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p01.ipynb copy 15
643 lines (643 loc) · 596 KB
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p01.ipynb copy 15
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{
"cells": [
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"plt.rcParams['figure.figsize'] = [11, 7]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x1a2e795fd0>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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5ZPQlGMpA13Q27tvIlLFTYo2dpOs2WSRyrfr/Al/t7iqspmnjgD+E7BoL3K+Uqkxg3xJCTWN7jdlOEkBBR61ZV1MbpflZfd4vQUg1PH4PG6o3sKF6Q9j+H/l/FPy3rqDY7wefH/Cbr8DinIpDywIJQkpiGNByBHwesDshexj0oth9IAv4jetuDO5b9ekqANZftZ7hOcN73WUhjYlDj/HMq92dexMZ6yrz/iAnwXNqquPxe3hk8yM8svmRsP3lY8qT1KPUJZEq+BRo6e5JSqndSqmzlFJnAee2t7Eqgf1KGDUNZhxsYRcxs/nZ5udSa1YYrHQZ32QYcHgX/PZyqDzd/H14l7lfEAY6faRviRsUekQS51vRrJAQBuEzg4yd+EmkMftj4J+apj2padriwE8327gM+FQp9UUC+5UwDjS4GZppJ8Nu6/S4/GxzZVbiZoXBSpfxTS1H4PfXQsM+c7thn7ndciRJPRaEBNJH+pa4QaFHJHG+Fc0KCWEQPjPI2ImfRLoZPwm8AWwHevqq5HvA85E7NU37AfADgNGjR/e0f72mJo6yPNDhZnz4mGQ0Huykinb7m9C6s5bxTT5Px00pQMM+c7+QEgxW7SaEPtJ3l+NKEN1akcT5VjQbP6LdThiEzwwyduInkcasTyl1V09P1jTNCXwDc4U3DKXUU8BTYAbF97iHveRAvZuiLuJlAfKyHWjA4aOyMjvYSRXtJoPI+Cafz8vh1kN4DR8Ou42iby+jMTMTT3YhzpY6CresRLeL+0yqMJi122vsTsgf3fHwNWoCXHIPKD80HcLIKqLO0xD1gGKV4AaI2idxg7ER3VoQqUeAcdNB06Bhf0rEH/oMHy63C6/fi8PmoDireNCVIBHtdoLdaWr2rGshqwDc9bD1eXN/GuM3/Hj9XvM35m/dJsZsJImcKTa0v1V6BQhacUqpujjPnwZsUUodSmCfEoZSigMNbk4altvlsXZdZ2iWgyNNYswKApiG7J7GKuZtmEdNc00wxfzaT9ey/K3lpvvM5YsoyypKaOyDICSF7GHwvedNN7jc4XDZg7D6dmjYh3HqlVRd/hPmvNkxFhZfupiT8k/i04ZPmfPGnLD9TpuT2X+bHbavrKBM3s4L8ROqx4Z9plFwyXxYNs3czh9tfj78tIQbtIHSPJG6DtWwz/Cxp35P1P3hlIJTBp1BK8Qgq8jU7As3dGj26mfN/WmK1++lqiH6uaksvwyHzZHs7qUUiZy1rqM9bhZ4v/2nO3nFr8XCxThVONrqo8Xjp6iL5E8B8rMcsjIrCO24Wl3BCRnMbJbzNszjm6d8M7g958151HkaktlNQUgMum4aBre8Bt9ZHjRkAerOqQgastCu/Tfm4HK7gg/8ofurj1VH7atrjfcdsSAQrse5O+CKhR1GAfRp/GFda52lrkM17HJb3x9c7m4VxxDSGXdttGZfuMHcn6bIuIifhL3yUkqd2NNzNU3LBr4O3Jao/iSamob2sjxxxMyC6Wp8RGJmBQEAr+GzLM9g02xh2z0p1yAIKYmuQ+4I040zxL3Tk11oORa8htdyf5Y9K2qfjBOh2wT0CFGaNPf1TfxhPKV5vH5r7XsNb8L7IwxQBmHMrC/Gc5PP8CWpR6lLwoxZTdP+HViplGpo3y4ArlVKLenqXKVUC5DSvgIdxmz8K7NVh5v6skuCkFy6qPkWGv9n1+2U5pSGTczlo8qx63aWTVlGo6eR1VWrJeW8kF4YhhmXePN6aD4CmypxttRFjYXSnFIcusNyv9vnDmuyfFQ5uqZT01QjCUGE+AmdrzXNdDXevabj8/zRfRJ/GCgvEqnr0LneYXNQPqqcGWUzyHPmBe8HDl1cKYV2BmHMrF23W44Lcb2PJpHfyK1Kqf8KbCil6jVNuxXo0pgdCASM2XiyGYNZa9bV1IZSCk3T+rJrgtD/BGq+BWKwImKuIuOkZn1lFovKFwVdZspHlTP7rNl8f/33w2JB8jPyk/2XCUJisBoj3/g1hVWvsXjyoqiY2eKsYhZfujgstvDnF/+cvIy8oDEQGDcz186UGFohfqy0ePWz5me713TM39nDEn7p/Iz8sLnfaq4vyixi9lmzo44pykzpNQ6hPxmEMbOFmYWW40JK80STSGNW1zRNU0opAE3TbEDavDI50NCKXdfIy4rvTWF+tgOvX1Hf4qUwjgzIgjCgiFXz7ZbXIHdEVJzU8o+Wm7+nLsdn+LDrdmatmxUVC7Jy+krJ1CqkB1Zj5OU70G9aS1luiWW5hWHZw7jvgvvIsmfR6Gnkl5t/SVFmEc9MewZDGeiaHjRkoSP+UMaN0ClWWnzhBrhpLUx7tE+zGTe0NbB061LmT5wfXF1aunUp9190f1CzjZ5Gy9hA0bUQJFbMbPszRzpS31ZvOS6emfYMJfaSJPcutUikMbseeEHTtKWAAmYD6xLYflIxa8w60eNcZc3PMg3Yw8daxZgVBgxWpUEsV3y6iF/x+D0UZxWHPcBs3LcRhcKGwh8RCzK+eDw3n3Ezbq+bg8bBQVmWQRigxHK3NwyY8nCHS9ymSvN4pdCPfUmx3YmRNZw6TwMHmw/itDkxDIPbX78d6BgTo3JHYSgDQ5nl24uzisPGjsTQCl1iNV/nDgfVRfUXC20bWnSpqM68Ajx+D7Wt4Ul6altrwzRrdb94evvTtPpaw9zpoXvXFtIInwdO/BpceCfoNjD88Nav0jpm1uv3cn7J+cw8fSY2zYZf+XlmxzMSS25BIp8W78Es9vxvgAb8FfhtAttPKjUNbopy4nMxBijINldwjxxr41R5gSIMAOIpoRDEqm5hSMxVpi2TuefM5b5N9wXbenzy4zzyziNsqN7AksuWBF0nxxeP585z7uSBTQ9IWQZhYBHL3X7YqWaM7Pp7O/Z/cyk4smD5FTFL9DxR/gTlo8qpba3lznPu5Lldz3HdadeFjckFkxZQuaWSba5tQHT8oSBEYbOoe3zZg0EtWpbmsdC2cf0qqnR/fPeIdjLt0feCBZMWkGnP7PKYwy2HmbluJqU5pSz9+lI8fk+3ri2kEc4cOO8WeO67IW7GK8z9aUqOI4drTr2G21+7Pew5Kseevn9zT0nYDKCUMpRSS5VS31FKXaWUelIp5U9U+8nmQPvKbLzktRuzUp5HGCjEU0IhSKBuYf5oczsi5srwe4IPJoG27nrzLmaUzQBg6YdLWTBpAaU5pdx8xs1BQzZwrKSfFwYEsdztmw7CHyrC9/95NrS4Oi3R88MNP+TuiXcz+8zZPLDpAWaUzYgaG/dtuo/ZZ84GCD7QSwyV0Cm6DWYs6ZivL7knrFyUZWkeC23XNX4R/z2iHcMwou4F9226D8Mwujymzd8W3K4+Vt3tawtphKcZXrgxws34RnN/mtLmb+OuN++Keo4KjAuhg14ve2ia9grwFLBOKeWN+GwsMAv4XCn1dG+vlSy8foPDR9s4/8T4A80LsgNuxiI6YWAQTwmFIKF1Cy2yGXtilBnJc+YBsM21jcotlSyb+jR+w5CyDMLAJJa7vd9rvd+RHdyMVaLHptk4Me/E4HixOmbM0DEsm7KM0txSSnJKZGVK6ByvG15/sMPtPWdY12VOLLTtyciJ/x4ROMeIcV8xPF0eE5rNOMue1e1rC2mE4bPWbBqXqZHSPPGTiDvgrcDFwMeapr2nadqrmqa9oWnaXuBJ4P2BbMiC6WLsV4rhQ+N3M8502Mhy2DgixqwwQAiUUAilUxfGQN3C/OM7EjA0HYKG/Tg1m2VbjZ7G4LbL7cKpNBw2h+WxUpZBSHkC5SKu+R3MWmP+HjcddHvHKliA/NHgbQluBkr0hBIYb5n2zOB4sTrGa3j5yT9+gtPmFENWiMYwgnMxTYdMN+OckCQ5SlnrM7TMSSCUJARnW3P37hHEd1+JdUzo/cLtc3f72kIaEWtOTeNQpEBJw1BKc0ol/MqCXt8FlVIHlVLzlVInAd8F/hO4C/iqUurrSqnVvb1GstlXZz6AjBia2cWR4eRnOzh8rLUvuiQICacws5DFly4OTp7dcmEMxFf99nKoPJ3CHS+zePLjYW0tKl/E6qrVHW1PfpzCrGEUZxWzqHxR1LGSxVJIeQLlItbfC8unm78vmQ8frYFv/DraDb9gbHBf4ZaVLJ68yHK8Bcbi6qrVPDTpobBjHp/8OH/e82dxLxasiZiL+e3l4GsL1+nrPzXLmsQIEwEsQ0kK88Z0+x4Rz33F6pjI+8WoIaN6fn8SBj65w6M1e/Wz5v40pTCz0PLZSDQfjaa6ymaXYkyYMEFt3ry5X6/5u7e/4L4/7+DX154dd51ZgIde2cnQLAcv3HZhH/ZOiJOkF/tNhna7S9zZjCNpOmQ+NAXcgK75Hca+d6k770Y8uh2n4SO/ejsNJ16AR/lwanYKs4ah283VV5/hw+V24TW8OHSHZDPuIOm6hYGh3aQQqXswH7KmPGxmL54013TpzBsFQ9rfsIdkhzWyiqjzNFiOt8BYNAwDv/LjV35smg2n7kRpaiBkck26dgelbq00WfEirPmP8H3jpsMVC81V2lileRKQzRjiu69EHpOfkU9DW/jYgH7LZizaTTUaq+HtJ+Hsio5sxh+shAtuM+fXNKXN10Zda12wpGFhZiEZ9ph2SNJ1myzkaTEO9tW14LBpFHSzxE5+toNDkgBKGEDomt6zFdHI+KqsAvS3FlP81uKww4rn7oh2FcJ0pynJkbTfwgAjVsxsVgFUb4Y/XG/um7ujw1AIqYmoQ8zx1uOxKAxurDTpyI7et3uNWWM2//jYbQVCSUJ3EVuzMZuJQ8tWx1idI2NikOL3wluLzZ9Qzrs5Of3pJzLsGYzMHZnsbqQ8YszGwRe1zQwfkhl3jdkA+VlOth9o7PpAQRiIhL6117Tw0g/uerxTF+L66nR8ysCu6RTvXIMjJCarx6vAgpAqxCpR5a4P37aHvwgNXXU1MGvIdrX6JONFiAsrTXpbrHWqaWZcbayVWQu60mHQy8bvxWGz9rIRLQvdxuaw1rAtvXNreHxmnebAymxRZhFOu8SJRyKzRxx8UdvC8CHxuxcHyM920Nzmp7lNMo8JaUZkXNar88PiWbxeL1VlFzNr/fe5YtV0Zq3/PlVlF+PNLDBPb69pW7GmgikvTaFiTQVV9VUYyujsqoKQWliVqLr6Wdj6fPh2Vkcm/ID2f/rPn/LZ0c+YuXZm2Bj44ugXUePCZ/hkvAjxYaXJgrHWOn11fkdc7eFd5rzeCV3N2z7Dx576PcxcO5MrVl3BzLUz2VO/Jyz7qsz9Qo/IGWEdM5szovPzBjAen4dPGj9h1rpZXLHqCmatm8UnjZ/g8UkG70gSZsxqmjZJ07S/aZq2R9O0zzRN26tp2meJaj9ZKKXYV9fS7eRPAMXt8bVfNroT3S1BSC6RNQh3r4GNC+GmtTB3B66xFzJvQ3gNzXkb5uFqrQW6WdNWEFKV0BJVc3eY+t/+Epx1rZndeMrD5rhw1wZPCWjfqobsnDfmUH2sOmqfy+2S8SLER6Qmb3kNCsdG63TjQnPeBus6sxZ0NW+73C7reT+kZrjM/UKPaK0z59brXoQ7Npu/t79k7k9TaltrLcdTbWttF2cOPhLpZvw/wDzgfcCfwHaTSm2zhxaPnxHdKMsTIGDM7q93c/LwIYnumiD0K2GuYQryzr6B2jO+jddmw+H3U7z9T9jbE8rFrI+mfNQ0mfvPLzmfS0ZfQp4zj0ZPI09vf1pqBgoDh8jkOENGwtHq9riuiGOnPRr8Z6Cec6waskMzhlJZXsnInJEMdQ5FQ8NQBueXnM+qT1eFHSvjRYib0PjXhv0dhmyAyDqzFnj8Hoqzipk/cX7YvN3qa6WmqQa/4Y9ZF9PldgX1ajX3G4YRPEZcj4UofB7Y/08YPdHMSeCuN7d9P0h2z/oMqTMbP4k0ZhuVUmsT2F5K8EWtWZZneA9WZoe1uyZX18vKrDCwCbiGBd6oz/rKLKadfiXz3vh3apprginjT3n3v7H/8wns/7GT0pzSsIm4NKeUzxs/5/bXbw+WGHnywyfZUL2B0pxSFkxaQKat++NMEPqdgJt9wDsh4PLmc1vHddmja2oGashGjpE8Zx7zN84PjquHJj3Ec7ue47YzbwMIGrRSY1OwxEqb33veXJkNxDdorv0AACAASURBVMTaYsR6d6GnTHsmc8+Zy32b7gvqc8GkBRxuOczMdTNZctkSS00rpahYU0FNcw3lo8q57czbuOvNu4Jt/Pzin9PsbWb2a7OD+xZfupiygjIxaAUTRxZc9iCsvr1D1zOWmPvTFIfNYTmeHGkeJ9wTej1LaJp2jqZp5wAbNE17TNO0CwP72vcPaPbVNQMwYkj3H7Lzsx3YdY0D3TVmfW1m2nFBSBEiXcO+eco3rd3JJtwIQPGW56Lqoy2YtIClHy4NHn/Xm3cxo2xGcPu+TfdhyEqTMBCIdLNv2Acv3ADeVuv6siH1O7uqIfv45sfDxtUDmx5gRtkM7nrzLmadPit4rNTYFCyx0makC7FuMw2BUJ3OWGLu7wTDMIKGLHTM221+s2rD0g+XsmDSgjBNV5ZX8th7jwXPCWg5tI0f//3HVDdFu9eL67EQxNfWYciC+Xv17eb+NEVHjxpPCyYtQJd0R1EkYmX2lxHbE0L+rYBLE3CNpPFFbQsaHaus3UHXNIpzM6iub4nvhMYD8MoP4ZPXIGMITPwBXHJPVCZMQehvAq6RAWyazdL9xWszH4YcG35GGbB86jJ8hh+bbuPujXezzbUt7Pg8Z17Ytsfw9u0fIgiJIFZJHpsDXnvAjJXNKoD8MTD0uLAssbqmU1ZQxv0X3Y9hGCybuoyaphoaPWbm+w3VG8KaDXVJdugO1l+1XtwwhdjE0maoC7HXDa8/2KFTd725/Z3lnTbtMTyW875DN1eKtrm2UbmlkmVTl+FXfhy6Ax09TNOx3Ouz7FlR+8SNXgjij6HrNNZIm7+Nyi2VYW79lVsqeeTiR5LdtZSj18asUqocQNO0sUqpsIRPmqaN7W37yebTI80MG5KB096zh4biIc743Izd9fDMlXDsSzj9Kjh2EP7+C6j5AK79vRi0QmKIjPOLKMdg+H3UuY/gMXw4dTuFWcPQbXacNiflo8qZUTaDPGcedt0ett3oaWR11WrsuoOaW9bjbKmjcMtKRjIThpbicrvCkoAAQVfL0G10HVfTl+RnFtPgbZT4KSE1CS1/MmoCTJoLOcMgM9/8/A/Xw7jpcMVCOHoAw5lDndGGAeaPUui6jo6OhsaKnSvYUL2ByvJKS7eygswCykeV47A5gvWYDSUxhoIFdqepvbOu7TBUtz4f/gxhd2IcfxF1I07Fo9txDh1B4fEXoTuyoOlQzPtDwEU+VJ/lo8opyCxg2ZRlwfuA0+YM1oN1uV1h58Ryr3f7wp+TykeVo2s6NU01XZatEgYBNoe1rtPY5TZQiieUosyiqFJXQmJjZv8IRLoVvwicm8Br9DufHD5GaX7PffKH5Waw48DRrg/8631Q/4X5pnTEV819e9bBW7+GdffAlYu6dV2v31zhEt96IUgXsVSG30dV/R7mvDmvI25p8iLKCk4hPyOf2WfNDroW/2jCj8K2AzGzb+zbyCObHzHPvXwRZVlF6HS4VgZclQPHL91quh0H3Gfu3jifosyiqLYlfkpIKQLlTzY8DOffBi/f0TGmvvFrqHoNzrgKlk3DOPFrVE36N/7rw6e47rTrghmMQ+NhZ581G4Cntz/NgkkLwmISH5r0EE+8/wSzz5pNYYb5QB8Zwy5jRAiSVQSXzDfd3kPjuUPLQ2UWUnXu95jzxh0hc/3jlHla0J+ZHjPWNs+Zx6LyRcG5uXxUObPPms3tr90eNq/nZ+QHrxU596+uWh3WRkC7oYZyoN2Za2dGHTP7bxJXOyjJGWat65xhXZ87QCnILLB8zipoL3EodKCp9uyjPW5A004FvgosBO4O+WgocLdS6qu9ukAEEyZMUJs3b05kkzHxG4rT7l/HZV8ZwQ0XjOlRG3/aUs2L71fz8X9OJdMRIx7l0C74zYXw1W/DhJvDP3t/Gex4CWb8F5x9fZfX8xk+fvXBr1ixawVKKa77ynXMO2eeGLWgJbsD/aldS5oOmfUEI5N+3PIa5I7A1fQlFetmRb0xXzl1OdgcwQQeAJXllSx8d2HUsfMnzmfuhrkd505fGXxDH5YN2eYk35FHQ6uLVsPH3qOfs/TDpaabWoy2Q9saRCRdt5AC2k1FDAOO1cCyadFjatarsPwKaNiHa85mKt64g/kT58ccMwvfXcjyqcvxKR+Ztkx8ho+DzQepa6vj6e1Ps821jdKcUp6Z9gwlOSW43K6w8RhoK8XGSNK1Oyh128U8D8Se6y/9L4oXnxvzvIPNB3n47YeDHjkFmQVBQzasnQgdRs39Gfk0tDWErbBCx6qrrulBQza03fsuuI/bX7+902slCNFuqtGwPzinBgnMtfnHJ69ffciXTV8yy2KcLp+6nJG5I61OSbpuk0UiVmbHAVcC+cC/huw/BtyagPaTxoF6N20+g+N6sTIbqE/7RW0L40pilOf5xyIzI9vp34n+7Owb4cgeWPdjOPlyGFLS6fUWvb+IFbtWcOHIC9E1nWd3PUtjWyMLJi1A0watzgXoMpbKEyMNvMfwASrss1hxT1ExsCHxLLqmRz10FOeOpObo/rAHlFhtS/yUkFLoOihlPaYMX3C/R7d3WoonsF+hOH6I+VC2/+h+blx3Y9Sx3vaY8sgY9sDnMkaEeGJmY871kQmgIs7z+r1sqN4QjIFdNmVZXDq0nPstDNDAvpqmGomrFcIJmVODBObaNEVK88RPImJmVwOrNU27UCkVWV1vQPPJkWMAvTJmR+aZxuxeV5O1MdtcC7v+DGVTIHNo9Oe6DS68A165A169G655Nua1Nh/czIpdK7j0+Eu5/jRzFbcoq4iXP32Zi0ovYvrY6T3+O4QBSmiMrKZ1WjbEqdstY5mcuh0iUsTHinuKjIGNp3RI5HUbPY2W8bhShkRIKQzDHFM3r4fmI7CpEqo3m2NKt8O46RjNh9BtDlZMXcHQjKExx0xgrARWsNBgyWVLgt4KgWMDiXasYhelVI8AxBUzG3Ouj6yiEFFWymFzhM3NBZkFCdNh6OqtrumUjyoPSxxlFVcrmh9EtM+pUbpO4/jR2LlJ0vdv7imJ/Eau0zTt2oh9jcDmdoN3wPHJ4SYASvN7XvtyZJ5pCH96pNn6gO0vmNnYTpkSu5G842D89+CDZ+Hzf8AJ/xJ1iFKKX2z+BQUZBXx33HeD+79x0jfYfmQ7C99byOTjJ5PjyOnx3yIMMCJjZMdNN2NMQmNOQsqGFGYNY/HkRVExs4VZZhKQ0LinrQe3RsU9LSpfxNpPzVLTwXOd+Z310PK6Ww9utYwTCY3DEoSkYhV//o1fwztPmjG0a+/BuOx+qvxNzFn//WAc4OOTHw+rrxmImV186WLyM/Kj4mAXTFpA5ZZKXG4Xi8oXBVeurGLQpVSPAMQVM1uYWcziyY8zJ0SLiyc/TqEtp+OFp0VZqch8BuWjyi3jX7urQ6sY8EXlZp6QQB3yyLha0fwgI3e4ta5zhye7Z32GxMzGT69jZoMNadpTwKmYSZ8ArgJ2AscDnyml5ibiOv0ZRzD/jx+yfuchll7fuxxWt698n8u+MoJffPfM6A9/ezm01MK/Lu68EV8b/Pk2yBsNt75hrgiE8PaXb3PrX29l1ldn8bVRXwv77LOGz1jwzgJ+eM4PueWMW3r1twxgku5j3e8xMFaxU4EMq0p1K5sxRL85D42dCrwxvPfsORgtrmA2Y/3Kx4PxVp0Rel1dtzPTKp4rteIB+4uk6xYkfiuKWHGJ170IL/87VG/GdcOfqPggPEa2fFQ5Pz7/xygUumZmM9Z1ncLMQupa6yzjYJdNXRZ00wx9Ix8Zh5iCmV2Trt1Bqds4YmZpOoSx6dfUnXejmc3Y8FH43gr0i+4w/9diZDO2itUuH1XOvRfci6GMHuswVgz4M9OeCWsX+i2bsWg31Wists5PcNNayBuVvH71IQebD1rGjgdyJ1iQdN0mi0SuzJ4MXKqU8gFomvYb4K/A14HtCbxOv/HJ4aZercoGGJmXxWdHmqI/aDwA1e/B2Td03Yg9A86sgH8+Ybolf/VbYR8/99FzDHEO4cKRF0adOjZ/LGcUn8Hyncu5/ivXk2nv/d8kDACsYqd2r4Fpj8ZMmKDb7BSHJBaIVf6jpqkmLHYqwI/GXUfpb00vA2PUBFzKh+fo/ijDuLPrxoqXktgoISlYlbOKFZfY0l5+6prf4Sk+Kajj8cXjufmMm8lz5qFQlOSURD2Ex4qD9Ss/Tpsz6nirOERhkBKqUeW31KZhGNQdq8GjfDg1G4WtdRQvnhB+3Pk/6DSZjsfvoTirOKzu5dPbn8ZQBqW5pT3ufiztW7Urmh+k+L0x6symb216r99rOS4CuROEDhL5Sus4INSHNQcoVUr5gbYEXqdfUEqZxmxez+NlA4zMy7R2M/7kb+bv0dEGqCUnXQr5Y+C1h8IG8OGWw2ys3sjXjvtazKzF006cRmNbI+s/X9/d7gsDlUAtzFAiYqA6I+D6VbGmgikvTaFiTQVV9VXmm3LdjKENpTSnFGdLnXnuqAlUTfsZFetvZsqqK6hYN4uq+j0Y/q4TFwRcyaLaltgoob8JuBP/9nKoPN38fXgX2GKMLb8XLr0f1t+L89AuSnNKGV88njvPuZOF7y7kpvU3cdO6m4LjKJRYut9Tvyds7AlCGJEade2J0qZx6pVUeRuoWH8TU1ZNp2L9zVRN+jeM0AoJcdwbMu2ZzD1nblDLC99dyNxz5vb6BbnM+UKX2DNiPM9kJKc//YDDZv2cFcidIHSQSGN2IbBV07RlmqYtBz4AfqFpWg7wWgKv0y8cOtrG0VYfowqye93WyLwsGt1eapsibPpP34CcYsiLM624boNzZkL9Xtj6XHD32r1rMZTBRcddFPPUcQXjKMkp4YU9L/TkTxAGIoFamIEbgEUMVGfUtdYFY5jAfCM454051LXWUej3s/jCh4ITrRlz9UsKt6w0zy2/lzlvPRB+7pvzqHMf6fK6gXjAsLYlNkpIBi1HOuJiwfz9+2vNuThybF39LDgygzVnC//3lyy+4AFmnzk7WFsWwsdRKFa6f2jSQzy9/emY5whClEY3PgozloRps27aw8zZMDdiPv4P6i6eFzwmnnuDYRjBGsiBdu7bdB+G0buXLDLnC12jRemaGUtIZ89aGzYWTFoQNi4WTFqAjRhlPgcxCXMzVkr9j6ZprwITMdV1r1IqsD5+d+wzU5NdX5pZWU8o6r0xe3yhubq7++AxLjq5/S2S4YfP3oRRE6PiXztl1HlQdDL843E4qwJsdv7y2V84ceiJjMyxrDsFgKZpTB41md/v/j2763YzrnBcL/4iYUCg62bB+1teixkD1Rmdlf/QvW2Urf0JK7/2H3iyC80Y2U2/QZ/yMFzwb3gKR3dS5qeLbms6ZQVlrJy+MpXjAYXBQCx3Yq87emxlFcHR6uDxevVmytb9P3Kueiru8iUB3bt9bvbU7+FXW34VzGYsrvaCJZEard4Mrz8IN6yCYwfBXY8norQatOvJ7oS5O+K+N3iMGPcEo3e6lDlf6BJfq6nrKQ93ZDN+/UH49m+T3bM+o9XfSuWWyjC3/sotlTzytUeS3bWUI9H5nXXgSHu7J2uadrJS6n+7OknTtHzgt8DpgAJuTnaZn4++NMvyjE6AMTumyPS+3vXlUS46uT3e48AWaG2E0rO715imwfhrYMPPYOcqvhz7L3xc9zFXn3J1l6deVHoRL1W9xIt7XuS+C+7r7p8hDEAMZVCHgUcHJwaFykCP0yEjZvkPBeh29JwRFD8XksB83HTM4QtONOvyOnGmlNcVFPv94PMDfrPZ9H0BK6QqAVd9q3JWuh6e3MzvA80WdbwdWDF1BXVtdTy9/Wm2ubZRmlOKjoZx9Et0XQ8aEoE4WJfbxcJ3F0aPPXG7HHxYxWyHGp1WGm06DIc/gj+YbsTOOe9bzuW6bqcGf8e9wW9A00HTXd7mgNwSCMlz4LQ5+6xsmsSAC52i201d/yHCNT6Ny9Q4bA6KMovC9hVlFombsQUJU4GmaY8C12BmMA74nCigS2MWeAJYp5T6jqZpTqD3FmQv2VVzlBFDM8h29v4rystykJ/l4OODxzp2fvoGoMFIiwzHXXH8+Wbs7N9/wd+d5lc9ftj4Lk/LdeYyoWQCf/nsL9x93t1k2NI31kAwMwRX1e+JKrVTVnBKzERMoViW/7jwIQr/cIN5U7m6vebx7jWmIXvJfHjmX6FhH/lTHrUur5MZx8OKVdmT7z1vroTFuaosCAkhqyi6nFVEmRPANGQP7YCNC80SPS/fgZE7nKppP2PO67dHleK57rTrePidn/Pv475H2T/+C33yj8P0LaV3BCC+uTAQThJ6zNXPmloEyB9NoeaMKsWzqHwRD7/zSEfpm/JKyvwa+nPfDW9nxOlBgzY/I1/KpgnJIXeY9VycG1/Y1ECkMKPQcrwVZsh9IJJElubZDYxXSnUr2ZOmaUOBD4GxKo7O9Fe68smPbWD4kEzmff2UhLT387UfYRiKv8y52Nzx9FRoPgJXVvaswc/ehL//gjvP/j/saHPx6MWPosXhrrzTtZNfvv9LFk1exOVjLu/ZtQcmSV/X6+9U+66mL6mwKnEzdXlYxuLOCJb/8LXiPLybwg0Po1e3/w35o2HWq2D4zLejy68Irg64rnueim1P9Ky8TjylJQYPSdctDOIyEU2H4JV5cNa1Ha5tW5+Hf10UrsXQshGjJsCkubhGnkHFa7dFjYElly/h/k33B1doV47/IcWv3hOl7wFQeqcrkq7dAa/beOfCyNXbrCJw14at5hqG3yx/pszyZwFDNkBpTikrz55P8bPfDr9WSOmTWCV00rBsmmg31WjYD2vviZ6LO6nOMNCR0jzxk8j1+c8AB93PXDwW0zV5maZpZwLvAz9USgXT/2qa9gPgBwCjR4+2bCSRNLX5+KK2hfNOSNzbj9GF2fx11yF8fgO78ppuxuOm9bzBEy7Gs3Ul79R/zAWjy+MyZAFOLTyVoc6hvLr31cFmzCaF/tZuKB7D1+O41QBB16+G/RD6kAMdD1iFJ5qfhzxwebILe15eJ1acok/iBfuTZGo3ZfB5TM+D3WvC9097NHw7tGxE9Wb4w/V4bllvOQbqW+vD42CzCy31LW6XPSOtdBvvXBjp8g5R27quUzzETCRTc3R/VFm1muYaPBk5YfsiS590lkdB6D1ppd1EY/is5+IpP0tOf/oBKc0TP4k0Zlswsxm/TohBq5SaE0cfzgHuVEq9o2naE8CPgP8X0sZTwFNgvq1KYJ8t2X3wKIrExMsGGF2YjcdnsNfVTJnnY/C3wfCv9LxB3cb7J12Eu/E9zrPH7+Jj022cV3IeG6s30uRpIteZ2/M+CF3S39oNxanbrWNeexJj0lnsoMXnzpa6rmOrYsWCdXUtoV9IpnZThlha1DTzBU5AtzZH1HHOtmbL8dfoaQzWnS3MKER3DME49Up00XdCSCvd9tFcGPPe0BZRQjB/tKntwHl9GDMrpJl2E41utx4LaR4zazXeJGY2mkT6LL0M/CfwT8zV1cBPV1QD1Uqpd9q3/4hp3CaNXe3Jn04oyuniyPgJTQLF/vY/dVgvjFng79lZOJXi0r1bunXexJKJePweNuzf0PXBwoClMGsYiycviiifs4jCrB7EmHRV5ifi8/zP32b2WbPD6hHOPms2+Y488/hY9TsNo9clhQQhYVhp8epn4dX54brNGWHuDzmucMhxLC6vDBt/i8oXsfXg1mDd2RvX3cjMN/6dqst/ghEZhysIfTQXFmYWs3jy4+H3hvJKCoccF6313A53xnxHXufzuiD0FYGY2Sh9pu9zQVFmkeV4i0wKJSQwZhZA07QsYLRSanc3z/s7cItSaremaQ8COUopy3I+/RFHMP+PH7J2+0GevOHcuN13u8LnN7hp+XvccvFYfnR0Aex/D67qXUrxK997kGL3MZZ9XsW2a1fgGWrpQx+FoQzu+d97OK3oNJZcvqRXfRhAJD2WIBkxMIbfZ8ZJGT6cup3CrGFxJX+ybqyLrJohn7tsNirW3xQ7XrerWLCurjV4SLpuYZDHb4VqUdNMQzbU1S2g26yi8EywjmyMl++k7pyKYPmq/M/fxnXRvzHTKpZd4g4TTlroti/mwqZDGJt+Td15N+LR7TgNH4XvrUC/eB54W2JmM05EHoYBgmg31Wishl1/gVOngjJA0+HjdXDalcGY7nSjBzHqSddtskhkNuN/BX4BOIETNU07C/ipUuobcZx+J7CyPZPxZ8BNiepXT9i6v4GThucmzJAFsNt0jivI4uMvG6H2HRhxWq/a2+928YX7MBcXT0R9XsWIHX9m/0Wz4zpX13Qmlkzkr1/8lYbWBvIzJRNhuqLb7L17yAh5kPI5c3Bh4NXBgZ8iw0tj27HwBDXtcVqeo/s7j9ftKhbMKgYsQRiGorbZg8fnx2m3UZTjRNcH7T0g4aTV92sY4K4zdan8gB0uudtMQrKp0oyPDejWZg9/qGrYj/7xXyj++C/hTV5wq8QdpjgDTsN+X6cldaLwedDfWkzxW4vD95//g06T6cTKw+BWPvYf3Y/D5qA4qxh7Alw/0yABWp8y4DTaW/xeOLwdTpoMug0Mj7k9bkqye9ZnSIx6/CRyZngQmAg0ACiltgInxnOiUmqrUmqCUmq8UuqbSqn6BParWzS1+ag61MRJwxLnYhxgTGE29TWfQPNhGNY7Y/Yf9TsB+GrRV6gvPZNhH61B9zR3cVYH5488H7/y89cv/tqrfghpTIgrsG/jI+xp+ZKZ62ZxxaormLnuJqoaP+Wn//wpU16aQsWaCqrqqzCUWSoqEJMVSli8biAWLJR+iIs1DMXuQ8f41pJNTHp0A99asondh45hGBKelAjS6vs1DKj7zKzXufwKeOJMWD4NPC1mFs1L7zczF8fSbQyNO2wOy7EhcVCpQUppuLNwjACBslDLpsHis8zfh3aY+2PRw/k31rz+eePn5n1h7Uz21O/B140kg1YYyqCqvoqKNRWW95fBTkpptL/IGALn3QLPfRd+PcH8fd4t5v40xaHLvSJeEmnM+pRSjRH7BtzI2lbdgAJOHp74xEhjinI4sWWHuTH81F619b+1OxjuzGdERgEHT5qMzetm2Edr4z7/+CHHMzJnJGv3xn+OMMhoORKsXei6eB7z2msUgvl2cN6GecwomxHcnvPGHOpa64A44nWTFBdb2+zh1hWbqa53A1Bd7+bWFZupbZY3nYkgrb7fliNQ/xmsvr3Di6BhH/x5trky+/IdcMk9sXUbQ+MKnQWTFoSNjQWTFpDIkB+h56SUhkPmYMD8/ftrzf0Bmg521N4MHPPCDeb+WPRw/rWa1xdMWsDSD5cCHfcFl9vVoz83QF1rXbDGcqDd0PvLYCelNNpfeN3wwo0ROr/R3J+mKKXkXhEniUwDtkPTtOsAm6ZpZcAczGRQA4oP95v2+EnD+sKYzSZD34PPloU9f0yP22n1e3i3YTcXF54OQEvB8RwrGsuI7as4dMa3TBeMLtA0jfNKzuOVT1/hcMthhmcP73F/hDQlxBXYa7NZurvkOfPCtgPuL7rNTlnBKaycutw6XlfXYfhpZqxhP8bFenz+4ANAgOp6Nx6fv0+vO1hIq+/X5wFHtrU7fFaB+bv4FMgbba3bGBpvazpA5ZZK5k+cH8xQWbmlkkcufqR//i6hU1JKw/GU5gktCxV6jL+T8h09nH8j53V0G3dvvDtYagoSUzpE3Cs7J6U02l8YPmud99ILIJVp87fJvSJOEmnM3gn8BLMsz/PAeszsxgOKrfvrKRmayZDMxC/jjynM4Ti9ii+zTuH4OAzOWGxurMKjfIwfekJw38GxX6PsveUU7P0H9SddElc7E0sm8vKnL/O3L/5GxVcqetwfIX0Ii1Oy2yk89Ur0j/+Cw++PWWYkdNtJR8kSPauIYnQwMB+SIuOd+igutrNYIqfdxqiCrLAHgVEFWTjt8Y3HQRen1E06+34jv7uCLAf1bm9yv8vOkuvYnWYynEA5iFETYNJcyB8DWfnww+1mQihlAHrstkI0bigDu27H5XYxd8Pc4P7SnNKExBkKvcdKw//ntOFomsaB+pagVoG+nwvsThg33fQEyCoAd73p4h7qDmxzRB/TcMAsWVK31/ydWwL2iGeaHs6/oXkYDjYfjFqFLc0pxa7ZqWmq6XGsq9PmtC4dJCWAAFOjt118At+ZMBqbruE3FH/cvC/u+9iARLfDlEejE0Cl8bwp94r4SdgyiFKqRSn1E6XUee3xrz9RSrUmqv3+4oN9DX0SLwuQp7sZp+9jp1bWq3b+XrcTp2ZnXE5HspGGkafTmlNMyYcvQpwuCKW5pYzKHcW6vet61R8hPYiKU1o3i6rL78U49UqK/76IRRGlHBaVL2J11erg9uLJj1O4aUlHbNehHfDKvNixXn3xN3QRS1SU4+S/b5zAqIIswDS0/vvGCcGH0960LcT+fguyHGHf3U9WbePjZH+XXcUjZg+DgrEwY4lpLFx6P6y/F568GJZPh/q9sPYeU+c+b5exjYHx9dyu53jcYiylWSbjAUukhv/PacOZc9kpXP3kW2Fa/by2ue/1m1UEl8w3dbd8uvn7kvnm/gA5I8KP2fcujLnAjPNefJb5+/BOU6MJpjirmEXli6K0/PN3ft6rWNfCzEIWX7o4PEzl0sUUZhYm/G8YiORn2rnyrFHctPw9Lv3lRm5a/h5XnjWK/Mw0NnJyh5m6fuZfYfHZ5u8xF6R9aR6r8SWleaLpdWkeTdNeoZPY2DizGcdNX6YrP9jYygU/f52ZF45h6umJTzM/9MtNfPW1G/iR48c8ct2kHrWhlGLae/dT5BjC3BO/GfbZ8M/+wZjtf+KjGZU0jTw9rvZe+fQVVn2yir9952+U5MRX2meAkvTls1RPtR8zDfylv6b46CF8mQW4cvLxKgOHbqNoxys0Fh4fLDtSuGUl+pnfgz9cb56cPxqmPBy+HSi900ccOdbGt5ZsiloZXHX7JIYNJ4h4vwAAIABJREFUyQB6vroaT9t9QNJ1C93TrtX3W9vsCfvunrzhXP7zL7v6+7sMp6vyUOYfY2Yz9rpNoyDy2CkPm0bErFetPw9pK3R8feukbzHz9JnYNBsZtgyKs4px2NIuqUfStdvTOTdUw5qmcfWTb0Vp9T9nnM5Ny98L25dw/caj0chjbn/HTI4Tec6sVzvNVNxTfIYPl9uF1/Bi1+z8/J2fs6G6o4Z9T8tOJTmbcUprt6bBbanJF267kNL8rP7qYv/SsN96ju0jXacCLreLZ7Y/wzdP+SY2zYZf+fnznj8z84yZUpongkS8xvlFAtpICbbuN5Mo90XyJ4Ahrq0ArGs6kQd9ikx793X3hfswB1prmVw4Puoz1+jzOO7jdZRs+yOfxGnMTiyZyKpPVrH+8/XM/OrMbvdHSB9ixim11MLy6diBEoC5O8DXBuvmEzWdXvBvHf8OxBaGbvv6NuYpnlgiXdd69MA5KOOUeoDV9xv53eVnOZL/XcYTj6jrkFNsPkh1FjsbK54rpK3Q8bXq01Ws+nQVAOuvWp+OhuyAJlTDB+pbLLWa7bRF7Uu4fuPRaOQxuq1fYwvtuj34IrymqSbMkIWex7rqmi7eCjHw+g1LTfr8aZzteRDGzHr8HpZ/tJzlHy0P23/tadcmp0MpTK+NWaXUxkR0JBX4YH8Ddl1jdGHfuBnnurZSn1FKQ2sue+oNxg/rfnxDoCTPGUNOiPrMsGdw+ISLGFn1OhkN1bTld11IekTOCMYMHcPavWvFmB3kxIxTamnPIDlqgpm9VflBt2OceiV151SEr8y6Q6pq5Y8247dCt/u49E5vY2KT1Xa6E/ndNbi9yf8uA+VJIt/0a5q5IquHxMEGPos81l1v/tbtncY2GspA13RWTF1BXVsdT29/mm2ubRIHOACINe5bPOGGa5/oN5ZGbU5zRdbnMfUaeozhtz4nMs6us3jxHuK0OSkfVc6MshnBhDWrq1aLxhOMw6ZbatJuS+M6vLo9Pl2nETKe4ieNld99tu5rYExRNk57H3wtSjHkyAe4h54MwC5Xz97g/r12JyMzChmekWf5+eGx/4LSbYzY/qe425xYMpGdtTvZf2x/j/okpAeFznyLcjqPU7hlpWnIXvYgrPkPeOJMjHeeourye6nY9gRTXr+Vim1PmPG1+941G8sfDVc/az7Qh273ccxTb2Jik9l2uhP53b30/n6WXn9ucr9Lq/Ik3/g1vDrfjHf1+zriYDc+AleviD526/OmrnOHx4xtDMTKzlw7kxvX3cjCdxdy5zl3Uj6qXOIABwCxxv2Youy+12+sEjptxzris1+db2owcMwHK8O3A3NvaGxhPPVre0B+Rj6zz5rNwncXctP6m1j47kJmnzWb/Iz8XrUrhDM8NyNq/lx6/bkMz+2nEI1kkDusa12nGTKe4qfXMbP9TV/FHfoNxekPrufik4u5adKJCW8/49g+zvnzZA6c+n2+vuMyvjPOwU//pXuxDS3+Nv7ln/+X8qLxfK80dsbiEz74PYUHtvLhDc/jz7Q2ekNxuV3M/9/5/PCcH3LLGbd0q08DiKTHEqR6zCxNhzD+clf4auvet9AvuM1MKhYSr+K67nkqtj0RM76WvFHw7v/A6InhK1VXLDQ/60P6MuNwErIZJ123kBjtpmw242M10FgNzUdgUyVUbzYflG5aC8ummZq/5nemfi+7H/weyBwKaGYs7Qcr4YLbOo4N0B7b6LLZLGPRn5n2DMOzh/dnHGB/k3TtJmrOtRr30A/ZjM2Lh6+gajb47/JwrY2bbs6tgee5j9bASZNNl2PDb2r0/B90xBbGE4vbA2LmXehBzGySSXnt+nwGh5va8PkN7Dad4bkZ2PtiISZVaNhv6joym/FXpqd1zGw3x1PSdZss0nd9vptUHT6G2+Pvw3jZDwBw55/MiUNhp6v7b0DfbdiNV/k5Y0jnxvbBkyYzbN+7jNixmpoJN3bZbnFWMWPzxrJu77p0NmYFiH4wyiyE5kNmTULdjj7yTIr9fvD5wO+H1jrzASkiXsWTXdhpfC13bIa3FsNbEdef8rMedjt+I7KnMbHxXKu3bQ8mIpPo2DTQdZ2ReVnB7zPp36Wum/p+eoq5PWqCabgOKTEfmK5eYa6C5R0HF95uunQ+eXF0O+fdDN/8jfnSJmAQt8c2erCu0RxwPRZSj4Ch4PUbONoNBSutJkW/fq/pCTDl4Y4XhXvWdRiyhg/W3xN93nk3d/w7nljcHiD1YfufgbUc1QsCuo7U9rgpyelPPyDjKX56bcz2dzbjvmLrvgYATh7WN8Zs7pGt+G2ZtOWM4sShsOGAH0MpdC3+Fyl/r9tJhu7glHY30Fi0Di2hvuR0Rmx7iYPjr8Jwdh0DPLFkIr/f/Xs+b/ycE/JOiLtPwgAi4Fr2+2vNB5cL58AZV8ELN5jb46abrpFh23ebK7JTHg6LV3G21HUeXxsrbqsHiW4CJXFuXbGZ6np30KVv3IghCV8J6c9rpTNW3+OjV43nmX/uZd7Xx6XW9xmIS8wdbpbfefkOU7f5o+E7y0F3wIpvmvsqXrTWdW0VrPxuh/vxGz+FpsNgd+K02aRm5gDC5zP4+NAxZv/u/aB2l15/LqeOGNL/K1+Rc3b+aLhmJUx7DF6cGT1Pd6bR0Lk3VixuL3MaSH3Y/iGlNNpf2DqJH09TZDzFTyJU/wvgl538DAg+rG4gJ8NGSV5mn7Q/xPUB7qFjQbdx4lBo9sL+o/G/U1NKsbF2O6fljsYRR8B7zbivY/c0M2LH6rjan1AyAYC1n6+Nu0/CAKPlSMdDEcDZFR2GK5jJa6K2bzS3N1WaD+nt8SqFW1ZaxNcuMuNroZO4re6Xf6pt9gSNIjCzNt66YjO1zYl/O9mf10pnrL7He17axlXnHp9632cgLvGSezoMWTB/u2th1Q869m181Kw7G6rrGUvM/YFzXr7DbOt7z0P2MKmZOcA43NQWNBLA1O7s373P4aa2/u9M5JzdsA/+UAEtLut5GmJrVA8xZmPF4mb3Lv5QtN4/pJRG+wtNt9Z1Gnu3yHiKH8lm3M7W/Q2MLc5F68ZKabzovlay63ZRO+YKAE4cau7/qNbPmLz4BuLu5moOeRq4Yvh5cR3fkn88DSNOo+TDFzl0+jcxnNmdHl+YWcipBafyyqevMHv87D75HoQk01UJh0CZEavt6s3matOUh2HE6ejObMqyilg5fWVHHUBnPvqVj8PURzpcmG9aa7rF2RymIWvr/pTTnyVxpPxOYoj1PQZK8qTU96nrMPw0yMiNdr10ZIfvq94Mrz8Is9YQDE/64yxzf4CGfVB8CuSNBl1HB8oKysLHSv/WzBS6QUqVPYnlDuwIuZ9HztsBjd6wCo4dNN2QX38Qvv3bjmMCmr/ltYRmM9Y1XbTeD6SURvsLX6up41D3+khdpxkynuInYd+Ipmllmqb9UdO0XZqmfRb4SVT7fUmr18+eg02cNKxvSvJk1+1EVz7ceWYm4zFDzC9+V238D3Rv1m5HA8ZblOSJRc0pX8fedozhO1+J6/hJx01i/7H9bD2yNe5rCAOIgGtZgIArcIBAmZFY29WbzSytzmzIHYFus1OcVUxpbinFWcXoNruZPCT/ePO3bjONWN1u/u7GBOzzGdQ0uPmithkgmLUxQGQZDMNQHDnWxoH6Fo4ca8MwlGVbNQ1ufL7YN/xAGY7OriV0TazvMVCSB8Dj8cX9/9Ln6Do4ssL1DuBtid7XdNjUcv7x5phqOhz+uUW5iEDNzOBYkYeRlCVQ9iQUq7InXq+fA/UtfFHbzIH6FrzePnhBEzlng7ntbenYjpynwdTk4Y/M/AV/uN7c7qdaxqL1videjaYVut3U8R+uD9d1GpfmARlP8ZLIb2UZ8BvAB5QDK4BnE9h+n7GzphG/Uozto3jZYPKndmM20w6lufBRXfwPb2/WbufE7BLyHPEb3M2FY2gcfiolH76A7nV3efy5I84lw5bB6k/ic00WBhiRrmWRrsCBMiOxtrvjitaL0g+BeKCrn3yLSx57k4de2clvOinjEojP/NaSTUx6dAPfWrKJ3YeOYRgqqq2rn3yLjw8di2k4SfmdxFCQ5YgqHfHoVeN56f39PHrVeB56ZSe7jzTz4Ms74vp/6ResXC+ziuBbT8V2l++qvE8vS50I/U9xtiNqvvnN9edSnN1hDHq9fj4+3MQ1T73NJY+9yTVPvc3Hh5sSb9DGcgcuGNv5PG1VFi00xKOPSvMI/UNhprVGCzP754VFUhiEpXmE+ElYaR5N095XSp2radp2pdQZ7fv+rpSySP3Yc/4/e3ce31Z1Jv7/c64WW5b3NXacnSwkgUASIBAoW0tp2YbCQIe1TEtYviXfLtN2Ol3owHR+Q5kpLe2XtS0UaAs0lCmFlr2BEAjECVmIs5GQxXbi3YkXWds9vz9kKZYt2bItWYuf9+vlV+J7r66PfR8d6eie8zyJKG/ym3c+4a4Xa/l/1yymOAFvWme//VXym2rYfebPQtv+awN8clTxzrV5wz6+2X2E897/LpdXnMElFaeO6Gc72/Yxf839HFy2gsMnXTXs8b/e+ms2NW9i9VWrybYmZv1wkiR93nRKlOYZKpuxxQbOikAG4+B+R0lg3eBIp6KNofRDQ4eLqx5+L2wa1QXzy7nzkgUAgzIMN3e6ufyBtYMKyD9/+3K8fnPQuaqLHDx7y+lUFUYujZWE8jtDSXrcwshjt7nTzfeeD6yRLc/LoiQ3i85eL3XtLh5avYcPD3ZQXeTgBxfP55YnNwDDX5dx0f/5oVSgDIrFBj53oCRPpOnyQ5X3GWOpkzSX9NgdTZ/b0OHit2v3cuXSqVgMhd/UrKo5wI3LZ4Zis769h6sfWTeoX3lmxTImFw29pGfEBvbZwQ8T+28b2E8P7NcHxmyCSvNkkJSO3fr2Hp5495NBMXrDGTPiH3+poqsR1v4ykOujf8mp5V+VmD0m6XGbLPG8P9+rlDKA3UqprwL1QHkcz58wW+o6KHbaEjKQBchr/hBX/qywbTPyYU2D5qhbk581dPy93fYRACflj7z+bXfxdI6UzWHSpqdpWnAJpm3oN4pnVJ3B2oa1vH7gdS6eefGIf55IcYYxuOMfWPd14P7RvFCMofRDpPVAr9Y28f2L5jO1ZPDMhKHWufpMPeK1RVJ+Z+w8Pj+v1jbxam1gCu4zK5Zx9SPrwo4JrqHt/33S13xFen7E8pj+5X2C4lDqRIw/r9/k4TX7eHjNvrDt1y6bHvp/1H7FTEChlGgxOVw/PVQ97wSV5hHjw2fqiDF6Tb8YzTg+T1+5v/vDt5+2IjntESklnoPZrwE5wErgbuA84MY4nj9hNtUFkj8lgr3nMFk9h2ir/nTY9mASqJ1tfk6pHPoyrG7bSoktn+rs0RUdr5/3Oeav+TkVW5/n0OJrhjx2bvFcynPKeWbHMzKYFaM3htIPwfVAA+96RFsPZLdauGB+OVcsmUKhw0aHy8tzGw5it1pQfnNE5xLxEVwzG/y7d7i8Ea9Rh8sbekxaX5cElToR489mMSLGav/YtBoqcr+SKuWmhiPxmtashooco+kSf6MhMSuGELd3Dlrr9VrrLuAosFJr/QWt9brhHpdsR1xe9rX0MCtR62UbPwCgp2hu2PaZoYzGQ9+J6PV7eK99O4vyZ4w6w3B38bRAZuNNz2Jxdw15rKEMzptyHpuaN7G9dfuofp4QYyn9UJ6bNWi95UPXLaE8N/Ld0iKHjZXnz+HuF2u5+pF13P1iLSvPn0ORwzbic4n4GLj2eOO+Vu4YcI3uOH8OG/e1AhlwXRJU6kSMvzKnPWKslvWbuVWemxVxzWLaxK/Ea1orcUSO0RJHBg/sJGbFEOJ2Z1YptZRAEqi8vu+PAP+std4Qr5+RCFvrjgAwM0GZjPMb38dvddA7IAtxSTbk2wPleYbyQcdO3KZ3VFOM+6ufdyEL3vopFVv/RMPSG4Y8dvnk5Tz/8fM8vfNp/v2Mfx/TzxUT1BhKP1itBvMq8nj2ltPx+U2sFoPy3KyoxeDbXd6INfeev305ZXlZIzqXiA/DUMytyOP525fj8flRSoWtXa5rd3HbUxt4ZsUyrl02Pf2vS4JKnYjx19Hr47YB/cltwf7EFshqbrNZmFeeyzMrluEzNVZDUZ6bhc2WJlnPJV7TWqfXHzVGs7MzNLuvxKwYQjyj/jfA7VrrNQBKqTMJDG5PjOPPiLvNdR0ACctknN/4AT2FcweVJVEKpudDbdvQg9k3W7fgMOzMdQ6x/iUGPYXVtFeeQMXmVTQu/Af82flRj3XanCyrXMZLe1/i64u/TmF24Zh+tsgQkRKRDPVCMpr1h6GHKmwWA601tr7pfc2d7ohJmYarDWu1GkMmFUqxhE8ZI7j22DQ1dR09Ea8REHEddMoYScyPId5F8gx8/sdaa9pms6RXsp1IsSzxmpakHroQ4eL5kUZncCALoLV+B+iM4/kTovbQUcrzssjNiv+nWVZXCzlH99BTOC/i/hl5sLPVxB8laYRP+3m9ZROL8mdgi0Mtrfp5n8XidTFp8x+HPfb8qefj9rt5eufTY/65IgOMYymHSKV2djR28r3ntwwqvQNjqw07VFkfMXbBv29DR2/Ea2RL5TWyUr4k40V6/vtNnX6xOhyJ5YwSrc5sWsfocCSGxRDiGfkfKKUeVkqdo5Q6Wyn1ALBaKbVYKbU4jj8nrrYfOsrU4sR8uprfFFgv2110fMT9M/Kh1w/7j0Z+Mq7v2M0RXzdLCmbHpT2u/CraJi+iYuvzWF0dQx5bnVfNSWUn8WTtk3R6Uv4zCZFoPc3w9D8dS77QcSDwfU9z3H9Ua7eHm5+oGTRt+IolU0Lf3/xEDa3dgcybY6kNG+ln9T+3GJvg31drzb1Xnhh2je69MqUn7YxrzIvkiPT8/4+Xanng2sXpFavDkVjOKNH603iV2kxJEsNiCPG8HXlS3793Dth+BqAJZDdOKb1eP/taujnp5MRMo81vXI9pycIVZb3rjH5JoGYWDr6L9FrLRrIMGycMWG87Fg1zP0txw2YqNz3DwdNvGfLYS2ddyl3r7uL323/PLYuGPlZkuHEs5RBtCtXAMi7BKVUD12eOZKqwTNdKrODf11CK//rbDn5w8fxQ9s2fvLyTn3/xpOFPkixSviTjRXr+v1rbxB3nzU6vWB2OxHJG6fWZ/OTlnYNi9GfpHKPDkRgWQ4jbYFZrfW68zjVedjd2YWoSdme24NAaugvnQpQpwlPzwFCBJFAXzbKF7fNrMzDFOG8G9jhMMQ7qzaugtXoJ5R/9mUOLrsKXUxT12OkF01lUtognap/g2uOvJdeemHXFIoVEWyOY4LT4/detKRW57MDAMi7RphFbLZpDR1wxJWYZWEJmuHOLkQn+fTtcXsryArGSY7dQ7LTzo0sXYDEUjUdc2KwGPlPj9ZnxW7c80jXeA0kpiIwX7flvKMXMUicWQ1HstHPq9EIshmJ/aze2vmRlAE1dbrx+E5vFoMxpp6PXNz5r70ca2xLLGcVqKC5bNInjK/Mxtaay0MFliyZlfmmeuRfBSf8EjiJwtcOmP0gMCyCO04yVUhVKqV8rpf7W9/18pdSX43X+RNh++CiQmMFsVlcdOUf30lW6KOoxdgtMy4PNzYPvAm088jHt3i6WxmmKcX8Ncz6N8nup+Oh/hz32slmX0enp5MHND8a9HSLFDLUmJYFp8QeuW/vt2r3DlnF58LolFPZlbez/+J+/vpuDbb1c/cg6zr53NVc/so4dTV14vZHvtI5lirIYXmG2lQevW8LGfa189bzZPLfhIEd7fdz0+Hou+39rufqRdexr7eFgWw9feODd+K1bjsf6KikFkfEiPf//cPNpmMBNj6/nvP95i5seX8/FJ1WzcX8rZ9+7mqsefo+Goy52NHZy1cPvhbbtaOqKuq4/rkYT2xLLGaXEYWfJjFKueXQd59y7mmseXceSGaWZXZrHUQJnfxte+Td4/KLAv2d/O7BdTHjxXDP7OPAKUNX3/S7ga3E8f9ztONRJltWgIi877ucuaHgbgK6S6INZgOOL4MNGP+aAtQ6vtnyIXVk5IX963Nvmzi2nY9ICyre9gOF1DXns9ILpnFV9Fr/b/jt2te+Ke1tEChlqTUr/tPhf+yjwb/n8uKTFH7hubfH0kohlB65cOpVnVizjBxfP5xdv7KK5b11r/8ff/KmZ3P67jYMe29Tljviz+09RXvudc3n+9uXMrciTbMZx0tzt4Rdv7OL6M2Zw++82csWSKXznuS1h1+ebf9xMW7c3vuuW47G+KoExL1JDpOe/oVTE/mdeZWHoe49PDyoHdtsQ6/rjajSxLbGcUVpdnogx2urK4Cm3rlZ49vrwuH/2+sB2MeHFsycr1Vo/C5gAWmsfkNILz7YfOhqYUpSAN65FDW/jcZTjyakc8rh5RdDlhd3txz5V9WuT15s/5IT86WQZtiEePXqHZ5+L1d1J6c5Xhj32ytlX4rA6+I91/4GpJXNcxhpuTUqw9EjhlMC/cXojNHDdWqHDFnEda1u3h6sfWcctT27g1domfH5z0OMthor4WN8Qd0iCJWQmF+VQlpclA9k48vrNwLUydWjdc6Trk2O3DNo2pnXL8VpflaCYF6lj4PM/GKv91bW7sPTrFwxFxGOireuPq9HGtsRyxogWo0O9zqU9WTMrhhDPBFDdSqkSAsmeUEotA47E8kCl1D4CZXz8gE9rvTSO7YpIa832Q0c5eWr0NaOjpfweCg6t5cikZYGCskM4vjjw78ZGP3OLA2/oNh3dS4v3KFcWLI9724K6imfQVTydis2raJp/CRjR1wjm2nO5cs6VPL7tcX677bfctPCmhLVLjMJI1k8NdWyc11UNV781uN+vNX+85XTcPj82i0Gx084F88t5tbYpdOwtZ02nstDBm988G7+pWVVzAIuhqG/vQSkVWvcWLKsxcA1cRq8lSjHB62qaJlZD8crXzsJmKP78f5aTY7cMurbVRQ56POFv+se8bjlaLFvs0NV4LP4dJYFP9ke7rlZkHKsRec2+1WLwzIpldLi8KEXEfqb/uv4L5pejVKCPGtMaWr8Pug6D3wsWW+BL1r9OaFFjNJNf52TdtxhCPAez3wBeAGYppdYCZcCVI3j8uVrrlji2Z0jNnW46XF6mFjuGP3iE8ps+wOLrHnaKMUBlDhTYYcNhP//UV8HnteaN2JSVE/IiZ0GOl0OzzmH2+scp+uQd2medPeSxZ00+i60tW/n5xp9zUvlJnFx+ckLbJmIUXD8VnHYWXAsVaQrZcMcG11UN3D+KdVXBdazB6b/BtajBKbz995flZvHtC+fyr3/aGjr2weuWAIHMorecNZ2LT6rmmkfXhe1/bdshfvTiDi6YX85D1y3h1qc28Ojbe3ng2sWhqcbBY4MJW0RiBa/rfa/t5MYzZvDbdz/hxjNm8OXf1kS8ttVFDh66bglW49jgIC7rlqPFsrsTnrr82LarnoS3fgI7Xxr6uSMmjBKHnTvOnxOaxhmM2d+99wkPr9lHdZGDx286JdTn9D/mxU11QGAgu/L8OVz18HsR+7+Y+X3Q+NGx6ZWFU+GaP8IXfw9PXzPmflqkp2gxmtFrZrOLA/11/+fCVU8GtosJT8WzLpVSygrMBRSwU2vtHeYhwcftA5bGMphdunSprqmpGVM7Ad7a1cyNv/mAH1x0PPOrCsZ8vv5mrvsepXufZ+fZD6Etw3cud6+HJpfBm1/MxdQmn3n/e0zOLuWO6ZfEtV2DaJMTXv//8BRUs/Oy/xn28B5vD3etuwutNU9+/kkm505ObPviK+kfWcYrdsN0NQYSgAz8tPIrrwemko302LFmgO3T3Onm8gfWDrpz8fztyynLywrb//D1S7j7xdpBxz72pVNo6/ZQWegIDWQH7v/MfYG16RfML+dHly5Ea01OlkGP24wpm3EaSHrcQuyxG7yuP7h4Pne/WBv6N9q1Dd5RuPuyhShDJTabsbLAo+cOjv/P/ic8c92x7yM9d8RoJD12R9Pn1rf3cPUjg/ubH1w8n1ue3BD6/r6rTqKtxxN2ZyzYBymlQgPZ/ucI9n8xO1IHj31ucMx++bXArC+ZUZAoKR270WL0mRXLmFyUmOocSXekDv767cHZjD//EyioTnbrUkXS4zZZ4nZnVin1j8DLWuttSqnvA4uVUv+htd4Yw8M18KpSSgMPa60fGXDuFcAKgKlTp8alvTsOBTIZT4l3JmPTR/GBl+kqPTmmgSzA3EJYd9ik1WVy0PMJTZ4jXFZxenzbFYkyaJ62jCnbXyK7/QC9RUP/bXNsOXz1pK9yz/p7+PIrX+bxCx9nknNS4tuZxhIRu2FGso4k2rFeF3QcBKsd01FCm8WCBwt2i4ViNbqF9ZHqN5blZuH2+dnf2g0cW3M23BrZN795dsT9NuuxaX8Prd6D1jr0Qp6pr+fjaTSxG7zuwWs63LUN+t5FJtNKnPFrPBxbIxjUcTBy/DuKwr8f5RosU5u09bbh8XuwW+wUZxdjKBlgjLeRxq3PZ4aV2Im2HnHgelhT69DgNujOSwJ9UH17T3zqV/u90fvs4sTO3AKJ6fEWa+xOyDWzfm9gBs3Ol8K3f/bHyWnPOJHnYGzi+Rf5gda6Uyl1JvBZ4LdArPVclmutFwOfA/6PUupT/XdqrR/RWi/VWi8tK4vPVJodhzspdtrJy45vgqWCxnXY3O0cqTgt5scsKg38u7bez6stH2JVFhblJ/6FCqBl2qmYykJZ7YsxHV+dV803lnyDtt42bvzbjWxr3ZbgFqa3RMRumOA6kv6irSOJdmzLLvjZQswXv8Hu9l1c+9K1fPa5z3LtS9eyu333qJJ+2axGqNwFwMlTCvn2hXP5Yl/JnL3N3aH9HS5v2LEQvv4suA524H6fX4dK93z7wrk47Gl79zUljSZ2+9eV7f9vfwPXFo7bmmZLlPh3tYd/P4o1WKY22d2+Oy7PHTEG8g2iAAAgAElEQVQ2I4lbn88cVGIHiClmh1rnHXweRNsfs+D62P4Kpwa2J5jE9PiLNXathooYXxm9ZjaJz4Vkkedg7OI5mA327BcBD2qt/wzE9K5Aa93Q928T8DxwahzbFVHtoaMJqS9bsv9v+C3ZdJWeFPNjjiuEfDusPujltZYPWZg7jRzL+Kzx82Xl0V51IqU7X8Hw9sb0mBkFM/iXpf+C2+/m+r9ez2MfPYbbH7n0iUiwkdQPjHTsZQ/AW/cA0Lb4Wlau/joN3Q0ANHQ3sPLNlbT1to24WVZDce+VJ4ZecFeeP5tvrTpWkuX+N3aH9j+0ek/YscH1P89tOAjAqpoDPHjdkrD9D1y7mEfe2gMEPpH+1qotmf2pdJoI1u18bsNB7rnixNC/A69d8NqO65pmwxKI9/7xf9UTgalqwe9HufawrbeNlW+ujMtzR4yfpi73oBI7P36plocG9Df9+6Pg+tdpJTlR61PHrX61LScQowNj1pb4qScS06krx24Mek188Lol5Ngz+I5dEp8LySLPwdjFMwFUvVLqYeDTwD1KqSxiGCwrpZyA0XdX1wlcANwVx3YN4vWb7Gnq4vMnDF02Z6QMn4uSfS/SWbYk5inGABYFJ5fB6sZ9eKvauaj8lLi2azjN00+npP5Diva8Reu8z8b0mBkFM7jz9Dv5zUe/4acbfspT25/ihvk3cNHMiyh1lCa4xSKkf/3A4dZPDTwWYNWXoC6wLseTUxzqNIMauhvw+Ec+7dLl8fOTl3fyg4vnU+iwMakgO2xa1IcHO/jJyzt5esUyFOCwW/jT7WeE1kwWZlv50aUL+f5FJlaLQWmOjWdvOR2f38RiKH7++m6e3VAXOl9duwuvTz6tTLZg3c4fX34ipmnyw0sW0N7t4bEvnUKX20dTp5un3tvPdz93PF8+cyaTixxUjNeaZq8L3vhRYI1scM3V+l/B5+4JfI1h7aHH74nbc0eMH6/fHDRd89XaJr7xmTk89qVTsBgKv6l5eeshfnjJAu68ZEFoTTfA87cvj5itvX/92mjZ3GPi6Q7E6DV/DHwYY/rhvV/A2f8KOYlNfCMxnbqO9vpZvb2R39+8LLRG+88b67j05MkUxXm1RspI4nMhWeQ5GLt4DmavAi4E/ltr3aGUqgS+FcPjKoDnVaCEjRX4vdb65Ti2a5C9zd34TB33O7Ml+/+K1dtJ++TzRvzYJWWwzrsFBwYn5c2Ma7uG01kyC1deBeW1f4l5MAuBkj0rF69ke+t2XtjzAv9d89/ct+E+zpx8JpcddxlnV5+NfQSDejFKA9cGxnpsVyN0HSuRYu9po8pZFdZ5VjmrRnUN7VYLp04vZGapE4uhsPSVEuhfkqW5y42hFFWFgzOK+/oGpsF7rYZhhI5r7nTz7t7wQuljLuUi4iZYtxOgocPFL97cHSohAdDh8rCrqYu7X6zlmRXLUEoNW8YpLqz2QLwHkz1B4NP983845oRPdos9bs8dMX5sFiNiiZ1DR9zc9Pj60LYL5pfzhSXhSWb6x3kkw+2PidUOn7wNHz51bFswZhNMYjp1WQ3F1oYjzKnMDyUg29pwZFCMZpQkPheSRZ6DsYvbnAStdY/W+k9a69193x/SWr8aw+P2aq0X9X0t0FonfDX3jsOB5E/xHsyW734ad04lPUXzRvzYk0o11rytFKsZOK3ZcW3XsJSiedoycpt24Gj7ZMQPP77keL5z6nf48fIf89npn2Vz82a+sfobnPvsuTz20WP4TF8CGi3GbMC04+KNv+P+c+6jylkFBDrN+8+7n+JRpL4vzLZy8UnV3PT4es77n7f44iPruOP8OVwwvxw4Ni2qLMK0u0jr2HY0doYGuHGbwicSrjTHxh3nz+HuF2tD65u/et5sNu5r5Z4rTuTf/7KNHY2d7Gvt5vIH1rL8nr9z+QNr2dnYiRnvaeMjmZI/QsXZxdx/3v1xee6I8VPmtA+arvnw9UuoLnaEtl0wv5w7zp/D1Y+sS2x8RpLAmB2OxHTqCpbm6d+v3nH+nMwuzZPE50KyyHMwdnEtzTMe4lHe5L/+toNfrdnLYzedgjVO6ewdHbs56S+f5fDsf6J1FCV19vTW8b26X1Jw9B+478zpcWnTSFjdXSx65d9pWngZB5ffPqZzmdqktrWW1/e/zpaWLZw66VTuO/c+8u35cWrtqCQ9M0JCSvOM1YDyJaajhDZPx5gz5zV0uCKWphhYkuXHl5846O5FtMc+e8vpobuz43InLzWkxC812tgdKg6+vWoLHx7soLrIwd2XLQy7EzaqMiaxiFPpqYinlqyTAyU9doeL2+ZON997fkto5kCHy8vxlXn8x4u1oW3FTjs3Pb5+7GV2RiuBMTvsj564MZ3SsTshS/NAUp8LyTLC52DS4zZZ4jnNOG3sOHyUyUWOuA1kASq3P4Zp2OmoOntUj3+3azNKG9QdOpF2VxdFjvFd/+fLyqWj8gRKd71G3bKvjGjN70CGMlhYupCFpQtZU7+GJ7c9yW2v3cajFzxKTgYv1k9LA6YoGxCXNc+R1qJFKsly5yWDS1VEe6zPf+w5EZcpfCLhhoqDDw92hL7PGZCJelRlTGIxkin5Iz21MiRfQJrx+Py8WtsUtvzhzW+eHbbtmRXL4lNmZ7QSGLPD/miJ6ZQ0IUvzQFKfC8kiz8HYZPZHGlFsP3SUqXH89MrmaqZs75/oqDwL/yjuPpra5L3OzUyxTQUzhw/qk/MmvXnaaVjdnRR9sjZu5zxr8lncsugWPmr5iB+9+yPSbSaAGJ3gWrT+IpW3ANjf2k1Dhys0jTjaY62WCdldpS3T1FFLSIykzIkQiRKphI6pw0vzRCsvJfEpkmVCluYRYggT7t1he7eHxqNupsRxvWzFrqdQppfWaZ8b1eN39R6gzX+UxbkzKM3x8EHdOK+Z7XO0bDbunGJKt/8truddUrGEy2dfzt/2/Y3//fh/43pukZrKc7OGLW/x4HVL+Pe/bBu0LjbSYx8ar/ItIi5MU7OzsZMn3v2EB65dPGwcHFfulDXQYtxFWn/vzAove/LchoOD1tVKfIpkKnEMXuv94HVLMnvNrBBDmHDTjLcfCiR/mlYSn8GsxXOUyu2/pbNsCZ6+Rdoj9W7XZmzKytzsaRws62bNgUK6PIpc+zjfxVQGzVNPpXrHy9iPHsKTH7/SRZ+b8Tm2tmzl3pp7Oav6LJk2keGsVoN5FXmhcjpWi0GZ086PLz8xNLX43/+yLTSVr67dxa1PbQitix342PLcLKzWCffZW9pq7fZw8xM11LW7aO/xhcqcZFkNnnj3E65YMoUvnzmTDpeXX7yxi/+4/ISxlzERYoQildDx+U1+8cauUFmxDpeXFzfV8cyKZQASnyLp2noDMdm/fNSqmgPcuHwmVdkT7m29EBNvMFsbGszGpxhX5fbHsHqP0jzzC6N6vF/7Wde1heOypmA3bCwo62b1/iI2NmTxqem9cWnjSLROPYXJO1+hbMfL1J96U9zOayiDGxfcyA/X/pCHNj/E95d9P27nFqnJajUGld0p66snur+1O2ydGoSvi430WJE+PD5/aE3XsxvqQjWB3/rWOTy8Zh+s2Rd2/J2XmJmduESkrIHr74N908D+6dpl05kap/cNQoyF12/y8Jp9gb60n2uXTU9Ke4RItgk3mN1+qJOiHBsFfTUPx8Lq7qBy+685Wn4qvfnTR3WOWtdejvq7uSB/FgBT8t3kZ/n4oD47KYNZj6OII+XzKN35CvVLbwgUp46TSmclZ1efzapdq7j2+GuZUTAjbucWqa9/BmJrX93Z/llEn9twMLQudrhsxRMom3HKi3QtgmsR69pdXLWkmps/NROrRYWue/+Bgqw/FKnEZjEi9k0WQ1Hf3iP9jUi6aDEqeSXERDXhBrO1h47Erb5sZe2vsXq7aBrlXVkITDHOUjaOy54CgKFgQWk3Gw/l4fZBVhKuUPPU05i9/nEKDq7nyLRlcT33pbMu5d2Gd/n5xp/zs3N/Ftdzi9QVXEMZnHp6y1nTueP8Odz21Abq2l1hdWcHHhtcoza3Ig/DUMPuF+Mn2rWYXZbLozcs5X83HuSiRZNDpU2C1xng1domWX8oUk6Jwxaxb3pt2yF+9OIO6W9E0hVnR47R4uyx36QRIh1NqI9xPD6T3Y1dcRnMWnvbqNzxGEcqluHOmzq69phe3u/6iDnZ07CpY6PWBWXduP0GWxqTk/DmyKQFeLPyKItzIiiA/Kx8Lpx+IW8ceINtLdvifn6RmvqvoQRYPL0k9EIMgSnGtz21gY5e36Bj69pd3PxEDa3dnojnGrhfjJ9o16Ld5WVuRR43nDGD23+3cdB1/v7FC1h16+k8e8vpMigQKaWlxxOxb1o+uzz0vfQ3IplaXZFjtNUlMSkmpgk1mN3T3IXP1HFZL1tV+wiGzzXqtbIAG7q302P2coJjdtj2WUUuHFY/7ycpq7E2LLRMWUrh/vew9rTF/fyfmf4ZnDYnj2x5JO7nFkMzTU1zp5v69h6aO92Y41SXrv8aSoBChy1q7caBx/bfF+lcA/eL8TPctYhaD9FvcuVD76G1loGsSCnRYtZuNXhmxTIevn4JZblZ0t+IpJmwdWaFiGJCDWbjlcnY5mpm0o4nOTLpDNy51aM+z+rOGvItTmZkhWdBthhwfGkPGxqy6MuHM+5app6G0ialO1+N+7kdVgefnvpp3jz4Jjvbdsb9/CKy4JTQyx9Yy/J7/s7lD6xlZ2PnuAxoB9ZzHKp2Y6Taj/3XVQ63X4yfaNfCYbews7GTvc3dEff7TS3XTKSkaDU89zZ3c/Uj67j7xVq+feFcHHaJXZEctigxapMPBsUENaEGs7UNR7FZFJUFY8uSWvXRQxh+95juyrb5jrClZzcnOuZgqMGXYWFZN10eg9rm5Kwl680rp7NkFmXb/wo6/oOdT0/7NA6rg0e3Phr3c4vIkjk9d2A9x+c2HBxUSza4djJS7cf+6yqH2y/GT7Rr4TM1Nz9Rw/1v7OaeK04M2//AtYtZVXNArplISeW5WYNqeN575Ync/8ZuINBvfmvVFrkLJpImy2Zw75UnDorRLNuEeksvRMiESgC1ua6D6SVOLGP49Cqrq45Ju56io+osPM7R12F9++hGNJpFOXMi7p9T0oPNMPmgLosTKpKzDqJ56qnM/PAP5B3aQmfVorie22lzct6U8/jrJ39l76K9zCycGdfzi8GSOT03Uj3HIoctam3Rgcf23xfpXJJdNDmiXYtDR1zUtQe+/vuVnaGanZOLHGRbDb7yqePkmomUZLNZmFeeyzMrluEzNRZDccfvP+TDgx2hY+raXXh9SZo2JSa8Xq/JT17eGVYL+Scv7+SX15yc7KYJkRQT5mMcn9/ko/qjzCrLHdN5pmz6KaBomnXlqM9hapO/d9YwzV5JsTU/4jF2i2ZOSQ8f1Gcn4sZoTNqrFuGzZgfuzibAZ6Z/BrvFLndnx0mip+cOXI/r85lh3wOU5WUxuSiHsrysIQcywdqP0Y4dbr8YP5Guhd1q4YL55Tx8/RL+9XPzAPj1O3sxlKLYmSXXTKQNBZTlhc8gkCnyIpnsVsugmCzLs0tMiglrwtyZ3d3UhcvrZ1b56AezOW21lH7yZ1qmX4wvu2TU5/mwZyeN3lYuLzx3yOMWlnWzrTmXPW1WjivxjfrnjZZptdM6ZQlle97CtmwFXufof+dI8u35nDPlHP76yV+5bdFtTM0fXVZoEZvglNCBZVTiMdVzYImWC+aXs/L8Odzar3SAlNeZOAqzrRFLR7z6UQOnzSqT6yxSltfrZ0dT16DYBSknJVJDQZYlYv9akCWDWTExTZg7s5v6pggdN4Y7s9M23oPf5qRl+qVjastL7WvItzg53jH01NrjS3swlOaD+uRkNQZonPkplOmn/KM/J+T8F06/EIuy8OuPfp2Q84tj+k8JXfudc3n+9uVxG1QMXI97xZIpoYEsSHmdiaa5O3p5E7nOIpU1dbkjxu6dlyyIe78pxGhE61+bpV8VE9SEGcxu3N9OXpaVivzR1W4tOPQOhYfW0DLjMkzb6Ev7fOKup7Z3L6c4F2CJkPipvxybyawiFx8kqUQPgDu3jPaqEyivfQHD6xr+ASNUkFXAp6o/xZ8//jMNXQ1xP78Il6jpuSMpvRPp+IH7RXrz+s2I19diKLnOIqUNVfZEljWIVCCleYQIN2EGs+/tbWVeZR5KjeJFyPQxreY/8WSX0lb9mTG146WOd7ArG4tz5sV0/ILSbuo7rdQfTd70kcOzzsXq7qJ82wsJOf/npn8OheI3H/0mIecXiTeS0juRjh+4X6Sf/mumo5U3kZI8ItUMXOsfLXatMoAVKUJiVIhwE2Iwe7Cth7p2FwuqCkb1+Ek7n8DZsYPDc69HW0a/TqbO08jazk0szplHthHbHeIFZd0ASb072108jY7yeVR++DQWd1fcz1/sKGb55OX8afefaOxujPv5ReINLNGycV/roPIWD123hCKHLeLxsg4tvQ2sYfzEu58Muv5Skkekmki1t02tB8Xug9ctoTx3dLO6hIi3Mqc9YoyWSb8qJqgJkQDqvT2tAMyvjJw5eCi2nkambrqPztKT6CxbOqZ2/KHlZezKyhm5sZe5Kcj2MzW/l/frs7h8fveYfv5Y1B//eRa89VMqtjxHwyk3xv38n5/xedbUr+GxbY/xr6f+a9zPLxJrYIkWpRQ/euGjsNIB97+xix9ffmJomp6U18kcA9dAP7xmHwDPrFiGv6+8SZaU5BEpJtLa/X969H3+cscZodI8VkNRnpuFzSazCURqOOL28+KmOh770ilYDIXf1KyqOcCkTx1HmX1CvK0XIsyEiPq3djVT6LANmpYRi+k1P0aZHg7NvRFGM0W5T013LRt6tnNe3ik4LSNrx4Kybv62p4TWHoOSnOTUtusprKatahGTNj9Ly9zP4smfFNfzl+WUcebkM3l6x9NcMfsKZhfNjuv5ReIF1+MC1Lf38GptE6/WNoUdc+cl/ojHi/QWaQ30w2v2ccMZM5haMvocA0IkUrS1+z1uk8lFOUlqlRBD8/j8PLxmX+hDw6AbzpiRnAYJkWQZP83Y5fHz5o4mlk4vGvF62ZJ9L1G6/0VaZlyGN6di1G3o8HXyaNOfKLcWsyz3xBE/PjTVOIlZjQEOLrgUNExb83MSUfz2itlX4LA6uOu9uzC1FKRPZ7ImdmKR6y3SkcStSEcSt0KEy/jB7Fu7mnB5/Zw2Y2Q1Uu3d9cxc92/0FBxH8xhK8bhNDz89/BTdfhf/UHTusBmMIyl3epmU62H1J9mJGEPGzJNTRP3xF1J4cD0lu16L+/nz7HlcNfcqNjVvYtWuVXE/vxg/siZ2YpHrLdKRxK1IRxK3QoTL+GnGqzbUke+wcvwI1ssa3i7m/X0FSvuoW/h/wBjdn6ndd5T7Dv+O3b0H+ELReVTYikd1HoDTJx/h+Z1l7GixcXyZd9TnGavGmWdRdGgr097+GT2lx+EqGbpW7kgtr1rOew3vce/6e1lcvpjjio6L6/nF+JA1sROLXG+RjiRuRTqSuBUiXEYPZvc0d/H69ia+sHgylhif5MrvZs7bXyWnYycHTvpW2PRir/axt7eeJl8bHb6jANiUlRzDQZ4lh1xLDtkqiw7/Ubb0fMxrR9bhx8/lRecy3zG2Qd+Syk5e3VvMqm25fP/s9rEs3x0bZfDx0htY8NZ9zP7bD9hx2U/x5I1+Cvag0yvFzSfezI/e/RFfffOrPPX5pyh1lMbt/GL8yJrYiUWut0hHErciHUncCnFMRg9m739jNzaL4jPHxzbYsniOMvfvt1DQ9D71x99MV+kievy9fND9Ee90bmJH7yf4tH/4EwEGijnZ0zkvfykl1sKx/BoA2C2a86e388LuUmoasjhlsnvM5xwtX3Y+u0/9Z+a+9xDz/vx1dl78E9yF1XE7f2FWIStPXsm9Nffyz6/8M4985hEmOeObcEoIIYQQQgiR3jJ2MPvqtsP8eVMDXzh5MoU5w68jKGhYw6z3vovN1cTuBbfydn4R7x56ko09O/BpP0WWfJbmzGeKfRJltkJyjRwUCp/249JuXGYvLtONW3txGtlMspXiiLGWbKxOrz7CB4fyeWh9PtMK2yh3xjawToSeoinsPOM25rz3MAtW3cqBM26jZd6FYMQnAcHMwpl8bfHXuP/D+7n6xav53mnf4zPTPjPiJF5CCCGEEEKIzJRxg1mtNS9uOcS//HEzM0qdXH7y5KjHGt4uiurfonznk7S1b+R/88pZPWU5H7hew9PjJddwsDhnHgsdx1FlK4s4kLJjI4dsoCCBv1WAxYDrFh7mlzWT+eEbxXzt9A7mJXH9bE9hNbXnfIMZG//AjLfvY9KWVTQu/Ac6ZpyJ1zmyhFuRzC2ey/dO+x4Pb3mYb771TRaVLeKL877IOdXnkGvPjcNvIIQQQgghhEhXGTGYbe/28PsPDlDf4aJmXxu7GruYVebk2xfOw2oxyGuq4YO653D5OvH5e/D6OvH2ttJmdtFgsbDfYeeIswoAp+8wJziOY75jJlPtkzBGkX04kcqdXlac3MATWyv5wZslzCr2cFyxl2KHyTkzXBQ7xrekjcdRxM4zbqWoYQtVu15n+ju/gHd+gcdZSk/pcXicpXgdhZi2HEyLjfYZZ+HNjX0NbFVuFXeefifv1L/DX/b8he+u+S4WZWFW4SxmFc6iJLuEgqwC8ux55FhzuHz25Qn8bYUQQgghhBCpQulk1noZBaVUM7A/hkNLgZYENycZ5PcanRat9YUJPP+wRhC7o5WqsSHtGpn+7Up63MK4xO5AqXhtUrFNkJrtKgV2JDt2h4nbVPy7DUXam3jBNie935X3ukOS3zmypMdtsqTdYDZWSqkarfXSZLcj3uT3EtGk6t9Q2jUyqdqu8ZSKf4NUbBOkZrtSsU0DpUMb+5P2Jp60OT3I7ywGSq05tEIIIYQQQgghRAxkMCuEEEIIIYQQIu1k8mD2kWQ3IEHk9xLRpOrfUNo1MqnarvGUin+DVGwTpGa7UrFNA6VDG/uT9iaetDk9yO8swmTsmlkhhBBCCCGEEJkrk+/MCiGEEEIIIYTIUDKYFUIIIYQQQgiRdmQwK4QQQgghhBAi7chgVgghhBBCCCFE2pHBrBBCCCGEEEKItCODWSGEEEIIIYQQaUcGs0IIIYQQQggh0o4MZoUQQgghhBBCpB0ZzAohhBBCCCGESDsymBVCCCGEEEIIkXZkMCuEEEIIIYQQIu3IYFYIIYQQQgghRNqRwawQQgghhBBCiLQjg1khhBBCCCGEEGlHBrNCCCGEEEIIIdJO2g1mL7zwQg3Il3yN9CvpJHblaxRfKUFiV75G8ZV0ErfyNcqvpJPYla9RfE1YCR/MKqUsSqkPlVIvRtj3JaVUs1JqU9/XV4Y7X0tLS2IaKkSCSeyKdCWxK9KRxK1IVxK7QsTOOg4/4/8C24H8KPuf0Vp/dRzaIYQQQgghhBAiQyT0zqxSqhq4CPhVIn+OEEIIIYQQQoiJJdHTjH8GfBswhzjmCqXUFqXUKqXUlAS3RwghhBBCCCFEBkjYYFYpdTHQpLXeMMRhfwGma61PBF4HfhvlXCuUUjVKqZrm5uYEtFaIxJDYFelKYlekI4lbka4kdoUYnUTemV0OXKqU2gc8DZynlHqq/wFa61attbvv20eBJZFOpLV+RGu9VGu9tKysLIFNFiK+JnLs9vp62dm2E1MPNTFDpKqJHLsifUncinQlsSvE6CQsAZTW+rvAdwGUUucA/6K1vq7/MUqpSq31ob5vLyWQKGpCMk1Na7cHj8+P3WqhxGnHMFSymyXEqDR2N3LtX6+lsaeRc6ecy8/O/RmGSrtKYCKOpI8TmUTiWSSTxJ8Qx4xHNuMwSqm7gBqt9QvASqXUpYAPaAO+NN7tSQWmqdnZ2MnNT9RQ1+6iusjBozcsZW5FnnROIi3dte4uOtwdLKtcxt8P/p1X973KhTMuTHazRJJIHycyicSzSCaJPyHCjcutEq31aq31xX3//2HfQBat9Xe11gu01ou01udqrXeMR3tSTWu3J9QpAdS1u7j5iRpauz1JbpkQI7ezbSdv173N52d8nq+c8BUm507msW2PJbtZIomkjxOZROJZJJPEnxDhZN5fCvD4/KFOKaiu3YXH509Si4QYvVW7VmEzbJw39TwMZXBG1RnUttZS11mX7KaJJJE+TmQSiWeRTBJ/QoSTwWwKsFstVBc5wrZVFzmwWy1JapEQo+Mzfbyy7xUWlS3CaXMCcMqkUwB448AbyWyaSCLp40QmkXgWySTxJ0Q4GcymgBKnnUdvWBrqnILrH0qc9iS3TIiR2dy8mXZ3O6dOOjW0rdRRSkVOBTWHa5LYMpFM0seJTCLxLJJJ4k+IcOOeAEoMZhiKuRV5PH/7cslMJ9Lauw3vYiiD+SXzw7bPLZrLhsYN+E0/FkM+PZ5opI8TmUTiWSSTxJ8Q4WQwmyIMQ1GWl5XsZggxJu/Wv8vMgpnk2HLCts8pnsPb9W/zccfHzC2em6TWiWSSPk5kEolnkUwSf0IcI9OMhRBxccR9hG2t21hQsmDQvhn5MwCoba0d72YJIYQQQogMJYNZIURcrNv9AhrNmZ0doM2wfRXOCrIt2TKYFUIIIYQQcSODWSHE2HW3su6d/49c0+TT7z9J5YdPh+02lMHU/KkymBVCCCGEEHEjg9kkME1Nc6eb+vYemjvdmKZOdpOEGJvV/8kmi8msnEqOVi2iasNTWF3tYYdMyZvCxx0fo7XE+0Qi/Z1INxKzItVJjApxjCSAGmemqdnZ2MnNT9RQ1+4KpVSfW5EnmehEeupu4eiHT7FnSjmXFcykvnI6xQ2bKat9iUNLrgsdVuWsosfXQ2NPI5Ock5LYYDFepL8T6UZiVqQ6iVEhwsmd2XHW2u0JdUAAde0ubn6ihtZuT5JbJsQobV3FVhto4LicSnrzKugsmUnxnuGLHHcAACAASURBVLfCDqvMrQRgb8feJDRSJIP0dyLdSMyKVCcxKkQ4GcyOM4/PH+qAguraXXh8/iS1SIgx2vIMmwonoVDMyAnccW2vPIGctk/IOlIfOqzS2TeYPSKD2YlC+juRbiRmRaqTGBUinAxmx5ndaqG6yBG2rbrIgd1qSVKLhBiDo4egYSObcvOpzi7FYbED0FExH4D8+g9Dh+bb83HanDKYnUCkvxPpRmJWpDqJUSHCyWB2nJU47Tx6w9JQRxRc61DitCe5ZUKMwq6X8QNbzR6O67vzCuB2luLJLiSvYXNom1KKSmelDGYnEOnvRLqRmBWpTmJUiHCSACoBTFPT2u3B4/Njt1oocdpDi/INQzG3Io/nb18ecb8QaWXvavbnldFtepjhqDi2XSk6S2eSV78JtAYViO9KZyUftXyUpMaK8Tawv1NKYVGBNV/S74lUEOn1Wl6jRSozDMXsslyeveV0fH4Tq8WgPDdLYlRMWDKYjbNYsswZhqIsLyvJLRVijLSGfWuorZgBNDG9/2AW6CqcSkndRmw9rXidpUAgCdSa+jV09HZQmF2YhEaL8WYYihKnXbJvipQz1Ou1vEaLVGWamt3NXdKfCtFHphnHmWSZExNG807oaWW7Mw+bslKZXRy2u6ewGoCclj2hbVXOKkCSQE000i+KVCRxKdKRxK0Q4WQwG2eSZU5MGPvWAFCrfExxlGJR4d1JT35g4JrT8nFoW7C+7P6j+8epkSIVSL8oUpHEpUhHErdChJPBbJxJljkxYexbg+ksY7urkWmO8kG7TVs2vc5SclqPDWaLs4sxlMHBzoPj2VKRZNIvilQkcSnSkcStEOESPphVSlmUUh8qpV6MsC9LKfWMUupjpdT7SqnpiW5PosUjy5xpapo73dS399Dc6cY0daKaK8ToaA3711JXPpdufy/TsgcPZgF6CiaT07w79L3VsFKSXUJdV914tVSMs0j9l2TfFKkoWlwWOWzyGixSlvSnQoQbjwRQ/xfYDuRH2PdloF1rfZxS6ovAPcDV49CmhBlrtuJYEkgJkXQd+6G7hdqCUjhyIOKdWQgMZosbNmNxd+HPygWg1FFKXacMZjPRUP2XZIgVqSbS63WRwybJdUTKy7Ia3H3ZQnLsFno8frKsMtFSTFwJjX6lVDVwEfCrKIdcBvy27/+rgPOVUmn/ahHMVjy5KIeyvJGlS5eF/SIt1NUAsN1mwaIMJmeXRDysp6Bv3WzrsSRQ5TnlMpjNUEP1X2PpF4VIlIFx2e7yymuwSGmt3R5u+M0H3PT4eq5+ZB03Pb6eG37zgcSomLAS/VHOz4BvA2aU/ZOBgwBaax9wBBj0rlgptUIpVaOUqmlubk5UW1OCLOzPLBkbu3U1YMliu+8o1dmlWI3Ia3WCSaCy248lfCpzlNHubqfb2z0uTRWjM5rYlf5LJNtY+1yJYZEsscauxKgQ4RI2mFVKXQw0aa03DHVYhG2DFqdorR/RWi/VWi8tKyuLWxtTkSzszywZG7t1H6BLZ7Gt62DUKcYA3ux8/BY72R3H7sSW5QT+DnJ3NrWNJnal/xLJNtY+V2JYJEussSsxKkS4RN6ZXQ5cqpTaBzwNnKeUemrAMXXAFACllBUoANoS2KaUJwv7RcrzueHwVg4Vz+Cor4dpjiHeMCqD3tyy8MGsQwazmUr6L5HuJIZFqpMYFSJcwhJAaa2/C3wXQCl1DvAvWuvrBhz2AnAj8B5wJfCm1joj0wb6fCZNXW68fhObxaA8NwtrhAX7Y00gJUTCHd4Kfg+784qhF6qzh7770ZtbhrPjQOj70J3ZITIab6nr4M4/b+NAWw+XLKriOxfOw2GXT51TXf/+yzRN/Bq01rR2ewb1Y6YZ2C79nEglsb4Gx/qaLkS8GYbiuFInz6xYhs/UWA1Fea7kIRAT13hkMw6jlLoLqNFavwD8GnhSKfUxgTuyXxzv9owHn89kR2Mntz61IZQd8aHrljCvIi/qgLYsLysJLRUiBn3Jn/baAzFalVU85OG9zjKKG7ag/B60xY7T5iTHmhO11uyWug7+8aH3yM2yclx5Lr99dx+t3R7u/+JJZEB+uIxnGIoSp33IrOyStV2ksuFeg0f6mi5EPPl8JjubuiT+hOgzbNQrpZYqpb6ulLpXKXWXUuoqpdTQ714H0Fqv1lpf3Pf/H/YNZNFa92qt/1FrfZzW+lSt9d7R/RqpranLHep0ILBQ/9anNtDU5U5yy4QYhbr1kFPKHt9RCqxOnNbsIQ/vzS1HaZOsI4dC28pyyiJOM+52+7j1yQ3kO2z8+PIT+Nqn53DVKVP4y+YG/vbR4bj/KiIxhsvKLlnbRTqT13SRTBJ/QoSLOphVSn1JKbWRwFRhB7ATaALOBF5TSv1WKTV1fJqZ3rx+M2LmOZ8/WpJnIVJYXQ2UzmFP9yGqsof/XKs3N5AgKvvIsTuxZY6yiHdm739zNw1HevnqucdR4LABcOmJVVQXOfjvV3bKcyZNDJdtU7JxinQmr+kimST+hAg31J1ZJ7Bca32F1vo/tda/0lr/Umu9Umu9BLgPmD0+zUxvNosRMfOc1SLTQUSa6W6Bjn3o0tnsdR0edooxBNbMAoMyGjd0N+A3jw1eGjpc/OadT/jU7FLmVOSFthuG4orF1ext6Wb1zgwqb5TBhsu2Kdk4RTqT13SRTBJ/QoSLumZWa/3/hnqg1npT/JuTvrxeP01d7rDF+DZb4I1ZeW4WD123ZND6hvLcY2tyMjUZiqlN2nrb8Pg92C12irOLMZQRdbtIcX3rZRsLp9DT7qYyhsGsacvGk51Pdkf4nVmf6aOpp4nK3EoAHly9B63hyiVTBp1j6fQiCnNsPL3+AJ+eXxGnX0YkSjDbZv81sU/886loNI1HXPg1/O4rp+H1a1weH71ek0kF2Xh8fpo73RnT/yWL9LtjM/D1uDDbSnO3J5TsqTTHxuM3ncLBNhc5dgs9Hj9Tih1hr+kTVSwxJnE4NuW5Wfzp9tPx+DR+U2MxFHarotgh8ZdpfKaPFlcLXr8Xm8VGqaMUqzHu6Y5S3rB/EaXUDOAOYHr/47XWlyauWenF6/Wzo6mL2/oNVh+8bgnzynOx2SxYrQbzKvJ49pbT8flNrAMyH2ZqMhRTm+xu383KN1fS0N1AlbOK+8+7n1mFs9jTsWfQ9tlFs+UFLdXV14CysDc78KlwLNOMIZAEKvtIfej7/hmNK3Mrae1y88z6g3xqTlnExCtWw+BTs8t4acshmjvdkiAtxQ3MCOuwW2g86ua/nt/KjWfM4DvPbQn1df/zj4vIthn806PrMqr/Sxbpd8cm0uvxg9ct4Rdv7OLV2iaqixw8ftMpeH0mP/jzR8di9vqlEz5eo8Ve/xiL5RgxNNM0aTzqGfSeszDLRmIrborx5DN97Grfxdf//vXQc+W+c+9jTtEcGdAOEEvU/y+wD/gF8D/9vkSfpi53qFOBwNqF2wYsxrdaDaoKHUwtcVJV6AjLOJepyVDaettCL1gADd0NrHxzJS2ulojb23ondInh9FBXA0XT2OtpBaAquySmh3lyisk62i8B1IBas3/44AAev8nnFk6Keo4zZpXg15rXahtH23oxjoIZYScX5eA34eYnarhiyZTQQBYCfd03/7iZtm5vxvV/ySL97thEej2+7akNXNE3Y6Su3cXBNhc3Pxn+mn/zkxKz0WKvf4zFcowYWnO3J+J7zuYJHn+ZpsXVEhrIQuC58vW/f50WV0uSW5Z6YhnM9mqt79da/11r/VbwK+EtSyM+U0dejG/GVjI3U5OhePye0JMwqKG7Aa/fG3G7xy8dcUozTajf0Jf86TBOSzZ5FsfwjwPcOcXYetpQfde4JLsEQxkc7DyI12/yxHv7OWFyAdVFOVHPMbU4h0n5Wbz80aGox4jUFOzjCh22iH1dzoAawpnQ/yVL1H7XlH43FtFejwv7EtIB5NgtGfmaPVbRYq9/jMVyjBjaWN9zivQQ7b2y1/QmqUWpK5bB7M+VUncqpU5XSi0OfiW8ZWnEaqjIi/FjnHKUqclQ7BY7Vc6qsG1VzipsFlvE7XaLfTybJ0aq9WNwHw0MZnsOUZVVHHPdV3dOMQqNvbMJAIthoTi7mPquev669RBNnW4uHOKuLIBSiqXTi3l3TyudvdKZp5NgH9fh8kbs63o8/kHb0r3/S5ao/a4h/W4sor0ed7iO9Tk9Hn9GvmaPVbTY6x9jsRwjhjbW95wiPUR7r2wzbFEeMXHFMpg9AbgZ+C+OTTH+70Q2Kt2U52bx4HVLQp1LcP1CrMkggslS+j/+0RuWUuJM7869OLuY+8+7P/RkDK6NKXWURtxeHOP6S5Ek9YHkT5TOZW/PISpHcL3czsB05KzOY3dVSx2l1HfV88R7+5mUn81JUwqHPc+i6kJ8puaDT2RKWjoJ9nHPbTjIPVecGNbX/c8/LqLYacu4/i9ZpN8dm0ivxw9et4TnNhwMfT+lOLBGVmI2XLTY6x9jsRwjhlbmtEd8z1k2weMv05Q6Srnv3PvCniv3nXsfpY7SJLcs9Sith56WoJTaAZyotU6JOSBLly7VNTU1yW7GIB6Pj+ZuTyibcZnTjtVqCWVEtFkNrIbC5YmcrViyGSc8m2HS/5ipGrsxe/EbsPkPtF3xCGe//298sfJTXFAW2yQNm6uDk169i31n/V+aF1wCwG8++g3bmrdzYPO3uObUqVyyqGqYs4DHZ3LzkzVce9pU7rxkwZh+nTSR9LiF+MTuwD7SYihMDRYFNquBz9R4fWZG9X/JkiL9btIv4GjjdmB1gtIcO60ub1gCRwjky4iU1HEiy5Bsxikfu729Plpdx/rTEoed7GxJCpRpQtmMTS82Y9hsxkmP22SJJfI3A4VAU4LbkrZMU7OntWdQGQq3zwzbdu+VJ/KTl3fS3OUelK0zmCwl0xjKiPgpUrTtIoXV1wSmGLsCXUGsyZ8AvNn5mIaVrM7DoW2ljlLaPa0YhpezZscWC/a+zOBrdksChHTi9frZ2dwdNeO7iC/pd0fP5zPZ2dQ1qJTevIq8jK9AEA+xxJjE4dh4vX52t0p/OhFYDSuTnEMvwRKxTTOuAHYopV5RSr0Q/Ep0w9JJpOyH+/sNboPbvrVqC7eeM0uydYr043VB4zYoncPensCAtCqGGrMhysA9IKNxcVbgzcyCqSaFObFPj1o4uYCPm7poPNob+88XSRVLxnchUkFTlzs0kIVArN46IFYztQKBSA/SnwoRLpY7s3cmvBVpLlL2w2jZDoMZESXzoUgrhzaD6etbL7ufbMNGkS13RKfw5BSFDWZb2wsAOH7KyJI5nVBdAB/A2o9b+MLi6hE9ViSHZN8U6cLrNyPHqt8MfZ+pFQhEepD+VIhwsdyZPQC8368kzwfA/sQ2K71Eyn4YLdthMCOiZD4UaaVufeDfsjl83N1A5QgyGQe5c0rCphlv2xcYDBfkd43oPFOLc8jPtvLOxzLVOF1I9k2RLmwWI3KsWo69XcrUCgQiPUh/KkS4WAazfwTMft/7+7ZlJNPUNHe6qW/vobnTjTngk67++5s6e2nrdmOaJg9fH55ZblpJzqCMiPdeeSIPrd6TtpkPTW3S4mqhoauBFlcLpjaHf5DIDHU1kFsBjiL29BymahSZJ905xVjdnRiebrrdJlv3ZaG0lTb34eEf3I+hFAuqClj7cQvDJbATiTdcn+nzmdisBg+NIeO7iE765bEZGL9lTvugWH1oQKxmagWCVCexHlCemzVsjIrMIDEfm1imGVv7ZzLWWnuUUhnZYw+X1CHS/mBSp7I8O7//ymlYDBXKxgnw/O3Lw7IZ//Kak9MyW6epTXa372blmytp6G4IpdOfXTQ71bIQinjTGg6ug9K5HPX10Oo9SlXWiSM+jTsnMADOOnqYvzdV4fMb5FqLaek9NMwjB5tXmcd7e1upa3cxpThnxI8X8TFcn+nzmexo7OTWpzZQlpvF3ZctZHqpkyyrQZnTLslKxkj65bGJGL/XLyXfYeXuyxaSY7fQ4/GTbQv/WxqGYm5FXuj1PR1f09ONxHq4LJsRFqNZton3N8h0EvOxi+Wv0ayUujT4jVLqMiAj5/cNl9Qh0v5gUqdXa5u45lfvY7daKMvLwjBUKEPx5KIcyvOyKXYG/h/cn07aettCTyiAhu4GVr65krZeqfeZ8dr2QudhmLQwlPxpJDVmg9w5wVqzh1m7001hDhQ7imgd4Z1ZgLkVeQDU7Jf4S6bh+sz+yXQ+PNjBTY+v5/pfvw8gA9k4kH55bCLG75M17Gnq5qbH13P1I+u46fH1fOmx9YOS6/R/fU/H1/R0I7F+TFOXm5seWx8WozdFiFGR3iTmYxfLYPZW4N+UUgeUUgeA7wArEtus5BguqUO0/RMhqZPH7wk9oYIauhvw+CV7Y8bbvzbwb8UJfDKaTMZ93M6+x7Q2sOWghwVTLBTYRndndkpRDjl2C+v3tY/4sSJ+huszY0mmI0ZP+uWxiRa/OXbLoG0Ss8klsX6MJICaGCTmYzfsYFZrvUdrvQyYDyzQWp+htd6T+KaNv+GSOkTbPxGSOtktdqqcVWHbqpxV2C0ZOeNc9LdvLWQXQkE1e3oOYVNWSu35Iz6N35aD35rNkfp6/CYsnGJQYC+h23eUXl/PiM5lGIo5FXms/0Q+oUym4frMWJLpiNGTfnlsosVvj8c/aJvEbHJJrB8jCaAmBon52EXtnZVS1yl1bFK21rpLa93Zb/8spdSZiW7geBouqUOk/eme1ClWxdnF3H/e/aEnVnDufvEoppuKNLN/LVTMB6X4uPsQk7IKR7deQ6nAutm2QxQ6FZMKFfn2QPy0uEd+d3ZuRR67m7ro6JFPKZNluD5TEpUklvTLYxMxfq9fypRih8RsipFYP6Y8N4sHJaFexpOYj91QCaBKgA+VUhuADUAzkA0cB5xNYN3sv0Z7sFIqG3gbyOr7Oau01ncOOOZLwL1Afd+mX2qtfzWq3yQOhkvqMHB/TpZBj9vkZ188CauhyLYZHGzvwdG3FszrNyMmhjBNTWu3J60SRxjKYHbRbH530e/w+D3YLXaKs4tlEXqm6zgARw7C3M8DsLfnMFMdZaM+nctRTMGRw8yuViilKLD1DWZ7D1PtnDWic82dFFg3u2F/O+cfXzHqNonRG6rP9PlMmrrc5GdbeWbFMgwDTBPsVoOmLjda67Tp/1KV9MtjEy1+vV4/z6xYhs/UWA1FicNOU5cbr9/EZjEoz83Cah36b5yOr/OpTGL9GJvNwuwS56AYlTwEmUViPnZRB7P6/2fvzOPkKOuE/32q77nvTCYHSJgQuRaSeMZdEmSVXVyjohySuIZjxbhGouuuvrKL7OLu67qSbF4XUJQzAQUUwoouCBsQIldA7iNDLnLP9Jzpme7p7qrn/aO6evqo6q7p6Znu6anvh/l0+umnnq5hfvWr56l6nm9J+Z9CiB8BZwPLgNOBMPAmsFpK+W6etkeBs6WUISGEB3hKCPFbKeUzGfV+IaX828J/heJiSB3yfZ5q6TQsiDdcspgn3upm6Xua+OZ9r9g2Iqd+Xs4oQqEl0FLq3XCYSvYa62VPZUQd5fBoHx9oOKng5g6JVk6gi852PdbrvboUqreAdbMLWmtwK4IdzmC2pJjlTLP8eOOqJbywJ0hnez3/8Evz/Ogwfpy8PDEy4zcWU9kZHObLidj92MltfPWjC5PvjTu1i2bVWg5op/N5vpxxYl0nEonT1TucFpM3rlpCZ3M1fr+dh5Q4TBecmLdHzuG9lFKVUv5OSvldKeWXpJRXSSl/bGMgi9QJJd56Ej8Vszo91dIJ+uL7tVteZOXiucmBrFGez4ic+rmDQ1mx7ynw1ULjcewdOQpQ0DNmDd6KtFEtRjmpYRiAgKsaj+ItaJqx163wnpZqZ91sGWKWH7+8+QXOPnl2ciBrlDv5z6Gc6A6NJgcJAOcvmZf2/kB/mCs3v5DTHOuc5x0mk95wNCsmv7z5BXrDTnw5zEwm9V61EMIlhHgJ6AZ+J6V81qTa+UKIV4QQ9wkh5lm08zdCiB1CiB09PT2Tucu2sbJ0SmlumctnRK5UC/JMpxxj1zZSwp6noO1kEAq7RvQBZ4evueAmdxxrB6Apqv+/0KcaNxOMjP/xPKBPNX75wACRmHP8FJuJxK5VftTy5EcHh4ky0ZybaYptCHjGbeR2zvMOhWA3dh2bsYNDOpM6mE3c2T0DmAu8XwhxakaV/waOl1KeDjwK3G7Rzk+klEullEtbWwtfr1dMrCydQphb5vIZkSvVgjzTKcfYtU3vOzCwFzqWAPp6WRcKbb76gpo7EnLxyog+mK0Z6U6W13mbCppmDLoEKqZKXjs4WND2DtZMJHat8qOSJz86OEyUiebcTFPsQDg2biO3c553KAS7sevYjB0c0pmSyfVSygEhxOPAucBrKeW9KdVuBr4/FfuTCytpgyEzMQQQLVUeblq1JGtNmKqqbL7sA/QcG0WTkpGoynHNVTT43RwaCAOSH69awpdStrNlQdY0GOmBeBTcXqhqBUVBkxp9kT6iahRFKCgoKIriLBJ3mDhdj+ivc8cGs7N8DbhFYR2yV454OSCrgfTBbL2niTdHXkBKiRDjOxkvnKVLoJ7f28/S4x3DX7lgWIyvzFhnGPAoWeU/Xr0Ejwu6j0WIxc2ledMCixw9riZS8rlX8aIoCpF4xBF/TCFtNT5uW/M+9vfpz5tVhDCN5ZYqD4cGwqZSKMOSnLlmtuyfdlCEGC74q1Nj3+WlwdfAwOiAI74xoTng5cZVS7LWzDYHyjy+JkoJ47NUxLU4wXCQmBrD4/LQEmjBrTjrojPJ+39ECOEDzgeOT60vpfznPNu1ArHEQDYAnEPGYFUIMVtKadyS+SS6XKpkWEkbTmyp5u3uUNrJ7LY176Mu4Oa2Ne/HJcDtUtj89B5+/OTe5CN7/v1/3qYnNModa96ftv3HTm5jy+UfwK0Iex03TYPuN+DnF+t22Yb5cNHdaK2L6Brcxbr/Xceh4UN0VHdw7bJrueuNu/jKmV+hs7HTSf4OhdP1CDQcBzW6XOmd4UPM9k1gvWzQi/B5GHUHqAmPTaGq8zYRUUcYjg9R4xnfXd+6gIc5DQF27O0DxmdDdpg83G6FRbNquedLHyKWmI4Zjat8+oY/0Frj419WnsrxLVUMjsTQNMm+3hG+ctcfp68sxyJH03ay7c6WJjW6+rvS8vl1y65j44sbCYaDbDp7k5PTpwBVlURiGv+49bW08/09f/NBInENTUJdwMXOnuGsAa4hhcr3ZISypAgxXPBXm8T+hhUbuOmlm9h2YFvykSRO/I9Rn+h/KgI0CV53GcdWMShhfJaKuBZnZ/9O1m9bn3ZcLGxc6AxoM7ATAVuBlUAcGE75ycdsYJsQ4hXgefQ1s78WQvyzEOKTiTrrhBCvCyFeBtYBXxzvL1BMrKQNZjKT/X1hPn/zs5xz/RPs7A5x8c3P8OMn9yY//+Z9r3Dl8gUc6A+zr28kbftH3ujmkp8+ixC6RTHvCW6kZ+wABv315xfTF+5JJn+AQ8OHuGb7NazsXMm6/11HX8QR4zgUyGhINxnP0e/KRrUYByJBZk9A/vRmj4fj6iOM+BrT78wmnjXbO1rYutmFs2p5fl8fmrNeqKww7lJd8tNnicY11tym59Y/7h9gzW3Ps/pnz1Htc/PlLS/SNxyb3rIcixzNiP01m32Rvqx8fvX2q7n0tEs5NHzIyelTRG84mnW+/+KtzyOBs3/4BOdc/wRDYTWrTqYUyrAkz2mssneeLzVFiOFCMYv99dvWs7JzZfK9E/9j9Iajyf6nEZOfv/nZyhZAlTA+S0UwHEwOZGHsuAiGgyXes/LDztB+rpTy3PE2LKV8BTjTpPyfUv79beDb4217srCSNpgttq/yupJlVoKIhoAnq25auzkEEmnEo2MHsMHAu0S1eDLIDQ4NH6LeW8+h4UNE1QpObA6Ty54nQIvBnKUA7Av3oCHpKPDObO+IQnDEzYfnRBgers+YZqwLpYKRwxxXM/7H/pzUXsO2t7vZ1ROiMzHt2KE8MERQLkWY5kCjvMrryvpsWslyLHI0cfs5OKpGLfO58W8np08+duQ6imBi5/RypAgxXCj5Yt9478S/zowUQJUwPktFTI2ZHhcxLVaiPSpf7NyZ/YMQ4rRJ35MywEraYLbYfiSqJsusBBED4VhW3bR2cwgk0nB79SkVqTTMx6u46ajuSCvuqO5gMDpIR3UHXleFr59wmDy6HgFPFbS9F2DMZFzgndm3gnosHt8QZtjfqE8zlvqJty5xZ7Zgo/GsOkBfN+tQXhgiKFWTpjnQKB+JqlmfTStZjkWOxm0/B3tdXst8bvzbyemTjx25jiaZ2Dm9HClCDBdKvtg33jvxrzMjBVAljM9S4XF5TI8Lj+Ip0R6VL5aZVwjxamKK8EeAF4UQbyceoWOUVxyGtMFIEsbaLUNmklo+rynAjxNlNz2+ix989vS0z3/w2dO56fFdzG0McFxzVdb2N61aQluNz3xHMqlq1dcGGAdyYq1AU6CVTWdvSga7sWZ2a9dWNp29iaYJTAl1mMFICTsfgdlngEtPmntGjiCA9gLvzL7V48Hr0phdE2XE14BHHcUXHQLA7wrgd1UVPM14Vp2PhoCH5/c6U9DKDSN33rfjXW64ZHFaDrzhksXct+Ndfvi5P6Gp2pOVd8telpOKRY6myr5Nt8nflJXPr1t2Hbe8ektyzaCT0ycfQ66TGo83rlrC0cGR5HufW0zsnF6OFCGGC8Us9jes2MDWrq3J9078j2EVoxUtgCphfJaKlkALG1ZsyDouWgItJd6z8kNIaT4tQQhxXK4NpZT7JmWP8rB06VK5Y8eOSWs/n804rmq4E+ZCKaVepkk8LgW3IojEVDwuBa9HEImOmTk1TWZtb6wps7ljeW3GAv2qnABa/C243eZXb2aoHa3klywnO3aLxv7n4WfnwEfWX7j/ogAAIABJREFUw4KPAvB3b/6UPw7u4v8uWlNQk998uBm3iPE3iw/T0fsmH3nrLn79kf9LsLETgM3vXE9roIN1pxQmNN/46E4O9IfZ/q2zC9q+jCl53MLEYjcWU+kOjaJqEpciEEK/XuJxC2JxiRDgTgg8YmoF2YwDzRDuHZd508xmHFfjqFJFlSpuxZ3M15n21zK0vZb8D1ho3EYicXrDUeKaxK0ImgNejsXUtH5B5jm9tdrLQCQ+fYRPZqhxCB0BNaZfyKxpB9fE+wZ2YtWOzViT2lT1XUr+h8sXu2Yx6vdXeD9ukuKznBmNj9IX6SOuxXErbpr8TfjclhfNSh63pcIyCozBqhDiTinl6tTPhBB3AqtNN5zmGNKGTNxuhY6GsWkduvk4lGY+TjUYZ9o4FUWkbV/AjiWtsmnFQqHJ20BX/07WPT5mPNu0fAOdjQtRMg50x47mkJc3HgDFA/M+kCzaNXy4YJPxSEywb8DNR99zDIBhfyMANeHu5GC2zttIsMBnzQIsaq/j2T19HBwIM2cix5lDUdE0yTvB4SxDfGdrDV09oazyaWUwziQ1Rxdo3lSEknbV3SpfdzZ0sntwd5r91bG9FgdNk+zpH8kbm6nndKsnIUyreNY06Hmr6LZYM1OxWaxmxj5g61iYiX2XeFzjnV5rm3ZFMknxWc7E1Bi7BneZ5n+Py5lqnIqdCDgl9Y0QwgUsmZzdmT6YmY9TDcZTaePsC/ckB7KQMP89vp6+cLblzbGjOeRE0+D1+6HjTPDWABCXKvvC3QWvl32n14NEcHx9BIBhXwMANSkWwjpPE72RI1jNFMnHotmJ583ucaYalxO5DPFm5dPKYJyLIpk3c+XrTPurY3stDlYxmys2C9mm7JgkW6yZqbiQWHX6LmOYPWEj06ZdcTg24xkd8/nItWb220KIY8DpQoihxM8xoBv9cT0zGivzsWEwnkobp5XVOKrFs+o6djSHnBx8AYYOwvHLkkUHwkFiUi34zuyefv2YmFunn2jjbj+j7qqsx/PEZJShWGGd8fmNVVR7XTzrDGbLCktDfMJynFk+rQzGuSiSedMqX8etcr5je50wVjGbKzYL2absmCRbrJWpeLyx6vRdxohZ5M9pbdPOxwy0GVvl+bhJ336mYzmYlVL+m5SyFviBlLIu8VMrpWxOPFJnRmNlPjYMxlNp47SyGntNpt44djSHnJhMMd49oouZOvzNBTW5Z8BNoz9GlWfsRDvsb6AmnP2s2UKNxooiWNhey3N7egva3mFysDTEJyzHmeXTymCciyKZN63ytdsq5zu21wljFbO5YrOQbcqOSbLFWpmKxxurTt9lDI9F/pzWNu18zECbsVWen2nT6u2Q687sYiHEYuBe49+pP1O4j5OGpkl6jo1ysH+EnmOjaJpMK+seitA9FGFf7zCHBsLE42OdcTPz8YYL/iRpMC6ajVPTIHQUBvbrr1r2lbemQCublo8Zz1bMXcFPP3YzUU0lGDpCX7iPQ6FDBMNBmv3NWXa0jSs2oqAQHAnSF0nUDR1GGzqc9p2GfMFoS5MVfBVwJmIyxRhgd+KxPIXemd3d76ajNn3604ivIWuaMTCxdbOzatnVM0ywkqdaTQOMHHp0MIymaUnrOyRMxauX4vMINl/2AW794vs4c17D9DQYZ5Kaq4ULLroLTjoPLtwMlz4MX3hQl0KRnUsNKV9mbjWzWW5csRGfy8fNH7uZrSu38vPzfs4NH72Bm/78Jsf2WgSaq738ZHV6zP5k9ZKcsWn1JISyiufMvoQaT38faLZli9XUOMHQYQ4N7df7CWr6XaLM2G7wNWSZis3MxDE1xuHQYfYP7edw6DAxNf2Oq2N2HaOtxsePM2L0x6unuU07H1WtsOpXcMm98MWH9NdVv6p4m/HGFRuz8v9MjPl85Bre/zDx6geWAi+jm7JOB55Ff2TPtMVM2HDHpe9nNK5ZSp0yF9j73Ar/svJUqrwuRqIqjdVeblq1GEVRimMytCkRUVxuOhsXsuXc29CAvtEBLn/kiuSC8euWXcfGFzcSDAd18UJDJ7f/xe3EtThSSn7w/A/YdmBbdt0PXkPnU/+FsvzbaK2L6Brc5QhHKhljivHpF6QV7xo5QpOnlkABd33CMcGRY25ObTmWVj7sa6C9/x1daytE8s5soY/nAVg0W3/e7I69fZx76uyC23EoHCOvbvjd2/z1h9/D7X/Yw9oVJ6blSY9b8O1fvsojb3TrnbBVS5jd4KchMA3trwZmufoLD8JZ34R7vpCWvzNz6Yq5K7jyjCvTJB+pubXOW8eN59yIIhSEEKiaysUPXZyse+2ya7n37Xv5yplfKfX/hYogFlPxZJzbPW6FWEzF5zPvMimK4KRZtdy/dll52owz4/Ok8+Csv4d7Vqf3LVoXweWPWhq4NTWeUzZpJXta0LCALedtsbQZx9QYXQNdOUU3bsXNwsaF3P4XtxPTYniUGfMkhixUVcObEaNet4KqahUsgFIhOgIPfWMsZi/YrJdXqABKkxpel5erP3g1AXeAcDyM1+V1biSZkGua8Qop5QpgH7BYSrlUSrkEOBN4Z6p2cLIwEzbs6x3JKXVKXWDfOxzlC7c8x5rbnufCnzzDmtue54u3Po+iKLTW+opzEhvHgnfF5aalZjYK8LVtV6UtGL96+9VcetqlSfHCYHSQ9up2/G4/lz9yOdsObDOv+8y19C2+BH5+sS6ZcoQjlY3JFGPQ78zO9jUW1OS+ATcSwZyMO7PDvkbcWhR/dBAAj+Kj2l07oTuzJ7RU43MrzrrZEmLk1fOXzOMffvkK5y+Zx9/e9cesPHn+knmAnmO/tPkFVI3y6fgXglmu7u0aG8gaZSa5dGXnyizJh5Fb+yJ9XPbwZazcupK/euCveGfgHb786JfT6l6z/RpWdq508nGRCI5EWXPr82kxu+bW5wmO5F6bZzwJYU5jVfH6AMUiMz7PuHhsIAtjfYtwr27kbpinv2YMEvLJJq1kTwOjA7QEWuio6aAl0JJ1Adyu6MatuGmvbmde7Tzaq9tn5EAWCo/RaU3oCNyzKj1m71mll1cofZE+1j66lrWPrWXNw2tY+9ha1j661snzJti5nLFISvmq8UZK+RpwxuTt0tRgJmyo8rrySp2MBfZTInwoYMG7lQyq3luf/LchXrASM6TVrWqCgXetJVOOcKQysJhirEmN3SNHmV3g9MU9A/qxkznNeNhvGI3H1s3WeZsnNJh1uxRObKtxjMYlxMiLDQFP2msqqTnVeD+tRDlmmOVqT5Vp/s7MpfXeesvcmpmjreoa5U4+njhxTZrLdbTCTOtlQWZ8BhoLkunkk00WKntyRDfjoyJjNB9a3DxmKzhGnOPCPnYGs28KIX4qhFguhDhLCHEz8OZk79hkYyZsGImqeaVOxgL7KRE+FLDg3UoGNZi4A5YqXrASM6TVHemDhvnWkilHOFIZmFiMAQ6P9hPRonT4CpQ/9bup8ajU+9IHKyOmj+dpJDha+GAWYFF7LW8cHmIoMvMMl+WAkRcHwrG011RSc6rxflqJcswwy9WxEdP8nZlLB6ODlrk1M0db1TXKnXw8cdyKMJfrlNOd1vGSGZ/h/oJkOvlkk4XKnhzRzfioyBjNh+I2j9kKjhHnuLCPncHsGuB14GvAVcAbibJpjZmw4bjmqqyyH3z29KTU6aZVYwvsp0T4UNVqS8iQSqYMylgHe8urt2SJF5r8TVlihrS6H7yGphe3wEV36+3akDg4TFPeeEA/KWRNMTZMxoU/lqejdhSRcY4dTkxbTjMae5roG+1Gk4XfpVvUXocm4YV9/QW34VA4Rl785Qv7+f75pydfU/PkTauW8MsX9iffl50opxDMcnX9fPj0T7Lyd2Yu3dq1NUtsY+TWzBxtVvfaZdeytWurk4+LREuVlxszpGU3rlpCS9U0jtHM+HzpbrjgznH1LcC8f7Fp+QaaAvp2Zn0KO3HpyJ3GR0XGaD5q2rNj9oI79fIKpcnfZHpcOHk+GyHl9JqWsHTpUrljx46itKVpkt7haJqwQdMk3aFR4qqGx6XgUgSRmIrfo985kFIS1ySqJpNlMVWbPOGDpunrXSyEDGbE4zGCkSAxLY5HceN3BxiJjyTFC6gqfeEeojKO3+VHE4JoQqggpWRUHcWtuGhRAni0aPI7NanRF+mzlDiUOSW/ZFnM2C0qUsLG06GmDc75btpHtx94lP/Y/Ss2nfwlatwB082tiKmw+pez+NP5A/zlidlTf1c++2/smfMRnjn9SwC80vcHfnfoXv5t6S9o9s8q6FeJxFQuv2MHX/qzE/j7cxcV1EaZUfK4hfHFrpFXNU0jrkkUAZpMur6S7/ULHIK2Gt/0lpak5mghdJOxooC/CYa7QY2C4gKXV/+foCjE/U0ER3uJqTE8Lg/N/mYGo4NomoaGRlyL41W8aGhoUkMRCgoKiqLQ4GtgYHSAqBpNKy/DfFzy2LUTt2b9gGhUpTccJa5J3IqgOeDF75/md0PUuL6+UI2BywPVrRDq1qdpKm59UODO/5ibzP5Fi78Fd8p2Zv0EIG/fIRqP0hvpJa7FcStumvxNHIsdK1V/o+xjNxKJV16M5iMegVBPSsy2gttf6r2aVCLxCP2R/uRx0ehvxG/9O5c8bkuFZeQLIe6RUl4ghHgVyBrxSilPn9Q9mwIMYYOBpkm6ekJpNuObv7CUztYaunpCSUPnP/zyleTnmYbjSdhJXcRgE01q7BrabWkd1uIxugZ2su7xr6fYCK/nhIYFdA3uzrIJLqzvxJ0YPCtCca6UViKHX4LBd+GUT2V99M7wYerdVeMeyAIcOuZGlYLZNebrpYb9jeaP5xk9XPBg1u9xcUJLNc8562ZLRmZeBd0Q+1Z3iC9vfiGZO79//unc/oc9rP/zkzhpVm15CXPsYmWcb10EPW+ll6+8AR77LlpNO7vO+U66ETZhfN01oFuOWwItXLX4Kq7efrVpHnfycHEwe6rB3Vd8gIFwPC1Wb1y1hEVtNXg803Q6vKalx6OZzfiCO2HWqeCyHhDl619Adj/BynCcuo0mNfYM7Umrs2HFBm566abkkxacpyeMEY3G6eodzorRk1qr8XordEAbj0H3W9kx23aKrYsw05FoPMpuk375ifUn4q3g5+sWQq6s8LXE6yeAvzL5qTjMDMdX3LGD7tBomqEz9fNUw3E5YGUTNOxnuo3w6xk2wq8TjPSZ2wQjQfMvcqgc3nhQv5s074NZH+0aOVzw82UPDOkn1fZqi8Gsr57akaPJ9/VefV1ub2RidsKT2mt5af8Akdg0lwpVEN2h0WTHC/TcadiOr7hjB73D01RcZGWcDx3JLt+6FpZdRd/iS7KNsP+7jmA4mMzdl552aXIgm1rHsVgWF7Nz/mhcZsXql8vsPD9u7NiM71md1wybr39R6DZmddZvW8/KzpW2v2cm0TMcNY3RnumaR+0QOlJQzE5neiO9pv3y3khvifes/Mj1aB7DxPJRwCul3Jf6MzW7N7VYGYpjqpbTzGkYjsuBfDbBqLSyo6mm5THHmlbZSAlvbIX2U8Ffl/GRZNfIYeb4C5M/HRxyI5C0VJnLmEZ8jVSHe/R9AGo9jYCYkNEY4L3tdcQ1yUv7BybUjkPxsLJvGjl12tqMrYzzasy8PNBItKrJItfGkuW5DMcOxcPsnK8IKs8Ua9dmrOYW5xViK7azTb4nK9j5npmEYzNO4NiMHRLYma9xPPBjIcQuIcQ9QoivCiGm/aN5zLAyFHtcSk4zp2E4Lgfy2QS9wsqO5jIt9zjWtMqm+03o2wXzl2V9dGS0nxF1lI4CB7MHhlw0BeJ4XOYn2GF/A24tRmBUH3S6FTe1ngZ6Ryd2pXVhey0CeGa3c/WyXLCybxo5ddrajK2M8y6PeXm4H+9In0Wu9STLcxmOHYqH2Tlfk1SeKdauzdiVe7pmIbZiO9vke7KCne+ZSTg24wSOzdghgW0BlBAiAFwB/B0wR0qZs/chhPADvwd86Gtz75NSXpNRxwfcASwBeoELpZR7c7U7UYlOquwh4HUR1ySxuC5wagx4LNfMvts/QvexUVprfbzbO8Kmx7roCY1y06oltNZ4URQltwDKTOQktTEhgyeRmNRYmuhJU+O6rEmLoyhuFOFCEQJFSiLqKF7FTVOgFSWxziVzfcqKuSv45vu+CegHRrOrioORHg4MHybgDhCOh5lbM4cGXyOHRw5nzc3vrD+RwdgQUTWK3+1H0zSiWm4hQ6oAwu42U0DJs3xZCqCe+HfY9q9wwR361foUnux7nbWv/Rf/cMJnOalm7rib/vpvm6nxRlnzJ+aD09l9b/Onb27moY/8Gz2NCwH4+e7/R5W7hm+evmn8v0sK/+f+V2mr9fGLL31oQu2UASWPWyhMpNMY8NAfjqFqGqomiamSPcHhZO6cdmtmjRyuafrdAE3VO/+aCsG3oG6O/oxmJXFqjI+iDXfTp8WIBupRqppRYmHcLh+DMs6B0EGaA83UeetwCX0bVapc9vBllmtmm/xNROIR3Iobr+JFCpkmhLLKsSWS95X8D5ovbjVNcnBghNH4mKisLuBiMBznQF+YKq+LkajKCW3VBNyuyZU9ToTM/kWgGcK96e+HDukCHSH0H02DLeePrT+8cAta63vpiw2OxYm3ASWlHS3QzKGRI0n5mCY1fSBa05G2/jU11hp8Dcm14Kmx3FrVSiQeSdbZf2w/B44dSPZLOmo6+M8X/rNUa2ZL/sfNFbvRaJzDoVFiKXHrcQtm1/gqe83scEJYJtWEaM8N1W0VvWa2N9KLKtWkCNAlXDT7m63WzJY8bktF3qgXQlwNLANqgD+iD2aftNH2KHC2lDIkhPAATwkhfiulfCalzmVAv5TyRCHERcD3gQvH+0vYJVX20Frj4+/PPYlv3vdK1sD1/rXLsgzHI1GVv7v35TTxU1O1h+8++DqPvNGd3N60U2YmCVl1P8SG4RerdIvsR7+rr6lKkYhoLSfRNdCVJgq5dtm13PXGXaw+eTUbX9xIMBxk0/INdDYuRHG5UYRCZ2MnW87bgqZp9EZ6ufyRy5Pbb1yxAb/Lz3XPXJcs+7c//Teu3v6PLG5dzK3n3oqqqXgUN83+ZnYnpAz5hCTJXzVlMG13G4cSsvNhaFmYNZAF2D2iT/ctZJqxqsHhkJuPzAtZ1hn2G8+a7U4OZuu9TRwemfgqhlM66nj49SNpJnKHySNTpPOxk9tY99GFbHpsp6k0ry7gZnAkxsXvPw7fdDAZGzl827/CB74ED/5tuoRk95PQeQ787/eSn2s1bXT9xfdY99z30vL39v3b+csTzk3LwUZev/KMK9n8l5sJxUJ4FS8/+dhPEAgC7gBD0SFW/WZVcpvrl1/PS0df4sz2M9MuQprJdfIJeGYqmiYZDMe5MkWkc9cVH2A0pvGPW19LxvJXP7qQSzY/m9ZXKJsLMGb9iwvu1C9Uvv1Qdn8jWWczfOYn+sWY2Aiar5auTLnT8g10Pvo9lLd+DQ3ziV/2GEPRoayL3m1qG1631zLWqtxVXP3Bq5MDVbfi5tZXbuW2N2+jo7qDn338Z0TikbRjYuOKjXz3w9/lW+q3Sn0hvOzQNBgykZTNqvLl33jaosJwT7YAqroZqMzBrIZG/2h/1vHW6M/ur8107GSGzwDNwKPAr4AHU9bTWiJ1jJ6sJ/GTeRt4JXB74t/3AR8VIvOJlMUjVfZw5fIFyYEsjMme+sMxWmt9zGmsorXWh6IIukOjyZOdUffKzS/w9pEQj7zRnba9qcjETBLSv3vsxLLsqrGBrPH5zy9OyJrSF39fs/0aVnau5OrtV3PpaZcmBE7r6QuPWWENm6AqVa7adlXa9ldtW8+B0MG0sm8/+W0uPe1SbnvzNtb8zxoCngDtNbMZjA2NW0iSKnJwJCZlznAvHHwB5i41/Vg3GVcXZDI+OuwirgnaLNbLAoz4xgazBnWeJgaiQeJa7rVb+Th5dh0xVTrPm50iMkU65y+Zx5WbX7CU5r15+Bh/9aPtrLnteb5wy3PlL4AycvgZF48NZGFMQnLmJXp5yud9f/YN1j19TVb+/tTCT3FVhoTPyOvrt63nWPQYn3zgk5z7q3P5xP2f4IpHriCuxVn76Nq0bb7++Nc5a/5ZWYIQO3IdJw/rmJ3bo3GZVnb+knlZsp2ykpaZ9S/uWa3HovE+tb+RrLMKhoNw23mw5XP09e/OjpPH19O3+JLkNr0inlNIYxVre4f2svaxtax5eA1rH1vL2kfX8qmFn0rWiapRk77KVUS1KB01HbQEWpyBbAq9YXMBVG+4TGJyMgj1WAigenJvN43pj/SbHm/9Eadfk0ne7CClXIwugXoO+HPgVSHEU3YaF0K4hBAvAd3A76SUz2ZUmQPsT3xPHBhEHzhntvM3QogdQogdPT2FB26q7MFK5mQmIjEEUJl1q7yurDJTkYmZJMRTNVZmIWOwkjUZchBDjnBo+BBRkwXhVovHAxmDk6y2DFlUipTBrpCkkG0qmWLF7qSw6zFAwpwlph+/M3KI2b7CrgAeTJiM2yxMxgBxl4+Ip5qalAsx9d4mJJK+0aOW29lhUXsdioA/7HJs3IUyntjNFOkY+dUqzzYEPGnvy14AZeRwK3GO4sr63Er05BKunHk9s9NuCD/MttGkVrBcp1Lz8Hji1uzcnimAGk9foSRYSchSZ9uk9jcs6kR91eZxUjVms7cSRRpCGqtYM+tzGFPrQb8AbyVFm0nYjV1HAJXAEUA5JMg7mBVCnAqsAv4afQrwAeB/7TQupVSllGcAc4H3J9pKa95sM5N2fiKlXCqlXNra2mrnq01JlT1YyZzMRCSGACqz7khUzSozFZmYSUJiI2NlFjIGK1mTIQcx5Agd1R14TRaEWy0eD8fDWWVpbRmyqBQpg10hSSHbVDLFit1JoesR8DdA84lZH0kp2T18pGCT8QEbg1nQ787WpD6ex6N/X3CCj+cJeF0saK3h6V2OBKpQxhO7mSIdI79a5dmBcCztfdkLoIwcbiXO0dSsz61ET6pUc+Z1TWpZn1nlckUoBct1KjUPjyduzc7tmQKo8fQVSoKVhCyccvcmtb9hUcc7OmweJyNjd/CtRJGGkMYq1sz6HKoc6z9pUrOUos0k7MauI4BK4AigHBLYmbfxfaAW2AS8V0q5Qkr5T+P5EinlAPA4cG7GRweAeQBCCDdQD0za3Kfmai83f2Gpvm7r8V384LOnJxOCsQ6muTr7BN9W4+OmVUvS6t54yWLaar22tqeqFS66e+xAbJgPjSfAhZv1f2/fCCtvSP/8ortpCrSyafmGZDAba6u2dm3lumXXccurtyTXtTQFshNfS6CFDSvSt9+4YgNzqzvSytLaSkhGAJr8TWw6exMd1R3c8uotXLfsurTtUusaFLKNQwnQVHjnUZizGEymbx0Z7WdEm4DJeNBNvS+O3537SvGwryFtmnGDrwWA7sjBgr43lVM66nh5/yChUecq5mSTmlsBfvnCfm5atYRfvrCf75+fnmdvTJQb7y3zZjlh5PCX7oZP/ig9V19wJ/xxi16e8nnT73/Ipg9dm5W/H9j5ABuWX2+a1zes2JBmNTbWSDX7m7Ny+fXLr+eJd5/IKs/Msak52arOTMXs3O51C25MKfvlC/vT3pddzJr1Ly64U49F431qf8OiTlPtnOw4Wb6Bphe3JOs0S3dWvBnxCdax1lHTkbXNAzsfSL73urym7bYEWibtf9t0pjngzYrJG1ctoTlQJjE5GdS06jGbGcM1ZXaToIg0+htNjwtnzWw2tm3G425YiFYgJqUcSJiQHwG+L6X8dUqdrwCnSSmvTAigPiOlvCBXu8W0Gfu9CtGYJKZquF0KbTU+3BYyknhcozs0SlzVcCkCn1tBUUSaDXncNmNN1W3GWhy81aBGdZuxywM17eByj9mMpYoiFBSE/iMUImoEr+KhSbhBjdOnQBSJV/HSJEGJhYn5agmqYeJaHLfiokV4cAF9Mk5Ui+NVPCgur96WiWTBykys74uCoii2t3FsxmVkM97/PPzsHPizv4f3/FnWxxM1Gf/DI024RJwrzsy9vP70Pf9D55HnuPMv7wKhIKXGpje+xfLZn+KCE74y7u9N5bWDg3zvN29y65r3seKktgm1VUJKHrdQHJuxqklciqClystQVE2T7JVcpGOWnxXFvA4C4qO6EVbKMbOmp0q/A5Ys19BcXj0vSxVF6II+Rao04GIAlSgSgUD/TyQ778FwkJgWwy3GrMX13np6I71Z5Wk2Y0U36xuWWCPfOjZja1LP7UY/QNM0eoajxDWJu1xjNpXM+PXX62sJtbh+56qmFXCN9TeMsrQ6s9Bc7vQ4ybAZU9VKRIvSH+lP9CncNPob8bv9Y7tiEmuqphIMB5PbNPubGUo8JcGoo0ktGfcexUNLoKWUd6BK/sfNF7uRSJze8FiMNge8+P0VfscuHsmO65TYq0Qi8UjO4y2DksdtqZjMyJ8N3C6EcKHfAb5HSvlrIcQ/AzuklA8CPwPuFEK8g35H9qJJ3B8AFEXQWuvLsm/mMxS63QodDeMX4aR8MdTMGnuvaRB8Wxc3WNiMaTsZxeWmpWpWtq1w5Q3wys/h9IvQnr2Jro98hXXPXDtmEPzQtXT+9jt4Qt3Mvuhu/YDf/Onk9i2J9rM6bJm7nZBJJXfbhhkzcxuHMuSd3+l3ZDvONP14IiZjKfU1s0tnj+StGwo049JiVIeDDFe1IYRCo6+V7vCBcX9vJgtn1eJWBE/v6p3Og9lpg5FbU2mu9o4rz5YEMxusWX5UFH2Qm8tqnGqQ/dwdKL//AS3G+4w2c2XItqq2cRmIWwIteXOzk5PNyTy3a5qkq2ekvGM2k9T+RXxUf354pvW1tgNu+0u97KTz4Ky/T69z0d0obSdnx0lKvyWuxdk9uDvLrrqwcWFy4GkWa4pLYXbN7LSyFndGHaHQXt1epP8hlY2mSfb0T7MYnSjVYU3DAAAgAElEQVTxCHS/lR3XbYsqdkBr53hz0Jm0S7NSyleklGdKKU+XUp4qpfznRPk/JQaySCkjUsrPSSlPlFK+X0q5e7L2J5NM++aUGwpTDYQWNmP9LgDmtsKta+FDX4Wta+lbfElyIAsJg+DT19D3Z98Ya6t/t3X748AxY1YIe36vr5X11Zp+PBGTcXBEYVRVaKvOL+8IJQbLdcNjd3AbvC0cjUx8MOt1KyycVeNIoEpIyfOsHczyq1V+zGc1TjXI3vuF9PfjyLmF5FknNxeHaRGzuQh1m1tf1chY2RkXZ9exEZ/BcNDUrhoMOzl2Kpn2MVoIM9Bm7Bxv9pmxrvNM+yZMsaEw1UBoZciMR7Prpn6eMGhaWTOTFsKBd/UpcFbtj4OZZsasSGIR/ZE8szJ9bGNMtsnY4FjAfDAbjBxGlRNf6/re2fW8fnCIwZGZZcUsF0qeZ+1glV/N8mM+q3GqQdbsvc2cW0iedXJzcZgWMZsLS+tryv7n63NYEFNjjnW4DJj2MVoIM9Bm7Bxv9rEczAoh/lsI8aDVz1Tu5GSQad+EKTYUphoIrQyZbm923dTPEwZNK2tm0kLYMF9fy2XV/jiYaWbMiuTgC/r67FmnmH48UZOxMZidZePObNhbS1zxpA1mG72tqDJO32h3ji3tcWpHHRJ4Zo9jNS4FJc+zdrDKr2b5MZ/VONUga/beZs4tJM86ubk4TIuYzYWl9TVl//P1OSzwuDymMTbTrMOlZtrHaCHMQJuxc7zZJ1cU/MeU7UUJMOybmWsOpsxQWNWKtup++gb3Ea1qxLvm1zQNHkLRVDTFRV/DPKKoeMNBmgLNKBfdnb6m64LN4KtD+/x9MNrHrR//GRE1yrHYMQSC9qpZhONhjnztRVqkC7ca1bdLXRNW1WpPfJKCYSs0prOtmLuCb77/m0TVKMFwMKcMqsQCKAeDfdsBAW3mg9kJm4yH3FR5VKo9Nq4SC4WQvzl9MOvT7YTd4QO0+justrTFgrYafG6Fp3f18vFTnPVYU03J86wdDBts5prZqoQl08iRmgZSg9UPwLHD8Nnb4L4vZq+ZheR7zROg7+uvE0VDUdwoQqCEg2MyJzWGx5Utu2nyN/Gzj/+MqBpNCpyM/JlJao796cd/yg+e+wHbDmwztRY7+Tg/0yJmM0k9j/tq4fP3wuC7Y1Ky+vngqYZL7tXLFBfaJffRN3SAqK8a7+gwTfXHoVTlNsO2BFq44ZwbOBTSnx0bjoc5vu54/dnJoUN4XV7T2FaEkhZ3adIyizh0YtWaaRmjE6Wm1TyuK9hm3BJo4d5P3EsoHkLVVFyKixp3DVXeqvwbzzAsB7NSyiemckemGkURnDSrlvvXLiuJoVAT0KWorPvjv6dJmxb88W52LV3NukcuS5d4tC5CufxRXe6gqfDwd9CGj9J13vf5r5138/mTP881269JbnPdsuvY+OJGguEgG5Zfz8I3HsJ93g+haQF4a6A6kQDsiE9S/78Jhc7GTractwVN0082lz98ualwxI4syqEE7H0KGo8HX43px+8k5E8dvsIe3bF/yE1bVRRh81AKBZqoC6VPMwboDh/klAka6D0uhYWzap11syWi1HnWFoqi57zLH82+qGfIocyETxdugUsfAXU0cXfABUu/CH+6HgKNaG4/XbGBtFx+7bJr2b5/O3+x4C9ySj00qTEUHcqq0y7bsy4WZubY/1zxn1z9wauzTPNOPrbHtIjZVDIFZiedB8u/BQ99Iz1Ww33JMm3RJ+g65zvp/Y8VG+iUGkqO1WeKUIhrca575rrkxewrz7iSyx+5PC1Ob3rppuQFlRvOuYG4Fk+7AH7lGVemxXZmHDqxmptpF6PFQo1mx3UFE9fiHBg+kHUeOMF9giOAyiBvVhBCdAoh7hNCvCGE2G38TMXOTTaGfXNOYxWttb4pTQSmso6nryH4p+tZ9/Q12RKP6IBuFRQK3PFJePsh+v7sG6zb/h1Wdq5MDmSNba7efjWXnnapvmD88a8TPO0zsOVzcOendHm3ooxPfJKCYStUFIWvbfuapXDEEZKUIWoMDjyXc73srsTfq/Bpxi5b8ieDY/5makeOIhJruqrddXgVH91FkECB/rzZnUdDBEOjRWnPYXyUMs/axrDBNszTX42LebmET7+4RK/XeLz+OLVbP6bn2J+eA91v0qdGWPf4N9Ly3zXbr+FTCz+VV+phV/xhlmO/tu1rKIqSvCOWq66Tj82ZFjFrkHkeP+NiPTYzY7V/T7Ksb/ElrHs8Pb7WbVtPXzj3uT8zhlZ2rjSN05WdK5PvD4UO5d0mMw6dWM3PtIrRYhDqMY/rChZA9Uf6TY+v/kh/ni1nHnYucd0K3AjEgRXAHcCdk7lTMwErWUfM5cot8VBjyYPZED/Ve+tNt6n31qe1C9gTSxVJUuIIScqQwy9DLGy5XhZg18iRgk3GgxFBKOpilg35k0Eo0IwiVWoSHSkhBA3eVo6GD477+804paMOgGd2O+tmHcZJPuGTVS4NNBJVzHO5S5iXp0o97Io/xpNjnXxcoZjEnmmspkggLaWReWQ6mTGUr+8BEHAHbG2TGodOrDpkMQMFUHEtbnocxCv4dy4UO4PZgJTyMUBIKfdJKb8LnD25u1X5WMk6PKqaW+Lh8iQXwRvip8HooOk2g9HBtHYBe2KpIklKHCFJGbJvu/6aYzA7EZPxgXGYjA2OmT6ep5nu8P6C9iGT97TUEPC4eHqXM5h1GCf5hE9WuTTcj1czz+WqNC9PlXrYFX+MJ8c6+bhCMYk901hNkUBaSiPzTF3MjKF8fQ+AcDxsa5vUOHRi1SGLGSiAcitu0+PAmWKcjZ3BbEQIoQBdQoi/FUJ8Gmib5P2qeAyRkhGoxprZlic3sOlD16aXp0o8atp10UjDfJp+/0M2fehatnZt5dpl6dtct+w6bnn1Fn2O/fLraXlyQ7bYxBCfGAki8/NCfoeUfc33uUMJ2PsU1M1Nf2RICsUyGY9nmnEo8Xie2gwJVHD0SFEez+NSBItm1/IHZzDrMF6MHPnS3fDJH1nnysxc+tLdNOFi0/IfpuW/a5ddywM7H2DDig1p5RtWbKAl0JL82pZAS946ML4c6+TjCsUk9ow+AjAmjGx8T7Ks6cUtbFp+fXosLN9AUyD3uT8zhrZ2bTWN061dW5PvO2o68m6TGYdOrDpkUdNqEtd3VrQAqtHfaHp8NfonKBOpQISUMncFId4HvAk0AP8C1AP/LqV8ZvJ3L5ulS5fKHTt2lOKr7WPTEKypcfrCPUS1OF7FQ5MUKLERYv56gtoocS2OW3HR4m/Wr8gbbboSV+djYd2W6XKhSYkqVVSp4lbcKCiMqqO4FTctrgCe0WPm+zJOm3HW75DHOFhGRsKSLygpeexqKnz/OJj/YfjwV02rHI708bHnrmb1nLNZ0Xz6uL/ilhdreWx3gH85a49tARRS8ulnv0fX/I/y3KmXAfBa/3M8fPBurluymbbA3HHvRyYPvXKYzc/u4+lvn83s+vFPny4hJY9bKIPYLRVqHEJHdfGI2w9S1ae1CZd+R0BR0mVRRi4VAlxeNCHo02JEpYZIPBpFCEGDr4H+SH8ix7tp8jdyLBZKy5Oa1AiGg8S0GB4l23hsMJ4cO8X5uOSxWxFxa+ccrcYhdERfhuTyQHWLvpZQi+txavg2Uupo1W30RXoT/Q83TYFWPRbyfFdci6fFZWYsN/obGRgdSIvbaWgzdmK3HIlHMuK6Vc/LFUwkHsk6vvzWv3PJ47ZU5L1XLaV8HiBxd3adlPLYpO/VdCbTLGhlCNY0lJ63aMmoF2/ppGtwV7bpUqnGffsnstpUFIUmE/Nfqs04pwXQEJ8UiCGDKvRzhynk6OswegzareVPEzUZHxhy01Zt32QMgBCE/M3Uh8bWhjQmjMZHwweLMpg9bW49PAtP7gxywfvmTbg9hxmAGoejr8E9q8fy7udu19ecP3CleX7PyKUKZOVnM5trpgHWyNnt1fkfJzWeHOvk42mGnf6EpkHPW+k247P+Pj1uL7pb7/Rv/nSyTLnobloy28nzXZrU2DWwK28sdzZ04nGlT4nPjLt8cejEqkMa8VHofis9ri+4E9reC25fqfduUojGo+we3J11fJ1YfyJem8sBZwp2bMZLhRCvAq8ArwohXhZCLJn8XZum2DUEW9QLRnrNLZbELds0M/+l2owdC6ADAPv+oL9OqsnYTVuV/SnGBsf8TRbPmi3Outl5jQEaqzz8vqtyzYcORSZ0ZKzjBPrrSHBsIGuU5THAF2KAdXK2A2CvP2FmM86M259fDP27x9eOSR27sZxp3XZwmDCh7uy4vme1Xl6h9FqMB3ojzpKpTOzM2bgFWCulPF5KeTzwFXTDsYMZdg3BFvVimmpuscycVpTSppX5L9Vm7FgAHdi3Xb9zVG29xkQ3GVcVZDIeiQn6wq5xyZ8MQoFmqke6URK21oCrBr+riiPhd/NsaQ8hBKfNqefJriCqlntphYMDkGaOT+KpGrcBvhADrJOzHQB7/YkCbMa22jGpYzeWHduqQ9FxbMaAc3xZYWcwe0xK+aTxRkr5FOBMNbbCriHYop5HcZlbLDXNsk0r81+qzdixAM5wpNQHszksxmCYjAubYmzIn8bzWB6DoUArCjJ5d1YIQbNvFodG9ha0L2acPreBwXCMVw8O5q/s4JBijk8SGxm3Ab4QA6yTsx0Ae/2JAmzGttoxqWM3lh3bqkPRcWzGgHN8WWFnMPucEOLHQojlQoizhBA3AI8LIRYLIRZP9g5OO+wYgjVNF4hcuCW93oVbaFEC5hZLxg5kbdEnCK55iEOoBMNBGnwNWea/VJtxKS2AhsTkUOgQwXAQTWr5N3IoPsGdMNKbc4qxJjXeGT7M3ALXKR0owGRsMJQ4PhqOjU0rbvLN4vDIvoL2xYzT5tQjgCd3OlONHRJomi54Gtivv6ZeNDTM8SedBxduhksfhpZF8Jmbs/O7cJm3QWEG2E1nb6LB1zDpudPJz2VOVSusuh8uuRe++JD+uur+9P5EVSv89UPwlefhb3fArNP0eM2IUa1lEcHVv+LQ5Q8TXP0rNLN28vRd7MZyIWtdnVh0yElNW3ZcX7hZL69Qmv3NbFyxMe342rhiI80FLgOrZOwM789IvF6TUf5hQOI8czYdRdGFCZc/am4ETJUs1LTBeT+EpgX61aX/+Tbu4aMsXHkDt3/0BmKKgkfTaMGNu24OXP4omqbRFRtg3e+uSC4I33T2JhY0LGDLeVt085/iRVEUfnDWD0pqENZMxFQ5ZVQOk4eN58seiASJaFHm+gsbzB4ccuESkiZ/AWtmA61oiLTBbLOvnVf7n+FYbIBaT0NB+5RKXcDDe1qreaKrh69+tHPC7TlMc/IJb1xuaDsFln8LfnHJWJ1Lfglr/gekBi6vLlW7eYWlNEcRCp2NnWP52eWl3lPH7efeRkyL41HcNPub+acP/xPfUr+VtL2minYmI3c6+XmaEI/AQ99Ij69UpAbhvnQxzufvhct+p0+Vd3vRAs10De5i3R//Pf1vLVLuaOTru2Aey3WeOm4797akbbUl0JIlf8qHE4sO+VHA5dP7zJ4qfaaBy4e9e3LTE0VR8Ll8XP3Bqwm4A4TjYXwuH8o4njgyU7BjM14xFTtSUeQyBKdKFgbehS2f008+5/0Q3n4ILtyMe8tnaU9dG9AwXz/B1MyiLxxk3SNXpS0IX/e/69hy3payM/+ZianKdV8rnn1/gEAT1HZYVtk5fBCAeQUOZg8MuWmtjuEqIM+qLg/D/iYajh1IljX79GPo0MheTqo/w2rTcXH6nHr+++XDDEVi1PnH1+FyqDCshDeJXAtApG9sIGvU2XL+WJ3Q0TFDrFUbmJtZ22tmp71vcY99HgwHJz13Ovl5GmAnRs1EZXd9Dtb8Fhp0c3uf3Xiy8XQDs1ienRHL48WJRYe8hI7ocZ3ZN/7ib5JxXmkEw0G+/OiX09bNdlR3cPtf3G7LdD+TsGMzniWE+JkQ4reJ9ycLIS6b/F2rUKwkC4acwUrekEf2VI6ykOm0rxWNlLD3Kf2ubI5n5nQNH0IAHQVOYTkw6KatqvC/7VBVKw3HxmK/2a8n66JONZ7bgColT+9ybIAznkLkOpl17Ar/xslU5E4nP08D7MSXmahs4F29PEG5/63Lff8cyoAZKICKqTFzIaw2/tlvlY6deyi3AQ8Dxi2dncBVk7VDFY+VZMGQM1jJG/LInspRFjKd9rWiGdgHxw7nXC8L+p3ZWb5GfMr471iOxqF72FWQ/MlgsKqNuuEjSaNxjbsen+Ln0MiegtvMZGFbDQGPi98762YdCpHrZNaxK/wbJ1ORO538PA2wE19morKG+Xp5gnL/W5f7/jmUATNQAOVxecyFsAX00SodO4PZFinlPYAGIKWMA+qk7lUlYyVZaDxB//f2jbDyBksJQ6aAodSCp1xMp32taPbmXy8L+mB2Is+XlYgJDWaHAm0oUqUuNGY0bvK1F/XOrNul8N7ZdTzxdg9SOo/omdHYkfXlq2OnjQKYitzp5OdpgJ34MkRlqXUuuFMvT1Duf+ty3z+HMsBGnFcaLYGWognWKh07lzSGhRDN6LInhBAfBPI+20IIMQ+4A2hHHwj/REr5nxl1lgNbAePWy6+klP9se+9LgCY1+iJ9SflBUq6kafr6FgtxQhJFgdZF+noWNaZfVXL70BQ3fZc/QlSL41U8NF2xDSUWzmrLTMDQ5G8CTSMYPprY3k1ToBXFZf7ntfwdiozVvjpChylm3x/AV5t9VTOFEXWU/eEgZ9YtKOgr9k/gsTwGQ1W6lbAhtJ+BOn1fm32z2Bt6CyklIscU6fFw5vwGfvbUHnYeDXFSe21R2nQoQ/LlZBvCGwDqOvR1WVpcv9tV0z5WJ6UNTdPoUyCKxDval57rEvsSRxBE1cVPLg8tgRbTxyyY5c4GX0NR87aTn6cBVjEqNRg8pPchXB69jtGncHmgehaEe5PbKFWt2X9rbwPKcO4+i1lfAUgra/A1MDA6YPneTkw5seiQF7cH2haN5WLFDTWtenmF4lbcnFB/QppgrdHf6DyaxwQ7/0e+DjwILBBCbAdagc/a2C4OfENK+aIQohZ4QQjxOynlGxn1npRSfmJce10iLI179QtQet6ytmKmNaJBRl3ts7fR5ZKs2/4dWya/TAGDpsbp6t/JusfXj22/fAOdjQuzBrRTbQ00k0U4TDH7ntKtrDn+vrtHDiORBZuM9w+6cQlJS1XhazmGqlrQUGgc2sfejmUAtAY6eG3gWQajvTT4ihNHi+c38jP28Ls3jjiD2Uoln6nYIJfwRtOgb7c+RX/rWut2FAWtutU6r0qg+w3ir9zDzsUXsv7xryfrbFixgYWNCy0HtEbunKy87eTnaUBmjKpxOPpaur34gjv1ZSQut2XsK20nj/2tbRwfZjF305/fRFSNJstWzF3BlWdcyfpt69Ni+qaXbmLbgW3jilMnFh1yEo9C91vZcd928oSXdZQr0XiU3YO7s46vE+tPxFuhv3Oh5D0LSilfBM5CfxTPl4BTpJSv2NjucGJbpJTHgDeBORPb3dJiZdzrC1sYB0dM1uWZ2An7RgeSA9m0diN99vYr3JMcyCa3f3y9vl92fweb3+UwzRg6BP1786+XDekm40IHsweG3LRWFWYyNtAUD0NVrTQN7k2WtfnnAvDucFfhDWfQVO3lxLYaHnnjaNHadCgzrCywZjk5Vxv9u8cGsjnayZlXE/sSXPqF5EDWqLN+23qC4WDeXXHytkMSM3vxPav1crAX+zbqmMXcgWMH0spWdq5MdrSNOuu3rWdl58rkeydOHYpC6KhF3Ffuebw30mt6fPVGHIFlJnZsxp8DAlLK14FPAb8QQiwez5cIIY4HzgSeNfn4Q0KIl4UQvxVCmC7qE0L8jRBihxBiR09P6cQtlsY9K8uamdHSxE4Y9VVPyOQX1eLW+2X3d3CsgZNCyWN33x/01/bcg9mukUP4FA+t3vqCvmb/oJu2CUwxNhiobqd5cHfyfZu/AxC8GyreYBZgyfxGXjkwyNGhSFHbrSRKHrsToRiW4XhUt8zbaCdnXk3sS8zlKthM6eRt+0zruLVDPntxMSzdmMdcwB1IK6v31pvGZX3KecSJU/tUfOxOhBloM45b9O3jFfw7F4qd+yj/KKU8JoT4CPBx4HbgRrtfIISoAX4JXCWlHMr4+EXgOCnlnwD/D3jArA0p5U+klEullEtbWycm1pgIlsY9K8ua2TQAEzuhd3R4QiY/r+K23i+7v4NjDZwUSh67+7brHfLG9+Ss9nZIlz8pBaxLjcQFPRM0GRsMVM+marQf/6i+LN/r8tPkbWV/Ee/MAiw5rhGAR9+s3Ku6E6XksTsRimEZdnt1y7yNdnLm1cS+eFS1YDOlk7ftM63j1g757MXFsHRjHnPheDitbDA6aBqXg9HBtPdOnNqj4mN3IsxAm7Hbom/vrJnNxs5g1jAXnwfcKKXcCtjKTEIID/pAdouU8leZn0sph6SUocS/fwN4hBBlu2jC0rgXGIfRsqoVLrorrW5TVSubln2vYJNfU6CVTcvTjWeblm/Q98vu7+BYAyuTvU/pwjHFZVlFSknX8EHm+Ao1GbuQCNprJj6Y7a+eDUDT4NjjeFoDc9gX2jnhtlOZ2xigvc7HI687g9mKxMoCG2jWp6UN7NdfNS19O00b+1yNwazT4HO3583tOfNqYl9adtzBhuXXF2SmdPL2DEaNw+AB6Nujv1a3wYWb02Pyws1jVtdiWLoxj7m5tXPTyrZ2bTW1rW7t2pp878SpQ1GomWVhM7ZwHlQAzf5m0+OrucCnTlQyIt/jKYQQvwYOAucAS4Aw8Fzibmqu7QT6Xdw+KaXpc2mFEO3AUSmlFEK8H7gP/U6t5U4tXbpU7tixI+c+Txqahta3m77BfUR91XhHh2mqPw6l6QT9czs2YzUOve/A4Lv6HbPYCNTPR6ttp0/GiWqFmfw0NU5fuKesbMZlRnFUuBNgymP32FH44UJY8kU41drZdjjSx8eeu5pVHSs4uyXnYW3KE3v8/Oi5Bv7ug+/SVj2xh3l74mE+/ey/suO9q3jtxE8D8FzPYzx59Nds+MCDVHvqJtR+Knc/9y6/efUwz33nHJqqy/bOQcnjFkqcdwsl02YcaM6S76VJb8ykOJ/8EXQ9Cu+7FIQAdwCqzXN7zryaaTOWcTyKtc3Y9NeZfnm75LE7LeM2FTPZ04Wbwd8AwbfH+hCNJ0DTCWNxaefpCjbqTJXNuAxxYrfciMdg6IB+kVEIkFKfjVA3t6KNxtF4lN5Ib9Jm3OxvziV/Knnclgo7Z9ELgHOB/5BSDgghZgPftLHdMmA18KoQ4qVE2f8B5gNIKW9CtyJ/WQgRRx8kX5RrIFtyRnpQNn+altR5+w3zdW1+zSx7V4hCR+Cuz6XP/W+Yj7Lmt7TUzy141xSXm5aa2fbqOtbAmcHeJ/XX9twD1DdCeiwel3g0znjZP6SbjJsDExvIAsTcAYZ9DTSn3JltC4xJoN7bsGTC32Hw4QXNPPjyIR569TCrP3hc0dp1KBMyLbCho+bSGyN/m0lxHvxb+Pi/wh2fHKtn9XW58mpiX9zoz6or6Ndx8vbMw0z29ItVcN4PYcvnxuql9kMgt6XbwEYdq5jLLMv33sFhwoSO6Hk4s//9xd9Aw7zS7dck43V7mW2zbz+TyTuYlVKOAL9KeX8YOGxju6fIc5VASvkj4Ef5d7NMKIZUJJ+8wcGhWOx5ArzV+hX7HLx+bB8Kgnn+wtbovJuQP03EZJxKf/VsmlIkULMSRuPdx94o6mD2uOZq5jcF2PrHg85gdiaQL39bfR5oHH+ed3AoBlb9BU9VdpkTnw6VzAwUQDnYZ9rN/SgpxZCK5JM3ODgUiz2/19f85VgvC/BGaD9z/C2mwjBbX9PvYXYR1ssa9NXOpX74ML7oMQAC7mpa/R10DeZ9Iti4+dCCFnbs62d/30jR23YoM/Llb6vPw/3jz/MODsXAqr8QG8kuc+LToZKZgQIoB/s4g9nxYEeskI+adotF7IVOPnNwMKF/n/582dm5pxhLKXn92D6OM5GF2fqasMJAxMWc2tGCtjejt1afMtTSP2YwnlN1Au8MvYoqi3sVdtkCXaTw4MuH8tR0mPbky99mn3/yR/DS3ePP8w4OxcCsv3DhZn2N7ET6IQ4O0w2n7+yQA+eSRgJNk/QOR4nGVbxuF83VXhQlY5a0ouiykMsfTTyDMACaCkMHc0ufUnG5oe0UfZ6/FtevKtW06+UT+wXsCagcZgZ7fq+/tp+es9rh0T4G4sMcHyjMCLinX4/bYg5m+2s60BC0Duzk4Cz9kdZzq0/gpb6n2B96h+NrFxXtu1pr/Sxqr+UXz+/ny2ctyD7mHQrGVk6dShRFN3uv+a0+fdPl0XOvkScz87sQIFzwiQ367AarPO/k3oqnZLFs1V9QXGNxahZzalxfY5ga5xPtYziUFWWXXycbtwfaFmUcC60VLX9ysI+T3dCTwttHj3HFHTs40B9mbmOAm7+wlJNm1ZoPaGtmmZsvU82Y1l+mWwjHu13uX6CwfXGoXPb8HvyN2dNyMpio/GlPv34i6SjiYDbu8jFY3U5r/9jjeOZU6et+dw6+XNTBLMA5753Fj7a9w5PvBDlroXN3oxiMK6dO3U7lthlDthQnX251cm/FU9JYztVfsJI3mRmQL7gTZp3qDGgrhLLMr5NNPAbdb2XHddspzoDWwZlmDNA7HE0mBYAD/WGuuGMHvcM51gGamS9/frFenotCt5vqNh2mL1LC7seh/VT97lIOXhrajVu4mF+g/Gl3v4fWqih+d3El5H01c2nt7wKpPwe0xlNPo7eVnUMvF/V7AD7wnibqAx7ufHpv0dueqRSUUyebQvJkvm2c3FvxlDSWC4kvMwPyPav1coeKoCzz62TjxLVDDpzBLBCNq8mkYHCgPzAZlAEAACAASURBVEw0rlpvVKjZuBhG5Klo02H6cvhlGO6GOUvzVn1h8B3eE5iFp2D5k5uOmuLdlTUI1s3DGx+hPnQwWTav+kTeHvgjMa24ce12Kaw4qY3H3ux2RFBFoqCcOtkUkicLNSA7ubdiKGksFxJfzhMTKp6yzK+TjWMzdsiBM5gFvG4XcxsDaWVzGwN43TkssIWajYthRJ6KNh2mL12PAALm5H6MzYg6ypuh/SysnlPQ1xwbFfSMuJlTV/yOe2+tHs/tva8nyxbUncKoFmbn4EtWmxXMOe9tQwi44+m9RW97JlJQTp1sCsmThRqQndxbMZQ0lguJL+eJCRVPWebXycaxGTvkwBnMAs3VXm7+wtJkcjDWHzRX5zhhFGo2LnA7TY0TDB3m0NB+gqHDaGriapSm6ZKSC7c4dkMHnZ0PQ+tCCDTkrPbK0B5UqdFZ3VHQ1+wd0DtHxZQ/GYT8TQz76mkPvpYsm1fdiUfx8WLw90X/vuYaHx9a0MLmZ94lGCr+7zPTKCinTjaF5N6qVlh1P1xyL3zxIf111f25DcgXbtFzsqZlNadJjWA4yKHQIYLhIJrMruNQXpQ0lguJWZvWV8s+hUPZU5b5dbKZoTZj55xhD+eSBqAogpNm1XL/2mX2zXCZ5ku7FssCttPUOF39O1n3+HoODR+io7qDTcs30NnQiWLIIWra4LwfQtMC8NZAtWPUnJGEeuDgC3DG5/NWfWHwHQRwYoGD2d2TYDJOIgQ9de9hdu9r+rpZoeBRvJxYeyo7go9z0YKv4lF8Rf3Kz5w5h6d3BfnJ73fzf/7yvUVte6ZRUE6d/J0qLGfHI/DQN9IFPJltXvYoREP8f/bOPLyq6tz/n7XPkBEIIQwGRNSiFoei4kivisWC0Eq1VVu0FbRXKVaLtlL1crV4qb1qlaGKyM8qoGCttVZvrVKt1La2ahFnHHACQmQIIYGQc3KGvX5/rJx5n+QknHCGvJ/nOU9y9tnDSs67117vet/1fWn8GJ6+Blq2pwhB2dpmw64NXP3C1bF+/MxFjOw/EktJX52v5NyW3aXm2e4pN/Vl3aUd7+9yG7GnZNXuOPGntGOK/odhiUhU3pNzm8wFSkFpP7jocfO71sa2O9EFKWTkmZE58t9ox7IUA/uUMLR/OQP7lGTWKUSUL6sOND8zdR67eFyjb0f0oQNQv7eeq/96DY2+OHGIurWw8nx46BugEEe2t/LhM4CGYSd2uutrzR9xYOlAyl3dcwo37PRSXRak3NMzM4Xb+x1MaWAPVXs2R7eN6n8CvnBLj0Rna6vKOPXQGlb86zOJzmaBbvWpPd+orvXZmQjwWJbpcx/6humD69Y67tfob4wOSqC9H3/hahr9jVn+I4VskzNbbt0BD59r7GrZZPPz4XM7FxhzuaHfMKg+2PxMclA7HFMIBUFe9q89SctWWHEO3HMC3D3G/FxxTlELQMkzI3PE4ykAAnYoaswR6vfWE9BpFsSL+Ejv5d0noE8tVB/S4W57Q37e2P0xR1Qe2K3LaA0fNHgY0c/freMzYXs/8zccEJdqfFDFSKpLBvPnLY+idXYVlMFEZwMhm/nPfdj5zkLxk6kATwb7BcIB5348LP21kIYeEhhLO6YQMR0hX+mFwmbyzMgccWYLAK/lpjYpFbS2ohavSrMgXsRHeid7d8InL8KIsZ2m3vxj13qCOsyxfTt2etOxba+LJr+Lg3rQmW0trWJP6QBqd8QEn5SyOLHmTDbv/YhXdzyf9WseUFXGhCOHsOqVTby5uSnr5xcKjEwFeDLYz+vyOvfjLumvhTT0kMBY2jGFiOkI+UovFDaTZ0bmiDNbAFSXDWTRGfOjRh1Z31Jd1k0RKqE4ee8p0GEY8R+d7rpm55v0cZV1e73sBzvMA+Tgqp5zZgE+738YtQ1v4w7FrjOqagwHlB3EIx8vZJuvLuvX/Nbxw6gq9zDnD+8QtrMf/RUKiEwFeDLYr7q0mkVnLkrsx89cRHVp9f74S4RCpLtCk53Q4ZhCEPKRXigAJc+MzFE9karXk4wZM0avXbs2183Y79jhEI2+HQTsEF7LTXXZQCPUYNtm/UxXBE16JzlfUNLjtvvgJNj1GXxjSYeR2aAd5vR/zeaYviO47MAJ3brU4lf78srmEm467TN6cqnOoKaPOePdZfzlhJ+yeUhsHXBTWwOrPlmAS7mZfOB3GVpxCC7lJqzDVHr6UVt+EJbqfpmClz5q4O41H3HjpCO4/LRDs/GndJec2y303n4XyLyPzWA/W9s0+hsJhAN4XV6qS6uLWcgj57ZbFHbbQ8/4tGMKAcR285NwyKyRTSNsVox08ZmRc7vNFcVtBUWE5XJTU3mAwwftgiZC76bhI9j4Ehz3vU5TjNc2b2BP2Mfovt1z0rSGN7eWcGi1r0cdWYAdfUcQcJVy4La1Cc5sVUkN3z7kalZveYRHP7075bh+3gFMGX4pYwdPQnVD7fDUQwfwyqc7uf3ZDzj10BqOGtpvn/4OoYDJtI/NYD9LWdSU1WSpYUKvoIee8WnHFIKQr0SEzXoR8szIDHFmBaEYWLfc1LY8dHynu/5h678od5VwdJ8R3bpU/R4XjT4XZwz3dev4rqAtF1v7f4EDt61F6TA6LtpaXTKIbx98NU2BBlpCzYR1GAuLlmATb+16mRUf3cHGlg+Yeug1XXZolVL8538cwvW/f5urHnmd/7vqy1SWSHcpCIIgCIKQTxRtfpMg9BpCAXhjJRx4IpR3vJaiIbCb5xte5+SqI7ot9vHWVlPKZ+SA1m4d31XqBhxJWVszQxreTflMKUX/koEcWPEFRlQezvDKkYzqfwIXHnwlY2rG8eLWp3huy2+7dd0+pR6uHPcFNu7cy6zfvI4t62cFQRAEQRDyCnFmBaHQeetRaN0Jh53d6a6rtqwhqEOMrxnd7cu9uqWEwRUBBpTtnzIO9dWHE3CVcmjdixkfo5TFaYO/zsi+x/D7z+5jQ/Nb3br2qAP68r1TRvD8e9u5488fdOscgiAIgiAIQs/QY86sUupApdQapdR7Sql3lVI/cthHKaUWKaU+Ukq9pZQ6rqfa0yPYNrRsg6bN5qdt57pFQm/DtuGlhVB9KNQe2+GuO9qaeXjLGsb0G8mQkv7dutzuNsX6HV6OHLi3W8d3B9vyUDfgSA76/GVcobaMj1NKMWHod+jrrWbZhtsI2pkfG89XRw3mK0cM4t6/fszyf37WrXMIeYr04UK+IzYqCAa5F4Q09GRkNgT8WGv9ReBk4Eql1Kikfc4GRra/Lgfu7cH2ZBfbhu3r4f7xsOAo83P7erm5hP3L+3+EnRvgqG92Kvx0xyePE9AhzhsyttuXe7WuFFsrjhrY0u1zdIeNg76EJ+znoM//1aXjSlyljK/9Fjv8W3hm86puXVspxfSxBzPmoP7c/NS7PP5a9ssBCTlA+nAh3xEbFQSD3AtCB/SYM6u1/lxrva799z3Ae8DQpN2mACu04WWgSilVGPJ6rTvgN9+Bpk3mfdMm8751R27bJfQewkH4y1yj7ndQxw7qE1v/xTM71vL1QScxuKSq25d84dMyBlcEGNon0O1zdIcdfQ9id9lARn36tJFT7gIHVR7OEf2O45m6lWzvZl1al6W46syRHDW0L7N/9xbPvrO1W+cR8gjpw4V8R2xUEAxyLwgdsF/WzCqlRgDHAq8kfTQU2Bz3vo5Uhxel1OVKqbVKqbU7duSJ4YYCsZsqQtMms10Q2ulR231tGez8CI6bDlb6mqrrmj/ilg2rGFU5nMmDTuj25TY1udmw08sJtbs7CwJnH2XxYe0p1DR/wuDG9V0+/PQh5+BSbn7zya/obm1tr9vix2cdziEDK/jhqnVF79DmZb+bTaQPL0qKym7FRnsVRWW72UbuBaEDetyZVUpVAo8Ds7TWu5M/djgkZaSptV6qtR6jtR4zcODAnmhm13F7oWp44raq4Wa7ILTTY7bbsh3W/BwGH21UjNPwRvPHzHznHgZ4+vKD4ZNwpS+23SlPfVCBx7I5bsiebp9jX9g4cDRt7nKO+ujJLh9b6enHKYMm8M6uV3irsWupyvGUelxcf/YRHDKwgitXruOpN+u7fa58Jy/73WwifXhRUlR2Kzbaqygq2802ci8IHdCjzqxSyoNxZFdqrX/vsEsdcGDc+2FAYYwOywfCtx+J3VxVw837cumAhB5Ga/jjNRDYCyfPTLtWdm3TBq54+276uMq57pDzqHCXdvuS9Xtc/H1jKScP202lNzdrVMIuDx8MPZUDt7/GkIZ3unz8sQP+gwElQ/jNJ4sIhLsnBgVQ7nVz/cQvcviQSmb95nV+++/NnR8k5B/Shwv5jtioIBjkXhA6oHuFJjNAKaWAXwPvaa3vSrPbU8APlVK/AU4CmrXWn/dUm7KKZcGgUfD9502ag9trbipLqh0JPcy65Ub46fhpUHWg4y4v73qfq95dQrWnkp8c8k2qPBXdvpzWcN+/++J12ZwxvKnb58kGGw44lUO3ruWEd5fxx9NuQ6v06dXJuJSLMw84j8c+W8zqLY/w9eHTut2OMq+L2ROPYP5zHzL78beo29XKNWcdhtrv+ddCt5E+XMh3xEYFwSD3gtABPebMAmOB7wJvK6XeaN92IzAcQGu9BPgTMAn4CGgFpvdge7KPZUHl4Fy3QuhNbHoZnv4J1B4Ho8513OWvO9/ix+/dzyBvP3588Hn081SwN6B4Y2sJ72730uiz8AUV/ctsDugT5pjBbYwcEMSd5pnwyNuVrN9RwjeP2E6fknAP/nGdE3Z5eOugszjlw8c46qMneXvkeV06fnjlSA7vdyx/2vwwX6oey/DKkd1uS4nbxU8mHM4D//iURS98xKbGVm771jGUuDN3sIUcI324kO+IjQqCQe4FIQ095sxqrf+B85rY+H00cGVPtUEQioot62Dl+VA5EE6b7Sj69Njn/2Dehkc4qGwQsw7+Bs2tlax8vYK/bywjZCtK3WH6l4Yocdlsa3Hzz02l/O7dSso9Nsce0MYJQ9s4clCAPl6b+j0unnivkr9vLOOk2mZOrM3NWtlkNtcczdDG9zn2g0fYVn0E2wckV/zqmDMPOI8tez9h6ftzmXPsUkpd5d1ui9uy+M//OIRBfUt59N+b+XjHXn71nWMZUdP9SLggCIIgCIKQGT0ZmRUEIVt8uBoevwy8FXDWPCipTPg4aIeZ/+kTPLTlBY6uHMGZFVO451/9ea2+FI9lc8IBuzl2yB6G92vDipti8gUtPtpVxvsN5by5tYKXNpUlnNdSmvEHNzL+4F37X8E4HUrx2qHn0L+lnvGv/oLVp9zMzqovZHx4ubuSScMu5rHPFnPv+v/mh0feiscq2YfmKL4xeihDq8pY+rdPmLTo71x/9hFcdNJBuKx8+acJgiAIgiAUH+LMCkI+49sFa26FV5dC9aEw7r+gclDCLuv3bOKWDY/wbstGjvAcx+cffZ15u8qo8IQZf3Ajpw5rTivaVOaxOXrQXo4etBdb72BTcyl1u0toDVn0KwnxxZpW+uY4tdiJoLuUF4+cxhnvPsjEf97MK0ddxkcHjksrhpXMgZVfYMLQ7/DsllUsevd6Ljt8DlXeAfvUphNGVHNwTQX3vfgxNz35Lo+8uokffWUkZ40aIk6tIAiCIAhCDyDOrCDkG6EAbFkL65+EN1Ya1eIjvgbHTwe3iSD6wgH+3fQBq+r+yUvNb+HW5dhbv8O/m77EoIoA5x6+g+MP2IPXlXlNVUvBiCo/I6r8PfWXZZXW0irWHHUpJ334OF9+8x4O37ia9w6eRN2g4wl4Kzs9/sj+pubu8/W/45Z1l3LW0As4dfBE+u2DU1tTWcKNk77IK5828pt/b2LGw+sYWlXGpKOHMO6IQRwzrIrKEul2BUEQBEEQsoEyy1YLhzFjxui1a9fmuhlC4ZHz0Jij7W54HtY/AW17zKu5Dho/ATsElhsOGsuukedx2Udr2W3vJKDb8Ond+K0GUGHsUDnBppOwmscyqlpz7JA9jKz20ZsCgUrbHLxtHUds+TuV/kYAWkoHsLtyKG3eSoLuct4bcTa7+o1wPH6nfxtrtv6ejS0fAjCwtJaa0lqOrzmd04Z8vdvtsm3Nvzc2sub97bxbv5uQbfra2n6lDO5bysA+JfQr81DisThhRDVTRg91/PO63YAsIv2u0A1ybrtit0I3EdsVCpGc222uKDhnVim1A9iYwa41QEMPNycXyN/VPRq01hN78Pyd0gXb7S75ahvSrq4R366c2y3sF9tNJh+/m3xsE+Rnu2qA93Ntu53YbT7+3zpC2tvzRNqc835XxrodIn+zMzm321xRcM5spiil1mqtx+S6HdlG/i4hHfn6P5R2dY18bdf+JB//B/nYJsjPduVjm5IphDbGI+3teaTNhYH8zUIyUm1YEARBEARBEARBKDjEmRUEQRAEQRAEQRAKjmJ2ZpfmugE9hPxdQjry9X8o7eoa+dqu/Uk+/g/ysU2Qn+3KxzYlUwhtjEfa2/NImwsD+ZuFBIp2zawgCIIgCIIgCIJQvBRzZFYQBEEQBEEQBEEoUsSZFQRBEARBEARBEAoOcWYFQRAEQRAEQRCEgkOcWUEQBEEQBEEQBKHgEGdWEARBEARBEARBKDjEmRUEQRAEQRAEQRAKDnFmBUEQBEEQBEEQhIJDnFlBEARBEARBEASh4BBnVhAEQRAEQRAEQSg4xJkVBEEQBEEQBEEQCg5xZgVBEARBEARBEISCQ5xZQRAEQRAEQRAEoeAQZ1YQBEEQBEEQBEEoOMSZFQRBEARBEARBEAoOcWYFQRAEQRAEQRCEgqPgnNmJEydqQF7y6uor54jtyqsbr7xAbFde3XjlHLFbeXXzlXPEduXVjVevpeCc2YaGhlw3QRC6hdiuUKiI7QqFiNitUKiI7QpC5hScMysIgiAIgiAIgiAI4swKgiAIgiAIgiAIBYc4s4IgCIIgCIIgCELBkXNnVil1uFLqjbjXbqXUrFy3SxAEQRAEQRAEQchf3LlugNb6A2A0gFLKBWwBnshpowRBEISssub97QztX8Zhg/vkuimCIAiCIBQJOXdmk/gK8LHWemOuGyJkB1vbNPobCYQDeF1eqkursVTOEwKEDJHvT8gGO1vamL7s3wzuW8IrN47PdXMEQcgz5FkjCKnIfZEZ+ebMfht4JHmjUupy4HKA4cOH7+82Cd3E1jYbdm3g6heupn5vPbUVtSw6cxEj+4/sNTdjIduufH+9m2za7obtLQBs292G1hql1D63TxCcKOQ+t7cizxqD2K4Qj9wXmZM3/w2llBc4B3gs+TOt9VKt9Rit9ZiBAwfu/8YJ3aLR3xi9CQHq99Zz9QtX0+hvzHHL9h+FbLvy/fVusmm7W3b5or83tAT2tWmCkJZC7nN7K/KsMYjtCvHIfZE5eePMAmcD67TW23LdECE7BMKB6E0YoX5vPYGwDGYLAfn+hGyxpSnmzNbtas1hSwRByDfkWSMIqch9kTn5lGb8HRxSjIXCxevyMm7YOKaMnEI/bz+aA808ueFJvC5vrpsmZIDX5aW2ojahM62tqI1+f/m6liNf29WbaWhpi/6+UyKzglC0ZNL/Ju/jtTp+1ghCb0TG0JmTF86sUqocOAu4ItdtEbJHP28/ZoyewTVrronm+88fN59+3n65bpqQAdWl1Sw6c1HKeo3q0uq8XcuRr+3q7bT4Q9Hfm33BHLZEEISeIpP+12mfJWctSfusEYTeioyhMycvRnda61at9QCtdXOu2yJkj53+ndGbEEx6xDVrrmGnf2eOWyZkgqUsRvYfycrJK1n9zdWsnLwyOijJ17Uc+dqu3s5uf4jqCm/77+LMCkIxkkn/67TPjOdmMLB8oOOzRhB6KzKGzpy8iMwKxUUkhSgYDjrm+wdtGcwWCpayqCmrSdmeyVqOXKT7yhqT/KTFH2RAhZfGvQGJzApCkdJR/9vgayAQDmBr23Eff8hPbWXt/myuIOQ1MobOHJn2ErJKJIXooqcvImAHqK1IfDjVVtTisTw5ap2QLSLraeNJXk8bsYMJj0/goqcvYsOuDdjazmm7hNyw2x+iT6mbMo+L3b5Q5wcIglBwpOt/wzocfRZ82vyp9NGCkAEey+M8hlYyhk5GnFkhq8SnEC1/Zzl3nXFX9GaM5Ps7RfqEwiKynjb+u41f45SrdN/O2iXkhj3+IGUeFxUlLonMCkKR4tT/Lhy3kDtevSP6LFjy5hLmjZ0nfbQgdEKpuzRlDH3XGXdR6i7NccvyD0kzFrJKfJrREx8/AcDi8YvxWl48Lg81ZTW4LTG7Qid+Pa1TGnGu0n07a5eQG1raQpR53ZR6XLQGJDIrCMWIU/9r2zZr6tZE93mr4S0WrFvAgxMfBJA+WhDS0Bpq5dH3H2Xx+MW4lIuwDrP8neXMGD2DKqpy3by8QrwKIaskl3N54uMneGXrK6ycvDIhIivlUwqfdOtpofOyPkLvQWvNHn+Icq+LErdFayCc6yYJgrCfcLvcKc+CBl8DXpdXsrQEoQO8Li9NbU18tvuzaGmeprYmGUc5IN6DkFUySfPM1XpKYf+Rq3Rfsa38oy1kE7I1ZV4XJW6JzApCseLU/+5o3cGSs5ZIWrEgdJGqkipmjJ7B7a/ezvTV07n91dtNVLZEorLJSGRW6DIdRVUzSfNMt54yOXorFBbJdnFo1aH7Pd1XbCv/2NNeY7bcI5FZQSh0Onr+p+1/J62UpR+C0EWa2pocS/PIeCYVcWaFLpFJUfSO0k9ByqcUI5nYxf5AbCv/8LU7ryUeF163RbPUmRWEgqSzfj5t/2sHpOyOIHQRGc9kjkyNCV0iGyq1Uj6l+MiVenEyYlv5hz9knFmvy6LU44o6t4IgFBad9fPS/wpC9rCU5Xg/SVZDKvIfEbpENmaKpHxK8ZEvM4hiW/mHP9juzLotSTMWhAKms35e+l9ByB4WFnPHzk24n+aOnYslrlsKkmYsdIlsqNRK+ZTiI1/Ui8W28g9/0IhvRZxZicwKQmHSWT8v/a8gZA/Lsli1fhWzT5wdVTNetX4VN516U66blneIMytkjK1t0LD0q0vZtHsTS95cwoDSAVx34nUEwgEafA0pD650YhGdrasV8p+E79bysuSsJcx4bkZ0LdWSs5aAhvqW+qwPajoTIRPbyh8ikVmPS1HicREI24RtjctSOW6ZIAhdIRJ5jV8z69TPd6f/zaRcn5T0E3oT1aXV3HjyjYTsELa2GVIxhBtPvlEyHRwQZ1bICCfhh3vH30sgHOD7q7/vKAaRL6JAQvZJ990+8rVH8If8lLpL2dG6g4ueuyjr373YVWERTTN2mcgsQGsgRJ9STy6bJQhCF0mOvGarn8+kT5d+X+hthO0wjf7GqKJxbUUt88fNZ0DpACyX2Hw8efHfUEpVKaV+p5R6Xyn1nlLqlFy3qdCwtU2Dr4H6lnoafA1Zr6vZ6G/kntfvYfaJs3lwwoPMPnE2O/07+dGaH6UVg8gXUSAh+6T7bm1tU1tZi63tTr/7BJttbaDR35iR/YpdFRZtocQ0YwBfUFKNBaHQCYQDWemLM+nTpd8XehsNvgbH0jwNvoYctyz/yJfI7ELgWa31t5RSXqA81w0qJPbHjKVt20wdNZWbX7o5Ib2oIzGIfBEFErJPZ99tZ5872ey8sfNYsG4BDb6GDu1X7KqwSIzMugBk3awgFCDJ/faKiSuy0hdn0qdLvy/0NkJ2yNHmQ3YoRy3KX3LuzCql+gKnAdMAtNYBQHqnLpC2UHkGhZU7W4MS+TykQ1FHNnKNuj11HYpB5IsokJB9OvtuO/s8PtIfETZ4aP1DXHr0pcxaM6tD+xW7Kiz88ZFZTyTNWJxZQSg0kscajW2NGfXFnY0zvC4v44aNY8rIKdHnwZMbnkw4T6RMSfK1JMVYKFbcltvxvnBbOXfd8o586AUOAXYADyqlXldK3a+UqojfQSl1uVJqrVJq7Y4dO3LTyjymuzOWkVnWi56+iAmPT+Cipy9iw64N0RTP+M93+HakXGPJm0tYMG5BWhl+kekvXtvt7LutKqli/rj5CZ/PHzefqpIqIBbpv/3V25m+ejq3v3o7U0dNZUj5EKBj+xW72j9ky3bbkkrzgDizQs9RrH1uPpA81njg7QdSSock98WdjTPAPC9mjJ6R8DyYMXpG9HkBvaNMidiuEE+Jq8TxvihxleS6aXlHPrj3buA44Cqt9StKqYXA9cB/R3bQWi8FlgKMGTNG56SVeUx3I1WdRXTjP2/wNaRco8HXwOCKwWll+EWmv3htt7PvtqmtiSVvLEmIvC55Ywk3nXoTNWU12Ngpkf6bX7qZxeMXAx3br9jV/iFbthtTM7bwtqcZt8maWaGHKNY+Nx9IHmu81fAWq9avYvnZy7G17dgXZ5I51tTW5Lg2MH6f3lCmRGxXiKct3OZ4XyybuCy3DctD8sGZrQPqtNavtL//HcaZFTLESS4/MjvqlN4D5gHjC/oyXvf4wNsPcMfpd9Dc1kyZuwxfyMewPsOoKqnq0ImQMimFRVdKH3T03QbCAapKqhjRdwQu5aJ/aX+qSqoS1sw62V5LsCWjSKvYVeHgD9oowG0pvO0KjP6QOLOCkG901v87jTWuPPZKBpUPSvuccMocqymrMdvby/lkkl1WXVrNlcde6TjOEYRiJKzDjvdFWMvzM5mcO7Na661Kqc1KqcO11h8AXwHW57pdhUS6SBWQIrKz5KwlUQXC2SfO7tK6x0A4wLyX5yU8SITiIZtCYuXuci484kJmPj8zeq67zriLcrfRdkuXTTCwbCArJ6+USGsR0RYK43VbKKViasaB7KqtC4Kwb2Ta/3tdXuacPCc6qd1ZBlhyX39MzTHMOm4W05+dHr3O/RPu7zS7TDJyhN6Gx/I43hceS8raJZNzZ7adq4CV7UrGnwDTc9yegsMpUtXga0hJ76nbU8er9a+yePxi3Jab//fV/8cv//1L1tStobaiD2DxmwAAIABJREFUloXjFmLbpmRKVUlVdBb20qMv5b/+8V/dEpkSCoN9ERJLxh/yc+1fr00417V/vZblE5cDqTP844aN47oTrsPWdrRAuAxSigN/0Mbb7sRGfvolzVgQ8opM+v9GfyMznpuRMrju6BlRXVrNkrOWULenjjJ3GdWl1Sx4bUHCde549Q4WjlsYLfUnUVdBAIXirtPvorGtMTp5VF1SjULluml5R9acWaXUGOA/gFrAB7wDPK+17rQImNb6DWBMttoiGJxSdw6oOICJh0xMiJgtGLeAG0++kaAd5I5X74g6tovOXMShVYeycvLKTlOShcInm6UPgnbQ8VxBHYy+j8zwDyofhK1tvv/n7ycUBj+s/2Gi2lcE+IPhaHqxxyV1ZgUhH+nJ8jjJWV1zx85lp38nbzW8BcBO/85OI777owShIOQTNja+sC/h3vn5l3+OjWQ2JbPPI0Wl1DTgauBT4DXgA6AU+DLwU6XUO8B/a6037eu1BIPTuhZbm2hqMBzE4/LgwkXYDvPklCdZ9s4ynvj4CQBK3aVc+ZcrE2ZFZ62ZxbKJy/j+6u+nnZVtIFUASsqhFBdOqb/jho3DUlZ0bVN8WlfIDiXY3IDSATQHmgmEA7gtt+O53MpNfUs9lrKYv3Y+a+rW8Icpf4hOrkCiyIFGSzpZgeMP2VEntkQis4KQEzIpj9PZM747YpNOZdhe2vwSt4y9hV3+XTQHmulf0p8fPP+DhPNO++I0po6aSsgOmTGNcmUtc0gQCgGtdUpG5H/9479EAMqBbIQ9KoCxWmuf04dKqdHASECc2SzgNDu55Kwl+EN+Zq2ZFd02b+w8FqxbQIOvgbvOuAuAV7a+gtbauQizdi7OHJlx7UhkSigOnFJ/Z4yewSXPXJIyE25rmw93fRhV2otEU5/5+BmWvbeMaV+cxvxx86OfR8417dlpKbPzLuVytL2te7fyvWe/JzPwBY4/GE5JM24LycyyIOwvMolqZvKMj5RcS+7340vopFy7vQxbRL1+3LBxXPGlK1Kyw2rKaqLPgXMPPZeJh0xMeF4s/epSyQ4TehXphDLjy1oJhn12ZrXW93Ty+Rv7eg0hhtO6lro9ddE0BDBKgf6wn/8Z+z98uvtT7nvzPq4/6XpmqplorR1nVl3K1eGMq4gvFD/J37GlrKgjC4kz4SE75CgZv3j8Ypa9t4xl7y3jyAFHsmziMkJ2CLfljg5MIvvf/NLNzD5xNmEddrS9xrbGlOvKDHzh0Ray8bjMGh+3pbAU+KTOrCDsNzJZD5vJM76prYnXt77Oryf8Oqpr8OKmFxlUPiht35xchm3KyCkpegqz1sxizslzmPmXmQBcctQlKdk6m3ZvkuwwoVdhKcvR5mXcnUrW/iNKqYOVUncppX6vlHoq8srW+QWD05qVMndZglLgVcddxbyX5zHlySnc/urtTB01Fa01lzxzCYBj4XFfyMe8sfM6LH4eEZmqraylpqxGbqgiJP47TjcrGAgHCIad18S6lKkjeu6h53JgvwOZ9uw0Jj0xiZ3+nY77Dy4fzPJ3lnPXGXel2OQDbz+Qcl2h8PAHYpFZpRRetyVpxoKwH8l0rWtnz3ilFaMHj+ay1Zcx+YnJXLb6MkYPHo3S6QVpkp8j/bz9HNtyUN+Dos8Ap2ydJW8uYcG4BR2OUQSh2HAar4v+UyrZVFf5A/Br4P9AVif3FE5rVnwhX3TbpUdfmjALGomA/XrCr6nfW89HTR/x2AePpRQenzJyCg+8/QBzTp7Dwf0OptRdKpHXXk5H66NCKuT4WaT+WfLMepm7zHH/AaUDmDF6BuXucpZPXE5QB3ErN7945RdRcZD46wqFR7wAFECJ2yUCUIKwH+nOWlcnAnbAUaW+ozV8ydGl5kCzY1vK3eXRqLBCpezT4GugpqxGssOEXsWq9atSxus3nHRDrpuVd2TTmfVrraXwaA/jtK7xkH6HsPSrS9m0exPVpdWOs567A7sBM7s55+Q5Cetr546dy6/W/QowDyut9X7/u4T8o6M1VLa2HddO/eHDPwCpM+v+kJ+ff/nnUTGDiCqfS7kYVDEo4bq2trlmzDWcf/j5UWXLYX2GyQx8geIPhelXFquL53VZ+IMy3ykI+4tsaV6EbGdtjZAOpT3GwuKO0++gua2ZMncZGs09X7knKkQZaUtVaRVNbU0AuC03i8cvTlhXO3/cfPqX9heFe6HXoJTiii9dQaPfLLnyWl6u+NIVKCWh2WSy2SssVErdDPwZaIts1Fqvy+I1ej3x61ps26gTXrr60gQhhXHDxrGmbk30mNqKWj7f+zlgZjcHVwxm5eSV+EN+Pm3+NOrIXnXcVdGorojuCB2tobKUxWH9D2P52csJ2kE8llEzHnT0IL4z6jspM+t7g3upcFcklF4oc5Xhdjl3QcmlHBadKfNkhYo/aFNTGaeaKmnGgrBfyZbmhcflcYyqeixP2mPcLjchO5TQn9922m08POlhgnYQr8tLVUkVHzd9nOJsPzzpYfxhPx7LQ01ZjTiyQq/CozwoVMK9M/+M+XhU+vutt5JNL+Vo4D+B/wXubH/9MovnF9qJrGuxLCtaZBxiQgrXnXhdQo79vLHzeODtB2IzoCVV0XUxg8oH0eBrcExPvvqFq6MzQkLvJH4NVXVpNY3+Rupb6mnwNWApiyEVQziwz4EMqRiCx+WJ7juwfCDzx82P2qFSimtfvJaZf5nJ9NXTmfmXmVz74rVmLVf7+SIKfenESsQWC5PkNGNxZgVh/5MNzYuaspqEfj0SMS11lab04xFs2+aGv9+Q0J//9G8/NROe7W1pamty7POVUtHniziyQm8jYAe45q9JQpt/vYaALfohyWSzdzgXOERrLf/l/UQ6UQetdTQCptEMqxzGHaffkTIbGz9b6wv6RPZeSEtXC9a7LXdC5BZwtK/PWz5PKb+TqViJUBi0heyoABQYZ1bWzApC4ZHcr3uUh5AOceEfL0z7XAjYafrzuAG59PmCkEp30vp7K9mMzL4JpC82JmSdiKhDPLUVtWzcvTEaAVvw2gI+avooKswDxjFp8DVQ31JPo7+R6tJqyjxljucS0R0B9jFaqsGt3Ez74rSEzU7ldxr9jWntWmyxMGmLqzMLkTWz4swKQiHittzRjBy3y81lqy9LeC7c8/o9bG/dHo3UlrpLO+3PIyJRyfvIEiehN+O23I73hVtJlkIy2ewpBgPvK6VWS2me/UNE1CE+5WfBuAUseXMJkFimZ9LvJ3HR0xexYdcGNu7eyEVPX8SExydEt1WVVKWcS2TvhQhdnTkP2SE+3PUhlzxzCZOemMS0Z6dx9qFnRx3ajsrvONm12GJhorXGH7IT0ow9LonMCkIxkPxcOKbmGKaOmsolz1wSHV/saN3BkrOWdNife5QnpTzbXWfcJWsDhV5NqavUOa3fXZrjluUf2XTvb87iuXo1wXCQBl8DITtEiasEpZQRSkBRbYNlWVA+EMtKFHWwlIVGM+NLM1jy5pK062DnnDzHsXj6oVWHmvShcDC6/lFmRgUwWQDjho1jysgpUYn4rXu2olBs3r05ai+RdU0NvgaWvLEkQVJ+yRtLuOGkG7jgiAtwW25WrV/lWH4nW2IlQu5pC5n1cx53fGkei12tomYsCLnE1kZAMqGP1UDrDggFwO2F8oFgWWmPs5TFtC9OY/SQ0fTz9qN/af+EkmzR8cWklR3250Ed5L4370t4Xtz35n3ccNIN1LfUyzNAMNh2p/ZZTPjDfp75+BkWj1+MS7kI6zB/+PAPTB01NddNyzuy6cxuAj7XWvsBlFJlmGit0AWC4SAbmjZwzZprqCmrYdZxs5jz0pzYepSTb2bkP+7BOuMGGDQKy7KoLq1OWc84b+w8vG6vYzStzF2Wsi0QDjiqCYqasQDQz9OXGaNnpJTi+cUrv2BN3Zro+8P6H4bbcqO1ZuqoqQnq2HPHzsXWNpOemBTdf+OejQnHV5WYlQoRsRKhsIk4syIAJQj5Q1oNBNuF9fC50LQJqobDtx+BQaOiDoPTcfPHzWfJG0tYU7eGFRNXpF0fW1tZ69SU6HnX1K1JqMIAMHP0TM7/4/kyHhGMI7t9PfzmO2ntsxgZe+DYhBJVc8fOBanMk0I2LeAxIH66Pdy+rVOUUp8ppd5WSr2hlFqbxTYVHA2+hqjDcOnRl0YdWWif5Xx5Lo3HXWRu6NYdgPN6xjkvzWFg2UDHfHtfyJeyzVKWKMgKadnp3xm1S2hX1VtzDVNGTkl43+BriB6TnBVw80s3o9EJ+//o+B/x4IQHmX3ibJa8sSRaZ1AoDtpCxmn1uEQAShDyhbQaCM0bjaMA5mfcOCPdcfHPgca2xm6tfU23Ztbj8iS2T8YjvZfWHTFHFhztsxhxGke1D6OEOLLpzLrjlYzbf++KYss4rfVorfWYLLapYIiIMsWrl/Xz9nOc5fQPPBy7cpBJtcCsW6kpq2HBuAU8OOFBFoxbQE1ZDUop5o6dm5Bv//Mv/5yhlUNT1q9YWKImWITEi305lU1IJmSH2Lp3K5t3b2br3q2EbKOaF0yjqtfP2y/hfUS5WKMd998d2J3wfpd/F9NXT2fWmlmsqVsj9lZktAXbI7Pu2FSy12VFtwuCsP9Jq4FQUpG4Y9MmCPqgaTO0bEt73MF9D+bBCQ/Sx9OHn3/55yljDquToaaFlTJWmTt2Lv6QP7F98nzovYQCMUc2QtOm6Di4GAnrsOP9Fi/oKhiymWa8Qyl1jtb6KQCl1BSgoZNjBBJTdxaPXxwtSt4caHYsUP7p3nr2nv1zRnrKsIBSd2lKOvK8sfNwK7MuMX4dyop3V/CzE29g5bGzCZRU4G3bS7XtorF9ZjT5WqIgW7h0tZxORLQpOZX4sP6H4WlX1Uu2j+ZAc8J7j2Vm0r2W13H/z/d+3uHxYm/FRXTNrCtxzawvGEZrjVKSLyUI+5t0/bNXJ4V8qoZDw4ew8nyoGo53+tOOx21p2cLMv8w0wk2n38XSry5lR+sOfCEfZa4y3K6Oh5qWZaWMVVatXxWN+EbbJ8+H3ovLa+wx3qGtGm62Fyku5XK831zKlcNW5SfZjMzOAG5USm1SSm0CfgpcnuGxGvizUuo1pVSmxxQ88VGz7a3bqSmrYfk7y6Oqfg+8/QDzxs5Lma187rPn2K6D1Nt+GnwNhO1wSjrynJfmAHDlsVdy+6u3M331dG5/9XauHP0Dqp7+CTUPnUft/ROoeeg8rIfPpVojCrJFRlfL6cSnuEf2j6QO15SayH+yqt6TG56Mvo9kBADGnsYmztDPP+OuhP2Tjxd7Kz6c0owjYlARR1cQhP2LZVkpY4t5Y+dhVY0wDgKYn1MWw4u3mfdNm6h+5gYWjVuYclykgkL93nquffFadLtTHLAD3PfWfdh2x/d6dWl1ylhlxugZ8nwQYlguY4/J9mkVr2PnttyO92lEaFOIkbX/iNb6Y+BkpVQloLTWe7pw+Fitdb1SahDwnFLqfa313yIftju4lwMMHz48W03OKU5Rs7lj5/Krdb/i0fcfZfH4xXgtLyWuEpZNXMaWli00B5r508d/YtKhkxKEdZZ+daljKkLQDqaqwgaDWO//MbExTZuwgj5G2q6UiK2lkcXm+0Aubber5XSC4WBaO7JcLkrdpcw5eQ5l7jJ8IR99PH347pHf5XtHfg9fyEepuzQW8Q0H8VqehP37Kjc3jfkJ1x8+FW/bXqqsSm465Saut68Xtco8JBu2my4yC+APhin1FO9ARMgNxTheyDb+kJ8F6xYkREIXrFvAHaffAd9/Ppa6+btpUBeTMbHLqnC7Yv36wPKB3Pj3GxNU6eOXj8QL/3WEk4J9VUkVN516E9eHe8/zQWy3A4Kt8JefwYRboaw/+HaZ9996MNct6zHawm2O9+ltp92W66blHfvszCqlLgZWaW16K611S9LnhwIHaK3/ke4cWuv69p/blVJPACcCf4v7fCmwFGDMmDFFsfTZKWp280s3M/vE2cxaM4tXtr7CyskrqSmppqF1GyveXcGUkVOYdtQ0trRsoaashvq99dTvrWfT7k2OqQgWKlUVNrzNOVUDjbXrE2pevC328Koabh5slSJK3V1yabteV5pUsjRpOelSiT3KTaO/kRnPzUj4bNywcfzo+B+xy7+LgB1g/tr53HTqTdSU1dBowfx3fs2UkVMoo4yAHeD2N+7hpmOvovb+CeYEh0+mZtLtoDUQNvkZMnGSN2TDdqNrZl2Ja2YB/LJuVugBinG8kBXiypp4XS4afA3MWjMr+rFJMwb6tD/vW7ZBy/aEUzScdi0LX1sY7ddDdihB9C9ynsY2k/0TGdcsP3t5p81zUrDvbYr2YrsdoYw9PnpxbFPVcIp50OBSzveppBmnko1prgHA60qpB5RSVyqlLlBKfU8pdYtS6kXgdmBbuoOVUhVKqT6R34GvAu9koV15TbqoWT9vv1hKjbcKtq+n6p/3MuNLV3D7q7cz5ckpzHt5HlcddxXH1BwDwJI3l6QUHJ87dq7zl1s+0MiZJ6dq/G46PP1jOPMmGNauwVXki+uLnerS6i6ljtfgYn6SHc0/4y5qcKXY6zE1xzB11FRmPj8zmhY2ddTUaDqZrVxMHTU1IW1s6qip2GEjKMWwMXDSFfDg2bDgKLh/vJHd7yQdTSgs0qkZA6JoLAj7i0hZk/vHw4KjqH76Ohadfmfis+Hkm6mO73+dxgqe8oR+feFrCx3HHg+8/UD0NPV76zuNzApCp7i8cP6KRHs8f0XRr5lNvr/uOuMuXEWcWt1d9jkyq7VeqJS6GzgTGAscA/iA94Dvaq03dXQ8phbtE+1CIG5MlPfZfW1XvpMualZbWcvKyStNSs1eI0XeNOk2rvnrtWmjuA2+BvYG9zL7xNlUl1TTt6QvC19byE0n3ZB6YcuCgUfA9GcgHDSvfy6MRWOf+qFJ43j0YtNZKGUehEVcx6tYcUrd6ihVy43msHWPsvzMewi6XHjCYWrWrsB96pUp9nrp0Zc6SsYvn/ggNG3GdrudP5/wa5j2NJTXwF9uSZXZn/anXlEMvbcQTTN2pzqzUmtWELJEXNTVsf9MKmtivf9HRvY/hJVfvZ+AHcJrh6j+9wqsk2eYiGzkPAOPiKUdu71o7IR+PVIXdtnEZWg0lrK49eVbE9KORbhJyArhALzze5j6mFkna4fh9ZVwUvHK7IR1mPvevC8hzfi+N+/jBqexfS8nK2tmtdZh4Ln2V1eP/QT4UjbaUUhEombJSrNDKobEnI12KfJAeXWHUdy5Y+eycN3C6ANkxcQVXPmlK6gudUjRsW3Y8X5i4elz7jbb6taabWX9Y9v/NBvG3Vj0hamLFafUrbSUD8R9zAUMWXFuYlHy8oFUKxLstbrE2SbtcBAWHIP9g785f966E5ZNjtnX3m2xiZSmTdC0Ef7wg15RDL034LRmNpJmLJFZQcgCkahr/DM9uf8MtSUuLRo2BmvkeGoemBQ75oKHjIPw4MS05wnv3pzSr6+pW8PsE69jWJ8DsbXNlcdeyQe7PkgY14hwk7DPKAtGjodV5yeOXYt4HXVYh1lTtyY6aRRh9omzc9Si/KV4rSDPiY+arf7malZOXplaMsVtpMi9rc6FyGsrhjDn5Dn8at2voo5sbUUtB5QPZORrv8FyUq11Kjz91A9hbHtOftVw6HOAic6+cAt88HSvKEwtYAYsg0aZmfhZ75if7QOZZHs9oGKwo0162+3X27zF+fPmLeZNst2BsT3frl5TDL03EIm+xq+ZLZHIrCBkD6dnekr/qWLpmWD63ad+mHjMb78LDe93eB53u65CPLUVtbiViYtkNK4RhO6g7VSbfeqHZnuRkvZ+EzXjFKSHySGRqFltZS01ZTWpHX77mpXqdStZdPLNietbTv8lg3wtDCqpigowRNa9DHr0Eqx/LTKRXds2aUO7P4fmOgi0OheejkRjL1wJT1xu0ozjI2aydrZ3YFlG8KvqQPMzLjIab6+DcKeuuTr9Tqr9ewGo/tudLDr1fxI/P/V/qP7bnbFrNW2CioHm98gs60sLYp+JzRU8jpHZSGkeEYAShH2nPYMrgaZNEPRB02bz/FcWfGsZXPSYWeYxaBRUDko9xlOeui2uH64prWH+uPkpJdpq4rLAOh3XCEJ3sEPGZi982NjwhQ+b93Yo1y3rMWrK0txvvUwYLRPEvc9n2iNl1tfuYqRts3LiMgJ2GG84QPXq/zbrXo74Gisn3EvA5ca79R2qn/1vrLq1sWLS29fDmluN2E5kPayTmnHVQSYSp1wpCoZUDTdRYkFox9KakeseZeWZdxOw3LE1V8NPNJ8DI7U7sdSTdifOnlUNh9IquPJVk178wi2JStpicwVPW9BJAMqIV0iasSBkgfYMrpRnesOHsPJ88/v0Z8yaw6d/HEvRnLLYlDaJ73ODrYnnTuqH3W4Ph/UbyfKJywjaITyWm5rSGtxuT8//nULvxl0KX/kZPDkz0YbdpbluWY/httwc1v8wlp+9nKAdxGN5qCmrkcisA1n7jyilSoBvAiPiz6u1viVb18gHbG3T6G/MSFAn8UAHgQaIbXN5zaL2oC9RwKE9UmaFQ9S0bDUpFcunJAg51Gx9ywjntKf6RCOs2jZpQhNujaVnvLTARMAi7yPrYvoONdeybfM+ef1NpL1CYdGZMEjy7pnat+XCOmISNSvOi9nJ1MegtcHMmlYMwlr5TWqSB1iT74wNsC58GPy7zMOovCY2iVI1HC5+wpTqadosglAFTEdrZiXNWBCyQER1OP6ZHXFUwWzb9ZnRIohP0XxyZmJ/fP5yKKs20VtPOQRbsWuOoNFyEWipjz4P3G4PQyoPyNVfK/RWtB1zZCFmw9OLWy/WUhZuy42tbdyWWzId0pBN9/5JoBl4DWjL4nnzBlvbbNi1IUW0qdM1IekEGtyl8PC5qQ+glu2JwgvhEGx7x6xp+ca9zilFTRvNrOuFK6G82gg3nTIzlkIcOaZurYmATbgVBh8F3vJERyF+3WSGDpCQp2QiDBK/e1fsOxw0EzCT7zQDn6qDYPeW2IDpP9c422nNYWY9rssLbXtMOnvTJjh8MnzvKbDc4CmDPVsT7w0RhCpIYs5sXJ1ZKc0jCNkj+ZkN8LtpsYhrBKf+uP8IM/kYbDXjhLY90eitfcTX2DD+v7j6T//ZtfGOIPQEdsjZhos4zbjbPkcvJJv/jWFa6wu11rdrre+MvLJ4/pzT6G+MGhUYddarX7iaRiehpXiSBRoqB8GeejPTNOFWU3MzMss0dlaq8ELLVuPINm0yAjnxQg5g3oeD5lzBVrMudu+22L6+XcZZiKw1GDcHKmpM2R0nOlg3KRQQTsIga241thdZSxVXVzCtfe/dlrq/DpsB08rzjTpxYC/8/j9j1/KUO9tppNi3HYTnbort/8HTsOIcM3miwxkImgiFQFsojMelUCrVmfXLmllB6BkOPDVxbSE498c7PjD998rzYecGeHRqtN9tPO4irv7rNV0f7whCT6CsNGOK4h2fdtvn6IVk0wr+qZQ6OovnyzsC4YBjuZFAuBOhmniBhmFj4MybzOznPSfA6hvN+4hDW9bf7BcvvBAOxo6PpAnHF47+xhIo6WvO9cAEWPlNc84PnzX7bnoVTrvOfL5sMvzf1Sba+/hlpoj69vUJTo1QJCQLgwwbY9ZOP3g2LDgq5btPa9+7t6Tur3XiuQN7Et+HfKl2es7d5vcFR5k2nHSFaVOEiM2nEzQRQaiCoy1oR9OKI4iasSBkkUgGzv3jTd+6bBIc/U144xHzvF99o8muuuDh1P44IrgHZgIyrt9NVxKw0/GOIPQEnlJTPirehi94yGwvUrrtc/RC9tmZVUq9rZR6C/gysE4p9YFS6q247UWD1+V1LjfSWUHwiEADOEviR0qURKKokCi84PLEjo+kCU++E65+A85baqKndjAxyvvUD+HL15jo75hL4LHvpa41cIoCC8VDvN2Bs+3Fffdp7TuyljV+/+Rz79maGP13l8GG541NTnva/HzlPhN1jZzLqTSP25t67vjPhIKiLWQnrJcFcFsKhTizgpAVnDJwXrwdvnJTrO/9y1wItcb640v+z/TH8anIwdaEfjddScBOxzuC0BME/fD240ab44drzc+3Hzfbi5Ru+xz7iFKqSik1s0cvYq5zhlLq1GycKxuR2a8BXwfOBr4AfLX9fWR70VBdWs2iMxcllhvJpCB4RKChanji+tUIkRIlUxabmdJk0aXKIYkzUi3boWKQEW1yl5m1hQ9MSI3y7tlqorCo9OV4Ir9L1Kv4iLc7MDbWQcTT0b5Pvjm1nE4okHrupi1w+uxY9H/V+anRgZOuMOnI8eeKL80Tsfnkc4sIWcHSFgpH04ojKKUo8Vj4AuLMCsI+ky4DZ9X5iX2vu9RoFCybDH+7w2Rrxfex/YbDt1dFt1WvW8miM+Z3fbwjCD2BUjByvLHru8eYnyPHp18uVwR02+fYd6qAjJ1ZZeiOP3kGkBVndp8FoLTWGwGUUg9prb8b/5lS6iHgu44HFiDxBcG7pGacLNAQkdEfNsZEpioGQvUhEGqD8+43IjiVQ2Lqwr6d0LfWKBbbIROprRxitkfW0kIs2jXhVvMA8+0y2xo/dpbud4oCC8VDst0p5WwH7d99in2jqP7jT0ypJzD2evpPTXS1dQcMPCJRdGTZpERb/O13TQTgrLlgh+H1ldBeuid67X7DjCBUstCYiJAVBU6RWTCKxv6QOLOCsM+4vSYrZvR3zAR1eY0Z6CePCy56PHbM6w9DaXVsTGG5oXIgWN5ov2u5vYwsG9D18Y4g9ARaO2c1TvtTbtvVg3Tb59h3/hc4VCn1BrAGOAboD3iAOVrrJ5VSI4Bn2j8/BfiGUmo88FOgHtgAtGmtf6iUGggsASKpH7OALcAMIKyUuhi4Smv99+42OJtqxkfGv1FKuYDjs3j+vCBSELzrB7aLKkVK38TXfj34NDi8vCKrAAAgAElEQVTh+/Db78XUWy94CAYdCQ0fpFejTbe2sGKgWQ/zwi1m24u3GZXjRy9KVU6WqFdxE7E7yKjsUoJ92zaccQNsfcuIliXXeIu3xcbPnG2xtRH+37iYTb/dPqCKHN+n1tlJjW+3ULC0Be0EJeMIXrcLX0DW6QvCPlM2wGTFRCa20ynJR5YrRfrvo78JryyFfy1K7M/j+l0LujfeEYRso21nu9bF/Rzpts+xb1wPHKW1Hq2UcgPlWuvdSqka4GWl1FPt+x0OTNdaz1RK1QL/DRwH7AFeAN5s328hMF9r/Q+l1HBgtdb6i0qpJUCL1vqX+9rgfXZmlVI3ADcCZUqp3ZHNQABYuq/nLzoi0bJJtxsRnKZNcMpVqTOpv/2umXFyUnX9/vPmgZOuWHpZNTz5g9h6mJbtJrIbiXRFatp+a5lEvXoTXS27lLx/cuQ13hYtl7Mtespj+0ds+qTLxe56CUbNOPU7LnFLZFYQskJyhlZEST65L7bcMP0ZIyhpuWOOLKT254KQb0TUjJPtWjIFehoF3KqUOg2wgaFApJPYqLV+uf33E4EXtdaNAEqpx4DD2j8bD4yKq2rQVynVJ5uNzEaa8S+AXyilfqG1viELbSp+LCtRDdZymcjXhFtNmpBvl1k7a4fMtpcWxBzT+PWtTsXSv/2Iubkjoj2RbWXV4jgIXY94RvZv2pw6K1o5qD07YDOgzOTI76bFbPGcu42qcYRITbjqg7PwhwiFQNo0Y7dFmwhACULn2LZZ1pFuAjI5QyvkM32xb6dxbIOtJnqrlFnWAabPjjiyEUQ7Q8hnlEpv10JPchEwEDheax1USn0GRCSk40RQ6OiLsIBTtNa++I0qi99dNtOMH1NKHZe0rRnjuRdvVePu4oqLqlru1BTOKYvNfqtvjKUM161NXN+aLtIGst5QyC6upCyAYWOMzUaitVXD4dylMOUeM5ni22XUMkd/J3aOquHmPEKvoS0Ydk4zdln4xJkVhI6JlN1Jt9QIUjO02vaA5THl/+L7ZituuJcuq0u0M4R8RbkgHEi160jteiGb7AEikdN+wPZ2R3YccFCaY14F5iul+rcf/03g7fbP/gz8ELgDQCk1Wmv9Rvt+fbPR4Gx6OIuBlzGpxf+v/fffAB8qpb7a0YFKKZdS6nWl1B+z2J78JRwyef4XrDA3ZMu2mCMLsdI5SsVKmoybAxc9Bt/9g7l592wzs6utO4yzWnVge7qnFYumxW8Teie2beyrabP5GQ4lvk+uL5xufzsE5y+PqV+e/tNUm33icgj5Ywqap19n1IwhNkHjLtl/f7uQczqKzPqDxb3WSRD2GaeyO8ml9JLV35Vl+uLkvtkOpz9GtDOEfEfbznZd5Gtmc4HWeifwklLqHWA0MEYptRYTpX0/zTFbgFuBV4DngfWYgCbA1e3neEsptR4j/ATwf8C5Sqk3lFL/sS9tzmZk9jPgMq31uwBKqVHAdcD/AL/HeObp+BHwHlny0POacAi2vWPWuFQOMvViKwc5L2xvrotFZqsPMVGwzoR4BCGC06z+BQ+ZGoQfPJ1qO8n7Hz45UVjk8Mlw8e/B3wSl/ZxttuYwo04M8OL/msjsKTNNpPYvPzNpQkKvoS1k07/CWc1YSvMIQiekE3lMTgd2l5qxhKfclO1zOsYOxt53VT9BEHKNHezcroWsobWemsFuRyW9X6W1XtouGvUE7X6f1roBuNDhGh9ilJL3mWz2XEdEHFkArfV64Fit9ScdHaSUGgZMBu7PYltyS3J0Kz761bI15hzUrYWV58POjxKKlQOx0jkR+fGgz/w+dlZqRCx5plYQwHlW/7ffjaX+JttO8v6jv5MoLPLB0/DweWZddyTtOJ6IyEjVgWZw9OnfYnUNH73YrOOWNLZeRVswjNchMutxK/ySZiwIHRMppxZP1XCjTBwZY+ypN7XmV7bXlW34wPkY5Uocl4BkcAmFg3Klt2shX/hZezmfd4BPgT/srwtns/f6QCl1r1Lq9PbXYkyKcQnQ0dTJAmA2RiXLEaXU5UqptUqptTt25LnTFolu3T8eFhxlfm5fH3Noww6zSy/eFks5hph4zksLzPumTWaxOxhHIpOZWiEvyKntppvVL+uf+D5iO8n7p7O1PVvh2RvhfAebjTxYJI2t4MmG7Zo049Q1syVul6yZFXqEghovdIZymX41vh/91jIzMRgZY7RsT+ynX1qQesw5dxvHON24RMgLisp2s41S6e1ayAu01j/RWo/WWh+htb5aa63317WzmWY8DZiJKYargH8AP8E4suOcDlBKfQ2zsPg1pdQZ6U6stV5Ke5mfMWPG7Ld/TrdIt8YlInkfX+stQst2KK2Cb9wLfYfCzg0xwSdILHHi2yXCDQVETm03nciHb1fs/eGTzcOgaXPs88j+6WzNt8tEaQGmPgatDTHBp6/PN9slja3gyYbt+tOU5vG4LInMCj1CQY0XOsOyTL8aX+kg5IO/3xnbVl6d2E/XrTXHJPfN43+Wflwi5AVFZbvZRuvUe+GV++Ds23LdMiEPyNrIUmvt01rfqbU+V2v9Da31L7XWrVprW2vdkuawscA57VLPvwHOVEo9nK025YTO1rhUDDbrFuNnl85fAX//pUkRcnnAVZJYWuecu8FTZn5/aYER0pGIl9AZTtHRCx6KiTJF1sQ+eLaZrX/mp4nR1jcecY6+RjIGPnjarJ+NCD6NuzHRDkWIrNeTTgCqRASgBKFzygeafnX1jbF+tuogOOmK2Db/7tSI1WnXwV9uiRPjmw3/XJh4bsnoEgoJl9fYdfy9cNp1UiFBALIYmVVKjQV+hpFtjp5Xa31IumPa69Le0H78GcBPtNYXZ6tNOaEzyXt/oxHgiZ9d+tsdZn3ip38z+zjNPn1tfizK5SmDy543MuUS8RLS4RQdLRtgoqdn32Yisg+enbgmFhJn9N/5PUx/xqTHO2UM9B1qBJ/EDoUkwrYmFNbp1YxDYbTWWa01JwhFhVMfHg4aHY1olHWjmXiMHzO883vTx0/4udEx8FbExhcRJKNLKCTCAWPXUx8Dy2XUuV9fCSddnuuWCXlANtOMfw1cA7wG9N78sUg0LLkuXCRiFQrA3m2Jx+zdBhXtx1UOMTOxycdXiKMgdINIdDSeyPumzUYdO34Q9NKCWLQ1Ynt9ao38vb85MWPggoegzwHgymY3IhQLgZCJvHrT1JnV2kRuSz0i4CEIGaNcqWtkz7wp5uBG+u2+Q2NjBtvueFwiCPmO5YbDJ8Kq82M2/I0lifWThV5LNq2gWWv9THcP1lr/Ffhr1lqTKzpbK+gpSy2tM2Ux9B9hJPVlraGwv+jIFlOirRYMPioWpXV5zMSLOLJCGtpCZk7T43aOzAK0BcWZFYS0OJVXu3ClWSISyaSJrJGd/oxZV+g0ZpBxhVDouDxmzBIpQRVsNe9dnly3TOgCSqmJwELABdyvtf7fpM9LgBXA8cBO4EKt9WednTebI9E1Sqk7MDVl2yIbtdbrsniNwsApGhbBDqeW1nlyJkx/NrPjBSFbpLPFy54361yTcbmh37AOzmcbATQZLAmYqCuQNs0YjEBUP2QwIgiOOAlKPnoRfO8p2PZ2zMEdd6PJoImPxLZsS+2LZVwhFCp2GB67JHUJ32XP565NRUxbKHxKw57AnSHbPsBtWZ/X9PH+uMTt+te+nFMp5QLuAc4C6oB/K6Weai/lGuEyYJfW+gtKqW8Dt+FQozaZbDqzJ7X/HBO3TQNnZvEahU84jUBU82aT5jlolDgAwv4hnS2GuyEK4hRB+PYjYs+9mLZgeme2pN2Z9QV674oUQeiUdIKSljt9lFX6YqEYyeZ4ReiQtlD4lA+3tTz1g4dfq6nb5WNY/7IR9158/FOHDa48Zx8d2hOBj7TWnwAopX4DTAHindkpGP0lgN8BdyulVGdlfrKpZjzO4VXcjmxk9jNShDyTmm0Rgah4qoZD0GeKnzdvyvxcggDds0NIb4vxoiCZnjtdSapWqZXXW4mkGadbMwsmMisIQho66qPTKcVLXywUI0o53wsiIJh1GvYE7ow4sgB1u3z84OHXahr2BO7cx1MPBTbHva9r3+a4j9Y6BDQDAzo7cdacWaXUYKXUr5VSz7S/H6WUuixb5887IrOfXS1C7lQu5RtLoKQvPP1jWPglKWguZE537RCcbTFeFKQr5+6sJJXQ68gkzVgis4LQAaXVqaX8LnjIbE+H9MVCMeLyppYKPH+FlObpAUK2fUDEkY1Qt8tHyLYP2MdTO808JEdcM9knhWzmnCwDVgO17e8/BGZl8fz5RXdnPyNCDNOfgUtXGyVZHYbfTZOZVKHr7MssfLwoyKx3zM/4VLSunDuTKK/Qq4hGZjsQgPIFxZkVhLTs3RYr5TftafPzxdtTKyLEI32xUIyE2kwZy/h74W93mO1CVnFb1ufD+pclbBvWvwy3ZX2+j6euA+IFWYYB9en2UUq5gX5AY2cnzqYzW6O1/i1gQzQ8XLwjlX2Z/bQsI9bgrTSFn5UlM6lC99jXWfiIKIhTulpXzt1ZlFfodXS8ZtYoGPvFmRWE9ISDRrX40YtNubRHLzbvw8H0x0hfLBQjdtj5XtDyDMk2NX28P7734uMbIg7tsP5l3Hvx8Q01fbw/3sdT/xsYqZQ6WCnlBb4NPJW0z1PAJe2/fwt4obP1spBdAai9SqkBtIeDlVInY3Kdi5PI7Geyslqms5/JUvn7ci6h97Kvdpitc0vpByGJjtKMSz1m2942GYgIQlpcHuc+uKNyJNIXC8WIy+18L0id2axT4nb967DBlec8evkpWVUz1lqHlFI/xGTxuoAHtNbvKqVuAdZqrZ8Cfg08pJT6CBOR/XYm586mFVyL8agPVUq9BAzEeNXFRaT8iG3DRY9D02exmlf9D+na7GckKiYFzYXuEpmFz9R2ksvnlA0A307nQU9Xzy2lH4Q4onVmHQSgIrVlWwOh/domQSgoKofA1MeMMGRknNFvuNneEdIX/3/27jzOyepe/PjnPFkmmY0ZmGEZBwRZrKi4gBZEf4K4L6Wty71uFa1Vru2lUKu97U+vtaW/3tYialuk2ipqtdXrhrWuVVyKSwXFDRVERHDYhpkBZiaZLM/5/ZFJyDpJJslk+75fr7yY5NlOyPecPCfnOd9HlJr+1gXRLxVWy+v71TuPyfZ+tdZPAU9FvfbfYX+7gXPT3W/WOrNa67eVUscDBxKYwPuJ1rqPa2GKUHjK++qhcNLCQNKm8BP9/pBfUkV/pRM78W7ZcN59gTlYn/w99hYOEpciA8GRWXu8kdney4xlZFaIJPw9kecZ//bnfJdIiPyQuiASyPisVCn1zeAD+BqBzuwE4Kze10pHeEKc6fPhsSuyl7Spr7mLQvQl1diJl9DpoYvh8PP3PY+OYYlL0U+hObNxEkAFLzOWkVkh+tC5LTA3MLzNfvCiwOtClBOpC6IP2RiZPauPZRp4NAvHKAzhCXGc9ZK0SRSXRAmdnPWRzyWGRRbsu8w4tjNrtRhYDUWnjMwKkZjfG7/N7isBlBClSOqC6EPGnVmt9aXZKEhRCE+I42qXpE2iuCRK6ORqj3wuMSyyYF8CqPg3tXfaLDIyK0Rf+pMASohSJHVB9EGuGUxHeMr7lbfA7CWS/l4Uj3i3bDjvPljzl33PJYZFlvQ1ZxYClxrLnFkh+lA9PNBGR7fZkvRGlBupC6IPec9prZRyAK8AFQTK87DW+ob8liqB6IQ4Nid8+x/g7/3b9MOeLyVRjihM8RI6OYfAWYvhtF/tex6e7VjiWPST2+tHARYj/shshYzMCtE3ixWGHQKXPh24nNJiC5y8KwM6t0s7LcqHxQpDD4Y5T4HpC9ySp3p44HVR9gohCnqAE7TWnUopG/BPpdTTWus38l2wuOKlvI+XJTY8K6wQhSJe/AafSxyLLOrxmdgsBkrF78w6bBa6PDIyK0SfLFYY1LzvubTTohyZJrR+InFfxJRSdwFnAju01ofEWa6AW4HTgW5gjtb67VT2ndVsxvEeybbXAZ29T229D51puQZUvCyxmWQ2FiIfJI5FFrm9fipsib9iHFaD7h4ZmRUiLdJOi3IkcT+wfD3T6Nj8Gm0bN9Kx+TV8PdOysNdlwKl9LD8NGN/7uAK4PdUdF0Q2Y6WUBVgNjAN+r7V+M2r5FQTeGKNGjep/SXMlUZZYyQpb9go+dsNJHIswmcauy+OnIs5teYICI7PSmRXZVVRtbn9IO12ySj52MyFxP3B8PdPY8dETPHRxQ+8o+GjOu+8Jhh70NawVr/d3t1rrV5RSo/tYZTZwr9ZaA28opeqUUiO01luT7TvjkVmt9aV9PC5LcR9+rfXhQDNwtFLqkKjld2itp2itpzQ2FmBymmCW2HCSFVZQBLEbTuJYhMk0dl1ef8LkTxCYM9vpls6syK6ianP7Q9rpklXysZsJifuB07ljUagjC4EfDR66uIHOHYtyfOT9gM1hz7f0vpZUVi80V0qdoZS6Vin138FHOttrrTuAl+h7GLrwxMsSK1lhRbGROBZZ5Pb6sfc1Mms16JY5s0KkR9ppUY4k7geO6RsRdxTc9I3I8ZHjJdhIadpp1hJAKaWWApXATOCPwDnAv1LYrhHwaq07lFJO4ETgV9kq14CIlyVWsguKYiNxLLLIlawza7NIZ1aIdEk7LcqRxP3AMaxbqRs1OuaevoY16eW+GdoCjAx73gy0pLJhNqPgGK31t4B2rfWNwLSoQiUyAlihlHoPeAt4Xmv9ZBbLNTCCWWLrRgb+lQomipHEscgSl8eP3WpJuNxhM3B5/fjN4sr3J0TeSTstypHE/cCoHno1593XGnVP31aqh16d4yM/AXxLBUwFdqcyXxaye2seV++/3UqpJmAXMCbZRlrr94AjslgOIYQQeeby+qm0J/6KcdgsofWqKwrhLnFCCCFEmbNWvM7Qg77GnKcWYfpGYFi3Uj306kySPwEopf4CzAAalFJbgBsI3MEGrfVS4CkCt+X5lMCteS5NuciZFCzKk0qpOuAm4G0C1zn/MYv7F0IIUSRcHj91lYmTcwQ7s909PunMCiGEEIXCWvE6dSOPyeYutdbnJ1muge/2Z9/ZPIP4tda6B3hEKfUk4ADcWdy/EEKIIuHy+qnoI5txsDPbJfNmhRBCCNFP2bzgPDT8rLXu0VrvDn9NCCFE+XB7zaTZjAG6ekrg9jwdX8AzP4ZHr4DP/5nv0gghhBBlI+ORWaXUcAL3AXIqpY5gX2rlWgLZjYUQQpQZl9dPRZJsxlACndnP/wl/vRC83WBzwvv/C+fdCwedle+SCSGEECUvG5cZnwLMIZBC+eaw1/cAP8nC/oUQQhQRv6nx+Myk2YyB4r49z7b34YHzwDkYTrsJnPXw3E/giXkw5nhw1Oa7hEIIIURJy/gyY631PVrrmcAcrfXMsMdsrfWjWSijEEKIIuL2BjqofY3MVliDc2aLdGR295dw/7lgdcJJP4faEWBzwFfngqsN3rg93yUUQgghSl4258yuVEr9SSn1NIBSaqJS6ttZ3L8QQogi4EqhM+u0B7MZF+HIrK8HHrwQ3Lth1g1Q1bBvWcMEGDkV3rwdfJ78lVEIIYQoA9nszN4NPAs09T5fB8zP4v6FEEIUAVfvpcN9J4Aq4pHZ5/8bWt6B6fNhcJzbqU84FVztsP7ZgS+bEEIIUWCUUiOVUiuUUh8ppT5USn0/zjpKKXWbUupTpdR7SqkjU9l3NjuzDVrrhwATQGvtA4rwJ3chhBCZSOUy46KdM/vR3+DNpXDQbNg/wW34mo4IzKNd85eBLZsQQgiRIY/fM21r59bXNu/dvHFr59bXPH7PtCzs1gdcrbU+CJgKfFcpNTFqndOA8b2PK4CU5utkszPbpZQaAmgApdRUYHcW9y+EEKIIBC8z7isBlNViYDVUcWUzdnXAkwtgyHiYPCfxeoYFRh8Ln/4DPF0DVjwhhBAiEx6/Z9qnHZ8+MeeZOdNOf/T00XOemTPt045Pn8i0Q6u13qq1frv3773ARwTuhhNuNnCvDngDqFNKjUi272x2Zn8APAGMVUqtBO4F/jOL+xdCCFEEgpcZ9zUyC4Hb8xRVZ3bF/4PuXTDtu2Cx9b3uyKPB3wOfvTwwZRNCCCEytMu1a9GCFQsaWrpaAGjpamHBigUNu1y7FmXrGEqp0cARwJtRi/YDNoc930JshzdGNm7NA4DW+m2l1PHAgQTuNfuJ1tqbrf0LIYQoDvtGZpN1Zg26iuUy452fwFt3woTTYMi45OsPPRhsVbDuafjK6X2uamqTLzu/5Is9X9DR04HP9FFXUcfEIRNprGzM0hsQQggh+ubTvhHBjmxQS1cLPu1LOkKaCqVUNfAIMF9rvSd6cZxNdLJ9Zq0zq5RyAFcBx/Ye+FWl1FKttTtbxxBCCFH4utMYme0ulgRQr/wGLHY4/ILU1rfYoOlwWP88aA0q9jva5XOx7INlPLz+YXZ074hZrlAct99x/NdX/4uRNSMzfQdCCCFEn6zKurWpqml0eIe2qaoJq7JuzXTfSikbgY7s/Qlu37oFCP+yawZa4qwXIWudWQKXFe8Fftv7/HzgPuDcLB5DCCFEgdvrDlyUU2nv+ysmcJlxEYzMdmyGDx4OJH1yDEp9uxGHwaaV0PYZDBkbsWhn906+/dy32bh7I5MaJnHq6FMZUTWC2opaLMrCHs8ePmj9gOc3Pc85T5zDkhOXMHnY5Cy/MSGEEGKfIc4hVy+eufiJ4KXGTVVNLJ65uHWIc8jVmexXKaWAPwEfaa1vTrDaE8D3lFJ/Bb4K7NZaJ+1EZ7Mze6DW+rCw5yuUUu8m20gpNZJAR3g4gUzId2itb81iuYQQQgygve7AaGulPXECKAiM3BbFyOz7D4E24StnpLfd8N6vxI0vR3Rmu7xdXPbsZWzr2sYPJv+AQxoOidl0aOVQxtWN47j9jmPR6kX8xz/+g/tOu48DBx+YyTsRQgghErJb7K+Pqxv3tWWnLlvk074RVmXdOsQ55Gq7xf56hrueDlwMvK+UWtP72k+AUQBa66XAU8DpwKdAN3BpKjvOZmf2HaXU1N7sUyilvgqsTGG7YKrmt5VSNcBqpdTzWuu1WSybEEKIAdLZm9TJaeu7M1sUI7Naw7t/gaEToWZ4etvWNkHlENj4Kky5LPTyzatuZtOeTfxwyg85aMhBfe5iiHMI1x51LT97/Wf88OUf8uCZD1Jpq+zPOxFCCCGSslvsr4+oHpHg3nP9o7X+J/HnxIavo4HvprvvbGYz/irwmlLqc6XU58DrwPFKqfeVUu8l2ijFVM15Z5qanXt7+LK9m517ezBNndZyIUTqMqlPUhfzr9Ptw2EzMIw+v7dwWA26Cn1kduu70LoeDpiZ/rZKwfBJsPGVQKcYeHfnuzy07iFOHn1y0o5sUF1FHd859Dts2rOJ36/5ffrlEGlJpQ2Rdkbkk89n0tLhYtOuLlo6XPh8Zr6LJETeZHNk9tRMd5AoVbNS6goCN89l1KhRmR4mbaap+WT7Xr5z7yq2tLtorndy57emcOCwGgxDJV0uyle+Y7cYZVKfpC5mTyax29njSzoqC0Vya573HgLDBqOP69/2ww+Fz1bAzo9h6EHcvuZ2auw1fH3s19PazUFDDuK4/Y7j/o/u55vjv8nYurHJNypDmba5qbQh0s6IXEg1dn0+k4+372Xun1eH4m/pRZP5yrAarEmS7glRirIW9VrrTX09km3fV6pmrfUdWuspWuspjY0Df5uCXV2e0JcWwJZ2F9+5dxW7ujwpLRflK9+xW4wyqU9SF7Mnk9jd2+PDmST5E/R2Zgv51jx+X2C+bPNRUFHdv30MnxT4d+OrfND6AStbVnLK/qdQYa1Ie1ffnPBNKiwVLF69uH9lKQOZtrmptCHSzohcSDV2d3T2hDqyEIi/uX9ezY7OnoEqqhAFpSB+wkkhVXNeeXz+UKMRtKXdhcfnT2m5ECJ1mdQnqYuFodPtS5r8CQL3mXV5/IV7ieZnL0HXTjhgRv/3UTMcqofBxpd54KMHcFqdzBzVj0uWgVp7LaeMPoWXt7zMh60f9r9MIqFU2hBpZ0Q+ef1m3Pjz+eVSY1Ge8t6ZTTFVc17ZrRaa650RrzXXO7FbLSktF0KkLpP6JHWxMOx1e3GkeJkxgMtboJ2A9x4Ee3VgZDYTww9l9xcrefbzZ5k6YipOqzP5NgmcuP+JVNuqWbJmSWZlEnGl0oZIOyPyyWYx4saf1ZL3U3oh8qIQIj+YqvkEpdSa3sfp+S5UuCFVdu781pRQ4xGcHzOkyp7Sckg+WV+SSYhyFh7/FgPuvLjv+pRI3Lp48RQsBlK3BtBet4/KFDqzFb0n/wWZBKqnEz7+G4w+Fiy2zPY1fBJPWr14TA/HNx+f0a6cVicnjz6ZV758hQ9aP8isXCJGKm1IvdMm7YzIm6HVFSy9aHJE/C29aDJDq9OfuiBEKchmAqh+SSVVc74ZhuLAYTU8dtV0PD4/dquFIVX2iEQPFVaDn88+hEq7hW6Pn4qwSfjJJutLMglRzuLF/7JLj+I35x6Ggpj6lEx0XbRZFf/1yHs8t3aH1K0BstvlZb+65KOPDlvgc+3q8UNNrkuVpo+fBK8Lxp6Q+b6GH8rfN1Qx1lrLqNrME8HNGjWLZz9/ljvfu5NbT5DbsmdbKm1IdYUltI4GbFbF1363Ur7DRc6ZpkmN08qyS4/GUGDqQPyZpklhjFEJMbAk6vsQPlrU7urB5zfxmRqv38Q0NV6vny/bu9nc3o3TbmFIdWDkyOM3+Z+nPwolg0g2WV+SSYhSFH21gc9nxn2+paObbbvdNPb+qryl3cWvn/k4NBLr8Zs8+K9NbNvjTjrqsavLw/88/RGe3rlDHr/Jr5/5mLMnjwztW+pWbmmtaev2UOtMPppZ2Zskaq/bm+tipe/dv0L1cGhM7fY5fdliKN53VHBSlt6m0+pk1qhZvLj5RT5t/8hjdrIAACAASURBVDQ7OxVAoA358Mt2xg+rZvggB+OHVfNRS0dMG7Jtd0+onRlSZefXz3wc8R2++PlPUmqzhEjXzi4Pu/a4cNoMLIbCaTPYtcfFTvleE2Uq7yOzhSp8tKixuoJrTz2Qax5+L2LkyO01mfvn1XGX/+rsSb2/kiWfrC/JJESpiR5tPXniUObNmhBzdcJtL6wLjXb86uxJ/ObZTwC45JgxXLrsrdC23zthPOf94fWkox6maXLJMWP40SORdbHWsa+pk7qVW3t7fPj8mhpH8q+XYJKove4Cu8x4z1bY+DIcel7gXrEZerb1bQDO2r6J7aYfjMznVp446kSe/fxZ/vTBn/jlcb/MeH8iwGbRjG6s5d/veCPUhtx+0WSGVO2L58bqChw2g58/uTaindm518M7mzs4YmQdlxwzJqU2S4h01TgM2rpt/FtUjNY4ZHxKlCfpzEYxTc2uLg8enz90In79mRNDHdUjRtYxd8ZYLIYKnZiHL4fAyfKPHnmPh+dO48v2bpSCv14xFa01hlJ0uLw8snpzaLJ+MJlEeIdWkkmIYhZ9tcHZk0dy2wvruP7MidQ5bXS4vNz2wjrOnjyS59buCNWZ68+cCMArn2zn7jlHYTEUVovBBXe+EXPlwmNXTaexJjCa6/X62dHZg8/UeHwmjdUVbGl3hfZ795x9CXyi61Z4nY83hSBcOuuWq7bOwOhArSOVkdnA57DHVWAjsx88DNqEA/qXdTjasztXM95SwyjXF+zd9RndjeMz3me1vZoZI2fw9ManuerwqxhZMzILJS0/Pp/Jjs4evH4Tm8UArfltVFv12xfWccNZB/PgFVPpcHkZ5LTx2xfXR6xzz2sbmTtjLFfet5q5M8aGflCD+G2WEP21120mjNHa/ueWE6JoSWc2TPho0qJzDwt9EdU5baGO7A9POZAfPfJe3OXhGqsr2Lm3h/+4/+3QL2c3nTOJ/3n6Y3Z29nD7RZNpqAyc7NU7bSy9aHLMqFV9CpfpCVGIoq82aBrkSGnEtM5pY0i1nRGDHKGR2YfnTuvzygWv18/HOzr5j7D6ExzlfWdzB1vaXXh7r4KITiaVznx1mdueml1dgekTtc5URmaDlxkX0Mis1vD2vdB4IAzaL+PdfeHawUedm7mg4SjgQ2pa1mSlMwtw8v4n88IXL7Dsg2VcP+36rOyznMTLZ/HQlVPjtlWGAf92xxs01zt58Ir469T1fqcPqbLL1VYiZ5Qibvxl4SISIYpSWXdmo0dZLAY8/vZm7p5zFHarwd1zjuK2F9bT4fJy8sShXHPKV+j2+Ll7zlE4bQYnTxzK2ZNHMqTaHlr3nc0dAMybNT7UkYXAF9k1DwdGnpa+tIHWvT3UOqxU2v1YDOKOWv3iG5PkV1xRNMLrk1IqVD/qnDYGVdr57YvrI+rDPa9t5LozA6MdptYopRg+yIHVUBHzz3Z1eeJeuQCwaVcXVkOFOrLBfQdHea+8bzXN9U4GOW2s/NHMmNHUePPVFz//CT/92iForSPWTzS3XUZbIu1KY2S2qqJ3ZLaQ5sxufhNa18Ex87Kyu2d2rgbgyIZJuKpfpfbLNWw/7Nys7LveUc+xTcfy2KePMfewuTRWNmZlv+ViR2dPzHevqeGe1zbGjLqGj8wahooZef3RI+/x4BVTWfmjmSil5GorkTO6jxgVohyVbWc2UQbVMw/bLzQiFBxNXbWxje+dMD7i9dsvPJL/PGF8zMjrr5/5hJ2dPYwaUhn3l9mhNRWh0d3gdn+4aDI793q48r7VEevfcJb8iiuKQ3R9+umZX+E/Z02IGS2NnlN2wZ1vhOac//B/34277tKXNvCrsydF1JklFx7JjX/7kOfW7kg4clvntIX2ZTUUwwbFXn8VPYLc11w3mduemrbeJCSpJIBy2CwoYE8hjcyuvgdsThh9XFZ298yO1YyrHMFgew17hxzA4Jb3IEvzZgFOHXMqr2x5hXvX3svVU67Oyj7LhULHjHD9b4KRWbfXHxqZXXrR5NBUhqAt7S78pmbUkCpMU3Pnt6bEXMWRyu3FhEjGMOKPzBoyZVaUqbIN/V1dntAo7ItXH8+9lx2NzWLEHU395uRmrop6vbXTE3fdm887jOvPnMjOvT1xb2pdXWEN/aL24BVTuf7Midz6wjrmzRofs678iiuyLVf3M44etZw+fmjc0dK5M8YCRMwpmztjbNw558F139ncwSufbOfBK6by8jUz+OsVU/n7u1/y3NodoWPHq2tNdU6uP3Mi97y2Eb+Of//H4Hz1oERz3XZ1eWLWDR5H6mmklt1uFIHpF8kYSuG0Wwpnzmx3G3z4KIw5PtChzdBn3VtZ393CUXUTANjbMB6rt5uq1vUZ7ztoaOVQjh5xNA9+8iC7e3Znbb/lwNTE1Hd/nNd+9Mh72HrrefBuBPG+sy29V3yE385v5Y9m8thV02U6gsga04wfo705R4UoO2XbmVVozugdhT1h0ct8665/4TN1/KzDcV6vtFvirtvh8vLzJ9fitBksOvewiJta33TOJOj9JfjnT67l3+54g58/uZZLjhnDhGHVkTdgl19xRZYFR0+/sWQl03+1gm8sWckn2/dmpUMbPWpptai49WN4rQOA4bWOPuecb2l3heL/5IlDOfPwZv7tjjc4/qaX+Pc73uD/HDiMI0bWAYRGbsPrz5ILj+S3L6zn50+uZd6sCfz0iQ/ivuchVXbu/NaU0LZ9zXWLXlfqaXyb27ppqK4IJbhLpspuKZw5s/+6A3xu+MqZWdndszvfRgFTBgU6PnsaxwFQu3lVVvYfdPqY03H5XNz9wd1Z3W+p88f5bvf5458H+MN6ClvaXRzQWBXRFtx+0WQaw9oCw1A01lSwX30ljTUV0pEVWZPoXNUvt38SZapsLzPu8Zkxo61f7OqOO8/FYsTOf+n2+OOuO7Smgt+cexjdHj/VFVbunnMU3R4/tU4r23a7cdis/OiRVTG/qD105TQeu2q6ZEkVOZPLOZ/RGbkthhG3fjRU23n5mhlYw+pUh8sbvy7VOnjx6uOxW43QbTKC5Q6fE/vO5g7ueW0jD14xFZ+psRqKygqD7584nvkq0JENjuJGv+fwEZTgXN9Ec92i15V6Gt+mXV0MrU09npx2a2HMmXV1wBu3w8ipUD86491prfn7jrc4sKqZels1AL6KGjrrRlH3xb/YOvmijI8R1FzTzLSmady39j7OmXAOzTXNWdt3KbNaYtspqyV+G+Dz64jnVkOFMq77Tc3Dq75g+P8ZR6O9bE+rxACxxjknDb8yQIhyU7Yjs/F+2brthfXcfuGRMSM8r63fyZKo15vrHTEjr786exJ73V601lzz8Huc9buVXLrsLayG4gcPvsv5d75Ja2dP3F/UtNahX3GHVNnZ1eWRm62LrMrlnM/oUUuXxxczWhqcu7r/kCqUIrR86UsbuOmcSTGjHAuf/JATFr2Mxxf/Ps3BEdHmeifzZk1gWI2D/YdUsV99JfWVDvarr0RrHerIhm/r8vpD9QsI1b3htY4+R19ltCW5L9q6GZrGjyM1Dmtonm1evfwrcO+Gw87Pyu7Wdm5mk2sHU+u+EvH67mFfoWr7R1hd2b0k+Jzx56CU4ubVN2d1v6VsaHUFSy+aHFHf7RYV831/+0WTeXjVF6Hnvzp7ElprTlr8CicsepmTFr/CH179XObPiwHhsBncHhW3t180GYetbE/pRZkr258QbXF+kd3Z2UNnj4/rz5zIkCo7w2od/PaF9Ty0egvnTW5m2aVHY7coLEbgcdOzn8TNJje4qoJH/+MYvH4zlCV5Z2fgpHlH71zaRFkO5fYfIldyeT/jeCOci56LrR+/+MYkABQqIhujqTW/OfcwmgY5cNqt1Dms/PRrh3DdGWbcKyOa652MGOTglWtmYLUYDK2uwGqN/SJP9J437Ojk0mVvxdQvGX3NTHuXh9ZOD8PjJNtKpM5pY1NbN192uPhsZyfHjc9DRt4v34Y3/wATToEhY7Oyy6d2vIVVGUweNC7i9d3DDmK/T56jdssq2sbPysqxIJDZ+LQxp/H4p4/z6pZXOa45OwmsSpnVavCVYTU8dOU0fH4Tq8XA69f8/d0vI0ZdV67fwTlTRnHCQcNDbdm1px4UsS+ZPy8GittrsnpjKw98Zyq6904AL67dyuCDR+S7aELkRdn9jBNMgGO3qJhftoLZiH/+5FqqKqx4/SavfbYLgNc+24XXb9JcX8l+9ZXYrQaXTo+c+3rp9DE47RaG1joYWusIjd7UOfeNWsUbhQof+Ul0KeiuQhi5EEUt13M+w0cth9c6WHDSgRH1Y8FJB4aOZbepiPpzzcPvobWmymGhsaYCm81CU52TUUOqGFbjiBk9WXrRZIbVOBg1pIqmOmfcjmyi93zTOZO47YVAAp549UtGX/tvzZbArcnGNlalvE1dpZ3Wzh4uvftfXPynf/Hpjr25Kl587t3wyOVQORiOvCQru/Rrk6d3ruLQmtFUWR0Ry7rqRuKtqKZu05tZOVa400afRnN1M9evvJ52d3vW91+KDENhsxhYev+ttBuceXhzKJ/GpcveYvKYBm569uNQWzZv1gQqrErmz4u8qHEYTB7TwAV3BvJIXHDnG0we00CNo+xO6YUAymxkNnrU88rjRvPXK6ZimhqbxcBuU/zugiNCozFAwhEal8fPr5+JHHn69TOf8LsLjoCo87jo0R6n3cKjVx2D12fG7Fdu/yFyZaBHHSusBj+ffQiVdgvdHj8VYR1Ot8dMuf7EGz1JNBIbLfo9A3zvgXdC94MGqV/Z9Oq6VmwWxdjG6pS3qau04faarNveCcCLH+9g3NCaXBUxkt8LD30LOj6HkxZCRXaO+1bHOnZ6dnP28OmxC5VBx9CDqP/iTZTfg7ZkrwNks9i4/NDLWfjmQha8tIA7TroDexb3X2riXQl1/+Vf5aWPtkeMen2ydTc3nHUw150xMdT+GIaSKzhEXrR3+9nW0R2RJ2Jty24GOazUZp6EXYiik/fOrFLqLuBMYIfW+pBcHit61PMPr37O3z/YHpEAx3RqdnV52Lrb1ecXlN1qYWdnT8S9Yfu6zCg42pNMLi8FFSLVOMzUri4P37rrXzFxHKxr6dYfq9WgqW7ft3TwCotUTiTD3/POvT2hS/5TOa5Indvr5/E1XzKpuQ6HLfX/z+b6yojnH20doJFZreFv34fPXoLpC2D4oVnb9SPbVlJlcXB47QFxl7c1H0Hj5rcY9MVbdIyJ0+HNwKjaUVx2yGXc8d4dXP3S1fxmxm+osOS+zhejeFdCef2aB1dvYdE/9t0+qbneyUNXTmPUkMhYHYi2VIhoVkNx45MfxXy/PnjF1DyWSoj8KYRrEpYBpw7EgZKNeqZz65JcXbIpt/8QpSBZXcskzjO5xZDUr9z531WbaevycPohw9PabtzQwChuU52DQ5pq2bCzMxfFi6Q1PPsTWHN/IOHTuOzNXd3l2cs/WtdwTP1B2I34vxfvaRiPt6KaIZ++mLXjhps6YioXHnQhL215iTnPzGHTnk05OU6xi9dOPf1eS9zkOo3SRogC4bTHTwDltBfCKb0QAy/vI7Na61eUUqMH4ljJRj3TuXVJri7ZlAQ0ohQkq2uZxHkmtxiS+pUbPr/J7S9tYMKwag4aUZvWttUVVn7x9UOoddr427stvLZhV+jyzpx58efwxhI46Cw47IKs7vqRbf/Ep/3MGNzHSK9hoW3EYTR8/jqG14Vpy/61gbNGzaKuoo5lHy7jnCfO4buHf5cLD7oQm8WW9WMVq3jt1CHNdfz2hXURUyB++8I6fvGNSTSmccWBELni9uq4MfrTr+X04kYhClbeO7OpUEpdAVwBMGrUqH7vJzgqE50pODgqk+581VxdsjlQl4KK3MtW7BabZHUN+h/nmc4rl/qVmnRi94OWPbTsdvO9I8f1qxN6QO8c2xGDnHT2+NjZ2cPQGkeSrfrplZvg1UUw/hQ46grIYqfZ5fdw35YXObRmNCMcg/tct635SIZ9vpLBG16m9Su5uThp8rDJHDDoAO5bex+LVi/ikfWP8OOjf8wx+x2Tk+MVgnTiNl47NaahiufW7oi5pdcNZ8m8epFbqcZu8JZzsTEqt3EU5akoOrNa6zuAOwCmTJnS79qabFRG5quKbMtW7BabXI6ASj0dGOnE7msbWgE4uCm9UdloIwYFOrCf7ezKTWf2td/BiwvhgJkw7btZ7cgCPLptJR2+LuYOPT3pup2DR9NdM5yhHzxO64GnZL0sQfWOeuYdOY93d77LXz/+K1f+40pmjpzJtUddS3NNc06OmU/pxG28dkqjpX0ReZFq7Mp3oBCRyu4C+75uuyHz6YTInlzd4kbqaeFZ+WkrI+ud1FVm9hk01QU6sBtbu7JRrEhv/gGe+78w+liYPh9Udr/+dnu7WbrpKQ6samZC1X7JN1CKHWOOpar1U6q3fZDVssRzWONh/Gz6zzh7/Nm81vIas5fP5uF1D6N12fzGFld0O9VQVSHtiyho8h0oRKSiGJkdKDKfTojCJ/W0sHh8Jqs/b+f4A4dmvK8h1RXYLIrPspkESmt45TewYiGMmgbH/RCM7I9g3L7pSfb4upk/ZnbK2+waOZn9PnmGplX3su6sm7Jepmg2w8YZB5zBtKZp3P3B3dz4+o2s2bGG/zv1/+K0yj09QNoXUfgkRoWIlPfOrFLqL8AMoEEptQW4QWv9p3yVR+bTCVH4pJ4WjjWbO3D7zIwvMQYwlGLEIGf2Rmb9Xnjmx/DWnYFLi6fPz0lH9rW2tTzQ8jIzhhzKKGfqnXrTWsHWcScw6sMnqN28mj0jJ2e9bPEMdgxmweQFPLHhCZZvWM7HbR+zeOZiRtaMHJDjFzppX0ShkxgVYp+8X2astT5faz1Ca23TWjfnsyMrhBAiPa9taEVB2lmMExk+yMGGnVnozHbugHu/FujITvwGHLsgJx3Zz7u381+fLKPJMZjzRhyX9vY7xhyDu6qR/V+5BcPrznr5EjGUwdfHfZ35R85ny94t/PuT/86rW14dsOMLIYQQ2ZD3zqwQQoji9c9PWxndUEV1RXYu9Gka5GBzWzdubz+zx2oNHzwCv/8qbFkFx10NR30763NkAdZ3tfCd92/Dr02uGnUGFUb6t73RFjufH34uFXu3MfrlRYHyD6BJjZO4ftr11FXU8d0XvsuSNUvwmt4BLYMQQgjRX9KZFUII0S9tXR7e3tTOEaPqsrbP8cNq8Jma1Zva09/4y9Xw52/Cw5dBVQOcsThweXGWeU0/f/7yRS5459e4/B5+MObrSW/F05e9DePYctDpDPl0BaNfvhnlH9jO5NDKofz4qz9mWtM0bn/3ds594lxea3mt7JNDCSGEKHx5nzMrhBCiOD28ejOmhqNG978jF23iiFqshuK5D7cxfVxD3ytrDbs3w2cvw/sPwcZXoKIWpnwbDvpaVi8r7va7+WDvJv7ZtpYntr/BLu9eDqnen8tGnkydrSrj/W8bfwIWfw9NHz9N1fa1bD3yQnaPOhp/RXUWSp9chaWCyw+9nCnDpvDAxw9w5fNXMq5uHGeNPYupI6Yyrm4cdotkSxVCCFFYpDMrhBAibVfdv5pnP9jOYSMHMXpI5p25IIfNwvRxDdz3xiaa6pxcefzYwAJfDzzybfC6wecGVzt0bIKevYHlNSPgiG/BV84Ee2W/j/+Tj5ex1+/GY3rpMb10+txs72mnwxeYx2ugOKx2DJc0z+Lg6v1R2bo/rFJ8edDpdNbvz6gPnmDsC/8PjaKnZjjeqsH4K2pwDR7Nlq9enp3jJXD40MM5eMjBvLntTV784kUWr14cKB6KYVXDaHA2UGmtxGl1YrfYmXvYXCbUT8hpmYQQQohEVLFdRqSU2glsSmHVBqA1x8XJB3lf/dOqtT41h/tPKo3Y7a9CjQ0pV3rCy5X3uIUBid1ohfjZFGKZoDDL1QB8nO/YTRK3hfj/1hcpb+4Fy5z3dlfOdfsk7zm+vMdtvhRdZzZVSqlVWusp+S5Htsn7EokU6v+hlCs9hVqugVSI/weFWCYozHIVYpmiFUMZw0l5c0/KXBzkPYtokgBKCCGEEEIIIUTRkc6sEEIIIYQQQoiiU8qd2TvyXYAckfclEinU/0MpV3oKtVwDqRD/DwqxTFCY5SrEMkUrhjKGk/LmnpS5OMh7FhFKds6sEEIIIYQQQojSVcojs0IIIYQQQgghSpR0ZoUQQgghhBBCFB3pzAohhBBCCCGEKDrSmRVCCCGEEEIIUXSkMyuEEEIIIYQQouhIZ1YIIYQQQgghRNGRzqwQQgghhBBCiKIjnVkhhBBCCCGEEEVHOrNCCCGEEEIIIYqOdGaFEEIIIYQQQhQd6cwKIYQQQgghhCg60pkVQgghhBBCCFF0pDMrhBBCCCGEEKLoSGdWCCGEEEIIIUTRkc6sEEIIIYQQQoiiU3Sd2VNPPVUD8pBHuo+8k9iVRz8eBUFiVx79eOSdxK08+vnIO4ldefTjUbaKrjPb2tqa7yII0S8Su6JYSeyKYiRxK4qVxK4QqSu6zqwQQgghhBBCCCGdWSGEEEIIIYQQRUc6s0IIIYQQQgghio50ZoUQQgghhBBCFB3pzAohhBBChHnsnS18tHVPvoshhBAiCWuudqyUGgncCwwHTOAOrfWtUevMAJYDG3tfelRr/bNclamUmdqkzd2Gx+/BbrEz2DEYQ8X/rSKddbOxnRDJ+Ewfra5WvH4vNouNBmcDViNx8ySxKMpFolgPvm6aJiYmpjalLmRJj8/PggffxWZRrP/F6fkujhCiTHn9XlpdrfhMH1bDSoOzAZvFlu9iFZycdWYBH3C11vptpVQNsFop9bzWem3Ueq9qrc/MYTlKnqlN1revZ96L82jpaqGpqonbTriN8fXjY05q0lk3G9sJkYzP9LGufR0LViwIxdbimYuZUD8hbodWYlGUi0SxPrZuLBs6NvD7d37PBRMv4IaVN0hdyKJNu7oB8PrL+taNQog88vq9rO9YH3NuNL5uvHRoo+Ts205rvVVr/Xbv33uBj4D9cnW8ctbmbgud7AC0dLUw78V5tLnbMlo3G9sJkUyrqzXUWEMgthasWECrK/599iQWRblIFOutrlbmvTiP2eNnhzqy4culLmSms8eX7yIIIcpcuudG5WxAfrpVSo0GjgDejLN4mlLqXaXU00qpgxNsf4VSapVSatXOnTtzWNLi5PF7QsEe1NLVgsfvyWjdbGxX7iR2k/P6vXFjy2t6464vsTgwJHbzL1Gse81AnRlkHyR1IUo24tbl8We5VEIkJ22uCOczfXHbd58pP7ZFy3lnVilVDTwCzNdaR2dTeBvYX2t9GPBb4PF4+9Ba36G1nqK1ntLY2JjbAhchu8VOU1VTxGtNVU3YLfaM1s3GduVOYjc5m8UWN7ZsRvzLaCQWB4bEbv4linWbEagzuz27pS5EyUbcdktnVuSBtLkinNWwxm3f+8onUq5y2plVStkIdGTv11o/Gr1ca71Ha93Z+/dTgE0p1ZDLMhUDU5u0ulpp6Wyh1dWKqc0+1x/sGMzSk5ayZNYS7j7lbpbMWsLSk5Yy2DE47rq3nXBbqIIE51jFWzcb24nSlW6cJlq/wdnA4pmLI2Lrlpm3YDfscfctsSiKXSp1x2f60Fpzy8xbYmK9wdnAbSfcxvL1y7lx+o1SF7Ks27Nv5ENrmTcrhBh4Dc6GmPb/lpm30OAs+25SjFxmM1bAn4CPtNY3J1hnOLBda62VUkcT6FzvylWZikF/k9t4/B4WvrEwYptE7BY71029DqfVicvnSulXfEMZjK8fz/1n3C8ZZEXacdrX+lbDyoT6Cdxz2j14TS82w4bL5+L8v58fd98Si6KYpVJ3wpOiNTgbuG7qdYyqHUWltZIhziGhOvDfx/w3pmlyz2n3SDbjLAq/zNjl9VNpl5EQIcTA68/5ejlSufrVUSl1LPAq8D6BW/MA/AQYBaC1XqqU+h7wHwQyH7uAH2itX+trv1OmTNGrVq3KSZkLQaurlQv/fmHEdfJNVU3cf8b9CX+NSWeb/uy/RKh8F6CUYjfdOJIY7be8xy2UVuzmWyrxva1rG5c8fUnMOvecdg/Dq4YPeJn7Ke+x29+4veufG/nZk4EbL6y67kQaqiuyXTRR2Io2dkXp2Nq5lTnPzIn5Hlh26jJGVI+It0ne4zZfcvZzo9b6nyT5j9Va/w74Xa7KUIz6k9xmIBJACREu3TiSGBUiIJX4Tjcpmsgul3ffyKzH1/f0CSGEyAVJAJU6uRapwPQnuc1AJIASIly6cSQxKkRAKvGdblI0kV3hc2Z7pDMrhMgDSQCVOunMFpj+JLdJZxtJniOyId04khgVIiCV+I6XFG3xzMXleJl9Xrg8+zqwMjIrhMgH+R5IXc7mzOZKOcwjMLVJm7stpeQ24esaysAgkCDHMAzcPnfc7X2mj1ZXK16/F5vFht2w4/a7Q7/6u31ubBYbDc6GjH8Bij5WNvbZT3mfS1CMsdtXLCaL0+jPfnDFYNp62kLP6yvqaXO34TN9WA0rDc4GbBZb3G3zGDf5lve4heKM3UIWjO/g969GYygDm7Lh1V5Mbe5rj/1urMqK3bCjlaauoo6Ono5QvYt+nk4CqHS+a/oh77Hb37j98aPv8Zd/bQbgb987lkObB2W7aKKwFW3sitLi9rlpd7eHzpPqHfU4rI5Eq+c9bvOlLM8OC52hjJR+eUmUFdNusTP3+blxM2Wa2mRDx4aIbRZOX8gtb99Cq6s14u/FMxczoX5CvzsR4Rk5g8fKdJ9i4CTLutpXnCb67JeuWcqKLSuY2TyTuYfPjVk+vm48FsMSE6OpZPQWohgE2+Dfv/N7Lph4ATesvIGWrhZmNs/kysOu5Acv/SCmPb/8+ctD68SrN8F6lU5d6W/m/HIQfp/ZHp/cc1YIMfDcPjef7f4spr0/YNABfXVoy1J5f2MVuTZ3W+hEBAITw+e9OI8t9iNoDwAAIABJREFUe7fEvNbmbku4zXUrr+OyQy+L+XvBigW0ulr7Xb5WV2uoEgaPlek+xcBJFF/BWOpLos9+9vjZAMwePzthbGRyXCEKXTC+Z4+fHerIQqBOBDuyEL89T1RvgvUqnboi9SwxtySAEkLkWbu7PW573+5uz3PJCo8MjxWxRFkxnVZnzGvBTJmJthlkHxT370yyZ0pGzuKWSVbhRJ99MLYG2QclzNKn0ZLNWJSsYL2KrgOJ6kR4e55onWC9Cj5Ppa5I1vDEvP590696/NKZFUIMPMlmnDoZmS1iibJiunyumNeCmTITbbPbszvu35lkz5SMnMUtk6zCiT77YGzt9uxOmKVPshmLUhaM7+g6kKhOhLfnidYJ1qvg81TqitSzxDw+E7slcHrU45XOrBBi4Ek249RJZ7aIJcqKOWbQGJbMWsLdp9zNkllLWHriUkzTpNXVSl1FXcw2C6cv5K7374r5O9OsaZKJrbgly7pq6kBMtXS20OpqxdT7TvoSffbL1y8HYPn65QljI9Nsxn2VS4h8C8b38vXLuXH6jaE4X75+OTfPuDki7m+deStj68ayZNYSJjVMSlhvgvUqWV0JrxuGMiRreAIev4nDbgn9LYQQA63eUR+3va931Oe5ZIVHshkXuehslHUVdTHJc3553C9ZtGoRra5WbjvhNsbWjd2X/dKwhzIfh2fPtBmZZ5A1tUlLZ0so07KpzcBoQHVTPhKM5D3LWzHGbqJsp8mSx8T77CttlViVFY8Z2FetrZZd7l1xsxn3N8tqCSa1yXvcQnHGbiELxrdpmpiYmNqMyWbs135u+tdNocROt8y8BZfPxePrH+ek0Sexf+3+VForqXOkls04Xt1YetJSamw1oTop2YwDvvH7lbTsdrF9Tw+/OfcwzpncnIPSiQJWtLErSofX72VPzx56zB78ph+LYaHCqKC2ojZ0rhQl73GbLzJWXeSiM8q2ulpjknr8+NUfc+3R1zJ/xXzmvTiP+8+4f0BGR9vcbXz72W9HXPPfVNU0YMcXmUuUsThR8pjgZ9vXZ99Uve+ymRHVI9I6bjLJyiVEIUgW362uVi78+4URcTx/xXyuPfpaHtvwGI9teCxUn4I/BCUTr27MfX5uTJ0UgdFYpy0wMivZjIUQ+dDqamXOM3NizqOWnbos4blTuSrKoQqRWCoJngYqwYckGCldyT7bfH32EnOiFCRrx4PP04lrqRup8/pNnMHLjCWbsRAiDyQBVOqkM1tiUknwNFAJPiTBSOlK9tnm67OXmBOlIFk7HnyeTlxL3Uhd+MisdGaFEPkgCaBSJ53ZEhMveU54UqeBTPCRaSIfUbiSfbb5+uwl5kQpiBfH6SR6SnWfUjfi8/p02GXG0pkVQgw8SaKaOkkAVYJ8po9WVyte04tN2XBYHXT7ukMJPoB9yXXCEkA5rA5M04xIBhKxbooJQsKT98TbZ54S8eR9YnypxW5EnMVJGObxeSISPA12DGavd2/cWOpvwqd4srmvApD3uIXSi91CZWqTNlcbbr8bq7JiKIMeswersmI37Hi1FwMDExMDA8Mw0mqTwxNODUDdyHvs9jduj/7FPzi4aRAvr9vBVTPG8cNTDsxB6UQBK9rYFaXF7XPT7m4PnUfVO+pxWB2JVs973OaLjFWXGFObMdmMo7PMRme0XDh9IX/b8DfOGnsW1628LmI7u8XO3OfnppwZtgSzyYo4ksWZ1+/l092fsmDFAlq6WpjZPJO5h88NPQ9fH8hqzPQ3eZQQ+ZSobb7l7VtodbVy4/QbeWDtA8w9fC5L1ywNZTmWNjn7vH4Tq0Vhsxhyax4hRF64fW4+2/1ZxHnT4pmLOWDQAX11aMuSfJOVmETZXNvcbQmXX7fyOi455JJQRzZ8uy17tyTcV3+OL0pDss+51dUaaoABZo+fHfE8fH2JGSESt82XHXoZLV0t3LDyhlA9mj1+dmgdaZOzz+M3sRqBzmyPV7IZCyEGXru7Pea8acGKBbS72/NcssIjI7Mlpr9ZZi3KEvd1p9WZcF/9Ob4oDck+5+gsfIPsg/pcX2JGlLtUMtEH61E6WY2lTU6f16exGgqrofD4i2sqlhCiNEg249TJyGyJ6W+WWb/2x33d5XMl3Fd/ji9KQ7LPOToL327P7oTrS8wIkVom+mA9SiersdSv9Gitey8zNrBaFF65zFgIkQeSzTh1ucv8oNRIpdQKpdRHSqkPlVLfj7OOUkrdppT6VCn1nlLqyFyVpxCZ2qTV1UpLZwut3a20udsCf7taMXX/vkCjM1bObJ7JH0/+I26fm21d2xhkHxQ32/E9H9zDwukLYzJdNtc0p5X9Mu7xT/kjHr8n4n1FvPcM3q/IrlQ/l2SZURucDSw5cQlLZi3h7lPuptZey5ITl8SsbygD0zS5deatWcuyKrElCk14TG7r2saOrh1s69rGru5dbOvaRktnC2hYetLShJnob5x+I8vXL08pq3H48cL3O6lhEktmLeGOk+8AjdSNOPymRkNgZNZiSGdWCJEX9Y56bj/x9tB51JJZS7j9xNupd9Tnu2gFJ2fZjJVSI4ARWuu3lVI1wGrg61rrtWHrnA78J3A68FXgVq31V/vab6lkeEuW7COTBB3hmSt3uXcxf8X8iMnj4+vGs9uzO+fZjE0z8O/3V3w/IvHI2LqxfSYPypG8Z3kr9NhNJ1GMz/Sxac8mWjoDl6K7fC6aqpvYv3Z/rIY14b4aKxtx+9zYDTt7vXtDycVmNs/kmqOvwaIsGWVZLcFkN3mPWyj82C1k8WLyxuk3snLzSk494FR+8NIPIuuIs5FuXzcWZcFqWPGaXgxlhLIX11XU0dHTkbBNTlQHhlUOY2vX1ojvgxzXjbzHbn/i1uXxc9B/P8P5R4/i1fU7mdQ8iCUXTs5RCUWBKsrYFaXF7XOzcffGiDb7lpm3MGbQmEQJoPIet/kyYLfmUUotB36ntX4+7LU/AC9prf/S+/wTYIbWemui/ZRKBW91tXLh3y+MuB6+qaqJa4++lvkr5tNU1cT9Z9yfUVbWbV3buOTpS2KOcc9p9zC8anhG5U9Fovd4z2n3xC1Xpu83ibxX8kKP3USfV7zPJVlsJdtXOsfK1XsoEnmPWyj82C1kiWJyyYlLuOofVw1YHchDu5v32O1P3O52eTnsxue4eOr+vLp+J+OG1vDHS6bkqISiQBVl7IrSsrVzK3OemRPTZi87dRkjqkfE2yTvcZsvKf0cq5SqV0odrJQ6QKn0f8JVSo0GjgDejFq0H7A57PmW3teit79CKbVKKbVq586d6R6+IKWS7CPTBB1evzfuMbymN6P9pirRe0xUrlJMSFJMsZtOophksdXfRGSZxoAku8meYordQpZu0r1c1QGvWR7tbqZxG7ys2GoJXGYst+YRA0XaXBFOEkClLmHHVCk1SCn1E6XU+8AbwB+Ah4BNSqn/VUrNTOUASqlq4BFgvtZ6T/TiOJvEDBVrre/QWk/RWk9pbGxM5bAFL5VkH5km6LBZbHGPYTNsGe03VYneY6JylWJCkmKK3XQSxSSLrf4mIss0BiTZTfYUU+wWsnST7uWqDtiM8mh3M43bUGfWMLAYCq9POrNiYEibK8JJAqjU9TXK+jCBUdPjtNYHaq2P7a1kI4H/AWYrpb7d186VUjYCHdn7tdaPxlllCzAy7Hkz0BJnvZITL4FOeLKPTBLgBDU4G1g8c3HEMRbPXDxgl1smShLU4GzoM3mQyI9kSZ3CJYutZPtK51i5eg9CDIR4MXnj9Bt5fN3j3Dzj5gGrA9LupsbjC3ZmFTZDshkLIfKj3lEf9zxLEkDFymUCKAXcA7RprecnWOcM4HvsSwB1m9b66L72W0rzCIKJkmISMVkceEwPXr8Xm8VGg7Mh6S8xSfdlerEZqe2r3+8hQTKSeMuTbZcDeZ9LUAyx6zN9tLpa48ae1++l1dWKz/RhNazUO+ppd7eHnjc4G7BZ9o369zc2MpWH2MqlvMctFEfsFrLwpHh+7cev/ViUBYthwW/60eiIJE/pxGy8eIf4ifsGuG7kPXb7E7ef7tjLiTe/wn+eMI5X17dias0T3zs2RyUUBaooY1eUHrfPHXGeVe+oT5T8CQogbvMlpV6NUmoSMDp8/QQjreGmAxcD7yul1vS+9hNgVO/2S4GnCHRkPwW6gUvTKHvRM5QRM0rqM32sa1/HghULIjIQT6ifkLATmsvMyH1JJXNsvPfY1+sif0xtJswy7Tf9rO9YHxOXS9csZcWWFWl99kG5igGJLVFoDBXooMbLavzA2geYe/jcPutSIn21wdLu9o/HF/iB32IorIaiy+PPc4mEEOWox9fDZ7s/iznvGjtoLBXWinwXr6Ak7d0ope4C7gLOBs7qfZyZbDut9T+11kprPUlrfXjv4ymt9dLejiw64Lta67Fa60O11mX/M1SrqzUUuBCY7L1gxQJaXa0Jt2lzt4VOZoLbXLfyOi479DJaulqY9+I82txtWS9rvOPm6lgi9/r6PBPF5ezxs2PWFULEile/blh5A7PHz+53XZI2OPt8ZuScWY/MmRVC5EGbuy3ueZe077FSGZmdqrWemPOSCKB/GYgHIjNyOsctteyY5aKvz9Nv+vuMsfB1hRCx+mqn+1uXpA3Ovn0JoHqzGUtnVgiRB5LNOHWpXHf6ulJKOrMDpD8ZiAciM3I6xy217Jjloq/PM1FWvWCMha8rhIjVVzvd37okbXD2ef2RlxkHnwshxECSbMapS+V/5B4CHdptQA+BCcZaaz0ppyUrU8EsscFLC2Y2z+Sao67BNH1s69yKoSyBRCG9CZ7sRqCjccvMW5i/Yn7ouvqbZ9wMwF2n3EVzTTMev4dWV2ufyUGSCU8eYigDm7Jx68xb+f6K70fM15LsmMUpmAU1ev7dYMdg/KY/JsaCc2ZhX2ZUrTWb92zGZrFRV1EXkbhgsGMwe717Q3FXZxtEh7sVj+nDblgZ7GzEsEgjLUqHz+el1R1Imma3VITqUIOzgbmHzaW5pplWVytLTlzCratvBWDOQXM4f+L5uLwutvq3YjfsaKWpq6ijo6djX/2pqMNQRky9vHXmrZimGWrvizj5WV6E32fWZpFsxkIUDNOE7p3g84DVDpWNYJRu+zbYMZglJy6hpbMFp9WJy+eiqbpJzrHjSOXM8S56EzkB0qrnmNWwMqF+Avecdg8aTYe7g8ufuzwmYcjFEy8OJXhaOH0hf9vwN66beh2jakcBsOitRaFkItHJoOwWO3Ofn5swaVM88RKN3Dj9RlZuXskfT/kjFmUphcyxZc9usXPd1OtCDWdwhMdiWHBYHaFlGk2NrYZzDzyXbx38LVw+F1bDys9f/zkrtqzgpmNvYlTdqJjEBU9veJplHy2Ln0BqxmLG10+QDq0oCT6fl3W7I5Om3XT8Tdw842YMZUR0QG874TZ+Ov2n3GDewHbXdi595tKIHybXbF/DEcOPiPiRc+7hc1mwYgENzgaum3od+9fuj0VZ+NW/fpV2Iimxj693JNZqGFgNQzqzQhQC04Qda+Gv50PHF1A3Cv79LzB0Ysl2aDUaj9/DwjcWhr4Pbpl5Cxq5WiRaKhHwhdb6Ca31Rq31puAj5yUrY1bDyvCq4dg0oRMeiEwYEp7g6bqV13H8qOO56oWr+GLPF1zx3BWs2LIitE10Mqgte7eknTAkUfKSw4cfzuXPXo7dYqfB2SAnTUWszd3G3OfnctULV3Hps5dy1QtXMff5ubS522KW7fHs4fLnLo9Y96p/XBVKYjNp2KS4iQu+PuHrEc8jkt68tIA21878vHkhsqzVHZs07ZqXr8FhdcS06/NenIepTbzaG7PND176AcePOj7i9WDSqJauFt5rfY+rXriK7zz3HT7b/VlE2y/JoNLn6e28WgyF1SKXGQtRELp37uvIQuDfv54feL1EtbvbY74r5q+YT7u7Pc8lKzypDIF8rJR6APgbgcuMgZRuzSMy5Ekw+Ts6YUj4306rM2kyKKfVGbM8WcKQZMlLJOFI8UuWTCZ8WfBzj143GGeJEkZZlCXu+qFjSWIDUSK8Cdpvi7KknWjN1GZK9a8/bbuItG9kNjhnVkZmhcg7n2dfRzao44vA6yVKEkClLpVhNCeBTuzJpHFrHpE5ex9Jd6ITPAX/dvlcSZNBuXyumOXJEoYkS14iCUeKX1/JZKKXBT/36HWDcWYxLHGX+7U/7vqhY0liA1EibAnab7/2J6xniRIAGspIqf71p20XkcKzGVsMA5+pMU0ZnRUir6z2wKXF4epGBV4vUZIAKnVJO7Na60vjPC4biMKVu8HORm6bsTgUzMF5qsvXL2fh9IXc9f5doTmxwb8HVQzil8f9MmKb8OW3nXAbzTXNEctTSdoUTA4UryyS9Kk0xPuMg59t9LLl65ezeGZkbC6euZjl65cD8N729+Iuf3zd43HXD86ZHexsHND3LESuNDgaYurAjdNv5PF1j8e8HqxnwQSA4ctunnEzL3/xcsTr8epff9t2ESk6ARTsu/RYCJEnlY2BObLBDm1wzmxl6Z4z1Dvq455H1Tvq81yywqO07vsXR6XUPcD3tdYdvc/rgUX56tBOmTJFr1q1Kh+HBiIz+g5EwiPT76PNtROP6cMwrHGzGQf/VihQYFWBX228pjdiebC8mGZon+lkkY3OZmwQKEeRJH1S+S5AvmM3FT7TR6urFa/pxWbYaHA2hH4FjI796Oyqg+yD2OXeFdo2NptxPXu9nZLNOD15j1sojtjNt3jfDabfH8hmrH1YlBWlFGjNEGVnt/bgQcd8j4TXQauy9pnNOPx5JpnqcyTvsdufuH3gzS/4yWPv8/sLjuT1Dbv485ubeP+nJ1PjSHx7PFFyijJ2S57fB53bwO8Fiw2qh0OJnzO4fe6I86h6Rz0OqyPR6nmP23xJJQomBTuyAFrrdqXUETksU8GKl9E319kiDYuVhuoR2duhacLOj2noR0Y4Qxk0OBuyVxZRUExtsqFjQ8L4jvf5Rz8fXjW8d2eBzIMjouKsIirOshrbQuRJX98Nw4MxHpWNsyG87Q37/ggmAIwnWf1L9JpInc/cd5mxtXdkVpJACZFnveeu5ZTN2NQmm/ZsGtA+R7FK5X/D6B2NBUApNZjUOsElJ15G36LLFlmGGeFEarIa3xJnooykVHekThQFjy8sm7ER7MzKZcZC5FUZtp8l0ecYIKl0ShcBrymlHgY0cB7wi5yWqkAly/ZaFMowI5xITVbjW+JMlJGU6o7UiaLg6032ZLXsG5kNdnCFEHlShu1nSfQ5BkgqCaDuBc4GtgM7gW9qre/LdcEKUV/ZXotGGWaEE6nJanxLnIkyklLdkTpRFLwRI7OBUyRJACVEnpVh+1kSfY4BknBkVilVrbXuBNBarwXW9rVOOQhmdI2+fn1AskUmm/humoHLLXyeQOWubIw/jyCYES563kEKGeEGOvmVGFhJ4zvVGAOobMS86DHadm/CU1GFvaeLwYP2x0gUZ9H7dg4B167UjiVEniWsOybQsXlfTAfb3uqhcPyPYPDYwPVOppk0vqX9HRje3pFZiwqfMyudWSHyqrIRLvk7+NzQm0gPq6OksxkPdgxm6UlL2bJ3C06rE5fPRXNNs2Soj6Ovy4yXK6XWAMuB1VrrLgCl1AHATAKXG98JPJzzUhYIQxmMrx/P/WfcP7AnFH4fbP8AHrp4Xwf0vPtg2CGBDm1UYpE+J8YbRuD1y/+RVkchH8mvxMDqM77TiTHAVLDe8DPvnV9HxouKczlI9L4PPAOOvzYy3ks80YMoboaG8aaF+4+4dt+PNz6N8ew8+OTv+2K48SvwnRWwpwUevDDl+Jb2d+B4/SZWQ6HUvpFZr08SQAmRV6YfXG2x58E1I0r6vMDj97DwjYUR7b6IlTACtNazgBeAK4EPlVJ7lFK7gD8Dw4FLtNZl05ENCmZ0bapuosHZMDAnEp3b9lVgCPz70MWB1yH9ifGGAdXDoG5k4N8UGgKZiF4eEsZ3mjGWVrxE7/vw82PjvcQTPYgi170T48/foOG+b9L0x1NouO+bGA+cG4hl2BfDrl2g/fs6suHL+ohvaX8Hjs9vhkZkgwmg5DJjIfIs2XlwCZJ2P3V9JoDSWj8FPDVAZRGJ+L3xJ777vYG/B2BivExEL3Npxlha8RK9b2d92SV6EEUuUf1w1kc+D8ZwmvEt7e/A8fo1lt5OrFxmLESBMH3x203Tl5/yDABp91NXumPzpcRiiz/x3dJ7E/cBmBgvE9HLXJoxlla8RO/b1V52iR5EkUtUP1ztkc+t9n6119L+DpzAZcaBU6PQZcbSmRUivwxr/HbTKN07hUq7nzrpzBaD6uGBuQHBihycK1A9PPA8mNQpfHmKSZ1SFUxwEqxYA5r8SuRfmjGWVrxE73vNX2LjPcvxLERWxasf590XiOXg82AM96O9lvZ34ATnzAJyax4hCkWy8+ASJO1+6pTWuUlsoJS6CzgT2KG1PiTO8hkEkktt7H3pUa31z5Ltd8qUKXrVqlXZLOrAiJcJFpJnh+3dzjTstPldeLQPu7Iy2NmAYbXvW46iTfv2LbdWYvTsBZszMHHen8Jxk2SrLfJsmirfBchH7Jp+H22unfx/9u47zI3q3v/4+6htdd+1wTYGA7aBgGmmV4deghNCt0MLoTiEAPcm93J/SQgJN40ECBDTkgAO5ZoSMDUJhBpaYgjVBky1jbG967L2NrU5vz9mRytpJa22aCXtfl7Ps489mqKz0neOdHZmPhNxYoR8AUZX1ePz5/hLZq4aSJvnVI5mXXtj57Yr6/C1r0uaP5J1bWuTanY0vpbGzkTumnHgLZ9ep0oz9hS9bqGM+91CyLaPxNqhucE97c0XgMqR0L7BnfaHwBfAcaKs8/lwfAEcG8fJd7+kLPvfotdub+r20gVv8OJHjVx78q58traF//7z29w0ZzeO3HHzArVSSlBZ1u6gl97H1ta7icaDWDQepbGtkZgTI+ALUFdVR9A7K7OrotdtseR1fN4Y4wfGJS9vrV2WfQ0AbgduAObnWOYFa+2x+bShrGVLgg1Uwp1fy55o2bGe8+YClu52Mhc99x+diWYHX8OUkVPwNb6fZf5vmPLu4/gm7QML53Y+x5wH3Q4hvS3120HDeznTar1wICkPTjzG0vUfcNGzl6TWzaipmb84d5dY7AWHZd321Ux56mf43nsUph2D76DvU+cFNmRKKD7pT/D2A/DydZnrv+O5REpGtn2kbltY815nfWeod+fEO1hqYvxuyZ2ctsNpXP7i5T1KJlb/OzAicQe/8Y7MeveZVZqxSFHF2lP7WO87xNjtBu2ANubEWLphKZc80/k965qZ1zB11FQCg/j06t7o9s+6xpjvAKuBJ4HHOn4e7W49a+3zgCK3IHsS7PqPcydadqy3bo/TEwNV6Eg0e/YS1rXlmv8frNv11M6BrPcc6z/O3JbmVT1LRJaSt66tITHYhLS6yaQHicWZt30p63ab7S6QnkicKaH43m/ArrO7fS6RkpFtH2lu6Lbe17Wv56KXfsisKbMSA1lQQmWpicVtlzTjqE4zFimu9D42kWY8eL8zNLY1Jgay4H5WXPLMJTS2NRa5ZaUnn6H9d4Fp1tq1BXj+fYwxbwIrgf+01r6baSFjzLnAuQCTJk3KtEhpy5Z0Gazu+lhyomXHehFfIHOimY3lno/t+rzB6uzJyEqQ7XfFrN2IE8tcF9nS/3qQWJx129Ud13KkJxJnSyj2+bt9LimOsu93CyHbPpKetJmh3iMVNaxsWcmI0AglVBZQX+s2GnfwJwKglGYsA0d9bg5DMM04Go9m/KyIOtEitah05XPBzXKgqQDP/TqwpbV2Z+B64KFsC1prb7HWzrDWzqivL8MQmGzpldHWro8lJ1p2rBdyYpkTzUwg93xM1+eNtmZPRlaCbL8rZu2GfIHMdZHt9JQepKxm3XZrx9Gl9ETibAnFTrzb55LiKPt+txCy7SPpSZsZ6j0UbmF8zXiaIk1KqCygvtZt1LFJAVBKM5aBoz43hyGYZhz0BzN+VgR9Wa+ZHbKyDmaNMZcaYy4FPgaeNcZc5j3W8XifWGs3WmubO/7/OBA0xgyOC4IcB5pXw4bl7r9VYzKnV47aOneiZUfq5eh/zee6g36TKOqZE2fy+8N/T8TGafzmXxi54u2U+d41s6P/fQ/Mmudue+IMmH0f1G8PJ9+V+rwn3wXGD6c/7F7rlf64ow/ycjS6qp7rDr4mrS6uYXRVlg/JDCmrzpwHafT5Wdm8ksbWRpyWRtiwnNEmyHUzr03b9tWMfv0ud9037oHT7nNr7szH3CNVp92XlkR4J/z7rs5pJRZLqcmnLz/jMTfAzEvanDjDrfdvPOTW/8QZMHISo4eN57r9f8bCpQu5Yr8ruk2odKxDY1uju++1NeJY9cMDIRpzEveZDXacbhzWacYixVVbn/qdYvZ97nTt4P3OUFdVx7xD5zHvkHncdsRtzDtkHvMOnafshAxy/UljWMe/yzp+Qh0/AH1OQzDGbAasttZaY8yeuAPrQpzKPLCyBYTUbwfnPNU1zTj9seTEVp8Pxu6Ab78LmYLhriNuwzGGdeENnPO3c1KCd7apHs9dR9xGxMbddExfBb6dT3W/ZH3rGdi4EhbM7gwnmfMgRJohVAtP/gjef6xzAHvUL6FhCTx2CTSv6RrMI2XB5w8wZdRU7jry9vzSjDvqzatJJ1jF0vBaLnp8dmet7XMFU574f/hqxjHlkB9x167fJ1JRQyjcwmhfNb69L4C9L4BQDcTD8Nh/dO4HJ98JJ82HSIt7hkCwErY/GqYd4U4P0hAHKVP59OWhGnfeHcfA5APh9Ecg3AQL5iSFlMyH8CZ8f/8pUw69nB/tdRmO8XPHUXfgWCdjMrFjHZauX8pFT1/Uo5Ao6Tv3NGPvmlnvyKwCoESKLh5J+05xV7FbVFA+4yPmxLjylStTPgf0GdBVt7feJec2AAAgAElEQVTmMcacaK29r7vHMqx3D3AwUIcbIHU5EASw1t5kjLkQuACIAW3Apdbal7prcMnHlTevht8fmnpu/8hJ7peffkhnbdy0ktl/PSvlPPrxNe5Atm7Y+MwrZWvTaffB3Sd2ffyY38BdJxak/UVU9Mjykq/dNI1tjcx+bHbXWpv+Xericfjr/3StnSN+5n6Rn/tq5to67T6Yt1fX5b3p8q+z/lb0uoXyq91+kU9f3rQCbjuqc5mT78y9X+RZ41n3vWPuKqe/yhe9dntTt7Nu+AcWuOyo7XEcy+w/vMqlh03lokOmFKaRUorKsnYHtQ3L4faju/atZz4OI7coXrsKqBefA0Wv22LJ52Tzy4D0gWumx1JYa0/tZv4NuLfuGVx6EKLTGxGbJXjH5rgIPlubfP7eBVPJkBCJR7KHPMWyhDFUjXL/n6220gOfvOW9adWZlIp8+vL04LxsQWdenedZ41n3PYVEFVw0bqkMuv2Uz2fwGV0zK1J0QzAASp8D+ct1zexRxpjrgQnGmOuSfm7HPZoqmfQgRKc3QiZL8I7J8XeJbG1y4r0LppIhIeQPZQ95yhbo1Lbe/X+22koPfPKW96ZVZ1Iq8unL04Pzutsv8qzxrPueQqIKLhp3EgFQ4J5qHNFgVqS4hmAAlD4H8pfrxOuVwGtAe8e/3s/DwBGFb1qZyhCi05/BNm6oz9Vdg3eyhfpka9OsefDy9Z0BUclt7S6YSoaE0ZWjue7L16XW2j5XMPr537gBT17gDXTewPyNe9zpf9+VeX5y4FPy8qozKTX59OW1m6XWeab9YtY8ePHajvXvzqvGM+57GUKipP9F4w5+f+dgNug3RGO6ZlakqGrrM3+nGMQBUPocyF8+18wGrbUlc1OjsriOwHGgtSF7sFM8Bs2rAAPWcU+TCNVALOz+3xdwvyQFMsdvO7EI69oaidgYIV+Q0SaAL9oOxrjpw8bnns4Zbet8fuu4zxmPgj8EgQp3frDKPVoWTwumytX+8lT0awlKona92otH3aNKtZtBciBUWu06VWNYF9lAJB5xay0exxdtc9etqXNvWJ6o2fpupsdB+/rOuqoaA21rB1ud9bei1y2USO0WUrY+23GgfYMblmd8YC3YuNvP+oPufmQdd54x7vyK4RDe2LFcwO2LY+1uX1szNu8ad6zDuvZ17r6XISSqDBS9dntTt/v/4mkm19Uwd+a2AJx/52sct/N4fvrVHQvRRClNZVm7g16svet3jEEeHNnDz4Gi122xZD0+b4x5m47UYmO6vj7W2umFa1aZ8/myB3zEY7D6HXjuV7DXefDwhW4K5h7nwL2nJyVg/gnGfqnrgNZx8DV+QN3/nQq1Y+GQH8PCuZ3rHXcDvHqzmyj79x93phEHKuHOr6WmcuZKKFYIz+Dj1d6930its3E7ugPaDOmtvlPuoW7sDu76yfOmHQMHfb/rtp77VWcy9kl/grcfgJevy15zqjMptmypxWN3cP/Qt2FZan/tLXPifHj+qs569/reA7+X+ngv0+B9xldOYU+DRiTuEPAnn2ZsiOjWPCLFFWuHNe91/c4xdrtBPaDV50B+cn26Hgt8BfhLx8/sjp/HgfsL37RBqnmVuzPucmrnF6N9vtM5kAX333u/0XH0Nk1rQ+eXrv0u7hzIeus9fKG77YVz3fkblrnLr/84dbn/O9XdlgwdXu1lq7Pk2vLme3WSPm+XUzNva5dTU6d3nd11WyKlJFfdZ+qvvWXuOz213r2+N/1x1X1ZiTk2cWsegIDfKABKpNiaG7J8f1HfKjmOzFprPwMwxuxnrd0vadZ/G2NeBH5S6MYNSl76ZXLqZbbk10wpbckJm7mSM9MTNJVQLOnJq+BOxzuuIuguvbUnqa3edHp6sWpOSk2uuvcSNPOt9/S+N3lbUhbcAKjOv/MrAEqkBAzBNGPJXz7nPdUYY/b3Jowx+wI1hWvSIOelXyanXmZLfs2U0pacsJkrOTM9QVMJxZKevArutL/jVPZc6a3p87pLbfWm09OLVXNSanLVvZegmW+9p/e9yduSshCL68isSMkZgmnGkr98BrPfBH5njPnUGPMpMA84u6CtGsxqN4PT7nPDc06a7+6ML1/f+X/ovBbAH4SmFe61jp7qepjzIMy+D0ZMhBPvSF3vuBvcRM2UBE0lFAtdk1cTaYCbudOZ0lvPeMw9chuPwsl35U5tTU8nPulPEA/DmY+59TrnQdWclJ5cqcW142D2/an9tbfMifPT6n2+u9xp97mPT5zh1v03HnLTJxwNiMpBNMM1s9G40oxFimoIphlL/rr9k4a19jVgZ2PMcNz046bCN2sQMz5wovDnc90Ap2N+A/Xbu0ewZj/QmYhp47BgthvglBzSA+6F8I/9R2cQz+kPu6dzGp+bsnnsNe70CbenJhSf85SSY4cyf8Cto7OeyJxm7PO5QTVenYRqOq9LSdTaQmjfCC1roHIEfPVGd91oKwwbD0f9Eo74X/evpdaBO45NDdURKTXpdZ/cZ25YBq3r4MGO/vqrN7p17sTc+j70x3D4lbBpJTz+n25/ffJdcNxvYeMXbh+eb+ieFJ21NsM1sz4dmRUpOuP+sfCMRzsT5X1+hnCAryTJlWY8x1p7pzHm0rTHAbDWXl3gtg1OrQ3wf6e5X3A2LIO7TnT/eu8NTj0jJ8ERP4MFc9zBxFlPuEdi08NK3n8MVr/tfhHrLhlWybHiD7h1lE1yEnfTitTABa/WTrvPrdvkGgV3+pynoHYLaF4Nvz+0a6hOPnUqMtAyJdA3r3aD87y+ecMy9/Thhy7I3Fev6LiNxoLZbn/tDWRB9V8mvCOwqdfMGsJKMxYpruY1cPvRXfveMx+HkVsUr11SEnIdmfWuix02EA0ZMjKFjQSrc4eL9CSkR6S/ZAuM8kKdcgXdqE6l3MUiXfvmfIOgsu07qv+SFus4FTzgSz/NWINZkaJSAJTkkCvN+OaO//7SWts+QO0Z/LywkeSdMtra9bH0AKf0kJ70ZRUwIv3NC4xKrzUv1ClX0I3qVMpdINS1b/YCnrL11d50tn1H9V/SojH3yGzyacZ+n1GasUixeQFQ6X2qAqCE/AKg3jHGvGiM+YUx5mhjzIiCt2owyxQ2Mmrrro8lBzh1F9KjMCcphIyBUfPdwLJMgU/Jdag6lXJXXe/2zbPm9Sz47JR73H1H9V92ot6R2ZQAKB9RnWYsUly1Y7MEQI0tbrukJBhru0/pM8ZMAg4A9gOOBjZYa3cpcNsymjFjhl20aFExnjo3x3GvZ80nYCkeg+ZV7qlovgAEKjqCoeIQj3QehY22dQ3p6elziafoKQElWbvptVQ5GlpWdwZE1Yx1w5686WA1RFrcZavGQNva7HWoOu0PRa9bKNHa7U5f6s9b10sgdqJu/xysguq61LrPth+o/oteuz2t2y+a2tjn509zzgGTOWQ799rm659eyhdN7TzznwcXqJVSgsqudoeEWDs0N7inFvsCbpJxoLLYrSolRa/bYun2+LwxZiLuIPYAYGfgXeAfBW5XeXEcWLO4M5gpV3Kl40DDe6nLHncDvHozzPyf/NIuM4WViPRUet1OOwYO+n5n6JP3l8/kJG2A6tGd/89Vh6pTKZae9Mn5rJvcR9eM7VrXmepc9V92YlkCoHTNrEiRxaKw5r2u30/GfgkCwWK3Toosnz8TLwMuBp6w1u5jrT3GWvvzArervKQnDHvJla0N+S378IWwy6nZ1xEphPRa3OXU1PRi77Y8zauK10aR3uhJn5zPuuqjhwTv2thA2q15IjrNWKS4mlfp+4lklc9gdldgPnCaMeZlY8x8Y8w3C9yu8tKT5NZsy3opmUq7lIGSXovZklq9JG2RctGXNG310UNWNNNgVgFQIsWnNGPJodvBrLX2TeAO4DbgaeAg4IcFbld58ZJbk2VLrsy2rJeSqbRLGSjptejVYLLkJG2RctGTPjnfddVHD3rhqDtoDfp1mrFISfHSjJMpzVg65HPN7CKgAngJ91rZA621n+Wx3h+BY4E11todM8w3wG9xA6VagTOtta/3rPlFkBzqEapxb90AcPJdsGB26vVZmZIrq+thzoOw/mM3TCfa6gaIvPsQnP6wu91Nq917eUbbOoNDYKiHiUg2uYJm0uclh9X4Q3DGY9D4nluLPj+cdCfcO6ezjk++0w1Y2LDcXT69LlWDUoq8NO30a2YrR0PTiuwBZzXjwALfeAjWfQTP/RKa13ReM3vyXe4+1bxa9T8IeUdgg4GkwazfRzTefVCmiBRQ7Wbu95EFad9PvDt9yJCWz580jrLW9uYioduBG3BPUc64XWBKx89ewI0d/5au5GCQyQfCHufAvad3huec/rD7ZT9QkfuLTqwdHvuPpB3yLtjtGzD/uM7HZs2Dv//Y/SJ1yj3ugOLOr/U8zEQGt1xBN5BfwNOi2+H9x9zp2ffDWX/pSNUOuQPXW2dmr0vVoJQin8+tzXOeSk3qXvNu1/p/7ldu/WfaP06+0x3wtm+Aw66AJy/v3FdU/4NO4shsyjWzhmjMwVqL+zd4ERl4cfBXwDG/6TwQ5K9wH0dnjw11+Zxm3Ku0C2vt88C6HIvMAuZb1yvASGPM5r15rgGTHAyyz3c6B7LgfsGZf5x7i53acdm/4GQKF1kwGzZ8mvrYwrmw38WdwSXrP+5dmIkMbrmCbvINeNrl1M7pu04ALIye7CYYe39A8ean16VqUEqVlyY8cgv335bVues/0/6xYA6sfhvWfgh3Hu/289481f+gE47FgbQjsz4fFog7OjorUjTNDXD3iXDXiXD7Me6/d5/oPi5DXjH/pDwBWJ40vaLjsS6MMecaYxYZYxY1NBSxcJODQXz+3oXlZAsXCVZ3faxqVO75CiIpeQWv3VxBN/kGPHl15k17NZwrCCf5eWRQKpl+t7/Eo7nrOdv+EazOPk/1X3L6UrdeanH6NbOAQqCk4AZdn9ufFAAlORRzMJvpfJ2Mf/q01t5irZ1hrZ1RX5/hOtSBkhwM4sR7F5aTLVzEu/Y2+bG29bnnK4ik5BW8dnMF3eQb8OTVmTft1XCuIJzk55FBqWT63f7iD+au52z7R7Q1+zzVf8npS92GY11PMw76Owazuj2PFNig63P7kwKgJIesg1ljzPG5fvrhuVcAWyRNTwRW9sN2C8cLFRk5CV6+Hk6a37lzeddfdXcxevI2vPVOuQdGbZ362Kx58OK12ednC5iSoSVbPVXXd533xj1ujabX7Bv3pE57NZxp2+l1qRqUclG7We76z7R/eH3vG/e4IVDqgwe1TKcZVwT8ALRG4kVpk4gAtfWZ++9a9cECxtrM14EYY27LsZ611p7d7caN2Qp4NEua8THAhbhpxnsB11lr9+xumzNmzLCLFi3qbrHCyZRm7CVh1m7mXmfYk21kSivOlBqbPF9Jsr1R9OSOgtVub9OMvVCcltXZazh5faUZF0PR6xZKoN/tL/EYNK/KnWbcvi5z3+w4YONgreo/P0Wv3Z7W7fyXP+VHC9/lpjm7M6LKPUPl5Y8aue7pD3nq0gPZduywArVUSkzZ1e6QEGt3r5F1Yu4R2dp6NxxVPEWv22LJOvKy1p7Vlw0bY+4BDgbqjDErgMvpiByz1t4EPI47kP0Q99Y8fXq+AeOFiiSM7odtdMj0WE/my9CUrZ6yzUufHjGxd9sWKTf+QNd6T5/uTd8sg0LnNbOd3wm9I7MtYR2ZFSmqQKUb6CeSJq+TzTuOon4JSPwJxFr7k1zrWGtP7Wa+Bb6dz/OLiIiIFFI4QwBUZdD9f0tEQTMiIqWo23OkjDE3AScD38E9hH0isGWB2yUiIiIyYMJR9+hrICkAqiLYcc2sjsyKiJSkfC742ddaezqw3lp7BbAPqcFNIiIiImUtHHcI+X0Y0zmYrewYzOrIrIhIacpnMNvW8W+rMWY8EAUmF65JIiIiIgMrHHVSrpcFqOxINm5TmrGISEnK55rZR40xI4GrgNdx7wX7+4K2SkRERGQAhWNOyvWy0HmacYsGsyIiJSmfweyvrLVh4AFjzKO4IVDthW2WiIiIyMAJx+Ip95iFziOzrWGdZiwiUoryOc34Ze8/1tqwtbYp+TERERGRcheJOQR9qacZB/w+Aj6jI7MiIiUq65FZY8xmwASgyhizK5034x0OVA9A20REREQGRFsknjitOFl1yE9TW7QILRIRke7kOs34COBMYCJwddLjG4H/KWCbRERERAZUSyRGRaDrCWsjq4M0NoeL0CIREelO1sGstfYO4A5jzNettQ8MYJtEREREBlRzOJa4FU+yEVUhGjZpMCsiUoryuWb2RWPMH4wxTwAYY3YwxnyzwO0SERERGTCt4TiVwa5fi0ZU6cisiEipymcwexvwV2B8x/QHwMUFa5GIiIjIAGuJxKgMdD0yO7I6SMOmMNbaIrRKRERyyWcwW2etvRdwAKy1MUCxfiIiIjJotITjVIYyDGarQoRjDutbFQIlIlJq8hnMthhjxgAWwBizN9BU0FaJiIiIDBBrLa1ZjsxOGuPewOHdlWX21WfFIrhlJvxyK/jzubBhebFbJCLS7/IZzF4KPAxsY4x5EZgPfKegrRIREREZIOGYg2PJeM3s1nU1ALy5fMNAN6v3Pn8d5h8HGz+H8bvB4oVw84Hu4yIig0iuW/MAYK193RhzEDAN916z71trda4N4DiWtS0RIrE4oYCfMTUhfGk3XBeRvtO+NnjovZRS1BKOAVCVIc24piLAxFFVvPrJOi4c6Ib1RjwKD82FYDUcdRVUj4adToKnLoc7j4dz/g5jtil2K6UP1I+KdOp2MGuMqQTmAvvjnmr8gjHmJmtte6EbV8ocx/L+6k18a/4iVqxvY+KoKm49fQbTxg1ThyLSj7SvDR56L6VUtYTdKJCKDINZgB3Hj+DZ99cQiTmEMtyLtqS8fgc0LIGZP3AHsgAjJsBhP4XHL4X7zoJznoRARXHbKb2iflQkVT498nzgS8D1wA3ADsCfCtmocrC2JZLoSABWrG/jW/MXsbYlUuSWiQwu2tcGD72XUqo2trsnnFVnGcxOHVdLe8zhwzXNA9msnnPi8NL1UL8dbLFX6rzhm8O+34VVb8LTVxanfdJn6kdFUuUzmJ1mrf2mtfaZjp9zgamFblipi8TiiY7Es2J9G5GYgp5F+pP2tcFD76WUqoaO+8iOqA5mnD9ptHvd7JIvNgJuYNTilRtxnBK7Xc/7T8D6T+FLXwOT4SjdpL1hyuHw8u9gzZIBb570nfpRkVT5DGb/3ZFgDIAxZi/gxcI1qTyEAn4mjqpKeWziqCpCGZIQRaT3tK8NHnovpVQ1buoYzFZlHsxuNqKSkN/He6vcwewDr3/O0de9wB9f/GTA2piXN+50Ty3eYu/sy+x2BoSq4W8/GLh2Sb9RPyqSKp/B7F7AS8aYT40xnwIvAwcZY942xryVa0VjzJHGmPeNMR8aY/47w/wzjTENxpg3On7O6dVvUQRjakLcevqMRIcycVQVN39jdxzHoWFTuPT+WitSwhzH0rApzOfrW7vsP5n2tVtPn8GYmlCxmiu9lLHfnLM7fh/qM6WoGpvdUzSzDWb9PsPmIysTpxk/uXgVAM++3zAwDcxHSyMsfRImHwy+HAObyhGw49fhw6dgxWsD1jzpH/pMFEnVbQAUcGRvNmyM8QO/Aw4DVgD/MsY8bK1dnLboAmttWQQEJvP5DNPGDePBufsRicWJO5YrH1vM3xav0cX4Ij3QXZhF+r6m5Mby5b2Xf567L63hOJ80tvCDh96hoTmsPlOKqrE5TEXAR2WWa2YBxo+o4sMGdzC75ItNAHzcWELX0L59Pzgx2ObL3S877Wh45wH4x2/glLsL3zbpVxUBHz+dtSPVIT+tkTgVpR5KJlJA+dya57NebntP4ENr7ccAxpj/A2YB6YPZsuXzGeqHVdCwKczX5r3Y5WL8B+fuR/0wpQWK5JItzCJ5//H2NSl/Pp/BYJjzh1dTrvtSnynF1LApnPWorGf8yEpe+XgtTa1Rlq9rBWB1U5hY3CHgL4HBxJt3w5htYdRW3S8brIYpR8C7D8LGlTB8fMGbJ/1jbUuE0//4z5T+c+KoKvWfMmQVsvedACxPml7R8Vi6rxtj3jLG3G+M2SLThowx5xpjFhljFjU0lNApPR10Mb5kU+q1Wwq0/5SmQtau3nMplN7W7ceNzYwbXplzmfEjq7DAU0tWY4HpE0cQt5YvmkrgToVrlsAXb8LWM/NfZ8oRYOPw7zsL1y7JW761q/5TJFUhB7OZzhVLvyjqEWAra+104CngjkwbstbeYq2dYa2dUV9f38/N7DtdjC/ZlHrtlgLtP6WpkLWr91wKpTd16ziWj9a0MCGtJtONH+nO/8u77vWyu24xEoDl61v70OJ+8sbd7nWykw/Kf53hm8P4XeG1291b+khR5Vu76j9FUhVyMLsCSD7SOhFYmbyAtXattTbcMXkrsHsB21MwuhhfpPe0/ww9es+llKxY30ZbNM4Wo6pzLrf5CPfI7ZOLVxPwGbbffDjgnqJcVPEovHkPTNgdqkb2bN0ph8PGz+HTfxSmbdLv1H+KpMonAKq3/gVMMcZMBj4HTgFOS17AGLO5tfaLjsnjgLK66ZnjWNa2RIjE4owdFuLe8/YhGncI+AxjaytSgkyi0ThrmsPEHJuYH0wKmkjelgJuZCjJFPA0sjLAqo3tROMOQb+PsbUVBHIEXCTvP1UhPzHHEo05iW01tETy3lYu2k/zl/5ajajw09ASSfSBo6qDLDh3b3wG/D73/fiiqU2vqwy491e7YU7pR7vSVQT8jB1WwZpNYSaNqaau1r0+seiD2Q/+Ai0NsNf5PV934h4QqHSvnd26B0d1O7RGW3l//fs0R5qZMGwCWw3fCp8pgeuHBzGfzzB5VDULzt070Z+OqVKfKUNXwQaz1tqYMeZC4K+AH/ijtfZdY8xPgEXW2oeBi4wxxwExYB1wZqHa09+SE1jrayv4/pHT+N79byXSWG+aszvbjRtGIOAjGo3z3ppmLrjztcT8G+fsznZjawkG/d2muYoMdskBT7GYw3urN3F+0v6SvD+l625fvHHO7lz/9w8SSeO5tpWL9tP8pb9W5x2wFcfuMjGlD/zl16dzx0ufMHfmtkRjDpfc+6ZeVymKD/IczAKMG17Jmk1hJo+poTrkJ+T3FX8w+9odUD0GJszo+bqBSpi4JyxeCEf/Gvz5fS2MxCPc8MYN3Pv+vbREWxKPj60eyzFbH8Px2x7PViO26nl7pFvt7TGWrm3p8p1yypgaKisLeYxKpDQV9M9n1trHrbVTrbXbWGv/t+OxH3UMZLHWXmat/ZK1dmdr7Uxr7XuFbE9/Sk5gPf/gbRJfnsE9Zen8O19jTbP7AbemOZzodLz5FyTNz5bmurYlUoTfTKS41jSHEwNZ6Lo/petuX7zgztf4+u5b5LWtXLSf5i/9tTphxqQufeB/PfAWX999C9a3RBMDWW+eXlcZSB+uaWZMTYjqUPcDgcO2H8eo6iAHTxuLMYaR1UHWFHMwu/5T936x2x6a+96yuWy1P7Stg0+ey2vxpnATZzxxBre9cxs7jtmRi3a9iMv2vIyzdjyLzWs254537+ArD32F8588n398/g8c6/SuXZLR2rZIxu+Ua9vUZ8rQpD/h9FJymtzIqmDGZLlY3O3AY47NPN+xXbaVPF/JdDIUReNOzv0pXT774sikW27k2lYu2k/zl/5a+X0m5/ui11WK6dO1Ld0mGXv2mDyaPSaPTkyPqAoW98jsP64FXwCmHtX7bUyc4d6qZ/FDsO0hORcNx8N85+nv8N7695i781xmbNZ5NHjKqCkcMOEAmsJNPLfiOZ5d/iwXPHUBWw3fitO2P43jtjmOmmBN79spQPffKUWGGl3Y0EvJaXIb2qIZk+W8+84FfCbz/I5T6JRMJ9Ip6Pfl3J/S5bMvbmiL5rWtXLSf5i/9tYo7Nuv70hqJ63WVolq+rpVxw3t3f84RVUHWbCrSrXnWfezeVmfbQ6Gmrvfb8YfcU5TfexTisZyLXvWvq/j3mn/zzR2/mTKQTTaiYgTHbXMcvzrwV5y707n4jI+fvfozDlpwEHOfmsuC9xawfNPyjOtK97r7Tiky1OjIbIfksBJjDH4DPp8vEUSSHmYyqirI/LP35LO1rdTVhpg3ezfm3vV6yjV+YzvCIcbWVnDjnN27XN/gzR9TE0psqzrkpzUSZ8sx1Uqmk343kAFGvX2usbUV3DRn95RrZm8/aw+Mgc/WtnQJcfKSHb81fxE3PfsRV50wvcv169f9/QOALvtmTyQ/T/K1ndpPuxpTE+Keb+1FOGapDBiMMdx1zl583NDCdX9fSkNzOHHN7PeOmMaNs3fjgqT+U6+rDJS2SJzG5gj1w/I7MptuZHWQjxqa+7lVeXAceORi8Adh+sl9396W+8Knz8Oyl2HyARkXeXnlyyx4fwGHb3k4e22+V7ebDPgC7D1+b/YevzcfbfiIV794lbca3uKFz18AYHzNePYevzcHTDiAgyYeRNAf7GaLAjCmKsTtZ+3B8nVtie+MW4yuYkyV+kwZmjSYJXOwi/dF65LDpjGlvpalDc1dvsRWBHz8cOE7rFjfxuE7jOWuc/bCsZa4A6FA55f2YNDPdmNrU5Ln0tOMwzEnsS1v+yL9aSADjPryXD6fYURVgNvP2hOfgaDf0NQW48zbXs4YCJWehmwM/PrEnTFAayROZdDHz4/fiR8cEyfQhzTjTKnLSt3NzHEsTW0xrvv7B5yx72T+64HUPy6MqQ3hWMvZ+2/N9+9/m/phIe4+Zy/8PqPXVQbUio57xI4d1tsjsyHWt0YTaekDwlp46nL3Gte9v923o7KeCTPcI7RLHs44mA3Hw1zx8hVsXrM5x085vseb32bkNmwzchtO3e5UVrWsYvHaxSxZt4S/fPIX/rz0z4yuHM2508/lpKknaVCbh/Zo6sAaGiAAACAASURBVHfGm+aU5Z0tRfqFTjMmc7CLF07yrfmLWNMczhj88tna1sRjf1u8htm/f5UPVjdz6NXPcdqtr6aEzASDfiaMqmbLMTVMGFWdMpBVsIwMhIGss74819qWCKfe+iqHXv0cX/7Nc7RHnW4Dobw0ZGMMJ938Cqfc8gon3/IKZ93+L8687V+EY5ZJY2oYP7Kq17flSX6eCaOqqR9WoQFXFl6I19d33yIxkIXO9+6tFU2cfPMrNLVF+ffyDfxt8RpO+/2rhAJ+va4yoJatcwezvT3NeGS1O/Ba2zxAn9eRVnjwPHjpOph2NEw9sn+2G6x071O75BH3qG+aOxffyefNnzN7+9mE/L0/AmiMYfPazTlky0O4cNcLue7L13Hxbhcztnosv/jnL5jzxByWb9QpyLmsbYtk/ExUAJQMVRrMkj3YxQuTyRZIUx3yZ1zH+3++ITMKlpGBMJB11pfnyjc8KNP+1dPwKCkM733IFciVKZhLfZ4MNK8+63px6QGQqOEBCYFa8x7cOhPeuhd2mePeV9b04x9+Ju0Lm76Az19LebixrZFb3rqFXep3YYcxO/Tf8wE+42N6/XS+N+N7zN15Lp82fcqpj5/Ku43v9uvzDCYKgBJJpcEs2YNdvDCZbIE0rZF4xnW8/+cbMqNgGRkIA1lnfXmufMODMu1fPQ2PksLw3odcgVyZgrnU58lA+6KpnYDPMLyqd6e2ekdmG5oLHAK1YhH84VDYtAoOvQJ2PgVMP/drW+zhJiMvWZjy8Lw35hGOhzlp2kn9+3xJjDHM2GwGP9z7hwR9Qc7+69ksWbukYM9XzhQAJZJK3/DoDHbxOgfvmtkHXlvOrafPYGxtRZf5t54+gy3HVKc8dtUJ07np2Y96HDKT6fkVgCL9bSDrrC/Plb7u/YuWceOc3VO2lW3/8sKj8llWCsd7Hx54bTm//Pr0jH2rN997XH2eFMOqpjZG14Tw9fII54iO0J2CHpnduBLuPhFCtXDsNTBht8I8T6gWNt/FPdXYukf5Plz/IQ8sfYCZW8xks5rNCvO8ScbVjOO/9/xvqgJVXPDUBaxsXlnw5yw3Y6pCXT4Tb5yzuwKgZMgy1pbXaQkzZsywixYt6pdtRaNx1jSHiTmWoN9HRcAQjVvijnUf8xmCAR+tkTi1lX7aIw5xx+L3GXw+qAr6aAk7iWUDfh9t0TgBn6Ey6CMcc7AWLBDqODLUFo1TW+EnHLOJwIixte41Yl7yazDgI+AztEUUMtOPiv4C9mft9lYh04zTtz085KexNZIIPRtTFWJtW+bpyoAPMMQch1DAz7CgP+uy3vS69s7QlbrqII0dISwVAR8GaI85GcPWunsNBjLxOQ9Fr1vIXbvpr9fIygANLRFqQobmsENl0Ed71Em8dz6fe0mez4BjoTrkI9pxkks07pTCay79o+hvYD597im3vMz61ig//sqXevUckZjDGbf9k/88fCoXfnlKr7aRk7Xwp6/Cslfg2GthxMT+f45kH/wVXr4eznsBNp/Ot5/6NotWL+IXB/yC2lBtYZ87yefNn/OzV3/G1iO2Zv5R8/t0nW4vlHzttrfHunwmVlYq03WIK3rdFsuQrfxoNM57a5pTbpdz21l7EE4Km/GOtj74+ud8bbcJ3PbiJ4lkzn23HsOcfbZMuR3PVSdM51d/eZ+G5jB/PHMGG9tiXLzgjZT5iz5Zx0Hbje1yG5/txg2jfljFgCbOytDjBRj1t/S6Pe+ArTh2l4ldbkd1/d8/4G+L1/DjY7dj98l1XHDna9TXVvD9I6el3E4nedls04++sYKbX/iUw3cYy3cOmZryXMn7YvL+093+pf2vZ9JfL++9eO2TRnafXMejb6zgmJ0npPR3XlL8GftO5o6XPuE7h0xlVHWAU255Va+5DLgvmtoZP7Kq+wWzCAV81FYECndk9r1H4eNn3etjCz2QBZi0N7zyO1jyCP+knec/f54Tp544oANZgAm1Ezh7x7P53Ru/4zeLfsNle102oM9fytrbYyxd29Ll83XKmBoNaGVIGrKnGa9pDic6AnAvnl+xrq1LQtz37n+Lbx24Nd+7/62UZM5vHbh14gta8rLnH7wNK9a38fn69sRANnn+rN0mdlkvOZlVycZSjtLr9oQZk7rsXxd0pNsCfHmHzRPzzz94m8RANtOy2aZPmDEJgK/vvkWX50reF5P3n+72L+1/PZP+ennvhff+njBjUpf+zkuK9/694M7XAKPXXAactZZVTe2Mru7bUb+R1UEamgswmHUceOoKGDkJph7V/9vPpHIEjNsR590/8+tFv2ZM5RgOnXTowDx3mt3H7c5hWx7G3e/dzZOfPVmUNpSitW2RjJ+vSjOWoWrIDmYzpcFVh/wZE+K8NNXkZM5sCatesmG2bVmbJYWuI21VycZSjvJNIPb2DydpP8iVeJtr2t9x1K679ZP3n+72L+1/PZP+ennvhff+5qqD5H/jaSmces1lIDS1RQnHHEb38VrtEVXBwhyZXfpXWLsUdjoZfAMYjjb5IB4Nf8GSdUs4fsrxRb3v64lTT2TyiMn8+KUfs6plVdHaUUqUZiySasgOZjOlwbVG4hkT4rw01eRkzmwJq146Z7ZtGZMlha7jmlolG0s5yjeB2Ns/fEn7Qa7E21zT3gCou/WT95/u9i/tfz2T/np574X3/uaqg+R//WmnE+s1l4HwRZObQNzX4LHhVUHWFGIw+9L1UDMWttqv/7edw4aJu/Pr0aPY3lSx1+Z7Dehzpwv4Apy707mE42Eue+Ey4o7+yKU0Y5FUQ24w6ziWhk1hKgK+LmlwE0dXdUlCveqE6dz6/MdcdYKbwHnDabty25l7EHecjMt6acbZtrXw9RXMm71b1rRVJRtLOcongfjGpPTapxd/kZh/07MfcdUJ07Mum2n6trP2oCUcY8G5ezO6OpRzX0zefzLtX/PP3hOL5fP1rfh9aP/rgfTX84HXlnPjnN0T7+/9i5Z16e+8NGPv3xvn7A5YveYy4FZ1DGZH9bHWRhbiyOznr8FnL8L2X3FvlzOArlr2GBt9Pq74YgWBaFv3KxTYuJpxzNl+DotWL+K2d28rdnOKTmnGIqmGVJpxppCab+w7mXhHGpw3oExOOA74De0RN2E47jg0tcY4r+NahcN3GMv/O2YHDBDw+wgYaIs5+H2GP730Cf/8dAMXHTKFyXU1VIfcowzt0Tg1HWnGsbhDoCPNOBDwpbSzhNJUB4uiv4ClkGZcSMl1W1PhZ2N7jEjMJlJrh1f5aQ07ONbiWBhTG6C1Iw28J2nGlQEfa1sinPunzvCL+WftSVXIn0g3DgUN7ZHMybjJ7awK+Vm9MZwS+DT/7D2prQwQjZVEsm7R6xa6TzNubAnTGo7zSWML76zYwFHTxzOqOkB71CHoN0Q6UuL9PoPfQNy6acZYqK7w4VhDzLGl8ppL/yj6G9hdn3vPP5dx2Z/f5oZTd2VMH27f9cibK7n7n8t48/LDGdHL+9V2cd9ZbrLwCbdBqLp/tpmHR1f/k8vev52vDd+On7z5N5btcz6rdz5hwJ4/G2stN791M6+tfo35R81nev30Qj5dSdduOByj3YnR3N6ZEl9b6aPSF6CiQgFQQ1jR67ZYhlTVp4eV3PzCpzz2zmoenLtfSsLrhFGpHxwNm8J8bd6L/PDYHfjpo4sT6/9t8RoWf7GJe8/bJ5GG6C3rLXPW7f9i4qiqLs+RS6ESZ0UKKbluV25o47RbX025rmfiqCpuO3MPDrvm+cT0g3P3Y0KWWp+QlsroTTdsCicGsuBeK3T6bf/kwbn7sXlyKmlN9+1s2BTuEvh0+h/dbaX3A5KZz2cwGOb8ofP9/s1TS5k4qooF5+7N8Te+3KUOvL703vP2YWR1ZbGaLkPcF03t+AyMqO7bAHRCR7+zdPUmZmw1uu8NW/8ZLF4IO8wa0IHskubl/HTpPUypHs/RWx7Oxs8/ZrM372PNl47DBop71M8Yw+k7nM7HTR/zX8//F/cfdz81wSyd/CDX2Brh5Fte6dKvLjh3byZoMCtD0JA6zbi34S7eetmCZrzwpr48h8hgEo07WcPUkqd7s1/05z6m/bV/ZHsdswWVeH1pct8pMtBWNbUxoipIwNe3r0JbjHYHnO+v3tQfzYJXb3KPsWz/lf7ZXh4+bV3NBW/fQJU/xPlbHo3f+Fg59VBCrWsZ++7CAWtHLtXBas7Z6RxWNq/kZ6/+rNjNKRoFQImkGlKD2d6Gu3jrZQua8cKb+vIcIoNJ0O/LGqaWPN2b/aI/9zHtr/0j2+uYLajE60uT+06RgbZ8XRt1fTi92FNXG2JYRYDXPlvf90a1roPXboOtDoSa+r5vLw+vN33InDd+TcSJccnkrzEq6N5TdlP9VDaM254Ji+YTbGkckLZ0Z+qoqRy7zbE8/NHDPP7x48VuTlEoAEokVUG/SRhjjjTGvG+M+dAY898Z5lcYYxZ0zH/VGLNVIdvT23Albz0vtCRbeFNfnkNkMBlbW9EllMkLBPKme7tf9Oc+pv21f2R7HTPVgRf8lN53igy0T9e2sNnwvp/mboxh+hYjefq9NbRH+3hWx6s3Q7QNdiz8daoRJ8q1nzzEWW9eQ6UvyP9sezLjK1NPk16241fBiTH56V+BLY0zKb6y9VfYduS2/OSVn7B80/JiN2fA1VVnDoCq6+P9kkXKVcECoIwxfuAD4DBgBfAv4FRr7eKkZeYC06215xtjTgG+Zq09Odd2+xqi09twJW89x3EvuI87NmN4U1+eQwqq6G/AYA+ASheLOW6YWkfQWX1NiA3tsX7ZL/pzHyvx/bUkGpJP7WZ7HZPrwO8z+AxYTMa+UwaVotdurrptj8bZ7od/4cTdJ3L8bhP7/FzvrmziyseWcN6BW3PZ0dv3biPtG+G306FuGnz5B31uUzZx6/DEmkXM++xRlrc3sv+oL3HK+AOp9mf+41LdZ68w+Y17WbPDV/jsgIvAFP2tpbGtkStevoK6qjrmHzWf0ZX9cK1yp6L/gt31ueFwjMbWzpDEuuqQwp+k6HVbLIWs/D2BD621HwMYY/4PmAUsTlpmFvDjjv/fD9xgjDG2gBHLvQ1X6sl6CnASgUDAlwhG89QH++f03f7cx7S/9o9sr2OmOhAptk8aWwDYbET/BJB9afwIDtluLDc//zFbjK7mlD224JqnPuDFD9fy7ZnbctgO47rfyAu/gbb1sPMp/dKmdNZanl77Jjd8+ggftn7BFpV1XDr5q+w4bKuc6zVO2ovK5kY2X/wI1hiW7zsX6y/uwKmuqo7v7vpdrlp0FXOfmssfjvjDkAqEqqgIKOxJpEMh94QJQPL5HyuA9LtvJ5ax1saMMU3AGKA0Ls4QERGRQeftz5sAmDym/wZAZ+03mXUtEX608B1uf+lTPlzTTE2Fnwvvfp3HLjqAbcfWZl95zRJ4ZR5sPRPGbNtvbQJwrMPz697hps+e4N3mz9gsNIrzJx3FjBFT8eVzlNUYVuxwDOCw+bsPU7XuUz6Z+T0iwzfv13b21LajtuWCnS/ghjdu4Jt//SbzDp3X30doRaQMFPIcr0w9ZPoR13yWwRhzrjFmkTFmUUNDQ780TmQgqHalXKl2pRzlW7dvLt9AVdDPuH46Mgvg9xkuOmQK+29bRyQW54KDtuHXJ+xMwG+4/OF3yHrSWXgTPPBNCFbDjLP7rT1RJ84jq1/l66/9L9959yZWh9dz1sTD+Om0b7DnyGn5DWQ9xrDiS8fx8W6nUdPwPjsu+Cab/fv/MLFwv7W3N3YZuwvf3uXbfLD+A05+5GReX/16UdvTF+pzRXqnkNfM7gP82Fp7RMf0ZQDW2p8nLfPXjmVeNsYEgFVAfa7TjIfadYfSb4p+LYFqV3qh6HULql3plaLXbra6dRzLvr98mgkjqvjPI6YVvB1/fXcVt7/0KTfO3o2jdko7mtm6DhbMgWWvwCE/ggm79/n5PmxZycLVr/DI6ldZG93EhMoxHF0/gz1GTiVg+n6pR6htPZPeepBRq94hUj2GL3Y9hbVTDyNekePIc4F90vQJN795Mw1tDczadhbf2ulbTBo+qbebK9naFcmh6HVbLIU8zfhfwBRjzGTgc+AU4LS0ZR4GzgBeBk4Ani7k9bIiIiIytD3y1kpWNbXz9X4IfsrHoduP45n31/DjR95l27G1jB8epKZ5GXzwF3j5emhdD/tf0uOBbMSJsj7awrK2NXzcuoolzct5Zf17fB5eix8f04dvxZwJX2anYVv17Chsd89bNYoP9zqbYY0fMuG9J9jyxd+xxSu3smHLvdk4cTeax+1AePjmOMGBu1Z+8ojJXL7v5Tzy0SM88tEjLPxwIbuO3ZX9J+zP9PrpbDV8K+qq6vD7dNs1kcGmYIPZjmtgLwT+CviBP1pr3zXG/ARYZK19GPgD8CdjzIfAOtwBr4iIiEi/e2vFBi5Z8Abbjq1hv23GMBDB5T6/4YKDtuF/H1/Clb+9nluCV4OJujM32wkO/n9QNyXr+ncsf5J7v3iBmBMnbuPEbJx2J0JLPPUU32p/BdNqJjKzbmf2GDGN4cHqQv5aNNdP4/36aVRvWE7dpy8zcuWbjP74+cT8eKACJ1CJ9fnxxSK8ceafoYCDyepANSdPO5nDtzyc51Y8xxsNb3Ddv69LzDcYaoI11IZqqaus455j7ylYW0Rk4BTsNONCMcY0AJ/lsWgdgzNISr9X7zRaa48s4Pa71YPa7a1SrQ21q2eS21X0uoUBqd10pfjelGKboDTbVQe8V+za7aZuS/F1y0XtLTyvzUXvd/VdNyf9zpkVvW6LpewGs/kyxiyy1s4odjv6m34vyaZUX0O1q2dKtV0DqRRfg1JsE5Rmu0qxTenKoY3J1N7CU5vLg35nSac71ouIiIiIiEjZ0WBWREREREREys5gHszeUuwGFIh+L8mmVF9DtatnSrVdA6kUX4NSbBOUZrtKsU3pyqGNydTewlOby4N+Z0kxaK+ZFRERERERkcFrMB+ZFRERERERkUFKg1kREREREREpOxrMioiIiIiISNnRYFZERERERETKjgazIiIiIiIiUnY0mBUREREREZGyo8GsiIiIiIiIlB0NZkVERERERKTsaDArIiIiIiIiZUeDWRERERERESk7GsyKiIiIiIhI2dFgVkRERERERMqOBrMiIiIiIiJSdjSYFRERERERkbKjwayIiIiIiIiUnbIbzB555JEW0I9+evpTdKpd/fTipySodvXTi5+iU93qp5c/Rafa1U8vfoasshvMNjY2FrsJIr2i2pVypdqVcqS6lXKl2hXJX9kNZkVEREREREQ0mBUREREREZGyo8GsiIiIiIiIlB0NZkVERERERKTsFGwwa4zZwhjzjDFmiTHmXWPMdzMsY4wx1xljPjTGvGWM2a1Q7REREREREZHBI1DAbceA/7DWvm6MGQa8Zox50lq7OGmZo4ApHT97ATd2/FuyHOuwrn0dkXiEkD/E6MrR+Ezv/iaQsi1fCJ/PR3usnepANW2xNmJOjAp/BcYYok4UgwHAGIMfP+3xdir9lcSJE3Ni+I0/se2ACdAeb6fCX4GDQzQeJeALMKZyDBbLuvZ1xJwYAV+ACn8FLdEWQv4QBkM4HibgC1BXVYff50+0sSZQQ2usNbFepb8SayyO4xBxOl8PILFObaCWllhLYp0xlWMIBUL9+jpKdj19nSOxCGvb1yber1GVo9gQ3kA0HqUyUEnMiaXMW9++PuOyQX+QkRUju8zPNp1ep6MrR7M+vD6xrbqqOgK+QF6/V8yJ0djWmHVdkULIVJOOdWhsa0z0z37jJ27j+IwPxzrEbTyl3670V9Ieb0/sI97y3vZ9xkfAFyDmxBLrVvgrCMfDiXWqA9WE42EcHBzrEPKHGFkxkg3hDRhriDgRYk6MoD/ImMoxNEWa1A8PAen1OSI0grXta1P6SZ/xpSzj1U1yfUTikbz7dW8ayLlMXVUdcRvvdhkgsT95jwX9wWK+rCJSAgr2Dc9a+wXwRcf/NxljlgATgOTB7CxgvrXWAq8YY0YaYzbvWLfkONZh6fqlXPT0RaxsWcn4mvFc9+XrmDJqSo+/AGTa1pX7Xcnrq19n/4n7c+mzl1JXVcfFu13MD178QWKZK/a7grsX3803dvgGj3z0CF/Z5is9mv/bmb8l6A8y96m5iceuPvhqFry3gFdXvcqV+13Jta9fS2NbI9fMvIbRlaM544kzOH7b4zlgiwO45JlLEuvNO3QeLdEWvvfc91Jej5A/xPlPns95O53HdnXbpaxzzcxr2GbENny68dN+eR0lu57WayQW4cOmD7u8Xze9cRNr29d2qUVv3jMrnklMV/mqOO7h43jiq0/wcfvHXbb171X/5heLfsHMiTM5f5fzueSZS7rUefK85HWnjppKwBfI+Xs51uGD9R9kXVekEDLV5B+O+AMbIxsTtThz4kzO2/k8bn7zZk7b4TQuf/HylH77xeUvctQ2R6XU7s8P+DkBXyClj7364Ku5+c2bU/a79P3Qh4/vPvPdLvveLuN24dJnL826D6sfHpwy1Wf6e3/tzGupDFRy/pPnZ13mgWMfYFnLsoyfEc+seCZj333tzGup8FdwwVMXZN3u3Uffzeq21V22u2zDMr73j+8lvm9E4hEufubilGWmjJyiAa3IEDcgn1jGmK2AXYFX02ZNAJYnTa/oeKwkrWtfl/gwAFjZspKLnr6Ide3r+mVbP3jxBxyzzTGJLxtn73R24gu+t8zlL17OrCmz+MGLP+CMHc/o8fzvPvNdVjavTHns0mcv5Ywdz0i04eydzmZly0oueeYSYk6MlS0rOWabYxIfNN56K5tXJr5kJb8eKzatYGXLSvaesHeXdS555pJ+fR0lu56+zmvb12Z8v2ZNmZWxFr15ydMVwQoAfH5fxm0dNOkgAGZNmZWYn77t5HnJ6za2NXb7ezW2NeZcV6QQMtVkJB5JqcVZU2Zx6bOXMmvKrMRA1lv28hcv56tTv9qldi974TKawk1d+uv0/S59uqGtIeO+5322ZFtX/fDglKk+09/7i5+5OPHZnW2ZjbGNWT8jIHPfffEzF/N58+c5txt2whm3O33c9MT0yuaViYFs8jLq20Wk4INZY0wt8ABwsbV2Y/rsDKvYDNs41xizyBizqKGhoRDNzEskHkl0pB7vS0t/bcuxTuLxEaERGZfxHvcbf6/mVwWqujzmnermrZ/cHiClXZ6qQFXO7cedeMb53gA5/fHevI6lrpi129N6zfa+jAiNyFmLydNxxz0lMtt779VT8vbSt53tuaJOtNvfKxqP5lxX8lcq/W45yFSTPuPLWNfZ6rsn/XX6fpc+nWmdTH14pnXLvR9W3XaVrc/Mp26Sl8nWr3vLZKvt3m7X+zyB7N83Yk4s8y9dhlS7Ir1T0MGsMSaIO5C9y1r75wyLrAC2SJqeCKxMX8hae4u1doa1dkZ9fX1hGpuHkD/E+JrxKY+NrxlPyB/qt235jC/xeFOkKeMy3uNxG+/V/LZYW5fHvOuyvPWT2wOktMvTFmvLuX2/z59xfsAX6LfXsdQVs3Z7Wq/Z3pemSFPOWkye9vvcP4pke++9ekreXvq2sz1X0Bfs9vcK+oM515X8lUq/Ww4y1aRjnYx1na2+e9Jfp+936dOZ1snUh2dat9z7YdVtV9n6zHzqJnmZbP26t0y22u7tdr3PE8j+fWMwXT6i2hXpnUKmGRvgD8ASa+3VWRZ7GDi9I9V4b6CpVK+XBRhdOZrrvnxdokP1rjHyQo/6uq0r97uSxz56jKsPvprxNeP549t/5Mr9rkxZ5or9rmDh0oVcud+V3PHOHT2e/9uZv2V87fiUx64++GrueOeORBv++PYfE9ejeAOcxz56jGtmXpOy3vja8Vx10FVdXo+JwyYyvmY8r3z+Spd1vOtw++t1lOx6+jqPqRyT8f1auHRhxlr05iVPh6NhAJy4k3Fbzy17DoCFSxcm5qdvO3le8rpeAEiu36uuqi7nuiKFkKkmQ/5QSi0uXLqQqw++moVLF3LFfld06bcf+uChLrX78wN+zoiKEV366/T9Ln26vqo+477nfbZkW1f98OCUqT7T3/trZ16b+OzOtszwwPCsnxGQue++dua1TKidkHO7Fb6KjNt9a/Vbienxte621LeLSDrjZi8VYMPG7A+8ALwNOB0P/w8wCcBae1PHgPcG4EigFTjLWrso13ZnzJhhFy3KuUhBFT3N2IChI83YaafS109pxrEWQr5BnWac6ZT2AVWM2u23NGMnSqU/zzRjJ0rQ109pxh3b6lWacZZ1y0zR6xaK3++Wg7zSjH1+4k6GNGMDWKgMVNIeS0szJg62a5qxN92rNGMbI+greJpx0WtXddspa5pxUj+pNOME1a6Uo6LXbbEUbDBbKNrBpZeKvpOrdqUXil63oNqVXil67apupZdUu1KOil63xaL8fRERERERESk7GsyKiIiIiIhI2dFgVkRERERERMqOBrMiIiIiIiJSdjSYFRERERERkbKjwayIiIiIiIiUHQ1mRUREREREpOxoMCsiIiIiIiJlR4NZERERERERKTsazIqIiIiIiEjZ0WBWREREREREyo4GsyIiIiIiIlJ2NJgVERERERGRsqPBrIiIiIiIiJQdDWZFRERERESk7GgwKyIiIiIiImVHg1kREREREREpOxrMioiIiIiISNnRYFZERERERETKjgazIiIiIiIiUnY0mBUREREREZGyo8GsiIiIiIiIlB0NZkVERERERKTsaDArIiIiIiIiZUeDWRERERERESk7BRvMGmP+aIxZY4x5J8v8g40xTcaYNzp+flSotoiIiIiIiMjgEijgtm8HbgDm51jmBWvtsQVsg4iIiIiIiAxCBTsya619HlhXqO2LiIiIiIjI0FXsa2b3Mca8aYx5whjzpWwLGWPONcYsMsYsamhoGMj2ifSJalfKlWpXypHqVsqValekeQF3CQAAIABJREFUd4o5mH0d2NJauzNwPfBQtgWttbdYa2dYa2fU19cPWANF+kq1K+VKtSvlSHUr5Uq1K9I7RRvMWms3WmubO/7/OBA0xtQVqz0iIiIiIiJSPoo2mDXGbGaMMR3/37OjLWuL1R4REREREREpHwVLMzbG3AMcDNQZY1YAlwNBAGvtTcAJwAXGmBjQBpxirbWFao+IiIiIiIgMHgUbzFprT+1m/g24t+4RERERERER6ZFipxmLiIiIiIiI9JgGsyIiIiIiIlJ2NJgVERERERGRsqPBrIiIiIiIiJQdDWZFRERERESk7GgwKyIiIiIiImVHg1kREREREREpOxrMioiIiIiISNnRYFZERERERETKjgazIiIiIiIiUnY0mBUREREREZGyo8GsiIiIiIiIlB0NZkVERERERKTsaDArIiIiIiIiZafbwawxZr98HhMREREREREZKPkcmb0+z8dEREREREREBkQg2wxjzD7AvkC9MebSpFnDAX+hGyYiIiIiIiKSTdbBLBACajuWGZb0+EbghEI2SkRERERERCSXrINZa+1zwHPGmNuttZ8ZY2qstS0D2DYRERERERGRjPK5Zna8MWYxsATAGLOzMWZeYZslIiIiIiIikl0+g9lrgSOAtQDW2jeBAwvZKBEREREREZFc8rrPrLV2edpD8QK0RURERERERCQvuQKgPMuNMfsC1hgTAi6i45RjEfn/7d15nB1lne/xz/f0knQSIAECg4TIosJlFAPJIMoMgqiDy4Xxsktg8Do6oMBs6jhz7/UyesdRcWbUQUBwkCUsIsiI4gAjwyagJmFJ2PellTGBhCVk6XT37/5RVd3VZ+vT6T45pzrf9+vVr671qd+p83uequdUnTpmZmZmZtYKjVyZPQX4NLAz0AvMS8fNzMzMzMzMWmLUK7MR8SJwwlgLlnQh8GFgRUS8tcp8Ad8EPgisBU6OiHvGup3NbnAQ1q6E/j7ong4b18LARujqSeYPbISObih1wMZ10NkN02Yn8/Lr9b0OEkRADED3VklZg/1Q6oSuabDh1XQ4LXvjumR+51SIQRjoS4aJZFgdSZkApa6kvI5u6JySLN+/IVl/ylbDZZU6h+PJxy0l5ZVKSfylhu5It1bI52SWb9n7NdAPa/4rzcsumD4b1qwYfu9nzIY1Kxsb75ya5OrAxrGvO9p4R1eSpxvXJ6+hZztY91L112TWiGr1IgbL6sMO8PqKpJ6UOpIcHOhLllMpaRMB+tcn4xG5eV1JOdl41p53TU3yeMT0QSh1J8MDfUn+x0CyvPPb6ulfX9lu0pHk8VjaWmhgmfJyd4T1q0fWIah9vDEza4FRO7OSvlVl8ivAkoj4UZ1VLwLOBi6pMf8DwJvTv3cA56b/29fgIKx4CK48HnY7CH7vT+Cqk2DGDnDomfCjT8HLz8HMuXDEOXDzmUnHYeG1yQEpv95tZ8E7/hSuOw32PRHe/H646sTh9Y+5FB6/Ce69FI5ZlJxkXX70yG1V2+7hZ8MvvwMHnDq8/WMXJSdNV504Mu6hbV0Ci78LT98+Mu6srEP+FnbY2wesdpTPyez9PO6K5P2KQfjtA8N59c4z4G1HVubZ8mvg7m/Vnn/b1+D1347MtT0/BO/+XPVlH72+suxs/NlfwI1/XX35LPem71hZdvaanIPWiKr14vLkQ77Lj66es3t+CA76LPzgpOEc/8O/h/Uvj2yvs3WPvgRuP2s4fw8/Gx7/WWUdytrRd50OPbPg5i9WluX8tmr618OKR0bm00d/AAMb4PsLq+fxH34V3nhAZdu81U5w0QfrtNeLkg8sLz+q+vEhy9POqbDoI85dM2sbjbQ+U0luLX48/dsH2Bb4uKRv1FopIm4HVtUp9wjgkkj8ApgpaaeGI2+FtSuHT47eefpwh/DAPx8+yYfk/48+lUx/+TlY/VTlevOOHz6Z2eeY4QNPtv5VJybTX34OrloIrzxXua1q273utKTs/PbX/DbXocnFPbStk5Lp5XFnZV15fPLarf3kcxKS/9n7tea/RubVvidUz7N9T6g/f97xlbk27/jay1YrOxvf67Day2e5V61s56CNRdV68dHhdjSbls/BeccPd2Sz8YGNle11tu4PThqZv9edVr0OZe3otZ9Mtl+tLOe3VbNmZWU+vfLccEc2m5bP470Oq942D2wYpb1eCK88W/v4kOXp6qecu2bWVhp5ANSbgPdERD+ApHOBm4D3AcvHse2dgfxTknvTaS+ULyjpk8AnAebOnTuOTY5Tf99wI17qGB7umTU8nHn5uWQ6JLcMl6+XXycGq68fg8PDXdMqt1Vvu6Ntv3ydUkdl3Pmy+vtG3z9Woem5m8/JTPZ+DfaPnDfae19rfj4fMqPlfHnZ2XiW07WWr7at/GuyzaZt2t1NUateZO1oflqWc+U53TMruS24vL2utm42Xq8OZdvPt8f5ZZzfE6LQeVuuvA2H2vmT5WKt84nBgdrrZOPV6kd5G15tGefuhJhUuWu2GTVyZXZnYHpufDrwhogYADaMY9uqMi2qLRgR50fEgohYMHv27HFscpw6u5PbaiA5MGTD61YPD2dmzk2mQ/Ld1fL18uuoVH19lYaHN66t3Fa97Y62/fJ1sgNdfr18WZ3do+8fq9D03M3nZCZ7vzq6Rs4b7b2vNX/d6spcGy3ny8vOxlWqv3y1beVfk202bdPubopa9SJrR/PTshysluMRle11tXWz8Xp1KNu+87upCp235UqdlbmSP55n8rlY63wi3yktXycbr1Y/ytvwass4dyfEpMpds82okc7s14D7JH1P0kXAvcDXJU0HfjaObfcCu+TG5wC/GUd5zTdtdvL9kJlz4e5/Sb5rOnMu3PmN5Pt+2QEk+/7fnd9IhmftXrnefVck36WaOReWXZV8NyW//jGXJtOz77JsM7dyW9W2e/jZSdn57c/Ycbj8fNxD27okmV4ed1bWcVcMP/jB2ks+J2H4O0zTZsOM3xmZV/deVj3P7r2s/vz7rqjMtfuuqL1stbKz8UduqL18lnvVynYO2lhUrReXD7ej2bR8Dt53RfI92HyOd3RVttfZukdfMjJ/Dz+7eh3K2tGPnJ9sv1pZzm+rZsbsynzaZm7yHIxaefzIDdXb5o4po7TXi2CbN9Y+PmR5Omt3566ZtRVFVL0YmsxMnjg8B+gH9ie5mvqriGio0ylpV+AnNZ5m/CHgNJKnGb8D+FZE7D9amQsWLIglS5Y0svnm8NOMi6ranQCbVdNy108znsxanrfQBu3uphjL04wH+5P2zk8znkgtz91C5m05P824FZy7VkQtz9tWqfud2YgISf8WEfOBek8uriDpCuBgYHtJvcD/BbrScs8DfkrSkX2C5Kd5Pjbm6FuhVEoa+CHbNr5ufr1p1dbbbuTo9O2qLNMkVeOxQqjIyZyOTthmzshpM3cZ3/hEllWv7FqvyawRVetFqbI+lI+btZPOqdXbyU1pWzdlmWrtsNtmM2sjjTwA6heSfi8iFo+l4Ig4fpT5AXx6LGWamZmZmZmZQWOd2UOAP5X0LPA6yWXsiIh9mhqZmZmZmZmZWQ2NdGY/0PQozMzMzMzMzMZg1M5sRDwLIGkHYGrTIzIzMzMzMzMbxaiPoJN0uKTHgaeB24BngH9vclxmZmZmZmZmNTXyPPUvAQcAj0XEbsChwJ1NjcrMzMzMzMysjkY6sxsj4iWgJKkUEbcA85ocl5mZmZmZmVlNjTwA6mVJM4DbgcskrQA2NjcsMzMzMzMzs9oa6czeD6wF/gI4AdgGmNHMoMzMzMzMzMzqaeh3ZiNiEBgELgaQtKypUZmZmZmZmZnVUbMzK+lU4FPAHmWd163wA6DMzMzMzMyshepdmb2c5Cd4/gH4fG76axGxqqlRmZmZmZmZmdVRszMbEa8ArwDHb75wzMzMzMzMzEbXyE/zmJmZmZmZmbUVd2bNzMzMzMyscNyZNTMzMzMzs8JxZ9bMzMzMzMwKx51ZMzMzMzMzKxx3Zs3MzMzMzKxw3Jk1MzMzMzOzwnFn1szMzMzMzArHnVkzMzMzMzMrHHdmzczMzMzMrHDcmTUzMzMzM7PCcWfWzMzMzMzMCqepnVlJh0l6VNITkj5fZf7JklZKui/9+5NmxmNmZmZmZmaTQ2ezCpbUAXwbeB/QCyyWdF1EPFS26Pcj4rRmxWFmZmZmZmaTTzOvzO4PPBERT0VEH3AlcEQTt2dmZmZmZmZbiGZ2ZncGns+N96bTyh0paZmkqyXtUq0gSZ+UtETSkpUrVzYjVrOmcO5aUTl3rYict1ZUzl2zTdPMzqyqTIuy8R8Du0bEPsDPgIurFRQR50fEgohYMHv27AkO06x5nLtWVM5dKyLnrRWVc9ds0zSzM9sL5K+0zgF+k18gIl6KiA3p6AXA/CbGY2ZmZmZmZpNEMzuzi4E3S9pNUjdwHHBdfgFJO+VGDwcebmI8ZmZmZmZmNkk07WnGEdEv6TTgRqADuDAiHpT0RWBJRFwHnCHpcKAfWAWc3Kx4zMzMzMzMbPJoWmcWICJ+Cvy0bNoXcsN/A/xNM2MwMzMzMzOzyaeZtxmbmZmZmZmZNYU7s2ZmZmZmZlY47syamZmZmZlZ4bgza2ZmZmZmZoXjzqyZmZmZmZkVjjuzZmZmZmZmVjjuzJqZmZmZmVnhuDNrZmZmZmZmhePOrJmZmZmZmRWOO7NmZmZmZmZWOO7MmpmZmZmZWeG4M2tmZmZmZmaF486smZmZmZmZFY47s2ZmZmZmZlY47syamZmZmZlZ4bgza2ZmZmZmZoXjzqyZmZmZmZkVjjuzZmZmZmZmVjjuzJqZmZmZmVnhuDNrZmZmZmZmhePOrJmZmZmZmRWOO7NmZmZmZmZWOO7MmpmZmZmZWeG4M2tmZmZmZmaF09nMwiUdBnwT6AC+GxFfKZs/BbgEmA+8BBwbEc80M6bBweCl1/vo6x9g2pQSazcM0j8YdHWUmNIpNg4EA4ORTCuJrs4Sa/sG2GpqB+v6BhkYDDpKQoKerhJr+4bX7xCs7x+ksyR6ukus3zhIBATQVSoBwfr+QaZ3d9DXH2wcHKSro8QOM6YAsGLNBjYOJNOmdZd4fcMA3Z0dbDe9m1JJzdwttoXI5/9E51Z52Vt1dfDSuj76B4POktiup7vm+NTOEgFs6E/yf9upXQ2vWz7e3VGilKuL2/V0s2r9xqG6NXt6Ny+v7x+Kc1ZPF6vXbaw5nt9Hzdx/RZXfJ5KY2iXW9Q0yY0qJNRsGmdqVtIXZe1UqweAgSBABW00t0dcPfQMx9B7tMGMKnZ3+rNWab8OGfl5cO9yWbD+tmwhGbW+gcpnXNg401I6YmdnEaVpnVlIH8G3gfUAvsFjSdRHxUG6xjwOrI+JNko4Dvgoc26yYBgeDR3/7Gp+4ZAnv2n07Fr7zjXzqsnvoXb2OObN6+PZH92X9xkH+6gf3D00766h9WPL0Kt691w4jlv3OifNZFXDKoqUjlv3aDY+ycs0Gvvex3+O1df2cceW9o5Z13sL5bN3TyUcv+OXQtHNO2I9Fdz/LXU+9xAUnLWDPHbfygdDGJZ//WZ5NVG6Vl33Jx+Yza0YPp+bqx7kL5/OT+3r5zh3PcOaH92L+bttz6qKlzJ4xhc8dtiefvXrZiGX/5ebHuOmhFfzpH+zKh+fNqVnW+/fegdMPfcuI+fm6eO7C+Tyz8lVOv3JZRdnv33sHzjj0LUP1uHw8v4+Apu2/oip/37P3YvWadcya0cPSp18cep+zffbVI/fh4rue5o/ftRsX3/U0Zxz6FqZ2lTj5e4tHtIl77biVO7TWVBs29PPYi6+PyM/rz3gXz63aUNHe5NuQ8xbOr8jZcxfOZ+nTL3LmTx6p245sqW2FmVmzNPNMYX/giYh4KiL6gCuBI8qWOQK4OB2+GjhUUtNa+pde7xs66frEQbsPdSgBelevY9XrG4c6stm0z169jCP2m1Ox7IpXNwwdqPLLnnLwHvSuXkfvqnVDHdnRyjpl0VL6+mPEtE9ddg+fOGj3JNZLlvDS633N2i22hcjnPzChuVVe9h47bD10Mpht69RFSzlqwVwA3rP3TkPzTzl4j6GObH7ZI+fvAsBRC+bWLevI+btUzM/XxVMXLWXfN25Xtewj5+8yoh6Xj+f3UTP3X1GV75Psvcje//z7DMk+++trlnHk/F2G/p+yaCnPr1pX0SauWLOhZa/Ltgwvru2ryM816wertjf5NqRazmb5DvXbETMzm1jN7MzuDDyfG+9Np1VdJiL6gVeA7coLkvRJSUskLVm5cuUmB9TXPzB0cOkoaWg4M627o2Ja7+p1RETDy87s6RpzWb2r11H+YW3v6nV0pBN7V6+jr39gDK/U2sVE5e5EyOd/ZqJyq7zs/sHqeZ7l9GCuHszs6apbl6rV1XxZo63fu3odA4NRdV75urXK6usfaOr+a0eN5G75Psn2X/b+D9Zo77Llsv/TujsqlukfGJz4F2WT3lja3GrtVK22q7wNqZazEcky9doRs1ra6XzBrEia2ZmtdoU1NmEZIuL8iFgQEQtmz569yQF1d3YwZ1YPAAODMTScWds3UDFtzqweJDW87MvrNo65rDmzehgse9VzZvUMHTznzOqhu3PkgdOKYaJydyLk8z8zUblVXnZnqXqeZzldytWDl9dtrFuXqtXVfFmjrT9nVs9Qx7d8Xvm6tcrq7uxo6v5rR43kbvk+yfZf9v6XarR32XLZ/7V9AxXLdHb4FmMbu7G0udXaqVptV3kbUi1nsxvL6rUjZrW00/mCWZE082yhF9glNz4H+E2tZSR1AtsAq5oV0HbTu7ngpAXJ91duf4pzTthv6IAzZ1YP207v4h+PfvuIaWcdtQ8/uqe3Ytkdtp7CeQvnVyx73q1PMmdWD3O27eFbx+3bUFnnLZxPd6dGTDvnhP244Panhr5rs9307mbtFttC5PMfmNDcKi/7yRWvcm5Z/Th34XyuXvIcAP/50AtD88+79UnOOmqfimWvWZrc2HH1kufqlnXN0ucr5ufr4rkL53Pvsy9VLfuapc+PqMfl4/l91Mz9V1Tl+yR7L7L3P/8+A0Pfmb1m6fND/89bOJ9dtu2paBOzB+OZNcv207or8nPG1FLV9ibfhlTL2SzfoX47YmZmE0vZbTETXnDSOX0MOBT4NbAY+GhEPJhb5tPA2yLilPQBUP8jIo6pV+6CBQtiyZIlmxxXo08zHkifUNjVWWJd3wAzsqcZR9ChiXmacf/gIJ1lTzPuH0im+WnGE67lO3C8uTsR2v1pxn39Sf4342nGWd0q2NOMW563UD93G32acfYk+HpPM87eIz/NeFJoee420ub6acZWRcvfqHY4X7DCaXnetkrTnmYcEf2STgNuJPlpngsj4kFJXwSWRMR1wL8Cl0p6guSK7HHNiidTKonZWw1/4j9r2hhWnl45aVaVaZvqDTNH3pY0cyyxmTWgPP+bXfbOUzvHND6edeuV9YayebO7Rt7uVx53rX3UzP1XVFX3SdoubuM2zNrclCmd7Dylsu1opH0pnza1vJ1xW2Fm1nRN/Z3ZiPgp8NOyaV/IDa8Hjm5mDGZmZmZmZjb5+D4uMzMzMzMzKxx3Zs3MzMzMzKxw3Jk1MzMzMzOzwnFn1szMzMzMzAqnaT/N0yySVgLPNrDo9sCLTQ6nFfy6Ns2LEXFYE8sf1Rhyd1O1a244rrHJx9XyvIXNkrvl2vG9aceYoD3j2h54pNW5O0retuN+q8fxNl8Wc8vbXZ/r1uXXXF3L87ZVCteZbZSkJRGxoNVxTDS/LqulXfeh4xqbdo1rc2rHfdCOMUF7xtWOMZUrQox5jrf5HHMx+DVbOd9mbGZmZmZmZoXjzqyZmZmZmZkVzmTuzJ7f6gCaxK/LamnXfei4xqZd49qc2nEftGNM0J5xtWNM5YoQY57jbT7HXAx+zTbCpP3OrJmZmZmZmU1ek/nKrJmZmZmZmU1S7syamZmZmZlZ4UzKzqykDkn3SvpJq2OZSJJmSrpa0iOSHpb0zlbHNBEk/YWkByU9IOkKSVNbHVNRSNpF0i1pPjwo6c9aHROApKmSfiXp/jSuv2t1THnt2kZIekbSckn3SVrS6ng2t3bNZ2i/nGnX40G7t+eSDpP0qKQnJH2+1fGMRtKFklZIeqDVsTSinetwNe1+rKqlaHk8EYpWF8araHWplSZlZxb4M+DhVgfRBN8EboiIvYC3Mwleo6SdgTOABRHxVqADOK61URVKP/BXEfHfgAOAT0vau8UxAWwA3hMRbwfmAYdJOqDFMeW1cxtxSETM20J/U65d8xnaL2fa7njQ7u25pA7g28AHgL2B49sov2q5CDis1UGMQTvX4Wra/VhVoaB5PBEuolh1YbyKVpdaZtJ1ZiXNAT4EfLfVsUwkSVsDBwH/ChARfRHxcmujmjCdQI+kTmAa8JsWx1MYEfFCRNyTDr9GckK7c2ujgkisSUe70r+2eNrcZG0jJoN2zed2y5k2Px60c3u+P/BERDwVEX3AlcARLY6proi4HVjV6jga1a51uJZ2PlbVUbg8nghFqwvjVbS61EqTrjMLfAP4HDDY6kAm2O7ASuB76a1u35U0vdVBjVdE/Br4OvAc8ALwSkTc1NqoiknSrsC+wC9bG0kivS3zPmAF8B8R0RZx0d5tRAA3SVoq6ZOtDqaV2iyf2y1n2vJ4UID2fGfg+dx4Lz45bJo2q8M1tfGxqhbn8RamKHWpVSZVZ1bSh4EVEbG01bE0QSewH3BuROwLvA4U/nsSkmaRfKK4G/AGYLqkha2NqngkzQCuAf48Il5tdTwAETEQEfOAOcD+kt7a6pgK0EYcGBH7kdw+9mlJB7U6oFZop3xu05xpy+NBAdpzVZnW7lfhCqmd6vBo2vFYNQrn8RakSHWpVSZVZxY4EDhc0jMkt128R9Ki1oY0YXqB3twnhleTnMwU3XuBpyNiZURsBH4IvKvFMRWKpC6Shu6yiPhhq+Mpl97+eCvt8V2Xtm4jIuI36f8VwLUkt5NtUdown9sxZ9r1eNDu7XkvsEtufA7tdRv0pNCGdbghbXasqsd5vIUoal3a3CZVZzYi/iYi5kTEriQPnfjPiGinT4U3WUT8F/C8pD3TSYcCD7UwpInyHHCApGmSRPK6Wv4gk6JI99m/Ag9HxD+1Op6MpNmSZqbDPSQnuY+0Nqr2biMkTZe0VTYMvB/YIp7amGnHfG7HnGnj40G7t+eLgTdL2k1SN8n7eV2LY5pU2rEO19Oux6pROI+3AEWrS600qTqzW4DTgcskLSN56t6XWxzPuKVXFq4G7gGWk+Tk+S0NqlgOBE4kuVp0X/r3wVYHBewE3JLm6mKS7yG1xU+atLEdgZ9Luh/4FXB9RNzQ4pg2t3bN53bUdseDdm/PI6IfOA24kaSTfVVEPNjaqOqTdAVwN7CnpF5JH291TKMoWh0u3LGqiHk8EQpYF8araHWpZRTh2+zNzMzMzMysWHxl1szMzMzMzArHnVkzMzMzMzMrHHdmzczMzMzMrHDcmTUzMzMzM7PCcWfWzMzMzMzMCsed2RaSdLCkikfA15o+Adv7I0l758ZvlbSggfV2moh40t9z29J+amRS29RclfQGSVfXmDeUl5L+Njd9V0kN/e6qpD+XdNJY46pSzmmSPjbecqy5JJ0s6Q0NLHeRpKManT4BcTl/rSHjzeEG1julWk7l81LSvPxPf0g6U9JnGihbkv5T0tZjjatKWT+TNGu85Vh7kzRT0qc2w3YOlvSuZm/HWsud2S3LHwF7j7pUpb8ELhjvxiNiJfCCpAPHW5YVW0T8JiIaOSH729EXGUlSJ/A/gcvHHFilC4EzJqAca66TgVE7Ai3g/LVGnUwTczgizouIS0ZZbB6wKb9j+UHg/oh4dRPWLXcp0PROjrXcTMbwPqcfmGxKn+VgwJ3ZSc6d2TokTZd0vaT7JT0g6dh0+nxJt0laKulGSTul02+V9A1Jd6XL759O3z+ddm/6f88xxnChpMXp+kek00+W9ENJN0h6XNLXcut8XNJjaTwXSDo7/WTqcOCs9IeX90gXP1rSr9Ll/6BGGEcCN6Rld0j6uqTlkpZJOj2d/oykL0u6W9ISSful++ZJSafkyvo34IRGX7+NT6tyWNJPJe2TDt8r6Qvp8Jck/UnZ1YAeSVem+fR9oCed/hWgJ83Xy9KiO9KcflDSTZJ6qmz+PcA96Q/LI+lN6af990u6R9Ie6ae1t0m6Ks39r0g6Ia0Ly7P6ERFrgWey/WDNl+bGI5IuTnPiaknT0nkVeavkKtUC4LI0V3okfSFtMx+QdL4kjWH79erGV8vbS0nT0jxaJun7kn4paYHzd8u1uXNY0g6SlqbDb5cUkuam40+mOTp0lTWN4X5JdwOfTqd1A18Ejk1jODYtfu8095+SVOuDkROAH+XiOSl93fdLujSddpGkcyXdkpb1biXnNg9LuihX1nXA8WPc5VY8XwH2SHPtnyXdnLZvyzV8nrtrmh/nAPcAu6jK+W267GxJ16R1ZrGkAyXtCpwC/EW6nVrnuFZ0EeG/Gn8knbgLcuPbAF3AXcDsdNqxwIXp8K3Z8sBBwAPp8NZAZzr8XuCadPhg4CdVtjs0HfgysDAdngk8Bkwn+RT3qTSmqcCzwC4kn+w+A2ybxnoHcHa6/kXAUbnt3Ar8Yzr8QeBnVWLZDViaGz8VuCb3erZN/z8DnJoO/zOwDNgKmA2syK2/M7C81e/tlvLXwhz+PMlJ0tbAYuDGdPotwJ7Arrmy/zK3/X2AfmBBOr4mV+au6bx56fhVWd0o2/bfAafnxn8JfCQdngpMS+N+GdgJmAL8Gvi7dJk/A76RW/9/AX/V6vdyS/lL3+cADkzHLwQ+00DeLsiVsW1u+FLgv6fDF5FrA3PLXAQc1cA2KtrLNLbvpMNvdf76r0U5/CBJe3saSZt7AvBG4O50/pnAZ9LhZcC70+GzGG6LTyY9X8hMQxi1AAAGcklEQVStc1eaY9sDLwFdVbb9LLBVOvy7wKPA9vnXkcZ9JSDgCOBV4G0kF1WWZvUiXfZxYLtWv4/+a3odyfKuE9g6Hd4eeCLNk12BQeCAdF6989vLgd9Ph+cCD6fDQ3nvv8n714nVsxz4uqSvkpyw3yHprSQnLP+RflDaAbyQW+cKgIi4XdLWkmaSdOoulvRmkgNc1xhieD9wuIa/tzKVpKIC3BwRrwBIeojkwLU9cFtErEqn/wB4S53yf5j+X0rScJTbCViZG38vcF6kVw2y7aSuS/8vB2ZExGvAa5LWS5oZES8DK2jP2wEnq1bl8B0ktzc+DVwPvC+9MrFrRDyafmKaOQj4VrrNZZKW1Sn36Yi4Lx2ul7MPA0jaCtg5Iq5Ny1+fTgdYHBEvpONPAjel6y8HDsmVtwLYa5TXaxPr+Yi4Mx1eRJJLN1A/b/MOkfQ5ko7ftiQn+j9uYLt7jrKNau3l7wPfBIiIB5y/ltrcOXwXcCBJe/pl4DCSDsEd+YUkbQPMjIjb0kmXAh+oU+71EbEB2CBpBbAj0Fu2zLbp8R6SOwuujogXoeIc4ccREZKWA7+NiOVpTA+S1IWsbmTnCS/VicsmDwFflnQQSed1Z5I8A3g2In6RDu9P7fPb95LcRZCVuXXaftoWwJ3ZOiLiMUnzST6F/wdJNwHXAg9GxDtrrVZl/EvALRHxkfQk/tYxhCHgyIh4dMRE6R3AhtykAZL3s+Hb6VJZGdn65daRdKDz8ZS/xvKyBstiG8yVPTUt0zaDFubwYpLb5p4C/oPkQ5ZPkJzAN7LNWspzvtptmvmcrVcfynM0n7/5uuCc3fyq5aCon7cASJoKnENylet5SWcysg2ru/oo26jWXo6lzXX+bjk2dw7fAfwByYfaPwL+Ot1m+QP66h3Dq6l2nlGuX1IpIgZHKb+RcwRwzm5pTiC5i29+RGyU9AzD+f56brl67WEJeGdEjMibOnfn2yTi78zWoeTJgmsjYhHwdWA/kttnZkt6Z7pMl6Tfza2WfSfx94FX0iun25DcBgbJbTxjcSNwevZ9GUn7jrL8r4B3S5ql5EEiR+bmvUZyhW0sHmPk1YObgFPSspG07RjLewvQ0BM9bfxalcMR0Qc8DxwD/ILkROszlF0lSN1O+j3q9KrxPrl5GyWN5U4GSK5qvSmN41WgV9IfpeVPSa8Qj4VzdvObm+Unyffnfk79vM23bdlJ0IuSZpDcPtyo0epGNT8nyXOUPC3+bbl5zt8t1+bO4duBhcDjaadyFcmHmHfmF0rvkHolbd9h5DMsNuUcAZLXtXs6fDNwjKTtYOznCOm5zu+Q3E5qk1c+17Yh+TraRkmHkHwgU02989ubSG6xB5Inc1fZjk1S7szW9zbgV5LuI/ne0f9LT9KPAr4q6X6S22LyT0pbLeku4Dzg4+m0r5FcFbuT5LaisfgSyS2dy5Q8MOdL9RaOiF+T3GL0S+BnwEPAK+nsK4HPKnkgzx41iigv73XgSUlvSid9F3gujed+4KNjfD2HkNx2aptHK3P4DpJbydamw3Oo3pk9F5iR3p75OZIDVuZ8kly7rMp6tfw7ya12mROBM9Ly7yI5URqLA0nqkm0+DwN/nL5n2wLnjpK3FwHnpXm+geTp68tJHji3uNGNNlA3qjmHpIOyjORq2DKG21zn75Zrs+ZwRDyTDt6e/v858HJErK6y+MeAbyt5AFT+StYtJLdq5h8A1YjrSb7HTUQ8CPw9cFv6Gv9pDOUAzAd+kX2VySaniHgJuDM9r50HLJC0hOTDlUdqrFPv/PaMtIxlSr52lz149MfAR+QHQE1qihjL3SZWj6RbSb5ovqTFccyIiDXpJ1fXkjxg4tpxlPcRkts//vcExHY7cESNA6y1WLvk8HhJuhb4XEQ8Ps5y9gX+MiJOnJjIbDTpbew/iYi3tjiUhkjqIHkozvr0Q8KbgbekHZdNLdP5W2BFy+HxUvLE70si4n0TUNY3gesi4ubxR2aTzUSf39rk4Cuzk9OZ6ae7D5A8gOffxlNY2lA8M96gJM0G/skdWdsMPk/yIJ3x2h74PxNQjk1e04Cfp1ehriV5qvsmd2RTzl8rjPRBZBdI2noCinvAHVmrY0LPb21y8JVZMzMzMzMzKxxfmTUzMzMzM7PCcWfWzMzMzMzMCsedWTMzMzMzMyscd2bNzMzMzMyscNyZNTMzMzMzs8L5/wN/4lkudw/NAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 951.875x900 with 30 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"import pandas as pd\n",
"import numpy as np \n",
"from sklearn.datasets import load_iris\n",
"\n",
"iris = load_iris()\n",
"df=pd.DataFrame(data= np.c_[iris['data'], iris['target']],\n",
" columns= list(iris['feature_names']) + ['target'])\n",
"sns.pairplot(df,hue='target')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[Text(306.90000000000003, 348.81, 'X[3] <= 0.8\\nentropy = 0.667\\nsamples = 150\\nvalue = [50, 50, 50]'),\n",
" Text(259.6846153846154, 285.39, 'entropy = 0.0\\nsamples = 50\\nvalue = [50, 0, 0]'),\n",
" Text(354.11538461538464, 285.39, 'X[3] <= 1.75\\nentropy = 0.5\\nsamples = 100\\nvalue = [0, 50, 50]'),\n",
" Text(188.8615384615385, 221.97, 'X[2] <= 4.95\\nentropy = 0.168\\nsamples = 54\\nvalue = [0, 49, 5]'),\n",
" Text(94.43076923076924, 158.55, 'X[3] <= 1.65\\nentropy = 0.041\\nsamples = 48\\nvalue = [0, 47, 1]'),\n",
" Text(47.21538461538462, 95.13, 'entropy = 0.0\\nsamples = 47\\nvalue = [0, 47, 0]'),\n",
" Text(141.64615384615388, 95.13, 'entropy = 0.0\\nsamples = 1\\nvalue = [0, 0, 1]'),\n",
" Text(283.29230769230776, 158.55, 'X[3] <= 1.55\\nentropy = 0.444\\nsamples = 6\\nvalue = [0, 2, 4]'),\n",
" Text(236.0769230769231, 95.13, 'entropy = 0.0\\nsamples = 3\\nvalue = [0, 0, 3]'),\n",
" Text(330.50769230769237, 95.13, 'X[2] <= 5.45\\nentropy = 0.444\\nsamples = 3\\nvalue = [0, 2, 1]'),\n",
" Text(283.29230769230776, 31.710000000000036, 'entropy = 0.0\\nsamples = 2\\nvalue = [0, 2, 0]'),\n",
" Text(377.723076923077, 31.710000000000036, 'entropy = 0.0\\nsamples = 1\\nvalue = [0, 0, 1]'),\n",
" Text(519.3692307692309, 221.97, 'X[2] <= 4.85\\nentropy = 0.043\\nsamples = 46\\nvalue = [0, 1, 45]'),\n",
" Text(472.1538461538462, 158.55, 'X[1] <= 3.1\\nentropy = 0.444\\nsamples = 3\\nvalue = [0, 1, 2]'),\n",
" Text(424.9384615384616, 95.13, 'entropy = 0.0\\nsamples = 2\\nvalue = [0, 0, 2]'),\n",
" Text(519.3692307692309, 95.13, 'entropy = 0.0\\nsamples = 1\\nvalue = [0, 1, 0]'),\n",
" Text(566.5846153846155, 158.55, 'entropy = 0.0\\nsamples = 43\\nvalue = [0, 0, 43]')]"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn import tree\n",
"\n",
"clf = tree.DecisionTreeClassifier(random_state=0)\n",
"clf = clf.fit(iris.data, iris.target)\n",
"tree.plot_tree(clf) \n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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xAbthGIZhGIZhZDA2YDcMwzAMwzCMDMYG7IZhGIZhGIaRwdiA3TAMwzAMwzAyGBuwG4ZhGIZhGEYGYwN2wzAMwzAMw8hgUjpgF5GVIvKeiCwSkYVRykVE7hCR5SKyRET2T6U8hmEYhmEYhtHRyGmHPo5R1YoYZScCQ71lJHCP92kYhmEYhmEYBuk3iTkFeEQd/wZKRWSXNMtkGIZhGIZhGBlDqgfsCswWkXdEZGKU8v7Aat/65962CERkoogsFJGFlfX1KRLVMAzDMAzDMDKPVA/YD1PV/XGmLxeKyJGBcomyjzbZoDpdVQ9U1QNLs7NTIadhGIZhGD5EpEBE/iMii0XkfRG5JkqdfBEp93zRFojIbu0vqWF0flI6YFfVNd7nOuA54OBAlc+BAb71XYE1qZTJMIz2RUT28BzPQ0uViPwm3XIZhtEsNcCxqjoC2BcYJSKHBOqcB2xU1SHArcCN7SyjYXQJUjZgF5EiEekW+g4cDywNVJsFnO1FizkE2KSqX6ZKJsMw2h9V/UhV91XVfYEDgG24F3jDMDIYz79si7ea6y3BWfBTgIe97zOB40Qk2uy5YRhtIJVRYvoAz3n3bQ7whKq+IiLnA6jqNOAl4HvActxD/JwUymMYRvo5DvhEVT9LtyCGYTSPiGQD7wBDgLtVdUGgStgXTVXrRGQT0AuIFR3OMIxWkLIBu6quAEZE2T7N912BC1Mlg2EYGcc44MngRs8pfSJA/k5l7S2TYRgxUNV6YF8RKcUp4Yapqn+2PCFfNLvHDaNttEccdsMwDEQkDzgZmBwsU9XpwHSAbr0GN3nYG0YqqN1eybJ5M9i6cQVFPQaz1xHnkVdYmm6xMhJVrRSROcAoIs1bQ75on4tIDtAd2BBlf7vHDaMNpDsOu2EYXYcTgXdVdW26BTEMgGXzZlBVcST1de9RVXEky+bNSLdIGYWI7Oxp1hGRQuA7wIeBarOA8d730cAb3uy5YRhJxDTshmG0F6cTxRzGMNLF1o0rQJ8H+oFOYuvGh9ItUqaxC/CwZ8eeBTytqi+KyLXAQlWdBcwAHhWR5TjN+rj0iWsYnRcbsBuGkXJEZCfgu8DP0y2LYYQo6jGYqoqpoJNAplLUY3C6RcooVHUJsF+U7Vf6vlcDY9pTLsPoiphJjGEYKUdVt6lqL1XdlG5ZDCPEoOGjQB8EhoA+6NYNwzAyEBuwG4ZhGF2SD+beD0zARRae4K0bhmFkHjZgNwzDMLok9XVVwKVAP+BSb90wDCPzMBt2wzAMo8vgD+UI+cAU3KB9Ctk5JekVzjAMIwamYTcMwzC6DP5QjnAS8BAwlOycJxlx/MXpFc4wDCMGpmE3DMMwugwRoRz5E9k5f+PQsRZ/3TCMzMY07IZhGEaXoajHYJCpwBoL5WgYRofBBuyGYRhGl2GvI86jpOxNsnP2oaTsTfY64rx0i2QYhtEsZhJjGIZhdBnyCksZcfykZuv5nVOLegxmryPOI6+wtB0kNAzDaErKNewiki0i/xWRF6OUTRCRr0Vkkbf8NNXyGIZhGEZz+J1TqyqOZNk8s3M3DCN9tIeG/SJgGRArXla5qv6yHeQwDMMwOiGp0IZHOKfqJLZufCgpshqGYbSGlGrYRWRX4PuApY8zDMMwUkIqtOHmnGoYRiaRapOY24DLgYY4dU4VkSUiMlNEBkSrICITRWShiCysrK9PiaCGYRhGx8RpwyfRqA1f0eY2zTnVMIxMImUmMSJyErBOVd8RkaNjVHsBeFJVa0TkfOBh4NhgJVWdDkwH2DO/QFMksmEYhtEBKeoxmKqKqW7QniRteKLOqZ0ZT4n2CNAXp3ibrqq3B+ocDTwPfOpt+ouqXtuechpGVyCVGvbDgJNFZCXwFHCsiDzmr6Cq61W1xlu9DzgghfIYhmEYnRDThqeMOmCSqu4FHAJcKCJ7R6k3T1X39RYbrBtGCkiZhl1VJwOTIfwGfqmqnumvIyK7qOqX3urJOOdUox3ZUF/HjRVr+LC2hj3z8rmirB89sy3ap2EYmUs0J9OQNrwlDqgWujE+3vP5S+/7ZhFZBvQHPkirYEbKacu9kYz7yu7NprR74iQRuVZETvZWfy0i74vIYuDXwIT2lqerc2PFGkbWbGeJNjCyZjs3VqxJt0hGJ0RESj0/lQ9FZJmIfDvdMhkdl3hOpi1xQLXQjYkjIrsB+wELohR/W0QWi8jLIvKtdhXMSAltuTeScV/ZvdmUdlGlquocYI73/Urf9rAW3kgPH9bW8DTQD5gEDK+taWYPw2gVtwOvqOpoEckDdkq3QEbrSbf2a8uG5aDdgf1A93HrHi0Jx2ihGxNDRIqBZ4HfqGpVoPhdYJCqbhGR7wF/BYZGaWMiMBEgf6eyFEtstJW23BvJuK/s3mxKu2vYjcxiz7x8vMBlTPXWDSOZiEgJcCQwA0BVa1W1Mr1SGW0h3dovkQJgOPBfYLi37mhJOEYL3dg8IpKLG6w/rqp/CZarapWqbvG+vwTkikiTEbmqTlfVA1X1wNyCbimX22gbbbk3knFf2b3ZFBuwd3GuKOvHgvxChksWC/ILuaKsX7pFMjofg4GvgQe9rMf3i0iRv4I/dOuO6s3pkdJImFSEUWwJSg1wqeufS711R0scUM1ZNT4iIrgX7WWqekuMOn29eojIwbhxxfr2k9IIUru9ksWzp/JW+YUsnj2V2u0t148MOWgM2dlPAEPJzn6CIQeNaZd9Q9i92RTzLuzi9MzO4cY+A9MthtG5yQH2B36lqgtE5Hbgt8D/hSr4Q7d26zXYQrdmOMkKo9haB1Eh32nfvP6Le+werteScIwWurFZDgPOAt4TkUXett8BAwFUdRowGrhAROqA7cA4VbV7OI2EZsDQ56mqmMqyeTNafJ0vf/sZ6uvPACZRXz+V5W8/k3Abbdk3hN2bTTENu2EYqeZz4HNVDTmrzcQN4I0OSrK0X611EK2vO4Xs7CdM+5ZiVHW+qoqqDveFbXxJVad5g3VU9S5V/ZaqjlDVQ1T1rXTL3dVJxgxYW9pI9wxcZ8U07IZhpBRV/UpEVovIHqr6EXAcFhauQxNP+xVPax4s27Lxk9Y5iHIB9XXlZOeYzskwgiRjBqwtbaQikZlhGvYuwYb6Oq5Yu4pTVn/MFWtXsaG+Lt0iGV2PXwGPi8gSYF/gj2mWx0gRLQm5GDZtaamDKGOBCRbyzTCi0NoZML/te0NDHcU9Xw+3MeSgMQnbxftt2LOyH6eubnt4v8qv3uet8ouZ9/h5vFV+MVs3rkrSUUdn68ZV7dpfKrEBexfAYq0b6UZVF3kRIoar6g9VdWO6ZTJSQ7zp8GCZanWrHESRz4HLovZhGF2d0AzYoWPvZsTxkxIOuep/od6y4ViysnLDbSx/+5mEzdcabdg/pqHudLZtrAvv997rd1NfdzrwMfV1p7N49q3JOegYLJ59a7v2l0rMJKYLYLHWDcNoL+JNh+d368u2jfsCW4EiCkr6RZjWhDR80cxp/GY4i2dPtSl3w0gy8WKftzq/AZcBj4f3g3vwR3iqr7s3VYcDQH1dVbv2l0pMw94FsFjrhmG0F/Gm46s3rwfOBD4GzvTWG0nUCdVCvhlG8okX+7zV+Q24GegZ3g8KgCle2RSyc0pSd0Dgtd9+/aUS07B3Aa4o68eNFWsYXlvDnnn5FmvdMIxmiec8unXjKm+quYrsnBKGHjKOj//9VHh9xPEXU9SjabjYhrrN+LVdDQFtV6JaPAv5ZhjJZ68jzvPu+YfC93wiZfHaKew+EChg+6Z9KOoxmEHDL+SDufdTX3dv+L8ilYw4/mLvv6p9+kslNmDvoGyor+PGijV86BuE98yO/nNarHUjGYjIgcARuNHWdmAp8JqqbkirYEZKiBfLudEu9FLq66bw4fwHgXPC64tn38qhY6PZiubjtF2Xep+Rs30WXcIw0keiL8INDXW8P3ca2zetjpo/obl2ov83pIbcghKKeuzqKR52Jbeg42rYzSSmg2KOpEZ7ISITRORdYDJQCHwErAMOB/4uIg+LiL0RdjLiOY8G7UIJZB515U2R7AZgCbAfsMRbb8RMXQwjM4lwSF1/NFvWV3eIKE0tyfWQ6TSrYW+rVk1EsoGFwBeqelKgLB94BDgAl8p4rKqubMkBdFXMkdRoR4qAw1R1e7RCEdkXGAp03HhZRhPiabuzc0qor/NrynOBY4ENOHvVXN4qv7CJ9q1bz6FUVYwAfcS1Wbq+iZOpmbq0DhHpQeNzeqWqNjSzi2EkTDxH0ngOqOmmJc6ymU5MDXsStWoXActilJ0HbFTVIcCtwI0tEb4rY46kRnuhqnfHGqx75YtU9fX2lMlIPfG03SOOv5jsnCeBoWTnPElhSV/gRGARMAroFVWjFWwTtNNov9KBiHQXkd+JyHvAv4F7gaeBz0TkGRE5Jr0SGp2FeI6kmWy61hJn2Uwnnoa9zVo1EdkV+D7wB+CSKFVOAa72vs8E7hIRUVVtXvSuTSocSVtiF290PUTkG7gESLvh++9Q1ZPTJZOROoJ2qMGQiweefFVYc/5W+YWE46JzOfAE0TRawTbfKr8wwuxmy4YHYoZ1NKIyEzdLfYSqRmSyEZEDgLNEZLCq2puQ0SZc4qRbqa+bRlZONwq69aJm8z5RHVD9DuvO6VTD9u5DDhrD8refSSgTcmvv/8j+B1Dc8w22b2reWTbTialhT5JW7Tbcv3esqbn+wGqvvTpgE9CrmTYNGh1Jnx8wlBv7DEzKwNrs4o1m+CuwErgTN7ETWowuQDxb0NZq34LaL5EC07i3AFX9rqo+Ghyse2XvqOpvbLBuJIOIZEj1PyEnZ6eYiZni2bsvnn1rwpmQW3v/RyaAOo6srJwWJ5HKRBKxYW+VVk1ETgLWqeo7InJ0rGpRtjXRrovIRGAiQB/T+KYMs4s3mqFaVe9ItxBGeohnCzpo+Cjee/1uXFKUAnbq3oeardG1b36CoeK2bKwJOLo+FHNfIxIRGU7T5/Rf0iaQ0alIVuKk+rppuBFG25IzJUvWjkQiUWJaq1U7DDhZRFYCTwHHishjgTqfAwMARCQH6I7zWopAVad7ac0PLM3OTqBrozWYXbzRDLeLyFUi8m0R2T+0pFsoo32IZwv6wdz7gQnAcmACNVsrE9JoBVOoF/fYvdPYm7YnIvIA8ABwKvADbzkp7k6JtTtARP4hIstE5H0RuShKHRGRO0RkuYgssf+EzkmyEidl55QkJTlTsmTtSCQyYK9W1TtU9R+qOje0NLeTqk5W1V1VdTdgHPCGqp4ZqDYLGO99H+3VMfv1NHFFWT8W5BcyXLJYkF9oCZaMIPsAPwP+ROOL+5S0SmS0G/GcUJum/44e1rEtfRhxOcRTao1X1XO85dwktFsHTFLVvYBDgAtFZO9AnRNx/mxDcTPh9yShXyPDaMm96a9b3GsOxb0KwvuNOP7imO0k6/7vrP8jidiX3C4iVwGzccF2AVDVd1vToYhcCyxU1VnADOBREVmO06yPa02bRiSf1FYzee1qKrWBUsnihj4D2D2voNn9LMGS0Qw/Agaram26BTHan3jJUCLDPF4D5EcN69icU5llMG01/xKRvVX1g2Q2qqpfAl963zeLyDKc75m/n1OARzxl279FpFREdvH2NVJA8D6K58iZLPz35taNq1g465qYmY2bu49jlSXr/ve3E+8/J1lOru1FIhr2NmvVVHVOKAa7ql7pDdZR1WpVHaOqQ1T1YFVdEb8lIxEmr13NWG3gY2CsNjB57ep0i2R0DhYDmftvZqQNf5hHeAY4J6VOZUYTHsYN2j/yzFLeE5ElyexARHbDZbxaECgKB4/w+NzbZqSI4H0Uz5EzFTRmOv6Y+rrTWTy7/TKXtpR4/zkd7f8oEQ27adU6GJXaEJGD8F7Ln2Ekhz7AhyLyNpGzbRbWsYNQ+dX7nnNoNVDAnoePZ81H88Mapg+W7swfLr+ed977BTk77cpuB14UVeMUTTMVSjf+z/Jf0FDnC9W48cHwfs05g3U0jVcG8QBwFvAesaOytRoRKQaeBX6jqkF7pxYHj8jfqSzZInYpgvdRPEfOVNDUBO7elPbXFuL953Q059RENOymVetglEoWU3DuHlO8dcNIAlfhXuD/SAvDOorISk/rt0hEFsudTaIAACAASURBVKZQRiMObrA+gZBz6IfzH4rQMJ383bPo2Xs50+7ZwhEj/8fKhbdHbSeeZkrIB98/kFt3NOcM1tE0XhnEKlWdpaqfqupnoSUZDYtILm6w/niMqDPh4BEeu+J+/Aj8wSNyC7olQ7QuS/A+iufImQqyc0rw3+NuPTOJ95/T0ZxTE9Gwm1YtA3h3+1au/vpztuPSzl69867sX1gUte4NfQYwee1q7vXZsMfCkiXFpjPZviWJVcCXqloNICKFuP+HRDlGVStSIpmRINUQMf82LSKM4qbKezh1dANlZTD2tAZeemll1Fbiaabc5bEEZz2xj7fuCIZxDDqDdTSNVwbxoYg8AbxA5HO6TWEdRURwvmbLVPWWGNVmAb8UkaeAkcAms19PLcH7aMhBF3s27G590PBRvFV+cUwb80SIZyef320Xqjc/QUPdveH225tEn8Hx/nOa+z/KNBIZmV2VcimMZrn6688Zj3vETvHWZw3cI2rd3fMKeHrA0ITaDSVLehqY6iVLMsdTR0jbhz5PVcVUls2bEXZkiVfWiXkGONS3Xu9tOyg94hiJ4H+wEdZ+h/5J8p2GSSeBTCUnt4gLLshm69Z6ioqy2am0b9Q2C7sPYMv6Y3GxAnpS2L1RKVDccwhVFSNAHwGZSnHPTZH7Fm6hbts2Cgu3NGm3qMdgqioa5cl0jVcGUYgbqB/v26ZAW+OwH4ZnaiMii7xtvwMGAqjqNOAl4Hu4aZttwDlt7NNohmjOmZEZhC/2bMwvpb5uCotn3xo2WUuU4DNu8exbXeIkfZ5tlVO9iC/pe+Yl+gyO58ja0ZzcExmwt1WrZiSB7TTRiyUFS5YUm85k+5Ykcvy+LKpaKyJ5Ce6rwGwRUeBeVZ2eEgmNJvgfbPBb4EHcP0gBex4+gTUfvRnWMNXV9aGi4rvAZWzffjPFvebEaFVw0fwuw8VZbqzn11odNHJfnrtvPH167wBg1JhbOebbyzl1dAPPzvwfG9bdyivTfx/ed+268Zx27kMsWvog+w4bzNMPTAjva0DW49G3q2pKBsmqOp/oNur+OgpcmIr+jdaRDBvzdNvJt1S+dMvTHiRi3PwMkU4sIa2a0Y4UQoRdemGS2rVkSbHpTLZvSeJrEQmbwonIKUCiJi6Hqer+uFHehSJypL9QRCaKyEIRWbijenPyJO6C1G6vZPHsqbxVfiGLZ09ly4bljWYv/InsnCyO+MkDHPGTP7PzoJERiYtqNn+JG4T3AyawZf3KcDu12yvDfWyrXOmrd5m37vAnQ3rhtUfo07t7uOzdJavCJjenjm7g3SWrmshfWLiZ/PztFBbadZAoIvKwiJT61nt4yZSMLkgybMzTbSffUvnSLU97kIiGvS1aNSNJXNJrF6as/5JpuEntS3vtEi4L2qFP7NGb6RvXJWSXfkVZP26sWMNwX13D0Zls35LE+cDjInKXt/45brq8WVR1jfe5TkSeAw4G3vSVTwemA3TrNdiSp7WB4FRxdvbnEWYvzWUoDJukMBaYQH3dZU2mnLVB8JvWqAr7nhhphnfcIQPptfWViG37Dx/IszNDGvYs9h8eaX43/sI76dl7OfdMa+DZmcsZf+GdvPLM7zGaZbiqht+oVHWjiOyXToHisVP3gibXi5E8Bgy7jZnXXkLt9nvJyS8mK0uZ9/i55OYXs+fhP+ezJa+wdeMKCrsPBJTtm1Y3tVMv6g36IHAPaAHf2H80n777BPV108jK7kZdXVnUXAuQHB+v5mLNN653nWdwIgP2r0Xk5FDs9BZq1Ywk8fKWSs7FTUhN9daPLnJvzUE79MlrVzNOGxKyS7dkSbHpTLZvyUBVPwEO8UK8iaompAIVkSIgy0u8UoSzs702haJ2aYJTxcqDlJS9mdCDzf8iWl9fA3oZ0R1LtxPhWNqwndtHBXP2NM3h8/Ddv2L8hXdywfmr2H/4QB6++1cR5e8uWcU90xo18Bec31QDb0QlS0R6qOpGABHpSWLP97QwoCTa9WIkk8d+9icAeu4+iU1VZwCXU1d7E0vfuBvlHNDn2bL+ZuBl4L2mduqbQmVvAFNY/p+HQM4BJtFQdzPbNjbuF7QfT4aPVzwb+qqKqSx/+5ku9wxO5IZutVbNSB7xbM2DZdO0IWRpZnbpRpsRkTOBJ1RdQH9V3RIo3x3YxbN3jUYf4DkXcIIcr61XYtQ12kjQcbO4x+4xH2y12ytZufB2Nq9fSbdeu9F/WKMpdHZ2N+rrrgWuBJlKYfeBLJ49la0bVyBSiOo3gEcQuYnuJYnl6OnTu3uExnztuk2MGnM97y5xA/hv7dmPZ2eujKmBN2IyFXhLRGbi/EVOA/6QXpGMTKBy0xbgcqAfqpfjJjJDI4TLgMeJaqfuLwtGlArsF7QfT4Z9eabb0KeDZgfsrdWqGcllz7x8ptZsD2vY/bbmwbJSyWKqN2g3u3QjCfQC/isi7wDvAF8DBcAQ4CjcjNtvY+3sZTAekWhnewxQ5t5ujoatpSWOm34n0PKn/8fzs6awo/Ys96CUqWTnPAE8Q1GPwTQ0qM95dSrZ2Q9SX/843UuKefOF37RK1qAJzFdffIMN64bE1MAb0VHVR7z8BsfinER/rKqmwjYo7V7MpqqbUL0ckZuAApSQ2dvNQE/CdurZJdTXRyljClDQaFoX2C9oZpeMaE/BNiJk6yI260HEOXhHKQho1aKUN6dVSwl75hfojL67tWeXGUG8eOltsWFPBuV/fJxFL3+csvZjERrUrS86lh//dF67959pzHv89HdU9cBUtC0i2bjBwGHALrjARcuAl1U1qXYL3XoN1v1O/GMym8xYJl1zHCeXpm+yofceE7lnWjVlZVBRAWPGFOKi8/XDPaiHkJ+/nfzCQrZszqeh/v1wWXb2N+lRWh8eWPudS2Oxdt0mxl94Z1ijvnDRZ9w7vSbc/wXnF7Duo+lR6ybaR2cmq+zsiHtcRIqDM15BEqnT3nSlexxIqwJi6QerOfIHt1G5aQsFRSUMPeRnCdmwF3Trx/aqtTTUbyU7p4S9j/ppzP3SYcPeWXOfxHuOxxvFtUmrZjSSaHKi1g68o9mhd2W79C6a1CilqGo98HdvMZLE6/9excmj0td/0Am0e2kpW7fcQl3dJcBNlJVlcc89UF6+neefzyVLQmU307OH8Od7qlvkHBrUqOfn5/HszKyoJjDmgJoQz3vx0Z8H3lHVrQAiMhg4Bmcacx8wM30idi2iPX8gepLD9mDY3gPY8EkwIfU34+zx6zhl8fZrfClZu66O8RdW8e6Sbew/rIqHr69LODxrSAHXXKz5rkjMsI6qejuwP/AksDNwnLf+BXCWqp6qqu2vVu2AhJxCl2gDIz0n0ETqTV67OqH9jEgsvblhJMbDd//KM0EpYMO6Icyb9Uu+feAcuhUPQ+R+brhhq8t6OhZEqsJlOTkz+OMNW+KGZ4xGMKxjba1G9O83gUkkBGRXR1WPA14Hfg68LyJVIrIeeAzoC4xXVRustyP2/PG/bFfTs7d72TbaTlw7ibZo1USkABe2Ld/rZ6aqXhWoMwFnDPWFt+kuVb2/pX1lOokmJzLn0eTQFRMqGEZrCDqBAsx98SIA+u71M669FjZvhm7doLR7frhs1Jjref21rZSWNtWMB01Zplwznkuveph3l6wiNxdmzsxitKdRP2DEoJha8+ZCQBoOVX0Jl23UyADs+WPRnlJFIomTWksNcKyqjgD2BUaJyCFR6pWr6r7e0ukG65B4cqJgvVLJsqRGraArJlQwjGQzdHBfDj4Y7rsPDj7YrYcIaub9mvGgdu2E064Lr48cWcObc/Oi7hckXh+GkanY8yf0sp1FRQX2sp1EUuaJ6KUrDjm65HpLl0yIkmhyomC9XxSXcsv6L7kH5zyQVbOd41d9RKlk8duyfpRXrU/IsTRRG/rOQhdNapRyRCQfOBXYDd9/h6paTPUECdq3fvPQ1kXei+eQGU/D3Zzz5tIPVnPCadexYWM1IvDopVBWBuPGwfk//yoiBGOwz1DZtu01PPywhrVrz/21mlNHu3Z+cqYyfz5hx9J4RNP+G0amk+nPH/893rNHAa8+/X8M23tAk3ptcfpuLt9CIpgvWlNSqWFHRLI9h5h1wN9VdUGUaqeKyBIRmSkiTa+aTkDIKfT5AUO5sc/AmIPlYL0/b1jLeFzMhgm4H+tjYKw2cPXXnyds356oDX1nwZ8afcTxk7r8TZ5EngdOAeqArb7FSJCgfevLd1zfqnbi2YjG03A3Z096wmnXcdjh1Tz2GOy8Mzz1FGEtWV6eJNRnr15KeXnjfj17FJi2zegyZPrzx3+PH3Z4NSecdl3Uem2xQw+9bK/7aDqvPPP7VkV3Ml+ApjQ7YBeRfBE5Q0R+JyJXhpZEGlfVelXdF9gVOFhEhgWqvADspqrDgdeAh2PIMFFEForIwsr6+kS67hRUagOX0pi2YKvv+3aIsG//MI59+4e1NQnXNYw47KqqY1X1JlWdGlrSLVRHwtm3Nib/+PqzZa1qJ+iQuXDRZ4wacz2995jIvxZ+zHHfaSzbsLE6YefNDRurGTvWacOvvBJefpmwSUpNjYbbOe47Dfxr4cf03mMio8Zcz8JFn4XLrrwSXn1Vwvs9Me1i5s7N48wzYc6cPLZsrQnvt3bdplaeSSOIpyDrJyIDQ0u6ZTIyD/89PnasW49Gup2+g/+VWzeuaNf+M5FE7CKeBzbhQju2aqSnqpUiMgcYBSz1bV/vq3YfcGOM/afj0nOxZ35BlzGrKZUspniD9im4wFChFAaFOLv2RJIjHdCnG7es3cQlCreIW99n1C5Jk7M8aS0ZGc5bIrKPqr6XbkE6KsFkIDsP2qtV7QQdMvPzJRwCsbwcrr0WbrklpOHO49mZtQk5b/bsUUB5uXugv/oqdC8p4Iulznxl1Jjrw31eey2ccIIydmx1k/CMr7+WxbcPHBI2Zxk15nqOOqqWU0dDeXk1CxZ8xj3TsFCNSUREfgVcBawFQrlTFBiehLYfAE4C1qlqUOmGiByNGyd86m36i5nJZS7+e7y83K1HI91O38lIvtTZSGTAvquqtjhSsIjsDOzwBuuFwHcIDMhFZBdV/dJbPRmXiKXTEc+G/JPaaiavXU2lNlAqWdzQZwC757kb6Bc9+zBl/ZdMA/Jw/8JDcIP1iT1680hlBdNC+/XoHe7P32avnXJ55IlLuelPz7Lf0lUcMGwgDz/wK7q1cIoqnj3boos+jrA3ay6pgtGxEJH3cA//HOAcEVmBe3kXnLtKmwcFXYWgfeuJv/4DbozVMoI2orW1jRrusWPhpZeEC87PZ//hA3n1aWfDnog96atP/x8nnHYdL7zQaN8arc9t22sYO7bRTv3vf9eYGUr9ESPGjoXXXsOiRySfi4A9AkqwZPEQcBfwSJw681T1pBT03WVpiZ9KPPvyYN3rJ5/JxEueYubMerKzs3l6xrlR6+42sIx/zC/iqfI6cnNzeOq+UWE/lW/t2Q8RYemyL6L2nwzZM90XIB0kYsP+lojs04q2dwH+ISJLgLdxNuwvisi1InKyV+fXIvK+iCzGReuf0Ip+Mp54NuST165mrDaEbdMnr10dLvvzhrWcg7Nh7wucR6M9+yOVFYzz9hunDUzfuC5qm6O37eDss27lby/+nq9WTudvL7bOnqw5eza/vdmW9UezZX212Z51Hk4CfgCciHtnPN5bD203EiRo37pT916taidoI3rAiEERduKHjxwaLhu294CE7UmH7T2AL5ZOZ/sXj/DF0ulRndEAupfk8/hjEu5vn713jdmmP2JEebkLEWn27ElnNW4mPOmo6pvAhlS0bcSmJX4q8ezLg3XPv7SchgY3mmhoOI/zLnoyat0l72+kru5cYDl1decy7mcPhstWrFpBWd9PYvafDNkz3RcgHcQcsIvIe95g+3DgXRH5yHMODW2Pi6ouUdX9VHW4qg4LTZGp6pWqOsv7PllVv6WqI1T1GFX9MFkHlknEsyEP2qlXakPUsg3AZb42KgMx2uO1uX5zdBu1ltCcPVuEvRmXeRKb7VlnQFU/U9XPgOtD3/3b0i2f0T4hEP0P2iOPqmXBgvxwf6oa8yHsl63iq90ZPHCwhWpMEiJyiYhcAqwA5ojI5NA2b3t78W0RWSwiL4vIt2LIGvZF21G9uR1F65jEe+a2xL48WHfHjjpULwf6oXo5lZu2RK1bW9sQUW/Hjrpw2ebNhO3go/WfLNmNSOJp2E2rliTixWEvlSym0GibXipZUct64jJMJRKjPdhmr27RbdRaQnNxVSNiz3KzJ3HXjUPbSYl4EItINnBAmmQxfPg17iHTlZBj59z5y+g/bCKF/c+m/7CJLP2gcRYvFI4xESdQ/4N29OgGduwgrLV//8M1MR/Cftne+OtV/OP5q9sUPcKIoJu3rMIlOMzzbStuJxneBQZ5OVfuBP4arZKqTlfVA1X1wNyCbu0kWscl3jO3JXHOg3Vzc3MQuQlYg8hNlHYvjlo3Ly8rol5ubk64rFs3IiJBBftPluxGJDEH7KZVSx5XlPVjQX4hwyWLBfmFEXHYb+gzgHLJYihQ7tmwRyurRHgzNz/cxg19BiTU5sxuBfztb412qK2lOQ3eXkecR0nZm2Tn7ENxrzkU9yogO2cfSsreNNuzDo6ntdsMDPdSn1d56+twzmZGBhGccj7l7D/FDOPWkql1ewhnHqp6japeA3wQ+u7b1i4+YapapapbvO8vAbkiUtYefXdm4j1zWzKjFqw7+5lf0r3kCWAI3Uue4M0XfhO17gEjelHS7fFwvdnP/DJcNnjgYCq+2j1m/8mS3YgkEadT06q1kVB89WjsnlfA0wOGRi3rkZ3DN/Ly+bC2hkG5eRFZp3ok2Oah7/6/NskeIl4Sk7m378DFsPk14BIzHPmD26iv205W7Wfc95sNDNu7CICjLsqN2cfWjatYPPtW6uuqyM4pYcTxF1PUwx786UZVbwBuEJEbVHVyuuUx4hNMC/7cX4kI4/bCC9Ux68ZzAo2XDCUZiVKMNjEZeCaBbUlHRPoCa1VVReRgnCIwFc6vnY54DpjxnrktSSoWre6GT1w03rnzl3HAcX9ixw7nWDr7mV/Gbfeow6OX+ROnhZK1haipreP0ibdFOKiG+oh2/DnfSOiwuiTxbNhNq5Zm/M6qh9ZWU1Vb3SGSHx35g9vYVHUGsJxNVWdw5A9uS2g/N1g/HfiY+rrTWTz71pTKabSYZ0Rk/8Cyu4g0++LvxYj+r4i82B6CdmWG7dU/PF1dXg65uXDJJfCjH7nP3FzCJjDf2rNfwprxeMlQkpEoxWg5InKiiNwJ9BeRO3zLQ7gEZ8no40ngX8AeIvK5iJwnIueLyPleldHAUi94xB3AOC/TudEMbUlOlAyOH3NXhGPp8WPualU78ZK1xXNQTffxdzTimcTcoKrdgJtVtcRbuqlqL9OytQ9+Z1WfG2fGJz+q3LQlplNLPOrrqsDnLuvWjQziz8C/cTkR7vO+PwX8T0SOb2bfi+ikYVszDVVlwQL42c9gwQIoLMjj4IPhvvvg4IOhpBvhB6SI2PR0x2YNLkdKtfcZWmYBJySjA1U9XVV3UdVcVd1VVWeo6jRVneaV3+ULHnGIqr6VjH67Aul2wAw6oO7Y0bp3vOBx+JO1xXNQTffxdzRiasZEZH/v6zO+72FU9d2USWUAnrNqzXYmEeHG2WyipHRT2r2YTVU3oXo5IjfRvSQx36fsnBLq66aAlyoqO6ckpXIaLWYlcJ6qvg8gInvj3iWvA/4CzI62k4jsCnwf+APQnpErugxLP1jNCaddx4aN1eTkwG23wZAhTst+5pm1jBvnHpjjxsFLL8HEifCNbzSw8tPPqfj4vnA7/qnt5mItG+lHVRcDi0XkcVXdkW55jJaR7uREubk51NU1PqtzchKxkm5K8Dj8ydpCDqpjx8byfUnf8Xc04v06oZTjBcCBwGJcopThwAJcuEeD+ImRguWDcnL5Ykctm9EmiZKCTOzRm8lrVzNNG+guQp+cPIbX7Qj3kWpakpzBz5sv/IYjf3AblZum072kmBm3n07P3SdRuWkLOXlF5BX1oWbzl02SKo04/mLPLOZesnNK2Puon7J49tSoyZiGHDSGUWNm8O6SVeyz33BqS84Jt+NP4mSJm5LKnqHBOoCqfiAi+6nqChGJt99twOW4yBVGCjjhtOs47HCXvfCpp2JnOn3qKTdwv+UW9xD9ck3k79Y4Rd3AJZesYORIuOciy0qaqfiSmhHtHszUpGZ9+pUw6Zrj0i1Gu3BY/1rY+kbUspb4fvhfyrsV51FTu4PaWiU/X7j6stO5+uYnqalx688/8luOOrz5LMpP3XcOp503g/r66WRlZTNtyrjwC/uwvfqjqrz/4ZqwXfqlVz0cdTww5ZrxnHDadTz312p69sjjiWkXc8Ptz3LB+e7Fv+Ir4YLzvzDflzYizZmaichTwB9C6chFZBhwqapOSL14Tdkzv0Bn9N0tHV3H5Iq1qxjpacKnAgvyCyMcQv3lNwMvA2/gQi6WS1ZMp9Pm2o1FshxNR425np69G99+N6wb0qoHds/dJ7Gp6gxv6u0m3Bn4B8hUSsreZMTxk6Lut3j2VKoqjvTiu/vOnEwlN+9RTv3hek4d3cDMZ7OZ89ZQvnnEVU33a6aPzsS8x09/R1UPTFX7IlKOs8x6yts0FigDzgLmq+pBUfY5Cfieqv7CS2F+abSMiCIyEZgIkL9T2QEH/6hr2DLue+JQbh/1QZvbKex/No895gbjTqsO3YoLmjxoa2pruOUWDWvfz/95Pl//r1HD3nuPidwzrZqyMmfzft99jW1ecH4B6z6a3mZZjdaTVXZ2xD0uIoO8rxd6n496nz8BtoXyn2QaB+77DX379YwULWPpP2xi+KX84oth5Eg3Y1ZeDi+/DCee6LTY5eUwe7ZQueLhZtsMPuPnzs3jqKPcy315uTOpC734+8uC44FkjRUA1hcdy49/Oq9V+3YG4j3HE8l0umdosA6gqkuBfZMlXGcgXmKkYLnfFj2YKKml7aaaZNmX+W3anaJ1I4kkVYqXjGlHzZbGmNCn1rN5/cro+1nipmQyAZds9zfAxbhkLROAHcAxMfY5DDhZRFbiBvrHishjwUoWo7kpLYmR3rNHQYSjaX5+o7Z157KSsEPoASMG8+qrjfWCGUr94Rmbi7VspB9fqOXDVPVyVX3PW35LkmzYjcxgw8bqsC34li2EzdzGjoW6ushIUDU1ifn8xrM9HzvW2Z9HKzNb9PSQyIB9mYjcLyJHi8hRInIf5jwWQbzESMFyvy16MFFSS9tNNS2Jrby+6NiYS/fS0nACBqdh70EiSZXiJWPKzS8Oyzbz2Wy69dot+n6WuClpqOp2VZ2qqj9S1R+q6hRV3aaqDaE4zFH2mew5qu0GjAPeUNUz21XwDkpLIii8+vT/8c/5BZx5ptOuHXMMUfcLOqQGZ1j9MZKbi7VsZBRFIhI2UxWRQ3Gxdo1Ogv+lvLjYmb6FXrxzcoj5wh6P4DO+Z4+C8Hp5uXtpj1ZmeRjSQyImMQXABcCR3qY3gXtUte357ltBJprENGfD/kltNZPXrqZSG+gmQoMqW3GD9d+W9aO8aj0f1tYwMCeXL+tqqVJtUhat3VgkyyQmURv2eLHVASq/ep+lb9yNajVIPoUlfajd+nUT+/LKr97ngzl3UF+/g+zsXIZ++1zWfDSfrRtXkLdTGdurvsIpc/MZcvAYBhfNDduwbzMb9vYwiTkMuBoYhM//RVUTeiOKZxLjZ98DRuhr/3yp9YJ2IHrFsG2FSPOU5kxS/Pdq0OzFv19L2jQyj6BJTAgROQB4AAj9QVcC52ZqcAgziWk5c+cv45Sz/0RNjZKbA5IlYRv2SRf8kJvvfo4dO1zY1muvOIOb7/4LGzZW07NHAa8+/X8M23tAkzb9dvE9exSEbc9basPeWn+3aJhJTOzneLMD9kwjEwfszRHPFt1fdgzwPZzxR3P27fFI1oDdz6zKURHrh/WvDQ82mhuwx7Mp99vw5u9yIXV154Y91rOyHuTQcfcCMP+JX+DcJlwEGZGHqP/6dsBu8BDtMGD/EGcK8w5QH9quqklNkmIPc0dL7EL9dYO2p6myNTXan1gD9hAiUoJ7rse2n8oA7B5vOfHu3WDZSy8rxx+vYZv2f84v4IulTV/MM/H/oKs/z1tlwy4iT3uf74nIkuCSKmE7I/Fs0f1lG3GD9UTs29ubqVe9HrG05IZK1KY8GBO2vr4xSpmb0GmM0Z6mCZ6uziZVfVlV16nq+tCSbqE6Ky1J4b1w0Wf87+MGJk6EFSsateeWFrxzIyJnep+XiMglwE+B83zrRichnp14sKymRiNs2jdsjP68NNvzjkU8+4qLvM+409ex8Exp3gTyvX5mqupVgTr5wCPAAbhUxmNVdWVr+stk/PHUg7bo/rIeOEvtkIY9nn17R6Kox2CqKqaGNeyxbMqDMWGzsho19yIFqDbGaHeXl9HO/ENEbsbFXA+/dWbqtHtHpyXpx/PzhcGDYfLkULjG6Bq1lrRpdAhCdurmqd3JiRezPFiWn6+Ulzdq2Hv2iP68tDjoHYt4mU6/9L4eB+SFvNF9XunNUQMcq6ojcFFlRonIIYE65wEbVXUIcCtwY8sPIfO5oqwfC/ILGS5ZLMgvjIih7i8rys3nKRGG4sxhbujT1OasI7LXEedRUvYm2Tn7UFL2JnsdcV7UerOf+SU5OQ8AQ8jOeZC9j/51uGzYsRfism0PQeQhhh17YdQ2jJQyEpeT4Y+4d8+puHdLI83U1kZq1GprO5apo9E6VPVe7+uNqnpNcEmrcEZSiTc7Fix7/pHfhp3Q/znf2bC3tE0j80gkrdVuwJlevNd3gHnAPFVdFG8ndcbxocgRud4SfIqcgnNiA5gJ3CUioh3AsN7vaDo4Nw8BPtlRG9U5tGd2Tsz46Rvr6/i0tobt2sBXdbX0zcljWKb1+gAAIABJREFUR90OvuFp4a9Yu6rFTqfxHEDiOZlEq+sSIDVNeDRo+Ch67n4vlZu2kJtfzD7HXUpRj+jHmFdYGrZZr/zqfRb85Xe4TNoFFPeazKgZ9/PuklUMHdybnQrz2bSjjoJCpzgKJU4q6jGYg3/0x4DzaKPJjN/RtLD7AEDYvmlVi5xOg86qQw4aw/K3n+lyzquxUNVYoRuNNHPAiEFhTdnMmVnk5Qm995hoGUq7DktFZC3u+fwm8M9Mt2PvqiTDQbN2Rz3jfnZr2CH04bt/1WTmLNoMWxCbcetYNGtzoapXquqxwDBgPs5i451EGheRbBFZBKwD/q6qCwJV+gOrvX7qgE1Ar8TFTx83VqxhZM12lmgDVbXVHFpbzRJtYGTNdm6sWJNwO5PXrmasNvAxME6VL3bUhNuZvHZ1uI+WtBsvHFwoI+Jjj8Fhh1dzytl/iln3yB/cxqaqM4Dl1NX+hG0bd1Bf9x5VFUey9I27fWVn8N7riSla33v9bhrDeU/g5Tv+GO7/ncXrqdr8E2A5WzefxtI37qaq4shwn8vmzYjZ7rJ5M8J1t6yvZsv6oxPaL1YbVRVHsnj2rQn33xUQkT4iMkNEXvbW9xaR6NMlRrvi15S9OTePkSNrEgoHaXQOvFnq04H3cGasi71nr5FhtCRca6z9yvp+wopVK+we72I0O2AXkd97D+jZwBCcEfGu8fdyqGq9qu7r1T/Yy5Ia0Xy03aLIMFFEForIwsr6+ii7tD9+Z9ENNDqLtjTBUaU2+FwpYauvnUptaFXipHiOJP7kC6EEC7Hqxkt4pFod4SC6oyZqGO4oRDqPQk24/9rahog2VasTToAUmWTJ94u0IHFS0Dm2vq7KEjBF8hDwKu4kA/wPl0TJaCUtSY4Uj5CmbN1H09mxA35ypobv6YWLPktKH0bmIiK74pKUHQHsB7wPlKdVKCMqrXX09O8XTGpkzqJdg0S8Gn+M03q/hnM2m+Wzb08IVa0E5gCjAkWfAwMARCQHF0N2Q5T9w1kQS7OzW9J1yvAnNeqJcxZtTYKjUsliCo2JlIp87ZRKVqsSJ8VLYhAtI2KsuqXdi2MmPBIpCJeJ3ERufnGCR1zgHWnoiPPD/eflZUW0KVKQcAKkyCRLvl+kBYmTggmXsnNKLAFTJGWq+jTQAOFZscx4g+6gtFbbFo/g/Z+fL0nvw8g4VuFenl9W1W+r6vdV9YZkNCwiD4jIOhFZGqNcROQOEVnuRZHbPxn9dlZam2TIv18wqZE5i3YNEjGJ2R/nePof4LvAeyIyv7n9RGRnESn1vhcC3wE+DFSbBYz3vo/GZUHMePt1iHQW3cnnLPqUZDGxR++E27mhzwDKJcvbV+ifmx92Tr2hz4CYzqrxiOdI8sS0i5k9W8IZEW+97jzmzs3jzDNh7tw8plwzPlz3zRd+Q/eSJ4AhFBY9SV7hBmAIBTs9zq1//n2Eg+h3fn4Za96/if++eB7L5vwf/33lRt4qv9CzQV8VLttl916NzqNZDzPj9tHh/ku67aBb0WPAEIq6Pc2wYy9MyFkVIh1bi3sVUNxrTni/IQeNYfHsqWF5ardXNtuGixV/ccL9dxG2ikgvvFkwz4nc1LVtIBVh1YL3f21t7Fk0o9OwHy7i2hki8i8ReSSJ5moP0VTZ5udEYKi3TATuSVK/HZLgrNnc+cvoP2wihf3Ppv+wiUy+6NRWOXpOuWZ8+Fk5f14Bu/YdGG5jyjXjI/pc+sHqmLNqyZrVM9qfRDKdDsNNsx2FixCxGud0emUz+w0HHgaycS8GT6vqtSJyLbBQVWd5oR8fxf3ZbADGqWpcu4NMTJwULzFSOoiXOCmYKGHu3DyOOqq22cQJze3nX7/ggmIqKn4KXAYyleJuT3LSiWsTSvgQKptVOYqpV70e9zjn3u6cTptLtBAvcVNnoh0SJ+0P3InzZ1kK7AyMVtWk5mXoSklV2iNxSSYmRzFaR7zESSJSDByOe16fiYv9sFsy+hWR3YAXVTVo1oqI3AvMUdUnvfWPgKPjzcR35nu8tUmMWtpuvOdovOd6pv8fWOKkViRO8nEjLsbrHcBeqnpMc4N1AFVdoqr7qepwVR2mqtd6269U1Vne92pVHaOqQ1T14OYG65lKvMRImUZQo7dhY3VC2rfm9vOvb91aj9+GfEtVZcIJH1Kh/Us0cZMRHy/e+lHAocDPgW8le7De1WiPsGoWuq3zIyILgX8BP8LNZB+ZrMF6AoSDR3h87m2LwO+L9vX6ze0kWvvT2iRGLW033nM03nPdkiV1XJqNEaiq328PQToy8RIjZRr77Decmc++w+hT65n5bDY9e+Ty7MzGN/F99hvO+qJjI/bptfWNJgkWevbIi9ivR8+dmPnsdkafWk9RUTbbt3spoGQqxd1KmflsLaNPrW824UOo7OTSVzjs/kg5gjIlSqKJm4zoiMiPYxR9U0RQ1b+0q0AdmGBIN78JWqqw0G1dghNV9es09Z1Q8AhVnQ5MB6dhT7VQ6aK1SYxa2m6852jw+ZzIM9fIfDpHKs00Ey8xUqaxreQc5rw1lPETCpjz1lB+O+OVsPbtH//6JttKzuHH/5+9O4+Purr3P/76ZCFhDwiiCC6IGwouxap1rVqrbdXe6257RWsv1aJVqtXa9l7tXi3U2upPpGrBWxfcl9Zaem1VrL1uyCaIIkVAFGTfkkCSz++P7zdhZjJJvpnMZL4zeT8fj3mQ+a4nmnPmzPl+Pud8fUbS6/irypuN0v3l4f9KOm/wof/VdF0qdkmKId/3mKub9v39n/tGXip9py1/a/HVHlEXbpIWnd7KK6OVkLuq1CTTz5/7YyWESoflsbMOCZNHhIYQZP93SZkuYtTe67b2OZr4+dzWsXriVjiiLJwkbWhtYaSWHHXnCW0es/mphRmWqHXV1b2ore1BWXUvNq5by9wFS9m0uYby7UuY9/c7qNm0otlCQamjdPPmL2s6r6L+A7bXbmq6bklNz6T7ba/dxOoV66mvK6Gmdh3/PuaXvLd4VYsLPjTKxgITkLxwU+riSK0thtSeY4uZu1+S7zIUi5lzlnLnpB2Po594soazzt4xPdvll+nxtBScp4ErzOwhgtWQN7R3Jrliku6JViYx61Gu29q+9hwrhUEd9jw54YET2jzmmh/+mDOqnsvqfRsXB8KfYuPqifzwkov58pnB3OyXX17K6tUnAdexcfVEFsy4p8XkzMYFmILHfNU88cRvqG/4OvhTbF5zIsHEAd9h4+qJCYslXUtD3QRef+seHnywhsceDUYUW2o8doxGNrR5bKa/f2u/Y3uOFYmiPY+uReLAzB4ETgAGmNly4EaClctx90nAs8AXCFbD2wroC75IDrTYYTezZ0gTh9bI3c/ISYkkp4IEzKdoTMCs235nU0LMli0NBAskNSZnTmnxOqkLMD366HZIt5SUX0Mwy9eOxZLq6iZFGlFMHY3Mxuhj6u/f2u/YnmNFoph6x5WMGfdbLr8seGr0l4fHcO2NU5ve6/G0tEcr+SUAWckvcfcL2tjvwLiO3kdEWtfaCHu0tealoKQmYJaVlTNtWjXnnQc9e5ZQXX0LcF2byZnBAkw1TYk0paXl1DeE121auChIOsUbF0u6FphAWVk5q1dXtzmimIvkmPYkoCpZVbKtPY+uRSI4vZV9TrDYoYgUgRY77O7+YmcWRNon0/juZ579BV886T/YvPFOevWuYupvLuaK707mmWdqqOxeR7BGxmTwblz07Zs4+ZyTOKPquWb3e2DSeC687FaeeaaGiu7dGXHCt/hgznNsWTeFit67UrPpQRrqJlNa2oe9DjubRa9NASYBlRx8UG8uv2xbmyOKqaOR2Rh9PODYS8O49ClNcenZOLaYdXQUL1xv4SWggqDNedTdb8xeCUW6JuWXiHQdbcawm9k+wM+BEQTrygPg7hpuzKNM47t/et03ExYxquWuqc81JcSUDrwC+BqNI+F3fO9GfvOfO6W9389ve6zpvOOvKgegapcDgWChoob6rwDXUF8/kX/NfADskqaR6h6VL7JqYdurZuciOSYxATWbxxa5jo7i1QInuvtmMysHXjazP7v7/2WthEUgW0nW0jWZ2ReBA0n+nC7O1YlEuqAoSae/J0gyuRX4LEFCSbp5V6UTZRrf3dp57ttJjDUP8onaf7/U2O/6ukk0xbf7Ncya9/tMfmXJk46O4oUxrpvDt+Xhq2jnYc5ULpKspWsws0lAD4LP6LuBs4HX8lqoVmxe8BGvHPbTfBdDYumntD2cV7yOaWVflA57d3d/3szM3T8AbjKzGQSdeMmTTOO7WzvPrBz3HbHmwWBo+vP2GHEIT68/Ndz7fNI9UmO/S0v7UF+/4/0hB6V/OLPjem07erdt7Z6PXTou01E8MysF3gSGA3e4+6sp+8cCYwF2H7JTNotcMHKRZC1dxmfcfZSZzXH3H5rZRBS/LlJUonTYa8ysBHjPzK4APgR2zm2xpC3tie9OfNR+4P6D+fjDvbj8sg+bVlo89ZyfMHPOUg7Yrw/z37mHINa8nLt/fW7a+408dBTe+9+46KgvpJ2jPDX2e/jh41n0+iNN7x++9+K05Zx44/Npt6c9FnjxtsiHZ0TzsCfryCieu9cDh5hZFfCEmR3k7vMS9neJVRBboxUIpQOqw3+3mtlgYA2wVx7LIyJZFqXDfjXBh/S3gB8DJwK5X09bWtWe+O7kR+1LWLtqOKsWBvHnp57zk6Z93/52DWefHUzT+NijtUx78iUu+cpxze63pueJ7L37l1ucozxd7Hfi+0E7b+/w798ZNA97Mx0exXP39Wb2AnAqMK+Nw7uUXCRZS5fxx/DL8C+BmQQhZ3fnt0gikk1tdtjd/XWAcJT9W+6+Keelkqxq7VF74r5Nm2iaW729cerbt/4P1/zwpIglyu5iULmiedibyWgUz8wGAtvDznp34GTg5twVszBpBULpgFvcvRZ4zMz+SBCyVpPnMolIFkWZJWY0QeJp7/D9BuBr7v5mG+cNBe4DdgEagMnuflvKMScATwH/Cjc9rqz27GvtUXvivt69gznVgxH21h/Jp8apH3zIyKyvyppvmoe9mUxH8XYFpoZx7CXAw+7+x9wVU6TL+SdwGEDYca81s5mN20Sk8EUJibkX+Ka7zwAws2MIOvCj2jivDrjG3WeaWW/gTTP7q7vPTzluhrt/qb0Fl+haetT+9PpT2dBvC7P/eRtP/3EJPaqGsPpjb4pvb+2RfGqc+j33/w6Y20m/UefQPOzNZDSK5+5zgENzXTiRrsbMdgF2A7qb2aHsmMGtD0Eoq4gUiSgd9k2NnXUAd3/ZzNoMi3H3j4CPwp83mdkCgoYltcMuodQkx/VXjoQwxzFbczRv217P+f95K2+/s4K+Qw+g7+Dzqa7uRW1tD8q2VfHg5DGRrpsap77zoIGwJfh53vxlHHf6r1m/YTNVfXvx0jNXc9CIoe3+/fOd5Kl52JvRKJ5IvHweuBgYAvwqYftG4Hv5KJAkW1tfx82rV/DOtlr271bB9QMG0780StdLJFlJhGNeM7O7zOwEMzvezP4f8IKZHWZmkT6ozWxPghG2V9PsPsrMZpvZn83swMglL0KNSY71dXPZuPo4brni6qZ9OxJHa+i/czBHc1SJ5w7Y5X0WL13MnZNqOGzfOcx9fkLSPc/92pQO/x7Hnf5rNmy8EFjEho0Xctzpv450Xurvv2DGPR0ui3Scme1iZp8iHMVrrPthSJtG8UTyxN2nuvtngYvd/bMJrzPbWoFYOsfNq1dwRG01c7yBI2qruXn1inwXSQpUlA77IcC+BPOu3wQcAHyGYGa9CW2dbGa9gMeAq919Y8rumcAe7n4w8FvgyRauMdbM3jCzN9bX10cocmEKkhx3LDD0rwWzm/bNnLOUs87ekTg6c070OZoTzz3vvCC5dMAAOPecerbXbk6656x5izv8e6zfsBn364DBuF/H+g2b2zwHmv/+W9Z1vCySFZ8nqOuNo3gTw9d4NIonEgf/MLN7zOzPAGY2wsyyEsNnZqea2UIzW2Rm302z/2Iz+8TMZoWvr2fjvsXinW21jcsGck34XiQTbXbYU761p75ObO3ccBnyx4D7033bd/eN7r45/PlZoNzMBqQ5brK7j3b30VWlpZF/uULTs98wsInACrCJ7HXAwU37guTQElavbjshNFXiudOmQe/esHo1PPxIKeUVvZLu2dKiRu1R1bcXZrcAKzC7haq+vSKdl/r7K8kzHjSKJxJ7vwf+QtAvBHiXYErmDgkTxe8ATgNGABeY2Yg0h05z90PCl6aTTLB/twrCTzUmhu9FMhFllphBwM+Awe5+WlhZj3L3VuMVzMyAe4AF7v6rFo7ZBVjp7m5mnyb4ArGmvb9EIUo3BeIHF+7K9y+4gM0b76RX7yoe+tUVTfs6MkfzDVedxZkX/YInnoSKCmOfYYO5/LI19B16ACNPOj/Sokbt8dIzV4cx7JPp2yeIYY9CSZ6x9w8zu4d2tgUiknMD3P1hM7sBwN3rzCwbj6M/DSxy98UAZvYQcCbKRYvs+gGDuXn1CkaFMexj++3M9SuXKqZd2i3KX8kUgm/v3w/fvwtMI+iMt+Zo4D+AuWY2K9z2PWB3AHefRLBS4uVmVkcwx/P57t4lVjlMNwXiqRN+wpdOWxlOv1jLtTdObZqXuSNzNF942a2ccopz3nkwbZrzj5fXsGrhZK56bgSz/vxe1hc1OmjEUNa+P7Hd5ynJM/Z+T2ZtgYjk1hYz24lgqlXM7EhgQxauuxuwLOH9cuCINMedZWbHEbQJ4919WZpjuqT+pWXcPGjHE/HrVy7liNpqHgYmhjHtiftFWhKlw57RN3d3f5kdU0y1dMztwO2RStoFtLbAUUesXVfTtCDSeefBM89oPQ3JSK5G8USkY74NPA3sbWb/AAYSDIh1VLrP8NRBtWeAB9291swuA6YSrIiefCGzscBYgEFdeET5nW21PMyOmPZRimmXiKLUmlx9c5cUrS1w1BH9+1UybVpNOMIevI+jF2/r+Oi+5JTaApEYCtc7OR7Yj6CTvdDds9GgLgcS5+QdQhCOnXjvxDDW39HCKsbuPhmYDLB/RWWXeJKezv7dKphYW801KKZd2idKhz1X39yLVqbzrqbGqU/44RhOPecnHZ57/YFJ4znzol/wzDNORYXx1H3jM/m1IsvWnPESO53SFmxe8BGvHPbTbF9WpGiZWSXwTeAYgi/UM8xskrt39HHq68A+ZrYX8CFwPnBhyr13DdddATgDWNDBexaV1P7Aab2q+FVtNXcC3YGb+uyU9ryZ1Vu46ZPlVDceN3AIh3XvGekeiosvTlFmiZkJHE8wleM3gAPDlQulBZnOu9oYp75q4WSee+QHXHvj1IznXk/089se4wunGX/4A3zhNOPntz2W0XWi6sic8RJfagtEYus+4ECC6ZFvJ5jR5X86elF3rwOuIJiBZgHwsLu/bWY/MrMzwsO+ZWZvm9ls4FsECzlJKLU/8Ks1HzEGWASMAX7RQv/gpk+WJx130yfLI99Dc70XpzY77GZ2DtDd3d8GvgxMi7pgUleVrXlXOzL3ei6uE9f7SecIR/G+BfwY+CEwLtwmIvm1n7tf6u5/D19jCdZP6TB3f9bd93X3vd39p+G2/3b3p8Ofb3D3A9394HC613eycd9ikdofqAauDd9fC6z3hrTnpR5X3Y57aK734hRl4aT/cvdNZnYMwQIqU4E7c1uswpateVc7Mvd6Lq4T1/tJp8nJKJ6IdNhbYU4JAGZ2BPCPPJZHQqn9ge4Eq9CtCP+tsvTdsNTjurfjHoqLL05ROuyNs0B8EbjT3Z8CuuWuSIXv+gGDebWiO6OshFcrunP9gMFtn5TG1DuuZO2q4Vx+WSVrVw1v19zrubhOXO8nnSZno3gi0iFHAK+Y2RIzWwL8EzjezOaamcLW8ii1P3DTwCFMsxL2AaZZCT8fNDTteTcNHMJUYDjBKOlNA4dEvkemfQ6JtyhZCR+a2V3AycDNZlZBtI5+l5U672qmOjL3eravM2/+snAxpM30rapi789cTc9+O37HVSs/4SuXdDxBVmLtLTM70t3/DzSKJxIjp+a7AMUmNZFzbL+dmbxuVdrEzlwkfR7WvSdP775fNn4VKRJROt7nEiScnOru64H+wHdyWiqJneNO/zUbNl4ILGLjhnOZ+/yEpP1XfP0bSjQtfhrFE4khd/+gtVe+y1eIUhM5b1i5rMXEztaSPlP33fTJcs7zBt4DzvMGbljZ8TWmlHTaNbT5FdDdtwKPJ7z/CPio5TOkGK3fsBm4DhiM+3Vsr52ctH/OrPlMujP7iz5JrGQ0imdmQwni33cBGoDJ7n5bNgsmIpJNqQscTfKGpMTOxAWPWlsMKXXfnSQnk97VQtJpR8qqxZiKk0JbJJKqvr0wuwVYgdktlFf0Sto/6pARSjQtch0YxasDrnH3A4AjCWaXGdE5pRYRab/URM4qK2kxsbO1pM9Mk047UlYlnRYnzawvkbz0zNVhDPtk+vStYu/PXJu0//a772L8Jec1LfqkRFNplPhULpxxagGwGzA/rwUTEUmQuFhRJbCxrBtT6+vYv1sFF/XozaR1q7iTYNaN8tpqTlm6kCor4aw+/bk3XAwpdd8JPfpwT8K+T1X24N6arUwK35d6Q9Ox3x0wmGkb1/DOtlr2KCvnw+3b2IRTZSV8s/8g/t/alaz3BqrCZNW9uwWz6l4/YDA3r17BqIR4++tXLtVCSkVGI+wSyUEjhrL2/Yk0rL6LRR+9npRwCrDzoIFJiz4p4VTSMbM9gUOBV/NbEhGRZImLFV0MfFi3jaeG7sPNg3Zn8rpVXBLuu4Qgma8xDv2+Daub9u0CfCVh35+2rOdr4b6vAW/WbE16X5pw7E2fLG+KRT9uey1VeNO+CWs+ajH2vXGii8SyKqa9+KjDLiKdwsx6AY8BV7v7xpR9Y83sDTN7Y319ffoLFKi19XVcv3IpZy57j+tXLmVtfV2HjhOR3GhtsaLEfd8B1iUcty1h31oas72a70v3fkvK/a5JuMfahH21RFtwCbSQUrHKWYfdzIaa2d/NbEG4bPFVaY4xM/uNmS0yszlaQVWkOJlZOUFn/X53fzx1v7tPdvfR7j66qrS08wuYQ1FncNBMDyL51dpiRYn7fgn0SziuW8K+/sAtLexL975nyv0mJtyjf8K+CqLHviumvTjlcoQ9SqLZacA+4WssWkFVpOiYmQH3AAvc/Vf5Lk9nizrapVExkfxqbbGi1H1roWnxo8v77dy072PgQaxp39m9+3NvuO9e4Is9q5qOnQJ4wnVuGjikaQGkl8orWJ9wnWt32jXSgkughZSKVc6yECImmp0J3OfuDvyfmVWZ2a7huV3eylUbGDPut1qMSArd0cB/AHPNbFa47Xvu/mwey9Rp9u9WwcTaaq6h9dGuqMeJSHakW/CopcWKWlvIaG19HTO2buKdbbXsXlbOR3Xbgp44cFzP3lzSb2DS8d/caVCz++/VrYI9u1W0uujiCT37RPq9srV4o8RLp8Swt5JothuQuGrA8nCbAGPG/VaLEUnBc/eX3d3cfZS7HxK+ukRnHaKPdmlUTKRzZSsMLfE6W7bXcr57pIWRFAYn7ZHzeX5aSzQDLM0pnuYaYwlCZhjUhaYmmjlnKXdO0mJEIoUsF6Nd72+r4YaVy9JO8ZYqF8umS9dhZqcCtxFMaHK3u/8iZX8FwcJonwLWAOe5+5LOLmcmsrXgUOJ11hEkjEZZGEkLHkl75HSEva1EM4IR9cRArCEEeRJJijkhrTWHjdpdixGJdBHtGW27YeWyyMubaxRPMmVmpcAdBPlmI4AL0uSiXQqsc/fhwK3AzZ1bysxlKzkz8Tr9CBJGlRwq2ZbLWWKiJJo9DVwUzhZzJLBB8es7TL3jStauGs7ll1WydtVwLUYkUgBSp2ecWb2Fc5e9xylLF3Lusvd4f1tN07Ezq7dwxtKFfG7pQubUVjODIHZwNjC/tqalW7DeGzTFm3SGTwOL3H2xu28DHiLIPUt0JkEeJsCjwEnh53/sZSsMLfE6PcsreMhMyaGSdbl8Lpo20QzYHcDdJwHPAl8gWENgK8F6BBIatHNfnnvkB/kuhoi0Q+OI9sPAxNrqpsVYrgUmhKPhDw/dByBp34nAZ4AnCUbmFrTS56myEiaEnfZIo3hKZpXMpMszO6KlY9y9zsw2ADsBqzulhB2QrXC1TK+j5FBpj1zOEvMy6WPUE49xYFyuyiAi0tlS41LvJHnBk8SY1sTFWFIXXJnaPJ2nyc8HDeWGlcu4KyGGvSWpy5ZrFE/aIUqemXLRRDqBao2ISAclJnZWEIxkN45oNy64ci3wQ4KFU05ZupAqK2laDOVadiy4cl34786lZZy77L2mxNLvDhjMtI1reGdbLXuUlVPvLXfoRbIkSp5Z4zHLzawM6Evw/TOJu08GJgPsX1GpP16RduqUaR1FRIpZYmLn6d7AQ1bSFJd608AhTQuePEwQ99eYLNpAsHjKcIJe0J+AQ4DngA/rticllt70yfKmexy3vZYqNHWc5NzrwD5mtpeZdQPOJ8g9S/Q0MCb8+Wzgb+HTcxHJIo2wi4hE0Nr0iPNqq1kCTCKYJWKLN/CncJGVxCTTBoIe0KHASKAWOAaYC9QQZOwdTNB5H05yKM0kaEoe/Q5wf+I+b+D6lUvTlk1Tx0mmwpj0K4C/EEzreK+7v21mPwLecPenCSaX+B8zW0Qwsn5+/kosUrw0wi4iEkFrI9WlwLkEI+fnhu8bJU7BeAnwCfAWMAqoDP99K9x3Hjumg+sW/tv4vjHUZgXBtHH9E/Z1hxbLpqnjpCPc/Vl339fd93b3n4bb/jvsrOPuNe5+jrsPd/dPu/vi/JZYpDipwy4iEkFr0yPWkDwanjghY+IUjNcRDEE2Hrct4bzrCKbaGE4wR14NMIdgNH4Oweh84xRwL5VXsJ5NV8+TAAAgAElEQVQdU8e5WYtl09RxIiKFTyExIiIRDC0r55DttWwBegAl3sCZy95j/24V9DFjgnvTNIuV0LSvb8K+XxKEzCSOov+SIMTlFoIO94vhvqkE4TH3EYyM11R0b5oCLjE8Z69uFWxtaODE7bWsJRh5H1berancmjpORKTwaYRdRCSClXXb+CpB2MtXCTrejSEou5Z1a0osnQp8MWHfoIR9D5qxDppGxgeXlvMsQaLpnwnCZRr33TRwSIsj46nhOR/VbeM0YBbBkpQFsWqNiIhEphF2EZEINoSj5KlJn9cAU+u281S4GNKZy97jF96Qdl+qM5a9y9zwOiuAkWb8aei+TfsP694z7XmpiaST3PlOQtlGbd+W9rzWEmdFRCS+NMIuIhJBlZU0JYEmhrakJnK2J8mzEktKLK2MODaeeo8qK4l0T03xKCJSmNRhFxGJ4OeDhjaFtjxkRs/yirThKu1J8qx2T0osrY44fXXqPX4+aGike7aWOCsiIvGlZ6EiklNmdi/wJWCVux+U7/JElS585OEWQlsStSfJc0RFJQfXVickllZGOi/dPaLcc/9uFUysrW5ahVVTPIqIFAaNsItIrk0BTs13IdqrM8JHOnvKRU3xKCJSmDTCLiI55e4vmdme+S5He7VnhdBMkzk7e8pFTfEoIlKYcjbCbmb3mtkqM5vXwv4TzGyDmc0KX/+dq7KIiLRXe5JHlcwpIiK5lMuQmCm0/Rh8hrsfEr5+lMOyiEiMmdlYM3vDzN5YX1+f7+IA7QsfUTKniIjkUs5CYgr1MbiIdD53nwxMBti/ojLaVCk51p7wESVziohILuU76fQoM5ttZn82swNbOiiOo28iIo2UzCkiIrmUz6TTmcAe7r7ZzL4APEmwKnczcRx9E5FozOxB4ARggJktB25093vyW6rsUjKnFBsz6w9MA/YElgDnuvu6NMfVA3PDt0vd/YzOKqNIV5K3EXZ33+jum8OfnwXKzWxAvsojIrnh7he4+67uXu7uQ4qtsy5SpL4LPO/u+wDPh+/TqU7IRVNnXSRH8tZhN7NdzMzCnz8dlmVNvsojIiIiTc4EpoY/TwW+nMeyiHR5OQuJSfcYHCgHcPdJwNnA5WZWB1QD57tHXJdbREREcmmQu38E4O4fmdnOLRxXaWZvAHXAL9z9yU4roUgXkstZYi5oY//twO25ur+IiIi0zMz+F9glza7vt+Myu7v7CjMbBvzNzOa6+/tp7jUWGAswKMKiYiKSTLVGRESkC3L3k1vaZ2YrzWzXcHR9V2BVC9dYEf672MxeAA4FmnXYNXmESMfke1pHERERiZ+ngTHhz2OAp1IPMLN+ZlYR/jwAOBqY32klFOlC1GEXERGRVL8APmdm7wGfC99jZqPN7O7wmAOAN8xsNvB3ghh2ddhFckAhMSIiIpLE3dcAJ6XZ/gbw9fDnV4CRnVw0kS5JI+wiIiIiIjGmDruIiIiISIypwy4iIiIiEmPqsIuIiIiIxJg67CIiIiIiMaYOu4iIiIhIjKnDLiIiIiISY+qwi4iIiIjEmDrsIiIiIiIxlrMOu5nda2arzGxeC/vNzH5jZovMbI6ZHZarsohIfpnZqWa2MKzv3813eURERApJLkfYpwCntrL/NGCf8DUWuDOHZRGRPDGzUuAOgjo/ArjAzEbkt1QiIiKFI2cddnd/CVjbyiFnAvd54P+AKjPbNVflEZG8+TSwyN0Xu/s24CGC+i8iIiIRlOXx3rsByxLeLw+3fZR6oJmNJRiFB9h8zNKFC3NctgHA6tze4aJ2HU2uyxMqub/NQ9KWZWDb5+VKp/23iSif5dkjT/dtS7q6fkTiAUVZx9tH5WlZnMoCquMdtnBb7epjli78IMe30d9N6+JUnjiVBWJax/PZYbc02zzdge4+GZic2+LsYGZvuPvozrpfW+JUnjiVBVSeAtFmXVcdV3laEqeyQPzKU4jcfWCu7xG3/08qT8viVBaIX3ka5XOWmOXA0IT3Q4AVeSqLiOSO6rqIiEgH5LPD/jRwUThbzJHABndvFg4jIgXvdWAfM9vLzLoB5xPUfxEREYkgZyExZvYgcAIwwMyWAzcC5QDuPgl4FvgCsAjYClySq7JkoNMezUcUp/LEqSyg8sSeu9eZ2RXAX4BS4F53fzvPxYrb/yeVp2VxKgvErzySXtz+P6k8LYtTWSB+5QHA3NOGjYuIiIiISAxopVMRERERkRhTh11EREREJMbUYU9hZqVm9paZ/TEGZVliZnPNbJaZvRGD8lSZ2aNm9o6ZLTCzo/JYlv3C/y6Nr41mdnUeyzPezN42s3lm9qCZVearLNI21fMWy6I63nJ5VMcLiOp4i2VRHW+5PLGu44phT2Fm3wZGA33c/Ut5LssSYLS7x2JBATObCsxw97vD2T56uPv6GJSrFPgQOMLdc70YR7r77wa8DIxw92ozexh41t2ndHZZJBrV8xbLojqe/v6q4wVGdbzFsqiOp79/7Ou4RtgTmNkQ4IvA3fkuS9yYWR/gOOAeAHffFodKHjoJeD8flTxBGdDdzMqAHmie8dhSPU9PdbxNquMFQnU8PdXxNsW6jqvDnuzXwHVAQ74LEnJgupm9GS7dnk/DgE+A34ePGe82s555LlOj84EH83Vzd/8QmAAsBT4iWFNger7KI21SPU9PdbwFquMFR3U8PdXxFhRCHVeHPWRmXwJWufub+S5LgqPd/TDgNGCcmR2Xx7KUAYcBd7r7ocAW4Lt5LA8A4SO9M4BH8liGfsCZwF7AYKCnmX01X+WRlqmet0p1vOUyqI4XCNXxVqmOt1yG2Ndxddh3OBo4I4w1ewg40cz+kM8CufuK8N9VwBPAp/NYnOXAcnd/NXz/KEHFz7fTgJnuvjKPZTgZ+Je7f+Lu24HHgc/ksTzSMtXzlqmOt0x1vHCojrdMdbxlsa/j6rCH3P0Gdx/i7nsSPJr5m7vn7duVmfU0s96NPwOnAPPyVR53/xhYZmb7hZtOAubnqzwJLiCPj9FCS4EjzayHmRnBf5sFeS6TpKF63jLV8VapjhcI1fGWqY63KvZ1vCzfBZAWDQKeCP5uKAMecPfn8lskrgTuDx9fLQYuyWdhzKwH8DngG/ksh7u/amaPAjOBOuAtYrq0scRO3Oq56ngaquPSAarjrVAdj07TOoqIiIiIxJhCYkREREREYkwddhERERGRGFOHXUREREQkxtRhFxERERGJMXXYRURERERiTB32LsbMTjCzP0bdnoX7fdnMRiS8f8HMRkc4b9dslMfMBppZvqfDFOk0quMixU11vGtSh11y7cvAiDaPau7bwO86enN3/wT4yMyO7ui1RCQt1XGR4qY6HgPqsMdMuCran8xstpnNM7Pzwu2fMrMXzexNM/uLme0abn/BzH5tZq+Ex3863P7pcNtb4b/7tXbfNGW418xeD88/M9x+sZk9bmbPmdl7ZnZLwjmXmtm7YXl+Z2a3m9lngDOAX5rZLDPbOzz8HDN7LTz+2BaKcRbwXHjtUjObYGZzzWyOmV0Zbl9iZj8zs3+a2Rtmdlj43+Z9M7ss4VpPAl+J+vuL5JLqeBPVcSlKquNNVMezyd31itGL4A/8dwnv+wLlwCvAwHDbecC94c8vNB4PHAfMC3/uA5SFP58MPBb+fALwxzT3bdoO/Az4avhzFfAu0BO4mGBltL5AJfABMBQYDCwB+odlnQHcHp4/BTg74T4vABPDn78A/G+asuwFvJnw/nLgsYTfp3/47xLg8vDnW4E5QG9gILAq4fzdgLn5/n+rl17uquPhdtVxvYr2pTquOp6LVxkSN3OBCWZ2M0HFm2FmBwEHAX+1YHnjUuCjhHMeBHD3l8ysj5lVEfzBTzWzfQAnqIBRnQKcYWbXhu8rgd3Dn5939w0AZjYf2AMYALzo7mvD7Y8A+7Zy/cfDf98E9kyzf1fgk4T3JwOT3L0u/D3XJux7Ovx3LtDL3TcBm8ysxsyq3H09sIqgMRKJA9Vx1XEpbqrjquNZpw57zLj7u2b2KYJvrT83s+nAE8Db7n5US6elef9j4O/u/m9mtifBN+KoDDjL3RcmbTQ7AqhN2FRP8Ddk7bg2CddoPD9VNUHjklie1N8x9VoNKWVrSLh2ZXhNkbxTHQdUx6WIqY4DquNZpxj2mDGzwcBWd/8DMAE4DFgIDDSzo8Jjys3swITTGuPjjgE2hN+c+wIfhvsvbmcx/gJcaeEwgJkd2sbxrwHHm1k/MysjeBzYaBPBKEF7vEvyN/bpwGXhtTGz/u283r7AvHaeI5ITquOA6rgUMdVxQHU869Rhj5+RwGtmNgv4PvATd98GnA3cbGazgVnAZxLOWWdmrwCTgEvDbbcQfLP/B8Gjt/b4McGjtzlmNi983yJ3/5AgXu5V4H+B+cCGcPdDwHfCpJe9W7hE6vW2AO+b2fBw093A0rA8s4EL2/n7fBb4UzvPEckV1XHVcSluquOq41lnYTC/FCgzewG41t3fyHM5ern75vDb8xMEyTRPdOB6/wZ8yt1/kIWyvQSc6e7rOnotkc6mOh7pWqrjUrBUxyNdq8vXcY2wS7bcFI4mzAP+RTAFU8bCRmJJRwtlZgOBX3XlSi6SJarjIsVNdTzGNMIuIiIiIhJjGmEXEREREYkxddhFRERERGJMHXYRERERkRhTh11EREREJMbUYRcRERERiTF12EVEREREYkwddhERERGRGCvLdwHaq7yyt1f2HJjvYojEzua1/1rt7gVfOVTHRdJTHRcpbq3V8YLrsFf2HMihp/0s38UQiZ0Z91/wQb7LkA2q4yLpqY6LFLfW6rhCYkREREREYkwddhERERGRGFOHXUREREQkxtRhFxERERGJMXXYRURERERiTB12EREREZEYU4ddRERERCTG1GEXEREREYkxddhFRERERGJMHXYRERERkRhTh11EREREJMbUYRcRERERiTF12EVEREREYkwddhERERGRGFOHXUREREQkxtRhFxERERGJsbx32M1sPzOblfDaaGZX57tcItI6M6s0s9fMbLaZvW1mP0xzTIWZTTOzRWb2qpnt2fklFZFMqI6LxEfeO+zuvtDdD3H3Q4BPAVuBJ/JcLBFpWy1worsfDBwCnGpmR6Yccymwzt2HA7cCN3dyGUUkc6rjIjGR9w57ipOA9939g3wXRERa54HN4dvy8OUph50JTA1/fhQ4ycysk4ooIh2gOi4SH3HrsJ8PPJjvQohINGZWamazgFXAX9391ZRDdgOWAbh7HbAB2CnNdcaa2Rtm9sb2mk25LraIRKQ6LhIPsemwm1k34AzgkTT7VNEj2Fa9ntnTJ/LKtHHMnj6RbdXr810kKXLuXh+Gsw0BPm1mB6Uckm6kLXWEDnef7O6j3X10eWXvXBRVRDKgOi4SD7HpsAOnATPdfWXqDlX0aBbMuIeNq4+jvm4uG1cfx4IZ9+S7SNJFuPt64AXg1JRdy4GhAGZWBvQF1nZq4USkw1THRfIrTh32C1A4TIdsWbcY/BpgMPg1wXuRHDGzgWZWFf7cHTgZeCflsKeBMeHPZwN/c/dmo28iEj+q4yLxEYsOu5n1AD4HPJ7vshSynv2GgU0EVoBNDN6L5M6uwN/NbA7wOkF86x/N7EdmdkZ4zD3ATma2CPg28N08lVVE2k91XCQmyvJdAAB330qaJBVpnwOOvZQFM+5hy7op9Ow3jAOOvTTfRZIi5u5zgEPTbP/vhJ9rgHM6s1wikh2q4yLxEYsOu2RHt+5VHHzKNa0es616fdipX9zUqe/WvaqTSpiZQiyziIiISLbEIiRGOk8hJqYWYplFREREskUj7F1MkJj6FDsSU6c0OyZuI9pRyiwiIiJSrDTC3sVESUyN24i2kmlFRESkK1OHvYs54NhL6TPgJUrLRtJnwEtpE1PjNj1klDKLiIiIFCuFxHQxURJTe/YbxsbVE4NOewxGtKOUWURERKRYaYRdmtGItoiIiEh8aIRdmonbiHbckmBFREREOpNG2CX24pYEKyIiItKZ1GGX2ItbEqyIiIhIZ1JITBdXCOEmcUuCFREREelMGmHv4goh3ERJsCIiItKVaYS9iyuEVUTjlgQrATMbCtwH7AI0AJPd/baUY04AngL+FW563N1/1JnlFJHMqI6LxIc67F2cwk2kA+qAa9x9ppn1Bt40s7+6+/yU42a4+5fyUD4R6RjVcZGYUIe9izvg2EvDGPYpTTHsIlG4+0fAR+HPm8xsAbAbkPphLkViy7qlzJ5+K/V1Gykt68PBp4ynZ7/dWz2nEPJkJD3VcYmTttqSxv2b1y7CrBKnll799i6aNicWMexmVmVmj5rZO2a2wMyOyneZitW26vXMnj6RV6aNY/b0iQAcfMo1fOa8Ozj4lGvo1r2q2THbqtd3WnlyeS/JHTPbEzgUeDXN7qPMbLaZ/dnMDuzUgklWBZ31C4D3qK+7gNnTb23znELIk5G2qY5LvrXVljTub6j/FPV1F9BQN6+o2pxYdNiB24Dn3H1/4GBgQZ7LU7SifHh25gesPswLn5n1Ah4Drnb3jSm7ZwJ7uPvBwG+BJ1u4xlgze8PM3thesym3BZaM1ddtBK4FBgPXhu9bp2lZC5/quMRBW23Jjv1zaWqniqjNyXuH3cz6AMcB9wC4+zZ31zBrjkT58IxyTLqR8UxGy/VhXtjMrJzgg/x+d388db+7b3T3zeHPzwLlZjYgzXGT3X20u48ur+yd83JLZkrL+gATgBXAhPB963r2GwY2MThHeTIFR3Vc4qKttmTH/pE0tVNF1ObkvcMODAM+AX5vZm+Z2d1m1jPfhSpWUT48oxyTbmQ8k9FyfZgXLjMzgi/aC9z9Vy0cs0t4HGb2aYI2Z03nlVKy6eBTxlNa9iCwD6VlD3LwKePbPEfTshYu1XGJk7baksb9JaVvUlr2ICVlBxVVmxOHpNMy4DDgSnd/1cxuA74L/FfjAWY2FhgLUNGj2Rd3aYcoSabDDz8njFWdRGlpH4Yf3vxDefPaReB9gUPBR4ZJHiXtniJSSa8F7WjgP4C5ZjYr3PY9YHcAd58EnA1cbmZ1QDVwvrt7PgrbVWSa5BnlvJ79ducz592adM7s6RNbPUfTshY01XHJqkzap+bJ7tenTXYv9rYmDiPsy4Hl7t6YyPIoQQe+iR6lZU/jH3RikmmqRa8/Qn39hcB71NdfyKLXH2l2jFklMAp4CxiFWWVGo+VRyiPx5O4vu7u5+yh3PyR8Pevuk8IPctz9dnc/0N0Pdvcj3f2VfJe72GWaF5LJecpBKW6q45JtmbQZmSS7F6O8d9jd/WNgmZntF246CU0ZlVdR4sqdWhKTz5xaPfoWiYFM80IyOU85KCLSHpm0GZkkuxejOITEAFwJ3G9m3YDFwCV5Lk/s5XJu44reu7B13SHAFqAnFb13aXZMr357Jy241Kvf3kX/OEqkEGS6GFom52nhNRFpj0zajNKyPtTXTSDotEdLdi9Gseiwu/ssYHS+y1FIGh8r4U+xcfVEFsy4J2ud5ZpNa4Cv0lg5ajY90OwYxZ6LdL4oX9Sj1M10CyCl5q7svNfpzLj/m0ANUMnIk8ZRtUvyFNtR8l1ERBolthklJT2prxvEP6Z9E6MC9xp6VO0BGNUblja1XwefMj485y6ggoaGemZPn9jUtqW2iem2dXRAMw4LwOU9JEYyk8tH0Q11m0h8/BS8j1KmpbwybTwz7r+UV6aNZ8u6pVkrk4hEi/+MkheSLia0We7Ka48AFwOLgIuZ+/wdza4TJd9FRKRRYpvRUN+fLetOpqFuXrDQUf2n2Lymhs1rTkhq4xqT3fsMHAF2Cd6woNXZ6XKRWxOHfB112AtULqdDjDLXcro/XiWGiORWtr6op4sJTb02KXkqwUh7bsojIl1DUpvBWuA77Ghj5iZvS2lT0rU3Ubdltdx5auvUYS9QuUzwjDLXcro/XiWGiORWtr6op/tSnnptqEg6BipzVh4R6RqS2gz6A79kRxszMnlbSpuSrr2Jui2r5c5TW2eFNl1q752G+aGn/SzfxYilKDFWqbGrI47/Oh/Mea7NuKzUazc0bGfz2pOaEkf6DHiJLeuWhyPsQex7SdkD9Oo3NK8xX13JjPsveNPdCz4XRHW8ZVHqeJRj1n/8dhjisiM+vUff3ZLOG7zfMbzz8lRai2HPVlxnHOJDC4HquBS6xLreve9QwNi64YNWY9gheKq/ed37CcftCThb13+AWSVOLb367d3hGPaW2qLOaqNaq+NZ67Cb2WjgWILh1WpgHvC/7r42KzcIqaK3bPb0iWEi6o5OdGoi6ivTxid1qmEK2CWtnpPu2r36/42SkrKkP97tNRuTvgxU9N6Jres/3+a1JTv0YS4QrR2Ickxnilt54kp1XLqidO0DkJM2I99tUWt1vMOzxJjZxcC3gH8BbwILCZ6dHgNcb2bzgP9yd2Ug5lgQptL6SqOpYSswKSW0ZUraGSQ2r3s/6dpbN/yeo8/7f0nX7ta9KmkVxFemjWt2bckPM+vHji/TS9y9Ic9FkhyJ0g5EOaYzxa08hUh1XIpVi+1DDtqMOLdF2Yhh7wkc7e5nufvP3P3ucOWzb7n7p4BbgX2ycB9pQ5QYq9TYVahsdk665FFLiWcN3ne8PJI7ZtbXzL5nZnOB/wPuAh4GPjCzR8zss/ktoeRClHoXt7oZt/IUCtVx6Qo6K069pXvFRYc77O5+h7tXt7J/lrs/39H7SNuiJKKmJpSOPGlcs3PSJY+61wBzgEOBOeH7jpdHcupRYBlwrLvv5+7HuPtodx8K/AI408z0P6XIRKl3caubcStPAVEdl6KXrn3IVZsR57YoawsnmdleBCuW7pl4XXc/I1v3kNZFWWm0cT7TRKmJZOlWFevedxCb1ywHHFgeJoZInLn751rZ9yZBCJt0QVs3fMjGT94Hatj4yfts3fAh0HaiVq4Sr7RKcmZUx6XYNLYxyQmmQSKq42xZt5zXn7qBXv2HJyWYvvH097Oa+D76jJ/GLvE9m9M6PgksAX4LTEx4SYFJP62jAacBs8J/rc3rxGGhAQmY2SgzO8PM/r3xle8ySW5EqXfBDDEXk7goUpTzVKfjS3VcikFjG5NuMaXEbdleJKkQ2rasjbADNe7+myxeTzoo09GwdKPw1RuWsmOBg++wdcNUZk+f2MYUkvFN3uhKzOxeYBTwNtCYiObA4x287lDgPmCX8LqT3f22lGMMuA34ArAVuNjdZ3bkvtK6aPWuhtTk80JMVpWA6rgUi6Q2hmsJwnCd5AWWDgW/L6vJp4XQtmVzhP02M7vRzI4ys8MaX1m8vrRTNr8xpiZiGBVtXjvOyRtdzJFhXOsYd78kfH0tC9etA65x9wOAI4FxZjYi5ZjTCJLO9wHGAndm4b7Simj1rpLU5PNCTFaVJqrjUhSSF1ZKs5hS47YsJ58WQtuWzRH2kcB/ACeS/A3/xCzeQ9oh02+M6aZ1PODYS8PR+in07DeMzWtr2pyyMfWcOCVvdDH/NLMR7j4/mxd194+Aj8KfN5nZAmA3IPE+ZwL3ebDgw/+ZWZWZ7RqeK63I9AnZHqNODUNe7gSvZI9R45ods/8xY3jn5d8Dk4AK9j/mYvruvF9SfR1++DnNnqLlqk5r4aQOUx2X2EleJGl3wNm6YWmriyQ1tjGb1/0+5bgX2LphatO2Xv03pCySFL1NStfeNN137b2YVbJ5XS2zp0+MVVuUzQ77vwHD3H1bFq8pHdCz3zA2rp7YtABA1G+MO6Z1vJb6ugnMnn4rnznv1qSksGBxgdavrUSy2JhK8IH+MVBLkIDg7j4qWzcwsz0Jnl2+mrJrN4JZLBotD7fpw7wNjU/I8KfYuHoiC2bcE6k+zX/xboL49CBpfP6LdzcLcVux8GWwrzXV3xULX2LgHkekqePN75+LOp3p7ypNVMcldhLr9eY1vwT+TLCm5gRgTjiRxWnAdzrUxrT3+Jbam4NPuSZp4aS4tUXZDImZDcTja4gAmU9PlG5ax2xdW/LiXoKnX6cCpwNfCv/NCjPrBTwGXO3uqX8s6bKTmy2vbGZjzewNM3tje82mbBWtoAVPyBKfYi2OdF6U+hvl2pnePxOdea8ipTousZNUr/kOsJYdcehzw/dhbHon1vvW2ps4t0XZ7LAPAt4xs7+Y2dONryxeX9pp64YP2bT6ferrqtm0Opi6bcu6pbwybTwz7r+UV6aNZ8u65gvQlpT2JIhk2hk4kZLSnmyrXs/s6RN5Zdo4Zk+fyPaa5p0Aia2l7v60u//L3T9ofGXjwmZWTvBBfr+7p0twWw4MTXg/hCAQMYm7Tw5jcEeXV/bORtEKXqYxlamLowXv23/tzozpLIT40ZhTHZfYSY5H/yVBLHoLsemdWO9ba2/i3BZls8N+I0FYzM9o57SOZrbEzOaa2SwzeyOLZerS5v3tDtwvBhbhfjHz/nZH2lVMU3XvM4jEKRy79xnULIF19vRbYz8FkjR5x8weMLMLsjnlWzg7xD3AAnf/VQuHPQ1cZIEjgQ2KbY1m+OHnUFr6ALAPpaUPMPzwc5ods/7jt5lx/zeZcf/XmHH/N1n/8duMOP7rwBRgODAlfJ8sbosr6Yldh6mOS+wk1use/f5KSdl6gnbpXuAfwMf06PsXSsoOorT0ATavXcTs6RPZVr2+Q/dNHWBMvV5r7U2c26JsxrAvBT7ycAlMM+tOMOoe1WfdfXUWy1MwMkm4SpcY2rPf7knHBP8rdjwad59EfV0tyY/L72p27epNH5I4hWP1pqkYlpTAWl83CWg96VRioztBXOspCds6POUbcDTBY/i5ZjYr3PY9YHcAd58EPEsw3dsiginfLungPbuMRa8/Qn39hcA11NdPZNHrjzSLpdwxn3oQrz73+TvoM3BvsEua4tM/mPNcs8XRouSXdGYOivJdOkx1XGInsV7Pnj6RhvqvEPQbghh2GEXtlgfp1W/vrMaNt5UT01p7E1e8218AACAASURBVOe2KJsd9keAzyS8rw+3HZ7FexSlTBKuWkoMTWRWifuOFUvNKimv7M626h3bunWv4pDT9kk67/Unu1Fbfwvu12F2C90qutF/yL589N6v8IZvYyW/oryiiu21O94P2vvAZteRzjXj/vTb3T0nH6Du/jJtrKAVzhzRfJoSaVMu51OX4qI6LnGXfn71+6ivuyvrbVaxtoHZ7LCXJc4Q4+7bzKxbxHMdmG5mDtzl7pMTd5rZWIL5XanoMSBb5Y2NTP64mieWNR8pP+jEcWFYzCTMKjnoxHHc/osTOP3Er7Jx01306d2Hl/90JQeNSJ4J7P5u69lz6N0sXTqZ3XcvYdXKOt584lzO/doUZs27l0MOGsYdt4xj3HWPN71/+N6LGbRzVmcUk3b6bQvbzWwqcJW7rw/f9wMmZmmeZsmRaLM8Nc6nfi2J86lnMjuUFC7VcYm7pHapKYY9yLHp2W9IVtusYm0Ds9lh/8TMznD3pwHM7EwgaojL0e6+wsx2Bv5qZu+4+0uNO8MO/GSA3jsNa5Z9Xugy+eMqKetNQ92OD+qSsuZJPD367kbvAXs3hdr06Lsb1/38PagcQmn1Yqgcwn/+uj/dupcnX7vHUFav/hh3WL3aKOkR5BN1776JiopqunffxMABfXjxj1dl49eX3BvV+EEO4O7rzOzQfBZI2hZlzvORJ40Lw2ImAZWMPGkcPfrupvUPuh7VcYm1xHnOG+oNqKG07G0OPmU85ZV9stpmFesaMNnssF8G3G9mt4fvlxPEvrXJ3VeE/64ysyeATwMvtX5W8Yjyx/XibduT3h/9bgWvv3UPdXWTKCsr5/BDq3jxtu2s6Xki//71GUD6UBugzfCbmppebF7zdeA7VFf/kl47vcCYcb+l/86LuHNSA489uogx437Lc4/8IDf/QSTbSsysn7uvAzCz/mS37kue9Oi7G30GJn8pTyc152XoyJNY8tafCMKeUxdOCq71nVu/x4QrxrFh/Xr6VlXx9F//hxEH7d+pv58kG9hC2Buq4xIj6z9+O3y6XwN0A2opLatK6Zwvpme/IZRX9kkbN57YZpWU9aay907Ubvo4qY+UmvuXum30GT9tygcshsXZslah3f194MhwvlZz90gTrZpZT6AkXEWtJ0HSzI+yVa5CkEmSw3uLV/HggzUMGACrV1dz+WXN16tKF2rT4PXgfYFDwUeyae17zc7bun4JwRyphwIj2bp+CTPn1HDnpAYGDICzzm7gG2M/4NRzfsLMOUs5bNTuTL3jSgbt3DeD3146wUTgFTN7lCD87Fzgp/ktkrQlSm5L1C/lW9YtT8p5WfLWvcDXaHxC987Lv6fPwOFJ59045lK84SLgOjZuuIUzT76Ate9HmvhLOp/quMTGjhnqGkP15lBfN4rZ028Nw1/aztlLzNNrqJvA1nV/AOa22s6l29Z47WJYnK3D0zqa2VfNrOk67r45sbNuZnub2TGtXGIQ8LKZzQZeA/7k7s91tFzF7rBRu/PYoyWsXg2PPVrCYaN2b3ZMuvlEjRJgFPAWMAqjpFmyqFll8jFW2ex+FRUWjrjX0H/nYMRd4snd7wPOAlYCnwD/7u7/k99SSVsyXdwo3bbUnBfYlvK+ttl5DfU1uF8HDMb9OtZv2Nw5v7i0m+q4xEnqDHXBAGCwiFvUhYmat1lbaKudK9QFkaLKxjzsOwFvmdm9ZjbOzM41s4vM7Edm9iJwC0Ejkpa7L3b3g8PXge6uUYEIpt5xJWtXDefyyypZu2o4U++4stkx6eYTbahPrkgN9TWcdGTKdJAkT/3o1Da737Ztzlln7xhxnzmn+QJMkl/h0y4A3H2+u9/u7r919/npjpF4yXRxo3TbUhdTCh5TJ76vaHZeSWklZrcAKzC7haq++lOJG9VxiaNg0C+xfUlMMI22MFHzNqsnbbVzhbogUlQdDolx99vCuPUTCeZsHQVUAwuA/3B39eSy4PirylO2DIDBP+SAwcF/7HN/Co/ffWzSEelCbfr06cOmTTumbOzdswc/vuQMFsycRe+d9mTP0VeFc6LuSILt1W/vZuXZb/guTJv2AeedB9OmwUEH7MbKVRsYM+63CpOJj6fCuZOfAt509y0AZjYM+CzBY/PfAY/mr4jSkuGHnxM+Fp5EaWkfhh8+vtkxBxx7KZuWPsa/FhzCXgcczHW3TwHgliuuTtq2Yc1qbjjvq2zdfBc9evXnzK99gwd/cxdBsmo3rvj5TYz+7OeSzrvjB5fxb2PuZv2GyfTt04uXnrm6U39/iUR1XDpdW/HgiTPUNcawl5TNY99RO/Ph4vn06v0hdXX3MWzEIVx3+xSqBuzc7B5b1o0P27+7whj2gdRuGpkmXn1Km9ugOBJRLZhCtXCMPmQvf/35LhXinqaznt7jdx/LTlv+1uoxR5/2A96cvYZt2xro1q2EPr23c/LJdZx1dgOPPVrSNFofTOG4uGnKxsak08bjXnihG+Xdati0CXr3hmG7D6OiW1nSMWtXDVdiaicqGXDRm+4+OnGbmX0B+ArBl+n+wHZgIfAn4B53/7jTC9qG3jsN80NP+1m+i5F3s6dPbFpMBJtInwEvNfsCfshp+3Dbqe2fTvXUc36iulqAVMclDqK0TanenfFDPnvUu5HbnKueG8GsPzfPsSt2M+6/oFkdb6Qs8i7m3fdXcv/9tWGyKnz1q3DW2TSFtlz2jQ+A5CkcAWbOWZqUdPrEkzX84Q80Xefyy1YAJB1z+WV6uJJv7v4swUqEUmByufhHan1WXS1cquPS2TJpmzatWZIURqs2p/2yEcMuBaRbN2PatKCTPW0alJeT9L5bN0uYwnFHQmlq0mn/fpXNkl6jJMKKSDTZirlc0/PEZq+Rh47i0cdKWb0aHn2sVHVVRCLLpG3qvdOe6h90kEbYYyCT2O90MWRRVFc38OKL8Mwz0KcP1NSQ9H77tgbemPUBd01OnsLx7X9MYMy433L5ZUEZH5h0FhdeditPPFlD/37d+MvDYxg4oE/SMRN+OEZTP4pkKErM5dYNa1qtY4nrMiTa0u0sXn7iX0x7aDPlFb0YeVK09iO1rZrwwzFce+NU1XGRLmT44ecw9/kJbK+9k/JuvRh++LVsq17PkjduY9OaJU35cIlx7XuOvoq1q27lG2M/oKLC2LYtmBo60zajGOZVb6+sxbCbWQXBtFJ7kvBFwN2zGnBejDHsbcWTpothTxdD9v7SJ9uMYd/toLEcfUxNU7Loc8/BqafS9P4fL1eyZWstp5ziTdumTzfWL57arjJHPUayJ118ayFSfGt0K96+hcP3m91iHWupw56u/Vi/4Ftt3i+1Tr/4YjeOP36b6ngnKZY6Xoyf411Jus92INLnfdR+QVsx7JnE0ReCzophfwrYALxJsHyeRJRJPGmm8a3btgUd8QEDgk76M8+Q9P7vf3NqapzFi2HsWNhrL6ipaf6lLkqZFScbH2ZWSrDmQeKX6Vj+D+nRt7LZ2gCS3vy/vMdZ329/Hcu0/UiXy5KYA6M6nj+FVMelsLX02R7l8z5b/YJc5vjEVTY77EPc/dQsXq/LCGK/d3zjPHD/wUmPubf1G9/sUU/PfsOSpl7s2W8Yq1Z+wlcuaT0E5VMH75F0r/79uvHYoztGyD518B7Mmb+Uvfaq4YYb4KGHYMWHlc0ehR+4/2Aee3RJ03np4tFSfy/FrOWHmV0J3EiwHkJDuNkJpmDtyHXvBb4ErHL3g9LsP4Hgi/y/wk2PR3niNrRPdUYzn3RFC0cOzqiOpWs/okit06nth+p4fuSqjofXzkk9l8LV0md7lLYoW/2CTNuwQpbNpNNXzGxkFq/XZaQuSmSWvIpo33W38uJt25NeC18cw7FHvEjvXgdx7BEvsvDFMYy/5Lw2Vx9NvddfHv6vZgswDdtjEK+9Bv/5n/DaazBsj0HNElHNrM2Fm6Is7iSd4ipgv3BhspHhq8Mf5MAUoK0v6TPc/ZDwpQ/xLMu0jqVbVC2T+6VrPyQvclXHQfVcUqRrd9pqi46/qpzjrypnQ7/x/P2f+zLm4kr+/s992dBvfNO+xFdbUzpm2oYVsg6PsJvZXIJv8mXAJWa2mCAkxgDPYqNRtAbt3Dcphmvn/cYy7qrWHxkN2rkvL/7xqqRtUR41pd5r3vxlzF2wlE2ba5i7YCmfrN7Iu++v5M5JiVM2BgvVJl/7Q1YtnNyu30vyZhlBuFpWuftLZrZntq9bjObNX8Zxp/+a9Rs2U9U3WITooBFDWz0nSjJ6ujqWeq+n/vdBBgzciSu+/g3mzJrPqENG8LVL/5Or/ncmZaUNULueX1z0OebN78Xnz/0xa9fV0L9fJQ9MGs/Pb3us2f1T76c6Hgs5qeOget4VtdX2PPvX2fzjtXepq4N/vPYuw0dfzehD98DMkq4zb/6ypjalvKISLx1O9cblmFXidKesOvNFeNMtDFnssjHC/iXgdOA0YDhwSvi+cbu0U6bTI2Zy3ufP/TFHHxPMqX70MTV8/twfp72OpmwsPGb2bTP7NrAYeMHMbmjcFm7vDEeZ2Wwz+7OZHdhJ94yd407/NRs2XggsYsPGCznu9F+3eU666VUzudeZJ///9u48vIrqfOD49yU7IIKEfVcQRXYpLrjUVhGsCiqy1AWtFUVc+lOq0hbFahUtYK0LiNq6VkBw3xCr1h0FlE1EECFAkBD2JQtJ3t8fMyF3S+5NMsld8n6e5z65d+7MmZNk3rnnzrznnFH835UjaNF0ETOm76NF00XccPXVDBxYwvPPw8CBJQy5fHLQuWDI5ZOrtH9Te2IkxsHiPKGEO/fc+KcnGTwYnn8eBg8GqVfMuqx1ZLb80W8b33NKemoS+3f+mpLi4ykuGkVJ0Qr25J7Gqk+eitJvGX+q3WBX1Q2qugG4p/S577LqV7Huqept7qpst2Nnvl+n0x0786t0u8vEpMPcRxawAGeO6NJlVb+0EbklQAdV7QU8DLxa3ooiMkZEFonIom3b99ZC1WrXrt37UL0VaI3qrezavS/sNkuWZflNNLJkWWSds0LtK7Csgwf9O5sXFGjQuaCgQKu0f1Oroh3jEGGcJ3qMJ5Jw556iIv/zx8GDsHdv2bLSbXzPKfv3lwC3AsuB8ZR1Fl0Xhd8wPnnZ6dTvW7XbY/14D8uvM6qaShK43dac3WHHQW/SOJ1Zs/IZOdLpYNqkcTrbcvcEpcl079bObn3HGVW9C0BELlbVl3zfE5GLa2H/e3yevy0ij4lIpqrmhlh3JjAToHOP3vr6rsTqv96wUWP2730A1VsReYAGhzUm3O/YoVtvXpq7iIuHFfHS3GQ6dOsdtM2ANoVBQ7k2Prwhu/eU7evwRg3p27OJX0evlJQSZs8uG841LU1oUD+N2bPz/ZbNmyvWoTSGRTvG3TpEFOe+Md6vdydvxpM2NSJcx9DkZPzOHykpcNhhZctKt1m+KuvQOaVBg3rk5T0A9ACmAOPrTGdRr1R7HHYRmQD8CcgADpQuBgqBmao6oVo7CGDjt0YukvFOTzlnIhu3bGDvXifg2rXqwE9ZW/3Gav/s03Q2r6g4X91EX3ljNIvIElXtG25ZVbi5rW+WM3pES2CrqqqI9Afm4lyJq/Ckk4jjsO/fmeVONFI6UdF4GjSpuAEcaiISwG+ykHNvHk/ue3f4fSn//odsBl78CAcPFpGSksx7L11P0yP889OvHT2YBx55haIi58P3n/f+niM7NGPI5ZMpKFDS0oQH776Kv9z3/KFt5s+ZGDbv3tSsaMS4W1ZHPIxz+xyPvory1EO9ty13z6FzSP2MZAoPFnHwoNNYLyqCRoelkpdfyMGDkJYqdO3Shh9/2kZRcSH5+UpqemAOewENmxwV0YRHdWmSpIrGYfdy4qT7vG6ch2KBHrlmR1/NjMcLDnUevfaaNFZ8OsUvEJ1ZTQt8Opims3efk3NWuuzSSyFv87PR/nVMGIEf5iIyGDgHGA7M9lm1EdBNVftXZ38i8iLwSyATZzi5O4EUAFWdISLXA2OBIiAPuFlVPw9XbiI22L0SOFlIev0XGHrutrATmAQue/sd9Zsc7bNP0+lxbHubFCnG1XaMu/vwPM7tczz6KjuxYeCki4HnjFmznFHlpk2Dm2+G/v1h5EgOlZ3X+q4q1zVRJ0kKpaIGu5fDOr4kIn0DHkeJSNi0GxFJEpFvRORND+tT56WmCrNnO43u2bOd14GdSZzb3v6dSdPS/LdLS5PwOzOxKBtnIrN892fp43Xg7OoWrqqjVLWVqqaoaltVfUpVZ6jqDPf9R9xh5nqp6omRNNZNxZzJQm6hNP8zf/+eoFzTUPmngcsKCjSo70rgOjt25lsOe+yr0RgHi/NEVdk+MqH6u/mWMXKkk8eemen8HDkSz84dgee9upr37mWD/THgS5wctSfc57OAH0RkYJhtbwJWeVgXg9NprHTG0nXrnNeBQVpYqEGdSZPqpfhtl1QvJdq/iqkCVV2qqk8DnVX1GZ/Hy6q6M9r1M5XXoMmRIFOBbOcKe4NGEY3oFLgs8Ev5EU3Sg9Y5okm6jQwV4yzGTVVVduS3I5qkV3jOmDXLSavNzXV+zpqFZ+eOwPNeXc1797LBvh7oo6r9VPV4oDewAjgTeKC8jUSkLfAb4EkP6xJXSjuHNu86hkEX38OK7zb6vd6aEzy8buA2W3N2By3r0a0NR3epx8yZcHSXevTr3YHux7bxC7oe3dry7kt/IWf1TN596S+0aH44v+jT0W+7X/TpWPt/FFNtIrJcRJYBi0VkWeAj2vUzlRc4WciFf3koohGdApe99uztfPZpOpde6tzanj9nok2KFIcsxk1VVXbkt/lzJlZ4zvh5UwcK8tO49FIoyE/j500dPDt31MVJkkLxcpSYY1R1ZekLVf1ORPqo6rrAwfQD/ANnrJ/DPKxLXClLUylh3ty1nD38bk4/vfDQ69HjHg7KLQvcpnScVN9lP2/u5AZTWceRkVc/yMKF8P77zrfgI9sH92F45tEbGD3uYb/tTFw61/05zv35nPvzEso6iMecru2U/z10MNrVqFG+E4qU16Gz/E5hN/qss43R7/mX/f0P2Xy5eA0FBcqXi9fw/Q/ZrNuwzW+ik2+Wb6DHse1ZsiyLHse2p1lmI5sUKT7FZYybmhdu8qPSeP/fp6sYcvlkOva5gZRkyKifyp49haSkQGEhHN4oDRHYvaeAtDShfkYqXTu34YYJT7H8u82kpQmqSoP6aSz935Sgkei8UBcnSQrFyyvsq0Vkuoic7j4ew0mHSQNCfvqKyLlAjqourqjgRB+/tSq5o4uXbvBbZ/HSDUHlLFu5KWh4xpXfZzNtGrzyitM5ZOX32UFllway71V3E3985kMYoKq3qupy93E7HuW3mqoJNWFZoEgmTgq1zpDLJzNwoLqTIilDLp8cNNHJxMn/sUmREoDFuClPpBOv+Z4vGjeB004r5PnnYdAg6N4d0jMKOPW0gkPnk05HFpLZ8kfWZa2jY6cCBpySz4zHC+w8Ugu8bLBfAawF/gD8H87Ma1fgNNbPKGebAcD5IrIeJ9/9VyLyfOBKqjrTTbXp16xp4l2Ir0ruaKgOpYHlFBUXRjSLqUl4DUTklNIXInIy0CCK9anzQnXgChRJp7BQ6wR2KC0o0KCJToqKsA6licVi3PiJtFOp7/li376yzqIjRsBPP/l3IC1dNmKEs7z0uZ1HaodnDXZVzVPVqap6gaoOVdUpqnpAVUtUNeS0fqo6we113hEYCXygqpd6Vad4EUnuaGB+el5eSVCH0sBy8vODR4KwGUvrpKuAR0Vkvfvl+DHgd9GtUt0WqgNXoEi+XIdaJ9QoT6UTnZQuS07GvrgnFotx4yfSi3O+54uGDcs6i86eDZ06+XcgLV02e7azvPS5nUdqh5fjsA8AJgEd8MmNV9WIuvOKyC+B8ap6bkXr1dXxWwPHTI1kjORQ46baBEiJq7xJVUqJSCOcmA/uxRxD6kKMVzWH3XfykiOapPPI5DFcf/tMv3LWrNvK6Ov/eWhSk2ceuZFduw9w45+ePDRR0q3XX8CMZ96xSZHijMW4iVS4HPbS979c9BPFJQcpKoKkJKifkcLefQdJToaDByE1FTLSU9mztyyv/Ygm6XRq35zVa7eSliYUFirdj22DiLBi1eaQ+zv9JhttLhK1NXHS9zipMIuB4tLlqrrdkx246mqgN+86hukz8v0mQTq+V4dygxEiaxSYxBFiUpVLVfV5Ebk51PqqOq32ahe5uhrjkQj8Ev7ee8I5gyXsxEmBX+YrO2mKiQ0W48YrpeeAH9aUcOSRzl34yky+FnjOCHdOsQZ7ZCpqsHs5SsxuVX3Hw/KMj+OOac3NN69j717nVlT3Y9uE/YDt3q2dXVGv20pzWBOv40cdFZj7/sYbykXD9FAO6dhrnRzS6TNKgpb5WrIsK+w6Ji5YjJsqKT0HjBkDEyYQ0TmkonOGnVNqnpcN9g9F5O/Ay0BB6UJVXeLhPuosEeGEEzh0ZS33Z5t91FRMVR93n96vqsG9Gk3ccXLfy66wOzMVl11hL80hnTd3bdAyX05+a8XrmNhnMW6qqvQc0KlTCbNnl11hr+gcUtE5w84pNc/LUWJOAPoB9wJT3ccUD8uv01as2ux3ZW3Fqs2elBtqAiaTcFaIyGciMllEzhERG6czBgXG4v8+XUWb7mPIaHM5bbqPYcV3G4MmL3nt2dsjmjgpkHU+TzgW4wnI689n3/L27S/go49SWbHCSa27ZkxapSZfCzxn2Dml5nmWw15b6mruW03lnFoua+KoqEOaiLQHTsUZSvUcYJeq9q7N+kXKYtyJxbffUQYOVOs0bg6xGK9bvP589i1v9mxYuNCZj6U2Pvsthz0yFeWwe3aFXURaiMhTIvKO+7qbiNTN+WNrQE19e410rFYTv0SkLc6H+KlAH2AlMDuqlTJBAmMxcDz1UGO1GwMW44nK689n3/JKx1K3z/744WVKzNPAfKC1+/oHnEmU6jSvbmlFMvtoVfZlEynVCVk4sfiOqp6kqr9R1fu8KFhE/iUiOSKyopz3RUT+KSJrRWSZiPT1Yr+JKDAWA8dTDzVWuzEui/EE5PXns295pWOp22d//PCywZ6pqnOAEgBVLcJneMe6KtLpgaO1L8s7qxP6AM8CvxWRL0TkWQ/vfj0NDKrg/cFAF/cxBpju0X4TTmAsvvbs7X756vPnTIx2FU3sshhPQF5/PvuWl/vzURzZ/kj77I8jXo4Ss19EmgIKICInAnW+B2NtDnVUlX2VXrk3iUtVl4rIj8CPOLfMLwVOA57yoOyPRaRjBasMAZ5Vp7PMlyLSWERaqeqW6u47VoSboCTUOlPuGs34O58JmhRp+aos9u7LZ/mqLJoe0TAoZz2SckLdfTOJzWI8MYX7fA411woQtKxZZiO/88byT/5+6DxRek7pceofOe6Y1hVOfmSiy8sr7DcDrwNHichnON/26/xXttpMObH0FhOKiCwCvgAuAL4HTlPVjrW0+zbARp/Xm9xlCSOSO1uB65w9/O6gbc4efjcDTsnn+edhwCn5nD387iqVY+oei/G6KdQ5I9Syis5Rvu+ty1pHZssf7XwSozxrsLvjrZ8OnAxcAxynqsu8Kj9e1WbKiaW3mHIMVtUeqnqNqj6nqhtqcd+hJgwIGppKRMaIyCIRWbRt+95aqJZ3IukYFrjOjp35QdsETooUqpNpJOWYOslivA4Kdc4Itayic5Tve3v3cmhbO5/Enmo32EXkwtIHcD7QFTgaOM9dVqdF0lk0UKjOo5F0KK3KvkziU9VtUdz9JqCdz+u2QHbgSqo6U1X7qWq/Zk3ja9LGSO5sBa5zRJP0oG2cSZEq7mQaSTmm7rEYr5tCnTNCLavoHOX73mGHcWhbO5/EHi+usJ9XweNcD8qvc0LdvqrNzqvGeOh14HJ3JIkTgd2JlttalYmK5s+ZGLRN4KRIoTqZRlKOMbUs4WM8VoU6Z4RaVtE5yve9I9sfSe7PR9n5JEbZxEkxqHnXMUyfkU9mpvNNd+y1zpW2wGU5q20SFVOmoklVaoqIvAj8EsgEtgJ3AikAqjpDRAR4BGeUiQPAlaq6qKIy60KMG1MVFuMmXtnESZGpaOIkL0eJMR5xblGVzW5Welsq1DJjyhMuJU1VX67uPlR1VJj3FRhX3f0YY4JZjBtTd1iDPQY98+gNjB73MGOvLRuqDQi5zJgKnFfBewpU+8PcGBNVFuPG1BFRb7CLSDrwMZCGU5+5qnpndGsVXeWNvWrjpZvKUNUro10HY0zNsRg3pu6odoPdg1tyBcCvVHWfiKQAn4rIO6r6ZXXrZoxxiMhvgOOAQ0OPqKolkRqTICzGjUlsXlxhr9YtOTf/bZ/7MsV9xFdP2CiIZHZFYwBEZAZQHzgDeBIYBnwV1UpVYN+qLXze92/RroYxcSPeYpz9+9CFn0W7FqYWvfxk8KhXJlizF8p/r9oNdi9uyYlIErAY6Aw8qqoLq1tmoisb5rGEeXOdYR4tZcaU42RV7Skiy1T1LhGZiuW2GpNI4irG92Xt5YuxH0W7GqZWfRTtCsQ9T3PYq3pLTlWLgd4i0hh4RUS6q+oKn3LHAGMA2rdt6mWV49aSZVlMn1E2c9nYa21GMlOuPPfnARFpDWwHOkWxPsYYb1mMG5PgvJg4CTh0S24EcAPOVMUXAx0qU4aq7sL5GjYoYLnNkBYgktkVjXG96X4Z/juwBFgPzIpqjYwxXrIYNybBedZgx7kldzmwU1XvAk7Cf7rikESkmXuiQUQygDOB7z2sV0KKZHZFY1wPqOouVZ2H8yX6GOCeKNfJGOMdi3FjEpyXKTFVvSXXCnjGzWOvB8xR1Tc9rFdCKm/oR2NC+ALoC6CqBUCBiCwpXWaMiXsW48YkOC8b7IG35BSnt3qFVHUZ0MfDehhjABFpCbQBMkSkD06qGkAjnBEljDFxzGLcmLrDywb7A+43+3ki8iZOx9N8D8s3qp8MbgAAIABJREFUxlTO2cAVQFtgms/yPcCfolEhk/h2FBdxf2423xcWcExqGrdltuaIpKjP0ZeoLMY9ZseviVVe5rB/UfpEVQtUdbfvMmNM7VLVZ1T1DOAKVT3D5zEkggnNjKmS+3OzOaEgj2VawgkFedyfmx3tKiUsi3Hv2fFrYpUXM53aLTljYttnIvIU0FpVB4tIN+AkVX0q2hUzief7wgLmAK2BW4CehQVRrlGdYDHuETt+Tazy4gr72cAUym7JTXUf/4fdkjMmFvwbmI/zGQTwA/AHLwoWkUEislpE1orI7SHev0JEtonIt+7j917s18SuY1LTmApk43wQHJOaFuUa1QkW4x6x49fEqmo32O2WnDExL1NV5wAlAKpaBBRXt1B3ZKdHgcFAN2CUe2Uv0GxV7e0+wnZEN/HttszWLEzLoKfUY2FaBrdltg6/kakui3GP2PFrYpWXPSnslpwxsWm/iDTFGbkJETkR2O1Buf2Btaq6zi13FjAE+M6Dsk0MiqRD3hFJydzfwiZyq2UW4x4pPX5Lj/Urs3+yzqcmJnjZ6bTGbskZY6rlZuB14CgR+Qx4FmdG4upqA2z0eb3JXRboIhFZJiJzRSTsZGomdlmHvJhlMe4xO9ZNrPHy62Kmqs4RkQng3JITkWrfkjPGVI+qLhGR04GuOJ3CV6vqQQ+KlhDLNOD1G8CLqlogItcCzwC/CipIZAwwBqCFXcWKWdYhLzZZjHvPjnUTa7y8wl5Tt+SMMdUgIunAjcDdwF3AOHdZdW0CfK+mtcXpq3WIqm5352cAeAI4PlRBqjpTVfupar/GSUkeVM3UBOuQF5ssxr1nx7qJNV5+zQ28JdcMGOZh+QDsW7WFz/v+zetijUlkzwJ7gYfd16OA54CLq1nu10AXEekEbAZGAr/1XUFEWqnqFvfl+cCqau7TRNFtma25Pzebnm4O+4hGTRm+cQ27tITGUo/7WrTjqNTw7cTAXPgxTZozc2eOX278zuIiJmzdWOmyI5GAk+NYjEco1P9+fWEBk7ZtIg9nxse2yalsKj7IKmA60ETqcV+T5ol43Jg44tkVdlVdApwOnAxcAxynqsu8Kt8YU2VdVfUqVf3QfYwBjq5uoe5IFNfj9F1ZBcxR1ZUi8lcROd9d7UYRWSkiS3GuAF5R3f2a6CntkPdauy7c36I9k3OzGaElrAFGaAkTtm4MWwYE5wdP2LoxKF94wtaNVSq7KvtPgPxki/EIhfrfT9q2idHAWmA0UFBUyApVRuM0aEZqCTN35iTicWPiiGdfDd3bb9cBp+CkxXwiIjNUNd+rfRhjquQbETlRVb8EEJETgM+8KFhV3wbeDlh2h8/zCcAEL/ZlYs8uLWE8Tp7veOBxLYlou8D84Blawi345wvnVbHsquw/AfKTLcYjFOp/nweHjrU/Ai9Qdtz1wbl9UXqMJNhxY+KIlznszwLH4dySewRnzNbnPCzfGFM1JwCfi8h6EVkPfAGcLiLLRcTugpkqayz1mIKT5zvFfR2JwPzgxlIvKF+4qmVXZf8JkJ9sMR6hUP/7DDh0rP0daELZcdfDZ70EPG5MHPEy+aqrqvbyef2he4vMGBNdg6JdAeMv2rmwXu3/9szWTNq2iRlABjApszU/FuaHzT0PzIW/rmFjpm3fwvTScho15fCkJCZs3cjjPuV4JXD/CTA5jsV4hEY0asqkbZuYDqQCUpBHAfAvnHz1NKB1UgrdS4oQVfKAVW4Oe5Ok5EQ7bkwc8fITosZuyRljqk5VN0S7DsZfaS7sHGCqmwtbm5MNebX/2Xu2cwVOesBU9/VPhQWMcNNZpri553PadfHbLnBypeEb1zAaJwVhCjA5N5s57boEbeeVRJvcyWI8cpNzsw8da7/C+aZzK85xtwzoBSxMTuYIkjmhIM85tktz2Fu0T6jjxsQXLxvsJwCXi0iW+7o9sEpElgOqqj093JcxxsStaOdQe7X/kPnAVcg9r2ouvDGV5Xus7cBprFu+uokHXuawDwI64YwUc7r7/BzgXOC88jYSkXYi8qGIrHJ7mt/kYZ2MMSbmRDsX1qv9hyqnKrnnNZmvbowv32PtCOABLF/dxAfPrrBX45ZcEXCLO1PbYcBiEVmgqt95VTdjjIkl0c6h9mr/ocopHT+9Mrnn97VoV2P56sb48j3W6uNMyzoTJ3ddgfy0jEPxYPnqJpZEfcR/d8KFLe7zvSKyCmgDWIPdGJOQajuHOrCT6eCGjVlVkOd0qCvIY31hAespmzwmAxjUoDFv7d9FIU7nvLFNmnNy/cP8yjkmNYMVBXkUAisK8liwbzddUtPJ1xKn8aMlrHLHWd8V0Bj3XXZ7Zms6pabxfWEBnVLTaFJOB9hIOstGu0Ovib5Qx0DpF8ntWkI6TuM8j7JGkAIFwPKCPH67+UeKcY77g2HKtWPL1JaYuu8oIh1x0sgWBiwfIyKLRGTRruLiaFTNGGPiVuCEL1O2b/GbKGbStk1Bk8e8tX8Xv3Nf/w6YHmLimLl7d/it8+zu3KBypu/MCZoAKXBSpEnbNkU0IU0kE9fY5DYm1DFQesw1gEPHbH2f578DBrg/W/ssS4VDZdixZaJJVDXadQBARBoC/wP+pqovl7feMWnp+lTLjrVWL1N1Xl2NsKsakTkla/ViVe0X7XpUl8W494ZsXMMyLaE1Tk5uZ5wGie9rQiwLfF1f6lW7nNJxX9ZUsE5PqcdrIUaICfw9Qq0XyTrxymI8MqGOgTz3C6LvsdYA/+OwD/AN0BvIwf/Y7On2q0jUY8vEhopiPCausItICjAPeKGixrqJL15djbCrGsZUT2AHujTw6+SZ4T58l6WGeB1YTqh1wpXTWOoFdTLNcMsL18Evko6A1lnQVNQZ2vf4bID/sdmD4ImT0rCOqCY2RP0Ku4gITr+PHar6h3Dr29W3+OHVla5EvmLmJbv6ZsoTeJeqb3oDnt2d65ef3rBeElO2b6EAp5FyRv1GfHBgT9gc9rl7dxxa5/LDM+mSmu6XC3/J4Zm8sDv30OtJzdoemhTJN4d99p7tYe+iBf4eY5o0Z+bOHL/tgIS9I2cxHpnS42RVYT7pCHmqdEhJZWtRITtUSQcKca5YJrvPU3Fy2FOBEvDLYe8T0BE1EY8tExsqivFYaLCfAnwCLMeJE4A/qerboda3D/P4cdvWrLKJJ4CFaRlV6mjnVTmJzj7MTaSGb1xTNrkRMFvq0Sk1rUbirCbjt66dGyzGKyfc8REYB8uAnjjxUFOTdtVphzci/YZrqdehHVLLQ7e+/t58Tjz+eJo3zazV/YaiWkLJho3kPzwDdu/xe6+iGI/6V0NV/RSQaNfDVF/g1a8RjZoyOTebGaWjQzRpXqVyxzRpzoStG/3Ksbx2Y6ou1ERFNTWZU01OEhXtCahMbAt3fATGQenESTZxV81Iv+FamvftTePkFJzkitqz4KMP+WXf4+ncokWt7jcUVWVX06bk3HAt+fc8EPF2MZHDbhJDYK755NxsRrodfUa6UztXxcydOUHlWF57bBCRQSKyWkTWisjtId5PE5HZ7vsL3ZGgTJSFmqiopvJzazLv13KKa148x3i44yMwDnpgE3fVpHod2nnaWN9/4AAXXX8dJ118Ef0vvIB5777LN9+tZNDvruDUkcMZeu01/LxtG68ueI9vVq7kqgm3c/LwYeTl5/PRwi8ZMPxiTrjoAsbeMZGCwkIA7vjHg/S7YAgnDruQP02dAsDbH33EGZf8lgHDL+a8Mb8nZ3tuteotIjROTqFeh8rNN2FHpfHM94UF3ELZ1YxdWuL3+vtqTH8eWE6oZaZ2iUgS8CgwGOgGjBKRbgGrXQXsVNXOwIPA/bVbSxPKfS3aMVvq0QXn9v99LdpxW2ZrFqZl0FPqsdAnZ7e6aqrcmi7bxH+Mhzs+fOPg38DnlMWD8Z5IvQob6znbc7noytEcdfKJXHTl6LAN4/c//4xWzZrzxUvz+OrlVzhzwADGT76P56ZM45NZc7hs6AXc9fA/GXrWQPocdxxP3TeZz+fMRUS4duJfePqBv7Nw3isUFxfz5JzZ7Ni9mzc++ICvX36VL+e+zK1XjwHgpL59+OD5F/hszktcNGgwD/773x78LaTSaUGWQ2CChEo3AcJ29jomNY2pPvmCDYEzgJ04ve7bJ6dUKZXlyJRUflWYzw6cqaSPTEklVcRvX3ZlLSr6A2tVdR2AiMwChuA/6dkQYJL7fC7wiIiIRrvzTB13VGp6yBzdmsj/rslJomp7Aqo6KK5jPNzxUV4cmOgYO/4Weixdyr+Li5m2dCljx9/CvH8/U+763Tp34c9TpzLxwWkMOv10mhzWiFVr1zLkWqehXVxcTMvMZkHbrVm/ng5t2tClY0cAfnv++cycNYtrRo4iPS2VcZPu5OxTT2Pw6acDkL11K1f88Y/8nLuNwoNFdGzTxvtfPgJ2hd0ECZVuErhswtaNQesEXs0QEc4BvgXOAbYUFVYplUVwLu986/4U7MpajGgDbPR5vcldFnIdVS0CdgNNAwuyydGMiUkW46bWfLt6NTcXF9MauLm4mG9Xr65w/S4dO/LxrNkc16ULkx56iNf++z7HHHUUn8+Zy+dz5rJw3iu89vjMoO3K+y6ZnJzMRy+8yJAzz+StDz/ggrHXAjB+8n2MGTWKhfNe4Z8T7yA/Snf07Qq7CRKqo06RO51zH5w8v50B6S49CwuCrmacmbWal4CZOFfYd6myqjDfr+wehflB+1+St99vWLgi4BV3mz8CPQ4G7yuUqnZMtQ6tEQt1bzPwTBjJOqjqTJxDhWPS0qN+Zc4YA1iMm1rUu2tXpi1dys3FxUxLSqJ3164Vrr8lJ4cmhx/OyHPPo0H9+jw9by7bd+5k4dJvOaFXbw4ePMjaDRs4tnNnGtZvwL79+wE4ulMnsrKz+TEri6Pat+fFN9/glH792HfgAHl5eZx96mn8omcvep97DgB79u6jdXNn0IwXXn+tZv8IFbAr7CZIqI46gjPc1Tfuz1TCT3SSBgzHmUluuPs6HfHr5JMe4lwfOLW5QNhtQqlqx1Tr0BqxTYBvsmdbnH9TyHVEJBk4HNhRK7UzxlSXxbipNdOnTGV5r170adCA5b16MX3K1ArXX7lmDb+8ZBQnDx/GlCef4M/XXc9zU6Zxxz8e5KSLL+Lk4Rfz5dJvAbh0yBBuuuduTh4+DFVl+l/v5vLxt3DCRRdQT+px1cXD2bd/PxffcD0nDruQwb+7gvv+eCsAE8aO5fLxtzDwitE0bdKkxv8O5Yn6OOyVZWM017xQV5hHbP4xaLrxvmkZFV6FPitrddA26Qh9UZbjXKlfgvBG+6PDbncyVLhNKFWdcCleJ2qq7TGa3Q/nH4BfA5uBr4HfqupKn3XGAT1U9VoRGQlcqKrDKyrXYtyY0CzGTTxr8OSjMTGsYqxYu3Ur+38/zm9ZRTFuV9jruB3FRdy2NYshG9dw29YsdhQXsb6wgFUFeRzQElYV5LG+sCBouvFQXTwDywqckjwd6JSSSg+cK/U9gJZJyQzfuIaBWasZvnENPxbmh9xXL3ebXkC3tPSIfrfAOwVHpqQG/a6RbGcdWkNz81WvB+YDq4A5qrpSRP4qIue7qz0FNBWRtcDNQNCwcMaY2GQxbkzssAZ7HRcq/SMwJWXStk1MataWZ3Cudj8DtE9ODdsxVYDngS7uz3rA5oOFvAP0Bt4BsosPMsIdY32EljBh68agfY1v2qpKHUyDOsFCRKku1qE1cqr6tqoerapHqerf3GV3qOrr7vN8Vb1YVTurav/S0SaMMfHBYtyY2GA96WJQbXZ6DNXBNA/8Zn+bAfTNaMDr7cs6gJy38Qe/TqfdC/Oph/iVNR1YSVlqSxegBCUZ2I+TB18QsK/HtSRoXwC/bNDI73Ukf6PAjqlDNq451Hm1olkRbag4Y4wxxsQSu8Ieg2qz02Oo9I80wqe/iKrfOqIaVFZgaktjqUc6wR1RA9eJRFX+RpbqYowxxph4ZA32GFSbs3iGSv9QYBnOEI7LCDE+F5AXsE5eiLImNWsbNJtiIf5X1Avd93zXiURV/kaW6mKMMcaYeGQpMTEocMbQmrwSHCr9o3taBr0K8njW3X9+WkbQdoeL0EOVZ4G/AytFQpYVOItcY6nHFC1hPM4V9SZSr0ozzQX+jY5yO5RWJkXGGGOMMSYe2BX2GBTtK8GR7L9Vcipv43Qefdt9HYn7WrSr0hX1cHVUIutQaowxxhgTyj2PPsKHX35R6e0++fprhl0/LvyK1WBX2GNQPFwJzio6yDLKOpT2LDoY0XZHpaZX6Yp6oFAdSl8lfIdSY4wxxtRdqoqqUq9e8DXrv4y7vlbqUFQUeljpikS9wS4i/wLOBXJUtXu062PKOnTOAaaWDtkY8AWiNtN2IhFr9THGGGNMzZn44DTat27N1SNGAnDv9MdoWL8BJVrCK+/Np6CwkPN+9Wv+fN04NmzezIXjxnLaL/rz1dKlvPiPh/jb9Ef5ZuV3iMBlQy/g+ssu55qJf2bwaacz9KyBLF6xglsfmMyBvDzSUlJ544knSUlO5g/33M03360kOSmZ+8b/kdP69/er147du7nuzoms37SJjPQMHr7jDrof3ZV7pz/Glm05ZG3OpmmTxvzp/26p1O8bCykxTwODol0JUyaSDp1epe2EmripKqKdRmSMMcaYqsvZnsvQ60bT8ZcnMvS60eRsz61w/WGDBjNv/ruHXr/83nwyj2jCj1kb+OiFF/l8zly++e47Pl28CIA169cz6rzz+GzOS2zftZMtOTl89fIrLJz3CpcOGepXduHBg1xx63geuPV2vnhpHq/PfIKMtDRmzpoFwMJ5r/Cv++/nmol/Jr/Av41072OP0uuYY/ly7stMuuFGxvzlz4fe+/a775j10D/51+QHKv33iXqDXVU/BnZEux6mTCTDH5ampLzWrgv3t2hf5XHivRrC0qv6GGOMMab2jZl4C83aLmXGzP00a7uUMRMrvgLd69hj2bZjB1tycli+ejWNGzVixQ8/8MEXXzBgxMWcMnI4a9b/xI8bsgBo36o1/Xv2AqBj27as37SJ8ffdy4LPPqVRw4Z+Za9Z/xMtmjXj+O5O4kejhg1JTk7mi2+WMOrc8wDo2ulI2rVqzdoN6/22/eKbbxh57rkAnH7CCezYtYvde/cCcM4vzyAjPbLZ2gPFRatGRMYAYwBaWEOsxt2W2Zr7c7Pp6TPiSk0JNXGTMcYYY+qWb79bzYw/FJOZCRcNK+baMavDbjP0zLN4dcECtm7PZdjZg9iQnc0tv7uK31083G+9DZs3Uz+jbMS7Jo0O5/OX5vHfzz9j5qxZvDx/PtP/eveh91UVQYL2pyEHug6/johTlm8dKivqV9gjoaozVbWfqvZrnJQU7eokvNq8Wm2TGRljjDGmd7euzJubRG4uzJubRO9uXcNuM2zQYObOf4dXFyxg6FkDOfPkATz36qvsO3AAgOytW9m2fXvQdrk7d1JSUsKQM89i4rjrWfr9Kr/3j+50JD9vy2HxihUA7N2/n6KiIgb0PZ7Zb78FOCk2m37eQpeOnfy2HdD3eOa85azzyddf07Rxk6Ar+FVhl6tNVNXm1XxjjDHGxKaZd09lzMRbuHbManp368rMu6eG3ebYzp3Zt38/rZs3p2WzZrRs1ozVP63j15ddAkCD+vV58t7JJAWMCLMlJ4exd0ykREsAmHTjTX7vp6ak8PQDUxg/+T7yC/JJT0vnjZlPcPWIkdx0z1854aILSE5KZsZf7yEt1X9Y6wljr2PsHX/hxGEXkpGeweP33FOdP8shohr+8n5NE5GOwJuRjBJzTFq6PtWyY01XyZi4c0rW6sWq2i/a9agui3FjQrMYN/GswZOP0rlFi2hXI2as3bqV/b/3H7u9ohiPekqMiLwIfAF0FZFNInJVtOtkjKmYiBwhIgtEZI37s0k56xWLyLfu4/Xarqcxpmosxo2JLVFvsKvqKFVtpaopqtpWVZ+Kdp2MMWHdDvxXVbsA/3Vfh5Knqr3dx/m1Vz1jTDVZjBsTQ6LeYDfGxKUhwDPu82eAoRWsa4yJPxbjxsQQa7AbY6qihapuAXB/Ni9nvXQRWSQiX4pIuR/4IjLGXW/RruLimqivMaZyLMaNiSE2SowxJiQReR9oGeKtP4dYVp72qpotIkcCH4jIclX9MXAlVZ0JzASnQ1qVKmyMqRSLcWPihzXYjTEhqeqZ5b0nIltFpJWqbhGRVkBOOWVkuz/XichHQB8g6MPcGFP7LMaNiR+WEmOMqYrXgdHu89HAa4EriEgTEUlzn2cCA4Dvaq2GxpjqsBg3cWdLTg6X3nJzpbcbN+lOvv+x4u+ZT82Zw3/eiN5ASHaF3RhTFZOBOe4wrFnAxQAi0g+4VlV/DxwLPC4iJTgXByarqn2YGxMfLMZN3GnVvDnPT50WtLyoqIjk5PKbvI9Ouits2VcNH16tulWXNdiNMZWmqtuBX4dYvgj4vfv8c6BHLVfNGOMBi3ET6yY+OI32rVtz9YiRANw7/TEa1m/A86+9ylcvv8Lzr73K/E8+Jr+gkAN5ebwx8wluue9ePl20iA5t2qBawmVDL2DoWQMZfNWV/O3m8fQ97jhantifsZdcyrsf/4/0tHRmP/QQzZtmcu/0x2hQvz43jb6CH7Oy+MM9fyV3506S6iXx7JSpNG/alJE33ciuPXs4WHSQidffwLln/Mqz39dSYowxxhhjTFTlbM/l7CvH0erkMzj7ynHkbM+tcP1hgwYzb/67h16//N58+nY/zm+dr5Yu5fF7/sZbTz7F6/99n6zszSyc9zKPTrqLr5YuDVnu/rw8ftGjJ1+8NI8Bxx/P0/PmBa3z+wm3c/WIUXzx0jzef/Y5WmZmkp6ayn8e/Aefzp7DW0/+iz9PnYKqd/2rrcFujDHGGGOi6rLxd/LV0l+wb/9Svlr6Cy4bf2eF6/c69li27djBlpwclq9eTeNGjWjXspXfOmeceBJHHH44AF988w1DzxpIvXr1aJGZyam/6B+y3NSUFAaffjoAfY7txobsbL/39+7fT3bOVs7/tXMDKj0tjfoZGagqd/3zIU4cdiHnX3M12Tk55GzfXqW/RSiWEmOMMcYYY6Jq2ervKCp+EWhNUfHNLFvdK+w2Q888i1cXLGDr9lyGnT0o6P0GGRmHnkd6tTslORkRASApqR5FxUV+75dXzuy33yJ3504+eXE2KSkpHDf4bPILCiLaZyTsCrsxxhhjjImqnl27kZw0DcgmOWkaPbt2C7vNsEGDmTv/HV5dsIChZw2scN2T+vThtfffp6SkhJztuXy66Osq1bNRw4a0btGSNz74LwAFhU6O/J59+2h2xBGkpKTw8VdfkRVwZb66rMFujDHGGGOi6rkpd9G/19c0bNCL/r2+5rkp4UduObZzZ/bt30/r5s1p2axZhesOOfMs2rRoQf+LLuDGu/9Kvx49aNSwYZXq+sTf7mXGf/7DicMu5MzLL2Xr9lyGn/Mblny3ktNGjWD2229xdKdOVSq7POJlQnxtOCYtXZ9q2THa1TAm5pyStXqxqvaLdj2qy2LcmNAsxk08q//Ew3Ru0fJQukk07DtwgIb167N91y7OuGQUC555jhaZmbVeD1Vl7dafOXD1DX7LK4pxy2E3xhhjjDE1qmTDRnY1bUrj5JSoNdovvmEcu/fupfDgQW4dc03UGuu7ig5SsmFjpbazBrsxxhhjjKlR+Q/PIOeGa8nt0A6R6GRkP3zvZL/Xa7durfU6qJZQsmEj+Q/PqNR2MdFgF5FBwENAEvCkqk4Os4kxxhhjjIkXu/eQf88D0a5F3Ip6p1MRSQIeBQYD3YBRIhK+a7AxxhhjjDF1QNQb7EB/YK2qrlPVQmAWMCTKdTLGGGOMMSYmxEKDvQ3gm3m/yV1mjDHGGGNMnRcLOeyhugr7jTUpImOAMe7LglOyVq+o8Vp5LxPIjXYlKsnqXHu8qHcHLyoSbasLC/adkrV6dbTrUQXxeOzFY50hPuttMe6K4xgPJR6PxVAS5feA+P5dyo3xWGiwbwLa+bxuC/hND6WqM4GZACKyKB7HoY3Heluda0+81ruGrI7Hv0U8/g/jsc4Qn/WOxzrXoLiM8VAS5f+aKL8HJNbv4isWUmK+BrqISCcRSQVGAq9HuU7GGGOMMcbEhKhfYVfVIhG5HpiPM6zjv1R1ZZSrZYwxxhhjTEyIeoMdQFXfBt6OcPWZNVmXGhSP9bY61554rXdNiNe/RTzWOx7rDPFZ73isc01JpL9FovwuifJ7QGL9LoeIqoZfyxhjjDHGGBMVsZDDbowxxhhjjClH3DTYReRfIpIjInEzpKOItBORD0VklYisFJGbol2nSIhIuoh8JSJL3XrfFe06RUpEkkTkGxF5M9p1iYSIrBeR5SLyrYgsinZ9oslivPZYjNcui/MyIjJIRFaLyFoRuT3a9amKeI37isRjXAUSkcYiMldEvnf/NydFu05eipuUGBE5DdgHPKuq3aNdn0iISCuglaouEZHDgMXAUFX9LspVq5CICNBAVfeJSArwKXCTqn4Z5aqFJSI3A/2ARqp6brTrE46IrAf6qWq8jhnrGYvx2mMxXrsszh0ikgT8AJyFM6Tz18CoWI+XQPEa9xWJx7gKJCLPAJ+o6pPuqIP1VXVXtOvllbi5wq6qHwM7ol2PylDVLaq6xH2+F1hFHMziqo597ssU9xHz3+xEpC3wG+DJaNfFVJ7FeO2xGDdR0h9Yq6rrVLUQmAUMiXKdKi1e4748iRBXItIIOA14CkBVCxOpsQ5x1GCPdyLSEegDLIxuTSLj3h77FsgBFqhqPNT7H8CtQEm0K1IJCrwnIovdGX1NnLIYrxXxGONgcV6qDbDR5/Um4rihC/EX9+WI17jydSSwDfi3m9rzpIg0iHalvGQN9logIg2BecAfVHVPtOsTCVUtVtXeODPP9heRmE5REJFzgRxVXRztulTSAFWoz217AAAHTklEQVTtCwwGxrlpISbOWIzXvDiOcbA4LyUhlsX8nZ3yxGPcB4rzuPKVDPQFpqtqH2A/EJd9JMpjDfYa5uaHzgNeUNWXo12fynJvKX0EDIpyVcIZAJzv5orOAn4lIs9Ht0rhqWq2+zMHeAXnlrGJIxbjtSYuYxwszn1sAtr5vG4LZEepLtUS73HvI27jKsAmYJPPncK5OA34hGEN9hrkdux6ClilqtOiXZ9IiUgzEWnsPs8AzgS+j26tKqaqE1S1rap2BEYCH6jqpVGuVoVEpIHbYQn31t1AIG5GSDEW47UpHmMcLM4DfA10EZFObqfAkcDrUa5TpcVr3IcSr3EVSFV/BjaKSFd30a+BuO0EHErcNNhF5EXgC6CriGwSkauiXacIDAAuw/nG+q37OCfalYpAK+BDEVmGc4JdoKpxO9RTDGsBfCoiS4GvgLdU9d0o1ylqLMZrlcV47bE4d6lqEXA9MB+no+YcVV0Z3VpVSbzGfaK7AXjBPa/1Bu6Ncn08FTfDOhpjjDHGGFMXxc0VdmOMMcYYY+oia7AbY4wxxhgTw6zBbowxxhhjTAyzBrsxxhhjjDExzBrsxhhjjDHGxDBrsNdRIvJLEan0MG4i0lpE5pbz3kci0s99/ief5R1FJKJxh0XkDyJyeWXrFaKc60XkyuqWY0y8shg3Jr6IyBUi0jqC9Z4WkWGRLvegXhbrMcAa7KZSVDVbVSM5Ifwp/Cr+RCQZ+B3wn0pXLNi/gBs9KMeYOsVi3JiouQII22CPAov1GGAN9hjlzo73logsFZEVIjLCXX68iPxPRBaLyHwRaeUu/0hE/iEin7vr93eX93eXfeP+7Bpmv2+LSE/3+Tcicof7/G4R+b3vt2sRyRCRWSKyTERmAxnu8slAhjuZxAtu0Uki8oSIrBSR99zZFQP9CljiTq6BiHQWkffdv8ESETnKvWr4PxGZIyI/iMhkEblERL4SkeUichSAqh4A1pf+HYyJNRbjFuMmcblx9L2IPOPGz1wRqe++FxTj4lwZ74cz8c+3buzdISJfu/E+U0SkEvuv6DxyvxtPP4jIqe7y+m7MLROR2SKyUET6WazHDmuwx65BQLaq9lLV7sC7IpICPAwMU9Xjcb51/s1nmwaqejJwnfseONONn6aqfYA7CD/z18fAqSLSCCjCmdEN4BTgk4B1xwIHVLWnW4/jAVT1diBPVXur6iXuul2AR1X1OGAXcFGIfQ8AFvu8fsHdphdwMrDFXd4LuAnogTPb3NGq2h94Emems1KLgFPD/L7GRIvFuMW4SWxdgZlu/OwBrisvxlV1Ls7xfIkbV3nAI6r6C/f8kAGcG8lOIziPJLvx9AfgTnfZdcBOt653Y7Eec5KjXQFTruXAFBG5H3hTVT8Rke5Ad2CB+0U7ibKDHuBFAFX9WEQaiUhj4DDgGRHpAiiQEma/n+DcevoJeAs4y70q0FFVV4tIR591TwP+6e5zmTjTAZfnJ1X91n2+GOgYYp1WONNVIyKHAW1U9RW3/Hx3OcDXqrrFff0j8J67/XLgDJ/ycoBjwvy+xkSLxbjFuElsG1X1M/f58zhx9y4Vx7ivM0TkVqA+cASwEngjgv12DbOPl92fvnF6CvAQgKqusFiPPdZgj1Gq+oOIHA+cA9wnIu8BrwArVfWk8jYL8fpu4ENVvcD9IP4ozK6/xrkttw5YAGQCV+P/TbmifZanwOd5Me6t9QB5QLr7vKJbf75llfi8LsH/mE53yzQm5liMW4ybhBcqXoWKYxwAEUkHHgP6qepGEZlEWeyEE24fpfFUTFk8RZxug8V6VFhKTIwSp6f4AVV9HpgC9AVWA81E5CR3nRQROc5ns9Ic2FOA3aq6Gzgc2Oy+f0W4/apqIbARGA58iXM1bjzBt8rBubV+ibvP7kBPn/cOurflKmMV0Nmtxx5gk4gMdctPK83/q4SjgYh6sxtT2yzGLcZNwmtfGsvAKOBTKo7xvTh3zKCssZsrIg2Byoz+Eu48EsqnOOcERKQbTopKKYv1GGAN9tjVA/hKRL4F/gzc437QDgPuF5GlwLc4uWCldorI58AM4Cp32QM4V+8+w7ktFolPgK1uR49PgLaE/jCfDjR0b53dCnzl895MYJlPJ5VIvINzC77UZcCNbvmfAy0rURY4OXTvV3IbY2qLxbjFuElsq4DR7vF9BDA9TIw/DcxwzwkFwBM4qSGv4twZi0gE55FQHsNp5C8DbgOWAbvd9yzWY4CoRnq308QyEfkIGK+qi6Jdl+oQkVeAW1V1TTXL6QPcrKqXeVMzY6LLYjyoHItxE7Pc9LQ33Q6jMU9EkoAUVc13R2f5L04H0MJqlGmx7iHLYTex5naczirVCnCcvNyJ1a+OMcZjFuPGxJ76wIdu6osAY6vTWHdZrHvIrrAbY4wxxhgTwyyH3RhjjDHGmBhmDXZjjDHGGGNimDXYjTHGGGOMiWHWYDfGGGOMMSaGWYPdGGOMMcaYGGYNdmOMMcYYY2LY/wM2Ti+OrNaWHgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 792x504 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Parameters\n",
"n_classes = 3\n",
"plot_colors = \"ryb\"\n",
"plot_step = 0.02\n",
"\n",
"for pairidx, pair in enumerate([[0, 1], [0, 2], [0, 3],\n",
" [1, 2], [1, 3], [2, 3]]):\n",
" # We only take the two corresponding features\n",
" X = iris.data[:, pair]\n",
" y = iris.target\n",
" clf = tree.DecisionTreeClassifier().fit(X, y)\n",
"\n",
" # Plot the decision boundary\n",
" plt.subplot(2, 3, pairidx + 1)\n",
"\n",
" x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
" y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
" xx, yy = np.meshgrid(np.arange(x_min, x_max, plot_step),\n",
" np.arange(y_min, y_max, plot_step))\n",
" plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5)\n",
"\n",
" Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
" Z = Z.reshape(xx.shape)\n",
" cs = plt.contourf(xx, yy, Z, cmap=plt.cm.RdYlBu)\n",
"\n",
" plt.xlabel(iris.feature_names[pair[0]])\n",
" plt.ylabel(iris.feature_names[pair[1]])\n",
"\n",
" # Plot the training points\n",
" for i, color in zip(range(n_classes), plot_colors):\n",
" idx = np.where(y == i)\n",
" plt.scatter(X[idx, 0], X[idx, 1], c=color, label=iris.target_names[i],\n",
" cmap=plt.cm.RdYlBu, edgecolor='black', s=15)\n",
"\n",
"plt.suptitle(\"Decision surface of a decision tree using paired features\")\n",
"plt.legend(loc='lower right', borderpad=0, handletextpad=0)\n",
"plt.axis(\"tight\")\n",
"\n",
"plt.figure()\n",
"clf = tree.DecisionTreeClassifier().fit(iris.data, iris.target)\n",
"tree.plot_tree(clf, filled=True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Confusion matrix, without normalization\n",
"[[13 0 0]\n",
" [ 0 10 6]\n",
" [ 0 0 9]]\n",
"Normalized confusion matrix\n",
"[[1. 0. 0. ]\n",
" [0. 0.62 0.38]\n",
" [0. 0. 1. ]]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn import svm, datasets\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import confusion_matrix\n",
"from sklearn.utils.multiclass import unique_labels\n",
"\n",
"\n",
"def plot_confusion_matrix(y_true, y_pred, classes,\n",
" normalize=False,\n",
" title=None,\n",
" cmap=plt.cm.Blues):\n",
" \"\"\"\n",
" This function prints and plots the confusion matrix.\n",
" Normalization can be applied by setting `normalize=True`.\n",
" \"\"\"\n",
" if not title:\n",
" if normalize:\n",
" title = 'Normalized confusion matrix'\n",
" else:\n",
" title = 'Confusion matrix, without normalization'\n",
"\n",
" # Compute confusion matrix\n",
" cm = confusion_matrix(y_true, y_pred)\n",
" # Only use the labels that appear in the data\n",
" classes = classes[unique_labels(y_true, y_pred)]\n",
" if normalize:\n",
" cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
" print(\"Normalized confusion matrix\")\n",
" else:\n",
" print('Confusion matrix, without normalization')\n",
"\n",
" print(cm)\n",
"\n",
" fig, ax = plt.subplots()\n",
" im = ax.imshow(cm, interpolation='nearest', cmap=cmap)\n",
" ax.figure.colorbar(im, ax=ax)\n",
" # We want to show all ticks...\n",
" ax.set(xticks=np.arange(cm.shape[1]),\n",
" yticks=np.arange(cm.shape[0]),\n",
" # ... and label them with the respective list entries\n",
" xticklabels=classes, yticklabels=classes,\n",
" title=title,\n",
" ylabel='True label',\n",
" xlabel='Predicted label')\n",
"\n",
" # Rotate the tick labels and set their alignment.\n",
" plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\",\n",
" rotation_mode=\"anchor\")\n",
"\n",
" # Loop over data dimensions and create text annotations.\n",
" fmt = '.2f' if normalize else 'd'\n",
" thresh = cm.max() / 2.\n",
" for i in range(cm.shape[0]):\n",
" for j in range(cm.shape[1]):\n",
" ax.text(j, i, format(cm[i, j], fmt),\n",
" ha=\"center\", va=\"center\",\n",
" color=\"white\" if cm[i, j] > thresh else \"black\")\n",
" fig.tight_layout()\n",
" return ax\n",
"\n",
"X = iris.data\n",
"y = iris.target\n",
"class_names = iris.target_names\n",
"\n",
"# Split the data into a training set and a test set\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n",
"\n",
"classifier = svm.SVC(kernel='linear', C=0.01)\n",
"y_pred = classifier.fit(X_train, y_train).predict(X_test)\n",
"\n",
"np.set_printoptions(precision=2)\n",
"\n",
"# Plot non-normalized confusion matrix\n",
"plot_confusion_matrix(y_test, y_pred, classes=class_names,\n",
" title='Confusion matrix, without normalization')\n",
"\n",
"# Plot normalized confusion matrix\n",
"plot_confusion_matrix(y_test, y_pred, classes=class_names, normalize=True,\n",
" title='Normalized confusion matrix')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Confusion matrix, without normalization\n",
"[[13 0 0]\n",
" [ 0 15 1]\n",
" [ 0 0 9]]\n",
"Normalized confusion matrix\n",
"[[1. 0. 0. ]\n",
" [0. 0.94 0.06]\n",
" [0. 0. 1. ]]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"classifier = tree.DecisionTreeClassifier(max_depth=10)\n",
"y_pred = classifier.fit(X_train, y_train).predict(X_test)\n",
"\n",
"np.set_printoptions(precision=2)\n",
"\n",
"# Plot non-normalized confusion matrix\n",
"plot_confusion_matrix(y_test, y_pred, classes=class_names,\n",
" title='Confusion matrix, without normalization')\n",
"\n",
"# Plot normalized confusion matrix\n",
"plot_confusion_matrix(y_test, y_pred, classes=class_names, normalize=True,\n",
" title='Normalized confusion matrix')\n",
"\n",
"plt.show()\n",
"tree.plot_tree(classifier, filled=True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/roman/anaconda3/lib/python3.7/site-packages/sklearn/ensemble/forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.\n",
" \"10 in version 0.20 to 100 in 0.22.\", FutureWarning)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Confusion matrix, without normalization\n",
"[[13 0 0]\n",
" [ 0 15 1]\n",
" [ 0 0 9]]\n",
"Normalized confusion matrix\n",
"[[1. 0. 0. ]\n",
" [0. 0.94 0.06]\n",
" [0. 0. 1. ]]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.ensemble import RandomForestClassifier\n",
"classifier = RandomForestClassifier()\n",
"y_pred = classifier.fit(X_train, y_train).predict(X_test)\n",
"\n",
"np.set_printoptions(precision=2)\n",
"\n",
"# Plot non-normalized confusion matrix\n",
"plot_confusion_matrix(y_test, y_pred, classes=class_names,\n",
" title='Confusion matrix, without normalization')\n",
"\n",
"# Plot normalized confusion matrix\n",
"plot_confusion_matrix(y_test, y_pred, classes=class_names, normalize=True,\n",
" title='Normalized confusion matrix')\n",
"\n",
"plt.show()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/roman/anaconda3/lib/python3.7/site-packages/sklearn/ensemble/forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.\n",
" \"10 in version 0.20 to 100 in 0.22.\", FutureWarning)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Classification report for classifier RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
" max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
" min_impurity_decrease=0.0, min_impurity_split=None,\n",
" min_samples_leaf=1, min_samples_split=2,\n",
" min_weight_fraction_leaf=0.0, n_estimators=10,\n",
" n_jobs=None, oob_score=False, random_state=None,\n",
" verbose=0, warm_start=False):\n",
" precision recall f1-score support\n",
"\n",
" 0 0.94 0.99 0.96 88\n",
" 1 0.76 0.89 0.82 91\n",
" 2 0.89 0.91 0.90 86\n",
" 3 0.83 0.85 0.84 91\n",
" 4 0.90 0.87 0.88 92\n",
" 5 0.85 0.82 0.84 91\n",
" 6 0.96 0.98 0.97 91\n",
" 7 0.95 0.87 0.91 89\n",
" 8 0.88 0.72 0.79 88\n",
" 9 0.81 0.85 0.83 92\n",
"\n",
" accuracy 0.87 899\n",
" macro avg 0.88 0.87 0.87 899\n",
"weighted avg 0.88 0.87 0.87 899\n",
"\n",
"\n",
"Confusion matrix:\n",
"[[87 0 0 0 0 0 0 0 1 0]\n",
" [ 1 81 0 0 1 0 0 0 4 4]\n",
" [ 2 0 78 6 0 0 0 0 0 0]\n",
" [ 0 4 4 77 0 3 1 0 2 0]\n",
" [ 3 3 0 0 80 0 0 2 0 4]\n",
" [ 0 3 0 1 1 75 2 1 0 8]\n",
" [ 0 2 0 0 0 0 89 0 0 0]\n",
" [ 0 3 2 0 6 0 0 77 1 0]\n",
" [ 0 9 3 3 1 6 1 0 63 2]\n",
" [ 0 1 1 6 0 4 0 1 1 78]]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Confusion matrix, without normalization\n",
"[[87 0 0 0 0 0 0 0 1 0]\n",
" [ 1 81 0 0 1 0 0 0 4 4]\n",
" [ 2 0 78 6 0 0 0 0 0 0]\n",
" [ 0 4 4 77 0 3 1 0 2 0]\n",
" [ 3 3 0 0 80 0 0 2 0 4]\n",
" [ 0 3 0 1 1 75 2 1 0 8]\n",
" [ 0 2 0 0 0 0 89 0 0 0]\n",
" [ 0 3 2 0 6 0 0 77 1 0]\n",
" [ 0 9 3 3 1 6 1 0 63 2]\n",
" [ 0 1 1 6 0 4 0 1 1 78]]\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a3197a470>"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn import datasets, svm, metrics\n",
"\n",
"# The digits dataset\n",
"digits = datasets.load_digits()\n",
"\n",
"# The data that we are interested in is made of 8x8 images of digits, let's\n",
"# have a look at the first 4 images, stored in the `images` attribute of the\n",
"# dataset. If we were working from image files, we could load them using\n",
"# matplotlib.pyplot.imread. Note that each image must have the same size. For these\n",
"# images, we know which digit they represent: it is given in the 'target' of\n",
"# the dataset.\n",
"images_and_labels = list(zip(digits.images, digits.target))\n",
"for index, (image, label) in enumerate(images_and_labels[:4]):\n",
" plt.subplot(2, 4, index + 1)\n",
" plt.axis('off')\n",
" plt.imshow(image, cmap=plt.cm.gray_r, interpolation='nearest')\n",
" plt.title('Training: %i' % label)\n",
"\n",
"# To apply a classifier on this data, we need to flatten the image, to\n",
"# turn the data in a (samples, feature) matrix:\n",
"n_samples = len(digits.images)\n",
"data = digits.images.reshape((n_samples, -1))\n",
"\n",
"# Create a classifier: \n",
"#classifier = svm.SVC(gamma=0.001)\n",
"classifier = tree.DecisionTreeClassifier()\n",
"#classifier = RandomForestClassifier()\n",
"\n",
"# We learn the digits on the first half of the digits\n",
"classifier.fit(data[:n_samples // 2], digits.target[:n_samples // 2])\n",
"\n",
"# Now predict the value of the digit on the second half:\n",
"expected = digits.target[n_samples // 2:]\n",
"predicted = classifier.predict(data[n_samples // 2:])\n",
"\n",
"print(\"Classification report for classifier %s:\\n%s\\n\"\n",
" % (classifier, metrics.classification_report(expected, predicted)))\n",
"print(\"Confusion matrix:\\n%s\" % metrics.confusion_matrix(expected, predicted))\n",
"\n",
"images_and_predictions = list(zip(digits.images[n_samples // 2:], predicted))\n",
"for index, (image, prediction) in enumerate(images_and_predictions[:4]):\n",
" plt.subplot(2, 4, index + 5)\n",
" plt.axis('off')\n",
" plt.imshow(image, cmap=plt.cm.gray_r, interpolation='nearest')\n",
" plt.title('Prediction: %i' % prediction)\n",
"\n",
"plt.show()\n",
"\n",
"plot_confusion_matrix(expected, predicted, classes=digits.target, \n",
" title='Confusion matrix, without normalization')\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 1
}