{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Chapter 3: a Tour of Machine Learning Classifiers ala Scikit-learn\n", "\n", "### First steps with scikit-learn\n", "\n", "#### Loading in Iris Dataset\n", "\n", "We start by loading in the iris dataset, which is available via scikit-learn:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn import datasets\n", "import numpy as np\n", "\n", "iris = datasets.load_iris()\n", "\n", "# selecting out the 2nd and 3rd attributes, 'petal length' and 'petal width'\n", "X = iris.data[:, [2, 3]]\n", "y = iris.target" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we are workign with just 2 features so we can continue to visualize in 2-d and also that the target values are already in integer format; 0, 1, 2 correspond to Iris-Setosa, Iris-Versicolor, and Iris-Virginica." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 2])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.unique(y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Splitting data set into training and test datasets\n", "\n", "There will be more on this later in the book, but let's split up the dataset so we can cross validate." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.cross_validation import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.3, random_state = 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also apply basic feature scaling " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "sc = StandardScaler()\n", "\n", "sc.fit(X_train)\n", "X_train_std = sc.transform(X_train)\n", "X_test_std = sc.transform(X_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we can apply the built in version of the perceptron algorithm we authored in Chapter 2." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Misclassified samples: 4\n" ] } ], "source": [ "from sklearn.linear_model import Perceptron\n", "\n", "ppn = Perceptron(n_iter=40, eta0=0.01, random_state=0)\n", "ppn.fit(X_train_std, y_train)\n", "\n", "y_pred = ppn.predict(X_test_std)\n", "\n", "print('Misclassified samples: %d' % (y_test != y_pred).sum())" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.91\n" ] } ], "source": [ "from sklearn.metrics import accuracy_score\n", "print('Accuracy: %.2f' % accuracy_score(y_test, y_pred))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's interesting that when evaluating on unseen data we miss some points in the test set; in chapter 2 we were merely observing that we ultimately are able to fit all of the training data. Let's verify that the skikit-learn ppn also fully fits the training data: " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Misclassified samples: 10\n", "Accuracy on training data: 0.90\n" ] } ], "source": [ "y_train_predict = ppn.predict(X_train_std)\n", "print('Misclassified samples: %d' % (y_train != y_train_predict).sum())\n", "print('Accuracy on training data: %.2f' % accuracy_score(\n", " y_train, \n", " y_train_predict))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Huh, I guess the scikit-learn perceptron is more careful not to overfit when training? Why else would it not have fit the training data 100%?\n", "\n", "After reading ahead, it turns out we're looking at a larger sample of data that include 3 classes of flower and cannot be linearly separated. See below for the deets." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's plot the decision regions. This version is improved from chapter 2" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# %load decision_region_plot.py\n", "\"\"\"\n", "Helper function for plotting decision regions from Chapter 3 of Python Machine Learning.\n", "\n", "It's improved on the Chapter 3 version in that it can plot the test vs training set differently.\n", "\"\"\"\n", "\n", "from matplotlib.colors import ListedColormap\n", "import matplotlib.pyplot as plt\n", "import warnings\n", "\n", "\n", "def versiontuple(v):\n", " return tuple(map(int, (v.split(\".\"))))\n", "\n", "\n", "def plot_decision_regions(X, y, classifier, test_idx=None, resolution=0.02):\n", " # setup marker generator and color map\n", " markers = ('s', 'x', 'o', '^', 'v')\n", " colors = ('red', 'blue', 'lightgreen', 'gray', 'cyan')\n", " cmap = ListedColormap(colors[:len(np.unique(y))])\n", "\n", " # plot the decision surface\n", " x1_min, x1_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", " x2_min, x2_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", " xx1, xx2 = np.meshgrid(np.arange(x1_min, x1_max, resolution),\n", " np.arange(x2_min, x2_max, resolution))\n", " Z = classifier.predict(np.array([xx1.ravel(), xx2.ravel()]).T)\n", " Z = Z.reshape(xx1.shape)\n", " plt.contourf(xx1, xx2, Z, alpha=0.4, cmap=cmap)\n", " plt.xlim(xx1.min(), xx1.max())\n", " plt.ylim(xx2.min(), xx2.max())\n", "\n", " # plot all samples\n", " if not versiontuple(np.__version__) >= versiontuple('1.9.0'):\n", " X_test, y_test = X[list(test_idx), :], y[list(test_idx)]\n", " warnings.warn('Please update to NumPy 1.9.0 or newer')\n", " else:\n", " X_test, y_test = X[test_idx, :], y[test_idx]\n", " for idx, cl in enumerate(np.unique(y)):\n", " plt.scatter(x=X[y == cl, 0], y=X[y == cl, 1],\n", " alpha=0.8, c=cmap(idx),\n", " marker=markers[idx], label=cl)\n", "\n", " # highlight test samples\n", " if test_idx:\n", " X_test, y_test = X[test_idx, :], y[test_idx]\n", " plt.scatter(X_test[:, 0], X_test[:, 1], c='',\n", " alpha=1.0, linewidth=1, marker='o',\n", " s=55, label='test set')\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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6kinJ3/nk84C1rPnRg0fJIovmXZvj7HLtLgPnSs4EdAsgiyyOHjyKl7cXACmJ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\nSZ1MpCRJ61uyhMUcC/OdN0qSpF62GHQAk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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 281, "width": 425 } }, "output_type": "display_data" } ], "source": [ "X_combined_std = np.vstack((X_train_std, X_test_std))\n", "y_combined = np.hstack((y_train, y_test))\n", "\n", "plot_decision_regions(X=X_combined_std, y=y_combined, \n", " classifier=ppn, test_idx=range(105,150))\n", "plt.xlabel('petal length [standardized]')\n", "plt.ylabel('petal width [standardized]')\n", "plt.legend(loc='upper left')\n", "\n", "plt.tight_layout()\n", "# plt.savefig('./figures/iris_perceptron_scikit.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Logistic regression\n", "\n", "Let's explore logistic regression, one of the most widely used linear classification algorithms and a more realistic choice than the perceptron.\n", "\n", "See my [other notebook](http://karlrosaen.com/ml/notebooks/logistic-regression-why-sigmoid/) exploring some of the intuition behind why one would use a logistic function / sigmoid in the first place." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what a sigmoid function looks like, as it is what's used for the activation function in linear regresion." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 281, "width": 422 } }, "output_type": "display_data" } ], "source": [ "def sigmoid(z):\n", " return 1.0 / (1.0 + np.exp(-z))\n", "\n", "z = np.arange(-7, 7, 0.1)\n", "phi_z = sigmoid(z)\n", "\n", "plt.plot(z, phi_z)\n", "plt.axvline(0.0, color='k')\n", "plt.ylim(-0.1, 1.1)\n", "plt.xlabel('z')\n", "plt.ylabel('$\\phi (z)$')\n", "\n", "# y axis ticks and gridline\n", "plt.yticks([0.0, 0.5, 1.0])\n", "ax = plt.gca()\n", "ax.yaxis.grid(True)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Off the shelve Logistic Regression\n", "\n", "Scikit-learn has a nicely optimized logistic regression classifier that supports multiclass settings, let's give it a whirl." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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XP9uYuvxJdfflB1/y2hOv0TykOS/NfolZz83i1JlTZKRnULN2TTDgbNJZvGp6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\n+lEYxyYiIh3F6azLl3K7lS8lIiLt1qNmp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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 281, "width": 425 } }, "output_type": "display_data" } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", "lr = LogisticRegression(C=1000.0, random_state=0)\n", "lr.fit(X_train_std, y_train)\n", "\n", "plot_decision_regions(X_combined_std, y_combined,\n", " classifier=lr, test_idx=range(105, 150))\n", "plt.xlabel('petal length [standardized]')\n", "plt.ylabel('petal width [standardized]')\n", "plt.legend(loc='upper left')\n", "plt.tight_layout()\n", "# plt.savefig('./figures/logistic_regression.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A handy feature is that we can get the class membership probability of an individual sample, something that wasn't available with our single-layer neural network classifiers from chapter 2:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['0.000', '0.063', '0.937']" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[\"%.3f\" % el for el in lr.predict_proba(X_test_std[0,:])[0]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Homegrown Logistic Regression implementation\n", "\n", "The book notes\n", "\n", "> If we were to implement logistic regression ourselves, we could simply substitute the cost function J in our Adaline implementation from Chapter 2\n", "\n", "The author has published [a bonus notebook](http://nbviewer.jupyter.org/github/rasbt/python-machine-learning-book/blob/master/code/bonus/logistic_regression.ipynb) doing just that. In chapter 2 I'd taken a slightly different approach to implementing Adeline, using a higher order function instead of a class. Here is my updated version:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# %load kr_decision_region_plot.py\n", "\"\"\"\n", "Helper function for plotting decision regions from Chapter 2 of Python Machine Learning.\n", "\n", "Adapted to work with my different approach to implementation.\n", "\"\"\"\n", "\n", "from matplotlib.colors import ListedColormap\n", "\n", "\n", "def kr_plot_decision_regions(plt, observations, labels, predict_fn, weights, resolution=0.02,\n", " xlabel='sepal length [cm]', ylabel='petal length [cm]'):\n", " # we define a number of colors and markers and create a color map from\n", " # the list of colors via ListedColormap\n", " markers = ('s', 'x', 'o', '^', 'v')\n", " colors = ('red', 'blue', 'lightgreen', 'gray', 'cyan')\n", " cmap = ListedColormap(colors[:len(np.unique(labels))])\n", "\n", " # We determine the minimum and maximum values for the two features and use those\n", " # feature vectors to create a pair of grid arrays xx1 and xx2 via the NumPy meshgrid function\n", " x1_min, x1_max = observations[:, 0].min() - 1, observations[:, 0].max() + 1\n", " x2_min, x2_max = observations[:, 1].min() - 1, observations[:, 1].max() + 1\n", " xx1, xx2 = np.meshgrid(np.arange(x1_min, x1_max, resolution),\n", " np.arange(x2_min, x2_max, resolution))\n", "\n", " # Since we trained our perceptron classifier on two feature dimensions,\n", " # we need to flatten the grid arrays and create a matrix that has the same number of\n", " # columns as the Iris training subset so that we can use the predict method to\n", " # predict the class labels Z of the corresponding grid points.\n", " Z = predict_fn(np.array([xx1.ravel(), xx2.ravel()]).T, weights)\n", " Z = Z.reshape(xx1.shape)\n", "\n", " # After reshaping the predicted class labels Z into a grid with the same dimensions\n", " # as xx1 and xx2, we can now draw a contour plot via matplotlib's contourf function\n", " # that maps the different decision regions to different colors for each\n", " # predicted class in the grid array\n", " plt.contourf(xx1, xx2, Z, alpha=0.4, cmap=cmap)\n", " plt.xlim(xx1.min(), xx1.max())\n", " plt.ylim(xx2.min(), xx2.max())\n", "\n", " # plot class samples\n", " for idx, cl in enumerate(np.unique(labels)):\n", " plt.scatter(x=observations[labels == cl, 0], y=observations[labels == cl, 1],\n", " alpha=0.8, c=cmap(idx),\n", " marker=markers[idx], label=cl)\n", " plt.xlabel(xlabel)\n", " plt.ylabel(ylabel)\n", " plt.legend(loc='upper left')\n", "\n", " plt.tight_layout()\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# %load homegrown_lr.py\n", "\"\"\"\n", "Implementation of logistic regression for chapter 3 of \"Python Machine Learning\".\n", "This is adapted from chapter 2's implementation of ADAptive LInear NEuron (Adaline).\n", "\"\"\"\n", "import numpy as np\n", "\n", "\n", "def homegrown_lr(observations, labels, learning_rate=0.02, max_training_iterations=100):\n", " \"\"\"\n", " Trains a (binary) perceptron, returning a function that can predict / classify\n", " given a new observations, as well as insight into how the training progressed via\n", " a log of the weights and squared errors for each iteration.\n", "\n", " :param observations: array of rows\n", " :param labels: correct label classification for each row: [1, -1, 1, 1, ...]\n", " :param learning_rate: how fast to update weights\n", " :param max_training_iterations: max number of times to iterate through observations\n", " :return: (prediction_fn, weights_log, errors_log)\n", " \"\"\"\n", " the_weights = np.zeros(1 + observations.shape[1])\n", " weights_log = []\n", " num_errors_log = []\n", " squared_error_log = []\n", "\n", " def sigmoid(z):\n", " return 1.0 / (1.0 + np.exp(-z))\n", "\n", " def net_input(observations, weights):\n", " return np.dot(observations, weights[1:]) + weights[0]\n", "\n", " def activation(observations, weights):\n", " return sigmoid(net_input(observations, weights))\n", "\n", " def quantized_output(output):\n", " return np.where(output >= 0.5, 1, 0)\n", "\n", " def predict(observations, weights=the_weights):\n", " return quantized_output(activation(observations, weights))\n", "\n", " for _ in range(max_training_iterations):\n", " weights_log.append(np.copy(the_weights))\n", " raw_outputs = activation(observations, the_weights)\n", " errors = labels - raw_outputs\n", " weight_deltas = learning_rate * np.dot(observations.transpose(), errors)\n", " the_weights[1:] += weight_deltas\n", " the_weights[0] += learning_rate * np.sum(errors)\n", "\n", " squared_errors = (errors ** 2).sum() / 2.0\n", " num_errors = (quantized_output(raw_outputs) != labels).sum()\n", " squared_error_log.append(squared_errors)\n", " num_errors_log.append(num_errors)\n", " if num_errors == 0:\n", " break\n", "\n", " return predict, weights_log, squared_error_log, num_errors_log\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And here is an application of it applied to a subset of the Iris dataset that only has two classes (my implementation has not been adapted to perform one-vs-rest to extend to multiple classes, so as in chapter 2, we only look at a binary example)." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " 0 1 2 3 4\n", "145 6.7 3.0 5.2 2.3 Iris-virginica\n", "146 6.3 2.5 5.0 1.9 Iris-virginica\n", "147 6.5 3.0 5.2 2.0 Iris-virginica\n", "148 6.2 3.4 5.4 2.3 Iris-virginica\n", "149 5.9 3.0 5.1 1.8 Iris-virginica" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "df = pd.read_csv('iris.data', header=None)\n", "\n", "df.tail()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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3y5NFPHusHQRIKd2VUjof+L981WlVqla7JHYopXP3tLJLNyfCVWSXE04jS8tdcjvZiNAe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jYhmwAvh4SukDKaU/AK6jmLyrJhsYKJ4t5ZEkSeptucL+AqD2rv6Zleerao6t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\n+vDDi3MsG5Imx7BfEsO+JI3NTd/yaeV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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 270, "width": 381 } }, "output_type": "display_data" } ], "source": [ "# Get the first 100 rows, selecting columns 0 and 2 (sepal and petal length)\n", "sepal_petal_rows = df.iloc[0:100, [0, 2]].values\n", "\n", "# select setosa and versicolor\n", "y = df.iloc[0:100, 4].values\n", "y = np.where(y == 'Iris-setosa', 1, 0)\n", "\n", "# standardize \n", "sepal_petal_rows_std = np.copy(sepal_petal_rows)\n", "for i in range(sepal_petal_rows_std.shape[1]):\n", " sepal_petal_rows_std[:, i] = (sepal_petal_rows[:,i] - sepal_petal_rows[:,i].mean()) / sepal_petal_rows[:,i].std()\n", "\n", "predict_lr_fn, weights_log, squared_error_log, num_errors_log = homegrown_lr(\n", " sepal_petal_rows_std, y, learning_rate=0.05)\n", "plt.title('Homegrown Logistic Regression')\n", "kr_plot_decision_regions(\n", " plt, sepal_petal_rows_std, y, predict_lr_fn, weights_log[-1],\n", " xlabel = 'sepal length [standardized]',\n", " ylabel = 'petal length [standardized]')\n", "\n", "plt.plot(range(1, len(num_errors_log) + 1), num_errors_log, marker='o')\n", "plt.xlabel('Epochs')\n", "plt.ylabel('Num misclassifications')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tackling overfitting via regularization\n", "\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Ol5V7VzLxrxPZtXsXzbs1p8fTPfAsk77ik/4cpLDlYTQMbsjf3/47XYK7kHwu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PaHtRzef7jW7Tet3sT+Pftp07YN/Qb1q/Lxh40ehtHPyIblG8jYm1Hr/rdu2EpaShqhEaFcMPSC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\niuFGcuVpdkrpx42IQaNLRPQAa1NKv9LoWCQ1jmOkJEkjLiKOr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du2LFCh6Z9Ag59XO468W7aNe9XeG23f/bzXuPvof/cX9effFV+vfvX24tWVlZ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\n5Ov7oNqNU0oPRsSPgPcCN0XEleSWswOKY7mJXJs0aCmlf4+Iw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MiSoiUpyCwjGPAqcAC6y1S9wuRoqaOXMmv/76q9/yFStWsGbNGowxvhF/AOLj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\nvmP2zbyO1958jaMmH/W2day+Le1cSimV3jb/VkO34qWvvJR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i6dNNn7L2t7XUKFeD25rdVuDtm8HPP6dPLnbtSr9PrVrpk4uYGG8WKZHiZsSI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\n/pHrtrLivw4bN27kxIkTmco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9Cj/8AI0aBTui07Nl/xZiX4oFYOO9G4mpVAwGoIhInqln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\nkCR1BXNrSNLYY7AhSeoK5taQpLHHYEOSVDlza0jS2GSwIUmqnLk1JGl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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 273, "width": 397 } }, "output_type": "display_data" } ], "source": [ "weights = []\n", "params = []\n", "training_fits = []\n", "test_fits = []\n", "\n", "for i, c in enumerate(np.arange(-5, 5)):\n", " lr = LogisticRegression(C=10**c, random_state=0)\n", " lr.fit(X_train_std, y_train)\n", " training_accuracy = accuracy_score(y_train, lr.predict(X_train_std))\n", " test_accuracy=accuracy_score(y_test, lr.predict(X_test_std))\n", "# print(\"with c = 10**{c}:\\nweights: {weights}\\nfit {training_accuracy:.2f} training\\ngeneralized to {test_accuracy:.2f} test\\n\".format(\n", "# c=c,\n", "# weights=lr.coef_[1],\n", "# training_accuracy=training_accuracy,\n", "# test_accuracy=test_accuracy\n", "# ))\n", " weights.append(lr.coef_[1])\n", " params.append(10**c)\n", " training_fits.append(training_accuracy)\n", " test_fits.append(test_accuracy)\n", " \n", " if i == 0 or i == 9:\n", " plot_decision_regions(X_combined_std, y_combined,\n", " classifier=lr, test_idx=range(105, 150))\n", " plt.xlabel('petal length [standardized]')\n", " plt.ylabel('petal width [standardized]')\n", " plt.legend(loc='upper left')\n", " plt.tight_layout()\n", " plt.title(\"C = 10**{c}\".format(c=c))\n", " # plt.savefig('./figures/logistic_regression.png', dpi=300)\n", " plt.show()\n", " \n", "weights = np.array(weights)\n", "plt.plot(params, weights[:, 0],\n", " label='petal length')\n", "plt.plot(params, weights[:, 1], linestyle='--',\n", " label='petal width')\n", "plt.ylabel('weight coefficient')\n", "plt.xlabel('C')\n", "plt.legend(loc='upper left')\n", "plt.xscale('log')\n", "plt.show()\n", "\n", "plt.plot(params, training_fits, label='training accuracy')\n", "plt.plot(params, test_fits, label='test accuracy')\n", "plt.ylabel('accuracy')\n", "plt.xlabel('C')\n", "plt.legend(loc='upper left')\n", "plt.xscale('log')\n", "plt.show()\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's interesting that for logistic regression, decreasing the effect of regularization only seems to help the training; there is no overfitting of the training data set that doesn't generalize to the test data set.\n", "\n", "I guess it makes sense; you can't really overfit too badly with a linear model, it's not like you are curving around to fit the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Support Vector Machines\n", "\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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HV1Uv6tSqw/gp43l19KsciTnClI+mMOjBQWUW68Xtz30a+Njan0dvjibpeBLp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EgH+Gen0jNgUtykUE9J2qkjGSlH0GcjIhLunE6yM/PJJgfy8o5teS8iItKMidFT2Lnw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\n22Gc/c3i8+ZyHNdV1Q+HlN9Mm2xhG+CBruwXaTf3l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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 281, "width": 425 } }, "output_type": "display_data" } ], "source": [ "from sklearn.svm import SVC\n", "\n", "svm = SVC(kernel='linear', C=1.0, random_state=0)\n", "svm.fit(X_train_std, y_train)\n", "\n", "plot_decision_regions(X_combined_std, y_combined, classifier=svm, test_idx=range(105, 150))\n", "plt.xlabel('petal length [standardized]')\n", "plt.ylabel('petal width [standardized]')\n", "plt.legend(loc='upper left')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Non-linear fitting with kernel trick\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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4gIrLuxJFiAoMF1fAaHVqqV2nUIjpZQlRvsNLXUMUwxSBZmA4X821Wq4ClZxo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\nzgcAQE5aLemmm1yAOn9euvHG/oXg/Lw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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 281, "width": 424 } }, "output_type": "display_data" } ], "source": [ "np.random.seed(0)\n", "X_xor = np.random.randn(200, 2)\n", "y_xor = np.logical_xor(X_xor[:, 0] > 0,\n", " X_xor[:, 1] > 0)\n", "y_xor = np.where(y_xor, 1, -1)\n", "\n", "plt.scatter(X_xor[y_xor == 1, 0],\n", " X_xor[y_xor == 1, 1],\n", " c='b', marker='x',\n", " label='1')\n", "plt.scatter(X_xor[y_xor == -1, 0],\n", " X_xor[y_xor == -1, 1],\n", " c='r',\n", " marker='s',\n", " label='-1')\n", "\n", "plt.xlim([-3, 3])\n", "plt.ylim([-3, 3])\n", "plt.legend(loc='best')\n", "plt.tight_layout()\n", "# plt.savefig('./figures/xor.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Linear SVM can't cut it, but rbf can" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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R+h5kCnQEqNqJbx3WwME+xfSc9t3xtUSAyu5Ae3vGDwDwE0IUABSpnJCQOlvi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\nwMAIAAAQSCpdpWSiN/BjAMbGaFei2iSdCvD8A/kO+gFqi6TbJG2TdFe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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 281, "width": 424 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.67\n" ] }, { "data": { "image/png": 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DAMjB2LhRkmSaZsEhwReVKMMw/pukDkm/kvRh0zRPleN5OCEH8mNPJezsTE5zC+u+VX7Z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\nuSmppM7hmihJkqYxcXPasbHj7cI7IUBNbFBx3nnFXlCHD8O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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 281, "width": 424 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.95\n" ] } ], "source": [ "for model in [svm, SVC(kernel='rbf', random_state=0, gamma=0.10, C=10.0)]: \n", " model.fit(X_xor, y_xor)\n", " plot_decision_regions(X_xor, y_xor, classifier=model)\n", " plt.legend(loc='upper left')\n", " plt.tight_layout()\n", " plt.show()\n", " print('Accuracy: %.2f' % accuracy_score(y_xor, model.predict(X_xor)))\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tuning $\\gamma$\n", "\n", "Here we can see we can tune the $\\gamma$ parameter to increase variance—all the way to the point where we have overfit and get worse accuracy on the training set:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "with gamma = 0.20:\n", "fit 0.95 training\n", "generalized to 0.98 test\n", "\n" ] }, { "data": { "image/png": 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WzJkz2bFjB7Vr1+aLL76gU6dOANSuXZvnn3+ea665BmstjzzyiJ97KiIiIiLVTYi/OyBl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vU+55yzhl69rGRlQVYWxMbW/3xiY2n0vPvnV1pazs6dX/LNN8v49tt3+emn1VRXe+lDFUDt7NT3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\nGBFjqrx0Bdl3Uf6aO8gqiJXn+G5gM/B/KvZfAXypRlyr8uuss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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 297, "width": 425 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "with gamma = 0.10:\n", "fit 0.95 training\n", "generalized to 0.98 test\n", "\n" ] }, { "data": { "image/png": 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5jhZtWpR4/i9e/ILjh49jrOGHJT/w09KfADg76uxyX19EvKeqfV5S1b6qsWfP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\nqtNWSax2HuKxIXcZ/H/AP0TEW4CbgTtSSj8bzMGKcU1/Qu56N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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 297, "width": 425 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "with gamma = 100.00:\n", "fit 0.99 training\n", "generalized to 0.80 test\n", "\n" ] }, { "data": { "image/png": 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OVfkIWr60LWN8xhjatGnjdhtjDBEREWzYsCFzexERERGR4qAgVcKUlNkkXy8PPHLkSObX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lu01m7TrloIIUSb+RariDkrna3OxvemUkpxzjl3AvDJJ78nJWWn3+p6vsFQQsI7rFu3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\n5Ou8qFIQEX2AX5DvhaeAm4GlxXpXAmOA46t3EhFXA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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 297, "width": 425 } }, "output_type": "display_data" } ], "source": [ "for gamma in [0.2, 0.1, 100]:\n", " svm = SVC(kernel='rbf', random_state=0, gamma=gamma, C=10.0)\n", " svm.fit(X_train_std, y_train)\n", " training_accuracy = accuracy_score(y_train, svm.predict(X_train_std))\n", " test_accuracy=accuracy_score(y_test, svm.predict(X_test_std))\n", " print(\"with gamma = {gamma:.2f}:\\nfit {training_accuracy:.2f} training\\ngeneralized to {test_accuracy:.2f} test\\n\".format(\n", " gamma=gamma,\n", " training_accuracy=training_accuracy,\n", " test_accuracy=test_accuracy\n", " ))\n", " plot_decision_regions(X_combined_std, y_combined,\n", " classifier=svm, test_idx=range(105, 150))\n", " plt.xlabel('petal length [standardized]')\n", " plt.ylabel('petal width [standardized]')\n", " plt.legend(loc='upper left')\n", " plt.tight_layout()\n", " plt.title(\"SVM with $\\gamma$ = {gamma}\".format(gamma=gamma))\n", " plt.show()\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And let's revisit the bias / variance tradeoff again by looking at different values of the regularization parameter C" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "with C = 10**-1.00:\n", "fit 0.82 training\n", "generalized to 0.69 test\n", "\n" ] }, { "data": { "image/png": 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FGZ8xhrZt3SeqxhgiIyNZt25d9vEiIiIiIiVBiVRRXXUVs6/aB0+8z6OXPeK11anSsprk\n68sDDx06lP11vXr18jzO1ZbzeBERERGR4qZE6nyNGMGrK52rU/P2e211yterSb5O6JKTk7O/DgkJ\nyfO4ihUrApCUlFRMkYiIiIiInEuJlDc4V6feHnaCfW81hEhfB+Q9vk7oRERERERKI5U/97aTicRn\nxvs6ijKvUqVK2V+npKTkedypU6cAqFy5crHHJCIiIiLiokTKi+6rtYCk7zPZsfEk3+/d7OtwyrT6\n9c9cGnngwIE8jzt48CCA2/LoIiIiIiLFRZf2edOIEbzKScclfuP9WRi5wafhlOVL71q1agWAtZbN\nmze7LW2elZVFdHQ0AG3atCnR+ERERESkfFMiVQzue6I6vDWDO3ZO8Mn8Xbt2LVQRiK5duxZ7LEVV\nuXJlOnXqxLp161i6dCk33XTTOcf88ssvJCYmYoyhZ8+ePohSRERERMorJVLFZcQIZrOPOfeX/NTF\nUY7cF4YOHcq6deuYM2cO48ePp06dOrnaX375ZQA6duxIixYtfBGiiIiIiJRTSqRKqbJ8WZ633H//\n/UybNo09e/Zw/fXX8+GHH9K6dWtOnjzJxIkT+eKLLzDG8MILL/g6VBEREREpZ5RIlTKl7bI8XyZ0\nwcHBLFy4kJ49e/Lrr7/Stm1bqlSpQlJSEtZa/Pz8eOGFF+jVq5fPYhQRERGR8kmJVClTWi7LKy0J\nXYcOHdi0aROTJ09m0aJFHDhwgJo1a3L55Zfz6KOPcs011xTr/CIiIiIi7hhrra9jKFOMMRbAzphR\nuOPvd2yS0vssZZExBoCo1CgfRyIiIiLifR2COwBgrTWe9tV9pERERERERDykREpERERERMRDSqRE\nREREREQ8pERKRERERETEQ0qkREREREREPKRESkRERERExENKpERERERERDykREpERERERMRDSqRE\nREREREQ8VO4SKWNMNWPM34wxXxhjdhhjThlj4o0xPxpjhhtjPL6rsYiIiIiIlC8Bvg7AB24BpgMH\nge+BvUAdYBDwLtAXGOKz6EREREREpNQrj4lUNDDAWrso54vGmCeBtcBgY8wga+18n0QnIiIiIiKl\nXrm7tM9a+/3ZSZTz9SPAW85vry7ZqEREREREpCwpd4lUATLOehYRERERETmHEiknY0wAcJfz2299\nGYuIiIiIiJRuSqTO+BfQFlhkrV3q62BERERERKT0UiIFGGNGAWOALcCdPg5HRERERERKufJYtS8X\nY8zfgWnAZqCntTa+UP3uvz/Ptmeuv54JAwZ4J8ByKikpie+++45169axfv161q1bR2xsLABbt26l\nZcuWPo5QRERERMqC6ROn89bzbxV8oIeMtdbrg5YVxphHgKnAHziSqOOF6GMB7IwZhZvDmXCV5/e5\nKBYsWMCgQYPOed0Yw5YtW5RIlRDX/amjUqN8HImIiIiI93UI7gCAtdZ42rfcrkgZY8YBk4GNwLXW\n2lgfhyQ5GGOoVasWnTp1olOnTtSrV4/77rvP12GJiIiIiADlNJEyxvwTeBZYD/Qu7OV8ZUlaGgQF\nFb3d1wYMGMDAgQOzv4+JifFdMCIiIiIiZyl3iZQx5m4cSVQm8BPwiOvypRx2W2tnlXRs3nLsGDzw\nANxyi+NxtrlzHY8334SaNUs+vsLw81MdFBEREREpvcpdIgU0cT77AY/kccwPgM8SqawsMMbxyKs9\nvzxj3TqIiYEXX3R8nzOZmjv3zOvr1kG/fl4JWURERESkXCl3/+xvrX3WWutnrfV3Prt79PBVfJmZ\nMGECvPUWuKtPER0NQ4fCnj15j9GvHzz+uOPrF190JE+QO4l6/PGCk6iC6mOofoaIiIiIlFflLpEq\n7TZvhsWL4b33zk2moqMdl+zt2AGzZ+c/zi235E6mhgzJnUS5u+Qvp4MHYfhw2L3bffvMmfCvfzlW\nx0REREREyhslUqVMhw4waRL4++dOplxJVGIiXH31mSQpPzmTKVdCVJgkCuDdd+GPP2DkyHOTqZkz\n4T//gfnzHceIiIiIiJQ35XGPVKl37bWO56efdiRT0dEQFXUmifrXvyAwsHhjePxxOHIEfvnFkUy9\n9RY0bXomiTIGxo+Hiy4q3jhEREREREojrUiVUtde61iZAvjpp6IlUTn3RDVt6njOuWcqP8HB8Mor\n0LkznDjhSKYmTMidRA0Y4PFpiYiIiIhcEJRIlWKNGuX+vkkTCCjkGuLZhSU++8x9AYr8nJ1MffWV\n43UlUSIiIiJS3imRKqVce6JymjUr72p+OX39tfvCEmcXoPj664LjCA527NvKqV27gvuJiIiIiFzI\nlEiVQmcXllizBiZPPrcARV46dXKsXrkrLOFKppo0cRxXkJkz4Z13cr/mrgCFiIiIiEh5okSqlNm5\nM3cS5doT5doz5Uqmzk5ucqpZE+bMybs63y23ONpr1sw/lpyFJZ55xrFXK+eeKSVTIiIiIlJeKZEq\nZWrVcuyNcldYwpVMhYRA+/b5jxMUdH7tH3xwbmEJdwUoYmIKdVpFcvz48exHXFxc9utxcXG52qzu\nDCwiIiIiJUzlz0uZKlXgjTegQgX31fmuvdZxSV5YWPHG0bChY/4nn8xdWMKVTI0d60imijOOWrVq\nnfOatZYrrrgi12sxMTE0Orsyh4iIiIhIMVIiVQpVqpR/e3EnUQDXXAMLFkDt2ue2BQfD1KmQmgqh\nocUbhzGmeCcQERERESkCJVKSJ3dJlEtQUMGXB56vrKys4p1ARERERKSItEdKRERERETEQ0qkRERE\nREREPKRESkRERERExENKpERERERERDykREpERERERMRDSqREREREREQ8pERKRERERETEQ7qPlIiI\niEgpdOLoCb6Y+QVL5i3h+JHjWGsJrxFOzxt6MnjEYOo0qOPrEEXKNSVSIiIiIqXIqeRTTBk7hS/n\nfElGekauthNHTrBj8w7effFdrh10LU+//jRVw6v6KFKR8k2JlIiIiEgRWWuJjopm55adAES0jiCy\nQyTGmCKNlxifyMjrR7Jp/Sb8/Pzofn13ruh5BRaLwRBYIZBfvv+F5QuW8+1n37Ltj23839T/48TR\nE16ZX0QKT4mUiIiISBFER0Xz3kvvEbMjhkwyAfDHnybNmzDisRFEdoj0aLzMzEzG3DaGTes3Ub9J\nfcb+ayxL5i3hiw++OGf81z5/jX+N/Re7tu7i4cEP06BlA/z8/M5rfhHxjIpNiIiIiHgoOiqaSaMm\nsX3HdvzD/Wk/oD3tB7THP9yf7Tu2M2nUJKKjoj0a8/svv2ftD2upXrs6T732FLOmzcpz/NfGv0Zg\nhUACKgSQlpJG1QZVz3t+EfGMEikRERERD1hree+l90hKS6Ldde0Y9cko+o/pT/8x/Rn1ySja9mlL\nUloS7730HtbaQo879+25AIz4xwj+N/t/+Y4fnxTP0UNH6dCnAwDHYo7R79F+5zW/iHhGiZSIiIiI\nB6KjoonZEUNItRD6jelHQIUzOyUCKgTQf0x/gsODidkRU+hVoX079/Hzdz8THBJM60ta5zt+z5E9\nqVSzEtZYej/Umyo1qrB/8352rd9V5PlFxHNKpEREREQ8sHPLTjLJpGXXlgQEnrvdPKBCAJFXRpJJ\nZnYRioJs37wdgE5Xd+Lw/sP5jp+ZlUnjSxoTEhbCiX0n6NDbsSq1/8/9RZ5fRDynREpERETEx04l\nnQKgSmgVj/uGVA0BIPVkqldjEpH8KZESERER8UBE6wj88Wfbqm3n3OcJION0BtE/ReOPPxGtIwo1\nZsXKFQFH+fOCxvf382fPxj2kxKdQO6I2pxIcSVhwleAizy8inlMiJaXW3r17mTZtGgMGDKBRo0YE\nBQVRpUoVLrroIp544gkOHz7s6xBFRKQciuwQSZPmTUiJTWHRK4vIOH0m2ck4ncGiqYtIjUulSfMm\nhS5B3rJ9SwDWrVhHnQZ18h1/+VvLST6WjLGGXxf9yu+LfwegUftGRZ5fRDxnVM3FM8YYC2BnzCjc\n8fffD6CqOR7at28fjRs3zv7eGEPVqlVJTk4mI8PxByU8PJx58+bRvXt3H0V54XPd0DEqNcrHkYiI\nlC6u8udJaUkEhwcTeaUjYdn641bS4tOoHFSZp19/2qNEZuSAkaxeupp/TPkHna/pnO/4/pn+YCE+\nIZ6je48SVjeMa/52DdE/RRd5fpHyqEOwY4+htdbju1grkfKQEqmSERMTQ0REBP3792fYsGH07NmT\n0NBQMjIyWLZsGQ899BC7d++matWqREdHU7t2bV+HfEFSIiUixSnlVAqLP1vMsgXLiD0WCwaq16pO\n70G96T24N0HBQb4OMV/eviHv9199z+ibRxNeI5wPV3xISnJKvuPHHY9j1M2jSD2VSq1GtQitHqob\n8op4SIlUCSpriVRCQgIrVqwgPj6esLAwrr76akJDQ30SiycSExPZs2cP7du3d9seHR3NJZdcQmpq\nKhMmTGD8+PElHGH5oERKRIpD+ul0pk+czmfvfkZiXKLbY8Kqh3Hr/bdy3xP3ERgYWMIRFp61luio\n6OzqeM3bNKdl+5bZvz89kZWVxUM3PsSqJauoXb82r897nVYXtXI7fsz2GEYNHsWe7Xto0a4Fd42+\ni4DAgPOaX6Q8UiJVgspKIpWens5rr73G/C/mk5SaRBZZ+OFH5eDKDLppEKNHjy7Vf5gKo0ePHvzw\nww/ccMMNLFiwwNfhXJCUSImIt51KOsXDgx9m3Yp1ALTr1I4hI4bQrHUzsLB903bmvjuXrb9tBaBr\n7668+umrBIcE+zLsEpN8MpkHb3iQjWs2AnBFzysYcu8QR3KEYfe23Xz27mes/Hol1lpatm/J21+/\nTbWa1XwcuUjZdD6J1Lk3J5BSIysri6ioKA4ePEhISAiXXXYZVaoUXBY1KyuLJ554giXfL+GUPUWz\njs2oE1GHwzsPs2vDLj74+AMOHz7Miy++iJ9f2a03Uq2a449GZmamjyMREZHCyMzM5LE7HmPdinXU\nqFODl+e8zCV/uSTXiku7Tu0YNHwQ61as4/E7H2fVklU8OfxJXvnoFZ+ssmRlZbFk3hI2/LQBgI5X\ndqT34N7F9vezUpVKvP3N20x9YipfzPyCNcvXsGb5mnOOC6wQSL9b+zHulXFUrlq5WGIRkfxpRcpD\nJbUitXTpUt588012791Nps3EYKgcUpkB1w9g9OjRhISE5Nl3+fLljB03lvSK6dz94t00bNMwu23f\nn/uY9fgsAk8FMvXFqfTo0aPAWFJTU4mKiiIlJYW6devSokULn18ykJGRQcOGDTly5Ajjxo1j8uTJ\nPo3nQqUVKRHxpiXzlvCPv/6DsOphfPDDB6SlpOW7B8jP349hPYZxMuEkbyx4g27XdSvReBd/vphX\nnniFxIREAkIc//ackZJB1dCqjJ08lj439ynW+RPjElk4eyGLP1/MiSMnsNZSrWY1etzQg5uG3UT1\nWtWLdX6R8kArUheYefPm8fzk50nKSqJSzUo0a9+MhKMJ7Nu0jzmfzWH79u1Mnz6doCD3m3DnzZtH\nalYqve/pnSuJAmjYpiE9hvVg6X+W8vnnn+ebSKWlpfH2228zf/584hLjsFj8jT9tWrXhgQceoGvX\nrl49b0+88cYbHDlyBH9/f+6++26fxSEiIoX36YxPAXjg6QdIS0nLVZWuzZVtAIj+KZrtO7YzadQk\nnn79aUY8PoJpT03j0xmflmgitfjzxUx4cALBYcHUaVOHZlc0A2DXml0kHExgwoMTAIo1maoaXpU7\nH76TOx++s9jmEJGi04qUh4p7Rero0aMMuGEAsadjuXbktXQd0hU/f8flA4d2HGL2k7PJOJbBIw89\nwvDhw92O0b17d/Yl7mPc/HFUqXbupYAnY08yZdAUGlZtyA8//OB2jNOnT/PII4/w0y8/ccqeonZE\nbarWrMq+P/eRnphOZf/KTHx2Iv369SvUeXlTVFQUXbp0ITU1ldGjR/Pqq6+WeAzlhVakRMRbdkfv\nZuBFAwmpFMKyXcuY+PeJbN+xnXbXtaPfo/0IqOBc8XHeB2nz4s20aN6C/5v6f/Ru3pv00+l8veVr\n6jepX+yxZmVlcV3kdaSbdDrc0IHrn7qewCDHvuL0tHS+mvQVUV9GEWgD+Tb62zJ9mbxIeXc+K1L6\nP7+UWbDaHvBaAAAgAElEQVRgAcnpybTq1oput3XLTqIA6javy8CxA0mxKcybN69Y9wZ98sknrPpl\nFSbc8Ld//42/v/d37vrXXTz+2eN0u6sbiZmJTJw0kRMnThRbDO4cOnSIG2+8kdTUVC677DKmTJlS\novOLiEjR/LHuDwC6XdeNAzEHiNkRQ0i1EPqNOZNEAQRUCKD/mP4EhwcTsyOGoweP0qVHF6y1/Lnx\nzxKJdcm8JSQmJBJaL5QBTw/ITqIAAoMCuf7p6wmtF0piQiJL5i0pkZhEpPRRIlXK/Pbbb6TbdC7p\nc4nb9uadmhMSFsKhI4c4fPiw22PatGlDIIFs+n6T2/Y/vvuDQAJp06aN2/bMzEw+++wzUmwKA8cO\npHH7MzfGDQwKpOfwnjTv0pyktCQWLlzo4RkWXWxsLL179yYmJoaWLVuyaNEiKlSoUGLzi4hI0SWf\nTAYcZc13btlJJpm07NqSgMBzdxkEVAgg8spIMslk55adhFUPAyApIalEYt3w0wYCQgJodkWzXEme\nS2BQoKMtJCC7CIWIlD9KpEoZ1ypTQJD77Wt+fn4EBAVgsXmuSA0ePJhgv2CWv7+cfX/uy9W27899\nfDfzO4L9grn55pvd9j98+DAHDh0gKDSIyCvc38yvY9+OnLan2bChZP6AJCQk0KdPHzZv3kzjxo1Z\ntmwZNWvWLJG5RUTk/LnKl59KOuVx31PJjj4hlfIutCQiUtKUSJUyzZs3J8AEsOXHLW7bD24/SOKR\nREIrh1K7dm23x1xzzTX06t4L/2R/3n7wbd4f+z5fv/E17499n7cffBv/ZH96de9F9+7d3fbPyMjA\nYgmqGJTndd9BlYKyjy1uycnJ9OvXjw0bNlC3bl2WLVtGgwYNin1eERHxnmatHMUafv7uZxo3b4w/\n/mxbtY2M9HP/jmScziD6p2j88adB0was/WEtAE0jm5ZIrB2v7EhGSga71uwi4/S58aWnpTvaUjLo\neGXHEolJREofJVKlzKBBgwgyQWz4egM7NuzI1ZaalMr/Xv0fwSaY/v3751m1z8/Pj8mTJ3P30Lup\nFVKLw78eZuPnGzn862FqhdTi7qF3M3ny5DyTpNq1a1M5pDLxh+I5suuI22O2rt5KgAmgadPi/aOW\nkpLCgAEDWLNmDTVq1GDZsmVEREQU65wiIuJ9HTp3IKJNBMcPH2f/7v00ad6ElNgUFr2yKFey4io2\nkRqXSpPmTdi1dReJcYm069SOyA7ur5Lwtt6De1M1tCoJBxP4cuKXpKelZ7e5ik0kHEygamhVeg/u\nXSIxiUjpU6SqfcaYLOB8y/09a6197jzHKHElcR+pF198kY8+/Ygkm0Tzzs1penFTEo8l8vvS38lK\nyqJZ3WbMmjWL6tULvn9EQkICK1asID4+nrCwMK6++mpCQ0ML7Dd58mRmfz6bOh3qcNeUu6gQfGYv\n0t5Ne/nvmP9SKaMSH8/5mMjI4vnDdvr0aQYOHMjixYsJDw9n+fLlXHzxxcUyl7inqn0i4k2fvPUJ\nLzzyAk0jm/LM9GeY+uRUjp04RmpKKhWrVgQDpxJOEVIxhBrVajB64mieuf8Z9u/ez8S3JzLwroEl\nFmvO8ueh9UKzy5/vXL2TxEOJpManMmH6hGK/l5SIFK/zqdp3PonUHuejKK4CJiiRci8zM5Pp06cz\n56M5JJ9OJhPHDXmDTBAd2nXg+eefp3794i3/euTIEe666y72HttLUI0gLr3uUkJrhrLrt11sWbmF\nkKwQBg8czPjx44tl/szMTG699Vbmz59P1apVWbJkCZdffnmxzCV5UyIlIt50KvkUQ7sOZdfWXdRr\nXI+szCwO73dfOClne6uLWvHhig8JCnZ/JUZx8fUNeUWk+PkqkSpyInS+/X2pJBIpl7i4OL799lsO\nHTpESEgI3bp1o23bttkfbotbTEwM48aNY9vObaTZNKx13JA3xD+EmwffzNixYwkIKJ57Oq9cuTJ7\nD1dwcDBVq1bN89hGjRqxdu3aYomjvFMiJSLetnfHXoZcPoSUUymAo4BE195dqV6zOllkcfzQcdYs\nW0NqSioAlapUYv6v86nbsK5P4s3KymLJvCXZ1fku63YZ1w66VveOErlAnE8iVTyfggunZLKBMiw8\nPJzbb7/dZ/M3adKEjz/+mPXr1/Pjjz9y6tQp6tWrx/XXX59noQtvcSWexhjS0tI4duxYnsdWrFix\nWGMRERHvsNby3kvvkXIqBT9/P7Iys0hJTmHZF8vcHu/n50fyyWReffJVru5/NQARrSOI7BCZ/Q89\n1lqio6LZuWVnkdoL4ufnx3VDruO6IdfleU7nM76v+5d15f38xbeKuiJVA0i21qYUadLz7O9LJbki\nJeJrWpESEW9atXQVDwx4gOCQYN759h2OHjzKa0+/xoE9B8jMcN7+IyCA+k3r8+jzjxIfG8+zDz6L\nzbI0aNGAkMoh+ONPk+ZNGPHYCADee+k9YnbEkImjvyft51u8Ijoq+rzG93X/sq68n794R4lf2lee\nKZGS8kSJlIh408ODH2bFohU8/OzDXNX3KiaNmkRSWhLB4cG07NoSgG2rtpEal4p/pj9YOHr0KPFH\n4mnQtgGXD76c6J+ic7VnBmQSHB5M5JWOD82Fba8cVJmnX3+6yB+2o6Oic8Xv6fi+7l/WlffzF+9R\nIlWClEhJeaJESkS85eCeg/Rt1ZeAwAAWb1/Mi/94ke07ttPuunb0e7QfARWcxRyc5c9/nvszp2JP\nccXQK1j21jL8/P14afNLVAqrlKu9x8ge9B/TP8/+ebVvXryZFs1bMOWDKR5fBmatZdxd4/KNP7/x\nfd2/rCvv5y/edT6JVJF2ShpjGhX1UZT5REREpGzbuHoj1lq69u7K8cPHidkRQ0i1EPqNOfMhGCCg\nQgA9R/akUs1KWGPpfHNnWl/Vmsz0THb+svOc9g69O+Tb3117/zH9CQ4PJmZHDNFR0R6fS3RUdL7x\nFzS+r/uXdeX9/KX0KGrJmRhgt/M552O3m9dzvra7iPOJiIhIGZYYnwhArXq12LllJ5lk0rJrSwIC\nz617lZmVSeNLGhMSFsKRnUcIqxMGOO4x5a69oP5nC6gQQOSVkWSSmV2kwBMFxV/Q+L7uX9aV9/OX\n0qOoVfs+cPNaExz3h0oEfgMOA3WAi4GqwEqUSImIiJRLFYIcN3Y/nXra477paekABAYHejUmEZHz\nUaQVKWvtsJwP4F9AB2Aa0Mha291ae5u1tjvQGHjN2T7ZO2GLiIhIWdKgaQMA1q1cR9PIpvjjz7ZV\n28hIzzjnWH8/f/Zs3ENKfAo1Gtdg25ptANRoXOOc9toR596Oo6D2jNMZRP8UjT/+RLSO8PhcIlpH\n5Bt/QeP7un9ZV97PX0oPb91NbjKwyVo7xlqbmLPBWptgrX0U2AxM8dJ8IiIiUoZcdtVl1GtcjwMx\nBzhx5ARNmjchJTaFRa8sIuP0mQ/DGaczWP7WcpKPJWOsYckbS0g4nEDdyLo0u6zZOe2/L/493/7u\n2hdNXURqXCpNmjcpUlW3yA6R+cZf0Pi+7l/Wlffzl9LDK1X7jDEngLestU/lc8xk4D5rbfXzntCH\nVLVPyhNV7RMRb/rvy/9l2tPTaH95e56Y+gRT/jHlnPLVW3/cSlp8Gv6Z/mRlZrF3115Op5zmousu\nIuLyiFzt7sqbF7a9sOWx9+3cx7KFyzhx9ARYqFazGj0G9iAtJc1t+e3Cjp9X+e6S6l/WlffzF+/x\neflzY0wy8Km1dng+x7wP3GKtrXTeE/qQEikpT5RIiYg3JcQmMPiywRw9eJSr+1/NvePuZfa/Z7u9\noerQB4fyyv+9wu+//E5ghUAatmqIv79/id2Qd82yNXzw+gesWrLKbfsVPa/gmgHX8OuqX3VDXh8p\n7+cv3lEaEqkfgUuBbtbaX920dwR+BDZYa7ud94Q+pERKyhMlUiLibdFR0QzvPZyT8Sep16geQ+4d\nQvtO7Tl2+BgANWrX4Pdffuezdz7jyIEjhNcI55//+SdpqWkANG/TnJbtW2b/frLWEh0VnV2dzdP2\ns1lreev5t3hz0puAo0hG78G9ad62OcYYdm3ZxeLPF5OakgrAiMdG0Htwb3Zt3VWo8d3N50l83u5f\n1pX385fzVxoSqV7AYiAD+AhYARwBagPdgaE49mNdZ61ddt4T+pASKSlPlEiJSHHYtXUXj976KLuj\nHcV8/f39qVarGtZa4o7FkZnpWF1o0a4F0z6dRsOIhiUW2ztT3uHfz/wbPz8/7n/yfm4beRtHDhzJ\n/qAe0TqCug3rMveduUx/bjqZmZmMfGokD/7zQbfjnf1BP6J1BJEdIvVB30nvj/iazxMpAGPMzcAM\nINxNcxyO/VHzvDKZDymRkvJEiZSIFJesrCxWLV3FpzM+5cdvfsz+O+nn50f367tz63230rlHZ/z8\nvFUXq2BbftvCrV1uxRjDS7NfonGLxvleOnZwz0EevfVRsrKymL1yNh0u75BrPF16lj+9P1IalIpE\nCsAYUxkYiOMyv1AgAdgALLTWJnttIh9SIiXliRIpESkJqSmpxJ+IxxhDWPUwgoKDfBLHMyOf4YuZ\nXzD0waHcNOwmt8UMon+KJjUuNbuYwVcff8WsV2dx/e3X88L7L2SPlVcxhLP7l9dkQe+PlBalJpEq\nD5RISXmiREpEyovEuER6NetFakoqC6MW8ubEN9m+YzvtrmtHv0f7EVAhADhTXnvz4s20aN6CURNH\n0b91fwICA1iyYwnVa1XHWsu4u8YVqv+UD6aUu8vY9P5IaXI+iVSxrJcbY8KNMSV3QbOIiIjIedjw\n0wZSU1LpeGVH0lLSiNkRQ0i1EPqNOfMhHyCgQgD9x/QnODyYmB0xJCUk0aVHF9JPp7N+5XrAsdpS\n2P7RUdElfq6+pvdHLhReS6SMMVWMMVONMUeAE0BMjrbOxpivjTGXems+EREREW9JiE0AoF7jeuzc\nspNMMmnZtSUBgQHnHBtQIYDIKyPJJJOdW3ZSv0l9AOJj4wE87l/e6P2RC4VXEiljTCiwBngEOAhs\nAXIuj20CuuGo3iciIiJSqvgH+AOQmZHpcd+M9AwAAgLOTQpE5MLlrRWpp4A2wD3W2kuAz3I2OgtN\nrAR6eGk+KaRNmzYxZ84cZsyYwZw5c9i0aZOvQ/LIzJkzefbZZ/n99999HUq2CRMm8Oyzz5KQkODr\nUAplwYIFTJgwgRUrVvg6FBGRUqt2/doA/LHuD5pGNsUff7at2padJOWUcTqD6J+i8cefZq2a8ce6\nPxxjNHCMEdE6otD9I1pHFONZlU56f+RC4a1EahCwxFo7K59j9gD1vTSf5CM9PZ05c+bQtWtX2rdv\nzx133MHIkSO54447aN++PV27dmXOnDmkp6f7OtQClcZE6rnnnitzidRzzz2nREpEJB8du3WkToM6\n7Nu1j7jjcTRp3oSU2BQWvbKIjNNnPuy7iiGkxqXSpHkTkhKT2LllJzXq1KDzNZ0BiOwQWej+5bEq\nnd4fuVB4aw26AVDQPaKSgDAvzVcunDx5kt9++434+HhCQkJo1qwZzZo1y7dPbGwsAwcO5KeffgKg\natWq9OnTh7CwMOLj41m8eDGrV69m9erVzJgxgwULFlCtWrWSOJ0LiioIiYhcGE4mnGTVklXEHoul\nRbsWHN5/mLcnv824l8cxecxkNi/ezM61O7PLc2/9cStp8WlUDqrMsDHDeO3p1wAYPHwwgYGBgONv\nxIjHRjBp1KR8+494bES5/Hui90cuFN5KpJKAWgUc0wQ47qX5LmibNm1i+vTpfPjhhyQlJeVqu/rq\nq3nwwQe56aabsn9hu5w8eZJevXqxceNG6tevzzPPPMPtt99O5cqVs49JSkrio48+4rnnnuPHH3+k\nV69erFy5MtcxZzt8+DAxMTGkpKQQFhZGmzZtCAoq2Xt8lMby8aUxpvyUtXhFRIrT9s3b+Xj6x3z1\n8VeknkrN1bZx9UYev/NxHnzmQX748gdidsTwx5eOy/f88adF8xYMe3QYn73zGWuWr6FKaBWG/G1I\nrjEiO0Ty9OtPZ99w9uz+5f2Gs3p/5ELglftIGWO+BjoBEdbaRGPMBGC8tdbP2V4X2A4sstbeet4T\n+lBx3kfKWss///lPnn/++ezXLrnkEurWrUtKSgpr164lOdlxX+OLL76Yr776ivr1z1wtec899zBz\n5kyaN2/O999/T4MGDfKca//+/VxzzTXs2LGDe+65h//+97+52rOysli8eDHTp09n0aJFueKvXr06\nI0aMYOTIkTRt2rRQ74OnZs6cyfDhw/Nsb9y4Mbt378712unTp3n77bf59NNP2bx5M8nJydSpU4de\nvXrx2GOP0apVK7djLVy4kBkzZrBhwwZiY2OpUqUKNWvWpGPHjtx4443ccsstAAwbNowPPvggz5ju\nvvtu3n///UKd38mTJ5k2bRoLFixg27ZtpKWlUaNGDerVq0ePHj24++67adu27Tn9kpKSeP311/ni\niy+y+zVs2JB+/frx2GOP5fpv/sMPP9CjR/7bErOysvJt132kRORCNP/9+Uz8+0QyMx2FJS7rdhkR\nbSIwxvDbz7+x9bet2ccOvGsgQ/42hH279gHQuHlj9u7Yy+w3ZrNp3SYqBFXgzf+9SaerO7mdy1pL\ndFR0dvW55m2a07J9S620OOn9EV/z+Q15jTF9gG+A1cC9wC3AM9ZaP2NMG+AdoAtwlbV21XlP6EPF\nmUg9+uijTJs2DX9/f+677z4efPBB2rVrl92emJjIhx9+yMsvv0xMTAxNmzZl9erV1KlThyNHjtCw\nYUMyMzPZvHlznklDTlu3bqVt27b4+/uzf/9+atVyLCoeO3aMG2+8kdWrVwNQoUIFLrroIkJCQjh0\n6BDbt28HwM/PjxdeeIHHH3/c67/w5s6dy+jRo4mNjSU9PZ3Q0FBCQkKy2xs2bMgvv/yS/f2hQ4fo\n27cvUVGOD/z+/v5UqlSJkydPYq0lODiYOXPmcNNNN+Wa56mnnmLy5MmAI2moUqUK6enppKamYq2l\ndu3aHDp0CIBHHnmEuXPncvjwYQBq1qyJv79/9li33norr776aoHnlpCQwF/+8he2bNmSHWtoaCgJ\nCQnZf9THjRuXHZfLli1b6Nu3L3v37gUgMDCQoKAgkpOTsdYSHh7Ol19+yV/+8hcA1qxZw6BBg0hI\nSCA1NZVKlSpRpUqVXGMePHgw31iVSIlIWXf2B/U92/fw1vNvATDonkHcOepO0k+nZ7dHtI5g99bd\njB85nrSUNACCgoOoWa8mBkP8iXhOJpwEILxGOFM/nkqlqpVy9Y/sEFnov4tnx+dp/9LuQj8/Kft8\nnkgBGGOeAZ5xfpsOBAKxgGsDzv9Za1/0ymQ+VFyJ1OzZs7nzzjupUKEC8+fPp3///nkee/z4cfr2\n7cv69evp1q0bK1asYPLkyTz11FPccMMNLFy4sLCnww033MCXX37JCy+8wBNPPMGJEyfo2rUr0dHR\n1K1bl9GjRzN8+HBq1qyZfR5r167lP//5D7NnzwYcycikSZMKPacnunfvzsqVK5k5cyZ33XWX22PS\n09Pp2rUr69evp1evXkycOJHLLrsMf39/Dh8+zIsvvsi0adOoWLEiUVFR2fvMYmJiiIhwVAN64okn\nGDNmTPZ+sePHj7Ny5Uq++eYb3nnnnVzz+fn5YYxh9+7dNGrUyONzeu6555gwYQK1atXi/fffp0+f\nPvj5+ZGZmcnu3buZP39+9qqfS0JCAhdffDF79uzhlltu4emnn6Zt27bZcfzzn//ko48+onbt2mzd\nupXQ0NDsvvfccw+zZs1iwoQJjB8/3qNYlUiJSFkWHRWdfelYJpmcTj3Nni17ABg2Zhj9b+ufqx0c\nl5Y1ad6Ev/79r8x4fgY/LfnpnHGrhFbh9gdu58rrruSjNz5y278wl6adHZ+n/Uu7C/385MJwPomU\n127Ia619FugJLATiANeNGBYBvS6EJKq4WGt56aWXAHjttdfyTaIAatSowaJFi6hevTo//vgja9eu\nZd48R62P+52JW2G5jv/8888BuO2224iOjqZ9+/Zs2LCBcePGZSdR4Phg3blzZz788EPmzp2Lv78/\nzz//fHZ/X5g1axbr16/nqquu4ptvvqFz587ZK0V16tRh6tSp3H///Zw6dSrXitHatWux1tKqVSsm\nTZqUq+hGjRo1GDRo0DlJlDf8/PPPAIwdO5a+ffvi5+f439Df35/mzZvz+OOP50qiAF566SX27NnD\n0KFD+eSTT2jXrl12ktO0aVNmz57Nddddx5EjR3j33Xdz9dXeKBEpj6Kjopk0ahLbd2zHP9yf9gPa\nE1DFsTW8SrUqrF66mqf+9lSu9vYD2uMf7s/2HduZ+PBEjh46SpVqjpX8eq3qcfU9V9O8S3NqNq3J\nD4t+OGf8nP0njZpEdFS0R/F50r+0u9DPTwS8mEgBWGu/t9beZK2tY60NtNbWsNYOsNZ+5815LjSr\nVq0iKiqKWrVqcc899xSqT61atbI/bE+fPp2jR48CuN1Xkx/XpYNHjx5l/fr1LFu2jLCwML755hvq\n1q2bb98hQ4ZkJ4BTpkzxaF5vmjXLUXV/9OjRuS61y2noUMe9oJctW5b9mmvVJiEhgZSUlGKO8gzX\nvAVdVpfTrFmzMMYwZsyYPI+5/fbbgdznKCJSHllree+l90hKS6Ldde0Y9ckoet3fi4NbHb93Lxl4\nCQf3HSQ+KT67vf+Y/vQf059Rn4yibZ+2xCfFc3DfQTre1BGAE/tPMOS5ITz2v8do26dtgf2T0pJ4\n76X33P5jlrv4POlf2l3o5yfi4tVESorm448/BmDEiBEeVcNzrSbNnTvXK3G8+eabAAwfPjxXEYv8\njBw5kmrVqrF+/XrWrl3rlTg8kZGRkT3vvffeS506ddw+Bg0aBJC9vwigc+fOVKtWjYMHD3LFFVfw\nzjvvEBMTU+wx9+vXD4DXX3+du+66i2+//fac6ow57du3jwMHDmCtpW/fvnme4+jRo4Hc5ygiUh5F\nR0UTsyOGkGoh9BvTj4AKAWxZuYWUxBSaXdaMq+64CmsslWtWpufIngRUOFPEOKBCAD1H9qRSzUpY\nY7nyr1fSvHNz0pLS2LJiCwEVArio90X59u8/pj/B4cHE7Ihxu+riLj5P+pd2F/r5ibh4JZEyxmQZ\nY5KMMTfmc8wzxpjMvNrLM9fKRMeOHT3q16xZM8LDw0lNTc2+LG3z5s0ejbFp0ybAUTjhk08+ARzJ\nUWGFhIRkV9dz7ZkqSa5iFABxcXEcO3bM7SM2NhaA1NQzJW7DwsL48MMPCQ8PJyoqivvvv59mzZpR\nt25dhg0bxsqVK4sl5jvvvJP77rsPay2zZ8+mX79+hIaGcumll/LMM89kF7NwcRW7AMferbzOMSEh\nAWNMia6uiYiURju37CSTTFp2bUlAoOND/MnjjgIRdVrU4ciuI4SEhdDokkZkZGac0z8zK5PGlzQm\nJCyEIzuPUKdFHccYJxxjFNQ/oEIAkVdGkklmdpGFguLzpH9pd6Gfn4iLN1ekKgKfGWMeyaPdOB9y\nFleltrwuS8uPq49rX9WMQhbBcHEd369fP06dOkV4eDgtWrTwaIzLL78cgAMHDnjUzxtc5buNMWzc\nuJHMzMw8H1lZWdnvtUvfvn3ZvXs3b7/9Nrfccgv169fn6NGjfPDBB3Tv3t3jPWeF9dZbb7Fp0ybG\njx9P9+7dCQkJ4bfffmPixIm0aNEi1+V5Oc8xLi4u33PMzMxk165dxRKziEhZll0lrghXkrkuP1Ol\nORHJyZuJ1H+BLcBUY8y/jX7bFFqNGjUAssuKF9aJEyeIjY3FGMMDDzxAYGAgX331FVu3bi24M47y\n54sWLSIwMJDbbrsNgIAAz+/R7LoxsGtlqCRVr149u1jDnj17ijRG1apV+dvf/sYnn3zCvn372LRp\nE/feey8A77zzDl9//bXX4s2pTZs2TJgwge+++464uDi+/PJL2rdvT3JyMnfffTcZGY5/5axTp052\nn6Keo4hIeRLROgJ//Nm2ahsZ6Y7fpaG1HftT923eR62mtUiJT2Hvxr0E+J/7d8/fz589G/eQEp9C\n7Yja7N+8H4CqNasCULtZ7Xz7Z5zOIPqnaPzxJ6J1RKHi86R/aXehn5+IizcTqb3AlcBS4CFgoTGm\nohfHv2ANGDAAgHfffbfAG6Tm9P7775OVlcV1111Hw4YN+etf/0pWVhYDBgxg//79+fbdv38/AwYM\nICsrizvuuCN7FSo2Npb4+HiP4netgFSvXt2jfoXhSpLy2owaGBhIp06dsNbyzTffeGXO1q1bM2PG\nDLp06QLAihUr3B7nzQ2ygYGB9O/fn88++wyAw4cPZyfWTZo0oXbt2kU+x4LeQxGRC01kh0iaNG9C\nSmwKi15ZRMbpDFp1a0XlapXZ98c+VsxagbGGpGNJLHtzGRmnz3zYzzidwfK3lpN8LBljDStmrmDP\nb3uoGFaRNt3bkHE6g9+X/J5v/0VTF5Eal0qT5k3clvh2F58n/Uu7C/38RFw8X37Ih7U20RjTH3gT\nGAGsNMZcb609XEDXcm3AgAHUr1+fbdu28e2332YXI8hPWlpadnGIBx98EHAUL/j999/ZuHEjXbp0\nYfz48QwdOpTKlStn90tKSmLOnDlMnDiRAwcOcOmll/L6668TFBREz549Wb58OR988AGjRo0qVOzW\nWt577z2AQsXtqapVHf/6FxcXl+cxw4YN45dffmHmzJmMHDmSDh065HlsfHw8YWFhgGMFzbWa5k5w\ncDAAp0+fPiemkydPEhcXR+PGjQt9Li75zeua8+x5hw0bxpQpU3j55Ze54447qFevntv+1loSExNz\n3UeqMO+hiEhRpaens3n9ZuKOx4GB6rWq07Zj2yJdru4txhhGPDaCSaMmsXnxZnau3UnklZHUa1WP\nbau3sfHLjdRrUA/jZ3K1A2z9cStp8WmEVQ4jtGIov/7vVwDqt6rP0jeXZrfXa1gPDHn2rxxUmRGP\njdnjvhoAACAASURBVHB7OWBe8RW2f2l3oZ+fiIvXq/ZZazOstfcCTwGXAr8YY9p5e56iMsbc7Lz0\n8EdjTKKzUMaHvowpICCAhx56CHB8YI6Ozr+CTUZGBsOGDWPXrl1ERETQt29fAKpUqcKyZcvo1q0b\nBw4c4P7776d+/foMGTKEe++9lyFDhlCvXj1GjhzJgQMH6NatG0uXLs1OtB544AHAUU69sJfpfffd\nd/z555/UqVOHG2/Ms9ZIkbnKs8+fP5/ExES3x4wYMYIuXbr8P3v3Hd9U9T5w/HObdG9G2VA6KdAC\nosisX0E2qEwVFJHy46soMsSvA1BEFBFBEQUFCgiCCqgIVGVDARkKSLFC6WS0zO5CV5Lz+yNNaDqg\nI6XrvF+vvGpy7j333Bts8vS55zlkZWXRs2dPVq5cSXp6urE9ISGBb775hh49erB48WLj60uXLqVv\n37589913JgUeUlJS+PDDD9m/fz+KotC3b99CYxJCsHbt2lJlEA169erF5MmTOXjwoElhiPDwcMaO\nHQtAo0aN8Pf3N7a9+eabeHh4cPPmTbp27cqmTZtMCmfExsaybNky2rdvz5YtWwqNF+D3338vVMhC\nkiSprK4nXGfZ3GX09+3PmEfHMHnEZCYPn8yzgc8y0E+/0G3SjaRKG59vgC8zP5+Jt5c32mQtZ7ad\nISclB0VRuJVyi4CHA5i7Yq5J+5ltZ9Cl6PD28mbuirl06NKBWym3UBSFnLQck/YPgj/gg5UfFLv/\nzM9n3jXbUtT4SrN/VVfTz0+SABRz3O6jKIoOmC2EmFPg9aeAb4As4C+gpxCiUkuuK4ryNxAApAPx\nQCvgWyHEmBLuLwBECYs6KHnFCu51nXNzcxk0aBA7d+6kTp06fPzxxzzzzDPY2d25O1IIwbFjx5g1\naxa7d+/GwcGBgwcP0r59+0J9bdq0iaVLl3L48OFCx+rWrRsTJ05kxIgRJpmR3NxcPD09uXTpEuPG\njWPFihXG28KKEhsbS/fu3UlISGD27Nm8++67JbompREREUG7du3IyclBpVLh5uaGpaUlzZo14+DB\ng8btbty4wdChQ43nqygKLi4uZGVlGYMVRVGYPXs2s2bNAvSLH0+dOtXYh52dHZaWlqSmphq3nzBh\ngjHzZ7BmzRpjpUJra2vc3NxQFMVkXa276dChA6dPnzYew9nZmczMTLKzswGwt7dn69atPProoyb7\nRUdH8/jjj3P27FlAf8uei4sLt27dMu6rKApr1qzhueeeM+6XmJiIr6+vcT6dm5sb1tbWKIpCbGzs\nXcdq+EthWFbYPc9LkqTaY+/Wvbz5/JtkZer/oNPcsznuvu4gICo8ioSL+mq0Dk4OLPpuEZ17da60\nsQohiAiLMFaHS7yWyMI3FyKEoOfjPXnu1eewc7Aj5pz+NnVPP09uZ9xm3efr2PPLHhRFYcoHU3Br\n7AaAV2svfPx9jL8fC/ZfsL204yvt/lVdTT8/qfoLsNHfySSEKPU/ygoNpPLaugFbgLr6MYrKy/Xr\nx/Mf4JIQIlpRlEeAfVSBQArg1q1bPP3002zfvh3Ql+cePnw4jRo1IjMzkz179nDq1ClAX6Bi69at\ndOnS5a59/vPPP4SFhZGeno6joyMBAQHGDEVRjh49yqOPPkpWVhZPPPEEc+fOLbR9Tk4OW7ZsYfLk\nyVy9epVHHnmEHTt2lGoNrNI4ePAg8+bN46+//iI5ORmdTkeLFi0KVafT6XT88MMPrF+/npMnT5KU\nlISVlRXNmjWjU6dODBo0iMGDB2NlZQXog6+tW7eye/duzpw5w5UrV8jIyKB+/fo89NBDjB8/3lgN\nsaDg4GBWrFjB2bNnuXXrFkIInn/+eVatWnXP8zlx4gS//vorBw4cIDY21pglcnd357HHHmPatGnF\n3jKYk5PDqlWr2LRpE//88w8pKSnY2trSsmVLOnfuzBNPPEGfPn0KBcBnzpzhvffe448//uDmzZvG\n6oUFqxgWJAMpSZIK2vXzLqaPmo4QgsD+gTz76rM4uzobA5GWPi25ee0maxev5fj+46jVat5c9Cb2\nTvaAPlDxDfAtNhApbXtZ7PllD2+NfcsYCHr6eeLZ2hNFUYg+G01UeBQA1jbWfLj6Q3oP6V3mY1V3\nFXH972f/knQvVSGQmg3sE0IUOStfURQv4HPAVgjxaFHbVIa8oGovVSSQAv0X2/Xr17N06VKOHTtW\nqL1u3bqMHz+eSZMmlXjR3NLau3cvQ4YMMd5K16NHD3r16oWtrS1Xrlzh+++/N375f/TRR/n5559N\n5uRINYcMpCRJyu9i9EWGdRxGdlY2/33rv/R6sherPllFXFQcWvKW8kCFu5c7L7z2AmsWreG3jb9h\nYWFBi9YtUFuqje1BrwcBELwguMj9S9JenlvDrl66yqaVm/hx9Y8kXTe9BdG1vivDXhjGiPEjaNS8\nUZmPUd1FhEVU2PW/H/1LUklUeiBVXVXFQCq/EydOcPDgQZKTk7Gzs8PDw4PBgwebFCSoKNHR0Sxa\ntIi1a9eSkZFRqL1NmzZMnDiR8ePHGzM8Us0jAylJkvKbP30+679YT9/hfQl6PYgPJn9ARnYGNq42\nxmICEYciyErOQqVVIXSCyxcuk5meid8jfvg94mfSjgCtWlvs/ndrd7B2MMs8m9ycXE4ePknSjSSE\nENSpX4cHuj2AlXXt/myLCItg7qtzi31/y3v9K7p/SSopGUiVUVUPpKqC9PR0Nm/eTExMjHHB3sDA\nQHr06CHT7rWADKQkSTK4fes2vT16k56azvd/fM+aT9cQGRVJ235tGTB1AGorfSFgQ3nroxuPcjvp\nNv79/Dny/RFcGrkwP2w+CEzae77Yk4HTBha7f3Ht4TvC8fbyZv7a+fLzyMyEELwx5o27vr/luf4V\n3b8klUZ5AqkylT9XFOVd9GuDfyGESMr3/J6KmkclVV2Ojo688MILlT0MSZIkqZL9sesP0lPTaftQ\nWyxUFsRFxWFbx5YB0wagtrzzdUJtpabXi704s+8Mt5Jv0fP/ehLzVwzXoq4RdTSKVj1ambQH9Akw\nfokuav+i2gdOG0j08WjiouKICIugVbtW9/Va1HQRYRF3fX/Le/0run9Jul/KWkHvXWA2UK/A85I8\nJEmSJEmqZm5euwmAXzs/os9Go0WLTzcfky/BBlqdlhYdWmDrYsv1mOs0a9sMgNTrqYXar0Vfu+v+\nRbWrrdT4dvdFi9ZYpEAyn3u9v+W9/hXdvyTdL2VdkLdn3s9LBZ7XGoZb9ory7qBBzB48+D6ORpIk\nSZIqlk6rXzfPQlX6v8Ea9hHa6nmbuyRJ1dvS95fy1Qdfmb3fMgVSQoj9d3teG5R0jpQkSZIk1QQu\ndV0AuBB5gWHjhqFCxfnD5+k7qW+hrILKQsWFUxfITMmkgWcDrkXps0oOdR2KbC/oXu2aHA0RhyJQ\nocLTz9Pcp1rrefp53vX9Le/1r+j+JamgibMmMnHWxCLbDHOkyqJSF8eVJEmSJKl66NKrC1bWVhzb\ndww7BzvcvdzJTMokZGEImhyNcTtNjoY9X+3h1o1bKELhwDcHuHD6ArZOtnh38S7UfnrH6bvuX1R7\nyKIQspKzcPdyl1XdKoBvgO9d39/yXv+K7l+S7hdZtU9W7ZOkYsmqfZIk5TcjaAbb1m9j1MujGPL8\nkCLLV587eI7slGxj+fKEywlkJGfg9bAXAX0DCrUXLG9e0nZZHrtiFVee3FzXv6L7l6SSuu/lzxVF\n0VHCKn35dwOEEEJV6gOakaIoTwJP5j1tCPQBYoBDea/dEEK8fpf9ZSAl1RoykJIkKb9/T/7L012f\nBmDe6nl4tfG664Kqv2/6neAFwQC08GuBlY1VlVmQV7o3uSCvVBtURiC1v4iXXYAA9AHWJeAq+kCl\nGfogKgxIFkI8WuoDmlFeqfaiyrUbLl6cEMLjLvvLQEqqNWQgJUlSQasXrebTtz8FYMyUMYx6aRRp\nKWnG6mperb2wtbdl7eK1bFy+EYAXZ7xIC+8WxnYffx/j7xchBBFhESb7l6ZdqlgVff3l+ytVtkpf\nkFdRlMbAYeAE8LoQIjZfmwewAOgAdBVCXC33ASuRDKSk2sTwQfZd6ncmr7uoXGiiblIZQ5IkqZIJ\nIVi9aDWfzfgMAAsLC7r3605L35YIIYg8E8mRPUeMbW8vfpuATgHGL8qefp74Bvgaf7/odDp2/riT\nE4dOANCxe0f6DOuDhUXJpnEX/CJesP+arrafvySVV1UIpNYC/sADoogOFUWxAE4CYSWdi1RVyUBK\nqk0MH8RTvryTkXLwjKe+RwpuDaCNdZvKGpokSZXs9NHTrP9yPbu37EaTqzFps7K2ov/I/nTr0429\nW/cWe+tW3Pk4Fr61kLTUNNS2+sptmkwNTs5OvDbvNfoO73vXMdT2W8Nq+/lLkjlUhUDqGrBKCPHW\nXbaZD4wVQhSuY1qNlDWQkqTq7Ouv7/yeCA2F+l3PULdzOF5exe8js1aSVDvcvHqTg78fJPlmMihQ\nt35dHhn4CNfirxVZTCDiUARZyVlo0jVcv3oduzp2ODd2xqOL/q76mCMxpCakkpWSxeyls4sNpoor\nVmDov6YXK6jt5y9J5lIVAqnbwDdCiJfuss0y9IGUbbkPWIlkICXVRvkDKQNDQFUUQ9bKp7EMpiSp\nNhJC8MaYN4iMiqRtv7YMmDoAtVVexilHw7ZPtvH7p7/j2NCR9k+0Z9CMQVhaWwKQm53L9rnbCdsW\nhqWw5PeI3wvd5nev/kMWhRC+IxxvL2/mr51f425zq+3nL0nmVJ5AqkwL8hbhLDBSUZR5QoiLBRsV\nRWkBPAX8a6bjVRty4d5qKjQUIiNZfv1J6NYNAgMre0RVjv6S+BfZFrrOn4yuZ6B3OCkNUkza5O2A\nklTzRYRFEBcVh20dWwZMG2Cy4KraSk1Dz4YoagWXJi4MevtOEAVgaW3JoJmDuHDiAlf/vcrOH3fS\nb0S/UvU/cNpAoo9HExcVR0RYBK3atar4k76Pavv5S1JVYa4FeRcArsBJRVHeVRTlP4qi+OX9nI1+\nfpRL3naSVPUFBkJQEBO6hcPhw/rASiqxwEDwU/sTu6sNx7698wg/4sK+i+HEa+Ire4iSJFWg6LPR\naNHi083H5Eu+sf3PaKwdrGnZqSUW6sJfRSytLfHo4oHaVm0sQlGa/tVWany7+6JFayzCUJPU9vOX\npKrCLBkpIcT3iqI0AuajLy1eUC7wmhDie3McT5Lum8BAJhDK8kg3mZUqAz+1acZKZqokSZIkSaop\nzJWRQgjxKeADzAJ+Bvbm/ZwJ+OS1S1L1JbNS5Xa3TFV4tsxUSVJN4enniQoV5w+fL1TRD8DzIU+y\nM7KJPR6LTqMr1J6bnUvMkRg0mRo6du9Y6v41ORoiDkWgQoWnn6d5TqoKqe3nL0lVhVkCKUVRnlcU\npa8QIk4I8YEQYpgQ4rG8nx8KIS6Y4ziSVCkCA5nAcv0tfsHBlT2aGsFP7W/yiF3Xj/AjLpxPSGHf\nxfAiHzLIkqTqwzfAF3cvdzKTMglZGIIm586XfU2OhqvRVxEaQUp8Cts/2E5udq6x3VBsIjUhFSdn\nJ/oM61Pq/kMWhZCVnIW7l3uNrFpX289fkqoKc1Xt0wBLhBBTyz+kqq20VfukGsRQgIIJ4O0tb/Wr\nAMUl/fKXW3dRuZi0yaqAklTxtFotGakZKIqCg7NDoSp6RbUXV5773MFzZKdkF1v+PPqPaNKupJW5\n/Lmh/9KU/9bpdGSkZiCEwMHZAZVKVZ7LdV+Y/fzTMhC66nP+kmQuVaH8eTywWQgxudydVXEykJII\nDtZX83Nzg6Cgyh5NrREaCi2f+50Gbnde0znIEuuSVFGEEBzff5wflv/A/u37jbeQWdtY03tIb0ZO\nGEl2djYbl29k37Z9xnYrayt6D+nNU/99Chs7G1Z9sqpKLsgrhODk4ZP88PUP7PllD7k5+qyYpZUl\nvZ7oxcj/G0nHHh2rdOnw8p5/2PEwNi7fyK6fdpGVmQWAWq3mkYGP8NSEp+j0aKdCQbMk1TRVIZBa\nCXQC2gshCt/sXIPIQEoCZHaqkhTMWMlMlSRVjLjIOKaPms75M+eNrzk6OyKEICMto8h9imoPeDiA\nBesWkJqcaqwe59XaCx9/H2OAotPp2PnjTmN1vgd7PEjvob1L/AVeCEFEWESx/RclPi6e6aOnE34i\n3Piag5MDiqKQnppufM2vgx8L1y+kqUfTEo2lMpTl/K8nXOf1Z1/n1B+njK/ZO9pjYWFhcv6erT1Z\nuGEhHq08Ku4EJKmSVYVAqgFwFDgATBdC3Cx3p1WUDKQkEzI7VenOas7g4BkvM1WSZCaR4ZEE9Qki\nJTGF+o3cGB40jDpudYgKjwLAwdmBb5d8S3ZmNqD/Aj522lhuXtV/9Lf0bcn1hOv8/M3PJN9Ixq2x\nG2v2rKFpy6KDkYKBgKefJ74BvhWWCboQdYEXHnuBm1dvUrdBXYaOHUr9RvVNjn/z6k1+XP0jidcS\nqeNWh3e+eIfM25llGl95z8/c1+fKxSuM7TWWK5eu4FLXhSeff5KO3TsaA+C6bnU5few0m1du5lr8\nNZxcnVj5+0q5FpVUY1WFQGofUAf96pzZQBxwFSjUuRCiZ7kPWIlkICUVIrNTla6oTFXL3uG4NTDN\nVMnASpLuLjUpleEPDeda/DV8/B/F0noENxLeJyMjFbWtGqETZNzUzyWyd/LDxjqTxBtxKBYKDvX0\nGR3DrXkvzXiJLWu3cOqPU7j7uPPD0R+wtbM1OV55bk0ri1vptxj58EguxVziocCHGPzsYJa+v7TI\nWwtfnvUyG1ds5MyfZ7C0sqRZq2aoVKpSja+852fu65OTncPTXZ8mKjwK/07+TJk7hU0rNhXZ/7OT\nnmXF/BUcCDlA/Ub12XR8E3Xq1ynV8SSpOqgKgVSJb+cTQlTrm21lICUVS2anqhSZqZKk0gteEMzi\nWYtp09EfxeIVzp6ajlMjK1wbO+PR1YO4P+OIOhSFylKFVqvGQgGUXHQaHX69/WjStgkxR2JITUgl\nKyWLNz95k9WLVhNzLoZ3l77LsHHDjMcqrlhCxKEIspKzSlUsoaS+/+p7PpzyId5tvXl+yvPMmzYP\nGxcbk2IXhvHfTrxNvYb1uJZwjZzMHAL6BuD1sFeJx1fe86uI67Nt/TZmBM2guWdz3vv6PT6b+dld\n+3/jkzf4ePrH/H30b15+52X++/Z/S3wsSaouKj2Qqk1kICXdVV5qZDkTZGaqCiiYqWr53O/U90iR\nmSpJKoJWq2Wg30ASLibw5ZYveW/iXHJVObQb3I5+/xuMjZ3C+w+9T+KFRNr29ydifwT2rnY08mvE\n2T1nadquKa/vfR1Njobtc7cTti0MS2HJpNmTmBE0g1btWvHD0R9QFAUhBG+MeYPIqEja9mvLgKkD\nUFvlZYTyyneH7wjH28ub+Wvnm+U2PyEEQx8YSvTZaBasX8DCNxeSq+QS8HgAg2YMwtLaErhTfv3v\nLX9zO+U2AX0C+PPnP2ng1YAP/vwAba72nuMr7/lV1PV59pFnCTsWxuyvZnN0z9ES9T/0haFMGDAB\ntyZu/B7xO2q1ulzvgyRVNeUJpKp1dkiSJOluAgNNH80u9CN2l34B4MOH4PAhiDqPXAxYkoA/9/9J\nwsUEmrZsSnpqOhkZqbg2cab/G4+jsrLk7L4oEi8k4tqsLo+81Au1lQqXJi6MXDgSO1c7Lp++TPw/\n8VhaWzJo5iCcGzuTlpoGgEtdF86dPse50+cAfbYlLioO2zq2DJh250s8gNpKzcBpA7FxtSEuKo6I\nsAiznF/Y8TCiz0ZTv1F9NDka0lLTcG7szOCZg41BFICltSV9XuuDc2NnLNQWPDLuEVwbu3It6hpR\nR6NKNL7ynl9FXJ/os9GEHQvD0cURTz/PEvfvXMeZFt4tuB5/nSO7j5ToWJJUW8hASpLMLTJSv3hv\ncYsiSZXKT+1Pswv9jI+jC+8sBhyeHW7ykKTa5GLMRQA6/acTp/44hdpWjUcXD2wdLFAQ3LygLybh\n3c2b1Pib2LrY0qxDMxQLBa+uXgDcjNVvY2ltiUcXD9S2asKOh9Gxe0cALsVcAvRf6rVo8enmg9qy\ncIZDbaXGt7svWrTGIgvldSlaf+yO3Tvy99G/jeeXP4gwEtD8gebYOttyJeqK8ba367HXSzS+8p5f\nRVyfi9H697d95/Zcjr1c4v5jzsXQuWdn4M77J0mSntnzs4qiNAWaANZFtQsh5LdLqebKS31MCA1l\n+WH0QZUsQFGlBQYCF/pxNvoMsfled/CMhy7huKjknCqpdjBU4bOxs0Gr0RZqz83KW2fJ1qpQm6WN\npck2BVnbWJscozIY1kkqWPCiJKzyzrm486sO8r+/pWVtq3//DNdQkiQ9s2WkFEXpqyjKv8BF4Aiw\nP99jX76fklTzBQYyoVs4E1gus1PVhJ/a3+QRu840UyVJNZ2jsyMAidcS6di9I5pMDTFHYsjM0CFQ\nsHXSByDpN9Jxbe5GZkoml05dQm2pJu26/hY+Gyf9l/Tc7FxijsSgydTQsXtHbl7TZ6ocnB0AfQlv\nFSrOHz5vXMg3P02OhohDEahQ4ennaZbzc3JxAuDmtZsm56fJKXx8FLh48iKZqZk08W1C6rVUAOM1\nuNf4ynt+FXF9HF307+/NqzdL3X/i1UR9H06OJTqWJNUWZgmkFEXpDGwDnIEv8l4+AKwAzgJKXvsc\ncxxPkqqFwEAICmJCt3B9MBUcLAOqaiQwEGLX3ZlTJedRSTVd+67tATgQcoDOvTrj4OBMcnwqv370\nC9qcXLy7ugPw765/+GvzMTQ5WlLiUwiZF0LUYX0lvxYPtDAWa0hNSMXJ2YmAhwP4K/Qv1Go1/g/6\nA+Ab4Iu7lzuZSZmELAwxCWYMxQ6ykrNw93I3W9W+gIcDsLCw4MieIzzQ7QGcnJ1ITUhl2/vbyM2+\nk2nKzc5l58KdpCakotPo+PvXvwnfG46iKHh28izR+Mp7fhVxfdo80AYrayv+PvI39o72Je6/iXsT\n9m3X/x28Q7cOJTqWJNUW5ip//gvQE2glhIjPK4c+WwgxR1EUC2A28BrQSQhRrf+0K6v2SWUmy6NX\nW6GhphX/8mtj3aZyBiVJFWDCgAkc3XuUafP+x+4trQg/Mdmk/PnJH0+SdDEJWxc7stJ1WChgZaeQ\nmZZJA98G+A/wJ/qPaNKupJGVksXspbOJ/CeS5R8tp9+Ifny87mPjsYor733u4DmyU7IrpPz5lJFT\n2Lt1L6+8+wotvFswe+LsQuXPDeO/nXgbt8ZupGekk3QliYY+Den6dNcSj6+851cR12dG0Ay2rd/G\n2GljGfj0wBL1f+rIKT6c/CEP9niQVbtWlfhYklRdVHr5c0VRrgO7hBCj857rgDlCiNl5zxXgT+CC\nEGJYsR1VAzKQksolNJTlh9vogyk5d6paCQ3VL/Sbn4NnPG26pMh5VFKNseeXPUx9aioOTg688NqP\nHPg1nquXZhgX5M3NyiUzNRNFUfBq8y7NPdPY88siAOxc7VBbqY0L2r427zUaNGnA+H7jycnOYdWu\nVTzY40GT493vBXmP7jnKhIETsLGzIXhHMAkXElj41sIiF+R9bd5raLVaZoybgVarpbFnY+yd7Kv1\ngrxn/jzD6B6jsbSy5KttX+Hk6nTX/tWWasY8Oob0lHQWfLuAvsP7lup4klQdVIVAKhtYKIR4O+95\nFrBECPF6vm0WA88IIdyK6aZakIGUZBYyO1UjyEyVVNPodDr+99z/2PnjTpxcnXh36VweHdyd3T/v\n5sShEwghiDgdweljp7G1s0Wj0ZCbk0uXXl1o7tUcgAd7PEjPJ3qy66ddvDfxPTJvZTJi/AhmfTGr\nyGMKIYgIizBWn/Nq7YWPv49Z1o4q6ljvTHiHX9b9gr2jPe999R6PPv4oe7bs4cShE8bx93qyF/u3\n7+edCe+QkZZBYP9A+o3spw8gSzm+8p6fua/PR699xIYvN2Bja8PMJTPp/1R/ov+NNunfu603h3Yc\nYub4maQkptDriV4s/G4hFhay2LNU81SFQOoysE0I8VLe80vAn0KIofm2WQqMEUI4lPuAlUgGUpLZ\nhIZCZKR+8V6Znaq2ispU1e0cjpcXMlMl3RcFv2h7+nniG+Bb5i/a2VnZvP7s6+zfvh+A5p7NGRY0\njJa+LRFCcPbUWVYvXE12lr4KnL2jPePfGI+nnydCCCLPRPLjqh+5cukKAIOeGcScFXMKLeSak61g\nZV3+7yCllZuby4xxM/h90+8ANG7RmOFBw/Fs7YmiKET/G83m4M3Ex+nnRPYe2puP1nyEpZXl3bqt\nNrRaLXMmzuHnb34GoEGTBgwbNwzfAF8sVBbEnY9jc/BmLkReAKBHvx58suGTMlU7lKTqoCoEUnsB\njRCiT97zjUB/4EEhRISiKI2AU8AVIUS1nqkoAynJ7GR2qsYxZKoauIHOIcX4uk9jGVhJ5lVRt8Zp\ntVrWLl7Ld0u/4+rlq0Vu41LXBZ1OR1pyWpHtdd3ccWvyMl9v749LXZ1JW2qSirmvNuaRAekMGpVS\n5P4VSafT8d2y7/h2ybfGgKmgxi0aM/qV0Yx+eXSNy8QIIfgx+Ee++ewbLkRdKHIbtyZuPPPiMzw/\n9flCQbAk1SRVIZB6HZgLNBJCJCmK0g0IBbKAfwEfwBF4QQjxTbkPWIlkICVVCEN2ynuBzEzVEAUL\nNNbvesYkU5WfDK6ksiiuGEHEoQiykrPMUqxBo9Fw8LeD7PllD8k3k1EUhbpudek7vC+de3VGCEHo\nb6Hs2WLa3vPxvmzbMILLsTY0bZnDrCUJONfRB3qpSSren9SYy7FWNPPI4YPgy5WSmQJ9wPjHrj/Y\n9dMukm4kIYSgTv069B7am259uqFSqSplXPeLTqfj+L7j/LbpNxKvJaLT6XCt50rPx3vyyMBHZAAl\n1QpVIZByAloD/woh0vJeGwK8D3gBscCnQojl5T5YJZOBlFRhgoNlIFXDndWcwcEzngb5ZorqpZhd\nugAAIABJREFUHFJkpkoqNSEEb4x5g8ioSNr2a8uAqQNQW+UVS8grXx2+IxxvL2/mr51fIfON7iV/\nwGQIpoBCrxkCLEmSpMpQnkDKLH9qyAuejhZ47WfgZ3P0L0m1xuHD+p8ymKqR/NT+hK7zJzbfa/W7\nnoHe4aQ0kNX/pJKLCIsgLioO2zq2DJg2ALXlnY9ztZWagdMGEn08mrioOCLCImjVrtV9H6NzHS2z\nliQYA6fXn20GQFqKSgZRkiTVCDXrpl9Jqs7k4r21QmCg6cNP7W9c9Pd8Qopc9Fcqkeiz0WjR4tPN\nxySIMlBbqfHt7osWrbEIRWUwBFNOLlrSUlSkpahwctHKIEqSpBpB3vwqSVVJYCATCIXILSw//KTx\nNalmM2SqMgpkp/KTmSpJkiRJqlrKFEgpihILlHZylQIIIYRHWY4pSbVGXqpiQmgoyw8DkZGyPHot\noH97/Tm7C24UMY+KxjKYku7w9PNEhYrzh8/Td1LfQlkpTY6GiEMRqFDh6edZSaO8M0/KkIkC/a19\n709qLLNSkiRVe2XNSCl5j/wsgUZ5/60DbgL1uHP74BUgp4zHk6TaR2anaqWSzKMykIFV7eUb4Iu7\nlzuRUZGELAxh4LSBhYpNZCVn4e3lXa6qfeVxr2ITMpiSJKm6M1fVPmdgF6AB3gIOCyE0iqKoge7A\nPPQBVW9DVb/qSlbtkypFaCjLD7fRrzUls1O1kqHiX371PWTFv9qsuPLn5w6eIzsl2yzlz8sqJ1th\nRlBTLsUUrs5XlcqfS5IkVYXy50uAfkBbIUR2Ee02wD/Ab0KISeU+YCWSgZRUaQxrTV1/Erp1k8FU\nLWdY9Le+RwpuDZAV/2qpilqQ1xy2b3DhwK+OzPy8cNbJsCDvw/+JJyfnW/Zs2UPSjSRQoK5bXfoM\n68PApwdi72hfSaOXJKm2qAqB1GXgeyHE9LtssxB4SgjRtNwHrEQykJIqncxOSfkYMlUyO1V7CSGI\nCIswVufzau2Fj79PpawdVVBOtlJktikrM4uFb37GL+t+Iut2VpH72jvaM2zcMF6d8ypW1lYVPVRJ\nkmqpqhBIZQJfCyGm3GWbz4EJQgibch+wEslASqoygoP12Sk3NwgKquzRSJUoNFQ/j6pl73DcGpi2\ntbFuUzmDkqRipKemM/GJiZw+ehqATv/pxPCg4Xj4eYCAyH8i2bRyEycPnwTgocCHWPLTEuwc7Cpz\n2JIk1VBVIZAKB5zR39qXUkS7K/pb+1KFEK3LfcBKJAMpqUrJn52SwVStd1ZzxuS5zFTVfMVlfO7V\nZq79S0uj0fDioBc5vv84jZo1YsH6xQR0Knqx4JOHz/D6s1O4ceUGgf0D+fzHz7GwqH7LXxbMGHr6\neeIb4FslMoaSJJUvkDLXb6RlQGPguKIozyuK4q4oiq2iKC0VRRkLHEdf0e9LMx1PkiTQV/brFl7Z\no5CqCD+1v8kjdl0/bsToF/oNz5b/Tmqa7RtcmBHUlNQkVaG21CQVM4Kasn2DSxF7mmf/stixeQfH\n9x+nboO6PDtpM+s+713s8b9bNoDnJm3Cpa4Lob+Fsn/7frOO5X6ICIvgjTFv8M6L77Bq8SpWLV7F\nOy++wxtj3iAiLKKyhydJUjmZJZASQnwBLAG8gNVANJABRAGrAE9giRBCBlKSVBGuX9ff3yVJ+QQG\nQrML/Yjd1YbwIy7suxhOvCb+3jtKVV5OtsKBXx25FKMvI54/GDFUxbsUY8WBXx3JyS78R9by7l9W\nG7/eCMCENycSdrz1PY8ffrIdY6eN1++7fKPZxnE/GKoqRkZFonJV4T/YH//B/qhcVURGRTL31bky\nmJKkas4st/YZO1OUrsALwAPob/VLBU4Aa4QQf5jtQJVI3tonVUlyvpR0D3IeVc1zr3WaCpYdN/f+\npRUZHsmwjsOwd7RnT+wecnMcS3R8SOIxj8fIzsomJDyEZp7NzDKeiiSE4I0xbxAZFUnbfm0ZMHVA\noXW+wneE4+3lzfy18+VtfpJUiSp9jlRtIgMpqcqS5dGlEpDzqGqW/MGQk4s+4ElLUZU4CCrv/qXx\ny7pfmPV/s+g3oh8fr/u4VMefNGwSB0IO8MmGT+gztI/ZxlRRzp0+xzsvvoO6jppJ309Cbak2adfk\naPj86c/RJmuZ89UcWrUrep6YJEkVryrMkZIkqbIFBkJQkH7O1OHDEBwsb/eTCpHzqGoW5zpaZi1J\nwMlFS1qKirQUFU4u2hIHQeXdvzRuZ9wGwMnVqdTHd3Z1BuBW2i2zjqmiRJ+NRosWn24+hYIoALWV\nGt/uvmjRGotQSJJU/RT+v7scFEVRAz6AK1B49igghJDf7CSpIgUGMoFQiNzC8sNPGl+TpKIEBgIX\n+nE2+gw3POO57hGOT2PTAgMyUyWZg62dLQC302+Xet9b6foASpZAlySpKjFbRkpRlHeAG+jLnB8E\n9hfx2Geu40mSdBcyOyWVUv7sVNR5jA+ZqaraDLfGGTI5hsxOwQIOFbV/aXi29gTg8O7D5GTnlPj4\nt2/d5ti+YwD6taaqAU8/T1SoOH/4PJpcTaF2TY6GiEMRqFDh6edZCSOUJMkczJKRUhTlf8Bs9MUl\n1gGXgMK/OUBOyJKk+0lmp6RSMGSnQtfdea1+V32mii7huKjkPKqq5F7FIt6f1LhcxSbutX9ptX2w\nLb4BvkSERbDrp1107/t4iY6/66dfyUjLoH3n9ni38TbLWCqab4Av7l7uREZFErIwhIHTBhYqNpGV\nnIW3lze+Ab6VPFpJksrKXAvyRgK2QAchxI1yd1iFyWITUrWVf/Feb28ZUEklFhoKLZ/7nfoeKbg1\nkFX+SiM3N5d9W/exf/t+km4moVKpqNewHv1H9Ofhng+XuVpbTrbCjKCmxJ5P48rFJ7idfgadTgeA\nhUqFc50e1Gu4mRZeOnoP+ZbQ3/aQfDMZRVGo37A+vZ7ox9b1w7kUo8bKeisNm24iIy0RRVFwcqnP\n1cujybzdl+aeGj4Ivmy2hXk3r9zMnFfm0LRlM7zb7uNafKNChSXyB3hujS5y9vSjXLt8lXmr5zHw\nmYFmGcf9YCh/npGdgY2rDb7d9QHTuYPnyE7JxsHagZmfz5SBlCRVskqv2qcoShawQggxqdydVXEy\nkJKqNVnZTyqHs5ozJlX+8pOZKlO5ubms/mQ1Pyz/gRtXiv77oruPO89PeZ6hLwwtdUCVkpJCX8/H\nybyVctftFMUCIXRFttk5uJKTrUOTm1pku619S3oPCeL9FYPNVp47KzOLMf8Zw7nT52jUrDU+/huZ\nu1IplPXSLwis4ezfw7hxJQr/Tv6s2b0GSytLs4zjfokIiyB4QTBxUXFo0Z+jChXuXu4EvR4kgyhJ\nqgKqQiB1EQgRQrxU7s6qOBlISTWCzE5JZWTITjVwu/OazkFmqvK7nXGbqU9N5cieIwB4tPJgWNAw\n3L3d0Wq1nPv7HJtXbeZ6/HUAhgcNZ+aSmVhYlGzacuz5WJ5s9yT5P7/rutXF3Ufff/S/0aSnppvs\n88p7r9AqoBVCCP458Q9rFq4hOysbAHtHeya8NQFPP0+EEESERfBj8I9cuXQFgMGjB/Pe1++hVpun\nPtX1hOsE9QniQtQFrKyt6Du8LyPGj9DPfxL69aY2rdjEzp92osnV4Nnak5W/r6SuW12zHP9+M1xT\nQ3U+r9Ze+Pj7yLWjJKmKqAqB1AJgKNBaCJFd7g6rMBlISTVGXvGJ5UyQgZRUavlrl9Tvqs9UtemS\nUuvnUWm1WiYPn0zob6HUcavDe8s+JHBAl0JfmjUaDVvX/cq8qe+TnZXNmMljmD5/+j37z8jIoJtb\nN4RO/9nt36kT3+z9yhjk6HQ6XnvmNfb8sgdFUYzBlpWNFX+l/KVvH/Uae7bswdbeDq1GQ052Dk+/\n+DRvf/a2yXmEfLeDua/OJut2FiMnjGTm5zMLjyfNAgenojNehraCgYSnnydujd2Y8/Ic9m3bR3Hf\nQywsLOg9tDezvpiFk4tTkdtIkiSVV1UIpOyAnUAK8KoQIqbcnVZRMpCSagwZSElmJOdR6W3fsJ23\nx72Ncx1nxr22hX9PtWfm54ULNqQmqZj7amOauP/G2sVj0ORq+P7I97Tu0Pqu/Q/vNJzzYecBsLV7\nk8zMD/nsh1h6Pq4vD77zx51MHz0dGztHsm7/gWIxE6H7BYDHn3ucwP6BTB81HQcnRxo124NWm8Sl\nmMHk5uSybv862nVuZzK+Fl57WPPpKHKyc/hm7zd06NrBOJb3JzXm4G+OBO+IoZlnrsk4L0VbEtTX\nA/9OR1CpPir21rZr8ddY+OZCLsdeRqvJa7dU0axlM6bPn073vt3L+lZIkiSVSFUIpGIBS6Ax+sp8\nqeiDqkKEENWjdmkxZCAl1SjBwfr5Um5uEBRU2aORqrnQ0DvZKUNAZVBbMlXP/ec5Th89zYzF7/LX\nwSlcirG6azGFZh451HGbxHdLv2XI2CG899V7d+3f8IFfr2FDbl5L0H/iKhiDqaA+QfwZ+ifwOfAK\nABYWDuh0t1GpVTzQ7QH+PPAnPv7zuXp5GghwrT+dC5GLGfTMID5c/WGh8TVu/jqrF61kwFMD+Oib\njwB9tmnoA96kJKlwdtWyauedYOpStCXj+niQnPgP8DJNfW9gW/dOsYWIQxFkJWeh0qhAAa1Ka1KM\nwdAuizFIknQ/VIVAKg7jr/O7EkKIluU+YCWSgZRU4xgKUDBBzpeSzMIQUBnkD6xqcqbq3OlzjHx4\nJI7OjuyK2UVutuNdy3sbXktOjOZx/8exsbVhd+zuYm9j++ydz1j18SoAvj/6PVcvPsSUp1oaP33f\nXLiTj6b1AxyAy4AT7R5O58rlZVyPf9PYj0plj1fbSBo31y9ueykmgajwNlhaqfnpxD6WzG5jMr5b\n6ZcY4DcAC5UFu6J3GecqGQKm1OQ7wRTAuD4epCRZAKNo5HWSdoPaMmDqAJPy39sXbmff1/uwq2NH\nl6e6FGoPWRRC+I5wvL28mb92vpxPJElShSlPIGWWBXmFEO5CiJZ5P+/2qNZBlCTVSIbFe1l+Z/Fe\nSSqHwED9Ar+GR+y6fsTuakP4ERfCs8OJ18RX9hArxKk/TgHQ64le2Nnb4VxHy6wlCTRtmcPlWCte\nf7YZrz/bzCRIca6jxd3bHf9O/mRlZnH21Nli+9/xww4AVCoVrdu3pufjt/jsh1j9nzAFfDTtQt6W\nj4PixGcbY/ni58u07/xfk37snfrTwsuWOV/HM+freDxaNcLOoRu5OblMf/ZqofE1btGYjt07osnV\nEH7izuLMzTxzWbUzBmdXLanJKkZ192JUdy9Sk1XYO5yiqcc/OLjZMmDanSAJQG2lpl2fdghF4FDf\ngV4v9irUPnDaQGxcbYiLiiMiLKKc74wkSVLFMEsgJUlSDRAUxIRu4fqAat4802oCklQOhsAqdl0/\nwo+4cD4hhfDs8HvvWM2kp+gr5dVtcKe6nCGYcnLRkpaiIi1FhZOLttBCt4YsT8Fqe/ndvnUbwKQE\nuDGYAu7cUd/AeKuf4fj5P+7tHNyMxze029jVByAjNb3o8eWdk+EcDQzBlLW1IDtbITtbwdpaEDT9\nABZWGny6+aC2LFzt71rMNWxdbGneoTkaraZQu9pKjW93X7RojUUqJEmSqhrz1DKVJKlmCAyEwEAm\nBAez/DAQGSlv95PMJjAQQtf1I6PrGW54xkMX02Cqus+jsra1BvRrJZVWdqa+4K2NnU2x2xiyNlqd\ntpgtbPN+3i6i7c5t/DptZqFWw2sWFnZF9mw4p7uNT5IkqbYxa0ZKURQbRVF6KIrylKIoY4p6mPN4\nkiRVkPzZqcOHZXZKMpv82alj37YxPmpCpqq5Z3MAju49aizpbSjcYMhEGTJT709qTGqSCoBb6bc4\nfew0AM08mhXbfwuvFgDkZueSlaUPbPZutdfPkwLAK+/nXqaMbMHerfakJqn433Np5A+kkhMPMOeV\nhqQmqUhNUjH7JRfSUo4C4FqvRaHxZWVmcfLwySLHZ5gnZchEGTJTwZ88gi5HzfnD59HkFs44NfBo\nQGZKJhdPXUStKvw3XU2OhohDEahQ4ennWew1kSRJqkxmC6QURQkC4oEDwHfAmiIeq811PEmSKphh\n7lS38Dtzp2RAJZlJTZxH1b1vd+o1rEf0v9GcOHjCpPpd05Y5LPj2Egu+vWScM2UIVrZ/t53bGbfp\n2L2jMVgqyqKNi4z/PW3ktDtBVF6xiYXfeeJStxEQCexmysiWvDKkKX8dfMa4X4MmjcjNjiEi7CDv\n/LcJ7/y3Cf+e+gWdNoXWDwTw5RbHQuPbsWkHaclptH2wLT7+Psa+Chab2HAoig2HonB21XIrowOX\nY9qScT2TkIUhaHLuBFOaHA2nd55GEQoZNzLYvWx3ofaQRSFkJWfh7uUuq/ZJklRlmatqXz/gVyAc\nfbD0CfALcBx4BOgDbAZChBDflPuAlUhW7ZNqJUNlv+tPQrdu8lY/qcLc7/WohBCEHQ/jQMgBUhJT\nsFBZ4NbIjb4j+t41qCnOl+99ydfzvqZD1weo1/A34uMc7lr+vEGTK0ScfoSEi/HMXzuf/iP737X/\nbg275ZundBFoalL+fPlHy/li9hfAw8A+9B/D/wGgpW9LBo0axJJ3l+Dk+iBC7ANdJrk5D5CVdZmH\nAh/C3dcdRyc3zoU9R0qiPw2b3uDfk124evkKDwY+SEvfltRrUI/uffvx2jP9ylT+/NzBc2SnZBdb\n/tzQXlXKn5//5zy7f95N4vVEEFCnfh0eG/JYpY9LkiTzqArlz3cBHQAPIUSaoig6YLYQYk5eexDw\nNfAfIcShch+wEslASqrVQkNZfriNft0pOXdKqiD516Nq0yWlQuZOCSH4Ze0vbFi6gXOnzxW5TdfH\nuvL8lOfp8liXEvebeC2REQ+P4ObVm/h16EMT9zW8+2VykQvyzpqgJvLMcOIvnKFV+1asD11vUkii\nKId2HGLiExPznilAGJ9ttDMuyJuSmMLwTsO5Hn8d6AicMO67M2onNrY2jOg0gmvx17C28SMn5wJC\nV9ScKrBz8CIn6xIaTXaR7fUbdSM3ZxrrQ1uXeUFegOAFwcW2V2awsnfrXtYuXmu8rbGg9p3b8+yr\nz9J7SG9Znl2SqrGqEEglAluFEC/kPdcBc4QQs/NtcwDIFEL0K/cBK5EMpKRaT2anpPukYHbKReVi\nbCtPYJWbk8s7E94h5PsQAFzruTJo1CCaezVHp9Xx78l/+X3T72Rn6QOIKR9MYdxr40rc/7+n/uX/\n+v0f6anpNGjSgBHjRzD0haHUa1gPgAtRF9i0YhNbvtlCWkoaTVs2Zc2eNbg1ditR/x9P/5hvv/jW\n+NzR2ZFZX8yi3wj9x+snb3zC2sVrTfaZPm86Y6bqpynvD9nPlJFT0Gl1xvY+w/rwYOCDIODEwRPs\n/HknQnfn+8HgZwfj/5A/CDh/5jwh34eQeUtfoGL8/8Yz6b1JhYKJjDQLHJx0CCGICIswVt/zau2F\nj7+Pcft7td9vQggWvb2Ibz7V30Bj72jPgKcH4N3GGxSIORvD9g3byUjLAGDUy6P434L/YWEhCyFL\nUnVUFQKpLGChEGJG3vPbwFdCiGn5tlkIvCCEqFPuA1YiGUhJUh6ZnZLug/zZqQb54ox6nmXLVAkh\nmDl+JtvWb8POwY7p89/k8WcHYGVtZbJdalIqaxevZ8X8rwB4c9GbjJo4qsTHiT4bzfRR001Kdzs4\nOaDVao0BCMBDgQ/x8bqPTUqm52cIRgpaNncZy+YuK/F4QB8Q6HQ6k+OXtP2V2a8w4c0J+caVwYal\nG1n2/hK0Wi2vvPsKE96aUGi/6uiL2V+w/KPlqNVqJs+dzLBxw7gce9n4Xnr6edLMoxlb1m5h0VuL\nyM3JZey0sUz7cNo9epYkqSqqCoHUBWCHEGJC3vMY4KwQYmC+bVYATwkhil6yvZqQgZQk5WPITnkv\nkIGUVKEK1jkp6zyqXT/v4rVnXsPGzoYXpm0k5lwPZn6eUOStd3NfbYyD0yp+XPUaFhYWbDuzjWae\nxVfVK0in03F833F+WP4DB0IOoNHoCyrY2NnQf0R/Rk4YSZuOxY/9/UmNOfibI8E7Yoq8de75Xs2x\ntBzCtfjd6HSmwZZKraJ9l+EoymgcnL7g0I69JtXzFAsLnFw+JTfbjw7dFnJs355C7dbWn2HnUI/k\nm6MRQrD5z83GYhOG61OvwSY2LP0vQgg2HttIq3atSnx9qqIzf55hdI/RqFQqPtv0GQ2bNrzrrYeJ\n1xJ5ZcgraDQaVu9eTcfuHSv5DCRJKq3yBFLmykOHA/lvZA4FeimKEgigKIo/MDJvO0mSagoZPEn3\nSd4SZ8ZHWav8fb/sewBeeXcKMed6cCnGyqTUN9wpBnEpxoqMtHEMeHowOp2OTcGbSjVmCwsLOvfq\nzKc/fMpfaX9x6Moh/rj+B8cSj/He1+/dNYjKSLPg4G+OpCSpGNfHg0vRd+ZOGYo5ZKRZI8Q2Dl0N\n43jKcYJ3BrPuwDqOpxznWOLf1GvwFbczemFl/QN7Yk9x6MohuvftDoC791vcSn+FrKzHiPxnKz+f\nPM2hq4cI7K//f9rOfiY5Oa+QlvIUjVuMB+CHr38odH1uXhvBiP972qS9Ovv+K/2/j9GTRtOwaUPm\nvjqXyKhIVK4q/Af74z/YH5WrisioSOa+Ope6DeoydtpYoGacvyRJpWOujNQrwGdAcyFEgqIobYA/\nARsgETDcszBYCBFS7gNWIpmRkqQCgoP186Xc3CAoqLJHI9UypanyF302miEdhmBrb8ue2D1oNc4m\n5clnLUkAKPTaxei/Gd1jNM51nNkVvQsb2/uzKG3B8uKrdsYAFHqtYLbKoGD59Qlv/MXIzn0RQoV3\n2/O4Na5DRJgN6an6vuZ/c5hxfR5Dp1NhbRuLk0t9fAOyuHIxiuizHbG1s+Wnk/v4dIavyfVJuhHF\nE+2ewMbOht0xu3FyqZ43niTfTKa3Z29yc3LZHr6dJe8uITIqkrb92jJg6gDjgsiG8uzhO8Lx9vJm\n6gdT6d+qPxYWFuyM2mmcCydJUvVQFTJSXwNNgZt5AwkHeqIviZ4I7AD6V/cgSpKkIuRfvFeuNSXd\nZwWzU/suFp+dOrpXv+hs7yG9cXBywLmOlllLEozrJr3+bDNef7aZSZDgXEdL2wfb4unnSWpSKuf+\nLrrCX0Vo5pnLqp0xOLtqSU1WMaq7F6O6e5UoiAIKnd//no9Cp9Ph4NQfdx8X5q2+zJrdd/p/6fE4\ndDodFqr+uNSpz5rdMcxbfRnP1h7Y2nci83YmU5+KL3R9Wvq2pH3n9mTdzuL00dP37fqY26k/TpGT\nncODgQ9yK/0WcVFx2NaxZcC0O0EUgNpKzcBpA7FxtSEuKo7U5FS6PNYFjUbDn6F/VuIZSJJ0v5kl\nkBJC5AohrgohcvK9dlQIMUgI0UoI0V8IscMcx5IkqQoyLN7L8juL90rSfWJY3Dd2XT9uxLhwPiGF\n8OxwkwfoC0gANGrWyLivIdhwctGSlqIiLUWFk4vWZN0nRVFo1Fy/T2py6n09N0MwZW0tyM5WyM5W\nsLYW9wyiDPKf3620FADsHZsYzy9//7m5yQCo1c2M/Rv2t7NvCkB6amqh6wPcuT5J9/f6mFP+fx/R\nZ6PRosWnmw9qS3WhbdVWany7+6JFS/TZaBo3b6zv4z7/+5AkqXIV/u1QBoqiPA+cEkKE3WUbf6CD\nEGJtcdtIklTNBQUxITQUIrewPBhZzU+6rwIDgQv9OBt9hth8rzt4xkOXcDLV+mp0ubn3DkAKysnW\n/53QysrqHltWXYqiH3u+v3kWkHduRbTrdDl5fVgXuWdOTt71sa6+18ewhlduTu389yFJUumZ69a+\n1cCT99jmibztJEmqyWR2Sqpkfmp/k0fsun6EH3FB62AP6G/hMjDMIzJkogyZqfwFKDJvZxoX7W3Y\nrOF9PRfDPClDJsqQmSpYgKI4Jufnqi8Vn5J0jDmvNCI1SWXSv5WVviJhbu4RXujdkkvRlqQmqXjv\n5fqkp+oX9nWp26jQ9dFoNJz58wwADZo2qIjLcF8Y3tvTx07T0qclKlScP3zepJqhgSZHQ8ShCFSo\n8Gjlwd9H/9b30fT+/vuQJKly3c/V41T33kSSpBoj/9ypefPk3Cmp0hjmUTlZPIeVnS2n/jjFob8P\nFSrGsODbSyz49pJxTpEhWNixaQdpyWm0fagtLX1b3rdxFyw2seFQFBsORRnnNN0rmCp4fsu2+uJS\ntw7Zmf8Q+c8p3nqhKWMfy99/S1zq1kWIf0hJPMrYxzx464WmnPt7F5rcK7Tw8mDpL26Frs/+7fu5\nHn8ddx93AjoF3LfrY24dunagiXsTEi4kcPPaTdy93MlMyiRkYQianDvBlKHYRFZyFu5e7qQkpnAh\n8gINmjSg06OdKvEMJEm63+5nIOUNJN/H40mSVNkM2Sm3LXeyUzKgkipBYCC0c+iMe9NxAHz1zjdM\nn2hfqHBCwQINsyc6sfJjfVa1YRP9mkJbv91KWkqa2cZ29fJVNq/czIr5KwheEMwv634h4WI6QX0L\nV+crWIAiqK8HGWmFP8pzshXmvmpafbB+IxXDxg0BIC35Q47ssSXxuiVOLvr+PfwURowfmtfDXG5e\ns+DIHjWpSZ8A8MzEkbjU1Zlcnzkv12Xlx6sAeOq/T6EopS56VWWoVCpG/N8IAFbOX8mYKWNwsHYg\nfEc4nz/9OSGLQghZFMLipxYTviMcB2sHxk4dy8r5KwEYMX4EarVZZkxIklRNlLn8uaIoqwEBKMDz\nwN95j4JUQAugBxAihHi8bEOtGmT5c0kqI8PivdefhG7d5NwpqVJcuxbJBx90IDv7Fh4PPIOT24e8\nvTyaVm5uJtulJql4dfgZzp95mVvpiYX6sbG1YcDTAxj9ymi823iXaSx/hf7F+qXr2b9tP1qt6YLA\nNrY2NGw2jPSUqazdZ1/kgrxBfT3o0T/dWLa9oO0bXDjwq6PJgsNXL19l2IPDSE9Jx8612XzEAAAg\nAElEQVThedTqr/jucJyx/+sJ1xnacShpyWmoLUejVqeQlRmCWxM3fj75M47Ojsbr897LriTEvcC/\np3bg1tiNn0/daa+uUhJTGPLAEBKvJdJnWB/GTh3L2sVri1yQd8yUMaxfsp6Q70NwrefKTyd/oq5b\n3XscQZKkqqY85c/LE0jp7r2ViaPAc0KI6DIdsIqQgZQklVNoKMsPt9GvOyWLUUiV4MyZX1m27Em0\n2lwa+fjy2ITH6D3mYSyt9bfJpSenE/xCMMf2HTPu0+WxLrRu3xqtTsvZU2eNbWpLNXO+nsOgUYNK\nfHwhBMvmLuOrD77S96FW88jAR3D3dker03Lu73PGUu0qtZrZy97lieeeKNRPRpoFDk53/yjOyVaw\nsjb9nP8r9C9eevwlsrOy8W7biucmjaLfyH7G9bEO/n6QycMno9Hob2ezsbVh5c6VBDwUkHfcDLZv\n2M76LzdwITIOBycHVu1aRat2rUp8Daqy8BPhBPUN4nbGbTz9PHn6pafx9fcl/oK+rH7Tlk2J/CeS\nDUs3EBUehY2dDSt+XUG7zu0qeeSSJJVFZQVS7tzJSMUAi9EvyltwEFogWQiRUaYDVTEykJIkM5DZ\nKamEcnPBsphpQHdru5dz5/ayfPkIbt1KAsDa1hFH14bodDpSbsShy8sQObu68MXPSwp9SY49H8uy\n91fz+6YtACz4dgF9h/c12cZwy13BYGfp+0v56oOvsLCw4LnJ4xnz6lPUb1TfZJsLURdY/tEatn37\nIwDzVs9j4DMDTbbJydZ/3BYMlErSfvroaaaMnELi9cS8MTrQsFlDhBDEx8WTdTvLZHt7R3saNW9U\nqL2JexM+//HzMmflqqpzp88xefhkrly6AoCtvS2NWzRGURQSLiRwO+M2AG5N3Fi8cTFtOha/ELQk\nSVVbpQRSJp0oymxgnxDiQLk7q+JkICVJZiSzU9JdHD0KYWEwejTY25u23boF69dDQAB07ly2/rOz\nb3H8+Ab27/+Sy5cLLyTr2ngyGUkfsW7PRVp3zDZp+/eENaMDvRDMQ6edibWNNSH/huDWWH+L4KVo\nS4Z38gYBm/+MNN4699fBvxjXexwWFhao1RtRWT7J5uORRd66N6q7FyifkJr0FpZWlmz/Z3u+9ZpU\nTHzCHRAs/eXC/7N35+FRVtcDx783e0jIQkgCYSeAYAgqorLIgCiKVq1aq9a1CuKG/VXcWm2tSy22\nbq1VqrERFHGpS1GLoiDLQAAFXICIECAIApIEEkK2ySz398c7M5kkk33ITGbO53nmGfIu974TZTk5\n955Tr6dT3fkBgGLuB3u8nn/kjmSSerzJ99/OY+vGrfXOn2Y6jUtvvJTamlrefeVdtm6of37MxDFc\necuVTPn5FCLbG80GuFpLLcsWLePtl96uV+kR4KSxJ3HlzCs59xfndumS70KIAAikQokEUkL4mGSn\nhBdWK8ybB8XFkJpaP5hyBVGuczfe2P7MFBhL7UpLf6Sy8jD/+c9d7NixkuHD/8TOXX/EbgsjItrO\n00u/YPJpCYARRN1wdiaWmjBAExX9c2ot/+O2P9zGbX+4jX27Irlx6mCKDhoPldrLyvxlRrGI2b+a\nzbL/LqNb3P1UVc0BIK23lXlL6xrsuu4vORRJWJgmueelFB/8kJvvv5k7H7nTCIJu78OXq+JAw+mT\nK/jT3Lp9UMb5DL5cGQ8KTp9UyZ/m7q933lXNr9/gWh7P/ZHSkp8oO1yGUoqUtBRS0uvv9Sk6UERp\nSWmT54NdyU8lHCk+gtaaHqk9GmUQhRBdl98DKaXUaGAs8IbWusx5LA74F3AxUA38VWv99w5P5mcS\nSAlxnEh2SjTQMGC65hrjeMNjDbNV7XXkyF4eeGAQYWHhPPHEPo4cSedvfwOHQxMRbefhJcvIjBzM\nDedkUmsJIzLSQXyCg2Plq7BappKSlsYrny1j5s9O4GhpOPHdHWg0lceMynt/W7COG6eejcMO0TGF\nxCemo1BUHAtzV+YD3CXPuyfaOWFUDT8WfsmeHVNJ7pnCexuX8cTdA/mxMIr0PkbgdWh/pLsyH+AO\nklo671mtUAghQlUgBFJvARO11n08jj0HzAIqgWiM6n0XaK0/7fCEfiSBlBDHkSs7xUyYPt3fTyMC\ngGcw5ZmR8nUQBbBq1Yu88cZtjB59Obfc8g4Ae/bAU0+B1aYJC9OgQNsVUTEOXl22i+5JDm6cOoji\ngyPReidx3Vdjt4/zGhgpcqmuuoWw8ItJ7fVOo/PRzr1MFoty35+Q7ODRWb1Z9fF4amu+58TRS4CJ\nXgOjhCQjICovC2/1eQmihBChriOBlK/6SI0BVrq+UEpFYpRE3wCkAgOBw8BvfDSfECIYmUxGNkoI\np7i4uoCpstJ4eR7zpYqKYgDS04e5jw0cCPfcA2FK4bCHoe0KFa556JOlJJ5kLMebt7SQ8PAhANTW\nHiY6Wjfq+xQdrbFaSwCIiBjq9bzForBYVL37E3vYeej5g8TFDwagvKyUhCR7o75XCUl2ysvCKS8L\nb9N5IYQQ7eerQCoN2Ofx9RigO/CS1rpGa30A+ADI9tF8QohgVlRkNO8VohMpFQ6Aw+E9wDB6zSpw\nwK7N3dlxoIz9tv0csh9CY3NeFd7MDK5zbQ9gtDbuUc2OL4QQojP5KpDSgGc77zOd755V/IoxAi6/\nU0r1VUq9opQ6oJSqUUoVKqWeVUol+fvZhAh5JhMzJ+QzkxwjmDKb/f1Ewo9cS/tcmShXZsp1zJcS\nE42KeHv3fuU+5lrap7URSCkFWofx6l0TWP/v0az7PJa7zjkFuy0fgPCoNCwWxU3nDmbfrkj27Yrk\npnMHY7EoIiN7AWCzfu31fHS0dmemXOePHgnn0VnpVJQb4yf2SKW8zCgWcfRIuLtwhCvT5Mo8tfa8\nEEKI9vPVHqmtQJnW+kzn12uA/lrr/h7XzAfO01r37vCEHaCUygTWYiw5XAR8D5wBnAVsByZorY80\nc7/skRKis+TmGtX80tJkz1QI6uxiE5WVR7j//j5YrTU89lgBVVVDeOopsNkgIsJY4ge4j4WHGy+r\n9T0cjstJ7DmYq/+ay5sPnkb10Wi6J+h6xSb++d63XHfWJCzV1UTFbKF74rBWFZv4oeBT9u2+gr6D\n+rNw9WIe/7++UmxCCCF8JBD2SL0NjFdKvaeUWgiMB95tcM1wYJeP5uuIuRhB1J1a68u01g9orc8G\nngVOAB7369MJIepMn16XnZozR7JTIcRq9R4wufZHpaYa5xYuNK71hbi4HowZcxUA//vf3zwCpkou\nvXQJP/30OkVFb3LFFasID7dhs4HFYkWppwCYdvZvKV8+mav/spGYhFpKiiI4XBRJ90QjSBp+cgwX\n/uoCAJR6ksNFkZQURZCQZG+0Zyohyc7hokjWfR5DeenTAIw6YyTrPl/Mz676L736VrFpTRybVseR\n0b+20Z6ojP61bFodx6Y1cWT0tzY633dQLT8WRvHn32RQXmZh7dK1LH5zMYvfWswXK77A6qtvqhBC\nBDFfZaS6A0uAcc5D3wBTPEqhDwZ2AnO01g92eMJ2cmajCoBCrXVmg3PxwE8YyxTTtdZVTYwhGSkh\n/EGyUyHneDfk9Wbfvm/5y1/G4HDYSE6+h6NHa4mMfBWL5Wi967p378uxY9OBfOBdundP5bHHCoiN\nTQRg3cHvWfjEEJRy8OIX6xgzrAcAO7/byRVnXIHNaiMi8jEiIn/Hext2em3Ie8VYK5aaq7BZv2v0\nnD17pREWdjM9Um/k5U8s7WrI+8BNFrR+kc1fvkV5aXmD8Xvyixt/weUzLie9T3o7vpNCCNE1+L38\nOYBSSgEjnV/ma60dHucGAicDG7TW+30yYTsopWYAORhFMG7zcv5TYCpwjtZ6eRNjSCAlhL9I896Q\nY7U23Wy3uXMdsW7dq8yf/+t6xwYMGENa2lAcDjv79n1NUVGB+1x4eBT33LOKwYPrR3TLlkHPM/IZ\nfvEW0tIhKTyJPhF9WPzmYn5/4+8BMJ0/hV/fdS2nTjwV469RsNlsPHnvk7z5rzfr5h86gBEnj0Br\nzfbN29mzYw8A3eK78fSbTzNh6oRGn6PWYowXFd347/n/vfE/HrrlIWxWo0jG8JOGM3DYQAC2b95O\n4fZCAGLjYnlq4VNMnDaxtd8+IYToUjoSSEW0fEnraCMi29LEuT3AHl/N1QEnON93NHG+ACOQGgp4\nDaSEEH5kMhnFKHJzyckDCgqkeW+Qay5Q8kUQ5S0Ys1gaV7GoqTlGTU05Docdi6Wi3jmtHVitNY3u\nOeccsFqz2LnUQXHmflIHl0EG/OxXPyM8Ipw/zPgD5k+WY/5kOQOGDmDAkAHY7XY2f7mZY2XHjM8Y\nFckfnvsDl/76Uo/5NBtWbeCVp+axdlked156J8//93nGTx1fb35vARTABws+4I83/xGA8y4/nxt+\nex0jx4x0n9das2n1Jl55ej5rPjXzm1/8hufee06CKSGEaMBXe6S6ikTn+9EmzruOS/U+IQKZ596p\nvDzZOyXaZf16mDevfvW/PXs28NZbdwKQlPQ4iYl/oHv3dA4d2s6WLYvJz1/C0aMHSUs7gT59nmHo\n0JtwOGy8+OJlVFYe8Tp+f0s2hQumUbg0ix0Hysi35DNw0mjGnf0VUy7+P3r26skPBT9g/sRM3md5\n7iBqxCnnMnHaDqZcfHm9cZVSnDBqHPGJHzL+nJuw2Wzcc809HC463OJn3vndTh657REAzr/iQeAN\n+g0+qdH4Q0eeQbf4RUycdgt2u517rrmHogNFbf0WCyFEUGtXIKWU+kQpdXV7J+3o/UIIgcnkDqjI\ny5NS6aJNrFZj/5WrYIUrmPr883+gtYPU1DuprX0Aq/UxBg/ey5135nH77R8wa9b/mD17E337biM8\n/C66d89hyBATVVWlrF07v8nxTz0VRkRkU7g0i42fpfKXW4ay90BvqsJn87dN/+DpZU/zj3f/wbiz\nja3Gl9zwC/pnvs1PP6Y1KlXuKmn+Y2EM8YlPcvrksVSUV/Df+f9t8XO/OfdNbDYbF117CQ7HPezb\nHdXM+NHExs1hwrkTqa6s5r1X3vPNN18IIYJEu/ZIKaUcwMNa60fbNWkH728vpdSTwN3A3VrrZ72c\nfx64HbhNa+11E5Rrj1Rz/nThhTx80UUdfVwhRGvJ3inRDg3Lq198cRGPPtoPu91KRkYhqakDACgt\nbb78+s6dHzJ37s9JTc3k0Ud3EBYW5nV81/1//zvUUEViSi1n/+oAMXF2Bk3Np1tUBXcMv4Pamlo+\n2voRST0GNypVDo3Ll2/dZOa2i26jd7/efPz9x4SHe+8PdezoMc4ZfA7VldUs+mYRKWlDWzX+9s3r\nmDFtBmkZaXyy/RMij8fGNCGEOI7mPjaXFx9/sdlrOq3YhDMQWuR8tfl2YB7+CaSmAy8DOVrrW72c\ndxWbOFtrvaKJMaTYhBCBymwmJy/LqOwne6dEK3gGO1ZrLgcPziAm5gKyshY3CpxclQMrK+uXZHc4\n7DzwwEBKS3/kgQc2MmDAqV7Hb+p+gG22LRTuWcAHTz7JyZNP5rUlrwGe2aEoEpKMynvlZeH1ekA5\nHA4uzLqQHwt/5LUVr3HyuJO9ftYl7yzhvuvu49QzT2XesnmtHl9rzc9P+jl7duzhlc9eYYxpjC//\nEwghhF/5q9jEJc5Xe7X5YX3AFRxNVUop7RFFOku4TwAqgfV+eDYhREeZTMzEDAWLyCmY6T4mRFNc\nfalefhkOHPjJeWxUvSDHdd61/M91j+t8WFg4vXtnUVr6I+Xlh5ocv6n7wVj2t2pZGgBJAzPIt+Qb\nVf569OGP/zzAvdf2o7zMyDQlJNnrNdINCwtjSNYQfiz8sdl9UiWHSgAYlj3MfczVV6q58ZVSDMka\nwp4de1q1D0sIIUJFewOpm3ww99c+GKNNtNa7lVKfAecCdwDPe5x+BOgGvKi1ru7sZxNC+IgzcJrJ\nCnIY6ueHEV2L62drbf85n6t0ed0YbTdokObrr6F8b0/y1yW5q/zF07/V8ze3ysR1ru5ZW6814wsh\nRKhpVyCltZ7v4+foTLcDa4HnlFJnA98DZwCTge2A3xoGCyF8qKAAKJCMlGiWa+ldZSXExqZx9ChU\nVW1j4cL6e6IqK+svzXOdN5b2OTh0aDsA8fGpTY7f1P0uCQlGRqq2qJjCBdOoGL+FytMK+OAv8Rwp\ndZCSbFxXXmYsx/Nceufq+5TcM7nJz9oj1WgKvPv73e5jrqV95WXh9Zb2tWd8IYQINaFW/hyt9W5g\nDDAfI4CaDQwC/g6M1VqX+u/phBA+YTLB0KFGeXSp5iea0LAYxC23XEhYWDjV1R9x8OABXn0VXn21\n7vzNNxuv1NT61f6+/34ZJSWF9OjRv8n9Uc3d75KVdT4REVHk5y/hxBP30N+SzbxbprA3P5G4XkeZ\nPf9Lnnx9H30H1fJjYV21vU2rN7Fnxx569urJqDNGNfl5J0ydQHRMNOuXr2ffrn319kf1HVTLk6/v\n8zr+t+u/ZWf+TpJTkzll/CnH8z+JEEJ0KSEXSAForX/UWt+ktc7QWkdrrQdprWdrrZvqLyWE6Gpc\n5dFdvaZyc/39RCKAWK2NK+plZGRw8smXAHbs9n9SUGAkNlNS6rJHrv1NrmDo9dc1n332DAATJ95C\nWFh4k+N7u3/hQuNaMDJSo0dfjtaaZcueY+FCsBxOItKSyNizKtheXMyPcZuZ8ewmj2CnN/P/bhSm\n+MVNv2i2ol5SShLnXX4eAK/+43X+/Jv61fkSe9jde6bqjf/sAgAuu+EyoqKjjtN/ESGE6HpCMpAS\nQoQQz+a9kp0STpGRMGpU4+p5U6b8HwBFRX+lW7e3SEuD666rvwTPFQz17Kmx2R5k27ZPiY6O48wz\np7c4vuf9qanGNZ6xz5QpvwFgxYpn6dbtNVJT4be/hVMST+Tw+izy1yVxsKbYGUxZsNsew/zxSqJj\norl8ev3Gvd5cfcfVKKX4T86bxMW/TL/BtfUKSwAewZQF9BMs/3ApUdFR/PLmX7bjOy2EEMFLAikh\nRPCT7JTwYuxYuPHG+kHO0KET+fnPH0drzeHDVzNo0Gyqqwsb3VtSsgmtr2Dz5jkoFcaMGW+RkJDe\n4vgucXHGubFj6x8fNOgMLr/8KQBWr76B+PjfUFW1C3A29F0wjcKlWaxcs4Fyx4V8/sGzKKWYM38O\n6X3SG07TyImnnMh9T90HwPvz7yMh6VbKjuxudN2h/dsIj7iez97/GwB//vefyRiQ0eL4QggRStrV\nRyqUSR8pIbq4EGvea7XWz3i09lywaOnzQ+PzWms+/fSv/Pe/vweMinXDh59DWtpQtLazd+9X7Nmz\nwXlvDDNmvOlcEug7y5Y9y7vv3u2ukjd8+Nmkp5+A1nb27fuWwkKjS0dEVCR35NzO9KumNzdcI2/M\nfYO/3v1X9/inTz6dgcMGorVmx5YdfLv+WwAioyJ57OXHuODKC3z46YQQInB0pI+UBFJtJIGUEEEi\nN9cIptLSYHrb/hHaVaxfD5s3N15aBnWFEEaNapwVCRYtff7nnjN+/ZvfeD+fk7MBq/V5fvjhbWw2\nS73z3bolMX78TUyefAepqYOPy/Pv3fsVK1Y8z4YNb2K11tQ7FxubSP/+v2bsVecw5OIKhgzB6DsV\n0afV43//7fe8+a83+eTtT6iprj9+fEI8F197MVfeeiWDhg3yyecRQohAJIFUJ5JASoggEsTZKasV\n5s1rXOwAGleTu/HG4MtMtfT5FyyA7UbFck44of4+qIbfn1/+soSCgqVUVJQQFhZOYmJvsrLOIyqq\nW6d8lsrKI3z33WccO1ZMWFg4CQm9yMo6j+ho44HNZhh03RJSB5eRlg5Z0VltGr+8tJy1y9ZSWlKK\nUoqU9BQmTJ1At/jO+XxCCOFPEkh1IgmkhAhCZjM5eVlGdmro0KAJqBoGBJ59kbwFGMGmpc+f7GyJ\nVFra9b8/ZjOkjt9CfOZ+ssaV1TvX1kyVEEKEkoAIpJRSKcBNwGlAMhDu7Tqt9RSfTOgnEkgJEaSC\nNDvlGUx4Zly6UpDQES19fgiu748roHKJz9zf7kyVEEKEAr8HUkqp4cAqILWla7XWXbpSoARSQgS5\nIMxOVVbCyy/XNX+NizMaw3a1IKG9Wvr8wfz9cQVWKWPz27WPSgghgl1HAilfBTVPYQRRTwCDgSit\ndZi3l4/mE0KI48Nkqus7lZcnfadEl2YyGWXTv3/mKvLXJbHjQBn5lnx/P5YQQgQFX2WkjgKrtdYX\ndvyRAptkpIQIIUGQnZKlfaG1tK85DfdRSXZKCCECY2lfOfAvrfX9HR4swEkgJUSI6cJ7p6TYROgU\nm2iLjlb5E0KIYBIIgdRKoExr7duOhAFIAikhQlQXy051dvnzmppjVFYeISwsgvj4nkRGRnf8Q3SA\nL8uf33gj2O0VVFYeJiws3Pn5YvzzwXxEslNCCGEIhEDqLOBT4Dyt9YoODxjAJJASIoS5slPM7BLB\n1PFuyGuz1fLVV++xatVcdu5c4z4eERHF6NG/ZPLk2xk8eBxKtfnvJp/oaEPe11+3kpj4IQcOzGX7\n9uXuc2FhEZxyymVMnnw7Q4ea/Pb5fEGyU0KIUNfpgZRS6gbA80YFXAj8HHgL2AiUebkVrfVrbZ4w\ngEggJUSIcxafyGFmwAdSYGRmmso2NXeuJTt3ruHll6+krOwAABER0XTvnordbuPYsUO4/m4ZMmQi\nt9zyDgkJ6e2bqINa+vzg/fyePRt58cVfUFq6F4Dw8EgSEtJxOOyUlx9CawcAAweezq23vkdyct/j\n8fidQrJTQohQ5o9AytHmmwxaa+21v1RXIYGUECHOMys1fbq/n8YvvvvuM1544WJsNgu9e49kypRZ\nnH76NcTExANQUrKH1atzWL36ZSorS0hNzeTee9eQmNir0VhVVdCtm/d5mjvncjwCxYKC1Tz33DRq\na6tITx/OWWfdwdix1xEbmwhAaemPrF79MmbzSxw7dojk5L7cd18ePXr098n8/iLZKSFEKPJHIPXr\nNt/kpLWe3957A4EEUkKIrrbEz5cOHSrg8cdHY7FU0Lv3rVRXP8/dd4eTllb/uqIieOqpQ9jtF1BR\n8RUDB57G/fevIyys7mdpCxfCli0wezZe73/mGcjOrisC0dDxWLp45Mg+HnvsJKqqSsnMvI7ExFyu\nvTbS6/jPPnuYoqKLsVjWkpExkgcf3ERERFSH5g8E22xb3I18h2VIdkoIEdw6vY+U1np+e1/tmU8I\nIQKKyQTTp9f1msrN9fcTdZply57BYqlg1KjLqK5+gaqqcJ55xgh8XFxBUHV1OuHhS0hK6suePRvY\nsuVj9zVVVUYQVVlJk/dXVhrXVFU1fg6r1QiiiouNgMXVTBfqF4vYvLluCV9rLF/+HFVVpYwYcR6J\nifMoKYn0Ov6CBXD4cAphYYuJisrkwIGtfPXVex2ePxCMiMimcME0infX9Z3ab9vv78cSQoiA45MG\nuUopk1KqfwvX9FdKhc6PbYUQwW/69LrmvXPmBH3z3urqcr74YgEAl176GHffHUZcXP1gyDMIiouD\ne+5J5ZxzfgvAqlVz3WN162Zkolq6f/Zs78v7IiONTFRqav1gylvJ89Yur6utrWbt2lcAuOSSx7j2\n2vAmxz982EhGDhuWRFzcvQAsXz63Q/MHEpMJ+v0wjcKlWe5GvhJMCSFEfb6q2ucAHtZaP9rMNX8A\nHpE9UkKIoJSba/SaSksL2r1TeXmv8Npr0xk2bBJ3370SqB/4uAIGq7UuCEpLg4qKw9x/fx9sNgtP\nPPEjycl1S8Vac39zfNlweNOmd8jJuYL+/U/lwQc3tmp8gNdeq+DbbzPQ+hiZmTuwWocGVQ8qVzGK\nQVPzSUtHilEIIYJKpy/ta6euWx9WCCFaEgLZqeLi3QAMG3aW+1hamhHwREYaAZCrwIJnEBQfn0Lf\nvicBcOTI3npjtub+5sTF1QUsroyR57H2fL4TTqj7fC2NHxcH118fT2zs6QCUlxe2e/5AZTI5l/tJ\ndkoIIeqJ6MS5+gPHOnE+IYToXCYTmEzMNJvJyQMKCoKqGIXNVgNAVFRsm+91NbB1jRGIrFbj2drT\nbDcszLhH68D9fB01IiIb84JsKsZvgan5lKVLqXQhRGhrdyCllPoTRi8pV6ZpchNNCcOBAcBVwBpv\nFwghRFAxmZiJGQoWkZN3iftYV9etWzJglP92cS3N8yz1bbUax1xZJa01R48a/aZiY5Pqjdma+5vj\nWnrnyhR5HmtrViguzvh8ZWV12ZaWxgfj1xbLfucYSe2evysw/jfOZttSKHZW9iMDCaaEECGp3Xuk\n2tFLaj9wqdZ6Y7smDBCyR0oI0SZmMzl5WUZE0MWzUzt35vHkk2fSvXsqc+bso7Q0ulFhCGhcLOLY\nsbX87W8TiI/vyRNP/EhkZDTgvbCEt/ubCqa8FXaAxsdaG8zs2/ctf/7zycTEJPDXv+7Hbo9vdvxk\nI+7i0KHN/PTTSURHd+fhhw/w7rvx7Zq/q5G9U0KIYOCvPVJTPF4ArzY45npNAkYCA7p6ECWEEG1m\nMtXtncrL69J7pzIzx9O37yiOHStm/fp3vQY8rj1PntX4Pv/cqNZ35pkz3EFUVZX3gMnb/U2VP/cW\nMLn2J3lW22tt+fF+/U4iM3M8NTXlrFu3sNnxU1KMlZsFBWC1Gp9v3Lgb6NEjvt3zdzWyd0oIEera\nHUhprVe6XsBrwCLPYx6v1Vrr77TWbc1gCSFEcHD1nZqQX9d3qgsGVEopJk26A4BFi37LkCEFXrNG\nnsFQevobbNq0EKXCmDjxFvc13boZzXZbuj87u+ny56NGec/6eAZTo0a1rfz45MnG5/vgg/vp129r\nk+Nfd53xnPHxH3DkyMsATJp0W4fn74pcfacKl2axcbv0nRJChA6flD8PJbK0TwjRIWYzFBQYpdIn\nTOhyS/3sdhvPP38h3333Kd27p3HVVfMYPXoaYWH1fy5nsVTy2WcvsHjx79HawXzr8dAAACAASURB\nVOWXP83UqbMbjVdV5T1Qaumci+feqraca4rD4SAn55d8/fX7xMX14Oqr/83o0RcTFla/c0dtbTWr\nVr3M++/fjcNh46KLHuHCCx/q8Pxd3TbbFuKde6fS0iErOsvfjySEEM3qyNI+CaTaSAIpIYRPdOG9\nUzU1x3jxxcvYtm0ZAGlpQxg//iZ69hyM3W5lz54vWbfuVWpqygG46KJH+NnP/kgTBYkCTm1tNS+/\nfCWbN38EQErKACZMmE5a2lAcDjt7937F2rXzqKoqBeDcc+/jssue6DKf73hz7Z1KGZvPkCGyd0oI\nEdg6PZByFppo640K0NKQVwghnFzZKWZ2uWDKZqtl2bJnWLlyLqWl+7xeM3jwOM47735OPvnnnfx0\nHedw2Fm+/DlWrPgnJSWFXq8ZMGAM5557L2PGXNHJT9c1mM0w6Lolkp0SQgQ0fwRSK70cTgJGYQRY\n+4CfgF5AP4wgajNQqrU+y8u9XYYEUkIIn3LulcphZpcKpFzsdhtbt37M1q0fU1FxmPDwSJKS+nDG\nGdfQr9/J/n68DnM4HHz33ads3vwRFRUlhIWFk5DQm9NP/xUDB57m78cLeK7sVHzmfrLGSd8pIUTg\n8fvSPqVUBpAHbALu1VoXepwbDDwJnAKM11r/1OEJ/UgCKSGET3lmpaZP9/fTCHFcSHZKCBGoAiGQ\neg3IBkZrLwMqpcKAr4DNWuvrOzyhH0kgJYTwuS68xE+I1pLslBAiEPmrj5Sn84Al3oIoAGfp80+d\n1wkhhPDkKo/u6jWVm+vvJxLC59x9pxZMc/edyrfk+/uxhBCi3XwVSHXH2CPVnATnSwghhDfOXlMz\nyYE5c7pkrykhWmIy4e47lb8uSfpOCSG6LF8t7dsEDARO0Vrv9XJ+APA1UKi1PrXDE/qRLO0TQnSK\n3Fyj11RamuydEkFL9k4JIfwtEPZIXQW8ARwB/gmsAg4B6cBk4E4gGbhaa/1Whyf0IwmkhBCdpos3\n7xWiNTz3TqUOLmNYhuydEkJ0Hr8HUgBKqbuAvwIRXk5bgd9prZ/1yWR+JIGUEKLTdeHmvUK0lmSn\nhBD+EBCBFIBSaiBwDTAaSASOYpREX6i1/sFnE/mRBFJCCL+Q7JQIEdtskp0SQnSegAmkQoEEUkII\nv5LslAgBruV+g6bmk5aOlEoXQhw3HQmkvC3DE0IIEahMJmZihoJF5ORd4j4mRDAx/pfOZttSKHZm\np8hAgikhREBpV0ZKKTUJ0MAGrXW1UqrVf4trrbt0PV/JSAkhAoZkp0QIkOyUEOJ46vSlfUopB0Yg\nNUJrvcP5dWtorXV4mycMIBJICSECiuydEiFC9k4JIY4HfyztexQjkDrs8XVryIYsIYTwJZPJWO5n\nNpOTBxQUSHZKBKUREdmYF2RTMX4LTM2nLL1MslNCCL+SYhNtJBkpIUTA8sxOSSNfEcQkOyWE8BWp\n2teJJJASQgQ82TslQoBr71TK2HyGDJG9U0KI9vF7IKWUehVYBizXWu/v8IABTAIpIUSXkZsr2SkR\n9DyzU9LIVwjRVoEQSHkWm9gBLAc+B1ZorY90eIIAIoGUEKJLcS33Y6Zkp0TQkuyUEKK9AiGQGgGc\n7XxNBhKdpxzAZuoCK7PWurLDE/qRBFJCiC4pN1eCKRH0zGYYdN0SyU4JIVrN74FUvQGVCgNGUxdY\nTQBinaetWuton07YySSQEkJ0SWajhV8OMyWQEkFNslNCiLbwR/nzJmmtHcBGYKNSaglwAfB/QBoQ\n6ev5hBBCtFJBAVBg/FqCKRGkjP+1szE/k43FmZ0qSy+T7JQQwud8GkgppQZTl4k6C0h1ntoD5GIs\n7xNCCNHZnIHTzIIccvIuqXdMiGBkMoF5wTQqxm+hOHM/jMuX7JQQwqd8tUfq3xjB0wDnoUPACpx7\no7TWhR2eJEDI0j4hRJcn5dFFiJG9U0KIpvh9j5RH1b6lwJ+01us7PGiAkkBKCBEUPJv3TpggwZQI\neq69U/GZ+8kaVybZKSEEEBiB1CpgLMYeKCuwAWMZ3+fAOq21tcOTBAgJpIQQQUWyUyLESHZKCOHJ\n74EUgFKqGzARY4nfFOBkIAyoBlZjBFXLtdabfDKhn0ggJYQIOpKdEiFGslNCCJeACKQaDaxUMkbB\niSnA5RhV+7TWOvy4TNhJJJASQgQtyU6JEGM2w9i7lzBkGBJICRGiAqr8OdQLoqZiZKjSXKeOx3xC\nCCF8wGRiJmYoWCSV/YQQQogW+CSQarCs72yMZX2uoKkc+B91e6aEEEIEKpPJCKjMZnLyMHpPSXZK\nBLFd6/rgiM+nLF2W+Akh2sZXxSYs1DXbrQHWAcswyp9v1FrbOzxJgJClfUKIkOG5dyotDaZP9/cT\nCXFcbLMZ+6VSB5cxLEOCKSFCid/3SCmlPAOntVprS4cHDVASSAkhQo7snRIhwFWAImVsPkOGINkp\nIUKE3wOpUCKBlBAiZOXmSnZKBD3P7JSURxci+Ekg1YkkkBKhxmq3s+ibb1ixfTtlVVVER0QwMCWF\n68eNY1DPnv5+PNHZXMv9mCnZKRG0JDslROiQQKoTSSAlQkVVbS1PfvopL61ezcGjRxudV0rxs5Ej\neeD88xmXmemHJxR+JdkpEQKkea8QwU8CqU4kgZQIBcXHjvGz559nw549AIzo3Zsbxo6lb3IyNVYr\nK3fs4D+bNlFrsxERFsa/r7+eG8aN8+9Di84n2SkRAqR5rxDBTQKpTiSBlAh2lRYLZz3zDBv27GFg\nSgq511/PWSecgFL1/3wpPnaMP3/8Mc8tX45SindnzuSy0aP99NTCryQ7JUKAZKeECE4SSHUiCaRE\nsPvThx/y6OLFDExJ4ezhw/lm375mr48MD2d9YSGJsbH8+MQTxMfEdNKTioAi2SkRAiQ7JUTw6Ugg\nFebzpxFCdFm1Nhs5q1cDMO+GG4wg6qefmn3V2myMz8zkaHU1C7/80s+fQPiNyQTTpzOTHKOJrxBB\nyGSCERHZFC6YRsmuJMrsZf5+JCGEH0kgJYRwW/TNN/xUXk5WRgaThg1zH9/Yq5fXFxhFJ+6YPBmA\nuatWIVnuEDd0qL+fQIhOEVYimSghQp0EUkIIt+XbtwNww9ixjfZENecXp5xCXHQ0m3/8kSOVlcfr\n8URXUVQEubnGOighglRBARQdgnxLPvtt+/39OEIIP4hoz01KKQfQ1h87K0BrrcPbM6cQ4vgrq6oC\noG9ycpvui46MJK17dwotFkqrqkiJjz8ejye6ApOJmZihYBE5eZe4jwkRTIz/pbPZthSKnc17yUD2\nSwkRYtoVSAHt/TGjrPkRIoBFRxh/JNRYrW2+13VPTGSkT59JdEEmkxFQmc3k5GH86F4KUIggNCIi\nG/OCbCrGb4Gp+ZSlSwEKIUJJuwIprfVkHz+HECIADExJAcBcUMCNEya0+r4dhw5x8OhRYiMjSZVs\nlHCR7JQIAZKdEiJ0yR4pIYTb9c6mum9t3MjhiopW3/evVasAuPr004mWjJTw5KrmNyEf8vJk75QI\nWq5qfoVLs9i4vUz2TgkRAtq7tE8IEYQyU1OZlpXFkvx85ixZ4j4+5qefmrzHYrPxSl4eALc7q/cJ\n0YjJxEwTkJtjZKcKCqR5rwg67uzUerAUS3ZKiGDn04a8SqkM4GwgA4j2do3W+lGfTegH0pBXBLvV\nBQWc9cwz2B0OxmdmUlNb22QFP4vNxr7SUo5WV3NhdjYfzZrVyU8ruiSzmZy8LEhLk71TImi5mvem\njM1nyBBk75QQAaojDXl9FkgppR4FfkcLWS6tdZdeTiiBlAgFuWvWMGPBAgBMQ4dyx+TJXHLyyUQ5\ni1EUHDrEi2YzuXl5HK2u5pR+/Vh5990kxMb687FFV5ObS07RJUZAJdkpEaS22bYQn7mfrHFSiEKI\nQOT3QEopdQ2wAFgOzAXeBV4FPgMmATOAd4AXtdarOjyhH0kgJULFfzZuZMaCBRyrqQGge0wMad27\nU2O1sr+szH3dBSNH8uaMGRJEifYxm6GggBxmSnZKBK1tti2cd4OxX0oCKSECSyAEUmuAAcBgrbXV\n2WfqYdcyPqXUecDHwKVa6w87PKEfSSAlQkl5dTWvf/EFc1etIv/AAffxmMhIrj79dCotFnYWFTU7\nxoQhQ/jHlVce70cVXZ1kp0QQ22bbQua4/fTMLCMrOsvfjyOE8NCRQMpXxSaygbe01p7NZ9yNd7XW\nnyqlPgXuAbp0ICVEKEmIjeX2yZO5bdIkSioqKK2qIsbZfDcmMpIxjz8OzRSiAMjrpGcVXdz06cw0\nO0ul5yLZKRFUitdmA3CoCIoG5zMsQ5b4CREMfBVIRQIlHl9XA4kNrtkK3Oqj+YQQnUgpRWr37qR2\n7+71/MZevbweb67anxCNuBr5SmU/EWRc1fzMC7LhuiVAGWXpkp0SoqvzVeGHn4DeHl/vA0Y1uKY3\nYPPRfG2mlIpQSv2fUmqeUuobpVStUsqhlJK/pYUQIpA4+07NJEf6TomgYjJBvx+MXlP565JYsVd6\nTQnRlfkqkPoaGOnx9eeASSl1vVIqTil1IXC58zp/iQeeBa4H0oCDzuO+q/8uhBDCN1yNfMmpa+Qr\nRJBwNe8t3p3EjgPSvFeIrspXgdRHwEil1CDn138FyoD5QDnGvigF/MFH87VHJXA+kKG1zgDm+fFZ\nhBBCtIZndmrOHMlOiaDRMDu140CZBFNCdDE+CaS01vO11t201oXOr/cCp2OUQl8KvAScprVe54v5\n2vmMVq31p1rrQ/56BiGEEO3gyk6lLarLTklAJYKEKzsVsSeLMntZyzcIIQKGr4pNNKK13g3MOl7j\nCyGECDGelf3yLjGOSWU/IYQQfuKTQEop9Sdghda6yR8RKqUmAme5eksJIXxn35EjrNm5012efHDP\nnpiGDiUszDerd38sLWV1QQFl1dVER0QwMCWFScOGuc93tDrfgbIyzAUFHKmsJCYykgE9ejD5hBMI\n99HziyDiquxnNpOTh1HZT0qliyBQUADxjiQYl09SuJRHF6Ir8FVG6k8YRRuaW2sxyXmdBFJC+IDW\nmmXbtvHCypV8tHkzjgbNtQf37MltkyYxfcIEkuPi2jX+iu3beX7FCj7cvBm7w1Hv/KCePclITKQi\nNZWI8PAmRjEa8jZl5fbtPL9yJYu++abR+ANSUrhl4kRmTpxISnx8m59fBDmTiZlIdkoEh3rl0VlC\n6mApjy5EV6C07njROqWUA3i4uWyTUuoR4EGtdbuDN6XUHqB/G25ZqLW+romxHgYeAmZorV9pwzNo\nAP3SS214DCF8y2q3c/sbb/DvNWsAiAwP57wTTyQjKYkaq5VVBQX8cPgwAH2Tk/n4zjvJ7tP6n27a\n7HZ+8/bb/GvVKgAiwsI498QT6ZucTI3VirmggD3O8XsnJrJ41ixO6d/635p2h4O7/vMf/rliBQDh\nzvH7Ocdfs3Mnu0uM1nTpCQksnjWLUwcMaPX4IsSYzeTkZUFammSnRJdnNkPq+C2kjM1nyBAkOyXE\ncTYqxujYpLVWbb23MwOpD4HTtdbeO3e2bp5lQEYbbvlQa/27JsZ6mA4EUs3504UX8vBFF7X6IYVo\nC60118+bx+tffEFMZCQPnH8+N595Jr0S63pg2x0OPtm6lUcXL2bDnj0kd+vG2vvvZ3gTjXMbjn/T\nq68yf906oiMi+P20acw0mejdYPxP8/N5dPFivigsJDE2lrz77iMro+Xfnlprbnn9dV5es4aoiAh+\nd955zJw4kT7Jye5rHA4Hn333HY99/DFrd+2ie0wMa+69l1F9+7bxuyVChtkMBQXkFF0CEyZIMCW6\nPLMZBl1nZKfS0pHslBAdMPexubz4+IvNXtOpgZRSagV1PZgmA3ucr4bCgX7AQOBNrfU17ZrQxyQj\nJbqql8xmbl24kLjoaC4YOZLdxcVNXuvQmtKqKvYcPsyI3r3Z+tBD9fZNpd59N0cqK+vdo7Wu11wt\nIiyMk5oIYPYeOcLR6mpq7XaiIyLI6t0bper/OTRhyBD+ceWV7q8XrF/P9fPmERMZyQUjR7ozZ009\nf3lNDbuKixnUsyfbH32UyGaWEQpBbi45Q5+UQEoEBVd2Kj5zP1njyiQ7JcRx0JGMVEf2SE1q8PVA\n56shDRwG3gJ+24H5hAh5WmueXbYMgBevvpq/f/45NFPoIQxISkujf48ebDt4kM+++45pI+t6Zx+p\nrGS4xw9TNLAbsGCkfo8AgxyOJudIs1qp0JoowGKzcfTgQZIaFIjIa/D8zzif/x9XXEHO6tUtPn9C\nejrD0tPZcegQH337LZeNHt3k9UIAxq59CaREEPC2d4oMJJgSIkC0uySW1jrM9XIeesTzmMcrXGud\nprW+Wmvd9I/OhRAtWv7992w/dIiMpCSuOu009/GNvXp5fYGx/+i2ScbPPeY69zw1lK8U+UrxEkYQ\nlQ4UepxvbnylFH9JSgJgSEREo/Oevigs5Jt9++gZH8/148a1avwwpZg1eTIAL6xc2fZvmggtQ4ca\nzXul15QIIiYTFC6YRlhFkr8fRQjhwVe1hW8CFvlorONGKfU7pdR8pdR8wFnmiZtcx5RS0/34eEK0\n6L2vvwZgxoQJzVbKa+im8eMJDwtj8ZYtVNfWNj2+8/1GIEq1PsN9Y1wckcCnNTUca1B9r974X30F\nwA3jxhETGdnq8a93Xr98+3ZKGyxFFKIeV/Necuqa9woRRMrsZey37ff3Ywgh8FH5c631fF+M0wnO\nw1iS6FrLpIFxwHjnrx2A/K0rAlbRsWMArSrq4CktIYHU+Hh+Ki/nSGUlfaKivI/vfG/rluYe4eH0\nDg9nr91OicNB9yb6P7mfv3fvNo2fGBtLn6QkdhUXU1xR0a5y7iLEeDbvzUWq+Ykuz2SCbev6cKgI\nWeInRIDwWbdLpVS4Uuo3SqkvlFLlSim7x7lTlFJzlVLDmhvjeNNan+Wx3NDz5Tp2kz+fT4iWuHJE\n7SkS47qjYTEIr+O3eXSP8Zu5xjV3u8Z3fuY27wQVoUuyUyLIjIjIpnDBNAqXZrHjQBn5lnzJTgnh\nRz4JpJRSUcBS4O/AYOAY9f+9swdj+d+1vphPiFCVnpAAwNYDB9p036HyckoqKghTih7NZHPSne9b\n2/hcJXY7P9ntKKBnE9kogPTu3Y3x97ftL/7Sykr2l5UBkOocQ4hWmz6dmRPyjYBqzhzZOyW6NJPJ\nGVAtzSJ/XRI7DshSPyH8xVcZqXsxSqA/AvQCXvY8qbUuBVYD5/poPiFC0uXOinW5eXlY7fYWrq7z\n7zVrsDscXHzSSc3uTbrc+T4PsLQh6zWvshIrcH5MDPHNBFKXn3oqAK+uX9/sXq2GXl23DovNxtQR\nI0jq1q3V9wnh5spOpS2S7JQICp7ZKdk3JYR/+GSPFHANsFZr/Qg0uXSoELjQR/MJEZImDRvGiN69\n2XbwIG98+aX7+CkHD1KtNXaMVHC0UkQ7fx/aHQ7+5azWN7p/fz7fto1BPXsyODXVfX+WM2jSQDRQ\nDAzymHdMMyXKtdY86MwWfV1by7ADB+rN7+m0gQM5tX9/Nu3dy/x161o1vsPh4AXn89/urN4nRLt5\n7p2aUyTNe0WXZjLBNhskhUs1PyH8wVeB1CBgcQvXHAFSfDSfECFJKcXsc87h5gULuP2NNzgzM5Nv\noqIoqazE0SCDFB8dTfeYGI4VF1NhsQDw0Icfus+bhg4lLiqKbRZLvR9+uPYiHXR+XRAWxkleSpkD\nHCgpwVJd7Z77oMMBzqp98dHRpMbHc8HgwfXumT11Ktfk5vLb//yHC0aOZF8zn9ehNUerq9ldUkJm\naioXZme3+D0SokUmE5hMzMzNJScPo++UFKMQXVjeGsgaZ/xASwpQCNF5fBVIWYCWfhzSDyjz0XxC\nhKzpEyaQt3Mn89et47Nt29zHs/v0oU9SEjVWK18UFlJhsbgDKIBh6ekM7tmTGquVjT/8gLmgAIBR\nffuyeNYs+iYnA0YgdevCheSsXk1URAT3Tp3KLSYT/Xr0cI9ltdmYvmABm/budR8bmpZGZmoqNVYr\nm/bu5VhNDRUWCyt37OCHw4cZkGL8HOVXp53G2l27eGHlShZv2cLdU6dy26RJ9PcY3+5wsHjLFh7/\n+GN2l5SQGBvLB7ff3qaS70K0yDM7lefsiCHBlOhiRkTUb9hbll5GVnRba68KIdpDtaf6V6NBlFqB\nUWRimNbaopR6GHjI1axXKZUI7ALWaa0v6vCEfqSU0gD6pZf8/SgihN337rs8uXSp++twpTh7xAgy\nEhOpsdn4aPNmKj2CqJ7x8Wx+6CF6JyYCUF5dzetffMHTS5eyu6SE/j16sO7++8lwNta1OxzMfucd\nnlu+HDCa4p49fLgRqNlsLN6yhWM1NQB0i4rileuv50qPBsHHampY+MUXPLV0KbuKi+mTlMS6++93\nB2MOh4P73n+fp52fIUwppgwfTl/n+Gt37WLvkSMAZCQlsXjWLE7u1+94fTuFALOZnLwsSEuT7JTo\nksxmSB2/hfjM/WSNKyMpPEmyU0K0wqiYUQBordtcGNhXgdSvgIXA+xjV+WbjDKSUUsnAK8DPgYu0\n1i0tAQxoEkgJf3tn0yauyMkhIiyMnvHxFFdUYG+mCa4nRf09jJ7LAeOiojghPb3eeVewVHj4sNfi\nFsN79SI6IoKIJgpM2BwOio4d4+DRo5zavz8bHnig3vh5O3cyd9Uq3tm0qdH4Q9LSuM1k4sbx46Vv\nlOgcZjMUFJBTdInsnRJdltkMg64zslNp6Uh2SogW+D2QAlBKvQL8GrBiLOFLBb4CRgJRwFyt9Syf\nTOZHEkgJf9Jac9pf/sKmvXv5+xVX8MCiRQyqrcUKVAN2jEIRViANKMdYU7vbeW4g4FnzTnucswHD\nIiIaN9Pt1Yv/zZrF2l27KK2q4q+ffkpBURFPXHop72zaBM0UigCwpaZSVFHBwaNH+fyuu5gyfHij\na4rKy1mzcyelVVVER0QwICWFCZmZhDVTAVCI40ayU6KLM5th/A1bGDzeqOQnmSkhmtaRQMpn/0px\nNrO9CfgOI4gCGA0UANODIYgSwt827NnDpr176REXx8yJE93Ht0dFsTcqikUREViBZKDQWeY8Arjf\ned14IF8p9wuMLNXvnP2pRkdFsbFXL/fLpVdiIpeNHs2pAwZQUFREQkwMd3hU0PO8p+H9EeHh3Or8\nh+hcZ/W9htISErhs9Gimn3km144dy8ShQyWIEv5jMtX1ncrLk75TQgghvPLpv1S01vO11qcA8Rg/\nCE/QWmdrref5ch4hQpWr5PmN48cTGxXV6PybziV+vw4Lo5vHErpbMAKmd4FaL1nomfHxhAHvVVVR\n00yW+k3n/NePHUt8TEyrn/vmiRMJDwtj0Tff1Nu7JUTAcvWdmpBf13dKAirRRZhMRjHKvDVIw14h\njqPj8iNfrXWV1nq/1rrieIwvRKg6cPQoAGMGDPB+3vk+pkEPp/5KkQrUAoe93NcvIoK0sDCswOFm\nGv265x84sE3P3TsxkYzEROwOB8XHjrXpXiH8SrJToovybNi740AZ+ZZ8fz+SEEHHV+XPAVBKdQcu\nBU4GEoGjwNfAfyWoEqLjXEUlwptY9mZ3ZpO8FQl3HWsqTAp3NfBtzfzem243y/XMdh/tyxSi07j6\nTpnN0ndKdCkmE5jN2QwdCkkZkpUSwtd8lpFSSl0B/ADMB34L3Oh8fxXYq5T6pa/mEiJU9YyPB2Bn\nUZH3884AZ2eD42VaU+L8dQ8aO+pwUOzMRPVoZm+Se/7i4lY/M0BFTQ0/lZcDkCIV+ERXZTIx8/cp\nddmp3Fx/P5EQreJsGyhL/ITwMZ8EUkqpqcAbGHujXsUoOnGB8/01oDvwhvM6IUQ7XZidDUBuXh4O\nLyXPL3QGQbl2e73Mz2sYlfzOhnp7p1wWVFZSC5wVHU18M4HUhaOMyjav5OVha2YJYEMLv/ySGquV\nM4cMIalbt5ZvECKQufZOFRXJ3ikR8EwmKF6b7d4vJUv8hPAdXy3tewhj+8VErfWmBufmK6WeB1Y7\nr1va8GYhgp3D4eDA0aOUVVURGxVF78REunkpFtGSC7Kz6d+jB7uKi1m8ZYv7eFZtLTaMEuYRQCEw\nyGoFjBLn9ziv+wYYoDUx1P3m18Ds0lIANlssDNi/n+5ATHjjBYLnDB/OkLQ0dhYVseibb9zHxzRT\nAl1rzQsrVwJw+6RJTV5z8OhRjlRWEhMZSa+EhDYVsxCi05lMzDQBuTnk5F1i/Mh/+nR/P5UQXplM\nYF4wjYrxWyjO3A/j8qVhrxA+4KuGvBXAO1rrG5u5Zj5wudY6vsMT+pH0kRJtUVJRwby8PP5lNlNY\nUuI+HhMZyVVjxnD75Mmc1sbCDU9++in3vf8+PePjSYqN5YcjR7DZ7fh651GYUqTGx3P56NE8f/XV\n7uPPLV/O/739NsndunH+yJFsbyGIsths5B88SO/ERAoff5xoZ1l2gLKqKl5dt45/rVrF9kOH3Mcj\nw8O5fPRobp88mQmZmfWa+AoRcFyNfJkpe6dEwJOGvULU5/eGvEqpI8C/tNYPNnPNHOAWrbW3LRpd\nhgRSorVy16xh1ltvUePMDPWIiyM9IYHq2lr2HK6rnXdhdjZvzJhB91ZmYGx2Oxe98AJL8usvz0ju\n1o1eiYmNxvcUFRGBw+HA5mVZYFMiw8PZ+MADjOrbFzAKTlz24ot8+O23JMbG8rfLLuOaM84gLjq6\n3n1f793Lnz76iI82byY6IoLls2czPjPTff7tDRuYvmCBuxx6Urdu9EpIwGKz8cPhwzicfzZNOeEE\n3rnlFnrI3ioR6HJzySm6xGjkK9kpEcDMZkgdv4XMcfvpmVkmwZQIaYEQSC0CkrTWk5u5ZhVQqrW+\npMMT+pEEUqI1nlm6lLvffReAaVlZ3DF5MuePHOmuXLezqIgXzWb+vWYNR6urGTNgACtmz271cran\nPvuMe997z/11XFQUV512Gn2Tk6mxWpm7ciXHGvRruub00xmSlkaN1crfn7DPEwAAIABJREFUP/8c\ni83mPqeA/IceYkQfY5nH2xs2cNc773DQWe5cAd/88Y/uYKq6tpZrX3mF97/+GoDE2FguHz3aPf+q\nHTtYX1gIQEJMDP+97TamDB/uni93zRpmLFgAwFknnMCsyZO56KSTiHQuJ/zh8GFyVq/mJbOZw5WV\nnNi7N6vvvVeCKRH4JDslugizGcbfsIUeZ+RLICVCWiAEUsOBtcDLwKNa60qPc/EYe6NmAOO01ts7\nPKEfSSAlWvLJ1q1c8M9/AkaQUF5d3eS1FquVvaWllNfUcNkpp/DerbfWO3/yY49R0KBCn93hqBcE\nBapwpUiJj+f8kSOZ/+tfu4+v2bmTyU8/jd3hYEJmJtW1tU0u3au12djv3Ds15YQTWHbXXbLMT3QN\nkp0SAc6VlRo0NZ9hGbJfSoSujgRSvio2cT+wGbgXuFkp9RVwCEgHRgNJgBm4v+E/grTWN/noGYQI\nCI9//DEAj1x0ER9++y00s4coGuiXksKeI0d4/+uv+e7AAU7MyHCfLygqYlBtbb17Cp3vPTGa644A\nqoEqjB5QhzEKSMQCA4FdGBX7NMZvxDLn/eGAA+iP0bcAIMN5jafvPH7dE0jzcn5ERATHtMauNUop\nooHEsDDCLRa27q9fbveJJUuwOxzMPuccVu3YgfLYG9VQFNCnZ08UsHz7dtbv3s04j+WBQgSs6dOZ\naTZDwSJycpHslAg4rh5TAEzNpyy9TApQCNFGvuojdQPg+hsiCZgC/Mr57vp3mQn4tZeXEEHj2337\nyNu1i4SYGGafc477+MZevby+wCg8cd0ZZwDwr1WrvI67NSqKrVFR/CcykiogDtjpUbRhN/ATMA/c\nRSe2Od/DgFnOX2d7jPmV8z0Oo4M2QAKQ7/FySXW+1zZx/ruMDPb16cOBvn3Z36cPu/v04evevRt9\njsKSEj7eupXoiAh+f/75rfr+REVEcPPEiQDMbeL7I0RAMpmMgEr6TokAZTLBiIhsCpdmUbKr4Y/R\nhBAt8VUgNbgDLyGCxqvr1gFw/dixbSrfffvkyQC8tn499mYKQbzq7N10bVgYiV6WuD3ufB8ODPA4\nfpvzfbXzPQEY5XH+L87374EKL/POcb6XA21rxVvfgvXr0Vrzy1NPdTf3bY1bJk5EKcV/Nm1yF6cQ\nostw9p2aSQ7MmSN9p0TAKV6b3fJFQohGfBJIaa33tPfli/mFCBQ/HDkCgGnYsDbdl92nD4mxsZTX\n1HC0mT1VriV4pib2CR10vk9ucHwExrI8l1ManD8fo6AEwE4v43ru8NjQ5NO1zP39GTq0TfcN7NmT\n/j16UGuzcai8vANPIISfuLJTaYuMnlNCBJhDRdKwV4i28lVGSgiBURwBIMpLM9uWREcYWxabKyRR\n6ywOE9VEIOW601suzLM4ubfzrj8MvGWkPJW1cL457u9PRNu3Z7bm+yNEwGvjDxGE6AwmExQumEbh\n0izy1yWRb8lnv21/yzcKEeIkkBLCh5Kd5bn3lZa26b6KmhqOVBrFLpNiY5se3xlA7Wui2qZrsVzD\nrFIVUOLx9Q8Nzh/BKFQBRvGJhjzLZZzY5NO1LLlbNwD2OTNTrVVrs/GTsxS7awwhuqyiImO/lCzx\nEwHEvV9qwTTZLyVEK0kgJYQPne3slTR/7Vra0lrgjS+/xOYsBx4bFdX0+M5Aar7D4XX8c53vSzEq\n8rm8DViAROfX26kLnMAouwnQDe+B1FXOd0VdYYr2cH1/Xlu/HkcbmgIv+uYbymtqyMrIID0hoQNP\nIISfmUx1+6Xy8iSYEkKILsxX5c+FEMAVp57K7HfeYdPevazfvdt9fEwzJdC11rzgrEbnKjrR0Ehn\nCXQHRtnyzVoz2Gp1n3e1UnSFJhaMUuY9MKr43e48HgscdR5L9bjHVUssAiPj1HDhoKtWXozHXJ6a\n+3yefpadTb/kZAqKivjsu7rC6i19f55fsQKA2ydNkj5SouszmYyAymwmJw9jz5SURxcBZNe6Pjji\npSS6EC2RQEoIH4qNimLGhAn87bPPuH7+fCYPG8bXzVyvtQal2LxvH2ndu/OLU+qXgRialtaoIa+y\n2cDh4AeMgOg7vDvkfHnyDFdciw+/9zhW7nw1pbqp+Zylyr2ZMGSI+9cR4eHcajLx4AcfMGPBAs49\n8UQ2NzMfGHujVu/cSUJMDNeNHdvC1UJ0ISYTM01Abg45eZcYAZU07xV+ZsTz2WxbCsWZ+8kaZ+yM\nlWBKiMZUW5YfCVDq/9u79zi56vLw458nFxIjlEBIgqDI/fKLCZXSQogdLopSFURBaWu4SHSt9W77\n+ylSQaWWegXEUrI1XASs1VrjBW8UE8dstBYRiDHIAonERBMCLJeES5L9/v44Z5LJZDbZ2cuc2czn\n/XrNa8g5Z848M3N2mWef7/f5RgJIc+cWHYpa1JPPPMOJn/kMv1y5kkMmT6Zz9mxOPuKI7Sopv3vs\nMS751re4fvFixowaxXff/W5O/T87n4G0/tlnOemzn+WO3/6WAydNonP2bF5x1FFbzr/uqac48KKL\nWP/ccwRZsjV61Ci+/c538hcveQkPPfooB334w/TW+dl//rhxPLNxY90W7OcceyxfedvbBvSeVHtm\n40ZOvfJKFt1/P/tPnEjn7NmcNm0ao0ZtO9J4zRNP8InvfperFywgIvjPjg7ecMwxg35+qSWVy3R2\nTYMpU6xOqWUs27SEV52fNZ0wkdKuasb4bEGYlFLDQ15MpBpkIqX+WPPEE7z66qu586GHADhy332Z\nfdxx7Lfnnjy9cSP/vWwZ37rnHjb39jJ+7FhuufDChpKEh598ktd84Qv874oVABw+dSrnHncc+0+c\nyNMbN/LNu+/eZujc6AhOOuIIDth7b57euJFblyzhyWee2eacL957b1601148vXEjv1q9epvueHtP\nmMDqT32KcVWLAA/GY+vXc8Y117Do/qwtxsH77MP5M2fyor324plNmyh3d/P1O+9k4+bNjBk1innn\nncd5M2cOyXNLLW3ePDrXnpklVFanVLBlm5ZwyMxV7HNID9PG1RvYLY18JlJNZCKl/lr/7LN85oc/\npHPRIlb3bN80fMyoURy0zz6MGTWKCTtoMDHr0EO56pxzttu+4bnn+Nxtt3FtucyqOucfPWoUu40e\nzdNVc6kG4/yZM7nhgguG5FyQVaauuv12/rVc5rePPLLd/lERnD5jBh867TSOP9i1u9VGymXo7qaT\nDqtTKlS5DJNPWMKk45dy6KE4X0q7JBOpJjKRUqM2bt7Mt+6+m3J3N49t2MCE3Xbj4H324dzjj+f0\nL3wBdtaoYd99uePii/vcvWnzZr59zz0svO8+ejZsYPzYsRy0zz6ce9xxvO6aa+hdvZrVvb080dvL\nZrK1pnrJOvg9DhwBrCZrkd5L1mhiNDAV+COyOVHjx47lmY0bufdjH+OIHcyHGojNvb18d8kSbr/3\nXh7bsIFxY8bw4kmTOPf44zlg772H9LmkEcXqlFpEuQwHnft9ps20+YR2PYNJpGw2IQ2zsaNHc9Yx\nx3DWDobu3dFHctKfbnhjRo/m9S99Ka+vaVRRMWrUKP6w334ArNy0iQNXr2YscO/++/OCVasYTd8N\nJioDOWYfdxxfXLSIa8tlrnjTm3YaUyNGjxrF6UcfzelHHz2k55VGvDlz6CiXoXs+nfOwOqXClEqw\n7IH9mfiyoiORWovrSElt5Mb16+kFzpowgX1Hj+73495x4okAXL94MRs3b97J0ZKGTKmUJVSVdafm\nzdv5Y6Rhcv990LN5+6HkUrsykZLayH35fKlXjh/f0OOOOeAAJu+xB48//TTrnnpqOEKTtCNz5mxd\nyHfePBfyVdMdNWY6D/x0f5b+dCILHlrKqk2rig5JKpyJlNRGns7nRE4YwKK2z88bYmzIFweW1GRW\np1Swo8ZMZ/lNpzHqqYn0bO4xmVLbM5GS2sie+VpNa+qsE7UjmzZv3lKJ2vN5zxvyuCQ1oLo6dfnl\nVqfUdKPW7c/E0ROLDkMqnImU1EZmjRsHwJfXr2/ocd++5x6eevZZDp86lUnPf/5whCapEZXq1JT5\nW6tTJlRqku5u6FqEVSm1Pbv2SS2gP935huL8vSkxGvif557jqNWrt+zf2TKL/7JwIQB/e+KJxACG\nBUoaJtWd/brOzLbZ2U/DKLu8prPsAVgKTD64h56pLtir9mQiJRVo1qGH0tWPY4bq/KOASY89xton\nn+S3eUL0652cY8yoUdx+771M2G03zp85c8CxSBompRKUSnSUy3R2kZULbJWuYXbUmOmUb5rOC85f\nAlOz5hOuL6V2YyIlFeiqc85p+vkfXb+emZ/8JPetWcNLX/QivvzWt3JknXWsnn7uOa68/XY+PH8+\nAJ8/5xwmTpgwrPFKGoRSiQ6sTqn5nC+ldhUp7+Kl/omIBJDmzi06FGnAlq9bxyuvuor7164F4OVH\nHsl5xx/P/hMn8symTSz8zW+4bvFiHs3nUn36rLP4+1e+ssiQJTWiXKazaxpMmWJ1SsOmXIbJJyxh\n90NWMW1mDxNHT7QqpRFnxvgZAKSUGp67YCLVIBMp7SrWPfUUH/7GN7jl5z/vs6X5nxxwAJe89rWc\ncfTRTY5O0qCVy9DdTefaM2HWLJMpDZtyGQ469/tMPriHKVNxvpRGFBOpJjKR0q6mZ8MGvvSzn7Hw\nN7/hsQ0bGD92LAdOmsSFs2bxpwceWHR4kgbL6pSaoFyGE85fwt7HLTWR0ogymETKOVJSm5s4YQLv\nOeUU3nPKKUWHImk4OHdKTWbjCbULK1INsiIlSRqxrE5pGC3blM2XmnxwD4fv53wpjQyDqUi5IK8k\nSe2iVKJj1lI66Ny6kK80RI4aM53lN53G8tumcd/qHpY+u7TokKRhZSIlSVI7KZWyhXxnLYW1a7Nk\nqlwuOirtIkoleHjxdMascJ6Udn0mUpIktaNSiY6LJlmdkqQBMpGSJKmd5dWpDjqtTklSA0ykJElq\nd5XhflanNES6u2HtmqyDn7Srsmtfg+zaJ0napVUW8qXDzn4asHIZJp+whINOXcqUqTBxtF381Jrs\n2idJkoaG1SkNgVIp7+J32zTWPTCx6HCkYWEiJUmStufcKQ2BhxdPLzoEadiYSEmSpPqsTmkIrFmL\n60ppl+QcqQY5R0qS1JYqc6fWngmzZjl3Sv1WmS816filHHqo86XUWgYzR8pEqkEmUpKktjZvXpZM\nTZliMwo1pFyG4//u+xx6OCZSahk2m5AkSc1RPXeqq8u5U5La1piiA5AkSSNMqQSlEh3lMp1dZIsG\nWZ2S1GZMpCRJ0sCUSnRQhu75dHaduWWbJLUDEylJkjRwVqfUgAd+uj+9uy+lZ2qPTSc04plISZKk\nwbM6pZ3ILofpLLsNHj5kFdNm9gA2ntDIZSIlSZKGhtUp9cNRY6az7AGY+LKiI5EGx659kiRpaJVK\nWzv7dXfb2U/SLslESpIkDb1SCQ47jI7DFhQdiSQNCxMpSZI0fLq7s5sk7WJMpCRJ0vCoVKXohHnz\nHOInaZdiIiVJkoZPqQRz5mTJVFdXllBJQNci6Nncw6pNq4oORRqQSCkVHcOIEhEJIM2dW3QokiSN\nLOUydHfTSYfd/MSyTUvY/ZBVTD64hylTYdq4aUWHpDY0Y/wMAFJK0ehjrUhJkqTmsDqlKkeNmc7y\nm05j+W1ZAmVlSiONiZQkSWquOXO2tke//HLnTrWxSlFy4uiJxQYiDYCJlCRJar5KdWrK/K3VKRMq\nSSOIiZQkSSpOdXWqq8tkStKIMaboACRJUpsrlaBUoqNcprOLbN0pm1FIanEmUpIkqTWUSnRQhu75\ndHaduWWbJLUiEylJktQ6rE61nYcXT6crb4PeM7XHNugaMZwjJUmSWk+p5NypNlEqsaUN+to1sPTZ\npbZC14hgIiVJklpTpbPfrKV29tvFlUpZZWrMimm2QteI4dA+SZLU2pw7JakFtVUiFRGHAW8AXgUc\nBkwBHgN+BlyZUlpYXHSSJKlPzp2S1GLabWjfZcDlwGTgO8BngC7gNcCPIuLdBcYmSZJ2pnbu1Lx5\nRUckqU21WyL1PeClKaXpKaV3pJQuTimdBbwc2Ah8OiL2LTZESZK0Q9Vzp9aude6UpEK0VSKVUrox\npXR3ne1l4MfAbsAJTQ9MkiQ1rlSi46JJVqckFaKtEqmd2FhzL0mSRoK8OtVBp9UpSU1jIgVExIvJ\nhvetB/ztK0nSSFMZ7md1akTr7ob774OezT2uJaWW11Zd++qJiHHALWTD+i5OKT1ecEiSJGmg5syh\no5y3Sp+Hnf1GkOxjms6yn8KatTD54B7YD/Yfs3/RoUl1jbiKVESsiIjeBm437eBco4GbyOZFfSWl\n9NmmvRBJkjQ8rE6NaEeNmc7ym05jzIppVqbU0kZiRep+YEMDx9f96cuTqJuBs4H/AGY3EkS8/e19\n7rv0ta/lo6ef3sjpJEnSULM6NeJNHD2x6BC0C7jmsmu49hPXDvl5I6U05CdtdRExlmw439n5/Xmp\nn29ERCSANHfu8AUoSZKG1rx5dK49E6ZMgTlzio5GO1EuwwnnL+HgE7K/hzu8T8NlxvgZAKSUotHH\njrihfYMVEbsBXyNLom5MKZ3b3yRKkiSNUNWd/S6/3M5+kgatrRKpvLHEN4AzgC8CFxYbkSRJaprK\n3Kkp87fOnTKhkjRAI3GO1GBcC/wFsA5YDVwasV0Vb0FK6cfNDkySJDVJ9dyprjOzbc6dktSgdkuk\nDgQSMAm4pM7+BPQCJlKSJO3KSiUolegol+nsIlvAyGYUkhrQVolUSunkomOQJEktpFSiA6tTkhrX\nVomUJEnSdqxOSRqAtmo2IUmS1KdSaWtnv64uG1EUrLsb7r8Pejb3FB2KVFdbriM1GK4jJUlSGyiX\n6eyalq07ZXWqMMs2LWHSH/8Cxo/n2CMmup6UhpzrSEmSJA0lq1PFK5c56safM+XNv+eReYk77ljJ\ngoeWFh2VtIUVqQZZkZIkqc1YnSpGuZwlsrnZ338zB33694w7eoLVKQ2ZwVSkbDYhSZK0I7Wd/SrN\nKKr2a5iVStxcWgnXzuP9x76PO960kvv26+HkA6YVHZnamBWpBlmRkiSpjZXLWSKV61x7ppWq4VJd\nkap+b/MK4cpLpjLu6AkceihMG2dCpYGxIiVJktQMeav0io6ya1A1XalERwm4di7vP/Z98KanWLvf\nUqtTajqbTUiSJA1UqQRz5tAxa2nWlGLePBtTNMucOVzx+K1MuWAdDy/awDd/8QuWPmszCjWPiZQk\nSdJg2eWvGKUSHRdN4rJr5/LILeO4/5dP2tlPTWMiJUmSNBSsThVnzhyuOPpJq1NqKhMpSZKkoZRX\nSbZUp+bNKzqitlGpTt17xtQt1alVm1YVHZZ2USZSkiRJw6FSnVq71upUM82Zw83/tHJLdeqOu/9g\ndUrDwkRKkiRpuFidKkxtdeqbS61OaWiZSEmSJA23vDrVQafVqWaqqk49e7fVKQ0tEylJkqRmqDSj\nsDrVdB0XTeKy239kdUpDykRKkiSpmaxOFaNUsjqlIWUiJUmS1GxWpwqzTXXqjh6rUxowEylJkqSi\nVFenLr/c6lSzVKpTcx7jkXnJ6pQGxERKkiSpSJXq1JT5VqearOOiSVzx+K1WpzQgJlKSJEmtwOpU\nMfLq1D9cdP2W6tSCh6xOaedMpCRJklpFveqUCVVzzJmzpTr1xEqrU9q5MUUHIEmSpBpz5tBRLkP3\nfDq7zsy2lUrFxtQOSiVuLq2Ei67n/ce+jzvetJL79uthytSth0wbN624+NRSIqVUdAwjSkQkgDR3\nbtGhSJKkdlAu09k1DaZMgcMOa5+EqlzOhjlCMa+5XGb299/M5HN6YPx4ACadsQ722INjj5jI/mP2\nb35MGnIzxs8AIKUUjT7WipQkSVIrK5XowOpU01WqU+UyPJ5t6rxgGstevTt3vPkP3De5h5MPsDrV\nzkykJEmSWl2plCVU5TKdXUB3d3tVp4pU9R53lIDyrcw+480c+dXf8s0nl1qdamM2m5AkSRopSqWt\nnf26umxEUQS7/ClnIiVJkjSSVDr7zVpqZ78iVXX5e3jRBrv8tSETKRXqo9/+dtEhaITy2tFgeP1o\nMFrm+rE6Vby8OnXZtXOz6tQdK3danbrmsmuaFJyGm4mUCvWx73yn6BA0QnntaDC8fjQYLXX9WJ1q\nDZXq1Fkv3FKdWvps/YTq2k9c2+TgNFxMpCRJkka6UomOiyZtrU7Nm1d0RO2npjp1/y+fdO7ULs5E\nSpIkaVdRqU6tXWt1qih5dWrKBet2Wp3SyGYiJUmStCuxOlW8/DOwOrVrM5GSJEnaFeXVqQ46R2Z1\nqrs7u41kc+ZwxdFPbq1O/eIXRUekIWQiJUmStKuqNKMYSdWpcjmLc+3aXWbR4S3VqVvGAVid2kVE\nSqnoGEaUiPANkyRJknYhKaVo9DFWpCRJkiSpQVakJEmSJKlBVqQkSZIkqUEmUpIkSZLUIBMpSZIk\nSWqQiZQkSZIkNchESpIkSZIaZCIlSZIkSQ0ykZIkSZKkBplIqSVExGER8cGI+FFErIyIZyPiDxEx\nPyJOKjo+tbaIGBMR742I6yPiroh4LiJ6I2JO0bGpdUTECyPiuohYHRHPRMTyiLgiIiYWHZtaW0Sc\nHRFXR8RPIuKJ/PfLTUXHpdYXEXtHxFsj4hsRcX9EbIiInvxaujAiougYNXAuyKuWEBFfAd4ELAUW\nAY8CRwJnAKOB96aUri4uQrWy/Ivwo0AC1gAbgRcBb00pXVdkbGoNEXEIsBiYDMwH7gWOA04GfgPM\nSik9WlyEamURcRcwA3gSWEX2/6ebU0rnFRqYWl5E/A1wDbAaWAA8BOwLvAHYE/h6SumNxUWowTCR\nUkuIiPOBu1JKd9dsLwG3kX1BPjCl9Ici4lNri4ixwClk19CaiPgocAkmUspFxA+AU4F3p5T+pWr7\nZ4H3A3NTSu8oKj61tnxkxMqU0gMRcSLZF2ITKe1URJwMTEgp3VqzfSrwc7I/+p2dUvqvIuLT4Di0\nTy0hpXRjbRKVby8DPwZ2A05oemAaEVJKG1NKP0gprSk6FrWevBp1KrC8OonKXQpsAGZHxISmB6cR\nIaW0MKX0QP5Ph2Kp31JKC2qTqHz7GuDa/J8nNjcqDRUTKY0EG2vuJakRJ+f3P6zdkVJ6CugCng8c\n38ygJLW9TTX3GmFMpNTSIuLFwMuB9UC54HAkjUxH5Pf39bG/O78/rAmxSBIRMQaoDA39fpGxaODG\nFB2A1JeIGAfcQjas7+KU0uMFhyRpZNozv+/rd0hlu937JDXLPwPTgFtTSrcVHYwGxoqUhkxErMhb\nwvb31mfr2IgYDdxENi/qKymlzzbthagQQ3n9SJLUqiLiPcAHgGXAuQWHo0GwIqWhdD/ZpO3+WlVv\nY55E3QycDfwHMHvwoWkEGJLrR6qjUnHas4/9le09TYhFUhuLiHcBV5It9/LylJK/d0YwEykNmZTS\nKwZ7jryN9S1kSdQtwHnJHv1tYSiuH6kP9+b3R/SxvzI3qq85VJI0aBHxPuBzwBKyJGpdwSFpkBza\np5YREbsBXyNLom5MKZ1rEiVpCCzI70+NiG1aV0fEHsAssoY2P2t2YJLaQ0R8kCyJ+iVwsknUrsFE\nSi0hbyzxDeAM4IvAhcVGJGlXkVJ6kKz1+UHAO2t2fwyYANyUUnq62bFJ2vVFxEeAy4E7yCpRjxYc\nkoZI+Ad/tYKIuB44H1gHXNPHYQtSSj9uXlQaSSLiQ8CR+T//GJgBLCabewXwk5TSvCJiU/Ei4mCy\n62EK8E2y4X7HAScBvwFOSCk9VliAamkRcSZwZv7PfYFXAg8Ci/JtD6eU/m8Rsam1RcT5wPXAZuBq\n4Ik6hy1PKd3Y1MA0JJwjpVZxIJCAScAldfYnoBcwkVJfXkW2Onzlr0MJmEnW+bFy/ZhItamU0oMR\ncSzwceA04NXAarJJ3x9zeQXtxNFka/5U/345CDg4//cKwERK9RyY348C3tfHMQsBE6kRyIqUJEmS\nJDXIOVKSJEmS1CATKUmSJElqkImUJEmSJDXIREqSJEmSGmQiJUmSJEkNMpGSJEmSpAaZSEmSJElS\ng0ykJEmSJKlBJlKSJEmS1CATKUmSJElqkImUJEmSJDXIREqSJEmSGmQiJUmSJEkNMpGSpBEqIhZG\nRG8Dx6+IiOXDGVOzRMQNEdEbEQcM4bkqtw8ORYytJiIOzF/f9QXH0RsRC2q2fTTffmJRcVWr97MS\nEWfXXCcL+nq8pPZgIiVJTTJMX77SMB9fiKov1qUdHDbUr+VK4KPATwby4Ii4II/5/CGNaui1wjVQ\nG0OqurWK2liWkl0fH+tjv6Q2M6boACSpzfjla+jEEJ/vypTSQ0NwHj/jxn0B+HdgZdGB9CWltAz4\nOEBEXFpwOJJagImUJKmVDXWy1AwjMeZCpZQeAR4pOg5JaoRD+yS1veq5IxFxZETMj4hHI+KpiPhJ\nRJy6g8f+VUQsiIieiHg6In4dERdHxG5Vx1xQNZfppJp5FpfWHPf1iHgwIjZExOMRsSgi3jyML7/f\nr6Pq2N782EkR0RkRv4+IZyLiVxFxQR/nH5cP13swP/bBiLgs377NkMeIWAFckv9zQfX7Vf/U8faI\nWJLH/YeImBsRfzQEb0vlCQ7OX+f9+efySETcExH/GhF758csBK7LH3J9zWd8QH7MfhFxSUR05XE+\nGxGrIuKWiDiqzvNWX5cHRsRXImJd/jr/NyJe00e8e0TE5yLid/mxyyLi/fTx//yIODwi/jki7oiI\nh/PPZ0X+Pu5f5/jKNXxpRPxZRNya/7xUv9bdIuIjEfFA7efdRwzbzZGKfA7gDm6186zGRMTfRsTP\nIuKJiFgfEXdGxDsjom5yGxHvioil+fv0u4i4OiL2rHesJNWyIiVJWx0ELAbuAf4V2A84B/heRPx1\nSumr1QdHxHXABWTDkb4G9AAzgcuAl0fEqSmlzcAvyeZVXAqsAG6l7iudAAAK/UlEQVSoOs3Cqv++\nBvhVvu33wD7Aq4GbIuKIlNIlDIMGXke1iUAX8CzwVWAc8CbguojoTSl9qer8AXw9fy33AVcDu+XP\n+ZL8sOrhcFcAZwInkr1XK3YQ/qeBVwLfAr4PnAK8DTgUeHm/3oAdiIgXAP8L7AHcSvb+jAcOBmbn\nr+VR4HrgMeB1wHzgrqrTPJ7fl4APAj8C7gSeAg4HzgbOiIhZKaV76oTxYuB/gAeAG4FJZNflNyPi\nFSmlhVXxjgNuB47NY7gJ2Av4CHBSHy/zDcDb87gWAc+RfS5vBU6PiGNTSqvrPG4mcBHZnLIvkl2v\nz+Wf91eBM4D78/doHHAhMKOPGCqqr4Pr85hqlcg+5/WVDRExFvg22bVwL3Az8Ex+3NXAccB51SeJ\niKuAdwOrgbnAJrLP7zhgLNm1LUl9Syl58+bNW1vfgAOB3vz2yZp9f0L2xfJRYI+q7Rfkx/8nMK7m\nMZfm+95Ts70X+NEO4jiozraxwH/nMexXs28hsLmB17kCeLBm20BfRy/QCUTV9qOAjcDSmuPPzY9f\nCIyp2r4nsKze+0I2qb8XKPXxWm7I968AXli1fTTw43zfn/bzfamc64A6+96d73t3nX3PA8bXeS/P\n6+N5JgPPr7N9BvAk8N0dXJcfqdn3ynz7rTXbP5xv/1qdcz2S77uuZt9+wNg6cZ1KllxcU7P9pKq4\n3lbncX+d7+sCdqvavhdZYtXw513zXj0BrKHq56Xq8VfVXJOjyJK8XuCMqu0n5NvuAyZWbR9H9seU\nXmp+Vur8DPT5s+zNm7f2uDm0T5K26iGfTF6RUvoFcAtZBeb1VbveS5Y0XJhSqv3L9T+SfWltaEhe\nSmm71uQppY1klaoxDEGFpY6Bvo71wAdSSlsqCCmbjL8YODIiJlQdW+li9w8ppU1Vxz9OVvUajI+n\nlH5Xdc7NZJUMgD8d5Llha4Xkme12pPR0Smm77X2eKKWHU0rr62y/B1gAnBwRo+s8dAXZZ1H9mB+S\nVRBrX+NbgM3A/6s5fgXw+T7iWp1fZ7XbbwN+Dbyq/ivilymlf6uz/S35/YdTSs9Vne8xBvF5R8R+\nZFXB0cDrKj8vETGKLOH9PfD+mmuyF/h7ss+x+jquxPiJlFJP1fHPklXZJGmnHNonSVvdWe+LLlmF\n43zgj4Ev5UnC0cDDwAf6mH7xHFmFpt/y+SUfJEuYXkRW8ai2XyPn68fzDeZ1dKeUnqqzfSVZs4W9\ngA35tpeSfblfXOf4rgbDrnVHnW2VxGqvQZ4bsiGD/wT8S0S8CvghsCil9OuBnCyf1/Q3ZEPvJrHt\n/4cT2fC4NTUPu6s6OaiykmwYWuXcewCHAA/VS8rJruO+4ppNVlE7muyPBtUJXV9D3H7ex/ZjyD7v\nRXX2Lewrhh2JiN2B7wAvAP4qpfSzqt2Hk33W3cAlfVzHz7DtdXwM2ftd7z3pIqs4SdIOmUhJ0la1\nX2Ar/pDfVyahV76gT2ZrU4R6+t0GOyIOJvtiOhEok833eZzsC+lBZIlc3Yn6gzCY19FTZxtkQ8Fg\n2y/iewKP5NWBWn295/1VL456MQxISumhiPgzsqFjp5HNJyIiVgKfSSld3d9zRcR7yeZ/PQrcBjxE\nlmwmsmrn0dT/jHf0XlePLKlcnzu7jmvjuoKsMrka+B6wCng63/0WoK9Fj+uej62fd+28uh3F1qe8\nSvcfZH/I+FBK6Ws1h0zK7w+j7+s4Ac+vibFuPCmlTRGxrtE4JbUfEylJ2mpqH9v3ze8fr7m/M6V0\n7BA99weAvYELUlWjBsg66rF1eNxQGo7XUc8TwN4RMapOMtXXe94yUkr3An+Zf6E/GngF2VCyqyJi\nfUrpuh2egKyjHFky9nvgmJTSmpr9s4Yg1MrnubPruPp5pwDvAZYAJ9RWZGPHHSP7+kPB42Sf9+g6\nydR2MfTD1cBfAJ0ppU/18XwA/5VSOruf56w8Zl9gm+pd/lntQ5boSlKfnCMlSVsdkw8hqnVSfv9L\ngHxI21LgJRHRyPCxRN9VkkPz/V+vs+/EOtsGbRCvo1F3kr3uesnCy/p4TOUL+KCrSkMlpbQ5pXRn\n/mX+r/LNr6s6ZEcx70NWBVlcJ4nana1DzQYT35NkzRxemFc4a51UZ9vBZEMxf1gniXphvr9RvyB7\nD/68nzH0KSL+jmwo5A+Av+3jsGXknSbzJKi/MQb1f7Zeht+PJPWDvygkaauJ1AwNiohjySap9wDf\nqNr1ObIW3tfVW3cmIvaKiJfWbH6EbO5TPcvJvtidXHOeV5G1oR4uA3kdjapU2P4xb1NdOfeeZG25\n66kszvriQT73oETEMX2sK1SprGyo2rajmNfmxx4bEVuGmOXvx1VsHZ42WNeT/b/9k9VrJ0XEQWSV\np1qVasyf500bKsfvDvwbA0tkK80+PlG9blRka279Q39PEhFvAD5FthzBG/sYGlppMHI12fypz0fE\n+DrnekFsu1bXDfn9xdV/RMgfe3l/Y5TU3hzaJ0lblYG3RsRxZI0RXkC2Xg/A26ubK6SUro+IPyH7\nK/kDEfEDssn/e5PNafpzsgVaq/+K/t9kQ8S+RVbd2gj8OKX0E7LOfG8BvhYR/0k2BOwlZB3TvloV\nR626M+v7a4Cvo9Hn+FJE/CXZHKNfRcS3ydq6v4FsjabD2X5y/4/ybZdHxHSyNZpIKf0jzXUe0BER\ni4AH8zgOAU4na2BwZdWxi8mSpfdFxCS2zr/5fErpiYj4PPAhYEl+DexGljhPJO/aN4D4aj//z5Kt\nwXUWcGdE/DA//xvJru8zqg9OKa2JiK8AfwncFRG3kVXOTs1fy11kc5P6LaX07xFxTv5cv8pf69g8\npp/T/yrXzfnruwP4+zpNJJanlG7M//sysmGXf0O29tUCsrleU8jmTp1A1hp+WR7j4oi4mmyI5q8i\n4utkP4+vI0uIf88gf7Yk7fpMpCRpqwfJFib9ZH6/G9mXuI/nraC3kVJ6V0R8j+zL2yvIvrA+Qja3\n4lNkXwSrvZds+NbLyRanDbKFen+SUloSESeTtbl+Ddnv57vImhA8Tv1EKtHYcLC6xw7gdezsOeo9\nz+vJvsieC7yLrLHBDWQLH59JNo+qOqZ7I+J8stbV7yBbBDextQ14o699oL5Mdh2cQLam2PPIugJ+\nGfhsdfe+lFJPRJxFtv7WBWTNDRJZRe4Jsurbw2QVxg6yKudtZFWajw/g9Wz3HqSUnouIV5DNxzqH\nrAq1nCzRmE9NIpWbQ3btn0OWMK8l61Z4KdlQ04G8z28kSxovAN5J9nlfl8dRr2V8vc+z8plf2Mdz\nLCRboJi8rf6ZVd0HXwPsnr+W5WTv8S3bPGFK742I+/L4OoB1ZFXni4G768QjSduI+h1VJal9RMSB\nZF8kb0gp9fWlTcMgIk4lm/9yeUrp4oJiuIGs8nRQSum3RcSgkSUieoGFKaVTio5FUnGcIyVJGnYR\n8YI62yYB/0z2l/9vbPeg5qn8RXF5RPRGxAcLjEUtKiLOzq8P15iSBDi0T5LUHFdExAzgp2TD215I\n1tJ6L+DalFK9hXWbZT7btsD+SVGBqKUtJRsyWbGimDAktQqH9klqew7tG34R8UayuU7TyOZgPU32\nxXRef9ZhkiSp1ZhISZIkSVKDnCMlSZIkSQ0ykZIkSZKkBplISZIkSVKDTKQkSZIkqUEmUpIkSZLU\nIBMpSZIkSWqQiZQkSZIkNchESpIkSZIaZCIlSZIkSQ0ykZIkSZKkBplISZIkSVKDTKQkSZIkqUEm\nUpIkSZLUoP8P60Abvb72Dw8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 296, "width": 425 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "with C = 10**0.00:\n", "fit 0.95 training\n", "generalized to 0.98 test\n", "\n" ] }, { "data": { "image/png": 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ZREVFcejQIYKCgrj00ktp0KDksqjZ2dk8/vjjrPh2BaftaTr06kCLsBYc2XWE\n3Zt2s+D9BRw5coTnn38eH5+aW2+kcWPnLw2Hw+HhSMQTXBX/UvJU+curW0A3D0UmIkVxOBw8+vtH\n2bBmA01bNOXFxS9y8VUX5xtx6d67OyPGjmDDmg08dtdjrFuxjr+O/SsvvfeSR0ZZsrOzWfHxCjat\n3QRAr6t7MXDkwEr7/VmvQT3mfTWPlx9/mU/nf8r61etZv3r9Ocf51/FnyO1DmPrSVOo3rF8psYhI\n8TQi5aaqGpFauXIlb7zxBnv27cFhHRgM9YPqM+zGYUyaNImgoKAi+65evZopU6eQWTeTe56/hzZd\n2+S27f/fft597F38T/vz8vMv079//xJjSU9PJyoqirS0NFq2bEmnTp08/shAVlYWbdq04ejRo0yd\nOpVZs2Z5NJ7aqjqPSOWleVQiNcOKj1fw59/9mZAmISz4bgEZaRnFzgHy8fVhTP8xnEo6xb+W/ou+\ng/tWabzL/7uclx5/ieSkZPyCnH97zkrLomFwQ6bMmsKgWwdV6vWTE5L5bNFnLP/vck4ePYm1lsbN\nGtP/pv7cMuYWmjRvUqnXF/EGGpGqZT7++GOenfUsKdkp1GtWjw49OpB0LIn9W/ezeMliduzYwZw5\ncwgIKHwS7scff0x6djoD7x2YL4kCaNO1Df3H9GflP1fy3//+t9hEKiMjg3nz5vHJJ5+QkJyAxeJr\nfOl6QVceeOAB+vTpU6H37Y5//etfHD16FF9fX+655x6PxSHVQxe//HPpCo5UaR6VSPXw4dwPAXhg\n2gNkpGXkq0rX9equAMSujWXHzh0889AzTHt9GuMeG8erT7zKh3M/rNJEavl/lzNj4gwCQwJp0bUF\nHa7sAMDu9btJOpTEjIkzACo1mWrYqCF3PXgXdz14V6VdQ0TKTiNSbqrsEaljx44x7KZhxJ+J5/oJ\n19NnVB98fJ2PDxzeeZhFf11E1vEsHv7jw4wdO7bQc/Tr14/9yfuZ+slUGjQ+91HAU/GnmD1iNm0a\ntuG7774r9Bxnzpzh4YcfZu1PazltTxMaFkrDZg3Z/7/9ZCZnUt+3PjOfmsmQIUNKdV8VKSoqiiuu\nuIL09HQmTZrEK6+8UuUxeIuaMiJVlILzqPJSYiVStfbE7mH4hcMJqhfEqt2rmPmnmezYuYPug7sz\n5JEh+NXJGfHJWQcpenk0nTp24i8v/4WBHQeSeSaTL2O+pHW7yv9/Nzs7m8Hhg8k0mfS8qSc3PnEj\n/gHOecVTIlhhAAAgAElEQVSZGZl88cwXRH0ehb/15+vYr2v0Y/Ii3q48I1L6P7+aWbp0KamZqVzQ\n9wL63tE3N4kCaNmxJcOnDCfNpvHxxx9X6tygDz74gHU/rcM0MvzhH3/gT2//ibv/fjePLXmMvnf3\nJdmRzMxnZnLy5MlKi6Ewhw8f5uabbyY9PZ1LL72U2bNnV+n1pWbp4teDPQsHs2dlN3ZuJ3fbfiiR\n6IxoT4cn4lW2bHA+gtt3cF8Oxh0kbmccQY2DGDL5bBIF4FfHj6GThxLYKJC4nXEcO3SMK/pfgbWW\n/23+X5XEuuLjFSQnJRPcKphh04blJlEA/gH+3DjtRoJbBZOclMyKj1dUSUwiUv0okapmfv31VzJt\nJhcPurjQ9o69OxIUEsTho4c5cuRIocd07doVf/zZ+u3WQtu3fLMFf/zp2rVroe0Oh4MlS5aQZtMY\nPmU4bXucXRjXP8CfAWMH0PGKjqRkpPDZZ5+5eYdlFx8fz8CBA4mLi6Nz584sW7aMOnXqVNn1pWaK\niHAmVD++NDh327OyG9HrQ/h2XzQHsw56OkQRr5B6KhVwljXfFbMLBw469+mMn/+5swz86vgRfnU4\nDhzsitlFSBPniHJKUkqVxLpp7Sb8gvzocGWHfEmei3+Av7MtyC+3CIWIeB8lUtWMa5TJL6Dw6Ws+\nPj74BfhhsUWOSI0cOZJAn0BWv7Oa/f/bn69t///28838bwj0CeTWW28ttP+RI0c4ePggAcEBhF9Z\n+GJ+vW7oxRl7hk2bquYXSFJSEoMGDSI6Opq2bduyatUqmjVrViXXltohIuLslnekyjU6pYRKpHK5\nypefTjntdt/Tqc4+QfWKLrQkIlLVlEhVMx07dsTP+BHzfUyh7Yd2HCL5aDLB9YMJDQ0t9Jhrr72W\n6/pdh2+qL/MmzuOdKe/w5b++5J0p7zBv4jx8U325rt919OvXr9D+WVlZWCwBdQOKfO47oF5A7rGV\nLTU1lSFDhrBp0yZatmzJqlWrOO+88yr9ulK75SZUOaNT2w8lcjDrYL5NRCpOhwucxRp+/OZH2nZs\niy++bF+3nazMc3+PZJ3JInZtLL74cl778/j5u58BaB/evkpi7XV1L7LSsti9fjdZZ86NLzMj09mW\nlkWvq3tVSUwiUv0okapmRowYQYAJYNOXm9i5aWe+tvSUdP7vlf8j0AQydOjQIqv2+fj4MGvWLO4Z\nfQ/Ng5pz5JcjbP7vZo78coTmQc25Z/Q9zJo1q8gkKTQ0lPpB9Uk8nMjR3UcLPWbbD9vwM360b1+5\nv9TS0tIYNmwY69evp2nTpqxatYqwsLBKvaZ4F82jEqkaPS/vSVjXME4cOcGBPQdo17EdafFpLHtp\nWb5kxVVsIj0hnXYd27F7226SE5Lp3rs74T0Lf0qiog0cOZCGwQ1JOpTE5zM/JzMjM7fNVWwi6VAS\nDYMbMnDkwCqJSUSqnzJV7TPGZAPlLeP1lLX26XKeo8pVxTpSzz//PO99+B4pNoWOl3ek/UXtST6e\nzG8rfyM7JZsOLTvw7rvv0qRJyetHJCUlsWbNGhITEwkJCeGaa64hODi4xH6zZs1i0X8X0aJnC+6e\nfTd1As/ORdq3dR//mfwf6mXV4/3F7xMeXjm/2M6cOcPw4cNZvnw5jRo1YvXq1Vx00UWVci0pXE2v\n2ueuyMiz3ze7aovWoxKpYB+8+QHPPfwc7cPb8+ScJ3n5ry9z/ORx0tPSqduwLhg4nXSaoLpBNG3c\nlEkzJ/Hk/U9yYM8BZs6byfC7h1dZrHnLnwe3Cs4tf77rh10kH04mPTGdGXNmVPpaUiJSucpTta88\nidTenK0sIoAZSqQK53A4mDNnDovfW0zqmVQcOBfkDTAB9Ozek2effZbWrSv3Q93Ro0e5++672Xd8\nHwFNA7hk8CUENwtm96+7iYmMISg7iJHDRzJ9+vRKub7D4eD222/nk08+oWHDhqxYsYLLLrusUq4l\nRfO2RKqgyEhof9fXNOuQSPNQtB6VSDmdTj3N6D6j2b1tN63atiLbkc2RA4UXTsrbfsGFF7BwzUIC\nAgt/EqOyeHpBXhGpfJ5KpMqcCJW3vydVRSLlkpCQwNdff83hw4cJCgqib9++dOvWLffDbWWLi4tj\n6tSpbN+1nQybgbXOBXmDfIO4deStTJkyBT+/ylnTOTIyMncOV2BgIA0bNizy2PPPP5+ff/65UuLw\ndt6eSLnkXY+qeZ6piUqsRNy3b+c+Rl02irTTaYCzgESfgX1o0qwJ2WRz4vAJ1q9aT3paOgD1GtTj\nk18+oWWblh6JNzs7mxUfr8itzndp30u5fsT1WjtKpJYoTyJVOZ+CS6dqsoEarFGjRtx5550eu367\ndu14//332bhxI99//z2nT5+mVatW3HjjjUUWuqgorsTTGENGRgbHjx8v8ti6detWaiwiXfx6ELmw\nBylXbWFPzj5XYpUYmki3gG4ejU+kprDW8vYLb5N2Og0fXx+yHdmkpaax6tNVhR7v4+ND6qlUXvnr\nK1wz9BoAwrqEEd4zPPcPPdZaYqNi2RWzq0ztJfHx8WHwqMEMHjW4yHsqz/k93b+m8/b7F88q64hU\nUyDVWptWpouWs78nVeWIlIinaUSqaJGRmkcl4q51K9fxwLAHCAwK5K2v3+LYoWO8Nu01Du49iCMr\nZ/kPPz9at2/NI88+QmJ8Ik9NfAqbbTmv03kE1Q/CF1/adWzHuEfHAfD2C28TtzMOB87+7rSXt3hF\nbFRsuc7v6f41nbffv1SMKn+0z5spkRJvokSqZAXnUWl0SqRoD458kDXL1vDgUw8ScUMEzzz0DCkZ\nKQQ2CqRzn84AbF+3nfSEdHwdvmDh2LFjJB5N5Lxu53HZyMuIXRubr93h5yCwUSDhVzs/NJe2vX5A\nfaa9Pq3MH7Zjo2Lzxe/u+T3dv6bz9vuXiqNEqgopkRJvokSq9DSPSqR4h/Ye4oYLbsDP34/lO5bz\n/J+fZ8fOHXQf3J0hjwzBr05OMYec8uc/fvQjp+NPc+XoK1n15ip8fH14IfoF6oXUy9fef0J/hk4e\nWmT/otqjl0fTqWMnZi+Y7fZjYNZapt49tdj4izu/p/vXdN5+/1KxypNIlWmmpDHm/LJuZbmeiEh1\nl3c9qp8WOTfXQr9aj0oENv+wGWstfQb24cSRE8TtjCOocRBDJp/9EAzgV8ePARMGUK9ZPayxXH7r\n5XSJ6IIj08Gun3ad095zYM9i+xfWPnTyUAIbBRK3M47YqFi37yU2KrbY+Es6v6f713Tefv9SfZS1\n5EwcsCfna95tTyH78+7bg4hILRUR4UyoXJsrsYpeH8K3+6I5mHXQ0yGKeExyYjIAzVs1Z1fMLhw4\n6NynM37+59a9cmQ7aHtxW4JCgji66yghLUIA5xpThbWX1L8gvzp+hF8djgNHbpECd5QUf0nn93T/\nms7b71+qj7JW7VtQyL52ONeHSgZ+BY4ALYCLgIZAJEqkRMSLREQAOCv+cdfXgKr8ifeqE+Bc2P1M\n+hm3+2ZmZALgH+hfoTGJiJRHmUakrLVj8m7A34GewKvA+dbaftbaO6y1/YC2wGs57bMqJmwRkZoj\nIgLa7M0/OuXaojM0UiXe4bz25wGwIXID7cPb44sv29dtJysz65xjfX182bt5L2mJaTRt25Tt67cD\n0LRt03PaQ8POXY6jpPasM1nEro3FF1/CuoS5fS9hXcKKjb+k83u6f03n7fcv1UdFrSY3C9hqrZ1s\nrU3O22CtTbLWPgJEA7Mr6HoiIjWO63G/n5+6I3fTPCrxFpdGXEqrtq04GHeQk0dP0q5jO9Li01j2\n0jKyzpz9MJx1JovVb64m9XgqxhpW/GsFSUeSaBnekg6Xdjin/bflvxXbv7D2ZS8vIz0hnXYd25Wp\nqlt4z/Bi4y/p/J7uX9N5+/1L9VEhVfuMMSeBN621TxRzzCxgvLW2Sbkv6EGq2ifeRFX7Kl/e9ai6\nXZmoKn9Sq/3nxf/w6rRX6XFZDx5/+XFm/3n2OeWrt32/jYzEDHwdvmQ7stm3ex9n0s5w4eALCbss\nLF97YeXNS9te2vLY+3ftZ9Vnqzh57CRYaNysMf2H9ycjLaPQ8tulPX9R5burqn9N5+33LxXH4+XP\njTGpwIfW2rHFHPMOcJu1tl65L+hBSqTEmyiRqjpaj0q8QVJ8EiMvHcmxQ8e4Zug13Df1Phb9Y1Gh\nC6qOnjial/7yEr/99Bv+dfxpc0EbfH19q2xB3vWr1rPg9QWsW7Gu0PYrB1zJtcOu5Zd1v2hBXg/x\n9vuXilEdEqnvgUuAvtbaXwpp7wV8D2yy1vYt9wU9SImUeBMlUlUv73pUnVtpdEpqn9ioWMYOHMup\nxFO0Or8Vo+4bRY/ePTh+5DgATUOb8ttPv7HkrSUcPXiURk0b8bd//o2M9AwAOnbtSOcenXP/fbLW\nEhsVm1udzd32gqy1vPnsm7zxzBuAs0jGwJED6ditI8YYdsfsZvl/l5Oelg7AuEfHMXDkQHZv212q\n8xd2PXfiq+j+NZ2337+UX3VIpK4DlgNZwHvAGuAoEAr0A0bjnI812Fq7qtwX9CAlUuJNlEh5RsHR\nqRDfkNw2JVZSG+zetptHbn+EPbHOYr6+vr40bt4Yay0JxxNwOJyjC526d+LVD1+lTVibKovtrdlv\n8Y8n/4GPjw/3//V+7phwB0cPHs39oB7WJYyWbVry0VsfMefpOTgcDiY8MYGJf5tY6PkKftAP6xJG\neM9wfdDPofdHPM3jiRSAMeZWYC7QqJDmBJzzoz6ukIt5kBIp8SZKpDzLNToV2vzsvqZhmkcltUN2\ndjbrVq7jw7kf8v1X3+f+nvTx8aHfjf24ffztXN7/cnx8KqouVslifo3h9ituxxjDC4teoG2ntsU+\nOnZo7yEeuf0RsrOzWRS5iJ6X9cx3Pj16Vjy9P1IdVItECsAYUx8YjvMxv2AgCdgEfGatTa2wC3mQ\nEinxJkqkPC8yMv9rzaOS2ig9LZ3Ek4kYYwhpEkJAYIBH4nhywpN8Ov9TRk8czS1jbim0mEHs2ljS\nE9Jzixl88f4XvPvKu9x45408985zuecqqhhCwf7emizo/ZHqotokUt5AiZR4EyVS1U/eKn+aRyVS\ncZITkrmuw3Wkp6XzWdRnvDHzDXbs3EH3wd0Z8sgQ/Or4AWfLa0cvj6ZTx048NPMhhnYZip+/Hyt2\nrqBJ8yZYa5l699RS9Z+9YLbXPcam90eqk/IkUpUyXm6MaWSMqboHmkVEvERExNn1qI7vPrsGVd5N\nRNy3ae0m0tPS6XV1LzLSMojbGUdQ4yCGTD77IR/Ar44fQycPJbBRIHE740hJSuGK/leQeSaTjZEb\nAedoS2n7x0bFVvm9epreH6ktKiyRMsY0MMa8bIw5CpwE4vK0XW6M+dIYc0lFXU9ExJtFRECbvYPZ\ns7IbPy06u0WvDyE6I5qDWQc9HaJIjZIUnwRAq7at2BWzCwcOOvfpjJ+/3znH+tXxI/zqcBw42BWz\ni9btnKPCifGJAG739zZ6f6S2OPentwyMMcHAOqAr8BtwAuiS55CtQF+c1fvOKY8uIiJl08WvR77X\nkQt7AM55VImhiZpHJVJKvn6+ADiyHG73zcrMAsDPr0I+VolIDVFRI1JP4Eyi7rXWXgwsyduYU2gi\nEuhfQdeTUtq6dSuLFy9m7ty5LF68mK1bt3o6JLfMnz+fp556it9++83ToeSaMWMGTz31FElJSZ4O\npVSWLl3KjBkzWLNmjadDkSoQEQF7FjpHqjQ6JVJ6oa1DAdiyYQvtw9vjiy/b123PTZLyyjqTReza\nWHzxpcMFHdiyYYvzHOc5zxHWJazU/cO6hFXiXVVPen+ktqioP52MAFZYa98t5pi9wKUVdD0pRmZm\nJh999BFz5szhhx9+OKf9qquuYuLEidx22234+/t7IMLSmz9/PpGRkbRv354LL7zQ0+EA8PTTTwNw\n7733Ehwc7OFoSrZ06VIWLFiAj48P11xzjafDkSoQEQHQ45zRqbw0UiWSX6++vWhxXgv2795PwokE\n2nVsx46dO1j20jKGTh56TjGE9IR0OnXsREpyCrtidtG0RVMuv/ZyAMJ7hpe6vzdWpdP7I7VFRSVS\n5wElrRGVAoSUcIzkcerUKX799VcSExMJCgqiQ4cOdOjQodg+8fHxDB8+nLVr1wLQsGFDBg0aREhI\nCImJiSxfvpwffviBH374gblz57J06VIaN25cFbdTq6iCkNQEERHA3sHE7NrCnjz764cdhCujtR6V\nCHAq6RTrVqwj/ng8nbp34siBI8ybNY+pL05l1uRZRC+PZtfPu3LLc2/7fhsZiRnUD6jPmMljeG3a\nawCMHDsy94+TxhjGPTqOZx56ptj+4x4d55W/T/T+SG1RUYlUCtC8hGPa4Zw7JSXYunUrc+bMYeHC\nhaSkpORru+aaa5g4cSK33HLLOaNJp06d4rrrrmPz5s20bt2aJ598kjvvvJP69evnHpOSksJ7773H\n008/zffff891111HZGRkvmMKOnLkCHFxcaSlpRESEkLXrl0JCKjaNT6qY/n46hhTcWpavFJxNI9K\n5Fw7onfw/pz3+eL9L0g/nZ6vbfMPm3nsrseY+OREvvv8O+J2xrHlc+fje7740qljJ8Y8MoYlby1h\n/er1NAhuwKg/jMp3jvCe4Ux7fVrugrMF+3v7grN6f6Q2qJB1pIwxXwK9gTBrbbIxZgYw3Vrrk9Pe\nEtgBLLPW3l7uC3pQZa4jZa3lb3/7G88++2zuvosvvpiWLVuSlpbGzz//TGqqc13jiy66iC+++ILW\nrc/+Nfnee+9l/vz5dOzYkW+//ZbzzjuvyGsdOHCAa6+9lp07d3Lvvffyn//8J197dnY2y5cvZ86c\nOSxbtixf/E2aNGHcuHFMmDCB9u3bl+p9cNf8+fMZO3Zske1t27Zlz549+fadOXOGefPm8eGHHxId\nHU1qaiotWrTguuuu49FHH+WCCy4o9FyfffYZc+fOZdOmTcTHx9OgQQOaNWtGr169uPnmm7ntttsA\nGDNmDAsWLCgypnvuuYd33nmnVPd36tQpXn31VZYuXcr27dvJyMigadOmtGrViv79+3PPPffQrdu5\nH25TUlJ4/fXX+fTTT3P7tWnThiFDhvDoo4/m+2/+3Xff0b9/8dMSs7Ozi23XOlK1V971qLpdmUiI\n79kHBjRKJbXdJ+98wsw/zcThcBaWuLTvpYR1DcMYw68//sq2X7flHjv87uGM+sMo9u/eD0Dbjm3Z\nt3Mfi/61iK0btlInoA5v/N8b9L6md6HXstYSGxWbW32uY9eOdO7RWSMtOfT+iKd5fEFeY8wg4Cvg\nB+A+4DbgSWutjzGmK/AWcAUQYa1dV+4LelBlJlKPPPIIr776Kr6+vowfP56JEyfSvXv33Pbk5GQW\nLlzIiy++SFxcHO3bt+eHH36gRYsWHD16lDZt2uBwOIiOji4yachr27ZtdOvWDV9fXw4cOEDz5s5B\nxePHj3PzzTfnzq+qU6cOF154IUFBQRw+fJgdO3YA4OPjw3PPPcdjjz1W4f/gffTRR0yaNIn4+Hgy\nMzMJDg4mKCgot71Nmzb89NNPua8PHz7MDTfcQFRUFAC+vr7Uq1ePU6dOYa0lMDCQxYsXc8stt+S7\nzhNPPMGsWbMAZ9LQoEEDMjMzSU9Px1pLaGgohw8fBuDhhx/mo48+4siRIwA0a9YMX1/f3HPdfvvt\nvPLKKyXeW1JSEldddRUxMTG5sQYHB5OUlJT7S33q1Km5cbnExMRwww03sG/fPgD8/f0JCAggNTUV\nay2NGjXi888/56qrrgJg/fr1jBgxgqSkJNLT06lXrx4NGjTId85Dhw4VG6sSqdovMhLa3/U1oXme\nKciun0jzUM2jktqh4Af1vTv28uazbwIw4t4R3PXQXWSeycxtD+sSxp5te5g+YToZaRkABAQG0KxV\nMwyGxJOJnEo6BUCjpo14+f2XqdewXr7+4T3DS/17sWB87vav7mr7/UnN5/FECsAY8yTwZM7LTMAf\niAdcE3D+Yq19vkIu5kGVlUgtWrSIu+66izp16vDJJ58wdOjQIo89ceIEN9xwAxs3bqRv376sWbOG\nWbNm8cQTT3DTTTfx2WeflfZ2uOmmm/j888957rnnePzxxzl58iR9+vQhNjaWli1bMmnSJMaOHUuz\nZs1y7+Pnn3/mn//8J4sWLQKcycgzzzxT6mu6o1+/fkRGRjJ//nzuvvvuQo/JzMykT58+bNy4keuu\nu46ZM2dy6aWX4uvry5EjR3j++ed59dVXqVu3LlFRUbnzzOLi4ggLc1YDevzxx5k8eXLufLETJ04Q\nGRnJV199xVtvvZXvej4+Phhj2LNnD+eff77b9/T0008zY8YMmjdvzjvvvMOgQYPw8fHB4XCwZ88e\nPvnkk9xRP5ekpCQuuugi9u7dy2233ca0adPo1q1bbhx/+9vfeO+99wgNDWXbtm35imDce++9vPvu\nu8yYMYPp06e7FasSKe8QGZn/dcGRKo1QSU0VGxWb++iYAwdn0s+wN2YvAGMmj2HoHUPztYPz0bJ2\nHdvxuz/9jrnPzmXtirXnnLdBcAPufOBOrh58Ne/9671C+5fm0bSC8bnbv7qr7fcntUO1SKQAjDHX\nAg8BVwJNgCRgPfCKtfabCruQB1VGImWt5aKLLiIqKoo33niDCRMmlHjeY8eO0bVrV06ePMmPP/7I\nxIkT+eWXX1i2bBlDhgwpVWwAy5Yt48Ybb+SSSy5h06ZNXH/99axatYoePXqwfPlyWrZsWWTfJUuW\ncOedd+JwOFiyZAm33nprqa9bWqVJpP79738zfvx4IiIiWL16db5RIpcHHniAuXPn8sc//pF//OMf\ngHPU64477qBLly5ER0eXOqbyJlJDhgzh66+/Zvbs2Tz66KOl6jNt2jSee+45Ro8enZvAFnXeF154\ngSlTpuTudz2SqERK3OEaqWrWQaNTUjPFRsXyzEPPkJKRQmCjQMKvDue3r39j18+7aNC4AS1btwQD\nDl9HbjtA7NpY0hPS8XX4goXDBw9zKv4UrS5oRacrO3Ew5iDZ6dn4OfyK7V8/oD7TXp9WZLJQWHzu\n9K/uavv9Se1RnkSqotaRcgXwrbX2FmttC2utv7W2qbV2WG1JoirLunXriIqKonnz5tx7772l6tO8\nefPcEYs5c+Zw7NgxgELn1RTH9ejgsWPH2LhxI6tWrSIkJISvvvqq2CQKYNSoUbzwwgsAzJ49263r\nVqR333VW3Z80aVKhSRTA6NGjAVi1alXuPteoTVJSEmlpaZUc5Vmu65b0WF1e7777LsYYJk+eXOQx\nd955J5D/HkXKSutRSU1mreXtF94mJSOF7oO789AHD3Hd/ddxaJvz392Lh1/Mof2HSExJzG0fOnko\nQycP5aEPHqLboG4kpiRyaP8het3SC4CTB04y6ulRPPp/j9JtULcS+6dkpPD2C28X+ofUwuJzp391\nV9vvT8SlQhMpKZv3338fgHHjxrlVDe/+nNGujz76qELieOONNwAYO3ZsviIWxZkwYQKNGzdm48aN\n/PzzzxUShzuysrJyr3vffffRokWLQrcRI0YA5M4vArj88stp3Lgxhw4d4sorr+Stt94iLi6u0mN2\njRi+/vrr3H333Xz99dfnVGfMa//+/Rw8eBBrLTfccEOR9zhp0iQg/z2KlEdEhLPi356Fg4leH8L2\nQ4lEZ5R+9FbEU2KjYonbGUdQ4yCGTB6CXx0/YiJjSEtOo8OlHYj4fQTWWOo3q8+ACQNy1zAC8Kvj\nx4AJA6jXrB7WWK7+3dV0vLwjGSkZxKyJwa+OHxcOvLDY/kMnDyWwUSBxO+OIjYotVXzu9K/uavv9\nibhUSCJljMk2xqQYY24u5pgnjTGOirhebeMamejVq5db/Tp06ECjRo1IT0/PndvjziNq4Cy1Ds7C\nCR988AFAqR4tdAkKCsqtrlfUI2eVyVWMAiAhIYHjx48XusXHxwOQnn62xG1ISAgLFy6kUaNGREVF\ncf/999OhQwdatmzJmDFjiCw4caSC3HXXXYwfPx5rLYsWLWLIkCEEBwdzySWX8OSTT+YWs3BxFbsA\n59ytou4xKSkJY0yVjq6Jdyg4OvXtPufoVN5NpDrZFbMLBw469+mMn7/zQ/ypE84CES06teDo7qME\nhQRx/sXnk+XIOqe/I9tB24vbEhQSxNFdR2nRqYXzHCed5yipv18dP8KvDseBI7fIQknxudO/uqvt\n9yfiUpEjUnWBJcaYh4toNzmbFOCq1FbUY2nFcfVxFaeYW8q5Wy6u44cMGcLp06dp1KgRnTp1cusc\nl112GQAHD1b9hylX+W5jDJs3b8bhcBS5ZWdn577XLjfccAN79uxh3rx53HbbbbRu3Zpjx46xYMEC\n+vXrlzvqV9HefPNNtm7dyvTp0+nXrx9BQUH8+uuvzJw5k06dOuV7PC/vPSYkJBR7jw6Hg927d1dK\nzOLd8o5OHd8dws7t5G4aqZKaILdKXBmeJHM9fqZKcyKSV0UmUv8BYoCXjTH/MPrXptSaNm0KkFtW\nvLROnjxJfHw8xhgeeOAB/P39+eKLL9i2bVvJnXGWP1+2bBn+/v7ccccdAPj5ub9Gs2thYNfIUFVq\n0qQJPj7OH+O9e/eW6RwNGzbkD3/4Ax988AH79+9n69at3HfffQC89dZbfPnllxUWb15du3ZlxowZ\nfPPNNyQkJPD555/To0cPUlNTueeee8jKcv6Vs0WLFrl9ynqPIhUlIgLa7B3Mjy+d3TSPSqqbsC5h\n+OLL9nXbycp0/lsaHOqcn7o/ej/N2zcnLTGNfZv34ed77u89Xx9f9m7eS1piGqFhoRyIPgBAw2YN\nAQjtEFps/6wzWcSujcUXX8K6hJUqPnf6V3e1/f5EXCoykdoHXA2sBP4IfGaMqVuB56+1hg0bBjir\nz5W0QGpe77zzDtnZ2QwePJg2bdrwu9/9juzsbIYNG8aBAweK7XvgwAGGDRtGdnY2v//973NHoeLj\n4xaHXlIAACAASURBVElMTHQrftcISJMmTdzqVxquJKmoyaj+/v707t0bay1fffVVhVyzS5cuzJ07\nlyuuuAKANWvWFHpcRU6Q9ff3Z+jQoSxZsgSAI0eO5CbW7dq1IzQ0tMz3WNJ7KFIWERFnN82jkuom\nvGc47Tq2Iy0+jWUvLSPrTBYX9L2A+o3rs3/Lfta8uwZjDSnHU1j1xiqyzpz9sJ91JovVb64m9Xgq\nxhrWzF/D3l/3UjekLl37dSXrTBa/rfit2P7LXl5GekI67Tq2K7QqXWHxudO/uqvt9yfi4v7wQzGs\ntcnGmKHAG8A4INIYc6O19kgJXb3asGHDaN26Ndu3b+frr78uVfnyjIyM3OIQEydOBJzFC3777Tc2\nb97MFVdcwfTp0xk9ejT169fP7ZeSksLixYuZOXMmBw8e5JJLLuH1118nICCAAQMGsHr1ahYsWMBD\nDz1Uqtittbz99tsAbpVdL62GDZ1//UtISCjymDFjxvDTTz8xf/58JkyYQM+ePYs8NjExkZCQEMA5\nguYaTStMYGAgAGfOnDknplOnTpGQkEDbtm1LfS8uxV3Xdc2C1x0zZgyzZ8/mxRdf5Pe//z2tWrUq\ntL/9f/buPKyK6n/g+Hu4lx0BJRF3FBBRQc00TcXU3G1V2zOLMqtvm2mbLWaWmem3sp8ZRprmt8UW\n1zJ3cbfcIFQEBEVwZd/vdn5/DPfKprJc4KLn9Tzz2J0zc86ZoUfvh8/M5whBdnZ2qXWkKnMPJamm\nQkMhctlwcm+L5qJfCvQpHUzJ9aiuX3q9nph/Ysi4lAEKeHl70blH52o9rm4tiqIQNjWMmS/OJOav\nGBL2JxDYL5AWHVtwYvcJDq05RItWLVDslFLtAMd3HKcoswhPN088XDw4uPogAC07tmTjVxst7S1a\ntwCFK57v5uhG2NSwCh8HvNL8Knu+rbver0+SzKxetU8IYRBCPA1MA24G9imK0sXa41SXoihjix89\n3KEoSnZxoYxl9TknrVbL888/D6hfmGNjr17BxmAwMGHCBE6ePImfnx8jRowAoFGjRmzatIn+/fuT\nkpLCM888Q8uWLRk3bhxPP/0048aNo0WLFkyaNImUlBT69+/Pxo0bLYHWs88+C6jl1Cv7mN6WLVs4\nevQoPj4+3HPPFWuNVJu5PPtvv/1GdnZ2hceEhYXRu3dvCgsLGTRoEN988w05OTmW9tTUVL777jv6\n9+/P559/btm/YMEChg0bxg8//FCqwENmZiYfffQR27ZtQ1EUhg0bVm5OQgiWLl1apQyi2eDBg3np\npZfYsWNHqcIQMTExTJgwAYDmzZsTHBxsaXvjjTdo3749ly5d4rbbbmPFihWlCmckJiby1Vdf0a1b\nN1auXFluvgDr168vV8hCkqypZHZq3/edLZvMVF2fLqRe4KuZXzEicATjB47npXEv8dLYl3g09FFG\nBakL3aZfTK+3+QWGBPL2F28T4B+AMcNI9JpodJk6FEUhLzOPkFtDmLloZqn26DXRmDJNBPgHMHPR\nTLr36U5eZh6KoqDL1pVq/zDiQz785sMrnn+tNZIqml9Vzrd11/v1SRJYaUFeRVFMwHQhxIwy+x8A\nvgMKgX+AQUKIei25rijKYSAEyAFSgI7A90KIild7LX++1RfkBfU3eqNHj2bDhg00adKETz75hIce\neggXl8tPRwoh2LdvH++88w6bNm3Czc2NHTt20K1bt3J9rVixggULFrBr165yY/Xt25fnnnuOcePG\nlcqM6PV6/Pz8SE5O5sknn2TRokWWx8IqkpiYSL9+/UhNTWX69Om89957lbonVREbG0vXrl3R6XRo\nNBq8vb2xt7endevW7Nixw3LcxYsXue+++yzXqygKnp6eFBYWWoIVRVGYPn0677zzDgCff/45r7zy\niqUPFxcX7O3tycrKshw/ceJES+bPbMmSJZZKhY6Ojnh7e6MoSql1ta6me/fuHDlyxDKGh4cHBQUF\nFBUVAeDq6srq1asZOHBgqfMSEhK46667OHbsGKA+sufp6UleXp7lXEVRWLJkCY899pjlvLS0NAID\nAy3v03l7e+Po6GhZVPhq5IK8kjVERkLT26Jx80uhc59MmZ26DmxZvYU3Hn+DwgL1Fzpt/NrgG+gL\nAuJj4kk9rVajdXN3Y94P8+g9uHe9zVUIQWxUrKU6XNr5NOa+MRchBIPuGsRjLz6Gi5sLJ4+rj6n7\nBfmRn5vPsi+WsXnVZhRF4eUPX8a7hTcA/p386RDcwfL3Y9n+y7ZXdX5VPd/WXe/XJzV8NVmQt1YD\nqeK2vsBKwEudo6i/XL86n9uBZCFEgqIoA4Ct2EAgBZCXl8eDDz7I2rVrAbU899ixY2nevDkFBQVs\n3ryZQ4cOAWqBitWrV9OnT5+r9vnvv/8SFRVFTk4OjRo1IiQkxJKhqMjevXsZOHAghYWF3H333cyc\nObPc8TqdjpUrV/LSSy9x7tw5BgwYwF9//VWlNbCqYseOHcyaNYt//vmHjIwMTCYTbdu2LVedzmQy\n8dNPP7F8+XIOHjxIeno6Dg4OtG7dml69ejF69GjuvPNOHBwcADX4Wr16NZs2bSI6OpqzZ8+Sm5tL\n06ZN6dmzJ0899ZSlGmJZERERLFq0iGPHjpGXl4cQgscff5xvv/32mtdz4MAB/vjjD7Zv305iYqIl\nS+Tr68sdd9zB5MmTr/jIoE6n49tvv2XFihX8+++/ZGZm4uzsTLt27ejduzd33303Q4cOLRcAR0dH\n8/7777N7924uXbpkqV5YtophWTKQkqwpMhLaPbaepu0z8W4GnR2rtoC4ZBs2/r6RKQ9PQQhB6IhQ\nHn3xUTwae1gCkXYd2nHp/CWWfr6U/dv2o9VqeWPeG7i6uwJqoBIYEnjFQKSq7dWxedVm3pzwpiUQ\n9Avyw6+TH4qikHAsgfiYeAAcnRz5aPFHDLl3SLXHauhq4/7XZf+SdC22EEhNB7YKISp8K19RFH/g\nC8BZCDGwomPqQ3FQtQUbCaRA/WK7fPlyFixYwL59+8q1e3l58dRTT/HCCy9UetHcqtqyZQv33nuv\n5VG6/v37M3jwYJydnTl79iw//vij5cv/wIED+f3330u9kyNdP2QgJVlb2exUSTJTZftOJ5xmTI8x\nFBUW8cybzzD4nsF8++m3JMUnYaR4KQ80+Pr78sSrT7Bk3hL+/PlP7OzsaNupLVp7raU9bGoYABFz\nIio8vzLtNXk07FzyOVZ8s4JfF/9K+oXSjyA2btqYMU+MYdxT42jepnm1x2joYqNia+3+10X/klQZ\n9R5INVS2GEiVdODAAXbs2EFGRgYuLi60b9+eO++8s1RBgtqSkJDAvHnzWLp0Kbm5ueXaO3fuzHPP\nPcdTTz1lyfBI1x8ZSEm1xRxQmbn5pchMVQMwe8psln+5nGFjhxE2NYwPX/qQ3KJcnBo7WYoJxO6M\npTCjEI1RgzAJzpw6Q0FOAUEDgggaEFSqHQFGrfGK51+t3c3RzSrv2eh1eg7uOkj6xXSEEDRp2oSb\n+96Mg+ON/W9bbFQsM1+cecWfb03vf233L0mVJQOparL1QMoW5OTk8Msvv3Dy5EnLgr2hoaH0799f\npt1vADKQkuqKfI/K9uXn5TOk/RBysnL4cfePLPnvEuLi4+gyvAsjXxmJ1kEtBGwub733573kp+cT\nPDyYPT/uwbO5J7OjZoOgVPugSYMYNXnUFc+/UnvMXzEE+Acwe+ls+e+RlQkheH3861f9+dbk/td2\n/5JUFTUJpKpV/lxRlPdQ1wb/UgiRXuLzNVX0HpVkuxo1asQTTzxR39OQJOk6FxoKEEzksmBAfY8q\ns1mmzE7ZkN0bd5OTlUOXnl2w09iRFJ+EcxNnRk4eidb+8tcJrYOWwZMGE701mryMPAY9PYiT/5zk\nfPx54vfG07F/x1LtIUNDLF+iKzq/ovZRk0eRsD+BpPgkYqNi6di1Y53ei+tdbFTsVX++Nb3/td2/\nJNWV6lbQew+YDtxU5nNlNkmSJEmqUGgoJC4bTuJGtWx6TFEMKYaU+p6WBFw6fwmAoK5BJBxLwIiR\nDn07lPoSbGY0GWnbvS3Ons5cOHmB1l1aA5B1Iatc+/mE81c9v6J2rYOWwH6BGDFaihRI1nOtn29N\n739t9y9JdaW6C/IOKv4zucznG4b5kb2KvDd6NNPvvLMOZyNJknT9uFJ2ylPjaTlGPvZX90xGdd08\nO03VfwdrPkcY5WPCkiTVvQUfLGDhhwut3m+1AikhxLarfb4RVPYdKUmSJKl6QkMhctlwcm+L5qJf\nCs3UZXwwuV0OrGRAVXc8vdRA9lTcKcY8OQYNGk7sOsGwF4aVyypo7DScOnSKgswCmvk143y8mlVy\n83KrsL2sa7UbdAZid8aiQYNfkJ+1L/WG5xfkd9Wfb03vf233L0llPffOczz3znMVtpnfkaqOel0c\nV5IkSZKuJjQUgrTBJC4bzt656rb//QeJ2ePJidRMYopi6nuKN4w+g/vg4OjAvq37cHFzwdffl4L0\nAtbNXYdBZ7AcZ9AZ2LxwM3kX81CEwvbvtnPqyCmc3Z0J6BNQrv3IX0euen5F7evmraMwoxBff19Z\n1a0WBIYEXvXnW9P7X9v9S1JdkVX7ZNU+SboiWbVPslWyyl/9mBY2jTXL1/Dw8w9z7+P3Vli++viO\n4xRlFlnKl6eeSSU3Ixf/W/0JGRZSrr1sefPKtsvy2LXrSuXJrXX/a7t/SaqsOi9/riiKiUpW6St5\nGiCEEJoqD2hFiqLcA9xT/NEHGAqcBHYW77sohJh6lfNlICXdMGQgJdm6yEho99h6yxpU8j2q2nX0\n4FEevO1BAGYtnoV/Z/+rLqi6fsV6IuZEANA2qC0OTg42syCvdG1yQV7pRlAfgdS2CnZ7AiGoAVYy\ncA41UGmNGkRFARlCiIFVHtCKiku1V1Su3XzzkoQQ7a9yvgykpBuGDKSkhqBkdqrke1TmwEoGVNa1\neN5i/vvWfwEY//J4Hn72YbIzsy3V1fw7+ePs6szSz5fyc/jPAEyaNom2AW0t7R2CO1j+fhFCEBsV\nW+r8qrRLtau277/8+Ur1rd4X5FUUpQWwCzgATBVCJJZoaw/MAboDtwkhztV4wHokAynpRiIDKakh\niYws/blkpkquR2U9QggWz1vMZ9M+A8DOzo5+w/vRLrAdQgjiouPYs3mPpe2tz98ipFeI5YuyX5Af\ngSGBlr9fTCYTG37dwIGdBwDo0a8HQ8cMxc6ucq9xl/0iXrb/692Nfv2SVFO2EEgtBYKBm0UFHSqK\nYgccBKIq+y6SrZKBlHQjkYGU1JDJ96hq15G9R1j+f8vZtHITBr2hVJuDowMj7h9B36F92bJ6yxUf\n3Uo6kcTcN+eSnZWN1lmt3GYoMODu4c6rs15l2NhhV53Djf5o2I1+/ZJkDbYQSJ0HvhVCvHmVY2YD\nE4QQ5euYNiDVDaQkqSGTgZTUkJV9j6okmamquUvnLrFj/Q4yLmWAAl5NvRgwagDnU85XWEwgdmcs\nhRmFGHIMXDh3AZcmLni08KB9H/Wp+pN7TpKVmkVhZiHTF0y/YjB1pWIF5v6v92IFN/r1S5K12EIg\nlQ98J4R49irHfIUaSDnXeMB6JAMp6UYkAympoTNnp0ry6h2Dv798j6o2CCF4ffzrxMXH0WV4F0a+\nMhKtQ3HGSWdgzadrWP/f9TTyaUS3u7sxetpo7B3tAdAX6Vk7cy1Ra6KwF/asj11f7jG/a/W/bt46\nYv6KIcA/gNlLZ193j7nd6NcvSdZUk0CqWgvyVuAYcL+iKLOEEKfLNiqK0hZ4ADhqpfEaDLlwbx2J\njIS4OMIv3AN9+6qLz0iSJBVT/0oILrUvcl4wRcWZqsxmmTI7ZUWxUbEkxSfh3MSZkZNHllpwVeug\nxcfPB0Wr4NnSk9FvXQ6iAOwd7Rn99mhOHTjFuaPn2PDrBoaPG16l/kdNHkXC/gSS4pOIjYqlY9eO\ntX/RdehGv35JshXWWpB3DtAYOKgoynuKotyuKEpQ8Z/TUd+P8iw+TpKsLzQUwsKY6L0Sdu2CiIj6\nnpEkSTYuNBQSlw0ncWNnYvZ4ElMUQ4ohpb6ndV1IOJaAESMd+nYo9SXf0v53Ao5ujrTr1Q47bfmv\nIvaO9rTv0x6ts9ZShKIq/WsdtAT2C8SI0VKE4Xpyo1+/JNkKq2SkhBA/KorSHJiNWlq8LD3wqhDi\nR2uMJ0lXFBbGxMhIiFtJ+KwLMjslSdJVmTNVkcuCAZmdkiRJkirPWhkphBD/BToA7wC/A1uK/3wb\n6FDcLkm1r6LsVNm6yJIkSSXI7JR1+QX5oUHDiV0nylX0A/Dr6UdRbhGJ+xMxGUzl2vVFek7uOYmh\nwECPfj2q3L9BZyB2ZywaNPgF+VnnomzIjX79kmQrrBJIKYryuKIow4QQSUKID4UQY4QQdxT/+ZEQ\n4pQ1xpGkKgkLY2LfGCYSrgZUMpiSJOkqQkMhSBtM4rLhxOzx5ERqJltPx1i2mKKY+p5igxEYEoiv\nvy8F6QWsm7sOg+7yl32DzsC5hHMIgyAzJZO1H65FX6S3tJuLTWSlZuHu4c7QMUOr3P+6eesozCjE\n19/3uqxad6NfvyTZCmtV7TMA84UQr9R8SratqlX7JBsRGUl43EAICJCP+kmSdE1lf+/S9LboG7rK\nn9FoJDcrF0VRcPNwK1dFr6L2K5XnPr7jOEWZRVcsf56wO4Hss9nVLn9u7r8q5b9NJhO5WbkIIXDz\ncEOj0dTkdtUJq19/di7C1HCuX5KsxRbKn6cAvwghXqpxZzZOBlINVPG3onAmykBKkqRqKbse1fX+\nHpUQgv3b9vNT+E9sW7vN8giZo5MjQ+4dwv0T76eoqIifw39m65qtlnYHRweG3DuEB555ACcXJ779\n9FubXJBXCMHBXQf56euf2LxqM3qdmhWzd7Bn8N2Duf/p++nRv4dNlw6v6fVH7Y/i5/Cf2fjbRgoL\nCgHQarUMGDWAByY+QK+BvcoFzZJ0vbGFQOoboBfQTQhR/mHn64gMpBooc3l0JsqslCRJ1WZej8rN\nL4XOfTLx1HiWar9eMlVJcUlMeXgKJ6JPWPY18miEEILc7NwKz6moPeTWEOYsm0NWRpalepx/J386\nBHewBCgmk4kNv26wVOe7pf8tDLlvSKW/wAshiI2KvWL/FUlJSmHKI1OIOXD5cU03dzcURSEnK8ey\nL6h7EHOXz6VV+1aVmkt9qM71X0i9wNRHp3Jo9yHLPtdGrtjZ2ZW6fr9Ofsz931zad2xfexcgSfXM\nFgKpZsBeYDswRQhxqcad2igZSDVwERHqWlPe3hAWVt+zkSSpgTJnp5p5X95ncrs+MlVxMXGEDQ0j\nMy2Tps29GRs2hibeTYiPiQfAzcON7+d/T1FBEaB+AZ8weQKXzqn/9LcLbMeF1Av8/t3vZFzMwLuF\nN0s2L6FVu4qDkbKBgF+QH4EhgbWWCToVf4on7niCS+cu4dXMi/sm3EfT5k1LjX/p3CV+XfwraefT\naOLdhHe/fJeC/IJqza+m12ft+3P29FkmDJ7A2eSzeHp5cs/j99CjXw9LAOzl7cWRfUf45ZtfOJ9y\nHvfG7nyz/hu5FpV03bKFQGor0AR1tcMiIAk4B5TrXAgxqMYD1iMZSF0HIiMJ39VZDaZkdkqSpGq6\nHt+jykrPYmzPsZxPOU+H4IHYO47jYuoH5OZmoXXWIkyC3Evqu0Su7kE4ORaQdjEJxU7B7SY1o2N+\nNO/Zac+yculKDu0+hG8HX37a+xPOLs6lxqvJo2nVkZeTx/233k/yyWR6hvbkzkfvZMEHCyp8tPD5\nd57n50U/E/13NPYO9rTu2BqNRlOl+dX0+qx9f3RFOh687UHiY+IJ7hXMyzNfZsWiFRX2/+gLj7Jo\n9iK2r9tO0+ZNWbF/BU2aNqnSeJLUENhCIFXpx/mEEA36YVsZSF1HZHZKkiQra+jvUUXMieDzdz6n\nc49gFLv/cOzQFNybO9C4hQftb2tP0t9JxO+MR2OvwWjUYqcAih6TwUTQkCBadmnJyT0nyUrNojCz\nkDc+fYPF8xZz8vhJ3lvwHmOeHGMZ60rFEmJ3xlKYUVilYgmV9ePCH/no5Y8I6BLA4y8/zqzJs3Dy\ndCpV7MI8//y0fG7yuYnzqefRFegIGRaC/63+lZ5fTa+vNu7PmuVrmBY2jTZ+bXj/6/f57O3Prtr/\n65++zidTPuHw3sM8/+7zPPPWM5UeS5IainoPpG4kMpC6zsh3pyRJsrKK3qNqCNkpo9HIqKBRpJ5O\n5f9W/h/vPzcTvUZH1zu7Mvy1O3FyUfig5weknUqjy4hgYrfF4trYheZBzTm2+RiturZi6papGHQG\n1s5cS9SaKOyFPS9Mf4FpYdPo2LUjP+39CUVREELw+vjXiYuPo8vwLox8ZSRah+KMUHH57pi/Ygjw\nD2D20tlWecxPCMF9N99HwrEE5iyfw9w35qJX9ITcFcLoaaOxd7QHLpdfP7zyMPmZ+YQMDeHv3/+m\nmX8zPvz7Q4x64zXnV9Prq6378+iAR4naF8X0hdPZu3lvpfq/74n7mDhyIt4tvVkfux6tVlujn4Mk\n2ZqaBFINOjskSTVmXrzXvNZURER9z0iSpAauovWoGsIaVH9v+5vU06m0ateKnKwccnOzaNzSgxGv\n34XGwZ5jW+NJO5VG49ZeDHh2MFoHDZ4tPbl/7v24NHbhzJEzpPybgr2jPaPfHo1HCw+ys7IB8PTy\n5PiR4xw/chxQsy1J8Uk4N3Fm5OTLX+IBtA5aRk0ehVNjJ5Lik4iNirXK9UXtjyLhWAJNmzfFoDOQ\nnZWNRwsP7nz7TksQBWDvaM/QV4fi0cIDO60dA54cQOMWjTkff574vfGVml9Nr6827k/CsQSi9kXR\nyLMRfkF+le7fo4kHbQPaciHlAns27anUWJJ0o5CBlCSBZfFeSZIkawkNhcRlw0nc2JmYPZ7EFMWU\n2lIMKfU9xVJOnzwNQK/be3Fo9yG0zlra92mPs5sdCoJLp9RiEgF9A8hKuYSzpzOtu7dGsVPwv80f\ngEuJ6jH2jva079MerbOWqP1R9OjXA4Dkk8mA+qXeiJEOfTugtS+f4dA6aAnsF4gRo6XIQk0lJ6hj\n9+jXg8N7D1uur2QQYSGgzc1tcPZw5mz8WctjbxcSL1RqfjW9vtq4P6cT1J9vt97dOJN4ptL9nzx+\nkt6DegOXf36SJKmsnp9VFKUV0BJwrKhdCBFZ0X5JshmRkfIRP0mSrEL9qySYyGXB5CZEW/a7+aXQ\ntH0mmc0ybeY9KnMVPicXJ4wGY7l2fWHxOkvODuXa7J3sSx1TlqOTY6kx6oN5naSyBS8qw6H4mq90\nfQ1ByZ9vVTk6qz8/8z2UJElltYyUoijDFEU5CpwG9gDbSmxbS/wpSTbL8ohf2XJckiRJNWB+3M+8\nmTNV8fHYTHaqkUcjANLOp9GjXw8MBQZO7jlJQa4JgYKzuxqA5FzMoXEbbwoyC0g+lIzWXkv2BfUR\nPid39Uu6vkjPyT0nMRQY6NGvB5fOq5kqNw83QC3hrUHDiV0nLAv5lmTQGYjdGYsGDX5Bfla5PndP\ndwAunb9U6voMuvLjo8Dpg6cpyCqgZWBLss5nAVjuwbXmV9Prq43708hT/fleOnepyv2nnUtT+3Bv\nVKmxJOlGYZVASlGU3sAawAP4snj3dmARcAxQittnWGM8SaoV5vel+sZcfl9KBlSSJNUCc2B1fN6D\nNvMeVbfbugGwfd12eg/ujZubBxkpWfzx8SqMOj0Bt/kCcHTjv/zzyz4MOiOZKZmsm7WO+F1qJb+2\nN7e1FGvISs3C3cOdkFtD+CfyH7RaLcG3BAMQGBKIr78vBekFrJu7rlQwYy52UJhRiK+/r9Wq9oXc\nGoKdnR17Nu/h5r434+7hTlZqFms+WIO+6HKmSV+kZ8PcDWSlZmEymDj8x2FitsSgKAp+vfwqNb+a\nXl9t3J/ON3fGwdGBw3sO49rItdL9t/Rtyda16u/Bu/ftXqmxJOlGYa3y56uAQUBHIURKcTn06UKI\nGYqi2AHTgVeBXkKIBv0iiqzad4MwV/O7cA/07Ssf9ZMkqdaUrfJXUl1X/Js4ciJ7t+xl8qzX2LSy\nIzEHXipV/vzgrwdJP52Os6cLhTkm7BRwcFEoyC6gWWAzgkcGk7A7geyz2RRmFjJ9wXTi/o0j/ONw\nho8bzifLPrGMdaXy3sd3HKcos6hWyp+/fP/LbFm9hf+89x/aBrRl+nPTy5U/N88/Py0f7xbe5OTm\nkH42HZ8OPtz24G2Vnl9Nr6827s+0sGmsWb6GCZMnMOrBUZXq/9CeQ3z00kfc0v8Wvt34baXHkqSG\not7LnyuKcgHYKIR4pPizCZghhJhe/FkB/gZOCSHGXLGjBkAGUjcYuXivJEl1xBxQmZnfo6rL9ag2\nr9rMKw+8gpu7G0+8+ivb/0jhXPI0y4K8+kI9BVkFKIqCf+f3aOOXzeZV8wBwaeyC1kFrWdD21Vmv\n0qxlM54a/hS6Ih3fbvyWW/rfUmq8ul6Qd+/mvUwcNREnFyci/oog9VQqc9+cW+GCvK/OehWj0ci0\nJ6dhNBpp4dcCV3fXBr0gb/Tf0TzS/xHsHexZuGYh7o3dr9q/1l7L+IHjycnMYc73cxg2dliVxpOk\nhsAWAqkiYK4Q4q3iz4XAfCHE1BLHfA48JITwrvGA9UgGUjcgmZ2SJKkemAMrr94x+PvXTXbKZDLx\n2mOvseHXDbg3due9BTMZeGc/Nv2+iQM7DyCEIPZILEf2HcHZxRmDwYBep6fP4D608W8DwC39b2HQ\n3YPY+NtG3n/ufQryChj31Dje+fKdCscUQhAbFWupPuffyZ8OwR2ssnZURWO9O/FdVi1bhWsjV95f\n+D4D7xrI5pWbObDzgGX+g+8ZzLa123h34rvkZucSOiKU4fcPVwPIKs6vptdn7fvz8asf87//+x9O\nzk68Pf9tRjwwgoSjCaX6D+gSwM6/dvL2U2+TmZbJ4LsHM/eHudjZyWLP0vXHFgKpM8AaIcSzAMn4\n/QAAIABJREFUxZ+Tgb+FEPeVOGYBMF4I4VbjAeuRDKRuYObslAymJEmqQ5GR0O6x9VfMTpX9ou0X\n5EdgSGC1v2gXFRYx9dGpbFu7DYA2fm0YEzaGdoHtEEJw7NAxFs9dTFGhWgXOtZErT73+FH5Bfggh\niIuO49dvf+Vs8lkARj80mhmLZpRbyFVXpODgWPPvIFWl1+uZ9uQ01q9YD0CLti0YGzYWv05+KIpC\nwtEEfon4hZQktQDIkPuG8PGSj7F3sL9atw2G0WhkxnMz+P273wFo1rIZY54cQ2BIIHYaO5JOJPFL\nxC+cijsFQP/h/fn0f59Wq9qhJDUEthBIbQEMQoihxZ9/BkYAtwghYhVFaQ4cAs4KIRr0m4oykLrB\nRUQQHjBHBlKSJNWpsu9RmbNTtfVonNFoZOnnS/lhwQ+cO3OuwmM8vTwxmUxkZ2RX2O7l7Yt3y+f5\neu0IPL1Mpdqy0jXMfLEFA0bmMPrhzArPr00mk4kfvvqB7+d/bwmYymrRtgWP/OcRHnn+kesuEyOE\n4NeIX/nus+84FX+qwmO8W3rz0KSHePyVx8sFwZJ0PbGFQGoqMBNoLoRIVxSlLxAJFAJHgQ5AI+AJ\nIcR3NR6wHslA6gYXEUE4E+X7UpIk1YuS2amCC6f47tXvKCgqwLmJM0H9ggCI3RlLYUahVYo1GAwG\ndvy5g82rNpNxKQNFUfDy9mLY2GH0HtwbIQSRf0ayeWXp9kF3DWPN/8ZxJtGJVu10vDM/FY8maqCX\nla7hgxdacCbRgdbtdXwYcaZeMlOgBoy7N+5m428bSb+YjhCCJk2bMOS+IfQd2heNRlMv86orJpOJ\n/Vv38+eKP0k7n4bJZKLxTY0ZdNcgBowaIAMo6YZgC4GUO9AJOCqEyC7edy/wAeAPJAL/FUKE13iw\neiYDKYmICPV9KW9vCAur79lIknSDiYyEm/pEsXHFC+Skn6bz8C7c8eIdOLlq0Sga7PR2rJu3jpi/\nYgjwD2D20tm18r7RtZQMmMzBFFBunznAkiRJqg/1HkjdSGQgJQGXC1DI7JQkSfUgOfkwX4U/QRN/\nE499PgWNvRYHryzsHYxo7cHeYM8XD36BMcPIjIUz6Ni1Y73Ms2Qw5e6pBkzZmRoZREmSZDNqEkhd\nXw/9SlJdMS/eS/jlxXslSZLqyNmzR3F11xPYJwiPxlrc3ECX5kFRtjMFeRr0Wj3+ff0xYrQUoagP\nHk2MvDM/FXdPI9mZGrIzNbh7GmUQJUnSdUEGUpJUE2FhTOwbowZUs2apmSpJkqR64OYGToozujQP\nCvI0GIwmdEJX39OSJEm6blUrkFIUJVFRlJNV3BIVRTlp7QuQpHpnzk55r7ycnZIBlSRJtah5805g\ntCd+/zGMekOpNjc3yD/nyonIk+jy7cEPUgwVV6arbeZH+8yZKHNm6oMXWpCVfn0XcpAk6fpX3YyU\nUnxuyc0R8C3e2gAuxX+a9zkUnydJ1ydzdipga33PRJKk61yrVl3x9gok72IRG75ahUF3OZgy6Azs\nWbaKwksGHIp6kJvblROpmcQUxZBiSLFsta1ssYk53ycz5/tkWrXTcSbRQQZTkiQ1eNaq2ucBbAQM\nwJvALiGEQVEULdAPmIUabA0xV/VrqGSxCemqijNR4UyUBSgkSapVyclH+N8Pz6K3T8f1Jgf8b+0E\nQNzeo+Sn6bDXN+Hhh74iMbGrZQ0qM8emmfj7Y1mPytp0RQrTwlqRfLJ8dT5bKn8uSZJU71X7FEWZ\nDwwHugghiipodwL+Bf4UQrxQ4wHrkQykpKsyV/O7cA/07SuDKUmSalVy8hHWr5/FhbRY0OjVnUZ7\nvL0CGT78TVq37lrheSXXo/JuBp0dO1t9bmv/58n2Pxrx9hflC0uYF+S99fYUdLrv2bxyM+kX00EB\nL28vho4ZyqgHR+HayNXq85IkSSrJFgKpM8CPQogpVzlmLvCAEKJVjQesRzKQkiolMpLwXZ3VtaZk\neXRJkmqREIIzZ45w9uxRAJo370yrViHXXDsqMhJLpqpzn8xayU7pipQKs02FBYXMfeMzVi37jcL8\nwgrPdW3kypgnx/DijBdxcHSw6rwkSZLMbCGQKgC+FkK8fJVjvgAmCiGcajxgPZKBlFQlcvFeSZJs\nXNnsVEm1kanKycrhubuf48jeIwD0ur0XY8PG0j6oPQiI+zeOFd+s4OCugwD0DO3J/N/m4+LmYvW5\nSJIk2UIgFQN4oD7al1lBe2PUR/uyhBCdajxgPZKBlFRlMjslSVIt0evB3r7qbWWPMWenSvK4+Rgd\nO5msmqkyGAxMGj2J/dv207x1c+Ys/5yQXhUvFnxwVzRTH32Zi2cvEjoilC9+/QI7u4a3aosQgtio\nWMt6Xn5BfgSGBF4zYyhJUt2whUDqP8AXQDzwIbAdOA/4AAOAaYAf8IIQ4v9qPGA9koGUVG0yOyVJ\nkhXt3QtRUfDII+Ba5lWivDxYvhxCQqB37+qd/9ln0P2BIwx6+pjV3qNa9+M63pzwJl7NvHjy1dVE\n7e901XeoOt98hG/n3kNmWiaf/fwZg+4aVOM51KXYqFgi5kSQFJ+EEfUaNWjw9fclbGoYgSGB9TxD\nSZJqEkhZ5Vc7QogvgfmAP7AYSAByUQOrb1GDqPkNPYiSpBopuXhvRER9z0aSpAZMr1eDoIsX1YAp\nL+9ymzmIunhRPUavr975AId+6krcH12I2eNpKZ9eEz9//TMAE994jqj9nUg+Wb4MurmqX/JJB2IO\ndmXC5KfUc8N/rtHYdS02KpaZL84kLj4OTWMNwXcGE3xnMJrGGuLi45j54kxio2Lre5qSJNWAVTJS\nls4U5TbgCeBm1Ef9soADwBIhxG6rDVSPZEZKqrHISMLjBsqslCRJNVIyYGraVM0sQfl9ZbNN1Tnf\nGlX+4mLiGNNjDK6NXNmcuBm9rlGpdabemZ8KUMG+dO5ofwdFhUWsi1lHa7/W1bhbdUsIwevjXycu\nPo4uw7sw8pWRaB20gLrO17p564j5K4YA/wBmL50tH/OTpHpUk4yU1poTKQ6WrouASZJq1YUL6jcT\n+b6UJEnV5OqqBjrmwGfRInV/Xt61g6iqnh8aCpHLhpN7WzQX/VKgTwyeGs9S/V3rPaqjB9Wqgv2H\n9y8uHGHknfmplsBp6qNqgJSdqSmz9pQHvQf3Zvu67Rw7cqxBBFKxUbEkxSfh3MSZkZNHorW//HVL\n66Bl1ORRJOxPICk+idioWDp2rfg9MUmSbFvDe2tTkhq60FAm9o2BXbvUR/yKF/GVJEmqKnMw5Oqq\nBkB5eaX3WfP80FAI0gaTuGw4MXs8iT+BZTuRmklMUcxVx8rPzQfAvbG7ZZ9HEzWYcvc0kp2pITtT\ng7unsdQCvgAejT0AyMvOoyFIOJaAESMd+nYoFUSZaR20BPYLxIjRUoRCkqSGx6oZKUVRtEAHoDGg\nqegYIYT81ihJoaFMJBLiVhK+6x7LPkmSJFtnzk4lltjX9LZosnvHgH/MFav8Obs4A5Cfk1/lMfNy\n1ABKlkCXJMmWWC0jpSjKu8BF1DLnO4BtFWxbrTWeJDV4oaGWAhQyOyVJUnWY33MyZ5LMmaWyBSSs\nfX5oaOktSBvM8XkPErPH84rZKb9OfgDs2rQLXZEOuFxYwpyJMmemShagyM/LZ9/WfQDqWlMNgF+Q\nHxo0nNh1AoPeUK7doDMQuzMWDRr8gvzqYYaSJFmDVQIpRVFeA6YXf1wGfATMuMImSVJJxY/6TSRc\nDahkMCVJUiWULRbx9NPq1rRpxdX4rH1+WaGhkLhsOIkbO1dY5a/LLV0IDAkk42IGG3/baAmizIUl\n5nyfzJzvk2nVTseZxMvV/P744Q9ys3Pp1rsbAZ0DanDH6k5gSCC+/r4UpBewbu46DLrLwZS52ERh\nRiG+/r6yBLokNWDWWkcqDnAGugshLta4Qxsmq/ZJtUou3itJ1xWjUc/hwys5cmQ1OTkXsbPT4OHR\nnJ49H6Rjx8HVrtam18PixXD27CUyMkZQVHQIk8kEgJ2dFlfXgTRqtAofHy0337yaf/9dSU7ORRRF\nwcOjOd26PcCePXdw8aIJe/s1NGnyOwUFaruLiw/p6Q9QVDQEb287nnji2gv7lnWlKn+/fPMLM/4z\ng1btWhPQZSvnU5qXKSxBqQDLu/lpjh0ZyPkz55i1eBajHhpVrftVH8zlz3OLcnFq7ERgPzVgOr7j\nOEWZRbg5uvH2F2/LQEqS6pktLMhbCCwSQrxQ485snAykpFoXGQlxcYQHzJGBlCQ1UEajnvXrZ7N9\n+wKyss5WeEyzZoEMHTqFvn3DqhxQ5eZm8uabfuh06dc40g4wVdji6OiFXm/EZMq8Qrsf3btPZsKE\nZ6sV8EVGqu9Oufml0LlPJp4aT4oKipg8eDIno07SvHUnOgT/zMxvlAoX5J0WZuDY4TFcPBtPcK9g\nlmxagr1DFSO6eiYX5JUk22cLgdRpYJ0Q4tkad2bjZCAl1YmICBlISVIDVViYy8KF93Hs2EYAmjcP\nol+/iTRr1gGTyUhy8iF27AgnM1N97K1//4k8/PBX2NlV7mn7c+diee+9IODyv9+NGjXDxycQk8lE\nauq/FBSUDo7uuedDWrXqihCCpKS/2bDhE/T6QgCcnNwZNeptmjfvhBCCM2eOsGNHOOnppwHo3Xs8\n48dHoNFUrz6VOTvVzFv9nHUxjc+fmcLFpHM4ODowbOwwxj01Tn3/SajrTa1YtIINv23AoDfg18mP\nb9Z/g5e3V7XGr29CCGKjYi3V+fw7+dMhuINcO0qSbIQtBFJzgPuATkKIohp3aMNkICXViYgIwi/c\noz7iJxfulaQGw2QysmDB3URHr6NRI28ee2wpISFDy31pNhoN7N69nJ9+moReX8gdd0xm3Li51+y/\nsDCXl1/2QAg1y9Su3UCmTNmAVqstHt/E11+P5fDh3ymZjdJqnfi//yvAZDIRHj6OQ4d+w9HRDaNR\nj8FQxO23P89DD31Z6jr27v2JH354Gp0unwEDnuXhhxeUm09+PrhcoZCeuc0cnG3Zoq4j5eHRidYD\nsti++k1O7NnLlb6H2NnZMeS+Ibzz5Tu4e7pXeIwkSVJN2UIg5QJsADKBF4UQJ2vcqY2SgZRUZ8yP\n+DFRvi8lSQ3E3r3fs3jxY7i6NmHYsN2cOhVY4ZpM5kIPN920mU2bRmA06pk27QBt2tx81f5nzOhG\nSsoRABwc3kKn+5BJk6B7d7X9wIEVhIffj4ODBzrdLuAd4HcA+vR5nODg0YSHj8PJyYMmTXZiMqVz\n8eIQjEYdr722Gz+/PqXm16zZTjZsuAODoYipU3fi79/XMpflyyE6GiZPVn/nU9KFCzBvHrRrdwQ7\nu1lcSIsFjV5tNNrj7RWIt/ebNOq9iq1Lvib9zAVMBjXo09hraN2uNVNmT6HfsH5V/yFIkiRVQU0C\nKWuVP48BfIGRQJyiKOmKopysaLPSeJJ0/TOXRzdX84uIqO8ZSZJ0Ddu3q1mbu+76mFOnAiusfley\nWt6lS4MJDX0egG3bymd8yjIHUe7urdHpPgRg4UI4dIhSfeh0M4HOwG8oihrF7du33DK/m276gMzM\nLmRnh+Ll9UqpuZec3/nz/Rg0aHKpdlCzTdHR6rHz5qmBk5k5iMrJOUJU9LOcyzmMS0sjIXd3IeTu\nLri0NHI+9zBHosaz4bPf0No70753AKOmjWLUtFH43eaH0cnI/I/mExsVW9lbL0mSVOeslZFKQn1Y\n+1qRnBBCtKvxgPVIZqSkeiGzU5Jk85KTDzNzZnecnT2YPTsFg8G1VHnxRx5Rjyu7Lzf3BO++G4i9\nvTOffJKKi4tnhf3//vtbrF8/C4Bp0w6QlnYzCxdebr///qP8/HNnwA1IAdxp1w4yMj4jM/MVy3F2\ndq60aJGCl5cHABcvJpGa2h6Nxp733kth1aqbSs2vsPAU06a1x85Ow8cfn8HdXU0/mQMm8xpUk9V4\ni3nzIDdXAA/h3e4wISOCueOZu9A6qI8fGnQGNny1ksglG3Ft7ELPe/vT+9G7cPLUW9q3Razm+KZ/\naeXfgoXLF8r3iSRJqjX1npESQvgKIdoV/3m1rUEHUZJUb2R2SpJsXnz8TgC6d78PR0dXXF3VQMS8\nLtOiRepWMkhxdYVmzTrQrt2t6PUFnD598Ir9//33DwDY2Wlo0+ZmuneHSZMut//8867i/7oLcGfS\nJHjhBfDze7lUP05Od9KsmQePPw6PPw7Nm/vi6Ngfo1HHokV/l5ufl1dbAgJCMRr1nDr1t6Ufb281\neDIv4vvxx+qWlwdOTkdo6hNLo2aODJl0OYgC0Dpo6Xx7dxSNiUY+rgx48g48G2txUpxxUpxxc2xE\nv4cewMndjVPHz/HHP3+UWo9KkiTJVljr0T5JkupCWNjlxXsjIuTivZJkQ/Lz1Up57u4+ln3mYMoc\nbJizN2Xfm3J3b1aqj4oUFeUCoNU6WvaVDqbM5/pY3psyj1Xyn3snJx/L+OZ2B4fL41dlfuZgyt5e\nXdtKr1f/e9iwo2gd9fj3CkJjX77a38VT53DxcKFN9zaYMJRr92ysJfDWLhiyXdi3NoMTqZnEFMVc\n8d5IkiTVh+rVMpUkqf4UP9Y3ka2EE1DPk5EkyczBwRkAnS6/yufqdAXFfVyhBB6g1ToAakW9ijkX\n/1nR+Jcf4zeZyrcLoY6v1o4qT6+/9vxqg5MTXNjRlcQ2nbnolwJ9YvDUeNJS27JO5yFJklQRq2ak\nFEVxUhSlv6IoDyiKMr6izZrjSdINLS6uvmcgSVIJTZv6A3D8+CZLSW9z4QZzJsqcmSpZgKKwMIeT\nJ/cU9+F3lf7VX5wYDEUUFqprQB06RIn3pPyL/9zMwoUmDh1Sx1i0KIaSgVRu7ma+/95kyZAtW5ZP\nXp76WGKjRn7l5qfTFRAXt6PC+ZnfkzJnosyZqb/+6oShyJ74/ccw6stnnJq29SE/K5/Th05jV8Hv\ndA06A/H7joLRnkGDOhGkDSZx2XBi9njK7JQkSTbDaoGUoihhqG+3bgd+AJZUsC221niSdEMLDVWL\nTpjfl5KP+ElSvevSZQTu7j6kpsYQFxdZqvpd06bw9NPqZn5nyhys7Nv3PUVFuQQEhNKs2ZWzzJMm\nrbT896JF95UJomDixDtwc2sNxAGbWLgQ5s+HEyfushzTuHEbDIYEkpM38t138N13cOrUjwiRSZs2\nt/LCC13Kze+ff34iPz8DX9+etGoVYumrbLGJN95QN1dXKCzsysVzgeScL2LDV6sw6C4HUwadgZht\nhxBGO3LO5bEtYmO59o0LV5F3SYe3VyCtWnUF1L/2EpcNJ3FjZ2L2eLL1dIxliymKke9RSZJU56xV\ntW848AdqGfTFwKfAKmA/MAAYCvwCrBNCfFfjAeuRrNon2RRzNb8L90DfvrKanyRVkRCCxMR9REWt\nITf3EnZ2Gjw8WnDLLQ9cNai5ktWr32Xdug/w8+uPu/sm0tIcShVugNLlxRs3vsSZMz1JS0viqad+\noGfPB6/a/8svN6agwPyeUjLQCsDyTtQff3zIqlVvA7cC27j8zzD4+ARx662PsmrVNFxcbkWIbUAB\nBkNX9PpkOnS4HR+fjjg7+5CcfD+5uUE0bpzJ6dNdycg4bWl3d/ehc+dxhId3KlWxz7yWVMny5yjP\n4tM+HbemDvjf2gmAuL1HyU/TYcp1RFEUFNdCXG8q326vb8LDD31F69Zdy92Hsr87avfYepq2z8S7\nGXR27FyFn9i1nfj3BJt+30TahTQQ0KRpE+649w4CQwKtOo4kSfXDFhbk3Qh0B9oLIbIVRTEB04UQ\nM4rbw4CvgduFEDtrPGA9koGUZJMiIwnf1Vn9JiPLo0vSNQkh2L17CVu3fkFy8uEKj+nUaShDhkyh\nU6chle43O/s8H3zQjezsc7RpczdeXj/w2GPOFS7Iu2TJeVJSRpGWdoDWrbvzxht7Le9BXUl09Hq+\n/HJE8ScFiGbSpM6WBXlzc9P44IOuZGamAD2AA5ZzZ81KxsHBmZkzu5GRcQZ7+04YDKcQIo+KODp2\nQK8/jclUWGG7h8ftGAyTeeONO6u1IO/w4W8CsH79ldsrCqIqEhkJTW+Lxs0vhc59Mq3yHtWW1VtY\n+vlSDu6quJJit97dePTFRxly7xBZnl2SGjBbCKTSgNVCiCeKP5uAGUKI6SWO2Q4UCCGG13jAeiQD\nKcmmRUSo2SlvbwgLq+/ZSJJNMhh0fPfdk+zfvxwAN7ebuPXWx2jWLACTycipUwf4558f0evVAOK+\n+2YzbNhrle7/9OmDzJs3iIKCLDw9WxEa+gz9+j2Fh4daze/8+TgiIxeye/di8vMzuOmm9kydugNP\nzxaV6v+nn15my5bPLZ+dnT155JGvLNmsX355lY0b55U6Z8yYTxk69FUAjhxZw8KF95YqWtGjx/10\n6DAAIQRxcZEcPPgLQpgs7b17P067dr0QQpCSEsX+/cspKlIDsBEj3uLuu2eWCyby88HFRQ1az5w5\nwtmzRwFo3rwzrVqFWI6/VntVREbWPDslhGDeW/P47r/qAzSujVwZ+eBIAjoHgAInj51k7f/Wkput\nVlF8+PmHeW3Oa9jZyULIktQQ2UIgVQjMFUJMK/6cDywUQkwuccxc4AkhRJMaD1iPZCAl2TyZnZKk\nKxJCsGTJBPbuXYqjoxtjx35Bnz4PY2/vWOq4vLx0Nm78nD//nAHAAw98waBBL1R6nNTUo4SHj7ME\nBwBOTu4IYbQEIAAdOtzO00//aCkvXpY5GClrzZr3Wbt2eqXno47fCJPJhE5XcQbqau133z2TkSOn\nWT4XFGSzdetXrFkzDZPJyF13fcCoUW9XaT61pabZqS+nf0n4x+FotVpemvkSY54cw5nEMyQcSwDA\nL8iP1u1bs3LpSua9OQ+9Ts+EyROY/NHka/QsSZItsoVA6hTwlxBiYvHnk8AxIcSoEscsAh4QQrjX\neMB6JAMpqcGIiCCciTIzJUklHDz4K19/PRYHBxeGDt3K2bO9yq2ZBJffY3J2XsLOnU+gKHZ88MGJ\nq1bVK8tkMhEbu4Vt2xYQFbUGk0ktqODg4ELPng8SGvosvr63XPH85cshOrr0+0dmFy7AJ58Y0Grv\nJTPzj1LZIwA7Oy3t2z+Ond0jODsv4N9/V2E06i3timKHs/N8DIaOBAR8xfHj5du12vk4OnqTl3c/\nQgjeeeeIpdiE+f54ePzO1q1jEELw9tuHaN26W6XvT20rm53y1Hha2q4UWEX/Hc0j/R9Bo9Hw2YrP\n8GnlQ8ScCJLikzCiZvA0aPD19yVsahhp59P4z73/wWAwsHjTYnr061En1yZJkvXYQiD1B+AqhBhQ\n/HkJ8CAwVAgRqShKMLATOCqE6FPjAeuRDKSkBiMykvC4gTKQkqQS5s4dyIkT2xg79nMSE1+0VNS7\nUjGIpk1BoxnP/v3LGDp0KmPGfFKtcU0mEwUFWdjZaXByanTNx9by82HGDK5azMHc9u67YGdXyKlT\n+7G3t6dFi+5oNE4sXnz5Gh56yISdXRbffvsI//77Jz4+H3Dx4tsIAe7u8MorJtzds/n220eJjl6H\nk9P76HTvoijg6fkf0tL+j9DQZ3jkkYXl7o+r6wtERn5Jv35P89hj4dW6P7WlZHaqWYlg9Ca/ijNV\n08KmsWb5Gsa/PJ47H76TmS/OJLcoF6fGTgT2U4tLxO6MpTCjEDdHN97+4m3++uUvvvnkG4aPG84n\ny6r3/4ckSfXHFgKp/wCfAW2EEKmKonQG/gacgDTAq/jQO4UQ62o8YD2SgZTUYJR8xE8GU5JEaupR\n3n+/M46OrsyenYrJ5F4qIHjkEfW4svsuXNjPxx/fiqtrEz7++Ixl4d3aVjZgmlz85FjZfWWzVWZl\nA56RI08zc2Y7QEOLFmfw9PTmzBkoKFD7CgtLZu5cX4TQYG9/GhcXH1q1gvT0Y5w92wkHB1feey+F\n337zKHV/cnKO8957QTg4uDB7dgouLp4VT6geVabKX8alDIb4DUGv07M2Zi3z35tPXHwcXYZ3YeQr\nI9E6qOtdGXQG1s1bR8xfMQT4B/DKh68wouMI7Ozs2BC/gZt8bqrry5MkqQZqEkhZ683Ir1FrsF4q\nnkgMMAi1JHoa8BcwoqEHUZLUoISGMrFvDBMJh1mz5FpT0g3v+PFNANx881icnd1xdVUDAfO6SYsW\nqVvZLJWvb0+aN+9EXl46ycmH6my+3t5qoGRexPfjj9WtMkEUUO76vvlmC0KYcHIajY+PN2FhMGXK\n5f6/+GIrQphQlJG4ufkwZYr6O5gWLYJwcOiNTpfHwoV7yt0fH5+O+Pndhk6XT0LC7jq7P1URGlp6\nK7kelXkNqkO7D6Er0nFL6C3k5eSRFJ+EcxNnRk6+HEQBaB20jJo8CqfGTiTFJ5GVkUWfO/pgMBj4\nO/LverxKSZLqmlUCKSGEXghxTgihK7FvrxBitBCioxBihBDiL2uMJUlSFYSGQlgYE/vGyMV7pRte\nXl46AE2atLHsMwcb5mDCHKSUfNRPURS8vNqW6qOumIMpe3vQ69XN3v7aQZRZyWspKFDn7uTUxrKv\nZP9Go9qu0bSx9G8+38lJvf78/PRy9wegSZP6uT/VFRoKQdpgEpcNJ2aPJydSMzl6obhqYOvmJBxL\nwIiRDn07oLXXljtf66AlsF8gRowkHEugRRu14mJWRladXockSfXLKoGUoiiPK4oSco1jghVFGW+N\n8SRJqqKS2aldu2QwJd2QNBp1jSaDQXeNI8vT64sA0Godr3Gk7VIU9fpL/M6zDPMaVuXbTaai4j4q\nvn6DQW0vW/3Q1pXMTp0/5QFAdlF2lfvRFan3zMHh6uuASZJ0fbHWo32LgXuucczdxcdJklQfZHZK\nusGZM1EJCbss+8zvEZkzUebMlHkfgE6Xb3mkr0mT1nU6Z/N7UuZMlDkzNW+e2nYtpa+vTfG+XXz/\nvSAvr3T/Wq3abjTuYu5cwYUL6nnff6+noGA/AG5urcvdH6PRQGLiPgAaN67b+2MN5uxgqA+0AAAg\nAElEQVRU3qHRAETticHka8IgDBzbeYzcotxy5xh0BmJ3xqJBQ/uO7Tm8V13U2aeVT53OXZKk+lWX\nq8dp6nAsSZKuRGanpBtUt2534+TUiPj4naSkRJcrxvD00+pmfqfIHCz8/fdP5Odn4OvbCx+fjnU2\n37LFJt54Q93Mwd61gqmy1/fii8Nwc2uKXh9FSsoeIiLg009L9j8UV1dvhPiX3NxdfPqp+vuW06dX\nYzSm4u3dkRde6Fnu/hw5sprMzBSaNQukXbtb6+z+WNuYMX256aZ2pJ+5yL6fPLDXBJKVomPt7A3k\nFOagK87kmYtNFGYU4uvvS2ZaJqfiTtGsZTN6DexVz1chSVJdqstAKgDIqMPxJEm6Epmdkm5ATk6N\n6N1bfcJ8zZoZfP+9KFc4oWyBhqVLc/nzz1mAmm1Zv/5j9uxZSn5+ptXmlZFxhsjIcP7446Pi/r/j\n0qWMCqvzlS1AMW+eWiq9LL2+fPVBDw9H+vV7CoD8/BkcO2YkJ0dd8HfyZGjRwoHQ0KeLe/iA7Gwj\nx44Vkpf3MQADBz6Hm5tS6v4sW1bE+vVq++23P3fNsu62zM5OQ2joJABiNvyPMUM/wMngTfTKeBbc\n/zVr5/zByrkr+fyBz4n5KwY3RzcmvDKBb2Z/A8C4p8ah1ZZ/n0qSpOtXtcufK4qyGBCAAjwOHC7e\nytIAbYH+wDohxF3Vm6ptkOXPpetOZCTExamL9wYEqEGWJF2nzp+P48MPu1NUlEdQ0Is4O/+XRx+1\nq3BB3gUL1nHmzBMUFl4s14+9vTO33voIgwa9RMuWXao1lxMntrNlyxccObIKk8lYrv8mTR4iP/8l\nXnstpMIFeefNg+Dgy2Xby9q7F6KiSheGyMg4w4wZweTnZ+Lo+CR2dl/z1ltaS/+Zmam8/34X8vMz\nsLN7DI0mE71+DZ6eLZk+PQZnZw/L/Vm2rIC0tIc5fXolnp4tmD79qKW9ocrNTeP99zuTnX2eHj3G\nMWTIVDZtmkvi6Vjs3fOw0xpxdBK09mvNpMmTWD5/Oet+XEfjmxrz28Hf8PL2uvYgkiTZlHpZR0pR\nFNO1jyplL/CYECKhWgPaCBlISdel4mxUOBNlICVd96Kj/+Crr+7BaNTTtm0vBg9+kZtvHmsplJCb\nm86iRQ9YyqUDdOo0lDZtbsZkMnL69EGOH98MgEZjz/jx39K796OVHl8Iwdq177N27fsA2NlpCQm5\nEx+fQEwmI8nJhzh2bJOlbfz4b+jT5/Fy/eTnq9mkqzG/W1XSiRPb+eKL4ej1hbRs2Y3Bg1+kZ88H\nLetjRUf/yYIFd2EyGQA1qHv11a2Wx/YKCrLZu3cZW7fO5/z5WJyc3JkyZTutW3er9D2wZUlJ/zBv\n3sD/Z+/Ow6OszsaPf89kX0gCIQn7FlZDUBAViAxBRdFqi/6sXdwqYGiR2reotepbd6u1ajelGhtF\nEevaUi2+KMoyEBYVRTAgBAiCLFkgIXsykzm/P56ZyUwy2SeZSXJ/rmuuyTznec55ZhTIPfc596Gm\nppyBA89i9uwlDBlyNqdOHWbvXhj7w3yqyvew5Z8fcnTPUcIjw3nxgxc5e9rZ/r51IUQ7+CuQGkF9\nRuoQ8BeMTXkb3kQdUKy1brxasxuSQEr0SO5ZKdm8VwQQb4FAa9pa8s0368jM/KGrXHdkZBx9+w7F\nbq8jP3+/K4iIjOzPkiXvkZw83eP6kyf38f77T/D558sBuPXWN5k69TqPc5xT7hoGO++//yD//e9D\nKGXikkvuYc6c24iNHehxTn5+Lh988CTbthnTxubPf40LLvBMPVmtxnNzn09T7QcPbuXvf7+asrJ8\nAMLDYxzFODRFRXnU1nrOFwwP7+Moce7Z3r//SBYvfq/dWblAdfToTpYt+wGnTx8BICwsivj4EYCi\noOAwNpvxK01sUj8efvsBZp8/2383K4ToEL8EUh6dKPUgsF5rvbHDnQU4CaREjyVT/ESA8TY1zclZ\nSGHSJJg2rX3919RU8Omnr7Nhw3N8991Xjdr79buX0tKHuOuuYEaM8Gw7fBj+8AeA32O330dISDiP\nPnqQuDhjP6GCAnj0UdAafve7+j2f9u+38PTTs1DKRFDQOwQFXc3//m/jPaEKCox9tOEpKivvIjg4\nlEceyXVVHjQ20DXOvf12759PS+0rVlQRFfUW3333HIcPe24kO3ZsOhdeuBCbrRqLJZPDhz9t0D6L\nWbMWM3ny1QQFtTOaDXBWaw1ffvkvNm5cxoEDmz3aRo2azoABizH/NoaB4z2DzsQkSAlL6cpbFUJ0\ngN8Dqd5EAinR42VlkVkwz/jNTrJTwk+sVnj5ZRoVg4DG1ehuuaX9mSkwptoVF39HRcUp3nrr1+zf\nv4E5cx5gw4YHsdkgOBjuvBNXMHX4sFHtzsj4aIKD52GzvceVVz7IVVc9QEGB0X7GsTdrbKxxfWIi\nvPDCtXzxxbuEhd1LTc1jjdrBCKKefhpKS0EpiI6+ljNn3uXyy+9j3rxHHUEQ7NtnnD9uHNx4o+fn\n01J7w8+vvPwY5eVFKKWIiUkiJibJ4zMqKTlOWVlhk+093ZkzJykrK0BrTUxMokcG0b1OT8KM3UQn\nHyNleglxQXEMDh7sh7sVQrSF3wMppdQUYBrwuta6xHEsCvg78H2gCviD1vrPHR7MzySQEr2CZKdE\nAGj4C7+zqELDYw2zLe11+vQR7r13JCZTEE88cZTTp5N46ik8ginAdSwoCCIioKpqPTbbRfTpM4g7\n7jjMX/4SQkUFhIcbGamaGuMeFy48xtNPD8duh5CQI4SHD0IpqK6ur8wH9SXPIyJgyBAoLNxMQcFM\noqMTuf/+o7z5ZiiFhdC3r3F+cbH3z6eldl9/fsJgscDIG9eQMKpEslNCdAOBEEi9AczUWg92O/ZX\nYAlQAYRhVO+7Qmv9YYcH9CMJpESvItkp4WfuwZR7RqUzgoCNG5/n9dd/wZQp17Jo0dtAffbJZjOy\nQ2AER87AKjISnn5aU1IyFjhAePhW7PZpXgMjyKK2diFK/YC4uFWN2p1ZNau1PrCKioLXXtPs2pWC\nzbaX4cMtaD3Ta2Dk7fNpqV2CqM5hsUh2SojuoiOBlK/2kZoKbHC+UEqFYJRE/wxIAEYAp4DbfTSe\nEKIrOPaayiDTWLAhe02JLubc18m5b5JzX6XOCALKy40y50lJY13HRowwAialjABKa+Nn51S/xES4\n4w5FUNAYAGy2IkJCGu/7FBICdXVG/8HBY722W631BTSc7VFRcMMNivBwo/+KiiKP99/S59OVn5+o\nZzbDhOBU8lbMJWdrHPuPl5BTk+Pv2xJC+JivAqlE4Kjb66lAH+AFrXW11vo48B8g1UfjCSG6inPz\n3sRVkJvr77sRotMoFQTQaE+n1nFeE9TMOUab1p3Vvwg0ZjMM/XYueWtTyNkax/ojORyzHfN4CCG6\nL18FUhpw3877QsezexW/QoyAy++UUkOUUi8ppY4rpaqVUnlKqT8ppeL8fW9CBKwxY/x9B6IXck7t\nc2ZSnJkV5zFfchYQOHLkC9cx59Q+ZybKmZl66imjzSgMYaWubjcAwcEDsVqN6XoFBfUb51qtRhtA\nXd0XXttDQuozU872igp47bU6qqp2ARAdPdDj/bf0+XTl5yea5sxOFR6K48B+XA/JVAnRvflqjdTX\nQInW+kLH683AMK31MLdzlgOXaa0Heu+layilkoEtGFMOVwHfABcAs4F9QJrW+nQz18saKdE7WSxk\nZqcY842kAIXoAl1dbKKi4jR33z0Yq7WaRx7JpbJydCuLTbyLzXYt/fuP5/bb9/CnPymvxSYWLz7D\nk08OwmqtJCRkD+HhE1pVbCI//z2Kin5A//6j+e1v9/HPf5qk2EQ3JlX+hAgsgbBG6k1ghlLqXaXU\nSmAG8E6Dc8YDB300Xkcswwiifqm1vkZrfa/W+mLgT8A44DG/3p0Qgcpsrl8vlZ0t66VEp7Javf/C\n71zfk5BgtK1cWb/xbEdFRfVj6tQfA/Df/z7pFjBVcPXVazh58jUKCv7JdddtJCjIhs0GZWVWtH4K\ngIsvXkxSkmLpUiMIKi2FsjLj56VLYdiwWLdNdZ+krMw4x9nuvmYqMtK4du9eG5WVTwIwatT57N37\nJuefv55+/azk5hqzbePjG38+8fE02+7++VVUVLFnz0ds376STz99nW++WUddnY8+VNGI2Vz/kHVU\nQnRvvspI9QHWAM6t33cCF7mVQh8FHAAe11rf1+EB28mRjcoF8rTWyQ3aooGTGNMUk7TWlV66kIyU\nECDZKdElOntDXm+OHv2K3/9+Kna7jb597+TMmVpCQl6hpuaMx3l9+gyhrGwBkAO8Q58+CTzySC4R\nEbFA0xvyHj+ew6OPTqauzkpQ0GMEBd3D736nvG7I++ije7HZfkhdXeNfrmNiBmEyZRAdncHSpQPb\ntSHvSy8dROu/k5f3EpWVxQ36H8DMmbcyc+Yi+vaVLElnc6/ylzCqhLGDJDslRFfxe/lzAKWUAiY6\nXuZore1ubSOAc4DPtNZ+W1mplFoIZGIUwfiFl/YPgTnAJVrrdU30IYGUEFC/15SURxedyLl2qK1t\nHbF16yssX/4zj2PDh08lMXEMdnsdR49+SUFBfeGVoKBQ7rxzI6NGeUZ0lY6v4yIjPfvfvn0lL710\nAwCpqfO49NL/YcwYM8pRX72uzsZbb/2aDRuedV2TmDiW4cOnYLfb+e67r8jPN3bbDQuLZtGid0hJ\nuazR+3Bm6rx9Rtu2vcarr853ZZ6GDj2HAQPGo7Xmu+++4uTJbxz9R3HrrW+RmnpFM5+Y8BXZg0qI\nrteRQCq45VNaRxsR2e4m2g4Dh301VgeMczzvb6I9FyOQGgN4DaSEEA6OuSkZFguZ2UBWlmSnhM81\nFyj5IojyFozV1DSuwlBdXUZ1dSl2ex01NeUebVrbsVqrG10TGel92uEFF1yPyRTM8uU3s3v3Knbv\nXkVS0lhXoJaXt92VIQoODuMnP3mOCy+s/6JCa83+/RtYs+ZJ9uxZw7PPXskvf7mas8661GOcpj4f\n90Dx3HN/wqWX/poRI87z6D8318KaNX8kJ2c1y5Z9n8WL35NgqguYzcC3c9l7cDeFyccoGJVDYlJ9\nu6yjEiKw+GqNVHcR63g+00S787hU7xOitcxmMu6Jl7VTotvZtg1eftmzet3hw5/xxhu/BCAu7jFi\nY/+XPn2SyM/fx+7dq8nJWcOZMydITBzH4MHPMGbMfOx2G88/fw0VFadb7N/prLN+xIQJBzjnnPuJ\niRlAfv5+V//OIGrYsHmkpJxg8mTPbK9SiiFDZhMevpqzzvoVdruNF174IaWlBS2+5+PHc3j11YUA\nTJ36R+B1EhLO8zhHKcXgwbMIC3ufiRPvxG6v48UXr6Ok5HiL/QvfcK6dylubwvbXjIesoxIi8LQr\nkFJK/Z9S6qftHbSj1wshApBzrykhugGr1Vh/VV9wwTj+ySd/QWs7CQm/pLb2XqzWRxg16gi//GU2\nixf/hyVL/svSpTsYMmQvQUG/pk+fTEaPNlNZWcyWLctb7B/q13edOTOEoKCHeOSRI/zmN0b/EybM\nAWDGjFtJSPg3xcV9m7y+qMhEePgzjBt3CdXVpWRnZ7X4vtev/xt2u41p025B6zubvb+iIkVo6JOk\npFxBTU0Fmza92JGPXLSRsxiF8+EMrHK2xpFTkyN7UAkRANqbkboMGN2BcTt6fXs5M06xTbQ7j5e0\n1JFatKjJx4Pvv++TmxWiW5JNe0U3EBLSuHrdyZMF7NjxNqAICbmDMWOM2arFxaFs2TKD0aO/z6hR\n32PjxikUFSkSEuCGG4K49NI7ANi4cRl2u73J/t33dXKvRhgeHkJy8gxGj57JgQObAJg7965WXX/D\nDSYuu8yoy26xPN/sZsJVVWfYvv21NvavXP1v3pwp1fz8SKr8CdF+yx5ZxqTwSV4fHdGRNVLnKKVu\nasd1bV7I5UPfOJ7HNdHu3HG0qTVULlJsQggvxowhIzeTzMcLIC1N1kuJgOYsBe4MHJ5//n3q6moJ\nD7+CgQOHN9p36UVHQqaiwrMke2rq9+jbdwiFhQc5evRLhg8/12v/TV3vtHv3aqzWasaPv5ikJOOf\no9ZcP2HCHPr3H0VR0SHy8raTnDzD6/v9+us11NRUMGaMmYEDJ7S6/7Fj00lKGkd+/j4OHtzC2LGz\nfPcfQbSZt3VUUuVPiOYt/t1iFv9usde2jgRTHQmk5jke7eWPgGq943mOUkppt5KFjhLuaUAFsM0P\n9yZE9+csQJGVZRSgyM2VAhQioDmDnRdfhOPHTzqOTfIIcpztzulvzmuc7SZTEAMHplBc/B2lpflN\n9t/U9U6lpcb4gwdPatP1JpOJwYMnUlR0qNH4vujfWDM1kfz8fc32L7rWhOBULCtS4cY1QAklScam\nvk4SWAnR+dobSM33wdhf+qCPNtFaH1JKfQRcCtwGPOvW/BAQCTyvta7q6nsTokdZsIAMiwVyV5GZ\n7fi+RYIpEfCc3621/Xs+Z+ny+j7aMbrju736vtp0Bx59+KN/0fUaZqeS3PYjK0nOkSp/QnSydgVS\nWuvlPr6PrrQY2AL8VSl1McZ0vwuAdGAf4LcNg4XoURqWR5fslAhAzjVBFRUQEZHImTNQWbmXlSvx\nmNpXUVGfoXFe48za2O12175O0dEJTfbf1PVOMTHGb8EnT+5t0/Vaa9e+T336eI7vrrP7F/7jzE7l\nuR1z7kdVklQi+1EJ0Ul6W/lztNaHgKnAcowAaikwEvgzME1rXdz01UKINjObyUjLkfLoIuA0LKyw\naNGVmExBVFW9z4kTx3nlFXjllfr2W281Hg0LNHzzzccUFeXRr98w1/oob/03db1TSsrlBAeHkpOz\nhqKiw62+PjfXQn7+PmJiBjTaFNjdWWddRkhIOHv3fkxh4cFW93/o0FaOH/+aPn0SSE5O68z/JKID\nHN9duR5Dv62v8rf+iFT5E6Iz9LpACkBr/Z3Wer7WepDWOkxrPVJrvVRr3dT+UkKIjjCbjel+aTlG\nZkqCKeFnVmvj6nmDBg3inHPmAXXU1f2N3Fzjf9f4+PrsjHP9kDPYeO01zUcfPQPAzJmLMJmCmuzf\n2/UrV9Zv2hsTk8iUKdeitebjj//aqus9x88gKKjpXYqjo+OZOvVHAHz00Z/b3H9a2gJCQsI66b+I\n6AzOKn+Fh6TKnxCdoVcGUkII/8kYs77lk4ToZCEhMGlS4+p5F130KwAKCv5AZOQbJCbCjTd6TsFz\nBhv9+2tstvvYu/dDwsKiuPDCBS327359QoJxTohb7HPRRbcDsH79n4iMfLXZ6/v319jtD7N793uE\nhIQzc2ZGi+/7ootuRymFxfIs4eFZLfYPj7Nz57sEB4dhNv+81Z+vCBySnRKi80ggJYToWs6v+SUr\nJfxs2jS45RbPIGLMmJn84AePobXm1KmfMnLkUqqq8hpdW1S0A62vY9eux1HKxMKFbxATk9Ri/05R\nUUbbtAYz8UaOvIBrr30KgE2bbiY6+nYqKw82uv706Z0o9VN27nwQpRTz56+kb9+WiwoMGzaF6677\nMwDZ2QuJjLyN8vLGe78VF+8iKOgmvvjCWDb8s5+9Qnz88Bb7F4HLfVNfZ3bqmO2Y6yGEaDslFXja\nRimlQfaREqJDsrLILJgHiYmwYEHL54t2s1o9Mx6tbespWnr/0Lhda82HH/6Bf//7HsCocjd+/CUk\nJo5B6zqOHPmCw4c/c1wbzsKF/3RMCfSdjz/+E++8c4erSp6xt9Q4tK7j6NGvyMszdukIDg5j/vwV\nnHvuD9vU/7p1f+Ott37l6n/cuIsYMGAcWmu+++4rDh3a6ug/lJtvXs755//Eh+9O+Nte226iG1T5\ns0eXyH5Uoldy7iOltW5zSVMJpNpIAikhfMRigdxcMsmQan6dZNs22LXL+55FzkIDkyY1zor0FC29\n/7/+1fj59tu9t2dmfobV+izffvsmNluNR3tkZBwzZswnPf02EhJGdcr9HznyBevXP8tnn/0Tq7Xa\noy0iIpbp039Gevptrs172+ro0Z2sX/8sn376Olar564f4eExTJ9+M+nptzFgQFN72IvurOGkAGeV\nv8QkpMqf6FUkkOpCEkgJ4WOSneoUViu8/HLjYgLQuJrcLbf0vMxUS+9/xQrYZ1QsZ9w4z3VQDT+f\nH/6wiNzctZSXF2EyBREbO5CUlMsIDY3skvdSUXGaPXs+oqysEJMpiJiYAaSkXEZYmJc5g+3qv5g9\nez6ivLwQUMTGDuCssy4jPDzaJ/2L7sOZqUoYJdkp0XtIINWFJJASohNIdqpTNAwI3PdF8hZg9DQt\nvf++fY3XxcW98/MRwhuLxTM7JZv6ip4uIAIppVQ8MB84D+gLBHk7T2t9kU8G9BMJpIToRJKd8jn3\nYMI949JbgoSW3j/07s9HiKZIdkr0Fn4PpJRS44GNQItbnmutu3WlQAmkhOhkzuxUwTxIS5PslA9U\nVMCLL9Zv/hoVZWy82luChJbef2//fIRoisUCCTN2M3JOjmSnRI/VkUDKV0HNUxhB1BPAKCBUa23y\n9vDReEKInsq5eW/iKsjOljLpQgjhJ2azo2y6Yw+q/cdLpFS6EG58FdjMBD7QWt+rtT6stbb5qF8h\nRG/lDKZEhzintlVUGBmWqCjPYz1dS++/t38+QrSGtz2o3B9C9FbBPupHAfInSQjhe7mOzUJlil+b\ntVRsYeXKnr0OqKX3/8orxuumik309M9HiLYw/gpOZe9acN+iOjr5GAWjcmQdleiVfJWR+gKQjSaE\nEL41ZgwZZMoUv3awWr1Xn4uKMn5OSKgPFpwb03ZEdXUZp059S3HxMazWmpYv6GQtvf/4eCNGz801\nfm7p86muLne8v+8a7ekkRG8yITjV49EwUyVT/0Rv4qtiE7OBD4HLtNbrO9xhAJNiE0L4gcVCZnaK\nUc1PyqO3WmdvyGuz1fLFF++yceMyDhzY7DoeHBzKlCk/JD19MaNGTUepNq/f9YmObsj72mtWYmPf\n4/jxZezbt87VZjIFM3nyNaSnL2bMGLPf3p8QgUSq/Inuqsur9imlbgbcL1TAlcAPgDeAz4ESb9dq\nrV9t84ABRAIpIfzEvZqflEdvNau16c12m2tryYEDm3nxxR9RUnIcgODgMPr0SaCuzkZZWT7Of1tG\nj57JokVvExOT1L6BOqil9w/e2w8f/pznn/9/FBcfASAoKISYmCTs9jpKS/PR2g7AiBHn8/Ofv0vf\nvkM64/aF6Fakyp/ojvwRSNnbfJFBa6297i/VXUggJYSfSXbK7/bs+Yjnnvs+NlsNAwdO5KKLlnD+\n+dcTHh4NQFHRYTZtymTTphepqCgiISGZu+7aTGzsgEZ9VVZCZKT3cZprc+qMQDE3dxN//etcamsr\nSUoaz+zZtzFt2o1ERMQCUFz8HZs2vYjF8gJlZfn07TuE3/wmm379hvlkfCG6u4bZKXcSWIlA449A\n6mdtvshBa728vdcGAgmkhAgQsnmvX+Tn5/LYY1OoqSln4MCfU1X1LHfcEURioud5BQXw1FP51NVd\nQXn5F4wYcR53370Vk6n+u7SVK2H3bli6FK/XP/MMpKbWF4FoqDOmLp4+fZRHHjmbyspikpNvJDY2\nixtuCPHa/5/+dIqCgu9TU7OFQYMmct99OwgODu3Q+EL0FM7sVPL0+jVT9ugSyVSJgOP3DXl7Ewmk\nhAggFguZubMlM9WFVq78BRbL80yadA1HjrxNZaWJqCjPYMgZBFVUQEREIUpNoaTkOxYvfo+zz74K\nMLJNDz9cX3a8qeujouD++xtnpqxWePnlxsUkoHG1vltuaX1m6J137mLt2qeYMOEyIiJWU1QU5LX/\nFStg3z7QuoS6uqnU1h5kwYLXOf/8n3RofCF6Gvc6QQkzZB2VCDx+35BXKWVWSg1r4ZxhSin5TUcI\n4VMZY3p0fZuAUlVVyvbtKwC4+upHuOMOk2vfpWeeMQKghkHQnXcmcMkl/wPAxo3LXH1FRhrBU0vX\nL13qfXpfSEjj6nru+0K5B1itDWJqa6vYsuUlAObNe4Qbbghqsv9Tp4z4fezYOKKi7gJg3bplHRpf\niJ7IbK5/SJU/0dP4qmqfHXhQa/1wM+f8L/CQrJESQviMewGKtDTJSnWy7OyXePXVBYwdO4s77tgA\neAY+zoDBavXMMpWXn+Luuwdjs9XwxBPf0bdv/bfQrbm+Oe6Bi3vGqGEWqTV27HibzMzrGDbsXO67\n7/NW9Q/w6qvlfPXVILQuIzl5P1brmHaNL0RvIlX+RKDwe0aqlaQ+rBDCt8xmWLCAjMRVxl5TWVmy\n31QnKiw8BMDYsbNdxxITjYAnJMQIgJwFFtyDoOjoeIYMORuA06ePePTZmuub49z3yZnZcmay2hPE\nON/fuHH176+l/qOi4KaboomIOB+A0tK8do8vRG8i2SnREwR34VjDgLIuHE8I0VssWECGxQK5q8jM\nnmcck+yUz9lsxka0oaERbb42JCTco49A5Nxo13mvbWEyGddoHbjvT4hAY/w1ncretVDoyE6VJNXv\nniNFKUSga3cgpZR6AGMvKWemKb2JTQmDgOHAj4HN3k4QQogOc0zCz7BYyMwGcnOlCIWPRUb2BYzy\n307OqXnupb6tVuOYM6uktebMGWO/qYgIz1LIrbm+Oc6pd85MkfuxtmaFoqKM91dSUv+teEv9g/Fz\nTc0xRx9x7R5fiN5qQnAqlhWplM/YTZ7b8ZFzcihJKpGASgSsdq+RasdeUseAq7XWn7drwAAha6SE\n6AZk7VSnOHAgmz/+8UL69Eng8cePUlwc1qgwBDQuFlFWtoUnn0wjOro/TzzxHSEhYYD3whLerm8q\nmPJW2AEaH2ttMHP06Fc8+ug5hIfH8Ic/HKOuLrrZ/vsacRf5+bs4efJswsL68OCDx3nnneh2jS+E\n8CTrqERX8NcaqYvcHgCvNDjmfMwCJgLDu3sQJYToJpxrp9JyZO2UDyUnz2DIkGPqbFoAACAASURB\nVEmUlRWybds7XgMe55on92p8n3xiVOu78MKFriCqstJ7wOTt+srKxvditXoPmJzrk9yr7VmtrXt/\nQ4eeTXLyDKqrS9m6dWWz/cfHG0nP3FywWo33N336zfTrF93u8YUQnmQdlQh07Q6ktNYbnA/gVWCV\n+zG3xyat9R6tdVszWEII0TFmMxlpOWSQaQRUEkx1iFKKWbNuA2DVqv9h9Ohcr1kj92AoKel1duxY\niVImZs5c5DonMtLYbLel61NTmy5/PmmS96yPezA1aVLbyo+npxvv7z//uZuhQ79usv8bbzTuMzr6\nP5w+/SIAs2b9osPjCyE8ucqmr00hZ2sc+4+XSDAlAoZsyNtGMrVPiG7KYiEzO8X47XfBAn/fTbdV\nV2fj2WevZM+eD+nTJ5Ef//hlpkyZi8nk+b1cTU0FH330HKtX34PWdq699mnmzFnaqL/KSu+BUktt\nTu5rq9rS1hS73U5m5g/58st/ERXVj5/+9B9MmfJ9TCbPnTtqa6vYuPFF/vWvO7DbbVx11UNceeX9\nHR5fCNE0i8XY1Dd+Wg6jR0sxCuEbHZnaJ4FUG0kgJUQ3ZrGQmTtbAqkOqq4u4/nnr2Hv3o8BSEwc\nzYwZ8+nffxR1dVYOH/6UrVtfobq6FICrrnqI733vdzRRkCjg1NZW8eKLP2LXrvcBiI8fTlraAhIT\nx2C313HkyBds2fIylZXFAFx66W+45ponus37E6K7k7VTwpe6PJByFJpo64UK0LIhrxDCb5yBlFTz\n6zCbrZaPP36GDRuWUVx81Os5o0ZN57LL7uacc37QxXfXcXZ7HevW/ZX16/9GUVGe13OGD5/KpZfe\nxdSp13Xx3QkhJDslfMUfgdQGL4fjgEkYAdZR4CQwABiKEUTtAoq11rO9XNttSCAlRDeXlWVU85Mp\nfj5RV2fj668/4OuvP6C8/BRBQSHExQ3mgguuZ+jQc/x9ex1mt9vZs+dDdu16n/LyIkymIGJiBnL+\n+T9hxIjz/H17QvR67tkpd5KpEq3l96l9SqlBQDawA7hLa53n1jYK+CMwGZihtT7Z4QH9SAIpIXoA\nZ3l0MiQ7JYQQ3VzDOkIJM3Yzck4OiUmSqRItC4RA6lUgFZiivXSolDIBXwC7tNY3dXhAP5JASoge\nRLJTQgjRI8k6KtFa/tpHyt1lwBpvQRSAo/T5h47zhBAiMDj2msogU/aaEkKIHsR9D6rP98keVKJz\n+CqQ6oOxRqo5MY6HEEIEDufmvc69prKy/H1HQgghfMC5B9WpbbIHlegcvpratwMYAUzWWh/x0j4c\n+BLI01qf2+EB/Uim9gnRgzkyUplkyLopIYToQbxV+XMnU/96r45M7Qv20T38EXgd+EIp9TdgI5AP\nJAHpwC8xMlZ/9NF4QgghhBBCtIrx3VgqlmdSqblxDUmJ9W326BIYJMGUaDufBFJa6zeUUgOBPwAP\neDnFCtyhtX7DF+MJIUSnyc2FgmzjZ8lKCSFEj2I2g2XFXNx3h0uYsZvSaTmUjC6RKn+iTXwytc/V\nmVIjgOuBKUAscAajJPpKrfW3PhvIj2RqnxC9gMVCZnaKUc1PyqMLIUSPJ1X+ei+/lz/vTSSQEqKX\ncO41VTAP0tIkmBJCiB7O2zoqCah6PgmkupAEUkL0MpKdEkKIXsVigZE3riFhVAmJSZASluLvWxKd\nqMsDKaXULEADn2mtq5RSrf7NQmvdrTdqkUBKiF5KNu8VQoheQ7JTvYc/Aik7RiA1QWu93/G6NbTW\nOqjNAwYQCaSE6MUkOyWEEL2KZKd6Pn+UP38YI5A65fa6NWQeoRCi+zKbycAC5JDJGH/fjRBCiE7m\nrPJXPmM3hcnHYHqOR7tkqnq3dgVSWusHm3sthBA9Wm4uEkcJIUTv4NqDakUq5Qd3u447q/yVJJVI\npqqX8tWGvEII0TuYzUYglZ1tPMt6KSGE6BWcAZWTZUUq5Y49qBidI9mpXsgnVfuUUq8AHwPrtNbH\nOtxhAJM1UkIIQMqjCyGEAGQdVXfn9/LnDYpN7AfWAZ8A67XWpzs8QACRQEoI4UEKUAghRK8nVf66\nr0AIpCYAFzse6UCso8kO7KI+sLJorSs6PKAfSSAlhGhEslNCCCGQ7FR35PdAyqNDpUzAFOoDqzQg\nwtFs1VqH+XTALiaBlBCiSZKdEkKIXs+ZnYpOPkbK9BLJTgW4gAqkPDpX6mzgCuBXQCKA1trUaQN2\nAQmkhBDNkuyUEEIIGmen4oLiXG0SWAWOgAmklFKjqM9EzQYSHE2HMab2faK1fsNnA/qBBFJCiFaR\n7JQQQvR67tmppETjmD26PrCSgMr//B5IKaX+gRE8DXccygfW41gbpbXO6/AgAUICKSFEqzmzU2P+\nKIGUEEL0YhaL52tZRxU4OhJI+WofqfmO57XAA1rrbT7qVwghui/nnlNCCCF6tYbfpVlWzKV8xm4K\nk4/BdNmDqrvy1XqlTYAVmANsVEptVko9pJQyK6VCfDSGEEJ0T9nZkJXl77sQQggRIMxmmBCcSt6K\nueRsjWP/8RJyanL8fVuijXy2RkopFQnMxJjidxFwDkagVoURaH2CsWHvDp8M6CcytU8I0WbOKX5k\nyHopIYQQHqTKn3/5fY2U146V6otRcOIi4FqMqn1aax3UKQN2EQmkhBDtlpVlVPNLTIQFC/x9N0II\nIQKI7EHlHwEXSLkFUXMwMlSjnW1S/lwI0atJdkoIIUQTJDvV9fweSDWY1ncxxrQ+582UAhbqy59/\n3eEB/UgCKSGET0h2SgghRBMaZqfcSabKtwIhkKoBnEUlqoGtwMcY5c8/11rXdXiQACGBlBDCZyQ7\nJYQQohl7bbs9XkumyvcCofz5F9QHTlu01jU+6lcIIXouR+CUwXoyGePnmxFCCBFoJgSnery2rEgF\njExVSVKJZKf8zCeBlNZ6ui/6EUKIXik3F4mjhBBCtMRslj2oAomvMlJCiB7KWlfHqp07Wb9vHyWV\nlYQFBzMiPp6bpk9nZP/+/r697s85nS872xFQyRQ/IYQQTTP+iUiV7FQA6LTy5z2VrJESvUVlbS1/\n/PBDXti0iRNnzjRqV0rxvYkTuffyy5menOyHO+xhnOulCuZBWpoEU0IIIVrkXuUvYVQJYwdJdqqt\n/F5sojeRQEr0BoVlZXzv2Wf57PBhACYMHMjN06YxpG9fqq1WNuzfz1s7dlBrsxFsMvGPm27i5uky\nw9cnLBYys1OMan6SnRJCCNEKsgdV+0kg1YUkkBI9XUVNDbOfeYbPDh9mRHw8WTfdxOxx41DK8++X\nwrIyHv3gA/66bh1KKd7JyOCaKVP8dNc9kJRHF0II0UZ7bZ7ZKXeSqfJOAqkuJIGU6OkeeO89Hl69\nmhHx8Vw8fjw7jx5t9vyQoCC25eURGxHBd088QXR4eBfdaS8g2SkhhBBt5Jzulzz9mOuYPVoyVU2R\nQKoLSSAlerJam43h99zDydJS1i9dyp3vvAMnTzZ7jU5KIjw0lC0HD/L89dezSH7Z9z3JTgkhhGgj\ni6X+Z1lH1bRA2EdKCNEDrNq5k5OlpaQMGsSssWNdxz8fMMDr+VNPnkQpxW3p6Ww5eJBlGzeSMXNm\no2mAooMWLCDDYoHcVWRmIdkpIYQQLfL8Z8JR5e/GNYBU+fMVk79vQAgRONbt2wfAzdOmtSkY+n+T\nJxMVFsau777jdEVFZ91e72Y2GwEVmf6+EyGEEN2Q2QxDv51L3toUcrbGsf5IDsdsx1q+UDSpXYGU\nUsqulKpr48OulKrz9RsQQvhOSWUlAEP69m3TdWEhIST26QNAsaMPIYQQQgSeCcGp5K2YS+GhOPYf\nLyGnRgKq9mrv1D5Ly6d4JQuyhAhgYcHGXwnVVmubr3VeEx4S4tN7Eg2MGSOb9wohhOgQsxn4di57\nD+6m0LF2ikFS2a+t2hVIaa3TfXwfQogAMCI+HgBLbi63pKW1+rr9+fmcOHOGiJAQEqKjO+v2BIDZ\nTAaO9VLZ81zHhBBCiLaaEGysnSqfsRvm5FCSVEJckBSjaC1ZIyWEcLnJsanuG59/zqny8lZf9/eN\nGwH46fnnEyYZqc7nXC+VlmNkp7KyPMszCSGEEK1kNjum+znWTjmn+zkfMu2vaVK1TwjhkpyQwNyU\nFNbk5PD4mjWu41ObKYFeY7PxUnY2AIvT0zv7FoU7yU4JIYTwEffsVJ7jmLNkumSqvPPpPlJKqUHA\nxcAgIMzbOVrrh302oB/IPlKip9uUm8vsZ56hzm5nRnIy1bW1TVbwq7HZOFpczJmqKq5MTeX9JUu6\n+G6Fi2zeK4QQohPstfXsPagCYkNepdTDwG9pIculte7W0wklkBK9QdbmzSxcsQIA85gx3Jaezrxz\nziHUUYwiNz+f5y0WsrKzOVNVxeShQ9lwxx3ERET487aFxQK5uWSSIcGUEEIIn7FYjE19R87JITGJ\nHpWd8nsgpZS6HlgBrAOWAe8ArwAfAbOAhcDbwPNa640dHtCPJJASvcVbn3/OwhUrKKuuBqBPeDiJ\nffpQbbVyrKTEdd4VEyfyz4ULJYgKFI61UplkSCAlhBDCp3pidioQAqnNwHBglNbaqpSyAw86p/Ep\npS4DPgCu1lq/1+EB/UgCKdGblFZV8dr27SzbuJGc48ddx8NDQvjp+edTUVPDgYKCZvtIGz2av/zo\nR519q8LJPSu1YIG/70YIIUQP09OyU4EQSJ0B3tBaL3K8tgOPaK0fcDvnAyBaa92tvyKVQEr0Rlpr\nisrLKa6sJNyx+W54SAhTH3sMmilEAcCAAXx+331dc6PCIFP8hBBCdLKekp3qSCDlq6p9IUCR2+sq\nILbBOV8DP/fReEKILqSUIqFPHxL69PHa/vmAAV6PN1ftT3Qis9mo6JeVaVTzy82V7JQQQgifkj2o\nfBdInQQGur0+CkxqcM5AwOaj8dpMKRUM3AacA0wGzsJ4/7dqrbP8dV9CCNFpFiwgw+Ioj56FZKeE\nEEL4lPFPSip710KhIzvFIHpNMOWrCnpfAhPdXn8CmJVSNymlopRSVwLXOs7zl2jgT8BNQCJwwnHc\nd/XfhRAi0Dg37yWzfvNeIYQQwocmBKeSt2IueWtT+HxfiWsjX/dHT+SrQOp9YKJSaqTj9R+AEmA5\nUAq8Byjgf300XntUAJcDg7TWg4CX/XgvQgjRtRYsICMtxwioHn/cVd1PCCGE8AWz2QioTm1LIWdr\nHAf243rsP17SI4Mpn0zt01ovxwianK+PKKXOB5YCo4E8YJnWercvxmsPrbUV+NBf4wshhN+51k5l\nkZmNrJ0SQgjhc861U3luxxJ66DoqX62RakRrfQhY0ln9CyGEaCf3tVOPF0BamqydEkII4TON/0np\nmeuofBJIKaUeANZrrZucK6KUmgnMdu4tJYTwnaOnT7P5wAFXefJR/ftjHjMGk8k3s3e/Ky5mU24u\nJVVVhAUHMyI+nlljx7raO1qd73hJCZbcXE5XVBAeEsLwfv1IHzeOIB/dv/DCmZ2yWMjMTZRASggh\nRKdyr/JXOi2HktHdPzvlq4zUAxhFG5qbdD/LcZ4EUkL4gNaaj/fu5bkNG3h/1y7sDfaEG9W/P7+Y\nNYsFaWn0jYpqV//r9+3j2fXreW/XLursdo/2kf37Myg2lvKEBIKDgprsJ2306CbbNuzbx7MbNrBq\n585G/Q+Pj2fRzJlkzJxJfHR0m+9fCCGEEIHFVeVvG9QUdv/sVKdN7fMihA5WyFNKHQaGteGSlVrr\nGzsyphCByFpXx+LXX+cfmzcDEBIUxBVnncWguDiqrVY25uZyqKiIu959l7+sW8cHv/wlqYNb/5eU\nra6O2998k79v3AhAsMnEFRMnMqRvX6qtViy5ueQVFZFXVMTA2FhWL1nC5GGt/6NZZ7fz67fe4m/r\n1wMQZDJx+cSJDHX0v/nAAQ4VFXHvqlX8Zd06Vi9ZwrnDh7fhExJtUlBgVPOT8uhCCCG6QE/JTimt\nO179WyllBx5sbtqeUuo94HyttfedO1s3zsfAoDZc8p7W+rdN9PUgcD+wUGv9UhvuocUP7IErr+TB\nq65q9U0K0RZaa256+WVe276d8JAQ7r38cm698EIGxNbvgV1nt/N/X3/Nw6tX89nhw/SNjGTL3Xcz\nvomNcxv2P/+VV1i+dSthwcHcM3cuGWYzAxv0/2FODg+vXs32vDxiIyLI/s1vSBnU8h9PrTWLXnuN\nFzdvJjQ4mN9edhkZM2cyuG9f1zl2u52P9uzhkQ8+YMvBg/QJD2fzXXcxaciQNn5aolUsFsjNJbNg\nHiQmSgEKIYQQXcZigZE3riFhVAmJSZASluLzMZY9soznH3u+2XO01qqt/bY7kFJKrac+w5QOHHY8\nGgoChgIjgH9qra9v14A+1tFASr/wQifdmRDNe8Fi4ecrVxIVFsYVEydyqLCwyXPtWlNcWcnhU6eY\nMHAgX99/v8e6qYQ77uB0RYXHNVprj9RxsMnE2U0EMEdOn+ZMVRW1dXWEBQeTMnAgSnn+PZQ2ejR/\n+dGPXK9XbNvGTS+/THhICFdMnMi3p041e/+l1dUcLCxkZP/+7Hv4YUKamUYoOshiITM7xQimJDsl\nhBCii1gsRmW/+Gk5jB5Nl2anJoVPAtoXSHVkat+sBq9HOB4NaeAU8AbwPx0YT4heT2vNnz7+GIDn\nf/pT/vzJJ9BMoQcTEJeYyLB+/dh74gQf7dnD3In1e2efrqhgvNuXKRo4BNRgpH5PAyPt9ibHSLRa\nKdeaUKDGZuPMiRPENSgQkd3g/p9x3P9frruOzE2bWrz/mKQkxiYlsT8/n/e/+oprpkxp8nzRQWYz\nGWYgK5PM7HlSHl0IIUSXcK6dsjyTSo0jO1WSVNIp2SlfancgpbV2/bbkmNr3kNb6IZ/clRDCq3Xf\nfMO+/HwGxcXx4/POMwIp4PMmpuxNPXmSIJOJX8yaxT3//jfLNm70CKScchxZpE1aYwaSMDZ/c07m\na6r/iUePopTi97Gx3FlSwujgYNYkJnqM7257Xh47jx6lf3Q0N02fbgRSLdy/SSmWpKdz+5tv8tyG\nDRJIdQX38uhZSHZKCCFElzCbwbJiLuUzdlOYfAym53i0B9o6Kl/VFp4PrPJRX51GKfVbpdRypdRy\nYJ7j8HznMaWUfPUqAtq7X34JwMK0tGYr5TU0f8YMgkwmVu/eTVVtbdP9O55vAUJV6zPct0RFEQJ8\nWF1NWYPqex79f/EFADdPn054SEir+7/Jcf66ffsobjAVUXQSs9kIqMiE7GyjGIUQQgjRycxmoxhF\n3oq5bH8txfXI2RrH/uMl5NTktNxJF/FJ1T6t9XJf9NMFLsOYkuicy6SB6cAMx892QH5bEAGroKwM\noFVFHdwlxsSQEB3NydJSTldUMDg01Hv/jue2JtL7BQUxMCiII3V1FNnt9Gli/yfX/Q8c2Kb+YyMi\nGBwXx8HCQgrLy9tVzl20k2SnhBBC+IFzup+Te5U/RucERHbKZ7tdKqWClFK3K6W2K6VKlVJ1bm2T\nlVLLlFJjm+ujs2mtZ2utTVrroAYP57H5/rw/IVrizBG1p0iM84qGxSC89t/m3t36b+Yc59jt6t/x\nntu8ElR0nHt2KjfXWBUshBBCdCFnpuqbZ34cMNkpnwRSSqlQYC3wZ2AUUIbn7zuHMab/3eCL8YTo\nrZJiYgD4+vjxNl2XX1pKUXk5JqXo10w2J8nx/HUb76uoro6TdXUooH8T2SiApD59jP6PHWtT/8UV\nFRwrKQEgwdGH8IMxY8gYs97fdyGEEKIXM5shb8Vc8tYa0/1yanI4Zmvb7xW+4quM1F0YJdAfAgYA\nL7o3aq2LgU3ApT4aT4he6VpHoYWs7GysdXUtnF3vH5s3U2e38/2zz252bdK1jueXgZo2ZL1erqjA\nClweHk50M4HUteeeC8Ar27Y1u1aroVe2bqXGZmPOhAnERUa2+jrRCXJzJSslhBDCr9zXUfkzO+WT\nNVLA9cAWZ9W+JqYO5QFX+mg8IXqlWWPHMmHgQPaeOMHrn37qOj75xAmqtKYOIxUcphRhjj+HdXY7\nf9+4EYApw4bxyd69jOzfn1EJCa7rUxxBkwbCgEJgpNu4DavvudNac58jW/RlbS1jjx/3GN/deSNG\ncO6wYew4coTlW7e2qn+73c5zjvtfnJ7e5HmiCzjWRmXkOsqjux0TQgghupq3Kn9duXbKV4HUSGB1\nC+ecBuJ9NJ4QvZJSiqWXXMKtK1aw+PXXuTA5mZ2hoRRVVGBvkEGKDgujT3g4ZYWFlNfUAHD/e++5\n2s1jxhAVGsremhqPLz+ca5FOOF7nmkyc3UR58uNFRdRUVbnGPmG3g6NqX3RYGAnR0VwxapTHNUvn\nzOH6rCz+5623uGLiRI42837tWnOmqopDRUUkJyRwZWpqM2eLLmE2G/tNWSxkZmNkp6QAhRBCCD9x\n7UG1IhXo2j2ofBVI1QBxLZwzFCjx0XhC9FoL0tLIPnCA5Vu38tHeva7jqYMHMzgujmqrle15eZTX\n1LgCKICxSUmM6t+faquVz7/9FktuLgCThgxh9ZIlDOnbFzACqZ+vXEnmpk2EBgdz15w5LDKbGdqv\nn6svq83GghUr2HHkiOvYmMREkhMSqLZa2XHkCGXV1ZTX1LBh/36+PXWK4fHG9yg/Oe88thw8yHMb\nNrB6927umDOHX8yaxTC3/uvsdlbv3s1jH3zAoaIiYiMi+M/ixW0q+S46mdlMBo5qfpKdEkII4Wf+\nyE6p9lT/atSJUusxikyM1VrXKKUeBO53btqrlIoFDgJbtdZXdXhAP1JKaQD9wgv+vhXRi/3mnXf4\n49q1rtdBSnHxhAkMio2l2mbj/V27qHALovpHR7Pr/vsZGGtssVtaVcVr27fz9Nq1HCoqYli/fmy9\n+24GxRnfh9TZ7Sx9+23+um4dACaluHj8eCNQs9lYvXs3ZdXVAESGhvLSTTfxo/POc41XVl3Nyu3b\neWrtWg4WFjI4Lo6td9/tCsbsdju/+de/eNrxHkxKcdH48Qxx9L/l4EGOnD4NwKC4OFYvWcI5Q4d2\n1scpOspiITM7BRITJTslhBDC7ywWGHmjkZ1KTDI28nVqGFhNCp8EgNa6zYWBfRVI/QRYCfwLozrf\nUhyBlFKqL/AS8APgKq11S1MAA5oEUsLf3t6xg+syMwk2megfHU1heTl1zWyC607huYbRfTpgVGgo\n45KSPNqdwVLeqVNei1uMHzCAsOBggpsoMGGz2ykoK+PEmTOcO2wYn917r0f/2QcOsGzjRt7esaNR\n/6MTE/mF2cwtM2bIvlHdgcUCublkFsyDtDQJpoQQQvjdXttuopOPkZRYf6x/colHpsrvgRSAUuol\n4GeAFWMKXwLwBTARCAWWaa2X+GQwP5JASviT1przfv97dhw5wp+vu457V61iZG0tVqAKqMMoFGEF\nEoFSjDm1hxxtIwD3mnfarc0GjA0ObryZ7oAB/HfJErYcPEhxZSV/+PBDcgsKeOLqq3l7xw5oplAE\ngC0hgYLyck6cOcMnv/41F40f3+icgtJSNh84QHFlJWHBwQyPjyctORlTMxUARYCyWMjMnQ0LFvj7\nToQQQohGRWbdM1UpYSkdCqR8tUYKrfV8pZQF+BVwtuPwFCAHeEZr/bKvxhKit/rs8GF2HDlCv6go\nMmbO5N5VqwDYFxpqtNvtnG+z0RfICwkh3molGLgb+D0wA1jplhE6S2sU8NuYGB4tLWVKaCj/7N/f\n1e6spjcgNpZrpkxh59Gj5BYUEBMezm3p6UYgBXzeRDGKqSdPEhwUxM/NZh54/32WbdzoNZBKjInh\nGkdpdyGEEEIIX2k4QaLhOqqO8OnXvVrr5VrryUA0xhfhMVrrVAmihPANZ8nzW2bMIMIRPLn7p2OK\n389MJiLdAqZFGNP63gFqvWShM6KjMQHvVlZS3UyW+p+O8W+aNo3o8PBW3/etM2cSZDKxaudOj7Vb\nomfKIBOysmSvKSGEEAGn4R5UHdEp82a01pVa62Na6/LO6F+I3ur4mTMATB0+3Hu743lqgz2chilF\nAlALnPJy3dDgYBJNJqzAqWY2+nWNP2JEm+57YGwsg2JjqbPbKSwra9O1opsxm2HBAiOYys42Aioh\nhBAiwJjNkLdibof68NnUPgClVB/gauAcIBY4A3wJ/FuCKiE6zllUIqiJtUN1jmyStyLhzmNNhUlB\nzg18WzO+9023m+W85zofrcsUAW7BAjIsjvLojxdIAQohhBABx2yGlSvbf73PAiml1HXA83jfT+ov\nSqlFWuu3fTWeEL1R/+hoAA4UFHhvVwq05kCD4yVaU+T4uV/Di4AzdjuFjkxUv2YKPLjGLyxsy21T\nXl3NydJSAOKlAl/v4dy8NyurfvNeKUIhhBCih/DJ1D6l1BzgdYy1Ua9glEC/wvH8KtAHeN1xnhCi\nna5MTQUgKzsbu5eS51c6gqCsujqPzM+rGJX8LgaPtVNOKyoqqAVmh4UR3UwgdeUko7LNS9nZ2JqZ\nAtjQyk8/pdpq5cLRo4mLjGz5AtGzLFhARlqOMd3v8cdl7ZQQQogewVcZqfsxll/M1FrvaNC2XCn1\nLLDJcd7ahhcL0dPZ7XaOnzlDSWUlEaGhDIyNJdJLsYiWXJGayrB+/ThYWMjq3btdx1Nqa7FhlDAP\nBvKAkVYrYJQ4v9Nx3k5guNaEU/+HXwNLi4sB2FVTw/Bjx+gDhAc1niB4yfjxjE5M5EBBAat27nQd\nn9pMCXStNc9t2ADA4lmzmjznxJkznK6oIDwkhAExMW0qZiG6AWd2ymKpz07J5r1CCCG6MV8FUpOB\nN70EUQBorT9XSr0JXOuj8YToForKy3k5O5u/WyzkFRW5joeHhPDjqVNZnJ7OeW0o3BBkMrEkPZ3f\n/OtfzH/1VQbFxrL/9GlsdXU0XHl01PH8jduxU3gvNuHR7sg0mex2EqKjuXbkSFe7yWTil7Nn86s3\n3yTjtde4fOJE9jXTn9aaGpuNnBMnGBgbyzWTJ3u0l1RW8srWrfx940b2Qid29AAAIABJREFU5ee7\njocEBXHtlCksTk8nLTnZYxNf0c2ZzWTgWDuVPc91TAghhOhufLIhr1LqNPB3rfV9zZzzOLBIa+1t\niUa3IRvyitbK2ryZJW+8QbUjM9QvKoqkmBiqams5fKo+nLkyNZXXFy6kTyszMLa6Oq567jnW5Hju\nfdA3MpIBsbGN+ncXGhyM3W7H5mVaYFNCgoL4/N57mTRkCGAUnLjm+ed576uviI2I4MlrruH6Cy4g\nKizM47ovjxzhgfff5/1duwgLDmbd0qXMSE52tb/52WcsWLHCVQ49LjKSATEx1NhsfHvqFHbH300X\njRvH24sW0U/WVvU8zs17JTMlhBDCTxYtMr6sbc+GvL4KpFYBcVrr9GbO2QgUa63ndXhAP5JASrTG\nM2vXcsc77wAwNyWF29LTuXziRFflugMFBTxvsfCPzZs5U1XF1OHDWb90aaunsz310Ufc9e67rtdR\noaH8+LzzGNK3L9VWK8s2bKCswX5N159/PqMTE6m2WvnzJ59QY7O52hSQc//9TBg8GDCCnF+//TYn\nHOXOFbDzd79zBVNVtbXc8NJL/OvLLwGIjYjg2ilTXONv3L+fbXl5AMSEh/PvX/zCYyPerM2bWbhi\nBQCzx41jSXo6V519NiGO6YTfnjpF5qZNvGCxcKqigrMGDmTTXXdJMNXTONZKZZIhgZQQQgi/CIRA\najywBXgReFhrXeHWFo2xNmohMF1r3dxMoIAngZRoyf99/TVX/O1vgBEklFZVNXlujdXKkeJiSqur\nuWbyZN79+c892s955BFyG1Toq7PbPYKgQBWkFPHR0Vw+cSLLf/Yz1/HNBw6Q/vTT1NntpCUnU1Vb\n2+TUvVqbjWOOtVMXjRvHx7/+tUzz60ksFsjNNQIpyUoJIYTwg44EUr5aI3U3sAu4C7hVKfUFkA8k\nAVMwSqJbgLsb/hKktZ7vo3sQIiA89sEHADx01VW899VX0EwhhjBgaHw8h0+f5l9ffsme48c5a9Ag\nV3tuQQEja2s9rslzPPfHWNM0AagCKjH2gDqFUUAiAhgBHMSo2Kcx/iCWOK4PAuzAMOBbx7FBNN6/\nYI/bz/2BRC/tE4KDKdOaOq1RShEGxJpMBNXU8PWxYx7nP7FmDXV2O0svuYSN+/ej3NZGNRQKDO7f\nHwWs27ePbYcOMd1teqDo5lzl0TON9VJSHl0IIUQ34pPy58DNgPOrxDjgIuAnjmfn72Vm4GdeHkL0\nGF8dPUr2wYPEhIez9JJLXMc/HzDA6wOMwhM3XnABAH/fuNFrv1+HhvJ1aChvhYRQCUQBB0JCXO2H\ngJPAy+AqOrHX8WwCljh+TnXr8wvHcxTGDtoAMUCO28MpwfFc20T7nkGDODp4MMeHDOHY4MEcGjyY\nLwcObPQ+8oqK+ODrrwkLDuaeyy9v1ecTGhzMrTNnArCsic9HdHOO8ugUFEBWlpRHF0II0S34KpAa\n1YGHED3GK1u3AnDTtGltKt+9OD0dgFe3baOumUIQrzgq6t1gMhHrZYrbY47n8cBwt+O/cDxvcjzH\nAJPc2n/veP4GKPcy7uOO51KgbVvxelqxbRtaa3547rmuzX1bY9HMmSileGvHDldxCtHDmM1k3BNv\n7DWVnW0EVEIIIUQA88nUPq31YV/0I0R39+3p0wCYx45t03WpgwcTGxHBmaoqzlRVNVlUwTkFz9zE\nOqETjuf0BscnYEzLcxZgn9yg/XKMghIaOEB9hsppAcYiR4DPMHbbbg/X5zNmTJuuG9G/P8P69ePb\nU6fILy1lVEJCyxeJ7mnBAjIsjvLoWcjaKSGEEAHLVxkpIQRGcQSAUC+b2bYkLNj4XqO5QhK1juIw\noU0EUs4rveXC3IuTe2t3/mXgLSPlrqSF9ua4Pp/gtn+H05rPR/QQZrMRUEl2SgghRACTQEoIH+rr\nyCQdLS5u03Xl1dWcrjCKXcZFRDTdvyOAOtpEtU3nZLkDDY5XUp+NgvrMltNpjEIVYBSfaMi9XMZZ\nTd5dy/pGRgJw1JGZaq1am42TjlLszj5EL+BYO5VBpqydEkIIEXAkkBLChy527JW0fMsW2rK1wOuf\nforNUQ48IjS06f4dgdRyu91r/5c6ntdiVORzehOoAWIdr/dRHziBUXYTIBLvgdSPHc+KxtP+2sL5\n+by6bRv2NmwKvGrnTkqrq0kZNIikmJgO3IHodiQ7JYQQIkD5qvy5EAK47txzWfr22+w4coRthw65\njk9tpgS61prnHNXonEUnGproKIFuxyhbvktrRlmtrvYUx7MzNKnBKGXeD2Pd02LH8QjgjONYgts1\nzl9NgzEyTg0nDjpr5YW7jeWuuffn7nupqQzt25fcggI+2lNfWL2lz+fZ9esBWDxrluwj1Vs51k5l\n5jYswC+EEEL4hwRSQvhQRGgoC9PSePKjj7hp+XLSx47ly2bO11qDUuw6epTEPn34f5M9y0CMSUxs\ntCGvstnAbudbjIBoD97lOx7u3MMV5+TDb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XwSuKO4BqaQE+dtKWbtG0J81d//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\nSWrQ/wCeDid7yJ65twAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 296, "width": 425 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "with C = 10**1.00:\n", "fit 0.95 training\n", "generalized to 0.98 test\n", "\n" ] }, { "data": { "image/png": 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69fPRKGs+Ve2rOHFxqvInUpMUV/58w/cbyErJKlf58XHDx/HD4h/4y/S/0PvS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\n3cbx4/m4/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tcu3tm8mVqbDVNQEP+cO5drp0zx76J7CslOCSFEwPHMTkkj355FAqkuJIGU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\nUiknVI6dktSGOm3Wvi8CvwusBlYAF0VsVcW7NaX0o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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 296, "width": 425 } }, "output_type": "display_data" } ], "source": [ "for i, c in enumerate(np.arange(-1, 2)):\n", " svm = SVC(kernel='rbf', random_state=0, gamma=0.1, C=10**c)\n", " svm.fit(X_train_std, y_train)\n", " training_accuracy = accuracy_score(y_train, svm.predict(X_train_std))\n", " test_accuracy=accuracy_score(y_test, svm.predict(X_test_std))\n", " print(\"with C = 10**{c:.2f}:\\nfit {training_accuracy:.2f} training\\ngeneralized to {test_accuracy:.2f} test\\n\".format(\n", " c=c,\n", " training_accuracy=training_accuracy,\n", " test_accuracy=test_accuracy\n", " ))\n", " plot_decision_regions(X_combined_std, y_combined,\n", " classifier=svm, test_idx=range(105, 150))\n", " plt.xlabel('petal length [standardized]')\n", " plt.ylabel('petal width [standardized]')\n", " plt.legend(loc='upper left')\n", " plt.tight_layout()\n", " plt.title(\"SVM with c = {c}\".format(c=10**c))\n", " plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decision Trees\n", "\n", "Working along with the book, here are the three measures of impurity visualized:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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DYmtrK0op6dq1q/z0009G8X/55Zfy/PPPG9X5448/ZNSoUfLf//7X6AuA6OhomT9/vn5h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\n5UGFqrKzs13rkB301lvw17+GPaaLjr+IUf1HAZDkS+Lm027mi6u/4MLjL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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 311, "width": 478 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "\n", "def gini(p):\n", " return p * (1 - p) + (1 - p) * (1 - (1 - p))\n", "\n", "\n", "def entropy(p):\n", " return - p * np.log2(p) - (1 - p) * np.log2((1 - p))\n", "\n", "\n", "def error(p):\n", " return 1 - np.max([p, 1 - p])\n", "\n", "x = np.arange(0.0, 1.0, 0.01)\n", "\n", "ent = [entropy(p) if p != 0 else None for p in x]\n", "sc_ent = [e * 0.5 if e else None for e in ent]\n", "err = [error(i) for i in x]\n", "\n", "fig = plt.figure()\n", "ax = plt.subplot(111)\n", "for i, lab, ls, c, in zip([ent, sc_ent, gini(x), err], \n", " ['Entropy', 'Entropy (scaled)', \n", " 'Gini Impurity', 'Misclassification Error'],\n", " ['-', '-', '--', '-.'],\n", " ['black', 'lightgray', 'red', 'green', 'cyan']):\n", " line = ax.plot(x, i, label=lab, linestyle=ls, lw=2, color=c)\n", "\n", "ax.legend(loc='upper center', bbox_to_anchor=(0.5, 1.15),\n", " ncol=3, fancybox=True, shadow=False)\n", "\n", "ax.axhline(y=0.5, linewidth=1, color='k', linestyle='--')\n", "ax.axhline(y=1.0, linewidth=1, color='k', linestyle='--')\n", "plt.ylim([0, 1.1])\n", "plt.xlabel('p(i=1)')\n", "plt.ylabel('Impurity Index')\n", "plt.tight_layout()\n", "#plt.savefig('./figures/impurity.png', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's build a tree in scikit and train it on the same data set as with the other models:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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N5ZtSW/N8pWNRxzgedZzkpGS8q3sT3DGYmnVqlnocIkVRlBkp7ZAmIiIiFcaW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\nxxQnUs3sIqArkIf3V/ts51wgt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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 281, "width": 425 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Accuracy score: 0.9777777777777777\n" ] } ], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "\n", "tree = DecisionTreeClassifier(criterion='entropy', max_depth=3, random_state=0)\n", "tree.fit(X_train, y_train)\n", "\n", "X_combined = np.vstack((X_train, X_test))\n", "y_combined = np.hstack((y_train, y_test))\n", "plot_decision_regions(X_combined, y_combined, \n", " classifier=tree, test_idx=range(105, 150))\n", "\n", "plt.xlabel('petal length [cm]')\n", "plt.ylabel('petal width [cm]')\n", "plt.legend(loc='upper left')\n", "plt.tight_layout()\n", "# plt.savefig('./figures/decision_tree_decision.png', dpi=300)\n", "plt.show()\n", "\n", "print(\"Accuracy score: {}\".format(accuracy_score(y_test, tree.predict(X_test))))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Random forests\n", "\n", "Random forests are cool. Here's an example. Note that the accuracy is slightly lower, but we can chalk that up to the forest's robustness against overfitting." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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bUFxNV761fFtszzxf60TECU5GnCQxIREvHy+CWwVTsUrFYo9D5GbczIyUdkgT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\nEhERERERCZMCKRERERERkTApk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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 281, "width": 425 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Accuracy score: 0.9555555555555556\n" ] } ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "forest = RandomForestClassifier(criterion='entropy',\n", " n_estimators=10, \n", " random_state=1,\n", " n_jobs=2)\n", "forest.fit(X_train, y_train)\n", "\n", "plot_decision_regions(X_combined, y_combined, \n", " classifier=forest, test_idx=range(105, 150))\n", "\n", "plt.xlabel('petal length [cm]')\n", "plt.ylabel('petal width [cm]')\n", "plt.legend(loc='upper left')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(\"Accuracy score: {}\".format(accuracy_score(y_test, forest.predict(X_test))))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tree depth and overfitting\n", "\n", "Let's explore the effect of overfitting with too deep a tree on how well the model generalizes to the test dataset." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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xHn744fy7eCeFhYXxwgsvAPDkk0/StKnWaYuIlCSb1m1i9gezWbFgRcaWF+kC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\nDZgJvB1YImksIpZVzi/gynItPwc+D2xb3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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 282, "width": 425 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Training accuracy: 0.70\n", "Test accuracy: 0.60\n" ] }, { "data": { "image/png": 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/Np1v7Ix/gL+nQ7tgzcOb4403O9fupMdjPXLNEqWlpBH1YxTeeNM8vPkFncPL\ny4uGzRpyYM8Bzp0959L5/Hz88PXyZcePOwCo3ax2nu0uJi4Rdwx/dni+ExMFTWgUpsImUsaYJ4FX\ncBSY6G6tjSnC4Ts5X/cW2KqYJScnM2HCBGJTYrlq4FXc+MCN+FbyBSDmcAyfPvspUXujeOuttxg7\ndmyeY2zb5pjFand93s8YhXUKw1QyHPzjIGfPniUkJCRXG2stEyZMYOGihSTYBKo1qEbNhjU5vOsw\nW6K3MPa5sRw7doz777+/6C7eRZGRkTz11FMAPProo7RqpXXaIiLlyca1G5n99myWL1ieteVFppBq\nIfS7tx93PHgHDZo28FCEFy6sfRhNWjRh1+5dLJ60mIhREbmKPyTFJtGyRcuLKjXef0h/pjw7hbXf\nr3XpfKFtQklPS2fF1ysAuObOa7LGKsq4RDytQiZSxphngQnAeuDGgpbzOav5tQBSrLV7s73fCjho\nrU04r30T4E3njx8XbeTu+e677zgRe4I6oXXo/UjvHLNF1etX57Znb2PqkKks+XYJI0aMyDMJKgrL\nli3jq8VfkVwpmTufvZNW17TCGENGegbrF61n0euLeHPam3Tu3JmwsJL7C/XIkSP069ePpKQkrrzy\nSiZOnFhi5xYRkeJlreWtCW/x7r/fBcDb25suvbrQoGkD0tLS2LphK1s3bGXW67OY8+4cXvvkNbr0\n6uLhqN1jjGHo6KG8OOJFti7dyp5f9xB2rePf0R0/7CD5dDJBlYIYOnroRVXG6z+kP9NemMaab9bw\n3NvPceTgkQLP9/d//Z3P3/2cjPQMKgVWYuErC4slLhFPq3CJlDHmXhxJVDrwI/CPPP4n3met/dD5\nfQNgG7AfaJqtzR3AE8aY1cAB/qzaFwFUAhYDrxXTZbhk06ZNpNgULrvxsjz/oqrdpDb1W9UnLiqO\nqKgoOnbsmKtN69at+X3n72xeuZmGrRvmOh71cxQ22dKwUUOCg4PzjGPOnDkkZiRy4wM3Et45POt9\nL28vrup7Fcf2HeP3hb8zd+5cnnnmmYu4YtfFxMRw4403Eh0dTWhoKIsXL8bPT2u4RUTKizfGvcGM\nV2fg7e3NkFFDuH3Y7ZyOOZ1V3GDg0IGkpqQy49UZrPhqBf+49R+8Of9Nrul+TSEjl7yMjAy++/I7\nNvy4AYArrr2CG2+5ES8vL8LahzH2jbFZG+Ru/noz4Nj4tmWLlkWy8W31WtUZ/NhgPpj0AZOenMQT\nE5/g5+WUpAAlAAAgAElEQVQ/53m++/95Pz8t/4m578/FGEPbK9qSEJtQLHGJeFqFS6SAJs5XL+Af\n+bRZBXx43nvnb960AggFLgc643geKhZHOfSPrLUenY2CPyvQZU675yVzqV9GRkaex2+55RbmL5zP\nL/N/odnlzXI8J3XiwAkWvbEIf+PPwIED80zW0tPT2bRpE6k2lct7Xp7nOTr06sC6BetYv369y9d2\nMeLi4ujRowdbt26lcePGLFu2jFq1apXIuUVEpPit/X5tVhI1+fPJ1G9Un8lPTyZ6dzTpOP5t9Mab\nJi2a8NAzD3FJk0v46I2P+Odd/+TbqG8JqVY8KzQuxNK5S5n01CTOxJ3BJ8Dx7/nXs79m8tOTeeKV\nJ+gxsAdh7cOYOGsiUZFRWYlii9YtCG0XWmQzPiOeH8Hh/YdZOncpzw9/nq59ujLwvoEEBAVkPUe1\nZ/seJgyfwNYNWwF4esrT3PbAbcUal4gnVbhEylo7AceMlKvto8mjTLxzs90CN9z1tJYtW+JjfNi+\ndjtX3XxVruNnY85yYMsBqnpXpUmTJnmO0bp1awbdMYiPZ3/MJ09/wiWtL6FRm0bEHI5h50878bf+\nXNHuCm699dY8+2dkZGCtxXgb/PzznvGpFFgJi821dr04JCQk0Lt3bzZs2EC9evVYtmwZDRqUvXXx\nIiKSv0/e/ASAh8c+TP1G9XlxxIvEJ8fjX82f1te2BiDqxyh27d7FSyNf4unXn2b7b9tZ/8N6Fn60\nkLtHuLwTSrFaOncp44ePx7+qP3Vb16XZX5oBsPenvcQdjmP88PEA9BjYA2MMrS5tVWx7Mnl7e/Pv\nD/9N3YZ1+WTqJ6z4agUrvlqBj48P/oH+JJxNwFrH75yrVK/CM1OeoeetPQGKNS4RTzKZ/9FLyTPG\nWHC9al+2nZddan/69Gl69e7FiaQTDHh6AJff+OeMUFpKGp9P+Jy9/9tLz7/2ZPLkyfmOk5GRwcyZ\nM5k1a9YFbcjbt29fth/czqB/DyKsU+5p/LVfrGXZW8vocV0PpkyZ4tK1XYjExEQiIiJYtWoVNWvW\nZPXq1YSHhxfeUYpE5m8fi7NKpYjIwT0H6dO2D75+vny/53teefwVdu3eRdueben9eO9cxRG2Lt1K\nyxYt6TGwB4/f/jiNWzRmYeRCj2/NkZGRQc+wnqSaVNrf3J4+z/TJWkWSmpzKohcXEfl1JL7Wl2+j\nvi3ReE8ePcm8mfOY9995HD5wOOv9th3bcvuw2+kxsEeZroYoFUu2z9duT5NWuBmpiqRq1aoMf3g4\nk6dMZt7L81i/aD1hncJIPJvIpu83kXQyiTohdXj00UcLHMfLy4v777+fO++8kzVr1nDs2DGCgoK4\n7rrrXFoS179/f/ZN3ce3b39Lg1YNqFz1z6TrxIETrP54Nf5e/vTv3/+irzk/KSkpDBgwgFWrVlGt\nWjW+++47JVEiIuXQqsWrsNbSvX93jh06RvTuaAKqB9B7VO8c5bp9/HyIGBXBnl/3EL07mroN6lKr\nXi32797Pnu17aNmmpQevAr778jvOxJ2hbuu63DT2phzL9H0r+dJnbB/2b9jP0W1H+e7L77Jmf0pC\nzbo1GTZmGMPGDCMlOYWkc0kEBgfi46OPlVKx6L/4cm7w4MF4e3vzzjvvcHLzSY5uPorB4Gf8aNus\nLS+++CLNmjVzaayAgAB69Ojhdgy33norixcvZtvebbx+9+tc3vNyajasyaGoQ0Qui8Q3xZfOnTpz\n3XUu7V/stvT0dAYNGsTSpUsJCQlhyZIlXHbZZcVyLhER8ayYE47dTJqGNWXP9j2kk07rzq1z7XkE\njmQq7NowNn+9mehd0TRq3ogTR04QeyK2pMPOZcOPG/AJ8KHZX5rl+ayzbyVfmv2lGSf3nWTDjxtK\nNJHKzq+SH36VVKxJKiYlUuWcMYZBgwbRt29fvvvuO6Kjo/H19aVjx4507NixRJYCVK5cmbfffpsx\nY8awcdNGNs7dSIbNwNt4E2gC6d6tO8899xze3t7Fcv61a9cyb948wDEzdfPNN+fbtlGjRvz666/F\nEoeIiBS/zGXEF/LoQmYfFUIQEVcokaogKleuXKxL5wpTs2ZN3nvvPbZu3cry5cs5c+YMNWvWpFev\nXvkWuigq2f9hTE5O5sSJE/m2DQwMLNZYRESkeNWsWxOAnVt28teIv+KNNzvX7qTHYz1Iik8iISYB\nL28vQmqF4O3rTdSPUXjjTaPmjdi3cx8ANerU8OQlAI4S51/P/pq9P+0lLSUt16xUanKq41hiGldc\ne4WHohSp2FRswoOKu9iESGmiYhMiUhKO/nGUXmG9MMbw7c5vmfjPify+/ndS01KJPfznkj0vby/q\ntKiDSTe0u6wd1/e5njFDxtCybUvmrpvr8VmpHMUmbmpPn7Glp9iESHmiYhMiIiIiQN0Gdel6U1eW\nL1jOpDGT+HXVr8TFxAFgvAyBVQLJyMgg8UwiR6KOABDgF8C+KMds1B0P3uHxJAochZ6eeOUJxg8f\nT+TXkezfsD+r/Pme/+3hzJEzJJ1OYsy0MUqiRDxEM1IepBkpqUg0IyUiJWXj2o0MuWFI1s9NQptQ\nObgyZ8+cJTklGQBfb18q+Vfi1LFTnD51GoCqNaryxtw3OLT/EADNw5sT1j4sV2Jlrc2xyWxe7Vxp\n44q8NuRNS0wjpEpI1oa8RXm+0jxWead75RmakRIRERFxql67Or5+vqSmpAKORCo5KZlz587h4/zo\n4+PtQ0jVEIwxWYlUSnIKLz3+EhkmAwBvvGnSoglDRw8lrL1jH8SoyChmvDqD6N3RpJOeZztX2riq\nx8AedB/Qne++/I4NP24A4MrrrqT7gO5ZM1FFeb7SOlZ5p3tVNmlGyoM0IyUViWakRKSkvPDYC3zx\n3he0urQVOyJ3gPOfTf9gf2o2qklGegYnok+QmuRItAKDAklJTiEtNY2GbRvScUBHAKJ+jCIpNomg\nSkGMfWMsAC+OeJH45Hj8q/kTdm1YrnaDHx3Mx29+XGCbsW+MLbIPxlGRUYXG5Or5SutY5Z3ulWdd\nzIyUEikPUiIlFYkSKREpCfFn4rmh6Q0kJiQyb+M8Jj81mc0bN5NwJoG05LQcbQOrBOJf2R8ffEg3\n6Zw6dIpW17Vi9NejAUhLSWPx5MVsXbqVFs1bALB7z27a9mxL78d7Z1XSy94u4WQCgTUCaderXb5t\nWrZoycRZEy96yZa1lifveZJdu3cVGJMr5yutY5V3uleedzGJlJ5OFBERkXJj2fxlJCYk0rFLR9JS\n0zh5/CQN2zdk0o5JPP7l4zzw3gM8NPMhxnw7hklRk6jTsg7x8fEE1wnGL9CPHT/s4NTBU4Bjw96I\nURH4V/Nn59adRG2OIqB6AL1H9c5RjjyznV+IH2fizmD8TL5t/Kv5E707mqjIqIu+1qjIKKJ3RxcY\nk6vnK61jlXe6V2WbEikREREpNzILRXS4tgN7tu8hnXRCO4cSVC2Itje0pdOtnejYryMtO7XEz9+P\nph2b4hPgQ63GtWjYtiEAMX/EZI3n4+dD2LVhpKSlkJiUSGjnUHx8cz9i7uPnkzVW9Uuq59sm7Now\n0knPKihwMbJf38Wer7SOVd7pXpVtSqRERESk3MgsMFHJv5LbfbPv0yQiUhglUiIiIlJuBFcJBuDY\noWM0D2+ON97sXLuTtNS0XG3TUtLYt24faYlpnPrjFDGHHDNRgVUDc7SJ+jEKPx8/AvwDXBor5lBM\nvm2ifozCG2+ahze/6Gt15fpcPV9pHau8070q25RIiYiISLlxVderAPj2i29p3LIxTVo0ITEmkcWT\nFpOW8ucH1cwH+VPOpBBSJYSk00kc33ucoBpBXBJ+SY42SbFJhLYJJaxdmEtj2RSbb5uk2CSatGji\ncgW2oweP8ub4Nxl07SAiWkfQ77J+PNTnIRbPXkzTsKaFXp+r5wtrH1YqxyrvdK/KNlXt8yBV7ZOK\nRFX7RKQkWGu5s/OdbNu4jRfefYFWl7XKs7T0jh92kHw6Oatk+UsjX+L0qdPUbFyTLvd2ydWmoPLn\n54+VV/nz88cq7EPx8cPHeWXUK6z8aiUZGRl5tqlWqxoRt0cQuS6ShJSEizof5F+G29NjlXe6V56l\n8udllBIpqUiUSIlISVnw4QLGPTiOkGohfLjiQ9JS0wrc7HTn5p08M/QZjDE0DW+KdyXvXG1KckPe\n/bv3M6zXMI4cPIKPjw/d+nej/739qde4Hqkpqfz+0+98/u7nWVXcuvTqQkDlAPbv2V+qNtHVJrOu\n073yHCVSZZQSKalIlEiJSElJT0/n8dsfZ9WiVVStUZVxb42ja5+u7N66O6vyWYvWLajfuD6zp83m\nreffwlrLv179F1d2uTJHm9B2obn27rHWEhUZVWA7V9rk5fSp0wy6dhB/7PuD9le3Z9Knk6hdv3aO\nsZqHNye0XSirF69mzJAxJCYkMvixwdw8+Ga3Y28e3pyw9mFFEnteinKs0siV+3mhY5W3e1VaKZEq\no5RISUWiREpESlLiuURGDx7Nmm/WAFCvYT363tOXhs0akpaaxpYNW1g8ezHn4s8B8NiEx3jgyQc8\nGTIAU56dwoxXZxB+eTgffP8BB/ceLHCm4uzpswyLGEZaahoLIxfSNLRpvmNr1qNo6X6WD0qkyigl\nUlKRKJESkZKWlpbGZ+98xmdvf8aBPQfybHPldVdy3xP3cV3P60o4utxSklPo3qI7sSdimbVyFgGV\nA/J8dibqxyiSYpOynp35dNqnzJ85n8GPDeZfr/4rz7Hzew7n/LH04d81up/lhxKpMkqJlFQkSqRE\nxFMyMjL4efnPrFmyhtOnTuPj60OterWIuDOCFq1beDq8LEvmLOHJe54krH0Yn//8OWPuHcOu3bto\n27MtvR/vjY+fY8PWzGpuW5dupWWLlgx5fAh3XHMHwVWCWR69HP8A/xzjWmt58p4nXRpr4qyJWkpW\nCN3P8uViEqncWyiLiIiIlCNeXl5c0/0arul+jadDKdD2TdsB6N6/Ozs37yR6dzQB1QPoPao3Pr5/\nfmTz8fMhYlQEe37dQ/TuaLy8vWjQtAF/7PuDw/sP06xVsxzjRkVGuTxWVGQUrS5tVTIXXEbpfkom\n7SMlLtu7dy+zZ89m+vTpfPTRR/z6669lanZs5syZTJgwgd9//93ToWQZP348EyZMIC4uztOhuGTB\nggWMHz+e1atXezoUEZFyJ+FsAgAh1ULYs30P6aQT2jk0xwf1TD5+PoRdG0Y66ezZvocq1asAEH8m\nPldbd8eSgul+SibNSEmBMjIyWLRoEdOmTWPp0qW5jrdr147hw4dz9913U7lyZQ9E6LqZM2eyZs0a\nmjZtyqWXXurpcAB4/vnnAbjvvvuoUqWKh6Mp3IIFC5g1axZeXl789a9/9XQ4IiLlSkDlAMCRDAVX\nDXarb2YCFRgUWORxiUjelEhVEElJSWzcuJGYmBh8fX1p2LAh4eHhBa7bTUxM5O677+bLL78EwN/f\nnx49elCrVi0SEhJYvnw5mzdv5uGHH2bq1Kl88803NG7cuKQuqdzQ2mkRkYop8Vwiy+YvY+/2vSSe\nS+SP6D8AWLloJc9OfRZvvNm5dic9HuuRa+YjLSWNqB+j8MabSpUqsX/XfgIqB1C/cf1c52ke3tzl\nsZqHNy++Cy4ndD8lkxKpcm7fvn1Mnz6dGTNmcPLkyRzHOnTowPDhw7nzzjsJDMz5G6y0tDRuueUW\nlixZQpUqVRg7diz33XcfNWrUyGqTkpLCvHnzmDBhAtu2baNLly78/PPP1KtXL994YmJi2L17NwkJ\nCQQHB9OqVSuCgoKK9qILURqXI5bGmApS1uIVESlNjh8+zqwps1gwawFnYs/kOr7518188f4XNGjc\ngH3797F40mIiRkXkKmiQFJtEyxYt+XX1rwD0GdSHwMq5Z6TC2ofRpEUTdu3eVehYqjJXON1PyaSq\nfR5U3FX73nnnHR599FHS0x17G4SHh9OkSRNSU1OzZqcAmjRpwuLFi2ndunVW3wkTJjB+/Hhq1qzJ\nypUradu2bb7nOX36ND179uSXX37h+uuvZ8WKFTmOW2tZu3Yt06ZNY+7cuaSmpmYdCwoK4u6772b4\n8OEFnuNizJw5k/vvvz/f440bN2bfvn053ktJSeHdd9/l888/Z+vWrSQkJFC3bl26devG6NGjadUq\n7wdHFy5cyPTp09mwYQMxMTEEBwdTq1YtrrjiCvr168dtt90GwJAhQ5g1a1a+Md1777188MEHLl3f\n2bNnef3111mwYAE7d+4kOTmZmjVrUr9+ff72t79x77330qZNm1z94uPjeeONN5g/f35Wv4YNG9K7\nd29Gjx5NgwYNstquWrWKv/3tbwXGkZGRUeBxVe0TEYFtv23j0f6PcvKo45eb7a5qR5eeXQgMDiTu\nVByz35nN2dNnAWjQtAHBVYNJISVHie0dP+wg+XQyQZWCuPOhOxn/8HiSEpOYu24uoe1C8zxvfuW6\ns4+lct2u0/0sP1T+vIwqzkTq9ddf5/HHHwdg0KBBPPbYY1x99dVZH2aTkpL44osvePXVV9m8eTPV\nqlVj7dq1hIeHZ32gPnHiBN9//z3dunUr9HwnTpygRYsWnDlzht9++43LLrsMgISEBAYPHsyCBQsA\nR+WkSy+9lODgYE6dOsXWrVuzxhgxYgSTJ0/G29vbpfvhqjlz5jBy5EhiYmJITU2lSpUqBAQEZB1v\n2LAhv/zyS9bPR44coVevXkRGOv5cvL29qVy5MmfPnsVai7+/P5988gn9+/fPcZ5nnnmGV155BXAk\nDcHBwaSmppKUlIS1ljp16nDkyBEA/vGPfzBnzhyOHj0KQK1atXJc9+23385//vOfQq8tLi6Oa665\nhu3bt2fFWqVKFeLi4rIS6CeffDIrrkzbt2+nV69eHDjg2FfF19eXSpUqkZCQgLWWatWq8fXXX3PN\nNY4KVz/99BMDBgwgLi6OpKQkKleuTHBwzvX7hw8fLjBWJVIiUpFYa4mKjMoqNtA8vDmV/Ctxz/X3\nEBcTR8cuHRn1yii8fbxztKlaoyq3XnUrcTGOIkR1G9Ql/PJwondHk5KWAoCfjx+hbUK5tse1TBoz\nidOnTtP3nr7c9chdOcYKax+WY/m4qxvI5hX7+WNVBIXdB23IWz4okSqjiiuRWrNmDV27dsVay7vv\nvssDD+S/U/u5c+e49dZb+eabb2jWrBnbt29n7ty53HXXXbRv355Nmza5/BfniBEjmDp1KsOGDWP6\n9OkkJiZy44038uOPP1KlShUeffRRhg0bRqNGjbL6bN26lbfffpv33nuPlJQUBg8ezKxZs4rlL+uu\nXbuyZs0aZs6cyT333JNnm9TUVDp37sz69evp1q0bL7zwAldeeSXe3t4cPXqU//u//+P1118nMDCQ\nyMhImjVzlJiNjo6meXPHOuinnnqKUaNGUb16dQBOnjzJmjVrWLJkCe+9916O83l5eWGMYd++fTnu\ni6uef/55xo8fT+3atfnggw/o0aMHXl5epKens2/fPubNm0eNGjUYOnRoVp+4uDguu+wy9u/fz223\n3cbYsWNp06ZNVhzPPvssn376KXXq1GHHjh05imDcd999fPjhh4wfP55x48a5FasSKRGpKPL7gH1k\n/xHiYuLo0rsLDz3zELNen5Xnh/C/9f0bL414KSuZCgwOpEr1KqSlp2GtxVhDelo6MccdK0s6dO5A\nzbo1ObD3QKEf6M9PDlq0bkFou1AlB+e50KTz/PsppZ8SqTKquBKpvn378tVXX/Hkk0/y73//u9Bx\nz507R4cOHYiKiuKzzz5jzpw5zJs3j7feeovhw4e7FBs4kqK2bdtSvXp1Tp06xQMPPMD7779PgwYN\nWLZsGWFh+f/lu2bNGiIiIoiPj+e1117jiSeecPm8rnIlkXr//fcZNmwYXbp0Yfny5XnOjj388MNM\nnz6dRx55hKlTpwKOWa877riD8PDwHLNshbnYRKp37958++23TJw4kdGjR7vUZ+zYsbz88ssMGjSI\njz/+uMBxX3311Rx/FplLEpVIiYjkLb8lX5u+2cTe9Xvx9vFmwjsT+OL9L3K1ifoxiqTYJIIqBTF0\n9FCmjJ1SYPls42Xo0rMLsadiSUhJyHcsV5eY5Rf7hYxVluk+VCwXk0hpH6lyZv/+/SxatAhfX19G\njRrlUp/AwEBGjhwJwLRp0zh+/DhAns/VFCSzCmBMTAwHDx5k5syZeHt7s3jx4gKTKIAuXbpkPTP0\n2muv5XiOqiR9+OGHAIwcOTLfJYaDBg0CYNmyZVnvZc7axMXFkZiYWMxR/inzvIUtq8vuww8/xBhT\n4H8fd955J5DzGkVEpGDWWma8OoP45Hja9mzLiM9GEDEqgohREdRpUQeAoGpBvDnhzTzbjPhsBG16\ntCE+OZ7FsxfTok0L/Cv7AxBYNZDAKoGE1AqhUftGtO3WlkatGxG1OYqElIQCx5rx6oxCfwlbUOzu\njlWW6T6IO5RIlTNz5swhIyODgQMHUrt2bZf7DR48mKCgINasWUNKSspFx/Hf//6XtLQ0+vbtS/v2\n7V3q069fP1q3bs3Ro0eZP3/+RcfgrrS0NH791VH56IEHHqBu3bp5fg0YMAAg6/kigKuvvprq1atz\n+PBh/vKXv/Dee+8RHR1d7DH37t0bgDfeeIN77rmHb7/9lvj43JsxZjp48CCHDh3CWkuvXr3yvcbM\nxDr7NYqISMGiIqOI3h1NQPUAeo/qnVXJDWDbym0ABNcJ5kzcGfyq+OVq4+PnQ8SoCPyr+bNz606i\nNkdRu5nj3/JG7Roxdf9U/rPrPzy35jke+/QxvAO8XRorenc0UZFRFxy7u2OVZboP4g4lUuVM5szE\nFVdc4Va/4OBgWrZsCZC1sa47S9TAUcDAWkv16tWZPXs24FgG5ypjTNZSwvyWnBWnzGIUALGxsZw4\ncSLPr8xqh0lJSVl9q1atykcffUS1atWIjIzkwQcfpFmzZtSrV48hQ4awZs2aYon57rvvZtiwYVhr\n+fjjj+nduzdVqlShQ4cOPPfcc1nFLDJlFrsAx7Nb+V1jXFwcxpgSnV0TESnr9mzfQzrphHYOzbW3\nUEJsAgB1mtXBJ8CHplc2zdUGHB/Ww64NIyUthcSkRFp0agFAfEx8rnY1GtRwaax00gtcIlhY7O6O\nVZbpPog7lEiVM5mV2i6k8l1mn65duwIwffp0t6atp0+fDsDAgQP54w/HpoJXXXWVWzFktj906JBb\n/YpCZvluYwy//fYb6enp+X5lZGRk3etMvXr1Yt++fbz77rvcdtttXHLJJRw/fpxZs2bRtWtXHnzw\nwWKJ+5133mHLli2MGzeOrl27EhAQwKZNm3jhhRdo2bJljuV52a8xNja2wGtMT09n7969xRKziEhF\n4+Xj+MhlM9xbDpb597a3b9FWtBWRi6dEqpypWbMmALt27XKrX2pqatZStFtuuYVatWoRGRnJ8uXL\nXep/4sSJrOeLHn74YdLS0gDw8XFvz2dfX9+seEpajRo18PJy/C+xf//+CxojJCSEv//973z22Wcc\nPHiQLVu2ZFVNfO+99/jmm2+KLN7sWrduzfjx41mxYgWxsbF8/fXXtGvXjoSEBO69996sP4+6detm\n9bnQaxQRKSnWWvbu2MsvK3/hp2U/sX3T9ly/xCpNmoc3xxtvdq7dSVpqWo5j1S9xVHI9vPMwaYlp\n7Fu/L1cbcGzoGvVjFH4+fgT4BxD1g2P5WLX61XK1O/XHKZfG8sab5uHNLzh2d8cqy3QfxB0XlEgZ\nY/5qjOlykV+Ni/piXIi7ujHm78aY+caY3caYc8aY08aYH4wx9xs3a1UaYxoYY/5rjDlsjEkyxuwz\nxvzHGFO1uK6hMH369AHgk08+ISEhweV+Cxcu5OTJk4SHh9O6dWseeeQRwFF0YMuWLQX2PX36NDfd\ndBNnzpzh+uuv57LLLqNGjRoAuTa6LUzmDEhm/6KUmSTlN8vm6+tLx44dsdayZMmSIjlneHg406dP\np1OnTgCsXr06z3ZF+cCqr68vERERfPHFFwAcPXo0K7Fu0qQJderUueBrLOweiogUhXPx55j7/lxu\nu/o2+l3Wjwd6PcCDfR7k9k63ExEewYxXZ3Dq+ClPh5lLWPswmrRoQmJMIosnLSYt5c8P4lfd4lhx\ncebYGUKqhJASl5KrTVpKGosnLyYpNonQNqGEtg3l5H7Hxr1X33J1rnak4tJYTVo0KbTCXEGxuztW\nWab7IO5wb7rgTysv8rwWmAA8f5HjuOs2YBpwGMc1HADqAgOA94FewK2uDGSMaQ78D6gFLAB2AFcD\nI4GexpjO1tqYor6AwnTo0IFOnTrx888/8+GHH7pUvjwjI4M33ngDgOHDh2OM4ZlnnuGXX35hyZIl\nXHvttYwdO5b77rsvR4KTnJzMvHnzeP7559mxYweNGjXik08+ARzL3GbMmMGMGTOYPHmyy/HPmDED\n+LOIQlEKCQkBHM8/5WfIkCH88ssvzJw5k4ceeqjAQhmnT5+malVHzpyampo1m5YXf39H1aXzC3mE\nhIRw9uxZYmNjadzY/d8tFHTezHOef94hQ4YwceJEXnvtNQYPHkz9+vXz7G+t5cyZMzn2kXLlHoqI\nXIxtG7fx2C2PceLICQCq1axG8/DmeHl7cXDPQQ4fOMyUZ6cw/ZXpvPLBK9zQ9wYPR/wnYwxDRw/l\nxREvsnXpVvb8uierdPaONTvAwLm4cwz71zBWfr0yd5sfdpB8OpmgSkH8/V9/56flP/Hdl9/h7evN\nDx/9wIn9J3K0C/YP5uFXHubjNz8ucKyho4cWuq9RgbG7OVZZpvsg7rigfaSMMRnAaufXhRgHjLfW\nlmgiZYy5Hgi01i4+7/06wK9AQ2CgtXaeC2MtBboDj1lr38r2/iTgcWC6tbbASgvFtY/U7NmzGTRo\nEAEBAXz//fd07tw537bWWv71r3/x2muvUaVKFfbv35/1wTkxMZG7776bL7/8EoBKlSrRo0cPateu\nTdPjEekAACAASURBVHx8PCtWrMgqld66dWu++eabrGRgw4YNXHnllVStWpX9+/dnfQAvyM6dO2nV\nqhV+fn788ccfWcsUi8r/s3fncVEX/wPHXx92l/tWEBEVBUE88C41TS1L88puK1MzNbM0xcoOTS1L\nzdRvl1aeWf7MrExLUzPzPvNCDQFBvG/uY2GP+f3xYVe5TwFlno8HD+DzmZ2ZnbX8vJ2Z91jOT+rU\nqRN//PFHvn0yGo3cf//97N27F09PT2bMmMEzzzyDi4sLoCbz+Ouvv1i4cCHdu3dn8uTJAHz22Wes\nX7+eIUOG0K1bN+sSusTERObNm8fEiRNRFIV169bRs2dPa3udOnVi9+7djB07lk8//dQ641Nc999/\nP61ateLJJ5+kbdu2ODg4AGqikNGjR7N161Z8fX05e/aste6kpCTatGlDbGws9erVY9asWfTt29ca\neJ0+fZoNGzbw9ddfExYWxuDBg63tWc7ZCgoKYuvWrTmWChZFniMlSVJRThw8wdCHh5KRlkFIqxAG\njRlEvcB6nI1RM4g2CG5A/NV4ln+1nF2bdqEoCjOXzcQ/yN+68T8gJIDg0OA8D7m5D07Nr1xxyhRH\nQYe5piWlcS72HN6+3rw95202/bKpwANfE28kMvqJ0ejT9TRu0RhsKPBg2PI8RPdOP5D3dn+GRR3I\nW9r2pMpT4QfyZgdSpQ6Eyvr620FRlHeAj4AvhBCvF1E2AIgGTgshAnLdcwYuo8661RJCpBdSz20J\npIQQDBs2jMWLF2Nvb89HH33E0KFDrbMnFsePH2fatGmsXLnSet5Tjx49cpQxm82sW7eOefPmsWHD\nhrx9Cg1l1KhRDBw40Jrtz6Jjx47s2bOHnj17snr16hwzJLnduHGDrl27cvz4cYYMGcKSJUsKfY+l\nERkZSYsWLcjKykKj0eDt7Y1Op6Nu3brs2LHDWu7atWs8/vjj7Nq1C1ADAHd3d/R6vTWLnaIoTJky\nhUmTJgFqIDVu3DhrHY6Ojuh0OpKSkqzlR4wYwfz583P0aenSpQwdOhRQA1Vvb28UReGpp55i1qxZ\nRb6nVq1acfToUWsbbm5uZGRkkJmZCagZGNeuXUu3bt1yvC4mJoZ+/foREREBqEv23N3dSUtLs75W\nURSWLl3KCy+8YH3djRs3CA4OJj4+HkVR8Pb2xs7OznqocGFkICVJUmFSk1PpF9qP65ev0/Opngwa\nO4hl/1uW74Ps0DeGsmXtFr7+6GtsbGyoH1QfrYM2R5lbH3aL81Bc3gFE7gfswCaB+Af5M6rfKA5s\nP4CzqzNPDnuSNp3akJqcai1jNpv56dufWPP9GowGI/0H9WfK11OIOhaVo66g5kGFBoH5lSlL30tb\nV0WqiM/w1nG404NOSVUZgdRx4CshxPwiC9+G198OiqK8CcwE5gohxhdRdhjwLQXMOt0yW9VdCLGl\nkHpuSyAF6szKK6+8wsKFCwFwcHDgiSeewN/fH4PBwJ49e6wpuR0cHFixYgWPPvpooXXGxsayf/9+\nkpKScHJyIigoiHbt2hX4P9ZTp07RoUMHrl+/TqdOnZg1axb33ntvjvJms5lNmzYxduxYIiMjCQkJ\nYdeuXXh4eORbZ1nt2LGD6dOn8++//5KQkIDZbKZ+/fp5stOZzWZWrlzJ8uXLOXToEPHx8dja2lK3\nbl3uuece+vTpQ9++fbG1tQXU4Gvt2rVs3ryZY8eOcenSJVJTU/Hy8qJdu3YMGzaM3r1759unRYsW\nsWDBAiIiIkhLS0MIweDBg1m8eHGR7+fgwYOsX7+ebdu2cfr0aWu6c39/f7p3705YWFiBSwazsrJY\nvHgxq1at4vjx4yQmJuLg4ECDBg1o3749jz76KA8//HCeWbJjx44xdepUdu/ezfXr160bv4vaAC4D\nKUmSCrNi/gqmj5tOs7bNePezd5k5fiapmanYe9hbl1ZF7oxEn6DH2c6Z5199nunjppNwPQEPXw+6\nDeuWp8zEzycCMG3MtELrGvjaQH748odCy0z8fGK5PBjrM/S899J7/PXrX4D6/8aAJgE4uTiReCOR\nM9E3EwENGjuIsI/DSrxaoTqKDI8s8nMur8+wMtqTbp8KD6TuNoqiaIHDQFOghxDiryLKzwLGA+OF\nEHPzuf8lMAp4RQjxTSH13LZAylLu999/54svvsiRAtvC2dmZQYMGMWbMGIKDb89/6EePHqVXr17W\n861atmxJ3759cXFx4caNG6xatcoaxISGhrJu3Tr8/PxuS1+kyiUDKUmSCiKE4LFWjxF7MpZZP8zi\n7zV/E30qmmY9m9Fr3M1DUS2b/U9sPEHa9TS0TlrOnzyPnaMdn0Z8iqObY44ygQHqGUynYk4VWZdj\nDUeaP9K8wDKNAhsxc9nMcpmVEUJw7MAxVn6zko0/byQr8+Y+Vhc3F/q90I+nhz9Ng+AGZW6rOhBC\nMGHQhCL/zJTXZ1jR7Um3V1kCqdImm7jbzEANotYVFURls+y+TyrgvuV6pWXvA/XBtV+/fvTr14/I\nyEg2bdpEfHw8Op0OPz8/+vfvX6y9S2XRokULDh48yP/+9z8WLVrEkSNHOHLkSI4y9evXZ+TIkbz6\n6qvWvUiSJElS9REZHknsyVhq+tSkToM6xJ2Kw8HTgV5hvXIciqq11dI7rDfRe6K5FHOJ2rVrE9Qx\niKjdURz58wgdB3S0lonZH0PUiSiEWeDs51xkXU61nQosE7M/hrhTcUSGR6r7lcpIURRC7wkl9J5Q\n3p7zNhfiLpCemo6zqzP1Auth71DwUngpr8jwyCL/zJTnZ1jR7UlVV7UPpBRFGQOEARHAC0UUv2MF\nBwfftlmnovj4+DBjxgymTJnCb7/9RkREBKmpqbi6utKuXTt69OhRqgOEJUmSpLuDJUNfUPMgzkSf\nwYSJJvc1yfGAaqG11dKgXQMunLyAZx1PPOp4ELU7iqQrSTnKBHcKZt+KfRizjLS+r3Wx6iqoTHCn\nYI79foyYiJhyfyh2cXORD9plFBMRU+SfmfL8DCu6PanqKtdASlGUFkAo4Afkm5O5iiWYeA34H3AC\neFAIkVjMl1r+b+1WwH3L9WLVZ5lSzM/I90YyalLRKczvBPb29gwYMKCyuyFJkiRVMaU9xB2wPsia\nDFX3oF5JkirXvA/n8fVHX5d7veUSSCmK4gn8APQsqiwVf3ZUvhRFGQvMAY6hBlHXS/Dyk9nfC5ri\naZT9Pao4lck9I5IkSVJ15u6proQ/F3uOho0bokFD1K4oeozukedf/I1ZRk4fOI0xw0j8hXjMJjMA\nzp7OOcpE7ozEVmuLzkZX7LqMBmO+ZSJ3RqJBQ0BIjkS9UhUREBJQ5J+Z8vwMK7o9qexGTRpV4MRE\nYRMaRSmvNDCfoQZRm4EhwMPAAwV8VTpFUSagBlGHgW4lDKLg5oHEDym5dhAqiuIC3AekAXvL2ldJ\nkiRJuts1bdMUDy8PTkeeRp+uxz/Qn4z4DNbNXocxy2gtZ9nIn5WchaubK8Y0I4fXHUZRFJo92CxH\nGX2CnqCmQQQ3Dy5WXSJLFFhGn6D2SWZgq5qCQ4OL/DNTnp9hRbcnVV3lkrVPUZQE4D+gk6jiaQAV\nRZkETAX+BR4ubDlfdja/QCBLCBGb694G1IBxjBDiy1uuzwHGAl8LIQpdk3e7s/ZJUlUis/ZJklSY\nzyZ9xqJZi+jxZA+GvTUs39TSJ3ecJDMx05qyfPbbs7l8/jIuNV14aNRDecoUlv48d135pT/PXZd8\nKK66CkpHfrs+w4puT7p9Kj39uaIoyaiBw1tlruw2UhRlMLAEMAFfAMn5FDsthPguu7w/EAucEULk\nyEGqKEpDYDfgDaxBXe53L9AViAQ6CiESiuiPDKSkakMGUpIkFebimYv0adYHo8HIhNkTaNu5baGH\nnV6/cp3X+r+GyWTCp64PGns1aZGt1pagpkEMe2tYjgN5F8xcwPFDx8lIVw9Wd3B0oFnrZgyfMLzE\nB/LmPqg1ICSA4NBgmeY6HxU5VhV9QK48kPfuUBUCqW3ANSHEk2Wu7DZSFGUyMBkQQEGDtVUI8UB2\neX/UQCpOCNEwn/r8UPd89QRqABeB1cBUIURBqdFvfb0MpKRqQwZSkiQVZc2yNUwaMQmAZ195lsFj\nB5OcmGx9CA9sEkitOrX4ZfEvfPXBVxgNRvwb+YMNZOizAyR7B4KbB+cIpDb+vJHZb88mKTEJrX32\neT96I27uboyfMZ4eT/YA8j70BzYJJKh5UI6HfvnwXHyVMVbF+Qzv5Pak8lcVAqnuwB/AQ0KIHWWu\nsJqQgZRUnchASpKk4vh54c9MGzMNs9mMjY0NnR/pTOMWjdFoNJw9dZa/Vv9Fpj4TgJo+NXH1ccXB\n08G6tCpyZyT6BL11aVVcVBxTRk3B3t0eN183GnZQ/100dk8sSReT0CfqmTJvijWYKkxBy7lytymD\nKTlW0p2j0gMpAEVRngS+BdYCByngsFohxLJyafAuIAMpqTqRgZQkScV1/N/jfP/59/y1+i+MBmOe\n+x0f6khmRiaJaYk069mMXuN6obXNnmnK3ux/YuMJAhoGEL4vHIONgdB+ofR5rw86O/V0FkOmgT+m\n/UH47+HohI4NkRuwsSk4B5cQggmDJhB9KrrQNhsFNmLmspnVekZCjpV0JylLIFVe6c9tgX6o5ycN\nyv7KjwBkICVJkiRJUoGatW3GzGUzeevKW/y99m+uXbqG2WTGvaY7XXp1IT01nfdHvo+DpwO9wnrl\nSD+ttdXSO6w3MftjOPbvMZKSkqjdtDZ9J/a1PswD6Ox09JnYhzMHz3D5v8ts+mUTPZ8q+BSXyPBI\n4k7FFdlm3Kk4IsMjq/UhrHKspOqivA7knQ4MRM3ctxK4BOT9JyQ1kJIkSZIkSSpSjVo1eHr403mu\nr/txHSZMNLmvSZ4zfEB9WA/uFMzm8M1o7bU07NAwRxBlobPT0bBDQ66fvs7BnQcLDaRiImKK1eax\n348RExFTrYMDOVZSdVFegdSzwHGgrRAiq5zqlAogp8AlSZIkSZIkqXKV14G8bsBGGURJkiRJknS7\nBYQEoEFD1K6ofPdQGbOMRO6MxMnJCaPeSOye2ByHploYMg3qvQwjbTq1KZc2NWgICAko/Zu7C8ix\nkqqL8pqRigBql1NdUgHkJn1JkiTpbpCels6GnzZwcOdBUpJSsHewx6+BH48OepT6gfUBNWHB0b1H\n+fOnP7l2OXuPVA13uvbpSqcenfAP9Cf6VDTrZq+jd1jvPMkM9Al6mrdtTvi+cJIuJvH7h7/TZ2Le\nZBNJF5NwdXPl4SceLrTPwaHBxWqzUWCjYmeiu3z+Mmu/X0tMRAwZ6Rk4OTvRtG1T+j3fD1cP19IO\nb6W7HWOVcD2BtT+s5eSRk6SlpuHg6ECjZo3oP6g/NX1q3s63I0kFKq/0588CC4HWQojIMldYTZQ0\na58kSZIk3cmSE5L5+uOvWbNsDSlJKfmWaf9Ae0LvDWXbum1Ehuf/SOFbz5cHHn2A8P3hpGWl5Uiv\nfXLHSTITM4tMfx6zO4bkS8nlkv48d5tFBQdRx6OYP20+W3/fislkynPf3sGeR55+hFcmvYKPn0+R\n/aqKymuszp8+z/xp89n480ayMvMufNJqtXR/rDuvTHyFBsENbst7ke5ulZ7+XFGULsBo4EHgc+Bf\nCk5/vr3MDd4lZCAlSZIkVReXzl5iZN+RnI48DUDovaH0ea4PXj5e6DP07P9nP+t+XJfjYdnDy4PH\nBj9GSMsQbDQ2nIk+w+qlqzkXew6A1ve1poZ3Dc7FnSv0wNeNP29k9juzSU5KRuuQPTOSYcTVzZXx\n08cXK4iyKOshszs37WT8s+PJSMtAq9XyYP8H6dyzM04uTiTeSGTTL5vY8/ceALx9vZm3Zh5BzYOK\n3b+qpKxjdeLgCUb1H0XCtQQURaFTj050798dVw9XUpNT2frHVv75/R/MZjPOrs58tuoz2nVpVxFv\nTbqLVIVAylzMokIIoSlzg3cJGUhJkiRJ1UFSfBKDug3idORpApsGMmXeRzRrF8ymXzZxcOdBANp0\nasOxA8f4/vPvra/7ZNknoJCjTPfHurNjww4mvzyZxBuJdOvbjZffeZnTUWqAFtgkkKDmQXkSM5lM\nJr6b+x17t+wFoP2D7Rk8djAaTckfS4QQRIZHEhMRU2ibuR3de5RhPYeRqc+k1zO9GPfxOA7vPpzj\n/T38xMOcjTnLB6M+4N8d/1KjVg2+3/Y9qUmp1vYCQgIIDg0uVfKp3H0vbV3Frae0YxUXHccLXV4g\nKT6Jjt07MvHzidRpUCdPm24ebnzy1if8/dvfODo7smTzEkJahpTovUjVW1UIpKYUs6gQQkwtc4N3\nCRlISZIkSdXBjPEz+L+v/o9GzRoxYOSvrPn+AJfPvUdqapJ1higrNQt9mh6woWX7RzmydzWKjYK9\nkz06R3Vf062zSAFNAhj8wGBSElOYvnQ6vQf0LrD9ss6MlAchBI+1eozYk7E8MfQJ7u12L3PenVPg\nLFm3vt0Y9ego9m/dj7evN561PMvc9/Iah4oYzxG9RrB3y17uf+R+5v40l9iI2ALbfHH8i3w39zvW\nr1xPk9ZNWLFrhcxwLBVbpQdSUunIQEqSJEm626WnpdO9QXdSk1NZvmMVM99I4cTB13GtbYuHrxsN\nO6p7lvYt30fK1RQURYdfg6FciFuA2WzGq6EXLR5tAUDsnliSLiZZ9zUlJSQxbfQ0WnVoxXf/fJdv\n+wXt1YncGYk+QV/svTplte+ffQx/ZDjevt6EfRzGh2M+zLNvK/f7c/N04+XeLyOEIKhjEM26Nyt1\n38trHCpiPE9HnebR0Eexd7Bnc+xmLp27VGSbb37yJq/2f5Wk+CSW71hO83bNS92+VL3IQOoOJQMp\nSZIk6W7386Kf+eDVD2jZviVLtyzl4cBHMGiyaNG3BT3f6ouji4aM5AwmNZ1EVnoWLrXcSLuWgoO7\nA2nxadRtWZc3t7wJ3My0F/57ODqh49eDv/JQwEOkpaSxav+qPA/vQggmDJpA9KlomvVsRq9xvfJk\njzux8QSNAhsxc9nM2zqLEfZsGJtXb+aVia+w+rvVGBQDof1C6fNe3kyC4b+HozPrCL03lN1/7yY1\nMZVeYb144v0nStX38hqHihrPT978hB+++IHHX3ycyfMmF7tNHz8fls5dSr+B/Zi2cFqp2paqn7IE\nUuVyjpSiKIGKogxSFCXf/JOKotTMvt+wPNqTJEmSJOnOcGjnIQD6PN+HTb9sIjU1CY86bjwyoR8a\nWx1ZmQpxhy6QlZ5FneZ+uHg5Y6OzoWZATTQ6DeeOnCMrXU1AobPT0WdiH9x83UhOSmbnxp08+OiD\naju7DuVpOzI8krhTcTh4OtAr7OYDOIDWVkvvsN7Ye9gTdyquwAyB5cWyD8rNQ+27m68bfSf2tQZR\nud9fUmISxw8dp0b9GgBE74kudd/LaxwqajwtY9XnuT4larNZW3XG7t8d/5a6bUkqifI6kHcCMJsC\nMvUBycCnwFvl1J4kSZIkSXeA5MRkALxqe3Fw50G0DloadmiIg7MNCgKBQnpiBgAeddzx8HPHztkO\n/7b+OLo7ApCRlGGtT2eno2GHhmgdtBzceRCv2l5qOwnJedqOiYjBhImg+4LQ6vIenam11RLcKRgT\nJmsCg9slJUFN934q4pR1DG4NCiys789eS0Z6BgH3qgfWpiell7rv5TUOFTWels/S29e7RG0mJiQC\nkJKYf2p9SSpv5RVIdQX+FkIY8rsphMgC/gK6lVN7kiRJkiTdAWztbQHIzMgssIzWPntpW0bOxwiD\nXv1d56DL8xoLS7p0Owe7MvXzdrOMg8mY99yowpiN5hyvrw7s7NXPUp+hL9HrjAaj+voq/mdBunuU\nVyBVBzhdRJlz2eUkSZIkSaom/Br4AXBg2wHadGqDMcNI7J5YMlLNCBQUBDXrqcvX4g6d4caZeDJT\nM4neHo0+RY+juyP2rvbW+gyZBmL3xGLMMNL6vtbs+2cfAHX88z5iBIQEoEFD1K4o60P2rYxZRiJ3\nRqJBQ0BIwO14+1aWcXBxc7GOgTErb5+s709vxMHRgf+2/QdATf+cuydK0vfyGoeKGs9b/8yUpE3L\nTJSfv1+p25akkiivQMoAuBZRxgWQmS0kSZIkqRrpP6g/AH+s+IMO3Tvg7OxGwoUk1s9YgynLgK2d\noE4TL+q38SczRU/SpSTMBjPX464D0O6ZdtjYqI8rlmQMSReTcHVzpZZfLaKOReHh5UGXXl3ytB0c\nGox/oD8Z8Rmsm70uR+BiSVSgT9DjH+h/27P29R+sjkPksUhc3VxJupjE7x/+jiHz5izcre/Pzd2N\npq2aEn82HoCOz3Qsdd/LaxwqajwtY7Xym5UENQ8qdpvb12/P8XpJut3K6xypXaizTY3yW96nKIot\nEAVcEULcW+YG7xIya58kSZJUHbzU4yUObDvAoNdf5MjezvmmPz+69ijXYq4BCt6+/bh6cQ0AdVvW\nJbib+lAeszuG5EvJ6BP1TPpiEquXrmbfP/t46c2XeP3D1/Ntu6B03Sd3nCQzMbPC0p8nJybTvWF3\n9Ol6Rrw9guXzludJf37r+5sybwqR4ZEs/GQhOjsdjTo2onHnxqXue3mNQ0WMp9FopGdQT65evMqH\nCz6kcYvGRbbZ48kefPLGJ7i4u7A5djMOjg6lbl+qXio9/bmiKCOBecBaYKQQ4vIt92oDXwN9gdFC\niK/K3OBdQgZSkiRJUlUhhCAyPNKaJCAgJIDg0OBySQl+YNsBRvQagclkoseTb3PxbCOunJ+Y40Be\nQ7qBrAwDJqMRjUaHyWTA3tEeG61NngNrX//gdbat38aGVRvwqOnBqv2r8Pb1ztFmVqaCrZ36jFMV\nDuQF+HLKl3w741ucXZ0ZOHogvy37rcADeQ1ZBiYNn4TJZCL0nlCyDFnV6kDeVQtW8eHoD9HqtMxc\nNpN6AfUKbLNNpzbMfmc2+nQ9Y6eNZegbQ8vcvlR9VIVASgP8CXQH0oFw4ALqLFULwAH4G+gphCjZ\nLsu7mAykJEmSpKqgIh6Mf1n8C1NHTQWgebtQBox8BoDw/erfgT5+Ppw8cpKNv2wEQKvT8vxrz+Nb\nz5fYk7EANGnVhKSEJFYtWMW52HNotM58+es33PdwzsNXk+I1TBvjS5deKfR5Ts3kljtQDGwSSFDz\noNt6dlRuZrOZtwe/zYZVG9BqtTzw6AM0CG5AwvUEFEWhVcdW2Nnb8dO3P7Hn7z0AvPzuy4yaNKrc\n+l5e41AR4/np25+y7H/LAOjcszNPj3gaLx8vTkedRgiBPk3Pzk072frHVsxmM48NfowpX0+p0M9U\nuvNVeiAF1uV7U4BR5NwvlQR8BUwtKKtfdSUDKUmSJKmyFbRUK3JnJPoEfbkufdv0yyamvjrVmhTA\n1s4WN0839Bn6HCmrPWp6kHA9AQBFUXCv4Y6NxobE64mYTGqg5+DkT+26/0dg0xAmfXERN0/1elK8\nhg9H+3L+tC11G2bx0aLz1pmpqsBkMjH3vbks/2K59b04uTjh5OJEcmIy+nQ1U529gz3jPh7Hs688\nW5ndrVRCCJbOXcqXU77EkKU+Qjo4OeDi5kJaShppKWkAaLVahr4xlFHvj7Lup5Ok4qoSgZS1QnV2\nqjHgDiQCEUIIc7k2cpeQgZQkSZJUmYQQTBg0gehT0TTr2Yxe424eeGrZyH9i4wkaBTZi5rKZ5fIv\n/elp6fy58k9WfruSk0dOWq+7uLvQf1B/nhr+FPUD63NkzxFWfrOSv1b/ZX2IVhSFDt07MGDkAELv\n6crHY+ty/rQtfg2ymPTFRQBrEGW5ZgmwqprL5y/zy6Jf+GXJL1y/fN16vX5gfZ4e8TSPvvAorh5F\n5fGqHhKuJ7D6u9WsWrCKC3EXrNe963jz1EtP8cTQJ6jpU7OQGiSpYFUqkJKKTwZSkiRJUmU6efQk\n7498H62nltE/js5z4Kkxy8jnAz7HlGDig68/oHGLxuXaflpKGimJKdg72uPi7oJGo8lTxpBlIDkh\nGZPJhJunm/WMIcg5++TqrgZMyYmaKh9E3cpsNpOalEp6ajpOrk44uzrLpWkFEEKQkpRCeko6js6O\nuLi7yLGSyqwsgZSc/5QkSZKkaiomIgYTJoLuC8oTRAFobbUEdwrGhMm6F6Y8Obk44VPXB/ca7vkG\nUQA6Wx01atXA29c7RxAF4OZpYtIXF3F1N5GcqCE5UYOru+mOCaIAbGxscPVwxaeuDy5uMjAojKIo\nuLqrY+Xq4SrHSqp0pQqkFEX5U1GU50rbaFlfL0mSJEmSJEmSVJlKOyPVAwgsQ7tlfb0kSZIkSWUU\nEBKABg1Ru6IwGox57huzjETujESDhoCQgEroYeEsS/ssM1GWmakPR/uSFJ93hkufoefqxavcuHoD\ng0Hmv5IkqWzyzuMXX0tFUQaV4nVyHlaSJEmSqoDg0GD8A/2JPhXNutnr6B3WO0+yCX2CnkaBjSrs\nrKXiunV/VH7JJj4c7cukLy7i5JrJ1j+2svKblez7Z5/19Xb2dvR4sgfPvPwMzds1L6gZSZKkApUq\n2YSiKOWRhW+qEGJqOdRzx5LJJiRJkqTKVlD685M7TpKZmFmu6c/LS1amwnsv+XEuNm92vlsDLBe3\n3Zw5NYjL5y4BappstxpumIwmEm8kWutr16Uds36YhaeXZ6W8H0mSKk+FZ+1TFGVIiV+U12EhxNFy\nqOeOZQmk/kz9s7K7IkmSJFVjkQdP8+vnP3Ih9gKW5wJFUajTsA6PjxlAcJsGxaonK1Mp8Mymwu6V\nxpYfaxO+oT4TP8+bWCIpXkPYgFiO7H0KQ5aeeoH+PPvKM/Qb2A8XNxcAzsWc46eFP7F6yWqSE5Op\nF1CP77Z8R41aNcqtj1VR7oN0A0ICCA4NlokbpGpLpj+/Q1kCqS8OyUBKkiRJqhwH1tXm2HZvnn7n\nBIlXIrkcexYAn4D6uHsH8dP0pjS//yrtel8qVj3PvPsfTm459x+lJelY+XGTYtVTXGbnRPxrNFY4\nZQAAIABJREFUeNDAyTfPvfOnz/N0+2dITUqhTaen8fT+kve/vJZvwDVpuA2Rx57k0tkTNGvXjO+3\nfl9gBsE7XWR4JItmLSLuVBwm1LHQoME/0J+X3nypSs06SlJFkYHUHcoSSD3/vPwMJEmSpIpnMsHu\n3ZCaCs7OcM89YJedYTwzE/bvv3mvY0coKL4or3pKov34DQQGQR1tnTz3ZoTN4P/m/R+de3bBwelX\nzp+2L3QJoLfvef471JmrF6/y+S+f07V317J3sIopaAln5M5I9An6KrmEU5Iqggyk7lCWQOqbb+Rn\nIEmSJFWOtDRYvhyuXQMvL3j+efV67mtOThVTT3Fs315wIJWemk73ht1JTU5l1f5V+Pg1KTQpheXa\n6u8WMeedOdz38H3MXzu/7J2sQoQQTBg0gehT0TTr2Yxe43rlSSpyYuMJGgU2YuaymXKZn1StyAN5\nJUmSJEkqFScnNcDx8lIDngUL1K+SBj/lVU9Zbf5tM6nJqbTq0Irg0GDrob1+DbI4f9qWNwfW5c2B\ndXMEUW6eJvoP6o+dvR27Nu3i8vnLt7+jFSgyPJK4U3E4eDrQK+xmEAXqocu9w3pj72FP3Kk4IsMj\nK7GnknRnkYGUJEmSJFVzliDIyUmdWUpLy3mtouspi3Ox5wC4p+s91muWYMpyzpTl3Klbl/q513Cn\nccvGAFw8c7FiOltBYiJiMGEi6L4gtLq8J99obbUEdwrGhMmahEKSpKLJQEqSJEmSpLtGVmYWAHYO\ndiV+ra2dLQCZGZnl2idJku5OMpCSJEmSpGrOsr/JMoNkmVGyXKvoesrCkt782qVr1muWxBKWmSjL\nzNSHo31Jir+Z+eL65esAuHq4VkxnK0hASAAaNETtisJoMOa5b8wyErkzEg0aAkICKqGHknRnyju/\nK0mSJElSpRFCcOrUTnbuXMiVK1EYDOnY27vRsGEH7r//Zby8GpZre2lpMHPmBK5c+RzQW68rii3x\n8S+xfPk8nn8ebGyS2Lv3e44eXUtq6jUURYObW23atRtA69ZPkpVlxw8/CM6f34LRuBiIwWDIICXF\nncTEzixZMoIXX6x325f4te3cFoANP29g/IzxZKQ5FJps4sPRvkz64iLnYo9yOvI0bp5uBDS5u4KJ\n4NBg/AP9iT4VzbrZ6+gd1jtPsgl9gp5GgY1k1j5JKoFql7VPUZQngS5AS6AF4AwsF0K8UMJ64oB6\nBdy+IoSoXYw6ZNY+SZIkyero0bWsWTORCxeO5XtfURSaNu3JU0/Nxcen7A+8S5cOY8+eRUWWs7Vt\nCFwhKyv/aSVnZy+02m6kpBzBZIoqoBYb3N37MW7cXHx8/EvdZyg8a58QgqfueYqoY1FMWziDHRte\n5lysbaHpz+s2zEJnO5g//m8tg8cNZvz08WXqX1VUUPrzkztOkpmYKdOfS9VWlUh/rihKDWAo0A7w\nAPI9JUII8UC5NFhKiqIcAUKBFOAC0Bj4QQgxqIT1xAGuwP/yuZ0qhJhTjDpkICVJkiQBsGXL56xc\n+ToArq616NRpOE2b9sDW1omUlKscOLCCAwd+xGjMxNHRg9Gj19OwYftSt/fpp12Ijt5u/V2rtSMk\n5CE8Pf1JSrrAiRMbMBgycrwmOLgbnToNp1atIMxmE+fOHWbbtvmcP3/UWsbV1ZeuXUfSuPGD6HQO\nJCVdYteuHzhy5GeEMODi4s3rr2+kbt2Wpe57YYEUwM8Lf+aD1z7Aw8uDoWFrOH6wORM/v5jvgbzT\nxvji6f0jP84fBcDvx3+nXkBB/056Z5MH8kpSXpUeSCmK0hjYBngVVVYIUan7shRF6QqcE0LEKIrS\nBfiH0gdSZiFEqddYyEBKkiRJAti/fwWLFj0HQN++H9Gz5xtotbZ5yiUkXGfFipc4enQtTk6eTJiw\nl1q1GpW4vaVLh7Bnz3cAaDQ6hg7dS9u2rXOUMRgymTGjA+fPH7Zea9asF6NHr8tRbtu2b/i//xtp\n/b19+xcYMuS7PGcRXb58mR9/fIGIiM24uvrwzjv78PQsOGBJTwdHx/zvbd4M97+jBlK+Gl8iwyOt\n2eYCQgJoGNKQMY+PYffm3dT0qcmUeR/Rqee9RB2LylGufqP6rPzmFz6bOBuTycTrH77OS2++VMTo\n3dmEEDnGK7BJIEHNg+TZUVK1VZZAqrz2SH2KGkTNAL4Fzgsh8u5mrAKEEFtv+VX+X0OSJEmqVAaD\nnh9/HA3APffM5eLFsWRmgjbX39BpabBqVU1atvwFIR4nPPx3fv11Aq+88muJ27w1iLK3T2fBAi0a\nDbRqdbPM3r3LsoMoP+AGkMHx4+sxGo1oszuXkZHEzz+ry+Dq1ZvE+fNz2Lv3ezp3HkFgYKccfV+7\n1od27dZhNj9CZOQW1q59nyFDlubbv+XL4dgxCAsDb++c965ehXXr4JI5hGffWMdncz7Ld4Zl5Hsj\nMRqN7N+6n9cefxknFyccXRzR2mkRQpCVnkVKYgqGLAMAw94axtA3hpZ4LO80iqLQuEVjGrdoXNld\nkaQ7XnnNDnUG1gsh3hVCxFXVIOo2sFcUZaCiKO8qivK6oihdFUWRmRAlSZKkYvv3359IS7tB3bpt\nMBpf59q1vFnuLJnvrl2D48e1DBjwLTY2WsLD15KQcL5E7X3//Qjrz6++eoy0NDUo+vprOJw9+SSE\n4M8/52WXmgHcPFfpq68es/68bdv3ZGWlYWfXjZSUD3B2HgvA5s3zrGVu7fuJE7YMGPBt9vteSWrq\njTz9S09Xg6i0NJgzRw2cLK5eVa9lZsLRfy7z+eiviD4VjcZDQ/O+zWnetzkaDw3Rp6KZ/c5sxn40\nlgEjB6DVaUlLSePaxWtcOn2Jy3GXib8ajyHLgIOTA2EfhzHmgzFyVkaSpBIpr4d+BThRTnXdKQTg\nAywDpgFzgS1AtKIo91dmxyRJkqQ7x7Zt8wHo1m0UAwcqeHmRI5i6NRDx8lIPt61Rw4dWrR7HbDax\nc+fCErW3Z89SAHQ6B5o2DWbkzVV51mBq48Z93LhxBKgJPMmQIe5oNO4A/Pffemu//vxT7XudOqMI\nC4P69UcANhw58jOXL1/Nt+++vgE0bdoTg0FvnRm7laOjOhNlSZ1uCaYsQVRaGtjaCuo1eYdMYzrN\nejZjzI9j6B3Wm95hvRnz4xia9mhKamYq3839joTrCdRrWo92j7fjvufuo2WvlrR5tA0PDH+AzoM7\n4xvky3+H/6O6Jd+SJKnsymtp3yGguu1QXAJsRw0gU4AA4DVgBPCnoigdhBDhldg/SZIkqYoTQnDm\nzAEA2rR5Gnt7NdiwBB8LFqjl0tJuBiKW9OFt2z7DwYM/ERe3v0RtmkzqUrZ27QYA6nK+kSPVIAos\n3w9kl36MkSPtaNUKLl8OY8OG9wEzCxaA2ZyOXv8fimLLK688iqsrvPhiPd5/vyOpqTtZuPAozs4P\nFdj3Eyc2FNh3b281mLIETjNmqNcNBrWO0NCjxF47i0ttR3qF9UKru/k4o7XV0jusNzH7Y4g8Foli\no+Dk68Swb4blKAdq6u/PB3xO3Kk4IsMj5XI3SZJKpLxmpKYCvRRF6VZO9VV5QogPhBBbhRDXhBB6\nIcQJIcQrwBzAAZhSuT2UJEmSqrqsrHTMZhNarR329s6AGihYgg7LzM+t1yycnWsCkJGRXKq2a9du\nav3ZEkzdlJR9vYZ131Rw8M0MgWlpkJqalN1fN1xddda++/vf7FdRfdfrC+67JZjS6dQAymBQfw4L\nA4PhP1AEjTo2yhMcgRpMBXcKJkOfQZYxi6D7ggotZ8JkTb4gSZJUXKWakVIUZTDq0jbrJWANsFFR\nlB+Bf4HE/F4rhFhWmjbvIF8D41H3jRXLyy8XvCa7T5/J9O07pey9kiRJkqocnc4BRVEwGjMxGrPy\nzdRXkMzMFADs7Ep3wm1CwrlC7qpBncGQar1y5UrO86EUxTm7H6kIIaz7iyz9UpSC+6XXq2VsbW/z\n6bySJEnAvA/n8fVHX5d7vaVd2rekkHsDs7/yI1D3FN3Nrmd/L/bfDjL9uSRJUtWWkZHEoUO/Eh9/\nFpMpCycnT0JCHsLPL7RM9drY2ODj05hLlyI4fnw9LVv2t+4rsszmwM19UrfO7ISH/wGAj09IidpU\nFBuEMLN37/c884x6FOLhwzeX9qnUOo8fX8+hQ5/RurUNf/453VIDTk4ghDMajR8Gw3mOHv2Hli0f\n4OrVeKKjdwJgNG4iLW07ycnufPNNZ0aMaI+zs5Ld998BSE9PYPXqd7G1dcDLK4CWLftja6vmPLfs\nibLMRIH685w5EBraBIRC9O5ojGOM+S7Zi9wZiYO9A4qNQtSuKHqM7lFgOQ0aAkICSjSOFSnqeBR7\nNu8hKT4Jna0OHz8fHuz/IK7urpXdNUm6I4yaNIpRk0ble8+S/rw0ShtI3f35QUvPsvYhtlJ7IUmS\nJJXZpUsRbN48l/37l5OVlZ7nfmBgJ7p2fZU2bZ7GxqZ0q+U7dRrBqlXj2Lp1Ho0a9c+TnAFu7pmy\nBFM2Nsns2/cDAJ07Dy9ReyEhD/HffxtJT48nNTWR6Gj3HEHUyJFgNnfn22/rA7F8880mBg7sTlLS\nBQAcHFoxfDiAwqxZw7l0aTIrVszD0TGQb755AcgEICFhrrXOxESYOLElvXu/jNmcwoEDPwJw8uTf\nnDz5t7Wco6M7HToMoWXLsSxeXN8aTIaFqfcte6b2729Bwzb1SLtxmnWz19E7rDdaW/WRxphlZN2c\ndegT9AQ3V7dvn4o5VWi5RoGNqtxhtEIINv68kRXzV3B49+E896eHTafXM714YcwLVToIlKS7Wbkc\nyHunyj6cdwsFHMirKIoWCASyhBCxt1xvjHqob1qu8v7AX6iJJ94VQswoon15IK8kSVIVdeTIGhYu\nHIDBoAcgOPgBAgI6otXacuPGGQ4e/Mm6RO2ee55j8OAlJVqaZ5GWlsCECXUwGDIICFiLwdA3T3KG\n3NnvXFxeZ+vWzwkK6sL48VtL1J5er+f11x0AcHSsSXr6Neu9kSNvniW1ePEM9u17B2gJJABnAPjg\ng2vUqqXucbp48SJTp9YHzKjbg9W/Fr28gmjb9kl0Ogdu3LjEvn0/YTRe51YajS2dOg3Dza02BkMG\nJ0/+zenT+wBQFA80mjW4uHTOcZaUZZYqORkc3fbh23AoRlMm9h72BHdSA6GTO06SmZiJs50zEz+f\nCMC0MdNIzUwttFxVCqQMWQYmvzyZP1aos45OLk48/MTD+NbzxZBl4MjeI+zfqibqsLO3Y8Z3M3jw\n0Qcrs8uSdMcqy4G85RJIZaf7jhNCnC2kTD3AXwixvcwNloGiKP2B/tm/+gAPo84e7cy+dk0I8WZ2\nWf/se2eEEA1uqWMK6j6obcBZbmbt6w3YAeuAx4o6T0sGUpIkSVXT8eMb+OqrPpjNJtq0eZZ+/d7H\nxydnRje9PpVdu5axZs0EMjNTadfuWYYO/aFUM1Pr13/EmjUT0Wgc8PdfwauvPpojOQOowdQPP5jJ\nynqH48c/QaPRERa2JcfBt7mlp6vpxHP7+ON7rNkCFcUHIc4xcqQ2x4G86emJTJzYirS0OOu1mjWD\n+OijyBx1LVgwmH//vblqv06dVkyceAAbG4312o0bKUydei+ZmRHZVxTeeGMbjRrl3E589uwhVq+e\nyH///Qk4MnLkNlq1apujzNWrMH06tH7kDM++sY7f5/ye74G8L735kjU4igyPZNGsRUWWqwqEELwz\n5B3Wr1yPg5MD4z4aR5/n+nD+9HlrQoyAkABs7Wz5dvq3rF+5Ho1Gw+e/fk7nHsXeni1JUrayBFLl\nlf58K2qWug8KKTMINbufppAyFaFFdl8s0YsAGgANs3+PA97M9Zrckc4WIAhoBdyHuh8qATUd+vdC\niB/KvdeSJElShcjISGbRomcxm000a/YGQnyCi0vev19NJmdiYkbx8MP3sGlTNw4cWEFIyEPcd9+L\nJW7zkUfeJSHhHNu3f0NMTH/mzetM166jaNq0J3Z2TiQnX2X//v/j7NmvuX49FhsbLS+++H2hQdTy\n5erBtrfO6FgMG7af99/3RYhLCHEZ0LFyZV0U5QsCA+/j7NnDLF/+So4gCqBx44c5fz6cWrWCMJtN\nnDlzkPDwX3OU0WpdOHJkDSEhD6LTOZCcfJmFC4feEkQBCI4d+ydPIFWjRmvs7X8nIGAIMTE/8PPP\nT9OiRXSOoMzbG3r3hvvfiaBhUENmLptJZHikNcgIbBJIUPOgHIfrBocGF6tcVbD2h7WsX7keR2dH\nFm5YiM5WxwevfpBvEDj0jaHU8qvFktlLeHvQ22yM3oizq3MlvwNJqj7Ka0bKDEwRQhQYSCmKMim7\nTGUHUlWGnJGSJEmqerZunceKFa/SsGFH3N13cP26TZFL7Ro3XsLy5UOpW7cl7713qFQP50IINm6c\nyZ9/fmxdMpifGjXqM3DgtzRp8nCBZdLT4YMPyLHHKPfyuLQ0MBpbYDYXfeShotgjhL6IUiGo/xaZ\nUUg9vtSu/SYXL45Dp6vNxx+fsaZOv3VMa9TI4vz5ply7dopRo9bQokW/HPVs3w7tx28gMAjqaOsU\n2f87hRCCAR0HEHE4ginzp9C0TdN8lyVG7oxEn6DH2c6Z9z57j+njpnN492He/d+7DBg5oJLfhSTd\nWcoyI1Ve50gVRz3UJXCSJEmSVCUJIdi2bT4ADzwwhoED1SDKkujBcq5T7oQQHTo8i5NTDc6dO2Ld\n51NSiqLQs+fbzJx5geeem0+9eq2xt3dBUWxwdPSgWbNevPbaH0ybFlNoEAXqcr6wsJtnUc2ZowZQ\ntwZRTk4wdepRZs68hJ9fK9STTHLy8Qnho49OM3t2BiEhR3F2HolOVxuNRodWa4+iOGSXe5d33vkP\nN7eLaDSfodGEYmvrnD2T5Jz9/uoyefJZxo9/HXv7EAyGS8yfvybfMX3hBVu6dHkFUAPb6uL4v8eJ\nOByBm6cbvQb0YtGsRaRmptKsZzPG/DiG3mG96R3WmzE/jqFpj6akZqay+NPFPDfqOQBWfrOS6rz3\nXZIqWqmX9imKMhl1yZvl/7xdC/gXOA1QHxjAzX1IkiRJklTlxMef5eLF4zg6etCq1WNotWqgZHnI\nX7BALZeWRq5ZKnvat3+Bv//+H+Hhf9CwYfvCmimUvb0LXbqMpEuXkUUXLoTlQFtL4DQjO/2RwZB7\nlsqHSZMOFVnf8OGhLF8+n2vX5menP8/i5El7wIZXXw3D2xveeMOdOXPGkJY2Bp1OTVuekfEiZvNS\nevR4ndq11UUpDz88jLVrx3Plyh8sWPAkkHdMO3Ycwq+/vkVExCYMhkx0OrsyjcedYPt6dRt5n+f6\nEBcVR9ypOBw8HegV1itH6natrZbeYb2J2R9D3Kk46jSog3sNd2IiYrgQdwG/Bn6V9RYkqVopy4zU\nZNR9UZOzf++a/Xvur0moe5KuAW+XoT1JkiRJuq3S0m4A4OlZz5qBz8np5sO9Zfbk1msWXl6B2XVc\nz1NvZbEEUzqdGkBZzmTKb99UUXKPQ0pKIiBwcvLA27tGge0pijqmDRrcTNHt56eOlaJcL3BMnZw8\ncXLyRAhBenpCmcfiTpAYnwhA3YZ1iYmIwYSJoPuC8px/BWowFdwpGBMmzkSfoXa92modNxIrtM+S\nVJ2VJdnEA7f8vAX4LvsrNxNwAzgphDCXoT1JkiRJuq1sbNS/Fs3mQpOu5svyGksddz/1fZpMRY1V\n3nImkyHHvYJYymk01WNMNVp1xs5kNJX4tUaDMUcdkiTdfqWekRJCbLV8AcuA3269dsvXDiHEfzKI\nkiRJkqo6Nzf1X/WvXYshLU2dBbHs37HMmlhmZCzXLM6c+RcARbHh1KmdnDt3hIyMpNvaX5PJyKVL\nEcTE7ObMmYMkJ1/Ncd+yJ8oyE2WZKbLsmSqJ3OPg4uKGojii1ycRFxddYHtC+AIQEfGvta5Tpw5m\n/+Rb4JheuxZDenoiOp0DDg7upRqfO413bXWa8MTBEwSEBKBBQ9SuKGuQdCtjlpHInZFo0ODj58O5\nmHMAePl4VWifJak6K5dkE0KIIUKINeVRlyRJkiRVFhcXL0JCHsJg0LNnz3d5kiAMH65+5U5AEROz\nl/37VwDwzz9fMGtWZ6ZNa8Ubb9RiyZJBxMbuLdckAImJF/njjw94911/pkxpwief3MfHH7flrbd8\n+PLLvhw//ieXL5tzJJZ4+231K3cCiuLIbxxGjNDg6almiFu06Gvi4iigPTURws6di7l4MZOkpEy2\nbVsEQJ06zxc4ptu2fQ1Au3YDqs2MVI8ne6AoCn+t/guv2l74B/qTEZ/ButnrMGbdDKaMWUbWzVmH\nPkGPf6A/EYcj0Gfoaf9Ae2r61KzEdyBJ1Uu5pD+XSkemP5ckSap6jhz5jfnzH6NGjQbUrXuE+HjX\nAtOfX71qJivrba5cmWV9vbd3I5ycapCZmcqlSyesAVTr1k/w4ovLsLXN54TcEtixYwErVrxqXfbm\n4eGHu3sdjMZMLl36D6MxCwCN5h5sbNbg7OxTYPpzJyd4//38D+21MBhgyZKcWQot43Dy5EHmzm2L\norij0fyHotTG2TnnHqwrVwRTp7bCZDqKg8OX1Khhw/nzo3BwCGXatCM4Oys5xvTaNXB3v8ypU01J\nT4/nnXcO4O+f81DeuzX9OcBrj7/G9vXbGfrGUB55+pF805+f3HGSzMRMnO2cGT99PO8OfZfzp88z\nd+VcHnz0wUp+B5J0Z6nwA3mzz40q6dO/Agh5jpQkSZJUFpZlYyW9V1zNm/ehdu0QLl2KwNb2MWrV\n+o3nn3fJkVjCyQmee04wffrLXL++0Hp94MBv6dx5uPX369dPs337N2zbNp9Dh34hKek648ZtQKez\nz9Nueroa0Fi+52f9+rmsWROW3c/H6N79NYKDu1nPrUpJucauXYvZsuULkpL2I0QnRozYhbd3LWsd\nloQQs2dD8+ZqW0WNW2goHDmSN8FG48ZtaNToQaKj/0ajeQR7+42EhdXKkciiVi2Fxx+fwKpVz5GR\nMYYLF9TFMI8//pY1iLKM6fPPw9KlVzl/vhfp6fEEB3fLE0Td7YaMG8KOP3ew+NPF1Klfh4mfT2TR\nrEXEnYrj2O/HAPVA3kaBjXju1eeY98E8zp8+T4PgBnTp3aWSey9J1Utpl/ZtB3bk+jrGzVTo54AD\n2d/Jvh6e/TpJkiRJKpW9e9XZkVv3Jlmkpan39u4tWxsajZZXX/0dFxdvLl3awqVL7Th48Fv0+lRr\nGSEE69aNyxFE2djMpW7d4TnqqlmzAa1bz8Bo3Iui+BITs42lS8fkafPqVfUA3cmT1e/5Lbnbvfsv\naxDVqNE3nD//K56eD+Q4/NfFxYvWrScAh7Cza4XZHMNPPz2RZ1mhkxP4+0NAQPHGNCYGCjpj+IUX\nVmBn14jMzKMoSlvCw+da95dZBAeHULt2KGBGCCO+vs3x92+Sq60E9uyZy7lzbYmPP4y3dyDDh6/M\nv9G7WNvObXnr07cA+HD0hyz8ZCHPjHiGqfOnMvT1oQx9fSjv/e897ul6D5NfnszeLXvx8PLgy1+/\nRKutHksgJamqKJelfYqi+AK7gIPAm0KI07fcawjMAloBHYUQl8vc4F1CLu2TJEkqvsKWmOXew/Pi\ni2Wfmbp69RRfftmbK1eiALC3d8XPrwVarS3x8We5elVNsKAoGhTlK4R4Ga0W3nhDDVIA4uLg00/V\nvsNRoA2g8NZbZwkIqJ3djrrULjUVjEbQaMDFhTzL8aZOfRCjcQt2du/j4DCV9PTc50HlrEuIK5jN\noZjNV3ntte00b945z1jVrAlCwI0bBY/p1atqfc7Oajv5lbl8+QoJCf1IT98PgE7nQL16rbG1dSAp\n6TIXLx7Pd4x9fZvi5labrKwMzp49hMGQAYC/fztGjVqLm5tPvq+7m5f2Wfy88Gc+HvsxRqO6N6p+\nYH186vpgyDIQfTyalKQU6/Uvf/uS+oH1K7O7knTHKsvSvvIKpJYBzYHWIp8KFUWxAQ4B4UKIQWVu\n8C4hAylJkqSSyR0wPf+8ej33tVuXn5WFwZDJ4cO/sHXrPGJiduW57+TkyXvvHSIlpT6ffqoGQpZg\nCshx7aWXYNGixzEYVmNv/yHvvTcRyLlfafBg+O67m7+HqRNQzJp1kuTkEMCRd9+9gIODe47XWcrd\nem3kSFiyZBKXL0/Dw2MAkyatyHesinOtf3/47bfCyzz7rInY2HVs3foV//23Kcc4OTi40aHDkOxD\nhhW2b/+a3buX5Mlq2KTJw3TpMormzXsXmmCiOgRSAJfPXebnRT/zy5JfuHHlRo57Ldu35JmXn+Gh\nxx/C1s62knooSXe+qhBIXQEWCyHeKaTMTGCIEKJWQWWqGxlISZIkldytwdStMyPlHUTldu1aDPHx\n5zAaM9mwYQZRUVt56qm5dO8+Frg5+2Q03lwGJwQ5Zqn27NnM0qUPAY1wclJnugyGnDNLtyaDsMyq\nZWRMwmyeRps2wxgxYgGQf7ncdZ0/f44PP/QHNAQHJ2Bj45TvWBVnTEsy7vHx57h+/TQGQwYODm7U\nqdMcO7ucH0xWVjoXLhwjLS0BW1tHatb0x9OzXrE+i+oSSFkYsgxEHYsiKT4Jna2OWn61qBdQvLGS\nJKlwZQmkyiX9OeACFHXIg2v2lyRJkiSVmiUpgeXh3jIDczuDKAAvrwCCg7vStGkPMjPV/VIBAR2s\n9/391YBJUdQASgj151uX+rVq1T679HkMhptJHm5dnmdJBmE588lgABsbdctx06Y328uvXO66/Pzq\n4uHhBxhISbla4FgVZ0xLMu6ennUJCrqfpk170LBh+zxBFICtrSMNGtxLs2Y9CQq6v9hBVHWks9XR\ntE1TOj7UkXZd2skgSpKqiPIKpCKApxVFyfe/bEVR6gPPAP+VU3uSJEmSVGnMZnXfikZTso1YN8sb\nSvQ6IUrXHoCNjS67jpK1KUmSJBWuvAKpWYAHcEhRlMmKonRVFCUk+/sU1P1R7tnlJEkIx3j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NrnG5yWWWsLa9xpLTHGnAOkW2u3GWPScO93VZ0g9SnuRxdvt9Y+7XP8ceBO4Dlr7eQq+lCQEpGQ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\nwtQyAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 282, "width": 425 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Training accuracy: 0.98\n", "Test accuracy: 0.98\n" ] }, { "data": { "image/png": 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2FxKXiDsGvjSwwImJwiY0ilJhEyljzHPAa8DvwC3W2thiHL5D1uuuQluVsJSU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lbheZQP+Npaq6fyfVCQEpH6UDYglF1BUYiqzJ97pfvZ9ChIiUiw1CVIBatqXyrQDrgE+DcQAdwN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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 282, "width": 425 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Training accuracy: 0.99\n", "Test accuracy: 0.96\n" ] }, { "data": { "image/png": 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RkcGHH37I3LlzOXLiCNZavIwXjRo04pFHHiE8PLzIr91Vb775JkePHsXhcPDg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\n55J//5ucggJ6JCYyOSWFm0aNI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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 282, "width": 425 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Training accuracy: 0.99\n", "Test accuracy: 0.96\n" ] } ], "source": [ "for depth in [1, 3, 5, 9]:\n", " tree_d = DecisionTreeClassifier(criterion='entropy', max_depth=depth, random_state=0)\n", " tree_d.fit(X_train, y_train)\n", "\n", " plot_decision_regions(X_combined, y_combined, \n", " classifier=tree_d, test_idx=range(105, 150))\n", "\n", " plt.xlabel('petal length [cm]')\n", " plt.ylabel('petal width [cm]')\n", " plt.legend(loc='upper left')\n", " plt.title(\"Tree depth {}\".format(depth))\n", " plt.tight_layout()\n", " plt.show()\n", " print('Training accuracy: %.2f' % accuracy_score(y_train, tree_d.predict(X_train)))\n", " print('Test accuracy: %.2f' % accuracy_score(y_test, tree_d.predict(X_test)))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like for this dataset having a higher max depth didn't really hurt us.\n", "\n", "### Decision trees on XOR\n", "\n", "Let's now see how the trees work for nonlinearly separable data sets as well. Only takes a depth of 2 to nail it" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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c6xrtvSlGFE++G+lbf9q6h1sU//1BNBGiAKBEhITC2tomv0dr1zrXp1IT7012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\nSZ6f5KOrWhhAD760ZcuCx7cdIWABAKtvVBtLzMy7BgAAGAk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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 295, "width": 424 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.60\n" ] }, { "data": { "image/png": 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Xuk1z/YHIf+yqq6ae8/bOIkABAFAbKlEAkABBgcg7VuocAACoHpUoAAAANBzN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\nlFJemuZkXIiaAKWUlyc5rdb6JwPHz0tyV5oPnK6otX6oi/o4vlLK1lr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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 295, "width": 424 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.92\n" ] }, { "data": { "image/png": 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HMAGiQXc+AEiwsH2yurqke+8t7pc1e7b7vqurffbOitL2vr7QGwAgPQhRAJBg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\n80eXHpmdTVrLKePa6m4Tm2tQ8fWvdyHpgQeOHIG77LLkuuu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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 295, "width": 424 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 1.00\n" ] } ], "source": [ "for depth in [1, 2, 3]:\n", " tree_d = DecisionTreeClassifier(criterion='entropy', max_depth=depth, random_state=0)\n", " tree_d.fit(X_xor, y_xor)\n", " plot_decision_regions(X_xor, y_xor, classifier=tree_d)\n", " plt.legend(loc='upper left')\n", " plt.tight_layout()\n", " plt.title(\"Tree Depth {}\".format(depth))\n", " plt.show()\n", " print('Accuracy: %.2f' % accuracy_score(y_xor, tree_d.predict(X_xor)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## K nearest neighbors\n", "\n", "KNN is another off the shelf algorithm we can easily apply:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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X8a7uTb069Rg/ZTyTxkzieNRxpnw8hSEjh5RbrAWVPz+0+RAJpxJU/lykiij3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\nRntfzgHOAK4bzosj4vgq5uNGNarR1wvnQHMM2fDoF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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 281, "width": 425 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Training Accuracy: 0.95\n", "Test Accuracy: 1.00\n" ] } ], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "\n", "knn = KNeighborsClassifier(n_neighbors=5, p=2, metric='minkowski')\n", "knn.fit(X_train_std, y_train)\n", "\n", "plot_decision_regions(X_combined_std, y_combined, \n", " classifier=knn, test_idx=range(105, 150))\n", "\n", "plt.xlabel('petal length [standardized]')\n", "plt.ylabel('petal width [standardized]')\n", "plt.legend(loc='upper left')\n", "plt.tight_layout()\n", "plt.show()\n", "print('Training Accuracy: %.2f' % accuracy_score(y_train, knn.predict(X_train_std)))\n", "print('Test Accuracy: %.2f' % accuracy_score(y_test, knn.predict(X_test_std)))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.4" } }, "nbformat": 4, "nbformat_minor": 0 }