diff --git a/notebooks/vonmises.ipynb b/notebooks/vonmises.ipynb index a447db6..5c712d3 100644 --- a/notebooks/vonmises.ipynb +++ b/notebooks/vonmises.ipynb @@ -9,11 +9,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/pedrof/miniconda3/envs/py310/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n", - "/Users/pedrof/miniconda3/envs/py310/lib/python3.10/site-packages/anndata/_core/aligned_df.py:67: ImplicitModificationWarning: Transforming to str index.\n", + "/Users/pedrof/miniconda3/envs/scatrex/lib/python3.10/site-packages/anndata/_core/anndata.py:183: ImplicitModificationWarning: Transforming to str index.\n", " warnings.warn(\"Transforming to str index.\", ImplicitModificationWarning)\n", - "/Users/pedrof/miniconda3/envs/py310/lib/python3.10/site-packages/anndata/_core/aligned_df.py:67: ImplicitModificationWarning: Transforming to str index.\n", + "/Users/pedrof/miniconda3/envs/scatrex/lib/python3.10/site-packages/anndata/_core/anndata.py:183: ImplicitModificationWarning: Transforming to str index.\n", " warnings.warn(\"Transforming to str index.\", ImplicitModificationWarning)\n" ] }, @@ -21,12 +19,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n" + "\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAAGdCAYAAAD60sxaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB8WElEQVR4nOz9eZicV33n/b/PvdZe1fsitfbN8m55N8E2BswAASceEogJmCEQGEgmwDMT/PyYJJCLx+QiyTBDMhmYYYAECISEnQA2toGAjY1ly4skS9baUu9r7XWv5/dHycJC6tbWrW6pvy+uuqyuupdz26L70+d8zzlKa60RQgghhFhCjIVugBBCCCHEuSYBSAghhBBLjgQgIYQQQiw5EoCEEEIIseRIABJCCCHEkiMBSAghhBBLjgQgIYQQQiw5EoCEEEIIseQsyQCktaZUKiFrQAohhBBL05IMQOVymXw+T7lcXuimCCGEEGIBLMkAJIQQQoilTQKQEEIIIZYcCUBCCCGEWHIkAAkhhBBiyZEAJIQQQoglRwKQEEIIIZYcCUBCCCGEWHIkAAkhhBBiyZEAJIQQQoglRwKQEEIIIZacBQ9A9957L9dccw3ZbJbOzk7uuOMOdu3aNes5n/vc51BKHfNKJBLnqMVCCCGEON8teAD68Y9/zHve8x5+/vOfc//99xMEAa985SupVquznpfL5RgaGjr6Onjw4DlqsRBCCCHOd9ZCN+D73//+MV9/7nOfo7Ozk61bt/LSl750xvOUUnR3d89384QQQghxAVrwHqBfVSwWAWhtbZ31uEqlwsqVK+nr6+P1r38927dvn/FYz/MolUrHvIQQQgixdC2qABTHMX/0R3/ETTfdxCWXXDLjcRs3buT//t//yze/+U2+8IUvEMcxN954I4cPHz7h8ffeey/5fP7oq6+vb74eQQghhBDnAaW11gvdiBe8+93v5nvf+x4//elPWb58+SmfFwQBF110EW9605v48z//8+M+9zwPz/OOfl0qlejr66NYLJLL5eak7UIIIYQ4fyx4DdAL3vve9/Kd73yHn/zkJ6cVfgBs2+bKK69kz549J/zcdV1c152LZgohhBDiArDgQ2Baa9773vfy9a9/nQcffJDVq1ef9jWiKOKZZ56hp6dnHloohBBCiAvNgvcAvec97+FLX/oS3/zmN8lmswwPDwOQz+dJJpMAvOUtb2HZsmXce++9AHzkIx/h+uuvZ926dUxPT/Pxj3+cgwcP8nu/93sL9hxCCCGEOH8seAD6u7/7OwBuueWWY97/7Gc/y9133w1Af38/hvHLzqqpqSne8Y53MDw8TEtLC1u2bOHhhx9m8+bN56rZQgghhDiPLaoi6HOlVCqRz+elCFoIIYRYoha8BkgIIYQQ4lyTACSEEEKIJUcCkBBCCCGWHAlAQgghhFhyJAAJIYQQYsmRACSEEEKIJUcCkBBCCCGWHAlAQgghhFhyJAAJIYQQYsmRACSEEEKIJUcCkBBCCCGWHAlAQgghhFhyJAAJIYQQYsmRACSEEEKIJUcCkBBCCCGWHAlAQgghhFhyJAAJIYQQYsmRACSEEEKIJUcCkBBCCCGWHAlAQgghhFhyJAAJIYQQYsmRACSEEEKIJUcCkBBCCCGWHAlAQgghhFhyJAAJIYQQYsmxFroB4vwSRzGVCY/SeJ3yeAOvGhKFEYZlEAcaN2PR0pOme30e05J8LYQQYnGSACROSb3sM7Bjin1bx5geruHVQrTWhF5ErehRLwfEkUYpMEyDXEeCi29dzpWvWUEq5y5084UQQohjKK21XuhGnGulUol8Pk+xWCSXyy10cxYtrTVTA1V2PzLMwacn8GohtmuQaU0QhTFj+8uMHypTK/roWGPaJqatUEoR+hGGYdC+IsPVd6xiy2tXYznmQj+SEEIIAUgAkgA0g4nDZR77+j6e//kI5fEGTtIk05KgdXka0zIZ3lukOFIjaETEcbPnJ6hHaMBOmGRaEwReiI41iYzDppd0c8Mb1tPWl1noRxNCCCEkAEkAOt6+raPc9z+fZWjPNFGgQWte+Fti2gaWaxD5GmWAXw/REcSxhiPHKAOcpEW6xQEUdsLEsg2WXdTCtb+xhr5L2hbs2YQQQgiQGiDxKyYOV7jvfz7L4O5p4kgTRzE60sRx8/PQj/Eqs19Dx+DVQuJIk0hbZNsSaDTVaZ+f//NeAAlBQgghFpRM0xFHaa157Ov7GNlXBJozvnRMs/fnxa9TuhiEfkSjGqC1RseQ60gQ+jGPfWM/E4dOkqKEOEJrzWRYYzgoMRnWWIKd1kKIeSA9QOKoqYEqex4dIY4gDmMUijhuhqAzoWOIwpjyeJ1k3iUKNK3L04zuK7HtB/3c/JaNUhgtZjUalNleH2YoKBMQYWPSY2e5ONlNp51d6OYJIc5j0gMkjtr9yDDVSQ/LNohjfbTnZiZDtT38dOirPDXxwIzHxCEUR+vUpjxG9hUZ2j1NuuAwsHOKXQ8Pz8NTiAvFaFDmJ+V9HPSnyJouPVaWrOly0J/iJ+V9jAblhW6iEOI8Jj1AAmiu83Pw6QncjIVGo0sQR7MPNYzV+0mYKcr+JPWwQtI68QyvOAQrYWInTCoTHl41JNPisvvhYdZs6SCZdebjkcR5JNYx01GD6ajOVFijHgc8Wx9iMqrRZWWpxB6RstFA1nAYCys8Wx/iViuDUmqhmy+EOA9JABIADOyYwqsGuEmL0ni9GX5myT+NsELJn+CilhvYU3qCsfpBVmQvnvH4qcEqyZxDusWhOuXjN0KiCc3AjinWXdc1D08kzgfVyGefP8GO+jATYZWGbi6w6euIkaCMpQyKUYNQx/g6BBQpw8ZVFtNRnT6nwPpE50I/hhDiPLQohsD+9m//llWrVpFIJLjuuut47LHHZj3+q1/9Kps2bSKRSHDppZfyr//6r+eopRemOIp59kcDTAxUmRyqETRiTvZL9VijH9twaHF7aXeXM9bon/X4yNeM7S/hNyLctEW9HIDW7Ns6RhydYZGROG/5ccTj1X7+ceoJ7is+x0hQJm04LLPy9DkFCmYCW5mkDBsLAy8KCOKIKI4oRQ0mwxqH/Wl+UpKhMCHEmVnwAPSVr3yF97///fzpn/4pTzzxBJdffjm33347o6OjJzz+4Ycf5k1vehNvf/vbefLJJ7njjju44447ePbZZ89xyy8ch7ZPcuDJMerTHoapyHUkME6yj9dYvZ/WxDIMZdCe7KMeVij7k7Oe06iETA/XMC2jOUU+YzM9XKMy6c3l44hFbjgo8e3is/y4vJcwjlhm5Ugoi3LU4KA/yTPVQZ6tDTEclNjvTXDQn6QUNwBwDIuUstHEeDpkpzfCD4rPMRFUZXaYEOK0LPhCiNdddx3XXHMNf/M3fwNAHMf09fXxB3/wB3zwgx887vjf/u3fplqt8p3vfOfoe9dffz1XXHEF/+t//a9TuqcshPhLWmvu/7tneeK7B0GBUoqgHlIt+sThif9qlINJnhp/gEtaX0rB7UJrzeNj36UtsZw1uStmvZ+dMlm2sYDWsHxzK6XROre8bRPLN7fOw9OJxWZPY4wHy89Tjjy6rRzFuM4Bb5LpqE499gmIZxx5NQALg5SyQSnQEBEDis3Jbq5MLZPZYUKIU7agPUC+77N161Ze/vKXH33PMAxe/vKX88gjj5zwnEceeeSY4wFuv/32GY8XsyuPNRjZX8a0DeJQ41UDfD+atQB6vN6PYybIOx1AMzS1J/oYbxxCn2TOfFCPKI03SOUdEhkbrTXl8cacPpNYnPY0xvhhaTeNOKTdTDMUFHmqNsBwUKISe/izhB+AGPCJmdYe03GDhg5JKBtD0bxWfVBmhwkhTtmCFkGPj48TRRFdXccWwXZ1dfHcc8+d8Jzh4eETHj88PPOUas/z8LxfDrOUSqWzaPWFxW+EBPUQwzQIfZ/oheAzw08irWPGGofIOx00otrR97N2KwPV3Uz7o7S43TPfUINXDWnpSR+tM/Jq4Rw9jVishoNSs+cnbhDHmkF/msNBkYAzr/9qEKJiSBk2CsVkWMNWJtvrw3TI7DAhxEksiVlg9957Lx/+8IcXuhmLkpOwUAbo+JeJJ/Jn/qE07Y/iRw3G6ocYqx867vOxev/sAQjwGwFjB8p0rm4OVUShFEFfyPw44meV/UyEVbwopKYDxsPKWYWfF9QJsbRJi5lkOm4wHdY57BeZiuq0Wqk5aL0Q4kK1oAGovb0d0zQZGRk55v2RkRG6u0/8Q7S7u/u0jge45557eP/733/061KpRF9f31m0/MKR7UiQ60gy/HwR0zbQcXyS4a9D2KbL2txVx3020Rhg0hsg0iGmmvmvVhzB9EiVKIyxHAPzJAXX4vz2dH2AA94kWoNPhB83Q9BcqWmfYtwgZyQoRnWGAuPIlHkhhJjZggYgx3HYsmULDzzwAHfccQfQLIJ+4IEHeO9733vCc2644QYeeOAB/uiP/ujoe/fffz833HDDjPdxXRfXdeey6RcMpRR9l7Sy9/ExolqI5Rqo+omPjXTIhHeYtsRy2hPLj/vcMRKM1fuZbAzSkVwx8021BhR+I6RR0ThJ2Q7jQlWNfLbVB7EwKOoQW5kUo8astT5+scrEE3uo9I8SVJp/Ge1civTydlovXU2iPX/M8RGa8aBKIZHEUgYTUY3wTPdvEUIsGQs+BPb+97+ft771rVx99dVce+21fOITn6BarfK2t70NgLe85S0sW7aMe++9F4D/9J/+EzfffDN/9Vd/xWte8xq+/OUv8/jjj/PpT396IR/jvNa7sYW25RlKYzXK4w0UCgzNr45QTDYGCeOQVrf3hNfJ2m3YpstY49CsAUgZiiiIMU0Dr+JLD9AFbJ8/QTGsUzCTjEYVwjiiwcy9P+X9wxz618dQhkF+03ISbXlQCn+qTGnvIFPPHGD93a/AyaWPOa+iPSbCKjYmSsFkWGO5U5jnpxNCnM8WPAD99m//NmNjY/zJn/wJw8PDXHHFFXz/+98/Wujc39+PYfzyB+SNN97Il770JT70oQ/x//6//y/r16/nG9/4BpdccslCPcJ5L9eeJNuWINvuMvR8kfGDZSzDIGwcm4DGGocwlEHBPfHKzUopWp0exhr9BLGHbZyg102BaTYDUL3kE4Wx9ABdoGIds6M+jK1MbGUSHdnVfaa+GW+6wqHv/QI7l2LVb9yEnUke83nXSy5m8un9nGiVTg0MBSXarTRtZpqdjREuSXZjKAnXQogTW/B1gBaCrAN0rDiK+eGndjBxuIxhGuz9xSj1so9fi+b8XqajsB0TN20TRzGGaXD1r69izdWd9GwskC7IUOWFYjKs8eXJJ0gbDkll83jtEIeDaaIZBsAGH3iSyWcPsOa3bibVc/rrQlkouqwcKcOm1UrxtvbraJFCaCHEDOTXI4FhGqzZ0kHgxSSzDoWeFPnOFMYcd8wYlsK0TbQGO2liJyw2/Vo3fZe2cWj7JA9/+Xl+8Y19DDw3RejPffgS59Z0VD+6Vk9Dh8Razxh+oDn85eQzZxR+ADSalGETa81YWGUyrJ38JCHEkrXgQ2BicVi2uYVsWwKvHpDKOwT1CDth4lXnKIgoMEyFjmMs10JHmlTe4fp/v47ejS1suLGbsQNlBp+bYsePB9n10yG61ubp2VigpScla7qch6bCGlprDKWIdIw3y8yvyAsIqg1ya3pO8Jl/zDINhmVi2Md/64qA8bBCp52lFHkcDqZZm2ifk2cRQlx4JAAJAJJZhw03drP12wfItSfwqiFu2sarRbPuCn+qLLvZ2WhaJukWF8c1ufY3V9O7seXI+wbd6/J0r8tTL/sM7S4ytGuKwV1TJHMOvRsK9GwskMw6Z98YcU40dABHcquJQSOeeWp67Dc/M5zjvyXt/5ef0hgrHv26+yWX0L5l/QmvU40DimGDkJhq7J9F64UQFzoJQOKojTd2M7ynyOBzU3Svy6EMhV8LaVTOfE0VZUCq4JDrTJJI2RR6ktSKASsva2fLa1ef8Jxk1mHNlg5WX9XO9FCNwV3THHhqnL1bx2hblqZnY4HOVTlMW0ZwF7NQx6gj4bkcNajP0gNkOM3x1heC0Iv13noFcRAS1jwO/+DxGa+haA6DvXAfmQkvhJiNBCBxlOWYXHH7CqaHa82QcnkbLb0p+p+eYLy/MuPmqMdR4KZNnJSN0rDi8jZautPYSZPJw1XyXSmueNUKLGf2IiOlFC29aVp602x8STcje0sM7prm2QcOYzkm3evy9G4qkOtIyhDZImQpA62gEnk81xidtSPRdB3sdILGxPH7eL1QE+SXqie9p0YTozFQWIYEZCHEzCQAiWO09WW49o7V/Pyf9zJ5uEpbX5pLX95Ho9oclpoarBL6MaYFXj3Cq4ToSB/ZSR4MyyCRsXGSFlprWpdl6FqTBzQTh6pYjsG1v7GGtr7MabXLsk2WbWph2aYWqtMeQ7umGdw9zeEdk2RaE/RsKNCzIY+bsufnX4w4bQllg4bBoEhdB7jKJNbxjNPgM6u6mdp+gNrwFKnultO+n6a5KKKDiVIKU0KxEGIWEoDEcfouaQPgsW/sZ2Rviba+DMmMw5qrOtBXduDXQqIwxjAV9bLP4e1TBH5EKu/gJC0iPyZoRCSyNt1rc4R+xMShCqmCy7W/sYa+i89sls8L0gWXddd1seaaTiYPVxjcNc3eX4yy59ER2ldk6d1UoH1FBsOUHoCF1GKlCHREKWpgKQNfN3tmZtrzvX3Leoq7DjH4wydY+Rs3YacTxx5wCh2QBoqc4eIR0WadXsgWQiwtEoDECfVd0kYq77LtB/0M7JwilbPJticxTIWb/uVfm0TGJpG2mRysUiv6BI0Iw1Tku5MUulL49ZDpkTrLLmrhittXnHbPz2wMQ9G+Ikv7iixBI2zWL+2a5qkf9OMkLbrXF1i2qUCmNXHyi4kzUj08gV+sYyUdrJSDmXSwkg7KNimYSWxlEhJjaYNmafLMKcZtybD8VVdz+PuPs+cffkh+43IS7QXQmqBcY3rXYZRSxy2Q+GJJZeMTkzFdVtqFuX9gIcQFQxZClIUQZxV4EbsfGWb3w8NUJhpYrkGmJYGTsjDMXw4xaA1+LSTwI6Igxq+HRH5Mpi3Bhhu72Xhj90lrfuZKeaLB4K5php+fxq+H5DqS9G5qoXttDjshmX8uTT51kIknD2DYJiiFMhU6jInDiOymXn6wdoqnagNEaKbCGgHxrCEImitCTzy5h8rBMcJKHRTY2eZeYC2XriLZUZjx3IxyyJkJLkv18ta2a2QlaCHEjCQASQA6JfWyz8COKfZtHWN6uIZfDznRXx2lFE7SotCdYs2WDpZtblmwqetxFDPeX2HwuWnG+8soQ9GxKsuyTS20LEtjGFIjcrbqw9MMPrgdwzGJaj5BtUFU87FzSbpv2czBZZovTW6lEQVMRXV8opMGoDOlgJxyWem28rqWS7k0efyaQkII8QL5dVickmTWadbdXN1BZdKjNFanPN7AO1IPZFoGbsoi254g15Ek0+oueA2OYRp0rs7RuTqHVwsY2l1kcNcUT3z3AG7apndjgd6NBVL5hd1+Q8cxQcUjKNcJynWiRkBY9UBrzJRLsjOHnUthZ1zUIpnZFIcR3niZ2tA0QalG7EfY+SSm65DsyNN54wZSvS2sjXyW2XkO6ims2CDSJ+8BOl2K5jpDCWWSMhwKVoo1Ttuc3kMIceGRHiDpAVpStNYUR+sM7ZpmeE+R0I8o9KTp3Viga20Oyz53G7OGdZ/awCTl/aM0xsrEXkAcRkSNgDiIINZggOnYOC1pEp15sqs7SC1rxUqe+141HcU0Jso0Roo0xsvoKMbOpwjKdWqHJzEcC8Ox6Lx+PaneX87ierzazw+KzzEV1hiPavg6nHVLjNPlYJI0LFrNNHUd8Nr8Zl6R3zRn1xdCXJgkAEkAWrKiIGb0QInB56aZHKxiWoquNXl6NxYozOP2G3EQUXx+iPLzwzQmK0R1H601OoqJ6s3Vi610AjNho5QibPgoQ2GlExhmswg4u76b/IYeDGt+A5uOYrzJCvWRIo3xEjqMsbNJkl15El15rKRDfaTI0EPbMRyLjuvWkV527Cy/QEd8e3o7z9VHmA5rTMY16nFIOOOE+FOXxqZgp8grl7L2SRsO/7HzJXTZ2bO+thDiwiZDYGLJMm2DnvUFetYXmttvHFlbaHDXFKmcQ++mFno2FEhk5m5tIW+izORTB6kNToOhiIPmysdWwsErVokaATrWhDUfw7WwEjZmyoVYowC3I0dYbjD5xAEaI0VaL1uB2za3P+x1HONNVZs9PWMl4iDCyiTIrOwg2ZXHSh07ZJhoz5JZ3UF6edtx4QfAViY3ZlYxHlawDYNM5DISVihHDTzOfK+5jHJY6bRiK4Ny7KGBK1PL6ZTp70KIUyA9QNIDJF5Ea83UUI3B56YY3VciijRtyzP0bizQsSqLaR1bg/NCcfjqqzpOujVH9dAE44/vI6h6WFkXb7xMWPOxkg5+sYY/WW1Op3sxBcoyMZMOZsIms7IdO5tEBxHeZAUr5dJ+9RrSfWdX86JjjT9dbfb0jJWI/RAr7ZLsbPb02JmzX0pgT2OMH5Z24+uInOFS1wGNOGRvY4yx+PR2bncwWe7kyRkJpqM6gY7ZlOjijpZL6JTeHyHEKZAAJAFIzCD0I0b2lhh4boriSA3bNelal2fZxhayHQmUUuz48QDbvt/Pxpt6uPLfrZix8Lt6aIKxx/YQ1rxmD0+lgT9dI47iZi9QdCqr/KlmLVBHFtOx0Qqiuo+dSdB53frTDkFaN0NPY6REfbRI7IeYSYdkV77Z05NJzPkw4J7GGA+Wn6cceXRbORzDRKPZVx9npzeKRzhrdZCFomAmaTXTxGgqsYerLLaklnNrbr2EHyHEKZMAJAFInILqlMfgrmmGdk/j1QIyrQm61ubY8aNBJgcqGJbB5a9cwSW3LTsuNHgTZYZ/8hxBpU5Y95vr5MQx3ngZ7Z/mEJDR7BFCg2GbKNNAWSbJzjwrXnvlSYfDtNYExVqzp2e0ROQFmAmHZFeORFcBOzv3oedXDQclHq4cYL83QdpwaDGT1HXA841xJsIqoW5OlY+1Jjqyt5erTHqsHCvcFvJGgqm4znTUoNfOcX16FRsSHbIfnBDitEgAkgAkTkMcayYPVRjYNc2+raPs3zpGy7IUbtJCa8WWX1/Fxpu6j/4wjoOIkX/bSXVwishrTm83bBNvqkpU8c68IQqUbWImbOIgQgH5zctZ+fqrjyuM1loTlOo0RovUR0pEDR/TtUl05ZtT7PPzV/A9Ez+OeLo+wLb6IMWwjq1MbGUwFlQYj2p4cXPVaEcZtFtpVtitWIZBMWoQ6Ii8leSKZC+Xp5Zhq3M3c08IceGQImghToNhKNpXZmlfmaVW9BjdVwKtKI03CLyIn/zDLuIwZvMtywAoPj9E5eA4URDhjZfQGmI/RAe/7PnZNXKAH+1+/Jj7JG2XllSOy5dvYEXrCRb006D9iDDSGJZBFMUUdwwwtqyFrus3oHVzmK0+UqQ+UiSq+xiOdbSmxymc+9DzYo5hcnV6BRclutnnT7CjPsxEWCVjutiGia8j0OAYFo4yKeoGidiiy86yOdnNGqeNtLkwC2wKIS4MEoCEOAP1ss/Q7iJO0jy6xUccaSoTDR767HMs29xCOmsx/cwhvOkakRcQ+RE6iiE68fTvq1duJpdIozXUA4/dIwf43vaf8arNN7GybYZVjeMYrRWGbRL5IWMP724ulhjGhDUPw7ZIdOZIduVxCmnUIlv9Om06XJrs4eJEF8WowVRUZyqs0dAhoY6xlEFCWbRYKVrMJHkzIdtbCCHmhAQgIc5AFMS09KboWJUlXXBJZGzctIWTMNEach1JSntHqA5NETa8I70tesbwA7CipZuO7C+nkW/sWsUXHv0Oe8b6Zw5AGnQYH9mLSxOUGkw+eYCul2wkt7EHtyW9aFaPno2hjGbIsVLgyirOQoj5JwFIiDOQaU1w69sumvFzHccUdw4Q1XyUaWBYJuFp1vy4lo1pGCfv8Yg1sR9hmCZmykVrTWpZG24hdVr3E0KIpUQCkBDzIKh4NCbKaK0xDJOgXG9ubTELLwxoBB5aa+qBx/bBvQRRyPrOFSe9nw4ijJSDU0gRVjz8YlUCkBBCzEICkBDzICjXm4XOWhPVvVOa7v7dZ//tmK9Nw+DmDVezvKXr1G+sAK2JvfA0WyyEEEuLBCAh5kFQrqOObKwaB6e21s9L1l5JPtncxqEeNHh+tJ+fPL8Vx7RZ3b5s9pNN1dxLrOJhOFaz2FoIIcSMJAAJMQ9irznVXWt90qGvF3RmW44pgl7XsYJ/efKH/Gzvk6xo7cGcrZhZQxzFYCjstEvsSw+QEELMZvFPDxHiPOQXa/jFGkqpoz1Bp0spRW++g6rfoFgvz36w1hiGQaIzh+FYzTAkhBBiRhKAhJhjWmu8iQo61piujZV2T37SDOIjC7UH0Ul6dDRYGZfEka0wZtqTTAghRJN8lxRijgXlBmHdw3RtDNcCDVin3wsUxTGHp0cwlUFL6uRbtiS7C0dXdzZcGd0WQojZyHdJIeZYHIQow0AZCiNhH5mRdfI6oP6pYaaPDHXVfY89Y4co1itcsXwjjmXPeq5yTdyWDDqOQSnsbHIuHkUIIS5YEoCEmGOGbWGlHDAUSimsTKK5FUboz3re4wd3HP2zaRgUkll+bd2VXNS95qT3tNIJDNcibvgYjokjAUgIIWYlAUiIOWZnEyR7WqgeniTyAqyE09y1PYxOuB7Qxq5VbOxadVb3THTkUDQXYHTbsliZM687EkKIpUACkBBzTClFbm0XlYNjVA6MY7p2cz+uU5sNf/oMhZ1NUB2cRAcxbVevOS/2/xJnT+uIMJomDCcJggmCaIw48jBMF9vswLbbsKxWLLOAUmc2G1GIC5UEICHmgduaoevGjfhTNcKa11yh+ciUeH2KCyOeKjuXxDAM4kZIHIQ0hqZwcyncjuzRomhxYYmiCnXveWq1Z/CDMcJoijCcII7raA3KsDCUjWlmMM0WXHs56fSlJN31mGZmoZsvxKIgAUiIeZLqbaHzpg2MP7YXI9nsBYqjCH+6BuHcrNNjJG2cfBKUwkq75DaswjANJp8+iJ1PkVvTidOakSB0gYhjn0r1CSq1xwnDKTSaOPZpeP2gPZRhgTbQkU9ETBiWsKwKQTBK3duNY3eTSV1NJn0VhuEs9OMIsaAkAAkxj/IbemiMFKkOTOEUUvilOlbSafYKRWc5JmYqnHwKM+EQlBukl7XQduUqDMvEm6xQ3jvCxJMHcFrS5NZ24RTSc/NQYkH4/iDT5R/RaOwl1iFRWCaMpwjDSSAELFRsonUMxChlA4o4jjBNiGOPKCoxXb6fhr+fQvZmHKd3QZ9JiIUkAUiIeWRYJq2XrcCfrjX3BzMUaI2ZdIgq3plf2DJwW9KYCRulmttftF62AuPIekNuawanJY03Xqa8d4Txx/fhtmfJrenCzskMsfNNrb6LqeIPCMNRwqiM7w8Sa49m8NE0l3SL0Do48rVC6wBNgzisA50YRpJY+zh2Hw1vL2PBGC3520klNy7gkwmxcBasUvLAgQO8/e1vZ/Xq1SSTSdauXcuf/umf4vuzTxW+5ZZbmtsLvOj1rne96xy1WojT57Zlab96DVbaxUo6KNtCmcaZ/7/PaAYctzWDlXCw0i7t16zBPbIK9AuUUiQ6crRft46WS/qIaj5jj+1h8ul+gkrj7B9MnBPV2k7GJr9MwzuA54/S8A4R6wYQ8cvK+vhXvn7x+x5BeAjPP4DnHQQiXHslcVxnYurrFMs/JQgnmvvWCbGELFgP0HPPPUccx3zqU59i3bp1PPvss7zjHe+gWq3yl3/5l7Oe+453vIOPfOQjR79OpVLz3Vwhzkq6rw2Ascf3EtZ8dBRhOhbeZGXWoTDlWBimQplGs4A60hDHJDpzEIN9JPykl7fNfA2lSHYXSHTmqQ9PU94/ytije0h2F8iu7sBKyZT5xWq69CNGx79AFJeI4xDwaQadM+EThMOUK4+RSl5EFNcIgmEa3gHSqYtJJjaQTl2OY3fP4RMIsXgpvYhi/8c//nH+7u/+jn379s14zC233MIVV1zBJz7xiTO+T6lUIp/PUywWyeVOvsWAEHPFmygz+vM9FHcPNd9QGn+6jg7CY6fJ2wZOJtkcMlMKZTaLmMNGALEm2ZUnu7qT1stWHNfzczI6jqkNTlHZP0bkh6R6W8iu7sRMzL7atDi3ytUnGBz5H0RRGcPIEEUVoDYn11ZksO0WTLONOC5hWS04di+WVaCQe5mEILEkLKrFQorFIq2trSc97otf/CLt7e1ccskl3HPPPdRqs39T8DyPUql0zEuIheC2ZVn2ysvoumkDdibR7MXJJnBa0jgdWdIr2nC7cs3PtAZDgYI4iAgrHoQxVtKh5fKVdP3aptMOPwDKMEgvb6Pzxg3k1nXTGCsx+vBuiruHiPyTbLoqzok4jhmb+CfiqIxpFEAHwMmHLZ/bWeJvP/k8oyOzH6up4AdjaF3HMFKE4TQ6joiiMtXaUzIcJpaERVMEvWfPHj75yU+edPjrd37nd1i5ciW9vb08/fTT/PEf/zG7du3ia1/72ozn3HvvvXz4wx+e6yYLcUYM26Tj2nUULumjvGeEyoFRgooHWqOBOIyJ47A5xbl2pCbOaG6pYWeTFDb10n7V6rOe2q5Mg8zKdlLLWqj2T1DpH6c2OEl6eRuZle0Y9qL59rDk1BrP4vn70SjiuESsazTreeZSg4a3D9PMoTCo+7vIpm/ADwYJo0lsa+ZhVSEuBHM+BPbBD36Qv/iLv5j1mJ07d7Jp06ajXw8MDHDzzTdzyy238H/+z/85rfs9+OCD3HbbbezZs4e1a9ee8BjP8/C8X864KZVK9PX1yRCYWBR0HBNWPPxynaBcb05h3zdKHESYCRsz4WDYBjrW2JkEbVeswm2d+8Xs4iCkcnCc6qEJlKFIr2gn3dd2dGaZOHeGx/4vE1PfABwUIZpTmzH43M4SD/xwhDf8Vh+dXYlTvJsNGCgFrruGhNNHe+tv48oUeXGBm/Nf8T7wgQ9w9913z3rMmjW/3NxxcHCQW2+9lRtvvJFPf/rTp32/6667DmDWAOS6Lq4rhZ5icVKGgZ1LHjM9vbBpGeV9o3gTZeIwxrAM3LYs2TWd8xJ+oLmJa25dN+m+NioHxqjsH6V6aILMqg7Sy1qbM9fEvIvjkFq9uTGuUhyZ2j6fIpSy0TrG9/pBK6KoCEgAEhe2OQ9AHR0ddHR0nNKxAwMD3HrrrWzZsoXPfvazGGewf9G2bdsA6OnpOe1zhVisXljHJyg3iIMQw7aws4lzsqKz6drkN/aSWdlOef8YpeeHqfaPk1nVSaq3IPuMzTPPP0AUVVAqgZ6Xoa9fFaN1iMI5ErZCGt5BkolNsoK4uKAt2HeygYEBbrnlFlasWMFf/uVfMjY2xvDwMMPDw8ccs2nTJh577DEA9u7dy5//+Z+zdetWDhw4wLe+9S3e8pa38NKXvpTLLrtsoR5FiHmhlMLJJUm0ZXFyyXP+w8hMOBQuWkbnDetxCmmKuwYZfeR5akNT6FiKZOeLH4yitY+hzuWClRGaCBRYVgdBOEQYTZ7D+wtx7i1YleP999/Pnj172LNnD8uXLz/msxfKkoIgYNeuXUdneTmOww9/+EM+8YlPUK1W6evr48477+RDH/rQOW+/EEuFlXJpuaSPzMoOyvtGmN5+mMqBcbJrOkl05qSXYI7FcQ3QKAMMssTx9Lm4K4ayQCkM5RLHAXF8FiuVC3EeWLAAdPfdd5+0VmjVqlXHTMfs6+vjxz/+8Ty3TAhxInY2QevlK/GLNcr7Rpl6ph87myS7tgu3TTZcnStKmRjKJYxKoM9VJ70JysZQJpoYw7AxDKmbFBc2GcwXQpwWJ5+i7cpVtG1Zg7IMJrcdYGLrfrypykI37YKgdYRp5dHExHr6HN3VwFAOykgSRaXmoojmyddkE+J8JgFICHFG3JY0bVetpvXKVeg4ZmLrfiae2I9fnJvVipcqQ1kYRgaFwbHLg88fpRJYVisQYJop0qnLpUdPXPBkpTMhxBlTSpFoy+K2ZmiMlSjvG2X8F3tJdOTIrunCzp7qWjTiBYaRJI6rNMOPy6msAH22lDJRCkwjTSa9RbbCEEuCBCAhxFlTSpHszJNoz1EfKVLZP8rYY3tIdubJru2UDVd/hTf8PFF5DDPbjplpw0y1HF1ewLJa0TpEazCNLFE83wEogWXmcOw+Yl0h6Z54PTUhLjQSgIQQc0YZilRPgWRXjtrQNJX9o4w+8jypngKZ1Z1YSWde7htHId6hpwkm+onqRZRhEZXHQccYmVbcZRdjF3qx8l0oY+FXtq4//zNKT3wLw0mgnCSGm8FM5QGFu/kazEwGpZqLZKo4iaZ+Std9Yc7I6YxeNWt/LCDCUEks2QJDLBESgIQQc04ZBullraS6C1QHJqkcGKM+PE1qWSuZVR2Y7tzsPB9Vpyk/9R2Kj36FYPwg2q+jdQRxDIaJUgYYJmYig92+CnfZZlIbbya5agtmujAnbTgTTs9GlGFgpApExWG8wZ1EpTEMN43VsZJE22oa/kF03EAZSXTcXKDwZIKguWii45x6eacyEhjKJYqrJN1VWGb+TB9LiPOKBCAhxLxRpkFmRTup3hZqhyepHBynNjj1yw1XnV9+CwoqDfypKqnlrSctwI39BpVn76P02D/ROPgEOo4xc52QbiGcPEzs1TCcBGbrcgw3TVQrEkwNoKMA7/B2yvku0pe+isylt2PY5254TmtNODVAOD1MMD2IP34AM1XAcFJYvRdRuPX3yV7+aqr1bdTqz+IFoxDXgFPr0hkZaWDbBtncqQZMG9NIYBhpFIpU6lKUWvgeMiHOBQlAQoh5Z1gmmVUdpJa1Uu0fp3JonOrAJJkVbaRXtKNMg6lnD1EbmKTT3ECqt2XGa/kjeyn+/Es0Dj5JWB5HuRnsXGfzs9G9xPUioIhq00ReFTORRblplDLQ2Q7c3osIi8MUf/p5vMPPkL/ujThd81f3ouOYYPIQ3sAO/KGdRPUShpsmsfxSgol+rEIPOgzI3/S7ZC55RbOeyl2P665EGUn8YBgdjKIxmGlbjL17KgwM1Hl+d4XNm3MYxqkEJgPTyGCZeUwjgWnmSLrr5/TZhVjMJAAJIc4ZwzbJru0i1ddG9eAYlQPjVA9N4hRSVPvHiRoBE9sO4ORTWOnje2bqex9j6iefIapMYOZ7CEujGHaCuDpFWC8RTByCOGoWwUQhxBXC6lTza8MinB7CsJO4yy4izrTTOPgkwUQ/LS99O8m1187Zc+o4Ihg7gDe0E29wJ7FXxUzmcHouwu29CLttBfU9DzPx/b9GRyGFX3sr6c23He35Ms0MmdTVTJfvJ5W8lIZ6jjj2CcIhIDrufg//dJwgiLnoohw3vaT9FFqoMIwcrrsSx+4liotkUldjmvOz0a4Qi5HSL15qeYkolUrk83mKxSK5XG6hmyPEkhV5AeV9o4w9+jx+sU5qWStR3Se3ppOO69cfswN9fe9jTP7oU+jAw+5Ygz+0k9runxH5dfBrEPmndtNEjsylt5PovQgNBKN7UbZL6y2/f1YhSEch/uhevMGd+MO7iP06ZroFt+ci3GWbsVqWHTO0F1Ummfj+X5HafBvpi249btgvjn3Gp/6FhreXOA6IoiJ+MEIcl2n2BJ3pt24Ly2wnnboMy2rDD/pJuGtpb7kTw5ifInUhFiMJQBKAhFhQ9ZEigw88iw5CIr85/dswFZ03baSwaRkAjeHnGf2nDxLXihjZdqLyGN6hp4krE5xREDBdkhtuwulYjbKThFMDWLkO2l/9X05rOEyHPv7IHrzBHfjDzxOHHlamHXfZZpzei7Dy3bPWM+kwQFkz1+v4/iBjk/9MGE0RRVWiaJognEBrjxP1BJ2chWMvI526HNPIEARDKCNBR+u/x3F6z+B6Qpy/JABJABJiQY3823MUdw9hJm10pAmqDcJKAyudoO81V0LpSUa+8scEEwfRKIh8dBRBUOesVkpWBka6FbtlOcpNo8MG6U030/nv/79ZC6Njv4E/vBtvaCf+yB50FGDlu3F7L8Lt3YyV6zjzNp1Arb6LqeK/EkYltI4Jw1GCYJxYNzdNPfV/Bwa23UsmddWLwo9Na+HVJBMb57TNQpwPpAZICLGg3I4crSkHHevmQjaxJqz7eJMVanueoPTD/4dwsh+VbgW/Rhw0IJh5u41pD54chcMVqAZgKmhNwLoCbG4D+4VRNR0TV8bxUTjtK9GBR/nJb2N3b6Tt1ncec83Yq+ENPYc/uBN/bB86jrBblpHedAtu70WYmfnbNyuVbIaTqeIPiOISycTFJBOKhvc8UVQB5RAGw2g8mrPFXjw8po782cAwMqQSmzGUixccxDRytBZul/AjlizpAZIeICEWpTiOGfjUm6k+ex/KSUEUENWKEAUQn3hNnAMl+MEBMBRsam0Gn0jDUBX2FWFTC9zad4ITLRcjkUXHEVauk2X/8cu4nWvxh57DG9xBMH4QtMZuW4GzbDNuz6YjCxeeO74/yHT5xzS8PZhGFqUcPP8gcewRhpOE0RQcM1PshfADppHBNFtwnWWgNAl3LYXszTLsJZY06QESQixKXv82vP6nUEqh/QY6bMwafooe3HcQMg7csRbSLyqtuay92TN0sDTDzUKPuBaBnSQYP8jgp99CZvPLMNOt2B2ryVz+atyeTRiJhZsl5Ti9tLfcSaX6BJXa44TRBIaRotm7k0ZFJTQxChOU1ewL0hrDcDGNDOBjmC659EvIpK+Sgmex5EkAEkIsSmF5nKgygY5jdBSig8aM4QfgyTEIInjZmmPDzwsKLhRmK8+JI9DNVzDRTxxHdPy7/wfTTZ39w8wRw3DIZa8nnbqEuvc8tdoz+MEYhrLR2ieKymhAoUEZWIaLaeZQyiKdvJj21jdiWdmFfgwhFgUJQEKIxUlrdBQQhz6EXnNdn1kcKEHOhZ70Gd8QQh/cNMqw8AZ2EFWnFlUAekFznaArSScvI4yKhOEEdW8vlcpWwmga00xjGBlMM4OOPSyrjZb8yyX8CPEiEoCEEIuSmWlF2QmoFY/s8jlzuaIfQdWH1WdblhOHKMNC2S5RcZhg/ABO67KzvOj8UcrEtlqxrVaSifVkUldQrT2FHwwSxwGGYeO4q0mnLsexuxe6uUIsKhKAhBCLUlQawcp3EZVGm0NTs/CPfGyf+h6gMztSO6yj4BR34Fo8HLsbO9dFGE0Sxx6G4WKZJ99bTYilSAKQEGJRiutlrGwHQTJHXJ1ith4g58j+ncGJt8o6LdpvENsay+3Eal919hecR1pr4voQOqyhrBRGsgelFLbVttBNE2LRkwAkhFiUdBSAYWO2LCOuFWftBXLMZuHzZGMObhx6YBjY3euxWxbvNPGwvB9v+CGi0h50VEeZSczcOtzuW7Gyqxe6eUIsenPRYSyEEHNOmTbKdrFyXWCYJz1+Za45FX6oepY3jiMMJ0l6/UsW7dBRWN5Pfe8XCCefxnBbsbIbMNxWwsmnm++X9x89VmtNVBskLO0hqg2yBJd+E+KEpAdICLEoGcksSinMdAFMqzkFXs88xnVlJzw/DQ8dgtevPX4q/AvrAF1+sp0qDAvDzWJ3LM5eFK013vBDxN4EVv6ioyFNGTlU/iLC4k684YcwM6uIKgekl0iIGUgAEkIsSla+BwDDSWM4KWKtj+z/dWIFF16xAn5wEP5xF2xsgbYjK0EPV2HPkZWgZ6fAzTQLoY3F+e0xrg8RlfZgppc3F4nUMTooof0icVAk9qZoHPw6UfUwUXE3WkcYyS4MOw/EBBNPEVcHSK59s4QgsaQtzv+HCyGWPKvQg5HIgmFiuGlivwGmC5E34zmr8/DGDc1FEfcX4dkJsFQzCN3UC5tPtmWXMjETaaJakdqzP8BQCqd7A3b7StQpDMOdCzqsoaM6aEVY3ElYfJ7Yn0RHHs3pa5o4rBBV9qODCqDRcYgyHIxEB2ZmDTooHe0lWqzDfELMNwlAQohFycp3Ybf14Y/swW7tIyyPzzoE9oJCYob9vk5KYaTzmMkcKteB03c53uAOant/jmG52J1rcbs34HSvx3DPeLXFs6cMwsohgrFH0WEdDBtlumBlUYaFjjxU1Nw6pFnvo1BWCuKAuDZAXBtEuR1gOCSWvQoztXgLvYWYTxKAhBCLkjJMUhtvxju8HXfF5QQTBwinR+brbmDaGJkOdOiRufzf0fJrdwMQFUfwhnfjD++m/MQ3AbBaluF0b8Dt3oCZ7zpnvShhaS/1fV8iruxvBh23HYIpIn8SIo84qEFUbT6PDgET5RRQVgJlJ5vDZVGduH4Yf6hMsOq3JACJJUsCkBBi0Uqu2kI530UcNEiuvZHqjh8SNyoQ+XN7I9NGWQ46aGDlOsjf+LtHQ41V6MYqdJPe9FJir4o//Dze8G7qz/+M6s4HMZM5nO4NzVf7apR1go3I5oA/9hi15z9D3JjAbr+GYPIpovIe0GGzpycoQ9yAI7uBNf8Zof0JoqiOkWhDGS7KSqHjEO2NU93xVyg7g9t53by0WYjFTOklOCeyVCqRz+cpFovkcrmFbo4QYhalJ75F8aefx+5aR2P/VryR3UTFkbkLQcoEN43hJLBynbS+4g9pveUdJz1NxxHB+EH84d14w7uJqpMow8LpXNMMQ13rMVMn35tDa33SHiR/7DFquz6FjjyM7BoIK3gD9xGV90LsAycbGlRgJMBMAPrIprKqWRyd6iZz8QdIrrzjpG0V4kIiPUBCiEUtc+nteIefoXHwSZxlm9E6IrQSBNMD4NfO7uJ2EqdzHRwJILlr3kDhprec0qnKMJthp3MN6UtvJ6pM4B8ZKqs89a9oHWPlu4/UDW3AKvSijGOXXvNH9lL8+ZfI33AXTueaE94nLO2l9vxnjgx5tRJOPUVY3E18pPfn1Ohm71AcNP+sLJSbRyW7iRtjVJ76KIZTwO255RSvJ8T5TwKQEGJRM2yX/HVvJJjoJ65O4i6/FDOZA0MRjB9s7uA+yzYZM7ISuL2bm4ssBnXc5ZdQuOFNGLZ72pdSSmFl27Gy7aTW30jsN/BH9+AP76a+/xdUd/0Ew03jdK3H7d6A3bkWw3apH3qK2u6fEZbHaX3Zu3B7LzrmujpsUN//j8SNCYxUL+HUM8Rhjbg2chrh5+jVgCPn6BjtlyEoYSR60PXDVHf+d+yO6zGsxGk/vxDnIxkCkyEwIc4L9b2PMfmjT6EDD7tjDVFphNr+x4mKw0SVySMlL0emgs9IgWGhLAerbQVmuhV0hN3aR/ur/zPJNdfMebt1HBNOHT5aSB2WRlHKwGrro/bcj4m9KkoZmOk2Wm59J4mVV/zymfu/RX3v5zGz6wiLzxHXR4jDKvH09qPP+Ww/fP+JX97PMiDhQHsO1nTBxSvAPWFZkgKnFcNtw3Ba0cEU6Us/SHr93XP+70CIxUh6gIQQ54Xk2mtpBaZ+8hn8wR3YnWtxWpfjxxE6jtBeBW0mIWicYLq8AsvBSBWODEttJKpNQRzhdK2j5ebfm5fwA6AMA7ttBXbbCrj45UTVafzh3dT2PEKj/ymwXMxUgaA4wth3PkbbK/+w2YvkTeMPfB/DboE4IKoNoesjxPVBThTybtoE+TREMdQ8ODQODz0DW/fCHddBx3HlSBr8aWJAocAw8QfvJ7niDgy3MC//LoRYTCQACSHOG8m112Jm2ig++mUaB55AWW6z0DjyCXUMgYd2UhB4zYlQVgIzkcVqXYbduhwr24GR7SAqDhOM7cXMddF2+x8dN/Q0n8x0geTaa4kaZez2VVi5LsLpQcLaFPX9v2D4C39I++v/BLc7TVQfwUj14A39iGh6O+iZC79Xd0H3i1a6vm4D9I/B138O33gU7n4Z2Md9x48gKBPFPkZmJbE/TTCxFbf3tnl5diEWEwlAQojzitO1lrZXfYDKs/dRfeb7xI0SOpHDMiyi6jREPird2uztybZjd6zGyncTe1Wi0ihRZRwr10Xr7e/DH9mDP7b/nAagF3gD2yH0iaqTmJk27PaVGMk8ynKx21fiDf8L6BB/5GdEpednDT8zWdEB12+Ef9sBOw/DZatOcJD2IYwgrKPsPN7Ij3G6b1k0K18LMV8kAAkhzjuGkyB31etIb3wp9QNbqT33Y7zhXcT1IjoMUKbVXCHZdolr0/j1IoabwelaS2rjzSRXbcFMF6jtfZTK09/D7b0I5xxvfppccy1u70VYuU6sXBdmtr3ZbiCqDdI42E8cVImqh09pBeyZbO5rBqADozMEoOYdiYMSyk4RVQ4RN0YxUz1nfE8hzgcSgIQQ5y0zXSBz8W2kL7qFsDRKODVIWBwiblTQoY+yHIxEBivfg9XSi5XrPKZnI7nmWvyBHZSf+Catt/1HlOWcs7an1l0/42dxbQjtjRM1xprT13V0xvfJJptF0MXqSQ70i0ReEUNp4tqgBCBxwTNOfsj8WbWquRHfi18f+9jHZj2n0Wjwnve8h7a2NjKZDHfeeScjI/O1PL4Q4nygDBO70ENy9RayV7yW/PVvpPCSt5C//o1kr3gtydVbsAs9xw3rKKXIbrmD2KtSefb+BWr98aL6EDoOm4scRv5ZBSAAxwLvZLPmtU80uY2ovB9/8smzup8Q54MFDUAAH/nIRxgaGjr6+oM/+INZj3/f+97Ht7/9bb761a/y4x//mMHBQX7zN3/zHLVWCHGhMdMtZC5+BfX9v8Af27/QzQFAB2WUMgHjrMMPgB+Ce9L+fgVmAu0X8QbuIywvjn8XQsyXBR8Cy2azdHd3n9KxxWKRz3zmM3zpS1/iZS97GQCf/exnueiii/j5z3/O9dfP3KUshBAzSay5Bm+wORTW8rJ3n9FiiHNJxwGYSQy35UWbXLywv9fpKdfBC6CQOcmBysJwC+jAJvaLeMMPYWZWnbONXoU41xa8B+hjH/sYbW1tXHnllXz84x8nDGfup926dStBEPDyl7/86HubNm1ixYoVPPLIIzOe53kepVLpmJcQQrxAKUX2qtcT+zWq2xd+KEwZNijdrMMxHJrB58zWrN1xqPnPlR0nOdBpxbDzKAVmooOotIe4PnRG9xTifLCgPUB/+Id/yFVXXUVraysPP/ww99xzD0NDQ/z1X//1CY8fHh7GcRwKhcIx73d1dTE8PDzjfe69914+/OEPz2XThRAXmBeGwspPfRe3d/OMe3OdC8rOAgoz3YeR7CSuj0F8+vue9Y/Bz3dBIdWcDTYzGzu75mhvj7Jz6KiBDs9yrzUhFrE57wH64Ac/eFxh86++nnvuOQDe//73c8stt3DZZZfxrne9i7/6q7/ik5/8JJ7nzWmb7rnnHorF4tHXoUOH5vT6QogLQ2L11Tgdqyk/8U3iYG6/D50OM9mDArBSmNl1YLo0h8Bmtn+k2dvzbD88uhv++WH46s8g5cId14M1y7I+Kr0CI9GG1kfWhTYclJlAWak5fCohFpc57wH6wAc+wN133z3rMWvWnPg3q+uuu44wDDlw4AAbN2487vPu7m5832d6evqYXqCRkZFZ64hc18V1F3ZMXwix+CmlyF75OiYf/Duqz95H9spfX5B2GKkesLIQVLFbLiaqHiIOisw2DPaz5u+VmAYk7ObWF7deOtteYC+6n5Nt/iHywHDRYRWr7TKMpEyFFxeuOQ9AHR0ddHScbLD5xLZt24ZhGHR2dp7w8y1btmDbNg888AB33nknALt27aK/v58bbrjhjNsshBAvOG4orGvtOW+DkejCzPQRlfZi5dbjdL2ERm0AouMX87lkRfN15prF1VrHxN4EmA5Gejlu961SAC0uaAtWBP3II4/wiU98gqeeeop9+/bxxS9+kfe97328+c1vpqWluaHNwMAAmzZt4rHHHgMgn8/z9re/nfe///089NBDbN26lbe97W3ccMMNMgNMCDFnjg6FPfmtBRkKU4aJ23Vzsw4njjDTyzFzG5iXb9lmGgybqDGOjmo4Xb9Gat1bsLLndmVsIc61BQtAruvy5S9/mZtvvpmLL76Yj370o7zvfe/j05/+9NFjgiBg165d1Gq/LMT7b//tv/Ha176WO++8k5e+9KV0d3fzta99bSEeQQhxgWoOhb2eOKhTfeYHC9IGu20LZrKLuD6EQuG0XQVOy8lPPB3KwWq9DLfr17AyK3E6ridz2f9Pwo9YEpTW+szmVp7HSqUS+XyeYrFILpdb6OYIIRap+v7HKW/7DoUb34zTte7c37//W9T3fB4rtx5Ml8bh7xFNbAXOfG+wX1KY+c04PbcBMXFtkOS6t5Jc8bo5uLYQi9+CrwMkhBCLVWLVFpyONc2hML9x7u+/7HbstqsIS3tAg5VafmRdoLP91m1i5Dbi9NyGMl38oQdQpovb87K5aLYQ5wUJQEIIMYMXZoXpwKP67LkfClOmS3L1GzESbUTlvahEO8rONEOQOsnUrpkYScz8JtzeV2I4BeLaIFbhYoxkN/V9XyT2puf0GYRYrCQACSHELMx0gfQlr6R+8Em84efP+f2t3FpS69+OMpvT05XbAcoAOw92y2kEIQeVXIbdeSNu720YTqEZqkyXzKX/hcwl/wWiBrXdnyYs75vXZxJiMZAAJIQQJ5FYdRVO51oq2769IENhTse1pDb+PoadwUx0gOE2p8QbFsptByM5w5kKjBRmy5Uk1t1FcvVv4XTdhDKThNPbUXaa1KZ34bRfg5nqJrXhnRipHup7/wF/5GcswRJRsYRIEbQUQQshTkFUKzL1wP/EXbaZ7FWvX5A2hKW91Pd/mUb/NwnLe5oLFyoDlNXsCdJ+c61E00HZecxEO3bbNZiJVgB0HBHXh4j9Key2q0iufiNW7th1jrSO8YcexB/5KVbLxST6Xo8ynQV4WiHmlwQgCUBCiFNUP/AE5Se/Rf6Gu3C71y9IG3TYoDF4H/X9/0Q4sbW5X5eVQDltmIkOzERHcwsLw27WC+kYHVSIG6PouIGZ6MJZ9ioSy25HmTOvkB9M78Dr/wbKKTTrkNzWc/iUQsw/CUASgIQQp0hrTfHhLxKVRmi57T9iODMNPc2/2JvGn3gc7/B3iSr9EDe3sWgu7KxAaUChUGBlMDN9uF03Y7dtwXALp3SPqD5K48BX0EGVxKo7m9PxhbhASACSACSEOA1RvcTUD/8Wp/ciclvuWOjmNIe1GqPEtUGi+hA6qKBjv7mhqZ3BTPZgpHoxEp0oY5YdUWe6ftig0f81wtLzON234nT9mmyRIS4IEoAkAAkhTlP94JOUn/gm+Rt+B7d7w0I3Z95prfGHf4w//COs/CYSK39j1uEzIc4HMgtMCCFOU2LFFbhd66k8+W1iv77QzZl3SincnltIrnkTUWU/td3/m7gxvtDNEuKsSAASQojTpJQic+Wvo6OAytPfR2tN/eCTFB/5R3QcLXTz5o2V30hqwzsBRW33/yacfm6hmyTEGZMhMBkCE0KcocbBbUw/+hXMVB7v8HaU5dD1Wx/DynUsdNPmlY48Gv3fIJzeidP9UpzuW1BKfp8W5xf5GyuEEGdAa91cM2dgO6WHv4CybHRQJ6pNL3TT5p0yXRKrfgu39+X4I/9GY98/osMLfyhQXFgkAAkhxBkob/06Ez/4b2BaGNkOokYFHfrESyAAQXMY0Ol6Cck1dxHVDlPb/b+J6iML3SwhTpkEICGEOANGMo/pZkBrrHw3UWmUuFFeEj1AL2bl1jXrggyb2u7/QzC1faGbJMQpsRa6AUIIcT7KXHwbiWUXU972Haq7foL2awSlEYLi8HHHRrFmpOwxVGowVPYoN0KCKMY2DbIJi56sS08uQVfWxTTOvzV2DLeF1Pq30zj0bRoHvkpcG8DpfbnUBYlFTYqgpQhaCHEWtNb4Q7soPvoVSo//C6m119H7H/43ANP1gK2HpvnxvgkOTdUp+xFoTXONZqgHMZHWWIaiPe2woiXJzWva2NJXoJA81V3eFw+tNcHYz/EG78fMrCK56t83t+UQYhGSACQBSAgxB3QUUtr6daJakdRNb+O+XWN877kRdo1VUUB31mV1awrLNJiqBRyYrDFZ8wlijakg5VikbBPLVHRlXV61sZPbN3XgWqe/evNCC8v7aRz4KspwSKz+bcxUz0I3SYjjSACSACSEmEN7x6t86YkB7t89xlCpQcULCGOwTUVnxmVZPsFQyaMRRuRcC9c28cKIRhCTckyuWpanEcZM1QKu6svzxiuWsbY9vdCPddpiv0hj/1eIGqMk+n4du/XyhW6SEMeQACQBSAgxRx7rn+Izj/bz3GiF50bLVP0ISxmYBoQxNMKIKNYYCgyl0DRnolimwjUNTEPRk0tw89o2krbJnokqbSmHt1+3gmtXtCz04502HYd4h79LMPEkdsd1uL2vPKP9yISYD1KhJoQQc+Cx/ik+9chBhkseu0fKTNZCwkjjRzH1MKYRNL+ONAQx+JHGjzSNSFPzYypeRD2MGSw1+MWhIvUg5uKuLFU/4lOPHOSx/qmFfsTTpgwLt+91uH2vIRj/BfW9f08cVBa6WUIAEoCEEOKs7R2v8plH+5mo+hyerjHZCAFNFGsaYUw9iPFjiF90zou73mPAizUVL6LshUzVfA5M1gBY25bCC2M+82g/e8er5/Cp5oZSCqf9GlLr7ib2Jqjt+hRR9fBCN0sICUBCCHE2GkHEPz45wHjVJ45jBkoefqQJYwj1sUHnZDTQCDUTNZ+BYp2KF6GUYm1biomaz5e3DeCF5+deY2ZmBamNv4/hFKjt+SzB+NaFbpJY4iQACSHEWbhv1xhPDhRJ2SaPHSoyWvHP+poT1YB9EzUOTtUoNQKm6gFdGZcnDhX5wXNjc9DqhWHYWZLr7sZuvbK5ZtChb6PjcKGbJZYoWQhRCCHO0HQ94Pu7RrEMxeOHphmt+DP3+Izugz0/n/lil74Ssu1Ac0hsuhHyg11jtKVtWpI2Gaf57fqfnhrkpWvbzst1ggCUYZLoey1mahmNw98hro+QWPVbGI5MSBHnlgQgIYQ4Q1sPTTNc8piu+xycqp/acFffZZA4wbT2RPaYLzXN4bXpusIxDDKOhRfFPDlQ5DvbR3jz1cvn4hEWjN12JUaik/qBr1Db/WkSq96AlVlJHJSp7f4Mbu9t2C2XLnQzxQVMApAQQpyBKNb8eO8EGs3zY1W8MD75SQAtPZBpO6VDYw1eGFHxI5KNkL5Cgj2NGl95aoA3XtmLZZ7fVQxmehmpDb9P48BXqe/5PE7vywknn8IbvA+iBlbh4mO209BaM10aww8aOHaCQq4DpRRxHFEsTzBdHqNYGqPu1YjiANOwSbop8rkOCtkO8tk2DJmGL46QACSEEGdgpOxxaLqObSimG8FpFTufqhjwQk3VDwnjmGzCoiPtcHCyzjNDZa5cnp+Hu55bhp0mufZ38Qbvp7rjk8TVg5j5iwimniGc3oHdcgkAY5OH2bnnMUYm+vEDD8d2KWQ7SKdyDI8dZGJ6iIZfAw0ajUId/ScKEk6KtkIPG9dczarlm0knZchtqZMAJIQQZ2Co1KDsRxhAGOlTD0BhAIF3/Pu2e8LDNaA1NMKYgWKDFS1JGmHMwanaBRGAoFkXZCY70WEVHQfEjRFQJt7gA1iFixmfGuDhJ75DpTpNS76bfMbi4MBOtj77IFEU0NnWR2/XWlrzXUd7eDTQ8KpEUdjsRVIwOtHP4ZHnyWfauXTjS7h0403YlrOwDy8WjAQgIYQ4A0NlD7Qmk7CaO7hHpxiBdjx4/HuGCdf/9oyneGFM2jWJYs14xUMpKDYunNlTUWOM2p7Pgw6xWrcQVfZDOIU/8mPc5a9h556nqVSn6elcQ7k6yZM7HmZk4hBaa7SOGZ08jGU5dLQuI53MUa2XGJ8coFIvEkURpmmSSeZpb11G0k0zXR7np1u/weHh3Vx3xb+jq23FQv8rEAtAApAQQpyBciNEA4WkTcoxqQanWAO05prjCp5Rs5/ixxo31qQdg6l6SHvawTFPctJ5xsyuAzSxX8SwkkT+BOHkU0xt/yQjxdW05LvpH9zJU8/9hHJtGoWBbTkYhkHDqzI8doBieZxcto1SeRLfr5NIZDCUQRD4DFcPMjY5QGd7H7l0K12tKzg4sJOJ6WFees1vsnaFFFwvNRKAhBDiDARRjFKKrGvRnXUZqwandmKm9ZSLoI+5XxhT8SNMoxm6glPtcToPmIkOMpv/AB2HxPVhotoAYeUQ/uD3qZd24fs9jE3u4JndP8Xz6oBGGeD5NeI4RqOpNyroOCbSMWiNUs0aIJpVQM3eIjSDY/vJpPLks+2s6NmI59X40aP/BCAhaImRACSEEGfANg30kR+0Gzsz7BipnPIo2JkItcYyDNrTDlnXwrHO7xlgJ6IMCzO9HDO9HKfjOlKr/z26OErpu3/JM7v+jSD0m8FGQxj6vHid7SA8tq7qxdt8H7PtSBxSrk7h+w3qjTIbV19NEPj85BdfI5POy3DYEnLh/T9ICCHOgWzCOjpylXNtMs78Ta9WgG0oUrZJby5BwjbIuEvj99ekm+HAwA68oI5hWMRxRBQHnN4mI8fSOqbhVylVp+gf2kVH63Iq1Ske3fY9gvDsV/IW5wcJQEIIcQZ6si4oxXjFZ99kFccyTlbKc8Y0YCpFPmnRV0hiKNW8/wVubPIw//DNe5kujqJjjR/UifXJ90KbHKmz7Wej1CqzD0v6fp2JqUFKlQk621ZwYGAnz+z62Vw1XyxyS+NXCCGEmGM9uQQZx2TXWIWpWkCswTTgpOshTg1BvXT8+9kOSGRmPK0lZXNNXwFDKTKOSW8+cXYPsMiNTR7mR4/+C3v6n8SyXJQyqHvVOb9PvVGhVJmkkOsgnczyzK6fsnHNFlknaAmQACSEEGegK+vSkrT5Rf80QRwTRjFZx2L6yOywGR16+sTvr7t+xgDkGIr2tAsoRisea9vTdGYu3B4grTU79zzG0Og+TMMi6aap1Kc5m2GvGe+FZnj8IH29GylkOxgc3ceBwzu4eP31c34vsbgs2BDYj370I5RSJ3z94he/mPG8W2655bjj3/Wud53DlgshBJiG4srleWpBSD2IMAyFYxm41gwDYZ1r4MbfmfnVueaEpxk0w5ZjGeybqNIIY25e09Zce+gCNV0aY3j8AHWvimMncN0UUXTyoa8zVa0VaXhVDMPEshx27XucOJ6/+4nFYcF6gG688UaGhoaOee+//tf/ygMPPMDVV18967nveMc7+MhHPnL061QqNS9tFEKI2VzTVyDlWIyWPUzVnG5tmwZeGM1JX4WlmkHLtQyyrkn/VJ0rluXZ0leYg6svXn7QoFwt4nk1Em4ay7TR+hTXWToDDb9OrV4m6abJZVqZmB46OiwmLlwLFoAcx6G7u/vo10EQ8M1vfpM/+IM/QKnZf7NJpVLHnCuEEAthU2eG61YU+PozwziWIog1jmlgqohwDhKQZSiyCRsNHJisU/FDrlqeo5C0z/7ii5hjJ4h1hBc0SKfy+H4dredvjQHPrzJdHqOt0E3CSTFVHGGqNCoB6AK3aGaBfetb32JiYoK3ve1tJz32i1/8Iu3t7VxyySXcc8891Gq1WY/3PI9SqXTMSwghzpZSiv98yzp6cgnqfnMBvijWWKbibBZqVoChIOmYtCRtojgmjDVJy2Sw5LFtoDivgWChFXIdJJ00vl8HFJXaNKex29oZOTS4i2q9hGGYaA3F0ti83k8svEUTgD7zmc9w++23s3z58lmP+53f+R2+8IUv8NBDD3HPPffwD//wD7z5zW+e9Zx7772XfD5/9NXX1zeXTRdCLGEXdWf5r6/YQGvKIYw1oFE0h67OdK3CF9b9KSRsDKXxghjXMrj7mj6uXVHgG88O84Wth5mun+Lq0+cZpRSd7cuxLJvp0ih1r4qO528IDKBaLzE4sq+5+Sy6ubO8uKDNeQD64Ac/OGNx8wuv55577phzDh8+zA9+8APe/va3n/T673znO7n99tu59NJLueuuu/j7v/97vv71r7N3794Zz7nnnnsoFotHX4cOHTrr5xRCiBe86apl/LfXX8zGzgztGZflhSRtKYfOtEPGMU65N8g2mj0/lqFI2ia2qRivBqAUN69t43ev7uPOy3q566pljFd9/ufPDvDzg1PE8YXXG5RK5simW6l7VSq14imt/3M2oihkYnqIhldFoQijC2ezWXFic14D9IEPfIC777571mPWrDl2tsNnP/tZ2traeN3rXnfa97vuuusA2LNnD2vXrj3hMa7r4roX7pRRIcTC+43LeujNu/zNTw8wVvXpSDsU6wFPD5UZr3pER4bHoiMdGS/0Z5gKkpZBqDVag2WAYxooBSMVj6Rt8puX9vCBW9ayuq054WN9R4b/eFOSB54f5/vPjfLsUInXX9JNxwU0Nb5WLzFVGsU7hz0xda9KFIVoNJYpq8Rc6Ob8v3BHRwcdHadeOKa15rOf/SxvectbsO3TL+zbtm0bAD09Pad9rhBCzKXrVrbSnnb58rYBnjhUpCPjcOu6Np4cLDJVC1DAdCPED2MsQ2EakHEtEpZJGMdM1UO0bhZSJx2TjR0Z3nnDSu68rOe4ySGuZfLqi7q4pDvLt7aP8L8eOchL17TyktXn/xR5rTUj44eoNypYpj1vK2yf6L5h6KNQJByZXXyhW/CI++CDD7J//35+7/d+77jPBgYGuO222/j7v/97rr32Wvbu3cuXvvQlXv3qV9PW1sbTTz/N+973Pl760pdy2WWXLUDrhRDiWGvb03zg5rXct2uM7+8aZaTssbKQoj0dMl0PSDkmxUaIaxq0pW28UFNqBNSCCMdUtKZcNnZm+I1Lunnjlb0k7Nm/Ta9oSfGuG1byk32T/HjvJNuHK7zu4i6WF5Ln6Inn3nRpjFJlAmhuNotSNCuj5m+o74VeH8MwUQryMgPsgrfgAegzn/kMN954I5s2bTrusyAI2LVr19FZXo7j8MMf/pBPfOITVKtV+vr6uPPOO/nQhz50rpsthBAzStgmr7ukm5eubWProWl+vG+C/qn6kZ6eZlFzyQsoeRFxrLFMg760wxW9ed501TKu7iuc1lR3yzR42fp2Nndl+Nb2ET7zaD/Xr2zh1nXt5+Wu8X7QQGuNoQw0R/5pmMTxPNblaI1pWoRRgOukaMl1zt+9xKKg9IU8l3IGpVKJfD5PsVgkl5P9XoQQ8yuKNaMVj8Fig6GyR8UL8cOIqh9jGooVhSSX9WbpyibOevgqjjWPHJzioT3jZF2LX7+4izVt6Tl6knNjqjjKtx/8FNt2/hthFNA4UpsTRvO3U7tSBi25Tlb0bmJl7ybueMW7MQxz3u4nFt6C9wAJIcSFzjQUPbkEPbn538DUMBQ3rW7loq4M33p2hL9//DBXLsvzyo0dJO3z4wd6IdfByt7NPH/gaaaKwzhWgnpUmbf7mYaJadq4dpLp4iivfMldEn6WgPOvb1QIIcRJtaYc3nrNcn59cxc7Rsr87U8PsGO4vNDNOiVKKTavv451Ky9HGYqYGMty5utuGIZFPtuOm0ih0RRyXfN0L7GYSAASQogLlFKKLX0F3nPTKpYXEvzTU4N85ckByo3Fv8ZNR+tyXn3L3Vy64SWYhklzp7W5nw/mOkny2XZacp3EUUhLvkumwC8RUgMkNUBCiCVAa82OkQr/unOEKNa8cmMHVy7Ln3TvxYXmBx5fu+9v2L77Ecanh3BsF8+vH90fLNYxZzo7zDAsutpWkM+2UWtUyKVb6evdwO0v+V1a8lIEfaGTmCuEEEuAUoqLu7Osbk1y364xvrV9hGeGyvz6xV20puZreOnsObbLrde/geniKMXKBApFLtNGvVHG8+tEUUgUh0d2i38hzJ08EBnKIp3Mkcu04vkNXCdJIdtOb8dq2QR1iZAhMCGEWEJSjsUdl/bw5i3LmaoH/N3DB3h4/+Si3k6jq20Fr3jJXbTkOgnCBmHokUrmKOQ6yWXbSCfz2JZL0k3j2C6mcfzv9gqFUgaGMrFMG9dJYFsutUYZ0LTmOuls7+Oiddcu+l4xMTdkCEyGwIQQS5Qfxjy4Z5xHD07Rm0/wuou76cou3u00tj77AF/7wd9QrExgmQ6maaB1s3crlciSTuUZmzxEvVFFKaO5jYYGx0miFAShj2lYJBMZwjhExxHZdCurl29m4+otXLTuWjpaZ9+QW1w4JABJABJCLHGHpup8a/swE7WAl6xu5aVrWrHMxTlAsHPvY9z3b1/g0PBulDJIJTIUcp10tC4jlcwxVRzh8PDzhGGAYRhMTA8ThB5aa0zDIp3KYSgD07DYsGYL1132Kno6m8Ne0vOztEgAkgAkhBCEUcxP90/yb/snaU3avO7ibvpaFud2Gp7f4NGnvsf25x+hVi+TSmbJZVpJOCkMw6RaLzE+OUClXqTh1ajVy0RxiGmY2JZLIdfBDVe+mpu2vB573qbXi8VOApAEICGEOGq07PHN7cMMFhtcu6LAbes7Fu12GtV6iQOHd7Br3+NMTA/h+TW0bu7rpVD4QYNYx5iGieMkyaVb2bh6CxdvuIFMKr/QzRcLTAKQBCAhhDhGHGse7Z/iwT3jpGyTX7+4m3Xti3c7jTiOKFUmmSqNUiyN0fBrhFGIZVoknBT5XActuU5ymVZZ4VkcJQFIApAQQpzQVM3n2ztG2DdR4/LeHLdv7CDlyOop4sIgAUgCkBBCzEhrzbaBEj/YNYppKP7dpk4u7s5KwbA470kAkgAkhBAnVfFC/nXnKDtGymzsyPCazZ3kEvZCN0uIMyYBSAKQEEKcsp0jZb67Y5QgjnnFhg62LF/822kIcSISgCQACSHEaakHEffvGuOJgSKrWlL8+sVdtKVlOrk4v0gAkgAkhBBnZN9ElW9vH6Hshdyyto0bV7ViGNIbJM4PEoAkAAkhxBkLopiH9ozzyIEpunMur7u4m55cYqGbJcRJSQCSACSEEGdtoFjnW9tHGKv43LiqhZvXtmHP43YaWmumvBg/0jimosU1pBZJnBYJQBKAhBBiTkSx5mf7J/nxvgkKCZvXXdzFytbUnFw71pppL2baizlQDNkzHTDZiNCAaxosz5hc2emytmBhSBASp0ACkAQgIYSYU2MVj29tH+HQdJ1r+gq8fEM7rtVcgfmRA5PUg4iXre84pWtVg5h9xZAdEz4T9YiirxmrhYQaHFNhAEGs8SNIWHBxm8M13QnW5C3S9uLcwkMsDrKkpxBCiDnVkXH5D9f28YtD0/xw9zi7xiq8dnMXacfk7x8/TBhr1rdnZt1s1Y80T495bBsLmPYiAJKWIopjEpYi5xj4MZT9mEgDOqbkw5OjPkPViK6UxRUdNpd3uNim9AiJ40kPkPQACSHEvJmuB3xnxwi7xyocmq4zUfWxTINb17bxnptWn3DW2HA15GeDHvuLAVEMjSimEWniGEp+TNJSpGyDst+sATIUzfofrQliaE8qOlI2kdasztnc2OvSnZbf98WxpH9QCCHEvCkkbe66ahmrW1M8cbjIdD0kbZs8fGCKJwaKxx2/ZzrgW3tr7J70qfgxB8sBA5WIshdTC2NCramHmqFqyFQjpuxrpj3NVCOm6Gm8SFMLmz1IXUmT/aXm9fZMBwvw9GIxk0gshBBiXo1XfbYNlNjclSWKNYem63hhzD8+OcDmrszRDVb3TAfcf7DGZCOm4kdMNTSR1lgGNCIIIgg1GGj8mcYuIojrMY0wADSdSYOSr/nhwToA6wqyfYdokgAkhBBiXj1xuEipERA0i3VwLYPxqs+/7hhhVUuSP/i1NQxXQ767r8ZoLWSqEVEOIIjhhZyjAEtBpCE8yf28GDxPUxoLSFnQlTLJuyYP9tfJ2EqGwwQgAUgIIcQ8u2VdG2vaUpQaISUvpNQIGS43+PnBKQaKDfxIc9/BOgfLITqOqfxK+IHmn4PTrFgNNdRC6C9HdEeaMDZ5eNDj19eYUhgtpAhaiqCFEGJh/WKozr/sqaOJqfqascbc/lgygKQFa/MWCcvg5uUJru6W1aqXOukBEkIIsWCqQcyjIz5eFOOaMO3NHH6m9j3LwCPfO+FnHRdfS9cVN5/wsxiohzBWj1mWMdg25nNRmyPrBC1xEoCEEEIsmCdGfPYXQ8p+zER0asNcnZfdhJPJH/OeW5h9YcUYmGrEuGbIRMPgiRGfX1suvUBLmQQgIYQQC2K4GvJAf416qAmiZvHyqcj2riHZ1n3a9ws1JExF0Y95oL/G+hZLCqKXMOn/E0IIcc5prXl8xKPox5g0FzCcb5GGUqDJ2IqSH/P4iMcSLIMVR0j0FUIIcc5NeTH95eYWF+VAE53GuVHQIGzUjnnPSpx801VNs+YojhWGYdBfjpjyYloT5mncXVwoJAAJIYQ45/xIUwligkjTOJ30Axx44KvHvXfJXf/5lM41FUQogiimcmQrDbE0SQASQghxzjlmc++uWqQ53QjSe83LcXItZ3TfMG7uGl/2m7vIO7Ie0JIlAUgIIcQ51+IauKYiONmyzieQbOs5oyJoaC6waABhrElZihZXSmGXKvkvL4QQ4pxTStGdMjHO8U+hWEM11JiGoi9nNXeRF0vSvP3V++hHP8qNN95IKpWiUCic8Jj+/n5e85rXkEql6Ozs5D//5/9MGM7+68Dk5CR33XUXuVyOQqHA29/+diqVyjw8gRBCiPmUsg1M1dzn61xRR14trsGqrAyCLGXzFoB83+cNb3gD7373u0/4eRRFvOY1r8H3fR5++GE+//nP87nPfY4/+ZM/mfW6d911F9u3b+f+++/nO9/5Dj/5yU945zvfOR+PIIQQYp6M1iKGqxFKqXM2FGEAlgGtrqItadKalNlfS9m8xd8Pf/jDAHzuc5874ef33XcfO3bs4Ic//CFdXV1cccUV/Pmf/zl//Md/zJ/92Z/hOM5x5+zcuZPvf//7/OIXv+Dqq68G4JOf/CSvfvWr+cu//Et6e3vn63GEEELMEa012yd8wljjGhAYoHRzocL5ZKhm8fWyrA0g9T9L3IL913/kkUe49NJL6erqOvre7bffTqlUYvv27TOeUygUjoYfgJe//OUYhsGjjz464708z6NUKh3zEkIIsTCmvJihakRLwsA0FUlbkbYV1jyOhSVMyLuKvGtQCzVtSZO8BKAlbcEGQIeHh48JP8DRr4eHh2c8p7Oz85j3LMuitbV1xnMA7r333qM9UkIIIRaWH2mCWJO2IGUpwghSNthGczPUmXqCWtZcQsuaS077fq4BrQmDgmvgRxov0mxuczCkAHpJO634+8EPfhCl1Kyv5557br7aesbuueceisXi0dehQ4cWuklCCLFkOabCNhSRVmRsA8sAX4NtKKw57pRxDFiWMelKmZhK4cdQcA3W5KUAeqk7rb8BH/jAB7j77rtnPWbNmjWndK3u7m4ee+yxY94bGRk5+tlM54yOjh7zXhiGTE5OzngOgOu6uK57Su0SQggxv1pcg560ycFSQIurKHpQDcEw9NFZWnNRDmQCaYujQ12VIMZUimu7HNK2DH8tdacVgDo6Oujo6JiTG99www189KMfZXR09Oiw1v33308ul2Pz5s0znjM9Pc3WrVvZsmULAA8++CBxHHPdddfNSbuEEELML6UUF7c5TNQj6qEm7xo0woj6GSyKOOM9AMcEw1BHdpvX+DFc0WFzRWdi7m4kzlvzFoH7+/vZtm0b/f39RFHEtm3b2LZt29E1e175yleyefNmfvd3f5ennnqKH/zgB3zoQx/iPe95z9Hemscee4xNmzYxMDAAwEUXXcSrXvUq3vGOd/DYY4/xs5/9jPe+97288Y1vlBlgQghxHulMmbx0eZJNrQ49aZvWpInWzWnqjmr+cDrTCh2DZs9PylZEMTTCGKUUK7MWr1yZxJbtLwSgtNbzMvHw7rvv5vOf//xx7z/00EPccsstABw8eJB3v/vd/OhHPyKdTvPWt76Vj33sY1hWs2PqRz/6Ebfeeiv79+9n1apVQHMhxPe+9718+9vfxjAM7rzzTv7H//gfZDKZU25bqVQin89TLBbJ5XJn/axCCCHOjNaaKS/GCzW7pwO2DnsU/ZjRakjR57R2iTcVJAzoSBm0JEzqoaYRxhRck0LC4BUrU6wr2PP2LOL8Mm8BaDGTACSEEIvTnumAB/vrjNcjqn7EWENTCzTBkZ9UpuLo6tGRbr4UzRlkhYRBe8LAtQy01gxXQ0zDYGOLxctWSPgRx5IyeCGEEIvGuoJNxlY8POixrxjQkQLL0BwsRZT8GMtQR4ukX5g1VvRibFPRkTSwDYUXxhQ9jR8r2h3FrX0SfsTxpAdIeoCEEGLR8SPN02Me28YCin5EHMO0FxFEGtcysM1mz08jBNC4pqIeaRqhRtPc5f2GHocwBtNQ3LYiiWVI7Y/4JekBEkIIseg4puLq7gQXtTnsK4bsmPAxKzBWjykHMbHf3NoiYSpyrkHCVGRpTnnf1OpwWbtNxjEpeTE/7K/z5KjPNd2yHIr4JQlAQgghFq20bXBpu8PFbTZFL2ayEXG4ElH1Y1CQdwwSlkFLwqDFNci7xjErPOdcg6s6HX4x4tGRMliVk6Ew0SQBSAghxKJnKEVLwqQlYbK2cHrnrsrbjNZjnhz1aU2Y5BxZBFEs4GaoQgghxLlyVadD0lL8fKhBGC+50ldxAhKAhBBCXPAsQ3F9T4Kyr3lqzF/o5ohFQAKQEEKIJaHgGlzZ6bCvGNBfmsN9N8R5SQKQEEKIJWN1zmJF1mLrqEfZjxe6OWIBSQASQgixZCiluKrTJWEqfj7kEUk90JIlAUgIIcSSYpuKG3pcSn4s9UBLmAQgIYQQS04hYXJFh8PeYsChstQDLUUSgIQQQixJa/IWy7MWj494VKQeaMmRACSEEGJJUkpx9ZF6oEekHmjJkQAkhBBiybJNxfVH6oGeHpd6oKVEApAQQoglrSVhcnmHw57pgMNSD7RkSAASQgix5K3NWyzPHKkHCqQeaCmQACSEEGLJU0qxpcvFMRWPDnnEWuqBLnQSgIQQQgjAOVIPNO1JPdBSIAFICCGEOKI1YXJpu8PzUwGDFakHupBJABJCCCFeZH3Bojdj8YsRj6rUA12wJAAJIYQQL6KU4pouF0s19wuTeqALkwQgIYQQ4le8UA805cU8Ox4sdHPEPJAAJIQQQpxAW9Lk0jaHXVO+1ANdgCQACSGEEDPY0GLRk27WA9WCmFhrdk/JgokXAmuhGyCEEEIsVkoprul2uf9gnZ8ONLAMeHo8YENLcyNVcf6S/3pCCCHELFxTsa5g8ZVdVaJY05IwGKs1e4MMpRa6eeIMyRCYEEIIMYsdEx7/NtBAAyiNY0At1FR8mR12PpMeICGEEGIGYax5djxgshHTkTSoBjDRiEnbMO3H5NyZ+xG01kz6k3iRh2u6tDqtKOkxWjQkAAkhhBAzsAzFa9ek2Dnp8/R4QDXQ1KOYWhgx3YhY8St1QJGOmPaneb70PNumnmS0MYof+TimQ2eikytarmR9bj0Fp4CpzAV6KgGgtF56KzyVSiXy+TzFYpFcLrfQzRFCCHEeqAUxOyZ8Hhv22TXlc32Py5s2ZQGoBBX2lJ/nmeln6K/20189hBc1sA0bU5kopfAjH8uw6Up00Z3s4pLCJVzZchVZJ7vAT7Y0SQCSACSEEOI01IKYhw7VMQy4rc/mickneHzycab9KRzlMNoYZbwxjmmYxDrGUAYJM4FruEx6k6DANmwAWt1Wrm69hmvbryVjZ2SY7BySACQBSAghxBkYrA3yvYF/ZX9lP1k7S3eymyl/iicnn0SjSZpJDAxiYuphHS/2sAwLW9n0JHvwI5+RxgiBDuhMdLExt4ENuQ1c1nI53cnuhX68C57UAAkhhBCn6eHRh/nGoa8zFUyRNJI04gb1sM6kP0UjapC20kRxhKc9Yh3TiBr4sY+BQahCSkGJelTHUhagKPrT7C3vpRJWGfcmeFn3yyQEzTMJQEIIIcRpeHj0Yf7xwJfwIo8OtwPLsKiFNfZV9lEMikQ6ohpWiTl+J3k/9FEoSkEJQxlkrAyu6aK1JtABY41RAJ6eeoquRJcMh80jCUBCCCHEKdBas6O4g386+BWqQZUWp4V6VCcOYyb9SYp+kZCTb5Gh0c3jNEwH07iRS8pMYeNQCStUKhVMDK5q3UJ7ov0cPNnSJAFICCGEOInh+jBPTGzl/qH76a/2E8cxE/4ECkWs41MKPicSE1OPm/VBjahBTEykIya9SfJOgdf1vU6GwubJvK0E/dGPfpQbb7yRVCpFoVA47vOnnnqKN73pTfT19ZFMJrnooov47//9v5/0uqtWrUIpdczrYx/72Dw8gRBCCNEMPw8OP8hj448x2hjFiz0CAiIdEejguPBT2lPi+c8/T2O8ccLrHf7+YQ5+s/+Y92JianENpQxsZePHPo+MPcy3Dn2L4frwvD3bUjZvPUC+7/OGN7yBG264gc985jPHfb5161Y6Ozv5whe+QF9fHw8//DDvfOc7MU2T9773vbNe+yMf+QjveMc7jn6dzcoaCkIIIeae1pqnp55i0ptgKpimGlYBMJWJ1vqEdT5nfC809aiGqUwMDCphhZ2lHaycXElXr9QDzbV5C0Af/vCHAfjc5z53ws//w3/4D8d8vWbNGh555BG+9rWvnTQAZbNZurulS1AIIcT8mvQnGawPEmvNWGOUSEdYykJrTUQ05/fTaNDgmi6+9hmpj/BM8Rmubr+aNrdtzu+3lC2qzVCLxSKtra0nPe5jH/sYbW1tXHnllXz84x8nDGcfe/U8j1KpdMxLCCGEOBkv8vBCj8H6AKEOUUphKnNOe35+laGMo+sFeZHHUG2QRnji4TRx5hZNEfTDDz/MV77yFb773e/Oetwf/uEfctVVV9Ha2srDDz/MPffcw9DQEH/913894zn33nvv0R4pIYQQ4lS5pkukYya9SZRWKE59GCr2Y6LG8b1E+iTZKdYxGo2pTEIdUg/r1KP66TZdnMRpBaAPfvCD/MVf/MWsx+zcuZNNmzadViOeffZZXv/61/Onf/qnvPKVr5z12Pe///1H/3zZZZfhOA6///u/z7333ovruic855577jnmvFKpRF9f32m1UQghxNLjRz5j3iiT/iRx3Awmfuw3h6pOYuD+gRk/cwon/nkFEBISRs2RDYXCMRySZvL0Gy9mdVoB6AMf+AB33333rMesWbPmtBqwY8cObrvtNt75znfyoQ996LTOBbjuuusIw5ADBw6wcePGEx7juu6M4UgIIYQ4keH6MA+NPETjyKamsYrRMYT61IajOq7rxMnZx70/9vg4J8tPtbiGa7hYhkXWyZKwEmfyCGIWpxWAOjo66OjomLObb9++nZe97GW89a1v5aMf/egZXWPbtm0YhkFnZ+ectUsIIcTS9sLsr3JQoivRxZQ/Raxjpv1pgiP7e51Mot0l0X58cDEdg8ib/fwXrq+BjNXcJFXMrXkrgu7v72fbtm309/cTRRHbtm1j27ZtVCoVoDnsdeutt/LKV76S97///QwPDzM8PMzY2NjRazz22GNs2rSJgYFmN+IjjzzCJz7xCZ566in27dvHF7/4Rd73vvfx5je/mZaWlvl6FCGEEEvMC7O/2t12YmJso7mBaU+yB0c556QNzRlhmnJQYaQxck7uuZTMWxH0n/zJn/D5z3/+6NdXXnklAA899BC33HIL//zP/8zY2Bhf+MIX+MIXvnD0uJUrV3LgwAEAarUau3btIggCoDmU9eUvf5k/+7M/w/M8Vq9ezfve975j6nuEEEKIs+VFHn7k47puc80fNEopklYS13JpBPM/KyuIA5J2iiD2ZW+weaC01iev5LrAlEol8vk8xWKRXC630M0RQgixyEx4E3z78LfIWllGGiPsLO6kzW3Dj336K/1MBVMzFkKX9pQY+dkIfa/pO+EQ2OHvHybyYla+fsWsbbCwcC2XbrebTYVNvHHVm2QtoDm0qNYBEkIIIRaDVqeV3mQv494EKTMFNKen28omZaVOazr8mTCO/Hi2lIVSBoOyFtCckwAkhBBC/AqlFJe1XE7WzjIdFFEovMgj1CG2YWOp+V1Gz1Y2CoWlLNJ2inokawHNtUWzEKIQQgixmHQnu3lZ98vYNvkkh2uHmPSnyDs5Ck6BWlhjzBs74Wyw3LocuXUzl1csf9XyWe/rKIeYGMMwSFtp4jgmYSRlLaA5JgFICCGEmEF3spvbe19Fykpx3+B99KX7iOKYwdogKTNFJarM6f1MTGIdY2DgmC6WsrANm+5kt6wFNMdkCEwIIYSYhVKKq1q30J3qoR41CHVIqENSVgprjvsRXtgHzLVcEqbLstQyWt02NuQ2yFpAc0wCkBBCCHESGTvD1a1XUwnKgMY2mis8n21BdEIlSBtpMmYGW9m0OC2sSq+iYBfYmN1Ii9NKd7Kby1oulynwc0wCkBBCCHEKtrRdxbrcOia8CTJWBkMZOIZDwjizoam0kcY2bWyzObMsbaXpcDsoR2UydoauVBdrsqt5WffL6E52z/HTCKkBEkIIIU6BbTjc3Hkzo/UxSkGJpJFEm80FEmM/xtPeKV/LVS6mYWIbNq7hUotqtNgttCfa6VSdvKLnlfSl+2h1WqXnZ55ID5AQQghxinpSvdy+7HY6Ep1o1Zyx1ZnoYlVmFVkze0rXMDDI2FkyVgbHcKhFNWzlkHfzuKbL6/tezxWtV9Dmtkn4mUcSgIQQQojTsDG3kTtX3snK9ApiYkIdAIquZBcpo1kT9OL/GRjY2FhYJIzEkWJmTT2q48c+eTtPV7KTnmQPr172ajbkNi70Iy4JshWGbIUhhBDiDAzVBvnRyI/ZWdxBwkzQ5rZRCSo8MfkElbCCqUxMZaGAQAcYGPQke7i4cAlBHNCI6jSiBkoZrM+t4+bOm+lJ9S70Yy0ZEoAkAAkhhDhDfuTzxOQTPD75ONP+FI5yCHXIgcoBpvwpQh2iULimS2+yl7XZdZjKZNqfJtA+BaeFq1uvZkvbVdjGudllXjRJAJIAJIQQ4ixVggp7ys/zzPQzjDXGqEd1ykGFRlTHwCBtZ3BNF4UiaSboSHRwaeFS1mXXk7EzC938JUkCkAQgIYQQcyTSEUW/yIQ3waQ/SSOqE8YhlmGRMJO0Oq20uW3knTymMhe6uUuaTIMXQggh5oipTFrdVlpdWbV5sZNZYEIIIYRYciQACSGEEGLJkQAkhBBCiCVHApAQQgghlhwJQEIIIYRYciQACSGEEGLJkQAkhBBCiCVHApAQQgghlhwJQEIIIYRYciQACSGEEGLJkQAkhBBCiCVHApAQQgghlhwJQEIIIYRYciQACSGEEGLJkQAkhBBCiCVHApAQQgghlhwJQEIIIYRYciQACSGEEGLJkQAkhBBCiCVHApAQQgghlhwJQEIIIYRYciQACSGEEGLJmbcA9NGPfpQbb7yRVCpFoVA44TFKqeNeX/7yl2e97uTkJHfddRe5XI5CocDb3/52KpXKPDyBEEIIIS5U8xaAfN/nDW94A+9+97tnPe6zn/0sQ0NDR1933HHHrMffddddbN++nfvv//+3d78hVZ5/HMc/Wnqq5Z9O/jkeS9O5/tCWhM2TxGBMSRvE2nxQMZhFOKhjo1y07YG5tjHZGmMUsh5tbbBF60Eb9SASM2NgNgwfDEoqBBt2lAo9aauc5/o92G+HTv/WMe0+63q/4AbPfS7v+yOX3/hydR3vJh05ckQnT57U22+/PY7JAQDA027yRF14586dkqR9+/Y9dFxqaqo8Hs8jXfPs2bM6evSofvvtNy1ZskSStGfPHr366qv64osv5PV6HyszAACwg+N7gPx+v9LS0lRcXKxvvvlGxpgHjm1ra1Nqamq4+ZGksrIyxcfHq729/YHfd+vWLQWDwYgDAADYa8JWgB7FRx99pFdeeUXTpk3TsWPHtGnTJg0NDemdd9657/hAIKCMjIyIc5MnT5bb7VYgEHjgfRoaGsIrUgAAAFGtAL3//vv33bh853Hu3LlHvl5dXZ2WLVumxYsX67333tP27du1a9euqH+If/PBBx9ocHAwfFy6dGnc7wEAAP47oloBevfdd7Vu3bqHjsnPzx9zGJ/Pp48//li3bt2Sy+W6532Px6P+/v6Ic3/99ZeuXbv20H1ELpfrvtcDAAB2iqoBSk9PV3p6+kRlUWdnp2bMmPHAZqWkpEQDAwPq6OhQUVGRJOn48eMKhULy+XwTlgsAADxdJmwPUE9Pj65du6aenh6Njo6qs7NTklRQUKDp06fr8OHD6uvr09KlSzVlyhQ1NTXp008/1bZt28LXOH36tN566y01NzcrOztbCxYsUEVFhaqrq7V3716NjIyopqZGa9as4RNgAADgkU1YA7Rjxw5999134deLFy+WJLW0tOjll19WQkKCGhsbtXXrVhljVFBQoC+//FLV1dXh77lx44a6uro0MjISPvfDDz+opqZGpaWlio+PV2VlpXbv3j1RPwYAAHgKxZmHfe78KRUMBpWSkqLBwUElJyc7HQcAADxhjv8dIAAAgCeNBggAAFiHBggAAFiHBggAAFiHBggAAFiHBggAAFiHBggAAFiHBggAAFiHBggAAFiHBggAAFiHBggAAFhnwh6GGsv+efxZMBh0OAkAAIhWUlKS4uLiHusaVjZA169flyTNnj3b4SQAACBa4/EwcyufBh8KhdTb2zsuHaTtgsGgZs+erUuXLj32LyPGF3MTu5ib2MXcxK475yY7O5sVoLGIj4/XrFmznI7xVElOTuYfixjF3MQu5iZ2MTexKzk5eVwWL9gEDQAArEMDBAAArEMDhMficrlUX18vl8vldBTchbmJXcxN7GJuYtd4z42Vm6ABAIDdWAECAADWoQECAADWoQECAADWoQECAADWoQHCY2lsbNScOXM0ZcoU+Xw+nT592ulI1vvwww8VFxcXccyfP9/pWFY6efKkVq5cKa/Xq7i4OP38888R7xtjtGPHDmVlZWnq1KkqKyvT+fPnnQlrmX+bm3Xr1t1TRxUVFc6EtUxDQ4NefPFFJSUlKSMjQ6tWrVJXV1fEmJs3b8rv92vmzJmaPn26Kisr1dfXF9V9aIAwZgcOHFBtba3q6+t15swZFRYWqry8XP39/U5Hs97ChQt1+fLl8PHrr786HclKw8PDKiwsVGNj433f//zzz7V7927t3btX7e3teuaZZ1ReXq6bN28+4aT2+be5kaSKioqIOtq/f/8TTGiv1tZW+f1+nTp1Sk1NTRoZGdHy5cs1PDwcHrN161YdPnxYBw8eVGtrq3p7e/XGG29EdyMDjFFxcbHx+/3h16Ojo8br9ZqGhgYHU6G+vt4UFhY6HQN3kWQOHToUfh0KhYzH4zG7du0KnxsYGDAul8vs37/fgYT2untujDGmqqrKvPbaa47kQaT+/n4jybS2thpj/q6ThIQEc/DgwfCYs2fPGkmmra3tka/LChDG5Pbt2+ro6FBZWVn4XHx8vMrKytTW1uZgMkjS+fPn5fV6lZ+frzfffFM9PT1OR8Jduru7FQgEImooJSVFPp+PGooRJ06cUEZGhubNm6eNGzfq6tWrTkey0uDgoCTJ7XZLkjo6OjQyMhJRO/Pnz1dOTk5UtUMDhDG5cuWKRkdHlZmZGXE+MzNTgUDAoVSQJJ/Pp3379uno0aP6+uuv1d3drZdeeknXr193Ohru8E+dUEOxqaKiQt9//72am5v12WefqbW1VStWrNDo6KjT0awSCoW0ZcsWLVu2TM8//7ykv2snMTFRqampEWOjrR0rnwYPPM1WrFgR/nrRokXy+XzKzc3VTz/9pA0bNjiYDPjvWLNmTfjrF154QYsWLdKzzz6rEydOqLS01MFkdvH7/fr9998nZB8jK0AYk7S0NE2aNOmeXfd9fX3yeDwOpcL9pKamau7cubpw4YLTUXCHf+qEGvpvyM/PV1paGnX0BNXU1OjIkSNqaWnRrFmzwuc9Ho9u376tgYGBiPHR1g4NEMYkMTFRRUVFam5uDp8LhUJqbm5WSUmJg8lwt6GhIV28eFFZWVlOR8Ed8vLy5PF4ImooGAyqvb2dGopBf/zxh65evUodPQHGGNXU1OjQoUM6fvy48vLyIt4vKipSQkJCRO10dXWpp6cnqtrhv8AwZrW1taqqqtKSJUtUXFysr776SsPDw1q/fr3T0ay2bds2rVy5Urm5uert7VV9fb0mTZqktWvXOh3NOkNDQxErBt3d3ers7JTb7VZOTo62bNmiTz75RM8995zy8vJUV1cnr9erVatWORfaEg+bG7fbrZ07d6qyslIej0cXL17U9u3bVVBQoPLycgdT28Hv9+vHH3/UL7/8oqSkpPC+npSUFE2dOlUpKSnasGGDamtr5Xa7lZycrM2bN6ukpERLly599BuN98fVYJc9e/aYnJwck5iYaIqLi82pU6ecjmS91atXm6ysLJOYmGiys7PN6tWrzYULF5yOZaWWlhYj6Z6jqqrKGPP3R+Hr6upMZmamcblcprS01HR1dTkb2hIPm5sbN26Y5cuXm/T0dJOQkGByc3NNdXW1CQQCTse2wv3mRZL59ttvw2P+/PNPs2nTJjNjxgwzbdo08/rrr5vLly9HdZ+4/98MAADAGuwBAgAA1qEBAgAA1qEBAgAA1qEBAgAA1qEBAgAA1qEBAgAA1qEBAgAA1qEBAgAA1qEBAgAA1qEBAgAA1qEBAgAA1qEBAgAA1vkfzEXA+aTPpPoAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -41,6 +49,7 @@ "import numpy as np\n", "\n", "seed = 12345\n", + "n_factors = 1\n", "\n", "# Create SCATrEx object for the simulation\n", "sim_sca = scatrex.SCATrEx(model=scatrex.models.TrajectoryTree, \n", @@ -50,7 +59,7 @@ " 'angle_concentration':5.,\n", " 'loc_variance':.1,\n", " 'root_event_mean':10.,\n", - " 'n_factors': 0,\n", + " 'n_factors': n_factors,\n", " 'obs_weight_variance':1.,\n", " 'factor_variance':.1},\n", " seed=seed) # Use the Trajectory model here for simplicity\n", @@ -75,9 +84,15 @@ "print(sim_sca)\n", "\n", "# See the tree and data\n", - "sim_sca.plot_data(draw=False, alpha=0.4, remove_noise=True)\n", + "sim_sca.plot_data(draw=False, alpha=0.4, remove_noise=False)\n", "ax = plt.gca()\n", - "sim_sca.plot_tree_projection(level=1, ax=ax, node_size=500)" + "sim_sca.plot_tree_projection(level=1, ax=ax, node_size=500)\n", + "\n", + "if n_factors > 0:\n", + " # See the tree and noiseless data\n", + " sim_sca.plot_data(draw=False, alpha=0.4, remove_noise=True)\n", + " ax = plt.gca()\n", + " sim_sca.plot_tree_projection(level=1, ax=ax, node_size=500)" ] }, { @@ -91,133 +106,133 @@ "\n", "\n", - "\n", "\n", - "\n", + "\n", "\n", - "\n", + "\n", "\n", "\n", "A\n", - "\n", - "A\n", - "8 cells\n", + "\n", + "A\n", + "8 cells\n", "\n", "\n", "\n", "B\n", - "\n", - "B\n", - "11 cells\n", + "\n", + "B\n", + "11 cells\n", "\n", "\n", "\n", "A->B\n", - "\n", + "\n", "\n", "\n", "\n", "C\n", - "\n", - "C\n", - "11 cells\n", + "\n", + "C\n", + "11 cells\n", "\n", "\n", "\n", "B->C\n", - "\n", + "\n", "\n", "\n", "\n", "G\n", - "\n", - "G\n", - "11 cells\n", + "\n", + "G\n", + "11 cells\n", "\n", "\n", "\n", "B->G\n", - "\n", + "\n", "\n", "\n", "\n", "D\n", - "\n", - "D\n", - "8 cells\n", + "\n", + "D\n", + "8 cells\n", "\n", "\n", "\n", "C->D\n", - "\n", + "\n", "\n", "\n", "\n", "E\n", - "\n", - "E\n", - "8 cells\n", + "\n", + "E\n", + "8 cells\n", "\n", "\n", "\n", "C->E\n", - "\n", + "\n", "\n", "\n", "\n", "J\n", - "\n", - "J\n", - "10 cells\n", + "\n", + "J\n", + "10 cells\n", "\n", "\n", "\n", "C->J\n", - "\n", + "\n", "\n", "\n", "\n", "I\n", - "\n", - "I\n", - "9 cells\n", + "\n", + "I\n", + "9 cells\n", "\n", "\n", "\n", "D->I\n", - "\n", + "\n", "\n", "\n", "\n", "F\n", - "\n", - "F\n", - "9 cells\n", + "\n", + "F\n", + "9 cells\n", "\n", "\n", "\n", "E->F\n", - "\n", + "\n", "\n", "\n", "\n", "H\n", - "\n", - "H\n", - "9 cells\n", + "\n", + "H\n", + "9 cells\n", "\n", "\n", "\n", "F->H\n", - "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -240,109 +255,85 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "\n", "\n", "A\n", - "\n", - "A\n", - "8 cells\n", + "\n", + "A\n", + "8 cells\n", "\n", "\n", "\n", "B\n", - "\n", - "B\n", - "22 cells\n", + "\n", + "B\n", + "11 cells\n", "\n", "\n", "\n", "A->B\n", - "\n", + "\n", "\n", "\n", "\n", "C\n", - "\n", - "C\n", - "19 cells\n", + "\n", + "C\n", + "11 cells\n", "\n", "\n", "\n", "B->C\n", - "\n", + "\n", "\n", "\n", "\n", "D\n", - "\n", - "D\n", - "8 cells\n", + "\n", + "D\n", + "8 cells\n", "\n", "\n", "\n", "C->D\n", - "\n", - "\n", - "\n", - "\n", - "G\n", - "\n", - "G\n", - "10 cells\n", - "\n", - "\n", - "\n", - "C->G\n", - "\n", + "\n", "\n", - "\n", - "\n", - "H\n", - "\n", - "H\n", - "9 cells\n", + "\n", + "\n", + "I\n", + "\n", + "I\n", + "10 cells\n", "\n", - "\n", - "\n", - "C->H\n", - "\n", + "\n", + "\n", + "C->I\n", + "\n", "\n", - "\n", + "\n", "\n", - "E\n", - "\n", - "E\n", - "9 cells\n", + "J\n", + "\n", + "J\n", + "9 cells\n", "\n", - "\n", + "\n", "\n", - "D->E\n", - "\n", - "\n", - "\n", - "\n", - "F\n", - "\n", - "F\n", - "9 cells\n", - "\n", - "\n", - "\n", - "E->F\n", - "\n", + "D->J\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -352,7 +343,7 @@ ], "source": [ "full_observed_tree.seed = 1\n", - "observed_tree = full_observed_tree.subsample(keep_prob=0.8, force=True)\n", + "observed_tree = full_observed_tree.subsample(keep_prob=1., force=True)\n", "observed_tree.plot_tree()\n", "observed_tree.change_names()\n", "observed_tree.set_colors(root_node='root')\n", @@ -370,37 +361,37 @@ "\n", "\n", - "\n", "\n", - "\n", + "\n", "\n", - "\n", + "\n", "\n", "\n", "A\n", - "\n", - "A\n", - "85 cells\n", + "\n", + "A\n", + "85 cells\n", "\n", "\n", "\n", "B\n", - "\n", - "B\n", - "9 cells\n", + "\n", + "B\n", + "9 cells\n", "\n", "\n", "\n", "A->B\n", - "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -425,9 +416,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/pedrof/miniconda3/envs/py310/lib/python3.10/site-packages/anndata/_core/aligned_df.py:67: ImplicitModificationWarning: Transforming to str index.\n", + "/Users/pedrof/miniconda3/envs/scatrex/lib/python3.10/site-packages/anndata/_core/anndata.py:183: ImplicitModificationWarning: Transforming to str index.\n", " warnings.warn(\"Transforming to str index.\", ImplicitModificationWarning)\n", - "/Users/pedrof/miniconda3/envs/py310/lib/python3.10/site-packages/anndata/_core/aligned_df.py:67: ImplicitModificationWarning: Transforming to str index.\n", + "/Users/pedrof/miniconda3/envs/scatrex/lib/python3.10/site-packages/anndata/_core/anndata.py:183: ImplicitModificationWarning: Transforming to str index.\n", " warnings.warn(\"Transforming to str index.\", ImplicitModificationWarning)\n" ] } @@ -442,7 +433,7 @@ " 'angle_concentration':5.,\n", " 'loc_variance':.1,\n", " 'root_event_mean':4.,\n", - " 'n_factors': 0,\n", + " 'n_factors': 1,\n", " 'obs_weight_variance':1.,\n", " 'factor_variance':.1},\n", " seed=12) # Use the Trajectory model here for simplicity\n", @@ -460,7 +451,7 @@ ")\n", "sca.ntssb.make_batches(None, 42)\n", "sca.ntssb.reset_variational_parameters()\n", - "sca.ntssb.sample_variational_distributions(n_samples=100)" + "sca.ntssb.sample_variational_distributions(n_samples=10)" ] }, { @@ -470,7 +461,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAFfCAYAAACsmKBGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAABV/ElEQVR4nO3deZhcZZ33//fZa6/el5DOxhZkJ0FJEBJAAqi4MKMwOggjBHAAReCZ3zA6ssxg1MHlcVAhyAO4DTiDjDgwatQkGgkaAmFTwpaQTtKd3muvs//+KNLQZu2ku6uX7+u66oKuOufUXenq+tS9K2EYhgghhJjS1GoXQAghRPVJGAghhJAwEEIIIWEghBACCQMhhBBIGAghhEDCQAghBFM0DMIwJJvNIlMshBCiYkqGQS6XI51Ok8vlql0UIYQYF6ZkGAghhBhKwkAIIYSEgRBCCAkDIYQQSBgIIYRAwkAIIQQSBkIIIZAwEEIIgYSBEEIIJAyEEEIwDsJg2bJlnHzyySSTSZqamvjQhz7Exo0b93rOqlWrUBRll9tLL700RqUWQojJpephsHr1aq6++mqefPJJVqxYged5LFmyhEKhsM9zN27cSEdHx+Dt8MMPH4MSCyHE5KNXuwA///nPh/x833330dTUxPr16zn99NP3em5TUxM1NTWjWDohhJgaql4z+EuZTAaAurq6fR574okn0trayllnncXKlSv3eJxt22Sz2SE3IYQQbxlXYRCGIddffz3vfve7OeaYY/Z4XGtrK8uXL+fhhx/mJz/5CUceeSRnnXUWv/3tb3d7/LJly0in04O3tra20XoJQggxISnhONrh5eqrr+axxx5jzZo1TJ8+fVjnnn/++SiKwqOPPrrLY7ZtY9v24M/ZbJa2tjYymQypVOqgyy2EEBPduKkZXHvttTz66KOsXLly2EEAcMopp/DKK6/s9jHLskilUkNuQggh3lL1DuQwDLn22mt55JFHWLVqFbNnzz6g6zzzzDO0traOcOmEEGJqqHoYXH311fzoRz/ipz/9Kclkks7OTgDS6TTRaBSAm266iW3btvG9730PgG984xvMmjWLo48+Gsdx+MEPfsDDDz/Mww8/XLXXIYQQE1nVw+A73/kOAIsXLx5y/3333cell14KQEdHB1u2bBl8zHEcbrzxRrZt20Y0GuXoo4/mscce473vfe9YFVsIISaVcdWBPFay2SzpdFo6kIUQ4k3jpgNZCCFE9UgYCCGEkDAQQgghYSCEEAIJAyGEEEgYCCGEQMJACCEEEgZCCCGQMBBCCIGEgRBCCCQMhBBCIGEghBACCQMhhBBIGAghhEDCQAghBBIGQgghkDAQQgiBhIEQQggkDIQQQgB6tQsgRk7g+RCGoCiV/w9CUBX0iFntogkhxjkJgwls54d/4AUErkdge7glG7uvQOB4qJaOHjEwElGs2gR6TEJBCLF7EgYTUOD6OLkiXsHG93yCgoNiaISqQnlHFrdQQlEUtIiOEibw7Rx+0SF2SJ0EghBityQMJhiv6FDc3oedKeLZLm62TOh7oGmUugbwSy56zEAzDVRDI7ADYs2pSo2hP48eq6v2SxBCjEMSBhNI4PoUOvoodmUIgxA/X6bcV8Arlin1ZiDrQAgogAFETSKJOJ5tE59Wi5sv4ZUd6UMQQuxCwmACcXIl7J48BCF+3qbYncXuz+L2FcAJCUMolcHzQdcgajuUsw52uYxv+yRnN1Q6lcWIe3vnvapr1S6OEMMmYTBBBJ6PVyjj2Q6+41HuyeDlyrjZMuVcyKat8MM//Jyfv/EADZHpfHLuV4laIYfNDJk9vYQadKJZGonpDaiGjmrIB9ZICFwfr2QT2B5hGKIoSqXjPmrJv7GYUCQMJoowJHB98AOcTAknX8YulNm2yWPtBoUggKd3rAKgp7yV7YVXmMZhPP+ywouvwoITSkSa84Suj5spYqRj8mF1kII3/y19P0A1dZQgIPQD3FyZ0PHl31hMKDLpbKJQFFAU7GyZcvcATr7E1peK/P7pShB0FF+nq/wGc1InAfBc30oqnQeVx3//tMLLT/VQGsjj+wFeya7qy5kMvJKN7wcogJstYvcXcPNlAsfDzhRxsqVqF1GI/SZhMEEEjo+bK+GXbJx8mWJnibUblDcfVXi+dyUAi1r/hkPiR/BS/xO4gT34OMDa3/t0Pr0VRVEIbK/Szi2GLfB8nFyJYleGQucAAy9vI7+1FydXwnd8AsB3PEo7+nFyEghiYhgXYfDtb3+b2bNnE4lEmDdvHr/73e/2evzq1auZN28ekUiEOXPmcNddd41RSasjcH3KOzKggGrpBGWPTe0QBAAKbuDw5/7f0xI7lMboDI6tOwMnKLFx4Mm3XaVSQ9iwspPCjn7CMKx0eIr9Frg+5d48/Ru3s+PJV9j+2z+xY82f6X1hG5lXO8m+2kn+9R0UO/rxbBd7oESxox8nW6w08QkxjlU9DB566CGuu+46Pve5z/HMM89w2mmncd5557Fly5bdHr9p0ybe+973ctppp/HMM8/wT//0T3z605/m4YcfHuOSjx0nV8R9c0iooiiEYcCrbyiDj7888CR2UOS4ujMAmFuzEEON8Fzvb3a51qt/dsm83kXoB5WmJ7FfAtcnt6WH7j++TM/Tr9Pz3GZK2/qwuwewd/RSeGMHA6920PdSO73Pv0Fxex+apUEQ4ubKuBkJBDG+VT0Mvva1r3HZZZdx+eWXc9RRR/GNb3yDtrY2vvOd7+z2+LvuuosZM2bwjW98g6OOOorLL7+cT37yk9xxxx17fA7btslms0NuE0Xg+QS2h6KrOPkSYdmjHBqU7Ep/AMBzvSvRFZOjak8FwNQizK05ha2Fl+izO952NYVSWaH75W5815chkPspcH16/7yN7b//M/0bO8m/1kHQW4SSDw6VWzmEnIOXKWIPFMi+3oXdX3hzbShD+mnEuFfVMHAch/Xr17NkyZIh9y9ZsoQnnnhit+esXbt2l+PPOeccnnrqKVzX3e05y5YtI51OD97a2tpG5gWMhTAcbNIJbA8/CAj8t77R99udtBf+zKGpEwnDkLJXoOwVOKLmFIDBvoS3K+dcyn05+aa6HwLXJ/P6Dnqffh27J4/bk618+O+JC2RsnGyR3NZe3HypMvfA1KWfRoxrVR1a2tPTg+/7NDc3D7m/ubmZzs7O3Z7T2dm52+M9z6Onp4fW1tZdzrnpppu4/vrrB3/OZrMTJxAUBc3Q8XWNwA+AAF17KwwqH/YhGzN/YGPmD7uc/kLfbzmt9SJU5a3ct0wFr2hj9+aw6pMy/HEvnGyJ7GudONkC/kAegv08Me9Q7s1R7BiozO2wDALppxHj2LiYZ6D8Rdv1zsk7wzl+d/fvZFkWlmUdZCmrQ9U1VEtHKaroEQMlVDAVh6gVUigHvNC/mhqzmXPbrtzl3NeyT7Ou+394PfsMh6XnASHRCMTTOgoMNl2YRmzMX9dEEHg++a09lLqzuH058IZ5fl+RQkc/5YEC0cZ05f0p/TRinKpqGDQ0NKBp2i61gK6url2+/e/U0tKy2+N1Xae+vn7UylpNetQidHzcgo0Wt1CUgMNmhjyy7hnybj+LWj/GjOTRu5zXEG3j6Z5f8HzfyjfDAA47QkOPWQSOj6K+NcRU+g925ZUcnN48pb59NA3tSQil7gy5zTtQNZVoY0r+ncW4VdU+A9M0mTdvHitWrBhy/4oVK1i4cOFuz1mwYMEux//yl79k/vz5GIYxamWtJtXQMNIxIvVJ9HgEdI3Z0+H5vlVois6x9Wfs9ryYnuLw9Mm8lnmagtuPqsLh77Cw0lFQFRQVGWK6F17RppQtEGSLB36RskdxWwY3U0DVx0VFXIjdqvq78/rrr+fiiy9m/vz5LFiwgOXLl7NlyxauuuoqoNLev23bNr73ve8BcNVVV3HnnXdy/fXXs3TpUtauXcu9997Lf/zHf1TzZYw61dCI1MWJt6Sx6lKQ7eWOv7qe3z+992aHD8z6DJWlTGHBCSHJGgs9EUE3dAhA0aXpYncCz6+sO1Sw4WAGAbkhvuvhB2FlxVjZT0KMU1UPgwsvvJDe3l5uu+02Ojo6OOaYY3j88ceZOXMmAB0dHUPmHMyePZvHH3+cz372s3zrW99i2rRpfPOb3+Sv/uqvqvUSxo6ioCejxJtS2D0ZDsHj1JPCN9cm2vnt/u0f7JX7VLUSBIfM0jFr45jxGHoyQhiEqJYuTRe7E1Y+xN3iwQ8H9YplQs8jKDvSJCfGLSUMp14bQTabJZ1Ok8lkSKVS1S7OsJT7cvQ/307vyx3Y27vBhrINm7bCq1sq8wh2ikZCDpsRMns6RCKgNiRoOmEWRszErEkSrU/IYmp7EHg+fS+2077yeYKuwkFdS2uIU3vENOqOm0m8tQbVqPp3MCF2Ie/KCcZMxog21xDrzeIVSvgDeSLAUYfC3DkhpXL41n4Gkbe1AMUMkm21bHvD5snH27nwtvmkJAj2LAS/6Ax7BNFuLxVCGAR4RVua5MS4VfUZyGJ4VEMjMaOB2iOnk5regFGfgkjlMUWBWBRSCYjFQLEUiOqozXEaTphJw4mHMvOUNgpZjwf+YR3ZPpkRuydOroRiqOixgx+UEARe5ZcT7O8kBSHGnjQTTbBmop0C16fclye/rZfi1j5KXQOV9Yt0jdDQUNFQTZVIXYLEjAaijWkiDUlUXaNvW57lS1eh6ipXLF9MTYvMM3i7wPMpd2WwM0W6n9lM7oWtB3U9pS5CzZxW6k+cRXJ6vTQTiXFJwmCChsFOO0e9lAfyOH15vJKLqmuEChhREz1iYMQiu/QN9G0vsPzylSiawpX3nCGB8DaB61UmmhVs+p7fTP9TbxzU9fTmJKmZTTTOn0OspUY6kMW4JM1EE5yqa+hRk0RrHTVHHEJqTjOxphSxxhSR2gRmTXy3ncR10+Jc+d0z0HSVl9Z07OHqU9SbS4BASOgrcDCjQVUwYhaqoVZmk0sQiHFK6quTSGUuQmK/N2evnRbnhp+cSzHj8OOb/8h7rjyaumnxMSzxvlVjo/mdS4CoioZuaRC1wDnA/pWEiZmOYUQsVEv+3MT4JTWDSUjVtcqm9/vx4akoCrqpsunpbpZfvpK+7Qc3jHKkeKXKQm/l7ix2fwGnvzCmm8ToUQstZqAlo0TSyQP+S4k1prHqk5j1ccxEZGQLKcQIkjAQWDGDK+85A1VXK4GwLV+1slQ6xnMU2nsp7chg9+cp9+dwCuUx3SRGNTSijWkS0+qINiVRGw6gxpQyiB3SQKw2QaQ+JcNKxbgmHcgTvAN5JA3sKLJ86Sp8N+CKexZTPz0xps/vlRzcgSKl/jx2poidyeMXXQgCNENHT0Wx0nHih9QRa06PTZmKDgMvbSP72nb6X+6Awn5OPIjq1B41ndp3TMeIW5WZ3ynppBfjl4SBhMEQma5KIEybW8vHv7xgTJ4zcH28kk2xM0Oxo4/sGz0UOvrA9iHwQNPA0jFjUSLpKJG6JMmjphFrTGMmo6NePq/okGvvoee5zWRf3LLPFUzVhgTpOc3UHtmKVZdE01SZ6S3GPQkDCYNd2EUXt+zzp9XbOeydTdQdMno1hMD1cTNF3GKZXHsPfX/qpLytC5w9vC0jKloiSqKtkeT0OmKtdUSbUmOyAJxXduh68lV6/9SOX7TxbRdct7IclKaDpmOmLFJzmkkeUk+kIYWesNCjlgSBGPdkeIPYhRUzsGIGT/7na6y460WuvGcxDTOSo/JcXsnGs128skPmtS7Km3fsXF9v98oBvl0gq4JmaYSEhK5H7JC6UQ8EPWLS9M7DiDQkybV34eVsPNcDx8P3Asx0hJoj24i1pjETMVRThpKKiUNqBlIz2KNsd4nlV67CznuVQJg5soHglRyKnf34RYf+l7fT/9SmvQfB26lgNKdItTUSaUoRP6SO5MzGES3fnnhFB7s/j92Xw7M9VEVBS0aI1qcw01EJADEhSRhIGOxVrqfE8itWU867XHHPYhpHKBAC18fuyVHqzlLsy7Bj/evQWxreRQyItNaTPrQJKx0nfdQhY9KHsJNXdiAIQVXQI7JPgZjYZGip2KtkQ5Qr7llMJGnwwHVrRuy6XsnGczy8kk1+U8/wgwDAhXJvBnuggOe4lY1oxpAeMdFjlgSBmBSkz0DsU7I+wlXfPYPtGwfo2pTFiuukmw58mGTg+QS2R+gHFHb0U+jsP/DClTzy2/qI1FdmXsvmMUIcGKkZiP0Sr7U4/JRmVtz1It/82K/Y8Xr2wC8WhrglB7svi5MtgX0gu82/KQAvV8YpOWimLvs5C3GAJAzEsHzw/zuRRK3F8itWseO1zIFdRFHwyw5Orkxge+AeZKEUCF0f3/Fklq8QB0jCQAxLoi7C0rsXkairBELnAQZC6Af4JRe3UN7/EUR7vFiAEiooY7iYnRCTjYSBGLZEXYQr7l5Msj7C8qWrKOWG18wTOF6lNUcPCdwR2P3LDlBNFW0EdiUTYqqSMBAHJF5rsXT5Yk75yKGEQYhT2v/Ngr2yi6ooRFvrUcwReAuGoMcimElZ+0eIAyVhIA5YvMZiyaeOYf3PNrPsvf9Dx8sD+zwn8HzwA/S4haYomMkR2D8hoqGlZLKXEAdDwkActHnnz6K2Nc7yK1exfePA3g8OQ8IwrIzPt0xUUzvod6EWjxKpHdsVVoWYbCQMxEGLpS0u/87p1LbGuefKVWzfuJd5A0qloxdNRYubxOqTkDi4SVta1CTWJDPJh6uyf7ZXqa2JKU/CQIyIWNri8rsWUTstzj1Xrqbnjdxuj9u5pWTgeGiWSby1jsS0ugN/Yh0SLWmZBTwMgetT7Bqg2NFPoXOAcneWcm8Or3QQ8z3EhCczkMWIiaVMlt69iJ/863qK2T1/sOhRi9DxccsOqqmRmtNMfscA9JeH/ZxqOkZiVqNMNttPxa4MhS29eCUbdI3QcVF0DT1iYCajWPUpzFRUltyegqRmIEZUNGny8S8vQDNUvnz+Y2x9sW+XY1RDw0jHMJMRNNPASESJN9dV9gXYXxooNVFqDmslOb1BJpvtg1d0yLy2g+51r5Db3EW5N0epsx+7N0dhWz+5LT0UdmQo9+TGbGtRMb5IzUCMioYZCeK1Ft/91Gou/84iph89tClINTRMI4Zq6KimRnJWA04uj9uZhX19DlkqmDqpafWkD29BtXQZSbQX5YE8hS09ZN/oxc2UUFQoduTwCmUIQxRNRUEh195N4pAGat8xnZhKZQVYmcg3ZVStZrB582Yuu+wyZs+eTTQa5dBDD+Xmm2/GcfbebnnppZeivNkJufN2yimnjFGpxf6yYgaXfet0GmeluOeq1bTvpoYAoEdNrPokidZaEi21aPUJ2NvksaiBEosQaUlRc/wM4k016FFrlF7FxOYVHQrb+uh/rp3+F7eR29JNblsP2Ve34XVkIetAziUcsAkGynideQae20zH714i80onpe4sTn8BJys1hamgajWDl156iSAIuPvuuznssMN44YUXWLp0KYVCgTvuuGOv55577rncd999gz+bpnQejkfRpMll3z6de6/+Ld+9ajVL717E9Hfs2lmsR02izWmSc1pRVY1CV5ZypgC+V9kvIAhBU7HqEkTqEhgxk0hdilhzWvYW3gOv6FDc1odTKFPuy1LK5HB781Dex+RAF8qbe+j0PGbWJ9HqLbySS+j48m89yVUtDM4991zOPffcwZ/nzJnDxo0b+c53vrPPMLAsi5aWltEuohgBkUSlhvCDf3iCl9Z07DYMoNKpnGitgRDUmIm6XcUrOYR+iGZoxFtriU2rRY9HCAnRdI1IbVw+nPbA7s/juR6e7ZJ/oxcnV9p3ELyNt3WAHWv+TPPCI7Fq4vh+gFKyMQ2Z5T1Zjas+g0wmQ13dvocZrlq1iqamJmpqali0aBG33347TU1Nezzetm1s+62NT7LZg1h+WQxbJGFw+bcX4do+P/g/T3DaxUcy87j6IceohoZVn0QxtTc7ljW8godiqkQakpjpGIqmgR+gUplbIJ3Gu+eVHZxMEb/kMrBxe2WZ8PLwl4bNv7wDNWKSnNlApD4FfgQ9ZkkfwiQ1bkYTvfbaa/z7v/87V1111V6PO++88/jhD3/Ib37zG7761a+ybt06zjzzzCEf9n9p2bJlpNPpwVtbW9tIF1/sB91UyffZ3Pv3q3nj2Z5dHlcNjUhdkuTsRmrf0UbtUdOonTuNaG0CVVFQwxA9YqBaBnpCPpT2JLA9nFyJQncffqEMrnfAK8PmtvfiZEuUuzI4/QUCR/oOJqsR3wP5lltu4dZbb93rMevWrWP+/PmDP2/fvp1FixaxaNEivvvd7w7r+To6Opg5cyYPPvggF1xwwW6P2V3NoK2tTfZArgK76HLftWvY9lI/l33rdGad0LDb4wLXx80UK80TqoKiVKYShEGIpqnSfr0Xxa4MA39qp9DZT3lHFmfH7icA7hcDao6eTaw5iRY1SR3WTKRuZPbBFuPLiDcTXXPNNVx00UV7PWbWrFmD/799+3bOOOMMFixYwPLly4f9fK2trcycOZNXXnllj8dYloVlyYiT8cCKGfzdv7+b+z+9hnuv/i2fvPM0Zp/YuMtxO+ciKCW7skVmEKIoClrUQI9aEgR7EHh+pRZlGHgFh+Bgv+u5UB7IYdXH0TWVwPZka9FJasTDoKGhgYaG3X/b+0vbtm3jjDPOYN68edx3332o6vBbrXp7e2lvb6e1tXXY54rqqATCadz36d/x828+z6fuO3O3x+2cixB4fqVaIGPe9y0M8V0PNWqgoOAN5A/6kkHZIQgCtKhBGIQy23uSqlqfwfbt21m8eDFtbW3ccccddHd309nZSWdn55Dj5s6dyyOPPAJAPp/nxhtvZO3atWzevJlVq1Zx/vnn09DQwIc//OFqvAxxgMyoztK7FnHJ/303f/jJa2x5vnePx6q6VpmcJkGwb4qCAmimjo+/7wl8+yEgRIuZ6KaBoirScT9JVW000S9/+UteffVVXn31VaZPnz7ksbd3Y2zcuJFMprK1oqZpPP/883zve99jYGCA1tZWzjjjDB566CGSSWnHnGhUTSWWMnn1D138zx3P8nfffDdz5u95VJjYN1XXUCMmdk+WsORDRIfC/g8p3e01VR3zzdFbelw67ierEe9Angiy2SzpdFo6kMcJp+TxwGd/zxvP9vB3/34ah0ogHBSv5NC55s/0v7Qd1/UIewoHdb3I7Hqajp9NYkYDVn1S+msmqXEztFRMXWZU59JvnMqsExq479rf8dq6rmoXacTs3DPAKztjuHfAzs2DDPAP/vkitQn0ZFRGcE1yEgZiXDAiOpd8/VRmn9TI/detwZvga+EEro+TLVLuypJv7yH/Rjf59l7K3dkxWOtHwaqJY7Wm0YyDawlWaiyi02ory1rr8nExmY2rGchiajMiOp/42qlsfbGPvq0FfC+g9fCaahdr2HbOkfDKLoHt4ns+iqrhuz4hDkEQjupaP6qhocVMouk4RVPH0zjgjmSrNokRNaXjeAqQqBfjimFpzD6pkfWPbubOi3/Ny0927vukccYr2fh+QBD4OAWb0A3wimXcbJFSdxavWHncK+151vzBUHUNMxXHTMeJ1iUhspdVYPfGUrBqYxjxqHQcTwFSMxDj0nuuOprOVzM88Jk1XPKNd3PEgomxMGHg+QS2h1eyKWzuximUK30Grg9uQOD4ZHWF+IwGkm31o7bWj5mK4tcniTSlsfry2P4AlIc3VkSJRok2pLFSUVkmfAqQ0UQymmjc8hyf79/4BK/+YQef+Pq7OXLh+A2EnR3FTrbMwMsdZF7fRrEjAyUH3r5GnKWAqqFEDGJNaRpOnkPN7Bb06Mgvwx64PoXt/fQ8u4lS5wCl9t79by6yIH3UDFrfPZdoY1o6jqcACQMJg3HNc3x+8H/W8sqTnXz2x+fQMHN8zScJXB8nV8QdKFEeKJDb1MHA692E2dLeP3h1QNOItNTSNG8Wydkto7L3cOD6DLyyndymbgrtfZQGMpB3IdjLSUmd1KEtNJ8yl9SM/VtNQEx80kwkxjXd1PjbOxaw9sevEUkaZLtKpJqi1S4WUPmgtXtz2JkioR9S6uwj095L2F/a98ke4PmUO3vofk5FtQyUsG7EO5VVQyM1qxklBN/1CYIARy0Slj0IvbdCQQEsE9UyiTelqD96FonW2hErhxj/JAzEuKcbGqd9/Aie/cUWHvrnP3LxHQs56vRp1S4WXsnGKdigKJT6sgxs2kHQNcwJXjaUNnfRa+lASFxRiNQnRrSceswkfcQ01KiBHjUo9+bxSg4EEPrum6OEAjQzgh4xiLXWkJhRL01DU4yEgZgwjj7zEOb+spXv3/AEf3vHQt6xqHqBEHg+XsEm8DyCokuxoxe36wA3TfIg196DnoqgoKLHzBHvQ1ANjWRbI6Hro0cMUCDwQ0IvIPR8CAMURUGvTZCYVls5RkwpMrRUTBi6ofHxLy1g7umt/ODGJ/jTqm3VK0wYEoYhge1jZwrktw0M7SgerrKD3Z2juLUPJ7MfzUwHQDU0YtPqMFNxVNNEj5joMRMjFcWsTRI7pIHkzEaMqCVzCqYgCQMxoWiGyse/tICjFk3jB/9nLa+v765OQRSFMAhx8iWKXQP4mYNcKtoB3/axCyXsTH7Ulq0wk1ESM+uJ1CWINCSJ1CWINqaJT6sjPr0OVVVRLVkhdiqSZiIx4WiGyseWncLP73wez/EJw8rGN2NJ1TX0qImbLeHnHfAOflCeU7SJksAv2ATu6G0gYyZjKAG4totq6CiagqKqBI6Hpqkyp2CKkpqBmJA0Q+V9nz2eptkpbjvjpzz/q61jXwhVQQkDgnBk9g0IyyU8x3tz75hRHPGtUNmfIGqiKoAfgOejRw1ZjG4KkzAQE1qqMcJh72rmR/+4dswDQbcM9EScUFFgJD4/7QCvUEaPmKgHucDc7uxcPM/pL+Dmy5UQ0BSMRBSzNo6ZkiCYyiQMxISmaioX3f4ujn3PdH70j2t5bkX7GD65gpGw0E0DjBH4U/IgcEOU2Mi32Q8unldyQddQLQN0jcAN8IuVZqmxW2JbjEfSZyAmPE1XufBf34WiKvzHTU+i6SpHn3HIqD+vHjExUpHKB7dpQPkgF57TQTd1NGXk/yx3Lp739iGriqag6Br2QAElW0KN6CiKgmrpmEmpJUw1EgZiUtB0lY/e9k6smM6mp7vHJAwArNoERiIC2gh0YCcsjHSMUAkIvJHrQN65eJ5q6kPuCx0ft1DGsz1818PwjMooqYEAL1Mm0pxGj438mklifJIwEJOGpqtc8Pn5hGHI9274PcefM4Pjl7SN6nOaqSjx6fVkXtuBS/mgrqUZOpG6OJquw0guGfbmnAhVVQg8H7/k4DseXq6M3Z8nCAMURcVKNqCaGgQhTr5M2D1AfJrMRJ4qJAzEpKMoCvEai/+46UkCP+DE82aO2nOpukakKUWkMYHbnd37AnB7YyiY6RjRhvTIbySjKCiKgu94+EUbr+jg5IoUt/XiFh0C20OLGAQhxKfVYMYjGMkofr6MkysRqRvZ5THE+CRhICalD//TSfhewEOf/yOEcOJ7Ry8QIjVxkm2N5Lf1EfYfWO1Ar42TOKQeLWKM+EYyqq6hWjqFrX04PTnKPRny2/pw8uXKMFPTQE9GCNu78YslEjMaMRLRypIVZWdEm6zE+CVhICYlVVP56y/MR1HgoX/+I2EQctL7Z43Oc5k6yVmN2P05ep9rh+Iw16VImqRmNRKpqfQ/jMakL892yb2+g9KOAYqdA1B4q4w+Dv5AATsWodSTo9yTIzmzGc3SQFUwa+ISBlOAhIGYtFRN5a++cDKKqrDi7hdHLwx0DTMdo+7oGRBC75+2Qs7Zv5MtldSMJiL1aaItaaJNI7+RTOD65Df3UNwxQGnHwJAgGOQB2TIekM+VcIsOiWm1leGz8QiqoUvfwSQnYSAmNVVV+OsvnIxr+6z779eJJk2OOWv6iD+PHrWw0nFqjmrDC0Ly23vx82XIOnucTKzUREjNbiZ1WAvJ1lqs+uSofODmO/rIvLoduy9f2dhmX8o+dncGVdOw0gm8XBknYo740tpifJEwEFOCYWn0bSuw8t6n+OtbTmb+B2aP6PVVQ6sMC1UVEtPqUMMQv+jgNjj4jo+TL4HjgeeDrmEko8TbGqifO51Ic2rUxvU7uRIDL26l0DFAsD+b7uxU8ilt7caqjWLVJXCyBcx0VJqLJjEJAzFlnP2pYyj02/zXLesIg5CTPzRnRK+vGhqRugSpWU0oATj5IlbZxSnY6FELv1Su7BkQj5KcWU/60FasusSo7H8M4BUd+l/YSm5zV6WWMlwuDPypHSMRJXlIw6gunieqT8JATBmqqvChf5qHoir8161PEQbwzgtGNhAAInUJQtej1K3jF23UVIRI2SNEQTNUIk01JGY0YKZGb/vOwPXJt/dQaO/GdzzwD3CZiXJI75+2oUVMkoc1jWwhxbgiYSCmFFVV+NBNJ6Eo8PC/PMXcd7eO+J7KqqERba5Bi5nYvXkM2wM/QI0ZmKk4kbrEqHfGOrkSpe4MvucR+uFBbbwTZPJkt3RT+47pqLp0JE9WVV2obtasWShvTojZefvHf/zHvZ4ThiG33HIL06ZNIxqNsnjxYl588cUxKrGYDBRF4YP/eBKf/tHZOCWPl5/sHPHnqDQZJUnObiJ1aBOpI1pJzW4m1jzyo4X+0s4tOf2SQ+CFhL53cBf0wCu4lHtzuJkigSuL2U1GVV+19LbbbqOjo2Pw9vnPf36vx3/lK1/ha1/7GnfeeSfr1q2jpaWFs88+m1wuN0YlFpOBoigcclQtrz3Vxb2f+i1P/uero/I8lU1wrMreAWPV3h6G+J6H53ooqop/sCuRhqDoCpqh4/sBXukgF+QT41LVm4mSySQtLS37dWwYhnzjG9/gc5/7HBdccAEADzzwAM3NzfzoRz/iyiuvHM2iiknonRfMYcfrWR754tOEISz46GHVLtLBG6xpQxB44BzoGhlv0TS9sh2mqRPYnsxKnoSqXjP48pe/TH19PSeccAK33347jrPnyTqbNm2is7OTJUuWDN5nWRaLFi3iiSee2ON5tm2TzWaH3ISASg3h/BtP4N0fP5z/XvY0Tzz0SrWLdNB2bsmpahqBG4Jy8IveWfVxrHQcRVUIw3BkF9IT40JVawaf+cxnOOmkk6itreWPf/wjN910E5s2beK73/3ubo/v7Ky07TY3Nw+5v7m5mTfeeGOPz7Ns2TJuvfXWkSu4mFQUReH9N5yAoij89EvP0DQ7xWHvbN73ieOYmYqhxyMoQUBlb8uDoEC0NQ1AGLy53/QY7zktRt+I1wxuueWWXTqF//L21FNPAfDZz36WRYsWcdxxx3H55Zdz1113ce+999Lb27vX5/jLzc/3tSH6TTfdRCaTGby1t4/hblhiQlAUhfddfzx/88VTaJqVovO1TLWLdFD0qEm0pQY9ZoF6kH/mqQiRdGX2ceB4leYiaSKadEa8ZnDNNddw0UUX7fWYWbNm7fb+U045BYBXX32V+vr6XR7f2bfQ2dlJa2vr4P1dXV271BbezrIsLGvkF/8Sk4uiKJxw3gw2b+jhO3/3G95/4wmc9vEjql2sAxZrSmPWxFA7DYL9WYZiD8xUBM3U8EoOmqaOykJ6ovpGPAwaGhpoaGg4oHOfeeYZgCEf9G83e/ZsWlpaWLFiBSeeeCIAjuOwevVqvvzlLx9YgYX4CzOPr2fxpXP5nzs2QBhy2t8eWe0iHRAzGSXe1khuSy92tnhgcw0iEK1PoRo6etRAj1oyz2CSqlqfwdq1a3nyySc544wzSKfTrFu3js9+9rN84AMfYMaMGYPHzZ07l2XLlvHhD38YRVG47rrr+OIXv8jhhx/O4Ycfzhe/+EVisRgf+9jHqvVSxCSjKArnfvpYUOB/vvosYQCnf2JiBkJieh3RxhR2Txbc4c830GuS1LxjOrGWGmkamuSqFgaWZfHQQw9x6623Yts2M2fOZOnSpfzDP/zDkOM2btxIJvNW++0//MM/UCqV+Pu//3v6+/t517vexS9/+UuSyeRYvwQxiSmKwrnXHouiKjz29WeJ11jM+8Csahdr2CJ1CVJzmsl39OO5mcpS1fsrbVF3ZBs1c1okCKYAJQyn3hixbDZLOp0mk8mQSqWqXRwxjoVhyNofv0qqMcrc01rRJ2ATSbE7w47fvURmWz9+x8D+nRTTSc+dxvQzj5NtL6eIqs8zEGI8UxSFhRcezpGntnLr4p+y8v/9udpFGrZIbYL4rEZqZjegt6RgX6NCayzq5x8mQTDFVH0GshATgWFpnPa3R/Dzf3+eMAw587J3VLtI+03VNRKH1KN4AZquk4uYlHqz4AdACK5fmTegacQOqaPx5MOoObQFPTY6S2uL8UnCQIj9tORTx6CoCr+48wUI4czLJ04g7FxWW42Y6FEDbauB01/Etz20Gh0jFSc9p4n0Ea3EmtLVLq6oAgkDIYbh7CuPRgGeW9HO6Z84Et2cGH0IO5fVNlJRnLo4iVlNuCWbMAAtZhBrSGEmRm9/BTH+SQeydCCLA+A6Ppquov7FUg9BEDLQWWTFd17gr28+GU0ff91ygedX1hZSFBklJAaNv3eqEBOAYWq7BEEYhqiqQt20OC+v3cHj33iuSqXbO1XXUA1ZUkIMJc1EQoyAt6+P9bsfvszJH5rNvPNnVbdQQgyD1AyEGAE7g2D1Ay8x0FFk/gdm0ThTJkKKiUNqBkIcpIHOIl2bsmR2FMl2lznlI4fSMEOCQEwsEgZCHCTfC3j0K8+QqIvwia+fSixlDmk22vbnfjJdJba91M8Zn5w7IWcxi8lPmomEOEj10xNc8vVT0U2V/u0F4K1moz/+5HWe/1U73W9k8Wyfn/zregL/4LehFGKkSRgIMQIaZ6X4my+ewsu/7+T1p7oA2PDzLex4PcPx58xg0SfmMv+DswHwvdEZzR14PoFb2Z9YiOGSZiIhRki8trKyqW5p+G5A39Y8x5w1ndYjaigM2Gx6upvDT2nGsDTsgosR1XcZnrq/vLJD4PighKi6jldyCMoOIaAZlc3rZe8BMRwSBkKMoFRjZRZvz5YcXZtznHn5O8j1lGh/oY/MjiKHHFXHxic62fD4GxgRjfffcAJmdP//DL2iQ6GjH7svR+D4hGGAV3IrG8/EIqiGiqprGHGL0PEx0jEJBLFfJAyEGAWRhEG2u8Svlr9IKeuSbIgQr7Eo5126NmU57eIjefYXW/jld17g/defsF/XdLIlsq92YPfmQVMJ/AB7oICXL1dqBJqKYlYmk1mpONHWFHFFIVIvK4+KfZMwEGIUJOoifPTWd/LcinaOXNhCujnG5g09ZLtLnPjemTTPSdG3LY9n719ncuD65Nt7sPsKhKqCkytS6hzAyZYJfB+8ysqjla0pI9i5EnahROgH6DETPSorkIq9kzAQYpTUtMQ4/eLKdpkdrwyw/mebOe/Tx9E8J0UxY/PsL9pZfOlcilkHu+CSqItgWLtv0in35yl3Zyn25Sh29uH1l8Heddsyr+Di6UWwTPxMidB1iTSkibWkZfkJsVcSBkKMgR2vZZl+dB0th6Xp217g0S8/zeGntBCvtbjv2t8x87h6Nm/oYeldi7DixpBzA8+n2Jkh+3oXhW29UNrH3pUe4Dk4BQenVEbVdRpOmk2kLiGdymKPJAyEGAOHzm9kzY9eJt9bBuCEc2cy/eha/udrGzj1osM54bwZ/O83n2P7ywPMPrFxyLlewSG3aQeFroF9B8FfKjsUuwcodvSjKop0Kos9kjAQYgwkG6Jc+o13Yxc8kg0RSjmHh297ivkfnM1xZ7cR+AHdb+Q4cmHLLucWuzOUevLgDDMIAFzwSzb2QJFIfRI1YqKUbEwjNgKvauTIstrVJ2EgxBhJ1EVI1FX2PHjy/73GCefO4Liz2/C9gAc/9weaZiWZM79pyDle2aHcm8Mvl6F8YJPJvEwZP1fE7i9gpqIEdmVi2nj40A1cH69kE9je4BIeMkeiOmQGshBjTFUVwhBKORfP9fnR/7eW+ulxzr32OKCyHPagIMQv2jgl98Cf0A4o9ORx+osEblC5/jjY0ypwfdxMEa/kgq6BpuJ5PuWBInZvjsD1ZVb1GJKagRBVcMpfH8ojt68n21WiaU6Kc64+Fhi6LwJAELy5ab13EGEAONkCzkABN19Cj6RAObCZzyPJK9n4foBqaNj9BdxskcD1UDSVshtQ7M5i1cRQNJUwCAmCAN0yMdNR9IgMlR1pEgZCVEFNS4yLv7YQTVcHP/yDIBgSBAC6ZaAYOgQH+U0+5+AHAX7BgWa16k1EgedXmquCgOLWDG5/jjAIQQnxgxA/W8YrOmDpKKGP7wUovoIeMYg0JIm11RFvqUOPSSiMFAkDIark7UtZV5qGFJ7/1VaOO7vtrYMUBSMZQY2aBPkD6EAefALA83BtB9UYB63DYYjvejh9RdzePJ7r4hVtnEwJuy+PWyhBya+UG0ADoiZGOopbcir9DEWX5JxmCYQRImEgxDigKArbN/YTBiGlnEMkYVQ6U3UNqy6JlU5Q6i4e+BPolX0XNFND1cfBn72i4BVs7P48TqFAuaeAZ1c6y8nvpknMB/IObsHBLzm4tguhglkbR4/VjXnxJ6Nx8K4QQgAcMreWaUfW8MVz/4fD39XMX988H1VTidTEUSMH+aeqaYSAYpnjYpRO4Pq4RZtyb5ZCZwYvV8Iv2fseMRVCMFDCCUKyvo9Zn8CqT0gfwggYB/VFIcROiqLwvuuO5+nH3uA/b15H4AcEjo8Vi4B1EBdWFVRVJZKOVb+/wPVxB4oEno9XdrGzBfzCMIbOBhCUbZz+AoWtvQQHMv9C7EJqBkKMMyecNwMUePBzfyAIQs65pA0zGcFqqMHeNnBgF9U1og1JtHGwYJ1XsvGDADMeIQiDyhpLzjB3fyuHBEG50seQKWKmxtckuomoajWDVatWoSjKbm/r1q3b43mXXnrpLsefcsopY1hyIUbfCefO4G+++C6e+2U7//udVzBq4kSbUxA/gO9vKsRaU8RaalAVpapj9neOItJjFmgqYdE+sJnVAA7Y+SJ+yZV5CCOgajWDhQsX0tHRMeS+f/7nf+ZXv/oV8+fP3+u55557Lvfdd9/gz6ZZ/W87Qoy048+ZAYHPc49vRtU0IvUpjEQ/biE3rOsoDTFS0xvR4xa+61V3wlkYEoYhqqqgaAp+SKVz+AB5mTzFrgyp2Y37PljsVdXCwDRNWlreWofFdV0effRRrrnmml3GWv8ly7KGnLsvtm1j2/bgz9lsdvgFFqIKjj17BnOOjPPoN1/E9wJOWZDGzRT3v309bpBoqMGqS6LqGgpUd8LZm7X5MKgMpfXKB9ne74ZkN++g7ujpRGplE5+DMW46kB999FF6enq49NJL93nsqlWraGpq4ogjjmDp0qV0dXXt9fhly5aRTqcHb21tbXs9XojxQtU1jJooh51Uz5+f7GX1L7KY9SmI7kcncNzAqIlVRiNFDUIvQI2YVe1AVnUN1dJxsyXs3hyeY+/7pL3RFPy8TbFjYETKN5UpYTgOFikB3vve9wLw+OOP7/W4hx56iEQiwcyZM9m0aRP//M//jOd5rF+/Hsva/XCL3dUM2trayGQypFKpkXsRQoyCwPWxe3M8u2ILP/3GS8w8PMrC0wzcbAmK9u6bWWIGkfoEVl2CeEstZl0CMxUhPq2+6kNLvaJD/o1uBl7roHf9q3AweRDRiBxSS93c6TTOmyNDTA/CiDcT3XLLLdx66617PWbdunVD+gW2bt3KL37xC3784x/v8/oXXnjh4P8fc8wxzJ8/n5kzZ/LYY49xwQUX7PYcy7L2GBRCjHeqoWHVJznpg4ehRwwe/tLzqLrKez5yCE5/ETuTx8uWgRB0DSMRIVKfQo+ZqJoKpo6ViBJpTFc9CAACz0MxddyiDaHCW9OMD+hq6KZB6PoEjg+RkSrl1DPiYXDNNddw0UUX7fWYWbNmDfn5vvvuo76+ng984APDfr7W1lZmzpzJK6+8MuxzhZgoVEPDNGKc9OEjMOIWP/vqc6jJFMlUjEghSeD7BK6PETfRLBPN1AlKDnoqRnJ2I5Ha5DgJAn9wuWrVNMA0wHEO/IKqRgColg7KuGjkmLBGPAwaGhpoaGjY7+PDMOS+++7jE5/4BIZh7PuEv9Db20t7ezutra3DPleIiUbVNY5/7xyOPXsmz/18M6/+oZdFFxwCuoKm60Bl1VPf9TBbaog012Amo9Uu9lveXJMocFwMy0CN6QT5Aw8D1dQJSx6hoqJHpfZ/MKregfyb3/yGTZs2cdlll+328blz5/LII48AkM/nufHGG1m7di2bN29m1apVnH/++TQ0NPDhD394LIstRFWphkZqWoqnf9nBYw+0E22uIdaYxKqJYdXESEyvIzGzaXwFAVRGE1H5Eq/HI0TSBzECSAHF0FEMMGLGwbU2ieqHwb333svChQs56qijdvv4xo0byWQyAGiaxvPPP88HP/hBjjjiCC655BKOOOII1q5dSzKZHMtiC1F1c+Y18omvnsrLa3fw8LLnURNRoo0pIo0pInXjo1noL6m6Vtl6U1XRLAPNMiB2gA0UKmgRnURrHUYiilc6yJFJU9y4GU00lrLZLOl0WkYTiUnhpTUdfP+G33P4KS387b8tQDfHXwi8XeD6FLb3UurJk3u1k8K2PtxSCQrDnH0WM6g96hBq5k4nNq0WPB+zNl71tZcmqqrXDIQQB2fuu1v5xNdO5ZUnO3lpTce+T6gy1dCINtZgxiNocROzIYERi0LCgP2dDxfXMdIRog0pog1JFFUZN9t5TlRSM5CagZgkCgM2vhuw/tHNnHbxEeO+huBkSwy8tI3Q98nvyOD05nGzRdyCDY4Le5qcHFEx6xJEmmpoOeVwrJoEgR9IzeAgyaqlQkwS8RqL7jdy/OqeP7F5Qw9/e8dCDGv8fjDqMZNoQwrPdmlsSuPkyhS29VDszOGVbdx8mdAug75zlGGIYpjEG1MYNXGSM+oxEpUO8sDx0KOGBMFBkJqB1AzEJPPKkzu4/7o1lQ7mr506rgOh3Jej3J2rdCwbGp7rUWjvxe7N4uRtfNtBCRTCMECLVDqcjWSMaH2CWGsdRk2MwPHQNBUjHRuXneYThYSBhIGYhF79QyUQZp80vgNh51IbTsEmDEMUBfyyi9NfJPB9wsAjdENQQhTLRNdUtJiFbpkYNVE0Q0e1dPSoJUFwkCQMJAzEJPXqH3dw/2fW8O6PH8G51xxb7eLsUeD6eCUbbzAQFFTTIPA9AtvDKzmEXoCiVyaWmekoqqGj6iq8uU+0OHgSBhIGYhLr2pRFN1W6N+eYM68R42D3Uh5FgedXRgO97QN+532BH1TWWZIP/1EjQ0uFmMSaZqdI1kf4wf9Zy/2fWYNTGr/7BVf6DfQhH/Y779Mj5i6PiZElYSDEJGdEdP7u309jy/N93H/d+A4EUT0SBkJMAXPmNfLJO0+j/fm+cV9DENUhYSDEFDH7pEY++a3TaH+xj/+8ZV21iyPGGelAlg5kMcVs/VMf3W/kOOydzcRSJpoh3wmFzEAWYsqZ/o46pr+jjjsv/hW6ofJ3d56GFRv+XiKjYXcjisTYkK8EQkxR5994AttfHuD/XfM77IJb1bIEro+TLeL0F7D7Czj9BZxskcAd5kqm4oBJGAgxRc08voHLvr2Ijlcy3Hv1bynnqxMIgevjZop4JRd0DUVTCcMQN1fGzUggjBUJAyGmsJnH1XP5t0+n87Us9336d1SjC9HJFXFtFwXwizZ2fwF7oIBXcrAzRZxsaczLNBVJn4EQU9yMY+tZetci1j70Kr4XoI/RGj+B61Puz1PakSEMAoKyh+d4KKqCoigohgZBiFsoo5ra+NvCc5KR0UQymkiIQf/7zefY8lwvn/j6qUST5qg9j5MrUWjvodiZwS/buCUHJ1vCd1x0VUcxdAJdwdBAMQxSR7SSntUkC9KNIqkZCCEGHXd2G3/4r9e49+9/y2XfPn3EAyFwfcp9efpfbCf7Ri94Lm7Rwc0VwPNBAVvVKjueqSpoCrplETgeShASb6nFqh+f+ztPdNJnIIQYdMhRtSy9ezE9W/J891O/pZRzRuzaO5er7nuxnd4/tWP3DVDszeDuyELRBwewgZJf+TnvQsbB682R6+gnu6mbYteA9CGMEgkDIcQQhxxVy9K7FtHbnue7V63GLo7MKCOvZJN9o4uBl7bgZov4BRuy+3FtH8LeIpnXO8hu6cXJFirzEcSIkjAQQuyiUkNYhGv7DHQUD/p6Xskh195D7wvt2DtylW/95WBY1wh6S2Rf6STf3odXHLkai6iQMBBC7NYhc2u5/r/OpdBv873rf08xYx/QdQLXx+7Jkd24nVJ3FtwDH7Pi9ecobO/DzZZk/sEIkzAQQuxVqinK5md6uOeq1QcUCF7JptCbo9STg8KBBcpbFwMnm8cp2Xilg7yWGELCQAixVw0zkixdvohMZ4l7rlxNYWD/P4QDz8fJFLG7Mzh5G0bgy7xbcPAKlW0ype9g5EgYCCH2qfXwGq64ZzGZrjcDoX8/AyEMcfNlnFwR3xuZjujQC/HLDl7JqSxqJ0aEhIEQYr+0HJbminsWk+st89yK9v06J/ADvLKLX/LBG16H8Z6EYUAYQuB6BP7IXFNIGAghhqHl0DQ3Pf4+jlvSxmNff5Z8X3mvx6uaiqoo+I4L/sg06Wimhl+2K8tca/IRNlJG9V/y9ttvZ+HChcRiMWpqanZ7zJYtWzj//POJx+M0NDTw6U9/GsfZ+7Ax27a59tpraWhoIB6P84EPfICtW7eOwisQQvwl3dRQVIWnH3uDe65cvddACLwA3w8gAPSRWfBAUVSUMESPWqAoI3JNMcph4DgOH/nIR/jUpz6128d93+d973sfhUKBNWvW8OCDD/Lwww9zww037PW61113HY888ggPPvgga9asIZ/P8/73vx9/hL55CCH2LpYyufKexRQGbJZfsWqPgRC4HoqqEqmPY6aicLCrW1gqejKKaprocUs2wBlBY7JQ3f333891113HwMDAkPv/93//l/e///20t7czbdo0AB588EEuvfRSurq6druIXCaTobGxke9///tceOGFAGzfvp22tjYef/xxzjnnnH2WRxaqE2JkdG/OcvfSVURTJlcsX0yyPjL4WOD5lLuzlDNFnJ4c2c07yG/tI8we+JBQrSFOzWEtJGc0kj5yGnp09BbTm2qq2uC2du1ajjnmmMEgADjnnHOwbZv169fv9pz169fjui5LliwZvG/atGkcc8wxPPHEE7s9x7ZtstnskJsQ4uA1zkpx5T2LKWUdHvvahqEPhiFhGKIZGpGWNJHmWsxEZLfX2V/RugTxQ+ox6+KouvQXjKSq/mt2dnbS3Nw85L7a2lpM06Szs3OP55imSW1t7ZD7m5ub93jOsmXLSKfTg7e2traReQFCCBpnpbjuoSUsufpYXly57a0mI6WyL0EYgm4apGbUY9YlIHKA7fwpk7rjZhGf0YAh/QUjbthhcMstt1Q2ntjL7amnntrv6ym7+YWGYbjb+/dmb+fcdNNNZDKZwVt7+/4NixNC7J9EXYTa1hiPf+NZ7rpsJdnuEqquocctFEUhcH1UUydal0RLxob/BDo0HDuLxPQ6CEJUS5f+ghE27O79a665hosuumivx8yaNWu/rtXS0sIf/vCHIff19/fjuu4uNYa3n+M4Dv39/UNqB11dXSxcuHC351iWhWVZ+1UmIcSBURSFv/v301h+xSruXrqKK5cvJlFrYcYr21eGfoAW1YnUJyjkSvu/UJ0G8VnNmLVxfNfHsIzKSCIxooZdM2hoaGDu3Ll7vUUi+9cuuGDBAl544QU6OjoG7/vlL3+JZVnMmzdvt+fMmzcPwzBYsWLF4H0dHR288MILewwDIcTYaJiR5Mp7zsC1fe5eupJcv41VnyTSWNmQRtMNrHgUsy4JFpVNbPYmqhKb2UisrRYzFkGPGBjpmGxuMwpGtc9gy5YtbNiwgS1btuD7Phs2bGDDhg3k83kAlixZwjve8Q4uvvhinnnmGX79619z4403snTp0sFRPtu2bWPu3Ln88Y9/BCCdTnPZZZdxww038Otf/5pnnnmGv/3bv+XYY4/lPe95z2i+HCHEfqhvS3DlPYvxnIAHrvs9qqERqUuSnN1E8rBmUkdNp+bIaVgNNZCwKqHw9s92HUgYqA0Jao5qo/ao6dTMaSXanMKUIBg1o7rt5Re+8AUeeOCBwZ9PPPFEAFauXMnixYvRNI3HHnuMv//7v+fUU08lGo3ysY99jDvuuGPwHNd12bhxI8XiW2uqf/3rX0fXdT760Y9SKpU466yzuP/++9E0eZMIMR7UT09w1f87gzee7SXTVcSM6kSTJpG6JJqmoVs6qqJUdi4bKOG5PqFf6VewEhEUyyRWHyfe1kCsqQbf89GjhvQTjKIxmWcw3sg8AyHGzvdv+D3bXx7gynvOoKYlRuD6eCWbcm8Ou6+IbzuEQYhm6gRBgKIoqJaBVRvDTMUJHA9NU6V5aJRJGEgYCDGq+rYXWL50FYoKVyxfTG1rHKjsfuYOFPGDANXUURQF3/Xwiw74Pno8gmbqqJaOHrUkCEaZhIGEgRCjrn97gbuXrkJR3gyEaZVA2FlLCGxvcHi4aumohl6ZVKYo0jQ0RiQMJAyEGBP92wssv2IVYQjX/9c5mNG3uiwDz6/sTSAf/lUj87mFEGOidlqcK+5ZzJGntuC5wZC9CFRde7M2IEFQLRIGQogxU9sa58P/NI/1P9vMv33wf+ndmq92kcSbJAyEEGPuuLOno6gKdy9dJYEwTkgYCCHGXLopxpXfXYxhqtx9+Up62yUQqk3CQAhRFemmGFfcsxgjonP30pUM7Cju+yQxaiQMhBBVk26KceXyxTTMTNK/vVDt4kxpEgZCiKpKNUW54u7FRBIG3/rEr+l+I1ftIk1JEgZCiHEh3RyjnHe5+/KVEghVIGEghBgXYimTK+5ZTDRpVgJhs2xPO5YkDIQQ40ayPlIJhJTJ3UtXSSCMIQkDIcS4kqyPcOU9i0nWR3j6sTeqXZwpQ9YmkrWJhBiXwjDELfs89rVnWXjRYTQfmq52kSY1qRkIIcYlRVHQLY03nutl+RWr6HwtU+0iTWoSBkKIcUtVFZbetYhkfYTlS1fR+aoEwmiRMBBCjGvxWoulyxeTboqy/IpVdLwyUO0iTUoSBkKIcS9eY3H5XYtIN0f56bKnq12cSUk6kKUDWYgJwyl5FDMO7S/00XxoiqbZKX73g438z1ef5bY1H8aKG9Uu4oQlNQMhxIRhRnVqWmL88ZHX+c4nf8OaH1aCAOCl33dWuXQTm4SBEGLC+ZtlpxBLmfzsjkoQKKrCsz/fsl/nBp5P4HqVrTbFIH3fhwghxPgSS5kcsbCFni2vAhAGIS+t6cAuuHtsKgpcHydXJLA9wjBEM3TQFPSIhWpqU37LTQkDIcSEkusp8a9n/wyUoff7bsCff9vBCefN2OUcr+hQ3pHBLTsougphiO2FhEGAbmgYyShqRJ/SwSDNREKICSVea/Geq46mfnoCqDQR7fTCb7YOOTbwfLyiQ6GzDztfQrN00FT8ooObLYLr43o+9kCB0o4shfYeyl1ZnGyRwJ1azUgymkhGEwkxYe14LcPzv9rKhp9voW9bASOiccvqDxF6AV7JJrA9it1ZSp39KIZOGIS42QKBH2KmIoRuSBiGWIkIsUPq8P0A3dRRLQNNUzHSMVRjatQSpJlICDFhNR+apvnQNO+58mjKeYeOlzOEXoCbKeLZLr7jUuzop9STxckUKWcK4AaggKqrhLqGbuhYySihH6I3JgldD1NX8QGlZGMasWq/zDEhYSCEmBQiCZPZJzVS3JHBGSgQ2C6FHQPkN3dTzBYhVwTnreODN//rmuCXbZxMAaMmQbwxSaQ+hZaIYiYt9Jg1JfoQRjUMbr/9dh577DE2bNiAaZoMDAwMefzZZ5/lS1/6EmvWrKGnp4dZs2Zx1VVX8ZnPfGav1128eDGrV68ect+FF17Igw8+ONIvQQgxQQSuT7kvT+6VDuxCGbuvQGHHAH5/jp+tX82tj9015PiaaJI5jdO5+J3v57TDT8JJ+vieDypYtUm8QhmvWMJMxzBTk792MKph4DgOH/nIR1iwYAH33nvvLo+vX7+exsZGfvCDH9DW1sYTTzzBFVdcgaZpXHPNNXu99tKlS7ntttsGf45GoyNefiHExBC4Pm6mSLErQ6m/QOgHOP15/IEcuG8dd/P7rmJW/TTCMKS3kOHH63/BZ//r3/jaX9/I6YfPww9DnJ4cxVSGaEsNoe1h9xclDA7WrbfeCsD999+/28c/+clPDvl5zpw5rF27lp/85Cf7DINYLEZLS8uIlFMIMbF5JRvPdvHyZRRNxS2WKf9FsxDAoY3TeUfroYM/L5hzPGd+/XJ+8acnOP3weZD38IwAz3Zw+nOYqThuoYRXdtAj5hi/qrE17oaWZjIZ6urq9nncD3/4QxoaGjj66KO58cYbyeX2vIG2bdtks9khNyHE5BB4PoHtEQQBfskmDAPKXVko2vs819INDE1HV9/qEwj7iziZIkoA6Cp+0YVg8g+6HFcdyGvXruXHP/4xjz322F6P+/jHP87s2bNpaWnhhRde4KabbuLZZ59lxYoVuz1+2bJlg7UUIcQkE4b4rodXsCs1hIKNU7SHNA/tFAQhXuDDm81E3//D/1Byy5x79KlDjrMLJdyyix4EhIQEQbDrxSaZYYfBLbfcss8P1nXr1jF//vxhXffFF1/kgx/8IF/4whc4++yz93rs0qVLB///mGOO4fDDD2f+/Pk8/fTTnHTSSbscf9NNN3H99dcP/pzNZmlraxtW+YQQ41PgBXh5m8DzUQ0D3ylAafe1gku/989DfjY1g39Y8ncsmHP80GsWHTzXw+4rkDykHt2a/KuhDjsMrrnmGi666KK9HjNr1qxhXfNPf/oTZ555JkuXLuXzn//8cIvESSedhGEYvPLKK7sNA8uysCxr2NcVQox/geuhaCp61MJMxclv6QZ/9806t77/75ndMA2AgWKOlS8/xZd/cR9+EHDh/HPeOjDnUurJouk6iqmBouz2epPJsMOgoaGBhoaGESvAiy++yJlnnskll1zC7bfffsDXcF2X1tbWESuXEGL829lfYCSj+EUbDBXf23OTzuyGaUM6kBceegKdmW6+ufJHvPeYd5OMxN+6dtnBdxxC14fJ32Uwuh3IW7ZsYcOGDWzZsgXf99mwYQMbNmwgn88DlQ/xM844g7PPPpvrr7+ezs5OOjs76e7uHrzGtm3bmDt3Ln/84x8BeO2117jtttt46qmn2Lx5M48//jgf+chHOPHEEzn11FN3Ww4hxCQVVpaTUC0dIxnFSkQwIpXVSPfXYU0zsD2HN/o6htyvqCqhH+J7ldVOJ7tR7UD+whe+wAMPPDD484knngjAypUrWbx4Mf/5n/9Jd3c3P/zhD/nhD384eNzMmTPZvHkzAK7rsnHjRorFyi/DNE1+/etf83//7/8ln8/T1tbG+973Pm6++WY0bfLPEhRCvI2ioCgKYRCiGhpGKoJZk4ToADjOPk8HeHnHGwDUxt62TpkC6ptNT6qh4w6UMFOxST0TWRaqk4XqhJjQnGwRr+SiR00CzyezsYPOda/gdb41hPxnz1VmIO+cdAaQKeX4zcZ1PPrcKs444mT+7a/eGmSCpRGbUU+qrYFYWwNKGJKY2YAenbx9j+NqaKkQQgyXHrUIHR+v5KCaOmZtDDMewWPX+URvX5IiYcWYVtPIZ8+6mI+cNHQEo5aMEGtOocUsUJU3O6QndyeyhIEQYkJTDQ0jHUN5c8lqPWoSaU5R7OiBYqUz+fzjFnH+cYv274JRhcQhdRixKFrURAlBtfRJv5T1uJuBLIQQw6UaGmYqhlkbx6pLkGipJT6jZfhf5jUw0in0uIVi6miWgRKEmKn4pO4vAAkDIcQkouoaesTASEVJTK9Hb0ru/8kmWNNqMGIWeiKKlY6hWwZmTQwzNfkXwpRmIiHE5KIomMkoZrpMtCFJbiAH+1qmKGlQ+47pmKk4uB6pGQ3oURM9br05omhy1wpAwkAIMcmouoYet4g0JEm0NeD0l7AHslDczZ7GKhAzSR/aQvKQBnw/INrYSKKtHhRl0jcNvZ2EgRBi0tGjFpbjE0yvxys4FDst7HyR0PPwXQ98BZQQLWpiJaNYjSnCECKpGPGWWlRj6n00Tr1XLISY9AZHGJkaoe2BAka2Mg9BUTUChcpw0SAg0pAi1pAkUpfEqk2gxyb3vgV7ImEghJiUVEPDNGKoho6ZjFDuL+KV7MrCdiiohoaeiBBrSaPHrEm/ec2+SBgIISY1PWqiNtdgpKJ4BRvf9VEU0OMWZjI2JTqH94eEgRBi0ttZS9BjFoThlOsc3h8SBkKIKUMCYM9k0pkQQggJAyGEEBIGQgghkDAQQgiBhIEQQggkDIQQQiBhIIQQAgkDIYQQSBgIIYRAwkAIIQQSBkIIIZAwEEIIgYSBEEIIJAyEEEIgYSCEEAIJAyGEEEgYCCGEYJTD4Pbbb2fhwoXEYjFqamp2e4yiKLvc7rrrrr1e17Ztrr32WhoaGojH43zgAx9g69ato/AKhBBiahjVMHAch4985CN86lOf2utx9913Hx0dHYO3Sy65ZK/HX3fddTzyyCM8+OCDrFmzhnw+z/vf/3583x/J4gshxJQxqnsg33rrrQDcf//9ez2upqaGlpaW/bpmJpPh3nvv5fvf/z7vec97APjBD35AW1sbv/rVrzjnnHMOqsxCCDEVjYs+g2uuuYaGhgZOPvlk7rrrLoIg2OOx69evx3VdlixZMnjftGnTOOaYY3jiiSd2e45t22Sz2SE3IYQQbxnVmsH++Jd/+RfOOussotEov/71r7nhhhvo6enh85///G6P7+zsxDRNamtrh9zf3NxMZ2fnbs9ZtmzZYC1FCCHEroZdM7jlllt22+n79ttTTz2139f7/Oc/z4IFCzjhhBO44YYbuO222/i3f/u34RaLMAxRFGW3j910001kMpnBW3t7+7CvL4QQk9mwawbXXHMNF1100V6PmTVr1oGWh1NOOYVsNsuOHTtobm7e5fGWlhYcx6G/v39I7aCrq4uFCxfu9pqWZWFZ1gGXSQghJrthh0FDQwMNDQ2jURYAnnnmGSKRyB6Hos6bNw/DMFixYgUf/ehHAejo6OCFF17gK1/5yqiVSwghJrNR7TPYsmULfX19bNmyBd/32bBhAwCHHXYYiUSCn/3sZ3R2drJgwQKi0SgrV67kc5/7HFdcccXgN/lt27Zx1lln8b3vfY93vvOdpNNpLrvsMm644Qbq6+upq6vjxhtv5Nhjjx0cXSSEEGJ4RjUMvvCFL/DAAw8M/nziiScCsHLlShYvXoxhGHz729/m+uuvJwgC5syZw2233cbVV189eI7rumzcuJFisTh439e//nV0XeejH/0opVKJs846i/vvvx9N00bz5QghxKSlhGEYVrsQYy2bzZJOp8lkMqRSqWoXRwghqm5czDMQQghRXRIGQgghJAyEEEJIGAghhEDCQAghBBIGQgghkDAQQgiBhIEQQggkDIQQQjAO9jOohp2TrmWTGyHEZJNMJve4nP/eTMkwyOVyALS1tVW5JEIIMbIOdJmdKbk2URAEbN++/YATdDzLZrO0tbXR3t4+5dZdktcur11eu9QMhkVVVaZPn17tYoyqVCo15f4wdpLXLq99qhmJ1y4dyEIIISQMhBBCSBhMOpZlcfPNN0/JPZ/ltctrn2pG8rVPyQ5kIYQQQ0nNQAghhISBEEIICQMhhBBIGAghhEDCQAghBBIGk8q3v/1tZs+eTSQSYd68efzud7+rdpFG3S233IKiKENuLS0t1S7WqPjtb3/L+eefz7Rp01AUhf/+7/8e8ngYhtxyyy1MmzaNaDTK4sWLefHFF6tT2BG2r9d+6aWX7vI+OOWUU6pT2BG2bNkyTj75ZJLJJE1NTXzoQx9i48aNQ44Zid+9hMEk8dBDD3Hdddfxuc99jmeeeYbTTjuN8847jy1btlS7aKPu6KOPpqOjY/D2/PPPV7tIo6JQKHD88cdz55137vbxr3zlK3zta1/jzjvvZN26dbS0tHD22WcPLsw4ke3rtQOce+65Q94Hjz/++BiWcPSsXr2aq6++mieffJIVK1bgeR5LliyhUCgMHjMiv/tQTArvfOc7w6uuumrIfXPnzg3/8R//sUolGhs333xzePzxx1e7GGMOCB955JHBn4MgCFtaWsIvfelLg/eVy+UwnU6Hd911VxVKOHr+8rWHYRhecskl4Qc/+MGqlGesdXV1hUC4evXqMAxH7ncvNYNJwHEc1q9fz5IlS4bcv2TJEp544okqlWrsvPLKK0ybNo3Zs2dz0UUX8frrr1e7SGNu06ZNdHZ2DnkPWJbFokWLpsR7AGDVqlU0NTVxxBFHsHTpUrq6uqpdpFGRyWQAqKurA0budy9hMAn09PTg+z7Nzc1D7m9ubqazs7NKpRob73rXu/je977HL37xC+655x46OztZuHAhvb291S7amNr5e56K7wGA8847jx/+8If85je/4atf/Srr1q3jzDPPxLbtahdtRIVhyPXXX8+73/1ujjnmGGDkfvdTcgnryeov1zAPw3DS7dfwl84777zB/z/22GNZsGABhx56KA888ADXX399FUtWHVPxPQBw4YUXDv7/Mcccw/z585k5cyaPPfYYF1xwQRVLNrKuueYannvuOdasWbPLYwf7u5eawSTQ0NCApmm7fAvo6ura5dvCZBePxzn22GN55ZVXql2UMbVzBJW8BypaW1uZOXPmpHofXHvttTz66KOsXLlyyH4sI/W7lzCYBEzTZN68eaxYsWLI/StWrGDhwoVVKlV12LbNn//8Z1pbW6tdlDE1e/ZsWlpahrwHHMdh9erVU+49ANDb20t7e/ukeB+EYcg111zDT37yE37zm98we/bsIY+P1O9emokmieuvv56LL76Y+fPns2DBApYvX86WLVu46qqrql20UXXjjTdy/vnnM2PGDLq6uvjXf/1Xstksl1xySbWLNuLy+Tyvvvrq4M+bNm1iw4YN1NXVMWPGDK677jq++MUvcvjhh3P44YfzxS9+kVgsxsc+9rEqlnpk7O2119XVccstt/BXf/VXtLa2snnzZv7pn/6JhoYGPvzhD1ex1CPj6quv5kc/+hE//elPSSaTgzWAdDpNNBpFUZSR+d2P5JAnUV3f+ta3wpkzZ4amaYYnnXTS4NCzyezCCy8MW1tbQ8MwwmnTpoUXXHBB+OKLL1a7WKNi5cqVIbDL7ZJLLgnDsDLE8Oabbw5bWlpCy7LC008/PXz++eerW+gRsrfXXiwWwyVLloSNjY2hYRjhjBkzwksuuSTcsmVLtYs9Inb3uoHwvvvuGzxmJH73sp+BEEII6TMQQgghYSCEEAIJAyGEEEgYCCGEQMJACCEEEgZCCCGQMBBCCIGEgRBCCCQMhBBCIGEghBACCQMhhBDA/w+7+9X9olpqLAAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] @@ -486,21 +477,131 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 11, "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "Finding NTSSB (10 nodes, elbo: -9852.60546875): 100%|██████████| 20/20 [03:58<00:00, 11.90s/it] \n" - ] + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Learn initial noise and assignments\n", + "# sca.ntssb.sample_variational_distributions(n_samples=100)\n", + "elbos = sca.ntssb.learn_globals(100, step_size=.1, mc_samples=10, return_trace=True, update_roots=False, seed=1)\n", + "plt.plot(elbos)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sca.ntssb.root['node'].root['node'].set_learned_parameters()\n", + "\n", + "plt.scatter(sim_sca.ntssb.root['node'].root['node'].noise_factors[:,0],\n", + " sim_sca.ntssb.root['node'].root['node'].noise_factors[:,1])\n", + "\n", + "\n", + "plt.scatter(sca.ntssb.root['node'].root['node'].noise_factors[:,0],\n", + " sca.ntssb.root['node'].root['node'].noise_factors[:,1],\n", + " alpha=.1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sca.ntssb.root['node'].root['node'].set_learned_parameters()\n", + "sca.ntssb.show_tree()\n", + "sca.plot_data(alpha=.1, zorder=-1, remove_noise=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# Fit a tree with fixed noise to get rough node locations" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Adjust noise and tree parameters jointly" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Re-learn tree" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "fdf41abdbfcc44d6b7a85f4809cf3725", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Finding NTSSB: 0%| | 0/10 [00:00]" ] }, - "execution_count": 8, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "searcher.tree.elbo" + "plt.plot(searcher.traces['elbo'])" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 88, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAFfCAYAAACsmKBGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAABsLklEQVR4nO3dd3hUVfrA8e+dPpMy6b3Se1eKIiBS7F1cy8ouYgNWV/25yxZFdxVXl7WtdUUQK/YCFhApIigdqaGGhCSTnplMb/f3RzQaE3pCIHk/z3Ofh7lz7rnnkmTeOV1RVVVFCCFEu6Zp7QIIIYRofRIMhBBCSDAQQgghwUAIIQQSDIQQQiDBQAghBBIMhBBC0E6DgaqqOBwOZIqFEELUaZfBoLa2FqvVSm1tbWsXRQghTgntMhgIIYRoSIKBEEIICQZCCCEkGAghhECCgRBCCCQYCCGEQIKBEEIIJBgIIYRAgoEQQggkGAghhOAUCAYzZ87kjDPOICoqiqSkJC677DLy8vIOe82yZctQFKXRsXPnzpNUaiGEaFtaPRgsX76cKVOm8N1337F48WKCwSBjx47F5XId8dq8vDxKSkrqj86dO5+EEgshRNuja+0CfPHFFw1ez5kzh6SkJNavX88555xz2GuTkpKIiYlpwdIJIUT70Oo1g1+z2+0AxMXFHTFt//79SU1NZfTo0SxduvSQ6Xw+Hw6Ho8EhhBDiZ6dUMFBVlbvvvpuzzz6bXr16HTJdamoqL730Eu+//z4ffPABXbt2ZfTo0axYsaLJ9DNnzsRqtdYfmZmZLfUIQghxWlLUU2iHlylTprBw4UJWrlxJRkbGMV178cUXoygKn3zySaP3fD4fPp+v/rXD4SAzMxO73U50dPQJl1sIIU53p0zNYNq0aXzyyScsXbr0mAMBwJAhQ9i9e3eT7xmNRqKjoxscQgghftbqHciqqjJt2jQ+/PBDli1bRm5u7nHls3HjRlJTU5u5dEII0T60ejCYMmUKb775Jh9//DFRUVHYbDYArFYrZrMZgOnTp1NUVMS8efMAePLJJ8nJyaFnz574/X5ef/113n//fd5///1Wew4hhDidtXoweP755wEYOXJkg/Nz5sxh4sSJAJSUlFBQUFD/nt/v595776WoqAiz2UzPnj1ZuHAhF1xwwckqthBCtCmnVAfyyeJwOLBardKBLIQQPzplOpCFEEK0HgkGQgghJBgIIYSQYCCEEAIJBkIIIZBgIIQQAgkGQgghkGAghBACCQZCCCGQYCCEEAIJBkIIIZBgIIQQAgkGQgghkGAghBACCQZCCCGQYCCEEAIJBkIIIZBgIIQQAgkGQgghAF1rF0A0n6A/hBpWUTQKQX+IcFBFo1MwRRpau2hCiFOcBIPT2E8f/sFAGL8niM8dxO3wU1PswucNYTRpMUYZiIo1EpcRiSVagoIQomkSDE5DAV8IR7kbZ42foC+I2x5Ab9Cg0SuU7rNTW+ZBo9NgjjZgVSDgCuCp9ZPePU4CghCiSRIMTjNuh5+inVXYbR58rgCOSjchXxidUUvJPjteZwBLlB69WY+u0ofHFSClQwweu5+qg04sPeJa+xGEEKcgCQankYAvRPHOKsr22AmrCu4aL5XFLpxVfqoKq6mtChIOg6IBjRYirXqsSRb8ziBp3WKorfbhdfqlD0EI0YgEg9NIbYWHioNOQiFw1ngoP+CgorAWu82Fz6HWp1OBEGB3BaitsuOyBwj4/WT3SSIcVA+Zvzh+fl+gvvPeYNS3dnGEOGYSDE4TQX8IZ7UPnyuAzx2k4oCD2nIvripfg0Dwa2EvVBa6CasV6I16MnvGoTfr0Bu1J7H0bZfPG8BR5cJT6yUcUtFoFcxRJqLjIjCaJCiI04fMMzhNqGGVoC9EKBjGXu6itsqLx+7DVRE48sVBqC50U13sIugLYy91E/CFWr7QbZzPG6CiqAZntRu9UYfepIOwSnWpg4qiGnzeo/jZCHGKkGBwmlA0CihQW+6hbK8DZ6WHikJ3gzRFrjwe33Qt7+59pHEGITiwuZKqgy5C/jBuu+8klbztclS58HsDaDQaKortlOyroLK0Fk+tj9KCKiqK7a1dRCGOmgSD04TfG6K2woO7xo+zykt1qRfCDdP8ULmUAQnjOejaicNf0SgPV2WArcsLULQKPneQoF9qB8fD7wtQWeqgYKeN/duLWbtoOzvX5FNlc+D3+FFR8br8HNhWTFVZbWsXV4ijckoEg+eee47c3FxMJhMDBw7km2++OWz65cuXM3DgQEwmEx06dOCFF144SSVtHQFfiLK9dlAU9BE6PO4A6q++2PtDXvJqvqNfwlg6Rg9gS9WyJvPatbKMkn3VqGEVNSydycfC5w1QtK+C77/YxicvLufNWV/xztNLWf7BRjZ9s4sNK3axafku9m4pxl3rwXagij2bCikvliYjcepr9Q7k+fPnc9ddd/Hcc89x1lln8eKLL3L++eezfft2srKyGqXfv38/F1xwAZMnT+b111/n22+/5Y477iAxMZErr7yyFZ6g5dVWeHDX+jFH6dFoFBRVaZRmZ81q4oypxJvS6BE7nCVFcxiWfCWK0jCt2x5g3/oykjKtdU1P4qj4vAF2rNnP2kU7KNhZwoFdNuzlbsL+EGEFdDoNeqMBs8VAXGo0PYbkktM9hXA4THWpA78nQEJ6jHQqi1NWqweD//znP0yaNImbb74ZgCeffJIvv/yS559/npkzZzZK/8ILL5CVlcWTTz4JQPfu3Vm3bh3//ve/DxkMfD4fPt/PX6UdDkfzP0gLCfpDeJ0BdAYNtVVefK4g5kgd7spgg3Rbqr6mR9xwADpE9+PzAi8HnFvIierTMEMVDmyuYMD4XHQGGVF0NHzeAN8v3MKi17+naH8V5UWV1Fb76sbv/pLejSVST8AfJOD1Y4zQE5scTWS0uX7UUWJaTGs8ghBH1KrNRH6/n/Xr1zN27NgG58eOHcuqVauavGb16tWN0o8bN45169YRCDRdFZ85cyZWq7X+yMzMbJ4HOAnUsFo3cUAFnztIKBAm/Ku+gkpvMSWuvXSPGQaARtHSLXYYWyqXNZmnxx6gqrhWRhQdBZ83wA/f7OLzV7+jYE85xQcqqK1oIhAABMBdHaCipJrywhryfuxHQKNgijDgqfXi90lzkTg1tWrNoKKiglAoRHJycoPzycnJ2Gy2Jq+x2WxNpg8Gg1RUVJCamtromunTp3P33XfXv3Y4HKdNQFA0CjqTFq1eQ8gfBlR+3bizpeprwoR4btvtvzirolF0eINOTLrIBun1egVXtZ+qolri0qNkzsFhVBTbWbc4j/KiaiqKqvHW+I94TcCjUlPt4uDuCvb+UEz3M7OxRJnwuQPSTyNOWa3eTAQ0atdWVbXRuSOlb+r8T4xGI0aj8QRL2Tp0Bi1Giw63QYMpUo8GhYDn5yaisBpiW9UKRqXd2KhJ6KP8/7C9eiUDEsc3OK+P0IMGAt4QbrsPa5LlpDzL6cbvC5C3/gAFeaWUFlXhqj5yIKi/1hWitKCS/duLKC2oJrNLEhqtIv004pTVqs1ECQkJaLXaRrWAsrKyRt/+f5KSktJkep1OR3x8fIuVtTVZrEYiY0xYrHoirAZUfv52ude+AW/IRZ/4c0k0ZzU4usYM4YeqpQ3y0hoUzJEGAu4gWr1WhpgCq1atQqvVMn58w6BZW+2icFcZRfvLcZR6AXBRxXa+4HteYwXPcZDNh8zX5wqRv72YzSt388brb3PTrdeTlp6Koihs2rSpJR9JiGPWqsHAYDAwcOBAFi9e3OD84sWLGTZsWJPXDB06tFH6RYsWMWjQIPT6tjlSQ2/UYk22kJAVjSneiO4XzTo/VH1NdlRvjNrG3+67WM+kzJOPzb2v/lzIr3JgUxUHd9hRVVWGmAKvvPIK06ZNY+XKlRQUFNSfr632UFlsp+JgTf25MAFMRJPLEAwcuUbldnjYu7mY0oPlDBs2jEcffbQlHkGIE9bqzUR33303N954I4MGDWLo0KG89NJLFBQUcNtttwF17f1FRUXMmzcPgNtuu43//ve/3H333UyePJnVq1cze/Zs3nrrrdZ8jBanN2qJS40gtVMsMalR1JRWQhCu7PCnQ16TYunAff3m/3xCU5dPwBNi6+KDHNxSyfDfdmXwFR1OwhOcmlwuF++88w5r167FZrMxd+5c7r//fvy+AF6XH3ulA3ftzyPRokgmirpa636+O3L+9gA+t48xQ8bRb0QX/IqzxZ5FiBPR6pPOJkyYwJNPPslDDz1Ev379WLFiBZ999hnZ2dkAlJSUNPi2lpuby2effcayZcvo168f//jHP3j66afb7ByDX1I0CtFxBlI6WomOP/ZlqM3RGnqNTqHv+Az0Zi32Mg+fPraJ5ycuJW+Vrb7vpT2ZP38+Xbt2pWvXrtxwww3MmTOnvsbkcwewl7tRg0fO55DCYC+vxe8N4HbIaCJx6mr1mgHAHXfcwR133NHke3Pnzm10bsSIEWzYsKGFS3Xq0Rm0RCdFEJsWQUJWFD53Jb6jXe1AB1HJESTlxhIRbaDn6Ex2Litmw2cHKNvv4JUpK8gdkMj4ab3J6ZfQos9xKpk9ezY33HADAOPHj8fpdLJkyRLOGT6CqtIaKotrTvge/kCYoj3ldOmfhdbY/gKuOD2cEsFAHL2oBDMpnaxUFtbirPFhV1yHXcIaqAsEsXoyusVgiTYQmWgmpaOVHsPTGH5jFz58ZD0FP1RRsruG53/3Nd3OTmXslF6kd4s9OQ/VSvLy8lizZg0ffPABADqdjgkTJvDKK6+QnZXLBTeeQ9AfJIxKFgPJYuAR8yxlF7tZVv+6NxeRpUkiEFBxVDmJizG11OMIcUIkGJxm9EYtWb0SCPpCqCGVg1oFh9aDqzb48642GlD0YDBq0OogOtFCpzNT6D48nZgUCxExRsxRdc1MaV1juX3OaDYuOMCCJzahNWgo3FrJ079ZTJ+xmYy9vSeJOdGt+swtZfbs2QSDQdLT0+vPqaqKXq9n+t3388yDc1j85lr2/2BDx9ENTY4nh2gm1L82EEHIH0ajqITa96AtcYqTYHAaskQb6DosjcScKAq3V1O0o5KS3bX4nF70Zl3dMhMaBYNBS0JWJFk9E0jKjSYhK6rJJSg0GoWBl+TQY1Qai57byqr5e4hKMLF3bRn/WXKQgRfnMPqWHsSmRrTC07aMYDDIvHnzmDVrVqMZ7VdccQXvvf8e4866FFvvWmw/eI46Xx0GdDTsz1E04PMFiLSaUdXwIa4UonVJMDhN6Y1aknNjiE+PoufwNKpLXVQddOGxB9CZNKBRsETrMVr0RMaYsCZbjrgWkTnKwKV/GsAZl+Xy0cwNHNhcSVq3GLYtLWLDwgMMuboj507qTmTc6d/UsWDBAqqrq5k0aRJ6TMy8aAGeWj86vYZEdy9eePpl7J9mU1XsR6PREQ7X9SKHCeGmGgCVEH5cOKlAix4z1sY30oDJYiAQ8rKvYBeaqrp88vLygLp5MykpKSfnoYU4DEVth0NIHA4HVqsVu91OdHTbaQIJ+Or2PPA6A6CCzlQ3e9liNR7zkhPhsMrGBQdY+ORm/N4guf0TObC5AjUMZ1/fmXN+27W+qel0dPHFFxMOh1m4cCFeV4DbM+fgqa0b6VOlFrI49C/GaP9EnJKJ01RIrbOup96LgzW83ig/K2n05bJG501WHT0G5VKh283rXz7X6P0HHniAGTNmNOuzCXE8JBi0oWDwk6A/VL85+4muTOqp9bPoua2sfmcv8ZmRpHePYfuyYnR6DSMmduOs33TGYG65CmbA9/OztOQaSu/M+J4PH1nHr/8aOoyIZP+B3RTvqT6ufFNyY+g/qjtpHeIY99shJGfGNUNphWh+0kzUBjXn0tS/bjra/EUhPUemY4rSs/j5bXz71m7Ovbk7Z17RAZ2++e7rsvtwVnrwuoJodQqKRoMlSk9EnAmDqfl+bYOBEKvm72H1e3saBAJFo9BnXDoZg/W4l1VRVVaL13FsEw40BsjokkRKbiwpuQnEJEQe+SIhWonUDNpgzaCl/LLpKOALcda1nbCXetj4eQExKRbG3NqT/hdmodEe/1xGvzdIdYmT0r0OfN4QoGIwaDBE6DFFGDBH6YlLjzzhgOD3BFk2dwef/mcj5fm19D8/G4NFx9qP6pbuSO8Wy/1LL2Pb9/tY+dFGtn+fz76tJcc0AS0px8q4GwaT3T2VjM7JdOyThsHYNpdMEac/qRmIo/brUUfL5uaRmBPFVfcPYsc3JbzzwBqWzd3J2Dt60Wt0+mFXnm2Ky+6j6qCTsnwHlUUOKouc1Fb4CAdUDGYd8WkWYrOi6TggTHrX42tucdt9LH5xK589tRlHhZehV3fi3vcuILtvApUHnaz9eB9Gs457P7iAqFgzPYfkUlvlwucLUVvlpKzgKGb56SAm0cIZ53Wn+xm5xCRGkpBulUAgTmlSM5CawXErzquuH3XUb3wW/S/MZuWbu9i9upT07rGMn9abzkOSGwQFV7WP2kovKZ1+Hnnj9wZxVXkp2F7Fgc1l7P7ORuGWSpwOH6FwCL1Rg9FsJDLeTEJ6JMkdohlwQS5p3eKIOcrlt+1lbj57ejOLnt9KwBtkxG+7cfE9/UnpFNMg3Xfv7SEhK4pOZ/68am5tjZsda/L5+t0NrPxwI7V2b918jl//5ejAZDaQlG1lwMjuDD2/B8nZ8RhMetnyUpzyJBhIMDghv246GnNrT1K7WFn8wjYObK6kw8BExk2tW+JCVVVemLSUg9uquPPtsSTlRuP3BqkqcuKo8LJ3rY3Ni/ezc7UNb3UT4/GNEBmrw5pgofOgVDqckURu7wRSu8cReYiZveUHHHw6axNL52xHo1U475ZeXHhXP+LSjn3OhNPhYeHL37D0g83Ulrnwefx4PV7QKOj1OrQGHQmpVvqd05luZ2SR0TkZa0Ik0XEREgjEKU+CgQSDZvHLUUeJOVFc+qf+BHwhvvzvVkp21dBteCrdhqfy0SMbUBRI6hjNH94YQ22Fh5oyDzWlbr56eQs/LDlA4AgtMfoISO8cQ9fhmaR2iiG9Wyy5AxIbBISD26v45PENfPv2bixWA+On9mHcHb1PeI5EbY2bTct3s+37fdSU1uJy+vC7fYT8YeLTrZw5vicd+2QQnxyF0WKQpiFx2pBgIMGgWf266eiCO/uQv7mCL5/dQmWhqz6dosCZV3ag2zmpOKt9/PDVAVa8th3/Ua7wrI+AjG7xdB6SQmrXWDr2S6TL0DT2rCnl48fWs/bj/cRlRHLRXf049+YemCKa70O5tsZN0b4KbPsq8Li8KIpCfEo0GV2SiU+VvgFxepJgIMGg2TXVdBSdZOKt6d83SjvsNx1RNSrLX9tOyfajXYK1jjlGIadvCj1GpuGxB9m7toy8b0tI7RLDJff2Z/j1XZt1mO2vOR0ewsEQGp2WyGhzi91HiJNBgoEEgxbzU9PRqvl70Oo0hAKN+wGKPbt4I+8BkpWujNBOOWx+drWEreEFVKmFuKmin+ZK+sePQavVUlvhI717LFc/cCZnXtbhhIa3CtEeyV+MaDE/TVib8uq5P5/81WjTzeVf08c6mgp1Ly616rD5BfETQQJ9NZdgoi6Iu6uD+Dwhht/UmdtfGc3Ai3IlEAhxHOSvRrS4rN4J/PO7K7nmwTOJiDGiN2s544pczpqUzS7Hd2QFhpCq9CJfbdyM9EvxSjb9tJeTpRmE5qcpMlowRCrEJJoxReja/X7OQhwvmXQmTopfTlj74pktfP/eXna4VhBvTsPiTSZHOYMN4ffooYw/tslqIVBU8LmD+NwhFM2xTXQTQtSRmoE4qcxRBi66px9jpvRko20JXSKGgQopSg+C+ChV8445T0VX12mt0dCii9kJ0ZZJzUCcdD53gGp/McXO3YxNuAMnoFG0ZCoD2K+uJkpN4ovQP+vTd9eMo4dm3CHzC3hC6E3aNrHPghCtRYKBOOncdh+ffPUeoXCIV/bd9Yt3VBS09Ocqxmqn1581cPglJ4KBMNbkCGJS2s5ObEKcbBIMxEkV8IXwuPx8vuxD/vC76WgLUtm+zFb//qrQyxSqG+isGXHUeZosBuLSIqSJSIgTIH0G4qRSwyqLv/4Ch9POhMuvJzu5I/HGNGKUuiND6ce+8Oomrw2pQarVg1SrBwkTxKPWUK0eJBjtIClb5osIcSKkZiBOKkWjMP+DNzjnrJGkZSeT1KGGyCQz9oN1m85naPqzI7SIKrWQOCWzwbVe7CwKPVr/Ok9dQl5oCdm2HjzZ5Y6T+hxtgd8XqN9FTpbQEDIDWWYgn3TVxU6cNX4MJi37N5ax8p2dbPi0gHDg2PMyRMKI33bnt4+NkGaio+TzBrDlV+Kyu0EDRpMBY4QRa3wEUdajWxJctD1SMxAnXUScCZ8niNvhxxhhoPvZmRT8UEXZnqNYpU6hfh8BnQXi0qPoOiRNJpsdpcJdpexYu5/qCicGkw6/249GryEy2kJ8WgzpHRNJSJW9F9ojCQbipDOYdMSlR+Kq8uKt9WFNtJDdO4GqEidB12EuVMCaGIEpQkdpvh2tRkef8zLJHZAsk82OoLbGze4fCvhuwRYcVW4MEQbCahg1pOL3BjCbjaR1SkANqRBGNuNphyQYiFZhMOkwpEViiNBjsFTTdWgaFYVObHuq8LjC0FSTkQr2MhekGIhPi6SyyMnWxcWM/n0vaSI6DFtBJdu+38/2NXspP1iNXqdj3/YiaipqCQXAaNQQUlUi15rp2j+Xsy/pg6KpW5Zb+hPaj1YLBvn5+fzjH//g66+/xmazkZaWxg033MBf//pXDAbDIa+bOHEir776aoNzgwcP5rvvvmvpIosWEGE1ktIpFneNj4N58fgDAWpLvbgdPoI+IEyD7SWjEvUYInWkdoohs3ccm74o4LHLPmfCjMGc9ZvOaPUyQO4ndfsulLNxeR67NxZSsreM6koXTocLV7WH0C8DrgJ6g4KtoBLb/jJGXT2IboNyMZr1mKNMsltbO9BqwWDnzp2Ew2FefPFFOnXqxNatW5k8eTIul4t///vfh712/PjxzJkzp/714YKHOPVFWI1kdI+n10gPeoOOgztrqCysIeAPEQqCGgijMWlJ7WAlISuKmAQjCbmx9D43g7RusXz25GbembGGtR/v57LpA+g4KKm1H6nV1da42bWhgKoyO7b8CkoKKinKr8RR7STsb+ICFQI+lUC5l/UrduHxBsjokkxkTDzOGjd+T0Cajtq4VgsG48ePZ/z48fWvO3ToQF5eHs8///wRg4HRaCQlJaWliyhOoog4E9l9ElFVFYtVT4FFwVHthaCC3qwjq1c8OX0TiU40EQ6rmMw6ErOiufGxs3BX+1jxRh6pna28NHkZ/cZnceEf+xKd1H43nCnaV47b6cPr9rNt9T4qbA6cNa6mA8GvqAHY9u1+5v/nK66YMpLkzDj8vgCOKheJaTEtXnbROk6pPgO73U5cXNwR0y1btoykpCRiYmIYMWIEDz/8MElJh/426PP58Pl89a8dDkezlFc0H4NJR3IHK0aTDmtSBKZIA7XVHoxmIykdrcRlRKLVKoRDKooCkbEmFI2Coijc/PxIakrd7FxZwtUPnMn6Tw7w+OWfM+bWnu2y6cjpcFN+sBpXrYfvPttK6cFqfB4/Qd+xjbj67qstmCON9DmrI+mdkwkFQ1jjI6QPoY06ZeYZ7N27lwEDBjBr1ixuvvnmQ6abP38+kZGRZGdns3//fv7+978TDAZZv349RqOxyWtmzJjBgw8+2Oi8zDM4NQV8Icr226kpdWMwagkEwvWTo8yRelQgNtlCbFpk/TVeV4B/nPcRFYW1/OXzS9i0sIDV7+4lMSeqzTcdrVq1iuHDhzNmzBi++OILyotrWLXgB0oLytn4zW4KdtiorfLWp69Q95EfXosXByaiydGcSYKS22Temd2SGHXlAHYWbWLFhkXsPZBHVVUVGzdupF+/fifpCcXJ0OzB4FAfvL+0du1aBg0aVP+6uLiYESNGMGLECF5++eVjul9JSQnZ2dm8/fbbXHHFFU2maapmkJmZKcHgFOb3BqkqchLwhdHqFDQ/1gpCQRW9UUNceiQGU8OKraPcw/3nvA8KPLT8SpxVXj6auYEDmyvbdNPRzTffTGRkJC+//DLbt29HdRv4dsEm9m45SP72Ygp2l+JzhgBwqDY2hz8hRzmDeCWHSjWfA+o6+mguIVpJbpS3OVrP6GvO5IBjKzXuCvoP6cX/Tb9bgkEb1OzNRFOnTuXaa689bJqcnJz6fxcXFzNq1CiGDh3KSy+9dMz3S01NJTs7m927dx8yjdFoPGStQZyafjkXwV0bIOgPoWg0RMYYiIgzNQoEANGJZqYvvJj7h7/Pvy5dwN8XX8Ztr5zLhgX5fPbkD22y6cjlcvHOO++wdu1abDYbs1+ezaTrb8dgMVBT4SSsUh8IAIrULcSSQaamPwAWJRZ7qJhidUuTwSAQCGMrqGTQsHNIyY7DknjSHk2cZM0eDBISEkhISDiqtEVFRYwaNYqBAwcyZ84cNJpj/wOtrKyksLCQ1NTUY75WnNp+mosQ6QvVNxMdaT5Bcgcrf/rkIh467yOeuu5L7n3/AgZdkkvPUeksenYrnz31Q5sadTR//ny6du1K165dueGGG5g6dSrXX/F7omLMoGgpLWy4r3StWka60rvBuVglkyJ1S5P5h0MhaiucqISIjrXgC9W22LOI1tVqX4+Ki4sZOXIkmZmZ/Pvf/6a8vBybzYbNZmuQrlu3bnz44YcAOJ1O7r33XlavXk1+fj7Lli3j4osvJiEhgcsvv7w1HkOcBHqjFoNZd9QTyzoMTOKP74znh0WF/O/2ZaiqijnKwKV/HsAf3jwPc5SelyYv463p3+Eo87Rw6VvW7NmzueGGG4C6EXoul4vV33+LyWxADYUIehvO3vPjRk/DpjI9Zvy4m8xfVSGoqkRZIzCaDWi1MrmvrWq10USLFi1iz5497Nmzh4yMjAbv/bIbIy8vD7vdDoBWq2XLli3MmzePmpoaUlNTGTVqFPPnzycqKuqkll+c2vqOyeLW/53Lc7/7irj0CK6ZMRiAtK6xbabpKC8vjzVr1vDBBx8AoNPpmDBhAh8tfJ9RvS/jmUV/QlVVVFUlU+lPlmbAj1c2tXRH3bmy8G52qyvqz/ZSL8BozCIy2oxGqxAZKRsItVWtFgwmTpzIxIkTj5jul4HBbDbz5ZdftmCpRFtyzg1dqS5x8dZfVhOXFsF5t/QCQKNR2kTT0ezZswkGg6Snp9efU1UVvV7PyO6XcXmvKXjdHkr21aCjrs/MgIXAr2oBATwYfqwtxCnZDFCuqn/PoInAFGVCVVVik6Lxaw+3eJQ4nZ1S8wyEaG6X3NufqoNOZk9bQUyKhUGXdKh/76emozMuz+WjmRtaZMJawBdEDasEAyF0eu2P/R4n/mcXDAaZN28es2bNomNSL1Z/sh2jxYDJoueZdx/iq6Vfkax0Rwm7MSs/f6GKUpKoVg+STp/6c9XqwfrOY51iQMfPM/q1JoWUzDhik6NJSI+hsvooZq2J05IEA9GmKYrCTf85m5pSN09dv4i/fXkpXYc1HGzQEk1Hfm8QZ40bR6UHZ7WbgC+E3qwl0mohOt5MZIylyRFRR2vBggVUV1czadIkvnlzB/uWOdFoFRSNQoynIys3LmJMbGdAj6IF9ccBRelKbzarn1AY3kS8kk2leoAaiuijXNLkfVLS4+k8IAutSWXHjm1UVJUDdU1UACkpKbIaQBtxejWSCnEcNFoNU+aeR6czknn88oUU7axunObHpqP/+/h8Bl2cw2dP/cCT1y5i77qyY76f3xukqsRBTZkLl91D0B9Cq1MIeoK4ajzUlLqoKnHg9waP+5lmz57Neeedh9VqZcSEPugM2rp5GIEw6foe1ARtVAeKic7UYzD93OkbraTQTXMepWoeG8LvUarm0U0zuslhpWggOSuWKGsES7/9isFDz+TCCy8E4Nprr6V///688MILx/0M4tRyysxAPplkp7P2yVntZcaoD/HW+nnom6uISzt0Z2hxXvVxT1irsjlw2X24HV6qShwoGi1BXwCfL0QoGCQ5K5a41GgirEbiUk7s98/t8PL1G5t457HleF0NRw4Nv7Ynjtpq1i3ZQWXxsQ8JjUqwcPZFfTj3mjPo0Ctd1iVq4yQYSDBoVyoPOvn78PeJjDUyY+nlWKyHnowYDqv1TUcBX6hB01EwEOKlW5bRc1Q6I37brf6agC9IWaGd2koXu9YfxF7uwucL4HH5CXvDeFw+9EYtXQZl0GlABp36pR1XH0LJvio+/98alr39AwF/kL4jO7Bh8Z66NxUYc9MAzrmuF99/uY1Vn22haHcJ9mMZRquBjI4JXPT7sxhyYV/SOyTKiqVtnAQDCQbtTuG2SmaM/JCcfgn8ecHFR5y/4Kn1s+jZrQ3WOircWsXnT/2ARqtw5/yxxGdE4PcEqCpzsXnZHratzGf/Vhtuu5eAL0goDDq9gsmiR6PRYI42ktEpkXOv70+PodlEWE1HLLeqqmxZsZ/P/reWjYt3ExlnYexNAxj7u4HEJkfx0BWvs3VlPr3PyeEvb19HMBhiz+YCFr21lgNbD7JrcyHOat8R7wMQmWBi+EV9uWraaLK6pkogaAckGEgwaJd2rCzmkfGfMOjSXKa9NhbNUWyb+cumI0WjoIZVNFqFxA5RjLuzGxXFDrZ9m8/OVQeoLLUTONQXcR3ozRqMBh3Z3ZIY8Zv+dB+cSWxydJOdyn5PgBXvbeHz/62lcGc52T2SuODWMznr8l4N0u/ZUMTH/13NbU9cVB9cfN4Aa77azg8rdrFrfQFFB8qxVzjxOZvur9CZNSQkR9PnnK5cfvsIep7Rocl0ou2RYCDBoN1a8+FenpjwBRfc2ZcbHz/7qK4Jh1WevfErDm5v2And/9IMgppaNizdx8FdlU1v2/krGgOYo/R06p/Bub/pT26vFOJSfw4IlcUOvpyzjiWvbcRZ7WHguC5ceOuZ9BiWjaIc/Z7PtTVufli5izWLtrN7cyFVpQ48Di/BcIhwMIwK6A06TBFGIiJNZHZJZtyNQznjvB5SI2hHZGipaLfOvLwjNz0xnLl3fUNcWiQX/rHfEa/Zu6asUSAA2LTgIMQ4Kdp9dIEAIOwHV2WAPesPYonUgwqKBhwVHha+9D3ff7oTg0nHqOv7Mf73g0jJPfJeH02JirEw6LyeRFjNRMaYKNlbiaPaTTAUJugNoNFpUcMqkTEmTFFGuvTLpPsZORII2hkJBqJdGz+lD9XFLl6771tiUi2cdW2Xw6bf9GVBwxMKoMJBRx5vrn+AJH1Hzom56Yj3PejbxlbXElyhKiKq4ij2X4jbHuCtR+zY9lWRnBPLjQ+ex8hr+2KJOvEVd40mPd3P6IDXHcAcWYRWC8FgGL8vQMAdIBQOodHpSM2Jp3PfTCKj295S3+LwJBiIdu/afw6hutjFc79fQnSSmd7nZh4y7aX39efMyzvgKHNxMK+K8gI71SVOPv98CT2to9hhX4k7VINFG3PIPCoDBXzneIeeEeeSbuhBkX87i/PnEawx0DW3F79/dBxjbxqIRtu804CMJj1d+mXhrHbXzX9Qw5gDRtQYFa1BS2xCFBldkjAa9ShH0Yci2hYJBqLdUxSFW14ahb3Mw3+u+pwHvr6cnH5NL9xvMOvI7hNPwGfFkqBHMQcorylhZ9V3jLbeit1YRr53Iz0iRh3yfrs8q0nWd6S7ZQQA0boRlAfyKTZs4KqRF5KYbSUUDDd7MACIS46m++BcDu4uQ6NRCPiD6A1azJFmYpOj8Xv8mKNMsrVlOyQzkIUAdHotf5w/jtTOMTx68QLK8g+/T7beqCMixkilrZZvNy4hWp9AlC6RLGM/9ns3cLhxGZWBQpINnRqcS9F3pqhmL+FgGGeVD7/nKDsejkNCagwZHZOwJkSS3iGRtI5JxKfUBQKDUU90nKxM2h5JMBDiR6ZIA/d9chHGCB2PXvQptZXew6bX6jQQCrNu33KyzH0BSDF0Iqj6KQvsO+R13rATk6bhB65JE4ErULdEhaqGT/xhDkNRICrOQqTVgqIoBLwBAr4gkTEWEtJjpOO4nZJmIiF+ISbZwvQFF3P/OR/w2KUL+NuiSzFamv5wNEcYcIQrKarax6C0K8APGkVLprE3+73ridLG80XVM/Xpu1vOoXvEiB9fNWyTV38856h0Yok2YjA3/weyzxvAUeXCU+slHKqbI6Ez6IiKMWO0GKRpqJ2TYCDEr6R0iuFPH1/IQ+d9xNM3LOLud86vqwX8ikar4ZuNXxBWQ3xU9Hj9eRUVDVr6R17I2Lg76s8blLoROiZNJN6ws0FevrALkyYCnydMRIyxWZa5bpC/N0BFUQ1+bwBThAGdXkswEMLr8qOGVaw/TqJTNIoEhXZKgoEQTeh4RjJ3zR/P45ct5JVpy7n5uZGNJnoZLDoWfbOAS4fdhLEqkZrSn5uVVjneotC3hU7mIY3yjtdnUhrYQxeG1Z8r9e8h0ZSFOdKAXtf8f5aOKhd+b4CoWEv9Ob1BhxoG24FKKoqqsUSbURSwRJuJT7VKc1E7I30GQhxC//HZ3PLiKJa8vJ0PHl7X6P0FCxZQ63Qw7uxLSYzOwKpLrj8yjD3Z713fZL6dzUMp9e9lp3sFjmA5O90rKA3spVvU2eh0GsKhMAHf8S9v/Wt+XwBPrRdTxM+b1gR8QZw1HkoLKvG4fFSU2Kkpr6W6rJb8bSXs3lBAbU3T+yKLtklqBkIcxsibulNd7GL+/d8TmxrBuZN61L83e/ZsRp87mj5DO7F3fRnw8zLRGYae7HSvoDpQTKw+rUGeCfoshkRfzVbXEra6viZSG8uQ6GuI02Sw8at9lOyt5vybz2DUb/phijRwotSwSjikotNr8XsD1NZ48Dp9VJXVUlZQiRpWQVGIT7FijjQSCoaptDlQt5fQZUCW1BDaCVmbSNYmEkegqipz/rCCr/63jXvev4CBF+Y0eD9/q40Pn/6GdYt2EXAf35+T1qDQc0gGHQdlsWvNQbavKsBk0TNiQh/G/m4QGV0Sjrv8fl8AW34lKiq1lW7slS5qymrZtamAKpsDryuAOcpIl4FZdOmXQUxCFIFAEHu5i5yeqaTlHv+9xelDagZCHIGiKEx8cjjVNjdP/eZL/r7oUjoP+Xmrx4R0K10GZbB3cwmVxQ5CR7dKdAMhv8rB3TWcfVVfxk0cSDik8tW8DSx5bRNfzF5Hz7OzGfe7QQwa3wWd/vBLbv+awajHHGVi17oDHNxXTtHuMravLcBuc6DoFSKijUQHoti59gC1ZS56nJVLXFI0ilK3eY7fF5BO5XZAagZSMxBHye8J8vD5n1C8s5oHl19BWtdYoK79PX97Kcvf3cy6z3dSVeKGY5gqEJ8WSccB6Wz/toBgIMRtT1zEsEvrmqOC/hDfLdjBojnr2fl9IbEpUYz5bX9G39if2OSoRnltX3WAjC4JRCc0nMdQkGfjk5dWsn9rEfk7bVSXOggFgRCgB0uEnqjYCCxRJtI7JNBrWEfM0WbScuPpdkY20bEyEa2tk2AgwUAcA2eVlwdGfoDfE+ShFVcSm1r3IVllc1Cyt4rVC3ew/ss8qkqdqP4j5xcVZ6TH8A50PTOdjI4JfDlnPeu/3M0Ft5zJDfePRmf4uRaQv7WURXPW8c37Wwn6Q5x5YTfG/W4g3YdmoSgK5YU1TD3jWdI6xfPw57+rX+DO5w2w5M21fP3uOg5ss1FWaD9kefRGiIi1kN0tlS79M8npnkqXQdlkd0+RvoM2ToKBBANxjCoKarn/nPeJTjBz/9eXY4k24PcGqSpxYDtQzZpPd7J/ewmOche1lS683nDdN/Bf0BkgJjWK3mfl0PucXLJ7ppKcHYveqOXzl9fy2oyvyOmZzF0vXUFyTmyDa90OL8vf2cKiOeso2l1JZrdExk4cSOmBaj57cQ0o0POsHKa/dS06vZbta/J59+kl7FxXQPHuiqOqtcSlR5LTI50h47uT3T2VzK7JpHdoer0m0TZIMJBgII5DwZZKHhj5AZ3OSOJPn1yEzqDF7w1SU1rL5uV72bPRhtPhxlfrxe0OYi914vf6CYVVtDoNsYkWOg/Kpv+5ncnskkBsSlSDXcv2birmyckf4KjycPuTFzHk4u6NyqCqKttW5vPlnPWs+Wwnv1zFQlFg1PX9uPq+4bz71BJWL9hC0d6yQ+++1oSoBBPnXNaXwef3JiYhgu6Dc6XvoA2TYCDBQBynbcuLmHnBJwy5shN3zD2vfuvMg7sq2L46n+pSJ267B0eVB7fDh9vhQVEUouIsdD0jg17DO5CcHXvI/Y/dDi8v/HEh3326g7G/G8hvHxzT5LaYq1atYvjZw0nUdWi0l0Lf0TkUH7RxcE8ZNTYXAOXs5QBr8GDHjJUcBpNA09tbWhPNnD95GN9s/5TNeWvIP5CP1WrlvPPO49FHHyUtLa3J68TpR4KBBANxAla/u5unr1/ERXf35/pH62YU+71BCvPKKdpVjtPuxe8J4HMHUNUwBrOerK6JdByQQWxS5BHzV1WVxXM38Or9i0jvnMAfX76S1A4Ndzy7+eab2bz4ABsLVzA+dlqjvRRMsVBeWoHbHsCBjU18SA5nkkAHKtjHAdbSl8uJJrnJMqT1imWL9zP+7y93MWTYYKqrq7nrrrsIBoOsW9d4Mp44PUkwkGAgTtBnT29m3j0r+e2ss7ngD3Wrl/q9QapLHZTm1+Cp9REOhrBYzcSnR5OUFdvkN/zDyd9i44nJH1Bd6uSWWRdw9hW9AHC5XKSmpnJu9K1sqPiCGGMygzMuxGjR4/f5cdm9oA9QfKCMcBB28CVBAvTmovq8t/ApOox0Z2yT97bE6hg4sjuTH7mMlJx4jCY9a9eu5cwzz+TAgQNkZWUd5/+cOJW06nIUOTk5KIrS4Pjzn/982GtUVWXGjBmkpaVhNpsZOXIk27ZtO0klFqKxC/7Ql4vv6c9r965k9bu7ATCYdCRnx9F9SBa9zs6hz8iO9BiWTUaXxGMOBAA5vVN49KtJDBrXmadv+4gX71mI3xNg/vz5dO3alXd2P8JTb/6T2ri9/Hf9FKY8dxGDL+9M9oBY0EP4x9UtHJQSS8Od3GLJwoHtkPcO+MLU1rgp3ldORVENPm8Au92OoijExMQc87OIU1OrTzp76KGHmDx5cv3ryMjDV50fe+wx/vOf/zB37ly6dOnCP//5T8aMGUNeXh5RUY3HXQtxMvzmkaFUF7t4duJXRCea6TkyA6jbBKe5ViA1RxqZ9vxl9Bqew+zpX7Jr3UFW1M7mhptuwGDWc/ElF3LLrTezZMkS0qI64vP4MRh1uBw/z4Lz48ZAw/2NDZjxc+h1iMLBMBoNGM16/N4AZcWV/PnPf+a6666TmnUb0uoL1UVFRZGSklJ/HC4YqKrKk08+yV//+leuuOIKevXqxauvvorb7ebNN988iaUWoiGNRuG2l8+l+znp/PvKzznwQ0WL3EdRFM69vj8zv/w9FbUlrN+4nixTHwB0Oh0TJkxg3rxXKS0v4e4nb+CR96axoPjfFPDLRfOa3ksBoJRdrOSl+sNOMaEwmCPNmKNNaA0KN98ykVAoxHPPPdcizyhaR6sHg3/961/Ex8fTr18/Hn74Yfz+Q8/U2b9/PzabjbFjf27bNBqNjBgxglWrVh3yOp/Ph8PhaHAI0dx0Bi13vzOe5A7RPHrxAioKao980XHK6p5E/IhaVMJcedt5aDVadDodzz//PB99/BEJKfHcP/lJbhr+J4ZbbyCVngAYsDSqBQTw1NcW4slhIBPqj0iSIAzJufHEJERw27TJFBQWsvDTz6RW0Ma0ajC48847efvtt1m6dClTp07lySef5I477jhkeputrl0zObnhqIfk5OT695oyc+ZMrFZr/ZGZmXnItEKcCHOUgT9/ehE6g4aZF32Ks+rwW2cer2AwyJtvvcGsWbOY/dg7XJDyB37TezpffPg12dnZLF21iC5duxCpi8NqSURP3fDVaJKpprBBXtUUEk3dWks6DJix1h9adOhNGnK6JXHzbb9j3/69vDl3PgmJsnhdW9PswWDGjBmNOoV/ffw0HO2Pf/wjI0aMoE+fPtx888288MILzJ49m8rKysPe49ebjKiq2ujcL02fPh273V5/FBYWHjKtECcqJiWC6QsvwVHm4fHLP8Pvab69CX6yYMECqqurmTRpEr/7vyt5ftlfSYrO4NVpqxnU7WzeePM1OvVNIyrGguEXC9ul0YdqCilkA26qKWQDNRwknb6HvFdcShSz5j7Ips0b+c8jT6M366mqrsRmsx22Ji9OL80+tLSiooKKisO3l+bk5GAyNZ5oU1RUREZGBt999x2DBw9u9P6+ffvo2LEjGzZsoH///vXnL730UmJiYnj11VePqowytFScDLu/t/GPMR/Td2wmf5w/Ho22+b57XXzxxYTDYRYuXFh/zu8JMOdvi3jvlYV8VfM8X3zyFftW1vDdgu3k59nql8QoZy/5fI8XByaiyWUwCXRs8j46I6T1tfL6mplNvr906VJGjhzZbM8lWk+zjyZKSEggIeH4qpAbN24EIDU1tcn3c3NzSUlJYfHixfXBwO/3s3z5cv71r38dX4GFaCGdB6dw51vjmHXlZ8y58xt+/8w5h63BHotPP/200TmDWc+tsy6k57BsUu/N4bNH8hh+bXei4yMwRRrw2uu+xSfSkcRDfPj/miXSRI8e3djx3H7iU2OIjouQBevaqFbrM1i9ejVPPPEEmzZtYv/+/bzzzjvceuutXHLJJQ0msXTr1o0PP/wQqGseuuuuu3jkkUf48MMP2bp1KxMnTsRisXDddde11qMIcUgDL8zh5mdHsvjFrXz0aNPbYDa3s6/sxaNfTcJo1vPB499hNJmxmI/9A1wxQFKHRIZe3IsOvdJJTIuRQNCGtdo8A6PRyPz583nwwQfx+XxkZ2czefJk7rvvvgbp8vLysNt/XnL3vvvuw+PxcMcdd1BdXc3gwYNZtGiRzDEQp6xzJ/WguuTnrTNHTmy86FxzS+sYzz8/+x3zHljMojnrsURY8Vj9eOyBo84jMc3KWRf2YOC53WSBunZAlqOQPgNxEqiqyst3LGPpnB3834cX0P/8nJN2709eWM1bD32Nikq1oxKv68idvnGpEQy5oA+//dt4UnNk5FB70OrzDIRoDxRF4ffPjKD/Bdk8ee2X7FlTetLuPf53g7j8/4YSYTVitcQTFROJRk/Tf/0KpHSM5YLfD5NA0M5IzUBqBuIk8rkD/HPcJ9j21PDQiitJ7RxzUu67f0cJW77ZzYr52ynYUoGqDRHU1m3P6fMHUFEx6o10HZjOhZPOov+obkTFWE5K2cSpQYKBBANxktVWenlgxPsEA2EeWnElMckt/6Hr8wbI315C8d5yNizew9oFewAVbVSIiBgjiemxDBjdhTPHdCezS0qLl0eceiQYSDAQraAs38H9w98nLi2C+5dchinS0OL39HkDOKpcVJbYqSi08+6/vqE0v4ZRN/bl6nvPIS5J/hbaMwkGEgxEK8nfVM6D535Il6Gp/N9HF6D7xUzhluT3BVDDKqFQmPf/vZJPn/uOAWM7M+Xpi4mKk6ah9kqCgQQD0Yq2Lj3IzAs/5awJnbn9ldHNNintWGxYvJtnp32Cwaznzhcup9tgWburPZLRREK0ol6jMrjjldGseD2Pt//2XauUYcCYzjz29WQSM6zMuGweHz39LeFwu/uO2O5JMBCilZ11bRdueGwYHz+2gS+e/aFVyhCfFs0DH97IpdOG8dbDS3n0urdxVLhapSyidUgzkTQTiVPEvHtX8vnTm7nzrXEMubJTq5Vj89K9PDPlY7Q6LXe+cBk9hmW3WlnEySM1AyFOETc8dhZDr+nMszd9xY5vilutHH1HdeSxryeT1jGOB694nfdmfUM4FG618oiTQ2oGUjMQp5CAL8SjF33K/o3lPLjsCjJ7xbdaWcKhMO/N+ob3Z31Dr7NzmPbcZcQkH36PcnH6kmAgwUCcYtx2HzNGfYizystD31xJdKKZl+9YRnSimRv+ddYhr/tpyKiiUZp1Ybmt3+zn6ds/RlVV/vD8ZfQ+J7fZ8hanDgkGEgzEKaiq2MX957yPwazFEm1gz5oyjBE6ZpffjE6vxelw43X50WgUDCY9jio3boenblkJkwFzlKlZ9x6oKXPyzB0fs/Wb/Vzxx7O56t5z0OqklbktkWAgwUCcorYtK+Kf4z5G/cUwzz8tuADV7Kd4Xzlep59QMITL4SEyJoKYxAiMRgNGs56ouAhiEqJISG++PQjCYZWPnvqW+f9aTrfBmdz5wmXEpcrfT1shwUCCgTgFFW6r5OHxn+Ao9xAO1f2JarQKfS5KIamvHoNRRyAQxLa3gupyB6BBZ9BisugxRZpITLeS3T2drgOySM9NbNaybV99gKdu/YhgIMS0Zy+l37lHt2uaOLW12uY2QohDe+8fa6mxuRucC4dU9q2tJLl/KuXF1ezfUkJFqZ1AIIDPFUSvV7BEm4mOi6CiqJrK4lrCwTDRcRFEWZtvmYkeQ7N5/OubeXbaJzxy7Vtc9odhXPOnESdtOQ3RMqRmIDUDcQpyVHhYOmcHi1/YSkVBLYoG1B9Hd0b0rqbcVo3T4SLobXytMUpLVFQkMckRdOiTyVVTR9OhR2qz71YWDqt8+uxq3npkKZ0HpHPnS5eTkG5t1nuIk0eCgQQDcQoLh1V+WHyAdx/+jr2rKwAFh6YIZ6jqiNfqTAqxSVaGnd+bsdcNJiU3oUU2tM9bU8iTt36Izx3gjqcvZtC4Ls2avzg5ZDiAEKcwjUYho08Mif1VyLTh1lTgCtUc1bVBr4rL7uRAXgm7fjhIaUEVFUU1+LxHvw/y0eh6ZiaPfz2ZboMzeezGd5h3/2KC/lCz3kO0PAkGQpwiVq1ahVarZfz48Q3O799exMHdpXh8bmpCJaiEcalVbA8tYk3oDb4JvUhRuOk1jdz2IPZyJ+WFFbjsHnxeP3/7699JS0vDbDYzcuRItm3bdsJlj4w183+vXs1vHxrD57PXcv8lr1J2oPqor/f7Avg8fvy+5g1U4uhJMBDiFPHKK68wbdo0Vq5cSUFBAQBOh5uSfRXY7W5qaz31acMEMSlR5CiD0XP4zuGKUgc1ZU5KCyp44eVneeHFZ3nyiSdZu3YtKSkpjBkzhtra2hMuv6IoXHTbYP7x6U3YK1zcN/plvl+w87DX+Lx+ykuqsR2ooLigHNuBCspLqvF5/SdcHnFsJBgIcQpwuVy888473H777Vx00UXMnTsXgHAwjL3ShcfpJej9uXsvSkmig2YoSZpOaI7wZ1xb6ebA7jKKD1Qy57WXmXLrH7j0ksvo1asXr776Km63mzfffLPZnqXTgHQeWzKZXsNzmfX793hl+hcEfMH69+3lLvK32OoCQXE1zhoXeqMOg1GH3++ntLCC4vwyfF6/1BhOIhlaKsQpYP78+XTt2pWuXbtyww03MG3aNP7+978TCoVRFIWAJwDHu1acCuUHK9m9U6Wispxzzh6JoqnbRMdoNDJixAhWrVrFrbfe2mzPE2E1cc8rV/LlK+uZ98Bi8tYe5I8vXUFcahQzLnuNsoIa/vH5jShaFYNZj+1gJZUlVXg9PrRaHYFgkPy8YpIy4tAb9IQDYULhEJFWC/HJMURGy45szU2CgRCngNmzZ3PDDTcAMH78eJxOJ0uWLGH4WedgtOhPuEPWXumi2lFXs0hJbTjMNDk5mQMHDpxQ/k1RFIXxkwbR5Yx0nrj5A/503st07J9G8d5KAD5/aS3jbulP3sYiSgrKCAXr1lUKB0NUltuprXZhNOtR0eBz1zWRmSLMZHdJoWufDnTunUVUTESzl7u9kmAgRCvLy8tjzZo1fPDBBwDodDomTJjAK6+8Qk52Lr/9v0sI+oOEVZVMpT9ZmgFHzLMsvJvd6or61308F5AaqNsjwWhu+GevqmqLbrfZoU8q/1pyM49MeJOt3+TXn1/5/nY6DEmkqrQKt9tLbZWLUlsVJfvLqCqz4wsE8Ht9KKqCxqAjJjaCxLR4XDVu7BW1OO1u+p/dTQJCM5FgIEQrmz17NsFgkPT09Ppzqqqi1+t56qmn+ODNBbz170Xs+P4AOoxHlWecks0A5ar611EmKyZt3Ydmtb3hHIWysjKSk5Ob4UkOzV7uIn9raYNz4WCYb97eSnIPC8UHyqitqaWksIry4upfNYmp4A9Q5qyhttpFbaULl8sNGkjKiKdbPwkGzUGCgRCtKBgMMm/ePGbNmsXYsWMbvHfllVcyf/58fnP1jXz7zm7y19Qcdb46xYAOQ/3rCIuJKEM8cTHxrFi5nLPPGQaA3+9n+fLl/Otf/2qW5zmUuX/9Er832OCcqsKe78up9kJNZQ21Tic1pYffatPjDFBaXEEgGCTgD5KWnUhGhyTpQ2gGEgyEaEULFiygurqaSZMmYbU2XMrhqquuYvbs2Vx+wQTikqMwWHT43XUfqGE1hJu6cfwqYXy4cKoVaNFjVhovCaEoWnQGLb+9fhKPPfYvunfvRufOnXnkkUewWCxcd911LfqcF08ZSmJWDPu32CjYXobP/ePoIBUqdvip1TtwVnkOn8mPfO4gbpcbW0EFO9btY+iY/hIMmoEEAyFa0ezZsznvvPMaBQKoqxk88sgjLF20nISUGLK7JrN7YxEAftxsDL9fn7ZI/YEi9QespNJHe0mjvEwWHZldkrngd1dgTTBzxx13UF1dzeDBg1m0aBFRUVEt9oyrVq1i+IjhjBkzhi+++IKy4iryt5WQt66A5e/+QHlFJc6anwNBRaCAAu9mvOFaTJoosk19iddnNcjTXuUmHAxTbqumwlZDQkosDz74IC+99FL9cz377LP07NmzxZ6rrWm1tYmWLVvGqFGjmnxvzZo1nHHGGU2+N3HiRF599dUG5wYPHsx333131PeWtYnE6aK2xsXGpXm4nV42rtjFt5/8gKPSfeQLf0GjVxg4ujvnTRhIzzM7kpIT3+yL1h3OzTffTGRkJC+//DKbNm7GoFrQG3UU7LXx7nML2fjtTnyeutFSjmA5W1yLyDb2JU6fSVWgkALfZnpHjCNKl9Ao7y4DMrn979exeNUnPPqvR5k7dy5dunThn//8JytWrCAvL69FA11b0mqTzoYNG0ZJSUmD4+abbyYnJ4dBgwYd9trx48c3uO6zzz47SaUWohVoFHQGHVkdk0nMsKLTH9ufbTigYttXgclixOcJNNgsp6X9ejLdvHnzCKlhdHotRpOeYJD6QABQ7N9JjC6VDFMvLForGaZeWHUpFPt3NJl/ZZGDfTsLeeaZZ/jrX//KFVdc0WKT6dq6VgsGBoOBlJSU+iM+Pp5PPvmE3//+90cc5mY0GhtcGxcXd9j0Pp8Ph8PR4BDidGA0G4iOi0BVVWJSrHTonk5ErAnlKL/Yx6dH0fusXEoLqvjfXz/GXlFbP+HsZPj1ZLp5r81Dg0IwEEINh3F5Gq7BXRssJ0aX2uBcjC6N2mBFk/k7XW6WL/4WW6mtQQf8LyfTiaNzyixH8cknn1BRUcHEiROPmHbZsmUkJSXRpUsXJk+eTFlZ2WHTz5w5E6vVWn9kZmY2U6mFaFkGo57EjFhMFhOKAsk5cWR3TyU6PgLtYUaZavUQmxpJUlYcPQd34LZ/XYGj2s0jv3+Voj3lJ638v55M53I5WbvpeyrLaig+UI6jvOEXs4DqxaCYGpwzKCb8atOdy1qtFpvNBtBoeGxycnL9e+LITplgMHv2bMaNG3fED+rzzz+fN954g6+//ppZs2axdu1azj33XHw+3yGvmT59Ona7vf4oLCxs7uIL0WISUmNI75RIXEo08alWkjNiyeqUTEJqLOZoPfxqgzGtAaITIkjNTSSrUyKxKVbiU2K478UbiI6LYMo5j7P+68MvINccfppMd+211wI/T6ab/+5b7Nq5hyt+N473Nz3DavvbFHq3HjKfXzZqlfn3s9r+dv1R7bWh19eNg3E7GwaMlp5M19Y0+2iiGTNm8OCDDx42zdq1axv0Cxw8eJAvv/ySd95554j5T5gwof7fvXr1YtCgQWRnZ7Nw4UKuuOKKJq8xGo0YjUc3WUeIU43RpCe9QyJRMRZi4iNRFA1xSdF0GZiNraCS0gMVVJXYCYUU9HqFuLRY0jskEZMYgVbRYIw0kJhqJbtHKs+u6Mb9E/7H/134DPe9dCPjbxzSYuU+3GS622/6A1Ou+gvrlm3DVetDp9TNidArJvxqw6ajutqCGYA4fQZR2p87kmPN8STE1+3xXHDgIJ26/Lwf88mYTNeWNHswmDp1av03gUPJyclp8HrOnDnEx8dzySWNh8QdSWpqKtnZ2ezevfuYrxXidGE06UlMi8EaH0FCegz7fjhIZamdhJRoMnIT8fuC+LwBomNMRMVGYDAZcNo9JKbH0OfszqTmJNTvcPavT6Ywa8qbPPK7udjyK7npbxc0+zfoQ02mC/gDXHXlVXzx1eekJnckIa6CsPvnfQ+idInYgyWkG7vXn6sJltSPJNIpenTanztMzEYTUeZYYqLjWL5iGeeOGQGcvMl0bUmzB4OEhAQSEhoPATsUVVWZM2cOv/3tb9Hrj324W2VlJYWFhaSmph45sRCnOYNRT0JqDFGxEVTaaigvqqHa5iAUCmOyGFC0CoRUPB4/nfpmkNsjjbjkhnMYdHot9714A2m5Cfzv7x9Tkl/Bvc9fj97QfB8Hh5pM5/P4GXve+Xy04H3u/e0MouMiKTv4czBIM3Rji2sRB33biNNlUBU8iD1YQu+IcY3uoWjAHGHE7fJy8dgreOqZJ+g3oM9JnUzXlrT6pLOvv/6a/fv3M2nSpCbf79atGzNnzuTyyy/H6XQyY8YMrrzySlJTU8nPz+cvf/kLCQkJXH755Se55EK0HqNJT1pOIgmpMXjdfpw1HoL+ID6vHwUFS7SZ+FTrIfc7VhSFG6efT0pOPI9OmkdZYTX/ePdWIq3mZinfoSbTKRqF8eedzwsvP0uFu5SEFCv7dh4k7K/rGYjWJdLVcjYF3s0UeDdj0kTS1TK8yTkGOpMWo0GP3qDjpmsnkdU15aROpmtrWm3S2U+uu+46Dhw4wLffftvk+4qiMGfOHCZOnIjH4+Gyyy5j48aN1NTUkJqayqhRo/jHP/5xTCOEZNKZaIv8vro5BIpGOaZJZZuW7+IvV75AYnoMj306leSsww/VPlHFB8rI31FEpc3O98u2sHX1TirKHA17io+CKdJAp16Z9B/WjcHn9iW9YwqJqbEtU+h2oNWDQWuQYCBEQ/k7Srjv4v8S8AV59OMpdB2QdeSLjpPP62fXpnwK99rY8M0O8n7YR025A0eNi1Dg6D6OdEaFmLhoho7tx1lj+9OxVxYBX5CU7ISTOru6LTllhpYKIVpPTvdUXvj2TySmx/CHUbNY/dmWFruX0WQgp1s6sclWouIsZHRIwRofTUxiNDrzUXwkaSEmPoq4JCs5XdPJ6JSCTq8lpIZP6uzqtkaCgRACgLjkaJ5acjcDR3dj+mXP8fGLK4580XGKiomgS68sOvTI4Mxze9F/eFc69cgmq0Mq8WkxmKOa/nav0UFsXBSJaXF06J5JrzM6ERltIRgIoVU0J3V2dVvT6h3IQohThznCyD/evZX/3vsus6a8SfH+Cm595DI0mub/3hgVG0lWbioul4fszulUltaQtzmfvdsK8Tg8VFTY8bp86HVaFC2oYTBHmkjLTSQ1M4kegzoRl1TXQe11+4iMiZAmohMgwUAI0YBWq+HOJyaQlpvAf+95D9uBSv4yZ+IhRyYdL4NRT0J6HJ7dxQCk5yQRnxxDbEIUhXtLsVZE4671QFglGAwSabVgjLSQlGwlvUMKGbmJgEJtjQu9UU90rOx4diKkA1k6kIU4pBUfbeShG16h64AsHv7gdmISIps1f5/XT9H+MmrKHYTDKhqNgtPpwlZQSdAfIhQM4PeH0SgqpggTOp2O6LgoIqJNJKbFYTYZMUeZiI6NwGgyHPmG4pAkGEgwEOKwtn+/nz9f9hyRMWYe+3QqGZ2SmjV/n9ePo9qFo9JJMBRCp9ViijQS8Adx2z3U1rrx+/zoDXqssZF1azJZjOgNumMeRisOTYKBBAMhjqh4Xzn3Xfxf7JUuZn54B72Gdmj2ezQ1T+Knc4FAEL1ePvxbkowmEkIcUVqHRJ775j6yu6Vw15gnWPbBhma/h8Gox2g2NPiw/+lcZLSl0XuieUkwEEIclei4CP7z5Z2cc1k/HpjwP97+z2LaYcNCmyWjiYQQR81g1PO3eb8jJTue5+57n5L8Cqb95xp0Ou2RLxanNAkGQohjotFouOXhy0jNjec/U96i9EAVD7x5M+YI2TPkdCbNREKI43LxzcN59OMpbFy+iz+cO4uKEntrF0mcAAkGQojjNnh8T55d/n9U2Rzcfta/2L+t+ITy8/v8eD0+/D5/M5VQHC0JBkKIE9KpbwbPf/snImPMx72/ss/rp6y4gqL8Ug7ut1GUX0pZcQU+rwSFk0WCgRDihCVlxPLfZffS7Ywc/u/CZ/jite+O+lqf109pUQWOahcGowGTSY+qQmVpNaVFEhBOFgkGQohmERFdN0N53I1DeOR3c5n7j4WoqorX7eeP455kzkOfNnldua0Sp92FRqvBXuWgcH8pxQdKqalyYisoo6yk8iQ/Sfsko4mEEM3mp/2VU3Piefn+TyjeV46j2s36JTvZtnofE/44BkuUCfhxXaJ8G7u37iccUnE5PbhqPeh0WjRaDUaTATUcwl5TiyXCTHxSTOs+XBsnwUAI0awUReG3f7mAlJx4Hp44t37DGa/Hz+I313DpredQUVrFljV57N5eQG2lnVqnm7LCStwuDzq9HpPFgE6rR2/SYDKbCAbDDDyrJ9a4aFmQroVIMBBCtIjaKnejncfee+Zreg3PYslHq9n0/Q48Ti/OWjdVtmo8Hj8anYJeq6/bvwAFg16HJdqEzxsgHFLp2ieXzA6pEhBagAQDIUSz27E2n6f+OL/hSRUO7LTx1tOfs/WHHdTavYQCPkoPVhLwhZrMR9GCJdJEwBciKtqMTq/FaDaQmZt6Ep6ifZFgIIRodnHJ0Zx1UV82LN2Jx+lD0Sj1tYTl7/xAMMKBGgxRWW1HDRw6HzUELrsXv6eI71QVY2Rd30FyWjwGo9QOmpMsYS1LWAvRYkKhMHs2FbL68x9Y+v569m+xoaLi1BcR8DddGzgUnVlLh+6ZXHb9GM6/dgSJKfEtVOr2SYaWCiGO2apVq9BqtYwfP/6w6bRaDW6lmje+/i+f7H2Gb0Ivsl/59qgCgaqqlIV3kxdeyvbwIna7VrFn9y52bNxDRUnVIecfVFdXc+ONN2K1WrFardx4443U1NQcz2O2KxIMhBDH7JVXXmHatGmsXLmSgoKCw6Yts5VjjYihb85Z6BUjodDR1Qgq2E8l+aQq3emgDEWHkR32bynYV0RNlRN7laPJ66677jo2bdrEF198wRdffMGmTZu48cYbj/kZ2xsJBkKIY+JyuXjnnXe4/fbbueiii5g7d+4h0/p9ftKTshg58AKsmhRQlaO6h6qqVKkHSFA6Eq2kYFKiSFf6ECbEtvwN1FTUUF3haLSG0Y4dO/jiiy94+eWXGTp0KEOHDuV///sfCxYsIC8v70Qeu82TYCCEOCbz58+na9eudO3alRtuuIE5c+YccpObcFilzFZNRWk1PnfwqO8RwEMQH5Ek1J/TKBoiiKOitgRnrRt7VS3hXw1dXb16NVarlcGDB9efGzJkCFarlVWrVh3jk7YvEgyEEMdk9uzZ3HDDDQCMHz8ep9PJkiVLmkwbDARx17px2F0EjmEl0iA+AHQ0HDGkUwx4Ax4CvjA+r59goGGAsdlsJCUlNcovKSkJm8121PdvjyQYCCGOWl5eHmvWrOHaa68FQKfTMWHCBF555RUKCgqIjIysPx555BF0eh2KouB1eQ7ZV1CjFrMjvLj+cKlVhy2DVqPB7XQy65lHSUlLrr/fTxSlcVOUqqpNnhc/a9Fg8PDDDzNs2DAsFgsxMTFNpikoKODiiy8mIiKChIQE/vCHP+D3H/4bhM/nY9q0aSQkJBAREcEll1zCwYMHW+AJhBC/NHv2bILBIOnp6eh0OnQ6Hc8//zwffPABZrOZTZs21R+33XYbAX+AgD9IIKii0zU9rSmKJDoow+oPM1Z01O2aFqThZ0FYE8BksKCGNdw57W7WrFlTfz+AlJQUSktLG92jvLyc5OTk5v3PaGNaNBj4/X6uvvpqbr/99ibfD4VCXHjhhbhcLlauXMnbb7/N+++/zz333HPYfO+66y4+/PBD3n77bVauXInT6eSiiy466lEKQohjFwwGmTdvHrNmzWrwob9582ays7OZP38+nTp1qj/i4uLwuLzodFqyc1NJTI1Do2n8kaNVdBiViPpDo2jRY0aHERcV9enCahhnuIqs1A6YI4107tqBHj161N8PYOjQodjtdtasWVN/3ffff4/dbmfYsGEt/590GmvRGcgPPvggwCFHGyxatIjt27dTWFhIWloaALNmzWLixIk8/PDDTU4Is9vtzJ49m9dee43zzjsPgNdff53MzEy++uorxo0b1zIPI0Q7t2DBAqqrq5k0aRJWq7XBe1dddRWzZ89m6tSp9ef8Pj81lQ4skUZUix9tdAgUlUDYiwcHGrQYlYgm76UoCnFkU67uw0AEBixUqPvQ6fSMPmcscYlWrHGNPx+6d+/O+PHjmTx5Mi+++CIAt9xyCxdddBFdu3Ztxv+NtqdV+wxWr15Nr1696gMBwLhx4/D5fKxfv77Ja9avX08gEGDs2LH159LS0ujVq9chRwv4fD4cDkeDQwhxbGbPns15553XKBAAXHnllWzatIkNGzbUnwuHVYKBMHaXnfsfv4c3Fj2LL+Shknz2qasoVrce9n4J5BJPNiXqdvapqwng5bJzbmTAWb1Jz0lFb2j6u+wbb7xB7969GTt2LGPHjqVPnz689tprJ/bw7UCrrk1ks9katePFxsZiMBgO2fNvs9kwGAzExsY2OJ+cnHzIa2bOnFlfSxFCHJ9PP216cxqAAQMGNBpeqtEo6PQaUpNT2fzdDmrtLj5+9Uu+XbQJe1XtEe+nKApJSmeS6AxAZudUbrz5WnoM6Fiff1Pi4uJ4/fXXj/axxI+OuWYwY8YMFEU57LFu3bqjzq+5ev4Pd8306dOx2+31R2Fh4THlLYQ4dgajgZj4aDSKgtftw2g2kNYhjcS0OLTH+DU0ItrIeZefRff+HQkFw0REmWWhumZ2zDWDqVOn1g8rO5ScnJyjyislJYXvv/++wbnq6moCgcAhe/5TUlLw+/1UV1c3qB2UlZUdsoPIaDRiNBqPqkxCiOZjjYsmLjmWkoIyQq4Q0TERZHVKoabKTkVxzVHlYbGaGHROX1LSEvB5fEREW5rsLxAn5piDQUJCAgkJCUdOeBSGDh3Kww8/TElJCampdeuTL1q0CKPRyMCBA5u8ZuDAgej1ehYvXsw111wDQElJCVu3buWxxx5rlnIJIZqH0WSo24zGbODgvhJMJgPxyXGkZSUSDoZxu7z4vH7UJgYCarQQlxxD5565dOuTS1ySlchoC0npCbK5TQto0T6DgoICqqqqKCgoIBQK1Y8F7tSpE5GRkYwdO5YePXpw44038vjjj1NVVcW9997L5MmT60cSFRUVMXr0aObNm8eZZ56J1Wpl0qRJ3HPPPcTHxxMXF8e9995L796960cXCSFOHUZT3WY0yWnxJKXFk56TTHxiLN99tZ7y0ipcbi9+jx+f149Wo0Vv0mGJMBMVE0G/IT3o2CObngO7EB1jITkjQZqHWkiLBoP777+fV199tf51//79AVi6dCkjR45Eq9WycOFC7rjjDs466yzMZjPXXXcd//73v+uvCQQC5OXl4Xa768898cQT6HQ6rrnmGjweD6NHj2bu3LlotdqWfBwhxAkwGA1k5KaiN+ixRFrQGTXs2nyA8tJK3A43wVAYk9lIfHIMkdZIsjsm071/Z+67/jHuengiY686WwJBC5LNbWRzGyFOKp/Xj73KQcHeEor2l+J1ewgEwlgiDPj9QXQaLRHRZlKzk0lMjeevv5vFwf02Ptz8PFHWpucliBMn214KIU4qo8lAUloC5ggz1rgogv4gJosJrU6D1+2luqKWUCiI0WTE7/NzxwPX88pj7xIKygoDLUlqBlIzEKLV/FRLcNV6CIXCaLUaIqLMmCPM6A06tFoNeoMegFAwhFYnTcEtRWoGQohW81Mtwe/zEw6raDTKIfsFJBC0LAkGQohWdzwdw+FwmFq7C2tsVAuUqP2R/QyEEKeVn1q2NRoNLz3yNq5a9xGuEEdDgoEQ4rQRCoXql50pKSwnb/M+1i7f0sqlahukmUgIcdr47qtNbP5+J+YII7u35HPTH69g+PlntHax2gSpGQghThv9z+rB4vdXotPreGTuvRIImpEEAyHEacMSaWb6k7dhtpganK+pdBCUeQgnRJqJhBCnlTNH9WXL2jwA9mw7wDsvLiQi2kJMfDQ3/fGKVi7d6UtqBkKI086k+65h744CZj/2LkNG9+fOf05k1w/7WbN0c2sX7bQlNQMhxGlp27rdXPrb0QwZ3Z9QKMTA4b3o0D2ztYt12pJgIIQ4LXXskcUrj7+H1+Nn46rtBHwBhp9/BvaqWqxxMhHtWEkzkRDitNRzYGfu/OdNWCLNKIpCVqc0Vn+1kX9OfZZau6u1i3fakZqBEOK0ldUpjYhoCxUlVfQe3JXMDqn4fQHWLd/CqEuGtHbxTitSMxBCnNZWfrGO/bsOktkhleUL17D+m61kdkxt7WKddmQJa1nCWojTmtfj48WH38JeVUtktIUrJ43HEmmmvKSKHgM6tXbxThvSTCSEOK2ZzEZuvPMyFEVBVVUWvbeSPdsOYDQb0GgUuvXr2NpFPC1IM5EQ4rQXlxhDha2aJ6bPIbdrBn/77xS69unA0k+/a+2inTYkGAgh2oRQKExqVhK9zujCmmU/4Kp1c9nEsa1drNOGBAMhRJvQrW8H/L4Arz/9MSUHSunYI5uktDjaYbfocZEOZOlAFqLN8Pv8GIwGnA4XlkgLikL9/gc/CQdDoKqgKGhkK816UjMQQrQZBqPhxw1wNDzz97mEQuH698KBEN6qWrzlDjzlDvzVLrxVtQTd/roA0c7JaCIhRJsSDIRYvWQDE26/CN2P3/yDbj/eUjsBrx9FpwFVxRdUUcNhdHot+igzGpMOncmIxqBtlzUGaSaSZiIh2qxwMETYH8RVUk3Q7UcfYSQMBB0eQr4AWpMedFq0de1JaDQK+igzukgjOrMRjb79BAWpGQgh2pxwIETQ4yPsC+Iud+C2VaPVa/HV1BKo8qCqYQxRJgIOF6EwGCNMRKTHEQqFCQdDBD0BVH8IvdXSbgKCBAMhRJsSDoQI2N0EfAFC/iDukhq8FQ58tR68VbUQDAMKGoMWRatBq9dhjLaghlUMCVGogSAGnYYQoHh8GPSW1n6kk0KCgRCiTfFW1+KrdhP2BXDZanAVVuCtdhGu9UDg51bxn7qWQ0YFv9uLt8aNMdaMKd6KJSEKbaQZQ5QRncXYLvoQWnQ00cMPP8ywYcOwWCzExMQ0en/z5s385je/ITMzE7PZTPfu3XnqqaeOmO/IkSNRFKXBce2117bAEwghThfhQAh3qR3HLhvO/WVUbz9I5fZC3IXlhKvcDQJBAz4VanwE3F48FU7cFXbC4RBBlxd3aQ1Bt+/kPkgradGagd/v5+qrr2bo0KHMnj270fvr168nMTGR119/nczMTFatWsUtt9yCVqtl6tSph8178uTJPPTQQ/WvzWZzs5dfCHF6+KlpyFNWg6/aSTgUxlPjJOzwgP8oM3H4CFlCBDRavBUOLEmxBL1BfNVuDNFtv6moRYPBgw8+CMDcuXObfP/3v/99g9cdOnRg9erVfPDBB0cMBhaLhZSUlGYppxDi9Bb0+Aj6AgRcPtAqBJ1B/HYPeH+ePzBjwfMs2LKi/rXVFEmP1A784dzr6JyUXXfSHSRsDhD0BPBUOTFFWwg6vQS9fnQmw8l+rJPqlJt0ZrfbiYuLO2K6N954g4SEBHr27Mm9995LbW3tIdP6fD4cDkeDQwjRNoSDIcK+IGo4TMjtR1VVvJUO8AcapR3WoS9fTHueL6Y9z3PX/RWtRstd7z7eIE2o0o3P7gY1jKpXCHq9EG77I/BPqQ7k1atX884777Bw4cLDprv++uvJzc0lJSWFrVu3Mn36dDZv3szixYubTD9z5sz6WooQoo1RVUL+IAGXj6DbR8DjJ+B0g6fxrGK9Vk9CZAwACZEx3DT0Eia//iDVbgexlp/nHPldPkKeIGoY1LBKOBxulFdbc8w1gxkzZjTqvP31sW7dumMuyLZt27j00ku5//77GTNmzGHTTp48mfPOO49evXpx7bXX8t577/HVV1+xYcOGJtNPnz4du91efxQWFh5z+YQQp6ZwMEzQ5UUNhuvmBASCqP7gEa9z+718vm0lmbEpWM2RDd4LeXyEAgH81S60FiM6o76lin/KOOaawdSpU484cicnJ+eY8ty+fTvnnnsukydP5m9/+9uxFokBAwag1+vZvXs3AwYMaPS+0WjEaDQec75CiFNfOBAErRadWYs+JgJnUeWPcwkaW7lnA8P/PREAT8BHQmQMT159HxrlV9+LHX7cFU4UvQ6NXgO/WuyuLTrmYJCQkEBCQkKzFWDbtm2ce+653HTTTTz88MPHnUcgECA1VfY9FaI9+am/QB9tJuT2odVpCQeDcIh15wZm92D6uEkA2L1O3tuwmD/Mf5RXJ/6TVGtig7Qhnw/VF0QNhaHtdxm0bAdyQUEBmzZtoqCggFAoxKZNm9i0aRNOpxOo+xAfNWoUY8aM4e6778Zms2Gz2SgvL6/Po6ioiG7durFmzRoA9u7dy0MPPcS6devIz8/ns88+4+qrr6Z///6cddZZLfk4QohTjaqiqipag65uTaEIE1qjAQ4x8MesN5EZl0JmXAq90jrx9wtuxRPw8eGmrxulVTQKqhoiHAjhd3ha+EFaX4t2IN9///28+uqr9a/79+8PwNKlSxk5ciTvvvsu5eXlvPHGG7zxxhv16bKzs8nPzwcgEAiQl5eH2+0GwGAwsGTJEp566imcTieZmZlceOGFPPDAA2i1bX+WoBDiF37sp1TDKhqdFn20CZPVgstsAN+RJxgoCmgUDb7gr9JqQaPR1i1Wp9Pid7gwWM1teiayrFoqq5YKcVrzO9wEPQF0ZgPhYIiavGJs63YTKmk43HzGguepctm5/8LbAKj1unhn/Ze8t+Ernr/ubwzK7vFzYqMWS2Yc0dmJWDLiUVSIzE5EZ267cw1OqaGlQghxrHRmI6o/RNDjR2PQYYyLwGQx46Lx3KNV+zYz/pnbAYgwmMmOT+PRy+9sGAgU0EYasSTHojMbUTQaCIVp6x0HUjOQmoEQp71fLlkdcPuo3JxP5aZ94D2OjzezFmuXNCwpMeijLegjzWi1GiKy4tt0M5HUDIQQpz2NXotBbyEcDKEx6bGkxeG3u6jdYTu2jPSgj7GgMxvR6nTojAYIh9HHR7TpQACn4HIUQghxvDQ6LTqTHkO0GUt6PJqkiKO/2ACG5BgMFjO6aBP6GAsaow6j1YIhShaqE0KI04uiYIg0Y7RaiEi0UuvwgPcIy0lE6InrlYkhyoIaDBKVnYjeZEAX0X62v5RgIIRoUzQ6LbpII+aEaEKZfvw1XnzVDnA3sUSFBojQE9Mphcj0eEKhMObERKIy4uv2RG7jTUO/JMFACNHm/DTCyJIRS7TLg7tEh9fpJRQIQShYt1yFRkFrMmG0GjHFWVFVMEVbiEiJRaNvfx+N7e+JhRBtnkavRW+1oBi0RPqCoFHQ13gIBcJo9T+uSK2qqEEFc0IE5sRojPGRGGMj0Vna7lyCw5FgIIRok34aYRSt12GMNOOtdhH0Bwh5/Gi0dU1A+igT5sRYdJGGNr95zZFIMBBCtGk6swFNSgx6q5mgy0coEERRFHQRJgxR5nbROXw0JBgIIdq8n2oJOosRVLXddQ4fDQkGQoh2QwLAocmkMyGEEBIMhBBCSDAQQgiBBAMhhBBIMBBCCIEEAyGEEEgwEEIIgQQDIYQQSDAQQgiBBAMhhBBIMBBCCIEEAyGEEEgwEEIIgQQDIYQQSDAQQgiBBAMhhBBIMBBCCEELB4OHH36YYcOGYbFYiImJaTKNoiiNjhdeeOGw+fp8PqZNm0ZCQgIRERFccsklHDx4sAWeQAgh2ocWDQZ+v5+rr76a22+//bDp5syZQ0lJSf1x0003HTb9XXfdxYcffsjbb7/NypUrcTqdXHTRRYRCoeYsvhBCtBstugfygw8+CMDcuXMPmy4mJoaUlJSjytNutzN79mxee+01zjvvPABef/11MjMz+eqrrxg3btwJlVkIIdqjU6LPYOrUqSQkJHDGGWfwwgsvEA6HD5l2/fr1BAIBxo4dW38uLS2NXr16sWrVqiav8fl8OByOBocQQoiftWjN4Gj84x//YPTo0ZjNZpYsWcI999xDRUUFf/vb35pMb7PZMBgMxMbGNjifnJyMzWZr8pqZM2fW11KEEEI0dsw1gxkzZjTZ6fvLY926dUed39/+9jeGDh1Kv379uOeee3jooYd4/PHHj7VYqKqKoihNvjd9+nTsdnv9UVhYeMz5CyFEW3bMNYOpU6dy7bXXHjZNTk7O8ZaHIUOG4HA4KC0tJTk5udH7KSkp+P1+qqurG9QOysrKGDZsWJN5Go1GjEbjcZdJCCHaumMOBgkJCSQkJLREWQDYuHEjJpPpkENRBw4ciF6vZ/HixVxzzTUAlJSUsHXrVh577LEWK5cQQrRlLdpnUFBQQFVVFQUFBYRCITZt2gRAp06diIyM5NNPP8VmszF06FDMZjNLly7lr3/9K7fcckv9N/mioiJGjx7NvHnzOPPMM7FarUyaNIl77rmH+Ph44uLiuPfee+ndu3f96CIhhBDHpkWDwf3338+rr75a/7p///4ALF26lJEjR6LX63nuuee4++67CYfDdOjQgYceeogpU6bUXxMIBMjLy8Ptdtefe+KJJ9DpdFxzzTV4PB5Gjx7N3Llz0Wq1Lfk4QgjRZimqqqqtXYiTzeFwYLVasdvtREdHt3ZxhBCi1Z0S8wyEEEK0LgkGQgghJBgIIYSQYCCEEAIJBkIIIZBgIIQQAgkGQgghkGAghBACCQZCCCE4BfYzaA0/TbqWTW6EEG1NVFTUIZfzP5x2GQxqa2sByMzMbOWSCCFE8zreZXba5dpE4XCY4uLi446gpzKHw0FmZiaFhYXtbt0leXZ5dnl2qRkcE41GQ0ZGRmsXo0VFR0e3uz+Mn8izy7O3N83x7NKBLIQQQoKBEEIICQZtjtFo5IEHHmiXez7Ls8uztzfN+eztsgNZCCFEQ1IzEEIIIcFACCGEBAMhhBBIMBBCCIEEAyGEEEgwaFOee+45cnNzMZlMDBw4kG+++aa1i9TiZsyYgaIoDY6UlJTWLlaLWLFiBRdffDFpaWkoisJHH33U4H1VVZkxYwZpaWmYzWZGjhzJtm3bWqewzexIzz5x4sRGvwdDhgxpncI2s5kzZ3LGGWcQFRVFUlISl112GXl5eQ3SNMfPXoJBGzF//nzuuusu/vrXv7Jx40aGDx/O+eefT0FBQWsXrcX17NmTkpKS+mPLli2tXaQW4XK56Nu3L//973+bfP+xxx7jP//5D//9739Zu3YtKSkpjBkzpn5hxtPZkZ4dYPz48Q1+Dz777LOTWMKWs3z5cqZMmcJ3333H4sWLCQaDjB07FpfLVZ+mWX72qmgTzjzzTPW2225rcK5bt27qn//851Yq0cnxwAMPqH379m3tYpx0gPrhhx/Wvw6Hw2pKSor66KOP1p/zer2q1WpVX3jhhVYoYcv59bOrqqredNNN6qWXXtoq5TnZysrKVEBdvny5qqrN97OXmkEb4Pf7Wb9+PWPHjm1wfuzYsaxataqVSnXy7N69m7S0NHJzc7n22mvZt29faxfppNu/fz82m63B74DRaGTEiBHt4ncAYNmyZSQlJdGlSxcmT55MWVlZaxepRdjtdgDi4uKA5vvZSzBoAyoqKgiFQiQnJzc4n5ycjM1ma6VSnRyDBw9m3rx5fPnll/zvf//DZrMxbNgwKisrW7toJ9VPP+f2+DsAcP755/PGG2/w9ddfM2vWLNauXcu5556Lz+dr7aI1K1VVufvuuzn77LPp1asX0Hw/+3a5hHVb9es1zFVVbXP7Nfza+eefX//v3r17M3ToUDp27Mirr77K3Xff3Yolax3t8XcAYMKECfX/7tWrF4MGDSI7O5uFCxdyxRVXtGLJmtfUqVP54YcfWLlyZaP3TvRnLzWDNiAhIQGtVtvoW0BZWVmjbwttXUREBL1792b37t2tXZST6qcRVPI7UCc1NZXs7Ow29Xswbdo0PvnkE5YuXdpgP5bm+tlLMGgDDAYDAwcOZPHixQ3OL168mGHDhrVSqVqHz+djx44dpKamtnZRTqrc3FxSUlIa/A74/X6WL1/e7n4HACorKyksLGwTvweqqjJ16lQ++OADvv76a3Jzcxu831w/e2kmaiPuvvtubrzxRgYNGsTQoUN56aWXKCgo4LbbbmvtorWoe++9l4svvpisrCzKysr45z//icPh4KabbmrtojU7p9PJnj176l/v37+fTZs2ERcXR1ZWFnfddRePPPIInTt3pnPnzjzyyCNYLBauu+66Vix18zjcs8fFxTFjxgyuvPJKUlNTyc/P5y9/+QsJCQlcfvnlrVjq5jFlyhTefPNNPv74Y6KiouprAFarFbPZjKIozfOzb84hT6J1Pfvss2p2drZqMBjUAQMG1A89a8smTJigpqamqnq9Xk1LS1OvuOIKddu2ba1drBaxdOlSFWh03HTTTaqq1g0xfOCBB9SUlBTVaDSq55xzjrply5bWLXQzOdyzu91udezYsWpiYqKq1+vVrKws9aabblILCgpau9jNoqnnBtQ5c+bUp2mOn73sZyCEEEL6DIQQQkgwEEIIgQQDIYQQSDAQQgiBBAMhhBBIMBBCCIEEAyGEEEgwEEIIgQQDIYQQSDAQQgiBBAMhhBDA/wPCnOMs1qnAawAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] @@ -563,9 +668,231 @@ } ], "source": [ - "sca.ntssb = deepcopy(searcher.best_tree)\n", + "sca.ntssb = deepcopy(searcher.tree)\n", "sca.ntssb.show_tree(edge_labels=True, font_size=10)\n", - "sca.plot_data(alpha=.1, zorder=-1)" + "sca.plot_data(alpha=.1, zorder=-1, remove_noise=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sca.ntssb.root['node'].root['node'].set_learned_parameters()\n", + "\n", + "plt.scatter(sim_sca.ntssb.root['node'].root['node'].noise_factors[:,0],\n", + " sim_sca.ntssb.root['node'].root['node'].noise_factors[:,1])\n", + "\n", + "\n", + "plt.scatter(sca.ntssb.root['node'].root['node'].noise_factors[:,0],\n", + " sca.ntssb.root['node'].root['node'].noise_factors[:,1],\n", + " alpha=.1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# sca.ntssb = deepcopy(searcher.tree)\n", + "# sca.ntssb.prune_subtrees()\n", + "sca.ntssb.sample_variational_distributions(n_samples=10)\n", + "elbos = sca.ntssb.learn_model(200, step_size=0.1, mc_samples=10, return_trace=True, memoized=True, update_roots=False)\n", + "plt.plot(elbos)" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sca.ntssb.root['node'].root['node'].set_learned_parameters()\n", + "\n", + "plt.scatter(sim_sca.ntssb.root['node'].root['node'].noise_factors[:,0],\n", + " sim_sca.ntssb.root['node'].root['node'].noise_factors[:,1])\n", + "\n", + "\n", + "plt.scatter(sca.ntssb.root['node'].root['node'].noise_factors[:,0],\n", + " sca.ntssb.root['node'].root['node'].noise_factors[:,1],\n", + " alpha=.1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sca.ntssb.show_tree(edge_labels=True, font_size=10)\n", + "sca.plot_data(alpha=.1, zorder=-1, remove_noise=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import jax\n", + "self = sca.ntssb\n", + "seed = 42\n", + "n_epochs = 200\n", + "adaptive = True\n", + "locals_names = None\n", + "globals_names = None\n", + "key = jax.random.PRNGKey(seed)\n", + "elbos = []\n", + "states = None\n", + "local_states = None\n", + "if adaptive:\n", + " local_states = self.root['node'].root['node'].initialize_local_opt_states(param_names=locals_names)\n", + " states = self.root['node'].root['node'].initialize_global_opt_states(param_names=globals_names)\n", + "it = 0\n", + "idx = None\n", + "memoized = False\n", + "for i in range(n_epochs):\n", + " for batch_idx in range(self.num_batches):\n", + " key, subkey = jax.random.split(key)\n", + " # states = self.update_global_params(subkey, idx=idx, batch_idx=batch_idx, adaptive=adaptive, states=states, i=it, param_names=globals_names, step_size=0.1, mc_samples=10) \n", + " local_states = self.update_local_params(subkey, batch_idx=batch_idx, adaptive=adaptive, states=local_states, i=it, update_ass=False,\n", + " param_names=locals_names, update_globals=True, step_size=0.01, mc_samples=10)\n", + " if memoized:\n", + " self.update_sufficient_statistics(batch_idx=batch_idx)\n", + " # self.update_node_params(subkey, i=it, adaptive=adaptive, memoized=memoized, step_size=0.1, mc_samples=10)\n", + " # self.update_pivot_probs() \n", + " it += 1\n", + " elbos.append(self.compute_elbo(memoized=memoized, batch_idx=batch_idx))\n", + "plt.plot(elbos)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sca.ntssb.root['node'].root['node'].set_learned_parameters()\n", + "\n", + "plt.scatter(sim_sca.ntssb.root['node'].root['node'].noise_factors[:,0],\n", + " sim_sca.ntssb.root['node'].root['node'].noise_factors[:,1])\n", + "\n", + "\n", + "plt.scatter(sca.ntssb.root['node'].root['node'].noise_factors[:,0],\n", + " sca.ntssb.root['node'].root['node'].noise_factors[:,1],\n", + " alpha=.1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAFfCAYAAABJKqdvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC2f0lEQVR4nOy9d7wddZ3//5x+er293/RKEkILAiaAJqAoq2tDv3bUXWAV3FVZdX+Cu4u9rK6i0nQVUXZRkN5bCCWQEBLS2725vZx+zvT5/XGSm1xyEwKEBMg8H48LmZnPZ+Yz5859nc+8P+8ieJ7n4ePj4+NzzCAe7QH4+Pj4+BxZfOH38fHxOcbwhd/Hx8fnGMMXfh8fH59jDF/4fXx8fI4xfOH38fHxOcbwhd/Hx8fnGOOYFH7P88jn8/ghDD4+Pscix6TwFwoF4vE4hULhaA/Fx8fH54hzTAq/j4+Pz7GML/w+Pj4+xxi+8Pv4+PgcY/jC7+Pj43OM4Qu/j4+PzzGGL/w+Pj4+xxi+8Pv4+PgcY/jC7+Pj43OM4Qu/j4+PzzGGL/w+Pj4+xxi+8Pv4+PgcY/jC7+Pj43OM4Qu/j4+PzzGGL/w+Pj4+xxi+8Pv4+PgcY/jC7+Pj43OM4Qu/j4+PzzGGL/w+Pj4+xxi+8Pv4+PgcY/jC7+Pj43OM4Qu/j4+PzzHGURf+q666ihNPPJFoNEpdXR3nn38+GzduPGifG264AUEQxv0EAoEjNGIfHx+fNzdHXfgfeeQRLrroIp588knuu+8+LMvine98J6VS6aD9YrEYfX19Yz87d+48QiP28fHxeXMjH+0B3H333eO2b7jhBurq6nj22Wc544wzDthPEAQaGhpe7+H5+Pj4vOU46jP+l5LL5QBIpVIHbVcsFmlvb6e1tZX3vve9rFu37oBtDcMgn8+P+/Hx8fE5VnlDCb/runzpS1/ibW97G3PmzDlgu+nTp3Pddddx66238vvf/x7XdTn11FPZtWvXhO2vuuoq4vH42E9ra+vrdQs+Pj4+b3gEz/O8oz2IPfzDP/wDd911F48//jgtLS2H3M+yLGbOnMlHPvIRvv3tb+933DAMDMMY287n87S2tpLL5YjFYodl7D4+Pj5vFo66jX8PF198MbfffjuPPvroKxJ9AEVRWLBgAVu2bJnwuKZpaJp2OIbp4+Pj86bnqJt6PM/j4osv5i9/+QsPPvggnZ2dr/gcjuPwwgsv0NjY+DqM0MfHx+etxVGf8V900UXceOON3HrrrUSjUfr7+wGIx+MEg0EAPv7xj9Pc3MxVV10FwJVXXskpp5zClClTyGazfP/732fnzp189rOfPWr34ePj4/Nm4agL/y9/+UsAFi9ePG7/9ddfzyc/+UkAurq6EMW9LyeZTIYLL7yQ/v5+kskkCxcu5IknnmDWrFlHatg+Pj4+b1reUIu7R4p8Pk88HvcXd318fI5JjrqN38fHx8fnyOILv4+Pj88xhi/8Pj4+PscYvvD7+Pj4HGP4wu/j4+NzjOELv4+Pj88xxlH34/fxsU0Hz/UQRAFZlY72cHx83vL4wu9z1LAMh/xQGb1kAyCIAmpAIpzQCEbVozw6H5+3Lr7w+xxxbNOhnDUY3JmnkrfB87AtB1EUEAURNSJT0xYlVhtE0fw3AB+fw40v/D6vO3tMObblkh8uUxw16NucQy+aBMIKjuUi4CGrMqGkhmO5ZPpKeK5HvD7ki7+Pz2HGF36f1w3LcCgMV9CLFsVRncGdBcyyjVmxyA9UCMY17IqDrEpEaoPgQmnEQKoXESUBo2xRzhnE60JH+1aA6v3sWYvwv4x83sz4wu9zWNkzu68ULUa7i5QLJo7l0rtxFKNsE0kGMEs2giRgWy562SaWVHFMh1BMpeK4lDImWkgmktAwyja26RzVRV9TtymN6pQLFp7rIogioahCOBVADfh/Qj5vPvyn1uewYBkO5ZyBUbaxdIeBbTlsw6W2LcLQriKWYROOB3EdD6NsI6kiwahCtq+EWZGwDAfHdlGDEuWsgW0HkFQR23Tx3KOXR9DUbUZ7iliGixaSkZSqaaqYNTEqNqnmiC/+Pm86fD9+n1eNbTpYuk2lYJIbKKPnLRRFwjJsjJKFKMJoT5HCqE4grCLKUCmZ2LaLKIKlOygBBb1sYRk2ngueB7bpoQVkREFEEAUEUThsY7YMB7NiYxnOhNsvpTSqYxku4YSGrEoIQtXlNJzQsAyX0qh+2Mbm43Ok8KcqPq+YSsGklDUwdQdJEsgPVnBsl2RzGMu0Ge0vYVUcQKCYKTPaUwbBQ0DAtV1KGR2zLJNoCiNIYBUdPA8816OcM9AiMpGaAGbFJhBTDouZ56XmGsfycG0HQZaQFWFC841lOJQLFlpo4j8TSRbID+loEZVQzHc/9Xnz4Au/zyFT9buvMNxVwChbiIKIaZqUchaSKFAc1RElKGZMLMvFNHRywxX6NmcRPI9QQiMYVxElCbPsUMoahCIKjuNilEzKQRlJE6npiIIDkioSir/2WskvNde4rkBusEg5ZxKKq6RbooiSsJ/5xnM9rIqDJAvYJmNfQJZhU84alAsmlYKJh0e8Nujb/H3eNPhPqc8hYRkOI7sKDHcVKWV0PA+yfWUqxarpJt0cJj9Yxig5WKZLKWdgVWwqBZ1y3kRRRMgZ2KaLpIgE4yqO6VIY1Um3RalpieJ6HpFUkGgqSCCmEIprh8V7Zl9zDUBuQEcvWagBicKojiBAqiWKGpQxK9U3AyuskO0rMtxdQA1KyJpEMKKgBCVKowaW6SLJIsGoihKQfZu/z5sK/wn1OSD7+t+PdBfp2ZhhcFses2xiGQ625SGqAsUBndHeAlbFQ/BcABzbw3VdCsM6AmB5Ho7jYpYdImkNPMATUEMSLbNT1LTG0IISwahWFdrD5MWzr7nGNh2yA2W2PNNHYdTELBkYZQcEgdZZSeo64mhhmeGdWVxXwHM9zIqDZVjE60OUciaVbh0loBCrDVHOGYRi6liUcSlrUBrVUZsih2XsPj6vF77w++zHeA8dm6EdBfq358j2l8n0lrB1m1LWwLE9bMvGNl1sy0MQQdVE1LCCFlSxdQvbchAEEcG2QQBJkZBKMpEaSDaFqG2P0j67hnBSe11cNj3XwyzblDIVsv0Vdjw/SP/WHKGECqKIazuUMiY7dJvCqI4WkKkUbZqmxUk2RlCDLiO7ilhGgWRjmFLWIhQTKOcMlN2LvHvQQjLlgkXEcHw/f583NL7w+4zDMhxyA2Us3aEwrNOzKcNwV57hnUVywyU828PQXcyShWODKIML4FR/KraLrRsYQRvPFfBskBUPSZNQNZFwPIBluAgeaJpMIKKiheXXzU+/nDfoWjuMUbbI9JUY3J7D0h1GuktYuk0oESBaE0SSREa6iyiySLlo7X5bMVA0ESUgo5dtRntKOJZDpWiSbAwRqw2h7GPWkRQRs2IdVfdTH59DwRd+n3H0b8ny8LUbWX7jFnIDlbH9kioQqVFRQhICIrIiIqsiriNUnYK93T8mWBJYtoMsgyCA64rIgCDLKBEVWXUxdZuR3iIdJ9QSiLw+HjHFrM6Gx3oY2J7HsVyGduYp502MskVhyEAUPMpZA0u3idZqFIdN1KAEooBRtJCaRFzXwzIctICEYzlEawLIirSf6APV1BOieFjdT318Xg984T/GWbFiBaeddhrLli3jXz/2E67+5MM4lov3kkmrY3o813s/23mKHL0ApGhjUfIDTG6ahaTsExKye/ZvA7JcFUQDG0WVMIomakDGKNkEoiqJuuBhu5d9UyoYFYsXHuhmx+oRgjGZvp4CgzuylPMWtu5QKRogQiCkoVcchncKCKJLsjlGKK7gWB6iJKCFNPSCgSCJiC64jocnM6G4G2WbSEL1zTw+b3h84T8G2Tf//W9+cw0X/cNFXHPtdSh33kKQxAH7DbKJdk6ghslIKKznHu7I/IBzMv9GW0dL1W6+Ly4ggKgI4FXfAtSKjSMLhOIK9Z1xwvHAa74fU7fJ9peo5Cws08EyHbpfGKJ/Ww5cj0rJYGBLnv6tOfSiheeBY4EoQiVnEYqoCBKE4hqiWHXbLGX13e6foARl9KJFMKriOBALyxjlaippSRGrX2xlG0UTCade+/34+Lze+MJ/DLFn0baUMzHLFkODWf70pz/xp1/ewW2/XMEL3MF2HidFJ6Nsp4HZzOZcHuD7NDCbt3Px2Lm28QTbWQHAbVwOO6r7JUEmptZyZvMnmBxbgG2DrAioIQVFEwklA2gxhXRjiJr2GKL82swi2YESW1f2M7yrjGPbGGWb0R15dm3O4TogSh5myWaou0AxY4G1u6NQ/V7yLDAqFogCSkDGsVxkRcIRoZIzCEVVBFGgUrQIhGXCMY2G6UkED8oFC7NiIYgikYTq+/H7vGl4Qzyl//3f/833v/99+vv7mTdvHj/72c846aSTDtj+5ptv5pvf/CY7duxg6tSpfPe73+Xcc889giN+82EZDiPdBYojBnrZJttX5C933URzTTub/6bT7p7EE1zHFBazhUfo5FS6WMkmHmQqS9jGcipkx70RyARwsAiRIEIt0ziT6VNnUHRHCEghkKo2fkEWCMYUQgmNQFypLqjWhkk3h1+1fd/UbXo2jvL0bdvp35TFqljoRQtXAFO3wBXQ8wb5TAUjb2Ho3l7Rh+p6hA2eBKbhjX1BVIompYxBy4wkkiJSyRkYuo0kCSQbwsRqQ0RT1ToBET9bp8+blKOeq+dPf/oTl112Gf/f//f/8dxzzzFv3jyWLl3K4ODghO2feOIJPvKRj/CZz3yGVatWcf7553P++eezdu3aIzzyNxf5oTLZ/mpqhdHeAiM9Be545P84acrZPH9XN2kmY6MTpxEAGY0GZrGLVUzhDJqYy7bdM/w9uFgoBACBt3MJzRyHXIjTFplFXbiDYEwiHJORRBFttz1fC8gEQhLplgipllfn727qNrvWj/Lc7TvoXT+KY9oUMgbZkQpD2/OMdpUY7SmQGShSyZgY5ZeI/r444DlUU0c4DpZuIYkioaSGvDvQLNUUYdIJdSQaI8RqAmMir2gSalD2Rd/nTYfgeS9dxjuynHzyyZx44on8/Oc/B8B1XVpbW7nkkkv42te+tl/7D33oQ5RKJW6//faxfaeccgrz58/n6quvPqRr5vN54vE4uVyOWCx2eG7kDYxtOux8YQSjaJEfLrNjzTDbd27jm//zCa78wI288KcM21jO8/yVCDXo5CkxQnVe4DKH95CkhVXczLu4EgGBx/kVu1iFiIyAiEYEG4MgcY5rPJ3TJp1PqiFaTZHgQCihEq8JokU1OuanmXpSwyvKb7Pvwm1xpMLTf93K+sd7yA3p5IfLGEUbx65m+NTLFmblIGK/LwIgQzBSdTdNNcdpnplg0vH1BKMq0ZoAwahKMFbNx+NH5vq8FTiqT7Bpmjz77LNcfvnlY/tEUeTss89mxYoVE/ZZsWIFl1122bh9S5cu5a9//esBr2MYBoZhjG3n8/nXNvA3GZZuUxjRscomo90lrLLDo2tvx3EdvvGnjwDgVb3xMSgyl/ewkftQCKGTI0EzjczmaX7HIJvIsJM+1jGHd7OdFVTI7j6DxRTezjODf0PQXN5d9wkitUG0kEKiNkC8JkS6I8rkhfWHPEsu5QyKIxX0ko0kCxglh22r+lm/oo+R3hK5gTL5kRKOA1bFqxruJ060OTG7pz0CIsFYAEUTqwvCBZNIqir6kWSAWE3At+H7vGU4qk/x8PAwjuNQX18/bn99fT0bNmyYsE9/f/+E7fv7+w94nauuuoorrrjitQ/4TYhlOOSHdUZ25jB1h9xwmdGBAo+vvZuzO/4fTdJctm3dznJ+xUl8nKe4ARGJRmazk2do5XiW8ytEZBxMHuLHAEzmdObwbnbyNAFinMuV3M2VVMixqPF8num7gw+d9TkCAZlIMkisJkj9lARNM5KHJPqlnEGmt0jvpgyu5RGIqgSjCsVRnS3PDTDSlSczUGK0p4xrMCbgrwoXtLBEKKagRlSidWEiyQBTTm6gpjni2/B93nIcE9OXyy+/fNxbQj6fp7W19SiO6MiwZ0F3pLdU9UAp2WT7y6xY/TAVs8js6JmoYpBnxPvxXJenuAGA57ll7BzdPAeAgzm2bx7vo4m5VMihEkZEQUYhSStFBplszaJoZIjWKKRaIqRbItS0RWmekXpZATV1m2xvie71o/RvylRTIKQCBEo2/VtMRvuKZHdVGNxZIDeg41keLjYuLiJi1fQkvDJPIVGqunBKAYlgSKR5epxIMoQkgho8Jv5EfI4xjupTXVNTgyRJDAwMjNs/MDBAQ0PDhH0aGhpeUXsATdPQtNee3vfNwL4++vmhMgPbcxhFG8uwGe0tMdxVYOXO+2mPzkWTQrieww6eYh7vYz337J7pP42EhoBIGyfQz1o6WMQ2lqOT43luGffloBDEwSZLD03MoW+4iwBx7vnRRlrnpJj59kYWvkfj5fTYqFg8dO0GwimF3HCFYk5HkiSyA2UqW7IM78qS7dcZ2p4lO6BT8bKU3FEcLFwcPFwkVKJCLSExiSQc2uMdSiqk26NE4hqxhgippghKQKlmGvXz7vi8BTmqwq+qKgsXLuSBBx7g/PPPB6qLuw888AAXX3zxhH0WLVrEAw88wJe+9KWxfffddx+LFi06AiN+47Kvj75dqRY079uaIzdQoVIwGN1VJDekU8xZvH/SV8f6bc09h+mVCJLAxmAhH6GV43mCa5jM2xhmK22cSD/rOJ/vsppbGGQjTRxHmk5kVB7mv7iLKykzyuSpU1gx8L98aPH/4+xpc9i1NsMj12/irp+sRQvLTD+tgdlnNjP7zGY6F6QRJXFs4XbNPd389pInCKdUFp7fgicAEpRGKvSsy5AdKqMXXXQrT8btwcXGoECFAt4+hv2M103QiVEnTCUi1Rz0c1PCEE0GicQ06jrjRFMByjmbpoYwooyfd8fnLclRf4+97LLL+MQnPsEJJ5zASSedxE9+8hNKpRKf+tSnAPj4xz9Oc3MzV111FQBf/OIXefvb384Pf/hD3vWud3HTTTexcuVKfv3rXx/N2ziq7DHpZAfL6MWqP/vIriI960YwbY9gSMYyXPSSuZ+ny5rRB2mPzqXfeo76ygxUgmxjOfXMoJ0T2cSDTONMNnAvWXbRygI2cC9R6ne/AeSRUTEoAB6rs3fy2Y9/nkv+8VI8R6B1dgrP9di+aoQXH+ph7QM93HLFs/zxq08RiqtMOaWOzoU1ZJUd/OMVF9DALBZnLmb5/2ynaU4EvWSRGyphlKoLt7qb50X3Xvp5kRKjAASJU8d0QrtjDDwcymTY4T1DgzODGqkTAMezWO3eQpf3LC42TeosTlM/RjhZQ11nnERDEDWggOAhKaKfd8fnLctRd+cE+PnPfz4WwDV//nz+67/+i5NPPhmAxYsX09HRwQ033DDW/uabb+Yb3/jGWADX9773vVcUwPVWc+cc2VWgb3MOs2RV89SUHXo3jrJzzSBmxSMQlXFtl9G+EmbhwL/uctZkeGfpVS+UTn1bHR/5zsk0TUuw7qEebv3OKj78Hyez4Nz2ce1s0+GmX93Bx7/4d0yKzeeU8hdYYf0WGY1tLOddXDEWKCYGHDaZj7PDfZocvXi4CAjEaCROMyIiw2wlzwBTOGN3XEEVF4d+1lNkCA8HjSguNosCHycUDPN06c9IssQX3/ED6ifFqetIUNcRYXvfZr539bd4Yf1qamtrueSSS/jKV77y6j4UH583IG8I4T/SvJWEf4+Pfn6wjCSJOK7LrnUjDHXnGdpewnMcTMvFsz30so37MrXBHdulNGJSGNZxrEN7NARJYNGHOhntKeE6Hks+O5MHfvUiZsUmlFD5ym3njhUr2cP/u+ATqFKQP93ye/7zC7/lX376Md7hfI0XuJ04zczmHDyqdXqf4FpqxE5CXpKyl2EbT5Cnf0zoPTw2cB+NzCJBy9g1ellLkUGamUebcDyPer8kKtTxvtQVaGEVIzzKb9f/C//0zh+x9N2LaTuulope4pwPn8YZpy3m3674Bhs2refTn/40P/nJT/jc5z73in8/Pj5vRI66qcfntWHpNpWsiWO7GBWbTG+JoZ0FjIqLIInYto1RsHCd3XnzXwZJFonVB4jWaTiWh206lLIW5VED7yUnUAISs85sZMmFM5h7Ziue63HHj5/nrp+sGWtTyZvcd/U63vMvC8b2ZUZy3PLX/+P67/0fLzy1iav/5/sk1SailQbaOYlV3MxMliJQNbMs4tN4gs2guxkJmSbmkqefEsMkaNlnYVcZu4aDRZZumplPmDR5rxoJXvAGKUd6aW2fTW1bE3/bVUdO2EnjlCQCcMttf8Z2bX73h98SiYWYf/w8Vq9ezY9+9CNf+H3eMhz1lA0+rxUBy3IoZQzKWRNsDw8RRRVRNQmzZOO51YIpr+isgoCsigSSCrVTQrTMTTDzrHo6FiaZdHINHccnWXTBJD78nydx/DkdhGIq4YTGnCXN487jufDETZvp25QFqjny//u7v6E20syKX44Q2jaTjUPP0lg5HoAGZmFRYYhNILp4kg2Sg4uNg0WFwn5CP8AGZAKE2buQWyGHh0dk975RdiIKMjE1TT64i1htCDkgkU7UIKYM6ifHCUZVNu9ayxlnnEEkFho719KlS9m4cSOZTOaV/nJ8fN6Q+ML/JkcJSICHUdxd2jAkIQggazKSCrbtIirV9MGvaJ1SBjUOtW1hOhfUoIVkWmYkedvHpmEbDie9bxI7Vg0De4ObLMPh//595X6n8lz4478+SSFTYeVtW/n1r64hPTSP/hcLBJ00LjZh0gCISLSykG08Qckb5f+cy/g/5zL+4nyVnazEwxkn9ENsJU8fbRyPSHUcQ2yhi2cA2MSDmFRwdq9qx8MpxLDO1BMamHZKA0pARlFlPA+SDSGypVEam8a7Bu8JGDxYkKCPz5sJ39TzFiCc0MgoRUojFQIRFTUgUSmZWBUHURSAauFzUQRXperZM5H5XgZJBkUDLawSr4tQ1xGlblKc0a4Kju0xaWENK/64BS2iUNcZ466fruEL1y5BEARcx6WuI4bn5Slnx5uGnluzknj6XTQFptFb2cxCPgPADp4EYDm/opo4Z+/Aur3nEBAIkaJDOImAF2cnz5Cnjw5OZpSdDLOVOE1jKaIBOliEgMgAG5nEaShoyGi4no0SEkm3RpjzjjbefcFiNm3ZyJadG9jZt5m777l79+fl4/PWxhf+Nyl7ArUqBRPXhUBcZbSvTLlUwnJsrJIDroeiyXi4eHZVUpWAh6xKeFSLkDgWSAp4AtVCIjENLSITjQepmxSnriNKTUeMWLoHPOg4ro6ZZzSx8fF+zvuX+Vz7D4+y5r5dzHtnK1pI4fPXLAHAdVxKGYORniJdL4zwlX+7jnnJs1kz+gAeLrdSTcC3J0eQiMwSLsWkTJYeNnI/nZzCFM6gV3ie1d5fqGM6w2ylg5MoMsQQW2nnRFTCpOkc+2xUgrsjjT1k1GoeHuLIkkymOMTU2R20z6nhF7/8b8466yx+//vfc+qppwIHDhDcc8zH562Ab+p5E2CbDpZuV/9vOOQGy4z2lhjcUaBnQ4bCSIVkU4S249JEkwEUWUKSBaK1YWI1AYIRjXBSI1qjEY5rJGrD1DbHiNcEqOkI0XJcDemmEA2T47TNTTP91GZmv6OFySfV0jA9SbQmQLQ2gGU4hOIqx7+7g/4tOaKpADPPaOKunzyPpdtj47UMB9t0ERWRQEQhl8mxqusR2sxFgEAjs1nK15nP3yMgcRZfIUSSHD00M5fZLGMSpzLE5mqef+FMNKIMsokOTqHICINsppm5KISormrIyGhohMeEXkCgxDAA8UiSs962jExuFFFQeO65Z/nGN77BokWL+MAHPkBzc3VtYtGiRTz66KNY1t6Ah/vuu4/p06eTTCaP6O/dx+f1wp/xv4HZE41rlG0818OxXcySjRyQCMc0jLKFJImoARk9Z5BujqBoEnJAopI2sHQXWYH8sIFjuaghCTkgI+DhmB6JxiCptjiCC8qkOFNOqifRGCKaDhCKV1Nc7En/kGwM07+lmtV02qn1hOIqq+7aybsum8eP//4eHvvDJk776DRKozrlgoXnuhSGK4z2lvjTn/9MOthEpjyAh0ueAeI0sYa/0sBMaplECwvYxnKmcAbAWKBYhm42u4+gk2OG8E4CXoQuVuLh0s2qcZ9XLVOoYxoAEgoJWulnPRIqx82ZxtqhR6itqeMH//WfXPWjb7F06VJ+8YtfjDvHBRdcwBVXXMFnPvMZvvrVr7J27Vp++tOf8uMfV5PTua7LcG+OcsEgFNWoaYojiv78yefNhS/8b1AswyE3UMYxXdSgjCgL5AYqlLIG4YSGGbCxdKdq0w8rjHYXKGYMwnENvWShhWQKAzpyY4RIbYDiiI5ZskHwsC2IpALUtEdI1IcRJYHWWSkapsSR1Ynz0oSTGqVMNbW1rEgc945WVt/dzbJLjuPUD0/hoWvXUzcpjhoQ0KIqgbCCbXn0bsry6No7mF17Oi9uX049M8mwk0E2cQYXjZ1/j9Bn2UWCFqI0IKNxH98ZMwdt8O4dN6Z9hX4iGphJP9VEc33PPs+pJ5zBb3/1B+rqGqjriE2Ygycej3Pvvfdy0UUXsXDhQmpqavi3f/s3PnD+R/jDd+7llp8/zHBPbqx9TXOc9128mHM/vYhkXfSQf78+PkcTX/jfoJRzBo7pEtxdrMQ2HRzLIVoTxKrYVHImnushygKSIBJvDFPOGriOhxqQ0QISsWSQWEMQz4XsQJnBHXkqOQNJFqmbGieaDKBqMvH6IOmW6AFFH6rCX8mbOJaLpIjMP7eNJ/93KzueG+KUD03m6b9s4/5frWX+u1oRxWpRk+xIhQ3rN9CT28I7ExdRQzWf0rP8kW08QYRa7mJvuuy5vHcsAEtBYylfx8ZggA2s405OEz5HnTiVYXc7/d76l/0MRSSamMO/XfJ9JrVPJt0cJRFNEooqKJrEihUrOO1tp3H6ojN5ePl9Y/2OO+44HnvssbHtx/76PItbPsw265ndbqIuQeK0MB96pvObr9/GDVfcwb/98dOcfv68cWPQdZ0vf/nL3HTTTRiGMfaW8dLU4j4+RxJf+N+A2KaDUbbHpQT2PHBdD0WqFgXXKxaCB67tISkCWlAG1yOSDhCIKpTzJsGwQrw+hKxKpBrDNE5JkO0tIakC0XQQURIJJVRCce1lM1BGklXTTylrEKsN0j6vhmRTmKf/up3pp9XTviDNpscHmHN2M6G4wvYXhhntynPfU7fieg7X7fjSPmer2uQX8mGW8vWxvSrhsX8LiESpAyBJKzn6WO/dR70zk1qmIhOkh1V4B8kvIUkSH/zwB5g9byalUROjbFYXsFPVtA6/+dVvmOItZvkTj/Gzz9/G5358DlpIGXeOx/76PN9832/AU2hjISESCEiMsoONPIhCkJTbhmXYfPN9v+Hbt1w4TvwvvfRS7rjjDm6++Wbi8TgXX3wx73vf+1i+fPlBP28fn9cTX/jfgHiuNzab34MggCgKuM7uWb4kIMkilm4jKWp1vyigqBJyTRC9YOHYHoIg4HnV/8uySP2UOOHd9WQFUTjoLH9fwnuEP1MVflEUmH9OG8v/uJnm2QlmntHEwOY8z/2ti5mLG6gUTLIjFZ7tepDT6j9MvDQJu1i1hVdLN15NF8+M2fQP+FmMCbuLg1kN6PIEEjQScdOM0s0o27HZW2FNIUBa6KQpNJmBJ0TuX7eBeH2A5hkJQtEgeCJa0uPP/3szb+ef0clzzW+uY/O9Bb5wwxJmvb0JgMxggSs/ch0eHgnGB6Y1M48BNpKnjxRteB4IgseVH7mOm7v+nURtlFwux7XXXsuNN97ImWeeCcD111/PzJkzefLJJznllFMO6bP38Tnc+ML/BkQQBQRRGJvNQ7VQiBpU0EsWiiYhiALBuEola6IXTBzbIxRXEQQBq2KTaAqhaBKW5eAZ1QXaQEw5pNn9RER2z5L32PkBZp7RyEPXrqcwqJNuizDnHS0s//1mdq4eJlKrsS3/HLpdos06CcdSQRTAFREQ9lvM3ZcXuZsUbUSoxcGiV3iBHd7TLBQ/XHX1F6pfBrKoUCdOoiM9lfrpIYIxhXAkhCwEKI2a2LqLUbTRCxZdz2dYd38fd//0RQC2sZyAWEOM3WkivJuZuWMZ3178N044v4PPXXsGd163Ast09ot58PDI0kOZLJ3sTQfueWCZDndet4ILvvpOnn32WSzL4uyzzx5rM2PGDNra2lixYoUv/D5HDV/434DIqoQWktHzFkFlb3KzYEzBMmwKIxUiNQECIQUBgfxwBU/wECSwLGecwO9bmOVQZ/f74roe5axBKVsV/Bcf7WVoZwGA2UuaSDQG6XphhKaZCYIxhWRLiN4NeZJljQefu40GaTpOfvc97BZsD2+/xdx9sTFYyR+pkEVCIerVc4r4CdrEheMHJ0AwKlHbHKe5I02qJYIakAjHA4RiGtF0gGiNRqwuhFlxCEZkQGC4q8gHP/1rTg8ugzWMqydcz3RW/nUHZsVm5drl4/Lx2xg8yW93LzYLTOUMkoyv5Oa5Hrf8/BE+/C9n09/fj6qqJBKJcW1eWirUNKyx35GqjTc1+fi8HvjC/wYlFNewdIdK3hzz6hGEanqEUEJD0WT03WmYa9ujqEF5QvPNqxH7ffnb91fxxE1bxraX37i5+g8Bpi5qoGN+LWvu6+bkD0zGrNik28JkdpXpW5/ndOVCzH0DYQVAdMEVSdHBh7l6wmsex3uZy3uqG6IL4gHs+AIE4zJ1k2NMXVTP7DNaMSvVRfBQTEXWJARBwCjbKJpIrC6EGpAZqfSyfvsavvilq3jghe2InkSbcALbvCeYNXca12y4jNseFdArJm0spI3qF46EykI+tDsB3C62spwAMRI008WzdPFsdVy7YPUzH8a2qrENpmFNKOiGbpLPlKgUdBzPRRJEgtEAsWQYLaDu197H53DhC/8bFEWTiNeH9vrx7zbXRGqqPvaCwGuayR8qbcelxwk/VE1Rk0+spaY1wpyzmlh9dxe71o6iBEVEwcWyLSRJxjFF9ssJKnrVfa44Zr/fk4UTGL9YezDRFyGUkmmYmmTywkYmza+nvjOO53ljsQSWbiOIIpGESjgVQA1UH/drr70W27b53A/PZU9WcgHQAhr/8dhH+NLQ2ezaMsRXzvlvZPaW7BQQCBIHIEINZTJ08xwJmmlkNrVMGWtbGDRRCGKaJhtf2EpDc/2YoA8MDFCTrmGoN4NlWARCGkFFwrYcitkSRsWktinpi7/P64Yv/G9gFE0iXhd6zeaa18L8ZW089b9b2fn8CK6z21Tjeiz6YFXkOhfWUdMeYe0Du6ifFmegq0gpXyYaj5JIhxnpKex/UtEDwanmiXAnCH4S3apZ6EBpcyQIxSUSjVHSjVHUgEgopo6tXahNESLG3s9s3zUN27b53e9+xw9/+ENOPeEMsgMVmmckEASB888/nz/+8Y984QtfIBZIj4n8gfDwcHeXfFQIjCsC07t1gPa5nSiywqOPP8w7liyjkCkxlO2nq6uLGVNnYxkW0cReTyZFrSaMK2RL5DMlaht94fd5ffCF/03AkRb7fREEgb/7+gn8+AP3jO0LJVRmnt5Epr/ItmcGCMYVup8vMtKXY7gnj1XxcCol0s1RCqMVzIo9wYnZLe7O/g6ZB8uTpkKqMUSiLkzzrCTp5giBqILrepi6PTarP9AC9u23304mk+Ezn/kM8fh4YX//+9/Ptddeyxe+8AVqmuLUNMfHgrW6eJYodQSI4eEwSheDbJpwcToU0+ja3svIyChnnHQW37ry3xjeVSQYCHLDn69m7qx5JJR6yiUdNaigaeMFPhDSqBR0zNTEJiIfn9eKH2vu87LUT4rx9k9MH9s+5e8nkx8p89ydO9j0ZD/xugCCAI7loec9HB2KGR1Tt0k2RA5+cmGCn4maBSDdFqBtVoKWWSnqJ8WoaYuRbAgxaUEdIFAafZnyYlTNPGefffZ+og9V4V+5ciVr1qxBFEXed/HisZq7DjabeZRnuYnV/IVhtjKds2hk1n7nqZkcYbgvQ26kxLJT/56Zk+bxvf/+Ft/83peJRxNcefl3KeRLFDIlRgZyGIY5rr+sSDie6xd693nd8EsvvslLLx4pzIrNt8+6FbPi8NU73sX25/rZsnIQy3IZ7S6wa00W23Lp3Zpht/WDQFihvjPBUHeecs44+AVehrrJIVJNUQJxjdqWKHWdUZKNEeo7YqTbY2MJ7A6UiuHVkBks8MH2b2Aa9iHXIRZEmLO0kWRNFE8UiMWqSeQiiTCaphIMBZh14mT6u4eJJ8MEQgHC8RDpur1fRJZpYxk2De01/ozf53XBN/X4HBJqUObdl81j9b3dbHyihzUP7aI4WmZkR4nB7hyeI1DTEEeWJWynqvx6yaKcN0jWh6nkDV7tFCOclKjtiNMwJUE0HaRhSpxIKkg0qRFrqFbKkhQRs2IdtlmyoZtUKhUu/M55/OLSv+CNLxVwQFKTNXKZIqZrI0kiAh6uJ+DYHnVtKUolHcd2iCYi5DJFQtEQelHHTIRQ1arI62WDSCLsi77P64Yv/D4vy3B3gft/tZYHr1tPfqjCQ9dXg6AkRUANSeiVannHZK1LJK6RHSyP9c30F2makiJWEyI3VD7QJSZGhFBCIlYfoaYlQiimkmiozvyjKW3MrRXAsVwEURwzzbwWRgaybN/QQylfoeO4Bj7+rXfy+3+/H8d2JxD/vTviHTJSxKNcqmDqJpFYCCNmogVUyiWd3EiRcDyIKIrEU2FKhTKVso4ky7iOi2Xa6GUDRVOIJcMvvZCPz2HDF36fg7Li5s389yfvx7Hc/WbsjuVRye1duC3nDMKJwDjht02X/EiFWG2IYkaviuchIAYgWRsg2RIjXh/kuLPbiKRCBGMyiYbIfgveRtkmklBfk5nH0E2G+7Ose2YLhUyRRE0Mo2Iy5fgm3nXJCay4bR2j3RUcY+89CBIIIQtbNtDdAIoRwAMMywKvjBSQCUdctICKaznIkoQki0iSSKoujqzIGCWDctEgEFCJJMK+H7/P644v/D7jWLFiBaeddhrLli3jG5/8CT/96L0HNHHkvD7Wurcz6nVTZpSF/X/PWbM+gBaSMcp7vxByQ2UiyQCJ+gO4d+6LCpGESjSlkmyMEAgqTFlYz5STGwgnq+ml95xbUkQcyx0L0NqTfO2VsCdq1jQtciNFenYMYFZM0g0JCpki29Z3kRkusuX5nZScHHK9i2R6OLaDZTtjcQC4UC5UUGQIBIOoIQWjYmBWTERPRBYl5IBKKBREUiT0ikksEUHVZLSWFOm6hB+563PE8IXfZxzXXnstl1xyCddccy3ag/+L6h148dvGJEwNreICVrm34NgeRsUiHA9glItj7TzXIztwYPdOQQFZBiUsk2oMk26LkqwLo0UUWqYnmbesnbr26uKnGpDHArTMijVhgNah8NKo2eG+DKVcCcuuvtn0dw+za+sAuWyerk19jAzmKGTL+8WjjcOFYkknGo8AAh4CuB5aSEHSRMAjGA1QyJYIBDTAQ9EU0vUJf4bvc0Txhd9njGKxyJ/+9CdWrlzJ0/etZcuGFcwSlx6wfVpoJy21A/C8exsA2YESNS0xRvuK49oWMzrRVJBkY4SBbdnqTgGCSYnm6SnqJ0eJJEOkWyPE0yEkRaR+UpTG6Skiib0zeTUgHzRA61AwdHMsalaUBTKDOTY/v53R4SK5kQKlYoXMYAajYjE8mKeYLWBazsFFfzeu5WHoNrImIosCeALReIiWKQ1oAQ3PcRFFiWgiTLwm6pt1fI4KR034d+zYwbe//W0efPBB+vv7aWpq4mMf+xhf//rXUdUD/yEsXryYRx55ZNy+z3/+81x99cR5X3wOnT//+c9Mnz6DmmgzkZ6ZvODexEzhnQjCoS+Y6kULURIIRlUqhfH+6aP9RRo6E0RqNRzXJBBQmXxyI5MW1BGMqrTOTtEyK40si4hyNRr3QByK2O8tk6gTigbGyiTmMyXKxQqKKtO1ZYCuDT10bR/ALBns3NLDYE8W07KQBNANC0vfP0PngRAEKJfKJNQojZMbicZCnPD2WUyZ08FQb4aWyfW0TWn0zTo+R5WjJvwbNmzAdV1+9atfMWXKFNauXcuFF15IqVTiBz/4wUH7XnjhhVx55ZVj26FQ6PUe7lseU7f51S9/zbvOOp/n79lJojgVC50hbzN1woHLG06EXrIIx7X9hN8wLAzDJFkTwXYNEvURmqYnideFaOiM0z6/Ztzs/tWSGcxzx/VPcMsvHma4Jzu2v6Y5wbs+fSpts2oRZIH8aJHtG3ooZIpkhvIM9o7Qu20Ixzm0BeiJEAQIBFW0oIqmyaTqotQ21VS/fGJBGtpq0IL+DN/n6HLUhH/ZsmUsW7ZsbHvSpEls3LiRX/7yly8r/KFQiIaGhtd7iMcMpm7z9GOreG71s/z029eQ2+4gChKtwvFs81YQ9mq42/n3sfYzxaUHNQEVhsskm6LVKFyPqltmXCTVHCVWE6I0bNPQmWbBuW1MWlhPrCZAoiF8UBv9nkXnsxafzb0P3HPAdo/dupp/+ch32ao/RcEbwqDIJGERzeJxDPdk+d2/34kgChx3VgcWOtn+IsVCmcxQHs/z6DLWMGBuxvEsolItk4MnEZQOPchPkiXC8RCRZBhZkQnHQmgBBUESaWitIRr33TR9jj5vKBt/LpcjlUq9bLs//OEP/P73v6ehoYHzzjuPb37zmwed9RuGgWHsjRzN5/OHZbxvFUqjOr//4/9g2zanvXs+7C7zuKdE4vF8kHdKl4+1Vzn4G1alaFHZNFrdEECSBQLRIIqmEAirKIpCtrdC5/F1tM+tOSSzzbXXXsvs8Fk89OAj/PE7D/KhryxBfInP/mO3ruYbf/8rDM9AI0pISNHlPUuft55mjgOqxVI8x2P1vdtR0w66pY/Z7jdVljNs7QAEAkIEB5t1pQc5PnoeojDxGF3PYbv+LMPWDlxc6p02OqIfIt2QpHVyPU1ttQQjAeKpKDUNiZe9Tx+fI8EbRvi3bNnCz372s5ed7V9wwQW0t7fT1NTEmjVr+OpXv8rGjRu55ZZbDtjnqquu4oorrjjg8WMZy3DIZyrc8rc/8a1//XfmTTkZD/jdpY9TKVosd35Nl7eSKeLph3ZCAcJpmUAggOu4CFJVbB3DpW9Tju3PDSMIAs3TUvzkg/diGTY1bVFq2iKkW6PUtEaq260RatqjxGqDlEol/vSnP3GGcSlZYYSrvv4TNtyd5R+uOZOGKQmgat654qPX4OERpY6oWMcm9xEkFHTyGF4JTdg72/bwMEZECFfHnLMGGbZ2kJCb6AwsZMjazi5jHQICI1Y3tWrHhLe7XV/JqNXD9NAZRGMRtldWcu/zf+Sfj7+Spo56otEQ8XSU2kY/zbLPG4fDLvxf+9rX+O53v3vQNuvXr2fGjBlj2z09PSxbtowPfOADXHjhhQft+7nPfW7s33PnzqWxsZGzzjqLrVu3Mnny5An7XH755Vx22WVj2/l8ntbW1gnbHmt4rsd9D95NLp/lox/6OJWhqt/9wpMXsPbBXbQI89nmrphQ+B3PJk+1kpSLTcXLUon0E0rFSdekMfIuLfPitB5XQ11rjHht1b89GFV45tbtPPmnrcw+swm9aDHUVeD5e7sY3lkY5+6paBL9sWeJUk/Uq6dDOJFV7v+xccVS/nneH/ngFSfz7kvnc8f1T4wrk+h4FsPeViQUAsQY8DbSJhw/dl4BoZr731JAtdhlrgWgPTCfkBSnXZpP1u7HcEsUnCFq6djv/m3PZMDcyrTQ26iLNNM6uYn5NbO4+q//SbRdYPpx7QiiSF1Tyl/I9XlDcdiF/8tf/jKf/OQnD9pm0qRJY//u7e1lyZIlnHrqqfz6179+xdc7+eSTgeobw4GEX9M0NE2b8NixjiAK/OmWP3DG2xaTqkmxbWc/w10Fpp5Sz7qHe2jx5rPBuZ+s10NCGF9wXCfHvc53xrY3eg+wMfMAneJsLj3xh+xak8O1oLEtRsO0JLGawJi/fdO0BDtXjVAYMvjH35455jnkeR7FUYPhnQWGuwsMdxX44nd+wbzGt8N2aBBmYfEHBu1N1LnTuPHyFTxz61bW7Vw5Lk/PkLeVIAksKkSEWga8jbR6C/bzUBIsGU+xKNojAKjC3sXlpNxIr7EB05s462fRGcXDJR1qIpaOUN+c5PjT53Drk030De9Elhf7OXd83pAcduGvra2ltrb2kNr29PSwZMkSFi5cyPXXX48ovvIs0atXrwagsbHxFff1qc6o//yH/6WYNbFNB73soGgSruMx9+xm1tzr8SH55xP2DQvpccc6T6hhztnNNE1NUhg1MAsuZsll9lmtaCFlnC1flETO+5f5/PrCh1l9dxcLzqnGAwiCUK2Vmw7QeXwtGzduZPtl6/nBT6/mxi+uQhQk2sTqonNUquUu69+RnhExDYtWYQFtYnVWP+BtoE6YSo+3hhAJRthBjj4SNDHobmaz9+jYWGZZZ2Iz3gMJQBECY4VWJsJyKwiINDbWEU/FmHn8JE4+ay71v6mnu7vHz7nj84blqNn4e3p6WLx4Me3t7fzgBz9gaGho7Ngej52enh7OOussfve733HSSSexdetWbrzxRs4991zS6TRr1qzh0ksv5YwzzuC44447WrfyhsY6hECncCqAUbHJDpQwyxbx+hBDO/I0T0/gOh7rHu7Fcw7syC5IAjNOb2TmGY0k68OYZYd0Q5joee3c/dO16HmLSHJ/N83JJ9Qx58xm7vrpGmYvbkYN7v847imT+HeXnDFuRq+qKis23U7J/DDPPvwiP/j8H8fKJJa9LAWGmCkspcdbg4BArTCZAW8DAaJs8vbGgTQyi4iUHts2Pf0li9ceqhCgW1/LLmPt2N7jo+ehBmUEXaB9WjOd01tpm9xEZjiP53qomuKXT/R5w3LUhP++++5jy5YtbNmyhZaWlnHH9uQ/sSyLjRs3Ui5Xk36pqsr999/PT37yE0qlEq2trbz//e/nG9/4xhEf/xsdU7fHUht4bjVzZSiqTJjaQA3IpJojOJaLbbkIko0WUmielaJucoKZpzex9sFdbH1mELOydwYcSWuc8J5JdMxLEU4G0cIysdogkZRGsjGCqkk8dM0GVt21k3d8Yc6E4zz30nn88H1388jvNvKOz88ed2zfMonHz1zEhsd7mb2khWRDmPPPP5//u/XPvHvp+8gPWASFvfnsB7wNeLg85f4P4LHNWwEIiEhMFt7GQvEDY21lNCTBRSGAi0XO7iciVT3LDLdUXSyWaknIjdQo7WP9QsEIwbCAO+rQPKWOU89ZQE1DHKNiMZodYdKUjtck+qZh4roeoiigav6Xh8/h5agJ/yc/+cmXXQvo6Ohg3zoxra2t+0Xt+uyPqduM9hSxDBctJCMpCo7lUsyaGBWbVHNkQvGv64wz2lOgnLdRAwpaWAHPQ08FCEZVUm0RPNejri1KsilMy6waPM9DUSVCSQ1bt6jrTBBO7F1PmXNWC6vu7OLsz8+eMAI43RLh9I9O45EbNnDieztJNOydbb+0TOLic/b2O/+95/PrX/+GluhshnuHUQISlu7geS793kaaOI6YUM9W7zGStJES2tnmrWDI20qjWK2a5eGB4OEJFWJKHWUnQ7e+loAYJSBGGDC3ICGTVloRBQll9xuFIAo0tdWQbprME123YWgZ6ltSqKrC5s1b6O7uZtGiRa/qd2foJrnRPKVCBcdxkSSRcDRIPBXz3x58Dht+6cW3IKVRHctwCSc0ZFVCEKpF2sMJDctwD1iiUNEk6ibFUYMSoiigFywkRSIYUwknNRomx5lxahON05LEa0MIImM58rWgjBpS9zPXLDinnZHuIrvWjR5wvEs+MxMtJHP3z9aM23+wMomnnbKYF9au4cnHV5DPlog3BgEYYSc2Br2sYYN3HxY6g2xig3cf4NHvbRh3Hk+xQYAmdQYVN09ESrGl8iSri3diYzI1dNp+PvyJdITWyc1MmtnJe875O/77mh/xzMqneO655/jK1y/jlFNO4ZRTTjng/R4IQzcZ6BkmnymhairReBhVU8lnSgz0DGPo+69D+Pi8Gt4wfvw+hwfLcCgXLLTQxL9aLSRTLlhEDGdCm3+yMYJZcRjtLpIdqpDtKyJrMmpQomlyAlERidUEidUFUYN7F2xLWWPCfPiTT6wlWhNg1Z1dtM5J73c9gEBEYelFc/m/b69k0Yem0n5ctd3f/va3CdsXc2XCQorf/vBWBnYMU5EMwmmZ4e0e/e4GkrQyRzpnv34Fb5DV7l8oeSOEhN2BgooFQEyuZXrodHbqq3E8i5AYoz1wPCllvCeTIApMX9BJ+9R6Js9q5/xP/YB/v+pKPnXhJzAMgyWLz+La634z4bhfjtxoHlO3iCX31ilWVBlFjZDPFMmN5qlrqnlV5/bx2Re/5u5brOauWbEZ3JEjGNMmNK14nkclb1DXEZ9wMRX2rg+M9JUojVSwDI9gTEYLqTiWjRJUiSS1/fLhT2RCAvjbD1az+q6d/Os95yHJE79kuo7Lzz56P5Iq8o83nLVfVO6+bHp+B8vvfhZDt+na2ockiry4cgsDO/II+m5zzIGqtrPbxAN4AQPkA3vtTMSpy+aTqokST0c4Yck8OqY1YlvOWOWsV7ugaxomPTsGUDUVRd3/M7RMG9Mwae6o923+Pq8Zf8b/FkMQBQSxKsgvrVIFh1aicCz1cTqI53rYlousVPt4nveK8+EvOLeNx/+wiS1PDTD9bRO73YqSyHn/PJ9fXfgwq+/q4vh3tU/YbmQgy4bntzMylMe2bColg/xokVyuDLKDFzAQdG1M3Pf9AvD2SbH5akR/2rw24skggXCAybPaSdREKBYqSIL4mitnua6H47jIysSeV7IiUSm7u1Np+Pi8Nnzhf4uhaBKhqEIxa04o/K+kROGeNmpw/P5Xmg+/eWaS2s4oq+7qOqDwA0w6oY45Z7Vw13+tYc6Z+7t3GrrJ5rU7yQ7mUBSJvq4RRgez9O8cRi/szsUkO3jhMlgKgiVTrZI+Hi9YAWm8gMpoyIKK7o2vECaIAuFogHRDnHR9inLZYt7b2lm0dD5aUB37DF5rkJYoCkiSiG05E874bctBksSDvgn5+Bwq/uLuW5BwKoCiiZSyBrZZLQ9omw6lrPGqSxS+FEWTUIPyIX2BCILAgnPaWfdgz37Vt17KuV86jlLG4OEbxi/CGrrJupVbWP/cdoaH8mx8fgeb1uygd8cgpcJLFqsFQLXwQhXcUHnsxwvtrgXsjB+zhEKt0kZKadrdGVRNJBzVqGmI0TqlgVRdgnR9jEmzWpg2r4Po7ohcLageUPRNwySfLZLPFjCNgy/MqppKOBqkUpp44b1S0glHg76Zx+ew4M/434Ls8cs/HCUKDxfzz2nj3l+s5cWHe5l/Ttt+x/fUvo3Wapz+sWk88tuNnHh+J8nGMMVcmR0be9m8ZidmxWRgxyC7tgxQLBSxKgfJnS8AwktMI7KDYCtj3jwSCjVKG2OCLwSwpQqyqqCGVepaa0jVJkjVxZg+r4O2KY0ENBXTsA4o+NUKX8P07xqhVKh+2YRjIepbaqhrTB/QHBRPxdArJvlMkWA4gKxI2JZDpaSjBhTiqbfWepTP0cMX/rcoh6NE4eEk3RKh7bg0q+7aOU74X1r7VhJEjntXIytv3c7ffrSKM/9xKv07h1j37BY2r+1mcNcgOzb1UynpeAd/eZgQT7YR9QCeKyJJIjVKKyJVl1fP81AkFUG1iSXCRNIRGlprqGtO0zKpns4ZLaTq4pimPS6KeF8M3aR7Wx99O4eQZIFEuirWpXyZHRt3YVRMWic1Tij+WkClvrlmzI+/Uq768ceSYd+P3+ew4gv/W5yjKfYvZcG5bfztB6spZQzCSW1c7dtASCO4e4abzxSZsbSGlX/sQa2rsGugh03PbyMzmGdkKIdZfhWKvwfJwRM8RFshHWhGRN7r/SRAQA0hpkQaO2tRVYVYKkLbpAY6ZjaTrksgCAKSsHdxfE+ErW3ZyIrM8MAoIwNZRFEgFK4ujiiqQqImTjFXYnQgQywRPqBbphZQqWuq8SN3fV5XfOH3OWIc945W/vb91ay5r5tFH5xCPlPCMiyiiX3y5HsepmERrLcI18qsvydDj7OdfKZAPld62TWCl0UAZBvBVpEmePw1OUi6MUyyJkWyNsz8U2fQObOFSLQaUVzIlogkwniex2DvMJnhPLnRAoZuIogC2ZECuZE8obCKGgiiajLBUIBIPEwgpFEuVciO5EmkYwcVdF/sfV5PfOH3OWJEUgGmLWrguTt2svC97VQKOoHQ+HTZhWyZSlEnGA2QnOWw6xEwbZnRXA49bx2WcXiyjWcpZPQBwmocXAFZkpFECdGRaZ1STzwdoWlSPZNmthKKBLBMm0K2iKTICCIM9AxTypco5st4rkc4EmRoIMOG57eiF3WStTFiyRjBoEY5X8Y0LZI1cQRBoFIyKO9exPUF3udo4Au/zxFl/rlt3PSvTzHSXcTxXIL7+K1bpoVe1lE0hdxoga3bt2I6MVK0saOw9fANQnDxBBdDNzEr1Tz80VSAeCSNGlRon9nM5BnN1LfVIiAwOpynlCvjCR6hcIAdm3ZRyFUTuFWKOnUNaYyKyVBfhlK+jKJKFPMVKmWTYFBD1mRKpQp62UAUBbSgghaoFmT38/D4HA184fc5ouxJv/zCfbuYcVbNOL911/UoFSqYhsW6ZzbTs22A3PA25tUtoSU+ha7sxtd2cQ+wZARLQfDEcQFdyZYAJy+bxOS5bcxaOJnGthq0gEohV8LcNUwwohJLRslni2x4fivdW3sZ7suiKBKBSAAPAVs3cBDo25klGA0ST4QJhjRs2yE7XKCve4jG1jrmnDCVZG1893pGCb1iUt9c44u/zxHDF36fI4oalJl9ZjNr7tvF7HPqyI8WkVSJSkln19YBtm/oYXDXCC8+t5WB/mFcC3ry22iKT6a/0IXpVF7T9QVzr7juG9W7cMkc3vXxt1PbmCQaD+/2wS8w1DeKZZqk61OMDuV4bvlatqzdDoKIbpgYFa/6RlCq4NoOWkDF9Ty0oIpeMSkVysiKRLloYBkW0+d2kNq9SOzn4fE5WvjC73PEmXNWE6vu2Mmmp3oYzg0x1JMhO1ygUiyTz5XJjeSplMq4u036PdnN1Eda6UjNZNPQc6/+wkI1alfUg/ASb8xzLjiNSTNaqu6Y2/sY2DXMyMAow31ZQtEAarCbnRt76NrSx8hglkKuRD5TwNIttJCCXjGQZJlQKEgoEqRSqiAIArZhUy7qGLrJlFltxFKx/bIIBcOB3W86pm/z9zki+MLvc0QxdJNgnYAWlXjh/l5aFwVwXZf+7gGGenMUCiX0vIG+Twpix3PYmdnA1Nr59OW3UzAyr/r6oaRKa2cNXavyGOW9i8VNk2rGfPA3Pb+NYqlCMVtkqD/HcN8QlZKBYVhYpkXXxh4KpTJ6yUAQQFFVBAFUVcLzQA0oFLMVREkmHA0SUyUywwWaJzURCGq8NATAz8Pjc6Txhd/niGHoJts39DLanyHeIdG/tkx6jkfPtj6G+rLks2U828F27P1m5IPFbhpjnXSm57Cm97FXfnEZ6ptSzD15Oo3taU5aInDTfz6C4zrIisTIYIahgQzrn93MlnU7GRnKU8wUyGYL2LoNsohR1CkUSpTze9MqeIDpmYiSiGVZeJ5AKBQglo7iuS6mZePqJgIeiiwhSiIvTbfj5+HxOdL4wu9zRCjmyvTsGGTXtl6Mio0YL+PoMi882M2WnbuwTQtBBMu1cd2J0zBsH1nL3Ka3URtpYai469AuLEEiFaWpvZa5i6bSNqWBQFBl3WPdpGN15K0RBFFgZDDHPX9+lA2rt1HMlzANi1KhTCFXAERwPSxz4myengOOUx1zBZ1K2SBRE6VS1BkdzNE5oxVwGRnM0NhWi/ISc06lpBNLhn0zj88Rwxd+n9eVQq5EbrRI/45hBnuG2bV9CKNSYSQ3CkoNpV1QzBRxnKqpwzIt3APEaOWNUYaLvbQnZzBS6kMWZeqj7fTnd2C545OgKapEMBKgdVoDTa211DTGaJvaTFNHHX07B9n23BDJ5jBL3jeZTWt2cMl7v0UhV9p7AoF93joOkg/oJbiuh+s52JaLqsoEogGiiTCBUBABF8t0sEzbz8Pjc1Txhd/ndcHQTYb7s+zaNkClUCE3WiAzUhibTefzZUQ1S6CUAkRM08CxvZfV2B2ZFzm+eQmz6k8iqiURRQnT1hnSu5AkEUmWiMZDRJNRph7XTufUJrKZPMnaOE3tteza1sf2jbsY3l4i1G7y6/94aGy2Po5XaW4XRQHHcgGPdH0SSRCxTIuZ8zoRRJlkXQzTMP08PD5HFV/4fQ47e3LwDPSMIHgQTYXp7RqikCmCAEbFAMcla/ZTTy0xpQa90n1IE+uolsTFo+CM8Os1F9MZnc/CxHkomkwgoBFPxwiGFBLpGKm6OGpAoezmuOn3v2Hjt9YzPDrEGTPeTbA8hbVPbzjotTzPY8jbQoZdOFiESNIozEITwgfsI0oStmjw0NpbGVyxi1AoxLnvfDeLzv53ZFmiobnqsunn4fE5mvj5+H0OO/lMiXKxguM4WJbNcG+GzFCeSkFnuHeUod5RbMehqBfQ3QKpQBO2/fJT7Ck185hetxBJkHhh9CGOr1lGd2k9rmwQS0Wpa04RS4RJ1MRon97EnBOmMO+0GWhhGclRmd24iKAaJjtYpqfw8sFgw2xnhJ00CrOYJCxCRGKntxLXm9jWLykCobDGmqGHERWBf/rE5Vzxjf/g7vvv5Hs//M5YPn1VUwkENV/0fY4avvD7HFZMwyI3WsA2bYZ7Mhhlo5qeIKRQqZgUSxUs0yYcCRIMq5SEEaJyGlV++QpWOX0E13MwnQobsiuYX/NOJscW0KWvZcGi6Zz+7hNY8r5TOO3chZzzkbdz/BmzKBaKDGwqMDl1Ao2xTgRESsXyuKjdifA8j1FvJ7XCZGJCPQEhSrMwFxuDAoMT9gkGAhhqjnx5lI+ddyEzps5k4dwT+NRHL+Smm28kGHntBXB8fA4HvvD7HDYM3WSwd5TB7hG6dwwwOpBD1y08PFRVRhQ9zLKJqdsUyzpKUMWLlBAEgeZ0B+Ie7RdA2PNkiiAqIGsCOaefbZVnWJd/hLTWRDrQxKzkaWzOPsPcRdNobK/BsUwURaRcKbPuuS08eOsKenb24zgm5XwZ1/GoWIUD3cIYFhVsDMKkx/ZJgkKQOGUvu1/7aDzIlLmTUFMu9TVNtHW04QGFfIVly5ZSLBbYsnXza/6MfXwOB0dV+Ds6OhAEYdzPd77znYP20XWdiy66iHQ6TSQS4f3vfz8DAwNHaMQ+B2KPXb+cryBKIpIoEU9HyI8WyGVK6GUTxwHX8bAsm3K2jOCJoDhYcpF0qJlkTQwtohKIaGhRjUhSIxjWEEUBUZBI1iboPK6BDZVHmDflZBA8JsUWYNgVnl+7ipHeDKIsIakSj9+1kvv+93G2vLCdiq4zOpCjb9cAuODy8kXWbao1fGXGm2NktLFjAKIMNc0JZi6YyvT5nehmmVQyTaouRrImxqTprZz4tuMB6O/vP4yfuI/Pq+eoL+5eeeWVXHjhhWPb0Wj0oO0vvfRS7rjjDm6++Wbi8TgXX3wx73vf+1i+fPnrPVSfg7Ant36qLo6hm4wO5EjWxhBlkaGeUYb7cwiiQDQVQQ3IWLoNIuhlByeUJ5hvpq2thWw+i2M5mKaFpIgYFQfbUBElj5r6GLpXpHeki4v+37+gD2fQNySY23gqjzx5Hy3va+aSSy/Ecz1c12Vm80LidhuO4VCqVLB1B2GCuU7W66XPWze23SYsHJfHZyIEBbqdVRStEYRegfWlGr4099+qAVoIiKLE1NntdM5oxTmQf6qPz1HiqAt/NBqloaHhkNrmcjmuvfZabrzxRs4880wArr/+embOnMmTTz7JKaec8noO1ecAmIY1Lrd+LBlGlAQK2RKBoIooQTFXIZ4MIqZieMkIAK7rMNSXwXXKeAWXVKCRltm1FEZK5EdLIIASUEg3JFFkAVyP2x7+M67r8PUfX1w1CVEtmSj1yDS/+B7OMi4fG5fcLZMT+sh5O3EEh4AcAVvYz1UzSh1BIT62rRAYm9XbmCjstc3bGASEGKl0nBnt76G2OU0kFiSRilNbk6JzUjur1j3DnBOnMmlGG1pAZfv2HoBDfs59fF5vjrrwf+c73+Hb3/42bW1tXHDBBVx66aXI8sTDevbZZ7Esi7PPPnts34wZM2hra2PFihUHFH7DMDCMva/n+Xz+8N7EMY7nemO59U3DQi9byIrMyEAGD6hUbMIxjXR9klR9nMxQDlGWSaQijA7l6dnWj26YeLkw805uIhoLUq4Y5IbyaOEAqdoYxUyJUCLAd373NT74dxfwv7fexMknn8LfL/ocD/zXNh61f8nG7JNM4Yy94/I8Al6SOmbQzUpyQhcVN4eLQ1roGGsnCfJ+1bgUL4iMRokRglSDqxzPpkKOhuBk0nVJFi0+keNPnYWiqRQyBZSAypLAYv7vjpuIpAJjvvn33XcfsViMWbNmve6/Cx+fQ+GoCv8//dM/cfzxx5NKpXjiiSe4/PLL6evr40c/+tGE7fv7+1FVlUQiMW5/fX39Qe2nV111FVdcccXhHLrPPghitQ5tuaiTzxSxTJuaxiRqUCE3nCefLRNLRgjHg5gVi0Q6hhbSsA0LLaCQqovjBjV6HnUJK1GStSGCFZOG5jSxZAS9ZNA5o5nlTz9KsVRACQpccskl/OZX11C3op8YTbSwgG0sHyf8e8w1Di6yF2Sr8SQCIi4OFS+PiHRAn3xBEEjRzpC3FZUwKkEG2YwmBTn15DOYf/JMTnvn8aTqkkiSiDKlkWgiwqlnz+cX1/wXn73wM3zve9+jv7+fb3zjG1x00UVomjbhtXx8jjSHfXH3a1/72n4Lti/92bChGjhz2WWXsXjxYo477ji+8IUv8MMf/pCf/exn42bnh4PLL7+cXC439tPd3X1Yz3+so2oKsibRt3OIckknEgsRigRI1cZJ1iUJBTU0TcVzPJL1cWLpCJFokEgyTHNnPZPntrHo72aihiTWP9xPuWgQigSJJSO4jks4HiJdn+B3v/stixcv5tbbbuVjH/wUteZMtrECgFYWMMpOsuyfw6dChsf4BQYlPFwsKmzznqDXW3vQ+6qhkzTt9Hlr2eatIBBW+NT7LuHEt81lyXtOZf6iWbR0NtDcUU9LZyPxZJRgKMjtt9+OJEksWrSIj33sY3z84x/nyiuvfF0+ex+fV8Nhn/F/+ctf5pOf/ORB20yaNGnC/SeffDK2bbNjxw6mT5++3/GGhgZM0ySbzY6b9Q8MDBzUfqppmj/bep0wdJN8pkR2pMBA7yjS7hz08VQEQRQJhTWaJ9Vh2w625ZBIR9ECKpIs4tguhWyJlvZ6ps3vYPs7CmxcPkAiFUXSJAQEIokwsWQYLaDyt7/9jeuuu47R0VF6HnVp907iOW5mFstI08mHuXrCMe7gKZqZx2l8gYf5KWVGaROPf9l7EwSBOmEqdUyloSXNvNNmUd+QprG9jrZJDQcMwGpvb+fOO+98TZ+rj8/ryWEX/traWmpra19V39WrVyOKInV1dRMeX7hwIYqi8MADD/D+978fgI0bN9LV1cWiRYte9Zh9Xh17XDgtwyIcCVDfnBorJ1gs6KRrY0RTEVL1cXKZIqMDWdSAAp5HpWxiGxbxmigd05vRAionnT+FZ2/twikptE5NI4gCqjY+sOvaa6/lox/9KPd8fy0N3mwsfscgm6hn/4kCwBBb2MZylvENADSilBl9RfeZrI1T05QmGo0wdU4H806ZQU196pD6WoaNWanm/VeDCop21JfVfHyOno1/xYoVPPXUUyxZsoRoNMqKFSu49NJL+djHPkYymQSgp6eHs846i9/97necdNJJxONxPvOZz3DZZZeRSqWIxWJccsklLFq0yPfoOQrsceGMJsKYplUtLB6XSdREKWbLBCIa6bqqt4wgVheBo7EwjusSFiAcC5KuT4wtgrbPS5NsCrP2/h6mL2rc73obN27k6aef5qf/+Sue6l2OiEQbC9nGE0So5S72ruPMZBnTWMKTXM+JfAyNqieRiDShS+dEhGNBOme0UFufpD4VY8Fxk5g8vZWm9vqX7WvqNpmBPCO9BSpFExAIRmTSjXGSDVHUgP8F4HP0OGpPn6Zp3HTTTXzrW9/CMAw6Ozu59NJLueyyy8baWJbFxo0bKZfLY/t+/OMfI4oi73//+zEMg6VLl/KLX/ziaNzCMc1LXThVVSEQCVDKlYnEQ8SSYSzTxjItFFXBtT2aO+uJpyJ4rjfhbF4QBOaf08aTf97Ce7+6AFmVxo4ZuslPfvRTbNvm5DPn7eOR6SEis5APs5Svj+1VCVNkiBIjPMYv9mntAR7r3HuYKpyOKoT2u7dgRKNlcj0N6QQNZYvws9sQKiYbbnuaDUCkMcX8zy5l7gVLCNXG9+tv6jYDO0YZ7skjyAKRZAAE0AsmvVtHMHSbho6kL/4+Rw3B87xjrt5bPp8nHo+Ty+WIxfw86K8Go2LS2zVEJBpEEKreM4ZhMjKQwzZs1ICCqVuk6uN4roeiKdQ2JV82/fDA1hw/+vt7+PiP3sbsJc0A5LNFNqzZxrL3LuH97/4QnbUzeezHQ2N9HudqZvCOcR49AA4WBQZZw630smafIwJB4jQwk5AY33c3gaDGpDktTI/G8J5by//lV7LVGkQVZE7QOjg3NBdJEBFEAVGReddvvsjUc08cO8W6dev42lcu57nnnqO3v4dv/MsVfOpjewMUywUDPI+mKWlSDf6z53N08HP1+Lwq9rhw2tbe9AeappKujxOOhzDKJnrFwLFcIonwIYk+QP3kOE3TE6y6cydQnelvfXEnd991J8VSgXcuOYfWthZqI80kaCJB85gr50uRUEjQjEqIRmbzHr5DM/MJkUBCYRerAJA1kab2WibNaGXqvHamBkPEnt3MtdlHcXC5OH4mH46cxEpjB/dUqp5AnuvhmBa3feKHbLj1ScyKhWXY5LN5mupb+afPf4XadB2O7WIbNvbu6l1qUMZ1oTBawTL8iF6fo4Mv/D6vClVTCEYD6OXxrreappKuixNNhWmf1kzr1AZqGw9N9Pcw/9w21j/aS3aoSM/OfnKZIg88dg8nn7AIz5bxPI/Wt2nsyapwMFfOPYjIBIljoyMJCvXqJCx04o1BZs2bTMukRtqnNvL2JcdTs76HjdYAA06eCyIn0ywnmak2sjQ0myf0rdh70jJ71f/c9Q8/Y9vKnQx25+hsns6X/+Fylp5+LrKsUC4YjPQXGO0vkh8u4dkeggiu7eL5xdV9jhK+kdHnVRNLhjEqZjU1Q0gbKyeol6t++DWNif3s+PtiGiZ6xQS8sfz0hm7SMj+Kbbk8+sd1hNsdjLLBT7733xhlgzVPb8JzID4FhPvBc7yDunKOQ3CZ13EqDgZbC6uIFOPMmD2V+uZaEukosxZMI7ytn1WOw057hEYpTlTcm65hutLALd5zDDh5muWqAwIeuJbD5r8+zvQLqhHlo4NFypkynushygKBkIrjulRKJnrJRA0qiKmqucjH52jgC7/Pq0YLqNQ2JclnSlQKOrpuIgniON/7iai6gQ7Tv2uEUqG6cB+OhUjWVtcDkKBldoIdz2SZPyVB3rTp6xpC9CQ8BxAgWqvSvlRnx53VBduXS6rWywv8L19C2Am2axEORvnouZ9j4YkLmDyjlc4ZrTS11fHbky/Fcz0Krk5EHB/7sedLIO/qNO97wPPouuMJOt57RnVto2JQKhgggCQKCALIkogcVskMFPE8j2gq6Lt2+hw1/CfP5zWhBVRqG1XMlHVAb519MXST7m199O0cQpIFEunqAmcpX+bFlZsJx0JMm9vBrDMbufdn61ng1JJKR+naMoAsVqtX5TNlTNMk2OwgTu/H2dTEHheFfb8A9i22Uhts4+xF5xJLRYkmg6zatIL/fegGPv+1/8fl3/hKNburBxFD4l8Sy172vjNOie9n7xnbPqs8g8WWQcXx8DyBYDyA53roFQvbcvAAo2TtTjynogVfWfUt27DwPA9BEJAP8vn6+BwKvvD7HBYOJvb7khvNMzKQRQsoROJ78+SEYyGG+kaplKr5fqa+rZYHfrmR/rVl6uaoCJ7E6FCWQDBAKKIS9BRK+SLBNpdhYS1qvhZ5pBbP2PtIC7ILkTLBqEkkmOS8D55DIKBR35Lm0mlfYOrMydxy681cd911VCoVMtv7+OsHvwtUZ/fd9vhAr4KrAxATA8TEIJcl3jF2LCSoWGUdNR3EdT3iNSEkWUSSRIp5HTwIhFRqW2MomoKyj6vqwbAMk0q2iFGs4LkugiiiRYIEExEUv3Sjz6vEF36fI4ZpmGRH8niut18Zwj0un4IA+UyBeDLCpJPS7HwmR/sprdXUy5JEOKpRyNkYFZOmjnqa2urZsHoLPbuGSCyERCwFFuhGhd6nLBKTZOJ6BEnxmDV/EsFIiIaWWsLRIKIoUqlUaG6uGm5GpSgpqfpl1C6neaCynoKrj5l4NlsDBASFeimGJIjUSONrRyihAJIi4douoigiyiLpphiT5zUDHmpARhAELMM5JPu+ZZjk+0exDQs1pCHKEq7tUMmVsHSTWENqP/H33wx8DgVf+H2OGK7rYVkOoiggyeNnvIIoICsypmlh2x6uBzMXN3Dbf7wAhkJADSDGBRKpGPFUDM/zECWR3GiBzlkdIAhoIZVQQkaSBcR+EdfJUj8tjPKijI2BqHmoYZFdvV38/Oc/p1gsct5551VLQWbLlC2RYG2cylCO6Uo99VKMPxaf4t2heRRcnbvKazk1MBlZ2H+2riSiyNEwlmOxfdcmouUglmUxODTAtq6NhMNhJnVOppTTCce1Q7LvV7JFbMMiuM+bkaTIBOMylVyJSraIsjt1hP9m4PNK8IXf54ghigKKIuG6Ho7tICt7Hz9FVdA0hWKuiOe5mIZFy3ExtLBM18oskfYQqpqgqbOueh5VwTIthgYyKJJCIhHDdMqYu4PH1q8bJJRQmLVoEs8Px7n19r8wd8EcoFr8Z8aMGdx8882cesppjPblsczqF1Lbu09l4w13IyLy6ehp3FJ6lp/lHtgdwNXO0uCc/W9MEIidcByZwRIDI71c+LUPjx36+S//i5//8r849ZS3cdMNf0FRJSKJ/aOF97Bnxu5YNkaxghqaOLmgGtIwihXsRLWm8St9M/A5tvGF3+eIoWoqiXSMzHABvWwQiY9//FzPo1I2GBnIVnPcawot86O8+PAAZ13WSSgYwjE9pKC025whEgqEiKdixGoiRJIqo0NZcpki/ZvyTD25nhNPn8P5H7/pgB5GA12jlAsGoiiyc9MgVl0LiCI4DikpzGdjZ0zYbxyiiFnXTPfGQaYubKOQqaAGZIrZMpWiheu4iJJIMKIQSYQmTNWw74zd1k1s08Iolkm2NzDRaoAoS3gVA8/zqOQO/c3Axwd84fc5wsRTMdL1Jfp2DmHbOcLR6uw3M5wnM5SltjFJqjaJB1imRc10la3LM0i2RjxdTbSml0xMw0YUBBK1EUIxDUFxUYMSiXSMrav7MEsO7/n8aUya2T7hOEzdZqg7w4sruhjsztK3bZTCaBlFkWHWAgIvrAQ4qJPoHp8hd/4J6LaIUbZQVBk1UP1JNcSwDHvM2+lA5p09tny9UMa1bGzTopwrku8doZgp0DSrk0B0/FuCazsIoviK3gx8m7/PHnzh9zmiaAGV1kmNBAIK/btGyI5Uy2BapkVdcw0dU5tRAyqmUXUPbe1sZO1fM2x5YpiOuXVYpoMWVhFFAdf1cG2XUFQj1RgDwcV1PVbcvJlEXYR5b5+63/Utoyr4G1fuYsPT3WxduYuRwWqWUVVRUCMyriUiae1MMrrYI+/7fgHsEXxPEDDnLCTU1kYgoqIGFHo2jRJLR2idXk1Nfqi2/NJoHqtiYpWrnkM4HoIkMbx5F45h0jp/OoHYXvE3ywbBeBhJkfFcF1Ge2Eto3zcDH589+MLvc8TRAiotk5qoa65Br5iYhsnoYJZwNIyiVh/Jfd1Dp59Rx4sP9HPevyxAtRwqRQvbdBAlkXBcG2c+8TyPZ+/ZwgnLpiHu4zlj6jaDOzPseLGPFx7fweaVvYz056hkqrnyEcAUDcgZVWUXY+TkGTSQodYdQXWtsXPZokIu1ojT0kG6rQYlIFe9kgIiruvQs3mIho7ky4q+bVgUhrL0vri9upCrGwgCCKJEIBYmnIrh2TajOwdQNI2GmR0IooCtm6i7F24FBARRxLUdJGX/6+15M9iTSM/HB3zh9zmKqFo1IEuvGGRHCsjKxLPW2Wc28txfd7Fj1TDzzm4/qPlk57pBBruyHH/25LEkaEbFomfLCD0bh+jdNsKOF/oZ2DGMVdmnowc4+2y7YCOzS6qlP1CD5tq8K1ZCFEXuLUWR0wmS0TDB3W8fWlhBUVRkVSI/UqGUq5CoG+/uuYdKoUSma5DhHT0MbugmNziCJEkoAQ1RkkAQECSBcDKOElQRROjfuBMjXyLWVIMaDqLtNv3ImoIWCVLJlQjG9/9z3vNm4Jt5fPbFF36fo44oCkhSNdPnnhn/viRagqRag7xw7y7mnd0+lqf/pbNYU7d56I+rCIRV1IDMC49txwNM3WLXxiFyIyV6Nw7SvWEQWz/EwTngiAIpTSSoqngenBo1WaWJRGtCRBIBXNcjFNUIRBRs08Z1qm8ee8xVe6KZ9XyJke4BetduZ3RnH5ldg3img4eHXtIxSmWsoo6oyqghjVhdmkAigm2YKIpCOBVFCQeI1MSx9Oq6QKwhRTARwdJNKrnSOK8es2wgawrBROQ1/oZ83mr4wu9z1FE1lXA0SD5TQlH3Fym9bDDrzEae/OMO7v75Czx/TxeSLPLPfzlnrE0xq7NjbR9P3bGRxskpVj24hWLeQMSjXDKrmTFdj+6NA4cu+rvxXGgPOHgeCAKkBIepoo5aGyYUC2BWLEKRAKqmUBgpE4wHKGQrFLJlXMfDdWzMQhFjeJjRrkFKIwWsUhl3t+jnBzJUhvLopSIeAmokiF220HNl1JBGpD5FpL0BQZSwdZNytki0NlEV+2yRWH2KWENqrx9/xUAQRYLxsO/Hfwh4rkuxP4NZrKBGgkQakgjiWztxsS/8Pm8I4qkYesUknykSDAfGMn3mhopseyrD5seHsU2Xh69bj+dBonGfhU7dZuuqXax7YgejvQWapqbZsa4PvezgOS7ZoSKVkoVlmdilVz42WfZoVWz2vGAIQFt2hIGRHAUBoskwgYhGqaBTKZkkGkM4tkMgrGLrBiPbehnZ2kslkwfPxsgWyfWPYhYKOA4YJZ3iaA5cFyWggOvi4WGUKriuixYxsKyqF5Ma1HBMi0q+RCgRGfPYUTQVpT5V9ev3I3cPifJQjhdufIjV19xDsW9veo6Xq7D2VuCt/bXm86ZBC6jUN9cQS4YxDZNCroRpmLx47xCPXbuNga1V7589zinJxlC1kLlus+OFPjY918vGp3sQJYFyXiefMbAMi/xIiexwiUr21Yk+AjRFRNQJ1kZTL2xC8CAU1zBNi1K2QiytUdeaIpoMUclX2PXCdnLdg2Cb5Idz9K3bwc5nNzCwcQejXYPk+0coZfLgOOC62IaFni+jF4rIqoJjWNgVA1s3cD0PUZJQAipmWcd1XTzXHeexI2sKSkA9pkT/k5/8JIIgjP2k02mWLVvGmjVrDthn853PsKzzZP7+nz/NRWt/zY+y944dK/aNsvw/buLX8y9i853P7Nf34Ycf5vjjj0fTNKZMmcINN9zwetzW64ov/D5vGLSASl1TDc0d9bR0NtDcUc/Sz8+jtiOKKO1VXkEUCMYVeraMsGllN73bR6gUDfq2jhJNhajkdYyShV7QKYyWcY2DXPQQaPSqJxjnECkISJEATZ0JRFHA0m3q2+N0zGlEDUuse2IbT972LKvve4HNz+1gy8pNjGzaxuC2borDWaxCBdswsSoGXsUEywWvml7aw8OxXRBFJFnGKJYwSwZqUKuWfJQlcF1cy/Y9dnazbNky+vr66Ovr44EHHkCWZd797ndP2Hbznc9w2yd+iOc4nKh1MF9t3a/NvhXW9hX/7du38653vYslS5awevVqvvSlL/HZz36We+65Z79zvJHxTT0+bzjUfWzSqgb/cN2Z/PpzDzGwLY/nAp5HvCFIKVcm01+gUjQZ7MqQHSyRqA+TGSpg6w62xUvU+pUjqTCISlBQiHXWkh4dRW5Nk7jg7ahBBatiUciVUQIysZoQfV3DbHuhl8Gdw1ijo1DMIJgmlHNglKoz+z1jcgDcvRdzwJWqf5SqIiMrMqJUDdLCEwjGI0iKXN0WRayKRaQ2fkzN7g+Epmk0NDQA0NDQwNe+9jVOP/10hoaGqK2tHWtXHspxx4U/BTzODx8PQNFdS5+T2/+kHiB43HHhT/nc878gVBPj6quvprOzkx/+8IcAzJw5k8cff5wf//jHLF269PW+zcOGP+P3ecOjBCWWXTaLZHPVru95UCnp9G3PUsrrbF3Vw4YnuwAolyroBQe7WtjrNSPJIoVIhO3pOirTWnBroljZEmpIwrIsdENHDcmIEmx+fhf3/PYpVt6/nr6uETL9GfKjBYpDI1RKebCdlx+T5yLICkokiKyp1dTOioISUtBiQTzPQy+WcW0XLRr0PXYmoFgs8vvf/54pU6aQTqfHHXvhxodwLfvQnw0PXMtm7Y0PAbBixQrOPvvscU2WLl3KihUrDsfQjxj+jN/nDY2p2wzszFAqGJx9yXTu+v6LFIYMLNuie0M/xWyFLav7KYzoIIJZdg+L4APVClqKRCipEY4G8FyQ6hJ4L+ygd9swfTuHCQRVKiWD0f4CO9b30rVxoOqWKgkkNZ2wkCesmgBUgODLXlNA0iQQPDzXxawY1ExuouW4KdimTWFgFElVSbbUEq1P+h47u7n99tuJRKpfgqVSicbGRm6//XbEfbxzPNdl9TX3vOJax57rseqauznx4vPo7++nvr5+3PH6+nry+TyVSoVg8GV/w28IfOH3eUNTzJaxdItAWKFS0Dn1E+2sf2gQVJutK/so500q+UrVBHS4EEBQQAtJqJqIFpBpm1VH68xaEqMBBp9YT//GXoaGyuRHi4z0ZsllKmSH8uhFC88GSXQJhcqEQiaOA7IABF5G/OXqxT3bq876AyrxpjTT3r6AWH2KSE2CQCxCOBkhEAsf6CzHJEuWLOGXv/wlAJlMhl/84hecc845PP3003zhC1/gsccee0UV1gD+deSWsX8fX2zjgv7M6zL2o4Ev/D5vWCzDplK0EGWJ3FCBoe485UKFHdu2s+uuERzrcKr9bhRQJAE5IBEMqggy1LelmHlKK9FkmLxZDQIYWtfDtsEyPduG8SwHy7QxK3vHI+HiWS6yt9ue6nFw1ddkRFlCC4cIJKIkWtK0zGin/aTZRNIx1EiIeEPKt+cfgHA4zJQpU8a2r7nmGuLxOL/5zW+45ppr9quwdijsW2FNExTMYoWGhgYGBgbGtRsYGCAWi71pZvvgC7/PGxjP9TDLFkbFxCjbvPjETtY8tB33Fb6qHxIKaCERbFCCMuFoEEGAuvYYs0/rRAtq6LrO6jU9tAPF7cNs3TaCZDtIeAiuQFXiq345iuQhSi7CS4dqQkV9if6LICkioWSCdGcjsaYaIrVp2k6cQjgZRY0EiTUkfdF/BQiCsF+FtUIoOVZh7VB4aYU1NRJk0aJF3HnnneP233fffSxatOi1D/oIctSE/+GHH2bJkiUTHnv66ac58cQTJzy2ePFiHnnkkXH7Pv/5z3P11Vcf9jH6HF0EUeCxxx/jU5d8mGlN85hrvO9l+3Qba1lXeoCSkyUipTguvJRGbdrL9tNUgXA0hChCKBEiEJCJJANMWtBEMVPBtmw2PLud5x/dQtKxkQpDnFhTQJP3zvINW6QnH2SgqCEJDqLo4QnVyb7L7pm/M8HFgwHSHQ0E4hFi9WkSTbVo8TiBSIhITcKPvj0EDMOgv78fqJp69q2wtodIQ5JIY2osWGvYKWB4NgVXx/IceuyqKadeiu1XZS3SlCLSkOQLX/gCP//5z/nKV77Cpz/9aR588EH+/Oc/c8cddxyhOz08HDXhP/XUU+nr6xu375vf/CYPPPAAJ5xwwkH7XnjhhVx55ZVj26HQgSsa+bw5MXWb7ECBP/zx97xt5jJWvHg/U5JnE5RiB+wzbHXxVP5m5obfQaM6jS5jDcvzN/KO5D8Ql+sn7KNGBLSgSjASQNMU5IBCsi5EOK4RSmrkRgvVILDBHF2bB2FkgA3aEIgeL5ViVXLpTJZoT5TozgZwXQHLAVEAQQSFCfL7axqhdA2BdIqa5ho6T19AuC6JIMnUdNYQivrP9qFw991309jYCIyvsLZ48eKxNoIoMv+zS1n+HzfhuR5/Lq5kmz00dvzHufsA+NfEu8a9GQiiwILPLkMQRTo7O7njjju49NJL+elPf0pLSwvXXHPNm8qVE46i8KuqOuZ3C2BZFrfeeiuXXHLJywakhEKhcX193lqYus1oX55tG3bxyFP38fczLmOH2sUOfRUzw28/YL/NlRU0qFOYHjoNgDny2QyYW9lSeYqF0feMbyxBJK7yZOYW1m9/amx3NBxjWsdM3nv6x5H1ekRJopgt0tc1glQYokUdBA9yTpk7hp9lhz6EKsjMi7ZzVnIuoiAiAu1JnaGiiGmLeLaLJoElwjajm+Uj68jZJdJKlHOnvZ2FrbMJ1jXQfNIM6qe3US5ZRJIhX/QPkRtuuOGA0bNWpkz5hV4Kq7oZue0F6s+fg6jIOKbFP8YntjiMQwBRkZlzwd62ixcvZtWqVYdp9EeHN4yN/7bbbmNkZIRPfepTL9v2D3/4A7///e9paGjgvPPO45vf/OZBZ/2GYWAYe8M38/n8YRmzz+tDpr/Aro1DXHf1DaRC9TgjIdq0+awu3smM0BkHnBiMWN1MC546bl+DOoUeY/34hhqk0iHSTTEC6xWOm3IC//CBrxFJaAxmBrj+z7/kh//zb3zjoz+lmC3TtWmQ/GCWmWrVlODi8cf+xwhLAT7deCYFp8KtQ08jInJWai6CUI01qIm4DORFLFfEA0bsQW7PPsUZyXnMSnfwYrmb/1l3O5NOOJl0JIoaiVAuWagBhVjK99p5tQz/5XlG71hLcfUurIHCuGOpssO7fvNFbvvED0HwDu76K1T/8+7ffJFQzYHfNN+MvGGE/9prr2Xp0qW0tLQctN0FF1xAe3s7TU1NrFmzhq9+9ats3LiRW2655YB9rrrqKq644orDPWSf14FSTmf72n62vdDPA0/eyYy6k3CyLg3qFCxPZ8jaQZ3aOWFf3S0SEMcHNGliBN0tVl00ZQiERMLRMPG6CLGaEOFkEFeUmTS1naG+YciGOL7tTNZu+z7PPbGOStZFLxrUyTkEtZqdc0u5nyErz8ca305ECtBAgsXJOTwwuobFydlIglhN6OaBJnu4toTjeqwqb6Et0Mii+oWE02FmNy5g1xNZHnz+QZobJiNqGpFkiFgqjBbwF3JfLQO/f5ri0zv32y+nwzRfugRRlXnPb7/MHRf+FNeyJ/TrF0QBUZF592++yJRzJ15vfDNz2IX/a1/7Gt/97sFdptavX8+MGTPGtnft2sU999zDn//855c9/+c+97mxf8+dO5fGxkbOOusstm7dyuTJkyfsc/nll3PZZZeNbefzeVpb98/P4XP0Ge3P07t5iO07N9M1vIVzpn2W4ayOKEi0anPZrj9LREpy9+jPxvrMDJ1xQBOQEpAQKgLx+jCBsEpje5xwPEi6JU5DR5InR+MUCnkMq0zfzhEGegZ5Zt0jROQkme4KpmFh6y6NreWxc+4yRqhT40SkwNi+ycEG7vSeY9DM0aglx/ZHAx7Z0WoE8KA9wvzEbNRYiHAyTmpKK4uMU3ns2cep6WykeVoDydqJi7f4HDqTvv93rF3237gVa9z+lkvPRNxd72HquSfyued/wdobH2LVNXdT7N0nO2dTigWfXcacC5a85Wb6ezjswv/lL3+ZT37ykwdtM2nSpHHb119/Pel0mve85z0H6HFgTj75ZAC2bNlyQOHXNA1Nm7gYtc8bh2o93Bym6bH8+ftwXYerl3917HXcw0NC5vjIu3ln6h/H+qlC1TkysGd2vy8Bk1gowaR5DciKRDQRJJIK0diZIt0Uo1So8NBj9/Po8kfwPA/bNQmIERaE34Nt2LiOhya547x3So5OeB/RB4hI1eer6OxN9i8IoEhgewrIAhVXJxJIkexspX56C7XT2kgOvEiumKWhvYZQxH9GDwdSRENtTaBv2rtwK6dC1H7o+HHtQjUxTvqn93Lixef5+fhfK7W1teOSIr0cnudx/fXX8/GPfxxFeeWvt6tXrwYYW9H3efNiViws3UYJCix/4X4+cOZnaY1PZ/3y7rFgreW5G+ky1jA5eNJ+/dNKK4PWNqZRtfPLikhfZTPT2mdT0xzHqNhE4kHqWhIomsCLz2yjd9swjbHJnFR3Drph/v/t3XecVNX5+PHPLdP79l126UgRQUQlaOx8wRJji4n+YmyJLWBiS6KJsSUqUWNiolGTYIsFS8TEXhE1IiCKFAEBgV22t+nl1t8fAwMrS1NggT3vvCYyd+7cec7s7jN3zn3OOeSMDMvbPubjxAzGSN9jhT2LOA28u8YmrPq4rHrb1RsxI83f1r1WuD/YOYaDPIeDBL6KEiJDBhIZWIGs5pdalGWZosogkrz1ogZh2+Jz1rDyp9MBKPrOSDpeXgxA1U+PRN5C95kkywSqirt9bF/V433877zzDqtXr+YnP/nJZo/V19dz3HHH8dhjj3HooYeyatUqnnzySU488USKi4tZuHAhV155JUceeSSjRo3qgeiFnU6WWLx6HulskiNHTUK2HGj9XDSvyc+eWO0awersJ90m/iGe8bwbncby9P+odO5HXWoR9ZnV/OKyGxl92CCwbQYcUE4uo/Hx28v4fO5q9KyOgorWoZJLmZiGj0EcQSPLabQ/Zz+ORpU1xlTFkNcXY/oUN/W5ji6vnTTzxQN+xU1AcXNJn4mFx+qsgXiqygi0hwj2CzLw4EG43A4kRUaXspSWlhEq8XdZYF7YMbZt0/Tg/6id+gaBg/sy+G8/QI140RpjZFa1UXbOvtdP/030eOKfNm0ahx12WJc+/w10XWf58uWk0/n+VafTyVtvvcWf//xnUqkUNTU1nHHGGVx//fW7O2xhF3B6HAQibl5/77+MGnowoUiIzuYU/hI3zWtjYEO1a3+WZz4gajQRVruW9JY4+jIueCaLU2+xOPUm5UV9mFT+Y95/cA2x5RJnXPVtSmsivP/fz1i7rIlYSxwtZ6BpOpozv3KVbUB+VnwJCwMXfrBsfJKNU8l/66h2FfNBdGmXLp8vM824JJVSZxBZkily+LFtMCWV4QeM4IAjBrM4ewArGz6n37AKZEXGMi0+mvsBhxx8yGZVPF9dr1fYMiOe5ctrnqfz1c+pvOwIan45AUnND8AaPv1CjGgGxSe60TYl2Zsu39NLxONxQqEQsViMYHDfvHizt2pe08napS00r+mgozGBbpnEmpOs/byFphXbP0nW/11wEAf932DCZX4+fXMVbz4yn1hbivGnjkByGdStaGLF/Frmtr+MZqcZ4TwOw7DQ9Sz1LKaRxYziFMLkh/v3DaUZEEkhSWDZNn+vfwO/6mFCZBRJM8sLrXMZExjAcUUHFGKwAal6MIecexIl1SE++Ww+P7/+J/zqqt9wzBHH8tJr/+W+v/+Fj2bP4aCxYwDIZXXiHSkyifwKW7Is4wm4RaXPFqSXNvHFxU9htCcZePcZFB0/oqdD2iuIxC8S/x5Fyxo0relk1SfraPiyHVOziEfT5NI6bXUxvvyseavT6iqqzLHnjGbQQZU43Cpur5NwmZ+SyhDvP7eYf//xfTJJDVPOEY3FWJJ7g2Z7+cbn48BLhGrGUMrGYgGHbPGtmvb8KFwJonqKV9o/WT+AS2GUvz8TivIDuGB90pdlDr3mYqpH1KC6VFweJ/MWv8eNN93I2rVrGTx4MHfeeScnnngikE/6bfVRtJyO2+ssrDucTWs4XQ5K+oRF8t9E63Ofsua6/+IeUMyQB8/GPaB39dN/EyLxi8S/x0nFsqz9vJlkNEsqliHanCST0rAsi2xCZ+mcWhq+aM8vT7ieJEv4Qm4uuut4SqqDuL3OQndKJp3DsmwyyRxvPjmP+a+swMopYNukMikyWgrbsrG7m0dnEyXeHPuX5Qf/bc9qh+Mu/yEHfvcwkCVyaQ1/xEtpVXiL+7c2RElG0wTCmw9GTETT+MNeQsW+Xt8FZGV11t70Mi1PfEzJmWPof+vJKB4xl9GO6PE+fkH4KodTIVDkpagqALZENqnR2ZygrT5OMp7BvdDRJelDfiZPPWdQVBUgUp6vhdeyOul4jmwyR/2qVmq/aCbensQXUWlrjmPrKj6PH6/bRyqdJJ1Js8WhnBK0pV0saQkyvDSen4dzC8lfUhTGXnQmo797GJIikU1p2xyNq+V0Moksbm/3CUxWJNYubcAbdONwqrjczl7ZBZSr62TFJU+R/qKFAXecSulZY8Waw1+DSPzCHkeSJWRFRpZlVIeC063i8TvxhVy01MUYefQgVi1oxDI3JmlZljj89BEEi/Nny1pWp6Mpjp4zkFQZXTeItyfJZnKobgXTMMhmU6TMBF6XH78vgNfrI5VKksmmN8ywjMMjo5D/5qBbFp2mi8+zNVQGcpRbHZi2UYhB8XopO2gUh5wzgVBFMXrOQFak7RqNa1s2lmWhOpTNHkvG0tQtb6KtKU55dQRv0IOWNcikNbSM3mu6gKLvLGflz55DDbrYf8bF+A6o6umQ9loi8Qt7HIdLxeN3kIrlUEP5ROhwq5RUhwmX+imtDpFoTfL2vxZQ6KmUYPypwwuJMxHNoOcMHG4HnS0JYq0pMokcespAz5k4XA4MzcSwDBKpOKl0Cr/PT8AfxOf1kcomsRQDX8CNosrIsoSNjcfnIVjsw+VWGaxoeFIpzEwORZYpuuY0+u1fRf/hlTtclSPJ+fnjDd3E4dz4Z6lldWpXtBBtSxIq8hEo8aNIMtm0hmVaJMlXQ22tC2lvZ5sW6+5+h4a/vEt4wlAG/el7qOG9Z9GTPZFI/MIeyR/2omUMUrEsLq8DRZUxDYtc1iBU4uOs645hzkvLSXSkkSQYf8oIIuV+DD2/oHk2mUNSZKItCbLpHA6ngtvvRlLi6IaJ2+XA5XaQTWukEhkMzSSeiJFKpwgE/AR9YWzJQnaYOPwOisv8+MNuBo/ugy1JJDoyBM0s0uzlYABY+FY3Ufmd/HiS7Un2Gz4c9PXzxVi2TSKapqhs43WnzpYE6Wgaj9+NL+TF5cwf1x/ykIxlkBWDTCKLltP3yT5/vT3FysufIf6/L6n+5QSqJh+5z4+q3R1E4hf2SE63SlFlkGQ0TSapk0vryIqML+TCH/bidKv8v+uP4cGrXsa24ZTJ4/EE3CQ70zjdDizLJpfV0DWDUJGPdCKHL+BCVp14vE6SmoEsy/iDbiQJUslsfooFpwPVB5KsIekqdtqBodnYRdB3WDmlfSLksjr9h1cQSqZpen/jzJ8tT3+E/r1DcA0o22rbNpRsxtoSNNd20tkaB9vGE3CjZXSawz4qBxTj9blIdKbQDRNvyIs31PUs1+11ouV0cllthxcQ3xsk5tey8rLpWJrJsCfOJ/Tt7qdkEXacSPzCHsvpVimqCKLnjEK3icO18Vf2mLNH89iNb+H2Oel/QAW5rI6W0UnFM2hZjVQ0g8Otko5nCUY8VAwqoXF1B9m0isfvQdN1jJyBjY3P7yZYEiBc6sPtcaCoKpZukOjQSDRrNC1LYqRqcZ3sZtRRAxkypoZMYydN96wv3QSwLRb85lkO/9dlSEr3Z6WJWJq2dVFi7Uka17TRui6KrpvYpomkSLi8TjqaYrQ3RSmtiJDN5QiEvQSLvLicXf9cFVVGSxj4kfap6R5s26b54Y+o/d2r+A6sZsjfzsJZKarvdiaR+IU93qbJvgsJfvv82eTSGi3rOimpClHSJ4zT4yDeliLWmqK4TxBP0I0v6CZcFiDanMD4RMfrc5FJZlEdMsgRnC4HqlNFQqKkT4jBo6pxuPN19LmMTkdDikXvrOWVv82nflknkd+EWDRjMQobV9WyTZvY5/V8+dgHDLrgyC6hbjjLr1/VQsu6TprWtNNc2w6yjJHVSMaz6FmD4soQ1UNKUWQJW7bx+Fx4Au4uF7I3MA0LI2fgDXr2mW4eM5Xjy1+8QMeLi6j48WHU/GYScjcXvIVvRtTxizr+vU5nS4JXHprN8/e+S1t9rLC9pE+I06cczYkXjsfGZumcNUiSRLjUX7hGsG5lC2s+b8I0LVwulUDYQ6IzTVNtBw63g3Cpn8GjqymrjuBwqqRiGWRVwhf0UNavmMWz1vD01HdpXNXBQSGdA3ybTP27fhJ+SZE59t3f4Pbnu2ZyWZ36Va2sXdZA3RctpGJpEp0ZOtsT5NIatmGT0w1kbCxborgiRL+h5Qw9qC8ujxPLtvEFPOiagcvjKAzs6mhOECnxM+SgvvtEVU/6ixZWXPIUWmOMgXeeRvHJB2z7ScLXIhK/SPx7lfdf+Ixbzn4IXTO3uICGw6lww1MXMnBUFc1rO1AUGcuykWUJxaHQ2Zpk7eeNqKpMcZ8Qelqn7stWLMNk8OgaKvoXoygyubSGw6XicDsoqggWKmdMw+KuC57FO2cxA70mpp2v/ky73dRM2h93/1KKDhuCN+ghm8rxzJ/f5q3p80jFMoU4FYeMP+TBH/EgSSArMqoigyTjC7oIV4QYMbY/Bx0zlEQ0jS/oAST0nIaumeg5nUDER/8RVd0O+NrbtP9nIV/+8gVc1WGGPHg2nsHbP8OvsONE4heJf48we/Zsvv3tb3P88cfz8ssvd7vP+y98xm9P/wc2Nq32StYwlywJPIQYyHiK6AdsGFglccP0Cxg6ti+peIZMLsk9f7ubWR+8S33DOsKhIo741jFccOYlBPxBVKdCJpVDVRQ8ARcOl4rTpaI4VPwhT5da+bdefYeJJ06gwjmYn1WfxUCviWFDfVbB+52DOPz04ThcTj6d9QUP3fhfGrUvWGt9XIh1gDyOIqlvoV2+kBtv0IXqUHE6VZwelS8TC6hNfE5TtI50OsWST1fg9/jJZXQkCbwhN8UVe3/9vqUZ1P7uNZof+Yji00YzYOopKFsYxCbsPCLxi8S/R/jJT36C3+9n2rRpLF++nKqqroNzOlsSfL/f9Wg5g5jdyGe8wAC+RTH9aGEFdXzKQZyJj/x8LZKUvzbw+Bc3ISsSC+Yv4O6/3MmZp/+AkaMPoCPeyuWXT2b/Efvzr0efxOVxYNvQ3hgjHc9g2+DyOLodHXvC0aeyam4Lq7PzubhyCieWumjIShi2zMxOF1c8+l0W/+9LHv/Da8StJj6z/ssA6VCKpH602CtZZy9gjHwGPqmocEx/kReHQ8bhVvGHvCzvnEOo1EfVgGIefuYBmptaCIfD+9R0DbmGKCsve5rUogb63XQiZT86VIzC3U3ExV2hxyWTSZ5++mk+/vhjmpqaeOSRR/j1r3/dZZ9XHpqNruVr9BtYSBF9qSE/o2V/xtHJOhpYxBCOBvKLneuaydtPzuP//WoiRxUfzpETDuuSNG+77TbOOeccPH4nqpr/U6gaULLVwVfJZJIP5r/NEw/O4L5pfyLpaIPWPkT6FyHH04wc05fPZn3B0396B2yotxdRRA3V8oH5WKVDiJrraLAXM0TaeAE42ZHGG3Si5wxUVWVY8XgG719FztsG5McF7AvJfoPYeytZefkzyB4HI/59Ef4xW19rW9i5xEgIocc988wzDBs2jKFDh3LOOefw0EMPsekXUcuyeP7edwt9+nGaCdM1UUSoIU5zl222ZfP8vbOwLAuny4HL4+ySPDd849uQ9Dfobt+vxjrpzKM444wzefOzt7BtG93QUbJZOqNtzHzuEywzP5dQwm4hLPXpGqtUTcJu3uzYWtYACRSHguqQiXYk2Ne+j9uWRf2fZ7LsnEfxHdCHka/8VCT9HiASv9Djpk2bxjnnnAPA8ccfTywWY9asWYXH2xpiXap3NNI46XpB04kXjTRf1bouSltDbLPtbW1t/O53v+Piiy/e4VhP++4ZzH75M9yJEmKJOJ+k64i1xlEtm7qF62heu3F1Lo00jq/E6sCLRuarh8bQLdxeJ5INHr8LWVZwufed/m69M83y8x9n3d3v0OfKYxj66I9wbGXiOmHXEV09Qo9avnw5c+fOZcaMGQCoqsoPfvADpk2bxsCBAxkxYgS2ZZNFoy9j6cvYbR6zlvnUMr9wf8XyCyirPrhwPx6Pc9JJJzFixAhuuummHY71gpOvZslHq0kls/SPjOSVlgWcFPFyZd0j6JaNDdRIY+grH7TNY9Zan1Bnf1q4fwIXUVlWht/vJlDkw1OU2+749mTJz+pZcelTWMkcQx87l/DRQ3o6pF5NJH6hR02bNg3DMLpczLVtG5fLxb333suCBQtob4xx+ZF/QiW/fF53Z/ebfguoZH9KGVx4bMCgfoV/JxIJjj/+eAKBADNmzMDh2P5+8/vvewDDMLj412euDxRsbBySwrllx/GX/S7k5XVJ6tNml1j1r8Sqk8ZJvsa/UhpBqbRxKoJQoJhAyIniUKgaXIodim93fHsi27ZpeWIea298Ge+ISoY89xNcfcI9HVavJxK/0GMMw+Cxxx7jj3/8IxMnTuzy2KmnnspTTz3FpZdeysCBFjV9+ha6e4KUE2Ud1Ywu7B+ljiDlADhw4yC/Fm5pdZiKvvlKn3g8zqRJk3C5XPz3v//F7XZvd6x1q5p45JFHOWrEqUTsKhLRDMlYCj1rs0p6g4Xp5UwsGkNft4uOzMaz9IBURtSupw+jCts67XoC0vpYpY2xAvjDPvxhL8WVRQw5sC91rSu2O8Y9jZnRWHPdf2n79wLKzh1HvxtOQN7SKGxhtxJ9/EKPeemll+js7OTHP/4xI0eO7HI744wzmDZtGgCyLHP6lKML89FUMYpO6ljHAtJ0soa5JGiliq4jPSVZ4vQpRyHLMvF4nIkTJ5JKpZg2bRrxeJympiaampowzS0vvZXL6qxe1sDdv/8byVScSG4AqSYJrdWJMxfBJxVRowzinc7PSOgmJa6uf1J9pAPoZB3rrM9I252stT4mSStV0sjNXktWZaoHltJ3aAWlA720xNbR0LIOgEWLFrFgwQI6Ojo2e96eKPNlG0tOfpCOV5Yw6C9nMuDWk0XS34OIOn5Rx99jTj75ZCzL6nbA1ty5cxk3bhyfffYZo0aN6lLHjw2tbBjAFcdDuMsALthYx/9s7e8JlwZ49913OeaYY7qNY/Xq1fTv33+z7RsmVPtk1nJ+fdsVxKMphjEBM9t1P1tt5YPc8/y25jxKHSU8uzbZ5fFWexVrrXmbDOD6VpcBXBtU9Ivw3YuPoHpwBc+8+ij3T/vLZvs8/PDDnH/++d22Y0/R8eoSVl31PM7yAEMePBvv0PKeDkn4CpH4ReLfa2wYuQv2VsscN4zc/f2Mi/j2KaO3vONXFObH1wzinSnWLm1i7dJGPn73C75cXEd7Q4xNFtza+HrAVSMiNKQNfKrMP1duXkW0LZIkcfLFh3PYCaMo6xshVBLY65ZVtHSTuqlv0PT3/1H0nZEMvPM0FL+rp8MSuiG+ewl7jSNOHc3vnr9ou+bquXH6hdud9DfMnJlJZElE88sctjZEiXYk+XJxAysXriPemew26UN+WuZOzUSSIOj8er2nx583jlMuOYq+Q8r3ypG5WlOclT99muSndfS98UQqfjxejMLdg4nEL+xVjjh1NM/W/n797JyzaF0XLTxWWh3m9ClHceKF4wmXBrbreLmsTlt9FC2nIysSa5Y1suzjNaQ60zTWtrNuZQuxtjRYWz9OR84i4pRxyBI+VSJlbN8XaUmSmPDDQzh98rH03a9irzrD3yA++0tW/PRpJEVm+DM/JnBIv20/SehRu6yr59Zbb+Xll19mwYIFOJ1OotHoZvvU1tZy2WWXMXPmTPx+P+eddx633377ZiMpN9XR0cHll1/Oiy++iCzLnHHGGdxzzz34/f7tjk109ewbLMuirSFGOpHDG3BRUhVC3sqyfN1NxdDaECUZTeNyO/jsfyv54L8L6GxNkIxmaKlrJx3TtiuWI8s9HBB24XfIPL4qTn1mC18P1pMViUh5gEk/OpRJPzqMqv6le13Sty2Lxvvfp+6OtwiOH8Dge7+Po2T7/w6FnrPLzvg1TePMM89k/PjxheqMTZmmyUknnURFRQUffvghjY2NnHvuuTgcDm677bYtHveHP/whjY2NvPnmm+i6zgUXXMDFF1/Mk08+uauaIuyhZFmmrDqyzf027cqxLAtZlvEE3Hh8TjKJLNlUjoX/W8Hs15ZQt6yJVCxNMpZF20by3lR7zsTvyH/ohJwy9ZsPzMUdcBAs8lFcEaK0OsyhE/bnmO8fTCC0902rbMQyrLry30TfXEbVlKOovua4La46Jux5dvnF3UceeYQrrrhiszP+V199le985zs0NDRQXp6/6v/AAw/wq1/9itbWVpzOzYeqL126lBEjRjBv3jwOPjg/EvO1117jxBNPZN26dZvN6Lgl4oy/99i0K8ftdRYWMcmmNbSsTtPaVhpWtrJsQR3rvmihvTlGOpkhlzWwt+9kH4BKj8K5g0JkDIt57Vlmt25S+iNDqMjD0LH9GTyqGhSJYQf1Z+yxw/bKufRTSxpZcfGTGLEMg/70PSL/N6ynQxJ2UI99RM+ePZsDDjigkPQBJk2aRDweZ8mSJVt8TjgcLiR9gAkTJiDLMnPmzNnia+VyOeLxeJeb0DvEO1JoOZ1A2IvDqaLrJpZlY+omKxfVsWTOGlYsaiDWHsvP25/KkcvsWNKHfB8/QNa0CTs3LhXoDjqJlPupHlLB6CMGU9InwoFH7LfXJv2W6fNZcsqDKEE3I1/+qUj6e6keu7jb1NTUJekDhftNTU1bfE5ZWVmXbaqqUlRUtMXnANx+++3cfPPN3zBiYW+j5XQyiSyKKpOIpUnFspi6kV8KcWULbY1x1q1soX5VC6lolmhHEi21/d07m8pZNkndwrRtQg4ZJAiX+fAGPPQdUsrYCcNZ8O5KSvqEOfknR+x1/flWRmfNb1+k9elPKD17LP1v+Q7yXtYGYaMdOuO/9tprkSRpq7dly5btqli/tuuuu45YLFa41dXV9XRIwm6QTWu0NcZoqm1nxad1rPm8gc7WBPH2JO1NCeqWN1H3RTPJjgy5jIZlfb2kv0GHZoIEEY/C0HF96TukgpohZYw8fD8Gjqwmuv6i8d6W9LNrO1hy2t9pe2EhA+86jYF3nCaS/l5uh874r7766m2OGhw4cOB2HauiooK5c+d22dbc3Fx4bEvPaWlp6bLNMAw6Ojq2+BwAl8uFyyUGkvQmuaxOR1OcZDRNOpklFcuf+dcubybamqSloYNkRxpZllFdCppuIEsKsOXpG7ZIBrdHJilJFDkUvLJEZd9iSirCDBlTw8D9q6kaVILDqaLsZRdAO99Yyqor/40a8bL/fy7Bt39lT4ck7AQ7lPhLS0spLd05iyCPHz+eW2+9lZaWlkL3zZtvvkkwGGTEiBFbfE40GmX+/PmMHZufnvedd97BsizGjRu3U+IS9g1tDVE6mmOkU1lWLaxFdThQVMCWaFrTRkNtG6ZuYZr5gWCqqpAfg7v9FDeEQl48QTdunwenT8EbTyHbNkccvR/VB/WnpCpSGIG7N42Rtw2TurvepvG+94hMHM7Au09HDXl6OixhJ9llffy1tbV0dHRQW1uLaZosWLAAgMGDB+P3+5k4cSIjRozgRz/6EXfccQdNTU1cf/31TJ48uXB2PnfuXM4991zefvtt+vTpw/Dhwzn++OO56KKLeOCBB9B1nSlTpnDWWWdtd0WPsG/TcjqJzhRrlzaiOhUURcEyob0zTi6lIUsQ70yRjqbJZU0URcayLEzdwNS3s6tHAm/QRUllkGBJAG/AiS/oo1+/MPIr+bn1R46ooviA6s1G4O4Ng1n11iQrpzxN/KM11Px6EpWXfluMwt3H7LLEf8MNN/Doo48W7o8Zk18fdebMmRx99NEoisJLL73EZZddxvjx4/H5fJx33nnccsstheek02mWL1+OruuFbU888QRTpkzhuOOOKwzg+stfNp/MSuhdNq3Vb1zbTnNdB6VVYVKxDJlEllQ0C9gk2pMkOtPYEjhUiXRGR1UkJFnC7XORim574ROXT6ViQDF9BpYRKvGjqBKDDqjmsPGDmLc+8Rttic2SvixLhRlG91SJuWtYcdnTYNsMn34BwfHb13Ur7F3EJG2ijn+vt2EWTV03cHudNNW2E21NkEvrrFxUT0dTFNOyySVzJKJZUrEUhm6iZQ30rI6sypiWjcMpo2V10skctgWqImNLNpZtI9mALONxO6jer5zhB/ejtKYIWVIoqQwx9rhhREr8vPatm1DcDvqfPZ6hk/8PgDVLG3n+vpnUr2rFF/Rw3vUnMeiAPltv1G5m2zZN//yQ2ltfJzC2hsF/Owtn+fZNeyHsfcRcPcJea8NZfv2qFpKxDIGQBy2jgw1ev4e2+iidLTHSCQ1JkrBsCJZ4MHI6up7GNE0s28LUbSQJLFMu9MXbloUsKbh9DlSHitPnpLxPmH7DKqgeXIGmGZRVRyitjtB/WGWhJt/Xtxg9niFd31mI8/Gpr/Hze37A/HeW4fY4mX73m1w37dytTi+xOxmJLKt/MYOOl5dQecm3qf7V/yE7lG0/UdhricQv7JU2jMhNJTKYukm4xI8syXS0xWmpbUdRFaJtaeLRFJlolooBJWSTGlpWQ1ZlXB4netbAEXRjmTZ6VkPPGUguJ5GiALJTwe1zEQp7kR0yFf2KGHn4EIYeWIMkSSQ6U1QNLKWoPNQlLl//EqILa8k0dHbZbls2z93zDqU1YVSHusf0maeXNbPikqfQWhIM+fvZFJ2wf0+HJOwGIvELe6UNI3J9QQ+pWAaHU8XImdgmaFkTWTYJhN14fC6ycY32phjegAdP0A2KjNFs4Am4cDidREp86IZJOqXhciiESnyoqoo34qG4PIgsywwd048hB9bgdDvQNYNgkR9/NyNv/f1LaZ+zqssZ/4+uO4G/X/8Ca5c10d4c59bnLtkjEn/b8wtYfe1/cPUrYuTLl+EZWNLTIQm7iUj8wh7F2GQGTXULc9JvGJHr9jrJd71LGLpJKp7B1Awq+pfQUtdBLqMjyzKhEh+6ZpCKpvH6XCiqgtfvQZIkXB4nVQNL83PzWBZg4/G6iVQG8AU8eAJuwkW+QtKH/MAwf9jb7Zz5/v6lGKkcRiqHmdNRXA76DavgvN+cyJLZX1I9pIyBI3u2f9/KGay9+RVa/jWXku8dSP/bvovi2XxuLGHfJRK/sEcwshqZziRaKgOmBYqM0+fBE/GjursmJduysSwL1aEgSRJun5tYW4JsSsPpdqCoMoGwh2Q0iZ42cPldBIsC5HIahmaQaE/h8jpwu1WQJXJZHdWp4A14MA2LTFLDF/Di8jjx+Fz02a8ch0tF1wyyaQ2nKz/LZnd8/TeeNWcao/j7l/KP61/A0E0yyRy1y5t58NczuOS203bp+7kluXWdrLh0OumlTQyYegql/+/gPeLbh7B7icQv9Dgjq5Fo6MDUdBxeF7KqYBkmuVgKI6MRqCrqkvwlWUKWZQzdxOFU8Ue8JGNpkokMwSIvtmGTy+iESkL037+KTDJLMOJDy+oYpk0upRMo8hCI+HF5HASKfNimBZaNaVqEiiQGH1hNSZ8ITqeKuf7bhCzL+MPerS6J6O+/cYBjur4Tf/9SMmmNn939fRbP/pI+g0sx9K8xOngniM78glU/exbZ72LE8xfjH71nVRYJu49I/EKPy3QmMTUdd2jjWbTiUFFCKtlYikxnkkBlUeExp8uBJ+AmGU3jcKq4XCrFlWGSnRm0jE4ynsXQDSr7l1Der4g1S+qJtqeQFZnScj+2bZJNaVQNLGHQqGp8Pjealh+8Fe9I4fW5GH5If/zBfB9+dwu4bIkj6MEZ8aFF02TqOwDweJ3c94vn8ARcdDTFKa4IbfUYO2J7usZs06L+zzOpv+ddwscMYdCfv4ca2ftmBhV2HpH4hR5l5HS0VAaHt/u5lBxeF1oqg5HTuyS2YJEPLaOTiKZxe534Ai5K+oRore+krDqMZVoUV4aRkPAG3KxZ3EAul8Mf9CLLErGOJBX9SvD7PSiqjCRJZNMaLreDqkGlhaQP7PD6t/4BpcSW1hcu8F70+1NpWdfJis/qqOhbxKADqr/GO9XV9naN6R0pVl3+LLH3V1F9zXFUTTkSaQ8pIxV6jkj8Qo+yLRtMC1ntvm5cVhXI5DZbWN3ldlDSJ1wYrZvLaLg8DoorQsiKTDaVQ9cMZEkG02bIgdW4/S5UVSGX0WhvjuNQFdLJLLIiY5kWsiJR3reIkqrwN2qTr18JsWUNhcS/5vMG/n3fu7z/n88IFXu58YmffKMLvNvbNZb8tI4Vl07HyuoMe+I8QkcM/kbtEvYdIvELPUqSJVBkLMNEcWz+62gZJihyt1MduNwOSqvCXbpibJvCoK5oW5JAyIMv5CYQ9haqcgD6D6/E6XIQb09iGiaKqhAs9m+1/357+fqXYuUM0uu7ev419TWuuvdsVi1cR9XAUp7645v85uHzv/bxt9U1lu5IkHxlGetuex3vyCqGPHg2rsqd170k7P1E4hd6lOpy4PR5yMVSKKHNfx31dA5XyLfF/mvYvCumtCqM2+csTOMQCHtRHUqXqpySyjAut4NQsW+7+++3l39AKbZpFRK/JElYlv2NZue0DBNsG0MzNusaMzRj4wefZrLmqufJ/G8todNGUnLZYWiYKFlts+ooofcSiV/ocZ6IHyOjkY2lunRd6OkcitOBJ+Lf4WMGQvk6+027grqrytlZyX5T/n75kk4jnmXtonqGH9KPv/3i36xcuI66Fc0ce+bBXDJ+Ktc/dgE1Q8q3eixLNzEyOaycgW3bmDkdLZZGLQ1j5HSysRR6OgumRbYuSuxP/8NsT1N+/QSKTz5gq9VRQu8lEr/Q41S3k0BV0caLlZkcKDKukK/bOv7t1V1X0K5I9F/l6RNBUmRs0+LD5+dz/+9eoWZoOVpGQ8vovPDALAA+fGkRP7hyy4nf0k30WBrTtJCdKrIsYeoGVkYj2dCGntWxTRPV60b7tImOez5ACjrxXTWewDGDkSRpq9VRQu8lEr+wR1DdTgKVRdtVnrijdkey35SsKniqIqTr2hk3toZHA27qljevfzTf39N/eCVn/vzYrR7HyOQwTQvV48TWTYx0DlszMXIGzfPWgCIRqCgi9+gn5GauRj2wAsf3huEIe9EzGq7AxsqkLVVHCb2TqOsS9iiqy4HD49zrk1NgcBlIElI0zdnXTNzs4vSPb/nuVmfntAwTK2cgO1Vs3URPZMjG0nTUtdDxZRPxpjbSq9qI3fU+uVlrsI7qQ3yUj1w6A4pMNprE0DYuLCOrCpjWZtVRQu8kzvgFYRfw9y+lRV5Our6D5fPX5btp1idd1alwxCmjt34A28a27fw8ROkcqdZOYnWtROvbsTQTR5uGc1YjFpA8PIJzcAB0I3+B17BIt0TxlRehOvN/4lurjhJ6H3HGLwi7gK9fvrInVddOuNTP+defVHjsoGOGbnsufklCkiT0WJrYqiYa56+kbck6tPYkxqw1uN6oR/NItI0LQoUXV8CNM+Qj1RTF0A0s00JLpAuH09M5nD7PXv9NStg5xBm/IOwC/gH5OXtSa9v40V/Pp7gyxMsP/4/yvkX89rELgfXdOboJ2MgOtTCIbcP2RHOU5OoWYqubSLR2Ims2vLUWR0uOeLWD1CAPjqAbI22QbOzEXewn25mkdeFqivarRktm0VIZLMP62tVRwr5JJH5B2AU2zNKZaYpR0a8YSZL4/XOX4g95CAQ9ZNuTaPEUZlrDtm0UlxNHyA2WRKYtTmJNC8m6NjKdSdItUfSWFL757aBZtO3nJO23MToSGKaBZEvouobD58ZdFEB2qli6QXxtM86Qh2Bl8TeqjhL2PSLxC8Iu4Ax5UX0ujFQOPZrGGfGx35i+WLpJrj1Btj2JntGwbQtbN7DNJGatga2ZaLE02c5kvn5fN5BXRvEv6sTwKbSPdJO1dJxeL3Y6g57IABKK20EukSY8pA+B0jCekiB6PIM74BUlnMJmROIXhF3EW11EfHkj6fpOnJH89ApGJkemI0mmNYqZ0fMDsyTQ0xq5WAo9lUWSJSTAiGVgVh3OVVG0ag8txQayAyRdQoumsEwDXTdwBNzYkoTiUgmWh1EcDrAs/FURkBAlnMJmROIXhF3EP7h8feLvIDyyGsswybYnSK5pJdsRx7YACfScjhHNYKazkDPzi72ncpgz6yCewxpbRjYkI3V2YBkGlr7+2oACpq7hlD24fC4sEzKxFL5IID9TZ3EQS9NFCaewGZH4BWEXCQ6poAFI1rZh6QZaMkN0ZTPJ2jbMrI5pmpiaBjk9P67LAGywauNYH64Dt4pywiCkgANnPIkSd6Dlsiiqki8PtW38pUX4qyKoPg96RsfM6vj7FOMrDSPJEpYo4RS6IRK/IOwinvXTO8eW1JNs7CS+rJHYF/VosTToBmhdz8Rty8b6tBn78zakvkHk8X2QnAoK4PJ5cHnc6DkNSZFxhHwoDgXV7wJJwhXwEOxbSrhfKf6yMIrTQTaW2uYEd0LvJBK/IOxklm6Sbo1haCayU0GLpVj51zex0hqoCnjVzda5tdM65vt10JpGHluBNLy4yz4OlxNfOICp6ygBD2rAhcPtxFnsy09vEfAS6leKy+/ByOnoGU2UcApbtMsGcN16660cdthheL1ewuHwZo9/9tlnnH322dTU1ODxeBg+fDj33HPPNo/bv39/pPWDWzbcpk6dugtaIAg7zkhrJNe2ElvaQHpNK8Vlpaj/a0Kf/jnmf1diPr8c89/LsRa3YmfyUyrY0SzmK6sgoaFMHIA8oqTbBdAdHicOnwvV5SBQGsJfWUy4bzmh/hUEq4qRVRU9k8M0TFwhn5iNU9iiXXbGr2kaZ555JuPHj2fatGmbPT5//nzKysp4/PHHqamp4cMPP+Tiiy9GURSmTJmy1WPfcsstXHTRRYX7gUBgp8cvCDtKS2ZIr+sg1Ryj8/XPST2ziFta/8sr6YWFfYKyhxGOSibHjmXIwgrkb1cj1QSRBkWQhxUjebb8J+lwOfEUh7AUG9njwhnyoHpdeEoC+KuKycXTOAPefMIX3TvCVuyyxH/zzTcD8Mgjj3T7+IUXXtjl/sCBA5k9ezbPP//8NhN/IBCgoqJip8QpCN/Uueecy7+e+FfhfsjtZ7hdxuRQfvbNb7kG8tuikwFoN5M8GJ/FNe3PcKRnPxY+s44vzTb6l/ThqTHb/ubqKQ8jqxKK302gpgRvcQBHyIeR1XD6PQQqIyLpC9u0R83VE4vFKCra9mCTqVOnUlxczJgxY7jzzjsxDGOr++dyOeLxeJebIOwM6ZYY2bYYR475Fu//+d+8ff0j/DVyFookc037MwA4JZVixU+x4mc/ZwU/ChxGsxknZxmc7BvNBM9wtmt5LhXcPhfhgVWEB1XgcDuRnCqWJbp2hB2zx1zc/fDDD3n66ad5+eWXt7rfz372Mw466CCKior48MMPue6662hsbOTuu+/e4nNuv/32wjcQQfgmNqwXYFsWRipH28dfYqRyqCj4TRV9SYL9lHJ+FDiMS1sfI2d3PSlJWxqvpxdRrUa4NnIisiTRGXuPlbmOrb+wDGpJgOCgSiIj+qB6XFiajiPoRXaq4ixf2CE7lPivvfZa/vCHP2x1n6VLlzJs2LAdCmLx4sWccsop3HjjjUycOHGr+1511VWFf48aNQqn08kll1zC7bffjsvl6vY51113XZfnxeNxampqdihGoXczshqZziS5aIpcPIOeSJNY3Uy2PYWeymFmchixNNbiti7J3YnCu9mlHFN/BwAZW6dE9nNXyfeRN72Au35pxe4u6qKCHPTgryoiOLAcV9iPbdtg26huB3I3i9QLwtbs0G/M1Vdfzfnnn7/VfQYOHLhDAXz++eccd9xxXHzxxVx//fU79FyAcePGYRgGa9asYejQod3u43K5tvihIAjbYmQ1Eg0dZKMpjGSWbEuUVFMnsdVtyLn8/DofLP+EI28/HwyrS3J/JvkxB7n688vI8QAkrCz/Ts7nyraneajsAirVUP5FLBvSBvi+cuaugBzx4S8PExxQgbskX8hgW+s/JLr7oBCEbdihxF9aWkppaelOe/ElS5Zw7LHHct5553Hrrbd+rWMsWLAAWZYpKyvbaXEJwqYSTZ10rmnCSOZIrG5B70ig50wU08A0TCzTYmy/EVx7+DmYb6/tktwPdNawUm/m3OZ/AlChhHi8/CImNNzFf1Kfcmno6I0vZJjAJol//Zl+oG8pvtIQnsrQxqmbNQPV4yjcF4Qdscu+I9bW1tLR0UFtbS2mabJgwQIABg8ejN/vZ/HixRx77LFMmjSJq666iqamJgAURSl8uMydO5dzzz2Xt99+mz59+jB79mzmzJnDMcccQyAQYPbs2Vx55ZWcc845RCKRXdUUoZcycjrJpk7WzVmKlTPIdaSIrW3GzhrYlo2q2zhcTmzbwq26qCmuwlQTAAyNVDCh4S5qjQ72c5RzzfozfhUFaf3/vtr/z4YkroDkc+MIevCWhfCUhfD2Kcbhc2OZFpZmoCgyqkd8ixW+nl2W+G+44QYeffTRwv0xY8YAMHPmTI4++miee+45Wltbefzxx3n88ccL+/Xr1481a9YAkE6nWb58ObquA/kum+nTp3PTTTeRy+UYMGAAV155ZZf+e0H4pjb056c74rR8toqOlc24Ah6Sda1kWxJYtoWd1VAVB+u72vO8KnhUyBiF5G5hISHhlfLVNnEryx+jr5OxNb7tHrLxRWUp/3wnSCEfnogff2UR3qoIzqAbxenAyulIkoTqcaB6XMgOcbYvfD2SbW9PHdm+JR6PEwqFiMViBIPBng5H2INs6M83NZ1EcycNc78gVt9KqrEDvTOFIisoHieyZqPIErLLwb2fvUDCzHDjdy7DWtZObGEdzyU/5vnUfA51DWRO7svC8b2Sk/5qMecEDmOIs4yMpTEj9Qnzqef286/BEfAybMhQQmUR/P3K1id+D0jkP2EkSXTvCN+YSPwi8QubSDR2FObFX/XWJ3R8sY5ke76ax8xqYJg4HSoOlweXz41kSzzwxUu8sWpu4RibJvdjvVuucLus5V98qtVutv3DR15m2LdGE+hbiuoRdfnCzicSv0j8wnpGTqd9ZT1aLEXDJyuo/3AZ2ViGbCKFkdOxMjnMnIHT6UD1uHG4HPgjIYJlEQLFIWRl/YXX2jjmrFrAJr+kSvdsbEDCdcowSk8ZhSviQ1YVFJcDf3+R9IVdRxQAC8J6ejpHuqmTdGeSZHMU3bTQshmMdA7VpWI6HBgZAy2rI8kyigSqS+WO9x/n9S9mF44TdPnYTy3j577jGOzMV5tt+gGQT/jQZMS4PfEaC/++Dv9Tfs4+4wfcePWvcZcGRdIXdqk9asoGQehJuXiaTCKNlsiiJbJY2RySLeH2ewAJSZFR3SqSImFoOpLDiaI4AJvxA0bx2uX388olf+X3/c9CkmWu6nyGtNfG+spfmSVDwmNyReczaJLJnfv9iL9NvYcn//00f7j/TzgD3p5ovtCLiMQvCEA2liLe0IaRytGxop54fRumZuDwOFDcDhSXim1ZyEp+0JSNjdOpYhkmkiThVJ2U+MN4Oy0Gusv4Xtl4WvU4TY40nWGbjrBFZ8jK/zds86GxmrpcG1f3/S4DHGUckC3lputv4MGH/4Fhmz39dgj7OJH4hV7PyGpEVzfR8UUDmc4UmWiCdEucTDRFNpVDcjpAUfL9704XqsuJ6nLlF0BxKoW+fdu2Sa9pI2NqzIwuodIZIaDkK3IsBUw1/18kWJaup5+7lIjDB7ZN/YufcOJ3TyIej7NkyZKefUOEfZ7o4xd6vWRTJ7HaVrRYCkmR8BQHcHhUzGyOXDSFpev4y4twOlW0RAawkFUnjoAHd0kQWZX5YOknHPnHC7BNi6ylU6T6uWHAmV3n49lEp54irPoK97MtcUJyvotnw2BGQdhVROIXejUjp5NoaEdLZ5FUBS2exu33EqopR3K0ocay6JpGtj2OM+DF6ffg8npxBTwU9SvHVxxCUhUOHjiSa476EZ0friRpZnml7RNuWv00dw85n/vWvcaSVB0AZY4Qfxt2UfexpHO7s+lCLyYSv9CrZaNJOlY1kktm0JIZcrEkDp8bf2UEyzJJS3GIg+J04A76cPk8WIZBsLKUkv4VSJKM7FLxhQLsN2oYdfPz0ysPqqngB4vv5vX2BVxecyKalR99rkr5bqGIw8cX6YYusXSkYgBikSFhlxOJX+i1jKxGsimKlsqBaeF0OVDLImipDNjgKwujOh1k/S5ckQBurwdXMD+dQsnAKhxuFSNnoLgcyJqEpzSEGnRjxLNd5uMpcWy+NOgwbx+eaf6QqJ4i7PDhLg/y3iezCQaDjBgxogfeDaE3EYlf6LUynUkkCfxlIaJrW5AAh8+N0+8ml8igqDJ6xI+ll+AuDeJ0OAiUF+Mrj4BhIEkyisdC9Tox05ArcuA8rIbV//mIl1o/JmtpHBocDOQv/Fq6iW1ZSLLMgf7+1LhL+GPti1zQ51j8IyP89oYbmDx5sphCXNjlROIXeiUjp6OlMrjDPoI1JSRaOki3xJEcCqpTRXGq6OkczoAnv0/fctx+Ly6vEyNrIjtULNNAcapIssLMuR9wwAnjAfDITqrdxVzb7zRGuqpJN0fJtMWxjI1lmrKq8MvIJB7KfMgvVjxK4NEQ551/PrfccktPvSVCLyKmbBBTNvRKekYjXtuMM+DF1Aw6v2yk8ZOVaIkMrrAfACOTxV9VTPGgKlxBL1fd9huefGZ64RiRUJgDRxzAjVf+mpHD98flc+MuD9H20UrmX/0EuWiS+NpW2u0kj/Exy2jBhcrhDOB7jEJBBklizM3fY/RvT+8S3z/+8Q8ee+wxFi9eDMDYsWO57bbbOPTQQ3ffmyTss0Qdv9ArSbIEioxlmKguB5GBlVR/aziBqiJM3QDLwlMSJDygHFfQizPgRXE6OP7446mvXcfqz1fw8rP/welxc84VP8FXFcZbXYTqdVJx7AiqTxtLfE0Llm3yJ97DwOI3TOAnjOMDVjODResjsfn0xudY+8K8LvG9++67nH322cycOZPZs2dTU1PDxIkTqa+v3/1vlrDPEWf84oy/19owE6c7tLGePpdIk2qJkWyN4Q77CNWU4PR58ET8/OTSi4lGo7zwwgsAWIbJBx+8z1HHHENLS0thAaFMS4zn+l2OmdNZaDfwZ97nT5xCCDcAM1nJs3zGXzgVFQUkUFwOzqy9F3dp97+PpmkSiUS49957Offcc3ftGyPs88QZv9BreSJ+FKeDbCyFqecXO1fdTrwlQcpG1FB54CBCNWUEKotQ3ZtPmpbOZnhy+nQGDx5McXFxYfuKh97F1AywYRXtVBMqJH2AkVSQQaeeeH6DDaZmsOKhd7cYazqdRtd1ioqKdlr7hd5LXNwVei3V7SRQVUSmM5kv4czkQJFxrV8Bq7tk/9JLL+H3568BpFIpKisreemll5Dl/DmUbVksu/f1/OLpQIwMwU2SPlC4HyMDrF8y1LJZeu/rjPzFd5Dkzc/HfvWrX1FVVcWECRN2VvOFXkwkfqFXU91OApVFGDkd27Lz8++4HFvc/5hjjuH+++8HoLOzk7/97W+ccMIJzJ07l0svvZT333sfI52jGC+3cuI2X7+dFL/h1fyddfD5dRFu+sPvu+wzdepUpk+fzrvvvovb7e7mKIKwY0TiFwTYarLflM/nY/DgwYX7//znPwmFQvzjH//gn//8J82LVvPmCVPzFTtACA9f0tHlGHGyhcfCeLiZSYXHvn/qWV32veuuu5g6dSpvvfUWo0aN+lptE4SvEolfEL4BSZKQZZlMJkOfPn0I224WsnGk7iCKeZHPiZMtdPEsoQkPDqoIoiBTvsn+ZTWVhX/fcccd3Hrrrbz++uscfPDBu69Rwj5PJH5B2AG5XK4we2ZnZyf33nsvyWSSk08+GQBvVQRvnwjp+k4gfyG3iiB/5yO+z2hiZHmeRRzLYBx0XTTdW12Etyrf5/+HP/yBG264gSeffJL+/fsXXtPv9xeuMQjC1yWqegRhB7z22mtUVlZSWVnJuHHjmDdvHs8++yxHH300AJIsM2zKJJDz0zHLyFzBkchI3Mpb/J2POIz+nMYBXQ8sSwyfMqlwYff+++9H0zS+973vFV6vsrKSu+66a3c2V9hHiTp+Uccv7GSb1vGzPX9d21HHLwg7kzjjF4SdzFMW4sinLgck6H4dlo2k/P8dNf1nIukLu80uS/y33norhx12GF6vl3A43O0+kiRtdps+fXq3+27Q0dHBD3/4Q4LBIOFwmB//+Mckk8ld0AJB+Pr6nXoIxzx/JYrLUej22YwsobgcHDvjKvqeIi7eCrvPLuvqufHGGwmHw6xbt45p06YRjUY3f3FJ4uGHH+b4448vbAuHw1utVT7hhBNobGzkwQcfRNd1LrjgAg455BCefPLJ7Y5NdPUIu0u2Nc6Kh95l6b2vk163sazTW13E8CmTGHLh0eJMX9jtdnkf/yOPPMIVV1yxxcQ/Y8YMTj311O061tKlSxkxYgTz5s0rlLe99tprnHjiiaxbt46qqqrtOo5I/MLuZlsW6YZO9EQWR8CNtyrS7QhdQdgdevw3b/LkyZSUlHDooYfy0EMPsbXPodmzZxMOh7vUNE+YMAFZlpkzZ84Wn5fL5YjH411ugrA7SbKMr7qY8PA++KqLRdIXelSP1vHfcsstHHvssXi9Xt544w1++tOfkkwm+dnPftbt/k1NTZSVlXXZpqoqRUVFhTrn7tx+++3cfPPNOzV2QRCEvdUOnXZce+213V6Q3fS2bNmy7T7eb3/7Ww4//HDGjBnDr371K375y19y55137nAjtuW6664jFosVbnV1dTv9NQRBEPYWO3TGf/XVV3P++edvdZ+BAwd+7WDGjRvH7373O3K5XLfrjlZUVNDS0tJlm2EYdHR0UFFRscXjulwusY6pIAjCejuU+EtLSwuLTewKCxYsIBKJbDFJjx8/nmg0yvz58xk7diwA77zzDpZlMW7cuF0WlyAIwr5kl/Xx19bW0tHRQW1tLaZpsmDBAgAGDx6M3+/nxRdfpLm5mW9961u43W7efPNNbrvtNq655prCMebOncu5557L22+/TZ8+fRg+fDjHH388F110EQ888AC6rjNlyhTOOuus7a7oEQRB6PXsXeS8886zyQ9Y73KbOXOmbdu2/eqrr9oHHnig7ff7bZ/PZ48ePdp+4IEHbNM0C8eYOXOmDdirV68ubGtvb7fPPvts2+/328Fg0L7gggvsRCKxQ7HFYjEbsGOx2M5oqiAIwl5FzNUj6vgFQehlRDGxIAhCLyMSvyAIQi8jEr8gCEIvIxK/IAhCLyMSvyAIQi8jEr8gCEIvIxK/IAhCLyMSvyAIQi8jEr8gCEIvIxK/IAhCLyMSvyAIQi8jEr8gCEIvIxK/IAhCLyMSvyAIQi8jEr8gCEIvIxK/IAhCLyMSvyAIQi8jEr8gCEIvIxK/IAhCLyMSvyAIQi8jEr8gCEIvIxK/IAhCLyMSvyAIQi8jEr8gCEIvIxK/IAhCLyMSvyAIQi+j9nQAPcG2bQDi8XgPRyIIgrBzBQIBJEna6j69MvEnEgkAampqejgSQRCEnSsWixEMBre6j2RvOP3tRSzLoqGhYbs+Gb+ueDxOTU0NdXV12/wh7OlEW/Zc+1J7RFt2DnHGvwWyLFNdXb1bXisYDO71v8QbiLbsufal9oi27Hri4q4gCEIvIxK/IAhCLyMS/y7icrm48cYbcblcPR3KNybasufal9oj2rL79MqLu4IgCL2ZOOMXBEHoZUTiFwRB6GVE4hcEQehlROIXBEHoZUTiFwRB6GVE4t8Fbr31Vg477DC8Xi/hcLjbfWpraznppJPwer2UlZXxi1/8AsMwdm+g2+m+++6jf//+uN1uxo0bx9y5c3s6pG167733OPnkk6mqqkKSJF544YUuj9u2zQ033EBlZSUej4cJEyawYsWKngl2G26//XYOOeQQAoEAZWVlnHrqqSxfvrzLPtlslsmTJ1NcXIzf7+eMM86gubm5hyLesvvvv59Ro0YVRrSOHz+eV199tfD43tKO7kydOhVJkrjiiisK2/bU9ojEvwtomsaZZ57JZZdd1u3jpmly0kknoWkaH374IY8++iiPPPIIN9xww26OdNuefvpprrrqKm688UY++eQTRo8ezaRJk2hpaenp0LYqlUoxevRo7rvvvm4fv+OOO/jLX/7CAw88wJw5c/D5fEyaNIlsNrubI922WbNmMXnyZD766CPefPNNdF1n4sSJpFKpwj5XXnklL774Is8++yyzZs2ioaGB008/vQej7l51dTVTp05l/vz5fPzxxxx77LGccsopLFmyBNh72vFV8+bN48EHH2TUqFFdtu+x7bGFXebhhx+2Q6HQZttfeeUVW5Zlu6mpqbDt/vvvt4PBoJ3L5XZjhNt26KGH2pMnTy7cN03Trqqqsm+//fYejGrHAPaMGTMK9y3LsisqKuw777yzsC0ajdoul8t+6qmneiDCHdPS0mID9qxZs2zbzsfucDjsZ599trDP0qVLbcCePXt2T4W53SKRiP3Pf/5zr21HIpGwhwwZYr/55pv2UUcdZf/85z+3bXvP/rmIM/4eMHv2bA444ADKy8sL2yZNmkQ8Hi+c+ewJNE1j/vz5TJgwobBNlmUmTJjA7NmzezCyb2b16tU0NTV1aVcoFGLcuHF7RbtisRgARUVFAMyfPx9d17u0Z9iwYfTt23ePbo9pmkyfPp1UKsX48eP32nZMnjyZk046qUvcsGf/XHrl7Jw9rampqUvSBwr3m5qaeiKkbrW1tWGaZrexLlu2rIei+uY2vMfdtWtPev+7Y1kWV1xxBYcffjgjR44E8u1xOp2bXU/aU9uzaNEixo8fTzabxe/3M2PGDEaMGMGCBQv2qnYATJ8+nU8++YR58+Zt9tie/HMRZ/zb6dprr0WSpK3e9uZkKOwdJk+ezOLFi5k+fXpPh/K1DR06lAULFjBnzhwuu+wyzjvvPD7//POeDmuH1dXV8fOf/5wnnngCt9vd0+HsEHHGv52uvvpqzj///K3uM3DgwO06VkVFxWaVMRuu9FdUVHyt+HaFkpISFEXZrAqhubl5j4pzR22Ivbm5mcrKysL25uZmDjzwwB6KatumTJnCSy+9xHvvvddlPYmKigo0TSMajXY5u9xTf05Op5PBgwcDMHbsWObNm8c999zDD37wg72qHfPnz6elpYWDDjqosM00Td577z3uvfdeXn/99T22PeKMfzuVlpYybNiwrd6cTud2HWv8+PEsWrSoS2XMm2++STAYZMSIEbuqCTvM6XQyduxY3n777cI2y7J4++23GT9+fA9G9s0MGDCAioqKLu2Kx+PMmTNnj2yXbdtMmTKFGTNm8M477zBgwIAuj48dOxaHw9GlPcuXL6e2tnaPbM9XWZZFLpfb69px3HHHsWjRIhYsWFC4HXzwwfzwhz8s/HuPbU+PXlreR61du9b+9NNP7Ztvvtn2+/32p59+an/66ad2IpGwbdu2DcOwR44caU+cONFesGCB/dprr9mlpaX2dddd18ORb2769Om2y+WyH3nkEfvzzz+3L774YjscDnepSNoTJRKJwvsO2Hfffbf96aef2mvXrrVt27anTp1qh8Nh+z//+Y+9cOFC+5RTTrEHDBhgZzKZHo58c5dddpkdCoXsd999125sbCzc0ul0YZ9LL73U7tu3r/3OO+/YH3/8sT1+/Hh7/PjxPRh196699lp71qxZ9urVq+2FCxfa1157rS1Jkv3GG2/Ytr33tGNLNq3qse09tz0i8e8C5513ng1sdps5c2ZhnzVr1tgnnHCC7fF47JKSEvvqq6+2dV3vuaC34q9//avdt29f2+l02oceeqj90Ucf9XRI2zRz5sxufwbnnXeebdv5ks7f/va3dnl5ue1yuezjjjvOXr58ec8GvQXdtQOwH3744cI+mUzG/ulPf2pHIhHb6/Xap512mt3Y2NhzQW/BhRdeaPfr1892Op12aWmpfdxxxxWSvm3vPe3Ykq8m/j21PWI+fkEQhF5G9PELgiD0MiLxC4Ig9DIi8QuCIPQyIvELgiD0MiLxC4Ig9DIi8QuCIPQyIvELgiD0MiLxC4Ig9DIi8QuCIPQyIvELgiD0MiLxC4Ig9DL/H5/qNjKBWeuyAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sca.ntssb.show_tree(edge_labels=True, font_size=10)\n", + "sca.plot_data(alpha=.1, zorder=-1, remove_noise=False)" ] }, { diff --git a/scatrex/models/trajectory/node.py b/scatrex/models/trajectory/node.py index a5c872c..e3a251c 100644 --- a/scatrex/models/trajectory/node.py +++ b/scatrex/models/trajectory/node.py @@ -213,13 +213,13 @@ def reset_variational_parameters(self): n_factors = self.node_hyperparams['n_factors'] self.variational_parameters["global"] = { 'factor_weights': {'mean': jnp.array(self.node_hyperparams['factor_variance']/10.*rng.normal(size=(n_factors, 2))), - 'log_std': -2. + jnp.zeros((n_factors, 2))} + 'log_std': jnp.array(-2. + 0.1 * rng.normal(size=(n_factors, 2)))} } if num_data is not None: rng = np.random.default_rng(self.seed+1) self.variational_parameters["local"] = { 'obs_weights': {'mean': jnp.array(self.node_hyperparams['obs_weight_variance']/10.*rng.normal(size=(num_data, n_factors))), - 'log_std': -2. + jnp.zeros((num_data, n_factors))} + 'log_std': jnp.array(-2. + 0.1 * rng.normal(size=(num_data, n_factors)))} } self.obs_weights = self.variational_parameters["local"]["obs_weights"]["mean"] self.factor_weights = self.variational_parameters["global"]["factor_weights"]["mean"] @@ -381,15 +381,21 @@ def get_obs_weights_sample(self): return self.tssb.ntssb.root['node'].root['node'].obs_weights_sample def set_local_sample(self, sample, idx=None): + """ + obs_weights, + """ if idx is None: idx = jnp.arange(self.tssb.ntssb.num_data) - self.tssb.ntssb.root['node'].root['node'].obs_weights_sample = self.tssb.ntssb.root['node'].root['node'].obs_weights_sample.at[:,idx].set(sample) + self.tssb.ntssb.root['node'].root['node'].obs_weights_sample = self.tssb.ntssb.root['node'].root['node'].obs_weights_sample.at[:,idx].set(sample[0]) def get_factor_weights_sample(self): return self.tssb.ntssb.root['node'].root['node'].factor_weights_sample def set_global_sample(self, sample): - self.tssb.ntssb.root['node'].root['node'].factor_weights_sample = jnp.array(sample) + """ + factor_weights, + """ + self.tssb.ntssb.root['node'].root['node'].factor_weights_sample = jnp.array(sample[0]) def get_noise_sample(self, idx): obs_weights = self.get_obs_weights_sample()[:,idx] @@ -447,20 +453,40 @@ def sample_variational_distributions(self, n_samples=10): def sample_locals(self, n_samples, store=True): key = jax.random.PRNGKey(self.seed) key, sample_grad = self.local_sample_and_grad(jnp.arange(self.tssb.ntssb.num_data), key, n_samples=n_samples) - sampled_obs_weights, _ = sample_grad + sample, _ = sample_grad + obs_weights_sample = sample[0] if store: - self.obs_weights_sample = sampled_obs_weights + self.obs_weights_sample = obs_weights_sample else: - return sampled_obs_weights + return [obs_weights_sample] def sample_globals(self, n_samples, store=True): key = jax.random.PRNGKey(self.seed) key, sample_grad = self.global_sample_and_grad(key, n_samples=n_samples) - sampled_factor_weights, _ = sample_grad + sample, _ = sample_grad + factor_weights_sample = sample[0] if store: - self.factor_weights_sample = sampled_factor_weights + self.factor_weights_sample = factor_weights_sample else: - return sampled_factor_weights + return [factor_weights_sample] + + # def sample_locals(self, n_samples, store=True): + # key = jax.random.PRNGKey(self.seed) + # key, sample_grad = self.local_sample_and_grad(jnp.arange(self.tssb.ntssb.num_data), key, n_samples=n_samples) + # sampled_obs_weights, _ = sample_grad + # if store: + # self.obs_weights_sample = sampled_obs_weights + # else: + # return sampled_obs_weights + + # def sample_globals(self, n_samples, store=True): + # key = jax.random.PRNGKey(self.seed) + # key, sample_grad = self.global_sample_and_grad(key, n_samples=n_samples) + # sampled_factor_weights, _ = sample_grad + # if store: + # self.factor_weights_sample = sampled_factor_weights + # else: + # return sampled_factor_weights def sample_kernel(self, n_samples=10, store=True): parent = self.parent() @@ -502,11 +528,11 @@ def _sample_root_kernel(self, n_samples=10, store=True): def compute_global_priors(self): log_std = jnp.log(jnp.sqrt(self.node_hyperparams['factor_variance'])) - return jnp.mean(mc_factor_weights_logp_val_and_grad(self.factor_weights_sample, 0., log_std)[0]) + return jnp.sum(jnp.mean(mc_factor_weights_logp_val_and_grad(self.factor_weights_sample, 0., log_std)[0], axis=0)) def compute_local_priors(self, batch_indices): log_std = jnp.log(jnp.sqrt(self.node_hyperparams['obs_weight_variance'])) - return jnp.mean(mc_obs_weights_logp_val_and_grad(self.obs_weights_sample[:,batch_indices], 0., log_std)[0]) + return jnp.sum(jnp.mean(mc_obs_weights_logp_val_and_grad(self.obs_weights_sample[:,batch_indices], 0., log_std)[0], axis=0)) def compute_global_entropies(self): mean = self.variational_parameters['global']['factor_weights']['mean'] @@ -603,32 +629,42 @@ def local_sample_and_grad(self, idx, key, n_samples): mean = self.variational_parameters['local']['obs_weights']['mean'][idx] log_std = self.variational_parameters['local']['obs_weights']['log_std'][idx] key, *sub_keys = jax.random.split(key, n_samples+1) - return key, mc_sample_obs_weights_val_and_grad(jnp.array(sub_keys), mean, log_std) + obs_weights_sample_grad = mc_sample_obs_weights_val_and_grad(jnp.array(sub_keys), mean, log_std) + + sample = [obs_weights_sample_grad[0]] + grad = [obs_weights_sample_grad[1]] + + return key, (sample, grad) def global_sample_and_grad(self, key, n_samples): """Sample and take gradient of global parameters. Must be root""" mean = self.variational_parameters['global']['factor_weights']['mean'] log_std = self.variational_parameters['global']['factor_weights']['log_std'] key, *sub_keys = jax.random.split(key, n_samples+1) - return key, mc_sample_factor_weights_val_and_grad(jnp.array(sub_keys), mean, log_std) + factor_weights_sample_grad = mc_sample_factor_weights_val_and_grad(jnp.array(sub_keys), mean, log_std) + + sample = [factor_weights_sample_grad[0]] + grad = [factor_weights_sample_grad[1]] + + return key, (sample, grad) def compute_locals_prior_grad(self, sample): log_std = jnp.log(jnp.sqrt(self.node_hyperparams['obs_weight_variance'])) - return mc_obs_weights_logp_val_and_grad(sample, 0., log_std)[1] + return [mc_obs_weights_logp_val_and_grad(sample[0], 0., log_std)[1]] def compute_globals_prior_grad(self, sample): log_std = jnp.log(jnp.sqrt(self.node_hyperparams['factor_variance'])) - return mc_factor_weights_logp_val_and_grad(sample, 0., log_std)[1] + return [mc_factor_weights_logp_val_and_grad(sample[0], 0., log_std)[1]] def compute_locals_entropy_grad(self, idx): mean = self.variational_parameters['local']['obs_weights']['mean'][idx] log_std = self.variational_parameters['local']['obs_weights']['log_std'][idx] - return obs_weights_logq_val_and_grad(mean, log_std)[1] + return [obs_weights_logq_val_and_grad(mean, log_std)[1]] def compute_globals_entropy_grad(self): mean = self.variational_parameters['global']['factor_weights']['mean'] log_std = self.variational_parameters['global']['factor_weights']['log_std'] - return factor_weights_logq_val_and_grad(mean, log_std)[1] + return [factor_weights_logq_val_and_grad(mean, log_std)[1]] def state_sample_and_grad(self, key, n_samples): """Sample and take gradient of state""" @@ -746,7 +782,7 @@ def compute_ll_locals_grad(self, x, idx, weights): psi = self.get_state_sample() locals = self.get_obs_weights_sample()[:,idx] globals = self.get_factor_weights_sample() - return mc_ll_val_and_grad_obs_weights(x, weights, psi, locals, globals, log_std)[1] + return [mc_ll_val_and_grad_obs_weights(x, weights, psi, locals, globals, log_std)[1]] def compute_ll_globals_grad(self, x, idx, weights): """Gradient of logp(x|psi,locals,globals) wrt globals""" @@ -754,7 +790,7 @@ def compute_ll_globals_grad(self, x, idx, weights): psi = self.get_state_sample() locals = self.get_obs_weights_sample()[:,idx] globals = self.get_factor_weights_sample() - return mc_ll_val_and_grad_factor_weights(x, weights, psi, locals, globals, log_std)[1] + return [mc_ll_val_and_grad_factor_weights(x, weights, psi, locals, globals, log_std)[1]] def update_direction_params(self, direction_params_grad, direction_sample_grad, direction_params_entropy_grad, step_size=0.001): mc_grad = jnp.mean(direction_params_grad[0] * direction_sample_grad, axis=0) @@ -788,7 +824,46 @@ def update_state_params(self, state_params_grad, state_sample_grad, state_params loc_log_std_grad = mc_grad + state_params_entropy_grad[1] self.variational_parameters['kernel']['state']['log_std'] += loc_log_std_grad * step_size - def update_local_params(self, idx, local_params_grad, local_sample_grad, local_params_entropy_grad, ent_anneal=1., step_size=0.001): + def initialize_local_opt_states(self, param_names=["obs_weights"]): + states = dict() + if param_names is None: + param_names=["obs_weights"] + if "obs_weights" in param_names: + obs_weights_states = self.initialize_obs_weights_states() + states["obs_weights"] = obs_weights_states + return states + + def initialize_obs_weights_states(self): + n_obs = self.tssb.ntssb.num_data + n_factors = self.node_hyperparams['n_factors'] + m = jnp.zeros((n_obs,n_factors)) + v = jnp.zeros((n_obs,n_factors)) + state1 = (m,v) + m = jnp.zeros((n_obs,n_factors)) + v = jnp.zeros((n_obs,n_factors)) + state2 = (m,v) + states = (state1, state2) + return states + + def update_local_params(self, idx, local_params_grad, local_sample_grad, local_params_entropy_grad, ent_anneal=1., step_size=.001, param_names=["obs_weights"], **kwargs): + if param_names is None: + param_names=["obs_weights"] + if "obs_weights" in param_names: + self.update_obs_weights_params(idx, local_params_grad[0], local_sample_grad[0], local_params_entropy_grad[0], ent_anneal=ent_anneal, step_size=step_size) + + + def update_local_params_adaptive(self, idx, local_params_grad, local_sample_grad, local_params_entropy_grad, i, states, ent_anneal=1., b1=0.9, + b2=0.999, eps=1e-8, step_size=0.001, param_names=["obs_weights"], **kwargs): + if param_names is None: + param_names = ["obs_weights"] + + if "obs_weights" in param_names: + obs_weights_states = self.update_obs_weights_adaptive(idx, local_params_grad[0], local_sample_grad[0], local_params_entropy_grad[0], + i=i, states=states["obs_weights"], b1=b1, b2=b2, eps=eps, step_size=step_size, ent_anneal=ent_anneal) + states["obs_weights"] = obs_weights_states + return states + + def update_obs_weights_params(self, idx, local_params_grad, local_sample_grad, local_params_entropy_grad, ent_anneal=1., step_size=0.001): mc_grad = jnp.mean(local_params_grad[0] * local_sample_grad, axis=0) param_grad = mc_grad + ent_anneal * local_params_entropy_grad[0] new_param = self.variational_parameters['local']['obs_weights']['mean'][idx] + param_grad * step_size @@ -799,16 +874,52 @@ def update_local_params(self, idx, local_params_grad, local_sample_grad, local_p new_param = self.variational_parameters['local']['obs_weights']['log_std'][idx] + param_grad * step_size self.variational_parameters['local']['obs_weights']['log_std'] = self.variational_parameters['local']['obs_weights']['log_std'].at[idx].set(new_param) - def update_global_params(self, global_params_grad, global_sample_grad, global_params_entropy_grad, step_size=0.001): - mc_grad = jnp.mean(global_params_grad[0] * global_sample_grad, axis=0) - param_grad = mc_grad + global_params_entropy_grad[0] - self.variational_parameters['global']['factor_weights']['mean'] += param_grad * step_size + def update_obs_weights_adaptive(self, idx, local_params_grad, local_sample_grad, local_params_entropy_grad, i, states, b1=0.9, + b2=0.999, eps=1e-8, step_size=0.001, ent_anneal=1.): + """ + states are not indexed + """ + mc_grad = jnp.mean(local_params_grad[0] * local_sample_grad, axis=0) + param_grad = mc_grad + ent_anneal * local_params_entropy_grad[0] + + m, v = states[0] + new_m = (1 - b1) * param_grad + b1 * m[idx] # First moment estimate. + new_v = (1 - b2) * jnp.square(param_grad) + b2 * v[idx] # Second moment estimate. + m = m.at[idx].set(new_m) + v = v.at[idx].set(new_v) + mhat = new_m / (1 - jnp.asarray(b1, m.dtype) ** (i + 1)) # Bias correction. + vhat = new_v / (1 - jnp.asarray(b2, m.dtype) ** (i + 1)) + state1 = (m, v) + new_param = self.variational_parameters['local']['obs_weights']['mean'][idx] + step_size * mhat / (jnp.sqrt(vhat) + eps) + self.variational_parameters['local']['obs_weights']['mean'] = self.variational_parameters['local']['obs_weights']['mean'].at[idx].set(new_param) - mc_grad = jnp.mean(global_params_grad[1] * global_sample_grad, axis=0) - param_grad = mc_grad + global_params_entropy_grad[1] - self.variational_parameters['global']['factor_weights']['log_std'] += param_grad * step_size + mc_grad = jnp.mean(local_params_grad[1] * local_sample_grad, axis=0) + param_grad = mc_grad + ent_anneal * local_params_entropy_grad[1] + + m, v = states[1] + new_m = (1 - b1) * param_grad + b1 * m[idx] # First moment estimate. + new_v = (1 - b2) * jnp.square(param_grad) + b2 * v[idx] # Second moment estimate. + m = m.at[idx].set(new_m) + v = v.at[idx].set(new_v) + mhat = new_m / (1 - jnp.asarray(b1, m.dtype) ** (i + 1)) # Bias correction. + vhat = new_v / (1 - jnp.asarray(b2, m.dtype) ** (i + 1)) + state2 = (m, v) + new_param = self.variational_parameters['local']['obs_weights']['log_std'][idx] + step_size * mhat / (jnp.sqrt(vhat) + eps) + self.variational_parameters['local']['obs_weights']['log_std'] = self.variational_parameters['local']['obs_weights']['log_std'].at[idx].set(new_param) - def initialize_global_opt_states(self): + states = (state1, state2) + return states + + def initialize_global_opt_states(self, param_names=["factor_weights"]): + states = dict() + if param_names is None: + param_names=["factor_weights"] + if "factor_weights" in param_names: + factor_weights_states = self.initialize_factor_weights_states() + states["factor_weights"] = factor_weights_states + return states + + def initialize_factor_weights_states(self): n_factors = self.node_hyperparams['n_factors'] m = jnp.zeros((n_factors,self.n_genes)) v = jnp.zeros((n_factors,self.n_genes)) @@ -819,8 +930,35 @@ def initialize_global_opt_states(self): states = (state1, state2) return states + def update_global_params(self, global_params_grad, global_sample_grad, global_params_entropy_grad, step_size=0.001, + param_names=["factor_weights"], **kwargs): + if param_names is None: + param_names=["factor_weights"] + if "factor_weights" in param_names: + self.update_factor_weights_params(global_params_grad[0], global_sample_grad[0], global_params_entropy_grad[0], step_size=step_size) + def update_global_params_adaptive(self, global_params_grad, global_sample_grad, global_params_entropy_grad, i, states, b1=0.9, + b2=0.999, eps=1e-8, step_size=0.001, param_names=["factor_weights"], **kwargs): + if param_names is None: + param_names=["factor_weights"] + if "factor_weights" in param_names: + factor_weights_states = self.update_factor_weights_adaptive(global_params_grad[0], global_sample_grad[0], global_params_entropy_grad[0], + i=i, states=states["factor_weights"], b1=b1, b2=b2, eps=eps, step_size=step_size) + states["factor_weights"] = factor_weights_states + return states + + def update_factor_weights_params(self, global_params_grad, global_sample_grad, global_params_entropy_grad, step_size=0.001): + mc_grad = jnp.mean(global_params_grad[0] * global_sample_grad, axis=0) + param_grad = mc_grad + global_params_entropy_grad[0] + self.variational_parameters['global']['factor_weights']['mean'] += param_grad * step_size + + mc_grad = jnp.mean(global_params_grad[1] * global_sample_grad, axis=0) + param_grad = mc_grad + global_params_entropy_grad[1] + self.variational_parameters['global']['factor_weights']['log_std'] += param_grad * step_size + + def update_factor_weights_adaptive(self, global_params_grad, global_sample_grad, global_params_entropy_grad, i, states, b1=0.9, b2=0.999, eps=1e-8, step_size=0.001): + mc_grad = jnp.mean(global_params_grad[0] * global_sample_grad, axis=0) param_grad = mc_grad + global_params_entropy_grad[0] @@ -832,7 +970,6 @@ def update_global_params_adaptive(self, global_params_grad, global_sample_grad, state1 = (m, v) self.variational_parameters['global']['factor_weights']['mean'] += step_size * mhat / (jnp.sqrt(vhat) + eps) - mc_grad = jnp.mean(global_params_grad[1] * global_sample_grad, axis=0) param_grad = mc_grad + global_params_entropy_grad[1] diff --git a/scatrex/models/trajectory/node_opt.py b/scatrex/models/trajectory/node_opt.py index b3685c8..e5091b6 100644 --- a/scatrex/models/trajectory/node_opt.py +++ b/scatrex/models/trajectory/node_opt.py @@ -89,8 +89,9 @@ def sample_factor_weights(key, mu, log_std): # KxG @jax.jit def obs_weights_logp(sample, mean, log_std): # single sample, NxK - return jnp.sum(tfd.Normal(mean, jnp.exp(log_std)).log_prob(sample)) # sum across obs and dimensions -obs_weights_logp_val_and_grad = jax.jit(jax.value_and_grad(obs_weights_logp, argnums=0)) # Take grad wrt to sample (NxK) + return tfd.Normal(mean, jnp.exp(log_std)).log_prob(sample) # sum across obs and dimensions +univ_obs_weights_logp_val_and_grad = jax.jit(jax.value_and_grad(obs_weights_logp, argnums=0)) # Take grad wrt to sample (Nx1) +obs_weights_logp_val_and_grad = jax.jit(jax.vmap(jax.vmap(univ_obs_weights_logp_val_and_grad, in_axes=(0, None, None)), in_axes=(0,None,None))) # Take grad wrt to sample (NxK) mc_obs_weights_logp_val_and_grad = jax.jit(jax.vmap(obs_weights_logp_val_and_grad, in_axes=(0,None,None))) # Multiple sample value_and_grad: SxNxK @jax.jit diff --git a/scatrex/ntssb/ntssb.py b/scatrex/ntssb/ntssb.py index fd6a2a5..f99dc6a 100644 --- a/scatrex/ntssb/ntssb.py +++ b/scatrex/ntssb/ntssb.py @@ -1347,7 +1347,7 @@ def learn_model(self, n_epochs, seed=42, memoized=True, update_roots=True, updat local_states = self.update_local_params(subkey, batch_idx=batch_idx, adaptive=adaptive, states=local_states, i=it, param_names=locals_names, update_globals=update_globals, **kwargs) if memoized: - self.update_sufficient_statistics(batch_idx=batch_idx) + self.update_sufficient_statistics(batch_idx=batch_idx) self.update_node_params(subkey, i=it, adaptive=adaptive, memoized=memoized, **kwargs) if update_roots: self.update_root_node_params(subkey, memoized=memoized, batch_idx=batch_idx, adaptive=adaptive, i=it, **kwargs) @@ -1479,11 +1479,8 @@ def descend(root, local_grads=None): sum_E_log_1_psi += E_log_1_psi # Go down - child_log_probs, child_local_grads = descend(child, local_grads=local_grads) + child_log_probs, _ = descend(child, local_grads=local_grads) logqs.extend(child_log_probs) - if child_local_grads is not None: - for ii, grads in enumerate(list(child_local_grads)): - local_grads[ii] += grads return logqs, local_grads # batch-sized diff --git a/scatrex/ntssb/search.py b/scatrex/ntssb/search.py index 0b17882..e7baa98 100644 --- a/scatrex/ntssb/search.py +++ b/scatrex/ntssb/search.py @@ -375,6 +375,7 @@ def merge(self, key, moves_per_tssb=1, memoized=True, update_globals=False, n_ep self.proposed_tree = deepcopy(self.tree) def prune_reattach(self, key, proposed_tssb, tssb, n_tries=5, memoized=True, update_names=True, **learn_kwargs): + # TODO: instead of sampling target uniformly, sample proportionally to similarity of node states. I can pre-compute this and re-use it for sampling, so it only adds a small offset O(n^2) to the beginning of the MCMC! changed = False accepted = False if tssb.n_nodes > 1: diff --git a/scatrex/ntssb/tssb.py b/scatrex/ntssb/tssb.py index 39fc82a..4497aee 100644 --- a/scatrex/ntssb/tssb.py +++ b/scatrex/ntssb/tssb.py @@ -809,11 +809,11 @@ def descend(root, local_grads=None): sum_E_log_1_psi += E_log_1_psi # Go down - child_log_probs, child_local_param_grads = descend(child, local_grads=local_grads) + child_log_probs, _ = descend(child, local_grads=local_grads) logqs.extend(child_log_probs) - if child_local_param_grads is not None: - for i, grads in enumerate(list(child_local_param_grads)): - local_grads[i] += grads + # if child_local_param_grads is not None: + # for i, grads in enumerate(list(child_local_param_grads)): + # local_grads[i] += grads # local_grads += child_local_param_grads return logqs, local_grads diff --git a/scatrex/plotting/scatterplot.py b/scatrex/plotting/scatterplot.py index 79bb60a..e8e5a47 100644 --- a/scatrex/plotting/scatterplot.py +++ b/scatrex/plotting/scatterplot.py @@ -29,7 +29,7 @@ def sub_descend(sub_root, graph): graph.add_edge(parent, child, alpha=prob, ls='--') nx.draw_networkx_edges(graph, pos, edgelist=[(parent, child)], edge_color=sub_root['color'], alpha=prob, style='--') if edge_labels and prob > 0.01: - nx.draw_networkx_edge_labels(graph, pos, font_color=sub_root['color'], edge_labels={(parent, child):f"{prob:.3f}"}, font_size=int(font_size/2), alpha=float(prob)) + nx.draw_networkx_edge_labels(graph, pos, font_color=sub_root['color'], edge_labels={(parent, child):f"{prob:.3f}"}, font_size=int(font_size/2), alpha=float(prob), bbox=dict(alpha=0)) for child in sub_root['children']: sub_descend(child, graph) @@ -83,7 +83,7 @@ def plot_tree(tree, G = None, param_key='param', data=None, labels=True, alpha=0 nx.draw_networkx_edges(G, pos, edgelist=[(parent, node)], edge_color=tree_dict[parent]['color'], alpha=parent_probs.loc[node, parent]*alpha, **edge_options) if edge_labels and parent_probs.loc[node, parent] > 0.01: nx.draw_networkx_edge_labels(G, pos, edge_labels={(parent, node):f'{parent_probs.loc[node, parent]:.3f}'}, font_color=tree_dict[parent]['color'], - font_size=int(font_size/2), alpha=parent_probs.loc[node, parent]*alpha) + font_size=int(font_size/2), alpha=parent_probs.loc[node, parent]*alpha, bbox=dict(alpha=0)) else: parent = tree_dict[node]['parent'] G.add_edge(parent, node)