{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GFS Machine Learning\n", "## Lars Bogner, inf(19/20), Fr. Rupf" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [], "source": [ "import ML_GFS_lib\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [], "source": [ "fit_func = ML_GFS_lib.FunktionAnlegen()\n", "knn = ML_GFS_lib.NearestNeighbour()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Zuerst ein kNearestNeighbour Modell, welches mithilfe zufällig erstellter Daten 'trainiert' wurde.\n", "Die Daten sehen wie folgt aus: (x*y>.25:Blau else: Rot)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "knn.plot_daten()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nun werden zufällige Punkte ausgewählt und mit den k nächsten Punkten verglichen -> Einschätzung der Farbe des Modells" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "knn.test()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Das zweite Beispiel: Das Anlegen einer Funktion\n", "Hierfür werden Punkte auf einer Parabel gewählt und gespeichert, jedoch haben sie ein zusätzl. Rauschen\n", "\n", "Die Punkte sehen wie folgt aus" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fit_func.plot_daten()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nun wird mithilfe von Polynomen eine ganzrat. Funktion vom Grad n angelegt" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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Gb5TPLP5iKqOeyve2+VLWKZauOPXsX8QBAAAAAIDhYdqUllQa6tLc8EBO2Xpm7nyqKdPv/WQ+MWWnstMARgxDHIBh7K2vmZLju6dlj7G35kvNpySppdJQl2lTWspOAwAAAAAABlh7a3O+2v7KnPGKL6ehWJbPLP5iPt2+b9pbm8tOAxgx6ssOAGDN6f/F+v35wRV35b3jzsrd2THbtk33CzcAAAAAAAxHtVr+6cn/SEb/OTnolzmv+dCyiwBGHEMcgGGuvbU52eOM5JKHc2zx3WTC1CSGOAAAAAAAMOzcfFJy13nJ7l9KjHAASuHRVAAjQTEq2e9HyQYtyWVvTx67o+wiAAAAAABgIHXPSa4/IdnyrcnO08uuARixDHEARoqG9ZMDL0yW9yV/eHOy7PGyiwAAAAAAgIHw6G3JZe9MNtwl2ffMpCjKLgIYsQxxAEaS9V+ZtJ2fPLwgufLIpFYruwgAAAAAAFgdvY8mf3hT/93xD7wwaViv7CKAEc0QB2CkaZqS7D4jWfST5Oavll0DAAAAAAD8vWrLkyuOSB65Jdn/p8l625ZdBDDiGeIAjEQ7TUu2Piy5bnrSfVHZNQAAAAAAwN/jxi8k93QkrSclmx9cdg0AMcQBGJmKItnnB8lGe/Q/M/bhW8ouAgAAAAAAXo5FP08WfC7Z9oik5WNl1wDwNEMcgJGqfmxyYEdSNyb5wz8nS5eUXQQAAAAAALwUS67rfyTVxvsme3+v/wJcAAYFQxyAkWzdrZIDZieP35lc+o5k+bKyiwAAAAAAgL/lyQeS378pGb1RcuDs/gtuARg0DHEARrrxbcle303u+03S+YmyawAAAAAAgBfStzS55C3JUw8kB12YVCaUXQTAc9SXHQDAIPCK9yQ9C5KF30gaJyavOLLsIgAAAAAA4NlqtWTeh5IHL03azk/GvarsIgBWwR1xAOjXOiuZMCW55oPJA5eWXQMAAAAAADzbn76d/Pn0ZJdPJVu/o+waAF6AIQ4A/UbV9y/o1902uWRq8vj/Z+9OA+usC7QP36dp2h6gkLKbsBXB4FI1UkAo0FLAgIDEuo4iiIPLiDqjToQosipFI6OjuPGiguKuNSqoYSlQQLZCgIBQkc2SsEMKhVOapuf9UOlYKSCS9slyXV9snnNof59Meno//+fuoosAAAAAAIAkuff85LqPJ1scnLz6xKJrAHgOhjgA/J9xdcn03yTLlyaXHJz0Ly66CAAAAAAARrfHbksue3uy/iuSXX+QlPwTL8BQ5v+lAVjV+o3JtJ8mi7qTK9+bVJcXXQQAAAAAAKPT0kXJvDclY2py3sanZ9qp12Ty0edm2ilz09HVU3QdAKthiANAkqSjqyfTTpm74gf479eme5PPJgt/mXQ74hIAAAAAANa65QPJ5e9MHv9LLt3sW/nPcxalp6+SapKevkra5nQb4wAMQYY4AKSjqydtc7pX+QH+7Zfskrs3eEdy0wnJX39edCIAAAAAAIwuNxyd3PuHZOppOfqyDVPpH1jl5Ur/QNo7FxQUB8CzMcQBIO2dC1bzA/zyHNb93mTj3ZIrDkse6SomDgAAAAAARps7zkpu+VKy/YeT7T+Y3r7Kat/2bNcBKI4hDgDP+oP63X0DyR5zkvEbJ/MOTir3r+UyAAAAAAAYZR66Mrn6A8lmeyU7fiVJUl9XXu1bn+06AMUxxAHguX+AL2+W7Pnr5KmHk0tnJQNPreU6AAAAAAAYJZ68J5nXkqyzRbL7z5MxtUmS1ubGlGtrVnlrubYmrc2NRVQC8BwMcQB4/h/gN2xKdj0zeeiPyTX/kVSraz8SAAAAAABGoI6unkw7ZW5e3vbL3PrTvdO/9Ilkz98k4zda+Z6WpobMnjUlDXXllJI01JUze9aUtDQ1FBcOwGqNLToAgOI9/YN6e+eC9PZVUl9XTmtz46o/wG/1tuRVxyY3nZjUTUl2+HhBtQAAAAAAMDJ0dPWkbU53Kv3L8tWtvpqXjbstR959bJrvrEtL06rvbWlqMLwBGAYMcQBI8k/+AD/luGTRzale99/5xB+WpuO+V61+tAMAAAAAADyv9s4FqfQP5MhNf5Y31c3LF+49LL9/dKfc2LnA5+4Aw5RHUwHwzyuNyW/XmZ1bl2yTEzY6KZPH35Oevkra5nSno6un6DoAAAAAABhWevsqaV7/j2nd/Af51aMz8s0H37ryOgDDkyEOAC/IKecvzBF3HpOl1bE5Y5sTs0HN46n0D6S9c0HRaQAAAAAAMKxM3+SefHmrU9P1RGOOvuejSUpJkvq6crFhAPzLDHEAeEF6+yrp6d80H7zrM2mofSDf3Hp2xmaZdT4AAAAAAPydjq6eTDtlbiYffW6mnTL3mSfLV+7NN7Y8IX0D6+cDdx+Tp6rjkyTl2pq0NjcWUAzAYDDEAeAFeXqFf+2Tr8hR9/xndlvvxpzY8M3U100ouAwAAAAAAIaGjq6etM3pTk9fJdUkPX2VtM3p/r8xzrJKcsnBWSeP5daX/TDj1qtPKUlDXTmzZ01JS1NDkfkAvAhjiw4AYHhpbW5M25zuVPoH0tG3V7YbvzAf2exnmfLy1yfZe5X3dnT1pL1zQXr7KqmvK6e1udFfHgAAAAAAGPHaOxek0j+wyrVK/0DaOxek5bUvSa58b/LI/GTPX2XmFvtm5q7FdAIw+JyIA8AL0tLUkNmzpqShrpxSkp889f70THxjpjxwYtJz7sr3Pe/aHwAAAAAARqjevsqzX+8+Mfnrz5LXnpJscfBaLgNgTXMiDgAvWEtTw6on2yzbNTl/z+TydyZv+GNSN+W51/5OxQEAAAAAYASrryunZzVjnPfUX5Hc9Plk28OTl7cWUAbAmuZEHABevLHrJtN/k9Sun1xyULLkgede+wMAAAAAwAjW2tyYcm3NKtd2mXhbjtvkS8kmeyQ7fTMplQqqA2BNMsQBYHCs07BijLPkgWReS7apq1nt2+rryms5DAAAAAAA1q6WpobMnjUlDXXllJK8bqNa4dnVAAAgAElEQVTHctZ2J6dmnfpkjzlJzfiiEwFYQzyaCoDBs+GOya7fTy57W77/qtPzhqven0r/8pUvl2tr0trcWGAgAAAAAACsHS1NDWlpakj6Fyfn75488VQy4+JkwsZFpwGwBjkRB4DBtdVbk1d/Lls+9qv8cs9LVq79G+rKmT1ryoq/dAAAAAAAwGhQXZ5ccUiyqDuZ9tNkg1cUXQTAGuZEHAAG3ys/nTx2S15x1xdy+bt2SrZ6S9FFAAAAAACw9l3fltzz62TH/03q9yu6BoC1wIk4AAy+UinZ5Yxk412TK96TPHJt0UUAAAAAALB23XFmcssXk+0+lLzso0XXALCWGOIAsGbUTEj2+FUyfpPkkjclT/YUXQQAAAAAAGvHA5cmV38g2WzvZOpXV9zACsCoYIgDwJpT3iyZcU7S/1gy7+Bk2ZNFFwEAAAAAwJq1+I7k0jcn605O9vh5Mqa26CIA1iJDHADWrLopybQfJ49cl1xxaFJdXnQRAAAAAACsGUsXJRcfuOKz8OnnJOMmFV0EwFpmiAPAmtdwYNL0pWThL5Mbjy26BgAAAAAABt/yZcnl70gevy3Z45fJ+tsXXQRAAcYWHQDAKLHDx5PHbklu/nyy/g7J5EOKLgIAAAAAgMFz3SeSezuTnU9PNtur6BoACuJEHADWjlIpmfr1ZNMZyVX/njx4edFFAAAAAAAwOBaclvz5a0njx5Pt3l90DQAFMsQBYO2pGbfiOM51t07mtSSP3150EQAAAAAAvDg95ybX/WfS8Kakqb3oGgAKZogDwNo1fsNk+rlJdXlyyQHJ0keLLgIAAAAAgH/Nozckl78zqXttstsPkzE1RRcBUDBDHADWvvW3T/bsSBbfmcyblQwsLboIAAAAAAD+KR1dPZl2ytzscsz3c/9v982TmZhM/21Su17RaQAMAYY4ABRj0z2SXb6bPHBxcvUHkmq16CIAAAAAAHhOHV09aZvTnUcWPZoztjkx65YW511/PiYdC3zGDcAKhjgAFGfyu5Mpxyd3npXcfHLRNQAAAAAA8JzaOxfkqf6l+epW7XlF+c585K+fyvWLt05754Ki0wAYIsYWHQDAKPeqY5PH/5LceEwycbtk63cUXQQAAAAAAKvV21fJZ17y3ey7wVU5tueDufjxnVZeB4DEEAeAopVKyS5nJE/cnVxxWLLOlskmuxVdBQAAAAAAz/DhLc7PERv+Ot976KB8/+GDVl6vrysXWAXAUOLRVAAUr2Z8suevknW3SuYdnDx+e9FFAAAAAACwqt4/5JMbnpaLHt85J/UesfJyubYmrc2NBYYBMJQY4gAwNIzfKJl+blJdnlxyQLL00aKLAAAAAABghb7u5LK3Z8ykKVk89Qd5Sd16KSVpqCtn9qwpaWlqKLoQgCGiVK1Wi25YaerUqdX58+cXnQHAWtbR1ZP2zgXp7atk/81uy2mbfSpjNts9mfGHpGZc0XkAAAAAAIxmlXuTzl2S6kDSfFWyzhZFFwFQsFKpdG21Wp26uteciANAoTq6etI2pzs9fZVUk/zu/u1zdM9/JfdflFzzoWQIDUYBAAAAABhllj2RXPKmZOkjyfRzjHAAeF6GOAAUqr1zQSr9A6tc+9nD0/OdRYcmd3wv+dMpBZUBAAAAADCqLR9I/nhI8uh1yW4/TjZsKroIgGHAEAeAQvX2VVZ7/XN3vy3Z5t3JDZ9O7v7pWq4CAAAAAGDUu/6o5J6O5HVfTrY4qOgaAIYJQxwAClVfV36W6+sku3wn2WT35IrDkgevWMtlAAAAAACMWrd9O7n11ORlH0kaP1Z0DQDDiCEOAIVqbW5MubZmlWvl2pq0NjcmNeOTPX614pm78w5OFt9RUCUAAAAAAKNGb2cy/8ik/o0rTsMBgBfAEAeAQrU0NWT2rClpqCunlKShrpzZs6akpalhxRsmbJzM+F1SXZZcfECy9NFCewEAAAAAGMH6bkouf3uywauSaT9JxowtugiAYaZUrVaLblhp6tSp1fnz5xedAcBQ9MC8ZO4+Kx5VNeMPSc24oosAAAAAABhJnuxNznt9Uh1I3nBlsu6WRRcBMESVSqVrq9Xq1NW95kQcAIaHTfdMdvlOcv9FyVVHJENoSAoAAAAAwDDX/3j6fv+GPLn4obzxhqMz7Wu3paOrp+gqAIYhZ6kBMHxMfk/yxN3JjZ9N1pucvPqEoosAAAAAABjulvfn/t+9KRstuSXvu+u4/GnJtsmSStrmdCdJWpoaCg4EYDhxIg4Aw0ZHV0+mnbNrfvrIG5KbTsx1F51adBIAAAAAAMNZtZpc8+Fs9sTF+UzPkZm3eMeVL1X6B9LeuaDAOACGI0McAIaFjq6etM3pTk/fknzmng9n3uNNeXXvp/LHS39YdBoAAAAAAMPVn2Ynt5+R0+5/R376SPMzXu7tqxQQBcBwZogDwLDQ3rkglf6BJMmyjM2H727Ln5dsndfe/f7k0RsKrgMAAAAAYNi584fJDZ9JtjkkP37q/at9S31deS1HATDcGeIAMCz8410Hi5evk8PvPC59y9ZNLj4gefKegsoAAAAAABh27r8ouerwZNMZyS7fSWvzDinX1qzylnJtTVqbG4vpA2DYMsQBYFhY3V0H9y/bOEc9PDtZ9nhy8RuTpYsKKAMAAAAAYFhZ9Kdk3puTidsne85Jasalpakhs2dNSUNdOaUkDXXlzJ41JS1NDUXXAjDMjC06AAD+Ga3NjWmb073y8VTJirsR3jJz/+Ql2yQX7Z9c9tZk+rlJzbjiQgEAAAAAGLoq9664sbOmnMz4XTJu0sqXWpoaDG8AeNGciAPAsPCcdyNsvk+yyxnJfRckV38gqVaLzgUAAAAAYKjpX5xcfGDy1EPJjHOSdbcuugiAEciJOAAMG895N8K2hyVP3JV0H5+sNzmZctzaTAMAAAAAYChbviy5/J1J3/XJnr9NNtyx6CIARihDHABGjlcd+39jnHW3TrZ9b8FBAAAAAAAUrlpN5n806T032elbScMbiy4CYAQzxAFg5CiVkp1PzwP335ENrzgih//ontwxdre0Njd6ri8AAAAAwGh1S3vyl28lrzgq2f6DRdcAMMKNKToAAAZTxw0P5I3XfSy3Ldky39j65Exc8qe0zelOR1dP0WkAAAAAAKxl11z8jeT6o/Kbvj2z+x/28VkxAGucIQ4AI0p754I89NSEHH7X8Vk8sE6+t83x2SD3p71zQdFpAAAAAACsRZdePievuec/c9XiV+a/F3489/Q95cZNANY4QxwARpTevkqS5L7+jfO+u47LejVP5nvbHJ/HHnu44DIAAAAAANaaRbfmNXe8NwuXbp4P3H1MllZrkySV/gE3bgKwRhniADCi1NeVV/76liXb5sN3t2W7CQvznZd+IVneX2AZAAAAAABrReW+5OL9s3R5TQ678/gsGpi4ystP39AJAGuCIQ4AI0prc2PKtTUrv7508ety3L0fy87la5Or3p9UqwXWAQAAAACwRvU/nlz8xmTJAznq4c/nnv7Nn/GWv7+hEwAGmyEOACNKS1NDZs+akoa6ckpJGurK2XnvTyZTTkjuPCu58ZiiEwEAAAAAWBMGliaXvjXpuzHZ4xc5aK+DV7lxM0nKtTVpbW4sKBCA0WBs0QEAMNhamhrS0tSw6sXqZ5Mn70luPjkpNyQv+3AxcQAAAAAADL5qNbnqiOS+85JdvpvU75+W+hUvtXcuSG9fJfV15bQ2Nz7z82MAGESGOACMDqVSstM3kiX3JfM/kpRfkmz55qKrAAAAAAAYDDd8JrnrB8mrT0peevjKy6u9cRMA1iBDHABGjzFjk2k/SS6cmfzxXcnMC5JNphVdBQAAAADAC9TR1bPypJuPbtGZT2z4tWS7Dyav/EzRaQCMcmOKDgCAtWrsOsn0c5J1tkouOShZdEvRRQAAAAAAvAAdXT1pm9Odnr5K3rD+H/Nfk07LhY+/Pr8e27bidHQAKJAhDgCjz4SNk73+kIwZl1y0X/Jkb9FFAAAAAAD8k9o7F6TSP5Cp69ycr27VnuuffFmOvOu/88Xzbi86DQAMcQAYpdabnMz4XbL0keTi/ZOli4ouAgAAAADgn9DbV8l24/+aM7Y5Kff0b5p/v+vYLKlOSG9fpeg0ADDEAWD06rh7s/xX72fT/+jNufbsGfnNtXcUnQQAAAAAwPN49UaLc9bk49JfHZvD7jghjw5skCSprysXXAYAhjgAjFJPP0O4475X5lML/zM7Trg+NVe/Lx3XLSw6DQAAAACAZ7N0Ub6/7Qmpq1mc9951fO7p3zxJUq6tSWtzY8FxAGCIA8Ao9fQzhJPkV30zc8q9780BG1ySJ6/+ZMFlAAAAAACs1sBTyaVvzgZLb8v125yRvvFTUkrSUFfO7FlT0tLUUHQhAGRs0QEAUIR/fFbwtx58SzarfTiHb/zz5NYvJzt8vKAyAAAAAACeobo8ufLw5P6Lkl2/n2mT35XL9yg6CgCeyYk4AIxKz3xWcCkn9R6Ri57cI7nuE8ndPy2kCwAAAACA1bj+qOTuHyevmZ1Mfk/RNQDwrJyIA8Co1NrcmLY53SsfT5Uk42vH5fGm7yWPHJ5ccWgyYdNks73S0dWT9s4F6e2rpL6unNbmRkecAgAAAACsAav9PLb88+SWLyUv+0jyiqOKTgSA52SIA8Co9PSQ5h//QvempoZk6a+T83dP5rVk7ha/SNvvBlYOdnr6Kmmb073K7wEAAAAAwIvX0dWzyg2UPX2VXHL+13PwFqektOWs5HVfSUqlgisB4LmVqtVq0Q0rTZ06tTp//vyiMwAgeWJhct6uefDxJTn4tvb09m+6yssNdeVcfvTMguIAAAAAAEaeaafMTU9fZeXXu657Y86cfGxuXbpDXnPo1cnYcoF1APB/SqXStdVqderqXhuztmMAYFhYd8tkr99nfGlJzpp8XOpqHlvl5d6/+8sgAAAAAAAv3t9/7vrKCbfn9G1Oyt1L63PY7Z8xwgFg2DDEAYBnUzclbQ+dlK3G3ZfvbnNCyqUlK1+qr/OXPgAAAACAwfT0565bjbs3Z04+Lo8NrJdD7zwx607c9Hn+SwAYOgxxAOA57Dvj7fnv3qPymnVuyze2np2xWZZybU1amxuLTgMAAAAAGFFamxuz5YRF+cHkz2ZsaSCH3nliFmUzn8cCMKyMLToAAIaylqaGJB9K+2VP5uiN/ienvfS0LNnxu3+7DgAAAADAYGl51cTMuOPkjK/05V23fz5Lyi/L7OZGn8cCMKwY4gDA82hpakiaTk1u2jD73XhMkq8k1S8lpVLRaQAAAAAAI8PAkmReS+qWLkhm/ja/OmS/oosA4F9iiAMA/6xXfjpZcn9y6/8kEzZLXvGpoosAAAAAAIa/5QPJHw9J7r8o2fXspN4IB4DhyxAHAP5ZpVKy41eSpx5Mrj8qmbBpsu17V3lLR1dP2jsXpLevkvq6clodmwoAAAAA8Oyq1WT+R5KFv0xe9z/J5HcXXQQAL4ohDgC8EKUxyevPSp56OLnqiGTcRskWByVZMcJpm9OdSv9AkqSnr5K2Od1JYowDAAAAALA63Sckf/lW8oqjkh0+XnQNALxoY4oOAIBhp2Zcsscvk0lNyeVvTx64LEnS3rlg5QjnaZX+gbR3LiiiEgAAAABgaLvtm8lNJyTbHp68ZnbRNQAwKAxxAOBfUTsxmfG7ZJ2tkksOSvq609tXWe1bn+06AAAAAMCo9ddfJNccmdQfmOx8elIqFV0EAIPCEAcA/lUTNklmnpeMXSe5aL80bfTYat9WX1dey2EAAAAAAENLR1dPpp0yN5OPPjcf/fKpGbj83ckmuyW7/zQZM7boPAAYNIY4APBirLt1sldnsuzJnDX5mNRPeHyVl8u1NWltbiwoDgAAAACgeB1dPWmb052evkpeMeH2nLzxZ3NH5SU5d9K3V9zoCAAjiCEOALxYda9Kpv82Ewd6c+6rT8n2k6opJWmoK2f2rClpaWoouhAAAAAAoDDtnQtS6R/I1uN6c+bk47JoYL0ccscJOfmC+4tOA4BB55w3ABgMm+6eTPtZJl365py/0/8m089NasYVXQUAAAAAULjevko2Gftovj/52NSUluewO07M/cs2TqmvUnQaAAw6J+IAwGDZ4qBk5/+X3HdBcuVhSXV50UUAAAAAAIXbftJAzpp8bDYe25fD7zwutz+1ZZKkvq5ccBkADD4n4gDAYHrp4clTDybXH5WM3yTZ8X+TUqnoKgAAAACAYiyr5EeNJ2eDJ/6a9915XG6oNCZJyrU1aW1uLDgOAAafIQ4ADLaXtyZL7k9u/Z9k/MbJlGOLLgIAAAAAWCM6unrS3rkgvX2V1NeV09rcmJamhhUvLu9PLnt7Nn7y6lzTcFruWLhDSlnN+wBgBDHEAYDBViolTe3JUw8n3ccl4zZMGj9SdBUAAAAAwKDq6OpJ25zuVPoHkiQ9fZW0zelOkrS89iXJle9Les9Jdvpmdtr+Q7l8RoGxALCWGOIAwJpQGpPsckbS35dc+9FkXF0y+ZCiqwAAAAAABk1754KVI5ynVfoH0t55a1oGvpDcdXbyms8n23+ooEIAWPvGFB0AACPWmLHJtJ8km+2VXPne5J7fFl0EAAAAADBoevsqq73+tvHfSf78tWSHTyavaFvLVQBQLEMcAFiTaiYke/46mfS65LK3JfdfXHQRAAAAAMCgqK8rP+Pa4Rv9Ov+12Y+Tbd+XNLUnpVIBZQBQHEMcAFjTaicmM36XrLdtcsmbkkeuLboIAAAAAOBFa21uTLm2ZuXXs+ouzHEN/y+9E/dPdv62EQ4Ao5IhDgCsDRM2Tmael4zfMLlov2TRrUUXAQAAAAC8KC1NDZk9a0oa6sp5w/pX5otb/m8eWGf31L/xV8mYsUXnAUAhDHEAYG1ZZ4tkr/OT0pjkon2TJ/5adBEAAAAAwIvS0tSQyw8v5fRt2zN246nZ9IDfJzXji84CgMIY4gDA2rT+9sle5yX9jydz902WPFB0EQAAAADAv+7h+cklb0omvjSZ8bukdr2iiwCgUIY4ALC2TXpN5tWfmSWL7s5NP9wtb/jCb9LR1VN0FQAAAADAC7PoluTi/ZLxG6+4AXH8RkUXAUDhDHEAYC3r6OrJB/8wIR+869N52fi7c9KkT+f4X803xgEAAAAAho8n7k4uekNSGpvMPD9Zp6HoIgAYEgxxAGAta+9ckEr/QC5ZvGM+sfAT2WndP+XU+s/nfzpvLjoNAAAAAOD5LXkgmbtv0r94xUk4E7cruggAhoyxRQcAwGjT21dZ+etzFu2Z9XueyMlbfD2LB05OqvskJTtZAAAAAGCIWroouag5efKeZOYFyaRXF10EAEOKIQ4ArGX1deX0/N0Y50eP7J8NahbnqJeclcz/aDL1tKRUSrLiMVbtnQvS21dJfV05rc2NaWlyxCsAAAAAUIBlTyaXHJQsujnZ8zfJJrsVXQQAQ45b7gFgLWttbky5tmaVa2f2vSO3bfih5LZvJDcem2TFCKdtTnd6+iqpJunpq6RtTnc6unoKqAYAAAAARrWBpcllb0sevCzZ9QdJ/X5FFwHAkOREHABYy54+0eYfT7rZ/rX7JVf3Jzd/LhlXl/bOplT6B1b5byv9A2nvXOBUHAAAAABg7Vm+LLnikKT3d8nO3062fkfRRQAwZBniAEABWpoaVj+m2enbSf9jSdd/Z/qYj+RHeeZdJb1/91grAAAAAIA1oaOrJ+2dC3Jv3xP52rZfzwHrdSZNpybbfaDoNAAY0gxxAGAoGVOT7Hp2suyJfK769Ty5fHw6+vZa5S31deWC4gAAAACA0aCjqydtc7pT6V+W4+tPzwHrdeZrDx6SLZe8Iy1FxwHAEDem6AAA4B/UjEt2/0UeXnfXfGnLL6d5/T+ufKlcW5PW5sYC4wAAAACAka69c0Eq/QNp3fz7ee/G5+T0B9+cU+99R9o7FxSdBgBDniEOAAxFY8vZ5IA/5LF1Xpuvbd2e6etdm4a6cmbPmrL6R1oBAAAAAAyS3r5KPrzJz3Lkpj/PDx/eLyff+74kpfT2VYpOA4Ahz6OpAGCoqp2YDQ+4ILlwZs4ae0qy1x+STY1wAAAAAIA162Nb/CEf3/D7+dWjM3JMz4eTlJIk9XXlYsMAYBhwIg4ADGXjJiV7dSbrbp1cfGDy8DVFFwEAAAAAI9nt38vHNzwtFzy+a/574cdT/ds/J5Zra9La3FhwHAAMfYY4ADDUTdg0mXlBMn7j5KLmpK+76CIAAAAAYCT668+Tq49INn9Dnpx6djavWy+lJA115cyeNSUtTU7sBoDnU6pWq0U3rDR16tTq/Pnzi84AgKFp8Z3J+bsn1YFkn3nJ+i8ruggAAAAAGGY6unrS3rkgvX2V1NeV09rcuGJg03NuMq8l2fj1K07pHrtO0akAMGSVSqVrq9Xq1NW95kQcABgu1puczLwwqS5P5u6TPHF30UUAAAAAwDDS0dWTtjnd6emrpJqkp6+StjndueyynyWXviWZ9Jpk+jlGOADwIhjiAMBwssEOyczzkv7Hkwv3Tir3Fl0EAAAAAAwT7Z0LUukfWOXaDrU353V3HZZM3G7FSTjjNiioDgBGBkMcABhuJr022ev3yZL7krn7JkseKroIAAAAABgGevsqq3z9igl35Mxtjsv9/ZOSmecn4zcqqAwARg5DHAAYjjZ+fTL9t8ni25OLmpOli4ouAgAAAACGuPq68spfv3T8wnx/289m8fJ18smHTk3KLymwDABGDkMcABiuNtsr2f2XyaLu5JIDkmVPFF0EAAAAAAxhrc2NKdfWZIva+3L25GNSrZZyxMKTc+g+exadBgAjxtiiAwCAF6HhjcluP0ouf0cy783J9N8kNROKrgIAAAAAhqCWpoZM6O/NlFvfl3Keykcf/HI+eOD+aWlqKDoNAEYMQxwAGO62emuuvf3U7Hjvx3PB/5uek/pOzMebX+UvzwAAAADAqir3Zr/7351MWJzsPTc/2GinoosAYMTxaCoAGOY6unpyyNwdckzPf2Sf9a/Op9Y/KcfMuT4dXT1FpwEAAAAAQ8WSB5O5+ySV3mSv3ydGOACwRjgRBwCGufbOBan0D+Tshw/I+FJ/Plt/Rvqr7Tm18zNOxQEAAAAAkqceSebumyy+M5nxu2STaUUXAcCIZYgDAMNcb19l5a+/81BLxpX6c9RLzkp/tTap7p2UHIAHAAAAAKPW0kXJRc3JY7cm03+bbDaj6CIAGNH8yxwADHP1deVVvv7mg2/Ll+97V9624QXJNR9OqtWCygAAAACAQvU/nly8f9J3Q7LHL5KX7Ft0EQCMeIY4ADDMtTY3plxbs8q10x89JH/e6MjkL99Orv0vYxwAAAAAGG2WPZlccmDy8NXJtJ8kDQcWXQQAo4JHUwHAMNfS1JAkae9ckN6+SurrymltbszLXrtfct24ZMGXk5rxyWu/kJRKBdcCAAAAAGvcwJJk3sHJg5clu/4w2XJW0UUAMGoY4gDACNDS1LBykLOK152aLF+a3NKejBmfvOaktR8HAAAAAKxRHV09K2/U27quJj95eXs2f+Ki5PVnJtu8s+g8ABhVDHEAYCQrlZKpX02WP5Xc/LkVJ+O86piiqwAAAACAQdLR1ZO2Od2p9A9kbJalbYPPZfMnrkzX5qekadtDi84DgFHHEAcARrrSmGTnbycDTyU3fjanXXJPTl140MpHWK32JB0AAAAAYFho71yQSv9AajKQr2x1apo3uDLH9XwwF/x1p1w+s+g6ABh9DHEAYDQojcmvJ5yU2kV35yOTvp2HnqzmzIfflLY53UlijAMAAAAAw1RvXyWlLM8Xt/xKDqy7NJ/vfV/OeviglFIpOg0ARiVDHAAYJb543u25v+8TGbN1f45vOD1Lq7X50SP7p71zgSEOAAAAAAxTDXXjc+S67XnLpIvypfsOyf97aFaSpL6uXHAZAIxOY4oOAADWjt6+SpZlbD7610/lgsd2yslbfD1vnXRBevvcGQMAAAAAw1K1mu+/5uz820bn5av3vyOnPfDOJEm5tiatzY0FxwHA6DRoQ5xSqVRTKpW6SqXSOX/7enKpVLqqVCr9pVQq/bRUKo0brD8LAHjhnr4Dpr9amyPvbsu8x5vyxS3+N4fV/7HgMgAAAADgBatWk67WbPvoWbltww/mp0+9P6UkDXXlzJ41xSnYAFCQUrVaHZzfqFT6RJKpSdavVqsHlkqlnyWZU61Wf1Iqlb6V5IZqtfrN5/o9pk6dWp0/f/6g9AAAq+ro6knbnO5U+geSJBNKS3Lmtidl53Vvypjdf5Js9daCCwEAAACAf0q1mlx/VHJLe/KyjyQ7fjUplYquAoBRo1QqXVutVqeu7rVBORGnVCptkeSAJGf87etSkplJfvG3t5yVpGUw/iwA4F/T0tSQ2bOmpKGunFKSjTaYlAdf97OM2WTX5PJ/Sxb+quhEAAAAAOD5VKvJDW0rRjjb/4cRDgAMMWMH6ff5SpJPJZn4t683StJXrVaX/e3re5Ks9vy7Uqn0gSQfSJKtttpqkHIAgNVpaWp45pG0/ecmF+2XXPb2ZPefJ1vazgIAAADAkFStJjcek/zpC8l2H0qmnmaEAwBDzIs+EadUKh2Y5IFqtXrtv/LfV6vV06vV6tRqtTp1k002ebE5AMALVbt+stcfkg2nJpe9Lbnn10UXAQAAAAD/qFpNbjw2ufnkZLsPJDt9PSkNysMvAIBBNBjfnacleVOpVLoryU+y4pFU/5ukrlQqPX3izhZJegbhzwIA1oSVY5wd/zbG+W3RRQAAAADA3+s+Ibn5c8lLj0h2+qYRDgAMUS/6O3S1Wm2rVqtbVKvVbZK8M8ncarX67iQXJXnr3952WBK31wPAUDZug2SvzmRSU5bPe0tav/L5TD763Ew7ZW46uuxpAQAAAKAw3SckN52QbHt4svO3jXAAYAhbk9+lj0ryiVKp9JckG2tVO2YAACAASURBVCX5zhr8swCAwTBug5y70fdyU2VyPrfx8Zkx8Zr09FXSNqfbGAcAAAAAitB9UtJ9fLLte5NdzjDCAYAhblC/U1er1Yur1eqBf/v1HdVqdedqtbpdtVp9W7VafWow/ywAYM04+YL7csjtJ+bWJZPzra0/nxkTr0mlfyDtnQuKTgMAAACAEaGjqyfTTpn7/CdS3/T5pPvYZPKhyc5GOAAwHPhuDQCsorevkseWr5f33HlS/rxk63x7689n+nrXprevUnQaAAAAAAx7HV09aZvTnZ6+SqrJs59IffPs5MZjkm0OSXb5bjKmppBeAOCFMcQBAFZRX1dOkjw2sF4OufNzue2prXP6Np9Ly+Y3FVwGAAAAAMNfe+eCVPoHVrn2jBOp//SF5IZPZ+H6Ldlj3qGZ/Ok/PPfJOQDAkGGIAwCsorW5MeXaFXfXLBqYmHff8bncvnTLfGmz45J7zyu4DgAAAACGt2c7eXrl9Vu+lFx/dBauf3D2v+qILOxb+twn5wAAQ4ohDgCwipamhsyeNSUNdeWUkqw3cdPcOeXXqdlgh2Tewcm95xedCAAAAADD1tMnUq/2+i3/k3S1Jlu9I+++6cgs7l/1Pc84OQcAGHLGFh0AAAw9LU0NaWlqWPXikguSuXsn896UTP9tsvk+xcQBAAAAwDDW2tyYtjndqzyeqlxbk2/tdGnSdXyy1duS3c7OwnM6V/vfP9uJOgDA0OBEHADgnzNh42TmhcnE7ZNLDkruu7DoIgAAAAAYdv7xROqGunJ+OuPqTLn/+GTLtyS7/TAZM/a5T84BAIasUrVaLbphpalTp1bnz59fdAYA8FyWPJhcODNZfHsuazgzR122cXr7KqmvK6e1ufGZJ+kAAAAAAM/u1i8n130i2eLNye4/TcbUJkk6unpWe3LO7FlTfAYHAAUrlUrXVqvVqat7zYk4AMALM2GTZO8L89jYrbLjXYdm62VXpJqkp6+Stjnd6ejqKboQAAAAAIaHW760YoSz5VtWGeEkqz85xwgHAIY+J+IAAP+SA774y5y60Sezzfh78/67jsmli1+XZMUHApcfPbPgOgAAAAAY4v70heT6o5Ot3p7sdvYqIxwAYGhzIg4AMOj+9MiEvOuOk3PnU/U5Y5uTMmPiijFtb1+l4DIAAAAAGOJu+vyKEc7W/5bs9kMjHAAYQQxxAIB/SX1dOY8MbJB/u+Pk3PbUVvn21p/LzIlXp76uXHQaAAAAAAxd3SckNx6TbHNIsusPkjFjiy4CAAaRIQ4A8C9pbW5MubYmfQPr5113fD63Lpmcb21zck7d7a6i0wAAAABg6KlWkxuPTbqPTyYflrz+zGRMTdFVAMAgM8QBAP4lLU0NmT1rShrqynl8YL186uEvZXH5VXl9zweThXOKzgMAAACAoaNaXXEKzk0nJdu+L3n9d41wAGCEKlWr1aIbVpo6dWp1/vz5RWcAAP+qpYuSi/dPHr46mfbjZKu3FV0EAAAAAMWqVpMb2pI/fSF56fuTnb+VlNwrDwDDWalUurZarU5d3Wu+ywMAg2fcBslencnGuyaX/1ty14+LLgIAAACA4lSrSVfrihHO9v9hhAMAo4Dv9ADA4KqdmMz4fbLJ7skVhyR3nl10EQAAAACsfdVqct0nkltPTV72kWTq141wAGAU8N0eABh8teslM85NNp2RXHFocseZRRcBAAAAwNpTrSbXfixZ8JWk8T+THb+alEpFVwEAa4EhDgCwZoxdN5n+22TzfZIr35f85YyiiwAAAABgzasuT+Yfmfz5tGSHTyav+7IRDgCMImOLDgAARrCx6yR7/jq5dFZy9fuT6kCy/QeLrgIAAACAF6SjqyftnQvS21dJfV05rc2NaWlqeOYbq8uTa/4j+cvpycs/lbz2FCMcABhlnIgDAKxZY8vJnr9K6g9IrvlQ8uevF10EAAAAAP+0jq6etM3pTk9fJdUkPX2VtM3pTkdXz6pvXD6QXP2BFSOcV37aCAcARilDHABgzauZkN9M/GrmPblbMv8j+crXj3zmBxUAAAAAMAS1dy5IpX9glWuV/oG0dy74vwvLlyVXHpbc/p3kVZ9NXv05IxwAGKUMcQCANa6jqydHdfw5/357a36/aLf816Rv5PZLPmuMAwAAAMCQ19tXee7rA0uTy9+Z3PXD3LzJ0Zn2uxmZ3Pa7TDtlrs+/AGAUMsQBANa4p+8a6q/W5qN3fyq/fnR6Prnp9/LIlW1JtVp0HgAAAAA8q/q68rNfH1iSXPqWZOEv073Z8XnrvOnP/wgrAGBEM8QBANa4v79raFnG5uMLP5GfPbJP3rfBD5LrjzLGAQAAAGDIam1uTLm2ZpVr5dqaHL3vlsklByW95yQ7fTMfumaP53+EFQAw4hniAABr3D/eNbQ8NTnqno/ll4+/KbmlPZn/0aS6vKA6AAAAAHh2LU0NmT1rShrqyiklaagrp/3gyTnokX9P7p+bvP7MZPsPPf8jrACAUWFs0QEAwMjX2tyYtjndq9wRNKG2NjU7fT3J9smtpybLlyQ7fTsZU/PsvxEAAAAAFKClqSEtTQ0rvljal1y0X/LI/GS3HyVbvyPJipvRelYzunm2R1sBACOTE3EAgDVudXcNzZ41JS2v2yJpak9e9dnk9u8kVxyaLF9WdC4AAAAArN6Sh5ILZyaPXpfs/ouVI5zk2R9h1drcuLYrAYACOREHAFgrVrlr6O+VSsmrT0xq1kluaFtxMs5uP05qxq39SAAAAAB4NpX7krn7Jov/kuz566R+/1Vefvqzr/bOBentq6S+rpzW5sbVfyYGAIxYhjgAwNDwyqOTsesk1/5ncumbV9xRNNaxvQAAAAAMAU/ek1y494r/nX5usvnM1b7tWW9GAwBGDY+mAgCGjsaPJTt/O+n9fXLJgcmyJ4ouAgAAAGC0W3xXcv6eSeXeZOZ5zzrCAQBIDHEAgKFmuw8ku56VPHBxclFz0v9Y0UUAAAAAjFaP3ZZcsEfS35fsfWGyybSiiwCAIc4QBwAYeia/J5n2k+Shq5IL90meeqToIgAAAABGm0V/Si7YMxlYkux9UbLRTkUXAQDDgCEOADA0bfW2ZI85Sd8NyYV7JUseKLoIAAAAgNHi0euTC6YnpVKyzyXJpNcUXQQADBOGOADAkNLR1ZNpp8zN5KPPzbSz183lDWcmj9+24oOPJ3uLzgMAAABgpHvwj8kFM5KacrL3JckGryi6CAAYRgxxAIAho6OrJ21zutPTV0k1SU9fJUecNymXbvGD5Ml7VjyPe/GdRWcCAAAAMFLdd0Eyd99k/CbJvpcl629fdBEAMMwY4gAAQ0Z754JU+gdWuVbpH8jRl05KZl6QLH00OX+PZNEtBRUCAAAAMGIt7EguPiCZ+NJk30uTdbcquggAGIYMcQCAIaO3r/Ls1zfeZcXzuKvLVpyM88i1a7kOAAAAgBHrzrOTy96aTGpK9r44KW9edBEAMEwZ4gAAQ0Z9Xfm5r9dNWXEk8Nj1kgtnJg9cuhbrAAAAABiR/vyN5Ir3JJtOT2aen4zfsOgiAGAYM8QBAIaM1ubGlGtrVrlWrq1Ja3Pj/12YuF2yz6VJ+SXJRW9Ien+/lisBAAAAGDFuPiWZf2TScFAy49ykdmLRRQDAMGeIAwAMGS1NDZk9a0oa6sopJWmoK2f2rClpaWpY9Y3rbrlijLP+y5N5Byd//XkhvQAAAAAMU9Vqcv3RyQ1tOe+JvbP97/8909r/mI6unqLLAIBhbmzRAQAAf6+lqeGZw5vVmbBJsvfc5JIDk8vfmfQ/lrz039d8IAAAAADDW3V5Mv8jyW3fzE8efWPaFn4o1YxJT18lbXO6k+Sf+3wKAGA1nIgDAAxf4+qSvc5LNt83ueqI5NYvF10EAAAAwFC2vD+54tDktm/m7MfekaMX/keqf/fPZZX+/8/enYZXVZ59Gz9XJtkIuEFEzVYRFSNq1EBEJQgiQ3DOgx3Utj621Vrr1FqjpJPawaCxtdU61A5PbWunt8Y4IAQ1KgIKBKLGKYJ1wB0HHAIKWw1hvR8iaGQzyJCV4fwdR4+Ge90r/Pm29+11X1cLFdUNEQaUJEmdnYU4kiSpc8vqCaPuhN1PhoUXwZOXtbYWliRJkiRJkj6t5QOY9UV46TY4+Bf8+KWvAsE62xqbUu2fTZIkdRmOppIkSZ1SVV2SiuoGGptS5MZjXDLhl5y0Vx946qfQvAyG/goCa44lSZIkSZIENL8PM0vgjQdg2PWQdx658RqSaYpucuOxCAJKkqSuwv86JUmSOp2quiRllfUkm1KEQLIpxeQ7nqUq5wrIuxAafgNzvwmrV1FVl6RoSg2DJk+laEoNVXXJqONLkiRJkiSpPX30Ljw4Ad58EA6/FfLOA6C0OI9YdmabrbHsTEqL86JIKUmSugg74kiSpE6norqBVHNLm7VUcwsVMxZRcum1kB2Hp64gufRNfjL/bJZ/1HqgkmxKUVZZD0BJQaLdc0uSJEmSJKmdpd6AB4th+bMw8j+w+/+sfbTmfOjTXZdLi/M8N5IkSVvEQhxJktTprG9Od2NTCoIADroccnYgsfAifpt4jbNf+iGpsAfwccFOdYMHKpIkSZIkSV1YVV2Sv93/EBX9S9kl+10WDvw/ij5VhLNGSUHCcyJJkrRVOZpKkiR1Ouub091mfb/vcemSCyjq9QR/3evH9Ml8f+2j9RXySJIkSZIkqfOrqkvyp6l3c8OAC+ib+R5f+e/POHNGP0eWS5KkdmEhjiRJ6nQ2dX73rPAkznvlEvJji/j3XpcyIOttYP2FPJIkSZIkSer8pj1YyV/3uJgQ+OILV7Fw5ZC1XZIlSZK2NQtxJElSp1NSkKB8Uj6JeIwASMRjlE/KX6eNcGlxHg+tHM03Xrqc3XPe4PZ9LmG/nq+vU7AjSZIkSZKkLqJxGr8eUMo7LX34wuIKFn048JNHdkmWJEntICvqAJIkSZtjU+Z3r3leUZ3Daf+9kj/vdQVVeZPpMXAo4OxvSZIkSZKkLuWlv8Oj/8srq/bktMWX83ZLvM1juyRLkqT2YCGOJEnq0j4p2Dkalh8LNRPg/tEw+i7Y+aio40mSJEmSJGlraLgeFlwAA0azKH4zK194CVpa1j5ON9ZckiRpW3A0lSRJ6j765MGE2bD97vDgRFhSFXUiSZIkSZIkbYkwhCcvay3C2a0Exkzn+ML9NmmsuSRJ0rYQhGEYdYa1CgsLw9ra2qhjSJKkru7Dt+Gh4+GdeTD8Ftj7m1EnkiRJkiRJ0ucVroba82HRjbDX11vPeTIcBiFJkra9IAgWhGFYmO6ZHXEkSVL3s92OMPZ+2GU8zD0Tnrmq9faUJEmSJEmSOoeWj2D2aa1FOENK4bA/WoQjSZI6BAtxJElS95S1PYy6CwaeCo9PhrrS1ltUkiRJkiRJ6thWrYCHT4BX/gWHXA0FV0MQRJ1KkiQJAEuDJUlS95WZAyP+1toh57lfwodvwWG/h4zsqJNJkiRJkiQpnQ/fhoeOg3fmt3bB2fsbUSeSJElqw444kiSpewsyYNh1PNv/YnjxVh64pYgxV02jqi4ZdTJJkiRJkiR92sok3D8K3n0cRt5uEY4kSeqQ7IgjSZK6varHGyl7ZCwn917JTxM30TvzYs6rugI4gpKCRNTxJEmSJEmStLwBHiyGD9+BMdNh56OiTiRJkpSWHXEkSVK3V1HdQKq5hb+9cyznv3IJh8Se59Y9SvnTfXOijiZJkiRJkqS3HoP7iqAlBeMesghHkiR1aBbiSJKkbq+xKbX256nLjuTrL13OHjmvc8OA81tvW0mSJEmSJCkayXvggaMhuy8zEpUU3dLEoMlTKZpS42hxSZLUIVmII0mSur3ceKzNn2e/fwin/Lec7TM/bL1t9dZjESWTJEmSJEnqxl74I8wsgR0O4N5d/8OF97xHsilFCCSbUpRV1luMI0mSOhwLcSRJUrdXWpxHLDuzzdriVftRu+89kB1vvXWVvCeidJIkSZIkSd1MGMJTP4e5Z8Iu42Dsg/zigbdJNbe02ZZqbqGi2m7GkiSpY7EQR5IkdXslBQnKJ+WTiMcIgEQ8RvmkfCYcVgQT5sAOB8DMk2DxH6KOKkmSJEmS1LWtboH534Enfwx7fg1G3w3ZvdqMFv+09a1LkiRFJSvqAJIkSR1BSUGCkoLEug96DICxD8KsL8C8syDVCAf+GIKg/UNKkiRJkiR1ZatSMOcr8OodsP+lcHD52jOY3HiMZJqim8+OHJckSYqaHXEkSZI2JrtX6+2rQadD/WVU3XIC+0y+i6IpNc4hlyRJkiRJ2ho+ehcenACvVsHQX8MhU9pchEo3WjyWnUlpcV57J5UkSdogO+JIkiRtioxsqrb7BW+89SFn9/8X2w98i/NfKaWssh4gfTcdSZIkSZIkbdyKJfDQMfDeIij6Bwz88jpb1py9VFQ30NiUIjceo7Q4zzMZSZLU4QRhGEadYa3CwsKwtrY26hiSJElpFU2pIdmU4vQd7+by3FtYuHI/vvnST+jVewCzJx8ddTxJkiRJkqTOp+lpeGgifLQMRlXBLp6xSJKkji8IggVhGBame+ZoKkmSpE3U+PEc8r+8fQLnvnIp+bHF3L53KcGKlyNOJkmSJEmS1Am9+QjcNxJWr4LxMy3CkSRJXYKjqSRJkjZRbjxG8uNinGnLRvL2qjh/2PNn3DG4FN4dBn0PWru3qi5pq2RJkiRJktStbfB8ZMkdMPtU2H4gjKmGXntGmlWSJGlrsSOOJEnSJiotziOWnbn2z/NWHMhXX76GXj2y4f4j4Y2HgNZDprLKepJNKUIg2ZSirLKeqrpkNMElSZIkSZLa2QbPRxbdBLO+AH0PgfGzqVqUTdGUGgZNnkrRlBrPUCRJUqdmIY4kSdImKilIUD4pn0Q8RgAk4jG+cdwJxI6bBz13gweL4eV/U1HdQKq5pc27qeYWKqobogkuSZIkSZLUztKdj3zQ3Mx7j10M878Dux4DYx+g6tkPvdAkSZK6FEdTSZIkfQ4lBYn0I6bGz4KHT4LZp3BM1jf4AyVA0GZL48djrSRJkiRJkrq6z56D5ATNVOz2a07a4WHY52wo/C1kZFFRPXe9F5oc8y1JkjojO+JIkiRtDTl9W+eZ734yP8r9I5fn/o4M2h4i5cZjaV+tqkvaflmSJEmSJHUpnz4H6ZP5Pn8Z9GNO6vswNzWdCYfeBBmtd8XXd3HJC02SJKmzshBHkiRpa8mKwch/sajf2ZzR/x5uHlhOj+ADAGLZmZQW563zygbnpUuSJEmSJHVSpcV5xLIz2S37DW7fu5ShPZ/j4uQl7HrE5RB80kV4fReX1rcuSZLU0VmII0mStDUFGQyeeDNP7PwzxvaZxz/3/gEH9PuA8kn5adspp5uXvqb9siRJkiRJUmdVUpDgxmNCqvYtZefsd7ho6VWMHHfBOucjawp2Pm19F5okSZI6g6yoA0iSJHVFB4/9Ebx6EIfMPoWpO5XC3tPS7rP9siRJkiRJ6pKS9zLm1S9B7x3hqJn8Nn5A2m1rCnMqqhtobEqRG49RWpyX9kKTJElSZ2AhjiRJ0ray24kw9iGYeQLMGAGj7oQBI9tsyY3HSKYpurH9siRJkiRJ6rQW3wLzvwPxg+CoqRDbdYPbSwoSFt5IkqQuw9FUkiRJ21L/4TDhUeixE9SMg5f/3eax7ZclSZIkSVKXEYbwxA9h3tmwywQYN3OjRTiSJEldjYU4kiRJ21qvvWD8HNjxUJj9ZXjm6taDKVpvfJVPyicRjxEAiXiM8kn53gKTJEmSJEmdS8tH8OjX4OkrYe8zYfRdkN0r6lSSJEntztFUkiRJ7WG7fnD0ffDoGfD4pbDiJRh2HWRk2X5ZkiRJkiR1bh81wSOT4I0H4eBfwP5lEARRp5IkSYqEhTiSJEntJbMHFP0dth8Iz14NK5bAyH9C1vZRJ5MkSZIkSdo8K16Bh46B9xbBEX+FQV+NOpEkSVKkHE0lSZLUnoIMKLgKDr0RXrsX7h8NqdejTiVJkiRJkvT5vbMQZhwOK5MwptoiHEmSJCzEkSRJisbgc2DUnbDs2dYDq2XPRp1IkiRJkiRp0716J9x3JATZMH4W7Dwm6kSSJEkdgoU4kiRJUUkcD+MehpYPYMYR8PoDUSeSJEmSJEnasDCE566Fmf8DOxwAxXMhfmDUqSRJkjoMC3EkSZKitGMhTHgMeu4GD06ExX9Y79aquiRFU2oYNHkqRVNqqKpLtmNQSZIkSZLU7a1eBbXnwsKLYPdJMO4hiO0SdSpJkqQOxUIcSZKkqPXaE8bPhp2PhnlnQd2lEK5us6WqLklZZT3JphQhkGxKUVZZbzGOJEmSJElqH83L4eHjYdFNPL/jOYyc/W0G/ehBLwtJkiR9hoU4kiRJHUHODnDUVBh8Djx7Ncz6IqxaufZxRXUDqeaWNq+kmluoqG5o76SSJEmSJKm7WfEyzCiC1x+gbperOGnWibza9KGXhSRJktKwEEeSJKmjyMiCwhtg6LWw5A64fzSkXgOgsSmV9pX1rUuSJEmSJG0Vb8+H6sNg5RIYM43z5hV6WUiSJGkDsqIOIEmSpE8JAtjvu9Brb5hzautB1+i7yY3HSKYpusmNxyIIKUmSJEmSuqKquiQV1Q00NqXIjce49ojFDH/9u9BjZxhbAzvsT2PT1LTvellIkiSplR1xJEmSOqLdToBxj0C4Gu4byTUjXiWWndlmSyw7k9LivIgCSpIkSZKkrqSqLklZZT3JphQhIcdn/5XhybN5J2cIFM+FHfYH1n8pyMtCkiRJrSzEkSRJ6qj6FbQedPUezBHJr/Ovo+aTiMcIgEQ8RvmkfEoKElGnlCRJkiRJXUBFdQOp5hayWEV54nrKdv0zdzcdycnP/xx6DFi7r7Q4z8tCkiRJG+BoKkmSpI6sZwLGPwKzT+Og5E+YPe48GHotZPgxTpIkSZIkbT2NTSn6ZLzPDQOncGTvx7n+jS/zqze+Aqxus2/NpaBPj7AqLc7zspAkSdLH/C84kiRJHV3W9nBkJTx+KTz3S3jvBRj5T8juE3UySZIkSZLURQzbsYnyHcsYmPMa31/yPW5/dyzQ2pX3s0oKEhbeSJIkrYejqSRJkjqDjEwYeg0M/x28PgPuGwkrXok6lSRJkiRJ6grenMVte1zATtnvcvqLP11bhOPIKUmSpM/PQhxJkqTOZJ9vwVHTYMXLUH0YvDU36kSSJEmSJKkz+++foeZotuvZn/mD72VJ9mEEtHbCKZ+Ub+cbSZKkzykIwzDqDGsVFhaGtbW1UceQJEnq+JY9Aw8dD6lGOPxPsOdpUSeSJEmSJEmdyeoWeGIyPHsN7DIORv4bcvpGnUqSJKlTCIJgQRiGheme2RFHkiSpM9phfyieB/0PgzlfgSd+COHqqFNJkiRJkqTOoHk5zCxpLcIZfC4cda9FOJIkSVuJhTiSJEmdVY/+MOY+2PtMePpKeORkaH4/6lSSJEmSJKkje/9FmFEEr02DQ2+EQ38LGdlRp5IkSeoyLMSRJEnqzDJzYPgtMPTXkLwL7iuCFS9HnUqSJEmSJHVEbz4C1cNh5aswZjoMPifqRJIkSV2OhTiSJEmdXRDAfhfC6Htbi3Cqh8PSOVGnkiRJkiRJHckL/wc1YyGnHxTPhV3GRZ1IkiSpS7IQR5IkqavILYYJj0FWH3hgDPz31qgTSZIkSZKkqK1ugYUXw9xvwIDRUPwY9Nk36lSSJEldloU4kiRJXckO+7XeattpJDx2BtRd0nrgJkmSJEmSup/m5TDzJHjul7DveXDUNMjpG3UqSZKkLs1CHEmSpC6m6pkUo+Zfyl/fOg6ereD1eya2HrxJkiRJkqTu4/0XYcYIeG06HHojFF4PGVlRp5IkSeryLMSRJEnqQqrqkpRV1vNKUzM/bjyHHyXPof97NSy/azi8/9+o40mSJEmSpPbw5iNQPRxSjTCmGgafE3UiSZKkbsNCHEmSpC6korqBVPMno6j+9vZxnP7iT2FlY+sB3JszI0wnSZIkSZK2ucW/h5qxkNMPJsyFXcZGnUiSJKlbsRBHkiSpC2lsSq2zNuf9Qzhp0TWwXX94YCws/kMEySRJkiRJ0ja1uhnmnwvzvgU7Hw3Fj0GfwUBrB92iKTUMmjyVoik1VNUlIw4rSZLUdVmII0mS1IXkxmNp1z/quQ9MeKz1Fty8s1oP5lY3t3M6SZIkSZK0TXywFGrGwaIbYUgpjJ4KOX2BT8ZYJ5tShECyKUVZZb3FOJIkSduIhTiSJEldSGlxHrHszDZrsexMSovzICfeehA3pBQW3chbdx3JcVff7m04SZIkSZI6s3cfh+mF8PY8GHEbFFwNGZ+cDXx2jDVAqrmFiuqG9k4qSZLULViII0mS1IWUFCQon5RPIh4jABLxGOWT8ikpSLRuyMiEgqupzb2OXu/XccuAc9g/ttjbcJIkSZIkdUYv/wtmjABWw/hZsOdp62xJN8Z6Q+uSJEnaMllRB5AkSdLWVVKQ+KTwZj0ufOwA+n54Nb8b+Av+s/elXPrqBdzVNJqK6oaNvitJkiRJkiK2ugWe/DE8Uw47FcHI2yG2c9qtufEYyTRFN+sbby1JkqQtY0ccSZKkbqixKcVTqX04cdG1PLlyH67bo4LJu/yJ15veX2dvVV2Soik1jrCSJEmSJKkj+GgZzDyxtQhnn2/B0TXrLcKBjYyxliRJ0lZnRxxJkqRuaM1tuLdb4nz1xZ/zk11/z7cHVHJI7yXw0ZGQ0xdoLcIpq6xfO0t+zQgrwM45kiRJkiS1t+UNMPMkeO8FOPQmGPztjb6y5vt7RXUDjU0pcuMxSovz/F4vSZK0jQRhGEadYa3CwsKwtrY26hiSJEld3mcLbABO32kGl+96Exm9BsKoKogfQNGUmrTtqxPxGLMnH92ekSVJkiRJ6t6S98KcUyFjOzjyPzBgVNSJJEmSuq0gCBaEYViY7pkdxvxYVAAAIABJREFUcSRJkrqhdLfhhh59CRm7fQkeORlmHA4j/kZjU/qPi41pinMkSZIkSdI2EIbwzFXwxA+g78Gtl2e2Hwi0XrSx040kSVLHYiGOJElSN1VSkEhzOJeAibUwcxLMLOGHe/wvv3jlZEIy2uzKjcfaL6gkSZIkSd3VqpUw95vw8j9hjy/D4X+CrJ6A46QlSZI6qoyNb5EkSVK30nM3GD8TBp3OmfFb+f2gcrbPWLn2cSw7k9LivAgDSpIkSZLUDbz/X5gxAl7+FxwyBYr+sbYIB1q73H565DRAqrmFiuqG9k4qSZKkT7EQR5IkSevK7AGH/xmGXsvRvedxz76lDMpJkojHKJ+U7806SZIkSZK2pcbpML0QVr4CR90L+18KQdB2y3rGRjtOWpIkKVoW4kiSJCm9IID9vkvG0dUM6v0+D+aXMvurKyzCkSRJkiRpWwlXw1O/gIeOhZ57tI6Pzp2Yduv6xkY7TlqSJClaFuJIkiRpw3YZCxMXQK99YOaJ8MSPYXXLxt+TJEmSJEmb7qNl8MgkePJHMPBUmDAHeu213u2lxXnEsjPbrDlOWpIkKXoW4kiSJGnjth8I42fBXl+Hp38ODx8PH74TdSpJkiRJkrqGZc9A9XBI3gPDfgMj/gZZPTf4SklBgvJJ+STiMQJwnLQkSVIHEYRhGHWGtQoLC8Pa2tqoY0iSJGl9whAW3wILzofYbjCqEvoeEnUqSZIkSZI6vKq6JBXVDTQ2pciNxygtzmstmnnldnjsjNbCm5H/DwaMijqqJEmSNiIIggVhGBame2ZHHEmSJG26IIDBZ8O4mbD6I5hxBLz416hTSZIkSZLUoVXVJSmrrCfZlCIEkk0pflj5OM9XnwuzvgA7HAgTF1qEI0mS1AVkRR1AkiRJnVD/w2HiApj9ZXj0dHh7HhT8EjJzok4mSZIkSVKHU1HdQKq5Ze2f+2Yu47rdKtj37cdhn7Nbx1FlbgdsoHOOJEmSOgU74kiSJGnzxHaGo++H/S6C538LD4yBlY1Rp5IkSZIkqcNpbEqt/fmA2GLuHvw9hm//FJcuuQCG39ymCOeznXPKKuupqktGlFySJEmfl4U4kiRJ2nwZWTD0l1D0T3j3cZg+DN6cFXUqSZIkSZI6lNx4DICT+z7A7XtfQgar+eILVzMrPKnNvs92zgFINbdQUd3QblklSZK0ZSzEkSRJ0pYb+GUongtZvVo74zRcD2EYdSpJkiRJkjqES8fvyZW73cwvd7+WhSv344RFv2bRqiGUFue12ffpzjmbsi5JkqSOx0IcSZIkbRVVL/al+Nlfcv+yobDgApZM/QKsWrnuvrokRVNqGDR5KkVTamyvLUmSJEnq2la8zIlLT+G0fvfw9+Vf5PT//owevXelfFI+JQWJNlvXdM75rPWtS5IkqePJijqAJEmSOr81M+xTzZmc9e6POHfAv7kovI1ldw5jh/F3Qp99P7Ovtc32mln3wDqHj5IkSZIkdXqN02HOVyBcBUfezmm7T+K0DWwvLc5r870ZIJaduU7nHEmSJHVcdsSRJEnSFvv0DPuQDH775imc8eLlhCsbYXohvPKfdfat4ax7SZIkSVKXs7oFnrwMHjoWeu4GxbWw+6SNvlZSkKB8Uj6JeIwASMRjaTvnSJIkqeOyI44kSZK2WLpZ9TPfH8axz/+GOSN/B7O+CHkXsnTZUUD2Jr0vSZIkSVKn9MHS1i44r98He50BhTdAVs9Nfr2kIGHhjSRJUidmRxxJkiRtsfXNqg+23wPGPQx5F0LDb6jc9wfsmr10k9+XJEmSJKlTWfooTB8Kb86E4b+Hw/70uYpwJEmS1PlZiCNJkqQtVlqcRyw7s83a2hn2mTkw7Ncw8t/kxV5h6uALObLXwnX3SZIkSZLUWYUhNFwH94+CIBsmzIF9zoQgiDqZJEmS2pmFOJIkSdpimzTDfo8vkn3sAjK335VbB13GhQP+zu7xHGfdS5IkSZI6t+b3YPYpsOBCyD0WjlkA/YZGnUqSJEkRCcIwjDrDWoWFhWFtbW3UMSRJkrQtrVoJ88+BF/8Cu0yAEX+DHjtFnUqSJEmSpM+v6WmY9QV473k4+EoYUgqBd6AlSZK6uiAIFoRhWJjumZ8GJUmS1L6yesLhf4bht8CbD8P0obD00ahTSZIkSZL0+bz0d6geDh+9A0ffD/tfahGOJEmSLMSRJElSBIIA9jkLJsyBIBvuHwXP/QY6ULdGSZIkSZLSavkA5p8Lc74C/YbBxDrYeUzUqSRJktRBWIgjSZKk6PQbCscshMRxsPC7MOtL0Lw86lSSJEmSJKX33mKYMQIW3QhDLoaxD0DP3KhTSZIkqQPJijqAJEmSurmcOBx5Bzx7DTxRBtMeh5H/hn4FUSeTJEmSJOkTL/8L5p4FGVkw6i7Y7QQAquqSVFQ30NiUIjceo7Q4j5KCRMRhJUmSFBULcSRJkhS9IID9S6H/4TD7VJhxOAy9lqr3T6RixvMbPcz00FOSJEmStM20fAALvgeLb4b+R0DRP2H7PYDW76NllfWkmlsASDalKKusB/B7qSRJUjflaCpJkiR1HAOOhGMeh53HQu259Jh3Ku8tX0rIJ4eZVXXJNq+sOfRMNqU2uE+SJEmSpM+jqi7JKdfcyjN/3h8W38zzO54D4x5eW4QDUFHdsLYIZ41UcwsV1Q3tHVeSJEkdhIU4kiRJ6lh69Iej7uGGd7/FuN5zuGfwhRwUex5If5jpoackSZIkaWurqkvyyP3X84edz2HX7Lf4+ouXcdKsE6l64s02+xqbUmnfX9+6JEmSuj4LcSRJktTxBBlcs+REvvTCVWQEq/nP3pfwjf53AuE6h5keekqSJEmStqpVKZh3Nr9MXMVzH+zJsYuu48H3Dk176SM3Hkv7K9a3LkmSpK7PQhxJkiR1SLnxGAtXDuG4Rdfx8HvD+Enu7/n9wJ+T1695nX3re1+SJEmSpM+qqktSNKWGQZOnUjSlpu1o4+UNMONwSnpP5aY3v8ApL5TzWvNOax9/9tJHaXEesezMNmux7ExKi/O26b9BkiRJHZeFOJIkSeqQ1hxmLmvpzVkv/4grkmcxus8CKvc8D5Y+us6+T/PQU5IkSZKUTlVdkrLKepJNKUIg2ZSirLK+tRjnxdtg+jBIJfn+m1dy1etnsIqsNu9/9tJHSUGC8kn5JOIxAiARj1E+KZ+SgkT7/aMkSZLUoWRtfIskSZLU/tYcWlZUN9DYlGJGyymMHnQSRy09H+4/Eg6+EoZcvM6+3HiM0uI8Dz0lSZIkSeuoqG4g1dzSZi1ctYLM+WdBr2mw00go+gdHNgTcW1nfZu/6Ln2UFCT8DipJkqS1gjAMo86wVmFhYVhbWxt1DEmSJHVkHzXB3DNhye2w6zFwxK3QY6eNvydJkiRJ6vYGTZ7Kp/+ryODtXub6Pa5mv9jLsH8ZHPRTyGi9w1xVl/TShyRJktIKgmBBGIaF6Z7ZEUeSJEmdS04cRv4/WHQTLPweTDsEiv4BA0ZFnUySJEmS1MHlxmMkm1JAyGn9pvOT3N/zXktPLnqznF+dNrnNXjvdSJIkaXNkRB1AkiRJ+tyCAPb9Dkx4DDJ7wgNj4MnLYfWqqJNJkiRJkjqw0uI8dtluJTcNLOfK3W5g3ooDmPTiDYwa/bWoo0mSJKmLsCOOJEmSOq9+BXDMQqg9D566At64H0bcBtsPjDqZJEmSJKkDKkn8lwkHfJec5jcof+3rTG0+jYtPGmLnG0mSJG01QRiGG9/VTgoLC8Pa2tqoY0iSJKkzevE2mH8OBJlw2O9hjy9EnUiSJEmS1I6q6pJUVDfQ2JQiNx6jtDjvkwKb1S3w9C9aL3FsP6h1xPGOh0YbWJIkSZ1WEAQLwjAsTPfMjjiSJEnqGgZ9BfofDnNOg1lfhL3PhGG/hqzto04mSZIkSdrGquqSlFXWk2puASDZlKKssh6Akn1Xw6NfhTdnwp5fgUNvhOw+UcaVJElSF5YRdQBJkiRpq+m9N4yfBftPhhf+CNML4d3Ho04lSZIkSdrGKqob1hbhrJFqbmHuzD/CtIPhnYVwxF9gxN8swpEkSdI2ZSGOJEmSupaMbDikHI6+D5qXQfVh8NxvoAONZJUkSZIkbV2NTak2f94u+JCf5d5I+U6XQa+9YOJCGPS1iNJJkiSpO7EQR5IkSV3TLmPhmCdh12JY+F14+Hj44M2oU0mSJEmStoHceGztz4O3e5k797mIr/W/l78v/xKMnwN9BkeYTpIkSd2JhTiSJEnqunr0h1F3wrDr4fUH4N6D4bX7ok4lSZIkSdrKSovziGVncFq/adw9+HvsmLWMM1/5OT0P+xVk5kQdT5IkSd3IFhfiBEGwexAEDwZB8EwQBE8HQXDhx+v9giC4LwiCRR//f98tjytJkiR9TkEAeedB8TzI6QsPToC6S6Dlo6iTSZIkSZK2kpIhOdQc+muu3O0G5q04gG+88XuOLz6DkoJE1NEkSZLUzQRhGG7ZLwiCXYFdwzBcGARBb2ABUAKcAbwThuGUIAgmA33DMLx0Q7+rsLAwrK2t3aI8kiRJ0nqtWgkLL4LFv4N+w2DEbdAnL+pUkiRJkqQt0TgNHvs6fPQuHDIF8i6EwIEAkiRJ2naCIFgQhmFhumdb/Ek0DMPXwjBc+PHP7wHPAgngJODWj7fdSmtxjiRJkhSdrJ4w/GY48nZ4/0WYVgCLboYtLE6XJEmSJEVgVQpqz4eHjoXtdoLi+bDf9yzCkSRJUqS26qfRIAj2BAqAucDOYRi+9vGj14Gd1/POt4IgqA2CoHbp0qVbM44kSZKU3u6T4Nh62GkkzD8HHj4BUm9EnUqSJEmStKnefRyqC+H530Led2HifOh7UNSpJEmSpK1XiBMEQS/gduC7YRgu//SzsHX+VdprxmEY3hKGYWEYhoU77bTT1oojSZIkraOqLknRlBoGTZ5K0XXPURX/Iwz7Dbx+P9ybD6/eHXVESZIkSdKGhKvh2WugenjrKKoxM2DYtZDZI+pkkiRJErCVCnGCIMimtQjntjAMKz9efiMIgl0/fr4r8ObW+LskSZKkzVFVl6Sssp5kU4oQSDalKLvjaapWngwTF0AsF2aeCPO+DatWRB1XkiRJkrq0NhclptRQVZfc+EsrlkDNOKgrhcQJrZ1Odx2/7cNKkiRJn8MWF+IEQRAAfwSeDcPwV596dBfwvx///L/AnVv6d0mSJEmbq6K6gVRzS5u1VHMLFdUNED8AiufCkEtg8S0wrQDemhdRUkmSJEnq2tJelKis33Axzsv/hnsPgrfnwWF/hJH/ge12bLfMkiRJ0qbaGh1xioCvAUcHQfD4x/87FpgCjA+CYBEw7uM/S5IkSZFobEpteD1zOyi4CsbWQMsHcN8IqP8ZrF7VjiklSZIkqevb4EWJz2peDnNOh9lfhj55cMzjsPc3IAjaKa0kSZL0+WRt6S8Iw3AWsL5PvGO39PdLkiRJW0NuPEYyTTFObjzWdmHno+DYJ2H+uVD/E3htGhzxV+i9d/sElSRJkqQubqMXJdZYOhvmfBVWvgIHXgYH/hAystshoSRJkrT5tkZHHEmSJKnDKy3OI5ad2WYtlp1JaXHeuptz4lB0G4z4Oyx7BqYdAi/8CcKwndJKkiRJUte1zoWIz663fAiPl8H9oyDI4OE97qDo3lEM+sEMiqbUbHiElSRJkhQxC3EkSZLULZQUJCiflE8iHiMAEvEY5ZPyKSlIrLO3qi5J0ZQaBt3ch0kv3cTSnHyY+0145GT4YGn7h5ckSZKkLmSDFyXefQKqh8MzU2Cvb3BP7r18e3oOyaYUIZBsSlFWWW8xjiRJkjqsIOxAt3oLCwvD2traqGNIkiSpG6uqS1JWWU+quWXtWs/sgH+PfpQD37q6tVvO8Ftgt5MiTClJkiRJnVtVXZKK6gYam1LkxmNcMmFvTtru71B/GeTsCIf9ARLHUTSlJu2Y4UQ8xuzJR0eQXJIkSYIgCBaEYViY7llWe4eRJEmSOrKK6oY2RTgAK5tDzq4dw+xvfxkePR1mlsCg02HYb1oLcyRJkiRJn0tJQeKTDqXLF8Fjp8Jbj8IeX4RDb4LtdgSgMU0RzobWJUmSpKg5mkqSJEn6lA0e8sYPhAmPwYE/hpdug3vz4bX72jmhJEmSJHURYQjP3wjTDoHlz8GIv0PRv9YW4QDkxmNpX13fuiRJkhQ1C3EkSZKkT9noIW9mDhz0U5jwKGT1ggcnwPzvwKoV7ZhSkiRJkjq5la/Cg8VQey4MOBKOrYc9T4UgaLOttDiPWHZmm7VYdialxXntmVaSJEnaZBbiSJIkSZ+yyYe8Ox4KExfCfhfBopvh3oNh6ex2TCpJkiRJnVAYwot/g6kHwltz4NCb4ahp0DORdntJQYLySfkk4jECIBGPUT4p/5OxVpIkSVIHE4RhGHWGtQoLC8Pa2tqoY0iSJKmbq6pLUlHdQGNTitx4jNLivA0f8r45Ex49A1a8BEMubu2Yk9mjveJKkiRJUufwwVKY/21YUgk7FcHht0LvvaNOJUmSJH1uQRAsCMOwMO0zC3EkSZKkraD5PagrhcW/gx0OgCP+Av2GRp1KkiRJktrVei82vHoXzDsLPmqCg34G+30fMjI3/gslSZKkDmhDhTiOppIkSZK2huzeMPzjluofvQvVh0H9T2F1c9TJJEmSJKldVNUlKausJ9mUIgSSTSmmVM1hyT0nw8yToMeuMLEW9r/EIhxJkiR1WVlRB5AkSZK6lNyJcNxTUHs+1F8Gybvg8D9D/MCok0mSJEnSZtuUEb4V1Q2kmlvW/nlcn7lcmfgt/ZYth/zL4IAfQGZOe0eXJEmS2pUdcSRJkqTNVFWXpGhKDYMmT6VoSg1VdcnWBzl9YcTfYOR/YMUrMH0o1P/M7jiSJEmSOqV0nW7KKus/+Q70scamFADxzOVcu/s1/GHPn/HWqjgnLroWDrrcIhxJkiR1CxbiSJIkSZthkw6i9zgZjnsGdj8Z6n8C1cPh3ccjyyxJkiRJm+OznW4AUs0tVFQ3tFnLjceY0OdR7tv3Oxwff4Rfvf4VTlr8K5b1OKA940qSJEmRshBHkiRJ2gybehBNj/5Q9A848g5IvQbTD4UnL4OWj9oxrSRJkiRtvjWdbja4/sFb/PPA67hlz1/wxqodOXHRtVz35qlkZfWgtDivnZJKkiRJ0cuKOoAkSZLUGW3SQfSn7V4CA0bBggvhqZ/Cq3fA4f8H/YZt1t9fVZekorqBxqYUufEYpcV5lBQkNut3SZIkSdKG5MZjJNN818mNx1p/WFIJ889h94/e5dn+F/OdheNZ8kEzCb+rSJIkqRuyEEeSJEnaDBs9iE5nu34w4q8w8Msw72yoPgyGXAL5l0Hmdpv8d68Zi7WmI8+asViAB9ySJEmStrrS4rw230EAYtmZ/HDsTjDrFHjlX9B3KIy5jyF9D2LmhAjDSpIkSRFzNJUkSZK0GUqL84hlZ7ZZi2Vnpm25XlWXpGhKDYMmT6VoSg1VbxbAcU/DoNPhmXKYPhTemrfJf/cmj8WSJEmSpK2gpCBB+aR8EvEYAZCIx7h13Csc+8pYeLUSDvo5FD8GfQ+KOqokSZIUOTviSJIkSZthTeeZjY2HWn/3mnxKDv8T7PElmHcW3HcE7Pd9yL8CsjbQVYfNGIslSZIkSVuopCDR+n0n9QYsOB9e+X+tXXCOeADi+VHHkyRJkjoMC3EkSZKkzbT2IHoDNtS9pqQgAbkT4dinoK4Unq2AV++Ew/8Pdhqx3t+5WWOxJEmSJGlLhCG8eCssvAhWrYCDfwFDSiEjO+pkkiRJUofiaCpJkiRpG9qk7jU5O8Bht8CYGdDyAdw3EmrPh+b30r77ecZiSZIkSdIWe/9FeLAYHvs67HAAHPMEHPADi3AkSZKkNCzEkSRJkrah9XWpSbu+63g47inY93x4/gaYuj8k71lnW0lBgvJJ+STiMQIgEY9RPil/o915JEmSJOlzWd0Cz10LUw+Etx6DQ2+EcQ/DDvtFnUySJEnqsIIwDKPOsFZhYWFYW1sbdQxJkiRpq6mqS1JWWd9mPFUsO3PjhTNLH4V5Z8KyZ2DgKTDsN9BjQDskliRJkiSgqR7mnglvz4Pc41uLcLbfPepUkiRJUocQBMGCMAwL0z2zI44kSZK0DW1295qdjoCJdZB/BSyphHuGwH9vhQ5USC9JkiSpC2r5EJ74MUwb2jqSasQ/YPRdFuFIkiRJm8iOOJIkSVJHt+xZmHcWLJ0Nu4yD4b+DXntFnUqSJElSV7N0dmsXnOXPwaDTYeivYLsdo04lSZIkdTh2xJEkSZI6iaq6JEVTahg0eSpFU2qoqkvCDkNg3MzWVvBvzYWpB8Kz18DqVVHHlSRJktQVNL8H88+D+46ElhQcNR2OuNUiHEmSJGkzWIgjSZIkdRBVdUnKKutJNqUIgWRTirLK+tZinCADBp8Dxz/T2hWnrhSqD4N36qKOLUmSJKkzS06FqQfAohsh7wI49inILY46lSRJktRpWYgjSZIkdRAV1Q2kmlvarKWaW6iobvhkoeduMOpOGPlvSCWh+lB4fDKsSrVzWkmSJEmd2sokPPIFePh4yO4DE+bAsF9Ddq+ok0mSJEmdmoU4kiRJUgfR2JS+mGad9SCAPb4Ixz8Le50Bz1wF9+bDazO2fUhJkiRJndvqFmi4Hu4ZAo1T4eArYeJC6H941MkkSZKkLsFCHEmSJKmDyI3HPtc6OX3hsD/A2BoIMuHBYph1CqRe24YpJUmSJHVa79TBjMNhwQXQ/4jWMVQHlEFmTtTJJEmSpC7DQhxJkiSpgygtziOWndlmLZadSWlx3oZf3HkMHPsE5F8Br1bBPfvB8ze23nSVJEmSpOb3YcFFUF0IK5fAiH/AmOnQe++ok0mSJEldTlbUASRJkiS1KilIAFBR3UBjU4rceIzS4ry16xuU2QPyfwIDT4X550DtufDirXDozdCvYBsnlyRJktRhvXon1J7fWoCzz7fhkHLIia99XFWX3LzvIJIkSZLSCsIwjDrDWoWFhWFtbW3UMSRJkqTOLQzh5X/Awu/Bh2/BvhfCQVdAdu/1vuLhuyRJktS1VM+bT48nv8fonrN54aNBJAdfy6iik9rsqapLUlZZT6r5k26asexMyifl+31AkiRJ2oAgCBaEYViY7pmjqSRJkqSuJghgz9Pg+Odg77Og4VqYuj8suaO1SOcz1hy+J5tShECyKUVZZT1Vdcn2zy5JkiRpy6xeRf0DVzCyYTTDe9RS/toZFD93LWdP326dz/gV1Q1tinAAUs0tVFQ3tGdiSZIkqUuxEEeSJEnqqnL6wvCbYfwcyOkHj0yCh0+EFS+32ebhuyRJktRFvD0fqg8j/43Lmb9if8Y33MDvln6BVWSl/Yzf2JRK+2vWty5JkiRp4yzEkSRJkrq6nY6AibVQcA28UQP37A/PVMDqZsDDd0mSJKnT+/BtmHc2VB8GqUbOe/lSznjpcl5t3qXNts9+xs+Nx9L+uvWtS5IkSdo4C3EkSZKk7iAjG4Z8H45/FnYZB49fAtMK4I2HP9fhe1VdkqIpNQyaPJWiKTWOr5IkSZKiFK6GxX+Ae/LghT9C3nfhhAbqgglAsM72z37GLy3OI5ad2WYtlp1JaXHetkwtSZIkdWkW4kiSJEld2DqFM89nwug7YVQVrHofHjiKfx54PXvEmtq8l+7wvaouSVllPcmmFCGQbEpRVllvMY4kSZIUhXcWwowRMO8s6DMEJi6EYb+C7D6bXGBTUpCgfFI+iXiMAEjEY5RPyqekINGO/xBJkiSpawnCMIw6w1qFhYVhbW1t1DEkSZKkLmFN4UyquWXtWiw785OD9VUr4Zkp8MzVNJPFTW9/jeuXTGRAvDelxXnrHL4XTakhmWZcVSIeY/bko7f5v0eSJEkSTK19mg8W/ID/6XU3Tat34MXdL2fY6AsgaNsBp6ouSUV1A41NKXLjsbSf8SVJkiRtniAIFoRhWJj2mYU4kiRJUte0yYUz7y2GBRdC472wwwFQ+FvY+ah13hs0eSrpvj0EwItTjttquSVJkiSlEa5m4UO/YeCSK4hnvsdf3j6Oa1//Cs2ZO9jFRpIkSWpnGyrEcTSVJEmS1EU1pinCSbveex8YfQ+MuhNWrYAHxsDs02BlY5ttufFY2t+3vnVJkiRJW8m7T8D9oxj62kW89OGunLDo11zReDbLV/ci1dxCRXVD1AklSZIkfSwr6gCSJEmSto3ceCxtR5y0hTNBALudCLuM/3hc1VWQvBvyL4e8CyAjm9LivLSjrkqL89b5dbbBlyRJkj6ftJ+hD+gFT/4EFv0WcvpRuuRC/vPuWMLP3LFdXxG+JEmSpPZnRxxJkiSpiyotziOWndlmbX2FM2tlxeCgK+C4p2HAKKi7GKYdAm88RElBgvJJ+STiMQJaR1yla4FfVZekrLKeZFOKEEg2pSirrKeqLrn1/5GSJElSF/DZz9CNTSuY+8Cv+OCOwfD89bDP2XB8A3PCE9cpwgG7VEqSJEkdiR1xJEmSpC5qTYHMZnWm6b1367iq5N2w4MLWcVUDT+H/s3fn8VHV9/7HX5NJgAkEwh4SQMMWlUXQuJVWEZdI3SK1ta3ttcu93Zfb3qYXut/e20JLf61d7G1/rb22v9Z7vbYYoS644Iq2GgiCW0BFgQCyhi0DZDm/P04IBAaYkEkmCa/n43Eekzlz5pzvgWHOkO97Pp/SKT+idMr04z513qKqFlVzgOZy+VbFkSRJko52+GfoybEqvlPwayZnr+LF2jOZcN39MLAYoFVVKiVJkiSlh0EcSZIkqRsrnVJw8uGXRO2q1i+A8V+DM74cVs9J4Fhl8S2XL0mSJCW2oSbO4MztzMq7g/cMWMzbdQP40tovc2/NNN5oCuFAG8P2kiRJkjqEQRxJkiRJx3ewXdWoW6CyDFZ8A17/LUz5EYyYGQZ2DpOfG6M6QehgmIofAAAgAElEQVTGcvmSJElSAg37+cqIe7ml7x/JitTxy803ctvm97G3MZuCBJ+h2xS2lyRJktTujm4mK0mSJEmJ9BkF7/oLTH8UsnLg6Rvh0emwY0WLzcpKiohlRVuss1y+JEmSlED1fXDfBD7b/zc8VzuJK1f9kh9u+gh7G7P9DC1JkiR1UQZxJEmSJLVO3nS4ahmc90uoWQEPToHnPg37tgLhN3TnzJxIQW6MCFCQG2POzIl+a1eSJEk6aFcVPPZueOIayIjCtAfZdf5fqM8e7WdoSZIkqYuLBEGQ7jE0Ky4uDioqKtI9DEmSJEnJ2r8dVv4brL4NMnPCFlZjPw0ZWekemSRJktT51O2Cld+Fqp9CZjZM+DaM+xxEe6R7ZJIkSZJaIRKJLA2CoDjRY1bEkSRJknTyeg6A4p/Cu1fAwPNg6Rfh/rNh40PpHpkkSZLUeTQ2wOu/g4Xj4NUfw6hb4JpVcOaXDeFIkiRJ3YxBHEmSJElt1+8suHQRXHwvNB6Ax0rgietg1+p0j0ySJElKr02L4cFz4e8fhz6joOQ5uOC3EBua7pFJkiRJagcGcSRJkiSlRiQCw6+Dq1+CyT+Atx+D+8fD0i+HLazaqLyymqlzF1M46z6mzl1MeWV1CgYtSZIktZNdVWxccCUsvoz1mzfyra3foHzQ/8LAhNXrJUmSJHUTmekegCRJkqRuJtoTzvoqFH4YVnwTqm6FNXfAhG/B2M+0KL1fXlnNvEVVbKiJk58bo6ykiNIpBUftsryymtnzVxKvawCguibO7PkrARJuL0mSJKXN/m2w8t9oXPWf5DRkMXfzR/ivrdexP+jB3fe8CJGIn2ElSZKkbsyKOJIkSZLaR2xYWHJ/xnIYUAzLvgT3nQVr/wJB0Byuqa6JE3AoXJOo0s28RVXNIZyD4nUNzFtU1UEnI0mSJJ1AwwF45cewYAysvo17d8/gkld/w6+23Mj+IAyj+xlWkiRJ6v4M4kiSJElqX/0nwaWLYNr9YbWcp2+ERy5m4WP3Jh2u2VATT7jrY62XJEmSOkwQwLr5Yei88l9g0IUwYwVfXvNJtjXkHrW5n2ElSZKk7s0gjiRJkqT2F4lA/gyY8QKc9yvYvYrb8z7LrSPmUZC1ucWmiSYm8nNjCXd7rPWSJElSh9i+FB6dBk+9B6K9YNqDcOkDkDvez7CSJEnSKcogjiRJkqSOk5EJYz8J177GHTtv5qp+z7K46JP8a94d5GTsBRJPTJSVFBHLirZYF8uKUlZS1CHDliRJklrYuxaevQUeLIZdr8L5vw5bsuaXNG/iZ1hJkiTp1JSZ7gFIkiRJOgVl5ZB74Q+YsaCEzw/6Lz495M+8d8DD/HLrhzh7WtlRm5dOKQBg3qIqNtTEyc+NUVZS1LxekiRJ6hAHdsBLc6DqZ+H9s2bB+NmQ1feoTf0MK0mSJJ2aIkEQpHsMzYqLi4OKiop0D0OSJElSBymvrGbeoioG7l/Bv434L6b0WgF9i+Ds78PwG8KWVpIkSVK6NeyDVb+Al74PB2qg8B9g0neh98h0j0ySJElSGkQikaVBEBQnfMwgjiRJkqROIQigegEsnxWW9x94AUz+AQy9JN0jkyRJ0qmqsQHe/BOs+CbUroVhM2DyXOg/Kd0jkyRJkpRGxwvi2JpKkiRJUucQicDw6yH/aljze1jxbXh0GuS/G86e42SHJEmSOk4QwMYHw5B4zQoYUAwX3QFDLwUOVXa05ZQkSZKkI2WkewCSJEmS1EJGJoz+OFy7Kvy28ZZn4IHJ8OwtsPetdI9OkiRJ3d22Clh8GTz+bqjfA1P/B0r+3iKEM3v+Sqpr4gRAdU2c2fNXUl5Znd5xS5IkSeoUDOJIkiRJ6pwys+Gsf4XrXoczvwJv3QULx8HSL8O+rcd8WnllNVPnLqZw1n1MnbvYCRFJkiQlZ/fr8PT7YdF5ULMSzv0ZXP0KnHYTRA79Kn3eoiridQ0tnhqva2DeoqqOHrEkSZKkTsggjiRJkqTOrecAmPJDuHY1nH4zrPopLBwNL30f6ve22NRvJ0uSJKnV4pug4gtw35lQvRDGfyMMgxd9HqI9jtp8Q0084W6OtV6SJEnSqcUgjiRJkqSuofcIuPB3MGMFDJkGL3wdFo6F1b+GxjrAbydLkiSpFQ7sgOVfgwWjYfUvYdRHeaDwKaY+cCmF33zqmNUV83NjCXd3rPWSJEmSTi0GcSRJkiR1Lbnj4ZJ74fKnoHchPP8p+OuZsOaPbKrZk/ApfjtZkiRJzer2wIvfg3sL4eW5MLwUrn6F8qxv8eWFm09YXbGspIhYVrTFulhWlLKSog48CUmSJEmdlUEcSZIkSV3TkHfCFU/DxQsgszc8+2EePuOLlPR9BghabOq3kyVJkkTDPnj1VlgwClZ8A4ZcAjOWw9Q/Qd+xSVdXLJ1SwJyZEynIjREBCnJjzJk5kdIpBR14MpIkSZI6q8x0D0CSJEmSTlokAsOvhYKrYe2fGfz81/j16d9nRe0Y/s+mD/PEnnOIZWX67WRJkqRTWWMdvPF7ePHfoHY9DL0Mzv4PGHRhi82OVUUx0frSKQUGbyRJkiQlZBBHkiRJUtcXyYDT3kfOiJkse+Ln5K37Ib8f9W1e2DeBXeO+zbucJJEkSeqWyiurmbeoig01cfJzY5SVFB0KyASN8NZdsOJbsOc1GHgBXHgH5F2WcF/5uTGqE4RurK4oSZIkqTVsTSVJkiSp+8jI5JxLv0T+zW/Beb/k7P7bedfa98LiK2Hrc+kenSRJklKovLKa2fNXUl0TJwCqa+LMnr+S8mXrYf1CeGAKPPNByIyF7UyvfPaYIRyAspIiYlnRFutiWVGrK0qSJElqFSviSJIkSep+oj1g7Keh8COw+j/h5Tnw0AVQcB1M+nfoP+n4356WJElSpzdvURXxuobD1gRc0OtvjHvhn6FnFfQZA++4E067ifLlG5n3x8eO+9nv4H0/I0qSJElqi0gQBOkeQ7Pi4uKgoqIi3cOQJEmS1N3U7Yaqn8IrP4K6nazPuZZPL7+alXuHN28Sy4oyZ+ZEJ1okSZK6iMJZ9xH+djtgWs5S/nnonUzOXsW6A0MZ8a7vQeE/QEZWc+Wcw0M7fvaTJEmS1BaRSGRpEATFiR6zNZUkSZKk7i8rByZ8A65fA+O/xoCdj3DvqE/zi5E/YFzPNwGI1zUwb1FVWocpSZKk5OXn9uKSPku5Z/RXuKPwOwzKrOFf13+eD236PYz+OGRkAYkq5/jZT5IkSVL7sTWVJEmSpFNHj/5w9veY+r8T+Pigcj4yaCHX5D7FX2veyc/efj+ra05P9wglSZIEx28jGgSw8SEWFn2NAfFlrD8wmNnrP8efd1xGZmYv5syc0GJfG2riCY9xrPWSJEmS1BYGcSRJkiSdcrJzhvKjt/+B324t5eOD7uUjgxZwTe7TLK69GGpGQu7EdA9RkiTplHVkK6nqmjiz56+EIKB02Muw8juw9VkGZI9ged5cvvjcZNbW1B8d2GmSnxujOkHoJj831hGnI0mSJOkUEwmCIN1jaFZcXBxUVFSkexiSJEmSurkjJ3f6RXfzqaEL+MchC8lq3AMj3gMTvgX9J6V5pJIkSaeeqXMXHxGcCXhnn+V8teB/mNTzJcgeDuO/DqM+CtGeJ9zfkZ/9AGJZUebMnHhUaEeSJEmSkhGJRJYGQVCc6DEr4kiSJEk65RyccDnY7qBPzhCGvWseWWf9Aqpuhaqfwrq/wIiZLM78FN98Ipq4LYIkSZJS7lDLqIBpOUv57JD/5bzeL7PhwCA475cw6mNJBXAOOvKzn5/pJEmSJLUnK+JIkiRJ0pEO7IBXb6Xu5Z+Q1bibB3dexM8338RL8TF+e1qSJKmdvXPuI4xvfIzPDbmLidmvU31gML/a8h6eariex2ddle7hSZIkSZIVcSRJkiSpVXr0h0n/xrUPnMNVPe7iY4MWcFW/Z3l817nctvm9zFvUwyCOJElSk/LK6tRUm2msh7fu4v4x36XvgVWs2T+Mr677AvfUXEpmZi/mzJyY+sFLkiRJUooZxJEkSZKkY6jakcmr3MztW0r50MD7+fjgcu4eM4vn9oyHDT+CYSUQiaR7mJIkSWlTXlnN7Pkridc1AFBdE2f2/JUAyYdxGg7Amj/Ay3Nhz+v07TeeikE/58t/K2JdzQFbSUmSJEnqUmxNJUmSJEnHMHXuYqpr4s33e0X2cdOAh/nM0PkMzdwC/c+B8V+DETdAJCONI5UkSUqPIz8vHVSQG2PJrOnHf3J9HF6/HV75IdSugwHnwvivw/Dr/WwlSZIkqVM7Xmsq/zcjSZIkScdQVlJELCvafH9f0Iv/3VXK3yb8HS64Hep3w9M3wn3j4Y0/QGNdGkcrSZLU8TYkCOEcbz0Adbvh5XmwoBCWfh56nwbTHoCS5w04S5IkSerybE0lSZIkScdwsP3BvEVVbKiJN7dFuH5KAVAIhbfAuj/DS9+Hv93Chqf/lV9umsmSxmv5YslE2ydIkqRuLz83lrAiTn5u7OiN922BVT+HVbfBge2QdwVM+AYMubgDRipJkiRJHcPWVJIkSZLURuXL1rPo4dv5pwH/zTm9q9hc158/bL+BM971Fa4pPjPdw5MkSWo35ZXVzJ6/knhdQ/O6WFaUOTMPCyXveQNe+T/wxu+gYR9P1r6DH1e/hy09J1NWUmR4WZIkSVKXc7zWVFbEkSRJkqQ2mvfQKqprinlgx7lc1Hslnxnyv3xl6O/Y++r/QMan4Yx/huzh6R6mJElSyh2rgmDplALYvgxe/iGsuxsimbyZM5PPLJvOy3vzwyfH48yev7LFfiRJkiSpq7MijiRJkiS1UeGs+zjyf1bjY6/xiUH3cP2Ap4EInP5BOPMrkDsxHUOUJEnqGEEAmx6BV34Y3mb1hTGfgqIvMvVnryZsY1WQG2PJrOlpGKwkSZIknRwr4kiSJElSO8rPjR01qfRSfAw/3P0trr9lFLz6E3j9t7DmDzBsBpxVBkOmQSRyzH2WV1Yn/ma5JElSZ9RYD2v/HAZwdlRCbBhM/gGM+ST06AfAhprKhE/dkCCcI0mSJEldVUa6ByBJkiRJXV1ZSRGxrGiLdbGsKGUlRdDndCj+KZSuhUn/DjuWwqPTYdF58NZd4aTVEcorq5k9fyXVNXECoLombNtQXlndMSckSZKUrPpaqPoFLBwLz3wAGmrhgt/CdWvgrK82h3AgDC8ncqz1kiRJktQVGcSRJEmSpDYqnVLAnJkTKciNESFsrzBn5sSWFWx6DoQJ34Dr34Lzfw11u2HJ+2HhuHDyqn5v86bzFlURr2tocYx4XQPzFlV10BlJkiSdQO0GWP41KB8BSz8fVsC5uByufhlGfxyiPY96ynHDy5IkSZLUTUSCIEj3GJoVFxcHFRUV6R6GJEmSJLW/oBHWLwjbN2x9FnoMCFs3jPsshd9dTqL/qUWANXOvPulD2u5KkiS12fZlYdvNtU2V/YaXwhlfhsFTj9t28yA/j0iSJEnqDiKRyNIgCIoTPmYQR5IkSZLSbMsSePXHsL4cyOChPZfwiw1XsyI+rsVmBbkxlsyaflKHONju6vBKO7Gs6NGVeyRJko7U2AAb/hoGcDY/AZl9YNTHoOgLkDM63aOTJEmSpA53vCBOZkcPRpIkSZJ0hMFTw2XPGqj6OZeu/g1Xjn2Uir1ncvvW63lo50X0yOrRprYNx2t3ZRBHkiQlVLcH3rgDqn4Ke16D7JEw5Udh66keuekenSRJkiR1SgZxJEmSJKkDHbcdQ59COPfHZE36DiuevJVh63/Ff542l031Q9ia/wkmjL/wpI+7oSbeqvWSJOkUtncdrPo5vPYbqKuBgRfA2d+DETMhw18pS5IkSdLx+L8mSZIkSeogR7aHqq6JM3v+SoCWVWmy+jLpsm9B49dhw1/Je/VW8jb/B5T/BEZ9FMZ9AfqObdWx83NjVCcI3eTnxk7+hCRJUpeUMBg8OR+2PgOrfgFr7wYCGPEeKPoSDL4o3UOWJEmSpC4jI90DkCRJkqRTxfHaQyWUEYXh18Plj8FVy2DEjfDa/4W/FsHj18LGhyBoTOrYZSVFxLKiLdbFsqJtanclSZK6noPB4OqaOAGwdWcNzz/6I2rmT4KH3wkbHoCiL8K1r1Pe+ydMvT1O4az7mDp3MeWV1ekeviRJkiR1elbEkSRJkqQO0qb2UAOmwEV3wOS5sPpX8Np/wmMlkDMWxn4WRt0CPXKP+fSDFXeO2RZLkiSdEg4Gg4dnvc2HBt7PTQMeon/mbl7fXUju1F/B6TdDVp/kK/lJkiRJklowiCNJkiRJHSQl7aFieTDpOzB+Nqz9M6y+DZb9M7zwNSj8UBjK6T8p4VNLpxQ4cSZJ0qksCCisf5bvnLaQy/o+RyMRHtp5Ib/fdi3P7Z3Amo9c07zp8Sr5+XlCkiRJko7NII4kSZIkdZCykqIW3yyHNrSHivaEwpvDZfsyWHUbrPlD2Lpq8Ltg3Gdh+A0Q7ZHCM5AkSelQXlndtqp2dbvhjd/D6tv446hX2Vrfj9s2v487t1/FxrrBABQcEQxuUyU/SZIkSTqFGcSRJEmSpA7SXu2hyt8ayrzHb2bv7iv4eP7jfCzrQXoveT/0yoMxn4Axn4Ts/FScgiRJ6mBtahFV8xK89qswhFO/Gwaez9L8W/no4kJ2HYg2b5YoGJySSn6SJEmSdAqKBEGQ7jE0Ky4uDioqKtI9DEmSJEnqMo6cnAPIzopw+5VbuajhLtjwAESiMOIGGPtpGDINIpH0DViSJLXK1LmLEwZiCnJjLJk1/egnNOwL21e+9ivYsgQyesDIm2Dc52DQ+UByFXYSfcaIZUWZM3OirakkSZIknfIikcjSIAiKEz1mRRxJkiRJ6sLmLapqMUEGUFsX8JUlw1ky6z7Y/Xo4Eff67bD2bsgZG1bJKbwFeg1O06glSVKykm4RtasKVv8a1vweDmwPr/lTftR0zR/UYtPSKQUnDNO0VyU/SZIkSeruDOJIkiRJUhd2wsm5nNEwZR5M/C6s+wu89muoLIMXvgbDZ4ahnKHTIJLRcYOWJElJO26LqIb9sO6e8Pq++XHIyILhN4RtKYde2uYqeMkEdiRJkiRJLfmbVkmSJEnqwvJzY8mtz4xB4Yfgiqfg6pdg7Gdh00Ow+DJYWAQv/xD2be6AEUuS1P2VV1Yzde5iCmfdx9S5iymvrD7pfZWVFBHLirZYV5T9NndMvhvKh8MzH4C9b8HZc3hg9HNMffqTFN4aZ+oPHmvTcSVJkiRJJycSBEG6x9CsuLg4qKioSPcwJEmSJKnLKK+sZvb8lS3aU8WyosyZOfHE32Bv2Adrm6rkbHnqsG/Rf6LpW/R+d0OSpNZq07X5OPu8ddFKJgSPccuQRzgvtgwiUSi4DsZ+CvIup3z5xpQfV5IkSZKUWCQSWRoEQXHCxwziSJIkSVLXVl5ZzbxFVWyoiZOfG6OspKj1E247X4HXfgNrfg8HtkOf0TD6H6HwHyA7P/3jkySpi5g6d3HCVlIFuTGWzJre+h3uWA6v/w7e/FN4jc4eCWP+CUZ9rMU1OuXHlSRJkiQd0/GCOJkdPRhJkiRJUmqVTiloe7Cl35lw7o9h8vcPVcl5YTas+DrklcDoj0HBtRDt2fyUZAI2R1YFqK6JM3v+yuZxS5LU3WxIEIY53vqEDuyAN++E12+HHZWQ0RNG3BCGb/IuS1i1LiXHlSRJkiS1mUEcSZIkSdIh0V5QeHO47FoNa+6AN34PT78XegyA02+GUR+l/K0hSQVs5i2qatEiAyBe18C8RVUGcSRJ3VJ+bixhZZr83Njxnxg0wqZH4Y3fwbp7oHE/9J8Cxb+A0z4APQe0z3ElSZIkSSl19FcnJEmSJEkC6DsWzv4eXP8WTHsA8i4PK+U8eA7jX7iE9/edT//ozubNDwZsDteab+eXV1Yzde5iCmfdx9S5iymvrE7t+UiS1AHKSoqIZUVbrItlRSkrKTpq2/LKat4z705u/ckH2fT/hsFjV8LGRWHrqauWwYxlMO6zJwzhtPa4kiRJkqT2Y0UcSZIkSVILiVtOXQX5V8H+7fDWf7PvyZ/w7YLfMHvYf/HIrvO5e8cVPLn7nKMCNsl+O98WVpKkdEmm1WJrHHzucfdZt4tlT/+WvNf+wN35KwB4es9kfrjzY0y77B+57tzR7XNcSZIkSVK7iwRBkO4xNCsuLg4qKirSPQxJkiRJOmUdGYiB8Nv0c2ZObDGRN3XuYnL2vcx7+z9Caf/HGJi5i811/Xk0fhkfeN/XoP9kiERatb9EgZ2C3BhLZk1vp7OVJJ3qkr1OHdy2TSGXxnrY9DCs+X+wvhwa4ry5fxjzd0znLzsuo7puCOC1T5IkSZK6gkgksjQIguJEj1kRR5IkSZLUbN6iqhaTkXCo5dThk41lJUXMnn+Af99YyNxNH2F6zvO8d+Bj3NT3Xnjwz9DvLDj9w5SO+yDMnHjCicvWtLCSJClVkr3unXTltiCAHcvD8M1bd8K+t6FHfxj1EWY+MIpltWcAkRZP8donSZIkSV2bQRxJkiRJUrNkAzEt21/AixmXMeP8z5BxVi9Yeze8+Ud4YTa8MJvSIZdQeuOHYOSN0CM34f6TbWElSVIqJXvdSzaw06y2Gt78E6z5A+x8CTKyIP8aKPww5L8boj15+9HFUOu1T5IkSZK6G4M4kiRJkqRmrQnElE4pSDz5OPZT4bLnDXjzzrAKwHP/BBWfg4KmSchhMyDao/kpYYWdo1uDlJUUpebEJElKINnrXlKBnQM7Yf09sOaP8PZiIIBBF8F5v4SR74OeA1s812ufJEmSJHVPGekegCRJkiSp8ygrKSKWFW2x7qQnBfuMggnfgGtehZLnYMwnYfOT8GQp3DMMnvs0vP0ENDZQOqWAOTMnUpAbIwIU5MaYM3Pi8dt9SJLURsle945VpWZUf+Ctu+DJG2D+EPjbR8Mg6oRvwjWr4MpnYOynjwrhAF77JEmSJKmbigRBkO4xNCsuLg4qKirSPQxJkiRJOqWVV1Y3tZyKk58bo6ykKHWTgo11sOmRsFrA+nJoqIXYMBjxXjjt/TDoQohEUnMsSZKSkMx1r7yyurl6TY9IHRfnLKO0/1NclfscmUHTtWzkTeG1bOD5XsskSZIkqZuLRCJLgyAoTviYQRxJkiRJUlrU74Xqv4aVBDbcD437IXsknPa+cDJzwLlOZEqSOofGepYsuZvtr/yBi3s9Rb/MvRyI5tKj8H1w2gdg8LsgI3ri/UiSJEmSugWDOJIkSZKkzq1uF6y/NwzlbHoorJzTZzScdlMYysmdaChHktSxGhtg6zPhtWnd3bBvM2TmwIgbwso3eZdDRla6RylJkiRJSgODOJIkSZKkruPADlh3Tzjx+fajEDRA3zPCQM7IGyl/I5d5D61qn9ZZkqROr31bKNbD5idg7Z9h/T2w722I9oL8a+D0D8CwGZAZS82xJEmSJEldlkEcSZIkSVLXtG8LrPtLGMrZ/AQQ8Ob+Ah7YeREP7HwHK+JjiWVlMmfmRMM4knQKKK+sZvb8lcTrGprXxbKibbsONBwIg5/r/gLry2H/NohmQ/67YcR7oOBqyMpJ0RlIkiRJkroDgziSJEmSpK4vvokf3v4DLsx6gov6rCAr0kD1gcE8tOtCKhou5bYvfgEyoukepSSpHU2du5jqmvhR6wtyYyyZNT35HdXHw1aIa/8C1QugbmfYdqrgWhj5Hhh2FWRmp3DkkiRJkqTu5HhBnMyOHowkSZIkSScllsd/rr+cX3I5/aK7uSznOWb0e4YPDniQj2YshHvmwPBSGDEThk6HaI90j1iSlGIbEoRwjre+hbpdsOFBWDcfNvwV6vdCj/4w4oaw8k3eFRDtmeIRS5IkSZJONQZxJEmSJEldRn5ujOqaODsbcphfcxnzay4jOyPOzKEr+Y9zq+Ct/4bXfwNZ/aDgGhh+PQwrgay+6R66JCkFDl4HEq1PaO86qF4I6++FzY9BYx30HAyn3xyGb4ZeChlZ7TxqSZIkSdKpxCCOJEmSJKnLKCspYvb8lcTrGprXBdE+FF/8CZhSAA37YNMjYbWD9ffCm38KJ1iHXAIF14UtR/qcnr4TkCS1SaLrQCwrSllJUXgnCKDmhfAasH4B7FgWrs8ZC0VfhILrYdBFtjKUJEmSJLWbSBAE6R5Ds+Li4qCioiLdw5AkSZIkdWLlldXMW1TFhpo4+bkxykqKKJ1ScPSGjfWw9VmoXhBWQ9hVFa7vNwGGN4VyBp4PkYyOPQFJUpsceR346pWFXD/stTB8U70AatcBkTBwM/z6MIjZ74x0D1uSJEmS1I1EIpGlQRAUJ3zMII4kSZIk6ZSwa1UYyKleCFuehqABeg2B/KvDSdphV0Bm73SPUpK6hKRDke0lvgk2PggbHghv63ZBNAbDrgyr3hRcHb7HS5IkSZLUDgziSJIkSZJ0uP3bw4nb9QuaJnB3QkbPsIVV/gwYdhX0LYJIJN0jlaROp7yyOmF7qDkzJ7ZfGKexAbb9PQzebLj/UMup2DDIf3cYvsm7HDJjLcaZ1rCQJEmSJKnbMogjSZIkSTolJTUJ21gHm58KK+VsfBB2vRqu7316GMjJvwqGToesnNQeV5K6qKlzF1NdEz9qfUFujCWzpqfuQPs2w4YHYeMDsPEhOLAdItGw5VT+jDCAk3t2wtBkWsJCkiRJkqRTxvGCOJkdPRhJkiRJkjrCkZOw1TVxZs9fCdByEjYji/KNRcx7GDbUXM45A3fyzXPXMjnzb/DmH+G1X0FGFgx+JwybEQZz+k04ZrWcpI8rSV3UhgQhnOOtT1pjPWx7vqnl1P2wvekLe72GwvDrwvfgYVdAj/4n3NW8RVUtQjgA8boG5i2q8r1YkiRJktSuDOJIkiRJkrqlZCdhjwzOLN3Wjw88Npk5Mz9M6dTBsHXJoYoMy78Ky7/KxgMDqThwPnlF13LeBTdCr2Tt53EAACAASURBVMGtPq4kdVX5ubGEFXHyc2MJtj6OIIDdq2DTI7DpYXj7MajbBZEMGHghTPr3sOpN/8nhulZot7CQJEmSJEknYBBHkiRJktQtJTsJe8LgzNBLYeillPMFfvL8Y5zf63kuyVnGxX2epF/1AzD/M5A7CfIuh6GXUbOrFjh6MtrJX0ndRVlJUcK2T2UlRSd+8r7NsOnRQ+Gb2nXh+t6n82bva/jt6jHct/kMsnOGUja4iNIBJxdgTFlYSJIkSZKkVjKII0mSJEnqlpKdhG1NYKc63p+34ldy944ridLAhNhrzBj8Mp8augZW3Qav/pgXxkdZVlvEkt2TWbLnbJbXFlFPppO/krqNg9W95i2qYkNNnPzcGGUlRYmrftXXwuan4O1HYOPDUPNCuL5Hfxg6HcZ/HfIup/y1Xi3CPTva2NavTWEhSZIkSZLawCCOJEmSJKlbSnYS9mQDOw1EeSFexIq1RXzqM1dDfRy2LuGNF8qJrX+ILw79b76Udyd7GmIsjU9gwKgZsD0Xcs+GjGgKz1SSOl7plIJjBG/2wtZn4e3HYfPjsO05aKyDjB4weCqc/T3IuwL6n9PivXDeosUpbevXqrCQJEmSJEkpZBBHkiRJktQtJTsJm7LATmYM8i5nXN7llFdWU/bw85xe/zxXDHyRKwe+SM7m78KD34WsfjD4nTDkYhhyCQw4BzKyUnz2kk4V5ZXV6Q2b1O2Brc/A5ifC8M225yCoh0gUBpwLRV8KW/wNeRdk9j7mbpKtTtYaxwwLSZIkSZLUjgziSJIkSZK6rWQmYVMd2Gl53NJDK2vXw+Ynw8nqzU/ChvvC9Zm9YdA7DgVzBp4P0Z4nd8KSTinlldUt3peq29jOKSl1u2HLM2G1m81PwLbnDwvenAdn/gsMmRZWv8nKSXq3yVYnkyRJkiSps4sEQZDuMTQrLi4OKioq0j0MSZIkSZISSmnlifjbsOWpQ8GcmhXh+oyeMOjCMJQz6B0w6ALokZu6k5DUbUyduzhheKUgN8aSWdNTc5C9a2HLkrDqzZYlUPMCBI0QyYSB54WhmyGXwOB3HDN4k8x755GhIgjDjnNmTrSqjSRJkiSp04lEIkuDIChO9JgVcSRJkiRJSlJK25zEhlK+7SLmPTKADTVXUTSgju9cuIML+7wYBnNe+o9wspsI9BsPgy4KJ7oHXQQ54yASOWqXaW9RI6lDpbydU2N9GLTZ0hS62bokrOYFYfWugRfA+K+H7fUGTz1uq6mDkq3ak2x1MkmSJEmSOjsr4kiSJEmSlAYnrP5Qtzts+bL1mXBSfOuzUFcTbthzIAy8CAZfFFbNGXge5StrrCYhnWLaXBFn31bY/nz4/rJlCWz7O9TvDR/LHg6DpoaBm8FTIXcSZLT+O30dUrVHkiRJkqQOZkUcSZIkSZI6mXmLqlqEZgDidQ3MW1QVBmeyciBverhAWB1nV1UYzNn6bBjO2fDX8LFIlDP3F/KNIWN4oXYcK+JjWb1vJPE6Du3vCFbPkU6ss/87KSspShjAKyspOnrj+lrYvgy2PReGb7Y9B3veCB+LZEDu2TDqozy/50y+//wAlm/LOXTOA07+nFNetUeSJEmSpE7OII4kSZIkSWnQ6snpSAb0OzNcRn88XLd/e1jBYsszbPnbQq7NfYqbBz4IQLyxJy/FR7Gidiys2QgDiyFnLEQykm4VA50/iCC1l9b8O0mXY7ZzOnso7FgRhm0OLjtfhKApsJM9EgaeD2M+Fd4OOAeycsJzfjS155yfG0tYESc/N3ZS+5MkSZIkqbMziCNJkiRJUhq0ZnL6mGGYngMgfwbkz+BfH7iUDWv2clqPjUzKXs3ZsdVMyl7NBwcugmcXhDvK6gcDzmXP6sFcml3IS/FRrD2QR0BGy2o8hx23swcRpPZywqpVnUTppEGUnrYJtr8BOyphSyXc/QI01IYb9OgPA8/n1cxp/O6VQTy25XR69MkP30fOanke7XHOraraI0mSJElSN2AQR5IkSZKkNEh2cjrZMMzB/b15oIA3DxSwoGYasawoc284k+tH7YJtz4fL9ud5X58n+VDfegD2NMR4ZV8hL8cLeWXfKNjWF/qNh8xYlwkiSO2hU7ZUqtsFO5bD9sowdLOjEna+DEH475nMHOg/Gcb8U1jpZuD50Gc05cs3tHy/Ocb7SHuc8zGr9vgeIkmSJEnqpgziSJIkSZKUBslOTicbhjnW/q4/uE3uRBj9MQCunPsgOftf5cxeazgr9gZnxd5gZv/F5ETvg0U/h0gU+p5BWc4gXs4axcvxUbwSL2RbQy6Q5iDCEWydpfbSXi2VknrNNjbA3jVQ8yLUrISaFWHoZs/rh7bpNRT6T4H8q2HAlPDnPqPCNnZHSPZ9pL3OuXRKgf8uJUmSJEmnDIM4kiRJkiSlSTKT062pUJHsZPc/l0xk9nxYuWMs7AjXZWdFuPWaflw5bBPUvAA7lnNhzt8p7f9E8/O21fdl9b6RVAejYNVbYeWcfuOh16ATHrM9nKqts07F8FE6zrk9Wiod/Zqt5dYFixmyJ8I7Bm0Kgzc7Xwyr3DQc9m+8z6iw0s2oj4aBmwFTIDYs6eMm+z5iGylJkiRJktrOII4kSZIkSZ1Ye1SoOFb1nCsPBhtGvgeAv1VW84N7l3B69DXOjL3J2J5vcUZsHdf1eQwqFhzaYa8hh0I5/c4Kb/ue1e4BnfZqndWZgy6nYvgoXeec0pZKjQ1Qu5Ynn7iLD/R7g9E91zG211qKer5Fv8y9sI5wiQ2DfhNgzKcgd0JYyarvmZDVp03nkuz7iG2kJEmSJElqu0gQBOkeQ7Pi4uKgoqIi3cOQJEmSJKnTODKEAGGFijkzJ3bI5HjCUMrkfIhXQ81LsPOIpX7PoSf3GAA546DvuJa3OWMgs3frj3vE+RbOuo9Ev9WIAGvmXn3S55vOP+8TmTp3ccJARUFujCWzprdYl2ygqDMHj6B155x2dbtgV1XT8mp4u7sKdq2Cxv3Nm9XU96Fq32ms2ncaVftPY/W+07jrq/8IPQe2y7A6++takiRJkqSuJhKJLA2CoDjRY1bEkSRJkiSpE0t3hYpjtrvKHh4u+SWH1gUB1K4LAznNIYRVsOlRWPOHo5+fMw76FoW3fUaH7Xf6nE75ypqkKqC0R7Wg9qqyk4xkAjHJthhKtopMe1WbSWW4pzXt2dpdEMCB7bD7ddjzBux9o+nn18PXenzjoW0j0fA1nVMEeVdC3zP4zMI9/H3rYLY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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fit_func.trainieren(2) # Grad der Funktion\n", "fit_func.plot_fkt_ganzrat_fkt_n()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Diese Funktion kann jetzt auch mithilfe eines Testsets überprüft werden. Unter einem Testset verstht man ähnliche Daten, welche jedoch nicht zum trainieren genutzt wurden.\n", "\n", "Wenn die Fehler (Abweichungen von d. ganzrat. Funkt.) berechnet werden und in einem Hisogramm dargestellt werden, sieht das wie folgt aus:\n", "\n", "Ebenfalls lässt sich der MSE (Mean Squared Error) ablesen (oben rechts)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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