{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# [DeepSphere]: a spherical convolutional neural network\n", "[DeepSphere]: https://github.com/SwissDataScienceCenter/DeepSphere\n", "\n", "[Nathanaƫl Perraudin](https://perraudin.info), [Michaƫl Defferrard](http://deff.ch), Tomasz Kacprzak, Raphael Sgier\n", "\n", "# Demo: regression from muliple channels (spherical maps)\n", "\n", "This notebook shows how to regress (multiple) parameters from (multiple) input channels (spherical maps).\n", "It doesn't use real cosmological data." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import os\n", "import shutil\n", "\n", "# Run on CPU.\n", "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"\"\n", "\n", "import numpy as np\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "from sklearn import preprocessing\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.svm import SVC\n", "import healpy as hp\n", "import tensorflow as tf\n", "\n", "from deepsphere import models, experiment_helper, plot\n", "from deepsphere.data import LabeledDataset\n", "from deepsphere.utils import HiddenPrints" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = (17, 5)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "EXP_NAME = 'regression'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1 Data loading\n", "\n", "Create a dataset by filtering random noise with different Gaussian filters." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "Nside = 32\n", "Nsamples = 1000" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def arcmin2rad(x):\n", " return x / 60 / 360 * 2 * np.pi\n", "\n", "def gaussian_smoothing(sig, sigma, nest=True):\n", " if nest:\n", " sig = hp.reorder(sig, n2r=True)\n", " smooth = hp.sphtfunc.smoothing(sig, sigma=sigma)\n", " if nest:\n", " smooth = hp.reorder(smooth, r2n=True)\n", " smooth /= np.linalg.norm(smooth)\n", " return smooth" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "x = np.random.randn(Nsamples, hp.nside2npix(Nside))\n", "t = np.random.rand(Nsamples, 2) + 0.5\n", "\n", "with HiddenPrints():\n", " xs1 = np.array(list(map(gaussian_smoothing, x, t[:, 0] / Nside))) \n", " xs2 = np.array(list(map(gaussian_smoothing, x, t[:, 1] / Nside)))\n", "xs = np.stack((xs1, xs2), axis=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the spherical map before and after smoothing." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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A7ZLRwh0czaKxakf/SnTCWH3dZACAERPLWRuhUPDSNpEZumi8AEXZXTcmR8DA+1KSydFlIr5rhFsAk7uOFoX+c0SAx0BEwNK1MwQgyuViPqk6R/xGpgCGeq/YT1lpFExzewUorUuKfTLLI7lxpRjBh1sFAM0bLbJ2q7LFcm9YJpJRAOCECQKSF5QxN2lfRLhtR6YJq+LOXnqbykoTMZYVQ+JFYPFLojzQi1eKLiobWwSQHeOTEjokqH2lmrr9vVIq+enZovNK55P3W59zrr3d+uypWWd9DkvlZ+QC4SPT6X6WzyUjIc7hqF/szxW1ovUf308AsE16+ZjbLuJK3YU04zq89h3r8yuTLgMAnDVeLP/tWrrd4/NFElWOtJ9regW4PrxaXHv3nCkyoJ/f2Wl9nj5SrOtho3QbQa0vrTQYaml9USWDoKzLymIEBrm6IyaBQa4jM5xr2UWzSggIcq2+bjJ5gMu6ab1zcsiZU9X1GZOTRkBQ1jlj0hzH7VDI9fv+cY7j1/Qvcxz3HO4cK9YbcE7ayO3dT4CQa5bR4DA3A0MZCLmqsl0KEHLdcoLqnpbBUNaBEnuy0twEDLkWvzRAwFBWsEtNRInnVyhgyPX1POdjFs9VXdcAEHc513j0wLkP9IHOrZhXzXIHGCjKgMiVue1t5+XUOHd/eWXSZQQQud6uHSRwKKvHoQvOw6vrCBxyPb+zk8ChLA2KWl8iaTDU0voi6bw/rwUAnDCFxgj6Uy7BcyfS+LqB1HNrVyd1UY5IZbWOSdLuFHLs4fw7V1mfV93Esog9Pc4gZAfCO6ew31tt0CSVqnzmql1WTV17PFt2tI+6D5NpLJHAFRXWIHfteutzvIq5L+9dR+MVj61g+2HyFrWwtGfGIlLrEABqPMJdmusXVqH+iICXjiFhwZqZyaDJNazGm9Wmj8FwXL2NTPQx691PPhLWthsWiv2TLrnPd556EgBgzh9uscYaR4nEjtKQcGvLGbVFmcwSO7JPhb1jnunBa9ceqYynp2oPeqQex2uSAvKa+gWoFQUEsB/lo0kvA7ljkA61lmIIzNXrtYUhDEbZvpXya7B0j9ifx5Qzi3GBi54T33iege8jF9JwgHCqDI7b9juZ0VTm/J5PyLiRxs7F6K71ZHz7gu8CAA7LF7GMfXFxbLpsMPjdJ1lC1n+dRWMc5yXYMYiUTCfjv1vNjt0pE2gYBbd2Lxhz4JADLa0vgDQYamn9K9TaO4TrHPraPjlnCE9FVMvS1KIgSrPUoPzsaA9qk6qVoizT+do2XWpG5mAsiZxBNXj/jZ4gTktvVMarAxMIXHG1DcUdCyDX90UwrzSgjG9uC+HwXPVybIunoShDXb757sPYMeMiZXxKrgvuvhZl3B3qxb6syeq44bxvRkOFwCfrgKPK1JIml/xxLT64aqIy7mrbi/ZRak/ggkQv1p19oTJ+xEvPw92otoZrKZlrZV/L2uMZhew0dd8EfW6c/IdPlPEnrpyNkRnqMV/f6twxJZZUj0dBhhclQfXcCwy1YjBTbV/4m1X1+O5cNfYuaZr4oE61Ri6pzMNwTLUuFmx9Fd/YO1YZv+nEKpRnq1bKrFif8kIAAO6+JiR71fZ9NSUL0BtWLYLl2c7W7PMfXqeMXb9kAk7x1Srjkd0b8buMxeq6uAzML1MtzYAGRq0vjDQYamn9s9TaK+K+ZCh8co4Y51A4tYgmEXAozI5SeOFQWAFhpZJLmTiBIMBgkEuGwjd6xO9yKKwOiBg/GQjbhsRDVQbC+j5hAZKB0LNrhfV5fe5c67MMh21x8VCW4dB892HrswyHU3IZCMhg6A4J+OBg+H6N2D8AsHhsvrI9gbCIF3tS8uLLYHjJH9dan2UwdLUJC54MhgUJsS4yGI5/9S0AQFZCuHNlQGwpEftHBsQ9HhFPJwOiXOdRBsQnrhTrIgOiExg6QSHAwJBLBsTAUCsAEDj8zSqRuCHDYVJ6XshwuKRSWMA7hsX5lClZVwu2isxiGRRvOlEkg8igmBUTMYocFN194hyXIbGmZIH1WYZEOSZ38VgBcutbxPH69RssGeb6JTQzm4NiZDcNi+CgKFs8NSRqfQGlwVBL6x8pGQZlFTStVca2Zh/uOO8UvxoLVpvMIjDIlczM/0wwyJUz2ERgkMuph26u301gkMvvNggMch09qFpYZCCUNcqhF3FRhpsAIZexSC1y7O5rIUDItS9rsgKFAANDJ6tnINxJoJDrgbf3qIMAPjpTXUb7qNkECLn6fCoEyGBIlmGq+794uIGAIVfpAfo4dztYw0ZmeP4qayFAwZCrJOi1wFDWLzepMajfnTuagCFXute5TqUMiFzlu15Xxr6xdyyBQ2vebB+Fw5Tc/apVOdnbTuCQqzccJ3DItXhsLoFDrl+/sUsBRAAH7N/9h8AJypiGRK0viDQYaml9XuKFowGgN8YeevkRGqdldKaoI05jtbbmz8GkXAoZrhB7uMUy6IPBO8iWuT1KXZwT89OUdmHdqW4QQzYo3NzKHm4njaFu6PrBhBIrxv+25JU7yfjG4/4DhZkUSia2fQwA6B13DBnPCYn9sD7E1jvLBmaBVPu0kaDdVhIfv4g1ky8gY0eOYLDi2racjHsKihHaqCbUPF52Pi6aRuM2owl2K+i2xZStrO/FEbZkge/8+VMAwNuj6LIz5rCuJkvep/D0xgUViluzz5ud+j2RWDLGoNBqeln5mj/upFByxsRCFA9Uk7E9aRUAgEKbqzgtlV3sD9EyP81GtrXNXDyu8qkNNGTgnBklWJCpwu1usxCTQhSSuYV6RR8NF/iophs3HVNOxrpTxbOLmj8l4wPl7IUh2C22sTGzgszD130oSs/lyfvfROSIM8kY77oydS+tY2hMX4zam68jY+P+8/+x5Y+kYQcNqWLmYVs86da2AZRk0bJHwzG2XTNGUKDfkILIFzfTGNl7stagaTYNi1i6k1kyr5lNk6A2t7FzYbfULeby2WoZHi2tz0kaDLW0/h7JMCjLXvMPAAyHeoMAEK+cp4wlDGer355u1TJ3WGS347wNOWp83cgMD2CqlsOWYXWseMMzCNVUK+ONp9/o+HsjA+o6d4cSGItOZXyv6WwFqfSqFtaPe50tYvM71FZ4rtKJiHyitqYzT71OGfMNtqEeecp4yCGxxDCAsrfuVsa/PnSS47q9caEaG1cTV+Ms7WDI9eA+dR2uLnFuT9iTq8aktgzGrWQYWU7xqFvaBrFij3q+/maBarVM+rPhsdV1BIDl8XJlDACOHq1aoz37VzvMCSCoFldvCYxxbF14oKztcblqfGAkkUTWOrUrTd1z6nlS88N7cIxDBvTeHuds/O6QmoxTdYDuLze/pVqdbzpePXYAMDKgWmmf3a4eI0BDotbnLg2GWlp/i6IdLJYqmSHcP79dK1xrP57MrF/tPpGZOKL+Y+tzfLzkvkqBmvz3358rska9Q+yBsD0iHlhyTFV2uyhabaaxeRrTxd+T5AMJCl0peG1yCUgr3vCM9VmGwsxzfwAA2B0WBZknRwTodueLeLvsOAOSmpgoAcLh8Nlmsd6HFwtoCEkWzWkZLOO5yRTf10mu6toeYU37RpxlnLpKxe/LYHggIOSSwZC7w2UrqJynwsFw1/E/ssZuekX09X39ElHCxIizZcnuy30Z463PvFdwXroAgLkB4aKUj8nre9i+u2jrg9ZYcImwoD7XI+bl8XAtUnFsGRCbwKyWstt4S5v4XRkQvzWHAcdhXmF5TEr1BjkgduSJF5Ct7QLs5629T8x79n+yv18mtsFXKbKOjQxxbpupAt8tgTHWWG0vswCOlhJDQjGxDTxjGQCmpLPzI+wX12YkIb6XIbFuasrS+IvLrbGaH95jfZYh8cw/seLp/y1lJz+2XsR/njqZxVrKyStpUuxtRLLW8l7W9y8WMFxvCg9AyZpHrc+J468AADy8UZxLQZ+4pr/pZ8vS7fy0PidpMNTSOpR2tPah0k1jlh7al0R/mFoLfpy1B+1jj1X+Puhzw2dQi1zjYALPb6du5h/NyLKAQpZ7qEvpbRscaISRVK0mTu3a6gdizvGIm95VxlyzTlPGmpKZKBtQrR2JbLXu375oumPW7xij2+qry1WQ4UVBhmoNzEtXLY/FmR487WAxuXikamEM51UoY95EGEZIjTtb2adaxYoCzhZK7i6UNT1bvZ14O/bCdKsWn9eG1fjA9qGo1WdYVmmWavkKPnEL3H513d6ae60yNqVItdQBQNCnxvWtb1Eti/NLs9AyqFrD5F7TXD1QawC6XUD6K6qF1RVUM7x7jrkCI3up1fuRzkKcME615hZtexVrS9X4PKfzqLJlFcyy6co4d+mTdQirx9bnNrC7U40z/N93Vcv/xfPKsKWJnl83HDsGA1HVEj8US5LkGgDIT/fAP0zP79fbvFhSo1o610y+AJtbqfX46ilBuBtoGEmidCrScp1bY2ppHUQaDLW0nLSjVdzkZSh8aB+70ctQ+OMsBk0yFMpZohwKGwfFw0eGwh/NYFYJGQrdQ8JKw6EwOCDiwGQo3JAUN//DCplFr35ArJ8MhdGAmNez8gm2rLlnieVK3SiakgxYZCjkFlJTKkbckBBgwy0zMhzK7lIOh3JCA3+oT4eIw2pIF+6x4lTtPhkMs6V+uqfnsFi4Br+wkspxd94EszbJYMjrOX7SKKxlT0txdtcdw1zBEckSJbs0K3OZuzAzKepHejtEZvKhwJAn98ht7mRAPGLzY9bntqOvBMDAkEsGRG49lC2HC9/4lfW547I7ANC7fUACxJGp/fv6PrEu80vZOSnDYX2fqHd4Sin7m8jS31tjw2eJEAPeREWGQ241BITlsOeYK8R6pODwkU7RQUeGw6JtLF5w25gl4jclWL/xOQZGD10qCn1XtrBanTIgJv0CmgcSrtR2Shn2HrGnfJLFj0PivFJhRTz3L6I/98Xz2DkrA+INxwqrpwyJPG5XBsR86YWIQ+LrbeI8kiGRx9zKgHj1FLZdMiAmSoV1U0Oi1meUBkMtLQBYUd2Jokz6MB8bdOFPW2gA/+UDzMrmzhdFh7vGLQQAZNisAO1DqsWldMsLMI44hYy91ZzEaZk0wzOeU6oUV04G2QNzcw89hWeiCfv9NMZrlEOM0tUvbMfDXxujjDfHVGtLwOciCSMAsC2WR1qzAUC6x0B2mht1/WoMVqVLrQv4fo/aG3hxWrPlPuTqDFYgx9a27t2aVDKO5AaNpUB0dol4WHPQccVph409Ay5U5tLf8bVswzWfUgvlfbPj2ORVY7/k1n5c0YSJos6tZGyVqxLzDZra/GaoBFUFqmWtPD2BR3eqsYNuw8AFjdRa1LjgCuQ9dSsZi3zzVozoV+NAO554UBmLXHUnBiLUgjWpZwNiY2lRbAMiSYSrL/V3u6QECL7vl2wQLfMaT74egJoQc++aRtxwFI2Fc218HR2TlsCut/ep1u2LQquUsW1jlmC60YrNJq2lWJTpxQV/pFn/laXZeGiyWsswUXWUMnbda/vwvaNpjOgkswVNfmohH923C0MjaNHrK5/ditOnq12Azg+vQf/Uk8lYpteF6l563VR3D2NRBbWqug1g2X6aCBRIvXjKbQwX9K4BACTHzSHzxnwBeCO2c2zj20g77pvKemppQYOh1lddK6pFYgQHw7FBcbPlYMiBEBBQyIEQEFB4IBjk4lD4VrN4QHMojOcIi5cMhU5AOBOiLpsMhQcCQi4Ohl1JATk89km2InEo3BYTFhsOhemSRUWupcfhkMQLpjGY60kTVqBNqYzoxWnCQiiDYWewgq2DBIYcCgEBhjEpboyDIYdCgILhngG2LBkMfS2ibiCHw/tmC8sRh8O3pLi7a+awYyRn93IwXOUSMMnB8M2QgAkZDPd1M0vj8SVifWRAlC2uHBAbFwjrGgfEyDcFKHJANNOE5bHzT79h810lMso5HE7qEdYuGQ75L8tw2CcBJYdDef9zOORgCFA4vHcNs8bKcOjaKErQcEBc1yzc2l3D7Fq6eJzYR+a29wFQq+F0Q7xUcUiUX/I4JFaWChcyh8REl/RCNo/12L7uNeEqlgFxksli/GRAHN23y/rMIfHKZ8WLggyJ54fXWJ85JMoWQw6J1d3Cfc0hUa4bzyFafjwLAAAgAElEQVQxIHklOCByOAQEIMZ8IunJAsSNop2gBkQtmzQYan31JMMgV1GmlwAhwKBQBkKAQaEMhACDwkMBIcCgUAZCriUlDhnIbnXM3aN2IdnvLz8kDAIMCGUYBBgQBmwxZzmhNgKDAANCGQa5nDpw7OpS++CWZqkWyU2tgwQMAQaHHAqt9UlzESgEGBjKUAIwMJShkGufQzbp5LAaL3nNpx4ChQADw7ds2brXzClVSr4UdW4lUAgwMJShEGBgyIGQSwZDrkd39itxmhc0vkDAEGBwKIMhwOBQBkOAwaEMhgCDQxkMueJj1ZZ6NX3qub2rc0g5Bks23E/AEGBwyKGQ64ajyggUAgwMZSjkOrlYPe+2DqmWWxkOuTabIxUvwAV/XEsAEWCQSAARAOadQwARYJDI4ZCryV9C4BBggCjDIdfjE+qVscThpypj1b1RAocAA0R7U6Fl+3sJHAIMEGU4BBggynAIpABxo9prWkOiFjQYan0VFBkQ1rdP2pkVZF6BOPdND3s47x8QD7qxW54DAOydeq41JltAeOyVHMz/nlRI+dIBZtkYnHOeNbaqoR9TpMLRvG/wO83CMnPCaPbQ600KYMjv2w+A1nUrkOKR5MD5//c6e0jJlo6yVAazHC/FLwLZXcyBcFqf6NjAu3jILHTHe+KBefepLP6Rl9GRCxnX9AoIOrqMPYwjUimYkgEWk7c8KgBqWhHbP51SbcHaHracxfUi2/iVYvZA3dwsrGw3L6wAAHh2iNqGu4qZq1De9sohkeiQyBHdOdy9DSRr+85aFk/5k+nC0tftYWOFvQIuP06yZUwqEG7y1Y0Mck4sEKD8brf4vn2Q7a+LRonvuWUYAO7ZJM6lnFQ85alVIoawL8KOeYUhXIwdHnb8ciRg9/Uzy/L8+/dbY899fx7J6B3fJXoJ83qCgOix3CfFxvEajGOCYn++so8dg9W1Yp2vnFumrMsf17F1ublUnHOJHma5W1ko4nMHouzYj8kV+32iX5xLrgH295td7DdkOLpruTg3Hzya7W85prDNxSxwTVLow32ragAA95wlsqs9H7Me3FuqzrDGHvqEWYHvnSeuPTmWdJ+bxZBWDYvz67WQ8AI8sZZlMPs8kkdiXC0AoGbcidZYWZYXhnQevl3D9u/K/SKs5Zbjx1mf/W0sM355TJzL5TmiZM6YBlbWaWexcJuPTTWwXtskYmwXNLwJAIjMFfe8rEw19EPr314aDLX+fSUDoaUktXKYHh8BQoBBoQyEXHGHzhBrm9QiwGdPKlTGem0xW6N9EQKEAINCGQi5QnHVyuiU+dvkFOeXp1pXsh1iB2UY5GopVnv+ylAIMDC011ZMmiaBQoCBYcRWH7BkYC+BQq7ioLrOlZufUcZ+aR5Npm9eWEGgEGBg6LOZWiqHdhMg5HL3qC1PnDKv7TUqP06OJlAIMDCUoRBgYMiBkEsGQ65ksJCAIcDgUAZDgMGhDIYAEMtUz72Fv1brPT56tWoZHN+1noAhwOCwz5ZZ2x1KEDAEgJverVWWd/0xajzriFbVSpnoaSdgCDA4lMEQYHDIoZBrs6tMsZrJcMh1/wlFylibK0e5ZqYWqSC0ozOkjMmhHFx7fWotxz1datb8E2sbCBwCDBBlOASA8qBqkf/ZezXK2J1T1UoG1ZnjlbExDR8ROAQYIMpwCACzRqn1NjUgfqX0N4Ohcy8jLa0vgN7e3aZAoenyKFBoxCMKFG5rG1SgsCjTo0DhpFy3AoUnVxYoUPj0tnYFCv+8vkmBwtx0L4HCvkgCfZEEgcL2oRjah2IKFA7Hko4PODsUtg7FKRQ27waadxMo3Jw1A5uzZhAoLEx3s39+9X6R1kkfwpk+F4IOLuYcUy37kchUi1wfZ+5Vxvpsrd32TT8f+6afT8ZuOrYCTh3d7AlBAByh8JQn6Xb0j5iG/hHTyFjIn4eQn7rZL/4gjns/Uh/Wdihc2ZepQqF7OwazSjGYVUrGXQMd+EEpPbd6w6o7t8IzDNiSdnw9dfDZAPfjq8fi46tpMoU9hAAA9uYfoYwZUef2eTUDdGffcWIl7jiRutPlmoZc+/JmKGMN49Ui4Ty+kMhMIhmg19fULPWl6b7iHXjw6HTLYggAV7/Tjl3RIHZFhfVwRLIXaR4X0iRI29YegjdKQWlyQToKbW0BN6AEA3njyNj4aB3pJQ0AVfmZWFLiIeEiF80ZTayTAHB5dQWqeyiA1g0k8MBGCsK/PH6MAtw3bkvD070043jc0F5k2YC5ZvTRmJhGj8n+3iimFFEAX9c8iOtfo+7x/qEQhp67C1paB5O2GGp9YfT2bnrzXDjK59gv2BVWY5hearQBX2EARbZYteaBmNKurj2sQtIru9U6ey19qkXolInUelGZ57dcg1w+t6HELWanOXdDsT+MwvEkWm09jSe0fgy7thSoVqMpBQ5dG2ydUn70+l7831y6P+xZ0QBQ7lMtGUZMtb580ONXgHC1byKZPmL3CwoMAsCYbNXCat/2eNJEeYAeL1dkSIHB5y6bqSzL6Q3YHr8JAFcdpVrHkjZSre8L4SI3/dvB8Wrdy0B/I1wReq6GRqhdbHxhtS6j4dAv2iletdVHM3kHo0lsbaO/ecK4XGQk6PHaH1LjWcdkq2M3LduHk2zneUUOtTpVdm9CbYHaH1wu4cN18Vh1G0wPffGpDXtRsZN2M3FXqrC7w6XWk0w4vFVMDtDrL+YLKH2ccxz6bTta8wdiGOun18NbTXEsLKfxjqsa1XvUXger4wVT1dIz7+6n++2CnDZ05NLrqD+aQIWbgm+PR63r+DOHLi13nzYR7jd+T8Yyz71BmU/rSy9tMdT68iry4VMKFB6XPaBAoWuoi0DhpiE/Ng35FSicOkKFwmxPkkDhzp4EdvZQiBs1XIdRw9RKc+VheQoUXj6rVIHCx9c1KFC4prGPQOGEPD8m2NpsRRImSoJeAoXRhInavigBo6q0kAKFZiRMoPDbD67Btx9co0Dhzq6IknjgHmjD749RW4Z9lvfEbQPqw73Dk4fJhWoZF7v+lH2iMuZUcNq+Grl+t1I6JfzUnQoUfudoFez296hgm1m9kkz/9szJ+O2ZKrQ19KkAbIfCZOWRCMWSJIsbgGJBBIC3qlVY2jTow6ZBCsbnvqGCoRFXrW959j7VPhfqbO7/juE46iIU+sa51FIy+3rVEIYb9j6kjNmLazePmKm4+QHg8GL1/LJLjhvkGuMZhDHtODIWzyuDYSvVMjnZjJaBMFoGxPXpdhkKgO0Y9GLAJc5Nb3QQozxhknzUG06gN5xAYEgkryRME4nHb0Pi8dussZKgF6820OOwpMRDSi8BwILSIEbY+o+Pz88kHXIA4KP6PnxUT18M+sJxYl1/uncE3quh502Wz42j7tlGxnLjfYgnTeIV+eWSKvzXyVVkvutf2wX/bHodDj13F6LdauKP1ldT2mKo9U9X5MOnlDFXlRoHp1gL3T5sGqLQY49LAoASh+ze/baHXn66R4HA+xsycOVh1MXYFFLfne5eodabmz+OulMnFGQqEFjX75DxHFTXtXkwhqo08XA36jbCjFA43VqyEN9+kGYtPnyVajn022KgxmS54bbFd+2H2tvWwViCARv4TvMPWIkSXCPbNyt/90C3Gt93TEUuAcIpBenKBd02FEeuDXxcz/yXsqxzwicrQDguj0JqZW6aAoNdFQtg187OkAKDJUE/Jkqxh4W1HyFZSfd1V1w9juleFwL9IpPXFRnA0kFaG2/JuFzH2Lc73qaWnudOyYFhu1dHbJ1husMJPL1VfbifMYm+xJSnxWDYLJnVyTxa+DvHh7571F7aiSvU/W9L7kY0YaLfdq7Ekqqr+LB8dZ/ZvQHm1uUw55xFxrwtFIgA4N14BZkuDvqxq4Na1MbnZ2J0lvjNYHIYtRE1DtapJ/jgS38k0+6Lf45lNsue3WoIAHV9KmzvsK1XdyiGkix6rzi6LBsv7KCei687xDx/7fdqXcil359Ppj0uAy7b9ZzX7dABKUut2+jLG6mMaX1ppC2GWl8O2aGwefJpaJ5M27ftQ5FqLQwPHBIKK71DqPRSa4FhGAoUTkkfVqAwnltKoNDbsBneBgo529oHFSg8d0aJAoVfq8onUBjo2IlAx04yT1GGR4HCT5sHEIj1EyjEnk8IFEYPW4LoYUsIFD581ZEKFE7KdSuWuJreEJbX04eSk5yC5e1xTlNyXUimqw9Cu1qL1FZm3x6bVNbNXiAYgAKFTmo7/QYFCsuy1QB7OxQ6qaBzmwKFJ1fmESgEoEAhALy+t0sZs1sQk2lBDEaoC/Ot6h4c7lOtd3Y5WRDtRro8vxtfm6gmZ9hltx4CwMgAvd729UbRfMGtynwF8UOva+7zt6P81V+RMXtsH+AcEmLXizkLsXQPBbDBEdOw3kuTMhZ7arEoX7x4tQyEEUjzICCFbeztGsLyGrEfB1wZyE93KzGB+1EAs5om1+w9+SfYe/JPrOnE47fh+I//j8yzoq6P1IkEWC90uUc1ABw/JhfHjxH9n/PSvQjZroeP6vuwtZEe8xd3dqBpgF4nl51QhctOoBbBs/6PehbiSRP1NkDtzqvCNfS9EklfOpI+eq5rK+JXU9piqPUP18/fFgHQP00XCRIcCEvjzIK1D+Khxl1d/OGxAcLqxGuDTR8p3FAcCENprIyFIZm8qlOuxCnp7O/kotM1d7KH3+i7mEVAhkEeN7WtncHUWzvYep47Q6xLk+TGOm8sg8Gwh5VqkWFwexoL6C9KuUO56+1TqebbokJxSreBZRSO2PMOAAaEXMf86gMAqoVQdpWvbxcPAu6+kjOMT8hl+2tpK7OY8H3JobBeavsnQyF/ME3JZe+UXTH23Ypa8RC7IINBN4fCl3cJC8y3x4oH58YIO1Z+D1sGL70RlhJ1XKnjmN24DgAwsErUbGs7XcRFbW5l+5FDoTe1fx/4uNaa596JzAIzNI5ldIYlU1dBp7BCPdnHYtdOrmQvCtzl2PODC6x5Ku9hre7+sqOPrCcAnDqevSgUSZ1MTC9bryea2TnCgeWMQpEUsjEqXkxGptyQ173I1mtskSiP9Osj2N/yftp8Mxql9omv7BLdQX44kR2rGoNZhp+TrIo/mcZ+ZyiDXXtNqWXEpH0z6ulfWJ9zL/0xAKAzZSmWX854KEXmM78EANSd/v8A0Pi9DikZZUYmu3a4O7kryvZhYZK5jF9oEOfBWVUMpCJJqbVdt7j2joix2Faeff5+FzvnZWsmh/LJRezakutlrm0WL0zjctmxGlO9DABgjGMxq/x8BYDxb/43AOBnBeycWFglrHmHS/el7FRx9+xhVjdxS4ydG8WSV4O7if/0IUt+uvZ4kfzzXuo4Titlvz1Xqt1YEmTH7sWd7Lz+yzvCCrjqdHYs2itExn9rqjQXL3v10zfF/PelkthjBSy5yRUV94plEhueNllbEL9E0uVqtL5Yem1HK9Y20DfesfkZOLZCvCmPDtVjr5dmlq5p7MXFRTTmpjGzAp80iLHFY3ORHaPzfNqfhmm2rDx/WI3ncve3YP/dIiuv/KLz4M6lVpbXkmqJiKCPWlSOSe9EIkBdsJ4etfCtPWi8oGkt3vPQWLbKvAwlRstuLeu85Sr0XEcDxjO8LpKM8UHjMPrCccUtVZLlw44OmpVqt1xNLAygKoduYyhpKKVpcjz07wDghb3U8nNumQsdLhFfluF1kdgtrp0Jamm98eXtePQiYWH88avsheJPM4UV+KT3XLjn3MPI341FJ9aHaPux7nAML20WhbdvO6lKKe4daFOLFy8dHk1cggkT6Pw+TZaJ3vG4ksl+7uQivLCTuv4urUxTyrJ0PPEg3j5RAO3F6dUw89Xs6hYvfQAXR5pxw6ciVvLuKUOIltissWYSdQPU8uRxGShLivXqSmPJDg+vF2VarppdArfN11jrYMHd0TGIc0sFrN2+YRjXH0WTleKP3qL8Xd+5N5Pp9S0D+Jotb8SIDaM9jW7zh3V0H08tCqIsi1oe36npVdzxXpcLU/zUMr5pOAOdtgzpsmw1QaveFk98Qu6QYj3cVErjH2caLfjhWnpd/HaOB3V+2jqwLEHPBQDosG1zy2AM178gzsv5EwrRPajGyF55JN3vOzoGlVCP72TsgSn1Yl/qOkwJsZjmH8D3llOL5v1HRBAdOcmaTrh8eL+W3m9bBiP49hw1UU3rC6W/GQyd0yO1tP5GvbZDBYCx+exmZIdCWWtSbhMZCnkhaDsUyvq0n1m8ZCi8KZWJ978LxVu8u5+9sXMoLL+IFayWoXB7dupB2yMg6vQ0Zv1aYbKSFsekM+uXDIV2IOzJl2Aw9RwtaGLtvGQorEzdpDkUjtj1lvVddAYr/Nx5y1VsmRIU8tItHAo/aGTrywPWm/rDFhyWOHQrWVxkAnDjpQb20JhYyCwoe3rjFhyGkuo9JeBzIQ4fPEkGDXd9wo51ZYGwZp1b5hydMpg50oJDq7yNlEtw48tqhrBdJ72nLtspHqzbVhLmtpOqlHmaB+NA5iRUDTGr7tJhFc7ssXMAg0JZAemFgZc4kgExGRyhwOFJy+4icGh0sYLJHBB3m4VANKG47++anUbg0Ne0WYHD8qBbgcN6VyGBQyclkiaBQ25d3x5i56g9Lo7r7pV1BA77z2MQmPXs7QAA9yW/QB7Uns2vNMOCQyPGfqso0mrBYUNfFGNyMlDTS19o6vtjFhy+k3ILv1XdgyXj2H1hR2cIsWQS28PsnOaAOCNjGJvAtoUDolxTk2fKc1jkgPhOTyZOSFkMOSAekRBljda7x2CDWYzfzmH3Fw6IP1wbx2/nsPsCB0RuzXT3CShf08RequaWMCtjccCLu89m5ZWuf2ErPt7dgfkT2HklA+JhPvbSuyXKtntyYcA6RjIgGi63BYdnJbdgaTd7qeKAuDUcxB9SnCsDoq91pwWH7mQUiyrYy5IMiH9cy+6NGhD//aQthlqfm+xQ2DlMrQ7HVuQSIOTWwjVSLM3FRX2kMwjAwFAGQm4t5FAIMDC8yVaa4Xcz6Vu8HQoBBoYWEKY0dZjGA64wx1lACAgoPCgQAognBRACAgorpbd2n9sgQAgwKORACAgolGv5lQcMCwi55EzGkiy/AoWjDBp/aQdDAKjK8ShQ6LVZkzzJqAWFXJUFmQoUDqVRK15gqFWpebinn0LhoxdNtyyFXH+aOaRA4T3nHkagcH0oRwHClzY3EyjkFsPmQSnbe2inAoW8uwtX5/fPV4BwbVMvgULuduZ6YWcHLq2kiQ2ugTZ0PPEgGSs84xwybeaPZmCYEofD4oiwft7waQR3T6HHMloynZQjqhtIwGM7bmXJDstiyPXw+iZcNVuERrhdBjIj1FK3PZShgOHudjp9/VHl6LbVqcx69na4L/kFGXunhi77a6MEGAIgYCgr0wbJZVlesiwOhlw7OkPwusQ5wwFx07C49jqHYziu9mXyd/ZSShwQeegFwADRXUzjWk0PtT5yQPztHHGO1PnLUGKL5Xyzmu6PuSVBqxsTAMt6yOGQ65aZ9NzaEs0lx4jD4XcyxD3RTCaw1EWt7ePyMjDNLyz+HA7vP0JAaHTkJCRc9F7y5LZ2Mq3h8Asp7UrW+ufro/3swSwDyeIK9ub79A7x9lmRm4GjfMJqYsTZzfaxLnGzmzaC/V1+KgaPw4jsYuVtvPgb/5FhBhQ/2CEe5AE/+/v/msx+I57K3DS2v2/NU1/JSjUMS27SSWiDe1gE1j8/xGDh6/nMrPV6n4Cc0zLYQ5pDTr9fbMfurjDmDm8R25rOoKs2OFGahz0IF3ezTha8W8TYP/7Ymgc33AOAtp57flsrZkkxRjwWb2yqs8RO6cGwoCyblNAYmc4ekjxmsykprHwDUkeMqh0vInSkeDg+u70dF00TMOFNsP1652rxYJhfzh7Kx+az82BNH3uITJWsuP7UcTQS4oG/pTuBW14XEPjyLHY+XbmHgcpDC8U6nryUfcfdyDIUJn2ZeE8yylWk2ojl+cVDmAO6XPw5njSxWyptUhxgD9tKKXHI/ZefAwAazv4ZAGBUKmFIrjW3sCIH21JFoGePEvFlfP/nJtg+N1IFlzv/9Btrnv0XslIo8jmzITgdGV4BQumpzPKymOjvm9jBslF9FcLlFx1FC3l729i+rQ0wOC6rFddA1/jjAQD3rmHWyuvmCTjuGE5gnFecS9Uxdg5vaBEmXl5MekuqleHPprLxJr+AzJGp3RgxxbZ0hhLY2CpApKk/jO+OE+ffzqS4loaj7Hq/MxU798tTxbYORRNolOJ7zwqyE+ChNnYuyufsU9vaMWuUuG6muti5uzEurP6TUwlGng9Z7OimiQzYA1KRd14uKS8sTrYt0VzMiIs2hbxTydgI26+7PKJk0cQ4y1Dn97/YSOE9+LhxEH1SeEduKi44KAHx5C2svd/troUAgF/MZueafE3xl4Onm9m5/NFedp3w+FoAQA7bNy/2su0/vYq91MidgG78mL18yy8gaz1VmCZ1lHGn3CGPbRPX4iW9LCbaf+KV0PqXS2cla/1zxaGQa3FF0IJCrorcDFTY2mHxmyLXtBFBAoVel6FAYXcoYUEhwICQQyFXwO85IBRy1VeeqEDhJLRhEsSN/vmh0RYUctmhMJGZr0Dh7q4wdneJbTPSAxYUcu3uGj4gFFq64R4Chc9va7X+cSgMx5MkQcOuBSmLF9+PHAoPpqodL6Jqx4sAgPTVz+DZ7e14djt7gD6xVY2N4uJQyMWhUJbfFj+5pTuBLd3seN5yKgNmDoUHkz22MOnLRNLH4PH4FAdU5KhxY7LVFoBS6w0QUMjl/svPLSgEGBCOcigttLCCWkXlZCKuHncQPW5xbRRc/iMUXP4jMs+aDLptw7GEkrld71XLiURrmXXbDoWyKgbV0iR2/f4TBjIdw+w3q2MBCwi5ZjrUJTxsFB0rCast5rg6U9fw4SODOHxkEE397Hq5t9qFe6sPfY7+7HW2rUMpYCwNOhRxT+mJrW3WeXvh1CKsa+6z/m1LsvCRwz2dONxDz7v4MZcAAGbseh4AMBhJYNAWu9ftH4FuvwDPTZ6x2ORhSRvjhlgSzP600difNtqCQYBCIgB4W3fA27rDms5O81jF73tC7OV3IJrAQJT+/s3JFQCAWz9l55rp9sG0dc65YFQEF4wSVr/v7irEd3eloLuX7Zev53Ti6zmdeHUPeyFOBAqRsHWkuX57Jpne2h7C1naaxX3J1AJcMpXGW4eXqfUvtb480hZDrb9KdiAEgNkjbf1lW2z9dV1q79p4bplSKHmkrf7gYFSFn8ruTWT6p/vVdmy3HkUDuhscynOUx6krdGlHpjJPmq0G4MmFahD4p0MUho809yvzvB2lQeh+t0OsnK3m4RObWpR5po6kvzXWBt0AkJeulnjJT6Ng1jJM92vxpueVv3kkuIhMXzZZLU3zYYtal9FeN3FWse3B0qHW7Du8zVZKZpQaE7jfo3a5qPDRZVVH6D6s6lL7+e7MpV1R+iNqMs2EV+5QxhKX3Uam7WC5zaFt3IyRFKzyQuoxXRvKVca8NpDOT1fP35LNtmM2/zwyya2FspKdKrT9spvu6wunq/vZru02t/IZef3KPIkctXZlk60r32t71LjHRWPo9fzz12lYx40nqOfGbKj3F2455HI5FOa8rJRezxFbi8Vt7eq5OiZXrXvYaGtj6dRKMmoLWJ0UVvtAfxCn9wmXvfgggLm7niPT7rmnK/PYX76v/UB9Wbn3SHqdxorofjXfuh83uxYrf3fedHpcZxTZ9sdKtUatth7+y6RdyVr/OEWWP2p9XltxCgBgRIC9oZYFaHmTZqnOFm8ldqyHxeLFc8WNb9uAB14JkPJTQCPX6cpO85BMQstKmMZA9Kc7GRj9cpYA06Q/G+5+AX21aexm/8AaEQ94xxFs3Xkg/5EVzJXCA7Ib+8WN9dQs9jadTGOAY8TF+q2N5GN2lni48KDy8Mip1tgH9f0okGq4DUYSGJ8v1pcXFS52iafm3Rv68J9Z4sH+RgYr/i1D165OASLHjcnHBKl3aocri3TEMFLupa6IuGT4g4q3/SrayB44v4yxEjhleWIdL5sgwZ3bAyQETH3YbqJByuQcn0o0miJ1QUn3GHBLJYJ4PUq5wLF7x/vYO1pYT8cnWmDExb6t9rOYrj+va7DGbp3PrBRGKrh+X4ytZ1UsZaXpF+7utlGigHp3KIGJpoC0tdFCzMoR2zTw6K8BAFnf+IE11uPLx49fEZBy12nM0pnvZb/dEhbHZk/KKiyzwBHFARIWUBxj52iXX1gBq3vCxIUcSyZJOZg06XrJe5HBa/o49kDntS6NRd8EALSHxG+V9O8GAMQLRJ9l166PsCJblDv6qKabWP+mpOJOB6JivwR9Hsgtqze1MUA8Zc+T1pj3yNNQ5xVwWZppAKtEkkfT4SJMYShV5/H9GhZ2YofCHAmweNmepy8SltFN7RFkS+ECVeFqhD953ZoOnSqssjwhaPoIsY1b2wdIe7+FARbv99u9bCOvScVe9v23OA8aLr0TM/a8aE33zb0QAEgf9cFogsTt1ZrMqvxIKhP8whli/9jdyzv9rFRN+yC7z8iu7OHU/qqVkuPOb3sd7nlSAfAkO17RDLYv0/pTLwNSgfFrPxrCfbPEfYzHRz7XI/b/mRPyYb51vzXNIfFnx7MkvN2d4pqfmnIve1Ku5Rd2s2v97A4WO10/Q7y0VBUduhuO1ucmDYZan79kIOSqm3ommS4LuEnNu+aBqNJbdoGtYL8dCgEgHKfuEkcoTLMVGrYlMtihEAD+3yb1NLH3U71oJnXxTEcz7DLd1GpjpgWUeWLp1EpxKCgEgCJbQogTFNqtcDIUAsA1E1WXWiKDros9KzTh4Iku2vicBYYAg0MChQ5yAsMpttZ4gSgNsN805Fe6XuwfoCvkBIYyFALAbUeq1ja5RiUAtAXUoPii4UYynZuefgkAACAASURBVLTtK/l3uS5/iwbb33XaRAsKAQqGAINDe1bz1EJ1X9rLFMmJBwCQ5lHv7cUv30mm/aVlyjwdR15Cpkv6dx8UDAGQGDeAwaEMhgCN2wQYHB4MDAGgdNOzZLrp8PMtKAQYGNqhEKBgCABF6XRf1PSrrRTL3qclnWQ4BBggHgwOAWBTC7WAXjO75KBwCAB106nFFgDGuOh5f+s61ap861R63tvdzU7tInfYEn8UOAQQ9VMLf1p/00HhEACeHaDWQDscAkDkhKvI9O7OsAWGAINDDoZcs0tUGNSA+E+RBkOtz0fxOlbgOVEtCj2vGn0yAKA0m7kNeOwaD64PS5aQziF2s1losOK+sQL2hhn3MZCSO1zweflb8fQgeyiu62UPHzmrdnRfCpZi7G+SOczSYsRSD3EpI/OsN9iNfWIqEeD78ysAAL9dycpM/HqGmHeziz1Uefbh6dnMQmi217IZilkw+YpBEUvGkyzc7cwdFC5n1ii+F+SaamNz2D4LpfaR/xGWxJB1GWs3lvSLG6RnGwvcfifIqs1yZuDZlQVS71VuZbnicLYffCF2M94TZfAxLkfMuyP1ds9d9SNbmYu1qYi5Vbe0iQfNJ3VsOVfPZZbWIhfbFtPHYM+IMmuFERPb+Hgt+//SAmaV6SuYRNY/Xcpy5fDsNtk+vOolFv92Q6qo73hDJC0ZqUSZ23axfRhNvTx843D28JwoWUntQMgtvB1eZlUs2rdcfJlyVUc/ZhmpnsWXAQCaE2wbS0xpWanz6vK3WQjFjYvZ+VCZ8urzAt/5awQctcxiViRe2PmTRrYdE1LWVDnLe4SLbUOPwa6PQKoP8d5udl5/WCcSok5Iddjh2caFS1l3ka6zWCHpkk+fsOZNLGLbxGNz9/eyc2BeEVunflOcH5ta2TpMLGDrt6aJXT9Odf54Uer6BFtfHqtb+QkrEP+9qKjxd1PqmGan9kNwNXMzDs/7BgBRkHtSiwgl2FnMio/bofDEW99j63qncG++Vs0SJOzWzSmr7gUALJt2hTXvEcXsgGV42b7jFr7O4XhqXcTLDY/z25uy/A6llvu9QXZ9dq8TRfp9P/oN2bbWI5hFlFuHa6Wi8ovy2DFtALsG/rSOvaDcdGwFACCti4WhdGVVWH/TkVq/gnS2TvX9bBk8vOCjOnGu8ljtaZlsnl+tZ/vnxwvYPU7u5V4UYi+/33yHzfP4Uew8T+SyF6kX6sULwUnjmEfF/+4DbNtscLh0pwgvOm8KswKkt7Bkqqf7GWyeU8HWty4mIJJ7lxaOU1tyan0u0sknWn+/OBRyrRp9sgWFXPbSJWFbAeSFRrUFhdZyfdS61jkUtaCQi0Mhl1J/Lxa1oJDLgsKUznqj34JCgAEhh0IuGQoBBoT2orYWFKZkh0J3+74DQiHX2Jy0vxoK3wnOJVDodblIyQ27OBQCQDQ914JCQAD4jk66bRwKAaCkXY3BAwQUAkB7Mt2CQgDksywOhQCQ3Unjwng3GrtFlUPhwcShkItDoawDQSEXgUIwIORQyMWh0JKZJC8bNy4eb0EhF4dCu4rX0TireaVBzCul2coxm9U617T19c1Lw/g8uu3vVNNCxB0pIORqmn2Rsi72mNNP2lULlF1zHSw8gIBCLjmrf9+8bzv+TbYU0jBw5IUWFALOfcIBFQrJOtz4LgABhQCLeZQtm9sXfPeAfz8cMzEcMy1oL8jwoCDDQxJZ7JbTzFRZoj8ETgAA5M06HHmzDifzDBzJXgZGrmdu8zSPgTSPQayR73fT43n5LHouR/LHIpI/lozxTGiusqw0lGWJ5RxdnoujbQlgW4fo7/zPqnr8zypaWqs9nVp1L15J7zNnl3lwdhn97fBiCoROenY7jRu9IIvGtZZ7Qyj30tjNFdWHTjzT+udKWwy10NwzSNp3AcCHUXrjCCeSmFRAH54DtuSQimwfAi0CLhPBIkSDNJNyTRN9AC4ooMtoSargMbpzC5k2M/OUec56nbpt7jmHZmmOGqTbl8zIxett4sF0WmEIaKRA84Z/Jon5enFzM/4wlbqZQuWzYZecMWw+fLPyfeBqmtzwfp0avG9PUDkmvRM7XOKYhOMJq8QGV62t9lvElrk8Y1Dt9PGmSYPOp49UXeSFfvoy4BqigCKXuQCApqwJViswADjqtuVYfcvxZJ5NbcN4UGpX94f4K/AvuZTM88tNdHsunVlCXJAjMj3I768l89ih0Kij5w4gMnm52hdRkChJqn2P9yTow9femUa2GHKFjrqYTMuZ9VylHpqREUujUPbwRjVh5eTx1MJif3UIJ0xUZIsXKw+SSkLYlEJ67uS1bEJzoajnmZ3mxq4u+jdlWWnISwgg2x3JVG7Cv/2AXmd3nTqBTLsdkkCCe94n0y0VxyrzcIsh1+3fpted3bo5MT8d70l1Dk+uyEB7hB6zqEM8xaY2en/isX6yvtX9pvXZW1aFnnLqkh+y9cguSPdgVYO4xivz1Hvc6sY+nDlBuNPbh+OkbikA2B/V9t/pDauJVK/toiEQV85Sk4Kuf4VeD4+cTpNwBr30nKzpjWCslIST1b4dj3TR+piX5tHz9sYdmbj9KBpT9Ek3PR5+t8uK99b6XKRdyVp/vZp72E2QQ+GykMjm9btdCEs3Tg6F7+4Xrq25pTnkARRo2YxEUHQS4VAoZ3CubxnC0ZnCwpNMz8b3l4mYvpsWV2K/1AP12CSzKiUD4qZpmCa6giKu6sqnt6BXShh54nL20Bg1LGUrJuMkloxD4WmFqYdf40684RcZqxwIX0y1VeNA2FEs6uBxtx8XB8Ls6g+tsd4Vy5B9qehykUjPhkfqfPBOL7Mk2d3Gk1NxegWD4k2fg6Ecjzm5IB3+LpEJzWOUJnYLa+DmrBmYli7cru6O/YiVi+14t3ZAAcIsadvSXOz47ekVD56J3j6E0gWg8L7QTVkCBLLTXDjqNmGtW33L8djUJkCIg+Ef4q8AAPxLLiX9aF/byR5ql84UD7OhWBIjpB63HAy/s1JYj+8/Pg/VSfGAqWxYgdX5863pmesfBgBsnS2sXCMCXry+h1kuvlPJDsZP1whIuHTWaKxrElB0Qsq9VlTLyg4Njhcwk76SFcN+ICjcnt+cPhLBujXWdF3RLABAeYitfyJYhBXSM3zBaPYw9oXFb963c5jU5+sOJ1D6yZ+t6eZ53wJAe0BXZPuspABAVAyYHxTb1ucvRF4Ly/bncJgtWe12dYWIlSov0YfdEQHg/NcmesR1ffV73fi6lOE8N2UxDUpGqOGEgRvf2G1N31PZDHP0FGu61V2A1/YIa9Lvn9qM310rIIyXcZELktf1RTBRiuPlcHhyhYCxYZNd+7zqwepGto9nptzNntTFuC5Veuj00eIF8uGdQ5Df2b7ZySDRWyZesHrKj8QeqXQV935wdzCHRDsg8vXggNg+LK63DK+L3Ec5YPufFy+ZXWfciH3d4voqyPBZfZEB4N41zHX99SniPp+X7sbyGnHc3tjaikdOlV7mXR7yItifw5LAanrF9TY2Nw1Z7aJ82CNdI3D2JOnekGo9eeMOcc7cflQh3M2iVM9KP3uR5y/EGhA/F2kw1PrrxKEQADa1qUHRdjX1h5Wx86fQHsPpg/QtcTiTlo2xQ+G1H6m/e4EtEeToDNV60x0Qb7R2KASA9y+g65X00zIvRlJ9s36jk1pQ3tpBa/f94gTqRrRDIQCk7V5Bps1y6m7iBY5lLe8T6+Z1uSwg5JLBEAA2JOmbOcB6tRL1UytBcgRddzsYdoTVSynLtn11/dTVX27rWRvo2EmgEABOvWsFmb7/mnlk+rAPaaIAAOxc9AMybS/VYt/v+f21BAoB4CeLKsm0vQOPk3t+XbMAsO9UGgQKAWCKrYbfRW5aR1MGQ65HN9NEqGtzaFmVuqJZFhgCwHshet4CwKJCemz6PfRcznif1otrnvctAoYAUJlNXYIum4XX3aOWsRkqpWV9hm3WqY5heg2ZoGAIAMs6qRXPXuf0ulfVUII/LBIvb3YwBIBxefQ6tZcESveox9Zn0uPPwZBrMJq0oAwA5pSqrvRiN73H/GU3vXddkUEtpXY4BIDpI+i13TZE96G8DlzzR9MkEnuyUuYLvyLTdjicWax6AFoH6e9ualU9FueXSb9jg0MA2AzqUZoRo+V3BoumwK7b36elvH41Vi1XtC5TWK01HP7d0jGGWp9Nj21oIFBol9/tUtyYsjsVAAYicQKFmR27FChsdAu3QThhIpwwqaXQllF8y4njDwmF7wzkEihc3zJIoHD5RSVYfpGwLr3YnaNA4bIOGrvY4Ss6KBRee9QYXHsUbX9lL0Po764lUPiyZ7oChXKnkV3JQuxKFhIofHBlLYHClsEYLvzLerKMvZ4SBH30IZ+0e8NM1T0m68naJB4bqiBjI+L04Wt3k7YNqyAtqyeSQEMWdUnb3XSbrrKlpjto3/E0g9TuxitrpPUOA2/8BpGVS8nY/Yupm7UsyzmO7WCyu8bTbfv865PUbQnsfFcZu7bMVgcvm74odYUobC/Kj2FRvlobUtbArTTOyx2kLu473tuH/11BIcXeO/nCV+lLj+lX4cGuD+toqMbkgW1kurE/jHe76XVkl2nQC+eHx9J4utljKAjkp7tx6XT1RYgs0/ZOk5akMNYxHEdTyKWMZbeLsIqAz0VqBq5t7McIW2zf3hC9b1w2IRNXForz5OHhcbinX9wncutWY9CW0R2KJxGK01AIWUeWZit/U7LrTTIdTZgojInr9c1Z1+DNWddY0/kv30lefDa0DCIUoztppK0t34yRWdhlc6EveliC9mQcn8RG4JOYOBb2AvubvJWkk0ugfTu87zxA5jlxgu3FJ5DH/h1Aq2u7sXSbGkqh9Y+Xthh+BfTYBlrm4/gxuShq/tSaXuaeTGAwnEgSGNzbNYQBW0D2lTNHIbNDlFVJpmcTGMzzu4nlIm+oSYHBriQNkt7VGSKB3/YC00cUB7C+RdzAfvXqDgKCAGAkYnixm7kjzxyVUEDwpPxhdPjEDerT5gFMLaIPRvnmXZDuUUAwt59a8cyOWrzsEW+6XytxERAsjbdhl9Tqq3kgjAdX1pJl3HP2VFKq5D+eF7Fx75xTiL0eup19tniiWe4WCoUDnYQak8UT8GStmL5gcr5iOWrzFFhQyEv6yFAYjpuY1PSBNT08aTF6bF0h4tIxP+tu5lKXoXBwBI39dL1wFwHCWDJJgHBSqsQLh8Lusccg8MZvyDK+j1MIEFYncggQbmgdsupuAkC3A+jOTlKYunF7OgHCsfkZBAjT96xAe8XR1rQ9wWVw0mIEe2qs6Xvq03FtuWTZ7GvFhiDt0T0jg8Ybvt/lxZwS8fKQGe1H039db00Hf/EAgutesKYTAz343vDRZBn/sXCclTBWHmTH9qKnBNQ9dfoIuELCUmWEB/GHThoXLHeFOaacXVuFbaLQ/NsmtdAuzgtZ2eAAsLFlEMePEZYvXldzf3+qn/AH+xUovLTCRCwgQOSRzW24fJqA4A+awpg+Qly3hgHkuOiLRGOYAlBJehJ1QwIAKwdFbF1f0TQsr6Xwe2olhe624Tgpuj8+PQpPd601/VBHoQJMEwtozGvA50FVvrCk9tjKSLkNA+/u7yLznzv0MZmnaeLJVhxsh7dAgfaT192HDcf+0JqOJZOYZFuP4rjwKuxK5OPpzbRE14otFMjev6IKa/rFes/ztmFNXAo98rgwJV9cY97WHYhspi9ysROuwtpmcf9etrsdvzpM2v7BbmzNFi/UkXgSLYO2BMOpavcfrQNKWwy1nBXpo1a3b6TXECgE1EQHJwuhrB+M7idQWB+oJFDYMRwjUPhp08AhoXBN0wCBQnv8zUlpjQQKARAoTGSNwNKOTAsKAdU6OLM4QKAQAIFCt4tCIR+TZYfCl3qyCRTWdA8TKByMJgkUAiBQ+OwiF24+aQKBQt7L1VIfdUk6ym4ptJkS+330IWfvfgJQS+H6liHFUthmu0nbodCutbcef0hL4aGshL9fWUMshXYoBA5tJTyyiz5YD6WG7ImHtBLKUOgkuwXRyXrolIghy249dPfTh/WhrIcAiPWwbiABT/Vq8v1faz38sK4Xhd07DjqP3XJoj181DRdJhrFbDgEgGaSWwu9k1ZDpY0uom/qz2Dce20EBqjooei9nt2/FWRkNVqkaAHh9H3WNj8jwkDJQe0M+1ARE+MSVhR34XjG939prjtotgrl+N8YkxfWesG3IYDSOP3vnkDHZilgY68TZo+I4e1Cc47IFEWChE/VnLKHLlcJ8Jrq7cMtMej9eeBgFsEUP78F8U5xLn8RGkG0Jx5NY3yastbGRk+E66Tt0PT6LBVFSmsdF6sACQLT7M9wLtf5uaTD8N5YTFJpJqShv8Wy0FNPsvglSpuu8fBPz8umN6rpyWxZlAb2pdwzTh9mnTQM4oUTqcFG/Ce562tauLyIgpTIvA5V5GWiQXMQnpTXi7YhwM1fk+ElP3ETWCLxSLaDxjHIfziinUHh0mYgbemJLq/XPWi8XbcE3PpDE+ICYzq1bjdw68VD9TbUXv6mmN62a7mGcM0U80NJs8UDxpIlb3hRA/ewiF7b4RPzfVFc7prrasRNiGe+cwI7X+C7hVt7aRltczXKpMWLv+UT3lV5b1qST2jwFivVCVl2vLcZ09GSUxARUOIUg2JWwtRxLmEC5FByfaYsffGe3DZABbJ0nMoivii/BVXH6wJMzzQHAt/0dMv1udTc2SAWMP27owccNFADs2tVMY7DSe2ms4GA0iY7K49BReRwZv20HfcGK2Hp329XpzkGnW7zYdLhzlNi+su//mEz3zDybTD9wbAAPHCtA7IFFarzcM3PoC1ZS6o8bWfsWrmymbdeWVB481uskYx9OMkSM2fEjXSgwKAh3OmRkc5Vl+XDhVDW+0i5PnUio6ojSfVvQtw/ubvrSJlfWWl7DkuY+lOr+ReImqoOTCCAe565R4NAeWiDfF8IJk8AhAEwrCmJakbD02nub1/dFUS9VEOjNKCZw+K1Kn/WPy11IPQabwlnYFJaObdUcAofFd1yB4jtEHcfon5cSOByIJDGYOZIA4s8z6X15+dXTsfxq8dJ7zPNDBA4BFXQ9e1eR6f5FFA7tPcB3eCvI95k+F7kPBHweDYf/AmlX8v9n77zj26rO///Rlmx57z1jZzoJ2TtAFnuVXUbZo4wWKIWyvkBpaaFAWSUQoFDKDKNhJCSBhCSE7Gkndhxvx9uWbcmSNX9/XEvnPM+1lI5vvz9o/bxeeb18fWPp6urcc97n86z/MOMw+N7RAVxiEbvtY2kn8D8hE+iRbpcKBnk3EW8i7bSwv5tO+lz1Weajgfrt2TMIDAI0c7mxz4WlJtqdotJC3VWFTNiQW9UBgEtPXSfLd1FXyblj04gamGFUuxd1dVKdv4RMFQhyu7SMx5D5yOcqcx8h5/cbRxF1UAZCALjtvX0hMASAD73qPrHnJnSTY57AMEUKPv+0qgsL8qmqlOXvQpteKG5HWImS7DgTgcKFsepAdbmtm93tQxarT6djdQbtxnhyXN/rJovB81vqVO9xsVS/cMLWF1RAeN5ksXAuKYxXAeHL3jJyzDvtnDuW3rdXdzYTIHxrCQWs9qhsspGIYVCbUv2Vqg/x3fNEFxZTdx32Beh4yWC9wvkEl95Lx0/Ds0/Ccr9QYZIG6Abh+o12AoaaDnVPYX+mgCKtvQOD21eT875TbyXH0W00tpDXFvWmqcdou19sNpMtOmw7RlU0uZ/22wfbcdkE+l34AoCpVmzK+GbWoNUguVeAaWO0WoGUqynMz0tQ9S6WO8wU9R/CVz4aV7wgQTwDPmsKtKwfcaOTgmpDL1XXeYeV7Fh18fAyg5i7a7WpyNdRgNd1UtV0l2UMOZ7UQFXqoyv+Qo67jtC5IveT1YiRykpF7aa1PR92TMIDs+l3oe+kSSbrvPnk+GQXrYXbmTeHHAeLp4fe06BDmhSqYB6m00+btJ50DnhwWib9P8bEdP4nI6bYiCt5xID9x2hWW0W/jkAht7f2tYD3aZeh8JN6Nz6pZxM/g0J9Vx055lDY46IKYmPGdAKF5R12Ak9je/cRKLxttx637aZuPQ6F3DgUcpfoLVNSCBTaWT1GXXcDgUJP8WwChQsK1ArKmBRxUbW2QbQ5vLS8hHSj/eY4+M1xBAqD/Vll+3IBXUCfW0vB4KQCCljLm2mizUImwlyaqc4sd0ZFVmoKvJF35/3RNDsxly1mBjY++gw0yzLWVosJAQE0w73frVLyz4RUiwoK/3j2WHKs3/kxOQ4UUVccj/vii3R6lF6lEsrmj05SjZlUB43j7Sg+CfFR4TcSg4n52FhHF2onKxa/ppqe58kbif+znP59HFVkX1pghS1KQPtA4WxwC2gF0ARM0TDOowokFw4caePJcV0iBe63q5nLnJl26/sRz19eoq7x18qydxPXPkuPvXTjEccKZO9qoQp7kUetsAdLyQCKi3lhNL33riihqursHdC4+kmmLq/pmhtnwtx4cS8mpMagR0o2aupzhcrtDGcF/nZs66Vej+ZkGpM6xUnrD+oyaPvHoqtpHc3AGx8j8IZ4NhrOWoYoj7g3AyechW/SRb3RB6L3qkJU/H30vizS15FjDoLJ9VRBPCXVg1NSxX3gLf9c3gDK28NXyUiOMmDtxCXkd+/tU3+fI/av2Yhi+B9gQSAsjVYm0Ip+MTGW9e9H92qRuem64hG8tU/EKl02KYN0YcjQuQgMnpvQTTJ7/VEJBAZ3a3Kwr1VMLhlWE4HBiw1VaMwQC7PLG0B5h4CH0iRlkR7bO7TTNEerQPCmOfmIMYrPlGKkk4nG64bmoCiS65x0OoHBTw6145YpYmJvHdSq3MbEDdXXCU+xWESf295MYHBjbTcBwWBJiGBtryiDjoDgONdQLUapfykHwatPEIDV1O/BmDbFLaQxKtBy0hfi9X66eBSBwnhbDYHCokQLgcJ+nRVxdjF5NhkzkCjFE/a5/aHWYADQ4/SQDPIN9ngSdzrd0kOA0O0LkMLHwT7NQSj0W+JUQKjVaBBrE5uWGlMOgcI7t7kIEHY4PJgg9WS9fmU5AcKN9b04tXuDeH1LNAHCVypdBAj3tvYRIJyeHYt0KRP18neUrNUnzlTeI8PVROJk6wYVleNoj7L4L7GKBbM9WgG0dw4KV7ttwIP7JivvF0yqeElSsRfkJyJe6kNs0WuwWgLDpcWJSJOK0GsCftiThQvT6Q2QgsiW3kbYrEJFjR9ogTNGHEfVfAtftoA8jd8HjUeEibg3rYT3lFsgm0aKiQwqh3Uxo0O/y+/ejzf7BZxeXGwhYNEeiEbqXtFjeGveqWiX4lZPHZUIg1TSKWCyolkqrZLXvhODB4Vy2L34FqT5Rdyg1tGFvkQRmtE76CNQGASzn2Qqn/OQNjPUXhBQZwnHSPHEGxzK8z9DSgYyD3RA4xtq0Tk0Nip6xevFGLXI1Yjr22yzoKFXwGKCxYA4s0H6/zqiGgLAdwPiOZ8R50YrhAKc1bkPX2nE540z6zHFIzaPvpZ6HC2WNlH3/Bid979KXl9z+dmYtkpJYBowKJ9tp5QgMr91PVC2SPoDLbQ120OH2thEeFOFSrzhmJskBSXXb0FTtihTZdZpkegRn/GLdgOWNn8WOq4afz6OSuV2xqVGk5adadFG9C0QIRuL930JAPi4UVkTLpioLuD9X2wjdQz/G821ejmqyi4MHfv86luS/f7/kOMVk2iXh4uY+3N7E1VKzs6gip+cwQgAr7VR1crMMonn5tLzfPd+jp66Jm6roABx94lF4CaDoXbvGtX5uhIxGeZGqe9JtXQJo911qvMeaaI70KFWQGRVtCgxCt2s7EiMiS4wY0AD/CNBIQDEVG8kxyevp8H8H15HXWm8DVVylAFnSe2s+HcGAAOxwjVbY3Orzstq5vbBJNX5MVIsqtVtU52X39MWm6s6H99bR44DOqquNRho8Hs6W7QHmSsweg91g2nGn0iON3dRFYnXNjyzhKrA7QN085Gmo+NgfStVUmQwDNofa6ni89NSeg3PVdL3OGs0VW831lEl7PJUeuxIovUpNSyZZZCVDDKxGFCTmz7r2kH6bA5Y6bjk78FrGQK0d+/FRSbVeewRz+snSSerTsuxwU0etbs1/avnQj/Xzr8JJQZ6zXYT/R55pvHZCfRZ4Nn+keAQAJzxVJWz9FO1KqDVo9wt5rxxJrXy/FfJo5+foFZI50SLa5bBMGh5UpeXyq4B1fmTdGLDVRU9RnWej/3pCXQcftNBx9H8VNb5qHYnOfYX0xjmHh8d9y42DjP9rIXlni/J8ReZp5FjnpBjOZV6DADA8alIyFlalIA46/CtO//LbMSV/N9mHAo97OEbG+MjUBh71X2IvUq0Z7tjjAZ3jBHjJtaoQ6ykyp3j349z/KJkyvvNerzfTCfNgWQBUFfqDuJKHY0/Wsji2Ti4nlJEz3tyae2/h5fQhS/OpCNQaPezwr35EwgUvn+AuiWNrYcIFMpdWwDgqLmAQGEfcw9Z9LqIUDg13kugMMaoJVD4eU8MgcLzx6fhuimZkHNUNBpaLLm7cD7el9p/fXLDdKJGAsDcPHU2qmwBE/W9t5jogj8uirqYyzw0wHxPC13cnvuGFardTRfnd+vpQrO2hi4ECd20sPEBDV2ca3R0sxL/7sPk2MayoTc1MPD10/M6G3XzXvPEN+T4tFEUJo700IXTztxdNg1ddE5qWIUKbSZpWQgANzlpqzcdKxJ8/jgaU8qLF2fFUrAaTKHxe9G1W8nx49/UkeM4D70vHGJ0DTQebE03HSd2lvjyP+vpuOBhKPmde8hxlZOC3dxn6PsdbKXjhsN5joZeP69jya3aS0Mp7G4/pmcKhe30ojgSCuOLS0dhtPhuSxyHENd+AB8fFnUC+2Nz8WyN2LRYbPWkIoMzJgveXSKeVeP3YpxRgF35KhcKDwAAIABJREFUYCx6TXRjJQN7Xc8AShLpffLuEHGeM6NsiDfTTdMVb4owl9KkKMzNoZ/bFys2VSWOQ7AYIvOBtoaCHt/c/3Ef/R4GSxeS42UrDmDZClEXkrdSzHY2IdspwoN6TUnknujGzYVu3NzQ8Rm+AzjDJ15vdnYsZktFx52fr8bi3Z+S95gjdb9Zc7QHvXY1MI/Y328jiuEPzFyrRVxRVdmFBAi1Gg3GxoiJru/VRwkMAoDWKRbpZkMagUGAqlWBrDEqGDyjRDzQ75a3Exh8R1NGYNDrDxAY3NtmJzBort9BYPDO1TUEBh0eP4kXMgbcBAZj938Gbb6oi1djzCIweMeMNBhbRRxORfQYFQw29wuwy401qGCwXYpvqrc5USSV0el2ejA1XpyvdJpJEkK2uwWf94hJu6rTgfPHCxhIYLFQ8jtbj2xEd+F8cl4GB58/gGOsg8FhyUV/Vq4eGgZIshsqzqSFhSlG5QPmEBT6TTF4qY4uSFuOiAXz+XPH4dnvKHAVJlFgkt10iwsTVEC4Xy9cxeO17SogTH7/kdDP5qseVgFhsGUZACzr2qACQn2ucLVu9OWrgPDAU6eGftZp1EAYZ9KFoLDI7FYBYdy2t0M/V40/n5wrOUhj6V6wnIjbshVg8EUnkYQfAHi/vI2AYkUHjbNq7hvEheNEOITpKC3B4yiYhd9tElLUg9Op8t5riEP8gAgh0bRRuPflTsTaFvGsTmYdM6wGLQHDW+bkk/O5HRQK33TkY0qmuIarlm8j5zfPb8WvPYqrf3x6jAoKNYN2aLzCzaxppH2+3VV7UTtfeD84pKZHG0i4SKqF/gd9dwN8UsFxfTsdm3/uFnB19uhkvL5X3LtbCj3QegT8OFJGw7DhdfFaUxYjoBXzVLk7HtlSCaUPD1GF36TTYkmR+PwJm18n5/XTlpGSVzaXBw/8TZQM+vNlJyAlSswlmxv7SbKMrq8FjfEi7MLpCahUw5k94vvxF07F9h7xei6vH3ulzeGtE+PgMYrxYarcgCUbRZjG6qsnYGu7eBbnmujnbbJkI1oKe4jvp/OIr3wz9GkC4NtzaWzst019ODNdzH1rTzgdk/aL52FLQy+WSuvMf7F6OKIY/jeYDIXA8Cph0Cod+ohQ2GXOiAiFzpKFEaEQwD+kEKZGG/4phTBo5oGOYRXCoDU8+ciwCmHQvIn5BAotrQcJFMabdQQKda8/QKBQr9UQKGzpHyRQCNDM1KxAD4FCAAQKc2yRa8HVZ82JeJ6rhtxs2sgZOvrPnlH9jiiFbVQdum4UHSscCu+eFTkzUHucmn2VmsgdLrxMbe7i5U8YFDaOPZMccyi87XI69jgUajRUKeRQWM+yTrNZJrahZAo5ltVDnaNLVYaGq4cL0+jUzNXDtuwZ5Jirhz16Coblw4REyKbrV5cGku2qdw9EPG9bv4ocXxZdR45PnkZV4ZaJ54R+5sohoHZXciufdX3E89ZBtWtfNr8xcpeWH+eJ70dWEAHg2RoD9uryQ8eygggA3l1roW0RoDnOaEOcS8DRuWNSMF4qZzPo82OV1PqvZ+6VMI4XcXneHatRWidUyeEUxBd3injV4RREqxx/OoyCuMYixutwCuIt0wQo/z0KomybB2kN0GxnE7ql59cWQ5OmdOPmoiZDuKdTG+gmaHZ2LJYfEX8fST0EMKIe/hM2AoY/EPM008lHlyYepkneGkzy1vA/CZnfGAW/MfyuyeHxw8EWKtkuyHDhggyxA63vdaNeqsP1pn8C3vQLSDvS5SRlT1Kj6URmbtkPc8t+8rsBvwCPva0O7G0Viol5oAN9kushJuBCTEBcT8OTj+Dt0x8KHd85NQl3ThX/35uYD7eU+GFpPYjqaKEmFXppKRvd6w+g5fwHQsePraVqQkv/IOYki/u1tVuHrd3i+rMCPfiiXfnM41KiMS4lmhT5zbFV4NrtBvxslfhOTRp1hmK/pJCp3KXMMlmbK27durjI57Ux6EgYPew5DoUA8JMTxEI/HBTKauHSInUWt+yyH+5v9RHAVwWFAI6OPiP0M4dCOekHUENhO4uV4wxbrKP3nkPhS9FKMPzx4NBdsZ0cczjkxuGwgfWrluHwcPJU1d9zOJTNVjAHtoLwmw+57VrQ6jvFApsRrR5vMhx+Z1b3yuVwGLQ75uSqYka5eUcvjHg+0Rx5/Gvc4tp5xx8AcGWI7OpXu9Lx5zoNgcN4swG3Z3Tg9gzlbzfWdRM4fCZqEZ6JEkkanqajBA4B4FFJcS1JMhM4BIBYaSPcFl9K4NDX1Urg8JNrp+ETKcRk1a5mAofb+qOwrV/M+bGDXQQO8+LMJFYxjt2/aekWTEun8CzDYafTi06neG6ev2ginr9IZE3PNXUQpdAXnQhfdPh6mANxuRiIU8ciB81i0MJiCI8r176zH9e+I9YUnsm+vSHyRmHEqI24kr/nRoCwnZae0cbTYPVyE631NyqBuk3lMjFGnUYFg7JCt6qqi8CgMyaLwCAA7GgWC+biokRVDbypmQKGolspCMp9NQHg22M0zm1qphXmATGxBIy0xEjzQzRjMushWsJC42NdI6Q4s+roUhUM9n7wcujnlvMfIDD4wNJStPQLGNAyaMmLMyErINTYhgANGNfrNEQhvHa7AIinzhhNoNAZ0KFLApW9rIfpyQXqYHRZmf2q1oYF+eL/JHh7CRTGrPkj+VvD4p+gWysWqKRaqqwFsukC36qlk3uqiULaR9VU/eFQGKUT13qo2wOD5B43MCBMtlAgtXv8BApZKBSKDq8iUJjHSt+8UEsXvzNLpVZ9br8KCEv0Ynz3GJNUQLi1UcSSXcaSuOK6Ksmxp2oXAh4xJhumXkrOR7FFL1VLn6UaF1UMY6X6c2lN21RgmCJlWCd4e/Gtjc4F41PEoh9fuwVIEIv+ansKliSL55F3R8lLjsJjS8Rc41jxADl/+LRfkuNVFfR7uGEmBQA5pMKk00B3eAM5L0Oh/vAG7EkSQBxl0JFSM7x0TasmXpU4pHGLTWfAEgevTgCSuWU/Xu0S3+UV+WK8/qVeiysT6LyxxyQ2mJN8dfh9LVXq70wUc7Y/owR3bREu2ftOLkJVl7jPE9Po5r1v0Ic0mxhHvhY6/7sm0iSNV3bTa5uWRTcGcsKY3eOHlnka5ezfpc5d8I1ZiHDW6qRrR7JFj4Y+sT6UsPl182AKZiWKZ1fn6MZRg9go8OSyqN4G1BpEzG4K61391n46Jj/fR7sCPXUuLaskd9Wanhu5YPt/kI24kv/T7JPyFgKFhzQ0S5PvoO0pNPuMQ6GBxdBEgkIABAo1bqcKCt2SG3tiegyBwnn2nQQKX9pJg94rLFSZsvvoMBybEkWg8Ns+OmFyKEx+dAU5jgSFAFUI/ZXbCRQCVCF8/PQxBArrbHSRmWtsI1AIVmuuoP8QgUIvU8qiWRcNax8t7M3NwpTFRqYifV1F1ZBjENCXoFNnH79fr84sDVmaOiNctixbecTzadEUZniGp4ElW/DFgdtwSmHQisxulVIom3PNm+SYJ0LxxI8v2H3kUCiPCQDoYzXpAjr2/DH1sKiVtqYbZK0YD/bTe8HfT7a27BkRW8JFUg4BdQzXMiv97E+fQzcHv5+grocp29iUyG7a9w+2hT035tZPVb/Td4tnxN9Dr21MHw1n6WWtH/n3onptVmczYKBzTaNGeB5+nOeHN5ZuAORSXXt1+SjLYJ1mJODWtlThRxMF7DzKknn2tQ2QuMhYNifrMmjRbfO+z8jxzWV00yhv3AGayW81aFUboSUpYn5YY5mC7kE6qOQ1JN2iRSbEZ+90eska4o+i38NcUwf6dGJN4OohV/i4eshDSS4to6EXD5xC15R8E31eJuukKgsN3fA20RqQI0ZtBAx/APaPQmFp9efkmEMh75BQJ3W2MGqVf+HM7fPD7fOHJsSJ6dQdMs9O41Ne2tmMn2eLbMy/BwqDda6+7YtSQeETO8VrJT+6AsmProDJq7iJtnYGsLVTTCD67jrS5N7f0w5/j5gg/JXUtRd93aOIvu7R0PHjp49BdbcCgnU257BQKNd4hEaLBr+yMDy7pQ7Psg4e3tQSaA6sx/FMVrrs0k739EJ6rzkU3r+GFsDmfZ8BQH/qDaGfPy65jJwjLtUhKNR4xNiQJ3sOhR9V96vUQtk4FGoHekipkRzmhq3pofd65aFO7JQWulWHwsNFQ++gqvOEbBwKeRcMDoXuaBojxSHtkgnKInU8OFxSQcf+PwqH5Fy7AwcjFAKOkx7i/kEfsmPotXSwcjztMQI6VttT8GUnzZTlcCjbvqW/wL6lvyC/k+GwRZpfkoa6XMhwaPbQcVPygqSSp1IYAoCJ1RQeU9pYi00Gh0ec0meX6iryjjzcLhsbjyyLn8AhANywy4Qbdimf48qEYwQO06KNw8PhECDO6t9N4FCn0ah6Zstw2JM0Gj1JYtx0jFmGjjGi8oLzxV/C+aKi0A7qo3BzWTwBRBcbU4O+QAgQLXpNRDgEQODQk1qiWktkOASEwFDttsAflaACRNlG9VdgVL/YNPPe679mBf05HPL+5f8IHI5YZBtxJX+P7JNyKocXsBpXsgpobK1QAaFZammky6Ou2s64YgKE37nojm1aBnXV6jtEfcFD+lyiEHIr66QLnLNkIVEJl42iD3AGi4eT565ET5cKBrewDhG3zBTxlSbvAIFBAJgfENfuYy0C/fx4Fs0m5Qum3EqrMDEKc40USPwWocbctYle5+8W0aBqGQpvqC/E8nlUWZG7ULx1jC7MVpOegGFVL/0+XtxC3Ux3nyTUPrNOq1ILP6gWUDEhjQLnmLZviVroi6MbE0MrTZx5r5/XgqNK4bwocc956ZwqTwyBwu3HqOu8sZeqUy1SD+1zxqWhyEw/1xaJ6aZupm7z10p+QqDwtBI6Lv92mC4cN0oxcRWdThUQzs4RAMAV+OwBCsIanxsL3xeu56+XUKivk4LtAaU4c9DGx3jJ5wIAj1+8X2YMHSsaDVAcL9UD7KfvxUMb4yS3dGp/LVbb6X2R42MzbVRp8WSMx7dN4jubzOaR2z+h/398tnhezh+fhgwtTQwY/QsRylD10ARyzpuYRzqn6LOoot2dMYkct0kq1CiLW9XFQ98rPAdyFjEAvNYai8vGCsBqdtIN7ONf0fqrMwsFPKbH0PG/v6UPdxaJcbvVy54nLX3t/Hj69zxkQlb+9Ct+Rc5ZbvxtaKMMAN+00flsbAqdW006Dem4k+ajc1innq4TaVJbRk9qiapGaodWPBMpAfosawd60CPVNE1qp0kqDQl08/HgagGhv1o8CglmqqB6pPvQwDxaD39xGB9dLJIZtaxUlIZxjz5bXe/xP8BGXMk/dHtrD3UhFjIo5LH4HAqjHOFbl3mT8gkU8jIms/p3k+NeVrJFhsIyY+RdtiY5l0DhOWNoHCSHwlgv3XHKUDgzzUCg8LppWbhOWqwNX60gUJgTa4oIhXLmHQBgmkhY0HpdBAo1GgqFlxabCBS2WfMIFNb5xYT4yJJRKihs91BF7OIp2eT4krWsbVci/f67BtRu4KDxpAduyX00MUl/LHJG9CarOpEhaHIQPwB462ks3TmjqNtyblJkV97tK8Nnu8rdVgBgbAqFyvxtr5PjSO3Y3H0DwxaADxq/h3zccijkrbwydBRg/SYKSFw99OXS9mZ5zbR1mGwH+/Wq95NtTActBSN3jgDUyV/cbS6bIzFy+IAzncZuwU9dgO3MJRgTISkkxRI5dOCDDvp9v1uuThqRLd4ZXkVu89FN2O3r6Cb8ywH6fV8+isI2h5K7TyrGr08RYSGXlojvu7V/EHskdbssIxZ/rBfP8yx9C4FBj99Pkj94Gzmrlt5Tk/T9ea/+NZJPE20MnS/+kmSYH+kawBGpCHZFxwCSTOLvedJPsJNL6Fq8FBSv2iLWAkN7VcSktg6NFSsbxLVHUg8Bdfmuh5aK+/vrtUdCnaWGs/VHabIUVw95iI/WRYHWVxn++ftvtBHF8P+zyUBoNeoIEAZAgXCsQ+y++9OVLLogEPortwETRKsgXV8rvEn50nEbAcKt7pQQEHpL5gEQQJjUW4ObtooH+vrZ+QQI97sT8KmkrtybXANNsrITfKpG2e3KC2viyl+HfvZf+gCBwWDiQ/yQavHdMQdmpikL2ZPblIlehkGTTgvDV0pM4baxFyFHKuNR0Ku4NwN65Xf+rmMEBhe3fklg0K83Q+tVFvQ2t/KeQdfK2qPKhHhpsfJaOnsn2qyi60GKz0Zg8PktdXhkqNyOya+8ZhAG5XU4+dBqbEwW9QlPjOoiUPjW0nii5lZItQmvGJ+E2n7JtTMEOkGo+dXqKtw6rzB03mLQINtRFzrWOEXg+zsDymcJhgIEmanToSwM86J70GqWgr9NAQqFUgeLDxOVcReEwmAiURAKNU4bms3iO8wM9OLUd8R1rbzyhJAbKRirKkNhZacjBIXrj3biZ3bR5UC34BIChLlxFizQKiDs+EZxObr7xHW/ccJNuHKSoth0DHgJEL6wQ9nQBMduutWAF3eITU5JcjQBtEWFCbAMyTlyK7cWnxmZPrEp0Q46cEgnNgI3vbUb665RFP1gkemA9GzWZ81BjklR+Q72aQmUBu/L3ETl/NedOpzsEoWjD6XMQE2P+LxLC+MR3Oe1Ozykc0nQhR6sgef2BUh9uU0NfViYLxb+HpcvBEiWViW2z5OmLMDB71wuq/PsZqFi97u8+NO5wovx3PZm3DT0XOsHlXGpqVTKkpSuUOaex24WWbmym/3ivg0YnCGU/uim3fDHK9+pzaK49Tc3iLE+KimKlOb6jaT2PTctgDUuMc6XRLXDF6N8/wGDAof6erFx7sudEboXgEgC+tUXVXh2mVDD3qpyEHV7clZcqM7orXnK97PTr3z+oPqbHKVsHnpdXkztFSE5nXlzEK8X87Hdr8fz25R145qpymukt4pr7PxsJZIuUkJGfDGpWFEh5pdRQ7VG52UrINs1GAi1x+wciuFNdwuRIaAz4pkKAYsHmwRQvTpH+ewd8QrAJfp6oesVz0trwhh8Uy9U8vNy9XjtiLgn545JUamGwXWtZ9BH4mYfWlOFm+eJsIKCeBOpXDEuJQqvDSXfnFyk1AjNlcqTpTilZJiAHzqnuC6/OQ4ahwBgXWnkUmE/IBtpifdDNK4SljGXHo//kMEwOHkFzc+ydoOTWtD0Npolhi6RkNGVTx+E+1fTOJLnF9Jd4WP7qWvqV6PFpFVnokqZDIUAYL3wZ/S6LWzHKe1Y+1ndQuvG18jxsZlXkON8B3XvfDEgXDaLc4ZpzyUZV/RSNTR+qxPi/nK3YTpTZHpZrAwXaMo7xML9MotDvGVBITmWwRAA5ucx146UsNHG1JpRbprYIoMhAByKpeqP3NVlVBJVWPj9kMEQAAIzziHH2kHx/48F6Ni85m3aAUMGQwBo7qOqhRyDVbaPJpG8l0XfVwZDAOj59D16XVeJotkm9sW02Om45mCYHUefKbmupwyGAM18BYBKr1BLZDAMXVcdVe39haLP89pmel1L0sT442AIAJ/pqQv2RClLnbexk93IHAyByPUy9QH6WvV2OiXLYAgAvz+VJl7JAq5h/2pybqWZtn3k8Zc8vsxiFwrgpx107E7JoPPqb5gb+IwJ1LV7spTXoGPqehAMg8bbtcUGqHIsx0RbWN3Y2TlUQeMlY0a10RAdb5F478e3Ug/RfdlULQ3E0PuzvJHek6smivMBpqbpe2kM+tPUKUDgEAAeP02ocyndLMykj97bvkE6Zq5Nop8jCIYA0O2i82jHAH0Oel2sJE0jbX/4E6nVKAFDALoBqoQGfGzO/s+AwxFX8g/NOp+5gx4zV6EMhbFGHYHCU9awlmM9dOHtAosXlKAwYDARKDySRmObYlnmyR/PoJO5DIX7G2wECrnV2ugkGbeQlleQobB9wKfqTytbDFuw2maHh0JfTBp8MeELJnMIDOjpgs8XRx6PIluHg8WKsVgXuYUfACSawj+rvzuThgeUMDi7soQeF7eEd3/w9fybQZpN6Y+j92flwfChCH/aRrO62/x0fDmm/Ygct7vCf8aabhfuXVpKftcoxcB1MXBJt1IXrGymsrm4LIm6F3PjxAZgpZ266wd+TPuGc8ux0O/K1CPAur2PjuXzk+jiuLWLfuajfgrw6VIIxfpZ9Jrr3JGzeFPZPZCz7Mck0+/Cn1OGUzLC3//8floPVW57x0sJRncdgbmDbhJl03fSEIUkVl7oyUX0/v/hWzqOZAuU0szoE1mx/B+nU9A+7QUKTbLNzaXJH5saKDDcezIt6zV363MIZ22ZFFB5opKdhd3wOEbZeHhIUz8dU1ksnGGgeF7Y1/qlYQd+adgROn60iT7PB5DB/ySsGdsOw9gmxoU3jsYMLyqiXXp+d/rw9U4BoCNxLDqTxKbngljqsr+cZRM3J9LNqXnnh6GfE806cn9Touj9mZ1Ngf/yybQlZeoxcX86LJlwxgnRwhdFn097Fq1tytfn/zYbUQz/jy044NbM/xmBwZMKkjDGLwDumEUM4uwexW0TBMJPf5RBYPDkNAqDiQYfuj1ikk51NCpACEDTqgCUDIT5ceKBu+1vhwkM6vrbSIHg327vxH5pon13iRV/aRMPaFasgKwp658EQIGQdDvR6gkMppp80B0S3VdspScTIAysW0GA0OkRQ6DEdZTA4JdtWpwoucH0PhcBwlSDhwDhgBSAHT3k6paB8M/Vwp23ID+BAOGEVGXCD0Jhgpn2dO726AgQ+qT92E+GOkoEobBxKJs2CIUfH+4gQFgzaCFA2F+8INTl4ahXWRBlKCwarA9B4QJ/FQHCyoCiGshQKMeEnT8ujUDhAzMTQ1CYtk+ZwGUojNL6CBTKaopGo0Bh0B5bU4mnzxPKltWoJVDo8voJFMp1zPTrlA5ApjLRX7U2WgSaF/QfIlB40oY/ECi0GrUkgzjFoofeJ65N2yfUl6erlfcNguEJOfEECl1JhdjZIqBlVlKA1Bws0naj16zc59ahFoalNUJtrR0lMkwLj23BYLnIlDec8VPs6xX3s93uxikmAau++BzS5jBdI1TLL4ba2x1qF7+7K088t3Uxo6GT9j9Wg5YkIcQatYjuEokGrpQS/PgtoUx+sESMSW9yIakuECwrlG9WnpE71jUhI178/5/PzoFmyzuhY80U0Zow6E7uHr0k9Luv63pwfrLyTP6lNRorvhZlXj67SZnHnvpWSfa5t8wQcicDiktZdv/Py40PbbofW6/MhY/bVyr/d9ZPAQBzh5KKTO4+4ilIO7YDnVlCyTXqNCHvgHVoQx3rl8ItNFoM6MTn/qZejJtgHGiudF+WFAoYbu73EFCMqt4ET4kARY3PDc1OUVD8t55pSJfc+NOzhEo8AS0qxXCRVF8016oj2cbutNGo6xXzm5zZvG4olu/ySQI8dzQLV/XUzBgiaiR3VSDgEJ6K932lOLtUKO1v7G/DqaMEeKbu/1i879RzAYjC7lajFqnSPFDe6cQ4qTbjt039GJ0s4PuNPcdwd7qifrYPAb5VUm3lntVJ7QeIWmlt3oOe1cocl3zbk/iB2ogr+Ydg8i7krak3h36+OY8G1cpQCADXvkNdRbexHe+ktPBQCAApbhEPWB2guz8ZCgFAw3a8crkSALjkA6HMnTFRvSuVwfAkH1UneAs8rixl1HxFjn3jF4d+bh1QK5MyGBYZqCvPY6GKA3dLpDB1QwZDq4e6XAEKhjwJIsZEXUAlrFoFWMajDIYdTvXnskhpiPF+ltnHXI6BHOo2rPXRN2/uE9c9L0bdPeWxA/S+yGDYZafq5/XT6bi0MnWZqycyGNb2qGvfyUoYdxXGM7caL3Ab3U5dVjIY7m5Rl82ZKWXD+tnUkWGk34EMhgBw7256/jeTxLjd7FYr02nR4nMlR9FxFref1p6TwRAAstY+RY4r5ouanVM8tHwHADTHi0xOGQwB4A/76H2QwRAAGuOo8iO77DP6aY09APjRlyKWUwZDALAl0DkpJoJLFQDuCIjNjQyGANCjUbdzTLaLLO8T36bq9qJJVCm6aQZVKr88ShPm5ucJaIr75HHVe+GCe0M/9rt5WAids3hJqEw9/dwDejE3y2AYNI/kT5fBcDjjjT+021aS49ctYqMkg2HQ5ILsi1jh+aIB+n1XmWkSEi97kylBqwyGQZuWJRXNb6DqrqeYqsOdrD6pDIcAUFUi4sIL46l6zuGQz/MZLTvI8UA+9ZANsmobRmlX7Vlxf+jnHygcjriSfyiWeNr5BAqDNdAAwJOUD4+UMAJQKHyp/iUChXU9TtRJ9d7c/gCBwt5BP4FCboc7qXtGdum9srcdr+wVf6vxeVSFo2VbWJBAoHD9EeouK4+jWZhHWLmV/azDx+GsBWHfi9f+KrDShZ7HLT6+icba8Zg/uTQPN/fnL8H9+Uthz5ckUTf0YRYT+Owueh90lbSziGzZziZkO8MXuPaaKPS95RuHv9ZJ95EBaIEhfI/QF45q8cJR+vjLUHjJBOp67rYPktgsO8uS5Z0+THpxk5v6BlXFrCNZm8ONyq7w1x5Uh4LmSaFQctootugxF16f1AHoYJsDaxvDZzt+bqNj6URWemlWMv1csxpprFwTqzW5LfMkhLOiwXqY558bOjacdgM5f9teOtZ496BePXWt/XxCeBd1d/JYVciEbO2xFAz8zUfw3jgxNo9Z6Xk7i7tt8YoFPKA34o6ZdBNpm3pB6GdtNc2qdj9xC9xP0CL2sp3JNijnS2P1nilxiGOVDs7PC5/9XLf0TtQtvTPs+dSajeSYx2h6WKb7aX9hAXmSnZrsxKnJ4TPnef1Y3i2Km3Y0hZyfSCUf2x2DaHeEH9ccBPuSaXhHLavZOl5Ps36/qhWwPS0rBuNSaUiDbFUpU1GVIiod6Jy90Ellbrh7/sP4heRY7oZUY3PjqE1sWMclW0hm9aDXTzaZLRnTUJ8fRxE1AAAgAElEQVQq3ju6jRZEd3oCRGA4KPUUN1z9CPafSrv4/LfYiGL4b7bOZ+5A4mkig+7ZtlQCgwl9DQQGeR09/+M3keOKq35PYPDs0clwD01ORq2GtL0DgGINfaDlwOxlRfEEBgHgy2qxs792XCyBwYs/qsfN80VyREOvEwsLxC73SJeTAOElk+nOvSROS4CwXpp8ljq2q2DwmBSDU5ocRWDQ7vYTINQOOggQ+qAlQHjDdHotiWYdAcLrtojP+aelmSoYlJUbjy9AgLDF7iVAeGaRlQDhLdMyCBC6WdP5DqeXAGFXTG5o4j03T9mZy1BorNyAt3xCKbqkUCzCtR4FgmQoDOjE7l7r7CFAaBvwqEqKyFD47NYGdNvFAnPPScUECtOjDQQKOxNEGEKwF3CTpFrKtcdSrUaYJWDsHfShzSEm/dKkKJVSKEPhfcV2AoVNAxpkWMVnPSy1GwvGJ9mkJJcGafwtzjEBXvHe2qHix0Ew3FzTRaBwSXQnfFIXjK2dAQKFNaPPJCpLdqwBhzuV95txTFHG60qEWhgIKGAYNDm5bF+/cu1v7BBu/SeWieew3aWBxSDuY5y3n5SR+cMBJ+4qkDYsfi+6kwVUOjx+ZNWJ8dlasECVSR+0C8qV5+iPUssxWYG1GrQEEjP0bgT0Ynw++V0Lrp4iYtjid74HXZxwLfqLZ6DtyXtCx8Y7nyU1OP+4W8xPf9uu3I+XLjsh9Ltio/hOe/UxBBKDXX5yh5KI8uPNoexiAMhf8wTc5wkQMOq0sBwWXoz2wgXoltStlCg9CUkwaDVkI//Zj0tJmRReIuXzTgsmSw0CUiV12e1Xg6E7s4wcy0ki/sPfQTNWKIav1QL5kps6NdqEMrekOLNN5NGoIvKsbW0S960g3oJiUIHhg1bJM1SQQPp+l7c7sDROqJPd1hx0SZ6Rko6d8GeJ+avRR6HSqNNgsxSuNCldzH1ef0C18BfFG0NwaNJpSBKZSa8l4JnXvhMai1CkHWnjYZPGgMWgIW0Kx6dYsEsKFSn7/Lc/JPVwRDH8vpoMhQBVCAFEhEJun5/zMIFCnRYhKARwXCjkbuRIUHhjpk2lEMpQCIBAYZa3Q6USyqaBWiWULRIUAmoXzj+qEsqW2l97XJVQNvPk+eT4f1MlBKBSCeXdODC8UhjOTHrNcZVC2e6ZQu/bcEqhbMdTCmWLMmgJFHIzMxWRt2XkUBjVU0eOuVIoQyG3jgEPgUJujU763v6oBKIWcqXwSwd9lrhSyF1vsnK4LfMkAoUAkBsb/tonxngIFHJLNdNngSuHZ7KajBwKZCgEgPRaqpLJ9t64JgKF3CIphwAiKocAoLfRZ+F4yuErl08Je3445fBCo4CjOpYcx5VDXtT/X1UPX62jz97x1MO+tAlhz3OLpB4CUKuHrP4kVxBlq7U5sdYWE/b8V7U9oZI3AFTqYaKdjt2qlKlwmcSzlaOjniuuIMp1OfVaDQwss05WEAd9ARIWNOj1Qxa/ZPUQUBTErF6R2CmrhwBVEAH81yiII2D4b7TpD39JjrtSxYNe3uFEuTToONRl2o8StTDnJlrmRacFlhaLnXYrg7xiP43DqQ4kE9fxqVniq0+26EkjegDwxYoJ3L/7C/h3i9pxs7OiMDtLuOeyvB24f6f4LA8nHMLDCeJhS/gTzfAqifGjJEZ83mUxNP4o+fV7ybFJz4Bh+1/JsXb/WnLcZKcA0NQdHpRW21NUnR5k41BYlkzL3vASMQdb6WJ06wm0nVZ7Ps00/PAwhXceSiBbAGqZ/OJSMWHzsjAA8EqlWPye328jRZ5vHBOl+v+yOTx+3LlQuAwLU2ns1yNraMbqq+3Uhfv8d3RB4EWam/ppDKOLLQiy24dDITdDZw3M7YfDnh+bbCadg45XFLxm0IKSJHE/ixOpW3YOy4jsmng2OR7fRjPG10ibpqkZ0aoWgNzkDjE7bXpcfEJ22P97pNcfSmwJZ5VmsanzsH7d9tITyfG5O+n32FC8hBxnuCi88ULVL2+n5+UuPSurerG+NnKR/KyrRaiN57Zn0OQSr1+WrgYUedN4wco6ck7j6oPGpY4ZDtqYtm/JcXW3ACir1gtf6VxyPi+Ogi4PgXnqXApz3c8/QI45HMpm9/hVYC2bvoc+T7YoCtndRjqPzc2hG8rf19O4Q288HVPWyq9DP0/JsGJKBn3ePVtFssubWxvw5lah3n9e3U3g0JeYB1+iqPs66A1gUAI2/uxzWyTFW/a7vaqi7Slsjai/QpStyo4xEDgEQOCwLmY0qqOp6zz5m5dDP5ckmcnm38Raz/B1/T/RRlzJ/wYLDpzvLonFzw6IxfecMhokPSMzmgBhci9VsZqef5IA4Stt4mFZWpykgsEpRgkydHqVQni40xECwnqPRQWDsvrji80gMPht3ukEBgElYzlo9+90EhgEgLbVQkWx3fAkgcG1jYMECA/psgkQ7j/vAQKERQlmCoRzLyRAyBevN/YcI0C4fI56IZaBsCxNTIKJXzypAkJvgchG7PeqgbCi3R6CwhizXgWEnV7x/vEmHQHCi1PtKiDUSouZ1xSrGuwGKYtW4xkkUJipcRAgvHpsDJ7fL1wzOq2GQOFz5Q6VUijXavywgiZjnFaaQqDwJKZInVmaTKBwDis9wkE/O8YYgsKGXheWGmkMoSNtfAgMf31Ii0++ofXxdlxNVfiNHrHgxZn1GJtMFV45+/bbxj6SyQjQlnFVXQ6MSRH3trrbSaDQ7HOiyy82C0n7PoY2Rnzeg2lzCBTOyUvA1Izw8ViGjmp4kwXE7Wqjqtbbu5tIGZgqB32GdYw7ivX9qPYq11vqqlFBYb9XxHBZK79WQeFTrEdynkdUTmgxZ6tK1Dy2sS7087XTs0k8JwAcaBMbp5MLElAh1fScZ9sKbbJwMzeveB6e254JHWebvdhwTADF/tZ+nDlajD1fIIB7V4k56P3T6GcJmGOhbRHnA256bw+lzcaA5BqelEw/m1tDobC+143KLmWzXZZmJeADAD/78ADe7Hs7dPy3k+8i56/K90PTKTwbthwxx1gNWjjZRsnaJ4Dbm5CjgkhZ4Ex0d8BjlbKzG/uw55iYU+7Ks8GbmB861tua4O8S36299ESi3O1qsWPhITH//qiV1nO8bFYuTi0W95vXCNV11+NgQMwxJr2G9O/m6isgioevq+lBjJGO86LEKMS/KkIOWnfStTPvzx+RVpBRUsyzRqNR9V3O+XZF6OfO+deS0AwASGwR/bg3akvwy7f3AAC2P0DXne+ZjbiSv2/28S2zCRT+YTTNCBydZCFQyB8MTcBPoNDH2gmpoNBCX59DYaHJqVIJZeMuQRkKAaigcH+n2Flv6LVGhMK0Wx4gUAj8ayrhQ745KpVQtic31kRUCb8ZTI+oElrmnkmOd0bTxBkOhSW6HqIUciis6qePGVcJeauoWlYL8Xg7IK4ULnmdfpcyFALAjYGd5DgSFA5nXCnkxpVC2U6Kd6h+JyuFJYnqhAlZLaxpt6vORzLeDo7bssChiOd5r2auHMrlSACgadxZ5HgNC6/IiFCXEQDu2BX5236CFYk+rlWJjFBZNQya7G7lyiEA5LeErxfIlUNuXDnkxpXDTfGzyHHGLfeRY1k5BJT4WNl4uEmziSpqXDm0j6LhK9+wnuzceDFrWT3c32ZXhUJw9fD1dRRerv+KPpfk2jx+WLThx4K+p5Fk0HLrNqagX6oS8K+oh4CiIK7ME6WpPkinCUNvbm3Ap0fE/eNXLquHAFQQzcNGZFtUmIAZTKHnCmLzo38mx7KCCNDNYCAQUCUgtsy9JvRz8jcvI3r9cnL+f+rEnL7AX4UbeMu9/zAbUQz/F+1Yj1i0Ht+gFH8NAuEm41jSvi2YERgEwjGeOgymiEk/6BYLAuFrtbTA8Z5eZcELAaHPi0+7xcMzeqjwbbAzRrA2n2coXs3tC8DqllSkoPo31HnEU1uBr7JFGYmTchVFLQiEk002bOgVKtuCzqE4pVHKrrft2YeRdotwowTMyrUNahX1Jqq7Bof1YjJKek0Bw/pLlM4ULp8fZkn+mHT4AwAKFAKKu1qXJrITa2PG4MmNouDuoNdPCtnmu+pJkeegW7NwaKG3GnTI6hfxRwGHcm+CUDgp1YRmh5hog2UqSnTK4vboHhd+ZRA16IKt94JQmGjRkaby79Ypi9qF+cr36LPEESAsMrnwXq04Pmc0BX2Dz4Vjg2Iy1WiAK/8sStlcMCuPdIf464FW/FSzS7zA2Pmo8wrYD7YMC3pNegf9yKkUm4NnfEqA/6sfKW0HJ03OxJuTxML+2mApuc4/bm3Eg7kiYH2dVjkfBMMt9ljMHRCB+oeTp5KYwwJ7JXpThFoV21uPqzeKxeDA4Q68dbMoe1HiojFSGz3ZpHtLskVHCizfOD0bsQ1icatLmULcy7VDddzW1ygbmCXFSSgICKAfiFbGUnBEOD3+0OKT26A8C9sTRdzXprpu/GicouAE69Mt3y2K/153QgZ+uVqMv8eXFuHZHeL87NwETEkX35fGPUD6hCdZDCiJEuPlqMuI4hqxeaouXEw6jRTH6aF1CSh0GGPJ/b/gjb34aKZyvi5D+RxyPPMoXwtazNlD762MHXOrcP0/UGnFrDxl7grW6iuJE8/zyqreUNmnHqdyr+XyRWNc1WTD1KBNISpPnc2Jb6Re5pefkIVih9gQnbfeh6fPFeMna7CFJMFoO2rRnydUL+uRjXjJqSz2UzOV+LfxqWL86P1uOBFscancJzkGcUN9L6ZnKnNrsLZhqVHc367lv8G5AQVWrlykzEvbpOtfXtaLBxuUMfWzOUprPbmtvNOvIaCoszVjIFbMn25/gCh8MiTHDKU7y6D4+p5jmJevKHxTE5Tfy0Xa59i24Wd1yuvfP3S9Xx4V13te/Qf4qUsB69ahWM1LZ4qWgKePSgz15A6+6rpakXyTFWsOZQ+PTVHus6VqQ+h8Q/bc0NoVnGuDa2VNtxK2JHt5DC/djV1nK+Vlsu5Tat1OePqJ0PkKfW7oOixD6mGwjiWg9L4OKucZm18BAGwae0no/AkZVjy7VZk/HsxX5oQ/94n156pp4rN/j+yfVgwjdzEfsb/bpj/8JT6+RVmoHt9Qo1IIZSgE1AqhDIWAWiHkXS+4QihDIUBbpQECCIMmQ6HyhlSlkqEQoArhsDZqesTTQSAMZ0EgDGdBIAxnMhQOZ7zzRyFTfmQoBNQqoQyFgADCcMZVQm5BIAxnMhQOZzIUDme8ZRg3GQqDJofSyFAYtCAUAiBQGDQZXm+dlQM000zG4dTCoPFEFG4yFP4zFqnrBjB8zGEQCgEQKAyaPCJkRaIhd34IDoMWXIQBdfFigELicPZtQw8BQ25dTg8QIWS0uGYtqgoWhz0f7e6Dj7enHLL8lu9CcBi0IBQq7+1TuZQfLrXjC5cyhzXYnKSQMwCcVxKHQz0KQCVYDCE4DNohczFKQb0K5JriLYiU0rXyZB0ifeP+lIKw53YeUwBGBkPZuHLILaQcSv8t6bp7gJeUzX5QORxTKMbEdfvjkDEk4j21RQmluH+BgI1I6iGgVKTgSRtB6+fdWZjt7Ak++MP//SND1zujIHHY8+nxkef24V61uc8V6g1dMRRrL6cR5TZtxuBQ9QYLi/HjczcAeK5/HBiK9wyqhxMg1Pqx3gYc0iv30+lVX9HjX1XjV4uUWqgh9VBSJXe3iE19UD18ML8xBIfTH/7y++5W/odsxJX8v2BHO/pDUAio3cY7LDSLL9cTeREYZA/4YS+FxConfRDlOBUAOKWABg1bnXSB9rH4ik4thUY/Kw69TE9juiZFu4haOD2Tvt8BVwxRCxtBX0+nAVELuZn0WqIWcpuQGUfUQm5PnV6qansl2/pq9SIvm6p/M7NYk/raLp4o4kcrSs5UnZfdTNtsaqjjGeLcbv0kssuTT57cziyNDIq8xym32bmRi+962JhN6KKJIAtZYuy4FDq5r66mEMCDw186h7pu1t9NY0C5zUmPDM76CG44QJ28xc0yEL4+KKCUNolkvBAvt9Nf3RPxfKc/cu/vEi/tDbsjg7qJ/1pO7zfPZP7gAup2zjGw7EyWdKF3R3bx56z6bcTz7+yO7HbmmajcNhzHDfxyfWQXfutHKyOeHwioNw5xA2IeP7lAXVB64cvhM/YBYG5xcsTz5V3hN4e++Cx8dDj8POYLBLCqKvz5KydnYpo1/EZtS/wM3MH6to9KFCErK/N+hFvm0fPVUnLjp0e6sbWJjgm5ExWgTkbTJFPV7WA7HXO5sfQ75MXFeb3Soybqvk5/9yFy/OIy2vovy0Jf78QUOqeVsuQ72b18wymjcbRDXej7h2ojruR/0Y529Iek6eDamNm2m8BgylCckwyEhyECg4PV3GUglANnSy2KVC8D4Zge4TZcFVAWTRkItQ4x8buHgpBlIJTjyNK6FSVIBkK5yfhOo6JmTooW8VYbu/QECC3OThxwicVlgrmfAGFKlJ7EddT2ujFmUKh8O5BHsr8GvX5M1Yn7dd9+BQiDdlFsM3wJ4sG/bX0rnjpdwERTvwcFUgmGjZ5sAoSXDvXVdA7dh0m+OgKEu5zKRJ84FPsSdM0EoTDOpexG5Z64hRUfEyjUazUokCr1G129BApnxHuJcuf1B9Autdpr7HXi60qx6/3jWWNI0smxQT2ipCLFF67YiduWCOV5VnYs7FIwfW7VamC02MDU+WNRZBeLV0/yWFwutT37eEITdmSdHDq+5pnNOHijWMwCLmUhWD6gvOcF41IoEA6d96aL76VPJ8ZMQr0Sv/anfrHALC4Sk20w7ihKJ8at0y8GUTATN0cq9WJpPwzvUCJPsAWiXPD23QOtuGWmsqmIqlPef7VG9KheVBAHnZT9+VKdAde6NoWOtePmIiDVpnNEpWLnMbEAFiZYYJYC3etsg5ipEck0tVFFsEjf2QcV7TixQHzmFduUTV55sxIPt3RCOm6XGNk31Me2awgsj3S7MCpRzAvJGmUx1dnFWN/mEVQeN1SzcnuTcOudIbUosw5dmzZMJu/RQeW9gu48QHHppemUY313HQDAkyHmv3W1vZizSSSRWH58L3R2Ma4PehLx4hax+bx1fiFK6kX9QE3BRLToxWdwev2o6BAQsrPRhlxJRbompQPjnhZgvPrBk/B5lZgPrylSQnOCdsG4VNh/d2vo+JNlvyKf+cpJ6USN02gAq128fm9UBnQSuPYPxY5ftFwJVdhwrfIFaluUZ23e35TXulZ6VjdXd+LU8YpXY8/Qd3PueOHlGJdkxJsHxXd62fhkvFMhPtM5o5Px9FYxbq+ZmoXPj4jzZ5QkI7lRxIt25sxEokec32GPhlmaf/vdPuRJfcef3FiDH08Rm/Ej3Q6MTxXz/bObapAn9e0uTo5GhlX8/axs5bmXNYltzeK5iTIoG2d5zt/pEzGiw6m3zdIaGdwYy+sabw0KAD0rXw39LvZKUXrmxtVKTcgXzhBVGLRuMca/7lBerFOKa61st2PKUEelrqHfL8hPQFFK+NI+/8c20hLv/4cFdwhG5gZr7qM7PZItDAqFgLp5utXZTlTC4b5dGQy9+VNV52UwdEalqs7LD1CK85jqvAyG3gR1/ITTJHbIHAoBdUuzdOba5qVF9uupa2dCoJkcv9tJd5u8mwFX+Qxt9PUfOERV1ksnZ4agEADKjGrXaK1GQFCCWac638nqTvLadaMSqaqzp5Xu0NNYIsIxVsLhje00O/fF0+k9svnp33/bSBfzCayeWK6Wntf1qZXrM9aIie9Xy0pV52e6xX0NuBwhKAza9elUieJB7TIYAsC7B6nyJoMhAOTF0PsugyGgVpJkcAbU9QllMASGb1O2NF7cJ/9hdfKFZrxQKzfa1P7bsSnid+m96jZ2rXGifV+XU60c/vzDA+JaGBgCQLspHZEszUGdqDIYAkAl63gkgyEAxPoiq39rW+jUuziT3mN9dx0BQ+cbD6tew3r2taGfb96g/g6ey6sjx62jqBt8F2t7yOv0PSVtcADg1otpaAh3SJz62aPkmMMhrz8b46Bzpt1KK06c9uxWcPvmdPHzG65RqvOx0py5p6mXgCEA7G6hzy8f+/U9VGHLjKNz3k8sNPnFn06vgc/hiSxBsc1OvRq8jAuHQzl8ImgzssTzL4Nh0OabxXwgg2HQZEBsHsbLIoPncCJz4l8fDP3ceuFDKLHQ+SJgoPdMhkNAFEkPmtx7Wbk+5fN9T+BwJCv5/9rCQSEfjHyno+2nWYpv7KKTeGzdVgKFuZ//jpyv7HIQKOTmhh7uCKGjFncfLO7wdb3q9emo14dfeF487MKLh+nDxCeUCSY60W+qp9D1fgW9B7yExus7KBC1W6lLgE9I3F7Z04oXj6ldO0F7aKIOo/xtYc8PRKeHkguGs4vf2IOL36CuvqouutiOSaSw/0klBaZxKRQo8ox0YescoJD4c6meIAD49ZHjes4y16OwL7x7uNIdgwozve+tCUI5u2dpCfxs0/j5YTFpB7xuQE8/49VOGvVVaaHu/Ie/o+6+Veye5LCFrNh2gBzzUn0VrPgsALx8QArj8PuRY6KLxy8LBVA4vX7S0xUA1lZSUN2aR2NtAzPPI8cLYyPDOB+HX7mp+6qI9X4tSTDi06tFtNUlZXQc7nEnolnaQPCiygDgi6N/k842ID8uosd/PUCfBV5QfdErdBzNXPt7ctzkod/bm91peKdcPOOfTqPdm6Iu+QVJLHl+Id3U3bdolAoEZdNrgRlZkRfeA78cQ44TGORcnU7nKO+ttEf19Gx6TbU2+ny+2UjvIe8Tvv722Vh/O+0JzF+fv4dsV03NVm2uyfmYelwWXRf2PAAsK6bAf8lOes/k5CMAyGauWh4uwO/hXR/T9nLctTw30YO5ieFDZObZd2KefWfY8xUddlR0hN+kZMUYVKKKbP6Aulj2z5IvDf2c/u5DaGcVHb6oY7HMAfq9zs6h39moJDqPHxyqmvBDdyuPKIb/hHnLRSp/S8Y0FQzK8WQmW6MKBitixoeA8J6FhYito7vLiqSpBAgbT/1FqF4WAJytrUQgQSwwvrgMAoNmRxs6DELtshq0KhgMaMU1agd6VDCYq5EWWK1eBYNXTkyH/y2RMFJz6i8IEDZqkggQnj82hQDhZcldBAgPdXsIED45VUeA8Os6mwoIZ334UOjnpF88g1f20LiwyyeKz/T4N3UAFCgM2n5fCsZViobtugkLCBC2DXjJ5LggL44A4bM/KiNAmBtnUQHhysoe6bxZBYTRPvH3W7s0KiAcnUwnrlFWP4HCPrcfCeUiUeSz2Dk4yyxiTmtixyLfJY79UQmodHNlQNyTa9/Zj3uWUmBcLbmzHy7sVqBQMl8b3dzoC8YRKHxrD1VXbp+TS6BwwOMjUDg6OVoFhT0Zk0I/67QaFRTukdSUayfEA346oQddnADgSFXawckxSo99RbOan5hhxhanUDxmZrANnr0DGql7xIa+WAKFvkAAHx2iz32p9F2OTYlCPCtvIu8xT1+hZJD/+VLxuZuZopwVYyRgmGGk5KzrbUW9SSi2vMPEX4660e8Wf3PJhDRESc+YfrBPBYUfGT8N/fzd4rtIjUdAvQm8aFwK3j8kPCYXjKKKcbD1YNBklzEApB9ZC9chsRG2nXk3SZLa1txPIHFVVSeuyhH3acJvD+HBq2h3lPMT6IZkRWsclkhKdQcrg7O9qRezcgTg72NF7C/LcaPVKOYNq1FLkqlOfvpbfHSTSN5JavgOh5OFl2d7Uy8uGStA+dOaftIqz+ZSviO5Hqexbge5hjcd+ciIER6Ksex7WV3dhbXlYgPw16n9QLy4Zr85Bj1GcQ+a+txo6hNzflmalUBWj9OL+z4VY+P3Z4+HR3rmvqjswD0n0Hlmc7cBB9rFvbspisZgbrJODbmUAaigcGyKFc9tEuFHfzqP1ths7vcgzyrue21/gGSyG3UaPPKlKLX1VOdbcF1Bkx5TNQ583qx8jlPyo6AdZHGYGi2a/eLe8jjHI10DWFooxorZEr5f+f+BjSiG/1cmQyGgVgh5LSsOhQGvm6iEHApteTMJFK6bcTOBQgAECgGoFEIZCgGooPBvzXQwcyhMZ63FOBQCIFC4feHtEVXCskev+YdVwt0B6kbgUBjMaAsah0JuP5uTS6AQAIHCUw4WqVRCvmPmKiHvH8qhUOOmu88Z7ZsQyeaYIyfFAGqlsL6XKhkyFAJAQddecsyhkNvfzoicZNKcPDHieUCtFHLjSiHPoM43R07E4cVpuRHVcBiLbq9QTejcZCgczipZQhhXCo+X3CIXdh7OPr16CoHC4Ww4tVC2b5yRkxsSLHS8bmuiwMOVQ25cORzOhgtXkG37QOREL64c8oxgrhw2dNMNA1cOh7NFhUkRz09k3VYWFdKxwdVDntzHlcOuXJrhPT07DtoD60LHpxeqw3IaetVzsGxcPTzaQ/8/Vw9bsmiB6r9HPZRrDR5PPTxlmGQ3rh4eTKF1K7l6eBno3MVB8YaV5eSYq4cFMfQZHE495I+prCB+UTeAL9sYIjEFkSf9cQXR5Qzf9vD7bCNg+A/YRwfpJOfLpRN3D8s05DFlXGmZlE3dTLY8OmHsXnA7OS5Ls5LaTQDQahaxLa/sPoZXdlN1JhiMHjQOhaJUgWIcCvtMdEK5sdSIG0vDZ/i5rWmhZJdwdkmhkUxEPU//gpy/dAqNS+PLH4dCQKkzF7Tr/DtwnX+H6v8E7fK1vbh8bS9+0hy+5ysALJYyDRts9D5+8SO1q3lNrQBwDoXcnF7/ceFkEvuuf/ExnQgPMNVsXeI8rPaKOMSAh463B8v1eGefGB+lxn5Sa204m+MP31MaANbrx5Lj1WmLcaRLfPaSwTpy/uJJmcSFtqyYLrLLstXf7Zv9IiZwOBQys8n5mrJEBHRi4eJFqBtiSjAgx9h2HMBTE8Q1P7S4GBPT6AT/0h6hthyxqbs0JPrV9ymRLQQAACAASURBVPH8cUL9umYyHS/zsqOhkwreGAa6SFywrq8FqW668XhMKixeGG8KJYoEbVWdehGql/oBaxv3q87nxtF783Wd2OB9eLgT17Hsfuu1Il4w/pwrkeesI+fn5oYP4QCUjkeRrHfQF6oDCAC/+aoad1up+15O0rMN+lQ9sB/aR48npVPA9aZE3rgc7R5QFVDmJsNhVqw6Q5wXia/tEZ87YbAjYrmr5r+jMlNn5hR0Zgol1Jk3TfV/OBw+fTZ9VluiaYhOvFbMF18c6VKVEOK28soTsPLKE8L/B59bVQbtp+lUIOBwOCmV3ksOh68vUMdty+us7jANZ9FpaTzpT+cV4qfM5c3hcEEe3axwOFT1cGfP4a5W+gVybvgh2Igr+e+04Jd7ah5VbI7Y6aDgD9MsJ3WJ3VOTQoBwaZFaodnfJgZWt8ujgkG+S3m/nMYIXTg+jQDhqkb1Ay5njKVFG1RAKCdSvHWgTQWDjpXPY/tCAa5zWGX9Dyo6UPaoqCa//75XcEkhfY2uPwnV8bdjrlcBYVYM/f9HuulEl8nOf1ndRYCwr+w0cj7O3ozL11Jls5UFbH98DU3kWbGHPtS3jGJxd11UKVpaEEugUHN4M7h1lAoVJFnjJEAAAPUGGsh+60q6G1955WQChZ0D6u93aUC4aQLRCXiwnE5mD04TqkSHLl6VsKB10fvUlEAh+hBLYFjYvAar06i6c5pVgM2DFUZcPIl+rkSW0JOkpdDw9hH6HqeXJJGHvoF1iNnaaMM1ZWLBDhYkls0mbd6iDFqkdNDnsze9jBy/sY8q0ddPTiNgWGpWw1iPTtzb98vbVVDIVQfuTvVHJxGl7fy/qUvjvHKh6Kph9/ix8xgF00Sz+Ox58WbkHaOeiVU62pWDJzL0uOiYWr6+GmtvFrVK9Z20bmi9JR98LcljtR/XdFHY5orl9KheHPaJDd4LUqYyADxuX4muM8QmcriNlRy28NBEHaq19N4XxNIxx+uTajXAd1LGdnasOpY3Twp7WFfTrQJD3mNY7r8MACdEsRjvGuqJaCxapHpP7r2YLc23ycd2qcBwZwt9dkoS6efgJQ8zHPXwxYvn8+1KOp4SLAbMyxXA1DHgVSUUVrL5eZKZfU6dETqbmGf2m2hW1fiOrfCVisQuXfl6cNOkiY3vlRsHcf2cfHJ+Zg/tyHIki/a67mPiTU6ceiMqr68b63tVz8ZCVnan00k3ijz5tN2hHJ8zXp1M82+2EVfyv9OCUFjKeqrKZSsAYLSPqnUT0yg0uApmqlRC2dYc7cGao3SR4FBY1EMXsgG2M52WFadSCbktYzDKodAwSB/oN9fQzEqHOZFAYUaMevI8Syp2nLziQxUU8sXxofa3yfHdH1IYSt73MSLZoQ5HRJUQAN5pperIy+dT2Hn5ksiuu5snRXYvAsAreyPXt9ubSevbPbiF/v8NDvoeeV61i/x4NfD4whTQ04XroRPocbI2sopzMOr47rj7HFQ5mJlNNwpZ8ZFjbZJ9kd2/APDansg776YeulM3b6RtslpZ9sqxYbIaYzsi14usYmrhz7+mm7Llh+mzdzWHQmbDqY98x/vWpdR9L3f0AICcXpqBzy3Ros6o57avJXxCGgB8fQEdl8FiwaFr0B4/2H52TmTX9L3b6ffH6+hpL6RtM7uG2RDJ5otVey50lVRR+qqWJkTxTdj0hMjP2ng2Pw9nl/zm64jnf9lGFcwOB/1cVmPkZbozc8pxCSDZT79fvpH4xW46H3MlucfpIclovFoAoArrRScLaWrT0O8/ibmjuXqIHKpwcnt9gQn3rqTrIQdB2XsBqFtUevyBiCEZC/LiSEceADB46Gtm1dExtaqCztmnZiuf84ekHI4ohsexilaxeyyKVka+DIR6G4XBre4UAoRRdd/BVSBcxMHs1IsSlAHak1iigsEMqykUUxesgSgD4bGUiQQIP6vqwLQssYuZnhhAo1ss/nvb7CoYvOszoSj9/jRl5yYDYb/OimVPCLXr21vHwWEWi8P25n4ChMFajPJD1j9IZ4p0jZ0AYddLv4Y5SUwWR065iwDhX644gQDh1pxlAIDZscqDWRdQIPuQVNPslJ5NaCw9BQAQN1Rz8ItqMfl/fqCVAOEZy3eogDBXLx7858qV15ah0PEXWqx30/zbSU/da8daccQpJpOS+q8IEGbFGPHstyIW8JFJyiQrQ2FBvJlA4VmfdOLli4Sa1dzvJoHaDb0uAoTJx3bBz7JTIblXAzrl+gIGsQDo+tuxT2p0P3mwkkBhvEmHa98RZUB+PtQqa12VmGzvnE9L6iTZqrH8mBib8/MT0CwFtU9IjSZQGDBYsPA5oaBcP5QI0zG0675ycgacHvrodwx48P5+SSlakI3ARtFb27XgCgKFZr2GKIcTXYcR0InNUV+K8pn3Scp9IlO3NABe2loXOv7DiWkECs8fl4pYtqDLySoYmkOI+mjshy9aKGb6vha4Y4TKcOlb+wgUWg1aJHSKBICPHFmYzYD8cKcTkzOU+SjmqPI831IlXNxLxqShok1AwsSMWCzOEJjxXq0bFydJpatSilUwW2oSz1+DTxmDsiJViE70R4lx9W1jH4mZm5geg4+lRfPyoXp5FqkeJN+8dgx40dQnNjRJUQbskUrYVLT24/55QgGrtWtQ3LIldOwrnU/qAp401NXjdmn+4UW+t/focEK6mNu7nD60OoQ61OP0qIoij75HvOdf71GKjE9zive4q4rOy79Nq8budDFXpEQbCBgGS1JNH4qt1Gs1JKQg+O6WemWTvMmowNXseHGdndpYbGsW92pqZgye2iTU2d+clI0treI7buh14vQSGlIkt+sbHCohdahTClvQAtmSRyfZ04k2vQDFzJ5yNMeLsdw1pLr9br0QId5YyrxpjRU4kiPuTYm7ASe+K77Dx86bgKQoMU5GNW/G52axYR2VFIX3D4g5demoFKSzuESDVhOK/w3Op9WSS77d7sbiLPE3HkMUTIe+Iq9xf2t+6OczxirjPth2EABM8ZGbDfwv2ohi+O8wz67PyHFAo1WphNyGUwlluyihIwSFAFRQeGFSD0m0KOo58HephLLJUAioFUJuRnubSiWUoRAAgUIASI2m73G8nRcAlUooQyFwfJWw1+UJQSGgAKEMhQBCUAgo/X5lKAT+cZUwO9Z8XKWwkQWGy1AIqFVCGQoB4P69vuMqhTIUAiBQCCgZz7KpoJCZxucmUAgAH/fQccSVQh7L9Yd11QQKhzMZCgEQKASAHUy5kKEQAF5aUxWCQgB4fRjVUIZCAAQKAbVyyF1g+8y0q0psxyEChcOZDIWAWil8vzyycoyAXwVYMhQCQEBLr5MrhXY2D5wTTWt/AghBIQD0F80lUAgAXx6iiueyWDofXVBAx7K+I3LMaa7OrnJTylAIqJXD6bbt5PiNXY0ECoczHue1h9U1HMsSRgqs9KKGUw5vZ/MPN64e8jaA3DXO7ZLffI3JDWsi/p/jqYezc2JDUAioE7E0oDQwz12heuaOpx7e8xXtQsPVQ24mbQAm1rKvLJmuD1w9PJZAx3KSRY8bX4/s8eEKYpWRqtb/jHqYzsaRvIbtarFjVwt14R9PPeS2qqJVpSByrvg+2ggYRjB5YBWyWIQjfco/2ZY30geIq7F60Imc1zS7MCly/93hTO5sAQAz4mh8Q/Z+2uqp1e5Bqz2yCyawYxU5fuenVOKvs9H3MGg1RJGJ7axEbKdQJNP0g0jTU3elfw+dIF8ZfTU5fvAMltSQcjK4nZJCX5MnLlz6Ei1OfO7o5IhbKB74Ppxt76DnY869nhzfmE7jqkZFeTExjo6Dh2dQWJpbQIGAtxg8ok2LeF0Jy+9CwvK7yO8aDDSeZSCWxm9W+ul7rmqg9zLKoFPF1phYzc63L59Mjh85kbYpTDj0Ja7RhG/txguCA8DLV9FYqReumIpFRWJRKWMLfnW3E0tKKOzoJ9Ox4px/RdhrABTFUDZvYj5mJYcfKR+VtyKFxZ7xzFWrUYd3y8NDs3/1Syja+jL5XV1v5OfySBcrYHxkHTm+64AZT3xD4/JIdwiND0+dSuthPjtWPefoHOHbywVM0RitpZ+r2kM3w8VOWvon1kavKbZhG66Lpb97LJvGuFax7OI39lGANbIY2Pl58ZifFz5MZ1eHF9vjaT/3yybQcfMK23ztZK0rezRWVd/hyTq6Aeh7k2Zqb//9srDXBADnlWXivLLMsOfLdr2KmHUvkt+d9dQWcryXbWKGa5n8fgO9bo+PHo/JoLA+h4laXU4fKca+rq4f6+oEULoDWoxlbS4TTfQZ6hzgoRyR+8F/3hWtiuE2sjnphkW0SDevBrAsU4tlmQJzJmWqwxk4HOax3s+jWHymiyWz9W6miuGDJxXiwZOo2tzmE3/jL6Lj8PtoI67kYSxI9Eey5lIg9LlVMMjrdl3KJhu+kzK0VxEgbHe4VUD4YY9Qj84z16murzp+AgHCAY9PBYQyeHlnX6SCwVzQyT9gsBAgbJp0ATn//9h77zA5qmNt/J28O5tz0uagtMpZAmUEIgdjMBkMOME1wTYGHLCxje0P2/hic22MCQaDRMYEARJCAmWhnFYrbc457+SZ3x89PedUnd4d2dffvd/Ppp5Hj9Sjnpme7nPqvOetqrfSnFYFEPJq0Ox4KwGEvGOKye8h1+WqqVYA4TyWgznAkuDXZvoI87ihy6EAwmWPUwHwj+6hO0dLiDqo5pEQAV7T4jx4s4kCMVkjbOoH/0cBhH+sMRFQeCK2AuVO+j0mn1jsfrB7QAGEZxdQp+UcbMYps8iT4r1C6we8BBBa7/qNIrRb4GsjoJD3ZC53+gkoLE6OVdhIXrWnVOWZ6GcOBKxIOfFh5Pip0CzcMkLzrD7IoQsm73N629N78cSNohBoU023AgptZjH+PqzuxMOzKGMzlEDBcMeIH0VJ4hxHC+2OEbLY4E8tYq/R31o9qAFD3VayTi0ASEXrVVMzYGOFGt49G+j5i25TFrRSiwiv++IysINJySzrpeDAkjkB3z4iFrBb5tO5l5dgQ6xJjOm736tRQSFjmV9op4vydRl9CDnEa1XBDKWDyEQ3/a16ykLEBimQenKwGLfFiLzOB5rzsaKcopJ6qUDshhlZCijc3W9FkbSYf9LQj1c+o6zXtyUAMb9/DwKTlpP/H2Dz5tZ1h/FdqWVdaQoFBwl2M+x9gvk/EMhEyRs/JeckXv9tDEo9qBMO/o38vzUjD7tiBHP22uFW/Hwx3TT6P3mZHC89RIuGfnszLZabmeUkwDCucS/WuSlI4Ru+AQ/1UyfaBvHIMjEWtnepldcy+7a6KAHeEB0IdhO9n72eEDpG6PfIrSpzE+z44n/RAqn7L6PRnfPTRtBgFuvr7ha6GP9h0yn8+UZRqe0PhlDqoGzp+630umTNQQBoH/UTWZuGfjfmso06Z9N8f/4+OY67nXbR+dHmWnx9oagAz7K4YK7RWHLbHFog+U+2z0PJ/2yzJKUZsoSyPcO0976STI+5PbGvPSpLeJwldXM7HDc1KkvIQ7Z8QvIdZa89Q2EJufGK4OkjVDqlLNBKQKGRBR10oeGgcFkxDafmxKsVY3peoW4cFJq8NLS8/Zrx5TMAoHiEFtdwUBjvoOCg9wraLgsALpkkFrP/ak9XQGHIToHPj5Po/TMyGRQaGQdsqbWfKOfIoND20Z+U/+e7X97YXvk8n8ryRbuuiybSMFJt5eVRP+Pra2nF4p1zxs/Laet3j/v/AFASM36RzWZf/rj/DwBT3dXkeEE8DTUtGqKbEnurKhHDbZKlZ9z/j6bbCABbA0Xj/v/7LKXiV9bxCyIAVV/yuI1+x0TrGUQ4QuOPlxtn0DHOQSEA3DJDvMaZQwBYHKIM5ZUTxv9Ozhwa2aOX0lAnB8BD3iAeOiyeS+ewyn79ZC8tqArNu5Qc+7to6P+meeP7fgD4JpOcWeimfoSzh4ihPhcALk+hY2FpIU014uzhp/VjM8iAxh5WMTYbn/yVHD7DZNS4tQ55sf1K6iN5CPvlNgrOOetpxB7KwvZGdrCDXrcRe8jXPm4bzqaycrZqqldrxB6+bI6uB/u/aZ8DQ2a+fe/CkqSyAPKO8pm9jVFB4d+qe/C36vEd/hTWBYODwstTehGKFZP0cBx1VgBgkz1WKKg44pYZXyDHRmEG5TPzqfh0r5uCHCNQyM1zYIu4LItVYV5eSV2NbImF46DQyHiXhYGYDAyahLM4E1B46ys0j8jWSRf6X2w6hVf3C4fNQaGRtdvUXtR/OiZ2ERwUomqHcv4KJoHg8oeQKrXE8vhDOCXJXjQOjh+GAYCCYBecIzS/pWTPs5F/54/TTkq3DafUcGiDJBPT7fKjcVQgwaFg9PsFUCHY89NGMNEkvudAlApZAJicri54t34sWLVPR1JwUNI3kzvM6PZIgzrmPukQwNjz+mPwvvJo5JiPlTM1k1eAx/6kIoye8zXxmWepIJm3VwRoeoHTZsHeLCHrsS3tLOX8453j9zsGAG+10Ij7yDoFH0l5rqMpRVHfDwBlZgEOS+IBX7pYBHmOJABUp42je2dgKwsoW3NrmVnRxjOyly8V4dlfXDwF6VJRQm6CHW1ss8wLhYxMdrWP71RJgF3nfFt5jZsMDk32GMzroJu5Kh/1A/a5amvA8cBhcbJDIQ6uTh67/aduMjhcUpCMGjfdcK873IZ1h0V+7zn5qnZjNHD4Hms32TwUfTPHwSFnCX2BIAGIB9vU6ngZHFZmxkf6GUfew8Ahb3PL7eXjXXiZNWwwAocyQMxtpTI6APCyecb/s/mGn4eSJQuepjlpXRmUtv/FFhomAYD/U0F3zS+6aFWmnDgPaBqDssl5G7pN8VOnc8SsMhkWiZaZZCBS3BRiIQnGOvAOLQCQ0bYv8u99car48xwXlfIIxqsA2sfCZOZzbiHHr1TTiT2RLfBJBkDMxOZpCtO/S/JQAG4ZUh3hdazpyAtL6ULwpS30Oby40oEPXSKcUpGqJmDzbixvVakgimvYmfdRZtY3+yJyzHOY2gzyQR0sMb+8jQHNXMq2+XapbLBv1W3k+HAnZRr2ttBw3QoW9o4zWEj5c3H71Sk6JC1a5VDv17pWuuBcWUHZi06POm6//z5lqm9kYVSeL/XoPpXpmp9PNxELtj9OjuOWXUyOA/H0Q81tKmg0xdM52JdB51SSi47T97rVMbacie0eZaLmHpanyVsqAmq3kEvqXiHHn065RnnPIqm6uX5A/cxJjC2Uex/rZu2lfowXCxSy1IitjdQ3cFAIQNH85J1VAok0t7YuqG4O+cLPi5EaB+mc43I/j21XQeEixrrtaVLllx5YKsKJu1pHsLiLOqWqgpXkeIqvnhy/1KNuZK6JpbmaHdkUeGf107mhhPYB1Dio0DUfL3IlLwB8dyHdCB/qU+f59OOvkuNf2ZYr50yUANpl9jrl/zkRwjufcMYQoEV5V8Q3K/9fn0hBNS/uAaBUKneyc3hLRJ5S9SWLgeSVmY6h9X7qo6+dRdNe/kn2eSj5v2vvsMqhB06O3zrsKwsL8ZWFdEIhlr7n2kQaKrj87R/B9whtKC9beqwF6cwJ+Q5tJcc1faOoYXptT1bTgVsXoIvpLzbTSkLeGiglNIyUEJ10PDTyrZcPY8XbYyfHh5pOINREJ8RrhZSttJygvyUQDEVlNvjul0/k9Uc78eQpek4giYbrD9popd8dSym1z1u4vbhS3Q272T3joNDIFGHjIGUpUEFDWraD7yL1OAXW3KaBLoRltRvJcW3uEtSChW7n30SOrUtoJwkXA3DJMdQx3mE7jKnNNPT41gm6+y+0uZAYGP9Z8s5Ar7bT0NCnQxQELStMUYAgB8VP7KIV3rcuonPy7IQBRaz73sV0ozUli87bZZ1bDK5e2Oin78Cz4RnyWvMEWqBVk70Qp+PH13/0bHyeHJ+fTK+Tg8I+TwB5DEzxSthTTHj8/HIKJnbV9eJ+0OKcVTHU961y0gIqXn3LzeweUkDg5c/TqII7vUzJkY1poFWofFPINSN5NGTF06ex9FX6e5+ppefkbfzNuNeee/QtmHfTAj3+e/nq6vWPn26Rk+DAJVMoAfCV+erCvyPjbHLsZGN7Z4D6Md7BZS3rGhQKBpDZSu9paxIFINt844ssFx5Yh5KD68lr351P/QlvOTk71ITZIVo8JFvtzKtw2VR6P/icC2SUIpBBC6MsLCdlRREF+bzLztVTWFW/exQhN10rcz75IzmeO3QAc4fGLpCLtZpRmETXg2VFdBPAi+gCBTMQKBg/VHzFJHqtHH/8b9vnjCHEQznfXq8Awge7RfLvD5O/oIBBXoH3Ym86AYSPtWXg8rd/RM6x3f8EMk+LSqauMrpTBICUbc9G/l016zoFDLYP0Xyp2ytsBBBazSYFEN67vJSAwopYSuVb209iQ0iEkTPj7fjWyzRH6u7zqKO5MGWAAEJ/W70CCK8OiIm3zjJL6SU6JTMeM5vF/agrXaMAQj75KtJisP6oACe3T6ST1zLQQgDho5tPK4BwIeoJKHxow0kFFFbZi8gxZ1p5tfCWut6ogJCzHr74LNgO0pDCYOVacpw8SBfeYCNdeE2xcajNXRI5LkG3UnlcYaM7XVdMqgIKu6TKwY013bjDRp//bz2URb9kciYKbYLFGrTEw8dAdDdjxY910uv4QrabgMKWITeWMQaGA0KPP0RAYVu/WwGFC51iAQvGJCHkoAzUhhq6wMXbLQooDM48lxzbOqsx+uk7keOeC78Fbh7pnpYNn0AgmQJR7waa6+k453qAtcscTVLzzfqksdbH7mmfy4edjYLFK0+PU0Dhg0yo/hF8BPts4Xs+cmcroLAjnt7TBDsd/zEjHaS9pT+1QAGFL99Iq9cbB72Y2CcKf+QCDEArhuAdRyqS6EbMPNqHFU8L//bJF+LwVDcFH9eeojJFHefeQ44nHHuLHAcXXEFa2fW4AgpIDAH45VbBbtmtFty9hD6rBsawcg1GnrO2uOtTNJYIsD7qDylFd4ssLTgh5XgebB9UgGFyk5D96cydp6QN8RZ5Z9naSDFRLdJReGAdOad25lUojRU+QU6RAYDbpiXDIm0K9pvyMbOVEgCni+j69saxDgIMA6EQLs6jz7fKLdjzQDCELMbqflzfjwV5Yr3b1tivAENrHZVBMsU44TkoWFp7BR2XAOAvE32t20f9SpexhgEPkqUUn631avThhnI6di2NhxDoE2tVaAHdmL9W1RPZFF04ZXyZsb/TPmcM/7v27rF2BRTev4yGhVdPVHPJZGtKKDNkCWXLve/nUUEhb/VV1T0+E1OS6ozKEsbaLQQUFiSq+WWnU6mmXzxbBD66hsoqXJDpicoS8lDgNSmqvhvXl+KgcGo6nWipsTYCCo2M90O9eq66Yz/uGJ8pPGSmDv8MagCwtpzuro91R8+j4aAwOJOCQu6cjMycwkLWo+MXBrjf/qMCCgfZfc+IG7sntm6lo3RjlDw6vro/Z8QBKC0TrpwYvWAot50yI39eqnbfkc0yGH1HzsedkdXF043R75kmJU8nOGin+bqGFlC7n3Dj4Jobf1blaWoOJrfahTTNQ9bHi3yur1t5TbbBGBpSP5McUzl3FgDpqAFozGFblPyzYCxlU4MxSWOcKex771FZIt98ukBz5rB86Di48e45N8/JU87hxvVYS5gcCmcO73hRZbDWvEUB2Tkl4+dkZ7buRXYDDVXzdq2cPZxgkHMczxQKbp5J/YwRe1hTRBlpvTGEbt+eRdeESQb5wqPSXLSYTchkLTuN2MNf7VR1PGULWZnW64BaA9A5Kr4320nVFQAYsofR9CurMheQ4zomS3XFpDTDnM3/Tfu3B4bvHG/Hu8foonH/smIFFH66gIaAy0ZPoWyU7sC5uXIpnZx7H+2YwUFh44BXAYVv5tNKtrXHn8Pa43QnzK0wjjraWPv4oaB6byzqvTS/qYTl1HFQKE6Udl1+OuA5KORms5hp8QyAQE87phwUScscFOq2qkTsDnnbsZB9fEHWRIcViSxsVd62A6FeUUQzFiiUw6G5g/T5RwNwbS7tD7lWWyxCk8XCMBYo9EgyKu8PpuDDZFFwYMmlIRgjM6qadL4hxiMHhQfbtYVovV3IYQSnr8Gd88Rick9h9DZov9+lhpiWSXpzX8ikm4LFudrzzowRY3jAE0CnVCyQ1kyZACObn6qieFmc2dLXhAtT1et/N1k8C1PZbFiGBdBrHv3HNuBHRsV43NZrwx7JlzhWfin8ZWLseFIKSRjNCBQ2Dozf9hIAKVY61eshVa+3hSMfnBEfShF+j6sIAMDrJ8YXNAeA56QWfi9cN5NsSHU5pa6cOeQ9Mjgc9qpA+flj41fGAsAtEwSYvHFaBqyXCzb3tsD5AMYHh81TL8EA69aU2nkEqZ1UOJlbP0uRSJVavVXWaJu+8cDh5PRYJLBIxIOvH8WDUQS3uQxoKFnMzZDXGFjL4HBvcz8eq2Jh0KXXI7D0+nG/l4PDHx4Xm5JTjmJ+OgAVHF6QS+dStScW1Z7x/TYHhzubB8Y4U7N3MQnvgorX82Ke4ECPAhBlcAhAAYcFceP7Actgu7IRPTWR5pLXDfgUgHhOvuP/mZDyv3Uo+WuvHCTHP1+r7u63M/2wcx00obUpUX1PBusBaXOp7E23WYAmDgYBoK6fLpgXn6T5SFtn0N0+AKycQEHUfRsblHN+fA5lydoVKRt6W8uDNEE+ZDVgkarpQq2E3wy6Jazrp2Gfy5vVXsim1ULOxjzahxofDQXKmnQAYPYzzapG1TmWpNAK4UkdaoXw4XTarYaD16leWoRUH0fvab9bXdhS2ZjItaiK+TzUGWD7to/rVUe41ikYukB8hlJ4s9VPAe7cbf+pfEb7BbSacjdzuFdOUtkJXqEbjFHZpocOCMe3vDQNU1kVfoaLVrMHkiiDcWpATS6f3EflYJCosviBBPoad9K8d/Q7zvv8ngAAIABJREFUvfTaL0xXq4Jl/TQA+ONuGtqfwHQYAeCsAhoOHzAYF2fHUd/gYWFnLjV1lOXk8vEMnJm8jY0VYOQxtihuVGXkX2wU45G3SANUh2zhVWNQ85tPMSFrI7mkRtZZ6PoplC3a1+XHfLsArIEUtVjv5lco+8c7IPH7DADFAzQkfsygZzjv0MLz4nKP0nB1xzS60ecpEgBw5Z8oG2412Ni/eAMtMkljoAmdtJijq+hs0gbvtEHl+9fnUfbTqDCSh9Z/trWeHF83S2VQS+Lo55h8NA2KA8Jhlp4z16oWE77USX1lY5+6UapkuqcXxNMxHWxS5dXaJ58f+Xf2qY3K/wenrSbH79Sqm8tLE+nmiW++jOYFv0eOhPG7lZ2hfR5K/kfs9kVFkX//Zq260+GiszEMIOw10fcEgtof2fa30wl40hOHkx6xE3+zqhv7mTxHHHMEnSPR5RlWd9O8jloWfV5enoHlkkbYiC9I8mkAKNdR6nArIRsTy4XiQMRUMn6LuV0owi4UkdcumUgXmcb5N6Bx/g3jfs4nDZRBMAX9ijzGuYV00VxamIQJBiF0Ypn0meaw/KCrH6X3uTe1AokOJvT99H3kuDIxiFybuG95piGYgtQRmF0UjN33AQ3RGtm5SWrlo2y7UESKZM5K8SDmIibMXUK7gnx4ukcBMC8eoztqk5d1WmivV7673ylA3nIDEWiuh2j2DClgMyeePk/uTxsy56IhhgLf7oQicmztrYfJP35YUmkn6KALylAcZctH/SFcP4eCD543e2vrK5i060n2PRSQLsmmv+/VThXkyfbCwVYcbKVzlFfYOqwmpWK80kwXRM7IpcZY4GLPo4u1MAOAawrEOYcNWgYmuemCGK1F5ramAXQw37baWk+Oz8pPxDWVApRfPDEdA4Hxw9UcBBrZAe6XWTrLn/ZQ4O/NmYpyluc4MYaCkepeF050088JzaVMEc9J5l1NuE3KT0JZFgVBl7O0GIsZ6E9gYJgpE3CLtVkQy8LEDUwCK8NpQYZz/GjTD+fRuVIGOtbk/tQAUD1kxkk3BYIc+O9o6sOOJrFh+vp2N76+nZ5z5WQ6Pr9bPD57CAA9yXQDH5hDn82bCUuwS9oUVxWsVCrFhwJ0DJyVn4Sz8ukayVnT8hh67RwEAsCfj4rvPT7wD+O5f5r92wLDA81iUdVBoQMaw2E1m/5uUGhkRqBQtjeraP5OnN0yJih8asJVAIDQRXchdNFdWCp1yTgTUBj1Wg1AYTQbCxRaBunrPpbvBwBFyZpz0EFhYJXGDhoBQp4vx0GhkfGe1ktZhedExwgmOkYQ0qvHMovHBIV6XpwOCqf9pxoe1cFhzBP3ktcrE89AENpl7NQeCBcL+IMh+IMh0hlFB4XBcL9jXT4lkKAxsRx8y6aDQx0U8gpj2XghCQeFuoXqRbhNBoWyHQs3p9dBYYN17ETr4bAD1sGhDgqrUsfWwTMChdz6k0swEC9YjcMB47mhg0MdFHLGF0AEHOaEx7IODm9tfUU5Vy9a0sEhB4W6vS1pn9YPeOEyaBsYDRzKpoNC/W8dFPJ8M9n052MEDmWTwWGi2zjEzMHheNeqC1Xr4PCs/LFTUXRwuK9L+z17vNpzvGGTxuDI4NA82ofnLsjBcxdo4/LrZxv7bg4OjZQpODgssGrv4S38ACAnRruPOjisrtD+NgKHOkDcXNeHr60uw9dWU5/JweGrx6P04gYUcLjAIIdUB4cXTNTunw4OuUg9AAQRQpfLjy6Xds9to9pYjQYOzUwGDkBUcGhkfw84/OaifKwqTsaqYo1dXhiWXzIChxwg7mIRk2jg0MjOBBzqAPHjOm09k8GhjE/+N+zfMpSs3/TJqTZSMVo9CJQm01Dp7ha18EPWSprvr0ZdEq2qa2UVw5lxdiWEIrfSW12qherkasbNdZSluXhiBmlF5uhrQKiOVoyeLqMh3DLbCN5tozOcO4eUGAvePCm+a9k7P0XaNx4i53DgcjSYiekeQcMHY5JIjhQAVCEL5ZJf7/dbSVXc5PRYskg4Ww/hVALVmCq20nvfYUrEe6cEmL5hehZMrOI3ZLbCJAngbmp0YQlrNRfnoZPO0t9EktdHkwoUNnX1w7Qf5rYfrVbC7t7f3E2Oc669Bb4MocZv8tNxsaPfjiWxAuT6dr+rSInw0H9cw26SSwSoIWiTdxR7PIKlK0uNQYqPguvfHqOO6rLJmXj/tBgHy4tTsYc5yPykGCzNFM/s/RY/1g5Rpz8wZU3k306rWWnlVswS7x/7tA6/nS2eYWvSRCU8l+jpQbVfPJ/iLY+jffU3yTlxNjr+MvqqiLzJ1/Za8TOWKsKrR2d6q5WWeCNWOl9ah32kCGl3cz+GpJZil03ORObHT0SOrWtuRZOHss75sSy0dmgjXotfTF6bxuQ84mxm/OWACL3fF/oUDTNo20rOqO5uHsDV2QKwdMbmopZVps5vfB89M0R4s98TUCrveQGKOy4Ln7WKuXlWEt0Ajzgzib/rdweUNooH20fQK1XexljMWOugqS/uHNq72NFVTRb2WKsZR5j+5u8+oWkez15aQlpRAsDuQToGFyT7salT3LzVGQH8YBedLw8tF8y0F1bEeOjckN8PACvznYq8Du+cVbL9DzBJ+nb1S25TNPI+PkkBd3l2AmH6bpuaSET+AaB7NIAyk3hm24cTUcH6/fJc0SUFKSSsfbJ7FOeVipD9kS4XMuMkkfATG4BJdMyGjm6BeZJIw3m5LQZfBM3PrMqi72kdcpPq6VU5Vvz+MPXPVWwj9LvVWYpupq2N5mNu9hdi0QQxhy59eh/+ej2tQpZFzU/3ab7ghKSVOCmD+tXCRBu8bKPDI4Qp+19D7RQxn9z+IKbEsY5LLB3r0T1dSHGK11aXpmIknIs7a0L0Qrxx7PNQ8t9rk1Ops2a6y9jaOKgIrnKb76ehr4Z+NxpYa65MVi040dpHWknpoFC2pkE3qSq8eKIxq2EqFo6zt/ICUu1XZlNzSDhLwAWJjcxjp6DqaJDmWvFqwCpkoQo0f7DfTxeFyenGScZyFWDRsTcROrQpctxh0q7jfFb1K4ePeSh5U6O2IGyXnuNdb53Abe+LvDxL/9j6W7qlB+k42PYjmmfi9oeImHPOtbcg51qaA3p8yIJjLhEq3NFvXPH7CD6K/PtQXR8ueVLkG8U1aOr5pn5x/d3PPY6eJx+JHI/F6PXZhCOt8SfiQqnC/rLJ2r/PK1NDvrrls3Dr+y1qTtYLljnKa4sl57xoQgKR7njsUy0P6pv76XOTq6UTmXh58RZNeDp7028jr71V1YkXJRHejD5aYKDbAxvEfI23mUlh00yv9n8yy2jyuRDvEuxHq4HY+JlYvkO8zxcEakfEvDMd0vKYrhgWua5Xpg9hktRNiINe3QoPCSmtW/+yD19+TgjU63mi69pZUZnU83d+4/vk//rDTJbMaHWO+HHMKxYnd5zaptHsVdkyzgzKMkjc9GjMBo+QxunLqCRsqaPLuOvMtEwxp1JjbfjBuYIle/ZSTZ4qZBP3oCmUhFyp49KCZOPr+vFCMV++urAA7YzQcjuS4HYI3zc53YnJ6SwVgG2WnWM8R9lmSHlxV6YN4InFwk+Uh//PxfIwE0Pi4rpZ4cT2Yc1vVksSOQc7RlAi5cQuKTDOZ3ufyTlxoWdU7VC6OAWr6EbxZVB5q0FP9Ar8b0ynYOj+VWrEiUSRtq+Dr1YAw83+QuV8ALj2eVHtnWQ3G6KmyRIYzIqzKjI5dkalpo00KfmdJcdpvvzxEZpC8uNt7fjxNpr33MeE6Y0aCPxP2r8dMDzQ3H9GoDCacVBoZEagMJo1DVIPxEGho68Bjj66s+6tpI24ZVB4QU4IfS5fBBTqPVM5KFz2zk+x7B2tCXzP7x+Cx54YAYWuJC1kJoPCw46JFBSO0RP1TEChs/UQOS46phaicLthOl2gjNpvcbvrLSqtw0HhaFJBRD9OX4x1UHjwQa06VwaFFpOJAMLgnb82/N7jQ+JeH3M5CSjc7tI2Br7dQrLmEXyEQ3VirMjgULbu52h3DiNQWMaYghr/+JXigMYWAsD8Cdrz5aBQtg0JGkOgg8K3w+yzk1Voy7t3ruummyzG6/KHCCissBqH29+qEsDtRdahQV+Yv7ZXjI0HNlQj/gwWaM4yGYHC3eHIQ0K4wl0H2J0rVBF7GRwCFByOZZMCrQQU3jBLC2vfF6IyJLf+RQBCGRzK1hkr8iRLUmIIKEw7ZDzf5EpwGRwCwNxwi76lsRozpYPDEefYkl46ONRbFabGRMn3BZRQelq/Wsgmg0MABBzKJneDyk1wEFC4OlObx6szKLD66kLBFHJwqFtLUGziJ6c7NbZQt/AYbHFpf+vgsGT7HwBootQhlm88gxVNyOBwLJPBIQCcDo2fBgCAgEOARqx0iwoOwxY6uiXy72DVLtLXWAeHeo/qQY8fgx4/WsOSRBaT9kc2HRzqc+r+VWW4f1UZfrda+H2eYiSDQwDY2TyEnc3jKyecCaUWDRwaWTRwCOCMwOH/Vkj53woYHmkdIKCwcThAQGFOvBWjzBEtnkDp5LMThwgofN9fjJM9o4QpPNQ+REBhsalXAYU2i4mwhX/a3UhAYWVGHC6bRJ0s74/7cmc8XokT1HxKaFjJDXytif6e6/PcSjXo1EzqiDxf/SU5tpuCBBSuP9SC9YeEZpQOqGSmMCfeSkBhRu9xLAzRMM+Ff9hDQKE/tYiAQvOkhTB5hiNsIQBke9sJKKwb8KJ2iP5GW2d1hC0EgLN2PE5A4R8vKVOkODYP013z6T4PaUc3aEvCJw/RMG9iHy0QyR04iewbaHHH196jIH5yGnUQM7KcGE6kyeRNi79Mjv/2lfkwsThhSwyt/pMZQQBYYG7GAjOtoP+4hy7E/zE9Af8xnT77PCYsvO00DSN6bPHw2MScuCChmzCFE9PjUN1DxyAXK45tP4riYVoR2JVCZSV4cQqggkN+zh2THUj1i3m2z1KMfVYq5TOTsSPTnC5Mc1IQuLOXgrYPamhO68TqtzGxmrYZ/ALrdHFw7q04OPdW8hp/htZuOh+uyPXjilzKqOSwfdRdi/LhWSxa2O1s6seXV9DfqPTADgWROUrHwqMB2nWHbxR7XQElz3pTL72YRdWvwndoS+TY7HUhzi3u1eGOERzuoJGLTbXUD15qZi3bHIkIOejmhcMVs0nNgWthG+pnLykix9W+BAVk9prp2F9R8zoCu0QVcbLTjnWH6eLd6aZf/MwpNz6soaz2rnYaOrQMtKHAK/xl9vqHMNpMP9e2iLZcvDKlh6Q5PbHYjm9WCiDn8gVw6yCtmvX+5m4k/lFI9JwOpWNJv+jRW93rRvOQl/SNLkl1YrskjO7xh1BmVcHUtAzx7DtHfPB3SZqBVTuAmedqf8J2dUwtro4R4/tlTMO8JAoqV8XReeVkxTBXV2bBwRBjU5A+s1N9XpyaIvqN/6QmETsa6BjbIqk5XPv8AaSOtMDSJ0gBEyjDPTkjXtEBTbCb0SvJEtnNJqImkjbSBG8ghI4Z4lpKjr+JZGleHR9xwG1ja605BncuFIVDfaNeUrUcZzfjSGv0wpp/tv3bAEN+cxuH6S6NV0CuLEzEykLqoM5OpBPmfT9NMD3eNaz0cyw20cH/XL0Jz9WLB/+n3Y34E5O+qMygg9LlDypO7WVWrs9b2r3WFDQEhbKd6vPiVB8Fm0agEBChdxkQctNFs/V7qZNGGb1qleDlYUmGlX/TnKie22WauUY5N9utAdlsr+ZMrQPaNdQZyPzYw7kma2O0iX/WDo1V+63rdeVcX5YGRjb5te/eFZZzON3nUc7VTddb00FhzrDa41O3W/dqm4PHP9UcpA4KF+aOLT5sBAq5NWfPJcfmb/xSOYfbwXYmc+JQw39HOsUi/ustNfj1Fgp8eX7qBQkaaLwhS3VcB8OFCXrf2abw37Htqjbb98KhIlt4tdcBn1GfW91ql90JADinVGNG7pg8tkCs3hFFB4VPH9SKo4xEwD+FBrJ2DGnz67VWbSwf6VAXyxtGNebu3HDVte7QW4fUcdns1caCvgBVuLTCIkueqkEZDOtw+lO0DYMODlPHSf3QweGHd2gM7hcmj80YPbtfm086OAyGOzEUJ6nMlA4O24a1ObGtSdtJ27Y8q153WLJIBoeAWljQPeolPZ3PC6m9ZXmnH3dGdKFw5RkZRDGigUMj08GhHnzkuoWyNQxo90kHh5b+sf2lDg7tSy4DIKTBKjz1yrl6Tp0ODu90aTnPoZ2vKefq4LCsRRufOjg0CmXX9mrzVAeHU2M0P3FBtvobdXBYuU/T0dXBYahyxVg/MQIOryzU5lE0cLizO4Sd3az9qAE4VACiBA4BKODwrpVluGslDUnL4BDQ5qYMEFuHfGgdotfby5794WAWDgfpplAGhwAIOASA75xdiO+cTcPdMjgEVEmb/2lw+G8DDHXzhswEFKbEWAxBoWzZCXYCCh9pSFVA4dOsZ2tRjM8QFJJzLHSxXtX6gSEolO3mzcNRQaGskQgAV0xONwSFsg3d9gsCCr2BYAQU6sYdSyg2WWndxe/l7hYalo/Z/KcIKNSN64NZc4pIEjMgQCEAWIa74Wih4ecjXa4IKAQAX05lBBQCgLNyLv5U2og/XiKcw64OXwQUAsDM7HilJ7LLkYxBmwhBJbk6CFNocg0it+sQcgcE81GbOCUCCgFgQUkq9rRI7dne/wPmH34eM7IEAzC44nYCCp+8bhaevI4mS78ZnEhA4YPFX8aDxeI9o4kTMJo4gYRBU0daCCj8uK43UgWn27bGfgIKy+M5a55AcgUB4MI4yniUpzlRnkZDUw9/TBkxa4iyYd9bVRYBhbrJ1wFoHS5kyaQji76OI4toqPYrc6iczD0HbbjnIGXNbpxPx2kPc/CNSVPQmESLnz7sZjI2IbX7TQwLmee7KTNnrt0Dcy3V+eTrc9fU89E19XzyWnMsZZF7XfTeHZ50OQ5PogvQRzeXk+Mrml7HFU1iQxRvMyth9ONlF5Lj8mCHol1aaaLPupfJGf2lLQ5/aaN+6963aZ5nCbpRAso+yx0jzgudIJqcgKYJKOsCujMqiPSQJxDES0c78NJRcb2vH2vH63LDglAQG1vo4s4Zx15zAokgBHa9hXZQH8oz0vrdAbRIoOHDmh4c7hgmrex2tXtg6hXAsMDbgglWmu7xVO6VeKJO+MzyYAdG0qTnGPQjkJxLRPu/WenEfS7hH0M7X8OBPnp9A24/9qWJ/t0ycwgA6U4bVqfT+3LPq7SY8YLsAGZm07XmqZ10nSPMIQDMPDey0dBtdg69l/OSfGTerIrrxYoUxtobgENdHF03nqdtBA67WXh2wyIKsCx9TRhgnzuphap8GIFD5wDduARSKdDrmHE5PAuujBwnx1hQ309/oxE4vHyqUGqwmEwotI9NUvzftH8bYFiYZEch2xHzThUdI35F6LSWsVK/PMo03vY24cW9dOdx21SWx2UyK4nIN5bShesncVS4t98TiCSD6/azjbTTxrbT3STU14M49IA66PNZP82HjwTx8BE6EfiOLIElvjYMBdAwRK/lx4tooULDoA8Ng3QCbW+ioNBzhCYqP371TDx+NdU9tHTQ3E1vcj68TPSXG29l5supHONMYbs66LVyBwgAZSmUhUpyqUKr3Ori6OK8IErrKsA4t4fbhywE9+MPx++6A9CkewCoMZDUeKmGOp7zC8dvLQcAcV100d/pV+Vp3mYK/sUJ0fNy9jNWk3fwkW0k/MxLwioCPufYhTO65I6eu3XJJI1N6zKr+ZZ6y6vhcJJ8gl1btHm6BQC8nLgMALA1zE7kujQ/sMCmSokUNG8DAOgqEPo4aU9W8+FaLdpv0XPajvVq1zIek31NkTZnLeE+3KEPnxzz3DsWUNBZ1RN98TkngY6/joXXKee8UEf9ykv7mpVzuB1JopsfI81JLnmT2jV+RxAAeHQfvd56AwFkbqbl9DddM91Ydkm2pYXR57cMDgEg8abvKufI4BAABYdjmAwOAaDpxp+PcaZm0zNiMT2D+oTbK+g6dO4LtTj3Bbqh400Q7vIuJ8fvNfvxXjM9x1s0jxzXeJ2o8dKN46EQlatanEDn/52vH8Odr1ORcZ4+0uPyoUcqqrx3SQHuZb2rh3gnnbZT2h/JOKtX2fYJOV5/pB3rWQ7zdDNdDzKdFmQy3cc0JnO1mTUpqOnzoIbNa65gUuH0osIZXcv4n2n/FsDQiIaVQaHbHyKA8HS/9hBkUHgqlEZA4YEWY2pXBoUhRwIBhDcWa4vjeKAw6xANeeqEoQwKNxxtJ4Dwrk3G/WllUDjK8thePaK9RwaF3kCIgMLhMQrIZFAY6x0kgLA1/KbxQOF7pbTjjG4yKDQPtBNA6E3Ucuosw5R1kEEhzyeLufZ7ADS2MPK5RzcTUOiwGofnZFBoM5sIKNQbz5tc0m/0ugkofMCgkg7Q2MLId2/8IwGFukwIlx2RQeFnrcbJ1DHScxxJKyegcGWC8ViVQaHMdADAf12oMeKPXyLYXIuJgkIuFaSbDAqf29dEQKEevu9KpeycDAprxljE949Q8F6SrIY+v/0pZUO5DuP/342DwymZ6oZGB4e6+T77wPCzzpcq06t6PLBKobVJ0Mb7pJDwLeck9GGK1L3GCBwCwFc3CmD80r5mLE8Sz/aybO36eQ6XKU6kDYwlSB7bJhit1K6jRHKlz21cFLGxVfgHDg71aEyyTYAN0/Lr0LVQtIQbCxzKclZLC1ORHS/8hT6XzhoVUQ1TbwuRWDEChwD10yNp5QikCpCjs4bf/oT6wIOTRH96Dg511jAwRWjxTc+IxUynYC45ONStBYKpHwscflB+deS195r9CErSWRwc6nZEKsQ4FMqOpE4AAhw+ztJY5C4sRvnHAFAs+YN7lxSgQoq+KeAwbL1xIld7LHD4wSkxztYfaccEjwD6HBwafVZarJVEbXRwWNsv8EVNn4cw0BwcAv+z4eR/eWA4OOIiTGHniI+AwrZhL9pYH9mC9x8loLAk0YqSRIH8b5+Xh9vn5RGm8JkpHQQUWhoPwtJIAdCa5+sIKNzUZcEKSXzaNH0lTNNXIjskwo5tQ240STk6T6/NxtNr6U7rt6uyYZI09eJsZgIKrW//Gta3fw3vViFvcd/ZhUSzsSTQjpKAWNCHvEEMeYNoGxWTMDXWgnvPLoocu+yJcDE5m9x4tTp4g5syfo4ZS/HR5SxUw/K9eC9Ve38TEKQOgXclcdosOBEr5SKFgoi55gFyztBnlLVsGXSje5QuKrxq9sl9tFjH1H4a6KNg/GUXDQtkxtnw2MU0RG7y0B3xyXk3k+Nhb0CpzjvVSxfJWdkJinZWstmLmJAADF2jfioebbFiZTIN0VqGOnFdpnA0a0pTSQ6hyTOCP5yTGRGxBYDOUT8a4wXgHU6fiJFUCsY/ax2ICD4DwDWzJqBaam1nHulBID4DqV7hbJMcZqyQ0jfKUmMVcLxj0Ak3++ExLF8xsPNN/Nwqdvo1vaNKT+GbZ9J8oGpvHKq9FKTwHNDL+7eQ4+NlFyoh2LxOyvjPyHKSVAFAbTc5kE7HR58jA30OqkLAe2tnOG2kn+8sey+unUD9lzuWsqc1825ClYkCnPsymzCtT1Qwx9nNqJPGzAF/Olz+AA4EBHh8+Cjw9GdiUcyxemE+i2optpuS8dAaMQcfWlOBNqv4jJA1BpdOMGFqrAAmnbnz0JEkNlUDaRMxmETn04AngPZUoRf78lAe6Xd+3bQsXFBO2btnT46gZYjOn0neenLstJnhBfVZ/Dk9uY6GWG956SDuZGHXml7W8zvZi2Aufb5KTuuXf0IOhxMngEOePxym7wlZHfjlSgFmbBWzMC9IQVTmbd8ix8GRQZj20ipZrk6QFEPvwYedVhxjaR19LP3CsuI6nD+BdScKBWGScjtPp84kYfu9Aza4/UG4pRSpwZcex+BLIu1nSWwv1q2VQLTDguJkOwF+AJCfKABmRawbNg8lI84tTcW5UoHniqIkeCcLgCyDQt2SHBb0lIsiw8q2T3AuaxDh3fEWvDtEkdJ0cwdeqxJ+MtNpgScQhEfyV4vzE7FYEmzfXD+AycnUyTUOuIi/8gZCsLQIH1fh9GJwJDrz/c+wf3lgqFvniC9Sau8JD0oOCAENFALAhA3a3zIg5PabMJvyzJRwMntY4Z0DQkADhQCw5jmN+dvUFV2uoo05NQ4IAQ0UyjaW5pls97HcBhkQjmWpsdGvl4NCi8mkJNE6Ziwlx5ODrZgc1IBXKCEDXTlzIqBwKJz7YZdkZQLOVAxkT8dAtqbhWB6WY+EVbbIFp2sFLToonLbhF2Oeq/eZHQ7vSnVQyJvNA0DIrTlOHRTuDQuxykKwut00UQMblhUay6KDwjYDGRT9CQ6FUwmKw0BrVrYaztSZPd3G04vT7fY8yjquMdDS5NbJPnc4XYRAp4flQuTuOTnJsbhmlmA/qg36HgMaKNRtBcvtbRwdO/ysL4Y6ODR/9Ocxz9Wd7exs7Tr1Ig6+0AFATliaYnWxxpac06lpafIqZACoDIeXr4nV5rZpSAO7biaSDQB1eUsAILLw651UeDqL/JqOT/RzM5zGzA4gWDYdFPpX3z7muXF1O+mxFCWoG6MbzcMSBn/6sxbkWIXvvLZCG9urpbQJGRwCIOBwLJPBISB+/3gmg0NAq9rmpoPD8+I0P50/ooVKeZgPEEBcB4fLH/iA/C2bDg43hBklHRyuzVYvPJSqgRAdHA5aNGbtmmmqLqRuzx7S/HIEHAaN5xAg5sMce3fk7zn2bsxqFNetg8O6Ac3n1PgTUeNPxPpG7XpvWVqMW5ZSf8LB4UNryvHQGvqcODg0sjNQeCHgEAABh2OZDA4BKOAQAAGHAAg4HMt0cHg0R1uvODgEEAGHes6/Dg6HxmA0AUTA4doizRdxcAgIf1Xeo23cLC1HYWk5StQg/m+PLLTaAAAgAElEQVTbv3znEx1hc/0lnkA96aPfKO+1X0Xp/iGDNTf51BZybLLTHK3VG9VJ853zqTQHTwIGVGkRAFiRxs5j2n2cvQM0tpDYJfcq59iZnl+znbIL8QZim1zLyagv6i6mIcWTy0NWNZ+tO57mh6SNqlV9XN6lhSUHlyWp93zk6YfI8ftLaOeM5UVqBWy8zaywhXcn0/ybV0I0JAoAF5RTxsbho0zh8WH12fK8Tt42CwCS2a5+QgwdkE0uFRwXhmjYyeRRhc87E+hikB6g2llySEk3XiGrL2KyrSim92ESk2zS2/fJ1jSkzgVe5Xu2Sa0E9x6jyfVv5l9Kji+dqOYg1vTTzy0zCE2bdtOqT84UTh+izBEAuAppCI1rIKYbABI+f4zCZXyTleOj99yVoDIgvLvL5J7PlHNqs9SQXz/zj++wtokPLlQXyg7/2JXhumWDLty8UI4X8wBqAd4nDaq228UV9Pm+cISG+L6crYbhRtMpeO1hBT6rHvxQeU8JA3Lnz1BDzXdMoXl8Jjf9zUFnSgQYysblgf7C5tRXK9V5aO2h/og3HAieVnUtayuo7u1nBiHKFKYxOTuHXm+aSWWuQnbKkPO8dABKdGbi335GjpOupHJfAOBhOea8DgCAUtTDOxbxPHpAbP5l43DIaONesfOP5PjNsmvJ8ZpSFdDy5THJov6GrS2UCFrlp2oeo0VaTmlinHGDCAP7hzuf/EsDw8ERF+whzTE2h9kHuTXTyV43pqcLZ+Zdr+Vn3GkXi8ofL5sEe6to69OTqYl1HgnLcZw9KCoO6/LPBgCUdGhVt8fTtNy2/1inMYiv3yYcsC6Noo/XCOgL0/Af92rXtWyCmGx6azq5R3EgKQ/DNimEHf68+A5xze49G2G56E7xHrOdhOF0ZxKSWvW0mNPIQhRr0/79yjERArx2WiY+lcTAF4YrVxN92nV+2KE5+RlSYUfuoMaY1sdpIclCj5agPpSssW5yzl3joBYenWXVwM3dOzVn9PC52o7VJU1sXUZAFiNNsNJWSf0bXgUAxJWJHe9rWedH+jYDQFGyA88flDqjhJ315ZJOXWHrTtTniMRvnSm8+MSzAIDAxRr4lsFdplm79upR7R7rzKTzx6JDiuUn2vt1MeSjg9r905m4lcVi56uHKUrjtL91TTw9z1GuIM/waov6lgHxHFbEdCCQIgB2j19bCNKgAUdTQLuGxqA0tsymSD9gQMwlOVfmk4Ze3N4vWIpTs67BG1KV6P0ztHH92xPCMd4xXwM0H9Vp46Yi3EGibFA4xk9M2niZm6OxU7rsTaRH9O53Iue2L9J6QOs9T69M0/72pZeEf5t2vaelfYu8Jpck2dEpdZDIOvImfPNFpeWpXm1cdo6I8P3q4EmEEgRY0llD6451kdcap1+BAqe4f6MhG3ZIubjzpFC+Li6tb8r056nPj/VHtXt6l1S7oveodoQ7iej5t3p+1uSAVAzSr72fg8Jsie2u6tHG7PQ08drPtrXgve2iMnX7vXNJFXy7SdtgbZByoNeWpSPLIs7Rx1ZLKCF8vbokjliEi5MdZDHXC/GOSgxWb7joQNfJnJ2tjQ19wX+zSviqK/drvYgTz9c0IH/frH33zTO1eya3+CsOd4cpGNDGX/kvtft2/DFROX7hnzXA9ZdrteK5deHK6P8oEot70JmCOzYJX/37szQ/I6tKrClNIT71S9MyyUb3o1qNhbp1lgCgVt9oxDcAwEyfJvpdEy8GQ7Ffe76hGG3+ho5+DAAwTdJyDmuCwpfoEi07mjTAXZKizT+9KUKh5B/TwpEjfUzpRRHy2gGzFW9Ui02gXpUsA9/2YS/mx4pzBtZrz6f2sgcjr82yduPEPXdFjkuefo30Ep+fFxbgt4gxETKZ4HrtPyPHwau0z/vRJu0e/exc4furw/M4N6z7mRzS1vQ+aL8/+TORenVikiYppOcdeus1iaU/Zmv5nVlSjulPn9fSSraGdW+velakmbx04+yIpBEATE/V7qfe+xvQpMXkNam0Wxtr9RlaJC0zznam4PDzlnhGpoNC3Xi/TiOTQSEAAgoBIK3zSAQUAsCnifNRl392BBQCGiDUQSEA/OfVMwkoBFS19497bER3a0WqcaWgDArHMhkUAiCgcCwLsf6NnJ0AKCgEQEAhoDGEOigEgDVZQQIKAQ0Q6qAQABoclP3T+3XqoBDQ8p10UAgA3//AuCKXK9Tz/pkABYUAyAQcyy5n4sUyKASAebmJEVAIAJa//Uph/DqDsRFQCKjsgG5yh4zKxCAJz24Oy8zIuSs1I2YilFw8YnxvZFAIgIBC3XRQqJsMCgEQUAhoYetaxrrJoBAAyg+8SI4fOaSO69/taYmAQgCo7jZu66eDQgBwZVdGQCEAWBZoTJ4OCnXTQSEA2JigdFkYh/FH0cnainVMoz6hPNVBQCEAAgoBIKa3noBCAAQUAoDTRNmIveHNYidjRGSQ72B9pB8LqyTpoBDQxodclJU2RhrIeKBQNxkUAiCgEACW/IoykNmhfgIKARBQCAAhC/1Mj0GifV0/vb/JDuPfIIun728fISzQpZO0Z6KDQgAYfO/FCCgEgGcOGhfu6aAQAE59ZwIBhQDwzpfnREAhoIkxy6AQUHMKv7Eten7YS0coM7uqRGW6/TbKzB20GRe66aAQAEyVKyKgEABKzZov4a0LdVAIaHJCsqQQoAFCuRCketSurB1gRWmyD9MtO56+J+mqrxn+Btlqb6EyOHvGKACVzbz+p+T4gfDaoYNCQJOj0UEhAKRgFCmgPmhy1RukUtleNBn2IpFD2jHsQcewJwIKAWDZQx8RUAgAX3qOHh/uHVsTU7eadJpvP1b3mX+m/csCQ88A67E6pIqozh44QI5jJs6I+rmd6bT34zJLfdT3nEne3xCTXHmxgbKFAG3pBABBR4ISpjjZa1zRJ5uFpThz+Roj67//5qjnjLIenvWB6DkReU7BFmqfEVSSv//C5IAAIYas2+RR4/64snV84XtRz+EhvbUVxn2qZSsMMnkSs7qIZbuodEePy4cB1je0gOla/qPGn2aPY+w8Jt1sbIHgizcApLz8MDkubPpUOYfbqzkXKq+ZWtS5yC2XFQAtGEcUXDfbjGXkeFG+Gno73k3nxztVqrQMtz2tdI5xMAwAn/nVe9wz50py/NThXuUcbo9+QsPkBcNqCzge8gwkqSFkbuXJdNPkKV08xpnSe1LVVI/tq6P/hvJU+qy4lAkAbOulz/dPn6kpI9wymF6r0eaVm1EImVs7W2hzbV740ynY4rqvRuZPLYh6TqeTbsiSWC9wI/t6cfS84d+1UQBpHlBTO0J2+lyKE0zIk5aYxfnJONo5fgs5QN2cWAajkxVc5NzILF+m/uWAP3pbv8z3HiXHo7YEhK5+kLy2r42Omwc+OBVpVKDb0aHopNGBrLOinrP/YSr2fdWC8aXWAFU67VinwTqQRHN/Ob75Z9u/ZChZv2khixW2DgoYhrOmkeRrf+lCmA9uIOf0TV1LjjO6jhBAeLxrVAGENfETcbBNTKpJGfEKIEyJseDP+0XO2vTsBAIIL87WHMCL0qb86skpaGEEStFwNYIOsesdSpiA03104s1IorcnZLGSnERb+3H86BTNw/jerBjsHxW7zNwEOzw/uIWcs/G6XxIGI91pJ4Dw0gma05BBYazVjNwOulOqT59FnJIrZFHyqh7ZTKvtAODna0Ve0KAngKxeqnPVm1FJCjAmjlThZBzN6Sw5uB6vZQkGoCg5FnmJYgerdzq4UGpJGGs1I+nFh8jn9H/phwQUej9ep4BC+1mXkeMqUw7R3cr5xe0ofuR35JyQ1YGP2sRv0Nt98VByyVEhbWQrnY4aSS5HFzI2S4vnkc6RSOGVbufkOzAYEr89MaA6peG/Uufb98XvE1B4NGtJJOyk26LqVwkorO3RBvED6YK1e2ywHHfOEcB7U6MLy4sEmNPbJXryxIYtEALsLlbdGfDC7BZzr8lZpFQ197DimakpZjy2Vzy7iydnYh8DgMsKUwgoPC+cOyQDw7YhN5IcAuTMtXagI04sBmn7XgEAPOVcHnnt1umpkdQW3aq6R7G1RjBtN8zJxxQvZTgPW2ku6Kaabtw5X4DCIV+Q9O4GtKhEqkN8l7WnHgDgSSuJvNYy7CMtPRfkJZDNWaxJm9+mfSJcv2RTKnZ+hRaxhRzx2NYnQmqnekeQGce0QFmxSHFKDP5yQPjECydlojKBPiu/PR42twB4H3dpv2dAyoPMSXBgYYwArb1xeaSv8uB7GnP9o2yRD1aSGY+15RR8NA94sCRT+Ddr92kcj6X+w4iBTbWL+2XtbcTbA7TgYcOxdvxQKtrYUq+Fba+cIObjU6eDWCUV8PiCIUwMUdDlTc5H8BUhSVO98i5sa6TzYW15Okp7RAFkIKsCIeaXQjYK+ltGgU21AmxUZiYoLUyPx1QQUKinNejSRgAQSMxCwCz8yd+qe5DupOxgSUosuiQwPiemF8PxVKSeqzHEfOc6HLmPanNefPhP5Nhx0dcwIuXZm9b9FHuX0lzyVMaA6v5RBoqVCX7ctVFsVH6TcgCHKy4h75vVsQ3BSSJK+PuDvfj6bFpgNfv7H+ObV02PHK/f3YQPV9ANxjYnJaMmp8fir1IbxgsqMlDqo5umenteJLLkSBpbvxWfh5KNrcurTmBekcdBoZGdCUvIQWCFWgdCQCEALC2gJ1X5kggoBKCAQgAEFAJQQKGhsUIVDgoBoNtGnWT2qY3KObz7iVyCDwBvNocUppCDQgAEFAJja1PJ9q3lJeSYh0EAYGsDZQh2mNSWYzIoBKAo0l89PZuAQgAKKATOjCnkNslCd3qn7npCOafWRZ3XzXG1BBQCIKAQAHw1tAhi2BckoBCAAgoBEFAIAP4Pnx7jyoXd8GfauUZvlyabZSF1pCVpTgIKARBQCACrC2hYfzR3BgGFgAEoBOB+l1Yk5+EMQkysCKesfrNyzlbWVuv9mj6FLZRBIaAyhz1zriSgEIACCgFgVc2r5HiiPTpzs7qUztfkkx8p5/AorT+tiIBCAAQUAsDuFvrdrpCFgEIAeP2bS5Tv4hGNL8eP3S5St1wLdXBGDK7VSzcrKzJCBBQCIKAQ0Dr+yJZ4/jX4YBFNqblphlqBzeWNPEd3jXHlY5sRc7h2Kv2u5UXJBBQCIKAQUKMiANDF2GIeaQKA32yl86ze71TO4cb9sRFzOMVNmw84rCYCCgHAAzofeFEQAGUD9kGvGlniKhPuX76gXjQzz9v/RY45c2hkwVAI03poZyK/nV7P3X1UhB0A2kpoZfOyIlXZ4R9hD0900/H3bnWXck68Pfo689+1f0nGsKlXOJLcPo1R8uUK5G49vQM748SCs6B9Cxa/L4DSu/dqlLHcPmrIG0RazRbyPeaUTLSniDyD7Y3agnRxqRhYLS4zvveeYC1nF2msg55w/+5pbfGpkARf97cO4JpiAeT0vpD5ZjFZTZ5hPHRIOIVLpmbh4Q20If2rV1colYKZsSb87FMamv3qfBHe0BuDz24XbYEann8JB24XVds6Q3jxRG1h2hQWYL64QkyOxiEfTnSJxfdCs5bb0ZQpJll2DLC5iS4MM7LiSH7eE9vrAVBQmB5rJTpYKV1H8caomHRTwsKmPVIFXJrTRnrBvh6WFnj8XS2sue5rWt4gd8Z97gAmmgWYG1j3e8R/+QeRY8uwNnE3D4jxc9bBp9GwTLRtKw+E85jCuTjbhzUwPSyFktdkBVHjE+OmLgxW1wRErlND5lz88H36jJ/KOYKHPKKf8i3ztPugJ58DQI8zj1Th1/a6sLRQLOJ6zqJzg0jatq6hTLHOGl40dB4AYOsaDUxsjBO5tDEWM85Kpczh+oYArs6TXmvVrn9PsrjmORlWWAZErpcnRWOirEEBwkIWOz6RclpXpAfg/ptYCJyrND09WUS41ZSEvHqRF3Q4UwufTnMK5/vrw9oYvSdW5KOut8/FRfuFEPmmBd/ARfliwTsZzhXtHhHX57RZCKhYUqDdX1kI+cPTPbigQoC5QDCEvN1/iRz/AMsBAD9dJCrk9fEFl5j7hxOELwNED27LUbGRay9dSdoLrixgOaZhTuCYtBANuP3Ik+Q/dJ3QxCaRR+jvakHH1IvIZ+W4m9FoF8ylDjSXerV7+nZIY9xkncyqbheWpIt78/PPNAbttrnic9JMLnSHxGYhIzSM015xfLRD8/P6vQaATFcrTEEGlgJevNInAMqucK7uj88R4eKOUT92NIpq5y+VxyGwRYCRmnk3AQDKpJzZvsXX41ZJ4/D1GzQCocsjfMhnrUO4MFU8u87YXGSzKEcgUcsPXf6U5iOfuUXL/SzrFaxfMCkbLQ6RR5r2jjYf950lwO6h9kFUSaDrd5WDqEkTeZB6e7WXa8VG4MqJyagdogD104Y+3FwmfKUl3Js+0C5Yi/qyNSRnP35QS5XRBbr1HGr7oADoWwYTSWShIEl7lnLbuiUFiaT4ZtQXUKJfr9a6lMrfmDd+ieZzheJGdrwVzv1Ca/CTbK0QpDhZMKUDngBm9IpN7qFU7b5PStPO+da7mq/6/moxTpqHvMiOE/cmyx4uFJQK5aemWtHrpevI29XdOLtQXHNFlzan5FqEXpcPi5PFvfjdcRdRdpgGzUfKyh3ZyeOm2HxelaybDAoBDRjKoBAA9rapkh13P0vL+rd+d6lyjv0EZRU6S2hOU5pN3b3d/BrdZc0uSomAQt2M8lcmOdRrlO1He1RW5HAjlXH4/RemKec89RnNdZNBIaABQxkUAsCbsfPBbXUJnZhOqzoGP6il18MLUY53qXRoUTINcTyxvV5hCnm/VwDYwpjCrDjKhMmFC7qt+NU2cvzaNxYp52R6KYNhBAxlUAgA+Ulqbla5iTKFH/Sou/jSVPqarmOl2037VZZ3Qipl2W6Zl09AIQCcMqv5bxMSWLHRO4+RYw4MAWDFH2gxz/cuU1sPrs6gc0ABhgD2jKq5f/PtdGccSKIyIFzKAQAW7aAh+JiLqNSFqYH20waAUBHd/f/68AgBhQAwelSVdIn9wl3keDvbyPOerAAwM4c+LyMGKHvnc+T4B1hOgCEAWLooAwSo4JC38NqYsEB5DweHh7sp02vEREzso/fQCBgaSVUVdtJ72JmrSuLwYifeztPIwfOirqMdwwQYAkDWiJqT/Eo3fRa8VegbVbRgBgC+2PIGOTbxIgsAVzRSRvv1G6aNCwwBwGzAep/9Ml23Pr1UzfGVN9UAUM8KdNbvV1sQ3r2M+s5Cu4cAQwCYk6uGt8psbP05SRsDjEynURdADT86h1uVc97ooP6qIClWmTtFKfSccqeaYzlooj62e1Rde0uq3yXHTZOoTE9Rm8oGe8rPJsffevckAYaA6EYmWxeT4eHNF3h7W6PPMVrzj7nomjANbYqk2zjg8PNQsm4tg3SQ8fyQUYO+tI98QMHb019dqJyznlXkboybi0Md9EEOB2m41muijuTpL1YqoDD45q+U74oxAFnRjDfk/s455WhgCb+6xIVuP5jsQ+YQDfeM1TpItiviqQMy0tzb3EDDBZWZ8UrHjsOsWi0nnrKbJUl2PHo+1RozMr7gpsaoTvVLL9AF7vWqHtx5gWB777+sUmk3x/O1BmKzgJt/TF57vkldLLhxENZsycDUTDqZz/PRUHCppR/BTBoGf2YNXcySnTYMs5Ba0hjVm7Jlsur82OE22JdfRV5b+zydEziyGR8vESB5/VcWYBr7DRzUA2ohwomAGlriIrVor4HlJAXtvK0fr9ofuOQ+dJgpoDqdR508oGrKNXSPvwEDgNiraCeJy146hUc3jd+remVxsqL1mFdt3JpOtoeGaYcKXf5FNn8XDZN6/EHsy6CJ8auyzco5stUO+hUgWOow6FPcQvN86ydeoJzDrXjgGMwOsbgHs8oVbcw0K6usNJkVbbydzWo1K7ecBBYRGW1GiKVQ8PD+FXlBxLooELw2h25Su0ZUoO9ubox6PXKuKwCsbX8fgePbyWs8PF2fOAXP3yo23y/ePl8BgbcdVMOtS+LoPf3Z2ui+0vvW73DpkafIa6VVVLy9IJH6qwFbEgYqad790U51U7+xjl5PoyV60dtrRyh4fGp7Pb73Di1Ok+WQACC08zUk7Pgrea1tKHq/b772u8tV//DcIRoaX1qejq1MN5PranLpzbIUh5JapgBtqN1yTI3qRlbu2gYAgTi6BvDNwT/L/qUYw131WoggL9GOftbVIC+BgoVjXaMEEHa2DSmAsDTZrgDCbOaI5ueqE9ZuoYPiK68exdNfpOwKB4Q1y+4kgLDIoELVZ5D/5b/oHnJ83V8P4TvnUEmWXU10YA+5/fjBZOGYOxOKcYyxd4smqOyU3KsUABqTVHHnE0xqxBcIolLq52oxi+IO3abnJBJQ6LCaUMImxCsn1B09z1/ZWNdPQKHNYsKvPqJVnS9dNyMSRga0UPL9jPmqZP1nC4JdGiiU7G8n1aowLu0wMd1JQGHscBuaLTSvLr+F5ryeylqIUot4XubOGoTSKegHgLu30QWI72pTR1rwVg/9HcsLKbNit5gRO0zlOs5dT0HHhusrgCOMKa+kjJFRnlOZbQT7hwRQnBPbr4BCLkGS424G2gUQCUw8S6l45EnzANBhoc5y2Ktu6csCdAEKxSTim5sF0P1tfh2aSleTc9Le+jkFhQE/LnuJAsKbFqvPZmUxBXO97gCKTgux5JaKcxXB29xdzyE4LJ677ZybFFCYdUztvnKg4FxyPCtZfRa8KnhtSSJqB8Vrw94AZiRQoBba9x45tuWV4nSqCEvGWs2GTGHxAA2T+pNpRKLbkqyCwgC9vp5QLHYwULi7nuYQ3jwvn6SKAMBCB/UR+3xqt5W6/lFckSfGhys2Hc4BCvgeO003Tt/ofxeeduGzYiYUKK0ATX51gQ4eoBsBy5Ql8O2lOe1tiykzf/1Te/Di7QIk5nceUEDhD9aUI88n5sX2kWSl/eKce9Xc+UOLqf9+c9qt+OKgiA7VTLpIAYV2Vx8GbMJvJB3dgN3Zy8k5HQYgmndpKvCqVecP7KfPfVlpOp4Kpw4BwE8unIwKG/Vzwc/ouBxafC2RjwOAFz5TGeO7ltFNttNqIq1PY059iidHKbBOYUL0ywqTI924dOONCQC13iDWQ9ff0744nGTrZGmqE5M7BCsbKpiBYTud/3F+ei/6TPERYLjQIMcRnzOG1P56yFibSrbNNXRhf+MuNZmaJ/peWx5d8y7BoKrzkWOPG5xJje86nqqOLo/gZaBwwBM0DB9z+14CDZ2dydYgpmZH1HPy2/Yor13gp5qKFzyyRTnn7SP0eVX41RAEt7m5FOT4giFDppCbaTvVlnvmVjXkplgz3cHmn/Nt5ZTKLHWDwJnCFmt06ZviRAqWdsaqz3M4jiayXzdHTWrm3WuMzIjp5RZy0N9lSTNumcbN8w7tDuBJiH49zQ7Kpocs0dlYLsEBnJk81EkPfZ/eNlG2Y6vo/Bq1RpfMMbIStigasbrBVV8mx0bdZrjxkC4AvN0UXeOMd6SYHVIXUm6tWbPJsS54H9WYpl1m694xThSW7o8uicPnFkDzSwHAZ9BCjlel/q1a3eBxOzD9OnK8s+ILyjlKH2QAA/MoeDTa1HCTQSEAnEhWJdTMbL1fEteP+BG62T74azXUy+2aVAqkWwZVcBvYQYvczAlqV48Li6PPi/f6o4/nvER6fyaa1MILbrFWM+bnUR/14OryMc4WxkO9XJvWyLwGG6G3q1XCgtuLdXQO9LnUqNyUPlagGYi+/httzP5Z9i8HDLfU0Yk+IdGGCYl0EDy+y9gRpkihn0SH8a2RQzSdwx68IzkWI1DY+yOa9+Tyh+BilHbDCmMBahkcuhzJhB3UQeF4tbw58XbkMCHRb9rUPs4AMCVD7DiLk2PQLnUh0EFhaFT8vt6MStIqzwgUrvGo1Dg3HsrTE2x1WQ1A6+0pA0EOCnWbLu2auS4fAKwrNtbPkwt/ziuIIa3mCho/MXoLvnGHkIzgoHBVcTJWFashQABERmVrfR9e8IlUB395uJ9uHGXWdo2IHCAOCnWr6xNO3ajC+zJ7HVLaxLPXx2C7TbAqQWcKNtws2NP3bqVgQLecNrG4Z9dtRXkLDfvmf0DbMFZmahuqEqnlXEWKHZlOMd+4dqVu/hQBek+Zs3A6IJ69DgozLeqCJoPDlBgLeiQJmSqTMUjNixPvaWd91EdNGqP91+sFa7a6MgvNgzT8enFpPOLNYvwkD2pslLlgKjlP9jXZccYaavI9yTKPANNEJaQRKGwO9wSWwWGD10HSFvTCLG6WQQlYmK0wzbs4ctg1W9Nj5IoE3Ee6/EEcjxPpGf5E47Eq95Jv81rRFhCAQA8b6tJdAHBpUg8emaGOjxlZ4rfMTzHe5MjgcMDDCqOatMm4rkN8zuO1tki3IwBYXGDcr3d7ZxDbO+k8k8Fhn9XYR1kXC/mqmnk3kblqGWM1vme5qqzQZpPurcn4jTI43PGL8zByyXcix85lmmi7tYiOy53N0avhF42ofl0Gh2tLU8iYPhrW5ZPBYfDkHvwkToAhua+6bHoPcN1Cy65HaNn1Y15bYTidRQaHyU4bnt0rWOFSg9aXgNoz/tKWt3FpC2XpuYYjQMFhqi0AB8Q4M8pdBYBMKQf+IpOxBm+8i+a3d4bi0Bmi8zcvMfrm+R+xf5lQ8s8/VnN+vjKPMhD/uVMFhLfMoedYTHRnkOSwwOmn4OWl06qC/ZdKaYi57RGVVUr8/h/o8UADqq1Cv6kw0a7kOFw7TQ2H8GV/yKMCAS9L6LvtxYP4YL4YaMFZF6CHhduTHBYCCAGgqIPu8PsK1Z1VSgPNmTmUPJtUe5nikzD9v+ggP3DfDHxzC2UGHl9E7+Epa3Th3vxEG6lQBtSS/1FfAMuaRAhiQ/Z5mJROJ1hJnLqwmKsZSxoMIPGO98lLW1/5CW7CUnQAACAASURBVDmekRggzc4d3kG0BWmYZ0udyi5cPYWCwb3t6hirzKSfc6hjFDHSajI70YuWoLrwF/TQEFJrBmUhMm0qy8TZOltnNUIjIiRSlTobE1u38bfBfZRuEExX0n7jRumzv9rRhGuknrNufwhFSXQzV8d6/ubF2xAToPeIV+AbyRl1MT3DeLsZOU66sO7roIvRrzefxlNXUeb2mQOU5f76LFWM19pPme8jyFFyhngPV5t7QHmGXNIFADrYOVyE+0DzAG5kvo27+pZBD5baxTV2J5UhxaTmGXYG6H3lOdBGvWtTYyxI94lF8aA7EbOHKKBozp7L34bcIJ0behtQ3UbT1C4fscNtCErMsenkDuzOpPljXHwfADpZCJTnFS6YoG7uipIdOCn5l5wEB8p9dF3pSSwix/vahrE6jW5eTvpU4JjAgHZ2rBmnB8S9ndT9GVpzaYQjx0/96sutdlzEUmyMNooZ/TSHeLOXjpXlScPw76FhW+uEUlKAszNuBuZl0nkqaxjqtonlHp7XQWXQTJVLccxL73Vl104gR4C7OnMm8lk6mEHDHGUs/n5HPTl+ZGkm/A5abGMb7SFdngp9rfAf/Jh+7kLKGgPAB6cpCXXjVHUTsa6Kjt/r07qwC0WR47kpQVhaaAQvmEH1SgGgwxpd7Ds/VYlafR5KvnuWGFh3LpiAOxdMgF3a+XWO+HH1dMoUfOcsWt1jsI4AoCGkkC0GV08WA2BVSSpWlaQSJL+924za22gOYe59PyfHiQNMsDBsN87IIv+WW6dZzSZYzSbyuwAgt3U3OZaZGEADhUaWJrEWPLzV6/aj1+3H/iSaBJ0YogsHz+c6lGzMMsl24D41PPKt5aVKe7yfbqTOKxAKERYlP1ENHfOKZaMFAQCqGFN5lPouHO0X8iYAAC6BAWDvm4+Q4xmJxt+VY6YL+5eGKQt5dmEKWkbofZyX5Rj3+FA4r8bNNgB5Zvq77n6D5ny59m5Cynt0bFqbabi/wUXHgq1Tew6mOOq8T+bSgoc1n7Iq3CvuIZIzAPBaFXWmv9pBF1W94Kd+QIDVPneA5CPmxavPPWS1IzOGrhTdLGTz4pF2bJREpHXGu21U3MOQyYzZ2QKA/3qz2nnE9di9uHorFf3mOqGnh4AqCxXtBYAGCeDGe/thkypUdRFn+RkOeYM46WIhSLPKMM43qCx9bp8IYb9zsotooulhw0+89Br7QvS7PFa6GcmIMSGBfX3JLpr7zItuDrq1a9ufQOf9W1U0VMg3TK3mFDTHFZHXnthDC994jqwpXD27oJN25ZnJFBF4J47PGvqU6EXJSz8gx0XJrEgqbKdsNJXj/vdOKuds6nGQfzcxpnlXM3VA2bHGSzP39TLjr5vcT3h/+0ik57VuyTa2kXaUKEU8AGCdHz0cvbeTbio5sfEU20AtnJCI/jlXoH8ObW831S5+f2UXzbvWrWmIfhdfr+95mzJvMVYT7l1ajHuXUqBl9YhNlG3UOJXAOpNqEPLn8VnrENIk4e78pFhsbnZjc7N4rh80jJK88+vTjEPjgTya427poTmvLmcmEqXoXIYjFPmjW6Y5ervFv8f+ZYDheCb3HtXBoQ4K08Mq9kagkIOlM8kR2d4tbqkODnVQGO/tN3wPoLGFsskAcSxLqNuJhLBgt+4wdFA4IUFdPM/dozmR4CxaWXgmlayBgpkIFGhhNB0c6qCwKUeVs9E1oUzx2s748Ne07x4LFMp208cjuOljzUnr4HCsUCMAxIQTNHVQOC8sTWMECjdknxf5d1X3CEZ9gch5OjjkIFG2wd9p79dBIRdilc3hFQ4oxzyKnCNvIeeIpq2lg0NZ2ypi4Z7ZOhjU/9Y7UBjZ7EQBOPLMI7j7jWMRUHjFJ9o1uvZuUt6ni4/r4FAHhY3DY39XVaoA/yf/P/beO0yu4koffjtO6sk5J82MxCgHFEBCQiLIEgIhYZGDTTKsvbDIYGMMGEcw2GtYbLAxRiSLIGGRBAIlJFBCGqWRNDOa0eScQ09Px++P6uqqU3VHo13v9wfr33keHnF7bnffvrfq1FvnvOc9GRfi0l3RIVC4omfxqO/bFCzY4eBQBYVG1iNFtdViFZdF5/xycNgfLIjh4PDNY3qLMNUCUkpOBocAcPtbx9TTQ+DwnhnBtF4QsJ02yMYdA92Uyr7AZiBfoloIHAa/I9U6ejViWSONUnxYIRYkI8Fc1Tg45KDwbP4haivrRlGw92UU7H2ZgEJVMF+253tZ0Q4HhxwUqgL/AELg8Olqdl1/3N+IP+5vJKDQ7B69urw4kY0TDg45KFQzDYCgtly3i9EhCv7+KAr+/igBhSVJo3PN79zNngsHh2o7Ntk4OOSg8LPqbnxW3U1AyLhYfRPAfT2npXBw+Hbz6GlFDg45KPQkj4MnmUZfzwYOrVnMRwe8zM/IOsDcXj7GniEHhxwU1vYOa00EjEwGhwCAFpYFPGPWwS83vm5zUPjkttN40mAzp5oMDgEgxzx6Bbxp0c0ABDiU1SsSI8dO5apFiXNQq53DwaEp2CSBg8PhSPHbYwwKXf7/sv9TwHBtkRdri2iUIFxBfIXtB0iksMfl00BhBgY0Z7i/m550XUk0riuhEZITQ0rFcqaDRAq3d1pwoHmARAsb+lwaKLzdRHs494340aeki1WcZLLaSKTQGwDSHDYtWqiCQrkhOgB8UdeLL5Ty/Lo0Cvyqh61aSm572CQtWvh1LE0V/eo2evzIknF4RKmmPRKgvKSXC2tRWLOFvFZw6n0tWhhzlGpWnZ9Mn9+ifdlYtI/u7F1ePZXeoETL+ooWatHC2i2/Jccql/Pn26rxc6Wdn7xh4DYljUZ5Pqzuw4fVdFFXIxuOwWY4FH2w6h4akbzlAx1w+RLob48PtxCeGwAMKF1QTB4XTB5F8sg9NrH7NynX4jcp14aOj7cP43g7XRiufJmSrWPDLNqc23pG1+rUooVmM/tPstQjlDCvCtMHoBdcGbQ/xsw4Osaf3dOg0VGyFMK8er/qwrK0SLjKHQKAViUFlrrrJaTuorIiO5S3pY/QcTA11YGpCt9VjhpyUxfpyrA8VIblkdc+qKfAc8TrJ5I38X21iO+r1T5b7fXcbacFV81ps9CcRjUNYxTZnNdr2X+ynbDq3UQCCrfO1kW/2+MLwKPkG8/PpD77uqReXJdE/V1+vK4xuknhilX3OMm8a47MRXMkrVAfUIq7Pu8KQ/kInfMv7avD8SY6zt85RSk2gYDu71Wq0Ct19B5+UNkFO+iYSvB0aUUyagp5WloUpqVRmoJl3tXk+GQi9eMH2j0YUKTa7AMtuEfJ+s/OpL/9k9RL8EnqJeS10jAFoLVQiljDgAeW4T5YJIqBxQQ8l0w3bmog4bdTvPjtFHo/7AM0mplj7kd1j5gb1qmLUD/zBlKslRZhJvQdALhqPB3j9taTsLdSPvtyJb0/B7WYbaHz15c1Gd4Mwfm0dNVrVJNUPx2r0Rt/jeiNNHP1v2H/J4DhSG8HLIM6yVPVky1sZ7w32+nRK2yT/GxgRgVLzI+3OzXNJpNf59R0BoES3x3wSil3hB4R2jqUQP7d3SCFto9SDpsK3ABgJOjs+vOYILPJyr7TVqtX/H1wJ3PCn9xSgk9uKSE6bpXn0Bg+Mfh7Gt0MNFQP6zvY091sMnVLqvaqQ/7QNXqDec5Z6g1q8t0fjCC+XFirnVtUwcjAtv0bQq/ZD1GCMCcsL8zQd3NPbWJRNA4KK7tYhOBsUZG+EhEF6y6mEbGzve+R3SwawkHhl5lMWuTEuOU4MW75qO/jtqGyj/xrGdCb1fM+yu/UsXvHQWGEtNi+fZWe0lStJ3MGAJEGzA3TeYfre5gDPNJKQ2LPrRHRg3klo1deFwYX3Fe/YhujL06NHr3iGl+HpIhLSn81orrEQhEe0KNmpn1MlLjoJIvMch7k9yONCd4Aq2wEQDZfZkXvcHKOzjfbfcUjAID3q5ivMI2way0K13l6Meo4kaoOeWejBt/o1Z0twcKSHa3sOZuHWNRVBYcAcJvELXx8ehi+XywcYWlQismoYpfb7gY23rYEOxq1D41e6WyfKaq5HzEzuR8ODnlLxhxVpxLAymDLyZsms40g76J0NvtWiYie/Ecp80scHFoGGGq2JumFReVB/805p6vPG1sdYO+KR0L//94ixhfn4PDjqtErmR+/lEqeFEsC9KpOq2wcHPLsBweHVb36WlObyny6qk0pZ0hWFbNMzZw0/Ts5ONzVxPw21wAcrQgKYPIpssVJChDjgxHUa0r1+8rB4ZpSlgE7l5KGQFYp+f88Uy/yTGyO5Vl1vq15D+tHzsHh2kVs/Rg6hzarJmkebu9iv2nbYLAnulX3m5/XMt/HweH8oLj6jHRdleKKMBr+7kkcj55EVmzIOdyk6EsxTx57zio4VHm3ADD87n9ipHfsbMC52v+J4hOvIifSEpkdShFzU8GgyR6OthQx2BNNwzD5qAPc2WUNTVQAoZ2UzScc//FeaD1pixLoZHy7vIO0mjIyh92KWW2Ce9ZZwnZS8tyPsJlgUb6r3+1DdruIML48kIvrJtLQu00Jm3vCYrSerzazCXskvUNfIKD15822DJGWVINun9azdGaGAxWddGFsG6IL+GV5DnQpLYPUopc0hw3JJwVIvqKMOfz3S0VUoGvKVUgqpwTp7onLEG8Rv21Puw8/Xk+jpj9YRkXPV7Z/gsapQlrioyq2ANwwSaTzR3wBwvcE2IJTlCjuR4rNg0d20AjN0vGUEhBpsyBM0SaakBiGD0/Tnbzq9NdYKxBIFhEJnyMZG6ooQFuUF4cH3qdz4edLS5BjEs/1ji0deH4l1Z9UU2q9Ll+oSTsABOwM0Mn8wOVFCRrnpyjchSf2imjHY9HHcCiLagM+9hG9vo+Df+7LYFzWVX9lHTMeUBbYy6MoKO6NH4dok3jOR3oCmHKa9vMdmX0NIk4JDUb/OFY4VTEkFsDx1h4tqhUfoOk/3q6N28OlJrzXQUHcovw4xCiqBHu6LUS8O2PvOlhm0w1Bg4lGEup6XZhzXLRi42DrMql39+KobgSUvtxV5lTCPX7uy1o8PY8uVtt66TVfHMc2RVUBdg2tA+x+drvoc1WjkHltB4A4Edn3RyXiR7voohRht+L7c8VmMPZL1vqvY46oKH3ow5N4/mpaFfsPJTLXPjhCAOGElt0IZNP3/Nv2Hrwwg/qYC98Zwi9Wi+4wJzoGccNkOheju2lUv8WRT9KEfJN/op0+V1Xx4Pozb6JriVCWiLCZ0KcU9mXbhklGaUI8e34PbRH+bGFRMgaVBgNTlaxC2luPo++Gn5HPfbWK+tvVZS8g4saHQ8c8kGGSxLdrA3Faj2w1Uhjfchi+JMrPU2WeKrqGcJGij9rj8iE/IJ7jjj6HJoZvt5iwq14AnIW5sZro+FsNJqzJVvCJUhQXsNiAgyJb5Dp/NdqUbNaQ24/JXnGfPSnMt8gb7YHINBxQGhzkxVHKQGH7AXxioWNvlhKBTuyvhXlEfE5vKhuDfglndTh9KHJT0OiPjEfAJr6v3ReGZAXD8M0gt1UbGvCahfq8uNt/KR/+axefeBPzQv/fEklTZlwehkfXAAYKASC1nVbJBSxiF7Sza/TdEzeVi/Z1cx++bu7D34+LnM/bQYFsWSPK6fGTSjGHfezv4rphcoi8XxEWfnmAAQf5+33+AFw2MXg9YTpJnXcOmZtNoyLbzohFPttizOGJDRfXPlMR+54e7cL0aBeWpolrviyPnZNoF69F2swoiBdOM82guEC1rilMbqGzVBCkuyfSNPmednZ/fn2tkBjZft9srCwSjmxlO43QyvbGMQpGvFK1ermB8j8A/GKhiNb8aroV8yPFZOZ8RBn08T63y8eJyPLkVAdmSWmXNVadzA4Aq4rEc12Up0e0fr60hBzfsYWNxXvfE/2XrQEvHBZxPaowvJEtL2IbBrlK0ChKBgDTGwWvcXpkPz64Rtyfj5cYvYPZM1tE4VFmTDiOWQQo7o3XK1MB4IgUhR2ZfQ35GweFso23MjCe4BagJrntMKztgqOkgkJuK5PFfFgUlCbqt4jxv6fbOJLs2ycc+bGR2FCUHBA9hvdONKiAPEXzyHI/YKOWhwCw9isBaDy7N2L+8ddCxxwUGpmsBzo51UFUEFSVAm6/mS/AdUTQnz23Z+xOIfduFMVRRqAQAD6uUH57Ay2oAoC7Dwr/ceE7xr/tjaNiPld1u3AIYiy2OBgAmpmhC/ufJwne58SGk8jf9Wfe1M4HgFiJppFto6l7DgqNTF4LLilIIP2I0956nH32G4+R99xcJOgMq8uY8sXw678a9Tu45UqdihYOHEBs1Y7QMZe2snQKQFXpjoLJRCW3AGCn1I60ZxT/IfftVtUCuPD+cIQeNeaSQgCwpcOOLVKALbRez6B+P1W6Z0NBHvxRq17pq9os6dlfHN2HAp/4Mp5tvNwnxt6ivFg4bGat4NEfpo8h1arswp+p+ptcBaBDyhaanT1MlkihT9zkEz4v/IZH8L9l33hg6BoWk04GhZ0GKVhAgELZ5FZMAYuNgEIeTVF3UzIo9P83oq4yIHR6/MQRHEhl/Zl5tJCbkZisDArV9kncfBKQkcEhIDTljPq3yuBz25luAgrH2dm9GlRAqQwKS5LGLtLhJmujFcSHEVDYMYEVevBoIQCsKM8PgULZZFDY4zMmBG+/T0g9yOAQALIOvw1ARAtlG5HS4l5/gIDCqiCpW5V8+dV08VxlcCgbB4WyTZaiM7MyYwgoNHWwXabPIRbhVUXRBBQ+s4LpyMmgsD5grKloDQhQIoNDAGgYCabq7IJvtWp8YggUcsuOthFQ+Ogc9vfHoinnZ3qkiFrL4FA2Hi2UTRa9PWbJJaCQcyKP9Ijnc2TccgIKh8cL7T9uJVHGbR+T20RkWQaHsj1cKubLyuShECjk1m9xEFDYENwQZuylPZGPjYjx1+syvh4eLZRtcZTYrJn8PgIKuczWc1L3iLVfDcKzW3AuZXDITe3jzU0ei1pSrpctmrLm5m/mJ4dAIbfn9tSHooUAkLyXff9DStszFRQa2YQWIY/EweG/bReR9rsPhhFQ+Mi7TKbpRIcAyG8cbUNVtxivMjjkZgQOAQYKualp4cTPWRMD2VfHhlsIKDwvSqc+PHkpAywLi2jU+pICMc+SI40DB/Jny+CQ2/DrvyK0p0A4+121kj/IjQvHwgEB9mVwOJZVdIl7vVPpVX/GxEDejj4xho61DxFQOD9Hl+zh4FAGhAADhaH/HyX76jpfCI+nGtyzo9b8ULQQAHzRbO4MRIro96yMaNJ+UwaHY1lif23o/1VwyLOKHVJP5yp7LgGFaus/gIJD2VZtEFxnGRzKeOifsW88MOS24gOaitvT0IcPKoUTdXj64c8shS9ZVMC6c6YTAv7bNS6twfi0tChMUKrQAopcRGmiHRMSBKA50tCLH22uxI82i6jHt0uTcUE2jdZdEUejEcWJ4eg771KSqsjsr0BCl+BHxbp74Bih5OQYuwV9WZQQHN5BpV7Gf/cV5N0teHnhXTU4z9dINLjyHQFcP4FOVjV1fcoVoTX/XhTRgegesbNc/vxePPCWWGQD9ghcnhOOy3Oo85IdNAB8WU9T3snlHwN+Pz6YItKzm26bioQwcU1ufwDNE2gfz363T5Ncef1Oqv9VNxjA9HTxPDZnLMOx9iHkxIpnvawoSYugtStFAi/vrcOPP6L8tfsvzENHpCg4eK05khD+J6VEoDghTNPhUkH6bqUIyJ8xAQFbJMwjwiFbu2qR0i9SYje+VoY2pWAlLtyC/jCasjzS5sTBdpGK9ZoobcLtD6B62IoaSV5lV8MA9jfTtNrpHrrYPbCtFX1ON/6jTQBTm8VEgNDidWfgdFIqw96mAfzwchrhnKykMFOjrHBLN63X5UPDsAUJUtR6apQL4S7qC06mU1mdsh4TnMrGJtpuhitbFE8djSolqb+HJ1nw8CSLVugSN0CLUYZ+8T1yPDcxgCybC+b5ohd11dp/Q/hPREp1X2OfpolmvXAVfjOPzkVVj+5IIA3D0muZDhuSI6144hIBnp+ZYYJ9Fm2blx1L52G7PUXjyp7uHMLGchFha+wbQX2feNbv+ErwTlcsNtTT+XBJMQU4l5ck4+sJAqg3zboBbp9fi2ZfNV5Ei65r/wjXtdNisqQICzoKLiKvHXbF4Pa5IvJSmhWLNZI0yZt3no+ChHAsV/iLUx107LmSaATa6fFrQuDfmZyIJbnitcX5sbhR0Zj9tLpLA7g9JjqGs2JsGPCJMWRyO/HUwlR8K1O8trw4URNSTlH4f/kDJ2HtriWvrZqQjMD1Pw0dh9/8KPxW8ay7vDZ0WhO0CJe6eSprpRHXlyrdeKnSjS9qxbySQSHAwLTK6aszJSFf6Z+++TRdu+ZlxxDd4LdPdGDdmQChtxxzRWsV04M2upY2T16JbsVXW0wmwu0tDR8kxTevHe/EK3UWbDipcPOUOZ5bth5eqWf45Z6juNxzFGFVQhIp1uqHN4Hy6D2pdIzf/MYRPPAe1SxsNsWi2STmed2IjfRiHvb6UT/gQa1PjKMmxOLZVVTiJuoK2jnpn7VvPDC8+pUyXP0K49jd9RbbIe5p0MmZqrlzxCLgD3MQQNgaTGHIUUI+UHmUpTSBTdTSxLHL1b8tkXIvKWC7NQ4KZ9v0CkVuqb00hRjrFoM6I8B+o1rRBwC3pbLP5kT98d99ZcxrzHeIyXnTeXGwmASf8fVqvUgl3Mq+d7qJVnYtf16IXS96yZjwv7d1BHtb2T3menwcFJadRd5h020iJZwQZiIORdXzk43zvJqCgb66wbEjvMuKxGLCF18OClX5AQD47j+Y4+jyShHPyCy81iwibnLkQrVPa9gzO9nBHC4Hha+6Rq8ClrvDpPRX48bXBNf0zvWjd525c14eOfaapHTVKGn8XQ2CN8PBIQeFxwdHnwPHckX0+9hILBavkzhV749e/LTuJjY/E4P9SlPPQoznNjVKzGEODmuDwFbmFarmcYiomyt7Oo5GCR7RiglnkY0KygpxcMhBYd6L/zHqW2reEdSF8J/chH2StIyqrSnb/EI2Hj/oZf5Drt4fPgeSPQeHtRfcAUDwCo1sv6Spt7G8DY0SIPwifLLRWwAAX/Wwe8zB4eVSIZIMDmWTOYYyOASAf3fq8krcypIFNej2ubkozRKL65oFo6cN7xwflK4JgsPzgpt+tUIfQEhpQC7gWJIbhcX54rvMK+4DALyZf732fu6SODiUqQYyOBzNODjke3P/d34x6rlDVhGhClz/U4TfLDQYZXCoWloUm+8cHO6IZgUP20xF2GYy9j1nG6c8Imj067ig+ObT3dh8uptkpozazanGweG8YIBlyKzLBnFwKGcM1cIvo/aF3KKHgsVcQXDoO7oj9DcZHI5mHBz64ljhShTY3LnxdREo4eBQji43m2JRK4lsDxtIKanGweHGq5iPsvS3wNI/djvgc7FvdPFJ/9Awrn21TPuD2tj+qmw6MHwRegj73ZN0p3dt4CiTKpFMTbcB0HL+azfTFNRvllISPQB0D/uQMUwjDT0xdLchRwlD1x1NF6nBMJrWe7+iEzcm64M++8EvyXHD03Tn7Y3X2xG9eVIH1zMz6X07z9eonXPRm5SXt+0emuauGjSj06lXOQ6O0MjDpd1UBNo/nfJIAKB1mD6PXXW9mJ119ognQLmCAHCigzq6qWkOkoYHoDVPB4BnttNn/dTy8do5nyg75Juy3XDH0PSV2hkAALqUe3RjAQU25kG9Au3STboW19u3Ugmhii6dCzgllcpz2F19pMjobwcacGkJjY6oPWcB4G/7KafstvP1SvT7lEIgAPjxFbQYZqJB2za1l7gaPcsNdCKgLICnRvTPUSOFk1L0xaWym0ZBS+29uhKBjx43/UHndKU/TIXEN9aOYPLv7iav7fzef2nvu30c/bEften3OkeJ+m2r6cKdM2gVZZRSXFFp15+HGil87bC+sJxv0AFELShLj9bBhyoDNjvOi3qvGGs55n7Nh0V8QVPuANAzj7ZAaxzQNxRy4Ry3KxUZkQwTnefucH0daFIKqvIt/fAr64WaMQKA14/RDf4VxTpfTm15F23xw+SmXGWnQvlxG7T3SOqkUSdffK4WQYswaDGk8v8cSlBhX5MuwLm1qgM5CXQepShtVo1S717luvc16b7p0kJdsUONuMpZHQDINxAZj8IImkfoM1FxZrZJX8/W1dD7cWsOffY1phTklq3X3mdNzyPH3nFzybGRasnK1yl14v3lsWiMpPPR6FmrpmaVsnz6OjDsSEdMVATwTxSffOOBIQBc+2oZXvi22MnubdQHAQeH/jCpi4nZSlptHQy2lbo2IFqI9RUtJN0KeKSQcDeClVJcYmBfsGjjErmSMD8O3dIuhgNDk0c4hu5gKfuWagHuro1rQ1ucCEkn+YIOMCAWxsHwJLxfISZUCBxKDix77U4AQOPjbJcRcLCIQUOEGJzp4X5YKgSP5zU/awMmyzvwCMx4m7jHZtcAKm0CXN6x7iAA4DfXsGfCNQWrBoVn7HR6MB904do8kotLkyWnX8Gijz2TBCiMtVFQ1Gxhv2OXlHbl4PDvR8Qid+PUDMRKLae4DBAnFX9gYuBE7pDg8wfwgw3CCf8yCGAmnHg39NrtbVND53J7ZsUEopP3aRAc3pTNfpsMDJ3SzvCrhn4sTRdz+fVqN26OFPfIn8bGQZtJOMv0gWrs8YnPeyzI3frLdSK6yn+33Ct5r308Zkgizrx9tz3YfUMFhtwuLUnBomHxOUcSZuE8iVP6w48ZhWGSBNBnZsRiSr94z6JgIflDy0RfXXPQ4c2RqvwG3X7S8qvDnoKtUneMucHvyJUqIDk4HAoTYKah34M+qdLWFowGTE0Vv9EXAJqkynhOWpdFd/mclwGoaWQQPqmfc+vj38Pg/c+Fjosi2DPfWCuAFAeHsMEYcgAAIABJREFU438sete+2JuDVdI8i3ez1LJcqfhxoxcX5ohnXx+ci9tqRBqag0PrZnENYbO/RTqIOD1+ZEWLxX0gCJZT3OJeP3OCvVaSLOZDbJiVSKIMBCtoV0gabQdahjDr0F9Dx4dmfBezJT1IFRgCYoP7zgnx/Td3bsaxSSL9zq9XnldNQYAoZy2er48ISeEAgD/4DrlDU3HYMMqd4hkWJYShvl/4Hb6ZzLcIMMPBoa1RrA3unOmokiS/9jXq4JQDxOSWg6HXujNnIFoKMnBwyEXMuUbre1KwYllxIhIqt4aOzQksSOCLF0EQDg4PS6nguVkODEqbKC4jJoPAxflxiBigago7+mOwtUr4WQ4OeYEi13Cclibmq8UMpEn7g8Yh9l1yswWubCCD0nnZMYh1ie9aV8vu/2dBKsNDwb7HE6X9yRAYQOQROQBoHrGiQ9pQc6k1GUylBXqJ3MvfWtj4XiA1GigIsHFYYxLjKLdsPYYvFEVh0dVsnWzPYd2xEngxpbTmhvo8l4kswcryXLy/XPhGDg5bpQ1JQqQVI14x0nnkOELaHfPghryxi3a2YtjB+Pj/DxgGTeWCqeDwqmwLAYWADgwBoKiJ9n8lbdGCNlHZQAcsdk2UNCZM31XKkwhg/EHZuhPHE1AIGFebJnnpdxl1C7gxle7+stfuDIFCbvXJetFKVh2N1Kn8k9o+NwGFAHDap++81YiXUfp1gpNGRTVgCKDHrqe84kfoLumtRrrznZ0VS0AhANw7W4+Kxik9no06uNz7Di2i+OUV5xFgCAC3tVCNr6dXTIBqKSOUxOyOySSgEABivfqO3dyiSDGlz9LOqVVkJx778CQBhgCQ1037JXtyaCQR0PWxTrsjCCgEgF/n6Lp5nmLal/bVozRq/F0HFR4GGDiUgSEgUkTcop068Xt9Ex1H12YaRJ+j0rTXVC1S3h2HW/2A/jlDbr/ejUGJFqkVhQBIf1sAONZGn+vk391NQCG3zowZ5DguQK+536wLL79Spkf47mnfQI47Lr5HO0fmZQJ6a7lnTvgIKOSmRiwW5Slz/6Nn9fcsvoUc13sjtU4Tf6vWoyzTlGhRZjSNVDUNuDUqiyoyDejqDarGKgCN02cxmQgwBABLl+5oy6OpT1XB4RXFSQQUAoAnR/e7lX3UF3zdpAc3bgKNtpsTUgkwBIDdXdQXTkrVx8xuhcttBAx/elAvlFkzhWY6NG1OAJnK1zUOBbQuXJw2w21psv5dN35EI7APLSnS1l0jkwvRACAtio4ZFRgCDBwuMOpAJZnK8QR0CkeCPaD5B9OBf2jvs+RTOsbXPqq9qQJDgI3PCCVtEqVwRWU5tX8WGH7jOYYAUK0Q4Cu6nBoQMUofq2TZspYBvG2mi/ykMDqIpnTrcg0HWmkl0IpiHcykRtEQeFy4BUMpNIWm9iE2Ml8AaLPQ9Ms8RXxXllfgVvcnql7flqYDAxVMtxdcFIomcCuOG5vrlRhhDbWhAoC8uHAtZTVhpEZ735IcmtZTK9MAvfjDH52KaybQtE3ByNit1k53j+DraOGgn+7MwVtK2zRVVgFgRQqyVU7UuVOqJmNCuAXeWOpUrb6xn7X/a6pR5c2djmS7SrDW3/fCtXQMP/APXd5DTWF9fqZPq/brPwfpmmOJFEybXf24tZg+xw8Ceop963coMfvyGJ0CoXVp6NVTw3yHfDYbULoGhVnNONpB5+yW03pl7l/36VpjY1mjQSvBaKVSN/W/3tLO8SXlkeOE0ztgrt5PXvuqQU/HqfbvpXpKt6KTPuusVr36W03DP5it34+5WRSoXZATo3HDLN/SQahq+UO0m0W/PR6rJtC0r5GEV5KJPrNEg81mqtIr3G4xISmCflbSKFW+su1XgZnZSgoXAcDv0P38rSbK7W0ySHu3u+ikPd3vJ80YzCbg/Cx9vVKtKY5q6pmGezUFBLU4CgCWFtL1IqJyh3bOg/WvkuOHLspHXpwAWZPQgtwRnUqkmvqsBzx+bQPYZtXT7s9cSdfGSQYV3ThAGxu8e5o++ym1nyK1nJ4TCNN9yG0ZdH7khXuQF059eAT0jeP22rNvGgHgy3SqLGCacAE59lUdxLQa6ufbBvUxk6Fwv1NsHhItBYD7FA3bf8a+0RHDMmV3lhhhRUUXfcgXZuv8BxUQtju9KGsRu/pv+49oIqrHRmI1ULgnmoKr2t5hDRSeVMSeM6LtiFOIzmFeXRPvjUo6yC8fl0CqWFN93UR2ADCWvVAr8CxtlRoo3KlUv672HUG7UgGYGGaAQAL0PtYM+EPFAgBQ2TWMPKUqLaOfOgoAgM8NT6oAD+bhPg0UqkKvJdYe+BXOpbWTgs1fnrJiaoaymGXH4LTEIZs5UIanOynX46apOthQd4dZh9/WQKFHKYBJc9hI71gAMHvpeOgP2BHrURYhk5mAQmtmIby59Jl1e/Td+qByjRaTiYDCDQt88KZRkBawR+JzpfXcpWnAoX6xCGw41oxSJXqjtvMbnximdQv5uEnnZS5Lp/5mS5uZgML+2FzEduoO7nM3jfi2D7lxpVRtGjHYogG3Njd1pnV9Lk1cfHJyBF4qo4j4VAv9Hb+bH0s+2+wa0L7LCBC6fAHUSi22BtxeXFJA3xczQhfyHnsiEk7vIK/5C8/HJ010bqtt7dxePwGFnu1vYPfkW8k5i70noJozbw6p4jZ5XaEuItzakyZp71MjbHazCZYAvUZbB+Xg+mLSYekTkSlfdCr67fR+bDjZoYHCosRITIkR97czEAGXElHJMuiIoVYEdw57yQa10+lFp1IdnxkTFqIUcVuTR8eRpaNaB4XNVAXilcAUjR+XHKkDWTWa6Q/Qjl37G/twYS718/l1O9BSQDM56S4K0nY5EzWQ6Eug0cXN1b1Y7pGikOlFGHjvL9o1mm6iuom1vW5MgojU1oVlaZFkNRsGCKoUt68a+jE9/eyafw9sOoHXr6T+OXB4i3beu/H0fhQlRmJK7aeh47bSK5Bqp+DO0qdnJHzRlEtd67IhN4qONaPGAqqf/6qRFhpe0PK5BgrNrgH4qkQ0uaxgudaRSJXJA2iDDYCl1dd+SLNvL183HfhXjxhyS6sYXayYm9qtAQBMyv3zF8zUzplsoelLX66eDpC5iaOZWj3bNzJ2VAagWnoA0GQaO3oxPdAAs9JG7c3hsYU+3ZW0oEdNg45mBbE0bC9HDUczb3wOvIpchLVPT1eqZlVaCbne0Cv2JiuOGQCRZAGAnlxd+PhcTO6UMpqpzsIfALyWcO011Sw9NFLVlaWnuM/FsgN0YTBKH5/p0+dDhYs+t1/MP0tlbtCM2kyqESYjm51FF4ZGg/npSdYFrecri6VRmyjVsmN14roaOTSyetAI/Sm3vphlG7QQVPXnVhaPPWfVdBEAbQNmZGs+o8UvI5d/XzvnSMxU7TXV/7xcO/aS4DEYtPe8p4NO1VR5lZeq9I1smFqhAb3gINpAieFcTK2mLY3QwaTa7tHnD+DNGgoem5NpRN7IlhQkjHmOkakp5JvTdHrJ/qQLtNdMvTSlPn9QjwqrNkMBZfd/OYRHU/TqatXkyCEgtDrHslOddK4VGPSkVu2F1TRV7931FnwDo1cVcyvaTPvZZ/adWzTNb6fXlBMzdrOFhIPvaK8VJFA/PzTtSu0cVd4mz6CwpsOpzxHVoiu3j3nOf9e+0RFDd0d9qCl5ab2QNtiZtEDj9SxXerjyRZsLTh4KRglWK7tDdcExddQSULi/24Q5PfvIOc6SRQj7iiriHy6+Ggmyin2UTXPKaWd2kuPX/JOwKJ8uJlazSauqHVQqZoe9PkwPiBQCj6y9VSsWr8X58TjTSyd0fd8wVpx8JXTce/l9Gij0xaSjfVh8f0q4zqvoU67H7QtoLQrtbafgjRcTI2BhnyE3H3+jPxML8+jv73X5UOoU57gzp2ig0HHZ9figjzpmLhPE7Xj7MAql1oV/Pdgc6r/KrcOWhOSKz0LH9QW0TzIAOL0BTepC/a0ABYA8jdzrpw5WrTb0VB9D3+zrQsexFi+ahunCGWE14W+HKJC+ZlIa8iB4qN/e1Ir1N9LFTAWEvDdxbrAN1FAwkjEtjo7RERuNwlT3jGBSj9j1+rKYI5ejNXsa9RTosvQA+mwiXRbfX48TZlpVW6zgyp1NLpQkUcedEG5FVAfdLbfFUpkNr18UIQDGvX/3N/ZpVaxPbq/GffPFRiorMoBK5acUx1lh8ogdfMOIDdEKbeJA0wCW5ElFNV6gZZA6/BJbH1yRUveQYCs/eZP6SbMfszPpTXE/TQFg2n1PaJW+B5oHkBRJx1pKFB3rqYF+/O20AEB3JLaiJZEuyhaTiYBCR5BWcd8mMR9fvKoY9UPUP43rp6CRd6x4sZVF3bic14eVdCOzTMm+xPidZPx1OL3IcCjV+q5+ZNzwEnmt/M37Qv2fAWB2ZgxSA/RBbmigPsvrD2jKBNcX2NEGRVvTR/neptrDaMxfFDruHmbPWS6+ak6bRcYjwHz4fonKc35WLMZ7aRRwn5dyZ7NjwpDRSrNYgbh0oF3i9KbkExFyAAiEOdAuCS2n1zM9vvtrxPx7ov1NRNz6OHmfSwlORPfWYfcInTMFceFwS8GP/KEqfBWgkcrxSRFolcZ/XLgFgd/9gJxj+o9nCYfO4WHPy7tL0DAs0fEwTVxA3jf03ovkOHLCZFizxMbSG9xkBtTWeoq6iNntJCDR5HPDZ6bv+UdFF1Z1fUZewwXXolUCczXdLkxVon6RZupTeX/3numrAABV3QxAZyltdLOVqLAvNg3mSrEhv6uSZbpeWJIEe3IO8K8cMSwN6yegEAAWpIx9P8pah4gK+fT0GA0UGtmheBpNtJn1W6iCQgAEFAJAVNtx7RzVbjIf015TQaGRjVcideaBNgIKAWigENC5kckBXXdPBoWAzpcBdCkRNXIGADs9NDVo8nkJKASggUIAGB+gO+ODrfquXwWFRjag9CS9f6bOc0n2UOmEnJqt2jlxBgRs1f6wl05oryVcA4VGpkYl20f07xr26uNBBoUA8M63xmZtFyZEhkAhAETZLRooNLJ0hftiaTyupfCM7HdHafRGTeEY2UWZOn9uS83Y0QOVd6aCIkCXNgGAhYpYs61T58XKoBAwjhzK3VsA4Nk9Ou+rwkM5ZcPjL9YyF9sqdWkKzU7pkVsVFBrZoJ2OEW9CnnaOL6CDGRkUArT372hm8nlCoBBgbUNVUGhkzV56H406gqigEADePUFT47xb0dlM7YsOAPt6x+YmmlIoCEqIsBJQCEADhQCw5TT1NZnv/2bM7zKK1JX56Dza79bHtWmE+vWWnPkEFAJA81UPQ7XIAP0+oznrVjJiZ6J0LcQYP/XZ6UN6UY8KFAdtMQQUAkDleD0Kp5rzJM3iWTtOa6DQyLr8FJQZveeqEp1jureZ+pq5WWP7wsDslSFQCABFCRFa8wMj+6CWjuMXi1vwwhJ9Hfuf2DceGFr6W2BJzT7rOWq0kPckbewXTv3ZXTW473MKOvb30IW4zGt80w8mUh2jhk2UA+G+4IaQkKhsGb3CqcbYzXCWLCJ/951HeRMJ4RYNZFlMJsKbyY3VB7DJ58b1cTTyNyuGTvKpSvWa7bLbAQABuxjY3thMJEfS70+rojumliHj0LeMZ/c06oBzxeunsPRTCkTUQou0YQqw9liY0ylfTAWFVXL1iigaUdvTyKLJhxWF/4BSoNQTRseNOSIKeS20klk1p8eP+n4BDjgofG6fuPbGAY9WRX9QEfY+E61XNgN6VagaMcmMDceb9fq0tnQL52su+wiFNXSM5sXaMC5ejJ3oMDNafAoQM5kJH1bdAADA34bH4YNKusi9vo/qG1aMIvSttqo72Uu9o/koHWtfN+tptj80xGD9cUGfSIQuxlvR6UTPMAVwh1roZ6m6a/lOJhtU6lbAoZLmbfPSBaU5mBo/2U2/751j1Ne8f5JSPur73ahy6UD419uFfFG8xY3Uh57RznEcoWT2buW3liTSz1WrG7mpG8NNisZc34gPP7xYT/M/L7Xk+6q+F6/2UtAxnDEFt0wR9ITvTE7EtRPoJvDa3q2I3v926FjNigBA17AXrYq/ObX+PnL8s0eMU6O7u6k/ljseAcDqFApeChOYf5QVAA61DGBz+9mDCQ67GT3ZlAqyUQGq6vHKQ38CAAx8/Dq9hnj63NTneCiaZQXKEmmXp6976PNd8QblQ/aO+HDn3Dzt2qt7RQRZ5UZzm5tE/VGBEh2++a8H8NBboiDn/AQ2p4sjaXo+464HyHH0j6i+51NfnMETVr1FZIVXGjdmK6JW3Uv+7r72EXQmikKWbd5c7GqkPuFktwenusR6aNTv+UefVOHhTyk/fvmfabR2b/4V2vsAXVPyp9soEP7joXa8KRU+ngpuXOokYfkIqxmdDl2HVLZtjpnY3q2no/8n9o1OJfuqaQrXm1ignVTnpjeqrlcf4BuPUOBw/Qxd2kQlrfsNaD+Jv71bey31KSrYqkYKB1NokUvo+5RyU5Vj2DeiX4Ba1GL0fT6lOhYAPBHUKdtcSvq8ej+8E2n/ZgCwHKGczqZxdOKmGOzo9zXpoODJLdRRbbplonaOpU8B7QY7YVmXDwBsrTrvaZuHbiIWpOuO3Sial1hLRcKbs3QZIyO1+vdO0AV/5XmUr1fdo0cvihPoInX/e+V4fjUtAFABOgC8VU4jSjek08UtUGccpfZNo+LhbQqvJd2qV8n1BHTQogLCT47p3NRZCvfq/ul6dPfEgP7b1KzA+9H0/tf36vfx3on6bn2H0mjIZfDMVA7d5FQHCp1Uc9MbR31Em0/n03YN0/sY/dTdeHXZ4+Q11a8AwJXKGPnLXj2i8tQSfTNsOkKB886UheR4bpbOjTQS1eVpO24vVeg+c4ESzTe6xmnZeqT6mvPovFULVrCHSkFxa5m62vB1bg67fh/fOk4f9l15HuwaotdtdP/PD6PRy70uOkZVoA0Ayxx6B6ueeAqaXztyblzt207QqOfImke0c9TLrjHIAKmyPE98rDdN+O1K6msNAqUochgsdsoCaOugoEnuWc1t071ztGihWug0EK9z4J/cSaPQN0zT1+cSu75J7LHRZ320jV7TaJF0tcvSkzvoZvBona5X+Zgi0g8AszNoCvnRz/XOKelx1G9Mz9Cr0dUM4G6Dzm4q7/ayklTgXzmVzM0flQizAmg8drowxNgtmJRCH5bNYsaa6XSgqTszs8lEJllsmBXxETroyX6SVnSlPPkKOQ53dmjdSyKG9ebxP1F2Jtvq+vFlIx34/7mbThY1zQMA757QU08H+ilQ/q8TSnWjP4Ah+9hFA51Kc++GwiVaIYXli9fIsRw145bisOOZq4VzuvuiAmyupc7D2kPf91pzJCoUIvmI169VgmlmMuNiO9Xr4kKpsqkyNeHK8aH4mWgdUqoZDarw1M+ZmBqNKqVq/r+2U2dxSdwAcv2jt0nkZquhkUu1Y8MlhQloj6TjujJfB/d/BtXO+7plCA19dJGpHqZjvRdjg0IAePPbtOvP2xfTz5mcHoOtLRQYBCxWTIij961d6bLxB89UnOmm9/EupesHAGyso/dkxB5DCmIWnN6IS2upzpgqK2Vk7mNfwq+ktRIVXqnJdG6yKNdOphXwSQ47vqwX6XGb2YR7lBaGjy3Ro3QNSm9wS1aRNtaPt9O5HtFwCLHNtNCsw+nFGQ/dYH1LoZjcHqCFDSWmDjw9Vy8kULVUb0yjc/b9yi68V0V9ds1EKqsFAObptBd6Tv8p5PRTkKNq89mNEI5iWbFhSFYyOWqhS6M9XeN6GRVNHLPQFLIvJg0xPuqP7plOU6//nqUDjJUT6DnHL3kgxDnjFm+hvqd1yItIG33+sWFWJClV0B+upmPt/RvHkyh9UoSekQKg9Z2X234CQKPbjjOxNMDxi9Wjt07kVum046SF+qjp99Me2VFO3RcW7tErp81NNAgwHE7BfLy3DxclKlXzBlpfarV/kqcTv72AroffW0Rli3j7Ttmmp0VBTqj86JMquJVN6Hdm0QjgygkpyFUK5MItZtQqoP+KPAoUr4rvw+IoSh/6Z+0bDQyduz/WXuPgkINCrv9j1FPYyH4adLocHJoNWqpxk8Hh1CT6+RwUGkVkOTjk/8rg0AgUqvazrQxMcHDIQaEcoeCgcF2XAKJ7TSyiysEhB4UvHhy9CtgU1FKzHhfRCA4K24oZ0Ggo1EP86V//HYAAhxwUyn1Y1dZKsnFwyEGhyX9u1dscHGrRQpM+1GekszEig0OnSZ2Y7PkPFV6ovZ+DQw4KxznFszPSQFTt/o0sgsfB4SVx+q73/veY3My97wq+KSecc3DIQeGFOXqEhoPDCjNbFGRwyEHhX8tGj2TwdDEHhxwUytPCCBTePIE5Uw4OOSj8YZ4+nlVwCCAEDjko3J7IRLT/4NEra5cGW2vJ4JD3VeU2cpbNDgeHHBRmSe3dJqeOzhHi4NAb9DUcHJ7FZeDmjx4P/f8t01n0noPDpLPMBxUcymOWg8L64su193FwyLUUOTiMaDiknWtUAdkcYBtpDg45KCw+85l2rgwOn5nJromDQw4Kw5TKZNlqBthYk8EhB4WZQZ6oCggB4HArm/McHHJQeNNk4fvuymNzZH6Uzknl4JCDwo4INo4a7aNrZMrgkKehOTj0xegC67zTydnAIQeFvat0fh8HhxwURpvYv2oqfTQ7P5Ktixwcvn+jri3KTQaH3I9xcMhBocrBAxAChzsCDDjJ4HDTvUz9wUiknVvRE8xnc3DIQeETs0Qw51HXZgAUHE7oYJlDDg45KFQ39EYmg0MOCnlXmCSP7tcuKGDzQAWHBZIs23QDiRluHBxyULi0SM98GRkHh/z5c3B4VbwePZy394/n9Jlns280MASAbT696qrRQyMa3YrDm5QShYUx/bBJ0gjLStNCoJBborLjmhrpxNRIGqnY19RLQGH2k3/RIoVR9QcQVU/5CDt9eeQ4YriTgMK1H1fCqkiA/OTTKg04qimFrmGv1kt0fV96CBRyUyOFuxv6sVsS0B2yx+CjZgpqrcc/0yKFg6WXkWO3L6Clp9R00f7GXkxWOI2/ubIUd19Er9Gi9AP+uDcWH/eKUHtF5xAmf/EsRpSdmAoK5ZaCAFCUGIEiJTxfPWQmoNBuMWlV4/0FF6K/gALEVc/RZzTOWUVA4ZpJabh5ajompoo0XgE6UQDqdC4ZolGYXH87ckw0ovDa4WatClGNFJY19KJM6RtrFDlUI4WPfl5NUh1lLYMoU3iPauTQZNLH36K8+BAo5PbIZfT+Xz85HdcrkbJNta5QZXroupVI4Z8CdGdekhiFkkTqhO+akUFA4cY6j7apuNh5CBc7KTBSgWRWdDgBiNWRhfAkj4P7GKUUmHz0/qf56HNNirTii7puRD8laCbXTckIgUJuDxXR3+oP6FJG52XEkGjhEMK0SKG3rR7eNsrpVPsqq5HD2OYyTQfN5OqHSdGlvMNKifzFZz7Dy0p/7Ftn5YRAITc1Utg44CGyRLuahrGriV5TzcSrtUjhQYUHmh5pRnokHYAfVNA08E2TU3GojoLBzJgwZCmRGZVjvWOQbrKyYsIw48hriAsXa0JBfKTGTayLpD7M52f/ybYoP5EAwn/P6sW9k5SuP0uvR/RSyo881ErnIweH3CJtFlR3OxErdd2akRapUWzeDNAoeUmUV+tOUlz9qba5PdFHj6ucVlQ56Zx1lVN61y9WTw6BQm6fNHlR6RSboE8GEvHJAF3D1cjhE7OisGwCzba1Do6EQCG3Q4P0t454A6SLyEWJXlR1Ocl8t1lMWqRQDec8M9OijevvLSok0cKCuHAtSlty9zsouZvK2fz8YhpdXlqUjOsnic1EbmwYil5/GOGKdNOgonnZ1E8pHoujurGwbRv+N+wbDQz3zmVE0x39Uv9QCxs8bcGdFHeCcjg20cX4ahdE0QX0kLQQ9gZBgVHKWLUXjwhntK68B+vLRfjb0aDrSe3ujSD/Aqwq8S6JAPyfxfpuRbW1CxgfQ+YjGvHcABoi31HThWFpkJUadErZURvcYUaIFmzv2Wdgj8RvGI20DgB1064lx/edLwb+7QZpPwDIk/gWy5PYYhKwsQn8Ub/ORbvmBOvJOusrQVS+IM0Kb5JwzhwUqhImgC4u2yJ1LFGjJ0ZVYve+zJ7tnHXi+R+05JN+nfzZTE/X7/Gmq9k92XR+cOFqEuno0SrnnmwVgKI2mYK75yTSv2qypE6JvwV35Yr5UNel84G4yV0zfH7aeWa0DbkMVvhictRWaHyyZO9Xi/m3q3mEROu5Bp3dgBNWI5Hk1x1pQ48UOV+VPbaL4z15DQQGQpYTxa7FdLFo72aZxyJbtmH2/GyDjE+a6hVzd+NJ5gs+WkN1BuXNU+5wLQDgu+l6xFg1uZ/wlS/sw23rhFRQxq4/a+efjmD3XfZjU8rfgvu0AHl3HBpbbzSzhmmlmWxiXP6oo8Tw3GMmMUZ9jiT4osTcrbbpHGduTVKV7aDbh8OD4rveNxBL57a0gIKqDVKP4fs/0COMACAncjKDWSVexFfewcb8aSmFm7qL8f4K970cem1cvB3jEwXA4C3iGr16VKzXQweXPB9k2S4AyHbWau/nHai2Nomx3uOzk64uXKLtUIselffFsI1Y/zussGXwNVH1PGQ2fv55lYJDPqQU/3SfpSvSnBNClWOBvRnxPULonHfvqenR1SSeu1+01rz+6on42UFx//cNGkfut0eIDMLXsayKX20qIdtLlez+fVErNguxYRbMzBAb9/OD/do7bHqx6dUJAjNclBdHhN7V9cTInryUrdn50eJ9qtyZ/XlWiJO97keh1zgthfvWF46y63++Tow/Xw2rfrfnjx4NPlf7RgND1Tgo5NamhNnVXD23wRFx3qGWwRAolG1WtBikvIfmJ5LEwItHurCuXAw2GRzKJoNBbrJUxV1KddilHpboC2SxAAAgAElEQVRu/LhcpPvcXn8IFHILs5gIKJyTzT5TJlfX9g5jR40AMcMGA3l/k/Hi9J5dgJA9CvmVD2xDKZ35QofvvvPTCChMC5J8VZI0B4XcODjkpkZyuV2QJpykN6lAixS2xRahIVrnZ7VKunYtgx4CCtVCDG4cFHKbs64LBy3imXQ4dYI6AFyWSB1iCBRya6JcxQ1Xs4V0zjixo36yNVMDhao9pRCmuZX4RRGPDA5l6zS4djnq0T7kJaBw5XjmQBdJBQkNwxYtwnDUVoimGPFMJiazaJ88/wAGCrkZUTmMwCHAQCG3nmEvAYW8u4fc/suakad9hgoO1WwDNw4KuXFQyE0Gh7J5Hhbgze0LhEChbHOzxX3kRWc7agWH6J0T7bjyBREpkcGhbBwUyjalXHAjZXAIAE9uYwt4gU/4msyRlhAo5Gay2QkofGgf843HJdWGY6ZM+BziWAaH3NTOINzkyIgMDgHgvSE2HzxpOtlfrjTfcLKTgMK7drJNR42FpnkzFbkltXXn6W69qAkAqeAfnxim9Q02AocAcLJH/LajtkICCjOsOqCZa23R2pJubXKjxye+X235xy1XEWfmoJCbDA4BIf6fVC4oWnmVnxBQqK6pgAhGpH/1Mnl9gV1QlGRwKFudQdHY9RLn/GcHhwkoPDjtVgDAl5NuDr22PWJqCBRyO9npIgWarTAea/LzlsEhNyNwCDBQyC3MaiKgsL6fgc+J94hI4Xv/oJJFAAOHMig0FLeHzlXmoJCbDA7/t+wbXZX8WaUAX5xY2uAXD/d0txOxYWJy8HYzcyIF6m+0MjBZ3s7AyCXZ7CZXD4mHxFskrclhi9SfKvQqzZXjGT9kcxAsLsxjjnBctxgQ3pZaAMCX2SJFMi+dTfCq4CYvOox9b1Yz4/ZtDxPVqJuCEhe/S2fp5M4JglNU3cOcCgdNrVI6uWWQLbTfTmfnPFXO7sMNwdZvclSIR2bkFInLywa9JbhIr0xi4HEghjk1Ofohp19fCqaZeOh8QyUDlJcFOWEbTopU8fmZbKJNiGcTxSJ1bGkPSyPSJEWJzOlmf/q70GsjKx8EINIr1mA7rrZ4IfuSaGb3ocUrnGqWk11jpY2lWwuj2L3hnJr8JpY6HBgnWgTyKODCp3aFXlt3N5OI4ItaXDibzA4pqspvU5pHjNsvB2NwQa9Y5Guy2K4538zGqNwasD5YwXx1KVvc+Ed3B1shvnFQFOkslLgrfAfMU8OXxbLPrrezRfYFqaL0l/PYuP2oRXwvl/+p6mH3NusDtqD4rmPVksel7iFZ0eze8mrrFKmYY5Kf6fc1RzEAfePfBLj+t0tYRLfHxRZ3zuHKD3J3PqoSQOuSQgaSZbD63C4GhKfmsLHFq2aL7Ww8y+LN37EzmahdDraYOKTFYUose0hlPez3T00NzgO/FCntZby9QLhYbNZVe3BLnpgHPNqRIhUu3DqFPbfmoLgvl8taFC7Gut/BntupYPcZuYaCF6XMDFYu3ree+ZY/3sDSWTLvynzZHQCAuiHxAbzauvAQi+hszGDyGltPsfH4n673QudGXHYTAOCZCvb+BxxCWst1ggHRx+JYpbC8SeXAYZKPjSnOt/OGsXslp5B5P9ov2oTPyApqPnKdUd4K74MGdi7nkwKABWIAHG5nc/tEUArpouDz/+XnzFe+kCs2SmcKLwUARAYnkMypW/bCfvxkufAZ3OfNOS6kY2xz2X3j/c+t/cwv15t1vpicVXnxAJufK4Ip0b7ghmhuInsuPWBjPqlfXKvvNCsO2pohKDuXxLMx3RXGPifBy8bFBqlGj2/S4sLE91s7a9C36ZXQcewVNwIA+hPY3HO4pM1MBeMvl+ddSn5PSnAzL0u6ZEtpaNtWNgYb5twGACh0BYskg00Q5MzPt5yMFvNplJDzmRbMrPxxL/MVj09n82fvEBs/E5LEulQWlBtbkMqeH5+zADCjaw8AoCWP+W0uq/ZSQDSnuDOLvb8liq1PfO2SwRqv9o3sFs+Ep71nBf0qb0xwMpJF6jL+IbIDU/cy3uWnT14FgEYKdzaydXdKkMccZ2XjoeuZH4bOabiF+VoZHFotJmw6JdbOa85j2CPxmOgLHbbgOuBftSp5YbASR642yjYzAHE6WLXYN8IcityDcK+TLXQcFHLjoBAQAEHtm2lkHBQCwNJxSSFQCACnE3Sy/AUNjEDLQSEAFMUIUAgAjRljt0FLOslC/RwUAkDXKJEqDgoB4MFScwgUAtC6SQCsCwogQCHAilw4KASA6P567X3cXlK4RxwUAsCn1caixBwUAqIwpz2MLSxGu7mGy5h+IQeFADAQsIdAIQCk9rAFjYNC2Tgo5MafOQDkRtBdevRp2pUGAHY8yEAcB4UA4LBbQqAQEP2LjVLRXw4yZ/dlHHs/B4UAcMZvLErNQSEAqDKCNxjILHGT+YKf9sWFQCEA3D0n1+gtAKgmZFG8PQQKAcDyd70NIUAleDhPkIPCsxkHhQBLNeVLhO5lRWznzkGhbBwUAsDh+h4ipVLpHp0Izm0wuCBwUAgA0+KVBxZc2DgoBBDi4K2rZte9rpb5YTkF1h5Mj3JQyE3WUN3uYmOdg8Kz2UxJzuI/r50aAoUAUD33Du183udVluCpnn59CBQCwOLxKdr7VHtmkIElDgoB4Ge9xtIyHBQCgKW/NQQKAWhcNtmyJCHwaLuV9Ee+Inv093FQyO0i6fn/ZIlOIQEEKAREWnTZC2wz/ssPmc+wSNHqvRMZiOKgEACsfU0hUAgAOf7RBcg5KOTWJ0XJ93TR9bszRpddW9zM+v5yUAgAiSNtIVAIAKuC03+RQWMA3kc+9spb2b9BUAgAMd0G/euhg0LZ1PSnbBwUAkB1eD7pjLUshq3ZHBTKNk2i29wzJzsECgFgTpTxOsxBISDmLAeFRna7iQFtDgoBJrAtBzQ46DVqvShzIQ80DZBuVROcxrQF2c4MsGvkoBAAjrRR7mjiA6ydHweFAOvrDTBQCAhBfg4KAaBrEhub5kK9Xe9/177RwBBgu23zECUcqzy785Jp+nautQUm9zDhclwW1w/zAJ3Y22poCXjAFoGAjX7WndPTiaZcZvshEiUEAF9yAXzJdLKriuhukx0J4TRkrILDZxKP4ZlE2g3FraRvixMjkKikFi4rjEdfJCX7exWkMvOzpzHzs6dDx8uLk7WKzJzYCE0/sFvRakt48zEkvEmbrl/5Ck1Zrc4PQ7SiZzUhzqSJBcvcUYA1K18khfC/rO/F+gnfwXuq8G4ylU5Qu4OYYYJZ2UzlxthJH2NrV62mXbf5dDc2n6ZjYtO/Uz29gmhziI8GsHZgaV3HkdktHEjgzBEEzhwh7zMnUt5lYetemJupo8lLiNT4Q3kjFHD9NrUSv02lupBpPbQ7xfG2AbxznFYi5yZGIVcq5FiaF4mlecqGwU+f9aYZ39M6VmRFBrQOJWpxUNKOF5C04wXy2lXpHtymSJhFKBzWewrp5xTsfA4FO58jrz24qJBUI/oDwKkRCg4DudMQUHqdT++jsi3v1gyjWuJBrf24Ems/qcH9eykIUTVA1RaaP70oB3dNS0WYWYzB/BgL5mfRa2qIzCPHMWFmxITR378gN4HIkjz5eRV+/imlHqzpvABrOmkv3YIApbXkKSL4S8cl4OnllJdUYUpFhYlunM3JVDsxcs6l+O14Oh5zY+2hCBS3LqVgLa/8H8grFwUQk1OjMDmV3o/tZ7rx15OUUpIaRa/bv/lP8G+m6dH2Qfp8suxu/OlbdOOz/mgLXj5IpXzCqnaR411n6Dy/MH4E1vnXIGAVY3vQkYHBKAr48xSB51NdwyHBYm6JEVZSxXqhtQkWpT+8Pzwa/nC6Gc5SOugMRNLv3txmQaTNQsTZfQF9U1p/1U/od0UlwjFCf29l4WWanItH0S5Mi7KG6EDcXk5eQY4/quzAs7X0upc52kmHmEtat+CSViq4r4KyXf3RGuVoUVgLLL0UcE9NphuIyNcfQ+Tr0npUPBe3l4STgtVna8O1zjOaoLrJrClbzMyIRofUNjIw2Ifx7bQYZmfSFuxMor+tvJv60QlJUSTrdtuGSqzNuwN/2EnXH9Uf3jWVrsVOjx8N46km7f/UvtHAUK0IBESEgLeh4rplU1LHjhwACIHDvxxj6bY+1+hyAHdOF2BLFRzm4JDzEWXzz70GgCgwcJuEw1PBoVo9CwABN4s2NJew9EJ2sMKuWDq3NIUt6nL1LweHdWa2y+DgMPrvTxj9PADA+ZksQiGnljk4rLMxMKNWSwHAg6dZYcjRerZQvvoViyKszpdSayWjPxNepXgiSAQ32r0ZGeekcXBYG80WvEa3XszRHMmc04gkjC6DQwAwxzPn+zaowDQgUg+8LV5BtJhOMjgczeZ1sMVovoWBu3HDugDqdRYG6mSuHQeHRR72vukmFrWY2qhXpK2IZI5zaTg797jUQ5yDw81VZyl08gVTsEFQGHEjk9LYNON7oVNqDYjkHBxyKsfXfhahdB/4VDv385vztNeWF7MIIXeGXNuxCHpU5vd+VsH4oCQhoUpVyLw91Ra42MbFUs/m7Ls1YiHfcGr0Vm3ueDZ+rp/I5tNtqcxn/Ow8nWrCTQaIHByOCwqaN/lHnw8WhWv55OciysPB4cMf6ILuvLK/xMT+5aDwSoN2Xt7VP9ZeWx6MJv4wn0U1Ii9iKbHIOXo0KVziSHFw2Oxgz4SDQ+ved7T3cUsIyv1sl0AZB4f7u9nvP9SqF0pNPsi4bTvOsGfFx3WWXTyHQCnrKvXrIX0epzcwZYHPFzNQuaCUAWKZj63aoENs5Dg4NAfvtQoOAeCioMzJbUo1+oVWAVCT+limI8Gtj/GKYPu3kz72ORwUqn2xRzPu43hhkKq7KFulV0SlOTjkoLApSFFSGzAAwGtHGSXis2p23z6SWjiGwKF/9PU0qWwjAOHrhx1svdrVLwDy0Tbma+IkziIHhwErG9u+8ax/ct/usSt0ZdDKwSHvLiUXI3K7PIbTOShoDwyKDWHMvMWjfp/Tw+YBF9eekHRuuCQ7OG/5taUFLzvBrqei+Lr8z9g3mmPorafRs1M2vWVMTgwFBJFdOgk2YKXkzRdr9bTFHaU0eiU32OZmr9XD42qk0KdI6xh0FQMgeGPc0o9tIsctk/Q+kUbkVXX+qq3YACD+7Z/Tc9Y8So73N/VpsgwAkKqIw8a+QSOFN9r1bgXv31CsvcYnNDe5+IDb7Ew6Ed8yKO5ZNYHuoIxaG6kt5VRhYgAIb9dTAut76GfLkUtuRpPU3lJOjr2dtIOLJS1Pe0+gjy4Mf/dN0Iow1iTp+lX+BhoZtKRR5//bOuP0tCOMbkZun6wsNgYakOtP6nSAa8dT1f7Dnfr954s4N+t8fYwYEb5TRmiE0719PTluWUx7qwKA06CP9PhwGr0xN5Vr57zlpUVLq8YnYu3HNAr75FI6jsM66N8BwJtMC51G/CYCDAGgxak7ALXeZtij/47HNutjVC0m23glHbMjMXpFsFHnk2ZlQZwwYlDINEI3A30ZevrKqI1d6pGN5Lh3xipyvMFAlB8AJinZixllr5DjZxN0f6h21TGVb9eA4U9S9I4tT7TSdeSRGfS7h8J1MBbTpve134XRte64ZQzqm0G/0przlFff1Kgp+V31uj9Ykk/ne2W37ldLw2kas9KjU3Y4mJGtQBECX690mVF7JgPAD/JcGjD0VdPMycjsa7T3fd1Mr1EuauEmK1FwG3zpcXIcc9MPyfF/lRurMSxTeqQXemh02ag1XVLdl9prDa++So6773tOOydZKaR86MOT2jlPr6DtURMN1pnGIfrauJQY4J/gGH6jgeFrhxpwXRLbpfubBeCrzL2YaDDxPsV7GlmkZXGEGMR/bmIT4Y5cthPiZGuALZiy/hzvC+m1CVDIcYZcvZrdXobODFE1Gu9hi6icZvIEB7LrVRats9zIwFj4sNilNptikd0vFhxvHRs0bZOuCr3GG7LXdLMoIo8U/n53beictfPz2HdIoKjL6cV7J8V9+M6xFwEAgZsfB0Bb7u1vYtfNweGMVOHgGgd9SJcq+5wvsoiS6buCf3bDaywSsyjIh7h/GnNYsthptJndP1mmZXfDQIhMDgC3BXmRHNz/rVWA9ZudIhU0NONqRDsFkKg3J4eiEQAwIP22hM2s16zp6geDv1s4wdS+KlRHCud+IJii+XaKuKaOyCyc6hRgY14Guze2epaalOU9uPDrhV27AQD+KaJ4yNZ2Cus6xKbhZjtb+L2Fgr+4oYpF+1aPE7tMS28zqmwixRfqgVwstMMsQR5UtYMBno3lbGc/LUPcP96RZUGQH1vM/yTxg3iqn0tvfHKajVW5jRN/n7Vb8De/9mdiukMACe9OBupsF4hxHAh+jzxH2mIKcURqY3VJ3ABqTIJTk7XtWQDAWuvy0GsPBLUwc6zs+3gRh1MCTdNj2Fw3ecQ1mdrPwJcl0kLv1jJwNC2dzf8/SlJAa6YJgDU9LUoDhfdJBetPLxXg8J1TLBJ2zXh2j82HN4f+1lR8Gf64R4CUe+cxUJ9uFtdYM8J+yyMfBTlwwfn86jUCyF7zBotWvXrDlNBrjsFmXLpeLKYf3DkLX0idQuYEN12RZnGPTvezZ11sERsAi7OHjNFbYoLFRMniu3ixxSuH2ZhbHWzv55KAQu5xlka25rOofmcCi+rLhVq8wvyOHObX9o6wzcInFQI4/sTJIsUVs28PvfZpVQdRPogOsPfvaBX+eW89WzPmS1zwBc4yOMcJju/Tu+vwaKlYG+W07ketzJcszGPjXlYxKBw4iZ+dFvPh4nHsuueki411+3AAaX4RFTU72T1+tZ0BwBtzxb1yO0Q6v6bXjYlOARx6UyeTHusygKsMFhHeM4uNVVleptPpJRzHebHsHl23SQCgn32LPRNeWFIRXF+mRojv6w9jYyFmRKxZf67y4e4scc6zdczHryhhYCtvWHTs6opjcyPu4AYAQPPklaG/JUZYEX5MyOXsTmT6sTmS/iT/LPchFhk0X8rGQZ9XjCPLK2xdPXkFi4bPjmO/u9ssnifvU/x9B5vHNRmMipHrEOslb7TwdJXwh7dOy0A8xPy01DGf7x8Qxa1N770PAEidJ2oNTp7/XbJmcqbN/mA9w4ZD4jn82wLmz/KCQFxmjiWHBcgGnTc42NPYh5umZwP/qsUnAPD3zjgCCo2sdcgTAoUAsHWYLS4cFALAX+rsBBQCuozGnk5jEK1KmsigEGA9G1XuESBAIQD4Xn+CgEIAyAjQ91hzJxBQCDC+HAeFAFDerqf1nt5VS0AhAAIKAeDlSXeR49ggv4mDQoAVpMigEACyHDTiFnkX1Wvjtkgiyf6+TG8FNeC3atp9MigEgL8dptG229LYM5VBIQACCgGdFM6LfDgo5KYKWqvah7MyYwgoNLKvml0hUAgAAQ8DIRwUAszJyaAQADyplOP1qttYi0oGhQDgi6Npg+qCSwkoDL3uEODh6tJUAgoBVum9QFooK/tBQSEAmMxEj+3ycXo6srKfgkIABBQCgPUiqnHJTZ0jR5Tepp/10mhG48V6lPCZnTUhUAjoEUIAONRvJ6AQAAGFALA6j+7k77kgDwAFhYBxpFC2tZuZb+KgkJsMCgEgs5Km2J//qo6AQm4cFAKAzx8goJCbDAoBEFAIAFf8mWY29o4iUSWDQgDwRdLI1br+bAIKub0izdN3T7QRUAgAdROvCoFCAEjqPkVAIQDcMiU1BAoBYE6YTnf4ZeQyAgoBXSN1wKRH6QAKCgEQUAgAay+k0Xazi90jDgoBpvVq1C1Gtm2nOwkoBEBAIQD4lfv6eh27FzIoBEBAIQDEtVHuNuefVirtQlXNQVX+5Ku+cAIKucnVxiUJxvdRBoUACCgEgB/kOkOgEABqIxiRmINCbjIoBPQ+4xd27SagkBsHhQDg3/ISAYUA4Lv1iRAoBIB9vVYCCgHg+klpIVAIAAXNevTPG59FQCEAvFJG55Uv17joQwaFAAgoBFiTgP1SkeuqIN2Ag0KASe0ZqcHJtru+F3sadZzxP7FvPDCcmxWL+gKa0x800CFUbWTfx7ilUWh6LSlMwNWlqWd5BzO1O4NRtemAwfd7T9JKqXOB8rIT4pbZecTgzLPbLwu6EKMIbV9m0IrHeT1NBUdY9avsGqE/eFu9DpRa1zxOju9ZqIf51dZIMb5BmJVOC3LFFTdVK7FrSOdzddjHrrJUUx1GrVVVza6cyAB8sbSIZ98oi6ps3oQ87bUx+zpDX6wuyNEbrKudLwCg00JTSCcj9PS9akvCmlHqFinDklObYNq7Ycz3qfzSkki31hJMLdgCgPU53ybH23vGFllWN2oAYLny/jHfp6bdpqRGwBtDn2MgTBfQzVMa3A8Y8I0rw/LoOYl6FSwHFdx8m36vnWMqoIvHrJx4bKqn3xf70kPa+1Rbd70O1LZ8W2/RptpXDXTuFTn0VGB/OPUZt8Q0IKOD+iPXKAL7smVH2+CWdAh9MekhkfCz2ZdKB5OfZekpRaMWcZ1K+7ZHxo099659tUx77bRXT7OqJhcjAMAjUUdhPkS7eDSZ9NSwCg59BzZr56jmbdVVIWxKt4xf7azVzjFq1/n9hTTtXRSp30e1+OPt8tGrsLkZ0bv80XSdrTnvKu0cVU/SlDdJ6yHPQebZTPXrs2NcpJJ7NOtRgKnamQcA7p+qayOqnbEifvrimN+V7G7HlSliEzQpxYHHLzcWj5dN3UgvzI/H/FxjutB/177RqeTT7dSZ5dRsxaG0i8hrXzXQQVCa4sCFR18hr63LWoMlhWIHubG8DffNpjvPvS3DmJMqFhif2a61zekc9mrVvlmH3ybH1glzCR9i+NUnULtMd/hqi54VUc2AWwyepqQpSFEKXvoUTg9PJ/+yQOzq+rNnoqGfcohU6YEIq4lwj3bW9WKBwYBTIzoX5cSQLhTpDiu+VBacednGQqNyw3l/eIzGDwxX+JMxPdV4ulrsYu837UPXFOpgkt3t8NtphM1pi0aXtMtP2/J7WFY9SM451aVzcXjvXm6WvhZ82EOBmkpIzmg7BF+qAGW7u3QQNy/LAWtXLXnt1ZYorD5PLML2gButI/T3q+MMoBIcAJDk6yWcIbvFpAHrhj4XloTRBbbcXoCSU4LTGpizSuMZvqT0V16Ql4CSSArSLf2t8MXSefRGJR0zN2W7sa1PXOPi8Fb0xtNowv7mQQ0UTkmLRm60uJ/3f1SF3y+joMzpo8+sssuFKakU7Fn7W0LSSNwOtlGh4fgIK57cKrISt8/N1UTWi0dqNVD400+r8LtF4rPfqvXg6op15Bz7Iho9ffiAC7NyKEi4MseKrucfJ68l3Ul9hj8yHs6AuCaTCXD004rNS99uxedX0vnw6UgW/NKYWJIbBZPCAxsI0Ej++xVdoTQyt+bkKRqfObGM8gnrJl5FolD21hOhjhzcPBHxWhVzuqsRz1RKVBCXVwOFp5KowDGg+7Xj7UNYYhf3ZKc3B/POUO62+4IbCCh8/wr2LCqtYhxXdDoxLoFubJOVKNwf9zXgkSga0WsaT1v8AUBmgK5Pr9cC17ULIOlbdKsW4d263K6Bwp0pC4kkUXnbAHoV6bIfzKMg7WQnXWOe28H4jm+upvPvaxrgxCzHEF46Ldaa28eZNZBiBAjDLSYSze+xRKNbedapSpWzo/xTmPIEL5QXTqqW66HjoduRTUDhqc5hzI6h81rlcgKApXI3DsYL+s7UZJsGChckK77XZMaQhc4rx5EP0T1RVAjHbP0T/pJGRfGvOS8FyW4Bdje1h2OS0oWs0+nRCs/UDMybtX4szKc+Iy8xGvhXTiXL9lXy/DHPKW/Xd4uxSiXw2iJ9tzQ5hToCi1+PVMkizKOZK5FGzyJufnSUM6nlP05J8p6x4soA7r8wj4BCgPLrRrP4juPk+KJz3IWo3R/O1jZJtqjPqOSE2a2n0FRTHc/vA7O1c5xReqTkRAed5Gcuvu9cLlGzv9Qbp1Zk82ZRovuFifr9MHn1bgdcwJvbgXZjbcqx7LCTfk7uqY+0cxamWbXXou3ULXxYPXZ64pUDevRCBYVG9oNddD5uH0nXzjk/Q4/mOZRrfPYC404Tsk059qb2mtEYUa3ERYsv5tr1SIlRpPDmP9No5owM402RbD82iK6bPMbdN2T71ZeUZqFu/gBooBAALs6i47hucGy/ssKgotko4q5anoU+6xdb9c+xjugqDpxfyO0n7i3aOediU9PoOFLlWAAQXhsArPigh4BCAPAYFFaods0kfRyfi72yk441a8Agcpekd7RR14O6TuPCCtnUYpj1yxI1UGhoKsVklPadqsmgEBi904dsHzkoLUaNGo5mCS66FuX8Ze05vU8GhYAelTMyr133TzIoBIAdpTdp5yQoG5erzBXaOSooNLIUx//rfCJb4Dt/PwQAeHjxODRKnT548+mpUnTgj183a43KvZ+9jH+MuyF0PCuT/b3ALfgW3oQcEnmINHngNesT4RNJtHnq/8fed0bXVV1bz9slXfVerGpbcpV7wRg3bIoBY2roJY8EQkkB0iCFJISEAAmk8CCPAKGG0LsB44oLtnGvKrYsWb33ctv3Y999915rH1l+L997Y4RkjcFA5/icc0/ZZe615porIxZ5bBAMfvEB/PPVb8ko7ZrjaiDMivVgF9Opu++P68j2sXvEoFCVXBrZlxPrRL0WQolx2RG3htZN9Yybgdp0JYbbMRgwAIDTbkN2uwKgjcmCB6TXZ710QrqRyZgTpODzSDiLTtaRPNQsBqnCJDV5Z8U6DUDoWHItGXRagx4jVO912UnW5Hvhqg3xWnH7leNSjTrO+xkglBnVUuNQL3El7XDrILbUUD7kVycn4el96ltnxXmwPJ8OsE0+F9Jd6h5tPuGB1Ansm2v7SAk/ANjWTIHjlAwv8cpKWaJMzTtxottncFY6BwOkP8S4HBhb/rfHtm8AACAASURBVAE5prJ4OUZHqzbjbBfArjpWTQzZe9/Eu2lLyXkL8+kq+5X9TTiqcUF/tTAMtJiHsZWF81ZVtGG7VuZtZWmWkXk9LdOLwd8pcLVp5U+NcHqKx0ZEpwEQjTJA1IKNXqdlQy/9DwA0I9djD6Gik07CnQN+zLUpwPvVTUH8ZSEFoGXObBQPqWO6k0ej/JLzyTFTX34JFUNqLMpf+wccW3QHOabE1oxurwIgq4+KNrYyS7Wjlj8/CNz2EDnviW3UK/jteXmkuggAjEcj9gaUB3qq/yh8LGN6dXU/WZAUxARwYoC2zwSPnXjuo2vE+NuQrsLXNpgLQll9RlogJgnP7FYT903Fou+F7GqibAx6cbyTLpo2HW/HN7tUO3YXTcJnMTR0nhrjwrdfVxnCf71ahOidGnJNbTuMzSHKIZzTRHnKK3dl4K1LlWB8RUC0u/2aGPH4tFiMTaTvqGOIJqOUHP0I69MXkWPGJEcTvlguxLde+lcBCj8aL7iEtkXXkPNsPvo+bPvXou+wCuVvni84t3r51IQYN34xloKb5rTJGNQy9o92DOB0Lx3ngtFJRA5ue6cYY2bFi7FM1hy+qYSOfXo7B0SyhJ7VLj3EAx7Vj2u7fQawHRXnwvrj6r7PT+3F2820703NiEWBNleHbDZAU7joiBbe+r5f3RbZl3XX/Tg8RCM7xQl2ErWR0lq6Z259mxuZDIAVRw8Q8fbBQMigX3UOBrGzQbWZ8tZe3KzJ3MnEQFuLSjyrTJ1hSJdtRz5m9qpvHcwQC9HVLWrsn5AWg59/LGSsnr5yOvCv7jF84FOafDIQCBJQCAC3lZpeL/eYUrK9vbaLgELADEfp4RppL+6jq5PdjaZX0j5jOdn2hygoBESjGckKH6gkoBAAAYWAELrk1pVLQy2JHjOsycOMGW0HCCgEgF+tMeUVuJU420lx8fFpXgIKAaC+x1wJH+xlNZEtqpX0smc7f1w6AYUA8OJeGua0ssZeHxG+rmg3PcDjUsyV2FN7aVylvtu8Rx0UAqLWMxerPSNu5JUoD9XXdA4SUAhYV5LgvEcruQkdFAKAPymPgEIAsE1aMOI9fmUSDe38cH3DiKAQAIpYKO6tvfXGMTooBIDT3/qZcQwHhVbmDTKP2+q/GIsbDgoBIMgWzU+fbg6XOigEgLg2s3/wybKvwdTHOxKi/L2lRUkEFAIwQKGVPbrZ9NzqoBAAdjtNryT3UtsGzbGok0Ub+nOnE1AInFqUYIC9+6fKhggoBIAMu/n7OigEgFcDJg9LB4UAcP2LuwkoBGCAQit743r6XGMcnQQUAsChZnOc58kooYkLjWN4sKcGSRFQCABnHxpvgEIrsyfQBdC8z35PQCEAAxQCIKAQABaEzORNrhE8K8EXAYWAAPMcFFpZVTvte46uegIKAevolw4KARC6ibQCNlfbWH9N7G8koBCw9gAOgY6pM+21RriWg0IABBQCwJoqM6lSB4UAMDaFJQ/GZxFQCJg1rgFgXxMd0+2N5QQUAoiAwv8f9qUAht9fQie0OLcDB1rMEJ2VHptuwVAILzdRt7BnFdUe8vq74bIId7T2KWAxOzt+2KLd0lw73sKZTaYAZywTcv7ezTQ8/vYvV6CLJbewpDd0DARwZNaN4KaX3MtwDiLbRcFQOgMdnemTcW2pGWp7hIU7jjCdrZDbi3y3GkTSYpzIZY29aM2jxnW5HR90GVVsOG+oZzCA6Vnmu/7zF5RzwjPagqEQOrQSbBO698NdvZMc86sNx41zuF09OR0DNnptRycdnFv8LpK0I1eJvGIP95iNS6Ufdnaawwg9c6m4j4+ag9OE1Gj4ZlL+5Z7LqV7Ys4e78XGluh/pBV6RQdtIgp8OUAksK9HttOOnn9Hn52+trM3sm787vwRn5NLB//qU68j2ld6ryHaix4GhRFqN47WmGLxxjAFBO+33l5yYjiufp9WJuEe1vd8MxT7fkoIXGujAXumhIKMqim7n//1doxIRAGT87T6yzavDBEMhI9kj1ccq/AwGceUUGua8d14GSuLotdYwoWZO7K/ttxvgCQBybXQSbeihbSH6+HZkNtA+U9l28nBhr0cs0K+crBYUUzLjsKODviNj0q1sxUMxNJMfAOq7aVt69YbpZHtafiIe3nCM7Ht8I93m5daCpaZ4d5cnBUuYLuBitm3zDaDYay4wOCeNL8ADoRCeuk7d9we3zoHfRt/H1ga6AHXUUP4iAHRc9APczagIV2yk73+TfYzhibUyvpBtRCwabeqbBGKSEGAcvZCDjvFH20wKhO/wdrg3Pk/2VTM+fX68C0sK1LU5d1raW4zj/Uozvee9Q0loudVM9NKNVwECwqUpWbh8LIsofVLZgie1OeZDizKvP1hVjo8OUacRL9TwXkU73gqePNHk6SZTN/OGnXF4aTvl+T5+gUkx+J/aP30omYNCwMyUnBTPMlCPbjPO+VuIZpNdmd6DwS3vkH3OpTcY5z1bRhv1uWMoHyYTJogcik6Ca8dbZN/bCdQ702SRbXs6I6XrtYUBoL7fWsC6IJGJfAfoPeu6jNIGLZIbfsJWJDefVmAcU8wSEPqcrPRXl88SFJYv+hbZ9rIwd3asuYra30SfY2d9F3qH6MB8xWQT2FZ10IFxno9yO4byphugMD3OXDFeW0qTFrwdplhuo5cClxSPLQIMpW3rN7MUi1PoajzeRt/roN1crX96zASFy4ro5HXwIrNk0q6fU9Hps0anEHrAO41urMhhg3PAbJ8/2UZB4x3zTM9MuQUonJtN28j5f/nCOGaIZQR/eCvlArk7avBaE23HF482OXUXvUAlP96caH6zbaOWke159ho830K9M6fl0vdqQVdDHANgrf1+pL18H9lXfanJMc5nk1X8gMlprAzSyeLlPXW4dx5tj7/fSQHhReNN4r6NLUY4GASA7d1mxvjcAcp5fi9ociwnMSJ9rr07AgwB4OV9TZiSSSfzqRnmWPTwJuoFLU4zv+s5Y8zJ84G1dAF7ggGV584xOY48Ecne2xrR65NmNWPGh1i7tqjwUcU8x067DQE2//Jxbke96Tmd30czwXs+X4OOi35A9n3vHVMo+Y6FFDSeHqSewqFssyqMfaAbjaDfMZUVBbDihH9SSxdWS6vfMY5ZnbfC2HdGHl0QcCmlbosqWyuTOg1QOI5VFJkCM4O9L5m+j6hB1vaDfoOWAghamm55TL1gY4UprXQpW8DNyvLivQoKJs8fY84Dz++jEbv1R+hY8NRFZr+79d3Kf+1Qcvjhiem6ewAwKc5v1OA9lkNriVrZIbtJnHeyepblA3RyXlqUYrjFhz78L+M61V10Ug1NX44Vo2nn+7qdejRudpnK+twFHu20G3yzj8ppQ9pyohuf1tNB61SI4067DQ+cQ2VPOC+2xGMOYkeY59aKuM2zgieHalHEagBXdQ5fZkzaLWkNuCtHdcoV49KNsHpGgIaCp2R40TuKtiMXyxIGgK+PoQ/rcdrxd1alwZ80CiPZ3ha68g853JgVS98bXxTEbX0ZoS1UOqay3Qxhc5udE0e0GV/c12iAwHFvmAkpa4/RAaskxZyI+96mMgzB6ATct5A+v1VVDW6nJQdg02SKnBWbsWohfbbvLqOD339dO93g0W0dMIEB98g6qnfjnQXq2n+9egq6ppqTE7eDbjqBzMhOMJ7tU1ZbFzBlq2pOwVNT2daHNRrAf/1QM56hDi6EPGZYjYPCoDMKt8+mmot5drpI3d3Yg10NauJNjnZYVvXgxpM2Bst2YVkFVV84P8aciG3VFNDMzDE9/TyB7aX9TchOUOPsrNxEJESZi0RuPFyan+LF6WPpon36I7R0XUd0Bro5nqs0FyncEvvoQu+q1ypw1RtVZJ8taAKaNazNnOgcxLZaGnps6aNjQYbXjfK0WZHtYFYJYlZ+AyPZCxfSZL2ipCjUM2md14+YXq8/H6ZgOqvbpEp0/BctqfrLrXRcHAgE8V4O5d1a2bJspo4x2IHFqfS9rUzg3m8n1vZR8LbSIjnq2jUUvNZ76aLVAIUAnKwOs5XdNjkeF+TS9njXAjpe/Mq+1jivYQT9SwAGcLzBdRDPTKLvlitaANa46L9r/9TAEADGdOzDmA4BmiQo5MLIVqaDw47RC8iKc2qmGLCOnn5LZF/ULBFekOBQgkLuxbMyHRxW+MQkW1ksOIeh6cstzwFMcDipfkPk79FJwoPFwSGgBDQlKHxy+8g8LB0cRjUdRkLrESS0Ck+aVZjplnkFAExwqHNTdnVY1zc+svCbOLJQEKUlKJR8vsmh4e9VB4efHutAY6+a5Gf7hxcaluBQgsI5cSNnPetVD340TXxrCQ49Ftl0HpsYwHRwGKj4Aql7lGe4tnt4cCvBoQSFn4UrU8RtfXnYc3Rw2PO7OzHnLTVAz84xwYM0Dg6vnKRAhctuPSQcGVCr4r43BL1CgkMr2QdpHECN1YRyT0seno8mwaEEhfdeMH7YY6WNilfXvjRTgDAJDmUdZCvTwWFw1krMzFJAOPEkIEQ+27pwEo0VOOS2c7ny7Ow7/x5Si52HYXWT4FCCwqJo1c+KvCPz+r41UbwbCQ6teNDSdHBoG+rDbI+ajK0yeaVJcChBYUGP6pN5Jz6zPEe/3iwv9Q69tH/4DFQdHK4sSSG1sTko1E2Cw/3h6j8SHMpEBd3se0X2c/xBlQX9zpFWvHtEvQ8JCu0WOowSHEpQWOhU73zD8ZG19GRCowSHGd7hs3/1YggN3T7cuVhF0jgo1E2Cw5e7xbglweFTu5vw1G7r9+9qUt+160/UUylB4bYaM3ohweHysvFYXjYev9XqfXNQaGWyYpkEhwkec+6ToHCcFnF5eA31jHJQaGXOtioAgLv2v6cbPDusPCDBoQSFM/a9GDlGJhHq8mYzs+MIWOSg0MqeXSD6gASHrtr9cNXuP8kZp27/1KFkAAgcESrlf+/PN7gbY5O9mJaoBs2gJxY13SfX8AOABpYY4bTbUDygVkqbg7lIiqYTRm6cCy2aJtMRWWJsxxORfVGLLjekD4p4prvdGRmQAODe5rF4IJOGRKqefQEZv6F6aJ7tr6N9qlKPd9qBpxjP7ttzR5GEl7NimozsxJ0NfSQTEwB602gVjqiBdpQNqcmzxNaMEAtH7+uLJoKo071iUNw3oDpDadNm+CcsIee5WuizPlETg0WF1IvBJ9D1FS14eCL1uvnqjqGqRIVNPU4bsoO0s61u9WC+pqtY3+Mz6mL2JuYjuo8OkH+tYnWLJ6bDDdVmHt3WgO/YPifHhGZfRLyFg/6gAVAd3Y14p4963c6tox6997KWYzRL5Ml49odkO+HO36KDeavcDhveOKRWm4sKkg3v8sdH29GlAZXr01oNb1nuB78Bt6grqMe3tt9OFhrba7uMbGJfMEQqe/Q64xBfRUXgj2bMwjFGXuei09FOu8GZmhtDJ6UmTyYy6qgWXLCzFZ2TlK7cZ9VdOGc0DQ/vqO8lwPCLuk7MyKbPwXVSAeBM1l6//+4hfH1+QWS7qqMfY5OpF3ZcajQ+0+rdrj7chBkFdNF58fg0M2TJgPwdH1ThsRW0vzqY57Q6GG8AwxXZIGFe72AHbIP0mI7YHBzrUG24vd+HMw7TmtWeUirwCwDBDtp/AsXzsbdVjcOladGwd1NPYW9MOl7TPPI17f2Ym0/fx9QMrzF+8wSZln4/1jHA/uRbNAz+ScpHcHzj12Sfw2ZD7AFVjaZ2zFLDk35abiLGQD3bUVs67mG1bl9eSakkIbsDz5XTb3hdz3psylVtcVqW16CF1HYN4KzRyuP5xJYqPHSG6d3d2UPHBln+Udrr1X5Dk3YdS5rwBYKEjiU1Oy9LUu0oGJuG9mceJOe9s+BO1Gj99fLSLBxmsjmPr6Uex8cuLTXoR3u6HJjqVe/onTrTU+hPG4ONNWohUZISY9S97xgM4G4WUv8NW2CGQkCmjbZzCQqlvdiVg8vGq3ffGqZrpdrUs9oHu1HvpFSNLH8TfFvfVcec9fURPYWbqjsNx8N51W/DmV0Q2S7PmofiQXqPVdGFKGwXDjJHScTp9a8ZSgbISyCeLT7wSsu1yOLUbXtdD2q6VKOU1yyLosROnZw+0jV1K/YrsPbmgUY88rk2IIYJr5z8fE+DmUXY+L3rI397tltXqNDLQ317LgUcZ8WIAc3VbGakbQ2pFWbAm4KoPjVARw2IwZFLUOglxvb1jVzFQprzoErAcXbVI+RW5z5RIwY5fWCv7x6MlH7S7e4D6nv76o4Z/w4AdXY1saxupZzB+rAETqWLht8AoD9Gdfj7dw2Qwe8rE8W/cc+trqsYmk3LPUn7vNvkU62IUeGLyelenJiqKoS8lyW8y5Xt6l0nRTsw9A0F1hLu/C0AmnVuVekAUM8MCFCo2/VpYiCeoFVDGRXvQuiKe8lx3vNvhKNHtY/afjGk8ETDTRroGU6Ds6vgNGNfYZJqDx6nA/VaAoRMbMjXQo1Fz9+DpifV+2jymBzTYKeZFQwAqyrVBMm5XV/UdZL/A8D41h34jxg60S0fm0oG9u+/KyamP2u1ywGgvE1dnycZRX6zygSdXVqJtz2dNuxpV+/yjg/Eb3zrncPqd9qHiDxHddAM364YRm5SrwbTEUv7hRz/No6jAt2De6lnsDGxBM0FKoEuUCyAY2kKHTP1ahi9MSYXEgC2al62qRmiv+tC+K7WKqT2qEVtS7h6hb6wLEn14rc3zY5sf5JCSxECw2vHLdZEhDnHVNbwfuB8BTxemdsHe4PiL/PMa0CAQgA4vYZWOjlTS2yp7bKmIHx348k91JlxLtSF1Lj4eriSzobjqp0/taMWFRp4OxWNRmlJNyqR9XcW3En+7fJSIcmic/1WJrTi45XquR67lKprAAIUAsDuXkrTeqtThYf9adZai7owOl8YA8CObSew5MefRLalT6whpNp55VAMjsSqqjwvdpnzwXCW5W+y/BsQoBCgUmM3/20vbv6bSiLSx0hp51W/bewDaMUlvQKMjof+EfunB4aA8BZK42HPXR0O7OpwIKgNchLI8dXm9jq1cqgZpjPqxjMXU6MdSI12RLyFALBhpghHRy1SE3yxvw5vHlCAkIDDYUyCw6pnX4js08EhACTtfhOA8BZKu2lGNgGFS/IteD1hcLizgdWP1Yi3OjjUrcSm9vP6sy6HDS6HLeItBIDJUWKVV9q0ObLPeXANnFpChg4OhzMJDtdrRF8dHAJAwRHhbdOlc+rsSQQUflZjJgdJ602kIYf7d6k2UdNuZtwBwlso7XehOQQUlqaK39UzUCU4dGgekxUxJzA5XT2LDg51S9JWyDo4lMYliS4eL7JcF2l1Yut7fAQUxkeZ4RluEhx6z1eZ7zo41G17rXq/m6o7CSisDw4vSn00Q/GoCpOi4XGqZ6nvsQ7JFz1/T+RvHRwCQGP2LH44EvaLyViG7QEBDnVQqGeu6za+VZWYlOBwucZhs6IbALSiUXlbLwGF88Ne1dWHzRCe/HbS9nSqNq2DQ93KNQmmw0NxBBROzTBFeaV5BxVwCHliCSgsTBxZTFeCw8bEkct6laap5w/GZRBQKKv/8L4mQaFuOi9YB4e6lWgg5bc3zSagMPCfIiRqBQprxygtz8WFSQQUVsAaxL4yV42FOjgEgOvGDi/zMk2jMZxZmEhA4ceVYqx7YkvVsOdLmZXMU3BWPLVDRUcqWnoJKJTqGHqFn1fbUxCMTRNZu5rpoDA3yXrs1j1+OjgEgLI+ESKXoJBcWwt6vdWZQkChVDEoYVJLOih8eIUA6ju2jcwXrBxS1zkSO4GAwlcPiXffqi1EWkLRsA92wz5IKRAcFFqZDgj1vwE1P+ig0F9XhfKseSjPmkeO1UHhsSQzeeh/al8KYHhxPu0E5258FGPe/mVke1qCz6jDmxbjJCDSbbfh9FGUl/XwWupNu327DbdvpwNHtNNOQsiAEFnVzV0wHsEqmjxSwjL2GgbtaOhXHbOlZBlaSmh2pO9EJXKWUq+K7vUBgD9sqcbvWBYf10vs8wXICqwlvgidg0GMTlIDVrC9AbYTNOQS1UsBbEGCG4PxbEVls2OyV4WbChM96IlSE6YtMIRSVyuQQyeNENe+iy8g27Fuu1HtYnyaF7ecpsDbg3OiEYilBHOHzSwfx2WCOOhtic1DS2we0Tk87E/CpVo1g6/NGoVzxlCS8+JHP8fbm2mWa30fXYHzMHhlWx9eOg4836Y8Jv6kPOS6mP5XGn3Pu+q7sIZ5+QZvoWDI6etDqqYFmTDUjhtHO1Ho0EXVXTiriIboeIbn9tpObGdJXTwL8smjDkPjsbHHh7wEOlFwh8SgOx6DbgVYbE4XbE7afzJinJimZaturW7HmwdpW/Q47ai9kYYDQ6zPHU6ejsPJiphtT0hBUg1VKEiKdhFR9Vi306CouB02VKZToHlNFeWCdg8FMMTOW5AXj+u0TPYbJiQgxUn774riZPxeCwW/saMWb+yg9AauCznVOwDbEGsvva0Y51YT1vV/2ozLHttEjjmzMJF4prwDbfAO0G8ohYylJfY3YpqHhh6d8y6Ccx71in80SCMU9zUU4L6GArKPe/6drVWI0zL7G3r8mJ+XRCR5xqfGGIoJ/8myRIMxSUgO0sma99Uvajvx7OxvRrafnH47Hv/8BP6wVSW9veScgZecM+h59UyuyWNHM/NK/+28FIRSVAjZXzSX1EL+r0N9GPQHDYmi+Uk06aqTeb2+MdaO0Xb6fV6pDuGVavU+7v+iBx8cocBk0k+3YtJPt5J9v1lHKTtXT6GVWmI9TmTGeYzay6/XqHsOxiQh4Tba564rjsG9c+i75qVCg94UrLpaReDqugewrjFIHC19viA2d1BOJRfXR2AIZ2TTvvB+OX0/CR4H/usylWTzy6/PxpaaTmypUeNZdk+lQWUY20ypJyuKU4x2x5cQfd5MJHjo+/JMmgvPJFq9JYq900cvmYx+n7r2pQUuXDCK9o2DpVegX0ukfPNAIx6soGMrnzP+EftSAENPUoYBDgEQcAggAg65wKpuEhy+8oVYYfz603L8+lMq0/LSF+bqQ4LDI2E5DgkOl7asN46V+ksSHF49VXVKHRwCoqwdNwkOgz95CgBQNV6Q53/eP8M4dlvYC7rmeBfWHO8ipFYdHA5nEXAoM7stZEokOAxppYF0cAiAgENuoVxRYUWCw7YoMXleNtFcjY9NEZ0hXyvnpINDALAXi0m7ZpwpzZJ14D0AChwuTRH3WWg3ydLSjmvlxS5lpa744K3bV8JSORIcvlkm3v2JrgGcOAWPtOzo+bViQr/QbxKhJTiUYZGmMIfFqXlvDV6ahUlwOG+UAGmNCaYMwpvhVbN85lqX+E5PHlWD2IflplSDNFkSToLD5JN4J0e3imSRDC30Mi0jBlurVft9yUIUW4LDtLMFZyvtiAgd8drbul1gE6FXnTfMh4gpmaanXYLDwYMCXCZ/IpJyrCQ1XriKhs1umKAmOQkOeYks3a4J6y5K3u6oODFp6lwsaX88U3l0xrm7cf2flHdegsOUmJN4hsN9XYLCVw9Ye4MBYHGy6ucSHK4rEeHl3WGB9j9trTHOq+gSv1ERrq1ulV3J7cYZanEkJ+m/7RcT+u+PifehAzBpMjGlMDxmfFFrhuy4vXNEteP14ZC+BIUHTpLcWBSioMxfpEBBKGp4bVtbqeBaS2Au+9iF49KMYx86XVxnJuNc3v+Fuq+nw4uJs+771Dh/a5ia09Yjvp0EhfPzTq30KUDf87VhTcrris0IgFzMn/AWiPMs5F+46UoSqTFuLMxPiIDCboviDeke8a62nhDfVYZkuV6nlWX3KCrI2EFBQZKg8EqXmdAYG9ZUlKCw2S2e3aq0pp1FUToGg+gIc2BlRZ5HLxney2efJ2orHyyldA092igt19UPT5KZQPU/tS8FMJR2WVIrIcgCQEkqddvbB7pIdQKn3YY4OyWERjnsuH42zeTiFS7SvW6ksywx7iFIjXGhcYLKOg5W7cPOYAbyNE7UBeMz0MUI09U9dGL55ukF+ObpBWSfBIXSqsavwM2z1Sr1d5uqkdhVjbNi6QpqeRmtF1vnLSTb41OjMZ5xnkJuFroJDAGHKJfovl0+/Oxz6sGSYWNp7W46KHzinYlPvLQiS38sBV6XTUzHXpbhNugPoqyFet4eOJN+L5n1Le3pHbWRwVIa9xwW2jtQEEPf/brjnTjWTn/rCra6bhvwo01L2riiNBNXMGFw7jkEgFd20fvpz5yE/kwqIVHYTcnTF6b14cI0ej98BdpkQXAua6UAYl1VWySbVhr3HAbdXgTZt+9hitoSHOp2tL0fR7Xw38XJHbg4mX7DbIxcV7yA1VYFgP+YQQlxOS17kNPCAPM3f0s2X2KVcA4XLMPhAuqNz7KobDA7jU4sO463YwfLJu0tpB78NDdtPz9bPg4/W06TQc4vNhdJXPT79jOKcPsZlFvMAf7U6tVk+6bT8nETWyQ1O8zJfi3jLna5EtDlot4YXcwYABK7a5DYrQBeny9oWWFJgkJpaVW01Fz7Yz9A+2PU22xj0Zxd9b3YxTieN800paAkKJRWH0MTPV7f34DX99Nvz8OOvq/9Cr6v/YrsG/Cbz8U9hUXRPpIZXhATMMaOylS6UD/R7UONj46t/rmXRUChNL7YvHlqGm6eSgHiIzNp2xyIpmPrlVOyiRcKABbkJ0ZAobQbp9NIxLy8RMxjAHE/e3auw1rWPoQ5o+g5Cf95lxHh6U2mPP1op80oIaerFgDApDT6vj6ubMfrh1uJg6Iz4IyAQmkpn9N57sXvL8SL36dVaPg3Hdy2CnkbVZnW33cUoLl3CCuK1buNObLW8BTyaiohhxshVj9ahqKltfT78cjFdKy/tNCDSwvU4tRe8bkBCtccpd/PYbfBcSp6c/9N+1IBw+Gsz6Vc2Y5usaKT4DAaonN7YHKJODi8bOrIRFSdg5MVKxqHrTCcQQAAIABJREFUBIe785ZangPAAIc9FoPuyUwS8SU4/JnFQmTRAaE4z8HhqejNhTxxSj+tTHhI3DtFxtWv1leZJ4Q7buyA6BCSW9YWbRaXX91mZprK5/nxKrFqe2C1mSQjLS9GXDsQ5r6UQ/yfA3UA+GX/tMjfu/LOxs7eWOzsFZ7OUFjtP8kxvKyMpI5JrxAXqNVNpyvlhNpxSU4Ql+SI77opXGWEAw0A8IWrPsjsOHt8OLSbZXrxpOkVJvK6DsPZehTOVhEu2hEeS6yEil9mk6vkFqX1mzp00nQeVr8vhDOLUnBmkRg8S1Ktk74AIH9AUBxy7WJAlolMJ7PoIQUa+Pf8brbJ5ckJe9KawzSMxwZFR/iwbHivlzQdYJ+WTifev3xuCmFneoXXzX+eEGd3nHcrAAulAQCVHbRNtfjVBLClaWS5mXeuEeBSlolMPRCu1HLIlIHZ3UfBz3t3q+SPWy+cwA83rNEuJvkLSgSA/Vre8B7n9xvFc3zWEY3POqLJO1zWv3O405DyjOCDjo0S1w54RRvf0G+CZln3XLa7irZ+VLT1Y3KGGtcvmzi8t+TFPQLIuMP3dlU4MYKHTwHgazPFGH/WaHE/MS4HYlwOBLW2d0He8DxL6RGTySh6tIHbjVPF4tEXI855qtyPp8r9+KBMOTcyLeiI9nC5wivTRN+4MPyd7p4/vAzL2p+Lued74coody0oMvT2rGacXWHAJcHh5QlivHA1HDSOPRLmCjb9VqgkOB4TJS2TPA4knYL3jktsSVBoBXteLxf30xkQfXBhgWizK+rfx4p6U5uVGw+RD25bNeyxf9kl2k/MESE9k3ZURQEzOkcuQ/dSJ13MyqQo3Yqiwo6ncNTMXiFULUob1MJqi4UE0P+W/dPL1UjzHzfDbN0pdCK1qmPqT6bgbxAufKGtVv+6rdoAiDnx5sCQzFLlByy0tDhpvrpzAMWaeHC8x26ANF5SCjBrIVsdk91Pwzcf9yRHgCEAfFB8VURzSZrbYTMyWHmdWds+MzTxs26KQn86J4ms6HqiUo1M1OT+enzSQQcCXToGAO5+7zC4rWCh3OLUmAgwlHaURXrcdhue26WAzr3Ru7Ar72xyzLQUc/hZVU0nxMKkGPBXzcs1XfnE53j5Fi0jOSRAoW53bjAB0a/PpeLh0fVmySsehnm+xo3lY9W+fn8QeV3mO9tqoxPAflZ3U9cxjPx+J20/z9dGYdloxT0MhEKGRwKAESJfHE0BmVWobyAqifD4Ek7sQCCDvo9OJ20rf/mizgCGvG4v9xQCwNljqedlQvtO7PDS83hbONhpM4DhL8+mY4vVwrKCOUVHJ7qNWsK8EszcbC/KWN3uEosya7wf8kXn1Jg+w1v4QTmNplw6IQ0B7b3HD7VHQKFumf2UOvMeK0VmpSc3EAgSYHhfQwFu3/VHckzyN8yqL5taaH8ak0wXM3pin7R9jd0EGGagB7/6gnpxuGcMMDVYefL+ZxZZona7jQDD1qDH4IlW9dG5ID/eZQiyc6koAPjrHrpIW16cQoChvbc1Agql8eodD3923CiTGO8x5wfO9R1gO/Y29kRAobRJWXERYAgAvswJRltNeuIu47fiv/d7ss3rSVe29xugcE9jH/EWhiC8hbotLTLHkoQtL5LtvRMuJdtV7f0GKLwgrokAQ8+4mfh9RwE55o4Yc1y1p9D3HIg1w/46/xMAlhUlE2DosNkUKJTXLaeyXQDwpI/OsedZRB0KUw3t2v+xK/FLAwwBYKi5GvY+0XgGNgphYd/K7wIAou3qcKfUytMqovhTCsQ1bGLVsyPMzdN5R5IcO2+UcAnI1aAEZtEu8R1iNbAguYcyA/pgiwBaiRq/SoLIfY1qJpnFqgLI36gNV01J0uqv5seJazf1i+v0hoHjWL8IVf7ykLqf73YJL19vtQpj9l/3CwBA1oCYALrjBRDeXifuZ1Gm+i3bobDItl88+6tekSV1MFxB4WejFAALZorJc3OX8mCMT41GUkA95+om8c7O8grPoj7QcWB4yVTRESXPqlrTr/vqZDFIyBVka7jzfVGnPE7lzWJQvXqq6tDt4eMmrBU1NT2Xigy7/eHFmQQ6Z9ergePoJMH9GGMXba3OIcCZFJmts6mJc1SDyl4NpotQiiwd1xMOP185XYTJpmgJFrIet/Qa9mcJjpqnS3y3t5vVsfNzxe/JutISHOqcz899woMhxXIbetRgdH04IUJGib2NQiQ1GCWuG0hSIbpm1p5rwn2gME6NQRtrw9zIMKdLr2Kztl8MngtTxLNLHtsVk8T9fVSpQiWX5IlvWRMQiyc5we1rFOBgYVBxgPTqNdKbm+YX13rsoPiNm8PeICmUnuFV7fpYWCxcUk9iQmK7slf85uObqiLHLp8oPD2Sj+xerzRFbQtFPWd3g6AAHPQq+RLJeZKRnxSP+GNrvUkaTw6PO7KWq8cvnnnJE2IBvPZ00V8CMy6InLOvWV1ncnhSlUC0rV/ysETDnquF/rJixXsI/Fl48Ya+KrjZB8P9ZUmsmpD7EsTYsKZKtPWlXyid1u3zbgcALLKJBXigW5xXn6c8lq4nhcRJwkQB/B0LRKjM0SVA/IYh1TflAlyOfelRagyXbWxe+BvI50x3qHb9623iHX01zE2UU13Sew8BADou+G7kWMnvlGFc6Z3edkL0wwuK1aJILwEnha3loq3nrw8AAFou+zEAKhUlQbjkd7rDDcE1IN7lU0fEWHNmkfqt/FhxjM2vAJh8V+92iuNkAtFaTY9QOhzG+kTfa4wV3sTUMIhtHFLzWsYBMSccD3Oyi5pVtZefVmdiiuZAuCRe/HZLsqJHNPaKvizHyskvCdWC9KVnAgAGpl8YOTZ6t+B4VxeLuteybKR8T5s0hYC5sn9pQO7dsDd1epa4J+mQSa0T9+w7ruaMtjmiL54IFxaYHhLv4t1uMdasiFZJmgM71wEAHk5UNeXjwnP0baXi/dorRAKPr0rRezwzxDO+3imuuTKHwhIJDJM0PdSCcOa2zDhflBGW+NKUU5z7BTfalq68wE/UimeWigdLw+0kJ9QOd5qliPm/ro4hN+6RcL31EFxvPUT2+VNNXUBAgUIAmJltLecgQSEgVoK6t87Kg8LrSk5IjcYExuGLco78/fr9wQgoBBSgkaDQysqdOSh30pXyQ/EXWB4rQSEAxHVVR0AhAKxrEL8VAYUA4HRFQCEATMg0ViuwN4zsZl+aTt9ZTJsA7cOBQmD46gsSFAJASrTpxRhrUWMVUKAQAAZf+20EFAK0moZuEhQCQHaAemKyQ52kEoFuej3h2ChnBBQCYpUMKFAoTYJCAGYWuDxG40VVx48z/n2Oq4mU18oMc+qu17Jk3XYFCgHAPmD9DLrMU268i4BCADgjh7bvox4BLCUoBID1rU6S8fq3YapcSFAICLqFBIUAsN4uwAUvaQgoUAgA35rgjoBCQIEtbjofuc9GowK3hjm+EhQCwKYT3QQUAkBo/UsRUAgAE3rF35wIL0EhAMzNspb40O9z0BkTAYUAsHiT6TGQYHCy5mlJjnJEQCFAAaFuEhQCgPvpeyOgEADW9IgxVYJCaTooBIBZm/8YAYUA4IizrgolQSEABDb8LQJ0AGCBWyws9ahMvz9IQKG0eZqKxHCJO1/VEla4hzDx3YeMcxM8DkJZmD3KOmHE3t9uVDuRoBAAUl/9heV5etLPUDAUAYUAcFOJ9Vijg0JpEhQC1jXSAQUKASCj53gEFAJAhlv8LUGhNB0UDmc6KJSmRwr2XfXLCCgEgKidQnZFgkIAyCtbRWqJD0dncjPv3vSs+AgotDJXvrg3CQoBkaglQSEgPIRWpoNCQABCCQql6aBQmgSFAPBWLSt+kGc9V+kyROsarWljOigEBCDkMlg8GvX/y750wBAA+lKLRzzmTzUUJPTDdO2/vZ+SbHm1EyuzAofDCQzrVt9NQ0o5FqEGbu2Mq5AebUP6rldHPM89kxLvs09sHuZIZRIcnsyswCGvNZrgMK+zcBetJ+06hVbJweHT+9phf/pHZJ9V1utPxlG3fXGK9WCs2zl59Jii/W8Yx3BwCMCQkzkwOPyAJo2H3K/fbE54HBx+VmMCuJc6zCw5bjcUj6wXWe+h4ZK06OEXIrrxGq+csmFl8e2U6rG5fWRNRQkOddNB4XA2zkm/jZXum/8DCnweWj7yuGJlo3c8P+Ixc7LpeLShauRnOBk4PJlxHT0e3rayhmia/DHuJFxS3XRvIQA4bzf1NrnN2f30iMdwqReAegsBCgql8So5rlMg7l+UQT26NYNmW9FBoTQ+7ltxnrmdwTKNT/Sa53Ql0oTB0oxY4i0EKCgczk6mqCDtx4sK6G+nmaUpT0VhQQeFp3o/VhQpbkmB7oi3UJoOCoeziem0/QaWf3OYI5VtS55r7NNB4XCWxMpqeq0muL00kSww8UzzGGbpJ1MW+AftSxVKBkQ4eSBGeSbsb/4GgZUqZOCxh/DkLsrluG1UN+EjOmw2/Phj6u26YVYevFqWVV54InlTq5t5em4iWdmG7E50aVmcskE8u1utkM8ak2KU/Wrp85FC4LU9Poxm2akhJx3c/WljgM2qkP2xSZcAoCDrxT31uLdYdeL2N54FACQtUeWYQql5qHBQMFCQQBu2Y88qQCsK/2r0XEzLoqCwuHkHgr3K87U5TUwQczO0rKuhfvg+UtnVnvkXwad5c2UFh0xWBo3rZP3lUC8u2/pYZDv41fvBm/UnR9twZYqabCujxOCaFu5cztdEZuLD2VdHjrlwQgYmaQvG0OeCnvC0d3Fk30000Q4A8MJx2vGvi6nEvgSV9PLKHhEOvnWuWhHWdA1igjapx/iEZ/E/3lMD/BOXTIS7V3H23mkQ965znup8bnxWTSeJRay02s76bpyTre5RymjoCcfexv2oTVCTQHqMAIR7w+FK6fXW+UJZ0cCb5RSkzsiOR56Xhpk5b+zD8lZ8PUd5Ul9tE/ebFafaeG68B/pYVd05iAXRKtOvL6kAAJWKSfO3wb/5TfJb/qVfJ3qc7Z404m0FgLTVlAt3fOGtKNS8d2vDuqAzslT0IP6z57Bv8lci2zOHRJh78JCiErScfgM4DuGers/rerFfo5RcNyUT0T10gbro2So8eZ3KeB2dKO7tZ2uUNt1PlxSRmraHXAUojlZ9v6xfvFtd/D3huR8j6haaobu1thsTNE97vNuOOlYydNRHjyBmvlIBsIW/U1u64EX1hRfLkmoDAN61TyG07OuRbU9z+H1pXK8TC75hZLbuqqcE4sUFCShrU4BwQpz4/nqFmAF/CFUd6tmnbhSyQr0XqlKOcW47XJoHsA5xyPHRecKfkINaxhXMr6FZ111b1iG2VHmw6yaI+sB6G8uKdeGoVudcSnvJeuQSUOq4MtfjQ6+d9pv1xztRqgmV72/qwQKm9be/iXIyZaZ9Wbd6r8UVH0TCyIDwGuoyO++UiXFz2Wg1jgwFQljPwGisx4kzszSwsudjzHqfLoa3TN1FtnuWf4e8m/1hiaPFBeo5AiHKxZX6l6Pd6tkcjWWoTaeRgwwH0/bsrMNRTRB6dPch9GZSGanfba7GPamqHwWLRJWcHdo6bdrOZ7Bu4rXqGQb9uChV9VlZMei3+9TvT8qIM8BoWWsfFjUqZYzgrJWwhehY5GyuwKcDapFf3TmAqyYpMOrqbR4ujAz8m2OorKuXNob6Hl8ke1Das3tMUvp1U6iH5b5PzCzY25hkjM5fA4CLxjIBTgCdfjqwba/tJtUPAGBsiqn/xBMxolgyAgeGAOAvp1mAJ0ovMY4p6Gfl4jpMTaTyDLoy4sAQABy7aOZXRdEy45gxVVQOJjiJyjIE3v2DcY59JSUvu5rK8PPDNKzHgSEAdD1DV+yBG+8n26md5vfsSqYJBI9uNism3DuPJmaEnFF4erd6Z1lxHpyXTj0VHBgCwDQW/rAKdccxkvgdb9LMv6fPMVenXEqovM+JXfW0XXJgCADpNkpi10WmAaDDwovU0Eu9gGkxZrvgshFLCpOQ4KSDnQWlDrl9VWT7Mx9NMpK6fboVDFG5n0YvlStJ2vAX4xznaReSbVvQb0jucGAIAPYV3ybbXUy253gnbQMAMHkPzf5vm3+DcQwHhl1DQbx6gIa6bh5tDnVHgrQPvLCTJojcP8n0zAfi6Rh3nEmnZFh4IPhzZgQ7UOmnbaW41wyvtadRKQ6rwTqGe4Tep0kKHUtvM87hwPCsTOBAHx0LR8Wb7fJwCxtz2eIkOWB63Xklp+N2s/9xYBiYsAS27W9FtjdknmkkK/ZbKE7wkCmXcQGAZDZmcG1OngAJmMCweyiAXEaP8Vj8Vh7zoPezUO8nlWYI88ICet1ZD2w1juHAsO+870Q48dLS2HMebjU9klwnVy9rJ40Dw+ND9Dtkes12El22jmwfypiH7kHalzoHzb61LI6+j0fK6LeQmra6ZR+kXtTQzBXGMetraHtv6h3CxeNopMAbM2yU4N8cQ2nxXvMlNfQynUI2IN3AQOGgP4QfLqauoIcWmGGbS7PoRLm31UeKwwNA3Or/BLcCzQN2S04XzoyiQLVzgN6va+8qBJqpfIheCgcAnmk0uUOyqLZud+2kbeWzWJOfNbaRdmi7n3bMXl8QXZOUl/HjxPk42kY7YSHjcdnyJsLRRUGo66yvGr/t6DaBKg///v0ovZ92UGC9auGd+ITpPYVa6MTZkjCG8Fq+qO/BGVpNVWn2LvN+uL3fRAecq7vXke0lRUmkfF1xssco+M6zyB02Gx6/eCLZV2szAZ6j05SV4SCUe8R4KUhHdxNiWilwlqKx0rJ8DZjmVu+0NNmBrCh63WzX8DI/EQsFjfPiXryPbAfiM3FaCp2InCwsN4pNXB3xefCwY2R9UmnbJl2Nzd3mBMI9Q8cX3kq2HQwUuqu2G+Grhz+l72+GrxzuCbQ6Cs9APsLACgdhAJAZ58HbTXTCPRygoLC2awCLx9DxSUovSWtPovVlyweiDF7X60xrrbnPbxmy5aZzYAEAdieSWhVHOLG9Aknt9P385CMakXEgCMd5t5N9qXveIttxbtpuz7JgSxy0EJ++/Gn6rUYnRSHIHCK8jnHZEF1w2fvaUdhDS9sdZlqqgQl04WtlY20m5aTPFyClF9O9TsK/A8ws5rjDq5FXtZbs42HxaJYpbyW8PibJXHDxjOXVxzpJUggALCmk883FzjI4TijnhbPuAHbdQNvgju9NI9t9533H+G2uyfqhBQAta+019vEydBVsPhp0xVoCQd2e2lmHP/QousihjHnGMWOYzuJZ3pZI4qQ0e5fJYcyKoc8V67ajayoFgu9V0sXJR8foO2/qNcfXk4DCf8i+dB5DAOh/X4Ax36IbjJJxXNT3CovqGv1MaoavJm1+cwXzWr0bo5MVQClNcSG46klyzJrx15Dtqo5+3JKjPv6nA5kGKFzZT0t2AUB1EeUfcMFaAPhqAgVCdx6knfSR6SF85qccnPk91ONYnjEXRV46mHSH6EASv/9DfJw4n+w7s5B6Tp3tJt8l5GETtEVFFS4c+vPDHpJAcnlRlAEKHc/8CKsWqtqdy4qSkVK5jhzTOnqR8Vv7muhgs8hL20kg2dQI+7CShlKWN31iHFM/hZYKa+8PoDhZk7voDxigsDsxn2gF3vrGAfziXFpCkHvYAOCwi4YUOMcp24K3GtVCJ+y+lDFwh+i34HWQdw0lozRZq108YDdA4RvH+rGkkAJZzi/t+cvPjfuJu56KH9cH6ECcaeHVcrZWoSNePftgIIQUBn631tHvOy+uB7agup9aV4alYHMRW+C4qmiprCu3mp77lxfQ8WMj6CIzaME1O21ULAGGrx5oQmYcXXCUpFCwYrNREvvaihb8YqY5UXREU49oI1sobzthessW5NOJP89OJ6lKfzxymWcuun4vYFffpz1lHBIZILxjG332h88rgYMp6Nm20fA/AAzOotGPqEF6z68eN704T62nZd9+vmICKftpt9mQFKJA0hYMEFBYYmuOKF1I+3CAeqYBYCkb8zbWmALuixLob23tZZ7XFPPbxTI+2mAghLjDio9WXbCYZNcDgqesg8LtTT4DFC7ON/nOVZ10ruTlOwGVKSwtkZWUDIwqhbOOllINpNNFie/jpwko7PUFDUAY57YboNDHECt3zADAxi56f8MlkXJ7aqdaYN8RW2aAQv6Ov6jvIYAwZHdYAkJfPhU572bNdP1xs+9xgN/FPJQXj0uFfe2zAIDo875hnK/Zvz2GVtZqISR5zWQ6SMqScSczXzSd4OxtZkm8S9NpJ3pws+nJWVRAB4/OftoRZ2XHGdpMDWPNEG2uh553Y2aXcYzx20y/zX9ku3GMf/Qcsq0r+0tL7KCD7eeZi8j20rxo2BjI+1uDOeA9U0GP8cWOXM7nO6dT4HN0wNSTDAzRb55aawLrlF4KxBK3Uu2rMcnROOGhoJnXyQTESl83X90x4xhuOigEgBiX2Xdbmc7X7WcUoZEtcHiolb/zcf4TRCYGADyHaGgfANoTaYZ+ZbsZEuUmhdtPZlJqRlpSoBt2Vs83/trvku1d536fbNv8g0Z2d32v2aebWAiZi8VbWa2det2sKrHoEjUA4GivQTCBuqmevIyGTJ+/mIJAX+YEzM2k33xUgtluP2fAdWa2SUvhNiaBvuOsRLOffX8rva7HYUdePP1+1xTSaeCq9o/J9kAghDIfnXBHu8xx81gcTUyItZvfihtfuIfWPjfiOc19fpKtDgBfVFMQwT2d155egHKmgWhVIajNwd67beQp8uxeOsZUdJiA5Yxc+v629SXAztKku1nyhS7rJc27/TWyXdNl9tdotiA8zVFrHMNNl+ABrBMma1mCZEJ/I0KpdMEcdNOFekXyVOM6njMoyJe8Qt2a2dx9QfNq4xhugXg6JiacpOSmtJ0NvdjZQH8/MJaCwj4LTysPx9+z02xLvgIaMbCSpeK2iHFEZ2WbCZ2hN0ZO4PpH7UvpMQSE17BhjvLQDQVCRvjphX2NKEpSDXl2diyiQrSj+R20Abj62+FoUqvgYPIoIEAbxQMHWIWGrncRPJfyZR7bQift74/pJ5y31UfbMXcUbSSZ5Z8gNH5BZFtmxxUMKPHdZxriMZZ5FtoZAF1X3owHvWow2zp6JUkKAQAbeybY7XC0U0C8xc/qBg/4sTRPEyV1uPEaC09xMHXjGDcB3q4eEdazD2iDYihoiJW/V9ZKJs+kKAfwJPU2pZ5/MdkODfQBmXTiDuzbQLY3Fq0kyRGjBmsNmY73WKH2GJcDy3b/WT1DdiFCc+ng19AfNLgzAA3zJnZVo8pNAWkLm7wyYl0Gn+0MOxVfPhQ1BuP86lsd9eSikHGhOsYuIttJHUexz64A1vhEm1G/NuTxosGtgFGaO4D6ASafYKeDbLsjzpjggu5oAySuZ8LGC9JtsPnVc9bZEoyEIh46djtsaO5T7aswwYXHd9AF2vTsBORrwGyUvxEhF53M7lxHPaQPLy+GQ/N62zsb0JVLSzne/Op+AxQ6Wyrgy1SVRrY2DCKbcSXruimIGJ8aHdFUBIAT3QOGNyU/MRpjE1VbWl/Tg8Mt9L0fZ9s/XFwEj3ad6q4hFLvYd9lJqz+cmHq5UVe+2NVtgKXqAPXKFPaWw5emvETO1ir8vpoeU97QjbsWqkXJqFiHAQrtXjopDs66hCQ75Tp68YON9FtNYoD6+U1VuJZxw2fm0GNKogfQblP3JwWIS+wq7GvvbTUEjD9uiSKgMDBpmQEKxyTS7+3oqse2PvX7wVDIWGjlsVKQvqgEOLdStYkt+bTk58wsLwhVMDBk9N+P+zOxNE31j0BY2k0HhUf7XQYoXH2Uhr8vGZ+GhH5Fv7C1HIeviPLSq1nFl0JnjxEBWtVFnSAzs+OI0PaOum4DEP49cTHZviLHRwDh5hNiwaKDwrHJUUaFKofNRgDhzrpO3DqN0jF2t9C5qjDJgya2MH3uCzqP/3pMGwWEoaABCMcxz/BnNZ0EEG6q6TIA4afH2nHRQZWt70hKH8lbCPzbY2gaf2mjh8xwpocNuF/UmysXbqfiPeQ2nHagbg9W0MaytCjJ4IaFBuj95Xp8KGNcCt8plLebwrTMrEJb3FyNR0Y8hq/QuBfLyp6pGCKK/77YDNy/i4XqLVbty4ooHzDBQt2fW23BghGP4bqFuwIjyxGciucwM9q8vwc3UkD38wMj9+Mbnxu+zJi0EhudLH/HQmpW9nEffU4O3ADAxqouNA+NLF1j5fVoe/QHFkdSCznpZGk/hTEufoh6jXhNV8AM01jVeuZ29wdlZJt7DQHTUwiAgEIABii0Mj/rixeMMt/xGwcoJ3mps2rE6/Ja2eMCw5c8lFbYa6FDegoeNB0UAjBAIQA8uJxSIzi/ysp4OFSK45/MPpppJhpys1fRPlXbNUBAIWBd1eJUPIXcAqx60cQ0M/GQ2ymoncH+EZVWKrcIIumgEACcXfUEFDpbKk5JWk0HhQAMUGhlP9k6st4ep0RJ4f6TmRThlzYnJ9aYhzw+6t2OtgUMLyEHhVbGQaGV/U+8hOcXUkfO33aYmOLyrvVk+xRA4T9kX1pgCADvHKETpKd15AlyE9Pru4eRpD1tVQjFqUHCP2oygnFpCGr77pibizvmKu/L9dOzjfqIt84ZhVvnKG2wm2flEEI0LxsUsV0fjvgMB5toRyhJHXnw2VxPBzXOEwEA+xDtTHMS6Dlz2z+H44iq3bq6ut/QcLoprRk3panvwonOEiz9/JA6rzd5NGmogxblBgEg4ZvUxd46arZxTG0U9cgFFlxrHMPtCEsa4JIjHqcdq6Z8LbLtvOhOUlUHAI53B0hZLA4Kpeml+9wOOwETP3hDJBPd97b6NvOS/AgkqGcKRlsPpt88Sp+bZwICQH0P9UQG4zJOuh33xq+Q9Navyb4/H6YDYZWftr2Wx39m/O792zuw8Zjywp6RbV2LVuddxrlp5vk0AAAgAElEQVTtZBJLDQi+52gnnRHvKFbHzGELInm5OtDV+cNMr/DhswvI9iddCdhyggLeJ/ZTYONsqTDqyR7vYElcLNlkbJjYnst4jcuy1DN8UUt/x1UvBMlvz1R96sCJzkhVHQC4pJTKT0nTvfK2mn1wpJm6f+MHKEcwyJJaAqygQK6rHzYffU6u+HDTdHo/uxvNsLRzKvUMtUxZaRwDAEtL1ILmwexjuBa7I9vXDG4l/weAaJcdB7SSkOMbrTVc13SoyfrFGideqqZTZejwFgT71XgYGL8QY1jUz+D0nsJC+Z73qbC/VX+2T6Sc7tl7rXUyD7kKIn8fdhcQ7qTkyXMR+4Iu1WZzYp3IiaUg6+wxKah1avMfC98CgIN5Bp/ZYaGp2E4XJt1DI4Ou8vFUUeDy0SPPa5Pi6HWjbQIc6/SO+e5GOLVoWD9chq7xp5UteOeQAsTHO/pxXFMXuWxKNi6bkh2R8wKAVw+1oKaTjocpTAs50Tnyc6ewJKy/FI48Z/2j9qUNJUt7bJMAg7fl0Q/0QiPtxXkJJj+HC1w/Mssk7weY96AXdFLrsuAn8CoIAQuPXWu/eV7BoXfI9qeZlH9Y1W6uThaxBICtFmLIBYybtNBP5SdsLtPT4U+i4VVb1S7jmI+iKfH23Cg6QDzZaK7CG5hY6l2MVwiYyUHcW2iV3Wlo1bGwLg99AMBoext2D1CSNidk87qbAHB+EW1bx3vo/b64e2RvzU0zRxn7rvsrza78+AbqdbENmRPsNzfSfd9fYnq2DjbTZ+LVaKys7w0qNfTChJuMY84aQ70jsX+mHMInZn3LOOee082JpmmQ9hcrXib3FnJvtR6+k5bDuHZWiS18Ml9zgrbPcosMSR2kAcCaAFUQSI0x+1M6I7enwrzur3fQZKcfFdHtb+wwr8vrvM9xmQT5UHOVsc+eSD3IvnQKlkN2813ZBygo73aYnkIuy/IxE4G/MNl0dTXF0L6wx4KTtqz7c3p/g/Q7vR5rZpheGqKqDWtiqEJDfbfJ37uybxP9nenLjWP6QnSeiLHRsaXi5quQ/YRZiOCW1/aT7eeuoPVxrTzgvs1vk+3KOVTpgVd7AWB4Q+0suQwAfNk007yBU1os+goHhD/ZYmZg359HPbivBugYtthCWos7VcbGmGDKz+ggTjYWhlxmkpizzZQn606iffXxz03v3RSm+pDOqABHWsz2OTWTnjPWotbBja/TyMSz+TRK94RLtOFvnW5duc3C/h1K/u/aOWzSstttsDNX0G+nUXB2w9pe3LCWcagCtFFw3lP3YBDdjAz/AeOoxe18E3E7aSaek91LIsuyLC+5AHkJtLGvZPpGeQlRhowMzza8eiwFhYFQCGsctORRX/YUst2dWYp+j7rOQ7t78JsOygH8xEs5WFMyY1GXSMnpV08eOUz794PmoMXN0UsHoN0NPdjdcPKkIqevD05Np8xlH7niyqg4Nxay93cmk21YkUMvYvMPoSCKTgw/mkXPuX56Dq6fTr01vAJKpo0+z7IpWXhoFyudF8e8oQk5+N35auD99bnFSGKLklf307DQkrxYwyvEvYCwyMq/dMLI3zLziuvJ9j0LzExvbmtODGC/Vp7to8pWvHmY8lZf3Eef4c71rfjOZ9Sjt5GpEayuoNfIRreRffr8PgqiHD3NWJZIr3vm43eQbb7I6/z4Dcz49BGyr3SQDvh/2HgUP15FJ4UuBqo67HT7+6dlwpdB++nScfQbzChIwn7NOzYj3Q1/EgVZVh6pUC4FJDXxI1d8ebfMrNTy9wO07yYepzJYqyraDBrLJ90UGASS80mGebTTjrk5tH1yGRtHUjqcmRQQ82SUy6Opx35g71bM2/o42ZceSxf5Vw1tg83JxP7Lqccx5KDzQULdLrhqKeDjFuO0IUYjCD7zlcl45iv0G6w5zqRL3OloctPv7cob+Tttqh45pHsohrar1oGAQcFw11FdXQAIaG2pJuDF19ii5MaZNEmsJmu2waNPPkwTn9Iad5PtwgS3AQJ5JZr7Pq3EjzbSMaFpgN6/q5F6Zl9pScArLfReuJbrddOycd006u0uZtE4ru3qC4QMelcOy3V4cEsDHtxCAfN3FpsL+P9L+5cAhpPT47BhIB0bBkRHaokrAGCCQwARcLjQJVYKHBzq1hIrGr4EhzJRhYNDABFwuKlarKo4OLQyDg47pl1kHDMSOLQyDg5PNx13hnFwaGUcHFqBbStwKAFieqwbpdnxKA0Xbc8NFxvXweFHle3YcLwDG44Lb0myXwx0HBzqxr2FWc7hQzoSHI62i+8zNUoMyFYCy+eMoUXsJSi0D5orRgkOC10CjEpwyAGhvk+CQwkKuYcQwIjg0Mo4ODzQaPIAuXFwGLNChc4HLhV1dnVwyL2FY7poWFWaDg65t5B753ST4FCCwv88Mvw3feSg6MMSHEpQ+NedpudWgkMJCp8/KNoZl+wBgLxfCO+MBIcSFD5WZ/ZBCQ6XOAT/VILDP2w06S0yRC7BoQSFt8w2vcjSXu8R/ybB4QwLz4s0Dg5Deapvc1AorUH7FO8d7cb7FQpgSFD4drXy5PyFtRcOCq1MVrSQZiURxc0KFHJ7KUpw4CQ4lKDQHmO6bSQ4lHO5BIdXDZnqBvY40YclOJSg0EqcWoLDiptFuba6Wy4DAAIIucl7kKDwk/bhyxBKUDiuXlB5OgZ86BjwkcRDCQqfrhLjVGd0BjqjMyJi5IdixlmCQt1yOw4it8O6L5/MOCi0sksGqFIGB4VWZgUKuTUGqPODg0Irk6DwqiliTOKAEFCgMDHMaZSgcH6edT1yQIFC6VXmgBBQoHBPkfBGO7MK4cwqxO2ppsf4f8u+9KFkADjU0EXCAqMSPIhnA8rhVjqQRTnsmAW6qrx+I+0kj6wYTzIlv/bKXvztWpqef5QRkvMT3Hi3TIGYdK8bC+roKslWupTIMdR1DxoaV5yDOOgPEhHUxl4/0TgDgHNim1EVpQbbQAgo8NBwyYYmM3trdo7yVgwFQgYZ+o/M3X7Z5EwiMHpmjhtNPtqBH/i0Ar8+V61wo3zdePcEfb88m/qz8hacN0mF7pcWJSF2kALsOlsCjmjCs6vLmnHbPDrBcGC4p9NG6ioPBUMYY6cr6xYXnewDIRjlurxDFKTdu6kF9y9QYKdm0GVkHHLZDbsN0J0o0U4bUkM8LOLBw9sUUPn+mH6jPji7NWys6cZsTdOr3x/C83voQPMtzz4ES8+KbK+uMqv0fH0M/fjVSEas1pdSyj/FsfxF5BgOCl/sysFl4xl4YiHbD6v6SMH4qvZ+oz42T/q5ZWIc7vpUgb1HZ9nxcCVdOH1jVg4e1RQB5oVr0y5MUf2p35NIFiOLC5KQH1Tew9BRMWGV/emZyL7sJ17Fs7vV+5Q8Ov9z90X2nbjwHkzsV5PSUHYpbntL0TYWl4gVmlxwAEBi+Tq0jVlEniGteR+GMtUCa8jmxqoK2g/aB2jfKUmNJbyq3c0+TI9jwJvxYn0xKYZsyI46uojYdaITU7IVwDotNwHvHqHe2K/H0snaX1uJd7JUCbbFhYnYzmTDliX1kmzTj4524Iw86tE5wCgQpzlqYfep9loRPwGbWXnIa1NbgUF1Xk1qKVLee5gcs3EOFTifkBaD7CMfRbbteRON8Lt/3CKy7W48TH4HAA79nFZnGvPkS4DmYfzoaAeWsgjEeiYsPSo+iojjP761Bvel08VFX8li7NUqnnQPBQyu2yXjqTdgMBAilVQcNhviGUXntYNNhCbRmDzREMs3yiVG+VHVp44pLF+F2nHnkmNyKmjmcWXBmSjuVGH+mtRSg/pT1jaIOG2Qi3U78MhGmvR3x7wCsj0QCGK0JlJ+5x4PZhfQJMY5OfFwaM6M9E8eQ9vZVODeSAoNUXmf5j4f9jPeLHfYvH6oGXWsbve5JfSbuOx2lPYqPnlZwmSMz7SIQQ9v/w4ln8ysXibn/ukp5FIeYjsUoNjtKMB3Fin37iMrzGLiAHDF82qVU93lI16//DCp/IJi6k3ZkK0mY1vpUvJvdWFAW6YB17g1f0bRVpW6Plx1ghwtw/acWOrxkKvRqkE1Wexot5NVu8OKoKKdCwCxTQfwg0LFLbksXPqH18NNd6mJ6gFWJUKanoE5MzsOy0arTvtZuZhs3t9PV1g9HnVMnY1OHKvLxDP/abMC+Dm+Rti1mqh7Oq2fsSKoPC5lgSS0aYOmfP4ejctY3jaA3T1qkL93E50cpVVryRi2/g7kaWXdZFPhyS0tmpRGyGWdmBHTokKRUYOdRBrCSmwXAK6doibeb3ko32p1lThH559uONKMa95XAKkaZqUYACg8vi7yd16sA0PZygv1YpfwaL6qyRjtbuwn0hAfVpnCuoCZcb+ixHR1P3ImXdnfPXp4r+M/o6U10+80ZDM92RdlUBBQkmot8ruzW40PZUNeolXoixFjlD4h72/sJdI5uyyEsQHgghI1CR5r6cEPq1TSkr9WgMQV9bSk5ixt0bIsyVodYmO1+r0Bf5CIVQ+n1TdP895cm0qjCjWpgkfXev7dkX2DF32PLKAmDJM1bEsriPzdVHAGGR/c0iPlUef68qZjzFNKg3DMk7RcorTVxxSQ7fMHyXuRigmcf35fk+Kc9ZXQpB2ZyZ2rcegX5CcTWScrjVaA6oG+dpDSKhqTRVUmHUwebh1El6bFOCrKOrEi57BKoEyPccJXek5ku7JAFG8oS6Cea32BotfG1u2uMxQ/0AoUWtk2jWIyJ4dxBz95DACQ/NGjkX0JHgepoDKcX22SVsN6YUESeU+vHxLzUrYW7Tt7bBqC2i267CY0+2+Cwn/I/iWAISBq2mbFnTwxZFxKtKExpINDAAQcAoLcy/GTDg4BERLmYeGTgUNAaHTlOugAWca8mkVbnyYAsb7HZwjG5jD5lYKB40T3EKDgEDBDOttqe7Ctlq6A+Fjyg8JOAhCBk4NDAPjBh2X4wYeUW8XlOZaNTiYA0cp0cAicWha2Dg4BoG3AHMR0cCiOGZ5WIE0HhwDwow0ju//zhkYWoNXBIQDcPXvk+D/XDbMSc9fBIQDY935sHMNNB4cA0GORYKWDQwAEHA5nXDfsZOXYlobliiQ4vGWiKQQrTYLDb8wSoPTbp4mwlvQW6ia5s5dPENeVZHirOrnFt90IAJFEghuminfJs24B4S0EgAPRIlQ3FCb3/2mlucCU3r/E8nUAgOQK8X8OCnWTXkYJCr+aP3y24+5m2g95+Tcr4yLEVqDwNCYvcqxl5OIBi5mHzAoUfnSUev0GTqFMX0U8lQrioNDKBi/6Htm2AoX2PFqmsqngjBGv68ujSS1WoJA/Y98pPOPjW2kyHweF3BbkJ2NBPh0rOSh02GyGQ2A4UCjtcOsgDrdSsMZBYWH5KhSWU53MdJbAIkGhtJrU0gh4l8ZBYazbQSIWd8wrGBEU3rnHgzv30DlvOFAoLcHjMJJGOShs7vOhuY/2rYWM0iFBobSzx6bh7LGmp1C3soTJBlD+37Z/GWAobUaWl2RUJaEPSaAeikxGDj3oLiLZdM+clYzkAUpujWGZC/U9PiOZ4YW99JxYzo9JyYK9lsrEvH+InpPaehCeKVSu4A3mRVtbRQeZSRlenPAWkH08ETrkjsGMDAUiY1wOEsoDgA0srBHT24Ag0+XKi6EXPiuWhri8r/wCv2x5meyL8tPJIDnKhaNMIuaJ+C2Rv9/f32BUiBmITiHh4JLUGBRnKLDwp83H8e03DuCyd5Wnyt7fHpEIAQQ45Couzq4GTOg9pB0TQLpDDU49Q0E09fqR4FG/XTEUjRtnKU7NjzbUw16mshmr/TGoCXhRrYlZcy/hmmNtWHOMvrvaoBd1g+p37p6RhLtnqPfgbdwPb+N+ODrUhNE5FERphpr4g+H/dCtO9eLDOKVFxrW3JqTFYkIaBaaBz2kB+HfLWvBuGfWStjG6wyY71bdzlm2Es4wKb79ZQb2bW4+3Y+txBeKvH+3C9aNp/+RZ9Y8sycQjS6haAB98fziVnhOMSUKQSa/cmEH7kaOnBY4e+oy/POs+sj2LiSevmf8trJlPs695ibwLS7NwYSkF6FxjNclHFzKb64cMiSleS/XGIjtuLFLXefVIB149Qp+Jl/e0eg+8lvSSAgrmZmTHY0Y2nVh5+PiFwbF4YZBykAe1Cfs3649hbTmdNP0h8Z+08WlekqGa6mvBnNgezIlVANSfkA1/ggLm66vajUQuX+5U+HIV5ccOG9rPV1V4ntxei11MFqhl/DkEFG7oT8XGWJVgl+r0we4fUN5CCD1HHRT2+UNGNnJFxxABheeMchNQ6AuEMDXDS/RVixOdBBTeN80F5FD+8cS0GKL7OD2T9t/vvX0AN75ME0hK6j4j24WxIaS42KKPJde8xRLBJtmbkOeji2G+cKwpOZfMP9VdPgMURjPlgax9b8O57XWy70AznTf4HGxlQQ9dQH5nQSFOZxSFUX7a3qNn0Sje49tO4I0D9Jj0T/9Itlv6fKSkZazbbrTDQ/V0Po31OIhTZuKJtQi0myoC/xf2LwMMuRuWp9tbgUMOELnUAgeHL14zFS9eQzmGVuBQB4h9voDBlbIChxwgjgQODzb3GAXlrcAhB4g6OAQQAYdy1bW1dvhEBSlpIcFhUdgT5ug0CbYSHD66LAyOwsK5m1rMJpmx+a8AFDj83TBhfAARcPhJpQBVEhyWW2Qp98SKCUSCwzi3ONd2EmqGlEqQ4NCqvq40CQ4fyBQcoPywF802TIjeyt4vNz0dOjgEgECCtU6dbjo4BACPBeldB4exHidiPfR3bplPpRxyPheVKqxqdX+RJtrn7ibxnrY3CLDJQRwAzOzcAQA41iH64IBf9Ac+OZPftol2uDfM5VlVO7yHTFZ0kXzf6H4xmS1MMsPMMnHM2yr0Swv6BW+pyCJ55vpyEU247Q3RXyXnzUpOpSwsa9MW5s3KEngfM08RAFwYDsX2j1sCAAjli+QQf+LwySfP7RF97MmjYmLh2bG6lbeJ354RLX5bypfwEnsA4O4SffjsZPGe5+WKcfSu+WZiyFDY+5RVS6VjJjJ5j1fTz8Wr6Ypn9pv1piD8YBwFyuPTRvZqckC73qJdctmdUxFOd4dXbbL04ob+4RP8/CkF4nekyHdw+HYp10Cjk4Vn8pxR4pvFh8x2mRrmFRaHK978eKFIfLxvmoWEWnhMl9nbEhRyPiAA3PJ34YVOPyoElMfUioVaYawZI709R/THjE7RNyQo3FJjtmFp+8P/tC9fSKvVlFB+IZcJi3bZLEEhOaezH9WMMzkSKCz01aHQR5PNvrOAjmf5wSbCJY6etdQSFOo2at2fMGrdn8i+FuY15Fz0Q/VdlqBQt4kn1pLt/8swMvAvBAwB8XIf2aS0izJinPC71UoqCX1GRtm0xACKY9RK3O2ww+ZTHqPkgUYkBbpJUffXvjIGuW51jMtupqjHtFfhvASNT+ILIORXv2OvPWCQwXeyxuSZMh8DS2+ObL+xv8HQ3rICh7w+7qdHqWfKChzqYeGttd0EIAa9KQh6U/DjtWoVmxcTIgkFjs4GOJto2Pj3C+JhH9SAps2OqZlqAjjaNoDczsNwT1Q1nJ+I34JOVlOUJ+KM6j+BG7MV0C/OiMOTlytX/GXvthhl0CanUcBig43UVp3Qe8gob6V7DgEgwePENCddQV82hYK2fBZirXbnoIeV3OP2fnkrhhiCPzFAJ3E+4TWEYtEQol6CJQGajfeTj8rwk4/oN6kZTQfCd/bR1f91c/Jw3Rx1vzmfP4drNNmhZ0NTjFWuBIXSChKjkcK0/DKYGLAEh5Hn6RrALWl0gcGz/1fV+mHXstMDcemo/3/snXd4lFXa/7/TMjNJJr0T0iCUhN57EQQUEexdcXVtu7q6a99d17Lquq+uvTfs2AALCCK9Si+BACGkENJD2swk039/nHmec+7zzEzc9q7vb7mvy8scpj/lnM/53i2WTv5yMtik3jZMkvrYymEfsrKvj0+GPp4q5dEGen6iK7cjupJm4ubG0d+4rYbem2kxUUiLocdFgULFXL2GYn2AK477GxwqFKqvka5tj8+vST5QoFAxeYNY0e5WoVCxs5vpYjWqdwJ+IdTbzK3dRqDw5rE5uHksvbaNRePJWFacmqLS0CSVYRkltQeT3YcA8GwlBUcZgrwJ2T1CYZ3di9d38t98qsOtQqFib5+i88SOU51IMVIQkDu/6J2tcArS575mHyRhHEPSJUXeT2Nqvc/coUIhABgrduARqSZgSVMXCfEx6nVEKUwuX4++pzbhXqFAfqfDrUIhAPj7jkOBlf6e2/pyKASAte5e5LxdNzQdg/SNGKTn931JG4dCABiib+gRClOi6TnLNHSHhELR7v6mlEBhpktbaWBfHT/YpbpM3DA2l0ChyxsgQLi+Iw5bR95E3uP9/fUECu/J60BfJ29+EZh3J4pSrAQKM2PNBAoPNDg0G+Oc+CgChWUtTgKFf24f+L8OhcB/GRgCwKOzBxA4BEDgENCW8wBA4BAAgcNwJsIhAFw9pOf2WyIcAsCj4+gu+KW6ZLxURxclefcuujUvbl+PzINfqTdYTPAmkm/Cd/Y34Z39zJXz5dFWVLZ1qRmpqcFgWxEOZ1nroRM6Jzy4I3TCgJxtGj/rQs1TCBwCBA7DmQyHcmxlKBPhEABiXHRxzIs3IS+e/VZF4fnGxY6tuxdboANCk3ivKZr03y7whW6/tTedq7sHMiajTYhnTAoqAWKdytRoI64YxBfHcDGWNR4K8O7MQZrnyF1i4k7uCvleovWOYy6Qj4MdCxbvidD2ceYNAKDC4TVtqwEAw44tCfsSubWZYmJNs+I0Gy4ezFWjh/uEViXEnqLnJlCFsTHArqMUwTvwi1e3Yexz2q4+srlSKUQ0pmhjfD4YxcDu3UtYPNvoDHZ/jO/SxgKeLcXS/ZQ2lL5AAA4LP/dKO7Xx2XS+GprBj8FN/UMnJ2UINfkuT3cAwjxT6tOW7QKAowHufvcfo6VENlSxY60otrm1wVAPf/g43KvT2GuuSGHn8qfECsr3uRj4r9jzpXRj2G4O/Xt0Qvs3fXcnqQ2qfM75A+kcXdHG53A5VEKxFVVc4fMYLPDq+PWmdJeJdbPfrLQmtAc/L8akV+dkxVoD9L72PnNHyM8VbUcXXSfkzU0o65RCD/x9ta3t5DJga92hy2G5E3joTKDyAAafXKOOh+iZt0uJpX56fTmeXl+OF4KlmlKiDSGhEAAwbDZ7z1HzEBg1D7Nz+fz7+R66cbG205jL7TXt2B4mQUqxcF20RHulkV4T9+SF6DcoWaZUA/NACC/C3ZJiKQoRAIPCR2fT8kH/W/ZfB4aK/RQ4lAGxJzi0uNqJcgiEhkMREEXVULGA1w1/FneXynCoWHsqj3n53aRcjBeC6ePNWreQvPuSb8ZQJpcrkRNKRDgEgD+uO0mUQwA/CQ4BwGHgQDgsIwZTDZXqWFEN68fTIsmiWijDoaIani9kSb5+6WB8diFXMWQ4DGUKHComwiEAZNtMBBAL/Q0o9FPX/970STiQwQPV20IkuwAMChW7YlAagULFAy0yRY3HAr9ZKCcUAg4BIKWWd02JO7kL9y3nZRuUTO9BaaGzVwEtHK7pc7HmOVeHKFju8dPFX4TC780Mtk/2oipScRoHHREOAcDYyu7bZj3fRY/OshEolAtVK/aLV3mc6tjnDpH+t8ohFRUXV2o/NMdz9ScUHP4UE6FweHo0gUIlfMEixPNuq+mAT4hsF+FQNLF8z9AMG4XCYGeSDa0UMi5PFxYoaRN6rI1dk8fb+bV5NJBKoDBmL51DAAEKBatMpz1jFSgMZUq4x12T8tR/63D5CBTK8KSYCIXPH3YTKFRKhFzbT6gE4HaSVoBy4XjFphXw96loc2mgsN3lRbuLf7bHYIHHQI+1Xpob5X7VoUyEQr1OR6Cw8QlWL9NYQWsqilBY2hzaxZpcvl79tyWjThMoPHtD6Pu+Jyi8bmg6rhtKoSlQSeMWFShU7On12jqDsqlQqLznqHma54hQeNuSQwQKQ6mGAFMLFetw+UNC4foOPq+80pjeIxQG5t2JwDxazqYnKLx7Sv5PgsL/pP1XgqFC4c9sqUanUHLEGxWLaAdVffSuTqJoJVkNaIjhuyN7TAYcUXFwRPEL6tm9bXh2LweO6nYXdkkZoa1xHE7mxrfh3G7ayL3LnEC6izw6LhEXCJ0NXqpLxtrKNqwVEk1mpfsxK53/Hn8ggM/ippL3jfd2It7Lf09OnInc3IsPt8AjZXHlnViDvBN8B9gvyYpKK7+wV7fGYLoU3P/6fjqpuLYsQ/eutfx7zLoQR/188tW7OjUN3B86GouHjvJJ66+Ws0kv4Vh3G/KNduQb+bG1OJvgN3PAnNcvRZM95rFS0JaBMj82QHamACupIprTYNW4d/3HOXzt9aZogq4/2lODjwTAuv693Zj/Gp/k09a9At3yF6Bb/oL6b3LduAMNdpQ0Rs723G2kyQ1t3T4cT6Kxry+em0fGMhQ22l2kk8aQ3gkkLGFgagxqx11H6pbpfG5gwiXquMHhUmPqFDvbQRXLG0qS8bDgzr6wYxP6H19BnlOQTM9FLWzk2Ld0+XBEmPT9cemAkbpkBySbsfUP09TxhgenkUQj59sPwfH2Q+h+5yH13/Y10Mk6yd0EbxxNanlvLgVXRTVUbGSmTZPNfudb/JwfaXbgVIcL5ULdz0SrCWVC8tXeOgc2t9LFZmLdDxhTs5p8rtjFRFe5F7pqqlxOkzIkF52yYlEV3RwqcKiYnKHqH72AhNvkJVhxMJn3JH/X1R/vdvUlcadlTQ786RDf8Ix7qxbPL+Mxm5cWpeIP02l4y546eo2vrWjFj7L6I8VRXjCQbkzifHZcW0hhraSTf4999ijss0ehXoCkzw/WkWz4oenRGJpOr79punLMt/DKDuOX0/qEJ9rcONYuhQF10u+RGkbGB3QAACAASURBVGOCVUru+6SMAoRcZzTz1nthaOUAFEjIBHz8fA1KtWJQqpXUmTW7O5Ao1EHdmzoee1PpRuz76wqJWug0WAkU+qNiSEIPALQ6tQXliWrY7cSgsm/UcUtMb7QI6yYAPKP/Ablb3lDHTU4vidluDljRHKD306FWP0nEuXliHm6emKeOt3QlYUtXElEKJ+XEEyh8dUsFXt1C41r9ZhuBwmntNAwkNspAkkm2BnKxNcAFA3NnHcyddSSrPi3GCK8wT6XHmpEuQWN621EChcdbHCoU/qfUQuC/FAwBetAVOIzqZDditKM+JCCK1iBd5KFMhEMAEeEQAOD3A5LCosBhPdhFe8GANFwwII2UoVkrZSGLcAhAA4ehTN75yXAIgMAhAAKHAFQ4zA4GU79cY8PLNTa4ttOFHuBtlxQ4VILNZTgEQOAQAIHDcCbCIaAtLeCxJsJjTcRxD3teRbsbFe10slPgMD2G3cwKHHaFqPtl3MUanYtw+FNNhEPRVpazxXVXbSd21XZiv5BAo8BhltTk/mCwiXu9QztxK+bNZsqXAof3ndU37HPlNmuygqwY6U0swKFo41pZ/JkCh5/uDu+iVuBwTy2b4N9vYwtTdWJx2NeIcAhoyyMBwNY/TMOGB6ep43C5QwoUlrcyQEtyazuf+NNZlq2sUHrzx2ieq8Dh5MdY/JAIh6IlWrnyXHa6G3vrtC4o/c5lZCzDqGjTOpnaNyBYwqneymICF50K/xplLVOg8ES/uSGfJ8ZLiXAo2ru7qbtv3Fvh711FFVSgcG9d+A2QpZsd898MYr9LgcL24HGO8wmvDfhR0mlUofCgI7S7/XMpnlYGQgD4ZTJdFxQotL94r+a5R1xsbgkFhaJtqGxVE2VWHm/BB/vrQkKhaIEEbU9x2cxSwX0ZCAEGhQCg8waT6QzsnNpjMjTPnZIawI6TbdgRTDYRC8WT79ZNN1QyEAIMCkWT48RD2aFWerOKQAgwKFQsLdaMSTnxmBTMOFaSd2QgzIvqQl4UndNCQaFoIhCGM7n3eSggTG9jXpvzY9g9cVzou/6fhELgv6TzSTirb6OTbrKrIcwzucn9KUNlQ4kBzAAwJlvbImewMOko9cpEk2tStUv9lnfUauMczpeSUz+t0sb7XJYn9XK00FT9z6XexFd6KehUF9CyAgBwTOrHXNZCj+uNNZ9qXlMxhXYXyIvXZlE+uaFS/fvR/nb8uZwG4T4wQqpdJ2UAnjZpY41sUoZYVYcWoAokz4pcX69/Cp3oo/dQ99r+vNma91y8l14Tu0JkG3+XS7M5vxtwDRnL/UoBYFYBvbYUMFRMDinIi9ZeE3Iiy27p2pLLoADAOYU0M7OXVUtYq6r4ApFkNalgqNiNR+ji80ZvmgjzSfREzXtOy6eql9yHHAD62ei/+Y30fMkw6Hn3ITI+Mvd+zXuOjpGyBfT0mMkZsQBQ56QfNP9/Nmqec8sCCrqjpHpqdinGbmIdXVADo87XvKehdD0Z1+drN4Yrj9Prb6w0R8nXWsGx5fCPXqCO5bp1ALCrlip6lS3auONV22gIz5p7aR3ATdXaeU3u4nJZLl2ony9xErWwt0m7eSmR6ov6pHXv21JtWZB7J1MAiK7dr3lO45cf0fE1fyZjp+Q1kKFwU5U27KFJut/u7NszNDmlBDaLh16v+hO7CBgOi9G6tR1meg1ES+8BAE/voedYqQmqmHE7LccDAK0jLiLjuDWvknHlxF+SsVwvsD5E/LhcySNUje5+SfS+f+wH2ljhuZlauNYf53PUR7phmseVDHLFxsVor1eZEeSC5MUubYOHv1XTdfieqeE363+H/cOdT/6rwRAA7l9+CHcGdx7+4LFIdfNJQtfMXAaBFDZJfFbLJphpwVpeK4QF/uKiVLJQfXygDsfq+c11dbBf5MQMtqh0BNh7nQ5eOAU1Qk23YF0qZ7CkSnQ7m1DrLGzHn9nN1ZavTseRrLY8gx26aj6JLQ6wuLPLeguHzBCl1rvrzuBxaa73HgYAfD36VwB4fF7sIdYSylPBA/frZrD4l/xOVudvlScPM0/z3/BqgNXwuk24xt3rP0XXOex19Q4+4Q3wst/TncxcSiY32/E/uo3F9lwr9BRefIDtpvsFS1hc1FtPduUjYthrm418B6nX6ZDsZHAmujzMTQxGjpnzAGih8LSHTVLVgpoYHyyJkxFrRKWQ5Vp0glX0n3uAv/8T5xehYOnj7O+8hQCAXwkFWK9/j4H3DwvZQfKsYwuN71x2jL4/wReOPn9iBZWrH1vEfn8y+/1KwkxZK/8u3V4fLEY+wZoNOtTZ+ePj09hj31SyRXR4MIFBAQLRFWMKlmlSWiwqLhXlNTIUin2FV7TEID+RT6YDg71cT2QzIHjiB5bZ99RctkNOPPC1+tzWIQx6FIi5Mod9Tq2BAb9Ycup4qxsZgnoap3Njbwu/3oemMyXkVCdbZNKCC7SiPHV+8qz63NcGsoVKiTMb72PfUXEjf93AIeP8TD/0p7hb1Fs4EYda+HFOCnYOUWqjjXyWqQTbJ7DFYVHafPW5SscQ5Twpm4nzitjniq0pTbuWQTeIbx79FhumP8tj/TbOYeA2fwcD1tcvY4WCFTfwUjGrtC87n0e62TFSPJxK2abvy/lzbxqRiQZB3Wnt8iFdUEeU8koLc9mc9vAe9j0uC2bn/+I1rsbIUHjHV2weuWQ4u9dnO7iqutgwHLFR/HPmZgbQbuKLqaIUKuW10nRsc7qkip1v5V4BgIdXsOz8P57D5tj8BPb7XwwqYLcHYUd09e4PKsjjfWWkb7yiFCZfc7v6b6VIR3E3m1d26nlYx/BkdjyVjZgST7wkWPT4gmBM5Bu7uap6flCxL/DWImDhmwZdNwOSL5r4NXFu3yQ1674ohh33lbX83lQaPOTGs/8netk97gtuaroFulJ+ucXTCf9Wnkj2NwsTBvoLoSfn9EmEpZ71gvZWsnPoGM1jkJUyRkrvY1cJu04Ns1jiWrmDH+f+3SwhpT6+MCQQ2gRobLC7US20lesVZ8G4LH6eFZX+zV3sPqoPejueOpedd1FR3dvO5oORTWx+uq+WecOGBOuSDvnzjepzHX/7GKPTOOAbHC2kGkJ9InMFp9cytf5wIlsHC4JVLawNfL5Y5WLrudKvvsXuwl/mhveK/J12piXeP2p/mVuM57ZUkn8LVTJBAUTF1le2YX1l5MSFK6WitR/uotJ7nI7uDE9kT1YXTMWi7dT1ktldQ6AwlFX6KN1criuJ+HxLfYl6Yyt2/k5am8lerFXBAA6FADDbVEkeu1W3B5EsI8aIDElyt7ScUKEQAB4aH7pmWD+hrtmXJ6V4Hkf4JAoAiGo7iag2ei76uSo1UChaTlDRjBeKaNdLfUEPF9ByDLI9WLkID1YuIv/27nUjVSgEANP0q8jjs4KFvBUoBICcPy4kC11le88Z2aHaXilQCAB766k6oGQIm4Tanb3iLCTORn5NKDs3WesKFa/xB2fSoscKDCr/B4A5fZNVKASALF/PXSyUTZdoChQCQKPDo0IhANiuuAsAh0IAWH+iRYVCgBU7/0dMLJi7+67+KhQCwMJGpjaLbeQyY6OIwvztYe3nilAYzhQoBICbPz1AYgMVCFGgUDEx7C0QYu/d8BNcfgoUAsDDI8wqFALAO7ewWLZwUAgAn0vqOgACheFMLMjfGIhRoRDgVQYUKFRMgUKAAeHtkgK2v8GpQmE4E6EQgAqFADDaz5ItFChUTEwyu3Bgqno+FDt/QJoKheFMhEKAlmI6HMZdrkAhALQa41UoVEyPnqGgvxSPLK4dxrzQSRMKFCqmQKH6nt0nVCgMZzZJSaxuj5zM8+auUyoUKqZAoWJ7200qFCqmQKFiIhQCIFAYytJrd6pQqFiBVOpslStbhULF/sVQ+E/Zfz0YKvbclkqklNKWPTIcyvXBZPvicBNSpUzfN4ZQ6f3DXSehc/MFWYZDABo47OohpX5+UgfyjHTy8vWjBbAv15XguE+Qq33az/VKyRQGyZ0kw2HmmhfQnUlbFn1tm0DGMhza52hLL8jusi8qqJtKhsPLh2QSMAplctzXj6d6LjFw1ouRS7nkhHB3y/a+hf7+oXE9t9GT3ZLh4DCSyQt2qF6bom1r9OH+V2gsjQx6g9MlV30I++qI5ILTRf7c0sxJmn+7cTx12b1p1JbNkK2Xl4Y8DGz6McwzmfmXPdPje8ZerY0Tk83QShcaUS0EAGPZFjLODB/Kp5oc3xvKJqZFPq5SeUZU9e65VVtOPHW1hZIXRLUwlPWWajO2dfW8SXnlRpqxLEIhALi9fqIWhjLZ7VnR1nPGbyQoBIBFe2lc35aT2jnDfYJuoFPOC11hQbRIUAgAh6Xwjw9WHIVscq3TKYsiiwMDks1ELQQoFAIsoUc0W5X2Htp2mq5nMhR2SNUVFqz2ErUQ0ELh6gF0fttbp91gimphp9ungcKn19Hs5srTTqIWhrLrRtNjKAMhQKHwgsGZGigc+uyTZHy8E0QtDGVy6z8ZCPslWdFi77n83f+m/de7khW7f/khPJrIJ6jmgXM0QCb2Lv68it0Qo4WYoA2VraRkR5PTh6x6vnO46QADs9dm8dgqQyNXD5TM0dxYPpEYOhvQYuHKY7KDKV3ftnLIOy+xHQErnygrvdHIiRHe49hmlGVyYOlraMe+Ln6Dj/Sym8yexncrvg8ewfKxv1bHcwuZW+200JIqUyhKbKljZQqWOvmO+/zOrbi/ie/QnhoXg9MWvggqeSbHhf6X5a0UcC/ONyOwi7dfqxp8Ecn2VZSAqbn891e3uzFKxxXBxrg+2Clk956b2KlxJ0/5mC+Aa29nra4WH+FQP6tPEh4QJuz7ZzClq8DCv/v7x+h3/3THSSy/mv/+zvf+grYr/qSOdTod7YcdjJG8bjlfoBadTyezwzdci+xF3LXT7PSRTgFK43ufAPkGvY6U+zjZ4cKNT/N4t7/cNg7zevNz2eCzwiEE4h1pZt9x7LJH1X/bOv+PqBYSUW4bHoR3AQwN7XShLUU6Pt3PFfBrR/Qi8YuFSVbSl/XiInYv7RGSbmYmdUEnFH73xmXCJLTVa82fqLoVAaA5CMyDt72i/lvdjDvwkRDc/8AIGwIG/vuf3t2Kc/vTTeEQBw+hWOpmi8f8NA4juvrjaM3nMZFK6EFxEl8UWtwUEBI3vo3A2byQ7uluH9L93Atx/5ZWPDmNq22e4MbU3Mm/e8AUjdN6DvAXvLwNH/ySJ4Lc8WUJXr6El9lRYmx3C4kd01MDONrNCdagBzqEY/jjqTYsXk/VnG9u5/FqiqvwowNc2bxzgJ5kzJaC3fdi4fL+SRZynT2w4ijcQkbw+0V18Ds4nK1ImYFpeXzeUzay++r5PTQgJZqc29xEK/ZLHXSuHsEXZsUNLkLhwuGZJCs6NsqIkWVL+edOugqWCrqpUkKNAA4K7au+UP8t5ur74fmKVxvwB/syi1A4MMWiJicBwOe/nUySGGJcbZj6Gt+I3DF3AC7s4Ne+4rEYkMwB8PsTbZhZskgd2+fcoQHCS0xcFXfksrJgewWVdOyRzxFw82t9Rd/LCBBel8wU8QWr+b99di2Pz4uqZuLAt16eeT4nx4IvjvPzdnki2+hVRHPXe7vLR8pbZdmiCBBO7ZeKytP8e/5uQm9sr+XvueEEOw9iO8yiVCvMfiHjPxhuMiiNX/97hesp5rdXAqBA6EntSwqUD+w6hg2+PHU8xc02D829+H2YYqextd/bk9BPKP321s6T/w618EyM4b/C3Fu/IOOThVQhI4t40Cq9VEXsLXU4MZ2gE4g/g0rZIhgq5skZTsZtHq1asK2GT5hzs7TnX87KPdFJd49yKRWATdSKfX1Muwsan00DZDNjtTuu78qlnq4n6PvcN42WpahopTslGQwB4KKW1WR8qP8CMpa/R1qHtlbWcjtd6GdKBYfPfn4rGa+9fRQBw3VHtVmpb8yl0CaDIUBrqAHASTfdtedISu9131AXtwyGANBhoLt2h5RN0SoFO8eFKNg++yHpmD5JFaYT3fR7xr91Hxkvnnq35j1vG0GPsQyGAPDwfv7d5vRP1Ty+X1ItC6Rgb7EchGK6enoPVWZSxTFzzQtk/HSKNmv6/tG0VuBhO72mRDAEAL+UFdpm1ap+NgM9LzIYJkjnxeTU3nMBE5Uc9d0UclrM9HND3dey8n9MSgrJslHlEAAcwvvc9ZE2JEQEQwB4d6/2XN9ZSH//Xi9V/rNtVIH/3ddUOVyUq1XOnKOoQidXetgtQWBbiLIqIhgCwHfH6L09JIMq5VOrviFjYy9aDgqgYAgAnUte1zwnysavZf8F92qUwpuEOpsAsOGPNFzgXGmOAoD1k+l3FxOEAMD/9XNk/HV/mtAGUDAEgM0WWq9zzIEPyHhxNk0mWbpH6/oXwRAI3fpRvFbH9tJ296jppOfuYykUKzdFqxBOzOP3scWgXTdl9VauPQlQMASACToaRlZqoYkhjXb6PYtStZ5FGQwro2hNyL5p/5buJmfA8F9lvsq98NUysOgYxGPG2l1+1QUgFrF+cnewmv9QtlDkBjPi/MFA4Xlv86zeldM96o4MAKyuNtL2ztDEduW+tL7B92AT1Ov72M1/WTFbBMTs6W+brDgvhV3IAaFId22w60NG8LrXBYvZlnex31ApuF5Sok0oTuELkNcfgDilfxuExHP6spuuLagmNDiY3D8smGGtJHIAwLKOVEzLZSD5xDquNjw8k/22rqAykAD2Pfa2smt460kOlumxZlKWZ1wFm6CbRrCFvTH4+YqbITaoikV/yXZ3sWdfCgDoFrpYrKloI3WwBiSzv5VSNTctYu7k74ILnxKkP1RoS/TchnK8M4ofP286e/9AsHbeB4fZJLgwm0GvkrF6zVJWKuGJYKJFmpChaHG1Y94nHGiTYtl75QbLjDwygS2qynVlD8LgTmFhLEqNJkVblZpgSi/T2X2Tyb9f8BgrP/TGbzkUTkylHVXcvgDWVfCWiQvWPAUAiP/t3wAArwcD5ZWsUMV1WtrKJ/1B+kZS+PaRdrYzvm1csIdxsCTMWBsDljfK2GuvH8aV9Q3VHZghMJDe7UC9iYNo5km2aPoKmJvyZBe7JtRNw1fMlWzqza+FJ7uG4oFh/LpXIOzxH9n1fkEx+3ylfuPl0cEFIoofH390IulL3B6ViB+EhKELCtk98PlRdg7OCmZVL9rDjpuS1Smym8HRgvYoHj6g9M41trD7yB/sgCJDoVhysNPlw6EmvsANSY9Fjp0D9A8upkQq5XGswUSly55m7dHeuUPr8r/roz344jYO3UpLwrpgrO3KMjZP3TqaLXrmYByvmDSxzx5Fyn8kmA2kzuPj37M55J0k5tbU29gGrnIgizlVFDQruKtxU60LU9L5ez67h12vNwe/x1PBXsyPTGG/uczO5okB7kr+msoYktlc3tqF/il8gc/YzSorVA9jc0pBE5vXdVY25yrnRMxItS5+DI7L/qiOE1ewa7D13N8BYC33AGBELLvuR/0PSxh87kauNA3PjMFJoXXcze8yD9QdwTlEVQyHzmLfI1h8X4k7ztnAYsV95/EizMvLWnCxjycn6izsNSfTmaekqp3NWxNs7Lr3buFqacNk5lpdV9GKKYKX5q6lbOP0+TUstCgQ9BwsP87uBSWpTazX+5l+KC7N4lBVpUshrWOVfuLjMtgm9Y5v2fX72Bx2D78lxA/eFDzXh5q6MMnENym7/OzfR0axedxvY5vR1w6w73XDcLZui5vrYy1d2CjMefcXdOLVOg6c0/LZ30oynhK20+lm94EIuaktTD0MmOPwSSNfnxWRJd9ZDkMeFYL+hXYm+eRfZYa84TBkaXeE8WZ+qLrN8eg2U/XsE6nulL67A/ruyHFtXVKcjC+Vqmn67k4VCgHg00PacjrnpfJdp85th85Nd9D1UuhNH2vPweNyO6Xz+tGyLwlSH1K5EDAALIjj3/vB6QV4UCpgazXqVSgEgOGJPXP+9nxaAT8txkRiT+yScmZf/ZnmPWZISuERqRvBGwtHqVAIQBMUHsqMDcc0/6ZAIaCNd3xw+RH56Zrr6bTdrUIhAPxpa7MKhQCH4EgWbdJrGtyLBWSX/lFbeki2UHUlFSgEgJtHZpEFtS50mUONKVAIAAWJFhUKAeCmwp478vijtGqBAoUA0Nvqo0ry/N9pni9CoWIKFALA0kP1pKj3YmfP9ctCmQKFAIvrUqAQCF0LTml9J5oChQBzVcpQKJsIheFMrJnY5fWpUAgAv3hhc4+vBzgUAsCcwlQVCgHAJYRrKCbXhAtlChQCgL+TXr+NDi+BwnB2s/A97puar0IhABTG+gkUAtri2KFMgUIAOJE6UvO4XKYklClQCAC94qJUKFRMhEIABAoVU6BQtSAUAoDe7dQko4lQGM4UKARYLKIChYo1TL5RhUIABAoVU6BQMQUKFZObOIhQGM4UKFRMgULFbhrdS4VCAAQKFVOgEGBAqEChYrLHRYTCUHaqo1uFQsUUKFQstaVEhUIABAoV+zdD4T9lZ8AwjBmy+uCABDzWNiop9wSHss1ZZ0JMC5XtK3xUQpbh8NZ+NHD100MNuHsrvWl9Nkk5kOBQdiPLcNjs9KCn1ppz+lJXWyg4DBhDZ8Ip9tcCmqig89EJTIbDhhABuYbBtCbb46vp8fwpcCib71PauUDuVCHD4btjtZN1leAivqYoAdeupi4tGQ4zQrjhZbtsaOi+pIrZdtDfluXX1kS7pJi7a1cd17oqP32QuqveLo0MFMtm3BfxcQAwNtN4tFcq6DX8p/ieexXfkk2v4YnZkRNhlulDtwIUzdUWOYu6wddzpogYawWAqIUAEO+m56DK3vOGx2SPXD81+5p3enyPUJtG8h5uOjdNT+4ZrmTbuJC6YG0hEudkE9XCUOaU7tcPpmtde4paCAAbQ9T9y7TReeeGkVma54h2tLPnZU92r4tQCAC5US5VLQSApfXauS/20t+QsQiFAJDpoOvJE9dpYVO2SFAIALqDtAlB+WRaLxYAUQsBCoUAsFxq/1cykrYhlS0j1tQjFA7NiFwpIqDTE7UQ0ELhrRNptrAIhABgkxLX/bGpBApDmQyFyZU0eeyeodFELQxloaBQtIYkGjuYaDEh39lza8D/pJ1xJUewtWVc9RqSHo34Tr6770pg6oEY67e9ug0PxPA2VIGBk+Ew8gXt0vf2YOU8PnYkF5JafvkG9l7NBr4bS/Hy3curx9hzTwgt0Z6eEEt6vho6G7C4lt9Qk3MTyOSrQOGJLn4TVrR1YXoun8D9AcAkxDI5ouJIxrLCkKuC8YRKB4QxUex4KVX0FRdqR7B/aUIVj7d0FkwgLvmAwQTs/14dv6wbgzYnX7zO6svgbGIsP971pjT84Tseh/T7swuJK7X3ir+iYR4HGWXiKROSXfqs5tmq1XNY3JyYqJFkMZAYrbLTLgzt5opfwOdDeSKPycmJDuD6L7mC+P7ZbPPQaeOL6i1flOCdy/hr/AGQFmgPfn0Yf5nPJ5NP9zOXySMxe/nnevmxWZt9LgBgZjL/XRX+BCRZObx/fqiJZL+eaHPDLXS3aQ8GkyuJJorbWQzTWXGshZRVSZI2B41OL3o7OBQeNLB7ZGMVv4bFnsDn9WPvJfbE7Wtoh76LXxeuFBZ6oFx/Fk8ndMKc1QC24IhZ5/PyrDCc4ElfrsLJan1OAIgdPBLeFg5KxgkXoF7PJ/+3drGMz1vG8HOWVsNVLF0suz+fr+H36a8HmqFz8ftSKSUyIpPfV4cFFe9wsG7ZPYM5WPps6fjbVj7H3DS6F4qu5kkz9c9Nw6YAXxwHJFsJEF4+iJ3fpC7+21a0xODcRPZZejf7fHG+2OeMxghwl9yQ55jb9flbuMt4Wgw/f43R7JikGIVSMJ169N3N49B8M25AVJcABjo9fmzjq3ZyNLsPo4L3lVI/b4CHx2F59m+AYQKPJ6zwxhIovKYogSQAFEaz67dDx4Gu2cmvq4IY9rcIhUWeSty7j49vG59LEg5tZj1ahGx/xTuRG8XvM+PpSnzZyUF0Yk48Uv38WmzQxeGboxxO5vVPIUCotDH8vpEfn1lp/DOPuNl60V8o2r6k3IFLrfw9vBkDCBCW950DjzBfK80DxESOtBMbEBDUqlMBGwHCm/rqsK9bcIkGz1kvHTvo1cGSaMoG1xgMPio9za4LJVZ8VBZf73pVboS/H0+C1DtbVZczwK7/L0r5d7ikP7u/xLCULJsJ8UKTgk6PnwChsfkE/ML1rdR7nP8Ve9/ZQzJIL+OpwXrEIhA+1ZyHe4Zyb80bxzz45UA+Xt8IzIziWeHfOrNwTitPAjJksnlPBMI1Fa1ItPA1V6lN+m+2M67kf4dNNfGTH0o9lBXEcTlUXteVbiLjz64bQcY9qYey3drPqFEQe1IPN1VRV0x5l1GNMwxnsnoYI7VWkom8sq1LhUIACBjNRD2Mc7UgzkXVqugTNJBaVg9/FaDlKtYe1+78RCgEtOrhyXNp+ZFTnR4ChbLlrHwaOSufDvs4ABQm0V2sziDV1nLSg3ft6nYChQAIFALa4/3E+UVkfNnQXgQKZTurZgXOqqFtB0UoBKhyCGjraon1GQGmLsqx2+dKIQWysiqXZRjsqyJQKNu3x7TnVIRCADA3Hyebkm4TVQ7TYdeUIhKhEADMZfQ+lM27dSkZ3zgqm0ChbAF7G4FCAAQKAeDiVDuBQtmK0m0ECgEQKAxlIhQCwJEW6rdfXNJAoBCACoUAc7+LUAgAw6K1YSAiFMqW5qwhUAiAQCEACoUAgUIAaHF6VChUTIRCAAQKAa1SqMTxKtahsxAolO2Ew6BRCkUoBLRlwVqkElCdLh+BQgAECgEQKARAoDCUfd9oJFAo24CoTgKFAAgUAlqVsM9xWnYNoFAIgEAhoFUJRSgEGBAqUAgwIBS9Hl7oVShUTIRCAAQKARAoDGWlrT4C7csJsAAAIABJREFUhQAIFAKhVULR5n/VrEIhAAKFioVSCUUToRCgUAiAQCHAgDCUSqg+PzqyZ/HnYGfAMILJ/v+SQAZKApFJ33GQtpCLq6a1obwpBfCmcHexnFFb4YtDkonfDMsbTFjeQJ9zu9Qj8tBpOoFdmk8XnFB1okQbkRGrabknZ1t391BLca8vDXt9kWNsrtwlTRRW6orfm0OzwBWVULEByVYSW/XmrFS8OYtOBLHCxNHf7EC+kS7YcgvDJYNpOybZSpu7UdIYOXDuQAP9jHcupW7NVeUUjloloNpb79C0eBpkpBN181Cabbiv73wyfsU8hYzl4tuy/VDRhhopTmayjUJZipXOumtP0MW5y+vHqRDdCUS7dYDUPtBEgfWUlHl4wkLj+DoS+5B2V3KGLQCkx9DrvSWPttLz96Zursp+c8h4dV/qJgw8/Wt4/vprRLK5/eh15z9KNzKfhYgpEu3c3lEImOn9cG8xvTaTmqhLSo6fsknxemkx2jqbjx3k93WdOQv1Ogq0gQNryXjP42eTcUo0fU9/iPhH0ZonLkSDjkKFXJxavu4GOmnMrc7bDUO7NtNVtJkF1L13WsrET2ylmeoVUo/vIi8F0eG9E7CvPnJMuBhvCgBOI41zfXtzZcTXXz0kXdPuTbZxUsjEu+X0Pu7WmWHvxdel4wl0kxkYNB0Bofi5Ua/N7pXjk186LGVHD6AhFTlxkUOEPP4AUSgBYGQm/R16SbzqlArQ/2iPxa4QfcFF2y+dn931dFNT30XXsJ1SncLPrqPr+cyCRA0UHk7lyaE6bzd0XnqtVnnoselKp5t42ZwevyZc4ucaVyjaGVfyTzBXO1O7tjT6ScD2IF09ljbzGyDeYsSY9bw8QMzgkdDH84m0I2csovV0AnODT5p1wUU2N4b/tO8q6cU/N92D6gCf3F/cUolrR/Eg7+IkI3Ru+povKqVYvkwb+pj5Bd+qo4tYvFmPk0KXiDyjU3XZAYDFqCO3+aryVhQmU5AcbmhU2/dl+E/j6m9p94aPR3XC21dwK3S1Y08HnyyGV6/Ctl58kVp7vBm3jaXB7EkerkL+8vsmPDybBiaLO1yAuaNEc3r8ZLK58OCbMC+gQCAWQR2UZtVMXs1SOYwh6bGkZNGyo1Qpnd0nicS1JFoMpDxCtMmAISb+mhJviqYhe8r+Zdibd646FjO5AeDXA0w46uHQLbaKA4Boox4/VHDFJTvOQj4TAFxxPH6nucurgcJJUvB5r1gTNgsFgWdY6snu/dUj3Uiy0om6v1BuIjbKoEl6ksHUoKNgKJeVaHC4MTmH/+7kyi0ECu2fPovmi36vjrO3vauBwuEZNgSe5teA8d6XyOPpNT+iPI0nuSw/1oRfefjiou8/hkDhqKw4TYcGMYNW5+qETurx/ddDftyfx493xl0bUfcSh9nNnkwChZurWzVQWCpsVv44WI86M1W20vcvIWND3+HwpvIyHKVSL+RBunoKhQYj2vz8M+M2vovmiQvJa5olxc3u9hIovNRG4S9giiYLsS++F+n33u31EyB0ePyans59uivUv8vM+RogzI6zECi8dy+DQsWGZcShtlOs2BClAUIxGW91easGCJf9gnqG3t3XgKuH8A3tHum6tbu8BAjj3K0ECBcWxaNbR+FMDEECgPyylQQIy7slj4DZQIDQ6mojQBhl0BMg3GeP0gBhkq8dAT277jzmOA0MVra5Sey5TkeBMD3KQ4AwrrsJP9rpnJwgKGtef0ADg4VSY4OR6RYChFk6BwHCx1ceJUC4ouw0ZgoNA+JOsCQrEQgH6qUSQGYbAcI+jjIChFF7vkH3cJ4YaXf7CAweaXbi7F7sO5njI2+s/sV2xpX87zTlZMrdB2T1sF2qAh9KPbS/9XDYz8mMNWkUxEYHnaB/inpoPF0Z9jMArYJoW0XrvMnqoVj8F2Dq4QtCNuXsPtrOHJes4OBRr0/CQ3No/UZZPXRb/j71ULY3Z6WioQf1SonhVOzvVQ97Ug4BIGdf5GSXntTDnpRDAMDIuRE/46Uj9Dgcaabf2+ml53e4S1svTjQZ0EJZnXTs13TTe2NWn8jnL1T9PdnOezVyd5Pz0ymky0ph7GV3kbEhxCQtQmEo86fTigUiFAJa5VAsVh/KZNUQADLjqMoqQiGgVQ4juawBYHVHfMTHARAoDGWBigNkLEIhAGAmbXEWymSlULZPW+g8IkIhoG3fJ0OhbHJXFiC0UijaAAPdIMlQKFuiVfsZsolQGMp6Ugn3t0bWQBIsBgKFoawnlVAsDQVoVcLUlhIVCgFAt5yuGcr3UOz9vbUalVB25ctQOOCrx8lYhkLZ7G7vP6QSinY4dSyBQtl8sak9qoQiFALahKr/EBT+U9bzjH/GALCT6mpvUZuTA6wfpbiDKWtx4LNhN6vjS/e9jsYsri6k1e5Ewszz0BaEw9gbHyZFTotS2QVoamTJC540poApcJgWE1nSF02BQ29SHk4Ku+bewUQR5WJX6i4qcNg5m7WsU1zHlmB/1TQD+w6NPv4dFDi8Y3xvDFz3PACgdDrPxLtjCXOFvXAhc60qcPjoSgYiLUEoSg5OKEr1eQXAFDUuJToKHp8fBxvZTntwGjvmoitaiU1rsHuQHoRrsW1WjIuBar6hg8Ry7g2WcxneOwGXFKVCmZKNLjYp/c8aFrd4z4xCog7GmtmtM6k3/w6bT7LvoNv0EQKTWdunJz7m7aAevHIYLuqtBwIdxN2Wl8BAoLKtG2Pj3QiAqa86jxP+I9uhIFXz0AVqfNfwZJ1atb9PsAh0ebALwPxgj1W6a+3CgGCtymMt3UiJjiK/x2BnAOqLTUEgKhZRweQjtyUeUfuW4+rg8z40jcHUPD65+gIBdXfZJ9GK8lZ27tq7vVhWAyzI1qHcwxaAUVnx2FXL3nd+MIlFiZMbFsOgQenz7fIG1N7GvWwmzH9NC4XDM9h1sLfegbGxbAFPdDWh1cyUSiUT3B+diPZgEliikcL4nKY1WJnKyvZM6B0HPPAynE/+CgBguZ/3C/f6A0j1UEgv7DwM5LB71FN9DN5xrL7mAlCleHIvKzad6sLUxCAYuYFAsNyOcp8q1/IHJylwfdzOlb4rUtrUZBwEyywpG4nsOAtqOrqRGcymzbRZSFxuSZMDg1JjkBZs2RkYfwl02z5X/xbtlV2snM70fLaQFVeypDBdyToEBk2Hd9VbiAVvbxkXDN9IsRrQ3OVDeoDdO+lW4FBXtAoM47Ljsb2mHZcks2sggFjo3HYs7tBm3/++NBpAB4qD0HtZHl3wn9nAkpxun8TiLrdUs/u4TzCaRaldOiUnDhurOzDLGvRYBADo9OpxvDAFWHKkGZf30m4qT3WwOc9k0OHVVTyh7Lx+rJyVWFz7q4V8E6Jg3OaTfAM+tpcNZjVWmx2Ph7/i2flf3DhKrZkq2nAB+u9Zzjdwv5vGNigijO04zUFMceD08wTj4VoBR2I+VlfQ2MybpQxuvT2olsWx+0XOsPX+sEjzHW3BWPs2Szbe31urebxNankqt22XgdBspEBZJLTh8/gCsLu1YTIL32OlcB6/YBB6h3B9m4LzuTs4D1jWvskeGL0QALt2VXPxBC0lZlxZJwHAAxOJo+22JJJESiAava3Cb/b/34JC4Ixi+HeZfHJFSAS0MrcIiQAIJALQqIdyJXwFENXXO1waBbEnk9XDk5JrRd4NyeqhHFuYZnCpkBjKBq57XoXEcPbQnP54dgHfdbVIqpnYngjQumsVQBRtj4NPHg12T0T1MN/QgXxDB17ZWhn2OV5zHK5cwh9XAFExu0s7OZ1XxxNAdJs+CvveAJAe6FAX0HAm9+ZO2b+MjOUq/n2SolUoBLSK6JHmLhxroW4yOYZMtiip04ZsBp30HRKtRDlfVkOvn1FZ8SoUAixuVLQ8g1ahOSWENZzz8nbN4wogKpboakJyJ1eG5FJBiRYDcg9/rY7nNK1hUBi06AdeJlAIgEBhvk6bUKNAoWgX9eObhsm96O/UuR3k3tR3tRMofO90JoFCgGdoA6wwu6wuZ4boYDIul0N8WrQ2vi0cFALAuooWFQoV8656S/07duULKhQq1tM1rUBhOPt9aXQQCpkdqusIC4UA8OLmChUKFRML2gPgUBg08TiGslMdLhUKw5kIhXefXah5XIRCAAIUAuOTfAQKZdPrdBieGUegULYEi4FAYZtO221DhcKg/WQoBJDScUIDhbLZ2qpUKAxlbS7fvxQKAWigcOF7e1QoBKCBQpOrQ4VCgAGhCoVBS5ES9eQELREKAW1yFYVCUCjE/z0oBM6A4d9t5kTqFiiuWUfGY3pR18T7+6jbpzFrNBLO4vFheukMHG7qgieDQ9ONqU1qORjFOt1Uql5SQie+pmSa/HBWH3phynD4ffFCMpbhsNmv3YH9puxt9e8Xtp3Et0OpG/aTq4eqf9+xpATv7KAunOjP6ITw53W09l2MFFg/NYHGTcpwODw+shvZ88N78Kyh2ZNXjeSZp3tPtmmO65PzBpLxrBTqCpPhsGoojVeT4XDBKdpaS7ah6ZGbwAPahu2j/bQeVoc0ERcmUKdAakxk11eNMbLbS67ZFcrO7xM58UIOhh+S1HPRY9Gs9ZEXrHWtkesRLiltwiKrtrOHaN+VaWs+ipavp4usHEv61GJaK062ZbWRf/Ok3ASMzY7sAh6SpoUB0SJlVgPAxmzqovavoDD8a0P4THgAqJv+q4iPA6FbXIrW+m3k0ItHJtKENrnu3LWjadyxUiJLMUsPYTUA8NnOmoiPy+dBbsM3LZ6OvzlGNw4HGygknpQ24w/NKyJq4TXFNLEmLcaEVlfkUItO6XEZCk+Y6XGSoVBOIlM6hij2fG0KUQsN59xCHvdXHiRq4S9HaVXgTCnWWYbC7useI2MZCguT6MZHrjX56Q20HqNca3d1HaVS07h5Gig8JpQNW1Xl1EBhiV3aSEuZ1R+W07nNbNOGWf1fsDPJJ/+g1bcxMEk6QnfUh7Knk9iWL0ub0CrU47t2WCapida2dgVOXMAD4v1+YFgaBzFT/WH84OH9civbujTw+cVBDp8XDmKxIr2EPqTVwu53bTlbwMQg/r6C0jnr0CL2xzxeLV/c9aXo2XvZP/iL+m/fT6KFXM/b/yaMl96vjq/4cD8K0vhn/GJMDnp9zV/vvPT3eHEr33n+YXoBKtr4DXa0xUHixza0RWvKqwy18WOsJIzkJfDjKMKuaQbrF7rPyRdWMabGFlRBxMkyD3yy/75Zq8yMyrKReny5+z9D+9gr1PHMx9dhx1Qel2kYNx+tRr7guH0BkrFo6W7FST+PPco+9BX0A3gZEX9MMoxNNPPyQBRXLpT+yL1i+MRVbeffrynYTlBMCOlvP4yqBFZmoZeeXd/1AT45ZxxdiVcDLLD+vGBWrlhKxqADsqP5+OtyO0qFmpuXDs5EQLhts21RiArw86p3OVRXMsDcyUVuvmGY9nkb1l/EH+/KGIS7Yyi8v9CwXgXDGUr9vVa+YLXmjsOSUqaMLOxigeeBUTxGqNNvxHKhT/g5hclI2P2lOtYNmkIWA2N7LT7p5AC2oH8yxj/CM313PDQFOxv4/TfW5iRQeFFcPSAkn7x3mrXoUpJ7fqxpxyWnf1Af9024HAA/7gcanTDfSjckzlc+Qz9hEd3X4FDDLwAg1WrAJkHRmtzbRqDwtbQLKBT6/fCP5MfI9/VzBAp72Uyk20YfEzvnXwcP+8hMG1GvkzsqAQBtS1jh7lVT7sIl2Rz4HtrBvpsIhWVdfD57Laj0i1A4zErhzB2TSqHQ58bjx/gxuXtiDi7/gId5LFmQDr8Q7/lRWRdJsFr49k5suJbDznpHEgFCX2wqvj7OlSkl9lCEwvOF3uA3fsiO70PzuAgwIYt/vwMt7HiKbTMzhHJQ7cFNrAiED6+iHqZF06wECA802HGOFA8uznEF3VUECEf7yvB8LVf3b67/ggChsa0W/kpetxcAmou56NEczBQXgdAjSIamRaxdoAiEYg3Z48FWmSIQ1gidYG5fzM6fCIRWIwU1s7uDAOFZZZ/CNI5fy01RaQQGx6WbsKqKb2bmZOkJDA6O7sL9m/n88JfJqRoYPLeQCTEZCT1v9P/NdqZX8n/CwsFhRxGtRv/Wbhp3cXcKVc/2xNMA2SUH6/Dw9Dx1vOGk1r0mxhuKYKjY7eM5TFaHcItsENr+9E3WXsCzCvikKLsDAMDy0SPq3zHXP4SlZVROX9CfqpS//55CzB/rPybjp7KvJuOrhlO1o7+RyvdynS0RDAFtprWsgi7rdw3JpA5VkqFDSIgQwVAxGRDlzGx5xxq3+X36/pOuJWN5UmuSsjpzfLS7hewiFcEQAAYmUXVQBEMA8FHxBQCPKQW0bmIAWHqEd69p7HDh2hFUGRAz6gHgqW1Uzb5kMA1yL5DERbkOZB+5Q4CUwfurPtQVesERGos4w03VxeX6ItQLHXWuK9bu6Bcf4dfyFR3rNY/rBk9T//68Rut0EdXCl2/WBrbXdfLPvyhWq1aV2zjsRhl0yNj7BXncNe4yMj560XlknL34azKW3XdHmqmKN/EgvS6NmXlk7B9Ok51qOum9Jol4iI3Sk9qSYqa4YoZFD6l/x135G83jSt9qxUQwBLRJWjIY6l3Uo/B4KT1Pu07Q+/mLy6h7WexkBAD5Hil2zki/j9z5JFSijQiG1e3aOVkEQ6ffQOYfgIIhoD0PMhg+JFdpkBIbZZXwtDTfyNUObhtOE8j0+1aR8dGC2UgWFDhTiHaaIhjK1yVAwTDE9EPAUK7WANA5dGOVNmxhdjK/9h/c4cTcIjmBlB6TbCkR7KM99H4dlEWv7Z8RFAJnspL/M6acfHvxbNiLeRZtfNl68rw7x2bhzrFcun+6OYc8XtJgR4lQXuLCwZnk8bNs7TjLFj42597Jubh3cvg+rnaXD/YIroiRmTZN3SnRrEa9BlpcV/1J/dvx7qO4oJDeIMdbI7fLClz5RzKeM4C6MHPj6cTbYNTWNBRNds9c8ibNDm2fdbvmO5S18Eniz2souK4oa8FmoTj48kYzljfyyT8QFYOzsyj4ZUgTVaNUUmJJFs1eO36aLh4WJy2TcKKVujHEEjIANG6MOKlGmlws+ul1FLL6ddG4STnJM6uGFiFPs2rnmff38JIj8kT+ZVkn+qaEnyDztrwJ/6o3wz6eE2tQE7BC2cdtGZi4mxaXnSF06eiTaEVl+mj5ZaqN752IY1JInLFiFxkHxl5AxrphdNM3S1Jg5ksbonEx9APGxtP7YoOftsCsTyomi6Nsz+gm4qUf+eIU3U43maa3l6DBEd7dn35kJaY2bwz7uHHyxUDfUWEff257Db6Q2u/lH+Du4Ngo7XffXUehLfHQd2Qsl+v58hR9j6+q6DHrZ6DAMqKVnrPuaBojFjBRaJPdnJ9cM4yM93fQ+0gGKtldLTcVmN0nETcM53P4b7Lb8JtsPpfkVq3H5LZt5DWD0/mm0unXhhnUSxB417e0ksD3UrWD+2bQTaLsErU00tqRu2vpdToimo4/20BDfex+OtfJUCj3WP/4YAM+Phi+bWOavgtp+vBVH1zeAOlqJVtpcxdKm8O/vl9KNPql0I27CIVLD9Ri6QEK/yIU3rO0BPcspZvMZKFY9pjseIwJhhz8TKDwn7IziuG/wOrbHORGsB2jcYfthdMghlc892MtaTYfU7EN73fzG3lQeiyWCCrgw9PzYGjjC/DaTgphaTFm0snir5uqUJjKL845fZNxuIlDUKzZQEC0xenGZYP4TbK7rhPnm/hE0N17BFzC9q7L6ydbEfNHjyDmeq4ALC1rx6A0Dpp9E6M0iuEfzqJlPw408u+38kgDHpxGF0zRTZvubUZ3DJ2MGx184uxt6sLMtw6Txz+9kQNC/PcvYlm/a8jj205w98AfZvTFCinGTCxLMTfNpWaVKra61ofJOUzFrHd44Za2w2kxRvwQrAV4Ye032FNE3X99kyxIdPPP3NBKd6oFiVakC+BpbaC/DwE/Km28j2pvPY1r8lvjccc3XFF4dQyVeY5ZCwkY9qmnSR612RMIGD62gQLJtSN6ETDMiQ7gyzL+HY43O9AkqCi3TcxD3hYOhfrZv4RBCH6v0KchJ1ZQHxqPYaufu8UmoAIft/Fr9oo0Ch9rHEnok8g3C4eaqIJUb3dhfG++wBe1ULj40FWIywfyx2UFCj432s0cAuWN04RH1mL3b6mbO2Dk53RZTUCT+NM/hX9fh8evWVw/EuKVfz02WwOFYvms9BgjCU043e1D+hHeEWNDyhRMPsGTmfyODgaFih3fhS+jeejCBf2T8dx2DqQXF6cjWyjNVDHkUg0UinHAIzNjtUDYh9f7C+iNGiAUFeuitFgNEOrr+PXszxqgAUKrnR+vJw54NEAobqRMbrsGCIuF8xHVWqUBQr3boULh12VtmrJdb++tI0Dob6Z1GzcljCdAKCv0HW4fAcL3dtLz/bupBQQIJ+fSzzcbdQQIje0UfMqj+xAgvCiLAvpLR30ECNffOYYAYdyB5ThawAWRZKuBXLMBgMDgJUVpSG8tVce1CQMJDDoMMWQTMSorlsBgk9NLrrFok57A4IiMGLy/n3so8hKsBAbzA814cAdfZ+YWZRAYPKtfKua0rFfHJflzCAwOy00gMAgA84v4OpRiNf7coPCMYviftIyEGMS6hB1bNl0QQimIojnyx5NxidRJ4+F1lWQsq4dyprKsHq48TiFHVg+TpQVKVg8tJ/eQsdWoJ3EZonoIABcUxhPFL5R6GGn3OGdAOmY9uzns4w3GFBxsDB/UftJjxXe/Ct/WK5R6KJqsHsomKoeKiW4TWTkE6A5aVg4BYHtN5GzO1OjIlaW6f1wV8XFxYxHKlB7J4Ux2a8nWLiXiyC7hPxTS89XaRZ8vQiEA5HupC1qEQgCoiKV1MWWTO6zItrAocmKHCIWhbHNb5ASXi2ZGznwVYy9D2b4euhV9cCD8/QMA0V8+ScZyX+sBknqij6GhGQd7zyBjuf1htlSvMyVExrNoous4lMnQJdvGytaIj0969UjEx4f0UOtxTX2IuArBrvpee3+KSuH8PG3csQiFoUyEwlAmq4SiXT82R6MSimYz6zUqoWje5DyNSiharSE5okr49KZKAoUAneO2nOzQzPEiFALQKISysiwrhPLGQ1YIRSgEoFEIRSgEoFEIRSgEEFEhBIChwjXVz9T5c4PCf8rOgOG/yKJSeExcZ3QGg0MBELeeohelWeeDWccnWyU2QbG7JuXhrkl56tgZR2Pupqf4MD2Fvz62mboWLhyYigsH8h20x++Hx88nP7EWHQBUtXejSujQ4M0YQB43G3Qwh4gZUazdq0e7N/zl5Pb64faGn3yzbVHItoUvnZJq0SHVEv7zQ8XsiJYi9TAtSo1FUSoPcDu3mMaavL+pAu9v4l0UitPoTa8v2wZ9GXUHkfdv34+i9vCZqSNTjRiZGh72egKbX26PvBkUaziGsrcatSUUDguqmj97kObx4+0c5q4YlqV5vE0oU5MeAmSfHxn+/Ls3fRn2MUDrkpWtxZYT8fGxvSKDgS4qfJ9dADA0HNP820Ghf3rUAa7GPbOlWvNcXxx3LT65Rwt9Q1f9NeLnZ+ojZ/dWmLTnQ7QfKiJDSumgS8M+NjVXey0Zkvnv6Rx3heZxsYzNmBC/rbX4HPVvuTwIAFyYF7lmq8EROWtcDsuQLWnn4rCPDTc0YrihMezjrx124LXDkTdSsrmFShMVudNQkTuNPB7n41AUyi2a0sPG8MY+ER40RmliIkUbkRkXsUj6xtsGY+Ntg8M+vq++I2I7wbmFKZhbSEOB3mvhUB0wxyJgpsHGas1PAFajDlYh9nlfvR376ilEeoSA6VszmnFrBq0J+YMA0ZkJVmRKlT4emyW43ofOYv8J9oDQoGFoZhyGZsYhT/BIiOv//w92xpX8bzB3cw3s5iTYnMIOpqYUm+LGqEMx0BgAXAEDaeIux2s9u7kSD0zNV8dWF53o1zUbMNPMd0COVAp22yRFqm8S3U3VdlKwGiPVyPNKNfVcvoDq/u2XZNH0sBVda1Xtbry+rZI8PkCaiOb0paBy9Rs0iWD9b3n7vKbugAYEXQJ05sSbSYN3gNaeatbHaeKw6oSEhBWH6lEixBdeOzmfZCjmV60nr/UXjsf6Bv75M/0U0g/HD0W2kKluBVUCdjd5Sa3Gc9I82GnnIDpYKkui1wF3fMV33y9iBXm8fuZvkCTE+8R20IDpX21yYKSwMZALp8/NpLfWMXfknbCcCNBfKishblp+s1uPK0bQSXTYLl4bL2ryRSw1XzQDXxS3O+KQGUsXOZsUW3mshS+qmbFRiJVKHyUahIz3Tj2KO6ky4MmmHVNM1bRsywYj3/ANTo9G/GGefOYeMoeA4X2TKLDqna0EDH999C3yePdVf8KWau4RmJ9DgeDpPe2IF8IaZkn3TdrXT9HvfuUfCBSOkLwBqTs+JlDol9aDYy0OAoapJzaQx9sKp5FxlDQPeN6mscS+hY+ScbyRnmudhwPBV1VuNDvpvXJzBgfCQEcLJnxFHsbmW/m8p/N78W0TBYBzaperf3snXYWN1XxeTIk2ESCUVcIPFuRqgPCWQVx57jZoVWRRRTOWrCZAmGgxECDc1Sa3gNQRIDwtddbadaqDAGGtgV4LmXpnRCCsdNL7Qq4hmKWjv7XDaMPTmyrVcbE0h5/TNwlbgm0xK9u6NDC4sYquWVcOohsCveQ16LLS16+tpJ4y8b4+2uzQwODrDfz9K5rtGhi8cQTfTJl3L9PA4MYGPq/tONlGFMK8RCv6mTp/7kB4xpX8c7NY12l8UC3c6JJ7eWttNxaXclgR1UMACASAeIFtRPUQAOyf0SLSonoIANbDq8l4fHYclh3gMTdxZnrqs2wUDl4roTfhg6toooKoHh473Y3PD9EddpcAarnxUXhhKN0Bi2omABR00Ji52+fS4/XcDuiQAAAgAElEQVTxIb4gpFp0+GSPNptTsep2l6aen2gp/g4UxYZ309w5OZ+MReUQAAJ5NFhdX7YNM7q5Oug5RZM8ZOXwjuXURTNUcil910ih9lPp2EotSmEdPZOMe0n1wuRimXdOpfGb53XtpE+3R1Zb6jojq7NyrTnRQqqGc+/gf5/Stufzl/IkGKXc0k+1u786HPHxJ1drlUDR5ESAfbFUOfmxhqp/dqkWpl06Fq8eidwW7oN92goDot1t2h3xcdnEzNMpm7VtzAJTeaztHZ9o6xaGUgsV81SWhn0MAC59L3IdRDnm0Kuj1+38XAo18/pTUPD2oRnfj19O70sZCs/Ko+EDIhQC0Gw4ZJOhUGxoEAgBYDukeoeySnjdR+E9CgNTrBFVwmHRzogqYX2nh0ChziPdsz4KmQW1tLWj7MZuNUSGwst6B1QoBKCBwiSprebVfejxkucccQ60dp/WQOE5BfTzZSj0HKfHVoTCm0dmESgEQKDw5QNtBAoB6jaekhuPfqbIoR7/1+2MYvhvNHdzDT6s4AtDuRDHNSPY+7e6nQHT5QMTUWXnPynebICQT4J2D/Dydl4H73cTc+D7gJeMib30NzB0CIuKTg9/E39+V9HZuG8FX3QXDMnEiEwm33cEeyOLpUq+OMxhRNkV37uWxak9MZvJ7keCXTQ63T6UCPW6Lilm9cdc/8Ni+RIeeBmxdfxGvWM/u0kfDCagLCltwm1pPB7lRFwRKXfx4vJS3DSbS/lXFifj7u94HOAVI7Ix2sbBc3OrWW3/BrAg823CAj412av2fz5sZ/8fZOKuhiodn9SUemNf3cSSVxqcXuTp+M5XV7mPuCHXWIZi6kmu4Jl69cF2S7E6Lkq14j6htdULcwvg1fMTvaaiDbOFUkG7651qv9bLgsc1upnDzE1bfXhrNFPAunayeneGBb9TH+/yBRBrDyrJQSWuTM/cOJuq2MbkF3reB1eXxuNT/UEXX1fQLX2y00OgMNNmxnqh7NGY7HgSDhBj0hPFJKrhCJZ2chdSZqwZw0QoXv4CogoEF3ZmIfzHWHa5fiBTjJ84EBrolWLOp7v4hP7ANxwKX7uEAZ3ikrIEXFi4hF9DH45zw5vOM6ADJnZOFTCMr9lFoLC920uU0lkd23B6AF9cXt9Zg1+N5WpCrEmP1/ew+7MtqIKJaqLj7YfwZvFN6rggKRrzaljZGf2EC9k/HuT1ETuGna/+rbT4E7OZRTgvDYYIKGBov+T3pLDvkRYXgcLnLh9GEleiTXqNUihCoePsW2HTc9BwwUSg8CPvEtwWx0rsvHghuxdEKHQP4+VwTG4KU2+Xsu+uQGFW+1F4hL7OU/7GPAsKFE5N7IbOxxXhb5sZvClQaN76MfTD+Ebqh9NWUuMxo6tGdWte/Q27b/56Pt+kfnWkiQDhjEwjgUJXwECAcFJvG6qDJVYUL9CdX3KFenoRr9U4IYep+AODc9fpLi8+2s/n9HP6p2JYtBBS4PfipaP8GrywKI0A3fBkHQHCgMlMgLDSZSZAeCpnkvr6EXHsGLYauML87OZK3DGBzQ9rKtjccVlvvmZ912jCqCz2/K7g9acA4bJgAW8RCA85+bxZbO5Q3wMApuXGw9rN55bl9QYCg5tqHJiazH+Lof0UgcF3bDMxfwCfxz8taSBFvX0BoLKdXyf9Y7x4+QCb1wens98gJgONyuKubktXy89dKVTsjGL4czT54ukjlO5Yc7wZa4RepqJ6CLAs3KpOftPHUxEJz2yphuEanvQhK4gIUKXCeng1njqXw5WsHsoKohhz8lpJO1EQH1xVRhREW5QBg9L5BPL5oUaiILY9STskvDC0iyiI/4x6CECjHk5KpLvjSOphUawnonr41tW0xqQcOyerh6JyCGjVQ7ntoawezsgPr9B8eqhRox6+MYEv4LJyCABWMS5Ur1ehENBmMcqmtzepUAgAvW30IpSVwx01dFcvK4fudBreMEwOvheVQ0CFQoCqhqHstR01BAplu+XzgyROqVsXOYZN5+kmaqGsFMoF1kUoBECgEKDKYUK0SeNilk2BQgDwb11CoFC2RIshYokbgKqFsZ/TjhOyUnjn4n1kHAkKARAoBLRKoQKFAHD7kkMapTCS3TAwhiiFIhQqJiqFIhQCDAhlpVC0wVLssBjr9uG8LAKFgLbtqawUyiphdQedW0QolG1gilWFwlBGoBAgUAhoVb5/RiVsNdgIFAJQoRBgQBgOCgEGhKJKeHWfKAKFYp975fWySqiYDIUACBQCiAiFAO30Ut7mJlAIQIVCgAFhOCgE/v+LJwxlZ8Dw32xybbh5A2mZlUk5fOHddrINmVJsnGgPTu6N8wbyHeYzW6qxb+bd6tgvlVDRp/RCIJ+XhJDdy/JCKqo7BYkWLBxKEzJIgC6Arw5zlc8WZcAvi8MHMNcsegP7LQPCPr7SS923V9go7F3Vj/62WybkkbFcsy/NHr6H54YWI5oD4Sfgcql+oAyHzx+mk0ognbpmZ+2jv2Vcd/i+qAA08Y53r+CK4JjodizMpedJ7gUrWsusO9HoDA9IfczUlXntEHo9VlrpdzdvpYXI+0tFvCOd84te2Y6z/rYl7OOTHl9Pxk4pOUlRCRXzH6VxpzJcFbrDn/P7z+6H0ubwbtyZ39Fj9pedp/GioNAnSxsCOW4xYRfN0m2SzsEL2/h7JVlN+LyUur5WTtQWeVZMZ7Yg4A7/3aulRU4ONTgng/7D/pm/I+PXrxlBxq9cRcfks3KmoG7KzWEfdwbo/DVvOHXZFUvt5TyCWggA3UZ6n4fqAayYVx+FtXdPDvt4hZ620ytp6sLuQl6XMiDBSaqZHqd3y+l9mV1PSxrlJdBY2q219BwNkVpcylAo108UbWdtJ1ELZZPBakJvuslLkq5XQzutSqCX6nXqE+lcL1qDwwuffFEJ9ouVjQQKl5ZSt3C0jgKr3RSH0hYOrYrXTLGceCkuVIDCgE6vmeu96/kcdWF5EYHCw01OJJhFdZyeo8LEKPxQzu/FHCkOUS7SvaQ0cpjN/y92xpX8v2iLdlXDHwDJhv2mtAHXj2T1tTYHm8GLCprZw3eggahoHGjmN9S3pUw9mlbAgo6H/fA0bOdfrz4u1tkCAF3FHtgHclXpwe+O4c4pHGqSrAb1wj+vH7u5YoNKxKJgKYDrh/FsxKc384V4flE6BsXxhf3NQx2Ymsd7fsa/chdabvmbOh7afYSAYnqMEfsauKt9jrECnnShJImQkPDRMfY8paDoa1sr8dwYPhH6rfFk8miMzUV5K58Qur1+FKXyBSdF14VOPR+LZROUWni5fq7UPSeEwf2mKIqoFLqGEzhrNd8Zfz+sAqZePBhou6UYY07zGoHVOVPIMQCA+7/jYPjsJD7hLqoy4IpBfLGzNLHnLbezf5tnrkJNInfFpkUbUC90MxAzW8tdbFHLF8oKGUtWoyoYB5XXVQHvUR576JpwJQCgPRh2cLTFiSnpfMJ981AHXlrMXdJrH5mBi15hv3PtbycCAAzCOfn6lB+PCx1Cvr+PH4cEpbyTEJcrQuFfXCMIFD61uRq/78/PQVlULvL38azTy08Owf1nc5gemGKBefunAIDrT7HjVS9sBqYV83vm9nG9SameFqeXQGFZixMza7kC1jbqUtW1CwCp0QYChcmxUaQNoV5QJpQe5rML2f0/YP8n0Jk5fOiiLAiM4C3HOv1GAoUZsSYChV1eP/IM/Fre2sbP9dgsBi0VwuvFTjhWow4Jn/BQlfhJZwHg12vmxtdxchJ3fefGBAgUXvH+XhUKNx5lc4oIhQ/EHFShMAAQ8LB42f0tQqGYzBYVcJPwi201nZh7GWvB6fjuQfa7BChMjzaiRFDqR6Xw92r0sO8sQuF7JdwjMbtvMgHC7w1FBAgLbHoChL5AgABh0rE16t/zd7E5VQRCUVW3GPXYWctDXrZXt+HBBD7ZBPJHECB8ZU9jWCDMM7J7XQTC3x/m3/uxrGoCgzuRixG1XJVuLT6HbFhTrAZYhHMQ292MX6zkc+JT5w0gQHjjED73693s2NtNDPCqgtecUmat2+snMFhssaM9iv8um5EBoWIGZyuBQb0tAReWs6zvNy9niWNi3d4J2TYVCE0GPQoT+bXz6i4WLqAAYZLFRGBwaHoMlpQ2YeGoyAr/z9TOtMT7v2CLdvFsxQEpHA7lIGOxPyZA4RDQVuYX6xJGmwwYaaLuRtE94rDQBu1yd471lbQ21uXFdNetExYyEQwV+/04DrXHHPR3eSPsOgGaGQwAM3oJbho5UxVAmZO//wBv+GQUANjmocpYQSLd7YvJNHI9LQA4K55P2M9J+RF3SiX1ZnxIv8u6uVSY9zv5e4lgqNizG7l7WQRDAHDZaFecNVIZkuEZ9Pl+4TYJVfLEb6GK3ynBnSTXqmsceTkZpxvp+Rr6R1p7MlFYIDfcqi1/M/YZ7nIUwRAAErpoDTRZLQyMXkDGYt9o72FtGaF9A3jx5mHHaSrrOSU0il8EQwC4TgpUF+ur5R7UltmpGHSR+vcn+2mtNLHwPEDBEKCbRgAYeGQpH4y7UPNZh1r5fSHPG+kBmlwhgmGo54tgmPk5zR4GgPYrH1b/lu9luc6mXMOuxUFVzbsn8oVWfq/uEL3SRDCUvTBJE2moSsmq58i4yUEVKxEMA3ptgocIhjfE0sSzY8lUTa3vpL+rWKogIIKhc6A21EMEQ7EgOACc1UGveV/RdDLe10R/l6gS9nHQZEGAguHjxfR7+2ppyMuRvLPJOFsKI7ljGQ/3GddHW/pKBENZRRbhF9BWRRArOABcnACAgNDTGwBMeQMxfweHyLtm0FADcRMGAEUpdN5ffpyGcKXH8Huk/DSfL//bwPCMK/l/0cSL65tSPnE2O73IFXpxNjrkWJEu6Dx8xzvSQV0SvYQ+v06PD7s9FOZwjCtUG6vaSQ9Jud/kOX1pbIa1i7q8xEn87km5uHFU+HiLwjj2n2JGaUZPljLVpuRQSOkMCAuZXk9AUDZPCnXnlkfRgshyAWe5U4X83EgFny+WwOHmdR24eR1fhBeMpZ/tOhI+kzTb6ES2kU9AubXb8Fxffm144ygI3rOcUqnY0/rcZAcyPbTIq1NYeAyd0obBZNHEZInmm3QVGT+5lsOX1fT/2HvvMLeKe///ra7VStvX27u3uHdjbIMbGNNMDxCqSQgEcnPTC4QEAiEJKYQQCAECIY5DQseYGAyu2Lj3sra3eHtvWml31fX7YzSa+czRrkPu/X0vJPo8zz7PHkmrlc6ZM/Oa96fpMKijk+zxb4w+efqs1PX19wY6xtVOMTVh7WLDTVd1LvSu0Qs86+euJMevjruYHDdNvYYcv6CECsimQuEepezTofFXkOPnbYvJsU1SF1UoVO3aYrqIlafRBXNrK3WDVQ+MvtHK9ndBFxjd/bzQTM9f6ZFXyfHa+dS1/crc0YvCFzkUt3rnEZJMtqyUXstFpaNf2x0tLs3GzCVtfK1H3yPPner1YOfaX0WPf/0ULY9T0kpDGe6VymAZBtpg7BOb9Ye3teDhbWJTt6qcju8fNVF3a1mC2FRPGmfTQGHL4Oj3lm2wBbbB0TezPDGQ2wshWkLJHaTzV2rC6HNj0J5JoPCeebQBQjBRuR4VtDmADIVGvU4zj8s2LdtBoHBTCx2DNgMdswXJ9BzLUNg9HCD94v+sFHVXofBzc+haJK+L2XaTpoSZDIWXtf+DQOHMvaIr02cUCv9HFlcM/4/sT/uaUCMVFL58QhZR+n5TK270u2bnkYKtYVMCjO0iAHx/4mQkW8TrWwe9pECy7CJAxTys7xTPnV+UjESpJuKZgJ1A0/raHqwqFcduqwBHo16HAaUjAlGojD6EpRp0NYNA2U5xw/Usvjv6e2+kE4a8GHqkmDOHzocat/gc5bYAKcMSktqNmXqY4ibD4bZGMQlUZSRikuRKHgmEkHlKxF8OTlyONZLiUZWRiMW5YtJo84rv9NrxTlRLHQT+sCQJT9aIifOt3c14r0woY5aqWejJnRU9TgmJRbAlYENRm1C7vlabhV9cIlygxsF2fHWb+F+/uLQScgiMUXIbtZuy4fbLSrIe+UMN0eOgY1w08xYAwgYzmiW1UO4Pa9i+Bl93iv653186Hgkm8Y+Twh4Y+8UCO+nXTTj8YxEf6DeLRc7sYZsSGQx//foxrIvEipkNOrIYlOt6SeKJbuLC6O+hSJjE0/vEpuqrRcPRbOrQnrUECsvTEomqYlIWuDv+chAbFol78tGeUgKGMhROy3aQ7i3Ta98mULisNB1vS5u/YV+QgOHVUhzUW6d6NVDot4hNkvHjv2FrgXAhL8qzRqEwFA5jWlgARrudxYhm+8VcIheQ3tXhJVB42pQfhcKayddhb6vYNK78mCW0yVD4pQKxQa0z5REoHA7qkNIpwgme7soiUPjK0XYChXIlg1umZmGHVDlgVo6dAOG4RBOBQt/UFTglxYvtbBZz2PLx6QQI96TMJUC4+75zYRgQYyaQVkiA8EfnSK0Q26sJEN40I5cA4Y6u0JhAOD6Vwr0Mg90JubCsEe76fRd+iwBhyqmNBAivkUKMavuYWi8DoRwjXug6Ta77D/e4CBBmhyTPUE0kyUsCwu394nNPz04kMHjPG8fxXIoQG/ZNop6EOeNMBAiXForvtLXZTWDQGwjDJimCaQkGcv+XJJsJEN5hFPHaV+xJJTCYl2QlMDjiDxEYTLMayAZUjp/eO/5KAoOvlt307wCEccXws2bqoJMVRAD42nhxc/xhXytJeJDVQ2BsBREADuQuFQend+Fip5g0ZfUQAEqMdLeuKoh2j1AQA6Gwpk2RbO0B6roqV/IUMrY8E/09PcGoURBlI+ohoFEP9ZI64s8o1SiIsp1NPUySChbHer1ssdRD2T6peiibrBwCZ1cPZRtLOQS06uG/qhwC+MTKoaoWbvr+IvH8J1AO9a5OAoUA8J5bLIaqcljTN3a3ChkKAYwZcH+4g7rDVKXwbeV+lqFwVi69Ea6sHP07AiBQCFClUO2Qk+M+Q6BQtbGUwvIUek+tnf/fn1gplO2TKoWyuZRKArGUwtFsLJUQAIFCAAQKVRtLJQS0ruOzqYSyyVAInF0llC01wTgqFALabjKqSkisYt6oUAhoPT0yFKrm8gVHhUJAqxDalGx6GQo/auwfFQqBsRVCAAQK7Sb9qFAIUIUQ+M9UCWWLg+H/of3kYloKwZVEB+M9c2jTd9kGC2ZjsECoOGqHgOIUepPUltKYkYszpaywoB1NQXEDZxkoeK7toAvG8W4KME4vDc7vlW7uDi8dYgdnriLH2aE+snuVi6Q6wh44wmKSyU40wi/d3Ds66CT90KZ6PLRJxOfJ8V/nF6VinOQqeL26G/YRsYB+mDIfH6YIlWvV9BySaCPHsOVaAuiT1KIHLizHM8vFAvL5Kdn4/JTYWX7Vs2+nDyhlSEIFoy8G25vp4vndpWXolM61Gi/1tzGyGgdSSknv0y6vAVaDFODvon/7nSWjV9Pt9wRRZxPPNzvGoz0oFgCPkm08lisqwahHthL7pq8QHYMMigv5+skUzGWr89kwO5e6sOV4M7W7kLPsfDjLtDGf3BoH6H3x4/Wx+/Oqi99N03Jivg4AukcC6Fb6Rm/rFh9MLbVUkGzVdKiQ7eUeWu7og34BpPUueh2G00rhW0ChX7Zbs+im8bpJAjZ67IUYkBhoff0g3vaMDh9ZSsjKqR6xAf1yTh8usghoukhXi5L+o6O+1/Nh6vp3Sh1B9DodnvPQeXXTfYtHfa9tHhp28+BMMW9u6ADOHaWk0wCsGIC4zsFQmEBhps1E1EIZCnXdDdB1N0SPm668H01X3h893t3iItmvd5iriVr4/H4BtnX9I5oqCrkGMT/r/B506IVrN8fbhhyv+PsDQ2Le929cDf/G1eS9FqbT8Wfa9Mfo79srP4ftlaJrjhyTBwBzlTIvP99BwbiyXySfjXdXY7xbeMHU7qm3V9Bs4b/p6Dwpb5Be3NuMF/c2YzRbV0Pj6A3TlpLjxOu/P+rf/qdY3JX8KbH711fjmwvFxOoYbIIvVRw/vbcVXYMCku5bQhWxpOZ9pJBymZRc0TDgRZJV3Djj6z8AxguoXN9twSRJ0Sg0uKMFoAHgnWaxmK7MDmC3i+6SU6zitckWA7olSE23GZEh7WwPd9LJY8aBF2E8X0wum/vEZLqgIAkmv3i9K6JMNUdqg5kMOnS5xWS8INuIH20Tk96DFlEHDwAap1xD1L+uIR9uK2bDyJ0wDrtaBXhdMPAxPFNWRI9fPNSOr+SIoPRA5ngck/I+0hKMyNOxv797QwcevZhmpPz1aAfJ0s5PMiPlsKhVhylLoZPuRX3zEQTKF0SPwzo9AcPydDFRZtmMGmB65KAYKzdMy8EHUseQewuGMJAixs+wXw3+D6EkLJThFoNYlB7bXIdvfyx63zoeeo5k4ZYN16HZIQLAcwwekvH9QT0N9g6EwrisQihJ8nTUMeRHeUh8r9DpPTAWiJJJQUcWuk20iG2FVGeuTGr7uK/NidJUOm7zksRGIRwGHJL6nVy3DQ93idI9DqVuYVFKAv70sUi+umRaDgHC6i63BghdUnZzUZKZAGGOfpgAoRzqALDEBPn9dZKXqNzXSIDwhjw/AcKlBTYChRX+Fgynietv1onn/nq8VwOE/dJYSR1sQo9dbGBTzAwKuV1hbcQ/fMXR47I0G4HCV6XC+f5gGF/OoYs0pLI8Z1KnoFMC+Tmd2wgUVmXQmM0T3W6SzHODlMG/9NEt2PYDkbxh66snULixtodAYdhkwwZJdL8wz0RAkBtXldvdfmTa5HlQr1EIZRh0fvQBgcH8JFO0i06ry4M7zAKSnGXnExgEgKlSndkJGTYKgwFvtLVgu4WFQsgwGDZZCRBO2f2H6O+7Z35RA4Nh6ZyGtr9KYNBq1BMglO9lALAbKRD+IF/cz7Vp0wkMnkqsIkC4s7mfAKG+fh8BQou0kZ2cZdfA4Ko5wluTZzcRILym+z0ChL4tf/93BMK4K/mzbp9UPZQldwBEPVStOMVCsufGUg8BEPUQAC4rE6rL2g4jOodGd5c4vUFMNYjdbq/yOdX2b6qC2OQUC8OO5kFskVRBVUH0B8PIkVr57egIYHmFmOwf9AqlCdBmkMoKon2kCxekiZ33hynzsV1SL1dNz8HqPqFOGbtrMd0vVERZQXxmeTbSgnRxVRVETUFiRTmUoRAAgS/VOpVzrNqJbuoifap57CSIIsvoBb9V5dD1ozvJcVsSrXUpK4ex7NoJGaM+N5ZyCAAdBvq3Y6mHs3OTMXWbtiUct1jqoWwHGijQqurh2VTCrABN4hpLJVQtu/eY5v1lU1XCp6mnP6ZSOJpdfha3tgyFAHC8l84FMhQCWqVQtlumjn69ABAoBIBnQ6PX/QO0Gd6yzZ1Or4d6DmQoBIAnjtKQGhUKg6EwCTWQoTDH20agUO/qJlB4NH0ugcLWQQ9prShDIYAxoXBZFlUIt3TRftOqQrjfl0GgUC3UPhYUAiBQeLTTpVEJZXtqdwuBwvum0NADGQqBsVXCsMWuUQllU6Hw5xPo9YurhJ/M4orhp9T6XMPRwqDBSM0u7oH74YestMCd57BJmpeK4KhxrHuESOu8aDav7ZTtMEfboQHAqhIxmTSacsl7AqyuWNjMgG5dHQOeS2pZHbj901iv1Rd3s+SDry9i4FAFtjM8EszEDK+IhRvOnQZA9FI+HYkVOieSeBOyJOKlM+zSFkqLIf8+c9N10HnZJHrcxxZEXl+Ld+IIRsb0xhoGqA8ujSwCO1htu0eD5wIAZkXqqvHWZtfkssV60MoUsj1tbuQnsc9QLNX7426eW9I6EUwRu9KjQxZMjqzRukjtrieOiYnzlmk5aHX5UJkuJcrsewsuqb1ZUoB9N67Yhk1W9HnZ9+Eu/EUZ7Ny1hRngbYqocDcXscebwJTJPx9kC8LUSExba0Rx/ko2+/z9mZOj3xMAJmcmRkvQ6D0UbAGmHOZ7WYJL8y9ZOZOGe1iCQn4yW1jleM1gOAxzZNDyGKjeSFH1A+0Munl8HS9RsiPSv3Z+QRIpncPHU62eAXbFUDVaU4RCbtAD47xM4nm/jy18l5gbos+fsk9E/vsse/XI+azDCo/R4nFOuToG0INGVvLHvutlAMCj4YWokWIKZxYz9yIvU3TFm12463ymLvJCv5wZZCCsDaXC9utIzN53WdkNXkKIg+EDrzD32hv3sjGa3cvih0/aJ6AsUayc9UN0kd3X5kTfiDhf5emJKInUZgtHpsqKgACE4dTi6HxiBHtfV4RVUwdYOEa9lXksUiPeBmdkc2I3G9AqbTT5Zo5nyG+O9LXdE0kI+dr8wuhGVi6HxUth2bur4T20DQBgmcjgf5eZFsM/GBkvHP7WREo6PXw160izICJq8xZ6xZH6o/Py2PX4XqQd6C8vq4omup2J1Da1SGN2rs2J35xk52NCpHTQnDwH2chx9357pA91ps2ENKnFoGWgGXoXu8fCHrEp44XwjwUyYIic/KbIBqOun42De2zsczblsySrV4+xMe2NzJdzCtg55te21ML+fktEiF3qYOc+ZGNjVD/cj14bExUaBoQAwIGwcOtTMC6/AwCiHovAVjbuDYtZ7VK53NlHLUM4Gkka4qVgbk5g69FAAbt2HGT5Z+ZAqO9vQ1BqO2noZ4r76UQmivgV2J6Y6I3+71dPsnEjbyTfOd0Hd0SFr+5g44MD4Uk7e8/myNjkoVZLitn5y/R1wZQ1+gbp38TiiuG/sxlCdFf+4wuoaqOqh5MzaTwGn8C4qbW3XpRKdRX520jpHNUuK0vGZWXJ+Md41uZq1mEak/L4VloPa6qhGwctwq1qa6Mt4yrS6U5c7x3CbSWRSdPpIQoiAOzpFRPHJPMAJpkHojFsOQ4LURCXlWdiWbkUhL3gBvYTsf1KC7fX24x4vU0A8dxcO1oiMNXg1IAgr30AACAASURBVLZRWt2XBcOA2KlOSfRG3cthcwLCZnodVh9uR56DJtHEMtmNz6EQ0LoXOchw+0sjvZ1vVbpOAAIKASC1myYtHZOUxZBV20YsPyj+tuBbPyTPtTi9aHF61T+JmppUMjMniSRdWJXg+Y+baRLPSWRFoRAQi0ksuyjNjYvStLUouanKoZqYw+Gc2306Wp9RVQ/fvooBjtz9AdCqhFEojJhaV5JDITcOhf+KlUgdHHTQESgEtLUAXdIU0p9SGoVCbs4xFOvlpSmkbBIgoBCg89PiSDiFXB+VQyE3FQpVWyPV+QQEFHLjUMjte1KP+G+tE3GhJaljq9nV3W4NFAJsPv1noJBbOKs0JhQCDAg5FHLjUAgwuPJKUlpJSgK5tlu6KBSGbKlRKAQQhUJuyVZjTCjkxqEw+tlHgUJuHAq5yVB43xSDRiWU7XTiBHIfq8le8v8GtN4Ft4+OSVUlbFbWDg6FcTu7xcHwU2ppDhusdrE4f1I4LE2hAKLC4RczaEzaCy10kvRLN6nHmAjdvrXkedm9POvwaty9oDh6/PjWOty1VdyksmsZYHBY1ycgIhYcLi0R8XgqHO520wljkpkWeeYqH7ePlKSNB6aIYb+/xYnqztEhYm6uHenSxB8LDnWNohzNlEQKR1+dmY6bpgqgWa0khBizqGtur3P0logAvS6AFg51So/sH8wUMJmXpF0Ix5LdY8GhbCocqiYrFIAWDhucdEy2DI7uwgaEEhzzuRBw397RM1Ur3bT/tgqH6uKvwmFRBoVyFQ7PBoUNoIXlVSjMsisZlQoUymqhapvP9BG1ULXSxNGhDgDeP0MhPKj8KxUKv/UOdQGqJkNhLFOL5svWkKZ1F3K1EAA8AfpZipS2dCoUqvOiampR/be76PvJ48KIkCYbWobCnpFATCjkNmDLIVBYoVRpuKwik0BhstK//nNTqDtcbSUnAyEA9IOOWdltnGjSjwmFxvOu04CZDIVfTWsiULjNPJm4vFUgbDdlE7VQbemnJqhVpdP7QYXCl4/R8/xJoDA31f6foBb+jyzuSv6MmMftJG2gDDpgcyObMMensckwV0rPD4bC0QbuvCh1ipSAcqbfg0V6tvN+vofF+qyS2uTq/B44HcxNyuu9WQ+wjhHh2cz1Wetkk27prhcAAMdm3QYAeGZHAwDgkRVsIsgcYRNGdwJTsPiit8coJgp513x9JpuAGi2sHMGmM31k1zwt0t2jIpKAkeqlk0RdKI187w63F9nSwlueaoahXyh9Dx8NkY4tb5wZwYWldJL1SlDTOxJEpUN8npdPsc97k4GVUwgXzcApD/tsFZHX9QbEtVlzpANfjsSMJjQfAAD050wni87sCEfwUjD+YJi0DLxgXBiGQQGZL3Wn45ZCsQg26jJQqBML9NoOI65METCj87nRlym6keyNuJN/v5WNidduqAAikKmPuO5PBoXCVxVuRyhSGHdH5PSflyjev8OaG21DWJHGvoNbUubCYdrTtzjZhNp+Bt08fu9ii0juOJFQFY0D5A3u5dp1F5Sm4cmPGwAAj86hi7vB3YOfNgow+2rLGgBA/2XfjnyuIAmdSI5AIYf0WTVv4kH/udHnG3vYWP3WUpZkM9XUiy4Lg/8MsGvES0rJQGj+5VfQ/1UGpBMjG4hTI+KzfumFPfjzl84BAIwfZCDrz5A2gAYjmkfYPcxP5eYzfZHjEOlt3uaO3JsRKDQ4O/Bqj4DXyyNJArxzzvyCJAKEg74gylwCAM84mLLz4PusDePXF5ehRKp8wDsHmQdZqMHDhwP42nyx6eGA1jrIvvesnERc9QIr3bSugLWca1/4xejrO9w+zLGL8f5sTRA+6QO+/nEj/nzHnOhxvsmD0I7Xoseby66OtrMEgF9tqcPvZ7Px1ZTM2qd93Cw8BsUpCVFIPBOJm/vynLyomx0Q8ZS89affZENPxC1d0MNK9fgLRWcUg7MVAzYBc+3uAIHBPxzuxflFYnwkWQwEBp/a3YLxUoLNzJwkZNrY9edFwD88Lea+R87LAiKt4/rDbFzJLn+byRAF3Sx95NxKlQzkMmgcMp8/xORIfu7/q5zdtLpeNn9uM0fCUVrYOPr8VPZ9ebmsdhMbk9k69nk5EJ5x+glUt0XCRjgQ6sIhdHvEBJERee1Pt7E5oTjNhuvr10SfT5jFEotc2WxjsavVhYlSQqVBx4DwP8z+ZVfy6JHBcftUmdWeDPewuHFl8aW2jz2ea4+tNo1VHgQQ6mEQsYPBuUrFl7CoeljO6qvVz4vsPCOxerJ6CDAg5HAIAB3pESCR1LflZanYUMfA4u/dbAGbFylTtbQkjcAhryHHwbDfkkngsEzPFstTITa5ZdstBA5r+n0oTy2IwuEDU/SQ96tXlyTgjfp+DRxyS08w4JQLUTi8sTKy4EaC/nWNB1EZgcPTLj7RB6PK401Ts/H7va34RrZQbVPbDwGKC02uD6g2c1fttsxehDC6wrcyOwCMLqhhTq4dd7x8JOZzIYsjCofRx6RuCQsyBRxyy/a0oS4CRaf7PFE45KbTYdStXRF3lY3Efj4YDkfhkBuHQoAphzIcBu0ZgHSFf5t/UxQOAcCu1AJ0Gh1ROASA/eVXASdEimpRhi0KhwBwxJ+ObIuAQm6qSsihkJsMhQCiUMiNQCEQhUJuHAoBwKTXOn/GUgrVVoqqyVDIjUMhAAKF3DgUAsAD04xwKc9zKFTtsubZeO7GsRNLfKqMqZgMhbGMQyEAFDpPROGQm6wclqTZsKIslUChzu/BZAnqZCgEKBACWigEMCYUAvinoRCgQAhQKAQoEAIUCgEQIASA4KY/w3jeddFjDoSycSgEBBBy40DIjQMhN1UhVE1VCFXjQDiacSDkNlHpMvQfCIX/I4u7kj9DZrdRN4lcdw6gNQANep3Gnez2SbEqqVbN5CiXPAmbrLAb6GQsJ0kArJK8bDPMNPMrs1Zk2nYn5GKcm97cR7vE0lHX58XyMgpicsHnpSVpuLuQkk2vNDH3WzLxi6N0Mhy/X8Q/ZtstqDQKRaum34eTEgjrh3qxs0dMfFeXJJAMaItBh2SL+L7pCQYMgU5mcnkTXeNB9CruvRZpspbdy7FsrPZ/AI1DjGVFodGLHAPAl/dpYx2nFgp3S/0Iff+QhbpK1X7dapyXanKZklg2VoFtQNs/VXUrf6S46FW38k1KVupv82n9Po371OjAOXqRUXnbLFqoXHUtnw0Ki+tFz9wMm1EDhb/aTFOJVSiUu9QAFAoB4IuV9HkVCjcPj51tnLRP2/NZtmTr6LFiAIVCgCUayKZC4ak+cX1q99N+xAAw88Qrmsdk++GVk8Z8fnliz5jPq3OXajIUjoToJkRfu4tAYW6wlz4/4iRQ6DCE4NCL11cPhAkUTm7fhgJpfL9f10+g8Pr0fgKFR5SSX1dOziFQaOyg9TXfPtFJoDDPRfsorzk9RKDQbaFj964iL4FCNcRE3bQ6ldqb42z0XAfC1AWfpDRJ2FA/QNTC5/bSsj83TsslamHvBTR2t0kJSSlIi0PhJ7W4K/kzau7hEexpFXEVnmCItEdbUJBEdOT6SDXaCb3MbdOcQ0t/FDqZ6+rm7ewmfeniSFuxiDLEe3Pe87qoPr+6rA69Uy4HAPRF4pAqdWIne9CXhhmdInC/e/xSAodd9iK8WyMm1SnjHCiTWuJtqOsnrcJaAjYUecUk8UyTFUtLxSSWnmDE8/vEAvXtKWYEd6+LHtfOuoXA4alAKikWXBLowI4R8X7nZuiwrVNMcjOyE6MZ0ACbAOUs3ER48ZOPBVw/MO4MdiQJd1d6ggkjUoxUvsOMrC6WcBCys/O8x8fOO48H4uU+UoYZ+HwwwABtWY4AR2N/E9YNCdC8JGMk6gYGWLs7o1Ms1CGLA/d8LEDsJxdX4Dc7REu7I00DeOwKsfCWWr3Y0ineL9dhJd9jWlIQbzeK97sqcwgHAyImaNgfwuEOsWm5uDwDdpN8HkMosYvbuWaQ9uSe6j2Fwawp0eNWlx/ldvF51px04dn3RYLBedNycM+5InkiP9CJVpPYBKw51I5vzBeg1z0cJJ0jDHogtV+A2u5QfjQDEwBe2t+ML0o10pzeICbb2fc/7BKvS7EaCRAez1+CDMll3e8JEiC8/8JyFNrFgqnzDRMgbBkKoygglMvnGs0ECEfMSTi0dFn0eN7Gf2Bbu1gke4Z9pLZju8uLFZ2iFWT/zGvw9+Ni/H4lu5uEG3z97Wq8sELEB7qtGdGqAgAwy9pHgNCZPxu1/eJ5tzcIu7S5+t5bxwkUbv7lVcjd85fosWHupQgbxXzw1DE3Jo0Ti/z4NBsSpPs39ePVME0VZYZ4S8yGSGjCBcYG9jkiY4mXMLk+nc0JbznZPXhZWTKBQVtwBPpa0e2jtfh8AoMhRxb0I8It7TQ64JA31eEQDvWI+8Vi1GNyu0i4cVYuQ9Kx9dHjVxPmRT8TwIrRyzC4/mQng8GIzU6jMHjINhFvnxDX8Yuz8wkMBlILsea02MjcXKInMPjXo524q0gCeYORwOCObgqDRZHqERwIky2GqBcLAObns2sWiNzSQ5E4iEc3sRjFn61gJa421DMVe2YOm+Oe2c08Ojwu88ZpIpmucOtTBAiTLXoChClWQxwI/weu5DgYfoZNhUN/SOtuWVhAI5wtdR+TYxUQ73uX7jZfvJa6N299hbqYfnMlVR0zvbQVG5pp0L8umyohL7bTm/fKKhpknBTUJoYYhoRactqozbx9U1rcvjG8QfO84ZzLor+ryg4AtEnKnj+GC+vcfKGeqXAIAL/5uIkcL1XaCqptoGYYqJp2Sk/VLRm2ASCUQJXV91qo2qaCocGtVU/u3i8W3MwYSSk3zxDZjGqQOwCkSqDU0K99Xk4C2BkjGeG6iTQBIc1EVQa57RsAFCvqty1MFahFT+wjxy/fPY8cqyXusmxUkXV66XXOcFIFr8ZSQo7VMpR9Hm2Sw/S2reS4s4LWD/3BetrS8A9XKdm4SiKRwUlV0bCV3ts7V1xFjn1/eZscqzXrptWuI8fPWBaS489P0YaWJHsFEMn18LjNGRFJM/sTJ2uel+3aB9ZpHjv1OQEs+vlXa57fIt0qKhgC0HglNg7Te4+Xr+GW2Eezal1pdH6yn9pMjsMFilJppPeOCoWHurVJQbO6xWY57Ncq5fp8UcVhm1frWZDL68zzabvvPNQg1OEfVWrvzZe6qXqszrmOQTp/yWEjALCnj55zucEBAHQrdW7n5tFxcv/7VLFcWkHdDXua6Hwhz0VAjBqwoCplHAqjFi9X859odlsClkrlWHIcVuQ46ETlU7JY67PmkOMjSkbur1bSMiDOgFIC5RyaRWt7/afk+GSI3uSNRYvJseoCXVqSRjKQ+0YoIAwa7MRNArBah9wqAm0Ypyzy5xYKcPq1bTn6F95OnjcMicWtGH0at1KWVPjaZNCjMp26DWWXfLLFgJ9uqcdPt4gSGg9MpxCTYTMhQyqA61Qg4mCQQlKq9HmyE41wKrFKbzdQN+nF4+jis3+ElmVQF5+vH6Xf5+sL6DWdW0j/Xo1fW6wklS4spK6lqzJcBHYvq9D6mbc20sl/IECvoZotagvSBe5nuyhMb72XxhippS+SX3uUHBsHKWSpGaC7Q/nYHRK9WJ/aQd2dR7uGcLQrdu/lE11unOii95X31KHo72aDTtPbdpXSyzaoTM1v1mjrStI/oNe4fCWN2dtwip4vNUbw4mMUfGNlsDdJMcFhcyJmpNJzPCGD/o1amkmNCz3w5DXkuP4bFILagnScDujpYp+p3PdyqAcAzH6aQuLqPc24902xUZXd2cDYUBgumKSBwgPDEpif2Aac2EagUO1GNLNjK4HCPRm0iP2p4gsJFO4M0Pve6Q1QKNRRgDvhmEyg8JJKeqMGUvI1UHhugbjXbYYwbAalZMwZGnd8ephe05nZNJavPJmO2/Un6TlQqyr8spAWpp6RTcH9wal0zJQcU5oU7P0rxu0VfY+n5CbHofB/weKK4b+RbarpRoYENe0uD+YqO2S5fENp5168q6eK3xyp7MY31zJ1UFYF97bSkPI/727Cs0GhTDRf8h3yfJW+G416MUEVNW4B8oQyogv60WgVYLLpTB/Ol/qT8liUpJDc/5NCgt47hAGpU4wag7OzqR+rZgplMXX7n2CeLLJMg4np0aLWAHOLy0Jh55APpVJZjFO9w5gyjk6IdrMeD21k6sP3F5fCMUyV04cP+fC5SIA2L7Yqq5HJVqNmIe33BJEtdY5IHm7Hm51Cibui2AqdT8DJ+i4TshLFgq+69nQmswYKR3xBPHqxyA7fodQPrEhPjBYOB4AFGVTFOuwyIV/63NubnLgqQ4yRg8FxSJfUxXWnu0nHmUVFbGHihYtTjAFsaqELdo7dgokOtmEYNiTgtzvpYvK9eeOAgICWRU8dwV+kRA6DXoeU1wUYOq+9D3kBocIGktQFOBTNqOb28gERwnDvghLSWhEA8pIsGhj8fGA/AcLhK+m98Z11JwkQzstJIEBoCAcIEF47jo7rsDWJAOHOS6/XAOHxzz0UhcLrpuVqgDBp3+tRKLxiVl7ku4ixvqgomQDhFKsLYbMY+wf7dQQI7c370JFNEzE6pFJZwXAYpcpnSDmzI/q7v6UOHefcTJ7PNQwTKDzU4ca5+QLK3L4ggUJLbz2Bwp/fPgur94gx89RVEzVQWJ5mxYiUNZ9Zv3VsEAQwM8nHgBBAaMbFGhDc70nDzA6hGusMBgKDc9o341SxUJEnBJoIDPqDYTi9Yr4el2jWwqBZlF159Wi7BgZnpIiN9poaNm/KMJiVaCQwaOhvJjAYnryEwOCAx6+BQUNYfMaP2zwaGJTbtz74AVPiZSBsL15EXv+HPc0ECIPVO8nzXTOuIzBYM/V6TMkdO7nlP9TiimHcQNRDgCmIj26uH+XVTD2coGRvJUkT7K9WTtAoiHMU0FQVxIJ/PEaOYymI+hERPxM2mFDoF+rN0pI0lOiFmtQ3EtSoiGETTcKRFUQAmKq03ZMVRADoX3g7TieI1m2yggiwwHQ52Dsr0Yxx+/8WPa5Mt2lq8skq4k+31OO+PcOoCYvduawicgVxolSwWlURAeAH66jbXoZCQKscrtlDgWm/h7rJn+zU1o/7/dyxsz3LTKPXeASAaQ6qVh5uo2CpuslV9XBr4wA6h8R3V5VDgKqHtuAIvnsuVZZU9fBbV9AF/V9RD2t6Y6uBAFMPc5S6gyoULixMIVCoWudQ4H+sEqrquwqFGYuXEKUwViaxrBReVTVOoxQ2KXU7ZSgERPcYbioUqjYrNHZ26ZKD4zWPuQxUAZKhEADSLHT9U5XC7/5pPzlWvSgACBRub3KOCYWdQ17MbPkwCoWAVh0MNxwlUBiunE+gMMliJFAIUIXwDzsaCBQCMRRCCQoBrUIoQyHAgFCGwjyHiUCh/sC7VCGceP5ZFUIZCgGtQihDIcCAUIbCpkLaejLH06JRCWXzzrueQCGAOBT+/2BxxfDf2I60sYVl9X52I963pDRmwdcMaXL/qMmJZSVs8uCtnzbUiZi+i8vT8WG9ALtkixHLMwSgDK99DgBgX846jFQbC1H60dPR59uX3AsAKJHKYYQSUrGujwHn1Cy2CBRA/I8zoRSUnBFB/OEqFgtV72ELXZlhAE1hMeHxeo3JI2KS+mjQEe0D2qMTCw2PLasYqSGZt047U0+2NLJzOCnSHqvkCMuW7JrFvt9rUpD356dkY1zP0ejxd6vtpJF7ua4XTXoBRiOBEHEb85aFEzNtuPc1Fqv1/PUi6YIXXX6rOYh3j0lJCMvZe968Tjz2jSXjMT2DvbepmSW4/K5PuEbru9z49XQBdf3pTMXtHmbn6HTvEC7OFrfY9j4GIbxWIS8/saaWQduK8QxCn9olJv0Hp+pwLCwgLsliQK5djLW3TjEgr8pg5zbHbiI9oc9Ekgbm5IrrlRT2IGxg7/Hznez73jdVAFLInIh3WsR7TI+MJ95yL2/tz9j7LGZxpqEUthgPJ4rPaTbo8PfjQlEsT09EptS3+bcfncHNUpZyu9sLp4edy4WSGz5r/a+wafbd0eN5+UkEgvtG/EQ1nh+JXd3bzqC03cXuq2sKGDDqvJFacFLMl843hKEEESM28ptvAmBQCAD390/EIwvFmBuMQFaqFEe2/I0e/OmmGQCAPRGwX+kSschHC5ZhoqQK6n3DaPCI88FV7YMRpb48Upro628xt+13L2CbsOnBhujf9KdVwKFj0Gmo3wsAWPiOAIKX754Hh5Styvdh90TuixdvmAqzTpw7DtUnpWSYLzy9E/vuZeB7+2YB+o9fwTa7Zwa8UbV7e5OA8Ctz/BiyCcg61eNB55DYnFzc/xFCMy+NHhsG2+FKFB4J+/H3ATAYBIB9A+z8nOhm129ePhsjctUCg47BIABcI8XUbYm09fz1jCACKeL+5cA2ISiU7H3BHGQ72HXJMbDzIHtX6oIpyHOI68bPn7GPjYVQw1FgogA1Xou10iLOnT8hFbr1rJ2jfsVdAIBGt5gnnt/ThFuke6MgyYR1p8XG+4YwA08OhCa9DlnH34k+ry9j41AOr5l6+m1457FOW5btLDnJuuJLiNtZLZ58ErfYdqTNGQVDIDYcZii7fjX+6bUTNPnBpJTJuS6Pvt/w2ueiYAho4RAArLNpE/O1I1R5nJplHxMOAaCuWGRgqnAIAEVhmnQRNlElEQDqfOIxFQ4B4O1eqlZc1v4Pcvx0whJyrMIh79kpm0U6fyocAgwQn9oqlN7nr5+i6cRx53paHmREaQ/15+sqybGp+fCYYAiAqKgqGAIMDuUi1qtbtXFodZKLVQVDQFuv7GQvjSW0Kok8ZwZGCBjKZT+4qYqv2r1iepY9CoYAMGFQ22rOnTcj+rsKhgAwX4m77FPvIZtW6TzeTVXHklQ6/lQwVO8rAJifIhQ7ndetSQQYNlAVOfGQNqEjPEm46gYNdgKFANCWQEvxZJ96jxwHZ1xKjlUwbHdrEyieltrWffeCcgKFAAVDIHbykAqGHAq5rbmRJrfwAtTcpuloOMftm4eiUAgwV60MhIAWCrc1alXbi0qEeqhCIQAkKvfqn2sUt3W6orpJUAgA6XZtKanHltBwB4OLquQyFAJAboh25okFhRwIuamdU9TkJxkKAQaGMhQCtBEAAFKNAADmF9D7KL+ajtfDxReRYxkKAQaGcSj8py3uSo5bbJuqyOyPbq5HiVLjLjFIF7BWFwWGj+vowusPhnBtqViQXm01wjAsJiLbyjvx507xfycEmjCwnNaa8uzbRI5XJjQR95yaFFOiH8DeLOp2kCe6umAK/CHALEPXP14kr9f5hzVuZ3ktPp1QTvrxAsCVqXRhWJdzCTm+Z2QzvlIlPsdfj3agxiFiMqvc1SgPUlelSSo4nmDUwxMIRxVCAMTFDAApA6OHA3D7Zd0z5FiN01sfriDHldlKPy4A41s/iv7eOujF86fHzi4sSB671+wZUy4SzWNPMSooqq3rNtd047GtIvFDf4yOG0BbV+2dI4prWAHvUHLsQu7cfMEwPtf6JnlMzWIe9o/dZi7fTv+nGnS/r9UZM+NdtvkOeg+oC7feQ8dmrKLVHRPEeDW0HENq4y7yfEtCPjn+1baxx9o7p/s0IQyqqcXM85Mo6AxmVJLWcG/Uad32Q0r/6pT9NOngxRtostHpgbFb3wHAfReWk2MZCq8oNOLCstQxofDirCCBwgD0BArX1/adFQr9Cjg9/3EDgcLnc46S5x+9qFwDhTBI3UqGB9BiKyRQ2KHM3xu6zWSuBECgcCCp8KxQ6DQlUyi85F4ChT3DfgKFVcZ+DRRalI2Peo0NJfSaOj0BAoVAXCn8f2VxxfA/zL79zjFNyzB5YR0yMHCSVcU8hwnfeEeURZhflo4bywVgvVY/ghtSqcIStKXiL41sIrg1i02wnQ4Rz5Sy4UnSq9PY14C9BjpxT97+JDk2X7QKe93i/87p3AbPlBXRYw60vJyBLxjCuHd/Qd4j4ZJVCNqFa03vHUJDgIKYDAG2Qeaq0YUECLzVn4zLC8REG97zNvQzlkePf3fSj0uVWLpy1wkEE9huucbAJnq544Y/FMY33xI1Ip+6djLufe0YXrtIfN9Q5HMfGBQL7e93nMHD1WLC/lbZ3bj9XBq7FpKghLcelDON78ruRahPqCu1eeeRAspfrDDDp5TI2dkiFkDel/TmUnHeHtrjxG2zhEtsyBfCqqdoqaSdP6Rq68leL6Z5xDg7ZZ+IF/aKBew7i0qQfEKUHwpNZqqzLijGqt7jxBc/FJuUy6fmYFERBUdeExIA9E4WChD2CDgZKlsI08bnosev5F2Fq6SSHp3DAbQ4qdJZmGzRwOD7ZwYJEFakJ2Jfq4CNgmQrllhFKMJ2PxsXMhCqMX3Q6QkQuhOzCRCudLKsVxkIs/RDMLRIaltqLgFCPXQaILz73GJyXJxswjunxZiYlu1AmVfE8vHPLkOhQem4lNF/GoMZQsm2hb0ECp9YV43nvyDKZ3EXtUMqvu09RxRiBpjyJUOhPxiKtqwDhLIml7XKtBmx+cwArigU43XY5MDBdvFZXL4ALs4S93zIloqAoqP4gmGsrxXn5NpiEymn0+T0EBCcGKnBWC6do/T9r5L3/K5rFh69SMyDRp+bgCAAGAbaoBtm17w5g8GUDIMzE93Y0C3miPOLkpHYRTdcPHSEW1LABb1bzOGhxHQ4TeK+Sfzg9wAYEAJA46A/mkTHzWExokqqE/v3FgOBwVm5SQQGK2uZ90UGws0jdN6cm2tHsl3r6YnbP2VxV3LcPpn5O0SdNlVxAYAGL1VyfrWlTvOaJ1dQ96+xn7om1NIISVYjCRxXu0UAwEEn3dmqcAgAhxd8Jfr7nGQ/PBb6+Qc8VM1JWftzcmz+HM0OBYCmITqcVIUocYAGtAfSi6MxX9zUbOkzIeo2KQ3QbhAA0G6lis1XkuzhCwAAIABJREFU36DuMhkMAWBfiNb0AoDc579Fjo/dTEsIhWIE2zdJTebvNB/XPP+cjwbf3zqNqmwyGAJAUYoVxQZ6PhqCVGH83OPbybEKhgBgaT1Mjr9bTd/jJ5m0BppnygpYAjRb90vrGsjxLy+ni6AMhtx0nQKMAhXnIbThWfK8f9md5Hh/Ox278/O0i9e6Oqo4DSoJRv5QCF/IEecxZKVhDIAWDNXWhKrb/MrkXrQl0tIzuW27yXFLLq1d+vg2becRFQyPdtL/e3Uq7bzSbi+B2rVRBUM1ROW9WvoeADAlS5yDypatCLmoCqqCYYOSHFOZqFUO60bovVxmUVQ8SxKpB7swVdu6z2ejc9nbp6gXRS5HBbDqDn87Rj0zVyj1AlUoDM6/AaoZg/SzGtso4O210FCVyeMSsKVBjLuLE2jICaCFwlgeif4UkTSS3nUUvrxp5Pn9HfSem5NIx8db7drOTFWZ9F6eKMVHcpPB8MIKbbJc3D6RxV3JcftkZsoW2X8uvQ0uPV3Y7IoL8DtLyvCdJbTO159O0sngiWbqnvzd2hP43VoxkQ16AtjZItwLPUhEi6LWzUykcGG69G6YLr2bPDZ93/PR3/c6TbB66QIcQhghad8wsPK7OLns69Fj3yuPQecbhs4nJje1BppFF4RFJwCz11GIXocAYWNvA8IWOtHVBVNQFxQwWKIfwFEpW7XemIstQzRTOBuDyIY4J7+9ejJ+e3XswsDD6eMxMZPGlE3PpBNw/u1fwgojXegnZymqk2ID5YvJ8Y4U2rPXZNDhZWWRkzuBcFNB8KX9dFH663/Tum06KDPXh38kz9cmTcSdStY7TzySzWukY+h+xWV4oJ2OqcDe9xDYS+PoTmfR76xfTl1W9k7q4luYPISFybEzl70hHbxKG7URxfWsFqPX++h7NevS0ayjMMLVfG7V//0VcnxlMoUVAMipp673e06k4dEPafHuLqldnd1qgl0pWDw+RGP1DrRQWGu3UxAFgKwBWrxbhUIAOLeAbuisxrHb1IXPpVBo9TpRZaWbsQFQUG72mmAepVe835JEoLAk1YqSVPH3Q9Y0DFnTxoTC4pQEFKfQe1KFQptJT4rap5vDSDfTzZqxShRkN7k7YXJ3UigM+AgUBlrrEGilm3UVCl/cSTez/szx8GfSrG/v418nx7uDuWNCYas7gFY3he+KdHrO+y1U9bs6pQdXp9B4bzWM4o9tifhjmxjfcSj8v7W4Yhg3+DtqNUWU1SBity+kUQQ2Kv1ab69y4KkjYtH474JBzPmjUr7gczSORC1oKieccJPbYgFA4MM/aV5jWnYbOW4L00W0a4i6Pao2Pg7LlWJhDZttmmLeTm8QhYniS3vDBpLEAADJCkDrvO5otjQAHO/WlntJtlAFY1G6VuXoAIXs3KEzGE4Xk/qJ7hENFJrbqfLXlEpVv2OdWpA5J5+e/+Pd2k4JaumWmTn0szkUqC42uPHQHrFA3TYrj7S4A4DPP7EDuyTFMAxowLD5nFvJ8XO7m/DIeUK51J3cTkIJAKBDuc5nYnRlOf80VWrOzLmFHJcma4P/TW200G/QQRXUEZt2IVt7moJarLjEO9MpdJ1JptdMTUwCgJY7ryXHEx+jinhbYgkBQp01EfecoBsSl6JejkuyECC8eUaeBgjf7E4kUPjIlJAGCnOdFAgHM5WC+V7tOTiogPtlI3s1rwlOpqVd5BZ0ANBvoOM4BR40e8X38YXCKFRiHWNVaEhRzrcpBlQeluqkun0BUvsVANaeohB0YVkaBcGdrxEQBABvWjFMbqlXfUIyqc0JADj4Pjn0z6OgfNvLdIwCwJrrqTrY+6tva17TcCv1MJwbpKq8OiY73D4Cg8mebg0Mpg/QzccJU7EGBve10WtYmmqLA+H/rsUVw7j962bKHo+MJApS31pLa+jZzXpk2ymIXFlFJ4NYCuJLXz6XPLYyjw65gx0u5BvFRNuMVOAUDZDXBahrx3jB7ahfQFVEtaZbro7CzLhEE2lRdnLZ10lfW51vGCkhN3pHxGKRbDGgVfKYWHRBfO0t6srRu7tJbE7YYkeZQSyekzLtaB30oHVQ7P4PtQ/iULtQCbf2GtEapotL7gitSai6B0tStTXpVDvVQ909RYqyAQDtyu7/PN8JzWtUW/U7GiuoJjM1BO34kUMobC/tb0V5K3Ujv/sdmkjU6vKjVQFBFYrunU9jJ3/YW4FHt1A3WFk/VfbUOKhYNl5PNyPDgbPvOcMJY9dO648BQKrdOJnCZd+4KaO8UnrNCL1euc9SyNX7hpDfT8MRqtNnk+M0Jev1yasm4oFl1BswHvSatlpyCBTeNqtAA4U7m+lC78mixfNjmVc515dma8/bXbU03OLMPddrXqOarnobOVah8M2TFN5yrCEChWuOdBIotNZ8BGvNRwQKs+1mAoX2w+tgP0yzbP0hqg7WDoYIFIYajiJkTqBQaEogUPizfQNnhUI1YfDlq4rOCoXZN9xGoDAz0aSBwkAyzbguCPeeVSFU1eEaS4kGCicpXXLuOqc4DoWfIouDYdyiFgsOVUA8GxwuLErFwiKaqBALDlVAlOEQgAYOTwxZcGKIwlAsOJQBMTfsRG6YLlZq/9ohowNDRgplvcriK8Phi9dW4WtvnYgCYr+ZuZlkOARY+RwOiMvLWGwRh8OSNOb6lOGwtm8ErWFHFBBDCcnIHWnWAKJsssK5qXkY7wXEQv1BkP0+FhwWxgBFgMLh+eFafCFNxOQ9+bq21AtA4bD4NHXTPjiOwZsKh72es8OTCoftQW0m9CeFw76Ft6NPaZMYCw5lQKxzTECdg6pfo8GhCoUrK9KxskK4I2+cnHVWKDzS6dZk5v8zUKjayTzaVUKFwlj24Ax6j7damDfh7nnUrS8XdVehkJvsxj3WNYxmKWlHhUJu4RJRJHs0KKz7pnD19+kdkB1fqdXa/ujc3jzZgzdP9kTrTeZYQ8ixhjAC8Z3XHKFeDmsNy9bfnTQLAAPCbOU8ciD8q5VBnz8Uhj8Uxi2ThFJbO0jhKNRAx6l+xKlRQn+2T8k0n3kx+4lYq8sfEwpl6/Ub0Oun91H2DdTDItfpBBgQxoJC2TShIIgNhbJNyrDGhMK4fbos7kqO26h240tal85z19H4N1PQg4GQmCStBp2m3VSCEjtkM+lRYKCLWFjpo3p6xIrKerFLDs66XFPzzqi4eXxKRiKgTQgBANTS7+WeRGtnqe5IQFtq4Qf/0Davf+kSutif9CejyiQmel0ogKephwW+AP288wpSkJ8kAPjmP+7F1puom1+OdQSA/e1ad7Xq9s9VemjHunl6hnxYFBAbAV/xHE0yyPTn6OLw7ncXIdsnuRxDIYTraccPXQLdcAyUL9Z0jhlRSleEQKEwGAI8iurwzC6a7AQAPxlPF9K/DRdpXrO4mCYFZfqpeuRO0CoXPQqUne4ZxoUF4jq1+2h4wPu1vbhhEn0fnU7r2fEp3+mjJlriQ229CGjdnWldRzWvOW6jEFul78YD+8X9U5XlwGUVNHYuWUnKeaXdigVKH+wRP71u2XYjPqgTUD0ly4HCJAoZBzqURB19M2oThEJZmGTS1KIEgLs/oKrltzc8SI5TH39Z8zdpJykU/t1M1dLrC8LR4uwAsOLZQ7hWAd67E6lq5m+pQ9tc0abPatQh8zitZ/qSmcaoArT1HABU1L2veY2+gNYb/clpep9+bw4NAQC0iYF1/SO4YBy9Lt06Gu/79ske3JUmYn6bM6Zq7sFiHb13nq8N4YtUSCatQwFgT5sb50rhKHtaXShMphvOkmRtPLI1IfamNG7/qxZ3Jcftf99evm0OXr5tDnnsiZ3NeELpVZuiVzID06yolEoyvLi3CS9KZUeG/SE0B+mCN/kHH2PyD4SLsiLBg1OlAtgM+99BVbqF1L2b0L0bE7pFxqXZoMexQTqkN/easLmXTkzH85fgeL6Ib0tyNiLJKQK1r3h4U/SH29aGfmxtEAvgI5dU4aGL6aReG0xGbVAsOlUmJ076xXFYb8Q9SsevXrcXvVLLt13NA2iRkgH+8oU5WLSmHYvWiEU73UWBKF9pYyYXhAaAuXkO5CuLdVmKGWUpAuh7hug19BWz6+5VshH3/Ggxzma6Utqazd9Sq3mNqiw0ObWZoKpZFTi/Z14R7pHayv1kkg+wiEQUX+FMXF2VjqurKAD99QiNnWsz0Od/uKEGP9xA4SCWuvVBc+zP/H6tFnI6lXi2pkEfmgbpOR9R/sdEpV3le7W9eK+2lyQ2mF//GdwfvRs9PpM8SRMTVqWnavY/Y6+0a5XZcVv+QI6z7dqi3qo1Kt9xvp7NHeNHaOJEUCrcrW89AX0rDWmYnJ+M9Xc8Th5L89PznGKikC1D4fUF4bNC4ZeqEvClKgEs/pa6s0Nh1Xz2I5lJryNQWG71oNwqNstHiy6M/nCrsZQQde2+qSbS0QcAdnSzH9lUKOwI29ERFvf/2yd7zgqFZa5qlLmoZ0iFwufr2A+3PW1u7GmjG9I9rTSUaHtTP7Y3USXempAQh8LPgMUVw7h9IvvJxtOax741l+4iPTq6o31oo7bUzao5hSRTDwBWPPghOX7jftodBQDGp1IXjun0R5rXHE6jMNszrO3MMC6RfsYp0JYwmfBTqgp+//ZZmtcsLKKqgJpkwR5T3tegBYcH9lFl89IJ2iLM33uVBpf//hbt58mJsViryqqapbm7Vas4nptP4VKnFLwFgG6P9rtme2hJHv/e9eR4aMkXNX9ztJO6u/OTtfGTSWZtEoaqeOS5KMz5smiMFQD8bg/NlL5usvY8/1JxTQPAXUr5lsYBer1aXdqiz0tKqNqjfl5Amw0PsI2TbB/UacfLradeIMfdl9ESTIVB6g4FgDUtWjeyqhq+X6dN/rqq/m/k2HvRPeS4w61N4gjHmJ4rPfS8xro+6v3820EqWcnF5LlpijMD0A/T77F8tbYkz4bb6cYuuJMWNe+bT5OSACAzqC0i/tcGer1uLNOO32Nueu5tJu11H6+jyvVHg9ryRapqPjlTqyivO03f5xLlGgNAwQAF7z900fvgi2UUBLkVp1KoUz0TchksbnfO1ar2cft/YnHFMG7/b+z+ZRW4fxntonFMmSutYS/J3v3RsjLUdw2hvku4lF7c26SJKzxnHm3NVWlyotJEY25q+ynk+SvOw0YrVbUm232YbBevy7BpF8SsRCOyEgVEHUUOhlOLyWuqv1+F/HIxqf70T/ujPYG5FZ18F0UnhWJj1OvQ4aKf0agH8t54RLxvMF2TtPLw7AR88zzx/9+t7kSDAh8bvzIHG78ioPfLq/fjy6v3R48ntG9HSs0W8jcOA11IHP1nYOmlC3QscFbtSI8XR3qEQqbzujFOTfAxURd8izkHnQvuII8d6tDGwZ3npu3QwmFA3a++oyx2qWEtzDYkUjnW3H4M5nYaE3nLNMUtPxxAr6Lm/WoZja2KZe1uL9rdsRXD9Uc6sF5RJWNZdiKF+KzwILLC1JWsVgcoT7ehPJ2W59k8l4IawNRp2W54l8LlLY5m3OKgyn+CUbsc5ClqNPQGWD6gymG5l0KX2aAjoRc/31iLn2/UqsaqqZ0wJj4/jGdeoW7yl87Q83Hzug7c+opQu/TD/QQK3dYMuK20fuCG2ysJFPbpHQQKu+fdgu55FAoHvSENFDaHkwkUXliWhgvL6Pzwcp2XQGGew6yBwp3NAwQKV23ow6oNtOJDYbKFQOF5u5/Gebtpm9Ehf+isUJg/0oL8EVo/cL+Jlne6ekImgcI7S0O4szREoHBBvkMDhYvy6bi8c25RHAo/oxYHw7j9SxYLDlVA9ATDmvIuMhwCLOmEA+JDKypxzryCKCBOepBBjwqIsYKeN1qnRQHR0MTi4mQ4VO1o5HOogDicWqwBRBkOF/3gA6wYnxYFxDUJrDafCogdLp8GEPPeeCQKiMcTmFqiJq1887ziKCAebx9Ew8BI9GdvJwMRFRBV43DIoTBBd/Ykj55hXxQQ97QM4IldLXhiF1tAjsYoYcNNhcOQI1PzmlhwyAExpY5lj6pwGMtUOMzSDyFLz96HdxhR4RBATDiMBYiy/WpZLgHE+v5h1PcrCVKABg5jAaFJryMZrtmJxphQKJs3GI4JhapxKDwWqZdZEO7VJAmoUBjLOBReWcnGel6SNSYUqubopSptrHqF3O7YwcZjk308muzj0THEzvmQP6SBwljmiJR54nB487rR4VsGwquf2xuFQRUI+/RUleNAyLl20BvCoJd+tuZwMprDwiUtAyEv2v9ynRcv13lJwe48B92g7mwewM5mMWnKQHhHJESiMNmCQkVB50DYfxnLMo51/haXpGJxiVBSZSDUedlY228qx35TOfa1suOrJ2Ti6gn0/r2zlL7vgnwHFiglrhbl22JCYdw+uxZ3Jcftf832N1P3jdojNQUeXP+KWEgeu4KVsygyCfAw9jXgto/pAnTbOYVYlCpcFLwt3qxsMRm1DwVwupcu3IuVHILXGpiiJXcpmJfn0EyqdsVt+eSuZnx4VCxC6+9iUNanZNWmH32HHD8enI25+cLVfLKHLRrX7xct7Fw3/lDj1nnFlYcLSsWkntbKAPmvIyIGaVZuEkoddF9nOClKdAyUL9aohXJ/VADY5mEnSFYMLUY9qruoGre0jKoOoRAwI5mqg52hRGSZ6WNtXgo/2TtfwvbKz5HHFtsHgE4hT+jSclFnpZmMZT378eJQKXnsQGM/fnOBgLs3Gv2Ym0cTJfJsgKlThAM0OBiMJ0ohDP2eoKa+4GQHhcQtnSF4lHgAg05HoPDdwzQU4dWZvWgpoiV5HGseBFb9mDyW5FeKs1sScVpiRJeXfRa3T3wmly+oqa83ITMRxRAqUygxHTf9jY6ry6flaFTCcMAHb4kon7KhfgCpSvHyyZkJsG2knWDMM2mYR0NCiSa5piDcizs/oFD64EV0Q5lj00P2RPMyMr9YfZC87tu3zCDHd2T24MYt4ro9cy1NinN6g8jTi00Lr3MoL3eWvz8C17X3k78LhsPwSLGeZWY2p8gx0b5gGEkWeu99UEcVvlvS2YavO1W4yw90uNHhohuJTSdpgs0Ll+ajSSr6vzsCbSuPPEde13LRN8lxxUgNTiWITRGPaKkKitCOjUNpmmu7/lQ37pojMr8HfeycloTFJkznG8FQKr0nLcpm05qodXvH7f/c4i3x4vbpMBkOr3uEJW/sfIwVIU6BgDsOiCocGvsaoq/hgHib1P2CA6IKh+1DYnXhgLikW5SmCU9iZTtUOJyXJyY0Doi9I2LSK4oUO35yF1tQOSByOAQEILoi5TuKTwnl8PEgC4DngMjhEBCA6LrxhwBo3M8rLtb6jgMih0NAAOKsXFZomgOiCoaAUA0H/GIhy3A1ABgdDAFE4fCuOaIFX00k25w37eBw2BkSiyaHw4BBqE1dETUue+dLABCFw8V2SWKOwKEuTah0HBDLeth353B4oFGMMQ6HbzQKKOWAyLvUcTjkYAgIOOyPXDsZDlOsDGjzTez7bukUUMgB0RCBIA6HMhi+OpPBEAdDx5oHxfeMgOEvP2oAAPx4ntgAhCzsPHIw5FAICDB0RRZuDoYTpBgzDoYhKZGDw+HlEYWUg2FYqpPHwXBDvbgeHCAmRzrtcDA0pGdHX2MoYvduQ4KABg6HXLXkYFiUIT7nqkgP7RwbuwZjgeFDXxAJJO7Id78jk70mFhjyAtocCuXC13yps/ydqfYyFAYjT3Io5EAICCjkMaIyFGb3saLyq/sj5zddeAA4FB7oYPcSh8InpZ7okyLlvl64VMAZB0MVCk3XitaXZ1zss1SMiI02B0MVCjdK3Zb4dV1/SnxODoYqFOp8YsPOwdDexT67X4oPjUPhp9biYBi3T5ftb+6PgiG3nY+t0MAhB0NuRaYRAocAA0QVDjkYcpuVbSNwCAB5J2niA8AAkcMhwABRhkMAaBrUlqtZW02D+T882kHgEGCA6PJRZenNE/Tv5uanEDgEGCByOOSm1oW7oDSVwCHAAJHDIcAA0XBym6bFncMQImAIACe6qbraM+yLQiG36i43AUMAONWjDS7PVVxkWWa/Bgw5FMpmnLWcPtBZNyYYAgwOZTAEGBzKYAgwOJTbF5s6TxIwBGIngwz7g1EwBBgcymAIMDg0KOrY8zsaokDIraXofAqFALDqx1EoBBgYciCUbX83HctuXyAKhQADwwlK4kEx+ggUAgwML5fc5qOBoQyFAHBeIe1uAzA4VMFQhkIAKIS2//EjB+mYWTUrLwqF0e8X0BadVpV7ty8YhUJuN24J4plrJ5OOKnn6IU0nlHBYACG3gWvuI8eeQJgAIcCgUB0nFUM0g3d1fw4BQoBBIQdCbvevPgDVdn+TKqFNAVsUCAEGhTIQcjN10STAUwnjoea9VQXbNFAoAyHAoHDQR9W/knCPBgo5EHLzZ1XFgfDTb3EwjNun10rvej36+6s/EC4oXnNwzWkGSnKGb6GNXV6u9gSTxOK2tZ9BR7K0gPsjk3csBfH6p3cCALYvZYtfU4Voo8Yn4XPy2EKYaRPv2RgBRH538fIcz+4Vma1fksDJwV2UH61hfz9NuE3fq2UL2khkEr5uMltg5dIm10wU8T0jEWWKZ+O+L7mqromIC4ZulkTSOo4VBHZLqpf8PZqcDALkGKeTvWziD0VWk9JIeaHDkcXskmFR69E94YLo7zxe8VA3OzdPbGVK388vE3XzdrUwqL20nC1KcqxcwhaRTatbyorsGpxMbeO9p+W4S54NHR5i164uQ2Ri/2abSKK5ZwEDlGNdrGTGtEirRdnd7g2zc9kTUYQzEgR4tEmyVZ6DqSq8ZRrvG35IWugPtrFxMzkSQ3bRiIBXDua6FwXsm77wMADgp1tZosZ/Rbq4pJvENaseEOeJK5iVkS4TWxrFRmHKOHaeOJvyb5gvtW+Uk0/+fpydzxvLGUgaWkR2+3+dYIrl8kgW/EoTO6f9OaLk0DffEe74ZwsYkOgiCnyT1B+7kBc2r5gLAOgzs/H89G7hvr7vPJpgBgDr6th36x9hY+qqKhYb+EG92ABck8uuhVzvsMkh3NKFg+wz9qSzjSZvVTnyZ+G619/0APtcEZU4Pyh1LDKJXYR/I9vENJ33ZQCsRA0AFDqFov9CL7t/Oaju1QlA7vOITcoFPcxrcc56Nk5+eCM7r5fmyteKjcPXzjBFMccuYgrn57Lrzzd2mf3iWuxCMfuukXlw/FFR8Hxr0eXsOYtwHb9fw77vReXsuqRJc0RfZKzPNrB7sc0mYgTznAKEDaWjxzbH7VNncTCM22fD1DhEFQ4BBogcDLmZOk8SOASAQyO0pIoKhwADRA6G3LYvHSBwGMs4WDVK6qEO2tptz+5tJXAIAI5dtPAuB0QOhwADRA6H3N6v7SVwCGh7tXJAvEZ4nmDoro/CITe3P4hMmzEKhYAAQw6F3IpTaHD74Q43AUOAwaGcxKKCIberptOM3kvL0zRJFAlbXohCYfQ7ONujYBh9zKUtuSIXRgYYHHIo5HasyxUFQ255dm2ZE9Xa3IEoFHLrHg5EwZDbiwdoSR4A+GbSaY1SC2hLA/1065koFHJLNwUJFAJAQZL288ohDgADQzV7MD9Rp8lI1vu0STNf20BjDZdPyIpCIbf+nOkECgEGhhwKo1ZNO9qoYAgwOBwLCrktLqJxohwOORgCDA6bHBVRGOTWkz6R9C7nUMiBkJttiCathE22KAxyazrvy1EgBAQUciDkNmUcHWd9Hn8UBrmds94RBUJAQGFYSeZRaxTOz7VqlP7M/pNRIARiQyEAHKq4mhy/X9MdBUJuaTZjFAiB2FAIAIXp9L6M22fG4mAYt8+OqXAIAIc7XJrHPj+BLhL1bmC8gS4kKhwCwNRMbQHV839B66P9ftUcTQ25ELQLbay+ubFqBaoWCgPJuykg/iFRW5fxsgptFu+QP0QypdfX9GJlJS25YfcNAEptwQ4drakIAN1KO7jSVAvp9wpowRAA8uo3ax4LTlxCjj9qHcELOxvJYyoYAiCJNNwWPbwJe38kAKN9BMjT0THQrU9CtpNmvapgCABl3kZUG2n3CqUWNkod+qhiOJY9u78Nd82moP/aiW5cKpX9qO4ZwS6lcO8XZmm/99ZGJy4sEdfk8mf24OUv0E4cmWE3jg9ri0mrYOjyhTQuTTUBOASgwKEFShUMF//uIKZX0PF09bRcLA1L59psxR20JTYA4LkVOdoHFTA8U75Cc2+lxOjEp0IhoAXD6p4RnGOnLlmDW1uw259Dk09eOtKp6TzT7PKjUi8UR31fCzzH6KYRALqWaMv/fFhPXeQLC1Ph9FB3/8wWWocVAN5NOU/z2CX5dP7Q+Yaw3UnDAiozEjThCnX92jCOWTVvah5ToXBm2yYcyNXOPaqpISFAHAo/4xYHw7h9dm1/cz9KFDh562QPrppAF68E+FEvrREcEp+toUrK3PxklCrvpxbufeIdpgD8fpVwjfDFTMYtPYAepZSJzWyAQ1GR7GY9HlEKef9gWRmJ++Gg+KBf9I7OSUnAlyvphNwcTtZkSmclGrG+hsawrazMYIDILQKKcikNgKmO3cN+lKaKc8Lh8HAHLZNyRVUm8t1UOQpk0IxggEGhbBwQ/3yBUFDe7HHgaiONhRosPAeLHqaxp3t/tAjtSkWcPJ0L3XoR58YB8X2PALCy1ASUeSmYVhsLNW3mEkx6TQa3N2wg55gnozy7n6qBd83Ow2snKIiUptHSHLua+qNguLWRws5v36ff/+UvzEamUoORg+GJbvH4RWWpmnhVXzCsaYfn8gZBX8XgUO6fW2Bhvy/+ncj0nV6RgaunUZhdGq4BzBRS7/gYeIE29kAwKQd7B8VYmtO6EQADQtmSLYZoSAS3PNDzs7Zdr+nwMi6i1lf3iEFxjt0Ng7sbrckTlNey8/GS1N/4hknj0Kz0D67U90LfR+v3eY5czJZ2AAAgAElEQVTthHfFf5HHnN4ggdrXq9m1X1goNjdOTwCVSr/fxEPrsD2Lbpyc3gAuKVKgPxiATuppzYGwMkNsZjkQqiA4J4lmNIf2/wNYcD15jCv5M9vEPXYgdymmZ9HN8qHOEUwfR+fIrpFwHAT/vSwOhnH77FufiyobiQEXhk3aAOd2tzY5ZJOyo79myy9h+spj5LGndrdgfAZdhKoytIH/jhjdKPoUOASALMU9ebp3GP9Qkk2+urBE44p8fHuD5r0A4MfnUKD7sMekaXd3oE2rsny+RKtgNoe05y0tgX6vcBhYrdTduzdfq9z+M2AIAN5ACBcl0yQG3QAt47LNPBn//dxuqLb2O4s0j6k18RoGvHB66XWYmGlD/lADeeywLh+qTUrTnqM+n3beXBOjDmG6UiD9VlsdtlunkMdiFQlfmR3ABS9RyP7wDm23j1cbtWNrfkGy5jG1UxAAknTBTX1VgkmPa5/eRR778XVTNX+31NSseSxkToTeR5OlZFcm+wwBlKVqVfpYNQ1VMASA2gAdq3aTAY1KB42iZK2qur62R/PYgkKtOj1hgPb79hzaBu9l39C8TrXOIe11KQ+0wpVCXa2OMzuxzUrP54Js7XjTjWi/e7cpQ/NYwwAFwLwkM3JB78uLVtdi/Z00cUV/WNuLOTTjUs1jhhObEJywmDxmtWnnwbh95i0OhnH797M+1zASA3RCHDY5YoLhwXb6uv4RP67Z8kvymOkrj+Gp3VQ1GJ+RiOsK6VJ6dDgB41PpbrpzOBATDueAKlZN9vGkniIHxa8uFHFwHBSTDfT9HtzagmVKHNCiNB8+7KEAmp9kReXJt6PHLyctZu9rEYvRyogYJCdyNNoY4KUlGDSdRVYf6YDDLP7+1nFMYe1a/Qx5XdrXH8P+LgpBw/4gvIoydFHyAHZ46KK30HMU28zC5ccB8c1viXp/hkhMXo7CGb0+XcwFU7X8oQYsf0vA6S+uYv9vqkGch2Ayc4c2usVJ4ApwmqLIqbUq36vtw602qgxvt06JguHKbHpNL3ipHhvupgu4K0ShYUNEzZZdkxdHiqrL/bn5Y2kjArbP6JVinRFLVCDy2qd34aYl1A1fGdkUnZcrxrqpm3UoCZkFKOh9Q6THMADsGUnVQHpZagIe/ZC6/h+8qAL7lXtzZQ4bK5f/Xdw7j18zGXalI0ij0xMFwuxq0Z/4RROLYbzDLJIiTmUzWbM8QYxNY3s1PIdECScA8F72DU2LyEAojJRO2m7ylH0iygO0fSIHQscZ4X7eZp2qKUBdkBCEUckaDjqyNK37ev0GjKul6vmejAWacZ0LFy5aTTvHrL9zBlxBeo2Tj63HJQdoDOS6L8yC4QT9H8EJi+Mg+J9hcTCM27+vefu1SQh1Xqog5NlNWFejqIaVqej/De0hCwDPzvmq5rHvz9QqbCMWbcxetVKuxWY2YJKPqkJDmVXY2UJdtAAwPk3buSIvQdvx4aM2bas1f4wezMvaqELQO+NqfBzj/16ZpI3JGkyjbbCG/CFNkd5LK9IRfJKWysi67mbsMlPVq2fYp4mHAiiocgvF+B7qwrr2VDfumUmBp2UojM4huiGYnRJAe0h7Tu9Yc0jz2PvXansi1xvoIlrTO4wLSigAtQ8FYFGUr8zaTdDZ6HgJjdPGPgbtmdAFKUS7Q0bNxHWyZwRHO6l7OZY6eFO+VpWMBYbdQ35N3OgHdX3ROoDc7s4bRCC9mDzGM8Tpg9rr+MGA9n5ZWJCE/3qLFtX+2qIy1CkdYy7PN2DlXynorLllOob99MzIMMhNF6NESqh0ribeNrD+D5rX/X/tnXmcVcW17391zumRhh5ooJmbeZBRQERBEdTgEFSIYpyCxORq9JNo7k3uM2YwieZqYt7zJs8kTjcmHyWIT1Q0AVQQMdIYUAaZx6ZpxqbpbujT3ef0OafeH7Vr16pdu/VelSCyvh/5uLv2fMbvWVVrVXr6vzptBQfXO22ZXDdaizo34SjR7zznR2rx/J+j6LKvWG2tIXNCR7e87bTt73uR03ZroNA3ACwatgsnzrELxb+5uw5PB3oiFk1wI5RZY9wIIvOFhcWQ+eJDBTEeU18Qh4gs6MxTKogzB6lf6VQQd3/VlLB40+uOuri/iW7RsTw6c7CFdGnvO9GKRtKFl++VlKGCGO+kvgyoIOqsaVp/7oWNpuvy7nHmS762VR2T1huc3KC6A99oP95vu7hU3b/cYKICtaPV4HMqibrLfHCy0m+jcqjH22k5pMkWVA67XHsTAFhyqKNlVA5Hd1VjlXRRbAAY301dQ0W1kaCJRapLukoaCV/o1VqjclgdV48dlcOxRSZiRQUxkZK443nzhf+yl/CR12C6SvfElBTSj78dXqSXyqEue0TlsBOJ8mhBpGKYLjBRXyqGjV6kkH5wbfXG0VExvH6Yuu+F20xX6Q3lShRFyjyeO9HZSrKpIY8NFUP9nFIxvL27em1QMcw6ql6/mSwTrk0Xq0zi6HEjjNFGdV2LUyYKPrGnGg9KxfDuC9VjQsXwyz1MVFDL4XM3q4xdKoZUCjeVq3qXw2pMpC7TV0UNqRDG6lVvQEuFKTD/1sjbAAAXkKSWMBlMFZrxlpGE6jrfHDFtQ2vNlI2Jfio6SaWweL4qR0SlcHV0AEaVmvs9lFBPFk3syvQ372X9Gv4/K8zc0xv2muj3omEqUk2l8E0va5tK4YuzVYWC/G3mPCyEZyQshsyZR3BMIgDEIgLB13TV8VYMKLKjHnM31fpdaZqygmwcarSjMku21+C+c+wuoDpRgKPNbrdySDAM5YVud+eKve4v+Yv7FOLRVXY39z2yAkdH2xmGdS1pDKq2ow2R0u5It7cjYk/tSOHqwXZXbsnqedg5/Frn3MEMUiB8fFjpITcStzpnCA7H7QjnBb0L0RRInmmfHUUwCBZvzaBDwk6oORApxoLN9jRhADB9kJu93TPLHecYj7X36w9q+mQ1oSXHjgLlNezz5VDTvSALb1UGCov3KXQKp7fPjqBw21KrLTXsEuda3jsQ92cO0dQ2p3Ekbr/GTiTTTpH1GU+uxuu32FHIZ/dkMKGnHcXOjgrnNQsAO2rjTttNndxqAPduiOKh4XbUa1myOyb1sN8b71THMTViR8afqeuGrwTKK1WfSCIRksk/tJ0bBT8RdRMd9oUUl8+JCfTLs5+DP2xswF3d7edqZaankyk8ubwQ+QdsEXw10RuXdbbPE2luwOZAZnuHnAg65bnR0pb/+rHTtuPKe522cZld2FdoRwuzIsKfT1kjNr2N79XY291T8QjKLrUjiFsGX4OtR+3I8gW9i1AQEl0uLHAj6cwZB4shc2ZDJVGPIaKvbT2bCRXEuZuUlFBBLCtQIke/bJdsVxEsKoh1Qn2pUUHsu0oVb945fo7fRscCJsYrKXt8jRm7NKST+XKkkSotifdIEyWhkqincqOSGClVZVaoJD61Q10flcSS1fPUdRJJpHL4m3crAQD/doGJCB3x5GjoiY1+2+oclSFKxZBGZrQcticzWNDvMB2lpHJ4IKIeYyqHt4w0Alfv3XfPPNItSmbx0JFkKod9stRrg8qhjh5SOdQRZyqH+jmhckgz0rUgUjF874D54qdiqOsQUjHUs5lQMZzxpKohScXw2T3qsaJiqOWdvlbbk+57nah0Xi+zT99mE426d4N6XqgYLkuq1xAVw3eqzf1oOXymzkTTqBxWn1DXQuXwrGwV9ZIkEnnck0L6zUWlMMerIUiF8A8b1f1QIVyZURFNKoSTy9VzRoXw1YRJGNFSGCHJIFQK9ZR3VAp315vHuNsCM4PKrulKCDPkd9C4jIrsUSnU9UipFIpN6r1LpfCeCjUumkrhlsHXAIAlhRd4kwFQKWQZZAKwGDIMoAQxOLhcSulMc6cFUcshYARRy6HmUGPSl0PNfecU+3KoOdqc8uVQs3P8HEsOgXBBBJQkBse4Pbqq2pJDQAliXYubjTqkZafTlm7fxZdDzdWDS3059K9z+LUozIn6Uki5ZYxbmDiedM9/OJ6wxBBQctg+MLWZ/i6j5WK0HGoxBIwcUjEElBxaYggAqaQvhZqappQvhRTR4o7D3BMrc4pgv1XZEDrmMFiqCFDJHlQINcM65TmFqY/Ek9b0doASQy2ElFsm9XHaJvQsciK6hxqTlhQCSgypFAJGDLUUAkYMtRQCRgypFAJKDKkUAkoMtRBS+kfcCGVDrhv5FVBSmBOz76lfXsqXQc1d3Rt8GaSMLnOTKfIPrLeEEFBSGAlkB2+O9bLmPwaUFFIZ1HRb8IAvg5pMxsigZl/hYKc4fSnivgxqtBRqIQSMFGoh1Gw92ugLoaYgK8JCyLQFiyHDhHE8brob1xwwv7g7tVPyR0u4LNnpjq9rJLXkNnjjwNbuN18sc0gx5FxvwBct5ptZ8oS/vHbULQCAsXvMGKjq4ebDfwEpdXOHN5sK/a6sJTJYunaBv7y4i4pW9SPJLYOkOVYkobJC97QzYwpf98ad0dI81x41ySw/SpwLALj9XPPFSruHBxSrm1x32Dy+owuVYNASQycSZh9dg6/dIZMBWtfJZCnrjPGvnW3Eo3vKCHlDnoqE5pI5nbPSaszdDfNNFuiT15lSMi1etnQpqR2YJMkFOfUqcpgqNrJBhwQkvT/yiIhFG4zQN+SrDOeNNeZxGFvxmL+8/5J7/GWdQFRFSrGM7GKE5sY/qmn1wmQQAG7upQS/KmLkaucxI75d26uELDrVX6P3nNEpEn/xlukS/vExNWPGqgl3+m27yZjAvsXqNTUlZjKI/1RrItKzKlVtzr2Tbvfb+uWo+xOtpKtfmOesIUe9v2hUl5aeXLZH/Ui4pJ95H9Z6hdrpPONfHWbGoOr3yRIy5/OhRhPJ/npXkxl9vFhFYukcwYdI3cN23g+ZwfuNxK3tMtFfHpM2UVc9xnH+cVP4m8rbo97YvweLzdhLSWaOOfgf3wMAlE0xx98yTI0h7E2GodB6kN2LudYg89+CxZBhPo7j8WZLDgEliMH6fkt2HrPkUNOYzPhyqFm7v8GSQ0AJYthMD5klT/hyqBm756+WHGrozCeamLDlULPmgFt78PJity2SOGHJoaai2h3zuGF/gyWFmqbWjC+FmnWHm30ppBzOuFGcotyoJYaaB3a7GeA/GOHO4tGQ18USQ83X/uIe87czznLaAKBDyJjKkCGVyEgjhpSCRjdD9d14kSWEmsqpdzttVQ0tlhBq9A8TipbBIMvq3f2Hd3bbGlszlhRqYi8+7LTNHXyr09a3ON+SQk3L+8uctr2TbvelUCNamy0p1DTkdMShRvfegjPWAEoKqRBqbh7uZmTTQtear3c94csgZXutO5NIu+yoJYSAkkJLBjUyYwkhoKTw0UB28IPFmy0Z1Bz8j+9ZQggoKewdGJfcnMqwDDKfBBZDhvkkLPMmll+wwXzZ3zvFfIls87JGz+psonElLebL57UaM25qzT4VrfjGOabAMp0rtyRHLadICWI6PZ2e9xQA8jz56SmMtCXzjaxWVBvxG9pJXVtpzMjZ4irzpUezUa/ros6X3rDcb6s++3p/uVfEdLM+X6XeYueRcW3lJ9T8tHQKsuS8X/jLOVff5S/f/LISikemD/Xbdh4zUaQLSTKDLunxcIXJ0v7WePM4FjWrx/xvR83jPZVMN/cGiRQ9+14VAOCX5Lx5JPQa8bKnaeHxPaTbsD8R35e3qejVtP4lfhuNIpcl1fUm3nzOb1tDom+l+UZu1x5Uj+2UPqa7nNZN/MtGEx2d6EWd+kiTmby8wchBxvvcnlJkhKkm24gSzZjVM97kEvtNzX/IX86+Sj1nz2wzx/pSf/Na69lg5iSeW6+69Wfsmuu3PdvLzL4xe6B5frY3qwjmoCzzGt7WqqK19y8yx/z5FWaM3aNvm9fEuD7qMZ9FprajvfibSOmoNd54ylv7mfdQY455zg6Qx0NXFKBTwHXdbUR3T+/JAIB+cVOTcUtuf3/5w8PmvXddoXpd/q+NJgv8gfYkSWukGXu6tkG9FkZt/X9+25FxN/jL+vVY0p67hpnPBBZDhvk03PWiW8ICAGaMcOfAndTBjcYBwP0fuJmXd57rjocCwqNWlQ3umCYAGJjlni+Z39GSQ80FXd0o2+KqFqeGHQDMPOzWiQOAyNjLnbZ9stCXQkr87YWhx7gNX3babp8Y3kV6Xlc3vPpwxSFLDDUr97njA6f2KbLEUDOiixtlyYsJXwwpwUxmzcYj7mM8sZcb3QybxxYA9jW4mdNfGeLOdgHAmcYNUGJIhVAzubDRaavJ7hxa/H1oqTtrSGr+Q74QUg6m3W0B4J297uPb1Oq+pgDgvJ7u7CODshrw1YVujcSOBSGhdQCPXOnW/suO2DKoGZ7nRhMbc0osGdR0yHbfdwDQEphGEYAzN7UmbCxvau+WkC2BteXueylsTmKA5yVmPnNYDBnms4JK4qPj1K/4FQk7AWJSO29gfaD479+O5uEfVfaX6LfPUxmP6UC35B5vJo+RXewIQd6hjdiSN9BqG5jtffkFCvkios7/9lG7D+7h17fjr1+zu1Ij21cCAOZHRlrtMwcWAu/8xWrbO1pFEftEbRGj9eyWJNV9Taz4v9Y2DVf9OwDgX1+xix3feE5Pa3YVABjh3XtBxBaz375fg9mj7W46ADjWnHa6Fa/MVRHChc12uZHyojxHwHVXZW6gz1JH4IKJIvPWH8CwrnZSi474UXEIimHHPCXo6wJzUV/fvRWpDvZ9iXdUtLFqlF20uM/e5QCA5YXnWu2T2x0DYrZcvHRIRaz6BYqoDyjJdcoEAcCY+97A2h9PsNq2NaljBhMxUmnpDDfQYzczge+PG4er8Yc0AkujgwDwl6vVj6W73rS7fX91xSCIgLTP8MZdPnyV/VruX5yDvJZA17vXZb09aXep60Sd4HO+qroBowLPrY5o9wpMwdfNS0wqPGoLYHLzPxAJFN1OnTMTAPDhEftHwfCK3wEAai81wwtYBpmTCIshw5xMUlUfhrbLWI7T9rc6d3YGADi3RwenLZmWqGpwI43jOiSsJAfNnIoInpzmCtOeVEFoBu7lc93oxk8uH4xz69z5ilHWD+mi7k4znTpOs6vOjYQB4ePcOkeasXi/G5E7v6f7eNQ2p7Fwq1vH8NZ1v0ft9T9x2stzWxE76t5jvGwEdtW5j2txXnjEKDvifoaWpo7hp2vcaJQWfcqRkHl1AWBwtNZpW5sowoitC5z2aHH49HboNtBpOpjbA6tCxoaO694BHUNq7x2Jt2L6Q8ud9ue+e4E/DSElP+a2taQlKva5kUOaBELJbnazksNmE8qOCnz56fed9jsn98OUcncWkryEew0QEVSm3C7YsnZZWBwydrNXYR6OtYREVzvlh0YV81b8yT0ngMxFs93GV34dum27r/4wtJ1hThIshgzzz4JK4t9bjaSdn2e+gCLel+JrLbZE9CpUY7C6tbe7fHX0iUoinYGFSuKcChP5oJK4J2WiD1QS5+5W0ZtnV1X5bT+53HTVWZJYRmbwIJK4+4SJVNIZTqggTql61V+uGWvGLXaOmG2oIFbWm3YdaaIROyqIt677vVofkMPyXPXlTuUwXjaCXJ95DOmgfpqR2r3FPLY1+ab7ujRlnk8qiD+cXE6Oox4XKoadSeIQHY+6NmGkiIrhwi6X+cvXJI0gHRs41Ryn0czacjDXXCOVw3HdlWgHxfCINyMKFcPnvuvOT/1etRGui8pNd3ALiYxSMZwdNTUtE0Om+MtUCCMHTIQt3sdEKGm5HSqFd042rz8qhQWH1XsuXUSGZpCkFiqFZe3Me4tKoX7vAbCkUI/RDQphQbN6/aVXL7Lad52txgX2Ia+nWMJEhlOLn/SXWQaZUwiLIcOcClJVH1pyqDk/75gvh5TXWnpZX1Cabu2zQsc0dZHumDoA+MZid7zWk9O6WnKo6ZPV5Msh5dlVVZYgas6te88SRE26qLsliJrK+hZLCjU1Y6+3pFCzeH/KkkLNjcO7OF25gBJELYaU9rN/4LQBQCLmRo521SWcbE9ACSIVQ//a83tYYqj56Zq4JYaanXVJSwg1JS2HLSHUjNi6wBJCzTXJ9y0h9I/TuM8SQk26jc/v4LAFQIkhFUJNNCIsKdRcVF5sSaGmYl+9JYWaxJApyN210mmP95kQOpPOl59+3xJBzZTyQl8EKeminqEZzpWpfEsGNZtrwqPaZe3dbTtkR30RtM65epEvgpQ+hdmWDGpSi59kGWQ+L7AYMsznieW7VDbpJOwKXZ8qKbf+3hxXXdJn5dpJBYcjSioOBqY9G9XOjGmLk+65u19REZqrR9pJM0O9+Zl7F9ifFfO2KHmtCUzTdq6XiRxM1DgnW2XOPr7X7kKf0ldlgPbd8ILf9tucyf7yt0eq6E90n11W5rHjKiGlvsnt1rt+RFfM22AL8J2bTV3Ihhvu95d7ZJvrX3rQRO/0HL45q190jh8fMwO//rtbiuX+EeqeM3TO46SJGD7wgYnG3nuBKulznGQqr95vElY6k+SKypDu9/Ji90dC78IcVB93Rb6Tl+FcJsxrZD8pCdQ130hTdaMR7N6tdnmdjbIMZ1W96Rz/T7Fx6prb2QKtxy2uP0SycTNmHK7IVuPxDnYfb+2n6ylmV31gtS9s7QsAmBAYWtGpVsnmT3fa3cc/HKdeiy9W2d31VwxQmdMfHDLPDR1HuP6wLW4603rjYXt4wKWl6r109Yv24/TLq9W4xn4fzLXaI+epGYhyiu1pKBnmcwaLIcN8XknvChnPB2B1dEBo/b94rD0KEm60al1TeBmLXh1ynFkjAKBd0xH89Yg7BhIALusTPuj9t2vcOnBXDemMmrh7nYApwRKkuY2M1XtKXBEDgAcPudGwj+KmUW62OACUN27HkoR7rKmH3gjdPjFuJh5eUem03z8yikw7t5YlADy4qsZpO6enGxUE2s7cnVF8DB/AHc9ZmBMLzSAHgOEh8w3vz7SzhJASrdsX2i73utE+AFhUeH5oe1vXE5yFQ9OtJjzDf268Fy7pW+K0/+698OscEpJVrs+745ibnbyvobnNx7t7ezfbelqHOkx/1Y3qf//SgRi/9QWnHQDyrrgjtJ1hPoewGDLM6QIVxdVRU3CaSiKd3o1KYkO2Gfuls5oBJYcUKortmlQXGZXEUWX2l25XErh6aYcZt1ZNZum4aohJMqCiOK7ARGCe2GG+mINyOKWvEa2R9SaKtKvzOH+ZRgj/faIZn/nw3834yEnlRi56F9lf+OWNZgYUKohfyqr0l1P7TH26xLiZ5hxEEO8facabBQVRJEzk7IG16vGhYjiw1Aj8uoN2uZsZxea5pGJYSKazoyI2ImJEXeaZc7QVKQSA/XETveyVNN3kj+405/hOlqm1lx59hb/8Oin7U5JnulzpbC2ALYU3P2PGCC69gsxFHjfPHxXCD4+Y18s7e8zjUdbBfi6LyVhJfT4qhMFSQFQKryO1D9+tMj9epnUwIkil8PuXmgQfKoUsgsxpDIshw5zurKp0o4Sjuihja0rZL/cXNpvxUDOGmC7Pa59aAwCYN2esc6xOB9UXeLqjnRDTmGe+RBsStswVv6wKIS8aa39BXpul5Gp3pzFWezcy33B23I6sfdhiZ2uPShqJ21kwxFrXe/18tTDpRvsmvHI9K/fbGdgTO5rrDmZzZ7KVREVa7CzeFxuNONIC1nknyP4Ze0zljojqPgzOA1wJNxJW36K6Ps+GfT0fRkwCRT6pJXPT71f5yyu/YT9HO6JqHGteYNaXFvK6CI7j65GlJOo36+37/s5ZSsDSAeHVxbwBoEdA0n708ibr79dnD/KXn6+0o8k3FKvX5rJWu4bnYE+YX9121Gq/dZTpkj0WmNmn0vvxQ6fp01zfRQlmY6F5rDYeMdtNyLZffy3e8I01B91M88n9wmtLMsxpDIshw3zRWFV5zBfDIE0pacmhRkuiFkTKvDljfTmkaFGkgqhpSKR9OaRoUdSCqKGiSCURUKJI5ZCKIWDk0JdCyqQb3RqOMIJIxVATbdjvSyFFCyIVQ820/iW2GGo8QdRiSOkfqfPFUMsgRYshFUJNflbEEkKNFkMthJS8WMQSQo0WQy2ElN+sb/CFkKLlkEohYIvhj17eZIkgYMugFkGNFsLBpe7Qh1e3HbVEUKOFsLLe7S7fXdfkSyBFCyGVQc2E7BpfBIOsORhnEWTOBFgMGeZMo6VZdaWJCnc81DPtVPYpnaIMAL70R1Vs+IXb3IhiyX4jjekudu28xiyVKBAsaAwAsflqSrzEtXaWcMfqfwAAZFP4TDGJs9R0YXkHVUJKutiemzmz5jV/WUyYaa2TUZMgsW76Fda6s+fPAwBETrjjJf26k4Hs1pdqjEAeibuJH//SV4nL/ixbappalTDS7t+8mF32JOVlCK/Y60aEn33DlNl55TvnWevqvehtSIKxXzLosXftOXx/PdWMvaRT3AH2dHEfNNrStqdeydXMXmqbrS3hP0jOSqjrbS0barXXeNnkj5Ap7TQPTVPDJbbW2tJHu37HFrlCHWlSUVkReM1VJNWPn/Eh+yRzVeJKQX749TPMGQSLIcOc6SSW/Tm0fdfQq9AvJ3zKtkR2ByRCpgMDgOZWaWXAUo7Hwot4A0CHZB3qstxp0QCgZPvSNveT/c4Jbd/UlIuhhe7b/XBSRSQPzLoydL+xT/9naHuqk5r3NlofEhkE8HilW84EAGZ5hZzjre7jdSIR/hjeOXctAGDmBLcoNgBcOzS8OLQ3sYhVb5Hyh5WVoe13T1JZ3kv3uBI6p2cS7yfDI2X5bUwVBwADi8OncEtL4AdLdoSuA4DZ48LvuW9RNnJbw38siHQrIi3h657Yl4fbBoVP2ZddUhbazjBnMCyGDMPYUFHcNfQqax0VxUS2OwMJlcXmVvNWo6IYHFsGAJeRsXodkvY4PCqLhQH3im4ywkgFcVOTLQJUELUYajUZyocAAAxeSURBVKgg5jzzsrVueNpkQ2sxtM5PJLG+wCSFPL/RdJPOCpnhQ0siFUMtgxQqhrePMI9DbcrcQyrELakYBgsw/3K5KYWkhVBDxXBOTzsCSuWQCmFwApT+RUYIg+UMqRAmQy78mxPK/eW+5DhUCEXaff1QKXxinx31o1LIIsgwHwuLIcMwn4zNh0xywoC0XTewucju3n1vvx3NGdTRdEnWBxJX1pN5gmeVh0ThMqYr8FjMjTASn8CWY0oiwqa0iwQ+/14KTKl3QW8jq8H9y/JMl/KvK9wI4jfHGUmMhUwdp7uJZz6x2m/7861jnO26Zpt7PS7dCByV772BDODeZN7e4GMcnLqut7QTOwAAaXXubcJ0gw9urXI2S5QaYQ4mgQDAL5aabu//nV9hrUte+DV/ORhRLU3bxbNXn7CFj9ZH/BYRSoZhPhUshgzDfHa07t/a5rpljcVO4WtKl4Lw2okA0NDSGjo2TJPJbY96d4ifT0sb3d4A0A0n8Put4V3mgJoSbXTX8Np4ANA10oRHPnDnHwaAywd1RnlReJcq4GZzBynOiSIZNlgQQEntVqyUvUPXAUBOLILcWNtdvUU5UXRNuYlIGpFwEzc0O7J7oyA7vA4iABRkR5D7dvg8wQBQd97Nba7r3LgX76Xajuyd3ye8TiTDMJ8JLIYMw5x8tDAuawwfQ0iFcVIPNyN4e72RwoYWtyuRSmMm1x3HSKWRSmI3uOPSqCSGTUNIJbFrxM1sBeCL4uWDwscCalmkYlicEy5xWgxLasOlm8phTsyVNSqHRSHnoHJIZXBHtiudVAbDxJDKYOvk2c56mmzTuTG8aLmWQhZAhjklsBgyDPP5Y8k2lRl8YS93HKOFV4qmrYSQVS2qO/jcXDepQpMuUt2+kWYlc2HzRlM218RDBYwy1et9rUy2UTbI6zal4+ie+zA8evcvZaokzCqUf+Q5s6ICY1rbTuoAgP1Faro23W1bHhy0SdDzHbc1d/Dwzmo4wLMb3Cxuyjd7KNmM9TzrI7djGOZzAYshwzCnH7rkThCRsLOhdekSytqUnWE7OhYyvg7A7mh4d+bWo3YXa1Y0XBK7BOYOLgjJ4F26O1xYX1tnz79737RBodv1KbK737sc2xS6XbLbiND2/Sfs6OvhkCkMz95s14f8Y8llocficX4M84WAxZBhmC8uiXp3fmJnm6wCbK0NF80gB0+4hZTDCM4A0hY/em3Lf2s7AHjq+nC5C9IUUhYnjIrqBnzl4Gsfux1P78YwZxQshgzDMAzDMAyATyGGsY/f5HPLJ75phmEYhmEYxuWjR14zDMMwDMMwZwwshgzDMAzDMAwAFkOGYRiGYRjGg8WQYRiGYRiGAcBiyDAMwzAMw3iwGDIMwzAMwzAAWAwZhmEYhmEYDxZDhmEYhmEYBgCLIcMwDMMwDOPBYsgwDMMwDMMAYDFkGIZhGIZhPFgMGYZhGIZhGAAshgzDMAzDMIwHiyHDMAzDMAwDgMWQYRiGYRiG8WAxZBiGYRiGYQCwGDIMwzAMwzAeLIYMwzAMwzAMACB2qi+AYU4lkcKeEqkW7y8BCAEBAEJ4TUKv8dfrdms7CO8/up+A/yfdF4Agy2R3e5/gJrTBbBY4D8gKYR1HWNdiNhN6WYhAG73ettv1OQU5H70EYe4scN0h5w3dJnC9zm2L0P3cbYNrA+dxnxJrwTk/uQghZeDI3t9Wu/SbyYK7DWkXtN06RfD4Zr30l2XoenzMenv/Nu5FSu9Psp9078lvk2Q/eixJz2ef0zq+c23eIQLHp8eW/n70XIH1zrUgcH77YbdPKe11ZPvgoc1xJOhlOccGcBTJJVLKaWCYUwSLIXNmk2pB1uCrISJR8y8aRYT8DQAiEnG2oevp9sHt1P6mLRIREBEBIQQiEU9tvLaIEGbZXwd/2+B2et+IdzwRgXV8dW3q72jIPwCIWW0RZ31UmL9jwXVtHNdaL9T1RoW6Fv23OrZq89d757LW+22w94146/Txvb+14EWgliOek9O/ASV4evsIvMeY+LvVBn0cEbq/kBKQGQiZUStlRlmBbqP/ACBD2wPb+ft7bZnANmQ9MmnIjPo/Mmm1Kp1W+2TSkBm1LMl6ZDLeNunw/cnfzrG89TLt/SPLmXT4+oy3rK4tsI+/7O6bsbZVCqXaJDJp6bfrZXVr0mtT6/SyOnbIfpkMMt6xpbcuo/eTEmkp4a32l93/f9x679rb2Ebta9oex95SMMwphLuSGYZhGIZhGAAshgzDMAzDMIwHiyHDMAzDMAwDgMWQYRiGYRiG8WAxZBiGYRiGYQCwGDIMwzAMwzAeLIYMwzAMwzAMABZDhmEYhmEYxoPFkGEYhmEYhgHAYsgwDMMwDMN4CGt+S4Y5wxBCbATQ8rEbMgzD/HPIlVIOO9UXwZy58FzJzJlOi5Ry7Km+CIZhGAAQQqw51dfAnNlwVzLDMAzDMAwDgMWQYRiGYRiG8WAxZM50njjVF8AwDEPgzyTmlMLJJwzDMAzDMAwAjhgyDMMwDMMwHiyGDMMwDMMwDAAWQ+Y0RAhxlRBigxBinRBijRBiYhvbzfK22ySEeJi0f1cIsdlbt1QI0Zus6yWEeF0IscXbptxrv0sIsVMIIYUQpYHzTPauZZMQ4u2Tc9cMw5wuCCGiQoi1QojX2lh/nff5skkIMZe0PyyE2Oj9m0XahRDiQSHEdu+z6dte+43e59iHQoiVQoiRJ//umC86XMeQOR1ZCmChlFIKIUYAmA9gMN1ACNERwK8AjJFS1ggh/iSEmCqlXApgLYCxUsomIcQdAH4JQH8I/xnAg1LKN4QQBQAyXvu7AF4DsDxwniIAvwMwTUpZJYTofDJumGGY04rvANgCoENwhRBiAIB7AZwvpazTnxlCiCsAnA1gFIAcAMuFEIuklMcBzAbQE8BgKWWGfM7sAXChd5zLoBJXxp/cW2O+6HDEkDntkFI2SpM11Q5AWAZVXwA7pJQ13t9vApjp7f+WlLLJa18FoAcACCGGAohJKd8g52nyltdKKStDznMDgAVSyipvuyOf9v4Yhjl9EUL0AHAFgKfa2OQbAB6TUtYB1mfGUAArpJQpKWUcwAYA07x1dwD4mZQyQ/eRUq7UxwH5LGOYTwOLIXNaIoS4RgixFcBfAcwJ2WQngEFCiHIhRAzA1VC/uIN8HcAib3kggHohxAKvG+hXQojox1zKQADFQojlQoj3hRC3fLI7YhjmC8KjAL4P09sQZCCAgUKId4UQq4QQWv7WA5gmhMj3hqtcBPOZ1Q/ALG/ozCIv6hiEfpYxzCeGu5KZ0xIp5UsAXhJCXADg5wAuDqyv87qJn4f6gF4J9eHqI4S4CcBYABd6TTEAkwCMBlDl7TsbwNMfcSkxAGMATAWQB6BCCLFKSrn909wfwzCnH0KIKwEckVK+L4SY3MZmMQADAEyGivCtEEIMl1K+LoQYB/VZVQOgAkDa2ycH3vSdQogZAP4L6rNKn/ciKDEMHW/NMP8TOGLInBYIIe70EjzWCSG66XYp5QoAfYMJId66V6WU46WUEwBsA7CdHO9iAPcBmC6lTHjN1QDWSSl3SylTAF6GGvPzUVQDWCKljEspjwJYAYAHgDPMmcn5AKYLISoBzAMwRQjxbGCbaqgx0q1Syj1Qn0sDAEBK+aCUcpSU8hIAAuYzqxrAAm/5JQAj9MG8cdZPAbhKSll7cm6LOZNgMWROC6SUj3kfmKMA5AshBAAIIc6G+jXtfCCSQd3FAL4Fb8yPEGI0gMehpJCOCVwNoEgI0cn7ewqAzR9zaa8AmCiEiAkh8qEGfm/5hLfJMMxpjJTyXillDyllOYDrASyTUt4U2OxlqGghvB+0AwHs9jKZO3rtI6Dk73Wyz0Xe8oXwhFEI0QtKGG/mXgrms4K7kpnTkZkAbhFCtAJoBjBLJ6MIIdZ58ggA/0nKN/yMfHD+CkABgBc8v6ySUk6XUqaFEP8GYKknnu8DeNI77rehxg2VAdgghPiblPI2KeUWIcRiqIHiGQBPSSk3nuT7ZxjmNEII8TMAa6SUCwEsAXCpEGIzVFfx96SUtUKIXADveJ9JxwHc5PVcAMBDAJ4TQtwDoBHAbV77jwF0BPA7b7+UlHLsP+u+mC8mPCUewzAMwzAMA4C7khmGYRiGYRgPFkOGYRiGYRgGAIshwzAMwzAM48FiyDAMwzAMwwBgMWQYhmEYhmE8WAwZhmEYhmEYACyGDMMwDMMwjMf/B2a1v5Qn8O78AAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "idx = 0\n", "cm = plt.cm.RdBu_r\n", "cm.set_under('w')\n", "hp.mollview(x[idx], title='Gaussian noise', nest=True, cmap=cm)\n", "hp.mollview(xs[idx, :, 0], title='Gaussian noise smoothed with sigma={:.2f}'.format(t[idx, 0]), nest=True, cmap=cm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2 Data preparation\n", "\n", "* The regression target is the stddev of the Gaussian filters.\n", "* Split the data into training and test sets." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Normalize and transform the data, i.e. extract features.\n", "x_raw = xs / np.mean(xs**2) # Apply some normalization (We do not want to affect the mean)\n", "\n", "# Create the label vector.\n", "labels = t - 0.5\n", "\n", "# Random train / test split.\n", "ntrain = int(0.8 * Nsamples)\n", "x_raw_train = x_raw[:ntrain]\n", "x_raw_test = x_raw[ntrain:]\n", "labels_train = labels[:ntrain]\n", "labels_test = labels[ntrain:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3 Regression using DeepSphere" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "params = dict()\n", "params['dir_name'] = EXP_NAME\n", "\n", "# Types of layers.\n", "params['conv'] = 'chebyshev5' # Graph convolution: chebyshev5 or monomials.\n", "params['pool'] = 'max' # Pooling: max or average.\n", "params['activation'] = 'relu' # Non-linearity: relu, elu, leaky_relu, softmax, tanh, etc.\n", "params['statistics'] = None # Statistics (for invariance): None, mean, var, meanvar, hist.\n", "\n", "# Architecture.\n", "params['statistics'] = 'mean' # For predictions to be invariant to rotation.\n", "params['nsides'] = [Nside, Nside//2, Nside//4, Nside//8] # Pooling: number of pixels per layer.\n", "params['F'] = [16, 32, 64] # Graph convolutional layers: number of feature maps.\n", "params['M'] = [64, 2] # Fully connected layers: output dimensionalities. Predict two parameters.\n", "params['input_channel'] = 2 # Two channels (spherical maps) per sample.\n", "params['loss'] = 'l2' # Regression loss.\n", "params['K'] = [5] * len(params['F']) # Polynomial orders.\n", "params['batch_norm'] = [True] * len(params['F']) # Batch normalization.\n", "\n", "# Regularization.\n", "params['regularization'] = 0 # Amount of L2 regularization over the weights (will be divided by the number of weights).\n", "params['dropout'] = 1 # Percentage of neurons to keep.\n", "\n", "# Training.\n", "params['num_epochs'] = 10 # Number of passes through the training data.\n", "params['batch_size'] = 16 # Number of samples per training batch. Should be a power of 2 for greater speed.\n", "params['eval_frequency'] = 15 # Frequency of model evaluations during training (influence training time).\n", "params['scheduler'] = lambda step: 1e-4 # Constant learning rate.\n", "params['optimizer'] = lambda lr: tf.train.GradientDescentOptimizer(lr)\n", "#params['optimizer'] = lambda lr: tf.train.MomentumOptimizer(lr, momentum=0.5)\n", "#params['optimizer'] = lambda lr: tf.train.AdamOptimizer(lr, beta1=0.9, beta2=0.99, epsilon=1e-8)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NN architecture\n", " input: M_0 = 12288\n", " layer 1: cgconv1\n", " representation: M_0 * F_1 / p_1 = 12288 * 16 / 4 = 49152\n", " weights: F_0 * F_1 * K_1 = 2 * 16 * 5 = 160\n", " biases: F_1 = 16\n", " batch normalization\n", " layer 2: cgconv2\n", " representation: M_1 * F_2 / p_2 = 3072 * 32 / 4 = 24576\n", " weights: F_1 * F_2 * K_2 = 16 * 32 * 5 = 2560\n", " biases: F_2 = 32\n", " batch normalization\n", " layer 3: cgconv3\n", " representation: M_2 * F_3 / p_3 = 768 * 64 / 4 = 12288\n", " weights: F_2 * F_3 * K_3 = 32 * 64 * 5 = 10240\n", " biases: F_3 = 64\n", " batch normalization\n", " Statistical layer: mean\n", " representation: 1 * 64 = 64\n", " layer 4: fc1\n", " representation: M_4 = 64\n", " weights: M_3 * M_4 = 64 * 64 = 4096\n", " biases: M_4 = 64\n", " layer 5: fc2\n", " representation: M_5 = 2\n", " weights: M_4 * M_5 = 64 * 2 = 128\n" ] } ], "source": [ "model = models.deepsphere(**params)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Cleanup before running again.\n", "shutil.rmtree('summaries/{}/'.format(EXP_NAME), ignore_errors=True)\n", "shutil.rmtree('checkpoints/{}/'.format(EXP_NAME), ignore_errors=True)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "training = LabeledDataset(x_raw_train, labels_train)\n", "testing = LabeledDataset(x_raw_test, labels_test)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "step 15 / 500 (epoch 0.30 / 10):\n", " learning_rate = 1.00e-04, training loss = 1.04e+00\n", " validation loss: 1.80e+00\n", " CPU time: 162s, wall time: 14s\n", "step 30 / 500 (epoch 0.60 / 10):\n", " learning_rate = 1.00e-04, training loss = 5.58e-01\n", " validation loss: 1.43e+00\n", " CPU time: 324s, wall time: 26s\n", "step 45 / 500 (epoch 0.90 / 10):\n", " learning_rate = 1.00e-04, training loss = 5.38e-01\n", " validation loss: 1.30e+00\n", " CPU time: 486s, wall time: 37s\n", "step 60 / 500 (epoch 1.20 / 10):\n", " learning_rate = 1.00e-04, training loss = 6.24e-01\n", " validation loss: 1.26e+00\n", " CPU time: 647s, wall time: 48s\n", "step 75 / 500 (epoch 1.50 / 10):\n", " learning_rate = 1.00e-04, training loss = 3.10e-01\n", " validation loss: 1.20e+00\n", " CPU time: 807s, wall time: 59s\n", "step 90 / 500 (epoch 1.80 / 10):\n", " learning_rate = 1.00e-04, training loss = 3.11e-01\n", " validation loss: 1.16e+00\n", " CPU time: 970s, wall time: 70s\n", "step 105 / 500 (epoch 2.10 / 10):\n", " learning_rate = 1.00e-04, training loss = 2.80e-01\n", " validation loss: 1.14e+00\n", " CPU time: 1131s, wall time: 81s\n", "step 120 / 500 (epoch 2.40 / 10):\n", " learning_rate = 1.00e-04, training loss = 4.30e-01\n", " validation loss: 1.12e+00\n", " CPU time: 1293s, wall time: 92s\n", "step 135 / 500 (epoch 2.70 / 10):\n", " learning_rate = 1.00e-04, training loss = 4.26e-01\n", " validation loss: 1.13e+00\n", " CPU time: 1460s, wall time: 103s\n", "step 150 / 500 (epoch 3.00 / 10):\n", " learning_rate = 1.00e-04, training loss = 2.24e-01\n", " validation loss: 1.10e+00\n", " CPU time: 1623s, wall time: 115s\n", "step 165 / 500 (epoch 3.30 / 10):\n", " learning_rate = 1.00e-04, training loss = 2.93e-01\n", " validation loss: 1.08e+00\n", " CPU time: 1786s, wall time: 126s\n", "step 180 / 500 (epoch 3.60 / 10):\n", " learning_rate = 1.00e-04, training loss = 2.20e-01\n", " validation loss: 1.07e+00\n", " CPU time: 1947s, wall time: 137s\n", "step 195 / 500 (epoch 3.90 / 10):\n", " learning_rate = 1.00e-04, training loss = 2.08e-01\n", " validation loss: 1.06e+00\n", " CPU time: 2107s, wall time: 148s\n", "step 210 / 500 (epoch 4.20 / 10):\n", " learning_rate = 1.00e-04, training loss = 2.60e-01\n", " validation loss: 1.06e+00\n", " CPU time: 2270s, wall time: 159s\n", "step 225 / 500 (epoch 4.50 / 10):\n", " learning_rate = 1.00e-04, training loss = 1.62e-01\n", " validation loss: 1.04e+00\n", " CPU time: 2434s, wall time: 170s\n", "step 240 / 500 (epoch 4.80 / 10):\n", " learning_rate = 1.00e-04, training loss = 1.69e-01\n", " validation loss: 1.00e+00\n", " CPU time: 2595s, wall time: 181s\n", "step 255 / 500 (epoch 5.10 / 10):\n", " learning_rate = 1.00e-04, training loss = 1.70e-01\n", " validation loss: 1.00e+00\n", " CPU time: 2759s, wall time: 192s\n", "step 270 / 500 (epoch 5.40 / 10):\n", " learning_rate = 1.00e-04, training loss = 3.43e-01\n", " validation loss: 9.98e-01\n", " CPU time: 2924s, wall time: 204s\n", "step 285 / 500 (epoch 5.70 / 10):\n", " learning_rate = 1.00e-04, training loss = 2.94e-01\n", " validation loss: 1.01e+00\n", " CPU time: 3085s, wall time: 215s\n", "step 300 / 500 (epoch 6.00 / 10):\n", " learning_rate = 1.00e-04, training loss = 1.34e-01\n", " validation loss: 1.00e+00\n", " CPU time: 3246s, wall time: 226s\n", "step 315 / 500 (epoch 6.30 / 10):\n", " learning_rate = 1.00e-04, training loss = 1.83e-01\n", " validation loss: 9.85e-01\n", " CPU time: 3408s, wall time: 237s\n", "step 330 / 500 (epoch 6.60 / 10):\n", " learning_rate = 1.00e-04, training loss = 1.46e-01\n", " validation loss: 9.83e-01\n", " CPU time: 3571s, wall time: 248s\n", "step 345 / 500 (epoch 6.90 / 10):\n", " learning_rate = 1.00e-04, training loss = 1.37e-01\n", " validation loss: 9.71e-01\n", " CPU time: 3722s, wall time: 259s\n", "step 360 / 500 (epoch 7.20 / 10):\n", " learning_rate = 1.00e-04, training loss = 1.49e-01\n", " validation loss: 9.82e-01\n", " CPU time: 3881s, wall time: 270s\n", "step 375 / 500 (epoch 7.50 / 10):\n", " learning_rate = 1.00e-04, training loss = 1.08e-01\n", " validation loss: 9.63e-01\n", " CPU time: 4037s, wall time: 280s\n", "step 390 / 500 (epoch 7.80 / 10):\n", " learning_rate = 1.00e-04, training loss = 1.22e-01\n", " validation loss: 9.29e-01\n", " CPU time: 4199s, wall time: 292s\n", "step 405 / 500 (epoch 8.10 / 10):\n", " learning_rate = 1.00e-04, training loss = 1.33e-01\n", " validation loss: 9.37e-01\n", " CPU time: 4360s, wall time: 302s\n", "step 420 / 500 (epoch 8.40 / 10):\n", " learning_rate = 1.00e-04, training loss = 2.94e-01\n", " validation loss: 9.35e-01\n", " CPU time: 4521s, wall time: 314s\n", "step 435 / 500 (epoch 8.70 / 10):\n", " learning_rate = 1.00e-04, training loss = 2.24e-01\n", " validation loss: 9.54e-01\n", " CPU time: 4684s, wall time: 325s\n", "step 450 / 500 (epoch 9.00 / 10):\n", " learning_rate = 1.00e-04, training loss = 9.48e-02\n", " validation loss: 9.43e-01\n", " CPU time: 4845s, wall time: 336s\n", "step 465 / 500 (epoch 9.30 / 10):\n", " learning_rate = 1.00e-04, training loss = 1.42e-01\n", " validation loss: 9.30e-01\n", " CPU time: 5008s, wall time: 347s\n", "step 480 / 500 (epoch 9.60 / 10):\n", " learning_rate = 1.00e-04, training loss = 1.13e-01\n", " validation loss: 9.33e-01\n", " CPU time: 5168s, wall time: 358s\n", "step 495 / 500 (epoch 9.90 / 10):\n", " learning_rate = 1.00e-04, training loss = 1.07e-01\n", " validation loss: 9.22e-01\n", " CPU time: 5333s, wall time: 369s\n", "step 500 / 500 (epoch 10.00 / 10):\n", " learning_rate = 1.00e-04, training loss = 8.68e-02\n", " validation loss: 9.30e-01\n", " CPU time: 5410s, wall time: 374s\n" ] } ], "source": [ "accuracy_validation, loss_validation, loss_training, t_step = model.fit(training, testing)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot.plot_loss(loss_training, loss_validation, t_step, params['eval_frequency'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4 Prediction" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/mnt/scratch/lts2/mdeff/deepsphere/deepsphere/../checkpoints/regression\n", "INFO:tensorflow:Restoring parameters from /mnt/scratch/lts2/mdeff/deepsphere/deepsphere/../checkpoints/regression/model-500\n", "/mnt/scratch/lts2/mdeff/deepsphere/deepsphere/../checkpoints/regression\n", "INFO:tensorflow:Restoring parameters from /mnt/scratch/lts2/mdeff/deepsphere/deepsphere/../checkpoints/regression/model-500\n" ] } ], "source": [ "pred_test = model.predict(x_raw_test)\n", "pred_train = model.predict(x_raw_train)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.1659902090010819" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(np.abs(pred_test - labels_test)) / np.std(labels_test)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_prediction(param=0):\n", " fig, ax = plt.subplots()\n", " ax.plot(labels_train[:, param], pred_train[:, param], 'o', label='train')\n", " ax.plot(labels_test[:, param], pred_test[:, param], 'o', label='test')\n", " ax.plot([0, 1], [0, 1], linewidth=4, label='ground truth')\n", " ax.set_title('Prediction of parameter {}'.format(param))\n", " ax.legend()\n", "\n", "plot_prediction(0)\n", "plot_prediction(1)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }