{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Using ToMaTo with GUDHI " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To download this notebook or its html/pdf version:\n", "\n", "http://geometrica.saclay.inria.fr/team/Fred.Chazal/MVA2024.html" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import gudhi as gd\n", "import random as rd\n", "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ToMaTo Clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This first part is not an exercise, just an illustration of the persistence-based clustering algorithm ToMaTo!\n", "\n", "Gudhi provides an implementation of the persistence-based clustering algorithm ToMaTo.\n", "\n", "See here for the documentation:\n", "\n", "http://gudhi.gforge.inria.fr/python/latest/clustering.html" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_pts=1000\n", "angles = np.random.rand(2*nb_pts,1)\n", "noisy_circle =\\\n", " (1+ 0.2*np.random.normal(size=(2*nb_pts,2))) * np.concatenate([np.cos(2*np.pi*angles),np.sin(2*np.pi*angles)],axis=1)\n", "\n", "gauss1 = 0.2 * np.random.normal(size=(nb_pts,2))\n", "gauss2 = [1.5,1.5] + 0.3 * np.random.normal(size=(nb_pts,2))\n", "data = np.concatenate([noisy_circle, gauss1, gauss2], axis=0)\n", "plt.scatter(data[:,0],data[:,1],marker='.',s=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from gudhi.clustering.tomato import Tomato\n", "t = Tomato(k=20)\n", "t.fit(data)\n", "t.plot_diagram()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t.n_clusters_=3\n", "plt.scatter(data[:,0],data[:,1],marker='.',s=1,c=t.labels_)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = Tomato(density_type='DTM', k=30, k_DTM=100)\n", "t.fit(data)\n", "t.plot_diagram()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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JIpFIbkTLTp/k/aOHublXH+7q2/Zv5W8d2E+10cCA8EhGRMeSX1/PiJjYTt9nf3ER9UYje4oL6XeVzSAdosjuwgLSwsLwUXe+sq2PWoMI1JiMVOh1xPj6Xfa9uwUGkhQQQG5dLXF+/rw1bSYGq7VT4yhtauTpzRtY2KMXM5NTLvvecpmMtbfcicVuJ8bv8sfemjqjEblMIME/gK8X3nzVy2E/V106QyOKIg899BArVqxgy5YtxMfHd3jO0KFD2bhxo9trGzZsYMCAASiVyjbOkkgkkhtXuLc3cplApLdPu8c9OXwk81J6MCQqGrVCwb390uneia3Y592R1o+nR4zmvn6t7yq6HOtzsnh17y7+sGNbi/f0FgtVej0Gq5XfbdnIuuwsRFF0zUC9PmU6fxw74YqCmfO+OZPJw+u+518H9hHn509yYBBvHdzP7qIC1zEWu51/7NvNzsJ812tZNTXUG41szcu94nuHeXu7ghmTzYreYrnia5ltNm5d8RW3rliGKIp4q9XIBIHvzp1h/lefcbamZaqFpHVdOkOzZMkSPvvsM7799lu8vb1dMy++vr5otVrAuWRUUlLCxx9/DMADDzzAm2++yWOPPcb999/P3r17ef/99zu1VCWRSCQ3opExcYy8Ja7D41KCgjtdHG9XYQGNZhPTmncrrcvOQhBg8jVYGgFnW4IwTy+mdUtu8d4vvv+GsqYmeoeGklVTQ0F9HR9lHMEuinw+bxGR3j7tBm+7iwqoMRhcVY1bk+Dvj1quIMHfn1qjgdKmJtZmnWV7QR7Do52zVplVlWzOy2V/cbGrdcKo2Di81ep2a/JU6HR8c/Y0C3v0IkDbfl7Ozcu/wmy3sXLRrVeUSK2QyYjw9sFDqXRLq8goL8dos5JfX3dZQevPWZcGNO+88w4AY8aMcXv9gw8+4K677gKgrKyMwsJC13vx8fGsWbOGRx99lLfeeouIiAjeeOMNacu2RCL5WXt47fc0mc38d9ZcFLKOJ9df2rEVh+hgeHQsHkolf92zA0SYEJ+IvBPndyTC24f3Zs5p9b1uAYHk1NaSXVvDwMgo7krrzxMb12J3OGg/S8jpD9u34hBFhkfHEujhwYGSYpaeOMZdffoT7etLsKcnaWHhrLzpVhYs+5y3Dx3gywU3sahnb7dGk71Dw7i1d5rba4Ig0P+S5bZ6kxFftcYVUHx8/Cg7C/IB+GX6ILdjX9m1nRMVFbw7YzY+ajXBnp7oLZYr/p7KZTL+O2tui9efGj6S/PreJLWzK1jirksDmo4S3AA+/PDDFq+NHj2aI0eOdMGIJBKJ5MZU2FCP1W7H5rB3KqB5cMAgaoxGV0+jB9IHIROEaxLMnJdZVcnHx4/x0KAhbjMuL4wZzx1p/VibfY47+vRzq6fS0djfOrif1OAQegaH4K/RYLHbWXXuDLm1tSxZu4ogD0++u/l21/Hxfv5U6HRoFUruSHOvJCwTBArq6/j85HH+PX12qz2Zvj93hn/u38viXn24uzl/aXHPPogizOneo+Vnrq6i1mSkyWLGR63mvRlzOv39ao/ZZnOb4VHK5XQLDMRqtyOXyZBdo7o5P2VSLyeJRCK5AXw6bxF2h4OSxkayamuZnJjU6s7P8+akuD+M2ytgd6WWZ57mVGUFm3NzWgQTCf4BLBk4xPX1pbVkWmO22ViZeQoE+PukqTy3bTMHS4r5y4TJDI2MZnXW2RZbs1+dOKXda5bpdFhsNoy2lnXMAPw0WmSCgL9Gw8Jln6OQyfhi/k08OXxkq8e/O302jWYTYV7e2B0OPsw4SlpoGAMiIjv8fOD8RT+zuoqkgEBXZ/G/7d3FuuwsXp04hb7NLSUAGs1mbl7+JWFe3rzfyiyOxJ0U0EgkEsl1dqa6ipVnTvPL9IFt5mx4Ne98+cX336C3WIjx9aVH87bl6+VXAwaRHBjIjIt2CzlEkfePHqJ7YDCjYuM4UFzEoxvWcl//dO7u237zSrVCwcvjJqKQyRAEAWXzbI6fRkPfsHCmJzvzgQ6XlbApN4eHBw3Fo4PNIn+fNBWdxeLWfRvAYLXioVQyIiaW9bfdhdlm462D+5AJAkarlROVFfhptS3yVzyUStc9T1ZVsvLMKTbkZPHlgsUt7v3Cts0cLivl/VlzCfF0VjH+Puss7x46wIiYWJ4ZMRpwNs8UocUsjND8pzMzclfiTHUVS09ksGTA4J9ER/EftFKwRCKRSFr65Pgx9hYVsjEnu8Nj70zrx4CISBL9r01uxccZR/nq1AnX1y9u38KSNauwORwdnhvo4cGinr3dgoq8ulpWZJ7m7/t2A7A6+xx1JiNLj2e4nVtvMtLUSj+lIVHRDIiI5EBJMff3H8DaW+8kzs+9vsy7hw6wp6iQfcUd1x2Ty2Qtgpn3jx5m5uefsCk327X7ak3WOcw2O3VGE3/avYPnt23m8Q1rAeesyscZR9mQk+W6htlm460D+/BVaXh86AgArHY7f961nbXZ5zBarVTo9Vjtdsw2u+u8bgGBeKpUbnk8Dw8ayuqbbyfhkp+pt1rNqptv593pszr8nFfi69OnOF5exobcrI4PvgFIMzQSiURynT04YDDrc7LcZjraMq1bd9fOpatltFr5OOMoIheWpA6XlWK22TBarXhfUuMrp7aGg6UlVOn1jI6Lp09oWItreqvU+Gu0zE1x7lB6ZvgoNAoFsy76bEarlZuXf4VaLuebxbe1uMa5mmpe2r4Fb7Waz1vpZfTU8FHsKSpkZHMNnqyaGj46fpRfpQ8i0qf9re/gnO0SBNAolNzxzdfoLRb+PGEyEd7emGw2JickoZLJXNvKqw0Glh4/hkwQGB3rLD+yvSCPgoZ6fNRqBkU666vl1NWys7CAQ6UlvHNwP6Io8uWCxW4BVUpQMF+1MpuzZM13FDc18smcBQR7Xigk2JW5Mw8MGERiQIDbz+ZGJgU0EolEcp1F+vhwT7+2l2MazWaOlJUyMib2qpN6DVYr/zqwl3HxCQyMiOLJ4SPRKJwzLKIo8kD6QCJ9fFoEMwAvbt9KYWMDCkFgR3Ntl0eHDGdYdIzrmA252egsZk5WVbIQ0CiVrqWV85RyOWFeXvi0URQ12seXxIBAhkQ5W9nsLMzHX6OlV/NupaSAQJICLhRaXX7GOdPw1z076RMaxr390jHZrOTV1ZHayrLcTT17c1NzAPevA3sx2+28sX8Pd/VNd21DHxkb5zo+2NOT+9MH8sXJ48z58lOGREZzqKyEWcndWdwrzXVc98AgHhwwmAR/f/6yeyciYqvfx9YEeXhQbTS48mquhNlmY31OFqNi4/DTaDt1z5t79bni+/3YCGJntiLdQBobG/H19aWhoQGfTkTqEolE0lV2FuZjtFqvuiz+77Zs5GRlBXf3TWdOStu1WTpje34ef9u7m2BPD96fNc/tvQMlxby8YyvBnl5uSahHykrJqq0hzNOL7QV5BGi1GKxWthfkMzM5hQcGXNja3Ggyce93K/HXaHl06HBSO1k357zdRQXNzRmdyy81BgO3rPgKuUzGmlvucN7DbOa3G9cxOjaOW3qnUWs0sD4nm/ePHAIBViy6hVd27eBEZTmPDx3B2LiENu9nczjYX1zEX3bvINjT0/U9yauv4/dbNnJ7n35MaW4S+Zt1q8mureHhQUP55Pgxfj9qTKfrAl2pJrOZ786dYUpStw5r4nx6IoMvTx5nQGQUz48a26Xj6gpX+/yWZmgkEomki7y4fQuIMDw69qrK2U9J6kaVXs+AiKtrVwAwLDqGwsYGhkS2bOTbPTCIaF9ft+J7a7PP8eTGdYR6evHO9Nk8P3oc4Ez+nd6te4sHusXhoNqg51RlBfVmU6vLK20pbKjnjzu2oZLLCfTwINLbhxfHjGdcfILbtvCihnpKmxpZn5PFLb3TCNA6ZxoaTCa+PZNJuU7H4Mgo8urqSPBrP9fodFUle4uLeHDgEPqFhbv6S52prqLRbGZ3UYEroHl9ynTAORNyurqSBpOp1WtmVJTzwbHDPD5kBNG+vp3+/K35/ORxvj93hpKmRn47rPWdV+eNjo3jcGkJs9spSHg5zDYbf9mzkwHhka0WUPyxkQIaiUQi6SK/TB+EzmK56t48I2PiXJVuO1LYUI/ZZqdbK73vwLncc3ufvq2+56vR8NY09wTUgyXFBGg96BEc4tb8USYI9LyoYN15QR4e/GXCFFacOc34dmZGWhPu5U3/iEgivLx4Y/8+ZAK8NHYCTw0f5XZcz5BQXhoznuhLWifUm4wo5DIyKspZ2KOXa+v6tvxcvFRqBkREUthQz46CfBb26IVaoeCdQ/spaWqiT2goGqWCQf99B0+Viu133ke4lzfdA4MQRZFfr1uNTXTw1tSZHCsvY2teLkfKShkc1TIw/L65bs7W/NwW29kv17RuyRQ1NjDvom34e4oKOV5Rzn39B7jtgIry8eXvk6dd1f0ull1bw4HiIk5WVkgBjUQikfycLezR6we/5wOrv8XuEFmx6JbLDqSKGxvYlp9HjcHA4fJS3pw6g6eGj2J0bDxv7N/DO4cO8NCgIS3OE0WRV/fsItTLkzvT+jMoMsqVKNuezbk5fJd1hieHjmRZ5knGxyfy0pjxHC4tYVRsHOFeLbcSN5hMeKvVlOl0HCgt5hf9B7rq8Tw6ZDjjExJJD79QE+Z4RTkPrvkOuSCw4677eW3vLvLr6gjQapnWrTuPDRnOV6dPMjgyigqdDrsoYrRakctkrpowDlEku64WURSxORxE+fgytVt3Rl+UZ3OxhwYOoU9oGJV6HbetXMY/Jk9r0TG8s6J8fPnD2Alur/1j326MNisjY2JbDSqvlR7BITw4cAjJbQTHPzZSQCORSCQ/IaNi4qgzmdBeQTPfv+/dTXZtDTbRgShClV5PlI8vIV5eGGw2ztZUsfT4MQ6VlvDnCZOQCTKe2rSeeD8/NuVlIxdk3JnWdrfwS32deZLSpiY+zDjCjsJ8MquqGBufwNLjxxgRE9tiZuZUZQWPbVhL/7BwTlRWYHU4mJmcgoDAI+u+Z2JCEr9IH+h2TpSPDyEenvhrtfio1dzTN53vz511dSkvbGhgb3EheouFP42fxLIFiwn18nLbXSQTBJbOXYAogl10cO+qFSjkcn41wL0twnm+Gg0zk1OYsvRDao1GShoarjigac1Tw0dxqqqi1YTna0kQhBtiZuY8KaCRSCSSG5Td4Wix6+npS3YUtecvu3dQrtPx2sQpyGUy7uzbn2/PZnJP3/5YHQ7eObif4xXl/GfmXP43ax4BWi13fvM1TRYLJY2NaJVKzlRXUdhQz/+NHoePWtPiHqIosqMgn5d3buMX6QNZ2KMXB0uLeX3fHu7vPxC7w8GbB/dRazTy4ujx+Go0fKdWu+2cOs9TpUIpkxHm5c2EhET+b9sW/rRzO78c4FzaO1lZ0eKcAK0H2+66z/V137Bwt2q8SQGBeKvUDG2+3/kgIaOinGq9nvEJia7rnP+eJwQE4K3qePeSTXSgUSpIusbNJQdERHa6MvHPiRTQSCQSyY/Q5twccupqub//AHLqatEqlW6JscszT/HWwX08NXxUmx20jVZruzM1uwsLsDjsrkq6aaFhpIWGcaCkGIVM5txCLAjIBMFVSfZvk6dR2tRIYvO26T9PmEyQ1qPN+i8Prf2ejIoyFDI5jc2F9A6UlNBoNpNbV8s9/dLZW1xEoNYDX42GszXVfDx3Yav1V+L8/Hlr2iwOlhbTJzQcH7Uao81GpLc3/505lyCP9ncBtSbWz6/VWjfPbt6AzeGgV0gooV5e7C8u4qnN6/HTaHln2kx2NeextFaL57y/T5qG0Wp1VXnuSI3BwJb8XGZ0635FM2xdrbChnoyKcqZ36/6j7C0lBTQSiUTyI/TP/XuxOuyMiInh0fVrUcnlbk0Z7Q4HAgKOVipvrM0+x5sH9mGwWnlp7Pg2E4rfnTEbo9XqVvjNYLXw7JYNAGy47W7AvbhbpLcPARotr+/bw7j4BNLaeaADKGQCPmo1706bTYyfHwD39x/AoMhI+oU5d239ftQYAO5Y+TX1JiPhXt6uHJzM6ir+tHMbfULDmZrUjX/u30OlXk+QhyffLr6Nm77+gltWfMXyhbe4NXfsLFEUOVZeRrfAIDybgwhBELirb38KG+pdRe7y6+uoN5qw2Oysz8li2elTeCiVLFt4c5vXbivYsTsclOt1bgEqwFsH93GotASTzdZm4vb19H/bNlNjNBKk9XDNaP2YSAGNRCKR/Ag9O3I0BQ31JAcE0SM4hDAvZy8gURQpaKh37eJprRDb16dPUd+8pVgtb/uf+YhLHqjfns3kn/v30DMohF6hoW3+Fr6nuJAt+bmcrqrkvZlz2v0cr0+e7tanyGSz8sSGdfQNCyfRP8DVHBLg7n792VGQT+/mRNdqg4Hfb9lIhV7Hmepq9hUX8sTQEWzIzSY9PAKlXE68fwA1hpYF6eqMRl7bu4vZ3VPbTVDeUZDPk5vW4avW4KvRoJDJ+GzeohYJ3bF+fnQLDGRhj17MTelBnclEWmh4q9f8+vRJjleU8/tRY1v9+TyxcR3bC/J4acx4t+rQ81N7YrBaSQ+P6HB27Xq4I60fm/Ny6d1BEHu9SAGNRCKR/AgNiYp2Vcr9R/NWXFEUWXoig89OZLCoZ2/u7tt6Au6fxk3kdHUlY2Lj2+3IfSmHQ0RAYGJiErMuqmVSZzSiVihcPZtGRMeSV1fnSqxtjyAIXDyCCp2e3Po68urrWHb6JIMio1y7eMbGJTA2LgGr3U5mVSVHykrJr68jzMuLkd3i6RceztDoGNfsgCiKvDZxSqufcW9xIScqytFZLO0GNEq5jCaLBUEQ0CgUONqo1Ls5L4e8+jq25+exoEcvHh0yvM1r/u/oYSoNeuan9iQtrGXQU9bUiMlmI7u21u31niGhPDl8JLes+Ap/jbbVpbBLVRn0PLNpA3NSUjvVOuNqnP/5/FhJAY1EIpHcAF7avoXtBfn4ajRY7PZ2m1OGenkR6uWFzmJpM3/jV6u/pcls4YPZ81A2P8TnpvZgenJ3t1mFepORm1d8iZ9ayxcLnA9YtULBff0HXNHniPXz4y8TJpNVU8XLO7e7lnku9saBvWzNy0VnsVBnMmGy2Vi2cCh1RqOrS7beYuHm5V8S7u1Dr5AQNuRk86+pM1yNLAO1HniqVGTX1vDS9q3c1z+djzOOcmvvvq5idzqLhac2rsdHpeY/M+eSEhjkDMBaCZDmpfTi2zNn2JKfy/9t24yHUskdaf1aLBs5P6M/RpuVrNqaVgOav0+exqbcHBY0zwI1mEwoZDI8VSq0CiX+Gq3rc+wqLCDIw6PNisRnqquoNOhZm925XmA/ZVJAI5FIJDcAg9WKwWpFIZMxMCKSUW3UQDnvi5PH+e+RQzw0aKirXcLm3Bxy62u5r98AKnQ6THYbdtGBkgsBzKVLJBqFggCNBzFXUPHWIYp8eiKD5IBAPso4SnJgEL8aMIjeIaFszMkmytunRSdscO5E2ldc1JwnBIEaDxYs+5xqg54+IWH8d9ZcHKKIXRQx22yUNjZitTuTm8/75PgxsmtrsdrtFHjV8c2ZTHYU5KOSK7i5Vx8e27CW9PBwKgx6NAoFyQGBrsCuzmjkvSMHmZPSg+7NO5RSg4NZMmgIn2QcpaypiQq9Dh+1miUDh3CgpJjvzp3hiaEj8NVoeHbEaDbkZjM1qfUtzxHePq6Ce0arlcXLv0SjULDyplvRKpWumZkKnY4/7NjaIn/qYiOiY1GOkJMSdG13Ut2IpIBGIpFIbgCvjJ+E3mphV2EhgztRtM5bpUYQBLxUF2ZAzicaT07sxqfzFmEXRVdjyvP2FRfxx53beCB9ENOTu6NRKPls/qLLHm95UxPrc7L4/ORx1AoFJpuVbQV5HC4r4ZO5C7mnX38ivb2Z2q07BquV1/bspFdIKDsK8kkKCGTp3IU4RJHDZSV4qzXc/91KTFarK7/GW61mxaJbUMhkCIJAg8mEv/ZCQ8YlgwZz8JtiArVa3p42i09PZFBlMOCpUlLU2ECTxcT6nGxCPDzpFRLqNiuzMTeb3YUF1JtMvDJ+kuv1O9P6cWdaP6oNBr45c5p5qc7qvZ8cP0pBfT17i4uYktSNaF9f7u2XTnZtDVqFst0O4AqZjGAPT/y1LQO7IA8PRsbEEX9RheZLCYLgWpr8uZOaU0okEslPyGcnMvjf0cO8NHZCi1ou+4qLKGioZ1GPXm3m1iw9fow/7tyOj1rN9rvubRHwtKbKoOc361YzLj6Re/ulc7ishMfWr6HJbMZf60F6eAQ9g0NZceYUyYFBvDpxitv5uwsL+NOubVjsDupMRgTgiWEjmd6tO14qFQeLi7jv+2/w1WjYcdf9bY7DbLNxsqqCfmERyASBnQX5eKlU9AuPYEteLn/dvYPHh45gYmISZ2uq8VGp2V1UwNITGTgcDh4cMJiU4GCCPTz5/ORxgjw8KWlq4Jfpg9xaDFyqpLGRvcWFzO6e6prlaTSbWbTscxQyGd83N9UE56zVbSuWIZMJvDh6LMtOn+I3Q4ajuYIdWj81UnNKiUQi+YmqMuhZevwYi3r0bve3fHB2h4718aVSr0dnsaC/aPnlvIsTjdtya+80tubnUmswsC47y9UPqT0VOh11JhMHS4q5t186AVoPvFRqPJUqZiR3Z012Fvn19dzff0CrS2Vb8nOpNZr4zeBh7CjIY2dhPpvzcvjP4YPc3bc/7xw+gNFmo5uHV4tz9RYL/zq4j/HxCWzKzWFF5mnGxsXz14lT2FaQh83uoG9YOOPiExgXfyGh9fxS0vzUnnxzNpM6o5F/HdhLnclEtK8v/5k5h/lffU5D826m9hKgI318XPkw53mpVPQKCXVt+z7PIYrorBZkwL2rVlJpMGCy2Yj39+fTE8f564TJboX/2mN3ODhdXUVqUHC7AdfPhRTQSCQSyUUsdjtnqqvofckyxPXwzZnTbM3LxWy38/QlbQAu9tqenfznyCHSQsOJ8vEhyNODUl0j8776jLkpPdqtaXKysoIjZaXc2jsNefPyzfuz5jH10494++B+hsfEdli2v1zXxKODhzIs2vnQj/fzZ3XzrITd4cBLpaaksYH3Dh/kRGUFv+g/kACt1vX9jfbxJUCrpU9YGBE+3pyrrSHCy5vMqireOLCXSG8ffNVqJiQkkF9fR5yfPzaHA5kgcKC0mD2FhWTX1DCtWzIGq5V9xUV8deoEOwvyEQQBq8PR6vZpcC7ZLJ27EJPNyh92bONYeRkNZhNVegPVBmdwuDE32y2gOVtTTayvb7uzVzJB4LVJU1u8rpDJWNbcgfzj40f5KOMo81N7sSkvG1EU0VtbBqJt+fREBl+dPsm0pGQeHDi40+f9VEkBjUQikVzk7/t2s6uwgHv69mdeas/rOpZ5KT0x2+yuXI22hHp5Y3M4OFFZjtVuI94vgDBPb0xWK0dKS5iYkEhYK40eAf60azuNJhO5dXUs6NGTXs05KksGDqZM10SQ1r367rHyMs5UVzEoIorfrF/DiJgYvj2bSbXBwEODhrBk4BBkgoDZZiOzuoq00DBu7Z3G8YpyKgx6fNVqbl7+JYt69nbtlLqrb3/ucm1BD2bj7c6CfiLw5akTDIrw4f70gTy7ZSPbC/L5z8y5LP76C4I9PZmVnMKkxESmJiVTYzRyd99+bMrL4cOMI65aPmuzzxHl7UOYl3ebM12iCH8YOwGL3UaT2UKwpyfj4hNYm3WOaJ8LCdF7igr5085tdA8K5m+tBCwXW5N1lu/OneGP4ya6Wifk1NZgF0WSA4O4v/9A7u/v7D3VKySEe/sNwEfdcUuF83qFhPL9ubNuMzrnaqrZlp/HHWl9Ww242irq91MgBTQSiURykUERURwrK7vmjf+azGbO1lSTHh7R6ZmfQA8PHho0BJ3Fgtlma7MS7u19+nK2uoo12eewOBz8Mn0gvUJCnd2S16zirm+Ws7yN7tuPDBrK16dPcqishLz6Wj6as4APjx1ha34u/5g8rcVY/7hzGwarFaVcjsVuo85oJNE/kDqTiWWnT5LgF8D05O68umcX+0oKub//QA6XlnCgpJiXxk7Aarfz6YnjWOw2Xti2meSAQGal9MBLpUJs3rl0fvmkX1gEh0qK6RESgsFqoW9YOEMjnUtmgiBQbzTxYcZRwry8eGjQUB769CPsDge/GjCI4qZGRkTH8tKObTSaTK7ifS+NncCUpAutIqoMel7ZuY2j5eWkBAXhp9GyuFcfgj09qTYYQBDYmJvtCr5iff3wVqvpGRzCu4cOMCcltc1gcdXZM5TqmshsDgD/uHMb63Oy8Far+f7mO9xmjQRBuKxgpslsRi4IfLVwsdvr/9i3m5KmJuL8/JjUSkuMV/fsZFtBPk8OG+m2BPdTIAU0EolEcpFLcy2ulf/btpns2hoeGzqCMXHxnT5Pb7GwaNnneKnVfLVgMW8d3EdJYyMvj5voVsl3WHQsp6oquTOtn2uWJdrXl14hodQZjW0mnQ6JiqZfWDjvHTnI8OYlo815OZyuqmJvUSHTL6ptordYmJvSgxqjgdndUxkZE0ug1gOZIHDfqpXk1tfRO9R576HR0ZyuqqRHUAg1BgN7i4t488A+FvXqjZ9Gw7rsLKwOB9+cOc3HJ47xwaz5vLxzG3n1tSyduxB/jRaz3caQ6BjeOrgfrULB8kW3EOPrh83hwGSzoZTJSAsNY1q37gCMi0vgbE01s7qnupp2PjJoKOdqq9iQk4Pd4SDkkpyWrXm5ZFZVUWs0cKy8HH+tBpkgkBYaxlPDR/G3vbt4ZviFhp+RPj58Pv8m3jt8kDVZZ2kwm1p0BQdYfe4slXodE+ITMFislDQ1cqCkGLtDdG61vsqcl99t2UhefR3PjBjtlvy9ZOAQNuXmMKKNdheJAYHsKSp0VZ7+KZECGolEIvkBjI9PpNZodCWjdpZCJsNbrSbE0/kAWpedhdVub7FN+XBZCRa7HdUlrQ4u3nYMztYDz23dzKDIKGJ9/fj0RAZPDx/Fw4OGuo4ZFRtPhU7H4bJSt4Dm1pVfUVBfz79nzEEhk7nG1GQ2U9TYgMVux2K3uz5vlV7P77du5LWJUzHbbazNziK7poaRsXH0CwvHQ6Hky1MnKGxs4ExNFRV6HXaHg0fXryE9PJI1WWexORwEe3gQ4uHlCkaq9HqKGxsAWLbwZjxVKl7ds5OVZ07jr9WSW1dHt0Bn80xnDZ5Ubu3dFy+lqkXdm1ndU7CLIodLSzhTXUVKUDC/GTIMgB7BIbw/ax7LM0+RW1/rNuMxJyWVBrOJxT37IIoiZrsNjUKJKIp8cyaTrQXO3KdvzmSyTpnFm1Nn8tvhI4n09iG5E38H1udkkVFezqNDhrl2Tl1sbFwC9WdPtyiw2Csk1BXQtmZhj14t2jr8VEgBjUQikfwApid3Z3py98s+T61Q8OWCC8sKb0yd0bwdWut23FPDR5FZVdnmsoXeYiGnrha1QkFmVSVFDQ0kBgSQV1fL3uJCt3yhW3r1QatQMCkxye0aOrMFm8OB3mLGYrdTYzAQ7u2Nt1rNff0H8J8jh3h+62Y+m78IURQ5VFqCzmKhuLGBu9L6k+AfwKiYOLRKJQ0mE74aDY1mM0fLS/nLrh3YRZGnho/kjzu3gQgLe/YmztePARGRHCkvRSlzPtjDvb25qVdvQjw88VSpMNtsbMjJRhAE5qX2JDHA/SFfZdBz76oV+Kg1fLXAfYlGo1Byc68+jI2L5297dzMmNt4tCbrJbObtg/uRCYJbQBPi6cWjQ4Zz/3cryauvQy1X8M70WVjsdv579BAquZzXJk3lTFUVp6oqifbxJaGd6s6Xeu/wQUw2G7NTUlsNgqd1S2ZIVDShP8GZlislBTQSiURyA4n3a73Imkou54NjRzhXW8Ndaf3QKpXM6NbdlQPz3NZNnKut4enho3h6xCgq9Xr6hIZxrqaG0bFxFDU0uFoCeKpU3NbKzqiP5i7gXE01Y2Lj+c36NZyqquSJocOZkpTM7O6pnK2pZliUc/njkXWryaqp5o60vvQKCcUuioyOjUMmyPj85HHeP3qIB9IH8VHGUbJra0gJCmJsXCKbcnNQyOTMTE4hzNub1KBgnt+2mdy6WgwWK9OTu1NnNLK7sBCZIPDgwCGoFQpemzgFuUzmmp3YnJdDSWMjt/fpi7dKRbiXN9E+ftQZDdSbzcT6+nGuppoyXRNj4xLwVqk5VFrC4dISV+CZV1/Hptxs7u7bn0APjxbfD6vdTrlOR0WTDoVchkwQSAoIZFx8An1CwkgNCiY1KJi5HSR1t+YPYyeQVVtDckBgq+//Zv1q8uvr+eeU6Z2a8fk5kAIaiUQi+YnoGxZOaVMTH2UcxSGK9A4JdfUEGhkTR6VBT4K/PwX19a5k2vdmzOHpTes5XlHOC2PGU9LYyK6iAl4eO6FFt+dQTy/eP3KICp2O7oFBbM7N5tU9OxkUGUWA1oPnRo3l34cP8O9lB/BUqWgwmVh6PIPX9u7GYrcT5uVFgNaDe/qmI0NALZeTGhRClUFPcmAwjwweysacbMp0TcgEgee3bcZHqaLKqAegf3gEAIUN9UxMSKR3aBjrsrM4UFrMU8NGuiVNP791Mw5RZFJiEmFe3nwwez6zv1jK9M8/wUelZkZyCptyszHb7ST5BxLh7Y3V4UAuOHcCyWUy/rV/L9m1Ndzbf0CrbQy0SiWfzl3IrSuXISIS7uWNQibj8aEjrvpn2SM4hB7tJKanBgVTbTDgr9G2ecyVyKqp4ZPjR/nlgEE33E4oKaCRSCSSn4jz25/XZJ3jbE2V23bjuak9XDMFWoWSaB9fpndzPqQT/AM4UVlBqKcXj29YS5VBz6jYOGZf1HEbnAX09hYXcbislG8X34bBaqWooR4f9YW8lBOVFTRZLDw3ehx2h4NX9+ykUq9HFEXkggwflZopSd2YktSNT44f43RVBRPjE3mpueP2xMQkJiYmsSE7i2q9nlJHI0qZjPv7DyDc2xuzzcYTG9fhEEW8VWo25GZjddg5V1vjaotgslmxi6IzCfii5aM4Pz/kgoBNFEkODCTUy4sz1VWEe3sjCAJGqwWrw4HFbkfbfM812efa7TAd4OHB5/MXYXeIqBUKMsrLyKuvY3b3VPd2CjnZHCwt5vGhI9rcrXY5Hhk8jEcGD7vq61xq+ZlTHCsvY23WuStuQHq9SAGNRCKRXEf7i4v43daN3JnWv90CeAAZ5WWsy8liycAhbXbRBmd+xbRu7jMKzoRhZw6Kv1bLW9Nmut7bmp/rbFIplzEmLp4tebmt5ntE+vjw7IjRrryNx4YO50RlBRd30PnbxKmU65qI8vFFLpPx6bxFNJnNFDbU0/OSZNUms5nSpiZu6tmbbQV5bMnL5enho/BUqRgQGcmgyChKmhoZER2DXCbnmzOn0SiUjI1L4GxNFV+dPknv4BCmdEum10WzGRqFkt+PHI1KLkd20W6if06Z0e73t1tAEE0Ws+vr1OCQTm3f97toluT/tm+hSq9jbfY5/j5pmmur/H+PHkZvNTOjppo+oWEdXvN6ub/fAKJ9fJl1A3bulgIaieQGIVpPIzb8DsHzdgTtvOs9HMk1YrLZEEUwdKJC7L8PH6S4qZG+YeFMbqXGSFt2FOTz4vYt3NanL3e7CthdEObljUwQ8NNo+cPYCTw/yt7qzhqAkRe1Lvj0RAZfnjrO5MRurl1SCpmMxzasRRAEvlqwGJkgYBcd/GnXdgZHRnN33/7M+PwTHKJIqKcnDWYTpbomNuflUms0cLyinGqjAU+lit+NGkO8nz8lTY3c8+0K6k0mvFUqGsxmvJQqdFYzQ6JjmJKUzNObNxDk4cFvh40EYEbzA3lrfi4NJpNbC4f/HT3MuZpqXh430a1lwG+GDCPS27vFUlt7DpQU8+bBfdzbN53vs84yvVsyS48f41RVJbO+WMrfJ08jLTSMP4wdT2ZzBerLUdbUxEs7tnBzr7QOO6xfC4EeHtzaO63L79MVpIBGIrlR2MsBC6Ith+tbkF9yJUqbGtlekM+8lB5uSw6j4+L5LjIKj048RJ8YNoKdhfmMiW1Zxyarpoas2hqmJnVrUQzv/JeHSkuoMxp47KIcj+MV5WTX1uCv0brGoJTLef/oYTbkZPHPKdPbLBzXJySU78+pXLktrvs1/zmv1mik1mjkWEUZ5ToddSYjdocDrUKBTBCw2u1olUosejuRPj48sm41jWYTfhotkd7eFNTXI8gEuvkFUmHQYXM4qNTr8NVomJCQyJI1q9hRkE9gczXeXw8e5pqNemXndhyIjItPcC2NrTp7BpPNSqVOR0Rz5eAz1VW8vGMrvhoNn8670F3c7nBw5zfLUSnkvD9zbovv7e6iAuqNRr46fZKihnp81Ro+m38Tf9m1g7M11ZytruJ0VSXzUnpcUfLu0fJSSpqa+D7rzA8S0NzIpIBGIrlBCJpxoEwB2eX9hif5cfjHvj2cra5Cq1A210a5oDPBDDhzXdra+vu7rRsxWC3E+fm1SCYdGRPH2lvuYPD7/2ZTbg5JAUHM6u6cwYj38yfOz4/RlwRJW/NyyK2ro7ChoUVAY7XbOVRaQv/wCNeW8tf27GJPUSFvT5/JVwtvBnAV/kvwD+C9GXPwVqn495GD3NIrjfkpPfj81HEcokikjy8ZFeXUG0088P23yGUCDlGk0WwCROrNJgCOmEuJ9/Mn0ENLhU7HrwYOIsTTi0q9Hk+VilqTkU25OUxMSHK1A/j14GHUmoxueT5/mzSFB9d8x6Mb1vDF/JsQBAGdxUKkj0+L74NdFClsqKemefYo7ZLGkXen9WdIZDS9Q0PZmJPDmLh4/LVaXp8ynSq9npd3biWjvByVTMb8K6j/MjmxG1qlkv5hER0f/DPXpQHNjh07ePXVVzl8+DBlZWWsXLmSOXPmtHn8tm3bGDt2bIvXMzMzSUm58dbzJJJrTZBL/6jdqG7rncbKM6cZFXuhyeHRslJMNhtDL6r02hGHKFLc2EC0j6/bbMFdaf05XFZCUhvbfFUKBbf07sO67CxifH1xiCIyQaDWaGRhj94tfvtXyeUEarUYrNYW11p6IoOVmaeYkJDEI4OHUmXQ81HGEawOBycqK5iY0HJGJ9rXl8yqStZknaXKYMDqsHN7Wj9UCgUzunWne2Ag7x46SLVBz4joWBL9A5HLBCYlJrEi8zSBHlqyamooamxkYY+enK6qYmJCEpvzcvho9nwe27CWnLpaRsXEueWotFb7J9bPHw+lEntz7s/B0mJe3L6FWF8/brlkuUUllzOtWzLb8vMoamxwC2hWZp7mzYP7+NWAQQyNjnElXZttNj47mUFBfT02uwOD1UpDc1B2OURR5FhFGenhkZfVFuHnqksDGr1eT1paGnfffTfz58/v9Hlnz57F56IGYsHBwV0xPIlEIvnBpIWFt/jt/slN6wH45qZbW+2z1Jo3D+xjbfY5HhgwyG0XUmuJwOeVNDXy9Kb1LOzRi/v7D+CWFV8R6e3LC2PG8eSmdegsFkK9vNwKuD01YjR7igrdyuqfNygikq35ua73VDI5Spkcm8PB5yeOMzEhiZOVFQRotURctPU3JSiYxb3S+PbMaXoGhxDv58+SAYP54tQJPjp2hFAvL14eN5F/HdjLodIS6s0mDFYrjw0dDsAd33xNvdFIgNaD2Smp3PnNcpQyGekRkRQ01DMuPoHfjRzTYryiKLI+J5teISFE+fg6O14vvBkB2JSbw+a8XKr0emZ3T6WooQGZILg1sfztsJHc1KsPcb5+btc9n2vjoXRWCC5saMBst/Gr1auoNxkJ9vDkqeGj8FKrmZp0+UUVdxUV8OruncT5+fPG1PYTmq9UvcnIlrxcpiQld3qm8MeqSwOaqVOnMnVq+91IWxMSEoKfn1+njjWbzZjNF7LSGxsbL/t+EolEcj0s7tmbJov5sh4kSQGBKGVyYi7akn2p/cVF/GnXdh4dMpwxcfFk19RQbzKxoyCf0bHxCAicrqrgvlUrmZzYjazaal7avoUHBgxiZHMPoO6BQXQPDCKrpobHN65lUY9ermJ7PUNC+XjOAtf9VHI5/lotohFu6tmbX37/LQdKioj28WXVzbe7jhMEgQfSB5JdW82eokLmpvTgn/v3sjb7LHVGE9G+vvio1ZQ1NWF1OLA7HOwvKXKd//jQEewtKmRARCRPb1qP2WZFqVIzPDqWY+VlDI2KZndRAb1DQl1LTIUN9WRWVfLmgX3orVbemDqD3iGhbMnN4ZXd2ynX6XCIIon+AQR5eHD/dytBEFhzyx2uJTO5TNZqQcPz288BPs44yucnj9M3LIySpkaCtR68OGY8g6OiGRufwM6CfN48uI+nho/q9GxLckAQAVoPJiQkdur4K/HuoQPsKSqk3mTinn7pXXafH8KPMoemX79+mEwmevTowe9///tWl6HOe+WVV3jxxRd/wNFJJBLJtbGzsIBGs4lfDRjc6dokrc3EFNTX40B0PXTfOXSAczXVrMs+xwfHDvPQwCG8PHYCSQGBeKpUrFp8G/89eog1WecYGxdPpI8Pf9uzi1+vXc3SeQtdOTgHS4v56NgRKnRNZNfWAPD2wf2sPneGN6bOILF5eUurVPLK+EmoFQpyamvYU1SI3mpB3tTkNk6r3c4ru7azt6gIX40GuygytVs3cmprUMrlJAcF8cDqb1nYozeLe/biRGUlMT6+/GnnNoZExTAuPoG05uWkJQMH8+yWjZQ0NvLduUz+PWM2Jysr+MvunST5B/DS2An8dfcOtubl0mA249nczfueb5eTHh5Jfn0dBQ0NqGTy5m7dQ0gOCKJ3SCgqhYJvz2Tyn6MHeXnsxBZJz62J9/dHKZczODKa3YUF6KxWZ7fuZh8fP0qFTs+x8rJOJ/eGennx4ZzOr25cidndU6k1GZmYkESt0cC9q1bSLyyC50e3/dz9sbq6dp/XWHh4OO+99x7Lly9nxYoVdO/enfHjx7Njx442z3nmmWdoaGhw/SkqKmrzWIlEIvkxMdlsWB2Oq7qGQxT55fff8MD337oaQ/prtYR7eeOv1VJnMrGrqIC0sHDXspZcJuOX6YOcvZM2rWdqYjcGR0UToNVibb6GxW7nmc0b2Jibg0ah4InmnVHZdTXk1Nfx0o6tbuMYFBnV3Pk6mcW9ehPu5U3v0FBMtgs5OAUN9ewvKSbIw4MPZ89HIZORHh7JgIhIRES6+QeiM1uo0Onw1WgZERNLrcnI3uIi/nvkEAAnKyu4bcUyak1GZianUGM0sD47iymffoTJZiPU05OpScnsLyniWHkZVocduSAQoNXgo1Zjstk5V1ONb/MMjqdKSVpoOOU6HQ+v+56U4BD+OG4iRY0N2B0iVQZ9p34OI2PiWLX4Nuak9OCxoSPw02hcHb8BXhg9nvv6pzP8MvKlfgipwSH8dcIUon19MVptGK1WSpoarvewroggXlwRqStvJAgdJgW3ZubMmQiCwKpVqzp1fGNjI76+vjQ0NLjl4UgkEsmPjc3hwCGKri3GnWG0Wvn0RAbjExJdMzIvbNuM1eHg5bETEAQBu8NBk8WMp1LFgdJiBoRHtjoD9NSm9egsZt6YMgOZIGC0WvFoDnq25eexJS8Hq93BlKRujIiJxeZw0GA2cduKZaQEBfPG1BmIosjHx48S6e3DhIQLzSxXnzvLO4cPMCA8ghfGjHd+XrudVefO0DMklOSAQF7YvoVKvY4agxGdxcybU2dy33crAVh3212o5HJEUeTbs5n0CA4hOTCID44dYWXmKUbGxDmXqFRq/rhrO3aHgxExsbw2yZnmYLXbWZ55isFR0TyzaQN6q4XXJ09jV1EhEd7epAaFsGTNKkobG/FSq7kzrR8rzpzmlt59OFVZSYiHJwarFW+1Gj+Nhlg/P4ZHx7paAwyLjmF/STFPDR+FRqHgsQ1rqDMa+c/MuShkMlfS9Y2m3mTEQ6m6rL+T18rVPr9/lEtOFxsyZAhLly693sOQSK4J0bQObFnguQRB+FFNkEqug4uLunXWhtxsVp3N5HRVJX+fPA2Ap0eMQqO4kIcjl8lc1WuHR8e2eh2Av0yY7PrvKoOeO79ZTq/gEB4bOpw/796OQiZnxaJb+Me+3bxxYC96q5Wlcxey+pY7XGOv1Ov59EQGCpnMLaBJDQ7GT60mPTyCMl0jKpmcu79dQbXBwHsz51BtNPDt2UwMFisLevR0zqqUFnN333T+ffgAD6/9nn/PmM3W/DzeO3KQ3w4bSXJgEHNTenCuuhqDzcpnJzIYG5/A9rvu44Njh92K1hmsViYndmN9ThbVBj0eSiVRPr7cmdbPdcwHs+Yx5P13qTMZGRgRyV19+/P6vj0cLi2h0qDHaLUS7eOL0WrFW63h+1tud7UG+O7cGcw2OzIBnhs1jty6Oir1Oh5a8x1/mTCZKoOeR9evYU5KD+7tl87mvBzy6uq4t186efV1/HrdamZ1T+H+/gMv++9AV/K7xr2hfkg/+oDm6NGjhIeHd3ygRHIDEHXvARYEzWxQ/LimniVd50BJMRkVZWzNy+PxYcNJD4+84muNjUsgq6bG1YdpTdY5/rZ3F/f1H8DNvfq4HVtnNPLa3l3M7p7KoMiodq9rdzhwiA6MNhshnl6MiI4lKSCQM9VV7CzMp0KnJ9TTE4VMcKsiHOLpyb39BhB+Sa2aBP8A/jF5OretXEbplkYivH2oMRjQWy14q9QEe3hyT9/+/O/YETLKy9FbreTV1XJbn75Y7Xb2FRfyt727CPH0xO4QKWvOx3l+6ybWZJ11Jv0KMDo2Doco8uGxI8gEgW133ocgCNy64iv0Fgv1ZjMeSgWeSiWfnTzO3X37U9TQgNVhJ9bXjyBPL+pNRl7ds5N/TplBYkAAt3ikISJittpBABGRBD9n/Z/7+w0gxscXncXCxxlH2VVYwOv79vDxnAU8tGYVpU2NnK2pRhCcy3aFDfUAvL5vDzaHg0mJSdSbTFgdDgrq66/474GkpS4NaHQ6HdnZ2a6v8/LyOHbsGAEBAcTExPDMM89QUlLCxx9/DMDrr79OXFwcPXv2xGKxsHTpUpYvX87y5cu7cpgSyQ9G8Hke7EUgj77eQ5H8gH63ZSN1JiOhnl4cLCm5qoDGR63miWEXKv02mk3YHQ7UFwUZjWYzr+7ZiVKQc6KinCaLucOAxletYUJ8Ekq5nN7vvOGskNu3Pzf17M09fdOdfY2CWpbQEASBRT16saMgn3cPHeAX6QNdSy1muw2z3Ya3Sk2P4GAmJXYjUOtBbPMu1ocHDSXMy5tYXz9UcjnfnTvDpMQkNuXmsK0gj6XHj/HFvJuYnNiN4OYmk41mE4Ig0GgxIwC/3biet6bNwGC1IROcs1OiKBLn58+h0hJ8VCrSIyI4U13NiYpyzDYb93//jXMpa/GtbLnjbt45dIARMbEsWfsd2bW1/H7kaFfrhPMczQX2TldW8tmJ4zw/eizDomNYuOxzPsw4wkODhvC3ydM4V1PNwIhIBEFg6byFrurFz44YTWFDPdE+vsT4+rF07kL8NRqultlm40xNNX1CQltUMf656dKA5tChQ247lB577DEA7rzzTj788EPKysooLCx0vW+xWHjiiScoKSlBq9XSs2dPVq9ezbRp07pymBLJD0ZQ9QX6XudRSH5o9/RLp9ZoYEhUNH1Crl1jwmqDgQ+PHSHIw4N5qT1dr28vyGNF5ikUMhm/GTyMKUnJNJnNvL5/D5MTu7Ua3OwuKmBHYT42ux2bw4EoglahQBAEt2tf6uOMo3yUcRSZACq5gvHxiXQLdO5+emD1t1TodKSFhvOPydPZkpfL/23bzJPDRzI2LsEZDPXs7bpWv+bdRP+cMp2JSz/AZncQ6OlB0EUds9+bOZcNOVk0mEx8mHEUuUzA5hC5r386DlFkxuefMDYunjenzSS7toZt+Xnc3qcvuXW1PLp+DfesWkGYpxfeKhVquYKDpSXM6NadU1WV5NfVYbBYCNI672ewWtlVmM+o2Dg+PHaUb89mkuDvj81h50hZCbf27kv/8AjkggyZIBDs4ekKvAC3/x4aHeNWQDHIw6NTP2OdxYJSJkOtUCCKIs9s3oBdFPnrhMkIgsBre3ext7iIX/QfwKxLuqP/3HRpQDNmzBjayzn+8MMP3b5+8sknefLJJ7tySBKJRPKDu3Qp6FrxVqmI8vElwd+9RsrYuAQGhEeiUii4rU9fztZU88qu7eTW1VLc2NBqQDMyJo7t+fkkBQQwrVsyKrkc307kU6zLPket0cCDAwbjoVKRFBBAaWMjNy3/Eqvdhl0UGRbtnJEs0zXhEC8sH7VFq1Ty3ow51JmMBHl4Ync4yKgoJ97Pn73FhYyPT0SrVLKoZ2/qTEZCPL3oFRLKmeoqvj93lgq9c2dSUkCgq3JyrJ8/Xmo1ogi1JiNymUClXs/z2zYhiiAXBGSCgLdaxenqSoZER/Pe4YNsyc8lv76eRP8AlDI5d/Tph8Fq5dW9OzlSVubW9+laazKbWfT1F/iqNXyx4CYcosix8jIQnAnlzm3iUZysrCA1qP2u4KIo8pv1qzHb7Lw9fdYNmbDckR99Do1EciMT7eWIDb9H0M5D0EozjZJrS61Q8N9Zc1u8/uj61VQY9HwyZwFKuZy3D+6nqKGefuER3NtG8TS1QsGB0mL2lRQxOyUVH7UGURTbXcawORxUGQwEaj3wUaupMznL+x8tL6O6ebtzcmCQK6i4pVcfBkZE8L+jR0j0D2BwVDTLTp9kZeYpRODD2fNdu7F6BIdQ2FDPgq8+w1ul5mRVJUFaLeV6HTf3SuPJ4SNRyuWEeHoBzhygeD9/li1cjJfqQuE6u8PBH3dtJ97Pn68X3kyT2cyfd+9gdGw8QR4eDIqIIs7Pn0aziUqdjoNlpZQ2B1wTEhI5W1NFSmAw/SMimJjoTHquNhgI0HgwOMoZqJ2tqSazqpLZ3VOv6bKPUi7DR60m1Ms50yOXyfjf7HmIIq48pgkJSW7J2G0RgezaWhyiiM3huC67mLqaFNBIJF3JdhYcNYjmzT+rgMZR92uwFyMEfIQg87rew/nZ8ddoqdTrUcqdO5F+M2QY2wucSy8X74a61L390qk2GPBVa7j3u5XUGgx8seAm1zknKys4UlbKLb3TUMhkKGQyFqT25HR1Jf89ehiAxb16MzmpG6eqKjlYWkxRQwPpYRGsz8liaFQM2bW1nK6qxGizkRAQwH8OH6SkqZEYXz+sDgdqnHkh2wryUMsVGGw2qg0GjDYrJrtzS7lW4XwYm202MirKeWP/Xsp1TSjkcv47cw5fnTrBwIgo0sLCqTYY2FNUwIGSYm7v0xdvtRqD1cpL27cQ4+PLS2MnALA5N4d/5u0hJSiYJ4aNYP5Xn+GjVvP86HE8uHoVYV7efDB7HuBcLlo6byHgTPx9eM13zmrC/gGuwn+XK6OinBgfX/y1F2bFNAqlq/lnUUMDv1qzinqjkeExsW471DpDJgh8Om/hZZcJuJFIAY1E0pVUoxB8PEFx+X1cbmhiE2ABrq5onOTK/HXiFLevkwODSL6oT1NbLs5nMdts2ERnLs15z23diM5iJaOinFt7p9E/PILN+bnoLRbu7z8AP43Gte33yeEj6fPuv7DY7fz7yEG25efRYDbxwujx3NMvnSFR0QRpPbitT18CtFpGx8bjpVKht1hYnnmKZadP0isklLenzUQuCKzPyWZSYiIHS0oJ0GpxiCJ/3r2D3YUFGKxW9FYrIR4efHjsCJ+eyMBLpeLAfb9CJhN4buRYgjwv5LM4u2cbWXXuDCnNvQJTgoLx12qZmtQNAWegYrBaCdBoCdR60PeiQOXzk8dRyeXMT+3JWwf3Ybbb8JKrUcpkzPjsE2anXN527IyKcn63ZSNhnl48O3I0OouFPqFhOESRBpMJf62WRrMJs82GzmKhpOnKWvzcyFuyO0MKaCSSLiQIAqgGXO9h/OAE//cAG4Jw9bs4JNfHx3MWYL/ot/kGk4myJh1Gm5WzNdW8fXA//501lz+Nm0hOXS2TEpJaLLe8M20WZ2uqGReXwJEyZ9XeWpOBO9P6U9rUyPyvPmNcfCJ3NNeGeevgflZmnuKX6QOpNxnZW+TMl0kLC2NPUSHBnp5kVJRxrLycBrOZgRGRnKqq5O6+/fnXgX1UGvR4KFUEaLRYHQ4eXPMduXW1TEpM4vGhF3aGvThmPG8e2MfslAtJtJE+Pnx0UX+qrxfejLx5Fur8bAw4A73/NFctjvL2YX12FnaHyEtjx2O0WbE57BQ1XF6l3VhfX8I8vZiQkMgja7/H6nDw5YKb+Pve3ewvKeYvEybTNyycL+bfhEwAD2XnGpn+3EgBjUQiueYEQcHl/vMiiiLo/wvyEATt7K4ZmKTT5DIZFy9MrDxzCovDTmpQMFO7JTM0yrlj5+LE20sNj4lleEwstUYDt/VJY1h0NBHezqaa9SYTRpuNrOYeUeBMcrY47Pzv2BFGx8azLieLP+3axi/6DaDaoGd99jkMVhtVBj29g0NIDAzET6Mlq7aGWqMBm8PBt2cz6RUaRkF9HQ0mEzJBIKR5t5HZZsMhimzIyaLaaCBA6z5j8fbB/ewoyOfNaTPddiGV65oI0HqgkstRKxTc3z+drJoaTlVVYHU4+PWQYfQPi0AQBD6dt8ht2agz/DRaVy5UjdFAWVMTPmoNEd4+KGQyvJurNwd2cmfUz5UU0EgkNxDRoQN7AYKy7W20rmOtWSDWI6h+XJVI2yTWIRpXADIpoLkClXody06fYlHPXm7bhQFy62o5XFbKvJQebv2FLkef0HC6BQTy68HD3LYfX+rikv9Gq5Vfrv6WWqMRGaC3WrgzrT97iwrZVVTAezNmE3ZRQb470vrhpVTx5907yKgo57beaWzJz2N4TCyJgYEk+gVw68pl1JuM3PbNMjbedjev7NqOzeFgenJ3MsrLSQ4M4tbeaXipVCQGBHLnN1/zxakTLOrZm8XLv6SkqZFYX19Km5rIq611fa9EUeSrU8fRW23UGA2ugOZ0VSWPb1hLcmAQ/5wyHYDDpaUcKi2hpKmRQK0HG3Ky+MOOrfxnxhxXovCVWjJwiOu/HxgwiAcGDLqq67Wm1mjg/u++oX94BL8bOeaaX/96kQIaieQGIjY84yzM5/N7hA6WssSGJ0C0QcBHCPKO8yeualyiBUQrgsyzE8fpEGQBLd4TZAHg/WsQ/Fs5U9KRT09ksDUvFxDdHooAf9ixlRqDkXAvb0bEtN0K4WInKitctVYK6uvwVatdCapt+eT4MT48doTp3bpTYzRwR5++HCkrBcBbpWZrXh639+nH3/ftptFsJlDrgUwQqDUaeXTIMARBICkwkCaLGX2dlaeGR/GbIcMBiPb1o6ihgTqjEZvdToPZzMmqCh4dMpy8+jru6dsfQRDYnJvDExvXYbJZifH1I0jrQY3D2UX6XE0NJpsVW3N+zJ9372TFTbcAznovBpsNpUxG94vyjfw0GjyUSpIDg/jk+DHKdU3c3KsPFXodJruNcXEJHCotwWq3c6CkmMFR0dgdDvRWC41mM6/t3cVdaf3pExrGO4cOkOgfwJSkbp39sXYJvcWKzmL5yVUqlgIaieQGIqhHIprWgrzjh5KgnYdoL4RWgodrTay7Fxx1EPA5gsy77ePqHwFbEfi/i6Bo+ZusoJnSylmSzljUszeiCPNbKYJ3X/8BbMnLpX9z4TqAnQX5OESR0XHxbscW1Nfz1qF9ZNVUY7LZWXo8g3KdjjAvL9beeme7/adszZ3DN+flIBMECurr8ddoqTUaaDSbKNc3UWvUU63XU2s0sjLzFBUGvXNXVb90fDUaEv0DGBoVTXZtLS/v2MobU2e4EpobzSbqTEaUCgW/6D8QjULJvw7sY8nAIa78HYvDjkImw2C1Uq5r4qM58zlcVsrr+/YQ6+tsWTA8OoaVZzNpMpvRWyx4qlRUNfd7Usudj8X7Vq1EZ7HwydwFLF90CzqLhbR3/wXAzG4pfDJ3ISabFY1CSYPJxI7CfCYnOgOVx9av4WxNNVO7JZNVU8NTm9ajksnJq68j3s//ugc00b6+fD5/kdv29p8CKaCRSG4ggsciBI/OFfISPO8E0dTFI2omCwLRAkIH/6TI48BRCx3M5Eg67x97d7OjMJ+3p83isaHDWz1meHSsW5NKu8PBC9u3ALA2OsZtG+/6nCzOVFWRFBCIWq5g2ekTOIA4P78WwUyNwYCfRuNaxrorrR+3NM9eZFZXMTEhiWhfX/66eyeTEpMYF59IhU6PWqFgeEwsOquFu/ulE+zpia9Gg9Fq5fltm5menEJZUxM7C/PJqCh3NZbsGRLKi2PG46FUMqt7KkuPH6PJbGZ/SRHDmpfBpiYlMy4ugZNVFTSYzPhptIyLSyBAoyU5MAjP5nyUwsYG6kwmynVNJAYEEu/nz919+5Po78wHqjMZMTXn3NSbjOTW1uKlUiEgsL0gj2BPT1dOi69Gw8yLWiWEenmR11DPpIQkdhYWUG8wUKzX4afR8OzI0Vfz4+40q93u1nPrUgHan14+jhTQSCQ/UaKtCLHuAVD2QPB79RpcrwAEDwR5y34+Mr9/dOoaMp+nr3ocEnd59XWYbDaaLGbCaXt27GJymYy7+vbH3kqBtVt7pxHo4cGE+ER8NRryG+rIravlhdHj3Y47WVnBExvX0ickjL9OnEKVXs/crz4l2MOTlTfdSrSPL8fKy8iuq6XGaGBvSRFNFgsHSopRyeVMSkxiTkqPFp/lbE01ZU1NfDZ/EYOjovjD9q18f+6MawfS/NSeHKsow2q3c3OvPqQEBbt12QZnkcCL+2UJguBqq3De61OmU6HTkdic0CwIAlHevq4t0Z/NW4RDFPns5HE+O5GB0WYlzMuboVHRfH36JCa7jWHRMThEOFhSzPzUnoR7O7//zzbnpazIPIXZZiPI05P/zppHsKenK6DqSofLSnhq43rmpvZosfz4UyYFNBJJO0TzLkTduwg+zyIoe3R8gtu5uxGNK53nduGyj+jQIepeR1CPR1APvfCGoABBBsLVz4aIjnrEugdB0CIEfX3V15NcO3+bNJUGs7nV3kA78vM4XlnOrb37tth5c3ufvq1ez1Olclu2em/GHG76+gue2LiWz+ffBEBWTQ1vH9yP6BCJ8fUDwC46qDYYaDCZaTCZOFZexmt7dxHv58/ExCRCPL349EQGGrmCmd1TmJTYctmlR3AITw0fiVImx2Sz0iMohB7BIYyNT3Ad879jh/n69Ck8lSrenDaDARGR6C0W3j+4j2APT0bHxbuqB1/MIYqsOpvJ4dJSeoWGclPP3gR7eGKx29FZzARoPXh1z07sosjEhEQCtB44RJGTlRWYbTamJSWjVSo5VlZGvdlEhLc3v9+yiQaTiRBPT4w2K78dNhKAo2WlrDhzmvv7D6CkqZFpScnUmAzUmAxX1Zi0swQE13/9nEgBjUTSDtFyEEQdWE9BOwGN6GhC1P0LQTMFQdXf+ZpxOdjywHIINJO6bpDWo2A5jGgrcgtoBHk4QtB31+YegicoEkEe0fGxPzKiaAfrcVD2RBB+evU7lHJ5q8FMVk0Nv920HoPVgkOERwYPbXFMvclIaVMTPYLb7gOklMvwVKnw02gwWK14KJWsyT5LcWMDs1J6sGTgYADCvLz5R3Nw5avR0C0wEH+tlomJScxMTsHcXPF3RHQMaWHhgHPp61xNNd2Dgl07o7yUKn63dRPdAgL5w9gJhHp5Eed3IVF8YEQUH2ccQ0RkQ0429/RLZ2NuNsszT1FnNLE2O4v/NVf0Pa/JbOahtd+RW1tLncnEkfJSburZm/3FRTy4ZhU+ajUfz1nI40NHNG/n9iCzqpI6k4nM6koaLWaKGxt5a9pMvjp1AkEQGB2bQGZVFb5qDQ5EFvXszbrsLF7bsxOVXAECDCwv4+FBQ7E5HPxy6YcArL31znaXgq6F/uERrLvtrnbznX6KpIBGImmH4LUE1ONA2bv9Ay17wXIQ0V7uCmgE72fAehjU49s/92qphiJ43AaqAYj2cudYNNOv6cNbEJQI/m9c8fmivQSx/jEEzTRnbs81INpyEBueRtDehOCxoO0DjV8iGr4C9TgE70euyb1vBJE+PvQMDsFoszE3pfVg/NH1a6jU63lt4hRS2whqNAoln81bxNyvPmXx11/wzeLbuLtvOtE+vi1mWT7KOEa92cTUpGQivH34+KJCdWqFwhX8AJypruKN/XvJb6hjYY/e9A0NY232ORb06IWXUkW/sHC25OWwLjuLTzKO8dCgIQR6ePD+kUP8ecJkynVNTO/mrMA9Lj6RM9VVZFZVMam539L7Rw+jt1h4ZPBQMqurqDYYcCDyi/SBDI2KZnnmKbJqqpEJzm7dHkqlq1dTQX09j29Yi49aw+zkVD47mUFxo7NY3k29+nBTc7PR50ePo8Zg4FdrViGKztkqvdWC3molysfHlSSskMmYm9oTURS7PJg57+cWzIAU0Egk7RIEFajSOj5QPQbBUQuqYRfOlQeD3H3XjqPpdQRBg+D1wDUcowI85juvX/9bsGUjoATtjHbPcxayewvkMQjaWddsPK7rG79H1L+P4PMCIIJoQLSeaHUSXHTUOWey1GObi/J1gr0URBOi7SQC7QQ0yjSQre10PR5RdIC9EOSx17TR4A/NQ6lsMVNxqTFx8WzPzyfC26fd4+QyGUFaT2qNBhYt+5zBkVH8dvioFsdF+fggNIFa0fZD22xzduD+485tlDQ2opTL6Rkcwn+PHia3tga7Q+Sz+YtQyGToLRYOlZawp7iQnLpaKvV6SpqaOF5R5pYb4qNW8/SI0fznyEHeP3oYX42GL04eB+D+/gMYGBHJo0OGkRocQqS3D28f3M+3ZzMZEhXN29Nn0S8swi0ACPH0JMbXj37h4fwyfRCTk5L46+5dbCvIY2xcAnqLha9On2RSYhJmm41Gs4kz1dU8NnQEfcPCeGXXDhb37ONqtAm4BXOtaTSbWZt9jqlJ3fBRSxW2r4Qgihd36rjxNTY24uvrS0NDAz4+7f+fVCL5IYmiCbF6DgBC0Norflg6Gl4ALAg+f2xxDdFy2Jm34/1Yh3k7or0csfZeEOTIglZd0VjaHWfTP8G8EcFrCYJmKqKtCOShrc4cORp+B9bToJnq3PatXdipwEa05YM8EkFou+Hi5RJ1/0E0fYvgcUend5R1lQaTidKmxjZnT35IjWYz0z77iNKmJjyUSjbffg+hXu03Hl2ZeZrdRQW8NHYCHkrnz2jBss8xWC08NXwkB0pKeGTQUNQKBfn1dfx63WpMNptzN9CI0a6lqQqdjn/s20NefS31JhNxfv78In0AvYJD3YKGlZmneffwAV4YPQ61QoHZZmu1COCUTz+ivKmJd2fMYkhUy/fvWbWCRpOJT+ctQq1QsCk3mzcO7CPW149/TZ3Bl6dO8OnxY/QKCeVP4ydRrmvCX6N1G8vlevPAPjbkZDE+IZFfDx7W5nFmmw1BEH6SDSav9vktzdBIJD8QQdCA759AUFxxMCOKDrAexNkx0Aq4BweCKh1Ble481pYHlqOI9jJn52vflxEEOaLuTeduJc97wPthkIW2vNGVjM2Wi9j4FwSvexFUgxC8HgbtfARFlHNsimhE0Ypo+BJUQ515LbJABPVQBM1MRFEH5u2IogFBHgfqljkflxIUcddk7G4USYAKFPEdHtrVHl2/hgq9rt0loR+Kt0rF3O49+PZsJj1DQgjx7DjZfNnpkzRazOTV1dKzeSdSoNYDuSDQIygUf42HKwiI8/Pn6eGj+Nu+3TSZzbxz+AB39OnHsOgYQr28OF5ZjtFqxVetIUir5b5VKxkaFc3b051VpetNRsbExTM+IYGPMo4yIzmFeL/WizSOiomlXKdjQESU2+uNZjNquRyd2YLRZkNExGq383HGUZrMJlc9nAnxieTU1jCvOXn64mrHV2p6cndKmxrdtn9fyuZwsOjrL5ALAl8vusWVdyRxkgIaieQHdD6/5orPF2Tg92/A0WGOjNj4R3DUgKgHQQliAyJaRON3gIDgeU+7hexE0QwonffsDMsBcFQimrY4AxpBBgr3BwbmnYiGL8C0CezFgAwheDWCegiCegii5QCieQeo+nXunl1A0IxF0Iy9bve/2KjYOLYX5HW4JNTVdhbm02gyMzExia0FedQajZ0Kyl8ZP4l3D+3HYre7Xvv3DGcAcv93KynT6Xh57AT6Ns/EDI2O4dPwCNY2J9c+s3kDH86eT4S3Nx/OnsdHGUfYWVBAmU6HzeGgXKcHnDuYbl2xDFEUua1PXzbmZFPW1MSfxreejP9sK+X+vz93hlf37MRkszMiJpY/jZuIWqFAb7FQoddRptPx4bHDzEzuTpyff6vXuBrxfv5tjvc8AdAoFChkslaXbh2iSFlTE5E/09UJKaCRSH7ERNGGWPdLkPki8/s7gGvGA0C01wBmhFZ2HwmedyOat4N2AQLWC0tQPi9BR8GQvRKx9h5QJHSYDOxo+ieCoAXPe5zjUKa3fbBqEKgGgnoCgu1Ei9khQTUIQTWo+bObEUUBmaz1sYoOvXMbeWcDrutMtJcjNjzvLI6omdCpc+7q25+7+l5dEHwt/GH7VkTgqwWLWdyzd4u6L22p0Os4WVVJ0d7dbh2rAcbHJ7IhJ4sYX1+319UKBZMSk3hl1zaMNitL1qwiKSCQN6bO4MEBQ0j0D2R8fAIHS0voHRIGOB/0YV5eVOn1jIiOpVKvJ9bPD4vd3u7SjN3hoLixkXAvL3QWCwICMsH55/zMkadKxRfzF/PnXds5UFrMpycyrlv/I7lM1m77ib/v3c2mvBweGzKs1W3xP3VSQCORXEOivQpkQR3+9io6dIhNf0JQjwOZL6JlH4KyD4L60iqiVnBUgKO+9evU3Q+YIeBLBJkzn0G05SA2vgjK/mA94txZpOrrOkdQt5+c6CQH0dhhpWFRNIFpLSIgeN6PoG6ZKHoxQeaF4POs8wt12033REcjYvVscNQg+vy+RS6LaCtErP8VKFIQ/P7Wic/zI2A9CY4qRNOGTgc0XWVPUSGv7tnJE8NGuFUQbsuDA4dQazTgr9VyWxv1a1rTLyycGcndGXTJ0g7A4l59WNy8W+hSGoWC4dGxKGQy8urr6BPqDFw8VSrmpfakqKGBQ2Wl9Ax2BlZb8nM5XlEBiLywYwtDIqN588A+cmpreKK5NszmvBxUMjkjY+N4aftWTlVVoJbLOVNTTVpIGCVNjTw5fBQfHjvMicoK6oxGV+2evcVFqBQKZnRLYVHPDnY8XkdJAQHsKMgj/DrP6F0vUkAjkVwjouFLRP1HCJ63gcct7R9sPQXWTETzIRBrQDQiyuMRgt0DGkHQQsBS2vy/qrK3c1lJuGhXhPU0OBrBsgdEM6L1LCj7XNZMhmjPAVEAR2m7xznzgl4GlOCoQBSNCBflnogOPaLu7wjqcQjq1svyt04GyJv/19HKjVXO92V+l3HN60w9HkHwAGWv6z0SztVUY7bbOFdT06mAZk5KaqeuW2XQsz0/j5nJKagVCpRyOb9Mbxm4nq2p5smN65ABS+ctalE9VyYI+KjV5NbX8cncBWgUStf1f7thHXKZQJVej49KzYMDB6NVKNFZzIhAcUMDOR6eVOp1HCwtBpyJtH/auR0R2Hz73eTW1dJgMlFrNNJoMdMzJJQao5F4Pz8S/QM4XlnB+d9JjFYr7xzaj0MUeW3SVKIvmVHqjIOlxQRqPUjw79q+anNSerSovtwRi93OLcu/xEul5sM587toZD8MKaCRSK4VeRgIcpCFdXysahB4/gIa/+zMccGjzRopQjsPbZnviy1eE9XTwZYPigSwngDDR4iWbQj+73TqY4i2Qmj4Awg2BI+bOzz+fNdvR/U8EM0Q+BmCrPkffesxsBxpLvrnHtCItkKwnXUuP10yoyXIvBBCNiGKllZzhQR5GEIX7MzqSoIggLrt3SvvHjrAsfJS/j55umtHUFe5I60fI2Ji8ddo+SjjCDOTU66ot4/Vbie7toaUoGAEQeCN/XvJKC/D7nC4arW05vH1a8iuqyXE0xOrw47VbkcQBLet02eqq6k3GdFZrBisVnYWFhDq4UmN0YCnUsXY+ATmpKRSrmuiZ3AIcX7+NJnNeKhU+KvV+Gm0LOrhHINaoeD2Pn1RK5wJ+e/OmIXOYiWntgajzcaYuHh+M8T5s4n3D+B0dRUfZxxjYEQkT25ajwxAEHjv8AH+MXn6ZX2PsmqqeWbzRjwUSlbdfNtlf4+7miiKmO12ZDbr9R7KVZMCGonkGhHUo1tZMmrjWEFA0E7FIXiCcZkzd0QzGXAuGWHaDB63Icg695ARTVsRrYcQvH6N4ChBNG8AQyXIQ0E0gNB2V13RchTRtAbB6yFnICIPBkW0szKyLBDRYejcOFSDwVHm3mpBNQQ8bgVbFqJ5F4J6xIX7NvwexFoEWQiiItH5fZG5bwP+KVb2bcv2gjwaTCaqmvM/upJMEEgKCORfB/ayMSebOqPJ9UC/VLXBwH+OHGRBai+6BTr7Hv1uy0ZOVJTTPzySg6XF/CJ9ICNjYpmYkIjN4WBMnLNVQUlTIxnl5UxJ6ua2I6fRbMZDoeTj2fPxVKpYsOxzlHI5yxYsdgW3/5k5B4PVSpCHB89t3URGeRm39unLU8NH8eL2zXx9+hT/O3qYIA9PPpg9j68WLGbeV5+hs5jZXliAh1JJWmgYdofD1bvqPI1CiUahbLXC8siYWA6UFDMmLp6PMo7iEB2oFUoEQaCosfGyvs+iKPLrdaupMei5aUBnlnp/eGqFgq8X3vyT2DElBTQSSRtEWzZYDju3Hne22BvO/BiQdSoIkGlGgcY970TUvQ22XGeCbQfF8Vzn6P/jnOnRTAVFKqgngODhzL/x/BUyeWDb5xo+ds7oWPY468AIWgT/txF17yLq/o2gyQGvJR1/Fp+nWrwmCHJQ9kA0fIxozQDrSUTzXmdOkDwMbOWI1jPQ+Bw4dIj+byFTXljeEEUrYtOrCMoeCNo5nfpetPk5HQYwfAyaCQiKpM6dY/gc0bgKwfdVt2TsrvCvqTOpMlx5MCOKIscrykkODELbyRmeOd17UGcyMS+17WWKddnn2FtUiMlm48UxzqrXtUYDDWYTZU2NaBUKkgMCuWPl19hEkW9vutWVUPvCts1U6PV4q1SMjI1zXfOFMeOpMxmJ8w/A5nBgttnQWcysOptJr5BQgj29UMvleKudgfi8lB4YrVZGxcThp9GQ5B9Iua4JY3MrBqPVyp+P7OAX6QMJ0GqJ9vHlaFkpD639jr5h4fx5wuROfx+7BQbxj8nT8FarWdijF/uKi5iT0oPb+/S9oiq/yYFBxPr5c2//AZd97uVak3WOVWczeXncxFaDtbZcTf2cH5OfxqeQSLqA2PgKOGoR5FHQyfwPUTQh1t4Mghoh8MqaOAqe9yOa1oN6TOfP8XnOuXyj6Omc/fH+dedvqJ4A8ny3Fg2ifikiMlDEIKpGgGh05vNcCUWKc+lKkYrY+HuwV4EswNkbylEC8igQfEEshJpbEb1+ieD1S+e59hKw7EW0HnULaETzTmclX0XLomhtMm9zfl9tZxE62R1ctBx1BoqOMqBrA5ogD4/LeghdanNeDv/cv5fezcXeOiPa15fnR7W/RX1291QsdjtTki7smnlz6kzuWPk1pbomnh0xmtTgELoHBWGw2twe+ot69ubtg/uRy9x/+x93UbNJhUyGSi7HZLPx9qED+Gk0NJrN+Ko1zE1J5YNjR3hp7Hj+OG4itUYjc7/8lLSwcN6ePguD1YqnSsXHGUc5UVGOVqHk96PGAKCWK1h6IuOyt7w/vPY78urq+N/seWgUCrxUKmqNBnw1navea7bZXAGCIAi8PuXylqgu17dnM/n85HH+PH4S3587Q6muicyqSrcA8udCCmgkkjYInvcjWnbAZdWOUTgf1sJVFNqyngJHfXM9lv4I8o5zcgRlKig7l7h5MdGWDU1/BEcTqAaAerCz0abhE0CGELQasWY+IkDgss5V7zVtRtT9E8H7aQT1MGcy8vlcHN9/IIo6BHlo81bzJ53nqAchNvwOLPsQLYcv9ApWxIHXo86gp5nD8J1zzIpYhMAvO/9h1aMR7LmgntjpUwTfP4C91C3R+ccqOTAIb7WaETEdJ/leDm+1mnv6pfP5yeNY7XbuSOuHXCbjmZGj2V9SzIAIZ/fov02a1uJcX7UGm8PB2wcPMKyd5OMlg4aQWVVFo9nEwIgoPsw4QpiXF6VNTRQ01PPrdWvwVCoZFef8OdgdDgRBcCUTz0vtyeGyUk5UllNl0BPs4Umsnx/f3Xy7230OlBSzMTebczXV/HHcRKJ8Wib4Bnt4UtLUhFquoG9YOMsW3oy3qnNLn1+ePM57Rw7x+NARWOw2Pjh2hD+Om0ivTm5zvxIHSorRWSzk1tXx8rgJnK6qYngr1ZF/DqSARvKzJloOOKvbej/SIv/lfLG3yyEICoSAjzp9vKPxr2DZi+D/NoLcWVxMNH4B9mqw7EeU+YB23jUvwe9ofM058+D9W5AF49x37fxHW5B5g9fDIPMBBGeAhgPnjiMQTVsQzVsRvJ9qkfMCgL0IRLuz19IlBGU3BEC0HMHR8CSC1+POXkuAzO+viLYCRDSIDj2CrDkXRz0WZ1XkZuYNzvG00/28NYLME7weurxzBDWiPBpRdPzo693E+Prx2by2/544RJF/7t9Dgn8As7tfXvDrEEX+c+QgAgKLe/VBJZfTKyTU9aA22az8Zt1qEvwDOFRWyqCIKJ4YNoJEf3/qTCaiOyj0Njmxm6uRI8DUbsnO+zoc7C0poslsxmq3E6T14Lubb3clD4uiyMNrv2drfi52h4NoXz/KmpoI9nCvYlyh03Gsoox/7ttDqa6JME8vTlVVthrQvDTWfUu9j7rt/LNLKeVy9BYLL+/YSp+wMCx2O6VNjV0a0Dw3agy5dXWkNidmX+uA9kYiBTSSnzdbLmABWzZ0MqH3mnJUgGhxJu42E3xfQbSeA/M2sB5C1H/obH4pvzal70VRBMsWEEUEQYYQ9C2iKLrtNBIuyt0RAt53P9/wKThqwXbauVvrUh53OhOc29vtZT0CtmLEhhdAEe5cWgr4COSRUDMfEQEClztbNTT9Gcw7wO/vCMpUBO8nwLwTfoA+S6JDj1h7K8iCEQL+0+X360plTU2sz8lGJZNddkAjEwSeHzUOu+hotVBdjcFIQUMD5TodNUYjyzNPcVff/tgcDryUSgxWm9vxDlHsVBKqTCbjy/k3ub6+dDecxW7ndFUlZrsdT4WCe/ulu2rWXOz5bZsp1zUxNi4BpVzO0KhoBkVemPXbVVjAsfIyHhgw6Kq6VM9L7cnKM5kcKCkixseXZ0eMJsbXr91z6oxGvjx1gtndUwn3vvyZXY1CSY8fQa+vHwMpoJH8vGlvQlANBvm1/a1GdOic/ZI6+K1e8P0riHoE2YXfYAVFkjNpVTsN0bQZ7GUgC25zC/PlEgQB/P4Fos1ZR4YLDwrRegKx8QUEz/sQNFNbP9/nBbCdAmXr3asFQYDm2SZHw/85u3/7//tC4T/RgWgrdQZxjmpA70xgRub8Iwu+8N/AhX5VzgepoIgFxQ/8W6hoQ7QVOO99g4r08eHXg4cScYV9h8bEXVh2azCZ+Pj4UWYlpxLr50ekjw//nDKdAK0Hz27ZQGlTE0fLSpmYmMSn8xbhddGSTUZFOY9vWMPclB5uHbPb0l6RSkEQeHTIcBL9A9AoFS3qvIiiSEZFOXNTUtmYm8P96QPw07TMBfvXgb3orVZGx8V3ugpyW4ZHx1Cua2Jeas8OgxmA5ZmnWJN1ljqTkWdGXN0vVaIo8tWpE8T7B7gFbD8XP+45VImkiwmCgKCIv6bLCaI1C7FmkTMBtsP7y92CmRbva8Y7C/UZP0OsnoFo2nrhPg6Dc7alvbHY8nBYsxDtle7XVSQiKLu7veZw1CPWPwf2WmcxvrbGpIhG0ExBEAREayai7h1E0Ygo2hFtxe4H2wtArHevOCzWg3W/c3u3LBA8bkcI/AZB5ocgyJAF/BdZwHuuB5nM53GEoNUIymRnMGQ9hSi618xwNDyLo3oeYhsVld2+J6INR80tOGrv6fD7J8g8EQKXgyBDrF+CaMvt8Po/ZlOTkl0drK/G91ln2ZiTzftHD7leSw4MIsjDgz+Om8gjg4YwPsG5FT/Q40IDys9OZPD4+jUYLFa3/k6X2lNUyF9378DUQW2Udw8d4L0jBzlYVtxq0bqNudk8t3UTOwsL+Nukqa0GMwAjomPpHRxCz07OdLx9cD+TPvmAU5UVLd57YMAgNt5+NylBwZ261uzuqYyMjeOWXmkdHiuKInZHK4Umm+U31PNhxlH+uHNbp+79UyPN0EgkV0G0FSI2Po/gcSuCxplsKor1zgJ7Quudfq9M8zR/c+AlmvcjNv4faKa1WZBPtJcj1i0BewmiIhrR4w4EUY/geXfrt9D9G+w5IHg5O2V3gqh7C+wlCIokRMshsOwG79+68pEE/3dBNFzoIwXO//Z5EQQfBGVyp+7jCjiNyxENS0E9zn0nl6PWWdRPbPsBKIoiYsPTgAAOPchsLd533uuSIn+CHFGZDtYDzro8ohH0HziXAS8zj+dyiaIDUfc3BHkCgsePp4rr9G7J1BgMjIiJpaC+3m2rebCHZ6t9hIobG/jn/j00mM3c1rsvjw5pfeeg3mLhl99/iwCMjIljaDsJrkOiojlQUkz/8EiKGxs4V1PD2Lh418/QaLWhbW6j0BazzcbKs5kArTZ8vNinJzLIqatFKZOBAOZ2grKLNZnNPLd1E+PiE5h1yXJfsKcnv21uz9CRe79bSZVez5cLFrdafDHW1485KakkBbRdpqE1VXo9equFuDa6k98opIBGIrkattPNO5J2IWgmIpq2gO7voB6NzPu31+w2gsdi0C501nUBV6uDVpNyz5P5gTwGkIEiGfT/c+5W0i50O8+5PKYCz3vAmgEeiy/cp6NxeS1BNK5EdNSAPBE46NZwUhA07m0Zzr+uusKaHMoU51LeJd24Bb83QbR0UPvH5txBhgMCliHIlBeW2kQzYs0tIPNrkTMEIPN+EHjQeaxpE6JpI1hPIfi/dWWfo7McFWDejsjuqwponI0XadFi4Er5abQ8Mngoc75cSllTE0sGDuGOtLY7pNcZjewsyMdit+OpVPHQoPaXmsK8vJAJAgM7WDYZFBnlanp528plNJhMBGi19A0L52RlBf85egh/jYZp3doOnNUKBUsGDkYll3fYg+2Lk8exOux8MGsevx48rNMVnc/VVpNbV0udydgioLkcDodIvcnE8YpyhkRFt3hfJgittproyP3fr8RotfHlgpvanMW6EUgBjURyNdSTEWQhoEhxfi0PA5QIzZVvry0LokNEkHkgqNIQgte1e7QgaBAC3nV9LZr3NOfrXBzM1CLW3gGyYGQBH0DgZ5c1IkGZitj4NzBtAo+7QT3KmfOjTLm8j9YG0bQZ0XIAwftxBEGFoOyNEPi5+zH2MkT9fxA8bgFZ2wXzBEGJqJ0L+v9Bw4OX7EYTATtgaX0ctiLEhmcQPBaCZjKCLfuy6gRdKUEeDl6PIwoeOBp+j6CZcdk772wOB4uXf4GAwDc33Yr8KpJeL9U3NJyc2lo+zjjabkDz7yMH2VNYQM/gEOL9A/BtZ+eQp0rF2lvvRCYICDjzdTpTA2Zxz97sKMynW/PsRJyfPzE+vozqRD2W+ak9OzwG4LVJU6nS6y+7+WP/sAh+O2ykq9Ly5ShpbOSXq79hRHQcz40ey5LVq/jzrh18s/jWy75WWwZFRFHS1Iin8sauzN2lOTQ7duxg5syZREREIAgC33zzTYfnbN++nfT0dDQaDQkJCbz77rsdniORXC+CIICyH6ItF0ftPWA9jixoJYJ23jW9jyiKiDW3Itbe3CJ/pNNjVQ9zLYtdoHIm5MquIhFSO9m5Bdz4BZi3IOr/3e7hoqMOUWw9cGhxrP4DsOx3Fg1s85ivwfAFYs2dHebEYFwJYh046txeFgQNQuAyBP8PWz/PngdiE6Jlv/NYrwcQrlHQ1jELNL4ElqOIhssLOMH5W3uIhxchnp6t7iyytZOT0ZZDpSVszMnmhTHjeW3SVP5vzLh2j5/TPZXkwCB+mT6IM9VV3P7N1+3+rBQyGTJB4O1D+1mw7HO25HWcuzQjOYW/TpjimoUy2Wzk1teyKTfn8j5cO7oHBtE9MIjbVi7j0xMZnT5PEARGxsYRdgUJ2UabFZvdQbVBT5yvH5OTuvGL9NYT8q/UsyPH8Na0WVdUCfnHpEtnaPR6PWlpadx9993Mn9/xdGleXh7Tpk3j/vvvZ+nSpezevZsHH3yQ4ODgTp0vkVwXhk+g6VXAjijqnctDl8nR9AaYNyP4/avt6reCLzgKEa35iOZvEeThCB5X91uaIPNCCPzq6q6hnYtozwdFLwSMzuWtZqJoRjR8A8ZPEHz+APJwxLp7QRbR5jZo0ZoFlu3OXlY+/we2M6Bop0O1/HwwZkYU7e0X/1OPAaMBFC0TMAWhneUD1UgE3yBQxDtbUyBD8Hqg7eOvIdGyF1CAeiCC572Xfb5MEPjf7NYD7M15Ofxx53bu7z+Am9tpJnmp57Zuwu5w0C88wq1+TFtSgoKpN5n4067t2B2OFrVdPj95nGPlpbw0ZoJbGf5ArQeCAPuKiwjUaltNaP6/bZvJqavlvRlz3JaAlDIZKrkCv05W+AXndvJPT2SQEhTEwIjWl7uKGhuoNxrZVVjArb3bT+T9+vRJRGBhjyvvsJ4UEMhXC2/GS6VC1ryrqzNe27MLu+jgqeGjOj74J6JLA5qpU6cydWrrWz9b8+677xITE8Prr78OQGpqKocOHeK1116TAhrJNSOa1oFoRdDObPmeQwc4XDuPRN2/EUUDMu9H276gPBwEL5D5gs9frmxQjnIQbSDqWn1bEATQznAmxBredXawFmtB2QdB2fvK7nkJUbSDo9JV4K+zBEGB4P1bZwJrw1NgyUC0/9NZ3deyHwQt2KsRrZkIigRnFWVFy/V/1zh0/wJ7EYI82lnPRun+wBRtOeBoQGiu4Cx4zEEUREAONZNwyCIQfP4Pofk8UTSDLR9B2R3B825ELJc9gyYIAqIiBdGaCcZvnS963t/pXKOrIXg/DZqzzp91FzUQ7HBm6xL39kunXKcjUHsh38IhiuTV1RLvH9DqTNDAyEjMhTZemzSVAI3W7bOsyDyF3mqlpKnRbbfS4l596BUSytOb1nOsvJSvFrbs/n6uppo6oxG91eIW0PhqNKxafBvb8vP49mxmp2rvnKup5ouTx9EoFCxfdEurx/QPj+DVSVOJbqUo38WcFZL3g+CcoWpr9uNkZQVZNTXMSUlt8+d7OcX9wFlJeX1OFoIAjw0ZfsPPvHTWjyqHZu/evUya5N6DZPLkybz//vtYrVaUrSRgmc1mzGaz6+vGy+yGKvl5EUUHYtPfnV9oJiFc0oVarFkE2CDoe0RrNujeBJkvotevXDVboLngmv49BM0EBM3EFks5onkbommTs/z/+for5r0gKBBULaeLBZ+XQWwC7IjWLNfD2I1mEoKjDFHR29mqwF4AlmOI8kRwlHa64WKb35umV8CyF7yfRWild5Vor0FsfA5BOwvUk53b0mWBCF6POGdFRGNzkrQzKMRRD4jNdWWsYD2KaC8EZW8E72cRRYszAJInIfO+0PxS8HoA0bQJVK3v/BDrH3fuZgr4GEEe6Myt8bgJh2EZOBqdNWOMyxCUzzqPb3zJGWQJalANQubz7JV9gwyfgHE5qEYgaGf8IMEMNCdWqzre0nslxscnMjo2/rKKyVnsdha0MuPwccZRvjp9goU9enP3RZ2tz/tl+qA2E1b/NmkqpU1NbsFMYUM9D6xexaiYOCYndaNvaOuB9n9nzsVgtbaoDnzen3Zuw4HI2Lh4fNTO/w9X6fXsKixgWrdktxmhbgGBzOqeQs/g9pdgUzuxJVshk/HUiFGIIu0GFC9u34LBaiUlKIjUa1QgTy6T8c8p0xFF8WcTzMCPLKApLy8nNNT9L1JoaCg2m43q6mrCw1v+hX7llVd48cUXf6ghSm5wgiADr0eaczjcA2RRdDibEIqic+nCUYIoDwNFb7dgBnBuTzbvcNYl8X4UseFpBO1Nrp0oov5TZ9E4awaohzuXXhpfAEQIWtei7o0gyJxLSXX3AQpE7TQE79+5HedsSfAQYvUs5wPd+zlQD0WsfxTs+eDzB4Q2Hnyi5SCicS3gcG4xbyVgcm69PgKyNv5RtZ0BezmicTWCagRYjoJocs54ed7pXP7ye9u5VRwL+DznnD0S9WD4CFE9AeofBURE5RqwHATrObAXAxcFNMoe7W6HFrQzEW1FILuwxVQ0bXXmmQh+4LEIQXtRdVnVAGddHbHR+fO4UspUMGmdAayq7QRYUbRdVnf26+1ygplj5WX8duM6piYl84v0gTyy7nvSwyJYMmgIyYFBqOQKkttJfBVFkXf+n72zDpOqfPv45znTs110hwrSKIqFgaLYid3d3V3YYmMrYqCCiZ2ghKSidHdt7/Scc79/PMPszs5sEerrb77XxaU7c+I5s3Huc9/fmP4bbXNyOHKnag5Su5zcJBO6QDSKaVmUBgPcvE/dY5MMp7Ne9dYVewykNBCIFzMAT0z5lb82bkAQjqtBCLYZRrzoMi2Lj+bPpX+r1nTcSjlzY8ZxF/Xfndnr1zdZat0Q/hfdg/91v3W1W251eUNswS233MK1114b/7qiooK2betuZ6fx74P4RiHBr1C5TzQqiHFboTxHIOW3Iv5XIe/V+DmVMhDPySAhTfx0Hwz2rgnBiHG4BqHMNeDaV9v2SwCJzkGhCxqVczeEfwfnwNixXeA5Tqdw1ypmJPgtKAdEFoFy6c5GaDJkrAdbq+T1u4cg5iaUa2/9e+HcHQmWxN15U0Eqn9fdE5WNKAfKcVvycb0ng60tEvgAbFcnS6Cde6GyFDh20V2n3CeRyBzwvQSiiaXK3h6yroPoYkQ5keLjwNEHlX0rhnIgeU/rgrHidt3RybyiziKsLqiM85L8QiS6DFBgK0RlXIhSTm30V3EXytYWo/BDrMjSuI8PxIwJKx9BufZFuWskjUcX6++d55iELoxyDmgwDNMK/gAVtyOeY7erbP/fAH8kws3ff8OGqirshsG8TRtZuHkzoUiUywbsyV5t2/HxsPo5XRt8VXyyYB52w0goaAC+XLyQN2bP4uo9BvLALz+zU34BeW4PR9XaTkSYsW4tuxQWJTgQ14Xa5wHNabFE6s09mrR6JaP+mM0XixbWyUHaHhjcqQuDO21bdzUNjX9VQdOiRQvWr1+f8NrGjRux2+0U1FH1u1wuXE2cL6bx74JEZmnuiLk+JnveDscUgcC7YO+acsSj+SoKLdethpF9U8LXyt4h5fGVcsEWgzp7F130JBQ+LnDsmthhybwoxTpDSOWj+ouCz1COnrG1j9Hy51QFTeZlCTd0lXEGKuOMpO0SYCuCiA0IgqN/nZuJ7zVtUhf5HVwDa12zAtde1V87dtYePEY7qDmisreH6J9amWSu1N9X155a7rxlLJZ9N0SX6deUQswN2tDPSD02aBBSCfaOKPch1fEQUq7HXJE/9Wdf9QhEVyF5I1H2thCdB5HZiLk8saCpeACsMr1Nqqyq+uAbpcde0eWplxmZB7ZWKKN+/sX2gET+pDScxeNTF3L0zt222Qo/YpoooFfzFly5x0Au/OxjMpxOTu/d+IK0RWYWVwzYk+aZyf5J09asxhcJs6B4MxHTZGlZKaZl8cHcP/lm6WKuH7gPWS4XPyxbylNTJ7FzYRGPHnzoVl1Lv5at6NeyFXf/9D3loRCPH3JYEu+nX4tW7NayVdzxOI1/P/5VBc3AgQP57LPPEl775ptv2G233VLyZ9L4b0DlDAdzrSaMbi+YSxD/u7ojUvBhinM+DES2SzYSgLJ3TPhayi4GK4DkvQSB9zXXJgV5VxdGZwEulOHSN/7wNCS6DCm9DPEcg5F9c/Vx/R8ioQmonAcBBf5RmlvTgO+N8hyvb6ZYOnbAU8eNwCgAczVi716va6qEfgajBRL6AaQYwtMh9v0T3ysQmQee0yD7dghNA+cATc4NTwXnnihHNz3CIeZoXHIe2IpQ+W/Uex11Xl/GmWArBHeNUE0jH7If1GRtAFsHLdfe4sPj6KcLHXv3Wsc6HwlNhK0gW6usq5DAFyndmyUyVzsVG813eNClmGuQ8luYsqoNczbsRWU4tM0FTY7bzYcnnhLnZJzcoxdfLl7IXm2alm91RIqOCcBNe+/HopJidi1qxvHddsVlszF7w3penPEbS0tLmbluLYM6dGSXoiLyPB4O6JD49yIUjXLR55/QMiuL4QcdkvIctfHb2jVYlkUwGk0yyctwOrlzUP1y9IawRRK/LYGXqXDvzz8wdc1qXjny2K0KtPyvYocWNFVVVSxevDj+9bJly5g9ezb5+fm0a9eOW265hTVr1jBq1CgALr74Yp599lmuvfZaLrjgAiZPnsyrr77Ku+++W9cp0vgPQCl3/Ga43WDrhPIcXW14l3RORXXo4dahdkK1RJcigc9QGWfp4MboIig9H8SPRJei8p5JvZba0mtHH3AfrLs0od8Szxkcr2/K5nKILkWC30B0KSr30foXa2sOjl3B2RPlPqru7axNgF3Lr9GFgAQ+QapeRGXfBs5+SMVjOgncyEHlv6WTs53V3RyVcQEEvwLPEM378Ryrj1P1AhL8RodeZl4Y+wyDSHQBGPkJ3ysxNyFWMSryOzj3RtnrvxkrIw9SSNhrjrNU1g06B6r8fsTaAMqjQzNr53gZ+YCFRBYgwS/AexrKXAnOPRosgJWzb938GlsrMJqhXI2zud8CEYHQD+DoXqcCTXyvI8HvY2PbZpqIbe/C4C7dCbj7MTCFq+zWoCZX5cCOnTiw4/b7vXXZ7fSIBUNmxbruA1q3oUVmJtPXromPh1pnZfPmMSdQGQoRNs14+vfC4s0sLNlMZTiU+gQp8OqRxxI2zUY7/jYFlgjDPnwPS4QPTzxluxoalgaDmJZFyIw2vPH/EHZoQTN9+nQOOOCA+NdbuC5nnXUWb7zxBuvWrWPlypXx9zt27MgXX3zBNddcw3PPPUerVq14+umn05LtNJoMpQzIOF87zQZ/RLkPaHinJsCqfBqCX0LuE7rbAIjvTYj8AbbmGNk3aSJuxb2g8jURueplxMjW+1llYGuPynkQZWRoxU/lY3rUkXUTyvAgKhNqrVvlPAzmCpSjB2LrgDJXgKv+truIhfg/0CMgW0tdZNQF7zkQ+IB4dhToERSWJtWGpkBoOkgJ2HfTI6JaN2hl7wiZlySvw7kPBD5HjJx490cqR0B4Ksp7eoK1vxQPA2s9YrQB52RU7oh6r7ExkNJL9PfHKNLmekaB5tlUPqyDMWNrFv+7EJmjR2LWZs0HskpR7kMhxdiwsVBGLir/labvGJmOVD2rFWV17C/hmSAVSOBTMDJQ3lNQuU/iBI7feqf9vx0z1q3hmalTuGnvfeOKn1SE4WK/n9PGvU+LzCyO69adiStXsL6qklyXm0t326PR56vd3VhUXMzbc2Zz8W4DtsoErzZshoFR68Fne+DxQw4jEIlstyiL/wp2aEGz//771+tv8MYbbyS9NmjQIGbOnLkDV5XG/wp0kRDzhXHtt51ltjo9WqxK8I8B12Btehb8EtyH601srSHrDpSzF0gECYwFFCg7bEmlNleA0V3fiPxvA6Ye9zh7gfFdgs29hH+H8FTEe6a277d3bVSIpFQ9o5/wnXvUHUwZv6zxWnUUngoePb5RGeeA53iUka3VYZ6ZEPxGr70pUE7AgqpnEGd/lL0LyrUPEp2fLEtWGUDMl8c5MKkblvI6RSAyHeydE8IwRcLI5iP0dRltIOMMcB6IMtxIeAL4xyLKDhnno5RDFzbB7xDXAajQ94i9ayyMsnGGZtsDEv5dE5xtrcHeTX+va/B8akPlPqIVaKWXIQi4D9Vdq/9nmLBiOSWBAFPWrK5Xwuy02fA6nTTLyOD9uX9SHgxyRNedmbt5Y71hlg1hzF9zmLluLV8uXpRSet4UGEox5nitttveBY2h1D9azDQk1vmnoKSpjkr/clRUVJCTk0N5eTnZ2U3L20jjvwfxvwsYKO+w+rezKiG6UPMqao6RQlOQqmdR2TclcGD0r00I/B8ggXHg2E0nR9t3Qjl7x26ix4IyUAWfauJr8DttKufYVY9TrI0o5+5IdDlSerm211eZUPg5hi3Z58IqOUd3drxngv81UE6MgrENfwaBzxDfq6jsexJGMGKVQ+RPrV7aEtJobobwbzGPnrqfdyQ0GWyt467GIpF6nXbF8iPFJ+uRlpEJjv4o73Hg6I1SLm1oKFVxxZkV3QBl54OEdRhl1rUNjmp0R+xB3SHLq5FhZfmRTYP18XMeQnmGxt+zik+AyAIwilB5I1COardc/T0OJ3kVJZ03+BVYpShvsulbYyFWOUQXg6OfTkcvuwSUB6OJLs4S/BGskm1O5m5MAbkjEIpGmbZ2DXu0bpPknzJn4wZemvEb1+y5d4JfzZrKChYVF/P+X3NYWVHO3YMOZLdWrdnoq6LImxG/jldmTufH5Us5rWefOsMqN/l8fLVkEcfu0r1RCqr/RQSjEU7+cAy5bg9vHLN9pyfbev/eoVlOaaTxT0N5T2mwmAGQiruQivshPDHxjch03SUIJ/qXKKU098c9WJNHjVb6GGVb/FQcOqCxhrurcg9GufZAGZkY9vbV6iujUKu7Mi5BNfsJw1aESBQJjEOi1SNZlXk1yj0UnIPAdRAq88bGfQaeIzEKPwZbIVbJBfqmB0jF/XrMFfqheltbIcozFKXsSPBHJDI/9TFdA6uLmehiZPPRWBUP1LOIWGfK3h3lOQFsrZCK4UjVC/oYpRcjJech5ia9ubVWB116zwOrVLsDNwR7Z7C10Bydmqc2vFD0HRR8klDMAKjMGzT3JuNcsCcGFEr5zcjm4xK+B6kglU8jvjd1UbLlNYlgVT6KBL9ueN2AlN8W+/mbCrZmYN9Zj7iaCOU+YJuLmR+WLeWgt17ng7l/btX+66squfKrz5myelWT93XZ7ezTrn1KM7ivFi9kRVkZPy1flvB666xs9u/QkUHtO5DndtMuJ4cP5/7JGR99yJu/zwKgMhTijd9nMmPdWkbPmV3n+YsyMjijV590MVMPRMAU2aoMsB2Nf5XKKY00/iko10GINQ7sO2mDPaKaAJpxEdj7Ir4XEHM9Rvb1MVM+QSmXJmlmnINUvQZIXAWulELlPt64cxuZydyI8C+I7y2wfYvK0zd95ewNzt5I6UVa0u0ekrCLRFdpEmt0LspzUrLbb+QPsDYjoe/0jc99qPaccSS7vkp0FVL1OOBCFTbcBYpdSd3vKA/EuklKKYjMQyIzUVtk4I5uukOxxVXZ9wqYa8HTVr8W+Awyzq5en+UDc0nM9DBWMBr58c+qNgzDiwQnIeZCnTVllWkCr2sPlGsPJDQZqbgHsq6Px16gPLFCLPHmqosrR7ygU1k3gJQlSrGjSyE0EQlP1/ENDX1y7kOQwOd6tKScqNzHGtxnRyFiaXl2KLp1hNMpq1ezvLSUj+fPZc/tREYGuGS3Pdi1qDkH1UFEHtajF3M2buCsj8dycf8B2AwV58hkuVzcvPd+LCouTjDSS6Pp8DgcjDvp1JTxFv800iOnNP71EDEh9CM4+29XXoBEV2jyp3togtLFKr1E8y3y3kQpwPIjZReBykVlXqaJrOZy8JyobfpLhgE2rfTxnIThSDTJksg8/fSdcT5GCnKyjgC4HeXoFue4iFWFVD2Ocg1J4NGA9oqR0ERU7uMJXBGr7HoIx/hnzv4YNZRPVuVTuhPjPUd3irZIl+v6bCSKVNwHyoHKujVZCZRi+4bccUVCEJqgVUu1TftqwaocqflIeS+govM1mdlRzW61ym7Ux7K1hvxXUCq7Xo6UWCVI8WmAobk8EkHlv4GyFerjlV6mrQMyr0wgkCcp2SSIbD4OlMIoHF/PtQoEv9B8nr8tlXv7IRSNJkQCNIThv/zM4pJinh96FDbD4LulSxjQujX5nvq/z9sb13z9BfM2beSVo46lTQNZS2n8+7Ct9+90hyaNfz+CXyO+l8GxMyrnoe12WCm/AcyNYBQmFg3KCRjgexkJ/aT5M3mvImU3IJWPgNhBgrrIyrpWy42NZgl+MQnnCf2muyPltyGuX5KLA2szROdpg7dYQaOMTJ00nQIq41xUxrkpXj8TUbna0M9Vyyre1OGXaovL75a1BT5FInNQWTcmcGCUsiNSCZHl+jprEVItKwT+t1DOfvpfHcWMROboMYr3TPCP1l0I11zt12Ju1vyYWsWNiAm+V4AA+N9HZV+dfK2ufZHQ9yBlUHwKYu+Mynsu5Rog5kmTcQHYCrRqKbosITpBZd+qvXRqK7a2cIskAlYxogqAKJAbez2EVL2s3YZrSsSVAs/hda5H7xsEnA0Wi6n3jWhiuHP3eEjntqIqHOaHZUs4qGPnJhNOZ61fR0UwSEUoRFFGBod2adjyf0fg8UMOI2xGcdvTvmX/i0gXNGn8++HsB8E2IIGYj0njTLP0U/d6VMFolPIkEx2tKpAAkDgLVjkj9P8E3kfCdlB5mqzqPU53RrLv0w64yolSNlTuE/UvxHsKhL6M+Zskt2mVrRVk36dN7eq7HnMNlF0fk3sP18RgowDlOUYfx9ELlaNJrSJhJLqyeiyS8wBIZZJDrfhH6+LMXKk5KDXX5TkK8X8EjhROsCVnQ/RPxL4zqjDZuDB+/MonNWHW3h1cgyA8C+U+CDE3I6VnxaTIoxL3Kb8NMAGB0LeIXJZEOFaeI7X6KPAJhH4FIzuWlK6S3IYlPB2scm28h0qIThARiP4F9i7at6iu6yi/XW/n6KmLQ1WCVXKRjsbwv6HHeIUf17l/0vHMTUjpOWDrgMp7ttH7xRGZjQS/hPCvSZ/f1uL12TP4dsliVpaXc/mAPRveoQZeOuJoKkNhijK20ul5O8FQKl3M/A8jXdCk8Y9CrCoIfadlz3WMQZSthQ5lLL9Bq3UaUdBI8EsITdJP5GJild8AwW8Q96Fa6aIUKvsWnaNUfi+WexBG9i36fFuKHu+wBEKx8hyLipnEYXRDQpOwql5EZd+cMPqpDcNwQsF7qdcpFgQ/0Wofe918A4nMhbJrtUpI2bXniP8DwIgXNAnbV9yju0JZt6Fce+qcKrxakePcIz66U9kPaF+bFE7DyrU/yrV/irX8AeZSzTHJvLjONQOozKsgPAmcu+mvc0fo7o/l0wWeLUWGja2l/r6ZG3WxFS9GasE/GiJ/gecoLe0uORUwoGBcQtdDyu7UnRxl02su/EKvwT8OifylieDKBflvoYzc1Nfh6Kq5M5FFQBDEAGs12PbTEvPaaevh6frz956VNAqT6NIY2doWk6dvBRx9UJ4jwbHb1u2fAkM6d2VpaSlDOnfFEuGyLz4lw+HksUMOa3DfXLeHXLdnu60lFdZUVPDopIkEohH6tGjJJU3wm/kvIWpZ2915+L+CdEGTxj8L/xva4dRcl9KMLQ77TqiMC5O6CHViy0jBfQzKyIwpUELaP8V9gPbpcO2r7fvD06hpJCehKUjwU1TW9SkLFbEqQEKI/30wF+tRRSO7RkkIT0N8o8DIQ+W/Vvd2KguUFzynorIu11LirGtApZ4zK0cPJLooMbAy+JkmGjsmoXLujW3XFVIkb9eL6AqtxHENxnAPTnpboku0DNrIriYyW36k5OS4u7AyMrTLcAoYWVdB1lU630kq4zwXSOTqKO9pSOAjTRgOjNNFj/KQ1AXzHKZzvXBoIrXvNSzvaeAbCRLRRZOKQuiXuPdObaiM81EZ52NVjYSquUAYHL0xMk5DvMcnpbFL5RMgPq1kqxWhIOU3gwRRuU8lRWY0Fko5IOO8rdq3LuxUUMiTQ7QKLBSNsqysFPtWjMN2FCasXM7C4s2s91WxpqLyf7KgeW7aFD6aN5dHDj6Ufi2Tc97+15EuaNL4Z+E+FKKrGiwINCfhCCTyp3ZtbYAcLN7z9E0uOB7JvBiV9yLifxOCPyTIc5WjKxR+nvAULYExOlwwPA3cQxBzPYQmgudoneJceh6IH+w9wKpAcNWbe1QvnL00D6IW50XE1H4wzj4o5UHZ26IKxyV+JvWoZ7RcvZYvinMghCbqJ/st5wl+hVS9DFlXxN4bpv10trxvrkPKbkR5jqjuVrmPQDl6gC3ZwEyiS5Gyq3VBk/8aYm5Aqp4C9zG6C6IaTxJVtuZA8xrHXoyUXom49sHIvlWTqB3dNOHZXIHKeUTnUJVdhbgGYcTkyyrzElAGOHoi/vcQc53uSGVdpw9s3xXCExK6LCJhkHAi38gqAVUEmddCYCxIFKvkbFTmlXosWnPtWdfoDk2tnCgA5Rmmu1y21jWOXQXKs53NH7ceLrudt445EZvx71GyHLdLd7KcTnJdblr9RwQfEdNkdWUFHXMbJ3YQ0X8Lhf+Ulme7Ia1ySmOHQcubHdvNoEuH+90CRhFGIyzkrcrHAQMj65qmncdcHytmDkMpu1bURBdpMq7nSKzy28HcoDkhgQ/1CMuxCxJdDrY2CQRZLQFXTf4MxD8G8b8HroEYWTfGjiV6fGPvXG1AV/kMhH+GnKch8AHK1hLlPanR59Hqp291cRZdoNVR2bdXryP8m06ftnfBSCFDF7NYm8A5dsPIvhGxKpGyq1DOAeDorjk40WXg7ImRc1+TPoOkc8UKGmIFTcptfK8glc/p4iD/ZZSjlrdM5C89qovMRnnPqNOzxSo5C6ziWDdJ32ysigd00Ka9O4R/1PwrWytd7GVeWs+6lyKBD1Hec1ApDBMlulqr6OxdMHKf0p2pwMfgPbHeUeZ/CSLCiKmTaJudwwndk20EtgbPTZtCKGpy7cC/z+G5qbj35x+YvHoVN+y1b6NzsSKmmdKn57+AtMopjX8lxFyHlFwAjl22n6eGrTXYmqOctbsZoiMB7F2h6nkwcjCyrsTY8gTemPUGvwcjF+Xsr4uFGl0M5T0VCX4ct743cu6v3jHj9Nj+X+uIAdcg7UsCMeLruWDfRVvTNwXO/hD8JvFaI38glY+CkV89njKX6RurtUqrwZStUQWNBD7W5NaMy1CeoxFVgAp+ktQpU84BkPMo1MXvkSqwfPEYBGVkxddmbT4OJKQ7W57jmnb9NU8hFvhf14GjhZ/WLw/3nKoLqOAviO89VG5iEaUcu4J7ExKZjkQX1t1ZM1rosaK5AU00zkV5jtWcm2gsywoFGZeDJ3nstmXdUnJmjECer4+ZcWbyhsoFOPQ2xIjaoV9QqHiI538dm/w+vlq8CLthbJeCRkT4aP48AC7bfY8mSdD/TuzarDmz16+jbRMk5v/VYmZ7IN2hSWOHQMz1SOn54OiFkfPgDj2XVXYLBL8GR1+w1oIy6vcIsSohMhecA3T7dotHibJhFH6uOSASRTl2bvwawn9B2dVaLZP7qObtmBtjBU0XjBrhimKu01Joz3FJ3Iv6IFYVUnEHynUAyqMTs7WcuAxlK0JCP2lFVu1cpFTr3XwEiInKH42y1a+uanBdZjEYWXocJwHwjQb3AUjgawi8BZ6zAT/Ke1psjNTE40dXImWXAg6Mwo+S35ewVlLFjq29Yo4HgpownXFRUkq2mGsQswQq7kjZqRERPVoMzwLc4OylZeHWBqTiIbAqdAhk7rN1yq5FTKT4JCAC7qNR3hOrTfvqvd7VSOD9rf68/gkEIhF+XrGcgW3a4LY7tqqA+HbJYooyMujTInWieFPxx4b1mJZF35at2Oir4svFCzlul13jSd5p/PuQ7tCk8bdDwtOQwDhU5vV13gyVrQUUfEp97rFNP+8s7cDqOS5xhGOu1Kdx7Yty7YZYVVgVD6O8JyOBz8BcjMp5JH5Tk4r79Agp83JwH4T4x2m1iXcYlhWA0sv1ugvH1VlwSOAjbb6XcblWTJnLECnRvInQz+A5HGVrBgXjALvu1pgrMZz9dCcnMk8fuwmdC2VkonKfTHxNOSA2xkitSJqLBD9HZVyYoOBR2XfpzJ9tKGYkPE1zZewdEBGsspvAWgdWZUzivKfmzERmaK8dlRnvOGwx+lO5z8Sl5XXC1hblPQNsHVKvo+wG7Rqc8yTK0VV/rnnPa9+gwDco5x7gHJCwj7K1hshChAhiLk3xU2qBuSn242vo77WEULbWqLxnGvX5KGWDgndj/994Xxdlb4PKurbR29eEiGgycgPGiVuLQCQST7l+/vCj4q+/NnsGXy1ayL0/Byj0ehk37LQmK3EO7pxC8bYN6NW8Rfz/X5oxnd/WrEIEzt7G0Mk0/r1IFzRpNBnif1/b1IenQq1snJrYGsOwes9beb8majr7JKid9JNzMZirQAKo6F9IeApibYxlMIUQsxRl10+7yj0Y8a1FfK8BEQh+BkQ1J6bkFP307T4EqPtJTnyv6Q6HZ5hW/Nja6jwme3dwH1jjM9A3Mqv4JLA2YGXfp0dYgY8hRQGyvSG+N3Xopn0nqCHvjudIbe1xzXVIxb3oaIQPgaiWUGNqJZFzP6i8A8hC5dwf44ScUH0AawNIFMTX4LmUUlArj0skilQ+gLLvAvYuYK2HWPdDzLW6qFQ2sEoQozmIGXMp7hf34lHuA3TelpHcBdHFyNuA6H8SSfK3SViPVYn4Xke5D9MSb6tKX7P7EF3Y/k2Qqsch+D3k3LvN3+NUMEUIRqNUhEIJrx/YsTN/bdyIw2bHZbdtx8eYJqzNsvhw3l/s1rIVnfMTC/WTe/TEQjisS+pQyjT+G0iPnNJoMsTcqIsZ96H1Jixv9/MGf4Do/NgIoZa3h1WJFJ8IUgHuwwAvBL/V3BKjOargbZ27VONYUvUMOHYGzym6EHLujpSeDThQea/WS+SV8CywNtXriSOhSUjFPaiMc5HQz9oXJ+9ZDNc+2/hJNB4SXaXHW94TdcchukB7/mwlUVtCPyNVz0HmjRD8GGXfCRXjhYi5FlAoW0s9bim/HoyCBJLxFliRZRD+CeU9vVE/QyJRCP+GmCu0VD30iyZIG0UYtYz9rPI7dIq4ygH8qLyREJqE+F4FR3eMnOQQTTHXI77R+ovg16iMU+OuzY36XAKfIL43wN4VI/cRxDdaF/7WJnDth5H7cKOPtS0Q36uIf6wee8YI0WKVgrkqIUl8WxCMRrAp41/H5fh11Qoe/nUiBR4Prx/duIDOUDSK02b7R5LF00hGeuSUxt8OZWuWQJr9OyASQcITUfZdUMqmc4usUlTeSH1DVJma3Op/WxcO+aMg8rsmbxp5mpBZE64DUEYOYrSBsvNAZaEK3q3TGwXQSdBGtg6ldPZtxKJjT7Hix8h7PtmpuL5drRKk5Gywd8fI3fq4B2VvC3ZdcFjlt0JkniYu5zXgblwXInO1h4q5RHdeap7LVu2LoR2Un6y9dzWqHtPhk7Z2SbEKEJNIh34F9xDd5QqMQXxj9EhLZYGRpb/nKT4b7U/zMSrzwrhKSJz9IPilTitPhZjEH6kCCSPB78B7RkoCskSX6mLZe3p118Y1GGWur5Z+uw+B6DwtvbdK6/4ctjNUxnmoWv40UnaDHvnl3Ieq5YmzNfi3OvH2a9GKPVu3Yf8OjVMLLSkp5tIvPmP3Vq25/8CDG94hjX890gVNGv8/EJNSS3iO9kMxl2tDNImAiknDMy/RYyPxaZJs7nCk/A6Ud1hyIRH6BvG/C1l3gMrVY6MYJPAREp6Fyr69mnezhZhqa6Of+BsB5T4AXHvqpGmov+NjrtUGcd6T9UhEInpMIlVN+pjqhedY3aGJKZK2ChkXolwH6hHWNkBlnIMEvwFnanM0qXwSIn+iJALe47Qjru17cO8H9l4oZYKtC8qezLtQjl1QjsRcLWVrFc96EqsEqXgI5Tm6OpHcM0yrtaKLIboSpBKJLEA5k5OZpeoFiC7WHb8YOVsZGZB5UY3zNUPlPIBYfmgCf2ZHQLkHI6EfUvoG/RtRFQ7z4MSfOKhTZw7q2EgjTXQK9K377t/o7W0xjs+/tUBLo+lIj5zS+NshEgBzI8revmn7hX7Vsm17l1huT6RR6duWFYHK4eDcA8MzRMtpNw3SWU45D2F4Eg3qrOJTdFGU87g23iN2Eyy9FBz9MLJvbNK6GwOr4gEIT9fxCltGONsQXlgXJLpKq3P+5f4mEp6F+N9DZV0T99ypc1vfK7oAzX0sXjzWB6vyGfCPAuduGHkvVL9uFuuOiq11LCNqAirrkiTJuVV8tiYhF3yEYSvU46qqESjPKeDYBal6GuUciGrkaFGiyxD/+7rI878LCEbW1am3K7sB5TkGFbML+DdAwrMBaVzXshGYvGolw3/5mQKvt9Gjo61FU7qmaex4pEdOafy/g1alrESMFpqHkv9GnKgp5nowV2r/k1rY8jQt5nrE/y7Ke3LjTugbCYEPIPQ1eIYAlh5DKS+4kj1EVM5w7TxbIxJAGfmogve0THoHQHlPR5Q3wXp/i8JKokuQsivBeSBGduO9dVKep568qH8TlLNvyhukWD6k5CywtcLIe1q/FvwJpFxzhOpRTIlE9HjSXK55OK4DEzcoPgmsjZB1Pco1AAlP1MTlpMWZ2rNoiwIu9DNEFiDqYxSHQ+hXJDRVxzzUM+KxKp/RYzeVAZEZiK0ZBL4AKceytQPXfqjwb0jkTwhPhozzgSASXfCPkG5TQSSKlN+EVgV+tl04dXu0acvFuw1IUCntKKSLmf8W0gVNGn87lLMvEiwForHRSvVNQ8quB2szkv0IROeCezBG7WDCwDgITUAwUFlXNXxC134Q/FynXoPmReS/B0pB+BesqqdRWTfHVSHK3gHsHZIOI6FftLLHexoq4yz9x7zkbFAejPyX6zy9BD7WaqOsuyD8PbiHxjJ8XNoHJzIX8b+NyrwCZeTrG1h0MeI6Uo9WJAKWBVLZ8LVuIySyAPG9hsq8tMkdtL8HFhBK+CxU7giwNtYr/7YqH4fgt0j2PZpU7l4OroN0xlTpBfr7be8CkVJw9EM5e2qeVYpxkcp7DYhWd4M8x+jixrWvHl96T4OqF5CyG6Hwk7ol26Hv9djUcxzYhqI8xyO2dlDxAFTcBUYhYuTGfj8sPV7LexGMv0811RCUssfUc9Z2EwgYSjG0a+M9oNJIYwvSBU0afzu2EBdFTCCS6PWiMsCaBxV3g7kIAu9DrQwjPCehMMBznHZyNVfWK1E1nL2h6OvENRg6U0iii0DCEF0CDcpctzzNbRkBxYoMCda7l0SXAGHwv6aTxX2vIba24OyveRaBcZpsG/oBvKdqnxwJQOBTrShzH6y7Au6j6j1P/Hzh2Uj5zdrIrYkBhhIcr2Xeoe/Avn3DD7cHlJEFBR9Q80+XshWCrVCTtq1NKEdyfpLeXkHl/YAF+e+hlA2REEgZmCsxahHC6ypE9I3bUeNrF3iOrv7aeyJWdLVOJJdInRwalfu0jpUIfql/JwzdNZLMjeAfo60AlB28F6DsLRs1Xv0noOoLlU0jjb8R6YImjToh4ZmgMprkmNsUKGXDqhiOWOWonIdRykB5T0J8JeDcG/yrwD002SwsPAWJLkOpDJ0jZFVAznCUo1vTF+E9V5NcbQ2nHivX3lD4ZVwyrpQTCt5DJISIWWewoMq8BrwnI2alllArL2Dq4g3AuReEpyOO/ihAZVwQ69KsBbVZF1wYKPS4S0uibwKjOUb2DSnOGNb/EX/TPgtAZZwP9k7g2sr08G2AmJvQsu/Cerer0+yw7Got2899Lt6tkdBEMAoxsq5CMi9HKu4Cc70upgPjwHUQKn801MG9EcsH5vKkTCiImdgFPwFbB+2NVHONtkIkPAHxvYDKuj71ddjbQeb5uqB17hm7NqVDRWsHi24ltAHkesi4OD1eSeM/jzQpOI2UEKsCKT45FiPw+Q47j7XxAABU4fh41yRpm8oREPwKlX0PyrVHLDiwHJV9D0QXIKFJqJwHIPg5EhiPyn2kQSJpbYgEtGmf0fhMFUA7AJecBfa2GI1QP4lVFRuPVEtLrYoHITwN5T25OtEafTOW6EqU91QgVM2psSqQ4lNAOTAKP67zehpDkG0qJLoabC3qz1PaClhWpeawKBuq4JMUPkN+XbA4emBkXZl6bb5XkPDv2oNFuTXXquQ8UM6kyATxvYIExoNrX4x6XHmtsmsgukyPJF17Jh4juhwpuxxwYtToIopVioSngm8USBSVc6+W8IcnQcZ59boG6xiHTdrJuB6IVaW9oFz7UjsVPGH9WyIuCt7+1xPB/xfgj0TwOtKqqrqQJgWnsWOgssC1D8pITgfeXhCrSru5Qp3FjH4vB0GBEZM/5zwI0UXg6IVy9o6HMVrhKdoZNvAhZFygRwGA+EbprCHPsXWvpeRcsMqQvDcx7E3gKCi7HimoxhVCysiEWjcflXmlVte49k1cU+VjaOfd/RNucMrIhrynYp2eOs6zI4qZ0E96Tc69UHWkXW81Si/UhFznPlSP9GqevFTndIXr7jqpjPPjTS8AjCIdh5GCD4XrYIguQbmPQMw1sbiKFNlazoFgFqfkVGFrh3IfBvausWR53bWL+77Ye+gIiPAU3SmySiD4IxJdAJlXozLOTuqaSPkteuSX82BKQrFE5mlJu8rWSqvAOD0uzboe5U5BcI9FXCR+MP97CEWjnP/ZR7TJymb44CEN77AD8MrM6bz35x/csu+gJsnR02g80gVNGimhlNr+N61aEN8bgCeeWF3nWjLOSXBtVbbWWlpbe7vsBzRpN/g9ojIAB+LoDf63AVVvQYPRQpOQyy6GwnFaTVP1JMp1IMq1V/LaI3/oJ19nX1Sh9q2xNh+p19rEZGllZMbjEkQEqXwIZRTqPJ/oSjBaJe+Twn+lqRARHj7rWQybwQ2vXdrwSMJoCbhQ2+hBkxK2VoBNd9dSrEPZWkPuM1Ajj6ohKGVDZWs/Gon8oYtG75ko5UTZ22s1G+gMquhClMpI4MKIuUF3WRxdU3b8lDIg87IaIZRAwQco9wHaGTrrSlR0ITj3QDl3g9BkPQIiDL6XtPeR5/DEYzq6I+ZqMOrI2ApP0u7DjiKgNTh66HyzOgoW5dwd8b+NbD4Ssm5AbTH++x9DIBphk99HyDT/sTVkOnVnzpP2vdlhSBc0afxzCE8EJSjXICS6GIwWWxWqJ6EpAHokkHGqtrjHgwTeh/CvujBo4AlV5T6q1S4q1uaMzIbwDD3yqVXQiIhWsAAUfgI4kOBXYAXAXKuLocrhKNf+KZ+a67+YKghNRJSBkfl5fXFS2wwzarJk9nKUAsuysDVgZa8cO6MKx27zeUXCSNk1YGsf9/Qxch9vcD+tDIsdIzRFF5xZ16WU+Ceds/JJnUpu3xVcA5HIIu36bGuOyjgDCXyq1XAJMLQSjpi5olmMlN+Ich+K8p5Y43qiWjausvQ6vadpt2JzY6yT2BPl6AGOHoj3TPC9CuEJYO9KbaRy+k2A9wxdzDr3qO4mZV7cwNXHfoi2weBPAh+BUYBK+oz+fyDX7eHtY0/CnSIF/Luli3n/rz+594CDaJGZtcPWcHKPXpzcY/vET6SRGumCJo3tBpEQEp6qE4ntDbdUVe4zYJXpMVH5LWBrhaphdNa4c0aRijv1F4VfoBy9ULlP6aLCWoVyHYRyNpyuq5Qdlf969QvOPbWzbuxJWSSKlF4GRp6OIvAcjUgYpVyaPB2eqlOvMy6DyHSI/IWY65pc0CgjC3Lur3ectL1gd9h58ItbUYoGi5ntCqtSuxVbm7b+GNG5WgkWmZeUpF0TEv4dsFCZV2svF2d/xNyIlF+tCe8F76McPXTBUQvKVgQFn8Y7RhL8WvsnhX5MKGhU9E9E6VGiUoY2RDTXaLJvaBIKC2JFimG4IOtS4NJ6L0/MYqTsCnDug5F1qeaRhaej8p5DuQbV2G695tDUI1lX3hPAc/zW53dZJUjVS4CBKvr/WdAAFHhT/059uXgRG3xVzNmwYYcWNGnseKQLmjS2C0QE2XwimMsQexdULRJmKihbM7A107k9Ri6qDhv8eo+h7IjnKAiMh8Cn2iYfUEYGKiuVAqieawh+rRUh3jO1pDf0C1gbEVtrfcMyl2luBFqqGr89OLqDczeUcy/tK+PYDZV5sU7e3go0pgDbXihqU8doIwWqynw4PU6crm1rmStbAeQ+B6rp3bg4vGehnHslRTCIBCE0UavklBMp1x0gVfg5ytlbb2Pkgq1LQmJ7Koj/AyQ6H7Ju0REGlY8Cdsg8GrEqNJcJNJfLfTg4++v9ym7T3JnMy0BMcB+uf7aiiyHjkiTnZ6vySQj9jMp9FmVvE3uxRFsCRP/URGz/u6Dc+gGgBnFdSi/U5yj8sF7eVM1iRsSKvdY4B2pl5GtvHduO49P9k7hzvwP4Y+N69m77b/RdSqMpSBc0aWw/GIVgrQcjN9a9aFyLWxn5qPw3k14XcwMEPkKMQpStLcqVuuBRzoFI8Dsk9A3K2zT+SsL5qp4BsXSAoa0I5R6ChL7VhNDi03Ux4032glHKjaqRKK2UAveOIR7+U1btpRvKuPHgeylsnc/wL5PTs5uKbTXtU8oGjl2S3/C9hQS/QLnnozKviHFiqk3fJDQZiczRXKdaUmv9/hTENxKVdQviHwMEwVyHskoQIxOwwDcSCX2Lyn0sthYHZF5QfRBrPZjrABMjxuGxSi8BIpqErNxI1VMozzBdZJnrYgaTvurrc3SF3BfAVqCTxW3Nwd4p+XNz7Kal6rVmk2JVxVRhfTCyLq9+XaJIyamAHfLfbvTP0r8pamF7I8ftZt92Hf7pZaSxHZAuaNLYLlBKoQpewyo5E8yNul2ecWn8qbixkPAspOIeVMb52vQu9KM+npGPKvoi9bmd/SH7LqjBsYCYT0jgPa1G2RJCWN81ZN0C1gY9agCU93iUV2fJiK21tqkPTYAaN4jqc5mxz2HHjW7+mDCXJy8cyVGXHsqxV9aRGr0D4Cv3ce+Jj1NZUkX3gTuAELw94RqkU9ZdOsFbZVaPdkSCSPkdYK1D7J2g4BNtdmjrhNpCyg5PAqscIrN0kre5LhYX0RbJvg/Cv0N0Nsp9sP75IhxX022B8hyDEImrlKzK53XUhvtIHRAZGAuReQhjtUovZzhIJao24dnWXBclRmtU9t1gT/aDMnLuTP05WCVgbYDIbyneFLTjchpp/LeQLmjS2K5QWbdo9VJ0IRL4sMkFDdZ6IKLNzLwnIQiIQjk6ACD+9xH/O6icBxMcYVMG45mrEf9owJGyoBEJ6Va+a1+UvTMSnqHdeh27J2QeibkerDXafyX3iRTHMZGSkwEVc6DdfmGSNREN64iIUCC8Q45fF3wVAapKfXTYtS3XvNgQAfWfhXLshMp7VncianWzlHIjnuMgMl134czVSOBjwBEvaFTmZeDaBxz9dXFaQ02mzNVI+Cdw7o5yD8Eqvx3CMyHv2QRfIeU9MYFjQ/hHkADKtbceSXqO1D8jzv1i67KByk26Foku0Q7Stg0o561I6CesiodRWVdquXh9n4O9HeQ+DbW8Z+KxH/CPdPrSSGNHIl3QpJEEkaAmuToHNnpstAXK0Q1y7tPZSc6mEwiV+zBw9NaKJ2VohdKWdYWnIRXDgQhirqnD4j62rVWOlF0F4gFHF6xNR6By7kssfEI/I4FPIDwDlRcLCpQISBXiH4NE5upRkpEP9q4o+07VHIck2GAHRwb2G9yLF2c/htO99WqVrUGztoUM/+o2MnKrlWKmaSYRiSPhCA7nPy9JFXMjUnou2Luhch9NeM/IqtmxEZT3LKgxxlHKVTfJ2H0gROdXy/+VJ6aC0n9GtdHedbE07DOqj5n7tO48ll6J2DujXANTSvtFohD5Cxw9dJFT8aA+R2bMadgqBwSsUiT8G1L5CCrz6pSp3hJZhJRfowu3zEQC8o7sIqaRxj+JHfMoWQvPP/88HTt2xO12079/fyZOnFjntj/99JMeX9T6N3/+/L9jqWkAUvUSUjkC/KMb3ja6DCv8BxL8gS2m00o5UZ7jGrSwT3k8/3taYktyF0JzGgSMPJRzb01E3uL4mrRxJHaMqtjYahkS+BDxjcIqu1oXbc69dXcm80K97pwHUAWjUY5uSGAsRGbqkYNyYuQ+WWdmjVI2VP47+t8O6s5swd9dzAD8+vFv3DD4Xn4bPxOA70ZP4LzuVzPhw8nxbSZ9Oo0Lel7HZyO/2W7n3XoTc6n139TQMQMnNkr2DUDoV5Rzj3jEhpF9G6rg82qFkbVJk8h9r+mfry3nsbXUsRVSCaFvkao6lHy+V3U0Q+z3TnmO1GNUc53mpHmORhWMQXlPRSJzwSxBIvPq+Aj8IBZiFjfu2tJI4z+AHd6hGTNmDFdffTXPP/88e++9Ny+++CKHHXYYc+fOpV27uqWGCxYsSLA+Lir6bzLsdxTE3IBUPojynNQo/khNKNcgnSXkTDaUSziHVaWt3811iK29/oPuPlgnRls+CH4B7oMabbkuVhXi/wA9clqd0O4HUFk3IM6B4D4UZXgRcxPiHwvKjqptUGYrhPwxmhNR+QSIVzsBB7/SXi/mWpS9U0IHSLf+dQCgytnCn6j7ZzThfDu4kPknEagKggj+ygAAYgmgsMxqHobNpq/fZt8+T/8vXPsGM779g3s/vpFWnZsWY6FszaHgY3TXbPtAJIj4XgaJIL73UJlnaD+amiMt5+5aDUUYCXyF8h5TfQD3UTovLPJn3YRoZ1+dIq9yIfIHynuidhX2jwJC4D25OprD3KBVTyo75aGUszcUvF+v/5KYG7W3TI2OjUSXxThsZ6Nc+zfqs0kjjX8LdniW0x577EG/fv144YXqp5Ju3bpxzDHHMHz48KTtf/rpJw444ABKS0vJzc1t8vnSWU4aEhiP+F4Bx84YOQ9t32NbfsT3EjgHQeAd7SsCYK4EWyFG/ijE94Ye57gGYmTdmLh/ZJEeB7mHYGRdFX/dKjlHj30yr8DwHNG4tQQ+1xb3jp2Q8rtRniO0YVnwK/CeHjfqk8gisLWMFTPrUc4+TVJiJZzTNxoJ/wrZD0H5FYATlffyf5qTEKgK4MmslgVHI1EioQiPnfcCffbflSMvGYJlWRjG9insnrzoRf6atIA7P7iOdrvUn2v0d0ECn+vOSOgHsEpQmRclmeBZlU9D6CfIex3DlhiHYZVdB5H5qLyn6nV6tjYNBQRVMBaJLoTK4Tpx231QtSdOaDLiexmVfWudx5LoYsCdNCYV//tIdJk2tnT0xci5r8Y1fqaNKZ39MbLvaPyHk0Ya2wH/6iyncDjMjBkzuPnmmxNeP+SQQ5g0aVK9+/bt25dgMEj37t25/fbbOeCAA1JuFwqFCIVC8a8rKiq2feH/BbgP1TfrmDfGdkV4is6+iS7AiBnhieVDyq9HOWIcFfeWrJyjUx0AEF1c1ISjLyAJxmENQcUKHwn9AuaqmKNpLkTmoYxm4D0OscrA1jxW3GSCrYW2g/e9CVm3oNypf7bqgoS+A6sUzFUxXsN/n4pWs5gBbcq3asFa1ixaR/nmCo68ZMh2K2YArh55IeFgGJdn26ySRaLgfwMcvVHO3bfpWMpzhPaUsXcE32vaOLHmucxNEPoW7N2TihlAR0eoumMKqs8zFLEqQXlQRjYifqh6HKl6FLwn6swq10CUa2DCflbJZWCtQxW8CxJGSq/S3cvCT6rXKKZ+0JGIHkupxYkndx+uYx5SGA02FfUl0KeRxo7ADv1LvHnzZkzTpHnz5gmvN2/enPXr16fcp2XLlrz00kv079+fUCjEW2+9xUEHHcRPP/3Efvslk0yHDx/OPffcs0PW//8ZStl0UbEj4NoHZa6IBQnGzmdkxF1+xT8OicxAZd+ZIGkVc7O2m3fsCoXjgMQgwLpSlGtDNxXNxMRn596orChi21XbyqsccA/WNvslZwA2KPioRhfFtmXhTbx4UDmPg7UG5eiBFLwHGFvdnVkxdxVv3v0+p95yHF36dmx4h38BNq7ajFhCxx7tuPK582nWfvuPg5VS21zMABCdhwQ+g+APqIJ3mrSrVfkEhCejcp+vlvLHeDfiHkxyIKmF5u2kVqEZ2dcD1zd4XpGIDpyUANjag2swKIc2jpSg/vn3vQRGUaLvUmQKSAiJrtKqK0cP7Q1VA0rZtFGghKHqKbDKEwoPrb7atsIPYlw436uQdWuTHxjSSGNr8bc8WiYlytZjDrbzzjuz887VfgsDBw5k1apVPPbYYykLmltuuYVrr63mQVRUVNC2bduk7dLYdkh0NQS/1LP8GmGR8fetKgh8qG8gRHSwoqNrbN9lmm9j64jKe7bRadAS+BwJT0Zl3xHPrtGJxH9C3ssoW0sg9jPm2l+nGftHg71j7OnW0vEFVhkQYksRpbwng+fEep8gxaoAlZnEj1G2Am14Btucav3bF7NYv2wjv3w09V9T0Hz2wtdMHDeVm9+6gvwWeQnvmabJ7UcMx7KEkTMfofvAZG+UxmLCh5N5864xXPDwGex5xA7oJALYu2tVUqrk6tCvunNX1/gnujxGrq0EahdtBhChpqGd5u6MA5qu9BKzGJRNe9GEZ4CUgpShjFao2FjWch0IkVmIVQyBjwEjsaDxnASRvzQJWRmo3IdTnku5D0AB4ugKqEQOjbkejPytGsXWuiJ2tOovjTRqY4cWNIWFhdhstqRuzMaNG5O6NvVhzz33ZPTo1Iobl8uFy7UDE/zSiEP8r0D4dz268Z6SvEHwc82bsXdCeY7VbqdboLJ0q93etJu2+N8DqUQCHyPBr1HZt6H/WNZB/XJ010+uMadepQz9R9rciAQ+S8zgqaeYsSoe06MK596o/BebtOam4KjLhtCiU3NK1pfy3sMfM+zGo/9RLs5zV73GN2/+RFGbAtYv25hU0BiGwS4DumCa1jYTgCuKqxARKkuqGt54K6GUDTLOTnpdzDVI5XDADd5hiLlaS6BrknxzHwOrUhewNfe1SnTXzyhMcrhubCEgIjoZHgAXhD7V9gAFH6HyngOrHGWrlbJe9RRibkAZLSDr2qTkcSP7pkadO77WGt45ABL5Cym/Cew7pfRbatKxvaeA54S4Q3Maafwd2KEFjdPppH///nz77bcce+yx8de//fZbjj46FbciNWbNmkXLli13xBLTaAKU9wxEZSXZ+osVs2x3HwLRFVqyXbOYQauOVMH7SccUCcfURKmVHyrnQYguQcLTwCzVTq+uA7TEWiX/+Cpbc1T+S7VedICyJ7TStYvwGB2ImSpBWGJcrG3JG2oEXB4X+x63B+f1uAaxhCMvPpiMnPo5Fk3BuKfG88O7v3DzW1fw+49/0bprS/ocUDc/IugLUtAqn3OHn5ay+6KU4tqXE+Xr7zw4ju9GT+CW0VfStV8nfOU+1i/fROfeHepd2xEXHcz+w/YiM7fh6y3dUIZlCQUt8xrcFmKdBnNV3bwZo7k2yLPvrAnuAN7TE/KKlHLGO3GJcIEVBGtVTJ7tim3flELU1F5PCFiW5pNZFUjxSRiFH4GRo7lf5nrUlogH7zngexkxCjCcqVObNWfoTQSFMprFOWaNgpEPyotK4Ui8NUgXM2n83djhI6drr72WM844g912242BAwfy0ksvsXLlSi6+WDuO3nLLLaxZs4ZRo0YBMGLECDp06MCuu+5KOBxm9OjRjB07lrFjx+7opabRAJS9MyrruoTXdDbMafr9grFNfkqU8rt0kF/27Ql+IBL8Gql6HpV9u57BuwYijt567h/8Ku4d0yjkjYaKO8H/HsSydbRfyChNmkxR0KjseyDrGpTRuBvotuLK587HXxHYrsUMwLI5KwgHwiyetZyPn/0SwzB4cfZjdW5/7cuXEA6G+eyFbzi321Vc/9qldY6V5v+2iJyibAKVAZSCSMzJ+OGznmPjyk1cPfJCdhnQNeW+W9CYYsY0TW4ecj8iwvPTH8buaPjPlpTdqA3osu/AcCX7zChlh6ybdLSAVaHDURsZvqiMDMQoBGu1LrT97+hQ0/zRKENfj4QmgMpK7WC95fx5zwFKp82bG6D8RjDX1LiG68DahGQ/iLI2gPJqa4TKR6HgrdSLi/yuR77RpYitpR7DRhcj5TejvMNSjorja7K1TPnQkUYa/1+wwwuaYcOGUVxczL333su6devo0aMHX3zxBe3b6yfydevWsXLlyvj24XCY66+/njVr1uDxeNh1110ZP348Q4f+fdk1aTQMsXwQeA9xHhgjHiq2xqdROXsh5lIwanmNRFcAUS3jRtvWK88QxNYiqdXeIMz1EP5Fc2mIFTRGM21QFl2ItWlIzEW4+sanlIp70vwd6D1o1ybvE/SHcLjsccde0zT5+vWf6LZnVzr20P45V71wISXryyhqU8B7D31EZWkVy/9aRYddU/PMtpBxA1XaGC4S0kXK8r9W8eApIzjw1H04+eZj2bS6mCcuGInL6+LpSQ9w2h0n4PbqTsXuQ3rz68e/0bxDsyZfUyoYhkHHXu0wI2ajx1zKcwRS+ShU3IMUjo3zrxJgroPoGkChvCc1bVGeI8H/luaySBgw2TIGFascqXgQMOrMHwNQ8fFrB81pUSr2Mxp737Wv5vlEpmrzSOdu4Nyz/lT6WPK3SBBlK0AZmTriA5JVhWmk8R/DDveh+buR9qFpGiTyJ1J2I8p7Airj3MbvF/hIdzga6XMjoZ/0DcRzss6zCc8AI6duDw2RWHJ3i3pb+RJZhFTcjco4F+U+CLHKAVvcfwZAfKM0F8fRDyP3fv1a8GvE9zo4ekHoZ90Jcu3b6Ov/J/DqrW8T9IW4dMQ5lKwv4+ZD7qNV1xbcM077/PwxYS4jr32TrPwMHv4mObTwyYte5Pu3J3LGHScw7KZjGjzfloLp/mFPYpkWaxato9/gXlw64hyikSiPn/8CnXq258TrkxPI60I4GOb2I4fTrF0R1796acM7bAOssqvB8qHyRtbJl7IC48HWCqOOTkoqSHQxEvxJk3bdh4N9J7TqTvNntArpOc2x8Z7c8PHMdTFvpNRr0GZ3wyHjIgyXJk9re4LCen9mJfAx4n9fh18aRSjD2+hrTCONfwL/ah+aNP4fQAKAIFZp0zQJroMgukz/QW/MaSofBzFRrgMR7Ej5nUkeGTWhlNJGeICEf48VPx2SN4zOB/Hp1r9rr9j4y40q/LB6G+9JWj1SY7Qk4VkgAZSjjx4tbaNaqalYNHMpEz6YzMm3HEtGdsM3GhFh0qfTQXRR4HDacbjsZOVVF267DOhC34N60v/g1PyKfY/fk7mTFlC6sTz+mhk1WfL7cjr36ZCUzeT2ugj4gqxasBaHy86IX+4nI0ev1e6wc9ObVySdo6rMx+RPp7PPcQOSvGsAwsEIpRvKCVSFGHHxSxx46j702q/uTC6AORPn4Sv3N1kJZeSOqPd9sXzge15HBHhPAPfRjYrrkIpHwdqIyroqHoNQ05VYKQWZyYnsdR6v7FrdPcl9po6f8aVgrkRFpoOrvyYlV72kVVH1FTThGTEjyeV1uxNvBUSsWCp9mteYxr8L6Q7NfwwS+hWszTFrdC8q4/TkbUS0gsfWAeU+QMutVcZWqWvEKoXwLHANgtD3IJGkGAIACf6oOy6ekwELqbgPZW/XYFfI8n8CFbeC0Ryj2Q+pryX6J9h3Bgyk9EIwcjByn6x/3RLWNwr7zv+IquiBU0ewZuE6ht14NINOqj9iYgtWzFuNGTHp1KtxN6fVC9fSrF0hTreT9cs34s5wEQ1HyW+ZFzfBe++hj/jp/Ukces6BHHNFcoJzwBekqtSH3Wknr1kKs7haeOPO95j6xUy69u1Ej3124ZCz9k/apnxzBdO/ns3YEeNp3bUlt71zdb3HPD9GmH5q0gON4tw0FiIWUn4bmMtAQuDaP8G5us79wrOQ0A+ojEvq7HqIVYVUPYNyD0E5+8XOJ0jlQ4Aj5kmjYZVcDJHfofAzjBQFlYSnIeV36S6k94TY7+9biMqAwEfg3D3lukVCEF2OcjSe5CtWlf7ddA1CeVKP+a3KpyD0DSrzSrB3Q8pv1IGcjehGpZFGfUh3aNJIgJ7dmyBR/QSXoqDRjrpjAbv2pDDqVvJIaIpWAtWRaSQVD0F0ob4hVMWKCPfgBEM9AKwNSPAblOsQPdvPubuRV1TNzREJab5CdIlO5A68pwuojDOrt85/rXFHVU7Yoh75B3DWPcP4bfxM9jyy8V2H9t3qSvpOxp+/zOOZy1+lY892XPrUOdxx5EO4M1w8MyUxbmSXPbrqAqR/p6RjTBw7hddue4ejLz+MYy4/jO/fnkhFcSXHXjmUdcs28MM7v3DUpUMSukT7D9ubTauLmfPLPOZOXkC/g3tR2CoxyyunMJtBJ+2FZQq9D9Dcod9//gsEeu+fzCU67uojKN9UEe8ObS9or5bhiLkO8Y9GeY5v3H7OvnWOh+IIT4HwbzoVPlbQQARCEwHBsq4E39MoR0+ITNW/r5E/wbZ//BB6dPUsGM0wYlwckQBSfqsOyXT2R/yv6/1SXp8L6ilmREyk9GIQC5X/EkrZkNDPEPwCiUyvs6BR9g5IyKF5b+Y6ED8Snp0uaNL4x5EuaP5jUFmXa88VWyeUUYc/j60tynu6diFNAYku10+u7sH6CVB5UQXvVb8vAtE52q/Cc6Se0zv76Ta7hJOLGWKqD6tExwWklMKmhuE9Csv/NhDU8u2ql8BcAZnXge91QGmjv202Avt70aZrS9pc3bhx3RaEAqFGu+cWtS3Em+1h1712xpvloVXXFjRP4ejb54AecRl3RUklL143ij4H9uDgMwbhztDnKttYjmVZvPPgWETgkLMGMfaJz5n53R+Mf/FbLnz0DIL+MONf+pbrX7uUG167jInjprJh+UYKWubx+YvfMunTadw86gqyC7IAPbI6+EwdcWFGTUZcpL1+Xp7zRJKKaej5B8X/f8OKTbx1zwccc8Vh282IUNlaorJu2C7HkuAPWvLvHoqyNiUEvCrlhNzHATtYK5HgT0jwO/CcDdG5yeMjKUP840GiiHMQhr0FRFdrBZO5CcN7MuS9CCpPuwuLH2Xk6M5T8QmgDFT++0nGkFb5vWAuhpwnIfKHHjsHPgTvMLC10/JtRz/qgvIcjfLUsN2wPQW2f0feVhr/20gXNP8xKLceG9Q3RFFKFwF1QSJ/QXQxhDzaadXZJ3GD0LdI1fPg6I2Rcw/KFYtA8KQmh4pZDLY24DoUqbwfMdqgsm9C2VrqebxvJNg7x83wktab+1BsPNQNbIVasaQcqOw7gei/vpgREaaOn0nnPh0oatP4Yq4mZn73B89c8SpDzj6AkxtB6M0pyuausdeTW5RDoCrA7e9dg8NZvy/Is1e8xq8fTWXWD3M4+IxB7H5oXwaduICp42fSrG0hlzx5Dr4yHxk5GRx71VCK15WyYu4qVs1fS/nmCkKBEBtXbKJ9tzbse1y1Emfq+BmUri9j3dIN8YKmJmx2G0PPH4xlSb2S7PtPfoL5UxeRmZfJd2/9/Lc5K1sVD0NkhiYXN5AcL5WPAIJyHQSOPiDB6veiS5HAp6iMcxH/J1p9RwRsRRjZL2KVnKPDLwvGoQhrmbZ7X/B/AMXHYOU8qEdB2Xfo3ydAxQoJq/RyPTrLHYkoL0QXAQrxvw2eIxLtB8xFOlwTQbLvAf/oeAFjOHsihZ+BykLCvyNVj2vDQWc9BU4TzTLTSGNHIV3QpJEMI08/pWFi5KZQMNl31h4btcLx6kRwPISnaRt5KwCRCUjpIsgfoz04gl8AjqSCRkQgMhvsXVBu/UdTUPqPubUOHH1Skyj/ZZgzcR6j7n6f3OY5PDj+1q06ht2pf1VdnsYVb3ce/RClG8q54/1rue+kJ8hrkctDX93O96MnstPunWnfrQ0bVmzinQfGcvTlh9GpV3sOPnMQa5esZ+j5BxHwBfFkuOm5Xzfm/DKPzn06sPPu1Yo0l8dJKBDm6MsO1UnbpsWGFZsoaJXPDYPvoXXXllz9gvYKuvHNy1m3dAM79e+csMZJn07Dm+WhzwE9GqWUqiipwp3p5vALD2a/E/Zs7Ee37TBXgOUDqyr2exEb/ZReBLYOGDn3xjdVWVfpwFLl0mRfgMLP9TjH/x6EpyFY4H8bnfnkhS0PDJE/dbck8idS9TQoFyr7TiT4FYgJlY9BdD4qU6vDtoyDsbXVNgdWWSzQMgdxDYbIAqh6UXeNcu6K/66o3JG6m2MrRHkOBc+hiderssA/Goku0B494WlQT0Hzd0GP4F4Ee/v4g1saadREuqD5j0LMNUj57SjvyXV2PuqCcu4JmZfoJ8zax/WNQoLfQ/a9KEcjn8w8x6AkBJ7DQeUg5feBtQbBjbK1RWVcoP8o10Z4svYSsbVH5Y3Qa8u6AaILkKpXEd9reh21O0hNgFhVgIUytj+BfOK4qSycvoQTrzuSdt1bs/fRyQZvqfZZNX8NJ998TJy4Gw5FMAylxzGN9GEpalvIuqUbiYajeLI85DfPZe6kBYx7ejxZuRk88t1d/PrxbyyatYxvR/3MmfecxLI/VpCZ42XMw5/w05hfGXTiXrgz3Fw98kLuOf4x+hzYg8ufPg+AZXNWUraxnL8mLeToyw7DMAxad2lJ+eYKyjaUY0ZNACzLIisvk6z+iTwtf2WAZy57BZvdYPSyFxp1TQ+Ov5VoxIz73fxdULkjQKoSuzMSAKsYxErctsaNVlyDABtSNQJsLTUB3tYScQ7RafW2zqjch6s5bPnvg7kE5dofCX2pLQucfVDNJiLh2UjlA7pLSUzKXX6Tfkgo/AwwwZYbV2mpvCexNh2uizBzNVL5BOQ8iDIyY+Z/9ZCrzdVIYAyIDZVzh+arpYBYpRD6CdyH/j0qQWu9Ng1U9nRBk0ZKpAua/yoi88AqQ0I/pyxoxP8e4n8blTMc5dAcCrGq9B88ZdQ9PgqM186+5VdB4aeJ74nOWEoKczSyIfOC6u0MB5iVqPCPKPfBUHMeXxP2Ljooz31g9bGUUwcNOvshwY1gSzTkE7FoyhhKSs4CwlDwQWrztW3AB499QsgfZvDp+3LzqMYlib87fByRUIQDTtmblh113tnb933Ib1/N4vALDuaIi1InqH//9kTymufQb7CWbLfq3IJlc1YycexUnv71AS37/mQanXt3YNCJurN22PkH4cl0s9fRu/PBo58y/qVvQSlsDhvRsMkHj31GKBjiokc16bqmHnK3IX1wZ7jp1CuRLJ5TmM3hFx2MvzLA2w+M5fu3J3DTm1ew8+5dEBE2rtxMs3aFmFGTaCSKSOPzoOwOe6Ncgrc3lHKCShw1KSMf8t+idmJ8TRjZN2uJdfHpiLJheE+FjHP0OLjoq4RtJfgVClWdQVZLcq6cfVAFH+htxUJUri6mlBdlroPcx6AWd03l3I1E5kN0GYSnICWnQP6Yhv1obG1QnpPB3gHl3C3lJiJRLUCILkZZVZBxRurtrDJQOdtFSahsLSHz4qTf+TTS2IJ0QfNfhesgPTe3p1byiLlGt7GtEv2171XE/z5k3QBGTswzJkVbP/cJKL8NnMndBim/QSue8l5PCvSrCeXaC4kujxmS1Q1la4bKfzX1exlnJqibqtdwjVZB5b2GsjXCqdbWBp2mvP1/Fa549nxWLVhLuzrUSQ+e9hT+Cj/3fHxj3APm0hHnsG7pBlrUcNntc2AP5k5eSLc9U8cIlG4s593h4zAMg5f+eByAQ87anyWzllG8tpRwKMLKeat57fZ3cXmccUM7T4abw87ThNu9jt6dxbOX0W9wL/6YOI/1SzfQc79d+GnMJF6+aTS3vns1z1z2Ct+8+ROHnLU/Sil67tst5Xo+H/kNlmXFfGNUvFvz9Rs/8cFjn7DX0QM494FTOOaKoeQ1z03Yd/aPf/Lp819z8eNn0qxdw1EEC2csYfGs5Rx67gHxjtbfhYb4NPFtsm/Vku3AOHAfgVJObaYX+FgTcVWW7qAAuAbXG5oKIOU364eK3KdQKhpLls9NPrdzd3DshhQfrS0T7LvoTDNALD8QQRnJUnylFKRSR9ZcQ9XTWmpuFEGNB46EbYI/IpWP6DypzMvqPV5joTxHbpfjpPHfRLqg+Y9CKQXOuiXBKvNa8J5dXXioHEBpQmH57fq1ws+SOh2GvTUUvFHHUSOAFftXz9rch21Vy1gCn8bynW5GufavYysXWuad+qYgEo4lJedh5I3EyHuqyetoLLr260TXfsly6C1YvWANkbBJNBzF5tHr7bH3LvTYO7EI7XtgT/oe2LPO4+QWZXPYeQdRWINwXNSmgPLiStYt28CyP1bQoUdbyjaW43Q7KN1YTl6zHNYsXkezdoU4nA669O3IvR/rHK5dBnThp/d+pVPv9vz25Wyy8jMp31iBGTFZu3h9wrkty+Lr138ktyibXvvvSka2l0ufOhdfmY99j9+Ts+87BadLk5FbdChi06pifnhnIkPPP4jTbkuWSf/03q+sX76RPybMY/DpDRc0L1z7JoHKgOb47Na5we13JETCWlLt6JVoJeDaBym/FYnMQ6HAcyzifwtCk1HKico4DzIu0qqkBooZIMbjsaHsLSD4nTapzLw8KYhSRDR5Hyc490LlPh3vnkrpWXpslv/+VjkIK0dPJDwVlX0bSBixypKLKiMHMHTRk0YafwPSBc3/KLQTb43cGO8JKO8JAIh3mPZ3aaJ6SOWMAJq+X6MhVSAhJLoaCd0H4d9QeS+ibK3imxi5jyAi9bS4zRj/ofGjjh2FR767CzNqNkqKXVXmY9OqzXTsWS213+KJqZTi+GuOoKrMx9zJC2i9U0t+Hfcb5w8/TZNxd+uMUooDT9mHzWtKGHX3GDr1bM9Hz3xB++5tuevD6xPOtcuAruwyoCuRcIRo2KTfwb2w2W24Mlxk5lVzLypKKpny+QyeufwVTNOi30G9GP7lbfQ7qLr4croczJ2yEE+mm6z8TA6/6GCW/bGC7MJEtVPJ+lJuPvR+Vs1bw8FnDWLNonX4yn0NhnWeeutxzJ20gM6921NRUslbd3/AAafsXWeg5g6FuR6iCxFzVVL3UHlOQvgAnPvEvj4VwQVuPW5V3sZ54IAeZW2BGPnooiE3xXqWgO8FQKHy30gcBdva6u5sikRskSgExiK2jijHrvHAzYTrcR+Mch+sfxfLLgYjD5WfGJipnP1QReMbfV1ppLGtSBc0aSShKZlOCQh9GyPq3lXDEh4kNAkkpFOztwXuQ8H3lvbGsXfWHAKJJG1W37xeKQ8UvM/WBGlubzTF9fahM55m8+oSht10DK/f/i6HnL0/M775HcMweOzHu1FK8fgFL7Bh2Ubad2/Lirmr2e+EPTn55mMBPZr5Y8JcbHYbG1ZsomxjOeuXbaJicyUVJZVk5+sC489f5/Pnr/M59sqhuNxOWnRsxss3juaQs/cnEoywYNpiQHdmbjzoXoL+IO5MzSPpPjB5hOgr9/HE+S9gRkycHifZBVk8+v1dgC7SRt/7AfudtBcvXT+KZXN0SO3cSQtxevS5h5xd/8/M7kP6sPuQPgDM+m4Of01eQEVJ5T9S0Ch7O8i+B1EOnbXkHhr3ZFLOPgnkdWVvg8q6Cgn9ikRmNJm4Hz+O54ikzkwctg460FJlg0r8WTNyn6j7oOHfEP9oiK5CHLsimKA8GPmvJ29r5IHRUmeipZHGP4x0QZNGoyCWD/zvgPvgOqXSEvlddz+iSyBW0IgIUnEPIOAauNXEWzE3a6t3e3cQH3hPRTl23ip1RVPXsGrBGmZ9/yeHnX9gg14uOwr9Bvdi2lezWDRjCcXrSvnshW8obJ0PIvGO1F5H7c6P7/7C0AsP5vvRExIiFQpb55OVl8mAoX1xuZ0061DEnAnzsCyheG0p40aM5/hrjuCxc59n46rNLJ65jNvfu4bHznue8s2VeLM9tNmpJd332pnidSXkt8ij9U4tiUai3PjG5XizPCkLSW+2l36De5GZm8Hi2cvouU91oTvr+zn8MXEeG1dtpt/BvYiEIjRrV8hptx/P1PGz2KeGl01jULqhjMqSKoZeMDjpvXtPeIyNq4p59Ie78GRsX/J3TShnX6T8biTyO0qi4D2x3u2l4j5AwLl3vY7dW7UWZYfcEWBuahop19kXnAMBmybmR/7Qa0x1DiMDlf/y9lhuGmlsM9IFzf8AxPcmEp4JRjNU1mUpCYQNIvSd9ouJLkLlPqKPGyMUbyFHqsyrwX1kLFdJQxMMz9H8l4rhiMpDGR5U5kU11jdKRzHYe4B9F5T3+IS5vkQWIOXX6tylzIuR8uuh8kFUwftNv46twKu3vM3GVcUUtS1g4JGpVR++Cj9Vpb6UbrxbC39lAJvdwOVxcdxVh3PcVYcTjUYRBQOG9GHq+Jn89tVs5k5eSI+9d+HgMwZx8BnafbfnPok8nPwWeTz2w90AXL3v7WxeW8LgMwfRfc+d+PjpL1g0axnN2xdx3FVDGfPIJ/SPqaVOu/143n/kE2Z+9weGTTF1/Exeu/UdTrnlOAYetRutu7bk69d+5OjLD8WWQlKulOLSEeekvL4u/TpiRqIsnLGUoy87jDPvOomZ38/hgVOe4oRrj2hUaGdNLP1jBd6s1AVuVYWfSCiCZdbP79oeUJ5jEcLQiPR2lXkRWBXbvZgBbWgpZdeBFEPuCJS9cRwjpTyo7Gq/JJEwdVl1ioQh8Am49kbZWumOU+AjVNYt9QoD0khjRyBd0PwPQAIf6cgBoyWEetYpya4XrgNj6dqazCtixiTPIPljofJ+rUpKlTLsOQn8oyD8G4iFKAUZF8afGsVcoef5wXH66/BEVP5L1euPLgezGJwtwN5JS73tMal57I+tSskFCOqsGlt7jJx7GnWZIsK8qYvo2KNtPC36pBuO5tePfkuZM7QF9xz/GKUbynng85sbpc5pCEF/iKv3vR2318XTkx6Mvx6oCvL9WxOYOn4mQ87cH8Om4hEFNfHhE58R8oc57fZEbsaimUupLPVRsamSNl1bst8JA+nStyMTPpjMficOJCPby1GXVhutHX7BwaxdvIGpX8yg96Bd+f2nv+KqKsu0KGpXiMvjpFm7AvY5rmlmd2Of+JyK4iqiERPDFvPcCYTj19lUXPHc+WxeXULLTs2T3hv+xW1EI9FGR0dsC5SzN8qZ2rslaVvPsfW+L+Y6nf/kOSaJm7YlVFbKbwCUNsTzDMNw7owEPteEYFtrUM3BaITir6411seJC36H+N+B8BRU7uPamdhcA5HpYKseo4mYjSM8p5HGNiBd0PwPQOU+hkQWoqxicB+ydccwslBZV+s/lFaZlm3bO2lzEglAeDqi7CkLGqUMyH0eMMEqBRwJLXCVdRvi2Bsq7wCxaZ+Zmgh9o43JnD11Gz3zCiCmKik+CZQ7IWsqDvGDtQkknPKaRKL6eDXw2xczeePOMXTs1Y4bX9fX0n3gzg1yMnbarTOLZiwlM6/uJ+2JY6fQrF1hguNuXbA7bOQUZJOVn3i8v36dT6AqSDRicuINRzEsRQyCiDD+pW+JRkwOv/hgDEOxZPZyRODlG98ir1kOTpeDDSs2Mf+3RewyoGuca5MK5z54CkdfNiReqFmWxc1D7mfJ7OWEA2FK1pbw6LnP4/S66LH3LvEuSUVxJS/f+BYHnrZvSpXW4RcdjGEzOOmGo8hrkcvj579Aiw7NeGHmIxg2gw8e+5T+h/RudLq4w+lIWcyAjldI1UH6t0Mqn9BeL8oLNbgyEhivpdPeU2OeU6s1pyw6HwreAaMQlAGuA1GeQ1FGcuTEdoFrIESmodxHItHVetys3OCqHvtJ+Hek/EbwHIXaTvLtNNJIBSUiqYej/0+xrfHj/yWIiHbytHfY6rwVMddDaII2v7PKkZKzQdkwCj+LnSMA5lqdWaO8W38eiSJVz6IcPVHugxLes6IrIDwd5TkqoRMjEkFKTgeVgVFHyraYm3XBU6ulL+FpSPltKM8JqExt0b9y/hruH/YE0UiUM+86if2H7d2IdQsvXj+K/Ba5nHRDHQaB6FDF248cjsPp4PnpDzd43LpgRk2+fuMnQoEQS39fwaUjzo53kmriq9d+4J3h4+jcuwN2h43Vi9bhdDtZt3QD5z14Kp8+/zWrFqyhqE0hN7x+KbsMSPS4+fylb/l5zK+cee8wZn07B3emC4ViyDkHkJmXwZTPZ5CVl8kL177BplWbqSz10W6X1liWcOf711LYpoCZ3/3BOw+Oo3WXFtz27jUARMIRfnpvEn0H96SwVT6hQIiPnvqC7nvvzDOXvoLDZef56Y8wdfwM3rz7fQpa5XHfJ9WqHtM0KV5bSrO2hVv9GTaEipJKFs9cRt+Dem4XQ7htgYRnI4GPwdEfIpNQ3nNRjq5YVS+Cf4w2tLN1gegCzXHLvhPDvb/eVwLI5hNAOTEKP9rxa7UqkNJLdcZbdnXYp4Rna+8c91CMrMYZTKbxv4ltvX+nOzT/ZUQXIFVPgspAFbzb4OY1ZcDx16pGQGSBVmu4j9It8hoyaSm/FaJLUNn3oBx1j2Ti2wd/BPGhPEfoYkgsLQuNLoHQD0h4ckJBI5E/oOwmcB+YNFZSyoEqGFPv+bZYwdfxLjW5AcVrNSeoz/49GlXMAPgr/Ez/ejaGYdRb0BS1LWDvYwbQbpfqVOI/JsylqE1BnV2FVNBBjgdx48H3UllaxbI5K+k+cGdWLViDZVq0764jJAYM7cu3b/1Mj713oVn7Ir55/UfWLFlPblE2g8/YD1+FnzfvHEMoEOLJC1/k+GuO4JCz9o+f55nLXsEyLVac+ARZeRmUb6qgWfsiLEvosGsbRt/3IRk5XnY/tC9jHvkYM2pimhYOp51nr3yN0g1lPDD+Vk645gh6DeoeP+4v437jo6e/YOb3f3DTm1fw1Ws/8Na9H1DQKp873r+WjBzNm+l9QA8GTl/KgMMTM4Revfltpn09m/MfOp09hu6YfKFnLnuFNYvXc9Y9w3bYORoL5ewDUo6U36YtC1Q2GOdAYJy2MfC/CzhQBe+gMs+vtbcT7O20yunvWKuRjSoYnfy6s0/M06puQr2IqfOtHI0f16WRRm2kC5r/MuwdwdG3TvvymhCrShvO2Vqh8p6Lv648pyDqI3DtqwudzAt0TlTVSPCegnL0R8wNiNEcqbgfZWuX0sE3fp7KhwFBnIOg9GwgAgUfgn0nVMY5YK/thmtHxyk0TpkiIiClDbq4KufuUDg+YeTU98Ce3PfpzVo91Ehk5GRw9YsX4clMXt+axev44+e5HHLW/tjsNs6+tzrhfN3SDTx35Wu4Mlw8/esDAGxeU8xfvy5gn+P3iDsH14WdB3RhyezlLPtzFXcc8zD+Mj8ZOV7eWfUiTpeD/BZ53D7mWtYv28jiWcvo0LMdVzx/PoahWDh9KWJaFLYpIDPHS8m6UpbOWRE/9hevfB/POehzwK4cdNp+hPwhFkxbwkGn7UPAF6R0vVYUVZX68Ga5CVaFOPPukxh0wkCeuHAk/ooA7gwXB566LzWbwH0P6sHsH+aw+2F9ubj/DbTbuTWeLA877945wYTQ7XVxxl3JCqF23dow+8c/KWiVl/Te9sKgk/bi21E/07XfvyRF2tYRVDOQlRCZo43qjAKw/NoQ094JVPKoUykbKq9xOVlbA4nMQcrvQHnPaNBHp75iBtCBnIGxEPwaVfD2dlxlGv9LSBc0/2Eo5UI1kgyrZZlRPTqqeYwUBEfxvQ7hGSiVgco4A5VxOmJuQkKTEDWt3oKGjPMh8AGEfwVbEViVSOn1KO+xKQmSytEdCr9sfOvfP1qTFDMvbJBwWZs/A2yVSqm2s+8WjLzuTYrXlpLfMi/pSb+wTT5d+3dKSKB+4Zo3WLd0Iw63g72O2j1h+4ljp/DZyG+45qWLaNmxOdO+nIUZMVm9YC2+Mj+WaeHKcOFw2lm7ZD3TvprNew99hNPtQNkM7HYbx19zOLlFOVzc7wZCvjDdBnZl2ZyVlG+qZMG0xYgIv378G+Nf/AbDbsPltHP2fSfTqlML5k5ewIJpS5jw4RQmfzadnKJsbDaD3Yb04YhLDuGWIffz7oPj2O/4Pbn2pYvj6/5r8nweOv0ZBp20F+cPP43cohyueeli1i5ZTzRsIsCYNS/Vy2+JhLXXkMPp4NBzD+TQc1Nb7W8v7HPsHuxzbNMk41sDCU0EowDl6F5vIa7s7aDgLaTsUrB308ndnuOh6nHwHI3RQEzBNq1RwkjpBSBRVP4riTYJ5iaQCGKuqEMD1QQ4uqPch4Ljn0/1TuP/L9IFzd8ECf+unTvdx/7jc/lUUEYWFIwFbEh4pp55e4dhZJyXvK33DERl6vTsLa/ZiiD7Lm20VS9EJwAH3sfIf03nvVQ9jQQ+rtN4r0mfl60Z2jl16zgWHz/zJb5yf5I6aGtwwrVH8utHvyVkHq1buoEvX/2eY644LJ6ptAVDLxjMD+/+wq577cxPY36lZecWcTv/376aRWVpFV++8j2de3fg3AdP5cXr3qRZ+0JOuvEYfhk7mc69OwBwxcBbqSr14XDZ8WZ7ue29qwkHIuQW6dweb6YXf0VAp3FHTAyHgd1uZ8G0xYy+70McTjuXPXUOrbq0xJ3p4rxdr6Yi5kXj9LhQCjAUK/9axfrlmzjznpNo3bUl7gwXSilM08RmszHtm9m8ecd7bF5dwtQvZnD6HSfg9rpYs3gdec1zeXrSA7i8TlYvWMvLN42m+8Cd2HlAV4JVQfoN7okn04Npmlyz7x2IwNOTH2iwc/X/BWJuRCoe0snRhZ+A/zXE/2EswuDwpO2138ubiO9NrNKLwXUoqEyUkafVToEPwX1Igmt2vef3vaG5Zd6TG9iwCiJ/gkQh+EPi77z7QHB0b7SCSqwyCHwOnsN1zlzN61MOyLykUcdJI426kC5o/iZI5f0gQZSjlzar+qfWEZmLlF0PtkKwdUJl3xUvGLbIMy1znZZe+sdAxnmxPBhQmfoGrOztUVlXJx1bufRTrcS7PAZSfjfK2QvlPVn71vhe167BOffrTVyD9NNdCqdRiSxEKu5EZZytn94aAeUestWuqwCfvvA1IBx39dCUZNumoPegXek9KJFX9NkLXzPrxz/JLsjihGsTg/b6H9yb/gf3ZvWidbzz4DicbgfPTn2I6d/+zpTPpjNgaD9+/mAyE8dO4fJnzsNmt7HsjxVc8MgZTP7kN1YvWsfle9yCvyIACJl5GZxy83HkFuUkdJ5OvuVYxj75GSLC3kcPYNKn01g6ZwXDT38ad4aLE68/ik2ri3nhmtdp3r6IlfPXgIAyFJ4sD2KJ5sxEdOikGTG556MbAbh16AP8+ct89j95b757awKeLDeZeV4Mw2Dmd3/QumtL7jvpcco3VbDboX3ZuGITniwPm1YXM/bJ8dgdNgpa5bNg2mLOfeBUlFJsXlOCr9xP8doSmrXV17FqwRo+ff5rTrrhaIra1O13IiJsWLGJ5u2L/vYHCZEoUn4T2FphZF2X+KZRCO79Uba2sa+bg7LFcprqOWboJ21xYCvSYZO2ZhD8HAl8AtHlqJy7a5w/DOaaJKK+SFB3MVHgGVa/s7aRj+Q8BuGp4BqU/H5Tkq/9byPB71BSGlcqppHG9kS6oPmboDIuRiJ/6Xn43wiJrtJqHu9J2iJd/IBAZAGYm7XkWiUamCnXPoh9Z3D00H+UA5/qNzIuaHAWLmIixafoL3Ieh+gcxFyinwRVDjj7oGxt40+SShlQVySCuQTEj4RnJRU0EpoItva6Hb8dcd0rlxDyh7a5mEkFy7JYOGMpVaU+PFluRISqMh8ZOd6EpOiWnZrRumtLZv8why9e+Y75UxfhKw+wbM5Kjrp0CG6vi/4H9+aej2/k/mFPcsuhD9Bzv+4smbWM8s0VdOrZDneWm4pNlUz65Dc+fvZLOvduz+3vXcuEDyfz1Wvfk9cshwXTlzA78Cf+ygCWaZGR7aXXft3Z/dA+nNnlcqpKfTg9Dlp3bUmbLi045JwDeG/4R7gy3Vz5/AVUlVSRkZvBpE+m4c32MuCwviz9YwXhUITs/EwcLjsDDu1Lr/27M3fSArr278QLV79O8dpSouEoE96fBECXfp04+95hLPl9BXaHjQW/LWbvY3Sau2EYZBdkUVFcyYq/VtOsbRHL/lzJjYPvweFy0Lx9UVJhWBPvP/op343+mROvOyqB9LwjIVYJUn4vuA6CyHyILoMaBY2IIKUXAWHIvFa/aGuri5oG5NUq9/FYZtQCxFyFBD7TDxfRFYBgbRqKyn0U5dhVO3RH5kDWzSjXXliB78Bag5FxFmTfSm37hOr1BQEDguOR0ARU9n3bHlsC2nTTKonnV6WRxvZGuqD5m6DcByXJkf8WmEtAKhDfq0h0Jcq9D+S/CVYligjK8CKR+UjFvdqEKzoPlfMkRuG46mPkDNfX0BCxT28VD8pT9g6QdRvYWsb2t6FyHqx719pwHYqydUSMZliVj6Lch+qU38hCpPKxmHrrncYfrxHYda+6/WZ0WGN0q4udORPmUrqhnLKNFXz6/NfM+n4OM76bw34n7Mk1I7Vz8vzfFvH2A+MQEUKBMC/d8Bbd99qZvY8bwKLpS/nx3V95dqr+fjRvX4S/MkDZhnIMmyJQGURQlGwoJztqUry+lI2rNhMJRxh4xG789uUsnrvyNTxZHhwuOyF/iLwWubTq0oINKzZx7yc38vmL3zL89KfIaZaNZQmn3XoCex1dzefZqX9ngr4gHXbVheS6ZRt44oKRZOR4ue/Tm8nI8dKsfREn3Xg05z90Ou8O/4hXbnobp8dJyB9m+te/Y9gNcoqyUTaDw88fzNQvZvDmXe/z5MT74rEElaVVPHTG0+x3wkD6HtSTaMQku0Df7Ms3VZCVl0le81wOO69+Pk2bnVpid9hp0XHrjeWajPDvEP4FwhMh75XUXQyrBIgiUqUJ2OFJ+rXwFHD0qPPQysgHIx+xd9XeNM49UEYuKvsmrMpHAYk9tIBy9EKii8HWGhELyq8DTCz7ThixtHoJfAFY8Two7e00DJRT5z9ZZWAuA6PaR0hEtEzc3jGeVdUYKHs7VPYdjd4+jTSainRB81+HcxBk50L5jRB4Fwl9DY5dMWoWFtH5YG2MmWLlxv8gboFy9m306ZQyUPmvx5RQI1De01C2ZFmySAh8b2j1lKN78oGIcWccu0DgC004Nteicp8Ee3tw9KhXvSW+17SZYM59jSzEGsYdRz1M8doSHv/xnvjNtbFYs3gdz1/9Bt5sD9e8dBEzvv2dORPnEfKFyCnQsloR4ZPnvmLjik0MGrYXrTo357cvZrFy3mo69mhHp97t6dKnusNnGAZd+3Vk1fy1DLv5WLr07sCbd44hUBVg85oSqkqrEAsMm8GJ1x/J+Je+I7swi8zcDDas2ITNYaf7wJ3Y/dA+jLx+FL//NJfpX89GKcX5D51Ofotc2nVrA+gYhgdPe4qls5eTkePlsR/vJqcwm18/nobdaSe/ZS5Z+Rk4PU7WLdnA1fvczlGXDOGvyQsI+oJk5nmZ/Pl08lvkcdINR7F5dQkDhvaj2x5dmTNhLmF/GMOo7hYsmrGUlfPX8PzVr7Hnkbvx3LSH4sVOnwN68OgPd5PXPCehs5UKex8zIN7t+dvgGqQ7sVKlx7O1xkhKKSh4GxCk5HxEyiHvdT2Odu6e+pi1oJQDao1WVeb1kHFJ3HNJeYehvMPi74v7YIj8ibLrEFHt/TRCv+keEvs9MbRiSrkh+wGUuQxV2+gy/LM2/HP0RuXc1+iPpSFYlU+AVaYtIP6FPMM0/v1IFzT/cSilUM4+SM5wxNwI/ndRzloeK+6jwT8WyNDqoO3gAyH+97Vlu8qAGrlNEGu5h36E4FcQnonKf7Hu40gUMVeBc3eU97TYNblQOQ/Uf/7AF0AQrGJoypy/HuQ1y8ZX7sfubPqvTVHbQjr36cAuA7rSpU8HnrjgBQy7jcd+vJvue+obzF+TFrBszkrsTjsnXHskTpeD0+84gYfPeIbidaVc9NiZSZycq0dexKr5a+javxMiwo1vXo6IMKzVBbqYsRv0PbAnec1zOeWWY2nVuTmv3fkuxetK2fvYAVzyxNl89doPlG0o48Xr38TlcXLwmfuz026duWXI/eQ0y+aRb+9k0ie/sfzPlRg2Rftd28T9Yn567xe82R4GHrU7F/e9MT5CK99UyXsPfUwwEMLusNN7UA++f3sC/go/ux/aN26M9+ETn7FpTTE3j7oyIZag70E9OeWWY3n1lneY/eOfuDya37Vx5SayCrIoaLnjZNuNgYipVUcqGyP30YT3lDKgYAwQrTM2YIsNgdjbgblaO3G7Gud9VBeUUinl21tg5D5Wa3s7ZF6u5dfFJ0L2bdrOIPdpzV2L/p6aj2brqAnJDdhBSPg3pPJhVObVqEbkWhH6UZOPxZ+UDp5GGo1BuqD5F8KqfAZCP6Jyn0bZ22yXYypnf02+9RyW/J5SkPsQhKcnPfWJ5ddpu87dm5TForynam5OqrRh3/PgH6cJkJkX1H+gyO8Q/BKMbJS9cRb4ACr3CbBKmkZaTIG5Uxby2/iZnHzLsdw0autdTi3T4tgrh9Klb0cqiiuw2W1k5GbEixmA9t3b0LJjM/Y5bk+cLt1Vys7P4oY3LuOrV38gpyibVfNXs2FlMf0P7kXZpgpyi7LZefcuPHDKkyyetYyz7z2ZvY8dQL/BvZj82XQKW+cz9PyDGDvic9576GPOH34qm5ZvxrKERTOWAjDknANYOGMJX732I5FQlE692vPlK9+zYu5qmA/n7HIl65ZswOF28OAXt9Fz3248c/kr5DXP5eSbj2XSJ9P4+o0fqSrz6Wu1LNxuN7lF2axfvpGAL8jCGYs5/KKDmf3jnzx85jNsXLmZ3vvvypLZywlUBvGV+/l21M989/YEbnj9Mgpb5bPvcXvSYde2GDYDwzBYvWgd9xz/GM3bF3L/Z7dsw3e1aRARStaX1SqiwhBdA2pjyn2UMoB6MpBiMGLj3ITzRVcg/lEo79koe9vE96peQMxVmteyPbKR3Idojo9VjpTfAblP6IeA6HKkcgTi2B1lLgF7d22ASUwU0JhRb3Sxjh2JLmxcUGfu01o4YaSLmTS2DumC5t8IcxUQAqn8206pbK3B0zrpdal6UscOZJwJDQXpWWU6DNLREyP7tqTOTPXJskDKQeyo6CKob3Rka6sNAj0NyEsB8b2FhH5C5T4WIwtvO2H4yQtHUlXmo/teOzPgsMaP3mrjmctfYenvKzj3gVPY/dC+3PTm5eTX6jJk5WVyzJVDmfblLIL+Abi9umOxceVmfv5gEm8/MJZIOIrDaadFx+asX76RrLwMzrnvFMo2lrN2yQZeuO4NXrn1bfY9bk88mW42rtzMc1e9jt1ho6K4ks9GfkNOke40de7dge9GT6Bdt9ZUlvpos1MLQv4wfQ7owQW9rtVcCRNK1pdh2AysqMXYJz9n06rNfPvmzxS2LWDQSXux6K4x+CsC2B02MvMzad1Zc3I2rSrG7rCBgMvr5vQ7TiDsDxMJR5k3ZSETx06hVefm7DKgK54sNz++/yurF6xl3pRF7HucVsxl5WeSXZBFVZmPzFwvOYVZdO3fKenz3QLLsnjm8lcobF3Aabdtu/S+dGM5l/a/kZA/xJXPXxB3kFbKA/lvIpUPYRWfhsp7OSEhflsggY8hPFMroWpJmSX4DRDWvz8qv8brPyCRGajMq1DKqTkzqAZHN1J6qSYZO/fQmVCRP8AzDGxtwFoHVU8ikT/B0Sulp5VIBKJLtTFm7XN5TkE592i0EGJrY1PSSGML0gXNvxAqZzhIeYNut3/LWlyDkOhScPRpeGPxg1UJ0eX1HzPjTHDuiQQ+SAixSwnfi1qOai4D6jc7k/AvYG3W2VIN+uE0DoHKIJFQlG4Dd2p443rQ98CebFixiba7tGbzmmJev/09bA4bI2c+SkVxJX9NWkBFSSXvPDAOb5aHfoN70W+wlrK369aGDj3asWLuasyIiWVarF28Dsu0iEaiTPl8Bpm5GeQ2y8FfHsCdaTH7xz/Zde9dUEDZpnKGnHsgI699k5A/zMhZjzLr+zm8/+infPDYp1iWxeoFa4lGTFA6B6rbHl35/ee5sSTtQvod3Jspn00nGo7y0dNfYkZN9jyiPxtXbGLNovUUtM7l/IdOY9BJe+HN9HDXsQ8z5fOZZOZ6eWbqcLr06YDNbuPqFy8iGonSdueWlG2uZNqXszj4zP145Kxn8ZX7cbodfP/2BAYe2Z+/Ji3gmcteYefdO7Nw+lI69mrPo9/fRSiQOmwUwFfuZ86Eedgctu1S0IQDYVAK07TIa5Gb8J6yFSDWepAyIAgkFjTi/1CrhHIeTMoSqw8q4wztBFwjjDL+Xu4IkIqkvw3iewXEB+6hiL0TUnwqGPmo/FfrP5mtle6CqlxUzl2aF6MUZN8GwS8R574QPA8kgEgwybFbqkZAaCIq48Kk9SqlwN6ZNNL4u5AuaJoA8Y0GItqifwdCKVvC09f2gFgViO9FlPvwOkm4Kdfi2gfl2qdx29paQcFbSfNvCXyCBL/T7WepROW9iHLshHLchoiJVXIOKBcq94WkpzzlOVobh7n208fyjQKU/qNf+/w5j2rfDUe32DX7ILqo+o/0VuC6Vy8hHAiTlbttbfDBp+/H4NP1NViWxZ5H9Kd1V63+Gnndmyz/axXlmyqwOWzsP2xveu9fzZVxe12IJRS1LUQsi+K1pVw64mwycjKwLGHMIx8TCUbY6+jdmTtpAd326Mqfkxawct5qRs56NG5G5810M+aRT7hyr9vIyssk6A+ybtlG7A47QiyeQODPX+fzyLd38v3bE7FMi99/+ospn03HsBnc++nNjLprDOWbKzjwlH1o1q6Qlp2a0XaX1hx2brWKr8c+3Zjzy3yatSvC7XXGnYBfv+M9fn5/EkopDJvC5XFid9pxuB10at+ekvVlrJy3ho+e+oLdhvTG5rDRvEMzls5ZSUGrPF66YRTTvprNDW9cjlgWr97yDmffd3JcnZaVl8kNb1yON6txURk1ISKISALRuHn7Il6Z8zjuDHdKN2OV9zJIIMkoDkCC48EqRSKzAAfKtWej1qGMfKjD/bf22FXMzTpPzTVIk+/t3bUVAxL718C5Ms5HIrPBXIJyVrv0Kns7yLwIBVj2zrGOapTalsDK0QsJz9imwkWrpuaDvWtK9+400mgs0j89jYSIhfj1zRTvaXWS/f61CP0MoUmIuQFVixzYWEhkEVJ+U5J6oiZSdZXE/772wwBN0BUfsEUlZOqZfR0/isrRC5WrOxUiUcQfC7/znpL0x08Z2WBUB/FJ5X0QmY/KvKpur5sG0PfAng1v1EQYhsF5w0+Lf33AKfvw5Svfc/odJ2BGrfi4pSYGHrU7FSVVFLXO569JC2jVtSVv3P4ey/9aRfMORfQb3IuLnjiTFX+uZs2idTRrV8huh/ahbGMFBS3zWL1wLb6KAJtWF+PyuGjRsRlLfl+OWIJlWuQW5XDYeQdStqmCqjIf7w4fR8ee7Vnx1yrmTllIq84tKGydz4U9r6Vtt9a4M1zMn7qYzn06cM1LF9OhR1umf/M7vffvjsPp4PALD8bpdvLZyK+569hHeerX+8kpzGblvFVEwlEs0+S0246nU+8OdNi1Lf7yAIHKINe/eglv3PkePffrRsee7Xlxlv5ZPfOukwAYdff7COBw2pn53R9UlfuYM2FuvKD54d1feP/RT7ji2dpBjQ1jxMUvMXfyAh74/Baatas2IszIqbuYVcqtFUGp3st5GMwVmvdilYC6p8mEe4n8gZTdotWArr2TybXRRZoDY66Gwk9ixGAvFHyIiMKKrkYZ3jq7vcreAfJeBJWHhCYjFXejMs5JcBBW+a+BRFJyW7bWyNKqeAjCv6Byn4fwFMQ/GuU+BDIvb/Kx0khjC9IFTSOhlAHZdwPm/79iBsA9GGWVgGsbDLKsDSAhJLIAgl/rjpV7KMp7fL2ficoZjlQ+DpiQdSfKVu0JopQT8t8FZTTYRVHKDjEfi5rFjFhloHKSuzvO/RBzPTi2bVy0tQgFQgnKnVRY+scKuvTpwJ0fXFfvdoNOHMi+x+/B+49+Qq9B3fnk2a9Yv3yjLkiiFn9MmMvpHS5jn2MHMGfCPKJRk+/fmYjNbuOFGY/w4GlPsX75RqLhKHa7jWtfvpjXb3+XqeNnUllSRemGMkbfNxa70052YRYTPphCUZsCfOV+gr4QO/XvRMn6UtYu3cD65RtRSrF2yXo+e/4bvn7jRzJzM6gq92EYBhk5Hnrs3Y0jLx3Cew9/RGWpj6v3vYOz7z2ZW96+mpduGMXcyQuJRkzeeWAs/soAp952HNn5mXQfuDOPfHtXnZ/DmXefxJl36+Kmffc27DKgC7vsUR1ounbxesyoyebVxU34TmlEw1GdzGE13NloDJStmXby9axGgj9tXRfDqgIsCHyMhH6GgncSu0HOPQE/mOVIYDzKe4w+t7Ijm08BcxZi7IRq9ikSXakfSDzHJDyQKJvmzgkh/YL4Eq9DOUE5kehKMDK3zyhcKkEsIAz2nXURVlsenkYaTUS6oGkClGuvf3oJSRCrCpQ3pqqoG0p5IOOspH01iXdnjMYYXjn7AwLRxUh0IURmgLkciECtQEqxKiA8HXHuhrK10UoHQNlyk9fWBFVD7SdUCU1AKoaD+1BU1lWJ23qGojxDG33spiIcDHP7UQ/RsmMzrnnx4oT3Zn73B89c8SpDztqfk28+ls1rirn9qIfIKczm7HtPptseXVm3dAMPnfE0WfmZPP5jwyGia5dsYMzDn6AM6L3/rihlkF2Yxcm3HMv7j3xCsCrI3CkLOe+h0yhZV8rvP/9FRXElJ7W8AIfHQVGbfFbMXUNVuZ/KkirOvu9kNq8tYernM7BMfRO3oiZ5RdmEfCG69O3A4tnLKWiTz6KZy9i8tgQF5DXPxeawccyVQyldX8bEcVPo2KsdHz/zJWIJylCsWrCWuZMXkNssh3AgTNnGciZ/Oo1BJw7kwFP2Yc2idWTmZFBRXEk4EGHQSXvFlV0AQX+Ikde+yYJpi3G6HTz24904nIl+Qja7jS79OvHju7+yx+H9yC7I4rTbj+eQs/ePy8Kbgutfu5RIOJqwjppYMH0JG1duTtlBqw/Kkzp4tVH7uvaCgjFI4DOI/IGEpqBqKBWVUohzr1jYa60cJ2sRYAHlgFZPYVVp5+0UHVbl2h8K90gMoIxBzGKk9BJd0BSM2aprSThX9v1AMH4uVfDeNh8zjTTqvwtuJzz//PN07NgRt9tN//79mThxYr3b//zzz/Tv3x+3202nTp0YOXLk37HM/3eQyDykeBhSUf1EK9HViLmhkQfwgZRqQ736NpMwVvndiO9t3V5XDv00ZRSA0RJScGyk8gmk4gHYfCj4R4P7MHAf2KTulgQ+R6pG6hl7XVA5gJHQ9fm7EAqEKY1xPmrDEbspumJKpVAgjL8iyIJpi3nhmtd58qKRjLz+TVp2bs7uh2r11MfPfsmzV7xKOBRJeb5WnZvjznCRkZ3BzaOv4qhLD0EZivzmudzwxmUMGrYXzdsV8vJNoynfXMnNo67kiIsOIeALUrm5kkBlkPbdWnPxE2fTqnMLsvOz6D+4l+4iKcguzOS2MddQvrkSm91gzoT5tO/WhjPvOpGK4krMcBS7w45hGJSsK+XqvW4jr3k2d429nj2P2C1ujCciBKqCbFixiVXz15JVkEV2QRZrFq8HoPvAnTHsNsY9NZ7zHjyNEb/en1RELP1jBQumLWbd0g2EgmGkjq7JV6/9wEdPf8E7D2pna6XUVhUzW/atuY7Vi9bx7aifMU2dWfXUxS8x6u4xbFixqcFjSXSx7mhsDyi3LlhCP0HVM7rrWPPtnEdQhd9guGoZCGbdo38/s2PFsu85wITs2+s+VYpiBgAjE+xtt1satlKq7nOlkcZWYod3aMaMGcPVV1/N888/z957782LL77IYYcdxty5c2nXLllWu2zZMoYOHcoFF1zA6NGj+fXXX7n00kspKiri+OO3XbXwn4LyoAPtdDifWH6k7CLAhir8NOUuVsXDABjZN2kSYd6b0ECHRPzjdJqvckHR5JijqEDGmahYrEF8W3MTUnYF2NrpAD1zE6gMjKwzk48rET3/D/2ojxX7AyfmWsBAfC+CmCjPcbEU7RQfgbM3qmh8vesHkMgcsHVsktqkIWTlZfLId3fFTd9qoue+3Xht7oj4GKx1l5Y8+9twPn76C3bq35k37xpDJBzlmSkP4slw8/vPf/HCNW+gDEX77m058pJD2LhqMwWt8rDZbEz4cDLN2hXy7G8PYZkWLreT1QvX4fK4cGe6eeTMZ1mzZD15zXMo31TBp89/xR5D+zLhw8lc/+qlrFm0lnFPf8H6ZZv46b1faNG+iJ0HdGHwGYP48tUfWPbnSlp0aI7NbsOwG9gdmqi75xH96bVfdw45c39mfDcbu8NJVWkVlik4PQ7uOuYRRODZqcMZtfR5xjz0Eb9P+IvyTZXsPKArp93Rm9yiHL5/ewI99+3GxlWb+e6tCew+pA+zvp9Dx17t4vL0mui2R1dOve142ndvQ4uOzVj+50p+eHsip95+PNn51S7NA4/cjUUzl8YJ19sTz1/1muYgtc6n30E9Of6aI1g5bzVFbesOw4RY57PsSsBe5+9hkyA+MFeAkaWTuA3tvG1FlkJ4AjgH6hGT8iR40xjew8FbI7lbecCQOuMKRIJI6ZVg74yRfVPCe0q5UHnpB8s0/t3Y4QXNE088wXnnncf552uS3ogRI/j666954YUXGD482VRq5MiRtGvXjhEjRgDQrVs3pk+fzmOPPZYuaGpB2Tsk8j7y1wAAnS1JREFU/sFUbrDvBCo75fYiUQj+AASwMi7GsOWgbA0/zSr3vkiwF7j2xTC23LxVPKMp8STlIFUgfox62sgS+BSpehaMHJCoJie6h+gsmZILQCnNt7E2b3P3RUJTkMqHwNYBlTci5TYbV23msXOe46DT92PI2Y3nGeU1y6nzvdqcnuy8zDi5decBXXQuVMzOf+6kheQ2y8HptrP7YX2Y+f0cXrjmdXoP2pUTrz+Kt+79AIfTzjNThmOz2wgHwyyYtoSqsirymuew6967kF2Yxam3Hc/IWGE0cexUFs1cxqr5a9j90L6E/GFEhOlf/85fkxbgyXRj2AxC/jAOp53dh/Rh44rN2O029ji8P4eeeyA79evEi9eP4vef/2LDimKCviADhvblke/uoFm7Ih48dQT+yiA2h41mbQq44tnz+fT5r3njzvdY9scKbh51BZM++Y2f35/ExLFTOfrSIcz68U8OOHmfeEJ3KliWxbzJC6gqraLdLq35+JkvWf7XKrp8MSuheGnevoj/Y++8w6Oovjf+ubM9vdFBQMBCsYBIEQQLiIAVCxYsX7tiV6yoiIpiV8QGYgcVK0oRRCyAiPTepPf0ZLN9zu+Pu9lkyaZR1J/u+zw+kpk7d+5MdjNnznnP+977zi3V/p5EpNadbgPu7M9v3y7g6E4tATjtshqo3YLmg1iPrbV0gIgfKRqpifCus8umM9Ih7U0oR+6VwDrIu0F7LVk+RZQF5eyLJN4I7tfB0qBCmcvIGFf1AswiMHdA4K/Tv4ojjoOJQxrQ+P1+FixYwP333x+1vXfv3syZMyfmMXPnzqV3795R28444wzGjh1LIBDAZotOTft8Pnw+X+TnwsLCg7T6/39QytBeR5XutyLO08E3E0rehuR7kOAGwFala7WyNKqxCaSytoT0MTX4Yx5+uDh6ofCDvTvimYQY9cHWBpStYgodwt0iSbUjZlubgZGOclb+Fr993U6K8opZOGNprQKafVFS5GHO1/Ppek5HEpLLUurzpy1m9bx1XPrg+bz36CeUFHm45eX/Rfb3vqonrbseQfN2hzFt3CwOP+YwbA4bTds0oU6TTLqd14lVv6/jhuPuoefAbnz/3o+YIZMGh9ejQfN6/PbtHxTmFLF3azahkElmvXQatqzP1tXbEVNYv3AjXc89kbmT5lOncSa5uwrI3ZmPYShsThsWq4XFPy7nwnvPZuemPXz7xvcsnrmMp6cNDZtX7mHb2h2EgiEC3gCLZq6gOK+IBdOXkpiawG1dHyIlI5lu553I9+/9iDIUF9zVj1AwxG/fLcA0BbvTQqezOmBz2DjtsthSAItnLWfEZa/Q46IuLJqxjMU/LufMa07jiscuYt53C+k+oHb8FYBta3fw2IDnOPHM47n26ctYOXctrdo3r5aw3aHXsXToVbOuJK2o/TvYu6KUHZVW8WWtWoS2gH8eElgaFdAAFRXDLZn6hcLSAJx9wPs1WI8CM1vzbZS11rwdZakDaW/o8tI+EM+XSPBPVNKd1fL14ojj78IhDWiys7MJhULUqxdtTlivXj127doV85hdu3bFHB8MBsnOzqZBg+iswIgRIxg2rHpCZRxhGGm6W8nSKFyiug0wUFmTaj2VWTwWSj4A27EY6S9HttfEbkC5zkJUOsrcDK7rwNyFFL8ByoqR9XVknIQ7IZRyan5Q3g1gbVKr9Ley1EdV83Z6/KntuHvMzTRqdWBWCV++PJnZX//O7k17uezhsoziR8Mn4nX76HLWCcz55g8Iu2k7Exx8++Z0vnj5Oy669xy2r9vFzPG/sH1tC0bPfyZy/JXDLmbUbWPZs2kvC6YvQUzhkvvPo/uAzniKPRzZsSUr5qzBkeAge1sOhTlFJKYl4kxw4Cn2kpiWyOmDelC/eV08xV4atKjHR49PxJXk5NTLupO9LZf2p7fDYrFgGAZmMITVYWH2V7/z7RvfY3PYqNMki+xtOQx67CKevfI1ivKK8RR5cBeUUJxXzA52UphTRItjm1GYU0z+3iKyt+ey6rd1pNdLo02XIziqY0uO6a51kPxeP2/e8z67t2TzwIe3kZiSwMo5ayjILmTWJ3O4Z+zNZDbUgXH9ZnU555Y+Fe633xdg+nuz6NjnuKhW6/IIBkIRXs+sCbP57PlJtOt+NDe/dPD0pMT9Ovhmo1xbKhDkawxLC1TSHdp8tRooIwOV+VHZhvK6TMl3RsrQNYVIECkcDioRlXxvxf3u94AAJFwaOzMbRxz/APwlXU77pnqrS//GGh9rO8ADDzzAXXfdFfm5sLCQJk2aVBgXh4YCxKin09jKBbZjKy1RVQvP12Fl3j+rHCbBbWDurejaXfwigl9Loxe9AJbGkbbTyLEF90FgpdbKMBI038dy4JYGsdDy+AOXXu82oBPb1u2gWziTsOyXVaRkJnHjC1fy55LNHH5sUx757G4CvkCEO5JWNwVDKRZMX0xiSgItj2tOvxt68e7QCRx/WjuO7dkGj9vLDc9fyZ3dh+oS0hnH0e/6Xnw4fCLfvDaVOodlcmKf4yjMLaLB4XXZvn43Hz/1OUd3bsXaBX/iSnIy7sGPyN6RR1bjTK4dcRkNm9ejQYt6UQ7eAX+ARi3rs3XNDrav2cXkt2bgSHBwYt/2dOp3POl10/juzenk7cnnkvvOIzEtAU+JjyatGmCGhL3bstm8Yhttuh5J13M6Uq9pHW58/kqKcotZOXct3hIfdqfOrn04fCKT356BshgMPvF+Br96Db2v6skXL0/GmWivkdXEr1/M47u3Z7B89mrue+/WmGOatWnC6PlPY3fa2bZ2B8npiXTodcyB/qqjoBynIsF1cACdkEopcJ5WYbtIEHwzwH5ijVqmlbN3tWOi5vcv0BIMvh8AQfw/I/Yu2r6kFCmPQ2hnBc5cHHH8k3BIA5qsrCwsFkuFbMyePXsqZGFKUb9+/ZjjrVYrmZkV3zocDgcOR9Wp4zjKIGaOtjFwnKE7DVKf2u+5VPoLSHAbyt5Bq/IqC+AAAlElISm4W9sipI2OMttTyXdCcB2CFfBpqXanbkkVEaToSd2BFdqKFD2Hkf4SKvPT/V7vX4GmRzeOPFjzdufz8s1vYw1bHBx1YivWLfqT8U99wbXPlL1RdzuvE+n10hh55avk7S6gbbej8BR7+X3KIlb+tob6zetyW9cHCQVNktISMAyDSx48H4CEVBd5ewvI21PArk17WfbrakJB3ZWzfe1OQPCV+Aj6gxzWuhFn33ImrbscQVJaIpPHzCB7Wy4dzzyOzSu38cjEe7j31GHs2LAbZShS6iRTsLeQhFQXk16fxq9fzOOZ74cyeewPBLwBcnfnc9GQc5jx0c/MHD+b827ry4Snv8Tn8fPgx7fTqKV++HXodSxPD3qFRTOX8+OEXxk541G+fXM629fuxLAa2GxWlMVg9+a9tD/9GPrf0Iv6zWP/fdgXJ/Q+lpVz1nBaNaTg0vJSkyMbMXJG5To3+wtlPx5lP3DSrFn0EgTX6tKxuKHkM0QlgudzsP0c+b5qqwMvJN5MVa7eUjIe8U5BpT5XKRdNSj7S8gv2E/X3NPgnBDeX7ffOhKJnQDkRR/eD5lkVRxwHG4c0oLHb7XTo0IHp06dz3nll9dzp06dzzjnnxDymS5cuTJoUXf74/vvvOeGEEyrwZ+KoHUQEfD+DFCPBjSjb4ZhFoyDwByrtZZRROcE1FpS1JcraUndH5FwYzvh00O2lac+hbFq+Xzn7hbuMoh9SytENHN101sj6Bhjl/uBKEfjmAAKWJpps/DfhxwmzmT91EbeOugZXUs1bTVPrpHBczzY0bFFWxnr34QksnrWC4vwSRk5/RG97ZALzpy7m1Mu6s2dzNmdcfQptTjqSM685ldZdj8Rqt+J1+7HYLFz79OUc2bEldRrr4H72l79HFO4Lc4qwWC20Or45m1dvI3tbLpkNNJfG7w3w6MR7I1mh/L0FNG3ThJwdeUx++wd8Hj+T356BK8lBer1UTjrnRHJ35bHkp5Xs3rSXozq14siOLfl05Ndk1Esj6ahEWhzblJVz1/DKTW/j9wWw2a3c9NLVbFm1jcOO1pyPUCiE3+Nn/eKNFGQXYrEafP/eLOZPWUT2jly6nd+JC+/qz9xJfzDq1rHM+mRO5L7UBL9PWUTAF6DFsU3J3p7D89e8Tq8re3LqJTWz6/jHwT8PpBDMPPBMQrxT9QuI9XCU61wgHOyXfAYonb30L0KszVHpb2i17DAktB3x/QpmgVYSrqxTMPkexDMZPN/qgMaoA64LkNBeMLKQopE64FHJmqwfRxz/UBzyktNdd93FoEGDOOGEE+jSpQtvvfUWW7Zs4cYbtRDZAw88wPbt23n//fcBuPHGGxk1ahR33XUX1113HXPnzmXs2LGMHz/+UC/1Xw+lFJJ0AxS/AUVPQsZYCCzS1gNmru44qgIS3Iy4x2hpdGt5x2OL5uaoFN3aHd4mnslo76srIhYwIkHwfAP2E6KIyKVqpZGfjRRIfQpUorZLqKTV9K/A1Hd+oCi3mI3Lt9K6c81Vhw3DYPCr10Rtu+jes9m6Zge9rugR2bZj/S78Xj89LuxKszY6gzVv8kLmTV5Ep37tyWyQzvitb7Dm9/WsmLOGmR/9wpAPbmX5r6v5c/GmsskF8vcUsH7xJuo3q0P+7gJSMpMZOeNRxJRIMLP811W8fNPbHHdKW4L+IKGAzujk7yngme8f4Ybj72HON/O59KHzWTB9KSg499a+HH9aW/Zuy8E0Taa9O4uXbnqbcwf3IRDu1rr8kQto0LwemQ3SeOHa1zmqcyveeeBjTjjzOAAcLjtZjTI477a+pGYlM+GZr1g6ayXHntwaV3ICIlpQD2D7+p0snL6UIzu14u17P6BTv/acf0e/KJ8lgMljZlBS6GHb2p3k7sqnILuQ3yb9UaOA5qdP55DVODNim5C/t4DkjKSI99VfDZEA2E8CWyuUpT7iOgekGOW6MIoUrJSC1KcRKYKSiYBXB0BmPhgpiG8OUjAUCIK1jSb/W48C9wfgOKUCwVhZGoLjZMTzJVgP0xlXyUFyr0AlXAZJN0Lh8+DoXSPtGPHPR7wzUEm3HlSZhDjiqA6HPKC5+OKLycnJ4fHHH2fnzp20bduWyZMn07SpJr7t3LmTLVvKBKiaN2/O5MmTufPOO3nttddo2LAhr7zySrxl+yBBOU5D/PNQjlP1z2kvg5lbZZdTBN7JEFiOeL5FJd9WNqeyoTI+iPwsSbcBSuvRoLSKb2lA4p+NuN+Awr2QNgLlrEj0jMxrP65sThEkuBEsTf5yA7u7x9zEphXbOLqcxH5tUVLkYe/WbI7t2Zb314+K2jfkvcEU57tJq1MWUP76xTxyd+WxYs5akjOSKNhbyIhBr5C3Kx+r3crrd4xjzfwNNGhZnx4XdWXaOzPZumYHYgreYi/3vX8rm1dt44gTWpCwT1YpMS2RgpxCcnbm6VZuwO6w0bL94Xz/3ixOvaQ7X7z8LROe+YpTLjmJdYs2Mm7oeJ77Xy7HnNyaJ797kB0bdrFhySZ++OgXDENx/GntaBAuE/327UI2LN3M+kUb8ZT4WDh9KQ6XA2+Jj+3rdjJswHOMmjeChi3rs2D6Ujr170BWwwz6XndapI197IMfs2vjHv5cuoWNyzazeeVWMhtmcMrAk/AUe3AmOlFKcfeYm9i2difN2x1G83aH4Upy0qzNPh1BMbB3Ww4fDp8YcTxfM389z10zmqM7H8Fdb91Y7fE1hZgFYGajamJ74F+geSyBBeA8Q5eIkm6CGAJ9yn48knOBLjtlTkPhKyvnSiE6bWfRZeCiZ8DaCgluguBKVGrFDixlOyJsLJuiv1++nxFlAUt9DOfpEM4O1eia3e9AaDf45++3h1occewP/pInw80338zNN98cc9+7775bYVuPHj1YuHDhIV7VfxPKSIrizSgjKWabZkwkXI4yMqEaM7pIW2fSnWg+Tbnsiq0DWBpp5+3Qjpov3DtFd5I4eqKSq/Y9Otioe1idSjtoaoqnB73C7s17ufedW2h5fHNKijxsWLyJtt2OwmqzRgUzHreX/z05kD+XbuGrUVP4+KnPefiTu7BYDJyJDhof0QBHgoNta3fS7/rTufjec8jZmcvWNTtAwbXPXE7DFvV5dfAYsrfl8tSUhyIlKtC2DAhsXb2d9r2OYfns1Thcdgr2FDDpje9xJjjwefzk7sxn8pgfMAwDi8XA7rSTXj+Nt+/TwWvn/u2Z/dUfNGvThMsePp87Tx5KnSZZnDu4D23WHEm/605n/DNfsuSnlRTnu8mon4YZMjmiw+EopTh5QBdOHtAlsq6tq7bz4/jZXP7IBfS/oTejBo/BkWCn3w29WPXbOo7s2IKNy7fw5CUv0qbrUdz55g04XHa2rNpOm65HkpSWGMm2gNay0Yq0FcskWY0y6HFRVxq21OXApPRErDZrJCg7WJD823UGNG1UBafsCrC3Rzl7hf2ZwscXPALBNZD8QEW3bksTMAtQlvSw2GUYRhZgBVdvlL2b1mBy9ACjLsoVu9QPRBGOleNklGP/xApV8n3g/y2mgngccRxKxL2c/uEQ7w+I+11U6qNa4+VA5wssRwofRSVcU2ufI2UkQ8JFNR8fY35lJKEyxiGhPbpWX1NYm4JyoKxH1/yYfxCO69mWeZMXkNVYPzRG3z6ODUs3MWjohXQ9p2NknLfEy2VNb8Jqs/DpzjHM+nQOuTvzSa+XymNf3sv342Zx1s29efyC50lMTaBD72PCPJUAylCk1UnlrBt1l0uToxrhdfvI31NAUnoirkQnIsK3b3yPYTG45ZWrsVitLPtlFW27HcWSWSsIBUOcfvnJzPjwZ1bOXYsZNDFsikZHNODNRc8hIgxsfD25O/MBUBbFgx/djtVqxV1QgmHJ5bXb3sHn9fPH1MXs2LibpLREDj+mKSeddyLnDj6TUDAU6XQsyitm/tTFdDvvRL54+Tu2rd3Jgu+XUL95XUSEyWNmcFzPthFezfb1OzEMA78vQCgUYuLzk1j6yyosVoPzby9TxS3ILmTI6Y/TtHVjHvz4jgq/D6UUlw+9IPJzo5YNeH3ByIP9awfbiRBYWG0btXingUpDJUW/+Cl7RyS0XdsO7AOjMs2psIK4UqkoR2eU4yt9DglpTo71qJhaMhLcpDk5zjNrLUIowQ1IwVBdXnb20dpPhwDi+xUp+QSV8lCN5CHi+G8hHtD8wyGlJMHAKjgIAQ3BLSB+JLgaxaEzbqwO+3ZcmKFcyBkIjlMwUh+oON7WBpU58a9a3kHH+Xf04/w7yh64nc/qQM7OXFoc1wyA3Zv38sotYzjtsu64890IsG7hn9z99k2Azto8PehVzJBJYV4xe7Zkk5SeyMdPfMEHwz6jfvN6JKcn8fg3ZZL1N794NesXb2TkVaNoeHg9HvtiCEopbn75fwR8AY47pR3LZ6/G6/ayYvZq/L4goWCIb16fRmJqAsed0pbeV/egS/+OOBN1lk0pxS2vXMOL172Ou9BDg+b1+Pq1qSz+cTnJ6Uk8O/NRfp+8iI3LtjBrwmzMoIm7oAR3YQkTX5hE3m5tUtm5XweuGzmIj4ZPZOkvqyjOc3P1E5fwx7QldD33RPJ25XFMjzZsXLaJrCaZhEIhCrOLaNSyAb2v6smUsTP5/MVv8fsC7N2aQ5uTyjIzoB2zRYRgIHhof7HVwEiumJkW70yk6DlU8p0oZy/EzEOKXgKMiI2HSEBndyyNMMrrzdQAytYGVWdKxfOWvA8ShITLKhD0xb8Aybtedxpa6oG9AyI+wF6z4Ca4HsSN+OdXWUYuW8tExKe7tmrDsxHvt5rg7F8Ih9B4No7/n4gHNP9wqOS7IbAabFXrZkhoB1LyESrhMk3yqwzOM1G21jpdHWseCUY4KhLcgngmohIGaRXR/YSUfKQ9maoSHCt+BczN4PkIwgGN1h+SQ65MunHZZkYMeoVel/fgwnvOrv6Ag4Bu53Wi23llqrdr5q8nb1c+i35Yxnm392Pl3DVkhctEHreXxT8sx2K1oIDrnrmcXX/upsfFXfn1i9/ZszWHDYs3YXPYePWWMVzx6IV06tcBgMwG6SSnJ9G6S9kDv+MZxwE6GzTh6S8pynNTmFPMdSMvp0OvY3jykhfZsX4XhTnF1G1ah16X94wcu23tDr55bSq3v3ED7U9rB8D7j3+Gp8iL3xNg2c+r6DVIE57Pu60vt530ECCk1UnF6/Yy+8vfMSyKLau389w1o/nj+yUU57vJbJROg+b1Itml9x77lE3Lt+Ir8bFq7lqeveo11i/eyDVPXcqOdbvYvWkPuTvy8Lp9pNVJiWjblCK9biqvzX8ai/XvIfhWCTMXMHUpCnRmxnW+9j4rhbh167S554BPJ+4PdcYm9QnE873+Pibdpt27Sz4O/41ZoY1ejXSwtS4TsbS1RqU9W/1JHL1RlsY1fukS73eayBzaBEbbGl+LLmct0iW0OOLYB/GA5h8OpRxgr4H8uucL3easXJA0uIr5VKXpYCl+DfF8A6kjUfZjEc8nek4jFRKviXlMdRAJhVVGgYSBlVsWJFwEvmlgPQbx/YJydEcKhkBwNaSPi+k5JeID8UW1qu4P3IUeQkGT7O25LP5xuSbSJte8PXt/sWnFVn6b9Afn3taXbud3IjkjiSNOaEFiSrTOx4NnPklRXjHn3tqX43q2oW6TLF79bQRrF2zgy5cnk7sjDwAxYcOSTQy/+AUueeB8Lh5yDl+PmsrFQ86NiNTl7c4n4A9St0kWMz74mUUzl+P3+nE47bRq35xZE+bw59ItIKAMxeIfl7Fjw04WTF9G4yMasH3dTnJ25PH8NaNJSksgrW4qoaBJqw6Hs3drNjM//oXxI77kgQ9vo/ERDbHZrezauAef28/A+89j8cxlHN25Fd++OQMzFEJMweGyV7jf59zchxkf/MyRJ7Zk7R8baHB4Xf5ctpm37/uIoD9A4yMb0vHM4znu1La4C0oihpXZO3L57s3p9L3u9Cje0N8NCa5HPN+ChMA/B9KeL5M1UAqSrosar4w0SH8jyjjWDO6BvGtBCSr9bfD/gZRM0FkO62GYZhA8n4LzDAxL2LBW/DozA6isKRB4XBOJXWcjnq+1zpNvjubH2U8A65EoZUGUFZSh/eFqAKWUtiypIVTqMxDajLLVPJiBsK+V89RaHRPHfwfxgObfAtdAFA4I+7eIZzJYGkZ1ClUPIawlrL1pLC3BnIKYxey3+oR4wdEdbMdW6b9k2FojWdORnAFI4ZOoOlOBYHhNZuyp867Tb7sZH+oHwH6i7UlH8dIvw1nw/RLeGvIBR7Q/nDvevGG/56spPhz+GTs27KZhy/qcfEEXjj+1XcxxGfXT8ZX4+HrUFFbPW8c9Y3UZY963C7XzdoIdi9VCQooTEYXVZmHH+l2smLOGT5//BsdrNr7IeReA+84Yzva1O2lweF1atm+B1WbhuFOOx1PkpX7zehjGck2kNXQ31J7N2dzS8X7qNavL9vW7yGyQRuMjGpC3J5/8vUVYbFaatWlCSaGH5PQklv2yiqI8N2Mf/JhHJ95DkyMbEvQH6X3VKSQkOVny00pW/bYWn8dPnSZZ3DvuFhof0SCKFA3QoEU9goEg9ZrWiZhRnntrX4ae/TShYIgnv3sw0sJd3n172rgfmTdZNxRcOezig/r7OhCI+x1dNsYOeFE1+UaZu5CC55DEG7QkQslnEFoLOCC4EfH/BuYexDsTlXQVFD4K3q+gZDzU0VpeStmR5PvA/YbuOkx+BBXapG0Wkm8H31xw9tJZUFvryKmVpT5kflNtuUlEILgMrEegahj86PnrVqqLE0cc+4t4QPMvgbJkRd7yJLQdcY8GrKisr2o+R9JgSLwBpWyYBQ/pNlJEZ0n2gYS2g1GnQpAiIiCFZSJ93m90vRuBcoZ7IoLkXgsqhEofF36IJun6fjjjolJfYF/V4SgYDTUngFoYVVaC5PQkjjyxJWl1Uuhy9gkHPF8p/F5/hXJIKS554HzmfD2fjn2Oq3KOHX/uYtemPfjcPqy2sq9s1/NOpE6TTE69tBuhYIinB73KMSe35ogTDqfuYVk4EhzY7FYC/iBTxvzA16OnsnnFNkDYsnoHdpeDuk2yuOONG0hMTSAh2cVlQy+g15U9SEpPYurYH3hryIek1kmlc78OTHxxErs27mXIu4NZ+MMyNi3fQtdzTuTUS7oR8AcI+oMsnLGMF69/g61rtgM6Y2KxGpz5v1OYMmYmWY0zOLZHG379Yh49LupC25OOinnNS35cwZo/NlCc76Zdd00EV0rxxCRdjgz4A7w7bALtuh9Nxz5lFglnXnMqCJxxdc+a/YIqQSgY4tNnv6F1lyM4tmfNMw+VQSXeAN5piOsiFMEaudwTWAXigaLntXGlUR9IhcSrUY4uiPUIyLlQZ2WSrtJaUIQqiN8p+/FI/hpgNSrpFpTrrPCODHCV8bpE/FDyMdhPQtlaad0qCUR1UIl3OuKfi0oeogMY3/dI8etgawcpD0d3NMYRx1+MeEDzb4TRAOU8Q3sk1QIiXqToBcRooBVLVQKkPIbah78j/sVI4VCwHq2N+IIbwHk2SAlSPAp8P0LKA2A5DLF1BvtalGvf7igTAn8AIcTcGyEJl+fZ6LfDKrI6aU/X6vqqQ4Pm9Xhq8kPVjnt/2Kfs2ZLNnW/dUKUI24wPf+bD4RO57OEBEV5JebQ4thktjm0Wtc00TQqyi0ivW5axOObk1tgdNvy+AHeMvp41f2xg5se/MOuT2bgLPBzd5Qj2bN5Lw5b1adqmMSMGvUJ63TRe+/1prh85iG/emEaToxqxY8NuTNPkqI4tydmZx/Z1Oznvtn7M/up3Pn/xW6549EJ6XdGTek3rMn/qIvZuzaHzWR3YuzWHFsc1o17TOmRvz+GH8bNZ+tMKnC4dMN1+0kPYHDae/eFRup7TkZ0b97Dzz93k7Myj3mF1WPbLKkbf8S6PTLybLmd3YO0ff7J93U5++nQuZ/7vNBocXrFVusvZJ+Ap9nLcKbGDiQ2LNzF/6iKWz14dFdBk1E+PMgUtxeZV25j4/CQG3n9uxJKhKqxb+Cc/T5zD/GmLeGHW49WOrw7K2hSSrq9dpjPhct3l5FsA7ufCXmZJIPl6TiMDcZ2pyzCASrwSCW1BJVwYfW4jA0m+B4IbwVqFMKRvti45+39Dpb+BFL+NeD6D1CdQ9hMBEPf7WsU7sEaXwq1HgkoC31wkZyBkfvaX60TFEUcp4p+8fyGUMiAptlFflQgsB//vID5QLpTzjIraF6B1LpQLZTsaKXwcxIOytg57L60HlYCYhVB4KxipMbs0lLIgjh66TbQyHxqzBEo+BOdpNRMm+4sw95s/CPiDUdyNWLDZ9dfL7rBpp+wt2Qz99C5s9mgLj21rd/DN6GlccPdZfP3qFOZNXsjNL11N+9N1IHnTC1dFxu7cuJub2g/B5rBhGApngp1dG/fw2XPfsH7xRia9Pg2L1UJmg3SubHUrwUCQtLqptOt+NMef2pb5UxYTDAQ577a+fPfWDCwWg8KcIm2BMOYHel3Rk3nfLeDxC58nvV4alz40gF0bd9Oh97H88f0SfvjoZwp252OxGOzdls37wz5lx/pdWO1WTNNkxgc/U5xXzKrf1jLyqlGcPKAzCLQ8vhk3dRhC41YNIqq+Po+PGR/8xKBHL4pkeEqtJaw2K72v7FnpvT3ihBacM7gvrdrXLGj/cfyvbFiyiV8m/sbA+8+rdnyrDodzxlWnckTHv+9zp8tAR+vvWeJlENqAFI5AOU5G/H8gRc+iku5AObpgFowA/1xUxlsV2pnF/QH4ZqBSn49kW8T9IeL5BJX6jG4SAHB0hsASlOOU0gWgS9BlYZhKHRbVpKCszSDjAyTvapAQkncboqzaSiVukxDHX4x4QBNHGWztUYlXIda2+o+RpVnMYcrauMwk0tIYCawAa3OdscFEpY0GQmEPmFzENxvlOCnGTAJGMso/H5y9Ku72zUS8U8Jmfc8h7nGI7ydU2gs1ch0GkOJX9Zr3J8CrBEM/vYuSIk+VwQxAh97H0v2CzhiGwcQXJpG/t5C923JoeHj0A+eDxz9jztfzCQaCNGtzGFablZQsPXdxvpuEFBeGYVCQXUhRnpvUOimkZCbzzPcPk7szn8ZHNKRuk0zevv9Dtq/bRfN2h+HOLyHbl0dWo3SaHNkIvy/AkPcG88g5I2l5XFMuvPtszr31TGx2Gzk781j680q6ndeJ8SO+ZPHMZYgIoWCIPv87hXEPjWf0HePIbJCOzW7DsBjc9/6tvH7HOHZt3kv9w+vR6vjmrPptHV+NmoKhQGGwZeU2Jm6exNiVL/HbpAXM+mQuWY0yWbdoI84kJ6l1Umh3sn6YPtR/BHm7Cnjhp2Ekp5e18e7evJfV89ZF7mMpDMOgz9VVq9AGA0HGP/UlrbsewYA7+1O/eT26D+hU5TGg/aeeuuQlkjOSOPfWM6sd/1dAk/lbojLGAuEgRTz6JcTRBfw/QmgHElhWMaDxzwOzIKxB01KXq8wdYAaRUDalFSWlXKjkO8rOmXgtJFwVlXFR1sMhyvZEr01lvKtbzXPOp5SHx/4z7+KIY78QD2j+4xCzECl+CeU8E2XvCK5za/VnSDl7aXVT0N0HweagEsOdG7cinolgiZ3iV0k3gW+m9q+JtTZ7Vy2f7rpE/+yfp0nAoV1QRUAj4gGzCIwMxKN1PUi8KWYqXDxfQWgnJN5Y4zfK8maTlWHN/PU8e/VrHHdKWwa/eg2XP3Ihr9wyhqcHvcors5+MGtuoVQOS0hLJaJDB2Tefwdk3ayVmrYr7Ekd2bMH1Iwdxz6mPkZqVwhsLR+JIcGAYBgnJuiOqebumWK1WHC47Z1zVk/cf+4xGLetx3cgreP6a0Tx/zWge+PB2Xpg1LHLe0kxRZoN0nvvhMfJ253PPqcNACd3P70xmoww2Lt/C5y9/h2Eo3ls3imZtDyMh2cnjFzxH3p4CQv4QdZtmMfD+82jYoh7Hn9KWrWt2sOyXVTRt24Tzb+2LYRi07X4UjVrVp1GrBtz66rX8OOFXbnrhKlIydeCWVicVb7EXqz36dzTq1rHk7MwjMS2RE3ofS+6uPL4eNZV6zerS99rTqvwdbFiymdlf/87Cmct48afHqw2ASuH3Bti8ajtW+/63fIvvJ6RwJCr5dpSz937PUykSLgt3JYVLSI4zwfc9yqozViImUjwKZW2GSn0GCW2G/Du0j2nWFFTSvYh/IRS/gDhOrEDoFdON5N8BwTWI42SUvTNSPBqV8qA2lY0BpWyQ8T6gDrnUQhxxxEI8oPkPQkJ7NUfG2UeXmPyLkNBeHdAcyLyFI8DcC5Z6KEcPVMJFqCqUhZWtdVRnRQW4X4PAIpSjO3AUKvU5MHdVUEyWwDrE+w0q8RqUkYbkDYbQLlTG27o9FCqt64t7LEgQ5boQakLUrCGcSU4Mi0F6/TQAWrVvTsHeQgLeAKFgCIvVgrfEx5MDX6T5MYfx2JdDaHl8s+g5Eh1Y7RYyG2Zgd9lJyUymUav6lWqruJKdWKwWju5yJH2vO50jO7Zg+EUvULC3MNIpVBXS66Vx5bCLSK+XRmFOER89+TmrfltLnUYZNGvbhMwG6Zwy8CQW/7icnX/uwWI1OO6UthgWgzpNMrE77Vz/7BX8OGE26xb+SUKSkx4XdQVg9bz1LJm1giWzVvDSL8O5773ojNmDH90OwC+f/8a7j0zg6icvpctZHTjrpjP49Yt5HN2pJX98v4TXbh9LYXYRWY0yqw1oWrVvzlk39qZl+8OrHFfhPiY6eeq7ByoEV7VCKButNbN3/+eoAqXlqFIYKXcCd5YNMPeA9xvEdKPqnKK7CBMGAhaU0p8fUYlhUn2M4MPcrQXszAL9EhHRzsmvel1hPk8ccfwdiAc0/0FI0TMQ3KD/sDlOR5n5YK+YihcJAqGady44T9cto8XvHxThK2U7PlzOaqZr/oEFkPIkmHlRfzilZJzuCLE0g4QBYG2l0/EqCWWvQmQQUCmPafPAgxjMADQ9ujFvLXk+8nNG/XT+9+QlKKUiAUlRbjG7N+/FXVDC/564tMIcDZrX440FZaJmz/84jLzd+Qzu9AANW9bnsc/vjRp/99ibmfftAmw2C2fd2JsdG3exa+MeUESpFAMsmbUCvy8QEdkD+OLl71gyawVD3hvMqFvfoSi3mD+3anftC+4+Kyx0CM3bHcbhxzZFTJPBo66p4H/U8+KupNVNoXm7MsPThBQnTY5shCPBHhEMjIXCnCJM0+TNu97j8xcm8eLPwyMaOml1UnA4HfS8+JgIv2bJTyuY8f5PXPP0ZRVavw3DoN/1MUqZNcCBenephAHgPCWqNKozhyWIexz4f0aljarSFFZ8PyMlE1EpD1dQ1o45XkQHIZZG2q3bqAtkIzmDEOUEW3NUSjkft/Qx+v8xMpPKejikPYeoJJSlkX4hcJ0VD1ji+EcjHtD8B6FcFyKeL8B2ok4TJ1wQc5zkXavVTDPG10ieXCVejYgbVYtgRopfRSSAkXxXjHX2B2cfJPdyCK7TbdoFDyGhtZDyFCosOKgSbwTf9xHTTCPl/hqfX9k71HjsgaK81xBAncaZPPLZ3SRn1EL6HSEYCLFtzQ62rdtJ41YNyN6eQ3r9NKaOncnUcTNZOXctNzx3BfOnLMbmtJGalYwA40d8yeHHNuXEM4/npRvfBKV0+cqlA9afJ87FXehh+EUvsGb+ehLTEklKT8Sd7yZ/byEP9R9BUW4Rz896nNHzn+GjJz5n/FNfcMebN2AYhm7FF2H1vHVsXb2D1l2PZPQd42jd5Qi+GT2NwtxCzh7YJ4ojsy/6Xd+Lk847kaFnV1T5bXl8c95YFK1aO2XMD2xZtZ0ls1bS48Iu/JOgjAwtbFfwKMrWGvH9EM5gttKZEfHFPE78C8A/Bwn8CaGtEFgElqoNYc3CZ8H/E4iJcp0JSbeiUp9ESj7XXYfBjUBRONDXZcrygYyYbsAfFbAoW5uo8nM8mInjn454QPMfhHJ0QjliZGSCG8EsjAQKqESgWG/3z4HEK1AqtoKuGdoFwR0YyffG3B8LImaE4yJJgyvRmxHtzG1pokXBAn8goT+jHMKV9TCwXlvj8/6V8BR7Ip07sdD4iKozSPvi1VvGUpzvJjUrmW/fmEbn/ifw2u3vcGyPNpx3e1+W/LSCk8MP9qZHN+bwdodx5eMD2bFuJz9+Mpu538ynU9/2nHtrX3wlvkgws/K3tRTlFpPVOJNNy7fgSnTicNpo3akVm1Zu5cePf6Ugu4iEVBdiaqHDX7+cR9AfpDjPrUnKV77KmnnrMawGNruN1LopLPlpBWsXbOCqxwcy/OIX+PaN6ZxzSx/MkMkTA1/i8GOacvXwgVHXmFYnlZdnP1kjTtO1z1zO0lkrOOncAyuXHjKEdkNwORLaANa2IAFIeRyljEpfEqT4NW0LkHQTCis4elZ/nuAyMD1a2deiO7OUtTkq5R4keC5ielBGAspIiHm45F0NphsyP6mVt1IccfyTEA9o4ohA8u8EApDxAcrIwEh/DQAz/w4kuFkHDs6KXR8S2gV7ewN+zMQbMcp1SlRzQkh9DkUoEsxIaDcgkU4NpWyQOQFNNLSBoz0q6foDvdS/BBOe+Ypp7/7Ijc9fSae+7Wt8XPb2HBZMX8qpl3bDZrcx6fVpfPP6NG4ffR0r567BXVhCUW4R+XsKObFvB2wOG02OasSGxZvof0MvDENx9ymPcsWjFzFqntbqERH6X386jcIBVLfzTuS5a16nfvO6nHxBF9LrpuJKdpGclkhyZjL1Dsti3cKNmKYw4I7+zJ+yiO3rd1G/ed1IEHTHm9fz4fCJrPljAx3POI6AL8juLdmkZiXT539dOencjlgsBk2ObEjT1k24evglhIIhbHYbe7flsGvjbtz5bj599mtmjv+VBz++g8OOagQQ1dG0L4rz3TxyzjO06nA4N71wFade2n1/f0UxMfrOcaxb8CfDv7mfpLTE6g+oAsraBFIeQfxLdRd0ytAqAzURP1iPAmVFOU6JErWr8jxpo7WgZTkfNwms0V2E1paVEv3FzANsulyr9kRJKIiYgL9WCsBxxPF3Ih7QxIEEliIFQ8HSVPs2qbSo/bqkMx3s0cRS8c5AAishYaD2kJIgiAcJrNLdSQmXVk7G9XyFFL+JSrgkIqYnEkLywp5RmV9G/phXphRsFjwCoe2o9NertFU4EJQUedi0YitHd2pVa12NpDTd7VXqVF1TvPPQeDat2IrNbuXUS7uTvT0XMyQUZBeRkpFMUZ6bUNBEGXDYUQ0ZPf8ZCnOLuKPbUAxD0f/G3pQUelj2yyqO7dmGjcs28/GIL9m8YivKULw69ylevXUsC6YvYcWc1Zx8QRfWL9rIhXedxTE9WjPm/o9YOGMpebvzmfvNfG577VpO7Hs8D/Z9iqM7tWLhD8v48eNfaH/6MezetJcJT39JxzOO4+EJd/LRk59TnFvMFY9diFIqyoCz/w1lfJY6jTN5dOI9JGck8d6jnxAKhijOK67R/Skp8lCUV8yWVdtqdV9rim1rdlCc58ZT7D3ggAbQ4ngFjyKYKNeACt+vKPh+BP9csDSpcTADhLMqZZkVMXORgrsAJyrr86ixYhYiBfeA7URtlYADY58xAFJwNwTWQsYYVCWdirWB+OYhvimopLsO2H8tjjhiIR7QxAGhPUAQrM0xku/UehLuD8DeCWU7CmU7CmwVJerF/YY2h3T1RdWbpzM1Rl0dlJj5KGsrrZGBfttTykBKPkdCm8B2Aogfcb+FiMJIGgQYYG0DhKjRRzO4BqQ4zAs4NAHNKze/zeaV2/jfU5dGEWhrgv439Ip6iNcU/a7vxfT3ZtG+lxYvu2r4QAbc2Z+UzGSOPaUNT178Iha7lWFf3htRKk5OT+LMa04jvV4qp1xyEkec0IIjOujunl+//J3t63YSDITIqJ+GxWqh33WnM3/qYuoeVodQKMTYBz9GKXj+p8e5/JEL+OnTORgWg4YtG2CxWdixYRdiCst/Xc3aBRvYsWE3nfp1IOALkLc7n12b9lC/WV1OvaQbP06YjbugJBIMfDD8M/5csokHPrw9ygaitNw2+NVrKMwpiiL1LvlpBR8/+QX/e/ISjuwY3dVWt0kWI6c/QkJKdClv86ptbFq+lZMv6HxAom6PfXEv7kJPlFrzgUKlDAXJr95zzH4SOJaiHAfY6q1SdKYHO2Lm6m3eKeA8S8sUhHaDORuMemHLhFhzJICycLAeE1LyAYS265cdZ9UdanHEsT9QUtq68C9BYWEhqampFBQUkJISfwuoKUqDEaUMxPcrUvQ8GJkYGWNij/f/rkW58IHzXO37YrqR4ufB0hjMIlTSjSjlCLt4T4LUEVA4FERQGe8gBfeCfxHYT8DIGFc2d3ALUnA3ynlWlBVChTWYmuRYkw6QCseKIIUPAQqV8kSlD8CZ43/l+3d/5O6xNx809+a923JQhiKrYUUtHdM0I2UZAG+Jj4AvUIFIWxTOZsQi2IoIOTvzIvN7ij38PnkRJ/ZrjyuxrHzgLizBarPgcDmY/sFPFOYUM3XsD9RpnIkyFAkpLh4aX9YKvG7hnzQ4vB6LZ61g/uRF3Dr6Wr5+dQrrFv7JXWNuwu6w8crNb7N6/nr6Xnt6JJi7o/tQ3AVunpr8EHUaZ/LLF/PYs3kv59/Rr9L7fm27u9j1527S66fR9ZyO3Pj8lRXGbl2zneeueZ0Tzzyeyx4awN09H8VdWMJdb9/IER3+OcrSfxd05vURrextawO+n1HOPqikG3Rm1dKgSqKvBDeAWVzGqTvQ9QS3QeB3cJ4dt0eIIyYO9Pkd/1T9RRAJaH0USxZG6pPVH/AXQcwC8P0KztPLxLDsJ4CjZ1j/JcYxoZ3a8gBHJJ0t4kMKHtRWBtamUYGQiF//o/AZnU1JvAllqYc4+4NZrFuxy8PcC+JFAquqFPlTRjJQtVpv5QhBYEnZvyv5Kpx6STdOvSS2kNj+IOAP8GBfTXh9Y9GzFbgiQ896muztubzw0zASUxN5sO+TFOUW88JPj0eCl1AoxL2nDkNEGP3HM/w+ZRE5O/IiAcRnz33D9+/N4pIHzue0y7rjSnJF9GDKIzFFE0SDgSDfvTUdq92GK8VFveZ1uH205im9ec97WKwWrn36clq1P5yfPp3DyKtG4UpyMuCu/gy4sz8AOTvzWDhjKWff0oe0z+bS9ZwTuLXLgySlJfDIZ3dRmFNMncaZPHzWCJbMWkHdw7LocXHXmEEdwP+evIRxD4/HU+zlj2lL8D7ujSJXb1iyiWEXPKeJzA31Q/nc2/qy9KcVNGvT5EB+RfsNMfO1A7y1HUbqIwdnTu8ULT9QyXexSliagqU+ynEa2DsiUgRO3WmnqtJ/Kj13/p1AKOxmf+AdTsraGKyND3ieOOKoDPGA5q+C+MJCVTl/3xJEILAAUWlQ9ATKeRYSXAv+31GSr52uAaWcqOTbKx4fWAOWOmDUAVsHXVIqRWAphDaBsun0euScJirpdki6BSl6FgJLUc7T9U7PJMBESS7QELPoBRAvKvkBVPobYFTMvEhwG+L5DJVwWVRmRjxfI4FFqOQHa8anEa8mJBspf+nb4t6tOdgdNg5r0zhmdsJqt2JYDFQ40KnfrC5KKezOMj6FYRjUb14XEcGwGIx7eDyhoMlJ53YkvV4a9ZrVxWK1EAqFePjspxl437mVuloDmKbgK/EjpvDK7CfZuXE32dtzSK2TwrzJi/AWezm2Zxs2r9zG16OnEgqZZDbMoFGrMsXkt+55ny1rtjPgjv5c8dhF+L1+gv4gvhI/GfXTyaivH4j5ewtJr5/GBXedVWkwA7B19Q5sDhutOx9B3+t7VegUcyQ4cCU66dSvPdc9fTkA3c/vRPfzq7c2OGQQL0iJLqvsz+G+XxD3h6iUoShrY8QsRopeBkDVmVrr+ZSRqr9HpT+n1C7IUs5+SGgnqINXepNQNvh+Ale/ONk4joOOeMnpL4SE9oKyo4yD9weiVuf3/aZF9VQCiFt3NiReBvn3QcKlGEmxW5/FdCPB9VD4MBgZGBnvVRwjIfB8CbZjUbZW4W1BJPcSwAZJt6Osh6MsWrBMvD8ghU9qb5n0lwEnkt0PEFTWV5WK+ZlFz4FvNsrZF5V0Xdn2nIEgJdrnaR8l4ZjzZF8AeFGZn1Xain6wMXXcj7xx97uk101j0KMXxsz8lH4da8MBmffdAnJ25NH3utOjtk96fRpTxs7k+NPacd0zl0fm3/nnbhocXi/qHH5fAMNQBAMhBnd6AKvVwhuLnmXcw+P59avfKc4txpXspCjXzVEntmTjii20at8Cb7GX7gM688mzXyGm8Orcp0ivlwbobJRhGFF6Mn6vH9MUnAlVE6W3r9/JhBFfMuCusyIZlxGXv8y2tTsZOX0oiakHTtYFtAFqaD1Y2x0UM0Ux80El7BdJ3Sx4BALLtOK1S2e+xP0+GKko1zkHvLZ/AszCYeBfjEq4GJUwsPoD4vhPIV5y+n+E0of53wZrSzDqoFxnaTNJSzMIbUGMZP3WVFlAk3ed1sWwNEDZY4uXKWWJLdAnAhRD4VOIJROV8Y7eHlwHRoJ29A4HFJJ4oyZOVqVMbGToDFHCAH1MKBv8syHlMVRoZ42CGX0vDtOy7tS8k+RAkb0th+T0JJoe3YiOfY4DdIARDAQjnJn9eah26qfFAcsbWQK07nokC6Yvpf8NZYHOV69OYfKYGZx1Y5lnFGhH8D++X8KsCb/S5MiGZIQtG3pf1ZMtq7bRtvvRrJm/no3LtmBzWMnfXcDC7xfT+KhGLJ+9ipSMZNqcdGQkmAFYv2gT6xf+Sb8bekXWVJ4UvHvzXoryiml5XEXH7EYtG3D32JujthXnuXXmJxCq9T2qDFL0BARW6iyis2ZeT1XCzEEKbkbEDfaOGCkP1/hQlTwEAouh3HdsXw6ZLkFlxNSR+v8A5RqASAAcB+FexxHHPohnaOJAfLPB2gxlaRRzv1nwEIS2otLfqnGaWAJrEc8EsJ8B1ma6xOU4BZVwvt4vJoS2gKVp5CFuZvcHCaEyP6rUTdvc2wcQVObnKCMJs2AoBJajEgahEs7HLHwRlB8j+T7MopcgsAqV/tJfloWpCiJCQXZhVDfPs1e/xpo/NvDktw9Qr+n+B7xr/tjAs1e/RrvuR0X4L6NuHcvK39bS5+pTI8HL/GmLGffweC64sz8Wq4VuAzpFOqUeG/Ase7Zkc+VjF0WCpH3Xv2PDLuo1q8O0d2dRv1kdHE47LY5vHkU2LsUd3YfidXsrJenecuL9+L1+Rk5/JCoQqgyhYIiAP1htdqc2EM+3SMmnqNQntWZMdePFr33Q7B1jfhfE863u/gvtAWtLjMyPD95azVwk5zJQFoysbw/avDHPFdqlu6JcF4S5anHEcegRz9DEccBQjmi3a5EgeKeC/USUpW6tSMwSWIvk362VfM1c8E4HW3uM9Fejz6kMHeiU35YwSAvrqcoJiLr9tSSiZqpcAxCC4DhJt6eWjAEUknizNt6UQm2oZ/n7AxqlVAW/IYvVwDAUyjiwcocryYnFapDVsKwT6+L7zuWXz3/jtMu7s/r3dUwZ8wNXPn4xo+c/w2Pnj2TP1hycSc6I6N8tL/+PlXPWcEI4exRr/Y1aaj2SfteeHnNMeVzx6IWs+m0dLY5tFnN/57M6sH3dzojjdnWwWC2sX7yJvF35dO5fMeAyTROlVFSWa++2HJb9vJIeF3WNaeqpXP0j5Z1YkOB6wF7muVTyIeKZhHKeCkm3VjzA2Q9laYIYaZUG5fsNla49ooy6+jsaXIdYjtRaMoElWvfJ2qpSp2uRUMSYsjqI+x3wz0dhQRzdIbACnH33y0VbxAcYtdLViSOO/UE8Q/MfgJjF4J0Ejl5aGj20EWVrV+l40/MtuMeCtQVG2nO1OpdZMh4Kn9TnSbwWfD9qvkvilUhoO5J3Ozh6YiQPrtnafbPByECVcxaudKyYSN5NYKRipI3UAY5ZgLJWLGn8UyAimKYZyZIcKrx0w5usXfAnZ9/Shz5Xn8L8aYv5+dM5XP/cFSSnJ+Hz+Li752NkNEjn8a+GRB0b8AcYcvrjJKUnMfzr+w7pOqvDje3vJRQIMWLqQ2Q1KgveAv4Ad3Z/BFeSk2d/eDSyffhFz7Nz4x4uf/gCup5TO3sEEQ+ScwGgIhkRCaxCil5AJQ1G2Y9FvDO1aWri9SgzH2VtWoN5/SDuKjuHzKJX9Pc0dSQEN4AUoex6/ZEuw9A2cPaHkg90+VS5wHFyzO+s+H5DCh8F17kQ/FN/JyspsUlwMyIl4Pkalfg/pGCI1pVKeRhlP6H6Gxd1rR4k52JQSQc1WxXHvxPxDE0c1cPzBeL5UhvUhXZDaDOkPIiyn1hhqHi+hqJXNF/GdWH0PjMXybsd5TgJlXRj7HM5L9LO19ZWGImDoPw4swDwQGiTVivNuxlsx2KkxPZ/ktAepPAp3TmV9VWllyciYO4Gox5GxpuR7crI0JybyDi/Dngs9f8xrfNKqUMezABcMewifp+ymFMv0dm4jmccFyUUaIZMAr4A3mJPhWPNkImnyIuY+t1HRKrk+rgLS5g6dibdL+hM3SYH18X83Fv7smP9TjIaRAcDIjpDY4bMqO39b+zNj+Nn07Z75V1elcMJtuNBlWWQlO1oVMbbZed1j9Hfp5IvEEsmpI6stiVa8m4Gcyekj41YfFSA/2fdNVWq6it+JH0MhvUwTewPrNOid/ZOYO6B4GYd4FSaFQrfl9A2CG5APJ9GAhoJrESKRurrxQ+hvWBrgZH2kj4m4UrE/4vWsol1Pe6xiP93VOrzMXygLDrQiisDx/EXIB7Q/Bfg7K3f9lwXQGAZ4v1WE4Irg7KgEi4BKcEsHIFKvksTdUM5IHlIYHGl+jCGYYHUx2NPa2sN6e9pZdLQLpA8CK6KqAhXnCwLHN1Q1maYoRz9xmipW7FE4PkYKf4QEi5EJf2v8usSH5i7QIoqH/M3YvPKrbiSXVFBgN8X4JFzniGrUTo9L+7GMT1aY3fETt0X5hTh8/ijBABFhJwduWQ2zKDP1ZUTMV1JLk67/GSK84orBCwOl4OX5zyBMgyubXcne7fmMHbli1HlrfKY+dEv/PDxL+zYsIuTL+jCuIfHc+3Tl9G2W/VZtqoQ8AfI351P13M6VtDvsTtsvDr3Kfb9YB5/ajuOP7UdYhZg5l4N9hMxkm6q0fmUUqjUJ6oek/IIkj9Yt2srlyasVwEx3SB+wBVxvY45b9oobRRryUQcZ+gsTP79kPUxKuEyRE1CJd+pszz246q/FkdXyJqkOy2936Jc55bt9P+hXzZCa3TgodJQtrI5lfOUSrM5AOL7WZeXzd1RprGgbUtU5ifVri+OOA4Gal8QjeP/HZSlPkbKoyjbEaiEAai0l4BA7LGuc1BZk1GufuE6+jwIrNbKup7Pwd4VlfrCAawlS3eCeD6H5OEQykdyLydW5VMpAyPlAbAeCbmXQvFopPj1ipMaDYFCKHkP8U5F/Esw8+/RyqTl5zOSUenvodLH7vf6q0PAH2DiC5NYv3hjrY77aeJc7j/jCYYNiC4X+Ep85OzIZeEPy3jnwY/56pXJMY8vzCni5o73cf8Zw3EXuCPbv3p1Cvef8QRT35lZ7Rqmvfsjs7/6nZKiilkah8uBzW5l6+odlBR5WDprRaXzdBvQmeN6tuHsm89g5dw1lBR7WLvgz2rPXx2W/7qanyfO5d2hE2Lut1gtlWe7zGz9n/+P/Tq3WfgUZuHTFbYr21GojPdRGWMwMj+rvpPRM0EH1I5OUX5GEtqDSNl9V5b6KNsR+t9J14KtHdjbIWY+yt4RI/XxakpWL2PmXIKEynSvlLJDwb3g/U7LNqB5NSJ+cJ2vnbbTx2JkfYJKvKomt0XPm/YiKvVZlDWuzhzH34t4huY/CMm7EcxCyHhPBxj7oFRoTqU+qpV/bcdohV/fT3p7yoMHtgDPF+Cbqd8KDQsVXqv3hZECygHOHijX+RXX6zwFZAhS/BaoVJ2BCm4A/y9gvSR6bIzrPZhYMmslM8f/ysIflvHUdzW/Tx8M+5SSIg/dL+gctT3gC9D2pKM5qnMrfvp0Du1PPybm8V+89B1etxeHy46jXBdQwB/AV+Ljg8c/QylFn/+dWukahoy7BU+xN6IgXB57tmYz+vZ3OOOqnuzevJcT+1Yk5ZYivW4q1z97BSLCyKtfI+AN0Pf66knE1aFtt6PocdFJHNuzNfMmL6R5u8NqXNJS1haQ9kqVGRSt5n0zWOpgpD4VtR3fL+F/31uBWKssDaGcy3Wl85t5iErXHkuOMzALn0Q5eoL1cCT3WrDUK5M1KD+/cqEyxiLFbyLZ5yKEUInXVWkLon3OikDygbJMmnL2RQILy9YbWA7eb0El6hJxDSHiBewoZVQo7cYRx9+FeEDzX4TtWP3Ar6YdU1lbau0a0OnxtGeAg2AC6boQSj7R+jEZukW7Kk6GsrZEZX1T9Vpd55SJj9mODts5HKDB337gmJOPpstZJ3BCLY0sr3zsYnJ25HHO4D5R23/+7DfW/LEem8NaZYB06mXdKcgu5KJ7z8Fq01/rJbNWMGvCHDIbZlCYW0RBdtWltn1NIMtjxew17NmaQ0pmCs98X3PF2bQ6KbgSndjsB/6nxma3cfGQc1g5dw3vPTKBlMxknp42lM2rtmGGTJq3PazK46slh4tPc1skL/o4ZYO0lwEVs0tIzGLwfQ+OXlW2OEvhcAhuQiUNBilG/H8gwY2otBd1GdZ6RNXrM0qDNwNEe3mJfwlYm1ToqFJpL4KZV4GjoxIvR3F52QZbG13CtdXcr0lC25Hc68F2FCrt+RofF0cchxrxLqc4agQJ5WjDSMdpqBq+yYlZAKFdKNuR5ebJ1mJ+3sn6j3v6a1UL6R0iiFkcg8D4z4O7wM20cbM4+cLOUV09NUHOzjyevfo1Tru0O13OPiHifr0/CIVC/DF1Ma27HhnTEPOvREmRh1G3jqVT3/Z0v6Az17W7G6Vg9IKRlfKLIKynFFiFyhhbablGQjlhNe+aa69I8euIZ4qWB3Cdg5Fyd+xx3h8QzxeolMfAyEBKvkI52oNK1h1IgVWo1GHV+jaJeFDKpcm8BQ+G1bsrZnYOFcyil6HkPXCcgZE24i87bxz/fhzo8zvOoYkjApEqFFjNHWDmIf45NZ8v/x6k4F4ksLpsW8F9SOHjKNe5GBljahXMSGApZtFI7bIdc/2aFyTBDYh/vv53aA9m9nmYhWXkTvF8jWT3w9zbG/EvrvH5Dya2rduJ3+uvdlxiaiLn39Gv1sEMQGaDdJ6e+jC9ruhRIZhZMWcN958xnPWLasb1sVgsdOrXgeT0JPJ25/P2kA/Ysrp6z6I9W7MZ0utxpn+gy5UBf4CFPyzD74vN4aoJEpJdDHl3MD0u6ophGHTq157jT29XfRbIzNVZGKn8vitLZu2F5JxngJEJkgMlYzBzrw6XZPaZ23kaRvprmmdj7oaSd/R3pOg5CCzTWRcpAbQEgemdrecKrIyep1Qk0tJYm086e9VomSL+yHfkgOD/HSyNUEk3HPhcccRxEHFIA5q8vDwGDRpEamoqqampDBo0iPz8/CqPueqqqyLiWKX/de7cucpj4qgeIn4kuLXy/d6pSHYfxBO7tKNs7VCpI1Gpz9b4nMpxkjaYLJf2Vs4zwNJIOwGXgxkqxMy/F/FWbsIn7nHgmwv+XyvsM4teRrLPQvxLkPx7kcJhWu1UvOhW1D3lFpast0ugnON2ufME1yPeH2p8nbXF8tmrGX7R87x4/ZvVDz5EWDhjKYU5RSypgtxbGX6e+BuLflzOpNenAfD5i9/y1r3vxyR2b129naLcYhZ8r+/zV69OZcz9H/LZs1WXEGuD60cO4paX/letbYRKexWV+SnKUu+gnRvQHmUZ74DrAjAa6TbqcGBSKSSoP4OhLbr86xoAGRPA0QuzcDiSfS7kD4bQTggH56C71rROTAhlpGCkv6E7EquBiB/JPh/Z0x3x/35g15v2Iir1adQ+wphxxPF345ByaC699FK2bdvG1Kn6IXX99dczaNAgJk2aVOVxffr0Ydy4cZGf7faDwNv4j0MKHoLgakgZhrK3jzEghCbnBsM/7gUjM6qdurR0JMFNIIGICWWlSBgEgSVI8egIkVglXIRKuCj61L7foEALtomZh3L2QUo+RgLLILARlXQVytkHlXSHJiY7KhJblbIg+h8o17lI8E8wsjTBOWNCVIuscp4Kjl+1+mkMgUEpeFCToK1Na+4NVQvUaZyJK8nFUZ2quX+HEBffdy5tux1Fu+61b6U+/fLuBHwBTr5Qew5Ne/dHQiGTSx48v0I5qkOvY0nOSKLJkZqEetwpbVgwfQnHn165sOOhglJW2MdZXcSDFDyIsndEJVxa5fGlGcxYPBrd4j1M82mkpAKnRSSgvwf241COHijrYUjGeCgYojlfJZ8ADkgcqIP20HYgBEZ9xN4V/EtQ9mPB+y3ifhMcvVHJt9X42iVsXwIGUjIxpgZVTaEsdaGc030ccfxTcMg4NKtWraJ169b89ttvdOqkjdR+++03unTpwurVqznyyCNjHnfVVVeRn5/PV199tV/njXNoYkPc7yPe77T4lbVx7DHiRyk74putnbAdPTBSKirDmtn9QASV9XmlHkninYEUvaq7qQxn2Hsptu6G+H5GCp8AWwdU8u0oS33M7HO0IaZKAkc3jBp0VtVG2r3KeTyTkMBSVPKQuFx7DbB+8UZKCj0cc3LVgnL/REhwA5J/J6hkjMyPKu6XIJRMQGzHQdETQAiVMaHKz5kEN0BoL8pRllmWwEokf4hWzM3SbefimYy439bBc2gbWA/HyPoG8S9ESiaB7xtIfghK3gcCqIwPILgVKRyGSroe5exTyQoqwsw+B0IBcPUE13kY1b2MxBHH34B/rFLw3LlzSU1NjQQzAJ07dyY1NZU5c+ZUGtAAzJo1i7p165KWlkaPHj148sknqVs39huBz+fD5/NFfi4sLDx4F/Evgkq8ouo2T8I6FQBGulbntVbSNWLvEe6yqMKoMrhWK6gqJ4gdKbgPtY+fU+S8jpMh6xutdqrsiP8P3QaacLXOCllb6Nq/lKCM1Jhz6PXHfsiI+JHil1H2zmA9IszhuSBKLEw8XwHWsLfPWdqRvBYQMx88n4Oz/0EvafzTEcst+0AgIohIBfG8QwFlbQEpj+oyaCwEFmrNJO90dAazrKwlwY06u5NwadTnRfKHAD6wvqVbuglndyQfrE0Rz5eIZxLYTwVHH3B0B++X4DxXr8neHvFOA6OeNox19kVCWxH/QiiZgEp7pdKXkkqvM2Mc4purLU1CWyB9VK2OjyOO/w84ZAHNrl27YgYhdevWZdeuXZUed+aZZ3LhhRfStGlTNm7cyNChQzn11FNZsGABDkdFAumIESMYNmzYQV37fx3K1hqV9XWl+42UIZXuiyDxRl0eMotBpVSf4g7tRvJvBWzg6KS9YwjoVlbxIAX3Q2gjpL0RcUWW0C4w0qsnFgeWg2+2zrokDILQTsQ7uUz6XfxI8Wg9thIDPrPoNQiuRiXdiIolAe/5HPF8C2YuKjm2lcP/dxTmFjHjg5855ZJupNetPLA8UDxz5atsXLqFp78fetDPI2Yu4h6Dcp5bJlxnr1xTB9tx4OiplXZtHTRPSDw6cxjcBFKC+BdEBTQqYQASXKv5Y6XbjCQk7Ekm3h+0Tox/HqgMnW2xR2e3VPL9kHSDLl05OqEId2mZORBcDrUNaIwMcHRBvFNqHazHEcf/F9Q6oHnssceqDSDmz9cktlgkvep8YC6++OLIv9u2bcsJJ5xA06ZN+e677zj//Iqiag888AB33XVX5OfCwkKaNGlS7XXEcXBRal8ggRVI0dOoxJtRGeMBMyLUVyWMOroLRdnBeS7K3gmxtoG8a8DcC9a2aLl4XeLSpYLbwXIYKn10zPWIZ1JYlbWnDmRsbcHaSgdA5XQ3lLJr52RljRnMiATBMxHMvYi5G5X5acX1O/vrYMZ1ccV9fwM8bi/vPjyBTv070P60g8NX+e7NGfw8cS57tmRz4/NXHpQ5YyHgC2Kagphm9YNrC+8P4JuLmEWo1OHVDlfKjkq+vWyD+zX9uUoZqj9Xloawj76NSrgUJBj1uVfW5mVaSmYB4vkBih4CKUDEh1I62ykiWujO2hxlaxs9b/IDOjivAf9FSiaAkYpynll2vJGBimdm4vgXo9YBzeDBgxk4cGCVY5o1a8bSpUvZvXt3hX179+6lXr2ap+QbNGhA06ZNWbduXcz9DocjZuYmjv2DBFbo8pDrompLVJFjikfr7qi0Z3X7qVmE+OdjOLpQ00Y6ZSRAymOIbwa4X4eUhyH/Pgiu01mY5DtRlvpIaIeWaldpulvJemQ44PgMbCdEiMri/xWKX9LaIL6fURlvlZ3M0aPi+at4a1XKiqQ+C57PKm2RVZZ6/6jMzKq5a1n2yyq2rtl+0AKa0y7rxi9f/MbcSX/QuX8HjjulbfUH7QcennAnwUAQm/3g85dETFB1wNZp/7SIVDKgQLn0i1kpUV5CSPGLuoRlNEAKhyIoTUxPHxUhCYuZC8qFkXg+pm8KSFF0EB3aELb3CELW1Oh9ygH4dXeUSgibsuZUUL8Ws0h3BGJEBTRxxPFvR60DmqysLLKyqpcb79KlCwUFBfz++++ceKJ+o5g3bx4FBQV07dq1xufLyclh69atNGjQoLZLjWN/YBaBhHQmIrxJzAKk4FGUszfK1bfCIVKq6yEhcF2Msh4NtjZhBdUfwHFalQ8OERMpGomyNtVOv6Et4P8D5eqL+H5HpT6FMhJ0S3bhw2A9CiPtWVTmeH28bzZS8ikYM1AZYZ8m93jN87G2rFFba3UwHCeA44QDnuevwrGnaC+ltt32x2U6NuoeVofeV/ZkypgfSM44dOJ6SqlDEswAmmArhVCyCwnMQZWzOKgRnP10JtHY52+guQt8PyK+2TqwlZD2jgrtAe+PkDBAl7tyB4GRgcr4AJX2AkihJuKLiRQ9BUZjwAQxdcm2vCmk53Ok5BNwdEElD9HeZSWfQNL1KNd5kWHKSIakm0AdurJgHHH8E3HIODRHH300ffr04brrruPNN7XexvXXX0///v2jCMFHHXUUI0aM4LzzzqO4uJjHHnuMAQMG0KBBAzZt2sSDDz5IVlYW5513XmWniuMgQjk6Q+b4qD+G4vsNAosRKY4Z0BjJdyBJN4F3MgQWohK147W4xyLe71GhrZA0uPKTmtng+wXx/wZmWFjM3hPDkhrdSmtk6jdjm241FvEiRU+D7QRwnIQql3lRjo6IFGrNjP9gi6nFYqnSt6k2GD/iS4rz3Vz79GWcO/hMzh18aN/6JZSjvb6c/SrtjNtfqJRHdBeS7weU47Saraf4DW1RkPqkLgf5fkKkJMrTTFkaQdJdWujO1gbqTEN8v0JwDWI9Asm5BBIGgkqPON1L/i2aE5M+BrDrdm1lRaU8qDOe+7po2zuCdybKEQ5yLA10G7pR8fNd6qYtob2I+3VNgrf9/+tCiyOO2uCQ6tB89NFH3HbbbfTurT11zj77bEaNiq7hrlmzhoKCAkD/EV62bBnvv/8++fn5NGjQgFNOOYVPPvmE5ORaqnfGsd9QRlr0Bt8sNFm3W+XHKAdm8VuACa4L9VuiszcEN0I17aXKUhdStIS7Vkt1oywV3y6VtXE0fyWwBrzTwPMNqs4M8HyJWfi4bk1P/F8ksKotxD8fKXwSlXSTFgKMNSawBil6FpV0c0xdH5EgEPpbbB0ONmZ8+DMiwuVDB+BKit2mfzAh+XdAaAtKfJB4ebXjawPl6IRydILEqjVnotbj+VYTgc08cJ2DEg/EKFEqZ1mApJQN7B1RzlO0aKW4IbACI/PDsgOsx0BwhSbNG4mQ+iioNJTtCN35t+/81hZRpVPlPKPSz2cEvpngX6QlDVLjzRNx/LtxSAOajIwMPvzwwyrHlJfBcblcTJs27VAuKY79gEoYiCgrytm/6nEpQzUnICwdr6wtUGkjq51fglsgtAvsnWpGIC6F7RgwGmjir1mEhHaCBJGi5xDXuRjlskkiplZwBU3ereptNbQdCOgulsrgnwdmDuL7OXZAk3eNfgBmjNcPq//HeOCj2/B7/H9NMCMBLQAnRYijR3U+7LWf378E8KPsHWs23j1Oyw8YGYiZizJzIPGGqMYGEdGildYWEekD8U5Hip6HhIu0/IClKVhbRM1tpNwT9XNpJ6CYJaCULlsFloW/F/vZwu48C4UZU4wyjjj+bYi7bcdRLZT9WK1SWt04R825UaWQULbmFeDQxMnynIHqzqeULo+ZBTrLk/wQYrwNxa9AYCG4+mIWvw6BxWA5Qr+tEgJlg7TXK9fycJ6Dsp1QQZtEwj5AykiGhEtQ1sPBXgmvRiUCbtjfB9E/CAdbZ6YqKGWD1GGAirTnH0xIWJGarC8rFYWMGh/cHCGfUzwKCW1DJd8Njm5aT6bkC3D1hZLxuvvI2hIJLAdH2OldpYbJwxUVmcUsRtzvaBXscAu5iB/JHQjYwNoagstRidcizt61EnmU0A7daWU9DPbhkIn/d7A0jmjkxBHHvwX////axvH/G/55ulUbL2I7JrJZ/Asx827V2ZsqoJQjmiNjPxms7aC03OSfA6EdupylrGDvApbDwVKnijmVDnY8X2gzzLDkveRdi+QMRMwClLKhHN1QyqmNBHOvw8y7OZJxNNJHY2RNrNFDM45oKEePmCWXUoj4ENO9f3MnXAiWhkjuDZih6kU4VcpQVNY3GBlvoVz9NG/FGuZw+eZqk0nvj6ASUPYOSMnnmsyrnBh1pqISBlQ+ue9HTSR2l+vAw6I/q5YsbdchfsT3m/Yp28eksjKICJJ3PZJ3kw7Cy8F0v4fk34Xk/3M68uKI42AhHtDEUQES2qWNIv2LDv3JnGfoB4RKRXm/KluDd6qWg9/H3VsCq6KcjCW4QQvsAXg+hoK7UAnnYCTdDIBKexmV+gJG0tUYWV9jpD6KSh1egdsiZjESiJYGkJIPwfezfmiBLm8ZKeEArDxCussltAO0oxRi5mLm34P4ft6/+7KfEP8CzNxrkcDaWh63pErz0uqPX1Tr46XkM8T9fu3PlXsVkjuwRkGNJsWO0e3SgEq8RpeQAgvBM6Ha45WygJGqP4/2Thjpo1EW7XyuUodpkq+5F5V0q26RdvXTWkmeT3W2xfMFUt4YtTwcp2oeTNJNUeczMt7FSH8T/LOAIBiJsE/xTYJbMPNuibjKR69ZaaK8rS2wz2e15HNNvLc0KvvexBHHvwTxklMcFeH7FYLrEc/XKPvxh/RUSlkh8RqkeJTOnpRuT7oV/HPB0TOyTXy/IEXPga0NKvUpxMxH8m7T+hyZ48FoqLMwlrIWf2Vk6Dfe0jlKJiDud7UKa7lWVym4V3NnUkdElIBV6pNIaLvuarF3x9iHDySBlVrnBj+YHki8LMJ1EM/3unMrlF9ltuFgQ3w/67Zi/zwIlzGqPSa0Cyl8CHCisibW/pzBbUjhI7oDLZboIIRNG32RYEBEEPcYQCDhooiwXI1gZIGpQNl0R5SyVCSyl5635CPw/YSSgG5lBki8GdxjUPZOMY+pAO93iPs9sM2OEuNTygWpj4H/94jYnXKdg4S2oJxng3cK4v4A/PNRqSMqTKuMREi6sdLTqpQHwCzR8gVyTzS/zP8bhHbobihLQ91lVf4WpT4We87UoYjvRy0uWPBItD5TJTCLXoLgGlTaS/8Kknsc/17EA5o4KsJ1tn7A7AcnZn+g7MeiMt6O3lbaJQWYhSP1QyPlIVBJEUKnlEwATMCCZJ+LSn0ao1SNtTIYaYChhfnCkOA2baKpEqKDIVtrCP6pNW58syHxWlS5VlopuE8TN5NuBmVE/tiLWQDut/U+28F3664KKulG7ezsmYQ4TsWwVuJRVB5GJljbRHgctYalLliPjm0JEYbkXaf1XzI+QhlpOouQMlQHOTGCGfF8iwQWoZLv0zotJZ/pADttJEbYE0zEg+ReCcqGyvoy5nmV6wKEAJQLXo2EAVBVKWhf2DvroMh1dvQazSII/gkJF0f4LcpIR6U8oveHGoP/d5Trgpqfq/zaywXzFcjyrvNQRiaSr1u8pc40DEt9fV7fvLCB5XVRQTugvzvWI5HQHlT4+1Ut/PP0787Mh/+YT1kc/78QD2jiiEACS8G/CBIuQ7mq7mjaX5j+FVD4IJhuVPJtUQ8JEVOXmGztQDnBPQbs3XTpSTz6QVjeEdkT9puyHg7eqfrNmGjysogJgUU6q6OcmoC5bxu5dxJIiZayL5fNAXSremAJ+BcghY9C6khtmAko18WIuQPl7Ic4epVVBcwcnTWy1EVV8QZ+KKCUC/F+owM0zxeQfGsNjrGh0p45gHPaq+9ms7aA0DadQVIulLMXqgoZACn5SP9OghvBdiTin6e72YJbEaMeulpu155GqnJXXmVtXGsFZzOwCXL6g9EQlf48UjQKEq/SXXWU2hN8h/jnQmAlytwLiVfpUqiZjwoHFsqSpbVrDgGUsoHzNETZQPxAOcKw5AMCoezYxxopqLTnan6u9NfC1xUPZuL4ZyMe0MQRgRQ9C2aR9pCpyrBvf+cvHqUVfJXS7dXBjdHMAN8MLftubYVynYV4Z4B/sfZqkmKUkR41n0p7TsvA++cgluaoME8iCt6vdbnA3kmn8GMh4RKUSoQYQZwy0lApDyElH2sSqKWsM0olXl6mppx3K2LuhIwPdPdT+mgte19baf2DgaQ7tABc4qHzW6oJJLBCc6OsjTFSn9Bk3r39EclDzGKMhMrFMlXqEzr7YQ0bSKYO127sRgqSczbY2mOkDkelv1H5+U23btGvbbeUfza6jLhVc6hC26HgbsTaRmcSA0vD5TIDrM0RWwek6GXwLwDJhbSXtQVC+bWIB0J7oxzsJSwxoGxHo1zn1G6NYag63wO+qO+Gcp4B9k41Ugo2C4froCz9rYjcQoVz7FO2jSOOfyriAU0cEaik28D/h86QHAJIqUtx0nVgPxFl2adt2naMVlp1nqkDEFd/sHfRb6MqvcJ8pSUOsbVF2TpoJdV9YWunTfocJ1W6LmWkQTW+VSrh0mjV4n1hJIBpRfzLkOLntSt3NYKChwpGwgWQsH9ljtpATDd4vwbH6RXUmCW0N9wi7UBlfQ7ojjRJGAAlH0PJR1BVQGNtEaXbopQLbEfp8qAAEqi4nuBm8H6vA1QjSQv0mbvCAcbhNb4ulXAJEtgKeBBnf63sW/J+mQml7SgtmmfvhHKersthvlmA6BZvo+JnVfLvgMAaJO0ljNKyZWgb+GcjgT+qDGi0zs1KbeOxD4dFKylHqylLaCd4JmkNnHKl1ZgIbtLlJHEDcfHSOP5/Ix7QxBGBsneMHRQcrPmT7tGu1uLXDx5nhg5wSvdb6qPSXy87IPGaSucSMfVbspmreRb78H0ktEdrxlhbojLeK3dcCCl4ACyNMZJvqzivfwmibChrK5SyRdqwq3KIF++PKEcvVFo/zV2RAOL+GELZqBoq3YqILo1Zj/h7sjpVQMSP5N8F1pYYyXeU7fB8iXg+h+CfqJSHow8y0sHaGrWPE7WRdCNibVVB46fK85slaCd0u26nz/qSqBJL6Tj3mxBYpYnHrvN1gBzw1jq7IOIF/3daGDG4CJXxoW7ZLoWZD7bjEHs3naFznqmzSf55KNf5KCNDE63d41AJF+tgSkQf5/0uYmmgrM0g6faorF9M+H5Ail8F2/Go1Mc0Ud37IyRcEJYNEK2xZD0CZW2iM5L+efpFIPHqKqdW6a+BlFQstcYRx/9DxNu24/jLoJSCkk+RvX0Q91goqVpFujKIBLX4WPEoXRKQ4opj8q5D8q7HLHoF8XyLmXcLZu5Vun03uEJrgKA1Tcz8uxH3+4h/MZJ/D+RcihQM063cOedrzx1AAqtj6uJI0dNI8SuIWYIYdQETghuRko/D5/BHtZrHhP9XpHC47hb6p8HMh9BG3XVWHs5eYD8exMTMvQIx8yK7lLJipI2MakmO7HOehrLVzDRTzGIk92Ikt8zGQik7Sikd1AbXa54UoBKuBsfJEPZoMpJvxcj4oNIOqMg5QrsjLcxS/Bbs7RPmpRhgehHvrOjx+XdDwf2Qp7N6ykhCOboDIcS/QA/yTgH/75pQDqiU+8DRPcIZM4texMy5GGzHaTG+4MbYaxMfYqSHyfBhJeHiV3Ug6Z2qBwWW6m2F4aDS1gaUC3FUY4sAmlcWD2bi+JcgnqGJ4y+FhDZpXQ1LE/1mu3+zgJi6BJA8NHbt33a8Ljd4p2jiJHY01yAFUp8vywyFdkNwHRLarktclnr6OP+viOkDQiA+xCzSDzJlQe3TSaWSbgm/5SZAaCuiLODsEelukexzNNenzuRKhfYkuFlnBBx/L+8lFpSlLqS9UoGToSz1UCmPYO45HaQQCeVU4Dkd+MmtuvtMJWEWPIhynq0NVAFKPkY8n+pyTeI1KFsrlO3OKqcTMx9C28vKlRLUNhXiQUwFyg+Sp7vdXLdDyRtQ8jbiOqssS+fsr4niJCGh7YjnK7CdgEp7Xn+uAVwDNCnXeXr4Mlqgwt1ZAAQ36DKPFCJFb2syfNIdUX5QAJJ/p/a1ShulMzqAShiEeL4GRw/EzEOK39Rl1VJFYM9n+vNo7gTiasBx/HcQD2ji+EsgZgGgUMkPQ2IOqgqlXiBs/viMNogsbdP2fKX1XQhBxvtaJVhZYh5fqsMhnsm6rdjWBjEDEFgBtrYRzx1lPQxShoGlHsrIQGV+iJlzuc765N8AKgOVHm4ptx+nNVAgnI0wUEZqdDuva4AucQTWgu1orTIc2gGYiJhUWrnyTgIjBWWN3fos/t91p1c5R/HaQgdlN4O1HUbKkFoduy/JNTKnSDjoSEFZG2MWvQgqASPpBr0/tAu808E1YL+cs5VyojI/0d5IxaMRcZcFNLYjoMSt72sN55P8e7WnV+pT4aDGoi0GQrvA3AAYmrfl6I64zofAHAhnhCJrsrdFrC0Avw4mPN+C8Smkv1bWuu8eB55PwP8zZE2qeF1pL4QtO+ogmBDchIS2VrwOawutK2SUdXIpW5uygMw3F8ydWuzR3l3vTx6iuxVt1duVxBHHvwnxgCaOQw5dIhoEgMr8stpgBoDAH2DmIb5fUPaOiOnWHVChHWA5DCXuGj0gVTmDSnzfICXjwdEDlXyn1hEp+RCcfaN8bVTG+5rAnHsZ4C8zBnSejRS/iFnyObjHgTIg8yuUMsLBiqFLIZ5PdebHdiTKeQqkPAyYiH8OZuEISHkUwxkdmKjUJxH3x7oTLPXJCjwaKXgEEMg8Yf/NLqVQPxyDq/fv+BhQSunsDUEksFG32mNDEv+nOUjFr2q+R2ANJN8ZEdarNRynaJfrcNkF0BYW2DUxOek6ACS4CTEaoJQlptGpcvbUJaQwh0cpFWk5N0OFUPQMOLqiXP10cJE+quJarG10Kc3aSnfrhcIKyZZy3VReXdLE1gnxzUG801DJ95QZtyp7xH5DWY9ALI10p90+MJLvjvxbguu1bk95vR97Z31PfHOQ4pdQKQ/pLkVb28rvZRxx/EsRD2ji+AtgCRMfFfvStiSwDPxLwq3T5bItrotRlsM1R4OwqmridQig7CfWLCgqPYd/vlZsDeUBlggXAe9UxPu9LkGkPhEZrwOTRCTz0+j1BpdDaA8Uv4jWQGkLKEzfPCh4QCsFJ16jVY59P4NDKx+rhAs19yZ3EJh7dcdMOKAR7zTEPRaV8hiE/gzzVbaAEe0GrhKvALP4wJy7lUuXNewVO74ksBop+UhnxCwNdRlFuXQLcHXTlgryhXIQS4twBixM2rUeAzIDvJOQ4IpKBfCqPYeywj7CdhiZ2pvJKBWU+w3Jv1WXcSxNIPPLqHKk+P8Ae3eMhMtin0MKkOASzbFy9UP8vyPu9zTpvFy7tVJKW3aU/pwxTgfAJR8jjlNQ1sNR6S+DFKBsx2Dm3QyBFUjwT8gYq4UCRYAQSln158N6JPh/RsxCXRaNAcm/Q5daMz+LfA6UUpAwEAluQDlqbuwaRxz/RsQDmjgOOZRSWksmBqToGf2gtrUB+/HluoqskYAgMk/CBTUuLUTmD+UghY9DaCdIUCsFG+EsgbM3hHZUKiKo9vVsSrgKjMZQMla3cbvO1efwjAdzNxJYgyLcTl7uLVpCu5C8m8DMBqyQXCafL4Flml8T/BOV+ozmS9iigxl97bFbxsUs0Ro9+7RNxxxb8IDOHKVkRQLFyD7PlxBYDt4ZiOsCpHg0oGoU0ETWaMlE1dmHX5QwACEEvu/BclglR+4flFJlJqQAlobh9mPRfkXlIMGtSOEwqrJnwNIY5boYwlwV8U7TGUH/72CNvXbdzfS2tt3wfqs1XdKeR1mblq0z+UEk7+pwsLoDrM2Q/NsgtAlJfxcVWKqF+gLrwTcPHCfFFmS0n661mopeRqU+WDa/tTkqY0xNblkccfyrEQ9o4thviG8OiBflPHW/51CJg3V5qZQTkH8jhPZCxocVSkrah+kDVOqTURYEVa7R/SpISPtEiQXM7WH7AzT/Jfn2mq9VWVCuM8AV/ZBXjh5IYBMq8apKDkzRJFMzF4xklOyglKypku4A5zlhjRFVa2l5yb9FZ40yxkYUaitdv6M34ptepqdSfl/SDeBtAc5++r4n3ghG9U7hIoIUjdD8oxgPYaWsqMRLIfHScseYkTKeWfiE9jpKf7Pa9e973n1b6ZX1MMR6FATXgUpHCGqeipGq76vRGMydSGBtBZsH8c7UAU3ioHL35A7wz9edU5XBOxX8C3UXuaMHynkGIn59nL1jWat5+jgwd0WIvSgLoCAwX3dWqSRwdgfvdMT7Xex7mXwz4vteE9YlVCl/LI44/quIBzRx7DekcJj+h73zfhE+AU3wLCV5gm6XFT9SNAIc3aIyBNq12AQpqPn8rvMR8aOSbqvVAzNyThFdarIeEdOYT3w/I97vURmvo8r5QEXB3IlKe1aXHbzTEUuLSKZJKSvYWtV6XRFYWwHBKD2fyqASBqAq8TBSRoYWYouMPb9m55di8P2KKKNKm4eI0nLS9ZA/BHH0xEi5Twd5BMNt0tWcKqxfJJaGUPgwYj8Z5TgFUekoJWBtrlWdCx4ApSDvZkSKtHqzkQ72YxDvLvD9EGXcKcGNSPGLoJyozM/K3ZNkCAfrUvKJtpMIayNFeFWuC1BYwdkHZdGEcbNwBHi+0eKGCZeCUUcHNZRTmU59Ef1ZLkKs36OcZ6KcvRDH6WF37XLXbbp1RsfWFpX+CmDEg5k44oiBeEATx35DJV4DNSTn1njO9DFIYDEUDtfWCOW5Ckm3QuKgWrUGK9sxqNRj9n9BvmlI8Rtg74BKGVpht3in6jJOYHGUsWVkf3BrmPsg2ncouBlyL8K0NIXUZzEsB9bmbKQ8GPWzBFbrtbgu/EseespIhtSnND+nCoj7fTB3Q6AnmksV1MenPqu7t2KICUrJBD2v82zdDu9foPlHlsYgaNJ40XAwPYiRCPYTMFIegazvgKAuNQY3Q9j8Uuw9IbgWcQ6ILl1aGuvOpkrMNcX7o7YFMTK0IKQyIONjnbEzkmBf8cTQHhAfBLdoU057R1TKo9H3TSnAAioNlfYCIoIZ3AG+mWXt15EFFGgpgUAAlVx1W3occfyXEQ9o4thvqHJv9AdtTmUBW3tIuini4wP6gSiBRajUEQf1fOL7WfvpJN2pO5JAy/aXfIxyDdBrKC9qZhaDSoyUO1TyfTqACLfMVoCRqfkVoc2ax4NFB0ChLZBzFtT99eBeT+EICK6BwJKDfq8qQ43Kf5aGgKlLLllfUar0q5QlZnZJzBLE/Q6gUFIc7k47U/t8JVwMtraIWKB4BJCo/ZdEEAmGCcm2itfv+QCCm1D+X8A6ANM0Ie8qvY6McZEAUHw/I8VvoFIeRtlaIwUPgwTAOQD8P6Id3itCSr7QgUfyfSj78YjtOCh8DGWtPAMn3plIYBX4f9GfC5WqW7CTbomMUZaGkPZ6pFQaRxxxxEY8oInjb4eZdzOE9qAyP0ApV4UuEgDxTtGEz9CuCGnzYECCOyC0G/F8GQlo8H4NvlkIfozke1GZH+rW88AyJP8+sHdGlENnFlIerUYbJgTKBq6BulPG0RPxzYT8u8F69EG7jggSr4aC+8C/uNIhIj4IrtfWBEpptd3AOjB3o+ztUbbaZbQktENnGspl6sT9ARhpKNdZAKi0F3UwYa+ZNooyErTJpnLpBzw2lP0YlKPsQY+5CwluRSVchJibdWDp+1ErGMeaM/Ea8E4u218yTttNGBlACAgHNP6F+rMWWAG21mCkav6V6zxdWrI2KSs5ES5LmjuQkndAQqiEgajEK3QWKOuLqu+d+zUwffoHIw0cvcF1YcW1V0JKjiOOOMoQD2ji+PshbsCvW1IraWNSaS9CqBypMtY0xa8BRky5/UrhPBPcY/UDvhSu81ES0A8wSksOI8B5li43GBngmwxiIrnXIva2GJWVAkIbtQmheFBJY/U2W2tIGgwJF1e5NAms1Iq0rotqXD4ynD0Ry9uAs/J5i54B7zTdUp0+Gsm7F0JrAYVYj0Rlfa41epSjYqfXvnMFNyH5g4FkxEjQBqfWw3VAY+4FAmF/o1QoF8xIcCNYGkXmF7NABxf27pFrLa8hpBwnIeJFQrvKuFCBZWBmaw6TayDinQT2Eyqu0SwEz0StN5R0K6ZZCGKirI0RazNIGITk3QiJV6IcPbTys/M0CIscqsyPtN5MwUMQ2oakvYwqz3vyjEdKPgLbSSjHieD/A9PzBSplGKoakrdKfkjbZDjPCssFxP8kxxHH/iL+7YnjoENCOWBkVGnoWB4qfSxak6Mi6TYyxlIfqiD1igQQzyRAtF5N/h0Q2onK+KBSjo+IHwpuA0tDVMo9ZecyMpCEKyG4AjHq6TkBZamDyvpWH+vqp12Ni54Cv69szuB6pOBBlOsi3WZuOwZSHtKOzaVjCp/SrcBSjASWohynxTSxlKIREMqBki+RpGs1v8LRQ7uRV3Yfghu0rk1iWGhORJe3LGVZBWU/ESmZCMG1gBcSBkDJB4AFEm/SJbfcQZqom/46ynZkpefDSEU7Ols0wdc/B2U/Fkk4HzwTEc83KFcZwVjMEh0YBJdr0neYWyJFz0BgNSrRDeWNIMtfW/4dENoKaaO06aXjdJRK0mRZIxm1T5t/BJ4v9WcjtBux1Iei5xBbW4zMT3RXkmeSthDwzdL3V9miHedVKigfmB4IbdKqzra7yvZbmgA2lPMklKMHZv7dmkcTWFlt15qytwd7+1rLEcQRRxwVEQ9o4jioEO9UrZPhOk93tNQASlmRwAbMgodQiZfpYyub38zVonXOM6MCIKVskDoCUHo+KQb87Mt3EN88xDMRlXyf5sOEtmuBtvIPMECKR4J/CSrxWu207OheJhZHWPvD2hyxvKYf6qUI7QDxIMEVEOqGeKeg7F2jhQAlCFjDxNZcxD+7QkAj/oU6ULC4NLei5Gtd1gjt1pksM0eL7YVhFr2svaAsTTQZ1TtdK8Z6v9IBjrOf5iUBytkHMpuhVZBd2m/IeVqkS0vMwnC3WbEW20t9vNLfhzLSIeNtwBJpVYawq7bt2EiLuO4WW6M9q4JrwMyPuufK2VdnaeztKz0X1qPALESwarsB52mVBzHl4TxTl9NcF2qpAQDTjQQ3a70YZz+UUTc6iCkHKRgC/mVg7gAE9gm8laN72Jwy/HPKI7pcZe+iA6WC+1GO07UI4AFCvDORkk9QqY9V3lUXRxz/UcQDmjgOLowMrbFR2xbp0HbAiwRWV9kwI8Wvgn8xSnwVSjaqnFicSh9DrKyPeD7X5SX/PCgZDzggeViF8yj7yfrhG5aQLw1mJLgecb+DSrweZW0WJaAGoBwng6UpWBoiuVdpJ2TLx6g608vGpD6uH/7OMyB4ZkSGH8JZI0SLtfnmhjtkhiDWY1CB+WA7Csm9DgiB66yyji/fDB3oZNymW4RL1YAtTdGqxi2j1xl2uxYJIXnXAhK2cbBppdqsSeEyTUU+ina3Vpp/U/yG5h+lPIJyRCsQRwUb3m90t5iy6+Aw4UIwGmLm3gC2dhjJg8HeFXw/IKhIWUlC2UjBfShnX4zkOwAwi15CfD+hzF2QeG3ZmoJrwu310eU5Zamr/Y3QgahpbQVFI5DCx8JkYAOxn6g1asRVMbNo5oG5FVQyWOqiEm+ucE+izmekgqOrXldgs84M+WYcnIDG9732ogosi9lVF0cc/2XEA5o4DiqU/cRIWaZWxzlP1Q/dcp5KMce5zkPEC9WYNGouQgwvn+Qhutzj7I0ydyH+xShb04rjnKfGFAwUz3cQWIV4Pkf888F+MkZy9ANOWZsigRXhjEI2lCu5gH7AiuMUpOABlKNrueBCkNzLdEdN8v06KyAmynGSLklYwutJeQDMvKj2dZX2MogXZckAS7lWd3t7VJXEVENnJkKFSOHTmkdiPSxsNRHt/C2BlbqVOrBUCwRmfAAqEVBh4m7pmE9QSTdH80esrXQrswSAIMraEglt10KHfjcwGPxztEKxpT4q/XV9XGgThLK1krHrbB1wOc/Q/knlpf494/V5nf0gbIxZKSyNdSZNlXNp90xE3O/qoGMfgUTlOkefz3ke2Foi2X0h6Ubt8l0OZt5gLZ6X8UHEVV3Zj4OUx8Ba8TO2LyS4SQsBVkGcVskP6WDG3rnSMXHE8V9FPKCJ4x+DmnRy1EZXRszicHnqVFRYi0RZsqCUbJp4DTH8ACuZqwgpGKpl6RMHIZbmuqOmEqNHKRgK+FHpY1DWJhUHhDZpTZTQ7nCQFtJaLSKgElD2E6DON8RaoHJ0q7jNenjNLmTf45RCpY5Ail9HvN8jnpRK1ZOl5BMdzJj5oDQvSSUOilLXFc9EPcY3E8rpqShba8j6VvNPHDowU5ZGkPYylAZmtnZaMdlZjgxsPwFxngzeH5G8WxFLBirlUYy056PXZmkFKMTSWpez9mlxFrNY+zzZjkMlXIYYdaIF7CyNQFnBcpjWuzEyIwR05TobnGeglAPxTtHu2GZ+jBtUFA7aQlHk9hqrWuffqQO+jHGVepUpIzmS/YkjjjiiEQ9o4vhHI5bEfY2Pdb8Bvtkoc0+Ft+6y+U3wfAm2NpFMSUwE12ktGW8RKmMsCpD0MeGW34pQiVchwXUxM04S2ot4voaEyyNlGvEv0W3ERhZG5sfhSWLPHesatFfUDkh7C8O6H6WIhEs0wTZMyBXfLKToRVTyvZEASiXdAr6ZiLMfSsUmWqvEm8E6E8Lt2lEwd+kATtm1ICECjj4geeGDU3RgYeZEz+k8QwcZoa36GkNbK5TQ8E3X83k/RwrvRlxnY6Q8XO7cuTpbFliMstwOWRMp1cIBdKbM8XXYd+tawB6V2SotXSrnmWDvFmV6CWhPLns3SBiIMpIQ/xLNnUm4CJV4dex7vu+9c/XT3V+VfKbiiCOOqhEPaOL4x0I/FIboNup9ygji+RYpfg2V8mAUIbM8lPNMXdZw9Kz8JIGlSMkHWjwv88PKx9mORyXfE/0gNfci+fcgCYN0iao8adh1dszOFTGLEM8nuuxFqByvogQQ3R7sXxTFByo7towQDQL+BWDvpP8dWKozBO6xkPpwhWOj53Hr7JKjZ0ShVxlpUC7TQnALENLBQ+k1WerqB3YVcytLVpSFQtR53eMgsFxnR0q0aB7+1dq4MnkIYjkc3O8gyoFKuKBsTltbVObH2rE8tA21bzADKNuxSGApGHVBSsD3c9huYQ4q9Wmd/Ut7LRIsKOXUgaB7LFgOL9MgMrLAdmyVYnj7BjMAUvRCGdHZ0RnEC4h2z67ifkXNm3htvNspjjgOAPGAJo5/MIKAQsRX8Q+9mQsImJX7OilbG61fUxVsrXX7cFgJuDwkuB4pfByV+D+tOVPyISrlMa2Hknc74Ndv/UWPhk0fW2ljwbQXYj50gbCZ5F6tiVKOJKrsHRDXWeCZgeTdgKS9iuHoVHZc8RuI7xeQEpR4tZid7xdUwgWIc6AOZgiCK7ZXUxRKPkC801ChjZB0a8U1eqdoQnTaq0hgI5R8gUo4P8wR2YvKeL/KFvvKoBKv1cJ2rv5ghHVyJID4rWCkoyzJiJGug4rStQQ3Iu63UInXaN6NpbEObCxNojJ3ytU/4pouzq5g1EGKRoYdrrcjvnWazJ06DAzdzSQFD2oytdEY5TwlQnY2Up+s/bUl3Q7+uZEuLeXoBJkTY5YMawOz8EkIbUelvVStJlAccfzXEQ9o4vjHQtk7QNbXMR+eKvEKTRKNIQcv4gffL9qfpxqfKaXsOvMSC4EVuk3YN0dzI4JrkNzLIXWkJrOSBMl3QdEbYGmOhHbplmzTXfkJre1AVkBoC1L8Fir1EcQ3Gyl+CZU8BPEvg2AuBJZDOKAxQ24o+QII6Ld/Rw9UaJsmHts66m4jI1VzN6rILETgPF2X0BxnxNytuTxulFyAFD+LIFpozszX2Q8JVmhdLoVZ+CwgGClDKuxT1qaR1nHKteZHWWhkfYNgwyx6XmdJQtshsBq8U3Tw5X5TB42J14Lr3JhrUKUZudTndDBgOxLTOxnwa5HD0vbswDJQTv07BCT3Cn19mRN0WSy4DaSgUo+nqHPaj4N9uDKx/KlqjcBiMEtA3BHidRxxxBEb8YAmjkOO8g9sFdYpqSmqFNurzNum5CPE8w04lh6YmZ/zLJSlic7iiImYeRBYqx9UaaN1p4+RDs7eQJiPI4WVrwswUu5FxIdknw9KhfVZVusSRWCNzij5ZmhV4lIUPQYEIHkIhissqmdpgMoou5eq7uwaX5aytkTtQ6qN2p86HPH+gBQMB1d/lJGpW5Ez3kG3wrsi1xttARDUZGBA5M6oElxVkNBepGAIytlPl5qCWxHfj4jvV90xZKkHjnD7uLUFYAuL2VVznZY6ECbXqqTbwDUginiuO6mCKOvhiPtd/XuwlDliS/4dgBfSKyfpHmqo9DfBLKmVIWsccfxXEQ9o4jj0CK7WGY7Amojw2iGFozv456Ocpx3QNEoZYG+vH9SBOZD8OCgryhL7zVspA62aWwZtsGjqjEJknAPSRxPxDjKaQvKDYO+k50gYuM/ETjCSYvJqDgWUtSUi3wNuFBZUeD3lSx7inYkUDkesLVCpT2mtF2WFtBcBiQpmxPsjUvKe9r0KC+1BqeaO0h1fZh7i+0lngghpZ3VLIx08lmt7V87eqHAAWatrUhbYt4vO97NuvU8dof9vNICU4ZHrVM7TwiTdvy+YUEZGnCQcRxw1xCENaJ588km+++47Fi9ejN1uJz8/v9pjRIRhw4bx1ltvkZeXR6dOnXjttddo06b6tG8c/1AkXK0NHC3711pcWyhrS1T66IM3oWci4v5YC5rZj4P0N2p0mEhItzqbBYh3puZBWOqG16h1ScQ3F9yvgaEzABJcoe9XOXE4I3X4AXV76Xm36qxODK8g8S/SNguOnrq8k3gleL/TD/JS4Tr/YkCV00gJaN5OcL0uB5Vq1ljqgv93xNoqci7x/6rLVYEV5ZSD/UjOxaAcGJkTIPUJsDRD8m7QZZ70tw+5Eq54p4IUgrkDlToSzJ1R3CeVdFOcpBtHHP+PYFQ/ZP/h9/u58MILuemmmpsFjhw5khdeeIFRo0Yxf/586tevT69evSgqKjqEK43jUEIpQwcZ6tB93ERMJLhZl3AO5ryh7drPyagDRjK1+cooZYGUx3UZwywCc3e5ebMR3y+ItTVYW2hyb/FL2nMouDbGXLV/tIoI4n4fs+gVJP8mTZKNheAa7VPkmaS7moJ/gpGgu32UVftkFdyHFAzR2Sp0KzWZX6ESr4ziw0jRc0jRG7rkV7r25HtQKUPB2Rcp+QKz+D0ksFzrvpTqA4UVmbWGSzIYaUhgjc6QHCKotOdRKY/rz6aRGAlmzMJnMLP7a2J0HHHE8f8GhzRDM2yYlpR/9913azReRHjppZd46KGHOP98nWZ+7733qFevHh9//DE33FCNAmgc/12430a8k1AJV0G5lt/9hUhAC98VPAgSRGWOD3es1C4oU6E/ta+Us2+Ud5EUDtXu4cn3otKe0xuNDG1oaK3CDJKwYCCmtigAJLgNKXoalXhFdLeWuVO3iEtQt6VXNq/rYvDNhuAGcPTS7tjlO7CUTXcmYSDeaUhgFSp5MIa1MVijNVaU8xzEvwjcryO2lloIUbnA3kEvyf2mJt5608F6BEbptQP4ZwM+MBojBY9rR3BLfVSdyVXej5pCxA/BPxFLU5RnIjhOiS16J0UgJhA4KOc92JDQTpCQtriII444IvhHcWg2btzIrl276N27rEbucDjo0aMHc+bMiRnQ+Hw+fL4yt+PCwsK/ZK1x/MNgbYn2LKpeYn5fSGAZkn8fKuFinXEApPg1rdVi1An7UyVW8Aiq0dxmPiAo+z7qxrbjITQFKRoFgRWopOu0OrD9hKrnE9FO2AQh83PN9/D/DqGtiOe76IDGaIBKGASWxjHVhUuhlALHSYi5G+XqV+E6RUxIHKx1XnKvB9wIJipWJ5OjE7j6Ip7JlBeui+xPeVhrA3mnaN+r8nD0RIV2IKYH3G8AJhiZiP8PrRgc2o7k3QL2kzBS7o1eY8lnoCxRzt4V7l3Rc+D/Dewn6KArsByV9kyMNQ4HvBHy86GADkolpqZNlceJIHnXgQhkfRlv5Y4jjnI4pCWn2mLXrl0A1KtXL2p7vXr1Ivv2xYgRI0hNTY3816RJ9d0Pcfz7oJynYWR9UesuKiDcZi1IOYVaZT9eBzHJd2KkjYx6yIt3JmbBw+GHUuWQ4Batu6JSylqJS+GbrltxJVsTUmsDSyNQ9ZDAcl0OcvYCs1Bnd8pBKYVKGFhlMBMZmzAQlfExWKKJsxJYgWT3RQrugMJHNbHW2qxMiC7WXEm3QuZ3kY4hKRmPmXcrYhajHN0xEgZiZLynLQWi1utAJV6Ncp4OtqMg4WoIrgx3GwHiAQloLlP5NYofcb+ttXokVHFfuAyp7O21ZYP9ZK1fVGqAKX7M4F7MwmeQ4jf1fVMuHTz4fkPM2OVuCe3BzB6AWfh0lfc25rG5VyC5l4aJ0TWHUkoHw7Y2xAoY44jjv4xaBzSPPfZY+Atf+X9//PHHAS1qX75AVYTIBx54gIKCgsh/W7dujTkujjgqg3J0RmV+gkq6s9y2HhiZH8fUIJGSjzTBNbCi6oktDcDWIabLskq8Dpx9Ie01VNoLNV+rUhjpo1CuU6DwcXC/qbumLPXAklnlsRJYprkh7oqKyGLmITnnIfmD99kTAhSoVFDJqKRrMbK+rTJwFPFA/i1I9kVIYKk2tAyu0RowkfMVh7NXMWBtpTNjwTXoh7YWp1PWlpB8LyTehIR2lPF5lB2VfLcu35UPPIObkb3nIjkXIt4ZKGcfjMwJugXaSIHgKj0u/07IuwK8k5Di0ToTBdrmoegZpHB4JRfq0e32oR2V3otKYWmoVY2pfdbPSB0eDrLjlOU44iiPWpecBg8ezMCBA6sc06xZs/1aTP36+o1p165dNGhQ1uGwZ8+eClmbUjgcDhyO2quWxhFHeZTyUWo0NmUYBJdV24KulA2V+hhiFiBmrm7BLd1XSfuxWfiMFpNLGYry/QDO/rEF2mzHgJqsAyZlR2VOqH7hZiFICDH3xOjeUeH/oh+wynZMWNyw5qUNKX5V3x+UzpiExfjKe2VJ3tWaiJz5iXb2jkIIQlv0ejLe1xo4aK4Qxc9rdWFlBXtnVNivSTmjRQLFM0mXDSmB0F6keJTO/IDu1EoZVlaetDQHcy8YbSC4HPyL9f21tQEjC+XsFfM6lbUpZH4EqvYCekb6qFofE0cccVSNWgc0WVlZZGVlVT9wP9C8eXPq16/P9OnTOf54rbnh9/v56aefeOaZirXuOOIoDzGLwfMJOPtoJ+eDOXcoG4w0lLJqMmY1hEytVjwL7F2R7AvA3IEk34+ROAgJ7UHy7wZHF1TiTdFv2v75+s2/+HUksAglxZHW6fJQtnaozI+qX3dwPQQ3guN0bYSZ+bHuCAvt0RYDnk/DxpztIPNLYiVtaxLMiFkA3qngPBNlPxkJrEGlPICIDVBgehHfbyhHZ8zABjDqgyqOqX6rlBUyPgBUJJgBdEu4tZ1et382YMH0L0VJrpYEsNRF8m4Ey2Hhlm8Dkv6vvXsPj7K68wD+PTOZmZDbBIghQTCAIqxFKoIYWG5i5SKi4tYVoTQ821pFwQertdiLQLsIuvWyK97apQorW+kKeClCpSUBXYKAJoKyILZA0nITSDK5T2bmt3+cyZBJZpKZyVzyxu/neeZ5mnfO+77n5LTNj/c95/dbAoV6wNzPOycfAtbRLbafA6YMnSlapElnD7bo75Q5B6rXb9odd3tJFIkovmK6KLisrAwXLlxAWVkZ3G43SktLAQBXXHEF0tL0v2qGDh2KlStXYtasWVBKYfHixXjiiScwePBgDB48GE888QRSUlIwZ86cWHaVuoOGP0Dq/wC4yqHsy3yHPY5f6gWgPV+J6A+QNB3SRTKTroLKDLL1ufU5dW8CNc/pP9xwAXADta/pApDukzqZXO3ngCkTSNH/3Rb334HU7+k/qo1bAfMQXY26E6Tqp4DU64R2SVdAmXpCzt2u/3hn/BiofhYwZUNd8m7ARc/iqQBg7vgJVt06nWvHcx4q7X4oW74+//z3AfcZQFkAUyo8db8HHMsBU2+YsncFvVygeVLKCth/CXEsB5KnAnUb9JybsvQurp6r9ZMWcQIZy6F6/JMv7w8AXayy7n/0+hzzpUDKfL+nX0pZfLWYiMh4YhrQPP7441i7dq3v5+anLoWFhZg0aRIA4MiRI6iqulhg8NFHH0V9fT3uv/9+X2K9999/H+np4e0GoK+h5CmAuxyqRV4UAICrHJAa/eQDmeFfV2UAsPllue2Q9TrvGotzQK+tQN2Les0MdN0fSV0A1P+uVar9JTrRmzUfgBUq7XuA+0tI08dQPW4Lv98AVMo8SNOn/ot9LVfpRHeeBh1oBNjNI7X/CYEC6t8CkASVtfnid65j3uKQ3sR54tb5dPAhxPV3oOWat5TbAcengLkvlOVqiOssAGtIpQsC8pwDmj4BnAcANHgHmQeYMwFPBVTPdYCy6fu3CGYA6N9r44eA+yyk6TCU+TKg1cJkIjIuJdHORJZgDocDdrsdVVVVyMgIfV0EdV8iTkBq41oPx+OuAs7PAGCDKfvPbfvkKoM4lkKlzPWt7ZC6TRDnHl0RGlYAJshXUwFl0ouWW75+iUYfPXVAwx+grPl+NY5EnJBz3lpSpjzAnAqTt2q5NGyH1PwHYB0HU8aP9S6rikW62KXnJIBkqEv+BNVigbI4S/TrugABoU6c5w5YnVycn0Bq/l0n5muZw8e5T2+ld+6FNB0GXMd1kGMZDlOA13DSuBvwnPEFuuL6EmjYDqTMi04Byea+1r6m+9q6xAIRhaSzf7+7VB4aolhQyhqXSsUiLsB9AjAPgmp4Uz/hCFap2XXIW79o18XFqil3QKXoPCoex78C9VsBpYDkW6MezIj7HFAx35ul+J/9vlPKCmQsBWDWeWVaMvfXT0AsV+mfnXsB918AT4XetZM00C+YARC0BpWIQCofAARA1lsAzIBzP2AdDrjPQRr+qBcyO/ddrJANXNxhlXQ5FABPxUL9lKnHXYHvU71SZyC2joUy99HBU1rbACpc4vob0PAWkDIH0rBVZ1l27m5bM4qI4oIBDVGUSM2zQOMuqLQHAMs1enFq6ncDN7ZNhTJlAUlXBf7edQJQHkDZ200W16YP4oFUfB+ASddDCrK1V+DSW46DZG5QtrGBb5A0CFDpEGcxVI+ZOgNw8gwo2zidGDCkPnofCruPA5ZxAJwALED9Rr0l3jIaaPpQJ4/L+Jl+neXcC1hGBSyfoTKfB9AUdPGySluo1y2ZsgN+H7SfrhOQygcB27dgSl/U9vu6/9L98lTptVKp9wLJk8O6BxFFDwMaoihRSVdBnHsBcx6U5R+AHjN1DhP7yotPNJrbKhU0K7BIE5D5PBTq/LZ6h0JcxwH3OUCZoR99BMlVUrceQCpguT7w90Fv0OhdeFunf3buBdynvJmaQzi9YQekehVgGQW4DkAlz4BK07XexHqNTkRoGw+gEUATlHUMxLEU0nQQKu0HQPL0NtfUQVs7T+AswyF1G6DMOQHPD97ZWl02whM4qadKmQeY0iANuwA4oewrmLmXKIEY0BBFieoxA6rHDN/P4i7zZra90O554qnRKfltEwD3SUjF/YD1Ou9amtCJs8SbzXcQVOZKKGXS603cf4NYvwVUL4eyTYbqcTOUNR/S9GngWkbBru/6Umcj7rlWJ/MDIHW/13lznCVAO9mDL/LWRzJlArD51a1SSVdA9fqt/iG5RXZj2w16B1jSxdd3Ik06KLOObhMstuE6ol/vNeyACiOgUZarvHlmAr/LV0n9gLRFgGUk0PQpkDQ0YDsiig8GNEQxotIe0VuDW++2aUVqXgCce6A8ZwDrOARKcBf0XHEBMHt39fQBVAqU9VpfHSJxrIDeNm4DXH/RCf563Axl+0edl6bltRq2AqY+ukRAoHtVLQfEAWXO8+VxURk/A5pKANvEkPqrkqfqmk3KPxmmuL4ETH2hTCkBzrmhbakF5z5I/dv6FV9zEBSMdSJURnqHRT8D9jeEbf7KNhYI9oqOiOKGAQ1RjChlart1OFC75CkQd7letJqUB2S9A0hVuyU/AO9OqYoFgHUklP0XUOa+UL3f0OtoGosAyzVQafcDrmMQ21QdLAR5iiDu07pQpkqCynpbH6tbr5Ph2VdBmVKhUv8F4tyj87jAu16n9lWopMsCrm0J/ntpFcw4P9G5ZcwDoXo+d/G4NEIqfgCY+8FkX9Fi3CcgjTt1puAA2Zbb3k/5qn1Hm3hqorZTiog6hwENUYIp6wgoa4tU+M4PII4ndT2jtPsBU5peYBw0uV2rzAuN70NqXgGSroTJW01aAUDrApktmfpA9bjZL1+N3mVU5V1QO9j3pESkHh7HCr3zqPEDiNMClTLXv0f170FqnodKf7TdQpYAdF0jlQ5lG+1/XBp03plWBRyl7g3AuReqx61Bd1DFg9S8AqnfDGQsaVt8lIjijgENURyI+xyk5jmdvbajP8KqJ4AmwH0c4ngCUCbAnAvV8yX/ZkmXAVlvo83rKcs1OpFdi/U8HVFKAWkP+B+zPw24T0JZBvs3bvpMb692HdWvnAItXJZKAAJI4ErVACCeCwCSdYmB3m0LZiqT3VsCwf+JjkotAMxZQDi7v7ylHsJ5ktQhkx26cGfrWlRElAhMrEcUB1L/NqT2NcAyFCb7yovHXSd0UrjkW/0rRYsbqFsPMecBdet0McuUwHlWot5XTyUAK1C3FlK/HUj5tl53411PIuIBGt4FLFdDJQ1q5zoOQOp1AsEe3/bl22m+h5yfC5jsMPX+79iOp7EI4ngKSL4RpvSHY3ovIoocE+sRRYm4zwNoiHphSwC6aCPcgLXVQlzHCsDzFZQpG2ixSFcpM5D6Xf2qKDm0BbfRIJ4ayIXv6KcO5gG6dEPdOojrMJT9F96+mYAQSjEoUwakYT/gPgNp2OYX0EAlA+bekZdACIepN6AsutQBEXVbDGiIvKTiBwAagF6/67gYY5iUsgZ8RaJSCyCNf/ZVeE44ZdUBgCkbyr4C0nQEqPuNTqIXCdsNehGwZZj/bVQyVK91Uehwx5Tlat9CZyLqvhjQEDWzXuOtDN1263CsBNo+nUhKWaF6XSwoq6zfAKzPdeJ6yu/JExFRrDCgIfIyZfw8ofcXcQMN7wCWETqoMl3S7rbtsK7tuQC4yn35Y4iIupsoLvknok5x7oHUroNUPgi5MB+oWxPyqdJ0FJ7z34E07Aj8feWPvCUEPotSZ6NHGj/yVt0mIoocAxqirsJyDWC9Fki+VddiMvUN/VzX/wFSo2tJBaCSbwLMOREvwpXG/4XUrtE7nKJIXH+DVP8SUvmjqF63mcfxFDwV90GkMSbXJ6Kug6+ciLoIZUqFan7tlfb98E5OngmVNCBoJmCVMhsqZXbEfZOa5wBpgLJOAFrnpQl2jscBuM+0zWPTkrkPYLkWyhKjOkhNnwBSA3iqAbOt4/ZEZFgMaIi6EPHoKtaBahq1RykFWIa3c90LkKplUD1uCalcQJvrp/8IaDoCJF3eYVvxXNBVxl0nALgA+79BWQLXUVLK4tsOHgppLIbUvgKV/ljQa/pdv+eLgKcGypwV8j2IyJj4yomoixBxQy7MhVyY4y06GUVNn+uq2/XvRHS6so6GSp0XWqbdpoM6mJEmXb7B3CeiewYizt26HENTSUjtlamXzqhMRN0en9AQdRkmwJQFwINI/60hnlqg7nUg+Sb/LL7WcVDpAiR9I+LeeRwrANcxqJ6roVRy8IbW8VBpbsAyPOpPRlTaQsA2AbAErghORF9fDGiIugilFFSv33TuIo1/gjRsA1x/gcp8yu/asE3o3LWbPgM8DsBTC5iDBzRKmYDkyZ27V9Br2wDrdTG5NhEZGwMaou7ENhlwHQcsV0M8jqhmPFY9XwGkFsrcO2rXDEZqnoc0/BEq8zmopCtifj8iMj6uoSHqRpQpXVfZrnkWUvlQlK+dAWXOjeo1gxF3JSAeQBricj8iMj4+oSHqbkzZOsuw9fpE9yRiKuNn+mmQKS3RXSEig2BAQ9TNKFMGVK/fJrobnaKUAhSDGSIKHV85EVHYpHEXPFVLIJ7K+N7XfRLSdDSu9yQiY2BAQ0Rhk7oNOtFeU2l871uxEFK5OO6BFBF1fXzlRERhUxk/18GMtZNbwcNlGw+4/w6o9Pjel4i6PAY0RBQ2Zc4BzNPifl9TenR3bhFR98FXTkRERGR4DGiIiIjI8BjQEBERkeExoCEiIiLDY0BDREREhhfTgGbFihUYO3YsUlJSkJmZGdI58+fP11WHW3zy8/Nj2U0iIiIyuJgGNE6nE3feeScWLFgQ1nnTpk3DqVOnfJ/33nsvRj0kIiKi7iCmeWiWL18OAHjttdfCOs9msyEnJycGPSIiIqLuqEuuoSkqKkJ2djauvPJK3HPPPTh79mzQto2NjXA4HH4fIvIn4oHUroE0fpDorhARxUSXC2imT5+O9evXY8eOHXj66aexb98+TJ48GY2NjQHbr1y5Ena73ffp379/nHtMZADuY5D6tyA1zyW6J0REMRF2QLNs2bI2i3Zbf/bv3x9xh+666y7MmDEDw4YNw8yZM7F161Z88cUX2LJlS8D2jz32GKqqqnyf8vLyiO9N1G2ZB0GlzIFK/3Gie0JEFBNhr6FZuHAhZs+e3W6bAQMGRNqfNnJzc5GXl4ejR48G/N5ms8Fms0XtfkTdkVIKSLk70d0gIoqZsAOarKwsZGVlxaIvAZ0/fx7l5eXIzc2N2z2JiIjIWGK6hqasrAylpaUoKyuD2+1GaWkpSktLUVNT42szdOhQbN68GQBQU1ODRx55BMXFxTh+/DiKioowc+ZMZGVlYdasWbHsKhERERlYTLdtP/7441i7dq3v5xEjRgAACgsLMWnSJADAkSNHUFVVBQAwm804ePAg1q1bh8rKSuTm5uKGG27Ahg0bkJ6eHsuuEhERkYEpEZFEdyKaHA4H7HY7qqqqkJGRkejuEBERUQg6+/e7y23bJiIiIgoXAxoiIiIyPAY0REREZHgMaIiIiMjwGNAQERGR4TGgISIiIsNjQENERESGx4CGiIiIDI8BDRERERleTEsfJEJz4mOHw5HgnhAREVGomv9uR1rAoNsFNNXV1QCA/v37J7gnREREFK7q6mrY7fawz+t2tZw8Hg9OnjyJ9PR0KKUS3Z2AHA4H+vfvj/Ly8m5Zb6q7jw/o/mPk+IyN4zO2r+v4RATV1dXo27cvTKbwV8R0uyc0JpMJ/fr1S3Q3QpKRkdEt/8varLuPD+j+Y+T4jI3jM7av4/gieTLTjIuCiYiIyPAY0BAREZHhMaBJAJvNhqVLl8JmsyW6KzHR3ccHdP8xcnzGxvEZG8cXmW63KJiIiIi+fviEhoiIiAyPAQ0REREZHgMaIiIiMjwGNERERGR4DGiIiIjI8BjQxMmKFSswduxYpKSkIDMzM6Rz5s+fD6WU3yc/Pz+2HY1QJOMTESxbtgx9+/ZFjx49MGnSJHz++eex7WiEKioqMG/ePNjtdtjtdsybNw+VlZXtntPV5+/FF1/EwIEDkZycjJEjR+KDDz5ot/3OnTsxcuRIJCcnY9CgQXj55Zfj1NPIhDO+oqKiNnOllMLhw4fj2OPQ7Nq1CzNnzkTfvn2hlMJbb73V4TlGm7twx2ik+Vu5ciWuu+46pKenIzs7G7fffjuOHDnS4XlGmcNIxhet+WNAEydOpxN33nknFixYENZ506ZNw6lTp3yf9957L0Y97JxIxvfUU0/hmWeewerVq7Fv3z7k5OTgpptu8hUY7UrmzJmD0tJSbNu2Ddu2bUNpaSnmzZvX4Xlddf42bNiAxYsX46c//SlKSkowfvx4TJ8+HWVlZQHbHzt2DDfffDPGjx+PkpIS/OQnP8GDDz6IjRs3xrnnoQl3fM2OHDniN1+DBw+OU49DV1tbi29+85tYvXp1SO2NNndA+GNsZoT527lzJx544AHs2bMH27dvh8vlwpQpU1BbWxv0HCPNYSTja9bp+ROKq1dffVXsdntIbQsKCuS2226LaX+iLdTxeTweycnJkVWrVvmONTQ0iN1ul5dffjmGPQzfoUOHBIDs2bPHd6y4uFgAyOHDh4Oe15Xnb/To0XLffff5HRs6dKgsWbIkYPtHH31Uhg4d6nfs3nvvlfz8/Jj1sTPCHV9hYaEAkIqKijj0LnoAyObNm9ttY7S5ay2UMRp1/kREzp49KwBk586dQdsYeQ5DGV+05o9PaLq4oqIiZGdn48orr8Q999yDs2fPJrpLUXHs2DGcPn0aU6ZM8R2z2WyYOHEidu/encCetVVcXAy73Y7rr7/edyw/Px92u73DvnbF+XM6nfj444/9fvcAMGXKlKDjKS4ubtN+6tSp2L9/P5qammLW10hEMr5mI0aMQG5uLm688UYUFhbGsptxY6S56ywjzl9VVRUAoFevXkHbGHkOQxlfs87OHwOaLmz69OlYv349duzYgaeffhr79u3D5MmT0djYmOiuddrp06cBAH369PE73qdPH993XcXp06eRnZ3d5nh2dna7fe2q83fu3Dm43e6wfvenT58O2N7lcuHcuXMx62skIhlfbm4ufv3rX2Pjxo3YtGkThgwZghtvvBG7du2KR5djykhzFymjzp+I4Ic//CHGjRuHYcOGBW1n1DkMdXzRmr+kznb462zZsmVYvnx5u2327duHUaNGRXT9u+66y/efhw0bhlGjRiEvLw9btmzBHXfcEdE1wxHr8QGAUsrvZxFpcyxWQh0f0LafQMd9TfT8dSTc332g9oGOdxXhjG/IkCEYMmSI7+cxY8agvLwcv/rVrzBhwoSY9jMejDZ34TLq/C1cuBAHDhzAhx9+2GFbI85hqOOL1vwxoOmEhQsXYvbs2e22GTBgQNTul5ubi7y8PBw9ejRq12xPLMeXk5MDQP/LIzc313f87Nmzbf4lEiuhju/AgQM4c+ZMm++++uqrsPoa7/kLJisrC2azuc3TivZ+9zk5OQHbJyUloXfv3jHrayQiGV8g+fn5eP3116Pdvbgz0txFU1efv0WLFuGdd97Brl270K9fv3bbGnEOwxlfIJHMHwOaTsjKykJWVlbc7nf+/HmUl5f7BQCxFMvxDRw4EDk5Odi+fTtGjBgBQK992LlzJ5588smY3LO1UMc3ZswYVFVVYe/evRg9ejQA4KOPPkJVVRXGjh0b8v3iPX/BWK1WjBw5Etu3b8esWbN8x7dv347bbrst4DljxozBu+++63fs/fffx6hRo2CxWGLa33BFMr5ASkpKEj5X0WCkuYumrjp/IoJFixZh8+bNKCoqwsCBAzs8x0hzGMn4Aolo/jq1pJhCduLECSkpKZHly5dLWlqalJSUSElJiVRXV/vaDBkyRDZt2iQiItXV1fLwww/L7t275dixY1JYWChjxoyRSy+9VBwOR6KGEVS44xMRWbVqldjtdtm0aZMcPHhQ7r77bsnNze2S45s2bZoMHz5ciouLpbi4WK6++mq55ZZb/NoYaf7eeOMNsVgssmbNGjl06JAsXrxYUlNT5fjx4yIismTJEpk3b56v/V//+ldJSUmRhx56SA4dOiRr1qwRi8Uib775ZqKG0K5wx/fss8/K5s2b5YsvvpDPPvtMlixZIgBk48aNiRpCUNXV1b7/fQGQZ555RkpKSuTEiRMiYvy5Ewl/jEaavwULFojdbpeioiI5deqU71NXV+drY+Q5jGR80Zo/BjRxUlBQIADafAoLC31tAMirr74qIiJ1dXUyZcoUueSSS8Rischll10mBQUFUlZWlpgBdCDc8YnordtLly6VnJwcsdlsMmHCBDl48GD8Ox+C8+fPy9y5cyU9PV3S09Nl7ty5bbYYGm3+XnjhBcnLyxOr1SrXXnut37bKgoICmThxol/7oqIiGTFihFitVhkwYIC89NJLce5xeMIZ35NPPimXX365JCcnS8+ePWXcuHGyZcuWBPS6Y81bXFt/CgoKRKR7zF24YzTS/AUaV+v/bzTyHEYyvmjNn/J2gIiIiMiwuG2biIiIDI8BDRERERkeAxoiIiIyPAY0REREZHgMaIiIiMjwGNAQERGR4TGgISIiIsNjQENERESGx4CGiIiIDI8BDRERERkeAxoiIiIyvP8HzQhnhiRD/ZsAAAAASUVORK5CYII=", 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