{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting analysis properties\n", "\n", ".. contents:: :local:\n", "\n", "In this tutorial, we'll see how to plot properties of an analysis. These include items that go directly into the likelihood, as well as performance figures such as angular resolution. We will be using [histlite](https://histlite.readthedocs.io/en/latest/) extensively in this tutorial." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import stats\n", "\n", "import histlite as hl\n", "import csky as cy\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "cy.plotting.mrichman_mpl()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll do these demonstrations with the \"point source\" 7yr dataset:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting up Analysis for:\n", "IC40, IC59, IC79, IC86_2011, IC86_2012_2014\n", "Setting up IC40...\n", "Reading /data/ana/analyses/ps_tracks/current/IC40_MC.npy ...\n", "Reading /data/ana/analyses/ps_tracks/current/IC40_exp.npy ...\n", "Reading /data/ana/analyses/ps_tracks/current/GRL/IC40_exp.npy ...\n", "<- /data/user/mrichman/csky_cache/ana//IC40.subanalysis.npy \n", "Setting up IC59...\n", "Reading /data/ana/analyses/ps_tracks/current/IC59_MC.npy ...\n", "Reading /data/ana/analyses/ps_tracks/current/IC59_exp.npy ...\n", "Reading /data/ana/analyses/ps_tracks/current/GRL/IC59_exp.npy ...\n", "<- /data/user/mrichman/csky_cache/ana//IC59.subanalysis.npy \n", "Setting up IC79...\n", "Reading /data/ana/analyses/ps_tracks/current/IC79_MC.npy ...\n", "Reading /data/ana/analyses/ps_tracks/current/IC79_exp.npy ...\n", "Reading /data/ana/analyses/ps_tracks/current/GRL/IC79_exp.npy ...\n", "<- /data/user/mrichman/csky_cache/ana//IC79.subanalysis.npy \n", "Setting up IC86_2011...\n", "Reading /data/ana/analyses/ps_tracks/current/IC86_2011_MC.npy ...\n", "Reading /data/ana/analyses/ps_tracks/current/IC86_2011_exp.npy ...\n", "Reading /data/ana/analyses/ps_tracks/current/GRL/IC86_2011_exp.npy ...\n", "<- /data/user/mrichman/csky_cache/ana//IC86_2011.subanalysis.npy \n", "Setting up IC86_2012_2014...\n", "Reading /data/ana/analyses/ps_tracks/version-002-p03/IC86_2012_MC.npy ...\n", "Reading /data/ana/analyses/ps_tracks/version-002-p03/IC86_2012_exp.npy ...\n", "Reading /data/ana/analyses/ps_tracks/version-002-p03/IC86_2013_exp.npy ...\n", "Reading /data/ana/analyses/ps_tracks/version-002-p03/IC86_2014_exp.npy ...\n", "Reading /data/ana/analyses/ps_tracks/version-002-p03/GRL/IC86_2012_exp.npy ...\n", "Reading /data/ana/analyses/ps_tracks/version-002-p03/GRL/IC86_2013_exp.npy ...\n", "Reading /data/ana/analyses/ps_tracks/version-002-p03/GRL/IC86_2014_exp.npy ...\n", "<- /data/user/mrichman/csky_cache/ana//IC86_2012_2014.subanalysis.version-002-p03.npy \n", "Done.\n" ] } ], "source": [ "ana_dir = '/data/user/mrichman/csky_cache/ana/'\n", "ana = cy.get_analysis(cy.selections.repo, cy.selections.PSDataSpecs.ps_7yr, dir=ana_dir, compress=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For convenience, let's hold references to the 2012-2014 `SubAnalysis`, the real data, and the signal MC." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "a = ana[-1]\n", "data, sig = a.data, a.sig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background space PDFs" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 3, figsize=(10,6))\n", "axs = np.ravel(axs)\n", "for (i, a) in enumerate(ana):\n", " ax = axs[i]\n", " hl.plot1d (ax, a.bg_space_param.h, crosses=True, color='k', label='histogram')\n", " sd = np.linspace (-1, 1, 300)\n", " ax.plot (sd, a.bg_space_param(sindec=sd), label='spline')\n", " ax.set_ylim(0)\n", " ax.set_title(a.plot_key)\n", " ax.set_xlabel(r'$\\sin(\\delta)$')\n", " ax.set_ylabel(r'probability density')\n", "axs[0].legend(loc='lower left')\n", "plt.tight_layout()\n", "axs[-1].set_visible(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Energy PDF Ratios" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we'll demonstrate the plotting for $\\gamma=2$. First, the ratio splines that actually go into analyses:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "gamma = 2" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 3, figsize=(10,6))\n", "axs = np.ravel(axs)\n", "for (i, a) in enumerate(ana):\n", " ax = axs[i]\n", " eprm = a.energy_pdf_ratio_model\n", " ss = dict(zip(eprm.gammas, eprm.ss_hl))\n", " things = hl.plot2d(ax, ss[gamma].eval(bins=100),\n", " vmin=1e-2, vmax=1e2, log=True, cbar=True, cmap='RdBu_r')\n", " ax.set_title(a.plot_key)\n", " things['colorbar'].set_label(r'$S/B$')\n", " ax.set_xlabel(r'$\\sin(\\delta)$')\n", " ax.set_ylabel(r'$\\log_{10}(E/\\text{GeV})$')\n", "plt.tight_layout()\n", "axs[-1].set_visible(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ratio splines shown as contours:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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0eu+Hn+4Afpt3hBBCCgS1gYRENkVsy9HE++5NimtHNXvGDg40DSE5UyjKzLLLimq/Lvmz8kQ7+ZqivlffbCj5s0MH9lmdI7oH1T0zKu44Mr5N00mxoTZkC40o0pWY6vW5s0EIIYQQQny58cmnuGbo/wTozR9XQ8gWnQkVZW5FsX55u+06fY9lm2ll4vqVm7Fmlk1/K5f37b4XeORffUP6uTIripC0oBFFugrZgFJr5R/fv6fNoKK4EEIIIYQQWy5vfwLZZ3nkQH9LuR3QbuAIw8rF2NG9V83UMWXu+JT82VybnBllW4YYhziO/N4oI0sYVAPlo04mky27Ew7L0jPsGUVIGtCIIl2D3DRSJ8BqOrNsTFFcCCGEEEKIDeKecuzgQNOUUY2cIyN7W96nvpYmaR3f9P2oCOPNJRNMfa/JxBIm1fUrN9v6T6nGlMt0QPkY7wAAyli/vI0//oNHmzED4wVCwkEjinQVctPI61duNoVnoHz03gQQ5WbBdpwrIYQQQgjpbTZu3MHwF+59Le4pdeaPqyEk35PKmf1p3quaJv/psPl+LmzeNhpVcimj7j3y6yYTSxhUsiElMDVGl5+3MaWEGTV0YB/+Eh/ij//g0d+8wlI9QkJBI4p0JbIJBdxrVqg2PmQzQkIIIYQQYsvh/XtwwHD/GNIwymqj1OU8NqZVVCP1uEyqOHMKaC/lk8v4bJqk25b0yY3OhRm1+/3TjCIkBDSiSOEwldNdvHGnmQ2lE5jt+rvYrgOPf/2pTK6TEEIIIYR0H6FMojwYGqYBPzpsv29hWLlu+MY1XzdlTOlMKR1yfymB7dQ9WzOK/WgJsYNGFCksvrXaQoR8J4EQQgghhJDe5ODAQy1fF91osL3+JIaVbfmfalxFZVRFlfHF9ZcSyH2mTIaUakbdu4b2JuZyv1oA7C1FSAQ0okihkBf4pLtRQsDYI4oQQghJD5cANoqhh4MchpBE7H/o/mDGQv9n/xjkODpu3feF+Dc5kMSwirvXNhlVtmV+pvI9IHpyn9r43MaMkpGNJvF9q9fJOIMQPTSiSOEQDcl3GwfuaVn8XRg7OMAeUYQQQkhgdJrs0hDZxJNftJ/ARUha7P3sF6kaSKEIdY2uhpZtyZqMzqxR14wQppSKXNJnY0Zt14GLAPCvvtFy7eJ7E9esXsPInpLxGgjpVWhEkcKweecu3vjpZnNxvydCe3Dxxh1c2LzdnJYXxdCBfU7jZAkhhBBihxqQCXS9X1x55snEhyCkENy/9aH2+U8HH9U+nya2hlacYeVqUJkmCAL+ppSK3PjcxoyK4/H9e1qu58jIXmZEEWKARhTpOKabVhWRCaVLsRWvxZlQprGuhBBCCEmGXD4vgjERCEaVx9jyHyZ+J/ExCEnK5279HPdvfb4j5zYZVL6ENLZUw8o2k0o1qOJK+3xMKRtDKokZJb6HzTt3cWRkb/OaaEIRYoZGFOk4IpspDmFC6cwm2aAyCcdA+SizoQghhJAUkINHeeNIaLZvhkErTwc4BiFE4GJsuZpWcZlUJqNKbf6tYmNKRWVJyegMqiSZUbvXvkf5mhCig0YUyQVxOxUA2kwo+d/itSgTSob9oQghpHeI6k0SFyj49CBk8NFKGBOKkHzw6UeXcPe3ftnpy4jlgceeCHq8KNPKJ7NKNqqSmlI6Q8pmk3vs4EAzBhFZUYCbGaWu91z/CbGDRhTpKJt37rb0drK9WRXG0vUrN613W9WRrYTo2NjYaHtuaGgIw8PDHbgaQoqHHCzk4YZclIuJLB1A3YzYo71OtWxcV2omMmzFbrt8TCAf33+n2dVe/54reYHaQIrG3Q/ei31PKLNKZ1K5mFNJTSmdIRVVsifjY0ZdvXLLmGVFegtqgz+FNaJqtRoWFhYAAJVKBa+99hpKJU4kKBpy83H1ZlXOYtquvxvb30l9v/y8MKEeOdDfIhys3SYqJ0+ebHvu+eefxwsvvJD9xRBSUO4FA3qTJ2t0PQbXL29j7OCAdvy2QC4d1/U60vU9OjKyFxdv3Ok5fVF/fkJrxc8oSQPgPEBtKDZpxw2fbPys5euHDv9usGOniY1ZBfgZVr7mlIsppTOkdD1ndVUQsjnlY0aJ9z++Px86RzoDtcGfQhpR09PTWF1dxdraGgYHB/HSSy9hfHwca2trmV6HvPj5jCWWb1KjFrC489gcJ+m12mD7/Yjrka+jtW9Tu+GkmlC67Ca5VE9nWrE3VO+xf3QAI3vsgsFf3LkD3ATefPNNHD58uOW1oaGhNC6PkK5Dzj7KU/nz+uVtvPOjevPr61duNnVETDUymVCygWUaiCEfTxhcu/RmgKKWxYSYRhUSakNvETpu+G8fvo9PPo3uf6QaU2mQpdmlM6xCmFNxxpQwpVwMKVO5noraT8rFjFK14Bu/N9J2TUlRYyUgrOmlO75Knk02NWv5d+9LfkxqQ7YU0ohaWFjA2toayuUyAGB2dhYDAwNYX1/H2NhY6ufXpeu7TIWRU/mj0vjl88g7suIcpuPopk+4Xmvc9DkZ0QBcXIfuhl793tRrEZ+9cPA2vvf99nNHldXJky503wNL8ogLhw8fxpEjRzp9GYQUErVRa15450d1jQFyFNev3GyaRupO+oXN2/jBDz+wLhvfrgPXf5OB24slG6Z7DZm4n2OeJ9tSG4pLp+OGtEhidoUwsUzZVC4Gla0xFZclpctojWpqLiMb5zZmlIwo0Xvjp5vNGCgEYj39y7/7sCXu++M/eBQje5Jn8m3eudusSlF78G7X38XjX3+qeb68baio8bH4//Wd/6Ezm1/UBn8KaUQB0KbTbm1tZXZ+9WZLNnWiTJyhA/uMBpBYvNTsJdU8Mh1flAOYFgzbnV1X5OPoShLEz0peOC/euKPt1XFkZC+++UfH8b3v7+5SmUwkNbtJfC3/bOXPmvt4EEJI8VFvwG1vGn0acdscPy9laeJmXmeAiJLv731/Dd/8o+MAWks1XEyovJDW/0+b40eVMZruN/JsPJHuotNxQ96wMbF8zSrVoPI1puJMKdWQ0plRAlWTopqbx5lRApEJ+4MffoB/8bXHpOMmM27kzOKrV27h4ttv7b7w9aeAP0CzlDwpUZNNL779FvD1p3Dh4O3c6LmMLj5Gh4wo4k8hjaiZmRlMT09jcXERpVIJc3NzKJfLqFQqxs9cu3YN169fb3lO11zMBbFbCsBpxxTYvfna/cPf3Z0RxoiuhE5eKORzbNfbb+JUg0Vt0ipKE0LfWG/XgUf+1Tea5RjCjJIXerUHh9zoVUU1oEzvk3ed1y9vt7zPJjtNvTZCCJH5fy43AGSXni7v9NmeU81EAe6Vm0WVa8vGgQu7OmN3bT4/s1A/c5vvUWjhX3xndwcYgPUAjDwR11hdh7wxc/GG+eetHls+vnqOqE05tXdjFMxkJiEJHTc0Nq7i5rb72hmCfUfKmZ1LZ1b5mFOyMeVjSkUZUjozCog35U3NzW3MKODe+ib++4MfAvjaY4k3uttKxIUJ9Zt/X/jaY8GMobhBURfffgv42r8JYq6FIjKuPfU/dfjqiCuFNKJmZ2dRq9UwMLB7EzU2NhZb5/3KK6/gxRdfdD6XbiETfwCuJpSM2Il950d1HPvDMv7y7z78TfpjK/JEORP61+4tsLqsrTQwHV8s6nLJnnhOfEZeuOWbWp0BZSp5EM/LwqFel+mm3LackBDSO9z45FNc+Di7XkdqurncRDsOs/EQffMYZVREEXUjnNQ8Ely8cSdICYLt9yjf8Cfh+pWbWL8sa1e6N/CmMgXTTrcwga5e2afR2NY2ATaTA4H4DGvdEBIVmk8kLbKMG9Lm5oV67HvSNKtkcyqpKQXYGVNRhpTOjALcDClT2Z7JjAL02VHquu+DvNb+xXf+S9vrf/Gd/4Ij//nfOR9fp0E2lTF/8Z3/gj/7X//Nb77q7DTYrJIrSHYU0ohaWFjA0tISlpeXMTg4iFqthmq1isXFReNnnn32WVSr1ZbnNjY2cPLkSdz45FPtjp8OXXmb7x+AMKPEsf4SH7aZLMLsEu+PQmcEmfo0hES9sRSNWnWBkdhtWL+83dLcVbdjrd4g6wwotdGgeF+cmaX+TMyNdVsXehpThPQe99aX9HcE5QwekRVla0apGw5ypq3af1BO+/fBJSvKFTmryzdbNUnGVxJUXb9HeqUNuj6SUVld957Tm0LyxoyLAeXb/ymuByQhSQkdN+SdOLMqlFEVImPKJVvq/q0PncwoQN97Nwp10IKLGSW/5juwQ5xbZ0IJ/vW//U/4P//zv3M8sr9et5pRyY7lg26zhSZUd1A4I6rRaGB6ehrLy8vNlNrl5WX09fVhaWkJk5OT2s8NDw9jeHhY+9q5f7iBn9zdbHnOZN7Y9oJywbSIqa/Z3sTJ125qTB6yL4N8flFuZ/r5mYICYV6p2UxAtAGlfi2n1Irjytemomabie/F3FOqs7sBhJDsuLz9CdalZd7FFDIhbqh0QyVk1i9va3vu6Y4n99xTUT+vnidpoG/6fkzvi0P/vbibOFlmA6ts19/F0IGnUj2vrjQursxCZbv+bkuD9ajz6PpL2pxHd68Rl/lE84mEJI24oejojKq0zCkXY0qYUlGGlCk7Km66HmDOklKzonzNKPFf8foPEL9e+k4S/df/9j9ZvW+gfBTH/rBsbHJue+7vfX+tOZzqf/sf/3una02CvKlk6tvIXoPFpXBG1OrqKgDgxIkTLc+Xy2WcP3/eKChRvPfRx7jaF501FGUQxWH7B+JjbKk3dDojKMq9tzlmKGSzSb6mKPNKNaHidhdsR7EC+p+37jmR3WUTFBJCuoeNG3dw9eqvml9HTQV1xVT2LSOvOy5mjAjkTZ+Py/yNQ8541Q3Z8EXNYEqSzSubUOrY7Sy4+PZbePzr6ZpRQLtB5PM97n7m3n2K0Grxb6A9A8on+4mZT6QTpBE3dCNRWVRJTCqfUj5bQ8o1O0qgM6R0ZhRgF0/ozCiZqPUybV3arr+Lqwf2NZuOi169rvcBYoMFCNOQ3QW5koYmVHdROCNKCEm9Xm8Zubq1tYXR0dHg5zPdRMqLToimmyZzyNUU0t3Mqb2SbCfRpYEcWKjZRzI2BlTUWFZTw0FB/M20/v+pGtQxM4qQ3iHLMi+xBtqeU7zf1ENPd9MZoveV6WZW1wjW5+enM6NsDCpd6Zis1VmYUhfffqs5mOTqlXQ2eEI1VpezowA0r9el9E6g3hP53nOYfpcJcSHNuOHaT36e6PMqw09+MejxQqGaVL7GlKspFWdIJTGjgPYpe7p+UTYNzIH2jf48lYypTcfFpo/LNT7+9afwyIF+jB0cyGx4iy3sL1hcCmdElUolTE5ONmu7y+Uyzpw5g8HBQUxNTXkd84kvPYxhzQ2POoVNEGfo6Ii64bp65VYmqeoux+jEDaDpnGqwpMtIshUPIRxCMEy75KLPR1T2GBucE9L9qOumb98H+fNAtAlke3x53ZN3b12uL61G7Gr2qIsJpW4eRJVYq2u0rKXiNVVfxdovk1bQII67Hd9fOBckuV7bLKioexGaTyQ0acQNW/9wHdc++kXgK3U3tjplXMnGVBamVJQhFWVGAdGleoC7GSWj2+gP1bYlNGqfJ5eMY9mEymp4iw3Mhio+hTOiAGBxcRG1Wg3j4+MAgEqlEjv9IorD+/fggPSHpfYZEuj6F6mIMjMXkppMRbxxkwONqOu3MaHk12zEw8eMGjqwz6rEQjanaEgRUmwO79+D4S/oszN1GT86TOn+SRHnV6/DZc1MStT3rp7XdCNvQtfnT0fUJo7pNXX8NnDvhjZPu9hFIakBVcR7GFIsQscNecHFuErLtArRb+qTjZ9ZZ0i5mFHAPUMKMJtSNmaUQFdlIRtScbFFJ/ne99fwzT86jvXL23jr/3rD6jOqCZWXbCihO8yGKjaFNKKA3VGss7OzQY51cOAhHI65Wb+wedvqZqnTN1R5cqqj0P08467dJqCKMqN0KbWyYADmIESu/Ram1A/Q3tS8FZbvEVJkDg48hMO/MxL5Htt1KSS6NUXXhDRtxDmj+kPJ33tUObUtuiDAF7W0YpdsMqW6gTQMqKLcw5DiETJuKCKqaZVmNpVPxpRthpSPGSWQTSmg1ZjSmVFA6yZPVMsPwH6ju0+SdeQAACAASURBVFNs19/F977vpmvChPrG7+3eC3UiphG68M6PWp+PavFCikFhjag00d0sm26O4nZ483hTlXWz7aS9SVyvV5epEGdGAfpyDR1yuYfcaF1uak4IKT77H7q/bfSzy3S4tG/Y1JtqH+LKFkznUG/g49BNKYrj4o07LeupKVvZB12Gs1omb7NJ0avY9IGiAUVIftFlU6VhTglTyiVLSphSJkPKVKpnY0bJ2PSSisqOsiGPZpQtA+WjHTehSHdDIwrtwQZw76ZZvVnWZdvY0qvT1qK+b/XnGfcz0i2Cpt14026GXPIh74i71nbL76UZRUg+qNVqWFhYALBbfvHaa6+hVPLLFtr72S9ajZg9uzesUeaMvEZFGUW6m98QxpIrvue0+ZyrWSXQ6a9qSqm4NkLXlf5F9fugIbVLkkbkLgZUr94vEdJJ0jSnfLOkXLOjkphRalaUik9WFJA/M8oFsUbn1YRiNlSxoRGF1mBDXoxkTMZUVuR1AfBBl/oaR9T3rxvDKqM29NU1MAf0TeNNxpQQlIHmhCH33mCEkLBMT09jdXUVa2trGBwcxEsvvYTx8XHvXiCfu/Vz3L/1+eZNrdCJ+7c+bHmf+rqMeK96Yxxn5ETdTKvnzxrbm3xXI06gZqEB8T25bMx/nVll6vehDiXphoAiKVlkQdGAIiRfyOZUaFPKxpCKy47S4WpGyejMKFNWVFypuGvFhaBXNYb0HjSiFExN7UxGiMn86CbjKDRRP8skP7coQyrKjALQZkgJdE1tgd4ORgjJKwsLC1hbW0O5vHtzOzs7i4GBAayvr7eM7XYlzvixMYZ8zKNOG04mbK8rKhCwKfkD2tf1JH2mTA3T48wogNlRviZUEgOK91GE5IvQppSrIaUzo5L0jBKoJXpRmVGqjtj0LbRpqK0Oz+glfSG9C40o3Nv1Fph2t3U7uElvlDpRipEnfEs3otDtpgPmUecA2npHAe1jwknxGPzyEIb32WWqNW7eAv4+5QsiqaMrw9va2vI61qcfXcLd3/pl0kuKRb6JFr0v8obuRj+OKMPKZsIR0J6lHJVRK9Z3namh24iQsS3VA9BmSPlShEAjSUNyXxMqCwOK2kBIMkKaUjcv1HNpRgGtmyAmHVHNKLX3oA15zL7dPf8/7eg1ALuxWqghJXFQG7KFRpQG+eZZXsC60TQKsbOdBLUkMjRxI1lN2VFxyOIgJumpXLxxh2UGhGTIzMwMpqensbi4iFKphLm5OZTLZVQqFa/j/bcP38cnn8av+y4lAzryaj7J+FxjlHml0x6dzpjK5k2ZryaiNiJkTIaUKTsqCSYjq9PBh+m6QveDYhYU6TY237uR+jlGntif+jlcCWFK5cGMiiOqcXlUzygTOpMqlL6E4n/5P/5v/O//8z9FJyaBb965izd+uglg92clt0WxyTIj+YdGFFp3vXVN77SfCbCo5bXsQkfSa3UdqQrcCzxcm+KquJhRQGvvKF3T2qggQTQsJ4Rkz+zsLGq1GgYGdv8Gx8bGYvtDXbt2DdevX295bmNjw+m88tjpIiHfzKvfQ1JzDTCbVyaDyrQJBLgZUiZ0a79ANaVMO9xqdpQPcUFGJwyqqOwuFwMKCG9Ctd4DfF77HkKy5MalbXz+/k86cm5bs6tThpUwpXwMKdtSvbgm5iqmXo0quil6pjI93YaGy4Y2UJwKjJeWfoLnJp/8zVd7UjejxM/7jZ9uYv3yNq5euYWLb78V+Zndn/2nqV4XCQ+NKAXdjbPJYe8GTDsIoQlRohFFXGaVqxlly3b9XTYsJyQnLCwsYGlpCcvLyxgcHEStVkO1WsXi4qLxM6+88gpefPFF7WuNjau4uR2/Luhumm13dztJlIHmaq65BAWyzsaZUjpDyqekO67puc6UssmO8kE2dlx2vuNKAV3HckcRZbS5GFCAnwnVjRnohGRJlGGVhUmV1JDyMaPiYpqozQ6BixkFRBtSgL0ppSM/5XlH8dLST/DIgX6MHRzAN35vJDUzavPOXVy8cQd/+Xcf4uqVW5EaKbSICQDFhUYU7pVfmG6kQ5VNiMUxb2UYaVyPi7llu1Nhg6nZPKA3owBYlWtEZUOJRVq+cb+wedtqihMhJAyNRgPT09NYXl5uluItLy+jr68PS0tLmJyc1H7u2WefRbVabXluY2MDJ0+etD63PJba5vksyNoEMxlXcQZVnCmlK6vwKek2rf+A3pSK2uUOuYttGojhQ5S5JG+axF2LiaiNFlsTSgdNKEKyRTap0jalfA0p380c2w32qJI9nRklMJXnmWKIUKZUJxFxjuAbvzeSeMCUiYs37uDC5u2mCdVpI46kC40oCd2NdIjyBEHeDKg0cS3JAMIaUoD7roaMWp4nSvNsdidYnkdI9qyurgIATpw40fJ8uVzG+fPnjUbU8PAwhoeHU7++rElqgoUyslxK/kymVFR2FGBvSJnK+XRZUqZdblNDWltM5lVIQ0qHT+mdIO77dDGh4hqT04QiJFuEKZWVIQXYm1JxZpRriZ6Kixklxw9RvaKiKixMpXtRmbZ5yIoCds2o7TqArz+Veg9c8fPRfd9Jh4SQfEEjKoa48oSkRlVReouEMuRUgyqq7DFUhpRNZpSuTE9nRu1yb3S3WBDFa3J53j0hSr+empBeRxhQ9XodY2Njzee3trYwOjrqdcytf7iOax/9Isj1qYQYfZ0mNkaWj1kla56NKeViSAH63oI6DQD0hpRNdlSSXe24bCqTKRTaoLLpcWVjtIU0oQghnSOvWVJxfaN8SvRkQmdGAfHtPlx1JC9mFJDeZonM2MEBXL1yqxljyU3KgWQ9Gkm+oBGF1j4grjfWRTGSkuLyfbr2ConqEdIpM0ogm1EA2rKjTMhZUbvH5XQgQtKkVCphcnKy2ROqXC7jzJkzGBwcxNTUVKcvrw15dzgNsjC6oswq2+lHgqjSeNMQkagpe7rnbAwpWzMKSFZm4VreZ3vjHRckpG1AAf4mFLOhCMkHWZlS137y82DZUSppmFFxLT5kotp9APoMW92ApF6jqRVfeww/+KF4lllQ3QqNKAXdjXXeG87mDdcSR93Ot0Btcu5rTEXtaghM473loEPcoNs0rJUFRghR6w06d4d7nXq9jtnZWczPz3f6UrqCxcVF1Go1jI+PAwAqlUrs1LxuxdXoCm1cyVqa1JQyaYTrZoVJB2w2JnQ73CF6f8imT8ieU0muI4q4snMbE0qHyYRqG3RS6r4yWh3UBpIX1KbnoY2pEGaUqUQvlBklo2vx4WtIuWRG5SEraqB8NPVspN1YaA8e37+n5Wf3gx9+0LPmnEo36QONKAviShRME5OKRpqGm+3ON2DXR0qH61hWk5iYpumZGtaqyOV5ssCMHRxoMaTEeYSApdX4j+STiYkJbG1tYXBwsNOX0lXMzs5idnY203PqphN1anS2L7bGVZKR3AKbaUiAnSHlY0YBdsMsbMwogcmgcTGoVE3JYqR3KAMKsDehbPpCdctkYh+oDSTPpNFTyrVUL+vMKJv4AfAr1zOZUbqsqDyYUVkgNGJkT+nez7klQ8qvR2M30G36QCMK9/qA+O4IF9F00uHyfSQxreKaC7qIhoxPKZ+tGQVEj/SW0WVLPXKgv/l+nSGVZtM/ki7r6+uoVqu4dOlS22sLCwuo1WoAgFOnTrXsXiwvL2NpaakrdjR6gahR2CHeryOPZpbJsHLRT9tsqShDStc7KgpdXynXyapAfLmFimrgJDGmBEkMKtebd9vBG74mVDdDbSDdTFqGlG8sFhVb5MmMAvST9dQ2IEB7hqvt0KRQyC1IxLU8cqC/IzHLkZG9WLeoRikK1IddaERJ6G6w895QtlMkLWE0BRiCJGYUYM6Osp2kl7RPiGpGiX8LQ4pT9YrP3NwcarUayuUy6vX2v4elpSXUajWcO3cOpVIJ1Wq12b+IFIMbl7bx+fs/6dj5k5pZWRpZPhORgPhGtEDyZrSAPrhw0QMgmSElSGJMCbLYCU5iQAH2JlQ3ZkNRGwgAvHvrl9rnj/Y/mPGVpEvoflI2ZpRriR5gV3XhSpQZBehL9QBzqbep4kLtHZWmGWUyn8Q1ijU/600FV63NK9SHVmhExUBzyh7X8gsg3A6GSohG5y59QmzMKNJdzMzMYGZmBktLS6hWq22v12o1zM7ONie4LS4uYnR0FI1GA6VSKevLJT2IycjK00QkQdqTkQA3Mwqwn6onk8SYStL8PCmumyMmAwqw6wnVzVAbehOT8eT7vijyamaFypJKYkbFIU/vdh2WZLt5IXDNjjJtcJsGJsWZUaahSqbPqVPpZENMNqGIP9SHVmhEeZD2tCMTRTPAbHa6gfhSPV+iRn3bCklU4GErHjSjeo9Go4F6vY5KpdJ8rlwuo1QqYWVlBZOTkx28OtLrZGVQqVqZdFR3lmYU4N6UFkhmTGVlSiXJyI0LREwmVK9kQ8VBbegO/uvtu9i+r69j548zszptVIUwpHzL9FxiCp/J3SHNKCA6phDImVK2ZlTUZO+oz5myoOS1vVMl1mqlSbf1iepFfaARVSCyMsDSmp7kWnoBJMuKEiQpyQDMIuKSHWXiwubtlj5RbFjeHYh023K59XfelIpLSB6wKQVMGlgAyRrSmswowL7kwqQJgL6JOWCXHaUjVAlfp7HZCXcxoXoVagPJAtmo6qQpldSQijOjfLOiZLIyowDzBgYQP10PuDe9WzajotBNuBOfscmokk2oTq3j4mcmYqvrV26mPrmvU/SiPtCIgr4PSB6bxGZFiGa0OuIEI8qMAsLWdQPuZhTQLiI2ZpQuK0rXJ4pmVD7Y2Nhoe25oaAjDw/Zjw7e2trTPDw4O4ubN3ZuA6elprK6uol6vY2JioiUVl5C8EmKUt60h5TOqW+CrFyGzo2R8Dak8kMSEMlHEbChqAykiavZUJ4ypJIaUT2aUa6VFFmYUYLeBEWdIqWYUoDeUTGaNycCSM6geOdDfcRNq887d5s9K/CzEdefNjAqhDUBv6gONKAMhbra7Dd9mtDK+ZhSQTs8ol/4ggPtIb0FUiZ7IigJazSgVmlPulA4/gn1fGrJ770fXAQAnT55se+3555/HCy+8EPLSumbiRa+Slx3nTpOkUa2NIZVWH5CowRYuZhTQ3YZUUhMqr7pFbSC9itCuThlSoc0on8blroQ2o2R0uhGlD6oZBbRnNwlTSZ3CZ8vVK7c6mpWrmlDrl7cjvwex+f/Ml5L3sMqzNgDdpw80oiyxnV7UK4aVT+8PQRHMKMC9b5Ra321qNigQr48dHGh+VpTpyecSyNeS15v7buDNN9/E4cOHW54bGrITJcHg4KD2+a2tLezbl59dHOKGqS9HiOaztojgIY9GmO+ut0/5hWsfEMBsSIXQBcC+XA8ohiHl2w9K4KJTumwo2UwUPFg+YX3M0FAbSDfRKUMqLZ1ISohWIII4M0rGRTcEshkFoKVf1ED5qDFbSM6EMpXliWwjEaNkPXzCZEJdfPut5nuE0ZaXPlEhtAHoTX2gERWYpOO2BUUztFynJCU1owC/0gufoAPQ9wcB2sd5x5lROuT3qCV7craUfF6W76XH4cOHceTIkUTHEPXd9Xq9pda7Xq935dSLbiZLk8kG3fVEXWNRdr3jNCSpGQWYA43QZhRglx0FtJo9eTKl0jShdGV5KjoTqtNQG0g30qnSvVAT9oBwWVGhSvSA1jUwzpQKaUYJZINGzp7SGVBqY/PrV242P3/xxh2M7Mlubbp4407TgHrnR7t9kXTXLAyzPJhRIbQB6E19uK/TF0D0bL53w/qRJ6795OfWTdVFE3MTn2z8LPL1ux+813y4YOpD0f/ZPxpvkLM0fdYvbzcfwG5wIgIUWahsd1tI9pRKJZTLZSwtLTWfq9fraDQaOHXqVAevjLjwX28X/2/s3Vu/bHlkha8+RelHnGbYYNKLKF3QEacJj+/f47yTfGRkr/aRBSHP6WpC5b03VEioDSTvZK0XLjrhM7QpLpZQiYopXHVCMLLngebDBtt1WN64FllQrr2TTNP1rl65hfXL27iwebsj8cbVK7ewXX83drpfN9GL+lC4jKiVlRVMTExoX5uamuq62kkbfG720864sk2hDTHxAgjb0Ny1WW2IrCjSfdRqNUxPT6NSqaBUKqFarWJycrJrdzVIMcg6e8qn36JLPxCfPiCuJRiuGbMyshnluuMtCJk1FcLY8i3VsDWh8pgNFRJqQ7YwbvAnqxJwlyxakz6EiificM2MUnEp27Mp4RZm1L3m5e2tQGTkEj5b3vjpJr7xeyPa11idEZZe04fCGVEnTpzA2tpa2/PVahXVatXrmP/19l1s39cHID+9NtJGZ16FNqeSTkYC/NJqgXhDyiQkPvik1MYh73LoSvMALv6dZmFhAdPT082v+/p215CdnR0Auze4jUYD4+PjaDQamJycxOLiYkeulRAbsijRsC3HcOkHEqoprU8Dc8C+BMNk4Ljoh21vqbQyqUL2hdLRDSYUtSFfpBE39CJp95TybWRuQ8gSPSDajBJEmVI2G9sypvVc1gFRfhdlQt3LItKbUGqWkSjnGzs4gDd+umm4ll1NSDsmkY0zG8Mtr1AfWilcaV6pVMLY2FjLY2VlBZVKBZVKJfHxO1HCkBfSKvezSaUNUXIhY1OyF1UOkKREzycAGDs40PLQHSvrhoEkmqmpKezs7LQ9ZGZmZrC9vY2dnZ2uFhLSnahlfSG10UZnXMowRPnFJxs/az6i8C2/sC3BcEGU8cmPOHQ6k3Y5X+i+UN1akkdtyBdpxw29Rpoxkm380ekSPSB+/bLRCxVfHRBxQ5QxI782dGBf8yE/p0OU6KntQnQtQ0LyyIF+DJSPNh/qNRfRhAKoDyqFy4hSqdfrqNVq2N4OX/7UqQZ+eSDJSG4dNrvbaYxg9d3VAMKV6EWV50WNR40KJpgNRQjpFKF2xm2yo3TaEaUVuq99prD6aIOMS6NaHTZNz7PqH5V0E4QleSRPpBk39BJple0lyYyyGYQkExdb2MQQgD6LViDWP5uyPRWbigsRb+hiDfU5Yd6ITCeg3YCSDR7xPvW/4j2tA5b2BIlNZL25euXetRXVeCLRFN6IqtVqmJqaiq2dvHbtGq5fv97y3MbGhtO54nYAutWoCmVKJTGjkpCWGQW0BhhxZpQr6sQ8GU7NI4R0Gp0m+uhgXOCRdGx3lCEVZ0YB5lI9wC64sOklZcJ1Cl9IXAwo6hEpClnGDb1C6LI9GzMqqS4A8ZsVgF1PQRtDSsWlV1QcshmlIj8nTCmd2aQ+L76+euUWrl+5CeDe9LrrvymTO/aHZaxf3k5tU+RffO2xtmni0XyaynWQ9Ci0EVWv17G0tIRLly7FvveVV17Biy++mOr19EIGVdJxq77CkbQHSJJdjaiAQxUSNWiw7edhQjajxDHFOcR5GQAQQvKCb0Diugvus2lh0pGkmxVANoZU2maUT+ZT2vqjZjA8+FSqpyNdTt7ihm4jpCHla0aF1AaB7YAL141tWRPUtVTohG7t1w3BiDKD1E1xXZZUFEMH9jXNKLlXU1xPKl/E9yeba7rvL+nwDtJ5Cm1Ezc/Po1wuo1yOX3CeffbZtqaEGxsbOHnyZFqXh3dv/bIrzSggWZZUnBmV1uQL212NUNlRgos37rQtoC6Lp5oZdfHGnZbj05AihOQNH/2LCjzSDjjiBl3EDbjwMaQEtsZUiAl8Nse2xUZzbHukqGV5rv1cCLEh73FDt5B2Y/NOEMKMMqFbS+WNbmFG6dZpky7o3htlSMnIr4usKKC9YfgjB/q9Kj6iuPeziO6TJcdWNKSKS6GNqKWlJUxOTlq9d3h4GMPDwylfUTvduBir+GRJ+WRG2aTQxmEzVc9399u02x21c2G7eOrMKPXY8nlpShFCOo2P/rmaUT5E7X779o0S+PQD8eknFbJkz9WEstUX10a9hKRNEeKGbiLphnyesqKAzkzmFtis06b3CCNLbhkCtBtSJlOpE/2ZonRm887dlkwx9fsixaFwU/MEjUYD9XodExMTnb4UK3phCp/rxD2fqReA/VSkKEJMwzARNTVJnYShSzUV0ynkKRVA+6QKYDcI0QUim3fuBqs9J4SQJLhOWXLREd+Jq1H64TNRT8VnYhLgPnXPdcqS7vMu0IQiRaVocUO3kDT+CT3JOwS+k7nFuij0QX2oJN1UlvVErPW6uEOd2C0/n0fU7wnIbngHCUthjajV1VUAsEqvzQuhx1/nlRCi4RtchCTpaFbbgEJdPG0WfpMhpZpSNKQIIXmh18woILkh5RqIuBhTnTKh1J8fy/JIFhQxbugWOmFG+ehC6LUnyozSYTKj1LXXVx98EDGJnBX1yIH+jk+xY+VHd1DY0rxGowEAGBwc7PCV+GFalKNSWJMs5FmXBtqW64WYhuRbqpe0Z5QgbpS37YQ9oL1+Ow7xfpbtEUKKgEuphq4sw6QZctDhUpKRZpmejBxguI7x9indE+hK+Hwyp2xxNaEIyYqixw1FJ2mrEteBFr64xBWh4giZuH60Uc+r+mDSCzXmMGUTqeVuqvk0dnAgNhPJN/5g3NIbFNaIqtd3bzrjxq8WjbSypTrVqyrJCFbbGu8szCggeiyrTV+QuAl7gH+dc5QhpZ5PJ0xc5AkhWZH2IA91JzxOR7IyowQhTClfQypNfEyouPIWQkLRrXFD0cgyHvEdfpQHMwpIXx/iTCQRk4wdHGhrbC5vmOv0ZfPOXU3rkD2x8Ya49tbPmj+XxURZkh6FNaJmZmYwMzMT5Fi/s/cBPHr/7oLY7WVz8veXlSmVZBfDxYyScTGmQk7CiBMP1YwC4rOjXIja3Yga/9qtOw+//eghPPTYI3bvvd9N8Akh/tiaUS5ZUSaEMeU7jTXOjBIkMaWyMqTyTlZledSG3iNk3ECSE3KyapQm5MmMAtx0Iok+pKkNwoQyGVnChLqweVvTCD3ejJI/K38OSF/7qA3ZUtgeUWlxtP/Brp5wJ5Nlz6q4+m7fxuUmXBua2+7K3r/1oVVpQVzvKBXdbsKRkb3Nhyu6xuYqcl8p2aQSfaV0D0IICUWeeibGaYWNRtjqg46smpv7EncOZkMRQlzJav1Po4+gL0InfHoNumiEry6oPQZNfWxdYpOrV261ZVTp0BlY4r8iTmE80l0UNiMqbY72P5ibG+Qs0H2v3WLI2e5q2I5lBdyyo4D23QxT3yhAP47bdxpEnBklHzsutfXx/XvaFv9uyp4ihHSGuJ3xEFlRgP/OuMAlexbIPkOKN+eEkKLhmhnlkxUFJMuMAuIrLVxiCIFPRm1cX1qZkNlDut616ia6fB5hJl29cqvtc5t37sbGD6IccOzgAC5s3saRkb24eONOJmXmJDsyyYj6+OOPszhNcLrFiPEldMaUb1ZUiAl6LrsaaezSuoxmDbnI2mRVydlTUQ9dBhWzpUgSiqoNJDxxOhNqhHeUntjohM3YbkHWGVJpZUdlteHAaXlEQG3oLfKeGQXYr08uGiHjohe+2VGu8YUpK+rIyN7IY73x082Wr0WTcxFLAPrqC5ENJZDNL/G8GosIc4oGVTEJnhH113/91zh79izW19extbXVnFIhGBsbQ6VSwenTp/GVr3wl9Om92D86gJE9e4Ld6HYjoZoLZjX1QodrvTcQvbPh06hWt5Nh6hvlQ1RWk64Rupwqq9u1EDxyoL/lvWKHQhyXAkDiKKI2kGxx3Rn3nboatTOeVgYt4J8h1cnsqBAmFCflkSioDQQIM8TCRhOSZMaGjiN0uOiFbwatCZt7+ah7fjkGETGDOmlPfZ9Ajk9k40t+Pm7KHykewYyo7373u6jVahgdHcX4+DhmZmYwODiIcvneH3u9Xsf58+extraG+fl5fPWrX8XCwgIOHjwY6jISIQwS2ZDqtRK9OEIIRZQZ5RtY2OI6YS+uFMO3+aBNqZ4PUeV9gN6MEgbU9Ss3sV1/V/u5i8rX75SPYujAPkVg4hsQkt6jG7SBZEfaE/VsCN2kVuDb2Nwn2EhiRrmu4z69rWzQZS9w3ln3QG0gKkmGWLiQlRkFuGmEjI8hJRPSnBIxhWwAqXGLeI+pHYiutC/q/QI5bpE3xGlGdQeJjahbt25hfHwco6OjWFtbw7Fjx4zvPXbsGJ555pnm13Nzczh27Bi++93v4pvf/GbSSwnGyBP7aUZFECI7qpvMKMBvNKtOJELtZMf1m/KZyEeIC92oDSQbTMFIqF5RQHwgYtsXBPALNNLuDeKKzyZCEgNKLV1Ry15ClOSTfEJtIFEk3Yyw1YSkZhTgNqHbF5/qC6C9T62IL9RJ3Tp0m+Mm4ycqbjGZT1HYGkyibxQpNomNqNdffx2zs7MYHx93/qwYpXrq1KmOCsrgl4eAj37R8pzOjBLQlNolVLmeDUmbzKqkISKu2VFpm1EAjIIjzChVJIYOPAVgNztKx9CBfQDupdqOHRxoCgGzoYhMN2gDIa6lekB+SjHiMm1912wXA4pleUSF2mCGsYY9IVp9CMM7ZHyhwzcrSuBrRqnIZpQLcixh+qwab+hMKJ1xlNRMYmuQYpPYiDpz5kzii3j99dcTHyMpw09+sa1Ztq5UD4g2XmzNmW4SGF9DqpNZUQKXaRiu5Re2QYXJjFIJ3RBcNqPWL29r67hVZANKHIMiQHR0izaQzpCHrCiBTxatwHWCUtqTk5JsGLhmQPmaUMyG6m6oDXrU9a6XqzGyLtH2NaRC9IzKahqr0AubViC612zv9U1VF1GGU1QVh64sL+54pDgEb1ZeZOQbWdmUMpkluubmtguneF83iUyWGVKh6WSGlG1AERVARAlKVBquLjMqypSSDShCCEkTl2AkiRkFxAcgvhrh2rDW1YwC7HuBZJEBJWAmFCHxxK1vNKOifz6mDe20NydkkmxU6J4L3QpEoMYaoTa8dZ+xjRFUc0uOV2QzSzWhSPdwX6gD/emf/inefVff6LiIDD/5Re1DZuSJx8M01gAAIABJREFU/c2HL0U0beJwEU2XSYVZ7JJGjWf1GccK2I1k9RnVLRM3tjtqJ+PIyN7mA9g1m0wP+X1xxyUE6D5tIJ3HpBvXfvLz5sMVW32xHeGt4jLS29XEEfoRumm4zzFdRpALfH+mpNhQG1oxxRTdGCfY0gkTzifWCLmG2eiEr9Eft6bHxRIySbKmbFm/vI31y9u4euWWcbJ3XL8rkm+CGVE3btzAsWPH8OUvfxn/8T/+R3z88cehDp0rTA67Kh6yoMSZVUf7H+w6oQlhRvkEE2nja0YBdsIRwpAyYTuWNeohH0s9XujSQdId9Io2kHTwDUR8DKmbF+pWQcgnGz/LrXkim1KuWpLksz4GFOltqA2tyPfCSXsf9RJpxBBFMaM6bUiZzChbQ8pkIl3YvB1rQHHoUncQzIhaXFzE9vY2vv3tb+P73/8+BgYG8PTTT+ONN94IdYrcoMuOEkSZTnGmVDcaUqHpdFYUkL4ZBbQHBC5BQZSAJN2tiBMYmlFEpZe0geSPtLOjXE0p28woEWQkNXh0WmJ6+OBzfUk0lHQP1IZdo108ALcqgV6hU6WJvmZUKEMqrQxambj13yVDSkXECy5xh86YkocnmUwpUlyCGVEA0N/fj6mpKayuruIf/uEf8JWvfAXf/OY38bnPfQ5/+qd/ih//+MchTxeM0uFHvCYmJGmmbWNIFd2YKnKJXhxZmFEqrsGDjRklC4XNw4bNO3ebD0KA4moDyQc6LXHRjDTNKEFahpQglDEVEp/rUL9n9WeWB30n2dHt2qDez7vc2yfNiuqGOEKQJDO2E/hsUuhw2bhISqiSPR1q/CBnM128caf5EK+JbChhQl2/crP576tXbrX1jJI/T4pFUCNKplwuY3Z2FltbWzh//jw+++wzPPXUU80U3Dyy70jZ2ZBKOtktRJ+pXsS2hMIXG/FIakaFCiaiTKkoMyqL/k40pYhKEbWBFB+5f5RtcOKjM2kbUoJOG1N5McNI99BN2iAMIFOLDp2xEiorSmc+dbsZlVYmWYg4I0SGlI1OpG1GAfEDL4RhJT8EOjNKPOTnVBNqu/4utuu7veTk7CjxflJsUjOiZMbGxjA/P49z586hv78fMzMzWZzWGx8zKqpczxaTIVVkAVHTjqPQCUlcwJAHM8o3kACQSSChE4SQyLsZ6s6GTFHMqI2NDVy4cKHlce3atU5fVldSNG0g3YPLTnkWJRqyliQxprLANxOq6CV51Ibs6AZtGHlif9vAozQ3neOyn4ocSwh8MqOSZkWF2PgOVbJnY0Yl1QHfaguXGEOdqqcaUo8c6MfQgX0AgIHyUQyUj2LowD4MHdjXMtU7LxO8qQ3+3J/2CT744APMz89jYWEBjUYDx44dw6uvvpr2aRMjzCjXxUdnRuWx6XYncBnF7YLN/yOf0kvAbSyr65huFSEePmNZBep4VhVZKEIZQ2KXQzafdNlWaRlhoTl58mTbc88//zxeeOGF7C+miymqNpDOoNMP0+huW1xGfAud8RntDcBpvDfgNs5bRg5CkmhJ3LFdMAVPeW34boLakA1F1waRCaWjud68d6PNVBHrmzr4aPO9G83XTEaM7rMCeZP3aP+DVmaO7fuKgstab+Lmhbp3LCHw1QMZm1gj7XhiZM8DLTGE7f394/v3NGMFnYl0YfM2xg4ONEvvhBkFoMWAElO88wK1wZ9UjKiPP/4YCwsLOHv2LNbX15s14NPT0zh06FAap0wNX0NKRix+NoaUKb20W0TBx4wKJSCAnyHlKhx3P3jP24wCkgtInBklUIUjqTGVRamfK/d/aRQPPDZq995f7f5evvnmmzh8+HDLa0NDQ8GvrRfpJm0g3YGrvvgGIy6bGipJTKkQZlSSHfa8ZkFRG/JFt2iDfH8bta6MPLEf0Nzv64wk8ZxsSBmPGfO8eowixhWmOCJuY6LTsYSMbMIn0YU4PTCt3ba6IDKjdDFFkibmpn5OR0b2Ns0oGflr1YBqiT22WntH+UBtyJagRtRf//VfY35+HisrK9jZ2UGlUsHrr7+OZ555JuRpgvPbjx7CQ489AsC8Q+ey6JhMq+Env5goO8q0IxJn7BRJaJLucMeRlSGVNDsKSGZIqWm1tsZUUcrn0uTw4cM4cuRIpy+jqyiqNsTRLRsERSGtrNoimFEC140OXzOqEz2g8t6onNoQnm7ShqisJBkRC8gGk/oZ3Qa2aijpno+LM6JMKd330236FsKMAsIZUkCyLCmd0W+jD7r1PUon5JjCJp6Iw7RxffHGHW2mU6T5lAOoDf4EM6IGBwdx69YtHDp0CC+//DKmpqbQ398f/8GcIRaCJCnjUVlUUSJh22zP9UY8b2LSqawomSwNqSRmFBBmV9tU760KSppm1Oadu4UpzyPh6BZtUMnbutqrhNq8yNKMAsKUZgDJNjt0hDSgorKhilaWR8LTTdqgmlC6tWTfkXLz3lM2mlQjSUb9WsQPJuPKdG75swLZCDORV53zzYoCWn8OecmQAsJsVAD+G+G2m9+hTSmZqNK9vJlPJAzBjKhTp05henoax44dC3XIjpKmIZU0M0olatEVApNXMek0WRhSIYKGEPXetjAzioSk27QByL7pK9fvbMjKjALCGFKAfXmGSTvSynzKa0keyQ/dpg1xJpT8X/l5l0zAJMaJqYdtnCFV9FK+KEJmSHU6O0olbUMK8Ku+iENXukcTqnsJZkTpGgm+9dZbePXVV/HBBx/g7//+7wEAp0+fxnPPPYevfOUroU6dKnGGlG6xUN+rE5q4tNtQiEaHgLm0rxNEZUWlXZ6nQ/7/49OM1rWhOeBnSoU0pOKamqdhRtkec+jh4KcmHaJbtSFraEaZCakZQpPTbmIuyLJ5rdCNTpTdEaLSLdoQtzERtzbY9KK1XV98BizJWVZxlRndqEN5M6OA8IZUVvGGrkdtXGNzXVwgm1E0obqb1Kbmffe738XCwgJeffVV/PN//s+bz4+Pj6NWq+Fv/uZv0jq1M3JjMtMunsti8NDh39WaUQJZKFwamfuiiktRhSR0eZ4JHzHxEQ31dy3tvh+uOxVJJuyZGhHK41mjePKLxUzPJ/EUSRt0dCIbitwjSUmGC1lmRwHZNK/NyoBiNhTxoWjaIK9DprXHZU3QbVq7rik+hlVRzaiQWhC6d5QgD1P2gGR9a13jDZMZZUK8psYZNKB6g9SMqJdffhmLi4t46qmnWmq+JyYm8Nxzz6V12sSIP9KkN1I6M0qg2/1Iw2BRs61UMwrobHZUWo1nQ5D1qG7APVsq63I9IN6QUg0oYTyJUaxXr9xqvnb9yk0AwHb93bbj/IeJWf+LJbmmqNogEGtm1mtXHm78ew0fM0rQKVMqxKAMQjpBkbThd/beC6xDmFCun0naPkQ1vVxbhuQhhghNGpvdoYyp0P2jdNhsYqQZb9hUYiTZICf5JDUjamdnB6Oju1lGfX19zefr9ToGBgZMH8sNIQypOKGwScdNgiosujrwTouJ645GVllRgqQNaYFkppStIZWFGQVEC0UoE4p0N0XXBkGWa6bNufKyS50FcaXdKkkypXw1p9NjvpMYUkmydZkNRXwpkjbsHx3AyJ72jA2xVoQq0VJR14CoTe84TGaULivKNLHPtA5npUWhN7TTjjFC9BVUCWFQAe4l3lHosqJsiIoxOOyoO0nNiDpz5gwmJyexuLjYfO7999/Ht771LXzrW98Kco5arYalpSXU63VUKhUsLy97HefX/V/Ep4OPatPWQxpSgqiyPUBvTJkWrjgTK6oXVZ4MKRc6YUYByXuAAH6726Gyo0I1FbTtH3VkZC8ubN7G2MH2G8hHDvxmt/MP07lZI/klC23IipDmT4g1uJfMKB2mkpKkZXtJNCdUlhTgtytua0hF3ePYjAinAUWSUqS4QcVnfZD/luPMpKi/+ygzyjb+UGOJqPXSdtoeUIyYQsW1T6ArISftAeGypQRx1RkuZhQQfrKegIOVuoPUjKjZ2VlMT0+jXN79Q/vyl7+Mer2Oqakp/Nmf/Vni409MTGBrawvLy8sYHBzE6upq4mNGNfLU/TH63njFiY9rTbkgypTSpd0W2ZBKWyh0hBCPJL2kQmdHqcaUCZ2I6ARAN+lCjF81GVKk90hbG7LGxfwxTR+Sn5ePJ57vdYMpBCHMKCCZ5oQwpXzLv0MbRTSeSGiKFDcMfnkIw/v0vSzlv23bv9OkRoLreUxDlVz61toaUmlrly4rKkTPQPlnkEasEbK5eVqYNsPTiDWA3XhDxBdyPPH4/j3YvHOXWVFdSGpGFADMz8/j3//7f4/19XUAwNjYGA4dOpT4uAsLC1hdXcX29nbzuUqlkvi4AvmPK6q5ZwhzKmmdt0ycKWUSmChDSuAqJC7ik6ThYKcMqU40IHTNjpJJUrpn2tWwNaOAe4YUIUB62tAp4gx83foWVU6gNsGNax7bi/iUZIifY6eyo2SSmlKhd8EJyQNFjRvUv+E0/zZDZCPqYg+5VC9ujYurspApygZ3FGnFGiFLuNP6nfOdupcGNKO6j1SNKAA4dOhQ8ABjdnY2aOPC2/d93viarSkliPpjjRIL3QKSxJyK6j8VZ0jJCGFxEZJO7OJH7d6ktZMhyDJDyrfvR9TvbhKTymRGuR6D9B5paEOWuJpLgLnPhrr26m7omRUVjqifvQ2hy8M7MRyDkLxShLgB8Mt8ssH1/s72/boYRC3rs+1da2r7YVOuB2RjSoWepAqk1xok5AZ3HKH61kZlRakxh0v2lLzpLU/a5hS97uS+UAc6d+4cnn76aXz88cdtr+3btw+f+9znmo833njD+zyNRgP1eh3lchnVahUDAwMYHR1t7p6YuHbtGi5cuNDy2NjYaL5+674vxNaxfjr4aPPhwwOPPdHyiOOhw7+rfbiw70jZuLgNP/nF5sPEyBP7Wxbyo/0PWu/ku2ASpRCZANd+8vPmIw1uXqgnbjj/ycbPnIzHux+8F6w04v6tD61MVlN6rY2RNLLnAeODdDdZaUMnEOujuk6a3mf6bNRxxddA9Pr67q1fJu4v1Yv4akwaeuKrJSEyqgnJmiLHDaXDj3hfj4prbBDiPDK6uELEDrqHjBo/xGmhILTeZLlJk+dYwgbXeENGjTtE/KA+VKJek19XOTKyt62ign2huotgGVHz8/Mol8t4+OGH217b2dnByy+/jHK5jOXlZfzVX/0VvvGNb3idp17f/SOt1WqYn5/H7OwsarUaxsfHW1JuVV555RW8+OKLsceXzaioulbVjLIJ5FV802t9sqdsy/YEumwptXRPXfiLEMikWcoXqoeUT/8oIPm47iTT99SRqrYGk/lvzJylSIpFVtqQJUf7HzQaSFHThlR065DpJrd5nPduBL/pLsLarSPUxCTfnfO0eoj47I4nndSq8sBjT7APFEmVbokb5L83032YTcP/LFH/vl0ap6tZU1FDkYDokr2iZvlmEUvoCNlTKkm/wSS/u2qsocbP/Z/9I7DnCwCYAdULBDOiVlZWsLS0ZHx9enoaDz/8MEqlUqLpF1tbWwB202xFfffi4iL6+vqwtLSEyclJ7eeeffZZVKvVluc2NjZw8uRJ47lsTSnAnHboYlAlqft2MadsUm9tpu2lsaORVUCU5uS9UFP20m5Gm7QBoYnkJhTpJrLShqzQmVDyMAjZjBp5Yn/LOmNjXKiDJdTPjzyxX2tG+fSp0r2nqIFBp1ENxKT6EnLMd5JSjDRgBhcBujNuMOETuPvei9nGHSaz2Tae0BlSuo2UKFMqbc1JozxPJu2G5ippNDhPMkRJxud3XP1dFTHIPTNqFzULillR3UMwI6rRaDQnXahMTU01/10ul5u7Ez6Ic4yNjbU9f/78eaOgDA8PY3h42Pu8wpRyDZ6TGFS+/aYEcY3QbSbu2RhSMmk01k1LSLKYiAFkb0jZ4rOrof7+u4xlpfHUm2SlDVlgyoQCWtdK8R51XVG/Nm0KiBt63edVM0o1mFRDytXc74bGsj6E1pkQ+hKyka1MHntKZVGSQvJFN8QNof+Wkm4E6o5hM3QpLqaIypiKanJuMxypW9CZcHmMLUwkjTmifodMG986ZDNKxBhq1QXpHoIZUeVyGe+88w4ee+yxttdefvnl5r/X19dRKpUSnQfYFTCVffv2eR3zxieftvxiR2V0mALvpAaVa2mfy8Q+dVGx2dlQ0e3qm27ak5hRWWZFyaSdIRWiobkg7SBC/C7a3BAlMaay4Nf9X7S+sft1/y9SvpreJCttSJOoNSnObDIhrwnyjXzcceRdZ3FdcubVtZ/8HJvv3WibvCejM110O9VAbxlSaW96JDWkgDDBR+gyPt9zdxJqQ+cpctxgSwhjKdQ1hDCkAPPEPYG8XpkyguU4oehZUVFkUX0BpFOyB4TTB3XjOy7mbcmMQmtskbYpRW3IlmBG1DPPPIOZmZnYGu5arday0+HD2NgYVlZWWnY36vV6226HL+IX26WRsi4AdzGnQpf22U7o0+1sAHZle4K0GvdlTdo136GEIqQxFZUV5WJICXSiIXAxqYas30ni+PGPf4yVlRVMTEzg6NGjmZ8/S21IA9nsEbisEbZ/97bTinTnl7+2uTZTfysVYWjl2YwKvXkhl1WGJkRQkpYplccsKZIuvaQNoeOG3370EB56rLVhuXovlQcTSiYLQwqIN6V0ZewhNj6itKBbzShBFqaUIGnGlG0lhtwqRJ2mJ1Dj9GtbXpdGFLLUhmBT82ZnZ/HZZ5/h93//9/Huu++2vf7jH/8YX/3qV9HX14eXXnop8blqtRpWVlZQr9dRrVZRqVSatd+h2Lxzt/nwQUziUx8uyJP61EcUthM4TJP4TBMydOgm73VqwQ9BWhP20io9EBMwQk3BUImbdqGj/7N/ZCleDjh37hyOHz+OV199FWNjY/je974HAPjggw9w+vRpPP30083n0iJLbRDUajWMjo6ir68PExMT3sf5nb27NzlyqZ3uhtJ2wpANUZ+RjytPPVXPJ7+W5AZYntZX1Ibmvmy+dyOV8pGQ+iKmLMkPX5LqSJJjR123PPW2Wza98kCvaUPacUMnG4+7YhNHuEzwizIm4ibt6SZzp0U3lgPqSHv6XlKd8O0/yLgiG7LWhmAZUQCwvLyMarWKsbExlMvl5k7D+vo66vU6jh07hr/9279NfJ5KpYLFxUVMT09ja2sLlUoFy8vLiY8bhWpGJRk7nzR7SmBb3mfTBN0mS0rg0k8qFJ3YzUgjQyqNRoMyIRqdR9182GZJ5a1Er1eZnZ3FmTNn8Oqrr6Jer+Ppp5/G+Ph4c40+ceIEvv3tb2NtbQ2vvPJKateRlTYAwMTEBLa2trC8vIzBwUGsrq56H2v/6ABG9uxObjGtA7Z/zz4DJaIwvUeXWRW3hpl6W4h+VLoBFXnKkkqzpDutDKm0MnBVffbRm7yUz9F4So9e04Y04wbdPVPIbKg0e3HGZUnZDlGKm7qnlp+rjc1DZ0eZcJlqW3TS6iUlcJ3yLaP+HkVVZqh/S1G/49e8robIZK0NQY2ocrmMtbU1LC0t4fXXX8fa2hqA3ZTYl19+Gc8880ywc01OThobDGaBLksqtDkF+Jf32aTeCtQFwUZQgGhDKskNZKf6RJlIYxoSkJ44AGEFQqCr79bdbNGEyg9ra2tYWFgAsLs+f/vb30a1WsVXv/pV/M3f/A0ANEdkV6tV/LN/9s9SuY6stGFhYQGrq6stI7lD7HibmoyruP7NuZhTus/If+c+ZdaCuH5UaQyhCI1vc3Zb5O8/jabmWfQRAdLVHR9Mv580odKl17QBCBs33P+lUTzw2Kj2NVsTKo17pahjRsUTnw4+6jREyaf9h86MAtr7zibpHeUaP6RZip0XTGtsqNLuuPsemw3yqLK9qGne7b+zD0VeC4kna20IakQJOm0SdYqoEj5fk8o3e0r3R2uz4+FiSsUFOiNP7Me7/+//1/Jckp2OTtZ4y4Satqf7ueW94aANUX2iSLY0Go2WRrCnT5/Gt771LaysrDSfK5VKWFhYwMsvv5xasCFIWxtmZ2fx3HPPBTve4JeHMLyvv/m17u8z9N+Wy/Hk9z50+He9Ng7iaJnUh2RBQhZEBSKhDLU0gpe0DSlBWr1ESLHoNW3Igk4aUK7n1cURtmYU4N6TVmhTXMauLgs3C51J25DKok+UK6GnssZtrNkaUi4T9kh4staGYEbUj3/8Y3zlK18JdbiuI6RJpYqYbdaUTcaUjSllY0iJ4EUWkRA71XkxowShxSUtcyqtyXtROxWm30saVJ2jv3/XVFFHZk9MTGB6ejqVc2alDY1GA/V6vblLs7KygsHBQSwuLkY2pL127RquX7/e8tzGxkbb+9S/Q9u/IdfeIb79EwDzGg2YG8jaIGe5mkr1gPyU65k0J3RWV5ENKSDfplTSzGriRjdrQxbk3YRSuXXfF4xmFOA+KClOt0wbJXFkrSlpZb4C/lmeWWxOpBFnRL3Px4winSFtbQhmRF26dAl//ud/jtHRUUxPT2vHseaV/Q/dj5E9D8Q2Jb944w4e378n+PlN57U1qHyMKRdTSmdI2dSAA79ZyJWbfxthyVt5XhRp73SkUVrh2ksqRN8ogfz7mZebsm7m8uXLOHjwYPPrUqmEwcHBlvf09/drR1uHICttqNd3/05qtRrm5+ebzWnHx8dbSvVUXnnlFbz44ouRx5b/5kx/M6FunEIYV1GGFGDf90/GZEbJ5C1LKisdSdOQEvRiplSafSdJ72hDmhTNgJIxmVGAfasPgcu0PUAfL4T6Ow+17us0rhMb4aGqMKJIs3xPB82ofJOlNgQzop555hk888wzeP/99/Hqq6/inXfeQbVaxalTp/Dwww+HOk2qCOMnypC6eONO5DFCGlW+DdJdjSnbZoWywERlR4kFLa0dzTzWdBd1F9vGkHIZtaoSd5Nm/t38vNU5i8zS0lJzEtDp06cxMzMT/Bw7Ozsol8solUo4ceIEJiYmcOvWLWxvb2e2LmelDVtbu3N7Z2dnm32hFhcX0dfXh6WlJWPZx7PPPotqtdry3MbGBk6ePInS4Uew70tDzefVv5M83ChFBQDq9fo2R9et6br1d/O9Gz1rRgHpapOpoXwapD1Uw5W8lbSkDbWhGHFDrwxtsR2MBERnR6mb2DozKu90Ov7IusQvzZ62SXrZ9jJp60PW2hC8R9ShQ4fw8ssvA9gdAfgnf/In6Ovrw/T0NJ566qnQp0sFm+woE7JRFTp7KoQxFdesEIg2pGzK9VQzSiZkoJK3Mj2guCKRliC4Zkv1Co1GA7VaDZcuXQIAHD9+HJVKJbKEzIfPPvsM6+vrOHfuHM6fP49XX321KTJiQtHv//7v49ixY0HPqyNtbRBpw+rPsFwu4/z580Yjanh4GMPDw5HH9jWgfH/vdX83cbvSNj07bI0pFd2arjNGRKZUHs0oIN3R4DJZBStpZk3lMUOqF6A2FCNu+HV/9N9aUUyoqKwoEz6b1wIbMyrvgzGAzhpSneg3ldbmRFQvW11WVK9nSmWhD1lrQyrNygXj4+MYHx8HALz22mt49dVXC5OCq8uOSqMsLwk+xpSNKRUV/LiW6wH+mVE2O9mqGRUnYFmIRpbZUYJQI7t1ZlTUNAtb5N+jbjOl1tfXUa1Wm8Igs7CwgFqtBgA4deoU5ufnAQArKystwnH69GmcPXs2eLAB7Boz8nFv3bqF1dVVrK+v4/z58/jOd76DRqOBvr6+4Oc2kYY2CCNKlyq8b98+72uV/yZMfwOhf6d1x/MdQAH4j9yWUXsBmgyp5hr73g2tGZXmaO441HOmbUyl2W9ER1olHFmXbXQL1AZ3ihw3AMUxoGRkM8p24xqIb27uEy8QOzoZZ6RZrge03pfo7l3k54psSuVZH7LUhlSNKJkzZ87gzJkzzRTc999/HxMTE/iTP/mTrC7BC5tyvRDoSv5cjS9XY8rFlDIZUsC9RUEWF92YVnkaRsgdc5fdkyx3MTo5JcNXMKIyo0zBrKsQWDXBLEVnqOSBubk51Go1lMvlZn8imaWlJdRqNZw7dw6lUgnVahXVahWLi4vNptqCUqmE8+fPZ3Ld/f39LTf7wD2R6QQhtWFsbKxNqOv1ehCRVn/P82Co2jaWtTGm4ibeCEyGlKCldE8xo/LW9y/La8t6Bz2LQCWurCZKf4pWkuMCtSEMRYsbbE2ozTt3vSdpp4Xu2sVzSSopAHM1haovapwA+PcdzLI/YCcrM0yb/Gmv+2luQrhUaBTRlCqiPqSpDZkZUQI1BffUqVMYHR1t1jvmFR/RcDGvHt+/p82MSlrmJ5/f1pRyNaSAVpFxNaNkstwhz0o8OrFrIeNjSLk2Mi+iEIRgZmYGMzMzWFpaausxBOw2zZ6dnW2aIIuLixgdHW1m7MiZO2oTwKwRItNJQmjD7OwsJiYmMDY2hnK5jFqthkql0uwZ5cpvP3oIgJ8JlWRn3LdUQsVnOqqMzRQ+1VBo6yNl2CgIXb6X9HhZle91S5aUDd1sNkVBbQhLEeIGm/Vevif3bbXRCUIYUlG9o3S9ZcXaKMcKWcQI8nlt6bQZpSPtdd9kRnWyXcjdD94D/rvjic6bBd2iD6G0IXMjSkZ117oNnbBEmVM6M0qgPp9WtlRco3NT2V6UGQW0757LwUrSnQ9fshSPTmZHAX47GFG12yZ6vX5b0Gg0UK/XWwwQ0fxvZWUFpVKp2VwbQNsuRyiKOh7bVxsqlQoWFxcxPT2Nra0tVCoVLC8vB7021fRJoxTD5Zg2wQFgX8Yn0A2nAPQDKgS2Tc2BsH1AQppHWfaT6qQpBfReE/A8QG1IRh7jhrj12mZT2qfqQr6Pj/t8CKPLpp9U3KY1EF9FIZd96wwpoD2bNUTsIK/BpsmwJvJoRgniWqP46kDURoPutZAVGt1KHvQha224L9SB3nrrrVCH6mpG9jwQKQhxBtPj+/cE6VW1eeeulfDduu8LRpFVAzI5oFEPg0LGAAAgAElEQVQXD90CJBY/efGWhSarQCCrxojXfvLzlkfWJNmd/mTjZ81HHHc/eC/xo+iIdFtVIEQq7qlTp7CystLc2Th79ixOnz4d/DouXbqEU6dO4bnnnsMHH3wQ/Pg2ZK0Nk5OTuHTpEra3t7G4uJj4ePK6loUJ5UrUGi3z6eCjzYcNJoPqocO/2/KQkdf54Se/GHmDO/LE/uBrfBqGVFYILcqyUa+qSZ3QpV6D2nCPbogbotZe2/tsX8TxbY2uENfjqjc6TLGCGifI+qGaPEf7H2w+THRqDS8aWa39Ny/UneOQXusllgd9yFobgmVETUxMZDr2tehE9Z7yNZp8+ky5ZkqZMqTE7ocpMwpoF5mbF+rGRuZZ9xLpxASMLMdxC0KkzbqW7hWNjY2NtueGhoZiJ6vJyDsWMoODg7h58yZKpRIWFxebO7unT59OpRltHsZjd4s2yDfVLmUYLlNYk+xa667JZyCFTNT0I4FavqcryZaR1z1dH6k8kfW0PUHWmVIyneg5UhSoDWEpsjbcvu/zRh1Iu6dsUmRt8sWmXA+w6yEVV0UhZ9fqjJ6Q/WZ9SvN0xwHa1+5Orus2ZNVKxHX4RREyo0JoA5APfchaG4IZUTs7O23PPf3001hcXGy58Fu3bmFtbS23I1mzxrV8LwphOsmGlPi3rbkVJ1BRhpSNGaXia0KFEAsdPscLKShZmVNpTtnLE1E3i7r3AsDJkyfbXnv++efxwgsvhLw0VCoVrK2tBT2miU6Oxy6yNtz/pVEA8SZU1Jrtsp6HNqxcp6TKqKXXOnTle59s/Ew7kltgmraXZzplSAHtmtSpACbq/1cRTSpqwy7UhrDk3YSSydqQMrXz0CEbUlFmVJwJ5dq0PGRMEXWsPJtSnWolErVRnmW8kWdtALLTh6y0IZgRpRvhp+vkXq/XMTExgV//+tehTt11uIqCKnwhGp/HNTrX1Yr7mlFiQdYJhio6eVuwsyCLHWo5aEyzsXkRePPNN3H48OGW54aGhpyOYWoguLW1hX379nlfWwiyHo9ddG2IMqE6FXTozhtiSqqM7TQkoN2QEmaUQGdKtTSlDZQVFXWMEA1vO2lICTqRvRtHJxuiZwm1ISxF1waZIhlQKlkZUlFmVFycYKqe6AZ81/Q0fyadnvptY0Zpf1861Kw8hDYA+dWHNLUh1Ywokg260o+Qjc9No2Z1wiMHL6rIAPb1vkmaBmZNp5oUppU95WNKdZMhdfjwYRw5ciTRMUR9t9pIsF6vo1QqJTp2SLIYj11kbfh1/72/J9nIsQk6XLNRk+JiTsUNpZCxbXhuyo4C9A3NW64zwxK9EI1tsxoNHkVeN2hClHekORo8CdQGaoPgxiefeptPWWuDLVkYUnFmFIC2lh66iXouMUEe1uvQ6AY/haaTU7/jzKi89Y4KoQ1AMfQhtDYEa1ZOOotOOGxF7uKNO82Hiagmh7oURhG8qCUdUUaFSShkwcmrIZWXJoWhmw6K5oK2DQZtG5p3O6VSCeVyGUtLS83n6vU6Go0GTp061cEr0yNScM+ePYtDhw41GxWSXWxMKHkdVcujkz58sW1QKxrQxqWjRzU8f+CxJ6zWe7WheQjevfXLzPtM5amvldzoPA86BCTToiSDNfIOtaH3sNGGPBGqqbmJqEFHgN2wIyBfa3DWiLU1iyyxvA2y6OYYo0j6EEobgmVEAcD777+Po0ePNr/Wpd2S9NA1QNf1jYoibqfGNTtKzYzSXrdj+V2ex6TmpWwijVIJ0w6Fjiih6IasKRtqtRqmp6dRqVRQKpVQrVYxOTmZm10NE2mMxy6yNsSZUFkEET6DKFTiyq0FtiV8ptK9uOwooL2huSDUGO5eJ0/ZUr4lHiYzKt+rpx3UhnsUWRvicNGGPGZJJc2Q0rXwEMT1jAqd9VKErCjX2CZrcyjufKEzp1xijm6iiPqQRBuCGlGic3ulUsHY2BgajUabyJD0kUXDtKtxYfN223NHRvY2/x0lilEBjUl4TLXgUWmlto3+8kheGswCYU2pkFP3ongw/z1JsbCwgOnp6ebX4gZalBtMTU2h0WhgfHwcjUYDk5OTWFxc7Mi1dpqiaoNoRAm0r6Wd3sU2nT9ED0CBTQmfzpAy9Y4Cums3syjBjUonJvF1c+8oFWqDPUXVhjhc9EFupRH1uU6ZVLZ6oSOqVI9mVFg6vRGetVElKNrmNvWhlWBG1Pb2Ns6fP4/l5WW88847mJ+fx87ODsbGxlAqlXDixIlURtCSaHT9o3QmlHheNqOAXVGMEj9dhpRsRkU1MN+HexMx2o6rmYpRZAHJQzAAtAuFrzD4NjfvJqampjA1NRX5npmZGczMzGR0Re1897vfxeuvv65tAJsV3aAN8hraaQMqDtfsKVUfbIwpm6ACiG9m3s0lWHmmE3rUS2YUtcGObtAGFVd9EGtzVF9X3bE7bUr5GFK2upEmNgMtOonPJrb6mbxWjfj0nOrGrKi860PW2hDMiOrv70elUkGlUmk+d+vWLSwvL2N1dRXr6+uYn59Ho9HoqtTbomASufXL2xg7OND8WmdGxREnTCYzCrhXoqHLjFIFw2c3QyzGecygykP5RIhmhCGypEg6zM/Po1qttj3/3HPPYW5uDqVSCdPT0/jzP//z1K6h6NpQJBPKhEsAY7P7bTKkXMr1TDvdRSvPk681D4GML1nspocoJRkNcB2E2pCUy9uf4LMO6kGcFqVtVPkYUlGlev8/e3cXHMd53/n+B9myy4eWOAAJHq5XtMwGS0mJSWk1oDc3WycVcxBfrryaoW42dybg1W12gehK0sUJDW72VjHA5NRW5WJXAqpW5TpXCzBVqUptVWJibJ+NVFktMZJMxaH5Agyl5fHx65wLqIc9PU93P93T7/P9VKFMzvTMPEPIz7+f//M8/8cVVcoDduOZoP68LOOOuMkoL8Ya2co7NqS6Nc/v+PHjarfbarfbw8fef/99dbvdLD8WPu6qKDcZ5Saa3rn9yTAJ5U8+JQli3tVR/oBjmvXwz4xncfpDGRNQJkXPYKSxfY9gUT7usdde165d0/r6utrttpaWlrSxsaHd3V397d/+bW7tqkpsuPfTXw5r0sQ9bbQs/O2OU4skarVUWEIqKhnlMp2ElGUyKsskV9B7VyFBlTT+FB27kAyxoRyymtyI2s2QlrgJqbB6si5TKQ/TOCFunIjqh03vlVffbToJMCyJZMvtn02vLbLvnmR3hn+VlHuSHtKRd2zI/dS8s2fP6sUXX8z7Y/Epb2A6f/qJ4Y/3+UmCl3fg4j+FyXSSntt5uJ3KtCzdN/GffFRUEi2tEzLinLaHbDiOo7m5uZHHNjY2tLS0pLfeekuXL1/WjRs39Otf/1r/4T/8h4JaeaTMsaGqSSgpuK1JTuYLOk3JdOKe6XQ9f9/v7/dPP3tyeGOc5gDAfa+iVlq5p/oF/VSVG6PKdFof7BAb6i/PFbyTnrJnOok1TJwEynPHP584nuTVR7tJIe+P97lJ+tcq1NuNO+bwjy04sTs9eceGiVdEffDBB/rKV75S+HsgnHe24vSxhjFoRM1o2AYaf90oU82oaV1+G3erYJHFB9Mqcs7WveI0m0299dZb+mf/7J9JOtr20O12dfXq1ZHr/uiP/kjr6+v6wz/8w9Q+uy6xIehmPulJQnmKMziIk2wLmgVPMtt9IqxR796zGgREJZrKnuwpentfWvGF1VHVQWzIlr8Wa9ySF2nJa2WUFHyqtonNNj0b3v4yy360DrVqgxRd5NzFlr1yyDs2TLwiam9vT1//+tf14YcfJnr9tWvXjHsRka3Txx4f+7F5jS3/AChsZZR/VVRkO3yzBVXhbXPc71D0rIW7SmqSlVKsjsrft7/9bX3729/Wn//5n+uDDz7Q5cuXNTMzM7LtQZIWFhZS3/pQh9jw4eFPC/38SU2SLLNZLWW7Qsq0Miqs//fejEbd+NdtYFD2pJkrKCYVHatgh9iQr6BDgvIQZ9XrpIJiQlze1bN+3hW0Xu7Kp6JjQlVXvYbtxshrp4Z3rBF3zMEYIx15x4aJV0S9+OKLun//vp5//nktLS3pW9/6ln7v934v9DUffPCBtre3tbGxIcdxtLu7O2kzkBPTKXxBMy7+WfOwlVHe4rWnfvufxOrs0twjnpWgpFPQ3m2Tssw2p7m3G9lyHEf/9b/+V126dEkPHjzQYDDQ1atXx2aSb9y4IcdJ9/dS19jwzMljlVgN5Tpqq/2MuGnAElXsPGyFlOkEVZe//3f7Bu9pqkH9Y9GDjSyVffadZFP1ERuyE+dk6jzFSUZNuorKpnaUTS1ZL9NJq3kfSJTk0KRJFNXXxtnOl8eJq9J0l27JU96xIZVi5cvLy3rppZf0x3/8x7p48aJmZmbkOI4cx1GjcVTqtd/vq9fr6eDgQP1+X61WS9/+9rcT7fvudDra3t4eecxxHO3v76fxdZBA2PLfqOW63sHICR0NQk4/e1L6tLPz3pT7VxXdfveeMShEbdHI+wY/jWBShiSUSZwtfCSh8tdqtXRwcKDvf//7ajQaOnv27Ng1GxsbIycXpSXv2JC1qiWhkog6Rjys2Llp8OFPRkkybtVzV0Z5E1JDlv2nv3ht1U7gSyLOZEaQOJMcJKHqY5piQx7jBptVT0lXRuWdwIpzqEWYONv1gphOWfUfbjRpQirNOFH1uOOvTxUlr619aZULQbQ8Y0Nqp+YdP35c6+vrWl9fV7fb1fXr17W/v6+DgwNJ0vPPP69WqyXHcdRqtXT8+PGJPm95eVlra2tpNB0psQlcUTPk0miyIijR5O2EkgSeMs8423TmQd+56GQVMxfl9fzzzxsf//73v69erzd2k56WvGNDVqpUoNwv7rbqqGSUFJ2QCkpGSeMJqbCagVEro7y8ExhSdba5BYmafXf7+zRWBdgkoyZNQtnEhbRPzkW0aYkNaY4bbt57qI+/GJxU6n54OPJ394TqpIqqOZVGQiosGRW2Kirs9DxpPBmVRNwYYTtmiDu2KPrePagNcXdt+N/H9No0vmvQ7/3Jid8ZXnnEhtQSUV7NZlPNZjOLtx5qNBqpLxdGOkyByxuIwooU+rfomXgf918T9/jvsiWkJklCuc+VIaChOp5//vnhjX/W8ogNWar7aijp0fZrm2SUFLxtLyoZJZknI7wxwHtk9/B9I5LwtjfOk5ykFxYv8kp+TTpoyFOciYk0BpdIR91iQ5rjhnd//LE+mjmMvvBTbmLKJiHlTWIFXR+0siqrBNWkCSmbrXompkkK0xY9G2WamCjbfXra7bHZ2le2fwPYSzM2ZJKIAqTx7XphsyKmk5TcAUjUckzvNUlvxMuWkDKpWi2pMrj3019aF86899NfZtwaVFWVV0Olwf/9gxJUUX1+2Kl6ptlvyX7Q4e33vNu2TYMPbz8fdxtFnOLpWQ18kvTvNjEuLHbYxh//600xO+p3mkcyitiALH1068Hwz0+debSSy79SKkrclVXeBFUWSak4p6uamMYBtrWibLbomZQpASXlm4Ap6+REmREb8pVrIuoHP/iB3nzzTfV6RzcgjuPopZdeGh4RGEe329XCwoIODg7UarW0tbUVev2dO3d09+7dkcdu3rwZ+3MxXrDcFIjcYBV1dGxYwPEmo0z8hW3TuHEtOiEVNFMQN5CQjEKVpBkb0vT07Bd07tP+axpWQ7m8q6JM3MeDCpv7k1Hue7qCVsUGJaNsmZJRNmySUUliQh5JKb+o7x213c8UO9IcyLhx2yYZBZR13PCT25/o418/ML1szEe3HowkoyYRZ2VV1kkpKfoe3yRuMipqi16YrPvduPWUJrkvj1Movcj7fybNEUduiah//+//vd5880299NJLchxHc3Nz6vV6+uY3v6lvfetb+uY3vxnr/XZ3d7WzsyPHcdTpdLS0tKSdnZ3A69944w29/vrrk34NfMoNIkFZY29g8gYqNwCZBiJJl+B6t2/c+e//mMoMgD94VbG4ufc98uzswwYQ3t8lhcshpR8b0nTyC5+dqgSUV9j3jpotjNqeLdnVCzS2K0b/7taMshmMmJJRafb7aSWl0ujLbZJRSUSthvL3+Um32GA6VHHccPfW/ZG/z585ISl4hZSX9xov0/VhK6tMSaosa0ylVdjcLygZ5VfUdl5/fxdVqy9u3+19n7gxwzupbRMz05psiFOvkCQUpBwTUW+99ZZu3Lgx9vi/+3f/Tl//+tdjBZSXXnpJKysrw2rt6+vrWlpaUq/XC9z//fLLL6vT6Yw8dvPmTb3wwgsxvgX8ggYrUSumpEcDkTiDkDjSPLki7RM18pbVcauTzFqHDUAaid8VVZNmbEA+HvX70SfsxU1GxV0VFbWKNSwZ5b9Bz6tvtq1PlVZ7TJ+T9jHkSWMKySgEqcK4wZ948nOfdxNSUnDCKS02q6ayWC0VZ3WUzaqoIGGrokx9elA/O0mdwDD+NqSZcInbb+e16siUlAtLRpGEgiu3RNRgMDA+/vHHH+v+/fCO3K/dbo/8/cKFC5KOZjuWl5eNrzl16pROnToV63OQnH/FlGlVlEnYrIff/Xd6katqylBUtowmCZJsmUCa0owNKJ84yShXnDjg573x9q6StU1G5SmrgVCVkIRCkDKPGw5uP9DnfnbUhsPeDwM/d9Z5TpI5IWXLZmufP7n11Jnj1tv40kxKxVkdNckWPZd/R4StSeoEDtsfkuSpa6IlzvcKiq1x6hDW9d8Rj+SWiPqjP/ojnTt3TouLi3IcR/1+X/fv39f169cj92lHcSu3z83NpdFUpCio1oh/i16SVVHeGlFjn2sxuDAlqdKeJa6CODMmNkmosN+LX9CNw4JVa1AHWcYGZOtoEGEecHhXStkeXGEadLj1AiUZD6Xw99feJJRf6KqpCWWRzLKJR6YBWNBKryzjm6m+4Z3//o8jvwfbpFPYgJLYMD2qMG6wSUJ5mVZQucmpoG19kn2dqbu37mv+zImR621O4XMFncbnsk1UBZ2m6pd0ZVTYatmo+39TH5hFMmoSk2zLM71X3FpWJkm+p+3qMAqqT6/H8vqgdrutvb09Xbp0SXNzc3IcZ7gs9mtf+1qs99re3h75e7fblaRKHwuO9CXpNKctCeVKOwhEDTju/Pd/5IhuSEo3NqA8njl5bKxWoJd3+7Z7mp50lIwK4k1quLUvTH/3Xuf+2RQPbr97b/gzKffzg36y4H43U9LN9Ll5xDf/v6VtX+9eR1yAq+zjhrhJKL/5MydGkk3+1VJR2/6aT8+OJJbc693/NW0B7H54OPIT1zu3P4lMVvmFbd+WomsOemPC4195NvA6f3xwPXf88yM/3mv814UJej5O/Egr3kyiqFVGrG6CSa6n5h0/flwvvvji2OM/+MEPrE/A6PV6unz5sg4ODnTp0qXh35eXlwP3eaNY3lP2wgqXm2qExOWfHU5jFgCPuP+2tgXJg14PeKURG1CMqDqBz5w8FniKqnc2PGyLnv8U1aA+PrKtBW7Di1PENQm3TzatjvLL+t/AtErAvzrKfQwIU9Zxw8cf/Q995pi573nmd782snrpo1sPdPfW/WHiypukeurM8WEy6bt//YHmz5wYSUB5t/S5q5zc693VSaaEkndlVJA42/f83GRUnBVScYqZ29aLkoLrzIX19/5JDO8K2ySHVoStjIqbqPLKatt2GrEwTu3ZJP82SV7zZOAzKKtcE1FBrly5ojfffNPqWsdxtLe3p5WVFa2srMhxHL3yyitaXV3NuJWYRNRx4GHC6kDFqS8xaTa+zomsuP82/gFEUGKKgQYmESc2oFy8ExBeNsko29OS/IL6IW/yKq1Cst7PitPPmQYAaR6sYVMrxf+ds4htQckoIA1lHTd4k1Bucqf59Ky++9fSoed2df7MiWFSaZjM+Rdf0Xf/+oPhNYe9H47UmPKumDp/+olhP2paFWV6jV/Q9j2XTXLqndufpJKMCqsdG8S0PS9ooiLOFrqkK0f9cSWsXzW1J+52vEknGZImo4JeE1TjKc14U+dx2LTKLRH1rW99S++///7Y44PBQHt7e7Hey3Gc0CNXUU7uwMRmVZRkd2KSSdDMcNT1rqDXlWlZaZqdcRrfiwEGkkozNqBcvBMQYTWjTEx1A72FaePyJ6OSMn123ER80mRUUGLH//lxY2BWq7VMdaMAW2UeNzz51G/oc7NPja1yMq1Yeuf2J3rqzHHddZ7TYe+H5iTUp9zE0N1b98e293lf4+0/3ff46NaDkRVV3iSUN0HlTXB5P9PPn5wKSkzFTUZJdsXMTaeqSuFFyyVz/+fvg/wTCXH7wKjTWifpS8PiQFSSzGYXSNjETNT7pr2KKurzUH+5JaJWV1d16dIlra+vjzw+GAz0yiuv5NUMlECSVVFJJD3dzeZ1RSdeiio8CKSN2FBvj2a5j/p90zY9my16kgKP7LYV92Ql/2sneU1UQXEp+Ux81HeyTUxltZWdY7yRRJljw9zp4/rCqROSjhI6/tVKLu/97ke3Hl0vPUr0mJI4NqfreftWN9nlJqMkc4LJlOAyFUJ3k07eZFTYNr40tupNuirKHxts+2zbSQrTARBFmbTfjBMLg7YxZoWYMF1yS0Q5jiPHcXTx4sWx5/xFBAFvbZCwVVGTDEomUaZaF3TaqDJiw3QwrY6KSkbZnKbq7XttBh5xk1FJJzRsPtc28TNpH+/WZ4qzUsrmM9MYkGR16hSqrwqxwZsweurMcf3B7xwV1vYmWdw/dwNWHvmLf7tJIbe+k3ern7sayp+wiUoAeZNUpiLo3mSUN9GUdUIqStCqqLTZbmlOq6ZRWJ+XZKt20CqwoPZOEgPirqKyRRyYTrnWiHrrrbeMj3/nO9/JsxkokKluSNj2PCl6i55bQ6qIhJQrKoilUZOkzJjxxiSIDdPFv1XPlhsLgiYgTAWxTdJKLsUVtUKqiHaEiVtryitugd6wrTOYXmWNDZd//xmdOfcbY4+7SafxlT3H9Ae/82W98/RRosZN5nQ/PBxJ9oxs6/sdu/c++vvRKaXf+K3TxtVG7917OPJ+79z+ZNgGb0Fz9/O/8VunJUn/5e9uB/4bTJqQmmRVVFDtwElXzJpEJXei+m7bvt1fNF0K3qYXlMCfZNWvvy02z8f9t0j6ed7rqBNVL6UoVo7pElTE1i+sSK0pOVXU6qgwpg7TNimVVkDJWlRQYMYbgDTa95u2aCddFVVFeR7wkMU29UlXD/ivBapk8UtPqOHrw8ISKN5kkZuE9yajpPEkUJxtat5rTx9rGJ5vjNx3P3PymM6ffmKYMPImo86ffmL4ft/4rdP6L393W82nZ9X98NC4jW+ShFQaW/Rs6slOMmHtX22UZX/l7zcnPcjC1FZv3x13tdYk17rX246BgpJcJKPq5bGs3vjEiRP64IMPjM/94Ac/0Ne//nW9/PLLWX08Ss4fZNwA+eCxL1q/xxfO/aa+cO43Rx4LO2EvS6abcpuOMuoa73aKvLmfHfb5tsEg7Drv5xT5fZEPYsN0ixpgBE1SuHWiolQheR8mzf4wy/7Upn2mE5NsnicGTKeqxYbTxx4f+bG93k0CNZ+e1Ue3Howkgb7xW6et32/S9nrbEVQI/fSxx8eSSG6bve2WjhJSptP3pPHth15Rq2PjjAuko3GAdyyQ1rgg7FTWqL4wrE83JVy8/aJNPaq4W9SL5H4/0ypY2/EGkxf1kdmKqNnZWc3MzOgv//IvdeHCBT355JPD5zqdjp5//nndvHlTf/Inf6J/+2//bVbNQEXFmQX3z4YUsTIq6eqloM406BQkqZgZ8zjf74cPfmYMnEEnKJned8Hqk7Jx8+bNscfm5+d16tSpAlpTP8QGuIMsm5Wxfv7+3tQ3BW3RS3Mbt6nfyjLpE/XZebQjqTiDhrK13YvYkK1pjA3++k9FcD83qP6UafWqm4Ty17GSgldIhZ2u518ZFbQqKuj0vKBdEn5R4wPva0zX2dwrh/Ge/Bq1wsq0VS/p5waJs0LJ9jPjjlGStL1sK6KIDclllohqtVpyHEfHjx/XgwcPtLu7q9/7vd/TgwcP1Ov1tLe3p5s3b+qll16qTUBB+rxFy6WjU5P8q6BMyrBNL+y4U9sEVNJr/PIaNLlLiIOSUVL5j/R+4YUXxh579dVX9dprr+XfmBoiNsAVtE07qG6gd+AR1cebklH33+mNzZabRMWOoBtt2xpVkypTsiaNiZEyfZ8wxIZsTUtscLfpeRWRhHLb8d69h5Gf700SdT88HBY/d9kmpOIUM486TTVtWe+osH1/71bAoG1ok9w/+8tlpDVRkMdq5LIloFzEhuQyS0Tt7e3pO9/5ji5fvqzd3V0tLy/rf/7P/6le7+gG78knn1Sz2Rz+HfAzrYoyJaGC9oaXIRklRXfyVRm4xF31FZaMkvIJKB8e/lS/tiyKfOvwp5Kkt99+W+fOnRt5bn5+PvW2TStiA7xsawbmaZLYkVcyqgyymuAIizNprZYlNpTPNMUGb82o8cfzZVrx5OU98dTl3YJ399b94emBQQkpm9VRpnpRJrY7JtyJBz/b/r2o3RV+3mSUbdLIdL/uvedOUrs1iySU6T3dthdVC4rYkK9ME1H//J//c0nSV7/6Vd2/P35c6IMHD9RojBfVw3Tyz4KnIe4MxyRBJ87R2DbLd9NqV5GiklFldO7cOZ0/f77oZtQWsQF+NqephjHddNtuzQuKEWGDENvPy1JWSSCb7YthMS5pIi5pncU8ERuyNW2xoYikU9I2uNf5C6G7iae7t45+V0EJqaDVUVHJqKhVUWGHGknhyai0xU1cRU3u2mzfm0RYMmrSnQs2p+l540QZTj+fBLEhucwSUS+++KL++I//WK+88oq+853v6Ktf/aokaXd3V5L0ySef6MaNGzp79mxWTUBNhAWaqJMy4oraH+4VdMOddDAQFhjjtKts3O16VUtIIRvEBiThnQV364F4b/yD+t2opL7797gDk6JWPUUlgVxJ2lMKJwsAACAASURBVGfzb2Az0RI3GRU2c4/pQWyohmdOHgssPu5dHSVp7JQ9/+qopCuj8jpNNc7qqTjXu7zJprDVQVHvEcXmYKSkq5qiTuFzH/cmo0xJKJOgVVGMK+ojs0TUn/3Zn6ndbutrX/uaWq2Wjh8/rnPnzslxHL344otqNps6ODjQtWvXsmoCaiRq1iMLUQElzdnnspt07zfBAi5iA0zS3KKXVr+a59YMm1WwWdXgyCsO2UyokISaXsSGajrs/VCSNOs8J8ludVRUMsorqHC5n+ngokkl6f9NcSOsLXEKoEfFgEli1iTJqEkEFYWPaot3XOEmpp5Jt2nIQWaJqOPHj2tnZyfw+WvXrmlubk7/6l/9q6yagJKz2Y4RdEKGy1vEPAtZD0SClg2brptEVsHFP1tBwglRiA2wZdqe548DeRWYzSoOJNkaaCNqVVIVJkHcwYXXNwpoB/JBbChO2CRA0i2EpoSUbTIqaFVUku15Sdn2v3H70jSTRWF9vGlrn+mEPO97eOsz+d8r7HMkGV+XBtOqKHesYYoRqJbMElGuP/uzP9POzo76/b5+//d/X3/4h38oSbp8+XLWH40KiDsL/vhXnpWkXBNSeSSj3M8Jez6uvGY2JikoGBREGGzUH7EBcZm25+XF1D9PGhcmTQYlreNRdBKK1VAIQ2zIj3v//d6nxZlNW+6+8VunJ6pn5U1I+bfqTSLoQKM840JSkyaj4lzrHQu49+thMSNqu6DtZ8VhqrnoT6QRH+rpsaze+MGDBzp37py+/e1va3Z2VmfPntWf/umf6uTJk/r444+z+lhUkD/A2SSm3ISUn+lUvTTYHPk9KVPtkrInoVynnz058mPrueOfN/6gvogNCJJW8d44cWCSvt19rf8nrc/0X+MfFIT1t2EDCJvYEtQ+m4FJ0DVRn+v/LsSG6UJsKMZ79x7qnduf6C/+5kf67l9/oD//T3v6k//z/9Kf/6c9ffevPxgmqYLMOs8Nt+X5HfZ+ONy65yak3K163pP3pPEkmPdzo8YF3jFBVuMAk7AVrXGuSbMtprjh7ZODajWFvcaW+zqbFVQu03jFlAgzxTpiQvVltiJqeXlZrVZL3/nOd0Ye73Q6Wl5e1n/+z/85q49GBSWpDxK0HDfLGZGwwJHGqqk03iPNJJRpGa8N77XMYsCL2IAw/lhgqg/i9v2mvt70mM0peWlK8zP8M+dhp7PGHThEbQ0PmrUPqlmStG5i0OlQxI7pQmzInynJ5CaOwrjb6NykksvdhucmnWad50LfL269KGl0e15Q+Q5/Miqr3RKTPO+9Ju1dF6a+O862vjTYnC4bd7wStk0P1ZRZImpnZ0fdbnfs8VdeeUVLS0tZfSxqKOx0jLCtenkvz81i60YdMLCAF7EBSZhqg0j5zn4XxVTkO69T+/I4tCPofYo6mRDFIDbk75mTx/TevYfD5E/z6Vl1z3wjdAvd6WOP6717nyaj/sVXJH3FcJX3scXh6ic3cRVWL8rL5gQ9G2mX78hiNdMk4wVTe0xJrqg+Ne0SIWn04UHbC1EPmSWi5ubm9ODBg7HHDw8PNTc3l9XHosL8M+FBAw+ToELmRe8VnzRYJen8Jzk22y/OKiibmY4sChmiWogNiGKzQjasQG3QoMPfH5chRsRlc/Jc3PexuZZJFWSN2FAMU6LHTQydP/2E8fkkyaHuh4d66szxyGRU0Koo7+pYm1VRJnH6fFMiJ8sVtUn72TTaZLO6K4sYYFNXKmwsQUKq+jLdmvfNb35Tf/mXf6knnjjqUD744AN961vfUrvdzupjUXFBA5CwVVGusFP1/Koy+LA50nsSWc44R713EcfEonjEBtjwxgLvAMQmFviZbrLd2FDFZJQri0FR0LHjWcciG0UXWUe2iA35c/vV2w9/ESvh5PbPSVcrxUlGpbUqKqk8+x3bz4o65Mh/XRqf6Re17S7q87yre4PeK83JcpRTZomo1dVV7e/vq9FoyHEcHRwcqN/vq91u68qVK1l9LGosaTLKpKoJqqjtf5MEzLwHFmy7mE7EBiTlXyWbdPbb3/9XORmVlqD+P2jAk8YAyI9E03QjNhTHW4fv9LFGrNdErV49uu4okWQ6lc92m577WZOuiqqDtPrKvFbGBm0djNpqHrViyv+6/y9R61CkzBJRkrSxsaG1tTVdv35dknThwgU9//zzWX4kasINNnG257kmCUJ5FDhMW1YBKa3EFIML+BEbkBbTCare/t+fZAqahJjmZJRNXx9V2Nwv7hZC4gQkYkMVhSWk3OfcZJQ3EeUWNJ8/c8JYk2qSVVFJtm7bSrveVJaC+uG0+9ugRFIaW/78h2MwiV0vmSaiJMlxHDkONxhIxy/nvjz882cPfjT8e9ytGrbirJyapGhuGQNa0GkeDBiQBmIDoiTdqu1NTrmn69nwXlfGPrmq8hoMoR6IDfXgP+3U6+6t+zrs/VCzznO6e+v+SDIqjVVRkt2KWSn5/XzVJi+ySD6FJYay6N+jPusfUv9EZC21RNS/+Tf/Jtb1f/qnf5rWR2NKeZNSflkvzU37pKYybhWM2qohMZBANGID0uAdfOShiqtjk7I5QryIrSCoN2JD/bx376Gko9pSQX22Wx9K0lgyyi+PWlGT3M+HJaNM71v1OOJfwWRKDOXdxxNTqi21RNT9+/fTeitAUrzteUkK2FZBFjP0NsuKbbfl2RZMxPQiNiBNbjyw7fPTmpTIalBhOwjKYwDjX7lEv44sERvq4/bDXwyTUO72O1PSqPvhoaSjBJTLTUZJsl4VZSuPelH+e+qwPr1qq6hMgrbTES+QRGqJqLfeeiuttwISibssN4yp7oitrILepAEs7VVcrjIHn5v3HurjL44XxzS58+lNFNJFbEBdZdWn2n5WlgOaMvfraSA2FI/YUD/v3P5kmGwKW7006zw3loySnhtZFeUmo7yrolxBq61MExR5FS+PswW8DsmoNN8rKrEVNDmeRZwiNuQr8xpRWev1etrd3dWlS5fUaNid9IDqSVK0XJosoZSU+5lZBL4kRRLDivMGvZdNAcEsT+jj/8kA/PyDj7xXRZVN1MCn6oMdIAuMG7LjJoz8iSOXu8rJLVTucldESTIWLneZtufZjA+yvC9PIm4yqozlO2wk2dURdMKeRGmQOqp8IqrT6ajb7arVahFQaiioKGEV+AvmpikqIRVnpj4oIPo7/jQ6/bRO4gMwvcIK1AYJmpQoy8AkC1UdvABZYtyQPvdUPJdpNdTpY4/r/OkndP70E/qD3/my/uJvju4pv//fou8LJ10V5fLHgSL7f5uJ5ah7+aST03nEAH/boya/bZB8qp9KJ6I2NzflOI663W7RTUFOHjz2RUkKTEiVtVZU1BHjSaW1NSSNABGFJBSAuIJOzvPyn6YaR9lmyvNQprpUQJ4YN2THTQqdPhac3Ps/nj567vbDX+gPfufLn9aTcobJKJsT9JKuijIJS0zlFRvSuI+3TUi51xW5PTBJ8gz1VelE1Nramq5fv67t7e2im4KUeQONadYjLOiUNRnlV8btIlkFCJJQANIQdYiFm5RKmpCSpispFaaOpz5hujFuKIfTxx7X6WMNT0LJsVoZ5ZdkVVQY06RxGe/Vg6R5D5/1hEUdamVhcpVNRK2trenChQtqNptW19+5c0d3794deezmzZtZNA0pmPSI1iolo6R8Bz42n8mWDgBlYbMqyi9pQkqyry1YlcFJmvKczc6zGDzqj3FDOT3ache++t60Pc+rauU7smST5Am6Jm6/O0lCiWQUKpmI6vf7unr1qvb29qxf88Ybb+j111/PsFVIi+2gIyroVCUZJeWTkEpjxj9pgspUaBDIEgVp66/ogcc0r6JKUoTW9v2AtDFuKCd/bSlJw1P3vH+32Z7nl+YYoOgt3ElWZfmTPKY+1nvNJH2wf4Iizf6cZFW9VTIRdfnyZbXbbetZDUl6+eWX1el0Rh67efOmXnjhhbSbhxLx1g6JUoakVRGn/KXBdguHv94UiSlkhYK09RW0HcMkrwmJogcqRSKJhLJj3FBu/qSSPxnlilO0XEq//0/zHt0mVng/L0mMsemb004aJXmNf7wQVOg8CImq6qpcIqrb7Wp7e1uHh+ZOKsipU6d06tSpjFqFtCXZijEpU9KqDMmpLOSx591mxpwTMOz0ej2tr69rY2Oj6KZUAgVpp0fRq6L8qlRPBNVHbIjGuKHcvEXOvff93mSUaVVU1SVNapkSUlWfCJk0GcZkiFkV4kPlElFvvvmmJOns2bMjjy8sLKjZbMZadotyKyIZ5Re0osqfoKrayisp3wGTP0gwe2FvaWlJBwcHmpubK7oplUFB2vrzzoJX9TRVW2EDlqoOPDA5YoMdxg3V4d+qZ1oZ5a6Ksj09b5J6gWVW9cLqyFZV4sNjRTcgrvX1dR0eHur999/X+++/r+vXr0uSdnZ2hn/G9HAHIHn75dyXR36SvnZafeHcb4b+VEm329XCwoLxuc3NTc3Ozmp2dlYrKyuJ3n9nZ0evvPLKJE2cKkkK0r7zzjsjPxSkraYHj30xMCbk2d9OMtNt+onzGpQHsaEcGDfUQ9B2PVv++/a63ouHxYKgGJN37LD5PJu2VTn+ER+OVG5FlKSReh/unx3HoQ5IjYXtAY+aDS+zomfq/R13kpmUaZ2tv3r1qtbW1uQ4jnq98VpX29vbw5U5jUZDnU5HnU5HW1tbBbR2OlCQtr7irJAtw3Y9m60SWdw4MyNePGJD+TBuqLc4dQNN/MmoOqyeihtfkhy+Efc1NjWvbFd6VS3x5CI+jKpkIgow8c6EFz0IiaPoZJSXqWN3O/8knX7Qa+owUFpdXdXq6qq2t7fHCppKRytz1tfXhytztra2tLCwoH6/z81vRihIW2+TbtcuYrBRxM0yyahiERuAdHx064Ek6akzx0cej7s9Ly7bshx1FZZgClttNelnpXFd2REfRlU+EeU4jgaDQdHNQMlULSlV5tmYrGbt66zf76vX66nVag0fc2dfd3d31W63tb29rZ2dHePrG42G1tfX82puLVCQdvpErZSN6vvrWjtESja7jewRG4rHuKF6Prr1QE+dOW5dtDyrVbHee/U6xg2Tut+vl8k0xofKJ6KAKFXcujdNJ/iVjak+0Pz8fKxkhbvc1nFGTwX0LsVtt9tqt9sTtBReFKRFUnUfXNgOJEhYhSM2AOU16fa8uOLGjbrHmWmWRmyQpjM+kIjC1KjaKim/OMmpKp7iVxamLVmvvvqqXnvtNev3ODg4MD4+Nzen+/fvx2rPysqKbty4oV6vp6WlpZElu3hkfX19pDBjr9fT4uKidnZ2dOHChQJbhjRlfZpqmVenZi2tme+6JrSIDUB+bIuTm7bnSfnWCkxyaJE0XfGlztKIDdJ0xgcSUZhK/pOVqpiYktI5CarOszTv/vhjfTRjdzPz8Y8/liS9/fbbOnfu3Mhz8/PzqbfN1sbGRmGfXTUUpIVXVrVC6tZPpq0K2wKJDUC1+LfnuXWiwpTh4Iow016LqozqEBuk6sQHElGAxhNTrjIHsCwwSyOdO3dO58+fn+g95ubmjI8fHBzoxIkTE703MM2yXA1ly3YCYJr7UVedTlUlNgD5aT49OyxWbsu0Pa8u5Tlc3rhie53/WmJTutKIDdJ0xgcSUSi1rLdhRKnLyqm4SEhNxt3f3ev1RvZ693o9VufkhIK00yGqLkiRM+KTrlite/87jUVwiQ2AvafOHI+djApSlwln27gSdl1W9/hlOgW8iqYxPpCIQmXkXYjQJCiQxVGloEetqWQajYYcx9H29rZWV1clHQWSfr+vS5cuFdw6AFXAto36ITYA8Tx15riko615QdvzgupE2ah6/dhJeBNSaZT68L6njbixrO6T5NMYH0hEofSKXhWVtrBkVpWDIIOmUWtra1pZWVGr1VKj0VCn01G73a7trAZQVmWvExIXWwOrjdgAhPMnlbofHlqvjppk0npak1JpJaHS+FybQ5jqvPJq2uIDiShUShlWRWUpjRVXXmUIpHU9hWpzc1MrKyvDv8/MzEjScDvY8vKy+v2+Ll68qH6/r3a7ra2trULaCky7uiWjbOQ5uKhLv54GYgOQ3KN7/GN65uQxvXfvoaRHySgbaYwVpm0HRFnE3XpYtdhDfBhFIgqosTIWabQJMp/LoR2TWl5e1vLycug1q6urw+W1ALJhO+iY1pp/eWCV1iPEBmBy3oSUq/th8Glmk2zPy0qSZBZxKZ6R2PMPd4triCXiwygSUagc20HHJNv56rbqahpXAwConzS3ak/rNowikbACkAZ/nSi/qu6gsE1e+WNWGSeegSgkolBJYQEmjUFK2HtUMbBJrAYAUA9Z1A2Muvmnv8xXUMKqCqtlAaTv/OknQldESeOroqqajLIRFLNsYlmWK7WY+EYcJKJQWf4Ak1dBc9vPKXvwS7selRdBCECesh5wTNpfJrn5px8FMO1OH3tc79179Hf35Dxb3nv2st+X5yFpLIvzOtO1xDOYkIhCJQTNgJf5NL26JKySYMsLgCxV7TTVJDf/SbdoAECducmoqO15fkliRh3v0YtAcgomJKKAgtW9lhVJKQDIDgkrADiSdtHyqHv0KtyHl1X6OzPKX6wco0hEARUWJ4lVhmBJnSoAafGviqpzPZA0ZLkdOwh9PIA0vHP7E+tr8zxBL+nuB//riF2YRiSigE+9d++hJJXu+Ne0BAXLIoNf0MBoPud2AKgHNxnFLHY5UAQeQB5st+cVJSomZbltsIz3/4BEIgo15yaXJn1NXZNTEoUcAdSLzQ29zTX0h9mjbgiAJPx1ovzyXBVVFDeOmWJVkjhIzEPeSEShVpIknpK8b12DG0kpADgSZ1UVia30hK2iYrUsAIxK6+AO0/sQt5AlElGovKyST3E/s27JqTos5f3J7U/08a8fWF370zv29QcAIO7NPzf55UFsAKrl/Okn1P3wMPQa//a8aVgVlbVpO2mQ2JAvElGorCISUGGi2lOXYBg3KFU5IAFAlkhOAUC4Z04e03v3Hhq34EkK3J4nkYwqQt1PA0d6SEShksqWhLIR1uY6B8k6rKwCgLxwEw8Ao/z3yVGro7zqfhhRnVAiZLqQiAJKIChJVeegGTbYmn8yx4YAQE2kVSuEAQCAsnBPQjXdE/sTUmGn55GQqpawYuyoBxJRqCR3mW7dTUMtKgBAuUxbXRAA5faofzm6/z9/+gm9cztZjZ5pKaVRF7bx6LGM24H0kYhCJU1DEioIMzoAgLLhKHAAWTvqV7KdjOY+G8hHZZOHKysrmp2d1ezsrDqdjvr9ftFNQk6mOQnl9d69h8OfONfavgYAyiytbWjIxu2HvzD+AEVg3FAvz5w8NrIFz7tFL+lKKT/ulYFsVTIRtbi4KEm6fv269vb21O/3dfHixYJbBRTHlGjyJ52eOXls5AcAgLwFJahIUiErjBvqJ68kUZLJWyZ8ATuV3Jq3srKi5eXl4d/X1ta0tLSkfr+vRqNRYMuQFfcGlY49PpJOAOrILWCL+oj6fXKQBZJg3FBP/pVP3Q8P1Xx6dvhcUNHyJJKMP9jiB4Sr5IoobzCRpJ2dHTUaDYJJzZGEAgAAQByMG+rto1sPim5CKFZIAWaVXBHltbu7q6tXr2p9fT30ujt37uju3bsjj928eTPLpiEH7ixDnh28fwYmzRmXLLx37yGzMQCmTpy+zyaG0I8C1ce4oT7On35C3Q8P9dSZ40U3xUrcsYop5nCaNuqksomobrc73PPdarW0uroaev0bb7yh119/PY+mISPPnBw9JcPb8fqfS1tY4cO0l/9mgWQUgDoybc+LEwsmvZZ+FagGxg314t73N5+eHRYqd7fl1YVtfAq7Lk6MmiTG+V9LbISNSm7Nk6Rms6nDw0Pt7e1JkpaWlkKvf/nll/V3f/d3Iz9vv/12Hk1FisKKbafZ6b1z+5ORH5vry45lwQDqzt/PhfV7afSJnEgKVAPjhvo4fexxSY9Ozms+PTuWhCr7BHFe4pys7Wczrgp6LbEQNiq7IkqSGo2Gms2mtra2NDs7q+3tbbXbbeO1p06d0qlTp3JuIdJiW5Q2ycqoKiSR0sKMBYC6ymolVBrtoK8Fise4oT684wKSTskVkTBilwZclV0R5eUWHPze975XdFNQAlGdW9zVTnXGLD4AxBf3JppVU0B5MG6oj6BdEphM1v+mxEFIFVwR1ev1JEmO4wwf6/f76vf7WlhYKKpZKBFT55ZHwqkKtaLCcMzsEVMx0vn5eWZGgYryz75G3QDb9oFx3tPUprifh2IRG6qJcUN9eVdFTdKPFpkUyePQpaAVSFFb16P+TSdtc11WRhEbkqtcImpubk6Li4taWVlRq9VSo9HQysqKHMcZO54V9eIGnDgJk7xXPJk+r2rJqTolpA5uP9Dnfnbf6tqfHx4d//vCCy+MPffqq6/qtddeS7NpAHJk069N0udNcmAGW6bzR2yYHowb6s2tF2VTviNImgce+fvvsqz88cdA29pRSQXFMVMdxzLFPGJDviqXiGo0Gtrb29Ply5d15coVSUenX7jFBzEd3IRPmTqvIGHJsLSSVFmsxspjxt69gSiTt99+W+fOnRt5bH5+vqDWAEiiCrHBxGbWuqrfreqIDdXEuGE6mO4nJ0lOxZWkXy6iLy9LYswrrVXKRSE2JFe5RJR0FFS2traKbgYKEpbY8XZmVaj/lEYCyf2e7v9msQIrjRmLMiadTM6dO6fz588X3QwAltzVspP2UXFu0NPeThG1Usv7OUGfmcbNOkmvYMSG6mLcMJ3irJby97NxVjbZ9pNh9/y2q7LKuuIqS2XfqUFsSK6SiSig++Fh5ba8mYQFJNckpwCm+W9kk4yqSrIJQL34T1bNenY8zZt/m5trm0HKJBMGQe9d9gEAAESJu30vi/7OO2mc5N48qE1pbitMC/ECtkhEoXL8Hbi/WGFWHXJWia+oDjsqKZVXQi6onSSfAJRBVF/kXTlVthv3tJA4AoBxcVZFxUnqZ93X2k5UTMo2JoZNdidth21R9LLVk8LkSEShUo4GGked0DMnjw0HHv7ZcOmog5xke15YgifrjjBo9maSlVJpMw36jv/6f438/cFjX8yrOQBQSVmcTpTmDTs3/gCqLMlq2CTb5ILewzQWcV9rGr+Y3j9soiWN1b62EzRBY6uottp8R5u2kYyqFxJRqCRvEsr03CRJGlMCKu1Oz3YVkfe6MiWl/O33J6C8j4clo4IC0/yTydsGAJI5MV7FVVGTnMZXlll9KTju5VlQGMB0yat/8SaUTPVqux8eSpKaT8+GvjbovaM+e1L+uBhWd9ZNRpm2GWa1S4JkVD2RiELlBHVypi16k25bM3V0RW1FC9vjnnXxwrAOPygJ5X3elIxi8AGgCKbi5kUnpUw31mm0qeitejbxku3dALJm0xcmObBCUuDuDO/KITcB5R2X+Ps+b7LFu2IqD962B614miQmpT0JRDKqHkhEAQZlSkD5ha2ScqU5wPL/W3g/35+E+uzBj4Z//uXclwPfkyQUgCL5BwxlSErF+Vz/QCFq0iXv0/DKEi8BIEtJ+rqgMUZZ7o392+/c9nqTSJOWP0kDyajqIxGFWvGuGkqrcyrzDbW/bTarpdL6rKS8bQwaeP32PzmeymcBgMu/OjMoqW/qM4teMeU36WpfbuABTAPTClhbSU6K9teyDZoECCsvEvb+WfK23dQe09/jvn/aW+OJZdVGIgq1FPeoVtNrq8im7f5/kzS/r2kVlHfgZ5OEAoC8RcUM221zaRcdz0pYO20mOLIU9nnUDwQQV5L6dHH6SNPz3lIhtq8vw/jDlLgLignuNd6TBt3nosqoeF87adx0n//Nx0IvQwmRiEKtlaFTL5s8/03cJFRQAipoWe+Lv51tuwBMp6gDFGyTMGkdU50kMZVWjRM/m/qLtm4//EXsWFOWbSkApoPNCdVJ75mrPP6IUxzdu8LJW98qLAb4Y0rSEwrLMrGD5EhEAUjswWNfDCxWHjbYA4AixO2XshhMmLYBht1QByWeTFsLsz64wi+tYuimJJSp7WzbBpCXKieT8mKaqLBZ5eTfphdW9zDovWziJ8qNRWwAJmIa2NkO9iatcwIAtsqSHD997HHjaUkmpsMiTK8Petz0vkkO4zA97735n2QgYBrEMLAAkBe3f3vm5LHcT6uriySTEUH/xnHHBtSIqi5WRAGYWNjKKCl8vzwBBMA0Cju5L+j6tN83zmArbnttsG0bQBl4+zeSUPHY1JUKe610LFH8G4tHB4d2DUZpkIgCkIqo1QZRQQQA0lSWFVBhooqkp1GfxPTek75vWN896SDOlITqfsgAA0C2SEAlN8m/nWl7n837+a+5c5C4CSgIiSgAhSHoA0C2fWEW751n300SCgDqjfHAdCIRBaC2Pv7of+gzh/etrv3Vw3sZtwYAEFfz6dnU35PYAADwIzbki2LlAAAAKAUOsQAAoP5IRAEAAKBQ3mK1JKMAAKg3tuYBAAAgd6aT+NzT80hGAQBQX6yIAgAAQCH8RWqfORl9lDcAAKg2VkQBAACgMG4yyr86CgAA1BMrogAAAFC408ce5xhvAACmACuiAAAAUBokowAAqDdWRAFAia2trWlxcVELCwu6evVq0c0BAJQAsQEAYFKV+MCKKAAoqe3tbfX7fe3t7UmSFhYW1Gw21Wq1Cm4ZAKAoxAYAgEmV4kMlV0T1+32trKxodnZWs7OzWllZKbpJAKZUt9vVwsKC8bnNzc2J+qlWq6X19fWRv3e73cRtrTtiA4CyIDaUB7EBQJkQH45UMhHV6XQkSXt7e7p27ZreeustLS0tFdwqANPk6tWrmpmZUafTUa/XG3t+e3tba2trun79uvb29nTjxo1h32Wr0Wio0WgM/767u1vKGY2yIDYAKBqxoXyIDQDKgPgwqnJb83q9nm7cuKGdnR1JkuM4chxHi4uLzDIp2AAAIABJREFU6na7ajabBbcQwDRYXV3V6uqqtre3jUFibW1N6+vrwz5pa2tLCwsL6vf7IwHC1tramtrtNn1cAGIDgDIgNpQLsQFAWRAfRlUuEeU4jq5duzbymPuPe+PGjdL+QwOYHv1+X71eb2QGwnEcNRoN7e7uqt1ua3t7e3hj7NdoNEaW1a6trWlhYUHLy8uZt72qiA1A9d1++IvQ5+efzKkhGSE25I/YAKAKpjE+VC4RJUntdtv4+NzcXOBr7ty5o7t374489u6770qS3u/tp9c4ABO788Uv6ObNm5Kkn/3sZ4nf59c/PYx9rfu5XvPz8zp16pT1e7nLbR3HGXnccZzhc+12O7Av81pZWVGn0yntstoyITYA1XXvp7+MvOaxgyeIDZ8iNtgjNgD1d3D7HyRVMzZIUxofBjWwsbExaDQaode8+uqrA0n88MNPxX7+43/8j7H7hH/4h38YPPHEE7E/63Of+5zx8VdffTXws7a2tgbSaFe6s7Mz9thgMBi0Wq3B6uqq9fdw39txnOHP+vq69eunHbGBH37q+0NsIDYkRWzgh5/6/pQ9NgwGxAdXJVdEefV6Pa2trWlrayv0updffnlsL+YPfvAD/et//a/11ltv6dlnn82ymYW6efOmXnjhBb399ts6d+5c0c3JDN+zXt59911dunRJzzzzTOzXfulLX9Lf//3f6/DQfmZDkn71q1/pM5/5zNjj8/PzsduQhna7rcFgUMhnVx2xIdq09CV8z3ohNhAbJkFsiDYtfQnfs16IDUeqFB8qnYjq9/taWlrStWvXIpeenTp1KnCJ3LPPPqvz589n0cRSOXfuHN+zRqblez75ZLKiIF/60pf0pS99KeXW2Ala7n9wcKATJ07k3JrpQ2yIZ1r6Er5nvRAbEBexIZ5p6Uv4nvVSxdggTWd8eKzoBiTV7/e1uLiojY0Nq72SAJAXd3+3/2jWXq+X6NQL2CM2ACgrYkNxiA0Aymwa40MlE1H9fl8XL17UxsZG+YtwAZg6jUZDjuNoe3t7+Fiv11O/39elS5cKbFm9ERsAlBmxoRjEBgBlN43xoZJb8y5evKhWq6W5uTl1u93h4+4RhwBQtLW1Na2srKjVaqnRaKjT6ajdbtNHZYjYAKDsiA35IzYAqIKpiw8FF0uPbX9/P7ByfdyK8D/5yU8Gr7766uAnP/lJRq0tB75nvfA9y2FjY8PYD3mtr68PGo3GQNKg3W4X1NLpQGyIj+9ZL3zPciA2lAuxIT6+Z73wPcuD+DBqZjCoSFl1AAAAAAAAVFola0QBAAAAAACgekhEAQAAAAAAIBckogAAAAAAAJALElEAAAAAAADIBYkoAAAAAAAA5IJEFCpjc3NTs7Ozmp2d1crKSmavKVrcNnc6Hc3MzIz8LCws5NDSyXS73VjtrOLvEkD2piU2SMSHIFX9fQLI1rTEB2KDWRV/l1NlMIX29vYGjuNYX7+xsTFoNBqDRqMxWF5ezrBl6Yrb7na7PZA08hPn3ylLW1tbg0ajMdjb2xvs7+8Pms3moN1up/6aoiVpc7vdHiwvLw/29/dHfspqfX19+N+WbRdUxd8lqmka4gOxoZr9CfHBrKq/T1QLsWFcmWPDYDA98YHYYFbF3+W0mapE1DT9R1y3TslxnMHGxsbw7/v7+wNJg8PDw1RfU7QkbW6324PV1dU8mpeqra0t6/8fVvF3iWqZlvhAbKhuf0J8MKvq7xPVQGwIVubYMBhMT3wgNphV8Xc5baYqEeWahv+I69QpHR4eDiSNBbdGozHY2tpK7TVFS9rmsv7eotj+/7CKv0tUV93jA7Ghmv0J8cGsqr9PVA+xYVyZ+5dpiQ/EBrMq/i6nETWiQvT7ffV6PbVareFjjuOo0Whod3e3wJaFq2q7g/R6PUlH38HLcZzhc2m8pmiTtNndMz07O6tOp5NZG4tQxd8l6q+K/WwV2xxmWmKDRHwIUtXfJ+qriv1sFdscZVriA7HBrIq/y2lEIipEVf8jrlundHBwYHx8bm5O9+/fT+01RZukzbu7u9rY2NDe3p56vZ6WlpayaGIhqvi7RP1VMT4QG6rbnxAfzKr6+0R9ERvKYVriA7HBrIq/y2lEIipEVf8jplOaLi+99JJ2dnbUarXkOI7W19e1u7tb2hseoA6qGB+IDdOH+ADki9hAbKgCYgPKgEQUhsraKc3NzRkfPzg40IkTJ1J7TdGStrndbo8sp75w4YIkVXY5tV8Vf5dAnRAbikd8MKvq7xOog7LGBml64gOxwayKv8tp9NmiG5DU5uamdnZ2Iq9bX18fW2pqqyz/Ecf9rpN0Sl7eTml5eTlGi9Pl/v56vd7I77LX66nRaKT2mqKl1WZ3Zivov4OqqeLvEsWalvhAbJiO2CARH4JU9feJYhAbRtU1NkjTEx+IDWZV/F1OpaKrpRchjYr73pMlyiatdrsnZpThdAHHcQbr6+vDv9sewRr3NUVL0mb/78f977tMR+iaxD2Bpmq/S1RTneMDsSH5a8qA+GBW1d8nqoXYEK1MsWEwmJ74QGwwq+LvctqQiIpQ1f+I69YpbWxsDCQN9vb2Bvv7+4Nmszlot9vD5/f398eCZdRryiju99zf3x/eKBweHg729vYGjUZjsLy8XETzYwn6/2FdfpeoprrHB2JDdfsT4kO9fp+oFmLDuDLHhsFgeuIDsaE+v8tpQyLKo07/EdexU1pfXx80Go2BpLHfgft947ymrOJ+z/39/UGr1RpIGruRKCP3O/h//M/7VfF3ieqpe3wgNkS/psyID/X6faI6iA3Viw2DwfTEB2JDfX6X02SqElHT9h9x3TslAEjLNMUHYgMA2CE2HCE2AEjbzGAwGAgAAAAAAADI2GNFNwAAAAAAAADTgUQUAAAAAAAAckEiCgAAAAAAALkgEQUAAAAAAIBckIgCAAAAAABALkhEAQAAAAAAIBckolBb29vb6vV6Vtdubm6q3+9n3CIAQNGIDQAAP2IDkC8SUailzc1NbWxsyHEcq+sdx9HFixczbhUAoEjEBgCAH7EByN/MYDAYFN0IwGRxcVFzc3Pa2dmJ9bp+v6+zZ89qb2/POqBIUqfT0Ve/+lWtrq7GbSoAICfEBgCAH7EBqBYSUSitzc1NSdLy8nKs162tranX62lra2vsuW63q93dXe3s7KjX62ljY0OtVmv43OLiovi/BACUF7EBAOBHbACqhUQUamdmZkY7OzvDQOG1tram9fV1SVKv1xub+VhYWND6+rra7XYubQUA5IPYAADwIzYAxaBGFGql2+1KkjGYSEcB4+rVq5JkXH7barX05ptvZtdAAEDuiA0AAD9iA1AcElEo3NWrV7WwsKCZmRktLCxoe3tb0tHe65WVleF1nU5Ha2trWltb0+zsrBYWFobLcF27u7uh+7uXl5d15coV7e7uGp9fXFwcBiUAQHGIDQAAP2IDUA8kolCobrerK1euaGdnR4eHh9rY2Ai93g0+e3t7arVaIwFHkvb390MDyu7urtbX19XpdIzHrs7Nzeng4CDZlwEApILYAADwIzYA9UEiCoXq9Xqam5uT4zhqNBpqtVqh+6wbjYaWl5flOI7W1tYkaWQm4uDgQI1GY+x1/X5fnU5HrVZLy8vLmpub01tvvTV2neM4xkADAMgPsQEA4EdsAOqDRBQK5e7JnpmZ0dLS0tiSWb8LFy4M/zw3N2f9OZcvXx6ZBWm1Wtrb2wu8nqACAMUhNgAA/IgNQH2QiEKhGo2G9vf3tbW1JcdxtLKyMrZs1n99GNPMRL/f1+7u7kghwoODAy0sLCT+HABAdogNAAA/YgNQHySiUArtdlsbGxva2toyLn21deLECfV6vZHHTMetdrtd4wkZ/tcCAIpDbAAA+BEbgOr7bNENwHTb3t5Wr9dTq9VSo9HQzs5OaNHAKI7jjBUN9M92dLtdNZtNNZvNsdd/73vfMz4OAMgPsQEA4EdsAOqDRBQK1Ww29eabb+rKlSvq9/tqtVra2tpK/H6tVkv9fn9kNqPRaGhjY0NXr15Vo9FQv98P/IygGQ8AQH6IDQAAP2IDUB8zg8FgUHQjgDQtLS1paWlJq6ursV87Ozur69evM7sBADVDbAAA+BEbgGJQIwq1s7Kyoo2Njdivu3r1qi5cuEAwAYAaIjYAAPyIDUAxWBGFWlpaWlKn09Hy8rL1a2ZnZ7W3tzfRXnMAQHkRGwAAfsQGIH8kolBL/X5fFy9eHB7vGqXT6WhpaSlWAAIAVAuxAQDgR2wA8kciCgAAAAAAALmgRhQAAAAAAAByQSIKAAAAAAAAuSARBQAAAAAAgFyQiAIAAAAAAEAuSEQBAAAAAAAgFySiAAAAAAAAkAsSUQAAAAAAAMgFiSgAAAAAAADkgkQUAAAAAAAAckEiCgAAAAAAALkgEQUAAAAAAIBckIgCAAAAAABALkhEAQAAAAAAIBckogAAAAAAAJALElEAAAAAAADIBYkoAAAAAAAA5IJEFAAAAAAAAHJBIgpWut2uZmZmdPXqVePz/X5fKysrWlhY0MzMjGZnZ7WwsKC1tTX1+/3hdb1eT0tLS5qdndXs7KxWVlZGng96z9nZWS0tLQVea7K7u6vFxUXNzMxocXExtO2dTmfY7rW1tdD37ff7Wlpaivx82+sAIEv036PXh/XLtp9btnYDAABUCYkoTGx3d1dnz57V7u6u1tbWtLOzo2vXrqnVao3chPd6PS0sLKjZbOr69eu6fv26er2eFhcXx96z1+vp7Nmz6vV62tjY0N7enjqdTqw2LS0taWVlRTs7O2q1WlpbWzPeyC8uLqrX62lra0vXrl3T5uam8bP6/f5wkNHr9QI/2/Y6ACga/Xeyzy1Tu03vPTMzo93dXavrAQAAcjcALOzt7Q0kDdbX10ce39/fH0gaNJvNweHh4djrvI+12+1Bq9Uau6bRaIy9r+M4xmttOY4z2NraGnlsY2NjIGnk8fX19UGj0Ri5bmtrayBpsLe3N3zM/f6NRmPQaDQGjuMYP9f2OgDIC/23Xb9s+7lla7fX+vr6oN1uDyQNdnZ2Iq8HAAAoAiuiMBF3Bvf69etqNBpjz3sf63a7xpnhCxcuaH9/f/j3zc1N9Xo9ra+vJ2qTu/2j3W6PPL68vCxJ2tnZGT725ptv6tKlSyPXtdttNRoNvfnmm8PHms2mDg8PdXh4qAsXLgR+tu11AFA0+u9kn1umdvvbcOXKFb300kuR1wIAABSJRBQS293dVbfb1erqqnEQ4+c4jr73ve+NPX7jxo2R7R0bGxtqNptqNpuJ2tVoNLS3txf4nHd7Q7fb1cLCwth1Fy5cULfbHXut7ecDQJnRfyf/3DK12+vy5cu6dOmSHMexfg0AAEARSEQhMXeG13b2dWNjQ7u7u9rc3JT0qJjthQsXhrPG0lF9EcdxhvU2Zmdntbi4OHaDHsZ0897v99Xv94c36e4Mtumm3WbgAQBVRf+d7HMnfX1WcWd3d1fb29uJV6IBAADkiUQUEnNvmG1nXx3H0d7entbX14cnBfV6vZEtC+5Ne7fb1fr6utbW1rS1taV+v6/FxcVYpy75uQMo93Sig4ODwGvn5uZCnweAKqP/Tva5k74+q3avrKxYr24DAAAoGoko5MY9+rvZbGpvb087OzuBpy5JGp461Gq1hlserly5kviz19bWtLGxwbYFAIhpGvvvST83r3avra3p4OCA1VAAAKAySEQhMffG2nYrQafTUaPR0NbWlprN5nCA0u12h7PF7myuv+Bro9FQq9VKdBx1v9/X0tKS1tfXR7aQzM3NSTLPUB8cHAyfB4C6of9O9rmTvj7tdvd6PV29elXXrl2L3UYAAICikIhCYu4JSt5TfoK42zX89UjcAcr29vbIY2HvE4e7JaTdbmt1dXXss4Pes9frscUBQG3Rfyf73Elfn3a73X/7TqejmZkZzczMDFepLS0taWZmJlZ9LgAAgDyQiEJirVZLjuPo6tWrE9X+kEYHL6aTg6Sj2eK4N+kXL15Uu90O3LLQbDaNJ0H1ej21Wq1YnwUAVUH/nfxzJ319mu1eXl7W/v7+yM/GxoakowLz+/v7iU8wBAAAyAqJKExka2tL0tGNd9Bgpt/vq9FoyHGcsdn3fr+v3d3dkZvvlZUV7e7ujrxfr9czzsiHWVxcVKvVCh1MvPTSS9re3h75LPfvcT4LAKqG/jvZ5076+jTb7f5u/D+SRv4MAABQJp8tugGotmazqZ2dHXU6HS0uLmplZUXNZlP9fl+9Xk9XrlwZ1sjY2trS4uKiOp2OXnnlFR0cHGhtbU2O44zctLfbbTWbTV28eFGvvPKKpKNirM1m03qbhLvt5Ktf/erIthHp0XYS6Wg2+cqVK7p48aLW19fV7/d1+fJltVqtsVlkby2Vg4ODwFOnbK8DgCLRf4/2y7afW7Z2AwAAVM4AsLC3tzeQNFhfXzc+f3h4OFhdXR00m82BpEGj0Rg0m83BxsbGyHX7+/uDVqs1aDQaA8dxBsvLy4PDw0Pjey4vL49c5yfJ+BP2nKRBs9kca1O73R62e3V11fj9gt5vZ2cn9nUAkBf6b7t+2eZzy9huv52dHWIOAAAotZnBYDBIksACAAAAAAAA4qBGFAAAAAAAAHJBIgoACrC2tqbFxUUtLCzo6tWrRTcHAFACxAYAwDSgWDkA5Mw9IWtvb0+StLCwoGazOdGR8wCAaiM2AACmRSlXRHW7XS0sLBif29zc1OzsrGZnZ7WyspJzywBgVJL+yn+8e6vVUrfbzbytAIB8EBsAAAhWqkTU1atXNTMzo06nM3JksWt7e1tra2u6fv269vb2dOPGDXU6nQJaCmDaTdJfNRoNNRqN4bW7u7vMeANADRAbAACIVspT87a3t9XpdORv2sLCgtbW1rS8vCxJ6vV6WlhY0OHh4UjgBoC8TNpfra2tSdLILDgAoNqIDQAABCvViqgw/X5fvV5vZGbIcRw1Gg3t7u4W2DIAGGXbX62trWlhYYGBBgBMAWIDAABHKlOs3F3e7DjOyOOO4xiXPvvduXNHd+/eHXns448/1nvvvaff/u3f1uc///n0GgtgYj/72c9069Yt/e7v/m6iFY8//vGPdXh4GOs1v/rVr/SZz3xm7PH5+XmdOnXK+n1s+quVlRV1Oh22XZRQv9/XX/3VX+nMmTPEBqBkiA0AAFRfZRJRBwcHxsfn5uZ0//79yNe/8cYbev3119NuFoCMvf322/qX//JfxnrNj3/8Y539p0/p54q38/hzn/ucfv7zn489/uqrr+q1116zfp+o/mp7e1ubm5sjM+ArKytaXV2N1V5k46/+6q/0wgsvFN0MACGIDQAAVFdlElGTevnll8cKm7/77ru6dOmS3n77bZ07d66glgEwuXnzpl544QWdOXMm9msPDw/1cw300uOnNTfzuNVrDga/0Js/v23sD+bn52O3IUy73R6rG4LycP+bIzYA5UNsAACg+iqTiJqbmzM+fnBwoBMnTkS+/tSpU4HLp+dO/1OdOnN2ovYBSM/8k//b8M+TbI2am3lcpx77nN3Fvz76n3Pnzun8+fOJP1OavL9Csdz/5ogNQLkQGwAAqIfKFCt399P760H1ej1OzANQKvRXAAA/YgMAAEcqk4hqNBpyHEfb29vDx3q9nvr9vi5dulRgywBgFP0VAMCP2AAAwJHKbM2Tjo6zXVlZUavVUqPRUKfTUbvdZhYJQOnQXwEA/IgNAACULBG1ubmplZWV4d9nZmYkaVi4cXl5Wf1+XxcvXlS/31e73dbW1lYhbQUw3eivAAB+xAYAAKKVamve8vKyBoPB2I/X6uqqDg8PNRgMCNwRbj/8ReAPgMnQXwEA/IgNAABEK9WKKKTDm2h6797DseefOXls5JrTx+yOMAYAwJZ/0oNYAwAAAIlEVO24N/5uAuqd25+EXu8mpRggAADSELTq1mYChOQVAABA/ZGIqqGoJNQ7tz/R+dNP5NkkAMAU8E6GeGOQN+YETYD4J1KeOXks6+YCAACgACSiauboxv7o5v2Zk8eMW/Pc50ZfAwDA5ILijvQo9pjizuljj+v2w1+QgAIAAKg5ElE58G818N+k+2+6J00MuTfzpvc2XTupsO8XNugAgDpKciDENPSRcePBNPybAAAATCMSURnyb1HofngoSfro1gPdvXVfkjR/5oSeOnNczadnJbnbF45V4gY87PtJGn6vKn0nAEjKdFBEWJ0+d7ua9wCJae8np/37AwAATAMSUTnzJqEkjfzZTUZJilVAPGz23fQe3uuTFIY1FUR3k1DSUQIKAKaV7WERbr2+9+49rMV2NG88ceOCOxnB6lgAAAC4SETlwJuocRNPh70fSpJmnedivZdpxt3PZjte0Pu8d8+uHd4BljcJJY0m1LwDEACou6AEfZhJk1GmyYi4CZ9JT0/1T1CYkIQCAACARCIqc96bcnfLmt/dW/eHq4jeuf1J4GDEtBLJz2ZAE/Y+tgMnk9HthUeYBQcw7YL6/rirR+PUnkpSpyruCtmg+oBxknAAAACYPiSiSsabxPHOUEdth/O/h5uMCprl9ieh/PWdbHgHUf4kFKfyoQx+44nH9eXPft7q2h/9ciDdj74OiMvbV35068FECaiwFUdpCosf3jZ52+OPJ0BZERsAACgWiaiSCVoRZTrW2pu08gpLAplqeLh1q9ztgq5Z5znNnzkhSSMF1b0YcADAI8+cPKb37j3U+dNP6PzpJ8ZWrvq3LntfFyZsEsLUN/u5n2WzAtZ9v6Bk1O2Hv4icFDG1adLtfwAAAKgHElEF8Cd8XG5hV5f/ht3799PHGqnUBQniJqHGT/Qb1/3wMHBAEzWrDgB14Z8wcBNSYWxXj7oJLik48RT1WUHXmPpvN2HlP9HPn4TyC0q0Ra3SBQAAwPQgEVUSSbZrpHkzP3/mhA57R3/2JqFcpqLj3kGWO5Dx/m/z6dnhqVDSMQYfAGrPexhEnOLjtv2jaZWVP7kU9rk2W/u8/feoY1ZJqKiEWFD9KmIEAADAdCARlRHTjbZ7Yp7XYe+HYyfnxZk59n6O7bXv3Xs4Nogwtc2bHAs6hpyitAAQT5yES9RpdHG297nXuO/lJrWaT8+O9eP+ZJRbe1AK395nqhPotj86CcaEBQAAwDQgEZUCU9LJveH+i7/5kSTp+//taLmRaVve0WPPjT1+xH5G3eaUJDcJ5daGkjRWH+qw90Md9jSWIDOJqg1iWkkFAHXmXRXlfSyusD49ziqopLzbxU2TEd7+P6pOlTcBZno/9/uwdQ8AAKD+SERNwFsrQzKfQOeuNAqqC+XlXvvRrQfqfroSKermPqrYrOk623a5Cam7nyakPrp1YvicaRth0Ml5DCoAwJ4/AZX2SXn+pJAk46ooye5ACn+8CUuKmVZTeVdeUUcKAACg/khEJWQ6fU7SyCojyS4B5XX31n3NnzkxfB/v9jj3MRuma73b7+K069G15hVS/oLmJKAATKugVUxxt1pL4wkobxLnUf29R9fanrxnej8pfAIjjP+gDVNbTMk0/+fZJqPibEkHAABA+ZCImoC/1lLcFVAm82eOVh35Vxz5E0ummk42krZr/LXPDdvqcpNQSQcGSWbBszw5EADiCKvn5D99Luq1QXX5vLz1m4I+139tHG6iKE4dQDdBZmpLnO90ZDyejP8bU1cKAACgakhEpcCtt+SvtWTLPaVOerS6yF//452nx1ddTZJUKptH2xztBhXeBJR3wMO2DgBF8iaSvFvPXKY+yrvNO0nCyOY1/mSSv5Zf2HsGbdsLa0/UyXlB/Ku8vDHBn4Si/iAAAEA1kYhKwKYouA23GPj8mROB29vCPRcrGRVVfDxJYsvb7qTGk0rhySi7lQPMkgMoljeB40/OuMkofzzxXpMkKRXWFpOghJF7op739ZOckBr0XaISVm5MGP07NQgBAACqjERUwYK2t/m5j3lv5o9eG32ynS1/oiooMRWV0EqyIsnd5hh1cpI3CeVdcSA9KnibdCYeANLmTwB5Eyn+Ay/84iSlgvq9pAkg7zXueySZdAhrt21f7f83YiUUAABAtZGIism/hSLJtrywRI63WKuXvx6Vy01kBdWM8ia6ktaV8jvs/XD4HdxtgpOcenR03bHhSU5BtT9MSShO6gNQBjYrZb2J8rgn4fmTQv7Ho14XxpTY8bbPvzoqivczg9od1YagFa9u/SmSUQAAANVFIipA2OlF/lPybBM8YQmoqBPx3JvxoK0R/pVVNtdEtXvWCd76d/T4cyMn/I17NFCISgy5W1TcZJT7fd+7N36tNwnlT0DZfBYApCWoXl1Q8sZm1abbn5mSVWmu+AxL5rh9cdTner9jnLZ5ryWpBAAAMF1IRBm4q568yZ+4J+JFbV8zJY68CZ2oWhz+U/WC3iduG/zJKfd7mL6zm4zyvu6jWyf0XU/7HiWL7Go2uf/u3/3rD/RdX3uCThQE0nTz5s2xx+bn53Xq1KkCWoMyC0pCucYOnfg0piRN3kwiSbLH5jX+hFWQuKuq/NyYyNZrFIXYAABAekhERYiThApLPtmsWJLSSbLYvEdQsipoK1/Q6ijvNj33Ne4qKdvv4i8+7g44/Ekx/3t7Byb+uisuVkchrhdeeGHssVdffVWvvfZa/o1Bafn7LRumZIxphVTYewZtYbO9PgtRnxF3G2KYv/ibHw23ZHNKKvJEbAAAID0konzC6nzESULZJp5cea/yCfo8b4Jq/syJiZNRbu0o00DFdPqdP/HnF5SMCuJu7WPr3nQ6uTCr08fsBuL/78OH0n3p7bff1rlz50aem5+fz6J5qCi37/ovf3fb+HzYqp0kK3qittClZZK+MSx2uqumknx3N3nnJp+6Hx6O9Pts60MSxAYAAIpFIsrAWwzbpgaUNwkTlYBKO+HkPcVokqO1XW773ISUvxh61JbDMN6Za+/2x7jtDktGmd5r/DQ9u22CmE7nzp3T+fNoUr1IAAAgAElEQVTni24GSs6/gtN/cILLmyiJs9IpjOkQh6jrsubt2038W/iivq+3Tpa34Ln5FEL6dGSP2AAAQHpIRH3K5sQjEzcx409ATZpwSnJMdtzXhCWATAmpJKfuuUXF3VOOTCffeVdhmWpCmT7X9NhTZ44HbjkcT0YBQHz+GoJh/a4/2ZJk9Y7NQQ9l4h48YZK0TpWbwDJtbXzmJEkoAACAqiERJeneT3+pOwGn4nlFbb8rIvmU1ucFJaW8CSmb7YbuaiUb3hVn/u19XmFJMO/j7p+9Rc1NJ+sxaAGQRNSERZKT4LLoj47/+n+l/p5+Dx77YuBzcb5TUE0/7+P+1VGTFD0HAABA8UhESfrw8Kc6c0Jjp+RJ4ytv0k4+SfknoJLwf0+bYucuU5LrL/7mRyPvYUpCuUmtoCSUqV7VrPPcsK1/8DtfJvkEIBP+hIhNEsq2H8ojkTQpUxvDklNBgv5NTEmpSWpNAQAAoDxIREn67v/zj3ry/heGfzfVhfImWIKST1kllOLedCeZLfa3Papuk21iKqiOU1hRdK842wFnneeGvyeSUADS5t92Zuqb/Ukom/6nqMTTZw9+FHnNL+e+bP1+/u/x4LEvWn23qASWt/6Uv9YUAAAAqodElKS/+b+v6zPHzKtrpNGtXl5ZJJ7SmOn1v0caiSkvU5IqLDHl/jkoWSXFP2XwyPhWSXc7noskFIA0HfUpj7aKueImoKISNDZJojxMkqzyfseg9/nl3JcD/y38CSo3EegmozgxDwAAoJpIREXwJ6Fsk0/eZJApETRpwsl0Ax40S5z2iiqb1VPexFRYAmoSpm2Sbk0oBijAdFpbW9Pm5qYkqdVq6dq1a2o0Gql+hjchEvS8SVWST3FN0m7va/0JLfffy7Riij4eAACgukhEBfDWLIpKQkUlepIknZKeLuSVdPtCUHuDElRRiSl/Uipoa2NQwsp/gl/YNV6shgKmy8rKim7cuKG9vT3Nzc3pypUrunjxovb29lL/LP82PVN/k3Xi6RcfvDvR6yfx+Feejf0af3v97+H+e4QlpMJO5QMAAEA1kIgy8G7JMyWhJlnNlOcsbtRnxU1U2W75C0tMhRV3jyr8HvW893OPvhvHegPTZHNzU3t7e3IcR5K0vr6u2dlZdbtdNZvN1D8v7sqnqMRTkYmluGza+vhXng29zn0uTkLKn4yijwcAAKgeElE+/rpQkn0SKs8kk+nmO+4s8aSJqriJKW9CKm5x9Cje93vn9ic6f/qJYTJKYrACTAvTNryDg4PE73f74S8mKjheZPLppzf/PvX3/MK537S+1va7RSWkXG49KTcZBQAAgGoiESXpyad+Q5+bfcp4Ml5YEipp4imrG+iw902ylSFOHSopektfWH2t5tOziZNRpvcdTUZJbkJKIikF1NXq6qpWVla0tbWlRqOhq1evynEctVqtRO9376e/VEMK3ILnTz6FJZ1skjJZJI7SFtbGOEkqk6CEFAAAAOqFRJSkudPH9YVT4yfjuQkO2wRUmRMcaSWp4ianpOitjGGJqqjkVFhyy31fb0LqmZPHrFc4AKiW9fV1ra2taXb2qF9oNpuR9aHu3Lmju3fvjjx28+ZN47VBSShTAqouiac4or6PbaIqbIWUd1UUAAAAqolElKT//fQTevKfjiegpNEkShUTUDYmTVKltcXPtLUvbKVUUBLKf333w8ORa0lGAfW0ubmp7e1t7ezsaG5uTmtra+p0Otra2gp8zRtvvKHXX3898r1NSShvAios8RQn4XT/nZ71tUU7cd6JdX3cRJX339RNSpGMAgAAqD4SUR7+xEZYEioqiRF1WlKR4ty82yRropJVtquogmpO2dSYChJ00p6bjJKqkUhM65SoKnxXIIl+v6+VlRXt7OwMt+Lt7Oxo5v9n7+1i4zjPfM+/HHsyiSKzSYlaOSvFUkvxzLFiyKLlBAgGZxCRjC8WOJBHpIQFzlzFIhXf7EXG7OhiYQeLiUV5cuuIdLI3WWAikZgYA5yLhJQHMzgIMJFE2UjkzThUW4qEhEcfZFOK4pNVIu0F/bbefvv9rHqrurr7/wMIm/1RVd2S6qn3V8/HunWYnZ3FyMiI9n0vv/wyRkdHGx5bXFzEgQMHAIQLKB/p1E6yyYbtc4RKKmDtuzNlTd27/H5ThpQuzlJOEUIIIYQUH4ooAE9/9nFs9syCsi3kiyyfZGzHmeQi3vSd2OSJ/L2aMqbUTClf+SRnUYlSS1VIiR5SaxSzf5T8/YVOODQTJlQJaRfOnTsHANi3b1/D4+VyGWfPnjWKqM2bN2Pz5s3a5zZ9ai1E6srwZAHlkk8h4un6z3/r/doQNj/zRCbbNWH6zC5BJb5LnZASMkpkRekQf1YUUoQQQgghxYUi6mNcfaBCx3Qnxdbs1nThHROfz+N7ge8rqEylfUK+7N6ywTiRL5RrV1frUuqf0diUfu3vwPqWyxnx/Xxw8y4uLt2pSzVTdpcvzZ8VKMLnzZK+z/dj88Ye9wsB1G6tAj/L+IBIZggBVa1WMTAwUH98eXkZO3fuTLxdNQvKJaCKIJ2y3FdaoaV+PyYxZcuOIiQtjA2EEEJIa6GIArBLESGyGNEt0n3lk2tsdyixtpdWaKXNqJK/U1fWlCyjAH0fqVBuXL3V8LvcoL5ICAl17eoqbly9hZXqe4m31VvegxtXb2Hvl8t1seVqIk9IO1EqlTAyMlLvCVUul3HkyBH09fVhbGws0TY33P89gEYJlUQ+5Smcssb0WZIKqlsXq00yykdA2bKiYtFO5duEEEIIIe0ERdTH6LJy1ItPl4CKLZ6yIsusK9N3ZBJUugt8WU7JMgqwyxOTpJIziVQJ5YMqy9QyOZ+/O6HEK8Vr5NrV1cKKN0LSMjMzg0qlgsHBQQDA0NCQc2qeC5OEssmnThJPvsifOVRK6WSUCV2vqJjIGakPKWb5NiGEEEJIu9K2IqpSqWB6ehrA2mLjrbfeQqlUSrStJ3s/1fC7j4BqF+kUiu/nChVWIYJKfP9iQaDKKBNyCZ/aJyppWZuuTE5s68bVW+jftjFqyZsuQyyJPNMhHyshncrk5CQmJyejbOsTq78F/pedDRLKJKBC5dPS+zdTH18WbHl6U+ptJJFSNhll6xulkqY3lKksWpzbOXGVEEIIISQObSmixsfHce7cOZw/fx59fX14/fXXMTg4mOrOt08JXlL5ZBvr3Qpi3E3WfRdJsqnU71heRGxZ/1iDjALcmUKuflL92zYGix2xT3lqn9iG+O/WbT2pS95s0itNWZ5KozAjhNiQz9+qhPKVT0WVTjpsx5pEUqnfUUi2lKkJvKlpeWwJZb6Boe9rKOOSVaGTUGPIL9s+KdcIIYQQkidtKaKmp6dx/vx5lMtrd08nJyfR29uLhYWFhia1vojJSIJQAVU00eTCdLxpBVWMbKqe+78zyijA3dgceCij5KyopKxdnK/t82+/9PFxf8n8etPxydhK/dTm5Gl7QwFr/aEIIeH88TeXgO1b8dHiLxsklEtAtZN4CkH9XGnFlCqlRFaUSUBl0cBcnU6q9uaTWbiygoEne5Wpq/qycPH8U5vWN/VFFOd8356Hu7dswAc3gf/8ZLKsb4H4fKZ9qMdKCCGEEJIVbSmiAGjL8JaXlxNta8P93weV37WbePLF93PFFFY6KaWO31ZllA41Y0qVUWnK88SF+Zb16RYBgL7/iFgYqNPxYpXkEUKS4yOhOlU8uUgrpsR3KQsp11Q9IaNMWVEhuCTUw5sAe+ql2ALd+Xql+h56y3vQv20jFrb1YODJ3o9fvb4ex+z70fPUX+/H1m09qUTR0t17uLh0B//83y/jg399p+G53vIefO1/f67hWAkhhBBCsqQtRdTExATGx8cxMzODUqmEEydOoFwuY2hoyPie69ev48aNGw2PLS4ual+rE1Bp5JPp7m4eZDH+WvddJJVT4rs2CakQGQU0T9qLJaNioLsTLmdsqQIqZjmevIAihPjxP3/9IW6tPMwgUSVULAH13uofomxHZk/PJ6Nv04X8fYRIqes//62xZE8WU74NzX1QbwrYyvGEYNLdHFDP12v/Fa8t1zOjxP7Efi78tNrwPhsf/Os7wF/vx49+sYQXv7AFQLJSuoUrK00SShzDwpUyS7YJIYQQkhttKaImJydRqVTQ27t2t3FgYMDZH+rNN9/Et771LePzabKfWimaXNiOLaakSiunTEJKlVEqOjnlklFAa7ONxF1pcRwxhZMJ9W4+KQbVahWTk5OYmppq9aEQB2kkVBaiKcY+s5RVoVIqpJeUKStKLe02HptGQgnkgQ792/Zbt2M6f4vHLnz8e72s+2Pe+X9+5DxGlQ/+9R0sbHuxYSAGECakBp7sBf7ri02ybauUvcVsqGLA2EAIIaTTaUsRNT09jdnZWczNzaGvrw+VSgWjo6OYmZkxvufll1/G6Ohow2OLi4s4cOBAfTKSjElAFVk6haL7LFnLKcAuqHRlFrbFhTphT2CTUUCypuUxkbOzest7MpVRurv5otfJGizFaAXDw8NYXl5GX19fqw+FGKgtXsPmjT3BEqoV4ikJuuPMQk4lyZQyle2ZsqJkGSWwxY2lu/eaJrKq01ZtXLu6+rHcN5+/V6rv4cLH2xX8w9//39bt2rjw02rDttbwE1Jb1j+G3Vs2YPeWDfgBHt54E9sTPaKyRHfjiLGnGcYGQggh3UDbiaharYbx8XHMzc3VS/Hm5uawbt06zM7OYmRkRPu+zZs3Y/Pmzc7td4OAspFHBpX8HeukVKiMAvSlezoZBTyUQK3KEFLLH/IQYrpeJ9eurtb7mJhKMsTChIsFMwsLCxgdHcWlS5eanpuenkalUgEAHDp0qOHu9tzcHGZnZ3nHu+DIEsomoNpFPrnIOpNKfIchQsqWHSWyonT4TGWV5Yu4YaGiG3rRGEfsMur7/wjs/XI5USaUbltyD6qLS3fq5XouREyU5ZN4HMj2PK/rj7hG58YYxgZCCCHETNuJqHPnzgEA9u3b1/B4uVzG2bNnjSLKxh9/cwn3/kx/8Z1UQKkNV2MSs09GCKbvIo2gElJKXUhkIaMANPWLct31joV8XO7R4NnxsI/J2u8fALggTdXr37ax/p00LsiYNaVy4sQJVCoVlMtlVKvN/95nZ2dRqVRw5swZlEoljI6OOjM3SbFY/tUNlNavLZRNEqpTBFQI4jPnKaRU5Al6cokeYJ7MahqEYcsEkuWUaQqrK6N1pfoe3omU9bpSfQ8r1bVz97W/3o//8lfb672jbOdouUchsCah0k7h80WWUPJkWPG9Zp2JlTeMDYQQQoibthNRQkBVq1UMDAzUH19eXsbOnTtNbwvGR0BlKZti7jdrcRWjxE8npGLLKDkrSsfD5+LdoTU1xBW0ojywVxJPMnKGmCyhOm2REIuJiQlMTExgdna2qewXACqVCiYnJ+vnqZmZGezcuRO1Wk079ZMUF52E6kYBpSJ/B0mllI+QkrOibOV5Ap/JrLpBGOr0VeBh1pBa3i1o9XRTUWa9dszmc7WQQEC+Ekrdv0nmdRKMDYQQQoibthNRpVIJIyMj9btH5XIZR44cQV9fH8bGxlJt2yWfWiWe0mI67iwFlfpd+ooptczCJKMAd/8PE2rjcuDhxbwsqj642ShhXGJK3ae8mFGn5OWVDaVKJ1k26TOfGksHKaGSUavVUK1WGyZ5lstllEolzM/PJ8rcJK2BEsqPtFlSS+/fDM6O0mVFqegGkai9pLD+YSxRM6SaS8nWCDmHy+fhLPsB2iYA3rh6C3u/XMbAk70tP6/LxyVPFeyGrFvGBkIIIWSNthNRwNrdo0qlgsHBQQDA0NCQc2qejf/56w/x0R9/Z3y+XQWUizwFlSymXFLKR0YBdiGlyig1K0p3Z1uVUbu3bKhf2D+1aX19e+rFsrwfnXwS2wbQtDAA4i9MdBlPQkDJ8k3tEyLT6oVKuyPKMcrlxn9LplIN0h5QQLlJkyVlk1GmrCgfGaWilvDJsUQ+v+samsv4ZEP1lvco/QjjDacQ+1dvoixcWdH2o3qn+h7wX18EAGcpXyzUkkBV4Inj7paYw9hACCGErNGWIgoAJicnMTk5mek+OlVAudB97phyykdK+S4oALOQ8s2MknGVDchCSkYdAy5vRyefgLgCylRuBzRLKJ2A8lkEdMsd68XFxabH+vv7vYYdCJaXl7WP9/X14dattb8D4+PjOHfuHKrVKoaHhxtKNUgxuHlpBZ979M9bfRhtS5IsqSSZUTKmvoM6bEIKaO4hFTp9VZZQcnPzlUiXFmsxZA8WrjT2OrQ1Rb/w0yqAtXiuTsqLfX7X9UYEUB+YoXt9kWMMYwMhhBASj7YVUVnRrfLJRVbZU76ZUqasKBld/yi1/4faK0qVUbI0cjUzl++UyxfZ166uZpbtlAbxeeTML9O0PBOqhCvyogEASru2YuNn+/1e+5sbAIADBw40Pffqq6/itddei3lonIjUZjAbKjmhQsoko3yyogQhNzNU1B5Sa6xvjCFPipsOPbj2sZBSz/dCFIkppUBzFpW4iZAmVqzJJb9tiMbpFz6WZFsbJqeah1LYburYkHtTie9ASCg1O8p0o0em//FEh9EEYwMhhBDSWiiiANQWr+HWirmJtQt5vHdMbCOri4IqqNKIKXUx4VuiJ5NWRom71gJXHxA5A0pdaLRSQokL/RtXb9WPR14MxUC3aCi6mPLh7bffxq5duxoe6+/3W7AI+vr6tI8vLy9j48bmTABSbCih4hAipEIzo3QyKg1yDylRsueasKcru5NllCyr1CzW3nKykr2V6nuJ3iuOay0+yHG7cViHqfTcF58psbZM5CKV7DE2EEIIIfGgiAokK+kUa1+tlldpxZRrMRFDRgl8ZRTwUEjJj//zx//NqtzOF1dZnjg++TjF/1+7unbh+8/Nb7VmgwHNJX5CTLW7jNq1axd2796dahui/0e1Wm3oBVKtVjkVqc2ghIqPbx+pWGV6gL1UzxVXREyR5Yx8U6MRvYySy/HEOVsuT7tx9VYqGZUE8b4LWIsFC9t68Ldf+lzDTQY5oyl04p0aR00xRbxObF8eoKFOun3mCXtcyhLGBkIIISQeFFGe5Cmg0uA6zrxFlSymkmRL6cor1L4eocgldb4ySi2nKELJnUlA6XpvCJoXSObtf4DmBZOpz1SR7loXgVKphHK5jNnZWUxMTABYW2jUajUcOnSoxUdHfPmPO/ew+ZE/a/VhdDSuLClVRpnK8wD7jQyXlPKVUUBjuZ6IJY3TR91CSTdAIo2MSsNK9T30b9uvfU7tj2VDFVW64Ri69+gykU1TXdsdxgZCCCFkDYooB+0ioHzRfZ685JSQUi4h5SrRE8hjudUFhC4ryoSPjHI1pc0LW/YToJdQSY9dllC+jc7bPRsqJpVKBePj4xgaGkKpVMLo6ChGRkZ415sQDe+t/sFbRtnwKdGzxRSXjAKgCCmTqDELJfmcKhC/FyHOAM2leXKcNOGSRmr2mGmCrbq90F6GRYexgRBCCKGIMtJpAsqG6bNmJah8hVQIPiV7MraR3DYZBTy8ay3I6u61SzoJbBlQaZG33Wl3ptMyPT2N8fHx+u/r1q0DADx48AAAMDY2hlqthsHBQdRqNYyMjGBmZqYlx0pIO2CTUTK2rCjg4RAMm5BKKqOA5hsdctYQIGcCNcson/N6K7KidOjK2WOg69UoI0u6dsy6ZWwghBBC3FBESXSTfPJB/j6ykFI2IeWbFSWjLiBcWVGmEj0VcVGsCimgUUrFWjgkyXpyIbKifBc48jGod+7VxYj4DtXm5Z2eHTU2NoaxsTHrayYmJurlF4QQNyYZlaRflGsqa5rJegK5/6A4N4pyszX2GBuU62hV9q3Y5w/wa/ztlz4Hkekl37CJKYPUm0FqeZ5846OdJBTA2EAIIYT4QBEFYPlXN3D9N79v9WEUmixL+nR3tJNiu5uta1guYyrRE8hCxpYllUZIJen7lAc+2VDNGWb6xUOnCypCSDp8M6NCMGVJmfoQJsmK0jcvB4CH53XbuVzImP5tG9G/bT8++Nd3rMcQEzFFb+u2Hvzg34WMekiWMshUnrd7ywaWfhNCCCEdCkUUSUzW/aaSZEWpqIsFVUbZSvRsqFIqrZAKEVCuaXYytpHZNsRIcHkbQka5+oQILi7daVqUdcpkPUJIcQi5meHTQ8oHXbatSdboJrGaaGhe3oISvQs/rWLvl8v4wb//uqFHU1aZUcBaBpn6/chiSuxv6e499D8eddeEEEIIaREUURFZev9mLvtJM846a7Iu5/PBVaLnyowCwsZUy6V7oULKVqqhSqgQASW/J42Mku/kJ2HhyophMbOeMooQEkSS8jwdPjLKlhWlSii1sbctO0qcj+XJcCb2frmMC8hvSqvYzwXYM7d0NxmS8IN/Xxs4cu3qalM54tZtPdo4/MwT4XGQEEIIIcWDIiqQvGRTmmMoiqgKkVKmO9pJs6JCZJSuV5RcihYipXzxbUTeakRmlFgkhMow+XuMtXghhHQ+rvI8uWE5kK7E2zWZVY4ltr6DPjc55JsD8k0CdTIpsBZ7+rdtxErV40NEZKX6HlaqwAcf//4OmmNWrHJxVUDptitn4R58JspuCSGEENJiKKI8KYKA8sV0rK0UVD5Synchce/y+/X/t0mptDJKIBYGNiFlyzqSG4S3WkCF3lnvLe+pjxqXF0g6oaQr2ZNfx14fhJAQQntFiQEYKmlvcoROZQ1FlVDq+bUVJXo2bBLK1WhdHfahe871fRBCCCGk/aGIctBOAsqF7rO0Qk4JKaUTUqZR3KYyCiGlfHtHhcgoAE1CSiejfErfWi2gkqCTULZR2j59QyigCCEhqDJKLs9Ts6JMhNzkcMUS1zRWEVNs/Qflcm6bdNm9ZUM9K0qevpc3In75ZEG5pv7pntNtV/d9tNv0PEIIIYSYoYgy0EkCykYrs6dMi4gkJRa20gr1TravjAKahZQuO0peVAjkXlFJaPWUPB0vfmFL/f8plAgheRFjil7ajFs5lrhklIxc7m2bxGqicWKpXkapNzqyEFbipoQNeZqsiH0+2cA3rt5qyIbyufFBCCGEkPaGIkqhWwSUi7yyp3zvaPs0l40powA0CSlXuZ5NSKnYBFVsCSX3JOn1LPFQs6HEgoACihDSapJkRSUhNOM2a0RmlAud9Ekrp3ykmRxrhIwSMUfev0lKyfvQSSjGH0IIIaRzoIgCcPPSCj796EetPozCo8qpWGJKt5BI2ng2lowCzNlRQHOGFPBQSqkX7LrSvVDZlGRinm6f8sLAhG6RwDvShJBWEiMrSsXnBoeMmhVlZL2IKw+n56lDMATyZFEbphiguwGSNBPXREi8ko9z67YeXPhpc98uNf74lK5TQhFCCCGdBUUUSUxWYsqE76LBd7Ie4CejADT1+nBJKcAspgQ+vaVs7zdhkmPXrq56y6hOyYb688/twKe2b/V77aN+pTaEkGKRZVaUGkt8GpeLuLJ2zmyW+LrsWvU5NQtXoA6OMCHLqCRDKnTbMsUi2/Fcu+qe+rdSfQ/92/Y3PKZOWRVxuf9x+7Z8YWwghBBCWgtFFIlGGjEVMyvKRJrJR3JGkI+UAtzT9uSLelVKJc2AUhcEcl8SWUYBaLrwV/ctSyhCCCkScnke4CejQodh2Kbo2fhj3+caZJTavNwUM2QuLt1piB0u+aTGG3HTwVdCubKSZLElxyfXcW3d1uM19e/G1VtNcU/33TzzRPrsYEIIIYS0HoqoSLy3+ofU24hddtBqZDHlI6V8FhJps6KSlOip2KYh6e5i6zKUVNKU3vkuUHSvNYkmtRSvHbOhCCHdje8Njo8WfwkATbElJLtWRsQZnYwC7P0HATgFlClbShdfTIIpTS9Cedqfb2mhC3E8pgwxwcFnUu+KEEIIIQUgtYi6ffs2Hn88Uq50mxBDOsXcbjsILCGlXEJKXTikyYoKkVGhhMoogY+U8iXk4l8nnGx9nyieSB50Y/wgyXH1ibr+899qH/PNttXd6EjasFwnowBohZRpOqtMkuxUl2yy3QBxlY6rMkqgHvu1q6vObKin/nq/d8khIYQQQjqDIBH1T//0Tzh16hQWFhawvLyMWq3W8PzAwACGhoZw+PBhPPvss1EPtNVkJZ9i4HNsRZFVvkLKhunutQ5fGRWaFQW4ZRRgLrsA3KV78mvS4CuhKJ9IlnRz/CDFI0RGAe7sKJ2wUmUUYJ/QGiKb1BsetgmuSTJufSSVb59DkZUlxJhu2ywFJ4QQQroLLxH1xhtvoFKpYOfOnRgcHMTExAT6+vpQLj+8iKtWqzh79izOnz+PqakpPP/885iensaTTz6Z2cHnQZEFVAimz1EUQWXClg0lhBTgJ6Vc6GSUwCSlbDIKsGdHCdQsqbTyyaf/iDhmWUjJn5FSisSim+MHKQamsm+bjAKSleqZXiOm7MmlegJTdqottsj4lHz7xpWQvlQ6EWWaEitnPFE4EUIIIcQqolZXVzE4OIidO3fi/Pnz2Lt3r/G1e/fuxcGDB+u/nzhxAnv37sUbb7yBr33ta/GOOCc6RUC5aJWgUhvN6ggpybP1jgrtFwWgQUgB9gypGDJK4LrwD72AN+1bbEd33E9tWk8pRVLTzfGDhCHiTWjc9YkjLmzl36ZSPTWeiGwoHaKxuYg1ulI9E6qg8hVTgiQ3NUzvkbN85SEYArmZOdBYFqhKqLTijRBCCCHtj1VEnT59GpOTkxgcHAze8MTEBCYmJnDo0KG2Wkh0i4By4foeYogq2yIiSV8o30bmMqZ+UWp2FOBXrmciREbZthGDhSsrDYsItXyj+a712qKBQoqE0I3xg4Qjx5I9PZ/MLAbbhmGEyqi0qKV6JlzxRsQVm3BS44ZvHJLfJ4sj140XU9md7lhUbNNpCSGEENJZWEXUkSNHUu/g9OnTqbeRNf9x5x5WHlnX6sNoK9TFQiIEF7QAACAASURBVFIxZZJRSZuUJ+nvYZNRALx6R7kuzgG/vlG298VAJ6CA5rvZA0/24uLSHZZQkMR0S/wgydHFDZeMUhuWx8iKAsJijhpPxP+HxBkRX4DmDFyBmjWlizPqTQ7XOdsnDonXyGKoUZg1ZjQtXFlpElA6OSZiiikT1/Q7pRQhhBDSeaSemkcI0CimQqVUbBllwrVIAOCVHZVGRgFhQiqGCNJlYwkJJQsok4wC7BP2QvHJKuvnIDVCOhpbnAgt1fOVUWKqXmhmlG+Jnqt/lCnOyFJKEDI8I0mc8M1OkgVUY1nh2vNyqZ5PKaCIKer+P7h51xhnYsYfQgghhBQDLxH19a9/HUePHsWePXuyPh7SASSRUvJCQi6huHWxCiD7flECU3aUSloZBbSuYasqoeTR2mK6ERCncbqM/H3J35FOyD3zRPiUJ1JMGD/yI2mvpVbgk1Vryo5Ss6JCSVKmZ5JRJtLGGdMNkLR9o3wRYmjp7r26jBLHY5JiITEjJOOWZeGEEEJI5/GIz4tu3ryJvXv34vOf/zy+853v4Pbt21kfF+kQ3lv9Q6JF0fWf/7Z+9xp4KKR8kSfqqdgWD8DDu9YyujvWpovjLO7eXly60/CThiSjvAG/TCbXez+4eRcf3Lzb8FlEzyr5h3QOjB/Zs6fnk029ltTHik7SWCFYev9m0OvVGCNjijcfLf7SGltk7l1+39nEXBdrbOhizlOb1meeMSSf++VzuYhFSc7ZqoTSfYYt6x+jhCKEEEI6FC8RNTMzg5WVFbzyyiv4x3/8R/T29uKFF17Aj370o6yPj3QIPosM10KiqDJKd7EsFgfqT1J2b9nQcOEeQ0jJU41aScysK1I8GD+yxSWb2k1IpSFURgEIllHAQyHlI6Z8Yo1JSMWIOT4/JuRsq6W79xoklECVUC4ppcYyExRQhBBCSGfjJaIAoKenB2NjYzh37hx+9atf4dlnn8XXvvY1fOITn8DXv/51vPvuu1keJ+kQQmWUaZHgi0tGuRYJKj33f1f/UZEXCLZsqTSCSlzE+17M+yCX4wFrJXuifG/hygouLt2pLzzEYiQ0O0p8H+LzvviFLQ2f42+/9LmGH9JZMH7EJ1QwtYuQkmNEkgypvGSUjEtI+cQZm4zS/QDxMoZcMkoWT+L/xY0Q9UaC6cZCmphli7uEEEIIaU+8RZRMuVzG5OQklpeXcfbsWdy/fx/79++vl14QYiNN+UVoVhRgl1GAeZHgKp1wXRyrYsq2YIiRNRUD0S9KyKhrV1excGUFP/j3X+NHv1iqL0o+uHkX/3alhn+7UvOWU+p3ECtbjLQXjB9u5NI600+abXc6S+/frP/4klZGAXYh5XPjI6RUT447vkLKFpNc52BVSMkMPNlb/5GJcdOE8okQQgjpTFJPzRsYGMDU1BSOHj2KI0eOYGJiAt/4xjdiHBvpYGzNZtUJSGpjWd3CwNXM3NbAHEg+UU/gM4obcE8/KgJCRq18/DV/8PHj73z8397ynnpZ39ZtPfXFx9piY33wHfqijeZeXFxseqy/vx+bN29uwdF0NowfD8lTEJmagBeFVh2bqYl5kphjIunADFlSiedF3BExJ0l2VMyYlMUAjtVHPlMYGcXYQAghhMQjlYi6fPkypqamMD09jVqthr179+LkyZOxjo10OGknH8n4TNdLI6MAPyEFNC8OVIoio3RT83xYe/1DGaVOSpKnLMmon7loAkpw4MCBpsdeffVVvPbaa/kfTAfTTfHDJn5050BZxMskKTtLckzdjG2inoxpuh4QL9a4npeFlBxvfMSN7YaJDzbpZMquSnrOL4qMYmwghBBC4hEsom7fvo3p6WmcOnUKCwsL9d4f4+Pj2LFjRxbHSIg3tsWBD6J0IpaQKrqMSoqQUYDfFD75s6o9RoDmBrcHn/lshKMEHv3sTjy2faffa/+/NSHw9ttvY9euXQ3P9ff3Rzmebqeb4ocqmHyku0lA2Z5PI6faVUaF3MBQM2x9iCWjABiFlE+scSFnT4WKGjk+iXgkBFKoMPItrU66feChOIt1JmZsIIQQQlqLt4j6p3/6J0xNTWF+fh4PHjzA0NAQTp8+jYMHD2Z5fKRLcZXn2Uhzp1oQS0jZZJSJpzatT50tZLvgF43IgfBsKBOySFIXJeqkJXXkt3w8RWDXrl3YvXt3qw+jo+i2+BFDOvkituMjpLY8vanpde0qo0IQnznkO48ho4DGHoW62OPTyDxJKZ/reTUuyTdH1HO4Gkds4knNhvXJhJW3p8umbZRsnzbuO2sYGwghhJB4eImovr4+rK6uYseOHTh+/DjGxsbQ0+POgiCk3fEVUklklC0rKqmMMi0Qdm/Z0JCBFJNrV1cbsqLWjrt5IWMSUKJEkHQmjB9rxBJPtu2bZJS8b5OMAlrXmykv5M/t8+cRcgPEB1eWlAlZVulikRqD1NI+V4wSmCRSiHgyPW+LdaZtFaEcjxBCCCHZ4CWiDh06hPHxcezduzfr4yGkTquzomSSNpgV2GSUQL1Qly/QXVLKtFDQCa2t23rqEqi3vMeZFdVb3mN9Xubi0h3s3rKhaZ8Xl+5g4coK5VMX0or4UalUMDs7i2q1iqGhIczNzeW2b5UYAsp03lMnvfnuyyStdJlcRZRT4pjS9Bj0LdkT37Et9oSWhCcVUoA5FoVM3PPFFp+SNEYnhBBCCBF4iShdA9l33nkHJ0+exOXLl/Gzn/0MAHD48GEcO3YMzz77bNyjJB1J1lOiYsuorHFJKZOMcvXnEO8VzWVFRlL/to1GIaTKJ9GY3ISuvE5kYdkyoFzbJe1P3vFjeHgYy8vLmJubQ19fH86dO5dqe6HI5zWb6IiRaSO2oQopH3xL+opcupdWSIX0j3IJKZ+BGSpy2Z4OW3+p0N5StpsltsyjNBP5dMixjNlQhBBCSPeSaGreG2+8genpaZw8eRJf/epX648PDg6iUqngxz/+cbQDJN2DzxS90FIJ2+IgVEbFyIoSuPpG6coZfBvC6t4vX/zLE+4AoH/b/iYhpRNEuqbksoAS/y9K9SigiI4s48f09DTOnTuHlZWHPcuGhoZSHa8v6rlLJzhilnnptptGSAFmKVVkGQWkm8Aa2szcFYOSCCkTthiVREbJiCxdl/BxTYFVX6eiNkT3PTaZhmyv0mavbRBCCCGk2CQSUcePH8fMzAz279/f0OtjeHgYx44di3Zw3Yp6QV3kBUAa5MWD+IzqgkK3SEjSt8OUHRVaIuE7dttnop7AdoHv6q+he636mE+fD1Gu5zMBT32f72vkkkDSvWQZPyYnJ1sSg2wSKiv5pEPdV6iYCml8nic+IiytjAL8Sxt9y/VkYogpldDJe+rNkpCsI91rQwdxCNRYxDI/QgghpPtIJKIePHiAnTvXxt6uW7eu/ni1WkVvb6/pbcSA6+K56Hej05D0c/ksBFTSjNqWiTVRT+BzxznNhboqo+QyPcHClZUgCaVmVfkg74NCqnvJKn7UajVUq1WUy2WMjo5ifn4efX19mJmZwcDAQOrj1uHKgtKdn2IKCVV2qMj7D5FSRZqul3UJt0wSIRXSt1CH7e9DyA0SwF9ImTD1mXKV9K0+8pmG+GUSXCFZUa5jIoQQQkh7k0hEHTlyBCMjI5iZmak/9uGHH+Lo0aM4evRotIPrVJJcWLve06miykWokPIZtR3z4j+JkAKS32k2oZNRAJqEVCi+77+4dMcqryimuoes4ke1urbQr1QqmJqawuTkJCqVCgYHBxtK9VSuX7+OGzduNDy2uLjo3J84J+ctn3TbdQkpQH9cNjllm8KXJWkapsuvy6OROZDspoiMq3xc4HuTxCWjTCXkNuETUnZOCCGEEOJDIhE1OTmJ8fFxlMtrF06f//znUa1WMTY2hr/7u7+LeoCdQtZ3dTtp/HaSEoskd6ZjNTL3vfgH/IQUkI2U0pXpxRJSMmrZhZyBdXHpDoCHGVWij1RoSSBpX7KKH8vLy/Xti75QMzMzWLduHWZnZzEyMqJ935tvvolvfetbQfvSSahQAWU6x7gaWOsIEVIyrowpVUZlnRUVc2pfmlK9JKQVUi7Uvxe23lEqanwKjUfiPSGvN6FmRbEsjxBCCOlOEokoAJiamsI3v/lNLCwsAAAGBgawY8eOaAeWJ3+x4TGs6AeSpSLPi2B1n50gpAQhY7ZbUaoH+JdGJFkA+Ew08kVdBMjSyDSVz4ZPA3VTBpYrS4p0LlnEDyG21DK8crmMs2fPGkXUyy+/jNHR0YbHFhcXceDAgabXmibixZJQrucAu6iS95lESrVSRiXpjeiKd2kypELL9ARJehgC7mxdldDsXV1sCi17SyKjRFN0HZRQhBBCSPeSWEQBwI4dO9pWPqnEurj2udg1Xdj6lEHYLorzvHNdVJIuAkwUSUjpiNlAFgibzJeGpzatz21fpJjEjh9CRNVqtabnNm40T2ncvHkzNm92T+La0/NJr0l4MXr+2JC3EVtKmWSUShbxJXR7oWIpqZRKIqSSZkeFTtyL3dvQh6Q3U+S4ZBJQLPEjhBBCuodHfF505swZvPDCC7h9+3bTcxs3bsQnPvGJ+s+PfvSj6AdpolKpYOfOnVi3bh2Gh4cTb+c/7txLdVG9p+eT9R8bW57eZL2YFc/bflzb1x1XO6L+eYT0KkkywtzFR4u/rP/4oCuP0PHo8q+jN2Ptuf+7+o8O0yLAJIa2rH9M+6Pywc27xh/dfkzb5V3yziLP+DEwMID5+fmGx6rVaibNyjc/84S3hPrUrr+MIqFM23Vte+Pusrfc0MkTXexp19gCJMsYXnr/Zv3Hl+s//22ieBSazRZSznnv8vve8cmGiF3yjw1bTDI9x0blhBBCSOfilRE1NTWFcrmMxx9/vOm5Bw8e4Pjx4yiXy5ibm8MPf/hDvPjii9EPVGV4eBjLy8uYm5tDX18fzp07F30fMS60Q9P6Y+1PzY4SdEuWlG9mVOgdaMD/LrR8sZ9XhpSKrSzCB5sUck1Aurh0p6n3lCyhSHeQZ/yYnJzE8PAwBgYGUC6XUalUMDQ0VO8ZFYsQAZUEcb4IEQY+mVK+vaR0mVG+scU3bqaNRTHenzTGhzQzBxpvjqSdsidQ/87ZZJTu72GsDCkZnThSY5pv1hMlFCGEENLZeImo+fl5zM7OGp8fHx/H448/jlKplMvUvOnpaZw7d65hElLshUaSC9RY0km9UE1yR9U08aidekilbTYbUh4hX/SHlEUUtWRPRh6xLfAdo710955RGsnvl7OeRENy+f9VIWXbLuks8owfQ0NDmJmZwfj4OJaXlzE0NIS5ublU2wTMZXmA/nzhc17wEQCm17gEldh/WiGlwxVbfGn38vE0PaRkspi2p2K7eWL7uxRDUvnGNIonQgghpLvwElG1Wq3ef0NlbGys/v/lcrk+QjtLJicncezYsUz3YZMgWWU5mS5IXZONktBOQkoQehdaENqvI0RKZd1DCognpXR9OnxllHi9/LtAJ6HENDy1GfkHN++yN1SXkXf8GBkZMTYmD+UvNjyGzz36SWNjcl8JFTPrRN2eTSS4sqQ27i4bZZT4nKYG5oKQUrWiEWOyXtK4JEiSLSWj/vnZYlYW8Ur9+2d6rUlIUUARQggh3YmXiCqXy7hw4QK2b9/e9Nzx48fr/7+wsIBSqRTt4HTUajVUq1WUy2WMjo5ifn4efX19mJmZsfYBuX79Om7cuNHw2OLiYtC+bRebvheQJpHk+37b4iAJMcdlF50kjcx9Jxn5jtYWhJRFqBfqMbOlfGUU4CeggIcSSvz/wJO92jK9PPhTzxPe39efen6f8dF0J0WKH6Fs2tmLLev9xan67z62gNKh7sMkpkxZUjYZBbhjTlIpVZQ4E1pSqCOtjBIkbXIu4yOmYggp098zV2xLMnkvCxgbCCGEkNbiJaIOHjyIiYkJZ++OSqXScIc7C8Qd80qlgqmpKUxOTqJSqWBwcLChVE/lzTffxLe+9S3v/agXpaaLzNALxlgT3XyElK6nhw9FKplQ71jHuPuclYySkRd7tov9kD5SAp8+HCbS9oySeWrT+qZG5LKEunZ1FVu39TTIqEbYLyoP3n33XczPz2N4eBh79uzJff9Fih9pMWVDJc2C8vl3G5ox4pIFOiHlU6qX5iZIjMyjrEk6VU8QS0YBcYSUwJbhq8uS841XLrLoQUXi0urYQAghpLvxmpo3OTmJ+/fv44tf/CLee++9puffffddPP/881i3bh1ef/316Acps7y8XD+moaEhlMtlzMzMoFarWfuQvPzyy/jFL37R8PP2229rX+sjoXQTk1qBz3GETt8D2nsikoskk4xuXawm6qcCwHvanphmlGSike/kIqC5Waxtel3SiXbXrq7W/3vt6ioWrqzUJdXFpTu4uHSnPlHv367UsHT3XsMPicOZM2fw3HPP4eTJkxgYGMD3v/99AMDly5dx+PBhvPDCC/XHsqJI8SMNvhLqse1PWxfff+z7XP3HB/n1Ie+Tj0V3PLppe2K6nk2822KOLrYIwfPe6h8afopM0uOLXaYoYlXS6XsqPjEsdEKsC108y6L0nIRRhNhACCGku/HKiAKAubk5jI6O1qcRiTK4hYUFVKtV7N27Fz/5yU8yO1CB6DWiluGVy2WcPXvW2Btk8+bN2Lx5s3P7LgmVh3zSLQJ8phwB/ner1c9VhMbmvvuLWQaRJDtKJotpe0CyTCmBz0V+msyokHI+gRBTMiJTCkBTttQzT/QkOjbSyOTkJI4cOYKTJ0+iWq3ihRdewODgYP08vm/fPrzyyis4f/483nzzzcyOoyjxIwYmCeWSTzHRbc8loU2T+D616y+N/aMEuviTJEOqnXoTJs3ikmNp7H6SaftJAcmanAPJJ0D68Me+z7FXVM4UJTYQQgjpXrxFVLlcxvnz5zE7O4vTp0/j/PnzANaE0PHjx3Hw4MHMDlI9DmCtV5TKxo0bE21TNKRVSSOhQqYS+VwQhozdlgkVUyYhVbSFQ5YX+yGEXNQLQi/u00opm4wSJJVSojxv95YNuLh0BwNP9mLhygq2buvRyifx2NZta6JJLuUj8Tl//jymp6cBrJ07X3nlFYyOjuL555/Hj3/8YwBrfZpEz72vfOUrmRxHUeJHUnTnfh8JlWe2h7wv26L+se1Pa2UUkGzK3uZnnrDGGZ3MkR8z9WgqQsxJ2z8qDymVh5ACwsv4ZO5dfr/p34h6w8Qmo+S/r58s7/PaJ7FTlNhACCGke/EWUYKYE4mSMjAwgPn5+YasqGq1am1WHkqohDJdzIX2FnLhukutojtuV18p12jurBYIpu267kwnHaMNxOvFkURIAdlN3ZPxaXauluvJ6CSVnBUlyygZke2k9o2S/0uypVarNTQJP3z4MI4ePYr5+fn6Y6VSCdPT0zh+/Hjmi40ixI80iH/fLgnV6nIjsX/Twt6WHSWwZUmpsUeWUaYYYsJ0bi/SDZBY0/V0pBVUsYSUIOlNFcDdX8oVt3QyKkmpOnFTtNhACCGk+/ASUe+++y6effbZrI/Fm8nJSQwPD9dTiCuVCoaGhjA0NBRl+y4JFVsuJSVJCR/gNwXJdNFclIWBjiIIqaSkyZIC0okpGZukUoWU6Be1dPcentrkniwmMqWAhyLqxtVbfgdNotDTs/b9i8xSwfDwMMbHxzPZZ9HiRwh9n+/H5o3mMlH1312ogArJRLTJYhNJhRRgl1KuSXuhMqodiDFdT0esrClX9rNvbMuy/Nwko4oySa+baUVsIIQQ0t14NSu/dOkSDh06hGPHjuHy5csZH5KboaEhzMzMYHx8HM899xyAtR4kMbBJKFcTV5ks+ynYkJvN+jad1V2g2prOFp00C6C0jWHTNDUXJGkUKzc6T9rwHIC14blpIaw2MH9q0/r6D4B6ptTAk731LCkhpPq3bUT/tmQltcSPK1euNPxeKpXQ19fX8FhPT4+23DkGRYsfSVGzoUIl1Oojn2n6CSHN+11Nzl0i29TYXEaNI7oYEjIwAyjm0Iws4+DS+zfrP7FJG9PUHxu2+GWKT7rYw2yobGl1bCCEENLdeGVEHTx4EAcPHsSHH36IkydP4sKFCxgdHcWhQ4fw+OOPZ32MWrIo8XBJKIGvZMpTRtku/NQFg2/jWfWudpFKJVykyY4SpMmSso3M9iWk7EGH7iLeN3PKdIfalh2la2Culu2JPlIqQkx1E7Ozs/UpcYcPH8bExET0fTx48ADlchmlUgn79u3D8PAwVldXsbKyktu5u4jxIy2+Eipp7zVf5O37ZEzZ+vDIn8kkANTG5mpmlNovynb+9cmaKmq8kY8rK1mWRX+pmJm/uusIOda54per96Hu7+BHi7/EJ/cHH2rb0S2xgRBCSHcT1CNqx44dOH78OIC10a8vvfQS1q1bh/Hxcezf375XB5t29mLL+sbSorQSKm9czWZlbGUVuoWEKqOA/BcIaScYxSx5SDtpD0gmp2JMMArpMeVqdO4ro2REU3NA30OqW6jVaqhUKrh06RIA4LnnnsPQ0FDUPncAcP/+fSwsLODMmTM4e/YsTp48WV+AiOl1X/ziF7F3796o+9XRzvFD1xsKaJ2Acu3TJqV8mpq7SvZCZFRSiiqhVNTjzEJM6YRd2piWRRm6rVeiLX65Mp9CM4TbmW6MDYQQQrqT4GblgsHBQQwODgIA3nrrLZw8eRI7d+7E+Ph4QwPEdsMkoAD74j90mplMzPRzV7NZQaiMAqAVUkB7LBhiCClBWjEFpJdTMbKl8pJRIitKIDc1N2VItRMLCwsYHR2tLxxkpqenUalUAACHDh3C1NQUADQNWzh8+DBOnToVfbEBrA13kLe7urqKc+fOYWFhAWfPnsXf//3fo1arYd26ddH3baJd4kdp11Zs/Gw/gOaSPN2/i1YIKB3iOFxZUj49pHziU2wZ1Q4xxUQe2VJA+oypLPsiuoZ3hAzpaGcJxdhACCGEmEksomSOHDmCI0eO1EsvPvzwQwwPD+Oll16KsfnM0TWkdUmoNOJJxXdbocIq9khunZAC8ivZizW5qGhjtAVJJ+8ByUZr+2ZHqWO2ZXQySocqowTqpL124sSJE6hUKiiXy6hWm/8Nzc7OolKp4MyZMyiVShgdHcXo6ChmZmZQrVYbmsKWSiWcPXs2l+Pu6elpEEHAwwVIK2iH+OGSUEURUCqhWVI6IaWTUWpWFBBPRrWzhFLJW0q1o5Cyxal2lVCMDYQQQogbr2blvojSi1OnTmHHjh31BrXtRp4SKoTHtj9d/wlB12hWxnSRaGtkrl7w5tVUNsYiJctmsDFKUnwbwrrwbXoeIjh1DWV9p3nJTcxdP+3AxMQEHjx4gMnJSe3zlUoFk5OT9emeMzMzmJ2drTd+lRvAqg1i80YsQFpJ0eOH6bxbVAml4tPk3JT9qIs7upjiamDuopMklMp7q39o+MmCNLHNFb/SDPKwxTJTjGpXCQUwNhBCCCE+RMmI0qHeVSkycvmFTBIBFTKC2FQO4YN6LD4ywZYh5cqOEtj6R7UbWWRHAfEbwiZtdi7wKYNQ//74ZElx3LaZWq2GarWKoaGh+mOiMez8/DxKpRKWl5frz6l3wWPx7rvv4tlnn42+3awpSvz488/twKe2b214TP573y4SSsVWuheSHaWLKbrMKCD51LZOJctsqTSxzefPSX6Nb5yzxTI1M6qdJZQLxgZCCCFkDa+MqHfeeSfr4ygcoRLKNR7b9h75JykhmVK2DKmNu8tW8WG76GynrChB1uOyY2ZIpcU3Qwp4OGLbNGobSCdSZbasf6zpp90R5RjqAkKUahw6dAjz8/P1O9+nTp3C4cOHox/HpUuX6plFly9fjr59HzohfuhK8tpVQsnYMqRMMUkXZ3x6/egybLO4EdCOZJEplVVcUwmJca7MKFuMihUHWw1jAyGEELKGV0bU8PBwV4109ZVQWWSEqNsMXez7jOAW6Pp8CHybmbcqKypGvyiV2JOJBLF7SAHJ+kgJkkzfc43alntF+UzPK7JsWlxcbHqsv78fmzdv9t6GfEdbpq+vD7du3UKpVMLMzEw96+fw4cOZNKM9ePAgDh48WO+/dOHCBYyOjuLQoUO5nc87MX74SijXvwOgGP8WXBlSahxy9Y2yxQ9iRyej0sQ6W3yOJQJDYlySLN+i/F1ibCCEEELi4SWiHjx40PTYCy+8gJmZmYaAtbq6ivPnzxd+FLeKrvxCoFt051mS5JpqZMM2glvgklFAcS4CVcQFe1GbwKrELtmTSSqmQqYXCeSJe3KJno+MynvRfeeRT3tLgzuPfBoAcODAgabnXn31Vbz22msxDw1DQ0M4f/581G2aEP2XAODMmTN46aWXsG7dOoyPj2d+vm73+GGbkmfCR0Cpr037byPGvzeTkNLFIddEPZOMSjtRrxvJqowv7eQ9Fd2fqy7epRnMEQvGhjVaGRsIIYR0N14iSje6VTfFo1qtYnh4GH/605/SH1kBaLWE0u03qZBKKqPagW4WUoK0YipUSIXIqCJkfITw9ttvY9euXQ2P9fc395CzYWowu7y8jI0bNyY+thjI/ZfeeustnDx5Ejt37sT4+Di2b98efX/tHD8e/exOAP4leSECSvfepP9WTPuVHw/Z9uojn/HKjlJvdqixxEdGyVm1pgms4tzeyc3MfTF9BzEmyppIE/ds8c5XSLVSWMkwNhBCCCHxSJwRRVqDrkyiSJgWEnnQrkJKUAQxFVK2Z5NRwNpitt0kFADs2rULu3fvTrUN0f9DbTRbrVZRKpVSbTsmR44cwZEjR+rlGR9++CGGh4fx0ksvRdtHJ8UPnYRKI59s2/L5t5Nl5pWvjAIab3b4yigZnYzSnccppMxkJaiAOIM9fISUjqJIKICxIXZsIIQQ0t14NSvvRoqUDaWS5Dhcjcxt0kF3IShfTBat4WzWI7KBbJqcy+OxY5euJGn06tPcXM60e3T51w0L1J77v2v66RZKEuMrXgAAIABJREFUpRLK5TJmZ2frj1WrVdRqNRw6dKiFR6ZHlGecOnUKO3bsqDexJQ/Pt6qEWrp7L6qEUhHbt/2k2a4PpmbmukbmcoxR44luCIatcbkqT7Y8vcn6PDETKx7GinWh8U3Erk5pVs7YQAghhKzhlREFAB9++CH27NlT/11XbtEJ5NmYPA1JMqM6vURPR7tlSclkkTGVpDeHq2xPzowCGstH1X83crZUp1OpVDA+Po6hoSGUSiWMjo5iZGSkUHe9dcjlGbHotPiRpYDKi5DsK1vvKFPfKHG+sGVHiXOa7/ALcY5dev9mS7Nv25W0Qz5iZEYJsihRbxcYGwghhJAAESWmdgwNDWFgYAC1Wq1pcdGuPPrZnXhs+07j80WTUII8ZVTIFKQiLhCyavYqE7vxq0pMMRVbSOn+Tj22/WmjlJJ7SbUr09PTGB8fr/8u5IooRRsbG0OtVsPg4CBqtRpGRkYwMzPTkmNtNe0aP/7Us/ZvTP672gkSSsVXSumElE1GAfpSPQBNQkqVUbZzqHhNEWNN0UkbC2PKKKAxrnWKlGJsIIQQQtx4iaiVlRWcPXsWc3NzuHDhAqampvDgwQMMDAygVCph3759mYyXLQJFlVCCJE3MY8koU8PZotMJUgrQTygS+F7QpxFSgL2kU/wd0/WRAtpfRo2NjWFsbMz6momJCUxMTOR0RM288cYbOH36tLY5eF60e/zodAml4tNLSu0fpcYhl4wC3PHEBWVUepL2lcojC7idpRRjAyGEEOLGS0T19PRgaGgIQ0ND9cdWV1cxNzeHc+fOYWFhAVNTU6jVam1fciFTdAklE5od5ZJRaWmXxUHeUkolL0nluqiXF4RJpRRgzpaSZRQAbWNzEp+pqSmMjo42PX7s2DGcOHECpVIJ4+Pj+Pa3v53ZMXRK/OgGCSXjypLSNTOX45Buoh7QXKoH2JtVk/zxjYtZCSlgLYa1s4wqOkWIDYQQQrob79I8lZ6eHoyMjGBkZKT+2IcffoiFhYUoB9ZqbBJKt2guQiPm0Owom4yKkRXVLjJKkEc/KRWdpMq6rC9ESgmSTN0DHi4+ddlRQLOQesinvfZH7FSrVQwPDzc89tZbb2FychIjIyMYHh7G1NQU5ufn8bOf/Sy342qX+HHnkbW/h90moVRMWVIxSvVk5HhCioEaw3XxMWk2dNEGnXQTRY0NhBBCuoeoU/N27NiBgwcPxtxk7uimAQlME4Tk50w/eSI+g09Gl22anqnsyiYl1AvLdpxu1Gp5Jk/ky6LcMclUvqSTi9QFpyo+Q3uckTDK5TL6+voaHpuamsLw8DBOnz6NI0eO4Ny5c7h//z6+853vtOgo1yhq/Oh2CSVj+i7UGGebqAfop+oJQrNgWn2+7jZiTqRtl3L+TqSdYgMhhJDOxCqiLl++nHoHMbaRNX/qecIpbtLKpFaJKh8plURGydjGcANrMqrdhJQ88jrmhXcSshJTSYSUIERM6WSULKQeXf510w+Jw8DAAE6fPl3/fXV1FQsLC013wr/5zW/ihz/8YdR9d0v86DaW7t7TCqlWyiiSP3nExTQxithpZWwghBBCAIeIOn/+PF544QVcuXIl0cbfeustbQ16u5FHRlMeciqmjFKzolwyqhMogpQC4ospcbGf5oLfJaU+WvylUUjJPyQux48fx/Hjx/H9738fly9fxpEjR7Bu3bqGkjgA2LlzZ/SyuE6LHx/cvIsPbt5t9WEUhlbLKGbTFIO0cdHnzzFGjCKNtDI2EEIIIYCjR9TBgwdx69Yt7N27F8PDwzh69Ci+8pWvWDd4+fJlzM7OYmpqCuVyGfPz81EPOG9a2URZ3nesHlS2puZpG5ir/T2ymKQnMqtaLYN8+mbkRcw+U7oL/dDshFsXq8byTSGjTJl24u/fJ8v7gvZJ9JTLZfzkJz/BoUOHsLq6igcPHuDEiRPYvn17w+vOnTuHctm/Sb0PnRA/bn70R5SABgEl//9Tm9a34KiKw9Lde9q+Ua6eUUBjE3O1gbkQ2uwZ1V7o4rJPbFRjWCfeyCoarYwNhBBCCODRrHxsbAyHDx/Gt7/9bQwODmLdunUol8sol8solUoAgFqthmq1iuXlZdRqNQwNDeH48eOF7PfhS9GmeMWUUklklM/47awpcnlfkcQU0Hhhn/aiPomcEn8vkgopEo+hoSEsLy/jwoULKJVK2LFjR9NrpqamGqbaxaIT4octC0o8181CStfIXCejABibmKsT9fKOLSQ7kgwBYbZbPrQyNhBCCCFeU/N6enowOTmJyclJLCws4MyZM7h06RKWl5cBAHv37sXQ0BDK5TKGhobQ09OT6UFnTdEklEoMKZWVjMrrDnbRJ/IlvTOcBVmM2BZ/xj5Cytbc3jQ965P7kx8b0bN3717t4xcuXEC1WsXs7Gwm++2G+PHBzbsdI6Ns4s32GdXsKFVGAe6JejpMMSWLjFuSHe+t/qHlN2iInlbFBkIIId2Nl4iSGRgYwMDAQBbH0jLuPPLpwssnE2mklEtGAc1TztQ714BdRnGx8JBWy6ml929GL3nwEVKu7CjSWvbu3VuXQlnTbvHjyspH2LbR77XtLqN8+l+5PqNORgGwZkepmVG6rChxfmGZXnuTJDuKtI48YwMhhJDuw9qsnLQXSRqdJ52oZ2syC+jFRJqLz069cM17Ml9WUtBngegzYS82Nz/6Y33Kl+vn5kd/zPXYSOcRs5l5ns3RQ/bjOi6fJuZAYyNzOc7IsSXruEJaQxGm0jI2EEIIIa0lOCPKxLvvvotTp06hWl1baJbLZRw+fBjPPvtsrF20HN0FdlLUBq+xUS/8XdlSMUr1TH09mBXlj3xBntUCK4vMKCCsXE/ALCkCdFb8iNU36qlN663SJ1b2VVLZZfucpibmQHN2lCszSkWXcVv0Um3iRhf7dH+mL+Z2RIQQQgjJkigi6o033sCpU6dw+PBhlMtl9PX1oVqt4qWXXsLRo0fx0ksvxdhNy4gpoFzbzEpQ6RYBKrqGsgJbqV7IxCMuGPzJUkqZJu2FCEOTzJL/zEOklEzJ+yhIu9Np8SNmeZ7Ylk4WxRBeMTKuTFMEdU3MAftUPZ2MYuPy7oPXCIQQQkjnE0VEnT59GufOnWt6/JVXXsELL7zQdgsJmSwkVMj+YoupGELK1VxWRsgoWXLY7nbq0EmYbrtQzStTKsnrbdlVvllSpHvplPiRZX8okR2lI7Q3VZblfrpjMWVH+cgogc9QDN7kIIQQQghpH6KIqAcPHmgfv337Nm7duhVjF7mTt4Ay4XMcSWRVGiGlLhRcJXqyjBKIcgoZ01Qd8T6W961hW2y1ol9KiJACKKVII+0YP1rRlNwlo4pCTBllK9ETsPSbEEIIIaT9iCKivvnNb2LXrl147rnnUC6XUavVcOvWLZw5cwYzMzMxdpEbRRFQIaTJovIVUmlllIoql4Rc0U3V0fU04t1vPa2UVPJikFlSxJd2iR/tPBEvb0wyCkDTVD2TjFJhVhQhhBBCSOcQZWreyMgIzp8/j0OHDqGvrw/lchnDw8OoVqvYv39/jF1kijw9pRNI8llc0/Z00/XUiXrqJD0Zm3TQLRx0j2XRYLubyHs6nytL4frPf9vwQ7qTdogfRZFQPscReqxPbVrf9BMDU5aWGpvUuCPijIgvtil6AsYGQgghhJD2ItrUvJ6eHhw8eLDp8XfffbctJx91AvIFv2+WlCtDSr1jbcuMSttkVleqp/aa4t3vYuNTtieQZdTOzI6IFBHGDz98J+jFmNhn258vpobqaqmemhnliy4rihBCCCGEFJ8oGVE2Xn/99ax3URjEqG35pyiEZkm5sqNkbJlR8h1slmK1hj09n2z6yRv2cCFJKEL8SCN1tqx/LLNJqIKsm6THQBcLbZlRabKiWnF+k2n1uZYQQgghpB2IkhF19OhRfPjhh02PP3jwAOfPn4+xi8Likk3q860u8QjJkrJlR4VkRskIGZXmLjab07op4gIoJDuKdA9Fjh9P9n4q0fvUc6v4PW35t9qwPI94YmuSHoIuOypWZpRK6GTWGPuyPR/rOPL8XEWjiDGNEEIIIcmJIqImJiZw6NAhTE5ONjz+4MEDHDt2LMYuCkmSi/OQ92S9yPCVUvKdaltjWZOM0pXosaQiO4p+wU6JSGS6KX7I59mkUqpoE/tkLi7dwe4tG6yvURuZm2SUiC+6CXpyTJFjiXqTIktxE3KeTSqjin4uNyEfd4zvvl2/B0IIIYSYiSKiyuUyyuUyBgcHm56bnZ2NsYuuxLcfSAx0E4106KYcAWgYuw2gLqRsMiot3XhX2IbuYl2dTkhI0ejW+KE71xZ5YIZLRl1cutPwX4FOTLlklAlbpq1JRgFukRESS5JIkdBYZdpHu8Q8ub8jezkSQgghREe0ZuWnT5/WPn7y5MlYuyAfkyQTy1de+WRJ6Ur2bNlRNhm15elNwPs3vS5UY5T1dQtq+ZtNSKnfPe8+k7zppPiRpidUrBK+rPafpExPiClVSNlklCkrSkaNJy4ZZUM955niUR7nxrwkVNaCKHY5IiGEEEI6i8yblZNikKSJumhwblqUmMZuC9Qm5kBY83JxAbrl6U1Nr93y9CZeoFrQLcLUx95b/YN2scC714QkI+vG5FmhNlXP4nOomVJA800VHwHn07gcSNeLTm00nrbxuO/78xJdcrZSu7Dl6U3sL0gIIYR0EIkyojZu3Ijz589j+/btTc+9++67qFQq2LlzJ9588820x1doYjVxbQW647ZlTZlK91ylegJTfw+BenfWJqHEnW+RTSXodoEil0MA9nI813elbiv0OHS006KHZEcnxo/Y4mbL+sdaXqZnOoY0cU/XQ0rNjBL4ZEWpqL0HQ8SF7nwZ+5xl61mVVnTp0MVU0/NFhDGDEEII6VwSZUT19vZi3bp1eOedd3D79u2G50ZHR9HT04PFxUX8wz/8Q5SDLDKtnoIXE5+MKV2G1OojnzFmR8lZUbo72ZufeaJh7Lb4cd39FHJKfp3vyGx1vHYnjdr2EUxpFh+uPxfbtsW+i774WVxcxMWLFxt+rl+/3urD6hg6JX6ILKKkEqrn/u+iTIjLEtNnSxP3Li7dacqOkmNOqIBTs6JcmbYm8sy4UbOSkmZLud5ri21FPw/Lx1yUTCjGBkIIISQeiUTU0NAQyuUyRkZG0Nvbi3/5l38BAKyurqJareJ73/sejh8/jqmpqagHW1Q6SUYJXFLKJKR06Er0ZGQZBTRedPouKtQLVdPFue2ivegX5r7Iwkf98SXrhrxFllIHDhzAF77whYafdsrOKTp5xY9qtYrp6WnUarUYh10nhnySBZRORrU6G0omq3JDm4wSiJii3tiQb2oA8WQUkL+QSvr6NDdOinjelSmihAIYGwghhJCYJCrNO3/+PE6ePIkjR45gfn4eY2Nj+NWvfoVqda3c6vHHH8fAwED996JzZeUj3JcugpOIJfk9RSjX0/Xj0OEatQ00fh71u9GN3gbQUFIhY5t6ZPs9CSEX6kW/MC8SsSfw6b77FyNtW/23bePqykcAgLfffhu7du1qeK6/vz/SEZG84sfo6CgWFhYwNDSEUqmUaBubPvVoQwPvNFKm6NlPNnRlejFK03WlekCy79rWvFz8bkI3AEMWIK5znkuWxDxnZpW567vdrGKlaf9ZTXxlbCCEEEJaS2IR9cUvfhEA8Pzzz+PWrVtNr1ldXU188d9qTD0rfGlF7yhf8eT7PpOgEp9LnXYEoElIJZl6lIbQSUmkGddixPT9dpLI27VrF3bv3t3qw+hY8ogf09PTKJfLWFhYSLwNlSwlVM/93zVklBahR1ReyDIqJPaabmrI+MYUVVqp2KSUT8aObWppjNeHkPZcHXvaXuiUwFg3KZLA2EAIIYTEI5GIOnjwIL797W/j2LFjOHnyJJ5//nkAwPz8PADgzp07OHfuHHbs2BHvSHOmXWRUUgEVsl2dlDIJKd1iTZVRrsblaWh3GZX1SG3TPgnJizziR6VSwZkzZzA7OxvlmLNAZIuKsjNVRrlIGl+SxjWXHNu9ZUPUeCTiSZKm5VmSplQsVGj5Cin1ve0SA0MlFCGEEEI6h0Qi6nvf+x5GRkawf/9+DA0NoaenB7t27UK5XMbBgwcxMDCA5eVlvPXWW7GPN1eKLKOyElCufbkmHsnZUepEPRlVRsmkFVN5XJTHFEbqxbiPGIqxbwoo0gqyjh+VSgX79u3DwMBA5CNPhisb6tHlX2tllE38pIkraeNaFiTNioqJKysqNiFCyySk8uyfJN/k8Yl/jC+EEEIIsZFIRPX09GBubs74/FtvvYW+vj78zd/8TeIDKwpFvGjPgoUrK/X/H3iy1/g6IaVkIWXLjrLdzTaVVviKKVF24Vo8+Igp+aI59mjtLLCNAfd9r4rPosYk9VqRyUXakyzjR61Ww4kTJ3D+/Hnv91y/fh03btxoeGxxcTF43yGovfNMmGRU2pscthsISY4nK0xxRKDGkLQZtnIpX55Syhdf8WTLDFZjnSu2qYNEfG7sFC1eEkIIIaR4JBJRgu9973uYm5tDrVbDV7/6VXzjG98AABw5ciTKwflQrVYxPz+PQ4cOZdaTqmgyKlY2lCyfbI/rxJRJSOm+pyQySkYWU7pFhq+QEtgu5pfev5lbRlIMfEobbJ+nlROJuFjpbrKIH0eOHMHIyEhQNtSbb76Jb33rW4n2Z8p2Cimxc2GTUUDy7Cjd+VrdT1YT83SYGpfrsJXnueKFL0WXUjFIExtMNx9sE+/apWSQEEIIIdmTSEStrq7iueeeA7A2iru3txff/e538frrr6NareLxxx+PepA2YkxGaidiSCiTgPJ5vSql1MWDvLiRe0allVECsciwCSkg+cLBdPGtXkDHygBSFwKxmtSG3OUOwedOu+l7oXgiQHbxY2FhAbOzs1hZCTu/vfzyyxgdHW14bHFxEQcOHMCG+79vkk22kmNBmgl5ul5Rtkwk200Sl6Ry3WRJOynQxMKVFWvmrSmO6LDFDzW7VhAqqLpBSglcsUEt0QvZju8kQmbYEkIIIZ1PIhE1NjaGoaEhnDx5suHx0dFRjI2N4Yc//GGUg3ORxWSktBSxJ1SoePLZlryIULOj5FI9nYzSESKjAHcJRuyFg07AZFEelzUxMqBc5RkUTsRGVvHj1KlTANDU5Hznzp0YGBgwlutt3rwZmzdv9t5PGsmUhiRlcT4lfPLzOimliiDTcagxSsQD9XERQ1wySiXWzQwgXV9C1yS+0HjjO9kvdLs+ZXRpbkgAepkUUj4oEzO+EkIIIaT4JBJRc3NzWvlz7NgxDA8Ppz4oX4oyGSnL6XghAiqmcPLdl0tIqTIKaJ6iJ/jUrr9s2k/I4sKE74W+wHTBb7r4jiVekvTiSLLtvLa39P7Nlpb+kWKSVfyYnJzEsWPH6r9Xq1U899xzmJubw759+xJv14RPnyfRhNz1WrlhORA+Qc9GSD8pXb8/IDwzyrfETpVRaZqWh8ooGV3mVNKyPjXeqPEkNB75vs9HVLUiDqTZlm+pPCGEEELaj0Qiqq+vD6urq02Pr6ysoK+vL/VB+RA6GcnWkHbx5l3c/ox/fwqV2NPxQrOf8hRQun3byvVUGRU6ilvIKVNT87QT9nS4pifFKp9Tt2d7PHRfRRBARTgGUjyyjB9yebb4/3K5HL1sWxZL8vnrse1PG1/ns01ZRsUgTf8ooHkAhWnbaswyxbCksUqNHwLdzYwYNy8Aexl4CEnFU5L9qHGr3c/B7X78hBBCCDGTuDTvpZdewjvvvIMNG9aEw+XLl3H06FGMjIxEPUAdSSYj+TSkNTVL9bkrm1RGpe351EoJJR9DEhklcMkowD5hrxUyCnA3PQ99T9J9pcV1B5+QmLQ6fsREPW/pzmNCTpnOcaq8EqTJiop1Y8S1nRgZu6Elei5sNy+SEKv5eR74xC319VnAGEIIIYQQF4lE1MTEBC5duoRSqYRyuYzl5WXUajWMjIzg9ddfj32MTSSZjGRrSBuLkClGsSbfZcG1q83ZCjJbt/U0Pea7mJBLPORR3EWVUUCyi+p2uZOrW4ik+dy6bXJRQmTyih/lchkPHjyItj0V1/nK93X3Lr9fl1GuEj1bn6gsS8RVsszaTVOeJ6OWescQU0mlVKzsKh9s/RHzzM5SMcUB0zExbhBCCCGdTSIRBQBTU1P1Hk0AsG/fPuzduzfagZlIOhkptCFtGlzZUe0socRrfGSUbUGhlugBjZkBpsWbTUaZyKq0ot0vlF2LEh+h5LOwCb1LTzqfVsWPrBDnJF2fOx9iyais8IlZur6B8uOu94ZkRYXexAAa/2xiS6mk78laTOUlnnwIPZa0N0QIIYQQUmwSiyhg7Y5zuRx+MZaGpJORfDGV54ViklGxJZS4eI9RoucjoeTXJpVRpublMq5ylhCyKq0Iuesbup2k20q7z9jvkd/LBQWRaUX8yBpZcCSVUsDD3lJCSMWSUVndBJHjT9JYlKZEz1dGCbLIlkqCj8wqejlg1hRJphFCCCEkHl4i6utf/3rQRr/73e8mOhgf8p6MlIbYTcxtJBVSIfJJ916djPJF7RWlQ7fAiDEdKauL+5gTk2wlFklo9QV97M9D2oMixY88Uc9RLjElznNyZqicHSXOlUJI+cqorDNwTTFHJ5V841OsG0K+uP5sWiWqgPyzqHyOo9vlGCGEEELS4yWibt26lfVxBJH1ZCT1IjhNn4q8GXiy1+tiP42AUrejyqgkI7l1WVE20pZZJCmrSHLxHUv+tFoixabTPg8xU7T40So+WvylV5aUXKYH2LOjbDKqiCXgrhsmuqwo1+RVQcwsWpXYZX1pSBK7VNRYFrpN3esppwghhBASgpeIOn36dNbH0VLe/81tXFtnlidAPBm1e8uGli8QYkkoeXsuGaWim6AnFlohQgow382OvWDIS151Cnk26DWxePMubn/G79/b9RybPXcT7Rw/PrH6Wzy6/Gntc3K2ZposTR/knlEyIRJKl2GUVSyynftVCWXKrPXJirKVdQPZSymZVguqEGLILNM2Y5/vszhWgLGBEEIIaTWpekQVgZiTkWyZPMDDqUQhQkpXnidvM/ZCwJYNFVtAqdu2yaiQUgtVSIX2/xAU4S520e8cmy7ykxyjaVtFKS0hJEts5xuTvJCliS9yrygfbOdd8Vyrb45khen7zVNQuWgngeVDkvN9VrKJEEIIIcWl7UVUbFwyCkgmpEzEXAi0SkLJ+0jTM0olyWQkE0WQUoJWihnfC/4sFwauCYdclJCi8MffXAKe2hn8PpeUCBFQcjaUr4QK7a8U8no1Vqnl4KHZUOK/PrHDlEkbmkWr+/6zkFM+hAisVseuJPB8TgghhBAdFFEA/sfSHTz+vz783UdGAX5CyrdZeZqSPVdPqDwklLovsajQZUWZen64SCujBD4X/nle8PNC/SH8Lkg7EXpOUgWIWnKnChVTSZ5A7hGV53CMLLH1iTKRREapqH82rRJTNtJMYtQh4lzScsMi3eAhhBBCSHtBEfUxNoHiQr74z3MxkHRMdh7Id7jTjOXWNaTNY4HAC2xCyKOfdWdDubJrTNlPOslkE08+2VCtllGu87zvMA2BraRbvYGRtMegiTzL+lqFS2yFiC/1tbHjZmwJRwghhJDWQhEVmTwWAaECauu2nlyzomwkyYrKczqSjqQX2OJ97SCyYl3kt8NnJSSEWKVf8vZCsUmoLesfA4CGzChBXlLKJKBcmb5ybIp580IllpwCkvX1EnSSxHJBcUQIIYQQGxRRCrH7HLlwlePFynrylVE3rj4ctd6/bWOqfYYuLNTFlnq32zYdCXBnIcRaBIReYOteXwRhk8VCoRMmShEi+FPPEwD8ZVQSyWTCdj7UvUYVUsBDKRVLSIWUj4tMJrUPopoVFSqjxM0LoDkrykTWcsoXSixCCCGEkDUoonIg5OI9y3I7k4yS5ZPp8bRSCgi/y60rvbAtHlwX+bbn877ITyOBkkidVt+dzrpsg5AsuPPIp+uyp8dw/okpnwB99pNJtvTc/13T6+W+UYK8SvZcE/psMgpYE1HqzSA1i1bFV0apFEVO+ZJGYiWF8osQQgghWUERZUHXaNtGkmbjefZ5CpFQutclkVG6DDP1u5TvcLuI3QdE0E79QFotlWLQCZ8hT6rVKiYnJzE1NdXqQ+laVh/5TJOM0skMWxmdjzBJIlVkVAkFxMuICp3GZ3r/xaU79dhqyo6yocaMpDJKJVQqFllcxSC2/CpiPG13GBsIIYS0KxRRAJaXVvFnf3goWuTG5eIieeDJ3sRT7XRkLaBcF/O+Airpe2RpZSp3dE1CAswLDHnBkOViIORCnBfZJAuGh4exvLyMvr6+Vh9K17Hh/u+1WUehAkp+TQxhYtqnj4QScSytVHKdu037F/s2ZUclpZ65FvH7dWETV50uqZKQNCu5Fdlg7QBjAyGEkHaGIkpCzfpR+1XEQNwF1t0NTkuajKfYiP2qWVRJmtC6Fm+uEeh5EXqxXARx5XvMSRcJRfiMWbOwsIDR0VFcunSp6bnp6WlUKhUAwKFDhxLdtZ6bm8Ps7CzveLcQWUbJ5xsf+aTi0/spCaqEMgko9fckQspXQtkwNTL37dFoyqQ1/ZnkKaiA+CWbaSm6GOtE2cTYQAghhJihiFJQBYqcHZUGk3wJFVK+0++yEFAr1fe8Xtdb3tNwHP3bNjr7frjK80IyCUIWAK28OG+nC++kxyq/r9Ok1IkTJ1CpVFAul1GtVpuen52dRaVSwZkzZ1AqlTA6OorR0VHMzMy04GhJDOTzUBIJZdomECZKfPadV18oG7b9mzKMbQND1CzakLLukN5bnUhMMVZ0qdVqGBsIIYQQNxRRAG5f+w98YuWWVqAI0kzT88kAMpUn+IonGVVC6QSS/Fld+Aoo+fW67Yvv0Gcako7YZS2A++KcF9zx6DQpNTExgYmJCczOzmLXo2uEAAAgAElEQVR0dLTp+UqlgsnJSQwMDAAAZmZmsHPnTtRqNZRKpbwPl6RAlRixJJRpm/J5Ls2+ZBmly0BKW55nw1dCyXEvSbxLQ9p+Xt1KEqnVTbGUsYEQQghxQxElIYSLkCgxZJROuKgX/7Y7w6H4SCj5cZeQCpVQpmPSNTrXTUMS5SUmIZV3HxA2r82GdsoGS0KtVkO1WsXQ0FD9sXK5jFKphPn5eYyMjGB2dhZzc3Pa95dKJUxOTuZ1uMTAnUc+3fRYFhIq7T50vaEEqozKA7G/EPGVVEK5YkZSkv45U2Dp8Yml3RA/GRsIIYSQNSiiNMgZPUmnxQHNEsq1CJCzomJIKB9MQiqGgNLhyooS+GRHAcW76PcVV6244E5TmtENCwTB4uJi02P9/f3YvHmz9zZEOUa5XG54XC7VGBkZwcjISIojJXmQh3hKik1AyQjRH6tUz2fQhA5VTCWJd6Z9h5TpZUkR/r4ULS764hOj/iyH4zDB2EAIIYTEgyLKgK68LCQbKqQht6lpq0AnmFQ5pntNiEzKSjwJ5N5bcmaZLitK4LOwSHPR38qL9aI1snXRTRLrwIEDTY+9+uqreO2117y3sby8rH28r68Pt26FCePx8XGcO3cO1WoVw8PDDSUdpLPxFU2+xBZSaUhz08WEz/dVBFmVNa2SYe0qwHxhbCCEEELiQRHlganhtgmThBLSRfc40HxhbstwatU0PF98Sv9EVlRaGZUUn4v1Tr+wzoNWTjV8/ze3cW2d3yCA27+5DQB4++23sWvXrobn+vv7ox+bL5yI1L1sWf9YdBkFpG9krp6n5XP00t17zmypi0t3jH0RgebMWTV2Js3IEsdnohskVZa4YmqR4iljAyGEENJaKKIs6Er0XFP0XJlQuswnm4BK2mg86wwnX1x9t1RMMgpozSKh2yctZUHRyy927dqF3bt3p9pGX1+f9vHl5WVs3Jis1Je0DzrZkfT8pcoom0AKkTOqjDJl5bpKytXPJR+vfDym4966racp9vnc+Ekjo0zE/HMjzZhEVbvEVMYGQgghJB4UUQ5M/aJcQkpgu+Mr8G0wbntelVM2WdUKSaUKKXWRId/xtvUAkWnVAiFm2UMrL8DZjDc7RP+ParXa0AukWq1yKlIHYxJGT21an0sPI53sscmaPBuZy2WBohzdlBUlx1pTVpTYlrztLMgiI01AybVGSCxqXf5RHBgbCCGEkDUoojxQZRQAo5AyiSf5tS56y3u8ZJFPZhSwdqyy7BLvK0rWVFJ8FwhFvtgvQmPbUNr9rnYelEollMtlzM7OYmJiAsDaQqNWq+HQoUMtPjqSB1nJEVOfJzmjyVXGpstaSlqqpwo213lZyC+5N6LIilJjFeDXbzGL7Kg8yEpyFTnmdTuMDYQQQsgaFFGeqM3L5YtluWQvFFOvJ52M8hVP4phMv4t9+gqvvPDJikoCe4LkAwVVI5VKBePj4xgaGkKpVMLo6ChGRkZ417sDcQmFLM4ztj5Ppn6E8nGI/9eV0Ql85VRotpcso4DGGzhJp9SqGWjdDLO4ig1jAyGEEEIRFYSpAXdWjcNDxBMQfgGftYTyybwSZRc6WlV2wQvtuHRqn63p6WmMj4/Xf1+3bh0A4MGDBwCAsbEx1Go1DA4OolarYWRkBDMzMy05VpINeUjuUKlgK2XToTtOW48n0/k4ZGKdaGguyyO5V1TIhFodqkDrdjEVE97YccPYQAghhLihiEpAmkwlFV0pQsh7i4r8naiZV66G5Sp5CCmZ2HeTeXHejKsksR36gIyNjWFsbMz6momJiXr5BekespRQNpkT65jUbCkg/fnXZ/+qgPIpy/OBYiofTLGz22IgYwMhhBDihiIqAmrZno0Y8qjIAipLQhvxFoW0YqvbLuIJaQeW7t7LtRzM9zwQS97I+wwpPfTJMlUnAcqI4xfZXKKPVMxm6hRT+VKUQSOEEEIIKQ4UURGQJVTekki+g+zqUyVnXmVdlifLOXlf8uOu8dw+uLIBOmGBkWW/Dx+4aCDETRYNs2VhozsPiPOf3KhcIMRNjGNKkk2VhIEne5uEU9bT/ACKqbxh5hQhhBBCKKJSEEtA6crzZHlj2o8qceQeG4C+d1Wezcl1+5KnD+Yh7UyiigsNf0JFGBcTpNOR/03IGTtCRoU277ahZg/ZpuWJ4xCI81y7/JvcvWVDqqbpsaCYag3s2UgIIYR0DxRRgehK8FxCJUnWT/+2/amaoMfKfhKf1/QZxX5s+5C3kTYDKha2hQ0XHekIaVpMSDsiy6FWix9TxpB8HospxmIjJubZSgpDemFlQRbZbsQPNZ70P96iAyGEEEJIVCiiPFEFlE82j0m6qBfcC1dWml577eqqcx+mUjwfOeSDr0C6cfVWU0Nylf5tG/Ff/mp70+Py2O6iwLvh2eOSVVxskHZAFiRZSihZfKlSxvf8JN5fVCGlovanapWM4vmfEEIIISQ+FFEGfMvhQjDd8R14srdJyKhldi6y6v8kf3abQNPJqN7ynrrEUnt/iHKSmI11s4JiihCiIuSQfD7IUvKo0/KSEtJ4PA/k+KeTeTYJlyU8zxNCCCGEZAdFlIRLPtmkiSmzx1e06GSUD2nK93y3L74L3fEJWSb6XKnfoSyh5At7ua/JwpWV+vd0celOLs1p08C+U4QQoDXZRb77tPWVUlHL+EL3lRY5ThYhY4vnckIIIYSQbKGIAvD41r/An/Vurf8uxItOQOmyetTX5Imu0bmrTM6X0Al3aimhKqHkBcaLX9iCH/1iqZCleUmhoCKEFAW1ybkNUw+kPMv5inADgudqQgghhJB8oIgC8Ob/8Z+x6y/+U9PjrrvI6oWzboR2HsgCSEgpOTMprZQSWVGuUkFV3Mnjw20LGbHddijTS0JINgIhhMTi4Xk33Tkmiyypte2sz620kRBCCCGEFAeKKACbPvWo9gJ4y/qS846yLBmEeAkVUraSt1BsUiqJkBJZUWJbpgbqsoSSBRRgXlyIzy1ndA082dsW5XkxYQ+q7PgfS3dw+77fv6WPrrdGJBOSNaGCR417csZUTCnl836xv1ZOzSOdB2MDIYQQ0looohzIF8o6KaVrnuorpNIKKFOpnNy3CWgUUmmyo9SSRbGvJBJKvP6f//vl+jFu3dbT0C+qW1GncBFCSJ6Isj45tv3oF0sAGjNdl+7es57jY5X2UUIRQgghhHQWFFEemLKiTBfHNgFl6omkCihdE3JTNpKKEEM6IRWSHSVeKzcdBxpFm6vJummhsmX9Y3jxC1sasqIu/LSKvV8u17fdTVlRKpRQhJBWI85DH9y823A+zuv8JMdeEVe7OS4QQgghhHQKFFEWfKYOmaSTbxNuHwGlQ82G0gkhnZDyzY7SSSjXQmThykpTRpPtrvmW9Y/h//rf/hP+z//2/wJY++yd3i/KhyJLKPnfQZGPkxCSDrnZuSykQno6xej59MHNu7i4dKceW7IUUqam7YQQQgghJC4UUQbUvhSycEoy6c1VcqcKKFkSCSkkmoarCGnjyk4C9FP2VEwSSr1A15UlAg+FlDimtQWDuWH5337pc/gBfo0bV2/Vj61bRVQRF0EmCat7vIjHT0i34Dslz1cQqaXprsETWbFwZQXXrq7WS8G7sZcgIYQQQkgnQRHlQMiWpBe8Qshs3dZjlFE6MSRPvdMh92ZKUu7nKs1Ty/F8EftUpZlJUIjJSQNP9uLa1cYeVFxotB/MmCKkNfhKKPHaUKHUqol24iaQ6UaMjOnmiPw8YO85xawoQgghhJDsoYgyYCpLAJKVBCxcWdHKKN9SPB1iW2oJnoot20pGzYQSyNlQYjFiW/SI/YkG5MDad7dlfcn4nhe/sMX4XLdQ1MWPa3Fngk3XCSExUYdayDcrxHnGRzYlPaelgRmkhBBCCCEPoYiyIMsoIP1Fo05G2e7wqtPpTMjP2cRWmol5LkTpxI2rt+r76S3vqR/b7i0brL2igIcyKuYCoRULjliEHndWi5q03x8zDAjJnlZlLOWFHCvVwRk+55eQc1Dsc1ZRJJR6HDwvE0IIIaRVUEQ5UGWU7nkToqeGXNpnyowCmhuQ656zCSnf3k++pO3TtFJ9D/3b9nu//uF3mV4eyRfY7SKjYggflbQLjVjfGxdAhJAkiNgpl6PLj5vwKdNzleiJ16WhyLGHNwkIIYQQ0iooojwwySifiUHq+0RDcZ10ksWPepGtTueTezGZMGVbJS0HzOuOu+gbBcTLCnItOkzTD9u9R1VSOZX14sm1/WeeMEtZQkh3sXvLBuCvtjf+/jGxs6FUsuh7Z9uO77k31rFQRhFCCCGkFVBEObBlQ/k2fJWzoi4u3WmabqeWGYj3qMjvFVlV6hQ8VT7ZsqxcQkr04RCIzxvSFDcpYj++2UyuC2ndNkzySX1Nu8solSLfoSeEEIG4KZFmYAgQT7Zk3fcuawlF4UQIIYSQokARZUEWLqbSIvEal5DSySgZV68L9XGdjJIllCyg5H3ZJNZK9T30lvfUH7NJrDzwLdULvbj2EVDq63WLoHYp+WsF8p8JvyNCSBp8GpCrxDjvmPbbqlLjJPsJlXB5Z2QRQgghpDuhiPIk6UWXbvpeqwSGnIWlIhqMCxklc3HpjkW8rT2+e8sG4EtC8jxXf68s2NKU9um+M98/E9t3LWd9hTS+NR1DEaRLqGiTsWUdxLoLb/qO5OM++EyiXRFCOoz/v73763HjOu84/qycGCgkWbNcr7oRpLqZFRRAsmGAqyAoUKBAl3svo6RSFCh6ZS6QF7C8lHMlcF9AUK4vc2WRQHy/FNqrAkVEBoVgN3HEKRwrhSpLuyMnSuG4NnuxOdzD4fzncP7x+wEMa0kOecjZ5Zn5zTnP0VdqTTP8SKq4eRL9VFxRnzNO0EcgBQAA4iCI8qEHJ87paFFCFbfnCbrS6jaiRJ2oqxXqRKan1+mjovTCrs4Ayrlt1NX09Pej13Nyo95H0vWl9M/Hb7qg8/N1hjRuIVSYtnq9Xpwr90lTo+6iPN6L10lG1P3ptvqk8zMq2xRIpM+2bWm1WnLv3j0REbl9+7Z0Op2MW4Uk+PXHbpwXL6KMDHI+bpEXjxY5AimNi15JTHv0aiMhFwAA5VXIICqLk42kghTnwbR+oKiHB84gQYVJQUXK1e3rV9YirbCnj4Jy1pnSAwK3z2HRV6z1elFer+12khIUQilxRm0FnRRlPW1v3lDH77OOQ/8d0V8jDyPIUB6NRkNM05TBYCDD4VDeffddsSxLDg8Ps24aEhS0Wq3iFUbl5XsnjXakEebME0YFrVxIGAUAQDkVMogq+smGW3Chj3bS+YVJfvRAyus+5drf/O3Uz2okVfWN1cAQSue8X3+fYQu7RxHl+eaZrubF76p8Xk504nAe+Ke1WmJePHr0aOa29fV1uXjxYgatQViWZcmDBw8m/YBpmmKapmxtbclwOJRqtZpxC/NN/z4r8t+8W+itC/puDppiF3cl0rKLM1Uv7r7ICn0DAADJKVwQldeTjagryekHYF4hlMh0wXA9lFIBU9DKd373e62wN0/NJJ1zytw8Jzr6ycUiT5L8nj9u8OQWguV1GtoiQ6g0Vlt0OnryQl790v9vRPnj8cnf161bt2buu3Pnjrz33ntJNg0JM01T3n///anbVH/w4MEDgigPbn+XYRfhSNOFb34f6nEvzpwTkegrr4aVRjji9hp5WbEvredZNPoGAACyVbggKm8nG34r64n4j8TxKh7uXFFPv13fRq18JxIcSDmp7S5fuTA18mkRU7KevPxqavrhyWvFK14eZRv9BES9P+f+CBMIuZ2oRd3XcR4bJ6ya52p03q4+Z+XDDz+Uq1evTt22vr6eUWsQRb1ed729Uql4bvP06VP5/PPPp25zG/mA7IQNobzkaTqeH7/vYL6fs0ffAABAcgoXRInk52TDLYTyqu0UlnM0ku6jJ7+b3D/89FguX7kwGSW1fmXNM4xyroTnFkItqqi4/hl99OR3U5/Hxlkj0dcKwy/cUfUookzpiBM0iniHjW7PHRRIJbWanVNSvwt+I6HyeIJ49epVuXHjRtbNQAIODg7EMAzPPkNE5Cc/+Yn8+Mc/TrFV+eI1lS1Po6HUKCevQErdr4s7AjNMXaKkRiflJVzK23dwXtE3AACQnEIGUU5Zn2z4HcQ5RzH5cQuh9LoU+mpo6nmDwii1Ip4Ko7xCqEWfdCyiRlMYUYMO5wlGlPApSujofGyYYEpJ4+Qlid+HsCeCeTkZQ7lYliWtVku63a7v4370ox9Jo9GYuu3Ro0eu03DKLE/Bkxe3wMnJb0XTeQMXAptTXt/bSX5Gi56OCAAAslP4ICrLk43TA/fTgyS3A6Z33txw3d5rFJXbY5zChh6r5tszI6JUCJUG9Rmpz8Drs1ikMAexzs85aN+4TfXzCh2dBef1ul+Kvp2+b9xCSb+i8HGEOQF1G4ngdVIYtT1FOAFGsdi2LTs7O/L+++9LrVbzfezFixcpNlxwcb4Dkwg3yrCqW9TgKOj9LmKUq/58b31ntv8EAADFU+ggKi8nG/FPpKcP6FSooYcbzsDDWSNK5zU1Tw+hdGkWzE4jbAhzMuLWDreCtkEBlNvPzqmTilvwFIZb3a6Ns9+ehEJ6UV71PqII2idx6rLE3QdAUmzblq2tLel0OoH9AopPfecE1bzT708yPMp7GJVUKBTlPeZxyjUAAMiXwgZRZTjZcK7qo6be6SGGV/B0+cqFmYBDn6bnFkqtX1mLHYrkwaJXXQs6eI4S3EWZkhmWM8C58M3vp0YlOVcpjPJczucNw/n687wmkATbtmV7e7vQ/QLC8arRqL6nwwZEXhcn3HhN2c7bFLI8hEBxRiIDAIDlUcggqkwnG27hgQox/KZ0hZla5wyj1M+Xr1yYhCQ3Ns7/6WBwMcXKk5JUCPXk5Veh3mPU0WLzFqlXokyZdAuBwoZRfsuz688bdVSU/nxhP2sgKdvb21Kr1aRSqchwOJzcbpqmGEb6iyNg8T559nJmxLDz+9sr8NBHmCovzpwLHGXqddHCL1iZN6TKMrQJU7w9zvtj5BQAAMurkEFUGU82gg7IVAjlVT9I5HRqmCpiLnIaPqk6UV7T9065H0xmHShEGe2jeE3FCFrFze953CQVQgVRwU7QKKQoV/j12/1CqTjT9LL+ncFysSxLhsOhDIdD2d/fn7qv3W7L3t5eRi1D0vTpeM4QyiuMcnILoUTCj/SMuxBGWbiNCiOMAgAAYRUuiCrjyYYesqjpedU3Vl1Hx7jVDdLpYZTT6Qp6Jz9/IiK/cNSP0qfvqVX1Tix+Zb1FCqofonNeDfeajuFVR2reQvBp1u7S+S3f7hZIRZmWByyaaZoyHo+zbgZS4NZnRvXk5VciZ8/FCtkVv9VVl9E8YZTa3nkbAAAop8IFUWU+2dBrRYm4Fy13Fq5WVK0p53ZRrF9ZE5GTWlR5nL4X9LrOIMXrSqvXAa7z+d0CqUWdcIQNn7Ke7vbizHwnbgCQhJPvwek+c/jpseMCyoko391xAva4gZRXX5S3YEsPmILaNk+9LMInAACWR+GCqLLSC5crYUbtOLd3Wr+y5jodT62kp0ZAOUfxOKc56D55Ntu2PIyWcgZzIuEObIParn+2+gnNIkcu+bU7aDqdm6QKmYsQRgHIBz2MEgk/GlUFK2pUlNOiF8YQ8f+O1+9bRCgVZwq61/3OC196sfgwrwsAAJYTQVSOJBnmqANyZ8FzkZMQyhlA3dg4P3WQqK/gp4dS6vH66kSTA/qE38M8km6HM4yapw1JnuTM81zzfEZMywOQN6qP0vsnEfdQZCqMWiJe/VecUV1uo6/dRnIreVtdEAAAZIcgqmSuvX7Wd2qeM4RyBlD68yj6qCi/QtxlP7j0W0kpSqiTVEgW9wQqL2EhACySW6iih1RZBiNx6ynNw2sks96XJDkF3RkIKl7PX/ZjCAAAcIogqkTUqJ133tw4rZvxA3WFcmvyOP3AUB34uYcTZ+Xa62enHu91tXOZDiDzEuREWR0vL20GgEVyGxXlvDjj7MeiLGaRpKyCsKCp/UmFUVGnrzNiCgCA5UEQVTJetaa8DvD8Aop561YhfewDAMtOD6O87lPUY5xT+aKGIUHBjV+4M28A4zcK2hkGqT7CuQJqlDqCXs+dFFbPAwCg/AiiSiioaHfcaWTOg1RCDwBAnjhXfXXjvE8PreKEK34hlNdFIa/ncQYvftuEWSHXa3qc7sI3v48dRs3Dq/1+9b3e+s6FhbYJAACkgyCq5JIMiwieUDRfPP6VvHI8u2qkm69fPltwawAkTa2cp6aR/1R+IyLuC3UE0af0BY2KCjN1zav+YtRpb16r3KlFRZISNYSKUuDcLRDzar9fwfOk0DcAAJAtgigAAFBY+jTyf/zBX8hP//03cvnKhdBhVJzQKmsq0IobRr04c24yPe/FmXOTECrs6C6v2/XtwwRKQe0PM6ILAAAUD0EUAAAotNMRu2el+sbqZPrd55+djHpRq8UqKnxS96t/r19Zm5rep9eTUsIEI2FrG3kFLc4RyPNOmXNrz4sz56Z+/uTZy5lQKI0QKEwYpfzdWwtvDgAASAFBFAAAKD23UMmL2ygptX2Y4uBeBci9Rgw5JV2rSU01fPLyK9eQK4lV8vz4jWxKcnohAAAoBoIoTOgHvtSDAgAUzcbZb8uNjfMzBcnVaCg1+sYtlHILn9ToKJHpIudeoZZzOlqYQuN6SBNnxT6d1ygunR5GJR14RamBpX8GbgXkAQBAeRFELTH9AHT2wHH6QJhgCgBQROtX1qT6xqq88+aGiEyPUlK3ffLspcgPTsIRFYqoYEr9X5/a5wxO3B4Tl7M/9ipWLnIa5ujtcYZRbgXYwwRQ864gqLZXbXQb+aS3W/8MwwRqAACguAiilpRbYVJ9+WrntAK34fwAAOSZqg11Y+N8QB82HfY4gyaRcEXNvR7jF6o4ayQ5A6CgUVVubXWO3vJbDdAtPHITd7SWVw0oZ+CnBNXoAgAAxUcQtWT0AMrrIFb9rB+8etWWAAAgT669fnYSYKj/BwUo+sp7Oj0k0QubR6VP8QsKV7xqJukhkV8I5aQCHT2Mikvf1i/QCtMmEfei8XrBeAAAUE4EUUvG7WDb7WqlfsCrHksIBaSv1WpJv98X27Zld3dX9vb2sm4SkHvvvLkx6ceuvX42dP+lLtIMPz2Wx5+98Ayfjq3/CHyuY+v036vm21P3OafO6dzCJRUkBT3Oix5GKc7RT373uUmiwPnlKxfk8WcvZP3K2tRtItSJCkLfAAAoMoKoJeQMoz559tL1oFMPqwihgPT1ej2xbVsGg4GIiGxubkq1WpVarZZxy4D88hrdFJZbCBUmePJzsv3bk8Al6rQzv9DJ+Txej9VHO4v4r1anT9VfhOobq5P2MPIpOvoGAEDREUQtqelgyf1gnfAJCDYcDqXRaMhoNJq57+DgQFqtloiI3L59WzqdTqTnrtVqUycWtVpNhsMhJxtAgLj9lwpgPv/s+dzhk5MKo0S8C3J7FUF3ihLeOAupewVVzulw+nQ+L36jqZcdfQMAAN4IokDgBMSwv78vrVZLTNMUy7Jm7u/1etJqteT+/ftiGIY0Gg1pNBrS7XZDv4ZhGFM/9/t92d3dnbvtANypIOXxZ2si8nYqYZSboMLoemjkN1pKf54oxdb1oMwtjPIaTeU3ykoJE7YVuVg5fQMAAMEIogAghr29Pdnb25NeryeNRmPm/larJe12W6rVqoiIdLtd2dzcFNu2Z04iwmi1WlKv1yfPByB5k+l8f/2XIvKXMvzUlF/820mYkFQopYdRIqd1kqLyK+gd9fm8ioU7w6igOlV+wZFfAOX3+kVD3wAAQDCCKABImG3bYlnW1DQJ0zTFMAzp9/tSr9el1+vJ4eGh6/aGYUi73Z783Gq1ZHNzU5rN5sLbDiwrNTp446wxCaTeeXNDfvaneka/kMWEUW4F0fXi3YoeOqkQJ2zgFGXFv88/e+4ZRolMB0r664cJjpztVe2a/lynC7uXqYYUfQMAACeWOoj68ssvRUTkv6zZ+fsAsvP03J/Jo0ePROT07zSOb/43/NV09Vj1urr19XW5ePFi6OdS0zFM05y6XZ+qUa/XpV6vBz7X7u6uNBoNan+kiL4Bure+/X/ydPxMvnhD5D+P1+SLx79K5HmfPbwvIiKvXf7ezH2/PX4slY3TAObPN87LF789DZNeOyPyPwHT4I6eRBsV9cXjX03aol7/109PXvtffyty/dJr8vF/fzF5vPP1f/30tK1u9Mertrl9lupz+ePx9yZtUD76q/P0DX9C3wAAKLKlDqIePnwoIiL/9A9/n3FLAHh5+PBh5CkHq6urcv78efndRz+LtN2rr74qt27dmrn9zp078t5774V+nqOjI9fbK5WKPH8efmRCr9eTg4MD6ff7k9tYpnvx6BuQpj88cL/9ifbvj1NpyXRb1Our1/6XkM+RVFv/8GD6MxARefOfT/9N30DfAAAorqUOoq5duyYiIvfu3ZPr169n3JrFefTokdy6dUs+/PBDuXr1atbNWRjeZ7l8/PHHcvv27cnfaRSXLl2SX/7yl3J8HK2+yNdffy2vvPLKzO3r6+uR25CEer0u4/E4k9deZvQN5cL7LBf6BvoGAEDxLXUQ9dprr4mIyPXr1+XGjRsZt2bxrl69yvsskWV5n+rvNKpLly7JpUuXEm5NOJVKxfX2o6MjWVubrf2CfKFvKCfeZ7nQNwAAUFxnsm4AAJSNqv/hXLrbsqxYqyIBAIqPvgEAgBMEUQCQMMMwxDRN6fV6k9ssyxLbtuX27dsZtgwAkBX6BgAATiz11DwAWJRWqyW7u7tSq9XEMAxpNBpSr9e56g0AS4y+AQCAJQ+i1tfX5c6dO5kVm0wL77NceJ/5cHBwILu7u5OfV1ZWREQmBWSbzabYti3b29ti27bU63XpdruZtBXR5P13L3+QddAAAAhhSURBVCm8z3LhfeYDfQMAAMFWxiy7AQAAAAAAgBRQIwoAAAAAAACpIIgCAAAAAABAKgiiAAAAAAAAkAqCKAAAAAAAAKSCIAoAAAAAAACpIIhCYRwcHMjq6qqsrq5OLY2c9DZZi9rmRqMhKysrU/9tbm6m0NL5DIfDSO0s4r4EsHjL0jeI0D94Ker+BABgWS1lELUsBzhlOmDt9XrSarXk/v37MhgM5MGDB9JoNBLfJmtx29xsNmU0Gk3+Ozw8TKG18ezv78vKyoo0Gg2xLCvUNkXclyimZegf6BuK+X1C/+CuqPsTAIClNl4i7XZ7LCJj0zTHYd96t9sdG4YxHgwG49FoNK5Wq+N6vb7gls4vTrvr9fq42WyOR6PR1H95YJrmuNPpTH4ejUZjERkfHx8nuk3W4rS5Xq+P9/b20mh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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 3, figsize=(10,6))\n", "axs = np.ravel(axs)\n", "for (i, a) in enumerate(ana):\n", " ax = axs[i]\n", " eprm = a.energy_pdf_ratio_model\n", " ss = dict(zip(eprm.gammas, eprm.ss_hl))\n", " things = hl.plot2d(ax, ss[gamma].eval(bins=100),\n", " levels=np.logspace(-2, 2, 16+1),\n", " vmin=1e-2, vmax=1e2, log=True, cbar=True, cmap='RdBu_r')\n", " ax.set_title(a.plot_key)\n", " things['colorbar'].set_label(r'$S/B$')\n", " ax.set_xlabel(r'$\\sin(\\delta)$')\n", " ax.set_ylabel(r'$\\log_{10}(E/\\text{GeV})$')\n", "plt.tight_layout()\n", "axs[-1].set_visible(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, here are the underlying histogram ratios:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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jo7NPi/NPc90JX6PRqOLx+KKmo85kMurs7FRvb69jCElbW5sk7yfU4+Pjs+8DQLXh/L244y51++WudzqdVl9fnw4dOhS4jgAAAKVCQxQWLT+D0vxZfgrJD9dw5yPJ36AMDg461i20nyDyQ0ISiYR6enqMYxfaZzqdZogDgKrF+Xtxx13q9std7/zPPplMKhKJKBKJzPZS6+zsVCQSCZSfCwAAIAw0RGHR4vG4LMtSX1/fknJ/SM6bF6+Zg6Tc0+KgF+l79+5VIpEoOGQhFot5zgSVTqcVj8cDHQsAKgXn78Ufd6nbL2e9u7q6NDY25nj19/dLyiWYHxsbW/QMhgAAACuFhigsycDAgKTchXehm5lMJqNoNCrLsoyn75lMRsPDw46L7+7ubg0PDzv2l06nPZ/IL6Sjo0PxeHzBm4n9+/drcHDQcaz8cpBjAUCl4fy9uOMudfvlrHf+u3G/JDn+DwAAUE4aSl0BVLZYLKahoSElk0l1dHSou7tbsVhMmUxG6XRaBw4cmM2RMTAwoI6ODiWTST300EMaHx9XKpWSZVmOi/ZEIqFYLKa9e/fqoYcekpRLxhqLxXwPk8gPO7nrrrscw0akueEkUu5p8oEDB7R371719vYqk8no/vvvVzweN54iz8+lMj4+XnDWKb/lAKCUOH87z8t+j1tu9QYAAKg4NuDDyMiILcnu7e31fH9iYsLu6emxY7GYLcmORqN2LBaz+/v7HeXGxsbseDxuR6NR27Isu6ury56YmPDcZ1dXl6OcmyTP10LvSbJjsZhRp0QiMVvvnp4ez89XaH9DQ0OBywFAWDh/+zsv+zluOdbbbWhoiJgDAADKWsS2bXsxDVgAAAAAAABAEOSIAgAAAAAAQChoiAKAEkilUuro6FB7e7v6+vpKXR0AQBkgNgAAagHJygEgZPkZskZGRiRJ7e3tisViS5pyHgBQ2YgNAIBaUZY9okZHR9Xe3u753sGDB9Xa2qrW1lZ1d3eHXDMAcFrM+co9vXs8Htfo6OiK1xUAEA5iAwAAhZVVQ1RfX58ikYiSyaRjyuK8wcFBpVIpHTlyRCMjIzp69KiSyWQJagqg1i3lfBWNRhWNRmfLDg8P88QbAKoAsQEAgOLKcta8wcFBJZNJuavW3t6uVCqlrq4uSVI6nVZ7e7smJiYcgRsAwrLU81UqlZIkx1NwAEBlIzYAAFBYWfWIWkgmk1E6nXY8GbIsS9FoVMPDwyWsGQA4+T1fpVIptbe3c6MBADWA2AAAQE7FJCvPd2+2LMux3rIsz67PbqdOndLp06cd686dO6cXXnhB73znO9XU1LR8lQWwZFeuXNHLL7+sD33oQ4vq8fjaa69pYmIi0DYzMzOqr6831m/atEmbN2/2vR8/56vu7m4lk0mGXZShTCajb3/727rxxhuJDUCZITYAAFD5KqYhanx83HN9W1ubzp49W3T7xx57TI8++uhyVwvACnviiSf08Y9/PNA2r732mm7Z9jZNKdjI48bGRl29etVY//DDD+uRRx7xvZ9i56vBwUEdPHjQ8QS8u7tbPT09geqLlfHtb39b9957b6mrAWABxAYAACpXxTRELdWDDz5oJDZ/9tlntW/fPj1++HDBmU0AlMbY2Jj279unG2+8MfC2ExMTmpKtn9cmtfg8zU1qWl+/elpPPPGEduzY4Xhv06ZNgeuwkEQiYeQNQfnI/84RG4DyQ2wAAKDyVUxDVFtbm+f68fFxbdy4sej2mzdvLth9ur29XXfc8f+zd+fRbV33vei/B+A8AQRFarQkgpI8iLZFSHJspxlsglEzNFUiUurNvR1uYpGqVm/TVceidXtXbacvsSgnXbe3fY5IJ133vbRpJLKO26Z51ybltBmaQSQtx7I8URA1WSNBgPME4P0BgSGwzz5ngwR5QPL7WQvLxtkb52yC0PkR5+zfb98zp/ER0fyYS2pUsZaJEi1Lqa8togERYNOmTdi6deusjwnM/XxF1op95hgbiNIXYwMREdHitWiKlcfy6RPrQfl8Pq6YR0S67FpyDwCorKyEpmlJpVsk4vmKiCh9MTYQERFZa9FciHI6nXC73Whra5ve5vP5EAgEsHfvXgtHRkTpyqZpsCs+bFr028aZM2cQiUTm9GWD5ysiovTF2EBERGStRZOaB0SXs21oaIDX64XT6URdXR1qa2t5F4mIdM28m23aN8XH5vmKiCg9MTYQERFZK61mRLW0tEDTtOmi4pqmQdN+/ZdCfX09mpqaUF1djYqKCrjdbrS2tlo1XCJKczYkcdcb0XONavoFz1dERIsTYwMREZG1tMgyXp7jzTffRGVlJTq7uliQlijNnD17Fju2b8eZM2eSLhAb+7fdkLkOpTa1grQ3wxNonrw8q+PR0sLYQJS+GBuIiIgWv0WVmkfJcTx00LRP8GfPL8BIiKwRqwOi2peIUqfmr34W9/x3P+oW+vze/SuFbbv/tivu+Uuf357agdGyx9hARERkLV6IIqIlywb1/OO0ylMmIqJ5w9hARERkLcZXIlqybBqSWBkp+ppULNFNRETpi7GBiIjIWpwRtYAWOlVuodPumApI6SaplZFu92MdEEqFjx79cdKv+bdDH5qHkVgnOzf+Twy9NDw9TMWj+cbYQEREZC1eiCKiJYt1QIiIKBFjAxERkbWYmkdERERERERERAuCF6KIaMmy49cpGKaP269hHRAioqWNsYGIiMhaTM0joiVrNukXrANCRLS0MTYQERFZixeiFqlUFQZX2Y8qFiKndDObgrREqVDgzJG2TU2Gkt5fzV/9TNo2OT4lbVu9plBp/5cuBKRtP/mzj0rbdvz3dmlboStX6dhEC42xgYiIyFq8EEVESxYL0hIRUSLGBiIiImvxQtQilarZR5rNbton8NO/VtpXqmZpEaUK73qTVb5fvzOl+/vsw+ulbX+4c+2c9//Ql1+Vtv3p99+Rtj3ywQ3Stuc+uSXu+Vd+eF7o8+9nrgnbXvlvD0n3SZQKjA1ERETWYrFyIlqybKrFaLVoX4AFaYmIljrGBiIiImtxRhQRLVl2qKdf2MGCtEREywFjAxERkbV4ISpFUlX0u+xj/0Op3/igPyXHU6H6szHtjtKNLYn0CxvTL4iIlgXGBiIiImvxQhQRLVn2JArSqvYjIqLFjbGBiIjIWrwQRURLFu96ExFRIsYGIiIia/FCFBEtWdFis6p3ved5MLSsfLjpR9K2HzV+WHf7I1/7ifQ1j1StkbY99+ML0rYXf3hO2jbTH3+2UtrW1nlZ2rbOlSdt+95bt+KeZ2WI66NUlruEbYmr9P3lp+4U+vyX77wubPu7z90vHQvRTIwNRERE1uKFKCJasnjXm4iIEjE2EBERWYsXohaQLSPLtM+NV/4vpX2pFBAv2eRR2peZgatqd9Tnau3uowCAKy8dSup1eu8FC6cTMLuVkSorozNDnnrqKS7TTbP28H2rpW3feu2q/vYvPCB9zd91y2cl3bu6SNq2zmCm00wPrnNK285cGZC2jU6GpG2T4Ujc87evivs5VL1Z2JabGT9zynP4FaFP97Mfkx6XyAxjAxERkbV4IYqIlixN02BT/LKhaVyim4hoOWBsICIishYvRBHRkqXZNWiK+RdamPkXRETLAWMDERGRtXghyoRKChwAFK6uMO1Tutk8ReI3vvJvSsfzNjxm2mcgOG7a59I7+ikicRRT89bv+2vTPheP/zdpWywlT/U9j2EaHsnYbBpsil82bCF+2SAiWg4YG4iIiKzFC1FEtGRF73qLK3XJ+hIR0dLH2EBERGQtXogioqXLpp5+waWRSMWDT7+q1O9v6j8gbfvR+T7d7Z3vB6Wv+U9Va6Vt5/wj0rYPrS+Wts0UikSkbV/8jY2zet3AeHwh89cviz/fZEh8fXBsIu75ju1rhD6fajklbPt+/U7pWIjiMDYQERFZiheiiGjJstmTSL/gXW8iomWBsYGIiMhavBBFREuWptmg2RTTLzS1fkREtLgxNhAREVmLF6JS5O6PPGzap8iRbdrHXVqQiuEAAOwrC0373FvhMu3zDxfPKh0vv3S9Uj8AcH3kcWFbaGIUAPDA7/yu0HbhzAXpvtZ8+llh2/DNS9L+LG6+fMzmrndlZXRRgaeeegpPP/30fA2NFqlPfGijUr/CbLu07ferxFQzAHDkyF+TYZAedGdBSNoG+S7j2EYC0rZwtkPaNhzJlLZNJKTdHfpoudCnb0Qc++qC+H0e9m4R+ny767L0uERmGBuIiIisxQtRRLR02ZIoNHv7pveZM2ewdevW+RsTERFZi7GBiIjIUrwQRURLlma3JbEyEtMviIiWA8YGIiIia/FCFIAHP/cX0HL1VxZ6+Pd+X2kfH7lnpWmfC33ylY1itq4tUjpeQZb5r+6NK/IVmGJGJw1SOm7b9V8+rTSmd9/TXwlqpo8e/TEAoOJDHxfapm6PRS8Nr2CFPIXw+pkfCduYfkcAYLMlkX7BlZGIiJYFxgYiIiJr8UIUES1Zmk2DpvglQrUfEREtbowNRERE1uKFKBOfeeAOpX7rinJM+zy80bww+Iq8LKXjFRkUwo1ZXWheHF3FOb/5TC4AcBWYH+/nr70PAHj4gXVC25s+PwDAfXep0JabJf9577m3QWl8tPxodg025fQLftkgc9VbxPOTnvVF8nN5QWhId3vG1V75DiNheVtYPrM1MjEmf91MNvk51p4lj28Ou/zndCTsM3xRnO1aqrPIRSg3vpi7s0hceOPDFSXS4xKZYWwgIiKyFhPfiWjJ0mwaNLvig3e9l4TGxkYUFxejuLgYdXV1CATkq8ER0fLE2EBERGQtXogioiVL+YvG7Qctbg0NDejo6EBXVxfOnz8Pt9uN6upqq4dFRGmGsYGIiMhaTM0joiXLZrMpp1/YbLwuv9i1tLSgq6sLbrcbANDU1ITi4mJ0d3fD4/HMap9/84vLAIAH74guaPGh1Wrp05k3zkrbJi++o7t97PpF6WvCU5PSttDYhLRtanRc2jaTzS5PzQuH5Kl/eevWSNu0vPjFNzSdf2OhvmvCtqxN98U91/tDZXPJVulxicwwNhAREVmLF6KIaMlK5m4273ovDU6nU9jm9/stGAkRpSvGBiIiImvxQhSAzR/9TeSWbtBtu3elWCRVT2Vpnmkfu0KdAdU/dyIKfRzZ5mMamDAogDu9H7WPyVqFgu0f2bxC2pabGb0jn50h3n380etXpa/7rYfEYreVf/Kv0v5n/ucnjYZIS4imqS+9rfG7xqJ36NAhNDQ0oLW1FU6nE0ePHoXb7YbX67V6aESURhgbiIiIrMX5xkS0ZGl2W1IPAKisrISmaXj66aetHTwlrampCR6PB8XFxdA0DcePH0dXV5fha27cuIE333wz7tHT07NAIyYiKzA2EBERWYszoohoybLZNNgU0ypid8fPnDmDrVtZf2YxamlpQVtbG9rb2+FyudDY2Ii6ujq0trZKX/P888/jmWeeWcBREpHVGBuIiIisxQtRAD79wQ1Y7d6i23aPQsodADjDg6Z9tLFR8z7hKaXjhTNzlfqZceQUmPZZU6B2rA0O8yK+Q5PRVMArA2Jx3d/bcUe0z4TaexCTmyUW2b3HIy+g63jooLQt+LPnkzr2QjAa72yl4885H1gHZPkIBAJoaGhAe3v7dCpee3s7NE1DW1sbamtrdV938OBB1NXVxW3r6enB7t270fn+EP7Tw9HYsCIn+vkIv/q/lcZz6+13pW2Dl67rb7/cL31NRo48XE+Nyc+ZWflqxdWN2HTOsTGZ712St+XFx47sYjHe2HPE8eX234jfz7pNQp/1JRuFbSGI9cGI9DA2EBERWYsXooho6bJp02kVKn1p8ers7AQA7NixI2672+3GqVOnpBeiysrKUFZWNu/jI6I0wthARERkKdaIIqIly2bXknrQ4hW7AOXz+eK2+/1+VFRUWDEkIkpTjA1ERETW4owoAA+vL8amCv3V3EpGryntwxZ437zTlJiOlig8Oqx2vAyFdAub+XVGrUi+il2MPUstNc+Z6zDvkxH9yK1dKe5zUou2BcbEj+UHNhZL9xnSWULw6pUB+Rg2VpoNU5dKitxySXlbLDRNg6a8MhK/bCxmTqcTtbW10zWh3G439u/fD5fLhfr6+lntc+fqfKwM+QEA9qvRWPDuS+1Kr+17u0/aNto/prt9ctg8RugxSp1TlWmQ+peZnylty3ZkS9sKyvLjno/2BYU+GbliLCv+7d+Lf91P/kk87l0PS487V+X/uVnadv7vG+btuLRwGBuIiIisxRlRRLRk2ey2pB60uLW2tqK2thbV1dUoLy8HANNV84ho+WFsICIistaija6NjY0oLi5GcXEx6urqEAgErB4SEaUbmzZdlNbswTogS0NTUxP6+/vR39+P1tZWOJ0sYE1ECRgbiIiILLUoL0Q1NDSgo6MDXV1dOH/+PNxuN6qrq60eFhGlmegXCZvig182iIiWA8YGIiIiay3KGlEtLS3o6uqC2+0GEL0DXlxcjO7ubng8HotHR0TpQtNs0BRqpcX6EhHR0sfYQEREZK1FeSEKgG66hd/vn9W+1meNY1OOfvHYyBunlPYx0XfVtE9kXP8YcWxqRWcjCoXPtawc0z72YvNly7Vs8/0AQEbpWvNOt3++cE6h2JSZBwBYUSiOaWtZgXSXWTp3Kz/58AZp/yPfbzMdpp5UFyJXKX5Oc5NMfQ/WAaFE9vOdmLo0AgC4/JNuAMCln15Seq2/b1TaFpwM627XW3ghZiIsb8w1mLFh1KZ6bKN9OJ3y+DCWUJQ9u0gsbJ5flidsO//cV+Ke560qEfqUXT4rbLu8Nn5RC71/0rG38X93XhYbb/P7Xpe2rd/318K24MW3pP2N4kYyMSCV8cfouMtlwQ3GBiIiImstygtRhw4dQkNDw3T9j6NHj8LtdsPr9Upfc+PGDdy8eTNuW09Pz3wPlYgspNmi6ReqfYmIaOljbCAiIrLWorwQ1dTUNF2sHAA8Ho/pykjPP/88nnnmGd027dIZ2LIGdduCr6utuDQeGDLto/JHTySkf6c8kT3L/FdnyzTvkz0wYNonIy9XaUzhQfOC8bb8IgCAliPeBbcV3r6bHRHfg42ONdJ93hgNCds+UiHeQY/5+w983GyYC6Lsng8q9btx9qfK+9QUZ9RZdSd+wd2u8aHad6H5fD40NTWhuVm+XDxZZ7L3LfS+6QMA3Hq7DwBw/tqw0muvjU1J28YMZjfJhCLy12QZfFG2Ky49X5wpP3f4J+THHg3JZ365BuNn7mblZQp9xgfGhW2aLT6WlN0rvpeum1eEbeVl8bOcQjpxY8KWBQBw6Iwl5rm/+R/StpDO7+7JP/6KTs+oVM18TeUsJqvO6ff+6Q+kbW/85ScWcCRgbCAiIrLYorwQ1dLSgra2NrS3t8PlcqGxsRF1dXVobW2VvubgwYOoq6uL29bT04Pdu3fP93CJyCKaLYk6IIr9UqWmpgZ+vx8ul2tBj0tEtNwxNhAREVlr0SW+BwIBNDQ0oLm5GV6vFx6PB+3t7Whra0Nbm7z2T1lZGbZu3Rr32LRp0wKOnIgWmmazQbPb1R6z/LLR3d2NiooK3baWlhYUFxejuLgYDQ0NcW3t7e04fPjwrI5JRESzx9hARERkrUV3IaqzsxMAsGPHjrjtbrcbp06pFRYnouVBfXnuJNI0bjt69Cg0TUNdXR18Pp/Q3tbWhsbGRpw8eRJdXV3o7OwUZmUSEdHCY2wgIiKy1qK7EBW7AJUY3P1+v/TOExEtTzZNg81mU3so1tKJOXToECKRCJqamnTbGxsb0dTUBI/HA7fbjdbWVrS1tSEQMK+lRkRE84exgYiIyFqL7kKU0+lEbW0t6urq0N3djUAggLq6OrhcLtTX11s9PCJKJ8nc8U5hQdpAIACfzxe3kqfb7YbT6URHR0fKjkNERLPA2EBERGSpRVmsvLW1FY2NjaiurgYAeL1e01XzjIz3nMHo2A3dtoHea0r7mBgwX0kpEjZfEU+1FkFGbpZpH3tOtmmfiYER0z6Z+TlKY8oZka+eFJNRUAAA0LLFfWr9NwEAWTrvQbhghXSfpXnizxkYk78/d29bLW3b9sT/kbadfu43pW0xaz79rGmfmOGbl5T65ZfeobzPgpXlSv3efeF3lPe5mEXrgCx8QdrYjE232x233e1266ZqUHoaOH8FA13RGBC8ET3H945MKr02OCmu5hkTSn7RvFnLtavN5jBa5a80W201zkSjCT+oS2dV2KlR8bjFbmf8fvrE+Dp+6bywLaNkVfzz4HWhT2Z2dMXWP7m7TGfEUW9NFUvbdn3x29I2PX/1jT+Xtn3xD7+c1L6SkcpV9lLl0i/+P4PWhV01j7GBiIjIWovyQhQANDU1Sac9ExEBgGbTklgZKfqFvaenR2grLS1FWZn8i2siv9+vu93lcqGvrw8A0NDQgM7OTvh8PtTU1EynahAR0fxibCAiIrLWor0QlUqBc1fQF9Sf0TRw8ZbSPvTu6s6GPUvtDyN71phpn9gfT0ayi3LNj5VjPvsKACaHzceUUxKdNZWRK85iih3H7igR2wrkM9O0PPHu9erbM6/0/Pa2NdK2//uCvEaD0R3m+aQ6cwoAtvzGbyj1m4+fxaq77EZmc9d79+7dQttTTz2Fp59+OpVDQ3Nzc0r3R6nXe/JtjF+LzoCKzXDyT8hnOqWjxFlJs3FzXP4zD03JZ/quyclMGIvYtyBD3KZdCMY/15nVNXT5prAt0/lW3PPsO6uEPpHRwej/5ItxJuauHPkM5180/4GwreapddL+RrOe9j0efx4+/vXZnUOTPZ8nO1tq3We/Lu1ftO7OuOdXTv1A2vdD//W/Stu27P+usK1s4yqdnsDozQvS/ahibCAiIrIWL0QR0ZKVzIpHsX4vvfQSNm3aFNdWWlqa1HFdLpfudr/fj5IS+RdgIiKaf4wNRERE1uKFKCJasjSbBpvyXe/orItNmzZh69atczpurP6Hz+eLqwXi8/ngdDplLyMiogXA2EBERGQtXogCMHYziJFJ/fSCkVvmxbwBtdQ8lT969FIQZisrP9O0z+SweeHdnGK1YuUqqXmhsQkA+ul++aujdwPtN68IbVk66Xox9tCEsG08P0/af22R/Od55AF5YfDATfNiqkZpCYkKVm5U6le6+T7lfYYjqa+CnI4pd6o0my2JOiDRfpWVlQDmlnLhdDrhdrvR1taGQ4cOAYh+0QgEAti7d++s9kkL7/q1YYyPRz8XRsW8l7PKIvmiGN2B+JjgyBSLnk+Edc5ZQ/Hn9Oxb4kIYY/6gsC08Fh+vR1//qdAnc21F9L9Z8jgwuaZS2rZ6VKzx85uPVkj7f+Mn0iZ8fGt86tlxeVesf+hT0raLP/u+wSvn7vKLjyfRWz5OI3d29wrbfvJnH9Xte/bsWeyYY/YaYwMREZG1eCGKiJas2aRfnDlzZs53vQGgsbERDQ0N8Hq9cDqdqKurQ21tLe96ExFZjLGBiIjIWrwQRURLlmbTkihIm9xsxJaWFjQ0NPz69Vr09ZHbs9Lq6+sRCARQXV2NQCCA2tpatLa2JnUMIiJKPcYGIiIia6lFYSKiRSiWfqH6AKLpF5qmmaZe1NfXIxKJCI+ZDh06hP7+fkQiEX7RICJKE4wNRERE1uKMKCJasjSbDTa7WJdG1hdIXfoFERGlJ8YGIiIia/FCFIDhmyMYHNWfej2qUyRVT2gyZNonHDIvJG1TLFauUmRzSqG4bkaO+UdgQqGgOaBe1BwAsoryhW3ZxQUAAO36VbG/2+CPv+GAsKm0WP77WJEnFkqP8d0ckrZ9+uN3ysdw27cvnjXtE5NbvMq8E4Bt29co73N8Sr/ofqLXlfcIOB46mERvNQtVAH02dUCIYq6MTmFqgp8LI6f6zRepiPFPiOflIZ1zVkFG/Hs+4hfj8NSouEjF6I3+uOfhSTEGZvQPAgCK12yUjtM2dEvadjVrpbDt8KPyxTSCo38kbfuL/7c77vmX//KwtO+f/+mz0rZk5ZXIY0qy5/vSux6Mez4WvCntW7ROHkNH+68J2z7Vckq379DV84qjk2NsICIishYvRBHRkqXZkviyobiCEhERLW6MDURERNZidCWiJUuzaUnUAYnORlStA0JERIsTYwMREZG1OCMKwNjAOEYn9WsFjCim5oUj5ml3IYU+mYp33jSFFL7JYTF1QThevjxNLSYjV+1jEg6Zp4VNjUZTJXLHxHQ/e2b0OLll4hLGUzeuSPdpLxT7G6VW3OGQp8R9/uGN0raj//KWtC0mu9Bl2icmPGX++wGAqbD552Y+LVQa3XyYzV1v1gGhmBsTU3DB/BxJszehc367NBofH7J0Vi1be3VQ2JZd7I97PtYXFPqs+eB9AICp65fkgzJoy7nvt4Rtw5Py2Hc1IP8bomxdUdzz2kp5bPpzaQtQuLpC2LaiQn4OO/+TfzbYm+hPvvy4tG1wPD798e/+17elfTMy5TWZ7qt+UNj2/fqdun3Pns3HjiPSXSlhbCAiIrIWL0QR0ZLFOiBERJSIsYGIiMhavBBFREvX7fQL1b5ERLQMMDYQERFZird5iGjJ0jQ7NJviQ4umjbAOCBHR0sbYQEREZC3OiCKipctmA2zyuiRCX7AOCBHRksfYQEREZCleiAIwMTCOsTH9yWEDkyGlfYwqFOpWo3Y8veKts+mTO25+vKy8TKUxhSfM9xWeiL5PEZ33S7P3AQBsWeLHMjwUMNipeNyMErGQbUxxYZm0raI4T9r25KfvkY/htu+sLjDtE/Pe+X6lfsERsbC7zM5ytWLpP1De4yJns01/iVDqS7TErMlRC/Pvj02Zd5pHpEmNAAAgAElEQVSj30oozg0A/3J5QNg2NBUfH4I6xcAHdF6XvzI/7rnegh0Tg8MAgMy+q9JxZt/7QWlbyYBP2LZiVBxLzFOfuEva1n01/nW7m/5d2vfYC09L20Z0/k7504N/Ie2fV7JG2nb3o48I2/7+Oz+V9m/4/Efinjf/1Z9I+/7B5+Ul1x986KCw7Ss/PK/b9+aFy9L9KGNsICIishQvRBHRkqXZ7NDsane9NdW740REtKgxNhAREVmLF6IAjIxMYmhC/w+NmwozhgD9Jahnw65YE9OupWhGlN183HbFWWEFOnefhT639xUy2GdWkTibKTyoNnsoJhK8IW3TClZI27IzHNI2R7b5P5cdijOSACArQ+2PW0eu2ow0AFhfIp/RNVPwZ88r73NRm0X6BdFSshAznWQSZ2PpzX7ac1eJsO0f3+6Lex6KiHEqEhK3DV8fTugjzqTqO6M/yyb+dT+StuXc+5CwbfL9Xmn/HfdXSNsmQ4Vxz1v+SNx3zIjOrLCYx791Stj2hT/7orT/w27xPY/5/q/eF7bdu+kBaf+vfeVv457bMuTx6sIP/1ra9tatEWHbDcnfFJdG1GceSzE2EBERWWrO0XVgQD4lnYjIUpo9+mVD5cGCtAuO8YOILMHYQEREZKmkZkS9+OKLOH78OLq7u+H3+xEIxNft8Xg88Hq92LdvH7Zt25bSgRIRJUtLYolu7fYMQhaknR+MH0SULhgbiIiIrKV0Ieq5555DY2MjKioqUF1djUOHDsHlcsHtdk/38fl8OHXqFLq6utDc3IydO3eipaUFGzZsmLfBp8qt8RAyp/TTF/oV09JUUvNU0u4yFVLuovsy76dyvNFQalL8AEAnU0JgD4wDADJ0CuiOD0Sn4a/7rV1C28h770j3mTEp/u4yVt4h7W8bC0rb1hfmSNuGFFLzSvOzTfvElBWq9f3Nu+XF1RP1j6oVNnfoFIaVWdRpfLE72qp9KeWWevwgokWIsYGIiMhSht+sg8EgqqurUVFRga6uLlRVVUn7VlVVYc+ePdPPjx49iqqqKjz33HP4whe+kLoRExGp0pKoA6KxDkgqMX4QUdpibCAiIrKUYXQ9ceIEmpqacPz4ccMvEXoOHToEv9+Pl19+eU4DJCKixYfxg4iIiIiI9BjOiNq/f/+cD3DixIk574OIaDY0my2JOiC8651KjB+ptTFPvhrZKp1U55if+0fnYziz8sGSXGHbUP+YsO13tq+Oe/5Pp68JfUZ1XmfLip/hUux2Cn0mBqOvG7pySzrOnBL56qmRCfG4GWVrpf0xdFPa9GBp/OsimeL7E/NiwkqCMzXuu0/YVlYgT/1+84a4Mm3Mp+5bI2zbu0m+GuvoRF3c8w9UyFfke+qV96RtDQ9tFLblZOifk6cU09qNMDYQERFZK6li5UREiwqX6CYiokSMDURERJZSuhD1h3/4hzhw4ADuv//++R6PJQanwsgLh3Xbhqb0tycaDZn3UykwnqtSYRyqxdFTU4g8R7FYucqYQpFon9DVIaHNUZYPADjzV98R2jbUiHd8pw3rHKdffhc6q1he/DuSKb/zW5S9Qj6G2xR/fQCAHRuKlfr9+zn5nfBED290qQ/AQirF0iOj/XM/kJZEQdoZS3QDwFNPPcVlulNgqcSPD6+Inht+dGtEqX+BZDYHII8ru1bmS19zfli+EMFqnZlGMR9WPH+r/lzJeH8sfiEJvffkp33ijK0//pg77vlo11Whz7XhCWHb+uH4WWM33rgh9MkrkZ/jY/JXyc+j4//2f8R9rhNnEcVkbZGnpWZMxf9Ox1fdI+27+y55/HnzpvgeXh4QZ27FfPrOUmnbD3vF8+7Ll8X3OsZ3eSDuuctgwY5dSSy8AQA7isZ1t+cVyMejjLGBiIjIUkoXom7duoWqqipUVFTgwIED2L9/P4qKiuZ7bEREc6LZbdDsal82NHv0SzKX6E4txg8iSjeMDURERNZSmm/c2tqK/v5+PPHEE/iHf/gHFBcXY9euXfje97433+MjIpo9zXY7BUPhwZWR5gXjBxGlHcYGIiIiSynXiHI4HKivr0d9fT18Ph+am5vxhS98AbW1taivr0dDQwO2bds2n2OdN8OhMAbCId021dQ8FbG0NCMq6W2AWgqYyvFUUgFH9d8awaTC8WL00gZzBqLT8IdviLl24/1iKl9M7G7lTNkuMSUjZvKivOhvxmZ5asw6g5SDmE9ukRdqTfTWLbUiwrKCrXrCir+D7EL1FD6VNDoACP7seeV9qvQ9e/Ysdmx/SXmfumxJpF+o9qOkLeX4QUSLEGMDERGRpWZ1m8ftdqOpqQl+vx+nTp1COBzGo48+is2bN+PrX/96qsdIRDQ7Nhs0m13pwYK0C4Pxg4gsx9hARERkqTmvmufxeNDc3Dxd++PQoUN4/PHHUzE2IqK5iaVfqPalBbWY4kesmLfqggSx4uZ6sguzdLeXbJIvYHCHwbHO/OJ9aduG9Wr1uHL75TM0K/L1xwsAZwb0C0rreXdILDK9MU+cofq/vv2G6b7uukcsuD2QUDg702DcA5cGpW05zkvStmxnodi/xCHtP9n7lrQtsZB5Vt85aV9tyC9tu3v9DmHbtpygtP9Ugfxz1qdTBN7In37yrrjnW8sKpH0vBOQF1EcmxanX4zn645zISkGNOcYGIiIiS80puvb29uLw4cMoKSnBjh3RP4SOHTuWkoEREc2VlsRdb413vRcU4wcRWYWxgYiIyFpJz4gaGBhAS0sLjh8/ju7u7unaHw0NDSgvL5+PMRIRzQ7rgKQVxg8iSguMDURERJZSvhD14osvorm5GR0dHYhEIvB6vThx4gT27Nkzn+NbECNTYQxpqStKLrOlQJ4mEKOXuqAnpFCTemdxjmmfU/3yqfLJGg0pVjWHfrHyrOFJAEDOhLifkWt90n3ZssSPcf5qedFwe4l8nFPnfiVty6i4T9oWk5WnXgR8SOfn1KOXsiCzttD8dw4A44PyNI+FoFIAPTLaP/cDaVoS6RfRz2RlZSUA4KmnnsLTTz899zHQoo0fH1mRjzduRc9Lq3Ki55lrY1NKry3eKE/XWnGX/vlp4vY5UE9+mZgSFnOvzoINMYNX5Qs9zPTJO1dI2/7DJ/+3eL9Dfs4ZDcXH1X6dc5lKLHukVExz/PFr14Rt6xPS/IomxLg+djvmFbud0uMNXJanteklhY3elL8/GYMj0rbwaPzCHFMDA5KeQJ7nN6RtuTff1dm5PG4Es8W0xpgv3iu+128My9NMt5bEv+daWP7v41/elv98X/CsEbblDF3X7Zs1Iv97QBljAxERkaWULkS5XC4Eg0GUl5fjyJEjqK+vh8Mh/yObiCgdaHY7NLva3exYvzNnzmDr1q3zOaxlhfGDiNINYwMREZG1lC5E7d27Fw0NDaiqqjLvTESULmy2JNIvWAdkPlgRPxobG9HW1gafzwev14v29vYFOzYRLQKMDURERJZSuhClV0D21VdfxbFjx9Db24tf/vKXAIB9+/bh8OHD2LZtW2pHOc9CUEsPmKuBKfP0vw+W5Crt66d98hWOYvw6aQlW899OR/tY1Sqh7fWztwAAxTrpgiN9w8K2mLySfGHb0OWb0v5ZpWXSNluRPKVPG5WnFUy/PiRPrUm0Y7U4bj0/uqiemudWSMcEEF2SWtGeL9Yr9VNJt4v5wOd+17TP8LXzeO2dl5T3qUtLog6Ixjog82Gh40dNTQ38fj/a29vhcrnQ2dk5p/0R0RLE2EBERGSpWd3mee6559DQ0ICGhgZ0dXVNb6+urkZjY2PKBkdENBeaTbu9OpLKQ6xbRqk3n/GjpaUFnZ2d6OrqgtvthtPphNfrneuQiWiJYWwgIiKyVtKr5gHAkSNH0NraikcffTSu1kdNTQ0OHz6cssEtlB3OXKzLyNZt+9EteaHRme4u1H/9TFtc5rNVzikWD//cA2Jhz0Tf+eX7pn3W5Jh/BN5XLM6rIjbzrFVnbCuyoncd14+LM4CmRuVj0JstpVfAPKb/V29J24rvu1vaFso1n8GUkdtr2icmp8St1O9Rg6LHiVQn9v3zd76ivM8fnNUvGJso+LPnlfd59x/9k2mfif4UFFTnykhpZz7jR1NTU0pjUGAihF0ro//uY7Hg9x/ZoPTaOz60RdpWUnWP7vapAXmR7PCk/Bxoy/RJ23IVZ0mOD4xL2+4xiIMdN+SzVVU4MsWzVu098cW037syKPS5Pi6+H66s+H/DQzqzkGN9AhcMCpKHkptNrNkvSdtySgzO31fiZ+7KPhcAELp5RdpmnxJn4mr5emXVoxzZ8nOd/doNYdt9efLC7mNYGfc8Q/K3FAB8tFw+41hvVrp9UBwLANiHGRuIiIgWu1nNiIpEIqioqAAAaDNWP/P5fCguLk7NyIiI5swGaIqP2Z0OKUnzFT8CgQB8Ph/cbjfq6upQXFyMiooKdHd3z3nMRLTUMDYQERFZaVbRdf/+/aitrUVvb+/0tvPnz+PAgQM4cOBAqsZGRDQ3mqb+ZUNj+sVCmK/44fNFZwU1NjZOp/15PB5UV1cbvu7GjRt488034x49PT2zHgcRLQKMDURERJaaVWpeU1MTGhoa4HZHU4s2b94Mn8+H+vp6fOlLX0rpAImIZiui2RDR1K63q/ajuZmv+OH3+6f3H6sL1draCk3T0NbWhtraWt3XPf/883jmmWd028bCEbx8PZp69vld0fGW3X+H0nhc98hTb20F+qlO2SvXS18TDvZJ20ozDVKR37ogbZvJniNPVSsoyJK2rTFI6SvNNv8TI9cufsmfHJ6Ie/56UExZ10uRfPln8elrK7LElKqLI9E0tk0GdX/GAvIU+akkU9VtBr+bRMMXL0vbJoflF0dLP/YJYVuoXz+tDQCyM38lbQvniqmE2oQ8/TJ7rD/ueSQzT9q3OFf+Xuh8DBCx63/uIvZM6X5UMTYQERFZa1YXogCgubkZTz755HTag8fjQXl5ecoGRkQ0Z9OpFYp9aUHMR/yIXdjyeDzC9lOnTkkvRB08eBB1dXVx23p6erB79+45jYeI0hhjAxERkaVmfSEKAMrLy5fExafgZAh5YbFANgA86MpV2sfKQvkd45hV21aa9lmtd1tQx6hCUfPdbvN6Ky/5+k37zIeJsFiZdPh2gdgrOoXJVxjcddczNTohbbMbFDKfuCm/i6wiyyEvxiqOQ+1YWp563ZxQhlph4kzFzxkAHPn4ZqV+Xz4pL5ic6K2/+W3TPmfPnsWOF5V3qU+DeloFsy8WVKrjR+xCVCAQENpKSuT/LsvKylBWVpaycRDRIsDYQEREZCml2zwnT57Erl27MDAwILSVlJTAbrdPP773ve+lfJAyjY2NqKiogKZpqKmpWbDjEtEiodkAm+Lj9l3vyspKaJqGp59+2tqxLxELGT88Hg86Ojritvl8PmGWFBEtc4wNREREllKaEdXc3Ay3242iInE54EgkgiNHjsDtdqO9vR3f/e538ZnPfCblA01UU1MDv9+P9vZ2uFwudHZ2zvsxiWhxmU0dkDNnzmDr1q3zOaxlZSHjR1NTE2pqauDxeOB2u9HY2Aiv1ztdM4qICGBsICIisprShaiOjg60tbVJ2xsaGlBUVASn07kgq+a1tLSgs7MT/f2/TiubyxeN94YnICsDe+Czdyrtw1FuntoR6Llu2qdovVpqV2jipmmf0WF5elqMVel7u1bmC9tiRYGDk2Ka5MTwZAqPfkXakt0nztqIKVEoOqv1vqU8isycQrWOSazYY5OkmCbKy1RP93unzzwNFABe7ZK/r4n+vFpeyDmlYisjqfallFvI+OH1etHa2oqGhgb4/X54vV60t7fPen/rS3PxqQejKdXjwWh6sGPjaqXXZt/7kLyxUHKeD4elL8lYKRbnjrGXrJK2rciVF4+e6epPuqVtK+8tlbZ9uFieDnypNz5N8s4d4nv3ty/rpPT6R+OelmaLRcf/nx+KRdhX5cSfo6+Pi2nexZnRffkn5OfK3L5RaZujMFvYNnh1SNp/3CCtPG9FfOp/aEweszOLxJgZc/37/yxsyykRL/zGFN4vj6eRSXEMGeWV0v7aufibgBkG6enrXfLPcMaN93UGo//vQQsll6qvvxPGBiIiIispXYgKBALT9TcS1dfXT/+/2+2eXkJ7PjU1NeHw4cPzfhwiWuRYkNZyCx0/amtrpYXJiYgAMDYQERFZTOlClNvtxmuvvYaNGzcKbUeOHJn+/+7ubjid+stSp0ogEIDP54Pb7UZdXR06OjrgcrnQ2tpqWAfkxo0buHkzfhZRT090OeQqRw7WZYh3OQEgK9+8CDkAZOabF4kuqzIvzFtUrna33ejOacymAvMljq/88qppH9WC7T/3y+8iJ4rNfprpjz4XnfJ+/B/fFtqM7ipHQuJd05DB3e7sIvnvNLdEXLo6RmUZdMek+tLeWobaEtSZG+9W3mfIsUap3waH/uddT7ZiYfPzr72hvE/PYfPPynjfReX9SfHLhuXSKX4ky7HeAe3259+5MXpuKHzgQ0qvDbvukLZFcvXPM0bL0mtjg9I2m2R/AJCjuIDCqil5TMlxXZK2hUPyi4fn34yPuef+Xfw3XaETY+9bUxD3/Hvv+aXHmClxllMoIi6KkXl7dsvQlHz22dpc+Z9GWTozjTNy5P314lPM1Fh8vAhNGMyIyxVjZkzhWnGG68g12TxvYGpEPss1f63O7DejmbYZ8b+/yIR831qx/N9EWOczrA3oL+gRmVKPs/LBMDYQERFZSSm67tmzB4cOHTLt19jYGHeHez7E7pg3NjaioaEBXV1d8Hg8qK6uNnzd888/j8rKyrgHl+cmWtoimjZdC8T8sTTTL06fPo2vfe1reP311y05fjrFDyIigLEBsD42EBHR8qZ0IaqpqQnhcBgPPPCAbsA6ffo0du7cCU3T8Oyzz6Z8kDP5/f7pMXm9XrjdbrS2tiIQCBjWITl48CDOnDkT93jppZfmdaxEZDXbr+98mz3UToeLysmTJ7F9+3YcO3YMHo8H3/rWtwAAvb292LdvH3bt2jW9bb6kU/wgIopibLA6NhAR0fKmHF3b29sRCoXg8XiwefNm7Nu3D/v27cPmzZuxfft2RCIRvPLKK/M5VgCYrjWSmIbndrtx6tQp6evKysqwdevWuMemTZvmdaxEZDFNS+6xxDQ1NWH//v3o6enBe++9hyNHjqC3txcejwfnzp1DeXk5nnjiCRw8eHBex5Eu8YOICABjQ5rEBiIiWr6UL0S53W50dXXh+PHjqKqqQldXF7q6ulBVVYUTJ06gs7MT5eXmNZDmKnYhKhAICG0lJWq1MIhomVC9451MvZBFpKurC08++SSA6LnziSeeQF1dHXbu3InOzk4cO3YMPp8P3/3ud/HDH/5w3saRLvGDiAgAY0OaxAYiIlq+lIqVz5QOKxJ5PB50dHTEzYry+XyGxcqJaBm6XQdEte9SEwgE4oqE79u3DwcOHEBHR8f0NqfTiZaWFhw5cgSPPPLIvI4nHeIHERFjQ3rFBiIiWn6ULkSdPn0a27Ztm++xKGtqakJNTQ08Hg/cbjcaGxvh9Xrh9XpntT9XYRZKs/RXvdv42x9R2oddYWWi8Ih81aOYyLh8xZmZ1u36oGmfofPmq45pNvM/sH754jtKY1Kx6vbqQtfGxFVv/uY7bwIAcnVWaZscmpTuM6yzQl7+ynxp/5E++Yptoclr0raC1fKVqWImh9VXDrRfl69ENZOWrbZqIQDYhgeU+q3ML1Le5/Ca+5X6/fP//APlfe596l9N+0wGzf+9mLLZog/VvkucwxH9DMdmlsbU1NSgoaFhXo6ZbvEjGSu2rkOuP7paWeH626uJrdmi9Nop51pp20RIXM0NACI6q7zFZOTJY0xm2GAV1bDaCmPZd+2QtpWUyFdzHbpyU9r2gTvizzMr7xVXZLvaJZ5zE8/3O4vF+HxpVPy59OJKolu340VBhvzfu99g9To9EzflK9o5CtVXKJ3S+Zlisovk+9FfOdZgBb58eUwZ7RNjSFahfHXdbGf8CoeF92+X9rXdlK+wOLXuPmFbuLtDpycwedF8tV9TjA1xrIgNRES0vClF13PnzmHv3r04fPgwent753lI5rxeL1pbW9HQ0IDt26N/9LS3t1s8KiJKP8u7IC0AXLhwIe650+mEy+WK2+ZwOHTTnVMh3eIHERFjg/WxgYiIljelGVF79uzBnj17cP78eRw7dgyvvfYa6urqsHfvXhQVqc+sSKVUpnjc8fB6VLj0f44sd6XSPrQV8rvfydAm1GbUTL0vv7MYkx8SZwolyrt43bSP94E1SmP6+x+bz8BSuWM9qjNb4Na4/HWuiF3YNvj+kLR/WDIbAQDsmeK+YgK+PmlbjN6daZlsp9ofd44JtRkNAJBZskLt2JUPK+8ze8T85waAwiz1c8FX/th8mv/lc+/gv/+z8i71aZp6fY8FTr9oa2ubXiVu3759OHToUMqPEYlE4Ha74XQ6sWPHDtTU1CAYDKK/v3/Bzt3pGD9UZeRmY9UD6wAAjgceAgBMOO9Qem1wTH7+DctPQVI2Tf6ibHumtC3PtVFp/xkG/05sI/KZliWV8tpeg5eDcc9H+8UZv8MGs4BiTum8Tm/mrIqJ229+cFL++5kw+AVNhMUYkWuXn/eHpuRt9oRzTqnO7N6Y8YFxaZve+5qrM4ssZuDiLWlbflmheOx++ezUgd742Ukj1/zSvs4t8n872X06M+Nu6v99MtUvH78yxgbLYwMRES1vSdWIKi8vx5EjRwBEl3597LHHoGkaGhoa8Oijj87LAImIZi2ZQrMLWJA2EAigsbER586dAwBs374dXq835XXuwuEwuru7cfLkSZw6dQrHjh2b/gLidrvh8XjwwAMPoKqqKqXH1cP4QURpg7EhbWIDEREtT7OOrtXV1Thx4gSOHz/O1AsiSksRzZbUYza6u7tRUVGh29bS0oLi4mIUFxfH1dlIXGxh3759OH78+KyOb8bj8eCJJ57AiRMn0NPTg/7+frzyyiuor69HJBLBV77ylVnX15stxg8ishJjQ3rGBiIiWj6SXjVPz/79+7F///7p1Ivz58+jpqYGjz32WCp2T0Q0O/OYfnH06FE0NjbC7XbD5xNTZdva2tDY2IiTJ0/C6XSirq4OdXV1aG1thc/niysK63Q6cerUqaSOP1sOhwPV1dWorq6e3hYMBtHZ2bkgx0/E+EFEC46xQZBusYGIiJa2lM43jqVeHD9+HOXl5dN3uYmILKFpyT2ScOjQIUQiETQ1Nem2NzY2oqmpaXp1z9bWVrS1tU0Xfp1ZADaxQOxCi30BsRLjBxEtGMYGJekQG4iIaGlKyYwoPYl3VdJZ6Y47sWbdSv3GlfJCrDOF8uVLa0+bFAuKJtIy85SOl6FQP1zLMd/XivvkRWhjQmMGS4PPUPCzy6Z9gpPRwq16hWb1ipTH+A2KuGbZxH3lGiyDnjUs/3mCF4LSthyD4q8xo33yIumJ7Dlqy3qP9cnHNFtaz+vKfTPXqf1MVzO3Ku/zkY1O0z7vjKWiYGoSdUBSeF0+EAjA5/PFpTXECsN2dHTA6XTC7/91Ud/Eu+Cpcvr0aWzbti3l+51v6RI/CirK4bjvXgCArfx+AMCQwbloplGDItUy2Xb5Z3DSoID2mMGxRqfUPtcu1wZpW1ZIfs7M1ykyPb3PO+MLWY/1iUWv/e/1C9v+5XJ8XKrIzxL6nDM4j6swCDeGBcb1DBjUWx8weP9XZMUXPp8Ykv9MBRny/RSMi5/J7CLxPYu5+WZyxb6Hrw9L2wrXFMQ9nzL4e2FiQL6fjKC4KEbg3Uu6fQdvip+Z5DE2LMbYQERES4dSdH311VfnexxERCkX0bQk6oCkbmWkWDpG4heIWKrG3r170dHRMX3n+/jx49i3b1/Kjh+TDvWXGD+IKN0wNlgfG4iIaHlTmhFVU1PDJV2JaPGZxcpIPT09QlNpaSnKysqUDzvzjvZMLpcLfX19cDqdaG1tnZ71s2/fvpSvigQAe/bswZ49e6brL7322muoq6vD3r17F+x8zvhBRGmHscHy2EBERMub0oWoiE6a065du9Da2hoXsILBILq6uhbdUtwZJauRsXKdblskM1dpHxGb+Vup2c37GGQLxAln55sfz2Y37ZORZ/7zaQbpIjPlKvSLpeYZpeH91jrxj6DTfaPS/jd10hIcmfKxjN6S76so0/w9M5KRq57tas8MmHcCEJ6cVN6nUVrETEVZqc/K3bx9h3Jfl8L75Mie2+8CiN31VrubHeu3e/duoe2pp57C008/PefxzOT1etHV1ZXSfcrE6i8BwMmTJ/HYY49B0zQ0NDTM+/l6MccPm7MUtg3RlNNQ0SoAQHAk+ZS7RLKP5ERIvm+bwefYKM1s3GCfMwXH5W3Fro3StqxN90nbHBcTU6uuCH2cGxzCNk9CilrlfeIX/azXrgvb3ho0+CFSJNm0PaPfTXAyPnYZpd8VZcjPhzqZ7rAbpN9tccnTzH0/uihsc5TJ/97ILopPMX//573SvkaxbDwgpoDnlumncGeH1dJjjTA2RFkZG4iIaHlT+jaq6QRrvVU8fD4fampqEArN/Y8EIqK5ikSiD9W+APDSSy9h06ZNcW2lpaVJHVdWYNbv96OkRKGe3DyaWX/phRdewLFjx1BRUYGGhgZs3Lgx5cdj/CCidMPYIFro2EBERMvbrGdEERGlu0gkgrDi+St2ntu0aRO2blUvvK4nVv8jsdCsz+eD02leqH2h7N+/H/v3759Ozzh//jxqamrw2GOPpewYjB9ElG4YG4wtRGwgIqLlbd5WzVtM7KXrkLFGf3W8SZXV8ABoUylKCbAp1iywy1fEmd6Vw3zstmLz2gZZheZpgIC4ApCea2PR5YX23CWO7R/fjq6ak7hiEgCUGqRpjU2IqRKhiLy/UfpDyOgPU4OUvhibwnsQM26UCzODc6P6DJGJgVV2DVcAACAASURBVBGlfpn55isAxhQUqv1xvPrtHyjv8+KWj5v2uTlisBSVogjU011j/SorKwHMLeXC6XTC7Xajra0Nhw4dAhD9ohEIBLB3795Z7XM+JaZn7N27FxUVFXj22WctHpnF1mzGqCv6ZbF/LPrvcCwFM7ZkpxmjTKFMndVBVV43rvjPaHRS/nNNZcvPmWWrtkjbij4Qfy7PKfmV0Cd/tRgLJoZ/Gfc8V2fF0t/8HfGCwFsvdEvHYpXkUvkMVj80yPHTi2k5Bp+Xd/3yFXz1VqHNG5N/iMYHxg2fz3Tl52LaX0zharF2Ul5ZgU5PIOg3X+3XDGODGsYGIiKaL8oXos6fP4/7779/+rleugURUToJR6IP1b4AcObMmTnf9QaAxsZGNDQ0wOv1wul0oq6uDrW1tWl111vPzPSMVGH8IKJ0wtiQvPmIDUREtHwpX4iKrdrh9Xrh8XgQCASELxdEROkkgohyalhE+f54VEtLCxoaGqafxy6uxI5XX1+PQCCA6upqBAIB1NbWorW1NaljLBWMH0SUThgbiIiIrKWUB9bf34+XX34ZX/rSlxCJRNDc3IxIJAKPx4OSkhLs2rULhw8fxokTJ+Z7vEREyiKRX9/5NnvEvpNUVlZC0zTT1Iv6+npEIhHhMdOhQ4fQ39+PSCRiyReN5557Djt37lzw487E+EFE6YaxwfrYQEREy5vSjCiHwwGv1wuv1zu9LRgMor29HZ2dneju7kZzczMCgQBTLogobcymDkiq0i/SQXNzM+rq6oTthw8fxtGjR+F0OtHQ0ICvfvWr8zYGxg8iSjeMDdbHBiIiWt5mXazc4XCgtrYWtbW109vOnz+P7u70KxZqJlxUirBzjW7bWFjti5E9I9e8T2aeeZ/wpNLxVMqfRjTzCW+2/ELTPnmr9ZcbTrR5pXlR8+BkdOSxwuQzfWJVtDDpD64NCW1rcjKl+zwzIBZetRt8oTUqHrsqx+CfxIR51d9JnULrMrn55gXnAWDKoFBsouyibKV+GTmXlPepWgC9qFwsNiuzYcuDpn2GMPeCtLOpA7KU+Hw+1NTUxG174YUX0NTUhNraWtTU1KC5uRkdHR345S9/KdlL6i2W+BHOX4Erg9Fz8vuD0SLMmYoLSmTa5ecg2fnJ6DVjk/LzVk6mfEyqixYOGZzfQhH5ebGgSF7XpmDN5rjnWWHxZ8geFM8v6z8cv3jI2y+eFfqsvLdUetzFyqggudFlE72YZvBRgiNTvqiGXrHy65fk5+L7E4qT5xnEoNF+eZF0Tee4pfdv0O2ba1dc1MUAY0N6xgYiIlo+5h7NZygvL8eePXtSuUsiolnTS48weiw1brcbLlf8heTm5mbU1NTgxIkT2L9/Pzo7OxEOh/H1r3/dolFGMX4Q0UJhbFg8sYGIiJYmwxlRvb292Lhx45wOkIp9zLdIXjHCBSt020an1P4A0TTzfkbLb8dk2NQmqeVkm89kUpFRutb8WCUOpX2VbCo27RO6fWd1z13ikt0d5/qlr9u0Wj7bSm9GlNGsp5DBH5VGM82KDe4iz0ZoaEKt34T6cvGhCbWlwvvPq89eGguozYhKRuapfzXtE77w/pyPE4Ha7MFYXyA1S3SnC4/HgxMnTmDbtm0Aoilx3d3dOHr0aFy/J598Ek1NTXj88cdTduylED/eHwkD/lEAwMhk9N/hSsWZjHaDGamDktlHRrOtjGZLTRjEqbDil+hJg9k4t0bk56oMg7jmLl4f99yeKc4cLsjKEbaFJuJnBq97KCj0GTOYXWPEcXv2WNBghtlSYDS5ym8QU+7IFWcfXxqVz9QOTsbvqyAg/708skWM+zFDV8WZ0Kea/0O378Wp2f3uZ2JssC42EBERASYzorq6urBr1y5cuHBhVjt/4YUXdHPQiYgWQiSS3AOI1gGJRCKL/osGABw5cgRHjhzBt771LfT29mL//v3QNC0uJQ4AKioqUp4Wx/hBROmKscG62EBERASYzIjas2cP+vr6UFVVhZqaGhw4cACPPPKI4Q57e3vR1taG5uZmuN1udHR0pHTARESqlnsdELfbjVdeeQV79+5FMBhEJBLB0aNHhVlGnZ2dcLvdKT024wcRpSvGButiAxEREaBQrLy+vh779u3DV7/6VVRXV0PTNLjdbrjdbjid0SKlgUAAPp8Pfr8fgUAAXq8XR44cYb0PIrJUBFCu77EEv2sAALxeL/x+P1577TU4nU6Ul5cLfZqbm+NWtUsVxg8iSkeMDdbGBiIiIqWCRA6HA01NTWhqakJ3dzdOnjyJc+fOwe+P1pmpqqqC1+uF2+2G1+uFw6FWU4iIaD4t9zogM1VVVeluf+211+Dz+dDW1jYvx2X8IKJ0w9jwa1bFBiIiWt7UKmPP4PF44PF45mMsREQpNbO+h0pfIFoHZOvWrfM3qDRTVVU1fVFovjF+EFE6YGwwt5CxgYiIlp+kL0QtRSORDAxFxJViAGB0Sm3FMpUaAmqr5pn3AYCpDPMV3PJzzVexCxcMmvbJWr9FaUzFm8+a9pl8tRcA8I9v94nHMfjZXZtc0raQzr6MVs0zpr5CnZ7EFYSMuLLUVuFzhNR/Fofiz13sdirvs+89+WqGccfeuFJ5n4PvvGvaZ/ia+HtNVjgSUV41TLUfLR+Xg2MoKoyuGGa7fX4KjuuveJfIphmcz3RWJgOA4Jh83yMGq7wVZsmPNRlWOyeMGZw7Jg0C3PuD49K2/IRV8koKxHNE9jpxzZSCyvh/+0W914Q+4YnrwrYtBfErGp4bFlf7W4qr5T3oElcj/Pnt1R71VBis/Kj3nhkZTVieLxSRv78/eOvWrMaU6FYSMVGGsYGIiMhaKbsQdfr0aRw/fhw+nw9AtBDivn37ppeGJSJaaBGo1/fgVw3rMH4Q0UJibCAiIrJWSi5EPffcczh+/Dj27dsHt9sNl8sFn8+Hxx57DAcOHMBjjz2WisPMm9GpCIYld0kHxtVmuNgVZjIFp8z/nHHkqM2SGVW4KT+RKd5pTuQqWmXaJ2Od2oyoHJd5bZePf2AtAECzi+/XlTejd0vXbl0htAUvBJXGoKI0W/4e3zT4fYci5p+FXJ2fS8Y+qd5X1YTi8j6hU+8r7zOk+Fd41n+cU97nmgfFoqiJRm/N/XceSWJlJN70tkY6x4/ewCi2rI7Ghs2OfABATob5eRUAMpM4F8TkZcrPTYMT8pO+0SytScXZI0bHHhqRz5LpH5002Gf8ezUREme93FFYKmzL2BR/AbJwvbh8/MTAsLBtU8KMqHeH5ON2GMTHZGdNGf2q1+Toz34DgEsG710y/BPJzeRNdtZTMoxikNH7pDemkOSk3BeZ+/gZG4iIiKyVkgtRJ06cQGdnp7D9iSeewK5du9L+QhQRLU2zqQOyVAvSpivGDyJaaIwNRERE1krJhSjZErgDAwPo65t7nRciotkII4KwYmJFrN9yK0hrNcYPIlpojA1ERETWSsmFqCeffBKbNm3C9u3b4Xa7EQgE0NfXh5MnT6K1tTUVh5hXo5NhaSHYQcXUvHGF9IfENAU9t0bUUgJU0kNU6p4P2eVpAzGFDvP0PQBwbrnDtM/ln0SLVOeX5QltHT+8AABYNSAWv/3ER9ZL91mpk7Z3RmcfMUZpDAUG76tKAXTV1DjV/QHArQn1FB+HQXrNTBNJZJ4YpbDMdOtd9dV17AqF2vuGxNSbZM3mrjctrMUeP4ho8WFsICIislZKLkTV1taipqYGHR0d8Pl8cLlc8Hg8eOGFF+BwmNcNIiKaDxEkUQdkXkdCMowfRLTQGBuIiIislbJV8xwOB/bs2SNsP336NFc+IiJL8K734pCu8SMciWCzK75IuWoR8tI8+WxT/5h+cXGjibXjBjMo1zlypG3DioWsjYqVj0zK93FrRF5w+5x/NGE/4s9gt4ljX+tYG/c83+0Wx3RVnIHpXF8U93ynThH3a2PRn2XS4B/8qMEKDZVF2cK2u7a4pP3ffEc+UzRxDCuz5X+SrS8UC73H/MvlAWmbno0Gn029WcFGM4zvyI3f1/1O+Wfx+1cHDUYlvufesnzdnpembPi2+gRc/aMxNhAREVlKLedmDp599tn5PgQRka5YHRDVB6UXxg8img+MDURERNZKyYyoAwcO4Pz588L2SCSCrq6uVByCiChpXBkp/TF+ENFCY2wgIiKyVkouRB06dAh79+5FU1NT3PZIJILDhw+n4hDzanQyjGFJ9Wa74pyxkTG19IdUMUrTiAlK0j9mmjSY7h9jz3Mqjalo+yOmfVaefg8AMDU8Ku2jV8R7o/deaf+/fdknbFuTI/9ov2/wvqgWEE+FncW5Sv1+7pe/V4n2f+5upX6//Nce5X3mKqYiFa7ST6PQc/PNW6Z9/JNjyvuTiUQiCCt+24it3saVkRZWOsePe0oLp2NA9u2UpQyVVSBgvFjEHYX6qVHBcfn5J9dg0QCjj7hRyt1MZfnyc2ZwTN42PCE/n14fiP83PD4lxkm9RTzyMuPTu0q3PiT28Ynn/ZX3xy+sMdovnkM23H4/bAbntTd6xQUwpl9fKi608eM3bkr7qy72AAB3GKTM/fSGfPGGB11iLDFalGNTgTzu/+DakLRNT39C2ub7o/JUzS0Gx313aELYtnqzfsrj6MgwMOfUPMYGIiIiK6XkQpTb7Ybb7UZ1dbXQ1tbWlopDEBElLRQ2rruT2JcWHuMHES00xgYiIiJrpaxY+YkTJ3S3Hzt2LFWHICJKShjqd71ZB8Q6jB9EtJAYG4iIiKyVsgtRi9nYVFi6KpBqal62QsdbI+LU80Qr8sxT5QDgYtA8bUklo8pvMI0+JrRCLeUqz7XBtE/pts0AgBtd7whtn7k9Db/snhVCW3ZxoXSfv/+IeNyXfnJJ2v8zkun+ADA+KP8dqaQs7CyWrxiUKJmUO1XX37iR8mPrvb96fvAfl5X3eb/BKl8xE+G534YOR4CQ6pcNftcgIloWGBuIiIisNatV80pKStDb26vbdvr0aezatQsHDx6cy7iIiOYsfLsOiOqD5h/jBxFZjbGBiIjIWrOaEVVcXAxN0/Dqq69ix44dKCoqmm6rq6tDVVUVenp68LWvfQ1f+tKXUjZYIqJkhJOoA5KCCVikYDHFj6lIBGsLswEAk7enRRRlqd2/MSounhUa191+aUI+jXVsUv4Bzc+SFyQPjpovWgEYFytfrbCohZ4bA/E/Z2DEfAYuADiy44t2l+Q6hD55q1cK2yYGRuKer9omzvzMcUYLe08MymcVV+XK34uBS4PCtpoP3yHtH7wgL3y+yh8/hhyDGbUVY/L3bnWJWKx8tbQ38ItLA9K23e5iYdvosHym8MvX44uodwfk76vRwhd77ioRtmUX6X/usjTz2eVmGBuIiIisNasLUV6vF263Gw6HA8FgEB0dHXjkkUcQDAbh8/nQ1dWFnp4e7Nu3z/IvEkRElD4WKn74fD50dHRg7969cDrVVv4kIiIiIqL5N6vUvK6uLhw7dgx+vx8vv/wy6uvrAUT/8AeAoqIieDye6edERFaYTfpFZWUlNE3D008/be3gl6iFih91dXVoaGiA3z/Hdd6JaMlhbCAiIrLWrGZEdXV14YEHHgAA7Ny5E319fUKfYDC4aO5CT4TDGJfM0S6wy1MeZirMNu/XbzC1PubqoH7KRqKhCfN0iyv95gWp7Tbziuay9yZR8QZxSn8iV+laAEBe2XWhrfI/7wQAjN7sF9r6zsi/lA5fHxG2fXSNvLj55Vti/5hT/fK0gg/qpD8kOjOg9vtT3R8A3BzXL6Sv5/hp8X3V80hpnvI+h66aF2kHkhvnWYX36UZYLY3HSBgR9YK0t1dGOnPmDLZu3TrnY5O+hYgfLS0tcLvd6O7unvU+AKAsPwsZt8+RuRnR/2ZnqN2/MSpwnHn9bd3tBU75566nT37eujYk//e0tkhtAQW7Jj8fZRrEifws+Z8ReQkpg+NTYiy5rhPzEhfRGF+1RuiTkS+e48OT8XHRtUV8XeR2PAsZxOPC1QXSNr30OZvB++PaJF8cIz/hPJhrkJpnN0gJzS7KFrb53xPjaIxRRJ/SSeUsM/gZkJCa97sflKcpDlyWpwT2XB0Wtr3+tnhuAAA/UpCax9hARERkqVnNiNqzZw+++tWv4vTp02hsbMTOndELCB0dHQCAwcFBdHZ2ory8PHUjJSJKUjiS3IPm30LEj8bGRhw+fDgl4yWipYexgYiIyFqzmhH1zW9+E7W1tXj00Ufh9XrhcDiwadMmuN1u7NmzBx6PB36/Hy+88EKqxzsvxqbCGJnUn82RZ1BwdqZshZlTkyHzv2ZU77Zf7De/Izihc/c50VtX5XcoY/qG1O4+bnblm/ZZcd8jAADHlHg3eqrvGgCgqFwsszrWJy/4uuHD4viCF+R3g10GRX89+ZnStp/+8IK0bfq4BvtOtO6OIvNOABzXxDvFMqUKM/MAoGKHUSnbeIEL5p8RAFiVo346uVOh+HHeVARzvfEdCkcQUvwWodqP5ma+40djYyN27NgBj8eT4pET0VLB2EBERGStWV2IcjgcaG9vl7a/8MILcLlc+OxnPzvrgRERzVUkiaW3I1yie0HMZ/wIBAI4evQourq6lF9z48YN3Lx5M25bT09P0scmosWDsYGIiMhas7oQFfPNb34T7e3tCAQC+NjHPobHH38cALB///6UDE4FV0YiIplQJPpQ7UsLZz7ix/79+1FbW5vUbKjnn38ezzzzzKyPSUSLD2MDERGRtWZ1ISoYDGL79u0AoktxFxcX4xvf+AaeffZZ+Hw+FBWppRylQl1dHbq7u+H1emd9IepiYAQTffrpT6sLDIp0ztAbkBeSjbGb1wXH1UF5seyZ3k5RSt3IqHlB6LfGzAujA8BPLpqvTrVm60oAQNm6CrHRdjutLCymSdpz5cW1By+KBbqLN5dK+2fmyYvy9p+7Jm27Z4ND2hazVeWXnKSsPHm6YKI7iuVF2mfSK7grY7s8qNTvt3e5lfcZVvjLXhscAv59biunRQD1u95zOhKpmq/40d3djba2NvT3y9Ny9Rw8eBB1dXVx23p6erB7924MjE+hFNHPv20wWjg5kqlW6H/KIU9/jWTqn4McBqm1d5fKU5+3lMjb3rih9u/35Hn5+1ZdLl+IYthg4Yxt6+LPmf/42hWhz4TOYhhXS+OLeK8fFYtxr9t4t7DNNRiIez5y/ZbQJ1asPG+1PLaP9cnjq168CU3IF2qYMoifxW71v1lWGZyzJ4bFOH7rXXk8/tQjG6Rtml0sD2D0M3w+4bxv9F4UGBSBv3uF+O+qXLJ4yIWJUbRevirdlwrGBiIiImvN6kJUfX09vF4vjh07Fre9rq4O9fX1+O53v5uSwZlJ1cpIRLQ0sQ5I+pmv+HH8+HEAEIqcV1RUwOPxSNP1ysrKUFZWNqtjEtHixNhARERkrVldiGpvb9e9+HP48GHU1NTMeVCqGhsbcfLkSbS1tS3YMYlo8WAdkPQzX/GjqakpbqU8n8+H7du3o729HTt27Jj1folo6WFsICIistasLkS5XC4Eg+IqZv39/XC51FLZ5irZlZFYkJZo+WEdkPQzn/FjZnp27P/dbves07avD03APhSNGwFnNJ0463tHlV6btU6eqjqlk34MADkfvNNwLDJ+gxTrWyNqS09udMpTDr/xi0vStsv9o9K2X03F/55HddK29GabjCasYjumk76nZYmpahlr4mfDFRSKv/fwaDQNfzIQENpisgrlqY5ZheL7NDksT6nPKzNIa7zWJ21LNHpDnjqZkSOuQrrlk5uk/e2Z8j/9psbEz0v+qhJp/4nB+LIGIYNUzQmD0gN5/397dx8ex1Ufevy3erNkS9buOpIT531k7MR2E5AdaICkl+sVFEqJW3ZNH9ry9GkbieTpCzz0aksp2PT2YuRe+vKUm1wp0NtbKG0sXUhTCr1ITmlobgKxFIydxCHWxnGMndiWtPKLbFnanfuHvEK7M2fmzOpltLPfz/PoSXbOmZmzWmt+O2fO+Z1m65TckZdO29ZNX6gROaE8lBZiAwAA/ip6at5v//ZvyxNPPCENDTM5aY4dOyYf/ehHJR6PL2gD7RSzMhIJaYHyk/Xw1Fu3HubH7/gBAMQGAAD8VVRHVGdnpwwPD0s4HBbDMGR0dFTS6bTE43HZs2fPQrfRopiVkZwS0l6eyto+qRURidTp/YqmstZkqoX++XlrktNC9bXzWsjQM1Mj98EFzQTqZ85NutZ5JT1zrOgt1qky1fUzT11DV6yJ468c/ZHymA03rbVsM22eoOdcfF2dxLVmlTox+E333qIsy3njh/oJVNfcpn7KPNdYylvyZR21EfUT/0Lr3qqXLN3uqbzKa0+96lrnwiX3BQDcmKYpWc38Hky/WBpLFT8Mw+AzBWCL2AAAgL+K7vXo7u6ezdEkIrJt2zZ5y1vesmANUyl2ZSQS0gLlp5jpF1u2bBERkV27dsnu3bsXp2Flzq/4AQAixAYAAPw2r+E3hmGIYegv2b4Qil0ZCUD5KSYh7eHDh2Xz5s2L2SyIP/EDAESIDQAA+E2rI+qBBx7wdNCHH364qMboWIyVkYbfOC9nq63Jc0VETrfoTZ9qXOE+fWlCMf1vrqbV7lP8REQ2X9/oWuf/HnSfJnYh7T7tbsIhSe5cTklrc85OzCTVvRyyJnxdWTfznkIrrNPG7BLT5jRs3mLZlj2vHjFX6TCFrOktb1KWXR6x/zcyV2PL9a51cs4fd5+qKSKy9k51EuFirQg3aNed0EyoazdFUmWjQ/LbWW+Mirx0WPuYdmaeemsu0c3si0WxnOKHV5ubV8l05CYREamXmWtXpk7v73HyVfViGDXX3WC//ch3lftsWX+vsuxvhk4qy1bX6k2t/cZB9TFuXqN+zyMX1FOyb16Tfy1vrLO25ZlDr1u23RCpy3t957XW61WmcZ1lW8X5/ATkoVpruyuuzMS8qmb7z0DkpwnN7VSttsYW84o6jppZ9TTxxlX5cW3aIel5XZO3hPsZm6Tjs+dxKKtepY61dmrX5CcZv/CTM4qaIlV16thbUW39t3HDO+2T9198Y1TkqR9ottAesQEAAH9pdUSNjOiv7LIUFnplJADBlPWQB4SEtItjucUPACA2AADgL62OqH379i12O3x17LVxqZu0T2B9/E7rU1c7LZEK1zpxjWM985pe7qvnXnWvd15jhFLtKvcE0xc1kpCLiBxJqZOA54zfNpOn6/g56xPZjStnnnpPr6i3lNVce5PymFMnhi3bqhzq10fUucIyY/bLRYuIVK9yHxlWXa+fBFxX9ao690pXXTmnfpI/V/2N12ofM3rnbVr1ps+5jxjLcXpqnhOqdP+bcpP1kAdE854EHpVy/Fj1z1+UkPk+EfnptaFmw5u19g299rKyrOJnd9gXTKiv62OX3UfU2mnWuMaLiGzf2KQsq6gIKcsOvpZWljUXjPC1G6U7PWV9X4WLh4xfnrbUyUSt7a1qvjnvdcUVmxgYunpdmVC3u8JhRFS2weaBV7a4z8YsOE9NRaW67mV1m8zpKcu2UK06FpkT59SNsmlDYTvzzrMqf0TUyuvUo12dFhGxu95XVNmP5muo1Rs57oTYAACAv5Z2ibZFwMpIAFRYohsAUIjYAACAv0q+IwoAVLKmqZ0HhJsNACgPxAYAAPxFRxSAwMpkTclozqvQrQcAKG3EBgAA/EVHFIDAypr6Nxs89QaA8kBsAADAX3REAQisTFb/abZDHl0AQIAQGwAA8BcdUSIyeWlaQhetq86IiKysVq9iM9eBk+4rhh05dd61zmGHFYjmuv36Rtc6I03uK7gd7H/atc4trXdqtWlq0rqyUaHvHT0rIiJvvq7BUjYeWikiIhVT1m99Vc0tymNW11tX6Qld0Vs9rlBlo3rFn2qblYkKZcb1l6pvcDjXXE6rJRVaca3eanhOKypZ6tbUatWrCatXIyzUuMq6MmKh+jr91QJVsh6mX+gu5Y3yUf/BB+T0+p8REZEnX525NifW6d2Vjt70DmXZ2ovHbbefrLtRuc9Nol7pbOcW9d/9odN6149Kh5Xxjo6oj9G8Wn192NiU/3d+pNn6d3900rri3HcLVte7+9aopc75Kevf6+qGtXmvQ6b1swpdmZj5nzp1DA1NX1aWVdgdM6OOfaEph9VrQ/org5qTE9p1RcR5JT+n1fmm3FeHzT9P/u+jqul69bEd2mROWn/noRX2/7aqpokNAACUOjqiAARWxsP0C93EtQCA0kZsAADAX3REicj5MyNyecr+yVvX4y9oHaOuvsa1TvPqFZ7a5WTwpTOudZ77Rq9rndvffZ9rnUPf/LpWm2obr3Gts2njDhEROTpifbq7umZmlFRNpfXJfKa+SXlMs8r6uw9NOzzVdXgqG1oZVpepjzir5pp1GrWuyriPsBIRMTVGYs1yeNI9V6ha/9+i7pP4UFW19jFDle7trLo4/y//QXnqnUqlpKurS7q7u/1uSln5zX94UZ79g5lrwnvW3ywiIiOa/04aq9WjXUYrbrLdft2l15X7TIfVI01efk092rb7eyll2Vwd9xjKstub1CMYf+0O9Wisl0byR7m0v/1mS50vP2MdHXb4x2fzXl+eto5CSl+2Xscr6/LjeIXNR1BTP/NeKkT9OYYyDvHDplPCsb5TLCpooNPIKrPS4eta1tvcsVDWYfSyXaeLzSiwnIqpgvjgMMqrYmpS3Sa736EiVleOehwdZoPYAACAv+iIAhBYQVgZqa2tTUZHRyUatU5PAgB4R2wAAMBf+gkKAKDE5FZG0vkpdmWkoaEhaWmxz2HW09MjkUhEIpGIdHR0FHX8/v5++eQnP1nUvgAAK2IDAAD+oiMKQGDlVkbS+/F27L1790ooFJJEIiGplHX6U19fnySTSdm/f78MDg7KgQMHJJFILNA7AwAUi9gAAIC/6IgCEFiL+dS7s7NTTNOUrq4u2/JkMildXV3S0QIHsAAAIABJREFU2toqhmFIb2+v9PX1STqttzImAGBxEBsAAPAXOaJEZHT4OQnVHbMte0fbz2gdY9ImmWqhz7xno2ud+/70Ca3zrdRIfJ51SpJ61fHnhhbkOCIiq5rsE/DO9aPDp0VE5LpG6/LLa68mfG9eZU0+XuWQhLt+pTU/gtP3xpBD1vGQQyLzikl1QuCcbK16SXDLuabViVvzT6yXgNwLuwTvKk4JdPNoJl8XEamqcv/3W3lRJz28s+msKdOa+T106+lIp9OSSqUkFovNbjMMQ8LhsAwMDEg8Hpe+vj7p7++33T8cDitvYrB0/ubDm+Rk3Y0iItLkkHzcq4YV9n/TRybUCz7UnVf/fW1uWqkse/BedRLyuSam1Ne+sUvqc98ctl7Lczr/8Yd5r9971w2WOv/x1KuWbS2bm/NeT9sMSUlftl6XCq/tNuteSEUoqyzLqXFIDB6yCSAVlerrqVOOcZ1jF6u6Qn2sKYdrnd3vpdLhWIWxtsJ0iKFTl5RldgnRQ1OXbSqKZFY7HEcTsQEAAH/REQUgsIpZGeno0aOWsqamJmlubrZsV8lNxzCM/E4AwzBmy+LxuMTjce1jAgAWBrEBAAB/0REFILAypoeVka4+2t+xY4elbNeuXbJ7927t846Ojtpuj0ajMjIyon0cEZGOjg45cOCApFIpaWtrm53SAQAoDrEBAAB/0RHl4sAzr2nV+82E+xS+X/r8d13rvPIfj2udb+Wada51Gq6zX61lrvOnhhfkXCIiZ44841pn6vIWERGZsJmiMXTqnIiI3H1DxFLmNDR+Yso6ZcZphkOlQ6HT7Jua6tXqwtx5a/SnVtQ4zQ2Zw8vS0VWap5/yMNNA9x1Vm5pT+ETEXLHKtU5m9UXt46lkTXP2JkKnrojIY489JuvXr88ra2pqmndbitXd3e3buctdtrJGmlYWFyY//+/HlGV/+HO32G5fH1FPWd3Vr75WtzTXK8ve3aK3tPsffvNFZdkHW63X65wbV1cry77W/ta81z98/YKlTk2ddf/9j/yvvNe/+OZPWeq8cdE6ZXwqmz+9q8LmWl9dMXORr3a4/jpdm73OnnOKNw4z3qzn9XZa2/euw+6tOyUeKHx/Tu+pqkI9hbS22mbHmgbbulfqzji0SA+xAQAAf9ERBSCwcisj6dYVEVm/fr1s3rx5XueNRu1v/kdHR2XNmjXzOjYAYH6IDQAA+ItV8wAEVlZzVaRM1pzNA7JlyxYJhUKeplsUyuX/KFy6O5VKSTgcLvq4AID5IzYAAOAvRkS5GDv2vFa9z/7Bv7jW2bD9l13r3HT3+7XOp+Put7uvYvfoFx5yrTMxclLrfDe+7Rc0jnVKRETOnLeuhnPD5ZnVl46PW1fEidpM38hZUWXtT6212ZZTU+lUpp5XoDOM32mlokJOUzbmqvJwTNPjMtNa59ecQljtYXW/ulr3L9zTK+ynZXhRTB6Qw4cPz/updzgcFsMwpK+vTzo7O0Vk5kYjnU7Lzp0753Vs+OtbL9vneCmkmn7n5NVx9Qqln21TT7V++3/9N2XZRz79Lq1z/+2v3KEs2//KuLJseEy9+ufB1/NXGt252TqN6au3WVcKrFnxwbzXdtdVp1X+cuziQEUoc/WY6jjgNG3P7rrtVN/LFDmnqhUOk/Ps91Nf97xMCVQff4aXqXlOMW/SZma3arW+iSn3VYrdEBsAAPAXHVEAAiubzUomq3fTktWspyuZTEpHR4fEYjEJh8OSSCQkHo/z1BsAfEZsAADAX3REAQisYpbo1tXT0yMdHR2zr0NXn/bnRqW1t7dLOp2W7du3Szqdlng8Lr29vZ7OAQBYeMQGAAD8RY4oAIGVMUU7D0jm6r2Gbh6Q9vZ2MU3T8jNXZ2enjI2NiWma3GgAwDJBbAAAwF+MiAIQWJmsKdPaKyMtXB4QAMDyRWwAAMBfdES5uPDGMa16b/vwr7vWSZ+ZcK1z4tnvaJ3vVz/R4VrnK11/rXWshTL+k5dd65w78WMRETl5xvpl7j/d1iwiIpdsktCed0gwPm6T5dQpQezKaocktQ4JbFdWuyfjrqnymAVWg25Scy+8JKutnNar7KWZlyrdc26MT7onI3aT8TD9Qrceytuf/8sRrXrv+9jbPR/75sYaZdnOv3tOWfaxX97i+VxevP0G9cIBdQ7X041ral2P/eQ/PWnZdvzR3817/bc/fN1SR2cNBbu/6dxVJWuqr0FOlx77+OE0uFx9XSlMcp5xOK9j+LE5hdP12DQ9Jj53uDSaofxCp/N6vaJXVtif+HJm/tdqYgMAAP5iah6AwMqaHpboNhduiW4AwPJFbAAAwF+MiHKhM9JJROTKJZu1hwt8+tfe4lrnaxvWaJ3v8X8Y0Kq3EMaffkirXuPdD2of63cee9FSdnxkZsTY9g3WJb7P263tfFXWtD6tdBoR5TwuTf2UfEpj5ZzqKf2+XYdBXkVrWKH3Jz3tYREgp5EDc9V4eEOXNBpw7oo/I6KYfgEnA0WMdFoI+z6ijh9XHEaIvL/nWa3jP/iuFmXZ+94U1TpGMaI3vcm1znvWW+PigZPnLdt0RklVXh0OWu0wLLRwpNJ8OMWiwrIKh1FPdnHO6RwO1WXK4ZpeafN7cfpdZQoO5TQiatqhUVU2710VcnWn1DkhNgAA4C86ogAE1mKujAQAKE3EBgAA/EVHFIDAyq2MpFsXABB8xAYAAPxFRxSAwDKzppiaNxu69QAApY3YAACAv0hWDiCwzKwpWc2f3M0GCWkBINiIDQAA+IsRUQACyxRTTKesvQV1RUhICwBBR2wAAMBfdESJyDNf+7Rs2rRpXsd46jXrCj6FHvvRKdc6Lx58Xet8d2z/Wdc6B/vdVx07d+LHrnV0VsMT0V9dT0TkK11/bdn2oU/MnOfsxBVL2cpq9XJClya9ra52wWE1tkhdtbJsYsp9pbdaD39RFZor11VX6A9cvKi50lxtlf4xJ6bmv3pdMRYiQSzTL1AOahxWeftm+13zPv49e/5dWfa9T/6csuzJV8/lvb735tWWOj/8s593Pf9ffe+YZdsv33GdZdtljdU4p64u81bttESdA7tzVNcUN7j8wpX81WDra4r7SjZ+2bqqbKOXYOTC6fdauMqe0yKrVR5W3xMRySg6iqaIDQAAlDw6ogAEVm5qhW5dAEDwERsAAPAXHVEu3vRbf69Vr6qu3rXOmusaXeu88h+Pa53vVz+QdK0zeeltrnV+8I/uI6J0Rzqt+8Ae1zonH/+k8pi5kVfv/Zs/sZQdH7+k1Yaca1bWKMvW1KpHPRU+oZ6rutL9qbeX0UONK/T+/Lw82R67NKVVL6s5JUFEbySYiMiUh6WFqh1GcORc0hjd4Mp0fkJfWBcoRd948ayy7NqGFVrHuPuGBmWZ06gnJ3YjoIrx8J/8hXXjZz5u2RS/c13e6/FJm5FCV6+7dmU5N6xW/87sRufajebJcYophSN+HD8qh+tTwwprm5xigdP1125UltOIqMLfh1NsOecwejlsE+euKGLKgnQMERsAAPAVycoBBJZpipimqfkzsw8JaQEg2IgNAAD4ixFRAAKrmOkXJKQFgGAjNgAA4C86oly8/OVfXbBj6Uzz2/TeuNaxvvT3P3Ct8/rBf3Otc+s7P6B1Ph0Xz7w2r/1z0/V+//EjlrKP3Wso93vxzAXLtlvCK5X1nab5Oc0um9KYdmeXNFblmpXqKYJzHUvrT0u8vqFW89z6f/pDp9wT8YuINGhONRRxTgqf45SgXhcJaQEAhYgNAAD4i44oAIFlmh5uNjzkzQIAlC5iAwAA/qIjCkBgmaapnZidmw2Uql+6/Rq/m7CojHvvs2y7d/0ay7amVfkjLe0ShecWfzh1YVJ5vhPn1GVrV6kXwrDjlOi7cCGKkw7ndWK3oIVTQvLRS+qRu3YjUZ2uoYW/Y6dFK5xGudr1CVVW2L+HCsV2L4gNAAD4i44oAIHF9AsAQCFiAwAA/mLVPACBZZo/veFw/WFlJAAoC8QGAAD8xYgoF7+175BWvS/v/BnXOnfcc7trnf/zG61a57vtwa+71vlvf/lHrnU+9bHPaZzt5zXqLJy/+sBtlm2f//djyvrvv32tZdtkRp1YvHfohLJs4op6v4+/a72ybHZ/jYTmOU7TI4r1ROqsVr1LDu+zUL3NtA87W9c1ah/zH577iWudM6+e1j6eCisjAaXvua73WLZ999i4ZduVgmlh45PWa+z1V/9bW6V+Duc0/e4Fm8UxjIh6cQyn6WiF09gmM+ppfNfVr1CW2Tk7MaUse/PaVcqy76RGLduuWan+fURq86dDrq1X1007LOaRGrMuyqH6jEYc3psuYgMAAP6iIwpAcJmmfn4P8oAAQHkgNgAA4Cs6olzojHTSpTPaqfHuB7WOVVVb71rnq98Oax1roYw//dCiHXvrjer3sqW5zrLtz586rqzf6PB09++2q8vGGtRPvXOcEtMWskuka6e+Rv/PVJXctdCGZvd/Pzn3bbQmBbZTcWVC+5giza41XqkYlS97OKIdMzvzo1sXABB8xAYAAPxFjigAgZU1zdkpGK4/PPUueel0Wjo6OiQSiUgkEpGOjg6/mwRgGSI2AADgr5LsiOJmA4AO7WS0HlZQwvKVSCRERGRwcFAeeeQR2bdvn7S1tfncKgDLDbEBAAB/leTUvEQiIYZhyODgoAwNDcn9998vqVRK+vv7/W4agGVkZvqF7hLdi9wYLKpUKiUHDhyYjQOGYYhhGLJ161YZGhqS1la9hSDK1cPPqhcQeOCu65VlfvnP66qtGyvzn61NZaxJuX9wIi0iItevrlUeuyKknuJ8S9g6FbxhhToheV21+nnfyyP5CbqvWWnznq467zCV2y4h+q027cw567BQRm2ltb1eFuE4fXFSWRapU78/u/3uuSliW/eKx8TtdogNAAD4q+Q6orjZAKDLFP1pFabw1LuUGYYhjzzySN62XDw4cOAAsQHALGIDAAD+KrmpeW43GwCQU8z0iy1btkgoFJLdu3f723h4Fo/HbbdHo1HlPqdPn5bnn38+7+fo0aOL1UQAywCxAQAAf5XciCiR4m82zpw5k7dtIW82Nn6017XO6wf/zbWO7spz7/7rp13rfP9rX1mw8y2U3KqAXs/bZnhbAfBNTfqrws311GX1v6HP/dNzrvufPJbWPtc733qDVr03O6wYWOjDd1yrVe+5Uxe0j6nr+GX1tItCPzk37lrHaYqHLi/5PXL1Dh8+LJs3b573ueG/np4eCYfDypghIvLQQw/JZz/72SVs1fK0HKffORnNWqdnfefl0bzXm2ziwJa1DSIicnZiSnlspxVNz1+xTlNzmnJ2JaO+/qxdlb9Ka7hW/ZUsfdnb1Lw3HK6flQ5TD+tXWNsQqVW/v3Bdfv1Xxi4paopMOqwqe1OjdSrh4dP2cer4qJcVWu0RGwAA8FdJdkQV4mYDgJ3cyki6dREcqVRKksmk9PY6PyR48MEHZ5Oc5xw9elR27NixmM0D4CNiAwAA/ir5jqjlcrPx0v9MuFcS9zob7v9HrfPVrm50rbN2y71ax1pKxY7AOnxa/ZTVLrHs7U3WJLU5v7hBPerpvQ9/X1n2hfidyrKczm8ccq2Tc2h41L2SiPzV9rXax/y65ois+zau0T5m5SW9Y746rk7YW+iXbr/Gtc4L5mnt4ymZppi6NxHcbARGOp2WtrY2eeSRRyQWiznWbW5ulubm5iVqGYBlgdgAAICvSrojipsNAE5YGan8pNNp2bp1q3R3d7vGBQDlidgAAIC/SrYjipsNAG6yWQ/TLzTrYflKp9Oyfft24gIAR8QGAAD8VZIdUUG+2bh2/Tqtek8m3afd5RKDO9d50rXOUic0t1NbrV7gcZVN2VefO6msf0PEmhQ159sPvE1Z9vuPH1GW5UxPWRPZqrz1tiateq9MrdQ+5n0ba9wricjfHXxD+5gfuVNvauA7btQ+5JIxzYyYWb3PxDT1PzssT9u3b5dYLCbRaFSGhoZmtxuGIeGwtwUPsLx9x2Zq8x/992/nvX6syzod/nvHZvb7xI3qKcfP171JWVZdaZ0KfvD188r69TXqKcvRgiTnr6TVU9DtEpLnjF2yJl5fUaWOmdesVCcfH7dJin59Q62y/o/PXsx7vWWteqGQS1PqoUV2Sc4v2CSGFxGZ8BBnVYgNAAD4qyQ7orjZAKDDzGb1bzayzL8oZalUSoaGhmRoaEj27t2bV9bV1SWdnZ0+tQzAckNsAADAXyXXEcXNBgBtWf2n3qJbD8uSYRj6yYdR8nZuto4ofTb+s3mv7UbSblnbICIiz1RElMducDjvzY3W0UFTGfW/u/OKUT0i1lFOG9aoR78eKRh5NNf1q1dYttU6jIhyYjda6ifnLyvrf+v5/NG1Pzp5Tln3A5uuVZZtvMa6wMi6evuvqC9m3BdrcUVsAADAVyXXEcXNBgAAAAAAQGkquY4oANBlZrNiZph+AQD4KWIDAAD+oiNqmdFJQr6QdBKR6yQ91z1WsdZHrFMPnPyXe25e8Db87j23utbx0s4zE9aksHYyHlbseeo1ddLcuXQTkJc608P0C+1pGgCAkkZsAADAX8UlEQCAEmCa2dkbDtcfc+ap95YtWyQUCsnu3bv9bTwAYFEQGwAA8BcjogAEVjFPvQ8fPiybN29ezGYBAHxEbAAAwF90RAXYQk2VW8wpd344fPqSsmxLc52yzOv0QDdNKxf+z+/aeuuKR+WMJbqB8vHNb7+Y9/rIKesKbmevruq26Tbrqns5n3nPRmXZyfNXLNtOXZhU1r++wbrKXs6Jc/mr0UXr1NfvyWn19an3hyct25ymdD/0DnUsO1h5nWXbC2cuKOu/9dZo3uvGWnVceyJ1Vll2YtQal992i/3KhideHVceRxexAQAAf9ERBSC4TA9LdJvkAQGAskBsAADAV3REoew4jXpCsGSzWclq3mxkeeoNlLQXv3hf3mu7hTbe9uFfFxGRvr94WHmc7/+/X1CW/d6vv8WybVV1pbL+bbeq482n/vW1vNd73rtBWff2a9THOXjCOkJo03UNyvqZxrCy7COfedKy7e8/cY+y/rqCUbi7+o8q63649QZl2TM220YvT9nWHZ/UW+jDCbEBAAB/0REFILBYGQkAUIjYAACAv+iIAhBYuZWRdOsCAIKP2AAAgL/oiAIQWGYmI2ZG82ZDsx4AoLQRGwAA8BcdUQCCy8NTb+GpNwCUB2IDAAC+oiOqzNklcy00/vRDS9ASYOGRBwTAXN/53btn/if3Xxsf/NshZdlf/m9r2U+e/Zay/ufvfr+y7M9/5+15r3/r0R8p6/7KXTcqy546eMqy7eU3zivr3xJZqSz709/cZtl24tyksv5Uxsx7/cE71ynrfuGJl5Vl3/ofPZZtf/bFP7atm8mattu9IDYAAOAvOqIABJaZ9ZAHhJWRAKAsEBsAAPAXHVEAAmsmIa3eTQQJaQGgPBAbAADwFx1RZY5pdwiyIDz1TiaTMjAwIOl0Wjo6OqSzs9PvJgElodj4NtD9JU/1r9lwl7Ls+NPfVJa99KE78l6PX7iirPt7ux9Vln3h0zst2774zReV9f/40YPKspFT1il93R9/p7L+1w/lTwu87doGZd07bwwry1Z+/AHLtprKCtu61YrtXhAbAADwFx1RAAKr1POA9PX1STqdlsHBQRERaWlpkdbWVonFYj63DABKF7EBAAB/zf+xEgAsU6aZlWw2o/VT7PSLoaEhaWlpsS3r6emRSCQikUhEOjo6PB87FotJV1dX3uuhIXUiZQCAO2IDAAD+oiMKQGCZmYynHy/27t0roVBIEomEpFIpS3lfX58kk0nZv3+/DA4OyoEDBySRSHg6RzgclnD4p9NZBgYGeOINAPNEbAAAwF90RAEIrFweEL0fb0+9Ozs7xTTNvKfScyWTSenq6pLW1lYxDEN6e3tnp1MUI5lMSjwel9bW1qL2BwDMIDYAAOAvckQBCCzT9JAHxFy4PCDpdFpSqVTeE2rDMCQcDsvAwIDE43Hp6+uT/v5+2/3D4XDeTUwymZSWlhZpb29fsDYCsOeU5Lzx7gct20ZT6uTfTj71sc/lvY4adyrr/tpvvFtZ9vFdX7Vsq197q7L+mMf2fu5fm5RlBx7717zX23b8vLLuwf6nlWXjx63J1Yfuvc+27uTIceVxdBEbAADwV1l3RE1OToqIyPDwsM8tAVAo93eZ+zsthnkpLRndp9mT50RE5OjRo5aipqYmaW5u1j5vbjqGYRh52w3DmC2Lx+MSj8ddj9XR0SGJRIJpF0uI2AAV89KYZVu2qlpdf3pK+9jT504py84et16XZvc7/4Zl25Ua9de7zMUz2m0SEblw6hX1sS7kH8up7vS515Vldr9XVYfTlfTM74nYQGwAAJSusu6IOnTokIiIfGindeljAMvDoUOHPE85iEQi0tDQIOdT9k+VVWpqamTHjh2W7bt27ZLdu3drH2d0dNR2ezQalZGREe3j9PX1SU9PjwwMDMxuY5nuxUdsgB9GXlKXfWVAXWZnfH5NyfP9H3xJv+73exbsvMdeesyxnNhAbAAAlK6y7ojasGGDiIjs27dPNm3a5HNrFs/Ro0dlx44d8thjj8n69ev9bs6i4X0GywsvvCA7d+6c/Tv1Yt26dXLkyBEZG7M+ZXeSyWSksrLSsr2pST01ZTHF43ExTdOXc5czYkOw8D6DhdhAbAAAlL6y7ohavXq1iIhs2rRJNm/e7HNrFt/69et5nwFSLu8z93fq1bp162TdunUL3Bo90WjUdvvo6KisWbNmiVsDr4gNwcT7DBZiAwAApYtV8wBggeXyfxQu3Z1KpfKW3AYAlA9iAwAAM+iIAoAFFg6HxTAM6evrm92WSqUknU7LTvIOAUBZIjYAADCjrKfmAcBiSSaT0tHRIbFYTMLhsCQSCYnH4zz1BoAyRmwAAKDMO6Kamppk165dviWbXCq8z2DhfS4PPT090tHRMfs6FAqJiMwmkG1vb5d0Oi3bt2+XdDot8Xhcent7fWkrvFnu//YWCu8zWHifywOxAQAAdyGTZTcAAAAAAACwBMgRBQAAAAAAgCVBRxQAAAAAAACWBB1RAAAAAAAAWBJ0RAEAAAAAAGBJ0BEFAAAAAACAJUFHFEpGT0+PRCIRiUQieUsjL/Q+fvPa5kQiIaFQKO+npaVlCVo6P0NDQ57aWYqfJYDFVy6xQYT4oFKqnycAAOWqLDuiyuULTpC+sPb19UkymZT9+/fL4OCgHDhwQBKJxILv47di29ze3i7Dw8OzP/39/UvQ2uLs3btXQqGQJBIJSaVSWvuU4meJ0lQO8YHYUJrXE+KDvVL9PAEAKGtmGenq6jJFxDQMw9R96729vWY4HDYHBwfN4eFhs7W11YzH44vc0vkrpt3xeNxsb283h4eH836WA8MwzO7u7tnXw8PDpoiYY2NjC7qP34ppczweNzs7O5eieQuqt7dX+++wFD9LlJZyiQ/EhtK9nhAf7JXq5wkAQDkrq46onHL4ghOkL6xjY2OmiFhufMLhsNnb27tg+/it2DYv18/Nje7fYSl+lihdQY8PxIbSvJ4QH+yV6ucJAEC5K8upebrS6bSkUimJxWKz2wzDkHA4LAMDAz62zFmptlslNzzfMIy87YZhKIfuF7OP3+bT5tx0okgkErgpCaX4WSL4SvE6W4ptdlIusUGE+KBSqp8nAADljo4oB6X6BSdoX1hHR0dtt0ejURkZGVmwffw2nzYPDAxId3e3DA4OSiqVkra2tsVooi9K8bNE8JVifCA2lO71hPhgr1Q/TwAAyh0dUQ5K9QsOX1jLy4c+9CHp7++XWCwmhmFIV1eXDAwMLNubYSAISjE+EBvKD/EBAAAsR3REYdZy/cIajUZtt4+OjsqaNWsWbB+/FdvmeDyeN9Vm27ZtIiIlOdXGTil+lkCQEBv8R3ywV6qfJwAA5a7K7wYUq6enR2sJ4q6uLss0BF3L5QuO1/c6ny+sc839wtre3u6hxQsr9/mlUqm8zzKVSkk4HF6wffy2UG3OjXpQ/TsoNaX4WcJf5RIfiA3lERtEiA8qpfp5AgBQ9vzOlu6HhViNZe6qQ8vNQrU7t5rSclh5xjAMs6ura/a17hLdXvfxWzFtLvx8cv++l8vy6ipeVycrtc8SpSnI8YHYUPw+ywHxwV6pfp4AAJQzOqJclOoXnKB9Ye3u7jZFxBwcHDSHh4fN1tZWMx6Pz5YPDw9bbqTc9lmOvL7P4eHh2ZvIsbExc3Bw0AyHw2Z7e7sfzfdE9XcYlM8SpSno8YHYULrXE+JDsD5PAADKGR1RcwTpC04Qv7B2dXWZ4XDYFBHLZ5B7v172Wa68vs/h4WEzFouZImK5yVyOcu+h8KewvFApfpYoPUGPD8QG932WM+JDsD5PAADKVVl1RJXbF5ygf2EFgIVSTvGB2AAAAAA/hUzTNHXzSQEAAAAAAADFqvC7AQAAAAAAACgPdEQBAAAAAABgSdARBQAAAAAAgCVBRxQAAAAAAACWBB1RAAAAAAAAWBJ0RAEAAAAAAGBJ0BGFwOrr65NUKqVVt6enR9Lp9CK3CADgN2IDAACAv+iIQiD19PRId3e3GIahVd8wDNm+ffsitwoA4CdiAwAAgP9CpmmafjcCsLN161aJRqPS39/vab90Oi233nqrDA4Oat9siIgkEgm56667pLOz02tTAQBLhNgAAABQ2uiIwrLV09MjIiLt7e2e9ksmk5JKpaS3t9dSNjQ0JAMDA9Lf3y+pVEq6u7slFovNlm3dulX4kwCA5YvYAAAAUNroiELghEIh6e/vn72JmCuZTEpXV5eIiKRSKctT8ZaWFunq6pJ4PL4kbQUALA1iAwAAwPJAjigEytDQkIiI7Y2GyMzNxN69e0VEbKdmxGIxefTRRxevgQCAJUdsAAAAWD7oiILv9u7dKy0tLRIKhaSlpUX6+vpEZCYvR0flctQVAAADAElEQVRHx2y9RCIhyWRSksmkRCIRaWlpmZ2ikTMwMOCY+6O9vV327NkjAwMDtuVbt26dvWEBAPiH2AAAABBMdETBV0NDQ7Jnzx7p7++XsbEx6e7udqyfuzEZHByUWCyWdzMiIjI8POx4szEwMCBdXV2SSCRsl+SORqMyOjpa3JsBACwIYgMAAEBw0REFX6VSKYlGo2IYhoTDYYnFYo45OMLhsLS3t4thGJJMJkVE8p5Sj46OSjgctuyXTqclkUhILBaT9vZ2iUajsm/fPks9wzBsb0IAAEuH2AAAABBcdETBV7l8HaFQSNra2izTKQpt27Zt9v+j0aj2ee6///68J+SxWEwGBweV9bnhAAD/EBsAAACCi44o+CocDsvw8LD09vaKYRjS0dFhmVJRWN+J3VPrdDotAwMDeUlqR0dHpaWlpejzAAAWD7EBAAAguOiIwrIQj8elu7tbent7badF6FqzZo2kUqm8bXZLcQ8NDdmunlS4LwDAP8QGAACA4KnyuwEob319fZJKpSQWi0k4HJb+/n7HhLJuDMOwJJQtfBI+NDQkra2t0traatn/2Weftd0OAFg6xAYAAIDgoiMKvmptbZVHH31U9uzZI+l0WmKxmPT29hZ9vFgsJul0Ou9Jdzgclu7ubtm7d6+Ew2FJp9PKc6iehgMAlg6xAQAAILhCpmmafjcCWEhtbW3S1tYmnZ2dnveNRCKyf/9+nnwDQMAQGwAAAJYHckQhcDo6OqS7u9vzfnv37pVt27ZxowEAAURsAAAAWB4YEYVAamtrk0QiIe3t7dr7RCIRGRwcnFceEgDA8kVsAAAA8B8dUQikdDot27dvn136200ikZC2tjZPNycAgNJCbAAAAPAfHVEAAAAAAABYEuSIAgAAAAAAwJKgIwoAAAAAAABLgo4oAAAAAAAALAk6ogAAAAAAALAk6IgCAAAAAADAkqAjCgAAAAAAAEuCjigAAAAAAAAsCTqiAAAAAAAAsCToiAIAAAAAAMCSoCMKAAAAAAAAS+L/AxJyBCz0yb7cAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 3, figsize=(10,6))\n", "axs = np.ravel(axs)\n", "for (i, a) in enumerate(ana):\n", " ax = axs[i]\n", " eprm = a.energy_pdf_ratio_model\n", " hs_ratio = dict(zip(eprm.gammas, eprm.hs_ratio))\n", " things = hl.plot2d(ax, hs_ratio[gamma].eval(bins=100),\n", " vmin=1e-2, vmax=1e2, log=True, cbar=True, cmap='RdBu_r')\n", " ax.set_title(a.plot_key)\n", " things['colorbar'].set_label(r'$S/B$')\n", " ax.set_xlabel(r'$\\sin(\\delta)$')\n", " ax.set_ylabel(r'$\\log_{10}(E/\\text{GeV})$')\n", "plt.tight_layout()\n", "axs[-1].set_visible(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Signal acceptance parameterization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are lots of ways to visualize the signal acceptance parameterization. Here we look at one approach to showing the relative time-integrated contribution from each dataset, as a function of $\\sin(\\delta)$:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def acc_to_hist (a, gamma=2, n_sindec=500):\n", " kw = dict (bins=(1,n_sindec), range=((gamma-.25,gamma+.25), (-1,1)))\n", " return a.acc_param.s_hl.eval(**kw)[gamma] * a.livetime" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "gamma = 2\n", "hs = np.array([acc_to_hist(a, gamma=gamma) for a in ana.anas])\n", "shs = np.sum(hs, axis=0)\n", "cm = plt.get_cmap('viridis')\n", "colors = [cm(1 - 1. * i / len(hs)) for i in range(len(hs))]\n", "labels = '2008 2009 2010 2011 2012--2014'.split()\n", "hl.stack1d(ax, hs / shs, labels=labels, colors=colors, alpha=.85)\n", "ax.legend(loc='upper center', ncol=3)\n", "ax.set_xlabel(r'$\\sin(\\delta)$')\n", "ax.set_ylabel(r'relative signal acceptance')\n", "ax.set_title(r'$E^{{-{}}}$'.format(gamma))\n", "ax.set_xlim(-1, 1)\n", "ax.set_ylim(0, 1)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Angular Resolution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are plenty of ways to plot the angular resolution, but I like to use histlite's sliding binning feature:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# create a histogram:\n", "h = hl.hist_slide(\n", " # slide the bins 5 times along energy, hold them still along angular error\n", " (5,1),\n", " # 2D histogram of true energy and angular error in degrees\n", " (sig.true_energy, sig.dpsi_deg),\n", " # E^-2 weighting\n", " sig.oneweight*sig.true_energy**-2,\n", " # from 200 GeV to 100 PeV, plus a bit so there are bins at the endpoints\n", " bins=(10**np.r_[2.25:8.26:.25], np.r_[0:10.01:.01])\n", ")\n", "\n", "# normalize along the angular error axis\n", "h = h.normalize(1)\n", "# get 20%, 50%, and 80% quantiles\n", "h2 = h.contain(1, .2)\n", "h5 = h.contain(1, .5)\n", "h8 = h.contain(1, .8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes I like to use a certain color scheme, `cy.plotting.soft_colors`. We'll use its version of blue here." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['#004466', '#d06050', '#2aca80', '#dd9388', '#caca68']" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "soft_colors = cy.plotting.soft_colors\n", "soft_colors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We're ready to make the plot. First I'll apply `hl.fill_between` 3 times to layer the quantiles with transparency. Then I'll create legend handles with approximately the correct transparency-flattened colors:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "# plot quantiles, emphasize median\n", "color = soft_colors[0]\n", "hl.fill_between(ax, 0, h2, color=color, alpha=.3, drawstyle='line')\n", "hl.fill_between(ax, 0, h5, color=color, alpha=.3, drawstyle='line')\n", "hl.fill_between(ax, 0, h8, color=color, alpha=.3, drawstyle='line')\n", "hl.plot1d (ax, h5, color=color, lw=2, drawstyle='default')\n", "\n", "# trick to get the legend handles colored right\n", "# try testing what happens if you just do hl.fill_between(..., label='...')\n", "nans = [np.nan, np.nan]\n", "ax.plot (nans, nans, color=color, lw=5, alpha=1 - (1-0.3)**1, label='80\\%')\n", "ax.plot (nans, nans, color=color, lw=5, alpha=1 - (1-0.3)**2, label='50\\%')\n", "ax.plot (nans, nans, color=color, lw=5, alpha=1 - (1-0.3)**3, label='20\\%')\n", "\n", "# labels etc\n", "ax.semilogx()\n", "ax.set_xlabel(r'$E_\\text{true}$ [GeV]')\n", "ax.set_ylabel(r'$\\Delta\\Psi[\\text{true,reco}]~[^\\circ]$')\n", "ax.set_xlim(h.bins[0][1], h.bins[0][-2])\n", "ax.set_ylim(0)\n", "ax.legend(loc='upper right')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Angular errors vs Rayleigh" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's been a lot of talk recently about how our signal space PDF isn't really very accurately modeled as a circular 2D Gaussian. Let's compare MC and analytic expectation, integrating over an $E^{-2}$ spectrum and all neutrino directions:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "h = hl.hist(sig.dpsi/sig.sigma, sig.oneweight*sig.true_energy**-2,\n", " bins=np.r_[:180:.05]).normalize()\n", "hl.plot1d(ax, h, crosses=True, label=r'$E^{-2}$ MC')\n", "x = h.centers[0]\n", "ax.plot(x, stats.rayleigh.pdf(x), label='Rayleigh expectation')\n", "ax.set_xlim(0, 5)\n", "ax.set_ylim(0)\n", "ax.set_xlabel(r'$\\Delta\\Psi/\\sigma$')\n", "ax.set_ylabel(r'probability density')\n", "ax.legend()\n", "plt.tight_layout()" ] } ], "metadata": { "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }