/40beFHRZ+CyWaUWi6NHBzHYWRkBC6XC/39/VLkpRDbyoR8iT55ujqx1q3QnbXiNvItLKPRKBwOB3w+n9Qdmw3Z3GiKcXNiGEYy821tbYUgCEkpO7VaDZ1Oh52dnbS8tAqJksSn0iJ9SlsPy7IwGAw4ffq0VJgvNoUsLy+DEBLXFFIM/zUlCiwlrgmIXc9Lea6nQvTpKyRlZWVSI8fly5fx6quv4rOf/Sz+5m/+Jq2/V9Yeo0iI0b1MR6mpVCpEo9GMt7e7uwu73S6ZEafTvVrMmr5cb6Z+vx82mw0sy6ZMVx/FSF/iPODh4eGifB9yii1yUo2KGxsbQygUSjkqrhTRGsr+KEn0yUWovDC/qakJhBD4fD64XC44nU7Mzs5CrVbHmUQXouNciQJLiWsClBvpK/ZEDtGfN12o6FMYid57mY5SyzT6Jp/UkOls2aOS3t3Y2MDIyAiam5vR29ub8gJWjEhfPkXfysoKxsfH4wykiz2DVgkzbzUajXSz7unpSRoVJwhCXFfwcRoVp7TImhLXs5+YYRgGJpMJJpMJbW1tcRHm9fV1TE5O5n1u62FrKhVKFX1KrekrpDnzH/3RH+Gxxx5DS0sLvF4vvva1r+GFF17As88+m/Z7UNGnIETvPVHgiDfyTMgk+haJRDA8PAyv15vVbFmliz65dcnZs2clk818biMT8hFNlHccJxpIK+mGWioSR8WJ0ZrjOipOSceEEkVfJg+4orgD4ue2LiwsYHR0VBrZJXacZ5N6VKLAUmJEDVBmg0mhRd/m5iY+8IEPYH19HRaLBefOncOzzz6LRx99NO33oKJPAchHqWWazk0k3Uify+WCw+GA2WzG4OBgVjc/Jdf0JZpJH2ZdUoyoVa7RxEAggKGhIahUKgwODsZ5jgHFSVEnbq/UkT6RVOtIjNYUa1ScUoSNUr4bEaWJvlyaJhI7zuUTaCYnJxEOh6VxcVarFWazOS2BosRGDiWKK0B5YlQ0Cy/kWNIvfOELOb8HFX0lJptmjYM4LNIndnrOzc2ht7cXra2tOQlMJUb6Njc3MTw8jMbGRpw8eTKtC1axIn3Z3oi3trbgcDiSDLIT37+YKO3mdBiHjYqLRqNZj/RSKkpav9JEHyEkb6IhcWSXvMxgdXUVgiBIjVaVlZUoLy9PuS+UGulTmmE0oEwxWoxGjlyhoq+EyEep5Sr2RA6KvoVCITgcDoRCIdx3330wm805batYjRzpRrAEQcDU1JQ0G7ihoSHv28iFbESfIAiYmZnB4uIizpw5c+BnOs6RvmwoxKg4Je0PJa0FUJ7oK2RULbHMINF2SJ4uFptCxPNJaUJGiUIUUF6kDyh8ejcfUNFXAg4bpZYL+wmx7e1tDA8Po7q6GhcvXsxLq3sxI31iY8t+BINB2Gw2CIKAgYGBjJ+2lGjZEg6HYbfbEQ6HMTAwcOjFREk31GKSD/GZ7qg4+UgvJUY/ElHSMaE00Ves9aSyHdrb24Pb7cbm5iampqag1WpRWVkZl/VRCkoUV4DyGjlEcU9FHyWOfKdzE0mM9AmCgOnpaSwtLeHUqVNoamrK2/ZYls3KHiab7Rwklra3t+FwOFBXV5f1JAqlpXfdbjdsNhsqKyvTFunHOdKX73WkMypOXrOlxFFxShRZSqJUUTWWZVFRUYGKigp0dHSA53mpKYTnedjtdhiNRunYKrX3pFIjfUpL7waDQRBCqOij3CVb771MkI9hCwaDsNvt4DgurUhRppS6kUMuaPv6+tDY2Jj1NpSS3pVb6PT09KCtrS3t46QUIkxpN/JCsd+oOJfLJY2Kq6ysRCQSQSgUUozgUsIaRJSyT0SU0jShUqlQVVWFqqoqrKys4MKFC1K9qeg9aTKZSvaAoTRxJaK0CKTf7wcAKvoo8d576YxSywUxvSt60zU0NODkyZMFOTlKac4cCoVgt9sRjUbzImiL5dN3kEgWJ6K43e6sLHRK4dN3XNlvVJzH48Hs7CyWlpbiRsWlY3aeb5QmspRWr6a0/QPE1qTValFRUSFNDAqFQkmzqC0Wi1RqUOiGIyVG+kTHCyWJPp/PB5VKleSqoDSo6CswgiDA5XJJNUOFFHwi0WgUIyMjOHPmDOrr6wu2nVJ17+7s7MDhcKCmpganTp3KS+qjGJG+g4Slz+fD0NAQtFotBgcHsxIJuXyGbAWjEiJ9pb5xy2u2Njc30drairKyMqlzc3x8vCTpOiV8N3KUuB4liRlCSMo16XQ6NDY2Sk0hgUBAEoELCwtgGCauKSTfBuRKFH3idU5J6xKncShpTamgoq9AyL335ubmUF5ejq6uroJu0+/3w+FwgBCSljddrhRb9BFCMDMzg4WFBZw6dQrNzc153QZQ2Kf//YTV+vo6RkZG0NbWhp6enqy3Ty1blEGikW80GoXb7Y5L1xVrVJySviOlRdaUkt4VkZvy7wfDMDAajTAajWhpaZEajtxud5wBuXj85SPKrETRJ2ZMlBbpU7pdC0BFX0FIbNYoRhp0dXUVY2NjaGxshN/vL0qIuZg1fRzH4dVXX0U4HMa1a9fyboApXtQKmTJIjMT5/QKeeWYJ8/MetLTcB7XaAo4DTpwgyGYJtJGj9KRah0ajQW1trZSuE61h3G530qg40RomH2JEKftERGmiT2nrySZ6JW84am9vlwzIxWNrfHwcBoMhLsqcade50tKowF3Rp6Tvz+/3U9F3HEnlvSdvrsg3HMdJY7kuXLiAiooKLC8vF+XprFg1fYFAALu7u6ivr8+b3Uwi4sWjkDdKMb27vg78/Occ/uVf3NjcrITF0oFXX41dVMvKgO5uggceEHD5MkEmVoq0keNooNfr0dTUhKamJhBCJGuYxFFxYs1WLqPilHRTVJrIUmJ6F8gtZSk3IO/q6kI0GpW6zmdnZ6WJEeKxZbFYDhV0SmzkEIWoko4nUfQpaU2poKIvTxzkvadSqQpibbK3twe73Q6tVovr169Dp9NJIozn+YLXDRU6vStOD5mfn4dWq8W5c+cKdkLJI32FgmEYOBxG/PSnHGZmfLBadbhyxQKtlgEQu+D7/cDMDIPRURV6egj+r/+LR3t7+u9PGzmOFgzDwGw2w2w2S5Ea0b5jcXFRmumazag4pQlypYm+o5jezRSNRoOamhrU1NQAuNt17na7MT4+jmg0KpUaiE0hiQJPqeldpa2JRvqOEYd576lUKoRCobxub3l5GZOTk+jo6EBXV5e0PfF/lToTN10ikQgcDgcCgQBOnDiB5eXlgl6gxfcupOi7eVOPr3/dDI5z49IlQ8qJKEZjLNLHccDkJIPPflaNT3yCS0v4HddIn5LSzEBuN225fQew/6i4dDo3lSaylLgeJQmHQlp5iSR2nQcCAanedGlpCYSQuKYQo9GoWNGntJTzUTBmBqjoyxlBEBCJRA48YfOZ3hU7cz0eDy5duiTNERUR08nFarAohLgUjYkrKiowMDCAvb29onjoAYUTMWNjHJ56Sg2O43Dx4uHF1Wo1cOoUwfg4g7/9WxX+7/+bPzTVW4pIn5LE1r3IQaPiFhYW4ppG0h0VVyqUKPqUtJ5iRx7lTSHNzc1SqYHb7cbOzg5mZ2ehVqshCAJ2dnYUZUeixDpD2shxjyOmc6PR6KHee/kSfR6PB3a7HeXl5bh+/fq+tT7FbLDI502fEIL5+XnMzs6it7cXra2tYBimaMbJhdrO3t4evvjFLezt1aKrK5p2Nx3LAr29BFNTDG7eZPDwwwfva5revbfJdFQcz/OK+Y7E41Ip6wGUmd4tZURNXmrQ1tYGQRDgdrtht9uxtbWFubk56HQ66QGjlKMIlZrepZG+exRBEMBxXNqj1HIVfYQQLCwsYGZmBt3d3Whvbz90e8WI9OUzghmJRDA8PAyfz4erV6/CYrFIPyuGcXKhtrOysoKXXprFysoVtLayYJhgRn+v0cSaO158kcWDD/IHdvWW4gZGI33xFHN/HDYqzu/3w+v1guO4ko+KU6LoU1p6V2nrEY8vAOjv7weApFGE2dab5ooSI32iT5/SoaIvA+Tee2JqIJ2LWC6RN7G2ze/348qVK6ioqCjo9jIhXzV9Ho8HNpsNZrMZg4ODSU+PpTKBzgWe5zE+Po7NzU0Iwn2IRMxoaNiD1xsvCkZGhrG7uyelWpqbm6V6LpHGRoKZGQaTkwxOn95fVJTCskUJKGUdpSZxVJzNZoNarUYoFIobFSdGajLuNCQEzMYG2Lk5YG0NTDgMqNUgFgtIVxeE1lZgn/SfEkWfEiN9SloPgLjABsuySaMIxXrAyclJhMNhWCwW6Rgzm80FE7FKrOnz+XxJ124lQkVfmshHqQFIW/AB2UfenE4nHA4HKisrU4qhfG8vU+SmydlcrORzZg+KYBZL9OVLNAUCAdhsNjAMg8HBQTz1lBEaDaBS3e3SFXG53FKXtd/vx8TEBK5fvx73O0YjEIkAm5vA6dMHrz+XSFOm36OSavqUsg4loVKpYLFY0NLSEjcqzu12Y25uDmq1Ou1RcczCAliHA+zSEhAKAeXlscJTQQCzuQlmbAxCTQ2E06chnDsXC0/LUKLoU2JNn5IifcDBHcVarRb19fWor6+X6k1FESj6T1ZUVGT/kHEASk3vtrW1lXoZh0JFXxrIvfcYhsn4YFOpVJJYTHd7s7OzWFhYwMmTJ9Hc3JzRyVLMSB+Q3cVTbEjZ3d09dM5sMSN9uYqHra0tDA8PSzOPWZaF3487aVkGiW+fybEUDieLRjnHtXuXkhr5dyMfFdfa2gpBELC7u5vWqDh2ZASqn/0MCIdB6upiTyGJ2+I4MDs7UP3kJ2C2t8E/+CCQYiKQkkSW0tKpShV96XQUy+tNRf9Jn88nicD5+fm8Nh3R9G72UNF3AAd572VCJpG3UCgEu92OSCSS9eSJYtb0AZk/de3u7sJms8FoNGJwcPBQ81lRjBX6yTwXcUkIwfT0NBYXF9HX14fGxkbpZzodwPMAw8TfiEOhYNLnOag7Tq2mjRxHASXtl/3Wku6ouAaPB3W3b4OxWMB0du6/IbUapL4eqKgAOzwMMAz4hx+WIn5KjPQpLZ2qNBEKZC9EGYaByWSCyWSSHjL29vbimo60Wm1cU0gmJuRKjfRR0XeEOcx7LxPSbXgQo0S1tbW4dOlS1ubKxY70pSuU5P6CXV1d6OjoSLsmUtxOIZ/usk3vRiIR2O12hEKhlEK9uhqIRgFC4iN1q6trcZ+fEIK6utoU7x8TjIeVc9JIH0VOJt9NqlFxnsVFqL//fazs7SHM8zCEwzDdiRaWlZWlPnd1OpD2drAjIyANDRDOn49bi9JElpLWo9RIXz6uuSzLoqKiQqpJ5zhOijSLJuRGozGuKeSg+58SI320e/cIk2qUWi6Iom+/i4wgCJiamsLy8nJSlCiX7RWaTAyNOY7DyMgI3G53Sn/BgyiW6MsmvSs2oVgsFgwMDKS8UPX3C/jud1n4fGxcetfpdMb9XjQaQVVVddLfb2wAzc0EfX000pcKJdUWKo1svyO9Xg9jKASVTgfh7FkEQyH4fD7s7u1hfX0darVaSheXl5fHH/c6HWA0gh0bg3D6NKDRKE70iZkDJYkspUUegcJF1NRqdUoT8sRIsxiNTuw853k+p/GEhYCKviNIJt57mSAKlVSiJRAIwG63gxCCwcHBvISHi9n4kE5UcW9vDzabDXq9HoODg2n71IkUY0QakFmkjxCCpaUlTE1NoaenB21tbfseK52dwOnTBK+8ooLFErv5iWUDcnZ395LqXAgBdncZ/MqvCDisBCZb8RONRjE1NSVdiM1mc1rHPRVbyShpf+S0lmgU7NgYYDKBYVmpXqsWsfNwZmYGDMNge3sby8vL0Ol0MQFoMsFoMICtqQGztARmeRmks1NR+wVQZuRRqZG+YqxJbkIOIK4pZHV1FTzPxzWFcBynGKNoANJ0Eyr6jhD5TOcmIq99k4u+9fV1jI6OoqmpCSdOnMjbyVWsSB9wsMAkhGBlZQUTExNJ4+IyoRgj0oD0I30cx2F0dBQul+vQJhQglpp98EEBt24Be3uxU25zczPp9wKBQNJrCwsM6uuBq1cP/+zZiDCv14uhoSFotVqo1WqsrKwAQFxX50EF10q7mVPukkv6ktnYALO1BdLcnPSz4eFhLC4uSt89IQT33XcfeJ7H6soKOI6DwWiE1eOBZmICZR0dGVlcFQNx7UoSWcdZ9CWi1+uh1+vR2NgodZ6L4wgXFhYgCAICgQDUarV0jSr1sUUjfUcIMbpXqNmH4kkjCjG5h9vZs2elp5t8UaxGjoO2xXEcxsbGsLOzg4sXL+bkX1TMqRyHbcPn88Fms6GsrCyjqOV99xG84Q0RfPnLWjidwPb2dtzPeZ6HQdbtSAiwuMhApQI+8AEe6WT8MxV9GxsbGB4eRnt7u+TAzzAMvF4vnE6nVHCt1+slASivtSn1RZZSQMJhMDwPkiKF5nK5AMQ/jNXU1ECtVoMQgnA4DL/fj+D2NlbsdmzfKegHYhEcJYyKo5G+9FDCmuSd5y0tLRAEAbdu3YJWq8XW1hamp6dRVlYW1xSSaTYpH1DRdwRI9N4r1LBrcR4uz/OSaFCr1RgcHCzIBZBl2YwsYnLdVqJQ8vl8GBoakoRRPsLwxUhZHxbpE0VSa2srenp6MroYMgzwtrdFMD+/jvn5Giwu6lFezkGrDYNhYhG3yspKCALgdAKbmwyqqmKC79q19IRcuqJPEARMT09jeXkZ58+fR21tLaLRqPQe4igmccqD+IQt1tpYLBZYrVbpQanUKOnGDShnPTk1KhCyrznQ7u5u3LHPMEzcg4BOp4NOpwMTCqGurg7uc+ewsbEBl8uFGzduSKPixIeIUozyOsh/rlQorbEEUIboS0Q0iq6trUV9fT14nofH44Hb7cby8jLGxsYk+yHxv2ybItNFjDxS0adgxGYN+clfyBOOYRisr69jYWEBbW1t6O7uLtjJpFKpEIlECvLeiSSKsdXVVYyNjeX9MxZL9KXahiAImJycxOrqKs6dO5d1ZLasjMEDD6yiv78CX/jCOra3a+DxWKBSCVhdDaC7uwOjozGx9/rXC3joIYKenvQjd+mIvkgkApvNhkgkgoGBgUNrSNVqNWpqalBTUwMgFqlxuVzSf263G4FAAFarFVVVVSV5wgZomnk/sr6miTdJQYgNgZbh9/vjOtT33QbHgTEYYLFYoFKpsLm5icHBQWmU1+zsLILBIEwmkxShKdaoOJreTQ8lTr4A4uvjVSpVXFOI3H5odnYWgUAgqSkk358pEAiAEEJFnxIRo3ubm5uorKyESqUq+NOV6PO3tLSE/v5+aYxNoSiWZYu4LUEQ4lLWFy5ckERCvrdTSFKld0OhEGw2G3ieT0skHUTsgk4gCL/A/ffPwuWqxPp6A/x+PcbHf4IHHmjHAw8IuHRJQDa68jDRt7u7i6GhIVRUVODixYtZPf3q9Xo0NTWhqakJ4+PjIIRAp9NhbW0Nk5OTMBgMcVEcJd4wjgs5TWexWkFMJmB3F5DVrBJCEAqF4kRfyu9YEIBgEKShQfo7MSIoH+UVCoWkSPLa2ppUsC+KwHxOcYhfnvIifUoUfUpcE3BwV3Gi/ZB4jLndboyNjYHjOGlcnNVqhclkyvk48Pv9AEBFn9IQmzXC4TBu3bqFhx9+uOBh393dXdjtdgDA6dOnCy74gOLW9MUmTvil7s9CpqyLnd51Op2w2+2orq5GX19fzgJGFGUrKytgGKCqyo2qKved+r6/xu///idQV5f9ZzxI9K2srGB8fPzAcXfZbK+srAydnZ3o7OyUnrBdLhcmJycRiUSkVLDVakV5ebmibrKFQGkRx6z3t8UC0tsL9vZtEJno29nZSToPU54XHg9IZSWE9nYA++8XnU6HhoYGNDQ0xI2KczqdmJ2dlQr1xRt0viLJSkylKs1CBlCu6MvEvivxGAsEAtJ1amlpCQDiHjQMBkPGx4bf74dGoylZpiMTjo3ok3vviUKvkCJCPle2s7MTGxsbRTt5ihnp4zgO09PTaGtry7jOLRPyMSItnW2Is4Tn5+cxOzub1Ri8/WAYBqFQCOFwOO718fFxlJeXS0+mubx/4j4SBAHj4+PY2Ng4sKEml65qEfkTtjiLU0wDLywsQKVSobKyElVVVXkttlbazVsp5Hq+CN3dYB0OwO+XRq/Nzs4m3WyTHpwJAbOzA+HyZcBikdaSziiv/UbFiQ8t+42KyxSlCqxCByEyRamiL9u0M8MwMBqNMBqNaG5uBiEEXq8XLpcL29vbmJmZiXvQqKysTKsm3e/3ZyUWS4GyjrACsN8otUI2O0QiEYyMjGBvb0+y9NjZ2SmaECtGpI/neUxMTCAQCKClpQUnTpwo6PaKld7lOA5DQ0PY29vD1atXYblz08oHLMsmde0SQvDyyy+jt7c35wtGougLhUIYGhqSPCDzbb1yUGRRPouzubk57gYuFluXl5dLUcBc62yUFmFTCrkcU6SxEcLp07FoX2cnUFaWUvQligJmaQmkuhpCX9/d98oisiYfFdfV1RUXSZYb+IrHkMlkSlugKNEIWalrUmKJRr7EqLxxrb29HTzPY3d3V/IHnJiYgF6vj2sKSdV45PP5jsQINuAeF30Hee8VysvO7XbDbrfDbDbHzZUttndeIbcVCARgs9nAMAysVmuc1UihKIboE2s9Kyoq0poJnCkMw2Bvby/uNb/fj2AwiK6urry8vyh+XC4XbDYbampqcPr06YJduNMVW4k3cNGB3+VyYXx8HNFoVEqxWK3WgtVyFQOlrDvnFCbLgn/Na4BgEOz4OEhTE+bm5tB+J2V799fu3Hw5LmbGbDSCf+ghEFldbz7SqalGxYmR5OXlZQCIO4YO8m5TYnpXiVE1JUYfxUBOIa5pKpVKOn6AWFOI2Bk8Pz+PkZERmEwmqSFEp9PBZDIV3K7lz//8z/HP//zPkggdHBzEf/tv/y2rYIuyvs08cpj3nlqtzqswIoRgbm4Oc3Nz6O3tRWtra9w2iyn6Chnp29jYwMjIiGQo7XA4ilI/WGjRt7q6iq2tLVgsFly6dKkgNwSe55O6qufm5gAAnQcNs08TsRFlYWEB09PTOHHiBFpaWgp2c8vlfeUO/GKdjXgDn5ubg0ajkS6+mQ5jp8TIS/RTpwP/6KOAXg8yPg7N3BzMDQ1geR4Cy4IhBNpIBMz8PBieh9DQAP6BB0CampLWku/jUN5UlJimE73b9juGlJjeVeKalDjuTLwPFGNfaTSaOPeCcDgsPaw+88wz+L3f+z2cOXMG9fX1khgthEj+6U9/it/5nd/BlStXwHEc/viP/xivf/3rJXuaTLjnRJ/ce++gUWr5FGHhcBgOhwPBYHDflOBRj/TJbUvEgxwoXtNIoUSfvOu4trY25i9WIJE0PDyc9NqNGzcAIC+RPvGiMz8/n9akkHyQjrBgnE6wt26B2d0FWBakogL8lSuA2Rz7uazORjRfFW09xGHsoq2HmApO9IlTCkpLM+dl3+h04F/3OkyoVPhxNIo+loVlbw+sIIAA0LMshM5OCCdPgrS2AilqNQsdWUuVphMjNOIxJC8noJG+9FDqmoB9GogKjFarRX19Perr63Hy5ElcunQJzz77LP7pn/4J8/PzsFqteO1rX4vXve51eN3rXoe+vr68HGfPPvts3L+/+MUvora2Frdu3cIDDzyQ0XvdU6JPEARwHJfWKLV8ibCdnR04HA5UVVWhv79/X5VfzOaKfAuxxPnA8nRuseb8FmI78jT14OAglpaWCmpqPTY2FvfvaDSKtbU1ALmLvkAggOHhYek7KkYX2YEWMYSAtdmg+cY3oP7e9wCvN2bjAcSEn9UK7u1vB/fOd0I4eTLuT1mWjUuxRCIRKQo4OjoaZ+tRVVWlOKGlFPK6XxgGNxYX8XMA9585g2q1GizPg7As6tracPbNb445kB+wlmKKrETvNvEYcrvdGB8fRyQSAcMwWFxcVExnuVJr+pQm+uT391LCsiz6+vrQ19cHk8mE5557Dn/xF3+BH/3oR3j22WfxR3/0RzCZTPjMZz6D97znPXnd9u7uLgBI18hMuCdEHyFE6s5Nd8ajSqXK6QYvTjVYWlrCqVOn0NTUdOA2i53ezde2tra2MDw8LD3ZpCriLsbnyrfo297ehsPhQENDA06ePCm5vBdSQCQ2cYiCD8hN9Imfpbq6GoFAoGi2AfuKvnAY2j/7M6i/9S0gEgG0WhCr9a7JL8+D2duD5v/8H2ieegrRX/91RP79vwf2eXIvKyuTnq7lth47OzuYnZ0Fy7JQqVTY2trat9D6uJJPEXHr1i0AAK/TwSt78Ku2Wg8UfEDpa+gSj6G1tTXMz89jd3cXCwsLUs2pmAouxag4JQosJa5J9OhTkkD2+XwwmUzo7+9Hf38/PvWpTyESieDGjRtoTGeGZgYQQvDJT34Sr3nNa3DmzJmM//7Ii77EZo10J2vkUtMXDAZht9vBcRwGBgbSKuBUqVTSqKtCkw8hJhe1Z86cQcMdk9VCbCsd8jV7lxCCmZkZLCwsoK+vL+6ELGTUcmFhIWk/DQ0NAYjVJu23fw9CXkfa19cHi8WCjY2NvKw3kzXEEYlA9/GPQ/XccyAGQ8yyI/F8VKtj3m+EgPF6oXniCTAeD8L/+T8nTX9IJNHWg+d5TE9Pw+VySYXW8o5Os9msuJtWscj3A8zNmzcBJEdY0qlhKrXokyP6S5aVleHcuXMQBEGqB1xfX8fk5GRJRsUpUWApsXtXiWtKNYKtrKws49RrOnzsYx+Dw+HAz3/+86z+/kiLPrn3XqbKP9to2ObmJkZGRvaNfB20vVAolPH2skGlUoEQkvWFVpxCkY6oZVm2KCPf8iHIIpEI7HY7gsEgrl27FjdVAMifsEyFGCUREQRBMu3u7OzM+GLPcRwcDge8Xi/uu+8+mM1maRRQNuTDpw8Ayv78z2OCz2QCDouWMAyI2Qz4/VB/9asQWloQ/Xf/LqM1qFQqGI1GRCIRnDt3DuFwWEoFDw8PQxAEyRtQ7Og8TuRLaPl8PoyPjwNIFn3pCCIliT4gvmmCZVlYLBZYLBZp3nQpRsUptZGDrulwRJ++QvPxj38c3/nOd/Diiy+iubk5q/c4kqJvP++9TMhU9PE8j8nJSaytrcU1MhRqe7kgnhDZdBKJqcK6ujqcOnXqUFFbzEaOXCIXHo8HNpsNFosFg4ODKfdLIdO7oqWEiNvtlraVaWrX5/NhaGgIer0eAwMDUnedeA4U8wYr31/Mygo0X/saoNMdLvjkGI1AOAzN3/0dou97n9TgkS7yz6rVauPc930+H5xOJzY3NzE1NRUXwSnUIHaliJt8Hst2u33f0WVHLdIHHFw/d9CouNXVVQiCUJBRcbSmLz2UGOnz+/15Hz0qhxCCj3/843j66afxwgsvoKOjI+v3OnKi7yDvvUzIpKbP7/fDZrOBZdmkRoZMtlfMmj4gs4kjgiBgZmYGi4uLOH36NJoSLBf2Q+mNHIQQLC8vY3Jy8tARZIWK9O3t7SVFecWoCZCZ6NvY2MDw8LA0AUX+WYot+hJr+tT//M+xeatZjBokZjMYpxPq730P3Hvfm/nfpxA4DMPAZDLBZDKhvb09ZQQnMRWc635TUlNJPo8DeaT6Xon0pbuevI2KEwQwc3NQDQ2BnZ8HgkFAo4FQUwOhvx8IhRQpsJS2pkJ59OWCz+fLi+3WfvzO7/wOvvKVr+Db3/42TCaTVMZjsVgyzl4cKdEnCAIikUjW0T05arU6aRxWKtbW1jA6OoqWlhb09vZmfQKUKtKXDqFQCHa7HZFIJO0aRfm2lCr6OI7D6OgoXC4XLl26dGinU6Eifa+++mrcvwkhklULkJ7oI4RgamoKy8vLOHfuHOrq6pJ+R/zes52ukRPhMDRf/3qsGSPFOeJ0OgEAGrUaeoMhWSio1QDDQPPVr4L7tV87tDEgG1JFcBLNfeWp4HTGLx0XxHo+IPX4vcM4yqJPTrqj4kQRKI6KY+12qF54Aez0dEzsmUyxc0UQoF5cBH75S3QKAgweD/DYYyltb0qBEqNqSkzvBoPBgqZ3n3jiCQDAa1/72rjXv/jFL+LDH/5wRu91pEQfcLfuIdcLyGEijOM4jI+PY2trC+fPn895LmoxRZ84Zi6d7TmdTtjtdlRXV+PSpUsZp7uK2b2bSSOM3+/H0NAQNBpN2hYmhRKw09PTcf8OBoPw+XzSvw8TfWItYigUwrVr1w4V5cWKNskjfczyMpjtbZBDjEKjHIfo3h7UanWSnyXR68HOzMTsXTJM8WaDTqdDY2MjGhsbJXNfp9MpFfPr9fq4Yn6lTSY4jEJF+hLfM13zXiWJvnxFsA4aFTc1NYVwKIT26Wk0vfwydCwLtLWBSaglJgAQiUBls8Hwz/8MdmcH0fe8ByjghId0UWKkT4lC1OfzFXQiRz6v6UfqKibaauSDg0SY1+uFzWZDWVkZrl+/npcn/mL69AGH19oRQjA7O4v5+XmcPHkSzc3NWafJlRbpE6eGtLS0oKenJ+1jphDpXTGlKGd+fj7u3weJvr29PQwNDcFsNmNgYOBA4ZFLpC8b4lLLPl/Mhy/Fvg4Fg0mvpRQKKhUQiYDxemMNHlmsI1vk5r5iMX/inFeLxRI351VJImY/8rHGzc3NpJpUOccp0ncYiaPiuB/9CMxLLyGgUmHbaAR2dqD3+6HX62MRb7U6to6yMgSrq8FbrdD84hcgALgPfKDkET8lij4lRvr8fn9SY6BSOVKiL5+kEn3y+q/29nZ0d3fn7cJQzEgfcLDIlE8QSdXFmul2lCL6BEHA1NQUVlZWsmq2KUR6d2RkJOm1V155Rfr/Wq123y6s1dVVjI2NoaurCx0dHWkfi9l8BrHbOxPiavrKymIp2RTvkaprPWUdCiGx91DA2Ce1Wh03fkk+53VxcTHOQDqxjksp4iZfx/Lt27cP/Hk6UXQlir5CCwdmfR3GZ58Fqqqgb26GlRCEw2Ep0r+zswO1Wi0JQEIIYDRC6OyE+uWXQbq7wSek84qJ2DCpNIGlxJq+QCCQ8Ti0UnHkRN+BUwAyQK1WxzVyRKNRjIyMwOPx4OLFi5KTe74oVkTssO25XC7Y7XZUVlYeOEEkXZQi+sS6xGg0ioGBgaxOwEJ8lsTRa4QQLC0tSf/u6OhIuqgKgoCJiQmsr6+jv79fqkE7jGJH+uTbItXVsbq8aDQpOsEn7FOyzz5mIpHYjNcsUruF/szyOa+ir5vT6cTq6iomJiZgMBhgtVohCEJRz/PDyIfQktekqsXIlIx00rtKE33F6JRlbTYwTieEvj4Ase9Cp9NBp9OhsrISgiAgFAohEAjA7XYDiGUpjAYDTCoV1L/4BXD9OlAis3HxnFKa6FNa9FFs7ilkejefHDnRly/kkTePxwO73Q6j0Yjr168XZMB0qSN9ciPfEydOoKWlJS8XPSVM5HC5XLDZbFnXJYrk64FCTqJZcmLUKzG1K4pX0SMxm+LgUqR3SW0t+IEBqH78YxD5xS/FWlKujhAgEgH3zneWPKV1GHJft87Ozrg6rmg0CpvNFjcmLl+WHpmSr+NAXs+XKkJ7VCN9BV1PMAjVyy+DpDInR6yWemdnB3V1daiuroYgCJifn4fFbEYoHMYGy0L76qvY/pd/gfbq1ZKMihOvt0oSWIAyI31U9B0BRMuW+fl5zMzMHGrnkY/t8TxftIufPNIXiUTgcDjg9/tx9erVpAL6XChWpC9VvR0hBAsLC5iZmcmLkM33Z1lZWUkSxIm1UXLR53a7YbPZUFVVhb6+vowvbHLLlmIh31b03e+G6oUXYqPX7jw4hVMYd6f8XKEQoNEg+q53FWilhUNex7W9vY3e3l5Eo1G4XC4sLCxApVLFpYIL8VC5H7leawRBkCbHAEhZ33xURV8hxQw7MwN2YwNCinrd3b09vPzyy7BYLNjc3EQkEsFrXvMaAEC5yQSLxQJSUwMhFAK7vY3FEo2KE6+FShNYgiAorqmKir4Ckq9ojCAICIfDWFpawpUrV1BRUZH74g5A7p1XjJNIjMC53W7Y7XbJlDjf44RK1cghpuN3d3fzJmTz3chx85e/RN36OppXV6EPBKDieWjHx/FmAC8C2ENM9MlrSXt7e9Ha2pq1nUQhopUHbU8O//DDIG1tYObnQWpqAIZBJNEWiZBkkSAIYPf2wF25AuHChazWoRR/PDGFV1dXh+bm5jhLj+XlZYyNjaG8vFwSgBaLpWDXg3zsk9nZ2bhGpFQC7yiKvoKndwMBEJ5PSs1yPI+R4WHpesUwDNRq9d0u+Du/xzAM1EYjqlUqWO6Mitvb2yvqqDj5aFMlwfN8UR+cDoPneQSDQVrTp2ScTiccDgcIIQURQqkQL+zFCk2zLIutrS3s7Oygp6cHbW1tBTl5S1HT5/V6MTQ0BIPBgMHBwbxdAPLWyMFxYH/4Q/R87nOoXF9HWSQCnmWhUqth2NnBgwB+A8APAJw0GjEyMoKdnR1cvnwZlZWVOW++VJE+aDQI/ff/Dv1v/AaYnR2Q6mpEEwzQOZ6PFwmCAGZnB0JdHcJ//ucF8ecrJYmWHpFIREoFj4+PIxqNoqKiQvIGNBgMeT1Pc30vuT8fgJQzotOt6VMShY70MRyX1MkeCoUwNDSUdL1UqVRYWVlJtiJj2VjUHLHjqKKiQgpOiN3lbre7YKPi8uGHWwiUZtni9/sBgHbvKhFCCGZmZrCwsICuri5MTU0VLUycqWFyLkSjUXi9XgiCUPAoZjFFHyFE6mjt6OhAV1dX3m+QOX8Wvx+q//k/QZ55BlUbG/AZjfDc2f8VlZUYWViACkAdgA8DqPs//wfO3/xNDLzrXXmzBipVpA8AhCtXEPrsZ6H75CfBbG5CQwgiGo0k5qLRKNQaTczexe8HEwiANDYi9PnPg/T0FGXdheagY7KsrAx1dXWoq6sDIQSBQEDqCp6dnYVGo4kbE5fLA00+joPEmdEnT55M+p2j2MhRaNFHtFowghD7DhgGXq8XDocj5fWF43m0tbdjeWkp3gYpGo2vj5WR2F1eiFFxSmuYEFFaTZ8o+mh6t0Bke+GQT524du0adDodpqamsppPmw0MwxSlmWN3dxc2mw0Mw6C1tbXgaWtRZBTjAhEIBDAxMYELFy4UZM5hzoIpEoHq//v/wD73HDa1WrgSJoCIN0cewBqATQCnAwE0f/vbEC5dAjl9OvttyyjWRI790qr8Qw8h+OST8H760zDcvIlyvx8Cy0JgGDCRCJidHYDnAYMB3JvfjMi///cgBRxhtB+RSGw4giBkPi44HzAMA6PRCKPRiJaWFvA8L6WCFxcXMTo6KkVvxFRwpudYrkIrUfRlO2qqGBYpmVDoaBFpbIx1oXs8cAoCxsfHU54rc3NzuHLlCpAoigUBJBIBaW9Pa3uJo+J8Ph/cbnfmo+JkKFn0KWldfr8fWq22KBnDfHDkRF82bG9vw+FwoLa2VuruFJ+4iiX6gMJ28IpWIFNTU+ju7obX6y1awwhQ2AtEMBjE1NQUBEHA/fffX7AC5lyjluzTT4P94Q9BmpvhWluL+5lKpULgzhOhiL68HIYLF8BMTYH5y78E9/nPAznWhRQz0gfsLzCFs2fx7Xe/G5G+PpwZHUXn7Cy0wSDCajUqT50C94Y3gHv720FaWnJeQybHuSAACwsM7HYV7HYWkUiscVijATo6BFy+LODECSHOKtDlAl5+WQ2nk0E4DBgMBK2tBFev8nltNJY3fACxBiwxCjg6Ogqe56WbttVqhV6vP/Cz5xpdC4fDSZZDzc3NWF1dzfi9lBjpK+R6SGMj+L4+7D37LMZSXPMJIRgbG8P6xgbe+ta3Jq2H2dkBqqrAnzuX8bblM6dbW1vB87xUD3jQqLhElCr6lJjezXdZRiG5p0WfaNa7vLyMvr4+NDY2Sj8TaxU4jkvrqScfFMreRO4xKNaFjY2NFc1KBUDBUryiYK+srATHcQXtWMupISAUAvu974Ho9SDl5YgkdK0ay8vhuePFJWK5Y+dAOjrAzM2BeeklkEcfzXb5EqVM78rZ2dkBV12NFx98EC8++CCWlpbQ0dGBT3ziE3lfSzqfeXmZwfe+p8bMDItgELBaCQwGAoYBolEGt26pcPu2Ci0tBI8+ysFgAJ59VoXnn1djZ4eRyg0JiQ0PaWsT8KY3cXj963nU1JC015EuZWVlqK+vR319veQF5nK5sL29jZmZGZSVlcWlghMjDbmuZXh4OO44ZhgGtbW1caKvkIbhhaQYguaXLAvL5iY0Fguisu+GEILbt2/D7fGg3GiExWJBOBy+uy8FAdjaAv/61wN58ItVqVQHj4oLh2GxWKQHCpPJJD0AK0lciSgt0ufz+Y5MEwdwD4u+QCAAu90uNWuk+lLUanXRR6Ple3t7e3uw2WwwGAxxHoPF8gUshOgjBHA4gCef9OCVVzQAHkJZmQos68TCAovHHhOQ4bCNtBCjZNlEAZiXXwazvAzS1hbrdky4yVVUVGB6aioummgWC3/LygCWBfuDH4B/5JGcmhmyjfRl+5S637Y8Hk+c+TkAjI2N4d/8m3+T1XZyZXqawVe/qsHmJoOWFiHFWFOC6mqCcBhYWWHwn/6TFmtrsX1iNhO0twuQB0NCIWB1lcH//J9l+M53CD796TDOni1cbSvDMCgvL0d5ebkUvfF4PHC5XJifn09KBZvvGFznEn1ITO329vYmiYBMRJ+SIiGFXs+3v/1tzDuduNTQgJblZWzX1EBQqUAIwcs3biAQCAAAGpuapIdN5s5EG2Z2FmhoAH/9ekHWljgqTj5tRrSUqqyslKJ/SvvulFjTV2wPxVw4cqIvnR0rzl5tbGzEyZMn930qKLZhcj7tTeQ2H52dnejs7IzbNyzLJkWbCoFoE5Kv/XjjBoP//b+BV1+NIhgsh8WihVbLIhzm4fGU46/+SoUvfEGFhx8W8Nu/zedV/MkFbKYXFfaFF2JCT6uFa2Ul6efTU1OoqalBbV0dbDYbgPhuL1JXB3ZkBMLMTE4NDcW2bNlvWw6HI+7fhBAMDQ2lbAQoNCsrDL72NQ12dhicOCGkGg8sodUCXi8DhyP2SydOCLBakz+jTge0tBDwPMH8PIs/+iMt/vzPw0m/VyhUKhWqqqqkyUHhcFi6cQ8PD0O400SwsbGB+vr6rCLkiaLv0qVLiEajca9lIvqUFJ0p1HoEQcBXvvIVbG1tASoVHOfPQ8NxqN/YgLe2Fo7ZWUnwAUDTnewTIQQsz4OdngYxmxF973vzUvqQDvJpM4QQeL1euFwubGxsIBAI4OWXX47zByy1XYrSIpBHaQQbcARF30HwPI+JiQlsbGzg7NmzqKurO/D3SyH68rE9juMwOjoKl8u178i4Yo59y9e2vv1tFv/lvwA7OxFUV/Po6DDIup4JNJogrFYjXC7gm99kMTzM4C//kkd3d35ETk7mxisrIHdO/GAwmPRjeQmBqbwcXp8PJvm4MaMRWF8HdnaAHLtYsxV9GUc3D/j9+fn5uH8Hg0GwLIvW1tas1pYLzz+vwvo6g5MnDxZ8ALC0xODll9XQ6QjUamBzk4HZTLBf2a9KBXR1CZidZfH//r9l+OAHNSV54tdqtUmF/K+++iqcTicWFhbiPN3kUZyDSLRruXz5cpLoS1c4KS1aVAifvlAohCeffBI+n096LazX49bly7g2O4v71GosvvACagC4EGvoampoALxeqBcWYPR4IPT3g3vPeyD09uZ1benCMAzMZjPMZjPKysqwsbGBtra2pOYiUQQW0mdyP2h6NzfuGdHn8/lgs9mgVqsxODiY1pOtOJWjWORD9Hm9XthsNmi1WgwODu5bj1is8WjitnIVfT/8IYP/5//h4fNF0NnJwmAw4q5VKe78fwKWBaqrgYoKYGqKwac+pcITT3BIYR+WMbmkqplQCGBZBAKB5MkhiP8kVqsVXp/vbno3tvFYLU+imXGGKKWRw51Qv7iysoITJ04U5GJ9UMRxdZXB+DiLxsbDBR8AOBwqhMOxYwyIRf329piU0b672wfa2wXMz7O4fbsaDzyQzafIH2IqGADOnDkDtVotpYJFTzez2SyNiTOZTEkCyO12Y2ZmJu61S5cuJTVx0PRuDI/Hg6eeeipldqX+xAn0/8EfYOLZZ/HMV7+KywB6AagAtIdCYHZ2EO7uxmpTE8offxzIYvRiIRAjavKIsry5SPSZtFgs0gNFMdKcSov0+f1+KvoKSeIBJXq3jY+Po62tDd3d3WnfWI5apE/svGpvb0d3d/eBJ1cxI325ij6nk8ef/AkHr5dBV1dZyvTB3SJ6csfFHmhriwm/z31Ohf/6X3P/HsX9mc1nIQYDGJcLOzs7ST+LRiJxn8lYXg4GCb5OghALG+WhUaXUjRyiT5ic4eFh9N0ZPF9MHA4WXi+D1tbkfeJ2u7G2toZoNIrz58/D5WKxvMyivJxIx5tKBbjdDCorY68FAkEYDMnfkVoNlJUR3LhRhyI+R+6LNOHhzsSH6upqVN9RssFgUCrkF2u45GPidDpd3Og1IBZJ7Ovrw8LCQtzrRzXSl8/07vr6Ov7pn/4p5bX97NmzePROc9YvnE78I4B/BVALoKOhAW//wz9EpLwcbo0GvrU1xQg+ILW4SmwuEn0m3W530qg48VjK95oIIYoTfUfFow84gqJPjpjmdDqd6O/vly5q6XJUGjk4jsPY2Bh2dnbS/pxHJdLn9/vxxBOr2N7uQne3BmVl+53M4g3jbtxMrQYqK4EXXmCxssKjuTmrJdzdQi7p3e5uMJOT8Cbsc5VKBb/fHyf6ysrKYCwvj7/peDwg5eUgOYYsi23OnGpbIyMjcf8mhGBkZATveMc7irIuOXa7ChZL6v3x7LPPoKGhEQzD4Lvf/S4EYQDhcBPkAVitliAQAObn1xAO70KtVkOlUqOqqgoWiznu/WprCWZnjRgaiuDhhwv5qdInldDS6/XQ6/VobGyUaricTqc03kuv1+MHP/hB3N+cO3sW2q0tVA8PQ7OyAhXPI6pWQ6iuBvb2ALM5aTtylCb68pXenZqawr/+67+mPA9e85rX4OrVq9K/xRpJ153/Tg8MQLjjzSmsrSkqZQkcnkZN9JlMNSpOr9fH1QPmao8m3tOUtK9opK9IiF2rer0e169fz8p25ShE+sS0tUajweDgYNpPTsWO9GWzHzc3N2G3D+OVV67DYNAhVX2w3+9DMBiCxWIGz/O4Y3AvUVkJzM8DzzzD4rd+K7fPKzalZLPfuNe+FpGnnwYbiYCXfRCVSgW32x03Xo0BUJVg3Mzs7EB4+GEgDzVvpU7vLi0txf17b28PhJCiN3FEo7Eu21TH1fLysiT4gJh9ztSUAJYlcceXmHX3+8PQ6WKXS57nsLy8DIslPnKp1wM8z2Bjo/RRiHSPAXkNV0dHhzTeSxTuDIDTAD6i0UD4279F08gITKEQBIaBShCgXVuD5u/+DsLZsxDOnQPZp45aaaIvH5G+mzdv4sUXX0x6nWEYPPbYY0nH++3bt+P+fenSpbyuJ99kamuTyag4scM8088sXpuVtK+o6CsCi4uLmJqaStm1mgnFrunLVBytra1hdHQ047R1NtvKhUwFpiAImJ6exvLyMvT6fqyvm5EqeOl2u+B0usAwDPb2dkEIUF0dfzNj2VjH5bPP5i76Yu+XeaQsHA7DxnGoM5lgWlyMm8QRiUSwu7eX9DdmeWQkGARUKgh58OjLNtInjnHK5Gk85Rg2QYDX6417TUwJnjhxIuN1ZbuOw0hlXh6NsggGAyAk3vQ4GAzBZIo/97TaMni9PphM8WkdhgGCQeWIm0z3jZgKnpychBrAwwAeANCnUmExEMCq1YqIrO7UoNMBLAvVCy+AHRsD98Y3puw+V6Loy2U9P/rRj2C325NeZ1kW73rXu9DU1BT3ejAYxOjoaNxrctFXiMaSXMnVyzDVqDgxFSx2mIuj4tKdO83zPBiGUZzoSzWTWqkcOdHn8/mwsLCQl+H0pYj0pWOjwvM8xsfHsbm5mfXIMaXW9IXDYdhsNkSjUQwMDMDhKEc0GrPASCTW8Xn3IiDa1LQnjCbSaoGdHSYpCpgNmaaqPR4PhoaGYLVaMdnXh/OLizAEAggYDFCpVDHPPsQMtOXmuWrx/3McmIUFCBcvgly+nNvikZ1li9PphM1mk2x+xMLsqqqqQwuzE7eVWPwPxCIcWq026XvLJ6k+s0YTOzZSaG50d3fj9u3baG5ulj6fSsWD5wlcLhcqKyvvHAuAwaADzyeftxsbG1Crm6HXxx+8Wm3pjYhzifaurKxge2sLbwDwEIBVAO2PPorq6mqs//znkO8JThCwwfMob2lB+dYWNN/+NqK/+qspx+opSdRkK7IEQcC//Mu/JNU2ArGyjfe9730p70sOhyPuXsOyLM6fPx/3vkoSMkD+GyZ0Oh0aGxulsoL9RsWJqeBU2TulNXEAMcsWWtNXQEwmE+6///68nCBqtTrJgqCQpCPE/H4/bDYbVCpV2l3IqVBiTZ/L5YLdbofVapXG4XFcLH2W6vq7t7cXVwvHsoxkKBq//dh78Dz2tdZIl3RFk9wnsaenBy0tLXi2vh7M2bM473CAEQSwjY1YulMo7/f74+cgEwJEImBmZkB6e8H/4R+mzkNmQbo3fEIIFhcXMT09jZMnT6Kmpkbye3M6nVhcXIwbDWa1WuO+j1Q3zfHx8bh/8zyPxcVFnD17tiQX6zNneHz/+2o0NcXvk3A4hLGxUUSjUXR0dIBhGOh0IRDC3BF+blitlQiHWej1BBMTU+ju7oJaLf8MBKurK2htbUVZWRnCYYBhiDSdQwlkI2xu3bqFswDuR0zwcQZD7MEzxXtpNBoIhGB9YwMcz6Nqfh6ar34VzG/8Bgx1dXF1skoSfdmsh+M4fPnLX4bT6Uz6WXl5OT74wQ/uW36T6Hl48uTJuJSgUkVfoebJphoVt7u7C7fbjeXlZYyNjcWNiqusrJSCNEoTfTS9W2DyGdpVqVQIhUJ5ea90t3eQEFtfX8fo6Ciam5vR29ub0+dUUk0fIQQLCwuYmZnBiRMn0NLSIl1wjcaYUOO4WKekSDAYxOrqGjo62uPeKxKJwJDQ4cZxgMWSu+ATP8th+43neTgcE3jllRC83vvx858bsbq6g+XlB2Gz9OFXe57GwPzLaPB4MO/xgEWsU1QUfZpIBCafD9HJSagvXYoJPtmIwFzXn47o43leaoK6cuUKzGYzIpFInFGrIAjY3d2Fy+XC0tISxsbGYDKZUFVVJc2HTdzWWsLMYZfLBaBwqd3DOH9ewIsvJvcahEKxFOX09BSi0Sh6e3thtbqwvt4AnleBYXg4nW5oNFZUVYVACI/Z2Vl0d3dDpbp7Xoriv62tDdvbGtTUhHDxogCgtAa2uUT6br36Ki4h5iO3C6CvvV0SfInnhkajiaW2CEEkEoG/qgr82Bjmv/c9+E6elB4WxLScUshUZAWDQTz55JPwJ8zPBoCamhq8733vO/D9Uhldy1FqTV+xBJb84fKgUXGiqFbSQ4TP56ORvqOCUho5BEHAxMQE1tbW0jKVTgel1PRxHIfh4WHs7u7iypUr8dEuAN3dBJWVgMcDyD/2wsICeJ5LOrlDoSCA+Pfw+YBHHsmPwD2skWNvL4i/+7tF3L5dg1CoHgALgwFYWvLB56vC+noDpjW9uFbzS/z7s6sIOf4MvQCwu4vqO3YunEqFrdparL/hDej//d9HiplgOXHYDT8UCuH27dtgGAYDAwPQ6XQpP7NovyDO7Eyc+iAeX2tra7BarWBZNsmYWkz3FrKJ46CLf0sLwYkTPG7fVuHUKUEKVsnXubAwD0IITpw4CZPJi91dM9TqIDhOBZ73gJCYQBQEHvPz8+jqiq8jFgQBCwtLEIQuPProJvT6zMsxCkU2N8bVl17COQDrd/4tT8snHieSUGEYlGm1KKupAdPWBivLYufkSbh2d7G8vAyv14tAIIBgMAir1YqKioqSipxMRIPb7cZTTz2VMivU2dmJX/mVXzn0syQ2cVy8eDHu30qM9JXSBDlxVFwgEIDb7cbGxgbC4TB+9rOfSdcmq9UKvV5fMhHo9/vjpispnSMp+vI1akoJ5syBQEAayzU4OJgUxcplW6KnUaFPhv2iY16vF0NDQ9Dr9RgcHEzpv2c2A296k4AvfIFFbW0soBAOh7G6GhtlxnFcXIohEom/8AYCsazoW96SH9F3UKRsZcWJv/orN8bH21BTU47OTkCni/3u5uYmNBrhTta2DK+GH8bvLplhwy9wBc/DAuAtZ85AZTLBbbVio64O1upq9OdZ8B0W6XO73RgaGkJtbS1Onz6d0UU9cerD6uoq5ubmJHsGsX5RjjjVodCdu/t9ZoYBHnmEx/Iyi7k5Fp2dgnSMyXE6nTh9+hR2djaxt2dCKKQFyxJYLLsIBgMwGAwIBAKIRiPY2dlBTU0tYvZBsUy9222GybSKCxc2AJRe9GV7feQ4DuHhYWgBiMPC2mSiL7EmWT5STNp2XR1UKyuw+v2o7OpCV1cXbt26BaPRiGg0Kpn6yv3c0inizyfpRtZWVlbwzW9+M+X17cKFC3g4DW8esXtVTirRp5TIlYiShKjBYIDBYIBarYYgCDhx4gRcLhe2trYwPT0NrVYbdzwVKi2dikAgkLf7djE4kqIvX5Tap29zcxPDw8OHzgjOdltAcUL0qUSf2HmcjpH0m94k4OtfZ+HxxCxYFhcXpfcLhyNxJzDP3xXphABbW8CpUwRXruSnjirVZyGEYGZmAX/911FMTnbi9GltnJeb3++X/oZhAK02gt5eFRYXPdjGb+L7AIDnIVgsOHXqlPR3qURSPtjvhr+0tITJycmkFHs2iB5darVamsn69a9/Pe53otGoVP9Uipm7Iu3tBO9+N4evfU2NyUkWbW1CUlmHTqdDbW0tHnhAjZ0dN7a3a2Ey7cFgiIma1tY2rKwsw+fzQa3WoLGxAWtrayAE2N2tgEYTxcDAC9jZ2YQgFN+Eej8y/Y4nJiZQHolAHq/tuCP6gikEXigUwnPPPQdTeTkaGhrQ0tIClV4PRKNgAgGIRyLDMKioqIgz9XU6nVIRv0ajiSviL/R813RE1vj4OJ555pmUP3vwwQeTUrT7sZ/RdeJ6iilU0kFJok+E53mo1WrJZqi9vR08z0sTZxYWFoo6Ko4QQiN9R4lSpXcFQcDk5CRWV1dx5swZ1NfX531bd2fWFr7wVZ5KFlPV6+vraXcenzhB8MY3CvjGN1ioVFFpSgAABIMBlJffLZIlhEAQeLCsCltbsa7f3/xNHvn6iInpXY7jMDIyghdeYLG4eBYnTqiReH6vr68jkfr6eiwsvAIgCOC9ACYxNjYWJ/oEQcDm5mZe0vkiqSJ9giBI3eCXLl2S6vFyRR5x12g0SaPXtra2AMQerjY3N0EIyZtJa6acPi3gQx+K4rvfVWN+nsXCggGxiFwQAIFaXYPpaRY8X41/82/2YLcPY2mpBU6nFUajH1ptGC0tLVhdXYPRaIBOZ4RG04T19RAMhiDuv//n6OxcQDAI/OAHP8C73vWuon6+RLKN9N26dQtlAMQzoLqqCuUmE7x7e7hx40bqbd0x5d3b28Pk5CR0Oh06QiGYdnYgniryjIPc1FdexJ8431UUgRaLJe/i47AMyCuvvIJf/OIXSa8zDIM3v/nN6MlgPnZiavfs2bNJolaJAkuJnbKp1pQ4Ki4cDkv1gGNjY+A4rqCj4mgjRxHIZ3q32KKP4zi88sorEAQBAwMDBTtY5JG+QiNGx4LBIGw2GwghGBgYSDvkzTDAH/4hD5cL+OY3feD5cgAeAIDP508Sjl5vAF6vCSwLfOITPB59NH/dknLR5Pf7MTQ0BJWqDDs7V6HTqWE2J28rMWJXVlYGllXdEUErAM4BGMDo6Dfwq7/6q3EXHIfDIY1pygeJ54ZokcPzPAYGBrLuBt9vWyJerzep5kns5O3p6cHp06elqE4wGMzIFiaTdRxEVxfBxz4WxcwMi//232YRm35aBYCBWm3ByZMCrlzhcfq0Fj5fDf7zf/4xRkd7sbbWCJ/PBIYh0Out8HpjqWKr1YgLF7ZgMj2Hmpq74/eWl5fx3HPP4fWvf33WnylfZLpfb926hSDu3hja29vhcjpx89YtkDSvJaFQCDvb2/jhv/4rdm02NDQ0wGAwJHnXiciL+IH4m/bo6Ch4no9L3eWjfuug9O5zzz2XNFVGXOfjjz+esSfbYfV84npoevdw0qkz1Gq1KUfFiZHAfI+Ko5G+I0SxRd/u7i7C4TBqa2tx8uTJgj5FidMlivH5VCoVfD4fXnrpJdTV1eHUqVMZfza9HviTP9nFk09+CTFL2GoAe6iq0oAQBgABx6kRCBjh87FobQV+//d5vO1t+RW1YqRva2sLDocDzc3NiEZPYG5OjcbGZMEXCoWSxI7YrHI38uUC8AAE4XtJcxoXFxfzvn5R9O3u7uL27duwWq04c+ZMQY43cVvDw8NJr4s3u1OnTsU9iQeDwbRtYfKNWg2cPCmgu/slAJ8HYADA4Ny5R/DRjz4mNXoYDDX4T//pQTz55D9ifd2MhYUO+P0GRCIa6HRhXLpUg49+tBM1NfV4/vkGDA/Hz1weGRlBeXk5BgcHC/ZZDkI+ezcTbt26hQoAomNka2srbt68mdFDtjYUQkSjQUivRzQalSa0TE5Owmq1oqenB/39/fs+gCTetH0+H1wuF7a3tzEzM4OysrK4VHA2adFU6V1BEPCtb30rLtMgX9MHPvCBeFP1NDmsc1fcttIEllLXlMl1rNCj4jiOQzgcppG+o0LMJ67wjRziBIqlpSUwDFO0wfPFsG0hhEijdvr6+tCcwwDcr3717xEK/QGAPgC/AuBNMBhOY3c3ZpnBsgIqKty4etWB//pf70ces6ISDMNgc3MTTqcTZ86cQUNDA778ZRahUMxeRg7HRZPqdQCg8Y79yl3RtwGgF8AZrK2tobe3V/rdxJRoPtYvNlmMjY2hu7sb7e3tBYkiyN8zsVA9FApJRf6Jdi2Z2MKkO6op08j/3t4eAP+d/4CqKlWSDV1FRQXe9a534gtf+AKuXEn2ZhsZ6cdDDz2ERx99FH6/H3Nzc3E/v3HjBsrLy3Hu3LmM1pYPssmE+P1+jI6OohrAgwDO3rlJJiIQgpd+8Qs0NDTgbW97G1ZWVrC3tyc9YJb7/diqrYUvoUmJECLV8d24cQMGgwGtra24ePHiviUucj+3tra2uPqt+fn5uFRwVVUVTCbToceLuG/kv8dxHJ566inJYkiOyWTCBz7wgawiQuvr60nlH0dF9JWye3c/ci1XyveoOJ/PBwA00ldo8nUDEyN9hQyth0Ih2O12RKNRXLx4Ea+++mrRQvmFjmRGIhE4HA54vV5YrdacBF84HMZnPvOZO/8aBTCKRx6Zxac//Y/4/vdvY2NjBTpdCHV1W9BqWdTV3Z+PjxBHNBqFz+cDIQTXrl2TTmSXK7Vvsvi78u+SEAK9Xo9wOIRgUCx85xCbYmrC2NhYnOjjeR7b29tZTV1JBSEEm5ub8Pv96O/vR3Wq+XZ5Qh5VTLxZyv36DmriOMwWhhCCyspKSQTmmooR2UsY07FfBGd7exuf+cxn8LGPfSzpd4aGhhAKhfDYY4/hbW97G7785S9jc3Mz7nd++MMfwmg0oqurKy/rzoRMrzF2uz0W5QagOnUKV61WJEpdnufx05/+FHteL+6//340NjWh8U7adm93F8szM+B3d7FZX3/oeJxAIICJiQlMTExArVajtrYWfX196Ovr2/dGm6p+SzxeHA4HBEGIixrrw2Gwc3NgQiGAEBCtFnxLS9z+CQQCePLJJ1N2ItfV1eHXfu3XshY/ialds9mM7u7upN9Toug7DmvKdVSc6NtIffqOCIXucN3Z2YHdbpfsMeTNDsUokC2kV9/u7i6GhoakQe25Rqz+8R//McnY99Of/m1cu0YAqPHCCwvS6xwnIBKJ5DUNKNrLALE6JvmTWyQSm/ohZ319HQsLC0k3VoZh4Pf7k0RFDA02NjaSXnU4HHjd616X82eIRCLS95BJTWUuEEKwtbWVdJzJ072ZdO4m2sJ4vV44nU4pFWMwGKSoTi5deYnzgfd7Ul9YWEAkEsFnP/tZ/M7v/E5SE8z4+DhCoRDe/va349d+7dfwv/7X/0qyNfnOd76D97znPUWdz5lNpE9MQ77pTW9CZVcXOIcDpr09eO+I3Wg0ip/85CcI3PE4TBQv5vJynNXrIbzrXeh861thHx/H5OQknE7noevhOA5ra2tYW1vD888/j4qKCnR2duLSpUsHRlFSHS8upxO7t2/DNzSE6rk5lIdCKNNqoS0rA8MwUJlMaNHpoK6pgbOuDl/5+tdTevD19PTgLW95S0b7MJHE1G5/f39K0aJUc2alrYnn+YJ2Oac7Ku7VV1/FQw89hFAoBL1eX9D7+Ysvvoi//Mu/xK1bt7C+vo6nn34ab3vb27J+Pyr6kP8O15jFxwwWFhZw6tSppAhYsUbJFCK9SwjBysoKJiYm0NXVhY6ODqyurua0HY7j8D/+x/+Ie+3BBx/EtWvXAMREwwsvvBD389nZ2bhO2FxYX1/HyMgI2tvb4fP5ki505eWA/J4wMzOD7e3tfd/PaDSmqNVjAATR2tqaVFaQao5npni9Xty+fRssy6KxsbEogk8UvA6HI+51Qogk+tRqddZRLoZhJGuGjo4OyaXf6XTGeb1ptdqMPSnTjfSJ3w3P8/jc5z6HT37yk0kiZH5+Hl/72tfw+OOP4/Tp05iYmIizhCGE4Otf/zo+9KEP5TwvPBOyqed797vfjVOnTsEDYLqnB72TkzDv7sJXUYHnnnsO0TvHrUatRltb290/jkbBzsyAtLWBe+MboTObcd999+G+++6DIAh45pln4PP5sL29ndb8cY/Hg9u3b0tzm5ubm3HhwoX4bab4vGaDAdaf/hSqH/8YZG8PoYoKeHU6uCIRcNEotGVlKA+HUT09DW55GXYApK8vNqhZxqVLl/Dggw9mtP9SkSj6UjVxAMoUWErs3i1mynm/UXErKyv43Oc+h0984hNS3ekPfvADPPDAAwWp7fP7/Th//jw+8pGP4B3veEfO73ckRV++UqMsy4JhGHAcl7eoUTgcht1uRzgcjksRitsDUNSZuPncFs/zGBsbw/b2Ni5evCilWNKdvbsf3/jGNzA/Px/32h/8wR9I/7+ioiKpKzUfok8QBExNTWFlZQXnz59HbW2tlOKS094em+sbjQqYmBiV6jj2IxqNJEQ+zYjVjq2go+MSysvL4zp+U9URZcLGxgaGh4fR0dGBYDBYdJPbRIHr8/mk466rqytv55bcpV/0x3K5XNjY2EAgEMDLL78spYEPK8je3d2N+7fFYkn5e/LjkhCCjY0NnDhxIikqvba2hqeeegrNzc14/PHH8dWvfjUueiQIAp566in8xm/8RtEisJkgCALq6uri7IPWm5ogsCzOrKygfGkJNRyHLcSKFTo6OqBSqwG/H+zGBhCNQujpAf/mNwN3rgsiYgp/cHAQlZWVcLvduH37Nubm5pIirqkIh8OYnZ3F7OwsWJZFTU0NTpw4gXPnzsUfW4IA9dNPQ/388yC1tUBbG3QAxIKAaDSKYDAIn8+HnepqBDc30eHxQB2JYKi/H/wd4ffwww/jwoULGe2/VBBCkmp+9/P2U5o5s/gQRYXoXeQNZzdv3sTGxgY+//nP4wtf+AJ++7d/G2traxgcHMSjjz6KRx55BJcuXcrLWh977DE89thjefgEMZT1jRYZhmHyWvfmdDrxi1/8AlqtFgMDA0kRgXxv7zDyGenz+/24ceMG/H4/BgcHJcEH5Cb6BEHAf//v/z3utStXriQ53Sc+QSXWTmVKJBLBzZs3sbOzg4GBAWncTyqfu8uXBVRURPHzn0+kFHyJv7+9vQ23Wy7kGgGMAZhBe3t73L4DYmI6G+FHCMHU1BRGRkZw/vx5dHd3pz17Nx+Inc6JUTOxWxMonCkzwzAoLy9Ha2srOjs7YTAY0NvbC4ZhMDs7i5/97Ge4ffs2FhYW4PV6k/ZJotg4LNIn0t7ejve85z3o6OhI+t2dnR2MjY2hrKwM73//+5NumNFoFF/60pfSinTlg3RFBMdx+Pu///vUfpEXLuDcZz+LrwcCCADoBnAKwEBFBdiJCbBbWxC6u8E9/ji4d78bJOHYFpELiMrKSrzuda/Db/3Wb+F3f/d38dBDD6Guri4tgSF6W7744ov4/Oc/j7/927/F888/D5fLBdWLL0L9ox9BaGwESVHLqtFoYDabEQqF4PF4ENZq4bRa0bK8jFN37IWuXLmC5ubmvFyjZ2dnk+ycjkqkT7yeK2lNgLKaS+rr63H9+nW0tbVhbm4OY2NjePe7343bt2/jDW94A/74j/+41EtMyZGM9OWTfIgwQgjm5uYwNzeHkydPorm5ed8LbjFFX74ifeLkkKamJpw4cSLppMtlO9/73vckPzeRP/iDP0jaf9XV1XGCKzFSkwliPWJFRQUuXrwYFxFKJWCDwRUEAuPweHpQVxdfn+71emEwGOKe6NxuD9xuz51/aRF7tnoBQCxCUlVVldTt6nA48NrXvjbtzxCNRuFwOOD3+3Ht2jWpkDgXD8tMIw0Mw2Bvby9pe/LoRmLnbqFgGAbV1dVS48phtjCJQvWgmj454hzat7/97XjmmWeSjt1IJIKvfOUr+PCHP4zHH38cX//61+P2TzAYxD/+4z/iIx/5SEFvXummukOhEJ588smUDzNtbW14+9vfjmAohL+fmYEKQAdiJjf3vfOd4AYHQaxWkKam5KLXFOtJhVqtRn9/P/r7+wHEHhjsdjuWl5eTpqakwufzYXh4GOO3b+O1P/sZrGo1TFVVqCIEbIrPPzExIZmGAwCn0cBbXo7W1VV0/uZvgq+pwfT0NEKhUM5ekolNHLW1tft6FVLRlx7FKo1KF3EEG8Mw6LozcvCjH/0oeJ5P2RikBI6k6MtnGDxXERaJRGC32xEMBnHfffcd6uNUyOaKRHKN9MmtZs6ePbuvrUK22yGEJEX5+vr68KY3vSnpd1tbW+NuwJFIBBzHZTzZYWVlBePj4/tamSSKJrvdjmeffRbt7WYsL9fD6bSiqsoFholdgGy223jzqQacxQYqoh6UCRFEt/RQbe/gJmqwhrMAbgOI1faIESKdThd3U5ubm0tb9Pl8Pty+fRtGoxEDAwNxhc25iL5svN3EMWsigiBgZmZG+ncxxq+lWu9htjCJEZhU5y3P80mebe2yObSPPfYYdDpdUgovEAjg7//+7/HhD38Yb3nLW/Cd73wn7ue7u7v42te+hve+970ZftL0SecY8Pl8+NKXvoRgMIJQSI9IRAONhoNOF8Tm5io++clPAojNT+Y4DhyACcTO9973vx9CBjYV6YrQ1tZWtLa2Suu7ffs2ZmZmDh1ZWLu5CaPHg7WqKgjj42AYBnqDAdXV1WhqbIRKrcaww5HyYTFisaDfYAACAfB3HlLkhr6Li4tgWTbuoUGr1R76WVL58+23D5SWSlWq6FNanaHP50vZuatSqRRr43IkRV8+yWX+rtvths1mQ2VlJfr7+9MSIMWc95uLwBRrEyORCAYGBg5sSc82vfujH/0IN2/ejHvtP/yH/5DyQtPT04MXX3wx7rW5ubk4+5ODEEeRbWxsxNUjJiL/LM8//7x04a6o2MWlS7fwy19ehdNZhf4LRgR+9hX8Ll7GpZUIqvUaRFgNBKjAgkcNt4aHUI8RTOMX+AkmEBN4HR0dmJubQ11dXVwtXLrpXdE0urW1FT09PSlvIsVM7yZGiBJvzqWcuSuSaAvj9XqTUqwbGxtYW1uLs4VZX19P+r3EtO5DDz0ErVabNKIsFArhC1/4Aj7wgQ/gkUcewQ9/+MOk7X3729/GW9/61nx9zCQOEllOpxN//dffgc12GXb7OQQCd+sMCXHj/PlhzM0x6OwkeOmll+L+9ty5cxnf0LKxqSovL8cDDzyABx54QDp/R0ZGsLm5meSv2ryyAsKyEO4IAkIIAn4/lvx+LB1ggK7T6WLR/vV1kBs3wD/4IKDVwmAwwGAwoLm5Oc7Qd3V1FePj4zAajZIArKioSClE0pnEIaLEmj6x5l1JKCm9Cxy9EWwAFX3SaLRMIIRgfn4es7Oz6O3tRWtra9onR7EjfdlsSxSzVqs1Kf2ZimxFX2KUr6OjA+985ztT/m5NTU1SFCtd0RcKhTA0NARCCAYHBw8cRcYwDKLRKL785S8nRXkaGzdw/for8Lp/FT2TP0PDxs/AwYPFgAl71Z0AgGhUg3BYi72yOugj4xjAqziLML4FYLK2FmazGYQQ9PT0xIk+juPg8Xgk09BE5CUEoml0Kop5fHEcl3TuyNPWLMum9CQrBJkI3VQ1dbW1tUm2MNPT03G/YzAYUvopDg4OQqfTJXWYizV8733ve3HffffhlVdeufO6Gj5fOW7c2IXHcwOPPjqAhgZymK1dRhy0P6an1/HRj+5hfPwjiEbVYBgCtZoDwwChUBjRqB52+yN4/evVeOQRDktL8SPJspkykqs3KcuykocfECs5uX37NhYXFxHa24NldxfBDD0czWYzzp0/D5ZhQCorwTidYDwekITaRrmhb2dnp9RF7nK5MDExgWg0CovFIjURGY1GcByX1NV+mOhTkphR2npElBbpCwQCR8qjD6CiL2NhFIlEMDw8DJ/Ph6tXr+7b9XfQ9ooxDxfIXIyJnZjT09MZidlsRN/LL7+cFLn71Kc+daDA1Gq1cSnRxA7KVLhcLthsNtTU1OD06dOHXjA4jsOPfvSjlPVEOp0Of/Lpt0H33E+xu/U9/CPnhxNdAK+B2mcEwECj5lBZ6UJFxSympl+CGwKaALwHgP2OcBUEAWfOnEmK/jgcDjzwwAMp1zQ8PIy9vb1DSwjyNZc6HeRpXBF55LajoyNvZsr5JFWK78yZMzAYDHG2MKJIExHTjqm4ePEitFotfvCDH8S9zvM8vvzlL+Pxxx/H4iKHF17wYmmpFYGAATzP4mc/I/j+9z0YGKjGwACPxkaC9XUGgQADlQowmQhOnRKQRjYxiVTn7u3bC/iN3zBgZaUPajUPvT4oiU2/34doNCaIrVYzIhHge99Tw+f7QwC/RGyyTGlEXyJ1dXVSR2NoZweB0VHseL0IpHn8G4zG+A5dtRrgOCAcPvRvE7vI5ang+fl5qFQq7OzsIHjHz1DkINGntPSu0iJqIkqr6StGpM/n88Vda+fn56WgzEHXpP04kqKvVDV9Ho8HNpsNZrMZg4ODWZlEFrt7N91tcRyHkZERuN1uXL58OSM/sWyiS4lRvqamJrz//e8/8G9MJlOcGDuozkcuYA9rrhHZ3NzE97///ZSfpbq6Gh/84AehnZgA+7PnEG4vgxM/A1AFQI+G+n4YDGXQaiPQ6UIIhThMTceE8CqAFgC/wvNQb2yAEAKdTgetVouw7CYzNzeXJPoCgQBu376NsrIyDAwMHGp/UkzRlxgJE6eBiCghtZuKxM5dtVotRX/lN/TEBxCz2XygLUxfXx+mpqawsLAQ9x1EIsCnPz0MhnkIi4u74HknTKY9qFQ8CGHg8fjwgx/o8c1vVsDrjflC6vXkznqA5mYBjz7K4/77eTQ0pPfdpjoGbt4cwb/7d5VYWWmCVhuCSnX3Qc3r9YLjYhYzKpUKGo0aGg3AMBHs7Z0G8CSAtwPwY2BgIK01JFKoVKGuvByWpiY0sCz4qiq4nE6sb2zERsOlyOJYLJbkh3WeB1SqJL++w0g123V3dxd/93d/F/d74vUnVQSNEKK4yJrS1iOiNDG6X01fPrl58yYeeugh6d9ire2HPvQh/MM//EPG73ckRV8+SUcYyQVET08P2trasr6AFVv0pZO69vl8GBoagk6nw/Xr1zP2VVOpVCCEpP00b7fb8cwzz8S99nu/93uHFkfX1NTEmSJHIpGUFyee5zEyMgKXy4UrV67smzKVMzY2hu9+97spb5a9vb1429veFqtxeeUVMDyPDUEAQADsAABY1gqL5W5aKPGzLAN4bVkZ1MPDIHduOLW1tXEp5MSmCHGiS2NjY8qu6VRkK/qyOZ7lXZAAkrrViiX6Ml17KmPmVO+R2Ll78eJF9Pb2wuVySXM6Ezs8Kyoq8Ja3vAXf+973IAgCOI6FzXYeCwsdMBqncPFiM9bWBPh8sfOS5xlsbtbD7Wag0fBQq9VQqQhaWgiqqgjCYWBzk8H//t8afPObanz4w1E89hifVipY/pl++ctf4q//eg+LixdQVhaWBB/DABzHS4IPiD92o9EggF0AlwH8Onp7f5DVaL+Cjp7UakFMJjCbm2DvdHCLa0zMJgCx2diJxyrj9wN6PUiOURuxfjSxNOTkyZMYGxsDx3GorKyMG+uVahZwqVGi6BO9A5UW6Uuc0pNvXvva1+b1Qf7Yi77E6QiJRKNRjIyMYHd3N+MIWCqUZtmytraG0dFRtLe3o7u7O6sLs3hxSLfe4i//8i/j/l1dXY1f//VfP/Tv2traMDY2FvfawsICOjs7pX8HAgEMDQ1BrVZjcHAwrS67F154IakQX+T+++/H9evXY/9YXgYzPg5SX49tuz3u9yIJY5wYhkFlRQXcsmikprERmps3wdyZNNLd3R13c4hGo/B6vSgvL8fCwgJmZmZw+vTpfW0eUlEsy5ZAIJBUG5cY+StmpC+Tz5zpNA6Rjo6OQ21hCCHQarV45zvfiW9961twOE5ifr4DFRUeaLURTE1NoaurC9FoFIFAFPPzHfB4KlFWFoJavQOr1YpQSIPZWRYajQCLhaC1lUAQCNbWGPz1X5chEIjiHe/gDhR+8v3xk5/8BLdvD2Fo6IMgBFCrY9cEholFzxNHA8rPmVAoiJgdMwHwYVy75j945+6zloKKPoYBf999UH/lK4AgxNnHbGxsJLkOsCybPBd4exv8I48Ah7gvpEti5+7DDz+M69evS4bi4lgvjUYjPZTmc0hArihV9AHKEseBQIA2chSDYqV3d3d3YbPZUF5ejsHBwbyckEoxZxYEARMTE1hfX5emUWRLJqJvamoK3/rWt+Je+9jHPpbWiZOq43ZmZkYSfdvb23A4HGlHxgRBwDe/+U3Mzc0l/YxhGPzqr/4qenp67r42MQHs7QFtbUlj2CpTRBMbGhriRJ+xowPs9jaMKysAgLNnz+InP/lJ3N/Y7XaYTCa4XK6sakYLmt7d3YX6+efBrK7CNz2NwfV1eCoqMN3djahWix/96Edxv67U9G5iTV8mxsxyUtnCDA0NYXV1FYFAAE1N1/Dtb1eivNwHrfauQJ6dnUVLSwteekkFj6cCOl0AKpUAQmI1qFVV1fB61VhdZWCxiFEgoLmZYGMDePJJDerqCO6/f//riCiy/vVf/xWTk5NYWWnC1lYtysoid94vNmKKYRiEw7HXtFodNBo1tNq7dZh3yym8ANpQUZH5GKhsrIAyRTh/Hnj2WTBOJ8idZhtCCLa3t1OKvriV+P2ATgf+gJq7TAgEAkkPpxcvXpQMxUVTcXGsl3gtuXHjBkwmkxQFtFgsJRM4SqudA+6KPiWty+/3K9aaZT+OpOjLJyqVKiliQQjB0tKS9FTe0dGRtwuWEiJ9wWAQNpsNhBAMDAzkPBZKPl7usDrHv/qrv4oTJWazGR/96EfT3o5Go4kbb7W2thbX2drX14fGxsZD3ysUCuFLX/pSwri0GCqVCh/5yEeS0liMxwNGrQYBkkSfPsU+TIwKV9XWAnt7UAeDIITAYDCgrKws7viz2+24dOlS2lHKRAoh+pjpaWj+6Z+gfvppMC4XwDBoCIVQJwhgCIHfaMTY2bN40uuFWC3HMEycYFYS6UzjEOfEykk1hUNETOsBwPnz58GyLL7+9TBMJg1YdhSJX8nk5A683rPQaoNxtXWEELhcTpjN1djdZeHzMSgvv/vH9fUEMzMMvvlNNQYHeex3/xMEAWNjY1JUc36+E4LAoqwsVhNlNpsAMAiHQ9BqtdDr9dI1zufzQq/XIxqNyB4aowBYeL1X9t0Hh1FI0UeqqsBfvBgbwWY2A1ot3G53yk7tOCsSngezsADh3DmQLGdEJzI8PBx33WVZFufPn0/6PdEw3Gg0YnV1FYODg/B4PHA6nRgZGYEgCHGpYPl3VGiUGOnjeR4MwyjKRoZathSRfN3cEkWYvKHh0qVLec/Xq1SquOL9QpIq0ifWidXV1eHUqVN5eWoSL6KHdfAuLi7iK1/5Stxr//bf/tu0au7E7cRuRndFn9vtxtDQELxeb1rm2ECsdm6/cVjl5eW4ePFi6rqlSERKHW3v7MT9SOB5qBIuknIxbdDrYTAYIDAM2Du1KQzDoKamBqurq9LvBQIBXL16NesLbr5Fn/rb34b2T/4E8HpjtVNVVYBaDe/ODkAIGEGALhjElRs38H0Avw/gGcRS8cWYMQvkXtOX6kk9cZ4wcHD3biIcp8XEhAmdnQxqa6/g9u1biEbvlpG4XFYEAgKMxuTSkpgv3A7U6lrs7MSLPgBoaBAwPc3Cbmdx8WLyOScIAr7zne/Efc5QKBa9U6vZO583ts/C4XDS9yQ2pyR2sDOMCoJgBJDZ9asYkT4A4N70JjCbm1A5HBB6e7G8vJzSDUASDhwHZmoKpK0N3OOPHzpVJF0SvUdPnTp1oDAQPfp0Oh3q6+tRX18PQgh8Ph9cLhe2t7cxMzODsrIySQBWVlZm1UiYLkoVfUrzDqSRviOIvNlhb28PNpsNer0+60jLYRTTR02+LXk07NSpU2hubs77tg4TfZ/5zGfi6if1ej0+/vGPZ7QNs9kcdzMLh8PgOC6tzlYgVnf29NNPp1xrZ2cnBgcH40RYHAYDwHHS0HY5HMclXYRZloVBr0cgGLwrIhkGglotXVS7urritsfzPILBYNZPj/kUfeqnn4b2j/4IiEZj3mV3LrY8z0MMXRGWRdBggCAIsAQCeALAbwMQipzazXdNX6Loq6+vT1vEMgyDtTUGTieD1lYCjUaDy5ev4Pbt23eOVxXcbivU6ihitXLJCIIAn8+N1VUNWlrK4h7OjMbY88dPfqJKEn2RSARPPvlk0mckhAHLxgs+IHb+sCwLlerurYBhWPA8lyT6Yg+Rae2ChG0XR/TBZEL0/e8HvvpVsHY7AmNj0KXYJsPzKNveBut2Q+jpQfR970vy5suFTEyZgdTGzAwTS7+bTCa0tbWB53l4PB7JFmZ0dFRKBVdVVcFkMuVVpClR9CnNow+Iib5iPdzmi2Mv+sRGjuXlZUxMTKCjowNdXV0Fu0AV06dP3JY4p9Xn86UdDcuUw0Tf5uYmvvjFL8a99uu//usZ1RIyDIPKykqs3KmJE6mrq0tL8L300kspu/kA4Nq1a3jta1+LjY2NfT8HqasDCMF2QuE7yzAIhUIpTZ8bGhowOzcHa1UVEAiA0WgQtlgkm4ZU6x4eHsa1O80emZIv0cc6HND+6Z/GBF91dVzheyjBfwyIiYc9ALUA/n8AvplDjWihSSe9Oz8/H/fvxHq+wwiHGXAcA40m9l2oVCpcunQJQ0ND2N5mEY2qodUeHDFjGAFebwhebwQVFfG1nWYzweioCrG0a4xAIHBnrFry99PUZMT4uAaExPcwhMNhCIIAszn+/QOBQJLoU6tVyLDEFEARRR8AVFUh+pGPQHXjBqZeeAFtHIearS3wd8SCiuehmZtD0GBA9C1vAT8wAOwznSdbUo1fO4h0BJZKpUJVVZVU1xwOh+F0OqUpIYSQpFRwLihR9CnNroUQQiN9xSSfEQ2/34/p6ekDx3Pli2LX9EWjUbz00ktSM0qhUgKHRTA/97nPxd1ENBoNfu/3fi/jbaS6mM3MzKCtre3Av3366acxOTmZ9DrDMHjzm98sOf0fdFyRM2dAamrgGx2Ne72yshJerzdlZ3d1dTVm5+ZQXVUFZn0dQkcHfA0NCIVCGB0dhSAISXWKMzMzJRd9mi9/GfD54iJ8IolpcYZlEbpTsrAFoAHAGxLq4ZREOo0chzVxHIbYICr/KliWxcWLF/HMM8MghAXDpPPwR7C8vAyGYWAw6KFWa8AwMS/hYPCuvZzb7cZTTz0VdxyJXLhwAZcvd+PHP2YQiRDJ6FkQeOn3eZ6Li/bxvJBQh6iGRqPG9evJ73/oJyim6AMAoxHegQH8/s4O3nX6NN7S3Q1tOAxWEBDWalH5+ONYqapCRZZ+gwfhdruTGsMOi/RlY8ys1WrR2NiIxsZGEELg9XrhcrmwubmJqakp6HS6uFRwpjPKlSr6lBjpozV9Rwiv14upqSnwPI8HHnigKNMDiin6nE4nQqEQenp60NnZWdCL7kGRPrfbjb/5m7+Je+1973sfWlpaMtoGz8duUmJ0ludZhMNlGB934erVmKlt4kcU0107CTV4QEx4vv/970edLLVzYMTSbAa5ehWR554Dg7uJuaqqqqR0r4ho3FldUQEEgyADA4DPh1dffRXV1dXo6+vD9PQ01tfXpb9J9L/LhHyIPmZrC+pnngH0+uQdCiQdv2q1Ok4IhgCcHB2F4PEAadZrFo1oFNjZQT1i318YgDnFk3o2ok++3w0GgrIyglAolo4ViZn56gEQEMKAYfb/rmKNFzGRtbKyDIulAmq1GlqtFoGAARaLBiwbi6J/7WtfS3ldGRwcxLVr18DzPLq6YrWAWm1sm2LXLhC7eSVG+4xGI/b2du+s24zmZgaPPJLZyEr5filmLdbQ0BACPI8FqxUj585JrzMMg5MXLgBpzrrOZrtytFqt9EC5H7nO3WUYBmazGWazGe3t7dJIR7mfpNlsjksFH7Y9JQosJaZ3A4EAjfQdFVZXVzE2Noa6ujrs7OwUbVxUMUQfz/MYGxvD5uYmVCoVuvLUlXYQB6Wtn3jiibiUGsuy+NSnPpXR++/u7mJ0NNYFKQjdeOWVcszOdiMa1YBhVHjmGTXa2wne+EaC++8XYDbHJnb8wz/8Q8qRaiaTCR/5yEeS6jEOS1MLV69iKRJBNwDRlc5sNu8r1NRqNTQsi5ZAAML581itrgZ8PrS0tEi+iF1dXXGiLxKJIBAIZFUrkg/Rp/7ud2NRvsQ5s4RgN6FWDEj2zdoD0Oj3I/LMM+B+7ddyWks6pPWZ9/bALi6CnZjAtcVFiP3dYQDnlpfBzMyAtLRADIPlGulraSFobyeYn2fQ1ZXYiFGJn/50BxqNCSyb+lpACANBYGEwxEyEBYFgd9dzZ7IDi93dCPT6bTz//O0750Xy5+/q6pIixioV8P73R/Gnf6pFNBobPBEO3z0veJ5PivapVCqoVGrwPIFKVYb3vjea1Ti4Yk2IkfPqq68CQFJmQ2w4K5QATUztnjt37tDsSr6jamq1OqWfpMvlknxBxSig1WpNee9TosBSWno3EokgEonQ2bvFItuTVhREW1tbuHDhAnQ6XU6RlUwptOgTzYlVKhX6+/uTiooLxX5iyefz4fOf/3zca+94xzvQ3d2d9nuLAl2j6cCXvqTD9HQFdnYi0GpD0GiiYJgoWJbA4WAxNAT8/9n78/A4zjLtG/5VVe9aWvu+y5YsS/Iq27EdJ2QnIQkhJGEJSYBkgGF7GJ6Z4fmG5+WFmWGAmQECw05YEraQhLBl3xcnthPbkm3Jkixr3/et9+6q+v5oVbu7uiW1rMUKb87j8JGo1Kqlq+q+z/u8ruu8cnJE3vGOYVyunwPR33VhYSEf+MAHYg4gixKIvDx+rSjsAyqAswQLUvR5YhpEWWZfairWjRtp3bWLnrmijfz8/NAzvGXLFg4ePIjJ66Wopweby8Xo179O6ebNqCUlqLt2Ma83x1LPPw6IXV2gqvgCAXw+35yqKqPOQ4b1ra5EoxFBFBF1eXEXBIqC2NCAeOIEwswMamIiA34/miW2Bch2OjE88QRqTg7y3r3I+flRhRwL2bXoIQjBvrl798o0NxvnSNO53wcNAUYYGzOQlSXFnFy9XgGjMRAifcFLCYZ68/OLMJnsXHzxKI2NjTHPYf/+/VFj5K23+vnDHww0NEjY7WqUi0Astc9qTcThMJCTM82HPnR+ucBapfpaKn1vvPEGEJv0raZR9FKLOGD1Q6nhfpKqqjIzM8PExASDg4O0trZitVojQsHaAn41q4PPB+uNiDqdQaPyt0nfOobD4aChoQGDwcD+/fuxWCy4XK41C7fC6pK+kZERTp48SX5+PpWVlXg8nuBkvZpu+HOYj/T97Gc/Y0IXSvnnf/7nuPYZbiBtt9fx7W+ncuKEh6IiCeiPiDxarW7S0234/XD27Czf+Y7C5s27ueiiw0jSORK0c+dOrrrqqiVfR/g5PdnXRzPwAaAayHG5MIbZsACYvF6SZmeRFIUzRUW0XHIJLpOJvdu3c/DgwYhjJI+OsveNN9jQ3EziXJjYeOQIkt0OBgPqhg0oN92EcvXVsEhHmPMhfYqi0NXVxZkzZxgcHGT3oUNUulw44hxgA4EAFoslpKiazWZQFARdq6s1hywjHj6MdOwYaloaysaNIAhMejxoNNUByEVFKKWlCP39SM8+y+jmzVHq8GI5o7GwZYtMTo5ET49Aaem5exKcTM8A+YyMjJGdnRkx6QdVPjMeTyeSFPneqiq0tIyTmOhmZuYv6NOJBEFg69atOJ1ORFGkra2N9PR07HY7iYkSP/mJhw99yMqZMyIeT+S+w8clVQVZNuD3mzAY2vna12ZIT69Z8ncQ3Nfqjz/64y1G+laLZK1H0hcOQRBCvYdLS0sJBAJMTk4yMTHBmTNn8Hq92O12AoEAoiiu+b1bCOtN6dNSet7O6Vun0NqNFRUVsXHjxtDDo7VOWqsXbzVIn6IonD17lu7ubmpqasjNzQ0dS/v9aq+QYhVyeL1e7r333oht1113HbW1tYvuz+Px0NDQgKIolJXt48tfTqKjQyUvb5bs7Bx0bWqZnZ3FZrMxMtKPokxhtVpoaqrGZPJRV3cMURS45ppr2LZt24LHXcxvsKenB4/HQwvwLWAr8H/tdoqBzOHh0DPkNxoZy8ykr7CQ7uRkSgoK2FNTg8FgCA2mqCrin/+MdO+97OrsxCVJTNntKJKEJIokl5cHK37b2pD+4z8QH3oI+atfRV3ADmUx0qcoCt3d3Zw9e5b+/n4mJyejFB+vJMXM5VsI9uRkrFYrU5OTQdInCKjLrCCMF/NNSuKJE0jHj6Pk5gYTPuegr25NSEgIkuviYoT+flxPPEEeMDD3e7PZHNXVIR7Y7XDzzQHuv99IX59AQUHwvgSJSDcwBaQyPDxKXl7OXLsyAY/Hgs3mIT1dxGgM5q9q91SWRVyuBEpLm0hIiCTVBoOB22+/nfT0dAYHB+ns7CQQCNDc3Izf7w9Vd/7ylxn8wz9YePZZCUgnWAHsARQEwYTHA4oiIYoKhYW97N//O6677vNLvn4Na00curu7Q9EbfQGDtqhbjfMZGBiISNMAqKurW/TvVpOELgaDwUBmZiaZc6kcLpeLiYkJurq6GBwcZGRkJCIUvBo2ZvFiveUZaik464mIxoO3LOmL96WVZZmWlhaGhoZithvTHqK16nu40j59Xq+XEydO4PV62bt3b4TUvJakL1ZO3wMPPBA1CH7hC19YdF+Tk5M0NDSQnp5OdXU13/ueiZYWgfJymfFxFUGIJs8ul4uOjo7QhG61elAUkcbGGsrLe/nsZ6+Oy5swRMjmQXh/2WmgITmZZ7dt4y8vvsgnqqtJtlqRJQmX1cpUSgqIIpKqUltbG7oHIbXhkUeQvvlNAPwlJcyGtWyTFQVFlhFtNtSSkqCRbHs7hs9/nsC3v41aWRnz/MJJn6Io9PT00NbWNi/Bi4UZLTFZ7++xCExGI5mZmcHrDARQ5xYfFwTT04gnTqCmpkYQPlVRcOkUyPCKcDU/n+nXXmMr50hfcXFxXAN7rOdm1y4FrzfAww8baG0Vyc9XMJsNgA94HbgcsJOQkMTUlBu/34DV6iE9fRyjUUWWA5SVldHV1YnXKzAxkU5OziDbtjVEHMdsNnPnnXeGksolScJkMlFVVRWylpiYmGBsbIypqbPs3v0mzz77F+AO4BbABoioqgVJclJT08TWrSfJyxsADIyNjYUWk0vFWpM+TeWDaNK3muFdvcqXnJwcVz71auYYLhU2mw2bzcb4+Djp6ekkJiaGbGGam5tJSEgIEcCUlJQ1JWHrLbzrcDhISEhYN/cuXrxlSV88cDqdnDhxAkEQ2LdvX0y7D+0hWqsQr2HOmHclBh6NHKWmprJjx46Yq1qIrz3acqEPiwYCAb45R2g0XHrppezZs2fefYS3v6usrKSwsJDJSYHnnhNITVUxGoW5z4HJZIpQbPQTOYDN5mJiIovc3DsoKIjv+hdT+s6cORPxc0VFBYOjo7QCLcnJMSdGQRDo6OgItSUTBAHpzTeRvvMdEEXUvDyS/X4mwkgfBNVLu1b9ajCglpUhtLcjffGLBO67L6IyViN4J0+epKenhyNHjpx355eWTZvYc+QIJp8PX4yVvT8QwOVykRyjClAQBIwuF06zGfWd72SthkM94RJ7ehBmZoIh3TB4PJ4oO2R9C70un48SIBMYZelFHHpcfLFMSorKM89InD0r4nKZgQIgADQBdYyMWEhMNGGxDJCaOoMkBccjRVHp7OwhObmSoaFxcnMHueSSV7HZzoWfBUGIKkoKH19i9Xx9/PHHgZPAPwFfAfKx2bJ59NGH+H/+n3u44oqdYfdW4JlnnuGuu+46r+tf60KOhUiftqhbDXUmVmg3nuOsZ3uUlJQUUlJSKCsrw+/3Mzk5yfj4OC0tLfj9fux2O+np6aF2cqtJgNZbePetaNcCf8Okb2hoiMbGxlB+23wPSzDpem298yD4AC/VO0mDqqp0d3fT1tbGxo0bKS4ujvmyxdsebSWgJ30PPfRQVAXkQiqfLMs0NTUxPj5OXV1dyPPupZdExsYENmxQ0ToJqKqK1WqNaUIbDpvNSlpaJq+8Ah/9aCAuY9nFlD496du4cSPDw8NAkKTNp4a0traGSJ8oipgffhhmZ1HnClqMRiOiIKCEHdvhdJ4jfcE/RC0pQWhrY/x3v6N+48aQgherQvl8MZWWRldJCRvb2iJJnyAwNTUVIpOyLJOelhb5fakqxkCAxk2beOHRR7nppptWvPvLovD7EVtaUJOSopRKt9vNpZdcgt/vp62tjdGxMWy6xeDA9DRWoIyVIX0ANTUKmzcrtLcLHDsm8ec/O5BlA9AF9FFX936mp62cOjWFJNkRxeC7FAgYURQRl6ubrVvPUlPThNUaea9VVeXXv/41d955Z6gSc6FnWJIkTp8+HbbFAbRSUWFldPQVXn/9CWpqCiJC2uPj4wwODp6X2rfWSp9WuQvROX2rGd7VV+7Gk88H65P0xTono9FIVlYWWVlZqKoaCgVrXUK0XsLav5WOnMmyfEHDy3popO9tpW+NMN8XrSgKra2t9Pf3U1NTE1cuzlqSvvCQ6/kgvDdwODmaD2vV9i38OIqi8F//9V8Rv9+1axeXXXZZzL91uVw0NDQgiiJ79+6NsBA4ciRYCRn82rR7rmKz2aIKRMKRkpJCfn4+gQB0dgqcOiVw8cWLKw4a6ZtvoopF+prmzJonJyfn3W94FxHbwADGY8eiOl0YTaYIdc7r8YCq4nK7cTqdeDwe/D4fSZOTTNx3H8fe+17UZfTotVqtpKenYzQa6e7ujnhOTmzbRllHBxaPB4/VitViweFwRJyfxWJBVhRmZ2dJTk5GAKweD36DgZNbtuDz+XjooYfYvHkzV1999dolq09PI0xMoMToCjI7O0teXh6CIFBSUoIsy7zx5pvk5+VRWlqK0WRieHiYWaAYOMLSSd+8OYYibNyosnFjgH/+568xNTUDBMeB//2/K+nrM/Cxj/2WmZkrKSjYjCiq2Gwuiot7KC7uxmKZX7l1OBzcd999fOhDHwr1sp7vPGRZjvKTA9izZw8mkwlFUfjzn//Mxz72sYh9PPnkk3z4wx9e8n1cS9Lndrs5depU6Gd9OHC1lD5FUaK+03hJ34XM6ZsPixHRoN9kAgkJCRQWFqIoCtPT0yFbmNOnT5OYmBgRCl7uNa43cvy20rcO4HK5OHHiBKqqsm/fvrh9zsL77642wpW+pcLhcFBfX4/ZbI67N/BatX0LP85jjz1Gc3NzxO+/8IUvxBz4x8bGOHHiBLm5uWzatCnqpR4fJ2QmC1oYszdULh8LOTk5oc4qBgMoCjid4XbK80M7x3hJX0VFRShpPJYBtIbwXqgZx44hOByQnx/xGZvVGkGqZEWh7ezZqH05ExJIHx8nd2CAgTkVLWN0lMzRUcxeL36DgRm7nd6CglATeZvNRlpaGgUFBVRWVpKdnc3o6Ch/+tOfYpLVrtJSDl90ERcfPkyCJCEkJjKquz6L2Yzf78fj8eD1eMifW/W+dsklofMCOH36NJ2dndxyyy2hhPGVRNR98vuDrSpiKOlDQ0MRn5ckiZnpaWamp2lubsZkMgXVrLExPOPjCCzNriVeWK1WpsLC+R6PG79/EPgFExO/oKLiIq655pp5yVJSUlKUTZDP5+P+++/ntttuW/DYra2tMd+fmpoaDh06BMDg4CDDw8MRi+apqSmeeuopCgsLQyG9ePxN15L01dfXR4zl+mjKatmRtLe3R9xPWLz9mob1lNOnYakESxRFUlNTSU1Npby8HJ/PF1IBT58+TSAQiGgTZ7PZlnzN662QQ8vpe6vhb4b0jYyMcOrUKXJzc6msrFzSw7GWSt/5hpMHBwdpbGykuLiYjRs3xv3CrKXSp+UqfuMb34j4XXV1Ndddd13ENlVV6ezspL29nc2bN5OvI0DnPhe8Tp/PS3//QMzcvXDk5GTHbKUXL+/VBrpYg57T6aR/zmdPQ1lZWYj0aWHeWFAUheHhYbKzs0no70eNUSGbmJTEpG7iiAW/yYTkcJA2MUHK9DQ7jx6loK8PMfwiRRF3bi6+D38Y28c+hjhn1ApBcvDoo49yNgah1GCxWPB9+tN05+dT8te/YujvR9KF0y0WC67xcRKBRILfz9HLL+fUrl1R+3O73fzqV79ix44dvOMd71j0GpeKiHDmAu/GQmosBL+b3NxcypOT8QO2nBwCgQBut3vZ/UxDmJmhThSZJegT6AVsjY2MhynXHY2NFFZUYPP5EBUFn8nESFYWjuRkUlJS+OhHP8obb7zBwYMHI3YtyzIPPvgg+/fvn5fYHD16NOb2mpoaHn744dDPsdS+oaEhqqqqQh5v2mJCs4WJNe6uJekLz+eDaDuN1bIh0efzZWdnk5eXN8+nI7HeFCxYftGEyWQiJyeHnJyciEKi8fFx2tvbMRqNEaHgeEj4eivkcDqdbzmPPngLkz7tpVUUhTNnztDb2xthV7IUGAyGdevVFx6ujlV9vJLHWg60Pr/PP/98VG7LP//zP0cMaoFAgFOnTjE9Pc3u3buxL5BsZzQ66O93MzMTn4H26OjYHOkLPh+yHOQACQnxJZOHkz49YpGkgYGB0GeHhoYW3HdjYyPZ2dkY3O6QAhcOyxLyVSRZ5spnnyXB5UJrxipYLAiCEMwXFQQSh4fhG9+AH/4Q/y9+gXrllRw6dIiDBw/O+0xoIXat4Ea59FJmL78c9Wc/Q3z5ZbS3SwESZ2ZQvF4cwNPAz4D33nQT97z3vTzyyCMxCdbx48dpa2vjlltuWTQ14XyhmkxgMoHXG6X2aQqbZe67mg+GQABPYiK5eXm0t7fzwx/+MGRyu2XLFoqKiqIm6sUKFoShIcSmJsTGRm7weBgh+D1KQM7rr1MxPMyHgU02G7elpZH82GMRRN5jNtNRXk5LVRWvvvwyBy69lOTkZJ588smIY6uqysGDBykvL2f79u1R56F/PyF438vLyyPy4QYHBzGbzREt9rTvbufOnRGJ/XpbmPT0dKxW66qbIeuhJ336aI9m0bXapG/Hjh1xH2M9kr6VLJqIVUikhYK7u7tpamoiKSkpRADtdnvMY6+3Qg6Xy/U26VtruN1uTpw4gSzL7Nu377yl1rVU+pZyPM2rTru+82nLtVbhXU3p06t8ZWVlvPe97w39rIWoLRYL+/btmzfZt6uri2eeeYaZmTy83r0kJAiI4uLETZZlBgYGyMsLKodjY5CerrJ5c3ykLzy8q4c+tJuVlRURYvP5fBEDuKIITEykMTSUhdOZyMmTKZw5I7J/IoVkbzfWc7UpAMzO079Xg2bDkaiqpM3MBMmezRbRrUPVbFYMhnOx7ZkZDO97H3+59VZOLJCfVlZWxrXXXhuRNiCKItabbuL5pCT+fy+/zM0Ec91SRJG6PXv46fPP8zDQPvf5L27aFGpx99prr3HkyJGo48zOzvLLX/6Sffv2LVjNfd5ITUXJzUXo7UXVjQmXzqmMiizT19dHd3c309PTke+jqmL0+ZjQKcZut5uzZ89y9uzZUDhr48aNbNu2bdF3U2xuRnr6aYTJSdT0dPqSkugIM5vclZ5O2vHj/KcokqAoeGdmmElKQp5ThAVFweLxsPn0aSpbW+k4cYITX/kKWw8cICkpiYcffjjqPW9vb+eFF17g8ssvj9gei/SVl5dz5syZqOKoq666aq7S9xy0Sl59Yn+4LczZs2cxm82hnNG1gKqqEaQVglY24d+LNh6uNHnQf6fxhnbhrZnTtxyEF3xA0HZMCwU3NjaiKEpEKFhbPKxHpe/t8O4awul08vrrr5OdnU1VVdWyHoa1zOnTjrcY6RsfH+fEiRNkZmayefPm876+tQzvHj9+nFdffTVi+z/+4z+G8mqGh4c5deoUhYWFVFRUxFwJt7S08MILL4Ry4MrKvDQ0bMPttkaY0YqiQHd3D06ng02bNhHOniYnp+aMRK1MTgq8730KYdHNBRGuIOuhJ31lZWWhgUtDIBDAYDAxMJBHb28hk5OpyLKIyeRjdlagq0sgbaaE/PHjDHdDWipona9iFaaYTSaysrKCuVOCEKxMPXgwKGHqCF8sqIKAXxSRPB6uefBBhu+6iyGdGp6SksJNN91Emr4SNwxNTU20AP8x9/PO7dv50X/8B1/XhXJdLhednZ2kp6ezb98+qqqqeOSRR0Lu9aHzUlVee+01mpubueWWW5a1Yo56jgQBpaICQ3s7aiAQM7dPlCSKiospmuu04XQ4aG9vp6urC5PTiVvzWZwHiqIwPj7O+Pg4hw8fxmKxkJeXFzJ6jzhWSwuGxx4L/m7OWNuoW+zktLSQNzWF0WbDbTAgAgZZRp47d8lkwi2KuG02TF4vG9va6P0//4cz3/0uFTt3ctddd/Gb3/wmQpUDaGhoYGZmhptuugkI3h+t8Cgc4fl8GqqqqqisrOTIkSMR+aqxKnljqTlap4eBgQF8Ph/Hjx8PqYCJiYkrrrb19PREpViYTKaIyvbVUPr8fj8nT56M2BZvEQcEn6XzdXJYLayl+mg2m8nNzSU3NxdVVXE4HExMTDA6OkpbWxtms5m0tDS8Xu8F6eM8HxwOx9tK31rCZrOxdevWUFPp5WA9KX3huW5VVVXLtrtYS6Xvl7/8ZcS2/Px8br/9dlRVpa2tje7ubmpra2NWVDc0NPDKK69E5ewlJjopKenk9OlqrFY3RqNAVlY2o6MjTE0Fw4fDwyNkZ2dH/F13dw+ZmRUkJAhceWX816/1CI2H9G3fvj2qb7Pb7WdgoJaOjjJEUSY5eRqj8dyCIjfXy+i23agvPo5/0kmvI5FMr0pGuhI1YbvdbjaUlyOEDb5CXx+4XMHw8HwTxdzAGPD7CWgV1QYDBr+ffQcP8uittwLBtIYrr7ySbdu2oaoqfr9/3gkxvCISgiShtbU1YltWVhabNm1ifHycnp4eRFEkPT2dG264gcbGxqh9QJDo3nfffbzjHe9YtFvKUqAWFqJmZyMMDKAWFS36+YTERLZs3UrD8eN0PPUUI6WlqKmpFBcXx7Xg8ng8dHR0APDDH/6Q1NRUNmzYwPbCQlKeeQZVUSLOI1z92gYUnzmDYjbj0QojAgGsbjeKJJGal4fFbGZwcBB/IIDPbEaWJAp7eznzhS/Q9dOfUlJayt13380DDzwQVaTR0dHBr3/9az74wQ+GIiN61NTU8Prrr0ds27dvHwBXX301v/3tbyN+t5hvnyRJZGRkkJGRQWpqKu3t7WRnZzM+Pk53d/eq2HvoQ7vp6elRxEUjfStJaJqbm6Msk2KF1efDeivk0NwLLoSqJggCSUlJJCUlUVxcjCzLTE1NMTExgd/vp7GxkeTk5FAhUVJS0gVTSZ1O55LTrdYD3rKkTxTFFSF8sPY5ffOpb36/n1OnTjE7O7torttyj7XSaG1tjVIKPve5zyEIAseOHcPtdkd1DFEUhSNHjnD48OEFjYS3bGlkfLwUWd5IauokCQk2OjrOKUcjI8NkZkb2L3U6RWZmHNx9dyI1NUtbHcby6gsEApw4cSJiW3jlroazTfkY+yV2mo9ik1zITgm3wcqQNQe/ZGJwcBAhu4bxrAryxlsZNSYwMizgmI0O7TqdzgjCh6oidHdr7tTzFiwoqopXb0IsCKiCQEVbG0nT0xTv3891110X94CpV4dqampoaWmJ2FZVVUVeXh55eXlRFg4Gg4Ht27fT1NQURW4VReGFF17g9OnT3HzzzXFVhOoRpQBYLMh79iA9/zzC4GB83UFkGUNXFx3A052dODo7+cd//Ec++9nPUl9fT2dnJ9PT04uqDaqqMjExwRtvvMHQQw+xqaMDubKSArOZrKwsBEEIhdBF4MaEBERZxhMWKpINBkw+H1kJCUhz30dObi4DAwPIcwqgy2ajrKODR3/4Q6z/+3+TnZ3N3XffzW9/+9uoSvKRkRHuu+++ef0cN2/ezP/8z/9EbNNIX05ODhkZGYuqfQtBkiTy8/PJz8+PeDZ6eno4ffo0SUlJpKenk56eft4TuZ707dq1K2rxppnjryTJ0od2S0tLYxaTzYf1ltOnfWfr4ZwkSQo9F0NDQ2zevDkUDu7r60NV1ahQ8FrB5XK9Hd5da5xPc/lYWA9K38zMDPX19SQmJrJv374Vy4NZK6Xvxz/+ccTPGRkZ3HLLLRw6dIikpCT27t0bCmEoisLLL7/MsWPHFg2r5+bm8pGPvJPbb8/hK1+RaG1NwGgUcDgi7SpE8Vy3DqczAY/HysaNJ7jttnIEYWk2IXqjaZfLxfHjx+nu7o743MaNG3nmmWcASAU2UcLOhjOUWt7E5PaHPqcKApOmVDqSy3D0S1gLNtC0+QZyXz1DojLFrCmF4RGwJxsxmvyh78ikfwbGx8HpDKp8ut+pqorH7Y4kiTrIkoRRlvmYyYTx+uvj/j58Pl+UqldbW8t9990Xsa0yrDWc3sLB6/UyPj5OWloax48fj1nkMTQ0xI9//GOuueaauZD98qCWlCBfcgnSq68idHSg5uQEQ+J6KEqwbdvICE0OBy8QtCuG4ASekpLCZZddxmWXXRYqHGtqamJwcDCKwIZD8vvJGRrCaTQyOzYWtLwRBBLmKl6tFguX5+eTMzyMV1fEoyoKCampSF4vss+HYDQiCAK5c8RPURS8JhM2p5PK5mYefPBB7rzzTlJTU/nQhz7Egw8+GFVY5HA4kGUZu93O9PR0xO8sFkuU5YhG+uD81L7QtejU41jPhpbTdfLkydBEvhRbGIif9K10eDdWEcdS8Dbpiw+yLGOxWEhPTw+lUszOzjIxMcHw8DBnzpzBYrGECGBqauqqhs2dTmeo7eFbCW9p0rdSkCTpvFtWne/xwgejvr4+mpubKSsro6ysbEUHpLVQ+s6cOcOTTz4Zse2uu+6isbEx4poCgQDPPfccp06dWvSciouLufbaa0NGs9nZKl//uswXvuBgcDCNiYlsQAZcgIokpeH1JjA15cFqdbN9ez07dhznz38+xqc+9aklXU/4YmJ8fJyGhgYMBkNUkntFRQUPPPAA5cB1QC4JCF4HY1kZyOK5V0tSAqT4ptk9+iYzzg5GE2+hZeM1lMx0UlH/MIpVZTQg4fFaQqQvKl9EU/kALJao6l+fz7cg4YNgHpnk8WA9eZKlZLC2trbi9/sjtm3evDmKCC5E1Mxmc0gFrK2tpbm5meeeey7qOZBlmSeeeILGxkZuuummZQ/a6saNyDYbYkMDYn8/9PejJicHQ+OqCl4vgtOJarcj79zJ7yYmCKejemNmURTZtGlT6Fq1xVpHRwdTU1MRi9DUyUkSHQ7Gw1WfuYKHpKQk3vnOd7Ll1ClERQkWbMxBURRmZmaCIU+XC5fXizRHgkRRJDcnh4HBQVTAazaz8cwZ3tizh1//+tfcfffd2Gw2Dhw4wKFDhyJMwSE49nzmM5/h5z//OQMDwe7Cdrud9vb2iM8VFxdH2CgtR+1bTFnT53TNzs6G9h2vLYzelBlg9+7dUbl2qxHe1ZO+pRRxwPor5NDeyfV0TlqubPi9FwSB5ORkkpOTKSkpIRAIhELB7e3tuN3uqFDwSs6tbxdyvIVxoQo5ZFmmubmZ4eFhtm/fvmLhav2xVlvp++///u+IyS4xMZHdu3ezbds2MjMz8Xg8PPPMMzQ3Ny+ozAqCQHl5Oddee23Ml2nDBpV//Md2xsZ83HbbQ8DFQBrBIFkSNTVJGI2HyM1tJikpmNc0OzvLiy++OG83kFjQiHJXVxdtbW1s2rQpalK0Wq0UFBRg6OriPYCVBJqoJk2UKBQjXytZNDBuSWdcTSPbPUz1mafotFo5esU/oQKFR35LgT/ApDMVxSogGlTGRkfJyc4OqlCTkwgTE8EBS7MjCYOWgzMfJEk6pxyLIsICnUxiobGxMeLnoqIikpKSonIc41XnRFGkurqayspK/vKXv0S164NgUv4PfvADrrvuOjbMtaqbD4sN5Gp+PnJeHsrICEJnJ2JPT9DAWRRRMzJQLroIpaiIUa+XYV1O6WLdOJKTk7n00ku59NJL8fl8PDZXsDE0NITJ50OFebumCIJAytQUgbCJTJZlJicmSEhMxOf3YwZERcHpdOJ0OCguKUEyGMjJyWFocBCPxULSnGdjv83G/fffz913342qqlRVVVFSUhLl5WcwGLjnnnt4+OGHaW5uprq6Oio1Y+/evVHnuxy1L97JNnwiLy0tjdsWpqGhIWIMF0WRnTt3RqVkrHR41+Vy6VraLZ30rbecPu181ts5QXSHlXAYDIZQHikEFwKagtzT0wMQkUd6Pmkk4Xjbp+8CYKXCuxfCp8/j8XDkyBEEQWDfvn2rlouw2kpfd3d31ERwww03cNVVVyHLMg8//DAdHR0L3idRFKmqquKqq65a9EU0GARSU9tR1X8HkgkGVo387GcHqaiwMjW1lZ/9LNJ89o033mDbtm1L8oXr6OhgdnY21Oruqaeeivj9xo0bEScnqe7qwgN0UAgk4PNNEiSiMSAIDNtyME+Ns6HtWfrySnjjqn/h+TGBvQOvUjDZT/LYNILBT34gQMb0NILbDXY7yg03IExOIv7udzF2G9sLTRAETCZT5HZVhSX2r9STvpqaGrq6uqLU8aqqqiXt12AwcPPNN4eUYv1zGggE+Mtf/kJGRgb79+8nMzNz3tX6ouOAIKBmZ6NmZ6NcdNE5A8cwQtapCw8ajca4DXYh+BynpKRw4MABjEYjnhdeYHpmBo/JhNPlChXYhJ00kiyjzl1PwO9ndnaW1NTU4OQmCMG8zLl7K4WpnkajkazsbEYHBxEVBdNcmNntdnP//fdz1VVXIQgCu3fvjunlJ4oit912G08//TTV1dVRtizhoV0N56v2LSecGq8tzAsvvBDxd9XV1SQmJkYteI1G44qGd0+ePBnx3IqiyJYtW5a0j/UY3l1P5wPnpz5qvppaHqkWCtYUZKvVGhEKXkrhitZ7+G2l7y2Ktc7p83q9jI2NUVBQELP12EpCkqQF847mgzY/LDY23nvvvRErbLPZzBe+8AX++Mc/0tvbu+i5bd26lcsvvzzuMJ4oinR2ds79NAPMkJqaSnV1CgCZmZls3749og+mqqr8/ve/5xOf+MSi+/d4PPh8vlDhiUZCY7VfE5qbsU1PE1znmwElKgQMweZv4V9jj5TKLucYaYOnaUippj5zN4cydpHWPcH11scQR15nAqi44QbkykqUa66BggLEH/8Y8de/Dt4c3Y3x+/2hCkhtUovZpk8Q4itqCIOe9FVXV0eFdjMyMpaUvB6OiooKSkpK+MMf/sDg4GDU78fGxnj88ccpLy8PhWu0kM15577GGOD1imNRUdGyKhhtdjvJBQXkV1aiqiqjo6P09vUxOVeJKBDM9xQA5tTa1NTUiHsrQOhnRVEi7r3ZbCY9IwP/zAxy2BgyOzvLc889x+7du4GgApuUlMSDDz4YQXYEQeCaa64BCIV6NcQifXB+at9KkayFbGH0aqZWka5fDGg5fSs15uq7m2zevHnJRGC9kaz15ocHy88zFEURu92O3W4PKchaKPjMmTN4vV5SUlJCJDAeSyGHw/F2Tt9bFWtF+lRV5ezZs4yOjpKamsrmzZtX/ZhLCe92dcFLL4m89prA9HTwgbfbVfbtU7nsMgV9pGt4eJhf/OIXoZ9zcnK4++67+dOf/rTgcYxGI3V1dRw4cGDJL7EoilEFFWVlZRE/X3XVVbS2tkbYv0xNTXHw4EEuvvjiefc9OTlJfX09oiiycePGCNUxKpRZXIx87Bj9IbUrOEjKSvRzpB86VGBMMZE5cIKBsbnrFwRabJtgk8rvTz5KfnExH/nP/yT8zinXXw9f/CL4fBFqnZbv4vP5EAWBgCzHHow0+5abb44+xwXCOXrSV1tbG1W5u9zCC5PJxAc+8AFOnjzJCy+8EPXMBgIBWltbqaioIDs7m+7u7lDVZ1JSUmiCXw650JO+xUK78yFk8J2cHFQSfT6EOb9FzeLhueeeIxAI4DWbSZzzMNR792krL1kUcTgcbKqsjCL7VkFAsttx6wpUZmZmOHbsWEh1ys/P5+jRo9TW1kY819q5vv/97+fBBx8EggR+48aNMa/tfNS+1erIodnCpKenR3XLycjI4LXXXosifUajcUXDqcst4oD1mdO3ns4HzvXdXan7ZjQayczMDPUCd7lcoVBwV1cXoihGhIJjLaDfqjl96+vOXiCsBenz+XwcPXqUoaEhioqKYqswq4B4wrvt7fCVr0h86lMGfvpTie5uAZcraAfX3S1w333B3/2//6/E2bPnXrrvfOc7eDweSkpK+NSnPsXHP/7xBZUXi8XC5Zdfzj/8wz9w6aWXntfAEg/pE0WRW+e86MLx2muvhUyf9ejt7eXo0aOUl5eH8oTCoSd9O1JScHd2cs6wxY9G7xYj2YIgoGYWYZkZwToQSZ6mp0cIBAKxQ6X5+SjveleQDIRNZprSqihKyJdPivXd+nyQk4Ny7bULnl84hoeHGR0djdhWXV1Nc3NzxLbwyt3lYMuWLXzsYx+bN7/1zJkzvPjii5SXl7Nv3z7y8vJwuVwoisLBgwc5ffo0w8PDUYUn8WClSJ8GtaQENS8PQWfrA4RCtUM5OZE9k8M/oyh4FYXOoSFcTidiDPVFGB/HWFtLxZz5cjgmJyd57LHHgueiqrz++uvce++9Md+BTZs28fGPfxxBENi7d++Ck+vVV18dtU2rYo+F1W7D1tvbG2XKfPvtt1NdXR312ZmZmRUd61eC9K1HpW89nQ+s/jnZbDYKCgrYsmULBw4coLa2FqvVSn9/f6izUFtbG4cOHcLhcITCu6ud0/eDH/yA0tLSUOtDffOD88H6urNLxEoNJAaDYVULOaampnj99dcxGo3s3bsXq9W6ZuHkxZS++nqBL37RwDPPiFgsUFWlUlwMubnBf8XFwW0WCzz3nMgXvyhx7JjA4OAgzz33HP/rf/0v7rrrLjIzM+e9HwkJCVx33XV87nOfY/fu3ct6eUVRjAobl5eXR30uNzeXmpqaiG1amDcciqLQ1NTEmTNn2LFjR8iMN/w783q9UUSzPDMTp9PJubs4zblOqgsjLy8fVRCZmZ3F5g8WnPj9BiRJoaXlZWB+5Uz+6EeDas9cyF4zVQ6HKIrRcflAAAQB+e67owpBFoK+ItJms1FWVrakyt2lwmazceedd3LxxRfHfKacTif3338/R44cIS8vj4qKCkRRpKamBpPJRHd3NwcPHuTo0aN0dnYyMzMTV+6vnvSVlpYu70KMRuQtWxAcjmBBzhyGh4fxzvnlDebm4jcaQzl5QDDUqyi4pqYYmJ3FpyjYYikKgQCCohC4+Wb2XHRRTEPgM2fO8MILL9DR0cHk5CQej4d77703Zp/o3NxcPve5zy3aGk9T+8KhqX2xsNqkT2/VkpaWxsaNG2Pm8MqyjM/n49SpU5w6dYqBgYF5vQsXw8TERMiQW8NSizhgfRZyrDfSpyl9awEtN7esrCwUkSotLSUQCPCZz3yGkpISrrjiCgKBQMgrcDXw+9//ns997nN88YtfpL6+ngMHDnDttdeGilLOF+vrzl4grJbSp6oq3d3dvPnmm5SUlLB161YMBsOa5hAupPSdOSPw9a9LDA4KbNqkkpYWO4dPECAtDTZtUhkeFvinf5riG9/4CzfffDOpqanzDlh2u52bb76Zz3zmM0tObl7oevQPvV7p03DddddFFYaMj4+H+sF6vV7efPNNpqam2LdvXygnTV8g1NHREUWci3JzdZ0PBoApwI4gzj+Am8xmJClo/jw7M41BDS42HI4kkpPHOXs2aH0zn3KmXnIJ8ic+AYqC6vMhBwIouvsbNTjKMgQCqLt3I3/mM/OeWyzoTZk3b96MIAirSvo07N69m49+9KPzmpQfPXqUn/3sZ6H+x1oXjN27d4dUQK3XczwqoJ70Fc+1aIsXsQZ/paICNS8PsbOT2dlZXn311Yh8U6/FwnB2Nka/H0FRUOfsWgIOBx5FCfkFRoWRVBVhcBAlN5fAlVcCcNlll0U8N6oKDoeNZ5/t5Te/OQVUAxtQFCs/+tGPotRrCL6zqqpGefbpsRS1b61J365du+Y9XklJCQaDgYqKChITExkcHOTQoUMhJWdiYiLusTn8PkIwknE+KTvrjWStt/OBCxty1oqJqqqqeOONN3j++edDaUI33HAD+fn5fPjDH+a3v/1tlFn/cvCtb32Lu+++m3vuuYeqqiruvfdeCgsL+eEPf7is/b6d08fqkL5AIEBTUxMTExOhCtDw462FYfJCx1IU+N73RPr7BSorVb3tWxRUVWV8fAyvd5iRkXS83n28612Px/y7jIwMrr76aoriaH91PtB7j8VS+iBIEG+++eaoxPOXXnqJoqIiWltbSUlJoa6uLoIo6c2Z9ZNjTk4OtuRkXT/ZAHAWg3QxqCIIsVd/KXZ7UHGTZVR/gIBgQJZF/H4jqnoE5rTDeUmUICD/+7/jGB4m6eGHkQQBVffshgZHRQkqgqqKWleH/7e/hSVWicdqv9bT0xNVsLIapA+CJOTuu+/mlVdeiUqaB5ienuZ3v/tdVD5ZuC+g1gFCawEWqwOEz+ejv78/Yh/LDe8CkJLC7KWX0vFf/4X78GGcMVZWZzdsIGlmBtvYGEOBACbAJ4qMA5r+lxCes6eqCAMDYLXi+7//F8JI8bve9S5mZtw0Nc0yPp7G5GQqgYABVYW8vI8yMNAHzAJOfvtbB+9+dxqpqYmYTH7S0saxWHzIssz999/PbbfdNm+e3lJy+9aa9GkFLLGiN1r6SVJSErm5uTFtYdzuAB5PDpKURlqanZwcE0VF0QtifWi3trb2vAqL1hvJWm/nA+unuEQURbZu3UpKSgrf/e53GR0d5ciRIzzzzDN885vf5I477uATn/gE3//+95d1HJ/Px7Fjx/g//+f/RGy/+uqro9olLhVvadK3UgOJRoxW6mF3OBw0NDRgMpnYt29fVP7eelD6Tp4UaG4WKSxcmPCpqsrw8DDj42MhImS3TzE6msHQUC55eedCOlarlVtuuSXC1HWlMTY2FlWNPJ/SB8EKzMrKyghlSlVVHnroIW688UZKSkqinqPFSN/GjRshMTGYZwVhxRZdZGdfgsORRGLSTFQBBwQJscPhYGZqklRUXKKV8fEM0tPHqK//dehz85EoRVFoaW1l6Pbb2VdTg/UHP8DU1xf0g5v7Z1IU0EhZQgLynXcif+lLsbtRhCHW+xRP+zW73b7qPSgvueQSqqurefjhh6P6M6uqysDAAA888AC33HILNt11hneAAELdQcJ7BDudziilbrmkLxAI8MILL9DU1ERyXh4VDgeZo6N4zWYciYkoc5OYz2zmCbudvUND5ANeUaRLUQjXkW0JCUHpbnYWcXwcNSUF7xe/iHzJJRHHdDohPf1WuruP4vG4SUhwYTYH35eLLirk5ZcVxsdzgAJA5sgRERimuLgKm81FTs4Q2dnDpKTM8OCDD/Kud72LioqKmNd31VVX8TudhVCsSt7VJH1utzvKgFkjfbFcC2IVcmhKjqpm8/LLEr/9rUR/v0AgoKKqCgYDVFZ6uO02LzffbMJuD06b+vZr5xPahfVXyLFeCFY41ltxiVbEYbFYQt16vva1rzEyMsLEEn1QY2FsbAxZlqN6ymdnZ8dMzVgK1s+3eAGh2YWsBBEbGhri0KFDZGZmUldXF7NgYy1J33xK3/PPi3g8MF8eqqoq9Pf309TUyOjoSMQ+TCY/gYCB9vYyVFVlZmaGv/u7v6OysnJVDKbDoVf5bDYbOTk5C/7Nu9/97qiG7m63m8nJyZiTkT68G8uuRS0rY1hRiGzw5mLTpknMZg+O2WQUJfL1MhqNSFJwm2FqiCkphUZ3LXb7FOXlbzI6GswPysnJiZmPpBUDTU5OsnffPiyf/zyP/Pu/8z7gOWAE8AkC/qQk5C1bCHzzm/haWpC//vVFCR9Ehye9Xm/M9mv6bRs2bFiTnKT09HQ+9rGPReVqahgbG+MnP/lJlDqph6YC1tbWcuDAAWpqaqLCMna7/bx9QAVB4M033+QHP/gBjY2NqKrKdGoqJ7dsoWXTJtwWCymTk2SMjpI+OkrG6CgWj4cHgIeBcZOJDKAIyJn7lzA5idjVheDxELj0Ujzf+Q6yriDH7YYXX5Q4fdrA3r1F5OScI3xOp43OzjLS0q7HarUDzUA3TqeXoaFOurqeRlVV2tvLOH58B729BSiKymOPPRalsKoqdHUJ9PTkMza2hZ6eAiYmUlDV2Ll9q5XzBMQ0ZdaKKWKRPrPZHEVCFQW+8x0jV1xh4+tfN9PfbyAhQSQtTSItzYjFItHUlMCXvpTK/v0S3/9+F11dXVGk73yKOILHX185feuNYMHa5vTFA4fDQUJCQtR9y8rKWtGoh37/K7GAeksrfSsF7WGSZfm8fb8URaG1tZX+/n62bNkSxdD1x7uQSp/TCQcPCqSmRg/G4+PjdHR0YDabF/Tos1pdnD6dxuHDP+KJJx4iLS1oSLzaYetYod3FXgJRFLn++ut59NFHI7Y/99xzbN68OSrvT6/0tbW1Rfy+oqICEhI4JYqkA1rdYEZ6Ona7D5Opm76+fJzORARBwWLxIBkCJCcno6owMxPAOOmlPrmOhBwXNTVNNDaek+xj5fPNzs5y/PhxkpOT2bFjR2ih8mZDA38B/jL3uWuuvpq///u/59JLL1224Xdra2tUiGzz5s088MADEdsW65ixkhBFkauvvpqamhr++Mc/RhlEK4rCs88+S1NTEzfffHMU2Y+1v9TU1CiCkJubG7LvWYov4NTUFD/5yU9i+jV6rVb6Cwtxb94MnZ1YvF5EWUYRRV6cneXR7m68wOWbNpHT0MA1QBaQmpCAUlWFUleH//rrUWPYqagqHDokcfasSFmZwthYsMq6qamJqSmJrq5ivF4LdvsMdnsmjY3DyLKf2dl+oJTh4dN4vU9z4MABZmcTaW7ehKoKFBX18sorrzAzM8P+/Zdz5IjEU09JHDsm4XIJeL3XMj09gdHoJzd3gMrKNh5//DnuueeOsHNbPaXvzTffjPh58+bNIbui+ZS+cGVNUeBf/sXMQw8ZMBohMzM68mE2iyQlBWuhJiYSuffeTQwPn4iqGK6trT2va1hv4dT1dj6w/tTH1bZrycjIQJKkKFVvZGRkQW4RD97SpG+lBhJBEJbVucLj8dDQ0IAsy+zdu3fRh+FCK32zs8FUr1inOTo6gsUyv52MqgatIHp7u1DVRPbuvThU7acnS6sBfeXuQqFdDbOzswwODkblICmKwkMPPcSdd94Z8XlBEBYM72rhrmNuN1UEA2V9nAvJWq1uyso6mJ1NZmIiBacziYDLhj05m4EBEaG/C1Ihqc5BXfFRJEnmpZdeCu1fb9cyMjLCyZMnKS4ujlLV9CrMzp07V6xTjd6fr7i4GLvdHhXeXUvSpyEvL4+///u/5/HHH48i5RA0G/7Rj37EO9/5znnDk+HQF3Fs3ryZAwcOLJoLqN2L0dFRHnvsMSYnJ2PsPQiLxcIVV1xBZWUl3/rWtyJ+13LsGBp9nQBeALRM1FuuvZaf//znC57/6KhAe7tIfr6C0RgkWpIkcfHFl/ODH3Tg8VhITp6ZW8gF2+B1d3czNjZK0Fg8n5mZE+zevZvjx48xOQltbRuw2ZxkZEzw4otd/Nd/jeB0FqMoAhkZCllZKqIo0dnpZHZWoLu7hO7uYl55xcNrrylIkg2fDyQpn4oKB5mZAhkZK6v6zZfPB/OTPjg3d3z72yYeesiAzabGHA/DYTAESeHEhMQDD1QBVwDPA8FCm8HBQVwuV8TzsRh5Wq7p8GpgPZK+9aY+aqRvtRYzJpOJnTt38uyzz/Ke97wntP3ZZ5/l3e9+97L2/ZYmfSuJ8yVi4+PjnDhxgoyMDKqrq+NajVxopU+WQVUFhBjFBllZ2fT390VtFwQRSZI4duzoHKFIBAQ+/vFPRRxrtUmfvnJ3viIODUNDQ5w6dYrS0lL27dvHd7/73YjqzYGBAU6dOhWxShdFMUSaxsbGonI0NBJxanSUHuBGgsQvPLQtSQopKVOkpEzhdlsBGxddVIRlrIdTvja6tpRgzQlOSrOzjgjbCI08qqpKZ2cn7e3t1NTURCXIy7IcVUGoVS6uBumrqalBVdWo8O5i92C1IIoiN9xwAy0tLTz11FMxDZ0fe+wxSkpKuPHGGxfs+hLLoy+eXMCkpCSampqiVJ9wSJLEnj17QnZFsd6RcGUwskCIuCpCu7qC3poFBee2CYLA2JiF0VGBzMwpBOHcpCmKEsXFxUxOTiLLM0Aa+fk12O12Lr74AIcOHaKvz0J/fx6CAM88cxVTUwlkZ/ewYUMB4ZbjeXnZdHb24nJZmZxMxecz09sLdruA0Qg+n50XX7Tz0EMi114r85GP+Ni4cfnPp6qqMSt3NcSq0taUX0EQ6OsT+NnPjBiNsRfAsRB0MlDp6lKB/0uQnqvs2rWLAwcOhAx+T548GeqwoqnEsVpMau/peiI065H0/X9N6QP4/Oc/zx133EFdXR179+7lJz/5CT09PXF1lloIb5O+OUiStCSvvvAJedOmTRQUFMTN+jX1bbWr2sKPFQ6bDSRJJdblJiUl4fcHMBqDj4aiKCQkJFJeXsZf//pYGJkwkpycwJVXnvMGWwsyq1f65vNSU1WVtrY2uru7I8LtN9xwQ1SY96mnnqKysjJiQtC+M73KZzQaQ1YeIyMjaGfzkZwcssbHcdlsuGy2iFI/q8VFeYqJYudpBnHTVVvMcFgeor7ZfWVlJbIsh6q/d+/eHdO2pKWlRWcbQ6jJ/GqQvurqavr6+qJIyYUifRqKioqora1lcnIypodVV1cXP/rRj7jxxhujK8qdTgxPP82dBw/yUYIuixNAYW8vwsgIaliBSnhFcCAQ4Mknn4wKL+qh9ZQOJ5yxfOHCSZ+eQC7W09jthtZWkbS0yHuuqgJnzwrYbEYCAQeSZIoiflu2bKGhoQFVhYyMILk0Go3s37+fl15qYHAwh9OnNzM1ZSctbRxZVuno6JgjxdLcfqwMDhYyO2tFEMBg8KMoEn6/SE4OyLIfWQafz8KDDxp4/nmJb37Ty8UXL2+s6O3tjQp/Lab0acRBFEUefdSAyxVU75YCQQBBmAI2ARcDr7Jjxw7MZjO5ubnk5uYGLZlmZ0M5jq2trdhsNtLS0khPT8dut0eMzespp2+9ESxYvzl9q4n3ve99jI+P86//+q8MDg5SU1PDE088sWQrKT3e0qRvJV8Ug8EQN2Hx+/2cOnWKmZmZeSfkhaCtomRZjrvn7PlCU63CV28pKVBWpnLyZORE4Xa7mJycYmpqitTU1LluDCPs2bOH3t4+pqenwvaczp49WaSlCRHHWk2lT1XVuJQ+v9/PyZMncTqd7N27N8I1vaKiguLi4gizZVmWeeSRR/jgBz8IRCp9etJXXl6OwWDA4XCE8skagaErrqBbEMgaHiZzbAxVEEI9dwVVpaSmBmXPHl44eZLhMAVCEISoEvyysjLeeOONUHeE+bq36AlHUVERWVlZK6L0qaoaVRARq/1aQkLCqlfuLgYtPeOWW26hpaWFp59+Oupd9vl8PPLII1RWVnLttdciTk9j+vnPMTz6KMLICBdPTOAnWP1sAFKffRZjfT3yNdfgu/tu1LAQ9tGjR3n99dcXXCQmJiZSV1dHfn5+1L2Ile8XXpGs+Q5qWCwx3OEQcDoFcnPPvXtBrz0jXV0eEhJ8GAzRKhOAwWBk586ddHdPYbcXhrZLksTll2/nJz+ZZGTESnb2EKIYvA6/P0B7e8dc5buR48clXK5EJMkX+owgBHC7jczMiHOLTEhJUUlOhpERgc9+1sxPfuKhru78xwu9yqf5NGqIpfRp45PPJ/D73xsxGIjpXjA1NY0kiRgMBgRBiFLpPJ4ZIBP4EPBqVOWuIAgkJyeTnJwc0xbG7/eTmppKcnJy6PPrBWsxLy0Vy8m3Xw04nc5V78YB8MlPfpJPfvKTK7rP9XVnLyDiValmZ2epr6/HZrOxb9++RRPFY0F7odbCq09bHYWTPkGAa69Vqa8Hvx8MhmAFrsvlJC0tDYNBorHx3IQ/O+vQ9bY0YLUm8/GPF0QMmKtN+kZHR6OULT3p08x4rVYre/fujTlQvPe97+W73/1uxKTd09NDS0sLmzZtiriOmEUcRKoxkiRhLS+nQxTpKyggbWICs8+H5PcjG42oiYns/sxn8FqtdOkq/vT2Ina7nfb2djIyMqipqVkwzKLP56urqwOiq4/PB0GbnvGIbdXV1Tz11FMR21bEy24FoF3vpk2bKCkp4Q9/+EPMkGtrayuTJ05w58GDGM+cAbMZf1oavbrP2nNywOvF8NBDSK++iueb36QtI4NnnnkmJmnTYDKZuOmmm0hISJg3F1BvOQPE3AbBPMDFvuNAIFiQoH9U3G6RsbFpTKaFxzVBEMnLyyYtLSNiP4GAiNebg8XiQpIi32tFUejs7MTjKWN83IDJpKWNaPsEQVCYmhKwWs8J36II2dkqQ0MCn/+8hSeecM3rILAY9IsevSmzvsgH4JVXXqGnp4f6eujuvhKTycfERGDuvNXw7oYEAuD1+mBu+ablOvt8PlRVAbzAO4DFK3c1W5igNYyK0+lkYmIi1OLwyJEjoTBwamrqBSVdb4d3F4fL5XpL9t2Ft0lfCPGQvv7+fk6fPk1paWlcVaPzQfu7QCBwXqRxKQivTA4fSC6+WCE3V2RgQCEhYRxFUcjMzMJgMJCYmBSxj7GxUR0ByKWqKhWdRdiqk7729vaIn41GIwVhSUxawUNhYSEVFRXz3h+TycS1117LX//614jtjz32WKhQYr7wrtaIPpxQ7N27NzRI+iwWhvLyIv6msrIS7HZeDyvW0BCrarS0tDSmf6AeesuI5ZK+8OPpQ7sJCQmUlZVFKX3rhfSFw2KxcPvtt1NfX8/LL78c8UxanU6ueeQR1JERZjMySEhNxReDcJksFrBaUZOTUQcG8Nx5J4dvvBH3PGbFFouFSy+9lOHhYfLy8kL5gBCdCxir24VG+iwWS0T4t7KyctHJTpKCZCr81VNVFVkWcLvdcXbdE+jq6uCii0pDqlZXl8jsrEB2tpW0tMyoHsyBgEBvr4CiBBBFEVE0RjzPoqjg9Qq43SIJCedOThCCIdWBAYGnnjJwyy2Lp9V4PB6mp6eZmZlhdnYWh8OBz+fj9ttvx2q1YrFYSE9P53vf+x6yLIfSZ/TQPP26uycJBMBoDKAoi70rQijdBcKV2gBgIju7lDzdO7/g3gSBxMREEhMTycjI4MiRI1RUVDAxMUF7eztutxu73R4KBScmJq6pErgeSd96K+RwOBxrovStBt4mfXNYKKdPlmWam5sZHh5m+/bty/aiEwRhzbpyaIOFntAmJsL118/y7W+ryLKZ0tLEUL6P/mGemAivSEzHYknhc5/LZi4yEcJak77S0lIkSUJVg3lGHR0dMQseYqG6uprjx49HdGEIBAI8+uijbN++PRQaiof0LbbK16qb9eFSk8kUVRSxdevWuHq+ejyeqP2tpNKnJ32bN29GFMWYpG81fdiWg+3bt7Nx40YeeeSRUDHOO156iayRERwJCSg+H+6xMSTdZGIymYLEX5aZnp7GJ0kkzc5y7ZNP8sCdd6KELZ4kSWL37t3s2bOHQCAQU13Udwd58803I55lVVVD36HVao1Z1LMQrFYVs1nF5YpsqyxJmt/gDD6fD0mS5ibOaAIRCEiYTC5ee+01du3aRXJyMqOjArIMFgshu5rBwYGQGjY7m0wgIGEwBOZaQUfuVxCCypnHo5KQIISuVZZlZFnB75f44Q9nSUp6Fbfbhdvtxuv14vP58Pv9BAKBeckbQGFhYdS2WHl8saFZmccHLX8RwO3W7o8AqGzbtuW8SZmmYGVkZITmFbfbzfj4OBMTE3R3dyNJEmlpaaF/qy0UrEfSt96UPqfTueS0rvWCtzTpW8nVz3xKn8vloqGhAUEQ2Ldv37K9zxY73kpjPoLZ29tLdnYLt9xSxzPPZDE4qJKTE1QM9KQvEPATHOBygCRuuMHNLbdEH2s5tjfxQN/cvKysjEAgwKlTp5ienmbPnj2hHJl4cOutt/I///M/Eefc0dFBXl4eycnJBAKBqGNq4V2NLCYkJMQ0UtZgNBrJy8tjfHw8KjRdUVHBn/70p4ht27dvJx6cOHEiYpEiCELob1eC9MVqvxarcre0tPSCk76FxoHExEQ+/OEPc+jQIU4/9RTlZ8/iNZlC3TAUWUaRZZISE5mdK1Axm0zMzMwEFR1VBUHAZbOROjlJWUcHZ+eegVhFGotBFMUFJy99HtpiRRwASUlQXq5y4oRISor2nqtYLAo5Odmkp6fx1FOPMTQ0AARVpg0bNmA0BsmDqoKqiiQmOlEUhSNHjrBt2za83hxU9RyRTEpKwmAoore3B1WF6WktH43QMWPB4/EzPe2M2i6KRlpbzbzwwgjZ2SvXszQeWCweRFFFUSREcXGlMUg6gkTI49GUPgMwQ13d+fnzafvVP79Wq5WCggIKCgpCLQQnJibo6enh9OnTJCcnh1TAeGxhzuec1hvpW29Kn8vlWtXOU6uJtzTpg5WZ4CB2Icfo6CgnT54kNzc3lOu1UrhQti2KonD69GlGRkbYuXMHV16ZSmmpzO9+J9LSIpCYqGK1JnGuWYuJoEVsIjBBSspD/PSn/x4z+Xm11Uu90ldUVMThw4dD7e6WugK2WCxcddVVUXlqhw8f5oorrqC7uztqEtZIn0Z+Lr300ohBW1+RrakRr7zyStTx6+rqotqcxevmrs/nq6qqCpnSrkR4N1b7taGhIaanpyO2x6NKrgfs3buXXQcPYgoEmI6Ri5OUlITVasXtdpOYlIRbF/KVJQlBValpbMR92WW8613vilocxfud69Wo8L/T/85gMNDZ2RnlC6hHWZlCY2Owy45Wc5CeLpOZqTA2JoTZDqk4HLNkZWVTUlJEd3cPg4NOTCYvVuu5XMWGhgampvYiimkkJZ07P6vVSnFxCV1dXfj9xlDhxkKYj5NLUgCPx8LsbOLKkz5FIW1iAqvbjSTLyAYDLpuN6fR0EARKSpxkZMwyNpaK1epBFIW5ELXI5OQkTqcr2B9bVUhPTw8RPlVVw5RYM/A4dXXn134teJoLE6xw26Dy8nK8Xu+SbWHO55zWk6oG66961+l0RuVjv1Xwlid9K4VwEqaqKmfPnqWrq4vq6uol5Wucz/FWGxoZ83g8IV+3vXv3hlTLD3xA4ZJLFF5+WeSpp0T6+hKBCoIr9wAwAPwSeIH/+38/j8USm1ytdni3s7Mz4mdBEEhPT6eysvK8Cfm2bduor6+PCMsFAgHq6+ujwsRpaWmhEIx2LtXV1VHnFA4t5KpXDE0mE6+++mqU+herG0csxDJlDj+H5SyEvF5vVFg7VuVuYmIi2dnZF1zp07CYBVLSU08hJifjt1hiFk4YDIYQcY4Fv9VK1eQk5fv2oS4jnydWFxENetK3Z88eHA5HyBdwvu4gubkqRUUKHR0i5eUKqhpU7cvLVTo6vPh8kcfUOujk5RUhy258vpNRxRqDgxOoqg2LJbIYymw24/V6UFWReEKkghB7TAiGfwUCgaVXZaqqit/vx+/34/P5sNlslJWVkSyK5Pb1kd/ejtrcjBxWCR0wm8m/5hpOZ2VRc9cdmM12/u3fTCQmmgjnE319fREqejiR8nq9c8+7lWAhx+/Yvj3SAmopWKqqdj62MEvFelPVYP0R0bWq3l0NvE365iBJEj6fD5/Px4kTJ3C73Vx00UULTgLLPd5aKn2Tk5PU19eTlZVFVVVV1AuUnw8f/KDCzTcrtLUJXHfd1xkdHQGcwBnAS0ZGBh/5yEcWPM5aKn27du2KK/y1GN73vvfxve99L+LcR0ZGohLuwzs79Pf3k5mZueBqT5IkysrKaGtri1IM09LSoshSUEWJz4NJT/rCTWmXS/paWlpitl/79a9/HbGtoqJi3U0O88LrRZiYQDWbSUpOxmK1MjU5GdfzKogiyUlJWCQJYXIS/8gIaox8snihJ3bznYPNZmPXrl2h92qx7iD798u43QIdHSKSpGI0Qn6+AowBeUAwJcFoNJGUlIjPBxMTIhUVVnJzN3P06JHQuTidNpKTZ3A6pzh7VmDjxsg85t7ePny+cgyG+SsYFSVoAG8yRVunQNBHUBRVrFYZs9mM0WjEbDZjNpuxWq1YrdZQwUNSUhJ2u53k5GQkSWLTpk0RPX5/+MMf8v6dOzH99KcInZ1gMNCZlsaIxRKUGlUVayCA8dQpyqanMfX3895bP8537ZuYmhJITw++L7IsRz374ZZJwXw+AbADRygpmQwR6PNBeEu4pSJeWxiNBFqt1rhSot4O7y6Ot0nfBcRKhXclScLtdvP6669jt9vZt2/fqpbNrxXp0xKnz549S1VVVczk53BYLFBbq1JY2Mfo6PGI333mM59ZsEx9NXP6pqamoixEtAKJ5cJms3HZZZfx/PPPR2zXW3NsDOt5OjY2xmWXXbZgaFdTCvXmyxBsaaZXzuJVLKempqKsZDRFEc7/ndCeFX0RR0lJCcnJyVH5fOGdQy4k4srt9XoJyV8Ecy0zMjOZmZnBM58FiyCQkJBwrt1SIACqihDDCmQp5xMv6Qt/HuLpDpKenk5NTSaCkMmxYxZSU0UyMiAh4STBxVs+0E9KSjaTkwKyLFBYqFBWpmI0JnLgwAFef/11pqaMuFw2amqaMJt9dHaWYjJ1U1xcBAgoiozX6wGmCQSsSFLsEK6iSJhMPiQpgNlswWg0IkliqKDE6RSxWAQ+//l3U1wc/zPU29sbQfgALsnMxPSd7yAMDaFs3AhGI762tqBzNYAg4Lda8ZeX4xoaIq2lhexffot/+8jn+d/f38T0tIDdruLxRN5bQRAwmcJJn5tgussE8P8sK7QLsXP6zhfz2cKMjY1x9uxZzGZzXLYw65X0rSel723Llrc4wmXyysrKuOwylou1IH2BQICmpiZ8Ph/l5eWLEr5w6HO3TCYTH//4xxf8m9XM6Wtubo74WRTFZTuTh2PXrl2cOHEiojevJEm85z3v4Y9//CMQqfTNzMxE9ZzVPzPbt28nEAhETVBBL0RDTNIXD/RWLSaTiZqamojzWCoR0wifqqqcOHEi4ndaCFt/vps2bVqxRddKYMHwbkJCkPCFvXOa6W5fXx8Z6ekRHzcYjaSlpUXuT5ZBFFGXOdjrSd98rgEL5XfqK4I1FXBiohObrZmKCjujo+m0tibR3T0F9ABbge2YzXaSklTy8hQyMoJVvqoKDoeJrKx3MDNzisrKJoqLuxFFlZ6eIiYnQZaDhswul0aSu4FsvF5/VAhYUYKVrWazl5mZGVJTUzGZIj/jcAhcdVVgSYQPok2ZNyYnU/7UUwgjIyhVVSEGqurGImFO8cNoRKmqQmxp4RbLDxn52L/wjZ9kMzoqAJH3xmw2a0IhHg84HAnAKPD3QD07dty6pHPXY7UIVrgtTFFREbIsMzk5GZctzHoLpcL6OieNUL+t9L1FEQgEOH36NGNjYyGZfC2w2pWuLpeL48ePYzQasdvt8yf4qip0dCB0dCC4XCBJDDmdTOly0AoKCkhJSVnwmKsV3p2YmIgqtigsLFxx64L3ve99/OAHP4ggMVu2bOHIkSMMDAyESJ+qqoseXxAEqqqqeOONN6JI0Y4dO3A6XRw75gXuIRgqApfrElpbBSorF54E9aHdbdu2RZzLUomYqqoh4iFJUhTB3rx5M4FAIGp7ZWXluuoksCAkCaWiAunYMdSw59jn9cbs3BDLG01wOlETE1H0rdyWCP3x5hsH4k1diKUCnjp1Cre7n/7+QYaH/wDMAG8ABVRVfRSrFSYmBCYntYk+2DFj716Fj31sE/X1p+jthaKibqqqTtPYWIsgOOjo6Ajz8RwGXIANk8kUIrOKIqAoEhaLB5PJSyAgRSmBXm+QbN56a/ytLzXoSd8dxcVI3d3IYYQveB4xSJ/2X1FEqahAbGnh4/e8SsrXbuDee020thqB7LnrkpGkRKanBTyeoIm9LB8HvgAEF176ThxLxVqpakuxhVlvoVRtQbqezsnhcKxa6tdq4y1P+pYz6TidTurr6zEajVRUVER4tq02VlMVGx0d5cSJE+Tn51NZWUl9fX30sXw+hDfeQHz+eYQTJxBmZ0MDpqutjR+oKi8CLwKtxPc9rzSRVVWV3t5eWltbo9SRsrKyFTuOhqSkJC655BJefvnl0DZBELj99tv5r//6rxDpGxwc5MCBA1HnGv4dZWVlIYpiFEEDE2fOVPHLX3o5fvzLgBEI3ptXX03jppsMXHSRyvvep3DllQqxIjB6pS9WC6h4SJ/mD6d5oUmShCRJUZW71dXVDA0NReU4btq0CbfbvW6UvsUQuO02pGPHgm1o5oogvD5fzGc7apuqgttN4NZbYR6Lnni/B72yp/2sv2/xVnLrYTabsVgsZGYmsWNHBp/4xBNozxjAdddtJy8vBVVNQxRtmEyQkKBSXq6SkRE8/oYNt/L000/T1NTERRe9gSwbaGnZhMcj4/U6sFisc9YlZxGErciyCIjIsoCqClgsHhISnAgC2GwJEQbIsgzj4wLbtilccsnSx4vwThxW4GqjESUlBXRKkKK7H1HvhcEACQlIr7zCLf96JTfcEGD37i/T2XkxsAMwYDBYMJng+usDVFXV8w//cBVa8YokBXsXLwfLyelbDhayhdH6fmdmZq6aLcxSoN2z9aL0QVBUeVvpe4thaGiIxsZGCgsL2bhxI2NjY2tWWAGrE95VVZX29nY6Ozsjqo6jyNjEBNJ3v4tw+HBwMsvORi0oCPqRuVy88uqrpAPvB64Ffg/8qa8vLnuBWKrJ+SDSWmYnDz/8cMTvV0uR3bt3L/X19czMzIS2JSQkcMMNN4SI5rFjxyI6gUA0SdiyZQuNjY045rzfANxuCwcP3kZ7ux2v14eidALnfp+Xl4Ysw4svirzyisjVVyv8538G0C8o52u/Fn4uixEQjexpiwFRFBEEgcHBwYgQNwSVRH31sdVqJTc3l/b29tB+LtTEEO/CL3D11Zi++U2EyUnUzEwgqPTFRfqcTrBYCLznPcs+3/lIn/6eLbdISRAEWltbIxZ8giBw6aW7cbvHmJg4E1ERbLenEVyEBHHNNdeQkpLCa6+9xoEDB0lLm6C5uYrJyVRSUnYxNTWAx+PAZJrF6zWjKEGjZpvNg8XiDolughBMh8jISCcQEBgdFSgpUfif//Gw1HaqHo8nIv1gJ1AsiqjZ2VGfDejGIu29CL+3Sm4uYlcX4qlTSFu2MDj4Q+DbgAVI5gc/eIBrrtmHyQTf+94LhFcrV1VVLTuvaz3kz4UrxWVlZbz44ovk5uYyOzu7arYwS4E2d13o70mDFt59O6fvLQJFUThz5gx9fX3U1taSPTdYxPLpW02sNOnz+/2cPHkSh8MRVXUcoSpOTSF97WuIx4+jlpYGc53CcPLkSXyqyiAwSDDQcTdg9XoZGhwkbwFDypVS+jweDw0NDSiKErKW0VfurobSp+Gd73wnv//97yMmhx07djA1NUV2djaNjY1xtMaSOHLkSOhnr9fEn/98I+PjRaSnKzidU0xOOsL+QsBqDeYPJSUFuys88YSI02ngxz8OoHmC9/f3MzAwEHGspZK+8Pw9iBxM9abMiYmJlJeX88ILL0Rsr6iowOv1Mjk5SWFhIYFAAEEQQuRxvQzQEUhMxH/XXZj++7/B4YDERNweD+JipM/nQ5ieJnDVVShhuZPzYTESqid9sRZKCQkJS8rB1UO7t3rVtqysLJSLGqsiWG/8qxmeP/nkk9TWNlFV1UJvbyFtbRuYnExhYMBHSkoPZrNAX58VUKMsWlQV/H6Rzk4PVquNmpog4cvPX7pCfOLEiYjvqxCwJycTiz3qrXE8Hg8dnZ1YLZZz5M9iQQgEEAcGaE9ICPPg8wAe9u2rDJlTL6awnw9WspBjJaDNEzk5ORQVFa2aLcz5nNN6UfrcbjeKorwd3n0rQFsl+v1+9u7dG8HU19JCRTterIbg54PZ2Vnq6+ux2Wzs27cvwr8LwsiYoiB9//uIx46hVlRAmBUBgMfrpen06YhtwwSd+m4DZh56iLx/+IcFr2m5IeupqSnq6+tJT0+nuro69KLrPfpWsohDj+TkZCYmJkgPS+4XBIGHH36YT37yk/h8vggbB716YLPZcLvdEWrh889fTn9/ISUlAgYDTE5GhqstFrNuHyCKKq+8IvK1r0n8678Gn039xJOcnBxRVayd63ykL1zh0whaOPSkr7q6Omb7tbKyMhoaGigqKqKoqCi0z/B3SDO7XSsCGE941X/PPYidnRgeeQRVlvG43QsrfW43wsQEyrZteL/2tfmdhpcA/TgTi/Qtx3tSgyAIMTuraNDnAno8HiYmJqIqgtPT03nve9/LH//4RwwGmdLSLkpLu4Bzz74giHR353PqVA1nz25gdjYxZOAeLJpWycoa5qKL2vjGN/Zit5/ftenz+Tbk5mIwmdCPOnplWoPb5cLtcjE5OYnFYiEtPZ08WQa3O6pqPTc3N2IMOH480s1gsfaL8WA9KH3hCFf+YfVsYZYCLZ9vvZBjzVv17fDuBUK8D8LExAQNDQ1kZGRQV1cXtWq4EKRvJY43NDTEqVOnKCkpYcOGDTG/D42MCS0tCEeOoBYVRRE+CPZbjTUBjQMpgOXJJ+FTn2K+Du7LLeTo7+/n9OnTbNiwIaKC2ul0Rqlbq1lwI4oiDQ0N7Ny5M6J4xeFw8Nxzz0UVcOi/84KCAvLy8kKkfnw8lba2jSQnB792WQavV0/6otv7WSzBXKs//lHk7/9eJjc3Mp8JgmqDftKYj/RpCt98hA9it1+D6MrdpKQkNm/eTE5OTsR2jfhpeYLh+WrrQgUURbz/+q+oCQkYf/c7svx+vAYDgqqiat+HqiI5ncE8V0lCPnAAzze/CYsUMsUL/Xsfq1/sckO78yl9NQsolRaLJWZFcHd3N06nk507d1JfXx/V/i94PIWiol6KinqZmUnisce8uFwWKitrMJt95OQMUVDQhyjCn/50ljvuuOO8ngM96SsoL4ewZ11VVc60tkYsuGJBVVXcbjf9fX34Rkdpfekl2goLsdvtIeeCcOP1iYmJqIXn/xdInx4rZQuzFKy3Ig6n04kkSWse5l4pvOVJ32JQVZWuri7Onj1LZWUlhYWF8xIjLeS1FiuK5ZI+RVFoa2ujt7eXrVu3kpWVNe9nRVEMht9eeQVcLigpifqM3+/nrM77zWazhToX9AMbe3sRjh9HveiieY9zPqRPURRaW1sZGBhg+/btoQozDfrBFmI3W18piKJIX18fp0+f5tOf/nTE83D8+PFFn493vetdIZsXgObmzfj9RrKytEFCiJrorVZLzGfPboeBAYE//1nkE59Q4goxxSJ9mhK3EOEDotSO2tpgX9HTOgX4He94RxThAyKUvfBjXmgVMAJGI74vfpGpffv43U03cZMgkOhwBLO1BAFBVcFsRr70Uvy33op8+eXzLnTCEW8hh/4dWQ3Sp2EhpW8hzKcCWiwWnnjiiQVDW1brBGfOfBWAK6/8MCW68WZ8fJwHH3yQ97///Uu+//pFT2F1NXR2gqqiEiS5+hZ6C0JVEVSVGVXFZDLxuc99DrfbTWdnJ0VhVdp6lc9isbB58+YlnTsuF8LoKILHg2o0oqamXrBCjvkgy3LcC7OFbGHOnj2Lx+PBbreHSGCsivh4sJ7sWuBcC7b1dN+Wgr9p0uf3+2lsbGR6eprdu3djt9vn/ay2IpFleVVNmTUsh/T5fD4aGhrw+XxRYer5jhUYGUF89VWY6z2pR1NTExs3bsTt8dDU2IgKoUR9CGa4eF0uxJdeQl6A9C31mvTXEqvDhT5Uk5aWFmohtxpQVZWBgQG8Xi+HDx9m7969unM20NVVSn9/Lm63lWBqkJv8/AG2bp3AaDTS09MDgN9voKlpMyaTGurfKQjnJnqDwUBysh1BEBkZGSE9PT3i+RPFoFXE738vcffdgSjSF96JQ0M46dMqdMOToecbeD0eT1T7tZqaGkZHR6OKO+LJZ9ITwPDQ8kqqgOe1SBMETicn83ngL+XlfLKmBqvHg6Ao+Mxmrv6Xf0GJ0zdxqdCTvlhpHudbuatBVdWYXWXiJX16aCqgwWDg29/+Nh/72Mdikn4I5gVrsNvtFBYW0tvbG/GZoaEhHn30UW655Za4z6Gvry9K8S+4/nq4/36UsTFO9ffHJNAzMzO4XC7Ky8txuVwR5DzB5cJttTI4dy2CIGCz2UIq33e/+11ycnLo6uqK2OeWLVui0mhiQlURenqQXn0Vw/PPI0xNBU2+JQnVaiWjvJyZ3bth48aQcfiFxHKUx4VsYbq6uiJsYdLS0uK23FpvxswOh+MtG9qFvwHSN9+Ar89zW+wB0x6qtSJ951v0MD09TX19PXa7nR07dsR1rpIkYRgdhelpiKGQzTocBGQZURCwWa1s2bKF6ZkZMjMzIwooxv1+BJ0aqD/OUpS+mZkZjh8/vui16Is4tPDTamFoaCg0ET/99NNUV1eTnJyMy2Wlqama5uZKZmbsc7lKCsEuBSJNTTW0tMD4+BBgwmbz4HAk4PFYSEk5d22yLIfCIOGDWSAQwOfzR30PCQkwMgLHj3dFmWYvpPQtVLARC83NzVHPZE1NTURBCgQtQfTqzWLQjq1dr6b8aURwJVTApVrHvPLKKwDM2Gyc1pGhK1eJ8EF8pG/JKlIM6EPyycnJEerV+aC3txdFUfjRj37EBz/4wQjDcg01NTUcPHiQyclJysvLKSoqIjExMcrnsaenhz//+c+8+93vjuvY+tBuSkoKRRdfjPvwYYb/8Ad8OoNtCHbOaWltZVddHZurq5mZmWFqchKPx8Osw0GC08mZjRtxzTOJBwIB+vr6MBgMfOlLX2J4eJiTJ0+ydevWxU/Y6cR4331Ir7yCMDODarejpKUFrWIUBcHpxP7yyyQfPoz59dfxffKTwdSbC4iVDDcvZAsTq2hovuOux/DuW7VyF/4GSF8sDAwM0NTURGlpKeXl5XF7zAmCsGZ5fedT9NDX10dzc3NUzttiEEUR1eUKJpPpvawUhbYzZyIqGM1mMznZ2STqHuwZtztoSx8IEMtAbinh3cHBQRobGykrK6OsrGzBa9Erfbm5uWva4/ePf/wjN974WZ599iqGh7MxGn3Y7VNRDeplWcLvL+GXvzSQmfkurrrqOfx+E6oqYrNZ8PsDzM7O4PV6Y6rOghD7+5Mk8PngyJHoRPP8GNXUgiDEHc4Nhz60W1paSiAQ4JlnnonYvnHjxmUvjGKpgBoJXKtcQC1UuJKLvHi+Zz05PVcxGkRycnLM+7oUqKoapdpWV1cvO3Wlr68v9P9vvvlmTNJnNpv51Kc+xQMPPIDH48HtdlNcXIwsy1Hn1N7ezpNPPsm111676LH1pG/Xrl1MTk3xwvg4FwkCVpcLd1ikoH9gIJQaUjpX7a+qKraEBIqKixGGh/ElJtJx2WUY5ky6F/p+RFEkNzc31F7xvvvuY8OGDdTV1UUrP7OzmP7zP5EOH0bNzkbJz4+KsKg2G26DAaPXi3jsGKZ/+zd8X/gCqq7Tz1pitXIMw9MFysvL8Xq9TExMMDExsagtzHoL77pcLmw227opLFkq/qZIn6IoNDc3MzQ0xLZt28ic8+KKF2tZzLGUY4VfV6yct7iOJUnB8IGOVAR7YDqjHmJFUZh1ODAZjfjmijt8bjeKKEYRx/B9LUbGtMkonlxEDXoSlp+fv6akLzFxI4cO3cbwsImUlMkosqfBZIK8PBWXa4yhoRyeeuoaLr74IKIoMDY2gSQtXq3t9XpITIwk24oSnC9On44M7dbV1c1beSrL8pKr3vT5Xxs2bOD48eNR6uJyQ496xKsCBqtEhRXLBdSUMH2YbrUH88VI30p0OlFVNapXcnhhwvkiPEx7zTXXzPs5g8HAhz/8YbZt24bf78ftdpOUlERqaiqTk5MRn21ubsZsNnP55ZcveOxYpO9Xv/oVSlYWqZWVbJ7LO3XbbHR1ddE3Z7ZvMZvJmyNqqCoCIIyNIUxOIr3//ey/6SZO/uhHfO1rX2Pfvn1UVVWRmpq66D3QIhXHjx/HarVSXFxMXV0dWampmL7/faRDh1DKymCBVBQVUBISUDIzEc+cwfStb+H78pdR4xgXVwNrRbDMZnOIQC9mC+P3+9eV0vd2ePcCQ3sx3W43DQ0NAOzbt++8cr4MBsO8fTBXGvGSvnDPuvO9LlEU8SUkBAcfpzMqKf3iiy+mpaUFl8sVMdCpikJtbS1NTU14vF4SgGmbjaR5BsPFQtZ+v58TJ07gdru56KKL4n5x1pr0nT17NuJnl+sfmZ3NICWlG1k24PdruXkqBkMASQpec0JCIpOTE0iSQkrKJKOjmRw/vh1R9OHzSQuN/chyALfbTW5utHLi8UByMjQ1HYzYHiu0qygKFouF9vZ2xsbGQjk28SRR65W+jIwMtm3bxre+9a2I7SsRelwI86mA4eql9rnl9P7V8sPWIp1jIehJ30oVcehJn1aUsxxopC8nJyfCziQWRFHk9ddfp7CwkCuvvBK73c6WLVt47LHHGB0dx71t7gABAABJREFUjfhsQ0MDRqMxqtONBr0p8+bNmzGZTMFnQRRprK1FUBQ2tbYij40xEdZdqbi4GGHueRKdTizDwwjJyQRuuYXAjTeCINDU1ITT6eTZZ5/l2Wef5YMf/CD33HMPzc3NUecaC263m5aWFlpaWigZGODqV17BXFJCgsXCgm/dHAlFklA2bkRsbUV66ikCd9656DFXAxeimngxWxifz4fBYKC3t3fVbGGWgrdy312A9UOfl4HR0VFef/11kpOT2bNnz3kn+a83pW9iYoLXX3+dhISEZV+XOz0ddcuWYHKYDlqf2Fj5PpIkUVNTQ7LVignoWCCXa6GQtcPh4NChQwiCsCTC5/P5opLAtRyR1UIk6dvM7GwtgYCDqalUJiZSmZpKYWoqhcnJVMbH05iZScbnM5GSksL0dNAqQpIUEhIcDA7mUVjYg99vJJqbqHg8boaHhxgeHp6rnNN9QgW3W+DGG/2cPDl/J45wVay8vJz9+/eTm5vL1NQUb7zxBgcPHgxNYLGeO1VVo0jf1VdfTXp6elRu2EorfQtBFEUkScJkMmGxWDCbzRgMhmDKwhwZ1BZqGjGMB+Pj47jdbmBtlb5YhQYuXbXpSny/Ho8nqup9JZQ+Lbx7/fXXR31P4fciHL29vbz22muhEN8dd9wR6hYUjjfffJO//vWvDA8PR1lHhZsy7969m1tvvTXi94okcXL7dsTPfY5XBwfJB2qAMqDWbkfs7ERsakIaH8dTXo7/058mcMstoaiF/tmvqamhrq6OO+64g5mZGX7/+9/T0dER8/7pUdzais/lonN0lMbGRs62tTE+NoYa49mMqNg3GFBTUzG88ALMzi56nNXAesif02xhqqqq2LdvHwUFBZjNZsbGxjhy5AiHDh2itbWV0dHRNRNpwvF2Tt8FhtPp5MSJE1RVVS07D2a9kD5VVenp6eHMmTML2szEC1EUkRUF5YorkF5/PdjtPIZPX2ZmJpLBQJdushBFkbrCQs7293MmIYH5UpjnC+8ODw9z6tQpioqK2Lhx45Kupbu7O2qfa0v6Po7DkYIkeRFFAaPRH0HMZFnC5bLhclk5dWqKpKRzRXhmsxenMxGz2YfBEMDvN2Iy+VEUmdnZ2ZDJpwaDIboa0OEAm02luro5KuFfU/r0BRuCIEQkUWtWCmNjY7S2tuL1eklNTSUzM5OMjAysViuDg4OMj49H7L+uro7JyUmGhoYitq8l6dNDrwL6/X5aW1tDg7A2CSxWDBIeKtQrfef7rsWjOGpEc6FtK6H0dXV1RbVfWwmFtre3N2bOYVpaGgcPHuTpp5/mE5/4RNQC9cyZMzzyyCPcfPPNiKLIbbfdxm9+85soFa2trQ1ZlrHb7RGJ/tr9uuKKK7j44ouj7pEkSXzgAx/g5MmT/HMgQDVwEVAAXLN1K0p6Okp+PoO5ubiLi0kKe4ZlWY4qMgmvcj5+/DjNzc2hz/zTP/0T27dvp6enJ0qltU9Oktffj1MjBXN+gG63m4GBgWBOoc1GYWEh5rnOIOEDipqZidjejnToEPLVVy98M1YB6803UBAEJEkiKSmJqqqqVbOFWQreJn0XGImJiVxyySVxl38vhLUmfVroKvwh1Zpdj4+PU1dXF/LJWpFj7dmDunEjwpkzUFkZ0yIgLTUVgyRFEB+D34/N40G5/HI6dMQgHHrSF94LuLa2dl6Lh4UQy67FbrevGulzuVxhyuJlwM0IgozZHHuFL0kykiSjKAIulxVFEbHbpxFFBUEAk8nL4GAOubnDDA4WkZMj0dh4kvAenhpMpkjSFwjA1JTAVVcpjI1FhnY3bNhA6pzP12KGy+FWCpqh6tjYGMPDw6H8Gb3SkZiYSElJSVQeldFoXNUWeEuBz+ejvr4es9nM7t27Q+kF8VjCvPTSS6H9rBTpiwexSJ+e/K8E6dOnKJSWlq5ISKq3tzemynfZZZfxi1/8gunpab797W/zyU9+MsLYHILVug888AAf+tCHMBgM3H777dx///1ROX4dHR1cfvnlZGVlhbqDPPHEE9x0001s3bo16tgmk4k77rgDu93O008/jQKcmvu3e/du/uFb30J7e91nzkSRmo6Ojqj7opE+RVGor6+P+N22bdu4/vrrgaCbwrFjx2hvb2d2dpbMsTHMXi+zyckxvz9BEHC73bS2tiIrCpmZmVjDbaqMRhAExObmt0nfHMLzDFfLFmYpeDu8uw6wUjd2rXP6INKd3+VycfjwYdxuN/v27VsRwgdhuXYWC8pnPws5OdDWFqzmjYHk5ORQMrnB7ydtYoKeoiKaamuxWCyh3MlYx9HCjIFAgPr6evr7+7nooovOi/BBdD5feXl56DirgXOT5SbgA4ABi0XfpST62KKoYjL58HjMzM4mhUK5VquK1ZrBT39awqZNFgYHRSB2onR4mNHvh8FBgU2bFL761UDMThzxED49NEPVkpIS6urquPTSS8nIyIgyn62oqCAQCEQpIBs2bIjPn2yVMTMzw5EjR7Db7Wzbti0U8jUajZjNZkwmE0ajMeI9C1ri+AgEAhE2NGtJ+vTKEEQSQbvdHqoOXQ70781K5PO5XC5mZ2dDvXs1JCYmUlhYGKrM9fl8fOc734npuTkxMcF9992Hy+VCFEXuuOOOmEbPL7zwAk6nk9raWvbv309VVRXbtm2LujdWq5W7774bu92Oqqo8/fTTEb/XF5vE6nWrL2DKyckJkYr29vYFbZLsdjuXX345f/d3f8enP/1pasvLMZhMi7brEwQBSRQxmUzROX8GQ9DP7wJgPZK+hULOWkRjy5YtHDhwgOrqakwmEz09PRw8eJCjR4/S0dHB9PT0igkFb/VCjvV1d88TKzVIr7XSB+dI3+joKIcOHSI1NZVdu3ZF9HZdiWNpD7xaUYH8z/8M+flw+jQMDgYlJR0SRJFqm43UyUm6Skp4ff9+/CYTgiDw1FNPcejQoai/0V5Mh8PB4cOHkWWZvXv3LqsxtX7yKisrW3a7t4VwzlLiMsCOKKpxH0sQwGj04/FY8PuDOX4FBblYrQlkZAj89KcBsrMngFwgE73QbjQa8fmCaZfDwwK1tQo//nGA7Ozonrt1dXVLJnx6qKpKf38/fX19UWpLfn4+L7/8coQiBitXZLAcjI6OcvToUYqLi6mqqoo5IYiiiMFgwGQyhf5pxFBRlIg8xZUkfYv9rZ70qaoakSe2adOmFRnP9Ar5SuXzXXvttVHf9/79++nv749QLFVV5cYbb4wiiBAkjz/72c8YHx/HYDBw1113xSSIf/3rX+ns7OT++++noKAg6vc2m41NmzZx9OhRTp8+zaFDh6JMlPWkL1bXG73KHf5d6d+7nJycmPmIEBQfNlZUkJ2VRU1tLQUFBQtaeyiKEiR8sX5/gSxK1psRMsR/TlrO6IYNG9i9ezf79+8nPz8ft9vNyZMnOXjwIKdOnWJgYCDm4iteuFyut8O7fytYS9Kn2U9o5p8dHR1s3rx52XmJsaCvqlVragh8+cuITz2F+NJLwXCvKAZDC6qK6vOBwYCxrIzBujqeU1UMuhydl19+GY/Hw2WXXRbapr2Yb7zxBgUFBVRUVCx71aifvFab9AUrHouAzUAvFospRgHG/BBFlUBAwOu1kJ6ezsxMcPy22SArS+W66x7g9Okx4FaC5E8EZEBgejoZn08gP1/llltk7rxTJi0tSKL1itv27dtDLZzOt7VRS0sLo6Oj7Ny5M4pcX3nllVxyySX893//d8T29PR0RkZGSEtLuyBVrz09PZw9e5bq6mqys7Pj+hu9JcyZM2ciiif0E8pqKh2LTTYrQaq1tIpwrITS193dHbUfs9lMdXU1zz33XMT2pKQkcnNzufHGG/n1r3/NiK6AzO/386tf/Yqbb76ZoqIiPvzhD/Pzn/886vsJb2cYjvz8/FAxh9YjWP/ZnJycqA4ksZSshfoTx9P2MBxqQkKotVtqWhqpaWlA8B0+ceIENpsNae6dNZlMqMRYKPh8qCsU5Vkq1qPSd742MkuxhbHb7XEf4+2cvr8hXAjS19TUhNvtZs+ePSTPkweyXEiSFDK9DQ0whYUof/d3KLfcgvj66wgtLTAzA0Yjaloa6o4dqDt3ktjZyTf37OHTn/501IN+5MgR3G431113Haqq0t3dDRAyj14JzBfeXQ3S5/F45hTM7UAS0IPVKuP1WjAYtOdChYVNGJAkGb/fht8vMDMjUFCgMjf209NzFHgI+B5wLbAfSANU3vnOq3jve7O48kolwt6lvr4+4noNBgNbtmwJPUNLhd/v5+TJk/j9fvbs2QMQs/2a2WyOqgAtLy+nra0Nt9sdUQwSS6lZSWi+c0NDQ+zYsSMqX2wp0E/ksZQ+n88XItQraQytL8bRpymsRJHMwMAAs7rqz5VQ+tra2qK+K40E6Z+f8IItbQF48GBkXqqiKDzyyCNcffXV1NTUhIjfQhWyqqoyNjbG5z//+dA2zfRXvzDaunUrr732Gunp6aFE/3iUPn0RRzh27Ngx77kBKLW1qGlpCGNjEV57iqKEviOL2Ux2djbbtm8n4PdHjiZeb9C+Zdu2BY+zWliPpG8lKooXs4Xx+/2kpqaGSOBCtjBv9Zy+vwnStxyvrnCsJelzOBwhi429e/euSsKpBu2FidliLjUV5V3vgne9K+bfFhUV4Xa7uffee/nUpz4VNdmePHkSt9vNhg0bQiHCeAyX44Esy1HhmtUifdPT0xw/fpz+/n6CZGwWg0EkO3uUrq4StCI7dc5Xq1TpJEcZxqx68AoWRoRM2qVyEIS54o5EPB4Brxfe/W4l1MDknHeaC/jD3L8g/v3fz1JQEH1dR49GWrVUV1ef90rT6XTS0NBAQkICW7duxWAwUF9fH/XcV8+1rOoP8zsDuPzyy6murg4Vg4yOjnLmzBmsVmsowTo1NXVFJw5Zljl16hQul4vdu3cvm2Dqv89YSl94firE1xkknjFoMdK3EkqfnsQkJSUtu/0aBHMP9Qbuu3fvBqJJX2VYGztVVamtrSU9PZ2//OUvUdf8zDPPMDMzw759+7jzzjv5xS9+gcslMTaWgc9nQlFEJEnGZnPS1vY4u3Ztjzq36elpXn/99Yhtd955JzU1NYyPj9PV1cXp06dDY3xqaipJSUlMT09HWUJppE9bHIVjMdKnZmUh79+P4a9/jSB9w2EV8B6vN6iWp6YyPDwcEd4VhoZQioqQw+yY1hLrkfSthmG0ZguTlZUVKm6bmJhgbGyMs2fPhtpkpqWlkZqaGjFvXgjS99WvfpXHH3+choYGTCZTVE/tpeBvgvStFAwGQ8w+mCsNzcLEYDBQUVGxqoQPIjsdLBUWi4X8/Hz6+/v57ne/y9///d9HdTppa2tjdHSUu+66i4MHD64Yce7r64ta9ZeVlTE+Pr6ipC+8JVzQh8wG+CkvLyMjY4y+vnz8fiNJxhku8h/hGt/TbA2cwKa6EVBQEXALVhqlWp4yv5NDpr0ohgwmJ1VSUuCaa4LnGr7a10MQhHnDlXqSsliIaT5oLY/y8vIilBh9IntZWRlJSUlRxSOSJLFx40YAEhISSEhIoLi4mEAgwMTEBKNzvmSyLJOenh4igcvJT/V6vdTX12MwGNi1a9eKFJHor0u/EBJFEbPZHGUMHas/sPb/8UI/vuif49UgfdXV1cueyBsaGqKUD7fbHdqv3ghaI33hEYby8nJuv/12HnzwwaiCucOHDzM9PU1Gxnaamsro7y/A4UhEENS5/QgIQoCmphHe8Y6rmJkJGpa73eByweOPv04gYASC+zWZTFx22WUkJiaG8rw0g2ftmZIkKRSd0GA0GkOt5ZqamqLu1/bt0YRTD/nSSzE89xzCxATqnMQ/NDwc8ZmcnBwQhMjwrseD4HQSuPLKmJZaawFFUdZFoVY4VjvPUCtuS0xMpKioKKYtzKuvvkogEOC66667IOFdn8/Hrbfeyt69e/nZz362rH29TfrCsNpKn6qqtLW10dPTQ21tLW1tbavqN6chXOk7HxQXF9Pf34+iKHz/+9/nK1/5StRqfWpqit/97ncUFRWt2DVFt0NLJCsri4mJiRU5hqqqnD17lu7ubrZu3RpsPTc7C/gBkZycXMxmL5mZo1j6PXzZ/WUqlTOAyriQzrCYjSqICKpCouqgLvAmdYE36fRt5L/4D3odlbzvfQpaMWZ3d3dMyw4Idr+INdiqqhpF+urOQwXo7++npaWFTZs2ReWN6kmfpnTEqtyNtUAxGAwRq+bZ2VnGxsbo7+/n9OnTJCUlhcLAycnJcYekZ2dnaWhoIDU1lc2bN6+IAqHv7ADRpE1P5vTt4eazhInnmdQvYsL/JiUlJe48xYWwUGHC+eLw4cMRPyuKEpGOoid9+p682j3PysriIx/5CL/61a+i8veefnqW5uYR3O4qbDYnGRmjiOK5ccbvN1BTczVHj9bQ3W3CboeODhGfD+rrS4CfAyeBF9i3zx6lxmjm3pmZmeTm5jI9PR1VqFRWVobb7cZgMESFdsvKykjT8jQWgFJbS+D66zE8/DCqJIHdHqH0AaH7rEUO8HqR2tsJ1NUReOc7Fz3GamG9Kn1reU6xbGE6Ojp49NFH+fGPf4zX6+VHP/oRPp+Pq666atHONCuBr3zlKwD88pe/XPa+/iZI31uhetfn83HixAk8Hk+oI0VHR8eahJO1Sel8j1VSUhIROhkaGmLr1q1Rpr0jIyNMT0+zdet89s1LQ6wiDu1almutEwgEOHXqFLOzs6H78corr8z9dhyzeXOI4OzPeo0P9f2aHP8g3WIesmSJbFcniMwKycySjFH1sSFwli9NfZ5nd32Nz372nHKj72wRDr2ljaaQDA8PR6kRS1H6tIVGf38/27dvjzlp6UmClqwfbycOlyvoJygIKqmp53JnysrK8Pl8jI2NMTY2Rk9PD6Iokp6eTmZmJmlpafOqCuPj45w8eZKioqLQfV8JnDhxIurZ0asI86kKemPo8H+yLIc6RgQCgXmNofWdJsLfyaqqqhW5zvnu5/mivb09qmtIS0sL75pLCRkfH2dsbCzi9+FKH0SO0UlJSdxzzz386le/CtmhdHcX0dhYjSQFyM6OVMU0GI0BzGaV+vppfL5EJAk2b1aw21VGR7vmPnU5cCkeTyZHjojs2RNJxDXVUav0HNYpcKWlpSEV8Pnnn4/43WKh3RAEAf+HPwxuN4YnnsA9MoLb4Yj4SOh9l2Wk8XHEiQnk7dvxf/7zsAy3g+XirVy9u1rQbIHuvvtu3G43FRUV5OTk8I1vfIPbb7+duro63vnOd3Lttddy0UUXXbDzjBfri9JfYKwW6ZuZmeHQoUMYDAb27t0bWoFeCDPo80FpaWnEz1p3jfLy8qjPer1efve73y2rJF6DnvRpx1tuTp/L5eLIkSP4/f6IlnDnQq8N5OYWoCgSSb4Z7u74OWWGDtrIwK1Y8PnB6wughKmdKqAoAh7FylkqKDH182/ql7BMDoY+Ey/pC2+ppi860Gwq4oEsy5w4cYLR0VF2794dk/DFar+mkQS90hd+XK8XHn1U4oYbzJSVWdm+3cK2bVZKS6188IMmnnlGRJaDYba8vDy2bNnCpZdeSm1tLSaTifb2dl5++WWOHj1KV1cXDocjRBD6+vpoaGhg06ZNlJeXr6hvnj60C0SFn+NRFfSWMIFAgJaWlpDaqXkC+v3+c+3hVBXD6CipExOkjY2RPDWFEPaerERo1+Px0NbWFrFtuUrfyy+/HPGzqqo8/vjjFBYWAkQdz2g0hsaMWKQPgs/FRz7yEfLy8hgbS6e5eRMGgx+7fSb0GUEQmJqaDO1jcjKF9vZyZmZsiOIQNpvK5KSA2z2C1zsEjACngW4EYQP33mvimWciyYJeNdI/+wcOHAj5vemf/9LSUmZmZuLLHzca8X/yk/jvvpsRj4eNQAVBo6Zsg4FUWUbo7iaxtxdBUQjccAPeL34xIg/wQmA9Kn3roTWcBovFgizL/NM//RP19fX09fXxyU9+kra2Nr7+9a9f6NOLC38TSt9KYTXMmbUQV1lZWZRisZakb7lKXzh6e3vZt28fFouFp59+Osqx3uVy8aMf/Yi/+7u/W1buw0Kk73wLdyYmJqivryc3N5dNmzZFDCbnJq9G8vLA4UjkGufTFDp7GbDlITuHAAeQDNhQZAl17n6qgCio2GwKVqtE8oYyjD1tyI8/jnLPPUB8pE/fUk0fYtq+fXtcVikej4eGhgYMBgO7d++eV1EbGBhgYmIiYpsW3p1P6Xv4YYkvfcnIyIiAIIDBcK65i6LAM89IPPOMRHGxyje/6eMd7wgSdFEUQ075FRUVuN3uUDFIe3t7qK+uy+Vi27ZtqxI2WSnSF47p6WkaGhooLCykvLw8RNpDKqDDgdTSgnD8OJuffhrvzAwCoAgCE6JIPXCClancbWlpiVoQLYf0DQ0NRSWN9/T04HQ6Q6RPH9otLy8PPaPzkT4Ifs92u52eHjM+n4nMzMiWbIIg0NPTiyx3sWHDAbq7i5FlAwkJTgQBvN4hpqdzmJ6OfH7tdgu1tRb6++HnPzeSnAwXXSSHzkc7l1jt17T8R5PJFDPSoKmAWpXnQmo1BgOBW2/lmy++SPvRo1wDlAA5aWkIqoqak0Pn9u2UfvjDmIqLY+9jjbEeSd9qFHKcLxRFicjpy83N5a677uKuu+5a8r6+/OUvh8K28+HNN988r3SehfA3QfrWY3hX80EbHBxk+/btofyA1TreYliO0qcnfSMjI6GJ8pprrsFisUSZNXs8Hn784x/z0Y9+9LztNfQ5fZp6cL5KX29vLy0tLVRWVsasZtSUvtLSXEpLB2g5WcmeocN4RROyIBKkdrNz/8zYErIR5rprCIKK0egnMTENswVS0iXUQCLi44+jfPCDYLMtSPqys7NjdtjQK33xhJhmZmZoaGggPT19XvNiDfp8vqSkJIqLi3E4HPT09ET8btOmTXznOwa++lUjsgxW6/wesoEAdHUJfPCDZr77XR+33BL9nFutVgoLCyksLAylP8zOziJJEg0NDaSlpYVyAS0Wy6LXHQ/0+ZFA1KS9lAlmeHiYpqYmKioqQgbC4RW+6unTGP78Z+jtRRVFXCYTs6mpqIKAJMsYx8e5DbgKuGRqKtiKZRmJ9Hrlarnt1/QhTlVVeeyxxzCZTKGCLn1xUng+33ykT1EU/vCHP3D69CQjI/tITIwMf2qfqa2t5cyZszQ0mLFYjCHCF/y9zMzMFDMzfoI2SsFjFRcXIQhQUKDS3i7yq18Z2LpVxmol5G0JwUWlPmytqdwnT56MGGMkSeI973kPFosl5AuoVQSH9whOSkqKutbn33iDM8AzgAn4j499jOpPfxrZZKL/lVcoXYEOLCuF9Uj61pPS53K5UFV1WQ0HNHz605/m/e9//4KfWSnrs3D8TZC+lcJKkTAtWTwQCLB37955LSaWo74tFcs5ln7CdbvdDA8Ph9SpSy+9FKvVygsvvBDxOZ/Px09/+lPuvPPOJSeoq6q6YuHdcAK+c+fOeZOxtcnrkksuoaCgm8L2XjIdY0wkpOGN8g7zYrN6z9ktqODzGzEYBAoLVAxGICsLoacH4eBBlKuuWlTp0xM+VVVjduJYCBoJKSsro7i4eNEFkZ70aUqHfiIXRZHjx6v56leDhCQhYeFOUwZD8DNOJ3z2syYyMrwhxU8Pn88Xau138cUXYzQacTgcjI2NMTg4SEtLCwkJCWRkZJCZmYndbj+vhd7o6GiUBRBEk754JhhVVenp6aG9vZ3a2tqoinYAoaEBw0MPIbhcqBUVCEYjrvFxlLlnKSCKTFutnCQY9qs4cwbp4YeRb731vInfSubzzczMROW8jY6OMjo6Smlp6byVu4uRPkVR+NWvfsX4+DjDw2V4PBaSkyNbnWkQBIHc3B1MTxegqhMIgl6VdWM2Z+N0JgPBfRQVnVPNCgoUurpEjh+X2L9fjmjDpjdlzsrKCt1H/Xu3efPm0Diu+QJqFcETExOhHsF6FXBycjLiXfIBO6+4Amw2lLn8zvVCaGB9qWpAqGhqvZyT1nVmJSxbwotF1hJvk74wrATpm5ycDKks1dXVCz6s613p08jS1NQUJpMpovKwq6srIg9t9+7dWK1WHn/88Yh9yLLM/fffzwc/+MGYrZTmw/DwcFQj+rKyMmBppM/v99PQ0IDX612QgPt8vhAhKCoqQpIC7EhpwGz04FbteNxTgIjBIJGYkBBUOgUBVJBliUDAgCTJFBYqJNvnJjiTCWQZsa2NgdraqB6e4cjKyopqqdbd3R2VID9fEYeqqnR1ddHZ2UlNTU3cXonx5vMVFdXyla8koijB7iLxcC5BOEf8/vEfTRw54olSBp1OJ/X19SQnJ0e8L0lJSSQlJYWMVLViEI0chlvCxGsxEUvlg+h3Y7EJRjOKHh4eZufOndjt9uhr7+hAeuQRBJ8Pdc7mBkDRve/acV02G8YNGxAPHiRgtSLfcMN5GUOvZOWuvsuGqqo8+eSTABFK+WIefXCO9Hk8Hh544AEcc4UNs7OJSFIAQYCUFDtFRcWcOnUqIn1jYiINMJKUFG1jIkkKkmSlomILZ868itFoIjf33LikvaYvvCCxb58cEd6NteDREK/CbrFYyMvLIy8vD0VRolRAfepLYmJiqNBNu8b1RvrW2/nA0tT31YTL5cJgMKxom9R40NPTw8TEBD09PciyHBoHN2zYsGQC+jbpC4MkSQQCgZiu7YtBVVV6e3tpbW2loqKCoqKiRfexnJDrUrFUpc/r9dLQ0EAgEGD//v0UFRVx9uzZ0O+7urqiKpVqa2vp6+uLssRQFIXf/OY33HLLLTGLP2JBH9o1m80h0hgv6XM4HBw/fpzExEQuuuiiBXPhtErqbdu2hQaYBNWN1eomLytAb4+I2Zw/Nwmr+P1a8YZmHOvCluAkIcEG6AYEh2NBlQ+C4V19SzX9xJOenh5T7lcUhebmZsbHx6mrq1tSZ5d4K3eTku5maCh+wqdBEMBiCYZ6X3xR5Morz923iYkJTpw4EcqFm+99MRqNEe2UpqenQ6pdU1MTdrs9RAATExPn3U+sfD6Ifp4WmmBkWaaxsRGHwxFa6MTc50svIUxOom7eHPX34QjM/ZyTk4MhNRU1EMB0+DDuHTuQ58J+8RhDw8JFOUuFx+OJqhqfmZkJdWjR3kW32x31uVikD4Lv4/333x/hfRcIGBFFhczMzBDp2rVrF2+++eZcbqTA9LQdkymy6lkPSTKxe/duXC4Xohh5/zIyVFpbRcbHhQhSo1f6wr+rpbZfg3O9X8NVwIcffjjiM5pZdFpaWoTx93rBegqlwrn3Zb2ck8PhICEhYc3v2Ze+9CXuv//+0M+aX+SLL77IO97xjiXt62+C9K3UDdBIwVIlblmWOX36NGNjY9TV1ZEaZ99ESZLWxAxaO1a8pG96epr6+npSUlLYuXMnBoOBkpKSKNIXCzk5OaSlpfHyyy9HTKSqqvLwww9zww03xKU+6EO74eGkeEjf6OgoJ06coKioKMKIOAr9/Qitrbiefpo7gAOZmRg7OxnNzEQRRQRUFGWQvHwBr8eLx2tGliVUVUAUFUxGPxarB4MhWADk8/kwha8CBQFMpkVJX15eXtQ5xjJl1n9Gy4WTZZndu3cvKffN7XbHbL8G0aRvePg9wLmCDQ3BOV3F6/UiSQYMBgkQIoihwRCs9v3lLw1ceWVQLR4YGKC5uTmmb+BCEASBlJQUUlJS2LhxIx6PJ1QM0tHRgclkChHAtLS0iPd4IdIXjvkWB1oYWhAEdu3aNa+putDfj9jSgpqXF/U7/YJSniscy87ODip7WVkIjY1YWlsJFBcvyRh6cHAwqijnfJW+l156KapYKjx9QyN9Z8+ejfrcxjBlU7veiYkJfvOb30QVyhkMAdLTs6iuPpfXZrPZ2LFjB8eOHZt710REceGxK/iVCthsCSiKHEH8zGaV2VkBpzPy+9eTPu270pS6cMRt1xIGi8UStQDeuXNnSAXUigFmZ2dj5gJeCKxHpW8l2yAuFxrpW2v88pe/XBGPPvgbIX0rBW2CWIovkNvtpr6+HlEU2bt375Im3fUY3h0YGKCpqYny8nJKS0tDA5HetkXfkzX8OBkZGdx111088MADUdf317/+FbfbvWhuml7p00K7sDDp08KcZ8+epbq6mrwYEy+A0NyMcPQoQmsrzMwgNjZywG6nZmYGaXISj9WKxe1GkuVgA3UBLFYPFuvCVjQRPmyqCqqKarfTohv89YiV86iv3NWrDVpoNCkpiZqamiWHQPSVnoIghCa+SNK3genp7JhNAmQ5gNvtnnu+fLhcAZKTk9D3J5YkeP55CY9Hpb+/g56enhWp0LVYLBQUFFBQUBBy0h8bG6O1tRWv1xvqD5yWlhYzvBvrfY31PbpcLurr60lMTFz0uxZOnoTZWYijIjMQRvpCSEtDOnoU9ZJLkOYmmMWMoQVBiFL5EhMTKT6PqlAtrSMc2uJCgxbe1efzFRYWRkyKqqricDj41a9+FfOdrasrobU1H4j8ncViwWq14vMFWKhQX1GCBRySdI5MNjY2UVlZGRWCC76OwUKO6enpKIVSU/r0IVmLxXJedjqTk5NR9+TGG29kz549eDweBgYGcDgcS6sIXmWsN9J3oT369HC5XG/pvrvwNumLwFI7V4yNjXHixAlycnIWrZKMhfVk2aK1COvr62Pbtm1Rien6sOJ8Sp9GyLKzs7nnnnv4+c9/HmVI+9xzz+HxeLj44ovnPR896QsPCwuCEHMCURSFxsZGxsfH2b17d8xcKxQF4ZVXEJ9+Gnw+JkwmOrxeRlNSyL34YsYBVBWr202yz4fJ5yNlaoopnXrr8/kwGgwIunseca0zM5CYiLp/Py2///2812q1Wjl16lSoUCE5ORlZlqNIXzhR1syLCwoK2LBhw3mpBPq+omVlZSQmJuJ2u3WkPg1BEKNUPogelI3GYCtDs9kSofaJYtDO5Y03WhGEUXbt2rXig2e4k77WT3NsbIzh4WGee+45ZmZmov6mtLQ0SqnSTzKa8p2bm0tFRcWi37Vw5kzcBruZWVkUFxVF5GCqGRkI3d0Iw8OoYXmsCxlDA1Gqkt6SKF689tprUe+XXiXVlL7FOnGcPXs2ysdPwzvf+U4SEjbwve8RaqumwWg0zpGjAC0tsyhK7Ovw+42YzV4slnOLMc2Kpby8nKSkJHy+YF1MQsI55Uiv8oW3X9OHdrdu3XpeJOzw4cMRz5bFYgkphhaLhczMTPr7+9m/f/+SK4JXC+uR9K2n83E6ndhstnWhyp4v/iZI30rdAEEQQnl9C0FVVTo7O2lvb6eqqmpJBQrhWC9KX3i3kL1798aUr5dK+iBY5fbxj3+c++67L8qs+eDBg3g8Hq688sqY+9EriYspfVo/TVVVF1RchVdfZfY3v6FndpahsAkz4hkSBNw2G302G2nj46RNTuK1WJiWJKanpoK9f1WVgvx8knXE0hdG+oTRUZR9+1ArKhYM7+bn51NcXMzo6CjHjx9HFEWmpqai7CS0CaOvr4/W1laqqqrmVTLjwXzt11pbW3VESEIQxJi5fPORb4/HjcVyrnNJ0I5GweFwc8UVu1c9ETq8n2ZJSUmU4qIhJycnivSFh3dHRkZobGxkw4YNMW1+Yh7b6YyqvtUqsfVjldlkYvPmzfT09DA+Pk5+fj75ubkIgUAwJh4DegKo+QKePn064nObNm1CluUlhccURQkliWuQJIlnn302Yps25i1k13L8+PGoNmcQvDfvec97KCkpQVVVKipkGhslkpOjnyWLxUBNTSrHj7swm/UV9JCYmIbV2hX1bGotFgsLC5iczGbLFpmMjHN9gPXPfmVlZShcr19snU9oF4LkORy7du2KeO41ghUrF3ChiuDVUgG152g9KWvr7XwcDsfbSt/fGgwGw4JETGvfNT09Pb+aFCfWg9I3OzvL8ePHSUpKYu/evfPmM+nDu729vfj9/ph2F+FEIDExkU984hP89Kc/jarGPXr0KO7/P3vvHR3JfV/5fqqqA7qRcxrkAQaTIyZxSA5zpmRJFJUpKlmk/GzLlvfYq7dHluVdW8+ytWvLsikq0wqkKEqMGuYcJgEYYAYZg5wbGZ27qt4fjarpru4GGnFALu85PBx0qKqu8Pvd3zfc63Zzxx13BF/w+xEaGhDa2rjiwgV2A06CbpoVIfs37kOLxKSnp8dMvbW1tdH21FPkPfMMPknCGeeDO1ZZScqpUwhdXQwAoc65Lrc7gvTp5HZqCiQJ5bbbmJicjJC+CIXWpJCfn4+iKExNTfHDH/4w7DMFBQUkJibS2trK0NAQ+/bti7t2NBZiFbIbCWpBgZ3p6WCkznhqzWYzHo8nglSoqorb7cZqTUAUBQIBBVGEq67ahdW6/oO4MWWnIS0tLeK50O6fvr4+2tvb2b59+9IkhySJ0JykoiicPHkypu+yBqfTSVtbG+0tLWxyOvG2tlK1ZcuChC3UH9hI+nbt2hW1FnCh7TU0NERE5qMtLGKRPq2J47XXXouaTpckiY9//ON6ZFMQ4NAhhaYmCYdDICsrMpdbVSXQ1ZWMx+MKq+3zeBKQ5TEOHMhDUVLo7e2NSAV3dw/i85m57rqkYLP9POmLVc8XTSZptUjf0aNHw/4OlY8JxWIdwWsVBdTG1I0UWduIkb7LUdO3mnif9BmwEBHT6i8SEhI4evRozELu1djXaiPavoaHh2lsbKS0tHTRFKEx0qcoCn19fWEROG0/xuaUhIQE7rvvPh588MEI2ZILFy7gn5zkI5mZCC+8gNDZScDl4rb5CVIEXMCRJ55AMJtRjx0Lc+QYGhri/PnzETWIWrr6zJkzDA0NIcsy286fx+TzMRlFUy0atmzZQmlpKa/V17Pb5aIACE0622y2EEnYIORAAKanEUZHUT78YZRrrqHJYFZvJK2hhEJzrejv7w/7TlVVFW+99RaCIOiT8EpSMaqqxoz0GUnfjh1WurtVenuFCPk4QRDweDxYLNb5Jo5weL2e+SizmaNHVZKSLs+qPVYTx+HDh/F6vWHRvqGhId5++23cbje7d+9ect2hmpqKME/yfT4fJ0+dwh+h8xgbpkCAOb+ft06f5qmODrKzs9m9eze7du2Keb09Hk8EAdu3bx8Wi0V3eIlVCxi6zXcM96ogCBFCtNnZ2dhsNmRZDmvuguAz84c//CFC8geC1muf+cxnIrrLd+5UuOmmAM88E5yOjMQvP18lK0tgdDSXQGBw/vdaEUWZjIxxursHqa6upqqqivb2dhTl0vdnZlKx2wfp6alHUf5If2Zi3fsDAwOMjo6GvbcUr2sNs7OzERHTK664IuzveJ7f9YwCbkTSt9Eife+Tvg2C1cyvxyJio6OjNDQ0UFRURGVl5ao8GOstzqzp7Gmpj+7ubnbt2hVXFCM9PZ2UlJSwuqju7u4I0herycJkMvHHf/zH/OQnP2Fs7JLdUuLsLEU/+xmj4+PklZWhbtrE+OwsoevwFCCtrw/hX/4F9cwZpE9+ElmWaW9vp6enh927d+s6d01NTdTW1jI0NBR2HPa5OXJHRpiL8cAqqooYch+ZTCZdjuMPHg8qsI0gwRsEPEBiYiJSiHWfFAiQNDdHQFWRPvQhAn/+5yiCEEGikpKSws5jqN6hBmO0obKykvT0dAoKCpicnOTcuXOoqqrXsC1Frw6Ck9vk5GTYa7Eifdu2VXHNNQH+7u/MKEpkBy+Az+dFUUxRF0J+v4Kqwuc/vz73uhEulytmeresrCyCoFitVtxuN2azWY8ga+c4ngFf3bULzp3DNTvL6draiGdcVdWg/qIgkJGeHjGpJc3NMZWWxmxKCqqqMjo6yvPPP88LL7xATk4Oe/bsYceOHWFjUG2U/WhRb237Wv1fqLczoOsBdnV1RZQUVFRUMDg4GPaaFuXr7u6OWOD19PQwPDwccU4SExO55557opZdCALccIOMIMDzz5twOARycxXS0oLvSRLs2yfzyismnM4CnM4pLBYfmZnj2GweVBVaW1uort7Ktm3baWlpIRAIMDsbjObv2tWAw9HDj3/8Y4qLi1FVNSIqqpE+Y2o3LS0tbpmpUJw6dSrsemh2iKFYzqJtLaOAG5H0bcRI3/vp3fcYjDV9oQRp586dUSfolexrvXT6NDIbCAQ4d+4cTqeTw4cPx20nIwgCpaWlYcX/0Tp4F+qsFUWRe++9l1/+8pf09/djc7k49sYb5IyMMJiZicPtZrvNxpQhyiWkpMCWLahzc4gvvUTCzAzqwYMMDg5SU1NDb28vJ06cYHh4OOa+M8fHSfB4mJmP8gmCoHcITkxMhBE+gLT09GDnodPJnMfD7wA/wQemYP7/uX4/gqLg9Xiw+P2ogsBUWho911zD/r/5G2SCYrzGYndjPZvxnvJ4PBEkZf/+/ezbtw9RFCkoKEBVVWZmZhgbG6Onp0fXq9NsyxbTkjJuX7Nfg+ieuzfdFODb3zbj8QS1+qIhEAigKCoJCZd+n6oGtdiSkqaZnv49ivLRdR/E6+vrYy6uSktLIwiAIAgcO3YMi8WCy+XSJWHa29ux2Ww6AUxPT4/6W5Tt23HbbFx45RXkKCRxZGSEupAo0AfuvJPExESmpqchEMDk9zOwaRNqlJT5yMgIzz77LM899xy5ubns2bOHwsLCCFH08vLyiGc7Wi2g1hGsKAqvvfZaxLFef/31/NM//VPYa1ptY2hkURAEvvKVr0QlfAkJCXz+859fUCdTkuDGG2WKi1VOnxZpahIZHBQQxeAiQ5YhP1+hp0ckOzsZs7mNhIRL6XJFUWltbWHr1q1UVW3n9OlhAgEfe/bUU14eHKdmZmZoamoiPT09gtzGIn179+5dVlDBmNrdt29fhDB8qCXccrDaUcCNJo8CG6979/1I3waCZlu1UoRG+vx+P+fOncPlci2JIC1nX2sNLdL39ttvY7PZOHLkyJJTAWVlZWGkL1ozx2IaeqIo8qlPfYpHf/Mb8n/8Y3JHRhjLykKRJNxuNw0NDWHOH8ClurmkJPylpXhfeIG0sTHOHzkS0SEXC1afD1UQEOZTw1rNWaw6q/y8PFTAMR+VlIEO4LH5f98C3LtpE6rLxazFwlRaGh2VlfQVFSEkJLCHSyt5I+kznh9jpLWhoSFs4SEIAh/4wAfCBmNBEEhNTSU1NVUf8DVy0tnZidVq1buBo5GTaOktQRDwer0RndPbtm0jJwf+8i/9/K//ZcbrJap8S/C3yZjNZvx+v074RFHh+utfYmSkjwceeIDPfOYz6zpwxkrtQnRvy9LSUj1iabfbKS4upri4mEAgwMTEBA6HgwsXLhAIBMKcQTQy3+lw0DQ1RdXsLK6EBJSQSauyspLnnnsubH8FhYWUz9esztTX02ex4FjEj1VVVYaHhzlx4gQQJFY7d+7Ur6tGYmIhtBYQgpFfY+lFQUEBZrM5woPZWM9nsVj4yle+ErW+OTc3l5KSkgUJnwZBgK1bFbZuVRgeFmhpEZmZEfD5wG5XycxUcbvhscfMtLVVMDQ0QmLiHJIUjBLKssRrr42Sn1/Inj0FFBe/jsXSHNbkoSgKr7/+Ops3b9ZT09nZ2fozuBxR5mh46623wv42pna1Y1nNLNVKo4AbrXMXNmZ6N5rl4rsJ7xnSt1rQGjmMDQ5r0TG1nqTP5XIxOTlJaWlpXLIT0RBPB2+8Keu79uzBMTfHSGpq2KTo8/lQVBWTJOluBWmpqaCqDA0NMTI6SkIgQGptLTN5eaixwk4GSIEAKsS9MDCZzQT8fkZDUtEqQfW51+f/u/unP6Wrq4s33ngj/MuBABcvXqS8vBxBECJIn7GT2RjpM5KU6urqRV02jHp1ExMTjI2NxSQnsZwbgjVR4aRU68j86lcDDA8L/PjHJmQ56LQRDaqqYrHYcDplQOWaa15mx45gwn5ubo4f/OAHfOxjHyN/nYzmY9mv5eTkRCWfsWp1TSYTOTk55OTkoKoqs7OzOBwOBgYGaGpqIjk5Wa/lspaVkTY5SfbYGI75Rc3OnTuDaVXD+c2bJxxCfz+paWkk3n8/W/bupb29nTNnzjA4OLhoRiAhIYEPf/jDfPCDH2RwcJC8vLwlTeJG32yA6w4dQjpzhrzGRm4m2MTUDxTO15S2traSlJTE/fffH9XesLKykiuuuCLi/o8HeXkqeXnRx5EjR7zU1Un8/vdJvPKKB7/fgqoGLdny8gaorj7J179+PRkZB3nrrUBEnSLAJz/5SZ577jnefvttnSArihLR8LOcJg6PxxNxz8UifWtFspYTBdyIpG8jpneNTY3vNrxP+gyQJInJyUna29spLy/XJ+612peWZlmrfaiqysWLF+nv78dut4dZJC0V8ZC+eFPWwuuvk5uYiDc/P6KzVRQE9u7dS0NDA2np6SQmJYUNok67nWyHg6K+Ptri/D0BsxlhCZFggeC5Gwsp6hYIGqZDsIkjPz8/wgFBw+nTp6moqMDpdEaIwBq7mENJnyzLvPjii2HvLzXaIEkS2dnZZGdn6+K4Y2NjDAwM0NzcTHJyckREI1Y9X1FRkR7hFgT49rf95OWp/Mu/mHG7mddPM3NJXFfE5zMDAunpJj7ykXfIyTkZts1AIMAvfvELbrrppmXbhC0FsSJ9ZWVlEd7GENuRIxSCIJCSkkJKSgrl5eX4fD5eeuklPdLmTUigcdcudjY0kDM2RsnBgyRlZtIQJa1uV5SgSLjdjvzhD6POWyxVVlZSWVmJoih0dHToTUkLPV+SJFFUVATAd7/7XfLy8ti/fz9VVVUxJ8/p6emwtGzK1BRbp6Yo+td/RRgZ4fbubtwE738nsOXsWZTXX2ekp4c//dM/jUqS9+7dyzXXXMP4+Piqj21WKxw+LHPokI36eoXf//5ZVBXMZj92uxtBgEce6edzn/scR48eJSsri6effjpswScIAjfeeCM5OTn6+ero6IjQclwO6Ttz5kxYtkIURQ4dOhTxufUkWfFEATXivpbz0VKx0dK7Lpfr/fTuRsFqpHcVRWFmZgaXy8XevXvXPIwb6gASz0SzVAQCAc6fP8/U1BSbN2+OWm+zFBhXOMtJ7wIwN4f42muoGRkUFRRgMpkYGBgI+4gkSbq/oFGHQRVF/CYT5Z2dtFVVxWUG65pvyhAUJaxWKtp9I8x3NaqgN51YCaZ1NYpXXl6ur6ajYWBgQO8gDtt2lP1ppE+z+TLWmC3mXrIQtO7L5ORkysvL8Xq9DAwMRBDRwsJCXdQ2FNXV1YbtwV/8RYBPfSrAww+bePBBlc5OiSDxA1DYsiXAl76k8qEPyaSk7ObkSU9EvZiqqpw4cYKRkZGYWo2rgaGhIfr6+qK+l5ubG1XKZTlR/VDCp8GZlMS5/fs55nYzNzKCcOoU7u5u8glSZDOwNTEx2OldXY1y/HiEVy8En6mqqiqqqqoIBAK8+uqrtLW14XK5FnzWFEVhcHCQwcFBRFEkPz+fffv2RRBAXYNPVSnv7GRnYyMVaWkI+fnIZWXUer06pU8FikZH4Z/+ib8WBM76fLgMpO/YsWNhTQtrRSAEAfbuLSEx8SqeeuqpsPdcLhc/+9nPuPfee6mqqiItLY1f//rXEWUTe/fu1aNcxoVQfn7+snQwjfV8u3btipr6XmlN33IRKwo4NDSE3+/nzTff3BDuILDx0rvv6/S9h+D1eqmvr8fr9ZKbm7suefu1JH2abZTJZOLo0aNMT09HdOEtFcZI39jYWMRDEBfpm5gApxPmpTDy54mfkYgsBK/Vit3lwuT3E1hEOkcQBGYKC1EGBthkMiEVFZGamkp6ejrWhAQaGxrCzo2o1f4pik768oBeQPMW0Dr6YpE+RVFobm6OSG3l5eUxNDSk/221WklPT9flgERRjCApKyF9RlitVqampiLs1yRJ4pVXXolIhRlJn4acHPh//p8AR4+e46qrPgukEaQyEzz99Oukp6fpnz106BA5OTk89thjEfdGXV0do6OjfOxjH1uTCTBWaheC9Xo7d+6MkNZYyiSnKAqPPfZY1KYmm83GvfffjyiKTHR2MnXyJPX/8i94uSRFNLhzJ4GvfAW1tDR6W3QIZFnm/Pnzwe3eey8Wi4XW1lZefPFF5ubmYk6Oo6PZnD27D4cjC48nAat1hOJiL1/8osTNN2cHF2+qSmVbG3vq68FmI+HAAVRBYG52FiVkkTINuIqLab94kcLxcaxvvcVbV1yBaz76cf3111NdXY3f79dLPdY6alRVVcVNN93Es88+G/b67OwsP//5z/nsZz9LTk4On/rUp3jooYciyk/8fj8//OEPI5xDlqvPZ6znM+rzaVjtmr7lQosCWiwWOjo62LJly4ZwB4G1C4gsFy6Xa9Vr+9cbG+dsXkZMTU1RV1dHRkYG6enpETIEawVNKmG16/rGx8epr68nPz9ft2JaDXmYaD6ePT09Yabu8exH8PmC7Xghk1R2Tg6SJHHx4sW4jkURRcyBACZZRlu7WywW7HY7aWlpZGVlkZ+fT1FRkV4PJzz7LOIzz6BWVYVNsFZDcZqiKJfSu2NjiARlY54BfV8VFRUoirKgs8TZs2cjyICR9OXm5jI+Pk5jYyPFxcURxNdisYSd39WAMSJVUVHBddddh8vliijaz8jIYGpqitTU1LDBXlVVent7uXixDQiPZoYrFwZRVlbG5z//eX7+859HPF8DAwNr1uCxUBPHkSNHoq7a4yV9iqLw0EMPRei6AaSmpvLZz35WT30W7tgBO3Zw9/e/TwtB0qcA91dWsn16muzBQbKysmI6yWhRYEEQqKmp0Y9x69atPPPMM3zrW99i586dHDx4kMLCwvkGokrefPMKentLEEUZRbn0vHV3y7zyikR+/iBHj27jxozn2NnYiM9iIWfXLj16PmtIdxZt2hS8R0wmxrKzyRkb48Dp07x69Cgf/tjHdEkUTRJGE3oOBAKLCkOvBNu3b8fv90fUJk5NTfHQQw/x6U9/GqvViiRJ9PT0RLgozc3N6Q0dWrnJcpo4/H4/J0+GlzPEspvcaDV0iqJgMpk2hDtI6DFtpEifZsP2bsZ7hvQtd/XR19dHS0sLlZWVlJSU0N3dHdHOv1bQIiyrRfpUVaWnp4f29vYIe7jVkIfR6thCSUtXV1cYKYlnP6rFEiR8ht+dkZm5KOkTJQmzyYTF5yM5OZnrb7+doqqquJxR1D17UGtrES5eRN28+dLvMky0Wk2L0+XC7fFQDXQRdAbRUFZWFqZzFq20YHR0NKJGLi0tLezv9PR0zp07x7Zt28jPz+exxx4Le3/37t0rFgE3IlbnbqxOzbq6OgRBCOsGvnjxIiMjI+zevTti+7HKLNLS0vjyl7/ML37xi4haurVq8FiI9FVXV0dd4MUzkfl8Pn7yk59E9fPNz8/nE5/4RMSE7vP59I5R7Qm5+eabSUtLY2hoiJaWFhITE/XzrBFtt9tNXV0diYmJUR1ntOvZ2NhIY2Mjn//8FxDFv+VXvypEEIJ7CiV8oX8PD+fx299+mBsKn8eU5Gc6PZ2CkO1Ph/y+0pISvf4NgmUW4xkZ5AwN0f/MM1R8/esh2w86y3R2dlJUVKTLwgC6KPRqy4Ps2bMHv9/P66+/Hvb6+Pg4v/rVr7jjjjvo6+vjhz/8IR/84AfZvXt32LyhaYk+8sgjtLS0LCvSV1dXFzF/HDlyJOpnNxrpi9Y0cbncQRY6pssFzc/7/UjfuxRa/dLo6Cj79+8nIyMDWN+OWm1/q6HVJ8syFy5cYHx8nJqamghysVpC0CUlJWGkz1jXF1d6NzMzaEg/PQ0hkZbZ2dmIj8qKohunh0bVxt95h+Rt28g5cCCumj4AcnNRP/QhhIcfRmhvR62oAFHURZhDEQgEmHI42AqMAb8BQqd3TZR6Ib/maOTHGMmx2+3s379fv17GdORyJSMWQqzO3c7Ozojfceutt5KSksL09DQOh4POzk6cTieiKFJSUhJ1Fb5Qba3FYuHee+/liSeeiEh9r3aDhyzLEbproSgrK4t63RYj2XNzc/zkJz+J6MKGYNT0Qx/6UNTvdXR0ROxPu/ZlZWX4/X4cDgcOh0NPOWvnPicnh23btkWdVI3Xc2joczzzTCEAqrrwhKmqIpW0kTowzfmc7eRlj9La2oooiiQnJzMzL+NSVVVF7rx1Wig8oshERwfHDNHoiYkJGhoadM9iLfIX6hUMsZ1Blouamhr8fn9EmcLIyAhPPfWUHnn//e9/z8jICDfeeGPYORVFkbvvvpuXX375Uk3xEmBM7W7dujWmo8tGI32LHc/l8AjeaI0c74szv0vhdrv1QfXo0aNhE3GsCXytIIriivfn8Xiora1FEASOHDkSNUW0WuSytLQ0bEBdFulLTEQ5fhzxF79ALShg3hQzamPI/n37MBkHD1lG8vvxXX01tiWuLNUtW1A+/nGE3/0OoakJkpJINEQJTX4/XLyIqb2dXoKEz9gKUFFRoQ+QZrM55jXUhGw1GCft6urqMIK+WjphsbAU+7X8/Hz92NLT07HZbIyPj+si0JOTk1Ejs/HcZ3feeScnT55c0waPlpYW5ubmor5nsVjIz8+PWue60GQ1Pj7OQw89FOFPC8FI0w033BDzu8YmmdDzq+1X82BWVZW+vj7a2towm80MDQ3hcrl02Z2kpCTdAi+8WegqnnkmemQpFg7zDonM0Ti6E1OGQlaWQ4/qAFwZIz3p9fmoPXuWVFnmkKIgDA6iFhQwPDzMhQsX9Og1LCwMHc0fWPv3cnD06FF8Pl8E4R8eHg57Ht9++21uuukmFMWE3y8giiqSFEAUBa655hrefPNNbr/99iXtezG/3VBcrkaOWFgqCV2PKOBGS+++3727gRDvDTU+Ps65c+f0lbPxJtd0+tYLKyVjk5OT1NXVxfw9GjQyttJ2fGMzh7FmLS7SByhXXIH41FMwNYWcksLoyAheQ+TEZrdHEj6A0VF86enI+/cTGaNbHGplJeqXvoRw4QLC2bPYenvJ1vT4VBVFkpjbsoVnc3L4AWCkDVarNSx1brFYYoo8Z2ZmYrFYdAkHY+ondDuDg4NhUVRY3SYOCNbPTU1Nhb0WS65l69at+r9nZ2epq6sjMzOTrVu3IooiZWVlUVOxFy5cYMuWLfpvj4W1bvBYqImjpKQEURSjkrdYpK+/v5+HH3446v197NixmGk8DUbSty1Kp66G0dFRvUyjsLBQF992OBxcvHgRi8VCZmYmIyMjhvHqz5AkFVmO/xmvoIM5khCAgYFCsrIiZWyM0LToVIId7ZlmM4yM0Ddvj7h7926ysrKiftcoDG2MAi7mDxwPjh8/jt/vj1jgFBQUcNddd/Gb3zwObGZq6has1s2cPHkWSQKzOUBe3jDZ2Q7a2tp46KGH+PjHPx5XM4EsyxERxlj1fNrv3kiEZiWRx7WKAm6k9K4sy7hcrvcjfe8WqPORpI6ODqqrq8NqU0JxOdK7y91fb28vra2tbNmyhaKiogXJXOgAu5KBZjHZlri1B8vLUWtqUE6cYCQtDWeUybcgWm2X04k4McH4/v1kxVHHFxNpaahXXIF68CBCVxeNPh9CIIAsSXgSEii79lpebWiIIHwQPAehA1FCQkKEm4EGzdLrpZdeIjc3N6IzN1SjzxjlS0lJYXNI7eFqwDgJpqSk6NGPaPZrAA6Hg4aGBsrKyigtLY2ogzLCbreHWcNpNWrRrOHWssHj1VdfjfmetniJRvqi/aaWlhaeeuqpqKnrm2++Oa50tJH0hZLqUPT29tLR0cGuXbt0FQGj+Pbk5CQOh4OXX3455JuFwAeWRPgAEnEiY0JFYGY2BaczkcREZ8zPJyUl8XqIILkKJCUmMtjZSef0NPv27YsoL1kIxihg6H/RooDxkoAbbrgBv98fdl+rKqSnX8+OHTdw/vw4LlcFmZl22trqqaioRFFSaG2toru7hOzsMcrLu3jwwQf59Kc/vehkf/78+YhxYKFI37stvbsUrFYUcCMRY01f9f2avncBQvXqotW7heLdQPo0OZCRkZGwesSFoD3MK62RiCbQHErwQgfvBfcjCAzeeSf+2lryBgaYMDz0oiSRbvxdMzOIvb0ox48zWlNDxmr4FpvNqFVVDBcVhV2HPJ+PfoMHsAatnk/DYt1cu3bt0kmfUSsxlPQZI1Oa1+5qIlYTB0QnJVqKMTRVF4pox1dcXExeXl7U6JTmDZyenq7fH6vd4KEt8IxdlKHQFi/RSJ/xN509ezaqY4UgCHzoQx+KuB9iYbFIn6qqdHZ20t/fvyBxkiRJT/OGE+VPx3UcRnhIQCR474uCittdSXZ2W9SGNlEUyTRE8LRO99HJSQ7cfPOKIiFGAgisKAp466234vf76ezsRFGgq6uUrq5yMjMD7NnjZ88eOz6fl6GhZgYHL3DFFcfIzg5K2/T3b8LlsrNtWws/+tGP+OhHP7rgPWhM7ZaXly/4+Y1I+taCYEWLAo6PjzMxMbFoFHAj1fRpz8P7kb4NglgrBafTSV1dHRaLhSNHjiwosQEbn/R5vV7q6upQFIUjR45EbUKItR+Ir95qIRhJn9PpZGxsjJz5Iu94SJ+qqnR0dNDd28veb3wD34MPkvyHP5AoiswmJeGb166b/zBMTyMMD4MgoNx0E/KXvoRQX78qNYoajGl9l8sVIRitwTjJG6NQxm7e1NRUkpKS2L17NxcuXAj7bKjv7lrX80HsJo5AIBChU5aYmEhnZyf79u2LqUcY7bnTfnu06NTY2BjNzc34/X4yMjJ0Emi1Wrn33nt5/PHHIwStl9LgoaoqLS0t9PT0RHQih2KhSF8oXnnllagdwJIk8clPfjLCNzkWvF6v3rmrITTSpy3kJiYmqKmpiTuyGU7iyxBFWOpjMUIuOwneF6oKATmRXbt2EQgEIhYi2Tk5jI+Ph72Wm5iIT5KoPnQI6ypOiMbavuVGAT/wgQ/w6KOP8sYbCl1d5djtLmw2N2lpBbS1tSGKIqoaPGlvvvkGu3fvobS0FKvVy/h4Fs3N1ezYcZ5f//rX3HTTTTpZVxRobhY5eVJibEzgkUdKga8R7PV/Nar1Wig2Wk3feqVSExISKCwspLCwcNEooCb1sxHgdDqxWCyXVax6NfCeIX3RMDo6SkNDA5s2bVrQhigUJpNpXRs5lkL6pqenqa2tJSMjI6p0w0LQVsQrJbSbNm2KOEfd3d1RSV80BAIBGhsbmZmZ4fDhwyQnJ/PIzp0wM0N5ZyfZY2OYpqfZZLUGGy0UBZKTUQ8eRLnmGtTDh8Fsjrt2MF6YzeawqMnc3FzU7ky4JMysYbGVnyAIXH311VRUVEScfy3SpyhKROH5atfzQWSkTyNRFy9eDLOOgmDqdzECshDpC0VodEqzhtN8azVruKysLK655hpyc3MjZDfiafCQZZnGxkZcLteitbJapG+h5+Gpp56KiM5BsIbzs5/9bFwyQRra29sj9qWlz2VZ5ty5c3i9XmpqamJq9RmhqqqBxCcSjLstDSc5zDW8jBUPXhLweoLXL9p4mZqSQp+BTJdaraQdOICyynqSRsRqBlFVddEo4PHjd/HDH76GzebBZrtUf9vV1YUohp+z8XEHt9xyC83NzWRmOnA4shkYKKCiopsTJ04wOjpOIHCc55830dQk4nKByQRdXYVAAUEVxs/gdmfR3i5QWRm9m32jiDNrUBRl3QnNYlFAWZbp6uoiNzf3sruDzM3NRS1RebfhPUn6tDRJV1cXO3bsWJLulyRJuqTAeqww4iV9mqn75s2bI+qq4sVqkD5JkiguLg7r2uzu7tZtl7TjirYft9tNbW0tZrOZI0eOYLFYCAQCdI2MoFZUcLGsjJyxMUq9XoqOHkURBEhKQtmxA8rLw6RZVpv0JSQkhHV6Gv1xQ5GRkRGWdjBO/qqqYrVaw0jktm3bIqQbBEHQa7Y6Ojoi6oFWm/S5XK6IaFOszt309HSuu+66ReVL4iV9xu9o1nBlZWX4fD49Ddzb24soitTU1HD27Nm4Gzx8Pp/uaFJTU8O//uu/LngMWqTPSHQFQUBRFB555JGo9m2JiYl87nOfi5uYaTBa623atImUlBT9uCVJ4sCBA0ua1IaHhw1RtxlEUVhypK+ePfRQSj5DdFPCwEAnzzzTRLlhcQNBwhvqNy0BOSkpcO21YWLra41YzSChwtChn21uNtPQ0M/+/VaCZnKXoCgq5eUVXLzYCUBJSSklJcUkJiZSW3sWm83F8HA+RUUDiKLC974n0dMzS2ZmJnl5CiUlwQV5IKAtEAQgm7a23XzjGxb+5E/8HD0aOR5uxPTu5T6e0CigLMu8+uqrWCyWDeEOopG+dzvec6TP7/fT0NCA0+nUI0lLQag12kYgfYqi0NrayuDgIHv37o3ZERfvvlZLtsVI+jRounXG/Whdxrm5uXr3J8DJkycvkQRRZDQ3l4O33x4kegtgLUhfKBZyZVFVlVdeeUVPT0ar6TNGYe12e0SDQHZ2tv6aMbWbl5e3LN/PhdDc3Bxhv6alqoykb+fOnXGJQkd7RpbqgW2xWMKKvqemphgbG2P37t00NDREPB/GBg+thCMlJYUdO3YgiuKCnbtwifQZt62qKj/96U8jUpgQJPv33HPPsmyhotVLalaJycnJ+nEvBcaorcXSiYHDxgU/Fl7ger7EAyQxy5wywoWmJvr6+9m9a1fYZ61WK46Qc7MZUEtKUNagFGEpWEgSxuVSePttL3NzPbz66gDXXntdxLywc+dOAoEAvb09lJYGnYeysjK54opjvPXWSYaHUxkdzaK3t4Smpq0kJ4+jqg7s9goEQWRkJLRWVyUx0cnu3WZ6egT+5V8smExeDh4MH682AskKxUY7Hg0VFRWYzeYl1QKuBTS5lvcjfRsEgiDoshKJiYkcOXJkWTdBKOlbj1DyQtE3zXrJ5/Nx5MiRFdu/rJZAs7GDdzHZlv7+fpqbm9myZUuEbp3R8N5kMunRp4WgRWRWA6qqRpzbWNs2mUx88IMfxOfzMTY2xtDQkO7PGwotYqwNEIIgREilLNS5ux6p3YqKCn3leu7cubD3YnWWGrGcSN9CEEWRjIwMMjIy2LJlC/v37+eRRx6JcL7QGjxuu+02BgcHKSwsZPPmzfrxLOTEkZWVFbTmm5sj65VXOHrmDGafD7/ZzExqKu2bN4OhVnbTpk3cfffdy54UjaSvoqKC06dPk5uby5YtW5Y1kURez1miZKPjwnPcSDmd3MhzdFPLLGCNQvof/e1vmZqcBKCSoGC559OfhnmrwyXB70d8+WXE2lqEmRmQJNS0NORrr0Xdsyd+0XUDjFHAgQGVlpZBIGiX9/LLL3P99ddHPPN79+4lEAhQUlKqv5aYaOeaa67i8cebaGraRn9/ESkpsyQkePF6obW1lc2bN+vWbRpycnIRRSgtVbh4UeR737PwL//iJSvr0rOx0Wr6NlKnLFxakGnHtJRawLWIAjqdzvcjfRsJc3NzvPPOO5SWloYN/kvFQg4La4FY+5qZmdGjF/v27VsV0+nVjPSFIpZAc2iUct++fRHpzZGRkQjx3MrKyriOYbUifVo6yDgBxCIupaWlmM1mzGYziYmJlJaW4vF4Iho0hoaGCAQCpKWlIcoyJT09ZDoc/BXgBxyAvI6izBC7iWNwcDCC9Gn1ZothtUmfEenp6fzxH/9xzAaPxx9/nJ07d4aVPAwMDEToHYbiivx8TN/+NqZHH2X7wAD+kOdPUFWusttp3rqVxl27cGRnU11dzR133LGi32EkfVarlZKSEkpKSpY9VhmvpyR9GJMJAgGVpdb2BTDzIz6PSj/X8zR+QIlCAAb6+8kBcoFB4AHgu3E+szomJjA98gjSr3+N0NODMB+Z00ie6T//E2XnTuRPfhL5zjthhYvvqSkPHR3dBJ88UFWFCxcucOzYsYiIfk1NTQTxMZkk9u3bye9/P40ouklIuPQdWZZpa2tjZibcTUhb0AkClJUptLaKvPGGxAc/eOle22iRtY2kiQeXSF+052MlHcHLxdzc3Lu+cxfeQ6QvMTGRgwcPLqm4OhbWs4M32r6GhoY4f/485eXllJeXr9qKZbUiffGQPp/Px9mzZ/F6vTGjlK+88krEa8ePH4/rGFaD9IUWghsf5ljnPJo8R7Q06OzsLMPnz/O5jAy2NTWRPjmJoKrskCQCsowASI2NmP/mb/Dcdhvn5h1iNKwF6Ysm19LR0UF3d3eEM8VKIn2rmXbX8IEPfCCqgwcEf9fQ0BA7d+4kKyuLt956B7gS+ASwHUgBnEAXN/Fv/HtXE6Z//3ewWPAmJeEO6eAVFAWr18v+s2fZcf483V/6EtUrJHwejyfCueTKK6+MeI6WivDrmUpf31HsdpWZGYGget7Sxg03dl6r/h9cdeUUvhMnKPZ4yBkdRRZFVEFAUBR2ELQl/D3wAtADXH311WzZsoU77riDO+64g/3798d8foSLF7F8+cuIra2oogipqUEvbg2qCm430tmzSHV1yM8+i++f/zlo27gMTE9Pc/58O253uPxMYWEBV199Nc8991zEd2ZnZwkEckK6hwXGxkQUJZvi4iGMJi+qquoZjPHxoORQaFe3KAYDx889J3HbbQGdw27ERo6NRPq0yGM852g9ooDvR/o2GERRXBXCB5eP9KmqSnt7O729vezevVvviF3Nfa1FpK+3t5dAIKBHIwVB4MKFC6SkpHD48OGoUUpFUejp6Ql7LT09Pe5rGJRZWH5EKbTmRxTFqJpoRukViOzc1WpIjSQ0e2yMD731FjWpqciSxFxiIrLJhNtiYXhkBAHYYjIhPf440hNPcL/Px/8BtC0sx+x9sd9rJH3JyckMDQ2Rl5cXEfHYKJG+UBw6dIjs7Gwee+yxiH04HA4aG88zOnoN3/veEeB2ihmmilaS6cBEgGo6+TJdmJ0WxhNzycgQCBiaZ1RRxGOzgaqSJsvs+a//wl9djfzRjy77uFtbWyOeuyuvvHLZ21MUhdHRUURR5NixY2RkZODz7eaVV0yYzS7sdhGXy85SiZ/drjI8nsTN3/nfmP5Z5pV//3cm3nkHm9uNJMu4JIkHWls5CRgrHltbW2ltbeU73/kOBQUFOgE8duyYHmUR+vqwfOYziL29qFlZwZZXIwQB7HZUuz1I/k6cwOLx4HvwQVhEbsuIiYkJ6uvrKSurZmamm2DbSXCsLSzcpGdZVFXVj9Hr9VJZWalnKiAoIHDxooSiQFlZDhMT5gg5J0EQKC4uJiEhgfFxR7B8IAS5uQpdXSKNjSL79mnb3XgkayMdz3Ijj2sVBXwvWLDBe4j0QfRJejm4HKTP2ICyFmHktarpk2WZ/v5+SktLGRsbw+VykZOTw969e2OuqE6fPh0xER46dCjuY1hJpC9U3kGTdjCSPu21yfn6JQ2hkT6Xy0V9fT02mw2LxaJLvGQ6HNz4xhuYVBWHzYYU0iSSMF8rpgJzFgtzOTm4+/q4H7AC/whs3rw5pi7ectHf3x/RHbxp0yYOHjzICy+8EPa65qARD1ajkSNeyLLM3Nwcu3fvprm5OYyoKorAI49sp+7MJrZ46/kwv6OaNpJwomAiiTlu5xUs+JlVU/CMunDNWbDa/VFLx5JTUzFbLDA+jvlv/xalshJ1795lHbcxtVtcXBz1+VYURdcynJycZGpqitnZWZxOJ263G5/Pp5MUgLvuukv/7sWLpQRfljGbA9hsKm53PMQvuK30dBVJChKc2VlIT5eYLCqiI+Qci6LIhdZWxg2LNSMGBwd54IEHeOCBB0hPT+fmm2/mzttv50M/+lGQ8GVnx9fpa7OhCgLSK69g+s53CHz964t/Zx5jY2M0NjayZcsWUlLyGB9vBbKBYMOFZn94xx134PF4eP3117FarWzfvh1JkubvaxVFUZFllelpgeRkFVlWSEtL1TtKQ+91QRDmpUUin12bDQIBmJy8dC02GsnaaMezWsLMqxUFfD+9+x7Getf0+Xw+3n777RU1oMS7r9UgfZmZmSQlJYXV42kp3vb2dux2O/n5+QuG0I01bJIkscvQKbgQlkP6ND0vrbtPI3xAVJKVkZERk/RNTk5y7tw58vPzqaqq4tSpU3g8Hkw+HzedOEG6y0UDkOx0khlC+gRBwG63B1eN8wPIoM+HCnwWaAOkZZKLhWCM8iUlJXHbbbdhMpkiSEm8UT5Yv0if3++nvr4eVVW5+uqrufrqq/mv//ovvcv2zTevoP7Ubu5QH+e46WX8so9+suiiCAG4mVcxITNFMhZBIYVpvE4z7oAdW6obgRAx7bQ0LNozmJmJMDKC6ec/x7+M66IoCq+99hrZ2dnk5OSQmZnJjh07ePjhh3E6nXg8nggytxyYTOHjlcXiR5Jm8fms+Hyxu7DtdkhOVrFYwOUKBtoSEoLX0Hjv22w2MjIywiL0ycnJzM7OGjerY3Jykl/96lcM/OpXXA0odjsJs7MkJydjimdCT0hAtVoxPfIIgfvugzjch4aGhmhqamLHjh3k5ubS1dWFz/cOcDNG0hfcRQLXX3992L0c/LeAJMHEBJjNAlariigGAws2m43Nmzdz8eLFiDHVbLbg9/siyj4EgbDu6o3YyLHRjme1G0tWEgVc7/Rud3c33/rWt3jppZcYHh6moKCAT33qU3z961+PS1khFt4nfVFgdGdYS8zOzjI7O0t5eTmVlZVrWuOxWs0PgiBQWloaVkj+xhtvoKoqNTU1tLW1Lbif8fHxiG7MioqKJQ04S/0tGtnTvhNK+CBSsgWCpK+zszPiOAcHB/VuZG3ySEhIYGZmhorOTjLHx5lMTkadm2NmZobMjIywTsS01FRcLhd2u51Eux2vx4MTSAY+AzydnMypU6d0t4qkpKQV3xdG0rdr1y497R7LczcerAfpc7vd1NXVYbfb2blzpz4RfO5zn+Pxxx/nhRdcnHr7AB9Qfs/1wosMCIXM2FPw+nwQCGDFyz6a8GNCRcQviPhVFQs+BK8Tv8uC2R6s6xNE8RLhC/5AVJsN6bnnCAwNoYZofgYCASYmJnA4HExMTDAzM8PMzAwulwuPx4PX6yUQCFBaWspXvvKVsN+0kFvIcpCUNIcoKsiyhCgGCaAkKdhsbhIS3Pj9FmRZRFUFBEFFFBWSkgRstksp00AAMjNVrFaV1tZW3G532D7MZnNEM80vfvELUlJSeOKJJ3jyyScjXF00fJJgcnXM5QqyS4J12CkpKaSkpOhZGnO0lG9KCjgcSE8+iXzPPQueh76+Ptrb29m9e7cubxUcp5qBK4AMEhN9USP70aAoMDYmUlAAk5OiTvpARRQtFBUV0dzcrDsjqapKZmYGZnP4pKyqwW2FDjMbsaZvo3XvrjUJXSwK2NvbS0tLC7fffjtzc3OrLqO1EFpaWlAUhQceeIDNmzdz/vx5vvjFL+J0OvnOd76z7O2+T/qiYD3Su5qAdHd3NxaLhaqqqjXdH6zu7yorKwsjfV1dXXzta18jISFh0TRyuEl8ENdcc82S9i+K4qIWWhpCGza070aDsTzAWJej7bO1tZU9e/aEdSPb5uvAts938SohxCEQCGAK+VuzArRaLARkGef8JDgGbAHytm8no7CQsbGxMM/a7Oxs0tPTlzUQGiVMQqOqq036VrORQ+tijyVt8oEPfIBf/nKSA4GzXMPL9AubmBWD181qsSKJEtt950nEzRz24PdVAAGfYMGi+sAF2AQQgveKz+9HAOR5kV8ZsI6Pc/Kv/5rTBw/i8/nC7qfFsJYTu1aqkJ4+SWnpCF1dhZjNAoIgIkmivrgZHByMuJ/9/kukL0hKBO6+28/5843Mzs5GZBwEQYgQLd+6dSsFBQXU1NTwd3/3d7S0tPDUU0/xxBNP6A4zecCNBE9zKJxOJ06nk3GHg7T0dASCEegIa8n5Yn7Tr3+9IOnr6uqiu7s7wrc4OE4NAW8DN5CbG1+URFGgo0OgqEglL0/h9783EWwyDkYBBQFdG7K7u5tAIMD09BTbt2/TnwFBEOblxIJR1YICNWT7GyuyttG6d9ebhEaLAs7NzXH+/Hl+/OMfI8sy27ZtY+/evdx4442rXoJjxM0338zNN9+s/11eXk5rayv/8R//8T7p0/BuqekLtSLbtm1bzNXxamO1GjkgspnD7/fr0bKF9qMoSkQnY2pq6pIfoHgjfaERPmN0zwiTyRRGJI0Crnl5eUxMTHDw4MGIMH9iYiLZo6PkjozgstkQQ/YjK0r4gzbvSGGxWJgJSY25Cdb17erqQg1RpdeiSRcuXCAQCJCZmalHARcL86uqSldXFw0NDWGva1qImqxOKJZC+taypk+ryyovL48pbTI0JNBwNot7TT/HI9t0wqfBZDKRp8yiBgBBQgirb5snfoqPgMcMNkBVmTboKQKYZRlrfz+uODQkVwsmkwmz2UxCQgJ2u52kpCT9Wfn85z9Pe3u7fr/+8pe/5OtfL+C++8yYzaaIHglVVfH5jClHFbfbg82WgMcDZrPK7t0NuFwuampqImR8jIus5OTkMLcjQRDYunUrW7du5a/+6q/o7+/nySefpO2//gtrfT1TUX5jQkICqSFkdGZ2Fq/PR5rR5SYhAaG3F2Q5oh5Q8/IeGBjgwIEDEc/tpSj3y4CVlJQ/ZWREIDtbJRbHcTqhr08gPx/uvFPG7YYXX4TpaTD2fCUmJrJ9+3ZcLtc8YVX1UhLtv6Ehib17A1RU+FEUQZ+rNhrJ2kjHs1o1fctFQkKC3pDk8Xi45ZZbSElJ4X/+z//JJz/5SQ4dOsStt97KLbfcsmD9+mpienqajDhKHBbCe4r0rRbWsqbP5XJRW1uLxWLhyJEjeL3eNZG4iIbVauQAIm680DqfhQhZXV1dxHs1NTVL3n884szGDt3FHkoj6TMW7RYUFHDw4MGoRCspKQn/9DRmv5+5xMQwamG1WtFENDSkpqQgiiKzhjS3arVi7upCK/2RJEmP8lVXVzM7O8vY2Bh9fX00NTWRmpqqN14Y1eIVRaG5uZmBgYEISRZNo6+vrw+XKzwGsxHSu/39/bS2trJ9+/YwEWsjTpwQyZ/roELqpd9agupRI44pgQDBqSza9Z+P2ngVVNsCE56qYl3ApSUeaATAbDZjtVqjkrmsrCwyMzMXJPNazVooduzYQWGhTGGhysCAQGqqGtagIggCbrcbs9kS9rrf78NstuLxiBw4MEZBgZvduw9E9SA33ieLiUpv2rSJ++67D3HbNsyf/jRWi4XpuTnm5uaCMkmJiRGLJ1EQCAQC+Hw+JJMJSSMhohgMvblcYfItqqrS0tKCw+GI6RN9KSMhA3/g+PEvAtDaKmK3q6Snq5jNlzY/Pi5itUJ1tcKNN8rk5gYjobt2KbzzjkhaWvT7+5IslaCfY1VV8XpVVBWuu86Hosgoyto1Oy0X62k9Gi82UuRRe1Y//vGP88UvfpH+/n5OnDjBH/7wBx544AE6OzvX3Myhs7OTf/u3f+Of//mfV7Sd90lfFKxVpM/hcHDu3DkKCgrYsmWLni683ELQS4GWljYSrlCtvoVI36lTp8L+FkVxWfIki0X6tOhevIQPgnp7oXVMRm3BPXv2xJyMU1JSmJ0njCpiWGOA3W7H4/Gghhyv2WJBVdWwSB+A1WZDMAqBzUMQBL0GqqKiAo/Hg8Ph0NPAVqtVJ4iJiYmcP38ev99PYmJiRJehZr9mbOJIT09fkGRFOyYjViql09nZSV9fH/v27Vs0Ajw6KrBDOYcoqfjEBFzucWwJCYjipQiBXzChLtDB6seERfYhKyaUBSYZ3wJETBAE/T6z2WykpqaSkpJCb28vP/vZzxgbG2NsbIyioqIIIe+lwlifmZiYSFlZGaII3/++j098wsL0dDjx0xZ8Xq8nrH5VUQQmJ2UKClx89au97N27V59ojWOgsfs77pIUux3BZCItOZm0jIxgl/LUFEqUMVYFkhITkRUFn8sVFMs3mTAHAkhmczBHqh97UGR5ZmaGAwcORKaFCXZchmcWFD7ykSzKywO0t4vU1wuMjQnIcrDWMSEBjh2T2bZNpajoUiRQEIIRv4YGgcFBISxNuxAURaCrS2TbNpVjx0QsFguyLDMwMKDLTvl8Pt1G7nKRHO2Z3Ug1fRutxtDlcumBgE2bNvGFL3yBL3zhC0smy3/7t3/LN7/5zQU/c/r06TBXpsHBQW6++WbuuusuvvCFLyzvB8zjPUX6Viu8ajKZFvReXSpUVaW7u5uOjg62bdtGYWGh/p5m17Ueq6yVRvpC09I33ngj3/rWt/T3RkZG9OaEWPuZmpqKmDiCk9XytJiikT4tmqLtP17CB8HVXOjxGZs7jBp9GrxeaGsroKnxAEfn3mLEkzMfVEoAxrFaEiOK4gHmnM6Izkeb1YoaZ4dYQkICmzZtYtOmTXoaWEuJaqm8iooKTpw4Efa9zZs364Q2Wj3fUp6j1azpUxSFpqYmJicnqampiUsewecTyFFGcJsS8fuDCxq3x4PVYtUbVWaE1GA8T1VQhch7TUFEVFWUWGR13i0ikJtLUVERNpsNs9ms32cZGRnY7XYmJibYtm1bWLH3//gf/yOMpMUrer0QjE4c27dv15+hQ4cUfvADH/ffb2FqKthxarNduk5erxer1Yqqivj9ZhRFIiNjnG98o4frrtsZdj2Nz7DRbnDLli1xHa+6aRNYLODxoJrNTM/MRCV8iqoiSRK2+edOnT8GORBAcTqZ3rSJlnPnyMrKIiMjg/b2djweDwcOHNDrZI1oamoKW4SIosjWrVtJSIADBxT27AlK1Ph8wayxzQaxHr+DBxXuvVfmBz8w0d8vUFgYHk01wu8P1gSWlKj81V/5SU4OXqOBgQG6u7vZs2cPVqtVVxPQFuShC4j1IoGhDW4bBRsp0gexu3eXeox/8id/wsc+9rEFPxNaPjU4OMg111zDkSNH+MEPfrCkfUXDe4r0rRZWM9InyzLnz5/Xa8GM4sPaSmY9SN9Kavrcbje1tbWYTCaOHDkStYmip6eHrVu3xiRkL730UsRrS23g0BBtH/E2bMSCMVJgnEiMpE9V4YknJH77W4nOzkLyHNvxYiVB8eARbYhCIoqaRFd3InabiMk8iigGB3dBELBarbq2nwa7KKIa/InjgZYGtlgsjI6Okpubi91up7+/P8J1QEvtwsqaOGJhOZE+TafS7/dz8ODBmJO4EUlJKn7ViyJIBPyXothen1cnfc1SNceFl7GqXjxERoO0dJwoCER76i0+HwGTifrSUjZlZHD99dfr95bf76elpYWRkREkSaK1tZXx8XGysrLIysqKiKRqEdaVwBjpC72eANddp/Db33r57nfNPP+8xPQ0KEoqmg3Z3JwZk8mM1epl+/ZzHDv2JrOzNgQhXDLJeB37+/vD/o73XlHz85GvvRbpqaeY8PujEj5Jksg0RHUFwCRJwUnKZMJ6771kZGQwMjJCa2sroihSWFiI0+nEbDZHfd6NBLmqqipsMWcywVLKiT/4QRmLBX78Y4nmZoG0NMjJUcNqKJ1OGB4W8Plg2zaVr33NT0lJ8FyGNpuEzgWhmQllvoFIw3pEATci6dtIkT5VVXE6nRH1osuBNjbEg4GBAa655hr279/PT37yk1W5Pu+TvihYLdKnSU2IosjRo0ejTmTaTS3L8qr46y6E5Ub6Jicn9Q5KjdRZLBZycnIYHR3VP9fV1cXWrVuRJCmCFCqKEiF/kpycHPfNH+23hJK+pTRsxIJxFWes0QgVZpZl+M//NPGb30hIEpSUCHQFCunxFlPh6WRYykeUfAgqoCYxPWMjKamI8rJg0ANgfGIibPt2QcBss+G/7bYlHzvA6Ogo58+fp6KiguLiYgRBYPPmzUwY9pOSkkJrayvZ2dkr0ujTEO1aLAUej4e6ujqsVisHDhxY0nOwbZvCScEGcoBA4NI9ZzZdunZzQjLN4lb2yPV41ATCi92C5MJiFbGmpREwmZidmQkrg7D4/XRWVDCekcH4uXNcuHCBo0ePcvDgQTo7O/UFXXJyMjMzM4yNjdHT08OFCxeoN9jrrUWkb0eU5pIdO1R+9CMfvb0Cv/61xP/5Py0E+1MCKMoYN94I27c3YbMFFx0Oh5OLFy/q93i0Rdvw8HDY3/FG+gCmbrkF229/i6CqEU4cZouF1NTU2An42VlITUX6yEcoSElhZGSE9PR0CgsLmZiYoLGxEUVRyMzM1CdUrQwjmvXgSiAIcNttMtXVCq+8IvLiixKdncEj1+yDzWbYskXh5ptlrrhCISXlUtlCf39/1GaTUFKnRf608Ww9ooAL+dxeLsiyvOZ1ckvBejtyDA4Ocvz4cYqLi/nOd74TFmlfSgmOEe8p0rdaN+xq1L5pFkChRCkatAd4PXQBl0Nm+/v7dU26YkMEqqysLIz0aXV90aJwDQ0NEfteib9s6D6W2rARC8YavlDyIQiC7kSiqvDzn0s8/LBERoY6rxcrgCjyXNpNfGX4e0iqPC+bIWCxBOe5uTmRnh4oL1eQJCKaOAqsVigrQzl2bEnHraoqPT09XLx4kR07doTZ96mqGlH0f8UVVxAIBGhoaIioL1sO6TOe76WQvtnZWerq6sjMzFzwOYmFa69VeDM3H8vgBfz+SxOpyRQeIagz72O7cgG76sZF8DoLYlC+RRJkzFYJJAmTJJGeno7P7w/KljidyJJE/Z49+rYCgQCvvfYab7/9NmVlZdx44416lDg1NZXU1FQ2b97M+Pg4Q0NDYcdhs9kYHx9ftvSO1+uN0MozRvpCUVys8t/+W4Da2r/jySef1F/Pzr4Xm60k7LMnTpzg/vvvByKbNoAwbU2z2RzhzBMLvb29PNrSwsdzcsgbHsZptwd9dwmWKCwYPfF6ETweAp/8JJ6kJGrPnCExMZGdO3ciiiL5+fnB2tiZGRwOB319fboFZFZWVgTpXinp01BRoVJRIXPXXTJnz4pMTwcjezYbFBUp7Np1qR5QVVXa2toYGRnhwIEDi5YtaPdFaBZIy2CsVRRwpWPnWkCW5aj6qZcLTqdzXR05nnvuOTo6Oujo6AgTE4eV1U2/p0jfamEl4syqqtLb20tbW1tUohQN62X7tpT0riblMTg4yL59+8I06TSUlJRw8uRJ/e+FSF/o57TPHDx4cIm/IPz7oavhlQ5aTqdTd3fQELqtwsJCfQBqahL49a9NpKSoBoMAgdeTj/Hh8UfJ8w/TQzYmyTR/vGBLgOkZGHMI5OWGN3EkAXaLhcBdd10KBcYB7TqNjo6yf//+iPKBvr6+iDrKK6+8kqKiIvr6+iJqDX0+Hz09PWRnZ0eQ4FhYLukbHx+noaGBkpISysrKlnXtzGbY8tEduL/7OgmqExc2TJIprJEDYEAs5CXztdzgewE7LjxC8LcpKtgsAUS7LSwCZTGbyZQkAiYTb9bU0BWlntPv9+uT+W233RZWqwtEeEuLokhxcXGY9I4WmYo3nd3S0hKxIN2+ffui3zNOVmazmfz8/DBS6nQ6qa2tZd++fRHi6RBO+jZv3hxXRLaxsVGvKX3q9tv56COPkDIzg9Nux56Sgj1K84UOjwdhagr5iiuY/spXqD1zhvT09IjFgSAIOtmuqKjA6/XqDU7GqOhqpNdDkZIC11wTe0xVVZXm5mbGx8c5cOBA3M9UKKJFAUNJoFFwfjlRwI3WuQsbK70bCATweDzrSvo++9nP8tnPfnbVt7uxrvIGwXJJmNZN1tnZyYEDB+IifCvZ31IRb3rX7/dTW1uLw+HgyJEjUQkfRGr1dXV16fsJJX0zMzMRlk4lJSUrGmS06Kg2+K2E8E1MTHDq1Clyc3Mj9qERvdDU7osvSszOgtGeVhQFZqUUvpv/VWakVDapo5glMeR9kEQYHxfmPU6DpC+ZoCvo6NGjyB//eNzHHQgEqK+vZ3JyMmq9KESmt9LS0vRVo7GeLykpiR07djA+Ps5bb73FW2+9RVtbG5OTkwsuFoznPZ6FxeDgIPX19WzZsoXy8vIVRRhu/HIxg4mFFDJDgjUhJoE6LdXwmv1GEESS1FnMsgcJBauVYIgGgmFcpxNGRoI5/D/7M2oeeYTDhw/HnICmp6f55S9/yUMPPcRUiMafMcJaVlbGvn37uPLKK6mpqSE5OZmBgQFef/11Tp06xcWLF5mdnV2QNBuvZ2lpaYTocjQYo2myLHPnnXdGfO61115DUZQwi0UIkpfQpqN4Uruvv/56WBPRVEYGv/3wh5nIzCQjEMDudIb7kgV3BG43wsgIwswM8nXXMfmd73D6wgWys7PZtm3bouOG1WqlsLCQ9PT0iIjl7OwsZ8+epaenJ0JoerWhzQeTk5PLJnxGiKKIJElYLBasVitWa7BhSWsIlGWZQCCA3+/Xsx/xHutGIVgaNlIjh/Y8rEZN3+XGeyrSt5rp3aWSMI/HQ319PYqicPTo0SWFpTdSpE9b7dvtdo4cObLgat6Y3gmN9IX+nldeeSXiu8ePH4/7uI1Q57v8XC4XDQ0NukzJcvwINT246upqEhISePvtt8Pez8jIYHBwUG/imJgIkr60tPDSMNB+t8J5+06+XfDf+LOBf6bQP4hPSGHOkoEimrQmRsZGfVj9fgoABXgE+MD//J8R9U6xoNXBWSwWampqYta+RKtp0p4TI+nbunUrxcXFFBcXEwgEGB8fZ2xsTBfp1fQAMzMzw+6LpQzMWie71r0Ya0GxFGTninB0GOsLKukBJ1NiCqLh2kiSiMVqpZarGDMVsMv5DhVKO5mmKcSABFNTQcJBUAhYufJKAp/5DMqNNyISjI7u2rWLxx57DIfDEfU4hoeHefDBB6moqODWW2+NIH1aPZ8wL86dnJxMeXk5Xq9XP9fd3d2YTCb9XGdkZIRNxvHU8xmhyYKEYmZmhpSUFKqqqsLSxX6/n5dffjmqVE4oGV1MruXxxx+PSEMDTOXlEXj0UZSXXkJ4+GHEgQFUVUVQlOADJQioJhPKzp0EPvEJJq6/nrqmJoqKipa8ODDe++np6dxxxx2Mj4/jcDhob28nISFBFzpfbso9GhRFobGxEafTuWB38UoRKwoYLQ28UBRwIxEsDRuJiGqLh/WM9K0V3lOkb7Ww1Jq+qakpvS5p+/btS75RV1M0eSX7cTgc1NfXU1RURFVV1aIDrDHS193drROyUHJpHPyTkpIiomrxQhvUkpOTOXjwIA6HQ687TE1NDdOpW2w77e3tDA4OsnfvXt1nV1XDxX0zMzMZHBzUI311dSLj48GaHiNCf3N94l7+ZtO3uDehnpqhp8l09yOgoiLg9ylIfX6SgVMECd9bGRn8P3EWxs/MzFBfX09WVhbV1dULDtZGkhBv567JZCI3N5fc3FxUVWV6epqxsTE6OztpbGwkPT1dP9fxpncVRdGFdKMVsy8HPp+PRx99FOlAKj7BT8FLg4g+mVEhB8kkIwoKoiRgsSagyEHC3cxmBlKK+ez2kyTZZwhkZSH4fKjJyahFRch33olqaLiYmpqivr6eK6+8kry8PJ5++umY/rmdnZ1873vfw+PxhLkExWrisFqtFBQUUFBQENSwm5zE4XDQ2tqK1+slIyNDJ4GLde4aoUWbjNdIi1zccsstdHR0hN27dXV1EfW2xmsaK9KnKAq/+MUvIpo+IFi/d88995CSkkJgxw4Cf/zHSC+8gHjmDMzMgMmEmp6Ocs01KDU1TMyf882bN8edNQlFtHs/cV4QWlvYRHO7WWrK3QhZlmloaMDr9XLgwIFlLUaXg1i1gKGNIRC9GWQjpncvtyNHKJxOJwkJCRvmeFaC90lfFCylpk8jHJWVlTGtohbDatqjLWc/WiNAe3t7hI7gQjCSvtnZWcbHx8PSu+fPn48g0Hv37l3W8RsbNjSh4vLycl2oeHR0lI6ODux2u05KUlNTw65LIBDg/PnzOJ3OMBX/ixcvYvZ6SXK5kOavf7XVShuX5FpmZoLbMT7709NTyHL4uR22l/H7rbfwQtX97Bk6Qf5sG3bfFI5ZGw5xhodcD1A//9kbDxyI697RdPjKysooLS1d9DsLdS9Gi/RFgyAIpKWlkZaWRmVlJS6XS6+ZamtriyAE0UifpvHo8Xg4ePDgqhRoNzU1ceLECWRZRhBFJvZnkZDsofpMCyXDvfR6NjGq5iCazDgDwfR6QeocV1YMsLnIg3X/IXx33RWZpzdAO+eh5OPuu+9mbGyMp556KmrkT1VV8vPz+e///b/z0ksv8fbbb8fVuSuKIpmZmWRmZlJVVYXL5WJsbIyRkRFaWlqoq6sL+/xCkT5Zljl37hw+ny+iQUdL1VosFvbv3x/mzaw1Hhi3FYpopM/j8fDTn/40QnsSgmUF99xzTzgBslqRb7sNOUq3+ujoKI2Njbq373IQTc8wFCaTiZycHHJyclBVlbm5OcbGxhgYGKC5uZmkpCSdbKekpMT1fMqyTH19PbIss3///svafbqUKOBGjPRtpGOam5uLcDx6t+I9RfpWM72rPSSxtqlFLYaGhmI2Oixlf5cr0qcJ4o6NjVFTUxNmVL4YioqKIo69u7uboqIinfQZ06WCIHDo0KElH/tiDRuhQsWhqUmtey80AtjY2IjJZOLgwYPBQVlVEYaH8T77LDsvXiTR7w++BiTPzJAK7HI6YWwMRTG2yqsMDg4yNTVNNPT29lJSUsqbJZdq9bq7BXp6fscwD+ivxdPJ3NfXpxPzeFr2nU5nhEyOFhnS7KtCEW/nrt1u19PAfr8/YmDWus20NLDX66Wurg6TycSBAwdWPBH6fD5++9vfRujGIYoMVhfjyk0md2iI7a0X2Dt9jrz8YszmoOhubrEFNpej1tQgb98e5vAQDQMDA7S0tLBjx46I6HR2djb33nsv3d3dnDhxIirZMZvN3HTTTRw7dmzJ/tKCIOiRqdLS0qhNOVarlZGRkYiUu8/no76+HlEUOXDgAB0dHWHfCz3Wq666SieHGoyNHMZxw5jenZyc5Oc//3lEGhmC48RHP/rRuCdwzWYu2jlfCpYSFTWm3H0+nz6G1NbWIgiCHgHMzMyMeg8HAgHq6uoQBIF9+/atuQTXUhAaBdTG5tAooNPpRBAE/XleT2HoWNhI6V2N9L0XsHHuyg2ExbTzfD4fdXV1BAIBjhw5suIC3fWu6dPIrDYZK4rCkSNHlhx9MZlMFBUVhVmwdXd3U1JSgizLzM3NRXTEFhUVLWkwXI7DhjE1OTU1xdjYGC0tLbojQWFhYVAHChDffhuhro6EM2eQ09KYyMhAnd/HpMuFFSjt6ECanKRQOYKgHkJVBQIBP93d3VGFqjUEu2NVQn1ffT4VhyN8Eg613Il2Dtra2vQFRrzEPJYbAQTrz0KbDmB5GnLRRHElSdLTwKmpqczNzZGens6uXbtWPJG0tLTwhz/8IWr5hZbCmkpPZyo9HWuZmyKPh6tuuQUCAbBaUXJzUcvKYJHjUFWVrq4uenp69PR/LJSWlvLlL3+ZhoYGXn755ajEJzExkXPnztHT08Ntt922rOiVkaTb7XbKy8vDUu5ZWVmkpKTQ3NxMYmIiO3bsQJKkiGaP0EYNURS55pprePbZZ2PuO/QeLyoqCpsAe3t7+c1vfhM1i7Bz505uvvnmuH+jtrBZab3nQgueeGCxWMjPzyc/Px9FUZiensbhcNDV1cX58+dJS0vTSWBiYiKBQIDa2lrMZjO7d+/eMGQlGrRnUPv/0NAQfX19+vO/3sLQsbCRIn2aRt/7kb73KLQHNhAIRBCUmZkZamtrSUtLY//+/auymlvPSB8EV1Baw0ZaWho7d+5c9iBVWloaRvq6urq49tprURRlxQ0cRkkCrRB5KRAEIai75vPR399PSUkJZrOZ4eFh2pqaKG5tJa+/n4Tycs55vRRZLNhD9mGx2/GkpWHauRMcDrZdfJFDisK5vp3MOfsXlSdRFJXh4WHy8vKBYEOoy+UhEKgN+1ws/2FZlvWC8IMHDy5pgWGMdITarxlFmRMTEyO0oOKFcWAuKiri0KFDesTGYrHgcDg4efKkHnGNN12mwefz8bvf/S5mHZ3f7+eZZ54J60j12mwkHz2KcuWVS/o9WhR0bGxsSbWHu3btYseOHbz55pu88847UT8zNTXFL37xC/Lz87njjjuidlzHQrRUvZZm1VLuIyMjtLW1YTKZyMzMZHp6mrS0tIgCdGMkb9euXbz11ltRo5UQTvpCU7uhkixGXHXVVXFH9UMbfJaysImFhRY8S4UoiqSnp5Oenk5lZSVutxuHw4HD4aCzsxOz2YyiKNjt9hWNpZcDQ0NDNDc3s2vXLrKysi6LMHQsbKRIXywLtncj3id9UaCtbIxEbHBwkAsXLlBRUbFsXbFoWM9IHwSjPE1NTZSXl69YLiNaM4dW09fa2hr2nt1ujzvCEVp/spJBRptMurq6woSLy8rKkF99Fd/ICBPp6fSNjtLX10d+fn7Y9y0WC3laiikri1RR4uCzv6N1yMdsXo5xd1itVnw+X9iEMzk5SXZ2DpIk4XAIiOIE8KL+fnFxcZigsgav16un6PRU9BKwlCaOLVu2LPscR2vkGBkZ0UW9N23ahN/vD0uXiaIY1g280ODe1tbG008/HbO5amRkhB/+8IdcddVVEceyUAQ1GjTbRK3e02jNtxhEUeTKK6/k6aefpq+vL2Z0c2hoiB/84Ads3ryZW265Ja4o+0Kdu3a7ndTUVC5evEhJSQmpqak4HA7drWJkZCTsu0ZJFgg2dTzyyCNR9x3qRa6Rvtdffz0quRUEgdtvvz1+mzZVpaOjg8HBwVVr8DGeq8rKyiVfy1iw2WwUFRVRVFSE0+nk7NmzehnDa6+9FtZ4s5HEhY0YHBykpaWF3bt361HVyyEMHQ3a+L9RSN/c3Nx7onMX3mOkbzVDr6FETEuv9fX1sWfPHrIXKfxeyb7WEtr5aWpqYteuXSuql9EQTbZFFEUcDkdE2nP37t1xbXO1HDa0esWJiQldF03H1BSWpiZc6eUMObLo6VGYnLyDpqZNpKZKZGROkpkxjtlsJnuekM3OzvLmqZNYUwLsGmngBe91CNbwTt/c3FxGR0fDivtVFQYG+iksLGFiApKT3wEuWaNFIyZzc3PU1dWRnp4elzZZNCxU07SanrvG6zM0NITL5WLnzp36s2I2m8nLyyMvLy+Ygp1Pube3t9PY2Bh1ogwEAjz22GMRIscaJEniyiuv1KPHRuFdq9W6pIiR3++nvr4eVVVX3HXZ3NzMCy+8wHPPPcdHPvKRmIvEjo4Ovve977F7926uu+66Ba/zQtdzfHycc+fOUVFRQUlJ0GlDK2+YmZnh1KlTYd91u91MTU2FNTmVlJREWCtqCE1ZV1dX8+STT0bcQxC8Jh//+McjFk+xYBQvXq1oynKkbZYKzWYzKytLjyI6nU7GxsYYHh6mtbWVxMREPQ2cmpq6YdKV/f39tLW1sWfPngVLFxZqBlktYeho2GhewOttwbaWeE+RPiBMImEl0IiYNhF4PB6OHDmyJhd+PUif1rEKrCpxjRXpGxwcDHtdEASuuOKKRbe3WoTP5/Nx7tw5FEXh0KFDEfILA693M/zsDKdnt+J0CSiKD5V0nE47gUASDkcWCQlFZGYOYbE0cvLUKYbn3QukQpUtw62cnDjEVHYaFotKcXGxnjrNyclmcnIirJt3dtZJW5tMSYlER8dPw47FmNrVnCqKi4uXHYlVVXXBiW+tSd+1114bM3UpiiIZGRlkZGSwZcuWiIkyKSkJv9/PmTNnYkb3CgsL+dCHPsTrr78ets1QLEXmw+Px6PqUq5Gi09LnLpeLn//85/zgBz/A5/PF7PStr6/n/PnzXHHFFVGdaqLZr2nXc2RkhPPnz0ftdNXcKqI5Ubz66qtkZGSE6dTdcccd/OhHP4r4rObcotUCRyN8oZIs8UBRFM6fP8/s7CwHDhxYtUgcrL7nrhFahC8nJ4ctW7boz0BSUhJJSUmUlZXp0W2Hw8G5c+dQVTWsGWS9pFyM0Oom9+7du6TmopVIwiwV2rY2SqTv/fTu/wWQJInZ2VkaGxtJTExcVKh4JRBFMWrx92pBW5FKkoQkSauacjCSvt7eXjweT4S9V2Fh4YLnbzkNG7EwNzdHfX09ycnJeiF7KM6eVGj+P03I46mY86EoU2V0dApwYDJJpKSoKIqA15tAX18ZWVlZdHe1op82s0BJWQ+HBt7ht3P3sHVrKjZb6LEK5OXlMzAwAEAgIDE1lU5GxiB//ufp3HTT82HHExrp07pFVyJVAcHrYKzbCu3cNdb0LbfeCSJX41VVVUuqVQvtUHW73fz2t7+N8KzVIEkSN9xwg/5bzpw5AwRlgIz3S6w6SSPm5uaora2NS/cwHkxPT+vXXsPu3bvZsWMHXV1dnDhxImp6NRAI8Oqrr3Lq1CluvPHGsA7ZWPZr2gS+a9euBRdy0VKmu3fvJikpibGxMZqbm/H7/WRkZFBQUBCxaEtNTcVqtXLfffdFPfaokiwLIFTLrqamZlUJULQFz1KaOBbD7OwstbW1FBQUsHnz5pjjVGh0W9O6dDgc9PT06P7AGuFOSkpalyaB3t5eOjs7V6VucimSMMbmkcUQOg9sBKy37+5a4n3SFwNaMXdZWdmCD/ZqYC0jfZOTk9TV1ZGTk8O2bdt45ZVXVnVfZWVlmIGtQApg8vs598ADJLrdOEMekquuuirmNlajYUODFiUrKiqioqIiYjvnzwv8/PtuDk1Pk1Saim++TM7pDCquaxOrKKrYbG4sFg/j4ykoSiVbtrRgsQRT1nKyidv3nWNYddDSYWVgwEJWVtCpw2QCmy2VQGCG6WkLgqCSleXgyitfZ3w8J2zyFgSBPXv26HVN/f39i3aLxoNo9mua/uLY2BgTExNh768k0mfEckVtOzs7efLJJ2N2Q9vtdg4cOEB6ejoej4eEhARdX27Pnj1hn5UkKa5I3+TkJPX19SuKqhphjIJJkkRlZSUQfF7uu+8+6uvrefXVV6Mu9txuN48//jhpaWl6p6+RxJSUlDA+Pk5PT09cE3i0CcvpdFJaWkpWVpauU+dwOCgrK4sgfbm5uXz1q1+NumDctGkTd999d9wTtCZtAqyJll00aZvVivRNT09TV1dHcXHxkuq6Q7UuN2/erOuKah3BmguLFgVciwiXVtu8b9++JS3K4sFiUcClNoNonbsbpVv2/Zq+DYyVpne1ydflclFcXKwP1muJtRJn1oSjq6qqKC4uRhCE1d3X6Ci5r7/OA5JEoSyjrdVLH3qIsoQEeoqL6S4rY7a0NOYEHGoeDitb2fX19dHW1hYzSuZ2w09+YsI56Sc7M8CscOn213w4jZOwJKkkJ88yOZlGf/8mysu7sFgsHN67lySLhS13Srxzrp/nn4czZzIYH7chihasVhOpqXmkp9dSWdlOUVE/JpNMU1N4eq+6uhq73U5jYyMzMzMcPHhwVdII0SIdsezXbDabXge2VLhcrohFxFKfv0AgwOOPP87Fixejvi+KIjfccAPl5eWMjY0xNDRES0sLSUlJnDx5EiCihiyeetXR0VHOnz9PVVXVsjuXo8EYRd28eXMEEd6zZw+7du3izTff5NSpU1GfydBOX6Olm6bbF2/jgyiKJCUlhUXpQv8dqlNXVlbGm2++GfH9aIRvx44d3HLLLYvuX4PP56O2thaLxbJm0ibGez/Ub3ol0JyXysvLl/28aAjVFdVcWDSxc6/Xq8vvZGVlrYpnryY/tH///rjT7yuBMQoY+l88zSAbqXMXguPcUnU2Nyrec6RvJQgEAjQ0NDA7O0t6evq6MfvVjvSpqkpraysDAwMRwtGrYvmmqggvvYT04x8jjIxQkZBAu9OJB0hLTSUpMxO7y0V1ayubOzuRjx6F2VkwTE6rVb9n1LGL9XDW1op0dwvsKhWhXUBQL020GumLVkMmSQpWqxeHI4s9e3xcfXw/4sQEqCoZ2dncequFW25R6e930tQ0wvDwNF7vHIWFCYyM1DM+Hk70rrjiCn1S3bdvH2fPngXg4MGDq5bmWooTR1VV1bIG2Onpab27OBRLIX0XL17kiSeeiBndy8vL46677tIJh1Yv5fP5OHv2LFNTU5SVlUWUDiyWztPSoqEd3auFWJ67RmidvkeOHOHZZ5+lubk56rkbGhoiLS2Nu+++m9/97nf4fD4KCws5ePDgkurgjKTPmP7XEO+icOfOnVx99dVx71+rm0xMTGTnzp1rlrpbyG96uZiYmKC+vp7KykqKiopWtC0jQl1YVFWNcLyx2+06AUxLS1vyebt48SK9vb3s379/VTqjl4poaeDFJGE2kkYfvJ/efU9C061LSEjgyJEjNDU1rUtHLawu6fP7/Zw7dw63283hw4cjokarEekTn3kG8Qc/AECtrmamtxfPPGkqLCxEFUWcSUk4k5Kwejxs6+yEf/gH5L/5G534rRbh0+y93G73gjp2qgqvvSYiiiDYEvBLVswBN35z8PNOpxO7zR4zIpCQ4EVRCklLL0QUVASPBzUtDeZTU4IgUFSURFFRElCI1+tlbGyMvr5q3njjjbBtHT9+nLfffhtFUUhPTychIWFZns0LYaFOT2MkajmpXc2arKKiIoJwxUP6AoEATzzxRISArgZRFLnuuusi0rYaLBaLrtkXTQsuEAgwMDAQ4aGqqiqdnZ309fWtSl1TNCy1XtJkMnHbbbdx/PhxnnrqqahahIIgsHXrVqqqqjhz5gw33HDDkhsfkpOTwzxxo9XmQZCcLQRBEDh8+DAJCQm8+eabeodqNMtDDS6Xi7Nnz5KRkcG2bdvWNG232p272r1eXV29ojrbeBDqwlJSUqK7C4XK74T6Ay+0SNTu9f7+/stG+IyIlgaOFgX0er269NdGIH9Op3NDnL/VwPukj+BDfe7cOTZt2kRVVRWiKGIymWJ2Dq42Vov0acTVbrdz+PDhqLUyK430CadPI/7oR0Hz2fkVr5YukEQxgnRJmZkIJSUIJ0/C979P4GtfQxWEBS3V4oXb7aa+vh6LxUJNTc2CtUEDAwLNzSK5uSo+cyJj6VsoGTqJy5aJoigkJyeTlpYW9VgkSaKoaBPj4xZamlX27g7A7CzKFVdAjGO3Wq16+mZ8fDyMCJjNZu644w4ef/xxDh8+HJZ6XQ3Mzc1FpEoXkmtZahOHFiXbvn07ubm5UVMzC6Grq4vHH388ZnQvNzeXu+66a1FSo9XzGZuJUlNTSU9P1z1UU1JS9Fqpvr4+JicnqampWbOVu5H0ReucjYbExMRFPX0lSeLQoUP09/dz+vRpampq4j4u46QVS4g51usabrrpJv1+Cu1Q1SwPjXZlWuNDXl4eVVVVa16ntZpNHFpn9Eot4ZYLo7vQzMwMDoeDvr4+mpqaSE5O1gl3cnKyfm6N2ocbNUoVLQro9/sZHBzEbrdfNmFoI97v3t3AWMqAolktdXZ2sn379rBV3Hpp563WvjRZAI24xjoPK4r0qSriY48hzM2hhkSHtMmkcNOmiP0WFBRAQgJqURHCG2+g3nwz8vwkuBLCNzU1xblz53TJhMUGgtlZ8HovWa2OZVRROFqH2e+irX8kZko4KSlJ97m1WGFuDtSJSUhLC9p5xYGbb76Ztra2sGu8e/duXn75ZRISEqirq9OdKlajs3oxN4LlRvq0iUQrG0iTJKT/+i9+OjVFBmABpoHCn/wEITcX1WBwrygKjz/+eIQPbOhxXnvttezduzeu4zlz5gzp6ekR9XJbt26lrKyMsrIyvF6vnirr7OxEEATy8vLweDzY7fZVn0CmpqYiOo+XSqo1T9+FOn1lWeaVV17h5MmTEZ2+sZCamEgZkAzIgGL0LiZ4jZ544okFt3Py5EmdSEXrUB0bG9PtypKSknA6nRQWFq4L4XO5XBH313IjfaFuFautzbocaPI7qampVFRU4PV6dcHz3t5eXfA8KyuLyclJRkdHV1X7cK2hBSSamppQFIVdu3bpNfrrKQwdDS6Xa8MS56XiPUf64oWmWzc1NcXBgwcjupkkSVrQU3U1sRLSp6oqPT09tLe3s23bNr1DMxZWEukTWloQmppQCwvDIlzJ85G+LINXpiiKpGjp3NRU6OtDfPVV5GWKDWvQHEU2b95MUVFRXBNJIACKcslydTqpkMnUUrIn2kCJTKsKgkBObi7JIQ+6KKgIsh9GRlEPH4Q4U4Mmk4kjR46EpXlFUeSee+7hqquuitCoy87OJicnZ9kyDsbUbqgbgUaAQhEP6VMUhQsXLjA9Pc3BLVtI/T//B+nhhxEmJznq8+En6DBcAiSdOIHp1VeRa2oI/Pmfo1x5Jd3d3Tz++OMxpYlycnK466674i5a93q9nDt3jhtuuCHiHO3fv1//t9VqJTs7m4GBAVJTUykuLmZycpKmpiYCgQCZmZm6bMZq1FMaCbXZbGbz5s3L2lZZWRmf+cxn+Pu//3vsdnvUBUFop+/tt98eXRR5ZATTk0/yrxcuYAO0uz35+9/H0taG/NGPIl97LR7gpz/96aKRvsnJSVpaWiLum9AO1crKSgYHB2lqasJutzMwMMD4+LgelVpObVo8aG5uDlvUCoIQd6Q1FJp4cahbxUaD1WqloKCAgoKCMMFz7d7WXFmAdwXxk2WZc+fOEQgE2LdvX1jZyHoKQ0fD3Nzcu+IcxoP/K0mfy+Wirq5On4yjSUxIkrRobctqYbmkT3OcGB0dpaamJq76pJVE+oTXXgOnEwydaykpKaQkJ0fUdqXOH48KqIoCGRlIb76JfPfdkJW15P2rqqoXJYe6PcSDhISglEogEPy/Koh0FB3H6pulYLCWPkseiMHjl+UAmzdvRpIMj4ffz6ZAB8KWSuTDh5d07IcOHeKll14KIxYZGRnMzc1RWlpKaWmpLt47NjZGT09P0A1kPgKYnp4e94C2UHrLaI1nsVgiXFWM0OpEZVnm4KZNJH/2s4gNDagmE2pqKpNOZ9j9a0lKQhIEpDffRKyt5eSHPsRz89FSI0RR5JprrolbU09DQ0MDPp8vIsKVmJgYRhzdbje1tbUkJSXpmo15eXlUV1czNzc3X3cZTJVpumnZ2dnLNleP1rm7XEkSTR6ko6ODZ555hmuvvZajR49G1bucmpriv/7rvygoKOCOO+4IllzIMqZ//3dMP/kJwswMeW43w0AAEIAEQHzjDcQ334S8PJ7Zt4/ZKDWtWtQ49Hw8//zzCy4WRkdHaW5uZtu2bRQUFCDL8rJr05aChfym44WmZbdU8eLLCc0feGRkBJPJxO7du3UJnvb2dhISEsJEuDdCnVwoFiJ8sL7C0Eaoqvp+Td9GxmID9fj4OPX19eTn5y8oxLqe6d3lRN98Ph91dXXIsszRo0fjTguuKNJ34QIkJUXUsaUkJ1MYZbLIyc7WCZ8KCFlZCBcvIvT1oS6R9Glh/6mpqWX5c+bnq6Snq4yPCxQWBicxpy2L5rJbqFRhx0AT/V6JaVMqdntiGOETlQBJrjFExzTi0S3I1x+HJaz6NNL03HPPcdttt+n3qCAIPPHEE3zxi18EggRMW7nLsqzLOFy4cAFZlsOiUgsRiaV07lZWVi4omq0Je9tsNvaWlWH/2McQz59HTU7Wm1giIAhgs+E3mZDHx9n185/Td/vtNBsiLtnZ2dx1113LWkGfPn0ai8USIT8RWt+n1ZLl5ORQXV0dNjaESpSUl5frjTcOh4OLFy9itVr1qNRSJklj5+5yokwQbqum2dC99NJLvPrqq3zzm9+MWW88ODjIAw88QFVFBX/0zjuYHnsMrFaU/HxmZRlXiGi622RCLSjA73Tib2/n5p4enr/hBtoMZE6WZfr6+sIWBx6Ph5MnT0ZtohkcHKS5uZmdO3fqndGSJJGTk0NOTg6qqjI7OxuVcK9UqHil9XxdXV10d3eviZbdWkITXJ+YmNDdTTIyMiguLiYQCDAxMYHD4eDChQsEAgHd9jArK+uy+wMvRviiYanC0CslgC6Xa1WkczYC3nOkLxZC06Bbt25dVLdpvRs5tNVKPDfnzMwMtbW1pKWlLdkyaiVkVnA6o070oiiSFGXiFgQhSPhUNTiIm0wgywhuN0tRctNSeRCUNVmO+G9SElx1lcKvfy1RUHCJt84m5tFU+Ufkp2+maLSRbb5JZNGHPNsHqopJ9iGg4jDl0JB3iLs/twXS4u+adLlc1NfXMzc3x5kzZzh06FBYhHJqaorm5uaIui9JkvRBubq6Wp8kNTX/tLQ0PSoVOhhp1lahWKhzd6F6s9nZWd1btLq6GuvXvx6V8BmnZ1VVcTmdwfIIq5UEj4ebTpygt6gIZ3Iyoihy/PjxsDTsUnH69GkOHjwYQQ60xoaJiQnOnTtHSUlJXCK6oY03siwzMTERQbjjiUrFK9eyEEJt1TIzM8Ois7Isc+jQIXbt2sVTTz1FX19f1G1k//Sn+E6dwp+ain0+PSkZxhZZlnG73UzPzEBSEklOJ9e/8AIuu53+EF1NWZb5zW9+w1/91V+Fncc333yT/fv3h03SWpPPnj17YqZFBUEIZgdSUvTaNC3C3dXVhdlsDiPcSxnfltu5G9rpupxF5eWEqqphC2IjiTOZTGGEW4twDw4O6nqXof7A6ymIHEr49u7duyzXq9UWho6G9yN97zLIssyFCxd0U+94Qvbr3cgBxEX6RkZGaGhooLy8fFkOAlob/HKgms0IUb47PDwccRw+nw+fz4fVag2+JwjBojqN/MWJubk56urqSE1NXbGsyeHDCs88IzExAaHzkSchja5NVzKQu4/M6YukzvRjDrhBEPCaE5lKKebkaDmlW8xs3R//QmBqaor6+nry8vL02ppHHnmE+++/PyJVtlAzinGSdLvd+iTZ3t6O3W4nJyeH7OxsJiYmImqyltO5qzmbaKlnYWoK6be/RTWbY0f4AJNWC6s1kggCnoQEbB4POy5coPP227nrrrtWXBR95swZbrrpprDXtHT4yMgIFy5cYMuWLYvWuEaDJEk6oQ6NSvX29tLU1ERqamoY4Q69liu1t9NqybTmgYaGhqj2a0lJSXzsYx9jbGyMJ598kvHxcf39tMlJ9tbVETCZcCsKs8PDJCUnRzw7kiQxPTUV/EMQmEtMJGV2livefJOHi4r0lZHf78flcpGcnBzWVCLLMi+88AI333wzqqrS3d2tR8mWIoVjtVopLCyksLBQj3A7HA6am5vx+XxhhHuhqJSqqsvy3NV0PkdGRqipqXlX1W5pJT4zMzPs379/0aidMcLt8/n0ZpC6ujoEQYjovl7LY9fu7717967avlYqDG2ENpe9T/o2KIzkw+Px6JY/R44ciTuUfTlInyzLMVc62kq0q6uLXbt2LVs+QJKk5fv8Zmcj9PZGROny8/Pp7u7GZDJhMplQVZWU1FTmnE5mZ2dJSEjAZrORoCiICQmocSrCa/U/q2WRVVKicuWVMk8/LWGzqRij9T5zIkNZOxnKCk8JDQ0JYIXbbw8QL+fUiMfmzZspLi7mV7/6FRCUB7p48SIVFRX6Z71eL2+99RbHjh2La9s2m42ioiKKiop0yYyxsTFqa2t55513wj6bnp4e1pVuJH3R6rK09Ny2bdv0xgDpd79DmJ0NNuQYMX9dEu32YBTMqNMnCKiCwBUdHVz16U8vifRHg5aCNdZ0FhYW0tvbS0dHx5JrPmPBSLg1+yytG1hrFMnOzkaWZUZHR8O+Hy/p05QEenp6wmrJjCSmpKQkLO2YnZ3N5z73OS5evMiJEydwOp1sbWrC4vMxE6KJOTsvxJyQkIDH4yE9PR2LcZIVBNw2GwVjY+QPDTE0f99oDW3Hjh3j+eefDxsXz58/z5VXXsnAwABDQ0MrjpKFRri3bNmC0+mMcGHR0sApKSlhY8LAwABTGomdx2LpXS0tqgUE3k0pPC2qPzc3x/79+5eVAbFYLOTn55Ofn4+iKLo/sNZ9rS1wsrKyll3nGuvYz507h9/vX1XCZ8RyhKGNJFAT7n+/e/ddAM13Njs7m23btq1bGnSpCFUhjwZZlmlsbGRqaorDhw+veFBdbqRPufJKxHfeudQNMQ9RFDl8+DCiKDLndOKbtxEC8Pn9uN1uZmdn8fb04K+oYNZqJWfeOzUaVFWlr6+Pjo4Otm3bpkumrBSCAJ/6lMz0tMAbb4hs2qQu2ICrKNDfL+DzwSc+IXP48OLnTSsjuHjxYhjxOHPmjP6ZRx99lP/23/5b2AB66tQpDh8+vOT0RqhkhqIovPzyy2Hvl5aWMjg4SFZWFm63O0JOJJT0hTbKGP1/TY8+GvxHlGdIkiQSExMRY0wIoiRhSU8nweHAe/JkUN9wBThz5gzbt2+PGJxzcnK4ePEi+/fvX7N6rFD7LGNzQkNDQ9hnLRZLGLmPBS3SNDw8HEGa4k1XlpeXc//999PwzjuU/OAHyJIUVUMyMyMjWF8bZRuCKJJWUIC/q4vt58/rpM/n8yGKIlVVVczOzoZZtKmqyiOPPMLmzZtXXR5EEASSkpLCXFiiSZRkZ2eTkZERQZBTU1MXdM/QomTT09PU1NRc9tq2pUBRFBobG3G5XBw4cGBVGmG0ZpD09HQqKyv1jILD4aCzsxOLxRLWDLLcrItG+Hw+H/v27VvTaGIoYqWBF5OE0UjfuykCvBDes6Svr6+PlpaWMN/ZpWA9a/ogNsnUCuklSeLo0aMrfrhX0sihHj6MmpcHIyNgSJuJkoSqKNhtNhLtdn3CsVgsWCwWUhMTweFg+IYbGB0fp62zM6o8iaIotLa2Mjo6uiaOCTYb3H9/gKQkE6+/LjIwEEz1ZmerSFIwSOX1wsiIwOwsZGfDZz4T4LrrlFg6zDoURaGlpYWxsTEOHDigNxkoiqJHmyF4TdPS0sJM4WVZ5g9/+AN33HHHsn+bKIoRGmXbt2/XRYqNTg8mk0knJYqi6BGPaMLFwtAQahRC6vF4sMcSURYEEhISghEIVYW5OQRDJGw5OHPmDAcOHDDsKnhx1jM9Z2xO0OpONWzatIn+/n69GzgawqRwotiqLeSsEg17LBYsoshcRgb4fJFRV6ITPslkIisrC0EQcEsSZV1d+nter5eysjKsViuHDx/mzJkzeL1e/X2Hw8GNN9645ufdGJWamprC4XDoXunPPvts2OcXsl8zkqblRMkuF7S0qMfjYf/+/avW+WxEaEZBq3MNTbuHNoPE6w5zuQhfNMRqBgmNBkKwht5ms224jufl4j1H+lRV5cKFCwwPD0f4zi4F6xnpi7U/LVKZk5PDthVq24XuZ9nizCkpKNddh/TQQ6iZmUEdFILnXPtPr98Lhaoi9PTApk1k3nknmWlpUeVJMjMzmZ2dDUqDLNFXdCmw2+FLXwpw/LjA22+LvPWWRFuboM+PZjMUFqrcdZfCwYMy8QQaNd9mr9fLoUOHwqIGHR0dYQQP4NZbb+U3v/lN2MKipaWFq6++ekWG6EaScPToUQ4ePIjX6+X73/9+2HvFxcXMzs6SlJTE+fPn8Xq9HDx4MHrEw+eLGjmKtdoXteif8Z4NIQvLhdbEEQrNheZyTd6CINDd3R32WnV1NRMTE3R0dGCz2fQ0cGpqqr740ibAmpqaqMe+5MaE6WmQZRKzsrCLItPT03hCOnajwWyxhI2Tsihi9vsRFAVVFPF4PGzZsgUITpTXX389Tz/9dNg2nnvuOe69996Fj20VIYoiGRkZZGRkUFVVhcvl4j/+4z/CPrNp0yYmJyf1861BlmX9WV1L0rQW0I7d5/Oxf//+dSNNxjpXp9OJw+HQ9UU1Kz6tGSTaXLWRCJ8RC0UBf/azn+H1evH7/e+qxUEsvOdI39zcHLOzsxw9enRFpEEjYTqRWWMYSd/AwABNTU3LjlTGwkpt2JQPfxihtRXh5EnUysqgHESojlcswpeQQODLX9YFjY3yJENDQ7S3tyPLMpIk0dnZSXZ2NpmZmcvq6FoMogjV1SrV1TJ33inT2yvgdgtIEtjtKpWVKvFme7S6UavVSk1NTcTxnj17NuzvvLw8Nm3axFVXXcVLL70U9t4TTzzBpz71qWX9pmj2a7t27QKCxfKhvqsQTP02NDTg9/uxWCwLy7ckJQUJhQFms5mALGOaHyxVgvdyRAmCxqhXQGghOBj39vZG1D/u27fvsg/IxiaOAwcOsG/fPl0yQ7N7VFWVjIwMZmdnsVqtMSfv4eHhCCHtRSVIDLI0aWlpKMnJTE1P44tGuAWBDENjm6qqwTrM+b/dbrdO+iAo86PVBmrQ6izLy8sXPr41gt1upyskOglBcWst+qrJHaWlpekd2etJmlYDRmmTy3XsoWn30tLSMCs+7f4ObQaxWCwbmvBFg1Zy9R//8R/88pe/5MUXX7zs48tq4T1H+lJSUjh06NCKSVIo419Jx+hS9qeRzNbWVgYGBti7dy9ZyxAxjmc/y0ZyMvJf/AXSv/wLwsmTKGlpkJODYDaHEz5VhakpxKEh1PR0Al/+MkoUTS8Ihs87OjooKChg8+bNerdkZ2cn58+fJyMjQ19lrsWDl5kJmZkqLElI5tKxa3WjsXQfjaRPS03u37+fkydP6jUjELR+6u/vX1RSKBouXLgQ9rfRfs3YxLF3715EUSQzM5OkpCS6u7tpamoKO99a1E/Zvx+pt1cnBKFISEjQI5YmUSQh2mLL44GEBJRlSJg4nfDiixKvvSbS1TWLy/VDnn7aSmHhAFu2tGGzeZYs7rwWiCXXYpTM0FwTFEXB4/HQ0NCg16aFNhIYo3x2u31RIW01NTVYb+v36/WXoiSRkZHB1ORkpOC8qjI+MRE2zoiKgttm0+1rXC6XTvp8Ph+1tbXs2LEjrE4V4MSJE9x///2LnaY1gdvtpr29Pey1m2++mQMHDujNCRcvXsTpdGIymSgpKcHn82EymcLmiv5+gUcflXjxxWCXP0BGBlx/vcxHPiLrGp/rDVmWqa+vR1GUuLXs1gvRrPgcDocuL5WSkoLf70cQBA4cOLDhCR8EFz4/+tGP+Na3vsXTTz8dd5PduwEb585ZJWh2LCuF9lAFAoF1IX2iKOLz+Th79ixut5vDhw+vSY3MitK781CzsvD99V8j/O53mF56CamzE1UUgwVzogh+P4LTiZqainzllcgf+ABqjAiF1ilaVVWlF12HWjlp3XuappQm4pqTk3PZC2vHxsZobGykvLyckpKSmPedcXIM1ae75ZZbeFRrkpjH008/zR//8R8v+XiMqd2qqqqwVK2R9EmSREFBARUVFQiCoKfJxsbGGBkZCbOFK7jzTjKeeCKY5jUQ78TExEUj4oLHg3zjjXH7FQNMTsJDD5n43e8khoeD6Xe324Tfv5XZWRNtbVWcPHmInTu7+djHrBQVXZ4JGdCFnUMRrXPX5XLR2tpKdnY2W7du1UWhQ+V3NMJtvJ7xSBap27ejFhYi9PejGkLVNpstqstQwO9nbnaWpORkkGUsPh/tmzeTPj6O227H6XSyZcsWPB6P7m5y8OBBvWNXg9PppLa29rIQ8Fj2a1q0026343A4SE9PJycnh/Hxcbq6uvTu65mZPH784yxeeknC5RIQRTCZgvdTf79Afb3I979v4vrrZb761QCbN6/fvRYIBKivr0dV1WVr2a0XQq34Nm/ejMvl0iN8iqLwzjvvhEUB12NuXSpUVeWhhx7i61//Ok8++eR7ivDBe5D0rRY08riedX3t7e0kJydz+PDhNW1hX8lv0pXPbTbET30K/x/9EeLJk4hvv40wPh6MMCQlIW/fjnLsGGppadRaME2Cpq+vb0Eh18TERBITEyktLQ2bIC9evKhbC+Xk5Ky7qKgmDbJ9+/YF5XN8Pl9EV2co6SsrKyM7OzssjTczM0NjY+OS3QQWqv+amZmhv78/7P0rr7wywhfWbrdTUlJCSUkJfr9fr7t822Tiitxckvv6ICMD0TBYL3jufT4QRQJLSFv39Ql89atmGhtFbLago4rZDO3tgyQmzkcfFQG320Zt7R4+/3kL//RPPnbvvjzEz5jatVqtEalOTVS9sLCQzZs3IwgCNpuN4uJi3TlB606tr6/nxRdfDPt+XELDFgvyRz+K6dvfDjebhohrFgr39DR2pxPT9DQWn4+CgQFuf/JJAmYz1rk5Ns/OcvrkSTKysnQydeedd/LAAw+Ebee1115jz5496170biTIFRUV+qLQ6/VSW1uL3W5n586diKJIcXGx3pzw4osuvvnNJCYmVOx2P2lpYLGERgBVFAXm5uDxx02cOiXx/e/7qKlZ2eI5HgQCAerq6hBFkb17925IkhQLiqLQ1taGIAgcO3YMSZJ0Dca2tja88yoPGgncCHI5qqryq1/9iq997Wv8/ve/5/jx45f7kFYd70nSJwiC7he5km2sVzOHw+FgZmaGjIwM9u/fv6bkZUWSLSEil1rNA0lJKNddh3LddXFvRxPLnpmZidopGguhrgnGCVITFc3JySEjI2PNBkct/a41Ci3WXXzhwoWwTkcgIhJyxx138OMf/zjstZdeeimqLMlCWEiYtq2tLew9SZK4YhHpFLPZHNYt6fmzP4O//mvk6Wm8NhuSJCGJYvBcx7pnAwGEuTmUAwdQrrkmrt8xNgZ/+qcWmpoECgpUtDp7r9eHLF+6d0VRJTHRRU5OKr29An/+5xYeeMBHVdX6Ez8j6auqqgq7BzWHkLKysjCruFCYTCZyc3PJzc1FVVX+8i//Muz91NRUent7yc7OXrBeOXDnnZj+8z8RxsdRQ7QKo0nqCKpK0twcFp8v6I8NOO12JjIzEQCr18u1MzPYvv519m3fTuI3vqFf65SUFKqqqsLuLb/fz8svv8x1SxgPVgOx7n2Px8PZs2dJSUmJeJ4kSWJ0NIdvf9vK3Bzk5SmoaoBAQMbp9CKKEiaThCSZEEWRlBRISlIZHhb40pcs/OIXXrZtW7t7ze/36x7xu3fvftcRvtAOYy2IkZmZSWZmpq7BqC0q29rasNvtOgFMS0u7LN2yv/3tb/mzP/szfvOb33D99dev+/7XA+9J0rdaWGvSp6oqvb29tLW1kZKSoksmrCWWE+nTOnO17+mEbxnwer3U19cjiiIHDx5cdudc6ASpyTeMjY3R2tqK1+vVa6RW08w9EAjQ2NiI2+3m4MGDca1MjfV8mzdvjnCEyczMpLy8PKwJw+fz8dprr8W90tSkP0IRGik01ptVVFQsqT5SFEXsn/kMisOB5Z//GZPXi2y3E5BlfH4/4jz5kyTp0r3h8wUJX0UF3gcfjFuU+R/+wUxTU9AjWQt4ezweXC5XxLUUBAGr1URRkUpvr8B//+9mfv1r30r1n5eMhZw4Qm3VQoWyF4Lf74+Q39m3b58+QWrdklo3cNjzmJ+P/0//FPM//ANMTenNU8ZJVFBVUmZmsPh8yKIIqorXYmGooAB5/sQHzGYGEhMpLiggraMD9RvfwP///r+o81I/t9xyCx0dHWELybq6Oq644op11b0z3vs7duzA7XZz9uxZMjIy2Lp1a8SYJcvwl39pweEISjMFz48FiwUURUWWA8iyjM/nRhBAkkyYTBJZWRIOh8DXvmbhqae8rAU38fv91NbWYrFY2LVr13uC8BmhZXFKSkr0Rbymeakoil5bnJmZuS5NFI8//jj33Xcfv/zlL7n11lvXfH+XC++TvgUgSdKaafVpwqCjo6McOHCA/v7+dYkqLjXSF6pdBCurmZydnaW+vp709PRVk6CBSPkGzVtSs82K5VO7FHg8Hurr6zGZTNTU1MSdfl+oni8Ut912G9/73vfCItRnz56NW5uxp6cnwn5N69yVZZnXXnst7L1oThzxIPDVr0JyMub/9b8Q5+YwSRJqYiIyoMgyfp8Pye8PSn6IIvK+ffh+9CPi0r0BursFXn1VIi0tSPiCdXyueRcZAbM5fMjSJgNRhNxcldZWkXfeETl2bO1Tb6Ewkr5t27YBkbZq8aKlpSVi7Ln++utJTU0Nc2HRrLO0+zsjIwOTyYT82c8iTExgevBBGBlBzcgINluFIGl2FovXiyxJSLKMbDLRV1iIxxBFTEpOJik3FzUrC6GtDfP/9//h+9a3ICcHi8XC/v37OX36tP55VVX5wx/+wB/90R/F/XtXAlVVI0obKisrOX36NDk5OWzZsiXqmPX22yKtrQKpqUQQN1EUEEUzZrN5fgxUkOUAXq8PVVWxWk1cuGDm9dcDXH316k6jWrNMQkICu3btelfpw2n6h4sRPiOMUe6ZmRkcDgd9fX16M4gWBTQ6sawGnn76ab7whS/ws5/9jA984AOruu2Nhvck6VuN9C4Eb8S1IGI+n4+6ujpkWebIkSPYbDaGhobWhfRpkb54pGj0+r3QdO4yoTU9aOmttYpoGr0lPR4PY2NjjI6O0t7eTmJioj5Bxjt4rISsxkv6EhIS2LdvX1hkUFEUnn766bgmT2N6KyMjg/z8fHw+H/X19RFyFsslfQgCgS9+Efn4cUy//jXSr3+NODGBOP8esoxisTC9bx8Xr7oKR00NmePjZM93CS8WsXjySYm5OSguDhI+l8tJIBAgOTmFoaHBiM8nJ1+SgLHZYHQUfv97aV1Jn2blFYrq6mq6urro7u4Os1WLF0YSU1xcrLuMGF1Ypqen9UYQzWItOzub7PvvJzE/H9P3v48wL9dj9XpR5nX4bG43giiiKgpuu52h/HzchkWRqqpkafW2koRaWYnQ3Ix04gTyZz4DwFVXXaUX62vo6Ohgampq1cXVo2FwcJAJrdV2HrIsk5+fr9dORsPDD0sEAgJWa/S5QutETUpKmreYlAi6DCr4/QGcTpV//ddxLJaLSx5TYkFr5gutP3y3QCN8brd7RXI4giCQmppKamoqFRUVeL3eqE4sWjPIShtbnn/+ee69915++MMf8pGPfGRF23o34D1J+lYLa5HenZ2d5ezZs6SlpbFz5059Elyv+kFtf4uRvtUifFoKu7Ozc9Gmh7VAQkJChE/t6OgotbW1uuBoTk4O6enpUQdYLd1QUlJCWVnZks7D7OxsRMes0UkiFMePH9d18zR0dHQwOTm5KGmI1sThcrmoq6sjJSVlQfu15UCtrMT/P/4H/r/4C6RXX4WxMQS/HzUpCWX3bhK2bqU6hJBohdsLye8oCjz+uERCAgiCytycE1VVSE5OJhCQURQ1QhUoISF8GykpKq++KjE66icnZ0U/MW6Mjo4yPj4e9prNZqO3t3fZXrTxOnGEWmdVVVXp3e5a93ViWRk5//EfbDp/nuQnn4Q33sAkyyR4vaiCgLewkInUVMajaWzOI8zSzmSC1FSk555D/vCHYV6A++qrr+b5558P+94TTzzBZ+aJ4VrCeK5sNhsHDhxY0AJvZgZeeCHowa39bFVV8fl8+Hz++W5TGUEQmJqa0iVtgqdJxGq1kJQETU3FZGWpuN1B72st6rocQuL1ejl79ixJSUns2LHj/0rCFw1Wq1XXdA11Yuns7KSxsTGsGWSpig6vvPIKn/zkJ/n+97/Pxz72sVU75o2M90nfAlhtIjYyMkJDQwNlZWW6TEbovkJXymsFbSCRZTnmoBK1YWMZCLUlW0s/1HhhjJBMTk4yOjqqi7VmZmaSk5NDZmYmZrOZ/v5+Wltb2bZtG/n5+UvenyazoMFkMukp12gQRZHjx49HnTzvueeeBfcVTa7l9OnT+mDZ09MT9v5KSZ+OxETkGPUvRi/PWPI7mk3Z3JzA9LSA1aowMzOL3+9HlmVmZmbmFynh2xcE8Hi8YcTPZguWsTkcAjk569PQEa1z12KxcODAgWWXEyzZiWMeod3uod3Xb+XlIX7pS9Rv30728DDXvfgiXquVpLIy8rKzmWxpQYky1qmqGvHcqjk5CF1diG+9hXLDDQDs2bOHt99+m7m5Of1zIyMjdHf3IkklTE8HU6hpacFO7NUM9Bvv/a1bty7qeTww4MHlMiEIXiYnfboNVyhCx71AQMZkCo9SWyzg9QpYrflUVl6KuhoJiUYCF7oXNMKXnJy85Aauy41QwrfWwsvRnFg0f+COjg5dgkfzB17oPL7xxhvcfffd/O///b/59Kc/va7qD5cT70nSt1oXb7Vq+jQj+4sXL7Jz507yotQ3rXekL1pd32o2bPj9ft0uyGhLthGgiRJnZmZSXV3NzMwMY2NjdHV1cf78eaxWKz6fjx07diw7Omls4ti+ffuiLjF79uzhnXfeCavPGx0dpbu7O2bXJ0ROfImJiZSXl1NcXBzm+wvB315VVRXnr1gdhKr4l5WV4fP5wuR3rFYrLlci09PbkWUPVmuknlw0jI2NYpm3EQsK7QYjhqvg9hY3jKSvuLiYQ4cOraj43Ej6lirfA5Hd11NTU5w+c4ZElwuTLDNlt2PxelFVlbKyMjoNjSMQvG4RYtvBTgfEpiad9EGwqeM3v/kNAG63lZaWrTz0UCJutxVtuJEk2LlT4ROfkLnlFpnVUOkwnitjCcXU1BTt7e309fUxNjaG0+lkeDgNj+cezGYfsPi4OzExTo4hdCwIl7y6IXKRE0pIFupO1TqMU1NT2b59+7uKfBgJ33pb2tntdl3ySJZlvRnkwoULBAIB3R84IyMjjHS/88473HXXXfzjP/4jn//8599V53yleE+SvtXCatT0ybJMY2MjU1NTHDp0KKav6kr18+KFdnMb92U0mV5Jw4aWVkxMTIxqS7bREFpDolk3zczMkJSURGNjI11dXeTk5JCdnU1SUlLc5yWWE8diuPXWW3n44YfDXvvDH/7AfffdF/Xzs7OzETV7119/PcXFxUAkKSkrK1szX+N4YbFYyM3NZXR0lOHhYUZGRnC7Bfz+hSM00eDz+RgaGsJms2O3ZyCKAuup2208vyu1hBsZGWF0dDTstXgjfbGgRUgkScKilQ8IAj6/n+GREURRxGw2h5UWBD8i0NTURElJCcmh0kpmczCkGoLS0lKys3M4caKQt946itsdvMdSU33Y7UEyEAjA6dMSZ85IfPvbKt/4hp/bblvZuFdfX6//Ozc3l4qKCh5++GHGx8dxuVxR67utVh+CoKKqIvGQPosl8npqMohJSdEjyqGEJNSKT+tOzczM1GV4MjIydP3Ddws0wudyuTaEh7EkSWHON3NzczgcDgYHB/na175Gc3Mz11xzDVu3buVv//Zv+eY3v8n999//rjrnq4GNPRtfZqw0+qYp2EuSxJEjRxacCFbDKSMeaPqDofsKrd8TBGFFqYWJiQkaGhooKCigsrLyXfVAaU0PgN416/P59BRZqIK/5uO50Lkykr5YTRxGFBcXk5uby8jIiP7a3NwcdXV17N27N+LzRrkKSZI4evSo/rexrnDVUrvLgFZP2d3dHdFtbDZDevoUIyO52GzxRfpC4Xa7cDhEMjPN5OVJwPqkyIznf/v27SvanjFyZbPZVs3TVhRFVEFAnX8uLWYztoQExicmIgifBlVR6O7qIjEpiZKSEqR5eRcMTTmqCt3dn+CllyRAxWZzIYoqsixgtWYAAlYrJCaq+P0wMiLw539uZnwcPvOZpY2ziqLQ399PfX09V111FX/0R3+EzWZDFEU8Hg+9vb0Lfj8paY7k5FmmplIxm8N/t6oGmzVkWcZqtZKcnBLRNQ5Be8CyMjWu2lGjFd/MzIzuN66qKi6Xi+7ubr3UYaOPm4qicP78+Q1D+IwIbegrKyvju9/9Lr///e959NFHefDBB0lMTKS2tpZHHnmEm266aV0ajjYK3id9C2AlpG9qakr3ZI2n43O90rvGfa1mh+7AwAAtLS1s2bJlWd6xlxNOp1Nvegi1u7JYLHpdnKbgPzo6SmNjo24srtWQhHamjo6ORtTRxUv6AO68804efPDBsNdeffVVdu/eHXEvGR0/FrNfW0/SFwgEaGhooLm5mdHR0QXLJQQBtm+/wPBwHooiIIrq/CLFhNkcFMg1mUyIosTc3GwESVFV8PlMbNp0mp/97Cw33XTTmqex5+bmIkiaJteyXCzHfi1eiKKIz2JBCDIbPB4Pbrc7rnpi59wczU1N5OfnkxUIgKG56Kc/lfjZzxKwWl1Iklt/XSM1dvul8KvZDFlZKpOT8K1vmcnJUbn55uiL3kAgQFdXF11dXQwPDzM1NRUmeK5FtJcCUVTZtescr756NYFAUI7F7/fh9QYbODIyMsjJyYl53mU56AjziU8EjNx3UQiCgNlsZmxsjE2bNlFSUqJ3p168eBGLxaKPKRkZGRuuvk8jfE6nc0MSvmjIz8/nyiuv5B/+4R/4xje+wbXXXsszzzzD3//93/OpT32Ko0ePctddd/Enf/Inl/tQ1xzvSdK3mjV9RjeFeDAwMEBTUxOVlZULerIa97VepE8URb1webU6dDs6Oujv72fv3r1kZGSs8hGvLTS3hKKioogGm1Bo3b7Z2dm6nMPo6CgdHR2cP38+rDO1trY27Lt2u31JZEvzHg41kff7/bz00kthSvGaA0IojKnAaHIia4mRkRE9mhda2B8PKivbOXXqCmQ5nbw8M1brpQlFUVT8fj9+v5+EhATMZjMej0ePWnu9ViwWP1u3tuDxeHj88cfJyMjgzjvvXJJGXryYmZnh+eefj/iN0Tx3l4LlNnHEA0mSGMrLw5OQgN3lwrXEZ15VVUZ7egi4XFgrK9GqpCYm4LvfDRbw5+QkMDHhIjSr6na752uqLu1PEIK8cWxM4H/9LzPXXedFlj10dnbS3d3NyMgIMzMzMSOQS4VWrtPS0kJrayvNzT/F7X4Jt9sMTAPBWtjc3NxF0/Ozs5CcrPLBDy695tvpdHL27Flyc3OpqqpCEATdaUhbWDocDpqbm/H7/WRmZuq1gOshUrwQ3o2ED4Jj4B133MF9993HN77xDQRB4KqrruIf//Ef6enp4ZlnnonowH+v4j1J+lYLSyViqqrS1tZGX18fe/fu1dv812JfK4EkSXpn5EoJn1azODc3x8GDB5fcMn+5MTg4SHNzM9XV1RQWFsb9vVBjcU0qY3R0VO9MfeKJJ8I+vxyj9FtvvZV/+7d/C0vF19fXc+zYMRISEnC73dTV1YU5eUA4SXC73RH1fislJUb4fD4aGxv1aN5S72OtFqe6uppdu3aRkWHn3//dhN+vEjrHiaKA1WrBarWgqhAI+LHZbDidTubmArjddrZubSYr69LgPTExwU9/+lNKS0u54447Vq2hSFsoGBeFWh3XShCvXMtyIEkSMykp9BYXU9XWhivK82q1WqnYvBlFlunu7sbjCU+1J83NMZaSwpNnz1IyM8NVV13FU0/lMTUlkJmpIgji/P156XuqCrOzc2HyNYqi4PN5MZtlWltN/Omf/p7y8nZWAxaLhZSUFPLy8igtLWVgYIC/+Zu/iXCmgZ8Cf4IkJZOfn0pSUvKincVuN/h8Al/4wtJlgZxOJ2fOnKGgoCCqhqBxYanVpQ0MDNDc3ExycrKeXUhOTl7XNPC7lfC1t7dz++23c8899/DNb34z4pyVlJTErJd+L+J90rcAltLIEQgEOHfuHC6XiyNHjiyZ/KwX6VNVFVEUmZ6eJiUlZb7jcXkDR6hLxUos1S4HtI7q3t5e9uzZQ6YmQLtMJCYmUlZWRllZGV6vl3/+538Oe7+iooKpqalIy6wFoMl+nDp1Kuy4n3rqKW688Ua9fKC7uzvse6Ekoa2tLaKQfTVSnkNDQ9TV1dHT07PkaB4EiUVKSgrHjx///9k77/C2yrON30eS995xHDvOcLwdryxCgJCQHctpWGU00EELLYUPaFktEPYsozQpLZRZVmJn75BBSKBJbMvxiPeMh4aX9jzn+8O8B0mWbdmWLCk5v+viaiPL0muNc+7zvM9z30Omkn/3OyNaWyns2cOHycTAltMPRQ1Opw4mJvhDoWCQktKO668/PvTOAFpaWvDuu+8iOzsb119//YS2zCQSCSorK5GSkjKkny8lJWVCj63X61FbW2txmyMrfWRtjbNmYWZTE3w1GosEjqCgIHZ3gs/jISkpCX19fejo6ADDMBAYDBAYjWiYMwe0QIDm5ma0trbj889/A5MpDAxDg2EECAgIgFartaj26XS6H4fFTD/uNPz0M5MpAGVlGWMWfQzDQKPRoLe3F5cuXUJeXh7+/Oc/sxdYbW1teOKJJ7Bjxw6bv+/n9xaSkwvR1jbXjucClEpAraawfr0RjzwytiqfUqlESUkJ4uLiRtxRIFj3pZH+YplMhra2NvD5fAuTYmdGtXmq4GtqasK6detwyy234OWXX3a7rXJXcFmKPkdu79ojxFQqFUpLS+Hn54eFCxeOy6doMkQf2c6Ni4tDS0sLWlpaWG+6yMjIMa1bLpdDJBIhIiICqampHvVlIjm1/f39mDdvHgLNpxIdgLe395CKwpw5c1BWVgYej2cRmTXagXrJkiUQiUQWPVfNzc04deoU0tPTYTKZhogucy9A636+6dOnj6saq9frceHCBdTU1Eyomjdnzhx2YCgnJ8fmyUMgAJ5/3oDAQKC4mI/+/sGttNDQn+KyGGbQYLe/nwKfD9xwA40XX4yBl9evsWvXLnR0dAx5XIZhUFZWhsrKSlx33XXIzs4e8+tAYtUyMjIQHR09YubueKitrR2yneko0afVaqFSqQAAXbGxqE1ORnpV1aBJs68voqKibNpJhYWFISQkBJcaG+EtkaA9Ph51SUnsz2WyIHR0DPbyGQyDLTE8Hh8+Pr5DqoTDbdV6eRnR1pYAg4EPL6/hP1sCgQBRUVFISEjArFmzsGjRIottuU2bNkEgEECtVuPNN9/E3/72tyFrINx000144YUXEBUVh6efNuHrr/mQSCj4+jIIDPxpTsVkGtzO1ekoeHsz+MUvjHj6acOY8p2JKT9pIRkP5v3F5nnjxPjc3BPQkdP5nir4WltbsXbtWqxfvx5/+9vfPOoc5UwuS9HnKOwRYj09PRCJRIiLixs249FRzzURzPv3SP+IUqlkPeCqqqosetJG2gYjlY6ZM2fa3bPoLhgMBohEItA0jfnz5zulR6a1tRUymczitg0bNiAhIYE9UNfU1LD9OuQ1tyW6eTweli9fjv3797O30TSFU6doVFfPxtmzjQDeBtAPoBJhYecsTtwTGeLo6upCaWkpWltbWbEwFgIDA5GYmIjc3FzExMRAq9WirKyMzRQdSfD6+AB//asBK1easGMHH8eO8dHeThIRBu0y/P2B66834Wc/M+Haa2kMvnwBuO2229DV1YW9e/ei38pWBBj8DBw5cgQ//PAD1q1bZ9fQEcMw7IWSeayao0WfdT9ffHy8QyYLVSoVtm3b9pPo4vFwft48eBkMmFNXh7jgYAQMV+2mafB6ejDdYIB86VKUzpwJg9kJVKv1BU1ToGk91GodAgICxryDQFE0GIYHnc4XXl4q8Hg8BAQEICIiAtOmTYNAIGDTHshFS1dX15A+rIyMDOzYsQOPP/442tvbbT5XZmYmXn/9dVx99dXsbS++aMBNNw0Kvz17+JDJLNceHMzgppuMuPlmI7Kzx2YuLZfLUVpayqb6OAJzk+Lk5GSoVCrIZLKfklgCAtht4LHsLljjqYKvs7MTa9euxYoVK/Duu+9ygs8MTvSNwEjmzCRerK6uDqmpqROeVuXxeKxXnqM/oAzDsH+Hef8e2TqYNWsWNBoN65lWW1vLpiVER0ezB1ly4mtubmYrHZ6EuX+geQSeo7HO242IiGDFsbmbPBHdbW1tqK6uRmhoKOsHaH6lnp6ejtOnT6OnR4nq6lRUV6dBJouAry8DlSoKwEoAgzYZJpMGb77phZtuMiE+nhmT6NPr9SgvL2dTVMZ6EUJsKVJTU5GRkWFxgiDV8PDwcLsrwzwesHAhjYULaXR1GXHmDA9y+WCVLzAQyMmhkZRk2yMtNjYWv/nNb1BdXY2jR4/aHMhSKBT44osvEBERgYKCgmF7cEmvbnd3t0Wsmq3M3YmKPmf08w0MDODzzz8fUhE2CQQ4vXgxMtasQcCpU6CamgbzdUNCBsutJhMolQpQq8GEh8O0YQN87r4bm4KCcPLkSZSUlPyYlEJEEPXjFqgKAgEfQUFBMJmM4PNHPs1QFMDnUwAEWLLkasyfn8j6mZLXuKenB/PmzbP4XlhPrfv7++O+++7DqVOnbD5PeHg4nn76adx9991DvvsUBeTm0sjNpfHIIwb87398DAzOdiA0FJg/34QxtGizDAwMoLS0lM0cdxYkiWX69Ols3KRMJmMtqMy3ge3d0SE7IkqlEvn5+R4j+Lq7u7FmzRosWbIE//znPznBZ8VlKfocVXkarqePpmlcvHgRYrEY+fn5Yw5TH+65yGM76kNKEjbIpO5IAxt+fn6YPn06pk+fzqYlSCQSNDU1wc/PD5GRkVCpVJDL5cjPzx/WZNpd6e/vh0gkQmxsLDsx5yxs+fNZP595vw4R3SShoq6uDgEBARaiOyEhE//9bzCammaComgEBKjh66uCTtcHQPrjowrg5ZWMDz4Q4OhRPl54QT9E9FmLks7OTrY3bzzVvKCgICQmJiInJ2fY5BLy2k+bNs2uXiZbxMYy2Lhx7JXwtLQ0pKSk4NSpUzh//rxNL8yenh58+OGHiI6OxqJFixAbG8uacNM0jerqarYVwNzVv7OzE3K5fMjzTQRHT+52d3fjyy+/HHZb1dvfH0H33gv97beDd+YM+IcOgbp0aTBmgs8HExcH0w03wHTNNcCPFWQegKVLlyIvLw/bt29HX58WFMWApnng8wffI6PRhL6+fpvHMh6PBx6PYg2hBQIBVCoveHlRWLIkix3eIaJDLpdj3rx5Q3YfrF8rtVptU/DxeDz85je/wV/+8he7nAUiIzFhw2jgJ9susiMyWZjHTRKXAfO0IXuyaslrr1AoPErwSSQSrFu3Dnl5efjggw+c2ufoqVyWos9R2Npy1ev1KCsrg9FoxKJFixzWO0EOjkaj0SEJFtYJG2OZ0PX29kZcXBzi4uJgNBohFotRX18Pg8EAb29vdHR0wGAwjJpt6C50d3ezFjrx8fFOf77xmDL7+fmx7v3mmannz5+HVkvh/fcz0dISgoCAfnh7D57ATSZYDWkYERPDIDqaQXs7hYcfFqChwXL7OikpCWfPnkVtbe24q3kxMTFITU1FZmbmqJ9VkkAwWa+9LXg8Hq699losWrQI+/btQ4ONuDFg8ISxZ88eTJkyBQkJCYiMjIRcLofJZMK8efPg4+MDjQY4eZKHw4f5KCsLBHAAgBJANfz8jiEubmJ/oyMrffX19di9e/eIpu/s5yc4GPSqVaBXrgT0+sERVR8fwNcXw+1lBgcH45e//CVKS0XYs0eG7u6YIUbHFGV5fBg0OyaV0kEDZKPRCKWSwqJFMrS0SBAZGYmQkBBUVVVBrVYjPz/fZhuGdaXPFtdccw1effVVh05A2wMRfLNnz3bZ5x6wdBlISkqCRqNhjy0NDQ3w9fVlt4GJ2TzDMB4p+Hp6elBQUIDU1FR88sknbp8E5Sq4V2UEiOgb3MKgoFAoUFpaipCQEOTl5Tn0Q0VEmSNSOUj/HjmgT0SY6XQ6NDc3IywsDGlpaZDL5ZBIJKiqqoLJZEJkZCSio6PZ7FN3wnw7OjMz0ylebdYYjcYhWbf2xq8RSGZqWFgYlEol9u9PQFVVNKKilNDrLU+qwcHBkMl6AAy+14GBgeDzgYQEBvX1JtD0i4iLexALFszFjBkzht36GglSzcvNzR3Tlj4ZekhPTx93frEj8fb2xoYNG9Db24vdu3dDKpUOuQ9N0+js7ERPTw8SEhIQGBgIHo+Hioo6nDo1A0ePhqGra3ArXS6nAEQCiAGQAeBW/PKXPvj5z41YuZIeU98X4Nj4tXPnzuHEiROj3m9IRBlFDYq9MfS65uZm409/YvCnP/FZU+3hMK/WURQPAgEPJpMXfH2BTZsGd1YqKythMBjA5/Mxe/Zsm8evM2fOYO/evcM+z7Rp0/DSSy9hw4YNk95z3NvbC5FIhDlz5ridSb2fnx/i4+MRHx/PRsPJZDKLaDitVguDweBRgq+vrw9CoRCJiYn44osvxjVMeaXgXmdpB+HI6V2yRSqRSHDhwgXMmDFj3FtU9jzfRIc5zCt8E03Y6OnpwYULFzBt2jTWUyoiIgIRERFISUlhBWBjYyNrTkx60lx9sCBb8KQXyNwfzJnU1NRArVZb3Jabmzvmx1EoFCgrK4OPTxTKymYhNJRCTEwoJBK9xeNTFIWoqChIpRIAFAICAkHTNBQKBby85AgPX4jrrtuMpCTb1S1bkGpeWloaMjIyxizmGYb50cqj1WLowV0IDw/HXXfdhaamJhw8eNDmtrZOp0N9fT0iIiIwf/5yvPlmJE6f9oNAoEJEBI2AAG8oFF0AutnfCQ6eicpKHp5+2gstLSb89rfGMQk/W/Fr45n0PHTo0LBVsNjYWHR1dbH/dlT0Y2EhhTff9IZMFgqgb9j7yeUDCAwMYit3DDM4gZ2URGP9+iAwzByo1Wro9XpERkaio6MDtbW1CAkJQVRUFIxGI1544QV8/fXXNh/fx8cHDz30EB566CGLrfjJoqenB+Xl5UhOTh6T76crsBUNV11dDbVaDZqmUV5ezk4DjyVzfLIZGBjAhg0bEBMTg6+//trl5x5357IUfY6CnOwaGhrQ2tqKzMxMm5YGjmKios+RkWqXLl1CbW0tUlNTMXXq1CE/pygKISEhCAkJQVJSEmtOTExEQ0JC2AOKI+0D7MFgMODChQvQ6/WYP3++wwx57cF6azchIWHMAy/E+DchIQHl5UmQSilMm8YAoBAVFY22tlaLCk1QUBC0Wg0CA4Nw6VK72ZY+AFCork7F7NkNIwqQ4OBgzJgxAzk5OROqiDIMww6CmA89uCMzZ87Efffdh7Nnz+K7776z+d0Ti/vwxz/2o7U1FrNne8HPzwt6vR56vQ4DA/0W9w0N9UZiIgOZDHj/fQH8/ZkxZcrainMba0/SV199ZTN3lqIoFBYWoquryymiLzgYeOIJA/70Jx6kUiMCA/Xw8xsqugZNmhXQaDQIDg5Gby8PgYEMnnnGAJo2oKysDHw+HwsWLGD/dq1Wi0uXLuHtt9/GJ598MqwFy5o1a/Daa685dWBiJGQyGS5cuICUlBSbx0x3p729HQzDsFPN5pnjXl5e7DZwWFiY2/TKKRQKbNy4EcHBwSguLp7UY72nctmKPoqihm5djBHy+x0dHViwYIHThxcmIvpIdc8RkWp1dXXo6upCbm6u3VUac3NirVbLDiXU19cjICCAFYDOvmIkKRW+vr6YN2/epG85W4u+sW7tdnV1obq6mhXbL74oAEWB9QQbFNuh6O//qZpCUWCFpfVJ3M9Pjc7OqejtDUNExE+/4+XlhZiYGKSnpyMtLc0hrxNJZ1Gr1UMmLd2Z+fPnIzc3F/v27UNdXZ3Fz6qq0tHYOAsBAb2QSAwICQlBeHgE/Px8odVaTgQzDA2lUoHgYG+YTD74978FyM+nkZZm33FoIv18BoMBH374IQbIyKkZXl5euP322xEVFTXE4mSix0hzbrzRiJde+hBS6QYolQHw9qbA59sWlVotg4EBHQIDeXjxRR4WLtSipKQUPj4+FnY+DMPgm2++wWOPPTYkecac6OhofP755y7b1iO9q6mpqYiNjXXJGsYL6eGTy+XIy8tjq7Ckr9tkMqGvr4+NhtPr9RbRcK4SWiqVCjfddBO8vLywc+dOjzneuJrLVvRNFK1Wy+anzp07d1KmVccj+sj2M/m9iQg+o9HInrTnz58/7u0RX19ftm/EfCjh3Llz8PLyYgVgaGioQwXgwMAARCIRoqOjkZyc7JIhE2u7Fnu3ds194MwTQtrbKfj7M+x95HL5mKZsvbwM0Gr9oFQGICKiD1lZWcjPz59wAok1xP+QYRjMmzfP43pq5HI5goODsXbtWohEInR0dMBkonDxYiooioa3t+HHrcgByOUKBAcHw2SytHOKiooGQEGpVILHU0AiCcYXX6jw178K7NpyGu/krkKhwH/+8x8LA29CUFAQNm3axJ4QnZnd+tVXX6G29n4AJxEY+Aq02sE+ToHAAB5vUPzRNB8GgwA8HoOwsF4sX34M3d0ynDw5G9HR0cjMzGS/t7W1tfjzn/+Mo0ePjvrcSUlJOHnyJEJDQ9ktycmKhJRIJKioqEBGRoZb9K6OheEEnznmyR/EE1AqlaKrqws1NTUIDAxkX/Pg4OBJ2QbWaDS45ZZbYDKZcPDgQYcb7F/OcKLPBmTyKjIyEhqNZtJK2Tweb8xZv44a2NBoNBCJRPD29sb8+fMddtImQwmxsbFsmLhEIkF5eTkAsLYk9qRTjAQxjJ41axYSEhImtf/EYADKy3no7tajoiIRQAiACgB9dlX6aJq2uSXKMIMVEbVajY6OvjEHz9M0DZ1OB4VCgI8++hJvvLEGAoEAbW1t0Gq1Duu9JBdI/v7+TvU/dBbks0P6sNLS0tDZ2Ym33y5FT084AgIsRTZJQ0hMnIGuri7odFoIBAIEBQUCoAAEwGg0Qas14fBhAfLyvkdcnD9rwu3v7z/k86nXD7XXsafS19HRgS+//NLmNm1cXBxuvfVWi+OCs0SfTCbDo48++uO/tuP22+PQ378IIlEWurtjQdMC8Pl8UJQBSUkNyMq6gBkzmsHnM1AqBzOlU1JSkJmZiYGBAbz88svYsmWLTZ/UAACJMTFoE4uhAkBjcEp38eLFkEqlkMlkqK+vh7+/v4VBsTMuAsViMSorK5GZmelxvqX2CD5rKIpCYGAgAgMD2Wi4np4eSKVStLW1gcfjsa95eHi4U3ZatFotbrvtNqhUKhw+fNitW0jckctW9I13e7ezsxNVVVVISkrC9OnTcerUqWENmh3NWLJ+HTmwQSpkUVFRE84OHQnrMPH+/n5IJBLU1tayWwZjjYQjJtmNjY2TPiUqFgM7dwrwxRd8tLdT0Gh4oOl/AzABUADYCYFgHhhmWNcLmEwmXLhwARqNBvPnz4efnx/UajVrq9LTUwiNxheBgfYJPoFAAD8/f3h5CXDu3DkMfsX5AJS4+eab4eXlBalUatF7Sd6T8VRGlEolSktLERkZ6dTPjrMggwLWZuNTp05FSEgC/PxM8PFRwFbrm5eXFxISEqDRaKBWqzAo+ACAgkAgQGysAG1tvuDxliA2thNSqRSNjY3w/THyzFyM1NXVDRH16enpI669srISBw4csPmzuXPnYsWKFUNut7UVp9frJyz+H3vsMYsUmpiYEMTG1iA1tQZarTemTEnG2rWr0dvbiWPHDtg0y66pqUFtbS327dtnkTcNAEEArgZwV0wMliUl4fz//gctBr9lhwEsiI21sD0yGo2sGCEXmOMxKB6J7u5uVFVVISsra1KcARwJEXwDAwPDWuLYg7e3N3tRTy6GiOjWaDQIDw9nRaAjtl/1ej1+8YtfQCqV4ujRowixFczNMSKXregbK6SXrb29HdnZ2eyXeDIycQn2VvocObBBPOwmu0JGURTCwsIQFhZmkU7R2tqKqqoqhIWFsZPAw/WM0DSNuro6iMVi5OXlTeoB4Kuv+Hj+eS/I5YMWFcHBAMMMYGCgG4MiKxB8/q/wi1+EYs0aE156yQDr3XKdTgeRSAQ+n4/U1FScPn0a9fX1FskJ4eE9aGmZAWD0Ld3g4GCEhw9u2/5k/REMQIXoaD3bn0mu0rVaLWQyGSQSCRoaGuDv789WXu3Zpunr64NIJEJCQgJmzpzpttN9thguVs0csZiCv78Ppk9PRG9vDwYGBmDrOtLPzw9+fn5DPDbJ/1UovNjoQ5PJZFOMnD592uIx4+PjR+ynPXHixI+ifijLli0btq3A1sldq9VOSPQdOXIEX3zxBfvvOXPmWIh/X189rrtuFqZOZTB1aiLS0v6A/fv3D0kzAQbfl9WrVyMjIwOff/45DFotbgbwcx8fzEtIQOSUKdD4+aHfYAAPQASA3wLI3LYNApkMxl//GvjRPiomJgYxMTEWBsVNTU2sQTHZkhxPG0tXVxcuXryIuXPnDpvk4q4wDIPq6uoJCz5rzKPh5syZw0bDEcN5cnwhPoxjvUA0GAy4++670dbWhmPHjtlltM0xFE70YbCXrby8HCqVCosWLbKoeEym6OPz+aNO0zlyYKO5uRktLS2T5mE3HMOlU5AcyaCgIFYAkt4N0n9oXiGbLP79bwFeeUUAmgaiohiQY5dUqsagX54RQD8CAwEvr1Ds2CFATw+Ff/1Lzwo/lUqFM2fOQCaTobe3F8ePH7f5XKmpNWhtTYTRyIdAMPg5pCgKvr6+0Gi0IP58g/z0Wfip7y8UwG6kpw8VxL6+vqwYIZURiUSC0tJS8Hg8thpla+tdLBajqqrKLb3IRoNhGNTX16Orq2vECWO9fnACetCqKBJhYWEQiyVDLHkA/DhsM/RwSlEMzDcK+Hy+hU0GESM//PCDxe8Nl+xB0zSKi4vR3Nw85Gc8Hg8bN24ccXrV1gUUmaQdDyqVCg888IDFbfPnz7f4N0VRFtYzKpUKgYGBWLZsGf73v/8NiYejKAoJCQl49KGHEPPFF1ih1yMuJQX8uDgwAgF6Ll1C/4/37QXgxedjflgYeIcOgershPGxx8CYDVNYGxSr1WqbYsTenNrOzk7U1NRg7ty5Du+NdTZE8PX39ztU8NnCOhqut7fX4mKH5I7bU3k1Go245557UFtbixMnTnic0HYnLlvRZ68YUqvVKC0tha+vLxYtWjTkwzfZom+453LkwAaJlurr65tUDzt7Md+m0ev1bDWqqakJvr6+CA8PR29vL3x8fCZ9aGD/fj5ee23wa2N93NFoNBb/9vf3/1H4Mfj2Wz6eeMILTzzRie++O4WWlha7PlczZrQgJGQACkUwpkwZnB718Rk8cbe2tlhUnszbGVQqJQA/AAYAO5GSMnJ/mHllhGzTSCQS1NTUwGAwWGy9d3d3o76+3iPzl0eKVbMmNBQWgo3H4yM2NhZ6vR6NjY0W1TFbW+MMA9A0NaTCSzAXI9ZTtcHBwfjhhx/YymtgYCAMBgM+/vhj9Pf3D3ksHx8f3HnnnaNO29u6OBrOAsUennvuObS2tlrclpSUZPFZJEkPwE9ZtHFxcThw4ABeeuklZGRkYPny5ZYXFgyDeSIRMkwmaCIjYYiOBv9HUd3b22vxfGHh4UBkJOiQEPAqKiB4/XUY/vrXwTfQBv7+/hbpN7ZyaokYsRbypB0gOzvb4ypN5oLP3h4+R0HcAswrrzKZjI2GCw0NZV93655Xk8mE++67DyKRCCdOnHCbY85LL72EJ554Ag888ADeeustVy/Hbi5b0WcPPT09EIlEmDp16rDTngKBYNJ6+oYTfdYDGxRFjVvw6fV6lJeXg6ZpzJ8/f1K/+OPB29sbU6dOxdSpU2EymXDp0iU0NDSAYRgYjUY0NDQgOjp6UiLhaBp4+20BtFoKMTGW+3wmk2nI9KS//+AJls83gMfT46uvGPD5BzBlitiu5/Px8cGcOdNx773BeO+9CPj4MFZBCRTMK33mJ1qFQgtgKoAfAHyP1NSb7f47zbdpkpOT2a33lpYWVFZWgqIoxMfHu93FwmiQ/kmtVsvGqo1EaiqN/fv5oGnA/KPl7e2NpKQk9PX1QqFQgKZpm2JLpQJ8fRkkJY3uhWc9ubt69WokJCRAKpWitbUVJpMJVVVVNod5wsLC8Itf/MKuLVpbf7Ot/jp7KCkpwT/+8Q+L26677rohvdSkykfaATo6OvDQQw+x9jjff/89ysrKcNtttyE+Ph4URSFGLEZyTQ1UAQHQCASoq6tDWFgY4uPjh4g+Vnx5eYGePRs8kQj8fftguv32Uf8G85xamqbZymtjYyMqKiosetJIr5o7Go6PhrXgc6WfnfnFzuzZs9loOJlMhsbGRjQ0NODcuXNYt24dVqxYgT/96U/44YcfcPz4cbexwzl37hz+9a9/ISsry9VLGTNXrOhra2tjzYdH2p5ydaXPkf17SqUSIpEIwcHBSE9P97gpy76+PjQ2NmLmzJlISEhAf38/pFLppEXCnT7NQ0MDhdBQZshghnWVz9vbGzqdDkqlij0JGo2BqKhIH1H0+fn5YebMmViwYAG7dUTTQE+PCdu28UHTDMj5hqJgs9Kn0zFQq6MA1AD4MwATUlJSxvU3k633gIAANp4pNjYWcrkcp0+fZu0aoqKiEBQU5LZ9fcRSBhj0TrSnOnzDDSZ88IEAvb1Dq7oCgQBRUdGIiooGw9BDMmYBQCqlkJNDY+7cYQbKaBpUfT36m5uRLBYjAcAlAF0AcnJy2Iud5uZmFBcX22z9mD59Om688Ua7L3hs3W88os9gMOD3v/+9xZp8fHxw7733DunVy8nJQU9PDw4cOIAvv/zSZiuDVqvF119/jUcffRQ8Hg+Jzc3wMhgwYCau+vr6MDAwMKQyaVFx8/EBExQE/tGjMG3YgGHLrDbg8XgWfcZqtRpSqZQdNgMGE01IPq27ftatcSfBZwvzaDiTyQRvb2+cOnUKf/zjHzEwMABvb29s3rzZbQoUSqUSt99+O/7973/j+eefd/VyxsxlK/qG+0KSeC6xWIz8/PxRr9gmW/SZV4scKfhIvmJ8fLzTYuScSXt7O+rq6pCWlsZe7ZFIuOTkZMjlcvYKnUTCETHiqIPFV1/xYTQOZtBbo9Fo4O3tA39/f3h7ewGgLHJyKQrg842oqUnF1VefgZ/fTyeugIAAzJ49GwsWLLA5jMLjAY89ZoCPD4Ovvxagvx8ICWGGDBVotTy0tVHQao0ASgE8jEEJgXGLPsCyQmaecGLuwdja2govLy/2NZ+Myqu96HQ6toXD3Ph3NGJjgeuvp1FUxEd4OIPh/hxbgk+nGxTkhYWmoZPbCgV4338P/tGj4NXXw6uzE89icOZ7AECpQICk/n7AaERZRcWwPnVxcXEIDw9HaWmphR3MWBmP6Hv77beHmEk/9thjQ7apvby80N/fj2eeeQY7d+4c1nbo9ttvx+bNmxEbGwtGLEb/jh1Q2PhbaJrGlClTEBgYiIaGBphoenB71wwmJga85mbw/vc/0EuXjvlvI/j7+2P69OkABn0cExMToVKp2J5X821gd72AdnfBZw2fz8eSJUuwePFiPProo9i2bRtuu+02bNu2DY899hjy8/Oxbt06rFu3DnPnznXJeez3v/891q5di+XLl3Oiz93R6/UoKyuD0WjEokWL7Gr+d1Wlz1EDG4BtweQpkKb7zs7OYRNCzCPhZs+ezZqHkoZrYksSHR09oTzOs2f5sLWDptVqADAIHaaHiODtrYdW6weJJAoZGf1ITk7GvHnz7DIW9fIC/vQnI5YsobF7Nx8nT/LQ1xcKhqFBBjh8ffmYN4/G9OkleOedXwIYbJAnJ6bxoNfrIRKJwOPxhlTIzD0YaZpmPRgrKytB07TTK6/2QHp2Q0NDkZaWNmYhesstRpw+PSimp08fWuG1hdE4aKqdnU3j+ustjx1UeTm8/vEPUG1tYLy8QE+Zgtb+flQC4AEIAyD09YXvs8+iMSwMZ2bNAqz6BSmKwsqVK5GZmclujZH0G3uGEqztrMYq+hoaGvDiiy9a3Jaeno4HH3wQ7777rsXtNE1jyZIlQ7ZkCXl5eXjjjTcwb9489jZ+dTWmeHkhODsbza2tQ4QiqT7PnTsXHR0dQ48J3t4Aw4BXVjYh0QeAHXYzdwcgPa/kNa+oqGCngUdyG5hsGIbBxYsX0dc36BfqLusaDZqm8fTTT2PHjh04deoUkpOTAQw6TRw4cAB79+7F66+/joaGhkkf6Pjyyy9RWlo67OS8J3DFiD6FQoHS0lIEBwcjLy/P7pMQn88fd8/LWCGij6Zphw1s1NXVobu7G3l5eaOKEnfDZDKhsrISSqUS8+bNs9tHjkyNJSYmQqfTsVs0DQ0NbCTcWLcjaXqwR8vWBf3gVf7oj+PlBRiN3li16iasWzf2ygBFAYsW0Vi0iMalSxSefvoM5HIeaJoHb2895s7l489/Xoo33jgCIvgAIDU1dczPBQxWL0tLSxEYGIiMjIwRqxmk8hEZGckmh0gkEoveKPK6T9Y2DfnOx8bGIikpaVzfo5QUBk8+acDTT3uhtRWYNu0nKxZbaLXApUsUkpJovPCCwUKv8c6fh+BvfwMGBkAnJbEP1Ns3GI9HA+gBEBUXh0adDj7nz+PatjacvO46qH+8MODz+bjlllsQFxcHwHJrzGg0sgKwrKxs2Alsa9FnK8ljOBiGwf33329xTKQoClu2bIFMJhtygVxUVGRT8EVFReHZZ5/FHXfcMUSIUyoVQFHwDQhAaloaJGIxuru7hzwGj8dDfHw8+np7EWOVic54eQE2Bl7GQlNTE9ra2oZMeFv3vJKLzO7ubtTW1iIwMJCtAk5WQoU1RPD19vZ6lOBjGAYvvvgiPvvsMxw7dowVfAAwZcoU3H333bj77ruH2CNNBu3t7XjggQdw+PBhj3k9bXHZij7zLxpJgJgxY8aYtzYFAsGYYq8mAvHpMxqN7LDGRCLVyJbcggULPC6XkHjY8Xg8zJs3b9w+Yj4+PqwtCZnUI36AJBIuKirKYsLQFhQ1uM1qa6aHnERtvVc8Hg9+fr7w8/MHTVMwmSj4+9MYPMWPn2nTGOTn11rYXcTHx4PHw5CeqvGIPiKYYmJikJycPKbPoXnlNSkpaUhsk7kFT0BAgFNOir29vex3fiQLE3u49loaL79swHPPeaG1lYJAMGjV4+c3+LmgaUAuB3p7KfB4QF4ejeeeMyAu7idhRTU3Q/D3vwNyOZikJAu3bvMtUT6Ph+DgYAwYDOBFRiJGIsFVZ87g+NKl8A4Oxi9+8Yth7VUEAoHFUAKpRtXW1kKn07EWGTwez6IXbyyi75NPPsG3335rcdu9996L/Px87N+/3+J2hmFw4cKFIWu899578fjjjw/vq2nVtxAdE4Pw8HC0tLRApVJZfF4YhrFtN0XemHHAMAyamprQ3t6OvLy8UQeWzC8yzRMq7LE+cgaeLPhee+01/Otf/8KxY8dGNCd3xc5BSUkJJBIJ8vLy2NtMJhO+/fZbvPvuu9DpdG67zW/OZSv6gJ++vE1NTcjMzMQUq6tBe5is7V2GYeDj44O+vj6Ul5cjJiZm3DFZGo0GZWVl8PX19cgcVKVSibKyMnZLzlFfJOtJPXJwrqioYE8ew/XoUBQQGcmgtXWoQBk8RzEg07RGown+/n7w9fVl7VWAwbg2gYBBWJhjQu6tRSr5nFrHeY21n48IpsTERCQmJk5YlFmfFKVSKWuU6+PjYyG8HSEArWPVHMHChTQ++0yHo0f52LWLj/p6CjrdT2sNDGSwdKkJ69ebsHgxPaQNgL9/P6jOTtBpaRaCj6Zp9P1YkfL18bE40dF8PnrDwzG1sxMZSiWu//Of7T7Z2TLKJUks1gMh9oq+7u5uPPHEExa3xcfH4+mnn4bRaERVVZXFz+RyucVzLVu2DK+++uqon0fGz29QsJmNTQu8vDA7KQnnzp6FQDAY6UZSiXg2jg+UwTCsZcuIz80waGhoQGdnJ/Lz88ec6WqdUNHX1weZTMYKb9JrHBkZ6RQx5smC75133sE777yDI0eOuOVU7LJly4b0sd59991ISUnBo48+6hGCD7iMRR9pPu/r68OCBQvGbT46GaKPDGyEhIRg4cKFFjFZoaGhrJmrPV/g/v5+iEQiTJkyZYgzvifQ09ODCxcuOH3gxPwKnPhGSSQS1NXVQafTsdszUVFRrGhev96Et97yAk1bNvV7eXkhPDwcRqMRfD4fSqUK/v7+8PKyPPPL5YPbfllZzhF9pC2ATBoSxiL6SLRUamoqpk6d6pB1muPt7Y24uDjExcXZTKcYSXjbw3Cxao4gLAy46SYTfvYzEyoqKMhkg8LP35/B9OkMZs4c5n2VSMA7fRpMdDSsp0H6+/pA0zRCQ0IwOykJPKvPu9HLC37+/ljj7Q3jOE8q1nmpP/zwg8X2LDFBH63i/ac//WmIR+Dbb7+N8+fP489//jNuvPFGi+9rU1MTAGDGjBl4+eWXsXbtWru+z0xqKpiwMNgam543fz5okwlNzc3QabWYakvUG40ATYPOyBj1uSye18q0ezyxhObweDx22MxceJOKt6Mn3z1Z8G3duhWvvPIKDh06ZFFJcyeCgoKQYfWZCggIQERExJDb3ZnLVvSR0f5FixZNqIfI2aLPekLX/OCs1WrZfrS6ujp2Wyw6OtrmAYlEA82ePRsJCQlOW7Oz6OjoQE1NDVJSUhxWobEHa8d+lUoFiUSCtrY2VFdXs03a69ZNwb/+FQyVCrDe8REIvMAwg9vSQUFBQyoyJtNgRfC224w2+wLHgy3R19raOsTSwl7R19bWhoaGhknLErVOpyDbkUR4k+1IeyveLS0taG5udrpxLp8PZGczsExDGeH+338PSiYDbWObvbe3F7FTpmDatGk2T/pTpkxBhL8/qIoKUI2NYGbPnujyIRAILESfr68vm3BD07SF8Caf471796K4uNjicdauXYtPPvkEO3fuRF5e3pD1X7hwAc888wzuv//+MQkQJi4O9Pz54B85AtpGoz6Pz8fsEV4HSiwGM2UK6Kuusv85f4zhJK4OExV8Q9ZkJbyJ6TyZfB+0ABqsAI5nG5hhGNTU1Hik4Pvggw/w3HPPYf/+/ViwYIGrl3TZc9mKvoiICMyfP3/CV098Pt8p5sz2JGz4+vqyTdrkICEWi9HU1AQ/Pz/2hBkYGIjm5ma0tbUhKyvL4yJqGIZBY2Mj2tvbkZOT41Kne/OD88yZM9lIOIlEgv7+OmRk5OP776Ph6wt4ef0kuvR6HQwGA/z8/IYcsBlmsGgRGspg/XrHXUDY2t613tolwmkkyJZWR0fHpGcYE8yzmM37AC9duoSLFy+OOIFtXqHJy8sbd1XfWVD19WAEgiFVPmDw4nQ4wZeYmIjQsDCAYUB1dIBqaXGI6BsyOEFRSE9Pt4iFMx/A8fPzw4MPPmjxO35+fjh69CgrHjMzLRNfaJrGoUOHxn3xRl9/PfgnTgADA8BYPo9GI6j+fhjXrQPs/BwwDIPa2lpIpVLk5+dPaMLfXsxN58k2sFQqRU1NDfR6Pfu9jYyMHLVoQQRfT0+PR9iyEBiGwSeffIInn3wSe/bsweLFi129pDFz4sQJVy9hzFy2og+wP4ptJAQCgcMrfaQXhfS72DOwYX6QIDmpYrEY58+fZ4cIUlJSPC4L0mQyWcRijbWHxtlYR8KFhvbjt7/VoLPTG6GhGnh7C9j30s/Pf8gJlQg+gQDYvNkwxOR3Itiq9FkPcaSkpIz42bKO5HN0hWM8WFdFSMVbKpWioaEB/v7+FlnMFy9etCtWzWUoFIOj21Z0dHTYrOjweDwkJSXBj/wtFAVQFKgJxKWZY12FJhe1tjJqpVIpnnjiCXR1dVn8jrUZuXUrQGxs7ISq9XRODkzXXw/+/v2gvbzsM1k2mcBraACTnAzT2rV2PY/1lqgrBt7Mt4FJAo5MJmNbfIKCgtjqa2Bg4JBBFnPB5ykDewzD4IsvvsCf/vQn7Nq1C9ddd52rl3TFcFmLPkfg6O1d60i18fTckZzU0NBQaDQaGI1GBAcHo66uDnV1dWwFMDw83K17+jwxEi4/PxqffkrhnnsEaGkRwMtLB19fI3g8CgaD3qzJnIJWCwwMUPDzG7T9KCx07MWDtWCgaXpMQxxkwluv17v1629e8Ta3JSktLWXbIlJSUty3wuHlZXOSdEpMDLq6uiAwex8pikJaWhoENkQi44iJRZpGbHs7oi9dAt9ohNbXF9phBr38/f3R2dmJnTt3jviQYWFhQ4bFzK02xgWfD+O99wIqFfgnT4KJjgYTEWGzWgoAUCrBa20FM3MmDA8/DMTEjPoUxLjYnXzsiAdhUFAQZsyYAZ1Ox37em5ub4e3tzfYbh4WFoa6uzuMEHzBo5fPggw9i27ZtWLZsmauXc0Vx2Yo+Rw0AOFL0OTJhQ6FQQCQSWUy4kr4oiUSCixcvwmAwsFtirjTItYVKpUJZWRnbHOspk08AkJbG4KOPFHjsMSVKSyOhUgWBx6PB49GgaRNo2gSTSQBvbwoZGcD//Z8RN9wwMYsWW9iq9Nkr+ohRuUAgQH5+vlt9NkaC2JJERESwRuuhoaFoaGjAxYsX2RNiZGSk+0ytR0SA0ustOgCZH6fHFQoFQn80UVYolcjIyBgq+IzGwWrfRLKOe3sh+OwzCP75T9zU2mrxI5rHAy0Swfjb34JeuJCdLtbpdPjd73434sPyeDzccsstQ45lc+fOHf9aCQEBMP75z0BUFHjHjoFXUwMmMBBMaOhg6ZymQalUoHp6AD8/0PPmwXj//WBGiNUkMAyDqqoqDAwMuI3gs4WPj4/F4BPZBq6uroZerwdFUZg1a5ZHHT937dqFe++9F1988QVWr17t6uVccXjGkX6cWJuQjgc+n2+RjDFeHCn4iM1IYmIiZsyYwT6WeV/UnDlzoFAoWIPcyspKREREIDo6GpGRkeP2vXMExJZm6tSp4zbNdSUKhQKdnWV49tlIBASEYedOI/bs4aOnRwCjUQB/fxMyMgawaFELEhI6ERERjkuXHG9MbKvSZ8/kLkmpCAkJQXp6ultXg21hHquWl5fHXvAoFApIpVK0tLSgqqrKIiXBlVUQet488PftA9RqwN8fNE1DJpWCoihcd+21UCqV6Ovvx5zkZPjZEB+UWAwmJgb0OG0s+EVF8L7nnsFsOBvwaBrUjh0QbNsG09Kl0P33vzAFBuK2225DQ0PDsI+bnZ2Nd999F2fPnoVcLmdv9/LyglgsHncsnAV+fjDedx8ooRC8U6fAP3oUlEwGymQCeDwwfn4wFRbCdN11YNLTh68EmkHTNGv6np+f77YVbmv4fD4iIyPZFh6JRIIpU6ZALBajoaEBwcHB7OfdWf6XE2Xfvn349a9/jU8++QQFBQWuXs4VCcVMVBW5MXq9fsKiz2g04ujRo1i2bNm4KgdkYMMRkWoMw6C9vR0NDQ1IS0sbk++gUqlkBxIUCgXCwsLYvqjJvMrt6upCdXU15syZg/j4+El7XkdBLGWG87BjGAsbNnYgQSKRQC6XIzg4mN1+n+gJcfv27Whubmb/7ePjg8cff9ziPg0NDRbRe3K5HGVlZayljzueGEbC3lg1ywGcftYegww+TerfbTDA65FHQLW0wDR9OqRSKfh8PiIiIkCNJlIYBrzqahjvuAOmX/xizE/N//BD+PzhD2AoCpQdx0KGz4dq2jRcJxCgpLHR5n1iYmJw77334oEHHoBAIMDf/vY3i+NsXFwcUlJS0Nvba1cs3JjQ6UDJZIBGA3h7D1b9xjC4Q9M0KioqoFarkZeX59KL3/FgPXRCLmZI8pBUKkVvby98fHwstoHd4cLuyJEjuO222/D+++/j5z//uauXc8VyWVf6HAGppphMpjGLPuuBjYlGqtXW1rKO4GOdsDRvjCcnROLPRYQIuUJ0BgzDsDmWc+fO9bgJYwDo7OzExYsXR/Sws357R4uEI0JkPD5d1pU+6ynz0NBQiwuDnp4elJeXY+bMmRNOqXAFJCXEHsFqPoBjMBggk8kskljI6z5aEotD8PICfcMN4L3zDnpaW+EVEoKw8HC73m+qsxNMWBjoJUvG/LS8I0fgff/9g49j58UvZTLBt7UVrwO4HpamNN7e3vj5z3+O22+/HQsXLgSfz0ddXd2QC+uFCxdi5syZ7MCZVCqFSCQCRVGsEBmvDyN8fMCMdyKYptmUostJ8AGWyUMmkwm9vb2QSqWoqqqCyWRCREQEG5Poir/7xIkTuP3227F161bceuutk/78HD/Bib5RoCiKjUcbC44Y2CAYDAaLhvuJblVZT6TayqZ1ZEWETJX29PRg3rx5o8YauRtEsLa2tiI7O3vcE9LmB2YykCCRSHD+/PlxCRHrk6b1Z9R8cpdUWNPS0iwqf55CX18fRCLRuFJCvLy82JQE8xPiSL50jka+eDH69+3DlAsX4BsdPfTqwAZUdzcojQbGe+4BM2PG2J6QYeD95JPjWqsAwHUAVgA49ONts2fPxubNmzF9+nRMn56FvXu90dsLnDung0KRiWnT2hEe3g+KotgLCjJwFhMTA5qmWTsY4sNI0ikmI4+ZpmmUl5dDp9MhLy/Pffo97WQkwWcNn8+3MJ4nbQ/Ed5TYH0VGRk7KNvCpU6dwyy234K233sKdd97pcbsLlxuXtehzRE8fMHavPkf276nVaohEIvj5+WHevHkOPymZJySYC5Fz587B29sbUVFRiImJGffWDBGsBoMB8+fPd9uG6eEgwxEymWxI8PpEsM5J7e3thUQiYSPhIiMj2QGc4Soi1p8F63gt0s/X0tKCpqamCQlWV0Ji1ebMmYNpdjTpj4T1CdHcl66ystIpQkShUKCkvBzxv/0tfPbvB+/kycGBhClTMCSvDQCUSlCdnaC8vWG8806Y1q0b83Pyzp8HzyoWbSwYAPwBg6JvypQpeOutt9DbOw1ffpmKoiIB5PLBY4HBkA2GyQGfb8LMmU245ppG0DRvSGsdj8ez6cPY2dmJmpoap/ajmUwmlJeXw2AwXPaCzxqKohAcHIzg4GDMmjWLtT+SyWRobGyEj48P+7o7o+r9ww8/4Oabb8bLL7+MX/3qV5zgcwMua9HnKMbi1Wde4Zuo4CMDD7GxsZPSf2UuREhFRCKRsFszpBJlrxUMyQD28/PzqAlRArE00el0ThWsPB6P3XqxFQk33ACOrUEOc1JSUlBbW4vu7m7k5+e7nWmxPRBR4IxYNVtJLOYxWUSIDJeAYw/9/f0oKytjh66MqalgkpLAP3IEvKYmMBQ16EHH4wEmEyilcnASNTMTxvXrB1MlxvG9F7z3HhiBANQ4jeW9AKwBkADgvgcfwu7dc/H113EwGAA+n0FAAAMej4FKpQPDAEajAA0Ns9HcnIzWVuDf/9YjLMz2Y9tKp7DOY3aUEDGZTBCJRDCZTMjNzfVIwVdXVzcuwWcLc/sj8xhEUvU2N4We6Gt1/vx5/OxnP8Ozzz6L++67jxN8bsJlPchhMBiGnAjHw3fffYfk5ORRkw1I/54jKnykf8wdBh5ommatYCQSCUwmE3tQjoyMtFmJGhgYgEgkQkxMjEdmAOt0OpSVlcHLywtZWVkuOVkwDMNGwkml0kF7jx+zmKOionD69GmUlZWx9zcajXj++efZf7/11ltITU1Fbm6ue5oWjwKJVZs7d+6kp7QQfzSJRILe3l74+vqyAtDeqjfpoUxKShr6HdZowDt3DrzvvgMlFoPSagerf7NmwbRkid2TqMPhm5QEXmfnuH+f8HJGJirnHsbOnTEQCBj4+f2kQfV6PfR6vcX9vbwCoNPxkJlJo7hYN6YwDQAW2+9SqRQ0TVv0AY7le2gymVBWVgaGYZCTk+NxF51E8EkkEqcbRzMMA7lczr7uKpUKoaGh7Gs/1osekUiEtWvX4oknnsAjjzzCCT434rIWfUaj0SEee99//z1mzJgx7LTseBI2hsM8kiwrK8vttuPIwYEIQK1Wyx4YoqKiWLuGqqoqzJ49G/Hx8R73hVcqlSgrK0NYWNiIE6KTjVarZQVgX18fJBIJOjo62J9bi74vv/wSK1eu9MiG9fr6enR2diI3N9flFUpSEZFIJJDJZOxAAql627roEYvFqKysdFkPpV90NCiVakKPQQPYufSv2HRuMyv4zFGr1RYX1RRFISAgAEYjoFZTWLbMhM8/14+nUAnAthCx14bHaDSirKwMFEUhJyfHo3zsAEvBl5eXN+kXbRqNhjWF7u3thZ+fH3uRP1r1tbKyEmvWrMGDDz6IJ5980iXH/61bt2Lr1q1oaWkBAKSnp+Opp57ifAHBiT67OHv2LKZOnWqzn8iRAxsmkwmVlZVQKBTIyclxi0iskTCvREkkEiiVSvj5+UGj0SA1NXVCMUyuggwMxMfHY9asWW4rWA0GA44ePYrKykr2NpPJhOeeew7A4LBOV1eXx21nkaGf3t5e5Obmut13gFS9iRCxtf3e0dGB2tpaZGZmjro74Cz8pk4FNTAwocdgADwZsRXvaH+L4OChpwmlUmnxbz6fb2YhAhiNFHbv1mHePMcYk6vValaI9PX1sdPvUVFRCA4OZr+rBoMBZWVl4PP5yM7O5gTfBCFT2OS1Jz3HUVFRCA8Pt7iovHjxIlavXo3f/e532Lx5s8uOn3v27AGfz8fsH7OqP/74Y7z22msoKytDenq6S9bkLnhWvdtFDNfT5yj/PWBwO0kkEoHH42H+/PkeUZ0x781JTExEVVUVpFIpAgICcPHiRXR0dDjMk24y6O7uRlVVFZKTkyc8MOBsvLy8EBoaanGb+edv5syZ6O/vR0REhNtUKkfDZDKhoqICGo0G8+bNc8uhHx6Ph/DwcISHh2POnDnsRU97ezuqq6vh6+sLrVaL9PR0lwk+AGCioiYs+igAzcpo+NsQfCbTUCFnfoHh7T0o/D79lO8w0efv7z/EhofE8RHj4vDwcLS0tMDb2xtz5871WMEnFouRn5/vFsdN8yls8+Gn5uZm/N///R8uXbqEFStWIC8vD/fffz/uvvtuPPPMMy69YF6/fr3Fv1944QVs3boVP/zwAyf6XL0AZ+LMKDZHR6qVlZUhPDzcrbYT7YUMPGi1WixatAh+fn42PekcbQXjKBiGQWtrK5qampCVleXSk/VYsK7imb+ms2bNQk1NDQwGg8UksLtW/gwGA0QiERiGQX5+vtuu0xzrgYS6ujpcunQJQUFBqKqqQktLi81K1GRguukmUK+8AmoCPc1GSoBjvOWw1QpnMOiH3GbeM0dRgEDAYPduAZ56ygBH23Ka2/DQNI2+vj52S51hGERFRUEsFrs8fWgsuKPgs8Z6+CkiIgJFRUXYtWsXXn75Zbb39vvvv2e9HF2NyWTCtm3boFKpsGjRIlcvx+Vc1qLPUViLPkcObBA7ihkzZozZf8wd0Gq1KCsrg7e3N+bNm8eerM096czNcVtaWuDj48MKQIe49E8AYodADrSu7h8bCyM1pi9YsABXX30169HV3NzMWpKQQRB3iZ8yj1XLyspyixPFWCAn6+7ubixYsACBgYEwGAxsHyCpRBEBaO/0+0Qw3n03BK+8Mu7fZwAYGT5S+LWoR57Fz/R6PQwGg8X3lqKG/j3e3oPBGbW1PERGOj57msDj8RAUFIS6ujpERkZixowZ6OnpYauvxJfOmebzE4X0sbqz4LPFnDlzcNttt+GTTz7Br371K6xYsQL79u2DUCgERVFYs2YN1q9fj40bN076cb6iogKLFi2CVqtFYGAgduzYgbS0tEldgzvCiT47ID59JFKNCMCJRqqR6lJ6ejpiYmIcueRJQS6XQyQSITIyEikpKcOeyKzNccnJsKysDDwejxWAkx0XRLYTVSqVQ0yvJ5uRqmHEmNnco0utVkMikVhYkjg7iWU07I1Vc1dID2JfXx/mzZvHnqy9vLwsfBj7+voglUpRXV3NJiQ4yhrDFkxcHOiFC8E7cwbjOUJRAIwQ4Of6T/Hsj6LPaDRCLpdDp9PZ8KscugXM4w3GEioU41jAGNDr9SgpKUFAQAAyMjLA4/EQEhKCmTNnQqvVstvAjY2N7BQ2sYNxh4tsIviItZKnCD4A6OjowNq1a7FixQq899574PF4uPnmm2EymfDDDz9gz549+Oyzz3DjjTdO+tqSk5MhEonQ39+PoqIibNq0CSdPnrzihd9lPchB0zQMBsOEH6e+vh46nQ4pKSkOGdggJwqZTIacnByPqi4RiLfTRCqU5GRIBkFIOsJopsSOQK/Xs/6D2dnZHrGdaA7DMDh16hT+97//Wdy2efNmAEB1dTWmT58+7O+bZ3X29PTA39+fFYCTtRU5llg1d4TkuKpUKuTm5trVg0gSEsgUNplIdUYOtvcdd4C/cyfAMGMWfnRICPrkfOjgi+sjStCm8oZGowEwKGit12kwGBBmZcxnMgEqFYWvvtJh6VLnVPp0Oh1KSkoQFBSE9PT0EY/LRqOR9R6VyWQAYFF9dYWliycLvu7ubqxatQqLFi3Cf/7zH7ev0C9fvhyzZs3Ce++95+qluBSu0mcHPB6P9fyb6HauwWBAeXk5jEYjFixY4JbN6qPR1taG+vp6pKenD2tjYw88Hg8RERGIiIhASkrKEFNi0ovm6GoIqS4FBwcjPT3d7Q9W1pAt6d7eXovbSWQgMWAdCetIOOutSCJCnFV9nUismjtATH+NRiPy8/Pt7hszr77Onj0barXaIgc7MDCQfe0n2vvKKy8HExgISqUCQ9N2Cz8mMBAIDoZOScPfpMBU2beoxWL25yaTCQaDEQIBn12fteADAKMR4POB6Gjn1BW0Wi1KSkoQEhKC9PT0UV8rgUDA7iowDMNOYdfX10Or1bJpLJGRkZNyXGYYBg0NDeju7naLKd2xIJFIsG7dOuTn5+ODDz7wiGMowzDQ6XSuXobL4UTfKDAMg4CAADQ0NECtViMmJmbcDv0qlQoikQgBAQHIzs72WLPQrq4u5OXlDZkenQjWDcJKpZLtAayqqnJYL1p/fz9EIhGmTp2KpKQkjxQblZWVUCqVmDUrA8ePq6HV+oKmKXh7GyAQxCE5OXJMQs06I5VUXysrKy2yaYcz4h4rpErsiFg1V0AsQXg8HvLy8ib0Pfb39/8xz3Y69Ho9uxXZ3Nw8sWQKmgalVILx9gYTFASqpwfQ6cAAQ8QfuY3h8cCEhIDx94dcLofBBPBAIxgKq4emodfr4O0dBH9/v2EN8HU6CpmZNNLSHC/6tFotzp8/z3ppjvV7TFEUGwtHprDN01iCgoLY194Zg2dE8JFjqbv2Gtqip6cHBQUFSEtLw8cff+yW57EnnngCq1evRnx8PBQKBb788kucOHECBw8edPXSXM5lvb3LMMwQx/ixYD6wYZ5L29PTM+Zp1N7eXpSXl2PatGmYPXu2R4oNspWVk5MzqVelpBdNIpFALpcjJCSEfe3H0odHhMzs2bORkJDgxBU7B1Il7u72glg8F7t20aiulsNk4gNgQFGATFaP1NQubN1agOxseiKhDhb2DMSIm/SiRUVFjWsqkiTNZGRkeGQf62QNnVgnU5h7o9klvhkGvklJgF4PBASAYRho5HIINBp4GwygftzyZQCY+HzovL3hGxEBpUqFgYEB0DQNCjyEIgC34T3sxzUAfppYHi0fl2ztvvGGHnfeOXGvVHM0Gg1KSkoQHh6O1NRUhx9LzcV3T08PvLy82M+8Iyrfniz4+vr6sH79esTHx2Pbtm1uOxn9q1/9Ct988w26uroQEhKCrKwsPProo7jhhhtcvTSXw4m+YX7PfGDDOmHDaDSyJ0KZTAYfHx+2AmirH6qjowM1NTVISUnxSMNicw9BV/e/kcBwiUSCvr4+djuMVF+HOwG0t7ejvr7eKRmuk4FWq0VpaRm+/z4Ohw/PRm8vDz4+eqhULeDzTaAogKYpNDT0ICIiCdOmRWHpUhp/+pMBgYGOWYNSqWRfe+tIOHvEtytj1RyBRqOxaAuYrKETW+KbbEWOVPn2XbgQaGuDwc8PGq12cKripwcd/F/yfaEoKBQKC5cCLwB+8Mca7MH/kIqAAD8EBgaO+ncPDm9QiIhgcPasFkNmPiaAWq1GSUkJoqKikJyc7PSLZ1uxcBMZwiGCr7OzE/n5+R4l+AYGBlBQUIDIyEjs3LnTbab/OcYGJ/ps/I55wsZokWpkGlUsFkMmk1n0jYSEhKChoQEdHR0ee6Jz10gyYLDyRU6EPT098PX1ZV97Ir7NI72ys7MduiU9WSiVSpSWluH06TnYvz8BXl5AbCwDo9GApqYmi/s2NTX+mOYSi85OHhYvNuGFFwxw9LnFlvgmQ8tQRk8AAFcMSURBVDjWlW9youvo6HCLWLXxoFKpUFpayk6qu7JSb57HLJfLh5/Cfv558N98Expv75/EnTkUBaPRCJ1WC4PROOTHoQBaIMCy4DpoDNMRFDTYozcSRPD5+AAffaTDsmWOG+BQqVQoKSlh87wn+z2YSCwc+X1PFXwKhQIbNmyAv78/9uzZ43FOBxw/wYk+q/tPxHCZpmm2IV4qlcJoNILP52POnDmIjY11K8FkDz09Pbhw4QISEhIwc+ZMt96SNplM7Pa7TCZjfdFUKhU0Go1bRnrZA+lBbG1NwX/+Mx0+PkBMzOBX1mg0oqGh0eL+LS3NuPrqJQgMDIBGA7S18bBunRF//atx3Bmoo2Huw0gq30QABgcHo6amxm1j1exBLpejtLQUcXFxbteaYT6F3dvby1749PX1oWL3bvzyx0lFg1VFisfjQaVSQTfM8ZECECkQoOf++9G36QXccYcPmpsp8PmDGbzWhzKGGUzg0Oko+PsD77yjh1DouG1dlUqF8+fPIzY21m16cTUaDfvajxQLB/yUqd7R0eFxgk+lUmHjxo3g8XjYt2+fR62dYyiXtegDYPe0jiMTNohhMQAEBwdDJpOxLvHEjsTdBSDZkk5NTcXUqVNdvZwxQdM0pFIpm0hBplGjo6MRHh7uEZNmwE89iDNnJmHz5lmoraUwa9ZPX1eaplFXV2/xO+3tbVi+fDn7+e3vB5RKClu26JGa6vyvOtkOs77wSU5ORkxMjMe89oT+/n6UlZUhMTERM2bMcPVyRsRoNKKrqwsHDx5Ef38/AOBn27djTl0dtL6+YCgKoCgY9Hqo1OphH8fHxweRAgH4wcHQnj4NxMRALAZefdULxcUCqFSDIo/PH/w80fTgZ00gAK6+2oRHHjFi/nzHVfiUSiVKSkoQFxfntnnYxIxbKpVCJpOBx+NZ9AG2tLR4pODTaDS46aaboNfrceDAARv+jByehvuN3TgYssU3Eo5M2BgYGGANi1NTU8Hj8dieHLFYzAoRIgAdNRHpKMgWxKVLl5CTk+ORW9I6nQ6NjY0IDg5GZmYm64tmHUsWGRnplpNnAHDp0iXU1dUhPT0dLS2xaGigEBtr+Tm29Tn197fsawwJAcRi4PBhPlJTh27hORpSYQ0NDYVKpYLRaERYWBgaGxtRU1ODiIgIp9jwOAOZTIYLFy54zJRxbW0tDh06ZNGX982yZZjS3Y1guRxqb28MKJXD/r6XlxdCQ0LgZzSCoijon30W+HHYJiYGeOMNA554woDt2wXYs4cPiYSCwQCEhtJYsoTG7bcbkZzs2AsLhUKBkpISxMfHu/Vug7UZN7GDqampYQsPM2fOdPvPvDlarRa33XYbVCoVDh8+zAm+y4TLvtKn1+uHFX2jDWyMFbFYjKqqKsycORPTp0+3+VjEnFUsFrNN2c7yoxsrJpMJVVVVkMvlP/aFec4VKUEul6OsrAzR0dFDeq/MjXElEgnUajUrQsY7jepoGIZBU1MT2trakJ2djbCwMDz7rAD79gkwZ87Q6klNTa3FvzUaDXJysi1u6+6m4OsLfPKJDjbs1ByOTqdjo/lI6D3DMKwNj0QigUqlshhGcDe/SpLjmpaWhtjYWFcvZ0T0ej22b9+Ojo4Omz+P6uzEqo8+QqReDy0A6xqfQCBASHAwAry9QSmVgLc3DE8+CePvfuf0tY8E2VYn7SWehvkF9NSpU9Hf3w+FQmERC+fv7++WQlav1+OOO+5AV1cXjhw54pEX/xy2uWJFH8MwbHUPmJjgYxiGnUwcy3QowzBQqVSsACQnwpiYmEkXISShAgCys7PdQgCNFVKZsTclhDTEW0+jRkdHu0SEMAzDJrXk5uYi8Mex2xtv9EZ//9BKHzBU9AFASkqyxb91OqCzk8K77+qRne3crzsxviaGucO1MRBTYolEgoGBAQQHB7PVb1dfbHR0dKC2thaZmZmIiopy6VpG4+LFizhw4IBFdY9Aoh4/++wzTDMa8QKAGwB4A6AB0BQFL29v+Hp5gc8woAQCMLNnw/jnP8O0bt0k/yWWDAwMoLS0lP0uexrD9fDZ6sEkAjAkJMQt2n4MBgPuuusuNDU14ZtvvkFkZKSrl8ThQC570UeSNMwx798jKQbjhaZpVFdXo7e3F9nZ2ROaTFSr1awAVCgUTotnskalUqGsrMxjEyqAn3oQx1uZ0Wq1bB9aX18fgoKCLKxgnA3xQVSr1RaRXiYTUFDgA5MJiIoaXfT5+PhgxoxEq8cGmpsp/O1vBixa5Lzg+/HGqun1elYA9vb2ws/Pz2IQZDIrISQP292n7fV6PYqLi9He3m7z5waDATt27EB1dbXF7YkAfuXjg1+HhCCKxwNlMsHk54e+jAw0Ll4MeXY2oqZMcWoay2gQwUd2TDwNUq2/dOkS8vLy2Is3a4jzAxGBAFgvxoiICJe0nhiNRvz6179GVVUVjh8/7pH2Vhwjc8WJPkcObOj1epSXl4OmaWRnZzvUt4iIELFYzFZCiBegI8flPd002nw71FEnalsihAjAoKAgh79GBoPBospqvsXPMIBQ6A2tlmKndgk6nR7NzU0wz1gIDg7G1KmWotdgANrbKbz9tgH5+c4RfSRWbfr06ZgxY8a4XyPzSDjzKezo6GinihDyOWpvb0dOTg5CQkKc8jyOoKamBgcOHIDRhs0Kqe7997//HZI77uPjg3vuuQePPPLIYPWGYQCaZn1YaJq28KQzmUwWhtCTIULI4MysWbM80kAdABobG0cVfNaYezFKpVKo1epJb38wmUy49957ce7cOZw4ccLt2xo4xscVJfocKfiUSiVEIhGCgoKQkZHh1OoY2RIQi8WsJ9pE4uAIXV1dqK6uRnJyskc0qltD0zQuXryI3t5e5OTk2H2AHQtEhBAfRi8vL1YAhoaGTlgAajQalJWVwd/fH5mZmTY/R7/+tTdqaykkJlp+VbVaLVpaWgAMnr8ZhkFs7JQhOahyOSCXU/jXv/RISnL8191ZsWrmkXDmIoRMwDtKhJAsY4lEYrGt7m4YjUYUFxejtbXV5s8NBgN27tyJqqoqi9t5PB7uuOMOPPHEE6NmMhNsedI5W4T09fWhrKwMSUlJdq/T3RiP4LMFiYWTSqUYGBgY0QfTEdA0jfvvvx+nTp3C8ePHPfb15xidK0L0EbNlR03oEv+6+Pj4SbcQIIbEYrHYogoVExNj98HAvDqWlZWFiIiISVi5YzEajSgvL4fBYEB2dvakXAlb+zACsLCCGWsVatB0uZSd9B7uvfvySz7+9jcvzJ5Nj2iOq9cb4O09dBCosZFCdjaNf/zD4HCvvsmKVSMihLz2Go3GIo95vD2opD2jv78feXl5bms6W19fj7179w5b3Wtra8Nnn302pLpXUFCAp556CqmpqRN6fuseTJJNO1oSjr309vZCJBIhOTnZI1OLAMcJPmucHQtH0zQefvhhHD58GMePH/fIHkoO+7kiRJ95tW+iE7rt7e2oq6tzC/86kgdMqlCjxcEBP53k+vr6kJ2d7ZFj+MQH0cfHB1lZWS7pfTG3ZZBIJDAajWOqQo1lO1QsBu66ywcMY7uvbyQMBqClhcJTTxmxZo1jM1BbWlrQ1NSE7OzsSe9/s06lGE8eM03TuHDhAtRqNfLy8twyVspoNGLnzp1obm4e9ue7d+/GhQsXLG5fsmQJnn32WcyfP9/hayIihCThmJtxj2cYoaenB+Xl5UhJSXH5MXW8OEvwWWO9BU+OO+ONhaNpGo8//jh27tyJEydOYNasWU5aOYe7cFmLPoZh8Prrr2PZsmVISkqa0BYswzCoq6tDV1cX5s6dO2QLzdWQpmByIiSGxDExMew2pMFgQHl5OYxGI3JyctzyJDcaJBaOhK27w7Sb+VaYRCKBRqOxsIKxPhATa5+xbIe++qoA27bxMXMmA3uLWgwDNDVRmDqVwYcf6h2WgWoeq+YO/W8kEo5MRAYEBLACcLjqN6kUk++CO06rNzY2Ys+ePUOqd8Dge3Dp0iV8+umnFqlDWVlZePbZZy0Mup2JtRk3AIuLn9GOuaQ1IDU11WN7yCZL8FlDLKjIZ1+pVCI0NNTCDmYkaJrGU089hS+//BInTpzAnDlzJmnllrz00ksoLi5GTU0N/Pz8cNVVV+GVV15BcnLy6L/MMWYua9E3MDCAO+64A0eOHMGsWbMgFAqxYcOGMYsFo9GIiooKaDQaZGdnj/plcjXkalAsFkMqlYKiKISFhaG/vx9BQUHIysryyAldMnTi7rFwSqWS3YJXKpUWU9hSqRT19fVjtgPp6QEefdQL5eV8zJxJjyr8GAZobaXg5wc895wBCxY4ZoDDvI/SHWPVSCQcSUaw1YNpMBhQVlYGPp+PuXPnup1Bt9FoxK5du4bkKpv/fO/evezwDzBo/PvUU0+xcVmugAwjEAGo1WpH3IKXSqW4cOEC0tPTMWXKFJeseaKQNpn8/HyX94JqNBr2s9/b2wt/f38LOxhrz9Lnn38e//nPf3D8+HGkpaW5bN2rVq3Crbfeinnz5sFoNOLJJ59ERUUFqqur3e74cjlwWYs+Qn9/P/bs2YPi4mIcOnQI06ZNYwVgVlbWiAdJjUYDkUgEb29vZGVleZSjOjB4kr506RLq6+vZre2oqCjExMR4VCQZGTpJSUnxqJ4fks8pFovR398PiqIQFxeHhISEMR/QOjooPPOMACIRDyEhg1u91nqFYQaj1yQSHiIjGfzpTwYsXeoYwTecrYy7YqsKFR4ezjbGu+PFT3NzM3bt2jVsda+jowOffvopm/IQHR2NJ554Aps2bXKraiXxICVVKLIFT0SISqVCRUWF03tBnYk7CT5rrKfgW1pacOTIEaxfvx5r167F1q1b8Y9//APHjh1DVlaWq5drgVQqRXR0NE6ePIlrrrnG1cu57LgiRJ85CoUC+/fvR1FREQ4cOIDIyEgIhUIUFhYiPz/fQgAeP34cVVVVWLZsGZKTk91iK3GskK3E2bNnIz4+nr0SF4vFbCRZTEyMy3yhRsPc+DorK8sjjUJJdaynpwfTpk3DwMAAenp67NqGtKa3F/j8cwEOH+ZDIhkMvifay2gEtFogOBjIz6dx221GZGU55uttNBohEolA0zRycnI87uKHYRiIxWJcvHiRNWt3eiScXg8MDAwq8eDgn94oGxiNRuzZswcNDQ3D/vzAgQMoKSkBAAQGBuKRRx7Bfffd5xHVEHNT4p6eHjAMg+joaEyfPn1IFcoTcGfBZw1N0xCJRNi6dSuOHTsGqVQKHo+HRx99FH/4wx/cTnQ3NDQgKSmJvSjgcCxXnOgzR61W4+DBgygqKsK+ffsQHByMgoICCIVCVFVV4fHHH8fjjz+Ohx9+2OMOSsSvq6mpyeZWonkkmVgshlarHbEPzRXQNM1aaeTk5EzI+NpVmEwmXLhwAVqtFjk5OWx1jAzhkCtxb29vtgJrz0mwvx84eZKPkyd56OmhYDQO6orsbBo33GDCzJmO+1rbilXzNFQqFUpKShAVFYXk5GSLQRDrLfgJVTBNJvC++w6CL74A75tvQP04bcvweKDnz4fpjjtguuEGmO/Pt7S0YNeuXRa9eQSGYdDV1YVPPvkEWq0WXl5euPPOO/HMM8945NR9V1cXqqqqMH36dFYI8ng8tgLoCbsPRPDl5eV51CAcwzD4xz/+geeeew533nknysrKcO7cOcyfPx8FBQUoKCgY0UVgstYoFArR19eHU6dOuWwdlzNXtOgzR6vV4siRI9i+fTu+/vpr6HQ6LF26FI888ggWL17sllWw4aBpGjU1NZBKpXaLJZKLKhaLWU8uUoVyxbYREUuDWbI5bmulMRJ6vd6id2w4IW29DWm+Be+qVASCRqNBSUnJqLFq7gzJcJ02bZpNiyWyBS+RSNi+VyIAx1LF4Z05A68nnwSvoQEwmcB4e4PdfzeZQOl0AEWBmTYNhieegGH9euzZswd1dXU2H89kMuHgwYM4d+4ceDweli1bhr/85S/Iz88f92vhSjo7O1FTU4O5c+eygpVMwZPPvsFgcH4FdgI0NzejtbXVIwXf+++/j6eeegr79+/H4sWLAQDd3d3Yt28fdu/ejSNHjmD37t1Yvny5y9b5+9//Hvv27cN3333nkd6xngAn+szQarX41a9+he+++w6PPfYYSktLsWvXLgDA2rVrsWHDBlxzzTVu1TtjjcFgQEVFBXQ6nUVlaSyo1Wo2k1Yul096Jq1Op4NIJBpVLLkzGo0GpaWlCAwMHJN5t/lJUCKRwGQysXYY9kxDOhISqxYTE4Pk5GSPq3YDP1nj2Jvham1H4uvrywrAkSqw/L174fV//wdKqQQTFDRYybN1X4MBlFwOE5+Pb66+Gj/k5tp8vK6uLnz66adQq9VYtWoVCgoKsGLFCo+dcCV5xuaCzxqGYdiLT/MKLKkCuvrCz5MF3yeffII///nP2LNnD6677jqb91Or1fDy8nLZ8fb+++/Hzp078e2332LGjBkuWcOVACf6fkQsFmPDhg2gaRq7du1i+xyMRiO+/fZbbN++HTt37oRWq8XatWtRWFiIpUuXulUzOxk6caR/na04OGIF44yDMMkB9uTKkqPEkrkhsUQigVarZT25nL0F76hYNVcik8lw4cKFcSeFmEwmdhqSbEOSix/zCizvzBl4b9oESq0GExZmW+yZoVIqwVMoAIrCgTVrUGXWt2QymXDo0CGcPXsW11xzDR588EEIBAJkZmZ6bA7qpUuXUFdXN2Y/R1KBJXnYpAc2KirKKXGII+HJgu/zzz/H//3f/2HXrl1YtmyZq5c0BIZhcP/992PHjh04ceIEkpKSXL2kyxpO9GGwupKXl4eUlBT85z//GVbMmEwmnD59GkVFRdixYwcGBgawevVqFBYWYvny5S61cpHL5SgrK0NUVBRSUlKcIpZIDw7JpA0MDGQFoCOayfv7+yESiRAXF+eROcDAT7YyiYmJSExMdNjfQKYhiQBUKpVsLFZ0dLRDPReJd5onx2GJxWJUVlY6zA6ERMKRzz8bCRcRgfjbbgO/thZMRMSIgs9oNEKpVJLMPPhqtdD6+eG93/4Wel9fiMVifPLJJ5g9ezaeffZZpKamora21mMHmACgra0NjY2NyMnJQWho6Lgfx5YVjyNTKUbCUwUfAGzbtg2///3vsW3bNqxevdrVy7HJfffdh88//xy7du2y8OYLCQlxeXX3coQTfT/S0NAwpkg1mqZx9uxZbN++HTt27IBYLMbKlSshFAqxatWqSZ3okkgkqKysxMyZMzF9+vRJEUskDo5sg40nDs4cMmXsyUKju7sbVVVVk5LWotFoWAFoXoGNjo6e0MXHZMWqOROylThWL0R7MTfjNhw+jMxnnwXt5weery/4fL7Nz75SqYTRyoaFomn4arU4sGoVXv/xvXzqqafws5/9DB0dHaivr3dJ2omjIINkExV81pinUkgkEtA07ZRMZsCzBd/OnTvxm9/8Bl988QUKCgpcvZxhGe5c8eGHH+Kuu+6a3MVcAXCizwHQNI2ysjJs374dxcXFaG9vx/LlyyEUCrFmzZphI9EcQVtbGxoaGpCenu6yk7StSVQiAO3528nfkJGR4bFbWORvcEVVxroCOx4rGGDwJN3Y2Dhi35W7Q+x9srOzJyU1x/u3vwVv924Yg4NhMsv25vP54PP5MJpMUCmVw/6+r0qFCzwezr78MjbddRe8vLzYv8HRYmkyIX9Dbm6uUxNbrNNw1Go1WwGf6CR2S0sLWlpaPFLw7d27F3fffTc++eQTbNy40dXL4XAjONHnYBiGQWVlJbZt24YdO3agrq4O119/PYRCIdatW4ewsDCHCECGYVBbW4vu7m5kZ2e7zclhuDg40gdl7QpPou3cIc5rPLhbJBnZBiMCnOQxjzSI4G5/w3hgGIaNw8rNzZ0cex+9Hr7p6YMBxz+KAoZhYDKZYDQaoVarwRvmu85gsF82SCBAoI8PdMePg54xA01NTWhvb5+8v8EJEEsTV/wNZAhNKpViYGDAYhI7ICDA7mOvJwu+Q4cO4c4778T777+PW2+91dXL4XAzONHnRBiGQU1NDbsFXFlZiWuuuQaFhYVYt24doqKixiUAPSUWjmzDkG1IYkVCgtmrq6uhUCiQm5vrtn/DSNA0jerqavT39yMnJ8ftTHJtCXDy+pM+KGLv09PT45axavZALoAkEglyc3Mnr7VCIoHfggVg+HzAqveor68Pw32zTfRgQkpYaCh4NA1KpYJ2507UBQejs7Nz0jNcHQXDMKxodQexpNfrLQyhfXx8WAFIIvlsQQSfJwrv48eP45ZbbsGWLVtw5513emRfNIdz4UTfJEEqEUVFRSguLkZpaSmuuuoqCIVCFBQUIDY21q4vqFarhUgkgkAg8Cg7E3MrEpIGIhAIMGfOHMTExLi9Ias1RqMRFy5cgF6vR05OjkMHKZwBGUQgApz0QWk0GhgMBuTl5bnVJLq9mAvvvLy8yW38Fovht3ChTdGn1Wqh1WgsbmMwKMR9f+z94/P54NM0+BoN6t5+Gy1RUcjLy/NY4d3Y2IiOjg63FK3kAoiIQADsFrC5FZInC75Tp07hxhtvxFtvvYVf/vKXnODjsAkn+lwAwzBoa2tjBeD//vc/1hVdKBQiPj7e5he2r68PlZWVCAsLQ1pamkfamRCzX19fXwQFBUEqlUKv17ON2JGRkW5vhE0SKry8vDB37ly3X681DMOgt7cXVVVVbMar+evvKRcSJAtYo9EgNzd38oW3Vju4vUvTgA2RY17tYxgG/gEB7BppmobJZAKjVoMyGHD6lVcQe+21mDp1qse8/gSGYVBfX4+uri7k5+e7vWhlGAb9/f1sH6BOp0NERAQoikJPTw/y8/M9TvB9//332LBhA15++WXce++9nODjGBZO9LkYhmHQ2dmJ4uJiFBcX47vvvkNOTg6EQiGEQiHrkVZcXIzHHnsM27dvR2Zmpkd+qQcGBiASiSz868zj4CQSCTQajdvFwZmjVqtRWlrq0T6Cer0epaWl8Pb2RlZWlsUksDuksdiD0WhEeXk5TCaTS7OAvX/+c/BPnhy0a7HCZDJBLpfDy8tr2MoXLZFAPWUKmr78Er0DAxaGxJNlhj4RSF+uWCz2yColsUKqq6tDT08PACA0NJR9/T2h7eT8+fMoKCjA5s2b8cc//tEjzw0ckwcn+twIEgq/c+dOFBcX48SJE0hPT0dUVBROnjyJF198Effee6+rlzkuiPfbrFmzkJCQMOyBiTjym3vRuYsAIV6IsbGxSEpK8siD62ixatZpLCEhIezr7y6eWQaDwSLezpWVVv7evfD+7W8HUzjGKDx1Gg0EcjkMTz0F/OEPAGxHwhEBMpZBhMmA9FJKpVLk5eV5hECyBbGWycvLg7e3NzsI1dvbC39/f/YC1JkuDONFJBJh7dq1eOKJJ/DII4+43fo43A9O9LkpDMNAJpPhF7/4Bb755hswDIPk5GQIhUJs2LDB5cHYY+HSpUuora0ds1Guq+PgzOnp6UF5eTlmzpxpV5yXO6JUKlFSUmJ3UohWq2UFSF9fH2vG7UoBotPpUFpaCj8/P2RmZrq+F1Svh+/ixaA6OsCEh4+axgEAYBjo9HrwFQoIAgOhPX0asGFVZCsSznwQypXff4ZhcPHiRXY71F0uCMaKueCz3tI1Go3sIJRMJgOPx2Nf//DwcJdX+SsrK7F69Wo89NBDeOKJJzzmfMDhWjjR56ZoNBps2rQJpaWl2LdvH2JiYrB7924UFxfj8OHDiI+Ph1AoRGFhIbKyslx+ALIFae5ub2+fsG8aiYMjFRBHmRHbQ1dXF6qrq5GWluax2af9/f0oKysbd6yatRk3yaSNjo6etAoIqVKGhoa6VU8rf9cueP/xj2AYBggOHln4/Sj4eGo1vBkGhsceg/H++0d9DutJbFcKEIZhUF1djb6+PuTn57v9FvRwEMFnj5egeSKLVCqFwWBgIxFd0Qd78eJFrF69Gr/73e+wefNmTvBx2A0n+twQiUQCoVAIHo+HXbt2DTH7VSgU2LdvH4qKinDgwAFER0ejoKAAGzZsQF5enlucDMlUZV9fH3Jychw6zafX61kBaB4HR8yIHQXDMGhtbUVzczOysrI81rDY0bFqJJOWVEAEAgErQEJDQ53y+VMqlSgtLUV0dPSE8oydheBf/4LXCy8ARiOYkBDARgWSYRjoNRrwNRp4URSMd90Fw/PP21cdNMN8El4qlcJoNLJ9sM4ehGIYBlVVVRgYGPDYiW9gbILPGtKHTASgeR9mVFSU06uedXV1WL16NTZt2oQXX3zRLY73HJ4DJ/rckIMHD+LTTz/FBx98MOpBVaVS4eDBgygqKsK+ffsQEhKCgoICFBYWYsGCBS7Z/jIYDLhw4QIMBoPT7UyGi4OLjo6eUCg7aVDv7u5GTk6Ox03zEUiV0lEZtNaYezFKpVIwDGNRgXLE508ul6O0tBTTpk0bU1TiZMPftg1emzeD6u0FKAqMnx/wowBjTCbQcjkoALzgYBj/+EcY//CHMQs+a8wHoaRSqcUgTlRUlEO/ezRNo6qqCgqFAnl5eW5vUzQcJA/YUWkhpA9TKpWybRDkOzCeSMqRaGpqwqpVq3DTTTfhjTfe4AQfx5jhRN9lhEajwZEjR1BcXIzdu3fD19cX69evx4YNG3DVVVdNSsO7VqtFWVkZfHx8kJWVNalN9sPFwY21B4qmaVRWVkIul3uscTQw+bFqxAqDVGHJFthEKlB9fX0QiUSYMWOGZ/RSyuXg79oFwaefgldXB5hMYBgGRpqGfsoUeP3mNzBt3Gizh88RqFQq9iJILpc7rA2CfCdUKpVr7HEchKMFnzXmiTg9PT3w8vJyWBW8tbUVq1atwrp16/D3v/+dE3wc44ITfZcper0ex44dQ1FREXbu3AmKorBu3Tps2LABS5YsccokrEKhQFlZGSIjI5GSkuLSg9JY4uDMIVYgRqMROTk5Lp8YHg/mkWSuilWzZcVjXoGy53WVyWS4cOEC5syZg2nTpk3Cqh0Iw4Bqboauuxs1Fy/CPzYWs1asADWJF0G2MpmJABlLFZymaVRUVECtVrMTrp6IswWfNSaTCb29vWwVkKZpC0PosVwEdXR0YOXKlVi+fDn++c9/coKPY9xwou8KwGg04uTJk9i+fTt27twJnU6HdevWQSgU4vrrr3fIVXtPTw8uXLgw7kEBZ0KasMViMSQSCQCwAtC8CZ5MhrqiSukozKcq3SlWTaVSsQJQoVCMOond3d2Nqqoqp21LTwZqtRolJSXsRZArvxPWVXB7K1A0TaO8vBw6nQ65ubmc4BsnDMNALpezF6FqtRoRERGsCBzpGNzd3Y2VK1di8eLF+OCDD1w6sf7tt9/itddeQ0lJCbq6urBjxw4UFha6bD0cY4cTfVcYJpMJp0+fZvOAFQoFVq9eDaFQiOXLl49rC6izsxMXL15Eamoqpk6d6oRVOw6GYSziyEwmE6KiohASEoLm5maEh4e71WToWCAVGbIF565N9taT2EFBQRZWMJcuXUJdXR2ysrKGDDF5CsQexx09HW31YZJtePNIMpPJhPLychgMBuTm5rqdUbq9uFrw2YJsw0ulUgwMDCA4OBhRUVEICwtDcHAwe/yRSCRYvXo1cnNz8fHHH7v8QvTAgQM4ffo0cnNzsXHjRk70eSCc6LuCoWka//vf/1gBKJVKsWLFChQWFmLlypWjTsIyDIPm5ma0trZ65HQrufpua2tDd3c3KIpCVFQUYmJiPCIOzhzzhIrs7GyPqcjo9XqLLUiBQACDwYCUlBTExcW5lViyF4VCgZKSEsTHx2PmzJlu/TcwDIOBgQFWhJNIssjISHR1dYFhGJcmnkyU9vZ2NDQ0uJXgs8b8O/DBBx/g8OHDWLZsGZYvX46XX34Zqamp+OKLL9zuPaAoihN9Hggn+jgADArA0tJSbN++HcXFxbh06RKWL1+OwsJCrF69eogXm16vx8GDBxEaGoqcnBwEBQW5cPXjxzwpJDw8nN0Cdvc4OHOsY9U8SawSSH7rpUuXEBoaiv7+fnh5ebEVwNDQULcWT4SBgQGUlpYiMTERM2bMcPVyxgSJJBOLxWhtbYXJZEJoaChiYmImxYrE0RDBl5OTg9DQUFcvxy7kcjnrx3rkyBEIBALcdttt2LBhA2644Qa3eg840eeZcKKPYwhkUo8IwIaGBlx//fUQCoVYu3YtKIrCjTfeCIVCgZMnT7rVgWgsdHR0oKamBhkZGYiJibH4GTn5WcfBOdoGY6JoNBqUlpYiKCgIGRkZHrktTeK8JBIJm99KmuDJFiRguw/Tnejt7YVIJMLs2bORkJDg6uWMC6PRiLKyMlAUhZSUFHYQwV0SWezFEwUfYWBgAAUFBYiIiMAjjzyCAwcOYOfOneju7saKFSsgFAqxceNGl19oc6LPM7niRZ9Op8OCBQtQXl6OsrIyZGdnu3pJbgXDMKipqWEFYGVlJXx8fBAREYFdu3a5Xb+SPTAMg5aWFrS0tGDu3LkIDw8f8f4ajYYVgCSPNiYmxiVxcOa4u2GxPRAT7/7+fuTl5dm8gLBlRmzeg+YOlU0yaZycnIy4uDhXL2dcGI1GlJaWgs/nIzs722JggPhhSqVSyGQy+Pj4jMsOaTLwZMGnUChQWFiIwMBA7N69m/0+EFPsXbt2YefOndi+fTumT5/u0rVyos8zueJF3wMPPID6+nocOHCAE32jcPHiRaxYsQKRkZHg8Xi4cOECFi9eDKFQiIKCAkyZMsWtDv62ICJWIpEgNzd3zFfLroyDM4fEqiUkJLh939hwmEwmVFRUQKPR2O39Zj4FKZFIoNVqXb4NL5FIUFFR4dExfQaDAaWlpfDy8sLcuXNHnBAldkhEBJJeWGJF4soqrCcLPpVKhY0bN4LH42Hfvn1uM3k/HJzo80yuaNF34MABPPTQQygqKkJ6ejon+kbg1KlTEAqFuPfee/H8888DGDQLLSoqQnFxMc6ePYsFCxagoKAAQqEQ06ZNczshYjKZUFlZCaVSidzc3AlvS1vHwQUEBLAVQEfGwVlDqkqOilVzBeaDJxMZFFAqlZBKpRCLxWwcFhGAk1GFJdYymZmZiHaS4bKzMRgMKCkpYa2KxmIJQqqwZBDB3JA7IiJiUkX4pUuXUF9f75GCT6PR4KabboJer8eBAwdcvnVrD5zo80yuWNEnFouRl5eHnTt3IjIyEjNmzOBE3zAUFxfjzjvvxJtvvol77rlnyM8ZhkFHRweKi4tRXFyM06dPIycnB4WFhRAKhUhMTHS5ADQYDBCJRGAYxinTrcSJXywWOzQOzhpnx6pNBgaDAWVlZeDz+Zg7d67DtmdJHJZYLGZtMJxZhe3o6EBtba1HW8uQISBfX19kZWVNqEpnnkkrkUicGglnjScLPq1Wi5///OcYGBjAoUOH3HbKGBi8yGpoaAAA5OTk4G9/+xuWLl2K8PBwj+1jvdK4IkUfwzBYs2YNFi9ejL/85S9oaWnhRN8InD59Gn19fVi3bt2o92UYBmKxGDt27EBxcTFOnjyJ9PR0VgC6ogeQRMORE5uzzU2NRiN6enogFotZI1xSAZxI/1NbWxsaGhomLVbNGRADbD8/P2RmZjrtvSBVWKlUip6eHgQEBLAC0BF5qO3t7aivr0d2dvaoPaHuil6vR0lJCfz9/ZGZmenwbVm1Ws2+B+YiPCoqyqFbl54s+PR6Pe644w50dXXh6NGjCAsLc/WSRuTEiRNYunTpkNs3bdqEjz76aPIXxDFmLivR98wzz2Dz5s0j3ufcuXM4c+YMvvrqK3z77bfg8/mc6HMSDMOgp6cHu3btQlFREb755hvMmTMHQqEQhYWFSE1NdboAVCqVKCsrQ0REhEui4cgUqlgsHhIHZ28WpzvEqjkCjUaDkpIShIaGTqoBNqnCkiGE8WYyE1paWtDc3OyRIoOg0+lQUlKCwMDASZn6JpFwRIT7+/uzAtDaDmosECPv3Nxcj3svDAYDNm3ahObmZhw7dsxjL+Q4PIvLSvTJZDLIZLIR75OYmIhbb70Ve/bssTjQmEwm8Pl83H777fj444+dvdQrDmICu3v3bhQVFeHw4cOYPn06KwCdUWlwt2EH8zg4koRAzKCHsyEhsWoymQy5ublO7RV0Ju4yaWxtBUNRlEUm80ifQYZh0NTUhPb2duTm5iI4OHgSV+44tFotSkpKEBIS4pL0GVIJJ5Fw5EKIJFLYux4i+HJycty+QmaN0WjEr3/9a1RVVeH48eMe2w/K4XlcVqLPXtra2iCXy9l/d3Z2YuXKldi+fTsWLFjgeeHuHohcLse+fftQVFSEgwcPIiYmBgUFBdiwYQNyc3MnfCKSSCSorKx022EHhmFYGxKJRAKj0chmoZIoLE+JVRuNgYEBlJWVYdq0aZg1a5bLxTfB3ArGPJLPOo4M+Mk8uqurC3l5eR4rvrVaLc6fP4+wsDCkpaW5/L0gF0LkPaBpmp0EjoyMHHb735MFn8lkwr333ovz58/jxIkTHtuby+GZXJGizxpue9e1qFQqHDhwAEVFRdi/fz9CQ0NRUFCAwsJCzJ8/f8x9X+SEkJGR4RFX0OY2JGKxmI3CUqvV4PF4Hh1039vbi/LycsycOdPlvmIjYes9MJ9CbWpqglQqRW5urttbaQwH2V4PDw+flNaKsUJ2A8ggCLHjISKQfAfIAI2nCr77778f3333HU6cOMEVGDgmHU70gRN97oRGo8Hhw4dRXFyMPXv2wM/PD+vXr0dhYSGuuuqqESc9yfZbW1sbsrOzPe6EAAz+DX19faioqIDJZALDMAgPD2ejsNw5Ds4aEnHnaYbFJI6MCEClUgkej4cZM2YgLi7OrRJZ7EWtVqOkpASRkZFISUlxO8FnC2LHI5FIoFAoEBoaCm9vb1Z8e9r3m6ZpPPTQQzhy5AiOHz+OxMREVy+J4wqEE30cboter8fRo0dRXFyMXbt2gaIoVgBec801FgJIr9fjnXfewbx58zx6+806Vk2j0ViIj7CwMFYAurP4IP51tiLuPAUSRyiXyzFlyhT09fVhYGAAISEh7DbwZBpyjxe1Wo3z588jJiYGc+bM8QjBZ41Wq0V9fT26u7tBURQCAwPZ98AR09jOhqZpPPbYY9i9ezeOHz+OWbNmuXpJHFconOjj8AgMBgO+/fZbbNu2Dbt27YJer8e6desgFAqRn5+P22+/He3t7Th27JjH9siQYYeoqCib1RhzAehOcXDWkO11T/avo2kaFy5cgEajQV5eHru1SKZQzQ25o6OjERMT45Z5tCqVCufPn0dsbKxHRiYSzLd0AwMDIZPJ2EEQHx8fVgCGhoa63d9I0zSeeuopfPnllzhx4gTmzJnj6iVxXMFwos9NKCgogEgkgkQiQVhYGJYvX45XXnkFU6dOdfXS3A6TyYTvvvuOzQPu7u5GcHAwXnnlFWzcuHHCSRuuYKyTxlqtlhUffX19CAoKYsWHK6tPxM7EU7fXgcHPV3l5OQwGA3Jzc4fdUidWMObig1Rh3SGPVqlUoqSkBFOnTsXs2bNdvp7x0tnZiZqaGpueiNbT2ABYARgeHu50T87RYBgGzz//PP7zn//g+PHjSEtLc+l6ODg40ecmvPnmm1i0aBFiY2PR0dGBRx55BABw5swZF6/MfWlra8OqVasQFRWFrKws7Nu3D1KpFCtXrkRhYSFWrlzpEU33E41V0+v1rAA0NyKezOoTwzBoaGhAR0eHR9uZGI1GlJWVARhMHLA3LYTk0RLxMV4bEkehUChQUlKC+Ph4t7ArGi8jCT5raJrGwMAAOwlMIuHIJPBk98MyDINXX30VW7ZswbFjx5CZmTmpz8/BYQtO9Lkpu3fvRmFhIXQ6nUc1708WFRUVWLVqFYRCIf7+97+zFiclJSXYvn07duzYgY6ODixfvhyFhYVYvXq1WwoRR8eqWVeffH19WQHoyDg4cxiGQU1NDaRSKfLy8jxCaNuCxMMJBALMnTt33FUiaxsShmEsJoGdXX0igo9UjT2VsQg+axiGgVKpZN8DEglHJoGd3Q7BMAzefvttvP766zh69Chyc3Od+nwcHPbCiT43pLe3F/feey86Ojrw3XffuXo5bodIJMLSpUvxyCOP4IknnrApZEhPVlFREYqLi9HY2Ihly5ZBKBRi7dq1btH74+xYNZPJxApAqVQKLy8vVgA6avuRpmlUVVVBLpcjNzfXI7fWAcdm0JpDbEiI+NDr9YiIiEB0dLRTqk9yuRwlJSVITEzEjBkzHPrYk8lEBJ8t1Go1Ww0nkXBkG9jRFykMw2DLli148cUXcejQIcyfP9+hj8/BMRE40edGPProo3j33XehVquxcOFC7N27l4vmsYFarcbhw4dRWFho1/1JqgXpAayursZ1110HoVCIdevWITIyclIFoCti1cx7nyQSCXg8HisA7Y2Ds/WYFRUV0Gg0yM3Ndetp4pHQarUoLS11eiTZcNUnkggyUS/GgYEBlJaWur0n4mg4WvBZY94O0dvbCz8/P1YATiQSDhh8j99//3089dRTOHDgAK666ioHrpyDY+Jwos+J2JsFnJ+fD2Cwt6u3txetra3YvHkzQkJCsHfvXpdXpC4nSO8ZEYAikQhXX301hEIhCgoKEBMT49TX23wr1FWxara2H82TKOwRPUajESKRCDRNIycnx2NbEIhhsSsSKtRqNfsekGlsIgDHWjElg0CzZs1CQkKCk1bsfJwt+KyxFQlHvgtj7cVkGAYff/wxHnvsMezZswfXXnutE1duH1u2bMFrr72Grq4upKen46233sKSJUtcvSwOF8KJPidibxawrf6SS5cuIT4+HmfOnMGiRYuctcQrGoZh0NLSgqKiIuzYsQNnz57FwoULUVBQAKFQiLi4OIeKAOL7plAo3GYr1FYcHOk/Gy4Gy2AwoLS0lO19s3fYwd1wJ8Ni62nswMBAVgCOdmHQ19eHsrIyt40ctJeuri5cvHhx0gSfNeYXQ1KpFCaTyaIXczRj+M8//xwPPfQQdu3aheuvv34SV26br776CnfeeSe2bNmCxYsX47333sP777+P6upqj74w4JgYnOhzU9rb25GQkIDjx4/juuuuc/VyLnsYhsGlS5dQXFyM4uJinDlzBrm5uSgsLIRQKMT06dMnJAqMRiPKy8thNBqRk5PjlrFqI0WRRUVFQSAQQKfTobS0FP7+/sjMzJz0qVRHQexM3NG/zmAwWExjk2EcW9uPvb29EIlEmDNnjkdHehHB56z+1rFi/l2QSqXQaDTsVrx5JBxh27Zt+P3vf4/t27dj1apVLlq1JQsWLEBubi62bt3K3paamorCwkK89NJLLlwZhyvhRJ8bcPbsWZw9exZXX301wsLC0NTUhKeeegpdXV2oqqry2F4pT4VhGHR3d2PHjh0oLi7GyZMnkZmZyQrAsXqe6fV6i6lQT6iM2eo/Cw0NhVKpRHh4uFN735yNXC5HaWmpR9iZmA/jyGQyCAQCdvuRDCulpKR4tJ+nuwk+W5BYPqlUis7OTrz++utYsWIFbr75ZtTU1OA3v/kNvvzyS6xfv97VSwUweMzx9/fHtm3bsGHDBvb2Bx54ACKRCCdPnnTh6jhcCSf63ICKigo88MADKC8vh0qlQmxsLFatWoW//OUvHpVZejnCMAx6enqwa9cubN++HceOHUNycjKEQiGEQuGowfXWsWqeKpRIji6Px4PRaERYWBhbffKkixLS+zZjxgyPyz6laZodxhGLxTAajQgNDUViYqJbGBGPB08QfNZIpVJ8+OGH2L9/P0pKSsAwDG6++WY8/vjjyMrKcouLiM7OTsTFxeH06dMWwyQvvvgiPv74Y9TW1rpwdRyuhBN9HBx2Qvrfdu/ejaKiIhw5cgSJiYkoKCjAhg0bhoi6kpISnDx5EqtXr3Z5z9hEGBgYQFlZGVsZ02q1bAWQZNGOdwBhMiFboZ7e+yaVSlFeXo4ZM2bAaDRaGBGTXkxPqCZ7ouAz59ChQ7j99tvxy1/+EmKxGAcOHEB0dDQKCwtRWFiIxYsXu0yIE9Fn3RP+wgsv4NNPP0VNTY1L1sXhetz/yMDB4SZQFIWwsDBs2rQJmzZtglwux969e1FUVIRly5YhNjaWFYB9fX244447sGnTJo8WfL29vSgvL7ewAfHz88P06dMxffp06HQ6VgDW19ezcXDO8D+bCCT1JDk52aOr5xKJBBUVFcjMzERMTAwAYM6cOVAoFJBIJGhqakJVVdWI/WfugKcLvuPHj+POO+/Ee++9hzvuuAMURUGr1eKbb77Bjh07cOONN+KWW27B3//+d5esjwxhdXd3W9wukUjYzw3HlQlX6eOwoKWlBc899xyOHTuG7u5uTJ06FXfccQeefPJJtzx5uAtKpRIHDhxAcXExdu3aBa1Wi/nz5+PFF1/EvHnzPHLrjWzp2iuUhouDIxOorhK+RCilpaUhNjbWJWtwBGKxGJWVlcjMzER0dPSw9yP9ZxKJBAqFAqGhoez74OwkCnvwdMF36tQp3HjjjXjrrbfwy1/+0ubn2mQysa+9q1iwYAHy8vKwZcsW9ra0tDQIhUJukOMKhqv0cVhQU1MDmqbx3nvvYfbs2aisrMRvfvMbqFQqvP76665entsSGBiIm266CSaTCbt378aDDz4ImUyGjRs3wt/fHwUFBSgsLMSiRYs8ZuuturoaGRkZdlcGvL29ERcXh7i4OIs4uJaWlhEnUJ0JERijCSV3h/wdWVlZiIqKGvG+AQEBmDFjBmbMmGGxFV9XV+fySmx3d7dHC77vv/8eN910E1599dVhBR8A8Pl8lwo+AHjooYdw5513Ij8/H4sWLcK//vUvtLW14Xe/+51L18XhWrhKH8eovPbaa9i6dSuamppcvRS35t1338Xjjz+Obdu2sbYNZMuHVAD5fD7Wr1+PwsJCLFmyxC1NjS9duoS6ujpkZWUhMjJywo83XBxcdHS0U+PwOjo6UFtb67C/w1UQw+KJ/h22kijI++CsXGZzuru7UV1d7bHvx/nz51FQUIBnn30W999/v0e0bGzZsgWvvvoqurq6kJGRgTfffBPXXHONq5fF4UI40ccxKn/5y19w8OBBnD9/3tVLcVveeOMNvPjii9i3bx8WLlxo8z4GgwEnT57E9u3bsXPnThgMBqxfvx5CoRDXXXedW0zBNjc3o6WlBTk5OU6pVNA0zSYgSKVSUBTFCo+xJiCMBMk1dpXRr6MgwtXRlTGj0WhhBeNsIe7pgk8kEmHt2rV48skn8fDDD3uE4OPgsAUn+jhGpLGxEbm5uXjjjTfw61//2tXLcVtEIhG8vb2RlpZm1/2NRiO+++47VgAqlUqsWbMGhYWFWLZs2aRPwZJ4uo6ODuTl5SEoKMjpz+mIODhbtLS0oLm52WnCdbIgFVdnC1fzXGYixMn7EB4ePmEh7umCr7KyEqtXr8bDDz+Mxx9/nBN8HB4NJ/quEMaaAwwMbitde+21uPbaa/H+++87e4lXLCaTCT/88AMbB9fT04OVK1eisLAQK1ascHrvFckDlslkyM3NdUmvF8MwGBgYgFgstjsOztZjNDU1ob29Hbm5uQgODp6ElTuH9vZ21NfXIycnB2FhYZP2vDRNW8TyjSWKzBZisRhVVVUeK/guXryI1atX495778UzzzzDCT4Oj4cTfVcIY80B7uzsxNKlS7FgwQJ89NFHHmsq7GnQNI3z58+zArCjowM33HADCgsLsWrVKocLGZqmUVVVBblc7lZ5wCQCSyKRQKvVWghAW32QDMOgvr4eXV1dyMvLGzWv1p1pbW1FU1OTyyuVtt6HiIgI1gpmtH5UTxd8dXV1WL16NTZt2oSXXnqJE3wclwWc6OMYQkdHB5YuXYq8vDx89tlnHmk3cjlAYra2b9+O4uJiNDU1Yfny5RAKhVi7di1CQkImdCIymUy4cOECtFotcnNz3aKn0BqGYaBSqdgKoEqlshAe3t7eFpXKvLw8+Pv7u3rZ44ZsTefm5iIkJMTVy7HAPJZPqVSyqSxRUVFDrGCI4MvMzBx12tgdaWpqwqpVq3DzzTfj9ddf5y56OS4bONHHYQHZ0k1ISMAnn3xiIfimTJniwpVd2TAMg+rqalYAXrx4EUuXLoVQKMS6desQERExJgFoNBohEolA0zRycnLccorYFtYedGFhYTCZTNDpdMjPz3eLSuV4aW5uRmtrq0dsTWs0GotUluDgYHYQRKFQeLTga21txapVq7B+/Xq88847nODjuKzgRB+HBR999BHuvvtumz/jPiruAdnKJAKwvLwcS5YsgVAoxPr16xETEzOiANTr9SgrK4OXlxfmzp3rsZVctVqN8vJyqNVq0DRtYULsaeKvsbER7e3tkzZE40j0ej0rAHt7e8EwDGJiYjBjxgyXmnKPh46ODqxYsQIrVqzA1q1bOcHHcdnBiT4ODg+GYRg0NzezPYDnzp3DwoULIRQKIRQKMXXqVIuTbnNzMw4fPoyFCxciMzPTY09qJpMJFRUV7NY0wzCs8Ojr60NgYCBiYmLcLg7OGoZh0NjYyE5Ne3IvolgsRkVFBRISEqDRaNDT0wNvb29WiE+0HcHZdHd3Y+XKlbj66qvx/vvve+zFEAfHSHCij4PjMoFhGFy6dAnFxcUoLi7G6dOnkZ+fD6FQiMLCQqhUKhQUFGDx4sX48MMPPVrwiUQimEwmm1vTer0eMpkMYrHYreLgrCE2OZ2dnR4v+EjUnXliiMlkQk9PD6RSqVM9GR2BRCLB6tWrkZubi48//tgjUnM4OMYDJ/o4PIIXXngB+/btY/3w+vv7Xb0kt4ZhGHR3d2PHjh0oKirCyZMnQVEU0tPT8eGHH2LOnDluI37GgtFoRFlZGQAgJydn1JOz0WhkUyhkMhl8fHzYCuBkxsFZwzAM6urqIBaLkZeX59bVyNGQSCRsJvBwPXzEk5G8FyaTycKT0ZVVNZlMhrVr1yIlJQWff/65x/S3cnCMB070cXgETz/9NEJDQ3Hp0iV88MEHnOgbA2fPnsWqVauwePFi6PV6nDhxAsnJySgsLIRQKERKSopHCECDwYDS0tJx9yKSypNYLIZMJoNAIJiUODhrGIZBbW0tpFKpx08b2yP4rDG3ghGLxdDpdKNa8jiLvr4+rFu3DtOnT8fXX38Nb2/vSXtuDg5XwIk+Do/io48+woMPPsiJPjs5ceIEhEIhNm/ejAcffBAMw6Cvrw+7d+9GUVERjhw5gpkzZ6KgoAAbNmxAenq6W227EfR6PUpKSuDn54esrKwJr3Gy4uCsMbeX8fRpY7Klm5mZiejo6HE9hrklj1QqhVKpRHh4OGsF40wboYGBAXbwqbi42C0tizg4HA0n+jg8Ck702c/+/ftx88034+9///uwE9kDAwPYu3cviouLcfDgQcTGxkIoFGLDhg3Izs52CwGo1WpRWlqKwMBAZGRkOHxNJIWCeAE6Kg7OGoZhcPHiRfT29iIvL++KF3y2UKvV7BbwwMAAQkJC2PfCkRVRhUKBwsJCBAUFYffu3UN8Bjk4Llc40cfhUXCiz37Onj2L9vZ2bNy40a77K5VK7N+/H8XFxdi/fz/Cw8NRUFCAwsJCzJs3zyV9VxqNBiUlJQgLC0NaWprTt2Ct4+AMBgMiIyMRExNjdxzccI9bVVWFgYEB5OXlebTIIFu6GRkZDhV81uh0OlYA9vb2IjAwEFFRUYiJiUFAQMC4PwsqlQobN24En8/H3r17PbqfkoNjrHCij8NljCcPmBN9k4Narcbhw4dRVFTEnhiJAFy0aNGkCECVSoXS0lJERUUhOTl50vsOGYaBQqFge8/siYOzBYm6UygUyM3N9WjBJ5VKUVFR4XTBZ43BYIBMJmMHcnx9fdnt+LEM5Gg0Gtx4440wGAw4cOCAW3oickNrHM6EE30cLmOsecAAJ/pcgVarxTfffIOioiLs3r0bAoEA69evR2FhIa6++mqnNN4rlUqUlJRg6tSpmD17tssHTWzFwYWHhyMmJoaNg7MFTdOorKyEUqlEXl6eR/eNuUrwWUMGckg/Jp/PZ3sAR+rH1Gq1uPXWWyGXy3Ho0CG3i7kjcENrHM6EE30cHgUn+lyLwWDAiRMnsH37duzcuRMmkwnr16+HUCjEdddd55DpR7lcjtLSUsTHx2PmzJkuF3y2UKvVbAVQoVAgNDSUFYDkIoWmaVRUVECtViMvL8+jJ0OlUikuXLjg8B6+iUKsYIgxN+nHDA0NRUhICOt9qNPpcMcdd0AsFuPIkSMICwtz8cpHhzvWcTgDTvRxeARtbW3o7e3F7t278dprr+HUqVMAgNmzZ3u0qa0nYzQa8d1332Hbtm3YuXMn1Go11qxZA6FQiOXLl49rG7O/vx9lZWWYMWMGEhMTHb9oJ6DValkBaJ5D29PTA4PBgNzc3MtC8GVkZCAmJsbVyxkW0o8pkUhw8OBBbN68GYsWLcKaNWvwzTffoLOzE8eOHUNERISrl2oXnOjjcAac6OPwCO666y58/PHHQ24/fvw4rrvuuslfEIcFJpMJ33//PRsH19vbi1WrVqGwsBA33HCDXc3yvb29EIlESEpKQnx8/CSs2vHodDqIxWI0NTXBYDAgMDAQU6ZMcfs4uOEgW7rp6eluLfisoWkaZ8+exVdffYX//ve/UKlUuP7663HrrbdCKBS6VbVyODjRx+EMXO/HwMFhBx999BEYhhnyHyf43AM+n4+rr74ab775JpqamnDkyBEkJibi6aefRmJiIm6//XZ8/fXXUCgUNn+/tLQUIpEIycnJHiv4AEAgEEAmk8Hf3x+LFy/G9OnT0d/fjx9++AFnzpxBQ0MDFAoFPOFa21MFHwDweDzMmzcPSqUS8fHxOHPmDFatWoUPP/wQU6dOxTXXXIO33noL7e3tk7KeZ555BhRFjfjf+fPnJ2UtHFc2XKWPg4PDadA0jfLycmzfvh3FxcVoaWnB8uXLUVBQgLVr1yIkJAT//e9/8cADD2Dv3r1YtGiRq5c8bkgmME3TQyLijEYjO30qlUrdJg5uODxZ8AGD78Uf//hHfPfddzhx4gTi4uLYn3V2dmLXrl0oLi7GunXr8MADDzh9PdzQGoe7wIk+Dg472LJlC1577TV0dXUhPT0db731FpYsWeLqZXkUxKtu+/bt2LFjB2pqapCUlITa2lq8+uqruOeee9xO/NgLyQSmKArZ2dkjZgIPN30aExMzqXFww+Hpgo+maTz00EM4evQojh8/junTp7t6SeOCE30czoATfRwco/DVV1/hzjvvxJYtW7B48WK89957eP/991FdXY2EhARXL88jYRgGL730EjZv3oxp06ahra0NS5YsQWFhIdavX4/o6GiXix97IYKPx+MhOzt7TB6GNE2jt7eXnT6lKIo1IHZmHNxwyGQyXLhwwaMF32OPPYbdu3fjxIkTmDlzpquXNGa4oTUOZ8KJPg6OUViwYAFyc3OxdetW9rbU1FQUFhbipZdecuHKPJd3330XTz75JHbv3o1rrrkGTU1N7BDI+fPnsWjRIgiFQhQUFGDq1KluKwANBgPKysogEAgwd+7cCZlWkzg4IgBNJhMrAMPDw51uiH05CL6//vWv+Prrr3H8+HHMmTPH1UsaF9zQGocz4UQfB8cI6PV6+Pv7Y9u2bdiwYQN7+wMPPACRSISTJ0+6cHWeyauvvoqXXnoJBw8exIIFCyx+xjAM2tvbUVxcjOLiYpw5cwbz5s2DUCiEUChEQkKC2whAg8GA0tJSeHt7Iysry6GizNx+RCwWW8TBRUREjLh9PB6I4EtLS8OUKVMc+tiTAcMweO655/DRRx/h+PHjSE1NdfWSODjcEk70cXCMQGdnJ+Li4nD69GlcddVV7O0vvvgiPv74Y9TW1rpwdZ6HWq3G2rVr8eabbyI7O3vE+zIMg66uLuzYsQNFRUU4deoU5s6dywrAWbNmuUwA6vV6lJaWwtfXF1lZWU7dhjWPg5NIJNBoNIiIiGBTKCaaiHI5CL5XXnkFW7duxbFjx5CZmenqJXFwuC2c6OPgGAEi+s6cOWMxWfrCCy/g008/RU1NjQtX55kwDDNmscYwDGQyGSsASTVHKBSisLBwUrN59Xo9SkpK4O/vj8zMzEnvu1MqlawAVCqVCA8PZ3Nox2oCfTkIvrfeegtvvPEGvvnmG+Tk5Lh6SRwcbg0n+jg4RoDb3nU/GIZBX18fa7tx5MgRzJo1CwUFBdiwYQPS0tKcJsR0Oh1KSkoQGBiIjIyMSRd81pA4OIlEArlcjtDQUFYAjpaI0tPTg/Lyco8WfP/4xz/w0ksv4dChQ5g/f76rl8TB4fZwoo+DYxQWLFiAvLw8bNmyhb0tLS0NQqGQG+RwAwYGBrBnzx4UFxfj4MGDiIuLQ2FhIQoLCzF37lyHCTMi+IKCgpCenu5ywWcNiYOTSCTo7+9n4+BiYmLg5+dncd/LQfD9+9//xtNPP40DBw5YtF5wcHAMDyf6ODhGgVi2/POf/8SiRYvwr3/9C//+979RVVXlsR5glysKhQL79+9HcXEx9u/fj8jISBQUFKCwsBDz5s0bt1DTarUoKSlBSEgI0tPT3WaYZDj0ej0rAHt7exEYGMgKQK1Wi/LycqSmpiI2NtbVSx0zDMPg448/xmOPPYa9e/fimmuucfWSODg8Bk70cXDYwZYtW/Dqq6+iq6sLGRkZePPNN7mTjZujVqtx6NAhFBUVYe/evQgKCkJBQQGEQiEWLVpk97StRqNBSUkJwsPDkZqa6vaCzxqDwQCpVAqJRAKZTAaGYRAVFYVZs2YhMDDQo/4ehmHw+eef46GHHsKuXbtw/fXXu3pJHBweBSf6ODg4Lnu0Wi2OHj2KoqIi7N69G97e3li3bh02bNiAxYsXDzsBq9FocP78eURGRiIlJcWjBJI1PT09EIlEiIuLg16vh0wmg7e3N1sBdMc4OHMYhsG2bdvwhz/8Adu3b8eqVatcvSQODo+DE30cHBxXFAaDAcePH8f27duxa9cu0DSNtWvXYsOGDbj22mvZCdiqqir86le/wltvvYUFCxa4tSAaDdLDZ76lO1wcXHR0NMLCwtzu7925cyfuuecefPnll1i3bp2rl8PB4ZFwoo+DwwP59ttv8dprr6GkpIT1sissLHT1sjwOo9GIU6dOYfv27di5cyfrIzh37ly8/PLLWLt2LbZs2eJ2Qxtjobe3FyKRaMQePus4OACsAAwPD3f53793717cfffd+Oyzzyym6Dk4OMaG5x7JODiuYFQqFebOnYt3333X1UvxaAQCAZYuXYp//OMfaGtrw+7du8Hj8fDYY49BoVBAq9Viz549UKvVrl7quLBH8AEAj8dDZGQk0tLScO2117KG09XV1Th58iQqKyvZaLjJ5tChQ/jlL3+J//znP5zg4+CYIFylj4PDw6Eoiqv0OYjKykosW7YM99xzD9asWYPi4mLs2LED3d3dWLFiBYRCIVatWoWgoCBXL3VUiOBLSUnB1KlTx/UY5nFwEokEer0ekZGRiI6ORmRkpMPj4Kw5duwYbr31Vvzzn//E7bff7nZbzhwcngYn+jg4PBxO9DmG8vJyLF++HPfffz+eeuop9naapiESibB9+3YUFxejtbUVy5cvh1AoxJo1axASEuJ2YsQRgs8ahmGgVCohFoudEgdnzbfffoubbroJb7/9Nu6++263e405ODwRTvRxcHg4nOibOP39/UhKSsJDDz2Exx9/fNj7MQyDyspKbN++HTt27EBtbS2WLl2KwsJCrF27FuHh4S4XJ84QfLZwZBycNd9//z02bNiAV155Bb/73e9c/ppycFwucKKPg8PD4USfY7hw4QKysrLsvj/DMKitrUVRURGKi4tRUVGBJUuWoLCwEOvXr0dUVNSki5XJEnzWTCQOzppz585BKBTi2Wefxf333+92gq+lpQXPPfccjh07hu7ubkydOhV33HEHnnzyyQmLXQ4OZ8OJPg4OD4cTfa6HYRg0NTWxArCkpASLFi1CYWEhCgoKEBsb63Tx4irBZ81wcXDR0dHw9/cf8XfLysqwbt06PPnkk3j44YfdTvABwMGDB/HVV1/h5z//OWbPno3Kykr85je/wZ133onXX3/d1cvj4BgRTvRxcHg4nOhzLxiGQVtbG4qLi1FcXIzvv/8e8+fPh1AohFAoRHx8vMPFDBF8ycnJiIuLc+hjT4Th4uCio6MRGBhocd+KigqsWbMGDz/8MB5//HG3FHzD8dprr2Hr1q1oampy9VI4OEaEE30cHB6IUqlEQ0MDACAnJwd/+9vfsHTpUoSHhyMhIcHFq+MgMAyDzs5O7NixA0VFRfjuu++QnZ3NCsCZM2dOWNz09fWhrKzM7QSfNdZxcJs3b0ZeXh5uuukmhIaGYu3atbjvvvvw9NNPe5TgA4C//OUvOHjwIM6fP+/qpXBwjAgn+jg4PJATJ05g6dKlQ27ftGkTPvroo8lfEMeoMAwDiUSCnTt3oqioCCdOnEBaWhqEQiEKCwsxZ86cMYsdTxF81uh0Onz++efYuXMnTp06BYPBgPz8fLz55ptYuHChy82gx0JjYyNyc3Pxxhtv4Ne//rWrl8PBMSKc6OPg4OCYZBiGQW9vL3bt2oXi4mIcPXoUs2bNglAoxIYNG5Camjqq8PFUwWdOY2MjVq5cifz8fISFhWHPnj3w9/fHhg0bsHHjRixZsgR8Pn9S1vLMM89g8+bNI97n3LlzyM/PZ//d2dmJa6+9Ftdeey3ef/99Zy+Rg2PCcKKPg4ODw8X09/djz549KC4uxqFDhzBt2jRWAJJ0DHNOnjwJpVKJ7OxsjxV8LS0tWL16NdavX4933nkHPB4PBoMBJ06cQFFREXbs2IGwsDBcvHhxUrZ7ZTIZZDLZiPdJTExkp5E7OzuxdOlSLFiwAB999JFHVSc5rlw40cfBwcHhRigUCuzfvx9FRUU4cOAAIiMj2S3g/Px8HD58GHfccQdef/113HXXXa5e7rjo6OjAihUrsGLFCmzdutWmYDKZTGhqakJSUpILVjgyHR0dWLp0KfLy8vDZZ59NWjWSg2OicKKPg4PDIbz00ksoLi5GTU0N/Pz8cNVVV+GVV15BcvL/t3cvIVU0DBjHH7NSsRQzKyErqbCLCQUFWgmlkaY5Gi0CS7KgJJFaFEKCtCswahll0AWSKD1eQhIj7wpq5EK7EBWlpViShWlq2ryLSJDq7et71fE4/x+4OecIj7rwz8w5M0FWT3NafX19KikpUV5enoqLizVz5kx1d3dr//79OnfunFPGRkdHh6KiorR582ZlZ2c73c/w45TuokWLdP369VH7FyxYYOEy4M+IPgBjIioqSnv27NH69es1NDSkjIwMNTc36/Hjx/L09LR6ntMrKytTbGysQkJC9OzZM7m5uWnnzp1KSEjQxo0bx/0+uGPh3bt3io6O1rp1634KJmdx9epVJScn//I5/p1isiP6AIyL9+/fa968eaqsrFR4eLjVc5xabW2toqOjdfbsWR06dEiDg4MqLy9Xbm6uCgsLJUkxMTFKSEhQeHj4pLwzRFdXl2JiYrRy5Url5OQ4RaQCUw3RB2BcPH/+XMuXL1dzc7OCg4OtnuO0fgRfVlaWDh8+/NPzQ0NDqqqqUm5urgoKCtTf36+YmBjFx8dry5Ytf30btPHQ3d2t2NhYLV68WLdu3ZqUUQrYAdEHYMyZpinDMNTd3a3q6mqr5zi1jIwMBQQEKCUl5Y+vHR4eVm1t7cinXz99+qTo6GjFx8crMjLyj7dBGw+fPn3Szp07NX/+fDkcDrm5uU34BgDfEX0AxlxqaqqKi4tVU1OjhQsXWj3Hlr59+6aGhgbl5uYqPz9fnZ2d2r59uwzDUFRU1E+3QRsPPT09MgxDXl5eKioqmhRHHQE7I/oAjKm0tDQVFBSoqqpKgYGBVs+BvgdgU1OTcnNz5XA41NbWpsjISBmGoR07dsjLy2vMr4XX29urXbt2afr06SouLrbkKCOA0Yg+AGPCNE2lpaUpPz9fFRUVk/L6avj+d2ppadHt27eVn5+vZ8+eaevWrTIMQ7GxsfLx8fnPAfjlyxft3r1bQ0NDunv37oQcVQTwZ0QfgDFx5MgR5eTkqLCwcNS1+by9veXh4WHhMvyOaZp6+vTpyCnglpYWhYeHKz4+XrGxsfLz8/vrAOzv79eePXvU09OjkpISeXt7j9N6AH+L6AMwJn4XB1euXHHaO0fYiWmaevHihfLy8uRwOPTw4UOFhYXJMAzFxcXJ39//jwE4MDCgvXv3qrOzU/fu3ZOPj88ErQfwvyD6AACjmKap1tbWkQCsr6/Xhg0bFBcXJ8MwFBAQ8FMAfv36VUlJSXr9+rXu378vX19fi9YD+B2iDwDwW6Zpqr29XQ6HQw6HQzU1NVq7dq0Mw5BhGAoMDNTw8LAOHjyoJ0+eqLy8XH5+flbPBvALRB+AKe3ChQu6cOGCXr16JUlavXq1MjMzFR0dbe0wJ2Sapjo7O1VQUCCHw6GKigqtXLlSLi4u6uvrU1VVFfefBSYxog/AlHbnzh25urpq2bJlkqRr164pKytLTU1NWr16tcXrnJdpmvrw4YNycnJ05swZVVZWjvyOAUxORB8A25kzZ46ysrJ08OBBq6cAwIThjtcAbGN4eFi3b99Wb2+vQkNDrZ4DABNqmtUDAGC8NTc3a9asWXJzc1NKSory8/O1atUqq2dhHMXFxWnRokVyd3eXv7+/9u3bp/b2dqtnAZbi9C6AKW9wcFCtra36+PGj8vLydPnyZVVWVhJ+U9j58+cVGhoqf39/vX37VsePH5ck1dXVWbwMsA7RB8B2IiMjtXTpUl28eNHqKZggRUVFio+P18DAgGbMmGH1HMASnN4FYDumaWpgYMDqGZggHz580I0bNxQWFkbwwdaIPgBT2smTJ1VdXa1Xr16publZGRkZqqioUGJiotXTMM7S09Pl6ekpX19ftba2qrCw0OpJgKWIPgBTWmdnp/bt26egoCBFRESovr5eJSUl2rZtm9XT8JdOnTolFxeXf/168ODByOtPnDihpqYmlZaWytXVVUlJSeIdTbAz3tMHAHAKXV1d6urq+tfXLFmyRO7u7j89/ubNGwUEBKiuro7L9cC2uE4fAMApzJ07V3Pnzv2/vvfH8Q3eywk740gfAGBKaWhoUENDgzZt2iQfHx+9fPlSmZmZ6ujo0KNHj+Tm5mb1RMASvKcPACaB06dPy8XFRceOHbN6itPz8PCQw+FQRESEgoKCdODAAQUHB6uyspLgg61xehcALNbY2KhLly4pJCTE6ilTwpo1a1RWVmb1DGDS4UgfAFjo8+fPSkxMVHZ2tnx8fKyeA2AKI/oAwEKpqamKiYlRZGSk1VMATHGc3gUAi9y8eVMPHz5UY2Oj1VMA2ADRBwAWaGtr09GjR1VaWvrL68oBwFjjki0AYIGCggIlJCTI1dV15LHh4WG5uLho2rRpGhgYGPUcAPxXRB8AWKCnp0evX78e9VhycrJWrFih9PR0BQcHW7QMwFTF6V0AsMDs2bN/CjtPT0/5+voSfADGBZ/eBQAAsAFO7wIAANgAR/oAAABsgOgDAACwAaIPAADABog+AAAAGyD6AAAAbIDoAwAAsAGiDwAAwAaIPgAAABsg+gAAAGyA6AMAALABog8AAMAGiD4AAAAbIPoAAABsgOgDAACwAaIPAADABog+AAAAGyD6AAAAbIDoAwAAsAGiDwAAwAaIPgAAABsg+gAAAGyA6AMAALABog8AAMAGiD4AAAAbIPoAAABsgOgDAACwgX8Ad0P+p2an6zkAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# first change the assignment to a permutation matrix\n", "P = otm.tl.permutation_to_matrix(assignment)\n", "# then use kabsch to get the aligned coordinates\n", "X_B_aligned, _, _ = otm.tl.kabsch(X_A, X_B, P) \n", "#otm.pl.interactive_alignment_plot(X_A, X_B_aligned, T_A, T_B, B_A, B_B, assignment = assignment, nameA = nameA, nameB = nameB, save = False)\n", "otm.pl.plot_alignment(X_A, X_B_aligned, B_A, B_B, P)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's align two water clusters 10-PP1 and 10-PP2 with cluster_alignment(). We need to specify the number of atoms in a water molecule and the method to represent a water molecule." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The number of candidate molecular level permutations is 77\n", "The RMSD of the alignment is 0.6419754068934741\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data_path = \"../Data/Water-Clusters/\"\n", "nameA = '10-PP1.xyz'\n", "nameB = '10-PP2.xyz'\n", "molA = next(pybel.readfile('xyz', os.path.join(data_path, nameA)))\n", "molB = next(pybel.readfile('xyz', os.path.join(data_path, nameB)))\n", "X_A, T_A, B_A = otm.tl.process_molecule(molA) \n", "X_B, T_B, B_B = otm.tl.process_molecule(molB)\n", "n_atoms = 3\n", "assignment, rmsd_best = otm.tl.cluster_alignment(\n", " X_A, X_B, T_A, T_B, \n", " case = 'molecule cluster', # specify we are aligning molecule clusters\n", " n_trials = 100,\n", " n_atoms = n_atoms, \n", " representative_option = 'center')\n", "print('The RMSD of the alignment is', rmsd_best)\n", "X_B_aligned, _, _ = otm.tl.kabsch(X_A, X_B, otm.tl.permutation_to_matrix(assignment))\n", "#otm.pl.interactive_alignment_plot(X_A, X_B_aligned, T_A, T_B, B_A, B_B, assignment, '10-PP1', '10-PP2', save=False)\n", "otm.pl.plot_alignment(X_A, X_B_aligned, B_A, B_B, otm.tl.permutation_to_matrix(assignment))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also align clusters of the same atom with cluster_alignment()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The RMSD of the alignment is 0.21349832586653358\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data_path = \"../Data/Neon-Clusters/\"\n", "nameA = '100-1.xyz'\n", "nameB = '100-2.xyz'\n", "molA = next(pybel.readfile('xyz', os.path.join(data_path, nameA)))\n", "molB = next(pybel.readfile('xyz', os.path.join(data_path, nameB)))\n", "# T and B are only used for plotting\n", "X_A, T_A, B_A = otm.tl.process_molecule(molA) \n", "X_B, T_B, B_B = otm.tl.process_molecule(molB)\n", "p_list=np.arange(0.5, 5, 0.5)\n", "assignment, rmsd_best, p_best = otm.tl.cluster_alignment(X_A = X_A, X_B = X_B, case = 'same element', p_list = p_list)\n", "print('The RMSD of the alignment is', rmsd_best)\n", "X_B_aligned, _, _ = otm.tl.kabsch(X_A, X_B, otm.tl.permutation_to_matrix(assignment))\n", "#otm.pl.interactive_alignment_plot(X_A, X_B_aligned, T_A, T_B, B_A, B_B, assignment, '100-1', '100-2', save=False)\n", "otm.pl.plot_alignment(X_A, X_B_aligned, B_A, B_B, otm.tl.permutation_to_matrix(assignment))" ] } ], "metadata": { "kernelspec": { "display_name": "otmol", "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": "3.9.23" } }, "nbformat": 4, "nbformat_minor": 2 }