{ "cells": [ { "cell_type": "markdown", "id": "1903990f", "metadata": {}, "source": [ "# k-Nearest Neighbors (k-NN) Algorithm - Teaching Unit\n", "\n", "## Introduction\n", "\n", "The k-Nearest Neighbors (k-NN) algorithm is one of the simplest and most intuitive machine learning algorithms. It's a **lazy learning** algorithm that makes predictions based on the k closest data points in the feature space.\n", "\n", "### Key Concepts:\n", "- **Instance-based learning**: Uses stored instances to make predictions\n", "- **Non-parametric**: Makes no assumptions about the underlying data distribution\n", "- **Lazy learning**: No training phase - all computation happens during prediction\n", "- **Distance-based**: Uses distance metrics to find nearest neighbors\n", "\n", "### Applications:\n", "- Classification (predicting categories)\n", "- Regression (predicting continuous values)\n", "- Recommendation systems\n", "- Pattern recognition" ] }, { "cell_type": "code", "execution_count": 1, "id": "353c9752", "metadata": {}, "outputs": [], "source": [ "# Import necessary libraries\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.datasets import make_classification, make_blobs, load_iris, load_wine\n", "from sklearn.model_selection import train_test_split, cross_val_score\n", "from sklearn.neighbors import KNeighborsClassifier, KNeighborsRegressor\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n", "from sklearn.model_selection import GridSearchCV\n", "import pandas as pd\n", "from matplotlib.colors import ListedColormap\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "# Set style for better plots\n", "plt.style.use('default')\n", "sns.set_palette(\"husl\")\n", "np.random.seed(42)" ] }, { "cell_type": "markdown", "id": "7687b32a", "metadata": {}, "source": [ "## 1. How k-NN Works: The Intuition\n", "\n", "### The Basic Idea\n", "Imagine you're new to a neighborhood and want to know if it's safe. You might ask your k closest neighbors about their experience. If most of them say it's safe, you'd conclude it's probably safe.\n", "\n", "k-NN works similarly:\n", "1. **Store all training data** (no actual \"training\")\n", "2. **For a new point**: Find the k closest training points\n", "3. **For classification**: Take the majority vote of these k neighbors\n", "4. **For regression**: Take the average of these k neighbors\n", "\n", "### Key Parameters:\n", "- **k**: Number of neighbors to consider\n", "- **Distance metric**: How to measure \"closeness\" (Euclidean, Manhattan, etc.)\n", "- **Weighting**: Should closer neighbors have more influence?" ] }, { "cell_type": "code", "execution_count": 2, "id": "f899dd12", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "New point coordinates: [2 3]\n", "3 nearest neighbors belong to classes: [1 1 1]\n", "Predicted class: Class B (Class 1)\n", "Voting: [0 3]\n" ] } ], "source": [ "# Create a simple 2D dataset to visualize k-NN concept\n", "X_simple, y_simple = make_blobs(n_samples=50, centers=3, n_features=2, \n", " cluster_std=1.5, random_state=42)\n", "\n", "# Create a figure with subplots\n", "fig, axes = plt.subplots(1, 3, figsize=(18, 5))\n", "\n", "# Define colors for each class\n", "colors = ['red', 'blue', 'green']\n", "class_names = ['Class A', 'Class B', 'Class C']\n", "\n", "# Plot 1: Original dataset\n", "for i in range(3):\n", " mask = y_simple == i\n", " axes[0].scatter(X_simple[mask, 0], X_simple[mask, 1], \n", " c=colors[i], label=class_names[i], s=60, alpha=0.7)\n", "axes[0].set_title('Original Dataset', fontsize=14, fontweight='bold')\n", "axes[0].legend()\n", "axes[0].grid(True, alpha=0.3)\n", "\n", "# Plot 2: Show k=3 neighbors for a new point\n", "new_point = np.array([[2, 3]])\n", "axes[1].scatter(X_simple[:, 0], X_simple[:, 1], c=[colors[i] for i in y_simple], s=60, alpha=0.7)\n", "axes[1].scatter(new_point[0, 0], new_point[0, 1], c='black', s=200, marker='*', \n", " label='New Point', edgecolors='white', linewidth=2)\n", "\n", "# Calculate distances and find 3 nearest neighbors\n", "distances = np.sqrt(np.sum((X_simple - new_point) ** 2, axis=1))\n", "nearest_indices = np.argsort(distances)[:3]\n", "\n", "# Draw circles around nearest neighbors\n", "for idx in nearest_indices:\n", " circle = plt.Circle((X_simple[idx, 0], X_simple[idx, 1]), 0.3, \n", " fill=False, color='orange', linewidth=3)\n", " axes[1].add_patch(circle)\n", "\n", "axes[1].set_title('k=3 Nearest Neighbors', fontsize=14, fontweight='bold')\n", "axes[1].legend()\n", "axes[1].grid(True, alpha=0.3)\n", "\n", "# Plot 3: Show decision boundaries\n", "# Create a mesh to plot decision boundary\n", "h = 0.1\n", "x_min, x_max = X_simple[:, 0].min() - 1, X_simple[:, 0].max() + 1\n", "y_min, y_max = X_simple[:, 1].min() - 1, X_simple[:, 1].max() + 1\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "\n", "# Fit k-NN classifier\n", "knn = KNeighborsClassifier(n_neighbors=3)\n", "knn.fit(X_simple, y_simple)\n", "\n", "# Predict on the mesh\n", "Z = knn.predict(np.c_[xx.ravel(), yy.ravel()])\n", "Z = Z.reshape(xx.shape)\n", "\n", "# Plot decision boundary\n", "cmap_light = ListedColormap(['#FFAAAA', '#AAAAFF', '#AAFFAA'])\n", "axes[2].contourf(xx, yy, Z, alpha=0.4, cmap=cmap_light)\n", "axes[2].scatter(X_simple[:, 0], X_simple[:, 1], c=[colors[i] for i in y_simple], s=60, alpha=0.8)\n", "axes[2].set_title('Decision Boundaries (k=3)', fontsize=14, fontweight='bold')\n", "axes[2].grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Show the prediction for the new point\n", "prediction = knn.predict(new_point)\n", "neighbor_classes = y_simple[nearest_indices]\n", "print(f\"New point coordinates: {new_point[0]}\")\n", "print(f\"3 nearest neighbors belong to classes: {neighbor_classes}\")\n", "print(f\"Predicted class: {class_names[prediction[0]]} (Class {prediction[0]})\")\n", "print(f\"Voting: {np.bincount(neighbor_classes)}\")" ] }, { "cell_type": "markdown", "id": "17162f66", "metadata": {}, "source": [ "## 2. The Impact of k: Finding the Right Balance\n", "\n", "The choice of k is crucial in k-NN:\n", "- **Small k (k=1)**: More sensitive to noise, complex decision boundaries, prone to overfitting\n", "- **Large k**: Smoother decision boundaries, less sensitive to noise, but may underfit\n", "- **Rule of thumb**: Start with k = √n (where n is the number of training samples)\n", "- **Odd k**: Helps avoid ties in binary classification" ] }, { "cell_type": "code", "execution_count": 3, "id": "a3ced899", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimal k value: 2\n", "Best validation accuracy: 0.883\n" ] } ], "source": [ "# Visualize the effect of different k values\n", "k_values = [1, 3, 5, 15]\n", "fig, axes = plt.subplots(2, 2, figsize=(15, 12))\n", "axes = axes.ravel()\n", "\n", "# Create a more complex dataset\n", "X_complex, y_complex = make_classification(n_samples=200, n_features=2, n_redundant=0, \n", " n_informative=2, n_clusters_per_class=2, \n", " random_state=42)\n", "\n", "# Create mesh for plotting decision boundaries\n", "h = 0.02\n", "x_min, x_max = X_complex[:, 0].min() - 1, X_complex[:, 0].max() + 1\n", "y_min, y_max = X_complex[:, 1].min() - 1, X_complex[:, 1].max() + 1\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "\n", "colors_map = ListedColormap(['#FF6B6B', '#4ECDC4'])\n", "colors_scatter = ['#FF4757', '#2ED573']\n", "\n", "for i, k in enumerate(k_values):\n", " # Fit k-NN classifier\n", " knn = KNeighborsClassifier(n_neighbors=k)\n", " knn.fit(X_complex, y_complex)\n", " \n", " # Predict on mesh\n", " Z = knn.predict(np.c_[xx.ravel(), yy.ravel()])\n", " Z = Z.reshape(xx.shape)\n", " \n", " # Plot decision boundary\n", " axes[i].contourf(xx, yy, Z, alpha=0.6, cmap=colors_map)\n", " \n", " # Plot data points\n", " for class_idx in range(2):\n", " mask = y_complex == class_idx\n", " axes[i].scatter(X_complex[mask, 0], X_complex[mask, 1], \n", " c=colors_scatter[class_idx], s=30, alpha=0.8,\n", " label=f'Class {class_idx}')\n", " \n", " axes[i].set_title(f'k = {k}', fontsize=14, fontweight='bold')\n", " axes[i].legend()\n", " axes[i].grid(True, alpha=0.3)\n", "\n", "plt.suptitle('Effect of Different k Values on Decision Boundaries', \n", " fontsize=16, fontweight='bold', y=1.02)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Analyze performance for different k values\n", "k_range = range(1, 31)\n", "train_scores = []\n", "val_scores = []\n", "\n", "X_train, X_val, y_train, y_val = train_test_split(X_complex, y_complex, \n", " test_size=0.3, random_state=42)\n", "\n", "for k in k_range:\n", " knn = KNeighborsClassifier(n_neighbors=k)\n", " knn.fit(X_train, y_train)\n", " \n", " train_score = knn.score(X_train, y_train)\n", " val_score = knn.score(X_val, y_val)\n", " \n", " train_scores.append(train_score)\n", " val_scores.append(val_score)\n", "\n", "# Plot training vs validation accuracy\n", "plt.figure(figsize=(12, 6))\n", "\n", "plt.subplot(1, 2, 1)\n", "plt.plot(k_range, train_scores, 'bo-', label='Training Accuracy', linewidth=2, markersize=6)\n", "plt.plot(k_range, val_scores, 'ro-', label='Validation Accuracy', linewidth=2, markersize=6)\n", "plt.xlabel('k Value', fontsize=12)\n", "plt.ylabel('Accuracy', fontsize=12)\n", "plt.title('Training vs Validation Accuracy', fontsize=14, fontweight='bold')\n", "plt.legend()\n", "plt.grid(True, alpha=0.3)\n", "\n", "# Find optimal k\n", "optimal_k = k_range[np.argmax(val_scores)]\n", "plt.axvline(x=optimal_k, color='green', linestyle='--', alpha=0.7, \n", " label=f'Optimal k = {optimal_k}')\n", "plt.legend()\n", "\n", "# Plot the bias-variance tradeoff concept\n", "plt.subplot(1, 2, 2)\n", "complexity = 1 / np.array(k_range) # As k increases, complexity decreases\n", "bias = 0.1 + 0.3 * np.exp(-complexity * 10) # Simplified bias curve\n", "variance = 0.5 * complexity # Simplified variance curve\n", "total_error = bias + variance + 0.1 # Add some irreducible error\n", "\n", "plt.plot(k_range, bias, 'b-', label='Bias²', linewidth=2)\n", "plt.plot(k_range, variance, 'r-', label='Variance', linewidth=2)\n", "plt.plot(k_range, total_error, 'g-', label='Total Error', linewidth=2)\n", "plt.xlabel('k Value', fontsize=12)\n", "plt.ylabel('Error', fontsize=12)\n", "plt.title('Bias-Variance Tradeoff', fontsize=14, fontweight='bold')\n", "plt.legend()\n", "plt.grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(f\"Optimal k value: {optimal_k}\")\n", "print(f\"Best validation accuracy: {max(val_scores):.3f}\")" ] }, { "cell_type": "markdown", "id": "32e2cbda", "metadata": {}, "source": [ "## 3. Distance Metrics: How to Measure \"Closeness\"\n", "\n", "The choice of distance metric significantly affects k-NN performance:\n", "\n", "### Common Distance Metrics:\n", "\n", "1. **Euclidean Distance** (L2): √[(x₁-x₂)² + (y₁-y₂)²]\n", " - Most common, works well for continuous features\n", " - Sensitive to feature scales\n", "\n", "2. **Manhattan Distance** (L1): |x₁-x₂| + |y₁-y₂|\n", " - Less sensitive to outliers\n", " - Good for high-dimensional data\n", "\n", "3. **Minkowski Distance**: Generalization of Euclidean and Manhattan\n", " - p=1: Manhattan, p=2: Euclidean\n", "\n", "4. **Cosine Distance**: Measures angle between vectors\n", " - Good for text classification and high-dimensional sparse data" ] }, { "cell_type": "code", "execution_count": 4, "id": "b9f7bfb7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Effect of Feature Scaling on Distance Calculation\n", "==================================================\n", "Original data (different scales):\n", "Points: [[ 1. 100. ]\n", " [ 2. 150. ]\n", " [ 1.5 120. ]\n", " [ 10. 200. ]]\n", "Query: [ 2 130]\n", "\n", "Distances without scaling: [30.01666204 20. 10.0124922 70.45565982]\n", "Nearest neighbor index: 2\n", "\n", "Distances with scaling: [0.84113262 0.53097865 0.29794344 2.85217239]\n", "Nearest neighbor index: 2\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize different distance metrics\n", "fig, axes = plt.subplots(2, 2, figsize=(15, 12))\n", "\n", "# Create a simple dataset\n", "X_dist = np.array([[2, 3], [4, 2], [3, 6], [6, 4], [7, 7], [1, 1], [8, 2], [2, 7]])\n", "y_dist = np.array([0, 0, 1, 0, 1, 0, 0, 1])\n", "query_point = np.array([4, 5])\n", "\n", "distance_metrics = ['euclidean', 'manhattan', 'chebyshev', 'cosine']\n", "metric_names = ['Euclidean (L2)', 'Manhattan (L1)', 'Chebyshev (L∞)', 'Cosine']\n", "\n", "colors = ['red', 'blue']\n", "for idx, (metric, name) in enumerate(zip(distance_metrics, metric_names)):\n", " ax = axes[idx // 2, idx % 2]\n", " \n", " # Plot data points\n", " for class_idx in range(2):\n", " mask = y_dist == class_idx\n", " ax.scatter(X_dist[mask, 0], X_dist[mask, 1], \n", " c=colors[class_idx], s=100, alpha=0.7, \n", " label=f'Class {class_idx}')\n", " \n", " # Plot query point\n", " ax.scatter(query_point[0], query_point[1], c='black', s=200, \n", " marker='*', label='Query Point', edgecolors='white', linewidth=2)\n", " \n", " # Calculate distances\n", " if metric == 'cosine':\n", " from sklearn.metrics.pairwise import cosine_distances\n", " distances = cosine_distances([query_point], X_dist)[0]\n", " else:\n", " knn_temp = KNeighborsClassifier(n_neighbors=3, metric=metric)\n", " knn_temp.fit(X_dist, y_dist)\n", " distances, indices = knn_temp.kneighbors([query_point])\n", " distances = distances[0]\n", " \n", " # Find k=3 nearest neighbors\n", " if metric != 'cosine':\n", " knn_temp = KNeighborsClassifier(n_neighbors=3, metric=metric)\n", " knn_temp.fit(X_dist, y_dist)\n", " distances, indices = knn_temp.kneighbors([query_point])\n", " nearest_indices = indices[0]\n", " else:\n", " nearest_indices = np.argsort(distances)[:3]\n", " \n", " # Highlight nearest neighbors\n", " for i, idx in enumerate(nearest_indices):\n", " circle = plt.Circle((X_dist[idx, 0], X_dist[idx, 1]), 0.3, \n", " fill=False, color='orange', linewidth=3)\n", " ax.add_patch(circle)\n", " ax.annotate(f'{i+1}', (X_dist[idx, 0], X_dist[idx, 1]), \n", " xytext=(5, 5), textcoords='offset points', \n", " fontsize=12, fontweight='bold', color='orange')\n", " \n", " ax.set_title(f'{name}', fontsize=14, fontweight='bold')\n", " ax.legend()\n", " ax.grid(True, alpha=0.3)\n", " ax.set_xlim(0, 9)\n", " ax.set_ylim(0, 8)\n", "\n", "plt.suptitle('Comparison of Distance Metrics (k=3)', fontsize=16, fontweight='bold')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Demonstrate the effect of feature scaling on Euclidean distance\n", "print(\"Effect of Feature Scaling on Distance Calculation\")\n", "print(\"=\"*50)\n", "\n", "# Create a dataset with different scales\n", "X_scale = np.array([[1, 100], [2, 150], [1.5, 120], [10, 200]])\n", "query = np.array([[2, 130]])\n", "\n", "print(\"Original data (different scales):\")\n", "print(\"Points:\", X_scale)\n", "print(\"Query:\", query[0])\n", "\n", "# Calculate Euclidean distances without scaling\n", "distances_unscaled = np.sqrt(np.sum((X_scale - query) ** 2, axis=1))\n", "print(f\"\\nDistances without scaling: {distances_unscaled}\")\n", "print(f\"Nearest neighbor index: {np.argmin(distances_unscaled)}\")\n", "\n", "# Scale the data\n", "scaler = StandardScaler()\n", "X_scaled = scaler.fit_transform(X_scale)\n", "query_scaled = scaler.transform(query)\n", "\n", "# Calculate distances with scaling\n", "distances_scaled = np.sqrt(np.sum((X_scaled - query_scaled) ** 2, axis=1))\n", "print(f\"\\nDistances with scaling: {distances_scaled}\")\n", "print(f\"Nearest neighbor index: {np.argmin(distances_scaled)}\")\n", "\n", "# Visualize the scaling effect\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 6))\n", "\n", "# Unscaled data\n", "ax1.scatter(X_scale[:, 0], X_scale[:, 1], c='blue', s=100, alpha=0.7, label='Data Points')\n", "ax1.scatter(query[0, 0], query[0, 1], c='red', s=200, marker='*', label='Query Point')\n", "ax1.set_xlabel('Feature 1')\n", "ax1.set_ylabel('Feature 2')\n", "ax1.set_title('Original Data (Unscaled)', fontsize=14, fontweight='bold')\n", "ax1.legend()\n", "ax1.grid(True, alpha=0.3)\n", "\n", "# Scaled data\n", "ax2.scatter(X_scaled[:, 0], X_scaled[:, 1], c='blue', s=100, alpha=0.7, label='Data Points')\n", "ax2.scatter(query_scaled[0, 0], query_scaled[0, 1], c='red', s=200, marker='*', label='Query Point')\n", "ax2.set_xlabel('Feature 1 (Scaled)')\n", "ax2.set_ylabel('Feature 2 (Scaled)')\n", "ax2.set_title('Scaled Data', fontsize=14, fontweight='bold')\n", "ax2.legend()\n", "ax2.grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2e86fe9c", "metadata": {}, "source": [ "## 4. k-NN for Regression\n", "\n", "k-NN can also be used for regression tasks where we predict continuous values instead of classes.\n", "\n", "### Key Differences from Classification:\n", "- **Output**: Average (or weighted average) of k nearest neighbors' values\n", "- **Evaluation**: Use MSE, MAE, R² instead of accuracy\n", "- **Applications**: Price prediction, weather forecasting, stock prices" ] }, { "cell_type": "code", "execution_count": 5, "id": "4c9047cb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Regression Performance Comparison\n", "========================================\n", "\n", "Uniform k-NN:\n", " MSE: 0.0025\n", " MAE: 0.0425\n", " R²: 0.9576\n", "\n", "Weighted k-NN:\n", " MSE: 0.0045\n", " MAE: 0.0529\n", " R²: 0.9249\n" ] } ], "source": [ "# Demonstrate k-NN Regression\n", "np.random.seed(42)\n", "\n", "# Generate synthetic regression data\n", "def true_function(x):\n", " return 0.5 * x**2 + 0.3 * x + 0.1 * np.sin(10 * x)\n", "\n", "X_reg = np.linspace(0, 1, 50).reshape(-1, 1)\n", "y_reg = true_function(X_reg.ravel()) + np.random.normal(0, 0.1, 50)\n", "\n", "# Create test points for smooth curve\n", "X_test = np.linspace(0, 1, 200).reshape(-1, 1)\n", "y_true = true_function(X_test.ravel())\n", "\n", "# Compare different k values for regression\n", "k_values_reg = [1, 3, 10, 20]\n", "fig, axes = plt.subplots(2, 2, figsize=(15, 12))\n", "axes = axes.ravel()\n", "\n", "for i, k in enumerate(k_values_reg):\n", " # Fit k-NN regressor\n", " knn_reg = KNeighborsRegressor(n_neighbors=k)\n", " knn_reg.fit(X_reg, y_reg)\n", " \n", " # Predict on test set\n", " y_pred = knn_reg.predict(X_test)\n", " \n", " # Plot results\n", " axes[i].scatter(X_reg, y_reg, c='blue', alpha=0.6, s=50, label='Training Data')\n", " axes[i].plot(X_test, y_true, 'r-', linewidth=2, label='True Function')\n", " axes[i].plot(X_test, y_pred, 'g-', linewidth=2, label=f'k-NN (k={k})')\n", " axes[i].set_title(f'k-NN Regression (k={k})', fontsize=14, fontweight='bold')\n", " axes[i].legend()\n", " axes[i].grid(True, alpha=0.3)\n", " axes[i].set_xlabel('x')\n", " axes[i].set_ylabel('y')\n", "\n", "plt.suptitle('k-NN Regression with Different k Values', fontsize=16, fontweight='bold')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Demonstrate weighted vs unweighted k-NN regression\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 6))\n", "\n", "# Unweighted k-NN\n", "knn_uniform = KNeighborsRegressor(n_neighbors=5, weights='uniform')\n", "knn_uniform.fit(X_reg, y_reg)\n", "y_pred_uniform = knn_uniform.predict(X_test)\n", "\n", "# Weighted k-NN (distance-based weights)\n", "knn_weighted = KNeighborsRegressor(n_neighbors=5, weights='distance')\n", "knn_weighted.fit(X_reg, y_reg)\n", "y_pred_weighted = knn_weighted.predict(X_test)\n", "\n", "# Plot unweighted\n", "ax1.scatter(X_reg, y_reg, c='blue', alpha=0.6, s=50, label='Training Data')\n", "ax1.plot(X_test, y_true, 'r-', linewidth=2, label='True Function')\n", "ax1.plot(X_test, y_pred_uniform, 'g-', linewidth=2, label='k-NN Uniform')\n", "ax1.set_title('Unweighted k-NN (k=5)', fontsize=14, fontweight='bold')\n", "ax1.legend()\n", "ax1.grid(True, alpha=0.3)\n", "ax1.set_xlabel('x')\n", "ax1.set_ylabel('y')\n", "\n", "# Plot weighted\n", "ax2.scatter(X_reg, y_reg, c='blue', alpha=0.6, s=50, label='Training Data')\n", "ax2.plot(X_test, y_true, 'r-', linewidth=2, label='True Function')\n", "ax2.plot(X_test, y_pred_weighted, 'orange', linewidth=2, label='k-NN Weighted')\n", "ax2.set_title('Distance-Weighted k-NN (k=5)', fontsize=14, fontweight='bold')\n", "ax2.legend()\n", "ax2.grid(True, alpha=0.3)\n", "ax2.set_xlabel('x')\n", "ax2.set_ylabel('y')\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Calculate and display metrics\n", "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n", "\n", "print(\"Regression Performance Comparison\")\n", "print(\"=\"*40)\n", "\n", "for name, model in [('Uniform k-NN', knn_uniform), ('Weighted k-NN', knn_weighted)]:\n", " y_pred = model.predict(X_test)\n", " mse = mean_squared_error(y_true, y_pred)\n", " mae = mean_absolute_error(y_true, y_pred)\n", " r2 = r2_score(y_true, y_pred)\n", " \n", " print(f\"\\n{name}:\")\n", " print(f\" MSE: {mse:.4f}\")\n", " print(f\" MAE: {mae:.4f}\")\n", " print(f\" R²: {r2:.4f}\")" ] }, { "cell_type": "markdown", "id": "a3be7c17", "metadata": {}, "source": [ "## 5. Real-World Application: Iris Flower Classification\n", "\n", "Let's apply k-NN to the famous Iris dataset to classify flower species based on their measurements." ] }, { "cell_type": "code", "execution_count": 6, "id": "89a4200e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iris Dataset Overview\n", "==============================\n", "Number of samples: 150\n", "Number of features: 4\n", "Classes: ['setosa' 'versicolor' 'virginica']\n", "\n", "Class distribution:\n", "species\n", "setosa 50\n", "versicolor 50\n", "virginica 50\n", "Name: count, dtype: int64\n", "\n", "First 5 rows:\n", " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n", "0 5.1 3.5 1.4 0.2 \n", "1 4.9 3.0 1.4 0.2 \n", "2 4.7 3.2 1.3 0.2 \n", "3 4.6 3.1 1.5 0.2 \n", "4 5.0 3.6 1.4 0.2 \n", "\n", " species \n", "0 setosa \n", "1 setosa \n", "2 setosa \n", "3 setosa \n", "4 setosa \n" ] }, { "data": { "image/png": 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bAAAAAAAAAEgRkn0A7OXzDSVUJhJNzPh82V2enSoqpIICMxptIqGQ2a+iYuL9nHysdsunYwUAAAAAAACAYUj2AbCXxyM1NEh9fWb6yVgiEbP9mmsmHyUVq7xg0NwPBu0pL5n62am4WFq6VBoYGKpbOGzuh8NDdRsYkN761omn8JRiH2s4bEYFDi8vE8c6nmPHpGefNbeJGO9YR587Jx2r3YJB6cSJof+LXJZPxwoAAAAAAABMgjX7ANivqUnasUPq7JRqakZOQxmJmMcrKsx+iZT31FPmC/6TJ4e2TZsmlZdLZ52VeHl21c9Oa9dKTzwhHT9uRvANT0halpnCs6jI7BeP6LG+9JL5+2PHpEWLpOeek2bMMPtk6liHu+ce6e67pVdfHVqj8KyzzDp5n/pUfGWMPtajR02iz+WSZs40+zjhWO3W3i61tpo1C6MjFxsapBUrzFqDuSSfjhX5JRhkTVDEJxg0a/aWlZl4APGz+//M75cOHzbllZQkX56T+f1m+viKisk7mwHIP5O9Rxw7JnV1SdXVQ9egwyX7/kwcBQCAJEb2AUiFBQuk5mYT6Hd0SN3d5gKgu9vcLy422+P9cn7BAvOl/qFDIxN9krn/xz+aL7wSKW90/Y4fn3r97HT99dI555jRd6NHHkYi5vFzzpGuuy6+8hYskK691py7gwelU6dMAuzUKXP/j3802zOZKFm5Urr5ZukPfxgahRcOm/s33SR9+MPxlRPrWEMhZx2r3XbulNaskVpazAVuQYG5bWmRVq+Wdu3KdA3tk0/HivzR3i5t2SItW2ben5YtM/f37890zeA00dfKtddK//zP5pbXSnzs/j/bvl16z3uk2lrp0582t+95j/TTn9pZa2eIHmt1tbRwobnN1WMFkLjJ3iPuuUeaP1+qqpIWLza38+dL995rtif7/kwcBQDACCT7AKRGY6P0wAPSqlWmh10oZG5XrTKPNzbGX9Y990h795rfLWvsjyQ99tjQRcNU6jc4OPX62emee8you4k891z8x9reLj38sDRnjkkSFhWZkW5FReb+nDlme6YuiO65R3roIZPILCw0PwUFQ79HItL3vx/f8cY61uhISCccq93a26XNm00iva5Omj3bjHKdPdvc9/ulTZty43jz6ViRP0hgI16jXytuN6+VeNn9f7Zxo+mktHevmSrc5TK3e/dKN94o3X57ao4jE/LpWAEkbrL3iIsumrhD59VXJ/f+TBwFAMAYTOMJIHXq683PunVD03ZMZcqpu+82FwaFhUPJvehUj9HfBwaku+6Kf8rH4fVbv945037YfaytrWZKlfPOM2Wce6505pnS9OnmfiRiRjO2tmZmxFus442yLHPRFu/xjj7W+fNNktntNhefmT5Wu0WPt64u9rmrqcmd482nY0V+GJ3AHv66njXLTCe9aZMZMcRrOr+Nfq24XGYGgtmzzQgJXivjs/v/bPt26c47TVxSVmbiC4/HtMe0aWZd4K1bpSVL4p+BwalGH+voKe9z6VgBJG6y94jjx6Xf/97cH32dF72effRRae5cM+Iv0fdn4igAAGJiZB+A1It+ETKVRNqxY2Ydt+Gj+KSxv1uWmarx2LGp1a+sLPOJPruPNRg0a5uVlAyV4XKZBJrLNVReSYm0e7fZP53GO97h4j3e8Y61sNAZx2q3WMc7Wq4cbz4dK/JHNIE9et1YaSiB3dNj9kN+47UydXafu23bzHqxsT6Pop9D/f1mv2yXT8cKIHGTvUeEQiPvj94efez48am9P/PZCABATCT7ADhbV9fIkW3jiY5S6+pKT71Swe5jDQTMRZjXO/F+Xq/ZLxBIrL7JsvN4nX6sdsun482nY0V+IIGNePFamTq7z53fL+3bF3smguHlFRZKTz5p9s9W+XSsABI32XtEODxy7fnR69APd/Jk7Pffid6f+WwEAGBcJPsAOFt19VCyZyLRpFF1dXrqlQp2H6vPN5QAmUg0keLzJVbfZNl5vE4/Vrvl0/Hm07EiP5DARrx4rUyd3eeup8es7+x2T7yf22326+lJrL5Okk/HCiBxk71HRNfnG8/oa79Tp2LvN977M5+NAACMi2QfgLGCQenECft6wR0/Lr3yirlN1IwZ0llnmYuC8ZJC0W1nn232T5Sdx5tMWeMd6+jf4z1Wj0dqaDDrqkTLGBw0Fz2Dg0Pl9fVJ11wztWlM/X4zFedUenXb2baxjjVWWckcq5Ok+njtfg9IRr61LXIfCWzEi9fK1Nl97ioqzDTow6emiyUUMvtVVCRWXyfJp2MFkLjJ3iNck3zNOHo0XlFR7P3Ge3/msxEAgHGR7AMwpL1d2rJFWrZMuvZac7tli7R//9TKu+ceaf58ac4c6eabze38+dK99yZWzmc/ay4aBgfHftkfiZjHXS5p3brEyrXzeO0qK3qsAwMm0RIMjv09kWNtajIXZM89J/3qV9LPfmZ+/9nPzP3nnjPbm5oSq+f27dJ73mNG2y1caG7f8x7ppz+d2vHa0bbRY+3sjF1WZ+fUjtWpUnG8dr8H2CXf2ha5jQQ24sVrZersPnfFxdLSpSYOm6i8gQHprW81+2erfDpWAImb7D3C5Rp//fnRpk2L/f470fszn40AAIyLZB8AY+dOac0aqaXFTHVRUGBuW1qk1aulXbsSK2/lSpPg+8MfhqbyCIfN/Ztukj784fjLuukm6YMfNBcKAwPmZ3Bw6HfLMts/9anMHK+dZd10k0meTWTRoviPdcEC6ZxzpNdeM1OuhELm4icUMvdfe80kYOvr46/jxo2mfffuHUo+DgyY+zfeKN1+e/xl2dm2CxZIzc3mArSjQ+ruNqNJu7vN/eJisz2RY3Uyu4/X7vcAO+Vb2yL3kcBGvHitTJ3d527tWjNKJNYXzNEvlr1es1+2y6djBZC4yd4jhk/xGWt79LHy8qm9P/PZCABATCT7AJjRPJs3m6kY6+qk2bNN4D17trnv90ubNsU/uueee6SHHjKBdmGh+XG7h36PRKTvfz+xEX4PPmjKPffcoalBXC5z/557zPZMHK/d5277dungQZNoGd0L0rLM43/4Q/wj6LZvl/77v8359/mGyi0oMPfdbum//iux8u680yTiyspMkmXaNHNbVmYe37o1sRF+drZtY6P0wAPSqlXm+AYHze2qVebxxsb4y8oGdh2v3a/jVMi3tkVuI4GNeMV6rfj9vFbiYff/2fXXSxs2mFj2xAnTDsGguT1xwjy+YYN03XWpPKr0iHWsJ0/m5rECSNxk7xFFRdJFFw11Ch3dodPlkq6+2izpMJX3Z+IoAABiKsh0BQA4QGurGeVVVxc7wVRTY4Lm1tb4Aua77zaj+AoLx09YDQxId92V2Gi8T33K/Bw7JnV1makjp7JGn53Ha/e527bNrC9QXm7+Phw2o/DcbnNRFImYC6ht2+L7giVaXlmZKc+yhhJz0V6VyZQ3+nhLShIrL8qutpXMea6vl9avNyPTfL7cnr7FjuO1+3WcKvnWtshtjY1Sba35v9q927y3+nymF3pTE19QYcjw10pbm4kLfD5p+XJeK5Ox+//sttukJUtMnLNv31C8e9llZqRLLiW/hh/rk0+aL+oLC6Urrsi9YwWQuHjeI+6911zzHzxorjtdLrMW+7p15tpv//6pvz8TRwEAMIYViYw3yXVu6uvrU2lpqXp7e1VSUmJ7+eFwWIcPH1ZVVZVcky1MjJSiLeIUDJp1uQIBM4pnPN3dJnjes2fiL9ePHZOqqoa+/JAUdrl0ePFiVT39tFzRKT2jPfoOH556Umcq7Dxeu8+d32+SXAMDE69/4vebc9vVNfl+o8oLu1w6vGiRqp57bqgtkigvqfrlOce8R9n9Os5Co9si1bFCriCmslEw6OgEdl61hcOFT53S4a4uVVVXy1VUlOnqZBeb/8/CfX06/MorqqqtlSvXPyv8ftMpqKLCkbEd71HOMbwt/H4/8VScsj6mmuw9YrIOncm+P6c4juI9Jnmcw+Rw/pLHOUwO5y95yZzDROIERvYB+S4QML3gvN6J9/N6zX6BwMQBdFeX6bU30ULcktkeiZj905nss/N47T53PT2mR+TwNQ5icbvNfj09E3/h4vTy4Ax2v44BJM7j4f8K8fF4zGcrr5fE2f1/VlxsOrjlQ6xTXJwfxwlgaiZ7j5gxY+Jr/mTfn4mjAACQxJp9SFYwaKbsCwYzXRNMlc839CX+RKLJAJ9v4v2qq4cSecPFum9ZZv90inW8g4NmjYHBwaHH4jleu89dRYWZ4jQUmni/UMjsV1GReHnRaUGjo/qSLS+Z+mWbXH2/s/t1DAAAAAAAACCtSPZhatrbpS1bzNRv115rbrdsMXOuI7t4PFJDg9TXNzYhFxWJmO3XXDN5j7kZM8xC25HIUGJpYGDkbThstp99dnpH9Ukjj7e7W/r1r6X/+R/p0UfN7a9/bR6P53jtPnfFxdLSpeY8TVTewID01rdO3sN6eHmnTplFy48eNdOsHD1q7p86NbXy7Khftsj19zu7X8cAAAAAAAAA0opkHxK3c6e0Zo3U0mKmcysoMLctLdLq1dKuXZmuIRLV1GRGYXV2xh6B19lptjc1xVfeZz9rRu0NDo4dBRYKmcctyyzMnQlNTeY1+9vfmqRXdJRbOGzu//a3Zns8x2v3uVu71oyeipV4iSZcvF6zX7zlSebvBgZGbhsYMI8P3y/d9XO6fHm/s/t1DAAAAAAAACBtSPYhMe3t0ubNZmRQXZ00e7ZUXm5u6+rM45s25c6Il3yxYIHU3GxGYnV0mJFtx4+b244O83hzs1RfH19573rXyBF70eTB8CTC/9/encdHVd3/H39P9sQkLJEQkECwIJsskVQNiIAoNmrRoIjWr2IBqTuSumLdF9C6IGKxWr7gzreWhlKLBezXBFpQFoMgUWQJRvxCEcoWAgnJ3N8f9zeTDJlkZjIzmTuZ1/PxyCOZe8+ce+ace+d+cs+957RvL40YEbCP4JPt281OPUmKijJ/bLa6vyVz/Y4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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Optimal k value: 9\n", "Cross-validation accuracy: 0.981\n", "Test accuracy: 0.956\n", "\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " setosa 1.00 1.00 1.00 15\n", " versicolor 0.88 1.00 0.94 15\n", " virginica 1.00 0.87 0.93 15\n", "\n", " accuracy 0.96 45\n", " macro avg 0.96 0.96 0.96 45\n", "weighted avg 0.96 0.96 0.96 45\n", "\n", "\n", "Prediction Example:\n", "====================\n", "New flower measurements: [5. 3. 1.5 0.2]\n", "Predicted species: setosa\n", "Prediction probabilities:\n", " setosa: 1.000\n", " versicolor: 0.000\n", " virginica: 0.000\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "PCA explained variance ratio: [0.92461872 0.05306648]\n", "Total variance explained: 0.978\n" ] } ], "source": [ "# Load and explore the Iris dataset\n", "iris = load_iris()\n", "X_iris = iris.data\n", "y_iris = iris.target\n", "feature_names = iris.feature_names\n", "target_names = iris.target_names\n", "\n", "# Create a DataFrame for easier manipulation\n", "iris_df = pd.DataFrame(X_iris, columns=feature_names)\n", "iris_df['species'] = [target_names[i] for i in y_iris]\n", "\n", "print(\"Iris Dataset Overview\")\n", "print(\"=\"*30)\n", "print(f\"Number of samples: {len(iris_df)}\")\n", "print(f\"Number of features: {len(feature_names)}\")\n", "print(f\"Classes: {target_names}\")\n", "print(f\"\\nClass distribution:\")\n", "print(iris_df['species'].value_counts())\n", "\n", "# Display first few rows\n", "print(\"\\nFirst 5 rows:\")\n", "print(iris_df.head())\n", "\n", "# Visualize the dataset\n", "fig, axes = plt.subplots(2, 3, figsize=(18, 12))\n", "\n", "# Pairwise scatter plots\n", "feature_pairs = [(0, 1), (0, 2), (0, 3), (1, 2), (1, 3), (2, 3)]\n", "colors = ['red', 'blue', 'green']\n", "\n", "for idx, (i, j) in enumerate(feature_pairs):\n", " ax = axes[idx // 3, idx % 3]\n", " \n", " for class_idx in range(3):\n", " mask = y_iris == class_idx\n", " ax.scatter(X_iris[mask, i], X_iris[mask, j], \n", " c=colors[class_idx], alpha=0.7, s=50,\n", " label=target_names[class_idx])\n", " \n", " ax.set_xlabel(feature_names[i])\n", " ax.set_ylabel(feature_names[j])\n", " ax.set_title(f'{feature_names[i]} vs {feature_names[j]}')\n", " ax.legend()\n", " ax.grid(True, alpha=0.3)\n", "\n", "plt.suptitle('Iris Dataset: Pairwise Feature Relationships', fontsize=16, fontweight='bold')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Train k-NN classifier and evaluate performance\n", "X_train, X_test, y_train, y_test = train_test_split(X_iris, y_iris, \n", " test_size=0.3, random_state=42, \n", " stratify=y_iris)\n", "\n", "# Find optimal k using cross-validation\n", "k_range = range(1, 21)\n", "cv_scores = []\n", "\n", "for k in k_range:\n", " knn = KNeighborsClassifier(n_neighbors=k)\n", " scores = cross_val_score(knn, X_train, y_train, cv=5, scoring='accuracy')\n", " cv_scores.append(scores.mean())\n", "\n", "# Plot cross-validation scores\n", "plt.figure(figsize=(12, 6))\n", "\n", "plt.subplot(1, 2, 1)\n", "plt.plot(k_range, cv_scores, 'bo-', linewidth=2, markersize=8)\n", "plt.xlabel('k Value')\n", "plt.ylabel('Cross-Validation Accuracy')\n", "plt.title('Optimal k Selection')\n", "plt.grid(True, alpha=0.3)\n", "\n", "optimal_k = k_range[np.argmax(cv_scores)]\n", "plt.axvline(x=optimal_k, color='red', linestyle='--', alpha=0.7, \n", " label=f'Optimal k = {optimal_k}')\n", "plt.legend()\n", "\n", "# Train final model with optimal k\n", "knn_final = KNeighborsClassifier(n_neighbors=optimal_k)\n", "knn_final.fit(X_train, y_train)\n", "\n", "# Make predictions\n", "y_pred = knn_final.predict(X_test)\n", "\n", "# Plot confusion matrix\n", "from sklearn.metrics import confusion_matrix\n", "cm = confusion_matrix(y_test, y_pred)\n", "\n", "plt.subplot(1, 2, 2)\n", "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', \n", " xticklabels=target_names, yticklabels=target_names)\n", "plt.title('Confusion Matrix')\n", "plt.xlabel('Predicted')\n", "plt.ylabel('Actual')\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Print detailed results\n", "print(f\"\\nOptimal k value: {optimal_k}\")\n", "print(f\"Cross-validation accuracy: {max(cv_scores):.3f}\")\n", "print(f\"Test accuracy: {accuracy_score(y_test, y_pred):.3f}\")\n", "print(\"\\nClassification Report:\")\n", "print(classification_report(y_test, y_pred, target_names=target_names))\n", "\n", "# Demonstrate prediction on new data\n", "print(\"\\nPrediction Example:\")\n", "print(\"=\"*20)\n", "new_flower = np.array([[5.0, 3.0, 1.5, 0.2]]) # Example measurements\n", "prediction = knn_final.predict(new_flower)\n", "probabilities = knn_final.predict_proba(new_flower)\n", "\n", "print(f\"New flower measurements: {new_flower[0]}\")\n", "print(f\"Predicted species: {target_names[prediction[0]]}\")\n", "print(\"Prediction probabilities:\")\n", "for i, prob in enumerate(probabilities[0]):\n", " print(f\" {target_names[i]}: {prob:.3f}\")\n", "\n", "# Visualize decision boundaries for 2D projection\n", "# Use the two most informative features\n", "from sklearn.decomposition import PCA\n", "\n", "# Apply PCA to reduce to 2D for visualization\n", "pca = PCA(n_components=2)\n", "X_pca = pca.fit_transform(X_iris)\n", "\n", "# Train k-NN on 2D data\n", "knn_2d = KNeighborsClassifier(n_neighbors=optimal_k)\n", "knn_2d.fit(X_pca, y_iris)\n", "\n", "# Create mesh for decision boundary\n", "h = 0.02\n", "x_min, x_max = X_pca[:, 0].min() - 1, X_pca[:, 0].max() + 1\n", "y_min, y_max = X_pca[:, 1].min() - 1, X_pca[:, 1].max() + 1\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "\n", "# Predict on mesh\n", "Z = knn_2d.predict(np.c_[xx.ravel(), yy.ravel()])\n", "Z = Z.reshape(xx.shape)\n", "\n", "# Plot decision boundaries\n", "plt.figure(figsize=(12, 8))\n", "colors_map = ListedColormap(['#FFAAAA', '#AAAAFF', '#AAFFAA'])\n", "plt.contourf(xx, yy, Z, alpha=0.6, cmap=colors_map)\n", "\n", "# Plot data points\n", "for class_idx in range(3):\n", " mask = y_iris == class_idx\n", " plt.scatter(X_pca[mask, 0], X_pca[mask, 1], \n", " c=colors[class_idx], s=60, alpha=0.8,\n", " label=target_names[class_idx], edgecolors='black', linewidth=0.5)\n", "\n", "plt.xlabel(f'First Principal Component\\n({pca.explained_variance_ratio_[0]:.1%} variance)')\n", "plt.ylabel(f'Second Principal Component\\n({pca.explained_variance_ratio_[1]:.1%} variance)')\n", "plt.title(f'Iris Classification Decision Boundaries (k={optimal_k})', fontsize=14, fontweight='bold')\n", "plt.legend()\n", "plt.grid(True, alpha=0.3)\n", "plt.show()\n", "\n", "print(f\"\\nPCA explained variance ratio: {pca.explained_variance_ratio_}\")\n", "print(f\"Total variance explained: {sum(pca.explained_variance_ratio_):.3f}\")" ] }, { "cell_type": "markdown", "id": "1242e033", "metadata": {}, "source": [ "## 6. Advantages and Disadvantages of k-NN\n", "\n", "### ✅ Advantages:\n", "\n", "1. **Simple and Intuitive**: Easy to understand and implement\n", "2. **No Training Period**: Just stores the data (lazy learning)\n", "3. **Versatile**: Works for both classification and regression\n", "4. **Non-parametric**: Makes no assumptions about data distribution\n", "5. **Naturally Handles Multi-class Problems**: No need for special techniques\n", "6. **Local Decision Making**: Can capture complex patterns locally\n", "\n", "### ❌ Disadvantages:\n", "\n", "1. **Computational Cost**: Expensive at prediction time (O(n) for each prediction)\n", "2. **Memory Requirements**: Must store all training data\n", "3. **Sensitive to Irrelevant Features**: All features are considered equally\n", "4. **Curse of Dimensionality**: Performance degrades in high-dimensional spaces\n", "5. **Sensitive to Feature Scales**: Requires normalization/standardization\n", "6. **Sensitive to Local Structure**: Can be affected by noisy data\n", "7. **Choosing k**: Optimal k selection can be challenging" ] }, { "cell_type": "code", "execution_count": 7, "id": "a7d947bf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Demonstrating the Curse of Dimensionality\n", "=============================================\n" ] }, { "data": { "image/png": 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", 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888+nOvfjjz/y9ttvu/29ZMc999zj+hl+/fXXvPvuu5w9exaAa6+9lnr16uXJ64pI9ihREpFLtnLlStenx0eOHKFt27YcPnzYdX/VqlWxzJrIVLf9+/dn+dy1a9d2faqanTeAF/P39+epp54CzBTA6Ohot59j8ODBro0lASZMmMC3336b5jqn08nChQvZt28fkHqz04iICL7++mtXe+/evWzcuNHVzs/9WObPn+86joqKSvUJdpMmTVzHKd+U7t6927WJ69GjR5k3b16Gz3/xm+eLf+aRkZEkJia62t26deOyyy7Dx8eHXbt2pZoSltlzu/u7TPkzXrFiBSdOnHC1Fy1aRHx8fLrX5kTKN/etW7emYcOG+Pv7ExMT45pilVseeOAB13FsbCzdunVLd1TlxIkTvPHGGwAULVqUK664wnXfhx9+SGxsrKt98YcB+dU/N2zYkOrvwuLFi1P9XlL2z4ykjPXo0aPcd999PPTQQ6lud999N+Hh4ak2ho6Li6N3796uflW3bl3XfWPGjGHXrl3Z/j6y208rVKjAXXfdBZi/H+PGjXPdN2jQoGy/nojkDU18FZFLVrlyZVasWEHLli05c+YM+/bto23btqxfvz7VOpCcevLJJ1mwYEGOpyn17t2bF154gZ07d+bo8WFhYbz55pv0798fMCMiN910EzfffDPXXXcd/v7+qTac/fnnnwGzzmPy5MmuN61dunRh8ODBBAcHM3/+fNcbQD8/P0aOHJmj2HJiwoQJ/PHHH1SpUoUPP/wwVcKQcrPWlG9Ko6KiaNy4Mddccw1r165NM2UppYunBPbu3ZtmzZrh4+NDv379CAsLo2TJkq7pXw8++CA///wz586dY86cOZlOV6tUqRJ///03AHPmzCEoKIiQkBAuv/xyOnfunOn3PWrUKD799FPX99O0aVN69uzJ6dOnmTVrluu68PBw15vXnKpdu7Zr1O29997D4XAQEhLC0qVL2b179yU998Xuvvtuli9fzsqVKwGzRqdGjRquDWejo6P55Zdf+Prrr6lTpw7Dhw8HYPTo0a4PIfbu3cu1115Lp06d2LdvHwsXLnQ9f9OmTV3r5PJafHw8zZs3p1+/fpw9e5aZM2e67itZsiTdunXL8jnGjh3L8uXLsSyLXbt20aBBA7p06ULZsmU5deoU27dvZ8OGDZQvX54ePXq4Hvf444+zbds2wIzUbdy4kSFDhvDJJ58QExND7969+fHHHwkICMgyhpT/Bo4fP86gQYOoV68eDoeD4cOHExwc7Lp/5MiRfPDBBwCuZDU4ODjVGi8RsYkdFSRExLtlVNVsw4YNVlBQkOt848aN01SKyu5z7tixI9X9o0ePTnU/2ah6l9Knn36a5vHZrXqXZNGiRenu8XLx7eeff3Y9Zs2aNan2Z7n45ufnl2ZfmcyqzV28OWdKGVUBu/hn26FDh3Rj6dixY6oKYdHR0dbll1+e5jqHw2G1bds23T5gWaa8ccrqfClvmzdvtizLsp5//vl072/QoEGqvXku/h5fffXVdB/XoUOHLH8OlmVZ06ZNy3QfpdDQUGvLli3Z+rlm9rvasGFDuvstFStWzOrSpUuGFdEy6t9ZOXfunDVw4MAs++YVV1yR6nEPPPBAptdXr149VRW6zGK8+N/gt99+67rv4v2FUj5nyj593XXXpSqpn3Tz8fGxli5dmiqOzH4v06dPz3QfpYt/9qtXr05VUvyLL76wLMtsjBwaGuo6P2bMGNdjMqtsd+TIEatIkSLpvm56m8deffXVqa65uBS5iNhDU+9EJNe0aNGCDz74wLWmaOvWrdxxxx05Whd0sccee4zixYvn+PEdO3bkuuuuu6QYevXqxb59+/jf//5HmzZtKFeuHAEBAZQuXZpGjRoxZMgQvv76axo2bOh6TOvWrdmxYwejRo2ibt26BAcHExgYSNWqVRk4cCBbtmxh8ODBlxSXuz7++GOefvppLr/8cgICAqhatSpPPfUUS5cuTbXmJjg4mG+++YYuXboQEhJCkSJFuOGGG1i9ejV9+vTJ8PkDAwP58ssvadeuXYaVwsaNG8cbb7xBrVq18Pf3p3z58gwbNox169almuZ4seHDhzNp0iSqV6+eozUwY8eOZdOmTfTu3Zvw8HACAgIoUqQIDRs2ZNy4cezYsYPGjRu7/bwXa9GiBStXrqRZs2YEBgZSokQJbrvtNjZt2pSqf+SWokWLMnv2bLZu3crw4cNp1KgRJUqUwN/fn8suu4zmzZszefJkPvroo1SPe/XVV1mxYgV33nknFSpUwM/Pj2LFitGkSROeeeYZfv755zTV7PJS7dq1+emnn+jatSulSpUiODiY5s2bs3LlSldhl+wYOXIkW7ZsYciQIdSoUYOgoCCKFi1KzZo1ueWWW3j11Vdd1QdPnjxJ//79XQVLhg4dym233QaY0eR3333X9bwvv/wyq1atyvL1y5cvz2effUbz5s0pWrRoltePGDEiVTu//yaISPoclpXD2qIiIuIV5syZk2q9g/7siye58cYbWbduHWCmq86ZM8fegGzw/fffu9ZWVa5cmf3792dYKERE8o/WKImIiIjks9jYWH744QdOnz6dqqLn/fffryRJxEMoURIRERHJZ0ePHqV169apztWoUSPNNDwRsY/WKImIiIjYKDQ0lF69erFmzZpsrWkSkfyhNUoiIiIiIiIX0YiSiIiIiIjIRZQoiYiIiIiIXKTAF3NwOp0cPnyY4sWLq4qMiIiIiEghZlkWZ8+epWLFivj4ZD5mVOATpcOHDxMeHm53GCIiIiIi4iEOHDjAZZddluk1BT5RKl68OGB+GBntEJ+bnE4nx48fJzQ0NMssVSSJ+o3klPqO5IT6jeSE+o3klCf1naioKMLDw105QmYKfKKUNN0uJCQk3xKl2NhYQkJCbO8I4j3UbySn1HckJ9RvJCfUbySnPLHvZGdJjmdEKiIiIiIi4kGUKImIiIiIiFxEiZKIiIiIiMhFCvwapeywLIuEhAQSExMv+bmcTifx8fHExsZ6zBxM8XyFtd/4+vri5+en0v0iIiLicWxNlNavX8/UqVPZunUrR44cYdmyZdx5550AxMfHM2HCBL788kv27t1LiRIlaNu2Lc8//zwVK1bMtRji4uI4cuQI0dHRufJ8lmXhdDo5e/as3vxJthXmflOkSBEqVKhAQECA3aGIiIiIuNiaKJ0/f54rrriCQYMGcdddd6W6Lzo6mm3btjFx4kSuuOIKTp8+zahRo+jYsSNbtmzJldd3Op3s27cPX19fKlasSEBAwCW/SU0andKn5OKOwthvLMsiLi6O48ePs2/fPmrWrFmoRtNERETEs9maKN16663ceuut6d5XokQJVq1alerca6+9RtOmTfn333+pXLnyJb9+XFwcTqeT8PBwihQpcsnPB4XzDa9cusLab4KDg/H39+eff/4hLi6OoKAgu0MSERERAbxsjVJkZCQOh4OSJUtmeM2FCxe4cOGCqx0VFQWY0SOn05nqWqfTiWVZOBwOLMvKtTiTnis3n1MKvsLab5L+/aX3b1SylvR3TD87cYf6jeSE+o3klCf1HXdi8JpEKTY2lkcffZTevXtnunHslClTeOqpp9KcP378OLGxsanOxcfH43Q6SUhIICEhIVfitCzLVRSiMI0MyKUpzP0mISEBp9PJyZMn8ff3tzscr+N0OomMjMSyLE1dlGxTv5GcUL+RnPKkvnP27NlsX+sViVJ8fDw9e/bE6XTy5ptvZnrt+PHjGTNmjKsdFRVFeHg4oaGhaRKs2NhYzp49i5+fH35+ufuj0Bs+yYnC2G/8/Pzw8fGhTJkymnqXA06nE4fDQWhoqO3/+Yj3UL+RnFC/kZzypL7jznsNj0+U4uPj6d69O/v27WPNmjWZjiYBBAYGEhgYmOa8j49Pml+Mj48PDofDdcsNSVP5wL6RAYfDkaqCoKRVtWpVRo0axahRozK8Ji4ujnr16jF37lyaN2+ep/F4Qr/Jba+//jpff/01y5cvz/S6pH9/6f0blezRz09yQv1GckL9RnLKU/qOO6/v0b08KUn666+/WL16NWXKlLE7JI8wcODATJOgI0eOZFgkw2779+/H4XCwfft2u0PJ0rvvvkuVKlVSJUkpE+tixYpxxRVXMGfOnFSP69atGzfeeCM1a9ZkypQpeRrjjh07aNWqFcHBwVSqVImnn3460zVOa9euTfU9pLxt3rw51bVz5syhUaNGBAUFUb58eUaMGOG6L+n3ePFtxYoVrmuGDRvG5s2b2bhxY+5/4yIiIiJ5zNYRpXPnzvH333+72vv27WP79u2ULl2aihUr0rVrV7Zt28bnn39OYmIiR48eBaB06dLacyUT5cuXtzsE15qbnE5pjIuLs/13/NprrzFp0qQ052fPns0tt9zC+fPnWbx4MYMGDaJChQq0b98egAULFhAYGMjBgwdp3Lgx48ePz5P4oqKiaNeuHa1bt2bz5s38+eefDBw4kKJFizJ27Nh0H9OsWTOOHDmS6tzEiRNZvXo1TZo0cZ176aWXePHFF5k6dSrXXnstsbGx7N27N83zrV69mvr167vapUuXdh0HBgbSu3dvXnvtNVq0aHGp366IiIhI/rJs9O2331pAmtuAAQOsffv2pXsfYH377bfZfo3IyEgLsCIjI9PcFxMTY/3+++9WTExMOvdlfLtwIeNro6OdVlRUnBUd7czy2qSbuwYMGGB16tQpw/sBa9myZZZlWa6f40cffWTdeOONVnBwsNWoUSNr06ZNqR7z3XffWS1btrSCgoKsyy67zBo5cqR17tw51/3z58+3GjdubBUrVswqV66c1atXL+vYsWOu+5N+lytWrLAaN25s+fv7W2vWrEk3tpS3Vq1apfqennvuOatChQpWlSpVLMuyrIMHD1rdu3e3SpYsaZUuXdrq2LGjtW/fvjQ/i6lTp1rly5e3Spcubd1///1WXFyc65pjx45Zt99+uxUUFGRVrVrVWrBggVWlShXr5ZdfzvBnuHXrVsvHxydNv0n5s01SunRpa8yYManOnT9/3rrzzjutjz/+OMPXSMnpdFpxcXGW0+nM1vWWZVlvvvmmVaJECSs2NtZ1bsqUKVbFihWz/TxxcXFWWFiY9fTTT7vOnTp1ygoODrZWr16d4eOS+tXPP/+c6fOvXbvWCggIsKKjozO8JrN/h5K1xMRE68iRI1ZiYqLdoYgXUb+RnFC/kZzypL6TWW5wMVtHlG688cZMpwlldl9e69Yt4/uaNIEnn0xu9+0LKSqS43T6kjT9sUEDSDn7asgQ+K9iuctnn116vFl5/PHHmTZtGjVr1uTxxx+nV69e/P333/j5+bFjxw7at2/P5MmTmTlzJsePH2fEiBGMGDGC2bNnA2aEZ/LkydSuXZuIiAhGjx7NwIED+fLLL1O9ziOPPMK0adOoXr16umXcf/rpJ5o2beoaiUg5avTNN98QEhLCqlWrsCyL6OhoWrduTcuWLVm/fj1+fn4888wz3HLLLfz666+ux3777bdUqFCBb7/9lr///psePXpw5ZVXMmzYMMBMVTxw4ABr1qwhICCABx54gIiIiEx/XuvXr6dWrVqZrolLTEzko48+4tSpU6mKMOzevZsRI0bw+OOPc+ONN2b4+A0bNmQ5RfKxxx7jscceS/e+77//nlatWqVak9e+fXvGjx/P/v37qVatWqbPDbB8+XJOnDjBwIEDXedWrVqF0+nk0KFD1K1bl7Nnz9KsWTNefPFFwsPDUz2+Y8eOxMbGUrNmTUaPHk3Xrl1T3d+kSRPi4+P56aefaNWqVZbxiIiIiHgKjy/mILnjoYceokOHDgA89dRT1K9fn7///ps6deowdepUevfu7SpsULNmTaZPn06rVq146623CAoKYvDgwa7nql69OtOnT6dp06acO3eOYsWKue57+umnadeuXYZxhIaGAlCmTJk0UwSLFi3KjBkzXAnQrFmz8PHxYcaMGa4CB7Nnz6ZkyZKsXbuWm2++GYBSpUrx+uuv4+vrS506dejQoQPffPMNw4YN488//+Srr77ihx9+4NprrwVg5syZ1K1bN9Of1/79+6lYsWK69/Xq1QtfX19iY2NJTEykdOnSDB061HV/06ZNCQsL49FHHwVMIhccHJzmeZo0aeJaq2VlsOFsyqlsFzt69ChVq1ZNda5cuXKu+7KTKM2cOZP27dunSoD27t2L0+nkueee49VXX6VEiRJMmDCBdu3auRLUYsWK8dJLL9G8eXN8fHxYvnw5PXr0YO7cufTt29f1XEWLFqVkyZLs379fiZKIiIh4FSVKGVi6NOP7Li6WsWBB8rFlQUJC4n9veNNeO3Nm7sXojkaNGrmOK1SoAEBERAR16tRh69at/P333yxcuNB1jfXfpmD79u2jbt26/Pzzz0yaNInt27dz6tQp12Zd//77L/Xq1XM9LuU6F3c1bNgw1QhTUlzFixdPdV1sbCx79uxxtevXr4+vr2+q72/Hjh0A7Nq1Cz8/v1Rx1alTJ9NNiwFiYmIyLB/58ssv07ZtWw4cOMCYMWMYPXo0NWrUcN0fGRmZ9TcLBAcHux6XUaKUlYuvTRqFzc5zHDx4kJUrV7JkyZJU551OJ/Hx8UyfPt2VjL7//vuUL1+eb7/9lvbt21O2bFlGjx7tekyTJk04ffo0//vf/1IlSknfZ3R0dLa/JxERESk4LCv1zCtvokQpA+5s55LyWpMogZ8fpPde1a5tYlJODUt6E52U7DidTu655x4eeOCBNI+rXLky58+f5+abb+bmm29mwYIFhIaG8u+//9K+fXvi4uJSXV+0aNEcx3jxY51OJ40bN06VwCVJGpm6+HsD8/0lfW/uJA4plS1b1pVsXax8+fLUqFGDGjVqsHTpUq666iqaNGmSKmHMjkudele+fHlXgZMkSVMKk0aWMjN79mzKlClDx44dU51PSqRTfj+hoaGULVuWf//9N8Pnu+6665gxY0aa86dOnUr1+xIREZHCYe9eM0hQtCikmJzkNZQoCVdffTW//fZbqlGRlHbs2MGJEyd4/vnnXVO0tmzZkqPXShoxSkxMzFZcixcvJiwsLMv9szJSt25dEhIS2LJlC02bNgXMGqIzZ85k+rirrrqKt956K9X+RumpUaMGd911F+PHj+fTTz91K7ZLnXp3/fXX89hjj6WqEPj1119TsWLFNFPyLmZZFrNnz6Z///5pEs2kcui7d+/msssuA0yyc+LECapUqZLhc/7888+uJCvJnj17iI2N5aqrrso0HhERESlYZsyA5cvNIIK/v4NOnRyEhdkdlXs8eh8lyVhkZCTbt29Pdcvs0/7MjBs3ju+//57hw4ezfft2/vrrL5YvX87IkSMBM6oUEBDAa6+9xt69e1m+fDmTJ0/O0WuFhYURHBzMihUrOHbsWKbT1Pr06UPZsmXp1KkTGzZsYN++faxbt44HH3yQgwcPZuv1ateuzS233MKwYcP48ccf2bp1K0OHDk13zVBKrVu35vz58/z2229ZvsbYsWP57LPP3E4ek6beZXbLLFHq3bs3gYGBDBw4kJ07d7Js2TKee+45xowZ40q2fvrpJ+rUqcOhQ4dSPXbNmjXs27ePIUOGpHneWrVq0alTJx588EE2bdrEzp07GTBgAHXq1KF169YAzJ07l0WLFrFr1y52797NtGnTmD59uqvPJNmwYQPVq1fn8ssvd+tnIyIiIt6tZEmTJLVsCW++aVGmjH1F2nJKiZKXWrt2LVdddVWq2xNPPJGj52rUqBHr1q3jr7/+omXLllx11VVMnDjRNToQGhrKnDlzWLp0KfXq1eP5559n2rRpOXotPz8/pk+fzjvvvEPFihXp1KlThtcWKVKE9evXU7lyZbp06ULdunUZPHgwMTExbo0wzZ49m/DwcFq1akWXLl24++67CcviI40yZcrQpUuXdKf9Xaxhw4a0bds2xz//nCpRogSrVq3i4MGDNGnShPvvv58xY8YwZswY1zXR0dHs3r2b+Pj4VI+dOXMmzZo1y7Coxbx587j22mvp0KEDrVq1wt/fnxUrVqQafXrmmWdo0qQJ11xzDR988AGzZs1KtW4JzNqmpOqDIiIiUjBZFqxfDylXLXTsCFOnwiOP4HUjSUkclp01uPNBVFQUJUqUIDIyMs2b69jYWPbt20e1atUyXLjvrpwuyhfPs2PHDtq2bZtuQYncVhD7zc6dO7npppv4888/KVGiRIbX5cW/w8LE6XQSERFBWFgYPhdXjxHJgPqN5IT6jaRn924zze6PPyA8HF57DVLU2AI8q+9klhtcTGuURDLQsGFD/ve//7F//34aNmxodzhe5/Dhw8ybNy/TJElERES804kTMGcOrFtn2oGBcMMN4HSmTZS8lRIlkUwMGDDA7hC8VlJpcRERESk4YmPhww9h2TKIizNVntu0gf79IZOl1V5JiZKIiIiIiGTL9u2weLE5btAAhg6FglqzSYmSiIiIiIhkKDISkmbSX3st3HQTNG0K11+f/r6hBYUSJZI3JRWR/Kd/fyIiIp7pyBGYPRt++w3efddsHOtwwKhRdkeWPwp1opRU6jg6OjrLfXVEJG9ER0cDpNn4VkREROxx/ryZXvfZZ5CQYJKjX36BZs3sjix/FepEydfXl5IlSxIREQGYfXsutTRzQSzzLHmvMPYby7KIjo4mIiKCkiVL4ltQSuSIiIh4qcREWLkSFi6EqChz7uqrYcgQqFzZ3tjsUKgTJYDy5csDuJKlS2VZFk6nEx8fn0LzhlcuXWHuNyVLlnT9OxQRERF7xMXB2LGwf79ph4ebBKlxY1vDslWhT5QcDgcVKlQgLCyM+Pj4S34+p9PJyZMnKVOmjO0baon3KKz9xt/fXyNJIiIiHiAgAGrWhJMnoU8faN8e/Ap5plDIv/1kvr6+ufKGzel04u/vT1BQUKF6wyuXRv1GRERE8lNUFLz/Ptx+O1SqZM4NGgSDB0OxYvbG5imUKImIiIiIFBIJCfD55/DBB6Zow/HjMGGCua94cXtj8zRKlERERERECjjLgh9/hFmzTNlvgGrVoGNHe+PyZEqUREREREQKsL17YeZM+PVX0y5ZEvr3NxvHasZ/xpQoiYiIiIgUYFu3miTJ3x86d4auXUFbiGZNiZKIiIiISAESF2eq11WoYNqdOsGpUyZJCguzNzZvokRJRERERKQAsCzYsAHmzIEiRWD6dDO1LiAA7rnH7ui8jxIlEREREREvt3s3vPee+QpQtiwcO5Y8qiTuU6IkIiIiIuKljh83I0jr15t2UBB06wZ33mlGkiTnlCiJiIiIiHihAwdg1CizJsnhgLZtoW9fKF3a7sgKBiVKIiIiIiJe6LLLoEYNsw5p2DCoXt3uiAoWJUoiIiIiIl5g505YvBgefRSKFjWjSE88YQo3OBx2R1fwKFESEREREfFgR47A7Nnw/fem/dFHZsNYMAmT5A0lSiIiIiIiHuj8efjgA/j8c0hIMKNGt95q9kWSvKdESURERETEw3z1FcyfD2fPmvbVV8OQIVC5sr1xFSZKlEREREREPMzu3SZJCg83CVLjxnZHVPgoURIRERERsdmBAxAYCGFhpt2/P9SqBe3bg6+vvbEVVj52ByAiIiIiUlhFRcFbb8GIEfDee8nnS5eG225TkmQnjSiJiIiIiOSzhAT47DNT7vv8+eTz8fHg729fXJJMiZKIiIiISD6xLPjhB1Pu+8gRc656dbMOqVEje2OT1JQoiYiIiIjkkzVr4JVXzHGpUtCvH9x0E/hoQYzHUaIkIiIFS2wsLF0Kn3wCJ09CmTJw553QrRsEBdkdnYgUQpZl9kACaNnS/Ilq3hy6doXgYHtjk4wpURIRkYJj+XIYOBBOnzYfzzqd5uvHH8ODD8LcuXDHHXZHKSKFRFwcLFsGW7fC88+bP0cBAfD66+Cnd+EeT4N8IiJSMCxfbkaOzpwxbacz9dczZ8x29suX2xCciBQmlgXr1sE998CCBbBrl1mXlERJknfQr0lERLxfbKwZSQLzDiU9SXNfBg6Ew4c1DU9E8sQff8CMGWbDWIDQUPNn5/rrbQ1LckCJkoiIeL+lS810u6xYlrnuww+hb9+8j0tECo3YWHjtNVi/3rSDgszSyDvvNNPtxPsoURIREe/3ySfJa5Ky45lnzFS8cuWgfHlzK1cOihdPXnEtIuKGwEA4ftz8CWnb1nwWU7q03VHJpVCiJCIi3u/kyewnSWDmxIwcmfZ8cHBy8nRxEnXx16JFcy9+EfE6Tid8+y1cd535c+BwwP33m/PVq9sdneQGJUoiIuL9ypRxb0QpIzExsH+/uWWlWLGMk6iUCVa5cloPJVLA7Nhh1iHt3Qt33ZW8RLJqVTujktymRElERLzfnXeaEuDZ9fDD0KABHD0Kx46l/nr0qBmhysq5c/D33+aWlRIlsjdKFRamxQwiHuzIEZg1K7mCXdGi5nMaKZiUKImIiPfr1g2GD4ezZzO/zuGAkiXh6aczH+WJj4eIiNTJ08UJVdLXpHLkmYmMNLekMliZKVMme9P/QkPB1zfr5xORS3buHHzwAXzxBSQkmAHsW2+F3r0hJMTu6CSvKFESERHvd/Ys+Ptnfk1SkYa5c7OeCufvD5UqmVtWYmNNUpXR6FTKc1klcmBGs06ehN9/z/r7CQ3N3vS/pKmJIpIj8+fDl1+a48aNYcgQCA+3NybJe0qURETEuzmdprzUqVOm7eeX/JGv05n8tWRJkyTdcUfuvn5QEFSubG5ZiY7O3ijV0aNmvVRmLMskaBERWb+ur6+Z1vdf4uQoV45ixYubFecVKqROsEqVUuU/ESAuLnkmbPfuZpZtnz5w9dX2xiX5R4mSiIh4t+eeg6+/NsflysH338N338GyZSZ5Kl0aOneGrl3tL6pQpAhUq2ZumbEsM9cnO6NUR4+ad3SZSUw0iyuOHAHAARTL6NqAgOQiFJmNUpUvr3LqUiD9+y/MnGn+XIwfb86VKQMvvmhvXJL/lCiJiIj3+vZbePJJc+zjA++/n5yIePOGsg6HSUKKF4eaNTO/1rLM+qfsjFJFRJjRtszExcGBA+aWlaCg7BWpKF9e5dTF40VGwqJFsGKFGYT28zP/ZMLC7I5M7KJESUREvNPRo9CrV3JJ8Keegtat7Y3JDkkFKkqWhDp1Mr/W6YRTp3AeOcKZP/6gZGwsPsePp59YHT+edbn12Fj3yqlnd48qu0f+pFCJj4fPP4fFi+H8eXOuWTNT8ltJUuGmRElERLxPYqJJko4dM+2bb4bHHrM3Jm/g4wNly0Lp0sSFhpp3gRkVeUhMhBMnsjf978SJrF/73Dlz27Mn62svLqeeUYKlcupyiQ4cgMmTXbNSqV4dhg0zuweIKFESERHvM2kSrF1rjitVggULVNUtt/n6Jq9Vykp8vBmBys70v9wup166dPZGqUJDzVwqkRTKlTPdt1QpGDAA2rTRsjtJpr8YIiLiXVauhGefNce+vmZzk9BQe2Mq7Pz9oWJFc8vKhQsmccpOkYrslFM/dcrcsltOPTtFKlROvcA6dQq++soMSPv4mAHJiRNN19WMT7mYEiUREfEeBw+aIg2WZdpTpkCLFvbGJO4JDMxZOfXMEit3y6nv2JH5tUnl1LNTpELl1L3ChQumEOaHH5rjsDBo187cV726vbGJ51KiJCIi3iE+Hnr2TF4Pc8cdMHasvTFJ3nK3nHp296hys5x6pvz9s1+kIiRESVU+syxYt85soZb0p6NOHaha1dawxEsoURIREe/w+ONmfySAKlVgzhxNjxIjZTn1GjUyvzZlOfWspv8dO5Z1OfX4eDPSefBg1nFeXE49swRL5dQv2a5dMGMG/PmnaYeGmkp2LVsqX5XsUaIkIiKeb/lymDrVHPv7mzq+pUvbG5N4pxyUU8/W9L/cLqdetGj2RqnKlYPg4Ox974WIZcHs2SZJCgqCbt3gzjtVJFHco0RJREQ82/79phxVkmnT4NprbQtHCpGkcuply0L9+plfm1ROPTvT/7JTTv38eVNKPbvl1LMzSlXAy6nHxJg8OCjIfB0yxNR+6dfPLCUTcZcSJRER8VxxcdC9e3JJ6bvugpEjbQ1JJF0py6k3apT5tSnLqWc1/e/06axfO6mcetIcs8yULp29IhVeVE7d6YTVq2H+fGjbNvlzldq1zU0kp7zjX4CIiBRODz8Mmzeb48svh5kztbhAvJ+75dQjIrJXpMKdcuq7dmV+ncNhRtJSJE+OcuUoUrSo+bdYoULyfWXL2rZe8NdfzTqkfftMe/NmUxjT19eWcKSAUaIkIiKe6cMPYfp0cxwYCEuXmilGIoVJYCCEh5tbVpLKqWdnj6ro6Myfy7LMqNfx465y6g4gJL1rLy6nntn0v1wqp374MMyaBT/+aNpFi5q9kTp0UJIkuUeJkoiIeJ6//4bBg5Pbr74KV11lXzwi3iCn5dSzSqwuXMj8+XJSTj070/8yKKe+fj289JJ5WR8fuO02kySFpJvFieScEiUREfEssbGmRFXSNKLeveHuu+2NSaQgyUk59WPHcB4+TNSffxISG4tPeiNXeVFOPZ0kql6xqvgebc9V9RMZPNBJ+FVloVix7H//ItmkRElERDzLqFGwfbs5rlMH3nlH65JE7JKynHrNmsTWrUtIWFj6a5KcTlN8IjujVBER2Sqnbv3zD1v/KctOSjGQdwEoC7xJGOV+jIBZ/11btGj2RqlUTl3coERJREQ8x8KFJjEC82Zm6VJ9UiziLXx8oEwZc8tOOfWTJzMtUvHPvw5mHGjP9phaAFzDZurzOwDliEj9fOfPw9695paVkJDs71FVgMupS9aUKImIiGfYtQvuuSe5/eab0KCBffGISN5JKgARFpamnHpkpPnMZMUKsGqBn4+TjjdGUvXaRRB5OPMiFdkppx4VZW7ullPPrEiFF5VTl+yz9Te6fv16pk6dytatWzly5AjLli3jzjvvdN1vWRZPPfUU7777LqdPn+baa6/ljTfeoH5Wn1KIiIh3OX/erEs6f960Bw2CgQNtDUlE8ld8PHz2GSxenFyUr1kzGDjQhwoVSgGlgCsyf5KU5dSzmv4XFZV1UO6WU8/O9L8yZVSaz0vYmiidP3+eK664gkGDBnHXXXeluf9///sfL730EnPmzKFWrVo888wztGvXjt27d1O8eHEbIhYRkTwxfDj89ps5btAAXn/d3nhEJN8lJsLy5SZJuvxyGDo0B4PK7pRTj4nJfHQq5X3ulFPfuTPza319zQhUVqNU5cqZES2t0bSNrYnSrbfeyq233prufZZl8corr/D444/TpUsXAObOnUu5cuVYtGgR96ScniEiIt5r9myYO9ccFytm9k8qUsTemEQkX+zfD5Urm+VNQUFm9m10NLRpkw/5QXAwVK1qblk5dy57o1RHj2avnHrSY7Pi72+mJ2Y1SpVJOXVbxcbC0qU4li2j1NGjOMqXh86dzQyCoCC7o8uSx06m3LdvH0ePHuXmm292nQsMDKRVq1Zs2rQpw0TpwoULXEjRQaP+G1Z1Op04s6qukgucTieWZeXLa0nBoX4jOeX1fefXX3Hcfz9J/7U7334batbMuhqWXBKv7zdii9zsN6dOwfz5sGaNg5EjLdq2NeevvdZ8tSxz8xhFikD16uaWGcsyU/pSJlHHjuFImUylOHZkp5z6oUPmlgUrMDB1IYr/jq3y5ZOTraTz+VEkZ/lyHIMG4ThzBnx8CHQ6sXx8YNkyrAcewJozB+64I+/juIg7/ddjE6Wj/2XZ5cqVS3W+XLly/PPPPxk+bsqUKTz11FNpzh8/fpzY2NjcDTIdTqeTyMhILMvCJ73SmSLpUL+RnPLmvuM4d44yXbvi99/f5uj+/Ym66SazvkDylDf3G7FPbvSbCxfgq6+C+PzzIOLizLkdOy7QqFFMLkbqAUqVMre6dTO+xunEceYMPseP43v8OD7Hj+MTEZHcjojA58QJ11dHFm/wHRcuwD//mFvK8+m9dJEiOENDcYaF4SxbFmdYGImhocnn/vuaWLZsjsqpB65cSclBg5Jj+C921/cQGYmjc2fOzJ7Nhfbt3X7+S3E2aY++bPDYRCmJ46IhRMuy0pxLafz48YwZM8bVjoqKIjw8nNDQUELyYctmp9OJw+EgNDRU//lItqnfSE55bd+xLByjRuHYs8c0r7qKoLfeIsgLpmIUBF7bb8RWl9JvLAvWroX58x2cOGHOXXEFDBliUatWAFBI156XL2/2i8uClZiIlVROPWlEKiICx0UjVxw7BidO4MhiOM4nOhqfdJKqdF87JCRN2fR0R6mSyqnHxuIYNQogwzgcloXlcFBy9GisgwfzdRqeO//PeGyiVL58ecCMLFWoUMF1PiIiIs0oU0qBgYEEBgamOe/j45Nv/xk4HI58fT0pGNRvJKe8su+89ZYpbQUQEoJj6VIcWpeUr7yy34jtctpv3njDlPsG83564EBo0SLtB+KSAR+f5LVIWUlIMEUlslOkIhvl1B1J5dT/+iv5XEYXlyplRqDOnMn6eS0LTp/G8fHH0Ldv1t9XLnGn73psolStWjXKly/PqlWruOqqqwCIi4tj3bp1vPDCCzZHJyIiObZtG/z3aSNgijlcfrlt4YhI3rvpJli3zqzh79RJ+7jmKT8/qFDB3LKSVE49O0UqslNO/fTp7O1lleS/NUv5mSi5w9ZE6dy5c/z999+u9r59+9i+fTulS5emcuXKjBo1iueee46aNWtSs2ZNnnvuOYoUKULv3r1tjFpERHLszBnzTilpccKoUfBfZVMRKRiio2HpUlOpu2dPc65OHZgzRwUtPU5Oy6lnNkq1f3/2C/I4naayh4eyNVHasmULrVu3drWT1hYNGDCAOXPm8MgjjxATE8P999/v2nD266+/1h5KIiLeyLJg8GDYu9e0mzYFzRAQKTCcTli1ylSzi4w0la1vvtlsBQRKkrxedsup33UXfPJJ9pIlH5/kDuKBbE2UbrzxRqxMFps5HA4mTZrEpEmT8i8oERHJG6++aqZYgJnHvmSJ5t+IFBC//AIzZpjBBICKFc3nIqVK2RqW2OHOO+Hjj7N3rdNp9lXyUB67RklERAqQH36Ahx9Obs+bB1Wq2BePiOSKiAh45x346SfTLloUevWCDh3MUhkphLp1gwcfNFOtM6u+53BAyZLQtWt+ReY2dWEREclbJ09Cjx6mEhPAuHFw++32xiQiucLHB7ZvN187dDBJklZIFHJBQTB3rqna4XCknywlVTucOzdfS4O7SzVBRUQk7zid0L8//PuvabdsCc88Y29MIpJjCQmweXNyu2xZM3jwxhtw991KkuQ/d9xh1imVLAmA9V9J7qSvlCwJn35qrvNgGlESEZG8M3UqfPmlOQ4Nhfff13wcES9kWSZBeuONEE6dcvC//0G9eua+G26wNzbxUB07wuHD8OGH8PHHXDh6lIDy5U2l065dPXokKYn+txIRkbyxfj08/rg5djhgwQKoVMnemETEbf/8Ywo1/Pyzg7g4H0JDs7eljghBQdC3L1bv3pyOiCAsLAyHF21yrURJRERyX0SE2UAlMdG0J040dYJFxGtERprPN1auNCNKfn7Qtu0FhgwJoHhxh93hieQ5JUoiIpK7EhOhTx84csS027SBJ56wNyYRcYtlwfjxcOCAaTdrBgMGWPj4xFC0qBYiSeGgRElERHLXs8/C6tXmuHx5WLQIfH3tjUlEspRUnMzhMLeuXeGzz2DIEGjQwNRmiYiwN0aR/KRESUREcs8330DSJuE+PvDBB1CunK0hiUjW/voLZs6Edu3gppvMudatzc2hWXZSSClREhGR3HH4MPTunfyx9OTJ0KqVvTGJSKZOnjT7P69ZY9qnTpnZskmjSiKFmRIlERG5dAkJZqfJpHk5t9wCjz5qb0wikqHYWFi2DD76CC5cMOdatzbbnilBEjGUKImIyKV78klTDhzgsstg/nwz9U5EPM7WrfDaa2Y0CaBuXRg6FGrVsjcuEU+jRElERC7NV1/Bc8+ZYz8/WLwYypa1NyYRyVCRIiZJCguDQYOgeXONIomkR4mSiIjk3IED0Ldvcvv5500dYRHxGMeOmWINLVqYdt26Zi/oq6+GgAB7YxPxZEqUREQkZ+LioHt3s/oboFMnGDPG3phExCU6GpYuhU8/NSNGtWtDaKi577rr7I1NxBsoURIRkZwZPx5++MEcV60Ks2dr/o6IB3A64euvYcECiIw05664wtRcEZHsU6IkIiLu+/RTeOklcxwQYD62LlXK3phEhO3bzX5I+/ebdqVKMHgwXHONPscQcZcSJRERcc/evTBgQHL7pZegSRP74hERwIweTZ5sZsUWK2Yq9t92m6mxIiLu0z8dERHJvgsXzLqkpPk83brB/ffbG5NIIRYbC0FB5rhECejaFc6eNUlS8eL2xibi7ZQoiYhI9o0dazZhAahRA2bM0HweERskJJjK/O+/DxMnmkp2YBIkEckdSpRERCR7Fi+GN94wx4GB8OGHEBJib0wihYxlwZYtZh3SoUPm3IoVyYmSiOQeJUoiIpK1P/+EYcOS26+/bspoiUi+2b/fJEjbt5t2iRJmG7N27eyMSqTgUqIkIiKZi4kxa5HOnjXtfv1gyBB7YxIpZBYsgCVLzIiSnx/ceadZj1S0qN2RiRRcSpRERCRzDzwAv/5qjuvWhbfe0rokkXxWoYJJkpo3h4EDoXx5uyMSKfiUKImISMbmzTMFGwCKFDHrkvQRtkiesiz47jszcnTddeZcmzYQHg61atkbm0hhokRJRETS9/vvcN99ye2334Z69eyLR6QQ+OsveO892LULypSBK6805b8dDiVJIvlNiZKIiKR1/rxZABEdbdpDh5q1SSKSJ06cMAO4335r2oGB0L49+PjYG5dIYaZESUREUrMsM5K0a5dpN2oE06fbG5NIARUbCx9/DB99BHFx5lybNtC/vxlREhH7KFESEZHUZs6E+fPNcbFisHQpBAfbG5NIAbVvn9k0FszM1qFDoWZNe2MSEUOJkoiIJNu+HUaMSG7PmKGFESK57OTJ5NGiunVNqe86daBZMxWUFPEkSpRERMSIijL7JV24YNrDh0OPHvbGJFKAHDsGs2fD5s3wzjtQtqw5r23JRDyTEiURETHrkoYOhb//Nu3GjeHFF+2NSaSAiI42m8V++ikkJJhRo+3boW1buyMTkcwoURIREXjzTbMWCaBECXMcGGhvTCJeLjERVq2CBQsgMtKcu/JKM4JUtaqdkYlIdihREhEp7DZvhtGjk9tz5kC1araFI1IQOJ3w8MNmXySASpVMgtSkidYhiXgLJUoiIoXZ6dPQvTvEx5v2mDFmZbmIXBIfHzN6dOQI9O4Nt94KfnrXJeJV9E9WRKSwsiwYNAj27zft66+H55+3NSQRb3X2rCnzfcMNpoIdmM8gOneG4sXtjU1EckaJkohIYfXyy2Z1OZhaxYsXg7+/vTGJeJmEBPjyS5MknTsHf/4JU6ea6XVBQeYmIt5JiZKISGG0aROMG5fcnj8fwsPti0fEy1iWWd43axYcOmTOVa0KfftqDZJIQaFESUSksDlxwuyPlJBg2uPHmwUUIpIt+/ebvZh/+cW0S5SAfv2gXTuzNklECgYlSiIihYnTad7RHTxo2jfcAE8/bW9MIl7m779NkuTnZ2qfdOsGRYrYHZWI5DYlSiIihcnzz8OKFeY4LMwsrFApLpFMxcWZ6nVVqpj2TTeZzxpuvRXKlbM3NhHJO/rfUUSksFi3DiZONMcOByxaBBUr2huTiAezLNi40Wwt5nTC22+bfZgdDhg40O7oRCSvKVESESkMjh2Dnj3Nuz2ASZPMx+Iikq4//zTrkHbtMu0yZeDwYe3FLFKYKFESESnoEhPNjpdHj5p227bw+OP2xiTioU6cgLlzYe1a0w4MhK5dzX5IgYG2hiYi+UyJkohIQff007BmjTmuUAEWLgRfX3tjEvFAJ07APfeYNUlgBl379TOjSSJS+ChREhEpyL7+GiZPNse+vvDBB6aIg4ikUbYsNGkCkZEwdCjUqGF3RCJiJyVKIiIF1aFDZvdLyzLtZ5815cBFBIDffoMFC2DsWJMkAYwenVywQUQKNyVKIiIFUUKCKd5w/Lhpd+gADz9sb0wiHuLoUZg9GzZtMu3334eRI81xUJB9cYmIZ1GiJCJSEE2YYOoaA4SHm9XpPj72xiRis/PnYckSWL7cfJbgcED79mbgVUTkYkqUREQKms8/hxdeMMd+fuadoVajSyG3apX5vCAy0rSvvBKGDIGqVe2MSkQ8mRIlEZGC5J9/oH//5PbUqXDddfbFI+IhDh82SVKlSiZBatJE65BEJHNKlERECoq4OOjRA06fNu3OneHBB+2NScQmBw6Y/ZWrVDHtbt0gNBRuvtkMtIqIZEUT1kVECopx4+DHH81x9eowa5Y+MpdC5+xZeOcdGDEC3ngjuehjkSJw221KkkQk+/TnQkSkIPj4Y3jlFXMcEABLl0LJknZGJJKvEhLgiy9MBbvz5825kBCIiTFJkoiIu5QoiYh4Od/9+3EMGZJ84pVX4OqrbYtHJD9ZFvz0kxlAPXzYnKta1WwYe8UVtoYmIl5OiZKIiDeLjaXksGE4oqJMu2dPuPdee2MSyUebN8Mzz5jjkiWhXz9o21bV8EXk0ilREhHxYo6xY/HfudM0atWCd9/VuiQp8JzO5ESoSROoXRsaNTIFG4KD7Y1NRAoOJUoiIt7q/fdxvP02AFZQEI4PP4TixW0OSiTvxMXBJ5/A2rXw8ssQGGgSpv/9TyNIIpL7lCiJiHijP/6AYcNcTev113E0bGhjQCJ5x7JgwwazYWxEhDn37bdwyy3mWEmSiOQFJUoiIt4mOtrMMfqvtFdM9+4EDhpkc1AieWP3bpgxw3w2AFC2LAwYAK1a2RuXiBR8SpRERLzNiBHw37okq359oqZMIdTmkERyW0ICvPqqmWYHZppd165mH+XAQFtDE5FCQomSiIg3mTMHZs82x0WLYi1ejKVNYqQA8vODCxfM8U03Qf/+ULq0vTGJSOGiRElExFvs3An335/cfvddqFs3edGGiBezLFizBq68EsqUMeeGDIHu3aFGDVtDE5FCSomSiIg3OHfOzDuKiTHte+6B3r1NnWQRL7dzp1mHtGePGT0aNcqcL1fO3ERE7OB2onThwgV++ukn9u/fT3R0NKGhoVx11VVUq1YtL+ITERHLMonR7t2mfeWV8MordkYkkiuOHDGzSTdtMu0iRaBKFdPltR2YiNgt24nSpk2beO211/jkk0+Ii4ujZMmSBAcHc+rUKS5cuED16tW5++67uffeeymufTxERHLPu+/CokXmuHhxWLoUgoLsjUnkEpw/D4sXw2efmaINDocp9d2nD5QoYXd0IiJGtnYe6NSpE127dqVSpUqsXLmSs2fPcvLkSQ4ePEh0dDR//fUXEyZM4JtvvqFWrVqsWrUqr+MWESkcfv4ZHnwwuT1rlhZsiNf75BNYtswkSVddBa+9ZpbfKUkSEU+SrRGlm2++maVLlxIQEJDu/dWrV6d69eoMGDCA3377jcOHD+dKcAkJCUyaNImFCxdy9OhRKlSowMCBA5kwYQI+2l1ORAq6yEizX1JS6a8HHjDrlES8UGxs8kBo585mXdJdd0HjxppmJyKeKVuJ0vDhw7P9hPXr16d+/fo5DiilF154gbfffpu5c+dSv359tmzZwqBBgyhRogQPpvyEVUSkoLEsU/Jrzx7TbtoUpk61NyaRHDhwAGbONPskv/CCSYqKFIEpU+yOTEQkc24Xczhw4AAOh4PLLrsMgJ9++olFixZRr1497r777lwN7vvvv6dTp0506NABgKpVq/L++++zZcuWXH0dERGP89pr8NFH5rhkSbOgI4NRfRFPFBVlltZ99ZUpzujrC/v3g2o/iYi3cDtR6t27N3fffTf9+vXj6NGjtGvXjvr167NgwQKOHj3KE088kWvBtWjRgrfffps///yTWrVq8csvv7Bx40ZeyaTa04ULF7iQNE0FiIqKAsDpdOLMhzK6TqcTy7Ly5bWk4FC/kVR+/BHHQw+RNBvJOXs2VK6cbilw9R3JibzsNwkJ8PnnsHixg/Pnzblrr7UYNAgqVlRFe2+mvzeSU57Ud9yJwe1EaefOnTRt2hSAJUuW0KBBA7777ju+/vpr7r333lxNlMaNG0dkZCR16tTB19eXxMREnn32WXr16pXhY6ZMmcJTTz2V5vzx48eJjY3Ntdgy4nQ6iYyMxLIsraOSbFO/kSSO06cp260bPvHxAJy7/37OXXddhpvKqu9ITuRVvzlxwofnny9GRIR5zsqVE+ndO4Z69RIA7Y3s7fT3RnLKk/rO2bNns32t24lSfHw8gYGBAKxevZqOHTsCUKdOHY4cOeLu02Vq8eLFLFiwgEWLFlG/fn22b9/OqFGjqFixIgMGDEj3MePHj2fMmDGudlRUFOHh4YSGhhISEpKr8aXH6XTicDgIDQ21vSOI91C/EQCcThxDh+I4dAgAq3lzirz0EkX8/TN5iPqOuC+v+k3ZslCypBkL7dfP4qabwMcnONeeX+ylvzeSU57Ud4Lc2F7D7USpfv36vP3223To0IFVq1YxefJkAA4fPkyZMmXcfbpMPfzwwzz66KP07NkTgIYNG/LPP/8wZcqUDBOlwMBAVyKXko+PT779YhwOR76+nhQM6jfCiy/CF1+Y47JlcXzwAY50/p5dTH1HciI3+s2pU6bUd9++Zgmdjw+MHw+lS0NwsErZFUT6eyM55Sl9x53XdztReuGFF+jcuTNTp05lwIABXHHFFQAsX77cNSUvt0RHR6f5Znx9fT1ifqOISK7auNG8wwRTFmzBAvivaI6Ip4mLMwnS0qWm7HexYtC9u7mvUiVbQxMRyTVuJ0o33ngjJ06cICoqilKlSrnO33333RQpUiRXg7vjjjt49tlnqVy5MvXr1+fnn3/mpZdeYvDgwbn6OiIitjp+HHr0gMRE0378cWjf3t6YRNJhWbBhA8yZY7otQO3a0KiRrWGJiOQJtxMlMKM6KZMkMKW7c9trr73GxIkTuf/++4mIiKBixYrcc889uVowQkTEVk6nmbeUtFF369YwaZKtIYmkZ/dumDED/vjDtMuWhYED4YYbtGGsiBRMbidKJ0+e5IknnuDbb78lIiIizTS4U6dO5VpwxYsX55VXXsm0HLiIiFd77jn4+mtzXK6c2XjG19femETS8eGHJkkKDISuXaFzZ3MsIlJQuZ0o9e3blz179jBkyBDKlSuHQx8jiYjkzJo18OST5tjHB95/H8qXtzcmkf/ExkJ8PBQvbtqDBpnjvn1NsQYRkYLO7URp48aNbNy40VXEQUREcuDIEejdO3n3zaeeMtPuRGxmWfDNNzB/Plx9NTz4oDlfsSI88IC9sYmI5Ce3E6U6deoQExOTF7GIiBQOCQnQqxccO2ba7dvDY4/ZG5MIsHMnvPce7N1r2r//bkaW3Nh2RESkwHA7UXrzzTd59NFHeeKJJ2jQoAH+F22EmB+buoqIeLVJk2DdOnNcqZL56F57koiNjhyB2bPh++9Nu0gR6NkTbr8dMtnvWESkQHM7USpZsiSRkZG0adMm1XnLsnA4HCQmlbcVEZG0VqyAZ581x76+sHgxhIbaG5MUaps3m5oiCQmmet2tt5pZoSVK2B2ZiIi93E6U+vTpQ0BAAIsWLVIxBxERdxw4YFbCJ3n+eWje3L54RIB69cwIUo0aMGQIVK5sd0QiIp7B7URp586d/Pzzz9SuXTsv4hERKZji481cppMnTfuOO2DsWHtjkkJp61bYuBG6dzftokVh+nQoU8beuEREPI3biVKTJk04cOCAEiUREXc89hhs2mSOq1SBOXO0S6fkqwMHYOZMkyhZloPq1f3p0MHcpyRJRCQttxOlkSNH8uCDD/Lwww/TsGHDNMUcGjVqlGvBiYgUCMuXw7Rp5tjfH5Ys0UY0km+iomDhQrM8zukEPz+47TaLevUS7A5NRMSjuZ0o9ejRA4DBgwe7zjkcDhVzEBFJz/79MGBAcvvFF6FpU9vCkcIjIQE+/xw++ADOnzfnrrvObBxbvjxERFj2Bigi4uHcTpT27duXF3GIiBQ8Fy6YhSBnzph2164wYoStIUnh4XDA6tUmSapWDYYOhaRJH0n7HIuISMbcTpSqVKmSF3GIiBQ8Dz9sai8DXH45zJihdUmSp/buhcsug4AAU33+nnvg6FG46SZt1SUi4q5s/dn8PmkHumw4f/48v/32W44DEhEpEJYuhddeM8eBgaatjWkkj5w6Ba++CqNGwaefJp9v2BDatVOSJCKSE9n609m/f3/atWvHkiVLOHfuXLrX/P777zz22GPUqFGDbdu25WqQIiJe5a+/zIY0SaZPh6uusi8eKbDi4kxtkHvuMdPsLAuOHbM7KhGRgiFbU+9+//133nnnHZ544gn69OlDrVq1qFixIkFBQZw+fZo//viD8+fP06VLF1atWkWDBg3yOm4REc8UE2PWJZ09a9p9+sCwYfbGJAWOZcGGDabK/PHj5lzt2mYdUp06toYmIlJgZCtR8vf3Z8SIEYwYMYJt27axYcMG9u/fT0xMDFdccQWjR4+mdevWlFa5WxEp7EaNgu3bzXGdOvD221qXJLlu3jz48ENzXLasqWTXsqW6mohIbnK7mMPVV1/N1VdfnRexiIh4twUL4N13zXFwsFmXVKyYvTFJgdS2rdkXqXNnuPNOU7xBRERyl9uJkoiIpOP3381CkSRvvQWahiy5IDbW5NzR0cldrFIlmD0bgoLsjU1EpCBToiQicqnOn4du3cw7WYDBg1NvMiuSA04nfPMNzJ8Pp0+baXW3326SJFCSJCKS15QoiYhcCsuC++83I0pg6jEnlQUXyaEdO8y2W3v3mnaFCmYdUsWK9sYlIlKYKFESEbkUs2eblfVg1iMtXQpFitgbk3itU6fMrM0ffjDtokWhRw8zkuTvb29sIiKFzSUlSrGxsQRp7F9ECqtff4Xhw5Pb771najSL5FBgIPz2m9kg9tZboXdvCAmxOyoRkcLJ7b26nU4nkydPplKlShQrVoy9/80LmDhxIjNnzsz1AEVEPFJUFHTtalbaA9x3H/TsaW9M4nUSE2HjRjODE8wI0ujR8PrrcO+9SpJEROzkdqL0zDPPMGfOHP73v/8RkKIeacOGDZkxY0auBici4pEsC+6+G/76y7SvvhpeesnemMTrbN0KI0fCCy/A998nn7/mGggPty8uEREx3J56N2/ePN59911uuukm7r33Xtf5Ro0a8ccff+RqcCIiHuntt2HxYnNcooRZl6RpyJJN//4LM2fCtm2mXbw4JCTYG5OIiKTldqJ06NAhatSokea80+kkPj4+V4ISEfFYW7fCqFHJ7dmzoXp128IR7xEVBQsXmo1inU7w84M77jDFGooWtTs6ERG5mNuJUv369dmwYQNVqlRJdX7p0qVcddVVuRaYiIjHOXPG7JcUF2fao0ZB5852RiRe5JlnYNcuc3z99abcd4UK9sYkIiIZcztRevLJJ+nXrx+HDh3C6XTy8ccfs3v3bubNm8fnn3+eFzGKiNjPssw72337TPvaa83iEpEMWJa5+fy3GrhnT5g7F4YONdttiYiIZ3O7mMMdd9zB4sWL+fLLL3E4HDzxxBPs2rWLzz77jHbt2uVFjCIi9nvlFfjkE3NcujQsWQIpCtqIpLRnDzz2GCxblnzu6qtNN1KSJCLiHXK0j1L79u1p3759bsciIuKZfvgBHnkkuT1vHlSubF884rFOnTLdY80aM5p08CB07Ji8WazDYW98IiKSfZe04ey5c+dwOp2pzoVo0wcRKUhOnoTu3ZPLkj36KHToYG9M4nHi4szo0YcfJm+t1aoVDBiQnCSJiIh3cTtR2rdvHyNGjGDt2rXEJv1vAFiWhcPhIDExMVcDFBGxjdMJ/fvDgQOm3bIlTJ5sb0zicXbsMNtonThh2nXqmHVItWvbG5eIiFwatxOlPn36ADBr1izKlSuHQ/MIRKSg+t//4MsvzXFoKLz/vqnpLJJC6dJw+rTpIgMHmnxa/zWKiHg/t//H//XXX9m6dSu19VGZiBRk69fD44+bY4fDbIBTqZK9MYlHiIiAX36BpPpFlSrBk09C/fqq7yEiUpC4nShdc801HDhwQImSiBRcERGmlnPSGswnnkh+VyyFVkyMWYP0yScQHw81akC1auY+bSMoIlLwuJ0ozZgxg3vvvZdDhw7RoEED/C9apdqoUaNcC05EJN8lJkKfPnDkiGnfdBNMnGhvTGIrpxO++QbmzzdT7MCU+NYsTBGRgs3tP/PHjx9nz549DBo0yHXO4XComIOIFAzPPAOrV5vj8uXNlDtfX3tjEtv8+ivMmJG8z3CFCjB4sNlvWOuQREQKNrcTpcGDB3PVVVfx/vvvq5iDiBQsq1fDU0+ZYx8f+OADKFfO3pjENrGx8PzzcPYsFC1qZmPefrtGkkRECgu3/9z/888/LF++nBo1auRFPCIi9jh8GHr3NruEghlZatXK3pgk30VHQ3CwGS0KCoK+feHff03X0DaBIiKFi4+7D2jTpg2//PJLXsQiImKPhATo1QuOHzftW2+FcePsjUnyVUICfP652f/ohx+Sz992G9x7r5IkEZHCyO0RpTvuuIPRo0ezY8cOGjZsmKaYQ8eOHXMtOBGRfPHEE6YcOEB4uFm17+P250jipbZuhZkzk/cVXr0arr/e3phERMR+bidK9957LwBPP/10mvtUzEFEvM6XX8KUKebYzw8WL4YyZeyNSfLFv/+aBGnbNtMOCTEFD9u3tzcuERHxDG4nSs6kfUVERLzdv/9Cv37J7Rde0FBCIfHhhzBvnlmS5ucHd9wBPXqYog0iIiKQg0RJRKRAiIsz74xPnTLtTp1g9Gh7Y5J8U62aSZKaNYOBA03ZbxERkZSylShNnz6du+++m6CgIKZPn57ptQ888ECuBCYikqfGj09etV+tGsyerY1xCijLgu+/NxXt2rY15xo3hldfherV7Y1NREQ8V7YSpZdffpk+ffoQFBTEyy+/nOF1DodDiZKIeL5ly+Cll8xxQAAsWQKlStkbk+SJv/8265B27oQiReCaa6BECXOfkiQREclMthKlffv2sX79epo1a8a+pO3JRUS80d69MGhQcvull6BJE/vikTxx6pRZg7RmjRlRCgiAjh0hMNDuyERExFtke41S69atOXLkCGFhYXkZj4hI3omNhW7dIDLStLt3h/vvtzcmyVUXLpgBww8/NMcAN94IAwZA2bK2hiYiIl4m24mSlbRbvYiItxo7NrkWdM2a8N57WpdUwBw/Du+/D04n1KljNpCtXdvuqERExBu5VfXOoTcUIuKtFi+GN980x0FBsHSp2ThHvN6xY1CunDm+7DKzF1L58tCypfJgERHJObcSpYkTJ1KkSJFMr3kpaYG0iIin+PNPM7SQ5PXX4Yor7ItHckVEBMyZA999ZyrYVa1qznfvbmdUIiJSULiVKO3YsYOAgIAM79eIk4h4nJgY6NoVzp0z7X79YPBge2OSSxITYwYEP/kE4uPNqNGOHcmJkoiISG5wK1FatmyZijmIiHcZOdK8iwaoVw/eekvzsbyU0wmrV8P8+XDmjDnXqBEMGaJS3yIikvuynShptEhEvM68eWYTHTCb6CxdCkWL2huT5IhlwcSJ8Ouvpl2hgkmQmjZV3isiInlDVe9EpGD67Te4777k9jvvmBEl8UoOB1x3HezZA716QYcO4OfWnAgRERH3ZPu/mdmzZ1MiaTtzERFPdu6c2S8pOtq0hw2Dvn3tjUnccu4cfPCBqblxzTXm3K23mj2Rihe3NTQRESkksp0oDRgwIC/jEBHJHZYF994Lu3aZ9hVXmJJo4hUSEuCrr8xeSGfPwubNcPXV4OtrRpCUJImISH7RxAURKVhmzICFC81x8eKwZAkEB9sbk2TJsmDLFpg1Cw4eNOcqVzZV3X197Y1NREQKJyVKIlJwbN9uqtwlmTEDatWyLRzJngMH4L334OefTbtECbNp7M03K0kSERH7KFESkYIhKsqsS7pwwbRHjNDOo17i2DGTJPn5QceO5tem4oQiImK3HCdKcXFxRERE4HQ6U52vXLnyJQclIuIWyzJztP7+27SbNIFp0+yNSTIUHw/790PNmqbduLHZB7hlS1P2W0RExBO4nSj99ddfDB48mE2bNqU6b1kWDoeDxMTEXAtORCRb3njD7JEEULKkWZcUGGhrSJKWZcGmTTB7tqlq9847Zpqdw6HBPxER8TxuJ0oDBw7Ez8+Pzz//nAoVKmgjWhGx1+bNMGZMcnvOHKhWzbZwJH1//22WjP32m2mXLg1HjphESURExBO5nSht376drVu3UqdOnbyIR0Qk+06fNuuS4uNNe+xY6NTJ3pgklZMnYd48WLPGtAMCoEsXuOsuCAqyNzYREZHMuJ0o1atXjxMnTuRFLCIi2WdZMHAg/POPaV9/PUyZYmtIktr583D//cn7/rZuDf37Q9my9sYlIiKSHW4nSi+88AKPPPIIzz33HA0bNsTf3z/V/SEhIbkWnIhIhl56CZYvN8dlysDixXDR3yOxV9GicOONsG+fqbWhSu0iIuJN3E6U2rZtC8BNN92U6ryKOYhIvvnuOxg3Lrk9fz6Eh9sXjwCwa5fZMHb4cKha1ZwbMsTkr1rOKiIi3sbtROnbb7/NizgydOjQIcaNG8dXX31FTEwMtWrVYubMmTRu3Dhf4xARD3H8OPToAUkfyjz2GNx6q70xFXIREaaS3caNpr1gAUyYYI4DAuyLS0RE5FK4nSi1atUqL+JI1+nTp2nevDmtW7fmq6++IiwsjD179lCyZMl8i0FEPIjTaTbcOXTItFu1gqeesjemQiw62lRl//RTU0/D4YB27aBvX7sjExERuXQ52nD2zJkzzJw5k127duFwOKhXrx6DBw+mRC7XeX3hhRcIDw9n9uzZrnNVk+ZziEjh8/zzsHKlOQ4Lg/ffB78c75stl2DtWlPuOzLStBs1MuuQVJldREQKCrffYWzZsoX27dsTHBxM06ZNsSyLl156iWeffZavv/6aq6++OteCW758Oe3bt6dbt26sW7eOSpUqcf/99zNs2LAMH3PhwgUuXLjgakdFRQHgdDpxOp25FltGnE4nlmXly2tJwaF+kw1r1+KYOBEHYDkcWAsXQrlyZpSpELOr75w+DWfOOKhYEQYNsmja1IwoFfJfh9fQ3xzJCfUbySlP6jvuxOCwLMty58lbtmxJjRo1eO+99/D775PchIQEhg4dyt69e1m/fr170WYi6L9NNsaMGUO3bt346aefGDVqFO+88w79+/dP9zGTJk3iqXSm4vz5558UL14812LLiNPpJDIykhIlSuDj45PnrycFg/pN5nwiIijTrh2+EREAnH34Yc6n3GS2EMuvvnPkiA/nzzuoUcOsDUtIgA0bAmjZMk6Del5If3MkJ9RvJKc8qe+cPXuWWrVqERkZmWW1brcTpeDgYH7++ec0G87+/vvvNGnShOikDTNyQUBAAE2aNGHTpk2ucw888ACbN2/m+++/T/cx6Y0ohYeHc/r06XwpXe50Ojl+/DihoaG2dwTxHuo3mUhMxNG+PY7/CslYbdtiffkl+PraHJhnyOu+c/YsfPABfPmlg/Ll4bXXLCVGBYD+5khOqN9ITnlS34mKiqJUqVLZSpTc/u8uJCSEf//9N02idODAgVwfsalQoQL16tVLda5u3bp89NFHGT4mMDCQwMDANOd9fHzy7RfjcDjy9fWkYFC/ycCkSZBUbbNiRRwLF+LQfkmp5EXfSUiAr76CRYvg3DlzrlIliIlxkMvLUcUm+psjOaF+IznlKX3Hndd3O1Hq0aMHQ4YMYdq0aTRr1gyHw8HGjRt5+OGH6dWrl7tPl6nmzZuze/fuVOf+/PNPqlSpkquvIyIe6uuv4ZlnzLGvrxnaCAuzN6YCzrJgyxaYOTO5uGCVKqZQw5VX2hqaiIhIvnI7UZo2bRoOh4P+/fuTkJAAgL+/P/fddx/PP/98rgY3evRomjVrxnPPPUf37t356aefePfdd3n33Xdz9XVExAMdOgR9+ph37gDPPQctW9obUyHwxx/w9NPmuEQJU+q7XTvNdBQRkcLH7UQpICCAV199lSlTprBnzx4sy6JGjRoUKVIk14O75pprWLZsGePHj+fpp5+mWrVqvPLKK/Tp0yfXX0tEPEh8PPTsCSdOmHaHDvDQQ/bGVIAlJCRXWa9TB665BipXhm7doGhRe2MTERGxS46X5BYpUoSGDRvmZizpuv3227n99tvz/HVExINMmAAbN5rjypVh7lzQfPhcFxcHy5fDl1/CK69ASIgp8T1xovkqIiJSmGUrUerSpQtz5swhJCSELl26ZHrtxx9/nCuBiUgh9fnn8L//mWN/f1iyBMqUsTemAsay4LvvYM4cOHbMnPv6a+ja1RwrSRIREclmolSiRAkc//3PGRIS4joWEclV//wDKfdImzoVrr3WvngKoL/+ghkz4PffTbt0aRgwAFq3tjcuERERT5OtRGn27Nmu4zlz5uRVLCJSmMXFQffucPq0aXfpAg88YG9MBYhlwfTpsHq1aQcEwF13mR/zf3t7i4iISApuT/pv06YNZ86cSXM+KiqKNm3a5EZMIlIYPfII/PSTOa5eHWbN0hywXORwmOQIzOjRO+9A795KkkRERDLidjGHtWvXEhcXl+Z8bGwsGzZsyJWgRKSQ+egjePVVcxwQAEuXol1NL41lwdq1UKMGhIebc717w003Qa1atoYmIiLiFbKdKP3666+u499//52jR4+62omJiaxYsYJKlSrlbnQiUvDt2QODBye3X30Vrr7avngKgN9/N+uQ/voLGjeGSZPM+RIllH+KiIhkV7YTpSuvvBKHw4HD4Uh3il1wcDCvvfZargYnIgVcbKzZrCcqyrR79YJ77rE3Ji927JipZJdUWT04GBo0MKNLmsUoIiLinmwnSvv27cOyLKpXr85PP/1EaGio676AgADCwsLw1dbtIuKO0aPh55/Nce3aZuGM3tG7LTrabDW1fLnZPNbhgPbtoU8fKFnS7uhERES8U7YTpSpVqgDgdDrzLBgRKUQWLYK33zbHwcFmXVLx4vbG5KU2bgzko48cOBxw5ZUwZAhUrWp3VCIiIt7N7WIOU6ZMoVy5cgxOuaYAmDVrFsePH2fcuHG5FpyIFFB//AF3353cfuMNaNjQvni80PnzULSoOW7T5gL79lncdpuDJk00KCciIpIb3C4P/s4771CnTp005+vXr8/bSZ8Oi4hkJDrarEs6f960Bw6EQYNsDcmbHDoETz8NY8eaaXYAfn4wcSJcc42SJBERkdzi9ojS0aNHqVChQprzoaGhHDlyJFeCEpECbMQI2LnTHDdoYEaTJEtnz8L778OXX0JiIvj6moG5evXsjkxERKRgcjtRCg8P57vvvqNatWqpzn/33XdUrFgx1wITkQJo9mxzAzNvbOlSKFLE3pg8XEKCSY7efx/OnTPnrrnGrEOqVAm0bFRERCRvuJ0oDR06lFGjRhEfH+8qE/7NN9/wyCOPMHbs2FwPUEQKiB07YPjw5Pa770I603glWWQkjBtnptuBKdAwZIgp2CAiIiJ5y+1E6ZFHHuHUqVPcf//9xMXFARAUFMS4ceMYP358rgcoIgXA2bNmXVJMjGnfcw/07m1vTF4gJATKlDEjSX37ws03g4/bK0tFREQkJ9xOlBwOBy+88AITJ05k165dBAcHU7NmTQIDA/MiPhHxdpZlEqPdu037yivhlVfsjMhjnTkDS5aYfXeLFzeFGUaNMrMUNUNRREQkf7mdKCUpVqwY11xzTW7GIiIF0bvvmgU2YIZIli6FoCB7Y/IwcXFms9glS5IH3ZKqp6fY21tERETyUbYSpS5dujBnzhxCQkLo0qVLptd+/PHHuRKYiBQA27bBAw8kt2fNgho17IvHw1gWfPedqW8REWHO1awJLVrYG5eIiIhkM1EqUaIEjv825yhRokSeBiQiBURkpFmX9N9aRh54AO66y96YPMhff8GMGfD776ZdpgwMGAA33qi9kERERDxBthKl2UnlfC86FhFJl2XB4MGwd69pN20KU6faG5OH+fprkyQFBpr8sXNnzUgUERHxJDleoyQikqHp0yFpGm6pUrB4MQQE2BuTzWJjIToaSpc27b59TT7ZsyeULWtvbCIiIpJWthKlq666yjX1Livbtm27pIBExMv9+CM8/HBye948swFQIWVZ8O23MHcuVK8OTz5pzpcoASNG2BubiIiIZCxbidKdd97pOo6NjeXNN9+kXr16XH/99QD88MMP/Pbbb9x///15EqSIeIlTp6B7d4iPN+1HHoHbb7c3Jhv99hvMnGnWIwH4+UFUlCn+JyIiIp4tW4nSk0kfgQJDhw7lgQceYPLkyWmuOXDgQO5GJyLew+k01Qj+/de0mzeHZ56xNyabHD1qKtlt2mTawcHQowfccUehn4EoIiLiNdxeo7R06VK2bNmS5nzfvn1p0qQJs2bNypXARMTLTJsGn39ujsuWhQ8+AH9/e2Oywc6dMHEiJCSY6nXt25v1SCoYKiIi4l3cTpSCg4PZuHEjNWvWTHV+48aNBKlkk0jhtHEjPPaYOXY4YOFCuOwye2OySe3aZpPYcuVgyJBCvTxLRETEq7mdKI0aNYr77ruPrVu3ct111wFmjdKsWbN44okncj1AEfFwx4+beWWJiaY9YQLcfLO9MeWj7dthxQp46CGzBsnf31RCDwnRfkgiIiLezO1E6dFHH6V69eq8+uqrLFq0CIC6desyZ84cunfvnusBiogHS0w088oOHzbt1q2Ty7oVcAcPwqxZsHmzaTdqBLfdZo41zU5ERMT75Wgfpe7duyspEhF47jmzcyqYuWaLFoGvr70x5bGzZ+H99+HLL02e6OsLHTpAy5Z2RyYiIiK5KUeJ0pkzZ/jwww/Zu3cvDz30EKVLl2bbtm2UK1eOSpUq5XaMIuKJvvkmefTIx8dkD+XL2xtTHrIs+Owz822eO2fONW0KgweD/uyJiIgUPG4nSr/++itt27alRIkS7N+/n6FDh1K6dGmWLVvGP//8w7x58/IiThHxJEeOQO/eJnsAePppM+2ugPvhB5MkVa0KQ4fCFVfYHZGIiIjkFR93HzBmzBgGDhzIX3/9larK3a233sr69etzNTgR8UAJCdCrF0REmHb79jB+vL0x5ZF9+8xUOzCFGYYNgxEj4NVXlSSJiIgUdG6PKG3evJl33nknzflKlSpx9OjRXAlKRDzYpEmwbp05rlQJFiwwU+8KkNOnzbe1ahV07GhGjwCqVTM3ERERKfjcTpSCgoKIiopKc3737t2EhobmSlAi4qG++gqefdYc+/rC4sVmc9kCIi4OPv0UliyB2FhzLirKzDBUqW8REZHCxe1EqVOnTjz99NMsWbIEAIfDwb///sujjz7KXXfdlesBioiHOHAA+vVLbj//PDRvbl88uciyzJ65c+YkzyisWdNMtatb19bQRERExCZuJ0rTpk3jtttuIywsjJiYGFq1asXRo0e5/vrreTbpk2YRKVji482msidPmvYdd8DYsfbGlIs++gjmzjXHZctC//5w440aRRIRESnM3E6UQkJC2LhxI2vWrGHbtm04nU6uvvpq2rZtmxfxiYgneOwx+P57c1y1qskqvDyLSDmd7qabYPlys2Fs584QGGhvbCIiImI/txKlhIQEgoKC2L59O23atKFNmzZ5FZeIeIpPP4Vp08yxv79ZwFOqlL0xXYLYWDOCdPAgjBtnzpUqBTNnmm9PREREBNxMlPz8/KhSpQqJiYl5FY+IeJJ9+2DgwOT2iy/CNdfYFs6lsCxYswbmzYNTp8y5Tp2gTh1zrCRJREREUnK7pu+ECRMYP348p5LeaYhIwXThAnTvDmfOmHbXrmYTIS+0cyeMHg2vvGKSpHLlzNZPtWvbHZmIiIh4KrfXKE2fPp2///6bihUrUqVKFYoWLZrq/m3btuVacCJio4cegi1bzHGNGjBjhtetS4qKgjfegE2bTLtIEVOT4o47NIIkIiIimctReXCHl71ZEhE3LV0Kr79ujgMDTbtECXtjyoHgYNizx+R3t9wCffp45bchIiIiNnA7UZo0aVIehCEiHuOvv2DIkOT2a6/BlVfaFo47EhNh/Xq44QazH66/P4waBcWLQ5UqdkcnIiIi3iTba5Sio6MZPnw4lSpVIiwsjN69e3PixIm8jE1E8ltMDHTrBmfPmnafPjB0qL0xZdPPP8MDD8BLL8HKlcnnGzRQkiQiIiLuy/aI0pNPPsmcOXPo06cPQUFBvP/++9x3330sXbo0L+MTkfz04IPwyy/muE4dePttj1+XdPCgKe2dtJyqeHEICLA3JhEREfF+2U6UPv74Y2bOnEnPnj0B6Nu3L82bNycxMRFfX988C1BE8smCBfDee+Y4OBg+/BCKFbM3pkycPQuLFsGXX4LTaaba3X479Ozp0WGLiIiIl8h2onTgwAFatmzpajdt2hQ/Pz8OHz5MeHh4ngQnIvnk99/hnnuS22+9BfXr2xdPNrz6Kvz4ozm+9loYNAgqVbI3JhERESk4sp0oJSYmEnDRfBY/Pz8SEhJyPSgRyUfnz5t1SdHRpj1kCAwYYG9M6bAsU6zB77+/Wr17w/HjMHgwXHGFvbGJiIhIwZPtRMmyLAYOHEhgYKDrXGxsLPfee2+qvZQ+/vjj3I1QRPKOZcF995kRJYBGjUyVOw+zd69Zh1StWnJtierVzQayHr6ESkRERLxUthOlAel8wty3b99cDUZE8tmsWTB/vjkuVszslxQcbG9MKZw+bcJbvdrkdH/9Bb16QdJnM0qSREREJK9kO1GaPXt2XsYhIvnt119hxIjk9owZUKuWffGkEBcHn3xi8rbYWHOuZUsYODA5SRIRERHJS25vOCsiBUBUFHTtmpyF3H8/9Ohhb0z/2b0bXnjBrD8Ck7sNHQp169obl4iIiBQuSpREChvLgrvvNvPYABo3Nru0eoiwMFP6u2xZU1OiVStNsRMREZH8p0RJpLB56y1YvNgclygBS5ZAiiIt+e3ECfjuO+jUybRLlYKnnoLLL7c1LBERESnklCiJFCZbtsDo0cnt2bNN+TgbxMbCRx/Bxx+bNUlVqyaX+a5Xz5aQRERERFyUKIkUFqdPm/2S4uJMe/Ro6Nw538OwLPjmG1PN7tQpc65+fQgJyfdQRERERDKkREmkMLAsGDQI9u837euug+efz/cwdu6E994z+yIBlC9vwrr+eq1DEhEREc+iREmkMHjlFfj0U3NcurRZoxQQkK8hJCSYMI4dgyJFoGdPuP128PfP1zBEREREskWJkkhB9/338Mgjye3586Fy5Xx56fPnISgIfH3Bzw8GD4ZffoHevU0dCRERERFP5WN3ACKSh06cgO7dzXAOwKOPwm235fnLJibCl1+aKuSrViWfb9YM7rtPSZKIiIh4Po0oiRRUTif07w8HD5p2y5YweXKev+y2bTBzJvz7r2mvWwft22sNkoiIiHgXJUoiBdULL8BXX5nj0FD44AMz/y2PHDhgEqStW027eHEzxe6WW5QkiYiIiPdRoiRSEK1bBxMmmGOHAxYtgooV8+zlPv/cVLNzOk0u1qGDKdZQrFievaSIiIhInlKiJFLQHDsGvXqZrAXgySehbds8fcnatU0F8muvNQUb8jAnExEREckXSpRECpLEROjTB44cMe22bZNHlnKJZcGPP8LRo3DnneZczZrwxhsQHp6rLyUiIiJiGyVKIgXJ5MnwzTfmuEIFWLDA1ObOJXv3wowZsGOHmWJ37bXmZUBJkoiIiBQsSpRECopVq+Dpp82xj48p3lCuXK489alTJudavdqMKPn7Q+fOULJkrjy9iIiIiMdRoiRSEBw+bKbcWZZpP/ss3HDDJT9tXBx88gksXQqxsebcDTfAgAEQFnbJTy8iIiLisbxqw9kpU6bgcDgYNWqU3aGIeI6EBFNi7vhx077tNnjkkVx56nPnkpOk2rVh6lR4+GElSSIiIlLwec2I0ubNm3n33Xdp1KiR3aGIeJaJE2HDBnMcHg7z5pmpdzl06BBUqmSOS5c2VeyKFDEjSdoPSURERAoLr0iUzp07R58+fXjvvfd45plnMr32woULXLhwwdWOiooCwOl04kwql5yHnE4nlmXly2tJwZHjfvPFF/g8/zwAlp8f1vvvQ6lSyaXB3XD8uMmx1q1z8MwzFkmfSbRvb75aVvLMPvEc+psjOaF+IzmhfiM55Ul9x50YvCJRGj58OB06dKBt27ZZJkpTpkzhqaeeSnP++PHjxCYtsshDTqeTyMhILMvC5xI+1ZfCJSf9xufgQcoOGOBqn50wgejLL4eICLdeOzYWPv88iK++CiI+3owa/fhjLOXL5/2/F7l0+psjOaF+IzmhfiM55Ul95+zZs9m+1uMTpQ8++IBt27axefPmbF0/fvx4xowZ42pHRUURHh5OaGgoISEheRWmi9PpxOFwEBoaantHEO/hdr+Ji8PRuTOO06cBsDp1otiECRRzY26c0wlr1sCCBQ5OnTIJ0tVXw5AhFpdfHgDk/b8XuXT6myM5oX4jOaF+IznlSX0nKCgo29d6dKJ04MABHnzwQb7++utsf1OBgYEEBgamOe/j45NvvxiHw5GvrycFg1v95rHH4IcfzHG1ajjmzMHh5n5JU6YkP0WFCjBoEFx/vYlDvIv+5khOqN9ITqjfSE55St9x5/U9OlHaunUrERERNG7c2HUuMTGR9evX8/rrr3PhwgV8c3EzTRGvsGwZvPyyOQ4IMGXpcrCh0Q03wK+/moJ5t99u9kYSEREREcOjE6WbbrqJHTt2pDo3aNAg6tSpw7hx45QkSeGzZ48Z+kny8suQ4oOEjJw/D4sXQ+XK0LatOdeiBVx5JRQvnjehioiIiHgzj06UihcvToMGDVKdK1q0KGXKlElzXqTAi42F7t0hMtK0e/SA++7L9CGJibByJSxcCFFRUKKESZCCgsyaJCVJIiIiIunz6ERJRFIYOxa2bTPHtWrBe+9lurHR1q0wcyYcOGDa4eEwZIhJkkREREQkc16XKK1du9buEETy3wcfwJtvmuOgILMuKYPhoEOHTA61datpFy8Offua/ZA0W1VEREQke7wuURIpdHbvhmHDktuvv45rN9h0REebJMnPzxRp6NkTihbNhzhFREREChAlSiKeLDoaunWDc+dMu39/GDw41SXx8SaXSlq2V7Mm3HOP2ROpYsV8jldERESkgFCiJOLJRo6EpMqP9eqZ6Xf/rUuyLLMP0uzZcPy4uatCBXPp7bfbFK+IiIhIAaFEScRTzZ0Ls2aZ4yJF4MMPXXPo9u4165B27jR3lyoFERHJiZKIiIiIXBolSiKeaOfO1KW/33kH6tbl1CmYPx+++caMKAUEwJ13QteuEBxsW7QiIiIiBY4SJRFPc+6cWZcUE2Paw4ZB377Ex8ODD8KZM+b0DTfAwIEQGmpXoCIiIiIFlxIlEU9iWaYSwx9/mGajK3C8+ioA/v7QoQNs2WJyp9q17QxUREREpGBToiTiSd57DxYtAuCPIlczo8lqBvwdTMOG5u6uXaFHj0z3mRURERGRXOBjdwAiYvjt3Ilj1CgiCGUqD/Fwnc/YHVGKhQtTXOOnJElEREQkP2hEScQTREYSOHQkCy504xPuJK5qbRyVKtK2LfTta3dwIiIiIoWPEiURu1kWmzpP491/xnOaUlCiJA271WHovVC9ut3BiYiIiBROSpRE7Pb66zjXbeA011E+4CRDZjXm2s5+mmInIiIiYiMlSiI2OHIEjh2DK+N+grFjaUk8ifjSfNEoArpUtDs8ERERkUJPiZJIPjp/Hj74AD7/HIoFXODd7/sRHB+PA2h6X138Ot9hd4giIiIighIlkXyRmAgrVsDChXD2LIDF5b9/TPSBEwQDVrNmnB0/nmCb4xQRERERQ4mSSB7buhVmzoQDB0w7PByGBCyg8ef9zYkyZbDef9/sKCsiIiIiHkGJkkgeOnAAJk0yx8WLm1Lf7Yt9h2+bQckXLVgAl10GERG2xCgiIiIiaSlREsll8fHJg0Ph4dCuHRQrBj16QNHo43BVDzMXD+Dxx+GWW8DptC9gEREREUlDiZJILomPN0UaPvoIpk2D8uXN+ZEjMaW+nU64qx8cOmTuuPHG5OEmEREREfEoSpRELpFlwfffw5w5puw3wFdfwaD/Zte59kOaMgVWrjTH5crBokXgp3+CIiIiIp5I79JELsGePTBjBuzcadqlSkH//tCmzUUXfvstPPGEOfbxMUlShQr5GquIiIiIZJ8SJZEceucd+OILM6IUEACdO0PXrhAUdNGFR49Cr17J65AmTUonkxIRERERT6JESSSHQkJMktSqFQwYAKGh6VyUmAi9e8OxY6Z9882mgIOIiIiIeDQlSiLZYFmwfj2EhUHduuZcly5w9dVQu3YmD3zqKTPtDqBSJVMK3Mcnz+MVERERkUujREkkC7t2mQ1jd++Gyy+Hl182BRoCA7NIklauhGeeMce+vvDBBxkMO4mIiIiIp1GiJJKBiAhTyW7DBtMOCoJmzcxsuiyL1R08aHaXtSzTfu45aNEiL8MVERERkVykREnkIjExsHQpfPKJ2RvJ4YC2baFfP1PVLkvx8dCzJ5w4Ydq33w4PPZSXIYuIiIhILlOiJHKRzZtNogTQqBEMGQLVq7vxBI8/Dt99Z44rV4a5c7UuSURERMTLKFESASIjoUQJc9yyJfz0k/natGmKDWOz47PPYOpUc+zvD0uWQOnSuR6viIiIiOQtJUpSqB0+DLNmwZ9/mn2RgoNNYpSjmXL795s64UmmTYNrr82tUEVEREQkHylRkkLp3DlThO6LLyAhwcyM27HDjCDlSFwcdO8Op0+b9l13wciRuRaviIiIiOQvJUpSqCQkwIoVsGgRnD1rzjVubNYhhYdfwhM//LBZ3ARmQdPMmW7O2RMRERERT6JESQqN2FgYMwYOHDDt8HAYOtRsGntJPvwQpk83x4GBphJE0oInEREREfFKSpSk0AgKgmrVTOGGPn2gfXuzD+wl+ftvMxyV5NVXcyHzEhERERG7KVGSAisy0kyxu+suCAsz5+6+22wWW7RoLrxAbCx06wZRUabdu7d5ARERERHxekqUpMCJj4fly01l7uhok8eMG2fuy9UZcaNGwfbt5rh2bVM2T+uSRERERAoEJUpSYFgWbNoEs2fDsWPm3OWXQ4cOefBiCxeaxAhMTfGlS6FYsTx4IRERERGxgxIlKRD+/htmzIDffjPt0qWhf39o0yYPBnn++APuuSe5/eab0LBhLr+IiIiIiNhJiZIUCD/+aJKkgADo0sWsSwoKyoMXio6Grl3h/HnTHjQIBg7MgxcSERERETspURKvdOECnDkD5cqZ9l13mX2RunaFsmXz8IWHD08etmrQAF5/PQ9fTERERETsokRJvIplwdq1MG8elCwJL71kptYFBcG99+bxi8+eDXPmmOOiRc26pCJF8vhFRURERMQOSpTEa+zaZdYh/fmnaTsccPx4cunvPPXrr3D//cntd9+FOnXy4YVFRERExA5KlMTjRUSYwZyNG007KAi6d4dOncyapDx39qzZLyk21rTvvdfsmSQiIiIiBZYSJfFoe/fCQw+ZvZEcDmjXDvr2hVKl8ikAyzKbyCYNY111Fbz8cj69uIiIiIjYRYmSeLRq1aBqVbNV0dChpp2v3nkHPvjAHIeEmHVJeVJOT0REREQ8iRIl8Si//goffQTjx5t8xOGAp582tRNyfT+krGzbBg8+mNyeNcvsYCsiIiIiBZ4SJfEIhw6ZdUg//mjan3wCPXua42LFbAjozBmzLikuzrQffNDUIBcRERGRQkGJktjq3Dkzs+3zzyExEXx8oEMHc7ONZcHgwWaBFEDTpvC//9kYkIiIiIjkNyVKYgvLgi++gEWLTFE5gGuuMfnJZZfZGxvTp8OyZea4VClYsiSfyuuJiIiIiKdQoiS2cDjMvkhnz0LlyqZQw1VX2R0V8MMPpsxeknnzoEoV++IREREREVsoUZJ8s3+/WW9UtqxpDxgADRrAzTeDr6+toRknT0KPHpCQYNqPPAK3325vTCIiIiJiCx+7A5CCLzIS3ngDHnjAFGxIEhYGt97qIUmS0wn9+8O//5p2ixbwzDP2xiQiIiIittGIkuSZ+HhYvtws8YmONucSEszNz9N63tSp8OWX5rhsWVNhwt/f3phERERExDae9nZVCgDLgk2bzOjRsWPm3OWXm3VIDRrYG1u6NmyAxx83xw4HLFwIlSrZG5OIiIiI2EqJkuS6lSvNVDuA0qXNjLY2bWzYMDY7IiLMhk2JiaY9caJZNCUiIiIihZoSJckVlpWcCN14I3z8MbRqZfZoDQqyNbSMJSZCnz5w+LBpt2kDTzxhb0wiIiIi4hGUKMkluXDBJEU7dsCzz5pkKSgI3nzTA9chXezZZ2H1anNcvryZcucRlSVERERExG6e/lZWPJRlwdq1MHeuqaoNsGWL2TQWvCBJ+uYbmDTJHPv4wPvvm2RJRERERAQlSpIDu3bBe+/BX3+ZdlgYDBoETZrYG1e2HTkCvXubbA9g8mQzX1BERERE5D9KlCTboqPhtddg40bTDg6G7t2hY0cICLA3tmxLSIBevUwRB4BbboFHH7U3JhERERHxOEqUJNuCg025b4fDFIbr2xdKlrQ7Kjc9+SSsW2eOL7sM5s83U+9ERERERFJQoiQZcjphzRpo0cIUaHA4YMQIk1dUrWp3dDnw1Vfw3HPm2M8PFi82m8uKiIiIiFxEiZKka/t2mDkT9u83s9R69zbnq1e3M6pLcOCAGQJL8vzz0KyZffGIiIiIiEdToiSpHDpkEqTNm027WDEoVcremC5ZfDz06AGnTpl2p04wZoy9MYmIiIiIR1OiJACcPQsffABffGH2YfX1hdtuM3UPihe3O7pLNH48fP+9Oa5aFWbPTt4dV0REREQkHUqUBIBZs5L3Xr3mGhg82NQ68HqffgovvmiO/f1hyZICMEQmIiIiInlNiVIhZVlmRlpSWe+ePeGff6B/f7jySltDyz1798KAAcntl15K3hFXRERERCQTHl0XecqUKVxzzTUUL16csLAw7rzzTnbv3m13WF5v/36YOBGmT08+V66cGXgpMEnShQtmk6fISNPu1g2GD7c3JhERERHxGh6dKK1bt47hw4fzww8/sGrVKhISErj55ps5f/683aF5pTNn4I034IEH4JdfYNMmOHky+f4CtWznoYdg61ZzXKMGzJhRwL5BEREREclLHj31bsWKFanas2fPJiwsjK1bt3LDDTfYFJX3iYuD5cvN8pyYGHOuRQsYOBDKlLE1tLyxZAm8/ro5DgyEDz+EkBB7YxIRERERr+LRidLFIv+bRlW6dOkMr7lw4QIXLlxwtaOiogBwOp04nc68DfC/17EsK19eKzv274dnnnEQEWHaNWvCkCEW9eqZtoeEmXv+/BPH0KEkjR05X30VGjb0+G/U0/qNeA/1HckJ9RvJCfUbySlP6jvuxOA1iZJlWYwZM4YWLVrQoEGDDK+bMmUKTz31VJrzx48fJzY2Ni9DBMwPPzIyEsuy8PGxf2ajwwFnz5agaFHo3j2GZs3icDhwJU4FSkwMZe66C/+zZ03zrruI7NjRK75ZT+s34j3UdyQn1G8kJ9RvJKc8qe+c/e99YnY4LMuy8jCWXDN8+HC++OILNm7cyGWZ1K1Ob0QpPDyc06dPE5IP06+cTifHjx8nNDTUlo5w4gSsWmWq2CUtydmzBypVgqCgfA8nXznuvhvHzJkAWHXrYv3wg9kx1wvY3W/Ee6nvSE6o30hOqN9ITnlS34mKiqJUqVJERkZmmRt4xYjSyJEjWb58OevXr880SQIIDAwkMDAwzXkfH598+8U4HI58fT2A2Fj4+GP46COzJumyy6BVK3NfzZr5FoZ95s+H/5IkihTB8eGHOLxsXZId/UYKBvUdyQn1G8kJ9RvJKU/pO+68vkcnSpZlMXLkSJYtW8batWupVq2a3SF5HMuCb7+FefOSK9jVrVtANovNrt9/h3vvTW6//TauRVgiIiIiIjng0YnS8OHDWbRoEZ9++inFixfn6NGjAJQoUYLg4GCbo7Pf77+bqtd//WXaYWEwaBA0b16IKmGfPw9du0J0tGkPGQL9+tkbk4iIiIh4PY9OlN566y0AbrzxxlTnZ8+ezcCBA/M/IA9iWfDee/D33xAcbPZW7dgRAgLsjiwfWRbcdx/s2mXajRrBa6/ZG5OIiIiIFAgenSh5SZ2JfBMdDb6+Zmsgh8MMnqxbB336QMmSdkdng5kzzdokMEUbli41WaOIiIiIyCXy6ERJjMREU8luwQLo0AF69TLnGzQwt0Lpl19g5Mjk9owZUKuWffGIiIiISIGiRCk/xMaa0Y5PPjEVF8qUgTvvhG7dsqzZvX27yQH++ce0f/wxdenvQikqyvzskvbFGj4cevSwNyYRERERKVCUKOW15cth4EA4fRp8fMDpNF8//hgefBDmzoU77kjzsEOHzMyyzZtNu1gx6N0bbr21kCdJlgVDhyZXsGjcGF580d6YRERERKTAUaKUl5YvNyNHSZzO1F/PnIFOncxIU8eOrsu++cbUJEhMNGuSOnQwo0jFi+dX4B7szTfN6BxAiRKwZIlZtCUiIiIikouUKOWV2FgzkgRmFCQ9lmWGhwYOhMOHXdPw6tc3p5s2hcGDoVKlfInY823ZAqNHJ7fnzIHq1W0LR0REREQKLiVKeWXpUjPdLguWZbH5dA12j9pKv7ebA1C+PLz1lvkq/zl92qxLio837TFjUo/WiYiIiIjkIiVKecTx6afJa5IysJ8qzGAov3AlfBrItWOSC7cpSUrBssxOuvv3m/b118Pzz9sakoiIiIgUbEqU8sqpUxkmSWcowQL68jU3Y+HAnzg6lVzNZZc1yecgvcTLL8Onn5rj0qVh8WLw97c3JhEREREp0JQo5ZXSpdOMKMXhz3I6soTuxGA2Rm3BRgY65lGuXjMoYlewHmzTJhg3Lrk9fz6Eh9sXj4iIiIgUCkqU8ojVqROOZctSnUvEl0/pRAzB1OQvhjKDeuwCC1P9TlI7ccLsj5SQYNrjx8Ntt9kbk4iIiIgUCkqU8kq3bqZC25kzrqp3wcRyD+8Qjz83spZU2yEtWQJdupgNk8SMxPXvDwcPmvYNN8DTT9sbk4iIiIgUGj52B1BgBQWZzWQh1Q6xLfiO1hcnSQBffAHNm8O//+ZbiB7thRfgq6/McVgYvP8++CmvFxEREZH8oUQpL91xh9lMtmRJ0/bxSf21VCl46imzcSrAr7/CNdfA99/nd6SeZd06mDDBHDscsGgRVKxob0wiIiIiUqgoUcprHTuazWTnzzf7/tx4o/k6f745/8QT8MMPUKOGuT4iAlq3hoULbQzaRseOQc+eyUUwnnwSbrrJ3phEREREpNDRXKb8EBQEffuaW3rq1DHJUteusHYtXLhgrv3jDzPi5FNI8tnEROjdG44eNe22bZNHlkRERERE8lEheQfuBcqUgZUrYdiw5HPPPAPdu8P58/bFlZ8mT4Y1a8xxhQpmVM3X196YRERERKRQUqLkSQIC4J13zAarSaNIH31kKr4dOmRvbHlt1arkqna+vvDBB6aIg4iIiIiIDZQoeRqHA0aNgs8+g+LFzblt20yRhy1bbA0tzxw6BH36uMqo88wzJjkUEREREbGJEiVPddttsGkTVK1q2keOmORh6VJbw8p1CQmmeMPx46Z9223wyCP2xiQiIiIihZ4SJU/WoAH89BO0aGHaMTFmzdLkycmjL95uwgTYuNEch4fDvHmFp3iFiIiIiHgsvSP1dKGhsHo1DBiQfO6JJ8xUtZgY++LKDV98YTaWBbOZ7JIlpqiFiIiIiIjNVB7cGwQGwuzZUK8ePPqoGU16/33Yu9dsaFu+vN0RZi421kwZ/OQTOHnSJEMtWiQXbwCYOhWuu862EEVEREREUlKi5C0cDrN2p1Yts8fS+fPw44/QtKkp/HDFFXZHmL7ly2HgQDh92kypczrN148/Tr6mc2d48EHbQhQRERERuZim3nmbO+80a3rCw037wAFo3hw+/dTWsNK1fLmJ98wZ03Y6U39N0rWrSQRFRERERDyEEiVvdOWVpsjDtdea9vnzZlTmhRc8p8hDbKwZSYLMY3I4YMQIc72IiIiIiIdQouStypeHb7+FXr1M27LM+qVBg+DCBZN4zJ8Pd90FN95ovs6fn38JydKlZrpdVombZZnrPvwwf+ISEREREckGrVHyZsHBsHChKfIwcaI5N3euGW06fBgiI9OuC3rwQXPNHXfkTgyWBWfPmn2ejh41X48cgbffzv5z+PjAsmVm7ZWIiIiIiAdQouTtHA6zF1Ht2qaEeEwM7NqVfP/F64LOnIFOnUwFuo4dM37exESzCWxS4pOUBF389ciRSy9T7nTCqVOX9hwiIiIiIrlIiVJB0a0bVKwILVtmPt3Nskxy1bevGfU5dSpt4nP0KEREpC26kFd8fKB06fx5LRERERGRbFCiVJDs3Zu9Yg5J0+X69Lm01ytVCipUMOulUn6tUAF27IDnn8/e8zidphiFiIiIiIiHUKJUkHzySfKapJzy8/t/e/ceFNV9vgH8WW67XNYVsLis3MREtK43IGrUFG2aYLyiHcc4gFAnyZgGgcZabbQmWlGTjtaJk3hJHdJGq7SRmMRkGhfjJY5EDJfKpd4alGiX0BpFLALivr8/GM7PPVzdwCL0+czsxHPOe875HvIMwzvnnO8CAwe2bHzUzdDAgYBO1/Zx6uqAnTubHvXraNa7/v2bpggnIiIiInpIsFHqS65ff7AmKTwcWLPGvgHy929qtr4vna5p0og5c5qaodaapebvTvrjH9tvuoiIiIiInIyNUl/S3OR0pllycWn6PqakpO4bz6xZTXe5kpObpgC/fwY+m63pTlJXzsBHRERERNRF2Cj1JXFxTVOAd4az3guaPbtpqvL332+aAvy775ombpg7t+lxO95JIiIiIqKHEBulvmT+/KbvSXrY3gvS6Zpm2eP3JBERERFRL9EFL6PQQ6P5vSDg/9//UeN7QUREREREHWKj1Nc0vxfUv3/TcvPEDM3/7d8f+PBDvhdERERERNQOPnrXF/G9ICIiIiKi74WNUl/F94KIiIiIiBzGR++IiIiIiIhU2CgRERERERGpsFEiIiIiIiJSYaNERERERESkwkaJiIiIiIhIhY0SERERERGRChslIiIiIiIiFTZKREREREREKmyUiIiIiIiIVNgoERERERERqbBRIiIiIiIiUmGjREREREREpOLW0wPobiICALh165ZTzmez2VBTUwOdTgcXF/ah1DnMDTmK2SFHMDfkCOaGHPUwZae5J2juEdrT5xulmpoaAEBwcHAPj4SIiIiIiB4GNTU1MBgM7dZopDPtVC9ms9nwr3/9C3q9HhqNptvPd+vWLQQHB+Obb75Bv379uv181DcwN+QoZoccwdyQI5gbctTDlB0RQU1NDUwmU4d3t/r8HSUXFxcEBQU5/bz9+vXr8SBQ78PckKOYHXIEc0OOYG7IUQ9Ldjq6k9SMD5gSERERERGpsFEiIiIiIiJSYaPUxbRaLV599VVotdqeHgr1IswNOYrZIUcwN+QI5oYc1Vuz0+cncyAiIiIiInpQvKNERERERESkwkaJiIiIiIhIhY0SERERERGRChslIiIiIiIiFTZKXeztt9/G4MGDodPpEBUVhS+++KKnh0ROsnHjRjz22GPQ6/UICAhAXFwczp8/b1cjInjttddgMpng6emJKVOmoLS01K6mvr4eS5cuxYABA+Dt7Y3Zs2fj6tWrdjU3btxAYmIiDAYDDAYDEhMTcfPmze6+RHKCjRs3QqPRID09XVnH3FBrrl27hoSEBPj7+8PLywtjxoxBfn6+sp25odY0NjZi9erVGDx4MDw9PREeHo5169bBZrMpNcwOnThxArNmzYLJZIJGo8HBgwfttjszIxUVFZg1axa8vb0xYMAApKamoqGhoTsuuyWhLrN//35xd3eXd955R8rKyiQtLU28vb3lypUrPT00coLY2FjJzMyUkpISKSoqkhkzZkhISIjcvn1bqdm0aZPo9Xo5cOCAFBcXy4IFCyQwMFBu3bql1CxZskQGDRokFotFCgoKZOrUqTJ69GhpbGxUaqZNmyZms1lOnTolp06dErPZLDNnznTq9VLXy8vLk7CwMBk1apSkpaUp65kbUvvuu+8kNDRUkpOT5fTp01JeXi45OTly6dIlpYa5odasX79e/P395dChQ1JeXi5//etfxcfHR7Zu3arUMDv06aefyqpVq+TAgQMCQD744AO77c7KSGNjo5jNZpk6daoUFBSIxWIRk8kkKSkp3f4zEBFho9SFxo0bJ0uWLLFbN2zYMFm5cmUPjYh6UlVVlQCQ48ePi4iIzWYTo9EomzZtUmrq6urEYDDIjh07RETk5s2b4u7uLvv371dqrl27Ji4uLvK3v/1NRETKysoEgHz55ZdKTW5urgCQc+fOOePSqBvU1NTIo48+KhaLRWJiYpRGibmh1qxYsUImT57c5nbmhtoyY8YMWbx4sd26efPmSUJCgogwO9SSulFyZkY+/fRTcXFxkWvXrik1+/btE61WK9XV1d1yvffjo3ddpKGhAfn5+Xj66aft1j/99NM4depUD42KelJ1dTUAwM/PDwBQXl6OyspKu4xotVrExMQoGcnPz8fdu3ftakwmE8xms1KTm5sLg8GA8ePHKzUTJkyAwWBg1nqxl156CTNmzMBPfvITu/XMDbXmo48+QnR0NObPn4+AgACMHTsW77zzjrKduaG2TJ48GUeOHMGFCxcAAH//+99x8uRJTJ8+HQCzQx1zZkZyc3NhNpthMpmUmtjYWNTX19s9atxd3Lr9DP8j/vOf/+DevXsYOHCg3fqBAweisrKyh0ZFPUVE8PLLL2Py5Mkwm80AoOSgtYxcuXJFqfHw8ICvr2+Lmub9KysrERAQ0OKcAQEBzFovtX//fhQUFODMmTMttjE31Jqvv/4a27dvx8svv4xXXnkFeXl5SE1NhVarxaJFi5gbatOKFStQXV2NYcOGwdXVFffu3UNGRgYWLlwIgL9zqGPOzEhlZWWL8/j6+sLDw8MpOWKj1MU0Go3dsoi0WEd9X0pKCs6ePYuTJ0+22OZIRtQ1rdUza73TN998g7S0NBw+fBg6na7NOuaG7mez2RAdHY0NGzYAAMaOHYvS0lJs374dixYtUuqYG1LLysrCnj178Oc//xkjRoxAUVER0tPTYTKZkJSUpNQxO9QRZ2WkJ3PER++6yIABA+Dq6tqiu62qqmrRCVPftnTpUnz00Uc4evQogoKClPVGoxEA2s2I0WhEQ0MDbty40W7Nt99+2+K8//73v5m1Xig/Px9VVVWIioqCm5sb3NzccPz4cbz55ptwc3NT/p8yN3S/wMBA/PCHP7RbN3z4cFRUVADg7xtq2/Lly7Fy5Uo8++yzGDlyJBITE/GLX/wCGzduBMDsUMecmRGj0djiPDdu3MDdu3edkiM2Sl3Ew8MDUVFRsFgsdustFgsmTpzYQ6MiZxIRpKSkIDs7G59//jkGDx5st33w4MEwGo12GWloaMDx48eVjERFRcHd3d2uxmq1oqSkRKl5/PHHUV1djby8PKXm9OnTqK6uZtZ6oSeffBLFxcUoKipSPtHR0YiPj0dRURHCw8OZG2ph0qRJLb5+4MKFCwgNDQXA3zfUttraWri42P/55+rqqkwPzuxQR5yZkccffxwlJSWwWq1KzeHDh6HVahEVFdWt1wmA04N3pebpwXfv3i1lZWWSnp4u3t7ecvny5Z4eGjnBiy++KAaDQY4dOyZWq1X51NbWKjWbNm0Sg8Eg2dnZUlxcLAsXLmx1Os2goCDJycmRgoIC+fGPf9zqdJqjRo2S3Nxcyc3NlZEjR3LK1T7k/lnvRJgbaikvL0/c3NwkIyNDLl68KHv37hUvLy/Zs2ePUsPcUGuSkpJk0KBByvTg2dnZMmDAAPnVr36l1DA7VFNTI4WFhVJYWCgAZMuWLVJYWKh85Y2zMtI8PfiTTz4pBQUFkpOTI0FBQZwevLd66623JDQ0VDw8PCQyMlKZGpr6PgCtfjIzM5Uam80mr776qhiNRtFqtfKjH/1IiouL7Y5z584dSUlJET8/P/H09JSZM2dKRUWFXc3169clPj5e9Hq96PV6iY+Plxs3bjjhKskZ1I0Sc0Ot+fjjj8VsNotWq5Vhw4bJrl277LYzN9SaW7duSVpamoSEhIhOp5Pw8HBZtWqV1NfXKzXMDh09erTVv2mSkpJExLkZuXLlisyYMUM8PT3Fz89PUlJSpK6urjsvX6EREen++1ZERERERES9B99RIiIiIiIiUmGjREREREREpMJGiYiIiIiISIWNEhERERERkQobJSIiIiIiIhU2SkRERERERCpslIiIiIiIiFTYKBEREREREamwUSIiom4zZcoUpKend7r+8uXL0Gg0KCoq6rYxPYzeffdd9O/fv6eHQURE92GjRERE0Gg07X6Sk5MdOm52djZ++9vfdro+ODgYVqsVZrPZofM9iAMHDmD8+PEwGAzQ6/UYMWIEli1b9kDH0Gg0OHjwYId1R48exdSpU+Hn5wcvLy88+uijSEpKQmNjIwBgwYIFuHDhgiOXQURE3cStpwdAREQ9z2q1Kv/OysrCmjVrcP78eWWdp6enXf3du3fh7u7e4XH9/PweaByurq4wGo0PtI8jcnJy8Oyzz2LDhg2YPXs2NBoNysrKcOTIkS4/V2lpKZ555hmkpqZi27Zt8PT0xMWLF/H+++/DZrMBaPr5qn/GRETUs3hHiYiIYDQalY/BYIBGo1GW6+rq0L9/f/zlL3/BlClToNPpsGfPHly/fh0LFy5EUFAQvLy8MHLkSOzbt8/uuOpH78LCwrBhwwYsXrwYer0eISEh2LVrl7Jd/ejdsWPHoNFocOTIEURHR8PLywsTJ060a+IAYP369QgICIBer8dzzz2HlStXYsyYMW1e76FDhzB58mQsX74cERERGDp0KOLi4rBt2za7uo8//hhRUVHQ6XQIDw/H2rVrlbtAYWFhAIC5c+dCo9Eoy2oWiwWBgYF44403YDabMWTIEEybNg1/+MMf4OHhAaDlo3dhYWGt3tlrdu3aNSxYsAC+vr7w9/fHnDlzcPny5Tavl4iIHhwbJSIi6pQVK1YgNTUV//jHPxAbG4u6ujpERUXh0KFDKCkpwQsvvIDExEScPn263eNs3rwZ0dHRKCwsxM9//nO8+OKLOHfuXLv7rFq1Cps3b8ZXX30FNzc3LF68WNm2d+9eZGRk4PXXX0d+fj5CQkKwffv2do9nNBpRWlqKkpKSNms+++wzJCQkIDU1FWVlZdi5cyfeffddZGRkAADOnDkDAMjMzITValWWWzuX1WrFiRMn2h3T/c6cOQOr1Qqr1YqrV69iwoQJeOKJJwAAtbW1mDp1Knx8fHDixAmcPHkSPj4+mDZtGhoaGjp9DiIi6oAQERHdJzMzUwwGg7JcXl4uAGTr1q0d7jt9+nRZtmyZshwTEyNpaWnKcmhoqCQkJCjLNptNAgICZPv27XbnKiwsFBGRo0ePCgDJyclR9vnkk08EgNy5c0dERMaPHy8vvfSS3TgmTZoko0ePbnOct2/flunTpwsACQ0NlQULFsju3bulrq5OqXniiSdkw4YNdvu99957EhgYqCwDkA8++KDdn0ljY6MkJycLADEajRIXFyfbtm2T6upqpUb9M79famqqhIaGSlVVlYiI7N69WyIiIsRmsyk19fX14unpKZ999lm7YyEios7jHSUiIuqU6Ohou+V79+4hIyMDo0aNgr+/P3x8fHD48GFUVFS0e5xRo0Yp/25+xK+qqqrT+wQGBgKAss/58+cxbtw4u3r1spq3tzc++eQTXLp0CatXr4aPjw+WLVuGcePGoba2FgCQn5+PdevWwcfHR/k8//zzsFqtSk1nuLq6IjMzE1evXsUbb7wBk8mEjIwMjBgxwu7dsNbs2rULu3fvxocffogf/OAHyrguXboEvV6vjMvPzw91dXX45z//2elxERFR+ziZAxERdYq3t7fd8ubNm/H73/8eW7duxciRI+Ht7Y309PQOH/9STwKh0WiUSQ06s0/zuzr373P/+zsAICLtHq/ZkCFDMGTIEDz33HNYtWoVhg4diqysLPzsZz+DzWbD2rVrMW/evBb76XS6Th3/foMGDUJiYiISExOxfv16DB06FDt27MDatWtbrT927BiWLl2Kffv2YfTo0cp6m82GqKgo7N27t8U+zc0UERF9f2yUiIjIIV988QXmzJmDhIQEAE1/wF+8eBHDhw936jgiIiKQl5eHxMREZd1XX331wMcJCwuDl5cX/vvf/wIAIiMjcf78eTzyyCNt7uPu7o579+498Ll8fX0RGBionEvt0qVL+OlPf4pXXnmlRaMWGRmJrKwsBAQEoF+/fg98biIi6hw2SkRE5JBHHnkEBw4cwKlTp+Dr64stW7agsrLS6Y3S0qVL8fzzzyM6OhoTJ05EVlYWzp49i/Dw8Db3ee2111BbW4vp06cjNDQUN2/exJtvvom7d+/iqaeeAgCsWbMGM2fORHBwMObPnw8XFxecPXsWxcXFWL9+PYCm5urIkSOYNGkStFotfH19W5xr586dKCoqwty5czFkyBDU1dXhT3/6E0pLS1vMsgcAd+7cwaxZszBmzBi88MILqKysVLYZjUbEx8fjd7/7HebMmYN169YhKCgIFRUVyM7OxvLlyxEUFPR9f6RERATOekdERA76zW9+g8jISMTGxmLKlCkwGo2Ii4tz+jji4+Px61//Gr/85S8RGRmJ8vJyJCcnt/t4XExMDL7++mssWrQIw4YNwzPPPIPKykocPnwYERERAIDY2FgcOnQIFosFjz32GCZMmIAtW7YgNDRUOc7mzZthsVgQHByMsWPHtnqucePG4fbt21iyZAlGjBiBmJgYfPnllzh48CBiYmJa1H/77bc4d+4cPv/8c5hMJgQGBiofAPDy8sKJEycQEhKCefPmYfjw4Vi8eDHu3LnDO0xERF1II519kJuIiKiXeOqpp2A0GvHee+/19FCIiKiX4qN3RETUq9XW1mLHjh2IjY2Fq6sr9u3bh5ycHFgslp4eGhER9WK8o0RERL1a8zs9BQUFqK+vR0REBFavXt3qbHVERESdxUaJiIiIiIhIhZM5EBERERERqbBRIiIiIiIiUmGjREREREREpMJGiYiIiIiISIWNEhERERERkQobJSIiIiIiIhU2SkRERERERCpslIiIiIiIiFT+D8HKqFcOoKF4AAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Training Set Size vs Prediction Time:\n", " 100 samples: 1.64 ms\n", " 500 samples: 1.03 ms\n", " 1000 samples: 1.12 ms\n", " 5000 samples: 10.72 ms\n", " 10000 samples: 9.88 ms\n", "\n", "Linear correlation (R²): 0.765\n", "Note: Prediction time scales linearly with training set size\n" ] } ], "source": [ "# Demonstrate the Curse of Dimensionality\n", "print(\"Demonstrating the Curse of Dimensionality\")\n", "print(\"=\"*45)\n", "\n", "# Generate datasets with increasing dimensions\n", "dimensions = [2, 5, 10, 20, 50, 100]\n", "sample_sizes = [100, 200, 500]\n", "k_value = 5\n", "\n", "results = []\n", "\n", "for n_samples in sample_sizes:\n", " accuracies = []\n", " \n", " for n_dims in dimensions:\n", " # Generate synthetic dataset\n", " X, y = make_classification(n_samples=n_samples, n_features=n_dims, \n", " n_informative=min(n_dims, 10), n_redundant=0, \n", " n_clusters_per_class=1, random_state=42)\n", " \n", " # Split the data\n", " X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, \n", " random_state=42)\n", " \n", " # Standardize features (important for k-NN)\n", " scaler = StandardScaler()\n", " X_train_scaled = scaler.fit_transform(X_train)\n", " X_test_scaled = scaler.transform(X_test)\n", " \n", " # Train k-NN classifier\n", " knn = KNeighborsClassifier(n_neighbors=k_value)\n", " knn.fit(X_train_scaled, y_train)\n", " \n", " # Calculate accuracy\n", " accuracy = knn.score(X_test_scaled, y_test)\n", " accuracies.append(accuracy)\n", " \n", " results.append(accuracies)\n", "\n", "# Plot the results\n", "plt.figure(figsize=(12, 8))\n", "\n", "for i, n_samples in enumerate(sample_sizes):\n", " plt.plot(dimensions, results[i], 'o-', linewidth=2, markersize=8, \n", " label=f'{n_samples} samples')\n", "\n", "plt.xlabel('Number of Dimensions', fontsize=12)\n", "plt.ylabel('Classification Accuracy', fontsize=12)\n", "plt.title('Curse of Dimensionality in k-NN', fontsize=14, fontweight='bold')\n", "plt.legend()\n", "plt.grid(True, alpha=0.3)\n", "plt.ylim(0.3, 1.0)\n", "\n", "# Add explanation text\n", "plt.text(0.6, 0.4, 'Performance typically\\ndegrades as dimensions\\nincrease', \n", " transform=plt.gca().transAxes, fontsize=12, \n", " bbox=dict(boxstyle=\"round,pad=0.3\", facecolor=\"yellow\", alpha=0.7))\n", "\n", "plt.show()\n", "\n", "# Demonstrate computational complexity\n", "print(\"\\nComputational Complexity Analysis\")\n", "print(\"=\"*35)\n", "\n", "sample_sizes = [100, 500, 1000, 5000, 10000]\n", "prediction_times = []\n", "\n", "# Create a fixed test dataset\n", "X_fixed, y_fixed = make_classification(n_samples=1000, n_features=10, random_state=42)\n", "X_test_fixed = X_fixed[:100] # 100 test points\n", "\n", "for n_samples in sample_sizes:\n", " # Create training set of varying size\n", " X_train, y_train = make_classification(n_samples=n_samples, n_features=10, random_state=42)\n", " \n", " # Fit k-NN\n", " knn = KNeighborsClassifier(n_neighbors=5)\n", " knn.fit(X_train, y_train)\n", " \n", " # Measure prediction time\n", " import time\n", " start_time = time.time()\n", " predictions = knn.predict(X_test_fixed)\n", " end_time = time.time()\n", " \n", " prediction_time = (end_time - start_time) * 1000 # Convert to milliseconds\n", " prediction_times.append(prediction_time)\n", "\n", "# Plot computational complexity\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(sample_sizes, prediction_times, 'ro-', linewidth=2, markersize=8)\n", "plt.xlabel('Training Set Size')\n", "plt.ylabel('Prediction Time (ms)')\n", "plt.title('k-NN Computational Complexity', fontsize=14, fontweight='bold')\n", "plt.grid(True, alpha=0.3)\n", "\n", "# Fit and plot linear trend\n", "from scipy import stats\n", "slope, intercept, r_value, p_value, std_err = stats.linregress(sample_sizes, prediction_times)\n", "line = slope * np.array(sample_sizes) + intercept\n", "plt.plot(sample_sizes, line, 'b--', alpha=0.7, label=f'Linear trend (R² = {r_value**2:.3f})')\n", "plt.legend()\n", "plt.show()\n", "\n", "print(\"Training Set Size vs Prediction Time:\")\n", "for size, time in zip(sample_sizes, prediction_times):\n", " print(f\" {size:5d} samples: {time:6.2f} ms\")\n", "\n", "print(f\"\\nLinear correlation (R²): {r_value**2:.3f}\")\n", "print(\"Note: Prediction time scales linearly with training set size\")" ] }, { "cell_type": "markdown", "id": "8f175934", "metadata": {}, "source": [ "## 7. Hyperparameter Tuning and Best Practices\n", "\n", "### Key Hyperparameters:\n", "1. **n_neighbors (k)**: Number of neighbors to consider\n", "2. **weights**: 'uniform' or 'distance' or custom function\n", "3. **metric**: Distance metric ('euclidean', 'manhattan', 'minkowski', etc.)\n", "4. **algorithm**: Method for finding neighbors ('auto', 'ball_tree', 'kd_tree', 'brute')\n", "\n", "### Best Practices:\n", "1. **Always scale/normalize features** when using distance-based metrics\n", "2. **Use cross-validation** to select optimal k\n", "3. **Consider the square root of sample size** as starting point for k\n", "4. **Remove irrelevant features** to avoid curse of dimensionality\n", "5. **Use appropriate distance metrics** for your data type\n", "6. **Consider computational costs** for large datasets" ] }, { "cell_type": "code", "execution_count": 8, "id": "0dc65212", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Comprehensive k-NN Hyperparameter Tuning\n", "==========================================\n", "Performing Grid Search...\n", "Fitting 5 folds for each of 168 candidates, totalling 840 fits\n", "\n", "Best parameters: {'algorithm': 'auto', 'metric': 'euclidean', 'n_neighbors': 11, 'weights': 'uniform'}\n", "Best cross-validation score: 0.9757\n", "Test accuracy: 0.9630\n" ] }, { "data": { "image/png": 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dgAEDRDs7O/H+/fuSfmfNmiUCEC9fviyKoijGxMQYjFuKlJ/NhAkT0nwvxZ07d0SlUil+9NFH6R5XiiJFiojdunXLVFsiIiLKO1KucU6fPp1mGw8PD9HPz09ffv+64bfffhMBiOfPn0+zj/SuUd6n0WjEpKQksXTp0uLw4cP19SnX3q1bt5a037BhgwhAPH78uCiKb6/5HBwcxAYNGog6nS7N/ZQrV06sVq2amJycLKlv27at6OnpmeF3HwDi4MGDRZ1OJxYvXlwcOXKkKIqiOH/+fNHOzk6Mj48XZ86cKblOffXqlejs7Cy2a9dO0pdWqxWrVKki1qpVS1/3/rbv8vHxEZVKpXj9+vVU3+vdu7e+nPLdaffu3ekez/umT58u+c6VkTFjxogAxJMnT0rqP/vsM1EQBH2sd+/eFQGIVapUkYzx3LlzRQBi+/btJdsPGzZMBCC+ePFCcoyCIBh85po1ayY6ODiIr169SjVGjUYjJicni3379hWrVasmeQ+A6OjoKD59+tRgu/c/uxUrVhQ7dOiQ5lhotVrRy8tLrFSpkuQY4+PjRXd3d7FevXr6upTzKTQ0VNLHoEGDRCsrq3Q/w0RkWlzOhYiy7LvvvkNwcDCmT5+OH374QT+jOj19+vTBmzdvsH79en3dsmXLoFar0bNnTwCAs7MzSpYsiZkzZ2LOnDk4d+5cpp/qLoqifgmXZs2aAXh7i2NQUBB+//13/YN7Xr9+jYMHD6Jr164GM3Hf9ffff6NRo0bw8/PL1P4zo1ChQqmuD33nzh307NkThQsXhlKphIWFhX7m/NWrVwEAN27cwO3bt9G3b19YWVmluY8ePXrA3d0d8+fP19fNmzcPbm5u6NatW7rxpSw/ktbMigYNGuD06dMGr759+6Z/4Kn4+++/AQCDBw82etv37d+/H02aNJHcHaBUKg2Od+fOndBoNOjVqxc0Go3+ZWVlhcDAQMnyOy9fvsSXX36JUqVKQaVSQaVSwc7ODq9evdL/TN7Vvn17STnlzor3Z2enRhAEtG7dWl9WqVQoVaoUPD09JWtXOjs7w93dXdLnX3/9hUaNGsHLy0tyTK1atQLw9m6RzOrcuXOGbXbv3g2tVpvpn5u7uzv+/fffTMdARERE5kNMZcnEd1WtWhWWlpb43//+hxUrVuDOnTtG9a/RaDB16lSUL18elpaWUKlUsLS0xM2bN7N0PXbs2DHExcVh0KBBad5FeevWLVy7dg0fffSRPoaUV+vWrREZGZnqEjGpSVmaZtWqVdBoNFi6dCm6du0KOzs7g7bHjh3D06dP0bt3b8k+dTodWrZsidOnT6d7p+D7x53WcjHv+vvvv1GmTBnJw2Fzwr59+1C+fHnUqlVLUh8cHAxRFA3u3GzdurXk+2XK97E2bdpI2qXUR0RESOorVKiAKlWqSOp69uyJuLg4nD17Vl+3ceNG1K9fH3Z2dlCpVLCwsMDSpUtT/Ww1btwYhQoVyvBYa9Wqhb///htjxozBgQMHDNaFv379Oh49eoRPPvlEcox2dnbo3LkzTpw4gdevX0u2Se1znZCQkOZSqkRkekyiE1GWrV69GkWKFEH37t0zvU2FChVQs2ZNLFu2DACg1WqxevVqfPDBB3B2dgYA/brpLVq0QGhoKKpXrw43NzcMGTIE8fHx6faf8pCeDz/8EHFxcXj+/DmeP3+Orl274vXr1/p16J49ewatVpvhQ49iYmJM/mCklNst3/Xy5UsEBATg5MmTmDJlCg4cOIDTp09j06ZNAKC/8IqJiQGADGNSq9UYMGAA1q5di+fPnyMmJgYbNmxAv379oFar0902ZV9pJekdHR1Ro0YNg1dqx5WRmJgYKJVKFC5c2Oht3/fkyZNU+3m/LmUt+5o1a8LCwkLyWr9+PWJjY/Vte/bsiZ9++gn9+vXDzp07cerUKZw+fRpubm6pPiTJxcVFUk4Z68w8UMnGxsZgzC0tLfXnxfv1CQkJkmPaunWrwfFUqFABACTHlJHM/Bwz+zlMYWVllW8fKkVERFSQvXr1Ck+ePIGXl1eabUqWLIk9e/bA3d0dgwcPRsmSJVGyZEn88MMPmdpHSEgIxo8fjw4dOmDr1q04efIkTp8+jSpVqmTpeiwz1zEp14sjR440uL4aNGgQAOOurz799FPExMRg6tSpOHv2bJqTT1L226VLF4P9zpgxA6Io4unTp5naZ2avzbP6fadYsWIAgLt372aq/ZMnT1KNKeWz8/7SNu9fA1taWqZb/+61MWD4HeDdupR9bdq0CV27dkWRIkWwevVqHD9+HKdPn0afPn0M+gMyP6Y//vgjvvzyS2zZsgWNGjWCs7MzOnTogJs3b0r2n9Z46HQ6PHv2TFKfne8ZRGQaXBOdiLJsx44d6NatGwICArB37174+PhkartPP/0UgwYNwtWrV3Hnzh1ERkbi008/lbTx8fHRP6Dwxo0b2LBhAyZOnIikpCQsWrQozb5TtpkzZw7mzJmT6vsDBgyAs7MzlEolHj58mG6sbm5uGbZJSXy++zBSIO0L69RmvOzbtw+PHj3CgQMHJOu2v78GfMqs+YxiAoDPPvsM06dPR1hYGBISEqDRaDBw4MAMt0tZ5/vp06dZSowDb8fk/fEADMfEzc0NWq0WUVFRWd5XChcXF0RFRRnUv1+Xcny//fZbup/ZFy9e4K+//sI333yDMWPG6OtT1k7MS1xdXVG5cmV89913qb6f3hfb92VmXft3P4fe3t4Ztn/69GmqD5olIiIi87Zt2zZotVoEBQWl2y4gIAABAQHQarU4c+YM5s2bh2HDhsHDwyPDCTkpa4RPnTpVUh8bGwsnJyejY87M9XTK9eLYsWPRqVOnVNu8vxZ7ery9vdG0aVNMmjQJZcuWRb169dLd77x581CnTp1U22T2mUyZfVZRZr7vpKZRo0awsLDAli1bMvUdw8XFBZGRkQb1KXfBvv+soexK73tBSkJ69erVKF68ONavXy8Zr9S+xwCZH1NbW1tMmjQJkyZNwuPHj/Wz0tu1a4dr167p95/WeCgUikzNeCei3MWZ6ESUZT4+Pjh8+DDUajUCAgL0f1nPSI8ePWBlZYXly5dj+fLlKFKkCJo3b55m+zJlyuDrr79GpUqVJLfeve/Zs2fYvHkz6tevj/379xu8PvroI5w+fRqXLl2CtbU1AgMDsXHjxnRnkbRq1Qr79+9P93bNlOTgxYsXJfXvP9wmPSkXZO/PEl+8eLGkXKZMGZQsWRJhYWFpXtyl8PT0xIcffogFCxZg0aJFaNeunX7GSHpSHh50+/btTMf/Pl9fX0RHR+tn0wBAUlISdu7cKWmXstzIwoULs7yvFI0aNcLevXsl+9RqtZKlgwCgRYsWUKlUuH37dqoz6mvUqAHg7c9EFEWDn8mSJUug1WqzHa8ptW3bFpcuXULJkiVTPZ6UJLqpZqw0b94cSqUyUz83jUaDBw8eSB50RUREROYvIiICI0eOhKOjIwYMGJCpbZRKJWrXrq1fcjDl2j69axRBEAyux7Zt25blpeLq1asHR0dHLFq0KM2laMqWLYvSpUvjwoULaV4v2tvbG7XflAdjjh8/Ps029evXh5OTE65cuZLmflNmXpvquq5Vq1a4ceOGwXIqGSlcuLD+bs2VK1em2ub27dv670hNmjTBlStXDL7PrVy5EoIgoFGjRlk7gDRcvnwZFy5ckNStXbsW9vb2qF69OoC3ny1LS0tJcjwqKgp//PGHyeLw8PBAcHAwevTogevXr+P169coW7YsihQpgrVr10o+g69evcLvv/+OunXrwsbGxmQxEJFpcCY6EWWLp6cnDh48iBYtWqBhw4bYvXs3KlasmO42Tk5O6NixI5YvX47nz59j5MiRkrXgLl68iM8//xwffvghSpcuDUtLS+zbtw8XL16UzAh+35o1a5CQkIAhQ4akOhvGxcUFa9aswdKlS/H9999jzpw5aNCgAWrXro0xY8agVKlSePz4Mf78808sXrwY9vb2mDx5Mv7++280bNgQX331FSpVqoTnz59jx44dCAkJQbly5VCzZk2ULVsWI0eOhEajQaFChbB582YcOXIk0+NYr149FCpUCAMHDsQ333wDCwsLrFmzxuDCD3j7pPp27dqhTp06GD58OIoVK4aIiAjs3LkTa9askbQdOnQoateuDQD6JXQyUrt2bVhbW+PEiRMGa+8Bb2fHnzhxwqBerVbr1+7u1q0bJkyYgO7du2PUqFFISEjAjz/+aJB8DggIwCeffIIpU6bg8ePHaNu2LdRqNc6dOwcbGxt88cUXmYoZAL7++mv8+eefaNy4MSZMmAAbGxvMnz/fYN1IX19fTJ48GePGjcOdO3fQsmVLFCpUCI8fP8apU6f0M0ccHBzQsGFDzJw5E66urvD19cXBgwexdOnSLM16ykmTJ0/G7t27Ua9ePQwZMgRly5ZFQkIC7t27h+3bt2PRokUoWrQo7O3t4ePjgz/++ANNmjSBs7Oz/tiM4evri6+++grffvst3rx5gx49esDR0RFXrlxBbGwsJk2apG978eJFvH792uRfjIiIiCj3XLp0Sb8+d3R0NA4fPoxly5ZBqVRi8+bN6T5jaNGiRdi3bx/atGmDYsWKISEhAWFhYQCgX4c7vWuUtm3bYvny5ShXrhwqV66M8PBwzJw5M8tLLtrZ2WH27Nno168fmjZtiv79+8PDwwO3bt3ChQsX8NNPPwF4O5mlVatWaNGiBYKDg1GkSBE8ffoUV69exdmzZ7Fx40aj9tu8efN0Jw6lxDZv3jz07t0bT58+RZcuXeDu7o6YmBhcuHABMTEx+kkMlSpVAgD88MMP6N27NywsLFC2bFmjk/vDhg3D+vXr8cEHH2DMmDGoVasW3rx5g4MHD6Jt27bpXsPNmTMHd+7cQXBwMHbu3ImOHTvCw8MDsbGx2L17N5YtW4Z169ahcuXKGD58OFauXIk2bdpg8uTJ8PHxwbZt27BgwQJ89tlnmVq/3RheXl5o3749Jk6cCE9PT6xevRq7d+/GjBkz9Anqtm3bYtOmTRg0aBC6dOmCBw8e4Ntvv4Wnp2emJ4ilpnbt2mjbti0qV66MQoUK4erVq1i1apUkOR4aGoqPPvoIbdu2xYABA5CYmIiZM2fi+fPnmD59uknGgIhMTMaHmhKRmUp5QnhMTIy+7vnz52L9+vVFZ2dn8fTp0xn2sWvXLhGACEC8ceOG5L3Hjx+LwcHBYrly5URbW1vRzs5OrFy5svj999+LGo0mzT6rVq0quru7i4mJiWm2qVOnjujq6qpvc+XKFfHDDz8UXVxcREtLS7FYsWJicHCwmJCQoN/mwYMHYp8+fcTChQuLFhYWopeXl9i1a1fx8ePH+jY3btwQmzdvLjo4OIhubm7iF198IW7btk0EIO7fv1/fLjAwUKxQoUKqsR07dkysW7euaGNjI7q5uYn9+vUTz549KwIQly1bJml7/PhxsVWrVqKjo6OoVqvFkiVLisOHD0+1X19fX9HPzy/NMUnNJ598IpYvX96g3sfHR/9ze/9VpEgRSdvt27eLVatWFa2trcUSJUqIP/30k/6z8y6tVit+//33YsWKFUVLS0vR0dFRrFu3rrh161Z9m8DAQDEwMFCyHQDxm2++kdQdPXpUrFOnjqhWq8XChQuLo0aNEn/++WcRgHj37l1J2y1btoiNGjUSHRwcRLVaLfr4+IhdunQR9+zZo2/z8OFDsXPnzmKhQoVEe3t7sWXLluKlS5dEHx8fsXfv3vp2y5YtEwEYfPb3799v8BlITe/evUVbW1uD+rQ+Lz4+PmKbNm0kdTExMeKQIUPE4sWLixYWFqKzs7Po7+8vjhs3Tnz58qW+3Z49e8Rq1aqJarVaBKA/jtTO6xSp/dxEURRXrlwp1qxZU7SyshLt7OzEatWqGXxWx48fL7q6ukrOKSIiIjIPKdc4KS9LS0vR3d1dDAwMFKdOnSpGR0cbbPP+dcPx48fFjh07ij4+PqJarRZdXFzEwMBA8c8//5Rsl9Y1yrNnz8S+ffuK7u7uoo2NjdigQQPx8OHDBteHKdddGzdulPR79+7dVK+nt2/fLgYGBoq2traijY2NWL58eXHGjBmSNhcuXBC7du0quru7ixYWFmLhwoXFxo0bi4sWLcpw7ACIgwcPTrfNzJkzU71OPXjwoNimTRvR2dlZtLCwEIsUKSK2adPG4NjGjh0renl5iQqFQnLNmdq1Yor3r2NF8e0YDx06VCxWrJhoYWEhuru7i23atBGvXbuW4XFqNBpxxYoVYuPGjUVnZ2dRpVKJbm5uYqtWrcS1a9eKWq1W3/b+/ftiz549RRcXF9HCwkIsW7asOHPmTEmblJ/XzJkzJftJ6+eb2nV4yvH/9ttvYoUKFURLS0vR19dXnDNnjkH806dPF319fUW1Wi36+fmJv/zyS6rXvun9PN//XjJmzBixRo0aYqFChUS1Wi2WKFFCHD58uBgbGyvZbsuWLWLt2rVFKysr0dbWVmzSpIl49OhRSZu0rtFTjvv9zw4R5RxBFDN4lDYREZmtixcvokqVKpg/f77+IUiZcebMGdSsWRMnTpzQz2QnMpZWq0WpUqXQs2fPNNdrJyIiIiIyJV9fX1SsWBF//fWX3KEQUT7CNdGJiPKh27dvY9++ffjf//4HT09PBAcHG7V9jRo10LVrV3z77bc5EyAVCKtXr8bLly8xatQouUMhIiIiIiIiyjIm0YmI8qFvv/0WzZo1w8uXL7Fx48YsPZhm9uzZqFmzJuLj43MgQioIdDod1qxZk+fWkCciIiIiIiIyBpdzISIiIiIiIiIiIiJKA2eiExERERERERERERGlgUl0IiIiIiIiIiIiIqI0MIlORERERERERERERJQGldwBmCudTodHjx7B3t4egiDIHQ4RERER5VGiKCI+Ph5eXl5QKDiHJTfwWp2IiIiIMiOz1+pMomfRo0eP4O3tLXcYRERERGQmHjx4gKJFi8odRoHAa3UiIiIiMkZG1+pMomeRvb09gLcD7ODgkKltdDodYmJi4ObmxllI2cSxNA2Oo+lwLE2HY2kaHEfT4ViaRkEex7i4OHh7e+uvHynnZeVanfKmgvy7g8jUeD4RmQ7Pp/wjs9fqTKJnUcptoQ4ODkYl0RMSEuDg4MATLJs4lqbBcTQdjqXpcCxNg+NoOhxL0+A4gsuK5KKsXKtT3sTfHUSmw/OJyHR4PuU/GV2r86dMRERERERERERERJQGJtGJiIiIiIiIiIiIiNLAJDoRERERERERERERURq4JjoRERHlSVqtFsnJyXKHAZ1Oh+TkZCQkJHC9w2zIz+NoYWEBpVIpdxh51qFDhzBz5kyEh4cjMjISmzdvRocOHdLd5uDBgwgJCcHly5fh5eWF0aNHY+DAgbkTMBERERHRe5hEJyIiojxFFEVERUXh+fPncocC4G08Op0O8fHxfDBkNuT3cXRyckLhwoXz5bFl16tXr1ClShV8+umn6Ny5c4bt7969i9atW6N///5YvXo1jh49ikGDBsHNzS1T2xMRERERmRqT6ERERJSnpCTQ3d3dYWNjI3tSUhRFaDQaqFQq2WMxZ/l1HEVRxOvXrxEdHQ0A8PT0lDmivKdVq1Zo1apVptsvWrQIxYoVw9y5cwEAfn5+OHPmDGbNmsUkOhERERHJgkl0IiIiyjO0Wq0+ge7i4iJ3OADyb/I3t+XncbS2tgYAREdHw93dnUu7ZNPx48fRvHlzSV2LFi2wdOlSJCcnw8LCwmCbxMREJCYm6stxcXEA3i4jpNPpcjZgylE6nU5/JwsRZQ/PJyLT4fmUf2T2Z8gkOhEREeUZKWug29jYyBwJkXFSPrPJyclMomdTVFQUPDw8JHUeHh7QaDSIjY1Ndbb/tGnTMGnSJIP6mJgYJCQk5FislPN0Oh1evHgBURTz3fMUiHIbzyci0+H5lH/Ex8dnqh2T6ERERJTn5LeZypT/8TNrWu+PpyiKqdanGDt2LEJCQvTluLg4eHt7w83NDQ4ODjkXKOU4nU4HQRDg5ubGJAVRNvF8IjIdnk/5h5WVVabaMYlORERERER5RuHChREVFSWpi46OhkqlSnOZJ7VaDbVabVCvUCj4xTYfEASBP0siE+H5RGQ6PJ/yh8z+/PhTJiIiIsqDfH199Q9WzIx79+5BEAScP38+x2LKLRMnTkTVqlUN6jw8PCAIArZs2SJLXJQ76tati927d0vqdu3ahRo1aqS6HjoRERERUU5jEp2IiIjyJVGng/ZWBLRnr0B7KwKimT305/Tp0/jf//5n0j6XL18OJycnk/aZE0aOHIm9e/fqy1evXsWkSZOwePFiREZGolWrVjJGR8Z6+fIlzp8/r/8Dz927d3H+/HlEREQAeLsUS69evfTtBw4ciPv37yMkJARXr15FWFgYli5dipEjR8oRPhERERERl3MhIiKi/Ed78QaSN+8FXrzzkBhHe1h0bAJl5TLyBWYENzc3uUOQjZ2dHezs7PTl27dvAwA++OCDbK09npyczJnMMjhz5gwaNWqkL6esXd67d28sX74ckZGR+oQ6ABQvXhzbt2/H8OHDMX/+fHh5eeHHH39E586dcz12IiIiIiKAM9GJiIgon9FevIHk5VukCXQAeBGP5OVboL14I0f2u3XrVjg5OUH3/zPez58/D0EQMGrUKH2bAQMGoEePHgCAY8eOoWHDhrC2toa3tzeGDBmCV69e6du+v5zLtWvX0KBBA1hZWaF8+fLYs2dPqkub3LlzB40aNYKNjQ2qVKmC48ePAwAOHDiATz/9FC9evIAgCBAEARMnTgQALFiwAKVLl4aVlRU8PDzQpUuXLI1BakvKPH/+HIIg4MCBA/o4BEHA3r17UaNGDdjY2KBevXq4fv26fpt3l3OZOHEi2rVrB+DteoUpSXSdTofJkyejaNGiUKvVqFq1Knbs2GEQy4YNGxAUFAQrKyusXr0awcHB6NChA6ZOnQoPDw84OTlh0qRJ0Gg0GDVqFJydnVG0aFGEhYVlaQzIUFBQEERRNHgtX74cwNs7JFI+HykCAwNx9uxZJCYm4u7duxg4cGDuB05ERERE9P+YRCciIqJ8Q9Tp3s5AT0fylr05srRLw4YNER8fj3PnzgEADh48CFdXVxw8eFDf5sCBAwgMDMQ///yDFi1aoFOnTrh48SLWr1+PI0eO4PPPP0+1b51Ohw4dOsDGxgYnT57Ezz//jHHjxqXadty4cRg5ciTOnz+PMmXKoEePHtBoNKhXrx7mzp0LBwcHREZGIjIyEiNHjsSZM2cwZMgQTJ48GdevX8eOHTvQsGFDfX9Tp07VzwxP63X48GGjx2vcuHGYPXs2zpw5A5VKhT59+qTabuTIkVi2bBkA6OMGgB9++AGzZ8/GrFmzcPHiRbRo0QLt27fHzZs3Jdt/+eWXGDJkCK5evYoWLVoAAPbt24dHjx7h0KFDmDNnDiZOnIi2bduiUKFCOHnyJAYOHIiBAwfiwYMHRh8XERERERHlP1zOhYgoH9AkJEC7dhvE2BcQXB2h7NkGKisrucMiMpnEOSsgxr/KuKFGA7xKSL/N83gkfvMToMr4Mkiwt4Xl8F4ZtgMAR0dHVK1aFQcOHIC/vz8OHDiA4cOHY9KkSYiPj8erV69w48YNBAUFYerUqejZsyeGDRsGAChdujR+/PFHBAYGYuHChbB67/zdtWsXbt++jQMHDqBw4cIAgO+++w7NmjUziGPkyJFo06YNAGDSpEmoUKECbt26hXLlysHR0RGCIOj7AICIiAjY2tqibdu2sLe3h4+PD6pVq6Z/f+DAgejatWu6x16kSJFMjdG7vvvuOwQGBgIAxowZgzZt2iAhIcHg2O3s7PTruL8b96xZs/Dll1+ie/fuAIAZM2Zg//79mDt3LubPn69vN2zYMHTq1EnSp7OzM3788UcoFAqULVsWoaGheP36Nb766isAb9fonj59Oo4eParvn4iIiIiICi4m0YmIzFzi9yshPojSl8WoWGi++hFa78JQZzL5R5TXifGvgBcvTddhRon2lP0a2W1QUBAOHDiAkJAQHD58GFOmTMHvv/+OI0eO4Pnz5/Dw8EC5cuUQHh6OW7duYc2aNf/tSxSh0+lw9+5d+Pn5Sfq9fv06vL29JUnkWrVqpRpD5cqV9f/v6ekJAIiOjka5cuVSbd+sWTP4+PigRIkSaNmyJVq2bImOHTvCxsYGwNuEs7Ozs5EjkbG04ixWrFiG28bFxeHRo0eoX7++pL5+/fq4cOGCpK5GjRoG21eoUAEKxX83ZHp4eKBixYr6slKphIuLC6KjozN3MERERERElK9xORciIjP2fgL9XeKDKCR+vzKXIyLKGYK9LeBol/HLNpN3YNhaZao/wd7WqDiDgoJw+PBhXLhwAQqFAuXLl0dgYCAOHjyoX8oFeLs8y4ABA3D+/Hn968KFC7h58yZKlixp0K8oipl+oOa7D858d/3wtNjb2+Ps2bP49ddf4enpiQkTJqBKlSp4/vw5AOOWc0lJTIvif39+SE5ONkmcqXl/TFIbJ1tbw5/h+w8XFQQh1Tpj4yEiIiIiovyJM9GJiMyUJiEhzQR6CvFBFDQJCVzahcyeOqR3ptqJOh0Sv11s+FDRdznZQ/31AAiKzM0leDchnJGUddHnzp2LwMBACIKAwMBATJs2Dc+ePcPQoUMBANWrV8fly5dRqlSpTPVbrlw5RERE4PHjx/Dw8AAAnD59OtNxpbC0tIRWqzWoV6lUaNq0KZo2bYpvvvkGTk5O2LdvHzp16mTUci5ubm4A3q5dnrIkzLsPGTUVBwcHeHl54ciRI5L1248dO5bmDH0iIiIiIqKsYhKdiMhMadduy3Q7VZ/OORwNUd4gKBSw6NgEycu3pNnGokOTTCfQjZWyLvrq1avxww8/AHibWP/www+RnJyMoKAgAG8fdlmnTh0MHjwY/fv3h62tLa5evYrdu3dj3rx5Bv02a9YMJUuWRO/evREaGor4+Hj9g0UzO0MdAHx9ffHy5Uvs3bsXVapUgY2NDfbt24c7d+6gYcOGKFSoELZv3w6dToeyZcsCMG45F2tra9SpUwfTp0+Hr68vYmNj8fXXX2c6PmOMGjUK33zzDUqWLImqVati2bJlOH/+vGSJHCIiIiIiIlPgci5ERGZKjH1h0nZE+YWychlYBHcAHO2lbzjZwyK4A5SVy+To/hs1agStVqtPmBcqVAjly5eHm5ubfq3zypUr4+DBg7h58yYCAgJQrVo1jB8/Xr82+PuUSiW2bNmCly9fombNmujXr58+Of3+gzjTU69ePQwcOBDdunWDm5sbQkND4eTkhE2bNqFx48bw8/PDokWL8Ouvv6JChQpZOv6wsDAkJyejRo0aGDp0KKZMmZKlfjIyZMgQjBgxAiNGjEClSpWwY8cO/PnnnyhdunSO7I+IiIiIiAouQTTmHmXSi4uLg6OjI168eAEHB4dMbaPT6RAdHQ13d3fJw6zIeBxL0+A4mo4cY5kY9jvES7czbCdULAm1Gc1E5+fSNMx1HBMSEnD37l0UL17cqORwakSdDro7D4G4l4CDHRQlimZpBrooitBoNFCpVEbN+s5pR48eRYMGDXDr1q1U11HPa/LqOJpKep/drFw3UvZwzPMPc/33jEyj3a/t5A4hXxEgwFvpjQfaBxCNfnw6pWVrj61yh0Ay4L9P+Udmrxu5nAsRkZlS9mwDzVc/ZqodUUEkKBRQliomdxgms3nzZtjZ2aF06dK4desWhg4divr165tFAp2IiIiIiMicMYlORGSmVFZW0HoXzvDhokpLdS5FREQ5KT4+HqNHj8aDBw/g6uqKpk2bYvbs2XKHRURERERElO/xfgMiIjOmHt4L8PZIt03iyJm5FA0R5aRevXrh5s2bSEhIwMOHD7F8+XK4uLjIHRYREREREVG+xyQ6EZGZs2hSV1IWKhou7ZAQEppb4RARERERERER5StczoWIyMwlb9otKac8RPT9xHnivDVQf/FRrsVFRERUELXjcxBNShAAb2/gwQNA5HMQTWYrn4NIVPAc4D9QJiUKgMYbUD0ABP4DZTJBefcfKM5EJyIyd3GvUq1WzxopKYt3/4Xm2PlcCIiIiIiIiIiIKP+QPYm+YMECFC9eHFZWVvD398fhw4fTbT9//nz4+fnB2toaZcuWxcqVKyXvBwUFQRAEg1ebNm30bSZOnGjwfuHChXPk+IiI5CIoFFCPHyip0/y2C7roJzJFRERERERERERkfmRNoq9fvx7Dhg3DuHHjcO7cOQQEBKBVq1aIiIhItf3ChQsxduxYTJw4EZcvX8akSZMwePBgbH3nXrRNmzYhMjJS/7p06RKUSiU+/PBDSV8VKlSQtPvnn39y9FiJiHKDslYlSVko5ACLT6S37SVNXwpRo83NsIiIiIiIiIiIzJasSfQ5c+agb9++6NevH/z8/DB37lx4e3tj4cKFqbZftWoVBgwYgG7duqFEiRLo3r07+vbtixkzZujbODs7o3DhwvrX7t27YWNjY5BEV6lUknZubm45eqxERLlB1TrAoE5ZzQ+KiqUldYmjZ+dWSEREREREREREZk22JHpSUhLCw8PRvHlzSX3z5s1x7NixVLdJTEyElZWVpM7a2hqnTp1CcnJyqtssXboU3bt3h62traT+5s2b8PLyQvHixdG9e3fcuXMnG0dDRCQP8b0nbAkOdqm2s+zT0aDu/QePElHe4uvri7lz52a6/b179yAIAs6fP59jMWWVIAjYsmULgLwdJxERERERUWpUcu04NjYWWq0WHh4eknoPDw9ERUWluk2LFi2wZMkSdOjQAdWrV0d4eDjCwsKQnJyM2NhYeHp6StqfOnUKly5dwtKlSyX1tWvXxsqVK1GmTBk8fvwYU6ZMQb169XD58mW4uLikuu/ExEQkJibqy3FxcQAAnU4HnU6XqWPW6XQQRTHT7SltHEvT4DiajlxjqT171SCOtFjOGomkkbMkdQkTfoLlxEE5EltW8XNpGuY6jilxp7yyQ9Rp8TzqHBJfx0Jt4wqnwtUgKJRZ6+v/Y8luTMY4deoUbG1tM73Pd2NMa5vly5dj+PDhePbsmcniNIYoivD29sajR4/g6uqa4bHdu3cPJUqUwNmzZ1G1atXcCTKLUsY9tWtDczsPiYiIiIhISrYkegpBECRlURQN6lKMHz8eUVFRqFOnDkRRhIeHB4KDgxEaGgql0vBL8dKlS1GxYkXUqlVLUt+qVSv9/1eqVAl169ZFyZIlsWLFCoSEhKS672nTpmHSpEkG9TExMUhISMjwOIG3X6BevHgBURShUMj+TFezxrE0DY6j6cg1lg6bdktuKYqOjk5/g1GfwGnmqv/KL18jbtMuJDSomhPhZQk/l6ZhruOYnJwMnU4HjUYDjUaT5X5i7u3HrRPfI+n1f+eEpY07StUZDjffRkb1JYoitNq3zxFI6xolJxQqVAgAMj0OKe3SG7uUZG52xjarNBqNfhxdXV0zFUdmjimv0Gg00Ol0ePLkCSwsLCTvxcfHyxQVERERERGZgmxJdFdXVyiVSoNZ59HR0Qaz01NYW1sjLCwMixcvxuPHj+Hp6Ymff/4Z9vb2+i9jKV6/fo1169Zh8uTJGcZia2uLSpUq4ebNm2m2GTt2rCTBHhcXB29vb7i5ucHBwSHDfQBvv7gKggA3NzezSmjkRRxL0+A4mo5cY5mUkCQpu7u7Z7iNOHkwkifM15etjl2EnX9FKHy8TB5fVvBzaRrmOo4JCQmIj4+HSqWCSpW1y5Tou/twZd9Yg/qk19G4sm8sKjULhXvxxkb3+35i9H1bt25Fr1698OTJEygUCpw/fx7Vq1fHiBEjMHPmTADAgAEDEB8fj7Vr1+LYsWMYO3YsTp8+DVdXV3To0AHTpk3TL0FXvHhxDB06FMOGDQMAXLt2Df3798eZM2dQokQJ/PDDD2jevDk2bdqEDh066McrIiICo0ePxsmTJ1G6dGksXLgQdevWxYEDB9CvXz8AgKWlJQBgwoQJmDhxIhYsWIC5c+fiwYMHcHR0REBAADZu3Gj0GAFvl8zr168fTp06hRIlSuiXpFGpVFAqlfj3338ls8ufPXuGL774Art27cLLly9RtGhRjB07Fp9++inKlCkDAPoJEYGBgdi/fz9Onz6tfzB9cnIyqlatijlz5qB69er6OBQKBX7++Wds374dO3fuRJEiRTBr1iy0b99e3+by5cv48ssvcfjwYYiiiKpVq2LZsmUoWbIkAGDZsmWYOXMm7t69C19fX3zxxRcYNCj1u3dUKhUUCgVcXFwMlh98v0xEREREROZFtiS6paUl/P39sXv3bnTs+N9avbt378YHH3yQ7rYWFhYoWrQoAGDdunVo27atQYJgw4YNSExMxMcff5xhLImJibh69SoCAgwfyJdCrVZDrVYb1CsUCqOSE4IgGL0NpY5jaRocR9PJC2OZqX3b2QKfdUPywvX6Ks28tVBPHQrByvD3nBzywljmB+Y4jgqFAoIg6F/GEnVa3Dg2K902N47NhrtvUKaXdnn3Lrn0YgoMDER8fDzOnz8Pf39/HDp0CK6urjh06JB+u4MHD2L48OG4dOkSWrZsiW+//RZLly5FTEwMPv/8c3zxxRdYtmyZvs+UcdDpdOjYsSOKFSuGkydPIj4+HiNGjJC0SdnH119/jVmzZqF06dIYN24cevbsiVu3bqF+/fqYO3cuJkyYgOvXrwMA7OzsEB4ejqFDh2LVqlWoV68enj59isOHD+v7mzp1KqZOnZruGP39998ICAiATqdD586d4erqihMnTiAuLk7/R4D3xy8l5gkTJuDKlSv4+++/4erqilu3buHNmzcQBAGnTp1CrVq1sGfPHlSoUAGWlpYQBAEvX75E79698eOPPwIAZs+ejTZt2uDmzZuwt7fX72Py5MkIDQ3FzJkzMW/ePHz88ce4f/8+nJ2d8e+//yIwMBBBQUHYt28fHBwccPToUWi1WgiCgF9++QXffPMNfvrpJ1SrVg3nzp1D//79YWdnh969exuMQcrxpHbOmdM5SEREREREhmRdziUkJASffPIJatSogbp16+Lnn39GREQEBg4cCODt7O9///0XK1euBADcuHEDp06dQu3atfHs2TPMmTMHly5dwooVKwz6Xrp0KTp06JDqGucjR45Eu3btUKxYMURHR2PKlCmIi4tL9QsREZG5UDaonnGjlLalfaAL8If2cLi+LvGrH2A1Z3ROhEaUbSd//xhJb55k2E6nTUJywvN02yS+eoxDq5pDobTMsD9LaxfU6rQqw3YA4OjoiKpVq+LAgQPw9/fHgQMHMHz4cEyaNAnx8fF49eoVbty4gaCgIEydOhU9e/bUJ5hLly6NH3/8EYGBgVi4cKHBzOVdu3bh9u3bOHDgAAoXLgwA+O6779CsWTODOEaOHIk2bdoAACZNmoQKFSrg1q1bKFeuHBwdHSEIgr4P4O3MdVtbW7Rt2xb29vbw8fFBtWrV9O8PHDgQXbt2TffYixQpAgDYs2cPrl69inv37uknPEydOlWylN77IiIiUK1aNdSoUQPA2weqpnBzcwMAuLi4SGJu3Fh6J8HixYtRqFAhHDx4EG3bttXXBwcHo0ePHvo45s2bh1OnTqFly5aYP38+HB0dsW7dOv1dBikz3wHg22+/xezZs9GpUycAb+8MuHLlChYvXsxrRiIiIiKiAkbWJHq3bt3w5MkTTJ48GZGRkahYsSK2b98OHx8fAEBkZCQiIiL07bVaLWbPno3r16/DwsICjRo1wrFjxyRftoC3yfYjR45g165dqe734cOH6NGjB2JjY+Hm5oY6dergxIkT+v0SEZkjVYv6RrW36NhEkkQHgISQUCbSKU9KevMEia8yWPPfCBkl2rMqKCgIBw4cQEhICA4fPowpU6bg999/x5EjR/D8+XN4eHigXLlyCA8Px61bt7BmzRr9tikPpbx79y78/Pwk/V6/fh3e3t6SRPL7z3xJUblyZf3/pzx0PTo6GuXKlUu1fbNmzeDj44MSJUqgZcuWaNmyJTp27AgbGxsAgLOzM5ydnTN1/FevXkWxYsX0CXQAqFu3brrbfPbZZ+jcuTPOnj2L5s2bo0OHDqhXr16620RHR2PChAnYt28fHj9+DK1Wi9evX0uuGwHpWNja2sLe3l7/7Ijz588jICAg1WV6YmJi8ODBA/Tt2xf9+/fX12s0Gjg6OqYbGxERERER5T+yP1h00KBBaa4tuXz5cknZz88P586dy7DPMmXKQBTFNN9ft26dUTESEeVFok76e06wtTa6D6s5o5EQEiqpYyKd8iJLa8M7y1KTmZnoAGBh5ZTpmejGCAoKwtKlS3HhwgUoFAqUL18egYGBOHjwIJ49e4bAwMC3cep0GDBgAIYMGWLQR7FixQzq0nvw+vveTQqnbJPyQNHU2Nvb4+zZszhw4AB27dqlXyf99OnTcHJyMmo5l9SuvzKKu1WrVrh//z62bduGPXv2oEmTJhg8eDBmzUp7WZ7g4GDExMRg7ty58PHxgVqtRt26dZGUJH1OxPsJ8pSlcYC3z9pJS0qbX375BbVr15a8l9rD7ImIiIiIKH+TPYlORERZoz39j0n6SS2Rnrzub1h0T3v5BaLcVrvz6ky1E3VaHFnbNt1Z62pbDzToudWoNdEzq2HDhoiPj8fcuXMRGBgIQRAQGBiIadOm4dmzZxg6dCgAoHr16rh8+TJKlSqVqX7LlSuHiIgIPH78WP8A9tOnT2c6rhSWlpbQarUG9SqVCk2bNkXTpk3xzTffwMnJCfv27UOnTp2MWs6lfPnyiIiIwKNHj+Dl9fZhxcePH88wLjc3NwQHByM4OBgBAQEYNWoUZs2apX8A6vsxHz58GAsWLEDr1q0BAA8ePEBsbGzGA/COypUrY8WKFUhOTjZItnt4eKBIkSK4c+cOPvroI6P6JSIiIiKi/IdJdCIiM6XZtMdkfamnD0fimO/1Ze2pf6CoXAbK8iVNtg+i3CAolChbbxQu7h6VVguUrTcy0wl0Y6Wsi7569Wr88MMPAN4m1j/88EMkJycjKCgIAPDll1+iTp06GDx4MPr37w9bW1tcvXoVu3fvxrx58wz6bdasGUqWLInevXsjNDQU8fHxGDdu3NsjMuIBrL6+vnj58iX27t2LKlWqwMbGBvv27cOdO3fQsGFDFCpUCNu3b4dOp0PZsmUBGLecS9OmTVG2bFn06tULs2fPRlxcnD7OtEyYMAH+/v6oUKECEhMT8ddff+mXs3F3d4e1tTV27NiBokWLwsrKCo6OjihVqhRWrVqFGjVqIC4uDqNGjUp3ZnlqPv/8c8ybNw/du3fH2LFj4ejoiBMnTqBWrVooW7YsJk6ciCFDhsDBwQGtWrVCYmIizpw5g2fPniEkJMSofRERERERkXlTyB0AERFlUbLGZF0JlhawHCF9UF7ykt8hxr8y2T6Icot7icao3Gwm1Lbuknq1rQcqNwuFe4nGaWxpGo0aNYJWq9UnzAsVKoTy5cvDzc1NnxyuXLkyDh48iJs3byIgIADVqlXD+PHj9WuYv0+pVGLLli14+fIlatasiX79+uHrr78GAIOHkKanXr16GDhwILp16wY3NzeEhobCyckJmzZtQuPGjeHn54dFixbh119/RYUKFYw+doVCgc2bNyMxMRG1atVCv3798N1336W7jaWlJcaOHYvKlSujYcOGUCqV+qX3VCoVfvzxRyxevBheXl744IMPAABhYWF49uwZqlWrhk8++QRDhgyBu7t7ersx4OLign379uHly5cIDAyEv78/fvnlF/2s9H79+mHJkiVYvnw5KlWqhMDAQCxfvhzFixc3elyIiIiIiMi8CaIx9yiTXlxcHBwdHfHixQs4ODhkahudTofo6Gi4u7tDoeDfL7KDY2kaHEfTkWMs31+CxRTrmGv2nYTmr4OSOvXsUUbNdM0ufi5Nw1zHMSEhAXfv3kXx4sWNSg6nRtRp8SzqHJJex8LSxhWFClfL0gx0URSh0WigUqly9VzIyNGjR9GgQQPcunULJUvm/btG8uo4mkp6n92sXDdS9sg55u3a5eru8j1B0MHbOxoPHrhDFM3n37O8butWuSPInHa/8oQyJQECvJXeeKB9ABFMBZnK1h5mckId4PlkSjpRQLTGG+6qB1AIPJ9MJij3z6fMXjdyORcionxA2aiWSfpRNa4N7cmLEGOe6esSR8zkg0bJLAkKJZy9asgdhsls3rwZdnZ2KF26NG7duoWhQ4eifv36ZpFAJyIiIiIiMmf8Uz4RUT6galbXZH2px/Y3qHt/1jsR5b74+HgMGjQI5cqVQ3BwMGrWrIk//vhD7rCIiIiIiIjyPSbRiYjMkKjVScqCldqk/ac28zxp4TqT7oOIjNOrVy/cvHkTCQkJePjwIZYvXw4XFxe5wyIiIiIiIsr3mEQnIjJD2hMXcnwf6pkjJWXdzQhoTv2T4/slIiIiIiIiIspLmEQnIjJDmk27c3wfglIBy3H/k+533d/QxT5LYwsiIiIiIiIiovyHSXQiInOUSw//Vrg4waJnG0ld0tRfDJaTITI1nY6fMTIv/MwSEREREeVfKrkDICKivE1ZowK04Vegu35XX5c4alaq66YTZZelpSUUCgUePXoENzc3WFpaQhAEWWMSRREajQYqlUr2WMxZfh1HURSRlJSEmJgYKBQKWFpayh0SERERERGZGJPoRERmTtmsbo7vw3LAh0gICZXUJYSEMpFOJqdQKFC8eHFERkbi0aNHcocD4G2SVKfTQaFQ5Kvkb27L7+NoY2ODYsWKQaHgjZ5ERERERPkNk+hERGZO1bh2ruzHas5og0R64pTFUH89IFf2TwWHpaUlihUrBo1GA61WK3c40Ol0ePLkCVxcXJggzYb8PI5KpTLfzbAnIiIiIqL/MIlORGRmRI1GUhbUubd0gHr2KCSOmPlfLE9fQLPnOFRNc342PBUsgiDAwsICFhYWcocCnU4HCwsLWFlZ5bvkb27iOBIRERERkbniNxgiIjOjPXxWtn0LggD15M8ldZrth6F7GCVTREREREREREREOYtJdCIiM6PZekDW/Qt2NrDo30VSlzRnJcTEJJkiIiIiIiIiIiLKOUyiExGR0ZR+JaCsW0VSlzh2rjzBEBERERERERHlICbRiYgoSyw+bGFQ9/6DR4mIiIiIiIiIzB2T6EREZkzVOkDW/VvNGW1Qx0Q6EREREREREeUnTKITEZkxZWBNuUNINZGe/PtuGSIhIiIiIiIiIjI9JtGJiMyImJQsKQsWKpkikVJPGyYpa4+eg/b6PVliISIiIiIiIiIyJSbRiYjMiHb/KblDSJWgtoTlsE8kdcmLN0B89UamiIiIiIiIiIiITINJdCIiM6LZeVTuENKkKOYJVYv6krrE8fMgiqJMERERERERERERZR+T6EREZDKqFvUBBztJXeKImTJFQ0RERERERESUfUyiExGRSVlNHGRQlxASKkMkRERERERERETZxyQ6EZGZUrVvJHcIabKaM9qgLmnJbzJEQkRERERERESUPUyiExGZKWWD6nKHkC71zBGSsu7KHWjDr8gUDRERERERERFR1jCJTkRkJsSERElZUClliiRzBKUSlmP7SeqS1/wF3dMXMkVERERERERERGQ8JtGJiMyEZu9JuUMwmsLNGaquLSR1SVMWQ9TpZIqIiIiIiIiIiMg4TKITEZkJ7d4TcoeQJao6VSCUKCqpSxw5S6ZoiIiIiIiIiIiMwyQ6ERHlOPXnPQ3qEkJCZYiEiIiIiIiIiMg4TKITEZkjpfn9+raaM9qgLnHGUhkiISIiIiIiIiLKPPPLwhAREVQdm8gdQpaoZ4+SlMXHT6A5cEqmaIiIiIiIiIiIMsYkOhGRGVLWriJ3CFkiCALUEwdJ6jR/HoDuUbRMERERERERERERpY9JdCIiMyC+SZCUBTNcziWF4GAHi76dJHVJs5ZDTNbIFBERERERERERUdrMNwtDRFSAaHYdkzsEk1JWKAVFjQqSusQv58gUDRERERERERFR2phEJyIyA9qDZ+QOweQse7YxqEsICZUhEiIiIiIiIiKitDGJTkREsrGaM9qgLokz0omIiIiIiIgoD2ESnYjI3Kgt5Y7ApAwS6VodrPadlicYIiIiIiIiIqL3MIlORGRmLDo1lTsEk1NPHSopW525Ct3tBzJFQ0RERERERET0HybRiYjMjMK/QsaNzIxgpYblFx9J6jQL10N8nSBTREREREREREREbzGJTkSUx4kvX0vKgkKQKZKcpSheBMqmdSV1iV//CFEUZYqIiIiIiIiIiIhJdCKiPE+z44jcIeQai9YBgLWVpC5xxEyZoiEiIiIiIiIiYhKdiCjP0x47L3cIucry288N6hJCQmWIhIiIiIiIiIiISXQiIsqDno/uZVCXtOIPGSIhIiIiIiIiooKOSXQiInNiZyN3BLnGYvowSVl34Tq0F67LEwwRERERERERFVhMohMRmRGLTk3lDiHXCCoVLL/sK6lLXvEHxOfxMkVERERERERERAURk+hERGZEUaWs3CHkKoWHC1Tv/eEgcfJCiDpRpoiIiIiIiIiIqKBhEp2IKA8T415KyoIgyBSJfFQNqkPwLiypSxw5U6ZoiIiIiIiIiKigYRKdiCgP02w/LHcIeYJ6uOGDRhNCQmWIhIiIiIiIiIgKGibRiYjyMO2pf+QOIc+wmjPaoC5xzgoZIiEiIiIiIiKigoRJdCIiMhvqWaMkZfHhY2iOnJUpGiIiIiIiIiIqCJhEJyIyF072ckcgO0EhQD3hM0mdZtMe6KJiZYqIiIiIiIiIiPI7JtGJiMyERaemcoeQJwhO9rDo/YGkLik0DKJGI1NERERERERERJSfMYlORGQmFBVKyR1CnqGsUhaKqmUldYmj58gUDRERERERERHlZ0yiExHlUbqnLyRlQRBkiiRvsuz1gUFdQkioDJEQERERERERUX7GJDoRUR6l2XpA7hDyPKs5ow3qEsb9IEMkRERERERERJRfMYlORJRH6S5clzsEs6CePUpa8SYRyX8dlCcYIiIiIiIiIsp3mEQnIiKzJggC1FOGSOq0+05Cd/ehTBERERERERERUX7CJDoRkRkQ3ArJHUKeJthYwXJQd0ld0ry1EBMSZYqIiIiIiIiIiPILJtGJiMyAqmNTuUPI8xSlikEZVFNSl/gV10cnIiIiIiIiouxhEp2IyAwoyxWXOwSzYNG+EaBSSuoSQkJlioaIiIiIiIiI8gMm0YmI8iBdzFO5QzBbVqEjDOqYSCciIiIiIiKirGISnYgoD9L8uV/uEMya1ZzRBnVJa/6SIRIiIgKABQsWoHjx4rCysoK/vz8OHz6cbvs1a9agSpUqsLGxgaenJz799FM8efIkl6IlIiIiIpJiEp2IKA/SXb4tdwhmTz0jRFLWhV+B9tJNmaIhIiq41q9fj2HDhmHcuHE4d+4cAgIC0KpVK0RERKTa/siRI+jVqxf69u2Ly5cvY+PGjTh9+jT69euXy5ETEREREb3FJDoREeVLgoUKliM/ldQlh22GGPdSpoiIiAqmOXPmoG/fvujXrx/8/Pwwd+5ceHt7Y+HCham2P3HiBHx9fTFkyBAUL14cDRo0wIABA3DmzJlcjpyIiIiI6C2V3AEQEVH6hCLucodgthReblB90BiaP/bp6xInLoB69igIgiBjZEREBUNSUhLCw8MxZswYSX3z5s1x7NixVLepV68exo0bh+3bt6NVq1aIjo7Gb7/9hjZt2qS5n8TERCQmJurLcXFxAACdTgedTmeCI8k8/vNiWoKggyCIEITc/Tnmd7l8WmSZAJ5QpiS88x+ZTm7/O5NlIn/upqQTBYiiAB3H1bRkOJ8yew4ziU5ElMdZdGwidwhmTRVYA9qTFyFGxerrEkfMTHXddCIiMq3Y2FhotVp4eHhI6j08PBAVFZXqNvXq1cOaNWvQrVs3JCQkQKPRoH379pg3b16a+5k2bRomTZpkUB8TE4OEhITsHYSRvL1zdXcFgA6uri8giiJ4I7XpREfLHUHmeCt5Qpmaq8IVIkS5w8hXos3lhNLwfDIlnQi80L49nxTMo5uODOdTfHx8ptoxiU5ElMcpSvBiJ7vUo/sgISRUUpcQEspEOhFRLnn/7h9RFNO8I+jKlSsYMmQIJkyYgBYtWiAyMhKjRo3CwIEDsXTp0lS3GTt2LEJC/nsWRlxcHLy9veHm5gYHBwfTHUgmPHiQq7vL997ORBfw8KEbRJFJdFNxN5MbHR9oeUKZUsos9Ifah0ykm5C7uZxQKp5PpqQT355PbqqHUAg8n0xGhvPJysoqU+2YRCciymN078yYJtOxmjPaIJGeOG8t1F/0lCkiIqL8z9XVFUql0mDWeXR0tMHs9BTTpk1D/fr1MWrUKABA5cqVYWtri4CAAEyZMgWenp4G26jVaqjVaoN6hUIBhSJ3E68iv0ebnCgKEEUFk+gmlMunRZYx0Wt64jv/kWnk9r8zWcZEr8kJggjF/7/IRGQ4nzJ7DpvJmU5EVHBotuzLuBFliXrWSElZvPsQmuMXZIqGiCj/s7S0hL+/P3bv3i2p3717N+rVq5fqNq9fvzb4MqNUKgHg/5f0ICIiIiLKXUyiExHlMbob9+QOId8SFAqoxw+U1Gk27oQu+qlMERER5X8hISFYsmQJwsLCcPXqVQwfPhwREREYOPDt7+OxY8eiV69e+vbt2rXDpk2bsHDhQty5cwdHjx7FkCFDUKtWLXh5ecl1GERERERUgHE5FyIiKlCEQg6w+Lgtklf/pa9Lmr4E6tAREFRKGSMjIsqfunXrhidPnmDy5MmIjIxExYoVsX37dvj4+AAAIiMjERERoW8fHByM+Ph4/PTTTxgxYgScnJzQuHFjzJgxQ65DICIiIqICjkl0IqI8TPDljLucoKxeHtqzV6G7cltflzh6Nh80SkSUQwYNGoRBgwal+t7y5csN6r744gt88cUXORwVEREREVHmcDkXIqI8zKJjE7lDyLcs+3U2qHv/waNEREREREREREyiExHlYQpvT7lDyNdSm3meMHG+DJEQERERERERUV7FJDoRUR6ie/hY7hAKHPXsUdKKuFfQ7DwqTzBERERERERElOcwiU5ElIckb9krdwgFjiAIUH8rXXdXs/ModPcfyRQREREREREREeUlTKITEeUh4p2HcodQIAm21rAY2FVSl/TDaoiJSTJFRERERERERER5BZPoREREAJRlfKGsX01Slzh2rjzBEBEREREREVGewSQ6EVEepShVTO4QChyLzs0M6hJCQmWIhIiIiIiIiIjyCibRiYjyKFWHxnKHUCBZzRltUMdEOhEREREREVHBxSQ6EVEepfBylzuEAiu1RHry+h0yREJEREREREREcmMSnYgoj9Dd+1fuEOgd6mnDJGXtyYvQXr0jTzBEREREREREJBvZk+gLFixA8eLFYWVlBX9/fxw+fDjd9vPnz4efnx+sra1RtmxZrFy5UvJ+UFAQBEEweLVp0yZb+yUiymnJm/fKHQK9Q1BbwjKkl6Qu+ZffIMa/kikiIiIiIiIiIpKDrEn09evXY9iwYRg3bhzOnTuHgIAAtGrVChEREam2X7hwIcaOHYuJEyfi8uXLmDRpEgYPHoytW7fq22zatAmRkZH616VLl6BUKvHhhx9meb9ERLlBfBAldwj0HkXRwlC1biipS/xmPkRRlCkiIiIiIiIiIsptsibR58yZg759+6Jfv37w8/PD3Llz4e3tjYULF6baftWqVRgwYAC6deuGEiVKoHv37ujbty9mzJihb+Ps7IzChQvrX7t374aNjY0kiW7sfomIqOBSNa0DwcVJUpc4YqY8wRARERERERFRrlPJteOkpCSEh4djzJgxkvrmzZvj2LFjqW6TmJgIKysrSZ21tTVOnTqF5ORkWFhYGGyzdOlSdO/eHba2tlneb8q+ExMT9eW4uDgAgE6ng06nS+dI/6PT6SCKYqbbU9o4lqbBcTQdU4+lUK54gf255MXPpcXYfkgaOUtSlxASCstZI2WKKGN5cRzNFcfSNAryOBbEYyYiIiIiyk9kS6LHxsZCq9XCw8NDUu/h4YGoqNSXNGjRogWWLFmCDh06oHr16ggPD0dYWBiSk5MRGxsLT09PSftTp07h0qVLWLp0abb2CwDTpk3DpEmTDOpjYmKQkJCQ4fECb79AvXjxAqIoQqGQfTl6s8axNA2Oo+mYYiyd3vn/F/UrQxcdbZLYzE2e/VyO7gWnUOlzOF79tAavujaTKaD05dlxNEMcS9MoyOMYHx8vdwhERERERJQNsiXRUwiCICmLomhQl2L8+PGIiopCnTp1IIoiPDw8EBwcjNDQUCiVSoP2S5cuRcWKFVGrVq1s7RcAxo4di5CQEH05Li4O3t7ecHNzg4ODQ7rHmEKn00EQBLi5uRW4L4+mxrE0DY6j6ZhiLJPe+X9Xv9KmCcwM5eXPpTgjBMlfztGXLe5FwuV+NJQ1K8oYVery8jiaG46laRTkcXz/TkoiIiIiIjIvsiXRXV1doVQqDWZ/R0dHG8wST2FtbY2wsDAsXrwYjx8/hqenJ37++WfY29vD1dVV0vb169dYt24dJk+enO39AoBarYZarTaoVygURn0RFATB6G0odRxL0+A4mk52xlJ7476kXNB/Hnn2c6lQQPiqP5Km/qKv0q7fAWWpYlC8t256XpBnx9EMcSxNo6COY0E7XiIiIiKi/Ea2K3pLS0v4+/tj9+7dkvrdu3ejXr166W5rYWGBokWLQqlUYt26dWjbtq3Bl5MNGzYgMTERH3/8scn2S0SUUzSb98gdAmWSwrUQLHq0ltQlffczRC3XPCYiIiIiIiLKj2RdziUkJASffPIJatSogbp16+Lnn39GREQEBg4cCODtEir//vsvVq58uwbtjRs3cOrUKdSuXRvPnj3DnDlzcOnSJaxYscKg76VLl6JDhw5wcXExer9ERLlNfPxE7hDICMqaFaE9cxm6m//dQZA4ahas5oyWMSoiIiIiIiIiygmyJtG7deuGJ0+eYPLkyYiMjETFihWxfft2+Pj4AAAiIyMRERGhb6/VajF79mxcv34dFhYWaNSoEY4dOwZfX19Jvzdu3MCRI0ewa9euLO2XiIgoI5afdUNCSKikLiEklIl0IiIiIiIionxG9geLDho0CIMGDUr1veXLl0vKfn5+OHfuXIZ9lilTBqIoZnm/RERyUlQquA8VNTdWc0YbJNITv/sZ6nH/kykiIiIiIiIiIjI1PuWIiCiPUbVvJHcIZAT17FGSsvjkOTR7T8gUDRERERERERGZGpPoRER5jMLFSe4QyAiCIEA9abCkTrPtEHQPH8sUERERERERERGZEpPoREQy0165LXcIlE2CvS0s+nWW1CXNWQExKVmmiIiIiIiIiIjIVJhEJyKSmWbTHrlDIBNQli8JZa1KkrrEMd/LFA0RERERERERmQqT6EREMhOfvpA7BDIRi+6tDOref/AoEREREREREZkXJtGJiIhMyGrOaIM6JtKJiIiIiIiIzBeT6EREeYiienm5QyATSC2Rnsxle4iIiIiIiIjMEpPoRER5iEWbhnKHQCainjZMUtYeOQvtjXuyxEJEREREREREWcckOhGRjERRlJSFQg4yRUKmJqgtYTn0Y0ld8qINEF+9kSkiIiIiIiIiIsoKJtGJiGSk++em3CFQDlL4eEHZvJ6kLnH8PIM/nhARERERERFR3sUkOhGRjJI37ZY7BMphFi0bAHY2krrEETNlioaIiIiIiIiIjMUkOhGRnOJeyR0B5QKryZ8b1CWEhMoQCREREREREREZi0l0IiKiXGA1Z7RBXdLSTTJEQkRERERERETGYBKdiCiPUNapLHcIlMPUoSMkZd3lW9CeuypTNERERERERESUGUyiExHlEapWAXKHQDlMUClhOaafpC551VaIT1/IFBERERERERERZYRJdCIimYiiKCkL9rYyRUK5SeHuDFWX5pK6xCmLIep0MkVEREREREREROlhEp2ISCa6s1zGo6BS1asKwddLUpc4cpZM0RARERERERFRephEJyKSSfKmPXKHQDJSD/nYoC4hJFSGSIiIiIiIiIgoPUyiExHJ5U2C3BGQzKzmjDaoS5y5TIZIiIiIiIiIiCgtTKITERHJSD1rlKQsRsZAc/C0TNEQERERERER0fuYRCciygOUDarLHQLJRFAIUE8cJKnT/LEfukcxMkVERERERERERO9iEp2IKA9QtagvdwgkI8HBDhafdpTUJc1aBjFZI1NERERERERERJSCSXQiIhmIOp2kLNhayxQJ5RXKSqWhqO4nqUv8co5M0RARERERERFRCibRiYhkoD31j9whUB5k+XE7g7qEkFAZIiEiIiIiIiKiFEyiExHJQLN5r9whUB5lNWe0QV3C6NkyREJEREREREREAJPoRETy4FrXlA6DRLpGi+Q/98sTDBEREREREVEBxyQ6ERFRHqT+bqikrD1wGrrbD2SKhoiIiIiIiKjgMjqJPnHiRNy/fz8nYiEiKpCUjWrJHQLlQYK1Gpaf95TUJc3/FeKbBJkiIiIiIiIiIiqYjE6ib926FSVLlkSTJk2wdu1aJCTwyzwRUXaomtWVOwTKoxQlikLZuLakLnHcjzJFQ0RERERERFQwGZ1EDw8Px9mzZ1G5cmUMHz4cnp6e+Oyzz3D69OmciI+IKN8RtVpJWbBSyxQJmQOLtoGAlaWkLiEkVKZoiIiIiIiIiAqeLK2JXrlyZXz//ff4999/ERYWhn///Rf169dHpUqV8MMPP+DFixemjpOIKN/QHj0vdwhkZqymDjOoYyKdiIiIiIiIKHdk68GiOp0OSUlJSExMhCiKcHZ2xsKFC+Ht7Y3169ebKkYionxFs2Wv3CGQGbKaM9qgLmnlnzJEQkRERERERFSwZCmJHh4ejs8//xyenp4YPnw4qlWrhqtXr+LgwYO4du0avvnmGwwZMsTUsRIRURo0CS9xfkcIjm/shvM7QqBJeCl3SJQD1KEhkrLu/DVoL1yXKRoiIiIiIiKigsHoJHrlypVRp04d3L17F0uXLsWDBw8wffp0lCpVSt+mV69eiImJMWmgRESUulObPsGBFYGIvX8Qr57eQuz9gziwIhCnNn0id2hkYoJKBcvRfSR1ySv+gPg8XqaIiIiIiIiIiPI/o5PoH374Ie7du4dt27ahQ4cOUCqVBm3c3Nyg0+lMEiARUX6mbFY3W9uf2vQJ4mKupPpeXMwVJtLzIUVhV6g6NpXUJU5eCFEnyhQRERERERERUf5mdBJ9/PjxKFKkSE7EQkRU4Kga187ytpqEl2km0FPExVzBxb0T8ODSejyPPAdN0qss74/yDlVAdQhF3CV1iSNnyhQNERERERERUf6mMnaDLl26oEaNGhgzZoykfubMmTh16hQ2btxosuCIiPIbUaORlAW1ZZb7unRgQqbaRd/ahuhb27K8n/fZuZSBvUsZ2LuUhb1rOdi7loHK0s5k/VPmqEcEIyEkVFKXEBKa6gNIiYiIiIiIiCjrjE6iHzx4EN98841BfcuWLTFr1iyTBEVElF9pD4WbrK838f+arC9jvHxyAy+f3EAk/jJZn7aFSsLetRwcXMvB1rk0tGIhAO4ZblfQWc0ZbZBIT5y7CuphXMaHiIiIiIiIyFSMTqK/fPkSlpaGMyctLCwQFxdnkqCI0pPwPBaX13+OBM0T/KtyQYVuP8HKyVXusHKdJiEB2rXbIMa+gODqCGXPNlBZWckdFmVA89dBk/VlbV8Er57eMll/cnr17DZePbuNqJv/zZi/ms0+bQuVfDtj3rUM7FzKwt61LCytnLLZa96jnjVKspSLGBGJl3sP4/qt+QX+9yQRERERERGRKRidRK9YsSLWr1+PCROkywisW7cO5cuXN1lgRKk5saAVXiqiAQGACniDpziyrgXsdO6oM+hvucPLNYnfr4T4IEpfFqNiofnqR2i9C0M9vJeMkVFuqhg0GQdWBGbYLqj3Qais0l5uRZv8Bi+f3UZ87DXEx95A/JPrePnkBnTaJFOGm+v0iflbpvvdYOPko58xb+dSFvYuZWBpXchk/WeFoBCgnvAZEicvBACcL7YbL2+uL/C/J4mIiIiIiIhMxegk+vjx49G5c2fcvn0bjRs3BgDs3bsXv/76K9dDpxylT6Cn4qUiGicWtCoQCaL3E+jvEh9EIfH7lUykFxAqKzs4uJVP9+GiDm7l002gA4DSwhqO7hXh6F7RZLFpNQl49ewO4mOvI/7Jjf9P0F8z+8T86+f38fr5fTy+tdNkfdo4+bxdX97lvxnzahsXo/oQnOxh0as9Th/4Ai+tnqbapiD9niQiIiIiIiIyJaOT6O3bt8eWLVswdepU/Pbbb7C2tkblypWxZ88eBAZmPCOSKCsSnsf+l0AX3ntTACC+TRC93PQ31BkkDM2ZVqMB0kigpxAfREGTkMClXcyAqnVAtvuo1WkV9iz2T/U9B7fyqNVpVbb3kRVKlRUc3MrDwc34O5R0Oh2io6Ph7u4OhULxX702CS+f/v+M+Sf/P2M+9ga0mjemDD3X6RPzt3dlvzPrNOrf+T2Z8DyWS7sQERERERERGcHoJDoAtGnTBm3atDF1LERpurz+c8Pk+bv+/73rtxegQmT2E5PmTrt2G1R9OssdBmVAGVgzR/p19QlExaDJGc5ANzcKpSUc3Pzg4OZnsj512iS8enYX8U+uIz72GuJir+WLxHyq/v/35OX1n8N/wDp5YyGiPO/Vq1ewtbWVOwwiIiIiojwhS0l0otyWqHmSqU9rouXLnA/GDIixL+QOgVIhJiVLyoKF6X8FlwsYh6LlO5m83/xKobSEvevbJVRQtr1J+tRpk98uZfPk+v+vMX8DL59chyYpb/x+StQ8kTsEIjIDHh4e6Nq1K/r06YMGDRrIHQ4RERERkayMzuBotVp8//332LBhAyIiIpCUJF3f9unT1NdiJcoOtcoFr5HxZ0udlL9m3maV4OoodwiUCu3+U6bvM1k6Y5oJdPkplBbvJOZN06dOm4zXL+6/TcqnzJjPYmJerTJuvXUiKph+/fVXLF++HE2aNIGPjw/69OmDXr16wcvLS+7QiIiIiIhyndFJ9EmTJmHJkiUICQnB+PHjMW7cONy7dw9btmzBhAkTciJGIlTo9hOOrGuR9pIu4v+3678sX6/1q0lIgOarHzNsp+zJ5ZbyIs3Ooybv89K+8Sbvk/IehdICds6lYOdcCp5lWqfaJuF57Nvfk0C6y189w03oNMlQqCxyIFIiyi/atWuHdu3a4cmTJ1i5ciWWL1+O8ePHo0WLFujTpw/at28PlYo3tRIRERFRwaDIuInUmjVr8Msvv2DkyJFQqVTo0aMHlixZggkTJuDEiRM5ESMRrJxcYaVNf3a1nc49XyfQAUBlZQXBu3C6bQTvwnyoaAESc2+/3CFQHmHl5Ao7nfvbgph+231L6+DJmb9zPigiMnsuLi4YPnw4Lly4gDlz5mDPnj3o0qULvLy8MGHCBLx+/VruEImIiIiIcpzRSfSoqChUqlQJAGBnZ4cXL96uvdy2bVts27bNtNERvSNBlc463wJQZ1DBSAiph/dKM5EueBeGenivXI6I8gqFSi13CCSzOoP+/i+R/q5Ukurnwr/GyYW8a4WI0hcVFYXQ0FD4+flhzJgx6NKlC/bu3Yvvv/8emzdvRocOHeQOkYiIiIgoxxl9D2bRokURGRmJYsWKoVSpUti1axeqV6+O06dPQ61mAodyRnKcdD10C40NklUFd+aTenivVJd2YQLdfKg6NDF5n7U6rTZ5n2R+6gz6GwnPY3F5/edI0DyBlcoFFbr/BCsnV+xZ7C9pG6+Iwp7F/mjc/zQUCqP/rk5E+dimTZuwbNky7Ny5E+XLl8fgwYPx8ccfw8nJSd+matWqqFatmnxBEhERERHlEqO/MXfs2BF79+4FAAwdOhTjx49H6dKl0atXL/Tp08fkARIBwMFfm0nKAZ8dRPm2myV157Z/kZshyU5lZQWLPh3lDoOySFm/arb7ePnkpqRsV6hEtvuk/MHKyRXV+q9Fyc6rUK3/Wv1SV00HhKN4obYG7ff9UhMvrnJJNiL6z6effgovLy8cPXoU58+fx+effy5JoANAiRIlMG7cOHkCJCIiIiLKRUbPRJ8+fbr+/7t06QJvb28cPXoUpUqVQvv27U0aHFF6FEpLSfnJg2MyRSIfZcXSSH6nLL58DcHORrZ4KG1iQqKkLCiV2e7z5KaPs90HFTwlu05Ckcd9cGRLJ0n96UOD4Xa0Aqr0WylTZESUl0RGRsLGJv1rCmtra3zzzTe5FBERERERkXyMmomenJyMTz/9FHfu3NHX1a5dGyEhIUygU445saClpNy473+zJWt2WiN57/HtXbkSU16VtHC93CFQGjR7T5q8T1GnMXmfVDBYefig6YBwg/oY7WWDJV+IqGA6cOAAdu7caVC/c+dO/P13wXgODRERERFRCqOS6BYWFti8eXPGDYlM6KUyRlJWqCz0/2/vUkby3j97xuZKTHmVGBmTcSOShXZvzi6V4V6iaY72T/lT0wHh8LKqY1C/Z7E/Xj24LkNERJRXjBkzBlqt1qBeFEWMGTNGhoiIiIiIiOSTpTXRt2zZkgOhEBm6v/V7SblOc8NlBkrWHCQpJ74qWIlkoaiH3CFQHlCh0SS5QyAzVb73fNRpvsKg/vj2nri2ergMERFRXnDz5k2UL1/eoL5cuXK4deuWDBEREREREcnH6DXRS5UqhW+//RbHjh2Dv78/bG1tJe8PGTLEZMER3Xy0WlK2K17BoE3x6n1x+/QCffnw6papLlOQX1kO6IrE8fPkDoOMoTT675cGHlzaIO1SZZXtPqngsiteEU0HhBss5fLw1SE8XOxfoH6nEtFbjo6OuHPnDnx9fSX1t27dMrj+JyIiIiLK74xOoi9ZsgROTk4IDw9HeLj0S7UgCEyik8m8vHdZUi5TpFeabS2tXZD05om+LIoiBEHIsdjyEsHWWlLWnr8GZdVyMkVDmaHqlP2lV64fnWGCSIikmg4Ix9mfu+OpeFNSv2exPwI6/wm1axGZIiOi3Na+fXsMGzYMmzdvRsmSJQG8TaCPGDGCz0IiIiIiogLH6OmQd+/eTfP17gNHibLrxE5p0rxY26Fptg34RPrgq/1L6+VITOYgeeWfcodAGVDWrix3CERpqv6/dahRf65B/eHf2+PO79/lfkBEJIuZM2fC1tYW5cqVQ/HixVG8eHH4+fnBxcUFs2bNkjs8IiIiIqJcZfRMdKLcoE1OkpTttO7ptn9/1rlOm5RGS6LcJ75OkJQFRfaXc3mXX+B4k/ZH5FQxAI3Ln8a+X2pK6u/EbsKdxZu4vAtRAeDo6Ihjx45h9+7duHDhAqytrVG5cmU0bNhQ7tCIiIiIiHKd0Un0Pn36pPt+WFhYloMhSrE/rK6kXGfQ3xlu07DXHhxa+d8yGTdP/ojStQvG8kKqjk2h2bxH7jAoDZrdx0zbX/JrSblIuQ4m7Z8IABQKBZoOCMfxBS3wShkreW/PYn8EfrQHFnaFZIqOiHKDIAho3rw5mjdvLncoRERERESyMjqJ/uzZM0k5OTkZly5dwvPnz9G4cWOTBUZkLEtraTLn/vkVBSeJHlBdkkQXE5MgqC1ljIjepT14xqT9Xdoz1qT9EaWn7qCdiDmxFRcuTJTUH1zTFH6+/0ORFgPkCYyIctyrV69w8OBBREREIClJepcfn4NERERERAWJ0Un0zZs3G9TpdDoMGjQIJUqUMElQVLBdWiZNyAT23J3pbau0+B4Xdg7Xl188/geOHpVMFpu5SF71Jyz7dZE7DMohsRFH5A6BChi3Ou3QyL+FwV1CV+/9jKuLfkHTgab9QxERye/cuXNo3bo1Xr9+jVevXsHZ2RmxsbGwsbGBu7s7k+hEREREVKCYZGFehUKB4cOH4/vvvzdFd1TARSVJkzEW9s6Z3tbNV7pO5+ktwaYIyezorvAhv3mWie8QUFrYmrQ/orQoLSzRdEA4lDoL6RuCiD2L/aFNTEh9QyIyS8OHD0e7du3w9OlTWFtb48SJE7h//z78/f35YFEiIiIiKnBM9nS727dvQ6PRmKo7KqBijv8hKVevMdXoPjxKStft1Ca/yVZMZsOeyVRzYNGpacaNjFCr4wqT9keUkUafnUD5kp8b1O9fXh/RR3+TISIiygnnz5/HiBEjoFQqoVQqkZiYCG9vb4SGhuKrr76SOzwiIiIiolxl9HIuISEhkrIoioiMjMS2bdvQu3dvkwVGBdOFi5MlZWf/Fkb3UanpNDy+vUtf3h/WAE0HhGc7trzOcshHSPruZ7nDoAwo/Ctka/v42OuSsm2h4tnqjygrvJp+Cvd6XXBgVZCk/uKlabC+sAD1B+2TJzAiMhkLCwsIggAA8PDwQEREBPz8/ODo6IiIiAiZoyMiIiIiyl1GJ9HPnTsnKSsUCri5uWH27Nno06ePyQKjgifpWbSkXMS6vkyRmCeFi5OkrLsVAUWpYvIEQ3pi/CtJWVAI2erv5O8fZWt7IlNR2dij6YBw7FnsL6l/o3yBPYv90bjfKSiUSpmiI6LsqlatGs6cOYMyZcqgUaNGmDBhAmJjY7Fq1SpUqlTwnjdDRERERAWb0Un0/fv350QcRDi0oZWk7Nfrxyz31bjfCexbUkdfPvNHP9T4YEmW+zNHSQvWwWrOaLnDKPA0fx82cY+iifsjyp6mA8Jx749ZuBX1q6R+35Ja8K8zE4WqNJYpMiLKjqlTpyI+Ph4A8O2336J379747LPPUKpUKSxbtkzm6IiIiIiIcpfRSfS7d+9Co9GgdOnSkvqbN2/CwsICvr6+poqNKMsUSumD755HnUujJVHO0p64mGN9e5Qyfrkjopzg+8FIeD39BIc2tpbUh58YBafjPqgxcJNMkRFRVoiiCDc3N1So8HYJMjc3N2zfvl3mqIiIiIiI5GP0g0WDg4Nx7Ngxg/qTJ08iODjYFDFRAXR0gXSmYuN+p7LdZ92u0gfcRd7Ylu0+8zpl49pyh0C5qHzgN3KHQKRn6eyR6vMnngv3sWexP3Q6nQxREVFWiKKI0qVL4+HDhybrc8GCBShevDisrKzg7++Pw4fTv1MrMTER48aNg4+PD9RqNUqWLImwsDCTxUNEREREZAyjk+jnzp1D/fqGa1XXqVMH58+fN0VMVAC9Ub6QlE2xju77D1y8vH9CtvvM61StG0rKopZJqzzFziZbm0f8I10uQ6lSZ6s/opzQdEA4ijk0M6jf90tNxN/iXUFE5kChUKB06dJ48uSJSfpbv349hg0bhnHjxuHcuXMICAhAq1at0n1AadeuXbF3714sXboU169fx6+//opy5cqZJB4iIiIiImMZnUQXBEG/PuK7Xrx4Aa1Wa5KgqGC5u3m6pFy/za9ptDRe6brDJeU38ZEm6zsvev+hlZpNu2WKhFJj0alptra/cWyWiSIhylllekxH/bbrDepP7u2HS2H9ZYiIiIwVGhqKUaNG4dKlS9nua86cOejbty/69esHPz8/zJ07F97e3li4cGGq7Xfs2IGDBw9i+/btaNq0KXx9fVGrVi3Uq1cv27EQEREREWWF0WuiBwQEYNq0afj111+h/P/ZwlqtFtOmTUODBg1MHiDlf7ejN0rK1kXLmKxvn8of4+bx7/Xlo2vbprrcQH6lPX4BFh9y3ey8QlGlrNwhEOUa6yKl0HRAOPYs9pfURyWfRdRi/wL1u5jIHH388cd4/fo1qlSpAktLS1hbW0vef/r0aab6SUpKQnh4OMaMGSOpb968eapLRALAn3/+iRo1aiA0NBSrVq2Cra0t2rdvj2+//dYgjhSJiYlITEzUl+Pi4gAAOp0u15eTEoSM21DmCYIOgiBCEHiHpSmZyyprAnhCmZLwzn9kOmazbKHIn7sp6UQBoihAx3E1LRnOp8yew0Yn0UNDQ9GwYUOULVsWAQEBAIDDhw8jLi4O+/btM7Y7KuDev7W/nI/pZyhaOxTFm7j/1vQURR0EweibMIiMJj6X3rUjmPBbdYXG35qsL6Kc1HRAOP4J64fHydLf93sW+6N+uw2w9iopU2RElJ65c+eapJ/Y2FhotVp4eHhI6j08PBAVFZXqNnfu3MGRI0dgZWWFzZs3IzY2FoMGDcLTp0/TXBd92rRpmDRpkkF9TEwMEhISsn8gRvD2ztXdFQA6uLq+gCiKyMKN1JSG6Gi5I8gcbyVPKFNzVbhChCh3GPlKtLmcUBqeT6akE4EX2rfnk4J5dNOR4XxKbcWV1BidRC9fvjwuXryIn376CRcuXIC1tTV69eqFzz//HM7OzkYHSgXbyb39JOWiLQeafB/1e/whmQm59+ea+XoGpGVIbyTNWSF3GAQgefshk/WlSXopKXuWbm2yvolyWqU+S+B765zB7/yjW7uimENzlOkxTabIiCgtvXv3Nml/7/8hWRTFNP+4rNPpIAgC1qxZA0dHRwBvl4Tp0qUL5s+fn+ps9LFjxyIkJERfjouLg7e3N9zc3ODg4GDCI8nYgwe5urt87+1MdAEPH7pBFJlENxV3d7kjyJwHWp5QppQyC/2h9iET6Sbkbi4nlIrnkynpxLfnk5vqIRQCzyeTkeF8srKyylQ7o5PoAODl5YWpU6dmZVMiPW1yoqTsoCsiUyT5i6KodKaXLjIGCk83maIp2HRnLpusr4u7R5usLyI52JeqhsYlTmPfLzUl9RFxuxCxeFe+/uMmkTlK76GfAFCsWLFM9ePq6gqlUmkw6zw6OtpgdnoKT09PFClSRJ9ABwA/Pz+IooiHDx+idOnSBtuo1Wqo1YYP3FYoFFAocjfxKvJ7tMmJogBRVDCJbkK5fFpkGRO9pie+8x+ZRm7/O5NlTPSanCCIUPz/i0xEhvMps+ew0ZEtW7YMGzduNKjfuHEjVqzg7FfKvP1h0odD1frszxzbV2Dwfkn5+tGZObavvCZp9nK5QyATePrwpNwhEGWbQqFA0wHhcBJ9DN7bs9gfSc/M5FZYogLA19cXxYsXT/OVWZaWlvD398fu3dKHne/evTvNB4XWr18fjx49wsuX/92FdePGDSgUChQtWjRrB0RERERElA1GJ9GnT58OV1dXg3p3d3fOTqc8y0ItvY33waV1MkUiAx3/IponFDLdreQqde7elk5kajUGboJ/bcM/Zh7a0Ar3/5gtQ0RE9L5z587h7Nmz+tfJkyexaNEilClTJtUJNekJCQnBkiVLEBYWhqtXr2L48OGIiIjAwIFvl/EbO3YsevXqpW/fs2dPuLi44NNPP8WVK1dw6NAhjBo1Cn369EnzwaJERERERDnJ6OVc7t+/n+rsEx8fnwxv+yRKcWFJsKQc9FHOP5S2WuufcG775/rys8hzKORZLcf3KwdF9fLQnb0idxj0DouOTUzWV62OvOuHzF+hqo3RuNIp7FtSS1J/M2otbi5ey+VdiGRWpUoVg7oaNWrAy8sLM2fORKdOnTLdV7du3fDkyRNMnjwZkZGRqFixIrZv3w4fn7d3pURGRkq+R9jZ2WH37t344osvUKNGDbi4uKBr166YMmVK9g+MiIiIiCgLjJ6J7u7ujosXLxrUX7hwAS4uLiYJivK/GO0/krLKzjGNlqbj4l1XUg7/s18aLc2fRfdWkrLIxTllp6hQKsvbvoiWrq1u45i5dWiJ8jqFUommA8JhpTW8u2LPYn9oXmfuKelElHvKlCmD06dPG73doEGDcO/ePSQmJiI8PBwNGzbUv7d8+XIcOHBA0r5cuXLYvXs3Xr9+jQcPHmD27NmchU5EREREsjE6id69e3cMGTIE+/fvh1arhVarxb59+zB06FB07949J2KkfObx4fWSco3auXfrvmfZ9pKyJullGi3Nm6BSSsraPcdliqTg0j19ISkLgpDlvk5v7pVxIyIz1mDQflSqMMag/sCqIDzau0yGiIgoLi5O8nrx4gWuXbuG8ePHp/pgTyIiIiKi/MzoJPqUKVNQu3ZtNGnSBNbW1rC2tkbz5s3RuHFjfPfddzkRI+Uz/1wJlZSdqgbl2r4rBH0jKR9YFphr+5aT5u8jcodQ4Gi2HpA7BCKz4tHgQzQKPmpQf+XWT9i/sI4MEREVbE5OTihUqJD+5ezsjPLly+P48eNYuHCh3OEREREREeUqo9dEt7S0xPr16zFlyhScP38e1tbWqFSpkn5NQ6L0JMY+kpS97RrLFAlRztJduJ4j/RYu3SZH+iXKC5RqKzQdEI49i/yBd27e0CqSsWexPxr1OQ6lhaV8ARIVIPv27ZPcRaVQKODm5oZSpUpBpTL6KwQRERERkVkzeiZ6itKlS+PDDz9E27Zt4eDggHnz5qFq1aomDI3yo8O/t5OUy340M9djaNz/pKR88vePcj2G3GDRv4vcIZAJvL+effnAr2WKhCj3NB0YjnI+/Q3q94fVRezJv2SIiKjgCQoKQmBgoP4VEBCAcuXKMYFORERERAVSlpPoALBnzx706NEDXl5eCA0NRWBgwVgag7JGp9NJyoIuWx+/LFMopF/+4mOvyRJHTlP6lZCUxed8QJ9cBI+sP3Q54p81krJCyVm4VDAUbTkQgT13G9SfP/8Nji9oIUNERAXLtGnTEBYWZlAfFhaGGTNmyBAREREREZF8jM5iRkREYNKkSfD19UX37t2xYcMGrF69Gg8ePMAPP/xgdAALFixA8eLFYWVlBX9/fxw+fDjd9vPnz4efnx+sra1RtmxZrFy50qDN8+fPMXjwYHh6esLKygp+fn7Yvn27/v2JEydCEATJq3DhwkbHTsY5skj6R5ZGA06m0TLn1eu+RVL+9+omeQLJRUnzf5U7hAJL1bFJlre9efx7E0ZCZF4s7J3RdEC4Qf0rZSz2LPY3+OMsEZnO4sWLUa5cOYP6ChUqYNGiRTJEREREREQkn0wn0Tds2IDmzZvDz88Ply5dwg8//IBHjx5BoVDAz88vSztfv349hg0bhnHjxuHcuXMICAhAq1atEBERkWr7hQsXYuzYsZg4cSIuX76MSZMmYfDgwdi6dau+TVJSEpo1a4Z79+7ht99+w/Xr1/HLL7+gSJEikr4qVKiAyMhI/euff/7J0jFQ5iUpX0vKCoU8M9EBwMbRW1K+eij/PxRXfPJc7hAKLGUZX7lDIDJrTQeEo4RrR4P6fb/UxIvLhg8jJaLsi4qKgqenp0G9m5sbIiMjZYiIiIiIiEg+mc5i9uzZEzVq1EBUVBQ2btyIDz74AJaW2VtWYM6cOejbty/69esHPz8/zJ07F97e3li4cGGq7VetWoUBAwagW7duKFGiBLp3746+fftKbikNCwvD06dPsWXLFtSvXx8+Pj5o0KABqlSpIulLpVKhcOHC+pebm1u2joXSd3vjJEm5wQe/yRTJf8o2+FJSfv3igUyR5ByhpHfGjcjkdDFPc6Tfik2m5ki/ROagROevEdDpD4P600eG4NzPPWSIiCh/8/b2xtGjhn+kOnr0KLy8vGSIiIiIiIhIPpl+MlCfPn2wYMECHDx4EJ988gm6deuGQoUKZXnHSUlJCA8Px5gxYyT1zZs3x7Fjx1LdJjExEVZWVpI6a2trnDp1CsnJybCwsMCff/6JunXrYvDgwfjjjz/g5uaGnj174ssvv4RSqdRvd/PmTXh5eUGtVqN27dqYOnUqSpQo8f4uJftOTEzUl+Pi4gC8Xec7s7eT63Q6iKJYIG8/v/v0T0nZ0t0nW+NgirEs4tcF14/89weYY+s6oHH/01nuLy9SBXdA8vh5+vL741WQP5Om9u5Yav/Yb/BeVmiSXkrK7iWaFYifFT+XppEfx9HCxQuN+5/Gvl9qSuqfiDewZ7F/jv0Oz49jKYeCPI7meMz9+vXDsGHDkJycjMaNGwMA9u7di9GjR2PEiBEyR0dERERElLsynUT/+eef8cMPP2DDhg0ICwvDsGHD0KJFiyx/GYqNjYVWq4WHh4ek3sPDA1FRUalu06JFCyxZsgQdOnRA9erVER4ejrCwMCQnJyM2Nhaenp64c+cO9u3bh48++gjbt2/HzZs3MXjwYGg0GkyYMAEAULt2baxcuRJlypTB48ePMWXKFNSrVw+XL1+Gi0vqDwCcNm0aJk2aZFAfExODhISETB2zTqfDixcvIIqirEuZ5LbEexclZV/PTxEdHZ2tPk01llYOxZEQd1dffvw4EoKgTGcL8+P0zv8/33sMSZVK6csF9TOZE94dS+crtyXvZfXzfvfoWJP0Y274uTSN/DyOFT/Yhpjt3+Jx8glJ/b5faqJszbmw8Cpt0v3l57HMTQV5HOPjze/h3qNHj8bTp08xaNAgJCUlAQCsrKzw5ZdfGkyCISIiIiLK7zKdRAfezvru3bs3evfujZs3byIsLAxnzpxB/fr10aZNG3Tp0gWdOnUyKgBBECRlURQN6lKMHz8eUVFRqFOnDkRRhIeHB4KDgxEaGqqfZa7T6eDu7o6ff/4ZSqUS/v7+ePToEWbOnKlPordq1UrfZ6VKlVC3bl2ULFkSK1asQEhISKr7Hjt2rOS9uLg4eHt7w83NDQ4ODpk6Vp1OB0EQ4ObmVqC+PO77Q5oILNF2ULb7NNVYunfbIJnRePnP9vluNnrSO/9v8/cxODWppy8X1M9kTnh3LDXvvefu7p6lPi/FSv8AldV+zA0/l6aR38fRPXgeikdcxYmdvST1108Pg5e6Dsr1mpfGlsbL72OZWwryOL5/J6U5EAQBM2bMwPjx43H16lVYW1ujdOnSUKvVcodGRERERJTrjEqiv6t06dKYNm0avvvuO2zbtg1Lly5Fjx49JEuepMfV1RVKpdJg1nl0dLTB7PQU1tbWCAsLw+LFi/H48WN4enri559/hr29PVxdXQEAnp6esLCwkCzd4ufnh6ioKCQlJaW6jrutrS0qVaqEmzdvphmvWq1O9UuDQqEw6ougIAhGb2POtInSh4kWEkuY7Nhzaizz+8/m/eMraJ/JnJQylpK6Iu4mGVtLG9cC9TPi59I08vs42vlWQNMB4diz2F9S/yjxBB79UhNNB4SbbF/5fSxzS0EdR3M83hcvXkCr1cLZ2Rk1a/434eDp06dQqVSZnkRCRERERJQfZPuKXqFQoF27dtiyZQsePMj8gxktLS3h7++P3bt3S+p3796NevXqpbHVWxYWFihatCiUSiXWrVuHtm3b6r+c1K9fH7du3ZIsMXPjxg14enqm+SDUxMREXL16FZ6enpmOnzJn//IASdl/4EaZIklb0KcHJeUrB7+VKZKcoereKuNGlGMsOjU1ST81PwgzST9E+VHTAeFwU5Y3qN+z2B8Jj+/LEBGR+evevTvWrVtnUL9hwwZ0795dhoiIiIiIiORj0mkxxi41EBISgiVLliAsLAxXr17F8OHDERERgYEDBwJ4u4RKr17/3aZ948YNrF69Gjdv3sSpU6fQvXt3XLp0CVOnTtW3+eyzz/DkyRMMHToUN27cwLZt2zB16lQMHjxY32bkyJE4ePAg7t69i5MnT6JLly6Ii4tD7969szkCZI5UlnaS8qNrW+QJJIeoalWSlMU3mbtbhExDUbxolrZ78fgfSdnaoYgpwiHKt6r0W4WaDecb1B/Z0gm3N07M/YCIzNzJkyfRqFEjg/qgoCCcPHlShoiIiIiIiOQj672l3bp1w9y5czF58mRUrVoVhw4dwvbt2+Hj4wMAiIyMREREhL69VqvF7NmzUaVKFTRr1gwJCQk4duwYfH199W28vb2xa9cunD59GpUrV8aQIUMwdOhQyQOQHj58iB49eqBs2bLo1KkTLC0tceLECf1+yTTO/dxDUg7qdUimSDJWvd1iSfnpw1MyRZLzksI2yR1CvqaLjDFJP6e3BJukH6KCxNGvTqrPtbj7dKvBki9ElL7ExERoNO8/5QNITk7GmzdvZIiIiIiIiEg+WV4T3VQGDRqEQYNSf9Dk8uXLJWU/Pz+cO3cuwz7r1q2LEydOpPl+aremkuk9EW9IyiprW5kiyZizVw1J+ey2z0y6lm5eIt7O/LJLZDzt1gNyh0BUoCkUCjQdEI6TC9sgXiF97sqexf4I7LEbFg7OMkVHZD5q1qyJn3/+GfPmSR/Su2jRIvj7849SRERERFSwyJ5Ep/wpav9qSblmgx9liiTzilboioeXN+jLyYnxsFDbyxiR6QguThCfPJc7jAJBvGH69Zc9y7Y3eZ9E+V3tz7bhyentOHd2vKT+4K/NUNb7U3i3/lymyIjMw3fffYemTZviwoULaNKkCQBg7969OH36NHbt2iVzdEREREREuSvLy7kkJSXh4cOHiIiIkLyIAODSje8lZccK9WWKJPPKNfhSUj64PEieQHKA5ec9Mm5EeYYoipKyX8BXMkVCZN5carZG476Gd6Zdf7CMy7sQZaB+/fo4fvw4vL29sWHDBmzduhWlSpXCxYsXERAQkHEHRERERET5iNEz0W/evIk+ffrg2LFjknpRFCEIArRarcmCI/OU8Fg6E9fXqZVMkVAKwVE6o1579Q6UfiVkiqbgEHy9srTdvXPLJGWF0sIU4RAVSAqVBZoOCMfBBfWRrEyQvLdnsT8aBR+GUm0jU3REeVvVqlWxZs0aSZ1Wq8WWLVvQoUMHeYIiIiIiIpKB0TPRg4ODoVAo8NdffyE8PBxnz57F2bNnce7cOZw9ezYnYiQzc2RLJ0m5VLcpMkVivCb9pQ8UPbauUxotzVvyL7/JHUKBYNGxSZa2u316vokjIaLAQUdRscxwg/r9ywPw+OCvMkREZF6uXbuG0aNHw8vLC127dpU7HCIiIiKiXGX0TPTz588jPDwc5cqVy4l4yMzpdDpJWaW1lCmSrBEUSkn59QvTr29NBYfC21PuEIjoHYUbfQzX2h/gwKogSf0/12bh+uWFaDjokDyBEeVRr169wvr167F06VKcOHECjRo1wnfffcdZ6ERERERU4Bg9E718+fKIjY3NiVgoHzi4uJ6k3HDgUZkiybr6PbdKyhH/5I8ZiqpWDeQOId9TRpr+d2OlZjNM3idRQaaysUfTAeEG9UnKV9iz2B86TbIMURHlLcePH0ffvn1RuHBh/PTTT+jUqRMEQcCPP/6Ifv36wdXVVe4QiYiIiIhyldFJ9BkzZmD06NE4cOAAnjx5gri4OMmLCjatQpp8UCiy/Oxa2VjbS9exvnFslkyRmJayaV1JWdRoZIok/7LeezrbfSQnSn+PepRomu0+ichQ0wHhKO31iUH9vv9j777Do6jeNo7fmx5aaAkECQm91wBSpDdBQLBQRBEpolhARKwo2MUCKqJ0rIBKsyBK7zWAICAdQu+9pO28f/CyP4dNQhJ2dzbJ9+OVS54zZ87cO+yGzcnsmQl1dGbDXxYkArxDhQoV1LVrVxUqVEhr1qzRhg0b9Pzzz8tms1kdDQAAALBMumc4mzdvrtWrV6tZs2YKCwtTvnz5lC9fPuXNm1f58uVzR0ZkEjunvGyqG9w326Ikt698o9dN9eWz+yxK4jo3//CbMHWuRUmyLr8jJ297jL/nDnRBEgBpEdlugBp2cf5euGHdy1r7ZXsLEgHW2717txo2bKgmTZqofPnyVscBAAAAvEK610RftGiRO3IgC4i9YL5yLzC0qEVJbt8d5e7V9iVvOupVPz6Q7Mf/MzP7hm3SQ22sjoGbnDu20eoIQLYSEBKq5n1jNH9MtKn9gs9hzR8TraZ9bv8TJkBmsm/fPk2ePFlPPvmkrl69qq5du6pbt25ciQ4AAIBsLd2T6I0aNXJHDmRy5/5ZZqorlc38V9OGFKqq88f/dtT2pAT5+PpbmMgFfH2kJPut++G2+ZQqdttjBOYq5IIkANKied8Y7Z72mvaf+8PUvnBcLdVsOFrKF2lRMsCz7rjjDr366qt69dVXtXDhQk2cOFH169dXYmKiJk+erN69e6tMmTJWxwQAAAA8KkMLVp87d04ff/yxevfurT59+mjEiBE6f/68q7MhE1m/YoCpLty4mzVBXKhWh4mmeuH4OhYlcZ2A53tYHSHb8OvQ9LbHqNl+gguSAEirUp3f1l0dZji1r1/aT0dnv2BBIsBaTZs21XfffaejR49q1KhRWrhwocqVK6cqVapYHQ0AAADwqHRPoq9fv14lS5bUiBEjdObMGZ06dUqffPKJSpYsqQ0bNrgjI7xc4pWLprqgrZxFSXArPoULmmr7oeMWJcn6fIqEpXufc8c2merg3OEuSgMgrYIKRSa7fNdpbdPCcbUsSARYLyQkRP369dP69eu1YcMGNW7c2OpIAAAAgEelexL9ueeeU/v27bV//37NmDFDM2fO1L59+9S2bVsNGDDADRHh7RZ/29hUV3v8e2uCuEHjnuZlav5Z8KpFSdwjceS3VkfIMuz7Dt32GOtn93JBEgCu0LxvjMIDazu1zx8TrSuHdlqQCPAO1apV02effWZ1DAAAAMCjMnQl+osvvig/v/8tp+7n56fBgwdr/fr1Lg0HWM3PP4epPrZ7rkVJ4O2SZi20OgIAF6vY40vVaT7JqX3l713173fPW5AIAAAAAGCFdE+i58mTR7GxsU7tBw8eVO7cuV0SCpnH+q/uM9VNeqywKIn71LzXvDb6qdjlFiVxDd+6Va2OkCUZh0+4dLyiFR5w6XgAMiZXySpq2medU/uhy4s1f0y0BYkAAAAAAJ6W7kn0zp07q1evXpo2bZoOHjyoQ4cOaerUqerdu7e6du3qjozwYudsB0y1b2CQRUncJ29h86Tzpj/6W5TENfzua2FuMAxrgsDEuOnvoUx9bmIIeJNK9/6ufCrp1D5/TLTiTh+1IBEAAAAAwFPSPYn+0Ucf6b777lP37t0VFRWlyMhI9ejRQw888IA++OADd2SElzoy33yFdu3GX1mUxP0iqzxiquOvnbMmiAvYfM0v+6Cl3BDY1XzKlUj3Pvs2jDOP4eOXQk8AVqneZ6pq1v3EqX3Zz221b+Z7FiQCXG/kyJE6c+aM1TEAAAAAr5LuSfSAgAB9+umnOnv2rDZt2qSNGzfqzJkzGjFihAIDA92REV5q254vTHWesrUsSuJ+pesOMNVLv25mTRA3CFqz1eoIWY7fvU3Svc/e9WPckASAq+Wt0ijZ5V32nPiZ5V2QJQwbNkxFihRRp06d9Ndffzl9UgoAAADIjtI9iX5Djhw5VLlyZVWpUkU5cuS49Q7IUq4e2WOqSxToYE0QC/FDJVLiU6iA1REAuJGPj4+a941RjqT8Ttvmj4lW4qXzFqQCXOPYsWOaMGGCzpw5o9atWysyMlJvvPGG9u3bZ3U0AAAAwDJpmkS/7777dOHCBcefU/tC9rDi106musQDQyxK4jnNHjdfebj8+zYWJbl9Af26WB0hS0naeeDWndKhSquPXToeAPeo12+eqlZ5zal98fdNdfivccnsAXi/wMBAdevWTfPnz9eePXv02GOP6ZtvvlHp0qXVvHlzTZ06VXFxcVbHBAAAADwqTZPoISEhstlskqQ8efIoJCQkxS9kfXa73VQHJuW0KIln2Wzml0vc5RMWJbl9PqWKmWrj9DlrgmQRiTPn39b+8VfPmuqwqMa3NR4Azwmt21FNeq50at++7yst/LK2BYkA14mKitKwYcO0b98+zZ07V4UKFVKvXr1UpEgRq6MBAAAAHpWmO9dNmjTJ8efJkye7KwsyiYVja0u2/9V3PbnEujAedle3OaYr0Pdv+lpR1R61MJFrJIz6Qb7DnrY6RqZlHD99W/tv+qO/i5IAsIKvf6Ca943Rwi9ry+6T5Gi3+yRp/phoNem5Ur7+3DcGmZuPj49sNpsMw3C6oAIAAADI6tK9JnrTpk117tw5p/YLFy6oadOmrsgEb2czrwV+41MK2UFQrkKmeveazyxK4mIXr1idIFu7cJKbuwJZQdMn16pC8Sed2hdNrKcTK2dakAi4PQcOHNCwYcNUvHhxtWzZUkeOHNG4ceN09OhRq6MBAAAAHpXuSfTFixcrPj7eqf3atWtatmyZS0LBe/373UBT3fDB3y1KYp1KTd821ZdO77Ioye3xqVDC6ghZkk+VMre1f3DuO1yUBIAVirTsrcbdFjq1b97ytlaObm5BIiB9rl27pu+//17NmjVTyZIlNX78eHXr1k07d+7UwoUL1a1bNwUFBVkdEwAAAPCoNE+ib968WZs3b5Ykbdu2zVFv3rxZGzdu1IQJE3THHUz+ZHWHLpuXbgnIX9iiJNYpXLq1qV79c+a8Saf/I+2tjpAl+bZtdFv7R7cf66IkAKzilytEzfvGOLVf8T2r+WOiZU9KSmYvwDsULlxYPXv2VL58+fTrr7/qwIEDevvtt1WiBL98BwAAQPaVpjXRJalatWqy2Wyy2WzJLtsSHByszz//3KXh4F3ObjJfWVel0isWJbFe/jtq68zhtY7anpQgH19/CxOlny0wwFQnLouRX4Noi9JkHbb86bvB8tkjG0x1UK7s94spIKtq3jdG+2a+rz0nfjK1LxxfWzXrfqK8VW7vl26AO7z++uvq3r27ChYsaHUUAAAAwGuk+Ur0ffv2ac+ePTIMQ2vXrtW+ffscX4cPH9aFCxfUs2dPd2aFxWLWvGCqw+rfb1ES69Vo+6WpXji+jkVJXCdx5gKrI2RKSdv23Nb+Mb/2cVESAN6oeMeXkl36bP2qgYoZ86AFiYDUPfbYY5oyZYouXLjgtO38+fP6/PPPk90GAAAAZGVpnkSPjIxUVFSU7Ha7atasqcjISMdXeHi4fH193ZkTFku4dM5Uh/lVtSYI4GUSZ8y3OgIALxeQv3Cyy7uc1V7NH8MngOBdRo0apaVLlypPnjxO20JCQrRs2TI+fQoAAIBsJ903Fr1h27Ztmjt3rn755RfTF7KmJd83M9VVek20KIn3aNJrhan++8+BKfT0Xr4Pt7U6QqZnnDnvsrEiKnV22VgAvE/zvjGKyOW8JN78MdG6uGeT5wMByZg+fbqeeOKJFLf37dtXP//8swcTAQAAANZL85roN+zdu1cdO3bUli1bZLPZZBiGJMlms0mSkrhZFrIJX78gU31y/5IUenov32rllPTdb47auHRFtlw5LEyUvdz4/nlDmbrPW5QEgKeU7fahih3apRW/m29KvWZ+L4UvraWKj31lUTLguj179qh06dIpbi9durT27Lm9pcwAAACAzCbdV6L3799fxYsX1/Hjx5UjRw5t3bpVS5cuVc2aNbV48WI3RITV1n7ZzlQ36bnKoiTep/Z935rqE/sWptAzc4gf+9OtOyFF8RVLpKv/3vXmyTKbD8tiAdlBcNHSyS7vcjR+Hcu7wHK+vr46cuRIituPHDkiH58Mf5gVAAAAyJTS/Q541apVevPNNxUaGiofHx/5+Pjorrvu0nvvvadnn33WHRlhsQs+5h+kfP0DLEriffKEVjDVm/96IYWemYNx6LjVETK1qw1rpKv/vg3j3ZQEQGbQvG+MwnyrOLXPHxOta8f2WZAIkKpXr65Zs2aluH3mzJmqXr265wIBAAAAXiDdk+hJSUnKlSuXJKlgwYKOK1UiIyO1Y8cO16aD5Q7+MdpU12nOWug3K16jj6mOv3rGoiQZkxSWz+oImdbNy7EYuVkKB0D6VOk9SbWbjHFqXz77Ae2e9poFiZDdPf300/r44481atQo0zKNSUlJ+vzzzzVixAg99dRTFiYEAAAAPC/dk+iVKlXS5s2bJUl33nmnhg8frhUrVujNN99UiRLpW8oA3m9H7ARTnatkVYuSeK+Stcw331r6TQuLkmTMpU6ZK683sW/Z5bKxqrX+1GVjAchc8pSpqaZ91jm17z/3B8u7wOPuv/9+DR48WM8++6zy58+v6tWrq0aNGsqfP78GDBiggQMH6oEHHrA6JgAAAOBR6Z5Ef+2112S32yVJb7/9tg4cOKAGDRpozpw5+uyzz1weENa5fND8yYJShbuk0BO+fsGm+uYrlL2ZkcN8g9SkzTstSpL5JMyYl+F946+eNdUFi911u3EAZGI+Pj5q3jdGIUZRp23zx0Qr/vxJC1Ihu3rnnXe0evVq9ejRQ0WKFFHhwoX12GOPadWqVXr//fetjgcAAAB4nF96d2jVqpXjzyVKlNC2bdt05swZ5cuXTzabzaXhYK1Vcx4y1VH3Zu71vt2pcc9lWjC2pqNeMrmxGj+2xMJEGZcweZZ8PxlsdYzM4cLlDO+6cQ4fhQfgrNYTs3VmwzxtWPeSqX3p1LtVusjDimz3nEXJkN3Url1btWvXtjoGAAAA4BXSfSV6cvLnz88EehZj/88amJIUnMS62am5+fmfGH/JoiTILC6e4h4SAJKXv0YLNe212ql915HvWN4FAAAAACyQpivR77vvvjQPOGPGjAyHgfdYON585VH9fvMtSpJ5NHjkTy379n+f1NgbM1Yloh+3MFHa+bZvoqRfFlkdI1PzubNKhvfNmbe4C5MAyAp8/PzVvG+Mlo1urDjfi6Zt88dEq/Eji+WXI7dF6QAAAAAge0nTleghISGOrzx58mjBggVav369Y3tMTIwWLFigkJAQtwUFvF1gjoKmeu/6MRYlST/fhuYrG434BIuSZF6+d9fP8L412n7pwiQAspIG/RarcnnnJbYWf9tYRxd9a0EiAAAAAMh+0jSJPmnSJMdXoUKF1KlTJ+3bt08zZszQjBkztHfvXnXp0kUFCxa89WDwetu+ftpUN+ryl0VJMp/KLYab6gsnt1uU5PYkfPer1RG8nmE33zzWljtnmvc9fWiNqQ7MGeqSTACypkINO6tJj2VO7Vt3jtSS0Rn/BR4AAAAAIG3SvSb6xIkTNWjQIPn6+jrafH19NXDgQE2cONGl4WCNI9dWmWr/kAIWJcl8CpVoZqrXznjYoiS3x/7PbqsjeD17zNYM77vx934uTAIgO/ANzKHmfWOc2hN8r2n+mGjZE/kEEVwvMTFR8+fP15gxY3Tx4vVlhY4cOaJLl7j3CwAAALKXdE+iJyYmavt256trt2/fLrvd7pJQsM7pdXNMdbVqwyxKknkVjGxkqpMS4yxKkk5BgVYnyFQSZi6wOgKAbKh53xiVLdbLqX3hhDo6ddO/4cDtOHDggCpXrqx7771XTz31lE6ePClJGj58uAYNGmRxOgAAAMCz0j2J/thjj6lnz5766KOPtHz5ci1fvlwfffSRevfurccee8wdGeFBGzcMMdUF72xrUZLMq9rdn5jqRRPqWZQkfQKe6251hMzlmmt+OVKscjeXjAMg+4ho3U+Nus5zat+0YYjWfNnGgkTIivr376+aNWvq7NmzCg4OdrR37NhRCxbwi2QAAABkL37p3eGjjz5S4cKFNWLECB09elSSFB4ersGDB+v55593eUB4TsKFM6Y6PKC2RUlgBZ/QfKbavu+wfIrfYVGarMswzJ/YKV2nv0VJAGRm/nnyq3nfGM0fY74x9EWf45o/JlpN+6yTj0+6r5UAHJYvX64VK1YoICDA1B4ZGanDhw9blAoAAACwRrp/uvLx8dHgwYN1+PBhnTt3TufOndPhw4c1ePBg0zrpyHyWTGlhqis+9qVFSTK/pr3N68pv+P0pi5JkXPzn31sdIdPwvatGmvvuWTvaVNt8+L4JIOOa941R8QL3OrUvHFdL57etSmYPIG3sdruSkpKc2g8dOqTcuXNbkAgAAACwzm1dopQnTx7lyZPHVVmALMPH13zV1plDqy1KAk/wa1U/zX33b5rkxiQAsqOSD7yuuzrOcmpft+xpbRqXOW9wDeu1aNFCI0eOdNQ2m02XLl3SG2+8oTZtWDYIAAAA2UuaJtFr1Kihs2fPSpKqV6+uGjVqpPiFzGnV6JamumkvJn1v150PTDXVx3b/aVGStPNtXMvqCJmCcdNNlG05g1PoCQCeERQWoeZ9Y5zaT9m3Oy35AqTFiBEjtGTJElWoUEHXrl3TQw89pKioKB0+fFgffPCB1fEAAAAAj0rTmuj33nuvAgMDJUkdOnRwZx5Y5LLvaVPt4+dvUZKsI3eB0qb6nwWvqHCpVhalSRu/to2VtHidozbsdtlYU9dJ0prNLhmnepvPXTIOANzQvG+Mtn/zjA5fXWlqnz8mWnVbf6ecxcpblAyZTZEiRbRp0yZNmTJFGzZskN1uV69evdStWzfTjUYBAACA7CBNk+hvvPFGsn9G1nDg1xGmuu7d31qUJOspVftp7V47ylHHXT6pwJyhFiZKnc3HZqoTZy6Q//0tUuidfSXOmJ+h/eKumH9ZVSCiniviAIBJ+e6fq9iBbVo19xFT+6o/HtYdOe5S+Uc+tSgZMpvg4GD17NlTPXv2tDoKAAAAYKk0TaIja9t15DtTnTOygkVJsp6o6o+ZJtGXfXd3sh+391ZJKzYyiZ6cJPut+yRj4+/9XBwEAJKXM7KCmveNcVrK5fCV5To8JjpT/VsEa/zyyy/JtttsNgUFBalUqVIqXry4h1MBAAAA1kjTJHq+fPlks9lu3VHSmTNnbisQPOvSPvOyFGXueNSiJFlXQHABxV/93xXIhmGk+fWErOXSmd1WRwCQzTTvG6ONYx/SaWOHqX3+mGg1uG+2AkOLWpQM3q5Dhw6y2WwyDMPUfqPNZrPprrvu0qxZs5QvXz6LUgIAAACekaZJ9JEjR7o5Bqyy+q/HTHWxts9alCTravDIn1owtqajXjjuTjV7fK2FiVIX0P9hxX/63a07QpLk26R2hvbLlb+Ui5MAQPKqP/6Dzm9dqXXLnzG1L5txr0oU6KASDwyxKBm82bx58/Tqq6/qnXfeUe3a1/+tW7t2rV577TUNGTJEISEh6tu3rwYNGqQJEyZYnBYAAABwrzRNoj/6KFcnZ0VJCfGmOldSmEVJsrabrzo3jCSLkqSNT2QRU20/cVo+YQUsSuP9/FrUzdB+1e8Z7eIkAJCykIr11LT8Oi0cV8vUvvf0LO0dM4vlXeCkf//+Gjt2rOrV+9/9O5o1a6agoCA9/vjj2rp1q0aOHMl66QAAAMgWfG5n56tXr+rChQumL2QeiyaaJ//q9PvDoiRZX8Pu5htR7lrzmUVJ0i/+k2+sjuBVjCTzL0FsQYFp2u/0wZWmOjAHv5gA4Fk+Pj5q3jcm2V+azx8TrYSLLMmH/9mzZ4/y5Mnj1J4nTx7t3btXklS6dGmdOnXK09EAAAAAj0v3JPrly5f19NNPKywsTLly5VK+fPlMXwCcBQSbXxsHNn1tUZIMiE+wOoFXSVqxKUP7bZzzzK07AYAH1On3h6pVH+bUvuSHFjo09ysLEsEbRUdH64UXXtDJkycdbSdPntTgwYNVq9b1TzTs2rVLRYuyrj4AAACyvnRPog8ePFgLFy7U6NGjFRgYqPHjx2vYsGEqUqSIvvmGK1Yzi38m9jHVjbotsChJ9lH17hGm+vzxLRYluTWfauWsjuC1EmfxWgGQ+RWs3VZNeq5yav/3wDjNHxNtQSJ4mwkTJmjfvn0qWrSoSpUqpdKlS6to0aLav3+/xo8fL0m6dOmShgxhTX0AAABkfWlaE/2/fv31V33zzTdq3LixevbsqQYNGqhUqVKKjIzU999/r27durkjJ1zsWMIGU+2fK681QbKR0MiGpnrdrB5euwat/0NtFLfpX0dtGIbT2u7IuKhqj926EwC4ma9/gJr3jdHi0fWU6Btn2jZ/TLSa9Fgh38Agi9LBamXLltX27dv1559/aufOnTIMQ+XKlVOLFi3k43P9OpwOHTpYGxIAAADwkHRfiX7mzBkVL15c0vU1Ec+cub5+5l133aWlS5e6Nh3c4uSq2aa6Rs33LEqS/RQq1cpUJyVctShJ6mx+5t+vJS1cY1GSrMGwm9dRL1m7n0VJAMBZ434rVbF0f6f2RZPr6/iyaRYkgrew2Wy6++679eyzz6p///5q1aqVYwIdAAAAyE7SfSV6iRIltH//fkVGRqpChQr68ccfVbt2bf3666/KmzevGyLC1f7e/Kapzh/d0qIk2U/lZu/q+O4/HfWiiXd57dXo/5X4+1L5NatjdQyv49uyXpr67Vr9qam22ZiAAOBdwpt2V2idjlr8bWNT+5Ztw7Vry1e6q98ia4LBUpcvX9aSJUsUGxur+Ph407Znn33WolQAAACA56V7Ev2xxx7T33//rUaNGunll1/WPffco88//1yJiYn65JNP3JERLhR/9oSpviNHA4uSAJmfX5PaaeoXu+V7NycBgNvnlyO3mveNcVoT/ZrvBc0fE62mvdfKx9fXonTwtI0bN6pNmza6cuWKLl++rPz58+vUqVPKkSOHwsLCmEQHAABAtpLuyyGfe+45x5vmJk2a6N9//9WUKVO0YcMG9e/v/FFgeJelP7Y21eUfGWlNkGysae/Vpnrd7J4WJUmdf6/7rI7gdYzERFNtCwywKAkAuE/zvjEqHe58j5uF42vr7CZurpxdPPfcc2rXrp3OnDmj4OBgrV69WgcOHFB0dLQ++ugjq+MBAAAAHpXuSfT9+/eb6mLFium+++5T1apVXZUJyNJ8fP1N9fljf1uUJHW+FUuZauPCJYuSeI+kpbe/9E71e0a7IAkAuFdk+4Fq2OkPp/aYNYO17quOFiSCp23atEnPP/+8fH195evrq7i4OEVERGj48OF65ZVXrI4HAAAAeFS6J9FLlCihu+66S2PGjHHcVBSZw/LRTUx1095rLUqCup1+NtVHdvxiUZK0ix891eoIlkv8bUm697l22byEUoGid7oqDgC4VUC+sGTv23HeFqv5Y6Jlt9stSAVP8ff3l81mkyQVKlRIsbGxkqSQkBDHnwEAAIDsIt2T6OvXr1fdunX19ttvq0iRIrr33nv1008/KS4uzh354ELXfC+YatY1tU7OfMVN9bbFwyxKknbGCX5plhEbfnvC6ggAcFua941RsTzONyFfOK6WLu70/ptjI2OqV6+u9evXS7q+hOPrr7+u77//XgMGDFDlypUtTgcAAAB4Vron0WvUqKEPP/xQsbGx+uOPPxQWFqa+ffsqLCxMPXt659rOkPbNfM9U1287zaIkuKFM3edN9dWLRy1KkjJbVBGrI2R6V84dsDoCANy2Ml3fU/12Pzm1r1n0uDZP7GVBIrjbu+++q/DwcEnSW2+9pQIFCujJJ5/UiRMnNHbsWIvTAQAAAJ6V7kn0G2w2m5o0aaJx48Zp/vz5KlGihL7++mtXZoML7TlhXj4k+I5SKfSEpxSr8pCpXvFDW4uSpCygzwNWR/Bafm0bpXuf3AXLuiEJAHhGcJESyS7vciJhk+aPibYgEdzFMAyFhoaqTp06kqTQ0FDNmTNHFy5c0IYNG7gXEgAAALKdDE+iHzx4UMOHD1e1atVUq1Yt5cyZU6NGjXJlNrjIzR+1Lh/V16IkuFlwnqKm2jC8a31ZW3CQqU5av9WiJN7Ht2H6J4yqt/nCDUkAwLOa941R4QDn74Hzx0Tr6uHdFiSCqxmGodKlS+vQoUNWRwEAAAC8Qron0ceOHatGjRqpePHi+vrrr9WpUyft2bNHy5cv15NPPumOjLhNaxY9bqrvaPV4Cj3hafW7zjbVC8bWsihJ2iT88LvVESxjxCeYapuf3y33ORW73FQHBOdzaSYAsEqlx8bqzmbjndpX/NZZO3940YJEcCUfHx+VLl1ap0+ftjoKAAAA4BXSPYn+1ltvqXbt2lq/fr22bt2qV155RVFRUW6IBldISjDf8DXEXjSFngBSk7Robbr32fRHfzckAQDvkLtU9WSXd4m9OJ/lXbKA4cOH64UXXtA///xjdRQAAADAcumeRI+NjdWHH36oatWqacWKFYqLi7v1TrDMoon1THWtJ2en0BNWadRjsaneseJDa4KkwO/BVlZH8AqJf66wOgIAeKXmfWOUT1FO7fPHRCv+zHHPB4JLPPzww1q7dq2qVq2q4OBg5c+f3/QFAAAAZCe3Xo/gJjabzfHn1q1ba9OmTSpRooRLQwHZiX9gblN98J+pKlv/BYvSOPOrW1WJP/3pqI1rcbIFBVqYKHMqXqO31REAwG2i+07Xub8Xa/3q503tS39qo1KFuyjqXu/5dw1pM3LkSKsjAAAAAF4j3ZPo/2UYhqtywA3+Hv+IqW78yGJrguCWqt/zhTb+/pSjPnskRvmKeOdH4RMmzVLAk52tjuH1DHuSqS5R8wmLkgCAZ+St2lhNK63VwvG1Te27j03V7jFT1bTPOouSISMeffRRl443evRoffjhhzp69KgqVqyokSNHqkGDBrfcb8WKFWrUqJEqVaqkTZs2uTQTAAAAkFbpXs4FmcfJpG2m2i9H7hR6wmoFitYx1TG/eu/NX+27DlgdwXJ+HZrdss/OVR+b6v9+igcAsiofX1817xuj4KQQp20Lx9WS/dplC1Iho/bs2aPXXntNXbt21YkTJyRJc+fO1datW9M1zrRp0zRgwAC9+uqr2rhxoxo0aKDWrVsrNjY21f3Onz+v7t27q1mzW/+7CwAAALjTbU2ijxkzRoUKFXJVFrjQ8WXTTHXNOh+n0BPeoki5e011Yvwli5IkIySX1Qm8im/9arfsc/CfabfsAwBZVf1+C1Wl0itO7dv+7KSjCyZ7PhDSbcmSJapcubLWrFmjGTNm6NKl6+9LNm/erDfeeCNdY33yySfq1auXevfurfLly2vkyJGKiIjQl19+mep+ffv21UMPPaS6detm+HEAAAAArnBbk+gPPfSQkpKSNGvWLG3fvt1VmeACW7YNN9V5qza2JgjSrEKj10314kmNLEriLPDZh62OYCnjmvkGyjZfX4uSAEDmEVb/fjXp4XxT5u17v9CiL+skswe8yUsvvaS3335b8+bNU0BAgKO9SZMmWrVqVZrHiY+PV0xMjFq2bGlqb9mypVauXJnifpMmTdKePXvSPWEPAAAAuEO610Tv1KmTGjZsqKefflpXr15VzZo1tX//fhmGoalTp+r+++93R06kQ9ypI6a6WJ4WFiVBVmHLl8dUJ+08IN8ykRal8bzEeWmfLEhOdPvxLkoCAJmLb2CQmveN0YKvasmw2R3tST4Jmj8mWk16rpSvPzer9kZbtmzRDz/84NQeGhqq06dPp3mcU6dOKSkpyenTq4UKFdKxY8eS3WfXrl166aWXtGzZMvn5pe3Hlbi4OMXF/e+X3hcuXJAk2e122e32lHZzC1Zwcy2bzS6bzZDN5tm/x6zOwy+LDLOJF5Qr2f7zH1zH0//OZJjB37sr2Q2bDMMmO+fVtSx4PaX1NZzuSfSlS5fq1VdflSTNnDlThmHo3Llz+vrrr/X2228zie4Flk1vZ6rLdH3foiRIr2Z91mrBuP/dkG31zw+pzgPOP8BaLeGrafL9ZLDVMTwmadHadPW/dsk8KZAvvLor4wBAptPsiXU6NHeM/j0w1tS+aGI9Va36ukLr3JvCnrBK3rx5dfToURUvXtzUvnHjRt1xxx3pHu/me4MYhpHs/UKSkpL00EMPadiwYSpTpkyax3/vvfc0bNgwp/aTJ0/q2rVr6c57OyIiPHq4bMCuggXPyzAMcUsv1/n/2xx4vQhfXlCuVtCnoAwZVsfIUk5klhdUIq8nV7Ib0vmk668nH+bRXceC19PFixfT1C/dk+jnz59X/vz5JV2/sdD999+vHDly6J577tELL7yQ3uHgYjf/9sRm541mZmLzMS8Tcun0DouS4HbE/OK9N4YFAKsUadlHtv1NtH1eV1P733+/qZwbvlDdfn9ZlAzJeeihh/Tiiy/qp59+ks1mk91u14oVKzRo0CB17949zeMULFhQvr6+TlednzhxItl7K128eFHr16/Xxo0b9fTTT0u6/v7WMAz5+fnpr7/+UtOmTZ32e/nllzVw4EBHfeHCBUVERCg0NFR58uRx6u9OBw969HBZ3vUr0W06dChUhsHPNq4SFmZ1grQ5mMQLypVuXIV+KOkQE+kuFJZZXlB+vJ5cyW5cfz2F+h2Sj43Xk8tY8HoKCgpKU790T6JHRERo1apVyp8/v+bOnaupU6dKks6ePZvmg8J9ln3VUPrPPGyTvmusC4MMqddlllZO7eCoD237WUUrPGBdoP/n27Kekv5Kee3SbMP31j+8Xb142ANBACDz8c2RR037rNPCcbVM7Zd9T2v+mGg17bNOPj5MknmDd955Rz169NAdd9whwzBUoUIFx1Xir732WprHCQgIUHR0tObNm6eOHTs62ufNm6d773X+BEKePHm0ZcsWU9vo0aO1cOFC/fzzz05Xxt8QGBiowEDnpYF8fHw8/pwy+Dna5QzDJsPwYRLdhTLLt1omel3P+M9/cI1M896FiV6Xs9kM+fz/F1zEgtdTWl/D6Z5EHzBggLp166ZcuXIpMjJSjRs3lnR9mZfKlSundzi4WILvVVOdab6ZwyFHiPkjVv8ue88rJtH9WtU3TaIbiUmy+WW/G2z63dc8Xf3zhFZ0UxIAyLya943Rvhnvas/J6ab2heNqqWb9kcpbqYFFyXCDv7+/vv/+e7355pvauHGj7Ha7qlevrtKlS6d7rIEDB+qRRx5RzZo1VbduXY0dO1axsbF64oknJF2/ivzw4cP65ptv5OPjo0qVKpn2DwsLU1BQkFM7AAAA4CnpnkTv16+fateurYMHD6pFixaOSdoSJUro7bffdnlApN2en8zrQN517/QUesLblWvwiv5d9q6jvnL+oNPkuqfdvG5pwk9/KqBrG4vSWMf3zirp6l+t9aduSgIAmVvx+15RkVM9nO7lsn7FAOVfWVo1Hp9qUTJI0pIlS9SoUSOVLFlSJUuWvK2xOnfurNOnT+vNN9/U0aNHValSJc2ZM0eRkddvUn706FHFxsa6IjYAAADgFhm6TLlmzZrq2LGjcuXKpaSkJG3atEn16tVT/fr1XZ0P6bDvzC+mOqhwlDVBcNuKVjDfoPe/y7t4C/u6f6yO4BHGZfOnO2y3+HTHyX2LTHVAcD6XZwKArCKwYBE17xvj1H7G2KX5Y6ItSIQbWrRooWLFiumll17SP//c/r/5/fr10/79+xUXF6eYmBg1bNjQsW3y5MlavHhxivsOHTpUmzZtuu0MAAAAQEalexJ9wIABmjBhgiQpKSlJjRo1Uo0aNRQREZHqm1+41/ntq011xVLPWpQErpKrQBlTbbcnWpQke0v8c0W6+m+ZP9hNSQAg62reN0ZFczZyap8/JlqX9mWPX9p6myNHjmjw4MFatmyZqlSpoipVqmj48OE6dOiQ1dEAAAAAj0v3JPrPP/+sqlWrSpJ+/fVX7du3T//++68GDBigV199Nd0BRo8ereLFiysoKEjR0dFatmxZqv2/+OILlS9fXsHBwSpbtqy++eYbpz7nzp3TU089pfDwcAUFBal8+fKaM2fObR3X261b+pSpDm/2qEVJ4Cp1HphiqheOu9OiJP8T8HwPqyN4XNLyDVZHAIBsodzDn6humx+c2lf/9ai2Te5nQaLsrWDBgnr66ae1YsUK7dmzR507d9Y333yjqKgoNW3a1Op4AAAAgEelexL91KlTKly4sCRpzpw5evDBB1WmTBn16tVLW7ZsSddY06ZNc0y+b9y4UQ0aNFDr1q1TXBPxyy+/1Msvv6yhQ4dq69atGjZsmJ566in9+uuvjj7x8fFq0aKF9u/fr59//lk7duzQuHHjdMcdd2T4uN4uKe6Kqc6nEhYlQVbnc0eYqbYfPmFRksyhRM2+VkcAgEwlZ0TZZJd3ORK3huVdLFS8eHG99NJLev/991W5cmUtWbLE6kgAAACAR6V7Er1QoULatm2bkpKSNHfuXDVv3lySdOXKFfn6+qZrrE8++US9evVS7969Vb58eY0cOVIRERH68ssvk+3/7bffqm/fvurcubNKlCihLl26qFevXvrggw8cfSZOnKgzZ85o1qxZql+/viIjI3XXXXc5rp7PyHG93aLJDUx1dN+fLEoCV2v82FJTvW3JWxYlSV78x5OtjuBZgQGpbjbsSaa6eI0+7kwDAFlW874xCvWt5NQ+f0y0rh0/YEGi7GvFihXq16+fwsPD9dBDD6lixYr67bffrI4FAAAAeJRfend47LHH1KlTJ4WHh8tms6lFixaSpDVr1qhcuXJpHic+Pl4xMTF66aWXTO0tW7bUypUrk90nLi5OQUFBprbg4GCtXbtWCQkJ8vf31y+//KK6devqqaee0uzZsxUaGqqHHnpIL774onx9fTN03BvHjouLc9QXLlyQJNntdtnt9jQ9ZrvdLsMw0tw/o9w9vjfw1Lm0mo9fsKk+8u8slWuQ/mWTUuKK85jV/w7+y7djsxQfr91u15EtX5naDMOQYRieiJalZJfXt7txHl2Hc+ka6T2PlXtO0oUda7X+piXrls+6T1F571GJB4e6IaV7ZMbnziuvvKIpU6boyJEjat68uUaOHKkOHTooR44cVkcDAAAAPC7dk+hDhw5VpUqVdPDgQT344IMKDAyUJPn6+jpNTKfm1KlTSkpKUqFChUzthQoV0rFjx5Ldp1WrVho/frw6dOigGjVqKCYmRhMnTlRCQoJOnTql8PBw7d27VwsXLlS3bt00Z84c7dq1S0899ZQSExP1+uuvZ+i4kvTee+9p2LBhTu0nT57UtWvX0vSY7Xa7zp8/L8Mw5OOT7g8BJOvQzGdMnyeocPfPOnEi6y+x4Y5z6a2K1/9A+1a86Kj3/vOncoVVd8nYGTmPwZVLKnDLHked1Z9vef/z59MRBaUUHq/dbtfZ/eZ7L2T1c+Mu2en17U6cR9fhXLpGhs5jvihVbPertv7aztS8/9zv2j/ud1W693c3JHW9ixcvWh0h3RYvXqxBgwapc+fOKliwoGnbpk2bVK1aNWuCAQAAABZI9yS6JD3wwANObY8+mrEbWdpsNlNtGIZT2w1DhgzRsWPHVKdOHRmGoUKFCqlHjx4aPny4YykZu92usLAwjR07Vr6+voqOjtaRI0f04Ycf6vXXX8/QcSXp5Zdf1sCBAx31hQsXFBERodDQUOXJkydNj9Vut8tmsyk0NNRlP4T/47PXVBeOiHTJuN7OHefSa4U11b4V/yv3r3pNTfusc8nQGTmPxsPtlfDiCEcdGhqa6msnMzMuXlbCf+qwm3759l92u13bbmoLCwtLti9Sl61e327EeXQdzqVr3M55LNRnndaPaa8LPkdN7f/MvkcNOs2Vf0gBV0Z1uZs/SZkZ3PwJzfPnz+v777/X+PHj9ffffyspKSmFPQEAAICsJ0OT6EuWLNFHH32k7du3y2azqXz58nrhhRfUoEGDW+/8/woWLChfX1+nq79PnDjhdJX4DcHBwZo4caLGjBmj48ePKzw8XGPHjlXu3LkdV8iEh4fL39/ftD57+fLldezYMcXHx2fouJIUGBjouOr+v3x8fNL1g6DNZkv3Pik5uvBbU12rwefZ6od7V55Lb1e0Ymcd2jrNUSclXJJ/YNp+eXMr6T6PPj6miWX7nyvl3ybtr/3MJOHPFaY6Pc+1mvdOyBbPTXfJTq9vd+I8ug7n0jVu5zzWfvI3nYn5SxvWv2xqX/bj3SpTtIeK3fOMq2K6XGZ+3ixcuFATJ07UjBkzFBkZqfvvv18TJkywOhYAAADgUel+R//dd9+pefPmypEjh5599lk9/fTTCg4OVrNmzfTDDz+keZyAgABFR0dr3rx5pvZ58+apXr16qe7r7++vokWLytfXV1OnTlXbtm0dP5zUr19fu3fvNq09uXPnToWHhysgIOC2jutttu4aaapDKmSu/Ei7cncNNtVLJjexKImzpPmrrI7gNkmrN6e579WL5qsj8xau5uI0AID80S3VtNdqp/adhyZr/phoCxJlTYcOHdLbb7+tEiVKqGvXrsqXL58SEhI0ffp0vf3226pe3TXLygEAAACZRbon0d955x0NHz5c06ZN07PPPqv+/ftr2rRpev/99/XWW2+la6yBAwdq/PjxmjhxorZv367nnntOsbGxeuKJJyRdX0Kle/fujv47d+7Ud999p127dmnt2rXq0qWL/vnnH7377ruOPk8++aROnz6t/v37a+fOnfr999/17rvv6qmnnkrzcTODa8cPmOri+dpalASAJG34tY/VEQAgW/Dx81fzvjEKSHK+weX8MdFKvHrZglRZR5s2bVShQgVt27ZNn3/+uY4cOaLPP//c6lgAAACApdI9ib537161a9fOqb19+/bat29fusbq3LmzRo4cqTfffFPVqlXT0qVLNWfOHEVGXl/X++jRo4qNjXX0T0pK0scff6yqVauqRYsWunbtmlauXKmoqChHn4iICP31119at26dqlSp4pjo/+9NT2913Mxg+az7THXJTs43PUXW0uxx8zroK6Z0sCaIJP8nO1t2bMvkzpnq5rjLxz0UBAAgSQ37LVOlss87tS/+pqGOLU77pyNh9tdff6l3794aNmyY7rnnHtMSiQAAAEB2le410SMiIrRgwQKVKlXK1L5gwQJFRESkO0C/fv3Ur1+/ZLdNnjzZVJcvX14bN2685Zh169bV6tXOH/VN63G93X+XqpEkvyTntdqR9dhs5t95Xb1w0KIkkm/pSNO66MaZ87LlD7Esjyf4d2yW5r55C/MxdwDwhMKNH1LBO+/V4m8amtr/2fGxdm77Ug37LbMoWea1bNkyTZw4UTVr1lS5cuX0yCOPqHPnbPjLcwAAAOA/0n0l+vPPP69nn31WTz75pL799lt99913euKJJ9S/f38NGjTIHRlxk8Vj6prqhk8stygJPK3+Q7+a6tjN3nGlXdzn31sdwe18qpZNc9+qd49wYxIAwH/5BedU874xTu3xvlc0f0y07IkJyeyFlNStW1fjxo3T0aNH1bdvX02dOlV33HGH7Ha75s2bp4sXL1odEQAAAPC4dE+iP/nkk5o6daq2bNmiAQMGqH///vrnn380bdo09e3b1x0Z8f+unTulmDFdZPdJNLXfuKkqsr7g3EVM9c5VH2vVT521ae5AJV67ZFEqSectPLabGOfMkwQ2my3Fvsf3zjfV/oG53ZIJAJCy5n1jVKZoD6f2hRPq6EzMXMf7qJVftFDMmC66du6U50NmIjly5FDPnj21fPlybdmyRc8//7zef/99hYWFqX379lbHAwAAADwqXbOviYmJGjZsmGrWrKnly5fr9OnTOn36tJYvX657773XXRkhafXo1lo+tZXOapepPUdiQYsSwSoVGg811ZfP7NapA0u0+OtGWjvjEY/l8Cmdee4hkBEJc5amue+WeS+6MQkAIK2K3fOMGnX5y6l9w/pXHe+jrvid0Vnt0vKprbR6dGsLUmY+ZcuW1fDhw3Xo0CFNmTLF6jgAAACAx6VrEt3Pz08ffvihkpKS3JUHyVg9urUu+ZxIdtsV31P8AJjNHNr6Y4rbLpzc5rGJdP/HOnjkOFaxr99qdQQAQAb4hxRIdnkXJfOBoks+J3gflQ6+vr7q0KGDfvnlF6ujAAAAAB6V7huLNm/eXIsXL1aPHj3cEAc3u3bu1P8m0JNbTcImXfI9ofljoj2aC97rwsltnns+/HeZ8DHTPHNMT7l5CfR0PD5ejwCQCdgkGdcn0q+dO6WgvHy6DwAAAEDy0j2J3rp1a7388sv6559/FB0drZw5c5q2s0aia22d9nTyk+cAAAC4Pf//HmvrtKcV3XeqtVkAAAAAeK10T6I/+eSTkqRPPvnEaZvNZmOpFxeLSzydgb8lAAAApFVc4mmrIwAAAADwYumenrXb7e7IgRQE+hXQFZ2xOgYAAECWFehXwOoIAAAAALwY1zh7uYqdR2n51FbXi+SWdTGu/++uLn9mq7U87Xa7Tpw4obCwMPn4pOv+uJla4rVLWvx1o1v2a/zoEvkF5bplP1ecx2sDhzv+HPjWM7LlDM7QON7Efvqc4t8Z66iDPhmcYt+b1z9v2mddtnpOukN2fX27GufRdTiXrmHFebx27lSa3kdV7DLKI3kAAAAAZE5p/glm4cKFqlChgi5cuOC07fz586pYsaKWLl3q0nCQgvIWVC572PXCuGnj/9e57GHZagI9O/MLyqU8oRVS7ZMntEKaJtDdIX7cz5Yc19USf1uSof1KNPjYxUkAALeD91EAAAAAXCHNk+gjR45Unz59lCdPHqdtISEh6tu3r0aMGOHScLiuTr8//vcD4E1y2cNUp98fHk4EK9W+79tUJ9Jr3/etB9OYGbFHLTu2K9n/3pG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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Feature Importance Analysis\n", "============================\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Top 5 most important features:\n", " alcalinity_of_ash: 0.0167 ± 0.0100\n", " color_intensity: 0.0222 ± 0.0199\n", " od280/od315_of_diluted_wines: 0.0222 ± 0.0181\n", " alcohol: 0.0611 ± 0.0204\n", " proline: 0.0648 ± 0.0290\n", "\n", "Feature Selection Impact\n", "=========================\n", "Accuracy with all features: 0.9630\n", "Accuracy with top 5 features: 0.9259\n", "Feature reduction: 13 → 5 features\n", "Selected features: ['alcohol', 'flavanoids', 'color_intensity', 'od280/od315_of_diluted_wines', 'proline']\n" ] } ], "source": [ "# Comprehensive Hyperparameter Tuning Example\n", "print(\"Comprehensive k-NN Hyperparameter Tuning\")\n", "print(\"=\"*42)\n", "\n", "# Load wine dataset for a more complex example\n", "wine = load_wine()\n", "X_wine = wine.data\n", "y_wine = wine.target\n", "\n", "# Split the data\n", "X_train, X_test, y_train, y_test = train_test_split(X_wine, y_wine, \n", " test_size=0.3, random_state=42, \n", " stratify=y_wine)\n", "\n", "# Scale the features\n", "scaler = StandardScaler()\n", "X_train_scaled = scaler.fit_transform(X_train)\n", "X_test_scaled = scaler.transform(X_test)\n", "\n", "# Define parameter grid\n", "param_grid = {\n", " 'n_neighbors': [3, 5, 7, 9, 11, 15, 21],\n", " 'weights': ['uniform', 'distance'],\n", " 'metric': ['euclidean', 'manhattan', 'minkowski'],\n", " 'algorithm': ['auto', 'ball_tree', 'kd_tree', 'brute']\n", "}\n", "\n", "# Perform grid search\n", "print(\"Performing Grid Search...\")\n", "grid_search = GridSearchCV(KNeighborsClassifier(), param_grid, \n", " cv=5, scoring='accuracy', n_jobs=-1, verbose=1)\n", "grid_search.fit(X_train_scaled, y_train)\n", "\n", "print(f\"\\nBest parameters: {grid_search.best_params_}\")\n", "print(f\"Best cross-validation score: {grid_search.best_score_:.4f}\")\n", "\n", "# Test the best model\n", "best_knn = grid_search.best_estimator_\n", "test_score = best_knn.score(X_test_scaled, y_test)\n", "print(f\"Test accuracy: {test_score:.4f}\")\n", "\n", "# Visualize hyperparameter effects\n", "results_df = pd.DataFrame(grid_search.cv_results_)\n", "\n", "# Plot k vs accuracy for different weights\n", "fig, axes = plt.subplots(2, 2, figsize=(15, 12))\n", "\n", "# Plot 1: k vs accuracy for different weights (euclidean metric)\n", "euclidean_results = results_df[results_df['param_metric'] == 'euclidean']\n", "for weight in ['uniform', 'distance']:\n", " weight_results = euclidean_results[euclidean_results['param_weights'] == weight]\n", " k_values = weight_results['param_n_neighbors'].values\n", " scores = weight_results['mean_test_score'].values\n", " axes[0, 0].plot(k_values, scores, 'o-', label=f'weights={weight}', linewidth=2, markersize=6)\n", "\n", "axes[0, 0].set_xlabel('k (n_neighbors)')\n", "axes[0, 0].set_ylabel('Cross-validation Accuracy')\n", "axes[0, 0].set_title('k vs Accuracy (Euclidean metric)')\n", "axes[0, 0].legend()\n", "axes[0, 0].grid(True, alpha=0.3)\n", "\n", "# Plot 2: Metric comparison\n", "metrics = ['euclidean', 'manhattan', 'minkowski']\n", "metric_scores = []\n", "for metric in metrics:\n", " metric_results = results_df[results_df['param_metric'] == metric]\n", " avg_score = metric_results['mean_test_score'].mean()\n", " metric_scores.append(avg_score)\n", "\n", "axes[0, 1].bar(metrics, metric_scores, color=['blue', 'green', 'orange'], alpha=0.7)\n", "axes[0, 1].set_ylabel('Average CV Accuracy')\n", "axes[0, 1].set_title('Distance Metric Comparison')\n", "axes[0, 1].grid(True, alpha=0.3)\n", "\n", "# Plot 3: Algorithm comparison\n", "algorithms = ['auto', 'ball_tree', 'kd_tree', 'brute']\n", "algo_scores = []\n", "algo_times = []\n", "for algo in algorithms:\n", " algo_results = results_df[results_df['param_algorithm'] == algo]\n", " avg_score = algo_results['mean_test_score'].mean()\n", " avg_time = algo_results['mean_fit_time'].mean()\n", " algo_scores.append(avg_score)\n", " algo_times.append(avg_time)\n", "\n", "axes[1, 0].bar(algorithms, algo_scores, color=['red', 'blue', 'green', 'purple'], alpha=0.7)\n", "axes[1, 0].set_ylabel('Average CV Accuracy')\n", "axes[1, 0].set_title('Algorithm Comparison')\n", "axes[1, 0].tick_params(axis='x', rotation=45)\n", "axes[1, 0].grid(True, alpha=0.3)\n", "\n", "# Plot 4: Training time comparison\n", "axes[1, 1].bar(algorithms, algo_times, color=['red', 'blue', 'green', 'purple'], alpha=0.7)\n", "axes[1, 1].set_ylabel('Average Fit Time (seconds)')\n", "axes[1, 1].set_title('Algorithm Training Time')\n", "axes[1, 1].tick_params(axis='x', rotation=45)\n", "axes[1, 1].grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Feature importance analysis using permutation importance\n", "from sklearn.inspection import permutation_importance\n", "\n", "print(\"\\nFeature Importance Analysis\")\n", "print(\"=\"*28)\n", "\n", "# Calculate permutation importance\n", "perm_importance = permutation_importance(best_knn, X_test_scaled, y_test, \n", " n_repeats=10, random_state=42)\n", "\n", "# Create feature importance plot\n", "feature_names = wine.feature_names\n", "importance_df = pd.DataFrame({\n", " 'feature': feature_names,\n", " 'importance': perm_importance.importances_mean,\n", " 'std': perm_importance.importances_std\n", "})\n", "importance_df = importance_df.sort_values('importance', ascending=True)\n", "\n", "plt.figure(figsize=(12, 8))\n", "plt.barh(importance_df['feature'], importance_df['importance'], \n", " xerr=importance_df['std'], alpha=0.7, color='skyblue')\n", "plt.xlabel('Permutation Importance')\n", "plt.title('Feature Importance in k-NN Classification', fontsize=14, fontweight='bold')\n", "plt.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Print top 5 most important features\n", "print(\"Top 5 most important features:\")\n", "top_features = importance_df.tail(5)\n", "for idx, row in top_features.iterrows():\n", " print(f\" {row['feature']}: {row['importance']:.4f} ± {row['std']:.4f}\")\n", "\n", "# Compare performance with and without feature selection\n", "from sklearn.feature_selection import SelectKBest, f_classif\n", "\n", "print(f\"\\nFeature Selection Impact\")\n", "print(\"=\"*25)\n", "\n", "# Select top k features\n", "selector = SelectKBest(score_func=f_classif, k=5)\n", "X_train_selected = selector.fit_transform(X_train_scaled, y_train)\n", "X_test_selected = selector.transform(X_test_scaled)\n", "\n", "# Train k-NN with selected features\n", "knn_selected = KNeighborsClassifier(**grid_search.best_params_)\n", "knn_selected.fit(X_train_selected, y_train)\n", "selected_score = knn_selected.score(X_test_selected, y_test)\n", "\n", "print(f\"Accuracy with all features: {test_score:.4f}\")\n", "print(f\"Accuracy with top 5 features: {selected_score:.4f}\")\n", "print(f\"Feature reduction: {len(wine.feature_names)} → 5 features\")\n", "\n", "selected_features = [feature_names[i] for i in selector.get_support(indices=True)]\n", "print(f\"Selected features: {selected_features}\")" ] }, { "cell_type": "markdown", "id": "5767d98d", "metadata": {}, "source": [ "## 8. Summary and Key Takeaways\n", "\n", "### 🎯 When to Use k-NN:\n", "- **Small to medium datasets** (computational efficiency)\n", "- **Non-linear decision boundaries** needed\n", "- **Local patterns** are important\n", "- **Multi-class classification** problems\n", "- **Baseline model** for comparison\n", "- **Interpretable results** required\n", "\n", "### 🚫 When NOT to Use k-NN:\n", "- **Large datasets** (computational cost)\n", "- **High-dimensional data** (curse of dimensionality)\n", "- **Real-time predictions** needed (slow inference)\n", "- **Many irrelevant features** present\n", "- **Limited memory** available\n", "\n", "### 💡 Practical Tips:\n", "1. **Always standardize/normalize** your features\n", "2. **Start with k = √n** as a rule of thumb\n", "3. **Use cross-validation** to tune hyperparameters\n", "4. **Consider feature selection** for high-dimensional data\n", "5. **Use distance weighting** for better performance\n", "6. **Experiment with different distance metrics**\n", "7. **Consider using approximate methods** (LSH, KD-trees) for large datasets\n", "\n", "### 🔧 Implementation Checklist:\n", "- [ ] Data preprocessing (scaling, handling missing values)\n", "- [ ] Feature selection/engineering\n", "- [ ] Train-validation-test split\n", "- [ ] Hyperparameter tuning (k, weights, metric)\n", "- [ ] Cross-validation for model selection\n", "- [ ] Performance evaluation on test set\n", "- [ ] Consider computational requirements for deployment\n", "\n", "### 📚 Further Reading:\n", "- Explore **approximate nearest neighbor** methods for large datasets\n", "- Learn about **locality-sensitive hashing (LSH)**\n", "- Study **ensemble methods** that combine k-NN with other algorithms\n", "- Investigate **metric learning** for improving distance functions" ] }, { "cell_type": "markdown", "id": "6863d896", "metadata": {}, "source": [ "## 9. Interactive Exercise 🎓\n", "\n", "Try this hands-on exercise to test your understanding of k-NN!" ] }, { "cell_type": "code", "execution_count": 9, "id": "1e357ddb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "🎓 Interactive k-NN Exercise\n", "==============================\n", "Your task: Create and tune a k-NN classifier for a new dataset!\n", "\n", "Dataset Information:\n", "- Number of samples: 300\n", "- Number of features: 8\n", "- Number of classes: 2\n", "- Class distribution: [151 149]\n", "\n", "📝 Exercise Steps:\n", "1. Analyze the impact of feature scaling\n", "2. Find the optimal k value\n", "3. Compare different distance metrics\n", "4. Evaluate your final model\n", "\n", "Step 1: Analyzing Feature Scaling Impact\n", "----------------------------------------\n", "Accuracy without scaling: 0.9000\n", "Accuracy with scaling: 0.9167\n", "Improvement: 0.0167\n", "\n", "Step 2: Finding Optimal k Value\n", "-----------------------------------\n", "Optimal k value: 5\n", "Best CV accuracy: 0.9208\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Step 3: Comparing Distance Metrics\n", "--------------------------------------\n", "euclidean : 0.9208 ± 0.0156\n", "manhattan : 0.8958 ± 0.0264\n", "chebyshev : 0.9250 ± 0.0212\n", "\n", "Best metric: chebyshev\n", "\n", "Step 4: Final Model Evaluation\n", "--------------------------------\n", "Final test accuracy: 0.9500\n", "\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " 0 1.00 0.90 0.95 30\n", " 1 0.91 1.00 0.95 30\n", "\n", " accuracy 0.95 60\n", " macro avg 0.95 0.95 0.95 60\n", "weighted avg 0.95 0.95 0.95 60\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "🤔 Challenge Questions:\n", "======================\n", "1. What happens if you use k=1? Why might this be problematic?\n", "2. How would performance change with more training data?\n", "3. What if some features were categorical instead of numerical?\n", "4. How could you handle imbalanced classes in this dataset?\n", "\n", "Bonus Analysis - k=1 (Potential Overfitting):\n", "Training accuracy (k=1): 1.0000\n", "Test accuracy (k=1): 0.9000\n", "Training accuracy (k=5): 0.9500\n", "Test accuracy (k=5): 0.9500\n", "✅ No significant overfitting detected.\n" ] } ], "source": [ "# Interactive Exercise: Build Your Own k-NN Classifier\n", "print(\"🎓 Interactive k-NN Exercise\")\n", "print(\"=\"*30)\n", "print(\"Your task: Create and tune a k-NN classifier for a new dataset!\")\n", "print()\n", "\n", "# Generate a challenging dataset\n", "np.random.seed(123) # Different seed for variety\n", "X_exercise, y_exercise = make_classification(\n", " n_samples=300, \n", " n_features=8, \n", " n_informative=5, \n", " n_redundant=2, \n", " n_clusters_per_class=2, \n", " class_sep=0.8,\n", " random_state=123\n", ")\n", "\n", "# Add some noise to make it more realistic\n", "noise = np.random.normal(0, 0.1, X_exercise.shape)\n", "X_exercise += noise\n", "\n", "print(\"Dataset Information:\")\n", "print(f\"- Number of samples: {X_exercise.shape[0]}\")\n", "print(f\"- Number of features: {X_exercise.shape[1]}\")\n", "print(f\"- Number of classes: {len(np.unique(y_exercise))}\")\n", "print(f\"- Class distribution: {np.bincount(y_exercise)}\")\n", "print()\n", "\n", "# Split the data\n", "X_train_ex, X_test_ex, y_train_ex, y_test_ex = train_test_split(\n", " X_exercise, y_exercise, test_size=0.2, random_state=42, stratify=y_exercise\n", ")\n", "\n", "print(\"📝 Exercise Steps:\")\n", "print(\"1. Analyze the impact of feature scaling\")\n", "print(\"2. Find the optimal k value\")\n", "print(\"3. Compare different distance metrics\")\n", "print(\"4. Evaluate your final model\")\n", "print()\n", "\n", "# Step 1: Feature Scaling Analysis\n", "print(\"Step 1: Analyzing Feature Scaling Impact\")\n", "print(\"-\" * 40)\n", "\n", "# Without scaling\n", "knn_unscaled = KNeighborsClassifier(n_neighbors=5)\n", "knn_unscaled.fit(X_train_ex, y_train_ex)\n", "accuracy_unscaled = knn_unscaled.score(X_test_ex, y_test_ex)\n", "\n", "# With scaling\n", "scaler_ex = StandardScaler()\n", "X_train_scaled_ex = scaler_ex.fit_transform(X_train_ex)\n", "X_test_scaled_ex = scaler_ex.transform(X_test_ex)\n", "\n", "knn_scaled = KNeighborsClassifier(n_neighbors=5)\n", "knn_scaled.fit(X_train_scaled_ex, y_train_ex)\n", "accuracy_scaled = knn_scaled.score(X_test_scaled_ex, y_test_ex)\n", "\n", "print(f\"Accuracy without scaling: {accuracy_unscaled:.4f}\")\n", "print(f\"Accuracy with scaling: {accuracy_scaled:.4f}\")\n", "print(f\"Improvement: {accuracy_scaled - accuracy_unscaled:.4f}\")\n", "print()\n", "\n", "# Step 2: Find Optimal k\n", "print(\"Step 2: Finding Optimal k Value\")\n", "print(\"-\" * 35)\n", "\n", "k_values_ex = range(1, 21)\n", "cv_scores_ex = []\n", "\n", "for k in k_values_ex:\n", " knn_temp = KNeighborsClassifier(n_neighbors=k)\n", " scores = cross_val_score(knn_temp, X_train_scaled_ex, y_train_ex, cv=5)\n", " cv_scores_ex.append(scores.mean())\n", "\n", "optimal_k_ex = k_values_ex[np.argmax(cv_scores_ex)]\n", "print(f\"Optimal k value: {optimal_k_ex}\")\n", "print(f\"Best CV accuracy: {max(cv_scores_ex):.4f}\")\n", "\n", "# Plot k selection\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(k_values_ex, cv_scores_ex, 'bo-', linewidth=2, markersize=6)\n", "plt.axvline(x=optimal_k_ex, color='red', linestyle='--', alpha=0.7, \n", " label=f'Optimal k = {optimal_k_ex}')\n", "plt.xlabel('k Value')\n", "plt.ylabel('Cross-Validation Accuracy')\n", "plt.title('Exercise: Finding Optimal k')\n", "plt.legend()\n", "plt.grid(True, alpha=0.3)\n", "plt.show()\n", "\n", "# Step 3: Compare Distance Metrics\n", "print(\"Step 3: Comparing Distance Metrics\")\n", "print(\"-\" * 38)\n", "\n", "metrics_ex = ['euclidean', 'manhattan', 'chebyshev']\n", "metric_scores_ex = {}\n", "\n", "for metric in metrics_ex:\n", " knn_metric = KNeighborsClassifier(n_neighbors=optimal_k_ex, metric=metric)\n", " scores = cross_val_score(knn_metric, X_train_scaled_ex, y_train_ex, cv=5)\n", " metric_scores_ex[metric] = scores.mean()\n", " print(f\"{metric:10s}: {scores.mean():.4f} ± {scores.std():.4f}\")\n", "\n", "best_metric = max(metric_scores_ex, key=metric_scores_ex.get)\n", "print(f\"\\nBest metric: {best_metric}\")\n", "print()\n", "\n", "# Step 4: Final Model Evaluation\n", "print(\"Step 4: Final Model Evaluation\")\n", "print(\"-\" * 32)\n", "\n", "# Train final model with best parameters\n", "final_knn = KNeighborsClassifier(n_neighbors=optimal_k_ex, metric=best_metric)\n", "final_knn.fit(X_train_scaled_ex, y_train_ex)\n", "\n", "# Evaluate on test set\n", "final_accuracy = final_knn.score(X_test_scaled_ex, y_test_ex)\n", "y_pred_final = final_knn.predict(X_test_scaled_ex)\n", "\n", "print(f\"Final test accuracy: {final_accuracy:.4f}\")\n", "print(\"\\nClassification Report:\")\n", "print(classification_report(y_test_ex, y_pred_final))\n", "\n", "# Confusion Matrix\n", "plt.figure(figsize=(8, 6))\n", "cm_final = confusion_matrix(y_test_ex, y_pred_final)\n", "sns.heatmap(cm_final, annot=True, fmt='d', cmap='Blues', \n", " xticklabels=['Class 0', 'Class 1'], \n", " yticklabels=['Class 0', 'Class 1'])\n", "plt.title('Final Model Confusion Matrix')\n", "plt.xlabel('Predicted')\n", "plt.ylabel('Actual')\n", "plt.show()\n", "\n", "# Challenge Questions\n", "print(\"🤔 Challenge Questions:\")\n", "print(\"=\" * 22)\n", "print(\"1. What happens if you use k=1? Why might this be problematic?\")\n", "print(\"2. How would performance change with more training data?\")\n", "print(\"3. What if some features were categorical instead of numerical?\")\n", "print(\"4. How could you handle imbalanced classes in this dataset?\")\n", "print()\n", "\n", "# Bonus: Show what k=1 does (overfitting example)\n", "knn_k1 = KNeighborsClassifier(n_neighbors=1)\n", "knn_k1.fit(X_train_scaled_ex, y_train_ex)\n", "train_acc_k1 = knn_k1.score(X_train_scaled_ex, y_train_ex)\n", "test_acc_k1 = knn_k1.score(X_test_scaled_ex, y_test_ex)\n", "\n", "print(\"Bonus Analysis - k=1 (Potential Overfitting):\")\n", "print(f\"Training accuracy (k=1): {train_acc_k1:.4f}\")\n", "print(f\"Test accuracy (k=1): {test_acc_k1:.4f}\")\n", "print(f\"Training accuracy (k={optimal_k_ex}): {final_knn.score(X_train_scaled_ex, y_train_ex):.4f}\")\n", "print(f\"Test accuracy (k={optimal_k_ex}): {final_accuracy:.4f}\")\n", "\n", "if train_acc_k1 - test_acc_k1 > 0.1:\n", " print(\"⚠️ Large gap suggests overfitting with k=1!\")\n", "else:\n", " print(\"✅ No significant overfitting detected.\")" ] } ], "metadata": { "kernelspec": { "display_name": "mlms-test", "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 5 }