{ "cells": [ { "cell_type": "code", "execution_count": 38, "id": "bda7256e", "metadata": {}, "outputs": [], "source": [ "import numpy as np \n", "from scipy.stats import multivariate_normal\n", "import matplotlib.pyplot as plt\n", "from aare import ClusterFinder, calculate_eta2, Interpolator\n", "import boost_histogram as bh\n", "from aare._aare import Cluster2x2d, ClusterVector_Cluster2x2d" ] }, { "cell_type": "code", "execution_count": null, "id": "cb2fa3eb", "metadata": {}, "outputs": [], "source": [ "### create frame of one photon hit using gaussian distribution \n", "def create_photon_hit_with_gaussian_distribution(mean, covariance_matrix, data_points):\n", " gaussian = multivariate_normal(mean=mean, cov=covariance_matrix)\n", " probability_values = gaussian.pdf(data_points)\n", " return (probability_values.reshape(X.shape)).round() #python bindings only support frame types of uint16_t\n", "\n", "\n", "def calculate_scaled_photon_hit(cluster_center_in_subpixels, pixels_per_superpixel, photon_hit): \n", " scaled_photon_hit_x = cluster_center_in_subpixels - (1 - photon_hit[0][0])*0.5*pixels_per_superpixel \n", " scaled_photon_hit_y = cluster_center_in_subpixels - (1 - photon_hit[0][1])*0.5*pixels_per_superpixel\n", " return [scaled_photon_hit_x, scaled_photon_hit_y]\n" ] }, { "cell_type": "code", "execution_count": null, "id": "9453f403", "metadata": {}, "outputs": [], "source": [ "### plotting functions\n", "\n", "def plot_eta_distribution(hist):\n", " plt.imshow(\n", " hist[:, :, 0].to_numpy(view=True).transpose(), \n", " origin='lower', \n", " extent=[hist.axes[0].edges[0], hist.axes[0].edges[-1], hist.axes[1].edges[0], hist.axes[1].edges[-1]],\n", " aspect='auto')\n", " plt.colorbar()\n", " plt.xlabel('eta_x')\n", " plt.ylabel('eta_y')\n", "\n", "def plot_uniform_eta_distribution(uniform_etax, uniform_etay, eta_extent): \n", " fig, axes = plt.subplots(1, 2, figsize=(10, 5)) # (rows, cols)\n", "\n", " im1 = axes[0].imshow(\n", " uniform_etax[:, :, 0].to_numpy(view=True).transpose(), \n", " origin='lower', \n", " extent=[eta_extent[0], eta_extent[1], eta_extent[0], eta_extent[1]],\n", " aspect='auto'\n", " )\n", " axes[0].set_title(\"uniform distribution of etax\")\n", " fig.colorbar(im1, ax=axes[0], fraction=0.046, pad=0.04)\n", " axes[0].set_xlabel(\"eta_x\")\n", " axes[0].set_ylabel(\"eta_y\")\n", "\n", " im2 = axes[1].imshow(\n", " uniform_etay[:, :, 0].to_numpy(view=True).transpose(), \n", " origin='lower', \n", " extent=[eta_extent[0], eta_extent[1], eta_extent[0], eta_extent[1]],\n", " aspect='auto'\n", " )\n", " axes[1].set_title(\"uniform distribution of etay\")\n", " fig.colorbar(im2, ax=axes[1], fraction=0.046, pad=0.04)\n", " axes[1].set_xlabel(\"eta_x\")\n", " axes[1].set_ylabel(\"eta_y\")\n", "\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 146, "id": "f57feae4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "num pixels: (1000 x 1000)\n" ] } ], "source": [ "pixel_width = 1e-4\n", "\n", "values = np.arange(0.5*pixel_width, 0.1, pixel_width)\n", "\n", "num_pixels = values.size\n", "\n", "print(f\"num pixels: ({values.size} x {values.size})\")\n", "\n", "X, Y = np.meshgrid(values, values)\n", "\n", "data_points = np.stack([X.ravel(), Y.ravel()], axis=1)" ] }, { "cell_type": "code", "execution_count": 158, "id": "5a93b339", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'y_0')" ] }, "execution_count": 158, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hO3B8F3O4LDbYBTeMrV5+gABP2TjFFADp8hx09WWftUDowFEgwokh6LRCREU9yIXRF7tQBQ8Dyo4FD4h5RWCo6rg1oUnwV5SOlbFeaQEaBM0GGEYW2aMBw26yLqR6vcId15bekry8yrXMEywMBgqKOVFa4z4tUIhlXXeDTWo62mhldpB1KfeWmRUEdLVF1EtTxyd08UXGZBkQdaeD0vevWL2+6QpItLrQAJcEIiJ/fXmjOBgCILzYhar1QV5TxXUxL/CQwAgBwUQEjAW/M9IKZndPzFp+d9ICNEia9j7WFF2N9lTA0KHwU3s68+ryOwHDalgXelwbawsW/LbX4xTmBBSM/C0HP67eVxWSL5GqAtKnY6hwkcxx/uzewnuIAH1KrpneIWWCj4fWCqC9BcOAhL2XDFwMSMkgYkYAwae1+Iex1odVAQ9Nh0ViQatNC9AwK7HpbCjNGzAkxdkDGHqtB30rMnoAQ6Wt1Fc2lasreF/oSLAAAE2zNmAhKesys9eqMA+gUJGx916bqu1K7fPk1eryyo/k3+PItLW4Hs84UAMWBKgBx3rfKHyNx2x9A0DEXACEboyKf/CsD94OlKsJHibWutAhb5VpYWlY0PS02wHDAB70AYYhdfUp1SncEV3WBX6bqDRltCuia7vnvvbZuvmgClgUY2Kf2qpQAwok/w4AGwBu/M5ncfCmI1NyL0AYCg5mmf/2xLfDwTs6RnZ5DVKHhlAfJ8LVEWSdfdaI6rcdkJWuiIcYDiBItH2A9UGO55rrYmrwoNMDoZ074QQT8BxsXRarSJNAmHR/vnaQjPVKC9AwLa0DwDCXgMfOvLp1YnrA0AEkxloXulwRcwcLZcbUVoU5AoWiTUrOMMXfv9xzeP0z0zRix76IDm17z8ZMHphIVglbhQUSQ0BETemyIqeRAEKO88HWhyyzusphNHhInaBkBRCoqdRDDSpmxAXNmRagYRp60ACGGeIXutwRXW2rLRvlB9+tbjeDhTFlgPTlv1FWhSin6u/vAwpeO4yMRz/i3+UxUZEzCiDMCAxG3Z9ZqE+ko/xpCNDoamvFHTAYSAwBEV1WiDEAos/VYCtm60OAcc1UgAClf7KcKcFDd7zD2oCGhXtiQeNotQBDh5m/5JsRMPTW1aOcKm3oBAzzti7UttBuqBIMNwJ4dIIFAhrJlJM7XRCd/VmxKswKFIwl4Tu3fwVH7PuTqpIwdDiPmZClrhlb1pE1d7KAoGYlcsvmwuTJ6pA5FEgQv+X3gYihVogagGD9HcsR5w+1PhAQYkcVrgsWNhFlVBtHgodqvAPWfP3iChqsYOgXiGsy1i8tQMMYGg0YaDhgGPodiT7A0GmpEIp7hCIa0s5OwNC1lLK6MmKEkhfp5WQ/BVjwyqT2VMCCV6/DLmXV3Q/D74+2JohyTvk77rqp0tbuOnweUT+ZxJ4yo2g1QMM0ZH35sNeelaBNSjQQSAQ5zvpARBJhQMRQACEsGMPcFxIR5jax66JYddFk1sIqMMZtoeqW4EG4LNaIwhxiGsI6dqUsQMNQmgowDJl81wowcF09+X5G92ZNu9O6MNYVsRZgoUvhW7CwykBBtnHDhn3HtVew5DrnBAxmmDPHqAe3mqF1y4q6ykj0QPb+ICk0sjKBsj8HgQhjYiC0TBEIhDEAgrJcD0CMtT5UwQNPn1KWBAKjwUNpdUCY7e1/QcNoARqG0LoHDDQ9YFgNd8S8rAtjXRFevVWQQq4boh7c2NF2wI9V6AJINdcDmXwH5AQvHcDjjnphVbaqx9bhUZeIjrxS4deuv0P+COoEGF6mNcH3NSV0MBjrhLovDCSmAhECQDCPCyBCupys53sAhHFfjIt9KMGDHzQJ7baw4EGBtVjGWzVhrQ5YG1rENCyoh1YJMIBQDfxTbHMADNOukKDYRk+/d5WruSNGWxcqQGdWVwT18DvgYiqwQBUXxFirgu0fq1dqAMLI/Id/vARPeNwvFO0JTr2qvSPSg8cgefekubIKVsw9kNpIaaZQvf2dFCDApK6IbB1dIELeO9a/CkCwItYujAJA9LkvGCtE/rr1oQQPIA6aNOCBp76JIwNCBj8AtVUTts41oJXQYGVGq8bK2jV37rQADZ00ckYYAxiGbOc7CDDMsgdDj/IaCximdUeMcSNQxbowyhUxEFxgOrCgzMnysMuSIuv02ukBhYHAwzZbyXfyO89lG71X8YHPiwv4BiTNjdxJWycmJVe9vqj4XVAR/NvgWSaERSLfG6Hgh4AI1v/SClGxQBQAYoj1wY19iH00E3joAQPS8tDnsljQmtACNFSJxg3G0YChh3e3AgZ//4UqWJDtHeqO6FLeo2IXKgrduhak4q613YgYFbNQAws1UOS0JSmMiuVgWqDAwGfz5sf0b8rkpOU5vqesV68HLPYEctvjAEaVkA/0LoneMRkwEWHW0H5gBS9l2t0ZrUBrhRgEIAZaH2R6dF0AefXNWPDgrraoggFpdWB+dKzMWF2agDCZcfXEZA0tI/OmBWio0RjAQNgDAcM0SypjvdMAhhow8FwwNUU6NnZhiAwxiZdv0Q4wnAosVMBJhV9SARRMczpdDx0uBc/l8JB9tzh9oE/HAoSZgEEXQFlDcpvtNUQCgiGAQoGJ9mQQkLDWCGmJkADCtrMPQHguDAhwIgFEVRZlPZ6sD4S8BHKAC0G0pwQPRjans9UhiaH2xcDyrgEtYhoWVBI5CrDKGxX4EMa1AAwdboWUP7J9nYChullT5Tq6lGnxtk96opQtcgHAQLAAlCBnDcGCtM66VgWqBzPW7kPeb8EBbpFuvPnTePxBL9PlmIlK/oKPDG8XzQIIOuVPM9l21BwqufVu9MXWAEXhCpBlDJCIvL3vHwFmjET5fQAiJiWF7V0EZetDKtJlfZBgIPAzNAt4iOOL4Mc7WPAgrRQLWhNagAZLC8Bgc7pBwazuiNW0LgxsWyBCaW2cA1gwWqJQvIa/6n6YASj0WhJqIKEn35M/aNp23EBjaJrl7dRVyMuyF8KrEDrKKjEFmKCsL0W+u3QSwq0xxKUhFG0YCSCSNapwX1ByQfDyTT0PSOuA4J8VPExEn/CchFABD7FR0krRuQPu/Gg+gZDrF+QsQIOkMYABDxLA0FGOOhTnaHfEUMCwWtYFpy4/yHEVwUKlrdVdGZ17NhYoSJBwxJEnVyfWYZs+GZkujzuQ1PFcpsshj2m2nk8tm6wAr/EWVHi32bFKlDtBWhBBLB7yoDpNjAEQFfdFuZFUlKdiH3iszBk8NGg3PRoULEm+y2INqI1pmK2uWcvvTlqABkUjbuQgwIB1CRj0xOCUcQFD5Rpqysjrv5mtCzWwkBgArCZYMKCE+Z239lFWhaQEPG1UniuXg0j//u1fx0P235pldQ25Lj1JDlNShB0y3Xp6QEaFhgCPXjN/TZDcOMi2x2suX7SSFbSocggUQKL8LkVUnh6IGOLK4GBHErLkm3nik2/8fABQh+uimCMk4JkFPMTyxUoLfl6CqYvLDvpYyILmQYsttKahod+TqPn7Je2JgKFL0TcNykLONbiKOWZYwEBtWgkYPLmk+zUpxhpgEJqTgNCQWe5K1bJBghgWQ7a8vn6el9vP+VLug6RUW7lueQNOQmxvMNeQlUj+tfVG3obaJ1uBFOAHP/hmrNvWL+TwT1yLal+Tj0OD/EsKp3JdTf4F+ZN1OnXXfrLNtd8QOW79on2y3TWXXC6Xf15/gcitW7Vb3ZM8BoPNa5BAdgCVfWLHShwb3OeDxl/H+Jf3SclQbewa/2awkGlwLB/ss1qba/pA8BxpEr89Mctv7OqLT3/603je856Hbdu2gYjwsY99rMp7xhlngIhwwQUXqPSdO3fiNa95DQ455BDst99+eP7zn4+bb7559PUvQMNYGvo9iT0ZMLDyd589rwzVr6drAvCUiDWP82TqKpyeulI9VgmW7W0naCtTT2hcVilqM1l2ggWeKMeCBUEKKBQTtv71AwWh/IiwtLSX7jtWdoBRxkLhRbkWHORdI5EVhPnVgICiyrX1/obQHGTXAEZxvcX9LsEEK3oNJMo6OgGEtcZRllsFEFYmGQCh+qx8xjrBswAQtfJl/5APHkS+qr8ATVTOR9ymNSCOaZj1N4Z++MMf4glPeALe/e53d/J97GMfw9///d9j27ZtRd5ZZ52Fj370o7j00ktx1VVX4e6778Zpp52GlZVxn89auCfGEA3dHnoPBgyVtlG1DPnAAKjsp1CRU9l7IRQ+diqvyZuIarzGdTLYFZEmcGci8nhZvuRTbfNASlmey3S6H6RM2X6r4EjkFXUCj3v8iyuuBt32qovB462w2naPoo5yyfIxlEKxJ6cjcHj9QqxTpi2Ympd4Av8vFHf8I74ZwbxVl4ZIl3swQLoxWCkPcWEEIAP2ivtCuS5ynb2uC6e8clvEzgj8aNfcDsZl4S7RXOOvXE6msBSUMsa1+dRTT8Wpp57ayXPLLbfg1a9+NT75yU/iuc99rsq744478P73vx8f/OAH8exnPxsAcMkll2D79u244oorcMoppwxuy8LSMJQofk1tAF9vFO/uBAxj9mCQ5tUivb4BUy8voXVHTA0YqFTmqZ48045yRcS3tNw+W1a3ZbQLwrmW9BZKorAEA/G4y6LAFpTC7UCifJRx/T/8sQBC+d66Lgbmky4FEtYDSMBU+alrN+3hn3VXpHr83+i3yQ5Z0hJTc5kMuR77Ky0TxtUh7lNhjZDPnLVEeO2J96lwYxC6LRD2GNwfBjS6z/Qw14Vb3nm20th26lEdL8aLeqaHWHX3ULrzzjvVb+fOnVPJmUwmeNnLXobXve51OProo4v8a665Bvfffz9OPvnklLZt2zYcc8wxuPrqq0fVtbA0DCHCCMDQg8PWG2CwFdXaX3sjd0CE+wbugY01sC4Upl4ua4py4dGWBaevgq1DTdKCj8sbEVWLQpqE/TaEsALXFZTKUl2GbWeNZPnRCn4c+1xJvTiTm6zaJy0YrtWhlB9UvnBzirdvpfSBwhIRTBChakOUGxJ/zQLRZX2gBOyKQERx7Vy/2mfBPKOl5UFaCWKa2GHSDZbkccl9lE4pXx/LX7Mll4SVadb+GhkAsH37dpX+5je/Geeee+5oeW9729uwvLyMX/u1X3Pzd+zYgb322gsHHXSQSt+yZQt27Ngxqq4FaOgjwrCllYMAA3YPYKgg8dGAYdb9F/iNywroKzuijvINv1aOJx7sUWCh2/0wECiIdsu33wMPeZRRSjOABC43BBjMMr9SpW3Ti/MFDm2jUFIaBAhR4jsNVflTgIi27bJDtCujC0CQcRO47otUjo+pBA/x2lueseCB8g2wLgYDHhhjDHJZTEQnrAFxMONsMto233TTTTjggANS+saNG0fLuuaaa/B7v/d7uPbaazFsZ+JMIYTRZRbuiT4a1KGOgqzxdeV6Jm3ZjtGAgeqAoWYxaJpxgMFTZF6dnjvCLTsQMBg+NnX3AgZhrtXX4LTNAwyiGwYFN5I0qVqQkn8hynPdD9Yky2UozbO5fZ7LIRY74KAjRPAaOeXNz9bluBDkdVZ/5pYkefbXOL8uuVP8uuqxv672d12n6/qo9GsxBviep7GQx03Kc10ZurytS7WD61fui64xQOUYjOnuWPfcFmIcuvMl5etor1W442z/w6sT65IOOOAA9ZsGNHzmM5/BbbfdhsMPPxzLy8tYXl7GjTfeiHPOOQePfOQjAQBbt27Frl27cPvtt6uyt912G7Zs2TKqvgVo6KJmSOAjlYrOZevm6fy89dSAwZdZvaak7E1+F2Ao6qwtp+xpc7LU+BNOlQ/wYxeccqFpZo9bwEiw0AEU2jrE5GgVTyW6vBMokH47TX7mhnDjNy6vgwRbh2j/kJUclqpggIRSa8zPyOyMRZjxV7TfaUtX+6sunlrfyPo9EOGUVyCiJx6iBiDKOkiPS+ZxwXR5HdOPfZo+3qG6UkI/y6UVc3VoEpq5/OZFL3vZy/ClL30J1113Xfpt27YNr3vd6/DJT34SAHD88cdjw4YNuPzyy1O5W2+9Fddffz1OOOGEUfUt3BM1ooErJR50gMFJd9vkpVGRNld3xLSxC42ZDJMs0waWy3ykywyLxUA5IZtj5e8X+TX3Qy1GgRVbNc+Ws+2RbaqOPz+5LdPB65TTb5p1uUPqnpVC36spIZvCZVPk/ZIdbDq7+hVM5uW3e5FfuDVIl0njEsJ8Hxui3Bji2oIy78c/0Q2hVkOwW4FE34S664LHarGaIZbjypLbQl4UYdhKi0nuj+SysFtKB9ERa4MZ5uqeGEp33303vvGNb6TzG264Addddx0OPvhgHH744di8ebPi37BhA7Zu3YrHPOYxAIBNmzbhla98Jc455xxs3rwZBx98MF772tfi2GOPTasphtICNHhEI1ZK/CgBhpoy967Rvs2wgC4gQBU+701mCFgg542qQ/F3xi10gAzVJlmXOU5gwRQdBBZk3xd5pOsoyrV0+FEnCZBgG1meVtvTBRYAFMtWh8hPZXtoGsXQE8NQFSn6yAUIJJQh6bxgzsmU89qo3sxlkF8wZRSAEM91jAFgKwZxQ2SMBGRebo8bk0BO4OQM4IEmXfEOsZzs6Ma2vZ3b6oGSD176whe+gJ/6qZ9K52effTYA4BWveAUuuuiiQTLe9a53YXl5GaeffjruvfdenHTSSbjooouwtLQ0qi0L0ODQWq2UqMYVtLmrDxi4fkcBFt+QqAIGp40eYPAAhOxnqvBNAxiItFJkXNLRJqXQJViwdQ0FC1KGlJ3k+rISv6xPKXrJSxVwYSim3XnHzXjIwYe7eZbKusrjwnrTJc9Png4EjKWeOoq2VUCG1HeZ1VdYCkxIJS9flGvWiMisrQfCCmFBmgQxlBVtYF6CXoXB38qQ11RYH+TKi55VFwPBQ2gcYJJAWcjAQV4UPyfFKovYfxY8rAFNgJlXT0xG8p944ol65UwPffOb3yzS9t57b1x44YW48MILR9auaQEaLM1tpcQAwFAFJ4TC125lV8vMChgqIGIIYIhgY1D8wlTuCDJROF6bBlgXaq6ILrBgr2NqsODJdYBCqsNpw0CgoNwgAH7w3a9i25G+/9IFCfZaCnDmyOlrVxd58lZBD7ifKehyJzgsSvk7fVK6P0Ia5lxeWtZVu8qi2grBCtbhT0ABegVC4b5gDCKUrpZpVl5Y8NDVTg88dK20IACBelwWsuNaQSG1eW3dE/PZ3Gn9hhMuQIOkZsgW0WsFGCr5ewRgcNofy84FMExpXWgVpZhcp3BF7DawIPvBAwWy3bZuK69iwSDKZki7H4A8DqqQX9cocFCAjwFlaoKmKRfSP+1p5RHyy5ksT1FX8hNLvLf5a5Wcps3+hUvDAxEBSPEQXQBCuiKkAuZ6ksKl1D8MOKy8UslPAR4qLgtteYjPcM1lwc8BWxhiPQkcLWhNaAEaBA0DDD1MPYABwJwBA1YXMPS5FWLZQQGPXvxCTzvKYEdfqXvR4IVclsk8VrH3xC0ol0JN2faBBaWY+TxOlgUf+QDCnHcBBUk//tSXK194ARJmBQhkr6uDsZKv2jcvcjVbrrC7uvpnr/viFYI9INsUASQiY8o3lojRAEK2Q7zxZwXruC+g05MI6broAw+y7mQhcTaJ6ot3iO2gShkQtUGRIfaaO1etDk3z7QhPxnqlBWgYQ0NWSvRQfaOoaQFDxz4MnozdARhc64Ij37ojhu67IIHIUOtCp2JfC7CQ5ZXb9lpeFNQVEyHPpRL+2hf+Jx79lJdE2QNAQm2oq+us8EC3byo3w2rqAPkm3Vl/boRyawi/vAU6mk/nWSBB6h5oEEGMaIwVwgMGLoDwgEwCBJSVvAyedFZeSGtIL3gwvOlKijZpIFDEO8Q6BgVKCqvDWtAEhMmMg3PW8ruTFqBhKA2xIPS5JXp3exwJGGofn1oNwFAp27+qwAMM/aBiWLCjkduh/AOQAQ/PVz2uiOoOjqsIFnqtCj1AoXA7iPofeGCnidC3bYNPBnyU+aTr7qI9Za4c047YQcX9kqfJ9RAcixG0shfpXSBCx0Xkt/lkIZBWCA9A8K1W8QWpmek8BU8q8JCZ5wIeZJsseBjisph0BErKzlgDWlgaFtRPRHNaKeHmRPlTAAbvWxJrBRiGbtg0EjAMckcU1oVK3TDWhdSGHutCUuhGwc4KFmJbXdeEKafa4rTP5/HqzvUecMgRTrtQUhUkUEdeyTqE1hxoDNAtRaBkrX7Bl8EaqfwEFCjofusCEV1WiChL6soUsJjq0m1MY7PLfSHBA8zqihj3MBN4kH1GhEDiq5oOEAigLC+gfeb7Yh3Wrx5eV7QADb1EKJYfFiwDAEMXKHiwAwZvQnVk97ojVsO6YNrkuiLmABaKt08irb88IDDGqlABCokXwIGHPbYaBNgJErqUdkdeFVwMAAGrti2wHD4VAGFe8B2GjPd8Abmu3AeU6+wDEXYMSRDRASCUa8O6Joz7omp9iMIogowi7mFu4IEtIRWXhZQnG0p9VofVp/ls7rR+Ec4CNHQSdS99BGYHDNWylfRVi2FwrnMQYHDKSatMDTCYoMhR7ghOr7hGlHUhsbTbLHv8QAUsiOMcbOXwKz4huwIWNJ9TV4dVYSxQkDK+df1f4sef/kt1kNDnZugCCM51DOIdwL9a5F6nAQlu0wiFQgccRe3ITdtHSxARGQaBiD4AIfVoh/tCrW4w9SAwxohjyq66GAQexD4PsY0yRkM9l7GOLpcFTURndVkd1oAmgTCZdZ+G9fqxDCxAQzf1BT6aSdrN71opUd28qQJUKiBjTQBDPJ8ZMDguCw0YPJk9wY7WuiBcAcAA60IjGiuVspWH1QMLxQ6NHlgo2tYPFIp2OsBprEXAXa5pynW6PyplinpWEU2QRQdthXWQZvlKVtdC0bX3giqT3qqR37S53BQAgigr6LzfgmkLg4fY0GwFidlJ/jTgQYCBWGcIpK0OXJd0WfCuR8aKEJq2s1SsA6A3heqaqxc0N1qAhhoNGoTdqIGqbg2KFoNKXhUwlPJ8ETMCBu+jU72AgZwdHh1l7b3d1wADK+ABgMG3LqAzUHMeroiZ3BA0jVWB/LY65ZXiAXDYj5+Y+2sgSOi0IMjrr5S36cFL7KLV0AOhAkiKpFAmW8VNirXgt3svACjf/IXcNO6YL2aOBRAyiJLf8LutDyTAQNDyhQWA3Ra94EGUaY0gA10WDQZYHVhWLCNdLWtAkzm4JxabOz3oiGYPfOwCBZ27PdbqKuUlhD2kbfMEDH2yhwIGpdBLfqVQ+Ut+tl74gKE/0NFR1lIxi27oBQtJppAzK1jw2kSa13cxOIAg3r977/4u9t9yZLVeJbMLQHQp8tQ3FaaOsmtmsfUeGVfpxPEViqRIlcBCyedYJRSQ0C/OSogNrqSIDqT8wjoQ/yFxr0JU6qOsDw54YLeFBx5I9VfIj7NyWRjwMMmAprQ6yPo1eim3o6bcL2tA8/hK5Ty/crnWtAANBdHMGzjVV0pgut0exwAGL+ZhTwMMYwIeDRiwbfCsBV2AYYx1wXNF6Ld6csFCkiXr4PI1sMCyyZ6baxtSNpazSvj2W76CQx/1VFhSIMWmW7mm/qoLgfzj3ol9rYCDJKmgHVJDXl5A8F07CS5KZW5BBOfJMeUpcVFGjkf+7kK6d8YC0W19yHetuvJiAHiQbgvuh7xU09lhMoGHaEloULosYOpHh9UBxl2xcE+sCS1Ag6U+t4RVJEXxDtBR2Vch1etV5lgl9mjA0MVDwLziF1x3RE97Q+E+yX8t0CjP7TWtAliQitgo8hIUVICCTXOv1WlHR3pWbM6Yc8BBx0v79DQPfVBDLD2ypVK310sFk1DOSq6GVzUQUQUXpp4EIFhnei4MWURZH0joXuG64KoGggcv5iGDh8ykAQXSOLUuC7XEMv2NVodJqixXHp8rSheINaEVEFZmrGzW8ruTFqBBUpfCz0zd2XNbWkmuVWJ2wIDyElYLMJigyE7AwIpYAobO1RFasa6NdcGABdVuLVdds5PXGa+g2gZNXv0waU65QMBRz/xFFQjZZUkoAjPtqbzmjnpdkv0wTflpqSbbNIJqeV4/8T8emOi0SgQFCAqwAJHeBSAoj2EvBkK6L5RFI44z67oolm2OBQ8xwcY7cJoEJXaVRYgNcK0OjeCN15vcFd5YXUVauCcWlGkecQx+Dqp7PXRZHlYFMHQodlFurQFDZ/xCnzuiFhtBZkKR6ek6cknVRgsECnAwR7DguSAcpV/2meZxy4j0b37+T/HIp53u8irAZuXJdnXU5+W5/TNGDoScWfRC14uoUcShI08lea4EzjIKPg0HLhP0/SMYRSzBApw0B0DIGAjXfSHaq6wPDB64HaT7YRR4oAgeJFCg2PjguSx6AiULq4PZFEpYGcrt7Be0GrQADUNpCGBws6l7pYQvrHjLrgIGz9XgKfHVAAxU4RFyh6yQGBK/4LkjBgc7esqvU06HdYEnNsHr1mnypgILsl6Ieg2PJM96wIrj/p13O6DIGyczAIQan2xPn7yeeqYl1zLSVUcFaBT3XvJVgERhkZCKMwBqVUyHK2MUgLDuCxL80vrA4EHUPD/wIIFCZmCdr60OUDEKoWNTKA2yCMpEssq0gtndCyvzacpuoQVoGEJ9gMFT3G1Ox0qJSnrVjVEBDOYjT226BQPwlb89Hw0YHKVtrQJDV0jMETDU3BGudcHEOVTBAvK11JW7qROYH1iwt79Wh0wzZfY75HANamQZCxR6lL+r+McAgxkBwGiasr4uqwOJdPkthyK/BiRY6UkAAcC6MqSCHAUgJDBwrA/zBQ/+Pg9pbpyULovaKou8pLJudah+PXMNaOGeWNBM1B34iPpgrgEGdy8GB2DUAENhPXDaULgX1gAwFNaIEQGPdivomlya0rqgwEK+NrXkreDpqBNcB1+bqLNok5UlTgrwUJEvzz2ZMeGgI47z+R3Zne00551LJQfM5YOXWs6iFwa+iKqll7X6pKI1vMoF0AckZB8aWbIdIa9pLAFESEVa3pjWZX1g5R5iHMM04KFcqmksAKYPSHyRUi/RLF0W3pJK1+qAytLMVaYf9Q9W7daWn3/++XjKU56C/fffH4ceeihe8IIX4Ktf/ariCSHg3HPPxbZt27DPPvvgxBNPxFe+8hXFs3PnTrzmNa/BIYccgv322w/Pf/7zcfPNN8+nkT1Whu6YhBFxDMxvdXX6x6SyM1LSHgMYqBMwBAsYpDWG2wMBGKTircgNnYCBVB1qyacCA7HuRijkpu2bbO0Q5RrK4MMo0dAgxma07ZJ8AVrhMz9bK4Jsg6k3kJDP8sy5rFMGV970hT/P5Unz5z7V7bF8Nq9ooyOXr1f9mvyrlpX1No6MMb8x9TSV+kQfVa/VXqPXfzbPkav6V95rHh9y3Dl1qfvnjaGGnxcy40/UD9keUWdj+C2feb7UmI95+Z4Q1AuCbIN8WbBzhvgbPEvcglaNditouPLKK/GqV70Kn/3sZ3H55ZfjgQcewMknn4wf/vCHieftb3873vnOd+Ld7343Pv/5z2Pr1q14znOeg7vuuivxnHXWWfjoRz+KSy+9FFdddRXuvvtunHbaaVhZmdFz1OeW6NzVcUwcQ6yHHM6ifvL3eihWGjh1rQVgaEiPKgcwQD78DggIMk9ODB2AQbVRTVS5PcFMRHpibPm0dcGJXSABFmQ6xEQ4Eixw/QwW7IRb8vqKh4GTWoVRUx52UncUj1KiVOYNBQewCrsLADT+b4jCHwUIusABX6vX7inAhL22Is/2u5El+9UHELmMJ68GQHMepflnLuABFfAAlkX5WU/tJP8ZacT1NTy+TR9HmWsFHAIIkxl/q7lF+mrTbnVP/PVf/7U6/8AHPoBDDz0U11xzDX7yJ38SIQRccMEFeNOb3oQXvvCFAICLL74YW7ZswYc+9CGcccYZuOOOO/D+978fH/zgB/HsZz8bAHDJJZdg+/btuOKKK3DKKadM38CO+zrXOIZRSytL3sJNQU5dawUY0mnJG6SMLneEye+MX7B7L6TJifR51R1BaXJU51Im18XtctOlbFN3J7+9B1Bk30a9t1M1AZHgM2mHPu6Zokwpx2ur16ZCfkeZQXESvTzulyJGkxhhg0j1hShGNo3704iubRetFHi2wGt3BqdbN4Y4T8khjyHPfUGV8/Ja854HRdnIpNwWAaDop3Bl29gDLsvuCGplBLCbJDMkb0M8aF0i0l0Rr1Xei4V7Yk1oj2r5HXfcAQA4+OCDAQA33HADduzYgZNPPjnxbNy4Ec961rNw9dVXAwCuueYa3H///Ypn27ZtOOaYYxKPpZ07d+LOO+9Uv4I883/KwxRfriRfnMNPqX5D3tLKIYABTpvWHDBQTu8CDAyKXGWf67RWgwIgpLd9FG88VesCm06h5SHJIFOPeaPj62xyPZ2WhUa/JVq5QV6DLJt4tFWhahGI8nfde1fdmuCV89qkriH+Gp3Xb5mg9Av2B+dXlTPu1741e/L1D+pXkeNdq7UiDHTj1PrVdWP0lHOtD+Z+9Lsu8rV3Wh74zV9a09xrrbssWjmU6k7LrWV+ug4xFpJ7pRyrC1pd2mNAQwgBZ599Np7xjGfgmGOOAQDs2LEDALBlyxbFu2XLlpS3Y8cO7LXXXjjooIOqPJbOP/98bNq0Kf22b9+uGfrcEl2xCrVyXjKRvzeEJ8OT7QIbMklUAhz7ees1AQwQCqOsuxrwSJoP4MlP82YlncsEcx15wiOk2AU+b0QchWhflytCK0yqggWefIeCBas0tKIwAKwHKEjF84NvXlekuQpZtKVqUhd5vmmd0r0vAAFV6m4qP6+N0/4G1KFdDyWwUIACplwHaCryULZP9a0zFvoARLoWyPaaNnjlvLFowEMxrrhMAg+5/k6XhUjXsUvxGRSxDuWzpJ9H5a5YI+JPY8/6W6+0x6yeePWrX40vfelLuOqqq4o8++nnNpK2u9O7eN74xjfi7LPPTud33nlnBg59gKHT9VCJY6haHsp0XzT5uyO6yt5IW5eAgdTOhbo+Uw9PSKD6R6Z4gkvtlxOlUeDiUjrBgpgIcxs8GU49NZld59BtqclK1+qkBVnOGWjVfvDqMWnVjaG6ykLI7uBZa7KPUKKg/rQdpnSgYLD3yaxySHmcblcjyGKRj2ppjukflGXm1RehdFWYtpTuBYDdFtmNkOtUbgvSboP0mW4rs6H63g6xYO7aeA4Id0U73uzHr9Zq/KzM4SuXs5bfnbRHgIbXvOY1+PjHP45Pf/rTePjDH57St27dCqC1Jhx22GEp/bbbbkvWh61bt2LXrl24/fbblbXhtttuwwknnODWt3HjRmzcuHF0O6kKKKg7jsGjoXEMCTA46bawraoPMHgyVwswdG0JbQIePWDhKvFKmWAtFnxsAQJRqRBlPTY9lUN33IIECyANAgowIK/DyxfX0qXAqWyDqgPAEc9+WWf9felVgODUa2mqF6shZTyeIWELlofqWdWqDCDwvjlhozGkwlcijKx63AH0ckzZFBv/wHlcX+Dx74AHCQJs/SGPRQqAu1QzhxuU8Q62fRzrQNDgIdaTNoVK1xvPAzRwIMrfpJDuigWtKu1WuBNCwKtf/Wp85CMfwac+9SkcccQRKv+II47A1q1bcfnll6e0Xbt24corr0yA4Pjjj8eGDRsUz6233orrr7++Chqq1GNlGB/HAH9Scz5c5QKGlFYq/6JwASIsj40u7gAEqwkYrNlxBsDguSPU6gjwREsGMOQ2KLBl6xGKl02vfa4I6QN2V0NIeQwECCZeoeKCcNuL0uRcMY/f8tlPKPM3nDb4KxW0eyGlG/M+t1GZ9yn3h+pX+xuxqqGXZ6yMPjcI9H3T7gvRz467Q7o3vBgJ18Vj76HpN+8edrkv8rPGecJ1AV2frUOO28xHuT8akSfHqHFZ1N0g5LbXxi/V3BU19+Fq0sI9sRvpVa96FT70oQ/hz//8z7H//vunGIRNmzZhn332ARHhrLPOwnnnnYejjjoKRx11FM477zzsu+++eOlLX5p4X/nKV+Kcc87B5s2bcfDBB+O1r30tjj322LSaYjB1uiVq+Irq5WogwAMfHm818FFX7wIGNVEbX2IPIEhyK/mdgMHbg0HKgVR+uWwR8Mh1yeuTkxdM+aE7OzaOdcEpr+vhY8rLN215NVn7roh+N4Rpg7oOLc/K96wMqh4Au374A90Whzddp0mzvJ0ui442DOHtlDuWuuTYN3bSaVYG2TxpXnfSSdYfX6hTR6Q/+U270wpRsUB0uS+8HRrTdBXzeMyxqb9wW+guyG0lscNkE8vUXBYTDLM6TPKFqxUWkwHuijW0MkzQYDLj+/as5Xcn7VbQ8J73vAcAcOKJJ6r0D3zgA/jFX/xFAMDrX/963HvvvTjzzDNx++2346lPfSouu+wy7L///on/Xe96F5aXl3H66afj3nvvxUknnYSLLroIS0tLc2lnZxxDba+GmhvD2/GxBi48V4U3yxfl9HnxIZcuwCCVtJO/KoBh6P4L8W8Rv+ABBgsWeAKzfSAnHE+hG3nqGlL53HYPLCh55rg91/V3KnQLFrrqM2l7H7KtqDvJkYk1kDAAILjgoNJGSb0ehXnohA6XRDr16mH3g1DesrwCEzUgYeVLl0a6/cbPL8ECnLQKgMg7Purzol2U2552fuwAD13xDkBU7J7LoonXiXZXx+C1P6CMdeDDJgOFts3tQ5l2ieRrWHywak2IQljDL33soXTnnXdi06ZN+Lf7/zyWaS+dSahbGZwPS+VCTtoscQw1ENEJADzAYGbwYp+Dep1rChg44DGViekCMFhQUbUu8LkQ6ZVXcoiPyYAHhw/5bUnJSnWUx6kMTL4p31evW19F5q67f4C9HnJg0l4egJI0BACEWp4nr4u3i+apC8bMdoK3aIJndZC8FkgYcq0W4m96Yhw5ZHlrdQXTFnveKVObYWS+W18QZbrqDQIcOXzt31DUkcuH3F55DuCB++/DVX/z27jjjjtwwAEHYN7EeuL/+cwLsfEhG2aStfPu+/GeZ35k1dq6mrRHBELuyTTX5ZVDAYO1KFhlnviMtC6LgVfXng4YCgVI7nEnYPDcETSFdcEqSwFIPGW/KmChBhT4vAdY3PLpj+CRz32lLu/JgS6nrsnLszKcslUaAlTmSY78qgKvXZcnkjJjwUulolXXGcTwJyEjWiHEEwROTmVCPldyZLtF/erSHOtDvoz2yLM8pGNr6ZBWB1NHOif0Wx1A0WqRrQ5D3BVzBZcdNI+YhEVMw4OU5ra80oljoC5eL0bBFrZFC4tCz9JKaT2xgMHwzx0wFGb8bsBQKnAv38jlc3mNzN8LGKgeu5ACv/rjFtwYBtFXM4MFU74uz94HIcPye/Js3Z4yrc2BY0DBmHl0CO9Aq0LN7ZBOPVDh9QErNinDKGuWr97sScvoBhChLINcZ9X0T7reQeAh8LMiVlvIpsX2pbpSPWaJ5iTKZn5+Nm2sgxIeQYi43nTouivCKCPSLBTC7F+5DOt4R8gFaKhR1ZJAI5dXUqn0Wb6laQMfrfukMQrNtssCho58vaLBXDfNETB4ytwDDG78gpFbc0dYlwfWyLogFLeuy8i31+6BACvbOVf1iTo3H/M0v27bLplmr9HmefyADw5qIMTQ3Cb/AcCCioOyEVPHMgwBEZwfMn8ngLAxEKaNZM89gDMQPKR4gRDf/GV9gAISHkhJey40KPZ2oAA/1qEAIW1jSezDkD65HU9SXQPu94JmpwVoqFB18yhPaXOGl+wADFdy4W7geszkXwizCl8sQfLaZV0YNl8BBoiAw1JO57JKxAlJbfU8P8BQAAQ+b0TdSgEb+SwjKUvyrQsEHywInrUAC0WaU05N64Y/AJis7CrbL5WUU8a2Q5G8Zie9VtYFBbtpwg+1EztcqORTYIL5jQWhqIPZpYIVdfQCCFEnAwgx4qvgIbVNtqkHPKQ0VuDS2mHqGmx1CCKvz+ogLqIFHsLKIsqyu6LqLp4zrYCwMuOAnbX87qQFaHCo82NU1RgHV1AxkInTXT6j0IuHwAEANvCxkF3hJ0deARhMe7x6Cj4xhU0DGNKkRvrc7L+Qr0cDBk8BuoChMflmMs153B+k0vM1lrwtf0zsUMzTgAXPqpCmca99gvf2f7oGmx79xOmAgqzfSffOXauFRz3z5zzdv4WrwbbD5LugQj42pkxS0vKRqAEJa4kYCiDglAkUH6mseDk/6V7ZHjNGOsEDt5Pri8sk5AZRqTxBWQUSQEC7MiJQKZuAZHWQgITdGhmEaHdFcsU0lIHDGtAkzB6TMAn9PHsqLUCDJasEJc3olmifHYd3UBzDAMDQtVKiAAwo5UUqAYOpZy0Aw4AVElLxD41fqLkj5mVdGBy3MAewYK0YRVnZZr5mySsVh9NGV16Nx9ZnyaQVFpc1ot65Xii7LlZpAZC3IR0Eh1co10LWlABC1tma9ynyC+VK+nqGggdSBwI8oK0niHq4Xymg2Lcht8OxOojrpzSm47+OnM44hwWtCS1Ag6HxqyWMMuc0F2A45QfHMTjtGXruAoaOfJsnjgcBBqmU1hIwSCXmWEkKd0Q61m3utC5YgCDLrQlYMODITPruNcfzh53y4mqAp1umJtMpUzsf9EI2L54+GvJ2J7RxwS4Uo0ozb+kFkJA8ElA4IKLTmmDLCGWdTf0Q1gBW8GEq8KCARI1niMtCXFyv1SHmt8fZalLGOaDdDIrbFFCZn+dPkzkEQs5afnfS+m35KtD83BIoBjB5vNPGMRSBjwM+QlU7N4ChtjPjKMDAMuYNGGK9egVDaZr3PpmtAAOR2gZaKkuut/iUL1AFDIEMCDHl2jblMvZzw7ruLENv6cxb/3I/5PYX4MVuIx15v/v3V7j8bhlZB/9g8s3P27ZZkS0Tt1y2ZdJvyHbQY34D5FW/rCnIk1vtE9Fv9n6gJgNlWfd+ND5/yUvimdRjUcorxqOUYepiniQDOji4ExwT0hc0bd2y/faT2/Z+uJ+8XwOagObyG0Of/vSn8bznPQ/btm0DEeFjH/tYyrv//vvxn/7Tf8Kxxx6L/fbbD9u2bcPLX/5yfPvb31Yydu7cide85jU45JBDsN9+++H5z38+br755tHXvwANkmobNdXcEjVXg1Hq1MWrAAI5fKZuBwDoydnkD92LgcRD6shRD75jiZgvYDDtErJzO5wVDFZ2SoPYC59KZasmbbtsU/PaCV5+I6JQuign5EK2KePJTxOyN9Gba7BKXyqeXT/4XlXJSyXuKiyvLqN88702P8vbOHXL+vu+BTGPX6WuWhur36eAvs+yrNtvtl9tn5NfVpWz7W0cXre8/lR2FTyIawvmuHP8dshXgEbJJvP8ad70zDa6LVkGFWkPRvrhD3+IJzzhCXj3u99d5N1zzz249tpr8Zu/+Zu49tpr8ZGPfARf+9rX8PznP1/xnXXWWfjoRz+KSy+9FFdddRXuvvtunHbaaVhZWRnVloV7oo94YLsZTloVHBjy3BLeuUoy8os4BsMvQQmZNhuA0rW0MvDulOIhl+2dGTAImYP2YBgY8GjfhPKxLefXrWQUx/o6PPdA59tWh+zUXtPOxCevnesW54Dfnr0Ofqj55Lhpj0w3x9UYhBpvR75HoSNvTYjgB0lyu4S5Xl4gifxE0hUhythLDIJXvT/U3BGmqvRIC37i9sk4A1tvoPg4ly4Flt8Z78DHhofrTvLZLSLaGooYhTaj213RyiTKezG4cQ5rRCuBsDLjgB1b/tRTT8Wpp57q5m3atEl9sBEALrzwQvzET/wEvvWtb+Hwww/HHXfcgfe///344Ac/mL7JdMkll2D79u244oorcMoppwxuywI0dBJhLqslBvANimOwexQUIKNSBz+xniIHOjdvqgIGzk9tzTzzBQykla4DGNIbS5Em6nWUX+ap7LvQGL7ULnlNppxJGwUW4vUWcSFAHSzY/jJ1yTZsfuq/LYGFw6/aacnK7pFhy3ZO7dPMw16ZafRHqFyvV4XsI6nBJQCwIML0VbGRkeGVYKQoJ+VJ/inAQ8tXxjyk4xHxDjpQUitzK1utsEDkDQDDAhIyGVCp1RWCh+taK+A5z5iGO++8U6Vv3LgRGzdunEk2ANxxxx0gIhx44IEAgGuuuQb3338/Tj755MSzbds2HHPMMbj66qtHgYaFe6KLajEOVbeETieP1wMMXhxDASrsagqzI6XiF3U4Sku2UystcvhYDhX1FYABWBvAUChdfa3KJGrbxnk1d0Tk8wADm3i5fJcrojDlSrmiffmaTcyCugbRL9Ksb8zasGVNG7/9yQ+nvlX9aOryzNCI9SkTvEjvk5VMzo7MqouATH3eb0bernZIZemW9a7F9I91J9ixUr138h71uCOKMWDdKnZMFuXIPKvOGLLj2DlW4zrF3PixDjW5NXdFLp+fkRKw88H6oe3bt2PTpk3pd/75588s87777sMb3vAGvPSlL03ftdixYwf22msvHHTQQYp3y5Yt6evSQ2lhaaiRG18AaM0p0oa6JaqgoaOOvjiGXqsFmeP2vH24xZNnZNaW9CklLZWyt0yTJyUjZxRgIG6PbocKeOQ0njSlDMmjJjxdbyovJrbcJirKezK9fB/o5H5y3Quqvx0lBRT9ofg8XlQmaku2P2Waw199w3PKVF0XRfoqmJuL+ihbCiyfsASoYiH/9a6bnJMg3ogLnpoVIvIrawJMuuQ31of0mDtWAc/ywKsP4sxQuAGUXC7DMuWxa3XQO0pKS0NpMWhbZt0VyVIhO4HQbgrF5Wvjac40wRy+PREbe9NNN6kPVs1qZbj//vvx4he/GJPJBL//+7/fy99+KXTctSxAg0uklKHNKtOoUNzubXC+ctnrlrCyvTiGmryobF1ZRZ6uc9hKidxHuxswqLcjnq0IupxQqlXAIetFj7yiXl1O5aMit+ibLHsqsGD7UqRtOvYpdbDQUc4OsWpZc160M513AAJbV51zaspVsL28i8kAC6W8yrJWlNrZUCpGz5UhFLBup8g27oiUTjOCB+ZJ4KF0KzAYKJW87kbr0pCxDhR9G2kPBuaR/YR2XqBJPc4hxIukJqTtp9eKAsavfvBkAMABBxwwt69c3n///Tj99NNxww034FOf+pSSu3XrVuzatQu33367sjbcdtttOOGEE0bVs3BPeDTGylADDPNyS9SUvtckKY9MZmGCJJGt+QZv3mQVsGwv15GuK/JWAEMyX88DMHjLKZM5ndzycnmZbF9yRxh5EGV0e/O5u2SNtNzCxSBkW/M/m8ltGwo+2Vb5W17yTetNbmMyLXe4C5RMJ/I/XW+DVhvIH78h1n7oqWvan703lfqKuhHKa2j0dVrXQLUu51qKflfjrxw7eZxX7rtwRxRjocLntb9rpUXhmjPXVrRBtDXJhS7nuivkssxGy0vjFqTbsAbEX7mc9TdPYsDw9a9/HVdccQU2b96s8o8//nhs2LBBBUzeeuutuP7660eDhoWloSAqFbPIcnltetVVIdLJ4zPnY9wS1ooA0y7BW10pYQFD4dZwAIPDUwUMMOXEpJWvoQMwWLkwkxUDBqAADPn64Jf3ZKU6dRk12dm8mkyuv+gTLVdNijUemHo9Pm6nSLvjus9i/0cf7eYV7bdk6y/SnFc9clOd58hPcy0V05KUE8SpSS/qd0XF1/aiTyini7fzLpeGbId0Y1gLhCxXNLnLotDDl+qxLgDmCSZYEqh+qErWm5KNVYLTVJBkTWYq03ZOaJDdGty/DRAm0YIxr7GyB9Ldd9+Nb3zjG+n8hhtuwHXXXYeDDz4Y27Ztw8/93M/h2muvxV/8xV9gZWUlxSkcfPDB2GuvvbBp0ya88pWvxDnnnIPNmzfj4IMPxmtf+1oce+yxaTXFUFqABkuj9mQo091x6y6vtIGNpl5rVej7cqVRpipbBj52feZaKSKRZwEDy3J4UnqSE9OkQndiCWYGDC4Iycdd8QuFkud+cRSrJ7sTgDAvyJzr/GnBQtILNT5U0mX7OvjrgCQU/IWS9cYW11dJX5OJ37Y15HR5TjJNpHtgolWGQd9jY7svXBo1MBCVYjqN5ZXrgXxQAMr89rIkHwOD9P0GrsPypOT6Sgg2xlhwUGundFeAgpbDPEYeEOMcmiwv8TWA/PrnatPu2BHyC1/4An7qp34qnZ999tkAgFe84hU499xz8fGPfxwA8MQnPlGV+z//5//gxBNPBAC8613vwvLyMk4//XTce++9OOmkk3DRRRdhaWlpVFsWoEERwQUHPooYtonTEEuEmcALHmkBSO0Up2MCH+XMZGTkt2up4GJZWY9R0gowCDPiEMAQRH1rBRjaazFyoOuoWhdMGbc9qlxlxQdy+XTuWEnqIKRsnydb8m957s91gwUrS6X1gARPjleHk99LVt70RTs0fnmeFLFIV0slRX6yEqjsoBKC6AjifxwAoQL7pPKv8ZvmFx+YEgoZubgGD/ENnjiT0h8h17E6CHlurIOxMCSgktJikKSRGQjARFwztfOIFyCZP5w1dmBNR/NwL4wtf+KJJyK4UbstdeUx7b333rjwwgtx4YUXjqrb0gI0SBqzJ0Nt98giyczSxGkd5YrllSafbJ6cPUjnVd0NWkYCDA2K5pRKTCrhzOwGF+5WwGC+UcFkAUOckFRZq1hJ5HltMcdJpswvrkvIIpPfxVOTY/Js2ds/fxUeetJzO4GFvs9G6Tl1qPoq6VXyxllH/jRUlVliIL+gbaMtH5WatSLYekmm8tgIprxTlsRBCE560PdZvdVL5WwvSVotQpz6Qr6H/iesuQ3atZC6gXlF+1mpJz6BNNJhgO+uaAB4+zlMgBAtFBY4LGj1aQEaJLmDzkl0AhKtvq7xDXJLSLJuiXnFMQierjiGINP5YXewVaGceWJ03ujnDRiCl+8ABqXg7XJKT3EbpT0UMHTuFlkDAkbZjgYLncq/5d353R2+lUTUUwUKTl1ePQXJCd+TVeFddTJ1FS9qRtMqdqughPJNIAD5WIjJspQrI6/Q6C0X85Qyt9YHVqLy2ijzWmAg77PLg3x9yWURX/epL9ZBWhogFLzkZb4QYxOYbwL/S5cNQBNCiLxszeh/154PTfPtCE/GeqUFaOgko4RTmnPDXbeEk2ZEafmmjOeW6JPHNCSOwQKGjs9hZ2Vb8qg4gHhYKnIyeTQ1YEjy3Hr4utBRVqRBtKOo31yLo2R7rQtWuVBFlsyX8kXZgsemm3ba+jcceJCWm8oGl78KLmw+HD4vv5bmUNV66+71PJ2w4muVLhOyEjVpqpgEEiRASOQlcVzgEwYQhNKFIeQX7ghRj8tLGA8ehFWBeUhcXzpP+ZVYh1hGx0XkPCWT2wXkOIcgAAOzWuAQK1R5a0C7wz2xJ9ECNHSRO+kRrLJ2b/8Q0GBLdsUmWHbrapgmjkEpKFs+Pug9KyVCUdYDBdSRhz0OMEzjjpjJuuDkAx08Nt2Uy9enZW5+9k8LC0uPRaHShoK8sjVer0xKq4CBecytlY83FPO2SZCKzW2XBwC8MqwYJU/SrFqhSjSSgvukRUGCB65HyFdN7QAPFhhIHlfhc761cgC+1UFct+eSSNfsWSRCa0VQlgsuW/C3J2tlZVjQAjR0UGWmcN0ShtcDDB4gIHNu+Ee5JWp5tTiGoYGPUikaHiVfKUOf131DnwdgGLCksqbgfbeJyHNk2bwx1gVPCQ+2Pth0oLNey7fjz/4Y237hl3V6rT0yXZJXroM3XQ9QKm+vnJS/WmQfCaXB8rm6D7FTUlEHGEgFrCwR1goh0ordH1UTWYhwXwjZBT8NBw8KGIj6SRdTdY61OhSrHJhPTA9enRQFtDI0EOkEDmu069DC0rAgn7x76i3HHOqqsDNVl5yhbgl+YsnJg1H0BlgMDny0cpTCFe2Q+aws5GqLxGc+by3rsjKxioChgVO3LqeUnhuboVdGzGpdqAIKW06UUTy19KSsgysvXaM7Lk2+SZeU2xGqctQ11GgN51O76kHWnxQkAI7mU4BJdEphHheKlo9l96h7JBW9LJeqDnmMpLd60QZpfQDzqUtJ9UqFnS7PWhXktUdZY6wOLcgIqk2BkFdDmHpcMBL52w9ZDQUOa0ML0LAgh5wbuqpuiUZnDYxV6MqbZQOnlF4oGCPf1B/GAIZmjQEDAUMCHjuDJ60soLpMssu60Bm3IOuy5Wo8VlbiCarsQx5/nC5v5CtZXfmw9Ycqnzs3Dpkvu3jGzLdd6MQDDF1FeXhazSqUZxeIqK1+yIDA5LNSVGX4TT4PHNd1YeqUTdHyYhpbPmSdBGt8qVsdhNWiXb7pr4Yo3BWEuBrCkZdWdBhZUia3x85lC1o1WoAGj4qxR8WAbB9Kw0hUKvUh35YwMjrdEmnmMg21eQmHkGLr3fFRKGgAOvCRZdRWStgySiF2AAbbrtSO8YChU8lbhW3KzOyOsDJMm237OgGFJ8PWV+UJLt/SQ/bz+0Bes2mPolRPKNKL+rzytTxZt6flZ9EFtmzw8sR7ajC8Tt3SOsBysgIzfR9IKUPmdwEEyvz0mAcoq0i2PjiuiyHgwfJwsrAaqGb3WR2YJYKDtr1mNYTl4+uKGzZ5dfGjpmRx0Viey6zVy/vC0rAgTa67wUv3+Einu24Jcsrk45ndEgQtQ/LIfRRqcQw1wCBBhayblajciyHSYMBQ+ZbETIDBWVI5FBSUbRD1QZSR10FGnpfXVxYVHtmmTh6jsNQ9An7w2auwz2Meo2WgbIuiVEep5QaBBNPmLCX0868GefKDCKTj/IA05kXXijwjwpTP3RWEi2I8gFDuC3Gc3vynBQ+Wh1BaFeS1eflRhlT2g90V3EeUy5GU7eVZECK/lIm1o4DZl0w60Hjd0AI09BLB7q1A6R+ZSN2AIJfMNHoTp0pel1tClA/qXItLgEHKMXVbK0RSAs7mTSpuQSp5XW3nx6dmBQwS4PQChqLdNl20kxw+mSfqsWAC6AADXh/IfK8Ob7lkrW1CxiigYO+3bEvtPPHaV1ynnKW11gBefUkLir4S2pKzu8SynMRLQXxfYiCA4HzOI3XLHfCAtGxzGsuD7Ire5Zd9VgchB5XYBNmGYI8rwEEuyZTAYa3GzcLSsKBMtaDGYnKs8HWeoxsEzLJaIp6rt2Lodvfux6CUqCjrxTxEfgk0rNmd+TvjDrq+Vrm7AENRF/rdEV15yPmDrAteWz0ZQmtZniIt0iHP/xn/PqXrRAEUijaick5Ael/35NfKdeRVF9KNmW+rIsTYG/ral+qVyj9miRiDziawYu0DEKKczVMKmpUq87K27bA8FDEFXNiCC65rCDgQ7SAhS+eVsQnpmIFIJV3JC3lJpgQOawUaftRpARq6aGjwo/tBqq4Z1uTPwy1RHMv2ifIDLQhWnlLwMt/yJuWj5XUqw9QG5qX5AganHa6yL+rSgKHLgjDGulC85ZPO7+ufXrBghhLLvuvaL+Cgk0928vTr7SCgQFGpd/HW0mTdNTfFGJLlreKuyFaApCjvK3HFY++P3OExQIOIChjIytdxYQge9fVL2QyZxoqVi3luC1N/cR5ljLU6FC6JrrwuF4MADqI7yg9excIucFgDWlgaFlSnQVYG5+aPtTLMwy1hd30U5eV3FayStwreDXw0E2Sb5pQxyi8rOlLlLUhZc8BQWSHRGb+g+r0OAuwHu/qsC4NcESl/OrDA5ztvucmUF9pETNYuUEj5QcksyClbABOP+ubQoXNsF1+fRUFoO9fcbRV6US63IYGIACh3hgcgSN5ehjMtk12F4VkfxoCHqlWBoMHFGKuD/Fy1yCNC+naEsiDIOAfvq5ViTLsrK1IbNXBYK1qAhgX5NNjKYPikkvTOYfNX0S0hLRhOO+zEODyOIZ9PsxeDjp3gNA1ECiW6hoBhUPyCqrPkswDK8o7Lnw0sMC0dcABCo1873ZgH2wbWSB6Pc15YIAaU8Xn7tPxIknV5k7bSjpI3tycYPuJnodbUqO3yttI+gCisD7wvBLVtnRd44BeITpeFly+7Q4AD8Ju+VPyx/jABwHlGjoxzkOBEAQdhRRgEHLrG0oLmRgvQUKOhcQvFJNgzK3ofrKryiqcJpq4hbomKooYFEvKvly/kBWD6lRJkFHKqwwARqxDXCjDIdjhKdag7Ymrrgi0vLAHV+qRcw8MUoqzNL/wZAwZKGaOAguW11FMWXLbG30dd/H14o7K1dJtHOo1QykvKKxgexxrBGi5qvaEAIiluhOnBg2kCZ9hgSSWHMMzqYMor3gD15UyZx3W0eQP2YBgIHNaKftQtDWto1FlHNNTKIN72/XNT0IKMIvjRyq7kjXZLCJ6aW8KRUd3x0bKKvAIwCN7qXgyg4s191QFDY+RxO6R8r15HOQ8CDITWrSF4bR2JvwGkdUFaJEKT2y7rUHKFrNAEoGkVxXcuvrjK27YttJNvE/ROoYXcgNBEXgo+X2OOm8ib2iPKNoZ/6K+LxspSbXDaKvvEXp+6/mD6p8IX+yT3eeX+kbjfDcut86pxIcdKHEfKNTVqPIp8WYflHZBXgmQq+Nzn1as/ndu4sNWjEGguv/VKC0tDQYThVgYnzcqq5XcGPwrZZPKmckvoZpSAQcrnNHEu+dJDnOVbeR6wcAFD4wOGPBmWKy7cSSRee21CsTKKCchOXLK+WvyClVvLM22pT5x8HPx8px9cywIhuwdsXZZf8so859h1OVTLhTLdO1d5PW+K85hj+15GrR1e1h3f+FO+ssNLHp2f+i0AhQ1CWCBkDEQKovSsDwDSyguUMl3LQ0xIbgLmqbgsBlkdKN+yzqWXJo/jHJI1gvOC2bxJWBi4X6qbQOVuWtAa0AI0WIrKyiaVfNRzbgqOCX50dlwsytl2ikP9dit5ZFnmFROl57ZgmQKUqA8+IfPW3rirmzfJNHEdDAQKZZ/kyXNTt5ThKNsxgKEIanTke8rbbTehuI4STAQtz5bnMqa+nF4BC/Hvvo8/RrRP8ypZVh4cHvV3BEiQ/DWearrTniGUNJmXLusMTnqfVsrKvgoihgAIWZ1YK8mK3gcPmbcTPOhmZCWc8lvt7YED7wuVkPm2vkK2OQ5o4xy84MkhwIFMdxtgtBY0Ac28udOs5XcnLUCDIiqUefuQmRvcZ2VIT2Ytf+BW0W5eS12bOKVzL7Axtd8UlUDAi2NIiiiXLRV9vDYlV//VcQRUKMkEGLriD4DVBQyybC3g0ZYp+kHkVywpg6wLapyU15SvJ+i+Mu0CgOWHbi4CIS1f5zJKJa+DT5LdIMrlr/B0iB005xav3Tq50KicqDShsS4AWltKWZKfX6s9KwQ6AISwPqRdFANVQzD4MQhxXaYX80DiIL3hc35MT6ssQNki4FkdJkK8BA4s31oWLB+htTTI4Ml5AYchY2IO9KMe07AADZJYkRWJNom6z+XEA2Cm4EeZrlY0+HX1uiXk5677llemY3KVM+dlBdsR+Chlcj8bpWstCT7QQO4bp029gKG2B4OVARRfwrS+ZAUyiuvWfVgHBMHPs/Kg5eX29ICFVDbgzk9dib0ffaTmSe01WqmQ1QE2YHhcvrK8Kr4ac2hFppvMWghZYRVgIYEAxyLhujaMFcIqCmOBoKoiEeAhtdM0DW27QkAGGeTwyDdzeOAgWx1Sa6TVIX50SsrjZqfuMsAhNi0DlgbJRSG7OJcv93IYChwWtPq0AA2SXCuDw9NnZbCzoTyfNvixxmdk5zZQya8UTpkv394TnzyvuCU4T6kdKgFMVuhUAga7IsMoas864AIGoFCeowGDUrZl2QIwuEq6L2+AdcHIYgqifA1kSGVU5MHJd3l6gEKarSvp3jCtTew10LKaFGwCOUeS3VgdGEQASM72amnBQ9BaL8pLgZPW+qBb0IqSdQsxxHyxjgQeyCh75DQSQlpwEPIzEi/TuhxkF3DlWvHrKYiVf6qza2UFBHAQlgYXOJhya0HzCGRcBEI+WGhIIOMswY/ID2InL5m8ruBHwTN8Eycq8stjGNM66XSr5Kyitso/laWS1367Isko6yg+PgWo82rUtQUMQ90Osi77GWyrsEnfn5mtC0WfYhxYMH100M88N5brsCrwDF4bptV8ByR482IHONBlCo0+m2ZwxMnXYbbG+LzkVl8HEcLC0AsgSNc3xPpAyLEMHnggvhR/qaZ9O1dleqwO8suTILTuCtEHWvGLqavLJSHaE5TsAcBBLMdcK+SwcE8syCV30rOggeCcW35x3jT1ydj7hLaUU9SnZfdu4qSWaaIgu010AhkwilC0qRbHUHUviDaXCs9eD0olbAGDUbirBhhsuizjlK/LntK6kNJCef1SjuBJJHju+fL1OGDbT5Vlu8pxXlFmAEhw3BXUkTeE3Hq6KJj7ZjNjHsmkpPV4/HtgorQF+CBCAgivISK/w/qgwIOyHrQnrtuCkMGDaa+2TJSXXrU6qDxU3RWyG+BZFtADHFj2WOCwBrSwNCyoQuamWgDAaX1lxLF+OyZzLGZVmVf9giVKHlvWuiVIgAuRXyghziPNJ8+74hjkLGzjAJJyS+0x8jxlK67dffvGGgIGMpOT5ZPtU+VCKUccK1n2+sR6/0IBkuAx/afKA9j5z9/U+TxLu/e/khdlkeUXeSWY6AYIKslbetkxv3pZRrdrHs/iIG6ovrdBN4laBt8q0QEilAO+A8V0WB+y60LUIzQt3xVS6VkcAi/THGB1SGWkqPYomDx5JVbxZ9BSAQi19CmBw4LWhhagwSF/QiSdaJlMdr8bw8nzKwagFaiaCaVbQhYfsVrCdUsk5Usm3datm1pssEIivaJ8lQIHiiWn7i6SolznRjBJLs0XMCil7ORJGai4I+x127QeV8RQsMDpzX77Ah1l2uMRQMGzJCQNZHjlaQUYKPYZdvjreNJ0Jncqbw8dnLJBjNvIKy+Rzfc6pqGtKMvSH6Rq/zoWBsGPgh8JdCSXQ3Fxxh3BQCD+JcEjLReF1YFQcUmEdL0kClvLQjVvXsAhpu8u4BDm4J5YWBoedGRnO/tQwwEBThlx3G1lqIjx9liwPHKCNy4Oq4i8HdOKYEVR18xxDLzrIkjLgFT4ugyMhUDGExTlHWVaXVY5b8DQkVd1R3TtaldcW6iChbbubH2w+cEq85i3+ZdPh9KM6q9J7wMK8rZVllWqPJGo2DrAQTFaZ5lng3Mq6lbXqSwPoQQTQT7PIbsGKOaxbNcKYQCE4vUuUKh0rkeAB3/FRYgWAVLXzVW01bUN7rM6pH7h1Q5d7goYOV7ePIBD7oI1/8Il1x1CL1uvjPVKC9BgqJgkAayJlSELLuosrAyCR20VbWVSPvY2cep3S7R/5NRajWPwFB+g50Kb562UKP6SVtCAUuoaFJX5tTiKmQGDU6/ePVIABqdMcR2pXRXrQqprBFgwbfnu71+Mh776FYLHAoh8XmJim1cCBWI+kZCHrT9Nls+bGG1dimCIkpBVWn5jFZDpoQdM8AeSchn5XIg8a4WI2jMrV2FtKOIfxLPBZpBaWwkleCD4Gz8pJd5hdWDgEOtXMQn5n+yukEsoxaWUdc4AHAj+Pg4if0GrTwvQUJB9+KgcjKthZTAKxQchui1jtoq2gMGrXylmawEgEm6DypcrpRIlnS5eujS/KaMVKZXKtqKEvfKjllX2pXt8EHkMGBqAla8rG47M1P66daHqiiChfGT/wPAT8utRBSwQRFnDR4IPsiinx+M2276aW9lByDR8A5ZeDtYNctxJCrpu9dZIuqvSFSVFKa4l3mANIlIPAMoKQXmnxwggVBssKDBAQ4EHAtSkIoBOAgjSghA1q+y3XqtDzCusDkp025FhAr33glNmLsAh8RjgkPp7bWgCgr8kdpyM9UoL0CComDQBzNfKUMkrZGah1eDHakyClIksw5Ddd0CWrbolIo99qRkdx2BkdCl8V9ma9LUCDNYyUJSJgKELZLjnwtVQWBdMfsoDstUBJs+ChUh7P/4x7YeXDJ8afqIs8Xkx/B1rgFH2ekiH4jFI0TDlcE1ltLBuqimOoqjSZO2BVEB8QDyG0tJGpEBC5mnvVRAgom2FVpaU+VIjKbk9uB3Mr4InAYwCD6l2KVHnKJeFtTqYclJpF8AhnlAIbTA0AwdljchVUVHfKgCHAeNkHrRYPbEgQc6NtEkzWRk65Hh5BPEdUvHEUOWDVAODH6XZnyk4/EI1+L51oOO7EqQVMPJDXZOV6yWtQGPemgAGy++UlfXmvOCny3rgyRhgXXDzjFJNcg3AQJax1+HboMCCw9OmOwo9aQ+4QIEEfwoWjGkSIJRPWND11EjKqbNUKVitx3WLo3SJ8QJJWowSkICWI/xwQfYruzIgvP8h31NpbpcxDUnsKPBA+VJYLoUOl0WH1cFsR62UvuHNACHEpZek+GrxEkr5o3I8EjioRi5oVWkBGiTZQbfbrAwteV+fVMdU1mkBg7dVdKdbolipQBm4uMsrZVkhz9urwZFvgYS7UoJKPlWfUJrFtyTg8Ri5po5OsOG1qy9+wdSZeSuAoRFKw9YnlKzO98CFTrvz//0/eOhZL3fBAll+8DAZAhSCwcoOKOkADtYlYR8JnReqeS6Fdky45cTLflZcBDFyjPLLctztF/gmuwBCWiAy/CEBGIIABllh9oCH1MpYN7dDtsHR3C02IsDZmpmhjlL6QokrUaqP9H4QHuDgIZXq6gIRNeAAkR6BA3fJWtAkUCUAdZyM9UoL0NBFvQGNHfnzsDKQw6CCH7vL9e7JQE6eeEi1ki3b3PldCeRJQ6UXitP8Zdni+tJLlNxzwSpUOIDByJ8nYMjpAwCDupdQH43yeT0AkJWABg39YKFwJ0gXBM/Eckh5LgpZRSyThpzlR5apRg1JdWkelxqoGLO6QpAce4WFIuSLDYI5QJi8RVcH0oxS+bPCSi/8nNkBILL1IZ7He0JRG4aQ0Qyr4Cp4UHODk4YEAXQfENp6Gv0xrHxtMUhyIp4pHiYh9x3JcgI4pFbUQMEswMGmhwooXCUKIY+PWWSsV1qAhhoRoRMkGEUwFyuD3cjJKa6Vvp0cuN2mnI1/kPLkLF3EQ1BdkVuLQeKhinLuj2NgjVF1P5i+AABvC+rRgCFf7njAUJMLe20aEPjuiKDHVWqfBQHMY/l9sMC36sCfPSnxdIEFP69Ns0DBWi3U7SEkhZ35ghlmBgjpw27qYOzAGmUmtyfN5Hmsio8/FsGRYuSkNKKQFFoNQJAok1SsjH1oBcX6tLVgEHhICCaf9lodBApgcRQiwA2Ou6IGHMSRCxB01Ro4AP0AoZo+eNQsaEZagIYarbmVQcz+ZNNlWRLHRqZI8vdk0PUGoOPbEuIpp3m4JfyyeQ6jQukqBeko4yBWc1Tbpa4Jug4vHQ6Pm94d8DgYMKSypRVBuj4KMKDGiEmrKPT7/ukGbDxiGxQg4Bmbb3cR5NgFFEprAlHFVSHbaZpu60vnKpPV0EAyFaSYhtxywUZZwWfurMTYEsH3UvDyVyWTxUnI7AIQzJ2sD2kFhshD24AEHrrcFlIDEzes7AgV7iivg2MgQikOcNwVgA8c4glDhlHAAQMAAvPL/kzp3qiaPy0CIRdUkmdl8EzxXl5xXskjwyd2MxtmZdD5fVaGtmwxw+c8KSeyWsVXbV/6ybqETGuVKDZw0vm2/j7Lg7aAaNl674TVAQw+QLDnobgWBQyKPvOsCyWfTpPK36QRcN8//jM2/fQJbTLP2IlfKPNYVx4yoQoUCmBRkymoAAeyrGLsPB1JQQnQxoaQxqA0G1MCE/k6WiDRaq6kr/iehViGZaY2ZwCREAQXVNYH6brwwEN8HWfwICwIbafnfHX/OQ18AeVKCdliUmksqh84cB9lILAKwIGXdorvTcg2rQUtQMOCSlorK4NKFwo3sVHJQ1ZOqXBdxG0UvbYcGBnyGoyVoVgtkeSRmjyyQiTTNv1XKVAp1yptm8bHqU8E7+4CDEZubnMNMBiLAYl02HTHumCWT5Iqk8FCUvR7bSiUvAUL2ZogwUEPUFAyPBeF4ZfgoBy+UICizCxlVEg7ArJoNfaVuoayLJRgQmqykPQ+6+WEB/ivAyBsmRp4kGq4Ch6Egue9GNoiAZiQ6bdSs6oVFkKDJ+hQWBIqwAEOrQFwgNwbAqg0ZP70ox4IufjMhyWyDxsKhdsJBKaxMtTkiUPX+iAeqn4rg2l7ystyrcJLgKFWr1WUNs/UnQCGUrJUKFQ5j9mySiF7gKGrPba9thz1pY8ADITWH9wEhMYAhsYAhlRn0ICB0AKDxoILkdaEVoGJNqIJ0VjW5jF42PLr/yG7DyiXIwqgJsS8gIbLIyT+JvI1TeZpKKBpJu15LNsO7cyzRBM0NGnzwXxIvwa5bBN/S03+cT1L5tfENnX9yjKxTVI+mfph2ifa3dCkvR7RV3y9SUYzSfWo/koyA9hyo+Q0ua+Le2Pubzpv9P31xkXfWEpjzhmL8hkK1L7dt+NZ89eAeX7uStBcPGsjntPUJjjlHqT06U9/Gs973vOwbds2EBE+9rGPqfwQAs4991xs27YN++yzD0488UR85StfUTw7d+7Ea17zGhxyyCHYb7/98PznPx8333zz6LYsQIMlMqNvj7EyxCQDSoJh7V1iCaFsRVllWXAe0JZHtkn+yH2wax+askq/6DP7A4pvR6jARzO52XT9pcsyf1UAg5woZR4DhkZfX6c7gmpprLS4HCuQrBza/FaB3Pb/u7SqkCRYgJueFSwDBRL1p3yjiLMCtuBggqVmovibZqJAiFL4MW+WnwUQJOUqUCGATse1yOtN+cj9KuXKfpSAToMHfU/kvUr3hMdHLJPGBN8HlGOkcwyl8WwBBoNeO07NeHXG/6oAB8D/rowsh7UhXj0x628M/fCHP8QTnvAEvPvd73bz3/72t+Od73wn3v3ud+Pzn/88tm7diuc85zm46667Es9ZZ52Fj370o7j00ktx1VVX4e6778Zpp52GlZWVUW1ZuCcUkZNEOluxUJ23Jic99Y6IUVYGIS8pbclHsaxuu0bnsk1ZDoBiT4YCEIDlUZYLweu5JYQSdYEJGb5ioiqvXVkj7GQCdMc2dJSrAga1XXSlrTXAwJNzcc1mwkaW4Z5L5SHy3DgFcRzuvz/xZG+XdlXkLg6Kl0x+KluUYwYZEyHqRFsup7d1Sep4ilLZwRRSS1AsHYUcP9EJEMRzE0Ie3yHzU/IEtA4INp/zUeAamJmQ3RFo+0gGUIYoqYh7SFcs4hwoBkwGyuZ/12WRv3iZGy+fydhqyp3guSuK5Zqhfaba6+GWI/VR6lcCMInjIbkQcv/wUB3sqjDbVLvl1ohapT9bjWNBw6mnnopTTz21IivgggsuwJve9Ca88IUvBABcfPHF2LJlCz70oQ/hjDPOwB133IH3v//9+OAHP4hnP/vZAIBLLrkE27dvxxVXXIFTTjllcFsWlgZJbENk6gIBNr+wMnTIkTMvP+Jk001ZKuUEzidTzAEUSp5VdKJaa7nw5Ci3xJDPUpP+K7WJB0z64xhQXHOR7/B4wEAr9LLNBWAgDAcMRvYgwEDw3RGiPYR87LsitDWBj/c5+ohoCod4g44yiU3o8e25CcrMbk3x6U28MaZ3thI07J5o37jZFVBYF6LcBkG5KrSsSfrV3BXeT1oOUnlHPtdNgGpXtjrw9Uzi9WTXhrQMNITYH6J/RL9pt451XQjLA5droOTDOYZNly4LZ+yosWbcDO0Y9q0Q3ngung/zPNjnZYjFAbV0+4yg8hKwzujOO+9Uv507d46WccMNN2DHjh04+eSTU9rGjRvxrGc9C1dffTUA4JprrsH999+veLZt24Zjjjkm8QylhaWhi4qBSPqYunhlHgkewdg4PIal18rg8VXKamVrZCi3hLUyGNnp4W3TSyVtZeu/yi1h8+QEpOriNConii73A4l0I79oA2y54LfH8qE+ISZgUJuc1TV2gwXZtRogQOQJ0zaLinz7HnOEsCC0PHwbZQAkiTwrt7bvAkHIkFYF2Q7oMjk9OMM/Kzh7i6al9gU9qAGrxnnQb8Ic/Ki+TUEhWyOgLRGBmah9+2YLAb/su6sxOI/at9cg3t/ZihE5wYMw8D0MOZ3bRsmykq0AanmmsEjkXpGdkIGsXUeRJOamIPeE3suBUl/k68sWhNLiwE1QVgPmD6lbIcTGe5Zlr9Ur8DxXT2zfvl2lv/nNb8a55547StaOHTsAAFu2bFHpW7ZswY033ph49tprLxx00EEFD5cfSgvQIInssZnJivx8HBRv5diWS7O9THfKEgo5g6wMRTvjIy7SlGKOPN6bvFaOQvGL8uyWKCwF6m/ZBqvga0DCBQzchoErJeDxyOtK5Zw3qDEWhsQ37G1ulDuiyYqdu6Q4Bgow8P3/9Sk87A0vxXCw0AcUNDhomyvaIeTk5tcBg2o7SmL+8URaGaXxFGWFPOYlcLDnBOgPJbUJCGjdBiHazEMIYj6Qyr9djWH3diBxVS54oKC3XQgZfLB04uug3NpAAZjY5ZncrqTB87np9YDoriCTNhY4NGg/aKWqNf0KlGVNs/pWVEwzMqahgNnr4vI33XQTDjjggJS+cePGqWWS1REhFGlFOwbwWFqAhirZjjTnFhjU+r0ay5CP6/syOOmrYWWAE/zoyPEsAxAPceIxdbpmRllWKmxU0vriGBx5FjC4YMnwVwFD5bwKGPj7EeZrosVySvEp7RIwRAVs0nutC/GYkBU/X7Uyd3O+VPSUwYAGAI5FQdQhL6lWzjtGKpPuSk7rmMvGLblUkL5NyV2YtFUeEyFZGdqX85wv4xYotM9HAgUROKQwgvg3t5RSW3KoAatMSPU/HDzkEkmhK6tDw+KF1UG0pQAORPl7FGjHq1peSECYREUT+QZbHMS5BA6i9lxW3J8ivoFKfgfzrAs64IADFGiYhrZu3QqgtSYcdthhKf22225L1oetW7di165duP3225W14bbbbsMJJ5wwqr5FTEON7IxGlTzYKYmqfK4MJdspS159Ma1QwmTOy/pm2fkxleO4CNls2U6lEPO555Yo4hhEfqH8CwVsjk2bXcDg1a/kBS1D5M8VMBCy/zlFqIe4LA4iVoFlaMDQdndbXoMEZAuBWQ2x+Wd/MudFv3ttVYC0MqjVAtFXv0STIiZBrqBYIl4hEWMMRFxDLucseSQRE8HHcamj/g2JayjLefJt/bJdeQlorLPhpZd65YSNich16RUUCZB5fV3cFx0TkeJURBxLenxJ32uK48xdYcFjr4GKgWjHYXCXZap5yhnfvTEOzvOj+Mc8pzAyYOSuMrF7YtbfvOiII47A1q1bcfnll6e0Xbt24corr0yA4Pjjj8eGDRsUz6233orrr79+NGhYWBo8Kl5xqJ5vrQzeMZmM3WplKNhLSwCXE9eW3RKlrELxO2muJcPWW/mb3BJWnmxTarNpZ20ictPZiFzyzh0w2IlYnotJX1kbpCXBsS4oC4DkiWm7vnkrHvLYbVnJxDo8y4JUbkmm+AsY/pQuFJrkS+3OabJ+cQvFGDHpI8mWEfYEpIYnSwD/S+msMIGTiGFASJYAIFsXCgsEp5OxPgR+TnMEgrbXaIuEcmnEt20F2jusDtQ2SK+wCDwmc31Vd0XkVd+taKLFoaHhFgd7Pxifk1ijYZpRWifk/TD5Th2rQvlmzSZjBN199934xje+kc5vuOEGXHfddTj44INx+OGH46yzzsJ5552Ho446CkcddRTOO+887LvvvnjpS18KANi0aRNe+cpX4pxzzsHmzZtx8MEH47WvfS2OPfbYtJpiKO0xlobzzz8fRISzzjorpa3lhhWKOu2i1HFOJp3crDWzMpi8MVaGAggnhZYnVclX+6R1bgeJekVZTxlbucwn26Kuw8iR8kQZFzCkWIig2mR/ZbvXEjAEQCjvLuuC3muhTeco/R9e+3XlnrBv90R5syW5wmFJ7jfgWRTShkbZspDksNzCamDe1Em/tbc/pJUSuXzN8lD76bLtaom8WqOoW1yXtU7I62gQsuVBXr+5Lmm1WDL7QcjNpKzVI99T0TazAZS8311WB0Acy3HljL2ucTqTxaHynGaeoKyJpQUwpkM/W8VzvxY0DyvDSEvDF77wBRx33HE47rjjAABnn302jjvuOPzWb/0WAOD1r389zjrrLJx55pl48pOfjFtuuQWXXXYZ9t9//yTjXe96F17wghfg9NNPx9Of/nTsu++++MQnPoGlpaVRbdkjLA2f//zn8d73vhePf/zjVTpvWHHRRRfh0Y9+NH7nd34Hz3nOc/DVr341dcZZZ52FT3ziE7j00kuxefNmnHPOOTjttNNwzTXXjO4MAOXAs4PRWBnUva8de4AAFWsC4MucxsoA3zIgZbtmPaHkZXvyW5aRKRS74rflPB7VdviTQG3SEe2oWR5cAKAmPXRPVOZ6xwAGab3oBwzCogB5rif4/tgF5gGktYCobZvkrVkW9HFsTqyT3RGq3nQ5wrKBzJ+6j9uHTEqWqUvxOK9mfL0lkVgHH3Q69y3nhiw9xAO+3wT9lszxAJNA6i03WRDQKtY2riG+3RMwCcwX4xIoWyk4MDLtz2AtD9G60BBMDET7V/r4kXK01YFf00O850HIIHFdkjffpNLiwOVGWxxEW42No+XhgEm7PbRH8T5JeQ9mOvHEE2NsjU9EhHPPPbdz5cXee++NCy+8EBdeeOFMbdntloa7774bP//zP4/3ve99KkDDblhxzDHH4OKLL8Y999yDD33oQwCQNqx4xzvegWc/+9k47rjjcMkll+DLX/4yrrjiiuka1OeaqGZVypHJcsWJxDzjF22Zt5UhCB6tGE0jpdKVfHZPBj6Witm7XkeRe/VIt4QLDkw7XHBh0ou0GIjY+Waj0lcHMKj4BbX3Ag8J3x3hvm2qt9lJUuyPfNPpxQ6G2rIwUW/B7RB03tTlGzxKa0GKORA7SZLglW/eKVYgbjed9kXwYhiKPRcmSp6Mu5B8S41vochv/7KOibYIJGtAvg4pr7BSQPbVxPRbjjfQ1pxJYXmQ91C6hiSvtkjEcdDkcx5jevyI/EaOJT0e+8btsPFveEkod/Ke5aBXQUHMJ05akb5mSy7n81uvtNtBw6te9So897nPLfwqq7lhxc6dO4tNNTKRPlQK3yjxiqWgBB4yXShxR7H6VoZS1DysDEPS80NLxUPf/iVfnlH8XS4IlSavxVH+/LdsRw9gUHtiyPZ0AAaRLifPmQEDT9gi4DHx8PbAvA00te+cpVUhKyogm54bo6hZITQUcPMFfz4SLOhgvkKZOkChkW2DyRcAYZkmRpHLIEMRsGiUdxNvZXZhdP0EryMvAxULKkJsnwASEqBA978FEEXfNDYoMgO5weBB3EvrspDjRPa/WkYbx3pyUahxJsCpCpCsjN8ocwxwkLK6Y4ycZyzJ959NNc+tAe1pgZBrTbvVPXHppZfi2muvxec///kibzU3rDj//PPx27/922VGn5XBuCaqpBRpDUA4dcg4CC9WwgUUjtI2eTNbGZy/nYq/g8eWlxNE1S1h+cR1Foq9IjulexPhAF71LYneidIAhqYGIGrxC5FdvCW256wc0EbQI8tQb53STcDpCFi5+76U16hy2g3R+uEBxL95SaXwm4MBC5L8dHupVdjZ7dDmaVeF46aIcllmztO83M4+shNzhFdJll52KcYaA8mQd1iYgNp0ZNfDJAplM3pyKSBEF0Z0QYR2t0hQW+ck1jJhV0FyWyAFU7JbI9vg2z4NiJmUz1M6cgAkKMQvXYZ0HRSvCch7ShTuCuGC4LTc6VEmdybpAMYuV4Xdjjq5JASPc9DJG7uhnKMWtKq020DDTTfdhF//9V/HZZddhr333rvKtxobVrzxjW/E2Wefnc7vvPPOdmeuLrGFMvWnvJKvLOPGEUheoziBrOzbOaYsPK2VIVTSZTvdJZayTk/xsjasyPSuMV/rsHLVOAYYXm6XaiNP76bdti5UAAOtHmBo02vuCBO7gNa6wAq+CI5ElvmQxz0cS01W4DWwUKyUEMqfAUJqA3J7G8ABGFqGvEXyGphPxikUw3YAUNAFBAxIA0Dfd4DiZkx8NQwmCCk4j+vmOASjnEMEEJEFAcASIW3yxLqf9RsRcvR/8MBD3nUSFMFDVL2EWIe4HkLU0QRMElBAu+GReDDkhlCsdd04hxpwCGjH8xDgIII+FHAQgQoFGOB+QSnXjW8QTVxTa0OQE8oMMtYp7TbQcM011+C2227D8ccfn9JWVlbw6U9/Gu9+97vx1a9+FcDqbFixcePGys5bpA/lfR0cAEkijcr04ljIBOk0eeLVV3MNiLw+K4MsV93IydQb+NpEvnUhjHZLyDbFMjO5JWAAgeWV12j71rbZzhEUJ9XGlhkBGFKbugGDPLeAocu6YK0ARMBBTzsquQ24LmkmZ+DhgYUcAAnkJZSyLNcjQItS/mV7uEzuoqDlw6cx4CErX10mpL+U/qZ9G+ObffvWT0KRZcjRBjBmsMEAYhIiSGBQkOqJeeKRC6IdQKv4pSVhCQETULIkpGWaoe3nCQ9MaXVIQIHEy5OoJbSWkhQsWQMOsc1DgYPOj8BBPLDJGkOaXd0MR2S5BTWUhUiCiZGQcmqaR0zCIqZhCjrppJPw5S9/Gdddd136PfnJT8bP//zP47rrrsORRx65phtWlFSbsmyWp829LDFbUIU/5et0aWXwaNS+DJ4CrvETOqwMjjwnTcknlPVzOTJpqg3mumQZmybLjI1jMHLZchCKeoJT9xwAg8yvAQZyAEPKgwiSy3kct3DL//hUyrOBg63vvYxJYL++jVNYIhPAKDZcSj556MDJ5UbwoY1rWE7xDRxbUAYPFj+MiGmoyFgicR1NjrNI7YGIv+CllPwRKsh+CJV+mBTxDyldpMl+t4Gd+j5N9MfDOK/JY8cup/XGix1XNkAyjVXk8ajHbxy7fRtAUZnmPU+dz2EEkW58QyHX8Cxo1Wi3WRr2339/HHPMMSptv/32w+bNm1P6Wm5YocgOQKuUqwGQVkhZftBmTrZcH1/RDtK8SeHOycpgAEzVymDLWdmVcmV9UPfEdUuIdvbFMVQnraJeDxxYeQ5g8M7lBA1xXFgatBLgvLbbM0+rcJCUgIxdIMGT4heSNQBJWRGMm4LTRFl+F7flpFVBL5l02gF9DiDJlsMAyPnMozd+Ev06lPhNVxRS1oPIwvclcD3RkpD4kd0S2cpAyqIgrQrJLcHWh/iGDwjXRaD0ws6PFcc8BMTYBxPvwG2Un9BueOzG13hCjptoJcfXdoqv63G3KW1bYIsJ90CIdXdYHIyFQW0AJfu2OBmwFDNZFrRZQlkhBO+akjURTStjndIesU9DjV7/+tfj3nvvxZlnnonbb78dT33qU90NK5aXl3H66afj3nvvxUknnYSLLrpouj0aEplZqRa/UBQjn8UtIhJrrgs4VgbSfIXZXPFUqhySTqWVoXQlCCuAk2flF24JkvxUAgFZTy2tkOOnFSDAvq3YdpJ5y0m/YOqoAQR77gCGtOStDhiymyGfKxCBrMzBXZiUuwYW2170FLX0T7sVAO2GqIAFYvfGAKAQ25BvsQYJEkB4fEyNmWFHuScUNMgBjelec2AgMphg7uyWz+o18VUABI/LHCwZTf0SPEDcKwi3RSy/FHkJnssiplEZ6zARfA0oxkYgtoFBQMjn/G9oryNdJwXQZABwyD2VDkvg4Cj9eFQAB+T+470aFMhIdZgpLFRedFaJ5vmVy/VIexRo+Ju/+Rt1vpYbVtTJ3NwagLAWACpPqgPbKjwpTylap3BRL2nepFxJydZKUjzUXhtV+8p26XPSCl3KVNcnZRrgLZW+lEWmfTINKOr10lxQVbTNMYsSHHPrHAGDMAlrl4OxJCjLABI44Dd3jklQ4CLm77z1diw94WFaudMQsKBBA0R+/mtABZDalLtQgwodHFnK1xSctAFEbC1opUoAwmMhcByCHLsijbeBznJYibYKWQMItgS0SnsJ2epAIASi0vIQ5U2Q4yGaqKiJ+ZEMBMgbPbV1TSLCaRAimEifrQIgV1e0f+V5Ag5JMccgzGZG4CA0e1L51kLgIQBThQITbJHgxpu0dayH1xXtUaBhjyCrNNVxVwCk/CsyalYEpcCpzEee6LwyQPl23WllgMl3252Pe60MfEwyj1J5K7cr+DG5JcjkGWU+k1sCAz+M0/QAhnQNuxcweO6IppF5QonH49v/9ut42KlHK+UsQYdS/FWwEF0eMG1JZVkNQfDbJZiRh7QVwbofkmJxaIh+kCW1LGH0bl+1kQ31Znklj5vQrpBggCGHeoC1QLTHE2TrAwleHzxEpY9sGeD6uZnJupCsCUhtmfDyCcddIVuKkAMhVX+E9j7OHTjEqhkAWeAQYh0KTBgswdYQOT/G22ZAyBqSPyx/JGgBGgoyw68Wv9BVTilgR5G6QKAiPyk5J7NqZchJa2tlgFbojvKV12TBhSxXTUvXJOQbmZ5bogoS7DF0/xWAQZ6nXzDXMm/AUMYvVN0RvH8DxEoI5VIw1gWaHixYKwdfakoX5XnFRgYJ0h2R7qp5dIRVw8zSQ5SEnddDkqKXNPKbNivPJQYKsRYGEXKJJSt3RF0mLRAtYEBS/C3YQA94aMcdt2XCWlNYHeRKignXSwGTCaFput0V6TymzQ04KEuBVt+FhYHEeW5axjbMasFAqqbHTTFkUMyBFu6JBdWpUNTkH1eDE6VClvz5MFsZnHKuwo0qwSpLr15ZDytUxVe2JwEUORE6ytS1MliFjEo5mcczqWhH1QVhfmPcEl5aeT3BqbdM8wGCPRfm9JGAISlasf+CsgxQVtSuOyIpfg0Ejjn3eTmmAaVM3meBgUF7yXIZZnAsDEh8UgagAUYa6el2B9Ftxm2R74r7aI2ZboNzlr/zkFNbN0SriQPk+ASWQgsiGmgrQqNAQbZAZLXLUIOS62JiwAO77ScRjDAYaFWycFkIftk2BELThLq7AogApI1zmMQ+Tfs5TAMcgGQdyVpf9GahzfMFqE2eBCoIoGQUUSCCDQzCYFJLWzOSA2QWGeuUFqBBkqeAU16Xa0IqaR8cuIm1cmDl5ml1P0kpXyVD8mowUQAZW41SlrpsrR2FPKnYCwCQZXZaGdCTJuop6uC3Rqc9+hcKcOIDFdGCxso0gIF0GjBvwBDf/l13hLEkEPD1Cz+Fx559kuZFlmHBQpKNvIySryHfQrY2ROuDAxQ8S4QFDUh8Ok3cZjfNC4pkBZ7L8RVB1CPtC4iAIfNlIEFq3LUWgaAARAsK2AKRXQ4sp4nKf4J2l8hJQLI8cMwDIVsnJqLVybIQNSNbHbidOvixPW/AlohWs7bnFO83YRJCa5mYUOy/AcBB8YkNoGRAAYlGR7OGt6JC3SvIe+tMYGROBbBLrUmWjGo1C5ojLUCDIjPqavEIqB3b0/g4eAq5JqZmJSjyyC1f7NIIAXbc+mK5eLwqVgZ77abOlCZkhCFp4txPG7AmHHESNmla4fO1BC0f0gpRBwzk/UU3YEiKmAQfMl+5OqI9lisjslIHGppg1/d/qFdBKHDBSly7IXywoK0KsowHFCSoYAWRh2lW+knnCOCi83L/d+qHWD6IIloatyy6ASDHN8c3oLA8tGAgy5EAorUIcByCsD7EcduE9romDDKg3RZNVNG82iKXzxBhJUKVgLgKIg65CbIFg1dXEGl3RRs8GY9jvcOBQ4ZYQZwl4MBpyaXCYIKTw6DAyBDYBaTxgjBIJDeFnESS6M5BMU/yJrVpZKxPWoCGGrlBiZxXOZYnMwRApjSj2FNbTP2F8oVIU/WJfHsNFcUuNEDZntq4F8pZtVkp9iyzADVKUVdkcVnbjlqaAgkd7Ur8wdRpAIPMl4DB5E8FGJTloAIYXGAg07OVgS0OBzz6UFWuoYlQ/FCuCUK7GRFkfgILGlhwHmJ9fJ5WZAhLQgINlTLpFlA+L+IZRsy31g4hbSDpmxB8zvm8hFKMF96CmVszEQAigF0YGThwKGMbDFmCh5UCPHCcQbutNNCAl2m2OpKwhEkR68CWBVbpATE9yBd+glqGgHgtg4ED58iPbkfggGz50BrcKvagAyN5t8pYXaD2vqZulhJyF8jmuW6KNSG+6bPKWKe0AA2SlOIwSr+qIIVC9cCESvfAQZmslZpXsUlLcQ5GuYuJr2wbyWc6PpiUla4oUyhZ9ZeqSnmwlSHVj/w1O5kvgYDtVw9cxEnLAxywfEr5IwMG2S5pcZBlimOdloECknIE5g8YCneEABHS5fDwU3683d0RpXVBxjo0NEmyOd+CheRiEEBA5nvWhNReAQaYpyyTRom6daOpGMNCKXJeHFx51UQGF1Lpc2nuEy4TQsCE8ht5QLY+sEQLHvIyy9Z6MAElQNBEyZMYeMiWBO7rCXJwZpNanAEIAkWrRgdwENq5FziA93HwLQ6aXBtBPLMWBuG6kOaE2oQoWZ3VFAtaG1qAhiFUc010vvI4055gH7oDZFZoDAxEulSmtpwpWyhpl0//TRHkHcrflWX4XStDkVapv1DoXXI5TQOBqlsi8nkxEcXPXluRlhWeAgytVKS36rGAwbMiGMAgXRWkQEFWzA0m+KcLr8RT/r/PLYIZJbiw1oNusCDaltRszuPuyfkhKsVcd77d8jiXl+TFL5DhDW5JONHqwg0RlRXHKbT6lWGBvIMxHiHen9Zy0CovjltQVoUB4IEwSfnsUtBWh9wfkwgRGj5Pclh6SxI4JAAPsbEV99xQ4IBWSXN/sIsgRBkc/Km1etHd7pwhDDjINWd3hgtBxEGCHUHPDatKC0vDggpaFddEX76oKylV5yko0koeJcNhKZZZosPK0KGkgwQyYr6waaqp5DwvnObUX+V3ZEtgFCSfaZu8LiWngQYcEFaH1J5QHiczPNpIcwkYhMtiOsBQXyGhvlMglLUEDCofIbkkgJC+KdGYMgBbKSYKLGTLgAUL3UAhtYWBkwIIFixIMBHkrXBBQ0k+j5SULQl5+WSbzlyU7nsTU3gTpwYGQEjllVwUMo+v3YKHJgUnSkVJsfxKtDIgqsVJ/HcSZSegEhWo3rCpO0Ayd8VI4CDamYBDA2DStaJCHAcUbgogZD9LbnL6y/eLuLkMUkKZtmYUvAloChnrlBagoY+6XBMQg98DE57irOV7AZBd5Uxa6ZowVoiaDIJpB8uLJ13t947NNRdAg2Uq8FGp37RxUPAjZnBLwFoogikr7ogFDPY48hDlvxIw5ImaFetwwCCtDlKZqw8kwQALBBzxs8ekGAblppBlHDBRWhYy8CiBhrYoeEBBxy4IqwY0MKiVkfK6iN+E0/2EBAj5eZE7QgYIhYQIMCivcgCQVkIwgGBFztaHEAIaouhWaJIwbXloHRMrQoHyYhwOZFwJQONYHRDbyLo4uSvi6op8/XK5JQOHdvWECxxCBg7tWCZo4NCm8dLLjA+iDYKPOdAgXZu2Qqj9Ggjia5zwzAn6gsz1WTfFglafFqDBo6oloJZeCABQt1DICcstWyh2X54CBeKZ07JtAGSuVPpp5fzqAgvmIV1WKuchVoaCpOyuNJg08tK0YhnsljD5Nk+BDHWsAYMEFhIcJGVIUGm8rHI4YMgrJGQaEbBk4hDaLybG+ISoZO+/8z404uuLenMnES9hLAtdYKFND1qGY3nI8RwMLETfMOgQPPYW6yEw1LYbjBswFEe8pJKXOQZEk3/IAIGPJYBQSy4DoTEWhgAOepwk8CDdFmw9AFHcn0G6LHhzJwYkJEBFa++YIERAEtoPTlK7uoKBgwQZ0hrRBxzkqor8Ce3Y5yGnsZWmuhRTpOUed+5oENUbzkFuCnC71w44/Kh/GnsBGiwNdU2otAqY6HJN2HJcl6Pca21LYMIBGfUASCfNWCk8030pLz/MWY6WPZWVQSjs4KQpkNKVJq9HXK7rlihAAeBbFZxrFWXlCgkJDji/3cVRvlEzMOgHDGo/BQ8wsBK3VgTKSyNvueLrOOLkHyusCyqmQVgLlGUDub4MEJDqkasucheVQCG5ZIQ8AaNj2TpoGOaikOQrFAVwY3u41vYtXm/gFOADiPYeRsUPsSIiuSoQlfpEg4r4gszKnf9KBS+HGC/PnFAbnwIQiCbZUoF2dQUDB5aRejSEWLYDOIBdGPG+RJDQxGsHsWtCAAeUKyqKjiZxwv2XZBjGkO9Ll5tCgQ0+XivcEOC8zUwhY53SAjR00ZBVE0BdMbuznsdLZZ6txypWp3z1Td1RntX6Oup1rQzQsme2MjhtC7YeM0FUgx9l3UbByzzllgCS+ijKQpRnYBD5lCWB+ZD55Nszg4O8zTMyCADmAhiWEh9i+iTKniRlL2MepNJvkjIMSrlri0NskyjHo5DrlEChBB3cdRYgBPHYaQsEwP07ZsbVdomJqTmEpIoiH1sneGVCtig06SrEqopYmpUgux9Y0UoLA5vhW/dGrDWmhQg4CNrqwLYJQmtJkO6KldB+ZnuF2agOHCYgNC5wiIWFNuadI9vq4zVGt0N2TbR/2SWTgEMEQykwMmn+1O18myHCGNvncISbQoZMpIO1Ag0/4rQADZZqYMDV9q4AAMZSoBRSB0CA83BxuYK/0gbVTMNjXROU3/7tm5drZTDt1MBF122tDOnaLPiwCjy1y8i0yhuaHzCAwqS5+eS3oQAZqT4BGERaCnSMtSS8RfwTypMYAAggIUCAXSVRAwz6POeXACCnPe3cE8WySmldmCgFn90TFswImQYsyLgGkuUh4iJSN4vjBKaELAMM9C2fwtIgxr0uz4AAonaoLZnTmInaKQdEhnTMmyy11gd+944rImAsDGiHUUPZBcGbROUdF7LVoQV4vD/DRLkreCMnQFspllTAZB9wyPEQ7R+xc2TqBYhX/txHxIoelJQ4fxI8HXfFN+jblJ570kll0CMEr0lbE1oEQi6oTgMUszxx4xycfGeEK+XWJ8fjFcrZHY804q9n3Uh5TnMkCKjUW7UkkMkzwKDTypB4e4IfWY60MiSekPmIJ28/r7h+ASKYvxb4KC0RFN0UgDD9C35rTZAAwdvFMQMG34rA1ofr/vDzePI5JxRxDQxMaq4G6e7wwIJcHaGWfBpAEdVN4eKAyufu9UCDdmMMJbkcMKj0PNTz4sS42RK3MPB7NLddxDIkAMFgAvnT2MbywLwrob3PGVQg1UdhkiwRPNhS3ILpHw0IMuCQgY+ckzeAil/QFFaIZPGIGrndGKqVwelB/AvRT2VgpAAJFgGYO9LpppAPfXye2v4R8oLIT6djAeV0JB7fmWSsV1qABkkmHqHwe1s+T0l56a4MR1YlzyrJ4g3fqyNObh4QsTEGwZRVEyt1lFEK2dYv201CKVfKyDyRJvNtH6l+kO2V8pKMoMtYgAChODyQAGFlEO1S1gLOT+c5DZStCHYVBAOG0nowHWBoENA0OqCxoYB7dtyNJRsIydYGdW4AhAAgFiy0yzJjW9C2I3dPendXYMYGOlpQAcitpGsAYjhpoJClTYJtQcu7RBloSCuEsijENrZKuYH8QNUETQEe2O2Q3BOs9NllEQgTohj/kPUvWxkCtUBhiR8laj+HPQHQEEOPEjiwtUICB6T6gwAT3LtcjpJmS9aIBHWy9cEGRjIgAlsiEoCIf+08EQDlphB9BmSLRgITBouw5WZNKZmgZpSxTmkBGiQNWrrTxSOnvZI9vSdZRdcnukgvwUSrDJ2HsibHATZu8OTAtnlAw8tTsqgjT8phGYQCQBVWhj7g4wER9+dZHMSbrtyPwZZJQKJtSVayWdlbK4QHKIoYhiGAgbKyb+Mdcv0H/diB0fIwQVcgYyt7ktKWEJQcCRY4oj/tIglxzQxYDFCwcQyemyP9ZYVhyo6hAA072P3QEKn8IPL4zZW3hgYgLAqUQAGhDUhsFW0T9dpKAR7Y5L8CSvsxyHgH7ruJqLtVnO1OEStR+eddFZtkKhgCHCh2YAYO2qKgdo7kmUoABwp8V6K1hbW1cFswnCA4+zcMdVPoG5dBQlDNycDBPtMLWnVagIYaKQBB7mGVf+SqCZlfdU24zSl5k3KVaZbNO88zuOYho3T5r0krHl7bBa7CN3Iot99V7qK9hZXBk5/Og1Nep9mto7025EkqpGOpJAHkOIa0nBIKDLAy5eWOEEBAxREYwFCPYZjoOAUHMDDfY1/041iOgIGtCUvmvIEEHhOVDiGrVTS5bm1V0K4HCxQSgDLlZJCkBQ/q3owls74tVMECByCyqyHHPLTluD3ZhTEJ7HoA2hUSAAXChFqI0G7iFAEB5e2j2XExCTF2gLLVYSU0cUVGANEEK2gH1SQ0SdEvYZKBQ8gWhRpwaM+RgENSukFvOd26TzhmA+mhyqtWYrsiKODupXRdJOIkI5gQWEGZCfgc0bqQAAWKb1PExiZrgyxvk1adFjENC/KoZi3Qys4BE1bBdcqg3jzrIlHKkhVuUa9V/FlINQBS5ttjKbfaF7pMlluWKYBNhxx5fZ1WBlG+z8pgy3R+vbLJVobiL9q/bhwDIM5F4GMEFVxPETjoWRgIVcCwJMpJ14PkXYpWg8++7Wqc/I5/W7gjssVhokCDdkVki4N0Q1iwoD+NjUJGI/gtIFH2AAE4ZiYjJLkeBJhgICEtCezikysl+McuDLY+TIJ40yagwQomoYlWiNbC0ESrQ6vkONKBXRcNArXLIJdoktwVCNElEVpQAmjgwOWBJrkHasChdRuEBBwAveV0cmXEi0jXk64TKSW9/scOduMbhIT0twkt2CDA/Rpmki2qEMdVa8MAw8XcSCLJWWSsU1qABo+kmb/MdA/5pAY2ul0THfUV6QZMCIXuuhe8NC+dtVyRVpfjAQ0lXyrmSnoqL8BEUb8LOrRlYIyVwQ1wtHmyDqEE4Sn/ZHmQ6fHOJv78pp5dAMiAAhowyPiC0mrQDxi0xaAEJdnl0P6WhHVBxx9ki4IHFjIQ0NYDgIFIdGW0dzrKy/WmPhXlUDnm+saS3io6f01CxfnE31IEEmk7aHDgIAOIpt2DAWx6z0qV+bNLIrotYsxDu9RSuiy4H1uVvBJ4k6g8BHl1RMONpLifZKB2FURi5qWWFL9OWgIHuRxT7hyZgUNbRdpuGpXAyKjB2cKCtIIiWha4qRDxDUBaWaGXYUpUUNw5YIS1Yc1Aw484TQUaVlZW8L3vfQ9EhM2bN2NpaWne7dq95ICB9rAyKl3XRCXfG9lJeda0r3daSbcBkJZHKOfiTV9QzWJQWDosMJAKHFTwWsuGC0YsMPFAAVBYDOz1JjAiwIEFOCr40bkmCyhIXZYBE+AAvqjgi29KZEUsXRAQxz5gyLKtS6IPMMidIn/8BY+K7onclobfWLmupNCzK6JBBg4A75tQWhakVSGDIx8osMLM3actFpwmb43kHUrtuBUWBZkODoZs1Zu0igWg3Q4aFkCsIO/+KKwP1I4lihYCtjxMQG2/BgIZl0V7rS2ckHsxpKWTob0HK6FJyyQpqfW24hpwaFzggE7gkABD6nNqAUFCR/H+846RDCp4zmFwAN9NoYCBdxxy2XS/yGETt1RZG9aKfsQtDU0/S6aPfvSjePrTn459990X27Ztw2GHHYZ9990XT3/60/Gxj31slZq4O4jcQ53WN0odGUoJUYf8OH16CtdTkl2YxLxNeW3vtRh4VAMlTnuL56NL8dtjc23e9bpWhqjky3odK4PHb90PMDwVtwSAbF0QCljGMZQxCtqEXwKGYAADRgCGrNyxsqIU+hJNsBTBQOKNimCJJjE/YIlWsisjll+O+ckCgRxL0bpDJmhogmWaYLlVhQnspHgJtH+XaaXli38btJaQ9jcReSuCd+hPl1vCJMluEFS9y7Si2qX6HO11LNMknedrFX0Q+3JZ3peUvhL7k/sugynuy6Uo196nxp4LK5K879oqBdXn3rjKYy+PP8svXWMpCkQ8F3alEJnnBInPpMtnreuZLOY031K4ZmECYU6/dUqDQcMf/uEf4sUvfjEe//jH48Mf/jCuuuoqfOYzn8GHP/xhPP7xj8eLX/xivO9971vNtq4NUcfg67E01Exk3Z5ZAaWLh8PhhVGS8aBT4Q/5OzYAUtbhlPGuS7khbF1O8+tWhgGxDPG1R1kZrHw1cclfSH/z5fBkiPRXL68UYCEeN4JXxTGYj1TJpZXtls/sxrATuV4lMQYwLNEEX/3EvyRlkJRzdHMopYeVDBqkUiSp8OpggZXmMq+wkAquAAIMEnK5DVHJc9sIuq6k1Ht+XrmlpNRXYj0MjiYFiFiSMgTIW47tl9dbAw+2r2S/LmHF5GWAwAGr0wIHGa+SLFMCoDKA1cAig1GK45TNB3Ic63Gtxz4hPz967AurkXi+rOIvnksxD8jnOe+r0W0xXdD8abB74nd/93fx+7//+3jlK19Z5L3gBS/AU57yFLz1rW/Fr/zKr8y1gWtPA0eey0bOoUzThbTloEvrd8g0MmquCeVucBS3x6sqIH1aPui6hGtdME33rAzuCgvZZptm+Z225XxnkhLK3L0+WS7xaLcEgGRZAPKbWTWOAdF1EculCT1NvMLsTyLeQACGmsIoAYNUGm3dWZFNVNv0Hg4ydqGsi/OSFUPyIFtUYGQoF4bhY97crTK9pK74hhBIyW2lyXOOHWC3RIgrG1qf/QTtssj0JcvA0QdIY5HS1yzbfHkcuD4i5bIAopuBWmkcELkSGrC7ApiAoyHalRTc8rhigkLcs0HsvmBcFalE4OWY7flKvHoOymwfbYr3I6YFQtMETCZtnEMtviHt5xDvI3/8C8JNkRO4DbWJgnk8NuHeyLdv99Fi9cQwuuWWW/CMZzyjmn/CCSfg29/+9lwatVuputSycpNVPINXTvztGCdZibMW0uUGuSa62pZ4DXBxlLnid9KVO6MLTIhnq+qGgJ4LUjnbJqHcp7MyaDOnXjEhwYRwP4i6swVhvFvCxjHIGAcGDPJNUJqD5Zu2euvFSMCAgGe/+SciMNBv8DLYcckACSKOeRCWDwMQamBBg4ycJjeAYgBG4jj1eTqXpnE9JGpUglgJYVjpi/GS8gN4yWFAu/dCuw9CCy54JQV/vtqCBwS5gVMEHQz2QFhBowIl2684tgChDZKM40xEFvBmUGlJ5QDgkMZ7yJENAfFbFWJFBS8HlRtAcWCkXCbcPkQhxzdwr8U5pY0V5fvDUIz5xEetuFkUoFdZgO8KEFBfgpm50hbWnLZWJN4HZpKxXmmwe+Loo4/Ge9/73mr++973Phx99NFzadQeQx5+sIq3DxS4aQIYVJR2OaY8ANAeDFo1Uftr2xP/ZssEaQVs243S7cBlvKZXLRCAnuhrYAMOPzk/W4dzbdX+UsdscpVdnoFFCyT0sfxyZS2OIQML/QYuLQJNBAD541Mh7fTIvuuhgKGhgC9e9I8JMEjQwWbyZZqYtrRmeBL8KZ5BuBMYaMi4h9a9sBLN/tntIIMtG2STfu6f6B7ACpbBMQiTxKvcJh2/0r2SZS2n+IQV3Ufpl9u4lNwlkywjuk/sbpnsdmF3h4xr4L7mmAgGQbLfl7Ci+npJyJX3MQWnUt1Vka5buMLyduAcDFuOT75uMOAT91Xxi3GenpP07AT1nKjnhwG696yZZ7FrzlFpted+QatCgy0N73jHO/Dc5z4Xf/3Xf42TTz4ZW7ZsARFhx44duPzyy3HjjTfiL//yL1ezratPVIkNaDPdw/yO5LOmdyfXNdExyl0rASorLKCUdq09VdeEp7hrTet6MPuAj3iwu5ZZevcgxMkoOBNEcd0S5FBpZXCDsGQ6T4CpbWU6K/YMAJAm57zcUsAoypN3q5BzLIM3gbcTtgxCy0rBW4LZBxiWMMHtN96ZAINUQEtCYWjrhXZRpLJsfYBoL1jxTNK53PwJQk7qVhKuDXEHOY9MmanJPI9JLSYXRnszeUdEuWyS35QBYJnY+tAunSRaaR0MIV4FacvDChpQmGBCccOm+HbOS2W5ngmAZZrEhamTtLqidYXE9DABqBlkcQhiiSXirpP6WxXxvT+aCtqNnNrGN+LNn7eapug54A2wiEKqIz8eUSYPZiB/1ArGquClyyWYycIgj2vWhnx71+zlnU1Vs8pYpzTY0vCsZz0L119/PU477TRce+21+MAHPoD/8T/+B6699lqcdtpp+PKXv4xnPvOZq9nW3UezLrXsQcBdQEApVk8WmYPElxlzeQe4dJFTp+uakIreeTPoCoCstsWTKdtu3zCs4pd11drZ0WaWlYK5Ur5QakLhp5gEpfTyW1l6M5Nl01ubcUFQVujl/gyhSBsCGJYo4KDDHyICAvPqCFb0EhCkjZ7k2zCviIBehdHKay0LHNTYWhrkG/xEyWqtCfz2HsGLWMUgrQt8W8pAw/rPBmpqGZPUxuVYbwJPbIlg6wLp9jN4ym3M124tR8uIlowoT7WJAy0ViOPVKmIFhbzWERaHBMqUtYDTSstQArRkxiegxrAEtRkoy/Gvn41kgYvPj1pBMeA57Lc2hHreg4geeOAB/Jf/8l9wxBFHYJ999sGRRx6Jt7zlLZhMJoknhIBzzz0X27Ztwz777IMTTzwRX/nKV+bellH7NDzykY/E2972tkG8//N//k88//nPx3777TdVw3YL1eIZNFOfkO5kD0iYvCExMslS4SlW7yGs/R3imijKiHaYtlZdE7aMlVdV3Fx/8GXJuhmcCJklGHFiGVS6sTJApJtrUlHhceLkejPYyJM2xIRPYtIGhEWBMhhoYw3y5M9KmAEDm6Dbc3QChoYmOOFXflwpF620kFwXrPxSWmFdEJYFZaWQlgW2HmRltQSxyRNfl7EkyPw8lIbHMigecf/JHnFcQZIeIn+OW+AdHwMhxSLInRSXiHd+ZMsDbwudN0paChNldVih1jLRIKSdIVdArUUAAEycQ2uhiDEAaDosDjHoEQGgvHNke78RrzCgCXFTqHTVlO7VSuS3mzzxOEQ8D6Q+W4UUUsqWiXScujXHMGQzw3hrQ6zTxkvKfRvWgizumVbGGHrb296GP/iDP8DFF1+Mo48+Gl/4whfwS7/0S9i0aRN+/dd/HQDw9re/He985ztx0UUX4dGPfjR+53d+B895znPw1a9+Ffvvv/9sDRY0ap+GMXTGGWfgO9/5zmqJX33qUXxFujcKpsQXpWvCgAlHafaN4Xm6Jty6jOIPlfSawlflCK5FIBieUr7TMqHIewEW6XLFcknzJpaKUXRRsAVAKN3izSzOizJwkNfNA7x7on77y+BAKGi5BE+mVQADAfir3/q8Agw6mNECBt5XwLMutO2UyyxLy0J++2WrAtejrQm5DLc1gapkFYjLHGU8wuBfLseWhOSCoXzdqh3K0tC2ezld48S5xpD2eJB9wuBOWh04JkL3s7b2yPuTY0AyqPMsDiSvCUIeyf6d5LGSrjc6ZcjsCwI9XpXlDJZHj38gPyM23if/HW5tUM9v7Rm3z/WDjP7u7/4O//7f/3s897nPxSMf+Uj83M/9HE4++WR84QtfANBaGS644AK86U1vwgtf+EIcc8wxuPjii3HPPffgQx/60FzbsmrbSMt93dcLfXHHJ9BQg8dvPQ1f/9fP4N7778BDNj4Uhx90PP7xO58EADz8oCcihAlu+cGXACIc87DT8C/f+zvcs+tfse9eB+PILc/E9Tf9OQDgsM1PQNNswM3fuwYg4LGPeC5u/u41uOue72DvjZtw1CNOxpe//icAgEMPOQYbNx6Am779dwCAR/3YT+M73/0S7rrrZmzY6yF4zI+/AF/+0h8DAA459LHYZ9+H4qYbP40A4IjHnIrvf++fcMf3b8DS8t54zPEvwf/9/B8hhBUceOhj8JCDt+Omr/5vgICHP/Y5uOv738Qd3/k6aGkZRz3j5fjG1X+MlZWd2P/QI7HpsMfg5i/9FQBg6zH/FvfesQM/uPkfAQA/9pxX4pufvhQP7Pwh9tvySBx45ONxy2c/DgB46BOfhV13/wA/+OcvAQQcfurLcetn/hz3//AO7P3Qh+HAY5+KHZ/6CEDAQcedgJVd9+GOf7y27afnvxTf+8xf4/4ffB97HXIoDnraidjxF/8LAHDAk34CIODOa/8egYBDf+Z0/OBvr8Su734HGw7ejINOPgW3fbh9KPZ70pNA++6Nu/72agDAwS/6Gdz92b/Hrpu/jaUDD8BBpz8P33vfJQAB+xx/LJY3H4i7Lv8MAODAFz8X91zzZez6xrfQ7L8PDvmPP4fvvOOPAAL2Pe4x2Hj4Fvzg41cCADa/5Nm490tfx73/+E00e++Fh5/zs7jld/8E4f4H8JDjjsRDHvswfOd/tnK3vfQE3PO1b+POa24ALRMe++YX4Gtv+wus3LMTBx77MDz03xyBf/7vVwEIOPLFx+Oem7+P7171LwABT33rKfjif70Su26/F5sfdwgecfKP4brf+ywIAY978WNx37/eg29e8U0AwHPOfzqu/r1r8cPv3IOHPnoTHv+zR+L/nH8NiIAn/uwReOC+B3Dr9bfjT37ts/iZ33kCPvPer+H7N/0QhzxyP5z4yiPxkd/8EgDgKS/YhqUNhM/96c0AgJec+2h8+o9vwq1fvwebt23EC37jEfjA6/4JAPDU0w7BAQct4X9fsgMA8PL/8ghc9bHv4obr78FBD13GL795O/7rq/8FQMC/OXkTth6+Fz7+328DALziP23F5/73Xfina36I/Q5Ywm/814fjrWfciBCAp5y4Hx71uL1x6e9/DwDwsrMeii/9/T34h7/7ITbuTfjPFz4c573mZuy8L+CJT9sXT/g3++KP3tXyvuRVm/GNr9yHz/3ND9E0wJv/cDv+62u/jbvuWMHjjt8HT3v2/nj/29o2vPD/sxnf/tb9+LvL7gIAvOG/HY4/PPfb+P53H8CjjtkHJ/7Mwfjvb7kFAYRTX3YI7rx9BVf9xQ8AAK96xxG49B3fxne/vQsPP2ofPPsXtuCiN38TAYSffNGheOAB4G8/chsCCC877zH45PtuwnduuBeHHL4Pnn3GEfjQm/4vAoAnPW8blvdext//r5sQQDjtTUfj839yE3Z87S7sv2UfnHT20fjI669BAPCYk7dj30P2xjV//A0AhGeccxy++tffwo7rv499Dt4bT3/jv8EVr7sSAcD2nzwc+28/ENdfcj0CgMf/Pz+BW/72Jnz3H3Zged+98KTfeg6ufdNfYbISsPkph2P/H9+Kf/ng54EAPOLlT8MPrv82br/mW6ANSzjqv7wA3zj/E1i593485NjD8ZDjjsS3L26fhUN+9gTcd+P3cNfnv44A4GFveCl2/LePYuWue7HxqO3Y76lH418/+NdAIBzw0yfgge/diR/+/fXtnPGql+D7f/yXWLn9Tmw4fBse8oyn4PY/bufOhzzraZjccx/u+fsvtvW84iX4wV9chge+931s2HIoNp34LHzv0nbu3P8pPwEAuOvv/q4ys8+Z5rjk8s4771TJGzduxMaNGwv2ZzzjGfiDP/gDfO1rX8OjH/1o/MM//AOuuuoqXHDBBQCAG264ATt27MDJJ5+sZD3rWc/C1VdfjTPOOGO29gqisEraff/998c//MM/4Mgjj1wN8XOlO++8E5s2bcJJR/4alpfiDZNv+000yJBIZwcfgMDOauj8FKtg8oNIC2TKyjR+q25EPZDm9xi42VB++zYy2/ycllwPjSgv0oKRYfNlWvlXtFv+bYSVoIHPI+uSaQ0A0gGQgVeYRdlt20Ipo9FWhqCsDsLWLD5KlZZTNvmcgxu1vzcfp+2iIbaORsBSI90Q0aXQ2LfEbC3I+zGwr3qi376R91JYFm+XeiMg5tFv0Es0wT9dfjOOPfkwE4uQLREqpgHiLVdYUOSbdht8B/HWHF0rkKsDJskUzmntYxFSWWmZYZJLN1Narz2tTlp6ey5nvviujIlqCQdE5prb5Y/ZqTKJbgAuz2VXQl6DkY8R3R45rXV7UMqfhAYrIffoJFDcWrotw21cCRR5m1iu5X8gNKmOB4IsFwM4o3xeSjpJPK1LZiJ+qf5JvsZJ5FuZxDYGiltKIx8H/kEdwx5POA1IUaTxy5mYiLSA1mXDAYgBoInMa/+Ge3bim7/5Jtxxxx044IADph4rNWI98Yjz34pm771nkjW57z7c+MY3FelvfvObce655xbpIQT85//8n/G2t70NS0tLWFlZwVvf+la88Y1vBABcffXVePrTn45bbrkF27ZtS+X+43/8j7jxxhvxyU9+cqb2Slp8sMolMcF0rXDoKieTCkDhFBFRwR6VwJaGgV2Px0nrlcXAoZaX59nMY9JdHkeWt0JC5Rl5nWngc2kO7YhlSHme40eaWQV44KpFzEF2Nwj/vcm3QY3Z7J352x8ijzFZK0CCTsDQUMDGvZtkvoYADNzGvOugMOFDtCuCiwRYIK8nxyy4YIGy6vWAAvE9SLewjGPQsQ8WBpj7DQ0UJiafEBKAb13xHMMQFIAA5T0GQqDYDysJPBDaXTrz/gstb9uXreJeohUQAweK8RBxUycKiF+zzDENQNN+opovPMYxyBiHNrO9qnYDKN7IiT9pnVdUBEzaOIo4rkP8t4kxBiGOn0mgeM9j3wW+l3GrqHj9K6B2fLeJ8bjt6xxvECA/aJUfOBnsQLGmtoe7YhvUvg3IrFLsrC//u4NuuukmBXA8KwMAfPjDH8Yll1yCD33oQzj66KNx3XXX4ayzzsK2bdvwile8IvGR0Vdyxcm8aAEaPKr2MZWHnnLrlNGTXyhK0hmeIhXpXoxCAClFHVDyqvo9UOHlSyUO0n2Csj6vLnc1gywnrQNee6Qs2UZUYhmc/rNp0veaAYJ++2XFn5ZYkigHGfwoAIO0UCArSAUcSCh0oZjVOvw4Ubf+d1mGQUUJGJYwwbV/eiMe+6yHZvkqkDIDhiVMADLfRTDAQQKGpQQQuO6J6KMMFmQcgMwHLCDQ8ms7P/aBBjlK+JN6+RPXuUYGLAwyggIQ/HXKth0leGjf3JeRl1bKepcpfyKbd35s0L5QL/F6wdAg0CQFSFrg0HQCh9be8UBo2riEWPWE2q9zcsAlEPJGTvF6H4h6u4nXTEIxU3x+5G6Rk9hvDAbLoEgBAmM/Mzhrc1uAwK0mQFl7FK7w0uQNz+s526y1BAyMNGeVAeCAAw4YZBV53etehze84Q148YtfDAA49thjceONN+L888/HK17xCmzduhUAsGPHDhx22GGp3G233YYtW7bM2FhNqxYI+aCh6rLJ7lGaHh9XERrtauUOASHUm5FPu1gcAKBARUXhlqsmKnWIcmrppWmDl+aCD/J+pnbbVtk6rxxbGVIbhlgZmJ2Vv7YiSDDAP71xEoMIEcyW3AsZKMjANQ6Sk9tJJ1dIchuIzZNIB9WxqvQAAwc88hcvWbkvJ8AwUXXk5ZP5Y1QbTACgDO5bxopafaEC+LhdYrlj+n4C6Xz+begJgNwQ6+Nfqof7RARoSgtJspLIvgV/dMvkow0I3UC8RNUurZyke8N9tiz6hAiq36WbyAamquBVmS7q0NandpzIZZ42X35aXV0zA16IcSYfm1TOAXgMCOVzop4p83zxc2SeR1Vh13MsqQIu503pPWHG3xi655570DRaXS8tLaUll0cccQS2bt2Kyy+/POXv2rULV155JU444YSZr1nSaEvDL/7iL+KXf/mX8ZM/+ZOdfI94xCOwYcOGqRu2R5KjzNUeC0nxeFrZK2t4+hQpKsq1qL9SteLtAj1Ur8NhlceuRaLSpuDkB28y8OSxDCkrgZLQUXfHxCMmuXLFhJgQgTS5wvDzxJwnVjMJE6e1VWbzPwr+tNKC9GSvlASDA2SrQl4dkN0MhIDnvenoiksi75yY4xey0pKrN6x1QboikgIhaVnIW0bLpZqIfzl2Q98SDcTkLRxDS+JeLwmVE4RkdpU38asM7OvnOjkfgWKsR4xjiNfDlovW4pNdFuWGTgBFK8EyTdq4ArRLJZfCpDUhx7dpz+LAY6cJAYEmCGjUJ7Fba0W2JixRW1c7fqI7Akjfh+B2EVrrQmsfaXnY/dA6NtqYA3ZRUOyLdC8La4O4vxVrA5D52z4WvgW+0enWZYuCqaTY7OnBTM973vPw1re+FYcffjiOPvpofPGLX8Q73/lO/PIv/zIAgIhw1lln4bzzzsNRRx2Fo446Cueddx723XdfvPSlL51rW0aDhrvuugsnn3wytm/fjl/6pV/CK17xCjzsYQ8r+K6//vq5NHDtSYKAylQ11BYmlVJnPEP7pxz4VDkdGM/AMq0yN3X1LrWUfJK3dizkuw9zDVAU7Q4lL/I1QfJY+ZV2FW8wFGS3qpZnsc7bE0rlRsjgQi3JFIpb/tJeDNKiUHNLKDCQ3yT5TVhaIPgNljdNYnnX/Om3cMqvPcq4JGqAQQZDsoIPInahbGu6dkS3Seo3DRYaIUv2kXVd6Fuq7/OQ4R+KE8qyDIhgCMZBqBycyF+AKMEDtfsrCCXXxqLwDo6tYuVYB96vkWildWFERdgChxABwKQTOPAOkW0k8AQrtNTG8zJQDhFMEGEScixCE5BiegK0myJQSCEHHMvQCJ70qBA/ahEIUIg7RVJ8aw6pd5MjgrJLIgS+CfmLFAkF8L4NMl3eYAkYyEkbMyjmQcHUO62MEXThhRfiN3/zN3HmmWfitttuw7Zt23DGGWfgt37rtxLP61//etx7770488wzcfvtt+OpT30qLrvssrnu0QBM4Z74sz/7M9xyyy149atfjT/5kz/BIx/5SJx66qn40z/9U9x///1zbdyeRX0jcsSMVssv9mdo//RuHe3wFVYMTveSa0BGAoCaYodWr4UM2R7vMsQ1VPdmkG3oAgJOO4sASNl6VT7kydGkpdgFTnasDGo/Bsp8MpAxAwSdr3Z4RNAgIv2y24BN28nEzHKRlX5OQ5K946t3ivP8/Yg+wCD3NlgW5nBeZZHcJsguBuWGQM7bIFwPrdtikvZTyNYK2Xe6P4SNwPSPNsNLe4J2ieg+b6+vbAe7MDaI/STsvWHXhrx+vk62BKXPg/M9BFT/ppUmwlokXRUJ3Jl72Y4FbW0iyq4tO1bsdz70ng4B3ni041Vva56fiwQYxfOpdoVMzww/W0E9ZzItP8v+c2s/m12dx1aTwpx+I2j//ffHBRdcgBtvvBH33nsv/vmf/xm/8zu/g7322ivxEBHOPfdc3Hrrrbjvvvtw5ZVX4phjjpntWh2aKqZh8+bN+PVf/3V88YtfxOc+9zk86lGPwste9jJs27YNv/Ebv4Gvf/3r827n2lFNgSoeyumuMhX5hfwpRnZRfy0DZftdBVu2TwVNwozpQhH7dSlAUlHorgXCk1O7DtkOK4uEa8JrQ9EfxsrAE1JhfeAJMRS3XpnQBXBAzAOfC6WeJm04qysct4TagVFZJewGQNlFIX3n7B8/cOveQjFp60UXYGDFxWBgmaRrgq8lZL8/ZQCUYgKir58AtVmTvX4Z6yCBwVL8bcAk/ZY7fpKPy1pAobZTTn2QwcASgzDK20bnPs2KOV+3sAIh34NlFa/QDxza+AXrRtJWo+WOe283eyLRx3LFDSt9e/35093CQsRAWY33DBh4vOcy/nOjpkbxvOkp0wL6+vMsn/cHu4tiT6GZAiFvvfVWXHbZZbjsssuwtLSEn/7pn8ZXvvIVPO5xj8O73vWuebVxNxK5h0xditVL1C6BCniQD4BV1jatC2UPxCZV94E5rj6QHbydZWqALKV1fAI7pYWyfgmE1NuK5AuaX5yT4JETbRaRQQCIJ8UMBLQVIS+FZOXDcjUgCEk5aHO/mPSVAjAWCKHIOGBOuRNiudNe+2ihmPK3D/oAA4MML5YCQsnydck2LUPsMRHf5rl9MNeVQQKwLIDFklD8ng7xho/8cdklBSw4jkSCiKwYs9VkRV1bBjrtdepra9cXeLEnS5V+9YBDDo7MgCxblTQYs6tqCosCJCgorTbFuDPAAhJkAHlMO9YG+TxokBHvi7Q+yGfKPs/y3Hl+ewMiV5nS4z/jb73SaNBw//3348/+7M9w2mmn4RGPeAT+5E/+BL/xG7+BW2+9FRdffDEuu+wyfPCDH8Rb3vKW1WjvnkWe4q+utuiWMXyN8RziGTywUQEgNeuBXc7ZJc9T/kmOkeeCM/uGYa/FAxRFW7onmrSsz3srEsBC7csg36wEcADyMQMMa3rnCTvJ5DfEWF5+vrr9roR0SyAri1SvMEELoCFXDvzx6/6hWCUxBDAwyFiO2x/LOqQrQr6dLrNMksqXFYhpewIYxuQPfa28RfPyiF/+jHZWfmzhWVIAQipZJEDEoIPBQ1p5IVdciGvP22VnmekT3IOBA8x9EiBEnKtVGrEv04oJodS9cbSUxnMedzY417pw8t4kvrWheCb42Rn0XDluB/WMGuuD4HNdrqtJgebzW6c0OhDysMMOw2QywUte8hJ87nOfwxOf+MSC55RTTsGBBx44h+btTqrcVNdCUOM1ZSqKuaueUAMhpNSgPibBVOHx2qGWXHqKGiPHui07hN+0qdZPPkAwFgQrU6WXk1jRUmNlkCAA4ElPKo7MJy0MnCatDDZuQU60drVEentNysIuvUN669WfptZvlZzW8FthVDhDAMNSXFMgze82DUAyq0PU1aQ73/YL969sj7qVSVnlPqmTN6rIOWr5AuXNmwKQPo/Nqwc4+DEAaIgAcFAgRdDTBjpOCFhGuwfDSqwnULt3wTLaAMj2w1Dtpkm890X7cSnea6H9DPYSBzfGQMgJGgSidqUEAoBJbGEEAYH3lGj7OqBBCJN0FRwYGTBBiB+zatvB46/NbwMeKfV1E2tj/oC4OoTvR9rDQQZfUgbMAXklRUAa7xQ7J8R7GxA7q03Rty20/HmzJ3OrbbGAXGitKMAfdmNlrFMaDRre9a534UUvehH27thG86CDDsINN9wwU8N2D5F7OArC9oKBWvrAOiwgsMDEq0cpxxKEuBs0dbWV84TcBDhievFM1ICHqSPwv47iL1wTtfbAmjANvFL1h9QtOpBLdpdjZRAKW4KFtkg2vadYBirLJZmUTc/SxKzdEnFil2+XEG+chRmZ9w4ICQAcd8qh6aNF0uQ9BDDItqcPTbGyMMCFAGHhaPtPgoVG1JP7QZrJLYn+KvI8Cu5Zq2vk9kItiGBnSbsyIitPXloZd2+PX5FkBdtu79zQBODlk0lhU7uMMvG04GQYcAgIoVX/E2r7MYQmLqFcAq+oCEBc3snLISNMCEj3IqARyzAJDbW7RVLgJZctT2vZaJ8ZXumQQBuFFiwQQCFkPR5Yf+dNoYj4UQsJKLT3Fnn1BK+2EHNEwgEB5fJLuZukyJMbRY2Znhc0O40GDS972ctWox3rh+Ts5QzWGoBsFV7P6PZkVkFGpU19ZWvKu4MKJT+kTV56BWh4suVE75VN7fIAheSv9InCXpRry+z8Np4Ve5umrQwMDrKPN7oKBMCQpu7CykAcGwBTXrgiGICIYxJtS7s5CqCRNu5Bzj/w0A2Qlg0O1BsCGPgafMAgZchPYGcwgPgerMACcZoFCkMsDN358jnUwybB0gQieD8HBhCtYiUwFJiwCibKb9cIIKxgBU0cJ3EpZaq0tRQAk/az2DTM4hACYZnaHR55F8YlCmirnSSgsBSBAgVhFaAJApbiUsgIbkJ7TUShXXoJvQdDayFoQVMCH1FPK2sDA6L40PLns4n7g+9za04Q+j4IQwDF60iZETDECgWaYCCRD5ybLlDHWn4fURgbZ5KxXmmxjbQkpXRqKFZOPaYciamuAyAUQZDmtFCAKY2c9jgkgYFJ69062itbTa+0RypzAwI83ip46QJmBWhyXBNWDj+pZK0NEkRI60G2Q6YlZSKP+do0ofhZyUtrBABrZUg7O0KACLA5P4OKrJj5TT+nNVGxyd0VlzBJ5du4hlbOlR+8GY87YZNQ8rMDBm2lCJABffyk5Lxs1cnXkO9qB8ZT/Vu7zZKkBTn9TW+psnxIvAwg+C1/AopDpVWvadMnYqs4xT5qomKexA9RZUYJHPj7Dn3AYSXkv607YoJADRBC/AZDW/+ScFs0NEEIS0jWA2TrwRIFsSV1iN/IYGtDfGundj8HBkfMr6wN8ZytDRQtGIHvT7DfpKC023Pb//k+cyeyZYHAYELe+IgwGEzImykHQ7JidAyIeZIcXLPIWKe0AA1DaOxgrCnSIs0BIIK89OIN3PLJZ6sGAPrqqszMta2juwDBoHricdvmUNSbyqV2mRptO2UtHq/Ik3ENfqCWxo/6jmXF3PJnKwDz2xUTKnp9gJXBBpnJJY5pmaJ4e1f5QAqc4/gDqcCVGwTCYtEJGHKMAgcGcj05sFNaF/KqB3AfGLBgo7Ep3hvxQVRQ7wh2ZBjiDZpaNd4mWADRbuaU3RQToqjo2/MVUOJhczl/fGolKn0K7THF8k0AuoBDtiBwVAJ/aCrGLlC7a2Sg1u0RsBTbBhWX0KAFFxO0VgXOD6E15bfug3zcZW1gPW1jG3jjq2hQSGMnf7siwWxEu0bs2Qy2Wv7EIkBYPC5cFPLG5ryFi2L30AI0jCFpIRjiaqjx9Q1wa+Wovn6VdYSCSZ6Wcm08w6CpWSppcdy5BXSt7Q6fAiPFtTr1Dq3Dzi/8NqNqbY+LZZbINkm2OqSfqVJaB5LSE+6CJAO+lSHHKtTjFgAkRaaWZYo683K/FjC86I1HJlDAEfSyDWlZJQOMDsDAmxax5YOtIxy7QNDWhCw/97EECyVQ8GIbytvqgoPKsbLyIIMICSCaWEqBB2rBQo55QNx0GtHtwOUmWAG1FqQwwQNosnIXwKH18VO0FFBrEYjug9YdgWhVmMSdKRH5WiuC2iIa2frQug/afn4gqtM2jiHGaSRrQwyQRN3akKwEEONXWBtaOdl6k/n0s5ACIkO25rBlIqgHt0QRCS8UwEGzc9qavbznqWAmGeuVFh+s8mhUJO4cIG61Pk/xV+q0M6mnOKe4rMFjW8hOargCLtID3tc25xoKFS8Vv3fdZNN5Jsxlcrdql0N6Z5LgICrKLDok5ZrX+ecyLN/bl6GRctxYBglKLKBgS4O2ICgrhgAUDQV84f+9LbsSSLsw5E6PQAY+XYAh7cNgAEMTeRIYoXZZIwMwXk6Z2k0tgFkWAMTevkb87C21RD3lZH+1yyn5I14aVGQ3ESKPvW6Y6w7qupeRV5FwObkFN5CBnQRhSIAx58v76N3n1G5uo3RrKfAm+kKON3XtOj5G79sgxnYctylmx7jfUnnoMuq5AjIYT//Im2ie7drzLeSuOoU5/dYpLUDDGOpTup351F++Iq9QsGPb4ACAod+bKJR9klW5Hiet6/kYYp3QLo1Q8ive4KanVxdZTACJPteEmtiiPBuQmEAET9By4gWS0k2TtAsistJgpa6/usiTvfhKJSsTypO9dEswkLnxS3ciB0DmAESOgchfsbSAIbddAga5qoIV55JJ502UAAY+uZslWLBAwVP08rYW1h7v55UzsnN9dfDAIJE3neL7wJtOMXCQ6T5wgAYO3M/xXieXEAMV0kBO3k+7O6V0+7A1SQJdu9Mmj68M4jRIKPdtyIC5GN9y/Md+kE6K9iCPff1cQaQLnuI59p/r+vO+oNWihXuil5yRWFF0NYOqVPrVIMgocxBAoMqxV2+tXK0Nsqw8r5R1AUGNt6PdbX2h2re9bbfnlYmHUMkXLSlcE+ptJ0C+NUmrg84LiofdG1IppF+nlcFxWyBbC5ISEEscpZWA29ZgggM2b1ByCDABkcZKgZDaANQBQ84X8Q40QX4j0WCBKK+asLeuejsJqs8GEZmXu8Ct0fXJFz+2grSBkNL8nl0WywiYUGgDFmM/PsDtIoDjHIB2r4bl6Kpox0Def2FCSU+WAZAJqPDfSbLpsJuiIY5nCCmfx8UkLIGXXfKYa10xreuBXSFebEMGV23UQOv+4GeHgx1bOekZkV+0ZB6wUqfodWAXSc1FwWRdFPnc5qcbuJY0D0vBOrY0LECDR44SrSRUyg/gG+qSEOl9SyR7rQC2Gldx9zajfuzlDQUAqe31tti9INq5SAANW6eXLt5oVFO6XBOpaGl6BeVjWZUy2RJyvjT3JhAhTeHC3At+g5XlWemWwY9yRYM0Z/PfV7zlSB8cCAuFBBxylcRSB2Ag5PgKQAMG3WdeIGRl6FDd0jCGVHkBIto4hqx3PPBAiOBBxDtwcCJ/cZI/f72M9pPSWdNp4LAU2niGth0c0MiBkRxjEYDQAhIJJkJo4qqHkPnjOW/zlJS/CYrk4d7eq/gJ7BC/fkl2JUUM8oz3iEEApSWVrbpvP5UNrMh4htjmdnOneIy8cRTfhTaeI3Y+8moLtYoi3a8MOFJFTBIw9M1ZcyYKmDmmYdbyu5MW7gmXyD1kCl7+qDgIKauSXnsQ+BlKCrS/3tobflbQA0CGaYM9Vsre8hnFPcgCMnQicK6nLFf2MismkLh18W+na4JaeSoAko+Fshfik+IkL82Yg1OeOLZWhnaJpVb8CkAgWwmA7KN+96u/GtuVzehZPtImRkup/SUI8QCD8uMLwGDbtUw6GJIBk3yEluJvGRo0yF+Ddjlh36+r/DJyXWq1i2xP7Itl4bIgyLf/6EKgHM+Q75/pY9L3UfYz7+mhXEtA4ssbemUgq0GeKC9AYt4XQ4wJATLUsQSzfWM29U9Q15qeA3CfhpTWFhjiooAuI/LrLooFrSUtLA2DqRtIqDyr8Ly0miyqZQykWl1jQE0CJH56jV89yAOUfdc3KZIcVSj0dItwI9ippLgWD+YMcE1AKBkFJuQEjKT0U3CksjyUrgur9NPELywS2eLgKwqr4FXQJIKqKwfYZaUC6G8nJCsDB+VJoCMAA6epb0uIbm9inrwVdmhynIG9ZVIJtcfjnwvejJnfqvknQUR2R+T0zBctCSStDnqFxQoBCIRltK4IbXFoV1+w1QBAshgwf77/cgfIvAxzEu/JJOQx17BlQih/3mI6g5c0dIUFQa6kCHEr7TwWAbE1NLI5hsdbSFtHZ9ntConsdpB7NgRhMeh3UXBlQU8ifEPEXc0uC2luWNBq0wI0DCV3TA7QjHOv35E5sprR34+IfwdZJky6+xbg8hhA4B0PBlxeuVDvwsI1EZMps1szewYMpWtCxjDk8tATsXxLi+k5LcvRMQhsEZhofgglgmxlkOBgiSZ40kkHpTqtW4LMsQYXch+G3A8SRNQAA29TzWSXWTZUpjFfa/mYBiZoSltHUx5rk4C0CRO7HhJ4MG4L5luK/boi3BWTqKIlcJBLHkPqj0nax2EltNsusVLlZZlUcVMEsJuCUnkGCAwmpOLne8SxDRZkTiQwCJmfkmshiOsPbbp8PGO7KPVufiaSW0KCiNQuBgpI8SWI5wlcOECB+7Eax1AAilUmRpOzylintAANlqZ0M3TObJ0yK3kxeZApvyuP5XTk2ePgnTtUdQc4dQ1ZrcH1Zp8miva78QxSbvFXWgr0OdXKCYdj2WwDEkiCiKxsgRx5n5tsTL4ppqG9jmzOF2/6JOU5roheq0KOf9h2xN4JAADiU9MMMEScRFtf3i3SLqtMKx4cwECx35f42vStbGVT60KQ/UzcZ1SHCj3DTNwl/5gV3RLxW3O0MECAB2r3YZgE7geZ396rFQAI5AKHJrQT6wMAGiJM4rckcjxE3K8htqkNbFxKypP3deR03k46BzbqMdBu3iSsDZCxDfzpKhKKna0WbT83QGx33nJaBkRSvL40NkHpI12EkIBA/kaFeCbiQ816Xel3GbMgGBJ2CIIH4py3pDTl1ooWMQ0L6qApRmKXUqyBBwkQXOVO/UrfpGerQA95s7CV66VLUNEHcPq6sVZfH9/Y8pwtAIVXNCt0MTsQktuhPc3KEGLCTv5alsHuifhmqZey6QBIudRMuhmA7Kbg9fvJogABIJCtDAASL1sg/uK/35p3cFQgpwUWENfNmxpJX7pcVpmCHg1gYBlyJYUEDARgWQAGzlsiYJkIDeVPSsl7MnSPhuI+mrKap61vmVoQIeUuxXaSkQfk5ZlsbeL9GggiTgHskmGglcEXu2tIydBuIv52CN+7NAaAvDcH1WMbpLVB7aUg7iu43XKcqfsox2tQ45lip+jlrdIaF4QM0XkGDLuProx96KKRz/2C5kML0FCjLsXpDM5S/XD6wDrmNOBr7SjqNYp+MPAd2uYK0EjAqA+gFG1yWqh4a++WZRvc91DKEzjgKH+lAEPMk+4FFh8neRUbwROrWaVAevKUbgUZMCfP+bjPypDqSdYCrmOi0uU+ETI4rhFuCeZjYCBXSUjAwEpObRst+qAhKOXM7VomiPfufJtqyt7y2V8Xb01mA4rt0LKWKAeIcnk+XoJQ5LEfKPZLKzPkdAZrarksj6Gs/LP1Sd+n8v51WJcUSNBjB+Y8162BrgKhAoimfhMgJN0HBhny+ZB1GrCRRKlXd/Nsds43QRyt8at7mPG3jmnhnrDUoxSrJvnuRMPCU21P2R5R6vGqzZiV61EGeIen7hbx+VW7BnRBfz+avL63ik6+DigllJhtWVnGgAQBKqRrIk/yFgTIas1kiyyjifZdEvLl1zBh5A2xMgABL3nttqSwkNqtV0u055P0NwMLVpTyw1axrtSoEjAwSXeEVMieVaF2r7KJPJ6T78QIAEJ0muer1yOa5cg5nJDdFiuCfSkWkO6KCV8DAh4gCFdFvG7edwH5o1LyWxUPoEl/WxO/iIWIMQr8EaomyuJ+bJdcxngF0rENExXUGF0qxC6KkD5h3V5HXnIpYxcAHgsk+iq6KAiteyONFqDqouBxbUyo3K58t/J9DDrTlIlCQ5ExaNqdG81D8a9j4LCwNBRUn7KmLjqS6l99JP38ddnvlIbyVGIPjb0WZ7Yf4hoJ4rhQ/B4QkKCmCzjYMgT0xTPIJV9tQlDpfnX5jU3LDhoMEJRrogUWxvSc8uwyS/PGSEG8/co31G4rw3V/c0chzwY/cpwCp8vrlIGPclkl8yyJrpMTy5IBDA2AJeOGkO3UfUxYAmGZmuhGaF0KTQUwJFmRZym6H5apwRLqrg89XBg85PSleB1M2uIgrzu7LLJ1Ib/1t2XKflb9D7Y26PvfZW2Q9x+A2KGylCfLAu3YVW4Q2VY1boXVQVgNEh+Yp7wfIPmM5OdQp+e/+vkM9WcaJn1Bq04L0DCWPEU9NG14JatXtOdBcy0AQrkPAQJWftdOkIiTUd2y4cgh0RIHrGQZocgjkUdORlLOCmAIsyog3BhB3eY08aY3c+HXTZO0mOTFG7zGO3rFQQYMEHLZKtGeLyFfazJxK3/4BP/0hbsLK0OKZeBrUAqG+YSSoVBYJgh6lYQFDHo1BQOGnFZ1F6ARcQ6zEQOJZWrl1twhuV0t4GB3Cl+XBxwa5BiEtqyw4AgwIN0Usp+5/laWuT/mWyEytkGO0SUzHqzly1q6JDhB4snjW8Y5ZGCSr699HnJ7Uj+KZ7Pcv8GOUdEm0bgsu/Jo16II1wg8sDdl1t96pYV7YmqqjFBXKdbyahptWFUqz+OZEUAAAy0TQx/Wrr7h+ry0HrGDXR1A5WnNb11WVHH7SEyIcjI0ZbwJW07KiddM8sniIACK9DHLN8FW6eSdG/WbqX07Ddj3IY1jZcgTeN71US+vJOSARxn4mNogAIPsLw8wSGXt4b0GhAZUxdxtGYrH9ZvNMDSgBKREwBIITSBMwEsQs/y2XG4PqHVXBLDrAcl9QeD0gEDtPg5cb1pREf/mnuPVFO2ujbxbZLt6giD3gOAlktL10eaFlJceYwKaMMEES+mecz5/7ZLQuih4AUKni4JC5yoKPpZuiuTCQOtikfs3eP0LUdaFCdGlo26Q555wZK4a/Yi7JxagQVFtppoRwo4tPgQ8jFD0g/ZlsK8cXfUQ9BLILpkif7CVYkieaqOUHAyP/zbD5Vhxy7IysFHbWIK6JA0AyjfNHCymgYVcNcFvnxBl5S+bkbvNzrb8krKGtHxnvfMRgPiAlbQysGKR8uTXG/labRwDL7mUcrjsGMDAbgjXaAdWoBku9FNWTwHtskgLICR4WBG5Q4BDCxA071IEDsHEN0yi4msQsALEZZhI4CAvf2T5UfGn2AbeUClvhLREcqklZeASz3hcN2CAk8dT2no6ja3YqxTAGyjIbaWReGMLI7jhsiwrIC/XzPdN9iRfIaX2dW0prW5l6p8AHdeQ27+uX9/XES3cE/OgWTDFCOXfR2HWtnSR91po65a8XvkBcnx5pif6QFWPfPJOKmVlDAKZeUyBjHhdabKW5mq2SrC1gAMdIX7pfIhrIstV7g5kU7EEFbwvw9vPvEHVwUCA4x8A9pfztZnVEsiyuW12rwWgDHq0gMG6I9qVCyVgaIFEg2U0WEqQYTwC9+UIDorLPQ2oUYGc0K6KJehVFRDpFjzKZZi8moLBpO53676QgFNvL51jF/T990GoHkf5mkQdZjy2B9KVJgEykkWMeeVyZNsnanWRvX0dz1/vnR74vM+bftTdE7sdNNxyyy34hV/4BWzevBn77rsvnvjEJ+Kaa65J+SEEnHvuudi2bRv22WcfnHjiifjKV76iZOzcuROvec1rcMghh2C//fbD85//fNx8882r0+ARA7RV4sMKVBW+fu0d1aY+Rc51Tj1+nYd2zMqJXpAz5LpqbbEgxQRuFeAg/pPe6q2flhVEJZ7BK5fKpvx8O3mTINVEEfCVFDrJerSf2i6T5Hqyq0AoIQqYPDBJ7Sh86a6VIYOIDIK0WyLLy9fSZWGwE84S2tgB1WdJybMin5dWoBgrQS54WCKKhv1MXcBBLSdNNeg9ExI4SP0bQULq35wPJU+DPxnHIO+hBHAcd6CWUPK4BJLil7EG4DRRN6QMZ/zqLs3ANSWRrJOtbqasLOdNceI5JeYnne7+XQsKc/qtU9qtoOH222/H05/+dGzYsAF/9Vd/hX/8x3/EO97xDhx44IGJ5+1vfzve+c534t3vfjc+//nPY+vWrXjOc56Du+66K/GcddZZ+OhHP4pLL70UV111Fe6++26cdtppWFlZGdcgqp5MUV7TkA9LVcuav/a4uwGldqyvzqjIlrPJwMvoVOzqeOBkYHVHry7peCqFFSDVL6ui/NdOylxGvpnZJtXe7rxzG7VuI9yRymhrheeayAqIg+ayG6RBwBOfub8KypQR+7K8tDLwhG2DHInqcQwZ1PQDhkY8FxTTusBClp1XUbg/dNklJHjQ0KEZABzkXg4yMFIqfL3xUwaJGVRJa4MGAeoeC3ABSCtU3ujLGwN6zORzVY8Yc9JV1jVea7E6UDz8DMnxi3wsni/Zb1BlgO7X8XWsddc57daYhre97W3Yvn07PvCBD6S0Rz7ykek4hIALLrgAb3rTm/DCF74QAHDxxRdjy5Yt+NCHPoQzzjgDd9xxB97//vfjgx/8IJ797GcDAC655BJs374dV1xxBU455ZQ1vKIpgYEoNuq7EFymVn2vYq1kGiU+6PGsiBpS1gNF1TwynC4QqZ3XoFaZnpWnaImZ7PLEH8pmpIBJM1Gm+uREXX9hKt8auQ2i7lhH3uTHAzABj37CPpCKh4o6fCtDNrnncvZrkFxO1t2Ii7HX5QOG8u1f5lPkH/SIEJC97kifg7ZMTeRaEeGQTfSZr8j+hohxIKhvJ/DeCczD/ZNfKNt4gDaGgWLMQiPK6XyW08ZA1JU2kO/7JIQYxJiVP296IIMWuQ55Xbl/kcoDuV0Qeen+iNgF2TbZYylmob0BojaOvLB3I0A/SZzB1+LcDO98tWkeloJ1jHl2q6Xh4x//OJ785CfjRS96EQ499FAcd9xxeN/73pfyb7jhBuzYsQMnn3xyStu4cSOe9axn4eqrrwYAXHPNNbj//vsVz7Zt23DMMcckHks7d+7EnXfeqX6dVEBiTe5A76EhX4EcRVPilVUhT5F77au1eUTf9D17vaKoPHebKhQiy1XDIgEKaW6VJt16PENbXL5lZlkKKFhAQLkcYn011wQA/K//dpuR41kcpGUFgGhDl5WBwQWT3LjJYlcLGBr47gIuK/dlmOaxsDJKnrZ+ZRUxFgd9r0hZGHQcA19Tzdpg387LvRp0LIMYZxUXhVby2gpWgE3RLimLzH1PY1rFSnBGdm/opcncTvOciGuQ5KX3GWT3hGluEdOwG+lf/uVf8J73vAdHHXUUPvnJT+JXf/VX8Wu/9mv4oz/6IwDAjh07AABbtmxR5bZs2ZLyduzYgb322gsHHXRQlcfS+eefj02bNqXf9u3bB7VX3WcqDoZR9amopMsn0TsfIaoPqPSN4y6LQFe9g3mnAhFB8FQsEO55MLfQWBVEnn0nKgCBuDV2stdKPSqwYoKOQCI1KAgFkSd6/eZeARTiWvKyScek7Ck0Ud5uKGStDLovdFBgW2YMYKhsujSnPRqGyOTVG2OAg90iG9DXqgM+dX/mfRuYtwRmCtiJMtJFwcq6HAvCZUECHDC/ijtAGufyGuUmT1KujHNQ99eOYWjicZ6pYskDSq3a+TxbuatMYU6/dUq7FTRMJhM86UlPwnnnnYfjjjsOZ5xxBn7lV34F73nPexQfGQUZoimui7p43vjGN+KOO+5Iv5tuukkz2JluWqLKcR/valNXXSJv1FLNrjya4zPSCwbkSTnxUI1XvjVxEmm+sUGQtipVJin3/JYom5QVgZ5YlQVBTJZ61URW9FLOS37tUOX/bstNBE8e+tLP3v7NfVBYGcj4/VXfiPQKYLA3sd2nYQhYoKi8839D7BHtvdAAgXM84GBXVeQ82WbA4vqqtQFZIef7LeNRpFwx5pIiDuV9Em/8dmWMO4bM9UhrVTG+7XNjyQ2GZFniuSGZJ+UbpW/HT1F5x8vBgladditoOOyww/C4xz1OpT32sY/Ft771LQDA1q1bAaCwGNx2223J+rB161bs2rULt99+e5XH0saNG3HAAQeoH4ByNI+heQGNtXoK5giKXFVZkd8XhFmmD4AbxdxvJpWetxb7NlVMWibf81ZR+pVv9aqsVAKmHr2hkmONkG1U+TqgLiutPGETgP97zT2ifdIkLa0PQZ2zksptLPvGrpbwdlPgHRb19dYAQ8dwAK+sWEpLKHlDqAZ5aeUylgbESMAFDraUt+V1via/HyDS8rnu12z2t/fccVGwbApFPTr4UdblWKLMubQqJV6p8As5/hj3dL4MJLZ5fGJl15mBYofXPmvEatHC0rD76OlPfzq++tWvqrSvfe1reMQjHgEAOOKII7B161ZcfvnlKX/Xrl248sorccIJJwAAjj/+eGzYsEHx3Hrrrbj++usTz6rS7kS69nXBy+uh0YGXYoYYAxZUXk+doYOn81kr5383a0h3FSsnrBUitsad9ASoKIMgjXIgmaZllZs2aZlWuWhLiLFgEHDd397dNi29/eq/NeWXr0v7vlmuXm5ZKlcAhZnfU+gNde0ESVjqAQJ+mQZLxRoJwUNQ1g9Zrqv9qc1CsmdtSHEsKPvTU/7yr4x/KJc+SveCGQdqXOkxx/L1FUugaMFLCQK8cZ6TMvCVpFdlhOI+9z2TFmz0Fl5F+lGPaditqyd+4zd+AyeccALOO+88nH766fjc5z6H9773vXjve98LACAinHXWWTjvvPNw1FFH4aijjsJ5552HfffdFy996UsBAJs2bcIrX/lKnHPOOdi8eTMOPvhgvPa1r8Wxxx6bVlPMRNNYH4aU6XOvjK/VLTdITp8yt68StbqneXj7tHmRHvrb2yVDPa2hAANZZqXnHDn+W5oNHNOmWq9Ls7/ZghT7BqmVgGd1kJM3A5wNe5G+BFEGKq0OJroUn2eFaHk0GGgVrQEMFbXO7odZ9AKDlABgEveGtPkNyGwn3VocVtJ9Q9p2msswt1wp0QBYEfnkpOVVEgFyFUFpDWAZ8SuSqY9CKst/EdO5dLYQcEmTTyFvfSAvBnlchMjXPnKx19htFLhfSIcVJSEBaa9q91GKbbF1U971cpicBa017VbQ8JSnPAUf/ehH8cY3vhFvectbcMQRR+CCCy7Az//8zyee17/+9bj33ntx5pln4vbbb8dTn/pUXHbZZdh///0Tz7ve9S4sLy/j9NNPx7333ouTTjoJF110EZaWlrxqpyfr5F5tqinUaZTlGtKQZ1tZE3ra6FoeVuG65JuZrF0qerfqpOyDybd+3nJ2JQh/dEozb5BUYkyllI1VAbDLKNv0//zuh0MCCbs6Q4ITzzVhr9/2lXW35LaQSC9jCWrfmuA3/nkRg4cVDzgYUMDtane8COK8BA1S6SqFK/5mlqjsKW4NneQLZU8wHrYsjWXxFtQ5H2k7agCw3ZkAaQipvXlZJlL5IL4TAYevBCIMQKj4rHUxXiIAyde6TkkbBaeXsU5pt3974rTTTsNpp51WzScinHvuuTj33HOrPHvvvTcuvPBCXHjhhavQwhlp6JOxRk/QVNaALppJXveTU7R1WrBEpq7CNliZaatVS+Vq+UKR3o33Mr9969dlWgWf92LILgopl8SJBTG/e9bNeMPvPQwSzEgAAXgBenxQuiYYLLXlshqxgMFaGSQH2QIpfb6AQVINOCAqa2lvaK0E3dYG3mOBrQlJ2aZ8PiGRJpU/JcWc+z1CCSI0IWjrhXj75vbKcrxfA48X3qPCG97JYpEUvuasvrdQa2wgyy+uXVs+6k972s/BtlKBmhAZRWN2k+Kdh3thPbsndvs20gsyNKUSDnIGHyCz9DqOpLHFe/jVMzRQtpr0Rz6FraLszlfzl8eTEv26lfI1spRPWpmS83kuX7s2W75Nc5fCAbj3nryNdPm3lCnT/c9X5+vpWjGR06mYcLxVEmMBA4n/hpL7DYrYHkkSDLXnvkLlja24jJVbxonk++Wlu/kMBtPPG0O5TEk2gNGOGXFOeoawcTk1+ZJXEpmTrjvVu1rDLbSOtfBAmscnF+ZBC9CwO6n7CRwuw6GZl0uuESlTqEcztHFQ0UJjWVeBw+4iiKB5inLaDQDUQUvnhAokC4PmK+u3wZPH/sS+Lo+S7bTBSy/TylanN9hInpVhGsBAYADSoKHGbCGdl1723f8qcDApCigQKpKpo29KufV03xVm7yVg22nvY+hVvtVHzgHDdQsYnzhK26m/qHOKFRC7fdoKc/qNoHl9cmEetNvdEwuajUaNvZmetvEz0MyBkdPkTyN/xHUVb2DWzG/SJdkdF3U1dbBS+wARl7Nv+jwr6TdJ4EnP3M9ch1+njWfw2stp5XXLdmtez8pgqekFDN17ODCoSx+IDvaD2GV9K9DfqCEiBLFPNH/mOohzLkHQ7oZh2NeLa5C8wrehyrMzRGqeNkduSZ1HqLY66TgI277u8TcxJbgef9xnGGnjJoqLtZXavC7+3UVTKH1XxgiaxycX5kULS8OCWorPtR3LoZLulR2VP8/Xhd7XmdlktIqorkDzebeS1WU02KjlDyfHLWHkXfyO7xZtk0DEi94HNMDIaUKG7auULq0Kw6wMXf3Gm0MNvb0tmPI2cdI8Q6wNap8Gs99ETi+PlaXACaj1+t9vp/+m7wHJIdQlT+fXXW+ZakBYnphrW+Vndr2Q/ZzBzp07Xb55fHJhXrQADbPSHj1Qp2hc7bVxNWlV6ukxe1oLQvGm1R31Uc1TiqM075bltPWBP13sUymjBhBqFg/pu877AZTl+6i/DebrkVYNj7Qy8C6R05C/+2N3vWVsgwU8pby+Pin5/TFafvWyLENe+WobKoqfbOxCCT68caTGZ+VC+54db1x2CigE7j7zA83pBwDbt29XnzQ4//zz3Trn8cmFedHCPdFHPU//VAGFg4uQa+LvNPuPnbn2ZJoluMm59qFv/8Pya+bc+U5m7cSegUCacCnn18pZ+g+/urmzLrvFdBd21MOMnDR9PBZkFHmz7NYKxBUFJnhWtY+KPIIO1rfn9lg6Grr6TJYFEFdejLu+wuyv0ttK2hUUecy0bh2/3PSUr9xLR6y7e57MvB7Z/qonrhHN0T1x00035R2J0VoHPJpMJnjyk5+M8847DwBw3HHH4Stf+Qre85734OUvf3nim+aTC2NpYWnYA2j8+NtD0MAqNGOUG2Rs/X1Aoh9VdFDH21ws6+8qyXllXf3R8MzabxUhBHzza77p0+PvSh9ijCpBBVXzAW87Z1HXnCa9rliIwhLitMTbSrrkyn/H9FEfDb3H3cSAJhSVk2hwMRTjLlDExx2yq43roJp7a2j5taZ57ghpP2dQAw3z+OTCvGgBGtYDUXwk97CHx6U9qY0zgQBmqQeI1Sdy62IoZfS/eU8DJZ0yQvjff+puxWd3fKzLrSdMc7t9036XnWE+VNpD+to0bR2+gKH9LD9vPqRR8xorXdahlqyLoma16Yr/GdDWOTy3DzaaxycX5kUL98QqUavkfwRH9+6kOXQ3pX+mKDtFuXmPkHJ1h1/nUKONrzzqvLkd8q28T3t2mabn20OeG0K3Q/rrCQhSAQr3g8gbainnvvR4bbrud2nqNzxxBca8aBqrv92GekxlejOtKWmtXRVzdE8MpXl8cmFetAANC5qOZpmndiOWWt2qp3jj69kXYp70lve120i77SjqLi0lY8DDONP7tJlTUIeCGaN7ugDAMLkaCHTJWk2d6LoiRlfWHZMwC601HhhMa9yoeX1yYR60AA1DaexMKCgsLA6rRw+yrp3G1DyU/uvrbsXrfnfrqsmfluqfr563nYEf4/9/e+8erdtR1Yn+6tsnOQkhyUiCnJMDARKlL0hA6QQZ0uElEoaAj4HtA4PiQB0gEBNRHg3YpG1JEB1IN7TQ0jbNFSK2irfB0ZeRoBJNQ/MIBkP0QtukQ1DiEYU8DCTZ35r3j6pZ9Zuzqta39vOcnbPmGd/Za9Vj1mPVqvmrOWfVamsbxrUQ903ayfE20/bSdnxyYTtoBg0zHfN0H8MdXbrjq8vViWaa6QjRUatVcHSsf3tiBg0zHfO0c8rVo4se+dgTj3QVZpqpS3tGjh4Bn4ajiebdE1NpCwMlyB4eIUc73ce6dssfEhuhJ37X9to2t4t6JoHxA6A3W9Z4ecca7eR4m+m+STNomGlztJX59QjOzTtb9MYnYO/5vpP1+4+XH+7Xoyq73oMxtW4bxdejaXcCNWxDURtpY9/1dBqvnRwTnvfmdmLsHPA4GmHcdp7TsBdpBg07RAEw27Vm2gXahu6WLfDZzOPedpkoY+dWlrBKWPT4jcS10pZ6CIVLP+Fo6du/+h/n5+spLpbaZNo3tezxfu6nDc10gs0K+T5tprc3Pc1tx3bLxGdXSbbpt0dpBg17gURByJGuyAQ6muq4qi4T6tr/AHWM660i7WRe81gt2DehtWjlIebP+YnTTbphogZhTMZvSsg0cvWF+fbBBqH/p9Vps2W0GUzt5/Jcxp9nCdqesVIBkioFgRfpH//kv2axqtzRimwmfqYdpRk0HAW0mVf+qKAdqMZoX0xdHk/N74O2NFm1a55X/lKvCoUuqtWa8AQ7PkL64KWUIwj4+7+9d5RPVa9OuLjrVTykIYJ8vqErzO2qfisk0gcgvvw2rFmtXdhsH62iqc94nAiMtJQq0q6XSMhagb5mY6TsFQ3lx9tMepRMd0qzeWKmcVrxcDe1z3lyFmkOrtEBt2oJu5doK6rXVQChmWW1cC7U00Bss7pYAkSK0MjCQUp8L5+nP/t/7xgta+i0qa0J4et6DT+2am3zG9c1bBU4RMAwAkxWaBrG2lD6aRxU9PrT9/sUWvncG2NGGsB169TTVrG2YWvnQh91QEK26bdHaQYNW6Wj+uFvEtCsWiJtN+1IOW4iaqzk7a0XmKtXdqsieIKW0cm1xEWQML6aWy2A+VNXdbtUSGVhtaIvWrRREFCt5BsgYMDQLW/YAnAQka4mo1euL4vzTwUZK+vVGaP8fFTY+zw9zUK7DiNaMPFfiugBR2+aaBTYqUcrrjUuRxlUDI/gro8ZNMw0E/Igro6V7YS38m4ofjtfmpUTzNZ4CAAYANBL2k9TF8eTfz9+OgWzsmzxe/VbHtQI17Lq/PmvBHjQYwSZ76sczoLW1qxVz1VbLAcIhhETgycBMKwADC0AUNfNmSY6TpCtPmGhq8KW+7fV/+169vwHSv6N0Bg/G98BHOauDYjNvXPQ3el3dqadoxk07HHa0FSxpZdKVi8fHG3KbrcZALJV/htoV707wQr/3gof0BVkb4LtO1wO3jThVL9ROHLuIoT0XgD8x1/6O9eOzqoyt3EcBLUWTrbeNq1fz29U2xD5CESGCB4aQ1IQBXaMH1bAkKlahvF25XJh+8LXq1B6ntIfC23/F3aQtONgEB4fXE4ZO8PI81w1/ur2rB733MZuwavijkIgMPs0zHTkqDfDbJRHgyYNyqNg4OYppb/E2jRNylrNnuPnJkiP8YgmIoY1zj3oVHDVvMo+Dp4n5/c27X/4u/VmGsO7UYdWeB1W1zoK+HI/uAHfGv4CwXIlcIjpBgwYEoAovwFDNGasfP5L1KCirpPVVMS+bz/hft/UfPvhtTZCwy1wrIGIbUNogipb4054jhj3SzD5Wya1DqizARsAFdOT7Cx5hLjZ3x6lGTQcbbTJwRRab+gIzy1/qGaj2VekN1PHRN7mc0YbdPBS4TsWz/VoionG5FqVUaXlFVhZObIGQeBNBat8HLxWwZkp0tD4xm8+gQSO/1vz5HC/2tYwTTN0+sr6AkhT27AZ4ODT67+p1AUMTS2D0L0FPTlcbF95vtxX8a9V//vwZrxQPXOa9hhok3OMrMYM3XuNmiu7x5/TMom7GQUzK+LbmY6gj8MxRjNo2GmaOvp3CXluu1psS/zGX/Sqrhspq1rWjQGMtkNgv2hyNBSfrp44WytMX7ZOlP0VXZzUBykTvGocmK8RLk79/fQfPC3Vy/ooCKVlU4ipb8OvgSd/Fq4eNKzSNrT6faPAYSPUAgxaGQ8jvJahBRoYDHnhHv+GPOa4XyOY0Ofv+z2ZmKQ+T8PukKjLKpqoMl56y4QMMDsAuDd2C4hw6U3bp/n4dMG3P+tk/EXaNQoi2/LbqzSDho2Q+Fd0p8ubcL0RHrtEUzB/ABqSaUJapR1ol9CPS285sPmMLHh51d70OneAYqhMIixIdKtcXVelIZdLNu4s/Mtq9G2X3WrbWfk1MBiyfg0tIOH7qgeUam2DbYwHFpx2OerGuDES9AGDBwS5XhTW0zJUWiSXxvZTy5/B+ag0AYTmDQZscPwwYiLTMWQcMt24GzrOivUuoBrEtMBf1Q/uQKj6XdsjJNv026M0g4ZVtKmzgSfkWZFms8q2zhp6RV3c31b8hCZt2fFxrPxSymSw0eThVi99R61OzzX41AKkrBKR7hkIaJ7mxK5/fT3dddNHIoUzWCjltHweUPHie7/CHVB3vTFRcFvouqVt8IK757IYgcNyS+BBwcISyzZgQOtwp2lahlj3dn8U3jaMT3y0w7+ze6XxLPk589iwvLyAtwC2gEfTdFsHA0jju1eN8UafoAGQLbXjq5MmV/KZabdpBg1bpSM5mMeE58R6bVjQ04zSFKtj/CYK+6ZmgeNW8W/cr8ImbQFOwrjjze4FLl/kSd3cM9/irFbviqhXk+J4ihceuY7BTfaxPd910emxatkUsUh/a3DA96Vd7a2XFji0BevShbdW/LojokUWPEwbtKqp6IGFXP/GNyY8SPH1z3UmzgNgnnX82zZNaHp7b58LGoLdgk+nkQKNiTyuamCoWqhClN+MewdipIRxxT3waZlC2EeC3wnHqhsmvYhe5h2kY333xL4jXYGjirZiZ9K3a8v+ONvCZHeKSTwCGu9th38QtH2WevWRsPoN83k5j66KmIdLz7eCEO2NoZk0TXiSFR6BeJRJW8y1yZt7q/DR/AMCFjl/qPgyn5Z2YUDAGtV5ABAk5LredcdA9StPLQsCCQhBecYHJUEQUlpJPBe5HqWcRbpfChBSHts/gqUAa6HUe4BgDTA9PECwSHVuDxMhAR5STwQTr60aI0n/1foLqWDJ0p0mWYRfbFMPBGhYuS+mifJMg7u3z7QGaaEJNjhPKasNOmHShgpEFE0Cj9lSZgVgXZs9yEAjTm+aoLsXIMEV1NMS7jD5Bm+Wxx6lWdPQou0YFMqndb0q7U7TWFkUt+Vtm2WG2j4YtGqVYe7rSaW7YhHU2gSx6exKnrOq6rbfSmF++ZqFf70a9dqHvCIUsmunDOzXUIavFU7XvP+r1Z77QRYNgWVPJYx/Sx/UjnnWNDG2k4JX9UMGAPYh6umPq4dfFOYD/Wt956LOBbRPiYz14XB/OJRpD920tAwDaXwGCstx4OednqnYKbk8r6INYFNF5kdq/MybnCALMR9bvsZX49u/N55EtQts/lBe9N4IxzF/DwbcZVV4aKadaXdoBg0bIDPdSnUxjbrajE44z8yt+w2wWgUCVgn24P5OLXdy2g12jakNTVLNPI1Vi32EdmLlfO3VUlH7gx6NEcDSXqmx0M3phR8prT6VhwQnjDsrSWqLHibVXBl2hJnmV8FTVsqsIfB9UQRoySOmjUrLDnBobX/Usxe2Sy6M8VQNhgcM3iwhlN74MrjXE2hrGTQsPxsFfQ1wVp5XMHkYSEDsmAPqsTFIARDFb4bNG8jjnNtYaSBQeJR7OxWaMQxLOs4LuXeO+3CVFsHz2UXwcKybJ2bQMIW8wHbU3sw0TisHzUZZHk2DsLVq2DaQYONXAZ2VrKpVT6eqeXIufM2w0Gv6IiCcIM72beJV+FktgvLqqZgNoCAhYpzsVCORJuBLf/Usx4fLDFkogcpgP4ZRbQOAJfVXVNtvBDh0djXACvrNvBarAIj6MGwEMCyJ0RK2H2KbOloGtzOiALTyHCrTBI0tyX8tMASsUDfjxI8hdsalMgGbL14UbYV17EUCCQW0l3Hr3hNqA1MrfJWF+KiY5mSbfnuUZtCwrbTJkcBCcBMs8pTg864cnJ1IJx0nmRa6gGo1jWkwqjhxKVsApXvfro3XJJSsnZWQUJhT9+a8Uib82hky2LxukmXqHSEt4vPzGQ5WYOjf3/53h2GBhS9DVd1I6RYZDBgQhM5OCiesemYKoAYOsZxoYmgNJhX8osKfQETzR+n62opo2vBOjx4w+Pr32sn90dYy6N8FgED5WJNgn0sZX9ZvgZ/vIHYcqKaqlF2bM3y7VIBXY1PjBebef0vCj2vNUwrxJpKaWu+hltWsdO9+h2nWNMxUSLo3m8hvaSuHebSEak/8rQwbG7DS4S10MbEZzfo1BXyoQEr3bz1LbbQGKa91GMtgQKMJHHjnNM3jNQ9cpZY5AL17KRPtwKtOrzXQMoXuYYVAFkqyyO1nlfbffeFum19sOUUdXVbIkvprim8DgOwYqILTrN7tU+gAB8E61EzQBg+Zt0j/h/r5MJchleP3VbQAg/HXgOXNGgcW9m0tQ6l7JPsMmxoHofywpgn1R2mNgd6YMeXQmCu+DCvGa2NsN98BAgqWRzDvF/cbTB7UYMHQpKXMTDtAM2jYKG1A9geA4PaUtK3yJgjqTnzbB6Muc9OvnxfsmIagDQgaSz+lXb26eLDhD6CpsVSa1NMEyucw0My4UWfIequcCg4LVjKAEK1HvI+/0nK/avQrwApskIniQd9UjpGuVrXiBFgWVoucXwFFLr9lunDXS1kNHJadLY9j4GFzxGChNocsJwAGv1tCXLqy8ofpr9K/aZsrgQGNh+FnAWPmKbXw13wqkPvaKRpTJRP5T+RGkDNlaRfovnRp0UrkILcdVHmavJyvNcXRe5oBhNjw5t/dINmm3x6lGTRsB21lAIzk3agwXymEt0IrBvoqgFIJ8RVk+a1QT7bKGCFp3fTABAt2AxJKLXU1V4Q9C1lkwZ8n/IZfQ9FcBLNyzMKArkF8i4miCBfkPDHfMqnDv/sFDzRlsBAqZzYsqG0haQsizyUJMq0b+zEUAFLCe8CBu3mAYF3qMxoKeBhIyG90gEuHD6UQYL2xS2IMMCzRdn60/g223wbodkl9bnD9TiDPAMSYfomy06WYkuzzt6aJeuzYfqcy3HiMF8RbCgDIIEhK2vwOUP9x/wpdG3LvXY9Hk44EYEh0rJomgBk0OOo8zS2YFsbYbji9TEiDGmxsaOukn5c7AEB5jvJ2vFaCoFW8evfu9ESbhu2wnoddTRkQUPErE73pKrfVUa9Lvay/AAASxL1J3qqPebVoPOFRBIzPv3QHPQmAX3/1Lal9KsQWpR3oaRsswCjqdmReBUxY4DCmcaiHmUSh3gQPCViQ4FfHxd5P02ielpulSNQurLtYX7eWhoEBQwESLbMEDBBgXwbWMpi+0+ciDAwKSASApRsDzI/NT8WvxI4n/pX+8KYyfgZkuqIxX/qgaBbqqaTUm80PrfcuXrQXCaV8juT3fTZZ7AbNhzttmgRNMeiD+b6KEyCEdtoJRZm4VpqxfKvyJtLoUVpVTi9dI1/r8KdVdTDxK9scGkgnpGw2vIlTUv44OUpSGoScV/IvxVfXaXIOkidOCbTyFDo8KRSAMCAghHiM0ZDKi4JogSBLSIiT/CLHq6AqYSoMFpDEM5UlARKiRiLIgCEssu5BhekSAWsQLBPnUoMo1EJA4lu6f5lu+OAnBMGCBAdgH5cK/YXEg66Ce5ZCddrsElOklFPFOa4twNDzY2iZJZbur8YNqYcj6OprGfTab4FtAgApmiIGKdm84UwTRSPGGisCxdSeMo7r69IXpLXIZong0rSfGgNjG7FCy0j3uwYZvFplszz2KM2aho1Sc+/QxLDphexc1hXzbdPMIH6dsDH+wc8aVfpQ823ULxjexVbabbPaQVts3WSmN3lCNFvJaKIFTYhpklUadKWWJ1vWXPjJOVSTMpe/2kShwiDeL2kFZrda6up2gaf+yzPy4UEtbUO8Z2Gl6UjjYTQLZKZoOEsCqmEApdMTFktY+7PbSbMwuvthOsX+iGYQ1TxU8eDnEH0txgADOzkuzQqbzBLG2dQDg4ZvSaVlUJ8SdW4NTvMQMy/dePD+L2OmCeQ0ZXyLBxM01sv7UOqT+5HeTQNQtF/MGG1rAQvvzqvd0yjskhyed0/M5KgrgTafdYPU392QpqOyFJhWF0o3GY1vtC0N4T0FYAS6rgBHC+AI8e6tOnxd8mzIQKDmnx0ec3gw4e3inIkj8w4ZLCi4YKfGIjBIENCk7D3cy8Rv1c4c5k0a2YmRyvP8vMe+ev57JzskYKJCpToUCtae74ED+zhE4VsfzdwCD3ro0rpEALGkHRJjb6qmWSpQkKF/iJQrV89h4PAl2oChbncBTio0l1n4ap66n03/r9AyqP+D0TTQ8wf6Zqza7IWscWDTBE8xZdwSeGBnSk0HTVM/Dwi/Ixbw262ZaLyfof9Ow4XPtOM0gwZPDQHF1FyJdxn0ytDXa0XeFaw4f2gI7YoHXZt1bE8oN/m005t6TeiCUe1Dq9weQJiUrp7ION52nV3hWwp5AhXOyw6JYEFU0rZWelqGARe6cpMyEUeQ4FZ0xG8wAl/Dyq4HFQYf/r1/SGF2Nes1B8s0LWTHO9KIaNhSFpV/g2ohWsBBnSMZl63LdPAQ49RfgYFE+6dpWl/U7JWj2oV1sfVkp0duVwYEDT+GpSxMf3E/cv/afi8r9NhnfS1DeYYELmh17sdHNk+kPJBx00RX0yUKeriPrBalvBfl3fB9X4jrXEW6PLXm8IgAB9mm3x6lGTT0aGxwNsFEexSMrranCs4N0Ih4tGU5cLApDcRGhb00NAQjYMDWqWXv5FgDobrpID6ebK9ezUpCu3L6EgUFzg6s2gOnXi2TrTNPCAMNDzK8ECANAamQ8+pxkrZhYcLFAY68KvVCL5spaDeFlJ0WmX8DOBThZc9x0Hqti3WSBMX1AASnmzoXj/GMOzjghGEyr4jNr9dLFuKpHyT1S+RZdkswYOD+Lb4IrDGon9OYlmFw40BBJmi8WFMEjaVcNo11GlulXqXd8aKAjfwchN4VGku5TOdPkVlJeV+qd3N0vgl0tWseDQjD9vz2Ks2gYZQ2IclHsnQPeGIB3koi0l6998qS8jpN9kHg6ylongW2AyAr+Y3VYSz91PAV5bGatJXVAAU2adBk51X3ZdKEBRsZjITKRMG7KMrErKvWYFaCChIGI6gJcEzQNvzkL52dhdzSaEfKlktttwrEcvhP2U2xpLACEOjrixKwTmlYmAuShsH191JA/gvjAGIVOIBL1wMKAsl+DgxmYruQNQ6+DQNi++xOCTZFJD+H/Ow03yI/V/VBYN8S9ntRHwnrlzKuZSjtLYBhkIUDEeW5QuvN48w8Rx6vNdDld4LfgxgViAd1npR2t56jpDSad5Q2+N7PtD00gwZPm3VgHMs2ynMCkJhczgifVaCDQUDrvkFdU02jLOvEOMKPAA/PKmaLp2g6Wol0/1r76Sq/BpOmEQ0/4RFAYBMFQCaKXDxfA2VVGdthfA3c5AogC3ADFEa0DQwIBMB/f+etSbBFdXfxUUAOt8JRV7mLLIgUOCgoEAkVcNC2sXOkCm+lQZBX9hyvwlrNFi254MFA69cDFzGsmCGWsIAiaz4oo41PAr2lYdBVfuof7i9+dn6ra9HmIPOJz6etZRh93lIDCGsK8/lSG3j8Uf563AbzzLqmCZR3QtPy33jTfn/te+n8Gfh97jLeYZJt+u1RmkHDVGo+5FVPfhtHhlQXmy5mQ5679FLS2qRfpgtvAo5mmhFVZG9imHqfJu5uF7Ktl4OlJLeqVp0QgdaqKa8YjY1ZhUJZ1Vnzhtc46ATtQYBqEBp+FNmEEIoASmmXssDf/u+vFcFCK04Os0511jbPK1iAthE2gIO2eylltwVgBXCMB9YBJ4gseFhK3zdhCmVfCLFggZ/ZgFgP3i1RQEFpL++SaAGGIvRB/VEAwNKYJVg7VK7zcyENAD9HHUsFyFmhXjQK9jColgNk5dPg/RxoLJX3p8TxMzNmPOqn6v1pvGeS+LoHZ/px8jyww3Ss756Yz2mYTIJi/y6XzWQaz399WIOtvR8rZEU10SjLnwmxikdAfWZCr0qNtrXOW/B5NEtdV+IDnhNCakePaUotSG2lN7Pq59RAU0JI3aTnDZT7DDz0OsSJUdPGsw7ETLASoiAP1JgCHAQh8IQuWfCHoOAg1mEB5h3M4mtAQJASNiSwsggk3BLPB5x1Qi5rKQuEIBhkgRCG3D3rWGAfhnheRKr2UhZYC0M+oyH2XexUTQ8JWAZgDYIAPQOitEkCsBZ70LwOAbFPlgCGACw4nB9bkVg5fhUZQUdhPn6AFWQ+XzTXWEFod40UwLAODwrorAYpmgJd6a+nFpdwBw5I0HutggF9BvjB1kHHpBSHWlsPFuxsVghFW5DNY6Sd0h8ANvVlQM1gQDjOp+WnqXNsG0CYdELXu0nH+DkNM2ho0jhASFO+jd+IUDa82kA5C90GqAhJ+ETBLulwoJEyWIA3BHJAPKxo8rvXEPAeI5l0DsgEp1RogpEeyBqpS7PsOqZEC11TWYpLSngEGDlPCBCRPBdq/2ofSuJqJ2P/VcYUZgRBOSyq8E8HO6GotgOWCBLyOBgCHfaUAEIEExGYaP7vvbh8GhuQeJgTBuhhUQoUlgjYR2N8ABAkpLgF1hJIYOCwBsFCgHUErIWBDplKvZGEyiIAi1yDNngI6ZGVz27Vj3yzxEABYnnVYIF9SzhN6Rd2eiwHODFgWDQFPED+D1LKigBlYctRzRAJ9J4vA5sfoqmGgEoun8GrBQiFH4MJVGHI96Wt2p/KU1+G8k6W+oPlbgYUpbBqfkDiV4XtOmQ45mk2T7TIDeY6YlX+Cem6afrhq1RaxSHRv3WdYlwas6KbUr1VM26Pz0iYTgCtuoz6NUidvhkuAK9ieEIrk12pidEc8AopTZaQcs1FZcczXell/jQ5k13cn95XruHyI60o6eQ/59vATpT89x0v/2uz2m2ZKTT9EgtjTlmm0wtZ1c5mDHZ85O2Y3gauToB+S583W4joQVBo+h5MJeVdzB3JBCG2vPp7GMUZND9T9AHDegcwFL8P7ncLJnpmiaJxaD/PSstgAMSi0jLE8xi0Dc7Rlp8Tj08zbpE1A3b7bxkLELrWOAYgnfereZgTaSiI2er3fIfpSJsnrrjiCoQQcOmll+YwEcFll12GQ4cO4cQTT8RTnvIU3HjjjVtvbINm0LCSGk+3M0BDZ9SyAKx2ULiBb1WxE6o0krZC4KuAAMX7evQGeRPl99KO1DuWF/ov/6q6+3txtUv3gk481UTMBFbuFXB0d1GYuGDSxAlVQYJbxeUJvUzyqjLPAoUERPnyZPFtKCtKGMGvdSsfRmLNBpyt3IEJhFwHIKneO8ABSXCyKn4993ftwLkUu8Oi1LMtJ3S75rr+MOEnBSjoat7zboGFdSQnTreK1/GzjkC+HsXpsQcY1uk8BtUS9MDB0vkhDPm3yPW0gEPHSDFzlE9mLyo+pQ5FiA8ECHhc5kOeqJ6AHd+i70TuUzZvABszTShRHnfv43cLKBiSbfptgj7xiU/gN37jN/CYxzzGhL/xjW/Em970Jrz1rW/FJz7xCRw8eBBPf/rTcccdd2yuoBGaQcNGaCPCvBW50YGiQGNK2WN1YD6JpuxmyPGUdqU2oxE2pj6cciiVye9XH1XatgqznniK4Fdhz3lqFapfCZEWASh/SSB79e1gJlReybH6WVdyVgj4w3kGWZA3frFVGxW3lL8A8LjvPgBBwHoWKkXAgVe1xEOBg9a9Bxx4OyaHr/MK1lzX4IEfgd8F4R+3san3fq18jncprwYLyOmKdmGdnucSC7OtcgwwcD9moU+AAdRv2hfrBCSQ+tM8Vx035tnreFjQ2NQ0BDL5wCgDKPiHUncUgFiNbx7/YsFAfgaTTBMWlJgH13mv++/7fY/uvPNOXHTRRXjHO96B0047LYeLCN785jfjNa95DZ7znOfg3HPPxbve9S7cdddduPLKK7e9HjNoaNGGnFS2YaRONVVIJ9wHOUHfYzdep/hnsr2wIeSDrweDjyl1a7QhuL9mQmm12yP7rM0oeXhi04mPS2Eh1FS9ksrWOIFJ4W/Vvc5GrXylp20AWMgIlZX37MPatNn0oOlPOHlfXskyKFHhxgKKtRUD8QMscFhvbMccUpqsmm9oHXrgYYkaQLCgn3JWg6zIx/2lmoIWWGhqF0y74dodTLstYGCgVdT7CtS0T1moC8VXZgn3nHO96VyGYlqywn1My6D19SAi9w2BMqAAEnCdch9boDvJNFG9t+7d7r3fxHenaTvNE7fffrv53X333d1yX/KSl+BZz3oWvvM7v9OE33TTTbj11ltx4YUX5rD9+/fjyU9+Mj7ykY9se/tn0LARMi7WKyRwHtQrBPxYOS3B3wqnMhrWerqt+RaTgRRhvoo6YGBDR1mPpBvza2iWO7UM13wDOEzLSfjrPQJ4JeRXtEYYVSuyMinzI8tAwAGJAgyst/3gBJsK2KEhQFjgqJnimiu/lFeh+bwBqoMKl2zWSMKgBxw8sGA7ucCaK0SihsNuzbTgQRJ4qAGEHZU9ULD6jAYV3AUo8JkLQA0WlkiaGaF7B96AGhD0AAOPLU3P5zuIAhh6Ttr+JQG70n4aP1LaZ8aiAxFmXDmAwCYM09fGdEHA1T8T927EyAKGyvj3pgl6D5vvqRsAPnzq3LUdNEnNNeEH4KyzzsKpp56af1dccUWzyPe+97341Kc+1Yy/9dZbAQAHDhww4QcOHMhx20nz7okpJNjYiGylb4YJkD533JKhrXAN4ziTLkWGxF7L7JXRLKtVAFBto2zVxbYPVZub5aTruBuAUviycmEBxkHC1xMBeU9/K20uM0DSDoOEmUZ3UZRiSiKdKMvnshHLDmXSXgMgQfL2y4DCf0DAIn8mO9Z7QPp8dUgTtNBOColbMIcALFL+EOKOCi0vxyPtkJABy2A1ErEW9hPYuv0SsgACsIYh8gtqwhhimWm3RlSVS9qOGTdYLjDkPtetl5Las0DsgyGEtDWzpEEWK6mfJZSdFPpc+B7V0DLkgRygY6stgxTIcB8N6SHyfQGRRZDq4VcK1KyDIgxgyCdyYpFBAZ+noP4LXF52nMxmCQIjJMwHFDOWjWcTAmkcWloG0oYVs0bIz8QABc2bwXSgp0j9ROlhwIQNL9cjJgeKuy+YJm655Raccsop+X7//v3NNJdccgmuuuoqnHDCCV1ewe2ii3Pb9kOpGTQwGeQqRVIEn8gJ+izMFO6Gkr9B1TZJV4YX+CUsSe1V46AFFhRMOMGf03PiFtBohnfqQ/wCJekBC8UBzXZogURV/7C0b+URysl7WSl/boYEOotBpyXJE51ucxSDNOKEqWc2qLDQdimAEQmQEIFBQDqHIW2PXKQ6DCTOhdJEgRSvl0hABLwFMwl8RAGzD0MROCEAEvAvX/vPUh2QzmkY0t8lBiywQLzHSuBQxnY0ocRzHKJAKlsy82OBHqYUojiUtN0wRFXnIoGHIjscgEAR+H4c9GiVDPFAQcOy9sML45RWwYKmXzrAUDRM0wBDNhfBmiMyLwkZDJTzIGLv8I6MIe1YYefHrDkyWoaSv6dl4G9tGBODPhkGFu75GN8eAgJsmtA4BSL5eZn5t8R1HaRNWFj90LeJtuNwJs1/yimnGNDQouuuuw6HDx/Geeedl8OWyyX+9E//FG9961vx2c9+FkDUOJx55pk5zeHDhyvtw3bQbJ7YKDFKbgyc3kQWBdKKkdZ7Mcbq4eu0Ki+FTR341a6HKXVqhYu9rsqneF5RtvLmenH6Vj07fWLAkJTSSvKyyjTOXTQ5xsQhr7ZUoMRVXCmePx6UV26sUqaJs+3bUFZzWR1NdcsrVhIAS5roNf4jv/clsG/Eulh1NwsuXQGXDyxZU0RZtapgWsvq8XWs0Sq59nVYJiGsK9n15PPApgtWnWvWzqsAAGdcSURBVI86RHZ+rXRqeigqf2tyWBdeqUfh7n0X2KlV2xl9MtbQAwysyp8CGPS5tMwV2pYljyFQvBuzxfnWai56WgZj6jKaBafVEJj8ReOQ3pv8rgZ6RxgcsNbHgQN+hmMPncK2fz09QmMDbyO/ifS0pz0NN9xwA66//vr8O//883HRRRfh+uuvxznnnIODBw/i6quvznnuueceXHPNNXjCE56w9fY6mjUNhsRehubNaharlkDNVbV0NRPt/OlC731+LienAfIpiBRftA/pwufr1QOFr66qaZFu34tmeXUZkV0osw5pP4yGYdMmCtUCIcdJkFJvZqfZklZBTL1D7jMNL9qGAiyytiHdeG2DCt+sPQiqPYg6B3VcWyS+qnlIRog8gavhQ7UdgyxiLUIUSUtZ4Iv/353xdEcM+fTFpYT0sKK2YEzjIKRxEAjWJGoXFqkfllgAIliEAetYZJPEItURiIc7DZDURuQ0vB01hCLSQ36W9jHXD56p/x6VOdtqDTTOmyGQ615AGzuxDqI7KJDBAcAaCBc2AhiafiYVsEtaBfZrMAJe85ePY2lbDVhNaQzIFNIOaB9lUKDvZQEHZZxzGpcPBCAUUGhY+rHDcG2a4PtyXZkmNiCE9xqdfPLJOPfcc03YSSedhDPOOCOHX3rppbj88svx8Ic/HA9/+MNx+eWX4373ux9+5Ed+ZNvrM4OGLnUkZlO499LCCvSWIO8WH/NkU4ZPTyyhxeg1gwDwi9Z4txrC3Apnymx4T6BKkK94tw24qevHZOqY06XMvlN8wUmS61HOdRnKR1XsdFS04o10rHNkpasoSZaPKM75+Ygkk1bDt2FAATk6uWfYkJ7HIJReCqgI6TkPWMQTIKFmiugboUdMA8ApDzwh+zOspXE1YJHaP0wCDrFuwBCAaIqQBGRiPZcABlnLwCQKLBVPwYAH0fSp9bqfQ/tKHwqDiBLKz6pPBWy0QYLG8cfFWmChAIqynZRPbtQwNgvwSn8aYFjknoIUgGIPhmJnVwUQVC+w0yyZOEjQW+fIIuiNqYK1DOJAAFTTQGAhtT2DAM5H2gyRQBOIe3YKWAQlDRcK99eBkd2i7TRPbBe94hWvwNe+9jW8+MUvxle+8hU8/vGPx1VXXYWTTz55ewvCDBq2Ri0A0fWFGOcxXRiLEQRj5PGK1qm50u8I6ixvnSDWFbRO8lVeD0ZQh2fgQ/xa/WaO1HZ8mHcbSOhfYuDADICsJWiBiVi/kIFC6XudDDU8gYqkFdCVV0AUsjl10jYMiN9qKDspEhgIkjUAERNIvl4kp8gCPCR+Z0IEQ0j5k0Yg+jMsoK6G3/3K/ys5RsZKrcmQQMs04CAIKS72+yLErYjx2xPcp/Fo6YVIcuiMKv5FBR6Ko1YUoqoxAYnAArimvVB9snLH7jTh5ykrwAJrGuyqmnZN0Kqfz79YDRjSc0sgQx0gi59CuS/HS5fTOweBEfhqJhk0Ltcj5LGo2zRV2JvtltQHFgSU/DzWi4kG1JfIgJsfBIODymfFPhgYYCA2XUAjfCcpdvLWeWyBPvzhD5v7EAIuu+wyXHbZZVviO4Vmn4ZRkualkhnmzTFgAzl9dTIkZ5E899b53QvTLX/imGxOww2+3el6JO1ontYEYPiE+pwHuD4gG2jFF0nQN+vpVzHlXiiNColq+6WulkQnPhIeOnlKyHNLnnhTPr3mCVgFmPW8r23MRf1sVcyqih6E7Ogg1TMCfutlf1GEnhFIUYgtR1bCxanObgNFEpTs+8B1Klsz1UdgLdcPrl15JYwIRtaTT4EeolS+7dCQKY1hoD/Nqz4K8Ve0C34FroDC1hd5K2U2O1RtY4dH21/LyYAhEGBgzUIxIeT7VD4f6mV3Xth2+evmuHNaCN4xEftggpYhvVPFjJGeC2sd+J3y7zPfN97fI26a8ANss789SrOmwZNgdNUcw6Us330c0upbkbGXnFN9F3p1MveNAnz94dqgb6nThhTTRKw7L+x9Mc2PaRHLqly65mKb/DVNrx1E7WbFVXeVqNkf+UlloKKNkyCmi1XbUL5OWQoQqMYFlbYB0Lw6J6bUAgxpW+ICkoVBrFrMoCYJQayPTvohVVXNFIDuXtDvIUSfgn1JK4AUBuiKcQEJcYdDCHHnBoKMahwGWUCCYB8GrKc49VVQTYpgLWoTJI2hpP2Jwi1pGoLk8xeiSSKtS0mFDRS/Bj+/8me2Qz0k8mNuz8nBpnGrW0l9XQRuJK/+57xeC5H9B1BOeiwHN60GDNmxEgHlnAakw6cKYFGnTQZxSzVVOLOEMZ84LUS+l1LvwbVl3JehaBC8lgFQENHQMgAFFBD4F31OnN4LWrrnb89sTQ8101SaQcNkaiGATvwGktpwByhSuu6XLJ2A5XQr/Rpa4IivScAGOCHueJHorXkwKEHNg9uggrUqG1SHuvA2ONKgBABiWQkUaOJcaLzPDpE5WSjbL0FbKtNkl80NmYVqGti3IaZQc4c5gyHFh1TOIEnQSvQbkFBU9kA8b2EwZoq4+gyQ7P8AqH/DEnwGxCABj3r6mbmuQ/JTUJCwCjgEpK9YhuhIuUwgIusMMiBcYIBgDbHfEjZLRS2wlOL8WL7ACQsg0rPyj9s8V+73Dom7MWOU4ltAoWmGoGdvfBegz520QFK0AawdWAUYlkkDZB0dF261n0AnrNZHBGV7pZBTp5SzJCq/BTCIsACi2sWT72stQ95WmX4tXwazzTJf2zB6mehB0fzlgJ55yGODYRtJx/tWeexVmkFDRSz8nRDPSSh8DCAIxY85Q5LNWioGDWGMbfBroLKamoMWLxb8XlDztRf2nhGnbzSz1Jtye4GRmac0nH8MTFTAw2sVWlAohtXaBk6LnMZqG5AnVVoU5Uk4C/xUTNkdwWlSLZJWYEjXg0R/hrhrIYoD9W+IhzmpE2PUCpxy5okJLERxsxo4RA1I+dS1joE1rIUBkOi6uUjx3N/r0AOd7JkNAWXrY5Do/LhIZzwwgCh/GeTZR7xRYpDAq2jmpecd5NV0BRaKAAZIaKLsbPD+Cwwmym6I2k/CA4ZsRpKSX80W5SukRZiX7Z0gIGFNV5WJKwv9AjzsiaZktnCgqu/LoH0DGC0DSh+WF7Y8VxNuAIT768P8A95pyghpizz2KM2gYSPUFG60yvYAoZdJ86qwbvFXQe+yV6v+Jghxf5v8O4BIE0oYFeqjddZwoF83uPYr2GBg4stphGeWQknURNEsm5BDVceYz1YzPuHEON+1tA0Rg9BEmh0ro6BcU0dKAh4qKAdEAVp8HBLvUMwUqk0QxNWqmiQUaGQzRNDTIuNOCgWY/+P/vglnP+4MAG3gIEGMc6SIYF86AEowYC2VrVs4hyBpK2bUOqylvgkStTIRHKx1wQMQd08sZQ1F08DD0vbxgqQCX/dooMHCGgMmbzbI4avAQhaksYblM9rB+YpE+FNAQjmHQYWu+iaMAYYs2BWYsCkjn6tR0nrfE2+WsD41yECpgKGiZQDq9MYhUmVo+lVaBgUXCURwerNTAoVHIQKL9gHBmCbEZZtpx+iIOkKur6/jta99Lc4++2yceOKJOOecc/CLv/iLGIYhp5nynfC7774bF198MR7wgAfgpJNOwvd8z/fgi1/84vZUkjcu24jRbEXN6sOJZ5NHZ/R3UfUKuF29hKhePv1bvmCZ/npUT/m8eq7CFI18yi9wPPph8PXhcPNzpfu6ojEpcb7K5mpKLNc0yVk7rv4ltS2KQNJfc898XgEWQZNXljQxFw/4eiXJQsKrrIswKmt3ax/XswbYW784xq3ng6MWpgyty7qsJYfABe4ldTvb1qNDZHGANG3O/UaOirKW7fN+54D+7sUa1kd+96by9GcEbxK067JmnDhLv9my1SFy8PGIQOJe0e2UkafZ1YBihhjgDm4Su0tiDDDwc/TnMRiQQPF5J4WW5+LzAWDi2izq5ErjjF8bNk/4sU+gI78n5p1y75e+R+59NAWOvcdMU1Sv20Db+cGqvUhHFDT88i//Mt7+9rfjrW99K/7qr/4Kb3zjG/Erv/IreMtb3pLTTPlO+KWXXoo/+IM/wHvf+15ce+21uPPOO/HsZz8by+VycxXrPlCpL1uDd5THivjqRXAAowEAWODyYCwgQEo6OFDQKr8RHlrxZvCL7RPU5bXKCiP9GNsV+nGeF9cRjYmnB6BcGK+CePJTLUHOlibY1k6KfNKjoEzUmQ9PsmUSZu99PQXQA4Ay+SdnO3AedY5jj/uyin36z30zVPHfBg4BBThYHrqDYt2ffAikr1gW4RWBRGmTBQ+LvANhyPHWyS+r8lPae2UN9yYgoT9Wt/d+nF55lBMpbVkD8wSqutZgIWRwIymtN0eIpqE+LIDB7pKYChjs9s3STmSeBZCwCcKbJZYKIo0GgsGBHa95bAoMPx73zXMZtC7uPcr5VryLzfdXSMuAxoJjp0m26bdH6YiaJz760Y/ie7/3e/GsZz0LAPCwhz0Mv/3bv41PfvKTAAD/nXAAeNe73oUDBw7gyiuvxAtf+ELcdttt+M3f/E381m/9Vv5k6Lvf/W6cddZZ+NCHPoRnPOMZm6iZoNjWZESNP5KPgzR4U34NkepzHGSaX0OjSq2wledEpDzN+mlAitzILopWOaaM0Ihz/FrnOPj2VA6RzIzPZ+AKlodTGIvuf4jpM7t0ITqDpazq+KhOkSHt2IBoHIwTpDpOLqTY+AGJJynSbon4YamYfhHiAUuLoLsngGymQNlRcePVt+JJP/lN+TkuBVBTRax2MjMIIIimh1jnIkTWQtw9sYDk700ESPZ1WITkCilr0eSSzCDxrIV0tmPQz2tFQJv1ACRsQuBzIHOLiDa2qqzMEghGaKmgVICgZRRzktaBNSTJZJGFbcnLH64q1wUwZmdIA9CwQcBQgIpu7fXapwLaiu9D8XUAASLWOmi7CwC25haYeAM2HECIHTeiZcjpSMuQH0jJ13WAJAG8l1fve4mOqKbhggsuwB/90R/hc5/7HADg05/+NK699lo885nPBDDtO+HXXXcd7r33XpPm0KFDOPfcc7vfEr/77rur75hvmMyM42YfHzZCze8v6F9xKLqHrFvXPsyH6xvuwpraicYL2qr7qImC87T4SUcMpElnc2c2dLQNrfq5toxqG7LqFlbbQPnAky2l96s+rzY3EzStwr02ggVLFiY0sbN3vKb54qe/kgVQyWtXuXkFDDVN0GFCYHNFuWZhu5Syuo7Cba2YMNwK2Zol1rIJI3v8e+0BFu7X6EcU04D5OV5FU2PLNsJayCyUzSZrWcMT7237x/pIRPlsDTCwg2MeEzQOsunBaRFYm8IAwZuBvHarTGmFpzHXQd8Pp2UwmoUNaBnG3lF+r/27vksURLblt1fpiGoaXvnKV+K2227DIx7xCKytrWG5XOL1r389nvvc5wIY/074zTffnNMcf/zxOO2006o0vW+JX3HFFfg3/+bfVOH9YSclVjhhvOlqB6DnNYjRVkTFgoYZhivIpdVbp8HY0NbLVUVRtpxHM7oFe5wNgsnXWq/7pjRPfExpRs9saPAwJ0TmtmuaYLZQmsqv0Db0dlLoKZFxxQ+UrYKaD+AtmGXukyyodfXd3E2RuAxStmEuBdBTRPVIZ90eGYUIgKA7KpA0LAH7Tz0+TvgpbpH6ZimAYIG15LwY8v2QHunCfGdiXdJ5DEEgIhgg+aRIoGg3Yp8M2cETkKSJSD2kfah9m2VByJ/F1rV7AH1plAbBqqmXNQxsd7f5ysqaebKQ1vCiaYhp+euXXrCnPSXZPyD7JDgBX8DbOGBgQV+DPwVbgcqwgDQDQw4T8rXRawLH1vmRw2Di9ANWseMCgYICmDesZdDn7QABmzTzIic/v12gAV7ttTkee5SOKGj4nd/5Hbz73e/GlVdeiUc96lG4/vrrcemll+LQoUN4/vOfn9Nt5jvhY2n+1b/6V3jZy16W72+//XacddZZjgGsoGrJdw5vyf5VeKAX700iarpg4eoE+SoQ4LFFARjlXV259dIBgSqOKrTSRNGqM4GEDEQoj2mDbzQLf8PTleLb1+KT8vV3UqQ7+iZFqZNks4OCC91RwcdQZ2Ag8UNPaxiSeSKaIKIRIvJckglBzRCDFBNFPtMhmSFiPDI4ABZYhAHP/MXHYSlRdGRQERLwkAAg7pBQWspaOgQqgtD47QmknRFxd4UkICASEpBAEzyEtNMiCrQEBOicBx0rDCIi/qwH5FSIrY/XUshleZAAFKDAOyMEMDsiPFhQgJBX5xkMoJgKUn72X1ip7XGAQTURDBiMQykBhsFonwioVJqRNFIlgR6hPkjh3A5jtqA2wvSZBRcb2jEhnbD8azx9Bhsz7TgdUdDw8pe/HK961avwwz/8wwCARz/60bj55ptxxRVX4PnPfz4OHjwIYPw74QcPHsQ999yDr3zlK0bbcPjw4e5nQffv34/9+/fXEWKnj1HJ2aVOfBZOJFErweXAwQjF5KIz6zjIGfsLVx8S2HF1F/pCGo3VPDbxLQrTKMu/AAmuHPHiLEKAQ8OCLaJSR5gGx8bYb0+ki6SlCNQmr22Id2KbnTQIAMpXLJOgV+2EahJCyql24wCJX6NMggBA2vYoScgrmJAEEgCMAIf/59Jr8f3/7gnZxwEhfh/C+DRAMoDRLZm6FVOwwCJfJx8KBAyi/g188qMFD1HYrBFQiD4MDCCKVoFBRBkM3LcKIntkACsUhlAchWcB7oBCC0C0wQLA5gGg1i4wcPDgwJsoeCsl16EHGKJDKTLfvPMk18v6MbDphx0dtT9yWqepaDs/ooADAPVOJH0W2v/lhZziy+Anwvz+CcpurF0GC9thXtjL5okj6tNw1113YbGwVVhbW8tbLs8+++yV3wk/77zzcNxxx5k0X/rSl/CZz3xm+74l3nvAPb8GH7ZifGzoOxQ+qbiLAvUL/xxuM69csTXKzK++WwkEn5bizVbLFXy57Ion150mLbsqcZzG6jlSZ+WVV0c5nlaQldqWhBCvzEQnati8rObl1Z8UgVD7N4QqjH0aogCxgmWJZCuXop7mHRGDF04oX2QsWyvVNyD6APAqNvJje/+isvfbbZplu+MA2rUhazluafwWikDkOi1HfnnFzSvizGOR67ieys27GGjbpx7VzPW3fht6smNsO5sWBHGbaXsrZmqv26WSD25yOy1yW7uAgUwUWbjDCPu+bwNpRng8VuObfgSkyhgnLQTlrU5/rEDB+Hs4tu3bvO+tuJ2i1tyzmd8epSOqafju7/5uvP71r8dDHvIQPOpRj8Kf//mf401vehNe8IIXAABCCCu/E37qqafiJ37iJ/BzP/dzOOOMM3D66afj53/+5/HoRz8676aYTCIjq3xBFm10qTdm0Uzxad0Kb3LImoKemaUyUcRMK4+UZv4+L7EVDqc2TzVRtOts47wigSuni/2sxaAMuvBnivVKnwrnAlw5uY0cVh32FAp6EFdoS9uAOrxoXvTApRiQiwmqpSnhkvMJBmpESJ3B/g1RwJexhaCHOAGQaM5AUI0DoN+fGEQ7q9Y4nP3EQ3GrXVCTBCBJ5zEg5G9VBAI/a8kEE00NIR7oRFqHhaimILZ7kHSYE2keAgRrqb/VGBFSOWqmWaJoG3S3idcNqEZio8Rqcx0Ees8Ck8OL30NZgRcnRWQhP1A8q/Z72gXklb81Uawn04D5iiXUpIBNAYbq0KcMICyo5d0SGm8Abu6fkPszXoQSn/rKOD/CgQTZgpZB0puQBG61EIG93lHiBm6Fxx6lIwoa3vKWt+AXfuEX8OIXvxiHDx/GoUOH8MIXvhD/+l//65xmynfCf+3Xfg379u3DD/7gD+JrX/sanva0p+G//Jf/grW1ta1VkIVgFhJIIzbU4S2B2gwjyW34liSVwPUJ8q2UrZfd+o789fXxMhS6Xa7ITyOh4QAASp6qLq12iePj8lSmDO4jBjieuM97oKTXX6aiySwh2h/aMaXwItrVubGo8PKWSzJTLKiv4kSdnCihDo/6+evot7CUaNpAAIbs7BCBw2DaPw4cTvum07Lfg4LIhQDLsIaFxI9crWGguhRzxZDSq5MkO0F68BCFWQQPao7Qj4gpoIglEICAgr1kAkhjL1DKAB4g40LCDwkj2JSjcNqijWBg4YFBdjZcARaMsAYJcgIR3uFRP3HNGo3iozANMBRTRgIMQxH65dAwPb6aAYOtrwIAs9uH0yuw0E6TopUrcyMBMX2PCThQhzfDVmsZGr+ZdpyCyB6GPNtEt99+O0499VR858Nein1rJ0AWNB3xql5NKaEdLupVZvKFwm9BgjSkSUzDQiCzX3rZNF+aVSUt5/RvnvcWKa/y4Hc250H5uwjl3U5hhmf11/Jop2nnqcsu80o6k6ZOg5Sukx9JqHKaun5iwxYlzKfJ0jCnlRwWKC7Q30DxIQgWiyQGArBYSEoTp9/FIk3FIZ6psAiCxSKtO0NchQcNT6ttDdN4jtPrtXQGggpmDs/pkHYwBMF//9lr8Oxfe1LMl85TUJ4BoPAo2FVQF16lLI0ruyEoTWori2lNGzivS6dpdWjChNc0pnXIq2EOs7lJHgVKY804LNxL7dtgARVYgAEZHkTU/gulLN0mWoVPAAwDvOahCH/dimlBRDF75XgAw0A8tK1DAUAi6T690PFawUMxW4D+mh0TAqTPo+Y4vQ7C4el+0Os6TRBg+NrXcdNlr8Ftt92GU045pTs2NksqJ578hF/Avn0nbInX+vrXcc1H/u2O1XUnaf72REVuObuhZBSYLzlMDNgIKShfVGYHV0iLJ9+mHSPKM6BMlLxSbpooGmlNAV5zwI1o5AkuWamjy+MSB6DaNaH5W9svq/RM3AZfkL9tfZPCJ2xtwUz1UYdRoGyPDKmRgwRavUc2wxAi0JBQdkoo1zQ/LlI9yrmm8YNUQ+6rmHYhmKRxUBW0OkKqaWKR2rVMmoWkP8igA0hCKmkUQMI/Cinpah4QtG3BaRtiWpX7Ckj0ACiGDoAFFnrfAgZMgjB6r2EqBIv2IJYwmLD4d0ASghVAsGCBw9iZkvMxOCjpy9bNcnBT0RBMAQzWj0HNDRYwtPwYjL/MoMAGpd7a38qjrHLIZMF/SrwHBflHT9SEmXTBpfXxntcO02yemMmQtISmxrUEewlX730/N5GIaReYpTlqQeeFN1pbL8lEUSef9jdL5RKmAjkDDhLynC010grxRru8GcOU1ZgXMsABHJAg3wbmb6oThZTHBQbvJEGY+8qWDCDQjgnLL6R0Yh5GLjlOuEAGDzlPCBiGqJyy/g0hd1L82FTxh4DoToQi5GMe94GqLnAARBb4tpd8SwYw66LnMESgkJVgAkhYg8iQAARpHUSFYdRSkDIpmbAseAhBsCaSd1Foet1xkXowfb47GIfgAAUKsW7muaENAFrkoYb2dTFXaDoVkt4oggwqNEyP7u6DBQUh/rRIq13w5ggGAHo0tH5npDi7lvseYCi7JxQw+O94FDMDx3s/hmEIefzxdsnB3BdzReX8SHmsqaIDIvQpuYksg/M0N8d5Jtj4+mHPtEM0g4YmkbRugACkyb6OWMFD+NoJaZOVQAgJgmrrYyisMo8KeBSgU9LaRJldCyz1mtkQ1BaElPrW2x5LwS1tg2Vq27YxbUMqwJTbTFinJ7Q06hSZIULq40DbL3O7Y/oIImIj2L8hzsuRmzpMQsr5DZy+AAdkG/kU4BAC8IWP/h3O+KbT8v0ybadEOrhpLTtCRlgQD6WKR0LrNkpJzRkQj5IuJoYaPEQ+krdvBiHPgpA/Mp6dJVWsLIICivj/4B6X1zqMUa1tsOFqVhCXVp9FvoYKZ7rvggVrrtBy4g4M3t1SeLUcHlUI88FN+X4EMPCBS36nhIg9j6HUH7nMth8D9xGZIaDAwZolJjs/cprmr7Ga6GgsNuEjuykKQ/xtlcdepRk0tMgIShb+RQDb9BTeSmPCGlJYBXBzZ4RLn2874SMmiq4wb1TJmDMQp9XRMxtIoGchDscEMDjJlE11MLs54HiOAQ7XXtX8VFWltmah32mTvQ7OKdKaKeJEHZJwlWSCsB2qgEAF1YB0fgPsIXGLCjiUvf8KHELiuQo4ROEOfOlTf4dHP++b01kLSDwBwQJrkJS2mCti3BoEAyTEw5wWYcg7HthkERx4GDJ4ABaipzF4AEHPEnrGRQERJbqAiLASrNdkDh1ywICv83jM9wUolOe1yKt9zme2zU7QLrA5ovgvFO1FOQiq3LNT5GrAEBxgQAUYjBlDQgS2GQAQQBJqoxS/Bmj9hPuNnpi+nyz4KW11DSC4Z5udIaVcMzgw0/Ru0WyemKkiXe415yYGEXCjdsrWSxi+Mf1IedUcmcpRwUogYtIuCs/XS/BKqjfSBRdMQt7wp0TdEyJJ+Le2X5qO4iqqJkDD4EBF5hFKAi2/pZYgYGAYZmHP4KDSL6T42IA8EljrgNhR3r+BD3lSbYRSDRykAg5rI8BBkjYE6eTIfSceB6Ey1HSyCAFLKb4MbK7Q3RJDhg/BOkpmASqV5kH9GAasJVARAQYDiAANs8MzBOVghft2CIcs2ITDYhnF1p/SaJjTKigfr1logQUFAJ4HC//BmR+sL4Q1W5gzFxqAIX/B1ACGMAoYYn1RzA9Ux9hYq13wuyUYHLDpwoAJr2WQkqfc84/iOL1Pi7JAmGnnaQYNHeoJfys8GwBCXPpRHk5IN+KMQM4Ck+tQkueKa4QvB7T6DqQ5cE3Kq/wGMKkcIj2QoCQxuN5+2dV0NPjkZ9ECBlN8G7Q+UjCB11CEJPSZby5wSFK4hZxGzBS+kPRtSpsqmR1C0G2XYoBDoMbno6kbwCGaAgKgJgWIAxkLSBjwxH/7ZOQvbKazK6L5QrVTJb/3W1gIsA7dDjpgIJNFSNWMgq3soFBzhsZr2xRABInXeQNmAhERjCj0cpLAv1dTSPxtyH+zkCfh57UHQvkUcLBwr8FC0iigmAcAC0jMR7QonP0Xyn0BFh4EsOYhl9055Ik1BzVgCKY9XvgroGge4pSEedMs4f8ONF/qHJUFvwUQoXE9qmXYLdBAdd4Sjz1KM2joUc+k0AIEPn2+5nwMEBpMMkjomChawrpRGY9FACuAm22QTuYsVEnwtgRw8DzctePTit+ctsGFef6ZB1Ug549Cs8j40HaKJH5FudE3U+S6DyGe4EyV5E9zq39DSMChaBwUiNB5DwlUIN+3gENJEytitRMiC1zzmj/CU654atySKZI0DOWQJoS0q02iKBcsECBYi81JwAAQRMAQTRZIAEG3aEatRUDcnxFQtA9aNQUQ2oJ8hLSo+KW/eZyDwMTGyDo9ltVyGzxoWJ232nVANVWAEE0UmpZNETAah6JdIEEOu+Oh+Dq4g6UYMAylTrUPQwEM3szBpzbqfQZA4v0YHEBAgKStlqUv6anp/KCaB03Awt0JXuP8KHEcmffQABKbPzheO03H+jHSM2hgmvQge6ihxBm5RcnHTRQjrKvwVA4J7ChECVy0eDkhmwvXSwYAY3kb4QYLOD5ejhsgETpxzEeTN4GHOyVypD5Np8suZYRQChQyUwwBstBnqlW2yEoUnKQU4iokVOGy7RIOFLCzJDLAaAOH5DQoymxhVv3Le4aseSjiqsy/+diMgKh1yOaEcg5E0OpjkfIOSVNSToLM3glp8tfNnSr2GEBod+h7ow8mO0MSkOA8GyErewo3s2WQ4kseWp2Dd17YdNkMgQ5YgBXc9pRGis9gpPZfYMfLHDcRMLCfhN2OWcBAARIwgKJcB9MnsfGh/FUAkfKrRoHBw3TnR3poUl7DrpahAUJm2jmaQQOTMXKSjwDgBK6Tdj6NuPRw8SYt8erETdlFUZXhHSJJg1FWyNZEsVLg+jyZtxPGtLCXvPzOYrUrwHMcPwov4KmPKm0DiC9nJaTBmoxslgDdgxiY51sK490UgpBNPekOwmgnhSXxms89yP4N9NDY18BuxbS+DyuBAwAZyry8lvIc+LYHJdX3EOMEyVGxmCuM1kGiSn0tbaNU8BAa4CH2in7WmwBG+i2lwGlNzyaM0tIkbISfi5LxbphMKuzKdc2NS9NVvjdbaB4GAqwlYBCgabwGYZk1GXWcpP62gEFPbyz5jeZgAmBgTYLfWmnMFML5LKBQoe9BBYch5dHOyuYKGsctIV87PxZAEXKekr9yjtxtmh0hZ+pTS/L7YLoxJo2ReAGa2x4bAr5bF582Rzuw47NP+Quup49zYaYu6JbrZb8BFyQ4PBDblLYh1Lyywx6ZJGIaWzMDJKSqtW2/XhCqavo3pGsNzdMkO0ZmQGLNEiLlq5cKHBgm1MBBKpOGxpzx6IORv6hOI3kvhCHtgCjq6EWqZQiSBT67SnrwEIDsJKkAQsHBIqgITW0XBVLRhAEUEBGASvvEb0lA43msoDY4SKWqAM2lkwCkvFpL3mZp/QDGwYLZYiklP++2yOc6mLwk3OEAgwtbZZJo+TX4nRJNx8cMFGDSr/RjKJ3ofvREK42Dm0BSWPD8YO9VW7UrpC/pVnnsUZpBgyfjm4A2OOiBCYozgp+S90wUOWFeatv4WiBPADQexExxiLQysF+20zY0hb1GhZIHFNbVNgDTfRtAYEubSHyb8a66vg6WQlnOKIgQMlNIXKHnNiHdc/0rREWOkaqlSJVTbYQCh+iHaYGDAgJBoO2Ydp7O36pIQAZhwGf+06fwxF+5MGsrFBzkMxuTn0Z00FStA4ogz+ChfErLgAcUjUJxiAzZt0FNE5pWxwmQYRRUTLOoXjCoC90H1SFSpwO5HxWgSX743H8WNLCJogh4Wm03wELRGiwqPuYcB7H5eloEAcwOCfZzKEc/xzLMOQwOMAwU1nKQBBR0oGOqKOPaaGE0nADXhswSKVOlRRA7BZvrRvxu0OzTMFOf2EegFdcCFyxEW3K9mVZgVvatcpxwtgI7psnRlNaYEeDeq1HsU5drhL0DNvmWgQCX48Na9ezUbVTbkMvkSlJ89W7adABqp0iMmCmkdGhlpoBkwOO1DxFkSZlMoQc5U0cmcBXND2ElcIDYA6Ag8cjptRCFd/wwlmAh6UNJKFqGAgRUL6Dmgjj7BySnSIR8UFPJs0A5hLrWPMRxwHoV+72K2AYFESHXJ/e+aD7tJ356G59shYWWhuW/wYVZ4a75GShoPubht1V6E0cBASSACUC0tAvsC1HOZFChvh2AgYERmycsWMh9wAAgAwwkwFBeYGOWyOndDwwUkV7JYOJh+Li8vXQz7TjNoMGTW50budMFARRhwIReN+J9PmQ5kBamDRNFR3NQCXH2x+gBGg5jqU2goKltyHlVEBJQ4YZoHi0yJDG7SW1DJf85byvMyeIs9xttqyrAzACLPkaASAEOKgiTRiIBDdUiqM9DdCAs33dgBBbDLXDQbYhABzikuKWE9CXJgAXSFyoF+GfPPz+tTmN+q7UojpiC9B01gdEwLMKAhT7ToBqWYrYIQh+lCrk1TQAhqX/Z0VE1Ct5R0pBszETR84JgYQgUDUQ2MVB4HyiAgEDLDBFboadASiOfEeQEMprmiBy3MBqIcj5DGzAMLkxcGGsQsrOnAgZxPg0pLPsxMGDoCPhyT3NdldYK/albLEPreqcpdvrWeexRmkFDi5qCH2gK/zYDKI5uAY4Nmyi8JiEl657ZYMpLE3sDjAQuinBDBS7orxH2RhpTUhbc3H4f5spqld/SQDS3W4Y0edG2SVe9XCcVYr14n9elMJ2iWy/tQ2g7RmZNRArTEyOl1WkN4KACXrsofsESGTioOSH6OeiZC+VEyK/81WGc9sgDsRbJuTFrAFL/hWTfyTsmULQnkj6YZMGDzp8hf3eCQYB+5rsFIOJzKxqIAfFeo4vyv1zHgGnAIb9jdM9CP4ezoEcBDM08kswO6dqaG1aDBTiw4LdSMgjhL05W5otGuAEjGRxQujHAkNsdyomPWbtQ+sg7Pno/BmmEdQGFF/hir/M2zE58eUjelXKHiW00W+GxR2kGDatozEShQsILRBa2LWDQim+YKCrB5YU4hdUOkYVtJbw9IFCycq/sAujVv3XNvFBkYQYbmKBtaIVReiM/fNgqp0jfWObPZgopwt0w6/k3pMrm61SxnmOknhiZj5qeDByi4yM/EgUOuu0vmiVgVl4C4PDHbsHDnvNoLCRgXaIZI4MPKnZd0iFOGLJz44IewjKDB2u20N0WAeWYKT1AOmsYGECgzJ3aopCAROpN0878KexNzLcWCBTQYFTwpaQmUOiZGjRdO66lWShOj5zXgwkFHn4nhNltIbZexilyg4BBEmCIlSrgoO/4aEFCBRhyhxNgAFAd4gQb3wUZsPcZrHsQMdOO0gwaWjTVRGEEMt1MNVH0ymL1wSoTRQOVZB5eY6HxTW1DZ/ullPe/AgCJT+V4SGkrwAKMag8maxtg5yXmkeshaNbNtJval/c0agEA8qFP3HCugPo3qGMkn98Q0NBq2METGDhwJxvgQFsuqfLW1m+1EfxhLEE0U2BtUXwaQjRjxHoWDYH6QURhtMhwx4MHa7ZQ8BAyb11VK4AIUPdJkHZDchrh3pHyHQqmlnYhuHBpprKggdPqk/AlsB8DVgAFzVd9dyLFWbAQsoDOAj2FsX8DxxWfBDY/MGAoz3kcMJBGwwMGKYChvVMCBThA78P4eQz+GoA/xAkSjNPKKrNE4L8ubNeItzBthccepRk0TKGdMFGM+Sy0gEnLfwFWUFbzLOXlMxs6Va3+Gm0DOrxbvJQ6YIMrwnK4BFD5HMbpm3w1qblBiz1aAp3L9GQeZCss8UphWb8QgHLYkRGNuaErgQMkr+A1tHnkdCpVTQ1qlgCi+eJb/+2zMaQ6KDgIKiBC3kMRj48GkrZC+6gGDwLksgB1hgzlWxIqQwhARD6pF0Ty65OV+Hmo1R3uP5m8EWrBjQIQ4n1xfCyAwu6SIKBBeRQMKM+pYEFQzBfWd4GEPQEBaDg8ALDbP3lLp91aqYBjE4CB4ZkCBqH+c9qEfD0WJgQO9FroOVOYuc68ggnbLZ+GeffETIX4OXptgK7aqzwk6IGGsKfrlqSVOtiuiKec2aCAYuTMhgqIlDYVTLKJw55EFfAkeLkI7hPP09UpBEAGxOOXXR+u2oJZO0VuwUyBpF3QemWR6fI0K1PCvGFCki1eTKdMAA7UWdkxEhY4lIOTClDw5opP/9IH8ZjXPiN/VnuBgbQTsabpc1UIkPz1zTHwoCaEAGCZ+jwf8ATnN5L4sMkC6W8+R1IoLcWb3t0AdvBzc9EuBBOXhTVCFpJcutBAygK5k8dvu/RgAUDxZSBNQ8lrwQTvjmiZIyotArYRMHD7FECwRqECAqFzjdos0QQaDZ7geAUHnvek4TDTNtAMGnq0IyYKSpJWWfGFlHomNHp2LqMIbOXXdYg0cs1qG+rdA7YMFtilEFuGr5fJyx2nddZsBaUUee35gurZ4uXBRK8/NMzLYO7LVp8mIVnKDLV/Q6PyqrmogQP9DROAg1YqdwRq4CCgj0LF/+1XM5EBwQID1u+6NwuSaBpQiICidYg1yT4J6lzZBg8BKg6NhgFASGc9KDgoH6hKLQqxXbwjROMWqZ8ZLKiod0NhlCT/B1huBTwUv4I6jk0PRSATmMjDoYCEAgRset6NwVssix8EKu2CN3UsJcHBBjDIn+um6y5gkFK3lYBBIs8eYLBaBprjHCBY9W2JomWgME7fABChfnC7Q9qJW+WxR2kGDYbcg+z6HnRRQxNEBB1jfqZrsWmYKIqQ5LgU6PJvTNtA+ZR9FmyuGBKqTd8GbFHboJOLRqvgHwszSK4VVkwEWb7D8oz1CMgHNPlIqlgFHIph3wIHt6Nis8BBBFlrIFI+qQ2EeA5DekbNrZOSHBVzmQuceu6DMmBQgFBMEslfITVJwUM+BbIBHvJHt6A+C3TYEz2nkPqpAAZyoKQ+Lq9ajUiNaDe868mXzQmFxsO8JqEIay7ZAoUs6OlahbXmqcBCFuYMTrzvgtU8+Dw9c0TRLCgYKkDAmDfSuJsGGBQYNAADyrX1XegAhgwMCDAQIMgGOAYJDjAEKt+Glfsdp2McNCxWJzmGaGzgiRgUbBEuT2bSTtMK7OWDynup83R4s2rX8uC0btIVV1dfDBcvNm+vHhW/1uSQ4wpPg7N8GFaENSaQEhbspGLaxL/Qn6xMGNVg8DzLBJofqZtUy0RcVrPGMU2FzBAn/YHDzKQeahU0ioCIvwVYnX36488hHvG3TGmW6bqcOhh5LIfIZykLrNP3DVQdPmi+YWF4xLT2083l7IFFTqc/c4Syr3tayQ/JoKKbQQcssJS16ufTDNAPSpV2Zf65Xo06jdR/3aQNqf0L0y/6Wyd+sT+LaYJ5aF/y8+HDmXzdxxwetw8wqCCfCBgEzrGRBHzzffLvSf89ZbNEpZng6/sgXXHFFXjc4x6Hk08+GQ984APxfd/3ffjsZz9r0ogILrvsMhw6dAgnnnginvKUp+DGG2/c9rrMoGGMKjTYQQ091EjhlYDWcCfITT7/8lBc8C9Vq1wuR18yk66uT3z5xKRtejS7lzbnYQGOTj6OY7DjBD+3ry3Aqc6tdqwIq9sTGuXWYW2g4O9pZauT8TAdOAgicMie8U4YWSGSfkMLOJSPHP3v//RnRchLEV4xLwsuFkgJUAyhLVSFhDoJ01JOARBLLNp1Qyx7PaXV3xKWn2/Pqp9Pt3R8TVlUD79tcYlFBRQGqm/5ymUR6r6vYv8VsMD1W6b+5+ehAGysPTxOLJgr2gb2ddBxxONkEmAY1DxBWpceYKju7bvc82NozREbfq93i4qNZ2u/DdA111yDl7zkJfif//N/4uqrr8b6+jouvPBC/NM//VNO88Y3vhFvetOb8Na3vhWf+MQncPDgQTz96U/HHXfcsa3Nn80TFQnMEGz5I6zKx+nYpJDDG2kFbf5ZyG7ihEhlbfwjvG+D236pmXyzJN343R1Ve0sSfZkzT8OLKNT5umG5TXTteHJY/NMxUwTb5uY2TIlq0+r8BtMIqoCpUDJGpDCBIMQzoSEybqrwX8vMu7yM82PpmEGAxSIKkBAkn5sQoI6TIdWhPL+lqDMj8rkO0RGWjpXO5aa5DrH9efcE1K8BmQ9/nTPukCh7VHQXSEgPYoHS9tyr+pzNg7Vjf4qQ6E/LDOhKjyvZbZZFSLKfQsleTBbZbyClY58F5Lwd0wKlZc1ATt+4Fg4fguHB4LMFSJvnMKS0o4BBrynMAAYp913HR30KYv/GNO6a00hohLnfbtAR2HL5wQ9+0Ny/853vxAMf+EBcd911eNKTngQRwZvf/Ga85jWvwXOe8xwAwLve9S4cOHAAV155JV74whduscKFZtDgyc9RDgD0P5cNEowMChh0NACI9B0iI7sWwHDgQF+ixMIIaKIsbHugwAjKTfo2+J0kKUGVj4U0Rg58ospX7gQc3wMDKBl4N0UNLFK+IUAWtX/DZMdI+PvtAg70gFKYoBzshBCwHNLxz3DnOaRhdegHvw2DqJDXT0+VsxSQygtJkIyDBwYLYq7zBpA8dhLISWNdy1cQAZQwPRGy9Cb3h3ncGyLLy/JgwZ3DG8Kc+aiQrc9mIEHt+LfBQinL74xgEGEcGhPPYo4odcqgIw3NHQUMRmDTPRTwlY7u+jHkw6RaIIHCYcvrgYvdoO3ccnn77beb8P3792P//v0r8992220AgNNPPx0AcNNNN+HWW2/FhRdeaHg9+clPxkc+8pEZNOwuOSlrBHsHHFTZ4s1Kh0jha4Ff1W/sexRFgEcwkSU0dlbbEMsxBy01AIDl6UCAuGTKi7MEl06Fe3B97MIMcHJ18Mwq4ADSMITtBA6cqnS+oHwPgu8L93Q6ZLCHOWnTQ2q7ahHuuuUrOPlRZ+XvQyxSv2hrWeC3wYOCAsnx+shDKGCEt1QGehSB+jHWT3J4Xr8LKudGBTS53RswXgsLL/BXLm08AwTAg4RWuhpUKOhjMGA+fT0RLIDSsnmhgAAHJlLF9B4ufQYRUnjrvaTK6M6LLAu3AzBkAd8GDE1TBuxfnkIDxzXC9qJPw1lnnWXuX/e61+Gyyy4bzSMieNnLXoYLLrgA5557LgDg1ltvBQAcOHDApD1w4ABuvvnm7aswZtDQoYlAocq2SqB2yuhpI6BCjiVeDoQ3RVRCs1ePKeGSRV1f2yCuSi4OrsvGtBQs6SeZKbithk9plgETIBgQAPB5EA5MBClpPQzwwKB51PRGgENw5zhIAQ5ZE5A6Lt8nwbqgTm2ZK0Jql2od/vEjf41veMa3FDAi8TRHraKEFKaiKyDWk8CD7rZQs4OmCwoGEiBlbUYBEHRuBcmRstMkiVzVOiUwwdqI0qcTyYEAvbYuRsEnj6WJTV/MFeNAoQj5DljQ/AoqXD52pjRgJWsXiD/VgzUJA6UBxbE2wQIG5PuyxXKTgKEX7wBD5bsASjOU+5VmCQ7bDdqET0KTB4BbbrkFp5xySg6eomV46Utfir/4i7/AtddeW8UFt6iU9D5uJ82goUV+bnJmBbPibwjH6oby9/JOPSGyfdiTr4egp20o2y8t76nahhinNyjpCSiouaHSNgTHW+xfzWfCxM0FLmzDZgoVXA70ZF4N4MCJahDRAQ5NIFEDh1wfBNcl1GGqKnDIzvs5CKy5QrUImkQfI4MMSXFq1gCAZYiTf/xqZcrnNA8h1Zy1CYH6sAcgUkwCHdY7pLJsVYOQ2zJl0g6jqYTTCYdbkACQ0HVAwca1hPmIZoHCsqMi5+lqF0qdN26OKGXC8VIwkYU9RgAD6vvWTgkj4LXTW4DBp4deN0AH6rS7SgNXZAs8AJxyyikGNKyiiy++GO9///vxp3/6p3jwgx+cww8ePAggahzOPPPMHH748OFK+7BVmkFDl1gKj0UZaW3zmCgS0jm8UYZQ2kRxArWCmskDkanahsok4NNLFnPVSr/SKDgB3OIFF2eOOdCoYLuK+W7ITAFA0ilIWY7mPA3/Bn9NwCH2L5eTRJ0PY6CQzA+rgAMyYKghRBbU1MnujEnTwQGw5goFFwKEEHDOa78fg6gTozokqhiPdWXwoJoHa7bQ+bKAgfw9CgYQgftd+Qfn01BErwIJhGDCWhSCjMRa8uaJHM69psK6CmOQwLUt4UW4a1/Tit7xGgMLQG2KgJDPBAGH7E9hzBEa5wAC3L0HDFTWhgDDMAIYEj8fZpwZcxo0AQb7MWT/B30MQwtcUNn3QRIRXHzxxfiDP/gDfPjDH8bZZ59t4s8++2wcPHgQV199NR772McCAO655x5cc801+OVf/uVtrcsMGgxJfemFfrruO0SSxNu0QyTx0xsvgIMvq12PHdM2FC/Gkp7SZm0DCp+uM6UBIaURDAIqoOPDsvAm3ijhVdpAbeR28sSjacTyRRKEol+SEp8h3a4CDhSW4UBABgp+B4UWnr/GmQTCIplZ7Mes1Kwh0I+K3fKWD+Jhlz4TSxX0pKHgoRPoB1jwwKAg90t6gAuQwDdahtQ1YBABqCYCKEBCRS0/ktx7WV0yDTAwefBQHjMJfy2dBr5weqdtKOmj5ob7ErBCvgUW9C9rGLSs7IsAVL4LBhwknvX5C1QHAh3af6OAgfhOAQx1PAEG7WUDBlDS8/vWSBP8QxA7LgzQwC7RNponptJLXvISXHnllfhv/+2/4eSTT84+DKeeeipOPPFEhBBw6aWX4vLLL8fDH/5wPPzhD8fll1+O+93vfviRH/mRrdXV0QwamMaeo1v92/sOOHBRRZAb2VinFXedJ9x4E4WLzezNFkb++rJaQtiXbwRmT9vgTp+Ukj1VCsX5kniairfaugUzBfPyxZg6RgZZkCmvBphofdgq9p0FDsx3EnAIQvZ8CxyKM2bkZwSZAIGOmo7bLOH8GpKgDyXs3q/ehWVKGx+Pbs9U8JDaKeUY6oV9DOkXEUM+wjo1eZl4KoDQ+gdE/oug4hSp74sgYyABBPMKZeBBgn+KM2QLKBj/BfNMavmVhSr4uOki/AeXxmsBAAUGpVyrWWiDBes4mXpACv9R7QLVSdwBTtA44rEdgMGYCQYdH6UjC2AoZVbgwAt+x7fyY6C8sYcobMdJJ/At8tgAve1tbwMAPOUpTzHh73znO/HjP/7jAIBXvOIV+NrXvoYXv/jF+MpXvoLHP/7xuOqqq3DyySdvsa6WZtDAVA0EJ229tqCHbXvahiZris9G6GDL0jTMKgtHLgskRUvcKm1DbyeFLcf+naI1aKXx+RloWMCBUl+4dKE8qgofdHg3gYdDOmNpi9mgpInOlBOBQ7DctMU94BCHQEonCtioQwcFPcVcISiKD9Y66P39/tkhqCaLHSWz24QHD1rLFF92W8Qxo5/WLmCi9HvMV+podSuS4rTWZdjnnjDPt/X+TJl02++nVNckLLU8UdnkBDRQhLLLW2sgyjUfyMXCXutgzQ9eOwGo0yQLdTZrFDm2whwBYFOAwd+ndE3AQE6MBjAQr65vQqPcXtpRrcV9jGTCeA8h4LLLLlu5+2KrNIOGilR8wQpgAFaQOwEr/XSFteTZMUi9mo48awHrsUtVdicsT74tHhPDs7YhkHOjSSc1aOH82KCZQrOKU+A73hvZTRECsn+DtrHUp+PfMAIyNgUcPLzRDggJOGgaAWSRJsRAGh5pmysEVpirT4PXOgwIOOWJj8pARE0WsQpJ+EsNHorZQJ9/AQnaKq07AwhtovZHHPPIICKGON+GVJd8T2WUC/9STqGQs/HztOYIugeMQLfahMJvFVAwICDx9LxXggUGASbMax0KOFEwUJkjoECC2kTnJFQ+DLmSHF54TgUMk0BADg8VOCj8S1hllthNwHAEzBNHE82gwVMl8BsSuxnVkb5+jmuyo0BjQLd1iTI6S+NxwQ0bt2Vtg6lESjcUAWeEP2wTqva23hcnUxlwVCCGs1A9VgKHRtdK+iRkFzjA8dsu4OA6KG+0DIh75JOGqugRip+DMVeIYAiBnAOVnwUECIIv/aer8dDX/rAxWUwDD+URLlJdtA/UNGEftZok+CuccCAiBgQgAwmd/L2jYxaxAhvelRahMyeHKrU9fwEGIBTuBSQA1lQReRTeDA6U1+AEe07jAUAHLNg8BFKEyhYGChvwX9D6G+G+vYCh6Xdg0hBg6ICDKYAhbPCUxU3TwI3fCo+9STNo8NSS/aAwZ6JYeUKkv6H8/e2XqHl6YODzox2WhV5LgNNkX+OdVInAl/VWyjwT5UpRep+PyvKahdxu2DC9Gd054cFEoGo1KAswPatBd1kwDzh+ppzpwAFQ7QBqzg1kNeYgyWltLLUt95N96CzYGAhkkaRbNIXBQ/F50Oe3FAUKKS6bIBoAIsSjqrXkYGoElcVWmADF9h1vqD+ovvmPHf81NUCA09TY6/I+ZhkJEtQaRv2ZBXrizfem3zWc0xBfb77IdRB36iOVBebjTAzat9PNEdQ3fE8ystolMQUwaDjxrQEDCmAYtCyuh/uhwW+mXaEZNLSoZ15oxbV8D3I4wJNQBTyEw31enlE9CFAJRtk2qW0ofLy2wcytNLsmXlp0StdyijSUErZ2LzTBBPNVgcFgYAxMUGcxrqm6hYGDCj+pq57LNvWeBhxi1FTgEAPafg6xDwv4Esc3hWYTAvk6pH467dmPLwJE41DAQwQnrHnQoUlmiVRVffbwAAKStBRlIg/chgKlSv7Wc9E6Cufi/ts42edag4N4W4Rpy2nSmzAMeHAmBJMORXiPahYcWOBy2AGSAQRMXVI+SmPCCAhoGUcFYFCtUwMwGD+G8qCa/HaFZIi/rfLYozSDhhatMlE4bUNeMvukLBFZ5TpJ29AI34y2gQUrgwyT3skzzZcmeyPgG7xGfRR8nO8fLtfXMQuVYqYw/DQr4yu4eiqrYOPb4Qk4aFd3qrjrwEEQ8yYzhCi/fAUUJ8nStSF3Roy75x/uzDstikhL5aGABxB40PET/F9Kw8Nb/R8MgECqNzeXeoGBhFYrDt8S7uXBFNjQkiHt3RO9cKelaGgPekDBAwH+m/m6uCLINbw2UTCQgNBfilOhnXk1zA6aflcAAwn1tqmiv1OiG+55Y7NQchM0+zTM1CQDDFJYaMSBhGtOXIMDH7Vr2gZX3ka0DW0+pb21GcCVr86HuYgJTpFSFw3AOjN2hI+4jCuBgwcf0Im/JNpR4CBBz3NO/at9FysvaeYNVHlvrjChTuugHasmjDs+ciNOffK35E4qMaUHtPuymApFKAUUUKCwJQDQr1i2AEQcU3Aggp5p41ly0SXWUu2dUFNz14XGVdk9QChhvesKKABtrUIn3xhYyHlznIYVnkWjwNcchgowrPRfcEAA2D7AYH5w6YXS+7xoAwZbRwrbaZp9GmZqE0vKxr3XNiC05jYnyInHEdU2eB7sFGmb2T3wSezffCkknEORh/kVaeUloWQ0FRxGdW5pFlr8gA5woG7w6TW2COa6jMnAISTgYPqzgIEMrAL1UIV+FBSkSIHbXZFrm65ieqN1EGTnQhU4qjFAqjlZ3aGCx2okSDhqnPJg8wWsBgLEm0EEoMJFcj3UydM8H/NUcg1GAUFNbYiRw4RaLzZ9yyfB5E/PXyjOaxUKnxLe1R6kvz2wwPGm7tK55t0Ryk9KmlwJoTgK82cr5LCWcO8BhsZ94PKE4jUtCjUBg0tv/s60ozSDBiZx10bIp/DA8eVaV1vxnmdkuvb59EY4nMv0ErLwiZOqSj3KNknb0BCedDOmbQhShJBxiszJdNWbwlR+5b8kVLj/XPdXZYYkkMjGbcBJ9k2w2QELHDiiFv4c3QAOpOmYBByEBXopvxwN3Wqwa1wKUC1Cc3eFCm7qf6g5gMDDgUt+IIE41S+os2N+DGVopk6Pz7q0LVAqIRCgfg0RDBAQCE67ZICDBxKlHdwXwT2XzVKWWbnr+9oFvuf8MdyCAw0Tl8cDBSBQGLAZsJCFv+Z3fCElndEuKE8S8KZTvDZBwYFJs0nA0Dz2OZh0Xe0ElV8BBg4ftjIyNkizeWKmLplZ1AdkSdZJy9lYkFNCc3YAgQJKsmvaBtnMFszII0/oXd72b8tM4QGCqS+3KTSAAwvzCsRovtL9LI9NHbRJOdoBB9N/GwUOpuOQRWPPoUTvtdJp2d/cXZHSCIVDAR2ph778W1fhgT/57NTVbJwo4MFqGJDBR4DVPuR6kPkCOZ60C9lEUp6fCjnTz/zQ6CI2vZ5gpwiI1rScVfuNhMavweXJYUYr0QAK6T9Oa/K7cBb6mgeJZ2tbZc6vdTaC3WoauB5NsFDFxaDWdyS838FkwMDCHm3AwJ3uAQMr5bqAQXnslm9heehb47FHaQYNTIPEI397WgJPTqNgt1+O8FHBQ8JBV/Al3OXlWTnnwmptAyhe+cH5FcCyFyo+15f4GKdI77fgz24QV7VceRJsmjflMZoQqfN2nTE5nrsXlkEGG+7F5fAmcGBtxlSNA/FOcMnVxTtIonRCs7IdJ8kCQ6A7FbzJYv0fbkur0PigBQ3wwOCAwBI/M+6XkMovQIbGUu6X1CepLSFFMpAoWrrW0OMx7xKsovxMutH2XmwbeDskECic2iu2rrEvQ2ZuwpWP+LImggXNwNeaRgqflYChdY82YKi+XomJgKG5hbIGDE2/Bx+ORjyFNXDlTDtEM2gw1Bh5XgMA0KTlpOsYyOj6NhCLzWobsnDgdDG+WlkbIe23SabEAcAg0ZmPhTIL6VyEOykSKjwpYQ4rMtDzMwKdg1pgYpV/Q6uclvmiAggTgYOCpUB5THOLa6wHJ9lcwW0W8nPIz72FckrbJc2YWVgn4R01P2Sy0HAEHP+QM63KXXml55j1A8Y0QdXSupH2gvunPLv0vwdzuY/iIGSTBACjUQillpTZCuMNE4EPlkWxK+x7OwoSUDJXWzTpMWqZ1oyBPlgw5oQVYEHr5UwRTbDAfSaFTxMcoBHmhXUGATauEuKch8rsAYZuOGCBx0i+XaHZPDGTIdWbuomVEsBMZ6PaBkraAxRU3sa1DWVlmAXYIJCFK8eVnX0DGASQQM4+Cco3p3HgxfWJEZJNUOL4gcwU3GeekrAGaTB6x0w3gcOUEyMb+brAwaUHLF9KXQMHQQJj+ty1r2owUZfiw5yvQyrImCwUPAA4+TseV4SUHZxQIWXAgwmnESmhCHgPIGiokWjM8dyfsbmlH1Ro6bZS02on1DdDraFVmw6KgC9pPJ+GecDwqB0jYfLEe70eAwvt8FIGA4aVvgucfgwwCIVxPrDQ3kXAoOFTz3DYaRoGbNkWMsznNNx3iFfbHNbTNlSmByvUmwDDz65m/m6Ht7UNgK5ux8wUXttg42h3BGjiUQAR7MqmAhoggdkAIS0fBVMV7yjHeWG7ykzeBDpydV05rboC2D3gkABkCKIyMgOg2K9WGjX9HLQjvLlCkL6eGRLvhtahcIQA+PI7P4CDP/+jiGLPgQcaawoeeKwqN6H+5Z0TOTvZliQNDi2pPP/S7rz9l/uS+zD/Z6m9H8JS0ywhqHq9KlY4uRPcVTyKAAf6QCH/R9qLnDbYeo2BBb2Xki7nZSE/UNs5veHlhD+lnerwuCuAQdNQvStAwW2YaUdpBg0tGgUCgJlhffyOahtgJSMXQElbTpEejGzaKVI1GXqfszszRRYElBBtMIFQ18mbM3LekjyGjTlGTtxRsa3Age9zO2IoA6OYl1b0lNGYK9qcE/gIZTalPBV4UMGtY6sMSCiwyEAlgxAY8FZK7wMIn8cgNRJ+uhsjNz0PJ+753ITSL9QbG9ty2ZAn4m9ZUNd1rrLRSr8CFkJpqb+Nv0Li4cEC55kOFmzYprQLlG6qw2MlzPmHbQYMHK6L9NZx07tBs3lipop0UPSAg5vbtkXbQDspVn6TQig8/Y3Cm280PgkNFSCsReE42KyVQKQmjJopvGYjUHq9V2fJ7DTpzBiufBa2FZggwZXjqYzdAg65K6iOMPcOOJhubWsdIj9iNqZ1ID+ZymSRnv39v+PbcmNKO/SuDR50jGTtA0gr5ACE9mkZQ04LkdoT8W8ZUE0wQc0sHbX5idb7Qvjebs3hOciZMIxJQtx9/s+CkK4JIvHnfCvBAvFtmiI0Lwlt24AaGABo+y8QnzHAsKMaBg5XoOB8HHYNMACYQcNMbdotbUOOIzElPjxQXk1jy4MTuu0tmDB14t0PWzkp0pgp/G4KFeJado8HOtswPXF52VfBtd+VbYCFY71V4IAW3ynAgQuQKDDNoU/6qBuAohoPniGZLLSNkAC5+97kwGmNE4AFlSHYOO1Pq1kQWACB3OFs4spN8uMut6K0WQWqAWHgGzue/a2hiXNyXUZknB8NlVs0CA0A0hDoHiiAx0QKY+HfjKN45l2BAe+TwPMIjzMOp/Rd/4XEeypgKAJ/BwADp6f7Ej7xoc+0JZpBQ49a2gYjwFNQFwyInSlbAEMAXiHGLZ9JVEzSNtgyo3xXiUn5vHZD41GEdZUuvaV8UuTYzouSfQOHPqFUkxvXEr5GLlJXGm2FitmpAIHDU9dsFDgAUqejusPfS4AsJD92oUxdc4UKLaN1gKKB0hlZwGvBFjz807XX46THPSY+jZQ/g4fUQH1WBbJwuWMAAjkPtTqHOQya+z2Xww+GqTLTTIoaxwxNzYA+SZT6gsLNPejBOR5jQCGVzem3FSxwWCVQ6zADCCjMCHTnG9E3XbAw3wRgwATAMBo++sS3l+ZjpGfq0q5rGyhOOJwSSHIoowm8ygdYwU7xBnSkdF0zhRGwdZ3tFk/TcVkgmQnSoJ8aOBjBzABF43kXBKiuovKR/Bs2Chy4bH/dSRNbFCvA8pzrlnloA0OciCXk3FbsCwC/uyLz7WgdRDN2wsgkZUwDguLzkNJLbiQ996x9wCiAUAHZ1EKkSAmkSdDnEOw5DTFME3kUUbZqTpl2rQ9HK86H2bR2/NagwpsqekDBlufNEzGN0HVVx6lgIV+X8K52AaHxnYnCq9IuuPJ6gKFtqnB50Ln2fDEhPDEZA5HbSSIDZItfqdxq/iNJM2hg8oMuQ356GYO7R7ndFm0D5elpG4yk7WkbkqBYuQXTC2jvX8CS253d4CX+NDOF01Dk8HZ8nlRg0wEwgjq3PzjgoG3kx7VF4ACfZww4NMosfZVzWy1K3l1RV77SOuRx4WqmTPP4Ak5/wQ8k4SS5TuzzoAJPNQdCJeaQFQBC89mhU8ZQ/czs1tkcWj3Ywmczi8pV5zuIuegDh9ahTXpj2DeAgkmjPFoOjJyvBxbyfeFtgAGwIe1CTO/iqQwW0jZtHzA0TRo+f4tXo8yuRiJ1qmnPTpPI1jUFe9iUMoMGQ40HSZNhvBcLDHpgIF1vWduQHSRVqia+QBGuQJmldYU/YqZg+3Ve+Kt6n0FA7pHGB600jd9NIVqMM1M0AILnVcptn9/gkxqgQk+vuaNCfBr0gQNfN/J64Re7NhTfEK1vQJ7PNZ0+auURhaBUaUv6jtZBkg8EV0ygSKB0CgGD2z/wxzjtuc/Oz50Pni6Cv5irrPYhpomXKvFaAEI7rXSmr1YBAPogapBlpZ/mdZ2AKslqMoka4IAuKrOEUB5plFcBhRhm0gmF+f5inpPAQiNd+tveGZGeoFgeVlAHx8fzbeRFKKc/spD3983yGml64VVesW2ZNABm2irNoIEov8gVSAB4stgdbUNkGoR8DkxlKS+ojKlOkaTqz/XPoMI7RaYkAVHAIZg5rPdtCj3eaDP+Da3zG3YNOPhwypubx8BBEHdoDAAW6TsKLd4tAII4UUvizOVpYUbr4PIh9SdcTM6sHROA9cP/UG3TbIIHzWq0D6kkQnKlmpJ55Rp5lMVDX8q4KAI6pfT+EQ000IIOPXnRDHeB3iSRqmhKay4M00PN84amF1eEpjOC1L4vQum2BBYYFMCm35B2geOUd0uoM2Bo7GgYNVVQm7YCGAL/3Q0yTidb4bE3aQYNFfHshvhwvdDekrbBxlUG2ha+MEbjUhejyndViBggBRpJ2y/faAWcBiGq5EIyOTR2U6CUZVXQMdz4YfoGdgS/qiS80DVtHMm/E8ChWW5A2dpJn7o2/Fwb2MySV/UKs1JDeFqJE2m9wyJeJsHmTRZ5rMTwfQe+IXW9Plc76Bh8sOki8yYg6VLH/wUGaBQQQXXj8lRAuFfH1gEV5X5cRSPzsp2zGwK8mUn7yfFuaRMS3y5Q4Dpog3ppjfBugAVgxBQBVKc9wgtjX7YTwF6ou7ocU4ABiKc5hi36JMw+DfcdynNpBRJQAn0iO/eiAhUVyPC8G0jBaBuKMPdpilMk8WloIaz5QcNIGHLdHdAoc/fYlzAtL7Z+eB+I6f4NKmwaZg7fjz6fBjt1+7YCB+4fBQ55/o0Fem2E4r4CFGxbCsDsf7siPiYdHzYvghfQWlvglGc8JU7ugcLzs6ExEwokyMOegEZsdwEK2hDWQmhc+aZGyEWaV6tT16pjXNQYIGiSjN66yFKQ5P9sfJVfGnEsXCmsxHtB3xH8zIMEKbACLHS0DhvWLgANUBBWCHZb1y0DBq2PBwwufqadp8XqJMci+RmmIaUq9VIjD11b5C7ta89m6KQzvOivc86pX9z6rcph5sWVKq73onMdDC8kME4vejBpNY2TnL3DW4ZGfqknjOb59JCVK6HJE1kvneMb0qSsoC+3zU2Irf6M+dOkPLh4SX0hoQgd9wtDsEImlfuP7/rdbh5IiJqkXEbkoZ9vFk5HaUUAGVK6wdZJgJQ//jSf8st5B4qXUveqirKFn+MVCyjlaf3F1c/2Q/rB9hu3P/fTwO3hutj+s2k7z0XjBh43IT3ndp4goaSnMZrfSQ8YxsaleXcCFGx0AUNjPG8ZMAwdwOB2f+wKbWkg8uDamzRrGhok0BUUB+rIDu1EOgZ4xb5RbUO7YKjgMdoGWsZnbUNJnnnGyxQY6vg8A04wU6hPQ+FVf5vCbMOkfun6N3gNQFqxi9l50f7wVdYs+PStz3MHiUKt89luAJvXOGAkTpCeQyxMqrhyT90Vw5zWIefXuifemoYpBqU4NluoIMqPSGwm4X6WEpYXtEL1dc/ZaSGyMAiUM3eSr6vGp/pwms5r04sanY5bkV6zMJanZ4rwfhFC2RjA5b/B8W3EiYtLvKqVtbg4x5cF8hTtQiXEUfJW/Di/oCp/2wEDhXvAsFWLwVSSYYBssbB5y+V9kpzw3nHfBqBMJBTnD3zy+l1OUwEAAgZZSK44u4HrR+DA8qG2NLdhlr5qmRLqrZDtL2tm+RtK241gngIczBcutwk4pDKa+bX76FEIcQsuLqdt8NL2Adq/QvxsnjStVkwUPCAAJ337+bWgMmDVE8Xl56IAgsJQ6lAaFPMJlZ/7zlw4eeuFL/PTEkIzqk2N8bcqva+LjMQ1y+EH1BDs7bIozucB2mYIyucFeS3QKQ2l9WFNLYHWuyfUewKf+bbS9cKZtwcMThO524Bhphk0dCnPox4kAG6297M/5WHBC0QHmsXCSpYcJxkcVHFNrUARzADsatyBmQBAGHyoICUyjo9A0SooqEBpiqQ6FUHvP2rlBLjKl45/gVl2k3DJUblstxWThftOAwdB8UmALbcIbqqrtOK07VLXn58F8+Ky9P/UPiMM8yOnLZqOcVjsQ96qyRM+gQErRVyN+Fm580Pqb2dwSwrLlo+DATjBZXBMpRO1kpp5Sht8X9q8bSBT53EPpRvWiG8BAqwCC8BKv4VU/5XaBQ4zgtuBhaZQb8QxKEjpmnHbCBiauHcnSLjztsJjb9IMGpiafgqhjh81OzTyGAFOp9/10gosYiFNRGWmoDTFKTIXlnnGS5biwcRXddWqdL9NQUUA9ibY9DBF8bHVsMJdqG8YbFAZZismdeOmgEMo+UaBgyB//Aqh0X4PALjNzThzYHQR+ProGvXR/sgmh1HwENLj5FkbuPPaj+F+j/5mZIfJqhDtNx6DLSrPNUtPd2ZIG0TYq9IBsSwDCFqmvO2eZ6eAA0o3DSSMhdP1iFbBgIFWms2ABU3Dwlp59QBBwxxhAIK/B7qgALDCfhQw5PwbBAy7JYcHGXk3JtIMGu4j5B6kl905zZi/AgtsDWCzhqrzW7ih4stxnXQcPtVMARLqFB+xhK1v79sUG/JvYKGpPOF2RHS+eLkSOBDjDByEhPUYcEgPoQkcBOXrmMqDHk0XOFFXaxyYZ35sgcAVqj6Cz6+d0AIPXIapR6DwWvJlwRP0uROj3Jl635vkeBxSGStABLetdbdrAqBTZg0QgHEwMFL/KUABsFqFVrpVZogcNw0sdIX+Ku1CQ9ivBBc+XUPYbxgw+Hwz7QrNoIFJUAtuI5U1aAQ0aB4GCpI28TfTO/5j2gagCPcc5YS8MVNY1gEoZoqA5hHTRuDmTJGRF9IZLIz4N4x+n8IDB21Kz7zBLFLiJnDQ2x5w0L7ywIGbHJDPXshd7OSuBw6gMo2wX9T9Wrp1utbBdKEHD2EMPMR0p//Q93cn11HtgzaMO7eSeIARnLmT9OG5MWDkIz1gX692dUciuM4bCOaO7SX0wn+MMQnfdly5bmoVXHk958eVYEHT+DK7gCCMgAmMmyNye0p8z+xg8vk8Oh6k5GkCBqnL3hUSQflox1Z47E2aQYMhqQBAlN0NkLBK2+BVFJtximzGJSFnnCLFpU/5G3mjsFJJSllZi+AEvRXspdwsW1TOKIgI3jGy/GUAEEVUa0eFxI869YBDBhiyOeAgLPg7H7kSWJME8TIAg/rG9gO1h3jo00Lp7hzZOklSAYtvW6YMZoovQxM8ALjzmv+B0777mfk5gfgWdiH3V6UdMM+ypOsKfQYSQmEQd+/SdIKKdGk0bozy4GiF99JTRVrpfFi+bwCARtrg+fprTtNIV636O+UGf1/lQ+mfMUEvjfzAxgADl9kzVWwBMOyWT4MMUnxzNstjBg33IRKgCRyqdDZN07QAyjglvd66jz2ZuKZTpE1jVrXsYGnyogIBFW+SQGymqP0bYtqeMG1+n0L7horJTUIEBP57F14TsaPAIaWFmiiouubaPYIc54EDSmTTSVIFMewOC9M3xB8uDPkJoAse7vnSrWVy7fg9VPxSHSoNhBmbfgx2JkTzkFzl/CRcN04rsnlalbenQWjl5QfqhXUn/Uqg4NM14jcLFnJeL8gBrNQutIS049fM24jbUcCwlbGxEZIBW9c07N3tHjNoqEjsRJiDBZXQn2KmQCde0mmBTTMF1UGgszzxAIAVZzcA42YKKelbX9NsmSmMlmHF+Q1ekDR9FQYgLNq7GTRzaytmJfxXAQdB/xwHbZ4DDtqd9pRHVNoIrIprggMn0E13lWdSxYe6fTkNUQEPsSKabt9pp9l+FES/B61rR/uQeeb2ik1DYyRX0COsPKZRU0ZZI7RrAmEsbILQd/lGgYLe94Q/XVdmCE7HwrORvwsWUpkrfRfQiG+V2RLmnbi6DLHp0AAMLadHX+ZMO04zaGhRAxA057umKYHvU7qexNisU6TZPpmEd3CJzG6KWqBn4JCFlM7bhYcR9NqOlhOmlLjKv4HqbxwjtUxBcxtkEegWOBi5NBU4UFoDHLxsI+DggZNNV7p0UpwR0lYGjfk6INAOCZ5sFYysBA+xcPV5OP27vqvyy8gkoF0X+YFNABCU1gs7U7EWkEiRVdhEGku/USFi0oc6rCXsmzycQO/l9Wkb6au4js/CSrDQSrNV7YLnuZ2AQVwaTAEMgtaJtztBx7p5Yj5Guketh+rDRMwL1c7n8zi1lEnf4J+DXVmcz1w32EknvYbz31Y88QsAOTKVuCID6MjsQaoVkT9qupo4QCsNnRCYp5+AzB5taU9eLi0cf6NK1X4YbF6TLjmDdeMqnnXa4Mpo5qfjhc1qUPOYY4XrcrmdYQj4+/dc2a1j7pf0LZ54zHCIdXDlVPWQeKRxztNJa441Vg2vhPIb3M/nb/Hr/Vbm9WVxPRp1bfQrpPRTaX8/beQbKA+afevHBzL/ul/Nc9Q6NY4eL/ch1WHiGOQx1Cq3cTR6EJonGnH2/ZKqjpsDDNg9kmF7fnuUZk0DkFHf+nCPi1jAmymCN1sMIe9GoEQ2X4C9FxcvCwsXOG6hy70GH4oTUwe6DqGYHhYw4UB650JJb3ZTaJpg08SVbiOPyoug5VIdNLzBL6+aia9JvyA+VIf8Ux5AaSuvxvne8LPli+HHfQ77fBbczl5d6ziuQ6vt3A4lGy8mb5XPjMFG2csl5K67qQ6Fn7i8hrQM/T900nXyCpfVoxavjcRPoVWCZWV8rUWQXj4j+EKpvrjk/EiF4tVUJo1ypKQX4pPTerCiJXihrDEN0GLq5oU1pQVgwDjHZeBQamDzpXnXgxFT9gSThPIZ7vl6av/OIoh13Lt6rEzhsUcpyF7Wk2wTff7zn8c3fuM3HulqzDTTTDPNtEW65ZZb8OAHP3jb+X7961/H2WefjVtvvXVb+B08eBA33XQTTjjhhG3ht1s0gwYAX/3qV3HaaafhC1/4Ak499dQjXZ2jlm6//XacddZZuOWWW3DKKacc6eoctTT30zSa+2kazf00jUQEd9xxBw4dOoTFYmcs71//+tdxzz33rE44gY4//vg9BxiA2TwBAHmAnXrqqfNLOYFOOeWUuZ8m0NxP02jup2k099Nq2ulF3wknnLAnBf120uwIOdNMM80000wzTaIZNMw000wzzTTTTJNoBg0A9u/fj9e97nXYv3//ka7KUU1zP02juZ+m0dxP02jup5mOJpodIWeaaaaZZppppkk0axpmmmmmmWaaaaZJNIOGmWaaaaaZZpppEs2gYaaZZppppplmmkQzaJhppplmmmmmmSbRDBoA/Pqv/zrOPvtsnHDCCTjvvPPwZ3/2Z0e6SrtGV1xxBR73uMfh5JNPxgMf+EB83/d9Hz772c+aNCKCyy67DIcOHcKJJ56IpzzlKbjxxhtNmrvvvhsXX3wxHvCAB+Ckk07C93zP9+CLX/zibjZl1+iKK65ACAGXXnppDpv7qNDf/M3f4HnPex7OOOMM3O9+98O3fuu34rrrrsvxx3pfra+v47WvfS3OPvtsnHjiiTjnnHPwi7/4ixiG8qGGY72PZjqKSY5xeu973yvHHXecvOMd75C//Mu/lEsuuUROOukkufnmm4901XaFnvGMZ8g73/lO+cxnPiPXX3+9POtZz5KHPOQhcuedd+Y0b3jDG+Tkk0+W3//935cbbrhBfuiHfkjOPPNMuf3223OaF73oRfKgBz1Irr76avnUpz4lT33qU+VbvuVbZH19/Ug0a8fo4x//uDzsYQ+TxzzmMXLJJZfk8LmPIv3jP/6jPPShD5Uf//Efl4997GNy0003yYc+9CH567/+65zmWO+rX/qlX5IzzjhD/vAP/1Buuukm+d3f/V25//3vL29+85tzmmO9j2Y6eumYBw3f9m3fJi960YtM2CMe8Qh51atedYRqdGTp8OHDAkCuueYaEREZhkEOHjwob3jDG3Kar3/963LqqafK29/+dhER+epXvyrHHXecvPe9781p/uZv/kYWi4V88IMf3N0G7CDdcccd8vCHP1yuvvpqefKTn5xBw9xHhV75ylfKBRdc0I2f+0rkWc96lrzgBS8wYc95znPkec97nojMfTTT0U3HtHninnvuwXXXXYcLL7zQhF944YX4yEc+coRqdWTptttuAwCcfvrpAICbbroJt956q+mj/fv348lPfnLuo+uuuw733nuvSXPo0CGce+6596l+fMlLXoJnPetZ+M7v/E4TPvdRofe///04//zz8QM/8AN44AMfiMc+9rF4xzvekePnvgIuuOAC/NEf/RE+97nPAQA+/elP49prr8Uzn/lMAHMfzXR00zH9waovf/nLWC6XOHDggAk/cODAtn3+dC+RiOBlL3sZLrjgApx77rkAkPuh1Uc333xzTnP88cfjtNNOq9LcV/rxve99Lz71qU/hE5/4RBU391Ghz3/+83jb296Gl73sZXj1q1+Nj3/84/iZn/kZ7N+/Hz/2Yz829xWAV77ylbjtttvwiEc8Amtra1gul3j961+P5z73uQDm8TTT0U3HNGhQCiGYexGpwo4FeulLX4q/+Iu/wLXXXlvFbaaP7iv9eMstt+CSSy7BVVddNfqFu2O5j5SGYcD555+Pyy+/HADw2Mc+FjfeeCPe9ra34cd+7MdyumO5r37nd34H7373u3HllVfiUY96FK6//npceumlOHToEJ7//OfndMdyH8109NIxbZ54wAMegLW1tQqZHz58uEL593W6+OKL8f73vx9/8id/ggc/+ME5/ODBgwAw2kcHDx7EPffcg6985SvdNHuZrrvuOhw+fBjnnXce9u3bh3379uGaa67Bv//3/x779u3LbTyW+0jpzDPPxDd/8zebsEc+8pH4whe+AGAeTwDw8pe/HK961avwwz/8w3j0ox+NH/3RH8XP/uzP4oorrgAw99FMRzcd06Dh+OOPx3nnnYerr77ahF999dV4whOecIRqtbskInjpS1+K973vffjjP/5jnH322Sb+7LPPxsGDB00f3XPPPbjmmmtyH5133nk47rjjTJovfelL+MxnPnOf6MenPe1puOGGG3D99dfn3/nnn4+LLroI119/Pc4555xjvo+U/sW/+BfVlt3Pfe5zeOhDHwpgHk8AcNddd2GxsFPv2tpa3nI599FMRzUdIQfMo4Z0y+Vv/uZvyl/+5V/KpZdeKieddJL8n//zf4501XaFfvqnf1pOPfVU+fCHPyxf+tKX8u+uu+7Kad7whjfIqaeeKu973/vkhhtukOc+97nN7V8PfvCD5UMf+pB86lOfku/4ju+4T2//4t0TInMfKX384x+Xffv2yetf/3r5X//rf8l73vMeud/97ifvfve7c5pjva+e//zny4Me9KC85fJ973ufPOABD5BXvOIVOc2x3kczHb10zIMGEZH/8B/+gzz0oQ+V448/Xv75P//nebvhsUAAmr93vvOdOc0wDPK6171ODh48KPv375cnPelJcsMNNxg+X/va1+SlL32pnH766XLiiSfKs5/9bPnCF76wy63ZPfKgYe6jQh/4wAfk3HPPlf3798sjHvEI+Y3f+A0Tf6z31e233y6XXHKJPOQhD5ETTjhBzjnnHHnNa14jd999d05zrPfRTEcvzZ/GnmmmmWaaaaaZJtEx7dMw00wzzTTTTDNNpxk0zDTTTDPNNNNMk2gGDTPNNNNMM8000ySaQcNMM80000wzzTSJZtAw00wzzTTTTDNNohk0zDTTTDPNNNNMk2gGDTPNNNNMM8000ySaQcNMM80000wzzTSJZtAw00zHKF1zzTU477zzcMIJJ+Ccc87B29/+9iNdpZlmmukopxk0zDTTMUg33XQTnvnMZ+KJT3wi/vzP/xyvfvWr8TM/8zP4/d///SNdtZlmmukophk0zDTTHqW///u/x8GDB3H55ZfnsI997GM4/vjjcdVVV43mffvb346HPOQhePOb34xHPvKR+Mmf/Em84AUvwK/+6q/udLVnmmmmPUwzaJhppj1K3/AN34D//J//My677DJ88pOfxJ133onnPe95ePGLX4wLL7xwNO9HP/rRKs0znvEMfPKTn8S99967k9WeaaaZ9jDtO9IVmGmmmTZPz3zmM/FTP/VTuOiii/C4xz0OJ5xwAt7whjeszHfrrbfiwIEDJuzAgQNYX1/Hl7/8ZZx55pk7VeWZZpppD9OsaZhppj1Ov/qrv4r19XX81//6X/Ge97wHJ5xwwqR8IQRzrx+89eEzzTTTTEozaJhppj1On//85/G3f/u3GIYBN99886Q8Bw8exK233mrCDh8+jH379uGMM87YiWrONNNM9wGazRMzzbSH6Z577sFFF12EH/qhH8IjHvEI/MRP/ARuuOGGyvTg6du//dvxgQ98wIRdddVVOP/883HcccftZJVnmmmmPUxBVCc500wz7Tl6+ctfjt/7vd/Dpz/9adz//vfHU5/6VJx88sn4wz/8w9F8N910E84991y88IUvxE/91E/hox/9KF70ohfht3/7t/H93//9u1T7mWaaaa/RDBpmmmmP0oc//GE8/elPx5/8yZ/gggsuAAB84QtfwGMe8xhcccUV+Omf/unR/Ndccw1+9md/FjfeeCMOHTqEV77ylXjRi160G1WfaaaZ9ijNoGGmmWaaaaaZZppEsyPkTDPNNNNMM800iWbQMNNM90F61KMehfvf//7N33ve854jXb2ZZpppj9Jsnphppvsg3Xzzzd2THQ8cOICTTz55l2s000wz3RdoBg0zzTTTTDPNNNMkms0TM80000wzzTTTJJpBw0wzzTTTTDPNNIlm0DDTTDPNNNNMM02iGTTMNNNMM80000yTaAYNM80000wzzTTTJJpBw0wzzTTTTDPNNIlm0DDTTDPNNNNMM02iGTTMNNNMM80000yT6P8HwgJREi1ft1AAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# mean is in bottom right quadrant \n", "variance = 10*pixel_width\n", "\n", "covariance_matrix = np.array([[variance, 0], [0, variance]])\n", "\n", "mean = 650*pixel_width\n", "\n", "mean = np.array([mean, mean])\n", "\n", "base_frame = create_photon_hit_with_gaussian_distribution(mean, variance, data_points)\n", "\n", "pixels_per_superpixel = int(num_pixels*0.5)\n", "\n", "plt.imshow(base_frame) \n", "\n", "plt.colorbar()\n", "\n", "plt.axvline(x=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n", "plt.axhline(y=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n", "\n", "plt.xlabel('x_0')\n", "plt.ylabel('y_0')" ] }, { "cell_type": "code", "execution_count": 176, "id": "2376390e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "max energy: 636619772.3675814\n" ] }, { "ename": "AttributeError", "evalue": "'Histogram' object has no attribute 'transpose'", "output_type": "error", "traceback": [ "\u001b[31m---------------------------------------------------------------------------\u001b[39m", "\u001b[31mAttributeError\u001b[39m Traceback (most recent call last)", "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[176]\u001b[39m\u001b[32m, line 23\u001b[39m\n\u001b[32m 20\u001b[39m eta2 = calculate_eta2(cluster)\n\u001b[32m 21\u001b[39m hist.fill(eta2[\u001b[32m0\u001b[39m], eta2[\u001b[32m1\u001b[39m], eta2[\u001b[32m2\u001b[39m])\n\u001b[32m---> \u001b[39m\u001b[32m23\u001b[39m \u001b[43mplot_eta_distribution\u001b[49m\u001b[43m(\u001b[49m\u001b[43mhist\u001b[49m\u001b[43m)\u001b[49m\n", "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[175]\u001b[39m\u001b[32m, line 5\u001b[39m, in \u001b[36mplot_eta_distribution\u001b[39m\u001b[34m(hist)\u001b[39m\n\u001b[32m 3\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mplot_eta_distribution\u001b[39m(hist):\n\u001b[32m 4\u001b[39m plt.imshow(\n\u001b[32m----> \u001b[39m\u001b[32m5\u001b[39m \u001b[43mhist\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m.\u001b[49m\u001b[43mtranspose\u001b[49m(), \n\u001b[32m 6\u001b[39m origin=\u001b[33m'\u001b[39m\u001b[33mlower\u001b[39m\u001b[33m'\u001b[39m, \n\u001b[32m 7\u001b[39m extent=[hist.axes[\u001b[32m0\u001b[39m].edges[\u001b[32m0\u001b[39m], hist.axes[\u001b[32m0\u001b[39m].edges[-\u001b[32m1\u001b[39m], hist.axes[\u001b[32m1\u001b[39m].edges[\u001b[32m0\u001b[39m], hist.axes[\u001b[32m1\u001b[39m].edges[-\u001b[32m1\u001b[39m]],\n\u001b[32m 8\u001b[39m aspect=\u001b[33m'\u001b[39m\u001b[33mauto\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m 9\u001b[39m plt.colorbar()\n\u001b[32m 10\u001b[39m plt.xlabel(\u001b[33m'\u001b[39m\u001b[33meta_x\u001b[39m\u001b[33m'\u001b[39m)\n", "\u001b[31mAttributeError\u001b[39m: 'Histogram' object has no attribute 'transpose'" ] } ], "source": [ "### create eta distribution\n", "num_frames = 1000\n", "\n", "hist = bh.Histogram(\n", " bh.axis.Regular(100, -0.2, 1.2), \n", " bh.axis.Regular(100, -0.2, 1.2), bh.axis.Regular(1, 0, num_pixels*num_pixels*1/(variance*2*np.pi))) \n", "\n", "print(\"max energy: \", 4*num_pixels*num_pixels*1/(variance*2*np.pi))\n", "\n", "for frame_index in range(0, num_frames):\n", " mean_x = np.random.uniform(num_pixels*0.5*pixel_width, num_pixels*pixel_width)\n", " mean_y = np.random.uniform(num_pixels*0.5*pixel_width, num_pixels*pixel_width)\n", " frame = create_photon_hit_with_gaussian_distribution(np.array([mean_x, mean_y]), variance, data_points)\n", "\n", " cluster = Cluster2x2d(1, 1, np.array([frame[0:pixels_per_superpixel, 0:pixels_per_superpixel].sum(), \n", " frame[0:pixels_per_superpixel, pixels_per_superpixel:2*pixels_per_superpixel].sum(), \n", " frame[pixels_per_superpixel:2*pixels_per_superpixel, 0:pixels_per_superpixel].sum(), \n", " frame[pixels_per_superpixel:2*pixels_per_superpixel, pixels_per_superpixel:2*pixels_per_superpixel].sum()], dtype=np.float64))\n", " \n", " eta2 = calculate_eta2(cluster)\n", " hist.fill(eta2[0], eta2[1], eta2[2])\n", "\n", "plot_eta_distribution(hist)" ] }, { "cell_type": "code", "execution_count": 132, "id": "68f283b3", "metadata": {}, "outputs": [], "source": [ "interpolator = Interpolator(hist, hist.axes[0].edges[:-1], hist.axes[1].edges[:-1], hist.axes[2].edges[:-1])" ] }, { "cell_type": "code", "execution_count": null, "id": "7170170f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "uniform_etax = interpolator.get_ietax()\n", "uniform_etay = interpolator.get_ietay()\n", "\n", "plot_uniform_eta_distribution(uniform_etax, uniform_etay, [hist.axes[0].edges[0], hist.axes[0].edges[-1]])" ] }, { "cell_type": "code", "execution_count": 163, "id": "2de329be", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eta: (0.3519491547025806, 0.3519491547025806, 71553511.0)\n", "distance x: 0.6923076923076923\n", "distance y: 0.6363636363636364\n", "[(-0.38461538, -0.27272727, 71553511.)]\n" ] } ], "source": [ "\n", "cluster = Cluster2x2d(1, 1, np.array([base_frame[0:pixels_per_superpixel, 0:pixels_per_superpixel].sum(), \n", " base_frame[0:pixels_per_superpixel, pixels_per_superpixel:2*pixels_per_superpixel].sum(), \n", " base_frame[pixels_per_superpixel:2*pixels_per_superpixel, 0:pixels_per_superpixel].sum(), \n", " base_frame[pixels_per_superpixel:2*pixels_per_superpixel, pixels_per_superpixel:2*pixels_per_superpixel].sum()], dtype=np.float64))\n", "\n", "clustervec = ClusterVector_Cluster2x2d()\n", "clustervec.push_back(cluster)\n", "\n", "eta = calculate_eta2(cluster)\n", "print(\"eta: \", eta)\n", "bin_size = (hist.axes[0].edges[-1] - hist.axes[0].edges[0])/hist.axes[0].edges.shape[0]\n", "\n", "bin_index_x = int((eta[0] - hist.axes[0].edges[0])/bin_size)\n", "bin_index_y = int((eta[1] - hist.axes[1].edges[0])/bin_size)\n", "\n", "print(\"distance x:\", uniform_etax[bin_index_x, bin_index_y, 0])\n", "print(\"distance y:\", uniform_etay[bin_index_x, bin_index_y, 0])\n", "\n", "photon_hit = interpolator.interpolate(clustervec)\n", "\n", "print(photon_hit)\n", "\n" ] }, { "cell_type": "code", "execution_count": 165, "id": "dadb07f2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "previous center: (750.0, 750.0)\n", "interpolated center: (-0.3846153846153846,-0.2727272727272727)\n", "scaled interpolated center: (403.84615384615387,431.8181818181818)\n", "actual center: ([650. 650.],[650. 650.])\n" ] } ], "source": [ "# scale to cluster pixel width \n", "cluster_center_in_subpixels = num_pixels*0.75\n", "scaled_photon_hit = calculate_scaled_photon_hit(cluster_center_in_subpixels, pixels_per_superpixel, photon_hit)\n", "\n", "print(f\"previous center: ({cluster_center_in_subpixels}, {cluster_center_in_subpixels})\")\n", "print(f\"interpolated center: ({photon_hit[0][0]},{photon_hit[0][1]})\")\n", "print(f\"scaled interpolated center: ({scaled_photon_hit[0]},{scaled_photon_hit[1]})\")\n", "print(f\"actual center: ({mean/pixel_width},{mean/pixel_width})\")" ] }, { "cell_type": "code", "execution_count": 166, "id": "e6968416", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'y_0')" ] }, "execution_count": 166, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(base_frame) \n", "\n", "plt.colorbar()\n", "\n", "plt.axvline(x=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n", "plt.axhline(y=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n", "\n", "plt.scatter(mean/pixel_width, mean/pixel_width, color='red', s=40, marker='x', label='Actual photon hit')\n", "plt.scatter(scaled_photon_hit[0], scaled_photon_hit[1], color = 'blue', s=40, marker='x', label='interpolated photon hit')\n", "\n", "plt.xlabel('x_0')\n", "plt.ylabel('y_0')" ] }, { "cell_type": "markdown", "id": "ba2c856e", "metadata": {}, "source": [ "## 3x3 Cluster" ] }, { "cell_type": "code", "execution_count": 75, "id": "b4e274ed", "metadata": {}, "outputs": [], "source": [ "from aare._aare import Cluster3x3d, ClusterVector_Cluster3x3d" ] }, { "cell_type": "code", "execution_count": 167, "id": "d9b6c7ba", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'y_0')" ] }, "execution_count": 167, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# mean is in center quadrant \n", "variance = 10*pixel_width\n", "\n", "covariance_matrix = np.array([[variance, 0], [0, variance]])\n", "\n", "mean = (1 + 0.3)*(num_pixels/3)*pixel_width\n", "\n", "mean = np.array([mean, mean])\n", "\n", "base_frame = create_photon_hit_with_gaussian_distribution(mean, variance, data_points)\n", "\n", "pixels_per_superpixel = int(num_pixels/3)\n", "\n", "plt.imshow(base_frame) \n", "\n", "plt.colorbar()\n", "\n", "plt.axvline(x=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n", "plt.axhline(y=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n", "plt.axvline(x=2*pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n", "plt.axhline(y=2*pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n", "\n", "plt.xlabel('x_0')\n", "plt.ylabel('y_0')" ] }, { "cell_type": "code", "execution_count": 168, "id": "87f061a6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "max energy: 636619772.3675814\n" ] } ], "source": [ "### calculate eta distribution\n", "\n", "num_frames = 1000\n", "\n", "hist = bh.Histogram(\n", " bh.axis.Regular(100, -0.2, 1.2), \n", " bh.axis.Regular(100, -0.2, 1.2), bh.axis.Regular(1, 0, num_pixels*num_pixels*1/(variance*2*np.pi))) \n", "\n", "print(\"max energy: \", 4*num_pixels*num_pixels*1/(variance*2*np.pi))\n", "\n", "for frame_index in range(0, num_frames):\n", " mean_x = np.random.uniform(pixels_per_superpixel*pixel_width, 2*pixels_per_superpixel*pixel_width)\n", " mean_y = np.random.uniform(pixels_per_superpixel*pixel_width, 2*pixels_per_superpixel*pixel_width) \n", " frame = create_photon_hit_with_gaussian_distribution(np.array([mean_x, mean_y]), variance, data_points)\n", "\n", " cluster = Cluster3x3d(1, 1, np.array([frame[0:pixels_per_superpixel, 0:pixels_per_superpixel].sum(), \n", " frame[0:pixels_per_superpixel, pixels_per_superpixel:2*pixels_per_superpixel].sum(), \n", " frame[0:pixels_per_superpixel, 2*pixels_per_superpixel:3*pixels_per_superpixel].sum(), \n", " frame[pixels_per_superpixel:2*pixels_per_superpixel, 0:pixels_per_superpixel].sum(), \n", " frame[pixels_per_superpixel:2*pixels_per_superpixel, pixels_per_superpixel:2*pixels_per_superpixel].sum(), \n", " frame[pixels_per_superpixel:2*pixels_per_superpixel, 2*pixels_per_superpixel:3*pixels_per_superpixel].sum(), \n", " frame[2*pixels_per_superpixel:3*pixels_per_superpixel, 0:pixels_per_superpixel].sum(), \n", " frame[2*pixels_per_superpixel:3*pixels_per_superpixel, pixels_per_superpixel:2*pixels_per_superpixel].sum(), \n", " frame[2*pixels_per_superpixel:3*pixels_per_superpixel, 2*pixels_per_superpixel:3*pixels_per_superpixel].sum()], dtype=np.float64))\n", " \n", " eta2 = calculate_eta2(cluster)\n", " #print(eta2)\n", " hist.fill(eta2[0], eta2[1], eta2[2])" ] }, { "cell_type": "code", "execution_count": 169, "id": "cd109d25", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_eta_distribution(hist)" ] }, { "cell_type": "code", "execution_count": 170, "id": "c38b2b9e", "metadata": {}, "outputs": [], "source": [ "interpolator = Interpolator(hist, hist.axes[0].edges[:-1], hist.axes[1].edges[:-1], hist.axes[2].edges[:-1])" ] }, { "cell_type": "code", "execution_count": 171, "id": "04a9a588", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "uniform_etax = interpolator.get_ietax()\n", "uniform_etay = interpolator.get_ietay()\n", "\n", "plot_uniform_eta_distribution(uniform_etax, uniform_etay, [hist.axes[0].edges[0], hist.axes[0].edges[-1]])" ] }, { "cell_type": "code", "execution_count": 172, "id": "9e00f659", "metadata": {}, "outputs": [], "source": [ "\n", "cluster = Cluster3x3d(1, 1, np.array([base_frame[0:pixels_per_superpixel, 0:pixels_per_superpixel].sum(), \n", " base_frame[0:pixels_per_superpixel, pixels_per_superpixel:2*pixels_per_superpixel].sum(), \n", " base_frame[0:pixels_per_superpixel, 2*pixels_per_superpixel:3*pixels_per_superpixel].sum(), \n", " base_frame[pixels_per_superpixel:2*pixels_per_superpixel, 0:pixels_per_superpixel].sum(), \n", " base_frame[pixels_per_superpixel:2*pixels_per_superpixel, pixels_per_superpixel:2*pixels_per_superpixel].sum(), \n", " base_frame[pixels_per_superpixel:2*pixels_per_superpixel, 2*pixels_per_superpixel:3*pixels_per_superpixel].sum(), \n", " base_frame[2*pixels_per_superpixel:3*pixels_per_superpixel, 0:pixels_per_superpixel].sum(), \n", " base_frame[2*pixels_per_superpixel:3*pixels_per_superpixel, pixels_per_superpixel:2*pixels_per_superpixel].sum(), \n", " base_frame[2*pixels_per_superpixel:3*pixels_per_superpixel, 2*pixels_per_superpixel:3*pixels_per_superpixel].sum()], dtype=np.float64))\n", "clustervec = ClusterVector_Cluster3x3d()\n", "clustervec.push_back(cluster)\n", "\n", "photon_hit = interpolator.interpolate(clustervec)" ] }, { "cell_type": "code", "execution_count": 173, "id": "2f878b6c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "previous center: (499.5, 499.5)\n", "interpolated center: (0.6521739130434783,0.6140350877192983)\n", "scaled interpolated center: (441.5869565217391,435.2368421052632)\n", "actual center: ([433.33333333 433.33333333],[433.33333333 433.33333333])\n" ] } ], "source": [ "## scale to cluster pixel width \n", "cluster_center_in_subpixels = (1+0.5)*pixels_per_superpixel\n", "\n", "scaled_photon_hit = calculate_scaled_photon_hit(cluster_center_in_subpixels, pixels_per_superpixel, photon_hit)\n", "\n", "print(f\"previous center: ({cluster_center_in_subpixels}, {cluster_center_in_subpixels})\")\n", "print(f\"interpolated center: ({photon_hit[0][0]},{photon_hit[0][1]})\")\n", "print(f\"scaled interpolated center: ({scaled_photon_hit[0]},{scaled_photon_hit[1]})\")\n", "print(f\"actual center: ({mean/pixel_width},{mean/pixel_width})\")" ] }, { "cell_type": "code", "execution_count": 174, "id": "1b9a9823", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'y_0')" ] }, "execution_count": 174, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(base_frame) \n", "\n", "plt.colorbar()\n", "\n", "plt.axvline(x=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n", "plt.axhline(y=pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n", "plt.axvline(x=2*pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n", "plt.axhline(y=2*pixels_per_superpixel, color='black', linestyle='--', linewidth=0.5)\n", "\n", "plt.scatter(mean/pixel_width, mean/pixel_width, color='red', s=40, marker='x', label='Actual photon hit')\n", "plt.scatter(scaled_photon_hit[0], scaled_photon_hit[1], color = 'blue', s=40, marker='x', label='interpolated photon hit')\n", "\n", "plt.xlabel('x_0')\n", "plt.ylabel('y_0')" ] }, { "cell_type": "code", "execution_count": null, "id": "1698728e", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 5 }