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@abra3607
Last active August 29, 2015 14:01
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{
"metadata": {
"name": "",
"signature": "sha256:fd38489cba54042b89398d66e95b2d22f98537ad5753f250b8a59b90c3e1bdbe"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"WARNING: pylab import has clobbered these variables: ['repeat', 'product', 'normalize', 'copy', 'matrix', 'compress']\n",
"`%matplotlib` prevents importing * from pylab and numpy\n"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from sklearn.linear_model import *\n",
"import warnings\n",
"# warnings.filterwarnings(\"ignore\")\n",
"from sklearn.base import *\n",
"from sklearn.datasets import *\n",
"from sklearn.cross_validation import *\n",
"from sklearn.svm import *\n",
"from cvxopt import solvers, matrix\n",
"from sklearn.metrics import *\n",
"from io import StringIO\n",
"import sys\n",
"from itertools import *\n",
"from sklearn.preprocessing import *"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def make_normal(dimensions=2, center=[0, 0], std=[1, 1], n=10):\n",
" res = zeros((n, dimensions))\n",
" \n",
" for i in range(dimensions):\n",
" res[:, i] = random.normal(loc=center[i], scale=std[i], size=n)\n",
" \n",
" return res"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def make_data(n=10, centers=[[0, 0], [1, 1]], stds=[[1, 1], [1, 1]]):\n",
" blobs = []\n",
" \n",
" for center, std in zip(centers, stds):\n",
" X = make_normal(center=center, std=std, n=n)\n",
" blobs.append(X)\n",
" \n",
" X = vstack(blobs)\n",
" \n",
" y = zeros(n * 2)\n",
" y[:n] = -1\n",
" y[n:] = 1\n",
" \n",
" perm = permutation(n * 2)\n",
" \n",
" X = X[perm]\n",
" y = y[perm]\n",
" \n",
" return X, y"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def visualize(X, y, estimator):\n",
" min_x0 = min(X[:, 0]) - 1\n",
" min_x1 = min(X[:, 1]) - 1\n",
" max_x0 = max(X[:, 0]) + 1\n",
" max_x1 = max(X[:, 1]) + 1\n",
" \n",
" h_x0 = (max_x0 - min_x0) / 60\n",
" h_x1 = (max_x1 - min_x1) / 60\n",
" \n",
" xx, yy = meshgrid(arange(min_x0, max_x0, h_x0), arange(min_x1, max_x1, h_x1))\n",
"\n",
" pred = estimator.predict(np.c_[xx.ravel(), yy.ravel()])\n",
" pred[pred == -1] = 0\n",
" \n",
" pred = pred.reshape(xx.shape)\n",
" contourf(xx, yy, pred, cmap=cm.RdBu)\n",
" \n",
" t = X[where(y == -1)]\n",
" scatter(t[:, 0], t[:, 1], c='r')\n",
"\n",
" t = X[where(y == 1)]\n",
" scatter(t[:, 0], t[:, 1], c='b') "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"LinearSGD"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class Regularization():\n",
" \"\"\"Collection of regularization methods\"\"\"\n",
" \n",
" def L1(w):\n",
" return norm(w, ord=1)\n",
" \n",
" \n",
" def L1_gradient(w):\n",
" return vectorize(sign)(w)\n",
" \n",
" \n",
" def L2(w):\n",
" return norm(w, ord=2)\n",
" \n",
" \n",
" def L2_gradient(w):\n",
" w = array(w)\n",
" return w / norm(w, ord=2)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class LossFunctions():\n",
" \"\"\"Collection of loss functions and gradients\"\"\"\n",
" \n",
" def hinge(X, y, w): \n",
" res = 0\n",
"\n",
" for X_i, y_i in zip(X, y):\n",
" z = dot(w, X_i) * y_i\n",
" res += max(0, 1 - z)\n",
"\n",
" return res\n",
" \n",
"\n",
" def hinge_gradient_i(X_i, y_i, w):\n",
" z = dot(w, X_i) * y_i\n",
" if 1 - z > 0:\n",
" return -y_i * X_i\n",
" else:\n",
" return zeros(len(X_i))\n",
" \n",
" \n",
" def log(X, y, w):\n",
" res = 0\n",
" \n",
" for X_i, y_i in zip(X, y):\n",
" z = dot(w, X_i) * y_i\n",
" res += log(1 + exp(-z))\n",
" \n",
" return res\n",
" \n",
" \n",
" def log_grad_i(X_i, y_i, w):\n",
" z = dot(w, X_i) * y_i\n",
" e = exp(-z)\n",
" \n",
" return e / (1 + e) * (-y_i) * X_i"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class MySGDClassifier(BaseEstimator, ClassifierMixin):\n",
" def __init__(\n",
" self, \n",
" iterations=100, \n",
" learning_rate=0.1, \n",
" alpha=0.001, # regularization weight\n",
" loss='hinge', \n",
" regularization='L2',\n",
" learning_rate_heuristic='exp', # alpha_new = alpha_old * gamma\n",
" learning_rate_multiplier=0.99):\n",
" \n",
" self.iterations = iterations\n",
" self.learning_rate = learning_rate\n",
" self.alpha = alpha\n",
"\n",
" self.learning_rate_heuristic=learning_rate_heuristic\n",
" self.learning_rate_multiplier=learning_rate_multiplier\n",
" \n",
" if loss == 'hinge':\n",
" self.loss_f = LossFunctions.hinge\n",
" self.loss_f_gradient_i = LossFunctions.hinge_gradient_i\n",
" elif loss == 'log':\n",
" self.loss_f = LossFunctions.log\n",
" self.loss_f_gradient_i = LossFunctions.log_grad_i\n",
" else:\n",
" raise Exception('Unrecognized loss: ' + str(loss))\n",
" \n",
" if regularization == 'L1':\n",
" self.regularization_f = Regularization.L1\n",
" self.regularization_f_gradient = Regularization.L1_gradient\n",
" elif regularization == 'L2':\n",
" self.regularization_f = Regularization.L2\n",
" self.regularization_f_gradient = Regularization.L2_gradient\n",
" else:\n",
" raise Exception('Unrecognized regularization: ' + str(regularization))\n",
"\n",
"\n",
" def fit(self, X, y):\n",
" self.n = X.shape[0]\n",
" self.m = X.shape[1] + 1\n",
" \n",
" self.X = hstack((X, ones((self.n, 1))))\n",
" self.y = y\n",
" \n",
" self.SGD()\n",
" \n",
" \n",
" def SGD(self):\n",
" w = ones((self.m)).astype(float)\n",
" \n",
" self.errors = zeros(self.iterations)\n",
" self.losses = zeros(self.iterations)\n",
"\n",
" perm = permutation(self.n)\n",
" \n",
" loss = lambda X, y, w: self.loss_f(X, y, w) + self.alpha * self.regularization_f(w)\n",
" loss_gradient = lambda X_i, y_i, w: self.loss_f_gradient_i(X_i, y_i, w) + self.alpha * self.regularization_f_gradient(w)\n",
" \n",
" learning_rate = self.learning_rate\n",
" \n",
" for iteration in range(self.iterations):\n",
" shuffle(perm)\n",
"\n",
" for i in perm:\n",
" w -= learning_rate * loss_gradient(self.X[i], self.y[i], w)\n",
" \n",
" self.losses[iteration] = loss(self.X, self.y, w)\n",
" \n",
" error = 0\n",
" \n",
" for X_i, y_i in zip(self.X, self.y):\n",
" if self.get_class(X_i, w) != y_i:\n",
" error += 1\n",
" \n",
" self.errors[iteration] = error\n",
" \n",
" if self.learning_rate_heuristic == 'constant':\n",
" pass\n",
" elif self.learning_rate_heuristic == 'exp':\n",
" learning_rate *= self.learning_rate_multiplier\n",
" else:\n",
" raise Exception('Unrecognized learning rate heuristic ' + str(self.learning_rate_heuristic))\n",
" \n",
" \n",
" \n",
" self.w = w\n",
" self.coef_ = w[:-1]\n",
" self.intercept_ = w[-1]\n",
" \n",
" \n",
" @staticmethod\n",
" def get_class(X_i, w):\n",
" return int(sign(dot(X_i, w)))\n",
" \n",
" \n",
" def predict(self, X):\n",
" X = c_[X, ones((X.shape[0], 1))]\n",
" \n",
" return array([self.get_class(X_i, self.w) for X_i in X])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 53
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"random.seed(0)\n",
"\n",
"X, y = make_data(centers=[[0, 0], [3, 2]], stds=[[1, 1], [1, 1]], n=50)\n",
"\n",
"scatter(X[:, 0][y == -1], X[:, 1][y == -1], c='b')\n",
"scatter(X[:, 0][y == 1], X[:, 1][y == 1], c='r')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 17,
"text": [
"<matplotlib.collections.PathCollection at 0x113781438>"
]
},
{
"metadata": {},
"output_type": "display_data",
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CGwTcYrW+JXXqtDA71kU1b95e7PYXBTIENovDUUrWr19/2f1WrFghlSvXl4iI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\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0x1136fd710>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"grid()\n",
"\n",
"title('MySGDClassifier')\n",
"\n",
"estimator = MySGDClassifier(iterations=200, loss='log', learning_rate=10, learning_rate_heuristic='exp', learning_rate_multiplier=0.97)\n",
"estimator.fit(X, y)\n",
"\n",
"visualize(X, y, estimator)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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cgmB3KL7fX1v/EgrP+TF5U0bSb9p55E//Nop6eD6pknukt2jOQcC/wi0X8BKW\n7KKYP9eSM5Cc8eeRPe68pDHYMveIpM9RYsmgxNL7LHA5qpU1wJWYivI7QJ7a9mJcLNEyctG6seVb\nCAP/gQ3o3gZsBSOx9hsWw9HFh36nXU5N2Y3AAwijHFvhcOyDxiV6WGmBzD0SY9Jd044mX8so4KFg\nE6cZIbJQ+FyBm5wDOr1PW/cyMyfNAUq4KsaVb1rrm0IY1K59kmC1HyFOAh4ld9L5R+UsSTWs/YZR\ndN4dhBoPoNqysOR0/nPoq8Rb05aFfSUpRUAYfBH0oCM41uIkq8XiWkckqmyZ7+Am6t9fhQh9hhkd\nuwnUKQy85P6UyfcRS3RvA7qnFktWYbdDDlOBlC03JjXt9CNW87YpKqW2LCbZsrtssOHoAgqx2jnZ\nWt80/C4Q4zANNsAJIILQYlt5MhJsOEDN6ieoevNhXBvfQBh6h9f3RNd1b3+Xytd+Re3qN6h89Rd4\n9/csl0qiSbXcI5I0ICgMtgY9bAl6CKRw5fGWZcsiiaZina/Elj8SwZvA+0AIlHuxZA/vUZhdvNA9\ntdSs/DOBQ5cTqn+Ipq1VNK5/KarPCDVV0/i/18BYjwh9jtDfoOGDv2OE/O3eI/Qgro3/MfOpbHrj\niHwq6YSURyQd4jF0fufaQ6YRwgLUqBo3ZY8gR03tNezp88YxYv7cmO2cbIlv//+o/2gFItiAJfcY\n8k9fcERsd7Lh3l5G4+cOMJ4MHzkI6mgGXfqbqD3DX7GZuvc/RQTfaT6mWIbR/8zvtBmFIoRBzapH\nCdYNB/1S0FZgy99P/sxrklpmSsYdkZI+zuveamYYQZaE2zcZIV7xVPKtrNRO5rhm+UZYvpHp81Yw\n86FlUd852RLHkAkMvGgCwjCOCA9MWhQVFF+LAz7zWBTRsosQxiZgOzAaeA9EI1pGXpvXhxorCNXV\ngr4OsIB+OYHaEYRcFVhzBkV1bMmO1LRjTKpr2rVGgHMxP+4V4Nzwsc5IlXlHW+vuSN9MCYMNOIZO\nRNFWgfITYBlo55M1puOdh93VdS2ZBeSUXgDqySiWE1C0c8k7bUH7spGhg2IHIusYFhTF1uW6lrFE\nxmlLkorBFgdLQl4uQKACj6EwROtblbfXLN/IdGAEMHPSnKjsnGyPYN1eGj55Fd3XiH3AKHJOmoNq\nscfkWT1Fc2RT+LUbcW16G8O3Gvvgk3CWfKVXfQph4N6+lkDlPrSsHLJP+CqZo76CY8g4DE8dWlZ/\nVFv7YaJbg8yBAAAgAElEQVSW3MGoGQK96fsg5oHyLIpVR/c1YDEGHrFFv68Tl49+GaedupzlKKDW\n4mQACgNQ2GFxcJ6z851oqT7vntJRzK7uqaVm1SME627G8L6Md28+9e8/G8fRdR3NmU/e5EvJP30h\nmaNO61Q37ixWueGTF3Ft2In/wDV4vhxE9X//iAgF0BzZWPOHd2iwwcynkj3+q6gZr6JYvgE8gxEY\nTv17q6he+XBCFyVTLfeIpI9jVVSuzhpCo9ARQK6iJfXCT6wQoQChpkpUWyaas1+P+vBXbAFxJuae\nTsB4Gn9FLsJYEHdPMdRUTbB+H1pGHtb84pj+TEUogHf3uyAOAblgLMTwnYa/cguOwRO61IfvwAbq\nP3wR9LuBvwDXgH4jAoNQwxzc21eTdVzPa2amElLTjjG91XYP6QE+CbjYEfJGaUTdR1EUclULeaql\ny3/cqaJpd4VgwwEqX/0lNW8/T+Xr99Ow/pV2r+1Q07bYQKnCzHcIUAOKFvVFvs7wln9O1RsP0vDR\nPmrLnqPh4xfoaYRXhI7mbVbMUYCIrKYAzm7p0a6Na0H/K3ADoAMRA62CMYtQU0NPhh0VZJy2pJlP\n/I080Libfe6DLHPt43l3RaKHlNJU60H2hXwE24g1bxnDHVmQjMRw1737DEbg54jQNjB24t25tUdp\nSB2DJ6A6doE6H/g9aLPIOu6s5g9CIQSeXR9Qu/Zp6j/+B7q7tlfzbQshDBo+fAb0NxGhfyP0L/Dt\n20mg+sse9icwgt4Ojb5qdWArGgfaN4G1oPwCRd2IrTuygtAxs7IDTAb+ABhAHWhLsfUf2qPxpyIy\nTjtJ0YXg1vrtvIPgRKARGIfC/OxhjIpC8qW+QEgIqo0gGYpKbgdx40IInvVUsD7goh/gVzRuyB5G\nodZ2pELLGO65T63n1WtngqgFwgVk1RvIHn+QrGO7/zpuBLy4t5ehe9zYB5aQMeyk5nOuL97CvXkT\nQr8T2Ixie5zCs25Fy8jt9nPafX7Qy6F/3Qni8JubYrmEnEnZOEd0Lx9KoHonte88iQi6UCyZ5E+7\nAlvhMW1eK0IBGj9/jUDVXrTMPHImnoclq3+Xn+X+8l0aP/8A9IeBA8BNoBhAEGfJ6eSc9PWklO1k\nnHYa4RE6KnBiuJ0DTADqjFDiBpVEVOtB/uTaC0KnAZhmy+ViZ1Gbf7gfBV3UBlzsRZAF/EqEeM59\nkO/njGiz75Yx3CseWkbJ/42mYt8LwEKgEUV5C0v27B6NW7VlkD32nDbPubeuRujvA6YHKkJ78ZV/\nSubo6CX6VywOVEcBhvdR4BpgM0KUYc27vlv9GEEftWv/hgg+AcxBBP9D7drLKTr/zjYXFRWLjdxJ\nF/V43M5RpwHg2XEziqqRecJlZsUdzYpqjV3pumREatoxpqfabpaikamoPBFu/w94DximJVd4WHvE\nWtN+xn2A74kQ+xDsQbA70MCnwaNqSgNwIOTnorDBBvgWUN6FWPNIDPfL9y4kL+92LBkngVZCxoj2\n05D2St8UOtDSADkRUY5DVhSF/OlXojruATUP1JPJPWkO1tzubVDRm6pA9OdwvUYHMIyQ61BUxxtB\nURQyj5lK4Vk30P/M75ExZAKaIzspDHYqxmn/DTgPqATGR6E/CeYv6bXZw7jTtY+bwjUR5zsHMqCd\nV/pYszfk4xn3ASqMEMM1GwsyB7crL8RlPLo/EoNBP+BiBP8L+ZjURlWcAZqNV1C4DUEG8CIwqIt5\nuCNe99sXn0zjwlvY7rXx0l5iEsedUXwqnl1zQf8FsBlF/QeOIbdE/TnW3EEUXXAnht+Nas1A0bpv\nBlRHDsI4iClVDAZqEcZeVEdOtIcraUU0RKDTgSbgKdo22lLT7gWGELiFToaiYUmQZuc2dO5t3Mlv\nhcH5mJ/Sf1As/DS3JGFjeqBhFzcbAa4BfMA0FEqdA/iK/Wj91xCCp90H2BZ00x+FGkXh+9nDu/0B\n2FrrjrbhFoZB0+aV+Mq3otqd5JR+DWte8i6wNax7Hs/Oj0EZCVSSedyp5Iw7K9HDSipioWlH6y+u\nGHgFabT7JFuCHtY07edDDr+qD0PheznFCfP89+t+/ujaS7GAgwiKrZlckTkYtZ0PESEEB40APmEw\nRLNj70WY3YJX7m1ONLXox08S+vAJ/DW7sWbkok25Alt+cbtj8Oz+gEDFHjRnJlnHzUK1Z/Z4HInE\nd2ADde8vB/1qUHajWFdRdM5tKTufWCHzaacgfSFe2amo7EcQiTeoAeoRODswfLGe9xDNzl25JZyR\nNYSrsoezqAODDeYfwGDNToklo1cGuzWBNX/k8srtbAn5eNh1iKa3H0L3Hh0zbPibqF37CI2frMS3\n73zc2wZR/dYfMIK+NnpNfhrX/xv0Z4H7QDyHCE7AvfPdRA8rIaSipt0p9913X7PhzsvLo7S0tHlr\ne+R4e+3IH39kW3SqtfeGfEk1nh61haDEmslpQTdjELwDnGHvR7Zqaff+CB3132iEeMRVzn7DzwDV\nytzMQYTCb2VdGZ9T0RCARxjNUSPx+H6s/nQT0ybNoamxAXf9AS7CYChwGXCXMDi4Yy05484HzD9o\nw+ei4dOXEYGTgUJMQ/cBRmAXTVvewj7g2Oat0BEDkIh2sH4/9R+uwAj4yBg2nuzxZxOo2dnm9eaH\nzUigDADEEETgUELHn6h2sG5fu+c7s28t22VlZSxduhSA4uJi2kPKI5IuYQjBuqCLSj3IMIudCdbe\nl4b6beNuztb9/AgzMuY7KNyeO5L8BBTr7Q4ReeStbZVcUjqSvcJgEOY+veMtdmpOuxr7wBOar6//\n6Hm8uycDvw4fuR9Yj2LxkXNSDs7iU+M/iVbonlqq/vNbROjnwImg3Y1jkJe8r8xvM4yy/uMX8O6x\ngPEIsA+0SyiYvqDdOO1oEnLX0LRpJYbfj2PYGDJGnJKUMdqQwvKIJPVRFYXJthzOyyiIisH2Cp1d\nup8HgIHAxcBU4MsEbtfvKk9fcBfaupc5c0wR86+7mcmajbuBGZqVqtwh2IqOPeJ63esGJrY4ciKw\nCZQ12AccH8eRt4/vwEaEcS5wPTAN9OfxlX9C9X//hBE4+meSe9IcMoYHUKwno2ZcTu7kOXEx2Lq3\nnuo3H8K7eyr+g9fSsO493FtWxfy5yUQ0jPazmI7SGGAf8O3WF0hNO/3obN5WVARmwBiYXuoewKmk\nRorNyJb3v152Clf/aQnPnXMFG0u/gTL2vKOSPzkGl6BovwYOAtXA3ajOBgpmXd+l3Y6Bml3Uf7SC\n+o//QbBuX0zmo6gaKK4WR1yAk1D9FBo+PbrUmKJZyTvlGwy86OcMuOAONMfRoZaxwLt3HUK/EPg/\nYCHo/6Rp6+q4PLs9UjH3yGWYgZp2YBg07wdJSQwhWBdwsdJXx+5Qai4SpQIWReFCR3+monAHMAsF\nVXNwgiV1UrpG8pXcPt7GZy8+wrPLHmwzW5/zmNPJGDUI1FGgDCVjZCZF597WpQ0t/spt1JQ9jnf3\n+Xh3fZWat/9CsHZv1OfiGDoR1foRpqe9BDgfuBXEdQRryqP+vB4jdBAtN9Q4IIXrlvYEmXukBYYQ\nPNpUjh7ycjLwL+D8jCKmOtougdSX2RL08JrnEB5hMNaaxRxnUUxisjcF3ewMeclTLXzFlpuwuG9D\nCP7pbeSDgB+ronJphp2T2tio0x6RGO6VBTPaLVsW+Tvojv5as2oJgarvA1eEjzyEY+gL9DvtW13u\no6vovkbq3nmCYK0AbjefqfwSW9G/KJhxZWe3x4WQq5Lqt36HCP0SGA3a7ThHFZJbekGih9YmUtOO\nMZtCbrwhLx8heBTBGgTLvZUYvUxbmWrs1/083lTOvUaAf4kQvkADL3hisz15rDWTCzL6c7o9L2EG\nG+Cf3kZW+gdTJ96m0niGx90etnVD2op43R2VLVMUpdsLZsIIAS0llH4IPTaepebIoWDm97DkKSiW\nB1AsU1FtfyR30pzOb44TluwiCs74HraiJVjybiLr+OHkTDgv0cOKK3EJ+SsrK0uJ6jUuQ+cEDn9T\njgVCCIII7D18KdkS9KRcFZfPAk0sQnBpuP0EgokBF/MyB3a5j1Sb9weBAAEeA8x0rAF+zMfBBxnT\nzTncefYPuWb+CmbPnxuVYsHOUaU01N8EeiYQDHuWX+9xf+0RqNlN0xdrEKEQzjGnYnH2AyOEteBS\nVGvnWSX9ldviVsHF2m8YBTOvisuzukI85w4yy98RjLJk8BtgDTAFc6ljpGqL6maMVMCmKBxCIZKs\nvzJ8rC9jV5RwZRUTlXIy6NkbViRfyYJX7mXmwjmUTS/hqrtf7FFfzuIpCMPAs+0HoChkHn9el6u9\ndJVg3T5qyh4F/ZdAAYHa28gpnUHmqN7VhZTEBqlpt+J/wSaedR+kVhgcp9lZlDWEfkkeNxxtmgyd\n+xp3cYHQORZ4EIWvZRQxrQ9r+58FmnjU3USAH6GyH4fyJPfkDOhVzPj0eeMY+tAyynY39NrjjiUN\n617Es2M68LPwkVVo2d+l6JybEzmsPoHMpx0HJlizmJA3GiFE0gbsx5osVeNHOcWs8tWxW+jMtWUz\nztq3c0qU2rK4WVX5JPA7HAhmOgak0Yd1G05Vmq3jpBJS026HaBnsRGu7TYbOGn89PqEzzprVZY02\nR7VwYTtV14UQfBZsosIIMESzM96SedT3K9Hz7gmjLU5G9zLkMB7zDjVVo7ur0bIKsWQW9Lo/Z8kp\neHY/CHoB0B+028g8dnq3+oi3rptMSE1b0muCwmC1v55Dup/1gSbOx+BE4M/+ei50DmBKG+lLu8Nz\nngoOBFycheBVFHbYc7nIOSA6g+9jaOteZuakOUAJV0VBHjHLbr2Goh6PMDaTM3EOmSW92wZvLuxd\nQ9MXTyNCITJKZuMcMbnXY5XEBqlp9zEMIfizax9Fuo+zEDwJzMQsg/ouME/RWJzX8+3GB3U/DzTu\npgRoCPf9PHB37ijyOqjT2B4hIfgw0EiDEWKUJYNjU8w77wrT541Dve1+Fl6+kC82bkCx5qKdughr\nTjerxXjrqXz916CvA0YBW0GdTNH5P436jkTdXUvD+tfQm+qx9R9Kdum5qJbUqJqUTMg4bUmn7NC9\neHQf/0ZwK7AWWIqZTnUY4O3kA3Rz0M0TrnKecJWztY045d0hHzqwGHgdqMUsNOUWerfHqgvBn117\n2eE5xEhfNcuayinz1XW7n2Sn7LkNfP2kE5nxyft86m7k/xrK8b79IEageykOdE8dijIC02ADHIui\nDsHwRvd7ZgS9VK/8E/6DZxJq/Aue3TnUvfNUhxXXJfFD5tOOMfHOPRIQgv4oRDZT52Aa1Y3ANShM\ntLWf7GlT0M3Spv1cEXKzIOTm8abyo8ZfbQRZCFyAGcf+CGaWiuxWYZFdmfeGoBuL7mcVggeAtQhe\n8Fal9GamtuZda4SobHDzC91gJHCdEJxoUxlZ3L0CEpasQhB7gI/DR94DcRAts+tVzbtCoOpLRGgU\niMXADDCeIVC9DdHBh0y8828kE6mYe0SSRIy0OPhSUfg9sBm4EQgB30TFsGVzaQfa87u+Wh5CcDXw\nXeB+BO/5ao+4JkvV2N+iXQ7YgF837uGQ3nmx3Ja4hc4xHP4lLMbczKT3MD46WbErCh4EkdIIQaBK\nD3DfRSe2uXOyPVR7FrmnXoaifRXFMhxFO5e8077VZvXz3mDmT/FxOKokYOb8SLP9CslKXBYiUy1y\nJJrEO4LCqWjcmD2cJ9wH+Y0RZJjm4K7MgWR3QW8WiCN+ISzhYy2ZYsvhfm8tl4kQY4G/Ar8HaoXO\n0+6D3JAzAujavMdYMvg1psxyCuZmpmM1O9YUNg5tzTtbtTDVlsvpgUa+ieANFHKDGgOf+T3Df/f3\nbu2czBgyAfucMRjeBlRnXkx0ZlvhaNSM19Dd3wZjFmiP4hgyGdXW/s7IdI0cgfjPXS5EJoigMHjZ\nU8X2kJtsReMC5wCGWxyd3xhDPgs08bz7AH9AoAM3ovCtrCFHxWi7DZ0/NZUzVPdxJzAb2AJ8tQeL\nnFuCHla4D1IndEZrDhZkDe7SB0yqIYTg46CLfSEf/TUb02y5aIpyRLHgst0NPd45GW2MgBfXF2+h\nNzViKxxC5ugZKGrqfpgmipRdiJSa9tE8466AQAN/N4Jcq/v4g2svtUYwzqM7klJbFpdmDuJ+LYMH\ntQwuyxrc5qaaTFVjmj2PBhQmY75EPwYM1Q57fV3V8o+zOvlBzgiGaTY+173c27CLT/2N0ZlQAmhv\n3oqicIoth0ucRcyw56GF49rXLN/InmUr0Na9DMCk2aVxG2tHqLYMckvnkD9tPlnHntGpwZaadvzo\ney5NCmAIwYdBF1WYC4WlwF8QPO4qp8Tq5FxHf5xt5GWOBxNt2UzsQkrS02w57A15GBpw4QSyVCvX\nZXYvhC3C35rKuVD3cw+wHoNzPBUMtNgZrNnZr/v5j6cKr9A5zprFLEd+hwV8JZK+jtS0Y0xbGqcC\nWFCoR5ADLATygTuMAG/4A/wu6Oa2nOKk1nYVReGyzEGcl1GIXxgUqNYjjGlXtfyQEGzT/fwc0DAT\ndZ2LWXbMhspDjXu4C8EY4Ge6H48wmNPGTs2QEDQJnWxFa/ZiE0Gq7QKNFlLTjh/RMNpnA7/D/Jt7\nnMPVSyXtoCgK5zjyOdNXy1UIXsUsQuUALgUmGjpfhrwcH6V8H4f0AP/2VuExQoyJsrea00v9WQOc\nKGxAUIoZ6bIRmKZorAu6mIsgkrboOASn+OuPMtobgk080XTA/GVWFK7OGtKt7eheofOC+xC7Q176\nqVYuyhzAYC3+G0lmFufy8Jq4P1aSYvTWldOAP2Ea7hMwS48dValUatpHc7ajgBnOAbxkyUSB5rhq\nBTOErqM0958Fmni6aT/PuSuo7CTMrt4I8dvGPZwbbOJu3cd2Xw0veat6MJPu0VVNW1EUvukcwGwU\nrkThFBQslgxODBcPDrW4Ngi0/qxpNEI82XSAfyOoQbBMGDzm2o+/GyWolrj2MyzYxL9EiCt1L39w\n7cVlhDq/sQ16EpcfKaBQfvP85gIKyaJtdxWpaceP3nrapwBfArvD7eeACzFDhCUdoCgKU+y5nGLL\n4S9N+5gX8nEtgjeAg4rKMZa2w6ve9dXzpreSnyHYBzwQcPHjnGIKtLYz0n0acHEOgtvD7ZMQnOCv\n5yJnUUzm1RNOsecyULOzI+TlVNXCRGtWuPp7Nvd5ayjGYAywGIWZ9n5H3HtADzAGhdPCoYnnALkI\naoxgl7xlr9DZonv5GPOP4UTgFQHbQl4mdaDt7w35eNdfj0Bwij2v3Z9Xd1izfCPTmc/s+XOZuXAO\ncyFp07lKEkdvjfYQzArsEcoxZckjkJp2+yiKwlVZQ3nNW8VtIS/5qo2bnUXtFl5421fDcgRTw+1G\nDN5tQzJo7p8jE2/GqwRqd7Xd4RbHUSGP+aqVW3NG8Ja3mteFzhRrNlNbJbsqUC18iaACGAjsAHOB\nV+nar7YFBYGZR6UA83tVg+C4DuSj3SEff3Lt5UcI7MD/BVxcmTWE462Zvda0IwUUps9bwYqHllE2\nvSSpc3FHkJp2/Oit0e5SAPaiRYsoLi4GIC8vj9LS0mZDHpFO2mtHXjcjfwx9tX1xeKfilqCHg3qA\n3LBW3Pp6tzDYDM1Guw6obBEq2Pr6bNXCM8C9wDjgR3BEGF+yzL+9dp0R4mR7Xrvna4wQ46zZTAi6\nOAmF9zCYassjKxx901n/O0I+Sq2ZnBH0cDWCfwCHFI3jLe2P701vFT9DcAtQBlyL4C1vDcdbM6M2\nf8Jet+WEsdxw7FT+NLuUdSs/a34VjxgK2U7udmf2rWW7rKyMpUuXAjTby7bo7WrUqcA9mJo2mCWc\nDY5cjBSrVq3qkbfdFzbXRDu/8mveanb5ankQwX7g+yj8IHt4hxtzqvQA//FW4xHmQuRMe7+YF3iI\ndz7tct1PpR5gsGZnoNa9nB5CCN4PNLIn5CFXtTLbkd9hibknXOVcGXITqU/+MnC35uCGnBExmXcq\nVMCR+bTbnnsyVq75BBiNmTbiADAPczFSEiPOcRSwEoUbAo3YFZVrMgo73UlZqNlYkDU4TiNMDEM1\n+xGbe1rSaIR4w1dNkx5ipDWTGfa8Iz60FEXhNHsup3Uxz/gkRx53NHkoDMsjN6Iwyx67UmxS65a0\nJBru1jkcDvlbAvyq1Xm5jV2SMLxC51cNu7lIhJgC/A6FAfZcLull0YZP/I2s9dWGFyL7xa1+Znte\ntwgF8Ox6D93rwl50DPaBRwVxSRJALDxtmXtE0qf5MNDIbncFb4aXX6oxV8//lDcmZXdWtsxXMvep\n9Xzy5sdU//fPhJpGgT4ZtCVkjz+drDHdKxkmiT4y90gKEu982slCsszbEIKWwXgOzNXz9qJo3IbO\nzpCXuh7mgYnHvFvHdX97WgbCVwT6a8Bi0Mtw/e/luBYtkHHa8UPmHpH0acZaM/mFonC/EEwG7kPh\nVGsWlja87M1BN0ua9jMUhb0IzssoYLaj94VzY0VE6x6R1x+7VoKn2SkbDiIAwgAlMTlsJLFDyiOS\nhOI2dFZ4KtgZ8pKnWrjEOZDiKKeoPaQHeMVTicsIUWJ1cl5G4RFG+x1fPa/6qnAJg1nAPzDLs01E\n4Qc5IxiSgC3t3WHqI9cz6dv34vE8BpwEyj3Y+q+n4IxrEj20tCcZo0ckScS2oIfXvZX4hMFYazbn\nZvRPaPKkjtge8vCS+xCHjAAXAk8AH+g6N7r2cWfuyB4VCW6PAZqN72QPbfPcF0E3b3greQvBEOBa\n4FbgL8BkFCr0QNIb7ZIhA3jppWe54qpbqaw6hNZvJHmnzE/0sCQxQmraMSZe2m657ufRpnLu1P0s\nM4JU++t4yVsZl2e3RUfzrtAD/NVVzu1GAC9mLu7RwALgdARbQ/HTwzcH3VwfTlZViBn69AawF/gY\n0e2Y70Rp+VOnTePxN97k7N/9k/xpC6NegqwzpKYdP5I396ekW6wPuLgKwTcx8wgsRfBJIDmLCWwM\nuvkGojmgP5K+SgD7AXsvfi27WxTYqWhsavEGuhmzUPF4FL6W0T/pvWzgiCIKkr6PzKcdY+K1K9Cq\nqLQswVsLWOOyZNE2Hc3bpigcRMGK4KfATGAR8C4Kbs3WZrWcztgQbOLv7oPUCoPRqo0rs4a2m0Sr\nJTPseTwQqGeOoTMUwbMonJdRyERbdo8kmkTk047kK1nwyr3MXDgnIflK0nU3JMR/7tLT7iN8xZbD\nq4rGTcAfgYtRONPRP2bPM4RgX8jH3pCPUDe928m2bD5TNBYCdsxFv79rGWRl9OcH2cPbjOzoiEo9\nwJNNB3hBGPiA+UaAR5v2dXofgFPVuC2nmDxnETUZhdySM4IzHP2iqqnHi0gY4Oya1Vw3vSTl0rtK\nukZcokdk7pH4eF91RpBVvjr8QmesLZsJ4ZzU0cYvDB527cOl+7EAmmrlhuzhZLYokdbZvN2Gzip/\nHR6hc5w1s1dj/TDQSLX7EC+Go68F4AR+k3cMGXEOeYt3zpX2WPDKvc3FguPhdcvcI6mTe0SSRPRT\nrVwchzzZ//ZWc7zu5zkEAWCqEeDXDTsZYclgjrOIwi4s3mWqGudnROdNIFvRWBMeiw3YDqgovdLG\nU52nL7iL6fNWMHv+XJg+g4eR+Ur6CjJOO4nZHHSzV/dTpFoptWbFPDNfV3nMtY9bQh7mAnMBP3AL\n8A7we0XjzpyRzalRq/QAL3kqaTCCFFucXOAsxBbl2peGEPzNvR930MNk4BXg/IwipsYpH0iyE2+v\nW3IYmXskjXjNW8WnvjouQPA2CgOsWVyeOSgpDPdLnios/jqWIigC6jG3hwOchUJJ5iBOtmXTZOj8\nonEXNwmdacADKFRZnXwnq+2Y6d5gCMHnwSbqjRAjLRlR36CT6kTylawsmCENdxyRuUdSkJ7E7TYZ\nOm/56vgQwR+BjxBsCTZRrvujP8AecHZGATs0O8cBOqanDaaW7EFBw5z3lpCHicLgDmA6sALBp0F3\nt+o3dhVVUZhoy+YMR7+EGuxkybnSmjXLN7Jn2YqYLVLKOO34ITXtJMQtdPKASPLQTGAECk1CT+Co\nDmNXVG7IHs4hI8C/vdV8LbxB5R1gr6pymTWTXSEfGtDShPnC//fGUzCEwCV0MhWt21EmEklfQMZp\nx5ieRBIUqFYMReMPIsRVwOvANuCbWvK88quKwiDNzqLMwZT563g06CFXs3GLowC7onKc1YlfGLyi\nalxthJgG/BmFmbYcrD3UtHeGvDzWVE5QCHTgisxBlHZQfDcRJEPkSCJI18gRSL0akZIYYFEUrs8e\nxp+b9nObEWCgauF7mYObF/eSCVVRmOXIB0d+8zG3ofO2vw63EWK2oz8HdD+PGwHGWMyqMT0hKAz+\n2lTOY8LgIuAj4Cz3QUZYHPRTO99EI5H0FeJitMvKytLW2+5p3O4AzcaPckfGYESxxScMfuvazbFG\niPOBPwQaOdlRwMUtFh8NIVjtr2dfyEOuauNrGfmdxlPXGSEcQnBRuH0K5lbz/XogLkbbLwxWuCtY\nH2zCqaicn1HIqW2UJ0uWOO22MFO5wuz5NO+cvOruF6PSt4zTjt/ceyMvfgPYhLkWdVJ0hiNJddYH\nXBxr6NwB3Aj8F8FrvpojEvI/56ngS28VVwSbyPHX8fvGvQQ7WZzMUS3UA1vD7WpgC4L8OO1c/Ie7\ngrxgE1sRvCR0XvYcYluSLjp2RMsCCrNrVrNk8cVy52SK0RujvQG4CFjT2YXp6mVD+mmcgXAY4Mxw\nuz8QRBAx2T5h8F6gkTcRXAk8jSDHCLI15O2wX4eiMs9ZxGkonIvKeBSmOvoxOE4JnTaF3DyIYCCm\nl38tgk1B91HXpcrPu2U0yYqFE1my+OJe9ZeuXjaklqa9JWqjkPQZxloyuQ94EjgRuAuFydbM5nqM\nISHQoLkEmAJkoXQpf8lp9jxKLE72634mq9ZOq9BHk0xFY7swKAm3t6DgTMI1hu4QSTQV2Tm5ZPHF\nMqR7M08AAAxDSURBVIY7BZBx2jEmWeN2u0qtEeSjQCMbgk3oXTCs/TUzD8li1cpFigWfLYdvZQ5q\nPp+laoyxZLAQhfeAXwBbFYUxlox2+2zJQM3GJFt2XA02wBxnEZehcBPwdRQ+UDVOb0fTTjWi4XXL\nOO340Zmn/RYwsI3jd2DuFpb0YXaEvPzFtY/TgT3A25qd67uQha/Y4uAS58B2pYKrsobykucQV4a8\n5KlWbnIOSHqvdbw1ix9kD2djyE2WonKbLSfuyahiifS6U4fOjPaZ0XjI0qVLm73tvLw8SktLm3Xu\nyPH22hHPJWIAUq0dOZYs4+lOe4X7IDcimAmcDpyp+3nRW8UEa1av+58X9r63BD3UGKHmJFPJNP/W\n7WEWB+7wgmnEYPelnzfAo8s+4sT9Vcz9sRlhMmvrp2z79Mtm3TbiVcr2ke0Irc93Zt9atsvKylj6\n/+3de3BU5RnH8e/Jbm4kQLgpSJA1SNUpSrROJx0ZgpNxpNaCOg60HUWr+Id0tFbrWOt0KDoqHaeT\n/lP/KLWNgs6Qqu1Ita2XYWXESztqFLRIuERJQEQBSchtL6d/nN0Y090kZHMuu+/vM5PhnORk933m\nDCdnn/O8z9vUBEAkEiGb8ZhSthX4OfB2lp+r90ieuvtYKztJckZq/1fAe6VTWT5hxqhfo9tO0Hzy\nU1rj3UyywlxTcTrzw/nxsG487Yp1szfew+SiMHUlkwI9mzPdpyTxrWWseOJd3W3nIGi9R64GDgB1\nwPPAP7IdqJx28PTYiRFz1GeHy1gPJIF2YCMW80ZZHZGO+/Gug9TEunjdTvJQ0lkb8kiiP7fBB1im\n8x3tPcaTXe3M6/2cfd2H+X3nJ6N6PpBPlNP2Ti7VI39NfUkeOZaM8YfOdg4knQvnteWnsaRsSsZj\nf1Qxiw1d7VQk+rCB5WXTTmkpsLht8168m+04K9TUAM8AH8V7RtVzuxAkbZtneo6wA5t5QBKbixN9\n7IidpLbEnUUqpLCp94jLgla3+0TXQVYk+3kA2A9c0nOE2eHSjCmLiUVh7pwUoddOEsY6pY/05xZP\nwLZtSrA4iM1ZOF0ADwALApwayNXQ8x3HJo5NJLVfBMzDSRsFVXrm5FygedUyVjDyAgqq0/aOuUt7\nGGp3opd7cBJlNcC12OyL9w77O2VW0ZhysJZlsbx8OvVYPAAsx+Kz1IIOpiixivhGqJS7cFadfwF4\nGZg/yhJHvwyeOZkuA9TMyWBQnbbLgpbTnmaFeD21HQPexGKKC1PB03E3lE3lmsozeLN0ChXlM7hj\n0twxd/nLB5nO982V1bwWLmceFrdaYVZXVudNemjb5p0DU96bV12Y9cKtnLZ31OXPMD+smMUPujqo\nx2n3WhEu5+Jid9ubnl9cyfkG3V0PNakozK0Tz/R7GGM2uIa7uXET0cU1quH2kZYbM9AXiRh7Ej1U\nWiHOC08YmGIuMhKVA54arREpIoGweOUCqhs3abHgEQStTnvUTM1pf5GIsb3v+KiaIRWaoOXyvWJK\n3ENz3XOrx3/dz3zhdU67cJ8I+Shp22zsOsj6E/t5ofswD53Yx9FkzO9hiYyrbZt3DmxftXDWMEfK\nePLkom1anfYb/Sc4GeviADaHgBuScTaf/NTvYXkqaPXpXjE17gu+fYnfQ/BNPvXTliwOJXq5Fpv0\n3MHrgT8m+vwckozgRDLOlp4jHEv0MydczhXl0wu6NFHyl3LaLpgRKmULFn1AFHgWON2wxWfzKbfb\nZydpPPExF/Sf4MFEL3bfcf7U1TGm18qnuMfDx5uaCb39HO//e7uxk29Up10AFpVMZnd/FzXxbkqA\nPquI2yvMzPn12AkOJ2JMKgoxNaB/uPbEezjdTvK71H4DNjPi3XQm40z0aA3KfJWu4b5o3Upuv+UK\n1XB7QL1HXBCyLFZXzqYj2U+fnaQ6VEqpYR+1zy2eQGu8mz90djAL6MDmsrKpLC2f7vfQ/o8F2Kl1\nLJ1tGGu9j6k57U/Wbqb9ww9ouG4FLK7nUUbuV1Io1HukQFiWRXWolHnhcuMu2AC2bfNYVwcbSfIB\nSXZh81rvUdpG6HPih7PD5XxeFGYNTirrKiwWFFfoLvsUpfuVDF62zNSUiZuU03aZaTnOtB2xLk7a\nSb6X2p8JLAIOBfCBbIlVxM8mzmVvyWQeDpVTXjaFGytmj+m1TD3fg+NON5pq+OJV1iyuKfgLt3La\nUhBKKKLCKuL51IX7U+A1YHWo1OeRZVZZFGJlRablUGUs0rnu67fcz5JVy5TrHkeaxi6uaY13s6Gz\ng5kEO6ct7kr3K3llWr1xF243prHncqf9CHAl0A/sBX4MfJnD60mBmR+ewLqqmsBXj4i70osqLGlc\nBtQY9ZDSDbnktF8EvgksxOnyeW+2A5XTNk867nIrRCRcZswF2/TzbaJ86j3yEs6arwBvAdW5D0dE\nRIYzXtUjN+GspJSRaXXag5lat6u4zTKauENvP+fBSLwXtN4jL+FUaw31S2BLavs+nLz2U+M4LhEp\nIOm8dsN1DFST3Lz2Wb+HlZdyrR65EbgFaACyzZqwL7/8curq6gCoqqqitrZ24O47ne/OtP/Y1HMH\ncmXpv+T5tv9iz1HODJcFZjxe7ae/F5Tx6HwH53wvvPQsVtzzE16ZVs/9G55m9zt7Bu5W0/nhfNqP\nHTtA5TkNGX/+1K3nAZmvb0P3o9EoTU1NAEQiEdatWwfjvHLNUuC3QD3w+TDH2Vu3bh1TiqQQSv52\nxbqN/MisuM1yqnEPXrYs2vZlXt919322O2uKJGjLjbUCJcDR1P4bwJoMx6lOW0QyKvQa7qDVac/P\n4XdFRJTrHgP1HnGZqfWritssucSdbjSV7leSb42m1HtERIw09K57BZo5mYnWiHSZiQ+lQHGbxtS4\nQf20RURkGMppu0w5TrMobvMopy0ixkrntecCzcprZ6R+2iISSItXLqC6cRPRti/ztobbjTpt5bRF\nJJC2bd45UAbYvOrCvCoDdJNy2i4zNdenuM3iVtyDa7iDulhwPvXTFhHxhO66v6KctojklXzKdSun\nLSLGM/2uWzltlynHaRbF7Y1tm3cObK9ZXOPpew+lnLaIiGSl3iMuM7Ung+I2i6lxg/e9RwL9IFJE\nxFS+Pog0OadtauyK2yymxg3ex57LRfsB4D2gBXgFmDMuIxIRkaxySY9MBDpT27cBC4HVGY5TekRE\n5BS5kR7pHLRdyfArsouIyDjINaf9IPAJcAOwPttByneZR3GbxdS4IXg57ZeAHRm+vp/6+X3AmUAT\n0JjtRVpagjvN1G2mxq64zWJq3OB97CMtgnDZKF/nKeCFbD9samri+PHjAFRVVVFbWztQu53+K1Wo\n+y0tLUSj0cCMx6v99PkOynh0vt3dN/V8R6PRr120c3m9aDRKU1MTAJFIBDfMH7R9G7Axy3H22rVr\nbVOZGrviNoupcdu2e7EDGSs4cllu7GHgHCAB7AWytrNqa2vL4W3ym6mxK26zmBo3eB+7FzMio0C9\nB+8jIlJIXgWW+D0IERERERERERHhLiAJTPV7IB55BPgvTp+WZ4HJ/g7HdUuBXUArcI/PY/HSHGAr\n8AGwE7jd3+F4LgS8C2zxeyAeqgKexvn//SFQ5+9w3DEH+CewH3Mu2pfx1SSm9Qwzc7QAhIA9QAQo\nxmkmdp6fA/LQTCC97lUl8BHmxA5wJ/Ak8JzfA/HQ48BNqe0wBXpD9hfgAsy6aA92NbDJ70G46Ds4\nf5TTfpH6MtHfgAa/B+GRauBl4FLMudOeDOzz4429XG5sOdAOvO/hewbNTQwzc7QAzAYODNpvT33P\nNBHgQuAtn8fhlUbgbpy0pynOAo4AfwbeATYAnizfM94X7Wy9SpYB9wJrBx3rRY24V0bq0QJOn5Z+\nnCn/hUo9eJ3UyNPAT4Eun8fihSuBz3Dy2YX0f3okYeAi4NHUvycpsE+VC4DDOGmR/UAMaANO83FM\nXroR2A6U+TwOt9Xx9fTIvZj1MLIY+Bdwh98D8dBDOJ+u9gOHcC5eT/g6Im/MxIk5bRHwd5/G4gmT\nctpLcSoKpvs9EA+EcVoaRIASzHoQaeFcrLJ2uzRAPebktAG2AelVfX8N/Ma/obhvH+ZctFuBj3E+\nPr6L83GqkH0Xp3JiD86dtikW4eR0W/jqXC/1dUTeq8es6pGFwH8wp5xXRERERERERERERERERERE\nRERERERERERExF//A/jbIk5AYWDLAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x11366b470>"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(estimator.losses)\n",
"plot(estimator.errors)\n",
"\n",
"legend([\"error function\", \"wrong classifications\"])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 19,
"text": [
"<matplotlib.legend.Legend at 0x11375f780>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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eV9Zbbxxv/eybNtVDG1RVyqnY9dI5iN9xB2zf7npsUrMXQtQndZrZG/V6cJ/Z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\n",
"text": [
"<matplotlib.figure.Figure at 0x1136bd4e0>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def eval_estimator(X, y, estimator):\n",
" results = []\n",
" \n",
" for i in range(10):\n",
" random.seed(i)\n",
" X_train, X_test, y_train, y_test = train_test_split(X, y)\n",
" estimator.fit(X_train, y_train)\n",
" \n",
" pred = estimator.predict(X_test)\n",
" results.append(accuracy_score(y_test, pred))\n",
" \n",
" results = array(results)\n",
" \n",
" print('evals =', results)\n",
" print('mean = ', mean(results))\n",
" print('std = ', std(results))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 79
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"estimator = MySGDClassifier()\n",
"estimator.fit(X, y)\n",
"visualize(X, y, estimator)\n",
"\n",
"title('MySGDClassifier')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 62,
"text": [
"<matplotlib.text.Text at 0x113978898>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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OD48YES5AogEPIRis96zK241pgMOBsvHTGD91bNrSABO1W6n/5BXMaAPu/iPx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\n",
"text": [
"<matplotlib.figure.Figure at 0x113669780>"
]
}
],
"prompt_number": 62
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"estimator = SGDClassifier()\n",
"estimator.fit(X, y)\n",
"visualize(X, y, estimator)\n",
"title('SGDClassifier')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 64,
"text": [
"<matplotlib.text.Text at 0x113d57a90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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zWofD6p/yi6SZTO2IVJqVkBaPB/exyQijAcMcHm7JHow7Q3YBdqcqgWa4morX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\nREREREREREREREREREREROz6DwPX5bsbj6QPAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x114156cf8>"
]
}
],
"prompt_number": 64
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"eval_estimator(X, y, SGDClassifier())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"evals = [ 0.8 0.84 0.88 0.8 0.8 0.84 0.88 0.88 0.84 0.84]\n",
"mean = 0.84\n",
"std = 0.0309838667697\n"
]
}
],
"prompt_number": 83
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"eval_estimator(X, y, MySGDClassifier())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"evals = [ 0.8 0.84 0.88 0.84 0.92 0.84 0.88 0.92 0.88 0.84]\n",
"mean = 0.864\n",
"std = 0.0366606055596\n"
]
}
],
"prompt_number": 86
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"\u041f\u043e\u043f\u0440\u043e\u0431\u0443\u0435\u043c \u0432\u044b\u0431\u043e\u0440\u043a\u0443 \u043f\u043e\u0441\u043b\u043e\u0436\u043d\u0435\u0435"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"random.seed(0)\n",
"\n",
"X, y = make_data(centers=[[0, 0], [3, 1]], stds=[[1, 1], [2, 1]], n=50)\n",
"\n",
"scatter(X[:, 0][y == -1], X[:, 1][y == -1], c='b')\n",
"scatter(X[:, 0][y == 1], X[:, 1][y == 1], c='r')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 68,
"text": [
"<matplotlib.collections.PathCollection at 0x113df3ac8>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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XXeRxNIteADWB1+vl5pvvYM6cBaSlRQEpwC9ASWy28ng8ydhsF7+ckZmZidMZ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\nZAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x113cb3a90>"
]
}
],
"prompt_number": 68
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"eval_estimator(X, y, SGDClassifier())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"evals = [ 0.8 0.84 0.88 0.8 0.8 0.84 0.88 0.88 0.84 0.84]\n",
"mean = 0.84\n",
"std = 0.0309838667697\n"
]
}
],
"prompt_number": 87
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"eval_estimator(X, y, MySGDClassifier())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"evals = [ 0.8 0.84 0.88 0.84 0.92 0.84 0.88 0.92 0.88 0.84]\n",
"mean = 0.864\n",
"std = 0.0366606055596\n"
]
}
],
"prompt_number": 88
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"\u0412\u044b\u0432\u043e\u0434\u044b"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"MySGDClassifier \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u0438 SGDClassifier (\u043f\u043e \u043c\u043e\u0434\u0443\u043b\u044e \u0440\u0430\u043d\u0434\u043e\u043c\u0430)"
]
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"SVM"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class Kernels():\n",
" linear_kernel = lambda a, b: dot(a, b)\n",
" \n",
" \n",
" def make_polynomial_kernel(d):\n",
" return lambda a, b: dot(a, b) ** d\n",
" \n",
" \n",
" def make_rbf(gamma):\n",
" return lambda a, b: exp(-gamma * norm(a - b) ** 2)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 74
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"class MySVC(BaseEstimator, ClassifierMixin):\n",
" def __init__(self, C=1, kernel=Kernels.linear_kernel):\n",
" self.C = C\n",
" self.kernel = kernel\n",
" \n",
" def fit(self, X, y):\n",
" n = X.shape[0]\n",
" \n",
" m = X.shape[1]\n",
" \n",
" # Constructing arguments for quadratic programming\n",
" P = empty((n, n))\n",
" for i, j in product(range(n), range(n)):\n",
" P[i, j] = y[i] * y[j] * self.kernel(X[i], X[j])\n",
" P = matrix(P)\n",
"\n",
" q = zeros((n, 1))\n",
" q[:, 0] = -1\n",
" q = matrix(q)\n",
"\n",
" G = r_[eye(n), -eye(n)]\n",
" G = matrix(G)\n",
"\n",
" h = zeros((2 * n, 1))\n",
" h[:n, 0] = self.C\n",
" h = matrix(h)\n",
"\n",
" A = zeros((1, n))\n",
" A[0, :] = y\n",
"\n",
" A = matrix(A)\n",
"\n",
" b = matrix(zeros((1, 1)))\n",
" \n",
" actual_stdout = sys.stdout\n",
" sys.stdout = StringIO()\n",
" \n",
" #someone cannot into being quiet\n",
" try:\n",
" alpha = array(solvers.qp(P, q, G, h, A, b)['x']).ravel()\n",
" finally:\n",
" sys.stdout = actual_stdout\n",
" \n",
" support_vectors = []\n",
" \n",
" max_alpha = max(alpha)\n",
" \n",
" for i, alpha_i in enumerate(alpha):\n",
" if alpha_i > max_alpha / 2:\n",
" support_vectors.append(i)\n",
" \n",
" if len(support_vectors) == 0:\n",
" raise Exception('Optimization fail')\n",
" \n",
" self.X = X[support_vectors]\n",
" self.y = y[support_vectors]\n",
" self.alpha = alpha[support_vectors]\n",
" \n",
" \n",
" self.intercept = self.get_intercept()\n",
" \n",
" def get_intercept(self):\n",
" res = 0\n",
" for i in range(len(self.X)):\n",
" res -= self.y[i]\n",
" for j in range(len(self.X)):\n",
" res += self.alpha[j] * self.y[j] * self.kernel(self.X[i], self.X[j])\n",
" res /= len(self.X)\n",
" return -res\n",
" \n",
" def get_class(self, X_i):\n",
" res = self.intercept\n",
" \n",
" for i in range(len(self.X)):\n",
" res += self.alpha[i] * self.y[i] * self.kernel(self.X[i], X_i)\n",
" \n",
" return int(sign(res))\n",
" \n",
" \n",
" def predict(self, X):\n",
" return array([self.get_class(X_i) for X_i in X])\n",
" "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 75
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"eval_estimator(X, y, MySVC(C=0.01))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"evals = [ 0.84 0.88 0.92 0.8 0.84 0.92 0.84 0.96 0.96 0.84]\n",
"mean = 0.88\n",
"std = 0.05366563146\n"
]
}
],
"prompt_number": 89
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"estimator = MySVC(C=0.01)\n",
"estimator.fit(X, y)\n",
"visualize(X, y, estimator)\n",
"\n",
"title('MySVC')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 90,
"text": [
"<matplotlib.text.Text at 0x113ba0160>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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5vq00S4NRFic/cHc8iy6TDdXt9LM4mR4NcDyShQgOteWRn+F92q2+ihgEoj+h\ndWq3jP6ScO2MvR/UR0nTyNjZk2bIh2/NW8hwEHvZftj7j053SL1Odryjk2CExclV+cPTHUbCaEJw\nYc5g3g43s8QIMUF3MKkb09bTpViT2PQlhI3LiXVcvYvuKkh3WBkl6tlOw1sPYXjXI6yFFE4+q8NJ\nPKlkhv3UvjYfM3R0bEz4mrvIP/g4XMMnpTu0XqXPJu3eSBeCafbsTHRHOwpY6fqQzYHDEJZBBCJv\nkz/xonSHlTGkjNXhMANXAz9DRt6i8Z2TKT3+KnRXZkzpDqxfhhk6HMx4lWZjOp7/zex20pZGFM+q\n1whtW4/uzCHvoOOx5PTtiTWgknbG22yEeDNQTwSTcdY8DrZ3vfXslwZvBhvxmlFGWd0cbMtNQqQ9\nYxcaT596GF+N2AffwLE8vPUCVn20Md1hZQwz6MEM+YGfx7dMA3EokcYNGZO0ZTQMsu2314FIo/sj\ngZo+WERwsx2MW4k2LaOu7i76HX81mr1vz6nIjrtUfdCGaJDHfFu5qWUdEyMefhjx8Zx/K+8Em7p0\nnpA0ub1lPY5gA8eFm3nZt4XXAvVJirpnbLrOiUdM4LTTT8eRn91j5hMtVpskCKyJb/Ej5Zdo3fgQ\nTxZ72RjQ/gU8D3wJ+o+wd3PGqjQNgjXLwPgPcCzI65HmoYS2fpHAiLOTStoZ6IuIj7s9G5gcbuY8\n4DHgaOAxJEtCDV061/Kwl0IzggfJK8BPkDwfrOvSmPStRphPw162GsldRCHRzJCX0PsPEn71RkLL\nHo5V48tSQreSd9Bs0A8H/RyEPh7HoGFYizPnvoy1YDBFU85Bz7kczX40zqFhCibO7uFZv6uPLghD\nFo/wShTVPZKBXg3Uch+SOfHnucBfgDmwx8kyNUaIddEghZqF/S2uHfWGNxshvgV+ARQBVxF7G0g6\nNx12SbCRFwO1HITgMSQnOEuocqTu67gR9BDe9gUIDXvZmE6vKC6NKIE3buMsXx1nmAYPebbxn6aN\nOKdfm7W1K9wjp2ArGhLrEnEfi63/fmmpK21GAhiBJnRn4W7lbO0D9qPfCfv1+BpC03EOrySwfgYY\nl4NYhrCswl52fI/Pne1U0s5AIWnSdjGlIcDrwHkIDm3nRuP7oWae9m/jWOBF4COrm3PdAxFC0GJG\nuBZ2LBaQA5yJ6NTK7M1mlGcDtaxAMhzJeuDAQB0H2fJSMj0+6tlO3eK/IM3JCPwI6yuUTL8M3dFx\nn3y0eTNhpbO9AAAgAElEQVQFgSbuNQ0EMM2M8oq3lqh3G9a87B3eaS0airVoaNquH9i4nKYPFiBE\nMchGCg7/Po6ysUm5Vv6EU7DkVBPaNh/dnYN75AU0f/g0kabtWAv6k3fwzE79LfQ22dnk6OUOsOVx\nGYJVxBbg/D3wmWZlvLOU6bu0ck0p+bd/G0uRPI7kUyRbIj6+isbWOnQJjWCb/VtvC9V2oquj0Ywy\nGEHrF/BhwFAhaDA7t6RXTzUvfwkZvgqizyGj/8UMnoT388WdO1gIIjI2yxViixtHkFlRJClTGcEW\nmj9YBEY1MroWabxM07uPYXZzXc29MUNe6t+4H8//niFS9wXWwkE0vvsYwU0TMbwPEdw0nvo37++T\nS7Spv+AMNMNRTJm9kOOEzjnCwizXAH6TX8GRjsLdvg6HMDGRtI7WdQAHIGiWsULxUxyF3IHgVmJF\nzi8ApiG53bMebwd/8P00K5uRLAWagRuBNdIkL0kryi9duHLH40sqK7DrUeCw73aQkzB8nk6dy5I/\niED+QE7RrDwGzNStmEXl6DnJrV/dWaHtX9Oy8gV8q6uzptaK4a0FrQI4OL5lMoj+GL66hF+r8d3H\niTRUAn6k8S4ty5/HCAByfuy68k7MgCTasiXh1850KmlnIE0IZrlKmVcwkusLRjC5nRXNWznQGKBZ\nmU+sn/pD4E0k5Xqsr3GQbucnOUOYC7wC3AMsBMZLyZd7WRILwKXp/DBnECcCRTj5DZOJMIk/eupo\nTtLqIW0LSJ03+yg0658BH1CP0O/APmBYp84jNA1H1S94a5+j+EXZGJaNno6j8mcZsbagb817NLz1\nOL7Px9PyPz91r98dGy6X4XRXMdL4lu9GsHyBNLeguwoTfq1w/Zcg/wDYgLFgngBmAGj9u4uCDCKy\nZMZvIvW9V5xEdUaER3ybWGuE6a9ZOMtdRkWSF7sVQnBRzmD+6q3hV2YEF4JzXGU7FYkaZrETAf4G\ntKZ/P537xB5jdTPa2o+PI+cBfyICeORlPB1YwA/diX+zQrzFvXAlNz51PRtrNvPcs0VIBM7ySlwj\nj9jrseGGdfi//QghNFwjJ+EcdxIA3V90LfE8nz4PxlLgADAkpv9oAjXLcZUf1uGx6aS7Csg76ERa\nPp2I0EYjzS/JP/jUpIyb1qz5mKHlwJGACdp6dLcTw38SGKeBvghr8QD03P4dnarXUUk7QUwpuce7\ngR+bUS4GXjcjXOyp4fr84eQmuTXQT7dxXX4FYWliRezWmrQKjWm2fI4Nt/BTJG8DGzSds6zuTp1/\nqymR8bUgAQymUWcuSuRLaNeiU3/Pn88YyyOLH6S6ZBr3v7thr/W2Q7WraVj6LzCuBoIE1t1J8VEX\nYy0cssdjUk1KiTT8sONOgUDKCmSkc90+3RX11dP03iKiLTXoOf0pmHR6t27IukdOwV62L4avDkvO\nrKS0sgHyD51N47uzgZkIvsKS76Wo8mf4Vr9FpOmfWAv7kTP6hxnxzSnVVNJOkEYZJWAaXEtsKN3+\nQC4mTwXqONlZkpLRFra93GQ73dWfat3G3yJ+8nUbVziKsXfippwpJU1GC1b+RIQqwARuYZhusDrq\nZ0XYgxWNqY4CirXktGdtVgtHjyxGt1i4YC9J27tyKRjzgdhKJ9Jw4/3yeQonZ079aCEEtv4HEt7+\nEzBvBj4D8RS2/pcm7ZrSNKh/837MwE9Anke06Vnq35hLv+9d260V6C3uYizu5E5+cpSNpWT6pYRr\nv0GzjcMx6ECEppM75tikXjcbqKSdIE6h4UOyjVi519nEhtk1hJv5Y8TD1XnlFCUpqXWGJgRHOYqg\ni2OsW6SBlRAz+IBn4p0rpVjQpJN/eGq4Esl24E+hJn6VV06xnr7XKI0osdHorUqQ0cxbubtw8pk0\nffAU4e3j0Wy55E84J6nDEA1vLTKsgfx1fMslIP9BtKkGW+nIpF23p6x5ZVk9PDNZVNJOEJfQmeEo\nZnKwASuSO4H/i//uCmnyRrCB01zd63+LSJN1Rmzg3nDdiSWFXwldQiOE4I8EeZjYLcEJGHwdifIv\nJCfG9xOYLA01coorNjqjwYzwsr8WrxlluNXNMY6iDseGSylZFfXTYEYo1x0M7eKak87h44g0Xw5G\nHhAC/Te4KmZ2+TUnm2Z1UjTl7JRdT1gdSLOJ2BigfCCINLchutHKVtIvEUl7BnAHsUVf/gH8KQHn\nzEonOEsYZnGyyLeZ4dLcsX0E8Gmb520ZUiJgjwnNaxrc5VmP04wigZBm5ee5Q3GnqJ6yTWic6ixl\ncqCWY4FlwAhbLuuifvq3mZxZBqyKv0afaXBby3p+KA0OBW4zgiw0w5y1l5rlUkoe8W1hW8TLRGKj\nXGY6+1HZhVhdFZPAjOJbfSEIjZz9j8uY1drTSXcW4Cw/hOD6w5HGqQj9ZWwDhmHJH5Tu0JRu6GnS\n1onNsD4G2ERsxNlzQJ+t6jLG6uYQewFXBht5CEkT8EcEJ1t3nrkVlZKFvi28HfEggCpbPqe5+u+W\nvF8I1HKMGeG++PMfmWFeDNQyxz0gJa8HYJqjkGEWJxuMIDM1K/tbXLwUrOfiYAP3I6kF/ozgh/H6\n3SujPsZLk5vjxx+FpDTcwhzXgD2uDrQ6GqAm4mUlEifwFXBwYDtXGe1/2LVHCIF71FTco6b26PX2\nNmbIB1KiuaII2yJcww/BNXxSn7yJ1xv0NGkfCnwDrIs/XwCcRB9O2gAnOEp4VpocEW7BiuAYRwkH\n2XYeFvVqsB4Z8VJHbOTpCeEW3tBsHOPcuc+5wQhxGd/VCTkR+EMaCjeVWxyUt+muON5RzMtITgu1\nYBOCM5yljLa6dvy+bTroTGpokQb7A60DJEcDEsmFL31KyZeNXPmHAdAvtgpKpKkG44NHMAJNWIrL\nsR5yTp8v17kn0ohQt/geDP90MH8O+j8Ibvwc1/DJ6Q5N6aaeJu1BQNuixzXsNIWtb9KE4BRXf07Z\nSx/22oiPm5C0Fta8EsltUR8730iDMouDB40QM5BI4F8IBnaxrzcZNCH4nrOU7zlLd/vdGIub54TG\nb6TBYcAtCKbacve6Bucw3c4C4B1i41NuAALk896m62GTl8XHn8pNDz2KEfTgf3M+8yMBqoBbtn7O\nk0v/inP6r5LyOrNduH4tZjAHzPsAAcbxhGv7YQab0Z3ZuWBGX9fTpN2p+p5z587d8biqqoqqqqoe\nXjb75WoWPjSgtWbZB0BOO8MCT3CW8vdoiDIjiASGWhz8yJnZq3fkaDpX5g3jRX8tL5sRhlvdHOvY\n+xCxUt3GOe4yjvQ1EaGA2J2AVUAFUInfH2TZM09w0TFTeOc1wUXx8if3mQaPNtdgD/vjNad7j9DW\nzwnUfI5ms+MeVYnu3PPM2L3b9cNSdPKdq6RSdXU11dXVHe7X06S9CXYrSFez605tk7YSc4KzlNuj\nfj6SkgiwQmhc1U6r1S40fpo7hAYzCgKKhCUr+iKLNCvn5Azs0jEGoDEMWA7YgZeIVUtZDVjwffg2\nkyb252WLhklsRmcDsfsDIo1DDZPBv/Z9mj95HYyrQKwhsPZ2So67qstV7WzFw9EczRj+n4J5PGj/\nwFZSjtbtD4D0ibZsJeqtxZJX1iuXHdu1QTtv3rx29+tp0v4IGAWUA5uBM4DMmcmQwUp1G9flDWdl\nxAfACdYcXHsYESKESOv450SrMyJsMILkaxYqdMeOD6E6M4LBVGIJG6AKWA/8Cxu/Zb+tBdT87kms\nTisnRR0cEQzyD5uD3OFH9Lqk7flsMRhPA5NAghluof6Nv2ArHkHu2GPQ3Z0bby90KyVH/5SWT18m\n6nkPa3EZeWPPy4oP/ra8X7yB5/M3Edo4pPk4+eNnxUYL9UE9TdpR4GfAq8RGkjxAH78J2RW5mmWv\nxaB6o0/DXh72bWYSgs+R7GPL5UzXAIQQDLc40HgG+DWxL213YsNNheUaTnQUMMoS6/74QaQE30WH\ns9HI4fSRB/Lgu6kpFZtKsbUV23zzkgMwvIcR8I4iuOUOSmf8stOtbs2eQ8Ghpycn0BSIeuvwfL4Y\njM+QxiDgS5o/OQTH4HG9rkusMxIxTvvl+I+i7JWUkod8m3kVySQkXuDAsIevbPnsa3UxyuJiliPC\nM8FRaNjJ13SuyimiZJdWtFVoXDrnBIwJs6he18y/3nu60zGEtn9N07InMEP1WAtGUnj4/6G7Mu+G\nnHPoePzrzo9Py19LrLDuYuBApLGGYM1y3CO7Moo9exn+eoS2TzxhA+yL0EoxAs0qaStKMoWQhJA7\nhhflABOA+jaLKsxw5nOkI5egNMkVeqdW2Oksw9dA41v/Qhr/BqYQafwzDUv/SemMKxJ2jUTJGz8L\nob9MsOZUDH8j8HegdaKQDWTv+3axJ5bcAWB+Saw3diKxdZyaOt1F1Nuoetp9VFRKHvI18dPGjVzW\ntJnFweakX9MhNPoJC3+LP/8KeAMYtssQxki81vdHEQ8BmbiVScL134KYSmzMTh7I3xP1bE7Kyis9\nJTSdvINOpN+JV+MacSjotxPrhbwNIV7EMWhcukNMGd2ZT/5hZ4J+FEIvQ1jmUHjED9As9o4P7oVU\nS7uPeirQzLLwSMIsICQbeCowgyLNw3hbctfc+1HuYH7nqeFaaRACznD2Y7D+3Zuv1ghzu2cDh0iT\nMPCCiA0fzE9AlUTN5gbeI7a0sZXYTU4TYbHt9bh0yxt/EppjMaHNv0RzuMg78NKklUTNVM7BB+IY\nsB9GyIPuyOt1N567QiXtPmp5JEqY+cBgYDBhrmV55A+M3yV/RaTJs/5aPo94cQuNE139d5r52FUD\ndTtz8yvwSAOX0LDGy8OaUvJioI7FoQYsxGZoXQ9cLqO8EqjjjARM27f1H4216B0i9VOQ5mTQniB3\n7EmIFNVx6ayoZzvBTZ8iNB3H0EPQHbnkjplO7pjp6Q4trYTFhsWS3JKw2UAl7Qyz2QixJNiIIU3G\n2/MZ08mFCrrKLTTq+Bo4BACNVeSInWdcfBBq5uVAHfvIKM8DX0v4kbeGK/KGMVDv/ldTTQjyd1ln\nsjrUyPpQIyuIzfs4ndjYiUnAsgQtJCyERlHl+QRrPsbwb8RafCb20lEJOXeihBvW0/Dm/UjzTBBe\nPJ/fQumxl/e5lrWyZyppZ5AtRojbW9ZzBZJiYF7Ey6nuMiYkocviLJeT2z0/xuAdNLbjFK9xnOO7\nRW+XBBt5K1BLC5KHgYHAOGAJkv9FfD1K2u35KuxlLpIR8ee/Af4J1COoSOAHl9A0nEMPSdj5Eq1l\nxWtI41bgApAgI1fh/eJN8ifMTndoSoZQSTuDvBVq4lIk18eflyO5KlCXlKQ90uLk+rxSPo08iRXB\nobZ+Oy2LtjTYwAIkc4DtxJI2wFYEtk6VgOoah6bzVZt7jl8AS4DDbXkcae87rUwZ9hObr9a6YV/M\n0LK0xaNkHpW0M4gpvysgBZALRJNYJKJMt1O2hxazSWwd7OuBk4nNoFoFvCM0rrHltXvMrnymwYqI\nFwkcYHXv9WbiDGcJf4r4+RoTE3gWjatzhzKoj40QsA8aTdR3LRiPAx7Qb8Y+uCrdYSkZRA35yyAT\n7HncjGARsWkUP0Iw0Z6eiR+T7QWcjWAgMBOYB6y35XN1XnmnFmBoMqPc3LKW7f5ttPi3cVPLWrbt\npaRsmW7nV/nleJyl+JylXJNfvteEvf7R7xYWnnD0QV14Ze0zwwEC6z/Ev24ZRjC5i+zuTe6Y6bjK\n3QjLgQhrFbljJuAaOjFt8SiZJxUFCKSU3WstPlC0b4JDyXyrIj7eCNQRlSYH2QuoshckpE5ErRHm\nm2gAt6Yz1uLu1NJfS0JNrAy3YBMaxzhLqLA493pMWwt8WxkXbua2+PM/A/+xuLkgd3D3X8QuKs8Y\ny7Cz52BMmMWch5fvdaX2vTECzdS9fidm5EDAhtDfo+SYn/fKokRKam1eeHG3j42/73d7o6rukQwz\nxupO+IiRzyM+/undxDHElhZ6y+LgJzlD9lrfWghBlaOQKkf3+pN9ZpQJbZ6PBx6ViV1kd+nClbBw\nJZVnLGLR/EeprqzgnqXfdjl5e1a9jhk6C+TtAEjzRlpWvEDREecmNN5E8K/7gOCGLxBWG7ljjsKS\n1711R5XspbpH+oAFvi0sRPIEksuRbI8GuMOznvXRYNKuOcLq5lYE24Am4CYEI5I0fHHpwpXUXH42\nR9cvYdG547vcXWL4fSDbjCiRh2L4vQmOsue8Xy+h+eOlhLZeSnDjDOr+exdRb126w1JSTCXtFIlK\nSY0RYqsRprvdRd3VGF9B5l7gZmKrMF9shLjbs4FNRgiA7UaYZ/y1POnfxroEJPNp9gIG2vMZBvQH\nNFsuMxzJ625YunDljn7uSyorupS47QPKQb8NqCd28++PsW0Zxvfl22AsAr4PXIc0ziaw/oN0h6Wk\nmOoeSQGPGeUvng0YZpQAMMTi5MKcwVhSVNN4H93BjUaQV4mNfZ4S374NyfuhZqbYC7itZT0XYJIL\nzA81c2HOYPbtwcxHEV9y7SRnbOx3Igs/JZp71FQMTwP+bwcCEsegSeSOPS7dYe1OmsSm37c+tyFN\ntQRNX6OSdgo87d/G98wIdxCrenFiNMDiYAPHOVMzJfecnEE84K1hc7xV3ZYA3gw2cBkmN8S3jURy\nS6CWfa3DenztTE7WrYTQyJ9wCnnjTwJkxk1rb+UaOQnvl/8Hxp+A9Qj9AVzDfp7usJQUU0k7BbYa\nIf6PWIK0AacjecxIXn/yrgo0C1fmlbM40MA5wTr+iGQr8FcEl9vzeSNQR9vKHv2J1Rzpa4SW2b2F\nOfsfg7DaCW74NcJqI++An2DJ63lNFiW7qKSdAv10O4vMCIcSW+rnaQSleupXVD/aWYRL07k13IwV\njUudJQzS7Rxoz2dexMc+SHKAyxCM6+KKOjVGiJpoiFLdyoguDA1UOk8IQc4+leTs0zcWP1Dap5J2\nCsx29eduT4jnTQM/kv4WByc70lPAfbI9f7clzsZZc/C7+nNRsJ6olBxiL+CoLkwdXxps5MVALZXA\nK8BB9nxOdqmhaIqSDCppp0C+ZuGavOFsMkJYhKBMs2VEX68pJdWhRmqiAQo0G7/IK8chutZFEJQm\nTwVq+TRe7KkR2DfUzER7wU51shVFSQyVtFPEIsRuK7Sk2+O+LQQjXi5A8l8Ed0a8XJlXjkUIQtJk\naaiJFjPKKKuLcdacds/hMaPkw47qfIXAaARNZjShSTssTZ70b2NVxItb6Mx09eOAPcSkKL1ZZt95\nUZLGbxosi3h4DckFwL+RuMwIq6N+ItLkzpb1+AJ1TAk18qx3M68H6ts9T6FmJSI0FsSfvwN8hkx4\nK3uhbyvusId3pMlfzQgPezezIYmTgxQlU/UkaZ9OrPCbARycmHCUVDGQWBC0tv0FkIMgiuTTiI9i\nM8JzSH5NrIb2s8E6zHYmBVmE4OKcwVwudNzACQjOyxlEQQKWB2trRcTL/fEumBnAD5CsjPoSeg1F\nyQY9eWd9BpwC3J+gWJQUyhE6w3UH5xlBLkGyGPhGCM60OPk47GUw31WqKSM26sWk/U/5oRYHv88f\nQUCaOISWlP56p9DYIA3K4s/XIXC3E43+8XNUTZgFVHBBNwtIKUom60lL+0vg60QFoqSWEIIf5Q5m\nmy2X8zUrL1ncXJE7DKfQ2c/i4nVgIbAGuAgYZ3HudQanEAKXpiftButMZymzEMwFzkLwkdA5zL5z\nXe+lC1fyyMzfUnP52VSV5/PAvNkJKduqKJkkEe+wN4ErgU/28HtVmjWFpJS8G2rmm6gPt2ZhuqO4\nWyuZr4kGeMq3lWYZZZTFxRz3AFwivTMFv474WRXx4dJ0ptryce1l5mLbsq3V65q54IanUxiposSk\nozTr60B7U66uA57v7MXnzp2743FVVRVVVVWdPVTpoheDdXwdbORKJJ8Ct4Q9XJs3vFMLF7Q1wuLk\n6vzhyQmym/axutink/VQ2pZtrZr/KA/Mm92tsq2KkirV1dVUV1d3uF9HSXt6IoJpm7SV5JFS8lqw\nkS+RDIlvWydNlke8HNHFGY6KoqTWrg3aefPmtbtfom7xp3+miALERoW0rVrd2XUmNxsh/uPfRrMZ\nZbjFySmu/ti7ONEm09SbEV78ZiMjFy9GDFcDnJTeoSfvylOAjcAk4EXg5YREpHSbEIIptjxOQ7AU\n+AvwEoJxHSw+0GJGudOzgR9EAywwIxSEPTzo3ZSSmJPlq4ifm5vXsmTJJ/z6zDO56cIzkKbR8YEd\nkNLEDPtTXhNdUVr1pKX9TPxHSZHWdRs/D7dgFzrHOksYssssyzmuAbwkLPwk4iVH0/mFqz9FmnUP\nZ4z5MurnMClpLfL5GJLcqJ+QNLO2tf24bwuPITkhEiUa8TJ1xcds3n8x0K/b5wxuWUXTe48gTQPN\n6qao8nyshUMTF7SidEJ2viP7qFeC9SwP1HKDEeSMqI87PRt2W+HcIgSzXKVcmT+cH+cOZVAnZiZa\nETTCjk6Ulvi/ehb3etXL6I7FHizApEiYQOP2bp/PCDTR9O5jyOjLYHoxQ3dRv+QBpJHYdS8VpSMq\naWeRd0JNLEQyC7gMOBfJh+GWjg7r0Birm22ahXMQ3AschWC6vSBlK+skwyjdwZ+JfRCtA56wWCkc\nPqbb54s0bQJtHHB4fMsZYFgwAk09jlVRukIl7SwiiNUMaGWQmDvANqFxed4wPPZCnrDmMtHZj5Od\n3e9GyATn5gziCc1GriYYY7Uy87JrKN5nfLfPp7sKkeaXxOoYAnyDlM1odlW0SkktVeUvi0y1F3J6\nsJ7fI/kW+Dcav7IlZiifU+jMcpUm5FyZoECz8Kv84Rx08j6MuvMx3tnk556l33b7fNb8gbgqJuD/\n9gCEmIiUb5N30Gw0a2ZVblR6P5W0s8h0RxFuoXN7xINdaFzhLKFE3/tNxr4uz27Dak3M/1H++Jk4\nh47F8NZhKbgYa/7AhJxXUbpCJe0sIoRgiqOAKY6CdIfSZ9mKh0NxZs0UVfoW1aet9GpLF67cUUDq\nksoKVUBKyXoqaSu9XmviPrp+CYvOHc8D82anOyRF6bZUjOnqVVX+TCn5b7CBtVEfOZqV450lHU5e\nUTJH5RljGTz/UarXNasCUkrSJaPKn2ppd9Ei/zY2Buu5JhrgsHALt7Wsx5eA6dFKarRtdavuEiUb\nqRuRXWBKydJwM1uJLWA7G/hUmvwv4mWyqqKnKEoKqKTdBTL+0/brSXqXBehdpJS8HmzgnVAjApjq\nKOIoe2Hr10RFUVDdI12iC8FUWx4zEbwA/BZYJjQOsKpZcYnwdqiZT4P1PC8NnpUGHwXqeDfUnO6w\nFCWjqKTdRWe4BtDPUcQNuoMl1lyuyh1GThdXhclU7a22nkorwy3cjGQ8cDBwI5JVEU9aY1KUTKO6\nR7pIF4LjnSXgLEl3KAmzIRrkQe8mNskoZcLCD3MGUW5J/fRsu9DY0Ob5emJ1URRF+Y56R/RxIWny\nV+9G/iSjhIH5Msq93o0EZOpHxBzjLGEugiuBK4AbEUzvRR+OipIIKmn3cVuNMKUSziJ2U/V0oEzC\nll3qdKfCUIuDq/LKWW0vYo29iF/mlXeqHrii9CWqe6SPy9V0tiCpA0qABmATklyRnn76AbqNk3pR\ntUFFSTTV0u7jijQrVfZCJiA4H8EEBFPsBZTqtnSHpihKO1RLW2Gmq5R9rG42myFO0+zsa3WlOyRF\nUfZAJW0FgNFWF6PpG8l66cKVVAJHnw1V586iurKCC254Ot1hKUqn9KR75BbgC+BT4GlAzeNWssbS\nhSt5ZOZvd9QheWDebFWHRMkKPUnarwFjgAOBr4FrExKRoqTQ0oUrWf/oIlW2VckaPUnarwNm/PEy\nYHDPw1GU1GtN3PrHz1FVnq9a3EpGS9TokfOBlxJ0LkVRFGUPOroR+TowoJ3t1wHPxx//GggD/97T\nSebOnbvjcVVVFVVVVV2JUVEUpderrq6murq6w/06StrTO/j9ecAJwNF726lt0lYURVF2t2uDdt68\nee3u15MhfzOAXwLTgGAPzqMoiqJ0Uk/6tO8Gcoh1oSwH7klIRIqiKMoe9aSlPSphUSj/3969hMZV\nhQEc/0tTHyVSKSKlNhorvkAIKkgXNZlNIYqmO11IVIqbVnygWC0uTBSlItqV2fiMoBgRF0ZEqeIY\ncCGCqTZapTUZtdYnYq1u1FoXZyYTauLM3Jv03JP8fxByJ7kz9zvJ3G/OPa8rSU1xRqREfZbk2cDW\n7h6GwDu1q5COx833jh7NeEeUp1ddOM+hSI31jz7Akcv6KFcOMTQ2afJWZgdHtmR+bvXeqP/J0a7y\nJx1j5vT2rd3rnGyjQrF5RJrFsYtKXYvNJSoGa9qSlBCTtiQlxKQtSQkxaUtSQkzakpQQk7YkJcSk\nLUkJMWlLUkJM2pKUEJO2JCXEaezSHMZGJmBkgv5RePmGPsrd61xAStFZ05YacAEpFYlLs0otcNlW\ntWIhlmYtdNKWpKXK9bQlaREwaUtSQvIk7QeBj4HdwDtAx7xEJEmaU5427VOBw9XtW4Eu4OZZ9rNN\nW5JatBBt2odnbLcDP+d4LUlSE/K2aT8EfA3cCOxo5gnlcjnnIYvBchTPYimL5SiWopWjUdLeBeyZ\n5eua6u/vA84CngN2NnPAov0BsrIcxbNYymI5iqVo5Wg0jX1jk6/zIvDGXL8cGBiY3q5UKk2+pCQt\nHeVyuakPiDxrj5wH7KtubwLG59pxZtKeuS1JCkqlEqVSafrx4ODgrPvlGT3yCnABcAT4EtgC/DjL\nfmWgJ8dxJGkpeg8oxQ5CkiRJkiRJ0+4C/gFWxQ4kh0eBvYTp/K8CK+OG07Je4HNCh/I9kWPJqgN4\nF/gUmABuixtObssInfqjsQPJ6TRCv9de4DNgfdxwMttOeG/tIYySOyluOPF0AG8CU6SdtDdSH+u+\ngyYnGBXEMmA/0AksJ6whc1HMgDJaDdTuStAOfEGa5ai5E3gBeC12IDkNA5ur222kV6GBcG5MUk/U\nI2ajaQ8AAAHVSURBVISJhFHFWuXvcWBbpGPPp12EqwWAD4C1EWNp1eWEpF0B/gJeIgzdTM33hA8c\ngN8JNbs18cLJZS1wFfAUx2et+4WyErgCeKb6+G/gULxwMvuNcG6sIHzwrAC+jRoRcZL2JuAA8EmE\nYy+kzfzPBKMCOhP4ZsbjA9WfpawTuITwAZqincDd1CsCqToH+Al4FvgIeJKQ8FLzC/AYYamOg8Cv\nwNtRI2LhkvZc09/7CG1E98/Yt+g1ikZT+SFM5/+T0OaVisW29GI7oQ31dkKNOzVXE+Y5jFP8c6KR\nNuBSYKj6/Q/g3qgRZXMucAehMrCG8B67PmZAMVwM/EBoy54iXHpUgDMixpTXTcD7wMmR42jVekK/\nQs120u2MXA68RTjBUvUw4cpnCviOkOiejxpRdqsJ5ajZALweKZY8riM0VdX0A09EiqUwUu+I7CX0\nLJ8eO5AM2ggzWTuBE0m3I/IEQnJrasGyRPSQ/uiRMeD86vYA8Ei8UDLrIoxIOoXwPhsGbokaUQFM\nknbS3gd8RbikHSdcDqbkSsJoi/2EmnaKNhDagHdT/z/0Ro0ovx7SHz3SBXxIusNha7ZRH/I3TLiq\nkyRJkiRJkiRJkiRJkiRJkiRJkhTDv5GO+dnjS2DZAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x113cb2ef0>"
]
}
],
"prompt_number": 90
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"eval_estimator(X, y, SVC(kernel='linear'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"evals = [ 0.8 0.84 0.84 0.84 0.96 0.84 0.84 0.92 0.88 0.84]\n",
"mean = 0.86\n",
"std = 0.04472135955\n"
]
}
],
"prompt_number": 91
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"estimator = SVC(kernel='linear')\n",
"estimator.fit(X, y)\n",
"visualize(X, y, estimator)\n",
"\n",
"title('SVC')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 92,
"text": [
"<matplotlib.text.Text at 0x113abdd30>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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RZbPhup0BFidzY0FOQbISwbG2AgqTXNNOp6qV1ZQDcxbDP9nDu8bl7N/abd5A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\nSUrhH69weIR+qH60AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x113c41630>"
]
}
],
"prompt_number": 92
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u0414\u043b\u044f \u0442\u043e\u0433\u043e, \u0447\u0442\u043e\u0431\u044b SVM \u043d\u0430\u0445\u043e\u0434\u0438\u043b \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u044e\u0449\u0443\u044e \u043f\u043b\u043e\u0441\u043a\u043e\u0441\u0442\u044c \u0432 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u043c \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435, \u0435\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0435 \u044f\u0434\u0440\u043e, \u0442\u043e \u0435\u0441\u0442\u044c dot(a, b)"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0447\u0443\u0442\u044c \u043b\u0443\u0447\u0448\u0435 \u0434\u0435\u0444\u043e\u043b\u0442\u043d\u043e\u0433\u043e SVM'a \u0438\u0437-\u0437\u0430 \u0431\u043e\u043b\u0435\u0435 \u0443\u0434\u0430\u0447\u043d\u043e \u0432\u044b\u0431\u0440\u0430\u043d\u044b\u0445 \u0434\u0435\u0444\u043e\u043b\u0442\u043d\u044b\u0445 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432."
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"LinearSVM vs SGDClassifier"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"eval_estimator(X, y, MySVC(C=0.001))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"evals = [ 0.88 0.84 0.96 0.76 0.88 0.88 0.8 0.96 0.96 0.84]\n",
"mean = 0.876\n",
"std = 0.0656048778674\n"
]
}
],
"prompt_number": 105
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"eval_estimator(X, y, MySGDClassifier(regularization='L2'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"evals = [ 0.8 0.84 0.88 0.84 0.92 0.84 0.88 0.92 0.88 0.84]\n",
"mean = 0.864\n",
"std = 0.0366606055596\n"
]
}
],
"prompt_number": 102
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X_train, X_test, y_train, y_test = train_test_split(X, y)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 106
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"estimator = MySVC(C=0.01)\n",
"estimator.fit(X_train, y_train)\n",
"visualize(X, y, estimator)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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RhXSzowGir/6F2NM/Jbri7mQ1vjylTCfFk84G8xgwL0SZk/EMHo6zX+7cl3GW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\nKmdfnbZzpEvx5Lko80kim87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t/JoohEC6R7rEVIoZrmLmoHgM+BGwQhkc5pRZcenwYrSF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\nKaWUUkoppZRSSimllFJKKaWUUirhJ2G5TBQ2bncrAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x113dfbd68>"
]
}
],
"prompt_number": 109
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"estimator = MySGDClassifier(regularization='L2')\n",
"estimator.fit(X_train, y_train)\n",
"visualize(X, y, estimator)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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BTHBXTMK//nawTgTGg3k17qGH9+hY2rYI16wC3QDkgz4Fbb9MZMc7eEdOS2m7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\nSimllFIJvwCdLzYL+4DTcAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x113c39e48>"
]
}
],
"prompt_number": 108
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"\u0420\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043f\u043e\u0445\u043e\u0436\u0435"
]
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"\u0421\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u043d\u044b\u0445 \u044f\u0434\u0435\u0440"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gcf().set_size_inches((16, 9))\n",
"\n",
"for i in range(16):\n",
" subplot(4, 4, i + 1)\n",
" \n",
" C = 10 ** (i - 10)\n",
" \n",
" title(str(C))\n",
" \n",
" print(i, C)\n",
" sys.stdout.flush()\n",
" \n",
" estimator = MySVC(C=C, kernel=Kernels.make_rbf(gamma=0.001))\n",
" try:\n",
" estimator.fit(X, y)\n",
"\n",
" visualize(X, y, estimator)\n",
" except:\n",
" print('baaaad')\n",
" pass"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0 1e-10\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1 1e-09\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"2 1e-08\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"3 1e-07\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"4 1e-06\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"5 1e-05\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"6 0.0001\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"7 0.001\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"8 0.01\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"9 0.1\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"10 1\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"11 10\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"12 100\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"13 1000\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"14 10000\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"15 100000\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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K7AwP1GxmnWPSR+hcFB7ACG+IUttgi20BdwEfAb/DNCZwyZFream66XK9eYMo\nmnYL6a2fIbRCAgN/gOZtZKPsVnLvV/+Dk/wh8F/g97iJNgvAvoXMlkcJDXH/aPgKhuIrGLrjs3ay\nkorie5HWPcAE0pt/jZN5hIIp39vl/JVvP0ymVAf7TNCfIrN1HblHnddjMsK3NkY72tgUwP24adz+\n2tRBDQOwpzORNNyNLx8o3S2j3TPJUvqbSSqBbUhOTJdTpPtYkDHY5kwGfgwsAU5A53COn3IcyRbK\nFR4foSFHNF2veAmZLSsQuo/g4AktjiJmSteDcz/uaMl83Pl/AliB5m36AuxkarDim8H5O24jdSTI\npzDK1+yySXZi+etgvwRMAAmO8U1S6z8gfODxLXzTfcPuF5o77rgjW1VRMboba7cYzat7raFHa7cw\nyUrxDvA1khNT2+ij+3g0WUtCngV8D3gRmIpf68NJJx/L1y2Uq/mChIYd1eT7ZuUGMlu/RPOFCAyZ\n2OIoolG2GuQjwH9wEw/V+7TZ+LYSW3EML3AHIED+HGk+ihnfgi9/KOBux1Dz2SsgVwEDwZE4yWNI\nl6wgOHBck+fel6gY7Z5sKdFwh5DA/eHEAHO36+j9iU18xzH4OfCBdJhZu4UCbTBzaqpIcyVwFvAQ\nMJ2AnuaUad+luIWy9UCU0P5NbztibF+FUbYaLZBDcPDEFkcRzcqVIH8OfB83Rs+u+1KfNDv9z6xY\nB/JA3AE0QP4Vq/ZRnFQ1eigPACdTS3LtO+BsAnLBvhmz8mDMirX4Cptfo7qvUDHaPZlIgkB916QO\nRBCYDa6jtpT8I7GRn0ubK4DXpc35NZu4OTqEO2vKsPkFMBn3x3kOQc+XTD3x97z0TPP72+rhfML7\nH9fk+5mtn2NWbkAPFxAYNL7ZUURpJHHSVcB1wCu4MVp3jRbL0YJNN2Qz274CeSJQt3TMeQBjWxhp\nWzv+LljxrRil68FeCwTA/j7pksHYteV4IoXNfs99RWtjtKPdX8fgbk51ArC07jG92U/0cBN9OVyC\n4G3gceBeBON8uzbOVpq13IEkDAwDvo/kc6OGL61qbJ7ETXZ2CzCc/tpC5sy5E6jbM2/121QseYTq\nj57BTjXTBdSAsX0V5W/MIfFpf+Kf2Gyf+2fsdKLZz+jBKPA+8F3chdFTQVwG+nnEJpze5OeE7gVp\nApV1r9jANoS+242zk2aX9fXOQKSVadX3UdpExWgDQgiO9EY5F8F7wH3Ay7DLiAnAF1aK3wB+4BDg\nAiRLzRplHTOmAAAgAElEQVS2OQKH+3Bj9DeAw/j+a7n9dne6nnQcar5aQMXiR6he9gKO0VI3kSu9\neRll8+8jsWII1csqKXvjHpwW4kEPxHBj9CbgDWAGiIsQnh8QO3xG0z8Djx8pq4F0fekgq3aNUccB\naQN96j8FcoCK0a6hYrSBkKZzkCfIxQjeB/4ErBAaB3p2Ns4M6bDGMbgdd7jpaGAa8IGRICn7AXfi\nxujfgVVMG57kqqsuB9w1zonP5lKx+BESn77aYmKSerWr3qJi0WMkVuxP/OO1lBffi3TsZj8jfHnA\nB8AvgHuBc0B8B+H5C9FDT2n6c7oP5HbAqnulGpyU+3odaRsgArhNcQAPiD4qRruGitEG+mo+/JqX\n63F/u38K1GgagxpcQyocE6TDNbijWjOAMQjeM+PYcgLurLkjcUcU3+S7h0Y488wzAXeNc3z5y1Qs\nfoSaL95sMc7qxVfMpfKtF0msOJDqD5ZT+dbDSCmbPN5NaGnj9iH8FvgZcD5oZ6D5nyEycmrTn9V9\nSErYmYhhGwgdGswqkHYGRB5QP9obQogY0krT23S0sbmk7hxjcRdMjwNe62il9mWnB4vYL5DPpZqX\n3+l+rogM3GVaAUCO5tmR1kwCHyHqEpRIoHbHO35q+EYwSjTqNlYTn7xCfNkyMluuILlmNGVv/LVV\nN7PVH7+KtP8F8u9g/w8nM5Par5tOZgLu3Hjh/TV4ZoEeQvg+IXpIOYUnX4e/X9MZvzVvgNABU0Cf\nDPwRtNPw5ICv6IBdjvPvNxb07+EmdXsBtIfw9x/d4nfpatI2sRKlrW4k7ANUjO7m3HA/dF+MCzUv\n/9IDXB8dvEcSr5jQdonRpQhiwoPEAOpvTm38pLn5iAPx1WWPrHr/SRIrNpMpuZLkqr6Uzft7q/bT\nrP7oJbCfAflXsF/GTo4ita75/BOxid9AeK5GeK4EPQct+DE5h6YoPOVmvPlNZ8jVw4UE+h8E+lTg\nTwj9ZHx9BuPJ2Zn5WugefEVjQLsM+Ap4FMQ8/H1GtPhdupq0DKx46V7ZS3gvUTG6m8siAyn1RTlf\n8/KkJ8SN0cFEGuzR50HgQ1C/iY+JOyYR0XQkSdwbSIAMHgxuPuJANE1DSknF4gep+dIgU3IlNV9p\nlC/8d4v7aUopiS97FmkXg7wLaS/Eqg6QKfm02c/lTvoW6N9A6D8GPQc9+gE5YwVF02/FEylq8nPe\nguF4coOgn4obo8cTHHbULjMWtGAMPZwL4hbctaB/A7ESb93shGxyzLQboz2n4atitAFdCK6NDmKZ\nN8J5mpeFnjDXR3ddUx3WdKqRbKp7XgusRhIROpBgZyOtFg24erx7jygdm/L5/6T26xwyJVeS+LyS\nyncebbFOjpGi9ovXkfa7IP+EtN/GKN3qzhJogtB0YuO/A/pkhH4naCE8ue+RM85d9tLcNPrAgDHo\n4VLQvgX8EfQpREbN2GUk1ZszAOGpAvFbYCWI2QifgSfa/C4Te4NjJLHipXtlv2/o3Gy0vYYhHV5P\nl1NmZ+irBzg5UICnbv61JgQzgoXMCDY9RH5mqC/XJzbyGm4+7dWah5uD+cSlh7eN4zG4Dg/F5Gpr\nGeV1L0hSSmq/ng/OKmAAyItxzFWkNy9vdmoeUHdT1uAmUY7CSTef0t2T05eiU3+EUfolaH3x9z+n\n1clBcsaeji//Q4yy19EjuYQPuBKx22a+uRPOplp7gUzJSQhvmNjhF+HN3a9V5+8qZuUGyhf+B5wg\n0qkgeujpREZMzmqdlPZJSpvXU+VUOQaDPSGm+PN2JCjwCo2zw82vaf5muB/frNnCmbi3cVW6j2/5\nY6y04QvzJAwuwcuzDNCTjC50p7WZqVrSG9+vG5GIgHMhTmoimW0rCbTQkSLNWtwEIgAC7JE4RvPb\nF/kKhlE0/RYy275G807A3++SViUHEUKQe+R5pNa9g1k5F0/uIELDjtljDUnesRdQ/cGzGNtPQAvE\niE28osPrTDsqU/oVlW89BOQgZSWxCd8iNGRCVuuktE+1Y/F6uoxax+JAT4Sj/bEdv4MBoTErvGdS\nuXqaEJwb6suUZCmn4y72CHmCTPXl8oFRwSb7DEzOwseDHOwN0i/sToer3bYJo3wL2O8BXnDOx6oa\nhlW9BW/uwKYr69jgZNixLhoNOBAn03ynZKD/aIpOuRGjfA2afyr+vqNatZ5SaBoFx3+P5OrFWIm5\neAvGERwyaddjhEbBlMvdRF+Vj6OHC8iddE3W8x6kNi6l6v3HESIfqCbv6Avx9xuV1Top7bPdNpiX\nrsCQNqO9Ucb7c3a8F9U8XBJp+p4tJHTOCBQyKV3Oqbit9YN9USb7YhRnVmM5F2AxBR9zONqXj093\n7xGN8jXYtV5wHsW9Fn6LTElf7HQcPZDTZHnSSoEWBrv+2u4HbQiOUdvkZwBCwybhzR+IWbEePXQm\nvj4HtWo9pdC9FJ54LbWrFuEkX8ff90QCA8fueozHR8GJ11D13v+wEnPw5vQn94irsp7Eq3bVW8SX\nPYfQCkDUkj/5sl3Wo3YF1dhsI0dK/pnYyHA7w/eQPGYmud9KcUVkYKsX/A73BPlRzjA+s2oZiuBs\nXxS/0DgvlMtAfTtfWrdRpNmcGizEV99LImXdtLaGF5IwtNAjCxAYMILk2h+B/RCwDfQ/E9iv6amw\n9fRAlOCQZjIqNEEIQXDIxGY/K3QvuRPPafO5u4qUkopFDyCNvwHfAdaR+HQS/qJhePOaS8+kdDeG\ndPhLfD2THZNzgH+ZSbbaGc5r5uZ1d2O8EW7OGcJXVpIxQudwbxSPEFwTzuPN9CrW2j9nP10yLZCP\nrrlxLx3bnUYj66e6CSDYqhj19RtFpuQmcO4Bvgb9Qfx9v9vi5/RQPqGhTa/VborQNELDj2n2GM0b\nJO/o89p87q4iLYPKtx5CWk8DU4FPqf7wOPxFw7PeCFbapsax+WN8Hd+WNmOBP5lJKqXJacGmR/t2\nd5Q/xn66n9VWimM0D2O9ETQhuDWaz2vpD9lif8QwHU4K5O24NkvbQuBF7rj10dypqE7zMSp0D978\nkZiVN4O8HfgQKV/DV9RyJkxPtA+eaJ8Wj2uszPCIE5o9Rg/kUDD5kjafu6vYqWqq3n8S7EVIxgGL\nqHz7DPqcfnuzW1oo3U+FY/LH+HquwmEY8CuzllppMzmQ1+pznBQsYKg3xAYrzam6l0M8YYQQ/Cyn\nkFdTb7Ldmc/BHpjsb5BFwbGBIO71E9yVod4WY1QL5KIHQtjJ34C8BngT5Kd482a2WE9vbADeWNu3\nTdW8AaIHNz0dHsATLqBw6hVtPndXMau3EF/+GjjLkc7+wLNULL6CvmfO7tIsuaqx2UYb7QxxO8PT\nSHRgFpKBVooyx6SowXqKlhTqXsaKCGnpoLNzVHRKIMaURo4XmkZg8FGkN50D9i+AZQjxBv7+t7ZY\nVs5hM5Hms6Q3jQTNR3TMKQQGjGl1XTuDnU6AY6EFc7tlFi5pZXCMatyGJsBQhJiMWb1FNTb3MV9a\nSQodiwdwL1dnI+ljxDkn1Bd/G/6YDtD9BIWGWZewBNzpQ9OCuY0e7w1F8RWOwCg7D5zrQcxH6F/j\nKzyrxbJyJ32Lqvf+R6Z0OJonTM64s/AVDGt1XTtKSomTjgOgBXK6ZYzaqUogitvQBBiD0EZhxUtV\nY3Mfs9RMMEk63F33/EQko9KVzAwUtul3b5DuJyz0HenrAHxC44xg4zfEkX6D0SNBrMRV4JwP4im0\ngIWnFTeaecdeRNU7T2CUD0Hz55I76aJ2NSLbS0qJk6oCzdPhLLldxarZhtAORNr1ScQmAwXYyQq0\ndtzMK9nzdqaa7+Dwm7rnhyL5ZrqiTY1NgOF6gJjQ0RvEdUjonBNq/DzegmEI79NI+8cgZ4B2H968\n/mjBWKPH1xOaRv6Uy6l6+3HM6t+hB/uQe+TlezVWpHRwklUIbyDrMwyaYlVvQYijkTtmaZyFtC5G\nGkmEv3P2/m6Mamy2kV2Xhav+5tOD2++yezbL5kgpeTxZzSIjjk6UsMjwo2gBBS1sKZA78ZskAnPJ\nlFyDFgyTM+776E3c+DYkdC+5R3wbjvh2q+vYGMdIki75FKTE3290q4JYOg5V7z9BetNSwIcn1peC\n4y/rdoEoPH6EHkBaxcAUoALke3gi32n+g0q3Y0s3+Vb9pS2AG692G2LUkZL7aitZbqYQ+CnUHG6N\n5tetrW6cEIL8Yy8mvuxljLIr0SO5xMZdh+ZrOTW75g2Qf+yFra5fU+xUNZmtnyM0HX//Ma0qW9om\nFUsewti+GgBf0f7kH3txt9viRAvEkLIS+AR3K6ZNSOdL9HDT+7Ip3ZPNzmyz1P27LddQcLPT3l1T\nyWrLBARDdJ2bovnNdigJTafghCup/vhFrKor8cSKyBnXumlteiBKwQnfa/G4lli15RilXyE8PgID\nDt1lu6GmOEaS8oX3Y1WXAiaB/Q4j94hzu90WJ3ooH+msAtYDQ4DPkc72Vt2nKN2LI2WHY7TWsflT\nTQWlNkhMRnkDXBPO26XhuTvN46fwpGup/vgl7MTzeAv2I2fsZa3qhPKECyg8+fttqmNjrHgpRtkq\nNF8Y/4AxeywDa4ydqqJ8wb+xUzUgk4T2P46csad3u45bPVIE8lWgDCgE3kJoAuHt2nvyXtnYlFKy\nKFPFJ0YcrxCcHCxif0/r9uoZpPtJax5ucUzOAh4GwpqXvlrrRzU/Nmt4ywhj8QUWeZjy19xbezc/\nzXH34rSkJCEtosKzYy0ouBfKnMNmwGFt+badw05VuwmJrMNB+hD6Hyk86foW0zcnVy8hvdkEpwQI\nYlVfSfXHL5B35Ll7p+KtJIQg75iLqHzrLBAjkc4qQvtP6jEp5Pc1jpS8kS7nK7OGoNCZEerDfrtn\nNG7CQZ4QTwmNX0ub44F7EIzyBAmJli8Y9Yoz1XxiDsWkGAhS6lzLw8mnuSZStz5TOtRIm5jY9U+o\n8PiITWh5JLMrWPFSyubNAed4JEk03+sUnnxDi51CiRWvY5QNAOcdAIzt3ySxYi45h522N6rdapo3\nQGzid6j+YDJCG4V0viQ6+uS9Orqk7GRJySupMtZZtUQ1L6cH+1DYyg6KQ71hfodgDpLDgNkIjvFF\n23Rj9nwqzmprEibPAYL19rd5JvU2s0JuwyYjHVLSIWe3uNd8IfKOzE4nolG+loqF/wY5DcR6EsFi\nCk/6fotTTKs/fgGr+ihw7gPSpLecQu2qxURGdK+twjzhAnLGTCf+6TiEGImUnxMb/81u17ncW6Sl\nw4vJbWyx0+RrPs4I9SHWTIdpQ+P9OfwlU8koJEOAWxBM8jU/uri7x5IJSuwzsfgPYPCFeTJvpL9m\nel3nQ1o6ZBqJUT2YS/4xF7SprM6SLvmMyrcfBWYi+AhP7jsUnHBFiw3Oynf/h107C+SvgQpSa47B\nV7Ss220V5ssfQujACdR+PRKhjQDnC3KPurDLO656ZWNzXrqSpeky7kKyFbglsZEbooP3yBrbGK/Q\nuC46mOeSpbxiG/TT/Vwb6rsj+UhrbLIyZLgEd4c/cLiMTfbvgAI+MRI8WFuCD7ARXB7Zj8cGjOXp\nF3/JvMlnc9ntz7TnK3dYYsUbOJnzQd4FgHR+Q3zZyy2OxrjJGC5hRz+2cyVm+azmPpI1/r4jKZrx\nE6zqzWjBk/HmtH6Nn9K5nkttoyxTzR+QfAH8Mr6BH+cMbXH0H9ytE26KDuH5ZCmPOSaDPUG+G2pb\ng2SNDQaXUL9G2uZyVltPAPBOpprHk6WEAF1oXPVohkFPZD9Gq5e+gjR/CvwAACd9LTWfzyN2+Dea\n/ZxRtgXs2ezYNc25HKPs9i6ta3uFBo/HXzgcK1GKHp7ebEZPpWs9WruFoFnLn5C8Y2e4y0rxs5xh\nu2SNbUq+5uXGnME8nCzln47Ngd5Is0n1GrPWFphchrv5CZh8j5XWWwC8mSrn+XQZQQQRTaf8MZOi\n7hCjH76AtP4BzAIkdu05JFcvJjLy5GY/Z5ZvBuePuDsahsG+GLO85Qyd2RAeMRn/gFHYtWV4ojPV\nFPcskVLy78QmDrLT3ILkZTvD3YkUP84ZtjMXSDP20/1cHR3EnOQ20tLhEF8OJwXa9v9ynW1jcTnu\n3KIABpey0voJ06TkudQ25mWqCCDoo3lJPG6T88RY1r34S875bBAfzVvW0um7RPX7T7uZ4TkBiYNZ\ndRzpjR/tkaBrd1bVBpBX4c6pKkDaszAr3u12jU2AnENPJTT0cOxUJZ6cM9BbmKLcGTqjKft/QCnQ\nfA7wbuTdTCUPIZkJXAZch+R9I97qz8c0DxeGB3BmuC/j/DHaOkreR/fi4yV27nP3IhYa72fiPFRb\nwlwk25E8hsN/ajaTkQ4Pn34bW44+ntUPXcr4E8c2d/pdSCkxKzdibF+FY7Z/bx87WQOyQbDJCe50\ngRZ4ormgvQbULe4Wr6FHuvbi42buXcT2uX+jbN59ZLY1n9WzIT0Qxd93ZE9raO5zMfpWppr/IZkG\n3AicjcNHZvN7wzZUqHu5OLIfp4X6coiv7Ws2BmgSD89Rv8+d4HlqZYYPjTjPJkv5sC5G/yht7qvZ\nhJSSh0+/jQPuvrbtMeo4GBXrMMpWdygNuZOqARpkZpWT3LhtgScnD7RXcVPRS9BedV/rQtJxSHz2\nBtvnzqF8wX8wKza0+rN6KA9/35E9qaG5z8WnKR3eNWt4BsnJwG3AeOnwudV85seG9tP9XBIZyIxQ\nH0buts9tawzQJDrPUv97q/EMpXac9zJxFqXL+QooR3KtY/Hf2i0A7Y9R28IoX4tRvrbVe/41xl0X\nPb7umQBnUquuo3o0H0T9ThsOaK/hyenaqanSNqle9hLbX5tD+cIHsBKlrf6sJ1KIv+/IntTQ3Odi\ntFJabLLTPIrkJODPQL7jsKYNezzu7wlySWQg00J9GN6OaZb9NQ3Bc3XPbHSeYbVVwRKjmjWZajYB\nFUhmOAZP1JYAboz+eeldrH7o0jaVJS0DY/sqzIoNLW5l1BzHrGJnjGogD8dOt9w+0ENFwNy6ZyZC\nfxNPpKDd9WgNx0xT9cHTbH/tHiqWPIydrGr1Zz05fd0Y3QsNTeickc0HgDm4O7PuEzQhMBpMPc8A\nGq1vMZrS4Z+JjaTsDPkIHhWCG6KD6dvKBEFH+HJ4Kb2ecmcwIfrgYQ23keLudJqDEBxZNy9+OpCD\npNwxGdDIFEIpJU6yEoSGFoztMQVJOjYVS/6Lub0ERCFCL6Fg6tXtmnamR8NQejNwH3AO6P/D36/l\nBCaRg6aS3nIvdmI0EEV4NhKbcG2by2+L2q+KqfnsU6R9N7CdisXXUXDC5fi6wf5jWbLvxSgCo8H6\nkAyiTTGalDb3xDcQcEy8wJNC58acIa2eQnRyIMabmXdJyyEEyCHCBq4hySMpk+OA+p1mLwSuljZJ\n6RBuZJqudBzsZAXC42s0bbu0DMqL78OKp4Egmi9BwYlXt+sCoEWCEL8IGAmch9D/jL9fy4nAcg6d\njrH97zjpsYBAC1SRc2jXxmh8+Usk11SA/XdgJeULfkThKTf11imx+1x8irpYbNg10tbraJVj8df4\nevpKmzRgal6uzxlCoJVJvM4KRXnHeA4vw/Gi0Z+tnEaaVzIVfANJfVq3a4Ff2E3v9ygd201g4w2i\nNZIgw8nUUDb/nzgpP2CjhwUFU69qV3ZVLZSDkzkV9y/I+Qj9Xvx9p7f4udzxZ1I2729I6yUggR6B\nyEFXtbn8tqh670nSJRGw/wnxDyh783cUnfrDZref6MH2uRjVENi466Prr3oGsk0jTFttg7sTG9hf\nup2rOZ4AV0YG7bK8qzkXhKN8Wv13/DyHRpKDqWAUFu9kqrkYSX1T7PvA43bTjWBpW26M+iONTsm2\nasspn/9PpFkIshpvfh75k7/b5i1GpJRogSKc5ERgNDALxBP4Ci9p8bO5R5xD+YIfAw+AU4K3MJ/g\n0CPbVH5b61qx6AHMytHg3IaVmEvZvL9RNP2Wbpn5uTMam4uBoZ1wnr1msj+f81Pb+DWSLcB9CG7x\nt/7mbkG6iv52hpeR6EjukvBocivXRhvfSN2WEgk7AtQBRmsOhzrbOZPtjANWA3+WklVISoD+wCrc\nJby7rwsDt0cjs2gOsmoTtpR4+xyE/5grdwmu1Np3MLf7kfZqwIe07qLqvYcoPOnqRutZu2oJNZ8t\nQDomwaETyDnsNISmYZSvJbV2GfAX3Km/1+CJhYmObnnrEuHxUXjiNZjla5GOhTd/VpcHQu2qD5D2\no8DR7gv2elJrF/TmxuY+F6MnBPI4I13Bz5F8DrwqBD9twwjla6lyjnYMHsSd1PIDafFCchsXRhrP\niGhJiYAdiQsEgpHCYqbcwhS2MB4oBh7B3dOvGogBH9YdG2zkBtlOJ8gs+At6soK0dPAPnoB/4gW7\npBev+XIeZtUIcJ4CNGz7VuIfv0heI+tVpJTUfP4GtV+/DQjCI44mcvBJCCFIl6zAKN2Eez8kgCvx\n9h1GaP+jW/xZaf4IRdNuxihfC0h8BcO7PDlQau27YH8MDANOQDqfkN68jMjI5tPI91D7XHx6hOB4\nX4xTjTg3IHkb+EronN2G0Y/nk6WcLy1+jzs2eYFj8lqqjG80MeXdrMvcvmO/XATDyHAV6xiPO6b/\nCPAGgsUI0kgCwAKgqIn12lZNGekFf8Fv1FItbYIjTiRw6K7TzuPLXsWunQbOPwCJlbiYxIq5xMad\nucf5pGMTX/YSqfUfITQvkUOmEt7f3WKods07WPEUcA/uX5ArCA6ZQGDAoS3+rPRwPkWn/hCzYh1C\n87gZO1sxXbm9pGOT3vQ+UIG7BOZ4pLOEzNYv2rXVUg+wz8VoTOiM8IQ4w0pyKZJXEJial+GtzE8C\n8L/aEn4mbW7AneMz3UqzKFPF1CYy0u4eoyGh0Yckd7KSEbjjhb8HPkIwH8GP6nZ1mAcUao1fc8yq\nTaSK7yZkm1RJh/Ch38A/Yuoux1R/+DxO+kqQtwEmRsVMalctJHLQiXucT1oGVR89S2bLCoQnSM64\nU3dMda357HWcTA7wB2AdcDGRkae0KjO8N3c/+sz8CWbFeoQ3gDd/SJduJeKk45iV68H5GPCAnIw0\n38AsX4u/38Etfn5v65VrNo8N5BIQGvcacbxC46ZgAf3asG1JhWMwsy5IAKYBd9vGHsc5UvJ0spQF\nRjUSOMITQdNCLDEqkEjeIshppCgBrkcw1hfDLwSHpSsYi+AjJN8M9iHcyEXFXPY0p1Ru5DHHwgRO\n3b6SZV++TnD0jJ3HxLcj7ZnsWIvFmVg1f2z0O6U3LyO+fDHYLwIxkmsuRHheJ2fMdJJrPgT7x8DF\ndUdHkObVrb7YCU3HV3RAq47tKDtZhZOsBhputp3odln7lOadGiggR3j4m5kgqHm4NVDY6lFJgAo7\nw4XszEh7KvCGs2eMmtLhsdoS3jVrEMDx3hwq8LPUrEQi+QI/08mwGvgRgvH/n73zjpOqOv//+9x7\np+9sX5alLlWKKE1UbIgNsYC9a4Iao9Go0RhjTGL5Gn8aayxEjcQaS+xRo0akCFiwgBTpbelbp8/c\ncs7vjzu77MIu7MJC0PB5vXi92Nlzy8zeZ845z/N5Ph9fPtWOyQAzwkAEs1FcEiprtmfb/vI5fhKv\n5EHlEAdGVnxDRUkfgj0O3XL9uhqQl0H9t4kajxV9t9n3lFw2k/iiJeBMARSJ789C8wUJ9TqMxJKv\nwPkzUK84bYH1YKsFV4Tuwdehb6vG7iqs6AaUbQGNKZdx16N0H34wODtYyhTdy8NWglzNw42BYgJt\n+BtWOyYnZv8vgDEo/trMPJpSDs/G1zPXTqIBJ/gKWeJoLLHrUMBdePgYiznAHQjG+gqYZ8UYYCXo\nieAbFJeHmk8yWbOe5NZUHTehqASGLp1KoqQP/rKBDWPsaBXI32TvUoA8FTvS/Dwam/8hyZVxcD5H\nUUt0znj0QBh/pwNILpkNzt+A+v7MSqTTfKw3B83jx1far9XjdwVm9QrcFECKLbrBcYT2o6HF/ugh\nhGBCTmc+SlfzsJ2iUPfxy0BRq6uSAJXSor7ubgAnoJjczDwalTZPx9eyxMlgIDjZX8SXlqLCiaAw\nuAPJezh8iivYd3GgiI9T1Qx00pQhmCfgmhZ8sNPTH+MJM8EFuBrHQ+a9g1XSp4klnR2tBFWf/PGA\ncwp25M1mz1f39ZukK8Igv0FZK6n74gz0QD7eoh4kl38JzodAPSNoOajFrf68NG9wj230MpsXgTQB\nE/evo4Ak7KVr3T2y2bztttsa/j9q1ChGjRq1Jy67XQz35TLct3N0kC5GgOfNKBNwpaH/CnTVt63W\nTc3UUm1G2QD4gGF2kmX0QLII8GMzjtP4lBxhMdQb5qRAMboQ7O8Ns9kxOUr3tbgJFjWr+Lm00XGX\nqZc5FtdVr2wyxlNQhtBfQTm/AHJAPIMnr3Oz50tVLALnFhq46s59pNdOIHfQGBAaLkmqHmabVANl\nJkHtZy9hVs5HGLnkDhtHsNuwHR+4E4gvmgocDEwAfo/bZvEIwV437pbrtYSpU6cyderUPXrNXcHe\nFqNCCA7353O4f+f6kjobASbZKcZnk0JPIujUTIy+n6oiYCWoxX3CB1ppKhmK5F3AIskxHM93hIRi\npC+fUT7XJ3a4L49aaXGs7m9RtMipq+AK5SBw3SF/4pj8X80qaLTZ9BR2ILPpRXDOAzygPYOnsGOz\n53Nj9C5gAADKuYP0mnsI9TosG4+NSY0maK2PUSdZR+3MF7DqlqF5C8k/+KzdNmnGvpsMHAOcCfwG\nWAy8SaDbLbvlei1hX4zuGjQhOMZfCG0UDalHZ8PPk6bFYSgs4O8IOjdTdXk9sYn97BQzgUqgXyZF\nklOQPA/UUM1IjmIVOULnaH8hw325DPOGWe6kiUuHEw0/+S0kqpLRjfwsS9cvAc6UNk/XrYVGm01P\nYSlW5BmQxwIS9OfxFJY2e750xffgvAj1HnbOzaQqXnerl0LDXRjWI9OmedSObaJmxos48dVogY4U\nHPRBb+kAACAASURBVHoe3qLyVh/fFsTmfoybohuLS3L8HCG+xVc2dvsHtjP2xeiuwRCizcJbjdFV\n9/GEneR+3Fr8iwiGNzOPPp9Yz/FOhrnAChQD0ykcJiB5CFjFCg7mEGrIExpnBEro7wmxnxFkqZ0i\nrSTjjUCzwmLSzpDOxDg/+3N34EgEUyPrmmw2PQVlZNLPgHoASIH+Ep7C7s2+p8z6+SC/Brq5/5zL\nSW/4zq1ebh2jwsy+1jqYNaupm/USTmoDek43Cg+7ACO3+fl8VxGbNwU4CjgVuBj4N8KowVu0Zx0U\nWhuje3yz2R6wlGSGGaHOsenlCXCAZ/cZkW4NpRR9dD+LjSCd7QR+BIWahytD2z5QK60k16Oon4oL\nCeJwI/UqtA6/I6ydxR15TSfrzrpvhzYPKlzKO9GNjFKue+A7moGd25HGy95A94MxN68htaYrQuSg\n+Q3yD76i2fNpXh8ucbceKxrorqHeB5Ne/QDKCQJFoN9CqP+O+0zqUfvZS5hVw0BNQ1kLicweiyen\nBE9h87TjXYE007hKf78A/gnE0ILFGLnNLw52F7aeaG6//fY9ev22or1jNK0kn2bqSEjHnVh2s4dT\nYyilOMAT5k07SamdQkfQTffzs2boeSutJA/j+nKGAD8BHH6b/Qkcfk0X43quDzel2ZcbfsrZPh1c\nCxXzbjpGfxQ28I7uQW418eT0G41V9RyZzZ0QwoseziNvyOXNn8/rA1Y0emU5mtdNRoX6HUqm8iZw\nTEAD/RZy+rVeOr5m+iTs6LnAzcjM59TMPJOSE361Q2ujnYEboz/FZR/8G6jFU1C+x4QK6vG/HqMx\naTPTjJKRDgd4c+jRBnrdrkIqxQhfPq/bGTpIEwfY3xN0N69bYZmd5HEUXqAzoGMguRWXsdMRh1+y\nv/duLgltofYJIejdivcTCOTz70QV5+HW8D7QDNeHrhHCB4zFqn0aK9IJkHgLuxAe2Lx4ifD6IbEC\nN+EJiGXoPncuz+k/krrZl4HzJ6AOof+ZUJ/mW1q2hnJsqqc8iUzfAkxAJt+nZtrP6HDSLWi+tosr\n7QgykwRuAeYCHwGb8XbcD82z554R2BejNdLi80wUB8Uwb7hZ7Y7dBVspjvQX8XrS4gVpk0Qx0pvL\nId5tizSL7TSTcQsffQCFjeT3uBqkPVFcwij/s5wU2CKYowmxw3WB0L14DB9TrRRHA3XAFyiMUNN5\nKW/4aVRPeRIn+SqoJP6ygQR7Ht78OY0gylqJu3UFtGUNz3Wo3+HE5p0Nzu3AaoT+IoHyX7Xi03K9\ncGumPYWyHgdOwYk9Q/WUO+hw8i27pS1FWUngMeAt4ANgLf7ug9rcp7qraG2M/uBotLZSPBaroKOT\n4TAUz2YE6/2FjNmF7E1rIZXihcQGFlhxcnE58ZfkdKZc9zdLowtrBp9DQ1ZGkUHwKYqLARDMonAH\n1YeYtFnppAkIjV76li96Y8hZPF2zig/MJBkUNaFi/ANPanKsEIL8EWcTHnQ8ys6gh4pbpL7m9DuK\n1JqHUFY1qAKE/ndyB18KgCe/C0WjryT+/VsoxyHYcxz+zjvuM6mHWbUQ5Ce4dJwRoM4lU7l0t2w2\n/Z33I73u/4HzNnAH6BcQ6LZjkZR9aD9klOT+6CoOlBZDgCcztYwNdOCwnaxStgWWkjwVX8s6O40X\nKBauKm0n3dtsFSFHM/hCZqjvABFYwCzA7R3UmUGRtn1luzpps9pOE9Z0jlBbRI2MERdzxyf38bxj\nU6MkicLuBHse0eRYoekUHPETZLIWJW30nOIW+zzCg47B3HwnylkBSIT+EjmDrgHA16EvhUdeQmLJ\ni6AUob4Xt5oWK600dmwtcAcuVfAYhBiFVb1yt2w2A137YtX+PisvPxz00wl0/y+YB/8PIyZt7omu\n4jjl0BeYmKnlwpxOeyRxm1QOE2MVxBwTC0WZ5ufinDKKW2Dx5GkGXzoO/XGJYm50fIZLdVMYTKdY\n277ZfJVjsdbJULRVhdNz6GVcNu1h/qwU65TEKhuIv0tTlVrN46fomKtwEtUgBHqwsMWKZN7gE6ie\nfhU4X4FWjTDeI9TXXawGug1FGB6Sy59C6Do5/X7epDqzPTjJapSt41YZAc4EcR9WZC2+Dvu16hxt\ngb9LPxLLbgLnBeBg0McR7H7iDo/bh/ZDpWPy5+hqzkYSAh5I13BluGurPeF3BXXS5tHYGpA2MRQ9\njCDnBcvIa2EjUyA0ZiuH43EFiTQ8wJfASYCDhxktsgvqsdEx2eiYlDbamAkhCIy8nJNnPkF/IVgh\nHUSPkfi2asvS/WFKTrgeJ1GF0D3owZbV1POGnEjtF2eAczloy9H8nxPscT0AOX2PQvMGSK95DOH1\nEh7wS4xQ6xRlrcg6oCdQ7+F7Fcr5M3aiare4G/jKBpBeewPIicChoI8j0PmSHR7330J7bDZfwq3l\nFgEVuCrof2+H8zaLhXYCw8nwYVZV63IUvdLVHOtvGxd9ZzDLjJK24qxBEQBuUw7vpSq5sgVhoDGB\nYu6zEnyvHPzAUmzyxKuk1EIgiCE+4/zt+P9V2GnujVUBg5BsoKdRw7m2a8WgB/IIjfkDm2tWITSd\nQGF5ixtJPbDjRb4eLKTkhBtIrf4SJavxd74GT96WAPEUdKVg5PnbOUPLEEYuylyAK9ijEGI+mq95\nikNLUNJBWWmEN7hd6lGg6xCcVIz4wuNA2gS6Dye8/wk7dd8/IuzRGJ1txugrbd7A3bqcjuLYdOUe\n2Wx+nK6h1E7zOQoD+LmymJqu5oIWhIFODXbggdhqZilFCkiQISTux1afAiYB8R3jAy1bbCyykjwS\nr0ZjCA7L+W7yfF7JbjiNcAdCY+9gXe1qhO7F34JggBACPbRjKqInrxPFx/+KdIUrS+Tv2rTy6Cvp\ng6+kzw7Ps831dS8IAWo50BuXjrsEzTd6B0c2hZIOys4gPIHtxmiw9xHIdJLEMpdOHOpzGMHeh7X5\nvn9E2KPxCTAtU8dY5fB09ufDUVyT3MwBebt/s/mv5GZGOBkm4YrlnSkzfJaJcEqw+Tg7LdiR62Jr\neAfYCOSIFCn1KxRvAZsp0JZzjL/lGP06E+PpZBSdwTh8z9pZi3kk+ztPYTfCY+9gdV0FmjeEL79L\ns8+uEKJViRdvSW+Kj72a9Lq5CM0gUH5jE/VWf6dB+Du1PfmpeUMoWYvbFlIKJECuQfNuK4CyPSjH\nQjk2mnf7G5bwoDEo+21SqweD5iE8cDT+zv/TCaE9HqOT0zX8HMld2Z8Hong0VclVLaw32xP/TGzg\nHGlxN65B33F2im+sGEfrzW/izgmVcU58HccDS4GumkmFPAfBaGA5XfRNHOxtedM2JR3j1VQMgwNx\nmEdizkr+kP2dr7QfxtjbWVm3Dj2Qhyev+blcaFqr1Mz9XQZTFMgns3EBmsdPoPz6JvEQLB9BsHz7\nnprNQfPmoOQaII5bWKlEySo0b9uYB8o2UUruUEgzf/jp1KnXyWzoj9CDhIeMw1u8Zym0bUF7bDbP\na4dztBppJenKFoPQMtwFrY3CaIPs+s5gg5PmDBT1hf8LgKeaETSoR65m8Nu8cuZZCaSCWz1BPEJj\nvrUKiaK/0ZHwdrI9TyXipHgEl3Jmsdw+nBdeeAE090tfGN52FfXQA3k7NJduDq5n3kek1yxAePzk\nDj62SbY1b/h46r44BdRZCLEQPbyZQNfTW33+5JqviHz5CiDQfHkUHjVhu5miYI8R+Ep6oPlz9zg1\nby/FHo3RlHLogWqIxu5Achd8r9qCjXaaK1ANdPILgJ9vx/agg+7ld7k9WGAl0QSM94RwFCy0v0dD\nMNDTYbuiJ08k6sjwBq5MWJJPVg3mgw8+AFy6rObxt2vlwcgpJqcNFPZ6KMciOvc9MhuWoflyyBs2\nFk+Bu2gRmkbu4NOJzj0c1GkIMRtPkR9vG8RIEkumE/3uLUBHD5VSdNSEFj32hBCE9jsSf5eB6MGC\nZu0m/sewR+MTXPZBz0Y/lwOpPRSjm5wMv8adwzXgPBQPbsf2oNzwc0teDxZZSUqFxkWeEAklWWzP\nwYNgkKcETwtsAFspnk7WYDITGArU8I+F/Znw7bcNYzRfqF2Fdzx5nVpcEG8P0koT+eZtrKoKtGAe\n+cNPxQiXZu8xh9B+x5BYMgLUyQjxCb4ufTFa0GBoDtF5H5BY9CGg4cnvQeGRP2kx9oSmE97/eII9\nD0IPFTVrN/E/hj0eo6ZymsRodyCzCx6vbcEGx+QC3LV1ADgLxbvbmUcHeELclFvOUjvFYUJnkCdE\nrbRZas8mKHT29xQ1KL1vjZi0eTVVi8V8LHoCFTw4eyATKioaxuj+XPSO7We54y0q36l+ZycdI/LV\n29iRjRjhYvKGj0cPukl0T14Zga4DSa8djpLHIMR7BPsc3WqrIKUkka/eILVqJiDwdhhI4WEXIYwW\ndFsML7mDxyL7HY6eU7JX2p00xg+ORtvHCPAq8ApwKHAP0Ev3t9qbqzVISoeP0tVU2RkKDR9j/EUE\nNZ0Ouo93EFyLwge8ChgIno+vo0j3cay/EO9W9xEQOiO24rgPb6WFQ63MsEW5zoPJGN677lbemPw4\nk488nUv/+MYuv9f2QPS790gur81SbtZQ8+kVFI++soEiFOgyGCOnGHPzEoSvJ4EuZ7aaw25HNxGZ\n/SbIWcAByNST1EzL8uCb+fIyq5ZTM30SUIKSGwjvfyI5/Ua123vdhx1jgCfEg6kqTkUxALgJwZB2\n7tmMSZsP0tVEbJNSw88JgSK8QqPE8PG6neT8LPPhZdx2/+fj6yjTAxztL9hm0gtrBoc0FgsTbBOz\nzUEqRUzFccVuAIJINZLVq1dDcPeIAuws6r78J+l1OSBfxkl8R/WUGyk+4YYGilCo92F48suwalah\nBYbg7zy41bLtZtVyYvOmglwIlOPE76BmxouUHH9Ns+NT6+YR+fwfIDqi5Hryhp9JsPygdnqn+9Aa\nDPLk8HCmjiNQdAauQTConSm0VY7Jf9I1JByLrp4Ax2TZRyW6j9ecDFm5HV4G6qTD8/F1dDeCHJEV\n4WqMQs3DyEb2ZPlC4+BWxGhCOdnU09D6M6GLA9wYpW3smt2Nmk+fwaoZBPJ+nMRUqib/PzqceFPD\nhjB30Bh8HXpg1a3FCI/CVzao1QJD6bVzSCxZCGo1UIwVuZq6L1+n8IjmaXfJFZ8T+eZNhNYJ1Eby\nR17YRKF3H3Y/BnjC3GklODCrKfBrBANb8cy3BRvsDJ+kq8koSQ9PiKN8+WhCUKp7ecO2GYQ7f74K\nRB2TF+Lr6esJMaIZq8AOupcOjajwxbqHYn3Hyf5aaaPTMbvRBOiKR+/G2rVr2+U9theUdKie8gRO\n/GRQF+Mk36Tqk8fpMObGhg1h3kFn4u8yHzu2CU/+uDYlsZLLZpBaEwO1CQhgVp5HdM675A1vvjAT\n//4TYgs+RGhlIKooPGIC3uKezY7dG/CD22wWaB6uCnfl94mN1CqbXrqfy1qQTN4ZTEnX8lpqMwFc\niZBOTpIHrTg35ZZzhDePxWaM7naSQgTrUeQrmzorzkYrzmIzzrW53Zv0b9pKMcuMUOtY9PQE2jSh\ndzUCLLP/guQeoAovz1Gme3j25N8z6txBLH/2Bc5+7lu+njwHcKsXmXlvo1cuR4Y7YAw+Y48YMKdW\nfZu1Y+gHHALON6TWzm2qFpbfBU9+lzaf26pbA+IIoL5H9GfIzK9QVgqxVbZVKUnNp39H2S/gquhV\nEFswDF/H3jt17X3YOXTWffw0pzO/SG4irhz6GyHOb0ZAa2fxTnIzH2Zq8eMqSOY5SSbaSa4Jd+N4\nfxGPmQnKZQY/rnplsTSJSJO1VpxVdoJLc5pS5TJKMjMTISZt+ntC9G3lxlgTgo5aPpvkoyiuA9aA\neJ8+fc5i8trme8ikmcKa+wZa3Vpkfhc8B56+Q0rbrkIpRXrtbFAbgXzgIJSaRmbDAozeRzaM8xb3\n3KnJyqxehVKn43pmAupG7Mifmh0rrRSRz19EOR8ChwALiXw9El+HPg0Z4n3Y/ejrCXJ6sCMXpSpJ\nIxnsCXNasH1E1KRSvJTYyCwrihe3arrBSfKck2FCTmdOCXTgL1aKPsrCxFW5LJMZIjLDFCvORjvN\n2TlN5/SEdJhpRsgoySBPDuVG67L4YaHjEwpL/RM4C1iALWfTvfsdqO+aj1EnHcWe8zpabDNOcU98\ng8a1WF1oL0gziVW9DNTXuMuyYSDfx6xahr/zlh5SX+l++ErbzpQwq1aB81NcCi4gb8Ssbp667iRq\niHz7NsgvUbIfMIu6WWPpMO42NGPPCdT8r2O4L5eEchifrsYBDvbmcexOKj9vDVspJsXXMi9rJ7Q/\nbotatTQ5M1jKWaGOPBRZzctI6lDEgO5OiogDb1sxahyLMcGmtPI6afO5GcVWkqFtEDMq0T1Zx/sp\nwNHATBy5mtKOHRl2jL9hfdvk/uNVOHNfR0vV4XQciG/AibvVdxbAiVcikyaohwABahjKfBMrsq7B\nh1MIsVM0eYDM5gpwrsR18Abk9WQqL2t2rFWzhtjC6SC/R8nOwDvUzJhA6bg72qRwvSfxg9tsAvQ0\nAvwmb8cmq23FCjvFx6lKFuFOkI8BfwMKpM0iK8kyO8kc2/VvDAsDqSxOxm2BngRMlhlW2il6ZRer\nUikmxirId9IcgeKFjGBdG8SMfhbK5b7Y36iWT+KQArxMSpo8n4zwyOpiGmtNKqVIz5jIyMrlXCMt\nPqhby6SqZQTH/GG3TxBC96CobfRCzU4rYinHou6rN0iv/Rqh+QiUD0GopagGHvxc9xLNLDaUmUI5\nJu5GE6ArOMOo/exF8oefsce8PvcBBnpCDMxr/yzbHDPO/Ewda3A3mn8AvgIiToYKO82MTC1LpUv3\nKde8ONLkXNxu4QeBL+wktcqmULiVdVNJHoyuZj9pcSCKp9soZnR1Tj73x/5IQt2OTRLH1hl/8hmE\nfX7e+PebXPDXRQ1jlXRIT3mAU2KbuEDavBhZx79qVhE47ubdPlGiecCpxd1sAlQj9NYJH2wNaaWo\n+/xVMpvmI4wc/N0HIrQVKGniKoTORPM1f24nWQuiCHejCTAAnO7UzHiG/BFn7ksK7UEc5MvloJ20\n/9oeZmTqiFgxNuMmbK/CVXp9y4pT5Zi8mdzMWmWhgHLNR63MMAHX0Od2YLoV5TRV2kCNjUuHe6Or\nOFI57Ifi8XRNq8WMNCG4LqeIh+ITMNUVOCSxHMURI0dREgrz7rQPOfXeLxvGK9sk9fE9TEhFGaMc\nHomsZ1Z0A/4jr9mtizihGbjSKjFctXoF1LlxuxNw0jHqPnsJs3oJmjcff+deoE0HeTMueXkGeqD5\n/js7vhkh+qOor8qMRDlBaj79O/kHnYGR03J/7D60L47yF3CUv2Wxm53Fh+kqcu0kNbhPw7lk17yZ\nOk7wFfFCYj3VOFQBXTUfCZnhaty2tZuA9zPVTTab1dLi3ugqxilJLm0TMwoInatzCnksfjISH5IU\nGdtm0IDBdMsr4E+v/4tbnvyqYbyTjpH8+B5+bSUZoRR3RjawKFmNf8RuFsfRPSiVwjVJ8wMWqFg2\ndtsOO1FN7cx/YEdXoQc64CnqBNo0kD8BBIhP0UPNV4at2AYEh2V5KQCnoswYtTOeJW/4aXtl+9je\n6f75X8IaJ8MJuEEH8HPgO1yPzIVWgtWZOtbhtv92UxalwCO4blT/wJ0q5ltbjMq/t5PYTpqXUYDg\ncDy8na7GVttXzqtHvmZwR24J/5dbRBAvJo8jyZBhMtf+Zx5rG3HalZkgU7mUN7MmvA8phx5mCqtq\n+a59KLgb2eSqL6iZ8QJ1s1/DSdQ0+X14/6NBPxP4C4hfITxvEuxxSPMn2wGic94lvdYHzlKUNYXk\nisV4inJBH4gwTgX9aPJHnIdoxrhWoUA6wOTsKxuBOTixCVRPn4RVW7HNMfvww8JqO8V5KDrg9pNc\nBXwNeMDNqlpxqoBawCtNhgL/h5t+eAvXbGO5lWo432wzRjdp8SgKG42jMHgttbnV99NR93JPXkd+\nl5uPBwOL13FIU5d5kVNPGMe3j5zBsGPcyoQd3UggXsWz0mYM8Ky0CSaqsKMbdvlzUUqSWDqdmk+f\nJ/L1GzjpWMPvhBDk9D8O9OOBx0C7HM07p0nFpC2o++I1Mpt6gVyNMt8itWIuem4aYRyAME5B6OeQ\nf/DZLRytoewNwDfZn5cCFdh1F1P9yePY8aqduqd92HtQ4aSZgCIX1wrhCtwUoY7gw1Q1ZXaSKK7U\nTVJmGIe7gD0ZeD17jo2NtBA+zdQxWtn8AYWNzhHovJ7Y1Or7KTf83J/XiRtywmjoOExHkmFT4l5O\nPOI4lky6uCFGzarllJspHlIOY4A3pYVZuQyZie/y56KkQ3zhx26MzvkX0trSpyoML8GeRyD00cDj\noJ2DHozutCZD7afPYVaNArkWmX6G5Kp5GDnLEcZQhDEWYVxP/ojTmr9PpVD2PKB+7fAVkMSqPI2q\njx9pl89iH/67WGunuBJ3y+QFLsNd6yrg1eRGDnHSJICVQE12o3klMB54AXe+jUi74XyTU9VcqiRX\nAg4Gh6DxVmJjq++nvyfEQ/lduDIUBLxIvkOSZnXkGu46axzLn91iNZTZuIAjHIs/KsWJwL8dk+jq\n2Si56z3nyjaJfvc+NZ8+T2z+Byhni3e1HizE17E36GOAiaCfgqewECO/9X3TDdeRkpopT2FHLgS5\nHifxZzLrF6EFPkEYhyCMYxGeB8kbenLzJ3BslDMd91sU4EMgl8yGI6ma/BjKbllL5r+FH2Rls61I\nSodXkhtZaifJEwanh0rpY2xLlSvWPLwPJHAzslNx6wCrhEZf5XAFivpczvnA3Y2OVbgf5vRMLacG\nihFCkFKSMhRDCFDNuVgMBO5hSjrCca1QiAU3MysEmHiAi7KvHoquDWbe/PlARzdA5n1IWubwM9I8\nQIYCwMlucncVie8nE/t+Hji/AxaRXvcQJSfc0JA9CfY4BM0fJr3mTTSfj1Df65pVwDWrlmPHNmPk\nlrXYnJ1evwSct3AFVjqCcx166D2K9j8eJ1mLp+CXDaIJ29zn4qku5Vadhysatxl3GfMbcBxSq79o\ntdT8PuxZRKTNS4kNrHbSFGsezgmV0aUZGk6x7uUTBFa2E+tj3AlTaB7qZIabUNR3RJ8CTGt0rMTN\nrn2Uqmyo6KSVpATFYPzE+RkOZcCf+NaMMaSVvdWaEGSURKMzbuoJXL5DKcuWLQME0kwSW/AJjhPg\nOhR3Y+LHZT+0R4xGv3mb5KoacK4F8Tnp9Q9TMuaGBv+w8IDjMMKFpNe/hh4IkrPfddvQd5VSmJsX\nZ+Osa4tVRnPTApBv4sZYEcif4O+0BO+gHkgzgafwhhbl4uOLpuFu/Y/DrU1vAu4DLkXJVWTWf4fR\nt20quPuwZ7DZMXk5sYEN0qST5uXcUBklzdiVFGhe/oO7ONVwU39xoFz3s95JcWdW88AHHAnYjY51\ncBe/76Q284us6qYbo3AQAVznai+oe1lmp1rlpQmgC0FMORgMw6r3wGQCMfMGNm1yF2xOqo74ok9Z\nZvv5HQ5/xEICEtUuVc3aWS+S2RQA5yrY9AHmpokUH3tNAwsod+hpGAWzMDe/ipGTS2i/q7bRNlBS\nktm4AJmJ4y3u2excqBwLq3Yx9Vt8OA7BGIJ9dfRAPsrO4C2+qcXqR/z7GbjfniOAYqAaeBYYB/IL\nMpsWEeg2fJc/j31of1TYaV5NbqRKWpTrfs4NlZHXTOWtQPPyESlOw519/oO7sTzUE2axneB53Cen\nE3AgTWPUxuWYvZPczEVZlfeMcrCBowiR5GYEMZCPsN7JtJpOawhBjbLROBnoD4DiZpbX/gE768Jg\nxzaTWDqbz5wg9+Dwa9zrtgfnQElJ9bSnsGr7gLyKzOaXMCv/TuGoyxFCIISgYOSFJJZOx6p9BU9e\nEaG+l26jbaAcm8zG+Ugrja+kb7NK8zJVh5NJgfpt9u7PAvEoeQf2A01HSRtfyZgWPXTji7/AFSUc\ngDuP1uKm6o5EmR9j1qxqV/HQ9kB7VDbHAItwU9S/aYfztTueSayjtxXnYSUpkyZPxiqYmYlsM26g\nEaSzJ4d+CI4CxgGddD/X53anQPcyE0F9TTKO+xX8U9w/8dnA4UAShZkd1dsIMAOo5kQsJgE3AB/w\nWjrOxOgavspEW3X/IaEjSeJ+xAARHLmYsrIylFJUT59EalUeihd4jgvZnyAThEaFP7ddqKPxxdPA\neQe4BLgbZY8hXfF1kzH+soHkH3w2uYPHNatCGZ37PjXTXiH6rUXN1OeIL5y8zRggq3q3uNELC9H8\nAbzFvQh0G97iRhPASSZAjcd9HG1gIlseyQQ0Uw39H8FeHaP1dPNRdpK7lCTXyfBwdBXfmdtm0A/x\n5mIbAfojOBx3QVtqBLk63I1czcusRmNNYB5wPfAacCpukmiT2qLo198T5E10YlyBw8PAzcBL/C2R\n4InYGhY0YipsD/magc163Go6wHpMuZHS0lKkbVH1yUQyGwZg8zyPcRJDCXKm0EnndcLI27WecyUd\nkiumgfMhcBGox1BWfzIbFjQZF+g6jIKDzyb3gJO3UaFUSlH3xSvUznif6LcWVZOfILni82avJzw5\nuI8TgALte9c2orQfga7DtutLJhNx4ELge9xk0L+AS7O/TUA7Cr39wLBXx6ipJI/E1nChk+ZmJdGc\nNPdFV7HKTm0z9hh/AUt0H4MQHAzcCXTy5HBZuAt5mofPsuMUbgLoXeA24J/AGbgK0psbVTb394aY\nRJAEd6C4C/gj8BcejUV4KlbBimbuoTnkawYOi4H6eXcxijSFhYXY6QRV/3kEs/JYUjzPPYzkCPyc\nqHsIdBywy4rJTjpGZuMCcN4DLgT5PE7Ci1mzsmGMEIJQz8MoOOQcwvufuI26pJKSmumTqPv8U6Lf\nZKj86GHS6+dtezHNAM0LLMu+IEEsQffl4C8bSKDr0O3S7GQqDlyLyxlZies7PC772yTsbsr/KtAB\nNAAAIABJREFU3ou9OkZj0ubReAW/cjJcrSRJO8k9kRVstrdVkR0bKOFDzcMwBINxPVx6e/M4P1RG\ngXD94cGNTwe3pew+XP+XS3C7n6sbxegAT5hHCZPkCeBWFPeguJmHopVMiq1l/XaUbBsjTxgIvsKl\nqgJ8QY43hGEYOKkIVR//Bbv2fCI8y63sz0l4OVb3Eu5xWLNst7bAjq7HrouBfA24EJy3MGs24MS3\nMJ2EppOz39EUHHIOOf2P3aZdTDkWVZMfo+6Lb4l+k6Dyw/swq1Zscy3hDYBKsKUymQa5Ci2Qh7/T\nIAJdhrS40QSQ6QhwF/A+sB6Yg5u6k0B697fl7AR2tbKpA48CxwLrgNnAO7grib0CtlJ8Z6e4F1e7\n+k+4FIAbkhsJa3pD34dSbvby/FAZK500a+wMmpPCQFDlWBzrL+RBM8ZIaVEIfI5gfKCEN1Ob2IDb\ngVQOfCUMfNkFU75mUCA8bFCNZdA74MHhN06a65JpaqXNMjtOrbQpNwKcFmxqtbDASjA7U0dPTWOF\nHI7OkSi+5rT9ihk8eDDpqf/GqlkH0hUWUJzEBjGd18sCBA+6qNWqr9uFkrgC2PUIoVSy1Yfb8UoS\nS2eBXIJbDVlPbOF+BHoetI2AUd7QE6mZ/nOUmgZiE5pnFjlZU+wdwdexnPS6R8E5HXcuuBZ3YbEe\nYTxNsOf1rb7nHxH2+hiNKJtaaTEC+BVujCaAmxPr+YXWlZ7Z6oVSCl0ILs/pwnInxWo7jdfJYCCo\nkRZjA8XcbyWYoxx0BPOF4CR/IS+mKlmCW09TQHmjakwn3YcfgyiNY7SUXBTX2Cmuj69jbKAD88wI\nceXQxwhxarCp1cLXmSjfmVE6a4J1cn80RqKYyVVDe9G5c2ciFVOQSQPkU4BAMoYllLKx+4EEhp7d\natXXFqFU9p1tWZwqAtm4bR2s6hVk1q1GOa4HMCwi8s1QAt2HbzOh5g07mdrPTwd5AWhL0INLCZQ3\nrzy7NXwdu2PW3g/OaNz4vAT4PYiFCOM/+Lv+utX3/CPCXh+j6x2TPOXafv0FuANYi+KOWAU35ZbT\nUfeisu0hPqFxbbg7y+wUq5wUQTuDT9OJSJtxwVLuia1mslLEEKzVdEZ7cvlbppohuHS+ZUBXfcuz\n7LKQ6mgQtwGgA2UoJthJfhOrYFygA1+bdaSVZJA3zIn+4gahPqUUMzMRllhxSjSNStkPwTAk07nt\n8EH4/X6qFn2NsnuD+jMADqP5knzy+hxNYGALVLa2QDm4y636+VgAfmgD9S+9fi5WDSj72+y5PqXu\ny9PpOL6pIIkQgtwhpxGdcxTI8xDabIw8E1/Z/q26jq+0nGTyTyBfASbgptJ/BdoshHcFvtLxrb7n\nHxH2+hhdYacZpGAVLqnydmAeivtia7glrwf5mtEQozma3mBVstJOUeBYGEIjpmzODJVxTWwNr+C+\n0ZTu5WDNx+NWlANxUz0fIOjUSDdjmC+XvyaTQGOfyzL6oTjdTnJXNMUpgRK+ytRioxjmy2e0r6CB\nMSCVYkqmllVmglwtRkT2R6M/kuncd4wrDpleNxcljwduBcDmID6gB3kDxhLo1za/2WYhJQgvW2pw\nOgJPm+i5yRUzsaM9QL6PG+P/pG72LXQ4sekaVvMEyOl3HPHFh4A8HaFNwVvaGU9heauu4y3pRWbD\nnaD+CowCzgEuB+099JBs9Xn2JHZ1szkCd25Ylf35ZdwU2F4TgBrgQfAYijtwJzNwKTz3pWqwpOTV\n1CbqlGSg7ueSnM4Ehc57qUquRFII3G1GuSCnEzfmdmeBlcREcqsRJFczsJC8lapiIZARGlfmNOVv\nFwqNGjWJDEcBffBwDeejOAswUVyZruSPuG7BD5k2TzsWV+e69KE5ZpxXEuu5Myu/cwcpDvBMY6Qv\nj2MGduKJJ55g09w1uAvNLX2gQvfg7XfcdjMjbUGgfATJleeAcxewGKG9jL/zDa0+3knWgQoCo3EJ\nGH9EaKXIdGybzaa3pDfFx11LesM8hO4l0O3GVnt8BbqPwI5UkVjSDVAY+eXogUloXh85/a79XxU2\n2Otj1IdGEsWjuLN5fQ49heKddC1rjTRvpypJohhiBLkopxM6gg9SVdyQfe7vN6NcFe7Kb/PKWWgl\nUcCpRpCgppOSDpMztcwFhND5RaipB16usMmou8gwCCjBx0+5kiQXARUo7k5t4kFcOtEfzAgvKYeL\ns/ShGek6Jqc2czuKpcADxDnIM43DfXkM71rIxIkTqV6yjMbxCYCu4xtwYruIdwndwN/5INIbzgDn\nN8AXCO1zvKWt37jZiWqU9LKFOvf/AANppdD1pnRif+fBFI8uIrNpEZq3mEC3E1ut1hnqNxo7/jqp\n1SWgFJ6iPmjeJ9ECAcIDrkf3t466/CPDXh+jfqFRjeIx4DloIKJuRPF5JoJPCD5I12CjOMQT5txQ\nR0wkU1LV3IyiDrgvE+WG3O78LrcHi+wkBoLzPSE8CBLKYroZ4ysgpHm4aiv1ah9xdG4kRVfAi5+r\nuZEYPwO+QfGP1CaewjUzuT5dyztKMT7oLnz/na7m+3QNv0XxBfB3YhzincGRvgK65wWYOHEikTVL\naBqjCoSGf8CJOy121xiaPw9PQRes2otB/gzEvxGejXja4PXnxCuzvVgHAl2Ae1BmbUOivDFCvQ7D\nk9cRs3I5WqAXgW4HtbrakXvgSTipl8hsyAMFnpK+aMZf0UNhwgN/udf7+e0m/CBidD2Kx3HrXN1w\nmQJLUHxtxqiVJtMydQAc5c3n9GAH6qTFl+kabkKxErjXjPCb3B78Lq8nS+wk5WgM9LjryElxh2l2\nkplAqe7j58EtG0u3HSRGkJ+T5EUggZ/f8luSnAx8guS91Cb+jtuadkXK7c0/Jquu+2pyEzEzyjUo\n3gf+RYyRvjqOyPpzTpw4ETteCTQW11Sg6QT6HdsuNHcjrxNawMGJXwPqTNBeRM8JbJdNtzXsWCXI\nOlx93z7Ajch0XbNjw/ufgLe4G1btSvScYfi7DGn1+8gfcSa1M57HrAqC0PF26IfQJmLkFpIz4Oc/\nyspmZ6Cx6spatsxDewU0IRgfKOY/qUoaW6FruJYHryQ38m8UBwK3OGmeia+jzPDxCyR3Zsf2QnFr\nqooDcssZ7G1KpznaX8jB3jxiyqFQM7Yxlx7kDWOnq9CYwGpgGCYTsxSB73Cnjfpt2zMo8pwUSekQ\n1HQ+TVfzAIpZeJhECJsws60S5ttLefb1TzjjnRn4JOhaEIczQf4UtH+hBTJ4CtrPQyx38Clovsmk\n1/4SzRcg98CrMHKKUY4rnqCUxFvSu8WFc2rNPFAdgb/iPi7noZTT4ubPyC0lJ7ftMvxCCHIPPInw\noBNByXZZJPwIsNfHaFDTGe3LZ3amrgmvX8ft5fxPqpJZKMqBK+wULyc2IpXiTyiuzI4tQvF8qppL\nw10YtlWv5SnBEkb5C0gqSZHmwdjqC/1Ab5i1mTqSnMsa4GSS/DHbpTIPV7ikPkn1MopSK8ZF2QXe\n1HQ1f0XxD7y8SgCHImZZAebZFfjfnsb49z9DSBAEUdpPQY4H/Tk8BWXo26GbthX5B59DdN4HmJt+\ngR4IkzvkanR/GGmlMauWIzQdb3GvFpkOqdULQPXAdS5eAIxBeIIt0gc9BV13qv9ZaBr5I85q8A7b\nGyfF/wL2+hgt1Tz08+Sw0IptE6PrnQxxO8kCFPnAuVacd5KVVDgpnkJRL0OjIZmeruHsUEcO2sov\n8PxQGScFSjCzMaptFaODPSEyViVVjKMCuJw4l2c3hwtxhcLOyY79O4qjzWjDZnNyuoZ3UdyLj/fx\nI+nINNNhrrWZnPcqGPPRl5iOAhUAcT2oI0F/FH/Z8HZTchdCUHjkT4nOeQ+r+iqMcAG5Q69GM3zI\nTByzeiXC8OEt7t0iHTC1+ntgGC5r51NgNHperxYXqN7iXniLe7X9Xg0vhYdfgpIXAmKX6Yk/Euz1\nMdrHCBAy/FTYqW1idKGVQLeTrMStt51iRvhYM5iVqeV1VIM2eFxJZpkRxvqLtvGavjynM7XKRiko\n1Iwmz50mBIM0D2G5mrWcwFrg/4hSzwlYg6scf0r258dRXJWJcIy/EEtJppsRZgI342cKPhRdmJyJ\n8o1ZS+GHFYz65GuCpkOKAErcBuoA0O8i2PPIdlOJFrpB8egriXz7LnbdJxgFHcgbcgVC03BSEaza\n1WjeEJ6ins1eU0mH9LolwJm4jIB3gNO2m1DydeyPr2P/Nt+r5g1SNPoKV8BI03edHbUHsKur8dbJ\nqv6XcYy/kIxS3JSuwocrQHA9gv0MPweZJiOy4+4GHnbSlGgeGi8DCwF7O5S0oKYTpPlF02h/IVFl\nMzUTwUExB3gal6j2BFCOQKEQuH2gDrBZmniUhqMkfyTIKk5EcgZuMg0S6jCOcJ7iSSeNBEZoDvNL\nK5DWnXjyCgkPurJdN1pC0wgPPI7wwOMaXpOZBFWTH0OmC1DKQOivkjt4bDaD2vTBz6xbgCvlMgB3\nsvwKf5cpu827TGgadqKW2PyPkekU/s59CPYaudf6D+1m/CBidHygAxkFl5t1PIxLo70NwQDN4FJH\nMSA77i4Uw+wkPXQfjTuDiwCblmM0rBm0VDM7JdCBl6XDYiuKwBUGew63a+Qd4CgE9R9jDS5TYp2T\nQRMCWykuI8hGzkcxGjeq+xJRtZzvvMHjThoT6KtLNnZciDTn4S3sSHj/Ce36PArdQ97gU5q85iRr\nqPr4UZTdA6XiaJ7XyBt2Cr5OB2xzbXPTd8AGXNuFwcCHhHpV7baYEZqOFVlPfOE0lGXhLx9A8H9X\ndGSvj1EhBBeFypiUUJxrxbkPd7X9BII+KK5DUZ/evB3FBXYCHdFMjLb8VpsTMqnHOaEyXoivZ53t\nene+idu6sgmXz9jYOr0Wl6xaYafxCg0bxTgC1PAL3Gf7fhxOolp9wm+cWfzaSRMDumoO6bLPUOan\neDt0IWdA82qtOwvN4yf/oDOavGZF1lP9yURQ+6PUBvSASd7w8duIe0grhR1dDczHXbYdALxGqHdT\nlkZ7Qmg6ZvVKEotmoaRDsPcw/GUDd9v19nLs9TGqCcEVOV2ZGK/gFDvFHbhpw/cRdJEOt6IaiOi3\noLjTSmChmsRoMVDZAm1UCNFgGdYcfhruwrPxdax3ooRwbQO74ipwrMadO+tRk73fNXYaT1YLZTR+\nYtyCy0+4E5ubqFR/4S9OlHOdNLcD3YREdPoIZb6Hr1NvQn2PpD2h+XIoOOTcJq+ZVcupmf40MBQl\nl2Pk+sgbdhreoqYFHSdehTLBNVkTwAEgXiTUZ/flJITuIbPxexJLvwJNkLPfoTuVYNoT2NUdyTrc\n56keXXHnoCa47bbbGv4/atQoRo0atYuXbTvGBorobvh5PF2DQnGWrxAbxddmFAc3+zMPyEVjqC+f\nu6w4vVEUAFchGOLdOcNxTQhOD5ZyWsDNsi530ryYqkaiuMCXz39SVZwrLUaheApBERqTYhUYQAJB\nDR1QvIpbiz0DlxxxEhG8QBoNGIZkSYee5Oy3hbeupENy5SycWDWewi74uw5r14VjbP5HOMljQT4J\nCJRzA5HZ/yC16jsKj7y06YZT9wKNLA3EZoxw+1V1toaTilD10UMo60pgIGbVnchUjPCgMTs8tr0w\ndepUpk6duseutx38IGJUCMG5oVJ6GwHuN+vQEFzqL2Kdk2GOFW9IyHwH5AqdId58brLTFGdf/zWC\nE7w75y1lCMGFOZ24IFutnG8leDJdiwAu9+XzWnITlyubIcADCEIIJsXWYANpBHX0Q/FU9mwn4/at\n3Est7wEpvEA/IYh0G9RExVHZJskVM3CSMbwdeu60GXRLiHzzLjLzM1C3AwrpXEDtzDfwd1tI/sHn\nNvk+EJoP5VTibjYBvRo9uPti1I5tonryoyj7ZqAzmcpbUWaGUO/mjeZ3B/bFaNugCcGloU7MzES4\ny4ziFRrXBIr5xozyrb2lh38ukCN0+nnCXJWu4sksjfYuBBd7d87X0y80Lgt3aaCMfpmJ8ogZwSM0\nrvTm8XxyAzlK0gO4G4GpJC/E1hDFpenXcRzw5+zZjsDdrF1LXVZSLAx01z2s7Xtok42eNJMkV8xA\nZlL4yvrh67DfTt1/S4h8+SbKuhOyphFO/Dhqpj1DqM9Icgdv6RV1vfwUEMHdtiuEEUUPDmj2vO0B\ns3oV1VOfAudOIEhm880UHHI6/s4H7rZrbo19Mdo2GELwi5yufJKu4TYrTlAz+FWghP+kqpgr0w0s\ngzlASDMYbvj4aSbCgyhW4SaPrm2lCvvWCGsGV+d2b+gL/TRTxwNWHL/QudSby8OJ9TjZNfVdCKRj\n8Uqsgs0oguhEuBz4ffZs/YBLEBxKdVYYsxQo1A2cQcdjNGK+OakIyZWzULaFv8sBeNu5X7H2s1dQ\n9rO4EoMZ7LrhVE+ZSHjQGHL2G9UwThierJZJCrecZCG05G5tDUlvmE/trFfBuRswyWz8HUVHXbpH\nN5ytjdFd3X0YuImLY3Alkb7E1eFpzGNXaju+kk8X9mvxd7sbjlI8HqvA56QZhJstPSvYkYN8uXxr\nxpiSqsJCMdSbx7H+wh1u1hZZSb6zUgQFjPLlk9MKilhaST5O1xBxTOqUQ2c7yZu4m9/xwLv0QLIc\n90/l4MoQlTGMb5mBzULgaN2D9+gb8BS6vZ5KSWqmTcKszgHnBND/QbC8E3nD2i9TWz3175ibb8QV\nDwC3Jf1ehBElb/gBTRbVydWziXz1Pji/BrEa4XmpiXVKeyOxdBrRuTrIF7OvrEAYQ+l4+t3bPW5X\nsP6VK7f7++yz898orf6gYzSjJA9GV9NFWvTAjdFLczrT3xNiZrqOWRk3X3qor5DD/TtOCM0143xv\nZ8gXglH+fPytoJ/EpM3kdA0J5VDpmBzipHkSNxoPBb5hJJKZ2dFpXC5Ed05lEf/E1XI8WfcSPOFW\njBy350Q5FlUfP4Yd7w3OyP/P3n3HyVXV/x9/nXun78629N4xkAAJgQAhJAECCSEgINIEpCpNkCqg\nXwyKAvKD2EBRkSpSBJEq0paigEgnEHp63zq70+89vz/ObLJJtu/M7GT383w85pGdds/dzb537r3n\nnM9B2X+ieOc9KN5lbmd/RK3a+M9fka7/I+bgGuBO4F8o+3XKZx2Jf8CEza9tWPoiDUveRDsXgnoP\nK/AsA+ZfvHnplGyrf/9xGpdOYssJwH+wQicyaGHuijxKRnMj4qa5sX45U7RDOfAkcEF4JCNsP8/H\nq3krWYcHxYHB/u0uJ6S15s1UhC/SaQZaitn+su2Gvbek2k3xYryGpHZYkU5wvJvgJ5jDvknAMo5F\n80Dm1RuAcUAp57GamzP7fJInQPiwn26udeCmYmx8ZjFufCa4O4N9K6V7zOvyGtItWffoT9DJlzHz\nu8DMlV4N9n0MOOR7W80Xq3vnMaJfrgLnTLBewhP+kP5zz89OEcAW1Lx+P/EVRwHfzzzyMN6Kn9B/\n7tk5aQ8ko7myyUnx/yLLmJPZv0qluCQ8igrLy1OxTSxJRQgoi/nBgUz0tl0jw9Wa/yTrWek4DLMt\nZvpKtxv23pJ1TpKXEzU4WvNJqpErdZpzMZdPxqKo5lLgF5lXvwccBdRwA7V8H/PpdYk/TPHCazf/\nzjuxOjY+czM6dQTooWDfQvmME7LaA7/2oe+DrsLUGwFT2C4M1i8ZdMQ1W9UUqfnPX4ivdcA5AezH\n8fWromL29sujZMumF/5IatPlQFNv7C0Ehv2V8v2+lZP22ssntJ7R7vZspoHzMWcaNmaEaMFMmG6P\nrRTnhkfwdipCxHU43xNkZKbC1lRfuMPr7AG8lqjnnmiCJBdjs5TKxGMsKhlIkbJ4IxlhjZNgkO1j\nX1/JVsEMKIuFQXMA+ufIKo5ny3/KucCTbADOw/Rq/gmoYZIdI6U9hN00ZV4Pv/njH7niqS1XllPV\ny0lV14LzOuAF5xyiX40gPPngbpdwb+KtGEBy07XgWpgCbX8E9kS79bjxrRdmD43aCzsQJrbyaSyv\nl6IJF+fsRBPIVOFsXsTAh+5EZc5eZofOqF9ZXFwyireSEeLa5VJvEYMz1WT3C5SxXwdOMJv8M1bH\nY3GLJBfj5XVeTb7M1SUDsFH8O1nHJifFSE+Aad7irS4shS3P5vlfv6xbxgmYv6Qe4DvA2byLuSI7\nG3PypJju3cSnjo+Qm2RQwMcVv7mLW5+t2bzNxNolOI1l4DyBGRlwCpElEyiaeGDW5kh5ygaQjlyR\nWctrJpvXylMNuLGtl34qnngAnnA58TWPYweDFE34fs5ONIFMRpsPo/dmqur2STt0RsOWhytKR/NO\nsoE0mis9RfTLHAzODfZjbrDjPeT3x+p4JVFCktPx8gz/TX7AD8L9SKN5NVFHnZtmvDfIrt6tP8cq\nLC/fyGR0Ue3nmw+9gpilVH7G45jFG3YHfgikme1L8FTay+/dFGP6l3Ptb+7lxr8v37zN2PI3cRPT\nwP2recBZQP17h2X1ZNNbOojkxgswCzTtgZkqcwXKegMnVrfVyWbJlMPxVvyX5IbHsItKKNpp+3U4\ns8p12VI9F8znqGSUHTCj/W0vV5WM4d2UWU7sKm8xJZlh64eHBnA4HSueqLXmtsYaPkgNJ8lx+HiI\nD1IrOLeonBguryTqiLoOk7xF7LTNSetg28exIfP7fEHNp5yQebwUOAzNvfwWzQRMp/EFwGoO8Zfw\n66SHq3SaScMG8f9+/yDX3LNlSa/Gz19Bp44Bfat5wNmL+ncvyerJpl08HCdyFmb0wVjM5Jo7UNbd\nuInIViebZfucQPTLf5OqfhRPaT+Kxh+R2/mUetuMegv2WDcbE/ueztx2SLZSm4sVvJ9q4M+1n1Ov\nXXbxhDixeAgh1bECFg/FoiR5GtgXB2jQ3+Tx+HO8l6hjAJoTgMdQfJZq4NtFQ1vsJR1g+3koHeU4\nNDZwLdCfRoZyJ8u4D5c4u5BglC/E3MCozUOK9n39cb64616Ovfsd3nr+XXQqjhl00PRLWAYqZCrZ\nZaHeQbqxiuhX/wP9NcxCFadhDmZPBHUw3n6nbvce/6CJ+Afl58peYPjuRD68Ce3eDOwM9o8JjZ2R\nl7YL1A6dUZ+y2NdvLk68lqjjlsgKYtplqreYY4sGb1eUqyVaax6NV5NmKTCGFJoadwaPxT7hjUQN\n4zHFC+5LKFb4Szk61HKBqgEePw8kExyA6dlcDIwkSjE3s5LfECBGf5JM8ZUy3Tdmc0ZnvfU3LmmW\nUTedwNScaPo7MARwM0skdP/DKVW7isSaJaCnApdjalscCeyD1tfgLf/+du8JDJtCYNiUbrfdEcFR\nexL9/Ba0MwoYirIvpWjC9Hbf14vt0BkNKZv9Mhl9Pl7Nc5EqHA37+Es4MjiwQz0fce1SmajB4SOg\nghSXscrZib9HN/LvZA17Yfro/5xQrA+0fhI72PbzYDrKIkzP5l3ARGJoFrEaDwNpJEGavX0DOLmo\nn8moo5j10p85u/nnaDoO7shmWx6Bdjq2pmdHJDZ8SrJ6Geaz+mxgI/BdoBz0Z3hLv7nV65VShEbt\nTWhUfurShMbvSXzt1eCUAiGwL6Bop0Py0naB2qEzWmJ5mOUvw9WaJ2ObeDVZiwJm+8uZH+jXoWlW\nG9wU76dSpPg3ECTJBSxJDefh6AZeTdYyF3PJ5LZEDUeEBrGPv+VOhWGWlwfdJN/FzLF+GphCjAYu\nZjU2E4iwApf9/cUcG8pkNKqY9eSvOeWuexn37TsA0Mkk6OZzJ0eiW1hXtKtiK9/BaazO7OUJmKX0\n/g9YA1ZsuzXllWVRNH7/7TeUI0UT9qK29nvgaCAJ9lUUTchNr2Z3SbnOjNVOgnsa1vA3NJOAy9ON\n3Nuwhu+EO1ZxMYUDzdbqcxjFK4lawpjxFsXApWjGpBpZ6yYZam8566t2U3yejjHcE+DllI+xbhIP\nmrWYeaTjiQExFgIlwKbMYrqt/XHwVowC66/ArcChoH6PHQpjhbo273Rb9e88iU6eD/r/MPNITgf+\nCta+lEw5Bl+/MVlpp6vsUAX95p5P5L0HMwWCxlM08cAe3SfRfUtTUR6PrucxNCOAs1INPBxdz/FF\nQ9p9r1mc2sGc1IFZ73IYLyZeZzjwb8ylmfPQjEzUckig/1bD4Dc4Sb5y4uzsLeZfqRjjdJokmg2Y\nsjr9iOJiyhOOAjY6KdNKKxn1D5yA6Wm5H5gO1s/wVuyStZ6K2v8+ik7/AlNH18WsMvpXlP0PSvc+\nAU94YNsbyDFv2TAq5pxF5MM/oVNJgqOnERqXv/maIjf+m6jn9dgmXkBTDJyQqOOfymZBsH+7701o\nF4UPszgCgI1mIJXJL9kdeBZzaeZUNBPjmzgwULHVSewaJ8FKJ8F0fxl/dpLcr12qcEkCS4EQjSSB\nr2EWJtjgptiJNjI6eBciS34HznxgJ7AuITA0exdjat/4Gzj3YbKZAvYCfony3kH5fqdmbRRSV/kH\n7kTFzJNo+OiXaNclNGFeXy7i1Wu8mKhmeaKG19E4wFHxaoqVh/07MEoooV1sSkhtXnc9iKaE/ySX\ncTDwSObRhWi+Htu43cnm8nScdW6Sg4L9uDq6gV9rzSpcyjHHyR4aqMdUJtkZxSY3xRDb32pGAyMm\nE112Mzh7A4PBPp/AiOz0amrtUvvfv4L7EuYUuhEzl/SHWIEBVOx/Vm5HFnRAcOQeoKDx05+DUhTv\nfHzeOnU6S042Mz5ORTk2U08SzHp/A5oVPWhNjZvis3SM0baPz9Onk+IW4AtsbmMCpvej6SMjiJna\nH2/Wzf1FOsbvIiuZianYhe3n2+GRKK25oWHFNstYw/PAgZ62h7dZvhD9DjiH2jduwYleY9YP8g1i\nw+PXYfmLKZ22sFsTiJ2GOlMeHjAf/wfgH7yUspknFkwJZm/JECr2/3ZP74bIoiWpBs5Db643vxjN\nnFRju+/b6CT50okz0i5ltXMKaa4F3kHzNNMwgzmbPjLKgRCKBC7FmQrT76cauLthDXOOmjm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xEY8o0uFzYRWbVDZnSmv5Tr4zWEcBkJ/BzVoeVNWjLU9vOz0vH8PbaB2cl6LDR7YWZe7QM8AcwA\nxidquD5Rx+Ulo1nvJtlJbxka/yPgVu0Q1y5hq+3DmqWpKHc0rOYmNH7g4nQcjRmF1BalLEJjczc1\nJDBkEgMOvpDkps+xfNPwD921YKrS9nE7ZEZnBSq4MRkhhSYM/AzFKV3M6DhPkGtLx/NgdB37phoJ\noJmCmfO5K+bkcz5QnqjmhmQdPygZzWfpKAcCR2S28Usg6CTwKNXuRZr/Jer5R3QdN6OJAZc0xPhO\neHj7GbU9FE04oEvfY0eExkzHWzaEVPVyrNAc/IMnSSHMDurOyebSrO1FHvmUxUUlo3g2Vs39bord\nPSFmtrLwbGtcralyU3iVRZnlYW6wgkbtsHuimp9iyqpfglnP6xFMr+muaK6NbeTc8EiSmLX5hmJG\nly9HM7kDJ7tvJSMcjcvlmfuT0ExP1HZq33PFDpaactCikOyQGS22bC4vGc1z8Wo+dtPM9Razl79z\n5cudTEYDyqLE8nBEaAARneaYZD3nAi8C52PmiP0ec+FnKJqHYps4smgQ1UAdZpmERmB9ZuhPe95I\n1PE9NOdk7g9Gc0qi6wUKsslT1A/P2Bk9vRtiaztkRissL5eXjObFRDX/0y7H+sLs2oEKzM2lMxkt\nUjbFls2xRYOpdpJc5cQ4ErPQ+3czt2sy7wnh8mKimj19JazJVIf2A1WYatPBdqpqAryeqOFnaE7N\n3PeiuS5e3dZb8sZTMghPSecKjImc2yEzOtz2c1HJKF6N1+CiOctfygRP272J20pplyo3TallE7Rs\nTikexi/qvuRON8V04B+YlZyvw+QU4BTt8O9kPYMtH29jKhBYmA4YGzO6sD2vJWq4Fc2RmfuNaB6K\n13BGp/Y+N7zlI/CWd28OeF/U5+Zsgin9fESoa8t+NLgOv4uspMZNEgd29xZxctFQym0vr6BIZ9YB\nLMIMMWg6PB2GWRDXqywOD/RjRryaE9C8giLkCfC1Dv4RaD4gr2kVo5cf+JCTT3qMc2fN5ozn3+3S\n9yVEISmxPBwd6tqk+yo3xS2RFaRdhwgw01fK0aGBlFpeXkJxDpoDMAepB7Nl/b4RmGUUKiwve/tK\n2DdZz5FonkIx0VvMEKtjPYHbZlSxJaOmFSF2fP1tL99spxp0a1Y7CW6NrMSrXWrQLAj0Y16wP6W2\nl0onxlGYQiIeTEabjADe1C6j7QBDvSFmpqIcjOZvKA70l1HcgZ5AxfYZ1ZiMnri4S9+OEAVpmO3f\nqipsZ3yRjnFbZBVFaKqBY4MD2S9QRpnl5SU3xb6Y7t4z2TLkHUxGP3AdJvuLqLT9HOQk2Bttil8G\n+3doNYWWMtr8XdMOmsJbcqy7Q2nvZPNZTJXibV2FKeTY5zwcXccBboJbgDhwSKqRykQNs/zlvJ+o\nZzcnBph5Jv/DLCK9L3Ahil0z62POD/ZnuCfIx+kYO1le9vGVdCiAe/rCXB+rYiwuXwOuQTErUx76\nnsOvJuKm+e5FJ/OX/3xGdXowvv7jcvATEAVGMrqN+xrWcIab5v8wc8n2S9bxtjfE3EAFv0pGmOYm\naQA2YYqPaMyC1Feg2D+T0W+GBvG2t4iPnAR72z728oY7NFxmH38pixO19EMzOLPN2X5T0Oiew6/m\n0gVjeW7CHjz41gqqneFyhbRvkIxu446G1fxUO5yFqcK+V7yasd4QhwUHcHMqyhvaYX1mzczjgDsw\nU1J+juJYn8niaUXD+G8ywkduknl2oN15mk329Zfzw1Qjnsww2stQHJsZpn/f0Cmcd8hIXhqzB498\nsJ4aPVoqTfYNktFmHK35Q8Mq7sTlcMw8zX1jGxjnDXFkaBA3R1bwpHZYhulQORizzmY98HsU5/iK\nNy879FqyjqVumuM9wRZXZGjJvoEKzmlcS0NmGO0iFN8NVPDyAx/CA1M4/cBh7DxmDx77pJYaPRY7\n1LllUkT+tXeyeXA7z3fIokWLNn89Z84c5syZk43N5pyjNf+KV/FZqoEi5WFBaACrnQSLMQELAd9C\n82A6jiegODc8gjsb1xBPNfAQ8CXwfSCMxb6Bsq3mnU32FnW66myF5eWSklE8E9vIP7TDVG+YWZli\nJRE3zfX1y1j4k2v4lqv5lc9PbM9TCA6f2ur2osvfJPLeM2gnQWDYbpROO9IswyC6rbKyksrKynw0\n1aczmtIuT8Q2siIdo8zycnhoICudJGdgroSWA8egeScdZ5ovzMUlo/h9ZBUjnBh/AN4CTgXKsZkV\nrGBGZki9UoppvjDT6Fwlu2G2nwvCI3k4XkVKuxziK2HvzDY3Okku/8szfEv9k28Cv/b6cfc7B/+A\n1itONnz6Eo0fv4R204TGTCe8+4IuLVAtticZzY+YdngsupF1Tpz+lo+FwQGscFObq00PxQxnX5VO\nMCEQ4gclo/l1ZAV7uknOx5wFfAOowGZBaMDm4bqWUuzTyeH1ADt5Q5xZPJw74tW4aI4PlLNbZpsr\n0nEufeA5vsOzHG5Z3Ob1E5hzCd5Wqs5qrWn48J80fv46KIvir82kaOKBMo8rSySj+VHvpnksuoEq\nN8kQO8DsQAVaaw7PPL8TsBeKNU6CPXxhrgyP5ubIchboNCcC92NGIvRTHk4qGsSYTGV3j1Ls34kV\nHppM84WxUdyaqEGh+E6wgvGZbX6UauSOh1/kPF7gII+HO5WP4nlXYYdarq6rXYf6t/9BbOU7KMtH\n8W5zKRqzb6f3SbSsoxnNxl/EF4FLMcdtLdFtVWO8vWJiq8/1tAcb19GYrOdqNB8AP8NijO3nCCfG\njzGlyb6OIhDox6GZKrJX1n7Gq9qladGCC4GVgX4c1sWJ2R31VKyKkvgm7sjcfwH4RqiC4MJrW3x9\nYsOnVL9yHziPAkPB/g6hUS6lex6d0/3srdY8cE6bz2cOPnrqCKTXZvRPDavol4ryfTQvYdb6KlE2\nF7tJvospTj4LxaTQIPbzl+Jqzfm1n7IRs/g7wDEowqFBnZ673VkPNq5jWrKOn2fu/wW4sGI0vrmX\nt/j66Iq3qH/zBbTzCFAE9okUTxxBeFJWjov6HMlo/rla86vIcvZwkpyC5u/A05aXmHb5o3ZYiKkI\nvQeKhcXDmOwtIuKmubruC6rYUoV6PxR7FQ/t9LzQzro9sooT042cn7l/I4rrh++Of8Z3Wnx9w9IX\naVjyCdp5EEih7G9QMnUfQmOlfkFXSEbzL6Vdrq9fxpFuioXAn1G8b/lY4SZ5NjMtbD2wG4pzwiMZ\n4QmwyklwR/1yvkJvHvI6HsVJ4ZFZXRasJYvrl3GNk6Cpzuz3Udy50wGEphzT4uvr3nmc6JdRcO4A\nNoJ9JOUzjiYwZFJO97M3ai+f0HpGu3OJ/ChgJaZg3JOY+fy9htaaV5J1PILmEEzBn0PRjPSG+IPy\nsAcWX0OxwvYzt9m6fzaKWLPtNEKHhsh2V0K7W80GGw446WTrr1/zETgXYAb5jgLnl8TXfJTjvRR5\n1qszGtcu76Ya+RuauZgKsxO1yx7+Un6kLPbGYgIK2xti38zwWJW5Nc9oFFO4INeS2lTubDIcILMk\nUkviK5einR8BU4AJ4PyC+KodslaFaF2vzuhGN0W1k+TOTEZ/C/jdNAcH+nMKihmZjI7xlTApU7fA\nQuFglg4DcyAbzTyea0ntmlxmjERjJWOtvj6+6lO0cx2mHOBktPNjYislo71Mr87oV+k4pa7DYszc\ny7vRrHeTHB0cyPxMRiehmBmoYETmRNLG5DOd2UZTXruytEpnJbbJ6Oj2Mrr6Y3AWY1YGnQ7OpeYx\nkVfdKRD098yt17JQJJtNU05gljv5YekYlqfjeJRitB3Y6mTywEAFR8U28X9oPgceVRZX+Do/1Kez\ndvMVc2uihploRgLf9frxjmh9CK3yBUB91mwW9pcojyxX0sv06ow2XVFt+sDTmIz2t3xcXTqWFekE\nQWUx0vZvHtamlOJgfzmHJGq5BM3/gHeVxaE57jEBmOwr4dpUA7tmStF/zxfAHTm91ddbPj9mBbMm\nX5rcit6kV2fUwuTTyXytgRQw0uPn6tKxrHISzLM8DLf9m99TZNns6Q1zaKqBM9E8jyJiedkpD59P\nk3xhrojFGYHGBa7wBXBG7d3qOr/K5we+aPbI51h+yWgv07szqrY+znUyt0m+Inb1jWWtk+Awy8vg\nZkvzDbJ8DPYEOCod5zg0D6HoZwc6XESvO3b1hbkgXsPtmcJF19pe1Mhprb7e8gZw+RLIHA+rz7Hk\nczTvem012k1OimVOnFLLZrwd7PQcCqUUB/rLOSxRww/QvA+8rCyu8hbjV1arC9IeGKigWNn8ORUh\noDxcFuhHuZX7eZDjPEFOKBrKRVYt8WARnp1n4us/p9XXF42bSfTzxbjJE8EdBvbtlEw9Mef7KUST\ndU6SVU6CfpZn8xyPzvAri30zB6XnZobRrrZsTvKG8CuLia1k9OvBAbxieflDqpFi28Nlgf6E8rCe\n3RRfMY3uQM6w63GKSvBNOxR/UevrahbvcgDxVYvR6fVAGGXdRcnuLQ/nEyIXVqbjrHdTDLZ9W50Q\ndlR/y8uIzEHpSWgeReGzfYy0A9hKsXMra2KeVDSE5+M1/CEdpdz2cWGwX5fWwu6s/f1lJLTmOCuC\np6yC8MxvkqD1RdtLdptL1aar0c6nQBJlP0R40oU5308hmnyVjlHlphlu+7c6Ieyo0XYA1/Jyipvi\nMDR3oRjvCVKuPCilKGsho5ZSfKd4OP+KV3NbOs5Aj5+zA/3yMorv0EB/ntBwhNVIaMAgnCEHEhy8\nS6uvL5k6j+pXzgTnNbDWY3n/RdGEi3K+n2Jr+Rj7nvdx7O+nGri7YQ37YhZIGukt5qSiIZ0+4dRa\n80qils9SDYQsL/OC/ajIw4ljd8w6bjLDF9/LsXe/025paDfRSHTZ6+h0ksDQyVIZsxsKfK5Je/Ke\n0dcSdTwSXc8M4B1gD38ZR3ZhqRNHa56PV7MyHaXE9nJoYECHlj/oSZ3JqBOtJbbiTbTrEBw+Vdbg\n6wbJaOc8F6vi+XgV0zFrRx8c7MdBzYrcdVRKuzwTr2JdOk5/28/8YH8CBV7kqjMZTUc2EFv5NkpZ\nBEft2WqhEtE+yWjn/L1xPe8k65gCvAYcExq0uSBdZ8S0wz9jVVQ5CYZ4gswL9MNT4EWumjI67tt3\ntPvaVO0q4qs/QHl8BEdNxw50rvCfMLozZ7PX9WxqrbmncS2Po5mJmZs1JdXAknS009VflVLMCpQz\nq9mczHx7P9XA3xrXUatddvYEOKloKOFWrgZ3luUvovhrB2VlW0J0VEK73B9dz5todgZqgJ0TtUzz\nlWyeE9JRtlIcEuwHdP4gOFteT9TxWGwDjVqzuzfEiUVDs3YwbYfKKJ4oBYFEftW4KZ6OV7EEzTDM\nhLXJsSqm+Upb7Oloi1dZLAx2bV3rbHk+Xs0zsSpSaPbyhTk2NDhrB9Oe8EDCu8zPyraE6Kjl6Thv\nJev4GE0ZsATYO7qePXzhTo8CCCqbo7q4rnU2aK15IraJlxI1aMwIgyOCA7LWU+otG463bHj7LxQ5\nU9iXF7vAAeq1y4zM/SCwF1DtpvLSfly7PBOr4m/R9bybbOjWttY6Ce5uWMO92mE1mn3SMe5sWJ2l\nPRWiZzRohyJg58z9cmASimo33ca7sti+6/BkbBMPRzewNBXt1rY+S0f5R3Q9T2qX5WhGpKI80Lg2\nS3sqRM+ocdOMQDEsc38EMAxFbZ4yWu2meCy2iUeiG/gq3Xrxj454OxnhtdgmXsHlUzQqGeHx2IYs\n7akQPaPaTbEriqaFRSZhjncbtJOX9tc7SR6NbuTv0Y2scRLd2lZlopavEjW8jeY9NGsStbwQr87S\nnopC0OtONj1KMcry8pvM/U+BZzDj0nMtqV0W1y/HiVcxO1HLE41reDZW1eXtfZqOcQRwAFAGLAY+\ndOK4bQzVEKLQlSkPWlk8kLn/P+BtNMM9nZ8T1lmNrsMv6pcRjlexX6KGexpW8Vqirsvb+zgV5Uw0\ne2L6Vm9Es6SbJ7BC9LTBlo9VaJ7P3H8WWAcMzMM6zNVuihvqlzE8XsVeiRp+F/VoHegAACAASURB\nVFnJh6nGLm9vaaqBS9DsAgwGrkOztBvbE6IQjLADvInm7cz9vwK2sihVuR+wuNpJcGP9MiYmqtk1\nUc3N9ctZ1kZl9fZ8morwf2jGAKOARWg+TXWss2baQVO63K7In153sglwRvFwblIeSlFMARYGB+Z8\n7R+Ad1MNDHVT/A3NFcCLaB6LV9HWOP62FCmbpYCbuf8JUIQq2AkLQnSErRRnFw/nAmVThuIAFN8K\nDaFfHuZDv5asZ6Z2uAv4IfAomqdjG7u8vSJlswS1uZbfUqDY6pV/VkUfErJsziwezjexKENxHBZn\nFg8jpHI/H7oyXsMp2uUWYBFwO5pnol3viQwpmyXN7i/F5LYtLz/wIfcNncLN79zEF3ed1uW2hciV\n/raXE0KDmY2iFMVFyua7xcPzUqTn+dgmrkJzI3Ad8DM0z3XjczSkPDRfeO8jINjOcP3mGb39Glkf\nvtB15xLIjcBCzPI6XwCnAV3vIsiiQbZZ+qBBOwSVnbeJzkmtGcqWmbGDgRQah679oKd4i3nV9jPb\nSbAHmr+iOCY0qM1CRy8/8CGzOIkHF9/LuHYKG4her2AzOsoT4NrScWZIrbLzsj4XQEI7jGlW5n0Y\nEO/GSIH9/KXclKhhgZtmHJr7UJwcaruIT1NGz73wFs6QjPZ1BZvRid4QN5SNp0E7FCs7LwexsP1a\nl0OBBF3P6IGBCn6RrGejdumH5kEU53ZwflpTVr+4q2PFgkSvVLAZneYvYYovTDTzOZrPjA5rdn94\n5rGumhfsz03pRj7TGgt4AsXFHZznbTJ6Hl/c1bFiQaJndOcS/L8ww8R3x4xWvTIre5QlSinCliev\nFbUmekI8A9yP+YGcgWKqJ9TlffAoxfnhkewUGsSa4ADODI9gRgcqjTVd8Vl2QT+54tO3FXRGLaUo\nsTx5O9EE2NVbzB0onsD0cJyFYqqv62tsBpTFpSWjGRgayIbgAC4Ij2S3DqzZ+fIDH7JmxmzJqNgh\nMpqvg1iA3XxhbkDxIvAB8D0Uu/u6Xj2yxPJwRckYAqEB1AYHcFnJaMbKmtKi4wo6o3bmWDefGd3V\nV8KPULwBvAVcjmJyN9aTH2j7uLJkDE5wAMngAK4oHd2lZVxE4erOyeazbBnh+QbQ50s99be9nBMe\nwTWWjwOUzSpvEacUD+3WNj1KMcNfyvxABeM6+QG5/N4HmTO6VMa0912S0W2M9AT4dvEwLrK8HKRs\ntK+EY9rpiWyPX1nM8pcxL1DR6Wq6ktE+TzK6jV28RRwZGswZlocFymawv5xDA/27tc1iy+YAfzmH\nBCoYJAexonMko9vY21/KfsEBHKc8HK08TA30Z39/WftvbEOZ5eGgQDlzA+UFv8Sg6LxszSQ+HTM/\nuc8b5wlyaemYnt4NIbYlGc2Y7C1icunYnt4NIbYlGc2Y7i9hur/rPSVC5IhkNGNOoJw5PbgsoNix\ntHey+Sxm6uG2rgIez3z9Q8xY9vta28iiRYs2fz1nzhzmzJnTmX0UYodTWVlJZWVlPpqSjArRBZJR\nIQqbZFSIwtbRjHZ3kPepwFnAQUBrdY91W9VYb6+Y2M1dEK2Zddxkhi+Wwgb5sOaBc9p8PlPUqScK\nCZ+KZLRgSUbzRzIqukIymj+SUdEVTRmVAkG51V4+ofWMdmcY7XzgMmA2rYdPCNFzJKNCFDbJqBCF\nTTIqRDd1p0DQb4BizPCDd4Bbs7JHQohskYwKUdgko0IUNsmoEN3UnZ7NCVnbCyFELkhGhShsklEh\nCptkVIhu6k7PphBCCCGEEEII0SI52RRCCCGEaMHLD3yI/dZjnDtLlksSohA1ZfT2a47u6V0RrZCT\nTSGEEEKIVtxz+NWsmTGbL+46jWkHTenp3RFCbOOew69m/K/Ok4wWKDnZ7MVefuBD7hs6hQdPmSrh\nE6IAvfzAh6y66CTJqBA7AMmqEIWr+eepKCxystkH3Dd0Cje/c5Nc8RGiADVdFGrKqBBCCCFEb9Gd\nk82fAu8B7wLPAyOyskdCiGyRjO6A5IJQnyIZFaKwSUaF6CbVjfeGgUjm6+8BuwNntvA6rbXuRjNC\n7PiUUtC9vHWFZFSIDpKMClHYJKNCFLbWMtqdns1Is6+LgU1tvbiysrIbTXVNT7TZU+1Km72rzSyR\njBZImz3VrrRZ8CSjfbjNnmq3r7SZJZLRPtxmT7Xb29rs7pzNnwErgG8D17f1wt72gyu0dqXN3tVm\nFklGC6DNnmpX2twhSEb7aJs91W5faTOLJKN9tM2eare3tdneyeazwAct3A7PPP9DYCRwJ7A4N7so\nhGiDZFSIwiYZFaKwSUaFyCFPO88f3MHt3Ac81dqTixYtorKykkWLFjFnzhzmzJnT0f0TYodUWVmZ\nrytTklEhukAyKkRhk4wKUdjykdEJzb7+HnBPa/sCaLnJrY/fKsk/yajc5NbxWyX5JxmVm9w6fqsk\n/ySjcpNbx2+VZNnfMMMM3gUeBgZmuwEhRLdIRoUobJJRIQqbZFQIIYQQQgghhBBCCCGEEEIIIYQQ\nOXIJ4AIVeWjrRuBj4D3gEaA0h23NB5YCnwE/yGE7TUYALwJLgA+BC/LQZhMbeAd4PE/tlWGGs3wM\nfATsk6d2r8T8fD/AFAfw56ndniYZzQ7JaG711XyCZDRbJKO51Vczms98gmQ0VySjO6gRwD+Br8hP\nCA9myxIv19POGkndYAOfA6MBL2Z8/845aqvJYGBK5uti4JM8tNnkYuAvwGN5au8u4PTM1x5y+4e0\nyWjgS7YE7wHMOlu9nWQ0eySjuTOavplPkIxmk2Q0d0bTNzOa73yCZDRXJKNZ0N46m7lwM3B5Htt7\nFnN1CeANYHiO2pmOCeAyIAXcD3w9R201WYcJOkAD5krI0By3CeZnuAD4E6Dy0F4psD/w58z9NFCX\nh3brMf+XIUzoQ8DqPLTb0ySj2SMZzZ2+mk+QjGaTZDR3+mpG851PkIzmgmQ0S/J9svl1YBXwfp7b\nbXI6bayR1E3DgJXN7q/KPJYvo4GpmD8yubYYuIwtf9hybQywEbgDeBv4IyYQuVYN3ASsANYAtcBz\neWi3J0lGc2c0ktFs6ov5BMloLo1GMppNfTGjPZ1PkIxmi2Q0S3JxsvksZtzvtrcjMOOCf9zstdm6\nUtBam4c3e80PgSRmPHIu6BxtF+B84H9AHPNLuK1izBjvCzFXfdpyEbAWc7XkdsC3zfPHY64aNWCu\nXs3c5vmFwAbMGPZ8XOkBc7VlD+DWzL+NwBV5aHcc8H3MH7ehmJ/zt/LQbq5JRrMvXxmtBGJAJHP7\nuIX395WM9tZ8gmQ0WyqAv2Mytww4oY3X/gD4FOgP/Iqtc9fedg7CzGFrBF4ARjZ77gDMfLNazLBK\nkIzu6Hoin221uyNndFttZW3bz9G2Pivb2o43s52vMCeSs1vYD8noDmoysB7zn/sVptt2GflZs+hU\n4N9AIIdt7IMZo9/kSrI3cfoozNWyW9n+QNYLPIP5ZWnPPMxwhJ0xk5BfBK5r9vzBmP+T6Zn7Q9h+\nqMLPMVe1vsKEvBG4u2PfRpcNZsuHNJgT4Cdy3CbAcZjhE01OBm7JQ7s9RTLadfnK6Itsmc/Rmr6S\n0b6WT5CMdtZfM7cQsB/mhG+XFl63AEhgstZS7traTv/M/W9gDnZ/AbzW7L17YQ7ezmJLRiSjvVNP\n5hN2zIxuq7Wsbfs52t5nZVuZ9WKKDO2H6c2b1cJ+SEZ7iXxNnJ6PqbLUP8fteIAvMFcHfORm0vRP\n2fpAVgHPY66+1GD+yOzaxvvvA65tdv8ATIia/Ac4rRP7M5v8Veh6Gdgp8/Ui4IY8tLk7pvJZEPOz\nvgs4Lw/tFgrJaOflOqMvAmd0Yn96c0b7ej5BMtqWIswJ5Phmj93F1gekYH53vmTrYXnNc9fedr4D\nvNrsuRAQZUsWmsxl6wPJJpLR3iufBYJ2xIxuq62s3Y0Z1tqkrc/KjmYfzAllSyebzUlGu6knCgQ1\nyXVXfJPfYLqFn8V0h9+ao3bSmKF0z2DKFT9Ay0PcumPbrvxTgQMxB7HLMOPmn2X7obFNdsGUxW7y\nPjAIKMdUGJuGuQL3GSaAv6H9K2T5+n/8HqYi2HvAbpirTrn2HuYP3P/YMv/iD3lot1BIRjsvlxlt\nch1mXsertDz8Z1u9NaN9PZ8gGW3LTpntfd7ssfeASdu8bj/MXKmBmO/tHcwBe1Pu2tvOJLbObDTz\n2smd2FfJaO+Ur/9X2DEzuq3WsrY/cBLmhLIpo3vT+mdlR7PfGZJR0Wds22vyO+An27xmKa1fpfkc\nOKTZfS9mvPpIzHBZF/gvJrD9MAez1yKE6KhcZhTMEPeizOOnYCrJje3eLgvRK+3P1qMCwAxlfbGF\n17aVu/a2czvb95i8islnc631bAohjHxltrmO9GyKburJnk3Redv2mozCLBxc0+w2HDPX8kS2FBF5\nMvP6BqCk2fub1u+JYIqOgLk6th6owpTvXpDV70CI3i2XGQVzMagRMxfobsywXMmoENvbNktg8hTp\nwGub56617dQ3e01H2xFCtC7XmZVM9hA52dyxbNuNvwL4GWbYQNOtGDOs4T4gnLkdlnn9ErYsjAtm\nrPZ6thwEr8rVjgvRR+Qyo0KIjvsUM7+s+bytpvlJ22ord61tZ0mz9+7e7LkiTIXHJQghOiPXmW1p\nO0KIDBszd7JpkrSfLXMsV2CG1inMh9xhmIPZlszDDC3YGXPQW8nW48GvwfScDMg8/0rmMSFE2/KR\n0dLM8wHMB+m3MFdwx2+3FSEEmGqU92GK9szEVKRsqZhJe5+NbW2nqRrt0Zhs/gJTbK+Jyjx+KGbe\ntp/W52wL0dflI7NgchjADKM9mNxW8BVih7AIMxa9+e3qzHPzMCeINZgSzg/Q+oEsmHWJ1rFlXSJv\ns+c8mJLHNZgQ/xL5UBSiIxaR+4z2z2ynPrOt/2DW9xNCtKycrdfaOz7z+EjMkLrhzV7b1mdja9tp\nchCmSEqU7dfZnMOWvwlO5t8XuvE9CdGb5Suzy9g6kw5b51YIIYQQQgghhBBCCCGEEEIIIYQQQggh\nhBBCCCGEEEIIIYQQQgghhBBCCCGEEEJ0y+zZszVm7Tm5ya0v3yopUJJRuckNjWRUbnIr9FslBUoy\nKje5oclxRm3gHeDxFp7TWmv94x//WOdbT7TZU+1Km4XdZiaEPUky2oNt9lS70mbH0bMZbSufIBnt\nlW32VLs7aptIRlskbfa+dnfUNmklo1aWQngh8FFrjQghepxkVIjCJfkUorBJRoXoomycbA4HFgB/\nAlQWtieEyC7JqBCFS/IpRGGTjArRDdkIzUPAz4ES4FLg8G2e11prKisrmTNnznZvvr1iYhZ2oWVL\nU1EmekM523422j1xzbsce/c7vPX8u91qM7HhU/wDd+rWNqTNrre55oFz2nxeKQU99yElGe1im7OO\nm8zwxfdKRntBmwWc0fbyCZLRVmUroz3xe9tT7RZqm5LRrpGM5lah5iXfbbaXT2g9o57u7BiwENiA\nGcc+p7UXLVq0CGBzCFsKYi70xIlmT7XbEwGUNltXWVlJZWVl9nem8ySjBdAm7Di/u32lzQLJaIfy\nCZLRXOuJ39ueandHaVMy2jE7Ska7e8FWMlp4bXY0o929QvRz4GQgDQQwV30eBk5p9prMnNGW5fJq\nz44gWz2bomcV8BVZyWg3ZLNnU/SsAs1oR/IJktFWSUZ7D8lo79SU0XHfvqOnd0V0Q3d6Nrs7Z/Mq\nYAQwBjgeeIHtAyiE6DmSUSEKl+RTiMImGRWim7JVjbaJVOkSorBJRoUoXJJPIQqbZFSITurunM3m\nXsrchBCFSTIqROGSfApR2CSjQnRBtns2hRBCCCGEEEIIOdkUQgghhBBC5M60g6b09C6IHiInmz3s\nvqFTeHjSSm6/5uie3hUhxDZefuBDyagQBUwyKkRha55ROeHsm+RkswDcc/jVrJkxmy/uOk2CKEQB\nuufwqxn/q/Mko0IUKMmoEIXtnsOv5uZ3buKLu07r6V0ReSYnmznmas06J0mVm6KtNZiEED0jrTVr\nnQS1brqnd0UI0YKUdlnjJKiXjApRkBLaZbWToMF1enpXRAHKZjVasY2Im+bGSDWbXA+aBLt4/Zxb\nVI6t8r0msRCiJVVOihsiVTTqEA71zPAVc3KotGlhYiFED1vtJLgxsom0LiXNeg4NlPL1YGlP75YQ\nIuOzdJRfR6rRlJNmPccFyzkgEO7p3RIFpLs9mwHgDeBd4CPgum7vUS9yb7SB9e7xJFlPinV8nBrP\nC4m6nt4t0bdIRttwW2M9NfoSEqwhzWreSJbyVqqhp3dL9C2S0Tb8pqGWBv1L4qwizVc8E9d8mor2\n9G6JvkUy2gpXa37dUEWMB4mzkjQf8mCsgbVOoqd3TRSQ7p5sxoEDgCnAbpmvZ3Z3p3qL5U4ah9MB\nBQRJcgpfySggkV+S0TasdeJomuaPlJLgeFam5UNS5JVktBWu1mxy64BvZx4ZhGY+q+RAVuSXZLQV\nEe2Q1jawIPPIWGymscZJ9uRuiQKTjWG0TZcYfYANVGdhm73CEMum2n0Elz2BNF4eYZjdt+ZtaidF\n/ftPk9y4Ck9RCSVTD8MOlff0bvU1ktFW9LcDrHQeBc4H4vj4B4Nsb0/vVl65qRj17z5FqmY9ntJ+\nlE45DMtf3NO71ddIRlvw/9k77zipqvP/v8+90+tWWHoVBbGAIIoFUBDBgiUxsUZjiS1RY0/yS/Sb\n5Jv4NfYYUzSWoMZuYsUCC4IgIChFlN5hYdv0ufX8/ri7sMBW2GWBnffrta/Xzsw995w7M58593nO\nc55HEYKoCBOT7wDnAzEUptJZ9bT30PYrVjZBfOG7mIkqPAVdCB8zAcXta+9hdTRyGq2HoFBRMIFZ\nwEnAVmy+opMSaeeR7V/MVAXxhR9gpeN4O/ckPHg8ooPdSzRGayQIUnBCC8qAaTghBjmAK4IhouJJ\nfByOl170Vhdwhq9j7TWp+vxF0qtdmNUPk908hvJPHsfWM+09rI5GTqMNcF0wREj8Aj9H4qEnR7o3\nc4Kn40ySUtpUlD5NZl1XzOpHyG4YRPnUp5BWLgRjP5PTaAPcFMrDx+X4OQo3vTnBozPIFWjvYe03\npKlT8emfyW4ciln9COm1BVTOeDaXcHD/k9NoPbiE4IZQIR7G4+do3Axggs9HD1fHcYbYWoqKj59A\n23IGZvXDpFaaVH/xSnsP64CiNVY2bZzQgigwBRgNlNY94L777tvx/+jRoxk9enQrdHvgk6+4+X20\nMxusLC7c9FBDKB0o8YhtZNC2LgJZBfhAjkOan6FvX46v2zHtPbw2pbS0lNLS0vYeRi05jTZAF9XL\nH6MlbLAS+AjQXfV2qORAVnI7Vrwa7OcABezTsTMDMao34ins3c6ja1tyGj046Ovy80C0C5usGGEl\njy6qt72HtF/RK9dia/kgHwEE2KMxqkqw01WowYL2Hl6bktPowcFgd5A/Rr1ssaopUIoo7mCRB1rZ\nMqQ9BORvnCesk8huykNaPzjkVzebq9HWzEYbA94DhtGIADsS680ss3Qn8mKUN9ihDE0HAUigdpVE\nAjqIQ7/izu4Tzf33399+g9lJTqO7sdxIM1fP4hWS07yRDmVoAiAUJCZg4TjuHY2KnEbbi5xGd2Ox\nkWShbhASkrG+jhN1UIujRaPOM5bzl9Noe5HTaB2klHxpJFlqmBQokrEdLHoPqNFi3X3ktXo99O8n\nmqvRff21KgLyav73A+OAhft4zkOCVWaGPybK+VS7mU+16/h9fDsbzGyjbV7qeixvHLmBZ+6/YD+N\nsm1R3D58PY4HdSLwb1BuQPFuwtvp8PYeWkcip9EG+EpP8mgyTql+Ox9pl3FfvIxyy2jw+BmvLNmh\n0UOlaLwaLMJT0A3UC3A0ejFqyIsrr1t7D60jkdNoA8zIxnkqaTBDv5sPtUncF9/WaB2/Wo2+esWQ\nQ0aj7oLeqAETlCuAf4M6CW+n/ii58i/7k5xGG+CdbJx/pjx8pt/Le9nR/DZejibtBo+f8coSNt52\nGauev+qQ0ai3ZBDCvRzET3E0eib+3qcg1Fx1yVr21djsAkzFiWP/AngH+HRfB3Uo8HZGQ+dR4NfA\n79C4j3ezu+5VtKQkYZvYdfZe/OucX7N55KhDRoh5x19EeFAxns6PEOizmqKxP0W4OlaIRTuT02gD\nvJHR0JkM3I3kEbJcx1QtscsxZo1G5W4afXjhQ4eERoUQFJx6FaEBwtFo/wSFp/0EoajtPbSORE6j\nDfBmNoXO+8DPsfkHGTmeOXp8l2MMaZO0rV00+lLXYw8djaouCk+/nkC/7Xg6P0LocB/5J13R8aIw\n2pecRuvBlpL3shXozARuxeQVYvYRfL1b+TBN2qTrOIlqnUK1Gj3YUdw+isbdgr/PMjydHyF8ZA+i\nxx0ai0atxb6a3YuBoa0xkEMNTQIU13mmM5rcadvP1xI8k65A4iIgFG4LFRySG6qFohIaOJbQwPYe\nSYclp9EG0JFApx2PJV3Q5M4buGnZOK9kKgAXeYqH20P5h+ReFKG6CR81ob2H0ZHJabQBTGlRdx61\n6ILOzlWT/2RivJ91NNpF8XNbOJ+ocuitJihuP9Ehk9p7GB2ZnEbrwQZsbKCw5hkBdMaQawEnxHZy\nOsZneiUClb5qiFvC+fgOwRBw1Rcmb9iF7T2MA5ZD7xM/QDjZo+DhFpx00KV4uJOTPM7bvd3S+Wc6\njsFsTJLE5V94OFm5ywpnjhw52paRHjcergHmAe/j4X853uMkH1lrZnktk8VkKSYpKux7eTwZa9fx\n5sjR0RjuCeHmMpwFpddx8SzHuJ2yPIuMJFOyLizWYZFis305/0jFGz1fjhw5Wg+XEBzpKsDFJcAi\n4BngYwa6nWzRn2kxZuvF2GzDIsEa63ReTOc02hE59FyABwineMPoJPhEm4RAcJbXxXBvGIANlobC\nMGBIzdGXkZU3EZcWeWLvPhLbyCJUdy78LUeOZnKOLwJs53PtTNxC4UJ/gMNrJsk1VgbJWUB/ACQ/\nZ4t9D7Ys2utEX7aRQahehJLz8eXI0RwuDUTxsIIFxukEFIWL/fl0q8lGu8rIonM9ToQj2NzJWvNp\nYO8ytEopkUYW4fZ2iARZOXK0BjeE8pic/pxvjdFEFReXB4opUJwMrMtN0LmR2u2uJnewwvxkr/va\nqVFfLoz8ICNnbLYRQgjG+iKMrScytkBxY7MUqMYR4RJAI7gXE5yVTVA541nM2FpAEj7qHEJHnLZP\nY8+RoyOgCMEkf5RJ/j1fKxBuFL4AsoAPmElQ7F1GaTNVQeX0f2KltoAQRI+7iECfEfs6/Bw5Dnlc\nQnBxMMrF9bxWqLrwMBUdE+dWZgZ5yt6VRTGqN1E545/YWhVCcZN34mX4uh61L0PPkaND4BUKVwfz\n6n2tWJW4jE8wuR4QCEop3MsFEb18FZWfPYc00whXgIKTf4SnuP8+jDzH/iTnvmsHert8nOxR8XA4\nPsbhYSQ/ChTi3gtjs3rOK5ix8SBTIJeTXPoF2tZlbTDqHDk6Dke7gxzpjuFlAD7G4uFsrmtgQm2K\nys+ex0peCzIN9pfEFryLUbWhlUecI0fHYqQnSi91BV4G4uM0fFzL1cFQi88jbYvK6U9jZ/8XZAZp\nfUTV7JexUpVtMOocOToO431ROinT8HE0Pk4hIO7nikCwxeex9QyVM/6JNF4AmUYaL1D52bPYRqbp\nxjkOCHIrm+3EJcEoJ3gzVNrf0F0tomQvE48YFatAvofjN+iJtC5Br1iKt2T/ZORJr5tHYtGnYOv4\neg0hcvTEXChvjoMeIQQ3BPNYYWaIy2X0UTtTuBfFmaVtYcXXAHfhJE84AuSZGJXrcOf3aO1h10ty\n+XRS384EIND/eEIDx+ZCkHIc9LiE4M5wAd+ZadLyO/q7SvYqOZCdjWGbFnBlzTMjgKEYsY2owb0L\nyW0JUtokl3xEevV8UFRCg04l2O+kNu83R462xicU/l+kiO/MagxZyWGuEkJ7cX9oJstwwuUn1jwz\nASlLMBPb8BT0as0h14u0TOJfvUNm42IU1Uf42HH4uw9pumGOHezrymYPYBqwFCcW9Gf7PKIORF+X\nn2Ge8F4bmgCKLx+YDfwDJ2vfQ2Q3fodtNF7TszXQti4jNv997MxkbG0q6VXVJJZMafN+c7SInEb3\nEiEEA9wBhnnCe2VoOidREK4wTrb8PwD5YL9Kev0SpGW24mjrJ712LsnF87Czb2Nn3yO57DvSK2e2\neb85WkROo3uJIgQD3UGO84T3Ogut4gk5UQd8C9wBRMCaSWbdImQj9QJbi9S300gtX4+tTcHOvEr8\nqxlkNn7V5v3maBE5je4lbqEw2B1kiCe8V4YmgOqLIu1NwFrgaiAI1mqyGxa14kgbJv71u6TXmkit\nFCv9DNVfvIVevmq/9H2osK/GpgHcBhwJnADcBOSKXOxH8kZcCMrlwK+AUqAKMzGU2Lw327zvzIal\nYN0FnAIMBOtxsuuXtnm/OVpETqPtiBCCvBN+CGIcTqa+hcBWjMpOxBe93+b9Z9Z9g7R+CwwDjgHr\nATLrcmH2Bxg5jbYjwuUhMvRCEMfjzKErgLVkN2ukvpve5v07Gn0YGAycANb/I7v+mzbvN0eLyGm0\nHVED+YQGno5TfWY9sAn4htTKFaTXz2/z/rMbloD1JHA4cBpYPyW7aUmb93sosa/G5lacnOQASWAZ\n0HUfz9nh0aXNm2+8wYbZ72OlG9834inqR6DPMOAGnN/BENh/RCv7rs3HqXg8INbVeWYDwr13CRpy\ntBk5jbYBSd3g1VdeYeOcD7GyiUaP9XU9Gk/JYOBOoA9QANb/oG1pe8+o4vHgTM61rEO493KVNkdb\nkdNoG1CZ0Xj55ZfZNPcjbL3xvV3BvifiivYEfg2UAF3A+iXa5tVtPk5nzqy7h3sdwn3o1fM9yMlp\ntA3YmkwzefJkMhsWIE290WPDR45F8YeB3wP5QF+wbtsv86hw7aZRsTanmqgoqAAAIABJREFU0RbS\nmns2e+PU8viiFc95ULLISLJUT+ARKmN8+TvSQDeHrLT5Xbyc5PXPkNGLsO2PKRx9Pe6Cng22cYWL\nQfkabImzL2wxSk2ZlX1F2hbptXNJfP0e0krj7Xw0eSf8EMXtI3jYqaTXPIw0MiA7gfoXIsdc2ir9\n5mgTepPTKABz9TgrjBRBoTLWV9ii8J64bTLhlVkkXzHImh5sOYuisT/FFSpusI07XIC+9WvYUUp3\nEYqv5YkS6kNaBsnlM0gt+wRp6/h6HE/esAsRqovQoDFoWx5AmlsBN0J9mshR17dKvznahN7kNIqU\nkplajPVmmqjqYayvoEWF4LdZOuP//Rnm626yZhopFlF0xq2ovobnRVcoDzP2NchznSfE1yj+wL5e\nCgC2qZFY8hHpVZ8BEOh7MpFjz0YIhcgxp1Mx/RawloFIIFwvERp4a6v0m6NN6E1Oo1hSUqpVsdXM\nUqR6Od1XgKsFuQDWmllueWUmvBUhrW0i4Z9K0dibUdz1lHCoQQ3kYWcWA8c7TyhfofpaSaNGhviC\nd8hs+AIh3AQHnk540DgAIseeQdWcS8C6CcR6FM8HBPr+vFX67Si0lrEZAl4HbsHx+nRYZmnVTElv\n424ka4H/02PcE+lDXj37SaR07jzrJuuYmq2m3B6FmXwTx3B8ger5D1B8xs0N9unvM5LUqiew0+OQ\nsheIN4kO+9E+XYe0DKpm/xtt81wgAkwF+qCV3UBs3hvkj7wUNZBH8fjbSa/5HGluxN/9J7gLemJr\nKarnvYVRuR41WEB0+CTckS579KGVfYe2ZRnC6yfY7xQUT+v8aOSol5xGa/gwU85X2UpuRfIV8KCe\n4J5ob/xiT4NTSrlHMp3/ZhOUaz/A4kkAhPIA8YVvUXBKw5oLHjGGzPpHsY0NQD5CvEN0yA37dB22\nnqZq1mT07YtwnOzzgHyyGy8h7nmf6JBzcUe7UHTGbWTWzkVKSaDXz3BFSrDS1VTPexMzthVXuBN5\nx19QbzKU7KZF6NtXo/jDBPudgnDlvLltSE6jNbyeLmObHudaJKWG4HE9wW2RXvVmbK9Po/9Op4ib\ndyG1XwCgum4lueRjosMuaLDP8NHj0coeQ9pLAQuhlhI++pZ9ug4rE6Pys+cxq1cBh+EsiAnSqyeh\n+ksJHXEanqJ+FJ1+E5n1CxCqSqD37ajBAsxEGdVz38ZKVeAu6E502Pl7GMtSSrIb5qNXbMQVLiDQ\n9+Rcgr62JadRnO/dc6lNeIw0P0DyHyPJ38wUN4R61FserD6NvpBOkbIeA+MqQKJoF5NaOZ3wwPEN\n9hsdOpGKaXcg5QygAsWzkNAR++aYMRPbqPzsOazkFmA4sA5JjOSyCajBfAK9huHrdgyFoyNkN81F\nuDwE+v4c1RfGqFpP9bz/YmfjeDr1JXrceXsYy9K2yaydjRHbhjuvBH/vER2yjm9rGJtu4A1gMvB2\nfQfcd999O/4fPXo0o0ePboVuD0w+yVTwOpITax4npM3nWoyJ/sIdx2jS5sXUFuYbSTwIzvYVMdZf\ngCZt5ugmJkuA7wEPAMMo9Oocd/qxfPlp/UkDFLeP4nG3kNm4AGmk8Ha+BVek8z5dR/zr99DKCoC7\ncYzeY50X7AfQynZm4VL9UcKDJux4LKWkYsY/MWOngP0P7OxUKqbeT6cJd6N4d67kpNfMIbZgClg3\ng/It6ZWPUDz+tkPG4CwtLaW0tLS9h1FLTqM1SCn5MFvJYiS9a56bKC0W6ElO8kZ3HJe0LV5IbWKR\nmSGI4MJAZ0Z6o6Rsi4W6icVU4FLgT0h7OAOK3qVXIxpVfWGKz7yd7MaFSNvA2+V2XMHCeo9tLtXz\n3kCvOBZnP+axODezgPU7tM2XOL53wBUqJjz4rJ3vgWVSMfUprMwVIC9B116jfOpTdJp4F6JOIqTk\nN5+QXLYAaV0Hymwya5+kaOzNuxxzMJPT6IGJJm2m6zG24FShvh7JMNvgOzPDYPfOOaTKNng2uYnv\nLI18oXBxoAvHeEJU2ybLTQPJy8Aa4P+wzOGc3H8TnkY06goVUXzmHWQ3L0Kg4u12B6ovsk/XUjVr\nMmZsEvANTrbb7s4L1q/JbrpvR01sd1433HnddrSz9Qzln/4Fqd8LjEfb8hSV05+h6Iyf7XKjGl/w\nNum1m8G6DNSPyG54moJR1yKUQ+NmNqfRA5Ny22CFkWYDEh9wDZL+ZpZNlkYP105ja6ul82xyI2ts\ng85C5YpQVw5zBSizdDZZJvAYsAj4PYY+nCtPWMO7sYb7def3pGj87WhbliKUfHzdb0fx1FMou5lI\nKamc/gxW+ufASzj33MXOn3UH2uaXCPQaBoCnsA+ewj472lrpKiqm/Q1pPgwMJ7vx99jaixSOunqX\n81d9PhmtDLAmgfo62tY15J1w8SGTEb65Gt1XY1PgZL34Bni0oYPqCvBQx0BSd32gCNi2W0a7t9Jl\ndDKSlAPbkIzNllOouinVDMrsk4F7gJnAGFSOY9Sok0k30a9weQj0PqHB1814GdktSxCqG3/PYU0a\ndVrZOrCeARbgJGGrDdFdinA3XMvM1pKYsY1gP4WzJXgQ2G+gV6zepUh2YtEUsN4BhoMNtn4BmXXz\nCB42qokrPTjYfaK5//7722soOY3uhoEkv87jQsDcGd8KwIupzRxnZpgJLEcyLl1GJ8XNi5kUCXku\ncC3wDnAaXqUzp489iZVN9Kt4AgT6NlzSwKjagFb2LYongL/n8CZXEfXtq8CeDDyN8/HW8g2Kt2F9\nm4mt2Lob5G8BAfI3SONljNjmHWnkpbRJLH0P5AqgB9gSKzWS7JYlh0zK95xGD0wsKVFwlpDAeXPy\nAGO3efTpxCa+b2v8Cpgnbc5JbaZA6ckTyWqyXAucDzwPTMCnapxxxo8obaJv1R8l2O+UBl/Xy1eh\nl69C8UUcjTaximhULQf5a+BmnESmtSuri1F9Dd8kG5VrwO6Pk5MGkI9hJjthZ+KoAafer62lSK+e\nBXIjkA/WHRiVR2BUrsFT1K+JKz04yGn0wMRA4gdqM3S4gRACo848aknJXxIbuFeaXAd8JC0uT2zk\n9nAv/pgsx+KXwKk4b+f38buWMWbM73n37epG+3YFC3H1P7XB17Wyb52oulAhvu5DGl1FlHoaK1sF\n3ApMwfl4RzoviiUovoZDerVt34E8jR0lk+xn0beFkZaJUB3TykxsRS9bC9YawFeTWKgXVqoCV6io\n0es8WGiuRvfV/XUScBkwBifN4kLgzH0850HNME+EKxHMAV4B/opgiGfX0JflRorfAmGgH3AzkmV6\nkmVmNRav43zZ7wL6UqJM44k//x/geElSq2dTOetFYgvebjIxSS16+SrKP36MxOJi4l/rbP/wIWyt\n8QgQ1R/CCcu7Cifd9FjgWlAvJm/YOQ22E6obpAHU/mDYwHbEbuVdpJUFdnpysXsiTa1Z15OjReQ0\nWgchBCPcYX6IYB6OmfYuMNi16/7JZWaG/wX8wDHA5UgWGEnKLIHNMzga/QNgMqRkFffd54TrSdsm\nubyUypkvEv/6nWYXnc5uWkT51L+RWNyN2MJytn/8eJMJE1RvFJiPc0M6BTgHxJUI9VYiQyc02E6o\nHqSMA7XlkTSkjO+qUdsCaeEkSwHHKO2e02jbkNNoHQKKygDVz1UI5gMPA4uF4DDXTgeKLm1W2xr3\n49zwngycAczTE6RlCfAgjkafApYzrm+C62+4DnBW9hPffETlzBdJLPkQaRnNGldq1edUTJ9MYnFv\n4l+uomLa35G21Wgb4c7H0eivgL8CF4G4GOF+mPDRZzTcTvUAFUDt+RMgs7tEFUhLB8WPY4oDuEDp\nnNNo25DTaB06Kx48iptbgS+BXwIJodBD3ZkgstI2sKXFzYAHOBs4CsEcI44pj8NZVBkJ/Av4iCuP\nCnLe+ecDYBtZ4oveo3LmiyS/ndqkzmpJLPmIyplvk1jSh9jcL6maNXnHdrX6EG4fjsaW4SQe+gVw\nOSjnoXhfIzTwtIbbqh4QW9mZiKEcUKBOVIE0NRD5QK3RGkQoeUiz7UsTHmjsq7E5s+Ycx+IEbQ0B\nPtzXQR3MnOsvpsSXzxWKm9+pXq4Jdd8lrAAgpLioWx1oYc1zzpe2dg1T4iXJ+f4w4bBjrCYWf0B8\n4Zdom64mvWoA5R89iq03teYJsQUfIK2nnNVG6w1sfSLJ5Y2ndI8OPQvh/i2ol4EaRngWEhq8jaKx\nN+MtGdRgO8XtI9DvVFBHAQ+Dcg5q2MZT3H+X47xdjwH1WuA74F1QXsDbpeHz7i+kZWAmtjWZvfAg\nIqfR3bg4WILwRLlEcfOk6uOn4Z571NGMCGWHRiXwFYKwUJEYQK0RaOFF444TDsPjcQy16nmvkVi8\nHm3zNaRWFFL+yZPNupmNfflfsN4A+QRYH2CljyC9dk6jbaLDJyHU6xDqjaDmofjnEj46QdH42/EU\n9G6wnRoqxltyGKhjgYdBHYe3uDuuSMmOY4TqxlM8GJRrcEpBvAziE7ydBjR5LW2NNHVHo/uhlvB+\nIqfR3bg63I1NnjA/VNy85PJza7jXLkm8XAg8CL6teWzgrEmEFBVJhp1Gmo4bkztGDEBRFCdsbuZz\nJJdl0DZfQ/JbSUXp003W05RSEl/4FlilIB9BWjMwY260LYsbbZd3/IWgTkK4fglqFDU0m/AxFsVn\n3okr3KnBdu7CvriiXlDOAh5GqKPx9xqxy1YUxR91VjnFHcBK4EkQy3E3ov39hW1kMRPbmnSYHUTk\nNFoHVQhuCvfgS3eIixQ3U11Bfhbpucue6qCiEkeyqeZxCliNJIiKs9211kjLoAA3DXPuEaVtUTH1\nr6SWB9E2X0Ni6XaqZr/U5JhsI0Ny2RSw5oB8GGnNQS/bglG5tsE2QlGJHncRqKcg1D+BGsSV9zmR\nY/0Uj288jN7XZTCKfwsoFwEPgTqa0MAzd1lJdUe6IlzVIP4IrATxPwiPhiu8b9vcWgNbzzgabaaz\nbV9pzWy0HQZd2nycraTC0uis+nbJwqUIwdn+Ys72N5yZclKgMzclNjAFJ5/2t4rKHb4CqqWLOfoo\ndG5BZRoRZTUD3c55pJSkln8K9gqgG8irsI01ZDcvajR8FqgxSA+v88SR2Nk1jbZxRUoonnAX2tZl\nCKUQb5c9Nz43RGTIJNyFc9G3v48rnEew//V7hBvlDbuAmPIftC1jEO4A0aGX4c7r3qzztxVG1QYq\npv8DLC9SVhE5ehLBAQ2HVOU4cElLi48yFcRtgx6uAKO8eTsSF7iFwoXBxn/svxcs4cLkZi7AcYdU\nqB6+581jhRXjW+MMdK7EzVt0UVMcWeQE5RqZFNn1X4DcBoTB/hF2Zhj69hWNOmgApJECjqh5JMAa\nhK03Xr7IU9SXojPvQN++AuEaiq/LFc3aTymEIP/ES0mvmYVR9R7uvG4E+p60xx6S/JMuJzbvDbTy\nU1G9EaLDr0UN7JlEaH+ibVtO1czngBDSriZ6/A8I9DyuXceUY++I2SYfZytI2yb93SFO9ER2fAf9\nQuXS4J5J5WpRhOCHgc6MSpdxHs7qis/l5zRPHnP1CjZZ52FwPh6e5Qi3j5KgE7Ka2rYRvXwjWLMB\nD9iXYVb3xYxtbnz+sS2ws0Ct01QBOQBba9zZ6+t6FMVndEIvX43iHYW3ZHCz9lMKRaFw9DWkVn6G\nmXgfT9HR+HuN2PUYoVA45lqqv3gdo+pFXMEioiNuaPe8B5kNC6me+zJC5AEJ8k/6Ed7ORzTZLseB\nx3ZLZ1q2Ek1aDPZEdonSiygurgp1a7BtQKic7StiRLaCicAMYIAnzKneKNP0VVTaP8JiNB4e40RP\nIR7VuUfUK1ZjpVxgvwwoYF2EtqUEK5toNJu0NDKgBMGqdZp6QfTG1lONXmOgzwjc+d2c0NvA2Xg6\nD2zWfkrh8lA09mZSK6djpT/A23nMHltMhMtD4Wk3UP3FvzETj+KKdCF/xPXtnvcgtepz4gvfcjSq\nZCkYdXWjDurWIGdsthBbSp5KbKC3pfEjJC8bKf5pprk21L3ZG377ufzcHenNUjNNdwTnesL4hMJl\ngTx6qNtYZv6SIsXmbF8R3loviZQ1YW11w/1CYJlN9ufrchjptfeA9QKwHdRH8HU7q8l2qi9CoPeI\nJo/bHSEEgV4jCPRquK1wecg7/vstPndbIaWk8rNnkfrjwMXAGhKLR+Dp1KfdjeAcLcOQNo/G13GS\nbXA+8DcjxVZL4+JgSZNtaznaHeK2SC++M9IMUlSGukO4hcKNwXw+zi5ntfVLuqs2E3yFqIqje2lb\nIFSQtU4ZAQSRdtMa9XQeiLb1drCfAFaA+hzezlc12c4VLNyrRENCURrdmwagePzkn3RZi8/dVkhT\np2rmc0jzNZyw/kXE5p2Kt6gvaiC/qeY5DiBStsWD8bV8T1ocAzxkpKiyDc7yN38f04neKF1UL6vN\nDCcoLoa4QyhCcGe4kA+zc9lozaevKhnny98xN0vLROBFUnuzp4LwNx0Oq7pw5x+BUX0nyN8A85F8\niKe46UyYrnDnvVrJEKqb0OENh/GBM0cXjvpxi8/dVliZGNVzXwVrOpKhwHSqZk2i0zm/abazOseB\nQaVt8GB8Hddh0xv4vZEiYZuc6mv+b+0Z/kL6uP2sNzXGq26OcgURQvD/wkW8m51Cuf0xA10wqk5y\nPmwLZwNLrVPGC7ihiXlU8eWhev1YmT+AvAn4GFiEO39ik+N053Xfq/s8xe1rNHsuOInHik7/SYvP\n3VYYsc3Ev/oA7K+Q9AfrDSpn3EDnSb9p0yy5OWOzhWywNOKWxltIVOBSJD3MDOW2QbHa/LIAxaqH\n44RCRtq42bkqOsYXZUw9xwtFwdfjBLKbvgfWr4GvEOIjvF3ubLKvyLFnY5tvkt3YH6F4CQ8eh6/r\n0c0ea2tga0mkbaL4ogdkFi5pathaNY6hCdAHxKkY1ZtyxuZBxjIzTaFt8jyOufc9JJ30GBcEOu10\n3jSDbqqXoFAxpI1ao1GXEEzw59V7vDsQxlM4AL3iUrB/BmIaQl2Op+i8JvvKG3ER1XNeQSvriXAF\niQw9d5fMd22NlLJmH7dE8YYPSI1amSqcne5ja545GqEciRnfmjM2DzIWGAmGS5snah6PQ3JktpKJ\nvsIWffd6qV4iirojfR2AVyhM8tf/fQh27oEa9GImbwT7UhCvo/h03NGGV2hqyT/lCqpnv4xe8TcU\nTz55x1/WaChsayOlxM7GEIoLxdtwkr72xExuQyiHIa2hNc+MAgqx0pUo0a7tObQcLeRzLcZF2Pyh\n5vGxSL6frWyRsQnQT/WTL9y4hNih7YCiclEDv9nuwj4I9+tI61cgzwTl77jzuqA0MO/WIhSFgjHX\nORmg479D9Xci74RrGl0NbW2ktLEzMYTL2+4RBg1hxjYjxEjH0ATgQqR5FVJPI9rwdyVnbLYQC0kA\ngVITb+7G8bvsns2yMaSU/DsTY7oWRyFEWNG5K1S4x76x3ckb/j0Svg/Rtl6H4gsRGXLTjsx0jSFU\nN/kjfgAjftDsMdaHrafRtixFShtvyaBmiVjaNtXzXiO7YT7gwR3tQsGoHx9wQhQuL0L1Ic3pOBNk\nFcgvcIX27T3Lsf+xpCTIzpvPWh+p1QKN2lLyj1Q1C40UCl6KFcmd4cJd9o3tjhCC/FOuIP7Vu+jb\nr8EVyiMy9OZmpWZX3L5G63Q2FysbR9v6DUJR8XYZjOJuum9pGVTOfAF9+3IAPMWHU3Dy5e0e6rM7\nii+KtKuAxcBRwEakvQw12HCilRwHJhZO9eZawrRsDgUnguHxZBUrTR0Q9Fbd3BrOb9ShpKguCsf8\nhNjCdzCqrsEdLSYy9IYd2SMbQ/WFKRxzXYvGWB9WqhJt23cIlxdf16OapTNbz1A54xmM6i2Ajq/7\nUPKO/8EBV+JEDRQgrZXAOqAXsAxpb0dtwlDIceBhS0ndO7y90WjatvhTspItlkRicJTbz/XBfNRG\nHEqKy0vR6TcTW/AOZuJ1PIVdiQz5cbOcUK5gIcVn/LRFY6wPM1GGvn0VijeIt8vgZtWutTIxKkr/\ngZWOgcwQ6D+KyDFnH3COWzVUhJQf4CQgKwQ+RwgQ7ra9J++QxqaUks+0ahbpcTxCYay/iL6u5tXq\n6aF6SSsqd9o2FwAvAAHFTWel+auaC40kn2kBTL4B8qmyf8vfUk/wi4gTDmdKSVJahIW6iyiF6iJy\n7NktuNLWw8rEKP/4MaR5DFJ6EOqDFI39WZPpm9OrPiO7UQN7K+DHiF1HbMF/yT/hh/tn4M1ECEH+\nyMupmnUeKIOQ9gr8fYcdMinkDzZsKfk0W8m3RpKAUJkQKKZrnUx3jTHAFeA1ofC/0mIU8CiCQS4/\nAdH8YuelWoyvjZ6YlAJ+tto38kL6bW4MOTdNhrRJSZvIbudUXF7yhl3Y7H5aEzNRRvknf0baJyNE\nCuGeQtG4W5p0CiWWfIReXgL2LECgl19IYslHRI5pOtR+f6K4fUSHX0Rs/ikIZTDS/obwoLH7dXUp\nx05MKfkgU85aM0VEcXO2v1OTDtNajnYH+QOCJ5EcA9yHYKSnZSvq/83EWWkOw+A/gMJa63u8mZnD\nxTUOWF3aZKRNeHeNeoPtNv/oFWupnP53kONArCYRmEbR2JtRXI3/tsUW/Aej+niwnwYyZDeNI71q\nJsHDGi4B0R64goWEjxpPYskQhDIIaS8lOvTCA8653FHQpM276e1ssjIUKh7OCXQiojTvtv84b4RH\ntCoGI+kF3I7geE+0yXZ1eSmdYJN1Dhb/BDSWGmP5OLuKM2ucD1lpY0ib0G4aVQN5FJx8eYv6ai2y\nW5ZS9fmLCCaAmIcr+jmFY65r0uCsnvMqVvL7IP8AVJJZdRKeoq8OuFJhnoLeBPsfR2rlEQjlcLCX\nkjfyijZ3XHVIY3OqVsWXmXL+hGQrcFdiA7eEe+6RNbY+3ELhZ+GevJUu411Lo0T1cWOg847kI81h\ng6mhcyXUVOS0uZaN1gNAIYuNJM8mNzsfjBBcG+rGS12P5Y13/odPT72Aq3/z5l5c8b6TWPIxtnYJ\nyIcAkPZviX/1QZM/CHrFFrCuZEfVNPt6jIqLG2vSbnhLBlI88W7M2GYU/2m4c2E/7cZ/Mtso02L8\nAcky4HfxDPdEe1OoNH0zG1RUbgv35O10GS/YJr1cfn4caJlBstoCnauo3SNt8RNWm68BMEeL8VK6\nDC9OyN71L+l0f6X9NRpb8D7SuBu4EwlI60aS33xKdGjjYbx6+Waw7mNH1TTrOvTy37TxaPeOQK9h\neIv6Yia2ogbH5QzNduTF1Ba8RpIHkMy2NB4yM/wi0qfR1f9aChQ3t0R68ly6jKRtcZg7yFmNJNWr\nj9WWwOBanMIKYHAdy83ZAHyareCtTDk+BFHFReVLJkUHgkbn/wdpPglcAkis5AWkV84gdMS4RtsZ\nFZvAfhBQcXI1XIVe/iLBw/bDoFtI6PBR+LoNwkpuRw2fuVd7ynPsO1JK/p7YyAAry4NI3rU0Hktk\nuTvSG08ztpN0U738JNydR9PbyUibwZ4wZ/ha9lmusSwsfoITW+RH52qWm/cyXkr+m9nOx1oVHgRd\nFQ/Jly3CrxzL2nf+hwuX9uDLT7/auwvfR2Jz3wDrDSSnARZG9SlkN3yJv9fxjbYzqtfX7BUVQCHS\nuhijcs4BZ2wCRI6ZiL/PEOx0Na7o2aj+ljkR9obWMGX/CZThxDYdFMzJVvECknNwSrPfjGSeHm92\n+6ji4opgVy4IdmGYN7ojE21z6aS68fA+UFsP6z1MFObpcZ5PbuYDJBVI/iVt/p7YhCZt/nXOr9k8\nchSrnr+K404/ttl9SSkxqjeil6/C3of6W1Y6CbKO2OTxWJnGa3UCuEJ5oEzBqbcJiI9QQ22b0VJK\nSWrFTLZ/9BfKp/4DbdvyZrdV/VG8JQMPNUPzoNPoLC3GG0gmAD8Hzsdmgd68urLg7Im+KtSdSYHO\nHOOJ0NJAlq6KxMV/qC2hIHiHpNT4Uo/zZrqMeUgqkfxBWvwtsQEpJf8659f0f+ymlmvUtjEq16NX\nrNmnNOR2JgnU1egIR7dN4Irkg/IhTip6CcqHuMJtG/YmbZvE0o/ZPuXPVJQ+g1G1odlt1WAB3pJB\nh5KhedDp05SSOUaCt5GMB+4Dhkibb8zGMz/Wpbvq5apQd84OdGaQp+V7hbooEpX/UPu9VXibMivB\nXC3O9EwF3wGVSK6zDZ5LOQUY9lqjlolesRa9cm2za/7Vh52NA8NqHgmwRzRrHlVDBSA+qj0LKFPa\nXqOWSfzrd9k+5c9UzngOM7Gt2W1doWJHo4eOoXnQabRKmmywsryE5AzgMSDPtljTghqPh7kC/Djc\nnbMCnRjgDjbdYDdKFBXBf2se2ai8zSqzkpl6jBVaNRuAKiTjbI1/p7YAjkYfXvgQq55vOkFeXaSp\no5evwqja0GQpo8awjWp2alQFeRxWtmn7QA0UAbUaNRDqJ7hCbfv9t40ssflvsn3KE1TNmoyVqW66\nUQ3uSBe8JQP3i6EJrbOy+SzwBE5E6UGBEAKjTui5CS26GTWkzV8TG0laWQoQTBaCW8I96dTMBEEj\nPBHeza6hwu5FkM4orODXZHgiozEAwciauPiJQBRJhW3UG0IopcTOVINQ6v3CSNuiata/0LdtBlGA\nUMsoPP1GXKGWeZAB1FAQym4Hnga+B+oreDv3brJd6IjTyG5+Cit5FBBBqGuIDru5xf23hNTy6SSX\nfI20HgW2U/nZzygc8xM8Bb3atN8DmINPowiMOvtDdASiBSpNS4sn4utx2wYeBJWKwi3hXkSbGUI0\nzhflE202WdkbH2GCrOMG0ryYMTgVwaCasV0J3Cwt0tImWE+YrpQ2VroKoXrqDWeVpk5F6T8w42nA\nh+JNU3j6DY3W92oINRjAjP8IGAhcglAfwVtyZJPtIkefib7tSWxtKCBQvBVEjmlbjcYXvUd6VTlY\njwErqJh6L0Vn3HYoGZAt4aDTJzhzZt38kCagtECj1bbJo/F1FEsazA+4AAAgAElEQVSbLBJb8fDT\nSE98zUzidYE/zBz9TdzMxI1CZzZzDhk+0GzOQ9Kz5rhbgPuthh2t0raw0lUobv8udSxrsbUU5VOf\nws64ARM15Oz73Jvsqkoggq1NBAYBlyHUv+Pt1Hg2S4DosHOp+OTPSOs9II4asggecX2L+28J1XNf\nJbvZD9afMWNzKf/kQYon3LVfE64cQBx0GlUQ2Dju0tpZz0S26F53q6XzeGI9vaWkHEmey8d1oR7N\nXmC5LBjkntjjeHkbhTSHU86RmMzWYlyJpHYT1i3ASVbDRrC0TKxMNYo3WG8eAitVSfnUp5BGPsgY\n7sIiCk65qll7sXfpR0oUXzF2+nhgMHAxiFfxFDWdTyFvxIVUTLsbeB7szbgLo/ibKEu4LzgVFJ7D\nqDwC7F9ixj9Er/wzxRPubDIsvz1oDWPzM6B3K5xnv3GKt4BLM9v4PZItwF8R3OFtvpdwWraazlaW\n+UhcSB6U8O/0Vm4M96z3eFtKJOzYfymBwYrNYLuMcyljKLAaeETarKwJ7S0BVgHlQFTs+THZRhZt\nxp+xqjZgI/GUDMQ7cte48sya2Wjb3GCtBLxI809Uf/ECRaffUO84UytnkfxmGtI28fc+jsjRZyEU\nBb1yLZm1C4GHgXzgJlyREOHBTW/Erq1FpFesBsvAXXhRm6dAT62Yh7T+BZzkPGGtJ7OmtCMbmwed\nRkf78piUreJXNWG0HwjBvZ7m3+R8mKngBNvg+ZpVj9ttm3fS27gsVP+KtSWdSbg2HF4gGCgMJsiN\njMLxc84AXgIWIInjJDj5suZYfz03yFY2gVb6KCJVTlba+HuNwDvs0l32pSW//RSjuj/YbwAKlnUH\n8QXvkD/y0j3OJ6UkuewTUitmO0VVDhtJcODpCCHIblmKtm098DiOGXA9nk59CPQ7qcn3SvGGKB5/\nm6NRwFPYF+Fq/h70vSGzeg5Y84G+wFikvZjspq8IHdEhk/0cdPp0CcEpnigT9Di3IpkNLBMq57Ug\nycTb6TJ+KE0exIl7udTWmZIpZ1IDIe+mlChQp16uoA8a17Ga43DW9CcDnyCYiUBD4gWmA8UN7Nc2\nk+VkSx/FrSWJS4vA4WPxHTVpl2PiX72HlRoH9lOAxIxfTmLJFKJDJu1xPmlbxL9+j8y6BQjFTejI\n0wj2OxGA1JrZNU6lx4AY8GP8vYbj69Z0ZnhXsJDiiXdjVKwGxYWnqF+zkpbsLdK2yG74AqjE2QIz\nBml/jrb1m70qh3YIcNBpNCpUBrj8nGdm+DGS9wBdcTc7PwnAa6kt3CstbsVxJo03s8zQqjmtgYy0\npnSqNNTOcSGhUkyGP/ItA4DhwAPAAgRTEdxVU9VhGjS4Rcao3kh2+uP4TJ1qaRM4+nx8A3at2VA9\n/23s7LU1ZYkM9IqJpFbOqLd0kLQMque/hbZ5CcLlJzpkAr7uTpRDctkn2Fq4ZpTrgMsJDhzXrMzw\n7rzudJp4D3rlWhT38U5W3TYsJWJn4xiVa8H+EnCBHI00pmKUr8ZbMrDN+t1bOuSezVN8efiEwl/0\nOG4huNVfREkLypZU2jpnIXe8eROAJyx9j+NsKXkzs42pWjUSOMEVQlUCzNArkUhm4mcSGbYBtyA4\nxhPBKxSOzlYyFME8JBf4iwnWM6kYX7/BuKr1vGSbzo9A2bcs+nYK/kE7awoZ8e1gnc2OvVich5n4\nU73XlN30NfGvp4P1NhAlveoKhOtjIoPHk141H6x7gdqwhgjSvKHZk51QVLzF+2dziZWpxs7EgLpe\nstQBl7UvR+NM9BURFi4eM5L4hcod/iLymrkqCVBpaVxex4s7EfjE3lOjppS8lNrCbCOBAEZ7olRK\nDwuMSiTwDV7OQmMtcA+C47xRyi2dQXqcwQi+QHJFoKTePdvmvH9xRWIbj0mLBDBy/Xw2FvcnUMfb\naVRXgn0Nzl4sQJ6PEXuv3mtKr5pFctl3YH2MRJJcdhHCGyDYbySp5fPA+hNQm/jERFqPNTvhinB5\n9lvhdTO+FWnqQKbOs2mnRmmOg4YfBDrzqeLmYTNNWHFzu78Ifws+w0pLpzbdnQJMRPLXeubRrLR5\nPrmJhWYaF3Cmt4Dllsq3ZhUSeAA3n2CwCPgtgjO9eSw2Egwy0vRDMB/JNcH6nUzG53/nF+kq7kGy\nDRi6fBqZ4sPwlgzacYwZrwD7fBwnjgD7PMzYg/WeL7HkI9KrY2DNRFJF/KsLUP0hfF2PIv3dfLCe\nBmodKhVI691mv1+K27fLuNoSvWINjls8y458C6QRyiETFnvII4TgqlA3PspW8JCZpUD18FN/UYu2\nfW23DSbU/O8CzkTyaT3zaNw2eTa5iWVWFi+Cs31FfGHYrLdiSFz8Hov3sZkFPIbgCn8hH2XKOcrS\n6AJ8heCngfrrYGufPclftCSXA2uAoYvfxijujzu/x45jzPh2kLW5CdxgnYsZe6ve81XPf4vsxiBY\n85DGGqq++D6F/jw8hb1Jr/gCrA9xsp0DrELIFc1+vxRvEF+XpqOJWgNt23dg64CB8+lIIAMH6L3u\nfjE277vvvh3/jx49mtGjR++PbhtluDfCcG/LQ9UAurl8TNbjXI0kBPwd6KHuuVo3XatmuxZjM04K\ng2FmmlX0xmYZ4MPkXM5lFkGhM9Qd4Wx/MaoQHOkOsc02OFn10KWBDJyiYi032CYunA/xOsvg1vI1\nuxzjzu+CUF9FWjfjJDp5ocG9iJkNy8D6BY7vCbAeIrvhx0QGj6+JMa77A2O0KGugraep+vxl9PKl\nCFeY6HGT8PcY2nTDvSC5rBTkcODHwK+BbcBjBPrd0Sb9NURpaSmlpaX7tc994UDTqBCCU335La7p\nVUtXl59nzQzn13hOn0bQtR6Nvp8px2skqcS5rRqspynnWGzeBQzSnMbpLCEoJCd68xjtdQrED/NG\nqbJNRqveBuvrWlXruUFaCJxV0Kssnd9VrIE6xqa7oBNa2UtgXQy4QXkBd379k25m/bdg/R4nvAek\n9Vuy6x8g2G9kjR7r7vds2eYAK1NN1awXMapWongLyBvx/TYzPuOLPwHGAN8D7gGWA2/i7/mLNumv\nIXIa3TcUIRjnL8RJn99yurl8/EM3OBmJATyHoFs9SfpeT22lv5nhM2A7MFDLkGEiNi8BFWxnJCez\njqBQOM1XyHBvlGGeCCutDEnb4gyXj/wGVk3S8a1cXxMS3wn4vm3yTNWGXYw6d34JRuwFsMfi7Jec\njLug/tXX7IZvwJoM1DhXrXvIbHgDX9ejauRYN/BYhxbMo2ZiG1WzXsRMrEP1l5A38od4Cno3u31L\nSHz9MXAmcBbwU2AOgi/xdpnQeMNWJqfRfcMtlBYn3qpLD9XL3800fwLiwEsIjqtnHp2c2sxpVpYF\nwCokR2XTWFyJzWPAWlYxguOpJCJUzvcXM9AdZIArwHIzjSYl57h8hOtxJtumRiab4LKax32AUSiU\nxjbtYmy680rQsi+A/BOQAfXfuAvqjzTUNi8G60uc0jy9wboWbctiPIW9azRaZx4VLZtHjar1VH3+\nMlZ6C2qoJwUnXYor0rnZ7VtCYvE04BTgXJwNPR8g1HI8hfu3gkJzNbrfjc3WwJSSWXqMKsugn9vP\nUe79W+D4CDXAd64A3cwUPgR5ipsbg3veIK42UvwcuWMqLiTAcu6kNgutxa+IKhdxf3TXhDk9XD56\n0HioqQx35p34FsZIGwm8o7gwI52pO6X6ex2PVraO7IYeCCWC4oW8ET+p93yKx4sTzFvLGhS3Y+gG\n+59Adt1DSCvkjF29l+DApveZ1FI1+2X08mPBnorUv6F67lm4QkW48+v/MdgXbD0LXAzcCLwGJFH8\nRbgi9d/AtxW7TzT333//fu2/pbS2RrPSZpYWI2mbzsTSxjWc6iKl5Fh3mDeNNJ2tLC6cZCTX1hOe\nt9pI8ViN0ygE+Alg8QtqvfkWd9PDdSu37ZaMo4/LT1OBNWqwiPezCQYiMYF3VDd2eNfvYejwMejl\nL6Bv7wZ4cYVCRIfWX8vP0Whdh9IaFI9j6AaPOAFt+11gWYAA9R5CAy+r7zT1Ujn9WczE90Heg52d\nQ9XMiyga//MmSxvtDXY2A1wNJIEPgGrc+b32W6KCWjq6RpO2xSw9hi5tjnKH6N2MbOythS0lJ3jz\nedXU6GzrmMBAd4CL6sl2udJM85eakNjugIoLi9/guHC7YPEzjvb8kSuCOx1TQggOczX9m+P35/Fh\nqpwf4jibpigu1N2+8+FjJmBUPY0Z747EwlPQlfCg+pOXCI8fUmuBGoeSWIVaq9GBJxKbdw1YfwBi\noP4fwcPq39KyO9K2qJj2N+zsPcCPsdLvUzn9BjpNvLfefab7iq2lgV8AXwHvAdvxdDmiWXV7W5OO\nrtEq22COHseSkuM84QYXH9oCU0pG+Qp5LW0w2TZJIznRE+EEz56LNN+aWT7BMSgOByQmNr/Bidjp\nB/yI0b4XOMu/U9+qEAxsIumQUD24VQ8zzCyjcILP5yJxBXfVaHT4+VRM+zt2+lWkTOMtOZxA35Pr\nP6crgDTW4hibgLIaUbO1KzjgJBJLL/r/7J13mFXV9f4/+5zb752502foHaUKgogdFRUVwR7UaEw0\n1pjYk5hmSzHRqLFEYo819tiNgihNUVQERAEFBhgYmHrrqXv//jiXYQYGmIGBL/jjfR6fR86cNnfu\nOmevtd71vuDeAixH6E8S7nHVNj8r8JoqtdMeRNn3ACfhJh+ndtqtlJ34653iWa3sFPAA8CLwGrCa\nUM8h7Z5T3VG0NUb3OBqtqxT3JSspdU0OQfFvU7AmVMyx4Z1P75BK8VR6DfPtFHlAvtA5L9aZXnq4\nVRpdnuZjDp7IOYDCRDATxXkACD6iUNt61SQlXZa7BiGh0btZRck3/AweqlvG21YWC0VNtJjQoJYe\nnEJoFB74A9whxyIdA1+sbIvU19g+R5BdcSfKqQdVAPrD5A+7APC46MVHXkJq0Qso1yXcezzhrm1X\n8rPWfwVyCl5/ZzSoszDXLdkpyWaoS3/M1beh3FeBP4F+DuEe256J2YuOg6kkdySWM0Q6DEXxoFnP\n+Eg5Bwd3fjJhK8lDqdVUOln8KEpEgHNjneiiB1vtxudpPj6RJhsmOzRs4CM2UN10ZlGsbd3IulE6\nrHAN8oWPw9TGffVR5/GHKbfzhHKok4pkYTcifQ5rcazQfRQd9mPcdC0oFz1aukXKd97go7DW3Yxy\nPYqb0J8klpubDpbtQ9Fh55H+5jFAEe1/LsHyfdrwiXnz305yJahb8aq4x4AYg127bKckm6Gu/XEa\n/oByXwJGg34K4R5DtnncXnQcktLhtsRyjlaSXijuM+o4L9Z5lxRus8rln8mVNLgWNopyPch50c6U\nbIEhkK/5+NR1GYBHFNNQwMd4VDeFjxkUbSNGa6XNatekaJMOp++gC7hg2t3cLmCVlFgVAwltYlWg\n+UMUj70MN1UDQqBHS7bI7Mnfbyx10y/1OieiDuF/leg+3mI10n0kmh4g8+0DoGvEBlzUojuzNbjp\nWpSjAz/PbTkT+Dt24yqCZW2L8/Yg1HUf0kt/nevSHgL6BCLd215g3osdx3rX4vbkCk5Rkhhwh1HH\nZXnd2jVzub1olA73JitxpUMKRW9fhLMiFcS3kDQVCo1PlcsxePPXGj7gE7wBFomPWdsU56t2Laql\nRVkzz3ohBOGDf8oJMyczSNP5VjrQ6yCCpX1bHKuH8ik97irc1HrQ/eiRoi3H6PBxNHx8GrgXgfYd\nWnAGkV5XAxDdZwxaMEq28i60QJC8QVe0+R1oN64G1ROv2QFwOcq5HSddgz+/U5vO0R4EKwZirL42\nN0t+GOgTCHc5r8Ov01HoiGTzGeAIPC7NSjzu4qMdcN5WsdBJo7km7+KJBVyEoq9Rw1GhonZbkLQX\ns6wEGTtFJYoI8Hvl8na2lkvyWn9hHBcu4XY7xSIlCQGLccgXz2Kor4AIupjJWVvx/1vpGPwtVYNS\nA5GspY+vjkmOR8PRw3Gi4/5Add0yEBrhol5brGjokUK2NUmjR4soHXcN2eVzULKaUNeftaDc+ou6\nU3jI5qIlbYHw5aGsr4CDAIUQC9CC7RPrUVKiHAPhD2+Vwhvutj9uNklq4VGgHMI9RpI3+P/7l+Qu\njdFPrCT9pcMruZnJ01Acm123S5LN94w6Sp0ss3Iz1Rcriw/Mes6Jtv6wHx8p42/JFcxSiiyQwiQi\n/oqrpgMWYfEFE7dCQ/rGzvCPVB0aQ3BZxpdTF/BMLuH05ZURO+EmVtavQOgBQkU9W00khRBteqH5\nC7pQcuxVZCs/BSDcvWXnMVjWn2BZ/22eZ7Pr634vx1Tf4VWhHWAxWnBzcYWtQUkX5Vrb7H5E+x+O\nNNNklh4AQhDteyiRvq1Xof8/wS6NT/BGPMYpt+kiR6D4RWYdQ+I7P9l8NbOeEa7FYyhc4HTXYrbZ\nyEmR1uPs1EgFP09W8iqwFogKg4y6EngFWEeBtoSxoS3H6Gdmkocyjejsh8vXrP5oMXfnfhYo6oHv\nxJtZVl+JCEQJFnZv9f0ihNYmpeRgWX9Kjr4cY/U8hO4j3OOaFh37UJehbRIE2hRaIIKSDXhjIWVA\nGiUr0QJHt+s8ynVQ0tmmSF/ekOOR9isYlUNA8xMbeHSTiMr/p9jlMTrFqOMiJflT7t9DUNyfXc+l\nWxCi7Eg8n17L6dLmNryO/1gny+d2ijF662MtZ0Y7cWZqNePwhiK6aBar5ZkIxgJL6aKvZXRgyw2h\n940Ez2VT+BiCwwIyXy7jt7mfBSsG4DvhJr5tXI0Wysdf0LXVcwhNbxODLdx1OHq4AKPqS7RAiEiv\nq9ECHgtCCEGk1ygivbbuqdkatEAUpVbiMXZiQA1K1qAF2sc8UK6NUnKbirLxA04F9SLmmv4IX4S8\nYScRKNm1FNr2oCOSzbO2vUvHwVCS7mw0CO3MBgl2ha/dbnrtwxrX4HQUG7465wIPb0VSPa75+HW8\nF/PtNFIpfueP4hca8+1vkcBAX0WrPPUNeCidIqPuxqOc2Sx1DuWpp54C4b2shC/QoVVNPVxAbED7\n1SCVlCS/ehej8iuEP0j+fmNbLHrjIybSMGc8qEkIsRA9bw3hbqe2+fzZys9o+OQZkAotXETx4T/Z\n6kMl0ns0wbI+aKH4/68y7Ztil8ZoVrn0aibO0wtI74DvVXuw1jG4GMWG2ui5wCVb8RUr1wP8Jr8X\nC+00mhCc5I8iFSx0FiKAIf6yrYqeTE43YvI8nkxYmveWDeOdd94BvDkNLRDu0NlHX6yUvIHtn5tS\nrk1i3puYa5aihWLE9z+hqasiNJ38/U4l+eWhKHUaQnyMvyhEoB33nV46g8QXL4ECPdaF4iN+gh5p\nfWEihCC275GEuw9FDxfuFBrgHoZdGp/gsQ+a9wZ6AZldFKPVrsF1uWKxBpyN4s6t2B709IW4Id6L\nRXaGEqFxtj9KRkkW2XMJCI0h/tItmtQ7SvFQpg6LGcAIoJYnFgzg/M8/b9pHC8Y6VHjHX9AFf0GX\ndh8nbYPEZ69h1VSiRwuIjzipKcHVgjGi/Y8ks2QUSp2EEFMJdumHL9726yQXvENq0VuAhr+wD0WH\nnb/F2BOaTv6QcUT7HogeLd7l9NndELs8Ri3l0jx16AUYO+Dx2h5UuSbn4q2tw8CZKF7fylp3kD/K\ndfk9WeJkOUhoDPXHqJM2S5yPiQidIf7iJjeGTZGUDs9lG7CZj00foJI7Ph7E+Ss3ei/r4XiHjlkE\ninu1SWF2U0gzReOnr2A3VOPLLyE+ciJ62Bux8cc7E+46EGP1KJR7NEJ7nUjfMW22MVNK0jj3ZbLL\npgOCQPkQig7+4RaV4TVfkPz9T0Iah6PHSndLu5Pm2ONotH19YZ7Dm8Y7CE+guI8ebLM3V1uQlS7v\nGnXUOAaFviDHhYuJCJ0yPchrCH6Rmx95AfAheDJVRbEeZGyoEP8m9xEROgduwnE/oBXOe2uokyaw\noSvnx2Icy75bDn12L1pocv6bpJfWgPsYUEnd9EspOfqypgpUuNtwfLESzHWL0YI9CHc7tc0cdidZ\nTcMnL4I7AxiGzPyT2g/+SNn4G1qtQFs131I3/VFQxSi5lrwhJxDb54iO+2X3YpsY6I9yV7aGk1EM\nBK5DMLwN81PtQVI6/M+oo9ExKfOHODZUTEBolPiCvORkODu3mH0OMIEnU1V08oUYEyzc7KWXr/k4\nqHnXVbBZzLYGqRQJlQSOyW2J4qpDWb58OUR2jijA9qLhkxcwVkfAfQo3/SW1719PyXHXNJmuR/sd\nir+wE1btMvTwUEJd92+zbLtV8x2JeVNALgB646ZupH7mU5Qc07pXp1G1gIbZT4EoQ8m1xEeeTqTn\nAR31q+5FGzDYH+MfZgNHoOgC/BzR4RTaOmnzbraWtGvT1R/h6FARuhCU6EFeck3G4tFinwMaleSp\nVBU9fBEOCcY3e7YXaX4OaRajAaG1jNktIK1cFH68RBOgGJ/YjxUrVtA0s7WboH7Gv7FqB4K8DTc9\njZopf6Xs+F82JYT5Q48nWN4Lu2EVvthhBDsPbbNQn7H6C1LfLAS1AijFbrichk9epOjQ1ml3mWVz\naJz7IkKrALWOwkPO3WVKuHvhYaA/j1vtNMNzDY7rEAxsh/1XW1Dtmkwx6jClS29/lMODBQghKNMD\nvOw4DMGThnwBaHAtnkpVsY8/xshWxDXL9QDlzajwpXpgi+J5zVEvHXQqcokmQHcCek9WrVrVIb9j\nR0FJSc37k3GTx4M6DzfzEjVT7qfs+Oua1rPxUWcQqpqPk1yNv2B8u2Ims3Qm2RUNoKqBMNa6s0jM\ne4P4iFNa3T/19fskF7zlxaioo+jwC7Yrgd5V2OOSzSLNz6V53bghvYY66dLHF+LCLVDktgcfGPU8\nl11HCMgDyt0Md9sprs3vyaGBOF+bSXq7GYrQWImkQDk02EnW2Em+tpL8Ir9Hi/lNRyk+shLUSZve\nvjCDtzEQ3RxdfWG+de7DI1LUEuAJBgz4PQvN1udTlGtjzn8NvWYpMq8M336n7ZLOXmb5Z+C+D+wL\nHAzuF2RXftGC7uAv7Nbm+ZTmsOsrEeIwFBsoPJcizetQdhYRaJnAKCWpm/4Yyn4cGA9UklowkmB5\nny1SL/ai49FFD/KjWBcuyawlqSQDfRHO7sAYfT2znjfNOkJ4hLKYm+EBO8PP8rpzbKiYe600vaVJ\nGKgGiqVFo7RYaSdZZme4MK/ld8FUkllmIynlsq8/0iZhEfDUOMu1AqrlP/EUG1cixJv073c6U1a1\nHqPSzmLNexm9YRVuQVcC+52y07sGSimMlXNArQUKgANR6kPMNQvx9T28ab9ASZ/touFYtctAnQob\nFgvqeuyGv7S6r7QNGmY/iXLfxisXLqRx7iEEy/qhR9rudbwXO4Z9/BFOjpRzdrYGA8kwfx4nb2Wk\noz2QSvGf9Fpm2An8eE6qq90MT7gG58e6MCFcxt12hn2UgwXUA51cgwbXYKmdZI1rcMYmgnsZ6TLL\nSmAolyH+GD3aKGaUJ3QCQmGrF4HTgEU48hN69boV5rXeyXWNJM68F9GS63BL+hAcMmGnCHw0h7Qy\nWDWLQX2Ctyw7AOTbWDVLCHXZSF8Nlu+7XUwJa/1ycH+M5+ANyOuwalr34HXTdTR+9jLIj1FyADCD\n+pknUjbxpt2+e/J9wshgPknlMt6oRaIYFSjgmFYEtLYHjlI8mlrNF04aHW/6+UsnTY20OC1SzhnR\nCu5uXMFzSOpzvtLd3SyNLrxkJ6l1LY6LtBz9aJAOH+fEjIYHYm0WMyrV/SiqgGnAGGA2jlxOp86d\nGXF0iLlTvtj8/tO1uPNeQss04FYMJDhw3E71nQVwU+uQaRNUzstaHYCy/ovdsKopyRNCbBdNHvB8\nst3L8d7RgLwac92Fre5r11eSXPgByEUo2RX4L3XTL6R84k3tcorYldjjkk2APr4wv4r37vDzLnOy\nvJNdzyI8ysK9wCNAvnT4xs6w1Mkwz80AEBU6rpKcgCcO/gjwvjRZ7mTpnVPelErxQHIl+a7BoSie\nQlDVDjGji6P5/C35AHXyn0gMBAF+8uOLiPgDPPn8UzxcXdYiEI0ZDzC6ZilXuDZv16/ksfVLiY77\n/U43aBeaD0V9sw11262IpVyHxrkvY6ycC3qQcI9hoBYDaTz7li+9S7Sy2FBWFuWa0OTe1h3ljqB+\n9tMUHHDabs1n/75hsD/K4HjHf95f2inmmfVU4iWavwM+A+pdk1WuyQyznqXSo/v00gI40uJM4GDg\nTuATJ02dtJuEQiwluTOxgn7SZiiKx4w6TmyHmNEVsQJuT/6WjPoDDmlcR2fC+FOJh8K89NYrnP3P\nRU37Kikx3r+TExNrOUc6PNWwijfqlhMe+6ud7wOr+cGtp+lFRj1CL9raEVuEtA0aPn4es3o+mi9G\nqPsghFiWM7DwA7PQgq2f283UgSjGSzQBBoHbg7qZj1FwwBnbRT/ci+3DqGCcUTthjnqG2UidnaQa\nb3LpErzuyEt2ilrX4uXsOlYpT3ugpxbElSbnAwOBm4EPrEZOjpQ1sYTS0uWvieUcrFz6orjXqOPc\nWGeGtqETqwnBVbFi7kz9CFtdhEsa21UcMvowyqJx/vDMC9z85FdN+yvHIvvebfwo28jxyuXehtXM\nbqwifMQVHfshbQKh+QAXb96rAK/n2+jF7XbANZI0zP4PVu1itGABoc69QZsO0pNvgZlN9L9N4aTW\nIcQAFBuM4Q9FuVHqpj9GwQGn7RTRsL1oHUeGCjlyO+2/toZ3jFpiTpp6vG/DJLyi0L1mA8cGi3k6\nXUUNLjVANy1IUppcije29kvgDbO2RbJZJ23+mljOeCXJB+4watssZhQWOpfHirgvdQKKMJIMpuMw\naN8h9Oveiz898hQ3/OuTpv2lmSLz7l+42s5yoJLc2riKbzK1hEbtZHEczYen7GACIcABlc7Fbvvh\npGtpmPUMduMK9HAp/uJOoH0I8nw8AvMM9EjrDCs7sQbBIbaMzqgAACAASURBVCg2FM4noqwzqZ/5\nBPERE3e5sntbsHu6f/4fYYVrcjw0WRpcCszD+1ottNMsMxtYBSSBrsqmArgPL9l8Fu9VMd9ON51v\nkZPBdg2eQ+FHMAYfLxs1OGrrynkbUKD5uCW/jJvziwjjx+RuFCZp+x3OPv1c/n5UKSOO9qqe0kxh\nrl/Mf12bE4B/KJeeVgarZukOfy5KKTIrPqFuxlM0fPqCt2BshtigI0E/PfdpXIvwvdTCuL49SMx7\nnexKHeUuQln/I/PdIvxF+Qh9MMJ3MuhjiI+a1OriXKFAusD7uS3VwDzc5I+o/eBh7PqVmx2zF3sW\nltlZzkZRjvc4vhz4FM8EYbbZiGUlqcHrlvilxXDgT3jlh/8CGeA7O9t0vk+tJN2kzQMoNARHofN8\nprrN91OhB7gtXsEN+fn48WHzPBKTeuMJTjp2Al/ce3pTjDqJNYST63lCOpwAPCEdwsl1OImqHf5c\nlJKkl0ynbsaTNH72CtJMNf3Mm5EcC/pxwAMgLkYLfE6oy37bda2GOc9jru0B7rdI80Uy332BHs8g\nfEMRvokI/UwKDjyz9YOFhnLW4FkqAHwLrMSpP4faqffhpGu36572YvfBSjfLhSjieMYHl+L9tX0I\n3s7WUmZnSOCJ/aSlyUQ8t9UJeCL+ANXuRq+7D80GxiiXm3NatEeg8WK67THa0xfijngXrsqLoqHj\nMg2Jydr0n/ndD05h8SPnNcWoVfMtPa0M9yiXE4BXpI25fjGukdzhz0VJl9SiKdTNeJLEvDeQ9sY5\nVeELEO51KOhjgcmgnY0WadguwS/IUXJrDga5HJl9kMzyL9FjSxC+kQjfeITvSgpGtU7PQymUs4CN\nNktzgQz2+gnUvPePFs+WvdgzscrJcBnePGYQ+CleGV8Bz2XWcoBrkMYzw6uTJpcDPwNOBZ7EKykm\n5EbP2PeMWn6sJD8DNHQOQvBKem2b72egP8pdBV25JBpGEEAyD4nJ4sof8qczJvLt4xuthow1CzjU\ntblZSU4E3nJtkivmoOSOz5wrxyK54C3qZjxJcuE7qGbPIT1aTLCsD+jHA5NBn4CvsADfdhRIlZTU\nTXsQu+EskJW46b9gVn2NFn4P4TsY4TsWEbiD+IjxrR/vuij3QzznYYB3gXzMqoOonXI/yrHafU87\nG3tkZ7O9yCiX59JrWeJkKBA+To1W0KeVikuJ5uctvAVpBPgAr8a4XGj0Vy6XoNigefdDaFIJAy9I\n/cCHZj0Twp40elZJOqMYTpgazsRmEHAb04xGxm6hqrgpNCHQhcDCD2wIuEPQtWHMnz8fqEA5FokF\n/8OQMS7F4HZMCgDPgXPHW+rpr6eS/GoeuDcAizBW3UXpuGubBp+jvQ9CD8XIrnwezR8gts9VrVLi\nrJrvcFLr8OV3IlDU+ryMsfobcF/Bq6F1Bvcq9Ngb5A0+Bjdbj7/g51s0yU0v/gDEIaB+AJTiLWeu\nBX4NriS7Ys52UXn3YuejUTr8J72GFa5BiebnzKhnV7IpivUA0xDYuUms9/GKQWg+GqTJ9Sg21AIn\nAB82O9ZbqsI72fVNMycZJalAsR9hklyASyfgL3xhJRnWxvkYXQgspdDogld6AjgJqGDJkiWAQFoZ\nkl9NRbphrkbxJyyCuXvqiBhNfP4q2WXrUO6VoM3GWH03peOuaVKdjA08Bj1WiLnmGfRQhNiAK5sU\n+DZAKYW1brEXZ4XdW6hRN4e1diHIl/F6y2UgzyfUeTGBwT2RVhp/8cZZ0E2RWvQB3hz60XiUvjXA\nX4ELUbISc/U8fP3bp4K7F7sG612LZ9NrWCstOmlBJkU7UdIKvbRQC/AuXkdTA6bi9et66CGq3CwP\nowjhxe0YPKuEDVB4haNXs9VcllPdNJSkFMVIQmS40pP/UrfzrZNt9T3eGnxCkJYSHyOwm7rqF5K0\nrqO62ktc3WwjqW9msNQJ8Tscfo+DzN1TR1DT6mc/jbk2AO7FmNpbmGv/ScnYK5pYQPERp+AvnIW1\n/ml80Xyi+16+GX1XKYm5dhHSTBIo7t2qQq5yHey6b9iQ4sM4BMcR7e9DD8dRjkmg5Potdj9Si2bi\nCZ6NxBM6W4cnvHoKyE8wq78m3H3kDn8ee9HxWOWaPJdeQ6206aGHmBTtRH4rnbcCLcB7ZDkF7+0z\nBS+xHO3PY7GT5gm8b04XYD9axqjE45j9N7OOc2PeO8KULhI4nAgZrkeQQsj7WOOababT+oVGvXIQ\njMfjOYDiBpbW34iTc2FwUjWkl3zCx26Y23G5GpeOkjVTSuaaEr1AXoy59hms9Y9SdMRPEUIghKDw\nkHNJL/kAu+5pfPFiYvtcsJm2gXIdzLVfIZ0swdJ+6JHNWT4y24BrZEH9Bu8v8AMQ9xPfb1+vICsd\ngmXHoAVbZ2+kv/kITytiAN57uAZvsvZwpDUVq275dheqdhY6orM5DvgaWILXYd/t8Hiqit52ijuV\npEJaPJCsZJbZuNl+g3wROvljDEBwJN5itZMe4qr8HhTqAWYh2NCTTOD9eS/AE2CfhEcMy6Cwcnv1\n8YWYDtQwDpvHgOuAd3jeSPFAopK5ZqJN9x8VOpIMsKFLmcCV39CpUyeUUtRNf4zsshiKf/MoZzGY\nCBcKjZXBvA6hjqa+ngbuf/GS3b+inHEYOfuFDQh1HkLhgT8gvv8p6NHNgyvx5VvUfvAMibkGte8/\nRmrR1Fav5S2AF2/cIBahhcIESvsS7n7AFhNNADedys2OLcKjOtwP/Dr30yzsplz2XYDdOkY30M0P\ndTLcqiQx1+SuxHLmW5tX0A8K5GP6wgxCcDhwEVDmi3BFXg/yNT+zm+1r4VVrrwVeBk7G87ytVhsV\n/Qb4I7yIToKf4nIPnpH50zyUTvOv5EoWNWMqbA1xzYdDFV43HWANllxDeXk50nWonfoA5up9sXmc\nexjHCCKcKXwY+RX4dtCDS0mXzLfTUO57wI9APoCy+2OuWdC0jxCCSI8DKBw9ifxhEzZ7iSmlaJjz\nHPUzXiMx16DmvX+SWfZxq9cT/hjwzYYjQfsaLRAlWDGAcPeRW0w0AWQ65d0jC4EqvH7zhrmUvTHK\nbhqjlpLck1zJJNfgl0oi3Cx/SyxjuZPdbN+jQ4V8rQfZD8FBwE1AJ3+Mn+Z1Ja75+Si3n8JbuL4G\n3ILX1TwdOAdY526szA/yR3mECBluQvHn3Bnv5p5kAw8lV7GslXtoDQWaD5dv8LhJAItRyqCoqAjH\nSFPz3j1Y644ky+P8mYM4ghAn6n7C5QO2uOhrK1wj6cWj+xZwHsincNN+rLplTfsIoRHtcyiFoyeR\nN+SEzexJlJTUffgoDbOnkfgsw/r/3YXRLMaboOmgBfDSBwAJYil6MEqo02DC3UZslWbnZpPA1cAc\nvDXHLGBDF9SADhRj3MOwW8doSrrck6zkF67J5UqSdjL8pfE71rXS5ToxXMqbmp8DEIwAHgb6BOKc\nE+1EofCx4ckvc//dizeG8hze0/sMoLZZjA7w53EPeWSYDPwBxd+Q/JI7E+t5NLmaqq0o2TZHXPgQ\nzMV7ewPMIRaI4vP5cLON1Lx7N079JBp4jF8zkAkEGKsHyOt18A6PojiNVTgNDSBfwovRV7Fqq3BT\n65r2EZpObJ+jKDxoEnkDj9m8GOTa1Ey5n4aPPyUxN8H6t2/3NA02gfCHQabwCjkAJsgVaOE4oS5D\nCXfbf6vPHGk0An/Ge3quxissHYH3VDXbLO63K7GjnU0d73s4Fu83/gR4FW+1v1vAUYp5Toa/4iWE\nt+IFy7WZtcQ0vWnuQymFEIJzop34zjWodAxwDfwIaqXN0aFC7rQSHCodioBZCE4Jl/JytpqVwGig\nL/CZ0Anm/tCFmp9C4WeNat5mr8CHyzWuwdUZg3rpsNRJ0yBtevjCnBIpb6Gsu8hO84nZQC9NZ5kc\nic4Y4BMm9i9m2LBhGNPewqpdCXIO4EdxElXM4PmKMJFR53bMvKZygebCRlGUyrT5cCe1nvTimSC/\nQVECrCa5cF/CvQ7YTMAof/9x1H14McgPQVSjBWYQ7XdVm64TLO+BsfpecE8DrgeuwutTVyF8DxHp\nfWWb7/l7hN0+RhPKpVbaHAz8Avgj3oTuDekqLtc2zn0opdCF4KJYV5Y6WSodE5808AuNOmlzQriU\n2+00XyiJD5gnNE4IFfLvbA0L8eqAOjCnmUJeFz1ICB8JWsZoDMWlToZrUlnGh8uYb3kCQv18UU6K\nlLZQnf7MTPClnaCrJlglB6NxCIoZXDq8D126dKGx8n3cjAbqYUAgOYGvKaeq+1DC+5+54/OaSuG9\nZDZ2eRQxaIeVhV37HcaqZeB+hRfri2icO4Jwj5GbCS/E9x9P/cengDwPtG/QI18T7vnzVs+7KQIV\n3bHr/45y38D7a/8Ez7LuK4Tvf4S6Xdvme/4eYbeP0SrXIl9J4niLzpuAVShuTa7k+vyeVORiSilF\nUGhcmdeDJU6GFa5B2LUICo1G6TAhUs5fkiuYqhRJoFLzMcafx2SzjmHA+XgpUnNWQ39/BGhA0bwo\nU0En4DwnzQ3JDCeHy/jMasBQkkGBfI4PFTcJ9SmlmG018o2VolTTWS8HIBiB4gN+f9hgQqEQNV/P\nRdl9QN0BgMtYZlNAQd8jCA2esOMfoHTxllsbnj0aEM7NULYNRtU87FqJcj4nx6Oi4ePTqTh5cIv9\nhBDkDzuZ5LwjUPJshPYJvnyDYKchbbpOsKwnmcyfQf4Hb7U0CbgGxEyEfwnBig74PPY87PYx+p2b\nZYiCVcAbwB+AL1HcnlzBb+K9iGs+VG6EK6bp/DK/J4udLMsdg7hrERAaKeVyWrSCy5MreR7BKhRp\nPcAoLcg9doIhwG+BdxF0aqabMTKYz78yGTZYfnnozL4oJjpp/pzIMCFSyqdmA45SjAjGOTJY2MQY\nkEoxzaxnuZUmX0vSKAegMRjJVP52lPe9NVbPQ8mxeO8LcDiQN+hFwYBxhPY9hh2Fki6IEBt7cD4E\nwXbRczPfzcJJ9gD3zdx5nqNhzm8oO/7qFvtpgTDRfY8hs3g0yj0Nob9PoLwCf1HPNl0nUNIbs/qP\nIO8HDscr0V0I2pvoURf/bqhKu6PJ5ii80tfy3L+fBSayGwWghvdL3osnPnBRbnsIuCNbhyMlz2Wr\naVSSgXqIH8W6EBM6b2ZruBhJIXCbleCHsc5cm9+ThXYaC8VvfBHimg8TyavZGhYDWSG4NNZS6bJI\naNSpRzA5EuiHnys4C+/x7aC4zFjP7/BqEndbDg9Lm8tz9KF5Vopn0lXcnJPfuRUY4p/KIcE4Ywd3\n5cEHH6R6fiU09Vs9CF+AwL5bbsG3F+GeB5JZNgncPwPfIMSzhLpcvc3jNsDNNoCK4C33Y8AfEFo5\n0khslmwGS/tRMvYKzDULELqfcPdr2uzDF+55IE5jDekl3QCFnt8DX+RfiECQ2IAr2mTK/T3Ebh+j\nAQQGin/gxenJue0mileNeqp8Jq9k15NBMtwX4dxYF/xC8Laxnqty3/07zUYuy+vGDfFeLLQzKBQn\n+qJENZ2MdHnfrGcBAiV0Lo+2pIfmCQdT/QmT/YBSglzAJWQ5H6hC8adsNX8HhgI3Wo08q9wm+tAM\no4H3suu4EcVS4C5SjAy8zyGBOAf2KGby5MnULlmy+S+t+wgOOn6b5uptgdB9BDuPxFx7Ori/Aj5G\niFkEyq9v8zmcdC3IEB4/owT4C+BHWpnNYjTUdRglkSLM6q8RgQLCPX7eZpXK2L5H4aZeJLuiBJTC\nV9QHPXA/WjhC3qAr2+xJ9j3Dbh+jIaFRi+Ie4AngwNz2ahQfmY2EhOAdow4LxWh/HpOiFbjA1Gwt\nv8y9v243E1yb34Pf5PdikZNBRzDJH8WPICNtptspPgMimo/LNlGvDpJC5zqy9AAChPgZV5PkEmAe\niqez1UwGugNXG3W8piQTc+q6bxu1LDTq+BWKj4HHSTI6kOLQYAG9CqJMnjyZxpWL2QxCIzjoxO0W\nu2sOLRzHX9gZu/58kBeBeBPhX4u/uGebz+GmalCODewPdAP+jLLqmgrlzRHteyj+eAVWzVK0UE/C\n3c9os1pn/rATcbNPY67NBwX+kv4I3734onnkDf5Fhzyz9kDs9jEaRGMNinuBz/GMfc4AvkXxqZWk\nUVpMyzH6jgjGOSVcRkI6fGzUch2KZcBtViO/yu/FDfFeLHGydEVrclB4OOUww8kyGyjXg1zSTL1a\nKoUiSYTLyPAUkCbEDfyKDCcB7yN5LVPNI0AcuDRbA8BRIY8F93ymmgYrwRUo3gJeJ8nBwXoO9RcT\n0HUmT56Mm1qP925qBk0nNODYDqG5++Nd0EIObvoXoM4A7Sn0aLBd60YnuQ7cRjzycT/gWqTR0Oq+\n+UPGESjphlO/BD22H6FuI9r8exQceAZ1M/6NXRsFJQiU7YvQ7sWXX0hs0KU7XZl3e7CjT9EuQHPV\nlVVsfA/tFtCEYGKohKlGDc2t0H2AieSZzFreyBlr3OAaPJZaTYUvxGVIbs3t2xfFH7I1DM3vyfBN\n5riODhVxYCBOSrkUa77NfDaHBPJwjBrgfCqB/bF4AI9SsABvAXtdbt/HUBQ4WTLSJaLpfGjUcieK\nj/DxMFFs8vjULuEr51sef3EKp7w2A7+r0LUILmeC/DFor6GFDfxbmIncHuQPOwkt8C7GqssQwTDx\nYZfii5WiXBur5jtQkkBJny12UY3KBaDKgAfwvi4/QOHgi5W2ur8/3gl/vP3UQq+iO568oceDkjtd\nrn4PwW4foxFNZ0ywgLlmA80fkTqQkC5vZ9cxHUVP4GIny3/Sa3CU4lYUl+f2LUHxZLaWC/K6MnKT\nGJ0YKePIUBEZJSnR/Pg2eaDv589jtdVAijNZheIEDG7EEwaYjycutKFI9SyKCjvJD3MLvA+MWiaj\neBY/zxLBpYhZVogF9moefWUaE9+cDa5CEEFpF4A8GbR/4y8oR492nKpj4ehJJL58C6v6YrRwHvH9\nr0AP5SFtA7v2O9B0AsV9trhwNioXguqO51y8ADgW4Q9tsWDlL+qOv6h7u+9TaDoFo84kPvK0pn/v\nxe4fo+Wan338URbZqRYx6sczgE84Gb5AUQhMslO8lllPpZvlQRSn5vb1IfnArOPMSAWjNvGxPSfW\nmROlg5WLUW2TGB3mj2La61jHSaxGcQFpLs4Vmr7CEyE6K7fv4yiOtBJNyeZ7Rh1voLidAK8TwqWc\nDyyXeXYtkdenM+5/czBdBSoE4hpQh4N+D6FOIzrM6kMIQdHhF5D4/HXsup+ix4qJ7385mi+INNNY\ndcvRfEH8xb23yHTIVi4ChuExOKcDR6Ln997iAjVQ2pdAad/236svQNFh56Pcc0Boe2PUw24fo/18\nYUJ6CMPNbvYe/cpOozkZlqIQwElmI1OFjxlmPS+gODi3b0pJZlmNHB8q5sBAy/XTRbGu1CkHqRTF\nm8SoJgSDNT/5chkrOYZVwE0kOCn385V4/ciJuX/fj+Jys5GjQkXYSvKB1chM4AZCTCWApCtTzASf\nW/XE317JmKlzCZkOGcIocTOooaDfSqT3YR1m9SF0H8VHXULi89dxGv+Hr6Cc+PCLEZqOaySw6yvR\nAlH8RT1bvaaSEmP1YjzK+QV4je+Tt1pQCnUaBJ0GtftetUCEkqMu8QSMhL7z1ew7ADuabLZNVvX/\nGMeEi7FQXG/UEsZ7QV6JoL8e4gDXapILuA2IuAbFmp/maVApYG+FkhbTdGK0/kA+KlREg3L4wGzw\n1GqBx/EEiCYDPRGo3AMgjcePr5E2PuXgKslNRPiO45CchldM00mpQxjnPsxD2SwSOEBzWVi2Aunc\niC+/iPyhl3VooiU0jbzBx5E3+LimbdLKUPPefUgjH5QP9GfJH34i4e4jN+OLG6sW4qllDQQOAD4j\n1OX9nWbJIjQdJ91AauEUpGEQ7NKXSO+Ddlv/oZ2MPSJGTwmXYSrFRVYj9+AJityIYICmc6Gr2EAU\n+zOKEU6GXnqwRY2zBHJyHq0jX/OxpZ7ZSZFSnlUuX9veDPWHwFN4U7+vAmMQbPgYG/DINVWuiS40\nbKW4iAhV/ADF0XhRPZAGtZ7L3P9yXzaLCfTTJdXlX6KsL/AXlZM/5IIO/T4K3U98eEt6m5upp+a9\ne1FOd5RKoQWeJz5iIsFOgze7tlk9H2+GshCvc/Iu0d61Oy1mhKZjN64htWgaynYI9xhEuPv+O+Va\newB2+xgVQnBetDMPpaqY5KS4A49L+ACCfiiuRrHBjOwWFOfk/Puax2gpbFWJvWArFgJnRit4IlXF\nasfz7nwVOAxPAu4TaDLpgA0x6omlBBA4KCYQpo5L8ZK1O3CZSK16l1+6s7kum/V8BDUHo2Im0p5G\nsLQrsUEn05HQ/CEKRp3eYpvduIbaqfeDGoBS1ehhm/jIUwiW9Wuxn7SzOI3L8VYQvtzv8RLRfh3n\nX7wphO7Hql1O+ptZKOkS7TuiXSb13zPs9jGqCcGled24L7mSCW6WW/Am499A0E263NiMiP5bFLfk\nWHrNY7QcqN0CbVQIQbHY8rryx3ldeSy1mio3QQxvndsHb7p/BV5cbkADHutwpWPgF54WylGESPJL\noCdwKw6/Yp26i7vdBJOyWW4CegqJ6PQW0vovoc59iO5zRPs/qK1AD+VReNBZLbZZNd9S9+HDwDCU\n/BZfPEp8xMkENim2uun1SAsg58PJMBBPE+07qkPvsTmE7ses/pr0kk8RmiDa/yACJR1vC9kR2NFk\nczUen2MDuuFVfFrgxhtvbPr/MWPGMGbMmB28bPtxYriEnr4w/zBqkQpOCxXiAnOtBC5e9WcBkIfG\n/sE4f7RT9MtVai9DMCywfb41mhCcHinntLBXZV3qZnksW4dCcVaggPeMGs6WNmNQPIigWGj8K1mJ\nH8ggqKMMxQt4oXkGHlHoFhoIAAYaMBLJkvLexPY5uum6Srpkl3+Ek6zFX9SVUNfhHbpwTM5/Bzdz\nFMgHAQHu1TTOeYbs8i8pOuwnLSstuh9oZmkgavDldYw5cWtwjQQ1796Nsi4CBmGu/yMymyBv8Lid\nds1NMW3aNKZNm7bLrrcV7BExKoTgrGgFn/gi/MVsQBNwQaiE1a7JPDvVVJCZj2fUPiwQ53rHoCy3\n/XoEx25njPqFxrmxzvwwtxCe76S536hHQ3BhsIAXMtVcrByGA39HEEPjoWQlNuAgqGNfFN48pqdC\nWw78jVreArIEgUFCI9ljKOHuBzRdVzkWmWWzcLMJAqW9CXUavOmt7RAaP3sNaVyAJ7+ikNmzqJ/x\nPKEeX1Ew6swWzwMhAihq8ZJNQG9oVeiro+Ak11E75R6Ucz3QBXPd75B2lmif1o3mdwb2xmj7oAnB\nT2OdmW42cLOVICA0fhYu5XMrwRfOxhn+L4GY0NnXH+Nyo5Z/oWgAbkVwXmD7aNJhoXNRXrcmyujH\nZiN3Wgl8aFwSjPNEZg15StIL+BOeOvTjiRUk8eiFDYwF7sid7XA8mtuV1OckxfKBHrqfVfsc1ELF\nUVpZMstmIs0swYp9OlzhsXHOSyj7ZuAywMFNHUPdB48Q7X8o+fud2LSf5+Wn8KQJiwCF8CXRIzsv\n+bPqllM77V/g3gREMKtvoHD0adttWr892Buj7YNPCK7I68YUo47f2ikiQueaSBnvZmv4UhpNMk/z\ngKimM9KXz0/MRu5CsRyYjOCKNqqwb4p8zcfP83s0zYV+aDZwm50kLHR+EohzV7oKmVtT34JASoen\nkytZjyKCTiMXAjfmzjYAOB/BwdTkhDE7AUW6D3fosfjyK5qu6xoJMstmoxybcJeh28W42RrqZ/8H\n5TyKN+Bj4NSPpHbq/eQNOZ5Ys2RXaH5QGcDA009wEFoWPbzzRkOMNQupn/UfcP8IWBhrfkfxERfu\n0oSzrTG6o9mHD69wcTReWXwOHpulOY9dqa1UMx8u2ncHb2H74SjF/clKwq7JUHJqeJEKRgXzmWsl\neT9bg4Ni/0CcY0JF20zWFtsZ5tlZogIODxYQawP9xFCSd41aGl2bRuXS2cnwMl7yOxF4k95IluL9\nqSQeE78zI/mcmdh8BYzR/fiOvLrJTkQpSd2Hj2DXRFDusQj9GcK9uhPff+IW7qL9qJ32KNa66/AS\nYID/AX9B6Anio4YR7jaiad/M8jkk5r6Ncq8HsQLhf4rS467eoqn0jiK95AMS8zSQT+e2fIvwjaDi\n1D/vlOsBVP3n0q3+PPfd+b9ore7RMWoqyd8TK+gubXrjxegFsS4M8EeZYTQw0/Q8Xw8JFnFoaNvf\np/l2ikW2SYEmOCJY0CTmtTUkpcN7Rh1p6bBe2oxyDR7C89U9CPicg5HM3HDHeAlbLybwFS8As4ET\n9ACR437bZIiuXIeaKffhJHqBHA36o+QNHElswNGt3MH2Yf3bd+MkHsTrAYFXa34boX9E0eGntqDY\npRZNJfXVXM86RcxDC71N6XHXoAXaZi3RXiS+fI301wOB23NbZqJFzqF8/M4TedwbozsHSenwt8QK\n9lcuhXj6iD/P6043Pci7Rh2fWY3oCI4KlzBiGwtZpRRz7RTfOhZlmsZhwYLNaO+toVbavG/UYSrJ\nKsfkDGlyK96ybyCwgh+geDa39zq8nkshP2Mld+IJqpztC5F34s1N1HFpZ6l55y5cYzTIAaBPJj5i\nHJGeHceeXPvKzShrOp68IHj8qkrQn6X02Cvw5W0UXGn87L9kllWB+1PQPsQX+4KSY67YaeMi9R89\ni1F5Mp7QHsAL+ItuoWTsJTvlerA3RncW1rsWdyRXcFTu/qYIwbV5PSjS/LyRrWGBnSQkBMeHyxjg\n37pGhlSK2VaCVa5DF93HwYH8zWjvraHKNZlu1CNRLLYz/FI5XI7X5eyNoJ5r8WywwCtZnQw08Ffq\nuQrPfOfqYIzY+D82fefdbCM1//s70hoPqhPo/6Tw4LM9emoHYc3zV4KqxdMbAbjS+3/tLson3NRk\nIaaUon7Wk5hrNXAngf4agaJqisb8dKepw9ZMfRC7EujjpQAAIABJREFU5jo2DhHcS6jLsxQecs5O\nud624hO2HKM72tl08Lxe38HLjx5mNxqY3hZ8QnBZXnc+s5MkpMvPfGG65xS2RgTytvlibI6PzAT/\nzphY/AKdb5hqvs5N+WVEhMYcO0mVY1KhBzhwk8AMCY2Twh5p95HkKs7Co/mC98G+RTVwBXAa8BDQ\nwEA9g6E0IhLifh8X3XonT87d+GW261Zg19Sj3I8AP8r9GZnvupE3aGybxXa2BX9hKVbNrSB9wFG5\nexuJUglktqUxe6TnKPRQHtmVr6MFAkT7XbXTEk0gp8LZXMQgiGqHMuf3DHt0jAaFxjX5PfjUSpJV\nkmv8kSbfrkNDBW1KMDfgHaOR/2YFFlfi4yOmmzP5XX4JOoLZVoL1rkV3X4j9/bEWhaU8zccpufmv\nuxqX80M8noGGN8t5KV/gaf8dAfwN0DjAv46vHT9hZVMW9HP9Px7lgSkb7ZbMtQtwU3GQb+IxA35M\nckF/ovsc2WHzF76CMpzkr0HdAByMl2yeBCLtiXY1Q2zAUeh5hZhVr6CFI8T6X7nTEk2g1RhlKwu1\n7zn26BjN03z8Kr8nn9kpbCS/8sWa/DePDRdzbLjtLJbnso18YOZhcTl+3maO9RXX5RXjophhNtIo\nHfr5IwzaZEFcrPk5PeIlZjc2LOUcvNVOGE+n8U+8iqejOxT4DeByeCDL646f+6VNr+ICbrnnSW5/\npbLpnNkVn+Caw0E+521wx5P44qQOTTZ98Qrs9b/AsxrZD29U5nqENgc329gi2cwfPgF/0cdY615G\nj+YR7d+x4zKbQUo2queC9x7dG6PsgTFaqgf4dX4vvrA9O7Eb/DHiOdr6hEgpE2hdP2NTKKX4V7qB\nL+1OWPyAAM8z317NJdECDCQzzEYy0mVgIEo/X0sf5856kB9EvY7kz+sXc3ZuewFwIoqnuA/FPnhN\n4yuA1YwN5nOXpfMr5TKwcxl/e+A5bn7yq6ZzppfOQFqng7rf2+COJvHFtR2abOrRLripi/HYBz3x\n7LoeRWj/RprJpmRTCEHhQeeQ+XY6dt2L+AqKifYdv3NtSJQEms+V775r3R2XWYO3cv/tkfAJ0SRW\nMN9OcVPDtySVywB/hLOjnQiLtg3HP5/NYvEGcDAukFKn8aoxlXlmIyUoJgGvIlhspzkv2qnVLmmJ\nHuRFJ8MkFBqeBUQxaTrxCCt4EoXBAEx6BkoZG+qJVApNCA5f9j43Pf4kZ/77c+ZO+QJlGyAq2Ji2\nFoCIIB2jQ5JNJ11LdvmnoPri0R7OAw4BzgUxFn/xjzY7JlgxgGDFgM227wyEuuxHcsEdKHkXMBD0\n3xPpddA2j/seY4+O0YDQODjoUWQ/Nhv5Z3IlhlIMC8Q4I1K+mShXa1BK8XK2DodFQG8cFHXyIF7N\nLmaOWU9v4ETgWVNQGYxzSqR1P9dSX5DnLU9bWuJNZ3QjQ4zbWcndhMlShMX+gXwOiPXeGKOfv8R1\nzWJU2gbeS3XDc6Czd0bl0hH2x3bDKsyqBZ6QAlfjFeMnAgej1M34Cze3AQp3HU646/AdvnZbEO4x\ngvTS+8DtCXRG6NcS7XvAtg77PmOPjtGIpnNoLkanGnVMSdbiAKMD+UwMl7Wp82EoyVSzHpeFQDE2\n11Pp9ueVzHpmWvUMx+vRP2bWsyZUwthw6zTvcj3AC06W3+N1Nv8N9CeL4nesxkcZGSxsRgdKOC9a\n7MWoFBz+4aNc2vw96hggezY7cw+U23bLr23BXL8Eu24ZUIznNVsD/BQoBbUUf/zMFvsLIYj0HE2k\n5+gOu4etIdJ3JMaa34NbCERAv4Jov7G75Nq7KfboGI1rPo4IFqCU4nWjhlmmV3A8IljIcaHiNo1Z\nrZM282wTm1lABIsr+dLuwouZdcy0GjgSr5zzL7OekyPlHBhsfbSli+bnRWlxIdAIvA0MJUOSK1mL\nTj+SVCIZE8xjUiQXo1nB4W/ew48ef5I+P3oUAGWZoHo2O3N3L247CNlVX+Bm6vDYEKfjqUn8FqgG\nLYseafkMEppGtF/HzpFuDZF+I2lsuAJcAZig30C071nbPO7/Ah2RbH4vsNo1eTxVxfMoBgG/tDM8\nkariorxu2zwWwMIBNtqeuPRmuvkSUTwBgxhwHYredoo10qJzMx+xemnzrWPQ3RfifTtAb2nhR7Ea\nj0zQjyyQ5UQ82ej/x959x1dd3X8cf53v9+7c5CZhQ4AITgRFBUVRjAMX0rqtu2q1zmoddfRXxVbb\nqlW7bW0d1IlWa7XaOtCIttZWxCriRFmyM29y9/d7fn98byBg9p0kn+fjcR/mjnzPIead7zrnczam\nF9PtbAfurhwLxqM41V+PBPV7TH8QM1DRy59Kx5oXPYeduAj0jTjzSM4GHgNjH8omH4enwGv8mCWV\nDDrkYpr/9yh2LIJv1A5ZHZ4oCuPjZIS/RtbxNJrRwPmJME8C3yjpvkiGDVhYOCd14Kx3OZpX429R\nhbNsuRu4FM2YeCOH+QZT0m4Y/AYrwRdWjAnuIH9PRtlBp0igWYtzGjeYCDZOffxqYL3lVLPtLKPe\nITviDCF93Pku4xbclbtk7U5F43//ik7dinPwagNHAo+C+TTl+5xa8GWA3OVVDKo5j/B7v0OnEvir\nJxPYfv+C9klk7r/xZv4V3ciLzkqvnBpv4h/K5Ch/95WX49pG4cGZkwjgQjOMVxNfsBvwCs6lmXPQ\n7BLbwMG+ii3ytcaKs9KKs4+3gnusJI9pm43YxIGPgACtJIAdgUk4B8470kVGh08g/MHdYB3pfJdx\nBb6Ru/f1R/MVjf9+AqyHcOpdJ4G9gF+j3HOpmH5W1pYu6yvv0B2pnH4q4SU/A9smsMNMAmMH9AWh\nfuGVeAPLYg28gcYCjovVE1SuHo0SimsbkxBJ2u5a+oEQ/0ws4xDgL+lXZ6M5JrrhKyebK1Ix1toJ\nDvEP4vrIOn6hYRU2ZcDbgIsWmnEuw05AscFOMNz0dJpR3+hdiSy7A6xpwHAwL8VXlZ27mlrbNL31\nKNivAFNwSnjuBPwAw1tJ5YxvFXzFg8AYZ7pa5JObQBkEJ5yUt5s6vSUnm2kfJiOchKbtut2v0QxN\ndX8Vs9FO8WkqQrXp4bPUuST5DfA5Jr9jB5x5XW27jABOdb5Yu9vcS1NR7g6vZD9gBeAyvZwZdE5w\nb2tZwfB2bQ0H5gM1rq7XuTI8AQYddAGNb/0Sq/UHuEJVmL4RrH/2pxjeUkJTjs7ohNBqaQJdk36m\ngIPxDP+YiumnFk2ZdHdoJINmfLPQ3RBZtDjZwsXoTdWjf46mJtna7fe1nSiOMUN8aX2TFLcA76B5\nnr1wBqG07TIqgRIUMWxK0hWm30+2MLdlNQfgjJsa7g5wsHcECWx+07KqraQOBjAUeAM4uZslE8yS\nSioPPI/G/3wfO9aEe1A1SvlY98yPMQPlhKYegzs0ssttdMWO1OMUQmnr2SH4xyUp2/NYVA9Ha+Sa\nZ9B2DDro3EJ3Q2TRh8kw16NpKyFzK5oLE+FuTzbXWHGWp2JUGC7q7cux+A4wH817TMepZNt2uFmF\ns1+10BjpV9+MN/GXyDr2x1ljcKKnjKnechrtJM+2rsGfLibqwZlR/RZwsdl1Rt3lVVROP42mhRdh\nJ1vxDBmPFY+z7pkf4yodQmjv43CV9L3QnR3fyOaMukEdRHDCWEp2OTy3Q+96wTt8wkCuQNsvfZgI\nczOatlJXc9DclQx3e7K5MhVjpRXHrVpJ6FuwOQXFYxhs4ACgfUmaaiCy1XDOl6N1vBKrYxpO/g7w\nVbCzO8haK8HiyHpc6WrypUAJ8AGaY4yuM+oduhOhKbMIv3cG2krgHbEDifovWffMj3FXjCI09biv\nrBPdUzoVR9ttF4EASlCufSjd3Yd/u30xiuRYNzBmr00nncWsOP6iFQG/MvgUtam+9VIg2M0f/C9S\nUW5p+pxPWtdQn6rH5J8E1FSGGKdxjN9HFGeg/+04ZcvuAjYqg1HtdnKPt67hHjTPoXkXTbkVZ6Ud\np9rtZ4q7hLNQLMGZyfEYMMJVwvQeVN10h0Yy5LBLGX7sDzE8fmKrh2LH/k6q6f+or/0DqZaNffgp\nOTxDqsD4OU4xlGYw78aKbWTdU1ex9s9X0PzuswN5bofIEb8y+bTd88+AQDcZXZxs5dbmZXzcuoZm\nqx43fyPAnowwLmSWz08cp+rDfTgZvR4IGi4q1ObrcA+1ruEZNM+geR9NYzJCMxY7uAJsZ/q4EOck\n9HfAa8DunhC7ubu/K+EZtB1Dj7yCYcfMQScixNfthh17gWT9BdS9cjd2vKV3P6B23IOqwbgT57B8\nA5j3kahbzronr2Dtk1fT8tErfd62EJ3xbZXRpYC/m4Oyt+JN3Nm8nE8i64jbjXi5nxK1J2PM73Oo\n14fCWTjrKZz1+r4NTDB9m4bPJ7XNo5F1vIHmr+mMvp9oRgET3UGU4eL7OHc3bwE+BWb6BlPdzUVb\ncE62hs66mmFf+wGpxtUkN8zEjr1AYuNx1L1yNzqV6PXPqI07NB5ndIMGloPxBNGVH7Duz5ez7qnr\niHzx7z5vW4jO+JWZru/q+BQnt12ZH6vjt+EVfBJZh63D+LiNgNqD8ebP2c9jEgQexMnpcpxaBpPb\nzatutFM8H6vjnXRG30EzP9ZAueFiD0+QZUpxJ05Gv4szWPVk/7BNc7+7Ehg7lWGzr2XorKtJrP2Y\nVN0Z2LEXiK/dh/raP/R5DqNy+TD8g3H27AAfoO1Xaf3on6z78+Ws/cv/EVv9fp+2PRANyDub66wE\nT0fW0WgnqXYFOCYwlKmeUl6P1TPLTjIJzQMojvF3PdTsida1XI/mduBUwE2U3+koQeXm6WiSEpw7\nJfcANwGVyuQ7pWO2qIBZZ6doGzxmAtPRLLZTAJxWMpKnIus4PNmKXxmc4x/KZE/vhtZorYmvWQh6\nI841o4loXiC+dgmu7Wd09+0dKtt9FqmWh0isLwc0rpIqUs3VoBcCEVqXHo5Z+q+8LmMg+pflqRh/\ni6yjVVvs5A4yyz+EGd5ybos3cqK2GIvmPhRnBrrO6MOta7gZzRycg9QwrTyIwq1NnoulCOKUVL8Z\n+A4w3HBzUenoTcN2LK1p1PamRa99OCvFNtgplFJ8K1jFE5G1zExFKVUmlwSGsmM31fy2phMRko3L\nwP4fzl+BCaD/QmLjZ/hGTe7VttqUTz2O+gX3k2wsAyzMwCis5qmgF4NeS/iDg3CVDcE3clKfti/E\nR8kIL0bXE9eaSZ5SDvMN4hD/IG5PhlmvnaFxD6K4yN958ZGU1jwSWcetaH6IU+dxOWGe0YqUZfCS\nZRHEuVNyOVAPjDW9nB/cPGWlRVsE2LzWZghnCF6DnWKsy8clpWOY17qGuVacSsPFlYHhmwoB9lQq\nvB47rkH/BFCgJ6CTj5Fs+rLPo4Qqpp9K3Wv3YrXeBTqJ4RuKFT4auANtfUTTO4fgKhuOp4tF4YXo\nyqJEmNdidVhaM8VbzgxvOYcHhnBTc4RP0KSAJzG4souRB812ir9F67gBzS+Ba4B3aeYNTJqtFt6w\nbEqAHYCzcBbn2dkV4Jx201sa7RSjUIxK384ZCYxG0WinqHT5uax0DA+2ruEOO8kw08N1gWEM7Wbk\nwdaS9cvRVjVwlfOC/jmp1kexIg19GoGglGLQjHOoe+0W7Pg1gIVyB7Ei5wPfQyf/Q8Obsxhy2LCC\nT0vZFgy4k82wneKu8HKu1TbTgTsSzTxgJ/l26Wi+WzaWfyWa+Ni2ONsd+Eo1ra3V6xQLcXaC16Vf\nGw/cbSdpxhlOdwKK/bzlzHaXfKWCHsB4l5/bUxF+BqwBHkZxrMupAulVBqf0YD5atwwPWOtwTjYB\n1qBcfd+ucnkYdOA52IkoGAZ1L98D9g9wVisrA+sK4mvukZNN0ScbrAS/Cq/gtvT86f+LN/KEtjil\nZATXlFXzZqKZpdriUnewy4NGrTX12uI5nNEF30y/XoHmnzrFRzjLNJyPYoavggnur1bQM5VinOHh\nTjvBVThXgZ8HLjCddoOGydnBURn9e5XpBp3CKQI/CGeO5QaU2fe5F4a3hMEzL8FORFCGi/XP3Qr6\nJpw5NtuBdSHxdfPlZFP0yYpUjD+2rOJuNKOAy2P1PI/maP8Qri3bjrcSzYS15ipPKcNNT6fbiWgL\nF87IgrlA20rI56CJYHF/+r0bMZjhq2BSB5kPKRemMnhIW5yOM/frbTQz0wer5YaLb/ew9kJnlMuD\ntluAKM6EmARaN6K6+Ld1xwxUMOSIK9GJVpTLy9q/XAP6ZpxB/ZNAn0xi42dysin65INkK4+3ruGP\naEqAC6IbUMAMXwXXlFXzdjIMwLWeMiqNzu8gNtkpRqC4E83fcWomA8zUFrvhrOL8U+BeZbK/r5Ld\n3cGvZH6Y6WYtTiGgI3DugH4JDDc86fc9XFI2NqN/r5PFOpzxhC4gDDqaUUZdZcMZevT16EQrGlj/\nzA2gr8MZ1L8fSh1Esn6ZnGz2wIA72fw4FWUvrbky/fxhNGWpCHFt41UGB3l7XkRnvOljcSrCrHav\njcaZt+UHZuLMyBjl8m1xotlkp3ikdTVL03NUnjLc/M5OYgNf81UysZd3RrqilKJ01yMJf3AoWJeC\nsQjT9xG+UUdmvO22pREMfxCa38FZ+gFQCzED2fs3iIHlf8lWjsUpbQPwGJrtEmFOKRlBiWFyqK9n\nGVVKsYPh5XM7vsVq3NU4Q338wEnA7Sh2cW15ornBSvBw62pWWQmGGG5+rlzcpFPYKE72D2VsL++M\ndNlPl4fA9jVEPj8QrHPAeBUzmMAzdKeMt91Wlt3wlmHHF+EUONBgvI3pL2wBErHtWpgIc0m6yjrA\n/WhmxZs42j+EcsPF4b6OK8VuLahMAspgvba2yOg4IIyT0YuBn6KZ4iljWLsDx5WpGI+2rmG9nWS4\n4eZKrbkAG4XirJIRDMpi8Q4zUIlv5C7E1hwC1olgPoNn8AhcGcyrBudvlEoXAjLc5emMHgjYKLUI\nw7d9l98vRGcWxhu5Cc3X0s9/jeaqeBMzfBUMMT0cafbsbt8Q08MGIAFfyWgVzqWXm4DbtcWB3nJ8\n7UbufZKM8OfIWhpsi5Gmm1OsBCk0bmXwrZJRBLI479FdWY2rvIRkw1FgHQHmw/hHT+3znM02bRnV\ntg1Kgf4Y2BnnJ7IEw3d4Nrrf72UyZ/NE4AOcSUF7Zqc7uedC0Qyb5ma2pr/uyw/iGyUjaFQm1+Ks\n8PsucBnOIiDg/Cp+iObdRAsr0uWYtdb8PrySmlSUJWh+YidptlNcX1bNL8p35PBuCimstRLMbfmS\nu5tX8GqsoUdzI4M7H0TFtCMJjP87wV3CDJ55OYY7ewfLoT2ORLlvRpkngusoDO+fCU6Q6q9FYJvM\nqFspmto9b2JzAZ/eOjs4igYMLsGp7PxvnFX2Dkq/Hwa+wOY/8WbWpqs8J7XNr8MrOdOKswTNZbaz\ng5xTNo6fl+/QbSGFZakY94VX8fvwCt6MN3X52TZlk79G+ZSp+Mc9T+lEN4MPviCrxbZCU2ajzAvB\nPBXlOgizZCGB8Qdkbfuiz7bJjJodZNT11XW8u2UoxQWlo4mgOA9nztYrODMZ2/Yg64A6NG/EG6m3\nnSrPrbbFb1pWco2dYAmab9gJAobJzWXjubN8B/boZo3sj5IR/hheyR/CK3k30f3caKUU5dNOITR5\nHP5xz1G623AqDzirR8tF9FRo6rFgHgvmmSjXNFyhRvyjp2Rt+6LPtsmMupRB+9WUm3By21s+ZXBB\naRUunNFBn+GMCHoYZ4V1cOZma2B+tJ5wehpYnZXknpZV3GEnWYzNgVacKtPLzaHtuTW0PTu5ux45\nuCgR5p7wSv4YXsknye6LdSrDYNCB36J0Ugj/uOcI7bkroanH9/rf29X2Q3ueCOYBYH4T5doLz9By\nPEN37O5bBZnd2XwfOBb4fZb6khcT3AGeM1ycZSc5ALgbxUGesh6t1be1UsPFnPLteTFax9fj9UTT\nc7v+gDMk9nWcg+RDkmF+lWzh3GAVVaaXNXaC23FuxJ8M3IditZXYtFh9Z+rtJHc2L+dqbHYGbozG\naLFT9GRVH9+o3fCN2q37D/aBq2w4Q464mviaD8AowTfyyk13VERBbZMZ3ctdyk/VRi7VFpNw7jwe\n5utb1cdBppsfhcbzbGwjh8absLCZilMo5N/Ai8B2wJ7JJn6WbOay0jEYSuHRFlent3ExcI/W1OsU\nFarr094vrTi/Dq/gZjRDgWtSMRLaprvZ0Uop/GP3xj927z79O7vjGTyOwYdfQWL9xyjXOHwjj0W5\n+j68SGTNNpnR6d4Qt8YaKMFmNHAziiN7sLxJR0aZXm4Jbc9T0fXsn2jGQLMnzsyraTgHttOA7eIN\n3Jpo4nul1ayzE+yg4Zz0Nm4AfmeniGFTqro+rPk4GeG+llXcjsYLXJmKohnRfUYNg8D4/cnVns03\nchKDZw4muWEpyrM7vlG7F0119wFum8zoDF8ltyXCWOlliH6E4sw+ZnS8y88toe2ZF1nL3slWfOmK\n0+fjrKv5JHAYUBqv47ZEI9eUbccnqQgHA8ekt/FLwG/F8CjV7bq7b8ebeTqyljvQRIGrW6KcX1rV\nfUZNF8EdD+7mU30XGDcNd8UoEnVfYAb2xztiYtFUji52mZxsfpS1XuSRRxl8t2wsL0XredhOMMkV\n4ABv9+sLtWdrTYOdwqUUIcPFYf5BRLXN7vF6fgS8CVyJM3/zaZy7pruhuSW6ngtLx5AA1uIUJkkB\nK9BM6sEv7NuJMMdgc236+SQ0e8cbu/yefDH9IQLj9uv+gyKftsmMBg2Tq8uqeTlWz2I7xcHuEvbu\nZHHozthaU2cn8SmDUsPFMYGhtGqLExLNXISzhNClOHdP/oBz4acKzZ+jGzmmZBj1OIUOyoAIsA6N\nvwcZ/Xe8iUvQXJx+PgLNWfGGXvU9V1zBwbiCfTvYEDmzTWZ0kOHm6rKxvBqv59+2zYnesh5VYG4v\npTX1dtIZSmuYnFwynAYrwfVWlGOA54ALgW/hzAsDKNE2r8TrmeIpYzWaOM7SRfVAGI2/B8v6vBlv\n4Gb0phNVL5qfxOq5rFe9zw132QjcZVmo0yCyaZvMaJXp5fKysbwWa8BG8y1PiB27uZu4taS2qbdT\nhAwXPsPkrOAobmv6nAfsJHvjVIg+H+fi7UXp7zlDW7yRaGK44WERTgUCA6eStEHPRkC8GW/gt2iO\nTT+PoPlzrIFiWCjLXTEad0Vmc8AHogE3ZxMgoEy+Hui8Ql5XWmyL37WspM5KEAf2cAc5rWQEFaab\nN1BY6XUAy3Cu9LQdno7GWRDXowyO9g1iv1g9p6J5HYXf5WOnbooRdWXBvMWccfozXDTjQM6d/26f\ntyNEsQgZLo7vptJsZ+rtJL8NryRmp2hBM8NbzrH+oYQMNwtQXIjmEJz5YEewef2+MUBC21Qabvb2\nlLFvoplj0TyHYmd3kBFG3+4EKjZndMtZL0Jsu4aYHk4KDO/+gx1YbcX5bXglprZpBI72DWKmfxAh\n080CK8qxwNE4FaKPaPd9Y4G3tU216WOEO8CMZISZaJ5AcZC3nGAP7gR2dqi7YN5iTr2rT/8cIYpS\nlenlGyV9y+jnqSi/b1mFX2sagJMDQ9nPW0654eYNO8m+wAk4Vd7bz1ocC7xnW0z0llBreplpxZmG\n5k8ojvMP7vauJnSc0fav7XXIZBbKse42pbuTzZeAjn5Tr8cZ3TLgPBVZywwrzt04delmJlt4Ld7I\nAd5y/hdvZncrCsBqnKp4fmAf4DIUkzxlABzpH0yVy8fiVIzxhptpnrIeBXCKp5SfRuvYAZudgDko\nDkjPH3tw9g2E7RQXXnkWD/7zU+qTw/AMHtf1BkV/IBndyiMtqznTTjIHaACmx5tY5ApwqK+SnyfC\nTLETtAAbcIbIGjg7yOtR7JfO6EmBYSx0l/BeKsZUl5ep7tIezc+a5g1xV7yRoWiGA99DcUC66NiD\ns2/g6lnjmL/zVB7773LqrVG4y6u63qDoDySjW7mv5UvmaItv41Sl3DtWx3buAEf5h3BnMsJ/dIo1\nOPPMTgL+hHMH88coTvA4WTynZBRvJZp5z0ow0+Vjcg/vrO7rreD7yVY8bcNoUZyYLmj0yMjJXHL4\nWBaM34sn31tHvT1GKk0ODJLRdmyt+X3LKu7VNl/HubW7X2Q9410Bvh4Yxu3h5TynNZ+jMXBurDyC\nk9ffofi2J4hLKS4pHcO/Ek0stlOc5PIzoYfFL/f1VnBRZC1RNBHgRhTn+ypYMG8xzJvMuQePYtfx\nU3j6o0YadDWmv3ejE0X+dXeyOTMbjcyZM2fT1zU1NdTU1GRjszlna82LsTo+TbZQolwcFRjKKivO\nnTgHqCXAGWgeT0Vx+Sq4qHQ0c1tXE0m2Mg/NZzhXZoMYTPOWc3i7eWeT3EEm9XLYUaXh5oqysTwX\n3cCTtsUkTyk16SHAYTvFbc3LOGLOjZxia37p9hKbeha+qs7X6Yssf5vw/15AW3F8VbsR2vPrzjIM\nImO1tbXU1tbmo6kBndGktnk+upHlqQjlhpujA0NZYSU4H+dKaCVwIppFqRh7ekq5smwsvw+vYqQV\n5W5gIXAmUIbBgb5BTE8P11VKMcVTypRuCo1sbZTp5ZLSMTwW3UgSm0M8IfZNb3ODleB7D73AKeof\nHA/82u1FT78Iz5DOK062frqAliWvobVFYLuplO52pMwRyRLJaH7EtM0zkfWstWIMNr0c7RvCCju5\naUjcKJw7IytTMbb3+bm2rJpfhVewh53gEpx51ccAFZgcERiyabiuodSmbPXGju4A5war+GOsDhs4\nyVuxaf3qFakYVz32Et/iRY4yTf7g8uCruRJ3J1Vntda0fPAirZ+9iVIGJTvtT8lOB2W1cNBAJhnN\nj7Cd4pnIeursBCNMHzN8lWit+Xr6/Z2BvVF8acXZ01PKtaXb8fPwcg7XKU4FHsPJcKVycUpgGOPS\ny/e5lGJGL6epAezldW7A/DLeiEJxnq9yU7VOzb2WAAAgAElEQVT4D5Ot3Pfkq1zIKxzkcvGg4aHk\nsOsxAx1XwNa2RfOiZ4iuWIQyvZROOoTAdtN63SfRsZ5mNBt/EV/Fmcu/sJP3dVcVU++t3DkLXciN\nx1vX0pJo5gdo3gd+isFY08sxVpQbcEqTHYvC4xvEkX7nRPK6xk95Q9u01ae6DFjpG8SsPk7M7qnn\no3WUxjbyQPr5fOCEQCX+o2/u8PPx9Z9Q//rDYD0FjALzfALVitBex3b4edG11fMu7PL99MFHoY5A\n+m1G/9iyispkhMvQvAbcr0xKlcnVdoJvAXGgBsUugWFM94awteaSxk9Yj7P4O8DxKMoCw9i/Dweu\nvfF461r2TDTxk/Tzh4DLK6vxHPq9Dj8fXfEOTf99GW09CZSAeRrBXcZSOuHQnPazv5KM5p+tNb8I\nr2APK84ZaP4CvGi4adU292qLWUALsCeKWcFRTHSXELZT3NC0lDo2V6GejmJqcGSvL9D21r3hVZyS\nauXS9PPbUNxaNRnvfud1+PmWj2sJL/4IrEeBJJgnENprOoHqfXLaz/5KMpp/SW1za/MyZttJjgbu\nRbHE8LDcTjAfzVScUUATUVxYOobRLh9fWnHubV7OMjQKpxLt9ihOLx3T5drX2XBX8zLmWHFOSD+/\nTBnM3aGGwOQTOvx807t/I7K0Baz7nH+JeRyV04/HO3xCTvvZH3WXT+g8o5lcIj8WZ87vNJy5/H/P\nYFtFR2vNG4lm/oLmCOBq4HA0Y9wBfqdMpmCwC4ovTO8W6/4ZQKzddiLQoyGymYprm/ZL4o4GrFSi\n88+vXgLWZcD+OIu8/5LYlx/kuJciz/p1RmPa5t1kK0+iOQynSMFO2mZPb4hrlcG+GOyEQrsC7Jse\nHgvOX8H2GY2R2R/CnkpsldExAKlYJ5+G6MoP0db/4VTb3wms24mt/DC3nRT51q8zusFOUmfFeSCd\n0d8CHjvFTN8gTkexvzLYEcVYTym7pu9cGCgsnKXDwDmQjaZfz7W4tpxcpo1FYyQ6X3YhtvJjsH4C\nTAB2B+smYiu2yXoyonP9OqNfpGKU2il+gTMc9mE0a+0Ex/mHcBiK/TGYgGK6r4LR6RNJhVPc0kpv\nwwKS5O9Yd4v1PrWNkYh2+vnYqiVg3YVTsnMaWFcRXbUk190UW8mkQNBf0o9+S+EEqE0SKDNcfD80\njmWpGG6lqDZ9W6xddLBvEMdFN/KD9DDapzC4tt2Bbq7s5gnym3gDM9CMBr7t9uKu2qPTzyuPF9TS\nzQuO8gUqgyJFoij164y2XVFNtXstAQw2PNxYNo7lVgy/MhlrejcNazOU4lBvBUfEG7kSzUJgkTK4\nLsd3TAAmesq4JdnC7mhKge94fNhdrKNneLzA5+1e+QKVxfVxRVHo1xk1cA5EbcDEyWsSGOvycUNo\nHCutOIcqc9NBLECJYbKXu5Sjki2ch2Y+0GS42DE9NC+XJnrKuDYaZywaC7jW48Mau3en6/wqtwf4\not0rS1EeWVKon+nfGVVqi+NcGyezu3qCTPQEWW0lOMJwbbE033DDw1DTx3FWjJPR/BlFuellZB+L\n6PXGRE8pl8cauBdNPfAj040as1ennzfcPmyWsWmJVLUUwyP70Xzrt9Vo6+wky1MxQoaLcaav13Mo\nlFIc7C1nVryR69D8D3hNKa53B/Epg507KSF9iK+SoDL5QyKMzzC52jeISiP38yDHu/ycXDKCS4xG\nYt4Anl32xzO08/WGSsYfQOSzO7ETp4NdBeY9lO1xas77KUSbdVaCVVacwYabsX0YeuNVBtPcpcxK\ntnBxehjtSmVymjuAVxnsYnRcjOAY/xAWGG7uTrYSNFxc5R9MIA/r2U32BGmxh3KW0YxVUop3zyPw\nlna+rmZwlxpiq36OTm0AHUSZ91O2+/k576cQbb604qy1Egw3PYzqZh3ojgw23FS5fByfinE6mr+i\ncJsexqQv0u5qdHwIcnrJCObH6rk7FaXc9HC5b1Cf1sLurQO85cS0zfFGGLOsguD+JxJTnQ9/LNvt\nUOpe+T7a/hRIoMzHKN31OznvpxBtlqVi1NlJqkwvw8zen+xVmz4sw8037SSz0DyAYnuXnwrlQilF\nRQfHr4ZSfLu0ihdidfw2FWeIy8uFvkF5ubN5lG8wz2rNUSpCYPAQrJEH4+9iSGzZ5MOof+NcsP4N\nxnoM9/OU7HBFzvsptpSPse95H8e+ONnKAy1fsg+Kj9FUp5cn6e0Jp9aa1+KNfJZsIWC4OMI/OC8n\njpmYcfJEqu56iJP+tKjb0tB2vIXIsn+jk3F8IyfhrhzT5edF54p8rkl38p7Rt+JN/Dmyjn1QvItm\nqrecr/dhqRNLa16O1bMiFSFkuDnSP5jSTg5gi0VvMmpFGogu/w/atvGNnixr8GVAMto786N1vBSr\nYwqKt9Ec7h/MQb6Oi3B0Jalt/hGt21Qg6Ej/YHxFXuSqNxlNhdcTXbEQlMI/diqukkFdfl50TjLa\nO09H1rEw3sTuKN5Cc0JgGPv0ofZAVFv8PbqRjVaCkS4fh+fp4k4m2jI6/qz7u/1ssmElsdXvo0w3\n/uppmL7eFf4TjkzmbBb3UVkfaK35U+tqnkFzQLps8h7JFpakIuzaw7LLbZRS1PgqqGk3JzPfFidb\neaJ1DY3aZheXn9NLRvZoLbGeMLxBgjtJsRGRX3Ft80hkHf9BMyE9FGZCvJE9PWVbDKfrCVMpDvcP\nAgp3gPdWvIlnohuIaJvd3CWcUjIiawfTZqCC4C6Hd/9BIbKowU7yXKyOD9BUoVkBTIpuZA9PGeW9\nvJjjVgaz+7iudba8EqvnxVgdCa3Z21PGCYFhuLJ0F8ZVOpTSXY/MyraE6KkVqRhvx5tYgqYCzWJg\nWmQde3pKe32i6FcmxwWG5aajPaC15m+xjSyINaLRHOCtYHYP1+TsCXfFaNwVssZ1IRX3pYs+sIAm\nbTM9/TwATMUZVpsPcW3zYqyeJyPreS/ZktG21loJHmj5krnaYgWaqakI97esylJPhSiMFm1RglNS\nA5zlSXZFUWenuviuLLZvWzwfrePJyHo+TnZe/KMnPktFeTqyjme0xVI0I5KtPN66Nks9FaIwGuwU\nY1C0rQI7BhiFojFPGW20Uzwb3chfIhtY1kURrZ5YlAjzz+hGXtU2H6KxEs08G12fpZ4KURh1dpJJ\nKNpuhUzEWdc9rK0uvit71lkJ/hrZwF8jG1hjxTPa1oJ4I5/HGvgvNu+gWRVv4NV4Q5Z6KopBvzvZ\ndCnFGMPNb9LPP8NZp2usmfsJwUlt8/Pm5cSiG9k/3sDTLat5OVrX5+19nIrwNeAQnAPynwOLrRh2\nF0M1Fsxb3Of2hMiHkHKhleKJ9PN3gHfQjO7DnLDearUtbmteRiC2kWnxBua2rOKteFOft7ck2cq3\n0OwNDAHuRLM42Zq1/gpRCMMMD6vQvJp+Ph9Yg2ZoHtZhrreT/LT5C0bE6tgjXs9vwiv4IINMfZhs\n4So0E4GRwK1oPpKMim1clenlv2gWpZ/PAwxlEFK5H7D4pRXn9uZlbB+vZ5d4PXc0L8/ootBHyTA3\noBkPbAfchObjRLhH37vXIZ2vJS+KR7872QQ4N1jF7cpFBYrdgKP8Q/tUgKS33k22MMxO8jSa64Fa\nNH+N1dHVOP6ulCiTj3GqgwF8CgRQ3U5YeGTkZO5cdAdL554tQRRFx6UU3w6O5mJlUoniQBSnBIYz\nKA8Hsm8mmpmuLR4EbgCeRvNcdEOftxdQJkvaJfJjINjNEKYF8xZLRkVRKzFMzg2O4jgMKlGciMG3\nglUEVO4LadXGGjhN29wN/Aj4I5p/ZHAn0q9M2i8Y9DF0++/YOqNCFJshpodTAsOZgaICxXeUyQXB\nqi1WR8iV+dGNXIfmTuBW4GY0L2ewH/UrF+0XDPoI8HczXL99Ru+96bg+ty3yI5NLILcDR+OsNrAU\nOBvo+y2CLBpuevhBaBxhbRFQRt4mOse1porNM2NHAsl0CfW+/KAnu4O8bno42EqwJ5qHUZzgH9qj\nQkcL5i1mBqfz+F0PcRJ0W+RA9EtFm9Fql49bQuMJa4sSZWZt/lR34tpi3Ob1fhgNxPp4MQhgf2+I\nn8UbONpOMQ7NQyhO7+HcF8mooIgzuou7hFvLt6dFWwSVmZeDWPjqerSjcfatfXWwr5LbEs1s0DaD\n0TyK4sIeFiNry+jSuT0rFiT6paLN6F7eMnb3lNKqLUqVmZdqsOBktP0MyDHp1/rqcP9g7ki28hka\nE83TGHzXP7hH3+tk9GKWzu1ZsSBRGJmchb0I7ArsDnwCXJeVHmWJoRQhw5XXilo7uwL8A3gc5y/S\neSgmuwJ9PpB2KcWlpWMZFxjGCv9gzikdzXRfeTa7LPq3bSKj+TrRBJjkDnIfir/j/EDORzHZ0/c1\nNn3K4KqyaioDQ1ntH8ylpWPYPYPtiQGnqDNqpjOarxNNgEmeUm5FsQBYAnwHxSR336tHhgwX15Vt\nh9s/hI3+IVxVVs34PKzZKfqNos6oK53RfJ1oAuzqKeP/UPwXWAR8D8WuGawnP8z0cF2omrh/CK3+\nIVwbqt5iXU+x7cvkzuZL7b5+Czg+w75s8wabbi4sHc0NrWtp1Cl2dAU4q2R4Rtt0KcX0PpSyFgLJ\n6FeMcfk4MziSSyPriWibXd0lnJhhFT6fMjjQKxeBRJ9IRreyq7uErwWGcVZ0Iwk0e3nKmNXDuxyd\nCRomBxewqrzYpklGt7KvN0RUWxwfa0Cj2c9bwYwM94EVhptDJaP9VrZmEp8DPJqlbW3Txrv8XB3a\nrtDdEGJrktG0Se4gk0Jy91EUHclo2j7eUJ/WCxQixySjaQf7Kjm4D+vuioGpu5PNl4CObs1dDzyb\n/vr7OGPZH+lsI3PmzNn0dU1NDTU1Nb3poxDbnNraWmpra/PRlGRUiD6QjApR3CSjQhS3nmY000He\n3wTOw1mdo7O6x7qraqz3Vu6cYRdEZ2acPJGqu6SwQT6snndhl++nizrlb1LFZt9EMlq0JKP5IxkV\nfSEZzR/JqOiLtoxKgaDc6i6f0HlGMxlGewRwNXAgnYdPCFE4klEhiptkVIjiJhkVIkOZlGr9FRDE\nGX6wCPhtVnokhMgWyagQxU0yKkRxk4wKkaFM7mzukLVeCCFyQTIqRHGTjApR3CSjQmQof4tQCiGE\nEEIIIYQYMORksx9bMG8x5sJnuGjGuEJ3RQjRAcmoEMVNMipEcWvL6F6HTC50V0Qn5GSzn3tw9g2s\n3u9Aln1nEPfedFyhuyOE2Er7jMrOUoji05bRpXPPlowKUYQenH0Ddy66QzJapORkc4BY/tDj1FSH\nJIRCFKnlDz3O42fuIRkVokit+u7pklEhitSCeYs3ZVQUFznZFEIIIYQQQgiRdZmcbP4I+B/wLjAf\nGJ2VHgkhskUyKkRxk4wKUdwko0JkSGXwvaVAOP31pcDuwLc6+JzWWmfQjBDbPqUUZJa3vpCMCtFD\nklEhiptkVIji1llGM7mzGW73dRDY2NWHa2trM2iqbwrRZqHalTb7V5tZIhktkjYL1a60WfQkowO4\nzUK1O1DazBLJ6ABus1Dt9rc2M52zeQuwAjgL+GlXH+xvP7hia1fa7F9tZpFktAjaLFS70uY2QTI6\nQNssVLsDpc0skowO0DYL1W5/a7O7k82XgPc7eMxOv/99YAzwAHBXbroohOiCZFSI4iYZFaK4SUaF\nyCFXN+/P7OF2HgGe7+zNOXPmUFtby5w5c6ipqaGmpqan/RNim1RbW5uvK1OSUSH6QDIqRHGTjApR\n3PKR0R3afX0p8GBnfQG0POQxwB+15J9kVB7y6PmjlvyTjMpDHj1/1JJ/klF5yKPnj1qy7M84wwze\nBZ4Ehma7ASFERiSjQhQ3yagQxU0yKoQQQgghhBBCCCGEEEIIIYQQQogcuRKwgco8tHU78CHwP+Ap\nIJTDto4APgI+Ba7JYTttRgOvAh8Ai4Hv5KHNNiawCHg2T+2V4wxn+RBYAkzLU7vX4fx838cpDuDN\nU7uFJhnNDslobg3UfIJkNFsko7k1UDOaz3yCZDRXJKPbqNHAP4AvyE8IZ7J5iZef0s0aSRkwgc+A\nasCNM75/lxy11WY4MDn9dRD4OA9ttrkCeBh4Jk/tzQXOSX/tIrd/SNtUA5+zOXjzcNbZ6u8ko9kj\nGc2dagZmPkEymk2S0dypZmBmNN/5BMlorkhGs6C7dTZz4U7ge3ls7yWcq0sAbwFVOWpnb5wALgOS\nwGPA13PUVpu1OEEHaMG5EjIyx22C8zM8CvgjoPLQXgg4ALgv/TwFNOWh3Wac/5cBnNAHgC/z0G6h\nSUazRzKaOwM1nyAZzSbJaO4M1IzmO58gGc0FyWiW5Ptk8+vAKuC9PLfb5hy6WCMpQ6OAle2er0q/\nli/VwB44f2Ry7S7gajb/Ycu17YANwP3AO8AfcAKRa/XAHcAKYDXQCLych3YLSTKaO9VIRrNpIOYT\nJKO5VI1kNJsGYkYLnU+QjGaLZDRLcnGy+RLOuN+tH1/DGRd8Y7vPZutKQWdtzm73me8DCZzxyLmg\nc7TdzlQCf8G5yrMceAW4LP18a98F1uBcIbkX8LR77xLgbSCG8wvenaOB9Thj2PNxpQecqy17Ar9N\n/7cVuDYP7Y4HLsf54zYSZ/jGaXloN9cko/k3GiczQ3HmnJzSyecmAi/g7HD6uoMbKBntr/kEyWgh\nBHHmSrXfj/Z2/9hTktFtWyHy2VW7Aymjr+HcidvIVzN5CM5c0lacY+IxGbQlGd1GTQTW4Yxh/wLn\nl2UZ+Vmz6JvAPwFfDtuYhjNGv8115Hbi9KPpRxnOFZ4oMKGDzx2OMwRhF5yJx68CP2n3/rE4V+J+\nS892pj/Guar1Bc4JbCvwpz79C3pueLq9NvsDf8txmwAn4wyfaHMG8Js8tFsoktHccONkZSHOVcrp\nOFcPO8rrjsDZOActfT3ZHCgZHWj5BMlorrhxLvJcvtXrvd0/9pRktH8qZD5hYGT0XjrO5GCc/erx\nODdUbgPezKA9yWg/ka+J00fgVFkanON2XMBSnKsDHnI7aboEiAPb4/zy34UzqfgnHXz2EeDmds8P\nwgnO1n5E73emB5K/Cl0LcA7EAeYAt+ahzd1x7kL5ca5szQUuzkO7xUIymjmFk8EUTl7bdJbXNtuT\nnaE7/TmjAz2fIBnNBsXm/Whn+rJ/7CnJaP+VzwJBAy2jW2fyfOCNds8DQITNv++ZkIxmyJXtDfZC\nvm7F/wonEC+ln78JXJSDdlI4Q25ewKnWdS/OJOZc2DHd3nDgdJy5AYOBUpwhBu2vOk3AGW7b5j1g\nGFABNLR7va/DBPL1//FSnIpgHpw/dGfnoc3/4fyBexvnwP8d4J48tFssJKOZmw58A+dn+UT6tetw\nfrdqctx2m/6a0YGeT5CMZsN0Nu9HF6Vfu44t96O5HkYnGe2f8jnkdKBl9EOcmy5tdsX5fWsTwSlk\nNBH4JAt9kIyKAecAvnp38jycIbJb+ww4rN1zN84v1NZj2XN55VaIgaw3eW2TrTubQojMyf5RiOKy\ndSb/yFdHC70BnJm3HolOFWLpE5G5Fpy5mu2FgHAPPtu2Zs/Wn83XBGghBpre5FUIUXxk/yhEcdk6\nk7KfLWJysrlt+gRnCHT7OWBt46639gGbF8Nt+9w6thxCC4WtMCZEf9abvAohio/sH4UoLltn8gOc\n/WqbEpxKqx/krUeiU3KyuW1qBZ4CfogzCXp/nNLXD3bw2T8B5+JM4K4AfsCWQw9MnMplrvTX3vR/\nhRDZ0Zu8gpPHtuWJvOmHECL/ZP8oRHHpLJN/wZmfeVz6/RtxihdlY76mEANWBZvX2VyGU4QEnLmY\nYaCq3We/i7P8Sds6m+52783BmRvW/nFD7rotxIDU07xWszmHVvq/n+exn0KIzeYg+0chiskcOs/k\nITiFgyJkvs6mEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEyMiB\nBx6ocdbDkYc8BvKjliIlGZWHPNBIRuUhj2J/1FKkJKPykAeaHGfUBBYBz3bwntZa6xtvvFHnWyHa\nLFS70mZxt5kOYSFJRgvYZqHalTZ7jsJmtKt8gmS0X7ZZqHa31TaRjHZI2ux/7W6rbdJJRo0shfAy\nYElnjQghCk4yKkTxknwKUdwko0L0UTZONquAo4A/AioL2xNCZJdkVIjiJfkUorhJRoXIQDZC8wTw\nY6AMuAqYvdX7WmtNbW0tNTU1X/nmeyt3zkIXOvZRMsLO7kDOtp+Ndk9d/S4n/WkRC+e/m1Gb8fWf\n4B26Y0bbkDb73ubqeRd2+b5SCgq3k5KM9rHNGSdPpOquhySj/aDNIs5od/kEyWhWs9iRQvzeFqrd\nYm1TMto3fclopnkq1t+h/tJuMbbZXT6h84y6MukYcDSwHmcce01nH5ozZw7AphB2FMRcKMSJZqHa\nLUQApc3O1dbWUltbm/3O9J5ktAjahG3nd3egtFkkGe1RPkEyumDeYmZwOo/f9RDjc3CyWYjf20K1\nu620KRntGTnm7H/tbitt9jSjmV4h+jFwBpACfDhXfZ4Ezmz3mfSc0Y7l8mrPtiBbdzZFYRXxFVnJ\naAZyfTdF5E+RZrQn+QTJ6BbOePaHzB90IOfe+FShuyKySDKaP7JvE72VyZ3NTOdsXg+MBrYDvgG8\nwlcDKIQoHMmoEMVL8tkHyx96nJrqEHsdMrnQXRH9X7/M6IJ5i3lk5GSe3HUl9950XKG7I/q5bFWj\nbSNVuoQobpJRIYqX5FOI4tavMvrg7BvY/hcXs3Tu2XLxRuRMpnM223st/RBCFCfJqBDFS/IpRHGT\njArRB9m+symEEEIIIYQQQsjJphBCCCGEEEKI7JOTzQKTCdpCFC8poiCEEKI/a7+fk3mbIhfkZLMI\nPDj7Blbvd6BM0BaiSEkRBSGEEP3Zg7Nv4M5Fd8h+TmSdnGzmmK0166wE9XaSrtZgEkIURkpr1loJ\nmuxUobsihOhAUtusseKE0xltuxMjB8ZCFAedSpBsXoOdiBS6K6IIZbMardhKi21xe7iODbaJJs5E\nt48LSyowVL7XJBZCdKTOTnJbuI4W24dFmOmeUk4PhNoWJhZCFNiXVpyfhetI6CAWDRzlK+dr/hDg\nnHTO4HQev+shTgJZnF6IDC2Yt5gzTn+Gi2YcyLk9zFNi41LqX78fdBna3kjZHsdQMn6/HPdUbEsy\nvbPpA94C3gWWAD/JuEf9yIORZtbaJ5JgPUnW8UFyPPPjTYXulhhYJKNduKclTIN9BXHWkmI1/06U\nsTDZUuhuiYFFMtqFX7U0EtZ3EGc1Kb7gHzHNJ0m5eyLyakBltG1q17LvDOq2VoG2bepfvx+d/BM6\n9QXYi2h+93lSzWvz1FuxLcj0ZDMGHARMBnZLf71/pp3qL5ZbFhbnAQrwk+AsvpCReiK/JKNdWG1F\nsTkn/SxEnFNYmYoXtE9iwJGMdsLWmo12E3B2+pXhaI5glSUZFXk1IDO6/KHHqakOdTlM3Y6H0ZYG\nZqVf2R6l9ibZvCYvfRTbhmwMo227xOgBTKA+C9vsF4YbJvX209hMASzcPM0oc2DN29RWkvD7LxDf\nsBJXSYiyyUdhBsoL3a2BRjLaicGml5XWM8BFQAwPzzLMdBe6W3llJ2OE//c8iYZ1uEODKdv9KAxv\nSaG7NdBIRjtgKEVIldKknwO+DjRj8CrDTE+hu5ZXVizs3C0K1+MZNILS3Y7EcHkL3a2BRjLaAcMb\nRCkLzZvAvsA6tH4HV3DPQnctr6zWeprffR4rEsYzbCylux6GMmWmYptsFAgycIYWrANexRliIIAz\nS4KE1K/wsQteqhljvs1hvlChu5VXDf96mNalkGq4ndiXB7Dx5V9iJ6OF7tZAIxntxHklpZSoa/Az\nCQ/V7OJexTRPWaG7lTda29TV/oHIsuGkGn5GdMWObHzlbrQlQzDyTDLaiYuC5fg4DT+742E79vEk\nmOAKFLpbeaOtJHXzf0Ns5W6kGn5G5PMQ9Qvuk4KD+ScZ7YAyTMr3Ox1lHoVy7QPGBII77Ye7vKrQ\nXcsbO97Kxpd/QWz1oSQbbqf10ziNbz1W6G4VlWycdts4QwtCwAtADVDb/gNz5szZ9HVNTQ01NTVZ\naLb4VRpubg4NY4XVihuTMeagAVUcyE5Gia99D3QD4AN9ODr1Bon1n+IbtVuhu5dTtbW11NbWFrob\nbSSjnRhpevlpaDgrU034lI/RpndAFQeyWjZiNTeC/QBggj0TO7ozyaZVeCqrC9y73JKMbhvGu/z8\nNDSCVVYDZUYZI82BdUcvUb8MOx4C/QtAgX0wyfrh2NEGzEBlobuXU5LRwuppsSDfiIkMmXUtqeY1\nmP6jcJUOzWMvCy++/iO0tSfom5wXrP2JfVmBtk5G9fORUj3NaDbv8TYBzwFT6CKAA8nKVIx/JiIY\naA7wBgfUiaZDARqw2r2WhAHwc9h6R3PTTTcVrjObSUa38mkqwn8TMTzAQb7SAXWiCYBSaCyc4ygT\nJ68p1ABYFUsyum1YnGzl3UScoNIcMsBGBgEoFFvuQ9vyKhktkAGV0Qdn3wDAsmd/yPEfjO6w4nN0\n1SLiaz/HDAQp2WFsvrtYBBSQaPfcavd6/9bTjGb612ow0DYBzw/MBBZluM1+YWkqyk/CG3k5fiEv\nxs/j5ub1rEzFuvyeR0ZO5sldV3Zb/WtbYbh9+KqmgjkLeByMizA8X+IZumOhuzaQSEY78V6yhbvC\nzbwS/y4vxE/hpuZ11FnJTj/ftrbfk7uu7Dfr+pklg/FUjgDjBOAJMM7ADLpxlY8qdNcGEsloJ16P\nNfPblji1iav5e3w2c5rX02JbW3ymLZePn7lHv8lle+7KaoxAHIxvAk+AeSyeIeMw/APvxLuABnxG\nlz/0eIcZC3/wIo1vvUL08yNpWeJl40u/QqcSnWylf/IO3wXl/hjU5cDjYB6Jf+x0mbPZTqY/iRHA\nXJyTVgN4EJifaaf6g6ejcRLcBZwHQPCGerUAACAASURBVJwKnovdwQVB36bP2FoT0TYlyth0R+XB\n2Tcw4+SJLJ37ECf9adE2v25Y+T4n0/LRKyTW34EZLKVs0qVS2CC/JKOdeCISJ8GDwGw0ENUGr8Qf\n5sR2Q9NSWhPrIKN3njyRqn6QUaUUlQecTXjJSyTrb8cVGkTpxG+jDLPQXRtIJKOdeDLWSoL5wBQs\nIKKb+XfidQ71VWz6TFLbJLXmkZGT+00u21Omi8EHX0R48Qukmm/HM2gEwQlnDrxRGIUlGe2A1jYt\nH/4D7E+BKrA1duxAYmvexz96r82fSyXQ2sJw+wvX2Rwy3H4Gz/wO4fdfxGp9E++wMZTsVFPobhWV\nTE823wcGVsmpHoprgGHtXhlBTG/eOSyMh7k3Uo+NQUCZfDdYyWiXcyK6YN5iTr0rr93NGWWYlE6Y\nCRMK3ZMBSzLaiQSa9hnVjNwio6/Fmnk0WofGpNLwckWwgiH9sAqmcnko221W9x8UuSIZ7URKW7TP\nqMUoEtibnj8bbeJvsTrAZKQZ4PFojP5YlsTw+AnteUyhuzGQDfiMLpi3GOZN5slnf8j8Gcdx7o1P\ngdZgp3Bu/AIo0MM23dnUWtP8ztNEPl8AKDyDd6Zi/zMx3L7Omtlmmb4yyqeeUOhuFK3+P+i/QKZ7\nDDxcBrwJLMDD1Uz3OD/uDVaCeyPNJHiDFK00699wV0s9tlSXEyJv9vW48XAesBD4Bx5+zFSPc9d9\nWSrGvGiMFIuxaGWjfQ2/amkqaH+FGGimeIK4OQN4D3gKF/exmzsIOMPg/x4zsViGRSurrdO44mUp\nECpELj04+wa2/8XFLJ17NlNm7oVn+GQwzgIWAw+AehnvsJ0AiHzxJtFl60GvAd1Mom4CTe88U8ju\niwKRAcU5MsNbSoJmXo7PRgFHeT1M9ZYCsNKKYzAFaBtmcAZRfQnN2qJc9e1/iZ2Koww3ypDrB0L0\nxNd8ZcB6/hk/DI8yON4fYGe3s6TCF1YUzSxgBwA0V7HG/j62HtznQl92MoZyeVBKMipET5weCOHm\nI95N1uBXJqcGKqhKV6NdmoyR4AJgJAAW1/D++rl9bktrjU7FUa6BVZFaiExU7HsqTQv/SmL9kRi+\nMsqnXLCpSnJi/Uq09W0gPezd/i7JjSf3uS3J6LZLTjZzRCnFTF+ImR2MFqg03NgswSlqFgI+QBOn\npA8HoVYsTMPrc0k2fgbKoHTibII7H5Rp94Xo9wylOMYf4pgOppFUKjcG/wHigBf4JwEV6NOJZqq1\njvoF92O1fAnKRWjKCQSq98m0+0L0ey6lOK2knNM6eG+Q6cJDLQksnErKbzAkUNKndpJNq6lfcD92\nbCPK9FG+72n4RkzMpOtCDAiG20fFtI5PIF3BMjBeA/sCnMqsr2ME+lbYKrFxKfVvzEUnW1DuIJX7\nn4Vn8Pi+d1zklVxiL4Bql4/9PAYedsbHEbjZl7MCg3D34WSz8d/zSDYeAjoC9ke0fPAm8XUf5aDX\nQgwck9wl7OJuwMtO+DgcD7M4r6S8+2/sQMPrc7FazgUdBfstmhb+jWTjqiz3WIiBZT9PiDHmR3iZ\ngI9D8XEutx28c6+3o22b+to/YEd/CDqKTj1Pw78ewYrU56DXQgwcJTsdhBl8G+Wa+v/snXeUVdXZ\nuJ99zrm9TGcYegfpTUBRaYqKHaOxJ8HejT1++RlN8bPFEj+NMTF2jd3YBZEiIk1AOkgfBhim3rn9\nnrJ/f5wBZmTKHZih6DxruZb3cHY5d857937f/RaEdhLC+QCZw85scj+WHqd89r+RqRdsGU29QPns\nf2Pp8RaYdSstQevJ5iHiEl8Gx7jilFnL6KTm0nY/E4/o5RtAfoJt2e2MNC8hVboCV37TF939IbZl\nEeHl08HU8XQZTGDApFZX3laOeBQhuN6XxTojTpVcTlc1n9z9KM4sLROjahNwF7Zltx9wKnrZZhyZ\nByeVSfSH2UTWfANS4us5El+f8a0uSK0c8WhCcGcgh9VGjLhcTQ+tLYPysxtv+COsRAjLMIEp1VeO\nRYhh6JXb9rgDtiRSWkRWTiO2cREIFX/fMfi6H9Pi47bSyv5SZ7KgOlAcbvJOuonkrrVIU8eVNxHF\n5W/yeEZ4F3ZC4NOrr5wOFGCEd+HMbvm6ntIyqVr6MYnC5QjNRXDwSbjb//TKLLUkB6oVdARmACux\no4NvOuAZ/YzornkY4Qzut6IJoLiygHnAv4C2wF9JbFuLpTdc07M5SBavIbToE6zYi1jJqUTXlxNe\n8XmLj9tKk2iV0f1ECEFvh5ejncH9UjTtThSEFgAWAg8BOWC+RbxwJdI0mnG2dRPbspDwsvlY8Xew\nEv8lsmolsQ3ftPi4rTSJVhndTxQh6OfwMdwZIFPZP9u54vTZnkGsBe4EMpDGHOJbliGl1UjrAye6\nZibRtZuwEp9gxd8gvHQG8W3ft/i4rTSJVhmtg5rJguqrcStUB+6C/ng6DNkvRRPsTK/SKgK2YJcT\n9CONjSQKl+/33JtC1dKPiW1KYCW/xIw+R8W8d0mVbjgoY/9UOFBlUwd+i22uHwVcDxx1oJNqJX0y\nR0wG5RLgf4BpQAlGeAihRe+3+NjxwhVg3gGMBfqB+RSJrStbfNxWmkSrjB5ChBBkjrwAxInAc8AC\noIhUWS5Vy1veMBPfvBJp/hkYAQxFmg8T39yasfMwo1VGDyFCcxIcMhnE0dilE1cDG0hsTxBd93WL\njx/fuhJpPg4MAo5Fmve2rqOHH60yeghRvVn4jxoPDAE2Yyudy4muX0u8cHGLj58oXA7m37H/5CeC\neSOJohUtPu5PiQNVNncCuysnR7B/pdsdYJ8/e3Rp8cH777Nt3meYscoG73Xm9cDTdThwLTAAyADr\nQZI7Wz5uU3E4QRTWuLIN4XC1+LitNIlWGW0BIimdd95+m6IFU7GSkQbvdbcfiLNtP+xTk+5ALph/\nIrn9hxafp+JwAjXjQ7chHPt5SttKS9Eqo83E7DdXsO23l/DWZUMYMLIL8S0LiW9d1Ghsl6/7sWgZ\nHYE/YH/17cH8H5JF61t8zkJzAUU1rmxFOH569XyPcFpltAUwY5XENs8nvm0J0tQbvDfQ7yQUTwD4\nC5AD9ADzVhIHYR3dR0ZFYauMNpHmjNnsgm12mN+MfR6RrNCjLE+FcQmFce4sspT0N3cJafGXqlLC\nVz1LXM/DMr8iZ9zVOLI61dtG8+eCsgwsiR0XthKluszKgSIt03bFW/oJ0ozhajuIzJHnozjc+Hoe\nT2zT40g9CbINqE8RHFRX3sBWDhO60CqjACxKhflBj+AVGhPc2fgVNe22VZbBpDe/IfJWkrjuxJLf\nknviTbYc1oMWyCK1cxnsKaW7HMW9f5kzf4y0TCLrZhFdNR1ppfB0PJqM4ZMRqoa/31iSO/8XaRQD\nGkJ9jsCAq5tl3FZahC60yihSSr5JhthqxslQHJzozsaVZgK92W+uoOT1vixIlpNUx5JIRRCOz8k9\n6WZUd/3roubLxKhcDlQnMBHLUTzeZngasIwU4ZVTia+fg0Ti7X4cwUGnIYRCcOB4ymbfBOZaEGGE\n+gr+o25plnFbaRG60CqjmFIyK1nB9K8WMuiJJ7CCxzapvV6xlbIZ/8D2jNtJ2PsVuROuR3HUUcKh\nGtWTiRVfie2pA4jvUd3NJKN6kqolHxLfugChOPAfNQH/URMACA4+iYp5F4B5I4hCFOdHeLvd1izj\n/lxoLmXTD7wD3Ixt9fnZMjcZ4rNYMXci2Qw8nApxV7BrnfEkUsp9EnV8laikxDoBI/I+tuL4IpUL\nHyFv4g31juntNprYhqcw4yeD7AziHTKGXXZAzyFNnYp5/yFZtAAIAF8CXUnuvJbQwvfIOvYiVG8W\neRNvJbZpLtLYjLvjlTizu2ClYoQWvkeqvBDVm03m0WehBdvuM0Zy1zqSO1ajuLx4u41GcTbPj0Yr\nddIqo9VMjZfxXaKMm5EsBR5NVXFXRhc8Yl+Fsy4Z/TARpiR5PibPAKAo/0vVkv+Sffyv6h3T32c8\nia2PY+lFIDMRyn/JGHLtAT2HlYpTMfc1UruWYidPmAtkEd92McL5KRlDzsSR0Y7ck24htnkBSPB0\nvhFHRgFmvJLKBe9jVO1EC7Qhc8Q5dSZDSWxfTmrXRlRvAG+34xBaqzW3BWmV0WreiRVTnKriCiQz\nETyZCnNrsAtaHYmt6pLR/8SiVJm3Y8nf2/eYNxJZOY2MYZPrHTMwcCLJXY8hzZUgLITyJYEBNx/Q\nc5jxEOVzXsGoWIdds3cZIIhtOAfVPQt/n3E483qQO+E64lu/Qygqnq63ovlyMMK7qFz4AWa0DEdW\nBzKPPmefmDcpJYlti9HLClEDOXi7HotoguGslSbTKqPY791L0SJUPcYv10n++7t7cAztyz9fmcaV\n939Q5/0/ltHKRR8hjb8CvwEkZuQ8outnEzhqYr3jBoeeSvnMW5HWbBBlKI5F+HofmGHGiJRQ/vVL\nmOEiYBiwHmmFCK86DcWXgbfTcNztB5MzJkCi6FuEw4m3222o7gB6RSGhRR9iJsI423QlY+hZ+yjL\n0rKIb5mPESpGy2yLp/OIn2Wt7eZQNh3Au8CrwL5vGXDfffft+f+xY8cyduzYZhj28GRavJR3kOy2\n8USkxdxkiEmenD33JKXFG9EdLNQjuBCc5sllgjublLSYlzIwWA38EngQGEGOK8WwCYP5bvrSOka0\nM37lTryJROFipBHCmX8jjmDBAT1H1fefktyZhe36p2ALIWA9QrJ46J77VG8mgX6T9nyWUlI+69/o\noWPB+gdW/CtKv/oTbU69C8W19yQntnk+oe8+B/NaUNYSXf8EeRN/i+Kso+jhEcjMmTOZOXPmoZ7G\nblpltBopJZ8myliGpGv1tVOlyeJUhNGuvfW/opbJK9HtfG/E8KMw2duGY1wZxCyTpSkdk5nAZcDD\nWNZIeuV+SucGZFR1B8g75XZbRq0Erna3ofly6rw3XSoXvkuqdAC2kX0IUJ2B2nyA5PaL7EuAFmhD\ncMDpe9pJ06Dsq2cxYxeCvIRU4m1Kp/+dNpPuRNRIhBRZPZ3wqkVgXgnKt8Q2PU3uiTfUuudIplVG\nD0+S0mJWKsR27FLw1yEZZumsMWL0d+xdQyosnZciRawxk2QLlQt8bRno8BOyDNYZOhZvYbuQPwhy\nFGZ0UYPjaoE25J1yB4mi7wGBu/3tqJ79qwm4Z45zX8eonITtPv9roDpzpnkviaL799TEdmR2qJWd\n2krFKZv+DFbqDuAUksm/UzbzeXIn3lRr01615ENimwrBvBjUqSQK/032mMt/MpvZVhk9PCm1dNbp\nMQqRuIGrkHRfvArzD5ey4ZWPOf/lJXw3fSlGuJjUnH8QDhfj82TgPOZynLndMSKlGKGdwP9h51v6\nM1jHYMU+a3BcZ3ZncifeSnLHSoQaxN3htgM6pJBSUj7zX5ixW4D/AI9gJ9psC+YdJItex9tpuD12\nbvdadT3NWCVlM55FGo8AI0gU/hkr8To5Y6bU6r/i29dI7jTBPAuhvkty5yayRl2433M+3EhXRg9U\n2RTA88Aq4In6bqopgD91UljU3ELmAbt+lNHug1gx2XqUYqAYycR4KTmKk5nJFMXWsdhlEuYAY1AZ\nzvEnjKax3LKK5sLbtf506UZ4F8kdKxCqE3fHoY0KaLJ4M5jPA98Bs7H9/wSwGuGoP6OYlYyghwrB\neha7HEt/sN4jVbYRd7sBe+4Lf/85mB8CI8ACK3EO8S0L8PUc08iTHhn8eKG5//77D9VUWmX0R+hI\nap7h5VZfq8lr0e0MMmLMBNZhcXKsmDzFwevxKFXyDOyMeB8C43EpbRk//lgay02nOL14ux9X/7wq\nt5EsXovi9OLpOKzRU8RUyXqwXgH+iR1CtBvbW6A+jPBOrKQK8n8BAbI/Un8TPbR9Txp5KS3CKz8B\nay3QCSyJGT2WxI4VeDoMaeRJjwxaZfTwxJASBdufBuwvJws7l0FNng8XMdlKsgBYKE3OimznlkAn\nnopWkuBy4BzgRWASKCmcbXs0OrbqycDX44R6/z1VtolU6QZUdxB3x2GNniLq5WtAzsPOJ1NTRlei\nuus3rOrlm5BWd+B2+4L1FEakDVY8hOq16/1aqRixDV+D3AZkgXkHevlR6GWbfjLF7ltl9PBER+IB\ndmfocABBBEnT3HOPtEwSM5/gj/EqrkEyNV7JhbP/D3Hi3ZR99QxYtwLHA08C54G6Dmebxvd/mj8X\nrYF9YrJ4LXrFVlRfDu4Ogxs0vMhUDDNRAdwKTMWW0eqjIrESxV2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yeVpGKM2fS97Em9Ke\nY30Y4V3Vru8+XG37p+X6bsZDlM38F2a0HGQCX69xBAaedtgdrqj+XKT8HCgHsoF5CCEQjpZ1v/9Z\nKptSSr5JhliWCuEQChM8uXTT0lN+OqkuoorCXZbFZOBlwKM4yFfSP9VcqkeYlfRgshKTbMqt+3ku\n8gy/C9rxUKaURKRJQKh74szAduXJGHJGUx612TDjIUqn/Q1p9EfiQCgfk3viTY2mb45tmENiWxTk\nTpBe9MorCC3+kKxRvzxIM0+P3XFsFd+cCUp/pPUDnm5DfjIp5I80LCn5KlHOWj2CR6ic4s2jnepq\nvCHQS/PyllB4UJqMAZ5EcJTmxivSL3Y+Kxliid4Rg5mAlx3WNbwS+y/X+m3jjiElMWni/1GfisNN\n5tHnpj1Oc2KEd1H65VNIeSyCKMLxBXkTb27UKBReOY1kSS5YpQCkSiYTXjGV4KDTDsa000ZxuMkY\nfj6h745HKAOQ1koCfSegBdoc6qn9LDGk5ItEKZv0GEFF4zRvm0YNprsZ6PDzIKX8Hckg4A8IjnH4\nm7Qx+yhexQ/GMAw+BASbjF/wfnw+F1SXBtGlRUJa+8qoy0/WMYemzl2qfDPlM58DxgPriHhnkHPi\n9Shaw79tocUfolcOBWspECOx7URi2XPw9WzYFf5go/lyCAw4mfCKwQilP9JaRsbQyYc8jvTnSlJa\nfBIvYbuRIFt1coYnj4CS3rZ/mCvIE8kK+iPpDNyKYLizaXVnr39tPptSJ2OXz0uS3Hkq0R9m4e89\nHrBDI6SZQjh9tWRf9WaRffxlTRqruUjuXEX5N68imAhiGVrmXHLGXtlomaPKeW9jRiaDfAgoI7Z+\nNM6c73F3GHxwJp4mzuwu+HoMJrq+D0LpDdYKMo+5OC2F+kD4WSqbM5IVLIyX8jCSYuDucCG3BDvT\nIY3NrEMo3BTozPuxYj4wkxSobq735tdSChtjq5Ekxa+huiKnxdUUmo8A2azQo7wQKUJgJxu60t+B\n19sN5t2P/sj0EyZz+R/e259HPmDCK6ZhJX8J8nEApPgjVUs/J/u4SxpslyrdDubl7Ik1ta5FL7uo\nwTaHClfbvuRNugsjVITiHoMjs/2hntLPlg/jJexIVvJHJGuAB6ri/C6jC9lpbGZ9ispvA514P1bM\nC5ZOZ83DFG/T3N02mJBiCmAraibXssF4F4D5yRCvx4rRAK9QuOb1FO3fPPQyGlr8CVK/E7gTCUjz\nWsIrvyRj6NkNtkuVFFW75lf//plXkyq9r4Vnu394uwzHmdcVo2onmm88WvDQZ/X7ufJGdAeqHuEv\nSOaZ8FhVnHuCXfE1sikDyFEc3BToyPPxXUQsgx4OH7/wNM1osMEU6FyF7V8EOlez1rAzOH+VKOe9\neAlOBDmKRo9wNw6HYIjQwg+RxlPYVTQkRuQcYhu+xt+74dhMvWwbWA9j164OgDmFVOnr+Ho22OyQ\n4O89Bne7ozAiJWiBE38y9QSPNKSU/CuyjW5GggeQfGImeNKIc1ewC440TsQ7qC6uDnTg0VgJCWnR\n3xngZHdOo+1qsskwMbgG+731gvkrUrv+iewlSS77gMi66WhC4AwW4B5zU1reci1N5YJ3wHwHyQTA\nRK84jkThYjydj26wnV65BeQN2LkacpHmhaTK5x92yiZAcNDpeLoMxYpXogUn7and25I0hyr7b6AY\nalXzOKz5NlHBy0jOBq4GbkCyIBlKu32movErXzvO8xUwwpW5JxNtuuSpDpx8xt46d59hoLAwVcWL\nkSI+QVKB5EVp8Vx4G0lp8coZ97L92DFseOk3DJuQ/ssrpUQPbSdVtqnRun0NYcYiIGskC5IjMeON\n1/nU/JmgTMWutwmIL1H9LRtfJaUkun4OpdP+TtmM50mVrE+7rerJwNW2709N0TziZHROspJ3kZyO\nXdb8bCy+S6VXVxbsmOgp/g5M9hUwxJlB+meaNu0UicaH7K5zJ/iYiEyyOFXFO7Fi5iGpRPJnafKP\n8DaklLxyxr30ePL6psuoZaFXFJIq23xApQKseAQYWaPjUbbcNoIWyAQxFTsVvQQxzb7WgkhpEVk9\nnZKpz1A26wX0isK022q+HNwF/X5KiuYRJ5+GlMzVw/wXySTgj8BgabHSaDjzY006am4u93fgLG9b\nBjqDTZ5DgWKh8iG731uFD9llhlmYqmJGvJQ1QCWSKZbOnZ9/2+T+ayItk1T5FvTyrWnX/KsLKxEC\nRlR/EmCNwow1/rum+rNBTNvdCyjT0AJNO2VqKtI0qFr2KSVTn6F8zssYkZK022qBNraM/nQUzSNO\nRiukwRYjwX+QnAo8BQQtk41NqPHYU/NyZaAjZ3jz6eNoepxwW0VB8HH1JwuF/2LtWkZs8zwy18+i\nSFpELJMLQzvQ57/U5P5rIo0UqbJN6JXbGi1l1BBWqhLYrViqIIdjJhrXD1RPLvBl9ScdoX6F1sLZ\n2y0jSei79yn54mkq5r6OGU9fj3FktMPVtu9BUTSheU42X8B+j19uhr4OCkKAWcP1vKlVZgwp+Uek\nkJCRIAtBkRDcHOiUdoKgUc4gHyc2Um51xkcBCmv5PXGejifphWB0tV/86UAQSZml1+lCaCcMCIFQ\n6wyClpZFxdxXSBYXIkQ2QislZ/x1+7UAqH4fFN+G/Zt7Pqhv4Mrv3Gg7X59xJLY/ixkZBAQR6noy\nht3Q5PGbQvSH2USWL0GajwGllM2+hdxx17R4aufDmCNORmFvOXMAA4EgfaNOXJo8VbUVxdJxAFWK\nxs2BTgTTdCE6yZ3BtORckrIrboJ42cS1xHgjrjMGQf9qGZ0C3CQNonW460F1woB4JUJ11mm1lUaK\nsln/wqisAuFBcSXImXDdfiU1UP1ejKpfA32BSxDqE7jyj2qkFQQHnUqq5Cms5DxAoLh2ERjYsjIa\n/v5TohuKwfwr8ANlM35P7sTfovnrLxn1E+aIlE/YY0IE7HW0KWbXkGXwZHgLWZZFAolQndwQ6IQ7\nzTjEyZ4g36bexcE3OFBowzbOIM4XCck51a5/AL8F/lReVW8/0rIw4xUoDm+duQSsZJTSGc9ixQRg\novqd5Iy7er+yqyreIFZyEnbM8aUI9Z+42jR8qgmQMewMyqY/hTQ/BapQfSl8fVo2w2XlwrdJFDnB\nfBwjtJDS0sfIO+WOwzaBWAtzxMmowDbD1JRRs0Yug3QoNlP8LbyVjlJSiiRH83Clv0PaBywX+/ys\nCD2Bkw9QidKLEgaIFP/ZOIcrzdSeAoG3S5PXyjdTn2+htEzMeCWK01en3Jmxckqn/x2pZ4CswpHT\nhuwTftOo6+s+40iJ4s7Dio0EBgAXg3gLZ07jLr2Zo86lbMYdIF8GinBkB/YpV9ScSCmp+PpFUmU9\nwboLo+oLUmX/R96ptzfqln8oaA5l82ugSzP0c9A4zpXNxfESHkCyA3gWwW2u9K2EMxIV5BgJFiDR\nkDwo4e3YTq4L1K3MWNLemNZ0tR2gWPSzijmDYoYBm4EnpMX6atfefOxS6qVAhtj3z2TpCZJfP41R\nvgUL2wXUdWxtv/L4prkkiwWYG5G4kObDVM5/jdwJ19Q5z+iGuURWzkBaBt6uwwgMmIRQFFLlW4hv\nXgI8AmQBN6IFAwT639jod6VoLnJPvIFU6XqkaeDMObfFkwPF1i1Amq8Ao+0L5jZim2aS8fNVNo84\nGR3rzuKsRAX/D8lq4FMh+J0z/U3O5/EyjrZ0XqlWCm+xdD6M7aq3dt+PZVRB0FfonCwLGYNt5/wa\neAPJYiRhbMfwxYBA4K1jg2wmwiRnPQmREpLSwtN5FK7hF9WKTYms+Qq9ohtY7wEKpnkrVYs/IuvY\nfV3NpZREV08n+sO3gMDX6xh8fcYjhCCxYyXJ4i3AE9jbjOtwtumKt8foRr8rxeUn7+TbSJVuACTO\n3B4ILf0Y9P0htvFbMBcC3YGJSHMFiW1L8Pf5WSb7OeLkUxOC451BJqXC3ILkW2CVUDirCacfH8SK\nOc8yeBR7Q3yRmeLzeClne+t2pzWlRIE98uMUCl1JcjXrGYJ9pv86MB34BkESiQv7y23nqXvzZUTL\nSMx4HC0ZJiYtvH0m4u5fOy9C1fefYkbGg/UPQGJUXUx4xVQyhuybTVNaFlXLPiG+ebFduqT/OHzV\nG87YpnkYVVFsGa0EfoW783Dc7Rv3gtD8ueSdeiepso0IRcOZ2x2htlwUlLRMEoXzQJYBAZAnIs15\nJHeuwttlZKPtf4IccTKaKTR6aB7OMeJMQfIJkFQcaecnAXgruoM7pcmtgA6cbMSZnaxkvLtu7zRD\nSlT2ymhQaOQR5wFW0QtbRh8yYHT/Tkyds407TR0VmAlonrr71CuLSMz6G04jSZW08A46F3fPMbXu\nqVz4AVbicpD3AzqpslOJrp+Fv9f4ffqTpk7ouw9IbF+J0DxkDDkFd/tBAERWf4mV9AMPYu/KL8TX\n5yScud0a/a4cmR1oM+luUuWbUbRhOHK7tWgCLytRRapsE1gLAQfICUh9BnrpRlxtGzcyH2x+ljGb\nJ7izcAuFv6WqcAqFm905FKSZfASgzEpxWnXpE7BPIJ+pw/3NkpIP4ruYnqxEAsdofhTFy6xUORLJ\nHDxMJk45cAuCQc4gbqEwKFHOMGA+MNmTV2cMjP79e0wo38J/LMP+EShezfI1U/H0PXXvPVUlYJ7F\nnlgsORkj/Fidz5QoWkZ46Uyk+Q6QSXT9ZQj1SwL9JxLbsBDMu4Erqu/ORBrXpW01EoqKq03vtO49\nUMx4CDNeyV4XZYAYtHDwcyvNy2nuXGYLjceqEwTd7sklM81TSYAyM8klNay4ZwAzrH3dyA0peSO6\ng7l6GAUY58ygXDpZpJcjEazGxdkkKQR+h2CIM5NSK0W/VBX9EcxDcqm3bZ0x28bCV7ikqpinpEkV\ncOzWhRTlda9Vu1avLAPrCtjt6CvPRQ99VuczxTZ8Q2T1KqT5GSCJrPolwunF1/0YousWgvkocHH1\n3RJpPpn2Yic050FboIyq4mqX/poymoDDLLNmKw1zgbctXypOHjFiBBSN2z15TUrCVWam2K3WKcBp\nSJ4195XRhLR4OVLEYiOGA8EprmzWmQqrjHJA8DAaX2GwCvgTgomuTJbrYfrrMXogmI/kbxNG7NMv\ngPHNc9wdr+AeaRt5h66dTiK3O662fffeEyoF6y5sI44AazJG6JE6+wuvnEpsQwWYM5FUULX4F6ju\nAO6C/kTXLgTzX8DJ1XdXgPVJ2t+X4vTgLuiX9v0HQqp8M0gLqPn3iCNE02L2Wjl0CCGY4m/P54ky\nHjLi5CgubvLkNinsq8TS2Z0mzgGcimR6Heto2DJ4IVLESjOBB8Hp7lwW6JJNZgUCjQcx+QyLecDT\nmso/77iDS1bcyFGh7RQgWCQE3pF1nx4mv36avyXD/Ab7AGbYsvfRc7vVqotpVJWAnLx3puZZGJXv\n19lfaNH7xLd5wJyLTG2mYt755IzLwJndhdgP88H8DNhdGnAzgh/S/r4Ulx93Qf+07z8QkrvWgaVj\n+5Q4sM+xk4ftOnpQlM377rtvz/+PHTuWsWPHHoxhG2SEK4MRTTjNrEk7zc1rqSquQOID/gV1Jhea\nlaxkZzJEIba6N9yIsZHOWKwEPBicyWl8g1foDHMEOd2ThyYEfR1+dlk6o1RnvRk4RdkmrrcMNOw/\n4tWmzi2lG2vd48hsC+o7YN4IeEG8ilZPrat44SqkeQ9QvRE2HyNeeDmB/hOrfaNqOhubNMVhykrF\nqPj2TVIlKxBakIxhZ+LpOCTt9k0hsmYGyKOB3wD3AbuAJ/F2v7VFxquPmTNnMnPmzIM65oFwuMmo\nEIIx7izG1GNBbYwCzcOLRpxzsC2t/0ZQoO7rfvNZvBRNj1CKrfr0T8UoYyAWnwA6UcYzhpV4hcWx\nrkzGu7MQQrDRlUGFZXC86qJNPe7zZsVWrpcmAjtt/BQzxZ/LNkENZdORnUey+A0wLwI0UF7BkVV3\nLGJ86xqk+QBgW2Gl+RcSWx/C1/2YaktyTcfjpsWVmfFKu4ZgxXoUZxaZI8/Dld8yBqKq5dOAscB5\nwN3AOuAdPJ3uaZHx6qNVRg8MRQgmenLYneiuqbTX3Dyf0jkOiQ68jKCdtq+MvhPdSVcjzixgF5J+\nyRhxTkXyOlDGLo5lFFvxCoXx7hxGuDI42hlknREnIk3Ga26Sc4r3JNo7l8F8N30pANGqHVxX7dWQ\nD5xvGTxfUVhL2dSy2qCHXgXrRECC8hqOrLpPXxNbV4L5KtDHvmDeTXzre/YGVMC+jsfpY4R3UTH3\ndYzwVlRPW7KOuaDFQkPCS6diK8WnATcB8xEswlXQcAH75qZVRg8Mh1A4w7P/oQkdVBf/NGI8AoSB\nNxAMrmMdfTW6nRPMBIuA9UgGJWKYXIbkb0g2sZ5jGEo5QaFyx5ghjJ8wAfe4Wykr+YFSI4E/p3ud\n7tmWkSSeqOLX1Z+7AWMQzAwV1VI2HZltSSZeATkQSCDUt3Bk1Z13I7F9OZiLsA+qu4N5Fcnty3Fm\nd6mW0Rprp2jaOqpXFFIx9w3M+E40fyeyRl/YYrV4w8unY3vvnQ38GvgMoZakdQrbnKQrowdd2WwO\nDCmZmwpRYep0d3jpvx+BywdCX83LOs1LOyOGFwgqDq71td3nvo16lNuQe/zSc/HyA3cCdsykyf8j\nQzmfP2bUDiLupLnpRMPxIDLQhk+qdjBOWkjgY0XDCOZTM1enp8tIksWbSWzriFAyUJwmWSPrrhOm\nOJzAphpXtqA4bEXX130kiS2PIs0gkA3qXfiPajzOZDcV3/6H1K6BIL9AplZTueAMNH9urR+L5sJK\nJoALgbbA20AUxZODI1jQ7GM1xI8Xmvvvv/+gjt9UmltGk9Lim2SIqDTp4/DSUzt4qe+llAx1BHhH\nj1FgJlCBAtXF1XW4523QozyJZHd6Ei9edvF7dmdPNrmbTtpv+e2PknGk44qk+HL5LBHmKCQG8Inq\nwPrRwuPvPZ5UyYukSjsgcKH6PGQMuaru/hwuYEuNK5tRnNUy2nsUyZI7wLQABdQ78fdJP+tz+ewX\nMaomg7wbK/EtFXMuJPeU29B8zX+SYSXiwB1AFfApEMKR2eWg1+L7uctoxDKZmwqRkhYDHX461aHo\ntRSWlIxyZfGWkaDA0tGB3g4vv6gj2+V6I8YzSNxAJ0BFw+Q+bBNuO0xuZqDzQX7l22uYEkLQu466\nca+ccS+P/bI/HV56lfNfXsLXn2QyNVrK+UACmKpoqD/KaRAcNAm94l8YVZ0AE0dWPoF+U+p8LuFw\nY8totUFJbEJ12sYoX59jCC26HMyHgUpQH8LXs+6Qlh8jLZOyGf/AStwJTMGMfkLZrBtoc9o9LVJW\nxErGgN9jBwr8FyjD2bbPQa+P/XOX0UrLYF6qClNaDHMGaZtmXpDmwJSSse5s3orpvGYZRIERzgDH\n1pHMa7WRYBr2+dpRgMTA4n5sFaMn8CvGu1/mNE8OJ/S0DSTDTxrGd9Mb9oQQqhOH6uRrI8EJ2CvG\nQiSar7aMZgw/m7IZz2El3kZaUZz5vfB2P77uPjUvUt/KHq9oZXO13IKv12jCK38J5p+AzQj1ZTyd\n0zuosFJxymY+h9QfB87CqHqJshkP0Oa0e1rE5V3qUeBZ4B3gfWA77i4DDnp97HRl9IhzozWl5Onw\nVnLMJKORvJKsYIc7h5M8Le/eYVW73C3RIwSADKFyqb+ArqqnTje6gKKxENi75UsimIvEdhcQzCdb\nafiEMGqZbDYTeIRClxoWJW3I+TxXtpkv9DhJJMXebDz9atfFE0Iha9SFGNEypJFE87ep96X39RlD\nfOvjSKMSZCao/yQ4yF5QHVkdyR53FZFV/0GaBt5uk5p0MpkqWQlyGpAJHAvyApK71rWIsulu14tk\n0cNI8yPgYVAvxtNpQLOP00r9JKXFY1WbOcoyGIDk+UQ5Z3jzOWY/PQmagiElz0e2scmIoyHJVpxc\n6iugveqqs4afX9H4zkqyO7JDQcd2YLdjB1W+JVtpOLNdyDIoNJMEhYqUezOPaSMu5d7pj/KqZVKO\nJJTRAW/32nXxhKqRfcLlmNFSpGWg+fPrrXcVGDCOVMn9SGMzCIlQX8bf307k48rvTfZxlxJd9zxI\nia/3xbjy+6T1nVl6AqNqK8gHsE27p4AYg166sUWUTXeHXhiV9yHN94HjQD0HT5eD43rUik3EMnmo\nahNjpUUPJE8lyvmVv/1BMdzGpcmz4W2UmUkMJPmqi0t87chVHHXKaFDR+M40qzexu1PoL8BO4CHR\nmEu20nCx+XJLp8hM7lM6STtmCr+Z+TceFbDNskjkH4W7Q+21TXF4yD3xesxwCQiB6s+rtx5ocPBJ\nlH99DZiLQZQjHB/g630LAN7Ow1FUjeiGpxCqiv+oq3BkpXcyaUbLkLoC3FJ95UKQT6BXFrZIiIqr\nfS9iG+4B8zVgLEI9HU/nk5p9nFbqp9TUeSS8mbOkhR94NFHO9YGOdG1CzOX+ErIMng5vJWUZRJD0\n0Hxc4M0nsx5FJlMoLJYmE7DP7lUcGCwCTgUsNOaRUR0GM/vNFfDmYB77ZX/W3//0nlJhRqQUI1yM\n5s/bUztZCIHn2Cs49ZvnGKAorLcsZJeRuPJ61Bpf9WSQd8qtGOFdCNWB6stpQEZPpnLBuWBeA8oG\nFNdsvF1thdLXeyyK00N8619RnC78/W9MO6GmHtoGsgtwafWVG5HGXzGiJS1y2OFq25dE0d1gPQOM\nA/V0PO0ubbTdoaI5lM03gDHYvjSFwL3YmbtahFVGFGEm+bLaPe5qJD0TpYxzZze5BElT+TZVRZUe\nobDaffb30mBqvIxrAnUrTSd7cnlEj7BGWriBNRgExOsk5WrAiyq+5oJ6kiEAbDOTPBwuRcreWOyk\nh1bBBYbteqN6MvCeei/byzaBUPDmdKtXkUxnw6j5csg7+XZim+chze14Ol5fq/yHM7sL2cd1abSf\nuhCaH5lag23tlQixCsXVNPcfKS2kkURo7gYLf3s6DcWMhYisHgOWgbvTcAIDDq7rz2HIQZXRhakw\nXS2DD6tjJn+B5OT4roOibE5LlJFlxJlTHVN9pZVidrKCi3x1/9if4W3DQ+EtzJWSBBAmgVc8hCnn\nAgnc4jvObqD+3zo9xpORchT6YbKJZTNW8lq1wqkF8vFPup8t5ZsRmgt3dtc6FUkhRFpZWB2ZHcg9\n6RbiWxcB4OlcO3urK7/3frm+CtVRnbpwE7ajkgGsR3GNa1I/0rKQZqrRLJ2+XsdjJSLENgwFBN4e\no/H2qNsK/TPhoMonwKxkBROlyYvVn8ciuSVWTP+MlnfB+ihWwhAzyYtILGCymWJeKlSvu9/Z3nxu\nDBfyEbAT8Io4MXkz8CFQTKaylpPc9cvPklSYf0ZDqPTHZB3b5q3jyep/c2Z3QZ10P+srtqI4fbiy\nO9e5vgihpFVqx9WmF7kTriNe+D1CVfF2vbXWib27w+D9qrunOL1IGQJKgDwghpSFKM70PYzAPiGV\nltFotsrgwElI/X0SW/uCouHvOwFPh5YJfTlCOOgyOj1RxpXS4n+rPw9E8vd4CdfWk4iyOXk7upNz\nLJ1HgDgwwYjxvR5hjFp3WMv5vgJ+ESliEnZQRIGSZLt1HoKTgR9op25nlLP2PnT2mys4gevZ8NKr\ntD3uKqqWfoRQBiKt5QQHnIyvl22YdbXtizbpPtZVFqF6MnBm1l0xVygqjozGlTpPx6GongwS279D\ncbrxdrt1j3eAEAJvt1F4u41qpJd9UZw+pNwGRAEfUIa0ylCcTTPgSdMAaTWapC/j6MlgvU1iZze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Bjmm8IRvgiHdyriqaeeIpql0jaC6sXf74QW8a8Tqgd/m6HoVWe4VHfmIMRM/GXN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/1pwpIS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\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ZdKZ0eClexQIzgUdonO/1cqQr/X74KFlJlSwgbaOFwHhGuQN00ZoWtGyvefh7uCWrrUI8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\n",
"text": [
"<matplotlib.figure.Figure at 0x115c0b9e8>"
]
}
],
"prompt_number": 96
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"C \u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u0435\u043c \u0421 \u0443 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0430 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u043e\u043b\u044c\u0448\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u044b \u0432 \u0432\u044b\u0431\u043e\u0440\u0435 \u0442\u043e\u0439 \u0441\u0442\u0435\u043f\u0435\u043d\u0438, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \"\u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\" \u043d\u0430 \u043e\u043f\u043e\u0440\u043d\u044b\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u0430, \u0447\u0442\u043e \u0438\u043d\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u043a \u0441\u0442\u0440\u0430\u043d\u043d\u044b\u043c \u0432\u0435\u0449\u0430\u043c"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gcf().set_size_inches((16, 9))\n",
"\n",
"for i in range(16):\n",
" subplot(4, 4, i + 1)\n",
" \n",
" C = 1000\n",
" gamma = 10 ** (i - 10)\n",
" \n",
" title(str(gamma))\n",
" \n",
" print(i, gamma)\n",
" sys.stdout.flush()\n",
" \n",
" estimator = MySVC(C=C, kernel=Kernels.make_rbf(gamma=gamma))\n",
" try:\n",
" estimator.fit(X, y)\n",
"\n",
" visualize(X, y, estimator)\n",
" except:\n",
" print('baaaad')\n",
" pass"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0 1e-10\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1 1e-09\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"2 1e-08\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"3 1e-07\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"4 1e-06\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"5 1e-05\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"6 0.0001\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"7 0.001\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"8 0.01\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"9 0.1\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"10 1\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"11 10\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"12 100\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"13 1000\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"14 10000\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"15 100000\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ut9eBFE++jczWTxFaEYEBP0DzNrBRdgu596v/xkn9EHgU+D1uos1CsG8ju2UW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\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ytVvie8dTsuZLknuPYcvrV7L1lom8eM9qfEJh2EX7ym4pLj+pJ+/L2XYnp2PLl9SM7Sze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\nkiRJkiRJkiRJkiRJkiRJ0pH+HzUjF/Wx0i+7AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x113b1dcf8>"
]
}
],
"prompt_number": 111
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u041f\u0440\u0438 \u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u0438 gamma \u0432\u0441\u0435 \u0431\u043e\u043b\u044c\u0448\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442 \u0438\u0433\u0440\u0430\u0442\u044c \u043d\u0435\u043b\u0438\u043d\u0435\u0439\u043d\u044b\u0435 \u0447\u043b\u0435\u043d\u044b, \u0432\u043f\u043b\u043e\u0442\u044c \u0434\u043e \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438 \u043d\u0430 \u0433\u0440\u0430\u0444\u0438\u043a\u0435 gamma=10000"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u041f\u043e\u043b\u0438\u043d\u043e\u043c\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u044f\u0434\u0440\u0430"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gcf().set_size_inches((16, 9))\n",
"\n",
"for i in range(16):\n",
" subplot(4, 4, i + 1)\n",
" \n",
" C = 10 ** (i - 10)\n",
" \n",
" title(str(C))\n",
" \n",
" print(i, C)\n",
" sys.stdout.flush()\n",
" \n",
" estimator = MySVC(C=C, kernel=Kernels.make_polynomial_kernel(d=2))\n",
" try:\n",
" estimator.fit(X, y)\n",
"\n",
" visualize(X, y, estimator)\n",
" except:\n",
" print('baaaad')\n",
" pass"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0 1e-10\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1 1e-09\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"2 1e-08\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"3 1e-07\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"4 1e-06\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"5 1e-05\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"6 0.0001\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"7 0.001\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"8 0.01\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"9 0.1\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"10 1\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"11 10\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"12 100\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"13 1000\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"14 10000\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"15 100000\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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wH+APuIU288G+iczmJwkNPxQAX/4IfPkjGt5rJyupKH4Qad0HTCS96Tc4mSfI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\nTS4HdTt+FfcIEKNxqpdsl2Qz3K0/bt1NKO9lYAToJxHpOWSLr9uFjkNN1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r0Ju3oFqDlA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H\n9eS1l9/njJe/Z96UBWiDTuNfxWv4xEyiIykIZhPoU7MvnhAKWcPPxIoXIy0dLdymzg99qNcokuse\nQVplIDNB/TfRARcC4MnqRPYRl1C55DWkbRHcb0KTdiaNwsUgPwMygUNBnoG+dXmrLG787fdH3/gA\n0n4PeADUswl07tfi86SpG2kZJD+7n0MSJQy0Tf617FOSg88kUG1Hr7WwpOSZyg2stpJoSLIVL+eE\n2tFB9dXawy+saMxz9O0tBBRM3AR2d9Gr8g3ZSv1ykUWJFEs+/ZTydSVIKbfPow09h9un/JWXHZsS\nJOUZHQl2H1njXKFqZI+8CDtehHQstHB+nf2uIv2OwCi8C2mtASER6ouE+7pCPr78A8g+7Bziy58B\nKQkdcDa+/F6Nes8cM4VVsQ7kfbiR3aNBjMIsWtUqzqa/4/5YZXci7beBw0A9iUDX3ZN6lMbF0SuJ\nf/J/HG3E6eLY/HPZJ9iHXoK/XZ/Wn9tMok99HLViM0gHJ7MTgeHno4Zya7XRqKIxz7arFrHbJPRn\n4wp4SDRmkq3Urz5Z4phstHWyFQ8dqmUhnRVqx+WxDfwNWIekgyfEYE/N2vCAUPljJJetjokA2iie\nOvuBnhbw83jlxZjMQ6EYv5jMOL/rIAzzRfGIGNP0m/AgmRDIoUsjdyaLHZOk9CPZtvA9E/gL6+0S\neikt34x9oEdlqn4TJq8Do/EynmHeX4yy7D6BFS8m8emfOcXSiSB5duknBI64Fm9211af206Ww7dP\nEomXUJpMsJ8S5NpoBzLrcGQyhcJ30mYs7t69igeLucAxgIPGLDIaKIMptA22OAZtFC/5VWKbQgjO\nD7fnN5UbGYDgRyQDvFH2/1kgKUPRuDvahq2OgQc/ufXY6OmBIM8bJ6Jbv0NTVpCXM4t5pz7t9riX\nITwHHox33UMoXh/hvlc1WlDTLN8AsitwTtUrVyGth7Diha2y2eFreyCpjbeC8yRwBKjHEWh/ToPn\n7Slawtl8FRiF2zRyPXBffm8qAAAgAElEQVQ7rnJXq6AXLKNt+SY+sXRU4FIkPVNFHOFvuvJUU/nG\nqKDCrGR9VfrsbdLi02Qxl0Vqd5rGB3J50KxkmXTwA8uwiIhX0OVSIIgqZnBGLbst29hg6zwQK0LK\nA3jy7eX0yPh/9s47PKoy++Of9965U9NDQuihI72JYqEIirAq/hTbKvaOvexa1rar6+7q2svau4u9\noa4FBFQUBOm9BUJJSJ8+c+99398fNwmEJBAgsLj6fZ48Dxnu3DszmXPfc97zPd9vPj9UrOP3OLNv\n/rF3sqVsPQgNf3anRgvJpiSMrkA2OWNucna67S342k2qY//hzson66j83Z6nIQhXCiq5Ame3VyHE\nMjTPnon1KCVRVgLh8u7S+NvXfiB2tIrw8uHObmD7waT2OX6vXvf/EA5ojMYK5zEgWsHntpOcnW6b\nDJv/zgEpNr+Kl5Fpxfiueqb6EplkZqKC3wcavtmf6M/l76ENzFKKOBAijl/8HVvNAuJ4xTxO9jUe\no6vMKNf8eyauD+NE4isxWnUhY8hpCCFwpbYkZdw9bCgvQLg8eLM6NlhICiGapMJqZLSlxbHXEds4\nFwBfh7rqrZ6W3feK+ip0o1q4cD0OUckC1qB5Ru7ReZSUKDu5WzXRQLejkfEw0bUDAYG/y5H4uxy9\nx6/7fwgHND4Bomu/5eREmNeUQxkbaZtMnP82tNr/nSNz4fscX7WZ16WFBE6s2sSc9T/gqqb77YyT\n/S25OlTIJ0AR4Bcxoupa4GOgmAxtJcd6G4+f+ckQz0Wq0OmNzSpGeTyc6neYCh1dPu5I78gGO8HR\nQqOj3vD6oglBXhPU5nsYfm5N1ZiXfAlDwJGevDqz5gPdqQzci5rNLzScye8SIAeIYrOZgNgzVpel\nFDYKz27muk71pRNXa5iT7IouNE7wpjDI/asUBqrBAY9Ra/kXTDJj/L16era/neQPC9+Hkft/JChQ\n8AkTyrfyd8siBoySURaaYYbrDXcLTw+0YkJ4M+NwhiJaaQm2yNMQjAFW01rfwuHuxvPQGfEQk2NB\nXPTCYhmn+lIY7XU6qL2MAH9K70ShHWeEcNGukQ0alxC03o32ysRP/kzr7OEseukjti3+AcOfQ7l9\nXa2SvBACf6fD8Xfa81xFcwdQahMQAQJAGUqWobn3LEaVbYGSuxXpSz/0FJDvEC/qhNADpA044YAy\nyPYUzVFsntUM52gylBmjA7VyGrTByZMsFK49moDYc2yx45yOokYE+TzgpV1IqqdrLm5L68hCM4wE\n7jACGEKwyFyNVIpeRt4urRieC4eIqoeAS4Akq60jefPNN3F2dB2l16Z2L5oC3Z9Bas89L8yUlISX\nfU2scBma4SGt37F1vvTpg8ZTOecEkGeBthQ9ZQu+dg0rDjaEWOF8Kuf8G6SF7ssha9iFu6STBLoc\niadVd3RvWoN2E79CHPAY7Vo9qwhO+ZLcA4+2fUGRFecyFDW36fOAy63GJdVb6m5uS+vIEjOCBowz\nUrBRLDEXoAlBH6PlLqlj/4pUElWTwRwHRJCbBpJov6y2Q6S5/Xjymq7QuTu4UnNJ7TVuj5+nbIvg\nos9IbF2L5g2QPnAcRoYzayo0nbR+JxNcdBTICaDNxshy485t+r0lsuZ7ggveB6VwpbYla9iFjfp3\nCaGR0nMUvvwB6L4MNHfzd2Z+YTig8QkgklF6qO2zSZ0B22w8TpoTWvlGLpQWOs46foFtMq+soNHj\nO7l83JrekeVmlB5CcIaRQkTZLDfn4BEafYycRosnSymei5ST5FtgMFDK1EQPDnXHa2e+UjUXvZvR\nzqOdy9toQrwrxJVkcjTIKssmW9OY6A+QW13gpmoujvVkMDUxEJuTcfEV/QytQa2IxvBRrIpP46WA\noKOexjUpmY1ScF1CMMGXymivj2zNaJLNy8RP/tzk1/ILxAGPUS0RphvbO/adcOL2QCBcuJqJljNT\n7AfORDFlF7lubyPATWn5rLKiHCp0+hkplEuTVdYs/EKjr5HdaDMoJC0mxyowWYhJV2AD78V6MdDt\nq521ztBcZGh7lssNO6M3Hc45vfb3qdnD64r8pDp+t3vCQpeJMFXzPsasLMKV1oL0QePRq90iXGmt\n8LbtQWLTEJQ8FqF9gr/LMHRvfdpxQ1BKEvz5I6LrZgDgadmPzCPObrTo1Fwe0gaNJyVxDK5Ai/2u\nIL+v+MXRaN0tOvMt8B4wFPibrjO4b1+OO6xTo8qWe4qEtPkqUUGJFSNT9zDGl41P6OToHqYguK46\nmf0Q0BG8EdlKC83NMd5MjJ1uyn5NrycVflgDnPeGUC4TODQEADdJxvHxNbfxwdSnmDrslHoKtf8t\nhBZ/TmTNNrBfwGYjZTMn0WLUlbXJrK/dQFyBFiS2rUTztMXX/uQm88qt0DYq57wL9gxgAHb0Kcpm\n/o3c393a4A50smw95TNfAJWBkttI7fM7UroPb863+xt2A3fLHkwWGqdj0xO4XnOR0oybIgARafFl\nvJxKO0Guy8dx3iwModFC9/ChFeX3ODYJ7wBJFG9EttJK9zLCk1GP8p6uuThypxhtiry/VIqgClND\nuYUAQhuGHS5tlvfYnKj86V3imz1gv4IdXkjZtFvJGXMTerXpdKDrMIyM1iTL1qP7euFtN7BROu/O\nSJauI7jwa5CLgM5YwTup+P4NWhw7qcHj41uXUjnrdRDZKFlC+qGn4e8wuLne6m9oAlyt+/DPtTMZ\naZu0Aa7UDVxt+jXrNaxoJYkVX+KKlCFzuuDtdgxC05HprXgvuIXR0kYB/xY6USuOd/bL2Lnd8OXX\n96bL1gyO2iEmPUKrF7MNIaJsFAZOoQnQAo1+lMgVdXQRDgY8Hq5grTUCixspkdP5a+g+7k3LI6U6\nGz7Vn053I0KhPZlczc1AI2OXLJ8dMT8Z4ou4G8kGoCUF9iW8FPmUq1Ib7lT9kAjxarQCnRYotnFl\nSlYd0aQdMeyM3rR9+HXyz9v3Rt+W3Ts1/WpgtxvIXUXLGGQnCQDX625k24HNeg0rXEJi+ZcYiTB2\n3iF4Ox/tdPdatufjUDl9bBsTJ9+usJO8GdlKdyOFQQ3YkOXp7jrd/1zdXbtZsitUSAudvOpCE6AD\nLtpTLiONCnvtCjXfx9Nfnc+8xxbs8D/7li8rKSn95hns8BiQD2JH3qNs6lPkjL0JoTu03Ywhp5No\nsxArvAFX+tg9GkuIrp1FtKAMVBHgJ7HtDIILPyV9UMONmfCK6YSWfIbQckFUkjXsYtzZ+fv0Hvcn\nfnHFpu7PxDfsKi6e8yrJeBBvVj4/f/ghyfubh1owI17B27FtuHEmDFtYUR4xI9yU1oGj3emsTATp\nZMdogcZ6JBnKojIZZDOwIhnm6rT2dZJZSylmJ4OUS5NOO0mq7w5tXT7WWE+juBcox8PrtNHdvHrC\nHQw/sw9rX6kOqGqVWmWbJJZMQS9dg53SEqPf/+2VOfyeIlowD+xpOKPhgL2QWOGC2mITwMhqj7EX\nPpdmxUaEOBpFzU12EjL+R5QZQ+zUEVFKUf7tSyjzJeAkYAOhJYPxtOxc57X8hv0LI7019hGXctq8\nNzGTMbwte+Aecm6znf/TaAlTEuV4gFaAz4ryLzPKpNR2HOfL5kkzQleZwItgK4psaVKVNNlAkA1m\nhAtS634XkkryQzJISNr0MPx0aYL4DzjUulwtg23yGWASsAmP+oTJf32ZJzek8fO0hfWeI804yUUf\nolcWYme0w913PJqxf31nlVLEC2eD2orjkzsUpb4nvnUJgS7bZ0jdOV32ioZjlheA+j+g5rm3YFb+\no8FjpRmnctbrKPtTHCW9xVTNPRpPTpdGO6G/ofnhye1GbPDZjF34PrZt4m7TH8+A05rl3EopEnPf\nILx+FgbQEXAXr2BNeQHeIy7B6D+BN8vW80WsCguokDZtyjeQWl7A1o1ziZUXwui6mgBRZfNDIkhc\nSfoYgTpKlLtCqtBxC4WpPgD+D1iBzU/kaA0L/IDTaZkSK6HCTtLW5WesL7veJnJzIypt1lghbN4E\nDBSHY6kprLbW13oAgtNB2htBxNVWkiSTAEeN3uZ2CtOn8ftNC+odu6mwkKv7DcXkJ0x6ATN5llMp\nWL2AQKD+tWtM7X9D88LXfjCReJBhy/+DkhKj4xF4DmmekSAlbeLfP0t062J0oCdQWbSM4lAx3gGn\n0fm823jhsUlMLiqmEkUl0N6OUWXHeC8ZpMzK5jh/3VnGKmkxOxnERjHASG0S7RyghW6g2ALMBIYB\ns7HZQKZonL1WJk0+i5YQkiadjADHebPRhOD3Wxbst++jHd6GjCRAPgEIUEOQySmYlZtwV6toCyHw\ntu2/V+dPFG8AexLOGg3Im0hsu7jBY82KQkJLp4NchpLtgPcp//ZyWo6/u8kbUAcav7hiE5zuJuPu\noSZFy83NZVMznLfAivNFrISlOLSiR4FXgTRpstKMss6KsciOIYGA0FFKMhYYB7wMzJBxCqwYnaqH\nl6VSPBMuxG/FORLFvxFs2QMxo0sDqTwQeopK+TQ2McDguWiU16JVPFmYU4/XEf/+GYaUrOYq2+SL\n8o28WrKKwPF37vf2utBcKKp2eKAK0YDvYFOgbIuqnz8kXvgzaG58+f1ArQaiOISOxc4lGkg2VDKK\nsuI4hSZAB7AHU/HDm2QcOuGAS0L/muFt1QtOuK/Zz7vIDDM/UcFGHKuC24BFQJkdZ5Od4PtEBaul\nQ/fppBlYMslpONPCjwJzrQjl0qzdMTWV5JHgBjpKk74oXowLTvS3bLJx+dUp6TwYuo2YuguLMEoZ\nnHjCeHR/C1KHnF27CIGzMxr/5iHGBos4W1q8UVHI52Xr8I2+pcldxL2GZoAdpHYhoxKh7V1xJ804\nlXPeJVm0FGH48bbviRDrcWy/DeBHNHfDybwdLQeRhVNoAvQBuwPl379CxpDTMBqxZvoNzQ9fhyHQ\nYUiznze2fhZtN8zhOxxN50sBW5os3rIIV6Qca/7bRCOlxAB3RntExQbOx9mqvFdJlqydgW1up91H\npM0DwQKGKJt8FI/HyzgvpU2Tii5NCK5LyeKR8LmYyotNCIXgL6HNZIoA16Vm1pnzSijJw6ENnCQt\nxgD/shO8ZMe5tBFdhuaCLgQKibPOpQMKRQi9OnEcdsaeCWiVxxJc//VS5hcXk+kJcEyXNDwrZpKw\nb8GRWPqRKtNL5waS8kTxCuJmV6CmKzOMSNigdc/RZAw+pcmCKb9h3+Hrdgx0O2b3B+4hEss+p0/R\nMr7AGUM7AzhCmjy2ZgbGIWNZ/eIzFJeUIFC00zwgE1yGs1VxCzAlUVan2CyXJg8ECxirFGkoHoyV\ncWVquyaptvuFzpUpWTwVHovCjySMhcUtwULytFSuS80ke4cOZ0haPBjcwBXYDFbwgDCZd2Rfxj/4\n7wa/z80GzYUihuM96wFsUBHEXlLw7Ug5FT9MxqwqQPflYmS1BPE9qAtw/iqz0P0NsyDN4BYER6Jq\nXSpOQSXPomLW6w61t4nU3QOJX2Sxub9QYMcZi1NoAlwF3ICTqC6zImxKVLEBp+M5RplI4Gmcr8VY\nnMnxxWaktthcbkVJWHE+R/EMgtHovL4HYkaZmsG9abmUSpP7gyYhHgIuIs53XPHpWLpecipX3v4i\nF01dgEyESWxbycfSxgOcoGxmJqNsLl3TLDNj0Q1zSWxehebxknLISHT/dvpNSs+RBBdMAPt2oADh\negd//k17dZ3gwk+JbRRgLwa2EV17EkZ2JlZZbxD9UWoG6YNPbzA5VwDSBqbj+PhtAxZihy6ibMYT\ndai9v+GXifVmjLNR1BgNXYPjOpkO/JioIpYMUYIzC3aYTNIfuL/62FE4sbvejJHlcRavuckQraXJ\ncyieRTAajbejxU0uNlvpHv6RnscWO8HfQjHi9pvACdihjyifeRG5J/ypVjDHCm7FF9rGG9Jy5kOl\nRZtQCVZwyz5/L5VSRNfOIlG8AT0QIPWQUbXzykIIUrqPIrJyDMq+AcQCNGMu3rZ7F6OVc94lsbUt\nyPdQ9hqia8fjSs/BDvYHuqPUN2Qc1ogqntBR1lZgIc5fbh1QiFVxDWVTH6PFmBv2iwLubzhw0EtW\nc6W0qNnKmITjAudCYC6ZwtCi5bynFFGgV2Uho3A2jQAG4jhURrYVAocB8G2ikmHK5i4UL6IxEngn\nUkTvjM40BR1dPv6Z3pr1doyHQlFMvgSOoFw9xz9DN/NAel4tG2mNFSNXSh7DWdePRZFjRQlJi9R9\nnOu0leKreBVrbUErTTLOl147C+kRGke6M5mdHE6SSbj4mkxtI3/56HG+b30sN8xct5uz18V3f7uO\nqqLfoew72Wr9xOTVE/HlFpIsGYJTMnxH+pCGLZZQoKwlQAGOPcR8IIK5bRylXz9O7tg/oHkOrN3c\nb2he6CWruU7ZtQ2by4CHcXIoa+5rnFS6kqdtmyKgj0wwCWetBWgLHA91YmJqvIxzleRs4HV0hiL5\nKFLE9en1fXMbQi8jwCMZPpabEZ6OuJH8BPSiWP6Zx0KPcU/6dgGwtKvGcPhDL3NPzJlfPcqyyf1s\nBh/53t3nTVtlm4RXTMWsLMPIzCWl+8ha4U09kI0npxOJknFgnwX6h7gy03HtIKTZ5OsoSdn057Cj\nF4K6Ejv8FTI+Cc23EZU8CkgDbS7pA69q5HVaKPtbtguGTQVSSWw+jLLKJ8kZc+NBN8P5qyg2Y8rm\nnUgRq60Y6ULnlEBegzsu2ZqL/wAxwAd8i5OcrhMa3aXNFShqGvsTgb/t9Hw38G2igpN8joR7TEna\nohiIjxImVFNSHmBGvIpRTfSU04TAJQQJDKCmpX40Ov1498OF9P10OMvf/RMTX1jIFJnCVcR4gGT1\n3ijQDKJJ4RXTCC2dD/YtIFYQK3yYnONvqt09CXQeiu4NECucjGa4CfS4vkFKXLKsACtUjJHeCiOz\nYUptfPMKsD/EuaW1BfsGXCmfkdqzDzJWiStzUqMy0pFV00EMBXUajs/mVuA64E9gQ6zgJ4z+vxWb\nBwvmTV3A6cDbD79Or9gErnvjGzbYCVpoLk4PtGpQWS5bdzMDUS0IBjMALyA1FxUywR9Q1JSJJ+HE\n8I7QgC9iJQzyON/diJK0RtEPH0HOx6Y18HcWJkP0a2AupSHoQmCi0GgDnFj96MmgbsUObUPLao9M\nxggt/wZp+7gJxb2YOO9O0RwxGlzwMbF1RSj7GtB+JL7pMXLG3FBb6Kb0Og49JZPE1jfQfX4CPa6v\nJ8yjlCJZsho7WoGR2R4jveE4SxYtBfkeTozlgbwAb+tVuHt3QCYiGNk3NNr9CC+fARwLHIOT9G7B\nuZNeipKFJDYvxLUfdvJ/w77DipRhzX4ZK1iMkZaHfth5DW4M2Cm5fKG5uEI6AiPTgTDgymyPVr6e\n26WJD2eNrfGJ3hEGsOTpP3N6m868vWUBH2S0IQfFIHxEuMpRTFAPsc6KNalzAo7gTURKXAzCrO2q\nX0pU3UxQ2WQIF1XS4st4lA2kcA9RbscCqPf6dsbOQiSN4aw/Pc1/fswjap7PMuM/bGqxhFnP347h\nctKws6XkuY+mMXP+W3RqncEN/1xJj6vfY8dZM6UkyeIVyEQYI7tjgyrWyraoXP8z8D1OijcOaR+L\n1lono3M6ykrgzrm5UV/b8IrvccqJwTgxXoQjvHoKyHkkipfja//bjPXBCLNqC/bsV7CiFRhZHXAN\nObfBUSo7JZcvS9dxSrVI2DfAWgTHHDuOVbNncEsyiQsnC2tokjsAfBTdxjkpDhMlLm004Cj8RLkJ\nQRghn6bITjaZTmsIjQplIzgBcDr5kj+xRf4ZW7Vg5Jl9sK69lyPGTUTEDB5C4zrq3z/2Fk4B+Dxm\nRQeQF5EoeovktpfJGn4RQgiEEGQedS6RVdMxy1/Bld6ClB4XI3ai2CtpkyhahjLjuHO61GnM1EDG\nKrHjEVB34Kz/Z4H4F+n9DwGhUNLGk3tMowKX0ZVzgJE4BOiWOI2Vd4ARyMQ0kuUFeHK7NdMn0zxo\njmLzeOARnGbC88Dfm+GczYpXwlvoYcW4DMWzyuap0EYm+PM4fKfuRW9XgPlGCoeYYTqjmA100Dyc\nl9qGWYkqfjAFk1AInMWzFEcn9iQcuu3hwBcokig8CDq7vLwCWIzB5NXqq4zinfhI1lohDvVk1JnH\naAwBoSOJAmtx+q5BbFaTLvwopRgz8U8sLB+E4mVe4EM+5x3GijgbPAECLZq2+7srhJd/A/ZMoGf1\nrmcR8Y3zCHTbbo3gbdMXb5u+jZ4juOhzIqvnIcRQlHqR1F7DSelR31pBc/uRsdVANe9drEDzeJsU\nOHYkDOoM4C2cv8aTOAQRgDgcpFz2A4CDNkbnTV1Ap69/hu+XcxYJLlY2z9s2DwcLOD/Qll47yYYP\ndaexKFlFbytOHoq5QDfdz7kprZgSK+EHYkyoPtbGodj+AYe0+ThwJvDeDiqchxh+/hrTMbkYp58B\n0I/nIhPpn6jkKG82PZpgDp+uubDYinPTzwWKUHILmjcNJW3Kpv0LK3wEcDOP8gL/YRq9RIJYWh6+\nffTgUtImuuYbUJuBFiAvRCWPIVG0FF+7QUC1pHv+EPz5DdMmlVJUzXmH+KYCEANR6knSB56Ev2P9\n44XhR9lroKa/rK1Ec6c0iUEhIyGcPfJncBbKj4Ea25PfYpSDMEbB2fGPT3uQm+MhUpXk1dI1rPnP\nn/Ecc1M9v2Rv91HM2DSfnuESMqTFIhRGm/54D52IOetZfght48jqFNEWGlOU4j4UPYG/4vhSTw4V\nM2/qAjpPXcB1z73AneedQ1LdgeKP1VfpwOOhm+njKuMYXwvymzDDma7p2KwCQjgE39Uo4viFRlxJ\n7g2WEFTnYzOS+/gnXzOXNBL0cvkb7WrWzog9Vn/2cUfY8RDbZs4DWS3+YZ7H4oLedLhn3k5z0gOg\nxQC+T8JrV79X928gJeXfvYxZGgF6oNTDZB5xdn0REk13aPOyAGeOWoJYi+4diLf17j2n7WgQuBGH\nE3IIsASosVRKwH6eXz2IcVDHqEyEiU77Jw+YMcqAyUVL2fT53XiOvbXe5p+773jeLF7Oj4kwurRY\nq2n8ftxw+n67kkdCCebgZJqq+udxHH2ENsDtwARg2g4K84cYqTxmChI8CUysfl4qDwcfoKehMcaX\n06SiM124EMzDoaq6gbkEDD8Tty5k/BNT+brf0ajkJKAvf+ROprOaLTqktj90n7uaVtUWrMpKkD8D\nLrDPJlnWDjtcgivVsT8Tmk5Kj1GNnkPZJqXT/oUd8qJoh+ADsoZfUmecBkC4fKCiOJ3JXCABciOa\n77B6xzYEO14J/APYjDPItwznr6MAs14BfDBgX4tNHXgCGI3zrn/CyR6W7+N59widz3uJF+55konn\nzOC1E++s83+WUiywovwdJ9G8BzgH+GO0iICm08fYvnMghGBioBVr7TiFVpzD7DguIaiUFqO9mTyU\nDDJMWmQB3yEY78vhvVgxBTiEnx7Az0KvlWHP1AwyhMFWteNi3Aodi2utODdaMcptk7VWhAppku/y\nMd7fso7M+HIzwtxEJR11nfX2YHRGAnM4zK3RweWlTJosKK4iYU/GERYYz2a+4608H/4h5zZPK13Z\nwI47LKkoWdzkp1vhUiKrvwN7JYocYBOhJYfgyx9cb9ctbcAYyr+9FOR3IIrR3NMJdG2a+JO7ZXvi\nm58CewJwMw4JOg5sQbiex9/puia/5v8hHBQxuivIeJBEySaOsmyuBu7Fcaq6PbKZq7V2dNyhe6EL\nweUp7VhlxdhkxxliJ/AIjUppMdaXw4NmhEVK4gJ+FhrjPJm8HC9lEU4vzQPM3WHRa6N7cGOQoG6M\npiC5xIpyczjGib5cFptBwtKiqxHgRF9uHRr8/GSIxckgbTTBVtEHl/dY4uZ0fF1HofszSJYVYEcF\nyJcAgeQElpPL5vZ98A08Y9/nNVVNSrC9KFakoKTV5FOYZeuIb1qHspfixPoyquYNxtdhEGInbfi0\nASdQOWc8yAtAW4nuW4KvwzUNnndnuPPak6x4GOxPcYrOi4C7gGUI15d4297Y5Nf8P4SDPkatqq1k\nmwlylOSfwN1AoW3yl2kPEjju9tpkDBxJft/oP7KtZDWbKwtxhbaB4UUmQugDzuCuqf/gSyUJAUvd\nAbQOh/Lk8i/pj2IisAGBvgOt/JEpWzExUOxIV2tFSxRnWRHuCEX5P39Lfk5UEleS3u5UxlQLhgCc\n8/E9vL4ixLqPP6bzyo1s2DQIIQ5Fymk88MCjnH/R+XzyySeYF/0LO/So8345jllkcOO113D7Pffg\n8dRnWUwvqGr6jJi0cXq2NefRgMAexWh8y0LMEgtlL6w+1wwqZ59G3sl1vVGFEKT1+z+Ci4aBfQ7o\nc3ClRfG02n2hCeDObU8s+neQk3EI0L8HbgLxPcJYhSevYT/U/3Ec9DGaLFtPH6XYhvPC7gAWmTEe\n/ep+UsbeVWeOT/OkEDj+TjxtbI7PCvLd/Q9T+OV8OnszOTWQx5WhQt4FNgFVmptDdQ+PmkF6AbcC\n3yBo5doeE4M9aTwbjeKUpDVoQ1fgd2aYf5hRxvtzmZuowFSKQZ4MRni2qylLpZiRqGSDGaZ1novi\n4GA0rQ+2/SXXP/AEnc97icjab1H2KJy7D1gczid0IuOQMXh7HMe+QkkbhI/txooGAs8exWh03Sys\nYDuwPwc0FJOpnHMHuWPr5rCa20eg2yiiq4ei7AkIfRru3FyMrPwmXcfdohOJ4vtBPomzWTsRuAS0\nz9ADVpPPcyCxr8XmEGANDrkfYDIwnv9CANbYgKzdsoBN159Ta4Oi4bzJJ3EKzSuqj/cDD8fKsZTi\nnWgRlUrSU/dxXkprUoXOZ7FSLkaSBTyQCHJuShtuSstniRnBVIrbDD8ZmouEspkSL2MtEBaCK1Lq\n0jQzhUaZeoEkxwBdMbiaM3Fu3xLFlfESbsOZMHwkafGiNLky1aGYLjLDvBnewt0oKoD7iNLP+Jqh\nnjQyhZcZiUqUqjmhxhAAACAASURBVCERbE9+hcuDu8dxzeYx6etwKNGCs8C+H1iJEJPxtml64WbH\nKkAFcDYGU4A7EVpLZDxYr9j05HajxeirSGxZgtANfB1ubPL78OcfjlVVSnS18zfQU9uh+59Cc3tI\nOeTqOgnRrwgHTYw2BqG7SVTPST2BoxkJjmXJJ/EKtrgSfBQrIYJkgCvAOSmt8QqN/8RKuba6Q/Jo\noopJqe24Ld3xzAQ43hUgIDQiymZGopLlgCV0JgXqitCkCZOkuo8E/YFcPFzMpcS5EChCcX+smAeA\nvsDdiSomS7uWPvR9vJIvY9u4C8Va4HEtzGmnu1mV/SdWLdxAZM1MlJ2kHlVWN/D0GldLc923z8+F\np9VgEsWnO1R35iDE93ha/nG3z62BFSlHSS9wFNACp6vhQiaj9WLU124AeiCTZPEKhJGCr8M1TX4f\nKT2OwQq9Q3xjtuPJmdkJzfM4utdPaq/raj3LfmU4+GPU5aZK2TwOvIbDGwHYZps8X/AjustDYtnn\nWMompd0gPIPPARQs/ZRbbZMy4Kl1swgcewspY+/mp+IVoOn483oiXG7ikTJmblrAXKGR8KXjPbTu\nzK9LRNDVzcToCBh4uZobCHEFsBjFv6NFPA20B26Ml/OJUrw79WmmZg8n77SLyVz+JXfYSVKBNZqB\n0akN/vzzuev9Ndz24gXIRIhIzKxzTSU0XivM541L39znz0/zpWNktMKsPB/k5SA+RxhbMJrQxaiB\nHS5F2TYOvbUdcD8qWY5Sqp4CZaDrUbjSc0mWrkD3tsXX4dR6m0aNIb3/idjRN0gWp4FSGC26IvRH\ncQVSSel9bbPcs36B+AXEqIcSFI8D83Cmbc8EVtkWXxX+jB4pJbr2W1AKf+ej8fQ/FTNUxovPP8h1\nyRjrgb8nq7glLZ/b0juy0ozSSmj0MVJQKF4IW/xoxfgJaKG7udy/PZ+SyhG08nMlUf4NRPByO7cS\n5SRgJpKPokU8j6OvcEWsBICRXodi+m60mKAW5zIrwWdFG/nQ8GJ0ysOffwVPvvMzVmgbdqQUZ22q\nfceg6XgPGdMsCqxGehs0bxI7cr0ziqW9jhZw40ptXBV3Z1ihErArgQFAV+AGZLyywWPT+o7FndMO\ns2I5rkBvvO0GN/l9ZAyZQPl3r2KWB0CBO6c7aI/gSssitfcVtXOmBxP29RW1AQp3+H0TNVP9Bwk0\nITjJ24Jv4qW1jpXgNOjjSN6MbOUTFP2B2+wYL4c3k+fycgWSGi3NbijuipXQOy2/nr/QaF82h3sy\nCCqLHM2oJ5Hex52KHS9FcS4bgYEkeQZHLXMpTgJ7S/Wxr6HIsGJEpY1f05kRK+MhFHPReY4UTAL8\nZGazzCpAUyHGI1iGQicFr/tM4snzQZuC5othZHVots8wbcBJCPdXJDZfinD7Se9/Oa7UXJRtkixb\nD0rizu7UaBc1vnEJyBzgKZyvy+korAbnTcCxztgbVUohBOn9TySt7ziQ9kE3IP1fwsEfo24/HY4e\nz8oZ72Oo7RMYBhCUFp/HtvENinzgcivKW5Gt2ErxFxQ14/M5KN6IlXFRaluG7ORje7I/l5HeLKLK\nJkdz1xPn6muksjVZSZAJbEYxljh/xkk8lwC/Ay6vPvYtFK3MEGdXJ3jT42U8i+JdDF7Hjy0zeOPV\n2aS1mIlZsoEThGAOgohIQWmXgDwZtFcxMnLRA82n6pg59EyCCz8jUXwxuj+V9AFXo3tTkVYCs2w9\nCM2J0UYWoXjhUlBtcZhhS4BjEYav0Y0ed1Y+7r3YPRWaTuZhZ6IGn+r83kS/3f9xHPQxqqe2xMrr\nRdHmBez4F/MAVuUWMrat4Cc7SSYwYdN8FrkDiJI1vGSbnFp9rGHFeWrVNPyDzsTX4dA65/cefiFG\ntBJlJ/EHsusVRimtetJp8xK2MZYtwAVEuLx6o2kFziby2dXHvoJitB9OXdqOeVPfJ7HiK16zkzyM\nm4/wYsuWmGsLSW5ZS0a8iBMETFcQEQEQN4MaDvpjePIGornqdzT3BkIIsoZfSHD+FJJlF+JKzSJ9\n4CQ0lweZjGKWFyBcHoysjo0yHWIblwN9cDKGb4Hh6GmdGk1QPbnd9mpuS7jcZA+7AGUlQdObXKT+\nj+Ogj1F3iy6Up7chXrauToy6UZjFK+lQvJzPbRMBHL/uezb5Migv+oHJsVjtFHNU2cxKVjHWm72T\nSJ7gspS2lEkLiaKFZtSx+NOEoJdmkC7XsYGRbEFwN8FaX4BC4E62byT/C8WkRCUjvZkcPqEnk15c\nw6ykzW14+BoPttkac/VKzE0ryI0VMVzAfxRE8VVbAfYD/S/4Ox7dbFYfQneRfcwVBH/+BLPqc4yM\nlqQPvAyh6djxEGbFRjRPACOzQ4PXVFIS37wKZ7DuIpz+8sm7zMW9rXrjbbVnStMAmidAi1FXVMeo\na/+r2TcD9rXYbK7Z3P2K43zZJFDcHC/Dj1NoXo2gq+7hUDtZG2j/AAJ2nCzNYMceWA6ORUJjSNF0\nUmj4hjzKm0WlNJmRrELipHGv4XRWnwHyEajqOdAozpxZmTSpUhaWkvwFP+sYjc0EnM00DyF1FGN5\niVeII4GhhInKaUT17xg+dhDH3/4Z1z38zT58YnUhNJ20PsdDn+0eTzIZpXTqU8hYAJQL9MmkDzzB\nMYPfqeCOb1oKfIkjpX4YMB9vm+n7rRh0bg5VhH6eikzE8bTpgr/j4Qet/9B+xi8iRruceQNtumZx\n2fPP87hSRIC7EfTQXFxsK2qmgf+GYpAVpaPuqROjuYBF4zGarrlIb+R2d5I/h38rm2VmEHDSuH8D\nCZzlYgSCmo8xiKOqudVOoAuNpJJcip8tnIZiFPAs0u5NWXExV7KeJ5EkgC56mG25C1DJeRhZLUnt\ne1Gzfh+FbpA+cHydx+xoJaVTn0CZbVAqjOYOkT7oJDytetW7dqJoEQ47LAunczIVf6fS/RYzQjew\ngkWEls9AmSa+Dr3wtRuw+yf+b+Kgj1EhBJ6hFxP64XlO37KIR5VkM/CY7sZQklvtZK3L6t9sk3Fb\nFqM0nR23E/MAzUo0eo1d+awah57LWut5gttWoiP4SAhGSke65gehOROF1Wt0FRCJ2fz4/mcI3Y1t\n24zHRxmX4nQcHgJ1Clb0P/yRQm6qfk57LUwibyYy+TXu3Hak9jyxkVezd9AMHxlD6nqZmsGtlE17\nGlQ3lCxG9yvSB5+MZye/W2nGsaoKcKbQDRzd3g8IdN1/VkHC5SZZvoHIylkoKQl0GYSnZY/9dr2D\nHAd/jGoa3hHXYc14jBPL1vFXJVmM4CPNhTdWxT12spaI/hc7ybMsY27JtjrraEugTDa8jgohaLGL\nzcELUtvycngzW+0QAZw8txuwEqcdvIM5HlVAWoaPvl+8zlX/WYdlf8hIvAS5Gacnex/IP2BGHuZB\nTM7EkXvMFxLRagoy+T7e1p0J9BixF59U49C9qWQe8fs6jyXL1lM+43kQfVD2OoyMVNIGnYx7p1l1\nO1KCTCocfpbAidHJBLruvz0J4XKTKF5JZM1chBAEug9t0sznfwP7WmxuhjrDTu2gvuXl3XffXfvv\nESNGMGLEiH287J7jRF8LOrp8PBwrQ6L4P08mUjjzVhKHbrsMSEVjgCedv5pheqDIAK5C0M+9d/Qu\nTQhOC+Qxwe+04ldbMV6Il6NQnO5O5+t4GROlyXAUzyHIFhr/Cm3EAGIIyslB8UH1Kzwd6AD8mcrq\n3qyGkxqWGi6O82YwrK2Ptv3zeWVEb75/8VmscClGVju8bfo3a+IYWvIldmQ4yBcAAfZ1VM6ejHv9\nQrKOvqDuTotuAOXbfxfluFL2n72BHQ9R8uUjqORFQC+S2+5HRoOk9h6z3665M6ZPn8706dMP2PV2\ngV9EjAoheOSxx+ixbgH3TV+MJgTne7PZYidZZIZrN2SWAilCp787nT9UiwQB/AHB6L2MUUNonJvS\nmnOUc41FZoTHExVowAWeTN6LFnGlsukP/BNBqtB4JrQRC7ARlNMdhTOP6TCrWgL/oLxa29oD9BYa\nP+b3q6PiqGyT6PpZ2NEg7pxO9YU+9hFVP3+CjJ8P6j5AIWNnUvHdW3g79CFjyGl17gdCuFGU4xSb\ngF65Xy1IrNA2Sr9+DGXdBLQmUXwXMhkn0HnofrvmzvgtRvcMQtNIPeISKtbO5IKC2SjDh6/PiVgb\n57GgeFltsbcYwJuKat2XS5d9zit2kkrgbt1A5O9d4qW5fXiHX41HSYTQiBb8yJXrf0S6PKR0HsYb\ns18k3YzTCcXdukFSWvinPkBESTTDQ0XyGBxtF3CGVvoD11DBbKhWsM7XDTZ1P6JON1CaMaLrZiGT\nMbx5PXYS89l3VM35AJW8G8cgxsIOjaZ8+gsEug8jre92LpbTXVQ44kZZgEK4wo0qyjYHkuUbKPvm\nGbDvAnwkiv5E5tDTmiQy1Fz4LUb3DEJ3kTLiOgpWfMHEzYuQ3lQC/U7BXjqFRZUb+L9q5tBiILR8\nM4OMNC5KVvEIig3AMwiubqIK+85I11xcm9YBWb2OTk9U8tdkCK+mc4E7nYcjW6A6p77PbRCJ2Zwy\n9CgqpI3u8hK0LgT+XH22nsAFCI7EGVJzpkGzdBd2v+NxpW2nttrxELGCH5Cmia9tn0adDvYWFT9M\nRlnPA6cAMczywZRNfYK0vr8j0G1Y7XFCM0DFcHRCfICF0OP71fMyvnUpFbMmg30vkCC+9W6yR9QX\nJNqfaGqM7muxOReHmJyPo2F/BnDWzgftGID/TfQ2AnWMoC2lmKVXcJSdoB+KdxCc5s+lpxHgVH8e\n18RLsYBB7jSO9TZsUr4jVltRFiVjBDTB0e50AjvQT2oSu26Gn247qFv2dgf4KlbOGzKJpST9rCgf\n4Ywoj0fxGZ7qNBucHU0DeAmLKCYOhehtBJftIKIipeSnJ+6iamUc7OMQ+lskOxWSPqD5BvutYAXI\ni9k+izYO1CLM0irimxfgazew9tjU3iOomlczT7bB8eHsuP+EQOKFP6Os0dSY0yj7CCKrBh3QYnPn\nheaee+5p/OD9i19UjJ7QtT1pPwdrf+/k8vFQooLjpEUn4G3gAn9LehkBEkpyUaICBQzzZNZTl24I\nS8wIK8w4GZrG0Z70WjEvoJYW1M+dQj/3dvpoJ1c+X8fLWS4tDGlyvB3nBRwWwuEoyvGzPQ481f9+\nhhgxbOAH4Fsl8e9Ap1G2RenUp7FC7cE+nMjql0ntVUxKj+az/bDD5aBq2AgCR7VOkNj0I2antXUS\n55SeowktGwP2DaAtRHP/jLdt04S59gbR9bNR1kU42oaA3ZXw8nMOaLH5W4zuOYQQeLsMhy7Dax/T\n/dm8uXEuhWaMLCX5QNPwDzgDV2Y7tinF2PXfIzQXqvcJeHfTGVNKEd+8ALNsI3ogE3+nI+vQOGtY\nM778wyH/8NrHXcfdxvMrvkIzoySrtnJ1cCt/U5IY0F3abGJHVWs/YAEvE0RhA58Da5QkdYfxDWnG\nKf3yUezYoSAHEln1LOmDf4d/JwrwvsAKlwI165ILGAuqF5HVk/F3HLRdBVM38HceTmz9SJR9GWgz\n0PyV+7XTGFn1A9h34NiHAXY24WV/OaDF5m8xuucQmoa351jouX2zovdlt/Lsg5ewKhRE2oqvhOBG\nXw7ZmsEUIZiQDOEVGhf4c2m/G2VnqRSzk0E22RatdRdD3Wn1KLXgzGPWzGQC3KB3YOvwTswhi8i0\nb7gvUs611Xok+VKRrBejCRRTiOGsta8AIc0gNbA9F7fjQUq/eAiZHAsqj8iqZ8g68uxm8Zavfb+x\nYqBGgMgHHAsyQHDRo/jyB9daiGn+TDytupEsOg5lnwXaJ44PZ+b+s9sLL58F9uPUfhVtjciKt3Af\neeCKzabG6L4WmxZwFfAFTn30Av/lgenpBVWMOud0qBYI2hVcQjAptT3zzBAV0uIKl79WQn2QJ63W\ni68pmJMI8nI0TpKrcLGKqfHPuTstF7/Q+MkMsdVKkOfycKiRWicwfULnJL9DNnoxtImzoZZvfxXw\nOcXAtcCpOGrblfTQo0SVjk9aBBCc5m9ZR7Fz7ty5lK/dCPYywI2yryG6tj2pPUc1mxmzkZlDsvSv\nIN04Op8vAINQKoyMldY51p9/GLo3ldjGj9AMg0D3hn04mw1KQp0blxe1Cxr0/zgOuhjdE3iFxo1p\n+cxNhggqyQ2Gv9Z/c5g3k2He+h5WjeGreJAPYookV2PwIzMTP3JHWgt0BD8kg5TaSdq7vPQ3Uup0\n/dI0F6dUiyE8UlXARByegYZjhn0F83Hkx0bgkPE1BhnFbAik4qkK4/cFcA86t86McqJoKXY4tVa1\nDvtCQou7E+g+otlky13pOVih20HdDgzFITaNAxHFjtUVLUg5ZDR6ShbxLe+i+3ykdL+ung9ns0JJ\nwLfDA75qVd1fJQ7KGH3hnlMYkd80tkBFxUQ+/PBDEokEtx9/PPn5+dX/c2GTnj+9oIqL7nqf0MJP\nia5di7LPAX0a8cLnyRp+CSib6PofkPEg7had8eQdUuf5rkA2rkFnAmB/fAvnKYnASVnPU5L7+Bh4\nDEcl4VbAxpffkVe3RXgyWkbAk4rvyEvrzCjHNszBjvcF+a7zgH0iwfknNWux6UpriVl6PY7VSB8c\n266bENpP2LHKOqJ2aQPG48r4kWTJ27gCaQS6T9q/M89S4rgY18C7gyDhrw4HZYw2BWtfuYBN15/D\nJyqb+R4PAsVtRirp1XY+4/25jPc3TTxRKcVzkUoWmnkkOQ0377LY3MplgQwSKL5LVBFVNj2NAF12\nyEmHndGbtg+/zumvzufnqQswYx9ybjUrKRM4AZs3eRLH06EdcDWwBX/Xo7ln42z+kAiR6s/Gd9Tl\ndb7zkdXfIpOngHraecA+gqr5N5M7tvmKTT2lDXboSuBKHAmyj4EXENpryESodp0UQpA59Bwia2di\nlr2NkZ5NoNtF+9eGRCrqxqjvoI3R5pAs+rz656BAY6q0jcElBIdVC4osMSP8uWotISnpafg5M5CH\nTzRtOP6tWIwkU4AjsYCQOpVP4tNYkKgiC8VpwKcJwSojzDmBVg1SWlvoHt63opyJQsPRg8wiQh7P\ns5FXgQTdidPZncMobz62co7b8Vwz31pCq+5f4jHaEk3UzERmggggrXizFJt2pJxYwTxQHXEEts/B\nSWb/BOJYjKyJ9Z7jyevZrLtNu4KnTV/Ekn+i5ACgJ+h34t9hF/xXiIMqRvcUHqFxZHXXck6iimdC\nhcRR9DdSmOBvWU+UqyEopXgvVo7FUqAzJooyOZSPY6uYnaigA07f7+2EYKMno9HFN0d3855MMBKQ\nOP5jbYiSwgNs4mH8xMkkwaHudG44czh5D7zM799czL
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