{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas\n", "\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.model_selection import KFold\n", "from sklearn.model_selection import cross_val_score\n", "from sklearn.preprocessing import scale\n", "\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Названия признаков\n", "\n", "column_names = ['Sort','Alcohol','Malic acid','Ash','Alcalinity of ash',\n", " 'Magnesium', 'Total phenols', 'Flavanoids', 'Nonflavanoid phenols',\n", " 'Proanthocyanins', 'Color intensity', 'Hue', 'OD280/OD315 of diluted wines', 'Proline']" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "data = pandas.read_csv('wine.data', header=None, names=column_names);\n", "\n", "# Выделение ответов и матрицы объекты-признаки\n", "answers = data['Sort']\n", "features = data.drop(columns='Sort')\n", "\n", "# Нормировка матрицы объекты-признаки\n", "features = scale(features)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Создание генератора разбиений для проверки качества кросс-валидацией на пяти блоках\n", "\n", "folding = KFold(n_splits=5, shuffle=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Minimal error for euclidean metric is 0.022 with 21 neigbors\n", "Minimal error for manhattan metric is 0.017 with 12 neigbors\n", "Minimal error for chebyshev metric is 0.050 with 11 neigbors\n" ] } ], "source": [ "metrics_errors = {'euclidean':[], 'manhattan':[], 'chebyshev':[]}\n", "\n", "for metric_ in metrics_errors.keys():\n", "\n", " for k_neighbors in range(1,120):\n", " # Создание классификатора и его обучение для различныз метрик\n", " clf = KNeighborsClassifier(n_neighbors=k_neighbors, metric=metric_)\n", " clf.fit(features, answers)\n", " \n", " # Оценка точности классификатора кросс-валидацией\n", " accuracy = cross_val_score(clf, features, answers, scoring='accuracy', cv=folding)\n", " accuracy = accuracy.mean()\n", " \n", " metrics_errors[metric_].append(1 - accuracy)\n", " \n", " \n", " # Вывод результата работы алгоритма\n", " min_error = min(metrics_errors[metric_])\n", " min_neighbor = metrics_errors[metric_].index(min_error)\n", " print('Minimal error for', metric_, 'metric is', '%.3f' % min_error, 'with', min_neighbor, 'neigbors')\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,7))\n", "plt.xlabel('Number of neighbors', fontsize=22)\n", "plt.ylabel('Error', fontsize=22)\n", "\n", "for metric_ in metrics_errors.keys():\n", " plt.plot(metrics_errors[metric_], label=metric_)\n", " \n", "plt.legend(fontsize=18) \n", "\n", "plt.savefig(fname='Problem12_Task2_graph.png',format='png')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "num_of_objects = np.shape(features)[0]\n", "\n", "num_of_neighbors = 20\n", "\n", "means = []; stds = []\n", "\n", "for i in range(num_of_neighbors, num_of_objects):\n", " \n", " # Создание случайной тренировочной подвыборки с n = i объектами\n", " train_subset = data.sample(n=i)\n", " \n", " # Выделение ответов и матрицы объекты-признаки с нормировкой признаков\n", " train_answers = train_subset['Sort']\n", " train_features = scale(train_subset.drop(columns='Sort'))\n", " \n", " # Отделение тестовой подвыборки от тренировочной в исходных данных\n", " test_subset = pandas.concat([data, train_subset, train_subset]).drop_duplicates(keep=False)\n", " \n", " # Выделение ответов и матрицы объекты-признаки с нормировкой признаков\n", " test_answers = test_subset['Sort']\n", " test_features = scale(test_subset.drop(columns='Sort'))\n", "\n", " # Создание и обучение классификатора\n", " clf = KNeighborsClassifier(n_neighbors=num_of_neighbors, metric='euclidean')\n", " clf.fit(train_features, train_answers) \n", "\n", " # Определение точночти классификатора\n", " prediction = clf.predict(test_features)\n", " mean_acc = np.mean(prediction == test_answers); means.append(mean_acc)\n", " mean_std = np.std(prediction == test_answers); stds.append(mean_std)\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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454mwVo2xrKgsDrp9SYUivD8JEeafHGkNut8IhybMIzvm4jGhZFnNKLRb4fHLaDZ4fiK4QhzzkUJaCHPO+Rc55+M55xbO+UTO+Z85549xzh9T7+ec89s451M453M451uGe5kJYiSz/mAzmmDFetWpSxV6+3z4+jNb8L/eqfD45CF9750616zdGX7w71BvWym1Y+Wsseh2+3Dbs9vwpM/4Evim6lZc66mMW7Q9sb4aX/JWoqXHg1MnF6FM7XhQ3xYuGjnneHtPI9oiCDO/zLFbzkq62/63jTWobu6FSFn87I19KefoC1p6+vDxYUWkbK1txy3PbEWfTzn4rz/YjFv+vhVeP4cMhs018Z9gPOlTukfceHo5llQUIttmxsETPWho798VlPUHld/gsqkOfG7xRJglhvf2N0U9aX5j13F871878RVPJdzegQkar1/G7c9uw50e46szfpnjt+8cwEZ/zoDeR9DY6cYjPqULyk8umYXZasb5QGM3fP7Ab76mtRd9Phkl+Zk4e8ZYLJ9ejJ4+Hx5fV52U5TjSEnDMu9w+HGmN3IVkoOzXCfO6NmdC39naA8rVk7MqxwTdLoT3p6oQBwBZ5gHHPIowF264UZRFiO3iCMIcgBadaRhgnMXtDXzfvX3kmBMEMYrpUXeCOwb5Em6i7KjvgNfP4YE05E7xjoaAY24kzNudyvKUMzcev24RVl06CwDwB9+EsIOKLHP88OVd2Cjn4sanNuPBdw9GbV32UVULfvHmfgBKjvTvNy/F9LGKEDISfOsPteCWZ7biTq9xhvSBdw7gEs9sPL+53vD+/tDCzXjoPaUzxINfmA8HvNhe14HXE7xqcLTDhTU+B17a1oDXdx7D23sasdafh41VLdhS04adDR3o5gM/tL29pxEyB+ayXjiyrdhwqAV3PLcdH/pz8bWnt8Cjij4A2FLTHtdrbq9rxxaeg9wMMz63uBRWs4RlUx0AgA8O9C9+IvLlZ0wrxpicDJwzcwz8MscLWxsiPmfvMcVd3s+z8PM39vXrfQW/f+8QXt95HK/IRYZCa/3BZvz+/Src4p2KE0m4wvar/+yDCyZcMHscTpvqQF6mBSX5mejzyahpDWzrItoyc7zyO/jOykoAwN821aCJDzxnLqIsM8Yprz+Y+0LhmGdaTJC5ctIRD43cgn3Hu5BpMYUJ7Tkleci0mFDd3Ku53AdOdKPL7UNJfmbUVobRHPNYURYgIMyPJnClyQiXziV3kWNOEKODqqYefNdbjuOdAy9UGUmIy4Y7GlJLmG+tDQikDgNxHMrRDhc+//gmvO437nG8+2gn7vBMxjf+vhXffG477l7zGe73lsDrD3fjdx0NrIsOZ/hJgRDr+cwHxhhuOL0CiyYVoBNmvLAlWAC/t78Jh5t7kQMfGICH3juEG57abOhwd7u9+N6/dgIA7jYfxd3nTYdJYphYoBz86g2EuRBmG+S8oCI2QMlq/v3jWgDAXz86kjRH+ze+EnS7fVg+vRiXzZuAb5sV4fj/3tqvOdGx+PhwKy743Xp8z1eBu9fswO3Pbsctz2zFDd7puPbJT3D1Y5tw2cMf4SLP7AE7wW/uUk4YrjOdwDM3LUVuhhlv7zmBL3sr0eeTcc3JpXjgc/MAAFtqjYW51y+ji5u07eXJDUrG+dqlk2C3Kd/lWTOUiEF/cuZ9nGkFkGdMUwS+6HP9/OY6RDqX03/nz3xci7d2Nyb83oCSR35kbZX272114etB/Ca7YcZ9r8duoxeNjw+34uXPjsEKGT+4aKZ2uxDf+44H4izi75njlQz6nIl5OH/2WLi9Mv7kG1jPa6fHh+OdblhMDJeo/dMHK2fe6fSiscuNDIukFQhXN8UnzNepkb7TpxaFFUZaTBIWTVL2e8Ilj8ctBwBHTrQoi7KfixRlAYASdd800AJQ/W+8l4Q5QYwO/vFJLV7wF+PBdw8O96KkFMIx33e8K25RNRTohUG7gTgO5ckNh/HpkTZ82zsZ+0Myqk1dbnz1r5vxqlyE/+xuxGs7juGlbUfxiH+CJtoEJ7rcONEVOEgZOuZqtrUAAXf8a2cojvWfPzoSdBleXG7/lvkYnr5xKQrtVqw/2IxL+2aFOXO/eHM/jna4MKckD98wBZarNEqUpVbnuP3j4+A88svbj6HbrSzjwRM9QSc7/WX30U487y+GWWL48SWzwBjD500tqBybg4Z2F/62sSbma7y24xi+8udP0e32YQnrxhXzJ+CiOeNw7swxOEPqxCmTC7GwLB8FWRbU84yYOetotPb04ePDbTBLDOeZOjBzfC6eunEJsqyKuLlyYQl+8T9zsKAsHxbIONDYhe6Qgt9Opxen/ep9zO1biGk//A+m/uBNvLHrOMyQg9rIrVAjBh9VtcLNA51UmrrdeMVfGDWStVXOhsvrx4xxORiTmwEAOHNaMUryM1Hf5sJGOdfwecLt/bxJcdvveXFnwu5lJzfhrn9+BpkDE/KU995msK3ot583dh7XMs+J4vXL+PHLuwEAt5mPo6wo4OgK8W0kzGeMC6yDm9Xf2/vywGpQxPqbVGTHQlXcGjnmPX0+tHPTgE5uD6iFn9PG5GCaWiwcb858rfo5V4TEWASBOIsiyOPJlwOBmEq0riyOHGvE5wcc84EVwFPxJ0GMQsSktNd3HtfE6GiHc6455l4/N+yG0F96+3z49Vv7cfYDH+BTOTuh58oyx/YYOW89fT4/Xt5+VPkbEm5/dru2c/dx4I7nt6Olpw9LWRceuXYhHrpmPq5eNBEAsC4kdhB6UG43KDATJwoFLLAdnTdrLMqZG/VtLry95wQARWxtqW1HXqYF15iasWyaA69/cxkWlOXjKGz43GOb8PePa5VuHP5cPPdpHawmCQ98bh7Mug55pQUixxl+8NPnY/+1tV67DMw58PSmGgDAdKY879kEBa7XL+OxddX4tqcCP/j3Ltz32l5854Ud4GD46mnlmDpG+V5NDPiBWrj3h/ersEXOxsET3ahrdaKJm9Hl9sLjk8E5x5O+sfjmc9vh8Sui9jnrfvzumgV49EuL8OT1J+MZ60E8//VT8dL/no5fX6242I+sre735e139p6AX+Y4faoD+Ux5jYVlBXjxG6fh1+YjuP/qeZAkhgyLCbOZEzJXCnr1vLvvBJq7+2ACh0li8Kn29ZdNzRinClkAGJubgVnjc+Hy+vGprDi/Td1uXPXHjbjTOwXff2lXRGG3QRVewi0HlI4bn1f7XD/nLw57jscno7bNCcaA+8y1OHvGGHS6vPjW89vhi1M/cs7xQ+8kHO1wYV5pPn551VwACPr9AUoBpriqdot60vijl3f3S0T95cMjONTUg/KiLO21BEKY67PY4m/hpgPAvIn5yLBIqOaZhqIyXg6rv5/JDjvmlOSBMWDv8a4gB7eu1YmlP/8vFvQtROWP3sLpv3ofVzzyEb7umYofvbwLv3/vEP61tQG9MWJXB1TDoHJcDqYWq8I8jpaJHp+MDzVhHr4dAMEFoJwn4pgroju0K4tf5mhVhXmRPbJjPnEQHHMq/iRSg9WrAcaU/2gg0aAgxJ3T48frO0ZOa3xZ5nhyw2EckDNjPziEPp8clHdORraSc45X/YU45zfr8OgH1Tjc0osnErzcfLilNyhC0hnDMX9vXxPanV5MH5uNqcyFqqYe3KdOrHvIV4KPD7fBkW3DH6zVuHjueFw+vwS3qH191x1sDurCsFPNl+eo8QQjt15Ea/TC3CQx3GRSYgRPbDgMzjkeVz/3l08pg50pbumE/Ez88+un4nrTCXj8Mn708m7cvWYH7vGWAwDuPHcaKscFF9dNLFAdc4ODX62axS1BH7rcPry2U9m2N/Ns7G/shiPbikctimv/xs7jMdeloK3Xg+v+/Al+9Z/9eFF24NlP6vCXj45gf2M3iuDFHedOC3r88unFOHN6MbrdPlztmYmVD67HmfevxZK+BZi7+h1M/9F/MPWH/8HPfEo84/sXzsCqS2fBFKVF97kzx2AOU3KzIpKjp9PpjRjxEIgrIheHjFqfOT4Xnze3BPUIXywpIik0zvLOHuV7vddci+pfXIRDP78Qe+49H6st4Sc6QjitlfPQ0+fDDX/drF3peHFbA/76UY3hcm5QHfEzpgULr6sWlQAA1su5Yd1C6tp64Zc5SguykME47r96Lsbk2LC5ph0P+ydEWCPBvLjtKF6Xi2C3mvDQF+Zj0aQCSODYeyxYnO5v7IbT40dZYRa+a27AzPG5ONrh0moN4uUYt2qTK++7/CRksODPJHLewiXv4CYc73Qj02LCpCK79jirWcLiScEucX84rArjycXZyMmwYNqYbNWkCDj2f/noCHo9fpghw+OXcbTDhc/qO/COXIC/f1yH3757EN95YQce8JVEfS9xgjFjXI52UhuPY76ltg09MGH62GxtXxDK/NJ8WE0S9jd2YTu3o6XHA0e2DZMddsPHCwqzrGBMOT7qY33tTg9kDuRnWWA1R5aXWpRloBlzfZRlBBlnJMzTmdWrgVWrFJuLhPmgoG+tlcxCuOHmw6oW/OyNfRGL/6IRugMcqDDv7fPh2j99gju8U9DY5cbsCblgDFgv5yW0sw3Nt8ZyzNeoue4vLinDw5ZqWM0Snt9cj5+8shsP+8dDYsDvvzgfY3RCeuqYbJSgD629Hm2qIBDI2p+uFvIZF3+GR1kA4GpTKwqyLNhR34E1W+rxrpwPq1nC9SFT86xmCfda6vDQNfORaTHh39uP4hhsmDsxTzth0DOxMOCY6x1Xl8ePxi4lH3unWRHkQsA+7VMueV9zchmmSm6cMc2BPp+MF7dFLiQU7JUzcekfPsTHh9tQnGPDT801+OkVJ+FHF8/Ed8+vxN+sB5GbEV50d99ls3HGNAfmsF5MG5ONiQWZcMCLbJsZZonBL3PkwIeHrpmPW5ZPAWPRB+cwxnC3WbkS8ti66qBt6B+f1GLhz97FT3yTIj6/jZuxsboVZolh5ezYQ2OEMNe3fnR5/FivFmWeZ1K2DYtJ0nLloZw1Q1nv78v5uPWZrdhzrAvlRVm4z6x8Lz9/cx82VgV3QGrt6cNubofVLIU5nBMLslCcY0M3zGE1BlVqPnlysSK+irJtePAL8wEohcjbDXLioTz0nhLtW3XZbJQ77Mi2mTGdueCTedDvQrzWokkFMDPgl1fOAWPAnzccwf4ETIGfekvh8vpx0ZxxOHN6uPs7qciOTIsixjucHuyVFSFaOS4nbNDSUs0lbg17nXgRURaxDudNzAcQyJl3urza/uVV617su+8CrPvuCrxw66l4xFKFVZfO0uJMr/qLgmJsoYge5pXjcjBFFeaHm3uiFoMDgWLiSDEWAMiwmDC/NB+cA4+qnW6WVhTG/I2ZTRKK7FZwHnyMjNUqUTAxX/l+GtpdA4r56K+IkWNOEKME4cCaJIbP6juC+smmM8Jx2c+zcOhEYp+pty94B/jZAAtAX9zWgE2HW1EAL3515Ry8dvsyLCjNhwcS1iUwKEWIgEK7cpk1Wsb8OLdg/cFmWE0SrphfghmSCz+5ROmS8vSmWnAw3HXudJw2xRH0PMYYVpgU4SHaGHIeGP29XHU+jYo/xW35LFiYZzIZ152iCMXvv7QLHAxXLSzBmJyMsNcAgMvnl+CV20/HlGI7cuFTIiwGU0RzMyzIgw9urxx0ybm2TREVpYVZuMzUirxMC3Y2dOK/e0/gLbkAEgOuXao41NeqhYTPflqnDZTinOOVz47iW57JuOdfO7H61T346et7cZVnphZteO32ZbjO3IzrTpmEm8+YjNvOmoqTJOM8abnDjmduWorXbHvx7t3L8eE9Z2NLxmfYfe/5qFKd5u227bh8fnRnUc8KqRMLyvLR2uvB3zbVgHPgkbVV+OG/lR7qb/kLIgqCd/358Mscp04pQn5W5JysYJGk/H6213VoAmvDoWa4vTLmleZjLIt9tWFBaT5yM8yo5Rn4sKoFjmwrnr5xKb5ibsI3VkyBX+a47dltqJcDy/OhKtSXVhQaTjwUg3f2HAuunRCFn1OKA1Gx06c6cPOyCvjBcNc/P4t6Qtzp8qK+zQUbZFy1cKJ2+0L1BEWfMxf58oVlinCdX5qP606ZBJ+sRGHiEWVrDzThP3Ihsqwm/Fj9jYZikhima65y/R7mAAAgAElEQVR5N/ZzRfjpYyyCpep0UNEKsz+IHuZThDAvVT6fMCn+ubkOTo8fp00pwizJhUyr4tyfXF6Ii03tuOH0Cqy6dBYmF9vRCgs+qjZeFs4Djnnl2BzkZlgwNteGPp8c1Dufc47vv7QLX/RUYvWre/DsJ3V4d68SjYsUYxGIk7r/ygVB/46FwyBnrnVkiSHMczPNyLaZ4fT4DfeV8UJRFoIYhQg34LJ5yiXefw7QNa9vc6KTD//Y4Drd1MlXE4zoiKz9ZOaC1SThcHPvgFoT7jmqCIc7zMdwzZIySBLD+bOVOMfbe+LvFiFEgDgQdboiO+Yv+R2QuZLxLlCF/JeWluHCk5T3PVPqxG1nTTV87gpJEeHCkarjNnQ4vXBkWzFLzbqGOuacc3So6ygf4QeQ604th9UsQeYAA9eK1CIxfWwO3r1rOTbZdmhtEY0oZcqBUu+a1qj52PIiOzIYx+cXK+LqW//8DD5IOG/WWG0637mzxqI4x4aqph5s5tlwe/343r924s7nP8PLchH+uaUeT22swZ8/PAIXTLhq4UT88+unBGWoB4rFJAVl5+OBMeDu86YDAJ5YfxirfWW4/+0DYAzIsEhogQXVzcadLd6QFWESGmOJRDHzYVJRFpwevyai3lFF0co4x7SbTZLmBNutJjx1wxKtuPE7KyuxorIY7U4vvuKtxI9e3oX7396PZzYpbro+X64nIMw7g243EuYA8J3zKzGDOVHT6sTPorRQ3K/GNSqZK8iNXsCU19Vn7bepf4sCSfE+jmwrtvIc/Fut8YjGI+8rXV++de40jM+L7LLP0nVm2ceVx4nsuZ55pXmwQcbBEz39GjbEOXBEOOYOZR3OLw045j4OPKVGj25aFnm6LWMMl89TTjZf/cx4H3wcVnS7fSjIsmjtB43iLNvrO/Dcp3XYJOfiqY01+MG/d+FISy+y4deiO5EIFeKJCnN9Z5ZA4Wd0Yc4YS0rLRH0fcyr+JIgUYmttO+7zluKXb+7Db945gIffP4QP/cbdCBLB7fXD5fXDChk3nF4OAHhpewP6eIIqQaW+zYnzHlyHO/oRH0k2+q4cr+04ltDlRLEDzIcfs9SD/66GzmhPiYqY2DdTCuyghTB/f39TXIOCurgJh5p6YDVJmlBpN5i+CSgieY1fecznFgccP8YYHvzCfDx+3SI8bqmCJBl/z6dJXbCaJOxo6EBrTx92csU1mzsxHwWqwxrqAnW5ffDLHNk2M6wsfF0X59hw1ULlIH2e1BEmmoyQJKZl0CMhhLm+v7To9VyuZm+vXaq49eKE6yunlmuPtZgkTbg/7JuAq/64ES9sbUCGRcL/mevxyyvn4MeXzMJ3Vk7HHy1VeOBzcw3d2+Fg2VQHTi4vQIfTi7/5x8JiYvjDFxfgnJmKWDZyTDucHmyUlfjDytnx1ziItnOba9rg48B7+xRhfn4cURjBzWdMxhLWjT9dvxgnlQS6hpgkhoeuWYAKhx1HeAb+/nEdHllbrWXaQ/PlAjF4J9QxFzEM4fYKMiwmPGg5DKtJwnOf1kWcnqtlnkOugCyUlNfdVtcOzjmauRl1bU7YrSZU6k4eczMs+L8LlaLfX7y5P6ybjZ6mbje21rXDChlfWho5fgQEd2bZJ2cF3abHZjZp7v6n/YiznIAFvR4/CrIs2kl95bgc2MwSalqdeM5fjGOdbkx22MOG+oRy2XzF8Hl7T6Nhe09RA1Q5LkeLl4h9g16YiwnCF0pt+P6FM3DlghLMK83HXeajUbPegLLtihOsvExL0HcVDaMhQy3dolVi7CtNJQUDHzIUnDEnx5wgkkprTx/6GzVb9epu/MU/Do+vP4w/vF+FB945iBu90wZcDKLPBM8pycOs8bnocHrxjmzc8zoW7+9vgtsr41A/Ci6TTa3qmJuhDOXQ50IB4MNDLbiobxZ2GsRUhICzM7/mFMXqZ97t9ga1ghPox2bPZIEDfbnDjkrmRLfbh01xXHL+TLaDc2B2SS7GqhGQSBnzT4+0oZZnYFxuRpioybCYcP7scciMInjtTMaSikJwDmw41IKdshDmeci3WwzfWxR+5mdFHmxyzwUzcMfZU/FTS3jBYn+ZyJT3rdddIREnZeUORbxUOOzaycwU5sJpaq9kwTUnl2mZ/z3HulBWmIWXvnE6bjU34otLynDTsgrcfvY0XGhqj5lNHUoYY7j7PGWoTCb8ePL6k3HJ3Ak4RY0yhI4iBxSn2wcJp00p0iJR8SBcyS21ygChdqcXkx32uE6wBPNL87HGtj8sPgUogumV20/HQ5Zq3HvZbNx93nTctKwCPzXXGIpPwDjKwrnOMR8TvmwzJRe+e76yzu7xVmgdNvSItqIzWLCgmszcyMu0oKm7D0c7XNimdlWaV5ofFrW6ckEJFrIetPT0aUWdRry3rwmcA2dIXRHz+QLRFnHX0U4c5AFBa8RSNX4kesAnwmFZ2b9M1n23FpOEOerJ1P/zKR1xblhWEfHkXlDhsGMu60VPnw/vG7SRPKB+Dn3Lx1DHXJa5Vqz8NXMjblk+Bb/9wny8ctvpuMl8IubnsdvM2ongyeWFMZdZIMS3PianTf2M4ZgDyRkypBfmLi855gSRNHYf7cTin/8Xv/JNjP1gAxo7lWlyd5w9FXedOx05GWZ4IGnRgf4iLnMWqANhrlmi7HCF25oo69W8dDeG11H0yxwNaseHK02K6NVfSnV6fPjuv3ZgL7drOUU9Istnhx/zSpUdeqQC0NaePvzkld2Yf9+7uNk7Lez+mlanNjY7jwU7HudLiiMYT5xlqyoCFpUVaLngSPGaNVuUQsarFpWEFYbFi9ZF40ATdqju3LyJ+cixmWGGDKfHH9TfXWuVGCWznJ9lxd0rK+PKJMdLwDEPCHPRKlHfrUKJCWTgu+aGMHFdWpiFc2Yozu85M8bgtduXaVdKUp1TpxRhzS2n4i3rHixXoyKnqJfqPz7cGnalSEwhvfCk+GIsgsXlysn61pp2vO1XTlbPmz02qScquRkWXG5qw/WnleOOc6bhx5fMwnXmyDUYpQVZyIEPzd19aOpW9pHNMKPb7UNepgVFEU48blpWgaUVhWiFBS8bRCxEe9QZLNgxZwxYoGbJt9d1aMJ80aRwI0OSGO6z1IIx4KmNNVqBYyiis81KKXZB6gw1yrK/sRseSJhYkGlYbAwAS5nyfkYnZ7E4zBVhXhHSuUTkzHtgQl6mRbsCFovL1H3wK5+Fx3qEY66Pq4W2TNxe347jnW6U5GdiAYtv8FAoK9TfRqw8uh7DKEt3fMWfQHKGDLnJMSfSjmFsp/iXD4/gQW98rbd2He1Uilx44k6yX+aagL7jnGm4UxUYAKJeIo2HjpC+05fPK4HVLGGDnBfkQMaDxydrzm8PTGEtzIaSxi43PH4ZxTk2fEEdMPL6zuPaMj38fhWOqyc7YtCMHs0xh6x1Iwh1zN1ePx7zjcOK+z/A05tq4Zc5PpTzwtruBabzhTtb55uUg/G7e0/EbG+3jSsHq4WTCjRX2sgx73Z7NXfpc4tKo79oFESng/UHm7FHjbLMmZgHxpiWIdfHWdrjcMwHg4kGURbRKrFCJ8wXTSrEpu+fgwtMxidYD10zH2us+/CnryxG3hB/hoGypKIQk6SAeJg6JhtF8KK5uy+on3tbrwcfVbXADFmrNYiXqcXZyM0wo7HLjZfUE/eVswY2XXKgSBLTrkIJ17xaFXpTiu0RTxokiWlFnVtqgoWrLPPAFS6DYt6FZYoI31bXrglzcVsoJ0lOfGlpGfwyx6pX9oRdMe3p8+GjqlYwBpwdYbvUk5th0fpjA8YxFsECqUdrExjPhGA9QphPDokCiauHgFI8nWWN7vALLjW1gTFg7YHmsPojUcSqd/71jjnngZPJi+aMQ3/PA287ayr+YdmvFXvHg1GURXPM4xDmWi/zAQwZctOAIWLYSVRoD2M7xV+/vR8P+UviEsfih93bj6JI0Te1AF7tcmm2esmzx0BUJoIQ/IVqe7u8LAvOnSmm9LVEfJ4RW2vbNaeZg6FnGHciIsowqTALC1kvSvIz0djlxuaaNhyWbfjThsPaY42Eea8uylJeZEduhhknuvrQyFVB3OvBZQ9/iF/5StHd58OZ04sxXZ1YF9rSMHRstp5ZzIWJBcogkO08ciRAljk+U+MkiyYVaK50u9Mb5ojubOiEy+vHPNaD8hi9eqMxpdiO0sJMtDu96IUJJfmZmkskuq7oTwy0HuZxdPlIJlrxp3oi6eISjne6YZYYJuTHX6Bpt5mxROqJ+zJ3KsMYM4wy/Gf3cWWokNSlZYfjRZKY5gx3wgxHtg0LdEJtuJitiue9Qpjz8BiGEeIKwOaa9qDfUF2bEy6vH+NyM1DAwh1K4Zh/eqQNO9QTVnGbEd9ZWYmCLAs2HW7FGyERwfUHm+Hxy1hUVoBiFt/+Uh/5mBkhxgIAGYxrbQIT7WeuCXNH8DoUwtwMGdfr6jRiMZZ5cUpFETw+GW/7A+vA65e170vsPwFFEOdkmNHp8qIZ5kDP/bnxGWFGWM0STjd1J/T7NnLMta4sQxVloXaJxLCTJn3LfX5Zq5aO5/KS+DH39CPiISZzFul23Nnq5UsjUZkImsupe22RxdsfoW3ijvoOrDMoPBU9jQUDXbaBUKc6pmVFWWAMuFTtOPPqjmO411cGr59HveoQiLLIkCSGuaKHr2yH2+vHzU9vwcETPahgbvztxiV4+sYlOFuNQmwOceCiCXPGAkWgb6kHrPo2J277xzas6JuDt3Yrl7kPNfWgG2aU5GdibG4GMq0m2CDD45ODMogAtEv6Zaz/U/+UZWNYMT1Q2DV3YqBQTvQp1xefir8LhtwxV7bhox0uyDJHHVcOmGWFWYYtFkcLp0giyhCoX3h9hyJwLjX1b/DM4vJAN4vzZo1NiZMY0aJyt1pDIoRerOx7hcOOInjR0tOnXWEBdGPuDa5wAYo4ZUxx6D2QMKXYHrXlZH6WFd89fwYA4Jfe0iAHVIuxJFBAO0u3XNEccwA4ZXJg6mUiHNbWYfCJfWlhFn52xUn4neVwwl2JLleLQF+VA9tQbWsvPJBQkp+JHF0khzGmueZr/MU40dWHkvxMzJtoXKw7WBi1SxR580SiLMkq/iRhThBRcOp+LPGMsR+IMBdn60UIiKCcDMUx747w3u/uPYFqOfaOU4ipQt1AGDFhzqifOeccN/1tM673VmoOlWBDmDBPXo44UURXjkmFyoFFtIJ8YUsD1sn5yMkw454LlIOl0fenL/4EoOXMt8vZuHvNZ9ha244JeRl43rpfy/UuVt3E0OmIIq8a6SCqCXM5Hw+8fQDn/HYd3th1HDU8A7f+fSvuXvMZ1h1Uiqb0zly++p2Fdkdp6lIdnSTkuM+aEchjipMTIHAip79EHoiyDK1jnslkOLKt8Po5TnS7cUQV5pOKjCcBjhYCjrmSM2/iFnx8pBVWk4SVUv/68i/WZakTEZODyeyQKEskURkKYwyLDCaa7tOmUBr/XnMyLJg+JiCOjfLloXzh5FLMGJeDo7Dhzx8eAQB4OcN7ajHkeQlEgvT7kVjCfKlWBBx/Z5Y+nx8N3AaJQWtnqefLp0zCJabYefhQLjxpPCwmho1yrjZVVD/xMxRxYvWkOiX4krnjh7zwWrji4hjs50Bbr3o8jqMri8Nug9UsocPpRS/vnxTVt0ukyZ8EEQVnn74gIw5hrv6we/oRZdH6pupcbTEW3Uj81rT04mtPb8GXPJWG7an0GDnmleoB6cCJ7rCYRF2bU3MMHltXHVhGbsbuo12wmSWtU8KwOuZtovgvMIRj6phseNThKN8+b7oW8zBaTqeWMVeFuSpK/+ofizd3NSLHZsZfb1gSVMQoDtA76ju09oft3ITGLmVsdlmhsVBcNKkARXYr6nkGHl5bBY9Pxv8sKMH3zfWwmSW8tO0ofvHm/qD3AAJ1AaE58yb1JHBMEoT5qZMdWisyvVsVeO/wjPlQO+YAtHHc9W0u1KrCTF/4ORqZxlwoyLLgRJfiCL/pLwDnwJnTi5FrENGIh3ml+cjPssABb1hnm+FiCnPDapZQ1+ZEl9uLarWOx6gjSygnqycv+pz5/ig1IQL9CXKkfLkek8S0wUGPrq1CU7cbn8g56Hb7MH1sdliRZTREUbId/oj7FP2yWUwMe451xT1borbVCRkMpYVZsJmTV8Sfl2XB8uljIIPh7N+sw/L71+IP7yn92406ywjHvAPKse7iuYkVKyeDQrsVElP2c16/jDaYlVhplgWWOK7GSZKulznvn2GhP4a7yDEniMj06vLTcQlzkTGHlPB4XhFlcbBwx9woY97YpUQZGmHFC1ujjxnXMuY6YT4hLwM58KGt16OdUAh2Hw245K/vPKZFRj6SlYPFkopCzWUYTse8VhdlARR3TLjmM5gTXz5lUiCnb+iYB6IsQCBb6YEEi4nh8esWhR1MCuxWTGUu9Plk7FYHnuyLMjZbYJIYrligdDeYNzEPL37jNDz4hfm4xdyIN+44I0gQ60VAwLUOXs/NSRTmmVYTbj9rKs6WOrCoXHdSgPCTAq0rS4LZ5WRQWijGXztRozrmiYidkYjEgKUVgQmQr/uVCMGl8/ovcDIsJrx62zK8bNubVNE2ECyMa47rttp2HOVWmCUWU7QCwGLVMdfHz4SLG82N1v8O43HMAWXy6LlSO3o9fvz2nYN4R1b2KYkW0E4qsuMnl8zC/ZYjMaNEmVYT5k5UcuZb5PjaWgo3e/Ig/H6+c/50nCl1wm41obbViQNqpxqjDkhTdVGk0sJMrVXjUGKSGArtyv6ktceDFrXGKJ4YiyAgzON/jp6gPuYeX8L6IVUhYU4kHf2ZazxRFuF6eyGhL45hMnpaxaUzndDKtkXOmHfpWuj9UXVgIxHoYx54DmMMlWr/3tA4ixCcVsiQOfD4esU1X6cO6lg+vVjLCg6FY/7bdw/iEV+w0OA8kDGfpDs437SsAt88eyr+aKmC2SQhNyPyVQdR/S6iLGNyM1Cuivz/d9VcnDbVuJ1kqAO3l0ceAqLn/y6cgTetu/Hv/z096EA/dUw2/vWN0/D9C2fga6bGoJx3xCiLmjEvRnJOjO44Zxr+Yj0UJMQKDKIsHcMUZQEC3Q/q21yo0Rzz0R1lAYClasb439uPYgvPQYZFwrkzBxZBKSvK0nL9qYK4Svf6zuPgYJhUlBWXozmbOWEzS6hu7kVbrwc9XHHerSYp6omdmPKZB19Cfdx/YK6HWWL455Z6vOJXTprOi3Nyqp4bl1XgojjjJCJn/l85vkJdMS02VvFsf5gxLhdPWw9ix6qVeO32ZfjxJbNwl/moFufTM1V3xePiOROGbX5AoJd534CEeUM/HXO91pA5EtYPqQoJcyLp6F3y3hjdR3r7fEFFG4nmxLRJY7ocuOaYG7xWl04QH+t048VtkV1zTZiHXNqulCIIc7XA6k6z0vv3ha0NaOpyY4PqmJ8xrVhbtq44hHm324s1PkdQP2w90dyBTpcXv3/vEO73TQyqmm+HGd19PmTbzEEDVOw2M769shIVals5cQJhtJw9IVEWAPjrDUvwgnUfrlwYuRe9llmtUQ6awjGfFeWyOKAM75gluQwdMItJwi3Lp+CHlvqgg1OkKEsyHfNIBBzz4S/+BJR+1gBQ3+5ErUyOuSB00NDZM8bEHGKTjsxSJ4C+rRZLxyuWrWrnEkDpKiWG3Uwdkx1V2E8dk41fXzUXf7BUJ1QAO1nqw3WnTgLnSmebcbkZg+4EXzFfuRr3b38R2ntjn1CJ9pqD+fsxmyTMmZiHm5ZV4E7zMcN1rURplNsvGYYYi0BrmdjTh2ZYgm6LB62XeT8dcxFlEVdcR0oBKAlzIukEC+3oPxR9RTcQn8Oux9Ax19zeyI75BCjPe2RtFbx+47PsQPFnsIgTgzX0nVk455owv8LUipWzxsLjk/F/L+1CM6wYm2vD9LHZgcLUOKIsT6w/jO/5KvDYB4cN77/3tb1Y6p6nRW70iKFLQHA7sFpd8V80lyXDIsEEDo9PDjsxCLRLDKy3CocdJ0s9iMbJTLl/a63Sgm2feqCP5Zj3h0Av8UgZ88FzNY2KP4erXSIQcMyrmnpwDDaYddnO0Uzl2JygvvKXDqDdXCqj1bWov9t48uWCk9VOM1tq2rQT6UgdWfR8/uRSnGnqivm4UO48ZxryMpXvZCg620wbm4Pl04vhhgnPfloX8/Fi6mloD/OhxiQx/PSKk/Bdc4P2/Q4HxbrOLP1xzLVe5v3OmCvHILFfHSkFoCTMiaSTiAMemtNOVJhr7Zl0OfBoMQwh1v/H1IrJxXY0tLvw8vbwiWuAcfEnYOyYH+t0o93pRUGWBRPgwa0rpgCANmb5jGnFYIxpk+jiibKIzi5Gky+dHh+e+7QOJ2A1nLp5vDPQgmpTdaDrQF2cXTkYY8hRxW1oVl8/+TMRylgfHNk2tPZ6cKipB1Vi3PQgCHOjAky3149utw8WU2AI0GBgXPyp/D3UA4aAQMZ8l3riOLEgc1S3ShRIEsMSVXja4cdZM8bEeEZ6MnNcLvT6NpF89CKtn3mbNuxmZoSOLMkgP8uKn11xEqYwF647ddKgvY+em8+oAKBMII10dRIANla1YPfRLuTANyyZ7lA+v7gUt5mPD1uMBQAcus4sLdys3ha/yB5Ixtwvc3j8MhgL7FfJMSeICCRS/BnmmCeYvdYcc4RnzI2jLIFpnt88eyoAxTX3haRC3JzB6fHDYmLIRrCjLjLmB090w6+OpBRu+UkleWBMKYAS+UVA6fYAICHHXIxc3nu8C8dChjCsP9ii5emOdYb3gT3RFXDMPz4cEOa1Wh/r2AfnHFVghq5H/eTPRGAMOFk90K/ZXA8PJJQVZmmFpsnEKGOuDb/ItvV7Ql48hBZ/ujmDy+uHWWKD8lljMSE/A4xB21YHMlhppHHGNKUe4nypHRmW1CjYTDaZVlNQfCURx3xhWQEYU07qxBCvwbjCpefSeRPwnm130Bj6wWTZVAcqmRPN3X1aL/tQOOe4/50DAIBbzI1BfcVHM1rGvNuDZtUxj2fqp6BkAI65iLFkWkxaBG2kTP8kYU4kHadOyPUkGGWJlUkPRcuYG3RliRZlyYEfl86dgElFWahpdeJVObi9mWhDVZBlDRNxecyP8XkZ6PPJ2hTNPaownz0h4KT87wpF+DNwLFMLIqMtmx63169NawSg9fQVvLM34KIf73AjlMbOwHo91NSj5cxr5fiL/8QJSeiyao55P9rKieLNNVvqAURvuzYQjOIkWuFnbmLDP/r/3sq2Jral/CzrsLhbNrMJY3MCn7l8lLdK1HPNkjLcf/VcrLLEjjGkM/q4wxRH/MI8L9OCyrE58Po5dquTPOOJsqQTjDHcZDoBAHjywyMwKt15b18Tttd1oMhuxQ3qY4ngjHmLmjF3JJAxH5ebAZPEcALWqFcrjHDphHmWelJNjjlBRKA3kShLiDBPpFuJ0+ODy+uHzSwFubfZUYs/FbGUy/wwmyTculyJnLzqLwx6XBsPCHMjKkMGDe1WYycnlQQOgGdMc+AbK6bgHnODVmiZE6VjjJ7aVidk3QHiv3sDBwOfX8Z7+wJC3cgxb+wKvu0TdfS4FmWJo11ajur8doW4+2K9ZvcjDiKmI4qi0sFy34yKP7XhQgk4OgmzejXyf7YaANDR2wdZ5mjXtqXhc9lKCwOZ8nLqyKJhMUn43OJS5PWzd3m6IAwDB7zIS3A7XKxrBerItiWUIU4XLje1wpFtw77jXdgkB594yBx4QHXLbztralBtzWhHbAst3X39cszNJgnjVKPEyGCKhujIkmExwW5ThDllzAkiAkHtEmM44EKYiwxkrGJRPa268b96IzLagKEul7I8uaroFD1360IybpqYshsfxIQwFwWgIsqizx4yxnDPBTNwqzngbmtdWVzRoyzVaoxlPusBY0pOXOx0Pq1pQ6fLq31mfaGnQNw2Ty24FHEW0cfaaGpdKDnqAUgfL/L6lVH3EgNsSLxn7OwJuciwBHY7gyXMtSiLbj2LeoYxuYMrzC1+H3JsZshg6Hb7dMLcCqxeDdx7r5LrWb168JYjBDFkCAAmUZRl1CGy4nOk3oSfKwpAgcG7wjXc2BjHV9RM+5P+4PaEr8mF2N/YjQl5Gbh2adlwLF7KoglzXbvERLqyALqceUe4wRQNEWXJsEjIsir7WFeMoYHpAglzIuno4yjOOIs/hXDo6Yu/jZ14buj432i9wvWOORBwEhu4DbLOom5X4weFEQbCzNA55k3cgqbuPuRkmGMO7oi3j3l1kyKol0rdmF+aD49fxoZDLQCAd1X3/By1WO24kTBX3eErTIog33S4FU6PD82wwmJiGJ8XuyuHKP7UL6uY6mq3mfuV07aYJK0FGwDMGixhbjBgSDjmYxI8cPTr/dUTunanJxCLslsUMc658t9gC3PdSUDpzk+1mynKMvpYWFaAZ25agl9aahJ+7mKdMDcaDz9S+PIpk2AzS3hfzsfj66pxoLEbXr+MB31KS8U7z502YusQ+osQ4Y1dbrTFOGZGQsuZtycqzBXjKNNqQpZVOOYkzAnCEGdf4u0SRV/YWJl0PXrHXI9o9dfnk8MGCGnCXBWdWVYzHNk2eCDhRHdA4AqXM9JAmMqxiqA8cKIbu9U2YrMn5MbMEMdb/CkKP6cwtzb05L19J8A58M4eRZhff1o5AOBYhyusp3mjGm9ZaepApsWEqqYebKtVureUFmRFnLQZtKwGxZ/iCojd2v8iRuHA5cCntctKNvp2ieKES8uYD4EwFxGodqcn2DEfSnQnARP/50IAgAl80NY5kdqcMa0Y4/rRv78kPxPj85S4wWAXfg4nhXYrvrhEccR/+Z/9OP9367Hwp++ihmegwmHHVVFmNIxWCrKskJhi3shgKMiyxDW8Ss+EfGXbMopkRkO44xlmk+aYU/EnQUTAqbucFKv9oShKFMI8kYxYq3DMQ8J1jWYAACAASURBVM7Qg1r9hbyecH9zdS0QhWsuJmICQJtayFIYQUxNGWOHSWKoae3FZjWTeNKE2C204m2XKKIsUyQXzpmpOONrDzRhD8/C0Q4XinNsOH2KAznwoc8nh7UFbHd6YZYYxsOjZURFwWW8Ux8DxZ+B1xZXQESmrz+cqg52mSv1DloxpIVxZNvMkHmgf7M2XChncIs/gcAJXYfTG1T8OVwIMT6R9SV84BwUhinSQ/SP608rxzTm0rpLjVR+dPFM/NZyGFcuKMGYHJu2n/7OykpqMWqASWIotAeMjv6YHmJ/HFpvFgut+NMayJhT8SdBRMAZ5+RPmQeEuShIM2qX2OH04N/+Ii1TJmhVB+sUGRSbZLPwHtyccy3brW+BKOIn9bpLaQHH3DhjbjObMNlhB+eBwtGT4uhtqxWmenxB0Rk9Mgeqm5Qs6FTmRuXYHEwsyERLjwe/9imuzbkzleEb49VBOfq+5aJV4tjcDEgsMOHwLbUf+qQ4owzCMdefRGitEgfQ9u+0qQ48cu1C/MJc2+/XiAfx3YnOLNpwoSFxzANRlrYUKP5cNKkA580ai6+bwnviDwtDGekhBsyty6fgXdvuEVn4qcdsknClqRW//cJ8fPKDc/DuXWfiBes+XDyM0zVTHb0Y78/2IfbHCQtzXfFnpoiykGNOEMbE28e8EyZ4/Ry5GWYUqj9oo2LRx9cfxl3eyXhxW0PQ7eKH7MgOdyKFY67vKNLr8UPmQJbVBAsLiGIhzOt07QmFMI+WlxMFoEehLHs8wtwkMdjhB+eRC2MbYYXL64cj24Y85gdjTIuzrJeV91g5W/m3Jsx1Fe2i8HOsWuQo+qmLWE+sHLxAy5jrvkOtVeIAoiwAcPHc8ZgkJbYjTpRAnETZBoQwH9ooi3f4oiw6bGYT/vSVxfiSuXnYloEg0gnGGKaNzYk50Xi0oz/+9keY61suJoJor5hpMWnHIydlzAnCGJcnvox5s66KW3RSMXLMj6vV2nuOBY94Fo650c7AKMoi3PLckOEQpWrhqb5veLtWsBdZTOkLobKsJi2OEwujoko91Wqv8Sm6sc8izgIAdqsJp01RXPAJBo55o+qYiwLPOSX5yNQVLcUbZclh4cuZDMd8qMjXudZ+Hog+DYXrp3frA1EWGkqSdlDkhiCiojc6+mN6FA/YMZe04k+KshBEBPR9zF1evzZxMBS9MBdCz8hhFy3vRKcSQWuEriyAsajUCj8zg0VlaRTHPJrLWakbTT1rfG5cBZXBy2ZciFXFVWGum9C3tKJImxq5onIMbGZlRyQc82OdRo658jpWsxTUizhuYY7w5exNQsZ8qBCZ7k6nF61Q8uaFdius5sHf7RkWfybYrYBIAWJFbki4E6Mcfd/y/pge4jlN3X1hTQyiETRgiIo/iaSyerWyUx9BO/bQFomRcl/NEMI8QxOdRsWiouWdKIgUiK4sRXaDjLnmmAdEpdbDPMQxFz299Y65yAVHKv4Egh3zeGIsgpiOOVecbv0YbatZwspZSnzlEl3ecRyUz6fvZR5wzANFjiJnzsCDelpHwyinL0660sEx1+e8xUngUOTLAb1b79VNkSXHfMRBWXlilOMIEuaJmw92mxl2+OHxydrguXgQ7RIzrCZkiQFD5JgTSWH1amDVqhG1YxddWaxqgWWknLl+Ulg0Yd6pOuYtPZ6gEeuicNSRE74zyDZwzLs1xzxYII3LzYAFMpq6+7TLY1r8IMKAIUBpI2ZXL6HpR17HIlBUaeyYV/PwKAsArL58Np617McFJwUGYIgoy7EOg+JPA2E+AZ64e/EanUBojvmWT1PeKczPDIjjJq5sI0ORLwcCjnmHzjEfzq4sBEEQg8FAoywAMEZt45lInEXfLlFkzF3kmBOEMaIAo1h1c2MK8xxboFuJwWP1Y9WFa+7nQJt6u5GrbSQqRZRF9BIXmCSGElXgNrQ74fb60QsTzBLTsu9GSBLDqVOKYIWMpRVFER8XSm6cGfOpuigLoDj9p5m6g1oMBrqyBBxz8bcYdQwAC8vycc8FM/BTS/ydUIxy+lq7xLPOSHmnMBBl8QRta0OBEOatPR50QjkRys8kx5wgiJGFY4BRFiCgFRIR5m5du0QaMEQQUfD6ZXj8MswSQ6E2oMb4xxKcMRc/LF9QzkyWueaYA0CVmjNvhxmcK/EAo/6yhhnzCFEWAChlyg6hvt2pRWcK7NaYfbZ/+4X5+K91d1wj7kOXzeiyXZfbiyZYkWGRMCGO6ZxCmDd2urX2iyc6w6MsjDF8Y8UUnG3q7MdyBta/+C6zUznKouZ+C265EYDimIvY1FD0MAcCUZa6Nic4GHIyzNQHmUgtKB9PJAH9Fev+Gh/FwjFPoDOLuLqtZMxF8Sc55gQRhqiKzrSaYFeFXWjmXCDEkiPbCpvZBCtkeP3KxE5Bt9sHfT1IdbPS37tFFfVGPcwBvdurz5gbF38CQJkqzOtanZpDH08mODfDgrIE2/4ZFVUKRIHrZEc2pDiKSbOYjLxMCzx+GW1q9xGtX3fuwNzhbJ1jLkS/2PFlDbBd4qCi5n7zX/wnAOWKS9NQO+Zqoaf4PQxnq0SCMITy8UQSEMWfDDxqe+Gor6EK86Yud4xHBnDrij9FzRN1ZSEIA5y6ke3ZEaZvCkLjBXb18froS4fLE/Qc4Zi3qrndSMUmRoWLWleWKI55XZsL7b1CmA+OmMo1cPMF4sRjSkiMJRrCGT/e4UYrLPDJyg5SdG7pL2amtIHkPFA30JNWXVlEy0KvJsyHqvjTbjXBYgqcWEU8ySPXkiCINKbQbsU5M8bgf6TWfk8V7pdjrh6TbBZJGzBEwpwgDBAZryybCVmi+DPC5aWWEGGuiWm9MFdjJVmqaBcZ8xbE55gbRlkMsr5luihLm3NwhXlUx1z9fKGFn9GYkK9EXo51utCorlN9vnwgiMiKWFat+DOVHXMVrQDTNfRdWRhjQcWeEQs/o7mWJNqJdIG21VELYwx//urJ+K31SL9fY0AZc4sJWZbA5M9EWi6mKiTMiaQicl9ZuiiLUcbc65fRBjMkFmh3aFeFfJAwV+MnJ7FemCSG+jalOLNVFVqOCJfOsg2mVkZzzDVh3ubUJkUOVt9po/y7QERZQgs/oxFwzF04rnYfGZeXHGEuCmXFlYd0apeoOea9XjRhaKMsQLBL3q9WiYlGDUgcEcMF9XsnBkDxALqyZFpNMJsk2MwSOEdQFDZdIWFOJJVeXQY5O0q7xLZeDzgYCu02bTCPlgt36x1zxb0ew7yYVJgFmQNHWnrRokZZIjrmhu0Slb9Du7IA+iiLU4uyFEZplTgQciDaJRpFWYRj3g9h3uXGCVWYj02WY66exIhC1XQaMJSbYYHElJOzRnW9jEnSeomHuBzzZJJMIU9CikgmlGcnotAfYS76mIup1oHOLOlfAErCnEgqgYx5wDE3+qGIH6DewdQer4u+iI4s+cyPyapYrW7uQatWOJpA8WeEPuYAkMf8yM0ww+nxazn2QYuyRJj86fXLqG11goGjwhF/lGW82r3leIdbi7KMT5JjnpsRHGVxppFjLkkMeep37YEytnkou8kEO+YpWPwZK0ZDQoogiCGgX33M1WNRhibMR04BaFoIc8bYBYyxA4yxKsbY/xncX8YYW8sY284Y28kYu2g4lpMI/CiydMWfRr1FjYR5tkEuXGTM8+HT4h1VTT1a8WdRhOJP43aJIspiLM5Ey8OdDR0AhiJjHnzCUtvqhE/mmMj64h4CBADj81XHvNOlOcPJypjnhPSXF/9P6XaJOvTf4VDGWELfu2CQrr4QxKiDruaMOArhBWPKbBKvP74oisiYi2OluIpLwnwIYIyZADwC4EIAswB8kTE2K+RhPwKwhnO+AMA1AB4d2qUkBGK4UJbVZNhlRaAJc53jnc1E9CXww9KEOfNpBZHVzb1a4Wikrix2XSxGFIOIOIaRYw4AZYWKMK9pdQIYPDEVSZhrMRYWf8soAFq/82MdbjRCjbIkyTEPFH8qyypaX4rLhqlOns61HqrCT8GQR1kIYjRAV3NGHGa11oxzJeYaD/oBQ8r/lWNVpGYT6UTKC3MASwBUcc4Pc849AJ4HcHnIYzgAMRM9D8CxIVw+Qof4UdhtZmSpQrvH4Ici2iIZOeb6+InImOeFOOZaVxa7sdiyMQ6rWYJP5nB7ZXAecMyNMuYAUFoQPCRosNsldrmCoyw1LUqrxIoEhbko9DzR5daKP5MVZclRM+Y9bh9kHij+TOk+5jr03+FQDRcKvPcAiz8JY0IdU3JQCSLtEVog3jiLKP7MMCsy1i5aJo6A6Z/pIMxLANTr/t2g3qZnNYAvM8YaALwJ4JtGL8QY+zpjbAtjbEtzc/NgLOuoRz9gKDsex1yfMdeEuc4x12XMRW/vw809WvGnI4oLquWj+7xwQRHpGRYpYn/v0sJgYd7fYQmx0E5APIHBPYDSqhEIdIiJlwyLCYV2K3wyRw1X1keyij9zdBlzp7q7yLSYtILdVCdfJ4iHNcpCjnnyCHVMjf5NQp2IBG0fKUl/hblwzLPIMR9SjBRAaKPKLwJ4inM+EcBFAJ5hjIV9Ns75E5zzxZzzxcXFxYOwqERw8WfkrixGwjzHYCiQcMzzmQ+5GRaMybGhzyfDDRNsZkk7SzZCxDB63D50Q3lcjkGrREFZiDDPz7IOyk7cxJT1w3nw1YSGdhcAYCKL71KeHuGQczBkWU0Rc/SJItZhl9sHJ0SWLz3ccgDIz4wjYz5I3Un07TbzyTEfOijqQESDto+URMRam7pjXzHmPNCVJcMc3JXFRRnzIaEBQKnu3xMRHlW5CcAaAOCcbwKQAcAxJEtHBKENGIq3+DM73DHvNehjnq+2GNT393Zk28BYZOdWiPButw9dXPnRRhOsemFuAlceO0g7cf2yCerbFMe8NEHHHAh0ZgGUws9o6yURRM/3nj4ferh6yTANWiUKCuLJmCfSnSQBoa5/78G6+kIMMeS2EsSgkIhj3qf6tTazBEm9eiuOS+SYDw2bAUxjjFUwxqxQijtfDXlMHYBzAIAxNhOKMKesyiDy2LpqnOqehxNdwWe3Tk+gOFAT2gY/lBajjDkLHzDUqRZ/5jHlNn1/70iFn9rrCce8z4cuKH9HKvwElAmaQs8WwJc0cWtETkgbQs65zjFPXJhPyA9EV5IVYwGA7KAoi+qYp0m+HADy7UnuypLAiZoo+LRC1nrtEmkOua0EMSiMSUCYu1Tpqu9eprVLpIz54MM59wG4HcDbAPZB6b6yhzF2H2PsMvVh3wbwNcbYDgDPAfgqHwlzWVMUzjme2VSL47Bic01b0H1au0SbOb4oS7ZR8adPfR+9Y67cp3fMIw0XEujFb8AxjyzMrWZJ63BSwAb3rDuwbMr7NPf0oc8noyDLop2gJIJ+0meyCj+B4HaJPaowT5dWiQCQn6l3zIe2+HN8XgayrCZMYe7knOSRW5t+UKEqQcSF5pj3xCPM1U4sQcKc2iUOKZzzNznn0znnUzjnP1dv+wnn/FX1772c89M55/M45/M55+8M7xJHYfVqZaecxjvm+jYXjnYo7m5oayNtAI3OMe8JEeYujx/dfT5YISM3MyDyslnw43sgwS9z2K0mWJlynqV3zItixAOydeK3S/0hR3PMAaC0UBXm8EZ93EAJRFmU96lvc6nvnxXxOdGYoIuyJKtVIhAcuelVoyxZaRVl0XVlyR3a4k+7zYy37jwTf7ceSM4LklubfsQqVCUIAkBiURY3V4yOTKuBY05RFiJhVq/+/+3deZxkdXX38c/p7uqe6Z59BWZgANlBEBjZI6goAyqgjwsujxg1PBqNMSQx+jLRJnlioj6JmgQ1qLhHosQoUYQQNjdQAQFlGRlgBmYGmLVn6Z7p9Tx//O6tul1da3d1162q7/v1qld33bpV9etbt7tPnTq/84OPfrSh/zDf/cT27Pfb944PzOPs+OzOdroZwyxM0hhJLBqQLWNheFwmMb/GvC/qvJLsAV1NxnxelTXmkGuZuNCm9113fsZ8Y9SRZeXC2UXvU0oyS16rxYVgfB/z/kac/BnVebfjLKpDZ5RDFnezeJo/fZEmpey6tJA4MN8yyVIW1ZhL09u9f5h/vfNx+nxidvSuRGC+c2B8YB63MOrp7MAsV4/cn/h4KZ51vcTGZ6XnEIL3OFjdFdWFz09kuZfP68oGi5OpMS/VlQVyE0AX2cxkzHdnA/MoY75wkhnzBYnJnzXMmM9LvIGIM+alOuGkTZwlP8gGs5OERBqCsuuNT2+uKlZVxjxKEs3K5ELYuKxFpSzStL79q6f5ux89yt+OHDxuu7tz1+OJjHl/4Yx5/O41t0xu7l3ss7vCL94B+YG5jZ8sujObMc8F02aWXQF0SZmM+ZxCNeazS2d7LzrxQE47dBGXtm8vud9UxePIlbJMLWOeLNOoZcY8WXIzoxnzGv1DWzZ3Fv/8xpP5dObJmg1NpCEoKKw/9div2NyuDmZl2hgYGs0mgYrZ57k1NWLx/yVN/pSmFX+c9KPRRdmlbwE2bB/g2UQnlp1Faszj5XHjX5bkBNC4k8vyvH7d2Zr0/SO4O31MDMwBXnniQSxhmFNXLSz5MyQnLmZrzMtkzJ+3dA7ffteZnN62t+R+UzUvr11itiPLJGvMuzraOXjRbNrxSdepFzIr00Z7mzE4MpYtLZqRriw1zBa+6qSDOHWaX0/Jo0mP9aeMe/roNSnKzHJZcy/9f3p/1C6x0ORPlbJI04rbFO6lnVsf2ZLdHpexxCUfpSZ/hq9xcJwL7nOB+fiMeZc5ne1hhc4QCIbHmD97fMnKH7zocH7VdX/ZADRZH73by7dLnEn57RLjVT8nW8oC8Pm3nMqXM7+rac9sM8uO9TnCsWukGnOpk2onPSpwrz+9BjNPx3ycuEvbVkr/n96XLWWZOPlTCwxJ0+rblwu4v3f/puz38cTPi55/IFAoMI/7mMcZ8+hdbAUZ8+T+ewdHsjXmhVZNrKT73LjJn1Q2+XOmJCd/jjpsjrrcTLaUBeD4g+bzovbdNRlfUvwG51nvjK43To25NIhk4A7KtteDsrkzT8d8nOwE0DIZ87iUZVbBjLkCc2lSu/blstl3rN1C38AQ7mTry18RBeY7B4aIW8YPuTE86nS0GZ0d4dRKTsCMxaUwBxRoSRjXhfcPjmRLJxZOcjnzOclSFq+sXeJMmduVe9PwHJ0MjzpL53aN+0Mz7SoMeOI68zgw726gBYakAanFoEhLqryUJaox78yFsNkac5WySLPqi0pZljPE8Khz42+e5QmfxZY9gyyZ08kJK+bRwyjDo57tLBK3MOrunDghY3zGPJ78WSBj3pnLJPdFWe4FsydXmpEsF9mT2oz5ME9HAe9UsuWTUmHAE4/1WVcpi4igTzFkWsSLwFUcmGuBIWklu6OM+Zs7Qn359369ibvH5gJw+uGLMbPs6pjxBNBCXTuygXn0y+Lu2VKWZQVaEs4tkDGfP9mMeZytT9aYl5n8OVOSC/ds9JAlmEp9+XSaG9fqM748SaQhKaicOn2KIdMgmzEvW2NevJRloMBK441GgbkU1BcF5q9v38asTBu/XL+D744uBuCMw8PXxVEpStwycSBuYZTImM/Jy5jvGRxhYGiU7s525jLxnW1PovRlV9wucZLlJ3ML1ZinpZQlUWP+dBSYz3jGvEJz8z5lmJaMuYKl6umYTY6CSpFUyk7+nFSNeVTKMjyanarSqBSYywRDI2MMDI3S0WYsZ5jzj10OwL0eMuZnRoF5fsZ8gHgBmlzglp2QEQXmz+2KJn7Om1VwAmeyJj3XLnFypSzZriyDIwzRRmd7G10d6Tjl52UXGBrm6bEoY17DNoe1lL8o07S0S1SwVD0dM2lUelMpBVQ6+bNQKUt7m9HV0YZ77vZG1dijl2kRT/ycPzuDGVz6ghXZ25bO7cou8LOIEGzHnVn6owmW3QUy5vHkz7i+fPm8wosDJfcvtMBQNdrbbNwqlfNmd2CVtHOZAcmJqU+nvJRlzoSMuUpZRGQK9KZSCqh+8uf4/0XZ0tkGD20be/QyLXZFrRLj2u4XHbU0GxyfEdWXAyyOMubb8zLmpSZ/xh1ZlhdZnTJZF76LuI/55MtPkkFlWurLIfemwR3WeihhaZRSljma/CnKeIqkSxP8TsareW8nw+hY8XqUXCnL+BA2W2fujZ08UmDeQvYNjTJSQe1VMmMO0NnRxv86ZSUA5x+7LLvfwmjy5s6B8ZM/u0tM/ownfhZbNj7ef8ueQYZpY1ambUotBJNBZH6AWW9xicguOjCDgxakNDDPC8Sbvl1iE/yDm3aFWhrqmMl00LlVmSb4FKKzo42F3RlGsWxcUci+AqUskAjMGzy0bezRS8X2D49y7idv5y3DR5fdN26VmJx0+RdrjuE/Oh/m4pMOym5bHJWybN8bfoHid7E940pZ8mrMy2TM4+B5U7RE/WRbJeYeL/czpGXiZyz5RuGAebOyvd/TJnkMO9vbUjvOmmmCf3AzTsds6hSAFqZza3Ia9HzKlrPsGSy6z/4CXVkglzRqmVIWMztmOgci02vL7kG27BnknrE5JT8igokZcwjvZE9t6x9Xo52d/JmfMU9kVOOJgtlSll2lA/M4Y76xLyxRP9n68tjclJaywPixpbW+HMaPs1v15SLTo1wA2qCBltRJg76hyU4ALRWYF+jKArn5T61UyvKQmf2Pmb3azBr77UgL2jMYgu0R2rJZ62KyGfMy3VCqqTHfOxiVskS/bAfMLz35M5sxr2VgPjsFJRiJf65zN67Pbk5rfTmMLwealo4skqPgS4pR+ZC0gBVRSecjz+wuuk+xUpbZmahlYqtkzIEtwEuA64ENZvaXZrZ8eoYltbZ3f67p/sYo6C2mr0DGvJBFUR/zHf0h2I77mBdcYCivXWK8wle+OAjcmS2nmVopSzKoTEXGPPHPde4Jx2Y3r0xpq0QYX8qiiZ/TrEGzXFIHOlekCb346DCP7b8ferboPvuKdmWJa8xbJ2N+MPAm4GfACuAq4Ckz+5aZnTMdg5Pa6R9KBuYDJffdXWlgnu1jHvYfYGK7xJ5Ejfmow9a9IYhfVqxdYt4EzYoy5iUyR+muMc+N5+AUZ8xVyiINTZllkYZx7tFL6WKM+57qK/rpfqE+5pCoMfcWyZi7+4i7X+fuLwKeD1wDDAJvAO40swfN7P+YWc80jVWmYE81GfOoZrxcUDyPUdrbjL2DIwyOjGYnXBTqY94/NJJtgbSop5OujsIBXn6pxPxKA/MiH/HOueun2d3S1pVlXmI8KxukxlwZc2k4yiyLNIzuzg5e1LYLKJ41j2vMu4q0S9zXQqUsWe7+kLu/GzgIeB/wKHAC8Flgk5l9RpNF0yVe4Ady9dvFFJr8WYgZLIzq0Hf2D2cnXCQnf87OtGMG+4fH2ORh32ITP2Fi8DypUpZkucia87ObU1HKkjBu8ueilGXMk29uPv6x7ObuTmXMm5YyyzoGIimwpn0nADc/9FzB24vVmMcd4fpbqJRlAnff6+7/QgjKPw4YMA/4I8Jk0R+Y2QlTH6ZM1bga877SpSxxjXklZSSLe0LgvL1/MDvhIrkypJlls+BPeAjIDyhSxhLuO4lSlhJSN/kzIS6taceL9nWvm8Sbm46rerN/APNfH2kipTLLrRKwKrsetMrrLUHKXu+XtvXR3mbc9cT27Cf4MXcv3i4x+v800CqlLIWY2QIzuxJYC3wg2rwWuBrYClwE3GNmF0xplDJl/YOVl7JUmjEHWNSTy5jHdV3xzOhYHKg/MRaCz4IZ8+gPQ8/88ZVQC6ZYFz6uxjylGfODbJCO9nT/IYnHOumuLCn7wy9VUsDaWvR6t5aUvd4LbJQzD1/M6JjzP49sGXfb8KgzitHRZmTaC5eytNLkzywzW21m1wKbgE8ChwM3Amvc/Vh3/yPCZNE/BTqA/1uj8cok7UkE5pv79jFWopf5roE4MC9fRrIokTHfR5xVzZ8pHYK5x71MYO5O18gwnYlftopqzEsY15UlZZM/43aUh1jxfq1pkQ3MJ5sxT9kffhERSa8LTjgAgJvz6sz3DYfWy/llLJAro22ZjLmZdZnZ28zsl8AvgLcBQ8CngaPc/VXu/t/x/u4+7O6fAm4Gjq/tsKVayVKW4VEv2rzfvfJ2iZALzHf0DyUmf44P3uLg+IlSgXly/0T5ycIyvdTLmZPiBYbOPHwx7zjnMK7s2FzvoZQ1Jzp2c9SVRUREptkFxy3HDH78u63juqzsjwLzWQXmO7Vijfkm4EvAauAR4A+BFe7+p+7+RIn7PQMULyqWGZGc/AnFWyb208bomNPd2V7R0usLs6UsQ4nJn/kTMkJwvD6uMS+yuFB2/0TwN9Ua83kprjGflWnnr155HKe27a33UMqKj2P+my4REZFaWzZvFicfvIDBkTHuHJuf3b6/RMZ8draUpUUy5sBC4AbgfHc/wd0/7+6lZxEGnyAsTCR1FAfmcwlfN/UVrjPvIwReldZ25yZ/DuUmf3Z2jKsp7lm/DoCh6PZiiwvF5nTlnnvqCwzlJlgW+kWuWovWSselLE3RLrFFX0MRkUayJi5nGV2Y3RaXsszKTAxfe1pw8ufh7v5qd7+tmidw99+5+51VjktqLA7Mj7YQkBebALorynpXWo+dLGUZSK7Glagp7jlxfCXTAfPLBeZhDJ2MFfzlq8aink6WzOniaBvAzKb0WEDL1kq/7LjlrLL9rD50Yfmd065FX0MRmWZ6019TFxwfAvPbxuYzOBIC8n1DpWrMW6yUxd03TOdAZHrFNeZHt8WBeeEPO3Z5lDGvsIQkDsyf272fEdrItNuEEpjkhMFMu7GoTN14nJVdwMiUg+nOjjZuvfJcru98dEqP0+peffJK7uz6DYcvnVPZHfQPSkRajd7019SqxT0cc8Bc9tDBvetDb/NcxrxAKUumxRYYMrMzzexaMzurxD5nR/ucVpvhWbjzHAAAIABJREFUSTX6BoZ4Yqxw/XacMT/GQkBeNGMelbJUMvETcoH509HjFapBTpY/LJs7i7a20sF2HMgvsJGS+1VqfneGbhuryWNJhfQPSkQqpTfyUsQZhy8G4N4NITAfHA7/y2cXmPwZJwWHvQafjtdRNW8rrgDeSOhTXsxa4E3RvjLDrvjavVwwdALb907suBJnzI+NMubFVv/si0pZKq3tjgPzrVGXl56CM6VzgfnyEosLxeJ65gWMVjQGERFpYHojL0WcuiqUT96zIS9j3lEgMI9aLQ+1SsYcOBu43923F9vB3bcBvwbOmerApHrrtu5lmLYJ2XB3Z+9QCMyPimvMi/Qyz2bMKyxlyW9nWOhdbLLLSrlWiZAL5OfXKGMuTUbZNRGRlhDPa7rvqZ2MjXmuxrxArBEvODRC62TMDwIqqTPfEO0rM2h0zLNL18Yrd8YGhkZxD/VX82yUhd0ZhkbG2NY/MbPe59WVsnR2tI1b9r7QAjTJUpZKAvO493itSllmlILG6afsmohISzhw/mwOYpA9+0dYt3Uv+0eK15hn4lKWFgrMR4HyUVXYp7E/R2hAu/cNEyfA+/IC87i+PA54Vy7sBgrXme+KZjNX0z88LmeBiT3MAboTgXm5jiwAKxbMBmBVA6yIOYGCRhERkZo5JVrr4571O7MZ80Id2zLtISBvpcD8ceBsMytaJBzddjZQasEhmQY7omw5wK7E9wB7ovryuVGAHAe+BQPzKjPmkB+YF8qYJ0tZyteYX3ryCr7xjtN5R/tzFY9BRKTu9ImZSM2tjgLzezfsLLnAUKYtV2PuPrFUt1FUE5j/AFgM/EOJff4fsAj4r6kMSqq3sz8RmOdlzPujjHlcZrJyYQjMC00AzS0wVPnCPsn2h4Uy5uMnf5bPmGfa2zjnyCXMnq5OKvrnKSLTQZ+Y1V+j/n1v1HHPgFOzgfmO7OTPQoF5W5vRHnV9Gykwh65RVBOYfxp4Fni3mf3UzN5uZmdFl983s58AfwhsAT41HYOV4nYkAvO+gSKlLHmBeaFe5vECQ5PNmPcUyJj3VFljPu30z1NqRf9MRdKlUf++N+q4Z8Axto/ZmXbWbx/IJhQLTf6ERDnLaOO2SK5mgaEdwCuAzcBZwBeAn0SXLxJKWJ4BXhl1Z5EZtHOgeMY8LmWppMa8r8oFhgAWzckF5oV+Waqd/CkyTpqDX/0zFRGZVhlzXnDwAgB+9nhoDNhVIGMOuc4sw6OtkTHH3X8NHAtcCfw3oW/52uj7K4Fj3P3eWg9SytvRnwvGi03+zNaYx6UsfRMD893R5M951WTME6UsydaIsfix5jEyLkiXlElrAFwu+E3ruEVEJkt/18aJ+5nHa6YUKmWBXC/zlsiYx9x9r7t/2t0vdPfjosuF0ba90zFIKW9cxnygdI35ikQpS3J+xPDoGHvooM1yQXwlyk3+XNTTyV++4lj+NlNJt02pm6lkf+v5T0RZaxFpNvq7Nk4cmMeKBeaZVgzMJZ12lJj8md8ucd6sDPNnZ9g/PMZ2coH07uh+82ZnaGurvN1QuXaJAO/8vcN5VfuOih9TGoz+iYhIrJGyvY001hZ2yiF5gXln4fC1I64xH2mRUhZJr3GTP/cVbpeYLCOJWyZu8lz7wjigX1BFGQuUn/wpdaJ/OCJSD430Rr2RxtrC5ndnOHLZnOz1WR2lS1mGWiljbmavM7N/N7Nfm9njZvZEgcvjtRykma0xs7Vmts7MPlhkn9eb2cNm9pCZ/Vstn7+ekm0QSymdMQ/Xkyt0ZjuzeC6ojmvT53dX3ioRYHFPLrjvLlBjLnWifzgiItIkkuUss4p2ZWmhUhYzazOz7wLXAa8DTgIOAw5NXFYlvq8JM2sHrgYuBI4D3mhmx+XtcyTwIeBsdz8eeH+tnr+ebnhgMyf/zS18Z2Rx2X2TNeb7h8eyTfgB+gfD98lsdrYzS4GMeTWtEgEW9uT2L1bKIiIiIjXSgp+IJgPzojXmHVEf8xbpyvIu4FLgAeDlwHcBB44mtFH8VrTfx4DDazjG04B17v6Euw8R3hhckrfPHwBXu/tOAHffUsPnr5tfPBHaAj3oPWX3jTPmnYR3icmseX67RCicMY8njVZbyjKnqyP78VGhyZ8iIiJSQy34iei4jHmZyZ+tUsryv4H9wIXu/j/AHgB3f8zdf+TubwbeSchcH1XDMa4Ank5c3xhtSzoKOMrMfmZmd5vZmkIPZGZXmNk9ZnbP1q1bazjE6bF+ez8A27x0oDw8Osae/SO0Gay00EooGZhnS1mSNebZwHzqGXMzy2bNVWNeQ+UyIi2YMRGRJpfmv2tpHlsLOGxJD8vmdmF40QRiS5WyEPqX3+Xuz0XXHcDMsu073P3LwEPAn9dshFCoPUj+ZxQdwJHAecAbgS+a2YIJd3K/xt1Xu/vqpUuX1nCI02P9trAy5/YygXlcxrKwu5NFhOx4cvXP/K4sAEdEkygeGOthNFq6Nr5PNYsLxZ6/Yj6zGc1m4qUGKunf3WIZExFpcmn+u5bmsbUAM+OLl6/mC5nHWNhTeC5cS638CXQBzyWu74++zs/b7zfAqVMZVJ6NwMGJ6ysJq4/m7/N9dx929ycJix4dWcMxzLj9w6Ns3hUWANpG6Sz0zmhxoYU9ncy3UE+ezJhna8wTGfPDl/SwanE3O8jw66d2ArluLtVmzAE+95ZT+XnXA0V/WURERESm4sSVCzi/fVfR21stY/4MsDxx/dno6zF5+x0AVB/ZFfcr4EgzO8zMOoHLgBvy9vke8GIAM1tCKG15ooZjmHHJxX+2lsmYx/Xli7o7mZ/NmOcmg8Y15slSFjPjpceEl/OWR8L7rcmWskD4ZVhoo+V3FBEREZkG2RrzFuljvhY4InH9LkKZyQfichYz+z3gXOB3tRqgu48A7wVuBh4Bvu3uD5nZX5vZxdFuNwPbzexh4Hbgz919e63GUA9PRmUsAHvoYHCkeNCbLWXpyTDfQhBeqMY8WcoCcP5xywC49ZEwVzY7+bPKdokiIg1LdcMiTSNuRDEy1rgZ82pm6t0EXGBmL3T3XwG3AY8SOqRsNrPNwAmEYP1ztRyku98I3Ji37SOJ7x24Mro0hQ3RxM/Y9r1DHLSgcP12NmPe08mCvFKWEQ/tE9tsYnuhFx66iHmMsG7LXp7c1j+ljLmISEPq7VVALtIkWq3G/JuEziy7Adx9lBCUP0QocTkZaCe0LfxSjcfZcp7cNj4w37Z3sOi+8SJEC7s7WZA3+bOfEIz3dHWQmKcLhI98XtwWarVufeS57AJDk5n8KSIiIlJP2RrzVihlcfdt7v5Nd1+b2PaYu59I6NhyNnCAu79vGsbZcuJWifG7v+17i68AumMglzHPL2XZEwXmyfrypPPb+wC45eHnlDGfDvqYXEREZEZkOlqoj7mZXWxmFxa6zd3Xuvtd7r6tdkNrbXGrxBNWhKY3WyvMmM8nlLLE2e+9HgLz/Pry2Lltu+hoM361fke2JKblAvPpDJ7VXktERGRGZNpaq5TlP2mSpe7Tbr8bm3fto73NOGllaMdeqpRlR1S2smhOImMeZdH3JkpZCplno5x++CLGHEbHnC7Giq6o1bQUPIuIiDS8VmuXuANQRnwGbPQu3GHFgtkcOH8WULqUZWeiXWJcY54tZYkz5kUCc4Dzj811wYzvLyIiItJI4lKW4dEWqDEHfknouiLT7EkPwfihS3pYMqcLKJMxL9CVJS5l6Y9e4rlFSllgfGAeZ9xFRKSJaL6LtIBWy5h/HDjezN4xXYORYIOHYPzQxd0smVs+MM/1Me9kXpTx3r1vmLExz9WYl8iYH7yom2MOmAvAArRIkIhI01HJnrSAziZol1hNH3OAzwPXmNlrCTXnG4B9hXZ09x9PcWwtK5sxX9zD4miJ+2KlLPvdGBgapbO9jZ7OdsxCB5Y9gyPsGRwpW2Mee+mxy3j02T3MU8ZcREREGlAuY964pSzVBOZ3AE5YQOgC4OUl9vUqH1sS4oz5YUt6WFomY76D0EFlYU8m26d8fneGPYMj7BoYztaYF2uXGHvjaYfw08e28ern1tXkZxARERGZSR1RYD400rgZ82pKWX4cXe6MLj8ucflJbYfZWp4cCxnzVYu7WRRlzHf0DzE6NvEd4A4PAffC7s7strjd4a59w9kFhoq1S4ytXNjN9997Dq9o3zn1H0BERKTRqA5/5tX4mLdUKYu7nzeN45DI4Mgom+mkvc1YubCbTHsbCxlmp2fY0T/E0rz9d0aBeRzAQ27lzr59Q9lSljldLdabXEREaiMOnq66Cj760eYNWnt7m/dnS6saH/NWm/wpM+DpHQM4xooFs+mM2v4sjuq+t/dPLGfZEb23WthTOGMel7L0dLVYb3JJN2WmRBpHq04c1d+phhMH5iMNXGOuwDxlnoxW/Dx0SU922xILrQ+37Zk4ATSbMR9XyhK+7xsYZm8F7RJFZlyr/qOvJwUZItXR36mGE/cxH2rgjHnF0ZqZvaiaB1ZXlsnZsL0fCK0SY0uIAvMCE0CzNeYFSll27Rum31XKIiLoY3oRaXotVWNOritLJdSVZZKe3BYH5smMeShlKRSY7yTOmOcC72QpS67GXC+HiIiINK+OtsZvlziZriz5l58CTyf2uwt1ZZm0DdvjUpZExjwuZSnQy3yHx+0SExnzKDDvGxjK1pg3dGCuj+BFRESkjLiUpSUy5uW6spjZCcCXgf3AmqkNq3UVzJiXKGWJM+aLe7qy25KlLHsrbJeYavoIXkRERMrIRKUsrdLHvCR3/y3wGuB04IO1etxWMjgyyuZd+2jDWbkwlzHPdmUpWWOeK2WZF2XMdw4M0x+9xOrKIiIiIs2sM+7KUmDdl0ZR064s7v408EvgLbV83Fbx9I4B3GGlDWZbJULpUpaCfcyjrixbdu9nhDY6O9ro6lBgLiIiIs1LfcwL6wNWTcPjNr31UavEVTY+M16slMXds6Us41b+jEpZNvftBxq8vlxERESkAnFgrlKWiJnNBc4EdtfycVvFxp0hMD8kPzDPlrIM4YlPZ/qHRhmije7OdmZlchnxePJn3MdTgbmIiIg0u0wTtEusODA3s0NKXI4zs9cAtwDLgZunbcRNbPOukOE+yMaXrMy2MXo62xkaHWM3uQB8Z3/YL5ktB+jubM+enKDAvGmoO42IiEhRuVKWxq0xryZiW0/5PuZGaJ34ockOqJVt6tsHwAqbOMlzydwu+rcPsM0zzI+27YgC82R9OYCZMX92JluTrsC8Sag7jYiISFEt1S4ReIrigfkQsAm4Fbja3fumOrBWtDkKzPMz5gBL5nSxYfsA2+ngedG2HQNRxjwvMAfGB+aN3CpRREREpAK5UpbGzZhXXMri7oe6+2FFLke7+0vc/W8VlE9eqcB8cRR8b/NcW8QdUeCdXPUztiBR3qKMuQAqhRERkabWqa4sUivDo2Ns2TOIGSyPurAkLZkbFhBKBuY7y2TMY8qYT6NGCnZ7e8E9XNI+VhERkSqpXaLUzLO79uMOy+fOImMTP4JZMicOzHNBdrbGvHtiYL4gGZgrYz59FOyKiIikQkeLdWV5k5k9YWYXlNhnTbTP62ozvNaRLWNZMKvg7UvmRKUsVJYxn6fAXERERFpIpi3XlcW9MevMq8mYvxGYD9xeYp/bgQXAm6cyqFa0eVccmM8ueHsuY54LuLfvLdyVBWBBtwJzERERaR1tbUYHIVveqBNAqwnMTwQedPeJMxMj7j4IPACcNNWBtZp4lc4VFQbm2/YO8tN12wA4bEnPhP0XqMZcREREWkwmaiA4MtaY5SzVBObLgc0V7Lc52leqEJeyHDi/cCnL4qiUZXvU4fJzdzzOwNAoL2nr49gD503Yf74y5iIiIjLdUtYEIQ7Mh0caM2NeTcTWDyyrYL+lwMQVcqSkXI15+Yz55r59fP3uDQD8acfGgvsvmK12iSIiIjLNUrb4XWcUmA816ATQajLmDwJnm1nRbLiZHQCcA/x2qgNrNXEpS7HAfN6sDjrb2+innY/f9ChDI2O88sQDOb5tX8H9x2XMVcoiIiIiLaAjzpi3QGD+LWAWcL2ZLcq/Mdr2baAr2leqEGfMi9WYm1m2M8v3799Me5tx5cuOKvp4yT7mc5UxFxERkRaQsXjyZ2MG5tVEbNcCbwPOBp40s+8Dj0a3HQ1cAswDfgl8oYZjbHq7vZ09gyPMzrSP66aSb/GcLjbvCpn11526ksOXzim6b3LyZ48CcxEREWkBmQbPmFccsbn7iJldBHwVeBXwFiCurLfo638Bb3P3iUtXSlHPeMiEH7hgFmZWdL84Y97Z3sb7Xnpkycecp64sIiIi0mI6s4F580/+xN37gEvM7CRgDbAqumkDcLO731/j8bWEzVFgXqyMJRbXn7/ljFVFa9FjmfY2znreYvqf2KBSFhEREWkJLZMxT3L3Bwj9yqUGNkWB+UHzSwfb7z7veRx270950wVFF18d55vvPB3vvalkFl5ERESkWbRkYC61FZeylMuCr1zYzTs7noPOyl42M0MxuYiIiLSKTLTy51CD9jGvuCuLmV1oZreZ2YtL7POSaJ+X1WZ4rWFzosZcRERERCYnY42dMa+mXeLvA6sJXVeK+SXwQkL3FqnQpgprzEVERESkuEYvZakmMD8VeMDd+4vt4O57gfuB06c6sFaymbCqZ7lSFhEREREpLtPgXVmqCcwPBJ6uYL+ngQMmN5zCzGyNma01s3Vm9sES+73WzNzMVtfy+afT6JjznIfWhgfOVymLiIiIyGS1UsZ8EJhfwX7zgdHJDWciM2sHrgYuBI4D3mhmxxXYby7wPuAXtXrumbBt7yDDtLFkTiezMu31Ho7UW28vXHUVmIXvRUREpGKdNPbKn9UE5o8A55hZ0eDczOYB5wC/m+rAEk4D1rn7E+4+BFxHWGU0398AnwD21/C5p92mvn0AHFimVaK0iN5ecA8XBeYiIiJVaaXJn98F5gLXmllX/o1m1glcC8wB/qM2wwNgBeNLaDZG25LPfTJwsLv/oIbPOyM2R4H5QerIIiIiIjIlHVEpy1CD1phX08f8s8A7gUuBh83sm8Cj0W1HA28BDgXWAf9cwzEW6sSdPdpm1gZ8igo6wZjZFcAVAIccckiNhjc1ucBcGXMRERGRqeiMa8xHGjNjXnFg7u4DZvZy4HvAC4AP5+1ihI4srynVuWUSNgIHJ66vBDYnrs8FTgDuiFa4PAC4wcwudvd78n6Ga4BrAFavXp2Kt1Kb+0LljVolioiIiExNPPlzZKzJA3MAd3/KzE4FLgbWAKuimzYANwPfd/daB7y/Ao40s8OATcBlwJsSY9oFLImvm9kdwJ/lB+VppYy5iIiISG1kspM/U5F/rVpVgTlAFHh/P7qMY8FFwNvd/bU1GB/uPmJm7yUE/u3Ate7+kJn9NXCPu99Qi+epl8274smfqjEXERERmYo4Yz7U7KUspZjZEcDbgbcS+p3XlLvfCNyYt+0jRfY9r9bPP51UyiIiIiJSG50N3pVl0oG5mXUDrycE5GfHm4FthJaGUsb+4VF29A+RYYwlcyY0uhERERGRKnS00AJDAJjZWWb2ReAZ4EuEvuUA1xNqzw9y9/fVbojNK64vP9CGaGsr1HwmxbQQjkh5+j0REZlRuZU/m7jG3MwOIJSp/D5wFLkWhvcDy4ED3P0N0zLCJvbIM3sAOMQG6zySSejtVaAhUo5+T0REZlSmwVf+LBqYm1k78CpCqcoawsRLA7YD/wZ82d3vN7OfEFoUSpXuWLsFgLPbdtd5JCIiIiKNr7PBS1lKZcw3AUsJwfgocBPwZUJLxOEZGFtTGxtz7vjdVgBe3LarzqMRERERaXwZa95SlmWEFTY3Ape5+89nZkit4eFndrN1zyAHzJvF0YP76j0cERERkYaXbZfYoBnzUpM/NxKy5SuBH5vZLWb2ZjNTw+0aiMtYXnzMUqzB5n3WhCbFiYiISI1lJ382aB/zUoH5KuBCQreVYeClwNeAZ83sX83sjBkYX9O6Y20oYzn3qGV1Hkmd9PaCe7ikLTDXm4bmotdTRKRlNPrkz6KBuQc3u/vrgYOA9wMPAvOAPwB+ZmaPAkfOyEibSJ+3c99TO8m0G2cfsbjewymuVQOaNL9pkOrp9RQRaRlxxnxkrDFrzCvqY+7uO939n9z9ZOAU4LPATkLrxGUAZnazmb3FzHqmbbRN4idj8xlzWL1qEXNnZeo9nOLSGtC06hsGERERKSlbY96EpSwFufv97v5eQhb9TcAthEmiLwO+Sih1+XpNR9lkbh+dD4T6cpmEtL5hqDe9YRERkRbXaY3dLrHqwDzm7kPufp27XwAcCvQCTwI9hIBdChgbc348FgLz845u0fpymR56wyIiIi0uV2PexKUs5bj7Rnf/a3c/Ajgf+GYtHrcZ/XbzLraRYcWC2Ry5bE69hyMiIiLSNDqaeIGhSXH324Dbav24zSLbjeXopVhL9kkUERERmR6dTdzHXKbB7XH/cpWxiIiIiNRUtitLK5eySGV29A9x/9N9dDLGWc9LcZtEERERkQaUadXJn1K97XsHeeGqRZzZtpuerppXEYmIiIi0tKZdYEhq78jlc/n2u87k2sxj9R6KiIiISNPpbLU+5jJ17ZrzKSIiIlJzua4sqjEXEREREambTIO3S1RgLiIiIiJNIduVZcxxb7ysuQJzEREREWkKZpCJaoYbsZxFgbmIiIiINI1MewhvG7GcRYG5iIiIiDQNBeYiIiIiIikQB+ZDCsylafX2wlVXheKt3t56j0ZERESkoEauMdfyk1KZ3l4F5CIiIpJ6ccZ8RBlzSTVlvUVERKTJ5TLmjReYK2PeSpT1FhERkSaXrTEfabxSFmXMRURERKRpdHaoK4uIiIiIyOTVqOS2kdslqpRFREREROqvRiW3HW2hxlztEkVERERE6iguZRlpwHaJCsxFREREpGk0cimLAnMRERERaRqN3C5RgbmIiIiINI1su0SVsoiIiIiI1E9nXMoyooy5iIiIiEjddKiURURERESk/jT5U0REREQkBXKBuWrMRaQaNVrlTERERIK4j3kjZsy18qdIPdVolTMREREJ1C5xmpnZGjNba2brzOyDBW6/0sweNrMHzexWM1tVj3GKiIiISH2pXeI0MrN24GrgQuA44I1mdlzebr8GVrv7icD1wCdmdpQiIiIikgaa/Dm9TgPWufsT7j4EXAdcktzB3W9394Ho6t3Ayhkeo4iIiIikQLaURX3Mp8UK4OnE9Y3RtmLeAfxoWkckjUUTLKdOx1BERBpEnDEfGWu8UpZGmPxpBbYVPNJm9hZgNXBukduvAK4AOOSQQ2o1Pkk7TbCcOh1DERFpELkac2XMp8NG4ODE9ZXA5vydzOx84MPAxe4+WOiB3P0ad1/t7quXLl06LYMVERERkRqo9tPaaP/OK/4AUCnLdPkVcKSZHWZmncBlwA3JHczsZOBfCUH5ljqMUURERERqqbcX3MOl0sDcncxXrwU0+XNauPsI8F7gZuAR4Nvu/pCZ/bWZXRzt9klgDvAdM7vfzG4o8nAiIiIi0sQ62rTy57Ry9xvd/Sh3f567/2207SPufkP0/fnuvtzdXxBdLi79iE1KE/RERESkxTVyjXkjTP6USmmCnoiIiLS4zo7QN2SkAQPzhsiYi4iIiIhUIrfAkEpZRGpDZTkiIiIyCSplEak1leWIiIjIJOQy5o0XmCtjLiIiIiJNI9MeaswVmIuIiIiI1FE2Yz6iGnMRERERkbrJBuZjypiLiIiIiNRNp2rMRURERETqLxP1MVcpi0gxan8oIiIiM6CRu7KoXaLMDLU/FBERkRnQyH3MlTEXERERkaahdokiIiIiIikQZ8xHRlVjLiIiIiJSNx1tIWM+MuaMjTVWcK7AXERERESahpnlWiY2WC9zBeZpp24mIiIiIlXJ1ZkrYy611NsL7uGiwFxERESkrExHlDEfUcZcRERERKS2qqgi6GhrzF7mCsxbWS3LZFRyIyIiItOpiiqCzriUpcEmf2qBoVZWy0V/tICQiIiIpIRKWUREREREUiDuZa5SFhERERGROooD8yEF5iIiIiIi9dOpdokiIiIiIvXXoVIWEREREZH6yy0wpMBcRERERKRucpM/VcoiIiIiIlI3ne1qlygiIiIiUndqlygiIiIikgLxAkNqlygiIiIiUkeZNrVLFBERERGpu7iUZUQZcxERERGR+sl0qF2iiIiIiEjdxRnzIZWySMPq7YWrrgKz8L2IiIhIA+ps0K4sHfUegKRIb68CchEREWl4GfUxFxERERGpv4521ZiLiIiIiNRdNmM+phpzEREREZG66VQpi4iIiIhI/WVUyiIiIiIiUn+ZDrVLFBERERGpu0yDtktUYC4iIiIiTUWlLNPIzNaY2VozW2dmHyxwe5eZ/Xt0+y/M7NCZH6WIiIiIpEGcMR9RKUttmVk7cDVwIXAc8EYzOy5vt3cAO939COBTwMdndpQiIiIikhZxYD7UYBnzRlj58zRgnbs/AWBm1wGXAA8n9rkE6I2+vx74FzMzd2+st0kiIiIiMmVxu8T12/r56s/XZ7cfsWwOZx+xpE6jKq8RAvMVwNOJ6xuB04vt4+4jZrYLWAxsm5ERioiIiEhqzJkVQtzHtuzlozc8lN3++tUrUx2Yp76UBbAC2/Iz4ZXsg5ldYWb3mNk9W7durcngaq63F666CszC9yIiIiJSlVMOWcgHnrqTt977g3B59j7e+ux9nPXR94cY67zz6j3EghohY74RODhxfSWwucg+G82sA5gP7Mh/IHe/BrgGYPXq1eksc+ntVUAuIiIiMgXtbcYf/tsnCtzyVzM+lmo0Qsb8V8CRZnaYmXUClwE35O1zA3B59P1rgdtUXy4iIiIijST1GfOoZvy9wM1AO3Ctuz9kZn8N3OPuNwBfAr5uZusImfLL6jdiEREREZHqpT7QLNB3AAAUBElEQVQwB3D3G4Eb87Z9JPH9fuB1Mz0uEREREZFaaYRSFhERERGRpqfAXEREREQkBRSYi4iIiIikgALzRqae5yIiIiJNoyEmf0oR6nkuIiIi0jSUMRcRERERSQEF5iIiIiIiKaDAXEREREQkBRSYi4iIiIikgAJzEREREZEUUGDeSKptj6h2iiIiIiINQ+0SG0m17RHVTlFERESkYShjLiIiIiKSAgrMRURERERSQIG5iIiIiEgKKDAXEREREUkBBeYiIiIiIimgwFxEREREJAUUmIuIiIiIpIACcxERERGRFFBgLiIiIiKSAgrMRURERERSQIG5iIiIiEgKKDCvt95euOoqMAvfi4iIiEhL6qj3AFpeb68CchERERFRxlxEREREJA0UmIuIiIiIpIACcxERERGRFFBgLiIiIiKSAgrMRURERERSQIG5iIiIiEgKKDAXEREREUkBBeYiIiIiIimgwHymaaVPERERESnA3L3eY6iL1atX+z333FPvYYiIiIhIkzOze919dbn9lDEXEREREUkBBeYiIiIiIimgwFxEREREJAUUmIuIiIiIpIACcxERERGRFFBgLiIiIiKSAgrMRURERERSINWBuZktMrNbzOyx6OvCAvu8wMzuMrOHzOxBM3tDPcYqIiIiIjIVqQ7MgQ8Ct7r7kcCt0fV8A8Bb3f14YA3waTNbMINjFBERERGZsrQH5pcAX42+/ypwaf4O7v47d38s+n4zsAVYOmMjFBERERGpgbQH5svd/RmA6OuyUjub2WlAJ/D4DIxNRERERKRmOuo9ADP7H+CAAjd9uMrHORD4OnC5u48V2ecK4AqAQw45pMqRioiIiIhMn7oH5u5+frHbzOw5MzvQ3Z+JAu8tRfabB/wQ+Et3v7vEc10DXAOwevVqn9rIRURERERqJ+2lLDcAl0ffXw58P38HM+sE/hP4mrt/ZwbHJiIiIiJSM2kPzP8eeJmZPQa8LLqOma02sy9G+7weeBHwNjO7P7q8oD7DFRERERGZHHNvzYoOM9sKbKjT0y8BttXpuRuVjtnk6LhNjo5b9XTMJkfHrXo6ZpOj41a9Wh6zVe5etmtgywbm9WRm97j76nqPo5HomE2Ojtvk6LhVT8dscnTcqqdjNjk6btWrxzFLeymLiIiIiEhLUGAuIiIiIpICCszr45p6D6AB6ZhNjo7b5Oi4VU/HbHJ03KqnYzY5Om7Vm/FjphpzEREREZEUUMZcRERERCQFFJhPIzM72MxuN7NHzOwhM/vjaPsiM7vFzB6Lvi6s91jTyMzazezXZvaD6PphZvaL6Lj9e7S4lETMbIGZXW9mj0bn3Jk618ozsz+Jfj9/a2bfMrNZOtcmMrNrzWyLmf02sa3g+WXBP5nZOjN70MxOqd/I66fIMftk9Dv6oJn9p5ktSNz2oeiYrTWzC+oz6vordNwSt/2ZmbmZLYmu61yj+DEzsz+KzqeHzOwTie061yj6O/oCM7s7WhfnHjM7Ldo+I+eaAvPpNQL8qbsfC5wBvMfMjgM+CNzq7kcCt0bXZaI/Bh5JXP848KnouO0E3lGXUaXXZ4Cb3P0Y4CTCsdO5VoKZrQDeB6x29xOAduAydK4V8hVgTd62YufXhcCR0eUK4HMzNMa0+QoTj9ktwAnufiLwO+BDANH/hsuA46P7fNbM2mduqKnyFSYeN8zsYMJig08lNutcC75C3jEzsxcDlwAnuvvxwP+Ltutcy/kKE8+1TwBXufsLgI9E12GGzjUF5tPI3Z9x9/ui7/cQAqUVhF+Ur0a7fRW4tD4jTC8zWwm8AvhidN2AlwDXR7vouCWY2TzCCrhfAnD3IXfvQ+daJTqA2WbWAXQDz6BzbQJ3/zGwI29zsfPrEuBrHtwNLDCzA2dmpOlR6Ji5+3+7+0h09W5gZfT9JcB17j7o7k8C64DTZmywKVLkXAP4FPABIDk5TucaRY/Zu4G/d/fBaJ8t0Xada5Eix82BedH384HN0fczcq4pMJ8hZnYocDLwC2C5uz8DIXgHltVvZKn1acIf4LHo+mKgL/EPbSPhTY4EhwNbgS9H5T9fNLMedK6V5O6bCFmkpwgB+S7gXnSuVarY+bUCeDqxn45hYW8HfhR9r2NWgpldDGxy9wfybtJxK+4o4Peisrw7zeyF0XYds9LeD3zSzJ4m/H/4ULR9Ro6bAvMZYGZzgP8A3u/uu+s9nrQzs1cCW9z93uTmAruqpVBOB3AK8Dl3PxnoR2UrZUU10ZcAhwEHAT2Ejyvz6Vyrjn5fyzCzDxPKHb8Zbyqwm44ZYGbdwIcJZQUTbi6wTcct6AAWEkpp/xz4dvTps45Zae8G/sTdDwb+hOiTaGbouCkwn2ZmliEE5d909+9Gm5+LP/6Ivm4pdv8WdTZwsZmtB64jlBV8mvCxUUe0z0pyHy9JeOe+0d1/EV2/nhCo61wr7XzgSXff6u7DwHeBs9C5Vqli59dG4ODEfjqGCWZ2OfBK4M2e61msY1bc8whvnh+I/i+sBO4zswPQcStlI/DdqPTil4RPoJegY1bO5YT/BQDfIVfmMyPHTYH5NIremX4JeMTd/zFx0w2EF57o6/dnemxp5u4fcveV7n4oYYLKbe7+ZuB24LXRbjpuCe7+LPC0mR0dbXop8DA618p5CjjDzLqj39f4uOlcq0yx8+sG4K1RF4MzgF1xyUurM7M1wF8AF7v7QOKmG4DLzKzLzA4jTDD7ZT3GmDbu/ht3X+buh0b/FzYCp0R/93SuFfc9QmILMzsK6AS2oXOtnM3AudH3LwEei76fmXPN3XWZpgtwDuFjjgeB+6PLRYR66VujF/tWYFG9x5rWC3Ae8IPo+8MJfzzWEd7FdtV7fGm6AC8A7onOt+8RPsLUuVb+uF0FPAr8Fvg60KVzreBx+hahDn+YEBi9o9j5RfjI92rgceA3hK43df8ZUnLM1hHqVOP/CZ9P7P/h6JitBS6s9/jTdNzybl8PLIm+17lW5JgRAvFvRH/b7gNekthf51rx43YOYa7RA4R5gafO5LmmlT9FRERERFJApSwiIiIiIimgwFxEREREJAUUmIuIiIiIpIACcxERERGRFFBgLiIiIiKSAgrMRSR1zOwYM/u8ma01swEz22dmT5nZz83sH8zsZQXus97M3MwOnfkRTw8ze6eZ3Wtm/dHP5ma2oN7jKiUeZ73HUStm9rboZ/pKvcciIs2vo/wuIiIzx8zeAHyN0IN3E3AHsBNYSljN9EzC4g+31GmIM8LMXgl8AdhP+Fl3RDcNlbnfeYQFku509/OmcYhSZ3qtRZqPAnMRSY1oie1rCUH5lcA/ufto4vY2wuIP5xS4+0uBDCGYbwavi76+z92/UNeRVOfYeg9ARKRRKTAXkTR5JdAN3OXun8q/0d3HgB9Hl/zbHp/+4c2og6Ovj5XcK2Xc/dF6j0FEpFGpxlxE0mRZ9HVLtXcsVGNuZr2J2uxil/UFHmuxmf1fM/uNme2NarzvM7M/MbPMJMaWMbP3mtkvzGx3VDP/iJn9vZktytv3K1GN9oujTbcnxtpb5nnuIJQ2AJyb93Pekdwv2naemb3IzH5oZtvMbMzMLo32WWpmf2xmN5nZk2a238x2mdndZvYeM2svMoaCNebJ18fMXmZmt0aPNxA95sUVHs7kYx5kZv9iZuui8Q1EcxFuMrMr8vaNz4XeIo9VtpbczJaY2efMbGP0fI9H50l3kf0vM7PbzGyHmQ1Hx/g3Zna1mT2vwP4ZM3uXmf3EzHZGz/GYmf2jmS3N2/cOKnitRaSxKGMuImnyVPT1pWZ2grv/doqPdz/w1SK3vQA4CRhNbjSz5wM3AQcBGwk17m3A6cA/Aq8ws4vcvWStd+LxZgE/As4DBgjB1ADwe8BfAJeZ2Uvc/YnoLj+Nvq4BlgM3A88mfp5SbiLUpF8APBddjxXKZL8OeBfwMKGOfQkwHN12AfBpwjFYB/wiGs+ZhGPxMjN7tbtXO9HzHcCHgV8BNwJHR4/3PTN7vbtfX8mDmNmBwL3AAcAGws86CKwAzgAOBa6pcmylLCQcgwWEc6KD8Obpw4Tz9aXuPpAYXy/wUcLx/DmwObrvocAfAj8BHk/sPw/4IaFMa1f0s/UR5lX8CfC/zOxcd18f3aXa11pEGoG766KLLrqk4gLMJdSIOyGg+SHwAUL9+Pwy910f3e/QCp7nOMKE0lHg0sT22cAT0eN8COhI3LaIELw60FvFz/SJ6D6PACvynus/otvuKnC/O6LbzqvyGJ4X3e+OEvvEj+3AFUX2ORY4vcD2A4FfR/d9Q4HbPfxrKfr6DAJr8m77y+i2x6r4OT8S3efzgOXd1gW8KG9bb6nXDnhbdPtXimx3wpumBYnblgMPRrd9Iu/5B4A9wFEFnutI4LC8bddFj/MdYGFiezvw8UKvaSWvtS666NJYF5WyiEhquPse4HzgHkJG8iJCUPI/wA4z+1nUtWXSogmmNxKyl1e6+/cSN78NOAz4trv/nbuPJMa2A7ic8IbhPWZmFTzXbODd0dX3uXt2Yqq77wP+D9APnGFmZ0/l55qkW9y9YFbZ3R9x918U2P4M4c0SwGsn8Zz/7O435W37BCFLfISZHVLh4yyPvt7k7uOy9u4+6O4T5iFMkQPvdve+xPM8B/xxdPVd0acjAPMIb7wed/ffTXgg98fc/cn4upkdB7yBkPl/q7vvTOw7SniT+CChZOX5tf2xRCRNFJiLSKpEAeELgbOBjwG3ErLbbcBZwHWl6oBLMbMe4L+AVcBn3P0zebtcFH39TpGxbSZMxlxCyHqWcyowB9js7hPaO7r7tmg8ELKfM+27pW40sw4ze7mZfTSqrf5ydOzfFe1y1CSe8wf5GzyUBcWlPAdV+Di/jL5+3MwujV7b6fSgu/8mf6O73074lGcu4fXG3bcSPiE4yULf/WPKPPaF0dcfRG/Y8p9jjFyJ05mTG76INALVmItIKrn7zwm1uXGbxDMINbsvBy43sx+6e8EAupDoMb4FrAa+R2jHmO/w6Ot3KkiILwUmZEPzrIi+Pllin7jOeEWJfabLhmI3mNlRhONUqv3hvEk851NFtu+Ovs4qcnu+rxPOhTcB/wmMmtlvCR17rovOn1oq9RquJ7x+KxPb3kooVboSuNLMtgJ3E+YMfMPddyX2jc+795jZe8qMY2mZ20WkgSkwF5HUizKGPzeziwiZ0lOASymS2S7iM8Crovu/KXrMfHGnkR8C28o83vYKnjOO7ktNkCz7DmAaTcjOJlxPCMpvIJSaPALscvfRKGhfy+TGXui4Vy16/d5sZn9HaLN5dnT5I+CPzOxad39HFQ9Zi0+Qs6+zu//EQoegVxI+DTkr+v5VQK+Zvdzdfx3tHp939wLlJjw/VINxikhKKTAXkYYRBYW3EQLzijOHZnYl8F5CucSrCpULRJ4mdAn5nLv/cKrjJXQ0gVC3Xkx8W2oWRopKL55PaFv5Gk8s8hQ5YuZHVZiHzj2/heynIhcB/wa83cz+3d3/O9o17qIzp8hDrSrzVIdWcNvmvLENAN+OLnEnmU8R6smvJgTrEM47gNvd/c/LjENEmphqzEUkNSqZUAnEkwM3ltwr95ivAT5JWNL+Incv1SP9R9HX15XYpxr3AnuBFWb20gJjW0zIoELolFILcQA6lcRL3Ft9c4GgHODNU3jsaePuY+7+A+D70aaTEjfHb3wm1HtH592aMg9/kpmdUOC+5xLKWPYSXu9S43uG0F4xf2zxeXepmVXzutXitRaRFFFgLiJp8ofRBMPT8m+IJiL+AblOIP9e7sHM7HTgG4ROKq9297Vl7nINIXt5uZldVWjhGDM7wcx+v9xzQ7bzyuejq5+JMqbx48wCPkfI4N7t7j+r5DErEAegR1QZ5CU9Rig5OcHMXpS8IfrZ3ziF8dWEmb3VzE4psH0xuQmSyRr62wk/04Vmdk5i/3bgb4EJ51z+QwOfNbP5ifsuJZRIAVwTfxJjZqvM7J1Rb/J88Rux7Njc/T5CPf8RwLfNbGX+nczsQDN7f95rWovXWkRSRL/IIpImGULLwreZ2bOEBXV2EDK4J5Lr2PEJd7+5gsf7GKFt3TpCacPbC+yzzd3/DMDd95rZKwidQz4CvNfMHiQs8LOcUHZyKGGhmS9X+DP9FWHC6XnAY1Epzj7CAkMHEiZD1iwD7e4bzOzXwMnAg2Z2L6F3+Fp3/2SFj7HVzD5LKP+53czuJByD5wMnAH9HaOFXT68BvmpmmwjnSR+wmHBcewgL+PxnvLO7P2VmnwPeA9xmZj8hTDg9hbB40D8B7yvxfDcQfvbHo5U14wWG5hEWS/pIYt+FwBeAq83sfsLE0TZC//zjCW8UP8B4l0fP8WrCm4cHCMH7POBgQr1/G+GN3kj0M035tRaRdFFgLiJp8iVCh4vzCRnM5wPLCIHMRsIqnl90958We4A88aS6IyheF70B+LP4irv/xsxOJKzOeAkhcJsFbCVk079OmBhZEXffb2YvJ7QY/N+EYC5D+Dm/TniTUclE0mq8htD//VxCdrsduJNQ0lOpPyb0zn434bUYJpRq/DlhZcl6B+b/QDiGZxHe+CwkTNi9j3CefMPdh/Pu8z7CG6G3E1bY3E3IpP8luXrvYnYSOgN9jFDHvoSQsf4X4GPu3p/Y93HCap3nEQLx4wnZ+k2ET2U+4+4PJx/c3XdH5U5vAt5COO9OjZ53MyEg/767788bVy1eaxFJCctbl0FEREREROpANeYiIiIiIimgwFxEREREJAUUmIuIiIiIpIACcxERERGRFFBgLiIiIiKSAgrMRURERERSQIG5iIiIiEgKKDAXEREREUkBBeYiIiIiIimgwFxEREREJAX+P2Bq1x82StP/AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,7))\n", "plt.xlabel('Size of train subset', fontsize=22)\n", "plt.ylabel('Accuracy', fontsize=22)\n", "\n", "plt.errorbar(list(range(num_of_neighbors, num_of_objects)), means,\n", " yerr=stds, linewidth=2, elinewidth=0.5, ecolor='red', capsize=1.5)\n", "\n", "plt.savefig(fname='Problem12_Task3_graph.png',format='png')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }