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Mikolaj Rybinski
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chapter 5: An overview of classifiers"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This script gives a quick hands-on overview of **how different types of classifiers work, their advantages and their disadvantages**. This should give you an idea of a concept behind each classifier type as well as when and which classifier type to use."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For the sake of visualisation we continue with 2 dimensional data examples. For different classifiers we'll be looking at their decision surfaces. Let's start with some helper functions for that:"
"metadata": {},
"outputs": [],
"source": [
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"def samples_color(ilabels, colors=[\"steelblue\", \"chocolate\"]):\n",
" '''Return colors list from labels list given as indices.'''\n",
" return [colors[int(i)] for i in ilabels]\n",
"def plot_decision_surface(\n",
" features_2d, labels, classifier, preprocessing=None,\n",
" plt=plt, marker='.', N=100, alpha=0.2, colors=[\"steelblue\", \"chocolate\"],\n",
" test_features_2d=None, test_labels=None, test_s=60,\n",
"):\n",
" '''Plot a 2D decision surface for a already trained classifier.'''\n",
" # sanity check\n",
" assert len(features_2d.columns) == 2\n",
"\n",
" # pandas to numpy array; get min/max values\n",
" xy = np.array(features_2d)\n",
" min_x, min_y = xy.min(axis=0)\n",
" max_x, max_y = xy.max(axis=0)\n",
" # create mesh of NxN points; tech: `N*1j` is spec for including max value\n",
" XX, YY = np.mgrid[min_x:max_x:N*1j, min_y:max_y:N*1j]\n",
" points = np.c_[XX.ravel(), YY.ravel()] # shape: (N*N)x2\n",
" # apply scikit-learn API preprocessing\n",
" if preprocessing is not None:\n",
" points = preprocessing.transform(points)\n",
" \n",
" # classify grid points\n",
" classes = classifier.predict(points)\n",
"\n",
" # plot classes color mesh\n",
" ZZ = classes.reshape(XX.shape) # shape: NxN\n",
" plt.pcolormesh(\n",
" XX, YY, ZZ,\n",
" alpha=alpha, cmap=matplotlib.colors.ListedColormap(colors),\n",
" xy[:,0], xy[:,1],\n",
" marker=marker, color=samples_color(labels, colors=colors),\n",
" );\n",
" # plot test points\n",
" if test_features_2d is not None:\n",
" assert test_labels is not None\n",
" assert len(test_features_2d.columns) == 2\n",
" test_xy = np.array(test_features_2d)\n",
" plt.scatter(\n",
" test_xy[:,0], test_xy[:,1],\n",
" s=test_s, facecolors='none', color=samples_color(test_labels),\n",
" );\n"
"metadata": {},
"outputs": [],
"source": [
"# tech: sharp, inlined matplotlib plots in the notebook\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Nearest Neighbors\n",
"The idea is very simple: to classify a sample $x$ look for **$N$ closests samples in the training data** (by default, using the Euclidean distance) and take **majority of their labels** as a result.\n",
"\n",
"This method does well where the fast linear classifiers would fail, such as with the XOR dataset:"
]
},
{
"cell_type": "code",
"metadata": {},
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"outputs": [
{
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" x y label\n",
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],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"xor.csv\")\n",
"df.head(2)"
]
},
{
"cell_type": "code",
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"outputs": [
{
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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 304,
"width": 326
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"features_2d = df.loc[:, (\"x\", \"y\")]\n",
"labelv = df[\"label\"]\n",
"\n",
"plt.figure(figsize=(5, 5))\n",
"plt.scatter(features_2d.iloc[:,0], features_2d.iloc[:,1], color=samples_color(labelv));"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"score: 96.80%\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 304,
"width": 326
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"# TODO Uwe: introduce test_train_split in cross val chapter !\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(features_2d, labelv, random_state=0)\n",
"\n",
"classifier = KNeighborsClassifier(n_neighbors=5)\n",
"classifier.fit(X_train, y_train)\n",
"\n",
"print('score: {:.2f}%'.format(100 * classifier.score(X_test, y_test)))\n",
"\n",
"plt.figure(figsize=(5, 5))\n",
"plot_decision_surface(\n",
" features_2d, labelv, classifier,\n",
" test_features_2d=X_test, test_labels=y_test,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"About the plot: the points surrounded by a circle are from the evaluation data set, all other points belong to the training data.\n",
"\n",
"We can query directly for the closest neighbors of a point. Let's check neighborhood of the origin:"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0.028310</td>\n",
" <td>0.042214</td>\n",
" <td>0.050828</td>\n",
" </tr>\n",
" <tr>\n",
" <td>-0.219754</td>\n",
" <td>-0.073249</td>\n",
" <td>0.231641</td>\n",
" </tr>\n",
" <tr>\n",
" <td>-0.226749</td>\n",
" <td>-0.131647</td>\n",
" <td>0.262195</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.101973</td>\n",
" <td>0.289027</td>\n",
" <td>0.306488</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.186789</td>\n",
" <td>-0.246576</td>\n",
" <td>0.309338</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y label dist\n",
"496 0.028310 0.042214 False 0.050828\n",
"51 -0.219754 -0.073249 False 0.231641\n",
"98 -0.226749 -0.131647 True 0.262195\n",
"230 0.101973 0.289027 False 0.306488\n",
"194 0.186789 -0.246576 False 0.309338"
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# distances and row indices of neighbours around (0, 0):\n",
"dist_nn, ind_nn = classifier.kneighbors([[0, 0]])\n",
"\n",
"# tech: simplify dimensions\n",
"ind_nn = ind_nn.squeeze()\n",
"dist_nn = dist_nn.squeeze()\n",
"\n",
"# build data frame with neighbours\n",
"df = X_train.iloc[ind_nn, :].copy()\n",
"df[\"label\"] = y_train.iloc[ind_nn]\n",
"df[\"dist\"] = dist_nn\n",
"df "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-block alert-warning\">\n",
"<i class=\"fa fa-warning\"></i> <strong>Nearest Neighbors</strong>\n",
"<ul>\n",
" <li><strong>When</strong>: with numeric data, when very fast linear classifiers do not work.</li>\n",
" <li><strong>Advantages</strong>: good baseline classfier as it is simple (not many parameters).</li>\n",
" <li><strong>Disadvantages</strong>: might not work well for many dimensions (features; 20 or even less).</li>\n",
"</ul>\n",
"</div>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Experiment with the few classifier parameters. Start with number of neighbors (`n_neighbors`) but try also Manhatan distance norm `p = 1` (`2` is Euclidian distance).\n",
"#### Optional exercise\n",
"\n",
"\n",
"Instead of choosing a number of neighbors you can also specify a radius within which samples make decision, or center of a closest class. Compare decision surface for these methods, as represented by [`RadiusNeighborsClassifier`](https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.RadiusNeighborsClassifier.html#sklearn.neighbors.RadiusNeighborsClassifier) and [`NearestCentroid`](https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestCentroid.html#sklearn.neighbors.NearestCentroid) classifiers in the scikit-learn library.\n",
"\n",
"<div class=\"alert alert-block alert-info\">\n",
"<i class=\"fa fa-info-circle\"></i>\n",
" Choice of an specific querying algorithm (<code>algorithm</code> parameter) becomes important with larger datasets. It depends on many factors; see: <a href=\"https://scikit-learn.org/stable/modules/neighbors.html#choice-of-nearest-neighbors-algorithm\"><em>Choice of Nearest Neighbors Algorithm</em>.</a>.\n",
"</div>\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## A few words about the role of optimization in ML\n",
"\n",
"Many machine learning algorithms adapt internal weights (or similar parameters) such that the predicted labels match the given labels as good as possible.\n",
"\n",
"Mathematically this is formulated as an optimzation problem which *minimizes* a so called *loss function* $L$. \n",
"\n",
"The loss function then consists of an term measuring *classification error* and an additional *regularization penalty*:\n",
"\n",
"$$\\text{Loss} = \\text{classification_error} + \\lambda \\cdot \\text{regularization_penalty}$$\n",
"As the optimization only considers training data, minimizing the classification error can introduce overfitting.\n",
"We've seen this before in the overfitting chapter. \n",
"\n",
"To compensate that we add the regularization term which penalizes more complex models.\n",
"\n",
"The regularization weight $\\lambda$ allows to balance out both terms and must be chosen depending on the actual algorithm and the data.\n",
"\n",
"This is a mathematical concept which relates to [Occam's razor](https://en.wikipedia.org/wiki/Occam%27s_razor) which states *\"simpler solutions are more likely to be correct than complex ones.\"*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Logistic Regression\n",
"The name is misleading: a) despite \"logistic\" the method is linear, b) despite \"regression\" (as in unsupervised learning), it's a classification method.\n",
"\n",
"The method uses linear regression to learn weights $w_1,\\cdots,w_n$ for sum of features and the threshold $b$, i.e. to learn a spearation hyper-plane; threshold is the plane's **intercept**. Then, to classify, transform the weighting result to a probability of belonging to one of the two classes using the logistic function:\n",
"\n",
"\n",
"\n",
"$$\n",
"p\\left(x_1,\\cdots,x_n\\right)=\\frac{1}{1+\\exp\\left(b - \\sum_{i=1}^{n} w_i x_i\\right)}.\n",
"$$\n",
"\n",
"which looks like that:"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 263,
"width": 387
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"t = np.linspace(-10, 10, 100)\n",
"# logistic function\n",
"# classification threshold\n",
"plt.axvline(x=0, linestyle='--')\n",
"\n",
"plt.ylabel(\"probability that sample class is 0\")\n",
"plt.xlabel(\"weighted sum of sample features minus threshold\");"
]
},
{
"cell_type": "code",
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"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-3.252709</td>\n",
" <td>-0.821378</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-3.816946</td>\n",
" <td>-0.906188</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y label\n",
"0 -3.252709 -0.821378 0\n",
"1 -3.816946 -0.906188 0"
]
},
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"line_separable_2d.csv\")\n",
"df.head(2)"
]
},
{
"cell_type": "code",
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570
571
572
573
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 304,
"width": 316
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"features_2d = df.loc[:, (\"x\", \"y\")]\n",
"labelv = df[\"label\"]\n",
"\n",
"plt.figure(figsize=(5, 5))\n",
"plt.scatter(features_2d.iloc[:,0], features_2d.iloc[:,1], color=samples_color(labelv));"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"score: 100.00%\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/uweschmitt/Projects/machinelearning-introduction-workshop/venv37/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n"
]
}
],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(features_2d, labelv, random_state=0)\n",
"\n",
"classifier = LogisticRegression(random_state=0)\n",
"classifier.fit(X_train, y_train)\n",
"print('score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"feature weights: [[1.0954062 1.57492098]]\n",
"score: 96.00%\n",
"feature weights: [[2.41793662 7.8702219 ]]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/uweschmitt/Projects/machinelearning-introduction-workshop/venv37/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
" FutureWarning)\n"
]
},
{
"data": {
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]
},
"metadata": {
"image/png": {
"height": 304,
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(11, 5))\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"\n",
"plot_decision_surface(\n",
" features_2d, labelv, classifier,\n",
" test_features_2d=X_test, test_labels=y_test,\n",
")\n",
"\n",
"print(\"feature weights:\", classifier.coef_)\n",
"def plot_separation_line(features_2d, linear_classifier, plt=plt):\n",
" '''Plot a separation line for 2D dataset'''\n",
" \n",
" assert hasattr(linear_classifier, 'coef_') \n",
" \n",
" w = linear_classifier.coef_[0]\n",
" b = -linear_classifier.intercept_ # NOTE: intercept = - minus threshold\n",
"\n",
" # separation line: w[0] * x + w[1] * y - b == 0\n",
" feat_x = features_2d.iloc[:, 0]\n",
" x = np.linspace(np.min(feat_x), np.max(feat_x), 2)\n",
" plt.plot(x, y, color='k', linestyle=':');\n",
"\n",
"# todo: add C value to plot titles\n",
"plt.subplot(1, 2, 2)\n",
"classifier = LogisticRegression(C=100, random_state=0)\n",
"classifier.fit(X_train, y_train)\n",
"print('score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n",
"print(\"feature weights:\", classifier.coef_)\n",
"\n",
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"plot_decision_surface(\n",
" features_2d, labelv, classifier,\n",
" test_features_2d=X_test, test_labels=y_test,\n",
")\n",
"plot_separation_line(features_2d, classifier)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-block alert-warning\">\n",
"<i class=\"fa fa-warning\"></i> <strong>Logistic Regression</strong>\n",
"<ul>\n",
" <li><strong>When</strong>: high-dimensional data; a lot of data.</li>\n",
" <li><strong>Advantages</strong>: fast, also in high dimensions; weights can be interpreted.</li>\n",
" <li><strong>Disadvanages</strong>: data has to be linearily separable.</li>\n",
"</ul>\n",
"</div>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exercise section\n",
"\n",
"1. Why did the score drop when we penalized more misclassifications?\n",
"2. Experiment with higher dimensional \"beers.csv\" dataset and both parameters `C` and `penalty` of the linear regression classfier. Compare scores and the resulting weights. What does the `l1` penalty do? What is the sweet spot of the \"inverse regularization\" `C`?\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" alcohol_content bitterness darkness fruitiness is_yummy\n",
"0 3.739295 0.422503 0.989463 0.215791 0\n",
"1 4.207849 0.841668 0.928626 0.380420 0\n",
"\n",
"# Norm l1\n",
"\n",
"## C: 0.01\n",
"score: 50.88%\n",
"weights: [0. 0. 0. 0.]\n",
"## C: 0.1\n",
"score: 66.67%\n",
"weights: [-0.0905761 0. 0.27455919 0. ]\n",
"## C: 1\n",
"score: 92.98%\n",
"weights: [1.29577595 8.61893309 0.90006497 0. ]\n",
"## C: 10\n",
"score: 94.74%\n",
"weights: [ 5.55644279 20.40777229 1.74301737 0. ]\n",
"## C: 100\n",
"score: 92.98%\n",
"weights: [ 6.85734873 25.26743617 2.01013531 -2.44225659]\n",
"## C: 1000\n",
"score: 92.98%\n",
"weights: [ 7.33789092 27.25277254 2.09718712 -3.91674259]\n",
"\n",
"# Norm l2\n",
"\n",
"## C: 0.01\n",
"score: 68.42%\n",
"weights: [-0.05644481 0.078021 0.20025913 0.03537984]\n",
"## C: 0.1\n",
"score: 68.42%\n",
"weights: [-0.2026867 0.72557105 0.41866017 0.33356343]\n",
"## C: 1\n",
"score: 78.95%\n",
"weights: [-0.13336513 3.20664331 0.62583184 1.34927335]\n",
"## C: 10\n",
"score: 92.98%\n",
"weights: [1.27359696 7.80018915 0.94662046 2.31341785]\n",
"## C: 100\n",
"score: 94.74%\n",
"weights: [ 4.07677437 16.04521164 1.47773601 1.14182175]\n",
"## C: 1000\n",
"score: 92.98%\n",
"weights: [ 6.90597833 25.33820878 2.00465262 -2.59165501]\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/mikolajr/Workspace/courses/machinelearning-introduction-workshop/.venv/lib/python3.7/site-packages/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
" \"the number of iterations.\", ConvergenceWarning)\n",
"/Users/mikolajr/Workspace/courses/machinelearning-introduction-workshop/.venv/lib/python3.7/site-packages/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
" \"the number of iterations.\", ConvergenceWarning)\n",
"/Users/mikolajr/Workspace/courses/machinelearning-introduction-workshop/.venv/lib/python3.7/site-packages/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
" \"the number of iterations.\", ConvergenceWarning)\n"
]
}
],
"source": [
"# SOLUTION\n",
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"beers.csv\")\n",
"print(df.head(2))\n",
"\n",
"features_4d = df.iloc[:, :-1]\n",
"labelv = df.iloc[:, -1]\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(features_4d, labelv, random_state=0)\n",
"\n",
"C_values = [0.01, 0.1, 1, 10, 100, 1000]\n",
"penalty_values = ['l1', 'l2']\n",
"\n",
"print()\n",
"for norm in penalty_values:\n",
" print('# Norm ', norm)\n",
" print()\n",
" for C in C_values:\n",
" print('## C: ', C)\n",
" classifier = LogisticRegression(C=C, penalty=norm, dual=False, solver='liblinear')\n",
" classifier.fit(X_train, y_train)\n",
" print('score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n",
" print('weights: ', classifier.coef_[0])\n",
" print()\n"
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"TODO: reformat this all in blue, make it confirm to \"theory\" above by specifying missclassification and regularizatio term.\n",
"\n",
"The learning process is an **optmization problem**, here, minimization. The minimization objective is called a **loss function**.\n",
"\n",
"<div class=\"alert alert-block alert-info\"><p><i class=\"fa fa-info-circle\"></i> \n",
"In logistic regression the loss function is a <em>negative-log likelihood</em>, i.e. negative logarithm of the logistic probability above:<p/>\n",
" \n",
"<p>\n",
"$\\qquad -\\log(p(x^k; p^k)) = \\log{\\left(1+\\exp{\\left(y^k\\left(b - \\sum_{i=1}^{n} w_i x_i^k\\right)\\right)}\\right)}$,\n",
"<p/>\n",
"\n",
"<p>\n",
"where $y^k$ is -1 or 1, representing class of $k$-th sample from the training data, corresponding, respectively, to class below and above the threshold (separation line).\n",
"\n",
"The $+/-$ sign for the class allows to penalize missclassifications. If sample is below the threshold $\\sum_{i=1}^{n} w_i x_i^k < b$ and have correct class $y^k = -1$, then we have $\\exp{\\left(\\text{negative value}\\right)}$ giving small loss. In case of misclassification $\\exp{\\left(\\text{positive value}\\right)}$ gives much bigger loss.\n",
"</p></div>\n",
"\n",
"Any solution weights and threshold can be scaled to give the same result, as such the solution is not unique. For uniquness of the solution, or a so called **reqularization**, norm of the weights (roughly, their sum) is added to the loss function in form of a penalty, giving loss function:\n",
"\n",
"$$\\text{penalty} + C \\cdot \\text{logistic_loss}$$\n",
"\n",
"In `LogisticRegression` class, `penalty` parameter allows to specify type of norm to use, and `C` is a scaling rate of the (mis)classification loss (smaller value implies more reqularization and vice-versa).\n",
"\n",
"<div class=\"alert alert-block alert-info\"><p><i class=\"fa fa-info-circle\"></i> Using L1 norm (Manhatan distance from origin) is know for finding sparse solutions, i.e. eliminating features (weight equal to 0) when they are anyway insignificant. With the default L2 norm (Euclidian distance from origin) weights of such insignificant features would have small values instead.</p></div>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Linear SVM\n",
"\n",
"**TODO: when, advantages, disadvantages**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Support Vector Machine classifier tries to separate two classes with a line by finding weights for each feature $w=(w_1,\\ldots,w_n)$, plus a threshold $b$. The classification is based on a weighted sum of them $w\\cdot x=\\sum_{i=1}^{n}w_i x_i$, much like finding coefficients in linear regression. The difference is that **the coefficients are learned also by maximising the margin between data points and the separation line**:\n",
"\n",
"<table>\n",
" <tr><td><img src=\"svm_margin.png\" width=400px></td></tr>\n",
" <tr><td><center><sub>Source: <a href=\"https://en.wikipedia.org/wiki/Support-vector_machine\">https://en.wikipedia.org/wiki/Support-vector_machine</a></sub></center></td></tr>\n",
"</table>\n",
"The points on the margin lines are called the **support vectors** (and the threshold is an intercept). \n",
"\n"
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"outputs": [
{
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},
"execution_count": 163,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"line_separable_2d.csv\")\n",
"df.head(2)"
]
},
{
"cell_type": "code",
"metadata": {
"scrolled": true
},
"outputs": [
{
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34PTJmUHVGSw9ZE5CcuPjWiKiCCT6fSh+4842GrzWmvasReGzM+BzNIYoWWCcJbuDqnMEWac2lomzASkTSQQBlomzFMmSPOZqyTXGrAEwRUGzHe3Y5BERRSDb+iVo2PZZQGOdJbtR/sHfFU4kjehte6JFp3XtTNCINMa03ki98I6Ax6ddfDcM1hxlsqT3RdzACZJqrJPmRNVs52jFJo+IKMKIooiaNfMl1dR+txw+R4MygYKgi08Jss4qc5LwSb/sPqScf1un41Kn/AZpl9yjaJas6Y9CG5MU0Ni4gRNgGT9D0TwkD9U2eYIgzBYEQTz+zy3hzkNEpBb2wq1wSVy+QnQ7UPf9Rwolki5h+MWSazSmOMQNmqxAmvAQBAGZ0x5Cn3vfQ+JZl0PQ6n86ptUjadSV6HPf+8i48n7F75oZ0/sg956l0CdndTgu/ozz0PO2V1plJfVS5cQLQRByALwAoAlAXJjjEBGpys83sw+Uq7JQ5iTBM6b1RtzgyWjavSbgmqTR06A1xSqYKjxi+45CbN9R8Dka4amvAADokzKgNYX22585exD6/3kV6rZ8BNu6hXAU/wigpeGMH3oBrJPmILb/WD6mjSCqa/KElj89bwKoAfA+gPvCm4iISF2CXroiyKUylJJx5QMoPPQ9/C57p2N1SZlIu+i3IUgVPlpzPLTm+LBm0BhjYBk/A5bxMyD6PPC7ndAYYyFoVPvgjzqgxv9qdwH4BYAbATSHOQsRkep09kit/brglspQijl7EHrf8RY05oQOx+kt2ci9ayH0iekhSkZAyx08rTmeDV4EU9WdPEEQBgH4O4D/E0VxrSAIv5BYv7WdQwO7HI6IKIzc1cVoPrQFfpcdWlMctPGp8DVWBX4CjRZJo65QLmCQYvPORv+Hv0TN2gWwbVgKX1PNyWN6azasE2cjefxM6GIDmxRARD9RTZMnCIIOwAIAxQAeDHMcIiJVaD74Paq+eBGNu1cDovjTAY1W0nkShk2BPilD3nAy0SdnIuOKPyBt6t1wVRyC39UMrTkRxoy+ECT+OonoJ6pp8gD8GcAIABNEUXQEcwJRFPPb+vz4Hb6RXchGRBRytg1LcWzxA4DYxrt0Et7L0yWkIfPqP8mYTBkavRHm7MHhjkEUNVTR5AmCMBotd++eFkVxY7jzEBGFW+Oub3Bs8R9b370LgiG1F3r/5k1uQUXUDYW9yTv+mPZtAPsBqP+vmkREChNFEeUf/lNSg6dLTIe3ofJkjbnXMFgnzUFi/mXQGExKRSUiFQt7k4eWdfD6H/93Zzvr77wqCMKraJmQoeyy30REYWY/XCB5b1dfcy0GPvEdBK0BGqMZGj0bO6LuTg1NngvA6+0cG4mW9/TWA9gHgI9yiSjqNe1aLblG9LrRfPB7JOVfKn8gIopIYW/yjk+yaHPbMkEQHkFLk/eWKIqvhTIXEVG4+Oz1QdX5VbQ3bVtEUUTzge9Q991yeGpLAQgwpPWGZdx0mHueGe54RFEn7E0eERG1pjEGt3WXYDDLnEQ+9iM/oGTBfXCV7mt9YO862NYuQEyffGTf8AyMqb3CE5AoCnEZayIilYnJGyW9SBAQ2/cs+cPIoPnQ9yh85rrTG7xT2Au34tBTV8FVcSiEyYiim6qbPFEUHxFFUeCjWiLqTuIHT4bemiOtZsgvYJBYEwo+RyOOvHwbRHfny5/6mmpw5KVbg9+bl4ha4eNaIiKVETRapF10B44t+mNgBRotUqf8WtYMot+Ppr3rYS/cAr/bAW1MIuLPOA/m7EGSzlP73XL4mmwBj3dVHELjrtVIOPM8qZGJ6GfY5BERqVDyuBlwVRSi+qtXOh4oaNDj+r8jNphHvG0QRRG1376Dqi//C3dVUatjFR89hZi+o5Bx+e8R2290QOezrVskOYNt3UI2eUQyUPXjWiKi7koQBGRc9SB6XP93GFJ6tjnGlHMGev/mTVjGXifLNUVRRPn7j+PYovtPa/BOsB/6HoX/Nwv1BZ90fj6fB66y/ZJzOI7uklxDRKfjnTwiIpUSBAGW8TORPHY6mvasQfOBzfC77dCaExB/5nkw9xqGdhaQD4pt/WJUr3q184F+L46+eTcMKT07XPrE73EHlUP0BldHRK2xySMiUjlBo0H8kHMRP+Rcxa4h+ryo+ux5CeM9qPrfy+h58wvtjtEYYyAYzAFNujiVLt4qaTwRtY2Pa4mICA0/roKnrkxSTf22z+Cpr2z3uCAISBx5ieQsiSO5aweRHNjkERERmg9+J73I74W9cGuHQ6yT5ko7p0YLy4SZ0rMQ0WnY5BEREfyu5iDr7B0ej+k9DMkSJoakTb0b+qSMoLIQUWts8oiICFpzQnB1MZ3X9Zj1BJJGXdnpuJQLbkfaxXcFlYOITscmj4iIED94suQaQW9CbN7ZnY/T6pH9y2fR61evIm7gxNYHNVokDL8IuXcvQeZVD8g6W5iou+PsWiIiQuyA8TCm95W0d2zSqCugjUkMaKwgCEgYNgUJw6bAU1cOT20ZIAgwWHM4m5ZIIbyTR0REEAQB6ZfdG/B4jSkOqRfcHtS19EkZiMkdgZjew9ngESmITR4REQEAEkdegsxr/tLpOI0xFr1ufw3G9D4hSEVEweLjWiIiOinlFzfBmJGHqi//g+b9G1sdE7R6JIycirSL7oQps1+YEkrnczS0rOlXUwIIGhhSeyFx+EXQGGPCHY1IUWzyiIginCiKACDbpIX4wZMQP3gSnGUHYC/cCr/bAW1MIuIHT4IuPkWWa4SCt7kOFR89hbrv3off3Xqpl9J3/wzLuOlIu2QetKbYMCUkUhabPCKiCORtrEHtxndh+/ZdeGqOAgD01hwkj70WlnHTZXnXzZTZL6Lu2J3KU1eBw/83s92JJH5HI6pXvYam/ZvQ5+7FAU8giQZ+jxP1BZ/Ctn4xnMf2QvS5oUtIRVL+5bBMnAWDNSfcEUkmwom/AUYzQRC2jhw5cuTWrR2vzE5EpHaiKKLik2dR9fnzgN/X5hhBb0SPWX9H8uhpIU6nDqLPi0NPXQlH8Y8BjY8bOAG971yo6uVb/F43HEU74GuuhcYYA1P2EOjikiWfx37kBxx5+VZ468rbHiAISLvoTqRdOk/Vvx/RLj8/HwUFBQWiKOZ35Ty8k0dEFCHqt32KsuWPw2Mr6XCc6HGh5K3fAYKA5LOvClG60PA22eCqPAz4fdAlpsOY2guiKMJVcQje+koIWj3c1cUBN3gA0LR3PeyFWxHb9ywFkwfH21iD6m/eQO2GpfA2Vp/8XNDqkZh/GVLOuwXmnCEBnctxdBcOPzu9411KRBGVnz0Hv8eFzGkPdjU+hRmbPCKiCFD5xX9Q8eE/JNUcW3Q/4gdNioplSpoPfo+a1W+ifvsXgN978nO9NQfw++CpLT1ltPQ7UDVr31Zdk+csO4CiF+b+7NfWQvR5ULf5fdRt/Qg5c5/udEcRURRxdP49nW5Dd0L1Vy8jYegFiM0bFVR2Ugc2eUREKle3ZaXkBg9ouaNXu3EZUqcEt56dWlR+/gIqPnqqzWMn3kdsTfprSM37NwU0znlsL2rWLoD9cMHxCSlJSBh6PpLHTYc+IVXyddvjaahqt8FrxefF0bfmQRub3OGuJc0HNsFVtl9Shpq1b7PJi3Bs8oiIVEwURVR+8kzQ9bUb3w1Jkyf6ffA2VEP0uqCNs0BripPlvNWr57fb4MnJ72zq8LjPXo+j8+9B486vTzvmKNqGyk+eRcqU25F+yTwImq4vQVu96rXOG7wT/D6Uv/8E4gZNavc9utpv35WcoWHbZ/DZ67vVpJRowyaPiEjFmvdvlLTV2M+527zTJR9PXTls6xbBtmEJvA1VLR8KAuIHnwPLpDmIH3Ju0E2Pz9GAig+k38EMhsYc30GORhQ+OwPOkt3tjhF9HlR99jx8TbXImvFYlyYt+D1O1H77jqQaZ+le2A9taffOm7umWHIO0eeBp66CTV4E444XREQq1rT/23BHaFfDj6uw/5FzUfnZcz81eAAgimjc9Q2O/PcmHHn51oDfA/u52jbWt1NK/KCJ7R4re/+xDhu8U9nWLUR9wSddymI/tAW+5lrJdQ07Pm//YNAraUT/ChzRjE0eEZGK+R0dP0bsjFJrnjXt24AjL9/WaRPW+ONXKH79DojtLPfSkYaCT4ONJ5l18g1tfu5tqkXdd+9LOlfN6je7lMXbZAuurrmu3WNB/TnQ6KBPyggqC6kDmzwiIhXTdvAYMRDJ466TKclPRL8fxxY/0GqWa0cad34d1N2tU5cMUVLC0Ckw9zyzzWN1m9+H6HVLOp/90BY4S6VNcjiVxmAOrk5vavdY8thrJZ8vcfiFfFQb4djkERGpWFwHjxE7I+hNSB4rf5PXtHcd3FVHJNXUrF0g+TqC3ii5RqrYvNHI/uWz7R53lR8M6ryuiuDqAMCccwYgSP/2bO49rN1jsQPGw5jeV9L5LJPmSs5A6sImj4hIxWL6joIxa0BQtdmz/wldnEXmREDd5g8k19gPbobbdkxSjTnnDMnXCZQuMR1pl85D7zsXdLh3regL7G6lXHUAoE/ORMLQCyTVaMwJSMq/rN3jgiAg+5fPQgjwLqH1nBsR13+MpAykPpxdS0SkYoIgIP3SeSh+5VeBF+kMyJnzLySNukKRTJ76iqDqvPUVMFh6BDzeMnE2ajdKX/qjLZnX/uX45AMBhtReiB88CYJW32mdLik9qOt19V22lPNuRcMPXwY8YSLlnF92+pg3ptdQ5N61CEdevhW+xpr2z3XB7ci44n5JeUmd2OQREalc4vCLkHnNn1H23t86GSkgaczVyJz2cFD7mgZK0Ab3rSOQpupUMb2HITZvNJoPfhfU9U6IH3IuUs69KajapFFXouqz5yXV6K3ZiOnTpS1HEZs3ClnTH0Xp0oc7HZsw7EKkTb07sPP2ycfAv61H3ZYPYVu3GM7SfRB9bujiU5B41uWwTpwNY3qfLmUn9WCTR0QUAZLHTYer8jDqNq9oc+He+DPOQ9rUuxHTwXtZcjFm5KFp9xpJNYJWD0NKT8nXyrn5eRQ+fQ3c1dLXeQNasmbfEPxi0qaMPMQOGI/mfRsCrrFOnA1Bow36mifPM2kOdHEWlK14ss2dPTSmOFgn34D0S+dJarw1xhhYxs+EZfxMAC0LbndlXT9SLzZ5REQqV7tpOUrf/XO7uzLorTnIuOIPMPUYGJI8lvEzUPP165JqEkdeEtRMTX1iOvrc9z6OLfxDm7tNtEvQIGH4Regx60noYpMkX/dUWdc9gkP/mga/o7HTseZew2A955ddut6pEkdegoThF6Npzxo07PgffPY6CAYzYnJHImnUlR2+TxgoNnjRi00eEZGK2dYvblmupAOemqM49O9r0Pfe5TAFOUlDClNmf8QNnIimvesCrulK46NPSEXv37wJV+Vh2DYshav8IESfB/rEdCSefSXg96N+60p46ysh6AwwZQ1A8rjpMFizg77mqUyZ/ZF75yIU/ffGDt9li+mTj163vxb0EijtETQaxA85F/FDzpX1vBT9BDHoVbAjhyAIW0eOHDly69at4Y5CRBQwV0Uh9j96PhDgQsLGjDz0e/h/suyd2hlPXQUO/esqeAKYMZtx1QNIvUD5/XMDZS/agYbtn8PbXAuN3gRz72FIHHFxh+vMAS3719ZuXIaadQvhrjx88vPYfmNgnTwXCcOmSH7vkKgt+fn5KCgoKBBFsUsvd/JOHhGRStWsWxhwgwe0rOnWtG9Dh1t0yUWflI6+972P4td+A3th23+B1hhjkXHVg7BOmq14nkA07d+I8vefgKP4h9OOlb33N6SceyNSL7yj3ffptDGJSDnvFlh/cTN8zbXwu+zQxiR2ecFqIqWwySMiUiHR50HtxmWS62o3LAlJkwe0LBPS597lcBRth239IjiO7oLoPT5TM/9SJJ19FbSmuJBk6Uz9tk9R/Pqd7e7S4WuyoWLl03Ae24ecm57rcOKEIAgt6w8qsAYhkZzY5BERqZC3oRp+R4PkOldFoQJp2icIAmJyRyAmd0RIryuFs3Qfjr55d0DbsNUXfAxjeh+kX3Zvh+erWbsAzQe+O343LwHxg8+BZeIsxfYKJgoGmzwiIhUSJTymbV0X/E4L0ap61auS9p/SXfdsAAAgAElEQVSt/uYNpE75NTTGmFaf+5xNKHlrHhp2fNHqc48NcJbsRtX//gvLhOuRdd0jfDePVIHbmhERqZAu3hpUo6BPylQgTeTy2etRt+UjSTV+ZxPqvv+w9WduBw4/P/u0Bq8VUYRt3UIUv3Fn0E06kZzY5BERqZDGYEbCiIsl1yWdfZUCaSKXo/hHiB6X5Lrmwi2tfl6x8l9wHN4WUG3Dts9gW7dQ8jWJ5MYmj4hIpayT5koar42zIHHkVIXSRCa/2xFcncve6t9tG5ZKqq9Z/Ra6wxJlpG5s8oiIVCo2bxQsEwNcfkQQkH39P6DRm+As24+GHV+ifvsXLXeyunGzoY0JbreLU3fnqC/4pN3dRtrjqjgE+8HNQV2bSC6ceEFEpGJZ0/8GaDSwrXm73TGCzoAec/8Nv9uOg09dedpjRWPWAFgnzYVl/PRuNyHA3GsotHFW+Jra36miLQlnnn/y310Vh4K6tquiELH9Rrf6TBRF2A9uhrNsP0SfF/rENMQPOfe0SR5EcmCTR0SkYoJGix7TH0Xy2dNQs24h6reuPPmOmS4hFZbxM5E89jpUfPxv1G1+v81zuEr3oXTpQ2j44Uv0uu1l2bfdUprPXo/aTe/BXrgVfrcD2phEJAy9IKAdJjR6IyzjZ6DqixcDvp4uOQvxZ/y0hZgcM51Fvx+29YtQ882bpzWNGnM8ksdci7SL72xZfy+MPLVl8DZWQ9CbYEjJ6XQXEFI3NnlERBHgxFp02df/HT57PQStHhpTPASNBqXv/LndBu9UTbvX4Oibd6PnbS9HxKb0os+DshVPwrZuEUSPs9Wxus0roEtMQ8YV9yN5zDUdnsd67o2o/W45vHXlAV3X72xC/bbPkJR/KYDgZyyfqBP9Phx963eo/9mM3ZPXczSi5ps30LhzFXLvWizbnruB8nvdqN/yEWrWLoCjaPvJzzXmBCSPvRYp5/wShpSeIc1E8uDetUQUUXyORtRtXoH6gk9a7jjoDDDnDIFl4mzE9B4e7ngh56oswv5HJkuqiTvjPMQPmojk0dNavXumFqIowl5YgNKlD8F5bE+n4wPZG9dZug+Hn58Db31FwDl6zPo7LBNmwlNfgb0PjQtoMeUTtHFWDHx8IzR6I8qWP4rqVa8FVGfMyEPeHz8O2d1Wb1Mtjrx0c7tb0wGAoDMi56bnkDj8opBkIvn2ruXECyKKGDVrF2Dvg6NR+s6f0HxgE1zlB+Es2Y3ajctw6J9X4NDT18BTF/g38WgQzFIdTTtXoWzZI9jzwNk4tuShVjNJw0kURdRueg8Hn5yKwqenBdTgAUD5iifRtHd9h2NMWQOQd/9KGNJyA85zbMmDcBzdBX1iuuQGxzJ+BjR6Izz1Faj+Zn7Ada7yg6j7/gNJ1wqW3+NE0X9v7LDBAwDR60Lxa3d0+ntM6sMmj4giQtWXL6F06cPwu5rbHWM/9D0OPT0NHgl3ayJdww//C7pW9DhhW7cQhc/OgE/i7FG5iX4/ji3+I0revhfOkt2S66tWvdr5NXxuuKuKpIRCzer5AICMaQ9Cl5AWUJkxawBSp7TcWaz99h1JdwABoGbN2yGZEV377bsBr/0HvxfHlv6pW8/UjkRs8ohI9eyHt6H8gycDGuupKUHJgt8rnEg9fM21XT6H48gOHFv4h4DGeptqUb3qNRx9ax6KX/8tSt99BM2HtnT5m3/Fx0+jVuJadKdq2r0G7uriDsfYNiwFJOas2/IhfI4GGCw90Od3S6HvZG9ac8+hyL1zIbTmBABA4+41kq4HtGyRJnU2sFSiKKJm7QJJNe7KQjTv26BQIlICJ14QkepVr35T0vim3WvgLD8IU0aeQonUQ9CbANR3+Tz1BZ/AVVkEY1rvNo/73Q6ULX8MtRvfPW0f2JrVb8KUPRhZ1z5y2pIhgfA22VD91SvBxP6JKMJxdFeHEwSCuUMoelxwVRxGTO9hMKb3Rf+Hv0Tdlg9Rs3YBnEd3nRwXmzcalslzkTj8wlYzfn2ORsnXBACfvQG6+JSgagPhKtsPV9l+yXV1W1cibuAEBRKREtjkEZGqeZvr0FDwqeS62g1LkHn1nxRIpC4xuSPQsP1zWc5lW78ImdMeOu1zv8uOw8/P7vDdLWfJbhQ+Nwu9bn0ZCUPPb3dcW2q/Pb1xDIbo7Xj7MtHrCfK8P2XTGGNgGT8TlvEz4XM2we9qhtac0O5EiWDXv9MYY4OqC5S3oSq4uvpKmZOQkvi4lohUzV11BKJP+jdnZ/lBBdKoj3XSHNnO1V4Td2zJQ52+nA8A8HlR/PodnT42/bnGXd9IGt8ebWzHa8zp4q1BnVeX0PYdNa0pDvrE9A5nwsb1Gyv5eoa0PtAlBvb+X7AEnSG4Or1R5iSkJDZ5RKRqosSX1k/WBXnXJtLE9h8Hc88zZTlXW/u8emrLJM32FD1OVB+frBAon73rj5u1cRbE9ju7wzGJ+ZdJPq8pZwgMqb2DTAVYJs4CJK5JaJ00R/F1DI3pfQGN9Id5pqyBCqQhpbDJIyJV0yemB1eXlCFzEnUSNBr0+tWrnU4ICIQ29vR9Xm0blgCiX9J5ajcug9/t7HzgcXJs6WUZN73T3RnizzgXeksPSee1Tuxaw2Ww5iB5dMeLNZ9Kl5SJ5LGBjw+WLt6KxBEXSyvSaGEZN12ZQKQINnlEpGoGazZi+khfDzRp1JUKpFEnfXIm+v5+BRJGXAwIwX9ZTxg65bTP7KfsgBAov6MBrsrDAY+PzZM+WeNUems2Us67tdNxgkaLrOv+FvCdtZg++UgaPa1L2QAga+ZjAU1W0MZbkXvH/JMzc5VmPfdGSeMTR14CfXJwu39QeLDJIyLVs0h878yQ2rvbzQDUJ6Si160vYcCjG5B26TzE9DlLUr1gMCO5jYZGlHBHrlWd5/RHv+0J5pHmCXprDnLvXBjw+3YJQ89H9g3PANqOH1XG9MlHr1+/AU0X3kETfV407d+Exh9XIXnC9bBOvgHatvam1eiQOPIS5P3+A5h6hO5xaGyf/IAnJ5l6DEKPmY8rnIjkxtm1RKR6SWddjrrvP0DTrtWdD9bq0GPWkxA03fPvsAZLFtKn3o3UC25H4dNXw1H8Y0B1aRff1eYWZ209wg1EZ5MgTmWw5iDp7Gmo+255wDW6pAxYJ82BZeJs6CRmTD77KphzzkDNmrdQ9937rRbYNvcaBsuk2UgadSU0QU5O8DkaUP3Nm7CtX3zafrlxAyfC3OtMCBodRJ8HusR0JI6cGvRrCV2Vct4t0MQkoPz9x+FrrmtzTMKwC5E956mQ3WEk+XDvWiKKCH6XHcWv/xaNO1e1O0ZjiEHOzS8g4czzQphMvTwNVSh6YW6n68OlnHcrMqY91Oa7Z7WblqPk7XmSrmvMGoB+D30h6V02v9uJohdvQPOBTR2O0xhjkDXzCSSddTkEjVZSrjav67LDVXUEotcFXbwVhi6+2+ipK8fh52fDVXagw3Fpl85D+tS7u3QtOfndTtQXfIL67Z/B11gDQW+EueeZsEy4vt21E0k5cu1dyyaPiCKG6Pejcdc3sK1dgMbdq0/uXqBLSIVlwixYJsxSzYQLT1053LZjEAQNDCk5ii5s2xGfsxk1q9+Ebd0ieGpLWx2L7T8WKefehIRhp7+Ld4Lf48TeB0e3e5enLVkzHgtqaRe/x4XKT55BzbpF8DsaWh8UBMQP+QUyr34YxvQ+ks8dCn63A4f+eSWcpXsDGp81/VFYJ89VOBVFIjZ5ErDJI4o+PmcTfE02CHojdPEpstzV6SpRFNH4w/9Qs+ZtNO1d99MBQYOEM8+H9ZwbwvauoOj3wX5oCzwNVRC0Opgy+wfcLNk2LMGxRX8MaKwpezD63vd+h2vHdcbvdqC+4BM4S/dD9HuhT0hDYv4lXb7LprSaNW+j9J3AF+DWxiRi4BPfden3iqKTXE0e38kjooikNcVBa4oLd4yTRJ8HJQvvb/u9MtGPhh++RMMPXyLlvFuQMe1hxddB+zlBow1qyzEALbs7NNd3un+wKWsgev9mfpebFo3BjOQxyi8jIqeWvWDfllTjs9ejbutKWMZep1Aq6u6655vJREQyO7b0TwFNHKhe9RoqPn46BInklTrlduTes7RlmZWfLdOit2Qj/Yr70ee+5dAnhWcCQbi5q450+h5eWxp2fKlAGqIWvJNHRNRFjuIfUbthScDjqz5/EZbxM2GQuDBvuMX1H4u4/mPhqS2Ds3QfRK8buoQUmHsNU8Xj8nDy2QN/Z7FVnYR3HYmkYpNHRNRFNWsXSCsQ/bCtX4yMy3+vTCCF6ZMzuSjuzwT7iJrv45GS+LiWiKiL6gs+DaLmEwWSULgYUnsHtaZgTO5IBdIQtWCTR0TUBX6PC35no+Q6b2ONAmkoXDR6I5LHStzXVaOFZcJMZQIRgU0eEVGXCFp9UFtydWW7LFIn6+S50BhjAh6ffPY01azrSNGJTR4RURcIGg1MPQZJrjNlD1YgDYWTwZqNnre+BCGA7dBi8s5G1oxHQ5CKujM2eUREXWSZOFt6zYTrFUhC4RY/eDJy71kKc8+hbR4XDGZYJ9+A3N8u4KQLUhxn1xIRdVHSqCtR8fHT8AX4np0hLZf760ax2D75yPvjStiLdqC+4GN4G6oh6A0w9RiE5LOvgjYmMdwRqZtgk0dE1EVaUyx63/46Dj83C36XveOxcRb0+tWrELT88hvtYnoPQ0zvYeGOQd0YH9cSEckgJncE+sxb1uG7djF98tH3vhUwZfYLYTKi7s3naICj+EfYi7bDbSsNd5yQ4l8liYhkYs45A3kPfAp74RbUbnoPnppjgEYDQ0pPWMZNh7nnmeGOSNRtOIp/RPU3b6J+60qIXvfJz2PyzoZ10hwkjrwk6ndqYZNHRCQjQRAQ23cUYvuOCncUom6r+uvXUbb8UUAUTztmP7gZ9oObUbd5BXre/KKkZW8iDR/XEhERUdSwbViCsvf+1maDd6rGnV+j+I07Ifr9IUoWemzyiIiIKCr4nM0oW/5YwOMbf/wKjTu/VjBReLHJIyIioqhQ9/0H8DubJNXUrFugUJrwY5NHREREUaG+4GPJNU27VsPnaFAgTfixySMiIqKo4A1wQfLT62wyJ1EHNnlEREQUFQStPqg6jd4ocxJ14BIqRESkKn6PCw3bP4Nt3WI4ju6E6HVDG29F4shLYJ04G8b0PuGOSCplzh4M59Gdkmq0cVboElIVShRebPKIiEg1HCV7cOSlm+GxHWv1ubeuHDVfv46ar19Hynm3IOOqB6N+IVuSzjJxNmo3viutZvyMqN1mkI9riYhIFZxlB1D4zHWnNXg/V73qNZQu/RPETtZBo+4npvcwxEhYiFzQm2CZeL2CicKLTR4REalCyYL74A9wlqNt/SI07V6tbCCKSD1vfgF6S4/OB2p0yLnxORgCGRuh2OQREVHY2Yt2wFG0XVJNzZq3FUqjDL/bCWfZAThKdsNTXxHuOFFLn5SBvvetQNzACe2PsWaj9x3zkTj8whAmC73ofAhNREQRRep7VADQuOsbuKqOQNDqIej00MVZVPmenquiEDVr3kbtpmWtFuqNzRsNy6Q5SBxxcdS+ExYu+qR05N61CM7S/bBtWAJX2QGIPg90iWlIGnUl4oeco8o/K3Ljnyoioggm+rxo+PEr2NYuhP3IDogeJ7SxSUgYfhGsE+fAlNU/3BED4q4ull4kitj/yDmA2LL3qC4hFcnjZ8A64XrokzPlDRikuu8/wNG37wV83tOONR/8Ds0Hv0PtwAnoedvL0JriwpAwupmy+iPr2r+EO0bY8HEtEVGEclUW4cBjU1D8yq/QtHcd/I4GiF43vPWVsK15GwceuwDHFj8A0ecJd1TliD9tLu9tqELVZ89j3yPnoH7752EM1aLhh//h6Px72mzwTtW0dz2KX/kVxE7GEUmliiZPEASrIAi3CIKwQhCEg4IgOARBqBcEYb0gCDcLgqCKnEREauGuKUHhv6+Bq+JQh+Ns6xfj6FvzIPr9HY4LN0NKT9nOJXqcKH7tN2jctVq2c0rO4PPi2NKHgQBnADftXY+6rSsVTkXdjVqap2sBvApgNIDvADwLYDmAMwC8BuBdQRCE8MUjIlKXY0sehLehKqCx9Vs+Qr3KG4jkMdfIe0K/DyWL7g/b3bGGH7+Ct65cUo1t3UKF0lB3pZYmbz+AywFki6J4vSiKD4iieBOAgQCOArgawLRwBiQiUgtX5WE07V4jqaZmzVsKpZGHufdwmHsOlfWc3rpyNPz4laznDFT9FulNtf3QFrhtpQqkoe5KFU2eKIpfi6K4UhRF/88+Lwfw0vGfnhPyYEREKlS7cZnkGnvhVjjLDyqQRh6CICB77tPQmONlPW/d5hWyni9Qgd5llauOqC2qaPI6ceKNYb6RSkQEwF1zNKg6T5B1oWLK6o8+97wDXZJ8M2M9deFZj07Q6YOsM8ichLozVS+hIgiCDsDc4z/tdKqUIAhb2zk0ULZQREThFuR2XpGwDZg5ZwgG/HU16gs+hW3dQjhKdkP0uKCNSYSvuVby+cK1/pwxawCa9q6XVCMYzDCk5CiUiLojVTd5AP6OlskXn4qi+EW4wxARqYHBGlwjEGxdqGn0JiSPnobk0S2vYouiCNHtwO77R0J0OySdy5jRV4mInbJMmIWar1+XVJM06kqulUeyUu3jWkEQ7gJwL4C9AOYEUiOKYn5b/xw/BxFRVEgeK30mqrn3CJgy+ymQRnmCIEBjjEHSqCsk11rGz1IgUedMGXmIG3JO4AUaLayTb1AsD3VPqmzyBEH4LYD/A7AbwLmiKNrCHImISDWM6X073JezLdbJczsfpHLWyb8EJKymZc4dgZjew5QL1ImcuU/DkNo7oLE9ZjwOc/YgZQNRl/gcjXBVFsFdcxR+jyvccQKiuse1giDcA+AZADsBnCeKYmWYIxERqU6PWU/i4FNXwtdY0+nYhBFTkTTqyhCkUpY5exAyr/kLypY90ulYXUIqet74nPKhjvPUlsG2YUnL1nJuJ7RxFiQOvwi59yzBsUV/bHfJG22cFVnXPYKksy4PWVYKnCiKaN63ATVr3m5ZjsfvAwBoTHFIHnMNLJPmwJSRF+aU7RPU9CKuIAj3o+U9vO0ALhBFsVqm824dOXLkyK1b25uXQRScA2X1+HrnMdQ0OKHVCMhJicOUYTlISTCFOxp1A87ygzjy35vgrjrS7pikMdegx6wnoYmiWZu2DUtR9t7f4Hc1t3nclD0YvW57WdZdNNrjczajdOlDqNvy0ckG4FTaOCsypz0Ic8+hsK1fBGfJHvi9bugSUpCUfxkShl8Ejd6oeE6STvR5ULLoj6jb9F77gzRa9JjxGCwT5H0tID8/HwUFBQXHXzkLmmqaPEEQ/gTgbwC2Apgi5yNaNnkkt4Nl9Xjhs53Yc6zutGMaQcCkwZm44+IhSDBHzzdWUie/142G7V/Atm4h7EXbIXqc0MYmI2H4RbBOmgNzzpBwR1SEz9mEus0rULflI3gbqiDoDDBlDYBlwvWI7Tcaodgkye+yo/D/ZsFRtK3TsZlX/wkp592ieCaShyiKOLbw9wGvSZl9wzMnJwrJIaqaPEEQbgAwH4APwPMA6tsYViSK4vwgz88mj2Sz66gNDy7aDKfn9L+1n6pnShz+dcNYJMaw0aPQEUUxJA0OASWL7kfthqUBj+9z73uI7TtKwUQkl6b9m3D42ekBj9eY4jDoye+hMcbIcn25mjy1vJOXe/xHLYB72hmzBi2NIFHY1Nvd+Ms7Wzpt8ACguLoJT76/DX+fPToEyYhaKNXgiT4PGnZ8icY9a+F3NEJjjEFs/3FIHDkVGn33ez3B21iDuk3LJdWUvf8E+s5bFra1+yhwtrULJI33O5tQ9/2HsEyYqVCi4KjiT5ooio8AeCTMMYg69cX2o2h0eDofeNy2w9U4UFaPfpmJCqYiUpZt/WJUfPIMvPWt58HVblyGsuWPIvWC25Fy/m3d6g5i7aZlEH2Bfy0AAMfhAux9eByypj+KxOEXKpSMusrvdqJ+e6f7L5ym7vsPVNfkqXIJFSI1EkURn2xt/wX39nwcRA2RWlSsfBrHFj9wWoN3gq/JhvIVT6B06cMRsaOGXBxHdwVV562vQPGrv0JtRy/zU1j5mmsBv/SdVD3t/D8STmzyiAJUb3ejvE7aavsAsK+NyRlEkaB+26eo/CywZUhs6xbCtm6RwonUQ/S6u1AsomTh/XCW7pMvEMlHow2qTI2P4dnkEQXI7fWHtI4o3Kr+97Kk8dVfvQzR3z3+vOviU7p2Ar8XNavny5KF5KWLt0IbZ5Vcp8YdZdjkEQUo3qwPqi4hyDqicHIU/whH0XZJNe7qYjTtXadQInVJzL+0y+eo3bwCPmeTDGlIToJGC8v4GZLr5F4rTw5s8ogCZDboMLKP9L+9jxuYoUAaImXZJTZ4Xa2LNLH9xsDYxZ0ORLcD7srDMiUiOVkmXg9BwgLixqwBiB0wXsFEwWGTRyTBZfm9JI3XazW4cHiOQmmIlOP3OIOqEyNkT8+uEgQBWdf9FdB07T2sYH+fSVkGSw9kz/13QHsla+Ms6HXrS6qcXa6+twSJVGx0/3QM723F9qLO9wsFgFkT87gYMkUkXWxyUHUaUxwcJXtO7rxhSO2lym9+cogbOAE9b34BR9+8K+iJGLr4VJlTyefEbioN2z+Ht9kGjc4Ic69hsIyfAX1yZrjjKS7prMug0RtRsvgB+Brb3mXVlD0YPW9+Ecb0PiFOFxhV7HihNO54QXJqdnrw53e2YGdxxzvvXT0mF7eePyhqv8GR+omiCPuhLajd+C7c1cUAAENKTySPvQ4xfc/q8M+mt7Eaex8cI3ktOMEYB9H103tmxqwBsE6ag+Qx10BjMAf3C1E5V+VhlC77K5p2fSOpzpQ9GHkPfKrKrxG1m1eg/P3H4W2oOv2gRouks65A1ozHoDXFhj5ciPk9LjRs/xx1m1fAU18BQaOFMSMPlgmzENN3lCL//aJqWzOlsckjubm9Pny+7ShWbjmC4urWL07n90nBFWf3xuh+6WFKRwQ4Svag5O15cJbsbvO4KXswsuc+DXP24HbPcfTNu1H3/Qey5DFlD0bv38yHPik6/78QfV7seXgcfPUVAdf0mPWkKl/Wr149H2Xv/qXTcebcEehz12LZtvKin7DJk4BNHilFFEUcLG9ATaMTWo2AHGscMpL5BY/Cy1H8IwqfnQF/JzM3NcZY5N6zFDG9hrZ53FV5GIf+eQV89ra2E5fOlDUQfe5bDq0pTpbzqU39tk9R/OqvAxprzh2BPvcsVd2WcPbDBTj0r2lAgL1B8tjrkD3nKYVTdT9yNXmceEHUBYIgoF9mIsb0T8eovDQ2eBR2fo8TRS/d0mmDBwB+VzOOvHQL/O62X/43puWi9x3zoQ3y/byfc5buRc2at2U5lxoljpiKHrP/2eliuubeI9D712+orsEDgOqv3wi4wQOAus0r4G3nfTUKPzZ5RERRpL7gU3jrygMe762vQH3BJ+0ej8kdibwHPoH1FzdDY05odUzQGyXns61fBNHvk1wXKSzjpiPvjx8jedx0CD9r4kw9BiFr5hPo87ul0MVZwpSwfd7GatRv+0xSjejzoHbjMoUSUVdxdi0RURSxrZe+tZht3UIkj7m63eMGSw9kXfNnZFz+e9iLtsPvaITGFIu6rZ+gVuL1PDUlcBzZgZjckZJzRgpz9mBkz/4nMq9+GK7KIogeF3TxVhjSclU5yeIEZ+n+oPZsdbTz3ieFH5s8IqIo0t5Ei444ju0JaJzGYEZc/7Enf27bsFTytQDAU9/GjM0opDUntPu+oxoFuwxMd1kbMRLxcS0RURQRvdKWPGmpcSOYSXiCNrgt+zRBPOYl5enipe/X2pU6Uh6bPCKiKKIN4huuLj4lqMeIHS2/0i5BA1PWAOl1pDhT9hAYUqXt6gMAiSMvUSANyYFNHhFRFEnKv1RyTWIQNQCQNPpqSft7AkD8med1i90SIpGg0cAycbakGkNaH1Xu2Uot2OQREUURqd+kAcAaRA0A6OKSkTzmWkk1KefeFNS1KDSsE2fDFOgdWo0WWdf9VdWTSbo7NnlERFHEmJaLlAtuD3h8yvm3dWnfzcxr/hTwTNmMK/+IuAHjgr4WKU9jjEHvO96CKWdIh+MErR49b3oe8YMnhSgZBYNNHhFRlMm44n5YJ9/Q6TjL5LnIuPKBLl1LYzAj965FSBp9dbuLAGtjk9Hj+r8jdUpgu0FQeOkT09D33uXImv4ojJn9Wh3TGGNhmTQHeQ99znfxIgC3NSMiikKiKKJ53wbUrHkbDT/8DxD9LQcEDRKGXgDr5LmIHTBe1kdtntoy2DYsaVlLz+2ALjYZCcMuRGL+Jarc3YE6J4oi3JWF8DbZoNGbYEjrA60pNtyxop5c25pxnTwioigkCALiBk5A3MAJ8DbZ4LEdAwDok7MUW/JCn5yJ9EvnKXJuCg9BEGBM7wtjet9wR6EgsMkjIopyujiLKrfRIiJl8Z08IiIioijEJo+IiIgoCrHJIyIiIopCbPKIiIiIohCbPCIiIqIoxCaPiIiIKAqxySMiIiKKQmzyiIiIiKIQmzwiIiKiKMQmj4iIiCgKsckjIiIiikJs8oiIiIiiEJs8IiIioijEJo+IiIgoCrHJIyIiIopCbPKIiIiIohCbPCIiIqIoxCaPiIiIKAqxySMiIiKKQmzyiIiIiKIQmzwiIiKiKMQmj4iIiCgK6cIdgIiIuhdHyW7Y1i5E07718DmaoDXHIW7gRFgmzoY5e1C44xFFDTZ5REQUEj5nM0renoeG7Z+3/rypBraqI7CtW4iEERcjZ+6/oTHGhCklUfTg41oiIlKc3+NE0X9+eVqD93MN2z5D0Yu/hN/jClEyoujFJo+IiBRX9fmLsB/cHNDY5oPfoeqL/yiciCj6sckjIiJF+T0u1KxfLKnGtn4R/F63QomIunwAsfsAACAASURBVAc2eUREpKjGnavga6yWVONtqELjzq8VSkTUPbDJIyIiRbkqi4Kqc1cFV0dELTi7lmRna3Ji++EaNLu8MBu0OKOnBRlJnClH1G2J/iDLgqsjohZs8kg2hysasGT9QazfWw6fXzz5uQDg7H5pmD6+L4bkWMIXkIjCQp+cFVSdwRJcHRG1YJNHsvj+YCUefa8ALo/vtGMigO8OVGLLoSrMu2wozh+arWiWijo7fjhig8PtRaxRh+G5KbDGmxS9JhG1L2HYFGiMsfC7mgOu0ZjikDB0ioKpiKIfmzzqskPlDfjbsq1wezt+tOLzi3j6ox+QEm/C8NwU2XPsLqnF0vUHsflAJcRTPtcIAsYPTMeM8XnIy0yU/bqRrrzOjrJaO/yiiIzEGPSwxoY7kqJEnxdNe9fBXX0UgAhDSk/EDZwIQcsvh0rRmuKQNOZq2Na8HXBN8phruCAyURfxqxp12ZL1Bzpt8E7wiyLeWr1f9ibv6x+P4V8f7Wj1mPjUa67bU47vDlTioatHYkz/dFmvHYlEUcTG/RX48PsibD9c0+rYoOwkXH5Wb5xzRhY0ghCmhPLze5yo/upV1KxbCG9deatjuqQMWCdej5Tzb4NGz7u+Ski/ZB6a9qyHu7Kw07HG9L5Iu+R3IUhFFN04u5a6pLrBiQ17KyTV7C6pxaHyetkybC+qxlMftt3gncrt9ePx5QU4UCbftSORzy/iuU934q/vbj2twQOAPSV1+McH2/HYewVwe09//B6JfM4mHH5+DipW/uu0Bg8AvHXlqFj5NA4/Nxs+R2MYEkY/XVwy+tyzBKbswR2OM+UMQe7dS6CLTQpRMqLoxSaPumTb4Wr4xY6bq7ZsPlglW4YFaw4EnMHt9WPxugOyXTsSvfH1XnxaUNzpuA17y/HMyh8gBvHfV01EUcTRN+4MaLcF+6HvUfzGbyP+16xW+qQM5N3/EXre+l/E9h8LnLhTLAiIHTAOPW99CXl/+BD6JN5tJ5IDH9dSlzQ5PUHVNQdZ93OHKxqws9gmqWbT/gpU1juQlmiWJUMkKa+1Y/nGzh+XnfD1zlJccXYuBvaI3Lsq9sKtkhbVbdq1GvbCLYjtO0rBVN2XoNUjccRUJI6YCtHnhd9th8YQw3ciiRTAO3nUJWaDNqg6k0GeL+jfH5J+R9AvAgWF8t1JjCQfbz0CqfeoVm4pUiJKyNjWLpBcUyNhggAFT9DqoDUnsMEjUgibPOqSYNe9O7OnPOvlBXtHsMnpleX6kWb93tPfR+u0Zk95RD++bNy9RnJN0561CiQhIgotNnnUJTkpcRiea5VU0zMlDkN7ydPkmYO8IxjsHchI12CXvuG70+MLePa0GvkcDdJr7NJriIjUhk0eddnM8XmQstDGzAl5EGRamuPMIJtFue4kRhqDTnpzKwDQ6yL3S4XGKH3dv2BqiIjUJnK/cpNqDM9NwZ1Tzwio0ZszqR9+cWYP2a49ODsZuWnxkmqG9baiZ6q0mmjRP0v6YtD9MhMjer28uH5jJNfE9pdeQ0SkNmzySBaX5PfCI9PPQt/0hDaPZ1ti8YcrhmH25P6yXlcQBMya2C/w8QCmj+8ra4ZIcml+L+k1Z0mvURPLpDmSa6xB1BARqQ2nNJFsxvRPx+h+adhzrA5bD1WhyemB2aDD0F5WjMi1yvaI9ucmDc7EMdsAzP9m3/+3d9/hbZb3+sDvR7K8994jtuMkdrwTsgcJATJYhVJmm8IpbeFHS2lP6QBKS3s6Tltoe+iAFii7bJKQMJMQsm1nx3EcO17x3ntIen5/2A52LNt6ZcmSXt+f6+ISkd7n1TdxYt1+5qTX3nt1KnJmhdikDmeQkxiC+BAflDWYt+FvsI87VqY69yHx3nOWwSMhCz3nj5h1vUd8JrznLLdxVUREtseQR1YlhMC86ADMiw6Y1ve9ZVkSIvw98dKeYlQ0do55PTHMF3eumj3jjzTTagR+dnMuHnx+H5o6+ia81svdBY/dnAt3nXMvUhEaDeLueRrnn/gK+mrPTXitW3gS4u55GkLDQQ4icn4MeaQaq9IisTI1AsfLm3GsrAk9/Xp4ubkgOzEEc6P8bdaT6GwiAjzxxOaleGLrceSXNpq8Zl50AL67cT7iVDJ3UecbgsTvv4Xad3+LloNvQvb3jHpduHogYOENCL/uh9B6Kp+3SETkiIQz739lLiFEfnZ2dnZ+fr69SyFyKJWNnfjwWBWqm7sgpUSovyeuSI9CYrh6g46hpx1t+VvR31gJAHANjoFf9gaGOyJyGDk5OSgoKCiQUuZM5T7sySOawWKCvXHXmjn2LmNaaT18EbjsVnuXQURkc5x4QkRERKRCDHlEREREKsSQR0RERKRCDHlEREREKsSQR0RERKRCDHlEREREKsQtVIgucaGpCwXnG9HdNwBPNxdkxAUhViWbAhMR0czBkEc05FRlM176rNjkKRDpcYG4bXkyMhOC7VAZOaLefj32FNaiurkLRikR5u+J5XMj4OOhs3dpREQAGPKIAAA7T17A7949BoPR9Akwx8ubcaLiIL67YT6uyoqd5urIkfT26/H8rrP44Ggluvr0o1776wencHlaFDZfngJ/Lzc7VUhENIhz8mjGO1XZPGHAGyYl8MS2E8gvaZimysjRdPYO4Af/PoC3Dp4fE/AAoF9vxI6jlfjus/tQ39Zj4g5ERNOHIY9mvJf2nJs04A2TEnjxs2IbV0SOSEqJX711BGdr2ia9tqalG4+8ehh6g3EaKiMiMo0hj2a0C81dinvmTle1oKR28g96Upei6jZFf1fO13dgf1GdDSsiIpoYQx7NaEfOj11kYY4CE4szSN225pUrbvNeXpn1CyEiMhNDHs1oXb1j51WZo9vEfCxSt2PlTYrbnKxohlGaNxWAiMjaGPJoRvN0s2yBuYeF7ch59fQrD/ZGCfQNGGxQDRHR5BjyaEbLjA+yqF0W98ubcbwsCPYaIeCm09qgGiKiyTHk0YwWE+yNzARlQS8l0h/JEX42qogcVU5iiAVtgqERwgbVEBFNzmFCnhAiWgjxLyFEtRCiTwhRJoR4QggRYO/aSN1uXZYMJZ/Dt61Isl0x5LA25sQpbrMpV3kbIiJrcYiQJ4RIBJAPYDOAQwD+CKAUwHcA7BdCWDamRmSGjPggPLAx3ayg9+2rUnFZcpjtiyKHMyvMFyvmRZh9fWpMAHITQ21YERHRxBxl9vhTAEIB3C+l/PPwk0KIPwB4AMAvAXzTTrXRDHBlZgxC/Tzw4mfFOFnRPOb1OVH+uHV5EgPeDPf9azLQ0TMw6dY7iWG+ePTLudBqOFRLRPYjpJ2X9w/14p0DUAYgUUppHPGaD4AaAAJAqJSyy8L3yM/Ozs7Oz8+3QsWkdufr2pFf2ojuPj083LTIjA/mHDy6aMBgxFsHSrElrxwN7b2jXvPzdMVVWTH4ytIki1duExHl5OSgoKCgQEqZM5X7OMJ3odVDjx+ODHgAIKXsEELsBbAOwCIAn0x3cTTzJIT5IiHM195lkIPSaTW4eWkSblyciILSBlS3dENKiVBfD+QmhcDVhatpicgxOELISxl6PDvO68UYDHmzMUnIE0KM11U3x7LSiIhM02oEFiRxzh0ROS5HWHgxPA423mGgw8/7T0MtRERERKrgCD15VjPe2PVQD1/2NJdDREREZDeO0JM33FM33sz24edbp6EWIiIiIlVwhJBXNPQ4e5zXk4cex5uzR0RERESXcISQt3PocZ0QYlQ9Q1uoLAXQDeDAdBdGRERE5KzsHvKklCUAPgQQD+DeS15+DIAXgBcs3SOPiIiIaCZylIUX3wawD8CfhBBrABQCuAyDe+idBfATO9ZGZFPtPf34+FgViqrbMKA3wNfTFcvmRiB7Fg+3JyIiyzlEyJNSlgghcgH8HMBVANZj8KSLJwE8JqVssWd9ROaQUuJ0VQs+OlaF+rYeQAhEBnjiyswYkydm9OsNePrjQuw4Uol+/ah9wLH9SCUiAz1xzxXzsGg2j1IjIiLlHCLkAYCUshLAZnvXQWSJkto2/P694yipax/1fD6ALXnlmBcdgO9fk4GoIC8AgwHvp68cxrGypnHvWd3cjZ+9locHr8nAFRnRtiyfiIhUyO5z8oic3ZkLrXjw+f1jAt5Ip6ta8N3n9qKisRMA8I+PCicMeMMkgD9uPY6S2vH2CiciIjKNIY9oCnr69fjZa4fR02+Y9Nr27gH87LU8tHT2YseRSrPfw2CUePtg2RSqJCKimYghj2gKdp6sRktXv9nXX2juwj8/KcKAwTj5xSPsPl2Njp4BpeUREdEMxpBHNAXb8ssVt8krqVfcpl9vRFlDh+J2REQ0czHkEVnIKCVKasefhzeezl7LeuT6ByYfEiYiIhrGkEdkIYNRQlrQTlrSCICvp6tlDYmIaEZymC1UnFlDew92nqxGQ3sPNEIgMtALq9Mi4evBD2U102k18HRzQXefXlE7X09XNHf2KWoT7u+BWWG+itoQEdHMxpA3BfVtPfj7h6exr6gOxku6Z575uBCXz4/Cf62dC293nZ0qJFtbMS9C0UpZALgiPRq7TlWjrq3H7Dbrs+Og1fD0CyIiMh+Hay1U1dSJ7/xrLz4/Uzsm4AGDE+V3HKnE957bh7Zu81dfknPZlBOn6HqNADbkxOKedfPMbhMT5IWNObFKSyMiohmOIc8Cw6cVmDPkVt7QicffyIe0dCIWObSkCD9cnRVj9vU3L01CmL8nls4Jx3c3zsdkR9NGB3nhl7cuhJfC3mC9wah4mxYiIlIXDtdaYPepGtS0dJt9/fHyZhReaMW86AAbVkX2ct/VaejXG/HJiQsTXnf9ZQm4c9Xsi7++OisWiWG+eOvgeew5XQO98YsfBML8PLAhJxYbc+LMDnjNnb3YXlCJD45WXhwKDvByw9r0KGzMiUN4gKcFvzsiInJWDHkWsGRvtK1D55eS+rhoNfjBtRlYNjccW/LKUVDaePE1jQAWJofhmgVxyJkVMqbt7Eh/PHR9Fr65bh7K6jvQpzfAz9MNyRF+iubgfXriAv6w5fiY3ruWrj68vr8Ubx4oxd1r5+JLi2ZZ/hslIiKnwpCnkN5gROGFVsXtTlY226AachRCCCxJCceSlHA0tPegob0XAkCYvwcCvd0nbe/v5YbMBDeL3nvXqWr85p2jE15jlIPn5QJg0CMimiEY8hTq01u2IW2vGWebkjqE+HogxNdjWt6rq3cAT2w9bvb1z3xciCUp4Yjg0C0Rkeox5Cnk4eoCrUbAYFS2kMKH26iQDXx8vAo9Cn6AMMrB6QZ3r51rw6qsz2A0Iq+kAeUNnTAYJQK93bAkJRw+Hvx3RUQ0HoY8hTRCYEFiCA4UKzt/dOHsUBtVRDPZR8cnXuxhuk2V04Q8g9GItw6cx7uHy9DQ3jvqtf/bfhKr50fhzpWzEeQz+ZA4EdFMwy1ULLAxV9neaACwMVt5G6LJ1CvYUHlYa1c/+i2cdjCdBgxG/Pz1AjzzyZkxAQ8A+ob2ovzOv/biQnOXHSokInJsDHkWyEkMQWZ8kNnXX5UVg6ggLxtWRObo7tMjv7QBewprkF/SgK7eAXuXZDdisg36HMBTO07hwNm6Sa9raO/FT185hN5+ZcfLERGpHYdrLaARAg/flIOfvnxo0pW2S+eE476r06apMjKlurkLbx4oxScnLoyav+am0+LytEjcuHgWooO87Vih5SIDPRWfqBLi6w6d1rF/vqtv68GOIxVmX1/d3I1PTlzABoUnkBARqZljf6d3YN7uOvzmjkX4+uUpCPMbu5IyLsQb969Pw0++lO3wH6hqdry8Cfc+8zm25leMWaDQN2DA9iOVuO+Zz5Ff2mCnCqfmqkzzT9u42CbL8Y9Ie7+gAgrXNmFLXjlPliEiGoE9eVPgptPi5qVJuHFxIk5UNKGhrRcaAUQGemFOlL9TDImpWVl9Bx559fCkq097+g147D/5+MNXFyMpwm+aqrOOVWlR+OcnZ9DeY97Qs4tWKDqGzV6Onm+c/KJLnK/vQFt3P/y9LNtvkIhIbdjFZAVajUBmfDCuyIjGmvRozI0OYMBzAC/sPmv29iJ9Awb8e/dZG1dkfe46LR66Icvs0zEe2JjuFCtRu/osm19naTsiIjViyCNVamzvxb6iySftj3SouB61Cs4kdhQ5s0Lwi68smHDPOHedFj+8LhNr06OnsTLLebpZNsjgZWE7IiI14ndEUqVD5+phVDg/SwI4WFyHaxcm2KYoG8pJDMGL91+OXaeqseNIJapbumGUEqG+HrgiIxpXZETD080FUkqn6GXOSgjGGYXHByaE+sDP09VGFREROR+GPFKljh5lK06HtXU777Yq7q4uuCordtTCitqWbmzNL8c9f/sMTR290GgEYoK8sT47BmvTo+HloCexrM+OxWt7zylafLExJ9YpAiwR0XThcC2pkquL1qJ2bjrL2jkaKSVe3lOMr/1lJ17fX4rGjl5IAAajRFlDB5764DTu+NOnyCtxzFXFoX4eilcB55c2OMUmz0RE04U9eaRKc6P9p7XdeGpaurEtvxx7CmvQ2tUPN50WSRF+2Jgdi8tmh0Krsc3PWS/tOYcXJllI0tWnx6OvHsbjty5EVkKwTeqYim9flYrmjl6zjxDcV1SP37x9FD+5MRsa9ugREbEnbyZobO/FgbN12HO6BsfKmjBgMNq7JJtLifRHUrivojZBPm6YHxtolfc3SomnPy7E5qGetNrWHvQOGNDW3Y/8kgY89no+vvHXz1DZ2GmV9xuppLZ90oA3TG+U+O07Rx3y74ROq8FPbsyCp6v5P4t+fqbWrFMyiIhmAvbkqdjJima8daAU+8+OXoQQ4OWGq7NicP1lCfBV6UR1IQRuWpKI/3nriNltmjr6sK+oDkvnhE/pvaWU+Mv2k9iWP/GJDVXNXXjw+f148utLERHgOaX3HGlrfrmi65s7+7DvTC1WpkZarQZrOVTcgG6Fx5VtySvHkpSpfQ2JiNSAPXlOxiilWbv6v3u4DN9/fj/2FtWNWWXa0tWHlz8/h//3z89VfbD7qtRIxYHtL9tPTrlX62Bx/aQBb1hbdz/+sOXYlN5vpAGDEZ+euKC43YfHqqxWgzXtPFmtuE1BaSNaOvtsUA0RkXNhT54TqG3pxraCCnx64oJZKyR3narGUztOTX7f1h785OVD+PNdyybcY20q+vUG7D5Vg12nqtHc2QcXjUBcqA/WZ8di7jScCtLVq2y1rDV6td7LU9aTdry8Gefr2pEQpmx42ZT27n70DihffFDb6pj7AzZ19lrUrrmzDwHePPmCiGY2hjwHJqXEa3tL8PyuolFbSYxcIfn8rrP4yZeykZMYcvG1Zz4uNPs9alq6sSWvDLcuT7Z2+dh9qhp/2X5yzJFbZ2va8NGxKqRE+uPHX8pCuP/UhyqLa9pw+Fw9OnsH4OHqgvlxgYgL9sbRsibF99p1qtrikNfQ3oN8C1asfnCsCt9cN8+i97QGR12mYOnCFBeto/6OiIimD0OeA3t5z7lJj9rq6tPj4VcP45dDKyQPFdejoV1Z78f7BRW4eWmiVVd6fnisEr9/7/iE1xRVt+KBZ/fhj5uXWBz08ksa8PyusyiqHrtxbri/h0X3bJ7CUJ+lJ2bUWGnY3M/TFR6uLuhROI/NmnMCrSk22BsnK5oVtXHTaRHqZ9nXnohITTgnz0GV1rWbfZaqYcQKyX1FtYrfq6G9F+dq2xW3G09VUyee2HrCrGubO/vwP28dMWue4aU+OFqJn7xyyGTAAwaHoy3horX8n4Xy38XU2l3KRavB2vQoxe3WZcZYqQLrWp+tbK88ALg8LRIeClbkEhGpFUOeg9qicF5Xc2cf9p6pRUePZSc2tHdbdkKEKVvyymFQcFTBmQut4wa18ZyoaMYftx6HBdlwUgmhPha3tbQHaaJ2UkqU1A4ORx8tm3xRwcacOEXDr8G+7liSEqagxfRJjvBDakyA2dcLAVyzIN52BRERORH+uOuA9FNYIelj4TFV7lY66aFfb8BHFqzU3JZfgTlR5n+Yv/r5OZsEPAC4WuFJCyOF+3siPS4Qx8uVDTFeaaInrW/AgPcLKrA1vxxVTV8M52qEwNI5YbhuYQLSTOzrFxnoiSsyos1aMavTavCj67NstimzNTx0fRa+++w+NHVMPg3h21emYpYVFrAQEakBQ54DarNwhWRdazcW5MRh1yll2064umissrITGNxrrqtP2XwwAChvMH9T4OrmLpsdx5UeF4hEhZsoX2pTbryikDcnyh/JEX6jnmvt6sPDrxzG2Zq2MdcbpcSewlrsKazFf62dixsXzwIw2Bv7+v5SfHC0Em1m9Mz6errikRuzTQZFa9MbjNhfVIetBeUoqW1H/4AB/l5uWD4vAhuyYxEZ6DVu21A/D/zxa4vxyzePjNvj6+nmgm9dOQ/rMhxz2JmIyB4Y8lREAFibHo1nPz2DPr35e72tTouEt5UOqtdbuMecwWh+u5OVynrJzBXq54GHrs+a8n2WzQ3H6rRIs/Z483JzwQMb00c916834JFX80wGvEs9/XEhvN1dkBkfjIdeOoiaSRZ+6LQaJIb7Yn12LFamRlqtB3ci5Q0dePS1vDG11bX14I39pXhzfym+tHgW7lozZ9zjyML8PfHk15eg8EIrtuWXo6y+A/16IwK93bAyNRKXp0XCnfPwiIhG4XdFB2TpCsnwAE/4eOiwIScObx08b1YbF63A9QsTLCnTpABvNwgoX0gQqGBPs55+yw6hd3XRoH+c8Ds/NhAPXZ+FIB93i+49kkYIfP+aDLi5aLHjaOW41wX5uOGxmxcg/pI5gDtPViuao/j0x2fg56mbNOABg5slr5gXYXJ42BYuNHXh+8/vH7ONzkgSwBv7S9Hbr8d9V6eNu3eiEALzogMwL9r8YX0iopmMIc8BDa+QVLr4YviD++tr5qCyqROHz008pKkRAj+4NtNqQ7UA4O2uw4LkUBwy81D5YavTzF8R6uVm2V/bmxbPQnSQN3aeqkZLZx90Wg3ihzZmvnS4dKpctBo8sCkdG3PjsDW/HJ8X1qCzVw+NEEiK8MXGnDiTPWlSSrx3uEzRe3X2DqBTwabPL35WjPXZsdOyAvX3W45NGPBG2ppfgcuSw7AwOdTGVRERzQwMeQ5qU24ctuaVm90jFuzrjsWzB1dI6rQa/OzLuXhuZxG25peb7PmKD/HBN9bNRc6sECtWPWhTTpyikOfn6Yplc80/fiwrIRhajVC0ghcAalq7UVLXDnedFnOi/HFZcihyEkPGHSK0huQIPzywMR0PbEyH3mCEViMmPOWjvq3HqtvZmNLdp8fOk9Umtydp7+lHY3svBIAQP48pDeOfq2nDqcoWRW225JUx5BERWQlDnoOKC/HBXWvm4JlPzkx6rU6rwUPXZ43a381Fq8Hda+fi1uXJ2HnyAs5Wt6FPbxgKVBFIiwmw2ZFiC5JCsGJeBD47XTPptQLA/1ufBlcX8+eGBfm4Y0lKOPYUTn7/kT49MXqO3Ja8ckQEeOKuy+dg+bwIRfeyhDn775nb6zVVB8/WXQx5UkocOd+ELXllOHC27uLpKi4agWVzI3DNgjikxihfnGHJebiHzzWgqaPXKsPmREQzHUOeA7tpSSK0Wg2e+bhw3F4rXw8dHr4pB/PHWSHp6eaCDTlx2JBjy0pHE0LgB9dmAMCEQU+rEXhgYzqWz1UesG5ZloSDxXXjzrEzV01LNx5/swD3dqVaZX+13n49Pj1ZjQ+OVqKqqRMGo0SIrwfWpkfhyswY+HtNPPdQN4WNmJXoGBreNRglntpxElvzK8ZcozdK7DpVjV2nqnHz0kRsXp2i6AeD6hblp3hIDJ6jy5BHRDR1DHkO7obLErByXgS2H6nEJyeq0NTeC61Gg5hgb6zPjsGqVMdcVejqosWPb8jCuoxobM0rx8Hi+otDz97uLliXEYONOXGIChp/64yJJIb74uEbc/CLN/KnHPQA4KkdpxAX4oOM+CCL73HkfCN+9WbBmN64isZO/OvTIrywuxjfvip1wlMcIgM94e2uUzTHzhLDf2f+8dFpkwHvUq/tLYGbixa3rbD+GcdERGQbjpcOaIwgH3fcviIZtzvZB6wQAguSQrEgKRRdvQNo7eqHVisQ5ONulR6rhcmheGLzUrzy+TnsK6pVPEdvJAngjQOlFoe8o2WN+OnLh6CfoIYBgxFPbjsBg9GITbnxJq9xddFiXWY03jpg3upoS6XFBKCsvgPvHCozu82Ln53FFRnRZp/qEWbh6R8hvjx3lojIGhx3m3tSFS93HaKCvBDu72nVIcnEcF/89MZsvHD/5bhjZTJcNJbPMzxcXI/a1vG3IRkwGJFX0oAPjlbi4+NVKK5pg5QS/XoDfv3WkQkD3khP7Tg94XYn1+TGw9XF/D+jaIW9oVqNwFVZMdiar2z1tlEC249M3us37AoLNibOSgi2+Gg4IiIajT15pApBPu4oKG00O2iZIgGcrW5DuL/nqOe7+gbwxv5S7DhSieZLzo1NCvfF7Eh/tHSZf/avUUpsyy/H3Wvnmnw9IsATP7ohC4+/UTBp72RSuC/++7pMPPDsPrNPGrkyMwaB3u7YrfBkFADYfaoGX12VYta1KZF+mB3hZ9amzsOuyY1TXBMREZnGnjxyWlJKHCtrwm/fOYpv/v0zxdt1mNJ3yXFyzZ29ePC5/Xh5z7kxAQ8AztW24/0C83u3hn14rArGCQ7fXZISjl/dthCxwd4mX9dqBNbMj8Lv7lyMuBAfPPrlXLNOr8ieFYxvXTkPBqPRopW8LSb+DMYjhMCD12SYva/h2vQoLE4JU1wTERGZxp48ckrn69rx67ePoqyhw6r39fH4Yl+4AYMRj7yah/P11n0PYPB84p4+Pbwm2IcuMz4Y//jmChwvb8bu019s4JwQ5osrM6MR6P3FCtSM+CD8/quL8fePTps8N9fb3QUbsuNwc4X/YwAAIABJREFUx6rZ0Gk1MEoJjQCUdnzqFAwjA0B8qA9+c8ciPPraYTR1jB8Q12fH4r6rU22yrU9Pvx59AwZ4ueumbfUyEZEjYMgjp1NS24Yf/PuA2cOT5nJ10aC+rQe7TlYjLTYQx8ubUKxgqFEpc/KVEAIZ8UFmLQhJivDD7+5cjPKGDnx2ugYtXYOhcFaY75jTNTRCID7UF6V1yjZevvQINnMkR/jh2XtXY/fpamzNq8C52jYYjBI+HjqsmBeBjTlxmGXFU1cAoKt3AB8fr8LW/ApUNHYCADQCWJgUio25cTbfBJuIyBEw5JFT0RuMeOw/+VYPeADQrzfi/3acAjAYgrzcbffPw9vdBZ4WHs82mbgQH9yxcvIwtj47Fn/ZflLRvTdMsP3LRNx0WqzLiMFlyWEob+jAgN6IIB93xIV4W7337mx1Kx559fCYeZJGCRworseB4nosSArBj2/IttnXgIjIEfA7HDm0kto2bM2vwJHzjeju00MIoFXBIgdLGaVEhw1Pn1ibHj1hT5LBKJFf0oCzNW3o1xvg7+mKJSnhCA/wHLeNUmvmR+Hfu8+ivdu8P88wPw8smWP+8XMjnbnQgrcPluHzwppRi2Nig72xKTcOV2bGwM2MOYWTKavvwA9fPIjuSX4IOHyuAY/9Jw+P37qQQ7hEpFoMeeSQevr1+N07R7G3qM7epVidALAxx/QqUikl3jtchjcPnEddW8+o1/7xUSEWJIdi8+oUqwxverq54NGbcvCjlw5OuqG0l5sLHv1yjkWB6J1D5/G3D06bHJ6uaOzE/+04hY+PX8AvblkAP09Xxfcf6c/bT04a8IYdLWvCjiOV2MQVvUSkUvwR1gEZjBLFNW3IL23AyYpmdNn49ANH06834OFXDqsy4AHA5stTEGNi1axRSvxhy3E89cHpMQEPGJzDd6i4Ht97bh+OlzdZpZa02ED87s5FE+61NyvMF3/42hIkhvspvv9Hx6rw13EC3khFQ0Os/XrDJFeOr7SuHScrxi46mcjWvHLICVY5ExE5M/bkOZCu3gFsza/AtoJy1LV+8SHv5qLB6rQoXLcwHglWnqDuiF75/BxOKPywdhRajRh3bzuNAL5++RzcuHiWyddf2XMOHx6rmvQ9evoN+NlreXjqG8vH7OlniTlRAXj6Wytx9HwTPjpWeTFgRgZ64arMGKTGBFg0b65fb8DTHxeaff2ZC63YebIaV2Yq30QZAD49cUFxm7KGDpTUtiMpQnmAJSJydAx5DqK2tRs/eekQqprHHurepzdix9ApC9+/NgOr06LMuufwPnL7iurQ1t0Pd50WKVH+WJ0WCQ8HPO8WGAwGluw7Zy4PVy0WJoVi9+kam9z/919djFOVLdh+pALVzV0wSiDIxw1r06OxPjt23FDW06/HGwdKzX6frj493j1chnuumGeVujVCIHtWMLJnBVvlfgDweWEt2syc7zdsa165xSGvob3XonaNHb0MeUSkSo75Se/kuvoG0NTeCwiBYB/3SVfwdfYO4McvHcIFEwFvJL1R4rfvHIOPhytyE0MmvPZQcT3+8dFpVDaNvueOo5X4x0eFuCY3Dl9dPRtajWON2B8srrf6wgp/L1ckR/hh8ewwrE6LwvYjFTYJecvmhGNudADmRgfgxsWzYJQSUg727k1m58lqs+eSDfvwaCW+uirFrE2Q7WFPofI/47M1bahr7UaYBT2Ulp5ox61UiEitGPKs6GRFM7bklY9aQeiiEVg+LwLXLIjHvOgAk+3ePVQ2acAbZpQSf//wNHK+uWLcIbSPjlXh91uOYbypRj39ery2rwTlDR14+KYcuDjQ6sJqM/8clPj1bZeNGua2RS/mnCh/PHhNxqjnNEIMrrIww7Ey5XPsOnv1KK1rH/fvlb0p7cUb2c6SkBcdZPp0kMlEKTz7l4jIWTjOp7sTk1Li6Y8L8eDz+7HrVPWoLSL0RomdJ6vxwLP78K9Pz4yZ5G0wGhUPT1Y0dpo81QAAimva8Metx8cNeCMdKK7H87vOKnpvW5vC0bMmmZrHmBpjWSgyldc8XLW4bmE8fnPHointudbdb9m+fz022C/QWpSejjHM1cWynsl1mRNvS2NKRnwQogIZ8ohIndiTZwXP7zqLN/ZPPp/qtb0lcNVqcPvK2RefO3OhFY0dyucS7SmsMXkKwlsHSic91H6kLXlluGVZksNsChvq6z75RWbalBuHb5iYsxYX4oP0uMBxg7IpscHe+PnNudh9ugZNnb1w0WgQE+yNVamRVvmzM/d81zHtJjgWzd5mR/jj6HllPZRebi6IsHAvwBBfDyydE65omPjaBfEWvRcRkTNgT94UXWjuwiufnzP7+pf2FKO2tfviry0d0jK1gW1bdz8+UzgPqqffgE9PKl+VaCuLU8Lh4Wr5HDOBwblxv7njMtx3ddq48+FuXpqk6L63LEtCRKAXvrIsCfdelYZ71s3D+uxYq4XjnFkTz7E0xc/TFbPClB8zNl3WZ8eaO1p90RUZ0VPaFPm6hXFmz81bmhKGJSlhFr8XEZGjY8ibom355YquN0qMGp61dGjKVLtztW3QG5SPd56parWoBlvwdHPBFRnRFrfXaAS0GgFfjy821TUYJfJLG/B+QQW25Zcjv6QBWQlB+NaV5q1MvXV5Ei6fb96KZkutTI2Aj4eyXrmrsmIs/vszHSICPLFsrvknZOi0GlwzhZ41g9GI3285bvaQ/4mKZvT0W74vHxGRo3OMMTontutUtfI2J6vx9cvnAABmhflMuLfaeJIjx2750Ddg2QdWr4XtbOWOlbNRUNqIqiblizAMRondp2uw/2wdfnR9FiqburA1vxz1l2wuHOLrjg05cfjxDVl4aU8xyhs6x9wrMtATty5LxpKUMNS1dsPD1QU+Hjqrn7UKDIb2W5cn4+8fnjbren8vV6cYanxgYzqqm7tRUtc+4XUaIfDD6zOnND/u4Nl6VDd3T37hkPaeAXxy4gJPvCAi1WLImwIpJVo6+xS3ax7RJtDbHUtSwrCnsNbs9m46Ldaa6Fka2XulhK+nY83r8vVwxW/vWIRHXj2Mc7UTh4Px9OuN+Pkb+eMuQGlo78VzO4uQFhuIP35tCUrr2pFX0oCuPj08XV0wL8YfnT0D2FpQjv9979jFdsNnra5Nj7b6PMbrF8ajsb0Hbx44P+F1vp6uePyWhQjysd78RVvxctfhd3cuwp+3n8TuUzUwmviCRAV64d6rUy0ash5pmwX7K27LL2fIIyLVYsibAiEEtBoNjIaJz/281KXnf96waBY+L6yd9OinYVdnxZiccJ8S5Y9Ab7dRIdIcS1IsO3TeloJ83PHk15di/9k6bMkrx/GyJrP/fIaZs8L4ZEUzfv32Efz8KwswP25wIUtTRy8efuWwyd6n4bNWX99Xgl/cshDxodabEyeEwDeumIfkCD+8sb90TMDVaTVYlRaJ25cnI9zCxQn24OWuw0PXZ+HuNXOx42glzte1o99gRKCXG1amRiIzIcgqe9WVWPADwfn6DhiM0qy9DImInA1D3hTFh/qguKZNUZu40NH7ec2LDsC9V6fiL9tPTdo2MyEId62ZY/I1nVaDq7Ji8PIe8xeCRAR4WvWUA2ty0WqwfG4Els+NgMFoRHF1G77z7D6rv8+hcw04XdWC1JhAdPYO4KEXD6Kicezw7Uj17b146MUDeOLrS61ytNhIq9OisCo1EkXVbSiuaUW/3gg/T1csTAqFr6dlvbWOINjXHbevSLbZ/QcU/rA1zGA0Qqtx3LmNRESW4sKLKVqfHau4zYbsscNDm3Lj8aMbshAyzhYiri4abMqNwy++smDCyfbXLUxAmJ+HWXUIAP+1dq5T7Piv1WhwotJ259luyRtcQPPa3pJJA96wlq5+PPPxGZvUI4TAnCh/bMqNx5cWzcLa9GinDnjTwd9L+Z+Pp6uLQy9eISKaCvbkTdHlaZF4fleR2UdxBXi7YcW8CJOvrUqNxPK54ThU3IC9RbVo7+6Hm06LlEh/rMsw70Pez9MVv7ptIX780qGLB82bIgRw//r5WDrH8YZqx9PZM2Czex8+V49+vQE7jiib17WvqBZNHb1OMT9O7VbMi1DUiw0AK1JN/1skIlIDhrwpcnd1wSM35eChFw+iXz/xcJG7TouffTlnwn3AtBoNFqeEYfEU9u+KDvLGn+5aincOlWH7kYpRAVSrEViSEo4vLUrAXAc9Dms8tjiObFhXrx555xrQrjBIGowSu09V44ZFs2xUGZlrfXYsXv28xOTijvFszOGiCyJSL4Y8K0iNCcTv7lyM375zdNwzaKODvPDQ9VlIjhi79Ykt+Hu54WurU3DbimQUVrVc7BVMDPdFoLdz9jqlxQba7N7urlo0WbBSGoBFJ5aQ9YX4euC25Ul44bNis65fnx07bf8eiYjsgSHPSuZE+eOZb69EQWkjPjhaibrWwaHSiABPrMuMRlZCsF3mvum0GqTHjT3+zBmlxgQgIdQH5+s7rH7v+bGBFq+wdNFwaqujuG1FMnoHDHh9kmMGr0iPxn1Xp05TVURE9sGQZ0UaIZCbGILcxKnt90WmCSFwy7Ik/OqtI1a/96bceIv3vYsJ9p78IpoWQgjcvXYuFiSF4r3DZdhXVHdx+FYAyE0KwcacOFyWHGqTTa2JiBwJQx45lZWpkahq6sK/d5+12j2TI/yQkxgCjRjc7Njc1bUA4O3uguXjLKQh+8mID0JGfBDauvtR19oNicFTTpx1qgIRkSU4zkRO57YVyfjhdZmIHucIrLgQb3xv03zEBE1+RFZUoBceuzkXWo2AEALXLoxXVMvVWbFwn2AhDdmXn6crZkf6IyXSnwGPiGYc9uSRU7p8fhRWpUXi6PkmHCtrRHe/Hl5uOuTMCkZabCCEEFicEo5/fnIGO09cQN8lK59dXTRYnRaJu9bMhd+IrWnWZ8fiRHmzWWcSp8YE4M5Vs63+eyMiIrIGhjxyWhohkD0reNwTO3w9XPHAxnTcvWYudp+uRm3L4LBduL8HVqZGmjzrVyME/vu6DPh7ueK9w+XjbsexYl4EHtyUzo10iYjIYTHkker5eOgU7Yem1WjwrStTcePiWdheUInDJfXo6tXDw1WL+XFB2JAdy8UWRETk8BjyiMYR4uuBO1fN5pAsERE5JS68ICIiIlIhhjwiIiIiFWLIIyIiIlIhhjwiAAMGI6SCg+2JiIgcHRde0IwkpcTx8mZsySvHoXP16BswQKsRSI0JwMacOCyZEw6dlj8DERGR82LIoxmnu0+P/3mrAIfONYx63mAcDH7Hy5sRE+SFX9yyEBEBnnaqkoiIaGoY8mhG6dcb8Ohrh3G8vHnC6yqbunDXU7vg7a6Dm06LWWG+2JgTO3TGLQ+2JyIix8eQRzPKe4fLJw14wwxGibbufgBAfVsPDpytQ1yINx79ci6ixjk3l4iIyFFw0hHNGEYpsTW/fEr3KG/oxIPP7UNtS7eVqiIiIrINhjyaMU5WNKPGCuGspasf//veMStUpG5t3f348FglXt9XgncOnceJimauYCYimkZ2H64VQiQDuAHAlQCSAYQBaAFwAMATUsqddiyPVKSutcdq9zpR0YyS2nYkhvta7Z5qUdvSjRc+O4vdp2owYDCOei022Bs3Lp6FdRnREJzbSERkU47Qk/cLAL/GYLh7H8DvAewFsAHAp0KI++1YG6mItTPFjqMV1r2hCpyracP9/9qLj49fGBPwAKCisRN/2HIcf9l+kr16REQ2ZveePAA7APxGSnlk5JNCiJUAPgLwOyHE61LKGrtUR6ph7e1QLjRzXt5IrV19+Omrhy8uVpnI1vwKhPh64CvLkqahMiKimcnuPXlSyucuDXhDz+8GsAuAK4Al010Xqc+86ADEBntb7X5GI3uiRtqSV46Wzj6zr39tXwl6+vU2rIiIaGaze8ibxMDQo1mfBEKIfFP/AZhjuxLJWQghcM2COKvdL8TX3Wr3cnZ6gxHvFygbvu7u0+PTExdsVBERETlsyBNCxAFYA6AbwGd2LodUYn12LBYlh1rlXldkRFvlPmpQ3tCBZgW9eMPySxttUA0REQGOMSdvDCGEG4CXALgB+G8pZYs57aSUOePcLx9AtvUqJGswGI3IK2lAZWMXjFIi2Mcdi2aHwdPNdn8ttRoNfnJjNp7cdgIfH7e8Fyk+xAfzYwOtWJlz6+qzbNi128J2REQ0Oat8mgohygAoGQd7SUp5+zj30gJ4AcBSAK8B+N8pF0gORW8w4s0DpXgvrxyN7b2jXvNw1WJtejTuWDkbfp6uNnl/VxctfnBtJm5anIit+eU4WFyP9u4+GCXQrx+7InRsew0e2JTOLUBG8HS17FuJp6vWypUQEdEwa3WZlADonfSqL1SbenIo4L0I4CYA/wFwu+Q+C6rSrzfgsf/kI6+kweTrPf0GbMkrR35pA35z+yKE+nnYrJb4UB/cd3Ua7rt68NcDBiP+uOU4PplgnpiPhw6P3pSDOVH+NqvLGcWF+sDfyxWtXZOvrB0pIyHYRhUREZFVQp6Ucs1U7yGE0GFwiPYmAC8DuFNKaZjqfcmx/GnbyXED3kjVzd14+JXD+PPdS+HqMj29PTqtBj+4NgMbcmKxLb8Cn53+YjPfmCAvbMiJw9r0aPh46KalHmei02pwVWYMXt1bYnabwV7bKBtWRUQ0sznEnDwhhCsGe+6uBfBvAJullJOPm5FTudDUhY+OV5l9fVlDBz4vrMXl86cvCAghkBoTiNSYQHz/2gz09Omhc9FMW9B0ZtcsiMf7BRVo7xmY/GIAN1w2C15uDMxERLZi99W1Q4ss3sZgwPsnGPBUa2tBueI27+WVWb8QM2mEgJe7jgHPTEE+7vj5VxbAy33ynx3Xpkfh9pXJ01AVEdHM5Qg9eX8DsB5AI4ALAB4xMaF9l5Ry1zTXRVZ2xILtMgqrWtHbr4e7hRP7aXrNjQ7AE5uX4rmdRdhfVAfjJVNqw/09cMNlCbhmQTwXrhAR2ZgjfHImDD0GA3hkgut22b4UsiVLt8vo6mPIM8UoJUpq29HS2QcXrQZxId4I8rH/Bs2xwd545KYcNLb3Ym9RLdq6+uHqokFiuC+yZ4VAq2G4IyKaDnb/5JRSrrJ3DTQ9LN3/zpb75jmj3gED3s8vx9b8Clxo7rr4vEYAi2aH4frLEpAeF2THCgcF+7rj2gXx9i6DiGjG4qcnTZuM+CCcr+9Q1CYl0h8e7MW7qLWrDz95+RDO1baPec0ogX1FddhXVIevXz4HNy9NtEOFRETkKOy+8IJmjo05ys+N3ZRrvbNmnV2/3oCHXz1sMuBd6l+fnlF8liwREakLQx5Nm5hgb6xOizT/+iAvrEyNsGFFzuXTExdwtrrN7Ov/+ckZ9A1wq0kiopmKIY+m1QMb05EZP/l8sTB/Dzx+y0JuXzJESoktecq2oOnsHcDu0yYPlyEiohmAIY+mlZtOi8dvXYjbVyQjwMtt7OsuGlyVFYMnNy9FeICnHSp0TA3tvWYN015qb2GtDaohIiJnwBntNO10Wg3uWDkbX1mWhANn61DV1AWDUSLE1x1L54TD2935TkHo1xtQ1dSFvgEDfDx0iAr0suo+cG3dys6Evdiux7J2RETk/BjyyG50Wg2Wz3XuOXe1Ld14N68MHx6tQmfvF8d5xQR5YWNuHK7MjLHK6mA3F8s63d043E1ENGMx5BFZ6PC5ejz+RgF6TSxuqGzqwl8/OI33Cyrw+C0LEernMaX3Cg/whI+HDh1mngs7bHak/5Tel4iInBfn5BFZ4FRlMx77T77JgDdSeUMnfvzSwVG9fJZwddHiyswYRW0EgA3ZsVN6XyIicl4MeUQW+NuHpzFgMJp1bWVTF94+eH7K77kpJw5uOvOHX5fPi+DiFSKiGYwhj0ihoupWRfvVAcD2IxXQmxkKxxMe4Ikf35AFFzPOfk2O8MN3N86f0vsREZFzY8gjUuiz0zWK2zR19OF0VcuU33vR7DD8z+2XIT7Ex+TrLhqBKzKi8ds7FsHLzflWKRMRkfVw4QWRQq1dfRa1a+m0rN2l0uOC8Ld7luNUZQt2napGS2cfdC4aJIT6Yl1GNAK8x+4/SEREMw9DHpFCLlrLOsB1Fm6DYooQAmmxgUiLDbTaPYmISF04XEukUGKYr0XtZoVa1o6IiMgSDHlECq2ZH6VolSsA5CaGcKUrERFNK4Y8IoW83HW4OkvZnnU3XJZgo2qIiIhMY8gjssBda+YgPc68+XBfXTUbOYkhNq6IiIhoNIY8Igu4umjx+C0LcVVmDLTj7Fvn46HD/1ufhluXJ09zdURERFxdS2QxN50WD2xKx52rZmP7kUoUVrWgb8AAHw8dlqSEY8W8CMVz94iIiKyFIY9oioJ83HH7CvbWERGRY+FwLREREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqZCLvQsgIrKWisZOVDd3QUog1M8ds8J8IYSwd1lERHbBkEdETk1Kid2na/De4TKcqmwZ9VpCqA+uWRCPKzOjodVw4IKIZhaGPCJyWgajxBNbj+PDY1UmXz9f34Ent53A3jO1ePimHLjrtNNcIRGR/fBHWyJyWs98XDhuwBspr6QBv3n7CKSU01AVEZFjYMgjIqdU29KNtw+eN/v6fUV1OFHRbMOKiIgcC0MeETmlrfnlUNovtyWv3Ca1EBE5IoY8InJK+4vqLGrDIVsimikY8ojIKbX39CtuM2AwoqffYINqiIgcD0MeETklVwtXyrrp+G2PiGYGfrcjIqc0J9JfcZvkCD/ul0dEMwa/2xGRU9qYG6e8TU6sDSohInJMDHlE5JQy44MwO9LP7OuDfdyxKjXShhURETkWhjwickpCCDx6Uy7C/D0mvdbHQ4df3LIA7q485IeIZg6GPCJyWsG+7nhi8xIsTQmDRpi+JiM+CE9sXoJZYb7TWxwRkZ3xx1oiB1VS245PT15AY3svNAKICfbGuowYBPu627s0hxLo7Y5HvpyL+rYefHisCtXNXTBKiVBfD6xNj0JsiI+9SyQisguGPCIHU1rXjj+/fxKnq1rGvPbC7mIsmxuO+65Og5+nqx2qc1yhfh64fUWyvcsgInIYHK4lciCFVS343nP7TAY8ADBKic9O1+B7z+5DS2ffNFdHRETOhCGPyEF09Azg0dfyzDqRoaq5C796q2AaqiIiImfFkEfkID46XoW2bvOP6jpe3oyi6lYbVkRERM6MIY/IAUgpsS2vXHG7LRa0ISKimcEhQ54Q4hkhhBz6L8ne9RDZWlefHlXNXYrbFV1gTx4REZnmcCFPCLEJwF0AOu1dC9F06RuYfB6eNdsREZH6OVTIE0KEAHgawGsA8u1cDtG08XbXYZy9fCfky21UiIhoHA4V8gD8Y+jxXrtWQTTN3HRaLEgKUdxu6ZxwG1RDRERq4DAhTwjxNQDXAbhHStlk53KIpt3G3DhF17toBK7KjLFRNURE5Owc4sQLIUQcgCcBvCilfHcK9xlviHeOpfckmi4LkkKRPSsYBaWNZl1/89IkBHi72bgqIiJyVnbvyRNCaAA8j8GFFvfbuRwiu9EIgZ/emI30uMBJr712QTzuWMkjvIiIaHxW6ckTQpQBUDLW9JKU8vah/38AwEoAG6SUps9yMpOUMmec+vIBZE/l3kTTwctNh1/ddhl2HKnAlrxylDeMXmSemRCE6xYkYNHsUAhhyVINIiKaKaw1XFsCoFfB9dUAIISYDeCXAJ6VUr5vpVqInJpOq8Gm3HhszIlDSW07Gjt6odUIRAd5IyLA097lERGRk7BKyJNSrrGw6TwAbgA2CyE2j3NN8VCPxfVSyncsfB8ipyOEQFKEH5Ii/OxdChEROSF7L7woA/DPcV7bACAcwOsA2oeuJSIiIiIz2DXkSSmPArjb1GtCiF0YDHk/llKem866iIiIiJyd3VfXEhEREZH1MeQRERERqZC95+SNS0q5yt41EBERETkr9uQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqRBDHhEREZEKMeQRERERqZCQUtq7BpsTQjR5eHgEzp07196lEBEREU2osLAQPT09zVLKoKncZ6aEvPMAfAGU2bkUtZkz9HjGrlXQdOHXe2bh13tm4dfbscQDaJdSJkzlJjMi5JFtCCHyAUBKmWPvWsj2+PWeWfj1nln49VYnzskjIiIiUiGGPCIiIiIVYsgjIiIiUiGGPCIiIiIVYsgjIiIiUiGuriUiIiJSIfbkEREREakQQx4RERGRCjHkEREREakQQx4RERGRCjHkEREREakQQx4RERGRCjHkEREREakQQx7ZlBDiGSGEHPovyd71kPUIIZKFED8UQnwqhKgUQvQLIeqEEO8KIVbbuz6yjBAiWgjxLyFEtRCiTwhRJoR4QggRYO/ayLqEEEFCiLuFEG8LIc4JIXqEEG1CiM+FEHcJIZgRnBw3QyabEUJsAvAegE4A3gCSpZTn7FsVWYsQ4lUANwM4DeBzAM0AUgBXLmAXAAAEH0lEQVRcA0AL4DtSyj/Zr0JSSgiRCGAfgFAA7wI4A2AhgNUAigAslVI22a9CsiYhxDcB/BVADYCdACoAhAG4AYAfgDcB3CQZFJwWQx7ZhBAiBMAJALsAhANYCYY8VRFCfA3AMSnlkUueXwngIwASQLyUssYO5ZEFhBAfAFgH4H4p5Z9HPP8HAA8A+LuU8pv2qo+sSwhxOQAvANuklMYRz4cDOAQgBsCNUso37VQiTRG7YslW/jH0eK9dqyCbkVI+d2nAG3p+NwbDvSuAJdNdF1lmqBdvHYAyAP93ycuPAugCcIcQwmuaSyMbkVJ+KqXcMjLgDT1fC+BvQ79cNe2FkdUw5JHVDfXwXAfgHg7tzFgDQ496u1ZBSgzPo/zQxId+B4C9ADwBLJruwsgu+G9YBRjyyKqEEHEAngTwopTyXXvXQ9Nv6O/AGgDdAD6zczlkvpShx7PjvF489Dh7GmohOxJCuAC4c+iXO+xZC02Ni70LIPUYWon1PAYXWtxv53LIDoQQbgBeAuAG4L+llC12LonM5zf02DbO68PP+09DLWRfvwaQBuB9KeUH9i6GLMeePBplaLsEqeC/F0c0fwCDCyz+ix/uzmGKX+9L76UF8AKApQBeA/C/0/X7ICLrEELcD+BBDK6svsPO5dAUsSePLlUCoFfB9dUAIISYDeCXAJ6VUr5vi8LIJiz6el9qKOC9COAmAP8BcDu3XXA6wz11fuO8Pvx86zTUQnYghLgPg9NtTgNYI6VstnNJNEUMeTSKlHKNhU3nYXCIbrMQYvM41xQLIQDgeinlOxa+D1nRFL7eFwkhdBgcor0JwMsA7pRSGqZ6X5p2RUOP4825Sx56HG/OHjkxIcR3AfwRwEkMBrx6O5dEVsCQR9ZSBuCf47y2AYN75b0OoH3oWlIBIYQrBnvurgXwbwCbL12ZSU5j59DjOiGE5pJ903wwOAzfDeCAPYoj2xFC/BCD8/COArhCStlo55LISrgZMtmcEGIXuBmy6gwtsngLwHoMBvxvMOA5N26GPPMIIR4G8HMA+QDWcYhWXRjyyOYY8tRJCPEsgK8BaATwFAZPuLjULinlrmksi6bAxLFmhQAuw+AeemcBLOHel+ohhPgqgOcAGAD8GaZXVpdJKZ+bxrLIijhcS0SWShh6DAbwyATX7bJ9KWQNUsoSIUQuBnt2rsJgL20NBifjP8ZV86oz/G9YC+C741yzG4NBkJwQe/KIiIiIVIj75BERERGpEEMeERERkQox5BERERGpEEMeERERkQox5BERERGpEEMeERERkQox5BERERGpEEMeERERkQox5BERERGpEEMeERERkQox5BERERGpEEMeERERkQox5BERERGpEEMeERERkQox5BERERGpEEMeERERkQox5BERERGp0P8HjwG5WT9Y9YcAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 304,
"width": 316
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"features_2d = df.loc[:, (\"x\", \"y\")]\n",
"labelv = df[\"label\"]\n",
"\n",
"plt.figure(figsize=(5, 5))\n",
"plt.scatter(features_2d.iloc[:, 0], features_2d.iloc[:, 1], color=samples_color(labelv));"
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"score: 96.00%\n"
]
}
],
"source": [
"from sklearn.svm import LinearSVC\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(features_2d, labelv, random_state=0)\n",
"\n",
"classifier = LinearSVC()\n",
"classifier.fit(X_train, y_train)\n",
"print('score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))"
]
},
{
"cell_type": "code",
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
]
},
{
"data": {