diff --git a/Exercise sheet 8/exercise_sheet_08.ipynb b/Exercise sheet 8/exercise_sheet_08.ipynb index 536de75..a5c6ddb 100644 --- a/Exercise sheet 8/exercise_sheet_08.ipynb +++ b/Exercise sheet 8/exercise_sheet_08.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "220d541e", "metadata": {}, "outputs": [], @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "5e4391a6", "metadata": { "deletable": false, @@ -302,7 +302,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "bcc7acba", "metadata": { "deletable": false, @@ -325,7 +325,7 @@ "True" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -501,7 +501,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 4, "id": "ee683060", "metadata": { "deletable": false, @@ -549,7 +549,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 5, "id": "351f7a01", "metadata": { "deletable": false, @@ -568,7 +568,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3IAAAI4CAYAAAAvY9tfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAADnd0lEQVR4nOzdd3wUdf7H8dcnoXekqBQFURBBijS7UcSCvZ79PD3PO09P/Z2e5VTseurZzu7pqajoqWfvAhFFBUVRaQpSpAmItBAgkHx+f8wEN8tms5tsdrPJ+/l45AE78535fua7353vfGe+M2PujoiIiIiIiGSPnEwHICIiIiIiIslRR05ERERERCTLqCMnIiIiIiKSZdSRExERERERyTLqyImIiIiIiGQZdeRERERERESyjDpyIiIiIiIiWUYdORERERGJy8xamtlEMysws94R05ua2XMx0l9pZgemN0qRukUdORERERGpSCFwGPBi1PQDgDEx0vcCvq3uoETqshrbkTOzuZU9k2NmT5jZjRGfp5pZXqpik6rR95FaVfmtlLO+avt+qvi7zup6E71fqomqGqOZ9TCzr8xsjZn9JfpzsvnXtO88nfGY2TVmdl8llov+DjJahpnK38zczNaa2U1x0iRUxmZ2i5ldlNIAt8xjopn1ipo2xszWm9nH1Zl3otx9o7svizHrEOAdADP7k5l9YmaPAdu6+5JE1p3sviJZ8fYtVd1v1VSZ/u1HxFGn2v1k2tFUHL8l3JEzs5PMbEK4Y1wa/v88M7OqBJAO7t7L3fPjpUn1wXBtlWw5xUqfyPdRhdiKzKxt1PTJYaPeJUV5VKmemNkpZvZFODxlsZm9bWZ7VzW2VKmu7ydZ0WVdU+KqDrHqlZmdWVMO4JLwNyDf3Zu7+70xPielpn3naY5nFyp3NaNMmUfGnIl2LsPfYV93/3uc+RWWsZm1A84AHg4/dwuPg7aNSHOqmS0ys85x1tM67BjsFzV9pJn9D/gncH3kPHc/APhjvPhSxcxyzWydRQyZjJg3ysz+E2fx7dz9x3DZ/YC9CMrLkwihSvuKZEXVy5Tut6oqkd9pImlq2v6zIuk8XqxNEurImdlfgXuA24FtgK0Jdi57AQ1ipK+XwhhFkjEHOLn0g5ntCjTOXDhlmdn/AXcDNxP8jrYDHgCOqsS69DuTGiGiLm4PTI2YFf1ZEtcL+KYSy9WZMjezZ8zsYzN7OuLv/iRWkUgZnwm85e7rANz9B+AN4KIwhj2A+4Cj3X1+eStx9xXAI8DFEfFfTdCZPA14Fdg/soOYTu5eDMwgKJPNzGwgcDgQs0NsZj2A78OPxwCPuLsDJSR3IqLS9TYFbWHK9ls1oV2uCTFIGrl73D+gJbAWOK6CdHOBywh2ihuAesDlwA/AGmAacExU+ivC6SuA/wCNouZfEq5vFfB85PyovPsDX4b5PA88B9wYta4Dw/9fBiwM034HDAVGEux01gEFwN/CtBXFX258QGfgf8AyYDlwX8S8DsBL4bw5wF/ilGvMtEA34Bdgt4h0PwN5CZZvuTGUF3uy5RQnfeT30RPIB1YS7DiPrEwdiEh/FfB5xLQ7CBogB7pUJc8425PQ90nwWyoAToizDeXWuTi/s4TKM0ZeW/wWor+fiM+XhnmuBR4j6IS+HS77AdA6TOvAjhHLPkH5v8V4v68tyjpGXJWuO+VtezLfRwJ5xN0vxfheD4yadibwcYKxVFTu5X3XFe07KyrjyLo4BigG1offWfTn7lXcd88lwXqYyO8y3vcXp7zKfE8JlE+ibVgOwf76R2ARcBJB3W9e3u+3nPVsUealMVP+/ivR30K5dSzeOmJ8h/F+M7sBX4XreSGcX95vpg1wPvCnBOOtVBmHZXpa1LTdwu+8N7AY+E2C30/HMM9uwAnAfKBDxPz3gd/G2w9U5Y/gJOeksOx/IDxeiJg/ErguatpYYETUtCeA3uH/L4z4fu8GDg7//zRwdrjNF4fTLgV2TrDexm3LiNEWVmbfEiPvmPst4h8zbRFLAumTOs6I8T3Fah/LPTYIl6tUe0YFv0tS0O6Xt90kcXwTbxtilOFckmtP4u3rK6prFdWFyO8oof1xmW1J4Id/CLCJqB9JOYUymaAT0DicdkK4ATnAb8LC2jYi/ZQw/VbA+Bhf/MRw+a2A6cAfY+TbAJhHcJarPnA8sDFWJQJ6ELHjBLoA3WIVZoLxx4wPyAW+Bu4CmgKNgL3DeTkEO9Jrwth3AGYT7vyi8o+bFjgnzLcJ8C5wR9Q2xyzfeOuNF3sVyik6fen3UR+YBVwZxnEAQeXtkUwdiLHe7wh+dLnh9709YUeuqnlGb0+S32eFv6V4ZRnnd5ZQeUblk/BvIfz8GcFOriOwlGCn1R9oSNDwjajEDj2RbY2Oo3TZSn+P8bY9me+jgjwq3C/FqrtR086kbEcuXizxDrJjbm9FMSZYxpMpWxfzgd9HxFHmc2X33ZWohxX+Lsv7/sorr1TWwRhlcS3BPnp7ghM+44HZ5e0n4v3F+A6iyzDyN5XMbyFmHatoHTHyr+g3c2FYtscCRZT/mzkxzPu3CcZbqTImOPgaFGP6ewS/wWuS/H4eJ7ifbBnhidiIefcCd8bbD0RM70DQcRoDPERwUroJwe/huhjp/0pwALobwe9jV8KTmxFpLgdejPh8BLAAaBIx7S2CjvCnYWwvAQ3DeQPC7/RdggP/weH3eDvBFczxgFVUb0mgLSPG/qcK+5bNeZfzuaJjsTKxJJg+4eOMcsqrTJpY5REjTdLtGQn8LklRux9ru0ni+Kaico2x3kTbk3LzpuJ2NJG6UFo2Ce+PI/8SGVrZFvjZ3TeVTghvZF0ZjqfeNyLtve4+338dgvCCuy9y9xJ3fx6YSfDDLnVfmP4X4CYihsRFrG9ROP91oF+M+HYPC+9uD27EfRH4vJxtKSb4gnYxs/ruPteDYRIxJRB/efENJqhIl7r7Wndf7+6l97oMAtq5+/XuXuTus4FHCc4ORoub1t0fDWOaAGzLlkMfyivfeOuNF3tly6k8uwPNgFvDOMYQDFmJrAeJ1IFoIwnuaRhGMFRkYTXmmcz32Yao31K0BMuyzO8syW0rldRvAfiXuy9x94XAR8AEd//K3TcALxPs/JJShXoDVfseE972KuwDktkvlXol3K+uNLOVBENuk4mlPOVtb0UxJlrGsepiIipTRonWw0R/l7G+v0TrR0r2JeE9WJcAZ7j7PHdfBbxJxJA/M3vBIh6EYWZfpmj4VLL7gVSsI95vpl44f6O7/4/goKw8OxAcNJ8WMazyhFgJKypjM7vAzPLNbE74cIV8M7skXLwVwUFb5Ppywu0uAf4RJ8ZY7iQ4afpnd/8yat6aML9E3EhwReNqgnbuJuAngk7dhKh42wEjgFPc/ctwH/Ktu8+NWucUgqGemFkucCvwd3cvLE3g7sPdvYO77+HuTwAvhb8/3H2Su/d094Pdvb+7TyT4fq9097uBme7BEWoFEm3L4rWFye5b4klkfxIZS6Lpkz22qUjc/XEl27Nkf5dxVaEdS6ZOJFquibYn8fKuqK4lc4xYqf1xIh255UDbyEbD3fd091bhvMh1lBkfbmZnhA+aKD0w6U3QMYyVfh5BByLSTxH/LyQoyGgdgIVRO4d5sTbE3WcRnBW6FlhqZs+ZWXSeycRfXnydgXke+4B9e6BD1AHblQRnBSqT9tEwrn+V7kwjlFe+8dYbL/aYEiin8nQA5rt7SVScHSM+J1IHoo0ETiE4W/hUNeeZzPe5xW8pWoJlWd59GIlsG5D8bwGIfPLYuhifE/leyqhCvYEqfI/JbHsV9gEJ75ciHO3urUr/gPOSjCWmONtbUYyJlHG59wQloDJllGg9TPR3ucX3l0T9SNW+ZCgwParB3pqy9xftTHBGuPQAuziZfXR5KrEfSMU6kvnNxKtfm4AhBGe2Twv/Xignbdwydvd/uXsewVW2P7h7nrvfEaZbATSPWt8/CTpcM4FT48QYSwOCoW//izGvOcHQrURcEq7rJIIDyfMIThaeQtCORzoQ+Nbdv65gnVOBncysPsGwyPVs2YaW4e7PVrDOFu6+0cxaE1zJS0SibVm8tjDZfUs8iexP5ieZvjLHNhWJuz+uZHuW7O8yrmo+XoTkyjXR9iRe3hXVtYSPESu7P06kI/cpwU7nqATSbt4QM9ueoJNxPtAmPDCZAkQ+5TJyZ7Mdif/IIy0GOpqVeXrmduUG6P6su+/Nr8PtSs+mlTlLlGD85ZkPbFfOAft8YE7kAZsHT0YanmxaM2tGMLTiMeBaM9sqavnyyjfeeuPFDsmXU7yzb4uAzuHZzcg4F5aTPiHuPo9gHPJwtmwsq5pn9PYk831+StAwHh1rxUnUufLKNKlti/NbqIpCguE9pbaJlSjBba22upPItldxH5DUfqkiCcQSt9zL2d6KYkykjBM5u16elJZRlGR+l1tI8LeRqv1XW4JhPQCEB9FH8+vVogYEw7FLT9R1JezUVcIW31cS+4Fy61iK9iWx6kPMp0CaWVeCB2w0iDq4Kk/cMo7Qi+AqV6RvCO7ZKl32XIKHehxNsJ2XRsVckb7AlHI64j0Jbm1IxG0EndkXCcr8IYJO4H/Z8lhqKxLrIM4laKP6ExxM/l/UAWrS3P2i8N8V7n5lgosl+tsqL7ZU71sS2Z9Ed3Qqvf8hsf1qrDTlLleF9iyR32Wq2v20Hy8mKF7eFdW1pOpCZfalFXbk3H0lcB3wgJkdb2bNzCzHzPoR3ENVnqZhEMsAzOx3BD3vSH82s05hB+RKgpsEk/Upwc7sL2ZWz8yOpZzLtBa8G+QAM2tIsLNaR3ApE4Ke+A5Jxl+eiQRf7q1m1tTMGpnZXhHzVpvZZWbW2IJH/vY2s0HlrCde2nuASe7+e4JhIg9FLV9e+cZbb7zYK1NO0ekjTSAYH/03M6tvwbtCjiC4UbSqzgYOcPe1Kc4zensS/j49GM5zDXC/mR1tZk3CGA41s9uoWp1Latsq+C1UxWTglLAcDiF4FHUsiWxrtdSdJLa9Kt9HwvulBFUUy2TKKfc421tRjNX5+ySB/Ksimf1sGUnUj1SVz3fA3mbW3cxaAg8SHAiUXpHrCbSzYLhfPsGQnylJ5lGqzG8qyf3AZGLUsRTuSz4Nlzs/rA9HUX592JfgO050SG9FZVyqlQdPl4z0Fr9u64EETxw+woP3o71IcFVs84luC94h9UScWPoRlGUZYfkNIHjgSSLOdfeH3P1Dd7/D3Qe7e1N3H+Dur0el/Ypg+/taYCcz6xm9wrDTNp1weKa7f5hgLKlW1d9Wqvctye5PKr3/CcVr+5JJE6my7Vkiv8vJpKbdz9TxYkXi5V1RXUu4LlR2X5rIFTnc/Tbg/wiejLOUoLAfJni6yiflLDONYPjBp2H6XQludI30LMFQhtnhX0Iv0IvKp4jg5sszCYZA/IbYQxYgGHt6K8HTHX8C2hN0cABuAa6y4NLnJQnGX15MxQRf8o4ET8haEMYVOa8fwVWjn4F/E9x8Xd56tkgb/pgO4dd3zPwfsJuZRQ7ziFm+8dYbL/ZKllOZ9FHbVwQcCRwaxvAAwT0MM2KVazLc/Qd3/yLG9KrmGb39CX+fYf53EnxXVxHszOYTnJ16pSp1rhLbFu+3UBUXEpTHSoIhR6+UE2si21pddSehba/iPiCZ/VIi66solnjlHnN7K4qxOn+fEetPWRlFrTup32WUROtHSsrH3d8nOCD4guDeimUEjfjMMElv4EEPhvvlEVxxmZpMHhGif1PJ7AfKq2Mp2ZdE1IezwzxOI7gPJfqWAQheffQf4AQr++qBA8pZd0VljJl1JPaooKeA4WHH5zngdHcvHZJZTHDP22UR6TsTfz/RlxgdOYK6lO/uCY1MCvNOiLt/QtD+v0FwH97LlP9anikEde5via4/1ar626qG/W+y7XxV9j8Qp+1LMk1kTJVqzxL8Xaaq3c/I8WJF4uWdQDuaTF2o1L7UqnjVvNLMbC7BU4E+yEgAtZzKV0Qk+5nZLcCXHt7/ZWYvAFd4cD9FrWZmE4CH3P0/lVh2PcHB5r3ufnUC6Q8GDnH3i2PMuxlY6sEDO+KtowHB0Mg+7r4xyXgnAGe7+5SIae8TPExhorsPTWZ9ItWlKr9LST29NFBERKTm6kXwOO9SOxKMsKh1zGw/gmGQPxOc2e9D8Kj+pLl7oyQXiXV/XOm6ErrCGJ6d32LIYoLLDokxbVhl1iWSSqn8XUrqqSMnIiJSQ7n7kVGfk37VRxbpQTB0tBnBS4OPd/fF6cg4HPYuIlvK2O9SKpaxoZUiIiIiIiJSOQk97ERERERERERqDnXkREREREREsow6ciIiIiIiIllGHTkREREREZEso46ciIiIiIhIllFHTkREREREJMuoIyciIiIiIpJl1JETERERERHJMurIiYiIiIiIZBl15ERERERERLKMOnIiIiIiIiJZRh05ERERERGRLKOOnEgUM3vIzK6O+PwnM1tiZgVm1iaTsZUnOuYMxjHXzA6s5LL7mNl3qY4pgXzPNbO7k0j/FzO7tRpDEpFKqMr+J8l88sxsQXXnU53M7Foze7q60mcDM+tiZm5m9aqwju3CY4PcVMZWiTjONLOPq7D822b221TGlECeDc1smpltU8nl/2dmh6Q6rmyjjpzUOuGOeceoaQk3Qu7+R3e/IVyuPnAncJC7N3P35amPuHyJ7pwjY84W0d+Tu3/k7j3SHEMD4Crg9vBzzAM0M8s3s9+HHx8BTjOz9umLVKTuMLO9zewTM1tlZr+Y2XgzG5TpuFLNzOqFnYDBEdNODfeN0dNmZCbKmqu6O5eJnBhw9x/DY4Pi6ooj1WKVm7sf6u5PpjmUPwDj3P0nM9vDzFZHdojN7NFypj0UfrwVuCnNMdc46siJxLc10AiYmuyCFqj231imzwRmuaOAGe6+MNEF3H098DZwRrVFJVJHmVkL4A3gX8BWQEfgOmBDJuNKlcirP+6+CfgU2C8iyb7AjBjTxqUlwBqiKlfJ0iUbYqzhzgVGhv//AsgFdouYvw+wKGra5t+Cu08EWpjZwOoPteZSR07qnNKrLmb2VzNbamaLzex3EfOfMLMbzaw7UDrUb6WZjQnn72lmn4dniz83sz0jls03s5vMbDxQCOwQnl09z8xmmtkaM7vBzLqZ2afh2ab/hleGouPsCTwE7BGetV0ZEd+DZvaWma0F9i+NOZzf2szeMLNlZrYi/H+nqBhvCM9yrzGz98ysbcT8M8xsnpktN7OrI89KRuYTWZbllPPgcBtXhmV8X+l2mlnpQcnX4bb9JnpdZtYzjHWlmU01syOjvqP7zezNcBsmmFm3cJ6Z2V3hd7vKzL4xs97lVIdDgQ/LmRdPPnBYJZYTkfi6A7j7KHcvdvd17v6eu39TmsDMzjGz6eFvf5qZRR7o9Qt/86vM7HkzaxQuU+5+38wGWTB8vl5EHseZ2eTw/43Dfc4KM5sGlLk6aGYdzOylcJ87x8z+EjHvWjN70cyeNrPVwJlR2zuO4OC01D7AP2JMGxex7bMsuFL5mpl1iMgrXtvU1cw+DMvsfaAtcVSU3sx2t+Cq6Uoz+9rM8iLmbWVm/zGzRWGZvRIxL178bmZ/NrOZwMxw2j1mNt+CtnKSme0TTj8EuBL4TdiGfB1Ob2lmj4Xf70IL2vLccF6umd1hZj+b2Wzi7MPNbCSwHfB6uP6/2a9DMc82sx+BMRY1PNPMfhdRN2eb2bkR66zo2KONmb0ebuvnYewfh/O2GAZqZUeKRMefbLltXpeZ5ZjZVRYcByw1s6fMrGVUHL81sx/Dsvx7RL6DzeyLMN8lZnZnOfFtB3QDJgC4+0bgM8J6b8GIlwbA81HTulP2pEZ+vO+xLlBHTuqqbYCWBGd7zwbuN7PWkQnc/XugV/ixlbsfYGZbAW8C9wJtCIZdvmll7507nWDIQHNgXjjtEGAAsDvwN4LheacCnYHewMnRAbr7dOCPwKfh0I1WEbNPIRhS0ByIHnqZA/wH2J6gIVoH3BeV5hTgd0DpzvISADPbBXggjG3biDKqjGLgYoIDgD2AocB54baVHqT0Dbft+cgFLRjS+jrwXhjjBcAzZhY59PJkgjP1rYFZ/DrE4iCCHX93oBXwG6C8IbG78mtnPRnTgb6VWE5E4vseKDazJ83s0Oj9spmdAFxLcEW8BXAkZX/fJxLsb7sCfSjbcYq533f3z8N1DItIexq/Xi0YQXDQ2Q04GNh8L5EFoy5eB74O1zsUuMjMDo5Y11HAiwT7o2eitnccsFd48NwWaAr8FxgcMW1nYJyZHQDcEm7jtgTty3NhHBW1Tc8Ckwj2xzdEbkM5yk1vZh3DvG4kuGp6CfCSmbULk4wEmhC0n+2Bu8Llyo0/wtHAEGCX8PPnQL8wn2eBF8yskbu/A9wMPB+2IaX74yeBTcCOQH+C9qC0s3MOcHg4fSBwfHkb7+6nAz8CR4Trvy1i9n5AT4K6EG1pmEcLgjb2Lit7oiHescf9wNowzW+p+DuKJ9lyi3Rm+Lc/sAPQjC2PIfYGehDU92ssOPEMcA9wj7u3IPi9/Lec+HYFZodXpUtFntTYl+DY5uOoaXPcPfLkcZ1vi9WRk7pqI3C9u29097eAAoKdUkUOA2a6+0h33+TuowiGwRwRkeYJd58azt8YTvuHu69296nAFOA9d5/t7qsIhun1TzL+V919vLuXhEP9NnP35e7+krsXuvsagg7OflHL/8fdv3f3dQQ72n7h9OOB1939Y3cvAq4BPMnYSuOY5O6fheUwF3g4Rhzl2Z2g8bjV3YvcfQzBcKvIDu//3H1i2BA8E7ENGwk6uDsD5u7T3X1xOfm0AtYksVml1hA0xiKSQu6+muAg0YFHgWXhlZutwyS/B25z9889MMvd50Ws4l53X+TuvxB0sPpFzIu333+SoPNW2ik6mOAAGIKOx03u/ou7zyfoLJUaBLRz9+vDfdXsMO6TItJ86u6vhPvrdVGbPIGg07MrwZW3j929EJgTMW2eu/9IcILtcXf/0t03AFcQjNjoQpy2Kbz6MQi42t03uPu4sGxiSiD9acBb7v5WuE3vEwyNG25m2xKMdPiju68Iy7p01EO8+EvdEpbzOgB3fzps0za5+z+BhpTTVod15FDgIndf6+5LCTqRpd/FicDd7j4/rB+3lFcGFbg2XH/0d4m7v+nuP4R180OCk5H7RCSJWQfDq4bHASPCtnsaQZ2slGTKLYZTgTvDY5QCgu/pJCs7lPQ6D66Wf01wEqO0M7UR2NHM2rp7gbt/Vk4erdiy7f0Q2NvMjKDMPiIYerx7xLToETRrwnXVWerISW1UDNSPmlafYAdTannUmaBCgo5DRTrw61W2UvMoe9VqfozllkT8f12Mz4nkHSlWHgCYWRMzezgcFrGa4CxXKyt7L91PEf+P3PYOkesODygq9YAXM+tuwbDOn8I4bqaC4TwROgDz3b0kYlp0OcfchrDTdx/B2c0lZvaIBffdxLKCoNNXahNb1h3Ysv40B1YlsB0ikqTw5MuZ7t6JYMRCB+DucHZn4Ic4i5e3b4P4+/2nCTo9zQgO+D+KOAFUZr9I2TZge6CDBUMMV1owBP5KgvurS21e1oKnAxaEf6eGJ+ImElxt2Jfg4BV+vRIReX9cmfYnPMheTrBfjNc2dQBWuPvaWNtgwVOPS2O6sqL04TafELXNexNcZesM/OLuK9hSvPi3KKswtr+GQxVXhfm0pPx2ZHuCffXiiLgeJrgqWJp/ed9jMuK1v4ea2WcWDB1dCQyPire8OtgOqBe17nLzqUiS5RYtui7NC2OLrNPl/c7OJhgNMyMcHnp4OXlEt70QDK1sRvCb35fgN1hAUA6l06LvFW0OrKx4k2ovdeSkNvoR6BI1rSuV32lHWkTQWETaDoh8WEalrmCVo7x1xcvjrwRn3oZ4MLyhdFiCJZDfYiDyfrrGBMN0Sq0lOHtcKt5jgx8kOCO8UxjHlQnGAEE5d7ayD4uJLudyufu97j6AYGhPd+DScpJ+E84v9SPQNjyYA4J77gi+88j605PgLKSIVCN3nwE8QXAgB8FBXbdqyGchwdn/YwiGx4+MmL2YoINSaruI/88nGO7VKuKvubsPj1x9RD6HejCkrZm7lw6zLB1SVnoVgvDf0mmlB69l2h8za0qwf14YPS8izoVh/K3D9FtsgwdPPS6N6eaK0ofbPDJqm5u6+63hvK3MrBVbihf/FmVlwX1dlxF0rFt7cHvBKn5tR6LbwfkED8VpGxFXC3cvvUUi3vcYS1Ltr5k1BF4C7gC2DuN9i8TavWUEJxI7RUyLjLW0U11h+1uJcosWXZe2C2NbEjv5r9x9prufTNB5/gfwYlQ9KvUNwTMEIh/+s55gSOjhwLbhbx+C38LhBEOloztydb4tVkdOaqPngavMrFN4j8GBBEMfX0zBut8CupvZKRY8Ovo3BGP530jBumNZAnSyGA9DiaM5wVW+leEQoRFJLPsiwVnpPcM8r6NsIzSZYPjMVha8++WiCuJYDRSY2c7An6LmLyEYfx/LBIKG629mVt+CG+mPYMv7KbZgwYMLhoT32a0F1hNcpY3lLSKGe4bDlyYA/zCzZmHDfClBIxY5RGQ/giGxIpJCZrZzeDWhU/i5M8GQ6tLf37+BS8xsgAV2NLPoDkxlPUVwD/OuwMsR0/8LXGHBg6Q6EdyzW2oisNrMLrPgoSi5ZtbbkntdwjiC+5E6A9PCaR8DeQRDQ0sPXp8Ffmdm/cJ9083ABA+GrpfbNoVDT78ArjOzBma2N2VvBygjgfSlVy8PDre3kQUP8ugUXsV8G3ggLK/6ZlZ6MjFe/LE0J9j3LgPqmdk1BPeelVoCdCk94Rfm/R7wTzNrEbb/3cysdB//X+Av4bFBa+Dy8sogYv3ltVGxNCAYwrgM2GRmhxLco1chD15f8D/gWgtG1exMxJOR3X0ZQYf3tLDMz6L8ExpJlVsMo4CLLXjgTTN+vaduUznpNzOz08ysXTiaZmU4eYv214P73GYCg6NmjSM4rvgkYtrH4bSf3D36anydb4vVkZPa6HqCncDHBJfvbwNOdfcpVV2xB++RO5zgqtdygkb/cHf/uarrLscYglcf/GRmieZxN9AY+Jng4OedRDPz4B6+Cwg6TIsJxp8v5ddHf48kOPs1l6DBfH7LtWx2CcFDVdYQ3DMSnfZa4MlwCMyJUXEUETzE4NBwOx4Azog4QxdPizC/FQRX0ZYTnCGN5XVgZ4t4chrBw1HaEzxAZSHBzdzDw7OFWPAUvOFU4f4FESnXGoKHXUyw4Km8nxHcV/xXAHd/geC+32fDtK8QPNAhFV4muBLxctSwwusI9iVzCPZ7m6/WhQfgRxB0uOYQ7K/+TXL30H4Spp/g7h6udznBgfhSd58ZThsNXE1w1WcxwYH8SRHp47VNpxCU6y8EJ/eeqiCmctN7cJ/gUQSjLJYRXAm7lF+PKU8nGIo+g6D9uKii+MvxLsFB+vcE5b+essMNXwj/XW5mX4b/P4OgQzWNoA14kWDIJwTtwrsEbdiXBB2neG4hOCm80swuqSAtHtyT/heCDuMKgjJ8raLlIpxPUA9+Iqhjoyj72o1zCMp5OcFok0+iVxCqTLlFejzMfxxBnV5P2ZMX8RwCTDWzAoIHn5zkUffxR3iYoK5E+pCg/Y18iNvH4bQyV+PCkyVrPXgNQZ1l4T5DRGQL4dm4lQTDI+dkOJxqYWZ/AHZx94sSTH8B0Nnd/1atgYlI2pnZD8C57v5BpmORus3M/gFs4+5VeXpljRVelf0KGOrlP5As3vIvAY+FD42ps9SRE5EyzOwIYDTBkMp/EpyV3c21sxCRWszMjiO4r6d71IOWRKpdOJyyAfAtwVND3wJ+7+6vZDIuqdn0VnoRiXYUwbAKI7hP4iR14kSkNjOzfIJ7yk5XJ04ypDnBcMoOBENS/wm8mtGIpMbTFTkREREREZEso4ediIiIiIiIZBl15ERERERERLKM7pFLgbZt23qXLl3iplm7di1Nm8Z6J2LlVGV9yS6baPpE0lWUJt78VJdhuqQzbtWzxNKontWs/FJVzyZNmvSzu7dLSVC1TCLtFNTM7zXV6au6D6nK/qUmy9a2qrbWs4rmq56lN68a2065u/6q+DdgwACvyNixYytMk4yqrC/ZZRNNn0i6itLEm5/qMkyXdMatepZYGtWzmpVfquoZ8IXXgDahJv4l0k5Fl2dV1cT9R6Jpq7KP0D4kvXnV1npW0XzVs/TmVVPbKQ2tFBERERERyTLqyImIiIiIiGQZdeRERERERESyjB52Uk02btzIggULWL9+PQAtW7Zk+vTpKVt/VdaX7LKJpk8kXUVp4s1PdRmmS2XjbtSoEZ06daJ+/frVEJWI1HXR7RSkdj9bE9upRNNWpS2qS22V2imRzFJHrposWLCA5s2b06VLF8yMNWvW0Lx585StvyrrS3bZRNMnkq6iNPHmp7oM06Uycbs7y5cvZ8GCBXTt2rWaIhORuiy6nYLU7mdrYjuVaNqqtEV1pa1SOyWSeRpaWU3Wr19PmzZtNjeOIskwM9q0aVPmTLmISCqpnZKqUDslknnqyFUjNY5SFao/UlfkFBfBhEegqDDTodQ52s9IVaj+SJ2y/Af49sVMR1GGhlZWgZkdARzRsWNH8vPzy8xr2bIla9as2fy5uLi4zOeqqsr6kl020fSJpKsoTbz5qS7DdKlK3OvXr9+ibsVTUFCQVPrqXF+yyyaaPpF0FaWJNz/VZZgu6Y47FflZSTHb/DSaQXNGwcZfmDZ3MUu33i/tcYiIiJRr/Wp2+OEJGPcGNGoJPYZDgyaZjgpQR65K3P114PWBAweek5eXV2be9OnTy4w11z1yiaXRPXJlNWrUiP79+yecPj8/n+i6WBVVWV+yyyaaPpF0FaWJNz/VZZgu6Y67SvmVlMC0V2DsTbB8Fqubd6fxKU+yS9d92SWdcYiIiJSnpBi+ehrG3EDntT9Dv1Nh6NU1phMHGlpZ691777307NmTU089lT333BOAlStX8sADD6Q1jnfeeYcePXrQt29fbr311nLTPfDAA/Tu3ZtevXpx9913b56+cuVKTj/9dHbeeWd69uzJp59+mnQMZ599Nm+++WZlwt/C+vXrGTx4MH379qVXr16MGDFiizTfffcd/fr1Y6+99qJfv360aNGCu+++O6FlRWold5j5ATyyH7z4O8ipDyc9y5e73QZd9810dJIhNa2d2nHHHbnzzjvLTde7d2923XVX+vXrx8CBAzdPP+uss2jfvj1DhgypdAypbKfmz5/P/vvvT8+ePenVqxf33HPPFmlK26nStqq0nYKy5RGv3RapleaOh0fy4PW/wFbd+HK32+Ho+6H5NpmOrAxdkavlHnjgAd5+++0yT5RatWoVDzzwAOedd15aYiguLubPf/4z77//Pi1btuSAAw7gyCOPZJddyp57nzJlCk8++SRffPEFDRo04JBDDuGwww5jp5124sILL+TAAw/klVdeoaioiMLC5O+lmTx5Mtddd11Ktqlhw4aMGTOGZs2asXHjRvbee28OPfRQdt99981pevToweTJk1mzZg1NmjShY8eOHHPMMQktK5Kou97/nntGzww+vLPlAeCFQ3fi4mHd0xxVDD9OgNHXwbzx0Gp7OOZh2PUEyMmFn/IzHZ1kUE1rpzp16sSAAQM44YQTtminSo0dO5a2bduWmXbmmWdy/vnnc9ppp1U6jlS2U/Xq1eOf//wnu+22G2vWrGHAgAEMGzaszDaVtlMQdJ533nlnjjnmmC3KY9CgQTHbbZFaZ8U8eP+aYNRIi05w3GPQ+zjWfPhhpiOLSVfkarE//vGPzJ49myOPPJK77rqLZs2aATBixAh++OEH+vXrx6WXXhp3HYsWLeK0006jf//+7LzzzkycODHpOCZOnMiOO+7IDjvsQIMGDTjppJN49dVXt0g3ffp0Bg0aRJMmTahXrx777bcfL7/8MqtXr2bcuHGcccYZADRo0IBWrVpVmO/333/P3nvvza677spdd93FTz/9RKdOnZKOPxYz21yeGzduZOPGjXFv+h49ejTdunVj++23T3pZkXguHtadubcexhOHNGVI160Y0nUr5t562Oa/jHfifpoCz/4GHj8Ifp4Jw++A87+AvicFnTip02pqO3XcccfFbKfi2Xfffdlqq62SWqY626ltt92W3XbbDYDmzZvTs2dPFi5cWG76/Pz8ze1Uou22SK2xoQBG3wD3DYLv34W8K+H8z2HX46EGH6OpI1eLPfTQQ3To0IGxY8dy8cUXb55+3XXX0a1bNyZPnsztt98OwPDhw1m0aFGZ5Tdt2sShhx7KqaeeyldffcWXX35Jz549y6TZZ599ygzLKP3/Bx98sDnNwoUL6dy58+bPnTp1itmY9O7dm/Hjx7N8+XIKCwt56623mD9/PrNnz6Zdu3b86U9/on///vz+979n7dq1cbd906ZNnHbaadx55518++23zJw5k5133jmhcovcpsi/yG2C4Axuv379aN++PcOGDYs7nOa5557j5JNPrtSyIlnpl9nw0u/hob3hx09h6DVw4WQYfA7Ua5Dp6KSGSHc7FdlWxWunOnToUG6nx8w46KCDGDBgAI888kiltz0d7VSpuXPn8tVXX8Vta1566aXN7VSi7bZI1ispga+fg/sGwkd3wC5HwQWTIO+yGnUvXHk0tDId3r6cxgu/gtzUFXfDNj3gyPLH8Cfrrbfe2mLaK6+8Qs+ePTn00EMBaNJkywr90Ucfbf5/eQ/1cPctpsW6AtWzZ08uvvhihg0bRrNmzejbty/16tVj06ZNfPnll9x6660ccMABXHjhhdx6663ccMMN5W7P//73P3r27MngwYMB6NWrF40bNwbgqKOO2nxm8YQTTuC5554jN/fXKwOR2xRPbm4ukydPZuXKlRxzzDFMmTKF3r17b5GuqKiI1157jVtuuSXpZUWyzurFMO42+PKp4B64vS+CvS6Exq0zHZnE8/bl8NO3NC7elLK2qia2UxC7rUq0nQJ477336N69O0uXLmXYsGHsvPPO7Ltv8vd4pqOdguDJrscddxx33303LVq0iJmmqKiIt956izvuuANIrjxEstb8z+Gdy2DhJOiwG5z4FHQenOmokqKOnJRr8uTJFd63tc8++2x+tH5JSQk5OcFF3jvuuIMDDzwQCM7kzZ8/f/MyCxYsoEOHDjHXd8YZZ/DnP/8ZgCuvvJJOnTpt/hs0aBAAxx9/fIU3Xn/zzTcMGDBg8+dJkyaRl5fH/Pnz2XbbbTdPLykpKdM4Rm9TpMhtitSqVSvy8vJ45513YnbG3n//fXbbbTe23nrrpJcVyRqFv8D4u4P3wZVsggG/g30vqXE3hkvtkmw7Bb+2VfHaqUWLFpXbTpW2Ie3bt+eYY45h4sSJlerIpaOd2rhxI8cddxynnnoqxx57bLmxvP322/Tt23dzO5VMuy2SdVYthA+uhW//C822gaMfgj6/gZzsG6iojlw6HHor61L86PwNa9ZQ2cFJzZo1S+i9Zttssw1ff/315s/Lli2jXbt2ZdIkckVu0KBBzJw5kzlz5tCiRQuee+45nn322Zh5Llu2jObNm/Pjjz/yv//9j08//ZTWrVvTuXNnZs6cyW677cbo0aM333A9dOhQnnrqKTp27FhmPW3atGHKlClA0DiOGjWKiy66iEmTJjFt2jT++Mc/sm7dupgNUyJnOpctW0b9+vVp1aoV69at44MPPuCyyy6LmfaFF14oM6wymWVFarwNBTDhQRj/L9iwGvqcCHlXwFZdK15WKs3MdgD+DrR09+OrvMJDg5NjqWyramI7BbHbqsh2qmPHjrz00ks899xzW+S3du3azcuvXbuW9957j2uuuSZujJlqp9yds88+m549e/J///d/cdOOGjWKE044YfPn6PKI126LZI2iQvjkX8FJx5Ji2OcS2PtiaNgs05FVWvZ1PaXK2rRpw1577UXv3r0330Qe696DM888kyVLljB48GD69etXqUf+Q/DkrPvuu4+DDz6YgQMHcuKJJ9KrV6+Y+Z522mnssssuHHHEEdx///20bh0Mx/rXv/7F73//e/r06cPkyZO58sorKSkpYdasWTFvLj/99NOZPHky/fr147bbbqNVq1b07NmTSZMm8c9//pOHHnqIE088sczZ0GQsXryY/fffnz59+jBo0CCGDRvG4YcfvsU2FRYWMnbs2DJnQuMtK5ItrGQjTHgY7u0HY26ELnvDn8bDsY+oE1dJZva4mS01sylR0w8xs+/MbJaZXQ7g7rPd/ezMRFr9MtlO9ezZk2OOOSZmO7VkyRIOPvhg+vbty+DBgznssMM45JBDADj55JPZY489mDlzJp06deKxxx7LaDs1fvx4Ro4cyZgxYzbfQ1c6PDW6nXr//fc54ogjyi2PyHZbJOu4w7cvBg8yyb8ZdhoG508M3gmXxZ040BW5Wm/u3Lmb/19QULD5/9Fn1mLde9CsWTNee+21lLyIe/jw4QwfPnyLdUXn++6778bMq1+/fnz44Ydl5k2ZMoXjjjtu8z0Fkdq2bRvzyWVTpkzh6quvBoKnlB1/fOVOZPfp04evvvoq5rzIbWrSpAnz5s0rE3e8ZUVqvJJi+OZ5hkwYARuWQpd94KRR0HlQpiOrDZ4A7gOeKp1gZrnA/cAwYAHwuZm95u7TMhJhNahp7RRQ5mpgZL477LADn3zyScy8Ro0atXnZ0vmZbKf23nvvmPe6wZbt1PLly7e4AhpZHiJZa9FXwT3A8z+DbXaFYx8OTjzWEurISdbq3bt33Je2xvLyyy9v/n+q3tUjUie4w4w3gqtvy2awsVk3Gp34MOywf41+NHM2cfdxZtYlavJgYJa7zwYws+eAo4Ba05GrzdROiWTImiX0mHEv5I+Bpm3hiHuh/2m17rU36siJiEh8s/Nh9PXBk73adocTn2LSkhbkdds/05HVBR2B+RGfFwBDzKwNcBPQ38yucPdbohc0sz8AfwDYeuutyc/PLzO/ZcuWW1yFKS4uTujetERUZV3JLptM+kTSxktT0fKpLMN0qmzc69ev36JuVaSgoCDpZapjXckum0z6RNJWlCbe/FSWYTpVd9w5xUV0WvAa2/34AluXbOTHzkcxb/sTKV7TFMYl/rTXaOmsZ8lQR05ERGJbMAlGXwdzPoSWneGo+6HPScHj6ZfmZzq6uiLW5U539+XAH+Mt6O6PAI8ADBw40PPy8srMnz59+hZDBFMxRDEV60p22WTSJ5I2XpqKlk9lGaZTZeNu1KgR/fv3T2qZ/Px8outjZVVlXckum0z6RNJWlCbe/FSWYTpVW9ylo0be/TusnAc9hjOh5REMGX4K26Vg9emsZ8lQR05ERMpaOgPG3BA0ik3awiG3wsCzoF7DTEdWFy0AOkd87gQsKietiEjd89MUeOdymPsRtOsJp78C3fZnXRZesUyWOnJVYGZHAEd07NixwiErqR5qUROHrFR1uEpF8+vacBVIfshKqi/f18QhKxquEltBQQErV64DqHT8jdYtocvc59h6ST7FuY2Y3+UUFnQ6guL1TeDjsk8DzNahUVnoc2AnM+sKLAROAk7JbEgiIsm56/3vuWf0zODDO29uMf/CoTtx8bDuya107c/BfdtfPgmNWsLwO4J3mObWne5N3dnSauDurwOvDxw48JyKhqykeqhFTRyyUtXhKhXNr2vDVSD5ISupvnxfE4esaLhKbPn5+bRqFVwxy8vbI7mFC5bCuDvgi8eDG8H3/DP19v4/ujbZivJeJJCtQ6NqMjMbBeQBbc1sATDC3R8zs/OBd4Fc4HF3n5rBMEVEknbxsO5cPKw7+fn5PPhd0FY9f26SbVWpTUXw+aOQ/w8oKoDBf4D9LoMmW77mo7ZTR05EpK5atzJ4OepnD8Km9bDb6bDv36BlxwoXldRz95PLmf4WsOWz90VE6hJ3mPkevHslLJ8FOx4IB98M7XpkOrKMUUcuw8pcao6hUpeaRUTiKSqEiY/Ax3fB+pXQ+zjY/+/QplumI5MaSO2UiGTcsu/gnSvgh9HQZic45QXoflCmo8q4nEwHUNddPKw7c289jLm3HsaQrlsxpOtWmz/PvfWwKjWOZsbpp5+++fOmTZto164dJ5xwQqXWt3LlSh544IGklysoKODcc8+lW7duDB48mH333ZcJEyYktY68vDy+/PLLpPMWkQjFG+Hzx+De/vDBCOg8GM79CI5/XJ04KVdda6d69erFIYccUql26osvvkg6bxGJo/AXeOtv8MAesOCL4Arcnz5RJy6kK3I1RHGJs6KwiMINxYyevoS8Hu3JzanaS3abNm3KlClTWLduHY0bN+b999+nY8fKD5kqbSDPO++8pJb7/e9/T9euXZk5cyZr165l2bJlTJ8+PeHli4uLkw1VJGnVciN2TVFSAlNegrE3wYo5sN0ecMJ/YPs9Mx2ZZJG60k7l5OTwzTffMH/+/IoXDKmdEkmx4k0w6T9Bu7V+FQw4Mxg50rRtpiOrUXRFrgYoLnFOf2wCs5YWsGDlOi4Y9RWnPzaB4hKv8roPPfRQ3nwzOCgdNWoUJ5/86y0Yv/zyC0cffTR9+vRh991355tvvgHg2muv5ayzziIvL48ddtiBBx98EIDLL7+cH374gX79+nHppZcCcPvttzNo0CD69OnDTTfdtEX+P/zwAxMmTODGG28kJyeobjvssAOHHXYYAEcffTQDBgygV69ePPLII5uXa9asGddccw1Dhgzh00/LPi1v1KhR7LrrrvTu3ZvLLrusymUkAr9edXjikKYpv+qQMe7w3Tvw8D7wv99Dg2bBcJTfva1OnCSltrRTI0aM2CL/WO1U165d1U6JZMoPY+ChveGtS2CbXYORI4ffpU5cDOrI1QD53y1l8vyVlLaHhUXFTJ6/kvzvllZ53SeddBLPPfcc69ev55tvvmHIkCGb540YMYL+/fvzzTffcPPNN3PGGWdsnjdjxgzeffddJk6cyK233srGjRu59dZb6datG5MnT+b222/nvffeY+bMmUycOJHJkyczefJkxo0bVyb/qVOn0q9fP3Jzc2PG9/jjjzNp0iS++OIL7r33XpYvXw7A2rVr6d27NxMmTGDvvffenH7RokVcdtlljBkzhsmTJ/P555/zyiuvVLmcRGqduePh8YNh1G9gYyEc9xicOy4YjmJVu4oidU9taacmTZrE+PHjy+Sf6nZq8eLFaqdEKmP5D/DsSTDyGNi0Dn7zDJzxGmzTO9OR1VgaWlkDTF20mnVFZYdlrCsqZtqi1QztuXWV1t2nTx/mzp3LqFGjGD58eJl5H3/8MS+99BIABxxwAMuXL2fVqlUAHHbYYTRs2JCGDRvSrl07lixZssW633vvPd57773Nj8dfvXo1M2fOZN999004vnvvvZeXX34ZgPnz5/PDDz/QpUsXcnNzOe6447ZI//nnn5OXl0e7du0AOPXUUxk3bhxHH310wnmK1EYlHgx7a7BuKaMfuIi8JU+Q22IbOPxu6H8a5NbPdIiSAcm87xTKf+/ll3OWxWynvpq7jMGdmsTMO9F3aHbt2pXZs2fzn//8hwMPPJDCwkLcnTVr1jBu3DhGjhzJmjVrGDRoED///DMLFixgw4YNHHjggRQVFW1up3744Qc2bdpESUnJ5nzfeOMN3n33Xfr27QsE98LNnDmTvfba69ftWLeOTZs2lfvu19tvv5033ngDCNqpmTNn0qZNG3JzcznooIM2pysuLmbt2rV8//337LXXXjRq1Ih169Zx3HHH8cEHHzB06NAKyyKTKvvO02TfdwrZ+x7KZNLrnaexrV5TwIKlhawvhrv/+wF92uVSv7iQLnP/S8eFb1CSU495O5zBgk5H4kvqw5IPK51XttazZKgjVwP06tCCxg1yKYxoJBs3yGWXDi1Ssv4jjzySSy65hPz8/M1nEgHctxwSY+GZ+oYNG26elpuby6ZNm7ZI6+5cccUVnHvuuUDs96X16tWLr7/+mpKSks1DVkrl5+fzwQcf8Omnn9KkSRPy8vLYsGEDELw/LdbZ0Vgxi9R1xSXOnRNWMW+lU0QjLli9D/3a7sXI8w8jt2Hsg2ypG5J53ymU/97L3bq2o/FnC7Zop/p3aVfld382b96co48+mquuumpzO2VmNG/eHDOjWbNmm9djZrRo0YKGDRuWmZ6bm0ujRo0AyMnJ2Ty9fv36XHnllZvbqVhxDRw4kCuuuIKmTZtubqdK0+Tn5/PRRx8xYcKEze3Uxo0bad68OY0aNaJVq1ab15Obm0vTpk0xM+rXr785j0aNGtGgQYMa/x7Uyr7zNNn3nUL2vocymfR65+mWikucw+94h8WFJZQ4PDJlE/1arWHkxkvJXfcz9D+VnAOuoVvzrUnF47eytZ4lQ0Mra4C8Hu3p17kVpfeMN2mQS7/Orcjr0T4l6z/rrLO45ppr2HXXXctM33fffXnmmWeAoJK1bduWFi3K7zw2b968zNm6gw8+mMcff5yCggIgGPa4dGnZYTbdunVj4MCBjBgxYnMnbObMmbz66qusWrWK1q1b06RJE2bMmMFnn31W4bYMGTKEDz/8kJ9//pni4mJGjRrFfvvtl1hBiNRGqxaQ/9QNzF65iQ00wMmhkEZMXt2c/NnJn10XiaW2tFMLFy5k2bJlZZaJ1U7NmjWr0u3UwIED1U6JxJD/3VJmryopO0R7aQn5jQ+EP4yFo+6H5lUbiVbX6IpcDZCbY4w8ewiH3jOOwg3FXHdUr5Q8DaxUp06duPDCC7eYfu211/K73/2OPn360KRJE5588sm462nTpg177bUXvXv35tBDD+X2229n+vTp7LHHHgA0btyYUaNG0b592Yb93//+N3/961/ZcccdadSoEe3ateP222+nT58+PPTQQ/Tp04cePXqw++67V7gt2267Lbfccgv7778/7s7w4cM56qijkigNkVpi7XL4+E6Y+ChTi45gHbuVmZ2q4dkiUHvaqWbNmvHQQw9tsVxkO9WkSRNatWrFnXfeWal2aptttlE7JRLD1EWrKSp24Nf9xjoaMq3XXxnaYafMBZbF1JGrIXJzjNZNGtC6CSk78Co9AxkpLy+PAQMGALDVVlvx6quvbpHm2muvLfN5woQJm4dbPPvss2XmXXjhhZsb3/KGZbRo0YJHH300Zpq33367TNrSM6nRsefn52+ed8opp3DKKadskY9InbBhDXx6P3xyH2xcC31PoVenP9Hg5XlsiLiFKZXDs0WgdrRTQMz7wCLbqdI0petLpp0qna92SiTKhgJ6LXuLxnSikEabJzduUE9tVRWoI5dhZd5dFepy+a/vsMrqd1eJSOpsXA9fPAYf/RMKl0PPI+GAq6BdD/JKnB3GzOe7FcGQlVQPe5O6Te2UiFRaSQl88xx8cB15a5awS8N/8FVRR4rd1FalgDpyGXbxsO5qAEWkfMWb4OtnIf8fsHoB7LA/DL0GOv46lDI3x7h0UCNunZxTLcPepG5TOyUilfLjBHjnclj0JXQcQO5vnua8WQVqq1JIHTkRkZqopASmvQJjb4Lls6DjQDjmQega+/UeOZb6YW8iIiJJW7UAPrgWvn0Bmm8LxzwCu54AOTnk/JCvtiqF1JGrRu6++XH+IsnSqxbqKHeYNRpGXwc/fQPtesJJz0KP4XqRt6Sc2impCrVTUkZRIXxyL3x8N+Cw76Ww10XQsFmGA6u91JGrJo0aNWL58uW0adNGjaQkzd1Zvnz55vciSR3x44SgAzdvPLTaDo55ODyLueU7FUWqSu2UVIXaKdnMHaa8BO+PCG4B2OVoGHY9tN4+05HVeurIVYGZHQEc0bFjxy3e2G5mNG3alPnz5wOpP+tZlfUlu2yi6RNJV1GaePOz9cxxZeMuLi5m7dq1zJs3L+FlCgoKtqiLVVGV9SW7bKLpE0lXUZp48wsKCli5ch1ASssynqYFc+k652naLv+covqtmLvTH1i87UH4ivow7qOE1pHuuFNZ19JZz+RXnTp1YsGCBWXeq7Z+/fqUHZhXZV3JLptM+kTSxktT0fKpLMN0qkzcjRo1olOnTtUUkWSFhV8G98HNnwDb9IFjH4Eue2U6qjpDHbkqcPfXgdcHDhx4TkVvbE/1W93T+Yb5RNMnkq6iNPHmp7oM0yWdcaueJZamonrWqlVDAPLy9qgwnir5ZTaMvRm+fREatYCh19BgyB/p3qApyT5aIq1xk9q6ls56Jr+qX78+Xbt2LTMtPz+f/v37p2T9VVlXsssmkz6RtPHSVLR8KsswnbI1bsmQNT/B6Oth8jPQtB0c+S/od6pGkKSZOnIiIum2ejGMuw2+fApy6sPeF8FeF0Lj1pmOTGqZeCNHYsnWK63JpK/qVf2qXPGvydIZt+pZYmmqUg+rS05xEZ0WvMZ2P75ATskmFnQ+lnnbn0Dx6iYJjSBJ5+iRbK1nyVBHTkQkXQp/gfF3w4RHoGQjDDgzuBm8+TaZjkxqqWRGjkD2XmlNJn1Vr+pX5Yp/TZato0dqaz2raH7a65k7TH8N3rsaVs6DHofBQTewXZtubJfEatI5eiRb61ky1JETEaluGwpgwoMw/l+wYTX0ORHyroCtula8rIiISCb99C28cwXM/Qja7wJnvAo75GU6KkEdORGR6rNpA0x6AsbdDmuXBa8QOOAq2LpXpiMTERGJr2AZjL0xuA2gUSs47J+w25mQq+5DTaFvQkQk1UqK4ZvnYewtsOpH6LJP8C64zoMzHZmIiEh8m4pg4sPw4W2wsRCG/BH2+1uV7uO+6/3vuWf0zPDTWgC6XP7m5vkXDt2Ji4cl+5gvUUdORCRV3GHGGzDmRlg2A7btB0fcDd0O0Mu8RUSkZnOH79+Fd6+EX36AHYfBwTdDu6p3sC4e1p2Lh3XP2ntIayp15EREUmF2fvAo5oWToM1OcMKTsMtR6sCJiEjNt3QGvHsF/DAmaMNOfRF2GpbpqKQC6siJiEQocWdFYRGFG4oZPX0JeT3ak5sTpzO2YBKMvg7mfAgtOsGR90Hfk3UPgYiI1HyFv0D+LfD5Y9CwGRxyKwz6PeTWz3RkkgAdaYiIhIpLnNs/X8+sFSWUOFww6iv6dW7FyLOHbNmZWzoDxtwQDKVs0gYOvgUGngX1G2UmeBERqdXK3mcGvPNmmflJ3WdWvAm+eBzG3hQ8TXngWZB3JTRtk8KIpbqpIyciEsr/bimzVwWdOIDComImz19J/ndLGdpz62DiinmQfyt88xzUbxo0fHucBw2bZy5wERGp9UrvMwM4+B9v06pVK54/txLvYps1OrgPbtkM6LofHHKLnqacpdSRExEJTV20mqListPWFRUzbdFqhnY2GHdHcAbTcmD382Dv/9PZSxERyQ4/z4L3/g7fvwOtuwZPU+4xXPdyZzF15EREQr06tKBBLmyI6Mw1bpDDLsvegnv+AZvWQ//TYL/LoGXHzAUqIiKSqHUrg/eZTngY6jWCYdcHrxSo1zDTkUkVqSMnIhLK69GeHVrm8F14j1yT3BL6Fc8gb/oNsOuxwTDKtjtmOkwREZGKlRQHL/MecyMULg9ORA69Bpq1z3RkkiLqyImIhHJzjL8NqMfbE7+mbeEsBjCDvO7tyD3wQ9i2b6bDExERScycj+CdK2DJt7DdnsF9cB36ZToqSTF15MphZk2BB4AiIN/dn8lwSCJSnUpKYMpL7P75Vey/4SdmNNqFnU/7J2y/Z6YjE6k0MzsCOKJjx47k5+dXmL6goCChdImoyrqSXTaZ9ImkjZemouVTWYbplM64Vc8SSxNvfnFxMStXrtxifqN1P9Hthydo9/OnrG/Ynh92+RvL2u0J36+E7xOLvTqpnqVWje/ImVkr4N9Ab8CBs9z900qs53HgcGCpu/eOmncIcA+QC/zb3W8FjgVedPfXzex5QB05kQSUeTxy1KORIcnHI6eDO3z/bvAqgSVTKG7alVtaX8/khoN4Xp04yXLu/jrw+sCBA8/Jy8urMH1+fj6JpEtEVdaV7LLJpE8kbbw0FS2fyjJMp3TGrXqWWJp482+ZEDy1Mi8vfGrlhjXw0Z3wxX2QUw/2v4pGe55Pr/qNE4o3XVTPUqvGd+QIOljvuPvxZtYAaBI508zaA+vcfU3EtB3dfVbUep4A7gOeilo+F7gfGAYsAD43s9eATsC3YbKo59iJSHlKH4+cn5/Pg98FN1JX6vHI6TB3fPAy7/kTYKsd4LjH+OLnrZj8fc1q+EREREoVlzgFRc7aFesYPe0n8taNJnfsdVCwBPqcBAeOgBYdMh2mpEGN7siZWQtgX+BMAHcvIhjqGGk/4E9mNtzd15vZOcAxwPDIRO4+zsy6xMhmMDDL3WeHeT4HHEXQqesETAZyUrRJIlIDNFszG57+F8z6AJpvC4ffHdwEnlsfsnBIlIiI1A3FJc7pj01g0VrHKeSCkZ/SjwWM3GF7ck96FjoNzHSIkkY1uiMH7AAsA/5jZn2BScCF7r62NIG7v2BmXYHnzOwF4CyCq2uJ6gjMj/i8ABgC3AvcZ2aHAa/HWjCZew9SPT62Jo4Jr+7x4LrvIP15VbWerVy5DiCl9+ZUpZ41LlxI1znPMHDZeDbWa86PO5zJwo7DKSloCB+Nr1TcNUW6464L9x6IiNQ0+d8tZfKPK3AAjEJvwOR6vcjf67cM7bRNhqOTdKvpHbl6wG7ABe4+wczuAS4Hro5M5O63hVfSHgS6uXtBEnnEeguih53F38VbMJl7D1I9PrYmjgmv7vHguu8g/XlVtZ61ahUMrdw8hj8FeVWqnq1aAB/+A756Buo1Yu72J9Ll5Dvo1qgl3aoYd02R7rjrwr0HIiI1SlEhU8e/wbqN7YkcLLZukzFt8RqG7qKOXF1T0ztyC4AF7j4h/PwiQUeuDDPbh+BhKC8DI4Dzk8yjc8TnTsCiSkUrIjXL2uXw8Z0w8VHAYfAfYJ+/MveLqXRp1DLT0aVEmYfLEAxW6HL5rw+ZqXEPlxERkeS4w7cvwgcj6LWiPY1zLqKw5NeOXOMGuezSoUUGA5RMqdEdOXf/yczmm1kPd/8OGApMi0xjZv2BR4HDgDnA02Z2o7tflWA2nwM7hcMzFwInAaekbCNEJO1yNxVC/q3wyX2wcS30PQXyLoNW22U6tJSLfLiMrkyJiNQyCyfB25fDgomwbV/yjrmZfh/k8OkPy3GgSYNc+nVuRV4PveS7LqrRHbnQBcAz4RMrZ7PlcMcmwAnu/gOAmf2W8OEokcxsFJAHtDWzBcAId3/M3TeZ2fnAuwSvH3jc3adW18aISDXauB6+eIwhE26Fjauh55FwwFXQrkemIxMREUnc6sXsPP0eyB8DTdvDkfdBv1PJzclh5NnOvje9jdVvxHVH9SKvR3tyc2LdKSS1XY3vyLn7ZKDcR/C4+/iozxsJrtBFpzs5zjreAt6qfJQiklHFm+DrZyH/H7B6AQWt+7HV8XdBx90yHZmIiEjiNq6HT++Dj+6k/aYNsNdFsM9fodGvQydzc4xmDYxWrRoztOfWmYtVMq7Gd+RERMpVUgLTX4UxN8LyWdBxIBzzIN/MKyFPnTgREckW7jDtVXj/alj5I+x8OBNbHs7uw8q9DiGijpyIZCF3mDUaxlwPi7+Gdj3hpGehx3Awg3n5mY5QREQkMYu/gXeugHkfQ/tecMZrsMN+rNerVaQC6siJSFZpsWo6PHEbzBsfPLzkmIdh1xMgJzfToYmklZk1BR4AioB8d38mwyGJSBLqF62E1/4CXz4FjVvDYXfCbr+FXB2eS2JUU0QkO/w0BcbcyG7fvx3c+D38jqDBq9cg05FJHWdmrYB/E7wGx4Gz3P3TSqznceBwYKm7946adwhwD8FDuf7t7rcCxwIvuvvrZvY8oI6cSDbYVAQTHmLIhFvAi2D382C/v0HjVpmOTLKMOnIiUrP9MhvG3hy8Q6dRC2Z3PZ0dTv4HNGia6chESt0DvOPux4dPWG4SOdPM2gPr3H1NxLQd3X1W1HqeAO4DnopaPhe4HxhG8O7Tz83sNYL3nn4bJitO3eaISLVwh+/fgXevhF9ms2qrAbQ55WFou1OmI5MslVNxEhGRDFi9GN64GO4bBNPfgL0vggu/5sftj1cnTmoMM2sB7As8BuDuRe6+MirZfsCrZtYoXOYc4N7odbn7OOCXGNkMBma5+2x3LwKeA44i6NR1CtOoPRepyZZOh5HHwKiTIKcenPoS3/a5Rp04qRJdkRORmqXwFxh/N0x4BEo2woAzYd9Lofk2mY5MJJYdgGXAf8ysLzAJuNDd15YmcPcXzKwr8JyZvQCcRXB1LVEdgfkRnxcAQwg6g/eZ2WHA67EWNLMjgCM6duxIfgIPTigoKEgoXSKqsq5kl00mfSJp46WpaPlUlmE6pTPuulTP6m1cTdc5o+iw6B021WvM3B1/z6IOh+IL61WpLhUXF7Ny5cqsq2uqZ6mljpyI1Ai5m9bBuNth/L9gw2rocyLkXQFbdc10aCLx1AN2Ay5w9wlmdg9wOXB1ZCJ3v83MngMeBLq5e0ESecR606+HncXfxVvQ3V8HXh84cOA5eXl5FWaUn59PIukSUZV1JbtsMukTSRsvTUXLp7IM0ymdcdeFevbhmA/Yr9EM+OyWoE0bdDb197+SnZpsRek1uGTr0l3vf889o2eGnwwo4cx3Np8z4sKhO3HxsO4Jb08mqJ6lljpyIpJZmzbApCcYMuEm2LgqeIXAAVfB1r0yHZlIIhYAC9x9Qvj5RYKOXBlmtg/Bw1BeBkYA5yeZR+eIz52ARZWKVkSq38wPGPjFhVC4AHbIg4Nvga13qfJqLx7WfXNHLVtPGEhqVUtHzsy2SiBZSYz7CESkrigphm+eh/xbYOWPrG3VmwbHvQidB2c6MqkDUtVOuftPZjbfzHq4+3fAUGBaVF79gUeBw4A5wNNmdqO7X5VguJ8DO4XDMxcCJwGnJLisiKTLzzPh3b/DzHexxtvCSaOgx6HB+01FqkF1XZFbFP7Fq7m5wHbVlL+I1FTuMOMNGHMjLJsB2/aDw+/m6/k55KkTJ+mTynbqAuCZ8ImVs9lyuGMT4AR3/wHAzH4LnBm9EjMbBeQBbc1sATDC3R9z901mdj7wbhjT4+4+NYG4RCQd1q2ED2+DiQ9D/SYw7AY+39CT/XZO5lZYkeRVV0duurv3j5fAzL6qprxFpKaanQ+jr4eFk6DNTnDCk7DLUcHZygX5mY5O6paUtVPuPhkYGGf++KjPGwmu0EWnOznOOt4C3kokHhGJr8y9Zu+8ucX8hO81KymGSU/A2JuCB3XtdjoccDU0a49n2UNIJDtVV0dujxSlEZHaYOEk+OA6mPMhtOgER94HfU+GXN2mKxmjdkqkjiq91yw/P58Hv2sIwPPnJvlzn/0hvHMFLJ0K2+8Fh9wC2/athmhFylctR1Huvj7ys5k1Bda7e3F5aUSk9um4cR4nrXkSHv0EmrQJbvgeeBbUb5Tp0KSOUzslIpXyyxx476rgFoFW25UdWSKSZtX1sJMcgpuxTwUGARuAhma2jGBoyCPuPjPOKkQkm62Yx07T7uXQJSv4yHdkTZ9byDviNHIbt8h0ZCKA2ikRSdKGNXSd/RR89Drk1A+GUO5xvk5MSkZV17imscAHwBXAFHcvgc1PCdsfuNXMXnb3p6spfxHJhIKlMO4Oij//D5duuJRJJd3ZQH2aTMml36ppjDx7CLk5OmspNYLaKRGpWEkJfP0sjL6e7QuWBLcFDB0BLbbNdGQi1daR+7e7j4ye6O6/AC8BL5lZ/WrKWyTrlX3p55Zq3Es/16+C8ffCZw/CpvXkb38xk77fhQ3hAwELi4qZPH8l+d8tZWjPrTMcrAigdkpEKjLvU3jnclg8GToNZlL3Sxhw5B8yHZXIZtXVkTvNzAYAf4283yBS+NQuEYkh8qWfv3n4U6ASN2KnQ1EhTHwEPr4L1q+EXsfC/n9n6tdO0YzvyyRdV1TMtEWr1ZGTmkLtlIjEtnI+vH8NTP0ftOgIx/4bdj2eNR9+mOnIRMqoro7cIcAtwBgzO8Hdl1ZTPhllZkcAR3Ts2JH8Ch4zW1BQUGGaZFRlfckum2j6RNJVlCbe/FSXYbpUNe6VK9cBpOw7SEZ567OSTWy7+H22n/c8DYtWsHyrAczpdRoFzXeAKQsoWb6JBjnOhpJfh1E2yIXi5fPIz19Ypdirq569PLOIV38oPW5fC0CXy399LPVR3epzzE4NKowvU9L9+0hlfuncn0WoE+2UiCShaC18fDd8cm/web/LYK8LoUHTjIYlUp7qemqlA5eb2bHAODO7E5hMcB9CYXXkmQnu/jrw+sCBA8/Jy8uLmzY/P5+K0iSjKutLdtlE0yeSrqI08eanugzTpapxP/hdcEUuL6/iK3LVXs9KSmDKS8E7c1bMgc67w4EjaLP9nrSJWG6fEufdue/w3YoSShyaNMilX+dWXHB8+ffIZbqe5eXBPUnEUdOkO+5U5pfO/VmputJOiUgC3OGb/8L7I2DNIuh9HBx4HbTqnOnIROKqtpc4mdnhwO+BImA34DSgl5mtcPcdqytfEakG7vD9uzDmBlgyBbbeFU75L+x0UMxHLufmGJcOasStk3Mo3FDMdUf1Iq9Hez3oRGoUtVMidVuJO41WzWH7gi8Z/cIX5HXcmtwT/gPb7Z7p0EQSUl2vH5gNTAfucvf3o+Z1qo48RaSazB0Po6+H+Z9B665w3GPBvXA5OXEXyzGjdZMGtG6C7ouTGkftlEjdVrxyIQ/kf8+0DW0Yx368WC+PfrltGdlpCLmZDk4kQdV1RW64u8+INcPdF1RTniKSSou/ZtdvroP8L6H5tnD4XdD/dMjVg/ykVlA7JVIXbVwHn95H/tgPmLbhDxQSvAeucBN6urJkneq6Ry5m4ygiWeDnWTD2Rpj6Mi3qNYdh18PgP0D9xpmOTCRl1E6J1DHuMO0VeO8aWPUjU1tfzrp1Dcsk0dOVJdtU2z1yIpJlVi2ED2+Fr56Beo1g30v5rKQ/++x1WKYjExERqbzFX8M7V8C88bB1bzj6dXqt70GDp79gQ8TLRxo3yGWXDi0yF6dIktSRE6nr1i6Hj++EiY8CDoPPgX0ugWbtKM7C1z2IyK+SeU0OZO9rJZJJX9VXmFTlNTo1WTrjTlc9q1+0kh1mj2Sbn0azsX5z5nT/E4u3HQbzSjCfxvbNnJmrDAca5sL2zRz7aRr5S6ZXOW69kim22ljP0hlHtLR25MxsW+AXd9+QznxFJIYNa+DT++GT+2DjWuh7CuRdBq22y3RkIhlT29qpZF6TA9n7Wolk0lf1FSZVeY1OTZbOuKu9nm3aABMegk9uh03rYI8/02DfS+nRuBU9yiQcm9TTldNZzyqar3qW3rwy8ZqcRKT7itxIoJuZveTul6Q5bxEB2LgevngMPvonFC6HnkfAAVdDux4VLytS+6mdEslW7vDdW/Du34N3nXY/BA66CdrGfpuInq4s2a66Xj/wJHCOuxdFTnf3A83MgF2qI18RiaN4E3z9LOT/A1YvgB32h6FXQ8cBmY5MJO3UTonUMkumwbtXwOx8aNsDTnsJdjww01GJVKvquiI3H/jUzI5z97mlE82sD3CRu59VTfmKSLSSEpj+Koy5EZbPCjpuRz8AO+yX6chEMkntlEgtUL9oNbz5V/jicWjYAg69DQaepVflSJ1QXa8fuMrMPgM+MLMLgfrARUBz4N7qyFNEorjDrNEw5vrgiV3tesJJz0KP4WDl3wMgUheonRLJcsUb4fN/M3jiDVC8Hgb9HvKugCZbZToykbSpznvkxgHvAK8DS4ET3X1cNeYnIqV+nACjrwsetdxqOzjmYdj1BMjJzXRkIjWJ2imRbDTzfXj3Svj5e9a07sdWJz8E7XtmOiqRtMupjpWa2f3At0AB0BMYA/zFzJpUR34iEmhaMBeePQkePwh+ngnD74DzJ0Hfk9SJE4mgdkokCy37Hp4+Hp45HkqK4eTn+KbPterESZ1VXVfkvgUucfd14edTzOyvwGdmdry7f19N+YrUTb/MhrE3M/DbF4N7BIZeA0P+CA2aZjoykZpK7ZRItli3Aj68DSY+AvWbwEE3wuBzoV4DWJyf6ehEMqa67pF7KMa0f5rZV8BbQOznwIpIclYvhnG3wZdPQU59ftzuWLY/+Z/QuHWmIxOp0dROiWSB4k3w5RMw5qagMzfgt7D/VdCsXaYjE6kRquv1A+buHj3d3ceY2f7x0ohIAgp/gfF3w4RHoGQjDDgT9r2UOZNmsL06cSIVUjslUnV3vf8994yeWe78C4fuxMXDuldu5bPz4Z0rYOk02H5vOOQW2LZP5dYlUktV19DKsWb2EvCqu/9YOtHMGgA7mdmNwFjgiWrKX6RWKC5xVhQWUbihmNHTl5DXpQm5nz8E4/8FG1ZDnxODp3Rt1TVcYkZG4xXJImqnRKro4mHdN3fUfvPwpwA8f+4eVVvpL7PhvathxhvBw7pOfAp6HpnSpy2X7YCuBaDL5W9unl+lDqhIGlVXR+4Q4CxglJl1BVYCjYBc4D3gLnefXE15i5RRrWcMq1FxiXP6YxOYtbSAEocLnp5IP5vJyNybyN35UDjgKti6V6bDFMlWaqdEapL1q+GjO+CzByGnfnCv9+5/hvqNUp5VaQc0Pz+fvLy8lK9fJF2q6x659cADwANmVh9oC6xz95XVkZ9IPNVyxjAN8r9byuT5KykJB3YVFucw2bqSf/DrDN1nn8wGJ5Ll1E6J1BAlxTD5GRh9A6xdCn1PCTpxLbbNdGQiNV61vH4gkrtvBA5X4yiSBHemfj2RdUUby0xe5w2YVrRNhoISqZ3UTolkyLxP4NH94bULglsEzhkDxzyoTpxIgqrzheCR+qcpH5HsNzsfRl9Prx9LaGx/odAbbp7VuEEuu3RokbnYRGovtVMiadJw/VJ44UyY+jK06AjHPQa9j0vpfXAidUG6OnKHmNkjwJfAJOAbd9+QprxFssPCSfDBdTDnQ2jRibyjLqffl9vy2ZxfKHFo0iCXfp1bkdejfaYjFamN1E6JVLeitfDxXQyeeA/k5AYP69rzL9CgSaYjE8lK6erIvQtcCQwADgAuAk5NU94iNdvSGTDmhuAJXU3awMG3wMCzyK3fiJG7OYfeM47CDcVcd1Qv8nq0JzdHZyxFqoHaKZHqUlIC374AH4yANYv5uf2+bH3qg9CyU6YjE8lq1fUeuUOBr919UTjpM3dfAXwQ/onIinmQfyt88xzUbwp5V8Ie50HD5puT5OYYrZs0oHUTGNpz6wwGK1K7qJ0SSZMFX8Dbl8HCL6BDfzjhSabPXsfW6sSJVFl1XZE7DrjBzLYmeLHVZDM7DZgMTHf34mrKN2XMrCnBE82KgHx3fybDIUltUbAUxt0BXzwOlgO7nwd7/x80bZPpyETqErVTItVp9SL44Fr45nlotg0c/SD0OQlycoJ7wUWkyqrlqZXu/nt3Hwj8E/gemAPsD0wE5iW7PjPLNbOvzOyNysZkZo+b2VIzmxJj3iFm9p2ZzTKzy8PJxwIvuvs5wJGVzVdks/Wrgscr39MPPv839DsF/vIVHHyTOnEiaaZ2SiR1ikucFYVFLFyxjtFT5lOcfxv8awBMfQX2+StcMClo83Kq/WHpInVKdd8j9zt371v6wcweAC6txHouBKYDWzyuz8zaE7z7Z03EtB3dfVZU0ieA+4CnopbPBe4HhgELgM/N7DWgE/BtmKzGn5mVmiuneAN8fDd8fBesXwm9joX9/w5td8x0aCKidkqkSopLnNMfm8CspQWUuHPB05/Tz5yRfYeRe/D10LpLpkMUqbWq+9TIajMbUPrB3ScB3ZNZgZl1Ag4D/l1Okv2AV82sUZj+HODe6ETuPg74Jcbyg4FZ7j7b3YuA54CjCBrL0gHcOoUkySveCJ8/xpAJ5wY3eHcaBOeOgxP+o06cSM2hdkqkCvK/W8rkH4OnK4NRSEMm5/Ymv+/t6sSJVDNz9+pbudlOwNPANILHOe8K9HP3IUms40XgFqA5cIm7Hx4jzd+APYEXgPOBYe5eECNdF+ANd+8dMe144BB3/334+XRgCHAZwZnR9cDHse49MLMjgCM6dux4ztNPPx13OwoKCmjWrFlC25yIqqwv2WUTTZ9IuorSxJufijK8ZcI6AK4Y0rhK64nLS2i/9CO6znmWxut/4pdm3Zm345msatWrUqtLJuaaVs/+NTUXSG3s2VDPMiHdcacyv1Ttz/bff/9J4XDJhKmdKqsmfq+pTl/VfUhV9i81WWXibrBhBWO/+pZ/r+yPR5xLMOCYnepzZLcGKcurPLW1nlU0vy7Vs5qQVybbqbjcvVr/gFzgBOAGgsc5t0li2cOBB8L/5xE0buWlfQ5YDbSLk6YLMCVq2gnAvyM+nw78K5ltHDBggFdk7NixFaZJRlXWl+yyiaZPJF1FaeLNT0UZnvjQJ37iQ59UeT0xlZS4z3jb/YE93Ue0CP797h0fO2ZMlVabTMw1rZ5VR+zZUM8yId1xpzK/VO3PgC9c7VSl26no8qyqmthOJZq2KvuIOrEP2bje/aO73G/q6B9cc4D3vOJV3/6yNzb/9bz6bf9g2k+pyasCtbWeVTS/TtSzGpRXptup8v6q/T1yHjz564XwL1l7AUea2XCgEdDCzJ5299MiE5nZPkBv4GVgBMHZzkQtADpHfO4ELConrUhsc8fD6Oth/mfQuisc91hwL1xODizKz3R0aXXX+99zz+iZ4ae1AHS5/M3N8y8cuhMXD0tq5JpItVI7JZIgd5jxJrx3FayYA90PJW/YjfR75Wc+m72cEocmDXLp17kVeT3aZzpakVqvut4j96W771bVNO5+BXBFmD6PYMhKdOPYH3iU4P6EOcDTZnaju1+VYLifAzuZWVdgIXAScEqCy0pdt/jroAM36wNovi0cfhf0Px1y62c6soy5eFh3Lh7Wnfz8fPLy8jIdjkhMaqdEkrRkKrxzOcwZB+12htP+BzsOJRcYeXY3Dr1nHIUbirnuqF7k9WhPbo5lOmKRWq+6rsj1NLNv4sw3oGWK8moCnODuPwCY2W+BM7fI0GwUwbCXtma2ABjh7o+5+yYzOx94l2B4zePuPjVFsUlt9fMsGHsjTH0ZGreGYdfD4D9A/Wq8905EUkntlEgi1i6HsTfBpP9Ao5Yw/A4Y8DvI/fUQMjfHaN2kAa2bwNCeW2cwWJG6pbo6cjsDpxHcQF6epB6V7O75QH6M6eOjPm8kOPMZne7kOOt+C3grmXikjlq1ED68Fb56Buo1gn0vhT0vCBo3EckmaqdE4ineCBMfDdq8DQUw6BzIuxyabJXpyEQkVC0dOXefZ2bbu/s8ADPb393Hhv/fzd2/rI58RarN2uXw8Z1Bo4bD4HOCl5w20z0AItlI7ZRIHN+/B+9eCctnQrehcPDN0H7nTEclIlGq82EnkYOjTwbGhv//I/CHasxXJHU2rIFP74dP7oONa6HvycEZyVbbZToyEak6tVMikZZ9F3TgZn0AbXaEU/4LOx0EpvvdRGqi6uzI1TOz/u7+FWUbS+0NpObbuB6+eAw++icULoeeR8D+V+mMpEjtonZKBGDdCnac+W8Y9zbUbwoH3RTc910v9nvgRKRmqM6OXAnQ1MxOBszMzgDeB6rvDeQiVVW8Cb5+FvL/AasXwA55MPQa6Dgg05GJSOqpnZK6rXhT8BCTsTfTcd1KGPBbOOAqaNo205GJSAKqsyN3NXAg0Az4BJgN7AbsVI15ipSruMRZUVhE4YZiRk9fUvbxyCUlMP1VGHNTcE9AxwFw9AOww36ZDVpEqpPaKam7fhgbDKNcOg267MMXbY9n0OFnZjoqEUlCtXXk3H0R8FTpZzPrBXQA9MjkLFX2Rc9bOqpbfWrqa8OKS5zTH5vArKUFlDhcMOor+nVuxcizBpM7Z0zwLrjFXwfvxvnNM7DzYbonQKSWUzslddLyH+C9q+G7N6HV9nDiSOh5BGs//DDTkYlIkqrzilwZ4TtvpgL/TVeeklqlL3oG+M3DnwLw/Ll7bJ6fn5+fibASkv/dUibPX0lJOGCqsKiYyT8uJ/+B8xm6/Jng4SVHPwR9ToSc3MwGKyIZoXZKarX1q2Hc7fDZg1CvIQwdAbufB/UbZToyEamktHXkRDJp6qLVrCsq+0qodRtLmPYLDD30dhhwpm7qFhGRjKhoxMuFQ3fafCI1aSXF8NXTMOYGWPsz9DsVhl4NzbepZLQiUlOoIyd1Qq8OLWhc3yjc+OszDBrnOrscexnsun0GIxMRkbquohEvlTZ3PLxzOfz0DXTePXidQMfdqr5eEakR1JGT2m/NT+TNuo1+xdswmW4U0pAm9XPpt10b8nrpfXAiIlLLrJgH718D016BFp3guMeg93Epv/c71pXELpe/ufn/VbqSKCIVUkdOaq/CX2D8PTDhYXJLNjJyj99y/Pe7sGxjE647qlfZp1aKiIhkuw0F8PFd8Mm/wHIg70rY8wJo0KRasou8kigi6aeOnNQ+RWuDm7nH3wsbVsOuJ8D+V5C71Q40ePhTOgJDe26d6ShFRERSo6QEvv0vfHAtrFkMu54IB14LLTtmOjIRqUbqyEntsWkDTHoyeCrX2qXQY3jwYtOte2U6MhERkeox/3N45zJYOAk67AYnPgWdB2c6KhFJA3XkJPuVFMM3/4X8m2Hlj7D93nDSM2rIRESk9lq1MLgC9+1/odk24St0fgM5OZmOTETSRB05yV7uMONNGHMjLJsO2/aFw++CbkOz/mXeuoFcRERiKioM7oEbf3dwInOfS2Dvi6Fhs0xHJiJppo6cZKfZH8Lo64KhJG12ghOehF2OyvoOXCndQC4iImW4w5SX4P0RsHpB0OYNux5ad8l0ZCKSIerISXZZOAlGXw+z84NHKh95H/Q9GXJVlUVEJLsVlzgrCoso3FDM6OlLfn268qKv4O3LYf5nsM2ucOzD0GXvTIcrIhmmo1/JDktn0GvKLZD/GTRpAwffAgPPgvqNMh2ZiIhIlRWXOKc/NoFZSwsocbhg1Ff069CEkVs/T+7Xz0DTtnDEvdD/NMjJzXS4IlIDqCMnNduKefDhP+DrUbTOaRi8E2eP86Bh80xHJiIikjL53y1l8vyVlHjwubComMlzl5G/eAZD9zof9r0UGrXMbJAiUqOoIyc1U8FSGHcHfPF48FLT3c9jgg1hr7wjMx2ZiIhIyk1dtJp1RcVlpq2jIdMG3czQg4ZkKCoRqcnUkZMaJXfTWhh9Q/BC703rgyEk+10GLTuyMT8/0+GJiNQYZtYUeAAoAvLd/ZkMhyRV0KvxChpbEYXeYPO0xg3qsUu3LpkLSkRqNL1sRGqGokL4+G52/+wP8NEd0P1g+PNEOPJeaNkx09GJiMRkZo3MbKKZfW1mU83suiqs63EzW2pmU2LMO8TMvjOzWWZ2eTj5WOBFdz8H0HCFbLX2Z3j9IvLeO4R+ubOpT3BVrkmDXPp1bkVej/YZDlBEaipdkZPMKt4IXz4F426HNYtZvdUA2pxwV/BOOBGRmm8DcIC7F5hZfeBjM3vb3T8rTWBm7YF17r4mYtqO7j4ral1PAPcBT0VONLNc4H5gGLAA+NzMXgM6Ad+GycqOyZOab1MRfP4o5P8DigrIHXIOI/c5k0MfnULhhmKuO6rXr0+tFBGJQR05yYySkuB9OGNvghVzoPPucPzjfDuniDx14kQkS7i7AwXhx/rhn0cl2w/4k5kNd/f1ZnYOcAwwPGpd48ysS4xsBgOz3H02gJk9BxxF0KnrBExGI2yyhzvMfA/evRKWz4IdD4SDb4Z2PcgFWjdpQOsmMLTn1pmOVERqOHXkJL3c4bt3YMwNsGQKbN0bTvkv7HRQ8DLvOfmZjlBEJCnhFbNJwI7A/e4+IXK+u79gZl2B58zsBeAsgqtrieoIzI/4vAAYAtwL3GdmhwGvlxPbEcARHTt2JD+B+4wLCgoSSpeIqqwr2WWTSZ9I2nhpKlo+3vwma+ez46zH2GrFVxQ27sisXa/mlzYDYepiYDEAK1euA0jZ95CoVH736cyrttaziuan8/tKJdWz1FJHTtJn7nj6f3UFfDgdWneF4x6DXsdCjk4ki0j2cvdioJ+ZtQJeNrPe7j4lKs1t4ZW0B4Fu7l4QY1XliTW2zt19LfC7CmJ7HXh94MCB5+Tl5VWYUX5+PomkS0RV1pXsssmkTyRtvDQVLR9zfuEvkH8rfPFvaNAMDr6ZJoPOoU+9Blss/+B3nwKQl7dH3BhTLZXffTrzqq31rKL56fy+Ukn1LLXUkZPqt/hrGH09zPqARg22gsPvgv6nQ279TEcmIpIy7r7SzPKBQ4AyHTkz2wfoDbwMjADOT2LVC4DOEZ87AYuqFKykR/EmmPSf4DaC9atgwJmw/9+Dl3uLiFSROnJSfX6eBWNvhKkvQ6NWMOx6JqzfmX0HHpzpyEREUsLM2gEbw05cY+BA4B9RafoDjwKHAXOAp83sRne/KsFsPgd2CodnLgROAk5J1TZINflhDLxzJSybDl33hYNvgW16ZzoqEalF1JErh97PUwWrFsKHt8JXz0C9RrDvpbDnBdCoJSVZOJ5bRCSObYEnw/vkcoD/uvsbUWmaACe4+w8AZvZb4MzoFZnZKCAPaGtmC4AR7v6Yu28ys/OBd4Fc4HF3n1pdGyRV07hwETx7Enz/NrTuAr95BnY+LLgPXEQkhWp0R87MGgHjgIYEsb7o7iMqua7HgcOBpe7eO2reIcA9BA3kv939Vn59P8/rZvY8oI5cBeoXrYZ3/w4THwUcBp8D+/wVmukdOCJSO7n7N0D/CtKMj/q8keAKXXS6k+Os4y3grUqGKemwfhV8eBuDPn8I6jeCA6+F3c+Deg0zHZmI1FI1uiOH3s+THTasgU/vZ8iEu6FkA/Q9GfIuh1bbZToyERGR6lVSDF+NhNE3QOFylmwzlG1PfQCa6/UBIlK9anRHTu/nqdnqexF8ej989E8oXM6KtnvQ7sS7of3OmQ5NRESk+s39GN65HH76FrbbAw55ke++X8W26sSJSBrU6I4c1J7386T6HRKZfG+KF2+i/U9f0GHjPEYvnE6fNp35cecrWJyzLc2m/QTTfqp03tX9zpRMvJ8nW9+ZUtX1Vdf7efRuntjSHXddeD+PSLlWzIX3r4Fpr0LLznD848HrdMzg+/xMRycidUSN78jVlvfzpPodEhl5b0pJCcVTX+X0F+YzuWhH1tGLkfUOp1/TNow8fAhrxn1Y49+Zkon382TrO1Oqur7qej+P3s0TW7rjrgvv55HsdNf733PP6Jnlzj+qW30qXWU2FNB19kj46HXIyQ1eJbDnBVC/cSVXGIgVc5fL39z8/wuH7sTFw7pXKQ8RqX1qfEeulN7Pk0HuMOsDGH09+QtymLzpLxQS3LxduAkmz19J/ndLyc1wmCIiIhcP67650/Obh4OTd8+f++vJu0pdwS0pgW+egw+uY/uCn6DPb2DoCGjZMRUhl4lZRCRRNfreLzNrF16JI+L9PDOi0pS+n+cogitoW5nZjUlks/n9PGbWgOD9PK+lIPzaYf5E+k2+Cp4+DtatYGqPC1jnZZ/Ata6omGmLVmcoQBERkWr04wT491B45U/QsiNf9r8Njn0kZZ04EZHKqulX5PR+nkxZMjV4Atf3b9Okfis49HYY8Ft6zVxJ4++/orDo1wd5Nm6Qyy4dWsCShZmLNw4NWRERkaStWgAfXAvfvgDNt4VjHoZdT2T1uHGZjkxEBKjhHTm9nycDfpkNY28JGq6GLeCAq/lsY2/2HXIIAHk92tOvcys+m72cEocmDXLp17kVeT3a89GS6RkOPjYNWRERkYQVFbL93Ofg41cAh30vhb0ugobNMhyYiEhZNbojJ2m05if48Db48knIqQ97XRj8NdmKkoj7CXJzjJFnD+HQe8ZRuKGY647qRV6P9uTmxHpmjIiISJZwhykvwfsj6Lp6AexyNAy7Hlpvn+nIRERiUkeuriv8BcbfAxMehpKNsNtvYb+/QfNtyl0kN8do3aQBrZvA0J56V46IiGS5hV8G74ObPwG26cNXO5xH/6P/nOmoRETiUkeuripaC589COPvhQ2rYdcTYP8rYKsdMh2ZiIhIeqz5CUZfD5Ofgabt4Mh/Qb9TWTXuo0xHJiJSIXXk6ppNG+i44E245xxYuxS6HwoHXAXb9M50ZCIiIumxcT18dj98dCds2hDcSrDPJdCoRaYjExFJmDpydUVJMXzzX8i/mZ1W/gjb7w2/eRq2G5LpyERERNLDnbbLPoH7/wIr50GPw+CgG6BNt0xHJiKSNHXkajt3mPEmjLkRlk2Hbfvy9Xa/o+8xF4PpASUiIlI7FZc4KwqLKNxQzOjpS8hruYTc966k99yPoP0ucMarsENepsMUEak0deRqs9kfwujrYOEkaLMjnPAE9DyKFePGqRMnIiK1VnGJc/pjE5i1tIAShwtGfkY/ZjCyxTR+2OmPdD/pJsjVIZCIZDftxWqjhZOCm7dn50OLjsHN231PUaMlIiJ1Qv53S5k8fyUlHnwuLKnH5Jye5B/6Prkr5tNd7aGI1ALak9UmS2fAmBtgxhvQpA0cfDMMPBvqN8p0ZCIiIunhztRvJrGuqBjI2Tx5XUku034uYdfczIUmIpJK6sjVBivmwYf/gK9HQf2mkHcF7H6enr4lIiJ1y9IZ8O4V9Pp+BY3tLxR6w82zGjfIZZcOLWDJwgwGKCKSOurIZbOCpTDuDvjicbCcoPO29/9B0zaZjkxERCRt6m1cA29dCp8/Bg2bkTf8Cvp9uy2fzfmFEocmDXLp17kVeT3a89GS6ZkOV0QkJdSRy0brV9F19tMw/i3YtB76nwr7XQYtO2U6MhERkfQp3gRfPM6QCddBcSEM+B3s/3dym7Zh5BDn0HvGUbihmOuO6kVej/bk5uhBXyJSe6gjl02KCmHiI/DxXWy/fiX0Ogb2vwra7pjpyERERNJr1mh490pYNoOCVn1offJDsHWvzbNzc4zWTRrQugkM7bl1BgMVEake6shlg+KN8OVTMO52WLMYdjyQL1oOZ+ARZ2c6MhERkfT6eRa893f4/h1o3RVOepavFzchL6ITJyJSF6gjV5OVlMCUl2DsTbBiDnQeAsc9Bl32oiA/P9PRiYiIpM+6lcEJzQkPQ71GcOB1sPufoF5D+Ck/09GJiKSdOnI1kTt8/27wKoElU2Dr3nDy89D9YL3IW0RE6paS4mBUypgboXA59D8Nhl4DzdpnOjIRkYxSR66mmTs+eJn3/M+CISPH/ht6Hwc5ORUvKyIiUpvM+QjeuQKWfAvb7QmH3AId+mU6KhGRGkEduZpi8ddBB27WB9BsGzjsTtjtDMitn+nIRERE0qrRup/g+dNg+uvQcjs44QnY5WiNShERiaCOXKb9PAvG3ghTX4ZGrYIx/4P/AA2aZDoyERGR9NqwBj66k8ET74V6DYInM+95PtRvnOnIRERqHHXkMmnVQnhgCOQ2hH0ugT0vgMatMh2ViIhIepWUwNejYPR1ULCEpVvnsc2pD0KLDpmOTESkxlJHLpNadoQj7oGdDtJN2yIiUjf9+Bm8czks+go6DYKTnmXGrAK2USdORCQudeQyrf9pmY5AREQk/VbOhw9GBK/Zad4Bjn0Ueh8fPNxrVn6moxMRqfHUkRMREZH0KSqE8fcEfzjs+zfY+yJo0DTTkYmIZBV15ERERKT6ucO3LwZX4VYvhF7HwrDroNV2Kc3mrve/557RM8tM63L5m5v/f1S3+uTlpTRLEZGMUEdOREQkC5lZU+ABoAjId/dnMhxS+RZOgrcvhwUTYdu+cNxjsP0e1ZLVxcO6c/Gw7uXOz8/Pr5Z8RUTSTW+ZFhERqSQz62xmY81suplNNbMLq7Cux81sqZlNiTHvEDP7zsxmmdnl4eRjgRfd/RzgyMrmW61WL4aX/wSPHgAr5sKR98E5+dXWiRMRqUt0RU5ERKTyNgF/dfcvzaw5MMnM3nf3aaUJzKw9sM7d10RM29HdZ0Wt6wngPuCpyIlmlgvcDwwDFgCfm9lrQCfg2zBZcWo3q4o2rme7eS/A+JehZCPsdRHs81do1CLTkYmI1Bq6IiciIlJJ7r7Y3b8M/78GmA50jEq2H/CqmTUCMLNzgHtjrGsc8EuMbAYDs9x9trsXAc8BRxF06jqFaWpGe+4OU1+B+wexw5ynodv+8OcJwb1w6sSJiKSUrsiJiIikgJl1AfoDEyKnu/sLZtYVeM7MXgDOIri6lqiOwPyIzwuAIQSdwfvM7DDg9XJiOgI4omPHjgndG1ZQUFDpe8iarZnNjrMeo9WqKRQ03Z5vu1/Jhm2GwDc/Aj8mta5k40gmfSJp46WpaPmqlGEmpTPuVOZVlXXV5HpW0XzVs/Tmlc56lgx15ERERKrIzJoBLwEXufvq6PnufpuZPQc8CHRz94JkVh9jmrv7WuB38RZ099eB1wcOHHhOXgKPaszPzyeRdGUULIMxN8CXT0Hj1nDYnTTb7bds+Ojj5NdVyTiSSZ9I2nhpKlq+UmVYA6Qz7lTmVZV11eR6VtF81bP05pXOepYMdeRERESqwMzqE3TinnH3/5WTZh+gN/AyMAI4P4ksFgCdIz53AhZVLtoU2lQEEx6CcbfDxkLY/TzY72/QuFWmIxMRqRPUkRMREakkMzPgMWC6u99ZTpr+wKPAYcAc4Gkzu9Hdr0owm8+BncLhmQuBk4BTqhx8ZbnD9+/Au1fCL7Nhp4Pg4Juh7U4ZC0lEpC6qGTdHi4iIZKe9gNOBA8xscvg3PCpNE+AEd//B3UuA3wLzoldkZqOAT4EeZrbAzM4GcPdNBFfw3iV4mMp/3X1q9W1SHEunw8hjYNRJkFMPTn0JTn1BnTgRkQzQFTkREZFKcvePiX0PW2Sa8VGfNxJcoYtOd3KcdbwFvFXJMKuu8BcYezN88Tg0bAaH/AMGnQ259TMWkohIXaeOnIiIiJRvyv/gjYthw2oYeDbsfyU02SrTUYmI1HnqyEnC7nr/e+4ZPbPMtC6Xv7n5/0d1q08WPkBJRETiadoOOvSDg2+BrXfJdDQiIhJSR04SdvGw7lw8rHu587PxfSYiIlKBrvsEfyIiUqPoYSciIiIiIiJZRh05ERERERGRLKOOnIiIiIiISJZRR05ERERERCTLqCMnIiIiIiKSZdSRExERERERyTLqyImIiIiIiGQZc/dMx5D1zGwZMK+CZC2BVSnMtirrS3bZRNMnkq6iNPHmtwV+TiCOmibV330681I9yx7prGepzi9V9Wx7d2+XmpBqlwTbKaiZ32uq01d1H1LR8tqHpDev2lrPKpqvepbevGpmO+Xu+kvDH/BITVlfsssmmj6RdBWliTcf+CLT32NN+O7TmZfqWfb8pbOepTq/dNYz/dXO7zWZ9FXdhySwf9E+JI151dZ6VtF81bP05lVT2ykNrUyf12vQ+pJdNtH0iaSrKE2qy6kmSOc2qZ4llkb1rGbll856JvFl6/eaTPqq7kNqa53L1raqttazZPPLFqpnKaShlZI1zOwLdx+Y6TikdlM9E5Gq0D5E0kH1TEAPO5Hs8kimA5A6QfVMRKpC+xBJB9Uz0RU5ERERERGRbKMrciIiIiIiIllGHTkREREREZEso46ciIiIiIhIllFHTrKWmR1tZo+a2atmdlCm45Haycx6mtlDZvaimf0p0/GISPZQOyXpoHaq7lJHTmoUM3vczJaa2ZSo6YeY2XdmNsvMLgdw91fc/RzgTOA3GQhXslSS9Wy6u/8ROBHQo55F6ji1U5IOaqckEerISU3zBHBI5AQzywXuBw4FdgFONrNdIpJcFc4XSdQTJFHPzOxI4GNgdHrDFJEa6AnUTkn1ewK1U1IBdeSkRnH3ccAvUZMHA7Pcfba7FwHPAUdZ4B/A2+7+ZbpjleyVTD0L07/m7nsCp6Y3UhGpadROSTqonZJE1Mt0ACIJ6AjMj/i8ABgCXAAcCLQ0sx3d/aFMBCe1Rsx6ZmZ5wLFAQ+Ct9IclIllA7ZSkg9opKUMdOckGFmOau/u9wL3pDkZqrfLqWT6Qn95QRCTLqJ2SdFA7JWVoaKVkgwVA54jPnYBFGYpFai/VMxGpLO0/JB1Uz6QMdeQkG3wO7GRmXc2sAXAS8FqGY5LaR/VMRCpL+w9JB9UzKUMdOalRzGwU8CnQw8wWmNnZ7r4JOB94F5gO/Nfdp2YyTsluqmciUlnaf0g6qJ5JIszdMx2DiIiIiIiIJEFX5ERERERERLKMOnIiIiIiIiJZRh05ERERERGRLKOOnIiIiIiISJZRR05ERERERCTLqCMnIiIiIiKSZdSRExERERERyTLqyImIiIiIiGQZdeRE6iAz29HMvo2a1tDM5pjZLpmKS0REpJTaKpH41JETqZtmA53NLHIf8AfgQ3eflqGYREREIqmtEomjXqYDEJH0c/cSM/sR6ALMNrPGwF+BvEzGJSIiUkptlUh8uiInUndNB3YO//9n4DV3n5u5cERERLagtkqkHLoiJ1J3TQd6mNk4gsZx9wzHIyIiEk1tlUg5dEVOpO4qPct5IfCMuy/JcDwiIiLR1FaJlMPcPdMxiEgGmFkf4EmgBbCbu6/KcEgiIiJlqK0SKZ+uyInUXd8BuwKPqGEUEZEaSm2VSDl0RU5ERERERCTL6IqciIiIiIhIllFHTkREREREJMuoIyciIiIiIpJl1JETERERERHJMurIiYiIiIiIZBl15ERERERERLKMOnIiIiIiIiJZRh05ERERERGRLKOOnIiIiIiISJZRR05ERERERCTLqCMnIiIiIiKSZdSRExERERERyTLqyEmNZmYFZrZDpuOoDmb2hJndmOk4UsnM8sxsQRXXsY+ZfZeqmKoQx7Vm9nQVlp9qZnmpiyihPNuZ2Xdm1iiBtH3M7JN0xCVS25jZQ2Z2dQrWc6aZfZyKmCqZ/6lm9l6m8o+UijYxVd9LVZnZXDM7sJLLZqQNNLNzzezuJNJPNLNe1RiSJEAdOQHAzPY2s0/MbJWZ/WJm481sUKbjcvdm7j67OtZtZm5mO1bHurNVdXcuEylzd//I3XtUVwzVIVa5uXsvd89PcyiXA/9x9/VhXL3M7D0zW2FmK81skpkND+P7BlhpZkekOUaRGi88EF8XnkxcYWZvmlnn0vnu/kd3vyGTMaaCuz/j7gelYl3V2aYm2uHNxu8lutwy0QaaWQPgKuD28HOXMK6C8G+JmT1gZvUjFrsDuD6dccqW1JETzKwF8AbwL2AroCNwHbAhk3FlmpnVy3QMqZQN25MNMdZUZtYQ+C0QeRXxdeB9YGugPfAXYHXE/GeAc9MVo0iWOcLdmwHbAksI2sgao6r7y9q2vzWz3EzHkMWOAma4+8Ko6a3C38CuwB7AnyPmvQbsb2bbpilGiUEdOQHoDuDuo9y92N3Xuft74Rn70jNh483sX+EVuxlmNrR0YTP7nZlNN7M1ZjbbzM6NmJdnZgvM7K9mttTMFpvZ7yLmP2Fm94dnO9eY2QQz6xYxf/OZqgTSHhQOK1sVnjn60Mx+H2uDzWxc+N+vw7NNv4mI9TIz+wn4j5nlmNnlZvaDmS03s/+a2VYR69k9vJK50sy+tjhD6cysv5l9Gcb+PNAoav7hZjY5XNcnZtYnYl5nM/ufmS0L47gvnJ5jZleZ2bywfJ8ys5bhvNIzameb2Y/AmHD6C2b2U1hO4ywcGmFmfwBOBf4Wlsnr4fQOZvZSmPccM/tLRFyNw+9lhZlNA8q9iptEmZcZnhlR/mvMbJqZHRMx70wz+9jM7ghjmGNmh0bM7xpu4xoz+yCsP0+H87YYBmpxhsNUotw2r8vMGprZ3Wa2KPy724KOVyK/keHhdq8xs4Vmdkk5RTwEWOnuC8Ll2gJdgUfdvSj8G+/ukWe184GhpbGIyJbCK9wvAruUTrOIq/ARv+Erzezn8Ld/akTaluG+eVm4r77KzGIef5nZPWY238xWW3AFfZ+Iedea2Ytm9rSZrQbOjLF8uXnZr235XWb2C3CtRV3pMrOdzex9C0bmfGdmJ0Ztc8w2ONb+PZwer13rb3HaxIh0PYGHgD3Cda+MiOdBM3vLzNYSdCoiv5fWZvZGWBYrwv93ilhvvpndEJbJGgtGL7SNmH9GWIbLzezqqH16mVEYFue2AjMbbGafhmWw2Mzus+AKWNx2MXL7w1hXWjBk/8gEvxMLv+ulFrRb35hZ71gxAocCH5YzD3dfSnBScJeIaeuBSUBKruhK5agjJwDfA8Vm9qSZHWpmrWOkGQLMBtoCI4D/2a8dmqXA4UAL4HfAXWa2W8Sy2wAtCa70nQ3cH5XHyQRXAFsDs4Cb4sQaM224830RuAJoA3wH7FneStx93/C/fcPhm89HxLoVsD3wB4IrGEcD+wEdgBXA/WGeHYE3gRvDZS4BXjKzdtH5hTvtV4CRYdoXgOMi5u8GPE5wdaQN8DDwmgUdgFyCK6bzgC4E5fhcuOiZ4d/+wA5AM+C+qOz3A3oCB4ef3wZ2IrhC8yXBVRnc/ZHw/7eFZXJEeADwOvB1mO9Q4CIzK13XCKBb+HcwwRWhmJIo82g/APsQ1KHrgKet7BnAIQTfd1vgNuAxM7Nw3rPARIIyvRY4vbz4EpBwucVY9u/A7kA/oC8wmGAYS6l4v5HHgHPdvTnQm7BDHsOuBOVQajnBb+RpMzvazLaOXiA8+7oRyKqhrCLpZGZNgN8An8VJtg3BPqgjwX7wETMr/V39i+D3vQPB/vgMgrYyls8J9hNbEey/XrCy97weRdDWtSLcB0WpKK/Strw9UW2tmTUlOFh/Npx/MvCAlb0PKmYbHGv/XkG7FrdNjOTu04E/Ap+G624VMfuUMIbmQPTQyxzgPwRty3bAOrZsH08Jy6c90ICgHcfMdgEeIDhJty2/7p8roxi4mKB+7EHQjp4Xblt57SJhHPUJ2uD3whgvAJ6JqFtQ/jHUQcC+BCfrWxHU4eXlxBjdfpRhZh0I2vjo38B0gjZNMkQdOcHdVwN7Aw48Ciwzs9eiDvyWAne7+8ZwR/MdcFi4/Jvu/oMHPiTY4ewTsexG4Ppw2beAAsoeOP7P3Se6+yaChqlfnHDLSzscmOru/wvn3Qv8lHxpUAKMcPcN7r6OoAH6u7svcPcNBJ2B4y0YknIa8Ja7v+XuJe7+PvBFGEu03YH6/FqGLxI02KXOAR529wnhVdEnCYa27k5w0N8BuNTd17r7+oirKqcCd7r7bHcvIOjInmRlh8xcGy63DsDdH3f3NRHb09fCq3gxDALaufv14RWd2QR15KRw/onATe7+i7vPJyj3ZEWXeRnu/oK7LwrL+HlgZlgmpea5+6PuXvz/7d13eFRV/sfx90kIJKFXhYB0kB469iAiTcSuiOyusq66qz911bWLuHZdXRR7WRUVey8UgRFFOgQpoQpI7y0kpJ7fH3cSUybJTDI1+byeh+dh5p57z3cmN/ebc+8pwNs4SfcEY8xJ7vgfcMf+M05XkHLx8XsragzO78Aea+1enKRbsFFZ2u9IFtDZGFPHWnvQWru0hDrqAUcLxGtxGvibgf8AO43zJLF9kf2OuvcVkcK+cD/9OQIMxj1+qBT3u69jP+Lc5LvMfSPucuBu9/VjM87vo8ebStbad621+6212dba/wA1KJwv51lrv3BfDwtdL72sa4e19nn38Yteb88DNltr/+fevhT4FLikQBlf8nVpea2snOitL909DXLdT4jyub/HT621adbaozgNnLOK7P8/a+0693fxUYHPcwnwtbX2Z2ttJvAAzt9IPrPWLrHWznd/p5txGrRF4yjJAJwbtI+789gsnBu7owuUKelnkoXTwD0ZMNbaFGvtzhLqqUeB/FHAPvfvwHbgGM5NhIKUP0JMDTkBnDte1tq/WGub49z1bwb8t0CR7e4/DPNscZfB/RRvvnG6YhzCacg0KlB2v/sCkycN58KUZ1cp24oqqWwzYGuBz2OBgl0TVpk/Bu0WbGQWtbdIMmgJfO7u0nAI5+5TDs6Yo5bApXnb3NtPx2lIFNUMz99hwXpuK3KsFu79WuA0Vgp+hwWPW/A4W4Bq7vjy5H8vxphoY8zjxumqeATnj3wo/PMqqCXQrEhc9xQ4fqHvvUgs3ir6nRfi7t6SXKD+rkXizT8nrLVp7v/Wcsd2oMB7FInVa+X43ory9HNqVuB1ab8jF+P8Tm0xTnfhU0qo4yBO0s7nvgFxo7W2Lc7P8hjwTpH9agOHvPwcIlXJBdZ5+lMDuBH40RhzYgllD1prjxV4nfc73gjnSU/R33+PT3eM08U6xd0V7hDOk6CC15mC1/PvC+S1MV7WVdo1sCXQv8j1fgzO08Y8vuTr0vJaWTnRWyV+HmNMvDHmFeN0jzwCzAHqmcJj6bz9myKNkp9mlcoY08E43Tp3ueN4FN9yx1ZrbW6B94r+TD1+BnejbxJOL6LdxphXjTMngifF8odbI/fvQDwwF5haZLvyR4ipISfFWGvXAG/h/MGcJ6FAdzVwuinsMM7Ymk9xZi86wf0L/x1QsGww7AQK9n03BV9bZwbBWu5/P5VynKJ33LYCw6y19Qr8i7VOl7StwOQi22paax8vIT5P32HBeh4pcqx4a+0U97aTjOeB6TtwkmXBY2bjDMz39JmuxOmacw7OHwit3O8bD2Xz4tpUJK7a1tq8p447cRKzp8/krRLvchpjWuI8AbwRaOg+v1bi3fm1E2jg7haVp2Csx3CSU15d0UCxbrFuvn5vRXn6Oe0oYx/nwNYustaOwulW8wXOXWNPfsU93rWE42zFSej5v9fu7jLVKaVLjUhV536a9BnOTbzTSyhW3901MU/e7/g+nCcjRX//i04qgfsm4504PR3qu693hyl8vcu/1lhrhxXIa+95WVdp16qtwI9Frve1rLU3lLJPaUrLa2XlxKJKiru0z3MbztPM/tbaOjjdDMH7/FHwb4o4nO6heQrlDwo3dot6CVgDtHfHcY+XMYBzDrUwhcdUejx/PLHWPmet7Q10wckPd5RQtKz8kY7zd+EppsA4QpxhG8u9iUUCQw05yRvcfJtxDwI2zhTLoyncF7oJ8H/GmBhjzKU4v7zf4fwRWAPYC2QbZ6KJUAx8/Rbo5h4LVA1nZqXSLqzgNHbKWqPuZeARd4MC46zTNcq97V1gpDFmiPuJTaxxBik393CceTgNrP8zxlQzxlxE4e6BrwHXG2P6G0dNY8wIY0xtnDFeO4HH3e/HGmNOc+83BbjVOJN61MK50/dhCU/vwLl7loFzZzHeXb6072QhcMQ4k5HEuT9nV/PH0hQfAXcbZ1B5c5z++6Xx5jsvqCZOot4LzsQ6FL7BUCJr7Racrq4PGmOqu59kFRy/tg6IdX/PMThj1kqa9MPX762oKcB97vOnEU43nTLXqHPHPcYYU9dam4XTxSunhOILce42J7j3rW+MmWCMaWecSXEaAddQ+Pc6CZhlne6iIuKB+5o8CmcMUkopRSe4f2fPwOmm+LF1unx/hJNHartzyT/x/PtfGydP7AWqGWMewBl77hUf6/LkG6CDMWasO9fHGGP6GmeyEW8UvQ6WltfKyomejt3cuCcJ8VJtnHFxh4wzpn+8D/t+gpPfT3XXOYHCja9kYLgxpoFxntLeUkYcR4BUY8zJQNGGcWn5YwFOo/Ff7p9HEk4e+6CE8vncP7v+7vx2DDhOyfnjO0rp7um+aT8W5+nf/gLv9cYZVykhooacgNPHuT+wwDgzP83HeepxW4EyC3AmetiH08/8Enf/86M4E4J8hPNo/koqMA6pvKy1+4BLcSa72I8zs9JiSl9C4UHgbeN0+bishDITcT7PdGPMUZzvpr+7zq04T2nuwUm8W3HudhX7vXL3sb8IZ2KSgzjjGD4rsH0xzniCSe7tG9xl85LzSKAd8DtOl9HL3bu+iTNYfA6wCedCXVpj6h2cbhnbgdUUH7j8Bs54rEPGmC8K1J3oPv4+4HWcp1LgJLct7m3T3bGU5kHK/s7zWWtX44zxmIeT7LrhdO/w1hicweX7cSal+RD3OWGtPYwz4Px1/uj/X9Ji5j59bx72fxjnfPwVWIEzWYq36/WNBTYbp0vO9ThjM4txn2NvFdieifPk8AecPyJW4nz2vxTYbQzOzQoRKe5rY0wqzu/PI8CfrbWrSii7C+favQNnnNL17t4t4FyTj+FMMvIzzmQib3o4xjScSZXW4VxvjuN7d3Bv6yrGnc/PxRkDvcP9mZ6g5BtcRT1Iget7GXmt1JzowSxgFbDLGLPPy3j+C8Th5K35FO8WWCL3z/kmnAbTTpy/k/bwx98Uk3GeRG3GyX0fFj9Kvttx/jY6itO4LVr2QUrIi+7v6XycWSX34UzA8qcC51Zp6rjrO4hzPu3H6T3lydfAycbppVHQIffvwG6cXHp+ge6w5wMua61XvUskMEzh7skixRlj/gL81VpbUpeSsOPuhrANGGOtnR3qeCQ8GGeK6zXWWl/uzEYM48yY+hPQ03qYOKZI2W7Aq9baksbciYgX3E9J3nWPMZdKyN3j5RBO98hNIQ4nIIyzlE5na+0tXpZfAIyz1q4MaGBSqkq1GKRUbcaZEn8BTleKO3C6QZQ2XbRUcu4uoAdwnhiei/ME1dMYxkrBOjNinuxl2RU4d1hFRKQIY8xIYCbO3xJP4/Sm2BzKmALJOkvp+FK+f6BiEe+pa6VUJqfgrDm2D6c74AVlPZWQSu9EnEWvU3GWRrjBWrsspBGJiEgkGIXTxXQHztCSK6y6sUmYUddKERERERGRCKMnciIiIiIiIhFGDTkREREREZEIo8lO/KBRo0a2VatWpZY5duwYNWvWLLWMLypyPF/39ba8N+XKKlPadn9/h8ESzLh1nnlXRudZeNXnr/NsyZIl+6y1JS3qXqV5k6cgPH+u/i5f0WtIRa4v4SxSc1VlPc/K2q7zLLh1hW2estbqXwX/9e7d25Zl9uzZZZbxRUWO5+u+3pb3plxZZUrb7u/vMFiCGbfOM+/K6DwLr/r8dZ4Bi20Y5IRw/OdNnir6fVZUOF4/vC1bkWuEriHBrauynmdlbdd5Fty6wjVPqWuliIiIiIhIhFFDTkREREREJMKoISciIhJhjDFtjDFvGGM+CXUsIiISGprsJECysrLYtm0bx48fB6Bu3bqkpKT47fgVOZ6v+3pb3ptyZZUpbbu/v8NgKU/csbGxNG/enJiYmABFJSLhxhjzJnAesMda27XA+0OBiUA08Lq19nFr7W/AuIo05IrmKfDvdTYc85S3ZSuSi6pSrgLlK5FQUkMuQLZt20bt2rVp1aoVxhiOHj1K7dq1/Xb8ihzP1329Le9NubLKlLbd399hsPgat7WW/fv3s23bNlq3bh3AyEQkzLwFTALeyXvDGBMNvAAMBrYBi4wxX1lrV1e0sqJ5Cvx7nQ3HPOVt2YrkoqqSq0D5SiTU1LUyQI4fP07Dhg3zk6OIt4wxNGzYsNBdchGp/Ky1c4ADRd7uB2yw1v5mrc0EPgBG+aM+5SmpKOUrkdDSE7kAUnKU8tK5I1VJ/LGt8OFVMOxJqNMs1OGEmwRga4HX24D+xpiGwCNAT2PM3dbax4ruaIz5G/A3gBNOOAGXy1Voe926dUlNTS30Xk5ODkePHvVL4BU5lq/7+lLem7KllSlrf39+h8FUkbiPHz9e7PwqTWpqqk/lA3UsX/f1pbw3ZcsqU9p2f36HwRTMuP16nh09QsoH46l9dCMb2v81ZHEUZZwlDaQ8jDEjgZEJCQnXvvvuu4W21a1bl3bt2uW/zsnJITo62m91V+R4vu7rbXlvypVVprTt/v4Og6W8cW/YsIHDhw/7tE9qaiq1atXyua5AHM/Xfb0t7025ssqUtt3f32GwBDtuf9QXk3mEVpun0HTHVHKjY1nd+XYONOxd7jgGDhy4xFrbp0JBhZgxphXwTd4YOWPMpcAQa+1f3a/HAv2stTf5ctw+ffrYxYsXF3ovJSWFTp06FXpPXSvLLqOulcV5OpdK43K5SEpKKldd/jyWr/v6Ut6bsmWVKW27P7/DYApm3H6ra+sijnx0A3WOroeE3vDnb6B6fLniMMb4NU/piVwFWGu/Br7u06fPtUVPlJSUlEIXRI2R866Mxsj9ITY2lp49e/q0j78vkOGYIJUcPQt23BWqLzsTFr4K85+EjKNsb3YuCVdOonutxsGNIzJsA1oUeN0c2BGiWEREqo7D2+GHB2HFR9SoXh8ueBm6Xw5R4TMyLXwikYB47rnn6NSpE2PGjOHUU08F4NChQ7z44otBjWPq1Kl07NiRHj168PjjjxfbvnbtWhITEznttNNITEykTp06/Pe//wXgmmuuoUmTJvTv37/c9Y8bN45vv/223PsXdPz4cfr160ePHj3o0qUL48ePL1Zm69atDBw4kE6dOtGvXz8mTpyYv23ixIl07dqVLl265H9GkSrBWkj5Bl7sD9PvhYQ+cMMvrO9wA5SjEVdFLALaG2NaG2OqA1cAX4U4Jr8KtzzVrl07nnnmmRLLde3alW7dupGYmEifPn/cWH/22Wfp0qUL/fv3Z/To0eUaN+bPXFUwD3Xp0qVQHiooLyf169evUE7ydn+RSiczDVxPwKQ+sPpLOOM2FvZ7CRJHh1UjDtSQq/RefPFFvvvuO9577z1++eUXAA4fPhzUBJmTk8M//vEPvv/+exYtWsSUKVNYvbrwhGsdO3YkOTmZuXPnsmTJEuLj47nwwgsB+Mtf/sLUqVMrFENycjI9evSo0DHy1KhRg1mzZrF8+XKSk5OZOnUq8+fPL1SmWrVq/Oc//yElJYWZM2fywgsvsHr1alauXMlrr73GwoULWb58Od988w3r16/3S1wiYW3nr/D2SPhwDETFwJhPYOxn0MT77liVnTFmCjAP6GiM2WaMGWetzQZuBKYBKcBH1tpVoYzT38ItT61evZpPPvmkWJ4qaPbs2SQnJ5PXXXX79u0899xzLF68mAULFpCTk8MHH3zgcxz+zFUF89D8+fPz81BBBXPSL7/8UignebO/SKViLaz8FF7oB65Hof1guHEhDHqAnGpxoY7OIzXkKrHrr7+e3377jfPPP59nn302fxzJ+PHj2bhxI4mJidxxxx2lHmPHjh1cddVV9OzZk5NPPpmFCxf6HMfChQtp164dbdq0oXr16lxxxRV8+eWXJZafOXMmbdu2pWXLlgCceeaZNGjQwKc6161bx+mnn063bt149tln2bVrF82bN/c5dk+MMfnfZVZWFllZWcUmJ2natCm9evUCoHbt2nTq1Int27eTkpLCgAEDiI+Pp1q1apx11ll8/vnnfolLJCwd3QVf/gNeORN2r4LhT8MNc50EKYVYa0dba5taa2Ostc2ttW+43//OWtvBWtvWWvtIqOP0p3DNUxdffHGpecqT7Oxs0tPTyc7OJi0tjWbNyp64J5C5qqQ8VFBpOcmb/UUqjR3L4H/D4JNrIK4e/OVbuOwdqN8q1JGVSmPkguH7u4jbvgyi/fd112jYEc4vuesHwMsvv8zUqVOZPXs2jRo14v777wdgwoQJrF27luTk5Pyyw4cP5/XXXy+UeLKzsxk2bBj33nsvl112GWlpaeTk5BSq44wzzsif5So3N5co9yPnp59+mnPOOQdw7lS2aPHHEI/mzZuzYMGCEuP+4IMPGD16tBffgmfZ2dlcddVVTJo0iX79+vH3v/+dk08+2at9C36eggp+HnDu3vbu3ZsNGzbwj3/8o9Run1u2bGHZsmX079+f7du3c++997J//37i4uL47rvvCnXNEak0stJh3iT46VnIyYRT/gFn3g5x9UMdmXjy/V2wawVxOdl+y1XhmKfgj1xVWp5q1qwZv/76q8eYjTGce+65GGO47rrr+Nvf/kZCQgK33347J510ErGxsQwZMoRzzz231M8ejFyVZ/Pmzfl5qKCuXbvm56Ts7OwSc1JJ+4tEvKO7YeZDkPwexDeEkROh51iIiozJ9dSQEwC+++67Yu998cUXdOrUiWHDhgEQH198hp6ffvop//8lTerhaWbUkqbXz8zM5KuvvuKxx4rNpO21zz77LH9sGkCXLl2Ii3MeiY8aNSr/Luull17KBx98UGhGyYKfpzTR0dEkJydz6NAhLrzwQlauXEnXrl2LlUtNTWXs2LH897//pU6dOtSpU4c777yTwYMHU6tWLXr06EG1avo1lEokr2vKDw/C4a1w8nkw+CFo2DbUkUmE80eeAs+5ypc8NX36dDp06MCePXsYPHgwJ598Mt26dePLL79k06ZNREdHc8011/Duu+9y1VVXlfh5gpGrwMlDF198cX4eKqhTp075OSkuLs5jTiptf5GIlZ0B81+EOU87/z/1RjjzDoitG+rIfKK/IINh2OOk+3nGxYyjR6nut6N5lpyczIABA0ot480TuebNm7N16x/LIG3btq3ELiczZsygV69enHDCCeWO+9dff6V37z+mMF+yZAlJSUls3bqVpk2b5r+fm5tbbFkAX+9y1qtXj6SkJKZOnVqsIZeVlcXFF1/MZZddxkUXXZT//rhx4xg3bhwA99xzj9+60UjV9OyMdUyc6R5nObX4JAk3D2rPrYM7BCeYrYtg2t2wbRGc2A0ueBFanxmcuqVihjmTUPkzV4VjngLPT+SK5qkdO3aUmKfy8kiTJk248MILWbhwIbt376Z169Y0btyYo0ePctFFF/HLL7+U2pALRq7Ky0NjxowplIcKystJR48e5bHHHiuUk7zZXySiWAtrvoHp98HBzdBxOJz7cMTebFRDrgqqVauWV4t+nnjiiSxfvjz/9d69e2ncuPDMct48kevbty/r169n06ZN1KlThw8++ID333/fY50ff/yxT90qBw0axDvvvENCQkL+ew0bNmTlypWAkxinTJnCLbfcwpIlS1i9ejXXX3896enpHpO0N3c59+7dS0xMDPXq1SM9PZ0ffviBO++8s1AZay3jxo2jU6dO3HjjjYW27dmzhyZNmvD777/z2WefMW/ePK8/r0hRtw7uwK2DO+ByuXhpbQ0APrzulOAGcWir8wRu5SdQ6wQ4fxIkXhkxXVMk/AQqT4HnXFUwTyUkJPDpp596nKzk2LFj+fsfO3aM6dOn88ADD1C/fn3mz59PWloa1lpmzpyZ30XRU56CwOeqgnnon//8Z4nl8nLS1q1bC+Ukb/cXiRi7VsLUu2DzT9C4E4z9HNqeHeqoKkSTnVRBDRs25LTTTqNr1675g8iHDx/Ojh2Flyb6y1/+wu7du+nXrx+JiYnlbnBUq1aNSZMmMWTIEPr06cNll11Gly5ditWblpbG7Nmzi931Gz16NKeccgrr16+nefPmvPHGG4Bzl3LDhg3FJkIZO3YsycnJJCYm8uSTT1KvXj06derEkiVL+M9//sPLL7/MZZddVuhOqC927tzJwIED6d69O3379mXw4MGcd955hT7P3LlzmTx5MrNmzcpfUiGvW9DFF19M586dGTlyJC+88AL162vMkESojFSY+W9niuY138AZt8NNS6BX5IwvkPAUyjzVqVMnLrzwQo95avfu3QwZMoQePXrQr18/RowYwdChQ+nfvz+XXHIJvXr1YsCAAeTm5vK3v/2txDwFgc9VBfNQYmJioTxU8DPl5aTLL7+8UE4qbX+RiHJsH3x9C7xyBuxe6Uy6df3PEd+IAz2Rq/Q2b96c///U1NT8/xd9Iubp4lyrVi2++uorvyzEPXz4cIYPH17sWAXrjY+PZ8uWLcXqmjJlClD8Lurq1au5+OKL88cU5GnUqJHHWctWrlyZP5B+4cKFXHLJJeX6LN27d2fZsmUet+V9nmbNmuWPuSgaty9jG0TCUm4OJ+78AZ7/G6Tuhq6XwDkPQr0WZe4qUlS45Smg0NPAgvW2adOGX375xWNdEyZMYMKECYViWblypcc8BYHPVaeffrrHsX9FP1NeTir6HZa2v0gkMLlZMO8FZ024zFTo9zc4606I920m9HCmhpxErK5du5a6aGtRBaf5nzBhQiBCEqn8Nv0E0+7m5F0roHlfuPw9aNE31FFJCYwxI4GRCQkJuFyuQtvq1q1brPtiTk6OV10avVGRY/m6ry/lvSlbWpmy9i+4vWXLlvmNO2+98847ZGRkkJGRwe233w7gt59JaSry8zp+/Hix86s0qampPpUP1LF83deX8t6ULatMadv9+R0GU1DitpYGB5bQe93rkLGTA/V7sqH7ONLiWsBCz7PRliWY55kv1JATEZGy7d8IMx5wulDWac7qTrfR+bL7oYSZ/SQ8WGu/Br7u06fPtUlJSYW2paSkFHuy5I8nW/44lq/7+lLem7KllSlrf39+h8FUkbhjY2Pp2bOn1+VdLhdFz8fyqsixfN3Xl/LelC2rTGnb/fkdBlPA4967FqbeDRtnkhbXDK78iAbtz6VfBXNVMM8zX6ghJyIiJUs/BHOeggWvQLUacPb9cMo/2DN3AZ3ViBMRkXCQdgB+fAIWvgbVa8GQR1mU3oGzOgwOdWQBpYZcBfjSZcWf3VUqerxAdVmpaHeVsrb7+zsMlvLG7WtXFfD/4/tw7LKi7iqepaamcuhQOoBf4je5OTTdOZXWm6ZQLTuVXScOYlPrq8jMrQ9zF0Rs1ygREQm+gC2Vk5MNS/4Hsx+B44eh919g4L1QsxG2CuQGNeQqwJcuK/7uahGOXVYq2l2lrO1VrbuKr11VwP+P78Oxy4q6q3jmcrmoV89ZfiApqYLLD6yfAdPuhX1rodUZMORRmjbtTtMCRSK1a5SIiARfQJbK2TgLpt4De1OcNUuHPAYndi17v0pEDTkREXHsSXEacBtnQoM2cMX7zmKp6kIpIiLhYv9GZ0Hvtd9B/VbOpFsnj6iSuUoNORGRqu7YPqdbypK3oEZtGPIo9L0WqlUPdWQiIiKO44edMdvzX3bGbJ/zIAz4u/P/KkoNuRAr1GfYg3L3GRYRKUt2Bix4GeY8DZnHoO9f4ay7oGbDUEcmYUR5SkRCKjcHlk2GWQ87Nx57joGzH4DaJ4Q6spCLCnUAVd2tgzuw+fERbH58BP1bN6B/6wb5rzc/PqJCydEYw9ixY/NfZ2dn07hxYy699NJyHe/QoUO8+OKLPu+XmprKddddR9u2benXrx9nnnkmCxYs8OkYSUlJLF261Oe6RcQDa2H1l/BCP2dJgZMGwN/nwfCn1IiTYqpanurSpQtDhw4tV55avHixz3WLSCk2/wyvngVf3wwN2sLfZsOoF9SIc1NDLkzk5FoOpmWy/WA6M1N2k5NrK3zMmjVrsnLlStLTnZnsZsyYQUJCQrmPV94E+de//pUGDRqwfv16Fi5cyFtvvcW+ffu83j8nJ8fnOkWkBDuWwVsj4KM/QbU4uOozGPMxNO4Y6sgkzFWVPLVq1Speeukl5SmRUDq4xclTb41wlsG55E24Zio0820SuMpODbkwkJNrGfvGAjbsSWXboXRumrKMsW8s8EuSHDZsGN9+60zzOmXKFEaPHp2/7cCBA1xwwQV0796dAQMG8Ouvzmr3Dz74INdccw1JSUm0adOGl156CYC77rqLjRs3kpiYyB133AHAU089Rd++fenevTuPPPJIsfo3btzIggULePjhh4mKck63Nm3aMGLECAAuuOACevfuTZcuXXj11Vfz96tVqxYPPPAA/fv3Z968eYWOOWXKFLp160bXrl258847K/wdiVQJR3bC5zfAqwNh7xoY8Qxc/zO0GxTqyCQCVJY8NX78+GL1e8pTrVu3Vp4SCYWMVJj5EEzq68ygPPBeuHERdL24Sk5mUhY15MKAa+0ekrceIi8fpmXmkLz1EK61eyp87CuuuIIPPviA48eP8+uvv9K/f//8bePHj6dnz578+uuvPProo/zpT3/K37ZmzRqmTZvGwoULefzxx8nKyuLxxx+nbdu2JCcn89RTTzF9+vT8p2zJyckkJyczZ86cQvWvWrWKxMREoqOjPcb35ptvsmTJEhYvXsxzzz3H/v37ATh27Bhdu3ZlwYIFnH766fnld+zYwZ133smsWbNITk5m0aJFfPHFFxX+nkQqrcw0cD0Bz/eClZ/AqTfB/y2DvuMgWsOkxTuVJU8tWbKEuXPnFqrf33lq586dylMivsrNheT34fne8NN/oPMouHExnPUviIkLdXRhSw25MLBqxxHSMwt3y0jPzGH1jiMVPnb37t3ZvHkzU6ZMYfjw4YW2/fzzz/ljE84++2z279/P4cOHARgxYgQ1atSgUaNGNG7cmN27dxc79vTp05k+fTo9e/akV69erFu3jvXrSx4Q78lzzz1Hjx49GDBgAFu3bmXjxo0AREdHc/HFFxcrv2jRIpKSkmjcuDHVqlVjzJgxxRqPIlVRri3S7S07B5Z/CJP6gOtRaHcO/GMBnPtviK0b6nAlwlSWPLVmzZr8POMtX/PU0qVLladEfLF1Ibw+CL64AeomwLgf4OLXnP9LqXQ7Ngx0aVaHuOrRpBVIknHVo+ncrI5fjn/++edz++2343K58u8kAlhbvEuMcT+2rlHjj6lco6Ojyc7OLlbWWsvdd9/NddddB3he+LpLly4sX76c3Nzc/C4reVwuFz/88APz5s0jPj6epKQkMjIyAGcxbE93Rz3FLFLV5eRanlp0nA0Hc8m1cNP7i0mM3sJkew/RzXrARa9Bq9NCHaaEgDFmJDAyISEBl8tVaFvdunU5evRoofdycnKKvQfQpn4McTFRpGXl5r8XGxNF6/oxHsuXdqyijh49ypAhQ7jtttv47rvvOHDgANZajh49Sk5ODqmpqfnHsdaSmppKRkYGMTF/1B0VFcWhQ4cAyM3NzX8/IyODW2+9lWuuuabEuFq2bElycjKHDx/Oz1N5ZX766SemTZvG9OnTiY+PZ/jw4aSnp3P06FFiY2NJS0srdNxjx46Rk5NDVlZWfh3Hjx8nMzPTq+8ilLz9eXly/PjxYudXaVJTU30qH6hj+bqvL+W9KVtWmdK2+/M7DKbU1FQOHXLGxM6b+jFtfnuHE/bMIaN6A347+RZ2n3AWbDwGG11+qSsSzzNfqCEXBpI6NiGxRT3m/7afXAvx1aNJbFGPpI5N/HL8a665hrp169KtW7dCJ9KZZ57Je++9x/3334/L5aJRo0bUqVNy47F27dqFLvJDhgzh/vvvZ8yYMdSqVYsdO3ZQv359mjT5I+62bdvSp08fxo8fz0MPPQTA+vXrWb16NQD169cnPj6eNWvWMH/+/DI/S//+/bn55pvZt28f9evXZ8qUKdx0002+fiUilYpr7R5+O5z7R7e3LEjOOhHXGa8yaNglEKXOF1WVtfZr4Os+ffpcm5SUVGhbSkpKsZtvnm7IAQxLrMX7S3YVy1PDElsSHeV53EpJxyqqdu3a3HDDDTRp0oQBAwbgcrkwxlC7dm2SkpL48ssv8/NU48aNSUhIoEaNGtSoUSP/+MYYatWqRe3atTl27Fj++yNHjuT+++9n3Lhx1KpVi+3bt5ORkUGbNm3y6+/Rowd9+/bl6aef5qGHHsIYw7Jly/j9998BaNSoESeccAJr1qxh0aJFREVF5R+/4OeLjo6mZs2a9OvXj3vuuYeMjAzq16/P559/zk033eTVdxFK3v68PImNjaVnT+8noXC5XBQ9H8urIsfydV9fyntTtqwypW3353cYTLNmzyY6JofmqStIm/89jaJ/hTPvoMZpt9CpRi06+bGuSD3PfKGGXBiIjjJMHtefYRPnkJaRw4RRXUjq2KTE5Oir5s2bc/PNNxd7/8EHH+Tqq6+me/fuxMfH8/bbb5d6nIYNG3LaaafRtWtXhg0bxlNPPUVKSgqnnHIKAHFxcUyZMqVQQw7g9ddf57bbbqNdu3bExsbSuHFjnnrqKbp3787LL79M9+7d6dixIwMGDCjzszRt2pTHHnuMgQMHYq1l+PDhjBo1yodvQ6TyWfX7XjJzLPDHNSOdGqyO7cYgNeLEDypLnqpVqxYvv/xysf0K5qn4+Hjq1avHM888U648deKJJypPiXiQk5PLxLm72JRanRTa8XPU30lsUY/JSWf57VpS1aghFyaiowz146tTPx4GdfLP2hipqanF3ktKSqJ3794ANGjQgC+//LJYmQcffLDQ6wULFuTfpXv//fcLbbv55pvzk29Jd/Pq1KnDa6+95rHM999/X6hs3hO/orG7XK78bVdeeSVXXnllsXpEqhz3IqldFn9OHGNJ448B4f7sni0ClSNPAR67DxbMU3ll8o7nS57K2648JVLE9qW4PnmF9amDSScWgLTcKJJ3Hse1do/frilVjRpyIfbsjHVMnFl4gpBWd32b//+bB7Wv0GKrIlJJbZwN0+6FPatIan4KbaMMq44QkO7ZUrUpT4lIuR3d5SwnkPweq8yY/EZcnrxJk9SQKx815ELs1sEdlABFxHv71sP0+2DdVKh3ElzyP6K7XMitLhePJ0cFpNubVG3KUyLis6zjMP8F+OkZyM6A026mS5Orqf7RajIKTICr3iMVo4aciEgkSDsAPz4Bi16HanEwaDwM+DvEOHc3o4z/u72JiIj4xFpI+dq54XhoC3Qc4Sx707AtSbmWNtPWsNY9w7J6j1ScGnIVUNa0zkeOHMmfzr8i0/p6UpHj+bqvt+W9KVdWmdK2+/s7DJbyxG2t9Xk6Z/D/FLfhOK1zVZvS2eRm02zH97Ta/AHVstPY2XQwm1pfSVZOPZj7x0yvBad0Dkb8VWFa56rAWpufp0TKQ8sCSb5dK2Dq3bD5J2jSGf70JbRJyt8cHWW4o2+seo/4kRpyFVDatM6bNm0iMzOThg0bYoyp0LS+nlTkeL7u6215b8qVVaa07f7+DoPF17ittezfv5969er5NJ0z+H+K23Cc1rnKTOlsrdN9cvp9sH+DkwzPfYRmJ3almYfiLpeLevWc9R+Tkk4JeHhVYVrnyi42Npb9+/fn5ykRX+Xlq9jY2LILS+V1bB/M+jcsfQdi68GI/0Cvv0B08WaGeo/4lxpyAdK8eXO2bdvG3r17AWexTH9e6CpyPF/39ba8N+XKKlPadn9/h8FSnrhjY2Np3rx5gCKSsLdrJUy7Bzb9CA3bwegPocMQ0B/b4kdF8xT49zobjnnK27IVyUVVKVeB8lWVlp0JC1+FH5+ErGPQ7zpIuhPi6oc6sipDDbkAiYmJoXXr1vmvXS6Xz09XSlOR4/m6r7flvSlXVpnStvv7OwyWSI1bQiB1D8x6GJZNhhp1YOgT0HccRMeEOjKphIrmKfDv9Soc85S3ZSuSiyL1mh+pcUsIWAvrpsH0e50eI+0Gw5BHobEmRQo2NeRERCgyxfrUb4ttD+gU61nHYf6L7tm90p27mmf9C+IbBKY+ERGR8tizBqbdDRtnQcP2MOYTaD841FFVWWrIiYjwxxTrLpeLl9Y6Y80+vC7AY82shVWfww/j4dDv0GGYM7tXo/aBrVdERMQXaQfA9bgzc3KNWjD0cej7V/UYCTE15EREQmH7Eph6D2ydDyd0LTa7l4iISMjlZMPiN8H1KBw/DL2vhoH3Qs2GoY5MUENORCS4Dm+HmRPg1w+hZmMYORF6joWo6FBHJiIiYazQEAAoNgzA70MANsx0Jt7auwZanwVDH4MTuvjv+FJhasiJiARD5jGYOxHmPgc2F06/FU7/J8TWCXVkUomVtt6pJ5G6PqAv5Su6FmVF1qkMZ8GMW+eZd2WKbu8ZA28NrQnAw7+kEh0dzd394wrssQOXa4dX8ZUmLm07bTf+j0b7F5EeeyIbut7D/ob9IGUvpJQcrzeCueZppJ5nvlBDTkQkkHJzYfkUmPkQpO6CLhfCOROgfstQRyZVQGnrnXoSqesD+lK+omtRVmSdynAWzLh1nnlXprTtjy34nnr16vl33dD0QzDnKVj8ClSLhXMmEDfgBrpVq+G3KoK55mmknme+UENORCRQNs91ZvfauRya9YLL3oaTBoQ6KhERkT/k5jiLec96GNL2Q8+r4Oz7obYW7A53asiJiPjbgd9gxgOQ8jXUSYALX4Vul0JUVKgjExER+cOmn2Dq3bB7BZx0qjMOrlliqKMSL6khJyLiL8cPO91SFrwCUdUg6R449SaoHh/qyERERP5wcDNMvx9SvoK6LeCS/zld/40JdWTiAzXkREQqKicblr4Fsx91uqX0uBIG3Q91moU6MhERkT9kHIWfnoF5LzizJQ+8D069EWLiyt63AgrPuHkMgFZ3/THrpt9n3Kwi1JATEamIDT/AtPtgbwq0PA2GPALNeoY6KhERkT/kT7w1AVJ3Q/cr4JzxQbvheOvgDtw6uEPETgYUrtSQK4ExpibwIpAJuKy174U4JBEJJ3vXwrR7YcMMqN8KLpsMnUaqW4qIiISX3xfA1DthxzJI6ANXvA/N+4Q6KvGDsB95b4ypZ4z5xBizxhiTYowp11ylxpg3jTF7jDErPWwbaoxZa4zZYIy5y/32RcAn1tprgfMr8BFEpDI5th++vR1ePAW2LoDB/4Z/LITO56sRJyIi4ePwNvhkHLx5Lhzd5Uy8NW6GGnGVSCQ8kZsITLXWXmKMqQ4UmjXAGNMESLfWHi3wXjtr7YYix3kLmAS8U2T/aOAFYDCwDVhkjPkKaA6scBfL8d/HEZGIlJ0JC1+FOU86Ywx6Xw0D74GajUIdmYiIyB8y02DuROcfFs78F5x+C1SvGerIxM/CuiFnjKkDnAn8BcBam4nT1bGgs4AbjDHDrbXHjTHXAhcCwwsWstbOMca08lBNP2CDtfY3d50fAKNwGnXNgWQi4MmliPhHrrUcTMskLSOHmSm7SerQmOh138GM+51lBdoOcsbBNekU6lBFRET+YC2s/NRZ/ubIduhyEQyeAPVOCnVkEiBh3ZAD2gB7gf8ZY3oAS4CbrbXH8gpYaz82xrQGPjDGfAxcg/N0zVsJwNYCr7cB/YHngEnGmBHA1552NMaMBEYmJCTgcrlKrSQ1NbXMMr6oyPF83dfb8t6UK6tMadv9/R0GSzDj1nnmXZmStuday+Pzj7H+sMEC/5i8kO7VfmeKuZfjNRPY2O0BDjTsDat3O//CwOfrM/lyY5b7VfGZwEa1jeHC9tX9Xq8/z7VgnmciIpEuJ9eSmmk5djDdueHYsQnRO5c668FtXQBNe8DFr0PLU0MdqgRYuDfkqgG9gJustQuMMROBu4D7Cxay1j7pfpL2EtDWWpvqQx2eBrVYd2Px6tJ2tNZ+DXzdp0+fa8uagcffs/RU5Hi+7utteW/KlVWmtO2ROtNRMOPWeeZdmZK2z0zZzZbUxVj36+O5UazMPBHXKc8x6LzRdI+OKTO+YEtKcvqfB/v3w5/1BfM8ExGJZDm5lrFvLGDHMYslnZveX0pi3G4mZ9xCdK3GcP4kSLzSWVpAKr1w7zK4DdhmrV3gfv0JTsOuEGPMGUBX4HNgfDnqaFHgdXNgh++hikikW7V1P5k5ttB76cSyutYpEIaNOBERqVpca/eQvPVQ/g3HtKxcko/UxnXyeLhpCfQaq0ZcFRLWDTlr7S5gqzGmo/utQcDqgmWMMT2B13DGtV0NNDDGPOxDNYuA9saY1u7JVK4Avqpw8CISOayFFZ/QZekDxHG80Ka46tF0blYnRIGJlMwYU9MY87Yx5jVjzJhQxyMigbdq+2HSM7MLvZdOLKubnAexylVVTVg35NxuAt4zxvwKJAKPFtkeD1xqrd1orc0F/gxsKXoQY8wUYB7Q0RizzRgzDsBamw3cCEwDUoCPrLWrAvVhRCTMbF0EbwyGT8eRVHc37epYotwdruOrR5PYoh5JHZuENkYJa1omR0SCYuevdEn5r244Sr5wHyOHtTYZKHHBC2vt3CKvs3Ce0BUtN7qUY3wHfFf+KEUk4hzaCj88CCs/gVonwPmTiE68klt+nMPjyVGkZeQwYVQXZxB5lKehtCL5tEyOiARO6l6Y9W9Y+g5JsQ1IbHwO8/ZaLEY3HKu4sG/IiYj4VUYqrX97F352T0Z7xu3O+jo1agMQZQz146tTPx4GdTohdHFKRNAyOSISKCY3C+Y+B3Oegqw0GHAD0Wf9i8k16nHmI99jYmJ1w7GKU0NORKqG3BxIfh9m/ZuWqbuh26UwaDzUa1H2viIlqzTL5EDkLivhS/mKLmFSkWV0wlmkLpVTKc8za2m4fxF91r8OGbvZ36A3G9teQ1psc1iwHIC46FyiTQbRu1P4aXeK158h1HSe+ZcaciJS+W36CabdDbtWQPO+LG1/G71GXRfqqKRyqDTL5EDkLivhS/mKLmFSkWV0wlmkLpVT6c6zPSnOenC/zeZYfHMY8ykN259DwyL7Prbge+rVq0dSUrmG5IaMzjP/UkNORPzq2RnrmDhzvfNi6rfFtt88qD23Du4QnGD2b4QZD8Cab6BuC7j4Deh6MUd+/DE49UtV4GmZnLuKFvKwTM6NPtahZXJEKrO0AzD7UVj8JtSoBUOfYHFaO85qf06oI5MwpoaciPjVrYM7cOvgDrhcLl5aWwOAD68L7h3DalmpMO1eWPAKVKsBZ98Pp/wDYuKCGodUftbaXcaYrcaYjtbatZS+TM4IYBPwrjHmYWvtfV5Wk79MDrAdZ5mcK/32IUQkdHKynMbb7Ech4wj0uQaS7oGaDbER2EVXgksNORGpPHKyYPH/6L/gIchOhZ5XOY242pq0RAIqb5mc6sBvFO/umL9MDoAx5s+4J0cpyL1MThLQyBizDRhvrX3DWpttjMlbJicaeFPL5IhEvvoHlsJL/4J9a6FNEgx5DE7oHOqwJIKoIScikc9aWD8Dpt8L+9aRWq8b9S9/EZp2D3VkUgVomRwR8cm+DTDtHnqsnwYN2sAVU6DjMDCaeVJ8o4aciES23audBtzGWe6E+D7Ld8aTpEaciIiEk/RD8OOTsPAVqBbHxjZ/pu2VTzlDAETKQQ05EYlMx/bB7EdgyVvOGnBDHoW+10K16rDLFeroREQkTAV9Uq7cHFj6Nsx62JnUpNdYOPt+ti5eTVs14qQC1JATkYjiLJA6EeY8DZnHoO9f4ay7oGbRyZlFRESKC+qkXJvmOMsJ7F4JLU+DoY9B0x7ujatL3VWkLGrIiUhksBZSvqLfwn/B8V3Q/lw492Fo3DHUkYmIiBQSm74LPhjjXv7mJLj0beg8SuPgxK/UkBOR8LdjmbOcwJa55MafBFd9Bu0GhToqERGRwjKOwk//od/C593L39wHp9yo5W8kIALSkDPGNPCiWK619lAg6heRSuLITpj5ECyfAvENYcQzLD7airPUiJMKUp4SEb/KzYXl7zs5K3U3e04YyIljXoI6TUMdmVRigXoit8P9r7Tnx9HASQGqX0QiWWYa/PI8zP0v5GbDqTfBmbdDbF0tkCr+ojwlIv6xZR5MvQt2JkPzvnDFFNZsOMqJasRJgAWqIZdire1ZWgFjzLIA1S0ikSo3F1Z8DDMnwJHt0Ol8GPwQNGgd6sik8lGeEpGKObQVZjwAqz6D2s3goteg26XOOLgNrlBHJ1VAoBpy3kz9E6DpgUQkEtU5nAKvT4AdS6FpopMQW50W6rCk8lKeEpHyyTzmzJ48d6Lz+qw74bSboXrNgFZbaNkEgIMHaHXXH8sn+H3ZBAl7AWnIWWuPF3xtjKkJHLfW5pRURkSqqIObYcZ4eq3+Amo3hQtegu5XQFRUUMMonCCPAShBVmLKUyLiM2vh149gxng4ugO6XgznTIB6LYJSfd6yCQAul4ukpKSg1CvhK1CTnUQBVwBjgL5ABlDDGLMX+A541Vq7vpRDRARjzEhgZEJCAq4yxu2kpqaWWcYXFTmer/t6W96bcmWVKW27v7/DYAlm3OF2nh06lA7g8RjR2Wm03PIxzbd9jTWGjU0vZFe7K8g9FAtz5lQopvKcZz1j4K2hNUlNTaVWrVoe9tqBy7Wj1HpDKdi/H/6sL5jXszxVJU+JiJ9sW0LPZXfCkbVOr5FL3oSWemgvoRWorpWzgR+Au4GV1tpcyJ8lbCDwuDHmc2vtuwGqPyistV8DX/fp0+fasu6K+PvOSUWO5+u+3pb3plxZZUrbHql3n4IZd7idZ/XqOQutJiUVSHa5ObD0HZj9CBzbC90vh0Hj2bFsvc6zCgh23P6sL5jXswKqRJ4SkQo6stMZt718CrHV68OoF6DHlUHvNSLiSaAacq9baycXfdNaewD4FPjUGBMToLpFJFxtnO2sB7dnFbQYAKM/hOa93Rv18EOCSnlKREqWlQ7zJsFPz0JuFpx+Kwvpxxk9h4c6MpF8gWrIXWWM6Q3cVnC8QUHW2qwA1S0iYSDXWg6mZZKWkcPMBctI2vAE0eu/h3onwSX/gy4XOjN7iYSG8pRIFVcoT6XsJqljE6INsPoLmP4AHP4dTj4Pzn0YGrQmJwKHd0jlFqiG3FDgMWCWMeZSa+2eANUjImEoJ9fy1KLjbDyYS4613PT5QRKj+zB5SD+iT/k7xMSGOkSRKpGnfBnLDZE79tGX8hUdZ1uRsd7hLFLHc5f3WLnW8vj8Y6w/bLDA399dTIdaGbxV4z80PLKS1Jqt2NDj3xyq3x1+3QJsCep5VtZ2nWfBrSsUY7m9EahZKy1wlzHmImCOMeYZIBlnHEJaIOoUkfDhStnJpoOZ5NhqgCGNWJKjuuBq3ItBasRJGKgqecqXsdwQuWMffSlf0XG2FRmDG84idTx3eY81M2U3W1IXY92vM3Jg42FLcq0GDDrvWWr1+jOJUdHlrkvjuT2raueZv+MoKmAjNY0x5wF/BTKBXsDTwFZjzIZA1SkiIWYtrP2eVV88TYYtfHlJz8pl9Y4jIQpMpDjlKZGqa9WOI2QW6VSdTg1W930U+lwDRRpxIuEoUMsP/AakAM9aa2cU2dY8EHWKSIjtWgnT7oFNP9IlfgQ1oizHc//YHFc9ms7N6oQuPpEClKdEqjBr6ZK7jjgySKNG/ttx1avR+aQmIQxMxDeBeiI33Fo7omhyBLDWbgtQnSISCql74Kv/g1fOgJ3LYegTJN36Fq3rxRDlnsskvno0iS3qkdRRCVLChvKUSFW0ezVMvoCkn8fQrdrvVDPOHUflKYlEgRojtyYQxxWRMJJ1HOa/CD89A9np0O86OOtfEN+AaOCOvrE8nhxFWkYOE0Z1cWYDi9IslRIelKdEqphj+8H1KCx+E2rUIXr4E1yf2obHfq2uPCURK1CzVopIZWUtrPoMZjzoTM3cYRic+29o1L5QsShjqB9fnfrxMKjTCaGJVUREqracLFj0Orgeg4xU6PtXSLob4htgXC7lKYloasiJiPe2LYFpd8PWBXBCVxj1JbRJCnVUIiIixa3/wclZ+9ZBm4Ew9DFo0inUUYn4TVAbcsaYpsABa21GMOsVkQo6vA1+mAArPoKajWHkROg5VrN6SaWjPCVSCexb70y+tX46NGgDoz+ADkPBqNukVC7BfiI3GWhrjPnUWnt7kOsWiRjPzljHxJnrS9x+86D23Dq4Q8DjiM5Oh1mPwC/Pg82F02+F0/8JsZp9Uiot5SmRSJV+EH58Eha+CjHxcO7DzvjtatVDHZlIQARq+YG3gWuttZkF37fWnmOMMUDnQNQrUlncOrhDfkPt8lfmAfDhdacEL4DcXFg+hX4L74XMg9DlQjhnAtRvGbwYRAJIeUqkEsnJhqVvw6yHncZc7z/DwPugVuNQRyYSUIF6IrcVmGeMudhauznvTWNMd+AWa+01AapXRCpq81xnTMHO5WTUbk+Nqz6AkwaEOioRf1OeEqmgcOg9Uu/gr/DKPbBnFbQ83RkH17R7QOsUCReBWn7gPmPMfOAHY8zNQAxwC1AbeC4QdYpIBR34DWY8AClfQ50EuOg1lu5vRJIacVIJKU+JVFxIe48c+A2m30/imm+g3klw2TvQ6XyNg5MqJZBj5OYAU4GvgT3AZdbaOQGsT0TK4/hhmPMULHgFoqrBwHvhlBuhejy4XKGOTiSQlKdEIs3xI/DT0zD/JYiK4bfWV9Hmyv9ATGyoIxMJuqhAHNQY8wKwAkgFOgGzgP8zxsQHoj4RKYecbGdtned6wi+ToNulcNNSZ1Hv6vpVlcpNeUokwuTmwtLJ8HxvmDsRul4CNy3h95aXqhEnVVagnsitAG631qa7X19pjLkNmG+MucRauy5A9YqINzb8ANPug70p0PI0GPIoNEsMdVQiwaQ8JRIptvwCU++CncuheT+48gNI6O3euDakoYmEUqDGyL3s4b3/GGOWAd8B7QJRr4iUYe9amHYvbJgB9VvBZZOh00iNKZAqR3lKJAIc+t0Zu73qc/fY7deh2yXKWSJugVp+wFhrbdH3rbWzjDEDSysjIgFwbD+4HoPFb0L1mjD439D/OqhWI9SRiYSE8pRIGMs8Bj//F355DjBw1l1w2s3q9i9SRKC6Vs42xnwKfGmt/T3vTWNMdaC9MeZhYDbwVoDqFxGA7ExnYdQfn4TMo9D7ahh4D9RsFOrIREJNeUok3OTmwoqP4YcH4egOZxzc4AlQt7lfqym8bMIxAFrd9W3+9mAsmyDiD4FqyA0FrgGmGGNaA4eAWCAamA48a61NDlDdImItrPkWZtzvTNHcdhAMeQSadAp1ZCLhQnlKJJxsWwzf3wnbF0OznnDpW3BS/4BUlbdsgsvlIikpKSB1iARDoMbIHQdeBF40xsQAjYB0a+2hQNQXCMaYmjifIRNwWWvfC3FIIt7Z+StMuwc2/wSNOsKYT6D94FBHJRJWKkOeEqkUjuxwnsD9+iHUOgEueAm6XwFRAZlYXaRSCfhvibU2CzivIsnRGBNtjFlmjPmmAsd40xizxxiz0sO2ocaYtcaYDcaYu9xvXwR8Yq29Fji/vPWKBM3RXXRc8zy8cibsXgXDn4Yb5qoRJ1IGf+SpUDDG1DTGvG2Mec0YMybU8Yj4JCsdfnzKWU5g1Rdw+j/hpiWQeKUacSJeCtZvSs8K7n8zkOJpgzGmiTGmdpH3PM029hZOV5qi+0cDLwDDgM7AaGNMZ6A5sNVdLKfckYsEWla6s6D3c704YbcLTvkH/N9S6HctRMeEOjqRSFGhPKUbjiJespbGe36GSf1g9sPQ7hy4cSGcMx5q1C57fxHJF6yG3FBjzKvGmOuNMX2NMV5PlWeMaQ6MAF4vochZwJfGmFh3+WuB54oWstbOAQ542L8fsMFa+5u1NhP4ABgFbMNpzEHwvicR71kLKz6BSX1h1sPQdiCL+j7vjIWLqx/q6EQiTbnzlJtuOIqUZUcy/G84XVY/BbF14c/fwOWTneVwRMRngZrspKhpwD1Ab+Bs4BbA224g/wX+BXi8TWOt/dg9UP0DY8zHOIPXfelLlsAfiRCcBlx/nMbgJGPMCOBrTzsaY0YCIxMSEnC5XKVWkpqaWmYZX1TkeL7u6215b8qVVaa07f7+DoOlonEfOuSsV1zwGHUOr6Xtxjeoe2QtR2u1YWOPhzlUv1vYnWeeYq9oXTrPPAt23P6sL5jXs1KUO08VuOH4CPBPD0XOAm4wxgy31h5333C8EBhesJC1do4xppWH/fNvOLrrK3rDMRndcJRwlroHZj4Ey96F+Ias7fB3Ol7xMERFhzoykYhmArFEjjFmGLDcWrvD/frP1tq3y3Gc84Dh1tq/G2OSgNutteeVUPYDnKTY1lq7t4QyrYBvrLVdC7x3KTDEWvtX9+uxQD9r7U3extmnTx+7ePHiUsv4e2akihzP1329Le9NubLKlLY9UmeXqmjcl78yD4APrzsFDm11BoWv/MQZFD7oAegxOj8Zhtt59tJa56HGh9ed4re6dJ55Fuy4/Vmfv65nxpgl1to+3uznrzzl3vcT4DGcG44e85Qx5l/AqcDHwI3AYGttqodyrSiepy4BhhbJU/2BO4FJwHHgZ0+TchW44Xjtu+++W+ZnSU1NpVatWmWW80ZFjuXrvr6U96ZsaWXK2t+f32EwVSTuXGu5/+d0jufA2M7V6d44mihjMLlZNN/2NS23fERUbhbbE85jc6vLOHzc6jzzokxFzsNwFcy4w/F6NnDgQK/zlDcC9UTuYuDfxpgTgDVAsjHmKpy7hinWWm+7gJwGnG+MGY4zLXQdY8y71tqrChYyxpwBdAU+B8bjJElvbQNaFHjdHNjhw/4iAZOTazmYlknG8ePM/GAiSesfI9pYOPMOOO0WqBF+F3GtzyMRwi95yn3DcY+1don7hqNH1ton3TccX8K54VisEVdaNZ4PaY8BV5e2o7X2a+DrPn36XOuvGyXeCscbjt6WrcjNnqp2Mygn1zL2jQXsTEsj18KrK7NJbFGLyafuI/qH++DgJugwDIY8QouGbWlRgbr8GXd59g3meVbW9qp2noW6rmCeZ74I1PIDeXcNbwHaA5uAgcCrOOPUvFrZ0Vp7N3C3+1hJOHc6izbiegKv4XRr2QS8a4x52Fp7n5fhLsJZ/LU1sB24ArjSy31FAsZJjvPZtPsw2RhuSk4gsfZjTL5hENENTgp1eCXS+jwSCfyVp9ANR6niXGv3kLz1ELnuDl5pmTkk/7YT1+8TGXRiDbjqM2g3KLRBilRSge5Tf7W19h/W2hetteOAM4Cf/VxHPHCptXajtTYX+DOwpWghY8wUYB7Q0RizzRgzDsBam42TUKfhDFT/yFq7ys8xivjMNWc2yb/tIotoLFGkEUdyRlNcu32dg0FESlGhPGWtvdta29xa2wrnRuCsUm44jsJ5gtbAGPOwDzHm33A0xlR31/OVD/uLBMyqHUdIzyz8ADvdVmN1u+vg+rlqxIkEUKAbckeMMb3zXlhrlwDl6lNlrXV5GndgrZ1rrV1R4HWWtfY1D+VGW2ubWmtj3En3jQLbvrPWdrDWtrXWPlKe+ET8Zv9GmHIlq354h3Rb+KF5emYOq3ccCVFgIpWS3/JUKXTDUSqtLifWJC46t9B7cTHV6NzvbIgO1px6IlVToH/DrsHp6rgaWAJ0A7ICXKdIZEo/6CyOuvBVqFaDLj3uJ25FDGkF7nTGVY+mc7M6IQxSpNLxW56y1roAl4f35xZ5nYXzhK5oudGlHPs74LvyxCUSMOtnkDTzHhJzL2EpHThODPHVq5HYoh5JHZuEOjqRSi+gDTlr7XpjzKk4i5Z2x7mTeE8g6xSJODlZsPh/4HrMacz1vArOvp+kmk1IPLSA+b/tJ9dCfPVoJUcRP1OeEimHvetg2j2wYQbRDdoy+U/dGfZ9HGmZuUwY1YWkjk2IjvI0R4+I+FPAn3m7Z/762P1PRPJYC+tnwPR7Yd86aHUGDHkUmnYHIBqYPK4/wybOIS0jR8lRJECUp0S8lH4QXE/Aotcgpiac+wj0+xvR1apTf8486teEQZ1OCHWUIlVGQBpyxpil1tpeFS0jUmntXu004DbOggZt4Ir3oeNwMIUbadFRhvrx1akfr+Qo4k/KUyI+yMmGJf+D2Y/C8UPQ689w9n1Qs1GoIxOp0gL1RK6TMebXUrYboG6A6hYJX8f2wexHYMlbUKO28wSu77VQrXqoIxOpapSnRLyxcbbTjXLPaqfnyNDH4MRuoY5KRAhcQ+5k4Crg3VLKeLsouEiFFF6gurigLFCdnQELXoY5T0PmMej7V0i6G+IbBLZeESmJ8pRIafZvhOn3w9pvoV5LuGwydBpZrOeIiIROoBYE32KMaWmt3QJgjBlorZ3t/n8va+3SQNQr4kneAtUAl78yD4APrzslOJVbS6O9v8ALN8PBzdD+XDj3YWjcMTj1i4hHylMiJTh+BOY8BfNfgmo1YNB4GPB3iIkNdWQiUkQgJzspeMtmNDDb/f/rgb8FsF6R8LBjGUy7l65b5kLjTnDVZ1oYVSS8KE+J5LE5sPQdmPkQHNsLiWNg0ANQ+8RQRyYiJQhkQ66aMaantXYZhZOlnslL5XZkB8z8NyyfAvENWdf+ejpc8YgWRhUJP8pTIgBbfqH3ktsh9TdoMQCu/AgSNM+PSLgL5F+WuUBNY8xowBhj/gTMAGwA6xQJncw0+OU5mDsRcrPh1JvgzNvZMX8ZHdSIEwlHylNStR3cAjMegNVfEFOjEVz8BnS9WOPgRCJEIP+6vB84B6gF/AL8BvQC2gewTpHgy82FFR/BDxPg6A7odD4MfggatA51ZCJSOuUpqZoyUmHuf2Huc2CiIOkeFuYkcma3IaGOTER8ELCGnLV2B/BO3mtjTBegGbAqUHWKBN3v82Hq3bBjKTRNhItfh1anhToqEfGC8pRUOfk3Hh+Eozuh26VwzoNQtzm5LleIgxMRXwWtv5e1dhVOcvwoWHWKBMzBzTBjPKz+Amo3hQtegu5XQFRUqCMTkXJSnpJQCcoyOVsXwdQ7YfsSaNYLLnsHWvSr2DFFJKQ0cEfEF8ePwE//caZlNlFw1p1w2s1QvWaoIxMRkQgV0GVyDm93nsCt+AhqnQgXvAzdL9eNR5FKQA05EW/kuqdlnv2IMy1z98udtXXqJoQ6MhERkeIy0+CX552xcLk5cMZtcPo/oUatUEcmIn6ihpxIWTbOhmn3wp5V7mmZP4SE3qGOSkREpDhrYdVnTvf/w1uh8yhnAq76rUIdmYj4mRpyIiXZtx6m3wfrpkK9k+DSt6DzBZqWWUREwtOOZc4EXL/PgxO7wYUvQ6vTQx2ViASIGnIiRaUdgB+fgEWvQ7U4Z0av/jdATGyoIxMRESnu6G6Y+RAkvwfxDWHkROg5FqKiA1qtp0laWt31bf7//TJJi4iUSA05kTw5WU7jzfU4ZByBXn+CgfdCrSahjkxERKS47AyY/yLMedr5/6k3wpl3QGzdoFRfcJIWEQk+NeRErHW6T06/D/ZvgDZJMORROKFLqCMTEREpzlpY842Ttw5uho7D4dyHoWHbUEcmIkGkhpxUbbtWwrR7YNOP0LA9jP4QOgzRODgREQlPu1bC1Ltg80/QuBOM/Rzanh3qqEQkBNSQkyojJ9dyMC2TtIwcZi5bR9Lvk4hOngw16sDQJ6DvOIiOCXWYIiIixR3bB7MehqVvO10nhz8Nva+GaP0pJ1JV6bdfqoScXMvYNxawYU8qudZy04crSIxqzuTTryM66V8Q3yDUIYqIiBSXnQmLXgPXE5CZCv3+BmfdqbwlImrISdXgWrOb5C37yLUGMKQRS3J0V1ytezMoDJOhZgITEal6CvUcSdlNkkkmesY9zvjttoNg6GPQuGOowxSRMKGGnFR+25aw6pvPSc/uD/wx9i09y7J6xxEGdTohdLGVQDOBiUhZjDE1gReBTMBlrX0vxCFJBRTrOfLOPBJZy+SmhugrP4L252r8togUooZcCZQgi/P0lKigUW1jSEoKXjxlOrwNfpgAKz6iS0wScdH9Scv5Y3Nc9Wg6N6sTuvhEJOIZY2KBOUANnJz6ibV2fDmP9SZwHrDHWtu1yLahwEQgGnjdWvs4cJG7vq+NMR8CVT5PRTLX2j0k/36QXAtgSLMxJEd3xnX2lwzqkBDq8EQkDEWFOoDSGGNijTELjTHLjTGrjDETKnCsN40xe4wxKz1sG2qMWWuM2WCMucv9dl6CvBY4v7z1Via3Du7A5sdHsPnxEfRv3YD+rRvkv978+AgubF891CE6MlJh1iPwfB9Y/SWc/k+Sbn2HxFaNiXLfzIyvHk1ii3okddQacSJSIRnA2dbaHkAiMNQYM6BgAWNME2NM7SLvtfNwrLeAoUXfNMZEAy8Aw4DOwGhjTGegObDVXSyn6H4SQXKyWbVwFulZ2YXeTs+JYvXutBAFJSLhLqwbcihBii9yc2HZe/B8b5jzJHQcBjcugnPGEx1fl8nj+tOuSS2a14vj+dE9mTyuP9FR6qYiIuVnHanulzHuf7ZIsbOAL91P7zDGXAs85+FYc4ADHqrpB2yw1v5mrc0EPgBGAdtwchWEfz6XkmycBS+fTpcNrxBnCjfk1HNEREoT1l0rrbUW8CZB3mCMGW6tPe5OkBcCw4sca44xppWHavITJIAxpmiCTEYJMvxtngvT7oadyyGhN1z2DpzUv1CR6ChD/fjq1I8nLMfFiUhkct8QXAK0A16w1i4ouN1a+7ExpjXwgTHmY+AaYLAPVSTwx41FcPJTf5zG4CRjzAjg6xJiGwmMTEhIwOVylVlRamqqV+W8UZFj+bqvL+W9KVtambL29zaWuLQdtN34PxrtX0h67Ik06vYXWm6OZc2BXCxQIxpa1rKYXatx7U4p83gV5c+ffTDrqqznWVnbg/nz8iedZ/4V1g05CO8EKWHgwG8w4wFI+RrqJMBFr0HXSyBKbW8RCQ5rbQ6QaIypB3xujOlqrV1ZpMyT7huFLwFtCzzF84anrgPWWnsMuLqM2L4Gvu7Tp8+1SV4MYna5XHhTzhsVOZav+/pS3puypZUpa/8yj3/8MMx5Cha/DNVqwDkPEjfg7/SoVoNvci3DJs4hLSOHCaO6kNSxSdB6jvjzZx/MuirreVbW9mD+vPxJ55l/hX1DLpwTpC93Ov3dGg/1HahDh9IBCr0fzLtP0dnHaLnlI5pv+wZrovm91ZVsbXEBuQdqwJw5JR7fU9yBFql3nyp6vEDd6dRdTs+CHXdVuNPpK2vtIWOMC6cbf6E8ZYw5A+gKfA6MB2704dDbgBYFXjcHdlQoWAm+3BxYNtlZ1PvYPug5Bs5+AGr/0UNEPUdExBdh35DLE44J0pc7nf5ujYf6DtRLa+cBkJR0ik/HrfDdpzNOh6VvwexHIe0AJF4JZ99P6zpNae3FZ/EUd6BF6t2nih4vUHc6dZfTs2DHXRXudHrDGNMYyHLnqDjgHOCJImV6Aq8BI4BNwLvGmIettfd5Wc0ioL2798l24ArgSn99BgmCzT/D1Ltg1wpoMQDGfAzNeoY6KhGJcGHd/8wY09j9JI4CCXJNkTJ5CXIUzhO0BsaYh32oJj9BGmOq4yTIr/wQvvhZ/QNL4eXT4dvboPHJ8DcXXPAi1Gka6tBEpOpqCsw2xvyKk09mWGu/KVImHrjUWrvRWpsL/BnYUvRAxpgpwDygozFmmzFmHIC1NhvnBuU0IAX4yFq7KmCfSPzn4Bb46E/w1ghIPwSXvAnXTFUjTkT8ItyfyDUF3naPk4vCSV4lJkgAY8yfgb8UPZA7QSYBjYwx24Dx1to3rLXZxpi8BBkNvKkEGWb2roVp99Jjwwyo3woumwydRmphVBEJOWvtr0Cpf5Vba+cWeZ2FcwOyaLnRpRzjO+C7coYpwZaRCj8/A79MgqhoGHgvnHoTxMSFOjIRqUTCuiGnBFnFHdsPrsdg8ZtQvSYb2/yFtlc+6QwOFxERCTe5uZywaxY8fx2k7oJul8E5D0JdLegtIv4X1g05qaKyM2Hhq/Djk5B5FHpfDQPvYeuilbRVI05ERMLR1oXw/Z102rHUWQbn8nehRd9QRyUilZgachI+rKXR3vnw4q3OsgJtB8GQR6BJp1BHJiIi4tnh7fDDeFjxMdRuSsrJt9DpsvFaBkdEAk4NOQkPO3+FaffQdfNP0KgjjPkE2vuyHKCIiAg8O2MdE2euL3H7qLYx+GWi08w0+OU5+Pm/gIUz74DTbmH3vMV0UiNORIJADTkJraO7YNa/Ydl7EFefde2vo8MVj0K0Tk0REfHdrYM7cOvgDgBc/oqz5MyH1xVeKqdCrIUVn8CM8XBkG3S+AAY/BPVbVuy4IiI+0l/LEhpZ6TBvEvz0LORkwin/gDPvYMeCZDqoESciIuFo+1J6LrsbjqTAid3holeh1WmhjkpEqij9xSzBlXcn84cH4fBWOPk8505mw7ahjkxERMSzo7tg5kOQ/D5xMXXg/OchcYyztICISIioISfBs3UhPZfdCUfWOncyL3gJWp8R6qhEREQ8yzoO81+An56B7Aw49SYWRJ3CGb2GhzoyERE15CQIDv3uPIFb+Smx1evDqBegx2jdyRQRkfBkLaz+CqbfB4e2QMcRcO6/oWFbcio6xs4DTxO0tLrr2/z/3zyoff64PxGRPGrISeBkHIWfn4V5Lzivz7yDhbm9OaPnsNDGJSIiUpJdK+ix/D44tBKadIY/fQltkgJaZcEJWkREvKWGnPhfbg4kvwezHobU3dDtUhg0Huq1CMidTBERkQo7ts+ZRXnpO9SKrgnDn4beV2sWZREJW7o6iX9tmgPT7oFdK6B5X7j8PWjRN6QhqcuKiIiUKDsTFr4KPz4JWceg33UsqHY6p/c7L9SRiYiUSg058VlOruVgWiZpGTnMTNlNUscmRB/8ja4rHgXXAqjbAi5+A7peDMaEOlx1WRERkeKshXXTYPq9sH8DtBsMQx6Fxh3IVu8REYkAasiJT3JyLWPfWMCGPankWrhpylIS4w8wOeMW6kVFwdn3O2vCxcSFOlQRERHP9qyBaXfDxlnQsD2M+QTaDw51VCIiPlFDTnziWruH5K2HyLXO67TMXJIzY3GdfCNxTbtz6pkXhjZAERGRkqQdoN36V+HHqVCjFgx9HPr+FaJjQh2ZiIjP1JATn6zafpj0zJxC76UTy+oWV9ItenuIohIRESlFTjYsfhNcj5KQfhj6XA0D74WaDUMdmYhIuUWFOgCJILtX02XdJOJIL/R2XPVoOjerE6KgREREStY9Ywm8fBp8fwec2J3FfZ6F855RI05EIp4aclKmmMzD8M2t8PJpJB3+ksRGEOWewyS+ejSJLeqR1LFJaIMUEREpIGfPes7e/Ra19yxmZmorci57H/70JcdqtQp1aCIifqGulVKy7AxY8DL9FzwOuRnQ969EJ93N5Nj6DJs4h7SMHCaM6uLMWhkV+tkpRUREOH6YHNeTjJ1Tl+Tcc0mjBvHHqpE4tx6TTw51cCIi/qOGnBRnLaz+EmY8AIe2cLhBbxqOfgkadwQgGqgfX5368TCo0wmhjVVERAQgNweWvgOzHsZ19CSSuYU09585aZk5JG89hGvtHqJDHKaIiL+oISeF7VgGU++B33+Bxp3gqs9YsS2aJHcjTkREJNzUO7gCXrkPdq+Ak05lVYe7SZ9/tFCZ9MwcVu84Qje15ESkktAYOXEc2QGfXw+vJsG+dTDiGbj+Z2g3KNSRiYiIeHZwM3w4lsTl98HxQ3DJ/+Dq7+jSsSNx1Qu32DQxl4hUNnoiV9VlpsEvz8HciZCbDaf+H5x5O8TWDXVkIiIinmUchZ+egXkvQFQ0m1qNofWY/0BMHABJHZuQ2KIe83/bT64tPDHXT7tTQhy8iIh/qCFXVeXmwoqP4IcJcHQHdDofBj8EDVqHOjIRERHPcnNh+RSYOQFSd0P3K+Cc8WxZuo7W7kYcQHSUYfK4/pqYS0QqNTXkqqA6h1Pg9QmwYyk0TYRL3oCWp4Y6LBERkZL9vgCm3umM5U7oA1e8D837uDeuK1Y8OspoYi4RqdTUkKtKDm6GGePptfoLqN0ULngZul8OURoqKSIiYerwNpgxHlZ+4uSuC1+Fbpcqd4lIlaeGXFVw/Aj89B+Y/xKYKDa3vIJWY56B6jVDHZmIiIhnmWnO+O25EwELZ/4LTr9FuUtExE0Nucosb02d2Y/Asb3OWIJBD7B52XpaKRGKiEg4spYmu+fApL/Dke3Q5SIYPAHqnRTqyEREwooacpXVxtkw7V7YswpaDIArP4SE3u6N60MamoiIiEfbl8DUu+m8dQE07QEXv64x3CIiJVBDrrLZtx6m3wfrpjp3Ly99CzpfAEYzdYmISJg6shNmPgTL34eaTVjT8SZOvnwCRGn1bhGRkqghV1mkHYAfn4BFr0O1ODjnQeh/A8TEhjoyERERz7KOw7xJzppwuVlw2i1wxm3smr+Uk9WIExEplRpykS4ny2m8uR6HjCPQ608w8F6o1STUkYmIiHhmLaR85fQgOfQ7nHwenPtvaNAm1JGJiEQMNeQilbWw9nsnCe7fAG2SYMijcEKXUEcmIiJSsp2/wtS7YcvP0KQL/OkraHNWqKMSEYk4ashFol0r6bH8AfjxV2jYHkZ/CB2GaByciIiEr9S9MOvfzmzKcfVhxDPQ688QrT9FRETKQ1fPSJK6B2Y9DMsmUys6HoY+AX3HQXRMqCMTERHxLDsTFr4CPz4JWWkw4AY4619OY05ERMpNDblIkHUc5r/oDAbPTof+17Mg+lROHzAy1JGJiEiIGGNqAi8CmYDLWvteiEMqLG8IwLR74cBGaH8unPsINO4Q6shERCqFqFAHIKWwFlZ+CpP6wswJ0PoM+PsCGPoY2TG1Qx2diEiVZ4xpYYyZbYxJMcasMsbcXIFjvWmM2WOMWelh21BjzFpjzAZjzF3uty8CPrHWXgucX956A2JPCt1/fRCmXOEsITDmUxjzsRpxIiJ+pCdy4WrbEph2N2xdACd0hVFfOhOaiIhIOMkGbrPWLjXG1AaWGGNmWGtX5xUwxjQB0q21Rwu8185au6HIsd4CJgHvFHzTGBMNvAAMBrYBi4wxXwHNgRXuYjn+/VjllHYAZj8Ki9+kdnSshgCIiASQGnLh5vA2+GECrPgIajaBkc9Bz6u0KKqISBiy1u4Edrr/f9QYkwIkAKsLFDsLuMEYM9xae9wYcy1wITC8yLHmGGNaeaimH7DBWvsbgDHmA2AUTqOuOZBMqHvY5GTB4jedRlzGEehzDQtjzuK0AeH1oFBEpDJRQy5cZKTC3Inwy/Ngc+H0f8IZ/4Qa6kIpIhIJ3I2wnsCCgu9baz82xrQGPjDGfAxcg/N0zVsJwNYCr7cB/YHngEnGmBHA1yXENBIYmZCQgMvlKrOi1NRUr8oVVP/AUtpteIOaads4UL8HG7uO41jNluU6VnnjKKn8oUPpAIW2eXPs0sqUtX9FPncoBTNuf9YVDudZectW5FzSeRbcuoJ5nvlCDblQy82F5VNg5kOQugu6XATnPAj1W4Y6MhER8ZIxphbwKXCLtfZI0e3W2ifdT9JeAtpaa1N9ObyH96y19hhwdWk7Wmu/Br7u06fPtUlJSWVW5HK58KYcAPs2wLR7YP00ZyHv86fQoOMwGriXwvHpWBWJo5TyL62dB0BS0ik+Hbu0MmXtX5HPHUrBjNufdYXDeVbeshU5l3SeBbeuYJ5nvlBDLpSO7IQpl8PO5ZDQGy57B07qH+qoRETEB8aYGJxG3HvW2s9KKHMG0BX4HBgP3OhDFduAFgVeNwd2lC9aP0g/5CwlsPAVqBYHgx+C/tdDtRohC6mgZ2esY+LM9YXea3XXt/n/H9U2hgj8+1dEpBg15EoQlGmdazWBWifCRTdC10sgSpOIiohEEmOMAd4AUqy1z5RQpifwGjAC2AS8a4x52Fp7n5fVLALau7tnbgeuAK6scPC+ys2BpW8765mmHYBeY+Hs+51cFkZuHdyBWweXPDtmJHZHExHxJKxbDpV+WueoaBjzEXS/TI04EZHIdBowFjjbGJPs/je8SJl44FJr7UZrbS7wZ2BL0QMZY6YA84COxphtxphxANbabJwneNOAFOAja+2qwH0kDzbNgVfOhG9uhcYnw3U/wvnPh10jTkSkKgn3J3Ka1llERMKWtfZnPI9hK1hmbpHXWThP6IqWG13KMb4DvitnmBUz9zmYcT/UPQkufRs6jwJT6kcWEZEgCOuGnKZ1Di8adyAiUgV1Ggk5GXDKjRATF+poRETELawbcgVF+rTO/p56NBTT7faMgbeG1qzQcTXVbmTVFY7TOus88yzYcVeFaZ3FrUFrOPOOUEchIiJFRERDrjJM6+zvqUfDcbpdTbXrWaROtVvR4+k8C65gx10VpnUWEREJZ2HfZbCc0zr7IrymdRYRERERESlDWDfkfJzWeRTOE7QGxpiHfagmf1pnY0x1nGmdv6pY5CIiIiIiIoET1g05qsq0ziIiIiIiIj4I6zFyVWJaZxERERERER+F+xM5ERERERERKUINORERERERkQhjrLWhjiHiGWP24mFcXhF1gcN+rLYix/N1X2/Le1OurDKlbW8E7PMijnDj7599MOvSeRY5gnme+bs+f51nLa21jf0TUuXiZZ6C8Py5+rt8Ra8hZe2va0hw66qs51lZ23WeBbeu8MxT1lr9C8I/4NVwOZ6v+3pb3ptyZZUpbTuwONQ/x3D42QezLp1nkfMvmOeZv+sL5nmmf5Xz5+pL+YpeQ7y4vugaEsS6Kut5VtZ2nWfBrStc85S6VgbP12F0PF/39ba8N+XKKuPv7ykcBPMz6TzzrozOs/CqL5jnmZQuUn+uvpSv6DWksp5zkZqrKut55mt9kULnmR+pa6VEDGPMYmttn1DHIZWbzjMRqQhdQyQYdJ4JaLITiSyvhjoAqRJ0nolIRegaIsGg80z0RE5ERERERCTS6ImciIiIiIhIhFFDTkREREREJMKoISciIiIiIhJh1JCTiGWMucAY85ox5ktjzLmhjkcqJ2NMJ2PMy8aYT4wxN4Q6HhGJHMpTEgzKU1WXGnISVowxbxpj9hhjVhZ5f6gxZq0xZoMx5i4Aa+0X1tprgb8Al4cgXIlQPp5nKdba64HLAE31LFLFKU9JMChPiTfUkJNw8xYwtOAbxpho4AVgGNAZGG2M6VygyH3u7SLeegsfzjNjzPnAz8DM4IYpImHoLZSnJPDeQnlKyqCGnIQVa+0c4ECRt/sBG6y1v1lrM4EPgFHG8QTwvbV2abBjlcjly3nmLv+VtfZUYExwIxWRcKM8JcGgPCXeqBbqAES8kABsLfB6G9AfuAk4B6hrjGlnrX05FMFJpeHxPDPGJAEXATWA74IflohEAOUpCQblKSlEDTmJBMbDe9Za+xzwXLCDkUqrpPPMBbiCG4qIRBjlKQkG5SkpRF0rJRJsA1oUeN0c2BGiWKTy0nkmIuWl64cEg84zKUQNOYkEi4D2xpjWxpjqwBXAVyGOSSofnWciUl66fkgw6DyTQtSQk7BijJkCzAM6GmO2GWPGWWuzgRuBaUAK8JG1dlUo45TIpvNMRMpL1w8JBp1n4g1jrQ11DCIiIiIiIuIDPZETERERERGJMGrIiYiIiIiIRBg15ERERERERCKMGnIiIiIiIiIRRg05ERERERGRCKOGnIiIiIiISIRRQ05ERERERCTCqCEnIiIiIiISYdSQE6mCjDHtjDErirxXwxizyRjTOVRxiYiI5FGuEimdGnIiVdNvQAtjTMFrwN+AH621q0MUk4iISEHKVSKlqBbqAEQk+Ky1ucaY34FWwG/GmDjgNiAplHGJiIjkUa4SKZ2eyIlUXSnAye7//wP4ylq7OXThiIiIFKNcJVICPZETqbpSgI7GmDk4yXFAiOMREREpSrlKpAR6IidSdeXd5bwZeM9auzvE8YiIiBSlXCVSAmOtDXUMIhICxpjuwNtAHaCXtfZwiEMSEREpRLlKpGR6IidSda0FugGvKjGKiEiYUq4SKYGeyImIiIiIiEQYPZETERERERGJMGrIiYiIiIiIRBg15ERERERERCKMGnIiIiIiIiIRRg05ERERERGRCKOGnIiIiIiISIRRQ05ERERERCTCqCEnIiIiIiISYf4foTsJa9gt61cAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -606,7 +606,7 @@ " sigma = np.std(expectations[model], 1)\n", "\n", " fitfunc = lambda V, c, d_H: c*V**(1/d_H)\n", - " popt, pcov = curve_fit(fitfunc, V_space, mu, sigma=sigma)\n", + " popt, pcov = curve_fit(fitfunc, num_vertices, mu, sigma=sigma)\n", " d_H_list[model] = popt[1]\n", " num_vertices_fit = np.linspace(np.min(num_vertices)/2, np.max(num_vertices)*2, 1000)\n", "\n", @@ -652,7 +652,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": null, "id": "988bfe95", "metadata": { "deletable": false, @@ -668,21 +668,7 @@ "task": false } }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'U': 3.569451122838096,\n", - " 'W': 2.7064403223694575,\n", - " 'S': 3.143472808640101,\n", - " 'B': 2.9010605067214215}" - ] - }, - "execution_count": 111, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# YOUR CODE HERE\n", "d_H_list" diff --git a/Exercise sheet 8/qgdimension.hdf5 b/Exercise sheet 8/qgdimension.hdf5 index 2105ed9..6371f4c 100644 Binary files a/Exercise sheet 8/qgdimension.hdf5 and b/Exercise sheet 8/qgdimension.hdf5 differ