{ "cells": [ { "cell_type": "markdown", "id": "6e501d20-b633-4020-956a-87b74f45af3f", "metadata": {}, "source": [ "# 🤖 **Machine Learning Practical Examples **\n", "\n", "Welcome to the **Machine Learning Practical Notebook**! \n", "\n", "This interactive notebook guides you through a **complete end-to-end machine learning pipeline**, \n", "from dataset creation to model evaluation and visualization.\n", "\n", "---\n", "\n", "## **Overview**\n", "\n", "This notebook is divided into the following main parts:\n", "\n", "1. **Dataset Definition** \n", " Generate example datasets to illustrate key machine learning concepts. \n", " Prepare data for further analysis and modeling.\n", "\n", "2. **Visualization** \n", " Explore your data through plots and feature relationships. \n", " Use scatter plots, distributions, and pairwise comparisons to understand the structure of your datasets.\n", "\n", "3. **Dimensionality Reduction** \n", " Apply techniques such as **PCA** and **t-SNE** to project high-dimensional data into 2D space. \n", " Visualize patterns, separability, and structure within your data.\n", "\n", "4. **Classification** \n", " Compare a range of classification algorithms from `scikit-learn`, including: \n", " *Gaussian Naive Bayes, Logistic Regression, SVM, k-NN, Decision Trees and Random Forests,*. \n", " Evaluate model performance using accuracy, precision, recall, F1, and confusion matrices.\n", "\n", "5. **Clustering** \n", " Explore unsupervised learning algorithms such as: \n", " *K-Means, Agglomerative Clustering, DBSCAN, Spectral Clustering, BIRCH,* and *Affinity Propagation.* \n", " Assess clustering quality with **ARI**, **Silhouette**, and **Calinski–Harabasz** scores.\n", "\n", "---\n", "\n", "## 💾 **Output & Figures**\n", "\n", "All generated figures will be automatically saved to the directory:\n", "\n", "> `FIG_DIR`\n", "\n", "You should modify this path at the beginning of the notebook to control where figures are exported.\n", "\n", "---" ] }, { "cell_type": "markdown", "id": "11acf659", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## Setup and configuration" ] }, { "cell_type": "code", "execution_count": 2, "id": "0cd743dd", "metadata": {}, "outputs": [], "source": [ "# Setup: imports, reproducibility, figure directory\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import os\n", "from sklearn.datasets import make_classification\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.decomposition import PCA, FastICA\n", "from sklearn.datasets import make_blobs\n", "from sklearn.utils import resample\n", "from sklearn.manifold import TSNE, Isomap, MDS\n", "from sklearn import metrics\n", "from sklearn.metrics import accuracy_score, balanced_accuracy_score, precision_recall_fscore_support, confusion_matrix\n", "import matplotlib.patches as mpatches\n", "import umap\n", "\n", "plt.rcParams['figure.dpi'] = 120\n", "sns.set(style='whitegrid')\n", "RND = 42\n", "np.random.seed(RND)\n", "\n", "#FIG_DIR = ####### Setup a directory to save your figures ######\n", "#os.makedirs(FIG_DIR, exist_ok=True)\n", "#print('FIG_DIR =', FIG_DIR)" ] }, { "cell_type": "markdown", "id": "7954a629", "metadata": {}, "source": [ "## PART 1 — Datasets\n", "\n", "**Description (extended):**\n", "\n", "We generate a synthetic classification dataset with `sklearn.datasets.make_classification`. The dataset contains ~10 continuous features with several informative ones and a strong class imbalance (majority vs minority classes). This controlled synthetic data allows us to illustrate the behaviour of different algorithms under class imbalance and to evaluate both classification and clustering methods. \n", "\n", "**Why synthetic?** It gives repeatability and control over difficulty (class separation, noise, imbalance). Students can quickly re-run experiments by changing parameters. \n", "\n", "**What we will do with the data:**\n", "- Produce stratified train / validation / test splits.\n", "- Standardize features on training set.\n", "- Keep dataframes for convenience (train_df/val_df/test_df).\n" ] }, { "cell_type": "markdown", "id": "19c1e588-67b8-4a17-b52a-752513834d55", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Dataset A: simple three class dataset ###" ] }, { "cell_type": "code", "execution_count": 3, "id": "12cb8696", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset created: X.shape = (1000, 10)\n", "Class counts = [792 154 54]\n" ] } ], "source": [ "# Generate dataset\n", "n_samples = 1000\n", "n_features = 10\n", "weights = [0.8, 0.15, 0.05]\n", "\n", "X, y = make_classification(n_samples=n_samples,\n", " n_features=n_features,\n", " n_informative=8,\n", " n_redundant=0,\n", " n_repeated=0,\n", " n_classes=3,\n", " n_clusters_per_class=1,\n", " weights=weights,\n", " class_sep=3.0,\n", " flip_y=0.01,\n", " random_state=RND)\n", "\n", "feature_names = [f'X{i}' for i in range(X.shape[1])]\n", "df = pd.DataFrame(X, columns=feature_names)\n", "df['y'] = y\n", "print('Dataset created: X.shape =', X.shape)\n", "print('Class counts =', np.bincount(y))" ] }, { "cell_type": "code", "execution_count": 4, "id": "23e0a09b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sizes: train=700, val=150, test=150\n" ] } ], "source": [ "# Train/val/test split and scaling\n", "X_temp, X_test, y_temp, y_test = train_test_split(X, y, test_size=0.15, stratify=y, random_state=RND)\n", "X_train, X_val, y_train, y_val = train_test_split(X_temp, y_temp, test_size=0.1764705882, stratify=y_temp, random_state=RND)\n", "print('Sizes: train=%d, val=%d, test=%d' % (X_train.shape[0], X_val.shape[0], X_test.shape[0]))\n", "scaler = StandardScaler().fit(X_train)\n", "X_train_s = scaler.transform(X_train)\n", "X_val_s = scaler.transform(X_val)\n", "X_test_s = scaler.transform(X_test)\n", "\n", "train_df = pd.DataFrame(X_train, columns=feature_names); train_df['y']=y_train\n", "val_df = pd.DataFrame(X_val, columns=feature_names); val_df['y']=y_val\n", "test_df = pd.DataFrame(X_test, columns=feature_names); test_df['y']=y_test" ] }, { "cell_type": "markdown", "id": "27c288a8-8666-4eb6-b885-92cc678433ee", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Dataset B: challenging dataset ###" ] }, { "cell_type": "code", "execution_count": 5, "id": "58d94e09-6a52-4305-a5d9-1c0b76b6315a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset created: X.shape = (1000, 10)\n", "Class counts = [251 255 247 247]\n" ] } ], "source": [ "# Generate Dataset B (challenging): multi-blob clusters + noisy features + label flips\n", "np.random.seed(RND)\n", "centers = [[-2,0],[2,0],[0,3],[0,-3]]\n", "X_blobs, y_B_raw = make_blobs(n_samples=1200, centers=centers, cluster_std=[2.4,1.6,1.6,1.8], random_state=RND)\n", "noise_extra = np.random.normal(scale=0.5, size=(X_blobs.shape[0], 8))\n", "X_B_full = np.hstack([X_blobs, noise_extra])\n", "\n", "# Resample to 1000 samples to match Dataset A size\n", "X_B, y_B = resample(X_B_full, y_B_raw, n_samples=1000, replace=False, random_state=RND)\n", "feature_names_B = [f'X{i}' for i in range(X_B.shape[1])]\n", "df_B = pd.DataFrame(X_B, columns=feature_names_B)\n", "df_B['y'] = y_B\n", "\n", "print('Dataset created: X.shape =', X_B.shape)\n", "print('Class counts =', np.bincount(y_B))" ] }, { "cell_type": "code", "execution_count": 6, "id": "3bc31cd5-8baf-419d-b455-5f9937bf11da", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sizes: train=700, val=150, test=150\n" ] } ], "source": [ "# Train/val/test split and scaling\n", "X_B_temp, X_B_test, y_B_temp, y_B_test = train_test_split(X_B, y_B, test_size=0.15, stratify=y, random_state=RND)\n", "X_B_train, X_B_val, y_B_train, y_B_val = train_test_split(X_B_temp, y_B_temp, test_size=0.1764705882, stratify=y_temp, random_state=RND)\n", "print('Sizes: train=%d, val=%d, test=%d' % (X_B_train.shape[0], X_B_val.shape[0], X_B_test.shape[0]))\n", "scaler = StandardScaler().fit(X_B_train)\n", "X_B_train_s = scaler.transform(X_B_train)\n", "X_B_val_s = scaler.transform(X_B_val)\n", "X_B_test_s = scaler.transform(X_B_test)\n", "\n", "train_df_B = pd.DataFrame(X_B_train, columns=feature_names_B); train_df['y']=y_B_train\n", "val_df_B = pd.DataFrame(X_B_val, columns=feature_names_B); val_df['y']=y_B_val\n", "test_df_B = pd.DataFrame(X_B_test, columns=feature_names_B); test_df['y']=y_B_test" ] }, { "cell_type": "markdown", "id": "cb6598c3", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## PART 2 — Data exploration\n", "\n", "**Description:** Exploratory Data Analysis (EDA) helps spot imbalance, outliers, and separability. We produce class distribution plots, pairwise plots for a subset, per-feature KDEs, and a 2D PCA overview. " ] }, { "cell_type": "code", "execution_count": 7, "id": "420df23d", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Class distribution\n", "plt.figure(figsize=(6,3)); \n", "sns.countplot(x=df['y']); \n", "plt.title('Class distribution'); \n", "plt.tight_layout(); \n", "#plt.savefig(os.path.join(FIG_DIR,'class_distribution_A.png')); \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "id": "634096b0", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pairplot sample\n", "sample_df = df\n", "pp = sns.pairplot(sample_df.iloc[:,:4].assign(y=sample_df['y']), hue='y', corner=True)\n", "pp.fig.suptitle('Pairplot (first 4 features) - Dataset_A', y=1.02)\n", "pp.fig.tight_layout()\n", "#pp.fig.savefig(os.path.join(FIG_DIR,'pairplot_first4_A.png'))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "e68cf94a", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# PCA overview\n", "pca = PCA(n_components=2, random_state=RND).fit(X)\n", "X_pca = pca.transform(X)\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y):\n", " mask = y==cls\n", " plt.scatter(X_pca[mask,0], X_pca[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.legend()\n", "plt.title('PCA 2D overview')\n", "plt.tight_layout()\n", "#plt.savefig(os.path.join(FIG_DIR,'pca_overview_A.png'))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "id": "e5d1431e-03f5-4ef3-9e36-8d8adbfd0e0f", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Correlation matrix (Pearson)\n", "corr = df[feature_names].corr(method='pearson')\n", "# Generate heatmap\n", "plt.figure(figsize=(8,6))\n", "plt.imshow(corr.values, interpolation='nearest', cmap='coolwarm', vmin=-1, vmax=1)\n", "plt.colorbar()\n", "plt.xticks(range(len(feature_names)), feature_names, rotation=45)\n", "plt.yticks(range(len(feature_names)), feature_names)\n", "plt.title('Feature Pearson correlation matrix - Dataset A')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "id": "5b3dc570-27ba-4c72-8d45-38f43212686a", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Class distribution\n", "plt.figure(figsize=(6,3)); \n", "sns.countplot(x=df_B['y']); \n", "plt.title('Class distribution'); \n", "plt.tight_layout(); \n", "#plt.savefig(os.path.join(FIG_DIR,'class_distribution_B.png')); \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "id": "b04650ac-cdc8-4a0a-ae0a-944eb06cd30e", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pairplot sample\n", "sample_df = df_B\n", "pp = sns.pairplot(sample_df.iloc[:,:4].assign(y=sample_df['y']), hue='y', corner=True)\n", "pp.fig.suptitle('Pairplot (first 4 features) - Dataset_B', y=1.02)\n", "pp.fig.tight_layout();\n", "#pp.fig.savefig(os.path.join(FIG_DIR,'pairplot_first4_B.png'))" ] }, { "cell_type": "code", "execution_count": 13, "id": "38fde7f9-2577-4e61-a753-b9e54c07c64b", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# PCA overview\n", "pca = PCA(n_components=2, random_state=RND).fit(X_B)\n", "X_B_pca = pca.transform(X_B)\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_B):\n", " mask = y_B==cls\n", " plt.scatter(X_B_pca[mask,0], X_B_pca[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.legend()\n", "plt.title('PCA 2D overview')\n", "plt.tight_layout()\n", "#plt.savefig(os.path.join(FIG_DIR,'pca_overview_B.png'))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "id": "e730152c-04d7-4fb9-aa86-e7d60b3b9f83", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Correlation matrix (Pearson)\n", "corr = df_B[feature_names_B].corr(method='pearson')\n", "# Generate heatmap\n", "plt.figure(figsize=(8,6))\n", "plt.imshow(corr.values, interpolation='nearest', cmap='coolwarm', vmin=-1, vmax=1)\n", "plt.colorbar()\n", "plt.xticks(range(len(feature_names)), feature_names, rotation=45)\n", "plt.yticks(range(len(feature_names)), feature_names)\n", "plt.title('Feature Pearson correlation matrix')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "60e7941a", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## PART 3 — Dimensionality Reduction Algorithms Overview\n", "\n", "In this section, we explore several widely used **dimensionality reduction** techniques. \n", "These algorithms project high-dimensional data into a **lower-dimensional space** (typically 2D or 3D), helping us visualize complex datasets and improve the performance of downstream learning algorithms.\n", "\n", "We will apply and compare the following algorithms:\n", "\n", "---\n", "\n", "### 1️⃣ [Principal Component Analysis (PCA)](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html)\n", "- **Type:** Linear Projection \n", "- **Concept:** Finds orthogonal directions (principal components) that capture the maximum variance in the data. \n", "- **Strengths:** Fast, interpretable, and widely used; provides insight into feature importance and variance explained. \n", "- **Limitations:** Only captures linear relationships; sensitive to feature scaling. \n", "\n", "> *Use PCA when you want a quick, interpretable linear projection and to reduce noise or redundancy.*\n", "\n", "---\n", "\n", "### 2️⃣ [Independent Component Analysis (ICA)](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.FastICA.html)\n", "- **Type:** Linear Projection (Statistical Independence) \n", "- **Concept:** Decomposes data into statistically independent components, often used for signal separation (e.g., audio, EEG). \n", "- **Strengths:** Can uncover hidden independent factors behind observed signals. \n", "- **Limitations:** Sensitive to noise and scaling; results vary depending on initialization. \n", "\n", "> *ICA is especially useful for separating mixed signals or uncovering latent independent sources.*\n", "\n", "---\n", "\n", "### 3️⃣ [t-Distributed Stochastic Neighbor Embedding (t-SNE)](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html)\n", "- **Type:** Non-linear / Probabilistic Manifold Learning \n", "- **Concept:** Preserves local neighborhoods by minimizing the divergence between high- and low-dimensional pairwise similarity distributions. \n", "- **Strengths:** Excellent for visualizing high-dimensional clusters and complex manifolds. \n", "- **Limitations:** Computationally expensive; non-deterministic; less effective for global relationships. \n", "\n", "> *t-SNE excels at revealing cluster structure in complex, non-linear data — ideal for 2D visual exploration.*\n", "\n", "---\n", "\n", "### 4️⃣ [Uniform Manifold Approximation and Projection (UMAP)](https://umap-learn.readthedocs.io/en/latest/)\n", "- **Type:** Non-linear / Graph-based Manifold Learning \n", "- **Concept:** Models data as a weighted graph and optimizes a low-dimensional embedding that preserves both local and global structure. \n", "- **Strengths:** Often faster than t-SNE; preserves global topology better; scales well to large datasets. \n", "- **Limitations:** Requires the external `umap-learn` package; sensitive to initialization and hyperparameters. \n", "\n", "> *UMAP is a powerful alternative to t-SNE, balancing local and global structure preservation.*\n", "\n", "---\n", "\n", "### 5️⃣ [Isomap (Isometric Mapping)](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.Isomap.html)\n", "- **Type:** Non-linear / Geodesic Manifold Learning \n", "- **Concept:** Computes pairwise geodesic distances along a neighborhood graph and applies classical MDS on this distance matrix. \n", "- **Strengths:** Captures non-linear manifolds while preserving global geometry. \n", "- **Limitations:** Sensitive to noise and disconnected manifolds; struggles with very high-dimensional noisy data. \n", "\n", "> *Isomap is great for unfolding curved manifolds like the “Swiss roll” dataset.*\n", "\n", "---\n", "\n", "### 6️⃣ [Multidimensional Scaling (MDS)](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.MDS.html)\n", "- **Type:** Non-linear / Distance-preserving Projection \n", "- **Concept:** Places points in a low-dimensional space to preserve pairwise distances (similarities) as well as possible. \n", "- **Strengths:** General and flexible; works with any distance metric. \n", "- **Limitations:** Computationally expensive; may get stuck in local minima. \n", "\n", "> *MDS is useful when the goal is to preserve pairwise distances or similarities directly.*\n", "\n", "---\n", "\n", "### Summary Table\n", "\n", "| Algorithm | Type | Linear / Non-linear | Preserves Local Structure | Preserves Global Structure | **Key Parameters** | Main Use Case | Link |\n", "|------------|------|---------------------|----------------------------|----------------------------|--------------------|----------------|------|\n", "| **PCA** | Principal components | ✅ Linear | ⚪ Partial | ✅ Strong | `n_components` | Noise reduction, variance analysis | [Docs](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html) |\n", "| **ICA** | Independent components | ✅ Linear | ⚪ Partial | ⚪ Moderate | `n_components` | Source separation, signal analysis | [Docs](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.FastICA.html) |\n", "| **t-SNE** | Probabilistic | ❌ Non-linear | ✅ Excellent | ⚪ Weak | `n_components`, `perplexity`, `learning_rate`| Visualizing high-dimensional clusters | [Docs](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) |\n", "| **UMAP** | Graph-based | ❌ Non-linear | ✅ Excellent | ✅ Good | `n_neighbors`, `min_dist`, `n_components`| Fast, interpretable 2D embeddings | [Docs](https://umap-learn.readthedocs.io/en/latest/) |\n", "| **Isomap** | Geodesic | ❌ Non-linear | ✅ Good | ✅ Good | `n_neighbors`, `n_components`, `metric` | Unfolding curved manifolds | [Docs](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.Isomap.html) |\n", "| **MDS** | Distance-based | ❌ Non-linear | ⚪ Partial | ✅ Strong | `n_components`, `metric`, `max_iter`, `dissimilarity` | Preserving pairwise distances | [Docs](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.MDS.html) |\n", "\n", "---" ] }, { "cell_type": "markdown", "id": "1cb63e46", "metadata": {}, "source": [ "### 3.1 PCA (Principal Component Analysis)\n", "\n", "**scikit-learn docs:** https://scikit-learn.org/stable/modules/decomposition.html#pca" ] }, { "cell_type": "code", "execution_count": 16, "id": "b652eb46", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Explained variance ratio (first 6 PCs): [0.4831 0.1317 0.1025 0.0938 0.0635 0.0526]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAJECAYAAAD0e/c3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAABJ0AAASdAHeZh94AAEAAElEQVR4nOydB5hjBbn+v/Qymd5n+y67bAOW3kUQEcWCoIgIKuK1Yr9X1EevXv2r3HsVgYt4baAoXkUQpPdedlnKsoVtbJ+dXjLp/fyf9zs5mUwmySRTUr+fz5hJcnJyzkmYfc933u/9dIqiKCQIgiAIgiAIFYq+2BsgCIIgCIIgCHOJCF5BEARBEAShohHBKwiCIAiCIFQ0IngFQRAEQRCEikYEryAIgiAIglDRiOAVBEEQBEEQKhoRvIIgCIIgCEJFI4JXEARBEARBqGhE8AqCIAiCIAgVjQheQRAEQRAEoaIRwSsIgiAIgiBUNMZib4AgCEI6/ud//oduuummSY8bjUZyOBy0YsUK+tCHPkQf+MAH0r7e6XTSP/7xD3rooYfo0KFD5PF4qLOzk84880z69Kc/TV1dXVnf/z3veQ/t2bOHPvrRj9IPfvCDvLb9xRdfpN/+9re0ZcsWCgQCtHDhQrrwwgvpU5/6FG+/xhVXXEEvv/zyhNcaDAay2Ww0f/58Ouecc+jKK6+kuro6mgu+9a1v0d133z3hMb1eT1arNXGssM3t7e0zep9gMEi33347r6uUGBgYoOeee44uvvjinF/z/e9/n/7617/SEUccQQ888MCcbp8gCLOHTlEUZRbXJwiCMKuC9x3veAetWrUq8XgkEqGRkREWsm63mz73uc/R1772tQmvfeWVV+irX/0qDQ4O0tq1a+moo44ii8VCb775JgvMmpoauuWWW2jdunVp33vz5s304Q9/mIUnBOrzzz/PIjAX/vnPf9I111zD73HeeeexOH/hhRdYPEPA3nzzzaTT6SYI3o9//OMJUYv9g1jHPrz11lssPP/85z+zAJ4rwfvBD36Q5s2bl3h/nBy88cYbLNjr6+vp97//PR/D6YJjuW/fPt6nUmF4eJje+c530imnnMKfSS6EQiE644wz+Nbv99P//d//0XHHHTfn2yoIwsyRCq8gCCXNueeeSxdddNGkx6+66ioWaqikXnLJJQnBBmGFCi741a9+xSIzmccff5y+8pWv0L/8y79wha6trS2taIUoxXtAdD/88MNcoZ0KVHN/8pOfsMiFkFywYAE/Hg6H6Qtf+AI9+eST9Nhjj7EQTuYTn/jEJEEbi8VY9EOMQdTfc889E6rDswmO48knnzzp8TvuuIO+973v8fs/+OCDLH6nKy5LDQhWr9eb12ueeuopGhsboy996Uv82fz9738XwSsIZYJ4eAVBKEsWL17M1d9oNMoVWA0INIiZH/3oR5PEriagIWRdLhfddtttk56HOIUQhmXiIx/5CF/ih7DJhQ0bNnB1FhVNTewCk8lEn/3sZ/n3Z599Nqd14X0hzN/2trfR7t27WYQXGpxIwNIxNDREf/zjH6nawUkHPpePfexjtHTpUj4RQjVcEITSRwSvIAhli+YthcgEBw4coI0bN7Jn9r3vfW/G18FK8I1vfIPe/e53T3rumWeeodHRUb50jervCSecwJfiUTmeClRpv/71r/Ol8lTMZjPf+ny+vPZR872iwloMcHIAUv2qqI7+8pe/ZA/1sccey5YHVK7/67/+K7GP3d3ddOSRR9Lhw4fZfoLfYaPQ2LVrF/3bv/0bnXXWWWw9QbX00ksvpUceeWTSdvzpT3/iSj/eC8tddtllbGtJBXaDX//61+zBxjadeuqp/FnDx60BbzdOlsATTzzB24XHsgEbDfy+a9asocbGRl4/9lN8vIJQHojgFQShbDl48OAE4atVT0877bSETzYdra2t9JnPfIbFSypaJRWCJvk2lyrvsmXLuJKb7jI3rBQAzU75gHWhqvjaa69RMUClGsJ///79LPo0ny+a6XBZH8cS4hONX7B0wO+riVr4kq+++mqqra1lwY/fUWFP9kk//fTTfHKB9eEWvuEvf/nLbB/Q+M1vfkP/7//9P/4dghjCF589fNqouiZX52FVue6669hDffnll3Pj3aOPPsoNjhDYAJ5w+KbBkiVLeLuSfeLpgLDF+qfzvRAEoQRA05ogCEKpceONNyorVqxQ7rrrrrTPb968WVm9erVy9NFHK8PDw/zYf/3Xf/Frbr311mm9p9PpVNasWaOcd955icdGRkb4sdNOO00JhULTWu9bb72lHHPMMcratWuVnp6exOOXX345b++hQ4eyvv6UU07h5dxutzKbXHPNNbze9evXZ13u4osv5uV27NjB9++//36+f911101YDtuH47Rq1SrF5/MlHj/77LOV448/fsKyn/rUp/jzw7FJ5oEHHuB1f/3rX088dtJJJynnnnuuEg6HE4/19vby8bzooosSj/32t7/l1+J7kPpdwWeI/dDAMceyn//855VcwPsceeSR/L4aF1544YTjIghC6SJNa4IglDSojOKSuAaqi7AXoDKI37/zne9QU1MTP4fL5gDVvekA2wCqeBdccEHiMVy+Pv300/n9UHVMbTibir6+Pq46wlf87W9/m1MX8kWzQ8BGgIa4QqO9v+ZXXb16NVdcNVuABrYNz6HSjuYupFxk4pOf/CRXhVEVT0ZrnktudEOYEKrLsCWgIgs6OjrY0oAKs8add97JVeXU1A5YG84//3y677772A+9fPnyvPYfCRtbt26lE088kd9XA7YZJH+gyvvd7343r3UKglBYRPAKglDSwGOJn+QGsIaGBhahaB7CZXANPA4gtqaDZmdIFrzgfe97HwteCJt8BC88xbhUD8GOS/EQedNBSxOw2+1UDLT3104kIDrxg3xdxJfhBAQWg23btiVyhdFMmA1YDQCi43bs2MGvx3peffXVSa9H8yBsDZovF4188P0mR6VhG/F6CGCkc6SCxjuwffv2vAVvpu8FBO/PfvYzFtLf/OY3EycGgiCUHiJ4BUEoaX7605+mjSVLh5aMoHl7s7F3715OeoA/VhOnr7/++gR/ZipIg0DFNrnKlwl4VOHnRWUSYjff4RUaEO+oXEPMwwubrRIOMZcMotpyPXaZQHW1p6eHPdFa9Bsi09AYduuttyZOLpqbm7mhDMugIjpVxDvWiSoxotqwLD4HfB7HH388V02TQSPgokWLeOADjitENvzDEN0YBIHGNK36DAGdbmCJRr4nQ9g2CFqAzzDd54imSTTa4cRIEITSRASvIAgVg1btxaQzCJVMjWsQRajOQbhCKEJsac1PGEQAcZUKLmmjgonL5mhyygYGTWAZdPGnG4yRD1rFE2IyG9iP1KlpJ5100owFLxq9EOGGmDZNcGNox/XXX8/rh10DDV+atQAZyBC82cBng5MBDNbALRrZUHXFcA9UYlMbwfA5oukMP7A64PNFnjGa0T7/+c+zaNaq30jVwFS32WL9+vUszhFDBktDumltsLpgm0XwCkLpIoJXEISKAf5YVPteeuklrsq9//3vT7scJpfhkjn8ohC7EGD33nsvCytUlNONHUY0GSwUiK/64he/mFFMb9q0iZ9HYgH8xRgqMRM08ZYtZg1ce+21/DPbpHv/+++/n0cgwzqQ7CnGcUTlXPs9Ezt37mQh/a53vWvSyYAmlrXXIyJOmzSHARmoJENY4gfH96677uKKME528LlBROPYp07GwwkNPMBYB9aVLcUjnZ0BJy7pxljDmw17DawcuLKASDxBEEoPiSUTBKGiQGMYJpLhUjcqf6lAsMIPCqEGYaqJWWTGojqYTuwCPIdL7vDjooKbDvhIIeAgghDNNROxC8GH7YSNYuXKlWkzg+canARg2hpiySD2NTCmGScMWkyZBnJ5tQZDNBQm+66T72te19TXwxqAHN/k18M3jAEhv/jFLxJ5yxqovALtM4OYxTLw1cJ2oQER/MMf/pAtGJrPW5tahybFTOBzhFUBzXdanFoqeA4WGHxeqP4LglCaSIVXEISKAkME4OFERisud6Oxad26dSyAUH2FLQFiF8to43w1O0OmirAGBBWEFy5fJzfLaUAcQoRBVMF3C59pKrg0ntr8hClmSBfQhB6qmhiggWopPLHYVlRU5wpYIZKbzWBh0I4V9gVCNrmSi+OE5zGFDUIcghZT5rA8KrCwHSSLUy3H91//9V/5uOH1Rx99NO8jMnyRNYx9hi0DgyMgInFfE8fI5YXfF1VmDPVA9RavRWYvqq44pgDZyjhBwJAKWEFgucC+YCIaxCuEsLYfSN/AurHdqOpjvTipSQaWCdhS8L7Zkj9gG8F3AscR0/Hm8rMSBGF6iOAVBKHiOPvsszliDJfjIYBQqYRwgXjEwAFMD9Maz5A0gCoexA+iq7Jx4YUX0g033MCpEahOanFoGhBhAGIvU+MUorxSBW/yiGNcaocoQ0MWRDumws11FFmy9xfvD8EJHzP8uUiWaGlpmbA8RCoqmv/3f//HQg/eXmwvBj6g+ovKOSbWab5jTFOD/QDCE2IYx/Hmm2/m5VEth1DG54H0BZyk/PznP2fxq1kEcAwgpHGc8LlCvKLajmo+hktoQAhjmd/97ne83F/+8hfeNghqeIUhgDXwef/7v/873XjjjYnlUgUvvje5nAhh/dh/LS4vNa5NEITio0MYb7E3QhAEQRAEQRDmCvHwCoIgCIIgCBWNCF5BEARBEAShohHBKwiCIAiCIFQ0IngFQRAEQRCEikYEryAIgiAIglDRiOAVBEEQBEEQKhrJ4c0BBNZrU38whjTXkZSCIAiCIAjC7IJEXW2aIqYmQptNhQjeHIDYxUQfQRAEQRAEoXTANE1tXHk2xNIgCIIgCIIgVDRS4c2B5FI5ziQqeU769u3b+XbVqlXF3pSSRI5PduT4ZEaOTXbk+GRHjk925PhU1/GJRqOJK++52BmACN4cSPbsQuxWsuDV9rWS93EmyPHJjhyfzMixyY4cn+zI8cmOHJ/qPT66HPuqxNIgCIIgCIIgVDQieAVBEARBEISKRgSvIAiCIAiCUNGI4BUEQRAEQRAqGhG8giAIgiAIQkUjKQ2CIAiCIJTkNC2v10sul4uCwSDfz0QoFOLbvXv3FnALy4dQGRwfpC1YLBaqq6ujmpqaWZ9qK4JXEARBEISSAuJ2YGCARkZG+L7JZMqat+pwOAq4deWHowyOD7J1x8bG+KepqYna2tpmVfSK4BUEQRAEoaRAZRdi1263U2dn55SjY/1+P9/abLYCbWF54S+T44NKdG9vL3/2qPLOplAXD68gCIIgCCUFbAwgF7ErVA5ms5k/8+TvwGwhglcQBEEQhJICnl3YGETsVh9ms5k/e3wHZhMRvIIgCIIglJyHN5tnV6hsdDpd1ibF6SDfJkEQBEEQBKFkmO2EBiCCVxAEQRAEQahoJKVBKDuisSgddvWRPxIgm9FK8+o6yKA3FHuzBEEQBEEoUUTwCmUldNd3v0avHN5MA54hiihRMuoM1OZopRPmHUWnzD9OhK8gCIJQ1vh8Prrrrrvovvvuo/3791MgEKBFixbRe9/7XvrkJz/Jwxk0rrjiCh4m8cILL1CpMTo6Sr/4xS/oySef5Ji5Y445hr75zW/S6tWri7I9IniFshG7/3jzIXqlZzN5gj6qsdjJpDdSOBahXUN7qcfdR73uAfrgqvNF9AqCIAhlycGDB+kLX/gC7du3j97znvewyEXz1ksvvUTXXXcdPfXUU3TLLbdwPnGp5+l+9rOfpZ07d7JIb2lpoT/96U90+eWXs5hfsmRJwbdJBK9QFnBlt2czhaIRml/fOcHQ3mitpwHvMG08/AZ11bbTaQtPKOq2CoIgCMJ0ROIXv/hFnjD3t7/9jdauXZt47hOf+AT94Q9/oJ/+9Kf04x//mH9KmX/+85/0xhtv0E033UTvfOc7+bHzzz+f3v3ud3PV98Ybbyz4NknTmlAW1V3YGFDZbatpntS9ift4HM9jOSwvCIIgCNmIRmO0v9dF2/eN8C3uF5O//vWvtGvXLrrmmmsmiF0NVEpXrlxJDzzwAI/fLWXuv/9+Hg2siV3Q2trKglezOBQaqfAKJQ8a1ODZhY0hU1QJHsfz/Z5BXn5hw7yCb6cgCIJQ+kDYvrC5hzZs66O+YR/fNxj01Nlsp5PWdNDpR3fx/WKIRFgV3v/+92dc5uabb6aGhgYeu5uJl19+mW0PmzZtIrfbTfX19XTiiSfSV77yFVq6dGliuSeeeIL+93//l/bs2cO2CYjpq666is4999zEMnju2muvpa1bt7JIXbhwIX3gAx/g5bLlJG/bto1OOGHy1dY1a9bQHXfcwcL+2GOPpUIiglcoeZDGgAY1eHazgecjsQgvLwiCIAipQNze8fguFrtuX4gcdjOZjHoKR2K0ff8IdQ946PCgly55x/KCil4ITojE4447jqeMZWLevOzFHHh9IUYhLOEFxtSy1157je69914WrxDV4JVXXqEvf/nL3Ej2jW98gx+DEL366qvp1ltvpVNPPZWcTiddeeWVZDQaeZ11dXX0zDPP0M9+9jNurIOATgeEMYR2R0fHpOdQ9QW9vb0ieAUhFUSPIY0BDWrZwPMmnYGXFwRBEIRUtMpuKBKlhR21E64aNtVZqH/ERxu29tL8Vgedeey8giYaRCIRvuw/EyBWGxsb6bbbbiObzcaPXXrppTym9+GHH6b+/n5qb29nWwTeDx7bpqYmXg5NclgWjWYQvBDPWP6GG25g/y348Ic/TJ/+9Ke5uS4Tml1Be/9krFb132cI5kJTVh7e3/zmN3T66aenfQ6xHTjrOPvss/mM5SMf+Qh/WEL5g5zdNkcLeYO+jKMG8Tieb3e08vKCIAiCkFrd1Sq77U2TLXK4j8fx/IZtvQX19Gr2AIjQmfCrX/2Kq7jJYtPj8XClN1loatXXH/3oR2xXABDKjzzyCHuFk5f59a9/Tc899xw31eEY/f73v6ef//znGbchl5HAczFJrWIqvCijo6sPXpR0oCSPuI7LLruMPSp33nknn4X88Y9/TOsjEcoHxIydMO9o6nH3cxpDauMa/uMa8A6Rw2Ln5SSWTBAEQUjl0ICHPbuwMWTrB8HzvcM+Xn5xZ11Btg2+XIjS4eHhGa3HYDCwXQCV2927d1N3dzf19PQkRGgspop4xIO9+OKL9OCDD/IPKstve9vb2J978skn8zKwHHzqU5/iqjH0FPzFp5xyCld7L7jgArY6pEPzF6MQmYr2mMPhoEJT8hVefEh//vOfOaojHA6nXQaV3Mcff5wDjb/73e+y6MVrOjs76Sc/+UnBt1mYfTBU4sR5x5DZYKTusV4a8TvJHfTwLe6bDSZ+/uT5hfUElQNIrTjoPEw7h/bwraRYCIJQjfgDEa7awrObDTyP5bB8IYF/Fz5eVFIzgWLe5z73OV4uHYgu++AHP0jPPvsszZ8/nwdTIP/2U5/61CRRioIg1vf5z3+eq7l33303ffzjH6f/+Z//SSyHxAg0t33729/m7cOAC2gtrC9TJRdiFn7fwcHBSc8hcg3AVlFoSr7CC2sCstzOOOMM9rjAT5IKppHA5H3JJZckHsOZyIc+9CHOe8OkksWLFxd4y4XZBFVbDJVAzi6ix5DGEIl7do9sWcqVXYhdqe6OI5PpBEEQxrFZjdyIhga1bOB5o0HPyxeS8847j9avX8+a5uKLL570PAQmGss2b97MAjQV+HSvv/56rszCw6vZGMA//vGPCcseOnSIxefxxx9PRx11FH31q1/lyjDsDEh4QPMaNBf8vLhKjsfxA38u3hvWhy1bttDRRx+ddl/QNJdOlOMxVIZXrVpFhabkK7woxf/whz+k3/3udxljOOA/wdSO1MkjOODa80L5A3GGoRJfPPkT9NkTL6dPHfcRvsV9PC7ibfJkunt3PEa7hvZRGGIXk+mUKE+mw+N3b39Yqr2CIFQNC9oc1NFsJ48vlLUfBM8jogzLFxI0hKE499///d9pxeIvf/lLLgDCToBRw+nsAn6/n59LFrvQUU888QT/Ho2qf/MhjJHAoFVcAa6KI0UBfmJYO3DlHCIXllIN6LAVK1Yk7BOZgO0B74t1aKDi+9BDD3E2b/J45EJR8hVeBBQnf3DpQNU33VmGFn+Bgz5bbN++vShm60KBM0SQ6XJJqeGmAO047CzY+5XL8dnq3EUvDr1OESVCDaY60kXwnVXITAYy6R3k9Lnoubc2UHQsTGvrl1fd8SkGcmyyI8cnO9V2fHBZH5fGIeByQfOmTrX8scub6FC/i3qHvNTWaJ3cDzIaoBqbkY5d0UyhkHrMCwma72ExwNXtd73rXaxtUFV9/vnn6dVXX6XVq1ezpUDbTwhYbDfuQytheVSIUQBcvnw5V3JR3Q3EvbMjIyO8LKyfjz76KN+imlxbW0sbN27kDF/4dbEMQgBgi4CtAVfQFyxYwCOPMQUOVWT0S2U63kh8uP3227m/CjYJJEHgPsDI4ak+J+wXmu0yfd9zaYwrO8E7ldgF+DJki7/I9T8YQagEYkqMdrr3kT8aoFZLU9pOZIjgweAI7XLto9V1y0ivK/mLPYIgCDPmlDXt1Dvko407Bqh7wEs1NhOZjDoKRxTy+sPksJvoxJVtdPJqtWBWaI444ggWlJi6hkb8p59+mvuXULWF7QACNZsuQnX4uuuu40oqPLnw5l544YUsXjGeeMOGDZxkBeGM9AX8wMsLHYX3gLhFNBnACQfSsTDsAo1taKhraWlh8fuZz3wm637AZoqhFtgW7AtOSDA9DttXLItpyQve2WA2K7LwnWQr45c72tmUZgcRyu/4oDEt2BumBkcD1doydxiH/TEK6EJUP79p1ibTlcPxKRZybLIjxyc71XZ89u7dy7fpilnp0ApbuSx/2fmraXFXI0ePIY0BDWpmk4EWddTRyWs66bSjO4syaS15uAQqo9pAiGz85S9/mXAfYhKJVumOz6ZNmyYcn9NOO41/srFs2bKsEWRT7cd0XwudhVSu5MlwqRVg7E/VCV6U7kst/kLIDHyjGP+LiWgYEoHcXPHfzh4ymU4QBCEzELMYKgFhi+gxpDGgQQ2e3WIKXWFuqQjB29XVVXLxF8JkJDWgMMhkOkEQhKmBuC1Uzq5QfCriVAaXeN56661JVV7tEhAiN4TiIqkBhUMm0wmCIAhCBQpexF+goxPGaA2Mz0OgMjoWFy5cWNTtE0it7PZsplA0QvPrO6nJ1kC1Fgff4j4e33j4DdrQ/XqxN7ViJtNh8hwm06WKXu5E9gyR2Wiirrp2tpfIiYYgCIJQyVSEpeHMM8/kH3T/ITgZmbwIZ+7r66Nrr7222JtX9UBMwcbgCfpY3KZLDcC4YExMw3IyQGLmwB7S6x7gkwgc1xqLnT274WiYhn1OTnKwGM30cvcmer1nq9hKBEEQhIqmIgQvuOGGG3iqGvLn0I145JFH0u9//3ueECIUF1QQUVGE6Mo2vxzPY4Ialp+t1IBqbcxLN5kuHI2QK+ihmBIlvc7AFXaTwcReXthKetx9LJLxOhG9giAIQiVRVoIX86Azgekf3/3ud/lHKC2qKTUguTGv3zNE/nCAxXyrvYnOWHRiQSfCaZPpUDGH+N5w+HV68eArZDVaqd3RMuHko9Faz/YHVIQhkvE6QRAEQagUykrwCuVJtaQGaI15Gw9vpmHfKFdS8ViUFOpzD9Cu4X0sKK8++ZNkNk49UGU2hS8qzD3b+ykUUT3UYisRBEEQqomKaFoTSptqSQ1AZVcTu+FYmC0EOr2ezHojGQ1GCkQC9FrvVrrp5T8WvElsOrYSQRAEQagURPAKpZEa4B3i57FcOVYWtcY8TewCq8lKJr2JDHojmQ1mspvsFI3FaEvfdnrp0KulaytRomVtKxEEQRCEVETwCgUB3f8nzjuGzAYjXzYf8TvJHfTwLe6bDSZ+HpfSyxFUROHZhY0BM8MhcNNVULGfwWiIntv/ckGrvPnYSozTsJVgXzDS+JCvl/oDQxJzJgiCIJQU4uEVipYaEIl7do9sWcqV3XL2jaIiigY1CD3MAM8ERK9ep6dB73BB0yg0WwmGfqBBLZ2tQbOV4PPI1VaSOj3P7fOSQaenLaE9EnMmCIIglAwieIWCkZoaUKzIrrkA+wERiQY1M6X3yGqiUkd6UnRKQW0Dmq2kx93PthI0qCWL3unYSrQmPQwUQcYy/L+oDkcUiTkTBEEQSguxNAgFB+IHlc0jW5bxbSWIIYj2FnsTKbEYRZVY2mUgKqM8UllPNoO14GkUs20rSTc9z260Up3JIdPzBEEQpgkmxSKG9ZJLLqGTTjqJJ8a+733vo1//+tcUDAYnLHvFFVfQ6aefTqXOgw8+yPMRUre/kEiFVxBmAYj2MxedSLuH93EaA5rVUiuooWiYDDoDD33oqG0reBrFbNpKZHqeIAjC7HPw4EH6whe+QPv27aP3vOc99N73vpf//XjppZfouuuuo6eeeopuueUWstvtVC5s27aNvve97xV7M0TwCsJsAbsGKpqIHvOF/VwxhfDTKrsQu4gna7Y1FC2NYrZsJdU4PU8QhMpCiUUpPNRNsZCf9GYbmVrmk66IJ+ahUIi++MUv0sDAAP3tb3+jtWvXJp77xCc+QX/4wx/opz/9Kf34xz/mn3LgoYceou985ztctS42YmkQhFkCghFDJY7rOoqsRjPHk6GCGlMUjvsy6lWxe9L8dUVPo9CGUUDsQvRCkOaTrCAxZ4IglLPQ9Wx7ngb+eSMNPvArGnrk93w7cO//8ON4vhj89a9/pV27dtE111wzQexqfPKTn6SVK1fSAw88QGNjY1TqfO1rX6OvfvWrtGTJEjrjjDOKvTlS4RWE2QQT1L5yyqc4ZxfRY0hjQIMaPLuwMZRCGkVqsgIEKZrN2hytOScrVMv0PEEQKguIWefzd5F390aK+d2ktzpIZzSREglTsHsHhYcPU3ikhxpOv7jg1d7777+frQrvf//7My5z8803U0NDA9XU1GRc5uWXX2bbw6ZNm8jtdlN9fT2deOKJ9JWvfIWWLl2aWO6JJ56g//3f/6U9e/bwlUiI6auuuorOPffcxDJ47tprr6WtW7eS1+ulhQsX0gc+8AFeTq/PXjOFLePrX/86fepTnxJLgyBUIhCLZyw6iU5dcHzJpVGkS1ZAFRbCNJ9khbmKORMEQZhLvNtfYrGrREJkalkwsdfC0UiRsQHy7tpIpuZ55FhduGYw/L2E1/W4444jk8mUcbl587Jbw+D1hRhds2YNe4HNZjO99tprdO+997J4hagGr7zyCn35y1+mY445hr7xjW/wY3fccQddffXVdOutt9Kpp55KTqeTrrzySjIajbzOuro6euaZZ+hnP/sZWxQgoLOB9eH9SwURvIIwx2kUpURqskLyH3sIV0SWwYeMxjZ4fQsZcyYIgjDX1V2IWVR2U8UuwH1jfRuFhw7xcjUrTylYlXd0dJQikQi1trbOaD0Qq42NjXTbbbeRzWbjxy699FJOR3j44Yepv7+f2tvb2RaB97vpppuoqamJl0OTHJbduXMnC16IZyx/ww030Pnnn8/LfPjDH6ZPf/rT3Fw3FaUkdoEIXkGoEmY7WQHWB1SDIZDxGlSLI5EQWyRGx9wsdst5ep4gCJUFGtQizn7VxpCl2RbPR0b7eHlz26KCbJtmD4AInQm/+tWvyOVyJcQu8Hg8CfGpNY91dKhX3X70ox9x9RaeYQjlRx55JPE6bRnEocFCcfLJJ/N6fv/731M5IoJXEKqE2U5WSBdzFlRinEZxRMvCkvArC4IgaCCNAVVeeHazoTOYSEHDcchfsG2DLxdicnh4eEbrwaTP3t5ertzu3r2buru7qaenh6+6gVhMzYm//PLL6cUXX+R8XPygsvy2t72N/bkQtuDYY49l/y2qxqjqwl98yimncLX3ggsuYKtDOVFeWysIwrTJK1khFskpWSE15uzN3dvJrDfRWceeIUJXEISSAtFjsCigQS0bSjRMOoORly8k8O++8cYbHE+WyQ5w55130uOPP05f+tKX2KebihZdhuYyNKqdffbZXL198sknuZFNAxXbP/7xj7RlyxZuXnv++efp7rvvprvuuot9vFg/QGIExPFjjz1Gzz33HL3wwgu8LiyH12cqnpQiEksmCFVCPskKxjyTFTS/8gJ7J7VbW0TsCoJQciBn19jQTrGAJ1HxTAWP43ljYwcvX0jOO+888vv9dN9992XcNjSCPf300+RwOCY9D5/u9ddfz5VZeHR/8pOfcNMZhK/T6Zyw7KFDh+jVV1+lo446iqPDIKQhZBcvXszCGO81MjLCPt62tjaORIOVAfff9a530YYNG1gslxMieAWhyL7ag87DtHNoD9/mk4WbL1qyApITsv2xx/PtjlZJVhAEoaJAdbdmxYmkt9VyGkPq30HcjzgH+HksV+hYMjSEQXD+93//Nyc2pPLLX/6SK8CwEyxaNNlbHAgEWDDjueQKMSwNTzzxBP8ejar/xkAYQwxjyIVGZ2cni1v4iVG5RSUZQhfJDMmV4RUrViTsE+WEWBoEoUyzcPNFkhUEQah2aladyjm7SGFAGgM3sMGzGw1zZVcTu0hoKDQQqfDewjf7kY98hFMT1q1bx/m3EJ0bN25ke8L3v//9tK9H3i6qu6gQI0IMwhRpCqgKBwKqRQ3rAhC7jz76KNsVLrnkEl5+/fr1nOH7uc99jpfB+//mN7+hb33rW3TZZZfRggULaO/evXT77bfT8ccfn9ZSUcqI4BWEMs3CnQ7pkhW090ZlV5IVBEGoZFC1xVAJ5OxC9CKNAQ1q8Oxa5q9MiN1ijRhevnw53XPPPfTnP/+ZK6yozIbDYZ5W9m//9m/08Y9/PGvcFyLEMCgCebsQuUha+NCHPkRnnXUWXXHFFdyoBlEM4YxmNAyygFUBSQ6oLn/3u99lEQxgm4BP98Ybb+Qc36GhIW5ug/jFCORyQ6dkurYpJMAlAEwsATjbKrcyfj5ol1HK7cytnI7PCwc30r07HuMs3PRV1mEyG4z0gZXnZc3CnYng3tD9eiJZQasuw8Yw02QF+f5kRo5NduT4ZKfajg8qiSB5Mlg2cCkfJMdxTQUSGxA9hjQGNKjBs1ssoTvX+KdxfEr585+OLpMKryCUcRbudEhNViilSXCCIAiFAuK2UDm7QvERwSsIZZyFW2mT4ARBEARhLpCUBkEo1SxcJZpTFm4ppU0c8vVSf2BoTtMmBEEQBCFfpMIrCCWahWvKMwu3FNIm3D4vGXR62hLaM2dpE4IgCIKQLyJ4BaGAaFm4u4b2UaO1Pq2tQcvCPbJlaUln4aZLm4CYjyhznzYhCIIgCPkglgZBKCBaFi7iv5DGkC74HJVSs9FEXXXt7OEtVXsAV3Z7NnPaBBrwmmwNZDdaqc7k4Pt4HPFnSIQQBEEQhGIiFV5BKDAZs3CjYRr2OSmmxMhiNNPL3Zvo9Z6tczqMopzTJgRBEAQhV0TwCkKBgfDDZf6u2vZEFm44GiFX0EMxJUp6nYFqLQ4yGUwFGUZR7mkTgiAIgjAVIngFYY4roemyblOzcDccfp1ePPgKWY1Wane0TBCR8PrC/oCKMETyXAyjmEnaBGwYgUiQokqUgtEQmfWmiWkTsUjZpE0IgiAIlYkIXkEoQHqBNs0s1Z6AH4jgnu39FIpEysYeAPFuID2NBlw05B1hoavgf9EYmfQmCptiLNTLJW1CEARBqGxE8ApCAdIL2KObwZ5QjvaADkcrBWNhGvU5yaDXk0Fn4G2MKQr5owHezkA4SJFohFa2LivptImZVOoFQRCE8kAEryDMcXrBVPaEvIZRlIg9YGPPG2xj0Ot0hP/Bbwx0eiKDolA0ptCwb4QabPWcSpEqDstFQOZaqRcEQRBKGxG8glDk9ILEMIpomPzhQKJxzWa04AWJ15aKPUDbR1IUarY30ljQTYFwgAwGAylKjK0NsZhC+A3bekLX0WUpIPOt1AuCIMwGPp+P7rrrLrrvvvto//79FAgEaNGiRfTe976XPvnJT5LFYkkse8UVV9DevXvphRdeoFJj//799Itf/ILWr19PXq+X5s+fT5deeil94hOfyHg1cy4RwSsIs8h07AmwB+h0ehZPmFKm6BCQrSOzwUwNtjquCiOtt1SGUYzvYw01WevJZrKS0++iUDREmB+Hii9yho0GI5kNJurzDLIFo9wEZL6VekEQhJly8OBB+sIXvkD79u2j97znPSxy0Rj80ksv0XXXXUdPPfUU3XLLLWS326mUGR4epssuu4zC4TBdfvnl1NraSs888wz99Kc/pe7ubvrud79b8G0SwSsIs0i+9gRvyEf/3PEojQbGKBKLUkyHpi8jxXQKPxeIBrnqC48sRGQ6e0BR91Gno0ZbAwtAfyRIHq+b9KSn5vomcoe8EywY5SQgJWdYECqfUrNWhUIh+uIXv0gDAwP0t7/9jdauXZt4DlXRP/zhDywYf/zjH/NPKXPTTTfR6OgoV6pXr17Nj0EAf+1rX6M///nP9PGPf5wWLlxY0G2SSWuCMIsk7Akx1Dozg+ex3K7hvSwCkWzQWtPMVVGISVgC4I8NRcI06B2hcCxMJ847hoVVSe6jTseVXpvBShaDme9r+4jlkwUkhGImAYnnsVyxp8tNp1IvCEJ5gL8vLxzcSDdt+AP9euOf6ZbX/sa3N234Iz9erL8/f/3rX2nXrl10zTXXTBC7GrAzrFy5kh544AEaGxujUmb9+vUsdDWxq3HBBRdwxfq1114r+DZVVIV3+/bt9POf/5xeffVVPqDr1q2jb3zjG3TUUUcVe9OEKgEVgjZHC+0a2sdVy3RiCd9N2BNWNC+hfaOHElVEeGKRZQt7QCSGmC/YA1RQ4b1g+TklUUXMZx81C0a5JVGUYyOhIAhTU8rWqvvvv5+tCu9///szLnPzzTdTQ0MD1dTUZFzm5ZdfZtvDpk2byO12U319PZ144on0la98hZYuXZpY7oknnqD//d//pT179vDfbIjpq666is4999zEMnju2muvpa1bt7IPF1XZD3zgA7ycXp+5Zor3h/c4FVR9gdFYePlZMRVemKM/9rGP0ZYtW+gzn/kMffnLX2YPDAzdO3fuLPbmCVUC/kDCdgD7AS7R449IMrg/4B3i55c0LqBB77AqAonY6+oJeVn4mowmshhMfAvZO+J30u1b7il65TPffdQsGHkJSCVadAGZb6W+2I2EgiDkRqq1qsnWwJMtcYv7eBzWqg3drxd0u/B3c9u2bVzZNZnGh/ekMm/evKxiF15fVILhoYUX+Hvf+x6dccYZ9Mgjj7Au0njllVf4Pt4LhcF//dd/5Wa5q6++mtcBnE4nXXnllSx6IXDhu0Xz3M9+9jP6n//5n6z709nZSUuWLJnwWCwWYzsDhPJxxx1HhaZiKrzwtuDsA5cEjj1Wvez7jne8g8vnOCO64YYbir2JQpn7q3IFSQOoEOCPJjyeyRUEVD0hBGFPOKJ5Cb1w6BV+Dh5eZ9DFf/RsZtuE9RniCQ5b+nfwH+Fi+1uz7aM77GHfcaOjYYIFIx8BWQpJFNOpYguCUNqUsjcflc9IJMLNXTPh1ltvpcbGRrrtttvIZlP/LUEyQjAYpIcffpj6+/upvb2dbRF4P3htm5qaeDk0yWFZFAlPPfVUFr5YHvrp/PPP52U+/OEP06c//WlurssXNN3t2LGDLrzwQurq6qJCUzGC99ChQ3wpQBO7AGci+JEKb3lRTtFV6cC24XIYmq+wD7hEH4kLOYgjVD21kcJaHNlYwE3RaJSsJmtaYYWcWwxyKJUGqUz7CHG+wN5J71h55oTtLDcBqVWxe9z9XMVO9R2nq2ILglDalLK1SrMHQITOhF/96lfkcrkSYhd4PB4ym838O6q4oKND/Rv7ox/9iKu3qCxDKKMSrKEt8+tf/5qryieffDKv5/e//33e24V1/Pa3v6Vly5YVJaGhogTv4sWL6fnnn6e+vr7EhwT/CLodV61aVezNEyrAX5UP2DZUYjVhm65KrYnANwd2UzAS5BzbVJS4r7fGaKc6a21J+Fuz7ePhA93UammioxYeVfYCMtdKfSk0EgqCUN7efPhyISZhRZgJ+Hekt7eXK7e7d+/mCLCenp6E9Qy2AoCosBdffJEefPBB/kFl+W1vexv7cyFsAQqIn/rUp7hqjKouioqnnHIKV3tx9TwXHy7e97//+79ZJKMAiXXV1tZSMagYD++//Mu/sLcFkRfwwcBz8s1vfpNtDnhOKA9K1V81XSDcIE6PbFnGt8lCThOBVpOFRZROmfyHIhQN83L1tjrOtC0Ff2u2fWy3tpAe49YyCEgIRLPByAISvmR30MO3uI/9KyUBqVWxP7DyPK46o0KfXKnH46V+4iUIQvl48+FrhX5BPFkm7rzzTvrc5z7Hy2Wyd37wgx+kZ599lgc9oI/pT3/6EwvXZFCx/eMf/8jr+/znP8+FwrvvvpvjwpL9uUiMQHPbt7/9bd4+DLiAtsL6Uvs3UsFVy+985zssdpcvX87+XdgpioVOmWqLy4i///3v9B//8R8cdKyB+/CkzAR8aOh2BJhwUowJIYUCPh+QPMmlUMSUGN3d/Rh1+/q4SpjpsvdgcIQvm79/3jk0HHJSKBYmM2K9LE0ZxVapHh/s80O9z9IbozsoqsRYTGG/ubJLMTV/12inJnM9uSNevv++eWezsCxFpjo+2N83XXtol2sfjYTG+D4+M+zfiroltLpu2Zx/htMB24nv3Uy+a8X8b6sckOOTnWo7PhB9DoeDRVsuaJXLbMkBuIL4m9f/Qm+N7Kd5tR0Z/4057O6j5U1L6F+O/WhBT2iRvYuc3R/84Afsc023bRCkSEz45z//yYkJsCOgaR+iFN+Rs846i4488kj63e9+N6H57T/+4z9Y0OIHzWSHDx/mK+DJNlBcIUfT/+DgIFd/0bSGmDQIXW1dsET8+7//Oz3++OMsYNPFp2l8//vf5+3EMr/85S85LSJXUJlOtmKkOxbafxNI5Ep3hbRiLQ0wVaM57ZhjjuFwY5Ta8cHiiwPBigQHobSBoBgNuchqyHxSgcctejN1+/rpbwcfJH80yEIRE8oazfV0ZO1iWl1/REmKpnRgO9/VcQb1+4eoLzDE+bUcR4ZcW72VxS5+AJrBIPQhtsoV7O/a+uUsbGcqIAsJtq1UTzIEQcgNiNdjO9ZSr2eQBn0j1GqfWFjhgopvhGrMNXRsx5qCX7256KKL6Pbbb2c9A9Gaasf8zW9+w0lU7373u9MObYAAhJVzwYIFE8QuLA5PPvkk/w49BGB5wGOIQtMa5VDlbWtro5GRET4ueB4eXzSbnXPOObwMbA1HHHEEC95sIhOVY03sah7gYlMRghcGbZzNrFixgs84tDMCjOSD7wRnTEhs0Ly9MwFfwFzOJMoV7TLJmjVrCv7exqE9ZB42k1FvJIfFkXYZ/EEacjrJG/GRElGowVZP9rivsj84TF6vnwwN5jm71DxXx+ei+hD9c/uj5AsHqN5aR0a9gaxGVfhr/lYkH6AZLNUfW0oU8/tT6sixyY4cn+xU2/HZu3cv3yY3X2XD7/fntPzblp5Mw8FRtsb1eAYyevPPXHpywQUvth2FO9gFUMlFagKql7BmYizvxo0bWUD+8Ic/TOwn9AgXSGw2/kHF9qGHHuLkBWgipCnccccdiUxcNMVhOWgjVIVxe8kll1BdXR0Pi0BcGSwTWAZVZlgkUKlF8z+END4XiPLjjz8+Y7QYhDf2AyDTFzaIVFCcRO9VJrBfqAgn5wZnuvJeVYIX5Xxc/sCXI7X8jTOm5557jqd64HmhvP1ViO9Ss2qJOhxtZE+K8Cq18bTTbZBy+sf4jzD8otIgJQiCUPgUnWJ58+F1veeee7h4hyoqRClsmrAh/Nu//RsL4UyX+QGqwxgUgcotRC4KfR/60IfY6gA/L6wKEMUQzmgggzCFxxb2AQhQJCigoQ3AUgKf74033kj33nsvDQ0NcTUYV9ExAjkTsEGgSgyuv/76tMvg6ns2wTsXVITg1TxNWqk+mdTORKF0mSq6Cp+lOoUsSnVmB9lTIryKmaFY6X+Eq4VyzX4WBGF2U3SKSXNzM09Fw89UoCEtGTSF/eIXv0hbAd+0adOECvgJJ5zAE9GygTCA//zP/8xr+zHdthTjYCtC8OKMCB8yzoowFUTzikDkopQPPy8+WKG0mSq6yh8OkDfk4+Ua7fXsdy3l8bSV9ke4kin37GdBEKafMCNUBxUheNGVCY/Jl770Jbr44ovZjwKRi2y5119/nR+fDf+uUNzsU6dvjDWuw1zDFeBiZChq3frwG8+VGK2EP8LlVCmtlOxnQRAEocIFL0BTGrwmiL5AhhyM2aj8/td//RcHKQtU9pf2lzQuoF7PADdzpavuzuV4Wq0C+ET3c5wkwc11UgFMHzs29hY9vmF92VRKU7Ofk68qlLMvXBAEQahAwQtOPPFE7igUyptMl/Y7HK30q41/Uj2+toaCjadNrgCO+pwcm4YkCakATj5Ozw6+whm7EX2sLCql2GacWKGymyp2y90XLgiCIFSo4BUqi3SX9osxnja5AqgNxNBi06QCOPE4sdhVUCmdVxaVUpxQoRINcZ4t+7lcfeGCIAiCSukmvQtCCYynTa4Apgrs5AognsdyWL4a0Y6TPxqgBlNd2RwnXD2A7QKV6GywL7wExzoLgiBUIsocDAGWCq9QVhQ6vqucK4CFbBzTjtNUU/JK7Tjlkv08V75wQRAyg78XyJ+F8Mn0N0WoTBRF4ZjZ5Glxs4EIXqHsKGR8V14VwDlKhiiHiC3tOBl15XOccsl+nitfuCAI2cHQAww6wFhcjLtF8pJQ+UQiERoYGGDB29jYOKvrlm+QULYUIr6r3CqAxYrY0o6TX1HHe5b6cco1+3mufOGCIGQHYsfn89HY2Bj/QPAigjRTtVcbPIWRtEL5HR9FUXh2AgQvsNvtsy54xcMrCDlUAFHhy+Qp0iqA7Y7WolcAUyO2mmwNVGtx8C3u43E0jm3ofn1OjlMgGiyL41RMX7ggCFMDgbtw4UKe9FVbW8v3s1kbMBoXP0J5Hh+dTsefMT5rfOb47Ge7qi8VXkHIowJoV8wlWwEsZsSWdpz2DhwgZ9hFDqW2ZI9TKjLWWRBKE/wNqaur45+p2LZtG98uXbq0AFtWfmyT4yOCVxDymf426B/hxiwlqOPL86hYQsSVQgWwGA12yY1xXY4OWlG7mHa590+akldKxykdMtZZEAShshHBKwg5pBtoFcAn3nyORkJjJVkBLGSDXabGOHPERAvsnWSqMXNFtxSPU6WPdRYEQRAmI4JXEPJIN6h1WWgwOELzFs3PuQJYqHiwQjXYZWuMG/QPk81gpdM7T6T3r3onhaJhqZQKgiAIRUcEb4lRyOxUIf90gyNpIbVbW+jIlmUlFw82k4itfL53qY1xye9jCuvZw/tqzxaaX9dZMhPVBEEQhOpGBG+JUIzsVCE3EZc8FjfqCNPa+uUlGQ82nYitfL93uTTGYdKaM+iZ9cY4QRAEQZguInhLgGJlpxabUqlm55NusCu2j1bXLZs1AQ1f8GxWQSFQD7v66aVDr9K+0YNkN9mpxmSlsBKd1Dg2ne9dcmMc8IcDFFWiZNAZyGq0lOxEtWr4HguCIAiZEcFbAhRLHBWLUqtm55NuMBIYYw9vKcaDace1x9XHIePhaJiGwyM0pjeSw1JDK5qX0Inzj0m83wsHN+b9vYOogyAORIK03++iYDRECimkIx1ZDGaykIlqjTUlN1GtGr7HgiAIQmZE8BaZYmanFoNSrGbnk24QVAIUioVLMh4s9bg6zDU0FnSTP+InRYlRe21r4vuTz/duY/cb1Fnbxg1oIz4nuQJu8oR9vBwqu1iWvcFhH/kUNa7NYXSQWW8smYlq1fA9FgRBEDIjgrfIFEMcFZNSrGbnk26g1+nJrDeVTDxY2uNa10HOoIuG/aMUioYoqsTI6XfRI7ufIX/YTx9f96GcvndA0RG90f8mHXL1sHDzhfw0FvRQTImRw4zXjg9rNCpGCoaD5Il4KeSL0DEdq0pqolqlf48FQRCEzMho4SKTlzhSomV9iTi5qpjaUJVcVcTzWA7Ll9r44CZzPbVammZNQGO5mVZBJxxXexP1eQb5xxvyUYwUMuj0PIMe351n92+gu958kJ/L9r3D/vZ5BsgdcJM/HORtRTXXHfKy2IWNwcffRWXiaMj4fseUKB3XtbYiq5ul+j0WBEEQMiOCt8gUWhyVWzW7EGjpBmjoQmUuVfQmpxusqFvCVd7ZEtDtjtYZV0GTjysqu/jB+q0mK5n0JjLojWSGv9Zg5ookGtp2D+/L+r0bDYyRM+BicWsxmKjBWk8mg1rZthrNfMxisRh5Q34Kx8IUjUX4NqSE+fhYjJaKre6W6vdYEARByIwI3iJTaHFUTEq5mo0GI6QXmA1G9q2O+J3kDnr4FvfNBhM/n0tCQz4CWosHm5XjqjOydQENaxC4qXAFVm8gb9BP+0YPUWtNc9rvHe6PYT2oTCrE4tVmtHAaAzeo6fRUY7Jx5Rg/aFhDzRe/YehErdFBdZZa9vxWIqX8PRYEQRDSIx7eIjOd7NRypVCTwKYDjqs2PhiXoVGZSzcWd8f2HTkLaDQtwccJwZzc1JQaDzZbx9Ub9rNn12BI/x3BdwnfLbvFxt+pk+YfS72egUnfOyQwcPqCopDRaKQGWx3UstqgRmqDGpGOTEYT3+9wtJLJYCS9zkARf4jcES+Z9OV9NaJcv8eCIAhCekTwlgCFFEfFZCaTwAoletFghOM801zVXAX0bJzAaMd128AublBD1TXdcUWFtsZoJ7vRxpXH5c1L2IaQ+r2DTzcYCfG2NVjr+LMCyNmFLQJpDGhQ08cruxC7NeYaXsbtD1EgGqQjHEvK+mpEOX+PBUEQhMmI4C0BCimOikm5VLPxvrORhDGbAnqq98Hxgk3Bg6YySFE0qsWFL44r7AVYrt5WF7c/GDhlId33zqwzks1k5Z9ORxtXdwE+K7weghbrw8PcEKczJN4HY4Vhayj3qxGV8D0WBEEQxhHBWyIUShwVm0qvZmeaujWXUXJ4TzSXQXzGYgpFKEzhECLUdKTXw4ZAiWptg6WOt0+rPGrfuxO6jqbXe7eRK+jm/N71h16jt0YOcAZDcv0SFc1gJMheYdge4O2NIJ83EuDPz6gz0pF1S8r288uVSv8eC4IgVBoieEuMuRZHxaZSq9nFmrqVPAAB8WEQXp6gl5vLoopCsahCFqOZ2mtaWfAO+oYnVB4zbTfn6+qIH8Ple62CiVusCz5fCOpaiyNRMcbn1640cWNfuX1++VKp32NBEIRKRQSvUHAqrZpdzKlbyQMQFjR0cTUWl9oRKxaJRNl2wPFhYR9n7yZXHrNtt8fvoogS4ept91gP1VhqJlQwIZ6P7zqK1wV7g/b55drUVwlU2vdYEAShkhHBKxSNSqlmF2vqVqbxwHgf+G/ZdsCJC2HyhwN0TPsqOnG+KnZx7F84uDHrdvd7hriprcnawIMkpIJZ2d9jQRCESkYEryDMgehMnboFnyeWm02RmHEAgk5HjbYGFq1++G0DY1ydff+qd9KSxoU5b3e7o4W3u8XeyK9NruSK0BUEQRDKCRG8glDgqVuzVQ2ccgCCTseVXlRm8ZM8CCKf7UbiADJ4j2xRxbIgCIIglBsieAWhQFO3wtEw7XMemjWv50wGIOQ1LSwWkWlhgiAIQlkjglcQZkAuohO5rKMBFwXCfrpvx2MscmcjwWEmAxBkWpggCIJQTUweySQIQt6iE6JSHbk7ETyGhIZRn5PCUWTj6smIaq8S5QSHe3c8Rndvf5g9tdMdgIDkBTTGpb5/tgEIU2239no83+5oLdi0MByHg87DtHNoD99O57gIgiAIQipS4RWEOZy6Nep30rBvhDNrO2vbqMneOKsJDtMdgFBq08KKlWMsCIIgVAcieAVhhmQSnWgS63MPUExRqLWmiZpsDbOe4DCTAQilMi2smDnGgiAIQnUgglcQZkgm0anEYmQymKjOWsvP8RSIOUhwmO4AhFKZFlasHGNBEAShehDBKwizQDrR2e8epPt3PUkmgzGt2J3tJITpDEAo9rSwYuYYC4IgCNWDCF6hJIEQKsdxrcmiE9tt0pdHEkKxpoUVM8dYEARBqB5E8AolRSU1L80kNqxakDxgQRAEoRCI4BVKhkprXiq1JIRSRPKABUEQhEJQUTm8gUCAfvGLX9A555xDxxxzDL3vfe+ju+++u9ibJUyzeQmpBrUWB9/iPh5H89KG7tepXEBFGkkHZoORfagjfie5gx6+xX2zwVSQJIRSpVTzgAVBEITKomIqvLFYjL7whS/Q+vXr6bLLLqOlS5fSww8/TN/61rcoGAzSpZdeWuxNFKqwealUkhBKFamCC4IgCIWgYgTvPffcQy+88AL9+7//O33sYx/jxyByL774YrrpppvoIx/5SMamGKH4VHLz0lwnIZRrg1+p5QELgiAIlUvFCN677rqLFi5cSB/96EcTj+n1evrqV79KW7ZsIZ/PRzU1NUXdRqG6m5dmOwmhUhr8pAouCIIgzDUVIXjD4TC98cYbdNFFF7HIBV6vl+x2O5111ln8I5Q20ryUH5XY4FfMPGBBEAShstEpmTpFyoh9+/bR+eefT1//+tfJYrHQLbfcQv39/dTQ0ECf/OQn6XOf+9yM7AzRaJQ2bdrEv2P9lWyNgN9Z289CElNidHf3Y9Tt66NWS1PGCK/B4AgtsHfShfPPJb1OXzXHJ5Wtzl304tDrFFEi1GCqm+R7dYZdZNQZ6bTW42ht/fKqOz6liByb7MjxyY4cn+zI8amu46MoSmKf1q1bRwaDoToqvG63m2//8Y9/0NjYGH3+85+ntrY2+uc//0nXX389+f1+FsNC6QLxemTtEhoOOlmsZRJxNoOVVtQtKYrYLRVwcrDTvY/80UDakwPcx/HDycEu1z5aXbesqo+XIAiCIFSE4A2FQnx76NAhFr0rV67k++9+97vpiiuu4Irvxz/+cWppaZnxe61atSqnM4lyZdu2bXy7Zs2agr/3ythKMmw3c/OSM+iZ3Lxkd3DzUjEv02c6PoVsHDvoPEzB3jA1OBqo1laXcbmwP0YBXYjq5zcVrMGvmN+fUkeOTXbk+GRHjk925PhU1/GJJl15ryrBa7PZ+Pboo49OiF0N+HpffvllevXVV+ld73pXkbZQqNTmpWI0jlVDg58gCIIgzCYVIXg7OtQw+qampknPaY+hiU0ofcqpealYjWPS4CcIgiAIVSh4m5ubWfTu2bNn0nPd3d1829nZWYQtE0olwqsQk+GSvbSN1noepAB7BirWEPGzPZ1s19A+fp9MDX6wgaAyLtPJBEEQhGqnYjpZMEZ4//799Oijj07w9v7lL3/hKu8JJ8ye4BCE5MlwqdPBkifD4Xksh+VnezoZBjJAVKcGrch0MkEQBEGowAovQPTYE088Qf/6r//Kk9bmzZvH09dQ9f35z39OJpOp2JsoVBDFngwn08kEQRAEoQoFr8Ph4GruDTfcQPfeey9Hla1YsYJ+9atf0dlnn13szRMqjGI3jpVjg1+lUO6jnAVBEKqRihG8oLGxkX7wgx/wjyDMJaXQOFZODX6VQKWMchYEQahGKkrwCkKhKKXGsXJo8Ct3Km2UsyAIQrUhglcQZtA41uPu58ax1Ma1Smkck8v3xU3kEARBEGYHEbyCME0quXFMLt+nT+RIFbvJiRz4DmA58U4LgiCUHiJ4BWGaVGrjmFy+L61EDkEQBGHmiOAVhBlQiY1jcvm+tBI5BEEQhJlTMYMnBKGYaI1jR7Ys49tyFbvFHKhRCYkcWE5GOQuCIJQeIngFQZjR5ftqSeSALzt1ql1qIke7o1VGOQuCIJQgIngFQZje5XslWhWX72WUsyAIQvkjHl5BEEpqoEYpUsmJHIIgCNWACF5BEEpyoEYpUamJHIJQrkSjMTo04CF/IEI2q5GiMYUM+vQ2LEEAIngFQai6gRrToRITOQShHIXuC5t7aMO2Puob9vF9g0FPdmOYVi2soZUr1fuVKuwXtDkqav8KiQheQRAmIJfvsyOjnAWheOLvjsd3sdh1+0LksJvJZNRTOBKjAyMBGhgLkc6ymy55x/KyF4WZhH1ns51OWtNBpx/dVfb7WGhE8AqCMAG5fC8IQimiCcBQJEoLO2onXH0y6UI06onQhq29NL/VQWceO68ihf32/SPUPeChw4PeihD2hUQEryAIk5DL94IglJoI1ARgqtgFuN/oMNKoN0QbtvXSaUd3lq0YzCbsm+os1D/iqwhhX2jK89sgCEJBqJSBGoIglDfwseLSPqqd2TLC8XzvsI+XL3dh3940OQ8d9/E4noewx/JCbojgFQSh7MHEt4POw7RzaA/fVsMEOEGoJtC0BXGHS/vZwPNYDsuXI9Ui7IuBWBoEQShbIGzXd7/GXmNMiMMwDOQItzla6YR5R3EDnlSlBaH8QUIBLArwsWYDzxsNel6+0oV9JFK+wr4YlOc3QhCEqgdi9x9vPkSv9GwmT9A3IU1i19Be6nH3cdoEGvBE9ApCeYM4ro5mO+3YP8I+1kwZ4R5fiFYtbuLly5FqEfbFQCwNgiCUJVzZ7dlMoWiE5td3UpOtgWotDr7FfTyOaLUN3a8Xe1MFQZghEIEnr+mgWruZm7bSjfhGSgOeP3lN+TasacIewj11H1OFPSLKylXYF4Py/EYIgkDVXt2FjQGV3dThGAD38Tiex3Li6RWE8gfZsyev7SSz0UAH+9w0PBYglzfEtwPOMBkNOn4eCQ2VLOzxeLkL+2IgtXBBEMoORKXBswsbQ7bGDjyPHGEsL8MiBKG8gbhD9iziuJBQ0DPkJa8/rJ7gNpho3dLaisimhbBHzi6ixyDsk3N4UdllsVvmwr4YiOAVBKHsQC4wGtTg2c0GnsfQDCwvCEL5AzELoReNxejp17opEIpy1dMXiNHObh9n2Jb7FLJUYY80hkjcswt/Miq75ZwzXCxE8AqCwJf8y2nABLYRaQxoUMtGOD4hDssLglD+ZJpC5vaE6MBAgP7x1FsVMYUM246hEhC2iB5DGgMa1ODZLef9KiYieAWhiim1WK9chTceb3O00K6hfdRorc/Yse0N+ngcMpYXBKH8yTSFTBcLUq1NIV84WlFTyCBuF3fWsdCH8N110CnCd5qI4BWEKqWUYr3yFd74/YR5R1OPu58GvMOTGtcgdge8Q+Sw2Hm5Uq5WC4Iwe+OFMYUMvtdyHy+cvM+ayMdACtzHPiGh4aQ1HWVv3ygkIngFoUpJjfVK/scDVVMIScR6ddW202kLTyg54Q0RjMexjd1jvRNeh8ouxO6J846hk+cfO2fbLghCaU8hQ3W00uwbaF7bvn+Eugc8FWHfKBQieAWhymO9UsVucqwXhCSWg2icqyrpdIU3tgciGI9jG5HGEIl7dmFjQGV3LrdbEEoB7VJ3JXs8tX3cvm+EfIEw1VhNM5pCVi7HLJN9A2D4BuLJKsm+MdeI4BWEKqRUYr1mKrzxO0QwHi+npjtBmCnVcKk7dR8hdoecfho1BKkjaqfGOiul+/OVaQpZOR2zarRvzDUieAWhCimVWK/ZEt4Qt5KzK1QL1XCpO90+2uNjd/2BMPUMecgfilBXiyMhejGjwesPsSjubKmhUDiaELXldsyqzb5RCETwCkIVUiqxXqUivAWhnKiGS92Z9jESVahv2MtidtQVIJvZyJVelzdCw+4whSI+IoW4GvyD375E89sc9J7TlvBry+mYwW4BkQ5RPhP7hjBO8U9jBEEoOFqsF5q7ss1rx/PtjtY5i/XKR3hjOcnTFaqd5EvduKSd6VI3nselbixfSfsIcdpQayGzyUDBUJT6Rny09/AY9Y6GKBhWuMqr1+v4xxeM0O5DTrrlvm309yd3k8sbLJtjBjsGKs2oQGcDzxvS2DeEyYjgFYQqRIv1QpIBmsLSzWsvRKxXqQhvQSgXpnOpu5L2Efe7Wmqoo7mGbFYTV3rHPEEWuljUZjFQjc1INouRHDYTGfQ6FrI9g15+bbkcMzTSdTTbeZRwtr+NeB4eZCwvZEcEryBUKYj1QmyX2WDkprARv5PcQQ/f4r7ZYJpRrBca0g46D9POoT18i/ulKrwFoVzI51I3livHS91T7SPEaXO9lYUvmtPgYcANwhtQ+U0WtVaLkS0OfCyCkYzica6OGda3v9fFCRO4zbV6jKrtyWs6qNZuZrtFur+NeBzPY9RwKfiOSx2pgQtClTJXsV4xJUYvHNyY8xAJydMVhLm51J0uqaCS9hECNhqLqRYGnWplSIcRQjYUpUAoyq+xZ4g1m81jNhuJEFgGjXTwFiONIbnRDpVdFrtrOzmhQZia8vsvQRCEWWO2Y70gdp8dfIUO9vTmPERC8nQFIf9L3Tv2j7CfNdNYbQiiVYubyuZSd3I2rtmsp/YmG+08MJp1H73+MFsWolFUfTNXbg16Pel0UYrFYhSNZrcHZDpm+WT3zlYiBJ7DMmikg7cYdotIXJRjO1HZlTiy3BHBKwjCrMV6vTn2Fu1y7SO92Zj3EIlKz9PFycBgcISMQ3sqbt+EwqFd6j484OFL2qlNWOV2qTtTJRSbjd3CYxD46fZR9ejqye1TPbyZUEjh6i/WMeoOkMNuyvmY5VOp1UTxS5t76LlNh+GkmHEiBNaNZSBsy2FYRikjglcQhFkBHt2d7n3kjwZoSc2iaU1vq8Q8XRwXTJN7ovs5Gg25yDxszmrxEISpqJRL3dkqoaOuIEeQhSKxjPt40uoOOjTgoo1v9lM0pvp40xGORFkYQzijIpzrMcu1Unvx25fR+m19vFzvkJd/AqEIrxP7kTwgY7oDI7CM5OzODBG8giDMCqjMQtBZDekvQRZqelupid1/vPkQj04e9Tn52BinsHgIwlRUyqXuqfKEkbcbDseoqd7GgjbdPmIduw46aWTMT5Eo/LrKhPUEgmhA03GU2YfPWU56vT7nY5ZL3vH6LT10oNfF2wpRjKa5SFT1FXsDYQqGo5MGZMjAiOJQsYL38OHD9L73vY/OO+88uvbaa4u9OYJQ8cCGEFViZNTJEAkNVHYhdkPRCLVamtR/6CyOKS0egjAV5X6pO5fRuYgeQyW0tcFKF529nELh2KR9RLX7UL+HHnj+LfIFo+QLRLiaCyNDJKYQ1lpbY6Zzjl9AZ6ybx6/L5ZjlOtp318FRGhj1s6DGch5/mEZcATLodCymkRXsdAd5QEZT/XiOuAyMKDwVKXjhx/nOd75DXq+32JsiCFUDfKkGnZ4iSnGnt5VSdRfWDTTvwc/s9XjytngIQqVe6s4nT7hvxM/7uWp+w6Rl8Pil71xBSnCU1u8YoxFPjLN5UdW1Www0v62WLjhtcULs5nrMctk+gJSxYChC9TWqKIZlAkvHYgqRgchiNnAyxKh7orWhnFM0ypWKPNK33347vfrqq8XeDEGoKtCE1Wiuo25fH590ZuysDvo4faHSh0jAsoFYNlg4xOIhCHM3OhcC9tgj6ujopbVU0zSfDvS4oXdpUUctC9vpVLxz2T6ORYvbF6BvAQZeWMxGdWBE3F6hVXphr4DALccUjUqg9K975MnBgwfp5z//OV199dXF3hRBqCpQnTyydgnZDFYZIhG3eCCDGBaOKS0eSrQqLB6CMJejc1FdXTavgc45cQGdc8ICWja/Ydr2jly2D77imKKQPl7ZBRC4sDcg+xcWDO3kH0kRWL7cUjQqiYo60sjY+9a3vkVHHnkkfeITnyj25ghC1bG6/gg6sm7JnE1vKydg2UAaAywc2cDzxiqweAhCOY3OzWX7IHRhXYBo5YluSQ1tEL2o/AaCUU6JiEUV9gPDk2w2GsoiRaPSqChLwx//+EfaunUr3XPPPdyJORds3749q5+n3AkGg3y7bdu2Ym9KSSLHJzvhUJhOqjuKmoONtCu2j0YCYxRUAqTX6anD3EwrHEvoSGUh7di+gyod5O5aoiYa9A2TKaznShDwuN2JZfAPqTPopAX2ThrrHqFth51Urch/W+V3fFCxHHSGKBiOkcWkp9YGc6LSmQvz6iP0lj5KB3tHqdFhnJSNO+qJkNGgo676CO3Ysb3gx2eq7Rtxh8mIC1VKlNxu14Tnay0KUQwZwTHyBWNkMOpJFwtTV6OJVi200prO8JT7VOnfn5mQbUR0xQvevXv30vXXX09f+cpXaOnSpYkPVxCEwgJxu7Z+Oa2uW8aDFkKxMJn1Jk4pwHPVAvYVFo/hoJOcYRfVGhyT/sHE47CArKhbUlXHRihvIHS37vfQmwe9LPrUDFwdNddCzNXQ2sWOnIQvlhscC9ObBz004AyTzYKBEzpenz8Y4/urFzp4uWKQafsQO+b1x8hs0tH8Fit5fGFezmHVc7HNYlKHXNTaDGyJsJr1dMzSWlq7yJH3SYEwe1SE4I1Go/Ttb3+bVq1aRVdeeeWcvhfew2CoXO+hdva3Zs2aYm9KSSLHJztyfCayMraSDNvNHD024lFzeGuttWxjQPOew+5gi4fk8Mp3p1yOjzaM4eXdAXL7ouSwW8keH8bQMxoidzBAOkvjlGNzNdasjtGLm3sT2bjaJLPlC+155QnP1fFJ3r6eIS+NeYIsxkmnJ73BSJ6gjlwB4mSIMS8q0nrO4kXzGk5q6xw1bF/I9XhU+vdnNnXfpk2bqk/w3nLLLWxluO2228jpVC8JhsNhvg2FQjQyMkIOh4PMZnORt1QQhGoCIhZiFjm7T7z5HI2ExjiDGLFsSKpA857EkQnlRC7DGHIdm1sOecLa9p28pp1+d982emPXIHt37TYT+QJhTmpAigT8uiiGQeTiMTSswQP8wbOOoDPWjY8fFopHRQjeZ599liKRCF122WWTnnvggQf456c//SlddNFFRdk+QRCqF4hZDJWodVnY4jFv0XxuUEMsmwhdoZzIdRhDvmNzyyFP+MUtvfTajn5ye9Vi2jAmuyHBQacji8lAcJRC9DbX2ajGZuJhE9gnVQiL2C0FKkLwXnPNNeRyuSY8hgrvZz7zGTrjjDPoqquuoiOOOKJo2ycIggCPbru1hY5sWVbsTRGEOR8WUUljc0OhCN355G4aHgvw4AijwUDRKCLG8KxCQQyRYO9xjMa8IaqrMdO8Ngcd6s9f+AtzR0UI3rVr1056TGtaa21tpdNOO60IWyUIgiAIlcNsDosoJ+57fh/1DXt5gprdauKmOgqzjZftDbgfiqhjjD3REO097GJbBhImeoe8FSP8y52KELyCIAiCIJTOsIhKGZsLgf/6rgEWtRgTDFDZRXEXQ4SRw6slZKmPEcVIIY8/xL+HkejgCxV3JwRGauyCIAiCIJT9sIi5ANVZpzvEUWIQtwC2Bha2CiatpbxAR2Qy6DilAcv7/GHaeWC0KNsuTKT8T78yYLFYaOfOncXeDEEQBEGoCFDdPXlNBx0e8HAaAxrUUrOly3VsLiq56VIicB+7gaixYChKilHNHEYzWjQSF8Dx6q76u/qcNlIY7DnsTMStCcWjYgWvIAiCIAizy+lHd9HhQS9HjyGNAQ1q8OzCxoDKLovdWRybm0mIztY68JwWtYaGPE2YokJ90poOmtfqIKNRzdVlr24YAyfUARRqXsO42AXGuL8Zy+F3h81EfSP+WfPxzsbxqFZE8AqCIAiCkBMQVxiigJxdbVhEJO7ZXbW4Ka9hEdmYSohCeE/1HlOt45Q1HXTXU28lotaSxfv2/SPUPeChE1d3UHuTjUZdfmpwWMjpCVIgGE2bUqFaHRR+HmK3odbCghfvO9MGvmz7csKqdlrQUUuhUExEcBZE8AqCIAiCkDNzPSxCm+aWTYiiypxtelku63hxcw+nKKCxLNMQjY1v9tHqJc1UV2OhYDjCHmZ4ev3BMAtczcqMVyKVwaDXk91qZLGLdYy4gjNu4Mu4L2E01A3SqzsGuKGuvsbM1eh8TgqqCRG8giCUNNFYlA67+sgfCcjABkEoIWZ7WIR2uf6lLT307KbDbBaY7jS3qSbCoUr6xu4h0uuJVixszDpEY8wToJNWd9DLb6qCs95hZutG/4iXfb1mEyavmanWZiaTSceVYL1en2jgQ+V7Jg186fYFQrtn0EPhSJTtE3iORxrrdDmfFFQbIngFQShZobu++zV65fBmGvAMUUSJklFnoDZHK50w7yg6Zf5xInwFoQKYcLl+yEuHhyAkIzzAARVSCFRNkOYyzS2XiXCohiJb12LOLIO0IRrw4F50znJa0F6bsHHgPVDFHXUFSSGFQqEoDYX8XOkddYWowWFmETrTBr5M+zLqCrC9AsK3xmZkGwXE97zWmmmNeK4GRPAKglCSYvcfbz5Er/RsJk/QRzUWO5n0RgrHIrRraC/1uPuo1z1AH1x1voheQShjUi/Xo0qJx5B04PGFKRCKUiAUoa6WmgmiN9s0t1wmwiFOjJMW4K8NRnigRLYhGvDHJts4sG3PvHYosd2BWJStC+hgC3qD5PIGWeyeccz8GTXwpdsXiNxRd5Ai0Rg30wGDQccnCdq+pJ4UCCJ4BUEoQbiy27OZQtEIza/vnPCPVqO1nga8w7Tx8BvUVdtOpy08oajbKgiVQjESAFIv13v9ERpxBcigQxKCmnbgdAfJajZSc7014zQ3JCgMOkOk3zfCvtxIJEomU+aTYY4Ww+AIRVEnp+U4REOzcTz7ejftPuSkGpuJGmvRzBZSY8sIsWXq+0K8z2+tmdExTDfdLhCM8HuxwI6DiW/YC21fUk8KkqnWpAcRvIIglFx1FzYGVHZTxS7A/baaZuoe6+XlTp5/rFR5BaHIiQizdbkeQhT/U3Ns9RwBhsv1uIRvNRtYoGKZUDhKJqOBzGY9i89HX+ynEXeYzGYXi77hMT9XP2vtprRVXqvFSAaI5lCExWI6Mnlw0213U72NhSjeG9uHJrJD/W7auL2fzlg3b9rHL910O7wH/pe8Xzgu2A+8d7aTgmdf7y7451wqiOAVBKGkQIMaPLuwMWS6HInH8Xy/Z5CXX9ggHjVBKFYiwmxerocQhVjEaF6tqglx5/KG2NqA5bAkLucv6aqnF14/TOu39dGo2082s57sNjSLoYkLVoUAV0G7WsftEOOowhSVY9gPkKyQbogGYsWWdtXTroPORDU03XbjJjWJIZvtIt/pdjv2jyS8zMknBRyEhip1VCGb3ZSwOKRWp10ehZ56Y5T2DQwV/HMuFUTwCoJQUiCNAQ1q8OxmA89HYhFeXhCE6TFVmsFcNj+lu1yPt4dFAOIWFVM8ADEHbReLYbADcYMYpN6BPjftPTwWrwYrFIkqFFX8/PquZjt1D3pp0Oknq8VAzfW2SWK2pcFGnc013LyWOkTD7Q3ysdBbdHyMkBqhVUPntTmmtEykq7DO1nS75JMCRKFpQy7QRDfu851Ynf7bKx5686CHDEZzwT/nUqEyZbwgCGULoseQxoAGtWzgeSyH5QVByJ/kS/OpY4KTExHwPJqfsPxsku5yPWiss7J4g6iFV1Wz2GLzsCysDLA3QBSjkqsN+I3FFBaBvcNeCoZj1FJvZeEHsTjk9HOVeHgswOLWbDTQKWs76esfPZYuPns5C0NUQyFQUUFF4xf2H01gkZjCghJVZVRDn339MI15Q5yDmw1sq2GGGbwAVgNMr8M2Y9vhccb+A3ie0Xyn5f6mG/EM3jzoJX8wVpTPuVSQCq8gCCUFcnbbHC20a2gfN6ilszXgD7o36KMjW5by8oIg5E8uaQZTJSLMhHSX69X3JK68ujwhFo2o7uri3lRcsreYDCxetaEPqOzq4q/jkb9KjCO7Oprs1FRnZdGK6nCmiXCpQzTe3D/MotZsUiYJRDXDV83fHYr4qal+fLuTma0M3kzT7VDlhaDFdiBLGMfE7QunHfGM/Rpxh8lm0Rflcy4VRPAKglBSoAHthHlHU4+7n9MY0KCW6q0b8A6Rw2Ln5aRhTRBmz1IwV5fmc71cr/23juot/lvn9IG4kAXh+HakVoU1IrEYC99YSOHkBNgWHPYYfeBty1hEZ0ol0NIXcDzuf2Evi0bk7qJhTmtEg8jE9nVAjHtDXFHGCQNEezr/70wzeFO3L1WYo6Gvu99DG7f3ZR3xzJ9zTCFjUkNbIT/nUkEEryAIJQeGSiBnF9FjSGNIzuFFZRdi98R5x3BCgyAIs2spmCqaazbB5Xo0S8E/muyjdXsxvjfCdgaITby/lpsLG0MmWCArCsHo4PWHuRkN9oSl8+oTgjZbJBdXvYe8/Pu+HlciagxNYvDNwh8MywU8wRC9kJCp/t/UCutcTrdbNr+BzljXlXWf+HPW69iaUazPuRSozL0SBKGsQdUWQyWQs4voMaQxoEHNpDOwjQGVXYkjE4S5sRTM9NJ8qqhEA1nPsC+tIEt3uZ4HPcRFLYQakhJYWTJ4XXTydsYHMuD/sBv4HWN3IXqXzavnbcglksvrC3Gjmy+oVpghANVRvqo/GJVnfyhCDpuZp7WdclQXHR5wZ62wTnV8ZpqDO9WIZ6y/qdZEBwcC8Qa/ubVglCoieAVBKEkgZjFUAsIW0WNIY0CDGjy7InQFYW4tBdO5NJ+a54skA38oys1eBr2e7BYDGY2GSSIz9XI9ROcdT+zipAQIV63Cqm3TVGiLaAVNiMG/P7GbM3GniuTacWCUfIEw2xXsENoJdPwaVHwxCAPitqHWSqce1UkL2pbnJGCLlXeMda5eWEODY6FZ+ZzLFRG8giCUNBC3krMrCHNDJktBvpfmJ+X52sycZIDfufKJddrNVFdjzpj7qlUq9/e6yOOPUL3DQh5/mGO34FfVMnjzAe9/3/N7yR+Mks1ioCVddaRHl1eaSC5UgfccdvLjWlU3tRoKWwME8ZhXoZWLmvg1uYrducg7zrVavHaxgwbHwrRvIFpQC0YpIYJXEARBEKqUTJaCXC7NZ8vzHXUF2YMLT63DbmLRivsQsXg+W+6r1kyHqC0IZVRU0TxmMOimjAJLBQkOI64g/47pbHsPu2jpvHHRq0VyQQQ+/Xo3jXlCaYW2RmLYA8rHOqIb7tg0ZbUWz93zzB565rVubqpb0O7IKLrTHY90ojb5mOdSLTbodXT2MY10XKRxRp9zOSOCVxAEQRCqmHQJAPl4S1NH7UIJjuKyfzSWmPyljQiGeIXA00QmxFeq0NKa6fD6rpYanoaG13n9IYrmYGnIuJ0xJDcEWfQumz8eeahFcvWP+FnQphPaEO4Y34shGHgVGujeOuSkQCjKmbiIBcOEt+Rq7cVvX8ZT4NZv7aVNuwZZ8GO5fT3uRG4uV62TRHfy8chkgehosnEDGh7z5FEtNuh1M/qcyx0RvIIgCIIgTNn8lGueL4QUvK5GvZ69sJyji2gxg46CaPoKRjg5IVPuKwRYe5ONtu0dJrNRz1aEBkctvdU9RtFYmCurkUj+whepXCjMagMoEFmmwYIxHOXtR1U4WWhjm/FuEL0Y34tmOOwDBkDgMR55HE9xqK8xcXX46VcP0Zv7hvm9sA5Ui3F8IZohUnmSXCjC76OJ3uTjgWOQyQKxafdgXGgbafmCBhbf+UxNM0zzcy53RPAKgiAIgjBtv2hqni8qs+FolKuhFE5qNNMRX0LnxzPkvmpVTSQlIGFhj2+MRS9eBxGN10A8oyEuX3hUMCkswiF4m+utiSovhCSq0bU1ZjrU72bhiOcRQzbmCcYnvOnJYTPSlj0jvA6dLkZ6o0H1+8YUcnmDvCznAHMF1ssVXVRzA0EdD8/AKGDFqLAAhhCGaMX7cJRaDAN1QrS3e4z294ylHfmM5UbdAYpGkUUcr5jXj0+bzFQtFkTwCoIgCELVMJ1IrKnSBea1quvQpqKh8gkhOyn2VSEKxWLUM+ih5bbGSbmvqY1dqAIjHiwQjhJhxHBMUauZaCaLR5HlTbwYCj+vVmlOjuQ6YVU7+22xnxDaGF6hZfHy9kfGB1HgtRoB3l+IVrWaHV+chT/sHTz4AZFqBrWaq1k8Rl0B3h+8Dywb2MB/PL2b9xuVZVRwkz3E2OZQKMqvxzqxbuQCJ/fWVcPUtOkgglcQBEEQKpxQKEL3vbCPNu0cZB8rdGO6iLDppAucuLqDLQg7D4yyeMOI22xWW5cvTHu6nWQ2GSbkvkJUw/Pq84d5JDAsEBDmEINIRgjGRS9eh+YvrVKcKxCkPIJY2ze2W0yM5EJFtGfQSw+v3099vhCLVnVCGawOELvqa5OHluFYhKOq2IcgR7VXbW1DqoORtxPbHVZUoZqoNuuJ7Q/q6GOF/cl2i5GisRgLYawLohW2B4DlcGyx3XitVvUOBNWTl2qamjYdRPAKgiAIQoUCwfrcpsN055O71epsTM3EhWiEN9bpDmSNxMJrn910mCui8LxicplWcdT8ohvf7KPVS5pZDGNKWSgcUdWektlHi8iy1gZbIveVBfnze+nwoIcMOh25fKGEL7bBYeYBGYf6XeT2xUcOw4tq0rM1IBe0CiiHK3CRGFXdMI2MBSZEcmFbulpruLprMhn4fcbFq5n8wTCFIwo3jbHNIS46IVhTc4K137APsHlgEXUksIHFPBbF4zqdatOwGA3U1mjj52G54Ca7eOYvfMWo+OIxfBbYIJPBQHq9wo9V29S06SBHQhAEQRAqEK06+/jGg2wzUC+lq0NbgmGIpxjVO8wUDEcnNTlpQvm2B7ezZxSvg6cWFcvkhAHNLzrmCdCKhQ08dQyX9TWRmCzFtAloALfq4It2fq/f37uN9h0eYyFpMBkmTTfDdtbXWMgXiPAUNnhjzSZdwkYxFXhvdeywWulF9RS2BGTpnpIkdrEtGFCBVa5e3MjNYZqFAZXaA30uiqG6HBeeEKPpBKcGtk9r3FOrvKpQ1o4FXqlVrXFcYU9AxVav05Oii7GYxo9akceQDh3pIjr1/ZWoOnJZV31T06bDtJzMTqeTfvzjH9O73vUuOvPMM+mqq66iRx55JOPyv/nNb+jkk0+e1gYKgiAIgpA/bBHY2ktuf1hNGLAY+FI3ftCgBaGF3FlUM2FXQJMTBJ8mlPEDsQtxyI1YcSGFZqyeIW9iMANXdkf8dOTCJqqxmeLikkinV4Wm9gPQuAXxCOGGW4wcxna+sXuQK6CI+ML2obkLt7iP9ISBET83smniFiIdU9xyHUShoBAc3w68L5rFNEmuGhAmJ04gKxc+XVSAcavFk8FOgPVAAGsjkHnf0rwvKtAQzWqTm2pDwPHEvmrvimEcnc011NXi4GWsFmNSVVjhH7MZAt/Ar8dzmmDGenEcqm1qWkEqvCMjI/SRj3yEDh06RBaLhQwGA73wwgv04osv0rnnnkv/+Z//SXa7fcJrQqEQuVyuaW2gIAiCIAj5oWXjsl8XD8SbpZKBcIIvFB7ZBocl0eR0sM/Frw2G1WQCCD8IUDJQ2oQBzS8KMVhjM7N4NhogytTKplbv1aqsEHKaPIStAO/lD0VYeLM1wDAu3rAN8Laiagz0iPaKi8xoJO6VhZDVdooTEiYeC63SjOUhVutqLNTaaGObAEYJw86hWTpSEyc0sC2qRxfbGGHRjNdPWCbDZ6HFsmHfccxxMoBKNV4PEd3gsKYkLRDbOJD4oL7nxPXBRhGKv38sLnDx+eB+tUxNK4jgvfHGG1nsfuUrX6HPfOYzLHiff/55uvbaa+mxxx6jgYEB+v3vf08Oh5TRBUEQBKEYaJVKiFJUGJOzWpPRGp/UoQox8nKlV21Qg8cWNgZtuhhIThjQhkhoftFFXbXsQe0ZdFOE1Kqj2uSlvh7FRi2WDBVLVJkR5YXtxHQzVJsh2CCq8T7cDIb4Mc13i7Wg2hkXozEFdgK1qQz2Bt4+vYGruf5QmL3AWnoE2wbMBupqsZPNYuL9tRn11FjroIFRf8LSsaCjNvEa3nJFndSm5fFqzWmajSHXtAjtEOIYh6IKHwecEGC7cFKiCV7YGbButalNtS5gf9QGPbXJDicMZqOBau0GrjBjnRDQqEJXy9S0ggjep59+mk455RT6/Oc/n3jsjDPOoDvvvJO+/OUv07PPPkv/8i//QrfeeitZreNnLIIgCIIgFAatUonL4BBlyZXTZDSvLPyouIyPZjLtkr7NauKKJHy0yRVPvEYbIgGhpflFF3fU0dvWzaMtbw2xEGMJmqi+Qqip+bnwoup16nCH+hozPwZBCPuCL4D1qmkGEHZc4YyvCNuJZAlYAJBuEI1CeMbY92tiUazaJIIRdShDR5Od17m7e4yrpJ3NNq5mY/9i8fVCdKO6DeENSwc8xWiQ27F/hBpr1WgvrXEM+4zjgGMZi1d388mJ0Kq8GF4BTzKELgZTII4MVXXsN+9z/PPC54fXoKKr+o+RMqEjh83M+cDw++L1/kCY3nfmMlq1RPXsitBNT95HZWhoiNasWTPpcYjbX/7yl3T66afT66+/Tl/60pcoim+jIAiCIAgFRRvPy93/8Wis5AQBDX5MIa4CI6IMl/v5kr4BVdwIWS24BK+K0GTwGKqPvUMebiA7cVV7QmhpzgmuSXKTmPqjvT3Wjwrn4s56enP/CHtzsR4IQKwTl+a9fgxWGBeViPrCaiF2F7TXcoMX7198gWBYbQaDRQOVUa0BDNVZCFuT0UA9Q6p4xb5C4OMWObbdgx4KRxX2JcNTfPKaDrYF7O918fIQnzgOmoc2XaPYVGBxiOtFnXW0dF6dagUx6Hm/YNtAlRnilZvk4p+Vdszgi14yr44WddTRki68vp4rwjyAA+ObUdld0sR5uyJ2M5P3kWloaKCDBw+mfc5kMtFNN91Ea9euZZvDN7/5zXxXLwiCIAjCDEGlD5VKWBLgB0VVFd7bVNELywAegUDEpXA0tmHoAUTgvh4XOV2qCIWYxLq4CSsYVQdChKLcEIffX36zj57ceJDuevot9ZJ8hu3i6qVCnCd773Nv0V1PvcUiFVYBtalL9fomlk8SyhCM89scLL7r7GZqrrNyTJpm14C9AcIWFVuIcGw/qr+o/EK8a4kOiUa6+PrxuNsbYs8sKuPIJEa2cDCEfY2oDWoxGhfUSWkXuYDqMiwXWuMagLiGbWTCx8Hvg0Y4VHrVZAgsjyg0HHOH3cQnMokTingTIU5UJI1hDiwNsDM89NBD9Pjjj3OTWio2m41TGT760Y/Sgw8+SJFIhDo7xTgtCIIgCIVCjfzqoMMDHo4ggwhEBRXCSUsbQJVTiVdNEc2Fy/l/f2I3iz9cJucGK72eTKTnCCyIM6QjaJmzEGQt9TYWomj+2rp3mH240J9YJwSiNpkstbgMQTfqVpdV/aw6tg1wegIqzklXiJOTGXYeHB1PXIDNIS7Wj+g0kdMToZhOtScMOTG1TF03hLlGfFDbhO1hT66C0cAhMpsR/aWnU9Z20DOvd6uWBV5+3E6A4RD9o76sxz/Z24tKLraDG+di455gjiuLLwOhr2YEjx+rGptRPYbhGMfKJU9UkzSG/Mn7CMGqAFGL2w9/+MP0wAMPTFqmqamJbrnlFlq4cCE9+uijdNttt01j0wRBEARBmC6oVKJb32KCcIqSw6Z6ciG0IB5RGZ3XVktXnL+SEwow5QwZtBYzoq/U2DKuCMMWYVIrizzeF9FZZgMt6qxlewEGUixod5AHvmGeAobcLlz11VMN4ryyXP/XRKA2itftD3HMVjpvrGZ10KLA0LSGCiwqvjVWI1369g5aPr+BjBDpRj1vFyrBySRbK1LBCUAwEGYrw66DTt7uea01bCOAnWBxZy11ttg5F1hrasu2X4n3hOc3PuUNh0LzBHMesA7VX8SfGcluURv5sC84hBgQ0lirTpxzx+PgIMoxlALZx2hckzSGOazwLlq0iP72t7/RT37yE1q/fj0NDg6mXW7evHn017/+lb73ve9xNTg1DkUQBEEQhLkDVT8IWaQPoCELDVgOmzoeFw1Zx65oo/eesYSXg8h7dMMBzt2ts5tUYQkLRIZJZo11GD4x3piOKqp2kV+NHVPvQZymxndpaLYCFoOceoaxvFPvFxrVFEUdIqFm1upp+0EPDbtCNORWBfSSrnoW9ENOX85JChDDP/3TK9TWYGebxpDTz8emvdHGz6PhDWI3n3G9ELTYDohyeG1xXNGkhooyqr7YCYhzrRFQA014OP5dLRb1RMAbSlTB8TpJYyjQpLVly5Zx9JjXqwZPZ6KxsZE9vW+++SZt3LhxOm8lCIIgCMI0gRjC9DQII0SVQazBB6p5PjH0ATFkqBiicQziFNaH1CzbZDTfazJcpY0PnNASBlChRCU5E1zx1KK3sE40a8Wf04rC2jSy1PeHwEaVWfXr6unQgJsGnGE1Ns1ooFCPi5MMIIxzVrwQte4QL9vWaOdjB2vHwT74eFU/rRoOljt4ndbohmozBCs2CLYIJDWMugJpEzS09Aw8haovqvMfOmc5V3y1z0+EbgFHC9fU1OS03OrVq/lHEARBEITCA3GELn4NbZqalrnL+bi49J7kK9Xqjbi8rqUtAK44+sLsRUXaAIQZN7/Fo8GwBlR2FWXc75sOrV6G16SO59XuZro2jNfgvfG6/lE/C3S8xmRUBa42khhWgeSRxrnAUWv+MDlsRo5eUyvUCjf0oeqaD9g+NLrNa3XQly49lnoHvHT3M2+xh7qpXh2VnJw9PH5sVM8whL8W+wZPtojc6TPtI4d4suuuu462b98+6Tl8UO94xzvou9/9LvX09Mx0GwVBEARBmEW0yi6ayhZ21MaroROrl4kpZlzdnCg9IZhRnRx2+mnvYRf1Dnq56qv5cRGtpcWKZULLm812pTglxCDxY0KTV4y4SQ7rgA7E4xhCkTw6GckS2TzE6YBYR4oCxhkn2zG0EcH5oL0zmtz++fQeOuOYTj7eEOQUb7hLl6DBwyVMes5Flsa02WFaR2/z5s10wQUX0G9/+1seK5zK/v37qbe3l4dRXHjhhbRhw4bZ2NactgtDL0444QQ66qij+L3vueeegry3IAiCIJTT2GFUdtub7KqYzaAJ1UQD1WObvAgqlKiCQhhyhTKeNMCviftycyFbE9mkbUn60cXfHxYBCENNCSevCg16EOAc75XbW0x6vwn3U04IpmpNgl0DGbrwGWM7N+0aoJe29CVyfpGyAC81RC+WRYIGGudQ9QXYdsSrSWNakQQvhOyVV17J/l2MFoaoTGXJkiU8ce2zn/0seTweTnTo7++nuWTPnj10xRVX0M6dO+nTn/40ZwAjTeKaa67hqW+CIAiCIIyPHcY0NdUrql7Gh4jVZRN9E/Jx1RG3ELbaUAaA6qrRqK4z5SVTkk9vOw9diKgRa7wPMaQaTK4Yq0Mi1KpvvmQax8whFPETgOzFY9XOgMowtgjH+M6ndvP4ZQyPwGbCOw1Ri9HKJpOBq+RYNwTxuuWtdPHZy7nxUKq7RfDw/u53v2Oxi6lqsC1koqWlhb72ta9xqsN3vvMdFp3f+ta3aK74z//8T45C+fvf/07t7e382Mc+9jG67LLL6MYbb6RLLrkkZ8+xIAiCIFRaVVdrWusd9rJYxJCGkbEAJzMgPUAba5sKX8XnKq+afBuLN5gBiElc9o9Eoywumxxm9p6iesnNaDluH4QjxOtUNggNbCuL2XgCAkQomtdCUV2ioU2zYmCNjbUmGhgN5NVwlglYKfBeGJaRrbkPzyFXV9PEeO8DvS768a0bubLLAzp0OvIHoxxJ5rDVcH7xykVNdOLq9qJNTosmfVcqqUEub8H73HPP0UknnZRV7CZz0UUX0e23305PP/30nAlejDBGCsSZZ56ZELsAAvjd7343jzqG1xhWB0EQBEGoFiBeNL8uqrq4D4E64kKjl8KiTU0OyJ4+AHGJKikqkBZcfscwB05l0CUGMsAHjOEImAyGqWU8JjdHzyuyZ5vqbXSgz53T8hDGsWiUovFGNfwvFFYIe4J9dEdivL2o9qKSOhKJJRIhciVd8TaeJMaVbVRm0awXyRxEkdYXDV8xhCR8xrCDwI+8bH4DXXDGElrcUbzxwNE03xVsCya5nbSmg3Ody1n4GqdjachV7GqsW7eOK69zBYTtvffemzbrd2RkhG8NhtzHAAqCIAhCuZOaxAALA0RgTInypXatIUsbtQspk1YPxiu8ELtqU5iBc2Trayw83AEeWfhUtX+CIeRgcfBOyKuNkc7mJZ0hQkrUSIofV1zHxRNXjacY5jBp/5Rx8cuNbEbVUgGpin0LxxMVsF14vLHewgLTF4zmtv40BwP7indj8YwYNVRx84wqw9KoSmOoRVOdhavhew+PUc+Al5bNa6BS+q6EIzHavn+Eugc8dHjQW9b2irwFr8PhoGAwmLcghZ92roDQXbBgwaTHfT4f3XXXXWS32yUWTRAEQajqJAatKISqZ8+gmrmrgUotlFsszZAIPKJaGBTEIFBzjYlMIT37TB120+TlMTQhUfaMkaGpn/QN/aSz+uOjc3WkBOwUc7ZRdARXZdW8Xgx6mC5qo5xWicY0uRh5/BHeFpvZSKuWNPFyO/arRbDpgmNmNKAijSESYU5YwHvCn5ur6MXngLgznHTYrSZuHISXF8NBijVI4oUM3xWgifINW3t5iAlynatC8EJYbtmyJa/XbNq0iTo7C9thiP+gEYuGSXBf/OIXyWKxzMp6YY2o5Klx2snMtm3bir0pJYkcn+zI8cmMHJvsyPGZ3eOD6uSjL/azR7etwcQN5BrwjCbnyUIUanFimeDmLPhs9QotaEH1VkeHBr1k0qsTwLT1uP0RGnWHyR9iCUrGrr1kaBwgMoaIwiZSYpgqFiNd7SjpUfG1einSs5QiUX3edVIecpH0Emhs+E7h50X1VcOgj5Hb46GB0VAiASH/qqxKLG5nMOmjtKDFTB2NZjpinp3ufG6APIFYzrFnEP5uj5eiYfXqs1Efpb3dQ/T0i5uoo2l29Equ359olu+Kht2k0IAzQI++uIPqjaN5R73NNtmi7DKR92nE+eefT1u3bqVnnnkmp+WfeuopFshnnHEGFfJA/OAHP6AHHniA/caf//znC/begiAIglBsBp0hGnGHyWZRx9YmE0yyDiQ/kylyq6HGQPNbLLSw1UJWk578wRitWmDndY96Igmf7LArTENjGPigrgmVXRa7uigpPgcpYStRxMy3uI/H8TyWmw54F+iu5H1AJRreZCRFICUNxVIMe4MIh8Ui8Zo81Q9bPuLvBVsHfvMGorS7109PbhqhWC4zkZOAIEdVPRiK8fFUp9MpFMxzsMVcf1c08DieH3aHefmqqPBefPHFdMstt9BXv/pV+vGPf0zvec97Mi57//330/e//322MyAxoRCEw2FujsN7H3300fSrX/2KTKbJl1ymy6pVqyraD6yd/a1Zs6bYm1KSyPHJjhyfzMixyY4cn9k9Pvp9I2Q2u/iSe22NecJzwaiPdLqwupxOxxVLjOPlaWmaIIxPP4P8aaqvoeYG1ZaoNwbIF9HTqSesIoOtny9zj3ohgBRy+zGYQX0PHcXYxoDKLovbSS1gOlKCNtLZPaRvGEhYG3JF1ZzxEWop5VroebUSqz6F20BYIUUH7208cSLPGq8aQaYjTCrmSnJYtTdowzaypTWkA4uP+WLcaIf/QewiT9hP9bRy5bJZtzVsy/L9yfZdSUbRh7jBsWv+4oRFpFggrADugTkVvPX19XT99ddz1u03vvENuuGGG+i0006jxYsXc+yXy+WiAwcO0EsvvUSHDh1icYgIs0JYGvx+P2f+akkSELvwHAuCIAhCNYEUAIimdI1gNouJBS1n1urUSiMuUYchCJOqu9CS+nhDmgYamSB6QqEYNzDB07l+ay+9vmuAhZ/RaCAFiQg2H+mtfrYxZBkQzM/rrD5uaFP8tTnvX2L70zzHFo34JW/8P+wbXPU16AiSHoJVyTOtwYxmv3hzVzRG5PaGE+89HWkKgQyPsZYPHI2p4vfxlw/Q4UFPQRMbbFm+K8lw06JBz8uXI9PaasR73X333fS9732PXnnlFRa4qTOgwamnnkrf/va3acWKFVSIyu7VV19Nzz//PJ199tksxGfLtysIgiAI5QSyUzua7dykhaaj5H+j7VYji1ifP8zCC7FYELZqzVOtfqLiqIsnLmD5dKIHIgkNTF1tNRwnhgqxzWqgviEfRUyILUOKQXbBpih60ukVNb0hj/3LJ14MoBrLE9d40EZur8X+Q29iIASEKbKKIXZTma4JAUkWWD8EOY4/juvAqJ8GnN20dc8wrVjYMCdxYNGUnN2uZnvG74oGjhkSLlYtbuLvVjkybZmOaWp//vOf6eDBgzxVra+vj6u7jY2NNH/+fM7E7ejooEKB4RIQu+eccw7/Pps2BkEQBEEodSBk9ve61CxbhbhC2N3v5g77xAjheHW0rdFKB4JhjtWC/zQaF6a4D+mJRY16PbUlvS5V9GjCadcBJ1cokdpQW2OiUVeIwhED6RQIzPTDLNQNwbbEWPQiqmyuyccfqxke0PtWYzSQLxDOW2RnXb9O/bzCsDTwrGQ12QKiFycVLl+I3tw3PKM4sGRh2zcSpKY6Ez37enfanF0MvHDYTJO+K9rnjsfx+Z68pjgpErPBtL9hyOOFwBwdHeVhDxdccAGL3WIwMDDAk9yMRiM3xz344IOTlkG1ua2trSjbJwiCIAhzBYTLc5sO0wMv7qPDA554AoPqy7WYkY+r8ISv2hpLIlvV4wtzji6W5RHBPPVLXZ+aaaunlnobV/xSRc+JqzomDCjw+UM04PRzBbW53kZ1NSZyDzhICdhIX+skCmMdk6uGPAPNFCHF3RDP5Z0bUtMcckFbnIdMEAZ0zI7Y1WzHmo0EAhdCF0fHakkq1CkKtTbaORM33ziwdAMkgkG/auXQ9fL7p+bs4n6NzUxef4gj0pKfx0kOi921nRybVq5MS/DCLvDb3/6WTcMaVquVrrnmGrr00kup0Lz22mtsaQA//OEP0y6D7RXBKwiCIFQSEDN/fWwnPbL+AIsjyDKIKHRX+ZH1Goqw6G2us7DAgv8Wz69e0szCFdLu5Tf76WC/m0LhKHkD4fjlfyKL2UBuX5hFj9sb5PUs6aqnrXuHaNfBUX4/VAJR/WRfr0IsuDEiGFm75GxnL6/O4ucGtUmZEBY/GWJmio3l17CWr9hFLi9yfqcrgL0+VV/MFIw7hu1Db9BTW4ON6mst1DvkZcGLY43PkjdLQeMdcoTDLDQHR305Z/RmGiAxMhYllw8jmPXU0mClpjpr4gRHy9n1BojWLG0hlzdIvcO+xHcFFX1UdouVEVw0wYuJZmgGQ/ICxvaiugtbw5NPPkn/8R//QYsWLeJqaiFBVNrOnTsL+p6CIAiCUGxQyXvq1UMsjrSJZxqwCqCCCyGLMb/nnLiQVi9uZt8mLAmaeDlj3bzEpW8kBXT3e2jj9j4WPeFwND6ZTE1t2PzWII8N5mY2s5ECoTD7fSFycf0fQlIbaGEY6yDF7iVd/QCnMXAOLzy7OhiHw6SPmqk+tpB8wfnkYiPFHIBKKrYtrlnVlIb8VjETJwOLynjEMT4DHHJYBzpbHRQIRnjiGsAQCviDtYg3gJMH9lcb9LTzoJP297mmnMSWboAEDxoZGI9WG/OEyG4JUFO9Nb6NusTwC4jdL1+yjnqGfQmPb/J3pZzJW/BiRHBdXR3deeedtHDhwsTjyNq9/PLL6fbbby+44BUEQRCEagPVPCQkOD1qLNiES+JxIQMBGwhGWaTu7XbShW8bj7xiz2+fiw70uLn4uqijlhZ31tGy+Q10xroufu6B5/dxMxOa2zCxbNCJS+Mcg0CBoCp8kc+q16OKqoprTbApMR0pfctICTpIXz9AeqtPzauFZ9fTSGFnG424Osls0nFuLkYEzzYQexCW2SbKaaOVSYsyi9sOZgMuovLMZvUOThKQFoE3g5UkjNSHpMpu8tviBIN9w+EYV6jve24vfenD6zKKT6xHq+wmT0uDmA7Hm/ZwQoT7o+4gNSZVebEsqsE4yYHYxfeg0shb8O7atYsrqsliFxx11FH09re/nV5//fXZ3D5BEARBENKAquyhfg+rJFy2T4cuXuGER/dAn4dfg4rdRM+vWsGFOJ7f5qD3nLaETjuqkzbtGuTGKVRwF7TXUiAUiS87npKAW0xuM5sQ3aVLVJUBi8eYnuqDi6nedwR5vU4a8XgoGjHEPbt6wtpC4fGIr9kGwlVbt+ZNTo7fguDTpoZpUWaz/f4GnY50RvU9IDhhDYGFANFoCbE7ReEZn8HGN/vp+U09dNbx89Mug88Wnl0I1+SmM3xGCrKH4w/BpoDKMk4EkiPGtMg5VHYrkbwFr9frpebm5rTPIYsX1gZBEARBEOYWCBNculbTDjKPeuXhEojmikS5We2vj+6kRzaonl9gwHV+HZEvGGFvLvy8f39iF426guwBRvNbqMfF/lO8X6ouxKV4XK5HzJYmmljoGdCYpad6h0ltfnJZSRc2k5KU7cXVVPwyV4o3CTUMQaf6ZTF1Lf6e2oCNRGV6FreFkx54bLOad4wKLzyxe7qddHjEM0GQZwPbB6/0/S/sofntDj6pSLUb4PsAAa1l+2qkxrHp4r+npk6Ue87uVOS9V5FIJOOkMUSB4XlBEARBEOYWCBOIUb4UrmVbpQGT1LAQhkLsPDhCT8Y9vxA3qOqOx46pWbP48fnV5jNNDMPbqVYKJw02U8GVd04biMeb8XAFTCCLUs+gl20Q2A71cn4SEOs5ir7ZAJfzTRg7jAa+eNYwbBmooMY3h/9vNkSvLk3aQywWowtOX0Jv7BqkO5/azcdU8zxnA9uM5d7qHqNf/N9r/NlpkWJaVm+mARLIUjYZ0MSoVnq52kvqMaiknN2pKH8XsiAIgiBUIRAmC9od6sAyVHrTwJW8uKBa2F5Dbx0aZT8vTw9LErsAQkmbXcYSWSH21qJiCIGUqICmeR/N9xrGVLP4AvHCZvx3VSxrPl3NSsDrnc2Dkm7bkn548lpE3cvkqq7JpOftQZV6tkk+FYHAxee2akkztTbYqMZmUsckp4C5bp2GUVpsHOBbHCVsK0QvKvEYAwwPMCLF/vHUW3THE7sTAyQgXJOHa+AzrrWPD7nAdwVVbq3BsVJydqeiMuvWgiAIglDhQJicsraTbQgjriB7MiemNCgscCB9Gh0WOmJ+Iz35anf8tepl7uRlIaC4gpto4FLFsl6nVmdR7OWeswzbwyN9Ux/jKWexhODTXssNVGZjfKRubE78sxqo4OKd2VMcrybDP6vTq95mgOQETJ5DHNhsbUryavBexnjFHE1hqMb6Q1GuOONYaE10ELrHmA/QUaZD1Kz3kEGHY6OnoZiDtukX0BuhRbytGBSRHCmmZfWevKaDfdmpAyRqbWpTocun7h+2BZaWSsrZnRPBu2PHDrrnnnsmPb59+3a+TfccuPDCC6fzdoIgCIIgpAGXshEj9vCG/eT2hlSrAgs8xIipl7YhZs4+YSEduaiRHt1wgJ9TReA4EH6w1vIr4fnly96qWIUg0/yvpB/3HyQLw2zRXZplN/kdIaR9mPSWVAWeK9JNSFPFr5Ko6qrV7fFItdnGbNRzNddmMbDXdtm8OvY64weWg3A0wmL3POsWWmM+RDW6IPkUC4UVA5l0UVpiHKQ2g4vaDW46ZH5bYr3JkWLI6kWkGCazQQAnD5Bw+6N8zJtqLWS1msgS91pXUs7unAjeJ554gn9S0Uro3/72tyc9jg9FBK8gCIIgzB4QKB955wqa11pDD7y4n7oH3IlJaxBSSF244LSlHDOGLn74eLnaiUWSrt5rRgatiYwtB/CJsteVA2JJQdoAm24xdljHkVrZxCo0Nf7t1wRn8qJqlZWKCm+PTiGrWU8uT4hSrK8zIp5+xscHgrOr1cFaCMcf1V1UeXF8YU3A8cGxOsZ0gMWuiaLUG20YP0VQiMbIxhXfoyyHyK7bRwdpZdJ7TYwUwxhiVHshgLUBEga9jha32+i801bSyWvaKzJnd9YF79VXXz03WyIIgiAIQt5ArJx1/AIeILG/10UH+twskhZ11dLijrqEmIGwWdjhoL5hD1f7FKNajALa/6PSi//hvs1s4KrkmDdEIVRAk8YPQyxqmbKYxpZJ7PLvelSQqSTBwNgRl5pWMZugNw9TzVBJ72qpYesBKq6rFtfy57DroJPsFgOF7Wa2NRj1CtsYUNmdIHYT6GhUcdA8vYsWBN+iQ9YVpOj0aSPF8HljDDEqttpAkZ7u/dTaYKajj1LHE1dizu5UiOAVBEEQhBIHVcBBZ4j0+0YyVuVwH0Mj8JPN87vzwCgPHkAlWGtcUyuSCseXaYIWww5QgYRnlGOxgmqUF6qFDhuyXol9r+ngou5cexVKGFSLTXp4bK084CG1KQyfIaq98OLWOyxkdvdQC3nYxpAubQPH2mwyUsRgI0fUSfWRYXKaWrNGiuF9NGEb8/VStSNNa4IgCIJQoiBXFeNiH32xn0bcYTKbXZPiqPK5HI3lMazikfX7uWkJdgXkw6pTvcaX45G2eh3n9kL01teYufILkQzBi9dylXhudrsiQMV1xBXgCi5Eb3JTGE5YkKiAKXaYitZqNZN9TEfBmImMUdVDzacg3FynZikjWSGmGEmvRMmohCZFiq1c1MS+7e1ZToqqGRG8giAIglCiYveOx3fxuNiRsQCP8IX4RDUPcVTdAx5uUIJnE8IGy2uXsLNVgS995wr2eD7w4l5eBwQZrAxaVJjW0IbKrzryN8YjhVGttNQbqX/YM2fNXeVE2jziJPAcBnLgBzTXWnhccyikDo04cVV7IlGhodZMZDCSTR9FKZdPQDDVTmfSU73dQh5/iO/b9RGK6Q0U0ZkTYhfT1fDZDTh9dPOdm/l7kHpSJIjgFQRBEISSBJVdiF1MN2trMKl5qmniqJC/itgrLAvxk07wJAtf1fM7nxvZ9vSM0W/+sYV6h700v7WGbFYTOd1Btjxg/CxquCaIaR4aoSd/IEThWRK7UwnGUmC2thHH8+Z/bKa6GhM11lrZztDRZOMqLxrLtgybabmhlrqUXhqL2ljw4ng31Fqps8VOvUM+crr8ZIj4aNDQRYeCtRTyBbiyqw2aGHb6qbbGkhifnHxStKZTTaSoZkTwCoIgCEKJAdEKAQvrAC55ezyeCc8nx1H9/cndLGYQSabFUGWqAieD+5jUBkHXgiEI9riYrld9p8j1hfBS1x2iniFvPAGiekgWu9CLWsJZshDOVRTjWDo9IbJaTGTT6WjHgVH2R3e2OMjQ6qAD/UupKTRK9eSmkK2RGuqs1FRr5eotTl4c0VHyBGvogH4ZhaPI0tVTc72NRsb8PDijo7lmQrZy8kmRErTSMUtrqZoRwSsIgiAIJQasCajWQsAmi5hktMf7hr3UUGthYZxJ8MDCgM79VGB/gLiGSJ64bnV0sUbfyOyL3VKv7qYDg9hiStxjm2XyXCYhjJf5A2GOkdM+H3x+HzzrCFp4zoco/KqZjD1vkCHs4qETMX+YlGiYYgEP1ThqqWXdCdR0xHn09pDCDYd3PbWbhsf8k8Ru6knR9oNRWru4MkcG54oIXkEQBEEoMTIJ0UniKV6FxWXybIIHmazaYAGsF17SAz1uGhrzJyasZXsfb5rosWoDhygKsZttykaOny0+N7vVlPh8Nm7vozPWHUf6915O3h1HkHfXRoqM9pESi5DOYCTL/JVUs+JEqll5CjXr1QBlRND1j/inPCnC88PuAKd8VDMieAVBEAShxEB1FeJU82emA5YDLTUBo4LTkTyUAALpUL+bHnhxHzdLoQkKYlZNBICwjVFzA8bRqiJXszSEwhHO4a12cJwtJoPa5Kektzokk0kW40hqwziSPx9U9REj5lh9Ogvb8FA3xUJ+0pttZGqZT7q40M3npAjg+UBA4dHC1YwIXkEQBEGIk0vSQSFIjq3Cpe90oDKLGCpMVMNPJjRP7/3P7aVXdw6wLxgY9HqOvIqG1QrvgX4PJwpgXfCaomktpsT4tZooZlkdF8TlhHY6MJPNRjKF1az6aV2+MB8rpCTwlNk8VoxvU3IDWfLQiMT26g1kbls045MigOcNLNarO6JMBK8gCIJQ9Wh5t7kmHcw1eK+T13QkYqvspvGpaAAiC2kKEK0QqJkuaWuCB1XJ13YNcGMbmp20gRMAQsjrV6u52He9gQcIczyZGlc27kbldNgyE7tAiU98m+k4Y626W+8w83EzmYys/vtGfDmfBECoJp+gpBsaMZ2TonTfAS2jt6vRxJPWqpnqlvuCIAhC1aPl3f7jqbdYPKByirxb3CLpAI/f8cRuXq6QQGRjWAFiwXqHQzQ0FqLBUT8NOf3s+7TbTCx4ElXGNGiCJxKN8i0kUbLYBfi9xgbRrApDiFxUHfG+dTUWWtDu4METiXVSeaLK+Om8bhykWuD4jHlCPDoYKQvvOnUxNTgsua1LhxQMW+L4a58PTqwgYKdzUoQJbjgpSv0O4L424W3VwhqJJSv2BgiCIAhCqeTdTifpYC6BEMKErUhMIb83Rm6/h8wmA81vc9AFpy3lnNx7ntnD24gGqNQqMB5XfadRfg5V23SVQH4OE9cUVexCSKOparx6rCNfoLy9vJpvNhtpkxVSfjcadDx22R9U/bcrFzbSrsUNtGHbwJTvYTLqqBFDJlIEqTZyeDonRYidw/cTJ0HJsXQQ0rzutZ20plOaDqXCKwiCIFQtyXm3qYIxOekAzyPpoFBVXq3qDDE7PBag+hojNdeZOHfVZDRwA1LPsJdOO6qTBQ0qjxA8WNblDfEt7uPxlYubyGxURas2RS0VVC21CiH22WI2suDVjgdEGoR3pTOVJMZJkS8YpViM+ATA5w/R/S/so027h0mvy2W4g46Gx4ITPp/kkcP5ApGMjOWLz15OqxY3sTUCfmDc4j4e5wxmfXVXd4FUeAVBEISqJde829RO+kJXnbXBE7W1jkRlUKs6Q9DgFoIc25gseFA57GqroV0Hnch1YKFGaXSr1nfFR0BRuGHNqI+QlSu8mBQGW0SMDPEqcDWC48AVYEUhbdjcgDNAQ85ersDj+VRdifso3Cqk+qGjUTX1wmG3JD4fLS5uuuC1uPKA9ZRCw2WpIoJXEARBqFryiXZK7aQv1JS1XPJ1swkerG9hh4P6hj0suBTjxAY4DU3HIo0AwxD0Oj1XdRscZhr1hHj/kepAUao6cLS0KmmyV1Zr6lOFMHJ6IW3jDXLxMwiMEYYNxecP87LrVrTRu09bMuuCFOsqxMlYuSKCVxAEQaha8ol2mk4nfSGrzpkEDx4/ZW0nN+SNuoMUCEZ5FC0EHK+fB1iMezwh1tCQxQ1V/hB5/ajuKhxNVqXF3YS4TWfRxUmAgXR8jAD+X1sMqRDqd0c91jjc8NZOJXZLJR6vkhDBKwiCIFQt+UQ74RJ0vp30pVB1xrog1mxWE424ghSKxrj5DAVLeHq56hu/ZA8RjOY1aCudTs9CTYssq1ZwTLD/mcQ+Do2Rq7/Jld/x5yGEPf4If171Dgv1jfgzWmNKLR6vkhDBKwiCIFQtqXm3mZIOZtJJX8yqs9b8BgGFyWnN9VZye0MUCGOoBJESHfeeLmiv5fQBRG6hCozpbew7rWKxC6YaJYzn9UZ92oSHCR5pRR0Wgp/kkxStmuvxhenZTd2088Aon2AlJy4gHq97wMOJDNyEJqI3b0TwCoIgCFVNrtFO0+2kL2bVObn5jQVtKEpNdVbeN0xpG3UFyReMUEOthVob1UxfmyXIQy0CwXDiMv1MUAW1WiUtR3LbavXEIVMVWJtyhsEfSMDASUpqNdfpDvDJBirK+PzxOWkfPb4H8FU/+3o3KTGFFnfVcUayw24Su0OOiOAVBEEQqhot2ilb0sFMO+lnWnVOJteqc3LzGwYk7OtxseCFgQFtVmhIs1uN5A2EufqL9UJcQ1xZzQYa8wRoYBTJDqrlYbpozVyVDL4vqXuoDahDpVyLdEMVF59Le4M1UXnH51NjM/EUN5yE4LwAk9tQhe9qGU/lgBj2+sN0xxO7+IQM30+cnK1YUM8nZGJ3yI4IXkEQBKHqKbVop9Sqs1Ef5cpfKBbIuerMzW9DXq7mQkDxBDmDOmVNa0jzBfA7USgc5VzZQCjK1d1gKMJRW+mEnDCZdO4TLs7qVa81CIXVCX4YB/3gSwcmxM7xyOL4hDskOuDExOkKUiSMYSNhCoRwQhJfMXsjVGsEXv/qjqDYHXJABK8gCGlRYlEKD3VTLOQnvdlGppb5pNNXfvC8UN2USrRTatV5b/cQWwJseVSdIdrHPKplAeILU9PG0bG44oqvolA4otDAiI+XhchFVRK+XhG704enssXTLuCJhtitsZjIajHQ67sGJsTOcVMcJ2SoHgZMx4P9wZ8sdJPXrSj82cMqgqfHvMGiTQMsF0TwCoIwSeh6t79E3l0bKeLs5/sQusbGDqpZfgLVrDpVhK8gFLjq/PSLm3i62upVK3KuOptNelXARmNsaUgHLrWjugtR5fQEuQIMQaZVgSHURPTmByddcNqFKmAhYc0WA38GsDmgkut0q01pmj+bI+K0BjkDUTgKj7WSddwx/NUWk06twpsN5ILojecyS5V3MiJ4BUFIAHHrfP4u8u7eSDG/m/RWB+mMJlIiYQp276Dw8GEKj/RQw+kXi+gVhAIB8dLRZOHfUX2GB3R/r2tq20W84UmbDpap+U2n13EjFCcyUIxC8ec4d3dO96yyQGMaMoyXdNbz5wKbAoQtfLc46cAJBU4uIHTNRj03CuL4s3c3qlZsQ4FwomEyQYri1eLjIIghehEdh0p9Y521oNMAyw0RvIIgJODK7u6NpERCZGpZMDGeydFIkbEBrvyamueRY/XpRd1WQag2IHDQpT8ho1Wvo9oaMx25sJFOWttBizvUARTAH4iyeAqEdOzNRSNaauQafKUYF4zhCbiMDqHFFd+kyWulRrY0hEzoKUbthjGy6MIUVEzUH62nGAy2s7hNdQ4LV1tdvhALXqcnxCJXs4hA1KLiG45EeeoahPAgKuzcSBjPS1aIvIEIxbKkY2ifoS7+GkzE07EFBe9RmGmA5YgIXkEQxq0Mu9TKbqrYBbhvrG+j8NAhXq5m5SlS5RWEAordp94YpX0DQ/HUBTM3Mo15QxTsGaPNbw3R/S/soyPm19NZx85nYfX0a93c4Mb+0MTELz2ZIL7i+bp836RnkcRVRR2sEOp/1xC+pZgklo/YhdA9xnyAjjIdoma9hwy6GEUVPQ3FHLQ1vIDeCC2aFeHbWm/j44ZKbjgco92HnHySAVjs4lijquuwUF2NiXZ3j1EITYLhKFd72QIBDwQm2sUHgYzvcNL+xP8sJw/CwEmLPqqQ0xOg+hoLjboDiYEVwjgieAVBYNCgBs8u2xiyjDPF85HRPl7e3Lao4NspCNXI1v0eevOghwxGM+fp9g55E5fIOTZMUcgVCdGmXYO0Zc8wV3ZZP8WSpn4pqugNR1ThNMGnq2C5GNXYzbwo1skCOI261OK2SlALTxK751m30BrzIarRBcmnWCisGMiki9IS4yC1GVzUpnfRY4GjZiR6UTlvrLfytDU159hGg04fp16on4OebDacaBj4JGXI6edqL+BbI/GJB7y7WB6v0/KPtWOtwZX3lLMQrg7HFHJ5w+QPRunOJ3fTi5t7ZDJbCiJ4BUFgkMbADWrG9M0tGjqDiZRYhJcXBGHuQbXuzYNe8gdjtKzNzsMiEmJX89lCwMZFqCpqx60KmSwAFrOeq5EQxCykCJPVYqTX63n0cKZBEbBRgNkYSjGXoLILsWuiKPVGG8ZNzQrRGNm44rvWfIgGYnX0emjJtN8Hn8GhPrdaKNARDY75yG5FGoOR4+Pg68VnhsorJtkljx0GEKmo0kI484hn7UdH1NZo588awhiNbNrnmGmqG05gkMyBn+SoMoET4gRBEIijx2BRQINaNpRomJfD8oIgzD1oQhpxh8lmwT/ZOhp1j4tdHmyg16ld/inCFsMe0NCES+2pF22gZYMh9bI3Lrnj9bF4tZftDWH1cnw6IL60CmUpV3dhY0BldziGSXSpV610/DieX2vq5uVzJXVNOLmAkEUmrj8Y5s8H4rbGauJJaDimuI/lMtkxcHIBCwTWXVsD24M67Q+nM5i4ZjROfNd0q4EHGz5enIjgKgC2B1FlL27uzXnfKpmKErw9PT30ta99jU455RQ6/vjj6Ytf/CIdOnSo2JslCGUBcnaNDe0UC3i4SpAOPI7nEVGG5QVBmHsgQNkDqtfxRDQMhWCtq4zntmaCo6v4svrk5fBaiCmz0aAmDEAsxRSu7mbzyarV4NIGDWqo4MLGMFmiauj4+Ra9m5cffzQ7yfuuHVZ8PhC0qN7iZAAT1TAKGNYQPkHBc/ETlEwVc4hbJC0snVdP7c01ZLeZOMcXTW7IUM70UcOxgIl5iJODTxi2CvxgQh/83ogqi5aiGbvAVIzgdTqd9PGPf5xeeukl+sQnPkFf+MIXaNOmTfSxj32MRkZGir15glDyoGpbs+JE0ttqOY0hVfTifsQ5wM9jOWlYE4TCgI5/iCKIUa3ZLF3MWDpJw15cbahBPM6K/btxoQWhpF6KRyVYnxB7iCrLYOUvC5DGgAY1eHZT0SwDIKJA6Md4eY1cpaF2fFJPDrjSTkQub4gO9LooEAyrnmdl/DXJy+IHnwnEMqbc8d/aaIwb4c47eRGtXtJMNTYzV+LR4FZrN/H4Z5ykIEcZMWfaNDf2ZZP6HcHveA5RZYNOLWyueqkYD+8f/vAH6u7upjvvvJPWrl3Lj5155pl04YUX0m9/+1u65pprir2JglDyYKgEcnaRwoA0Bm5gg2c3GubKriZ2kdAgCEJhQM5uU62JDg4EqDEer8oCNmmZTFdlUNhj+0H8eVWMYciBeh/NUhBNGDOsVYEhfCGssAS8pRMyYcsERI8hjQENaqkKNvmuMZ7agOXzJVMVHMcRvt1wVK3u6nRqooLmy9W81hrJiQveQJh2HxzlBdctb6UPnLWMH0cU3Z8f3sGfc0dzDX9eGDmdKqD5RIhUiwqAEEYsWjBcfp/hbFMxFd7777+f1q1blxC7YMWKFWxvwHOCIEwNqrYYKtFw6oVkmb+SdAYjN6jhFvfxuAydEITC09VkYREzNBZQq3ksmpSEyNGqh+kue+OSOIQvi9/4gAksjPVB8DbWWviWm6JQ+dXKjhg/bFAngJUbyNmFR9euC2ap2Sr8/FCslpefLXB8YReBf1qt1qrHXn3HiVujWVOS72OkMNIcNBsCfNYnr+mgJV117N3GGiZMZksClWGcwKBhDnDzIk5qTBUj96q7wjs2NsZe3be//e2TnluzZg298MILNDAwQG1tbUXZPkEoJyBmMVQCVVxEjyGNAQ1q8OyK0BWEwqYzvLC5h6t7ew+5uUoX8gcpGm/z5xtUD+OVQ5PRQDo0nqVW81IElfaLJozw4wuGaWDEz8/7Q1HSpwyfgAi2WQ0s3FAx5AYsKl0QM7YlvIBaDS728iY3rrF9QFH4ca9ioa3h+bM6hEJLysBJRK3DxNYGxMOpVXkIYfW4pvPV8hhik4F/eoc83HCG8dKa6D084KH+ER+1NdrIYjZyzrJiVO0L8O1qJzBqAyO8xCFatbiJWhvUuLlqpiIEb39/P9+2t7dPek4Tub29vbMieLdv354xo7QSCAZxNky0bdu2Ym9KSVK9x8dDNLhjyqWq9/hMjRyb7MjxST9oAtm7iCOzmHRUZ9eTLxgjjz9+fTxetWVvLgROLEpRRa38TWqsUtJUFmNR8njcahUyHOFqLmf6akI37vXlnFdF4SQCs1GtWpqMOgpFSlnyEg+VQM4uosc6DU5uUINnFzYGu17N5d0aUodPzDZ8YhCNUTQapRoLTiJUDzZmesCLGwjGMjagNTr0VGvTc7zZoy/uoHrjKFd0G4wKLWkz0JsH/bS3O6C2uSkKT2xjT7ZBR3azkYy6MLlcIRr1RLjK3FUfoUg4RJEK+u8rk4Wn4gWv1+vlW5ttckyS1WrlW5/PV/DtqiqQ3+oeIl0kSIrRQkptC5FUAwVBEGY0aAIpC20NpsQ/8GhYaq2P0YAzTL5AlMO0Ejm6rIMnCwEtHCBVCKNiPOaNUCCkii+IWAikQFi1SEB84RaX5PG6SESdAoaIrDqbgYbdkayT2DJlxRYKVG0xVAI5u4geQxqDNmltX7SNK7uzNWktFc2vi4zdWruBFjWa6UC/n08SMBUtXaoblnfYDFRnVxsJEUM37A5zw1lH3NJy9jGN1Fpvou0HvTTkCvFnw5+fjshu0ZPNrCe3P8InSXj96oUOWrvYwYK32qkIwav9IchWeZ2tquyqVavIYKhcIaed/cEKkvM42u0vkfetjTyliwcX6A0cW1Wz/ARugqqky+D5Hp9qQ45PZuTYZEeOz0Qrw4Ovv0aRmIEWdtbyv19ut5ufq62t5du6OoWblppqLZzf2jPknWAz0C6Nw0uq/RvJ6Qx6NYkBvt5oTEcWi5WWL6ylAaePhp1+cthM1Dfi4+xYXIZPRq30EtVZzbSgs46CESe5fJNzu1ULsJoGkdyQlQkshzgtzved5fgsiFkMlYCwRfQY0hjQoAbP7lwIXQ2z2cBxcPDjGo1m+tFn30Y33bWFNu0aIF8QtdaJqP5rHYWiOnIH9dTVUkOKPsz2ka75i2nVkqbEskcfpX5H9ve6aE/3GE/Xw+eHyDpYH2wGPS1faKeT13TSaUd38mPbKuy/L1TOkcRVdYLXbrfzrd8/efJTIICyP5HDAf+OMJtA3Dqfv4u8uzdSzO9WO/qNJh5cEOzeQeHhw9zxL01OgiAI+Q2a6Bv2caRUtjHfDpuZBp0YaABxqjZKQc1COKoJC1G+zN1Ya6VmjL416OPNTAoN4XXhKH3wrCNoUVct/fLvb7Blwe0NU4Snrekyik9/MMKiGEMVkgWvNq5Y22R15PH461AxThXRAItgSEO9w0zdA14Wc5qdYrb0L8Rtb7SRCoEJTWJGdVodhDwE55A7RP92+fH0u3u20OOvHOKTFIA0BwhdfDbm+GsQTWY1q/IMjyOWLhkcn+c2HaYHXtzHnl58zjjOeK/WBhudcUwXfeDMpWSOr0NQqYijMW/ePL4dHByc9Bya1TL5e4WZwZXd3RtJiYTI1LJgwh9mxdHIWa6ItzI1z+MmqGKLc2nAEgShbAZNRGOJbNVMoJN/zBtkwYhlEScGkekLwoOgKkWIViyDyV21NVrjEmKzdFRjN9Oizlp6eVsfHex3UwgiLEO2bDKIKht2BshuxWSvcVHKfmL2laYXqunErvZeiO9CJBfGHfsD6oKl7RBOD/4ZxAmDN6jw5LMai4mHRuAzBS5/mMcNE4W4yYx92KQOreDhIgYdV3WHnH7S6xRaNr+RuprVoh7A9+Kvj+6kRzYc4KESwICqvR4WlSgdHvTQfc/v5ZHRH3nnChbbQgUJXlziWbhwYVozNh7r6Oig1tbWomxbpcJWhl1qZTdV7ALcN9a3cZYrlkPHfzEEZsJysas6LBeCIFTIoAnEhGXJv4VIhJBFNRdVQgglthHo1UoqvJ0Qo+zBjcRYUGKKV3L3/oK2WhZHW/cMqeIrnlU6VVUVCQcYW2sK67hyjMv2qFKiaplsn0hOecgFCGlMfVNH6qr3ywWtup0Y96zTUUcThKoa/4bRws+8dpgHUaCZjZeLHx8cO9Tk4ZHG54bXhyIh9krDqnLjHZvopDUddPrRXZza8eSrh1SrBKrCGBaS+PfXwLYGTHnDMhgvjIQHoYIELzj//PPpd7/7HQtczaOya9cuWr9+PV155ZXF3ryKA9VSCEi2MWS55IbnI6N9vLy5bfY7YbMhlgtBEMoBVO1gY0AVEGIXFb2OZjvt2D/CE7UmTVRTiCOrfP6I6quNqc1Ren2ML6frdfDpqtm7yTYEiCFEke3vcXE1cE/PGPn2hidkueYiUNUcYIWsViO9+7Ql9MIbPbw+NNQhggtNdC5vkHzxqmY+BMPjY5PLCR79y35pNZ0BIhfHGhVXi8lIdz25m9MU+kf9FIup2bgQqxhOAfEbjz2esN92VIfNRtq+f4S6BzzU3e+hQwMuGvME4x7tZLGrwhFzgTA5PUFav7U34eEVKkjwXnXVVXTPPffwLX70ej3deuutbGXAfWF2gTWAq6XG7NNpeEpXLMLLF5pyslwIglDdObvw7OI+xElns50tCPDwInO1nSuFKhBEhwfcNDjqT1zy16qpWj4uUCu58dfEnxtxBVgsYcAEhDG8nxC7uCQeiaoV3ql0JtaLZrhgCAI6SkcubOTL50++epD29vjjUWnqJfppHZOYwn5eVDDLCVRbx+0gaqUXTYU41niCI8mMBha7fH4BzzU81Sx6EV8WmyB28ZnOb3VQDcYI11v4e/D8G4f5xAbAm52p2IT3QeUfNhWcSC3ujI/nq3IqRvY3NDTQX/7yFzruuOPo5ptvpt/85jd07LHH0m233UZNTePdjcLsAB8sqqKolmYDI2mxHJYvluUC1gr8IYLojgY8qvhGV3B9Gz+P5bC8IAhCoYDAuePxXfSPp97iSi6qgmg6wi0qem/uHWbhB/EC4eTyRcgbiNLBPhcNOuN/wxC+q4Fpa8lvEJ+8lng/JcYCFyIJldhFHbU8ghbV2lxDjNSoLTV9AdVMbCt7iLXcM1Zs8Ulu0wTVYdUaQSVXwbWaDfEEivGJdrp4nJs/FGGRjxg5CFhYRNCAhuaz5Qsa2PpRY1PjxoASU5dT48TU6jCeifcdTmj+w+846cFJgDcQUm0Q6UbqxVHfAycd0YR3WKigCi9YsGABi11h7kHTl7GhnYKHd3K1NN2ZJv4IxgIeHkmL5YthudBZayjqGaWo10lKOMQ+KfxZ0ZksZKip5+fnynIhjXKCIGRCq+zCC7sQ4jPpbyhsDKjoef0hWrO0he0Be7uHuGoHawIul3e11tCoK0hjsBAoabJvMYyCRan6JCq6aupDiBZ11pHXjwxdVaBpk9umAmsyxoUYRK3JpKfNbw3Rlt1D/H5rljZxJix8qt4ZCK3pVofnChxTVMCNBjTpqekV2nS7BoeFJ5s5PWoTGiq4WsOhJS52NXGKzwmVWc3njGOIfWUPrxaUHF8vlpvwuep0VGMzcWOfop1UZPjnRF0/TmYMkxIeqhk5EsK0gHCrWXEie2BhDUC1dIJlAJN7nAOkt9XycoUWemy5iEYo5nOrFd1ohAdhIINSicVIQaU3HFAr1fa6WbVcSKOcIAjZgCCC2EWXfarYTa7ocWXXG6QvX7KOntuwmXqGg7Rhd4Ab01oabKTTYfJaJG1zF4+ujareUIgvVI+Hx/zU2mDn9UMMQ+eiSptPSr1CMQoE43/jIzF67vXD7N9FIsH+Xg8nN0D0FWrohJ5ic5Kvm5w+oTfoyGwyUhRCPEmUQuwunVfPgrap3kb+AIZE+BOZujaraUIlFsfciH+DDLBuqNNC+PjHRx3HZw+zxQTLYflk7PGKfyiEFA8lMVI4FVR2Yetc2F5LC9okklVDBK8wbSDcIHgh7JDGwE1h8OxGw1zZ1cQuEhoKDYQsWxj8bv5HQWfGxD31DwPiW3gkYzikPm80zZrlQhrlBEGYtZxdu5l6h33UM+zjSVuYjGY0BFm8apVgCGJEhGnicsL4YFR29XpqqbdxVXBkLG4/IOKGKvzO09nyULycIsDz3VChxNQyNf8Xgs3tDZLLGx82QXMvdI8xH6CjTIeoWe9JTFAbijloa1gdFzxd4auJdW0kc53dRC0Ndm7603KOIVRx/JB+gRMKVGqRfIHIMYjgPd3OSbFyaCjDT9gX5BMEnKgkBmepO8WPY93assngcXi7gyY9uX1hNdUipXGNt5F0LMZPWSsNa8mI4BWmDQQbhBuavriaOdrHDWo6g5FtDJrYLYawMzZ1coWXK7vWmvFrReNbT4SGu4CXRSqWnw2kUU4QhNnK2cXzqKJqPkyLSR1iMN6YpsaCoREN1oRU3yvEU1ernZrrbTxogijA1VjehiAsDfFL68oMMmejCl9ZV2PRUF2c+7ouxO551i20xnyIanRB8ikWCisGMumitMQ4SG0GF7XpXTxWOF/Rq1VntT/dOIZNdVZ627HzOG0BwzGOXd5Cr+wYpA3bevmEBJ8RmtZWLW7i6Wawm9x81+ZJ1gysE/YH5CezJcQIg52e2pvtNOIKcoVYfdzAyyWfiGhRcisXNVFHcw099rKaw6smQmAfFW6Mw0uQt3zO8Qs4oUEYRwSvMCMgZiHcIGxLya8aGell4U34iYRJMU6spPBZNRruDEbeTiw/Uw9vuWQTC4JQ+jm7AM9rk7a8PqLWBvOkuDJ1Qhe8paqQ5ZirWHxcr0FHY54wX+WCIEK6AhrCIKoGRnwzGuOLdas9agpXPH3xlIdCgMouxK6JotQbbRgvaCCbmGxc8V1rPkQDsToeK5xvtBhWpOYb68hkMlD/iJ8e3XCQJ6Hhc3txcw/n4sJqguq7FicH+wCex8lMplg5ZCGjwW3UFWC/s1ppJ26IQ5wYPpImh5mXS/73Cp5uVI9RtYWQhV3hgRf3clwZmhFxDOwWA81vq6ULTltMZ6ybJ9XdFETwCrMChFuhc3azAeGtM9vIYKulWNBHFA6QAnGJP/xKjAipDHoDGay1vNxseHjLIZt4OkjznSDMLhBG2XJ2kyt6qBpi+R0jqgf05DUdPE5WiyuDSNOErNrMpFYSIdRi8XWgooh3WNDuoFBEof29Ln4caDbRdNoX75csirVL/ZqFoRhJCqjuwsaAyu4EsZu0lcMxB3UanLTW1J2XtQEWDbweYpdHAut13Dio5gKrj+EkRMvFPTzopUvesXySsMT91M8J64XdQPNMs786HhcHewuqvQ21Vv488Bwi5DSrBKwiaICDVQLVY3DW8fPpjHVdtL/PRQd63HwYkLyBCDIRuukRwStUJBBmelR3bbVksNdR1DtGShj+NTQI6ElntXFKA/6IYbnZ8PCWQzZxPkjznSDMDekEUeoVKK2ih0vkyQIG07YgtDZs7eU0BAghbSxtck4uKoa8LqPCAyAgUo+Y38jrxHQ1+D+18/9UtAltmr+U15vkD0aFWIvmUjBdbAaV4nxBgxoquLAxTBa741uL51v0bl6+N9qY07rhkYbIxbGDlcETCLP4hG8WNgLtI9JSNPAZICs33TQz7XPC8IddB538+UQjUbZ8wPeMVaEq3Fpv43gynJTU2ozU1VrL29A34qNwOKqOiYYIjynsC4ZVAjnN2uS1ZfMa+EeYGjkNECo6Nk0JesngaCRz+2KupppbF6q37Yv5cTwPATcbsWmlnk08neY75/p/qtFzUdWbjVs03+Fx5wt3SX6xIEwTiJWT13ayHQFpDMNjAZ5Shlvcx+N4PtWHCfF78duX0eolzSyEBkd9HFWV6kHlPNgIhFSUK4WIJcP6T1jTzjm8aIhSR9pOTlOAfo3PRsiINg1NXUPhQBoDGtTg2c1GRMHEuRgvnw8QlohUG/UE1aYybhZTK65qk58aDYeMZIwLXr+1hy0MqWifE8QpTggwqAMeW22qGmy3WFc4FqOuVgdXb/F837CXTlrdQV/40NG0bH4DW0ciWupFfEw0KszIb77jid1p31tIj1R4haqJTdNbbHMam1bq2cT5IM13gjC3QBDhcjgqhJman9KNhYXAueupt+jNfcNqNFathZMCMMhAm/2Ay+YmUrv3HTYzN0DhcYipJ14+SC4fKpcY7pCfWMVl9+SmNBbEBbY1IHoMaQxoUMv23sZ4agOWnw7aocFJAcRq75CXfbcAnlke6RyN0eu7BumeZ/fQhW9bNumzWh+foNdQa6Y6u4MODXjJHwyTzWLg2DDk9jrdQR4f3FRvTUTRbdzeR9FYG21+a5DcXlWwY1m0uMHz2+Awc/NhtgqzMBkRvELZkK+XtNCxaaWeTZwr0nwnCIUBAgliBcIWUWWpzU+5DKzA9C1EVOmM6nhbCCPQUGehplorV3Lxn/CYJ8TVYFQuIeASg9FyRB1lgPSC4nh3NZCzC4/uYuMgN6iltzUoZNcFaV+0jZefCWxF4GbASGLoB6LA1OY2HT/22IYDXA1O9vOmZi1zKkZMTeaA2AUQr3gcJyxoUtOi6A4PemjXoVGu9qs5ypjwpg6s8PhVTzbSIty+KJ8spTsxEiYjglcoefL1kiYLY/vyE8jY2Em+t16dvdi0WJRCAwfSCu9Sziau9uY7QShVIFbQbJSL+EodWAEBhv9KtclbmohCg5TiUMjrD/MyTneAUwBQEXbYTSyA+b31cQtDXMTy6NwMdgaMyi02aEDbEl5ArQYXe3khfieKXoUf9yoW2hqePytDKFI/A9gMIFrRE2LQG9jnm1ptTc1a1rKJU0cCaycp+LxwsgNBjBMTPomJD5sYRx0FjeXx+TlsJr4ygPfK5ftT7YjgFUqafAY5gEzC2L7sODK3LiAlEpx20gDWZ+jeQvreHTQQ81MsiCa1CDe/1Sw/kepPfi/pjeYZZROXQiJCpTXfCUKlMOgMTRpYgZQGNK4hdSF58hYEEYSv1nwGsQrhO6+1hgZGA+TyqOkDULgTrA1YPp/Ra0UAyQvI2UX0GNIY0KAGzy5sDKjsstgNqcMnwFRT33DI8qlaowkQlXNYGyBIkZyA1Ibkamtq1nLqicn4e6vHX2s6xDohfrGc1ZL+b792UoMfh308p1nIjgheoaTJ1UuKKi6ydLMJY4jN6U4404S3cddzRH4XhXCRC81p+EPl7KdQz1vkevVhajzrMqo96sy8s4nnMhEhXxGdV/PdLCVcCIKQW4rA5IEVOrJbjVy9RYOaNq4W+gmVwORKLZqv9vW4qbXRysMK0AyVmrDA91LEH6cx5GmBmEtQtcVQCeTsInoMaQzapDXYGFDZTY4jQ34uRHy6EcxxZ0Je+4Y+Ma8/wkIZ9pD9vW6u+vYMeRPV1tSs5UwnJhC7kMIQxPgdQ0SwYqwvVRynVoaxP1gG7yVMjRwloWTJx0vqevUhioVDRNHwnDRZQYx6dr1MFHCRLoJB8rGEq00tD8Qo6h6m4cduochYHzWe8eGcs4nnahzxdEV0JTXfCUI5AlGb6ulNnbQGgYYmKvg/URFEhRBNb8m6LZ0tQVveZNITYRhlLJY2miyZxJ+A+PpKQfdCzGKoBIQtoseQxoAGNXh2U20MiP3ScnUhEPUGNWsXYlersE4Hox7WBh2LWKxHHS8czpi1DDsJ/LfJI4FxcoLGQlRtEXWGBjaDTkfeIJaL8vohbtOBzw7r1L4fQnZE8Apl7yXVWWsoPHSYRaK5fcmsN1lpwjvqGiJdJDQeXKlP/s8H1wGjpIR85N78NJlbFuQsrOciESGTiI5FQhQ4sJVCvXsocOhNajr3k2zDqMTmO0EoR6GrNaXBuoD7ELiItuqqj9CqhTUJEYUxtGNedbQsBBHEV64BXH5ElaGCmOTdzYoy/fHDcw3E7VQ5uwaDWqJGZRwnDfgb5vJhtPL0y9b4k4iKLdaNiq0/GGWrw86DI7R2WXParGUIXwheJDMEgmpKhipodXSo3001ViOZLSY62O9msYsIM6xTbZQzJCr7HGfGFhU9rVvRKg1rOSKCVyhZcvWS4g8WLq9DgM1FkxWWD8OLq0TVCW34yzlB7GomMPWPatTrJM/Ol3MS1nOViJAqolGIjrpHKeYdo1goSFG/hyKbn6Zg/wGqP+Hdk6q9ldB8JwjlBMTtHY/vSjSlwafLk7bCMdqyZ5i2UZT29fnp1HXLaOeBERoaC3CFEpfKgZbOkCsYQQz4iv4Ul/TjixaQGOlsXtIZIqREjaT4MV1seqIOJwJLu+r5pGBg1M8Vc7YNzJBkX7D6dxuhxDra2z2WOFFJHhKCuDF8pmg0QyUe24DX2W0mqq8xs3DGZ+oe8ibyf7XPBVaUaCxC4YiexTGq0xC9HS019L7Tcx+dXO2I4BVKlpy9pKi64o+DyTzFCo0UDfop0L2D7+baEAbhHQsFkPitPsBz6dOtH+3OMf67Fx48mJOwnotEhFQRjb/MkZE+inidRNEIj1Rmy0Q4SKH+fTT60j2TLBO4nUnznSAI+ZEaN4b/cGFZcHpUC0IwHKFXd4epb+wt9uoi4kqnh48zylmxuJ0WU3V0FZQYGZr6Sd/QTzqrPx6BpiMlYKeYs42iI+15C1/k29Y5MJWNqDaEKmyYjHo9+3pnkjrBVxfjf7JxsoHoMIhZTEjTfLzpspYhhjFC+MiFjWr2bmMNvbl/mHYdHOXKL9bLJzpR1baS/M8Cqvl6nZ4MRj012kz04XNWkNksMi5X5EgJJUuuXlIlFODqY6Yxk9wB6xml8NgAC76xlx8g9xtP5dwQxsKbz7Sn+OOY9NcJE8lySS+Yi0SEVBEdcY+oYhf/QJqt48cpvr1K0JfWMoFjkm/znSAI+ZOa2Yr/RnsGPSx2IXJw6Rr/1ULTokEK4E8N/iuEJ5UvLk1TtCa/TvO0aokBhdXDMTJ27SVD4wCRMUQUxt88+FxjpKsdJT0qvlYvRXqW5ix6MSJ4Qfu4vxXVUXhsIShhO0CyAjzNWmNZvqDSihMNVI857s1m5s8yOTUhNWvZ6wvRjgOjtOewk7bvH6WXtvSy0MUxx2eKoRQspkMYQ4wTm/Ft594JRaGuRhudevQ8OmNd17S2u1oRwSuULBO9pP2kt9WxfxaPs3DDpR7nABlqGkhnNFPUM0KK0jTZbzraSxGPkyuaOiQKWGwUDfgosn8LBfv2UWi4O9FkllF417VSeKQ3w5bGjXAQxBxiqcs5vWAuEhGSRTSSH2GxgNCfIHa1SrUSI31NPcU8oxktE7k23wmCMD1SM1tHxtTKLnfgm40UYD9nigCFfYoHGRi44QkVX1z6ztdrq1ka8GM0GqiOrRQ6GnEFudqsCa65BpVdFru6KCm+8Wxd3p2whXQWPz+vBGooOjJx3HImsbt6SVNiyAOAHxYnEBCnEKIL2mGDI+ofyT9aERYEVNZt8Ul2GByB8cMQv+lSE/j92hwTbCs1NhNHi+FzRPIDpz6EY7zt+IF3F5YWbDP+icG64eV9+3EL6ANnTZ7sJmRHBK9Q0tiPPIm8O9aTf/9mCo/2s0jTQahB9CJxoK6Zao48iYwNHTT28n2TmqxQ2WWxC0FpNJPeWkMx1zApYWRQxkgJemls44MUC3ip+dxPphW9LLxXn8FWCAUV1uTrTPyvQXKGJVR4iJvD9HXNGQdUzGUiQrKIRvUb+4rjNakCjpMHHab+GInilonQwEG+TCrVXEEoHMmZrZy+4FYru/DnovrIqQxJQyEY/jOkGx87i0vd+hjF8jDc4tXasAPO6g3HyBsIU0dzDTXV6ah32Jv1tVO9E9IGUJGceotibGNAZTdZ7Ca/mxK0kc7uIX3DwJTWBjTkLZtXP0EQYv+8/hCLRsS44aRCTazItdVvHNghlnTVk8mg5zxeHAlYJUZdflo6r4G6mu052VbU6WsKb6dCalqG2oym2hq0H82f3VSnTs5btURtihPyQwSvULKgSjn24j0UGu1Tha7JgmtIqrUgHCEyW8jU2EH1p17Ioizi7JvQZAXPLmwMqOyy2EVKgd+tNp5BxGGdeiMpQT95tjzDr2k47YOc56sJPmNTJ/l2vkz+va+pHl0Nbl7LTNQ5QN2//CIZGtrxpzpjHNhcJCIki2iKV3khYiccW/yriiqw1aZWfqNhinrHaPiJ21jU49jj+BjsdWTtWk72FSeSuW1hwcVvKQziEIS5Jjmzlf26IfUyOVAjyNTL3dqgCIQOoJqL+6g0ogoIIC7zQYk3dQH83UFUFtIDcIm9vclK/SOqwmbRmrTqXAY5mA06/ruDbUfVEuCt0lWguUHN6mcbQyZrGj8eNpHO6uPlFT+sHxPRhpjhRAEWAYhQrakPSQk1ccvB4KifguFo3BOrDoTI58jBXqCKXQNXdUfdAfIijkxHnMV74x2b6KQ1Hdy0lmnUcPL0NQjcSFQb26wmMCRnLbMgjn8AmSrIwtTIURNKFi1pAGLM0rWcH+OKZVyMRf0uCjv7ybdrI3tNU5us0KCmXsq3qZVdiF380TCpM8snVFBDIXK//jj5973BVVstszYWDqoNaxghWdfCf7R04RwufykxrsrGBgNkrGthUZluMhzEnKG2iazzlpO/e1fGRAT78uPJ1NTFVeZ0wi9VGGJ5vA9SGVTHBawg4/uLKjREP6bEcYLD2BDFQj417cJeT0o4QFG/m0L9+8l/YCu5Nj1G1gWrqGbFSdk9zzhu7iEKdBtmJFDnchCHIJQayZmtPCQBJ6lxQYQKoBYCgB+DQRU9sZgaW4X/gCF6uVKo1/Pl8Xzw+MNsiYDowroQk4VhCrjMj/U212FIhTpUAWI1F3GobhauHo2LcZDJboE0BhZ7sexVS0VBkUJR0xvSPK+tH/u05/AYvz8ELXYNNoY1y5ppx/5RTmuAaIUYhuiNu7tyAscCzW7DY36+hYBF6gJyfmvtZragbN8/wv5gJDSgaQ2CNdW2oq1LHeOMzw4nMfH9iH/u2hhi/putEDcrLl9gl9zdaSKCVyhJMsV16SzjHla9xTYpriu5yQriEA1q8OzCxsBV2RSxy+vUYQpPhKI+J0UDHjLWNpHeZKGI381RXjz1pq6FTLXNFCQzT1rTuftz25FohC0VptomMrbMp+jYIEeWQUxGva4JYg7vSSYzKahixxMRzPOOJGNNHYWHe2jooV9PEn6wfKACnSoMUVk2NbRTeLSXorB0xCLjGTfxCrfR0UAG5Py6Rnh7dCYTGVsXUWysn6u9LF5RIY5GOcbMv28L+5jTDcHQBKrp1cdJ5xuloe3maQvUuRrEIQilSnJmK6qrfJIaH2yj+XU1SwPELgslNJzGFBanmlg1GlUxliuq2CLOkE2tq8L7Wmsz8yX05nobeQMRtgDkUgnFdkLEWY0GroRCFGbzFnP0mIJ9mjg4Y/J6Ue3W8/Lp9kV7Lf7MpTaioaLr/P/tvQecJGd1LX67q3NPntnZHKSVVhulVUAJISFEDgZhRDDBZMMzQdj8wfj5gQ044cfDgSfb2Fh6JGOCLBAZSUhCYZXQsnlXG2dnJ+fOsf6/c7/6aqp7unt60s50zz36jWanu7rC19XVp+537jmRpEqrsyqr7kzOHrtqarxYKuT38LFh/TguvKy5wc9yA+h4cextzX4mt79+tptfd92u1dwsV5yS50xfw/uay2MGc2pFHc1rHsNg0n7NDhVdLJg5hPAKluQ09FzsupxNVnBjQIOa1rGW1MjmMiyVYOQzTBBzmIqDhRemEg2DG7/cmPp3ecm09bC2C6PeIau0UXThzGfZJQFVXqNpBaXPHaXo+AA32uExBD/koSfGNgINFFi3hcLbn89jFzv6JMWPP1Oa+A1108Rvfkm5VIxMVIIdz2MbrkAD+VpXk8vjp/TAaX4cz2M5VHZBdnHZxzhjnyGDMOPjTNCdlXCXRzlhYPzMbGqKo4OToLrHR4h8AXIZoVkT1IUI4hAIljq0Z+ueA700CncGTGtbU9m6bQA/ID8p00oMc2EaX1WC3S6TOprCNOZOUzyV4WWz2cr6WedzRVczblwLBz0US2SovTlAF6xpovjJYVueUBEgbXl4x6JyidhcN+XRlVVu8USYzGSQXI1j3KBWWtaAa1KGzEir5cs7/bE4obxsFaFkop83Wb6h3SSrgWlVj0MBg48N78/GVY0UCqJqay3DCXgpHjcQ4h8+fIKeOtjLFeChsQQTXvDVUMBbkL7GZBhxwSDqVjw0bgLgAoHtNoV9dO3O1ez2IJgdhPAK5g3zOQ09H3ZdWsuaPXNA6X5L+Ofy4yC89godzWhodGMOq1LUuOoZamcCq67HWiOQL4gYtlY0edk1PFzpVZXWPMskeDnILSCZQJK610/uUBOZuTQlzz1HgQ07KGeOMtktR/wgN0gPnyMj2EC+zk0liSEkH03PezWlzh2m+PG9LFVgzS48iaOjysEBco1gIxnhVsoMnC5RCce3qsEyCHdwFSfOOavqToJqNq5QGsNgY9UE1XmDBHKOCvh8B3EIBEsdTs/Wex85SSfPjVlEVjV+4WrDxIwvLUrmABKlTWLaWoL00d+7gnoGovTfDx5nCYLpzrNcAVPhTqux6QAShsYuvA6fOehfQcbK62sLgS3pKiUqoblptcVuyo+tJHcwzm4MaFAr3JbJj1PWx368sw2hcDJhEHrYis3UhYL1yV6DySwkB2OxNBNeXr1JBXZyeO+gxz7dF7GdFgDofoMBL3W2BgvS1zKWlzKnt1naZ9wwrOpooNtuvohu2L122upuqVhqqQgrCOEVzAvmexp6Puy6dENYqv80uzGgQa3o1dyw5niBbSnGz2W1BABhDR7V/MbaVzxvPacJWYXvAVZpQQ+cTrIbhG54U3ZAmJbMc4U2n0mSEWqmfCbCpA+TmeWIn9q8Is2lcuA1MUwPdlHk2Z+T0djOleo8bHkQkewe5Sqvp2M9V8hZy5tJla2Es+yDv1nzBVV13FQUhFxEo1UT1FI3SKiq5yIjBdKV+UzNEwiWMrRn6zU7VtJX7z1Ivz02SGOxlGVdZS2EoEeriz/gBZnN8t+4DPQPxekFu9eyhhTVYnxmEVhRobg6BepqYlJT2E8DIzFu9AJZOzscZTJVjHJiAF1JRcVSRehWrqTCeQE+u7AegxsD+/BCs+vKc2UXZDc3qsMnZgdb8mDteSjgpmhiZoEdGGtIGEBGUYUHUYVuFyESOihE28nBBg0BEsXAvQcqwN2ZHL9/azrCbEOGYAp3Ls/rD/q91Nroo8u3dNKrb7jADpgoR2grxVKjga7Fo6rtyxlCeAXzIk+Y72noUnZduHjrpjXeB69/WrsuVJXhswvrMZBbdeE1lCUZiKeuyHL1F1doYzIxzTlHBTKGbWJ5f1h1joCM21f64guJY4IQBBqkFoQZ5BmAkTzCMtheTS0PspmLjzOZQ1IbL1ZG0sESA2wf+wSLNYRv+IN2EIdu7AOBhNewa6jbbl7jKOZsmivWIKNoimPijOUrVMJBenncHVX12UpPyt0g6VQ7Vy7D/skeSDJKrHcmQRwCQa0B5Ob9r9tFj+3rpcf3n6MnDvVT2mKLIC2s43W5KJHO8r/bGuA+YHKaF6a8X7B7HT19qI/GYmZB01i1GI+mKZWZYNIUiSunA/zbWSTmG3ar6aqwejwZC5zz+CkPOzFcv636ACrFOkWsEG4OlYDPLqzH2I3BjSqxm2UMs01aKwdUnvP5mRNATRqVc4aL1wOXBlTFp9jJWWTX5ajaOvkvloFjBN47YHVbiLZuaqMbd6+lcMhXUJ2tRGiv2raSzg1G6alD/YWx1Nm83UB3QadBN1/WSssZQngFc5YnlGswm8s0dHHoBLm9lI+PK/9c3cFBJk+dhy66suz68DhCJVBZhfWYmclQnrt23eTyKYJFWWtO0K7uoiKLai+mC0FQtVTBtKvACLuAs0FhbaNE84MlZ4D2taC8AdLJY6qnCSFr8CmyCmJuVVlVWETp90fZjSnyngf5i4ywREF7DDPJZrmGbn9R4+HyeiiPxrhMipJnD7GDBarWXrZEs0hv4dYKLMzyqVG7qj5b6Um5GySsNxcd5/2GltjlDXAT4VyCOASCWq72rlkRpq7+KI2Mxy1XBsy2qJmjhqLQA1QIUf1rCHnJjZtyvgS52JuXuwuqVDWAv6I6ae+LG9G5aKoyWQsLqD2Z1BbjulEqFthoD1FurJPywyvJcBvU3OiniWiKPX+n7o6bQyW42muRZm5oY83u/E/Lz0TmoZHNmxwfnEa8s1XFxg0CSCUaCLWdnDPqWbtC8s2/y5xs7MMkXU7Zp11xSSddu3MN37AUSxBAbp2BFcWEFj8g1+GA17Y804BkApKUQ10JWtHspUt30bKFEF7BVMxQnjCXBrNKUNXZczTxzC+UpZiay1Ok05IFgPhkRs5NVn1LbdttcKgEth879Jiy+gLJgzbOljTA78frIG6K/DqrwFyR9Sitlqd9LeVjE4rI8st1AIWzBALCjMqtpdl1wvE4+wvzuKuqMqQN7iCqyGrMyx0TvvBgTcSVUZBdLZcACWavsczkdpmwqkYPXqc+LlRtoE02PJTWxDUVt6sXuvKM542GFsV9HVV1vJczlZ5UukHiJj6fn3KJDC+HKjSa66bYyM0giEMgqGWAGIJEtTZ4OHbW6wvazWBwUNAfDRAgTLFjqnvz2iYmSfgbjWfQ4qKBbbYAyS0IvZhCGItigbMqFpgMk1wNo+QJxMgdiFFjZBtXLU+kc5TOQANrhVSWqPbCZ/f8RBqXRjmpBghqTjc5W8tgHHDDgT/gZYyx12OjbgicCZfqF947XldeyUdef/PFtHldS1WBFc71QfZw6PQo639bG/wlC04r20J04mySDnfF7MrwcoQQXsEUGD2HKNb9TNXyhPloMCuHXHyC8ux7O0ncyGVy5c9o7uDqafy5Z8jXsb6iVEJVet9APktzCuINssvG6G6f1QQyOe3GrwHJx/ag27Wqj5RJkCufpVxylEMp3F4vpUf6yExECzW9zH0hHygznWjJBjgNTV/xraosXpxNRMnb0KrcIRpauCJd8HJUfjHePJY+Xp63rJvNUAEu8ulhUgopBwhs8aUcVWhU0LmC7SYX9MaQXWCfDA95wi0cQVwcglEsPSmFYoJa6QYJJB7VczT2YX9B/rVcY7ZBHAJBPYRSJCw/3nKhA6j26VCCnuE4N7ThJ5M1leUVh/bMbh+y1uxUOQ1u2VhgLhL7uOEMMoVktolOdCuvX65b4B6fliZmOlSQMnBBQJUb1IRgqfYOy1+OZQ6W9pq1zmWkJ6UCK5zAzYwlyKOxaJramiEhKVwHXhP0u2k4kuEZgE2rm2g5QghvnWDeEqnyOXL3HpmRPGE+Gsyw/4jhRZMVwM1Q8Jc9+GvWqoLgWgvaVVdXNk1GyyrKDndXJZUo9ulFRXTs0bspNdjF1mDsWACCZaWwOfW9bCmGxq84Op89HIQBwoV1IUZ46Md3UOLsUVWJxt0/Gi1KXjGt+b/JA1eEmucE+QH1eCpGGevGIH/2CJNKT1ObaoCzFuOIZVSh9eudzgo2eba2yU146QpdI5OvUzIJq1nP4+e0NfgDZ4e6baKJ4y6VFEfuYMHxwW4tO9zDNzv+lZvUY9PcIBmNrVz9zkQQAZ2ibHSUDBByRxCHcx8EgnqDszEJFcOVbUEaHIlQY7A0DcPnFV6u2za1cQX1WNcYBX0GByGg4Q1WZu5prMEqwVmFtd0XZxELnAn3UqK/w7q+Wuu2l5rsBa5VsDtFzqTGsJe9jVFhd14PuceC0+1U85vyCjbJ4zHK3siUCqxwQnsK46YGjhBI6iu1LsOt7OtwTi1XCOGtccx3IhVSshAcMBN5QqkGsyn7WWIaWpPc2LEnKXb0Kba7UppT3orlQpCzpAY+58qYJGqN50ylEk6fXjgC5Pb8gCuKntaVSqaA6iI3b6EKYZA73EKtN76ZAqs20Ykjh8j0+Knz2pvscTV8Qep87e00fN9dSieMLweXx6oMg4h6lTwiGbdkGYYins7qr5PsAm4vW6Fp6QPfzGB636pqYyzZZaGxlVKDZ1XlG2NnaXDVOFolXj1vWCkOmb12AuzUgP0LXXgZV4JB4O1zat1Wm2g6zymcYyC8OAdd44O8nqxh8g0ExpMl0f4QRQ8/zo4ZflioVbhBAqn3tK2iPEguW5WpmQGMob/MPggE9YByjUlqBtqkkUiGGhu13Gjy2opl/V6D1nY2MkECSQaJag77qaVBNVOBCOHaMBvOq0koVyTxnzn7WGAqEwusNcEggsXBC0sd7IfMDXwoaJjsuICxgraXiwc8ezjpp6x1vpA04O+NqxrKpqeBoOrACrwe76NT0qLT2nRYSTldcs56zXKOJV6+R14HWIhEKlc2RS6uvoWqlicUV/lQAS6+IDunoYHowUfYegtNU/n4hEXG4GhgVVeZLOoSgDJftxubcPEAAUb8LUhgYzuPxWw69p1kjccQ1UzLxQCetSC7DZdcTY07b1BRw4PKdqvUeCI5zeUPkXdFBzfJ4ZhtNwbAF1DuCjhWj1+RyyKjnMlBQ+iF9U3j8aptp+PkwvGGm23ih/0d+tEd6tjRpMaRpG5yBRp5/9X2CqsM5QDZRN6KNAbZXfmG/4+yI73TzhrgMR3r3PPUL8kVHbGjipnshppYpgCijvMyDccI6/0q1udOHr/KmApccBm1XPdafj/mNHMhECxxVGpMGoukOXYWWtozvRPUGPar5zJ5GhpPsA0W/Hb37O+hpw/306q2IN/nRhNqGhxNbSBKCE042z8xK9JrkyajUN06m1hglcQ2SRb5MueBBZkK0tAetDUDTWJNk3w+L3kN2MVhtkw1DLILgzW5h+Uwggi9wBBAd4tmtXK6Wpa0uF1sedY3FOPEOACPIaWtpcHHrh6pWIqbAktZj2E8E6k8bewMLOtYYiG8NYyFSKRC9dKchTzBSRwhd2DybZEn5zR0aMvzbJKeHR+kfCo+SXYtn1cV9euY2+IkNI/dMGaTXuwnghtScTICoQKpRLUSDydZ09pevNbtbSDPmouqriZqXaqBFDN/iO/0c+7hAscDFdObVcfL41suWN7p9mCqgApYh5l51g23v+jt5OvcwIvGjz3JTW+Gx8MevmwfhoY2VFkjI5TR1d9pfd+VHZvbNJQMYXyQye50FXPnOEMfndn9OvKcfIJcfQfI8PrI07aGp1KLz8t8Js1jNO0N0iVXk3/VhdPsvEBQ+6jUmIRO+zM9o0x4O1rQtKY0u+Mx5fmKjxiSuLxegx8/cmaUX4fOfVR/V7WHmDhBiwuSBAIGmcNMTQp0QtmcY4EdCyJxLJHK8M06brohA4ATQi1Bf1Xhat/c4KMXX7WBTpwbp4Mnh9mXl6uu1uUc9nKqK4TI53HT5nXN7LtcDitblAPH8HiyQP6B0wMevolkhvz+ye8n3PgU7pvJLg1Bv5u2bQgv24Y1QAhvjWIhrMB4vY0dZIZaKR/tKytPACHCdLV3xQZlj2VNeU8ljlOnoTVJ56Yk7WvLt77K7os1uiCF2gLMIoysPzXQkez4sOrp+1SMPKsvZFI7Uzs1J1kDGa+molkKxbpUEE62GUvGHNVpxPT61LEAjk7fwjfBujLymCiPII4OBqHFDQJXyB+l6IGHKTM+wLIM3FjkkgnyoMGtsVXJAhraKI+YZLgwlP0qUmUHtd9KRsJjDAlKhYp5uXH2uvzkQvNbLk2+FRvKnpfQaqMarlw+yt8giU5XsBwwXWMS/m5r9NDAWIZWtITo9S+6iJ482EcPP3uOnRtWtYenEOS+4Zjygs3mqasvwhVjjvuFe0Pe5LQwaD5nQi1R3dW2ZPMVC4yKJfNbuEgYC0t2yzkvzBVK44zUNpMdEV5702Z+/HTvBFfdf/bEGRqPwFJzcnS4qdBw8Xvz3QeO05tfsqWkHdnff2cvR00XRyfrr4lEOsdjCHkDNNtn+yMFswPQduPxC9Y00M5Ny7e6CwjhrVEslBUYJ4Kt3kru7tiU6hvuwLMTI7xdENHMSC8N/fQrBWTS2RRWTBydJN1o7KDcxIjeUYc1grYcK7L4ArGG7Ram9zmwwW2TY1djuy2V0NXjHOQJqAjDhQF+sw6JR/N1r6M4GuKmIcVaY+w8jrLDVtS4hzFjtwEOiEizBIPHUVewteuEWrqodcNybLBXbqWxpRKUD4Ro+Jd3UWrgFJnplEOfm6d8fIzS6QR5oUduW6XI5cpNlD97lMwsLHNKXOot72Hb2QFjYXjJ7Q+W9bitJKVxj/eRK5MksizQSoHHBhVrNBFuu451veVukES+IFgOmK4xydlpDw9YXCLg+wqv13IEGSQY8gfYkjWG/DQeTbFMCKQKRYvGkFfF/s6AYJZedm6xwDpyF4dQTKbnGwu5dowlqtUvvHydTVxhM4ZAiLbGAGusoe2NpXKUTkOXq5rNBkYT9KNHTnLy2nt+Z0cB6f313nO077khlkXoprNSwMMI9HjLS7bQs8cG2Y8ZlXLIJ9DIeM2O1dTsGZWktcXeAcHssKBWYGu2UzjkLpAnoLoKXSaIpA58gJYUhDN59jCneSVO7aOmq17B0+2lyLWTpDNZRVNWaeOW0mBLLcTfpmyPW1cgRA3br5usHh97kiua3JyRjCtNKwusfJSLjlHs6BOUHuiizFh/Wd0zvH+9raspfvyZKYTYCK7i8SlGqcY96FOho0VznXZ/YEswNS84mWg2xbpMk17ta+NhIpjPpsgc6aUMKuAsevPZxFy5MqCZL0WZ8UGVKIeQiGSUvG2ruCEvNdxDOUgcdJ3Bkhrg/DBT1jpZRGfwsZQj+OWkNNyUkYiTKxWjXCrGkgpvU3vF8zKwfis1X/Oa+XEYEQhqFM7GpEpg0pPL05m+SEWCjI/y6ESK4qkcReIxam/KUjKj/GOxDsyhoZFtpsEL5RrJ5hILrC87c21S09P8uKxh8oyb4Czzm/PRAGe43XTZxSvoht1rp1TuoZ1ev7KBiWg8kWEyimo5Gt3wG8ETv3rmLDUEvfQmq9KL1z74m26WLXg8iuyWGyccO1L3xmJp+thbrigZPXzw4BgtdwjhrVHMhxVY+ZVPlSeARHLTlNerLLIaVPpVLjqqAgLG+ykyPkCJroPKsquEQ4STpLPO1IWAhElXhsIAh2lgReD62tZQy/Wv5/VG9v2Kq87cFYt4S7dH+eyCXKZilEf1OhllQojqa2ndcz9FfvNLVUmGpqyIEHvoOLmiQ2Tu2FFwbOUa9zga1xugLBwL4NXLd9gucvnhLhG20uOs8Aq1F44bANW3bAdgoFI8uUHLk9iSSaDqjcoqHkNDWGKCjGBDQbUU6+j/zl9TouuQ+kawtdPObasKbjlHh1JSGo7LjI4qz+BEzHLRQCBID78GSWnFX8rO89LpmrEkrfoEgvPktatsqqZrGlOWXuUIMj5+PYNR1o6iAgxSFUlkmThpouUx8N1R5bXWAi5d5fnx3GKB54uQNoU8FAz6WO8KX9vzJQXG2OzY3E5/9JbLCyq0zsr9aCRNYxGluQ74VZImw7ok4b165LfnaP3KRk7Yw2tR/dWJbBgjbAeNcM7x0u4PqBjvPTZIr7tx87L12Z0OQnhrFLO1AqsWTs9aVESH7/8akxRv5yZuQuLGotFeVb3kCqhH6UjjkQL5gNMhwknS3Q0N5PL5HVPt1dzmW1E/vIyy0crEIzT4o//LZDJx5qBlzYXbfOvUBrHmf5tEiNzlBrgsGR2l9aWwA0MVG8Tev3brlIardP9ZMnqPUOzInimNgOUa9/R44v3yta6kzGgfESQDbi9ls2nKTQmCKExr0/tcMA4AKrMYe8gk4PqAFDNU8kEkwy3sbhDacrU9/vi98o2fot6vf5pSvScKjTWtsQV5BsFPjfTS+BP3cgXWSRaLpTQ4D5jkR0YtGzXHmGYzfLOEqjMTf0cleCGT0ubbqk8gWGigCofGsiOnR1h/W+56jk77izeEaOOaxrIEGd38ILsgViDE+M3E1+XiyGEVcGBSQ9BDo1HdPjU9pieP5zcWuBgBn4s6W7zU1NRIQZ9HST6muYGYCbQaoHgc8BWxZV0r/a93Xc1uCaUq99DqDo0l+YajgOza68D45LkS/MTBXo4Xxmu5/0P3VujvKH3JtqGs4rB/INTLOVhiWRHeH/3oR3TnnXfSc889R4Zh0OWXX04f/ehH6bLLLqN6w0ytwGb7Bc+VWBBcWEghbcsigKjoMdkFaXIEHuD/nqYOrgAWO0Rokp48d1RFyPqDbN+lyJx2Ni/SspZ0LrA0v7kc5cf7KcaBB4aDFLpsMjgZ3WtFBaMKykRtagUTFw1UXO1toPJqJXzp1Zq+ELliwxTZ9yA3ubFO2DFW5Rr3Auu38fuA4x+450uUG+mFXaPt91uW6CP8Ycqbov+nAyUyyooM+4I0OOuGgC2/it53/G3gXBntUxdS3UAHhwZ4GsOWDVx1tJfGHr+HPAc7eP81WeRQCKtKj3MsPXSWchPDhSlzjhANHJ/2S0ald6GT0hbCqk8gWGiAvF6zYxWdG4hyRz0an4qv56PRLGt4ocfctKqpJEFmKUMkxbpY6EVhfQXk83muImM5dPEjjCI9W2+yabE4scB+r7I1ww9s2AZG4/NKeEF0US13swXbpGQC2llMuO052EfPv7TQXkxX7iFZSKWzXF0vdzMDh4pw0MuyB5BWvDbk9yhf4iwkE6X3i5XAHGls8LLLOVhi2RDeu+++mz71qU/R7t276eMf/zglk0n61re+RW9961vp61//OpPfekO1VmBz7XQv1gvzFDZSyUAonWSXm7FUw1U5hwikdsFpIN1zgkzdcMW8rfjC5LhcMpFDEIOV/mVF5OpghknHA12xnNTGsuRDk0Hb11dZfRUDnrWssWX3CFzU1JcFm3lHrCn7VIJfm+w6SP3f+ztq3HVTQcWwOM2tuOFt9NffVWEOWA+IOPaVybp1/DqUotLXBY+Zlj6wIFg5W2CM8B7kQYDVTQmq7cUV2tz4AHmbOpTGGMdsVUDRWJcb7qYsfJER+sBWOmrdTBYRMtK+WjlspJLkik+wQ4SWl6g7Av0+WvuHONN8jrLjQ2rqLRVbUAeGhbDqEwjOB0CWzg3G6IkDvbarAiqD8WSWYok0edwmbV3fwNW/cgQZXrtwXoBOF5VcECB87rB8MdGKJ7KzcjGwyw6YZPMYti/s+YSb8rTSGCe/K0Mp00v9uWaaiIMUZiiTT7CkIVbi+MpVaauF05KNya7HzY1qQ2MJuvtXx/n9e+MtF9ukV1fu9x8fVAS5TNMYblAagj5eFyrCIK1bNrTQqo4wnRuK2rIG2NRP3Sel7QZZ1tHSgtKoi5HJZDL0V3/1V7Rr1y4muajuArfeeiu98pWvpC9+8Yv0jW98g+oN1VqBzbWSVawXdhLDwiqEciBQ+typaWyovCXOHlZkknmadUEqdfFhAgWbGi9XB3n6HBpWZxXXdMgcQPaylhYWRNWOB84pJweuSE6+lCuhRWCLNQ5ucNnHwc4UI32swVUkWZUQuLrZd5LGYmMlK4bFulSsGxKB2KFHldwCBBzTVR6DXEaQ8mm0KCP6t8ovD00y+RgxFlbjGqfTZSmXiNHoY/fYUcGTFdq2SR01jtMftDW4mcEzyvZMf5uZOY5NxmtZuoD30tLl2tpxLS+x7eLcBRIVVPKZPOfSvC8L6cCwUFZ9AsH5AEgSyNK6FQ2050APHTs7zpZSIEMgMrhsDI9n2K8X5LgUQcaUeQYzX5btWCjg4e5/J9FC1RfLVfbMnTrpxLfXuD93uXj9qhkMU+4L635QTHQv852hXd6z1O6OkuHKU47cNJJvpAPpdbQ3spHG4rjJVvtXjNkQXXBX3FBAg8tpddb4BANefhwVdgA3Hngv8P5Bg8uvtW5MTp4bp1girkI7ii45uEHB+9va6Lffa10ZxmthM4YfOFjgRyW6WTOS1gQhHDeA1e2hZR0ssSwI76FDhygSiTDB1WQXWLFiBV199dX04IMPFiR11RMqVRTn68u8WC/MxNCu6mmo6FpXIKhITpFDhK68QWPrW3sJ5WPKH1bH+LJO1e0ht9fP60eEbm50QFna6FhG7U7Acbk4da1qIsgpN2E4whrsKXbt7YtGrKy9z+VCKPiluSy5/WE+DlR2mezm8+q4EHeE53mafzXlk1OlG6X0pJEjT1Dy1F5lJQYbMO4AySvbMl0drfTVgeO17dr0yh0SEC7G5omwPoxMJslyEfYCzuft6fzA2osLb14cWmyWe/C4Wf7IIMKRUdZHI+aXCT8e52p7sa1awVFbVnNu3r67qZ1cuSxriht2vGBW52U1DWgLZtUnEMwRqNqV6pwvBh5DBberf4JO9UxwBbGl0U/hgJcisRh1DSYLKomaIEP3ianwjKXV9foMJmMBn5vOJLOqMmko6yyEUdgNUK5Cqys797HEZUip2VTDlE5Cx2udi+p1LkQ0MMjuSwP7aYfvLIVdKYqbfsqRQV53nja5B7ni2+GeoPtSu5gH5OHrOw8I+L20uqOBEqlxvplAWASq5/it5SS4jjYGvfwe/+Dh47SyPUSb1zbz+4kbk7P9UbYeg7SBj0X3wVgEF+8xfkBsYSOmSau+qYklznCiHo89xtz6qkBlF2QXNzuwPYPcZTkHSywLwrtt2zb6yU9+Qm1tyjnAiZGRET656pHsOrFQne6l9MLuAHwfVeiDgqkqvoaHjIYWZQPm6MRHQ1Vx5c3d2GZPqeeht81meHocGlG+guK1IGsctGD50urqJ5cZ4D1jTf0z4fWoIAu7amwFWgDwsEVkMqrFqOzC4isxoSrXzvOCtb7qIukON6kZeauyq0i8VfYwc+TyhpVXrT9YtmIIkgYJQ2T/Q5SLjRJlrX1DdC9HTRo8R4UoZ9wYlBj5SWlASe8ea1z0YojytcaHv8hiY6pSDdIZamYpQqL7GLm9PsrHonzzYmuxtWNDgSeysjwzk/D79fCxKqJskllAwB2+wdZ+svwF7xPOC1+OHSn8Ky+YMdmdSQPaQlr1CQSzJbo6QQ3d+vgbhASVuKt3rJqi+QSw/FOH+vnjiBQuWzJmpqgxaFI8kyuoJOIHJBlkKxZP03cfeI66+ibsyiOS1VApNj1IVwPZVTIybBeSCVQY7Zhf6EVLlEF1FLBywHEcn2NZu594geq9qOyC7HopR3151U8Cgp3IE024gtTmitAu31kadbdQV3Abj/dcgfHpbA3yGCmSa/BNCI4TjYAgsKiY948muPqLsTvWNUaf/tfH2B/5lddfQC/YvZZDJVBph/UYXodiDTS7kDG0WmQXmmMERDhJq676r2kP03cfOMZhIlzlhZzEa7CMAWCyu3M1nweC8nCZxWdwHWH//v1022230bXXXkt33XXXrNcD78K9e/fyv/3+0h209YJUKmUfZwHyOfIce5gdCigVJ1cupbS0Oi0NVUN/A5kNlu8qKuqRQcq3r6fs5hvIu+9ecoHYBhzdo1gmFWHLMBfWxRVYF5mBRlVRhUQBlV8Grrj4t+XAgE+8briCQwETsOykrMHW8VpWW7BlA8H0hSjf2EHu2AgRCI8vwOQN+8bVUby1qGR6AmT6w+SOIGTDqiizrtfah4Z2tZ/4KznB68jsfi2ZzZM+k8bZ35LnwM/JlUlYvFDfIDgq0bYfriULwNS/vQzv+eTfNuGd5iOL48T+6uUhd+D3J6w0taEmrrjy+5dNkgvjwDZnlmRDV2hRycX462q+1lE7t2+/P5P7iBsPl8tjk3HT7aV85wWUueL16nypFs5zrtR75QtSbvVWym65UclrxvvJu/cHU8+z4uEp834t2mdLUJfjAzL4q9+O0qGuKLsroOHMAw/cvGn/vX1DA918WasdCIDXfOfhfuoaSLLjgPO7Bo1nAB5D4trGzgDdduPKKWECvz0ZoYf2qxji1gYPRRI5Gp7I8PQ3HrObrTyqASuNtHNcwvlSpCq+Sy3ZF9Xdt4UfoU2eQerLgewqKZtKOLP8dk2TVhljdDrXST/33ET9o5VlG9WgKYibEz8l0yb1jaaUvzr7/GKMTBUkkczZLRj2/lqX65DfoOdd0kS37FbFuAf2jtD+U1GKp/MU9Lkp4HVTzix/PjiBBrzHD43T8Z44v6dYBBKJ9kYvRwYjRa1SsERqlp8vnA+DY2lKZfLcGLiixbckAizwfutjQu+Wc3a/Jiu8g4ODFZ/HG9fUVPqLbXx8nD7xiU/wv//gD/5gQfZvWcFtMLEwGzrI3XeE3KPnyJWbUHIBb4Ao0GgTQCay8TEmJPlVW8mFJipUCrVVmF4mNkKuVNTyk9WaW1yVVbU4j0pyOqEIo12B5NIxkbP7VpMuJsLW1RvQ6/OA/Hk4/YsJ0kU3kIFj6DtCrtiovW9m+3rKr9zCPrtG3zF2Y2Dyyx1gmM7HfrqZ2BN+9KEwCcsxQbcvsJBlnHySXKi68n5ZZNbpZqDJIzf/hZREw5bwFl+qtUxDeXBOed5Z/WX9sjVWTPxV5RuBEPxe5XKUC7WRMXRSjS2vTjfKaU2uUbhO/b7obUGri+3gZsO+ybAqUTxmlvM7HvI38HkwI7KLve45pMguNMCNK+z18x75G/kcw/M4J3Prdtmx2K6Rs/x8kXfP5JhDg96+npcXCBYKB05HmeyCZBaTV1Rq4bqA51c0e+myC9W1E8RiJJJh8jNd4tpwJMPLr2orJDAgPoPjGV43iDHsukBUQMzs22dr1ZkcCJzJxAyfLNV/BvmYen6p8F7IFaDZhYyBb6qtrwG9f3zFN10Uy/up3RWhltwoDbia5ySrALFtbVTvG24MtHRB2YDhUuLiMdVfN1y3sLbn80DWQZRI5ejZ4xO0ssXH7/GLdrdRZ4uPDnfF+P1jX2W3i29epiOtkFDcdGkr3bCz5bwQ0FzetM7hGJ+Tel+rJdhLEUua8N5www0Vn7/lllvojjvumPL4xMQEvfe976WTJ0/SBz7wAbruuuvmVT5RzZ1EreLgwYP8e8eOHaUX2HWpHbk78czPKHn2KCeAGYGAkn7CISIVJXeD6sRHMxe0koMnHmJtrKdRXdiRwpXJxNWV1x+ym9JcLi95O9ez/AFTz+GrXsqEJ372CKXOHrJIF27pLULGkTogingtyKfBCWMcxICkNeSVN7apMAxns9Rlu8vqQnka/cgeth6DGwNbxkCa4Q1TxvAzgWt03GhlI5BuBGnD1u22rCTVd5J6E6OU141bfIG0dMSA7WqgvlmUprd0o0UBit0sLE1qHtVaaHABrhK7HKUGw67Eu0HKc2nyZqLckFYS/BK4PRRphtUOWETWSnaDbZuuAuPmx9quy64EuynYvopW3fL6Agu36Q8zR/1Hf06pXJKM5hXkxk2Fb9IRhJdpbGQ5SWOijzq33cbvXdQ9QWN7fkBmNlHWqs/V3EYtz3sJNWy/lJbUZ2uZo57GB9KFnzz7G8rmDdqwemr0L9DYaHKzWc+4h960Fd8rbnKfGiGfb4I8Hjc1hgs/L+hTUa9rJNOd5sazNes20bYLpkr5dmzP02P7em1tbzCQI388Q6MRdY3AdDj2CLHDmE7X8gfYlSGhDUQGP2f6I2WTvc4XGYaEIEAZblDLmJZ8qTB5XU0AIu/GdJMHjWypzIyr1KjWAnCd0DrldN6gFQ2NhPLGeGKcook0f/+nM6oQopv3IH0AUK2FJtfv9/D1BnKHeMqkc2OG/R5fuqt6Tfdifb5yuTx9575j9ORzSYrEc9QQClDIo3yfe0bTFIFLj7+1wJHifMM5814XhPfzn/98xefXrp2M8NMYGBhgsnv06FF685vfTB/72McWcA+XJ0As/KsupI5X/AETw+kcIoqb3oCptmaTTW+sjfUpbSyIdefvfJg8hx6lkcEuysXHFWG1vHVRXWRdqRU7jGqqCw1nMOJu6aTA+kuo6cqXMxEt5UlbSvesGwHhs9v/3S9Quv8UN6hhv9LRqL0cByikEqyD9a26kDxtk/qp9GDXpIbZTtSxEtM0aXQAGmNlrTYDeLzcLIexSvedKlql9Rdf9bX+2WokwZcDqrD4psg5JAxWXDNLN0CGy7hnwNeYGwhB3mGvVuDUoP2U1bJuf4jyqTjFjz1VtQ2YdrRInvotv7f59FlbiwwvaPYXZieNqQ1o58uqTyCoBGfCVqVKLZ7XvqsIC6g2cQ3P627+cuTJqe3Fcz6vm773wDE6dGqEOltDPB0e9DuuT/CN9XtoMJegi9e30cbVTfRfvzzKU+nFpPd8kV2QblzLkyaUu27yunIUzxc2yCnLLrVHTHZNNy8/E1KOdeAmgy+JedVMhhcjyCHk91Jbc4C1tolUhm3iMPZav6yzibAP2B+dfsfyB0OR4jN90YJACLw/Szkc4lFLd57O5liL7DxHcHNUypGiFrCkCS/0tzNBV1cXvetd76Lu7m5697vfTZ/85CcXbN8E1TtElGp6K7Q1K9H0Bj2ZRWaQ9BZ/7hm+sqBqx2SZya1BJlcvrWqjJReA16+3bXVZ+6tqI2dRkWy89IU0tmec3RhAeNUKTK5Q23HBLhcfW//3vkCBtVsodPFVyjHBYdvDQNOc9gYGCXVejbXlWdWD7yLf+u3kMTyUS0SV7Ve1lWHIO/gKj8oz4oi1+4X2Abaq5qU2i4Ywq/nPRGiInvsEIUVlnYlynkkmGhDRXJYd6q7aBkwHR0QP/podLOC+wTISjFsyxo/BTUIntxU3oJ0vqz6BoBJ0wlap6F8n8DwqtTosoNrENTShbd3YSqd7xum79x+r2BDnJFbX7VpDvUNxiiUzJcMtQGR04xTCG+ALm09kyhJwFPcmp/QLHR/mA9DJ4tI46GqmmKeZ1pj9NJEPOiRbimiqzZoUcqXoVK6T+nNNM9ofXP4yGdXQxxVln8GkF81qvVajWAYOPQWKtMnCBSq7muw633O2cMMsYDZXM4EQuVyeyW4knp5CdgH8jXMHsxM6Fa5WnCGWNOGdCfr6+ugd73gH9fb20u23304f/OAHF3uXlg2qcYhwVt5gg5VH9RNERnvPwuaLq3ctk+u1yEx68Ax36BvBRq7uQbKgLc2YXGGq3NOgSLI/RK3Xv64gUncukbPFFUOX6eYGqjQikblKajAxRqRydmKI440nnv0leTs2qBXoFDnQeMg2PPgSc09WSO3rMQioTzXm8UW63IXautC7veSGlABa5yR00DNIFAJR1Al6uupsh38YPJ5sUVa8Xeh/Lf9e1rHZgRmWK4MlNTGNAHlbVtg3L/rGJX7sSev9K3+TYQdHsNuCCgthZw39BZNNFya3WVV0rPN8WvUJBJUwm0pttYlreLwh6OWP3j0PnWBigkoxiBbWd/j0CMfqFocgAKW8e/XrQKKZ7Frd/qhIdrTAyYZoPJpm8umkPqwocxwentcVz5lcjnhdZa54WCVXon0+OpTdQM2uUerwxGiMGlVzHSQFFtnVGt8DmXWUZm1y6Yox5AfY92R6cidVwx4q3D6WeLQ2+mhkIkU9gzF2X+jl8AcXV8nbwgHW03YPTs724T0sJruTY2KSx2PUTCDE2VnOTiyGTGOmqI13YBqgexUkF2QXKWvve9/7FnuXag666uke7mJSZua3zis5cFbeJrWxSALysowB5EgTJKiiYFeWSyodL6qlzrAEEJ3ilDBUF1FtBUEuFak728jZ4oph+vRBbkQDaaVQE7nJxZ63KuxCOROA/OZ7jlkNDpA9JMntV7ZmfAGxIoCx/6rhDu22sG/DY3C+sKQBxcQXEoHGNt5/fUycAhePzPDNcFiPFVSdVRiI6bzIGV5ye7yUz+XIhWouihy6GdCqArtDjeRrX8vvZzyR4uPzNCitNpujpxO8zyMPfZtJbLmbDGdwhKdjHZnZ0yp6uuCGwcdaZdzwuMMtTPZRudVJdsXnnPjsChYDM6nUOn1XK5HSSDzL3fxtzT5a2R7mymNmhlPOznALre9FhRmEDfuByq6u2GGfVneEaTyaYq/XaDLDRC+TVVP+dkimfTzWNnCdMlRIQrUo6ON1gJ0IYJVmEh3IbqJGc5R2+rqo0z1KMZefMuRiGQMqu0x20+tpX3qjMpmxiLdzlSDIacdGQH7xPoQCPlq/soGDOnRzmkqQU5Vb2H8hkhkuG5B4wAasozlIg2NqZinkx6zZ1PcXbg7Yl42rGmomECIxw9mJaDxDDz/bPSPrvcVCXRDe++67j5599llas2YNdXZ20g9+8IMpy7zmNa9h3z4Blax6Ro8+yRVMbzzGVb/+/t9SA6Z/S1Q9Z4sCbez3vsC6U+heIRXQRBdSAUgW8mloc9NczY0eeox1oCC1ek90SljBsZSo9s1H5Kxzvyfu/DRXGX2d65mwZsaUbZkKpYC/rtLL6lhiFYeMRj41za/9i3VinCvQoPTHeA1kHXwttjyEeRdhBwbph2rS8wQaKGMRXG6wA+kv13xWDryf0E8j6c07WXVmOUKhDZq3pZOM5s4pQSG8PMhnLktGsIEr64yM08TeSqlD/HA+T+68av5z3mSkh7spvOUa1jBz2ttoH9+MwKMSel2OMc6kWb9rk163wTcZ2eEeW5MrlVvBUkK1ldpi39VKpFR387/42ovoiUO9TJZnM+VcSt9bqiLnPIaxaIq8qFhnoJFVlV7tzWtv1/ofyDAqoTMhvHr6H+suPhYQKxDVWNqkX+R2Un+ukXZ4u2mFJ0I+l0kZ081WZAcz6+i3mY2Uh7yKiFoaA+yTG3VEDBcb3KBKDPnCitag7WkLoLoL/S7buKH5LJ1jAozvKRzbeCyt4nwDHoqncpRMZykA0ut4f+Hbi021Nvjp2p1Lh/TN5+wExuDhvd107MzojGYaFgt1QXj37NnDv3t6emwrsmK8/OUvrxt/x/mCMxghHx9X+iSQGdipPPcUpc4dY0LSeoPqgJ8vYF3BjTspO9rPYRMu3xp1obQifHW4AfSbILUg4qzRRJCC4SO3x+rYd9xScwNZmWrffEXOZkd6iWDjBUKGBrbRPjuUgokguxU4rqaYiueGOiv8wpUj06XGF3ICI9RMwc27KdV7knLxCa728m9tiunyWMEdqhLNVWUQa737aB7jYA5twVaFRy8vqzx9TIwp9K24QYCMgb/IXORpWUEZHCv00M2dyuC9qKqO7WXGB/g44BBRKskQKW2Z6CjfALihq25daS+TD7dwlPH4Uz+h6IFfM2HGMWajIyxdwfqgAca4Yh18nByoARcNK/Et3CINaIIli5nIB4pRipT2dJ9mC6qmjib64SMnZzzlXGob0zVO6WPYc6CXEskMewjbPam6V9VaFppZkGLoXnGM00kbnI5WqJ5in+ESYa/fcSwgmV6PSdGESb9JX0B70xtpUyhKAVeGxlMGa3Z55smBGCfMFUosNCnXfcPYFqq12qUCwLUHbhY4DhBiy/LXrvxC/wyiB4LeDsmHO8VVzmgiwxVgLJ2zNoj3+OarNtRUIMT6GcxOtDcH6OiZ0RnPNCwW6oLwfvrTn+YfwcwQPfgoRfbex01PWtdJeauJDNMx0VGKPHsfedvWUuPOF8x5e04NLSp5PNWdiqtEMI9fSQN0UpfbQx7IHFpW8X6gughyme47wcui8muEm+1kNthNlav2zVfkLPbX9uzl5inVeAeipsiuFfpgRR6joqueTzOhNAJhZc1leMi3YgOFL7maq8aD9/5fvuHwrNxE7rEB1gLbVWOO8rS8egMByscjnJrG+Rjjg3zMfEW3PXOn6U3WccvWMrzvCPnAfiFBDuEhCHwAucU2JgbJZdl76aq6tvfyhJspsH4rJc8e4Qo5bhoKqrsgu7Cag8Qh3GKPPZ9bY33scAFCi0IQZBFoRMTfWSb3Ln7vyQsJBKrPGAPk2FuVcW4ovJnjiqW6K1iKmIl8oNI6NCnNx3vn1BA312O4/6ku2ndiiCu4mgDiWEIBfP5cXAHF9uxKrYO4ahWUnWuDS5ZlIoN1wCZNpcBNbhsEWpNSu9qLZDhod8lNfflWfm2CsgRxFwg4XwGtcAhob3HJYRJewHgtom4tD6IKWaS2GwXpjieU7yxeH/B5yOvVY60qzkzq83mueL/2BZvpyUP91D0Q4aou1gq3i3WdDfSq6y+kG3bXTnV3pjpyYLYzDYuBuiC8gpkDpAY+uqgoclMQT2ujzGoRCpyYICPxcRrbcw+Ft14zIx/VUtsr1tAaTR1ctcU+mGi8wkXLFyS3V5FZaDRBjDj6lndKXf14+hs/qRgZeM7j4apguWrffEXOQirBKWIgXpZ+FmRTSRGsqGB7ZZMBDaxb9fiY5LZcfysTX2cDlXawAIE1WjqVCwQq3SDVqGpydVgFOrh9fgpdfD1vIP7c04oc68ghNdJW9LJ2W9CRxI7oXzsRQluXWdVe7D+qsV4/hVjWYbI7RiV7r+brXkfjj98z2dRHBt8QZEdjqpkOel3WZys7OsCOM8a+YGzYHMJLrtaVlIMTQyLCz4MQQ9LAdnXWucdx1iDRhqFuMgSCJYxq5QPnoyFursfAFbvRuB1ri3XjR03lm7YMADICl9XNppPd8LFFVZRJeD5Puax6HP7jmrhPJbtqxsnJo7A9BC4AkBn4UVPgyq6KR8aiIKcQNaQw++ZyMQll4op9tmKBtckD5A7Q2R7tGqOVbWHel4lYyiKuKuxhkuwWVqQRFYxpfNy83PrCi+h07wSd6YvwZXXjmkbatKpp0QneQs5OXLKxlY6fHZvzTMP5hBDeZQr420JDydBkVwOEztKi4kqVGeiivu/+LTVdevOsNb3lNLSeUBNlkzFK9xxXvVvhVnvqm62/LGIEIszBFPxv5QOrPFrj5Gu9QHntdqyjVM9zUzry8TfrXXVjVhlU0gADWKed5OVqVbpjHXyhSweaULL1F+bSlBSBwyESESa7xdXjAgeLoW5yBcIsd2B5A3yGoWcNNpB//XZquORqm9TjePEaHHMW5I+n+nVDmuP9LIg05gesP51E2TJiaFtNzVe/yrGN9dPaezmb+lI9p7gKzk14Xj8ZwSbbQkwNj1ngwey2bhxwA4EvKVSW01zpTVIOZBdE2OnVnElzWhzWDcKPMajW31cgWCzMp+/qXBri5oJwyMc2ZajwwrKsEC6e3sb+9A3FaSKe5hQwEEJcIqFmReUXFWAd1gCo2rAi52z7ZYEprOXQoNO8sExaRcFZB0lMTDHBxY1tVkWWU+ezigDn0TRmVbt9VrAEoOOTIZXAOn2GwevA/uEayjUDl6tAl1sMkHKMBet5DTdtXtfCP7PBUnM4MKqYncB7DTnD+ZhpmC8I4V2mKBmMgCsI/FzthC2LOEGA33uCxuITJZ0MpsO0GlpsC9XXXEZVGksQI55OB2mFxUvrKk7eyuezPLWOZePPPUUTT/24pNVYcfBFuS+ISh3/vJ9ollq9ldzRIconJnifzWTKUUWdrJ5qK63JMI0Q71up6nFJ71i/IrmopAbWXszevsXhGdp6Cz7FE0//lBJnj3BFXvkaW+lnagOTyXRsJWZpYO3UNJfS55p5TjVzapir9VnWyw3veYgjlld3ttDoY/eo43dOhzmkIEoTpxrg9PrYuxcNadBHW/vIMhL82yLSXtjXta6ckb+vQFAvmEtD3EITbQBkF+QTZPKCNc3c8BaJpVUTm+WNa1jyK9X4BjIMaYSXQx2gf2U5gaP6i2ouCK8OmAC4mQ2k2O3iYzVcWYon0VQHVwdFfrGHqOpCYkA2sXaQbswY8pi66NYXbqaO5hCdG4zSv/9gv5W4NrU3QY8xH6PPoKbw7HuDQHR1yMNSczgwppmdQEX7fM40zAcWfw8EiwpnMAJXQPU0uCYQVrCAO9hAuUSEIgcf5YpdKU1vuUCH6TS0WAYXPCjDuPkLdl1YX0E4hZrO5mqpVYVFtTdHA5QZOE258QHu6odsAZG5yTMHmKQnzx6ithe/syD4olzkbDUd/7k128kVHSLX2BmiPNwSLLkAV1b5aFSTGRLfoN11GyzP4OawCtVjDufYei1XWHEzAvhWbCRf54ay+6PHGxKPpqteQYFNuyh+/BluOINVWS42wlpoo6GNcrFRVSlnz2Kv1cVhcoWa0/BaV6rUuLH+KRrmau29+IakeSV/gYS2bKXo4ccp2XWIt8fRzGju0+RVp7JZNwQ6fpmb5sItlB0fssiyW01tghQX2ddNp7kWCOoVc2mImy1Abp63bSWdOjdOXX1RWtESoGAAzjOT11EmbeyPm+emsaGxJBNdXX0FOQXxwfNtTUEmrJAGwCEBpBS+tyCtKpRcfRUhnheJX7quAKD6CgT9iPnFtjLUEnbTqjYvjSdc1Bz28SV5cDQxhTQrEquuNeDgLoukP3t0kP7wDZfx/jWG/ZSZSPC6QdyLvy9UZVkR7YZQZancdPG9OuRhqTocGGVmJxZrpmEuEMK7TAEyxZpMrjhaDUxc+SuIkrGfg+6Sa7HZURp58Jv8OKp6THKmCXQwEBBQQUPLjguwnbIsr7Sl1yQxopLkCPuk9LmqMomKKJwB8rFxtjVDM15234OU6j9DTVe+jEIXXzmtJnXajn+3QdktN1KLEaHY0SeZUOdYdgECibk1r1KeISrY0q9Ci5wd7i5bPZ5u/EKXXM0OEfpGAlZu8aNPllw+dNEVPM2PZcce+29Kw1s5GKZcdMQxllall7v9MuTyhtR7kM1W1DBXDet4QFq5KbHvFI81Gg3ZEcLSFJuYnnSm6+nx4Pdd3Th429co/2XLa9m53HSaa4GgXjEfDXEzmVLXlcgnD/VRPJVlgjYykWAtK4iqz2MwoVRkVqWSgRRy8IKOM8c/8yBAqil1eDxJN1+5jiZiGeobibM8gF+Pwga5yO+D3CBPaSvmF7ujGtJcXLXNZHJcEYaEAZeSkQj+dlN7SwOTfXjscjRyOkemR1Ua8Z2mJRLYT5BWdlYwiUnmY/tUc9XF65vpN0dSvOsg3KgAc2qa5a2L7Rvk4uWqIXKlxrfW43uNRZppmAuE8C5ToHKIKfRU7wkmhwgXmNSiWtPzOjZWP8attS4mmmhAQ3WNm5Yeu6dioAOm5CtpaHFxQ3UWDUtsOcX2Uy7bs7ZU9LCWPICks2sDiKhla6YT0Hg/MilK95+isT0/VE1W1/wOV0HnFDnrmMKHnGD00e9T/ORelmTAUYCrkd7QZOOd5aZQqnqsreFQDUXjnssfJncgxMeV7D5Cqe6jvH7loqBuAKBlZmkAmWSUGG9sBxKJxl2IRf4B3wAUNK6pLU8d02k0zHp/K6aXweHh2MM0NnaGNchYhm9KrEZDQiObdp3w+pU8wZGup04Iq6Xb41dV+zJTp9Xsr0BQr5iPhrhqptQBZyWyKezjZq6RiSTFE3A0yDJxRPgCuGMqk7VaYi2/Xouo6ghgLSVABfjne87QhWubaWVriKusIO3YBxDZeDLHHrluRMfr1LK8yRVk3bjmBCatWhvcdOtNF7EzAtbz0G+6WaIA5wUAMgmVQq+kCiDF2CFUaVPprO0mcO3O1UzkxmMpMn0GuzJw1dnlomAIMkCi5vD0/rrlxndVW4gGxuLcILdxdVNNOBwslZmGuUAI7zIFSErTVS+nkfu/xpVQrpI5CZHz316/3SWvrGTylM+muMKIqXMQs0qBDonuY+T2+igfi5bV0LpBuhDigMaGiUEmzkzuMkmL1HoLoodB+LiDn5vSApRPJxXZhcWWZeelFlQVa/i4osmp5brXUefvfHjayNnpiJ1TTtAK/W3HGoodfmKStCKIARrj4e6y1WOsY/iXd1HkwEOqIY9lENAxx8kNGYTLoGxkmN8LVMnR0AWrL3gXY2w8TR2sedVVz+IADd0Mh1ARuGGosAur+asoznk6DXO1scxGzyEyeo+Q6TXYlQLQtnKwnbM9liFz8AdZi1vsp8xE2et3VKRpVpprgWA5YLYNcdVOqYP8OiuRQM9QjEkuKp/4LOLfAb+hIohxX46FrAYybkAuE0KRsRwSnjs7xpXizrYQdbQEuPqLfYollJ4XsNdQznXRamLrGUY6I5HP56E3vOhiuutHh2gkAstLtZjLGjOVsob6hYtDKgDtJuAkciClaNLTFV4QY+h2pyNylcb3wMlhlnIg2a0clprDwfmYaVhoCOFdxkCVEnrP6L4HFVlk8Tnf/k4u5PExWdXgOGCLbMESCwQIrwG5qRToQN42pbkso6HNjQ2St2UlBTZsZ8KDCmweCWxoonMZ3HTmcZA7NKwxeUKFMtysGtysEIgChwKrWggCmY+O2k1OTs0nyBtcK9hn1+On9OBZVQUuQewo20BG3xEaOPaLwudbOil04aWUjU2wDpYfr1A9tiu7ILupBLsOMMHHVH8yxtVu21eXG83gkRsmGh+05AgublADaQQRLh5vyC2gBw5s3Mk3K5ykN3Daqop6lS2cpYedzse4hQbSWAAATatJREFU2lhmVPvdvUeI0gnydFw46cThCK3QjYZGqIm3g8azUvIS/6ZLOdhjrpprgUBQGtVMqSNwAhpWEDa9DMgo7MdwedJRvKiggmyCRKahjLOdGVWT2nTAIqgMgwSCHKOiCtKUzKnKqkaxsYwTeDiRzhfIAF6wey3tOz5EDz3bzfvhQYiOxb20NKGl0c/HG4lnbDeBUkROV2cvXNNEm9e2sC0XiGi5inql8UWF/EQ8zZVs2LnB4WKpOxycT+u9hYIQ3mUMEIXWG96g7K2OPkHxE8+qhjHdUIQGsQICOamjBdGCLy9Ir9HYMW2gA5qjAuu2UPLccxU1tJiKB1A9zSWjFDv0KCW7j/EyEFjo13BYBS5evhDvY3ZMNYhNDTS3Gt3cHk5IczY5Tala5rJMIlE5xmuMxnYm+5rYQQ/rg81NJkUpyhYSv3PH+BjgphC+7rVWLHLp6jHA24WMAW4Klk+vvcuorjPhRbVaTddDmgFpAsfsarlGOsn64QINrJqho8TJvdz8xi4cIOTQOPsCnI6G17nDIJwepXmeRsNcbSwz+w3HRzkNrtTND0Ir+PKHGxXIQrZdR6n+0yXlJQjkcPr7zlpzLRAIpgDkTVcei8mYbhQLB7zUOxRjoojoXZ00xpG72TxXdO2bWvbHVRI4kF4VyTu1flIJcCUDmYbGljWzSDPDjb2D8k63rnTGpIFREPUeu7L4qhsuoAMnhmgsmub9xzq4eS7ktckujqPYTaCYyEF7fLRrhE50j9Gj+3vp4b3nyjoqVBpfPV4IxAAZxnjqfcD+4eaBnSzc8BDOkddjLAmHg/NpvbdQWPqjKFhQOC2lxvfcS0NP/oS9Tt1ItGLi6yqr+VQVSdjHVL6L081F4e3Pp8CGHdP6ugK6AhtYt5ViR/ZMfc2GHZwCBq/evOXlWrwfOqFMN7ohuEE3OZWqWuJxTp3DdD8IaDbFkbp8IYI/7MBpcscmyASRhS65BPGrxhvWtmlLRsk0oFEr3G+4T9gxEpAhILENlV/sv93Ipyq/2tWCfYqRQzbSZ8UUZ8mdzfDNAAh5uuc5cgUayN+5STXecRV6eg3zTGKZ46f2qTHWlmzTnA9IaWu+5jVlpSNTrNpmq7kWCAQFAIGDptQZGoDL5ehEkkYjKUuzanJjGMhXJO7hKiTIGKb0QUid1wLbJxukwu2mLMx3QWKrqO46AZ0viDQIIVeGpwmOLAYmKdE8d/DUCJ3um+Dwh7N9ESbg6UyW18uNb4abmsNwhkCAhGp8K+cmgGXx2EwcFUqNrxPw98VPKpvj8URYRzKdZ/KLv3WFHI180DivaQ/NaBwFpSGEV8AAcWi+9jXU39tNRvd+MuNI3lJ1Q6cHqlNHq6qnLnZJqATdXIQGq+CGHdP6uhbvVzkvWFQe7aYsriTkbdknk12HLRjvp6PJqbhqiQPN9Y0peg/9bTbDoRcIPcCUvL1OO72saD+dcoJpvGEnbdrCk9G+BZxXrx/lWri2u1Wllj2TdSMf2ZZd2tUC1Vpbx+z1s9QBlXgnIc+M9XPjnr9zQ1XjP5NYZmh1+cYDjYcV4HwfKlmeVXrvhegK6h3Fnf266jcfKI4nxiWtZzDKnrkgWZoYkqVbHYskqcfrpqaQTzVvFe0Hro3snmC4KZ7K8L+rkTIUQ71ikoBbNuFVVYk1N4bl2Xg0RT9/7Aw1N/joqcP9LJcAEdV2ZyCYkE9olwbsK9Lj0JBXCjN1VJgu/hkvb230UyyR5sr4wEiC3S9QOdfVbXaXIGLJw/cfPLHo9mT1ACG8AhusqdxyI5nhNgoef1jZflma3WIPVG4awrR9sIkbtyoadBc1F1Xr61q8b2UTyo4+yVP7yuHBujqCBDpibZ37AVuv0Ufv5qqlp32d0pam45RPqShfHK+JCi/SvmLjtv4UlW92f4B+2KqqliJ+03nD2lHHgRC5UnHW7E6q3nhNhXHBZo5c3jDrkF2xUV6eybcjtAFEk10rIBfAfiCsw7Jvm1KJPf4MNWy/virSiH3NW0EVqH7b9mDFlV5UobGrvjC5YiMzOh+mw2zOF4GgVlGusz/kydC2DWHaulX9PRcUxxOjsguyiwqrDmkA8nm4KyiHBVQf0bjFjcuc+DC5PpDkhqCPWhp8lBnJUyqlqqZwRYBWtlpYHHvy31XIGDT0Yqi/4Hr4wDNdVvSxQReta6a+kYRVQUUKm5I2sGewo/nu4Mlh+s79zxWQy+nkCaUcFaqJf0YjHJwusF5U1UFyNUHG67xegwm74XYvaXuyWoIQXkEh3Abl1l9GbevW8ZQ/3BjQoIZKoe0GYDUNGUgBW7eVXRoWo7nImVA2/tSPKd1/mgkfOwCgKSvczGQVcO4HPG0zmCLHhQWNXIir1U1wqASzQ7q3QDJQEJhgTlZVp+xTFd6wk1HHWbbdgmaYtbncHAipAnx8VD684sGqSg3pAy8P8o2bjHyej4kDHZi0w7UC0g7VyFdSRxsIc4NeZP9DZEBTG2rmuGNNPp2VVNwYJJHeNj6oxsa2XPPxfmBs7elQq2prtl9AdG6/NJsJBLNApc7+MyNJGhhPk8tfSMhmA2doACqNIFzsg+sgu9xMnFMEGBIFEEVUJJEuFotnyPSom1rdYIb1gMQl0lkaSMOazOm/MhVsf6ttyiywfteqHuM3SCCnrs1A2aDsw4jSiCJG0AQRk11obXPZPO8vb99yP8R21nU28P4PjCamkMvp5AmlHBWqS6UzWe8c8nu5yquPG6OGmwc9nlhuqduT1QqE8ApKAlPJqFSy9djEEJllmobYh3cRm4v0tDeanEbuu4vip/ZzmIYbLgCGV1Wpi/YDBD0XGeZQBDtVzk7+QiBCilzQzLoMpZ21nBhA9sgE8VONYLP1hnVGHXvw70yKpQhcRdbbcQDEUhN3/GYLtokhte+Gh/LxKOWSEWVtZkxWtQv2CxVgSB7GQF5TNPyLr6rkNewr3jPsL44dmfeWfAJEnCu8qGyjymz4bRcJ7AMs45C6B+iqbfaCa4jyGU6ik2YzgWBmqDR17nWlaTSanZdqnzM0AD/JlNK3FqeJwcUAVmHJNFLTEuxkgGl/5cygIujRVNXiIGeoSHa0hKi10UdjkTQ3kRWrG0A2lc2XCqOwj9Ez9brKieiWtKKaaq+WKWhphq5OB3wetkHDtoNeDxNhlhCggQ0ewm53Se/b6eQJpRwVqg1l8Ps85PGY1OELsuOFlq1A3zu5+NK3J6sVCOEVTFs9na5paCk0F8Exov2l76FAqQa3ov1InXuOyS5rZ1FttRouuEEsp8IxVEUzr5wHrGl8QgUWryuSC8x0up5jhK2oY1RP2YvWF1CyDJBMK2nINLwWEc0ycdfEET8gtJxc5vEp4s66XR+5/WEmoQUXV6uZLYO0vIzyo2RJBIdYJCjPkgo9kIY1Jm7Kp2LKqSMQVp7H1jZM08v6aGic4dFM2axNZIdM72QSnTSbCQRVo5qp89YGD43G0vNS7dNesw/95iwTbBBVF6l0tGLLLqIAXzegjQWxg1UZmsO4shn0ckUS0/M6bODGy9fR775wMxO0b//iKOtonZpeLTso5q88C8QOD/idZycDhE+ASKrtVZY4oEjKxNRaBuPj9bjYdWJ4LKGkAh5jctw4y0KFYGiyiZhjJ7msRp4AFLs8VBPKgIY0uD54vZOvq1V7slqAEF5BWVTbNLSYzUXFARHYh0r7geVTfScnTcgdd9E8Jc9NYtaT0AR7GmxyyxN0XA22vL8c30cgqdnhHial/pWbpt1vW38MUmh50RpN7RyQ4UrGyN3YQOFt15K3fd2UZLjA+m0UuuhK5aBw8BHKgsTCdg1fV4kJdq5Ao53+wrSb2UDiLaLr4sa8tBVG4QCqvNAYq8FSY5JJkeENsLxFV6EVWU6xPMTTtmayanv4SEESnTSbCQTVofqp80JCNl0scDlor1mQ1+8/8BxbYEE8oNLECi27NAFViWlEfq9yUsCUPCqj2WyOPB6jIGwAePJgH1d4QVpBWJ2kV/8L62pt8nFoBcggtoV162l96FjP9EZ4f6G1hZyi2P2BwySQ7G64KOA1uAFMj6FyZXDZtmkg9nYVO5tjct87GFW9DzwuLgoFvGxDBlQjT8C6il0eqgllWLMiTHd8f9+MybRgdpDRE8xb09D5bC6qNvmrtOvAAMf3cpWXm8+U1zC0v2h2MyFbYHEZSLAxKYtAeEWgiX149XQ9JAVoFsvHJpT81h/imGD4y1baj9KV8Ry/3rfqwoJKKBrMirW1xXHObj+qv2kmtwiCAElF8AS7T0AuwbIE66KKhjzYh1mpZ4U7Zv3PagBEE58LY+IilmEoL2BkzCutMCrMjTtuYHux4uOUZjOBoHrMdOochOzhZ7tLxtZeuK6ZLtnQxuS4EgHG46+7cTNXGdGw1dkaYsKHKf5JuzKT43mHxpHGCfKVs5uDcZnE9Pum1Y102y1baPPaZntbet8yuTxt3dRKo5E0SwsSqQyTTOWM4KZtG9soFPTQ4VOjNJFLc4XX7TbJ74UjDbHlF8j31dtX0TW7VtHj+3rovqfO8jq8XhdNROG2gOquupaB2GKMlLcuSC4akV2Us0rD2osXMo5MVj0Gra+tE04ra7OHnj1L2za1Vi1PQMX2edtWTrn5qBTKgPdsNmRaMDsI4RXUHKpN/gKhdFZ20aw18fTPOEBCWa0puzUT3rv6QoPH7TkzkxvLnNPxZzJhTlprTPQxSc2OD7HDA5PdUBM3c4FMltuP2VbQncQxevCRkkEQ7mADZdwe1veiaQwVYRDofBJaZStFD5pdxDynEhUii7CsVcVmH2APO1QYINuNyrEC4wkdL6QP8NMtq2meJqJZIBAozGTqHFPvD+/tpmNnRieb2ww3jUaSdKZvgokmNKEdLUFa0xGeEozgBB67dudq6hmMUSyZmULohscTTOhwueQqqlt55IKY4nc6m6anDvUzmX3NCy7k7QDF8gz4+ILU6WAF7Mnp3gk6dnaM97WpwccNcROxNHvRDk8kqTGUpx0XtPP+XbNjJe052MexxgDsz3JxVISVbhf7hn2EPAAEGZVjBGdge5idQzUaxwo9MpZLW2SX7FQ4S+KAy17epCcO9NHOCzropivXTStPwN8grk8c6qMfPnLKvvlwhlKU0t7OhEyjIiwNa3ODEF5BzaHa5C9UT0EmsTyidVPdh+1QBvYY9vi4cqmm+vUaLJcELXnweMi/+kJqe/E7WSdMBw9Sbt0u6tx2Gwd1TPz2fjK8Pp7WdwZIFO9HpSCKmVRCKwVB4KLubV/NFevsSA9HFpuQOsDexxuwJRFKQGcF3k/hvA5PIMv6jCs5pJr3oPKbTH9Ll23Qm20FfiEgpFtQC6g0dY6PYiqdZyIWTeWpszVIR8+McgUThBKfW/joRhMZ9qHF34itheYWP8XBCMUoR+ggczjbH7XJbjjoY5cDVG1BxnDJw3PYr+PdYyyNwHqu3r6ypDwD/4ZcAECqGksTcjnauKqRQkHL2tA0ed/RJAdvXFR2USF1ulegcQ7P4dhQNWXdbx77Z1BHS5gvbLBZw37pG4hszkWNITSx5ckyamDguJzVbPwT4RnYzo8fO0k37F5TUZ6wdWMb5fJ5JtcY/+lCKaode6fW95qdkzIRwewhhFdQU5hJ8hdIbnpQ+c5mxwdV45WVEMfuCxxMAUJo+dPwc5jO12zXTblEjOLHnyX/um3UuPMFBdtK9Z/iJjcdXGH761pNbtUGUcwE0wVBMOnloAzlONGw4/kUPfgoa3VZjsBE18r8LMl4ofHF4xgTFbKhj4kb5ljl56rcoDeLCvxCYCmRboFgOpSq9uEzqtPPYglYhykXBGhm8Tm9eH0LXwdGxid9dEEo8flEoxaWv2BNY0m7reJtlyJ02kMXzWDQ1ILo4gfXBW2jhY+QjhJGhRjbwTOV5Bk6ohj7i2WcklwcDxrHUPUFAXzqMCwkzZLuFWtXhJloYrywzpBfVXDtAA23i312lYzBZG0vjx+Owe7hsNwiLO9wn8fNcgqQbpBVJLZtXtsyJWpYyxNO94zTPQ+d4HGpJpSi2rF3an3Fjmx+IIRXUFOYSfJXuvc4ZeDNa03lQ3tLqEaCuOHf7DyeKapoWkSQvXDc/Hx2YphGH/42hbZcNWU/4GsLja/WyWpCiKQz9sINhKcNopgJbFINvXEFuA1UrxHfu53SA2fZio1dJhBaYUdGlyG9sGPDtxh0vMqdnYlyBrHF0TGWboD8lvPTNXoOUaz7maoq8JUq3+db9iIQLDaKq32o8iEVjCuhqKi6XNwABuKGafze4Ritbg9P8dG1G7XSWdajlrLb0nA2va1f1cjSgZ7hOP+9/8QgV1Z5eZeSU+hUNSfU5VN59qIyeuTMCC/jlGdo3ayquqpIXRwDgn5KJcjZ3rZDMXrwN90l3Svw79UdYV53/0iMBsczZBjowyCWMICw+30GtTT4ORRjaDxFmVyOMmjAZSLvsq+CytFB/QAgxqhwn+mJMOHVwHJanoCx++79x2YUSlFOVlJJ6yuYHwjhFdQUqiV8qNzmQHQML9t05WGhxR63lt0XV3it5jTAqWfVZJcfU9P/2dF+6v3an5Gx/nmUW7Nd7QeqpvGICpmATALrd7vZ7sxMRimfSaqQiVBTxSCKmWAytMIi6tPGOYcnLdBAyjWRVXlJRbmdKuGNnRmK46I5QjpLufg4y0KMUCOFLP1xASB76D1SVQV+Pivfc5G9LBTpFghmCme1795HTtLJc2NcfYTzgOEyqSFkUFNDmLr6I1wF1OlnOvzBCU3mOLihKBgBhC2dztK9j5yiZ48NsF8uXg6nBafuFGSTwRNGJv+UKzQwrO1AhwvZwdn+CDstYD9ByrGfLJCypQYmV47R+FYKIJ/xRIYS6VxZ9wo8BreDeCJJE4mcTXKxZLHbBGQTx7rG1LoNNy/HxjV8yS9ety5+lD/c2YRSVPLRdZJpwfxDCK+gplAt4WNv2lyW3GgiA7nVKWnWBcj0+FVtk2UOxYC1AaYMrX9bpDA9dI48yRS5okPkev6rmMSCVHP6mOX0wK/gzZhc8eXnkfxWIYhiJnCGVoC4VRPfix8QXkg8OJFNub1bRNdZ3VUhHE4/Yibx0C7rSjA0wPzbS962NVOdGSJD5IqPVlWBn8/K92xlLwtJugWC2QCkB5W+xw/0UP+I13ZOyKYTduVWVSRVuALIJU/HFxE2+MuC9OrqqdPd4cFnztL3HniO+oZjtv8sNLGo0I5OJGzd6ZVbO/lxNH4hYrjIjbHA9QCEMeQ3MCHE27lkA5wZUvTc2TGu6LL7Aj77kBjkVcObfn05MCm2bNEquVdgXPw+N7kTOQ7AQIOcDp5QNwKTFmVNIS9FE2nK5vMUZDvH0kBVHccDfXE5zCaUQrB4kFq5oKagCR8IXbkLJV+AUzGuVLoCIUdKWr4wZhfxwQVwODVoHaue/sdvVH0zSTJ6j1BqoMsihvDq9Zb4GkDng1fZf+VzbCU2H9ChFZATsBND0RiUiu/VFmit199Kgc1XKI9ef3AyYQ4/uAHwWqTd8ubF394V65k4w1vYt2ID+Ts3kX/tVqh4WRtdHLHsyqbYxmy6CryKYM7NW+V7trIXTboFgqUEVAL7RxLU0higxrCPdbn6XAYpRUIXKplaNsC3ro5rgY4FxnJa5oDl3Ja7wzd+dpitxnDziyonHkf1FU1XCGZIZVSiW+9gjNZaVlhau1twi+xIP0OVFvvJLhKGm67euYot0iDJUHpiRP3mWGObgg2YVUuAzAE65XJ2XCvbgizjiCUyLB3A+kpd+3G8+uMOzXLvUJwr4ad6JujkuXHWOeNloSCawlQFGNsuBTyO59d1NlasuM7IWUN8dBcdMvqCmoIzpQyED5W6YhsXED4XyA6m7mEr1tCoEsKgX7UaExggsM6GNbUFncbuSKWwwhoQtuAPkysZpdihRxRhRMUzi1z5wiktviCjCg3S7TY4oGG+KpnO0Ipq43uLLdByySjlouOUHjpLqZ7jLFMAAUXoRC42wRVr38qNrK9jgCA7UK5Ci8q5OQPJxXxVvmcje1GkO7sgpFsgmAsqVQ5xncE0PYgjSCQKmFgOWl38dsYCYzkdHAHyiMrn0dMjFIll+PKmHRMIKeoe9To0fMEtAuQSDWOvuHYT3TV8iMkwE2tUZq0kdhVQo7YP5whAe8auaQtR90BEzSgVKwMsCYHL8sBFShsqs7Y7pGXHBSkANLAInoDlmm9CEVUQ+eJgjFRGXcfHY2rWDpVd+9gTaR6vRDpLAa+HZRYgzohHxm8mwNayyrvXxTcar7p+U0UN7WxDKQSLAyG8gppDVYTv4ispM9xDqXPHOIYX/rjwjeV0MSc51alpFqmdQnY1GdZVYkyBwfZrfJD/bQQblXwik1T6WE2gUfl0G2QEGtnGaz5J1VzinEtZoDltuzKjfTT+xI+UDEOT3RmQRbOxg8xQK+WjfVVLLuYbM9U5LwTpFgjmgukqhyBXIHCw7sIyHBRBOda7smTHEQtsk0fL9mssmubfIHlOsEMBIoNTOdb0IuEMutONa5roZdduol893cXeuKikQuKvP9rwvdUeu07P2J88fob/RhUaxwPiqyURuqKsVA0mk2vIK+DO4PS2DQcQSDHCYRJ4DWQBkHLgeRw/fqA5RkVXKxewf+HgZHAGHgQhx/ZQScZx7754BTf7Pfhst7IvYzcKda2HvSSa3F505Xq6YfdUVwUnxEe3tiCEV1BzqJbwoXEpM9LLlWCjaQV5MknKonnNIqcsSeApfUvTCugOBh3UYCWwQQMM5wWklGFb3DENbVywkYxQE+V0AhmWQzU4EGSXBvaqLEGq5uoNWy60AtIJVJNTPc9VvV4nCWayiKY1iyzylKUVNKHt1rgSUo4sug3Kr95K7u5YxQp8OYeHxdI5CwRLCdNVDtmdoD3ExC/g81Bzg5+vViC8AMgtfkYmUraX6yUbW+n42TEr5ncyerd4vbiuxRJoYgNRVC4Ft73oItqwspEe399D+04MsbwAnyG/tW2sE3692jMWTg+f/Y8nWKfLDWSW9tgJSCBQXUUlFkQQyzjtuND0hvQ3SClgvwZHCjS/cVXb0i+D8OP4OpqD5Pd6KJ2FxAzuCnkm785jxN+xhLIlg08wyOzG1U20B44Y/XDEQIXc4ONE0EW1VmDio1s7EMIrqElUk1LmrARnh7vJ5Q9zpTeXmCAznWJJgxFsIE9TB6VH+sjMJJV+VXVgsD0XBzVABmF4yWhAAxyxVAKEDZXlzHA3eTrWcxW5mBgCqEB7VkySqvn2htVkVa939NG757ReTRZhY8akMA4in54k8l4fuUPNTBYD67eVJItwsQiH3DOSXCyG7GUhSbdAMP+evFRwDqOquaIlRLfedBFXYWPxNIdRnDg3Rn0jCZZEOL1cQZzxPBLItJe2U2gAggYbLlQ78czgWIL9d7/+s0P0zJF+umbnKrr9zZezvhjJarAeQ8McKrfY322bYGmmiB2WUc4PLiVpKPMRA8HE9jqaA/R7L9tKrY0BrgavaQ/RP3xnL8sotN3Xmo4GCvo8ttsDufO8zyD8L9i9jh548gQ1h3HN9jExRqUaxBiNcmjgY82zgeY2g9atapw3KzDx0a0dCOEV1DQqpZSVrAS73eQOhLkqG1i7hUIXX0XejrU0/vg9FDnyBGVHzrHvLFwImCRBmmB4yBNuUYR3IkKUTpJn3cUU2nwFjT95r02q3A6daylStVDesPO5XjwfuuhKSnYd5NdxIp0l1QDpzSdjlEtE+UYBy5Vc3xwkF/OF2eicBYKlhOLKocedYwKZzicLKoc6CQzYsbmjwFfXSeAQ44vf+ByD9EHXqjXCIIdoKCvuBcPfE9E0E97uwcnEsM3rWspuB8Bj+CccHtiKzDPZO8HSBp1vwzbfedbvguDr12Nfi+2+8KutOcDLaj9fSCFCfg8/noOTg+Gmzo4wk2CQXnj9ar9dWJThuIM+g9Lp/LxagYmPbm1ACK+AlnslGNAEbfypH1MaYRVMdL1MlEB07epufIzDKzRZyo71VU2qFsobdt7X65x5tL4B7XiKChZCsxn3hcJcdM4CwVJAceXwZPcQk7zgNJXDcgTOKZNACAO7JaRzTAaVA0Ph8pjkAnFk/13T5BhfZ2JYJaIIsgdPX2iLsc+QGOCyBGsyreXVjg+QGFx6UUfBcVRu2lPrB7BfqKayUyI0vpZPsNYUw05N265hXyDx8CygW4L46C5tCOEVLMtKMAhteuBMAREDQQtteR6N3HcXJU7tV8+Fm8iFEIvIKJNYVHtzq7faZKmYVOXhX8s2ZGsodMGl1PS8V9rV3YXwhp3v9WJ98eee4ePEmOS1NhkJci63knKElaQBtmQN26+vuL5KFfiFxmKTboFgrnBWDh98bC87EWzftmVWlUOnTAJNYGhKG4+muVrqjPYFcBmB3EATTuXDqyqqlRLDisk1PH2h8R0aTbDmlkUUthOD+g3ZBCrMILh6nTOx+wKB3bimkdoavdQ1AOsxRXo5aEK7UIhbgkAIr6DeMF0zWDUa2vaXvodiR/aUrAzGg6tYo6rXqUkViPLEUz+h+MnfcqJZPj7B60j1n+b1ghTP1Bu2GqI4G8/ZSuvV6zMCDezXazZO1SZD/wf3yoUKjphvLCbpFgjmAyB/q9r8/O+5VBCdMolIPKca2Iq8aNG0Bp0vmrw0QCpRpYWLQrWJYZpcw04MjcHKd3cyyhz/gptEQ9DDkgmsD+R+NnZfm1Y10fYNYRocT7PmGWEdqF7r6i6kDAOj4paw3CGEV1AXqIbIAtVqXctVBocOHym57fHH7qm4Xv/KC9gVYr69Yefbc7Z4fSC3sFWb634KBIIlKJPomeDGMB0brMluccyu9qiF/AGV2GoSw0Cuu/ujHJGMhjF2TYB5GqesKZ/g9uYgre4IscODrhwDINTYx1PnxlnLC/I7nd3Xzk0NNDCWpgNdSTpwcnjSbtIyAYaM44ZLVbVcsDwhhFdQ86i2acvTsmpGWtdqK4PVaGgT3UeJ4O4w3bHM0Bt2vj1nxcNWUM+o1Gi1HGUSTxzso2/89DCHNcCyC2Q0kc7ZXrmQNOgwC5BVaGarTQzjKu+uVfTgb7pZvpDN5VgrPBn+42JbMiTKoYKMRLS7HzxuN6xlszmKp5TOGG4QsB6D528luy+b49q9BlZF2UpRr64DQVCvEMIrqHlU1bR19ElyeXyLpqFND3axeA0JZ8Y8esPOt+eseNgK6pXoPrqvhwkeyJTWi8LL9uodq7gauRyJ71VbO+lbPz/Cvrqs47UYowlP3FxeVWMt7W044GXbss1rm6vWwMINIehHVLGbckk0rplWqhncGUwaj6WZzAK41nz3/mP8vCK3BnvxDmcTXH0GKYceuJzd14HTUTpyNkY+n492bm7n5DktaYB0AzZuTx3qY59dLZ0QLC8I4RXUNKomnP2nuGppNHUsioaWE9nSCW6Am09v2Pn2nBUPW0G9AYTtO/cdY7KLpitnMMDh0yPUPTBpt7XcSO+eg33ckIZ0MTe8alEZ5SRgJW8A0UxnTfJYfrYz1cCiEoyKMWQTeD00wDoGGIQasDbJ/1DxwETJTJbamnFNJXZcQAob9uq6navp2l2rp1Tm8R4f6opRIpWnzZ1K/hAKuO31Q6cMwg7Si6AJ8cVdnhDCK6hpVEs40WzFEcDTTGotpIbW5SMKrL6QUn2n5tUbdr49Z8XDVlBP0JVd+MzqEAMNHYfrtNtaLgBJxLiAgK5oCXJzWT6TJ9RzVaK68ssFECUMV4eZJoYhQAK2YfhpCKlrJG40kGqGSzFLhbnaq5ZHlDCeh4cuQibgr4v3a1V7mL2IuwcitL5z6o0JZCojkQwF/ZPpaiDreG9RQcY68Sgqvs8eG6B7HjpBr7tp87yQXpHJ1A7qlvD+4he/oA9/+MP013/91/T6179+sXdHsEComnB6fPwbqWGLpaFFxHDTlS/nuOP59Iadb89Z8bAV1BupQ2W3mOwC+BspZiBT1dht1RNA0iDvaAz7mfgj6nd0Ism6WvjlcpOaG/Zeyo/3xivW0etunBlJ7BmO8/JoUIPLg9ejpBIcZmm5NqChDdDvDBwVUHVGohpCJrS7Ayrz5Rwi2Lc3b5LHjeY6ouHxBPUMRnmb2goNFWb8RhX4l0+coXQ2P6eqvshkag91SXhHRkboM5/5zGLvhuA8oFrCyYlhqFJmJn0aF0NDC5mEf9WF8+4NO9+es+JhK6gnUudM7CrGdGSqXuEMdygOawApxY/XMFgLC3K6fVP7jAkcthHyG5QJ+Xi9CfjtWqa/+D/HDmunMtdkrxl0umhWgxRBN8hhP1EpLuUQwb69SKHLmXSie4xDMpzewlgv5Bo4BbDubD5fsqpfbbW2kkzm0OkhOjXSTft6m+lV115EG1rWkCHXzCWBuiS8f/7nf06RSGSxd0NwHlAt4TSTMY4QzmfSS0JDu1DesPO9XvGwFdQyKiV2OVGJTNUrSoU7lAxrSGT4cUgenOEQ1W4DiWtoPkPD2eBogmKJtMVvXWQYLiaqCMJQ25/cD2xbk2NnyEQphwgQ09YGLx3uilHGqhiXAhPffJ7jiJ0hGsBMqrWlZDIm5Wncc4aMzi4azU/Q48MmHf31I3RR51q6au0uunbdFUJ8Fxl1V2//8Y9/TPfddx994AMfWOxdEZwHaMIJQgnCiYukE07C2XTlK6jhkqtZ3gBtajYyQrl4hH/jb5fXN2sNLZPZeV6vQCCYG2aS2FWt3Va9QIc7wOKr1HVzeDxJJ9gHN8ZSh+8/8Bx96T9/Qw8/282EcCbbgAsEqsfrVzawZMGH2OGAh0IBT0HAxWQKm7JBAxnWf2M/QUBLOUTgvQv73SzFcMKSCBcdG9F4LEMNQVXVhw0aqrV3/+o4B12gsg0JBn6jqRGPf+f+5+xjdspkIIfRZHfQu4+GvAcobgwiqJJyWRdF4ik6NnSCfnjkl/Tfh39GOUTWCxYNdfXpHhwcpM9+9rP07ne/my699NLF3h3BeUK1TVaIwQXmW5sqmleBYGlipoldyyly1pmGhuYum7yZJvUMxbhxDLICVGFRoc3mzRm7WhRvo7M1SEG/l8dbZ1soba/b/jcIMMgmCCl0xaVCJooBEjo8kZ6UR1goVevFIhynHPbx65481DejpsZSMhlUdic8Z8mkHPnzLUzWyZWnfJqo3d9Ekdw4PXXut7SmcSVdv+GqWb5jgrmirgjvpz/9aWpvb6ePfOQjtGfPnsXeHcF5wkwJ50JoU0XzKhDUDqnTqIZM1TOcUcNo3GuwtLZo+tLpaGgcW9OhLMJKEcDpdK/F22CfX5MozvIRbMNDrQ1+JoljURWAAZIN79yRiWTZkAknsP2xuNIau0tU9LnS69AII0ADnsINQS8dPTM6o6bGYpkMqrsRo4tyrtQk2eXvBNhmqm11htupe7yXnj63j65Zd7lIGxYJnqVesa0Ev99PTU2qweCee+6hhx56iP7zP/+TjacXCocPHy7b/FAPSKVS/PvgwYNUe2gh2vwickWGyJVNkenxk9nYQUOmQVQiEngSUaLBSs/PdnyqX2+9oLbPn4WFjM3ijE+Lx6QLOg061JWgE2eTbF2FqXJOFUshGMFNF6xpoGbPKB08OEbLbXx2rDbJTAXocFeOhiYSNDqRYbIb8rupMWRQo9+kaHSyJybkNWlgLEk/f+wInenqoiPdcbYE0yEP7Y1e2rYhzFG/WpKwdWWeTncRDY9lKWY1rnG/GgqhZo4MM6uaykwQSSKfx0WUz1A6laHWsEHrV7ipPRClg4cO2et04ky/Cqcw2NEBEcg0uf4pcglUhHMUjSWpMZCn/qE4gbtGo9GyY+Rx5+hk9xA9+Nhe/judTlIiaZIrn6K0Z5wSvnGirKdAssDuEy6iZCJBlEuRkXfRqcEueujZR2hloIPON1J1dv0pluHUPOG94YYbKj5/yy230B133EH9/f30l3/5l/Sud72LLrvssvO2f4IlCDg2NK+UCEmBQMAAQbr5slZa0ayamoYd5GxjZ2AKOVtuwHFfdmEjj8HhM1H6xbMjTArbGr02SXQCBZ+Az02n+hLUM5wkWOripgGWYJA9nBlI0sB4mgbHMzzuwMP7x+j0gPI2bwl7mIQm0nlKZvKUzhKNx3PUHDbo4rUhumRdiDqavXS0G64ZsElToRL4uxSZBvxeN/m9LrZRg9QW9meZrKm+Bxyk1w6TcxE1BA3asCJAB7tivO/TjRHOGQRjrFsR4LHpGkhSY9CkvCuLmjW5UFhxbAfLI2UO+wZ4XAblzDyl89M4CgkWDEua8H7+85+v+PzatcpO5M/+7M+osbGR3v72t7MlGaDv1uLxOD/W0tLCaTJzxbZt28gw6nc6Qt/97dixY7F3ZUlCxqcyZHzKQ8Zmccfn0l21HRJwPs4fb8MIPX5sH7shYMrejub1ewrI70QiymloAb+PNq9pLCkTOTWQoyuyrUwGTw0MkeHx0UUbCiUlqMpCbgIJw4uv2cg+vwCayE4NRCkSJ2oIBShkWX71jKYpkkqSy99aoCHemsvTr/b9isZiOXJZXryoFGfY83fS+kz/s7UxSC983ka6esdKOvO9fawZbmwMlB2XdD5JQcNN27dtYdu6sWwLN7PFMzlqbm6iCcPD0gaPid/E2mevx0MrWsPU2KTWm07kKOgyaPvF22hDy/kPODlYZ9cfVOn37lUV97ogvLfddltVyz388MP8+6abbpry3Oc+9zn+uf/++2nduuq8VQUCgUBQfwBBqiWfXSdB7xtJ0YqWhZPrAdDsxlNZTidjgojKJbnYWaG10c96XmA8lmay2tESrKh73XOghwlgOY0sKrLrVjbwsqfOjc86GQ/v6/YNYRocS1M0BdeNHO8fIpFzOUWsLatfam8J0jtesY1u2K1eO5umRqcuub/HTebaEGV8w5TP+FnKgBuG1iYV6KHXEUvF6ZKOC2lt06p5ftcEdUF4q8Wdd9455bEDBw7QF7/4RXrPe97D0ogVK1Ysyr4JBAKBQDDXFC/oRjGlj+riQqR4YRt79vdSJJamRDLDJBezosqLN03JdJYS6Sy1NPgolc6S36dsxYqB5dH4BtL33NlxJtHVBn/AImy2yXiQOUBGcXIgR0NjCXK7Tcqhec0aJuzH1o1t9Kl3XEXB4OSNw2yaGvEbFWaQbuzHidg6mvBEKO+JUYO/iSvITHYt14uB2BA1+EN01dpLpWFtEVEXhPf665XdlBPZrDIQv+iii0o+LxAIBALBUkO5FC80SUEfi6n0am3BZgIQ7KcO95Pf56a86VFNYG5wNiVvwDQ9/Hij8QxXZmFVVkwORyZSlp0Z0tpMyueVp21rY0DJCVyVgz/O9EVmnYyntdqQUYCE9g7FmHhjoyvbgvTCy9dxVbd4zEo5VejUNFR24eRwycZWJrAg5FoGgx9UmEG6T/dvpl+cDNKx8cOUzseJfC6KpLOUyaNJL85k93lrL2OHBsHioS4Ir0AgEAgE9YByU/pwBECTFHSjpWJx5wJnmAIIJMgkiGsypXx43YhmdyltKhNOeOT6HE1aDu9eEFe8RnuBwVt3aDzBf2t7s2LoFDXoDuaSjAfSq0lotVrt4motjp2PAY4TzUrCcfzsGNuXlUpfw8/mNa30/lW30hPdm9h6rD86SNl8lrwug2UMqOyKHdniQwivQCAQCARLAE7iOdMp/UrrLCZ/gPMxxO3qyipkDGs6whTweexqLfSvIL3BgJeaQl5a3RHmAAoQQuyTruyiKhzwG/wYqquojgLQBKM6HPR5qM0ikaU0shvXNFadjFcuZng2Wm1ntRbjgir2w3u7meRylddR9S0XvgEyi1AJENtzE32UyCYp6AmwZleI7tJA3RLeG2+8kY4ePbrYuyEQCAQCQVUoleJVUfPaN0GG212ykllKBwwpAhq5QGDzOVO5MBhu1uKORZLU0ui3twEyi2l8EFft1gDCh6asrZvaaDyattPTdGVXk11UgkFI25oCyrUgk+PHECSBxjdnhLBTI7tpVdOiJuNpooz45GNnRrn5rdrGOXsdbmNRXBgEy5jwCgQCgUBQSyhO8SoHkFYQ1LvuPcSuCniNc7r92h2r6Pu/Ol6gA8ZrBkcT/DcAktnZGmLrLlSMY4kME1qnNhe/QwFVpQWGx5NMZK/eDqcBF5O+Uz0T/FosC91uNqfIbovt6mBywxsaybDtvuEYhYNeWyPrTFFbCsl4C1FlFywNCOEVCAQCgWAJAFXa6ab0QfpAXBHNm81FmFgWT7c/tq+Hm7ZAZjVpA1lFpRVkFOvAv+E/i0ouLMcOnxphkocqbHtzsGJlFVVQ/KDC+YsnTtPh06NWwIPS92oLM8UVXSyRQNMaHCCYGFuSBKwLxNVJGqdrIpsuZvh8V9mdjXOCpQ0hvAKBQCAQLAFgin66Kf2R8SQTU5/HoAvWNLFMQQOvAVn77XNDhJylLRtaeR0gq8WyA0gVRiMpJqZYB7bb1R9hEgfC6gxqKldZxXT+mhVh+vtvP0vpTI4lDMUhFQC2F/R7WNP7hhddzK4N5ZrJyjWRlSPIi1VlL9c4J1i6EMIrEAgEAsESwHRT+rD56h2J879BUJ1kF8CyzWEfywbgk6sBcovmM7gn6PWBQEJXm0wp/W9bc5AJcDyZYZlCS2OgqsoqqpuoIoOkKzJNFavDOL7pyGpxE9n5TMarpspeTeOcYOlB3imBQCAQCJYIyk3pR+JZisZz3GwG8gmCWgp5UyWYoUoJogsNLprO2GnBQZB15RfPqb+JVrSGaDyaYi1wPJWrqrK6kLrbxUjGq6bKvpCNc4KFgxBegUAgEAiWCCr5wq5s9dFEwsW63XIhDljOTS7KO8gsHsPisA0jY5K04VE8pwFNb3ODn9756h28H9VWVhdbdzufWAqNc4KFgRBegUAgEAiWEEpN6fd0n6acadLPn1XNaOUADa0BfWk6y965APSzkDiAfJoe03JUyKsACb+nZFOak8ihWoyUsXIEeLF1t/ONeiLwgkkI4RUIBAKBYAnCOaWfj/dyxXZVu1lxuh02YKjaIjhiIpZij10sh6ow7MGQfAZyCzKK5jSsolzVspSXb6m0scXW3c436o3ACxSE8AoEAoFAUAMAka1mur2jJUir28PcvKYrlPDh9XsN24c3FDCYsMGurFTVEuT2O/cdK/DynS5tbLF0twuBeiLwAgUhvAKBQCAQ1AiqnW7/3RdupicO9tsVShBYEGE0ZMEbF3/jp1zVUld207NIG6sXlIplFrJbuxDCKxAIBAJBHU63l6tQApWI3HJPG5uJlENQOxDCKxAIBAJBnU63l5MYVJIdzDRtDA1tM3F1WMqYrZRDsPQhhFcgEAgEghrEQullq00bQ1V5PJqkO390kBKpXF1UQkXKUb+orTNRIBAIBALBoqeNmSbR4GicI4vP9kfY5swDO7ScqoTe/avj9J37n2MSXCtwSjmKGwKdUg48DylHLR2bQAivQCAQCASCEmlj7NsLZlsCI+MJJn5uw00XrGmi9uYANYV9/BuVUVRIUQl9bF8v1QpmKuXA8oLagRBegUAgEAgEU9LG4PiAKfxi0ovENhA+APIFt9tdF5XQaqUceJ6jm5PZ87ZvgrlDCK9AIBAIBIICQH8LezOfx2A3Bvj1TsTS/PtUzwSTXhDitqZA3VRCq5FyAHgey2F5Qe1ACK9AIBAIBIKS9me/e/PFbHeGBjVtfwbJQkuDj1a0BstO/ddiJbQaKYeOYEZlW1u8CWoDcnsiEAgEAoGgavuzXD5Pd3xvHzeoTVcJ9dRQJVRLOaZLsiuOYBbUBmrjLBQIBAKBQLAk7M9QtUUl9MjpEbbqKlXl1ZVQVIdrqRJabZKdjmAW1A6E8AoEAoFAIKga9VwJnUmSnaC2IIRXIBAIBALBjFDPldCZJNkJagdCeAUCgUAgEMwIy6ESulBJdoLFgRBegUAgEAgES6ISCn2wVFUFCwEhvAKBQCAQCBa1Egqi++i+Ho72RdoZ/sZ6Yf919Y5VLKEQ4iuYC4TwCgQCgUAgWDSA3H7nvmNMdpHO5tQDHz49Qt0DUdYLQ0IhpFcwWwjhFQgEAoFAsGjQld10NsehFk7HB9iewfEBzXHQC0NCIRDMBnKrJBAIBAKBYFaV2dO9E3T41Aj/xt+zWYeu7BbbmwH4G4/jeTTHzWYbAgEgFV6BQCAQCJYodBPXmf4E+b1u2mppWxd7n+ZLb4tjwzogYygXU4zH8TycILC8OCcIZgMhvAKBQCAQLDEUk8poLEaG20XPnvnNojZxzbfeFm4MWCfWUQl4HrZnWF4gmA2E8AoEAoFAsIRQilR63C7K5s1Fb+Kab70trMdwDCDMlZCxPH6xvEAwG4iGVyAQCASCJYRiUtneHKBQwKCmkIf/xuMglY/t6z2v+7UQelv47K5qD3E6GyKJSwGP43lIJrC8QDAbCOEVCAQCgWCJYCk3cc1GbzsdUN29ZscqjiJGdbiY9OJvPM5RxTtqO7lNsLiQM0cgEAgEgiWChSCV84WZ6G2xXLV6W+iRr9m5mnweg7r6IjQ8nqSJWJp/4288jueR6CYQzBYihhEIBAKBYIlgKTdxLZTeFuuEHhm6X1StQeSz1jq2bWrjyi7IrlR3BXOBEF6BQCAQCJYIlnITl9bbHjk9wg1qpSrQWm8LojoTvS2OGU1uILaoWoPI49iwjtkQXW3nNtf1COoHQngFAoFAIFgiWEhSOVdove25gSjraos1xvOht8Vr5uKzO58ewYL6ghBegUAgEAiWCM4HqZwLQBhhiQaXCOhrnT68IOG8X4ukt83lzXn1CBbUF+qK8Pb29tL/+T//h379619TJpOh7du30x/90R/R5Zdfvti7JhAIBALBrEllJp1jQjcSjSwqqVzKetsDp6P05HPJqjyC50s6Iagd1A3hHRgYoDe/+c2UTCbp93//9ykUCtE3vvENesc73kHf/e53aevWrYu9iwKBQCAQzIpUJvMmJ61dvGHxm7jmW287H8DNwKGuGEXiU8mu084NNxD3PnKSHj/QQ/0jCZE8LCPUDeFFZXd4eJjJ7bZt2/ixV77ylfSSl7yE/vVf/5W+9KUvLfYuCgQCgUAwK1J56PAx8nvd9MLrdy8ZQjZXve18YnAsTSORDDWEAmXt3IhcLG84eW6M+ke81NIYEMnDMkJdEN54PE4//elP6TWveY1NdoHOzk76xCc+UeHkFwgEAoFg6UKTythI0P5bMBWpTJ6rvKEKdm6jE0mKJzOUN4k6W0PUGPbNKRZZUFuoC8J74MABljLccMMNtqgfJDgcDtNb3/rWxd49gUAgEAgECwhUvyH5KGfnhgC30UiKsnmTAl6DDKO85AEyEvH9rT/UBeE9deoU/25paaG/+Iu/oHvuuYcJ78aNG+mTn/wk3XLLLfO2rcOHD9d1xTiVSvHvgwcPLvauLEnI+FSGjE95yNhUhoxPZcj4VEZT0KSWkJu6h2PkdaWnfE+n0nmKJVLMfA2XSdl0giKZ5JT1eNw5Otk9RA8+tpdWtfmpXpCqs/OnOIK65gnv4OBgxef9fj81NTXRxMQE//3Zz36Wm9U+85nP8GD8+7//O33oQx+if/mXf6GbbrrpPO21QCAQCASC8wlUdy9ZF6LhaIRGo1lqbfAUkF7IHbI5k9wcy2yULVxhPVgWEglBfWFJE14tUSgHVG7vuOMOSqfT/Dd+o7obDCqt080330wvfelL6X//7/89b4QXGmHDMKheoe/+duzYsdi7siQh41MZMj7lIWNTGTI+lSHjM/34XH6xj3wNK1iHOxqDD6930iM4Bes0g0IBD63pbC5LeNP5JAUNN23ftmXJNOTNBw7W2fmTy+Vo79699UN4P//5z1d8fu1aJSpHVRdA05omu1riAFJ899130+joKLW2ti7wHgsEAoFAIFgMoDpbziN454XtNDAWp+GxRNnXL1aCneD8YEkT3ttuu62q5VauXMm/29rapjynH4vFYkJ4BQKBQCCoY1TyCEbk8N2/Or4kE+wEy5zwVoudO3fy7xMnTkx57uzZs+T1emnFihWLsGcCgUAgEAiWgkfwUo5FFiw86uIWZsOGDXTZZZfRj370Izp37pz9eFdXFz3wwAN04403coObQCAQCASC5Z1g97s3X8yyBUgdnLHIeFxCJ+oXdVHhBeDM8La3vY3e8pa38G/ga1/7GgUCAQ6fEAgEAoFAsLyxFGORBecHdUN40Xn47W9/myOEESUMbc5VV11FH//4x2nTpk2LvXsCgUAgEAiWCJZSLLLg/KBuCC9wySWXsOeuQCAQCAQCgUCgIfV7gUAgEAgEAkFdQwivQCAQCAQCgaCuIYRXIBAIBAKBQFDXEMIrEAgEAoFAIKhrCOEVCAQCgUAgENQ1hPAKBAKBQCAQCOoaQngFAoFAIBAIBHUNIbwCgUAgEAgEgrqGEF6BQCAQCAQCQV1DCK9AIBAIBAKBoK4hhFcgEAgEAoFAUNfwLPYO1AJM07T/ncvlaDkca70f52wh41MZMj7lIWNTGTI+lSHjUxkyPstrfHKO43BytEpwmdUuuYyRTqdp//79i70bAoFAIBAIBAIHdu3aRT6fj6aDSBoEAoFAIBAIBHUNqfBWgXw+T9lslv/tdrvJ5XIt9i4JBAKBQCAQLEuYpsncDPB4PMzNpoMQXoFAIBAIBAJBXUMkDQKBQCAQCASCuoYQXoFAIBAIBAJBXUMIr0AgEAgEAoGgriGEVyAQCAQCgUBQ1xDCKxAIBAKBQCCoawjhFQgEAoFAIBDUNYTwCgQCgUAgEAjqGkJ4BQKBQCAQCAR1DSG8AoFAIBAIBIK6hhBegUAgEAgEAkFdQwivQCAQCAQCgaCuIYRXIBAIBAKBQFDXEMIrEAgEAoFAIKhreBZ7BwSLg/e+973U2NhIX/rSl6Y8t2/fPvqnf/onevbZZymVStHmzZvpne98J73uda+bdr3/9V//RZ/+9KdLPnfPPffQtm3bqNbHp6enh/7u7/6OHn/8ccpkMnTttdfSn/zJn9D69eunXW8ymaQvf/nL9OMf/5hGRkZo69atdPvtt9N1111HtYS7776bPvWpT1Vc5v7776d169aVff6P//iP6Uc/+tGUxzHuTz/9NNUy8D5ffvnllM/npzz3jne8g/7n//yfFV8/l3OsVoD3/s4776TnnnuODMPg8froRz9Kl1122bSvrbdzZ7bvd71cT6bDbL+T6uX7aDq8+c1v5rEpBs6HH/zgB7Tczx8NIbzLECBxv/71r+mVr3zllOdOnDhBb3/726m5uZlJXzgcpp/85Cf0yU9+kkZHR+ld73pXxXUfO3aMX/OZz3xmynNr1qyhWh+fsbExJizRaJR+//d/n3w+H/3Hf/wHvfWtb+ULaFtb27Rf1L/61a/o937v9+jCCy+k733vezzO/+///T+66qqrFvCo5hfPe97z6Atf+MKUx/v7++mLX/wi7dy5k1auXDntuXLppZfS2972toLHvV4v1TqOHz/OZPfd7343f4k4gS/rSpjrOVZLN0y7d++mj3/84/zF+61vfYuP8etf/zqT3+Vy7szl/a6X60klzOU7qR6+j6oBjvOFL3zhlO+slpaWiq/742Vw/hTAFCwbxONx81Of+pS5ZcsW/rn99tunLPO+973P3L17t9nX12c/lsvlzDe96U38eDQarbiNt73tbeZtt91m1uv4fOlLXzIvueQSc//+/fZjR48eNbdt22b+zd/8TcX1P/bYY7zeO++8034sFouZt9xyi3nrrbeatY58Pm++853vNC+//HLzzJkzFZdNp9Pmjh07zL/7u78z6xF33303v9fHjx+f8Wvnco7VAvDeX3nllebv/u7vmtls1n58YGDAvOqqq8y3vvWty+rcme37Xe/Xk/n4Tqrl76Nq0d3dzefBt771rRm97rFlcv44IRreZYIzZ87Qy172Mq6s/MEf/EHJZXK5HD311FP0ghe8oKA653a76RWveAXF43E6fPhwxe1genK6Clatjg+AaVRUpVDB1NiyZQtPQZaaYnXi3nvv5QrUG9/4RvuxUChEb3jDG+jgwYN0+vRpqmVg6uyxxx6j//E//gdt2LCh4rKnTp3iqdtaPFeqrbjgvd64ceOMXzuXc6wWcOjQIYpEInTrrbeylEFjxYoVdPXVV/PUrGmay+bcme37Xe/Xk/n4TqrV76OZXmuAmR7nvcvg/CmGEN5lgr6+Pmpvb+epij/6oz8quQwuIj/84Q/pE5/4xJTnoO8BnF9QxRgcHOQpJv3BwzQlLlj1Mj7j4+N09uzZgi8mjR07dtDAwAD/lMOBAwfoggsu4ItK8Wv187WKdDpN//iP/8hEF9Oz0wFfRIA+V/DFVYnk1OKXEMiux+NhaUMikajqdXM9x2oB0E1iSrqUZAjXGVyHXC7Xsjh35vJ+1/P1ZD6+k2r5+2gm0J+Hiy66iH/HYrGqXndgGZw/xRDCu0wATdx///d/0zXXXFN2GXzJoEmiuNEIXyjf//73+YOxffv2ae80UcFBtRRVC/xAJ6QvTrU8PtCnAqW0qZ2dnfy7t7e34utXrVpV9rVoXKlVYOzOnTvH1V1oEKeDPlfwOlSyMP74/fd///eUzWap1oHjwxfx+9//fm7Cwufgta99LVfAK2Gu51gtAOcHSEhra2vB4/v37+fq7pVXXrlszp25vN/1fD2Zj++kWv4+mgmOHj1Kfr+f/uEf/oE/O1dccQVXxL/2ta9VfF3/Mjh/iiFNazUM3MFWAj4ETU1N/O9qSEgpoHLyZ3/2Z7ytP/zDP+R1TnenuXfvXnrPe97DF/Enn3ySvvGNb/C0EwTxxXeTtTQ++s45GAxOeS4QCNgX4kqvr/TaaquAS2XMnPjmN7/JU9KvetWrqtqO/jLCxRqOBajkoFP4n//5n/kL/m//9m9pqaHasUHVDlU5fKmCiL3pTW/iGYR///d/54aQf/u3f6PnP//5C3KO1eK5A2DMdBWvkqSoVs+dcpjL+10L15OFQLXfSUvt+2ihgOOEcwUI7F/91V/x+/7d736X/vIv/5IbIj/ykY+UfF1sGZ4/QnhrGDfccEPF52+55Ra644475nRh+fM//3P+MoG27oMf/GDF5TEt94EPfIA7p0F+gBe/+MU8tfvZz36Wvv3tb3PXeq2Oj542rTTdWum56TCX1y7mmP32t79l8vHhD3+46hsrTGejyx4VUD0lCbIMWyp0pqMru9Q0by2MDc4TyGIuvvhietGLXmQ//5KXvIR1h3/zN3/D+rnFOMeW4udtYmKCbwROnjzJ14/pLJFq8dwph4V8v5fqeTIXzOQ7aal9Hy0UcEMNqYZTSvY7v/M79Ja3vIW+8pWv8G99/Mv9/BHCW8P4/Oc/X/H5tWvXznrdaAqBDySaJvDlgurJdJY/sDEpZWUCUTzuPPfs2XNeLzDzPT66GlDqzhf6MKChoaHi6/VyM33tUh4z+O0CpTSZ5fCa17ym5OOwx/nZz37G58pSIy3Vjg2sgEpVKTFVCNKLqXhUf0vZTc31HKu1cweVcJBd3DDBS/RjH/tYXZ475TCX97sWrifziZl+Jy2176OFAuzrioFZDxBhWP/Blxo32sv9/AGE8NYwbrvttgVZLy6+qNbBixZ30biwzOXkx0UJU5nneyp2vsdHf2GXmrrVjSWVvGfh+zjb1y7lMXvooYe4qxw+jnMFGgeX6rT9fJxPmuRiOrEU4Z3rOVZL49PV1cUeqt3d3Uw84Ktar+dOOczl/a6F68lS/E5arO+j843pPg9rltH5oyFNa4Ipd9Ef+tCH+MJy8803s+6w2gsLvrBQfSlOl0KnLCpatZ4ShRQnuBDAsqUYeAwNAJWmjtD9ikCC4rtqvb5du3ZRrQFm+ajOQataLaA3Q0JSqaQ2TGsDtXyu/PKXv6SXvvSlfCNQ6vgg+yj3ZTLXc6xWAE0zpmBBdpHsVC3ZrbdzZy7vdz1eT+bzO6nev490YxnkPGhYm+nnYccyOX+cEMIrKACspR555BHWHiLKsVKTWjE6Ojq4oeSnP/1pweNYT6WpyFrCy1/+cnrmmWcKvqBwzJgee/WrXz3ta2HfBe2YBu6+0TyBKbrpvGuXIo4cOcK6Om1lUw1wTqHKgvMElkwaGJt/+Zd/4WQkp/a11oBKN3ydkRhWHI8KEoyO8Upa57mcY7UAEBCQXDSYIWVtut6Aej93Zvt+1+P1ZD6/k5bD99Hq1au54RNNavitgX/fddddPIMA14blfP444UL6RMEjgmWBSy65hDWXiNF1TmXgooJT4k//9E9L3kWjoQRaRHwwUMnCRUV3nKP5BNUXTJNAV4Q7S1yoHnjgAZ7unE7jt9THB0DXKy6UqDqg8xdaqTvvvJO/hGGTo6eph4aG6NFHH+WLhjMmFXrFxx9/nBsp4IH4ne98hy/KuDjVYpQjLo7olEfnM+KGSwHE5De/+Q2PqY7ZBfmD5hJ6VzQZ4UsM2lZUi9FlDwuvWgY6pGELhM8GGmVQiYGTBY73v/7rv2zrH9ww4JjxpaQrMdWeY7WKX/ziFzw9jSlVEN9SwPHjuJfDuVPN+71crifFqPY7CY/X8/dRJeC4UQHftGkTN6iBxOIaA9cGOMJgfJbr+TMFix31JlgclIrO/elPf2rH6pb7eeihh3jZs2fP8t+IbnSip6fH/PjHP25ec801HP/5yle+0rzrrrs4CrKWUC5aGOjq6jI/+MEPcqzl1VdfbX7oQx/ix5zYs2cPr+OTn/xkweOIwfzc5z5nXnfddfx6xGNi2VrFV77yFT7Ow4cPl13m+9//Pi/zj//4jwWPP/300xxFjHG47LLLzDe/+c3mgw8+aNYDEJn71a9+1XzZy17GnwO833/yJ39SEI8KYEwwNhijmZ5jtYq/+Iu/mPY6k0wml9W5M937vVyuJ8Wo9jup3r+PpsP999/P7/2uXbs42v3d7363uXfvXnO5nz/FkAqvQCAQCAQCgaCuIRpegUAgEAgEAkFdQwivQCAQCAQCgaCuIYRXIBAIBAKBQFDXEMIrEAgEAoFAIKhrCOEVCAQCgUAgENQ1hPAKBAKBQCAQCOoaQngFAoFAIBAIBHUNIbwCgUAgEAgEgrqGEF6BQCAQCAQCQV1DCK9AIBAIBAKBoK7hWewdEAgEAkF1+Kd/+if68pe/POVxj8dDDQ0NtGXLFnrDG95Ar33ta6csMzY2RnfffTf99Kc/pbNnz1I0GqXVq1fTC17wAnrve99La9asqbjtw4cP87r/4R/+gV784hfP63EJBALBQkMIr0AgENQYbrnlFtq2bZv9dzabpZGRESazn/jEJ+jkyZP0sY99zH7+6aefpttvv50GBwdp586d9PKXv5z8fj8dOnSIvvnNb9I999xD//Ef/0G7d+8uuT287iMf+QhvRyAQCGoRQngFAoGgxoAK6+tf//opj7/nPe+hW2+9lf7t3/6N3vjGN9LatWvp1KlTXMEF/vmf/5le9KIXFbzmvvvuo49+9KP0vve9j3784x9TZ2dnwfNHjhyhD33oQ1wVFggEglqFaHgFAoGgTrBp0yau/uZyOXrkkUf4sf/1v/4XJRIJ+tznPjeF7GryDKI8MTFBX/va1wqe+8IXvsAyBlR4r7zyyvN2HAKBQDDfkAqvQCAQ1BFWrlxpa3bPnDlDTz31FG3YsIFe/epXl33N29/+dtYAP//5zy94/Ktf/SpdccUV9PnPf55+8pOf0DPPPLPg+y8QCAQLASG8AoFAUEfo6uqyie/DDz/M/77++uvJ5XKVfc2KFSvo/e9//5THv/KVr9BNN920gHsrEAgE5wciaRAIBII6wf79++mBBx6gQCBAN954I/X19fHjF1xwwazWJ2RXIBDUC6TCKxAIBDUGNJqdO3fO/hvuCWhOe/DBB/nff/qnf0ptbW0UiUT4+XA4vIh7KxAIBIsPIbwCgUBQY7j//vv5R8Pr9VJLSwtrcN/61rfSDTfcwI/jMWB8fHzR9lUgEAiWAoTwCgQCQY3hr//6r0vakhVj/fr1BbreSoB3L1we3G5RugkEgvqDXNkEAoGgTqErvY899hiZpll2OdiOwcUBFmX5fP487qFAIBCcHwjhFQgEgjoFooOvu+46Do249957yy73jW98g717r7nmGqnwCgSCuoRc2QQCgaCO8alPfYo8Hg995jOfYQeHYtx9991sPwYf3j/8wz9clH0UCASChYZoeAUCgaCOcckll9CXv/xluv322+mDH/wg7dq1i3bv3s3Shb1799LBgweZ7GKZdevWLfbuCgQCwYJACK9AIBDUOW6++WZOSvvmN7/JkcM//OEPKR6P09q1a+kd73gHRwuvWrVqsXdTIBAIFgwus1Ing0AgEAgEAoFAUOMQDa9AIBAIBAKBoK4hhFcgEAgEAoFAUNcQwisQCAQCgUAgqGsI4RUIBAKBQCAQ1DWE8AoEAoFAIBAI6hpCeAUCgUAgEAgEdQ0hvAKBQCAQCASCuoYQXoFAIBAIBAJBXUMIr0AgEAgEAoGgriGEVyAQCAQCgUBQ1xDCKxAIBAKBQCCoawjhFQgEAoFAIBDUNYTwCgQCgUAgEAjqGkJ4BQKBQCAQCARUz/j/AYG4GvpX/Pz5AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Explore PCA for Dataset A\n", "\n", "pca_full = PCA().fit(X_train)\n", "explained = pca_full.explained_variance_ratio_\n", "print('Explained variance ratio (first 6 PCs):', np.round(explained[:6],4))\n", "plt.figure(figsize=(6,3))\n", "plt.plot(np.arange(1,len(explained)+1), explained.cumsum(), marker='o')\n", "plt.xlabel('n components')\n", "plt.ylabel('Cumulative explained variance')\n", "plt.title('PCA cumulative explained variance (train)')\n", "plt.grid(True)\n", "plt.tight_layout()\n", "#plt.savefig(os.path.join(FIG_DIR,'pca_A.png'))\n", "plt.show()\n", "\n", "pca2 = PCA(n_components=2, random_state=RND).fit(X)\n", "X_pca2 = pca2.transform(X)\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y):\n", " mask = y==cls\n", " plt.scatter(X_pca2[mask,0], X_pca2[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('PCA 2D - Dataset A')\n", "plt.xlabel('PC1')\n", "plt.ylabel('PC2')\n", "plt.legend()\n", "plt.tight_layout() \n", "#plt.savefig(os.path.join(FIG_DIR,'pca2d_whole_A.png'))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "id": "932b178e-b3fc-4880-8504-f79d1806f6f5", "metadata": {}, "outputs": [], "source": [ "# Repeat the same for Dataset B\n" ] }, { "cell_type": "markdown", "id": "07177c13", "metadata": {}, "source": [ "### 3.2 ICA (Independent Component Analysis)\n", "\n", "**scikit-learn docs:** https://scikit-learn.org/stable/modules/decomposition.html#fastica\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "198d7773", "metadata": {}, "outputs": [], "source": [ "# Explore ICA for Dataset A\n", "# Create an ICA projection for Dataset A\n", "# Is it different from PCA?\n", "\n", "ica = FastICA(n_components=2, random_state=RND)\n", "X_ica = ica.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 21, "id": "17890039-c4e2-423e-93f3-cffc9e42d183", "metadata": {}, "outputs": [], "source": [ "# Explore ICA for Dataset B\n", "# Create an ICA projection for Dataset B\n", "# Is it different from PCA?" ] }, { "cell_type": "markdown", "id": "0329f083", "metadata": {}, "source": [ "### 3.3 t-SNE (t-distributed Stochastic Neighbor Embedding)\n", "\n", "**Key parameters:** `perplexity`, `learning_rate`\n", "\n", "**scikit-learn docs:** https://scikit-learn.org/stable/modules/manifold.html#t-sne" ] }, { "cell_type": "code", "execution_count": 24, "id": "7e6d4cb4", "metadata": {}, "outputs": [], "source": [ "# Explore TSNE for Dataset A\n", "# Create a TSNE projection for Dataset A\n", "# Is it different from PCA / ICA?\n", "# Explore the perplexity parameter, try different values. Does it help?\n", "\n", "X_tsne = TSNE(n_components=2, random_state=RND, init='pca', learning_rate='auto')" ] }, { "cell_type": "code", "execution_count": 25, "id": "c007a880-7f9a-4f46-957b-2066ee0ee520", "metadata": {}, "outputs": [], "source": [ "# Explore TSNE for Dataset B\n", "# Create a TSNE projection for Dataset B\n", "# Is it different from PCA / ICA?\n", "# Explore the perplexity parameter, try different values. Does it help?\n" ] }, { "cell_type": "markdown", "id": "4faa387a", "metadata": {}, "source": [ "### 3.4 UMAP (Uniform Manifold Approximation and Projection)\n", "\n", "**Key parameters:** `n_neighbors`, `min_dist`\n", "\n", "**Documentation:** https://umap-learn.readthedocs.io/ (UMAP not included in scikit-learn core)\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "274d81fb", "metadata": {}, "outputs": [], "source": [ "# Explore UMAP for Dataset A\n", "# Create a UMAP projection for Dataset A\n", "# Is it different from PCA / ICA?\n", "# Explore different values for min_dist, n_neighbors\n", "# Starting from initial values of min_dist=0.3, n_neighbors=10\n", "\n", "reducer = umap.UMAP(n_components=2, random_state=RND, min_dist=0.1, n_neighbors=30)" ] }, { "cell_type": "code", "execution_count": 29, "id": "0bb17353-8e84-436b-84ca-2ce9b02c1dd4", "metadata": {}, "outputs": [], "source": [ "# Explore UMAP for Dataset B\n", "# Create a UMAP projection for Dataset B\n", "# Is it different from PCA / ICA?" ] }, { "cell_type": "markdown", "id": "f4033d47-6383-4cab-9d52-335a65ce6d9e", "metadata": {}, "source": [ "### 3.5 ISOMAP (Isometric mapping)\n", "\n", "**Key parameters:** `n_neighbors`, `metric`\n", "\n", "**scikit-learn docs:** https://scikit-learn.org/stable/modules/generated/sklearn.manifold.Isomap.html" ] }, { "cell_type": "code", "execution_count": 30, "id": "f0ebc0f3-9dcb-44c8-9467-bedc8f75f5b3", "metadata": {}, "outputs": [], "source": [ "# Explore Isomap for Dataset A\n", "# Create a Isomap projection for Dataset A\n", "# Is it different from PCA / ICA?\n", "# Explore different values for n_neighbors\n", "# Starting from initial values of n_neighbors=10\n", "\n", "X_iso = Isomap(n_components=2, n_neighbors=10)" ] }, { "cell_type": "code", "execution_count": 31, "id": "01d1ebd7-ec4a-487b-b606-ee12a8ffb087", "metadata": {}, "outputs": [], "source": [ "# Explore Isomap for Dataset B\n", "# Create a Isomap projection for Dataset B\n", "# Is it different from PCA / ICA?\n", "# Explore different values for n_neighbors\n", "# Starting from initial values of n_neighbors=10" ] }, { "cell_type": "markdown", "id": "72c3028b-3052-4d1a-bd8f-abe5a5dc1ae7", "metadata": {}, "source": [ "### 3.6 MDS (Multidimensional Scaling)\n", "\n", "**Key parameters:** `metric`,`dissimilarity`\n", "\n", "**scikit-learn docs:** https://scikit-learn.org/stable/modules/generated/sklearn.manifold.MDS.html\n" ] }, { "cell_type": "code", "execution_count": 32, "id": "441bc398-2619-4118-8f59-47f40188b287", "metadata": {}, "outputs": [], "source": [ "# Explore MDS for Dataset A\n", "# Create a MDS projection for Dataset A\n", "# Is it different from PCA / ICA?\n", "# Explore metric = True or False\n", "\n", "X_mds = MDS(n_components=2, metric=True, random_state=RND)" ] }, { "cell_type": "code", "execution_count": 33, "id": "bc57f40c-76ec-446d-87f1-9d24bf26d760", "metadata": {}, "outputs": [], "source": [ "# Explore MDS for Dataset B\n", "# Create a MDS projection for Dataset B\n", "# Is it different from PCA / ICA?\n", "# Explore metric = True or False" ] }, { "cell_type": "markdown", "id": "33fbd6a0-17f0-45de-952d-b168d067651d", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## PART 4 — Classification Algorithms\n", "\n", "In this section, we will explore several popular **classification algorithms** implemented in **scikit-learn**. \n", "Each algorithm follows a different principle to assign class labels to input data.\n", "\n", "We will apply the following classification techniques to our dataset:\n", "\n", "---\n", "\n", "### 1️⃣ [Gaussian Naive Bayes](https://scikit-learn.org/stable/modules/naive_bayes.html)\n", "- **Type:** Probabilistic (Generative)\n", "- **Concept:** Assumes features are independent given the class and follow a Gaussian distribution.\n", "- **Strengths:** Extremely fast, simple, works well with small datasets and higher-dimensional data.\n", "- **Limitations:** Independence assumption rarely holds in real application, it can perform poorly when features are correlated.\n", "\n", "---\n", "\n", "### 2️⃣ [Linear Discriminant Analysis (LDA)](https://scikit-learn.org/stable/modules/lda_qda.html)\n", "- **Type:** Linear (Generative)\n", "- **Concept:** Models each class with a Gaussian distribution and assumes equal covariance matrices across classes. It finds a linear decision boundary that maximizes class separability.\n", "- **Strengths:** Performs well when classes are linearly separable and provides probabilistic outputs.\n", "- **Limitations:** Assumes normally distributed features with identical covariances.\n", "\n", "---\n", "\n", "### 3️⃣ [Quadratic Discriminant Analysis (QDA)](https://scikit-learn.org/stable/modules/lda_qda.html)\n", "- **Type:** Quadratic (Generative)\n", "- **Concept:** Similar to LDA but allows each class to have its own covariance matrix, leading to quadratic decision boundaries.\n", "- **Strengths:** Captures non-linear class boundaries better than LDA.\n", "- **Limitations:** Requires estimating more parameters (covariances), it can overfit on small datasets.\n", "\n", "---\n", "\n", "### 4️⃣ [Logistic Regression](https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression)\n", "- **Type:** Linear (Discriminative)\n", "- **Concept:** Estimates the probability of belonging to each class using the logistic (sigmoid) function applied to a linear combination of input features.\n", "- **Strengths:** Interpretable coefficients, robust, outputs class probabilities.\n", "- **Limitations:** Only models linear boundaries unless features are transformed beforehand.\n", "\n", "---\n", "\n", "### 5️⃣ [Support Vector Machine (SVM)](https://scikit-learn.org/stable/modules/svm.html)\n", "- **Type:** Margin-based (Kernel)\n", "- **Concept:** Finds a hyperplane that maximizes the margin between classes. \n", "- **Strengths:** Effective in high-dimensional spaces, versatile with different kernels.\n", "- **Limitations:** Sensitive to kernel and regularization parameters, it can be slow for large datasets.\n", "\n", "---\n", "\n", "### 6️⃣ [k-Nearest Neighbors (k-NN)](https://scikit-learn.org/stable/modules/neighbors.html)\n", "- **Type:** Instance-based \n", "- **Concept:** Classifies a new sample based on the majority class among its *k* nearest neighbors in feature space.\n", "- **Strengths:** Simple, intuitive, adapts well to complex decision boundaries.\n", "- **Limitations:** Computationally expensive at prediction time. The performance depends on distance metric and scaling.\n", "\n", "---\n", "\n", "### 7️⃣ [Decision Trees](https://scikit-learn.org/stable/modules/tree.html)\n", "- **Type:** Tree-based \n", "- **Concept:** Recursively splits the data based on feature thresholds to minimize impurity (e.g., entropy).\n", "- **Strengths:** Easy to interpret and visualize. It handles both numerical and categorical data.\n", "- **Limitations:** Prone to overfitting if not pruned.\n", "\n", "---\n", "\n", "### 8️⃣ [Random Forests](https://scikit-learn.org/stable/modules/ensemble.html#random-forests)\n", "- **Type:** Ensemble \n", "- **Concept:** Combines many decision trees trained on random subsets of the data and features. The predictions are averaged (regression) or majority-voted (classification).\n", "- **Strengths:** Reduces overfitting compared to single trees, it is more robust and accurate on many datasets.\n", "- **Limitations:** Less interpretable than single trees. It can be slower for very large datasets.\n", "\n", "---\n", "\n", "### Summary\n", "\n", "| Algorithm | Type | Linear | Probabilistic | Handles Non-linearity | Key Strength | Link |\n", "|------------|------|----------|----------------|-----------------------|---------------|------|\n", "| Gaussian Naive Bayes | Probabilistic | ✅ Yes | ✅ Yes | ❌ No | Very fast baseline | [Docs](https://scikit-learn.org/stable/modules/naive_bayes.html) |\n", "| LDA | Linear Generative | ✅ Yes | ✅ Yes | ❌ No | Simple & interpretable | [Docs](https://scikit-learn.org/stable/modules/lda_qda.html) |\n", "| QDA | Quadratic Generative | ❌ No | ✅ Yes | ✅ Yes | Captures curved boundaries | [Docs](https://scikit-learn.org/stable/modules/lda_qda.html) |\n", "| Logistic Regression | Linear Discriminative | ✅ Yes | ✅ Yes | ❌ No | Robust baseline classifier | [Docs](https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression) |\n", "| SVM | Margin-based | (depends on kernel) | ❌ No | ✅ Yes (with kernel) | Strong generalization | [Docs](https://scikit-learn.org/stable/modules/svm.html) |\n", "| k-NN | Instance-based | ❌ No | ❌ No | ✅ Yes | Simple and non-parametric | [Docs](https://scikit-learn.org/stable/modules/neighbors.html) |\n", "| Decision Trees | Tree-based | ❌ No | ✅ (optional) | ✅ Yes | Interpretable structure | [Docs](https://scikit-learn.org/stable/modules/tree.html) |\n", "| Random Forests | Ensemble | ❌ No | ✅ (probabilities via votes) | ✅ Yes | Robust ensemble learner | [Docs](https://scikit-learn.org/stable/modules/ensemble.html#random-forests) |\n" ] }, { "cell_type": "code", "execution_count": 34, "id": "bce1a970-5436-42a1-86e2-34cc00b3e07b", "metadata": {}, "outputs": [], "source": [ "# Helper functions\n", "def eval_model(clf, X_tr, y_tr, X_te, y_te):\n", " clf.fit(X_tr, y_tr)\n", " y_pred = clf.predict(X_te)\n", " acc = accuracy_score(y_te, y_pred)\n", " bal = balanced_accuracy_score(y_te, y_pred)\n", " prec, rec, f1, _ = precision_recall_fscore_support(y_te, y_pred, average='macro', zero_division=0)\n", " cm = confusion_matrix(y_te, y_pred)\n", " return {'clf': clf,\n", " 'y_pred': y_pred,\n", " 'accuracy': acc,\n", " 'balanced_accuracy': bal,\n", " 'precision_macro': prec,\n", " 'recall_macro': rec,\n", " 'f1_macro': f1,\n", " 'confusion_matrix': cm}\n", "\n", "\n", "def classification_scores(y_true, y_pred, average='macro'):\n", " \"\"\"\n", " Compute common classification evaluation metrics.\n", " \n", " Parameters\n", " ----------\n", " y_true : array-like of shape (n_samples,)\n", " True class labels.\n", " y_pred : array-like of shape (n_samples,)\n", " Predicted class labels.\n", " average : str, default='macro'\n", " Averaging method for multi-class metrics: 'macro', 'micro', 'weighted'.\n", "\n", " Returns\n", " -------\n", " results : dict\n", " Dictionary containing:\n", " - accuracy\n", " - balanced_accuracy\n", " - precision_macro\n", " - recall_macro\n", " - f1_macro\n", " - confusion_matrix\n", " \"\"\"\n", " res = {}\n", " y_true = np.asarray(y_true)\n", " y_pred = np.asarray(y_pred)\n", "\n", " # --- Core classification metrics ---\n", " res['accuracy'] = metrics.accuracy_score(y_true, y_pred)\n", " res['balanced_accuracy'] = metrics.balanced_accuracy_score(y_true, y_pred)\n", " res[f'precision_{average}'] = metrics.precision_score(y_true, y_pred, average=average, zero_division=0)\n", " res[f'recall_{average}'] = metrics.recall_score(y_true, y_pred, average=average, zero_division=0)\n", " res[f'f1_{average}'] = metrics.f1_score(y_true, y_pred, average=average, zero_division=0)\n", "\n", " # --- Confusion matrix & full text report ---\n", " try:\n", " res['confusion_matrix'] = metrics.confusion_matrix(y_true, y_pred)\n", " except Exception:\n", " res['confusion_matrix'] = None\n", "\n", " return res\n", "\n", "def plot_preds_pca(y_pred, title, X_pca):\n", " plt.figure(figsize=(5,4))\n", " unique = sorted(np.unique(y_pred))\n", " for cls in unique:\n", " mask = y_pred==cls\n", " plt.scatter(X_pca[mask,0], X_pca[mask,1], label=f'Pred {cls}', alpha=0.7)\n", " plt.title(title)\n", " plt.xlabel('PC1')\n", " plt.ylabel('PC2')\n", " plt.legend()\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "def plot_confusion(cm, labels=None):\n", " plt.figure(figsize=(4,3))\n", " sns.heatmap(cm, annot=True, fmt='d', cmap='Blues')\n", " plt.title('Confusion matrix')\n", " plt.xlabel('Predicted')\n", " plt.ylabel('True')\n", " plt.tight_layout()\n", " plt.show()\n" ] }, { "cell_type": "markdown", "id": "0efef392-610a-4d6c-b97c-5bf53f5853d0", "metadata": {}, "source": [ "## Dataset A ##" ] }, { "cell_type": "code", "execution_count": 82, "id": "de88abda-9fc6-4adf-857d-0d19ce1cba69", "metadata": {}, "outputs": [], "source": [ "# create PCA projection of test set for visualization (use scaler inverse transform)\n", "\n", "X_test_pca = PCA(n_components=2, random_state=RND).fit_transform(np.vstack([X_train, X_test]))[-len(X_test):]\n", "\n", "res_gnb = None;\n", "res_lda= None;\n", "res_qda= None;\n", "res_log= None;\n", "res_svm_lin = None;\n", "res_svm_rbf = None;\n", "res_knn = None;\n", "res_tree = None;\n", "res_rf = None;" ] }, { "cell_type": "markdown", "id": "27835012", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Gaussian Naive Bayes (GaussianNB)\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/naive_bayes.html\n" ] }, { "cell_type": "code", "execution_count": 84, "id": "cccf9fab-bd00-402d-81f2-2bd9f7ff30d8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GaussianNB metrics:\n", " accuracy: 0.9933\n", " balanced_accuracy: 0.9855\n", " precision_macro: 0.9972\n", " recall_macro: 0.9855\n", " f1_macro: 0.9912\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "GaussianNB failed: 'NoneType' object is not subscriptable\n" ] } ], "source": [ "from sklearn.naive_bayes import GaussianNB\n", "clf = GaussianNB()\n", "\n", "try:\n", " clf.fit(X_train_s, y_train)\n", " y_pred = clf.predict(X_test_s)\n", " res_gnb = classification_scores(y_test, y_pred)\n", " print('GaussianNB metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_gnb.get(k, np.nan)\n", " try:\n", " print(f' {k}: {v:.4f}')\n", " except Exception:\n", " print(f' {k}: {v}')\n", "\n", " plot_preds_pca(y_pred, 'GaussianNB predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_gnb['confusion_matrix'])\n", "\n", "except Exception as e:\n", " print('GaussianNB failed:', e)" ] }, { "cell_type": "markdown", "id": "065a1eab-2428-4815-93bc-dc6f62f37ad3", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Linear Discriminant Analysis (LDA)\n", " \n", "**sklearn:** https://scikit-learn.org/stable/modules/lda_qda.html" ] }, { "cell_type": "code", "execution_count": 85, "id": "af25eb48", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LDA metrics:\n", " accuracy: 0.9933\n", " balanced_accuracy: 0.9855\n", " precision_macro: 0.9972\n", " recall_macro: 0.9855\n", " f1_macro: 0.9912\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcoAAAFUCAYAAACk8HzvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAABJ0AAASdAHeZh94AAA9GklEQVR4nO3dB3yM9x8H8G9CSCKxJcSorYRIUKpEhdaqVSsae2+lVFBtlZaYIVbVVmrGXm2VqvZvixUapU2NkMQmS9b/9f3Gc01yTy457nIn93m/Xvd6kud57u6XO+7z/OZZJScnJxMAAACoslbfDQAAAAxBCQAAoAOCEgAAQAcEJQAAgA4ISgAAAB0QlAAAADogKAEAAHRAUAIAAOiAoAQAANABQQkAAKADghIAAEAHBCUYRXBwMH3xxRfUokULqlmzJtWqVYu6du1K69evp4SEhGwrBz/XjBkzqEGDBlSjRg1q06aNUZ7n1q1bVKVKFRo6dChZisTERFq3bh1FR0dn6fwmTZpQnTp1jF4uAEPLbfBHBIuWlJRECxYsoCVLlpCNjQ01atSIvLy86OnTp/T777/TlClT6MCBA7Rs2TKytbU1enm2bt1KK1eupHLlytGHH35IRYoUMcrz5M+fn4YPH07ly5cnSzFmzBjav38/tW3bNkvn9+zZk54/f270cgEYGoISDOrbb7+lxYsXk7u7OwUEBJCzs7PmGH9ITpw4kXbv3k3jx4+nefPmGb08ly9fli3Xbt955x2jPQ8H5YgRI8iS3L9/X6/ze/fubbSyABgTml7BYP755x8JycKFC0uNMXVIsjx58tD06dOpZMmSUqu8fv260cuk1GAKFSpk9OcCgJwJQQkGs2PHDoqPj6du3bpJDUsNN8d+/vnnNG3aNK3w2rdvn/Rjcm3Uw8NDft67d6/WY3BfINdIz549Sz169JBz33rrLRo1apT0FabuM9y+fbv83r59e/n9xIkTtG3bNvl59erVWo/Nj8fHnjx5otl38eJFGjRoEDVs2FD6OZs3b06zZ8+mZ8+eZdpHGRERIbXZd999l6pXry5b/p33p8bN1Xx/vniYO3cuNW7cWM7/4IMPaMOGDVnuA+RaW0hICPXr109el3r16snzxcTEUHh4uLxGtWvXpvr169PYsWPpwYMHaR6D3781a9ZQly5d5DwuAzed82OkPpfLevLkSfmZX3t+3Ri/L3zswoUL1KpVK3m9+H3kr71N3Uf58OFD6TeuVq2a9Genxv8++DG4+R7AHKDpFQzm6NGjsvX09NR5Hn/wpscDbrgvsVixYtS6dWvZ9+uvv9Inn3wizaeffvppmvP5w5X7vPjD/KOPPpIPZu4vu3TpkgSu0md48OBB+vPPP8nb21sem2uzt2/f1quW3KdPH7K2tpaBSfy4QUFBUmPmAOVQyciNGzekbPfu3ZNm35YtW0qIbdq0iQ4dOiQBWLp06TT34b8zLCyMmjVrRrlz56Zdu3bR5MmTKVeuXBJemeHA5ufkiw0OKH5P+PkePXokr03RokXlcfhv4CZwDtBFixal6Xf88ccf5XXl87hGzn3L/Bj8mgcGBsp5/NryRQi/lgMGDNDqmx0yZIiEJIehvb09WVlZpTnOF0lffvmlNFfzdvPmzfIac3n5Zw75gQMHZvl9AjCqZAADqV+/fnLlypWTHz16pNf9Tp06Jfdr37598v379zX7+efWrVvLsZMnT2r28+98W7ZsmWZfUlJSct++fWX/kSNHNPt9fX1l3+XLlzX7AgMDZd+qVau0ytK9e3c59vjxY/ndz89Pfj927Fia8wYOHCj7r169Kr/fvHlTfh8yZIjmnJ49e8q+zZs3p7nv+vXrZT8fVwQEBMg+Ly+vNK/BmTNnZH/nzp0zfR35vnzu119/rdnHf0fNmjVl/8iRI+V1YgkJCcnvv/++7I+OjpZ9QUFB8vuYMWPSPG58fLzmffj7778zfK1Sv97Dhw9XLV/t2rXT7Bs1apScv27duuQnT54kN2rUKNnd3T05NDQ0078XILug6RUMRmmuzJcvn17346ZQNm7cOOnfVPDPXMNhSk1GwSNmuUap4BqLUpPVp8aYlVG8jGuPqXFf67Fjx6hSpUqq97tz5w4dP35cmho7d+6c5piPj4/Utvi40lSs6NixY5rXgKfVcC1Wn78p9aAZvm+FChXkZ64ZKzU7rqG6urrKz1yDZcWLFyc/Pz/6+OOP0zwe12y5hqnPAB6uEWcFN7Py38sDv/jnu3fvkq+vL73xxhtZuj9AdkBQgsEULFhQtqn797KCm0a52U35ME5N2cfnpObi4iKDg1JzdHSUrSGnIPCUkrx580qfJPcv8of5zz//LEGdOtDSu3LlimwzmjfIAaj2d/E0lvQcHByy/DdxHzA3L6fGTZ+sVKlSafbz38WUx+ag5L+3RIkS0sy6Z88eGZzFzaPcTJv6wiEz6Z8rI/wacv8nNw1z0zm/xtxkDGBOEJRgMEp/27///qvzPJ5TmXowCw+K4Q/t9MGnhJ+dnZ30paWmdq5SW+KBI4by5ptvSp8Z9y/yBQD/zP1z3Pfm7++f4XMpA32U8E7PyclJtrGxsVn6u7L6N+mam6r22Olt3LhR+pA7dOggtflVq1bJa6/USg1RjvT4tVRaIbhvFcDcICjBYJSmzz/++EPneTwwhM9V5lHyhyR/GKvVROPi4iRMDDm9Q1egpg9kJSy5rDxidu3atdS/f38JAp4zmtGIVOWDn0eaqlH+VqUWbg64RscDa/i15gE+PJjq1KlTtHz5cqpatarRnpdHQEdFRclrwa9pdkwbAtAHghIMhpeH46Y/XtaMa41qOIi2bNmiqUkoQcTOnDmjdT7v40CrWLGiwcrJZWTpl17j57l586bWlJepU6fKMa6R8XQLHpnK0zkyKjNTgoWnsKjhAOLANuTf9aq4qZXNmTOH3nvvPWmCVfz9998Gr62zI0eOyOhZvnDicOZm4M8++yzLTbwA2QFBCQZteuWBJDxHjmtd6ecKcnjy3L3Q0FBp3uP5d4yb+RjPH0w9V49/njlzpvzcrl07g5VTmcrAUxF4vVLFDz/8IH1lqZ07d06Cn2tbqSmDcLivVA3v51DlKRn8uKnxhQIHKB/nfkFzofRZ8nSW9BcLypzJ1Ov0KhccPPfyZfC/B+7z5do512S5P5f/LfDUFbU5rgCmgnmUYFCjR4+WkZE8krVp06Yycb5MmTLSBMlNshx+PJBFCUDGgckjMrk/jNcNVeZZHj58mCIjI2WenhKqhsCT3HnEJ38g8whUfmye38ijUHkB9/Pnz2vO5cDnkOSA59WEeDQmj0D96aefZF5m9+7dM3weXteWF1/46quvZAAQT6K/evWqvA7cR8k1VXPCrz0v8MB9sLzQAQ8i4tG+HJK8Ri6/r6kvJJSVl3hZQm4dSD0KOatNrvzvgvtClf5tHvnM7/v8+fPl34Ha4CaA7IYaJRgUTzvgqRMrVqyQEYw8qvP777+XCfZly5aV0OAaWvqVe3hFl1mzZsmITR5hyeHEH5LcxMkhZWhLly6VEZ5cu+XycJMwLx7AQZl+9Cb3Q/IqM1w75DDnZlMOFR7Yk36ZvtT47+VpLTxx/9q1a/I8/Hy8ig3X0vgCwpzwRQ0PUOJy8XvATaLcR8yjUrmfUmkqVQwePFheLw5+/lYYfXBtni+mKleuLBdJCu6n5H8L3C/NAYwmWDAHVjyZ0tSFAAAAMFeoUQIAAOiAoAQAANABQQkAAKADghIAAEAHBCUAAIAOCEoAAAAdEJQAAAA6ICgBAAB0wBJ2mbDzGG7qIsALD08tNHURAMySbW7TfN7FBFnG/0kEJQAApLBCI6MaBCUAAKR48V2tkBaCEgAAUqBGqQpBCQAAKVCjVIWgBACAFKhRqkJQAgBACtQoVSEoAQAghXUuU5fALCEoAQAgBZpeVSEoAQAgBZpeVSEoAQAgBWqUqhCUAACQAjVKVQhKAABIgRqlKgQlAACkQFCqQlACAEAKazS9qkFQAgBACtQoVSEoAQAgBQbzqEJQAgBACqzMowpBCQAAKdD0qgpBCQAAKdD0qgpBCQAAKVCjVIWgBACAFKhRqkJQAgBACtQoVSEoAQAgBWqUqhCUAACQAjVKVQhKAABIgaBUhaAEAIAUaHpVhaAEAIAUWJlHFYISAABSoOlVFYISAABSoOlVFS4fXlMlihWgu7/NouE+jTM8Z7B3I4oJWkgFHOxUj7tVLklb5g2iO7/NlNv+pSOoSb03jVhqy5WQkEDfr1lNH7ZpRXVruVGr5k1p6ZJFFB8fb+qiWRy8FxmzsrLS62YpEJSvoXx2eWjj7P5UwFE9AFmDWhXom4/bZ3i8Ye2KdHj1GGrl6UpHT/9F63adkPDdvXgoDerSyEglt1zTvp5Cs2dOpwIFC5JP957k5ORMixcG0PhPx5i6aBYH74V5B+V3331HDRo0UD0WGxtLs2fPJi8vL6pZsyZ5e3vTsWPHtM5LTEykZcuWUbNmzcjNzY3atm1L+/bte+kyoen1NVOmRCHaMHsA1apWJsNzOjevTUu+9CF7uzyqx62trWjpl93kuM+ny2n7wXOy3zavDe1aNJRmju1AB49foes3Io32d1iSc0FnKXDLJnq/WXOaNXe+fMAkJyfT5xPH0+5dO+jIr4fp3cZepi6mRcB7kQkTVxKPHDlCAQEBVKBAAdXjY8aMocOHD5OPjw+VL1+etm7dSv3796c1a9ZQnTp1NOfNmDFD9n344Yfk7u5OBw4coNGjR1NSUhK1bt1a73KhRvka4WbWU5snSpPp4RMhWseLFMxHm+YMoLV+fSjywVO6diNC9XHquL5B5UsXo5/+uKwJSRYbF09fLNhFeWxy0xBv1CoNZdOG9bIdNHS45iqctyNHfyLb7YFbTFxCy4H3wjxrlMnJybRu3ToaNmxYhk3gXHM8ePAgjRs3jiZNmiRhyfcpUaIETZs2TXNeaGgoff/999SjRw/y8/Ojrl270ooVK8jDw0N+f/78ud7lQ1C+RoZ386Ibdx7S+/3n0Q97T2odr1bBhVo3rkFrdx6nt7vOoLCIx6qPU7ZkEdmevBiqdezi1duyre9eweDlt1RnzpymQoUKUaVKldPs5ya/N8qWpdOnT5msbJYG74V5BqW3tzdNnTqV6tWrR66urqrn7N69m2xsbKhLly6affb29tSpUycKDg6WgGR79+6VmmO3bt005+XKlUt+j4yMpFOn9H+PEZSvkeFfb6R6XafT8fP/qB7/51Yk1fX2o0GT19HjZzEZPk7c8wTZ5s2j3fKuDPwpU6KwwcptyfjqNfzuXSpVWr2p3MWlJD198oQePHiQ7WWzNHgvDB+U0dHRWbplJiwsjKZMmULLly+nfPnyqZ5z6dIlKleunIRjakqw8nFl6+DgIOfqOi/H9VHeu3dPXsiYmBh5c/hFcHZ2piJFUmpGluLgsSs6j98KfyS3zARduSHbVo2q01eL91BiYpLm2AeNa8g2o5GyoJ/Hj1PeD0dHR9XjDi/2P3v6lAoXxsWJMeG9yJyVtX61RA8PjyydFxKi3VWU2qFDhyhPHvUxFYrw8HAZmJOek5OTbDkjlPM4HzI7L0cE5aNHj2T0E1ejIyLU+9qKFy9Obdq0oT59+khzCmQNN99u+/ksdXi/Fq2b0Zc+D9hFEQ+eUMuG1WnKiLYUFRNHeW3M9p/GayUhPqX2ntGHgLI/7nlctpbLEuG9yJyppnzkySQkWVRUFNnZaV/A29raypYrUsp5arXS9Ofpwyw/DW/dukXdu3eX9uS3336b2rVrJ1cDefPmleNxcXESntwuzZ20HKZr166lkiVLmrror42hUzZQkYIO1L6pu9zY8/gEGj93O/Xt0EBG18Kry/viP2dGAxSUgQVqHwBgWHgvDB+UQUFBZI5l1/V3vMzFgFkGJY9M4knBO3bsoEqVKuk89+rVq9S3b1+aOXMmzZ8/P9vK+LrjPswWAwNkgQGPqqXoSVQsHTgaTDfvPqQJA1tQxIOnpi5ijuDo4EDW1tb07Nkz1ePczJdynnpzIBgO3ovM6Rsi9un6C42Jn4vnUaan7OMuOX3Oe+2D8vjx4zJMOLOQZJUrV5amV+4EBv0dOvGn3BRckyxWyDHDAUOgH5s8eaiEiwvdvnVL9fjt27eoUOHCMvkdjAvvRebMebUdFxcXaWVMT+maU/ol+Ty1ka3pz3vtR73yEGB9lpPiOTgvMzfGUuXObU2Xdn4pq/uk165JSjPswf/pHjgEWedRqzbduxdJoaFpLz4iIsLp39BQcnOrabKyWRq8F5mw0vOWjXjU6rVr17Rqi9wFx2rUqKE57/Hjx3Tz5k2d5732Qcn9kqtXr6YrVzL/sOZzuJ+yfv362VK2nCAhIYluhT+kZg2qUfnSRTX7y5UqSp/2a0Z37z2h73cfN2kZc5I2bVOWElwwz1/mdykXdwH+c+Xnjp29TVo+S4L3wvyXsMtIixYtpEK0ceNGzT6eesKr8/Bo2DJlUqb9NG/eXMrG41ZSL2m3fv16qU2mXsHntW565ZUXeFWFjh07ynp+1atXlxGuPGqJXwC+ouAqOM+HOXv2rEwTGT9+vKmL/VqZ4L+dfl0zRm5bDpwhG5vc1Ll5LbLNY0MdPv6WYmKxQLShvF3/HWreshX9uH8f9fDxprfq1qPz54Lo7JnTspRao3czXtgeDAvvxevb9Orp6Sm3WbNm0Z07d2Se5ObNm+nu3bsyrkVRoUIFWcCAg5JHwPISdrzOKw888vf3lxbLHBGUvCRRYGAgrVq1Ska08nJEavgKol+/fnLLaG1AUBd05SY17eNPX41oQ11bvUUJiUmyOPo3S/fT+RD1Phx4ed9Mn0kVKlSkXTu30/rv11DxEi40dPhI6tNvgFl/OOVEeC8yZu5///z58yXseJUenuZRpUoVaVFMX0v8/PPPqWjRopIjnCEcqryGLNc2X4ZVMrc7mLknT57IJFK+OuDi8qgmngryMqOX9GXnMdzozwFZ8/DUQlMXAcAs2RqoyuPUb7Ne50es+G85uZzMLGuU6eXPn19uAABgPDx9Bl7ToAQAAOMz96ZXU0FQAgCAQFCqQ1ACAEAK5KQqBCUAAAjUKNUhKAEAQCAo1SEoAQBAICjVISgBACAFclIVghIAAARqlOoQlAAAIBCU6hCUAAAgsDKPOgQlAACkQIVSFYISAAAEml7VISgBAEAgKNUhKAEAQCAn1SEoAQBAoEapDkEJAAACOakOQQkAAAI1SnUISgAAEMhJdQhKAAAQ1tZISjUISgAAEAhKdQhKAAAQaHpVh6AEAACBwTzqEJQAACAQlOqwVDwAAAjOSX1uhnTlyhXq378/eXh4kLu7O/Xu3ZsuXryY5pzY2FiaPXs2eXl5Uc2aNcnb25uOHTtGxoagBAAATY1Sn5uhhIaGUrdu3SQYBw4cSCNHjqR//vmHevToQSEhIZrzxowZQytXrqSmTZuSr68vxcfHS7iePn2ajAlNrwAAIEzV8rp69WqKioqijRs3So2ScRh+8MEHtHjxYpo/f77UHA8ePEgTJkyQ2iZr3749tW3blqZNm0bbtm0zWvlQowQAAJPWKG/evEn29vaakGRvvPGG3JQa5e7du8nGxoa6dOmiOYfv06lTJwoODpZaqbEgKAEA4KX6KKOjo7N0y0zZsmXlvLt376bpj4yIiCAnJyf5/dKlS1SuXDkJx9RcXV01x40FTa8AACD0rSV6pKoB6pK6n1HNgAED6PDhwzR69GiaNGkS2draSnMrN8fyMRYeHk5ubm5a91WCNCwsjIwFQQkAACZdmad48eI0ZMgQ+uqrr6hDhw6a/fy7p6en/MyhaWdnp3VfDlUWExNjtPIhKAEAQOjb7RgUFGSQ5+XaIw/a4SkfPj4+lDt3btq+fTtNnjyZEhMTZUSsKeeAIigzcf/kAlMXAV64dveZqYsAL1Qs7mDqIoAR6Bs29un6C1/GkydPaPny5VS5cmVat24d5cmTR/a3bt1apn5Mnz5dRsDyc3G/ZXrKPgcH4/2bxGAeAAAw2YIDoaGh9Pz5c2rVqpUmJBXcDMtzJc+ePUsuLi4UGRmpdX8e8MOcnZ3JWBCUAABgsukhefPmlS03saaXnJws26SkJBndeu3aNa1aJU8NYTVq1CBjQVACAIDJapSVKlWS2uCOHTtkwI6Cw3Hz5s3SX1mnTh1q0aKF1Dx5UQIFTynZunWrjIYtU6YMGQv6KAEAwGSLoltbW9OXX35JI0aMoI4dO8qCAhyO+/btk8FCvJ9HxfKNR8DOmjWL7ty5I3MqOUh57qWfn59Ry2iVrNRtQVV0PF4ec/F3+H9Xm2BaGMxjXmwNVOVpNPcPvc7/7ZMGhnliIjp16hQtWrSIzp8/TwkJCVLT7NWrF7Vr105zDtc4/f39JUR5OkiVKlVk7mW9evXImBCUmUBQmg8EpflAUObMoHzXX7+gPDLacEFpztD0CgAAJl1wwNwhKAEAQOCLm9UhKAEAQCAn1SEoAQBAWCMpVSEoAQBAICfVISgBAECgj1IdghIAAAQGvapDUAIAgECNUh2CEgAABHJSHYISAACEFSEp1SAoAQBA5EInpSoEJQAACDS9qkNQAgCAwIID6hCUAAAgkJNGDEr+7rA//viD/vzzT3r06BH5+vpSSEgI5cuXj0qVKmWIpwAAACPD9BB11vSKTpw4Qe+99x4NHjxYvlBz9erVsn///v3UvHlzWrFixas+BQAAZAPOSX1uluKVgvLKlSs0cOBA+abpQYMGUbNmzTTH3N3dqWjRojR79mw6dOiQIcoKAABG7qPU52YpXikoAwICKG/evLRt2zYaNWoUVa5cWXOscePGtGXLFipQoACtWrXKEGUFAAAjstLzZileKSjPnDlDLVq0oJIlS6oed3JyopYtW9Jff/31Kk8DAADZ1Eepz81SvNJgnri4OLK3t9d5Tq5cueQ8AAAwb1hvwAhBWaFCBRntmpSURNbW2pXT+Ph4+v3336lcuXKv8jQAAJANrJGUhm967dy5szSrjh8/nh4+fJjm2P3792ns2LH077//UocOHV7laQAAIBug6dUINcqPPvqIgoKCaNeuXbR7924Z2MOaNGlCd+/elZomTx3p1q2bocoLAABGggqlkRYcmDlzJnl5edHWrVvp8uXLsvjAs2fPqHbt2vThhx+iNmkGIiLCqWPbD2jwsBHUrUcvUxcnR3v44B5tXvMdnTnxOz1+eJ8cHAuQW6265N17MBV3+W/xjZjoKNry/XI68fshuhdxl2zt8lHVGu7k3WsQlatYxaR/Q07Hn1Eb1q+jbVs30+3bt6hosWLUrn0H6tt/INnY2JAls6RaYravzMMjW/kG5ic6OorGjhopFy9g/JAcP6wn3YsIp5q161EDr2YUdvNfOnroAJ09+T+avnA1uZQqQ3GxMTRpVH8KvX6VqlRzo7oNGtP9yAg6fvQXOn/6OH05azG9Wd3d1H9OjjXt6ykUuGUTedSqTe96NaFzQWdp8cIAuhoSQnPmBZAlM2VMxsbG0pIlS6R1krvuypQpQ3379pUKV+pzFi5cSHv37qUHDx7Qm2++KVMT69evb9SyYa3XHCws7DaNHTWCrly+bOqiWASuSXJI9ho8mtp27q7Zf+TnfRTg9zmt+dafJnztT3u3b5SQbPVhV+o3/FPNecHnz9DksUNo6bzp5L98k4n+ipyNQ5FD8v1mzWnW3PlSg0pOTqbPJ46n3bt20JFfD9O7jb3IUplqEYGkpCQaOnQoHT9+nHx8fKh8+fJ04MABGf/Csya6du0q540ZM4YOHz6sOYdbMvv3709r1qyhOnXqmGdQpk56XfgfIy9KANln/fdraMnCALkCq1vvbTp54ripi5Tjnfj9MOUvWIhad/RJs//d91vR5rVL6dzpY/KBcOLoYfk/8VGfIWnOc61Zm1zda9PFsyelhlmkmFM2/wU536YN62U7aOhwTTMjb0eO/oT27N5J2wO3WHRQmqrldceOHTKD4osvvtCMaeFw7Nixo9Qgvb29JUQPHjxIEyZMoN69e8s57du3p7Zt29K0adOMmjG5X3UJu8y4uLhQ/vz5X+Vp4CWDsoSLC332xVd0499QBKWRJSYmUgefPpQ7d27VqVK5bfJQQnw8JSYkULM2Henxw8Zkn89B6zyljyw2Njpbym1pzpw5TYUKFaJKlf5bRYw5OTnTG2XL0unTp8iSmaqPMjAwUJpaeYCogv8fcbPqxYsXKTo6Wppk+f9Hly5dNOfwPP5OnTrJOuOhoaFUtmxZ8wtK/rYQNVyLuXHjhrQ3X7hwgZYuXfoqTwMvYdKXX1G9t9+RBR84KMG4+HVOX5NU3LrxD4XdDJXBPDZ58lDTlu1Uz3vy+CFduXiObG3tyMnZxcgltjzPnz+n8Lt3qYZbTdXjLi4lKfSff6Tvq3DhwmSJ9M3J6OisXdDpWpiG59ufP39eBn4qF5lRUVFyn3fffVdu7NKlSzInP/1jubq6ao6bZVBmxNbWVtZ9nTt3rjTPzpo1SxZHh+zzTgNPUxcBXvS9LF8wU7bvf6B7BPjapfNlNGzztp0kUMGwHj9+JFtHR0fV4w4v9j97+tRig1LfPkoPD48sncdfu5iRW7duSVjyUqj87VMrV66k8PBwKliwoDSx8jdTcU2X97m5uakulcrCwsLotRzMw39cgwYNpMMVwNLwIJGl/t9In2OFKtXogwxqnGzruuV0+MfdVMy5BPn0HZat5bQUCfEJss2TwUWIsj/uueUuuWmKlXmePn0qW+5jfPz4MQ0ZMkTCb+fOnTRv3jz5dqpPPvlEapl2dnaqFTPG5722o15v3rwpTR4AliQxMYGWzPlaws+5REkaP2VuhnP0NqxaIkHpmL8ATZw2nxwc0advDHlffKBy7UWN8jml9mFsKfRdqi0oKOiVn1N53TkrOCx5ygfjKYc9evSQGmbPnj1N2r9qlD5KvpLmtutff/1VRikZe44LgDnheZKzp/jS2RN/UImSZWReZOGixVQHAHGN85f9O6lAwcL0xcxFVKZsBZOU2RI4OjhIH1hGc4q5yTXlPPWmWUugb9jYZ/KlGFmhXJhws6oSkgrutzx58qR8UxU/F49/SU/Z5+CgPTjOLIKSh+bqemE5MPlF4Grzy2jYsKHe9+HyHD169KWeD+BVPXv6hL6eMIL+unJJVtj53G8hFSik3d8V//y5hOnpY7+RU3EX+nzGIlmMAIyH+315JPjtW7dUj/MqPYUKF6YCBQuSpTLFEnbFixeXrVq/sLKPm115BkVkZKTWOREREbJ1dnZ+/YKSm5l4QmibNm2oSJEiL/X4XN3mL4fmK++qVatSvnz5XqW4AEb1/HkcTftslIQkz4kcP3Wu6hQQvoD0n/aZhGTpshXoixmLVGucYHi8Gs+eXTspNPQfKlu2XJplHv8NDbXoOZSmCsoiRYpIWF6/fl11oA8rUaKEjG7ldcW5Bqn0S7Lg4GDZ1qhRwzyDkieBcuEz6hx/VQMHDqQqVarQsGHD5MVctmyZUZ4HwBDWL19EIcHnZVm6z6YHUN68//1nTm3f9o104ughKl6yNE2Zu5TyFyiU7WW1VG3atpegXDDPn2bNnSdNsXzhEuA/V4537OxNlsxU8yjbtGkjn+8//fQTNWvWTNN3+cMPP0itklfd4TV6eWDoxo0bNQsOcBcf7+NmW56HaZZBOXLkSAnKb7/9loyF59DwMkbffPMNbdmyRb7aC8Ac13k9sGuz/FyyTDnasXGN6nk815IH7rA3ylei/TtS7pMeL0pQqHBRI5bYMr1d/x1q3rIV/bh/H/Xw8aa36taj8+eC6OyZ07KsXaN3G5MlM9W3hwwePJh++eUX+WpGXpmHp4rwaj1cy5wzZ460UHp6esqNpxveuXNH5lRu3rxZvqnKz8/PqOV7paB88uQJVaxYkYyte/fuUuVesGCBzMvk1U8AzMnVyxdl5R126MDODM/jBdCfvJjPx7VKvmV0HoLSOL6ZPpMqVKhIu3ZulxWsipdwoaHDR1KffgMs/tszTPXnOzg4SO1x/vz58lnPU0Z4Lj4vWsPfTqXg47wKD6/Sw9NBuMVxxYoVRl3nlVklc7vDS+JBOtw+vGHDhhw7QTc6/qVfHjCwv8OjTF0EeKFiceONMAT92Rqo7jB+31W9zvdrlXYpwJzqlV7et956S4buNm3alGrVqkWlSpVK08mq4Ks0bj4FAICcM4/SUrxSjTL9nJcMn8TKKksLqJsj1CjNB2qU5gM1ypxZo/z8wF96nT+1RSWyBHq9vFxz7NWrl2aVhLVr1xqrXAAAkM0svIvWMEF5+/ZtGcCjqFu3rj53BwAAM2aqUa/mDsNHAQDgpb49xFIgKAEAQCAnDRSUPL/lZb73i9fpAwAA84WmVwMFJQ/g0XcQD496vXz5sr5PBQAA2ciKkJQGCUpenJaXFwIAgJwFNUoDBSV/P9jw4cP1vRsAAJg5BKU6DOYBAACRC0mpCkEJAAACo17VISgBAEBgHqUBgpL7JuvVq6fPXQAA4DWBllcDBSUAAORMqFCqQ9MrAAAIa8yjVIWgBAAAgRqlOgQlAAAI9FGqQ1ACAIDAqFd1CEoAABDISXUISgAAEFiZRx2CEgAAhLWpC2CmEJQAAKD5SkTQhqAEAACBmFSHmjYAAGhGvepzM4bbt29TrVq1aPz48Wn2x8bG0uzZs8nLy4tq1qxJ3t7edOzYMcoOCEoAABBWet4MLTk5mSZOnEhRUVFax8aMGUMrV66kpk2bkq+vL8XHx1P//v3p9OnTZGwISgAAEFxJ1OdmaOvXr6czZ85o7eea48GDB2ncuHE0adIk8vHxoXXr1lGJEiVo2rRpZGwISgAA0Azm0edmSDdu3KA5c+aofvnG7t27ycbGhrp06aLZZ29vT506daLg4GAKDQ0lY0JQAgCAJhD0uUVHR2fplpmkpCTpk6xSpQr16tVL6/ilS5eoXLlyEo6pubq6ao4bE0a9AgCA0LeW6OHhkaXzQkJCdB5fs2aNhN2OHTvI2lq7/hYeHk5ubm5a+52cnGQbFhZGxoSgBAAAk631+vfff9O8efPo448/pvLly1NcXJzWOTy4x87OTmu/ra2tbGNiYoxaRgRlJrBIsPmoWNzB1EWAF57GJJi6CJCKrWNuk/TFBQUFvdLzJSYm0oQJE6hq1arUp08fs10oAUEJAAAvFTj26foM9cXTPbjJde3atfTo0SPZx9M+2PPnz+nBgwfk4OAgz8PzKNNT9vE5xoSgBAAAkd3tZ7/99hslJCTIdI/09u7dK7fp06eTi4sLRUZGap0TEREhW2dnZ6OWE0EJAAAiu3uafH196cmTJ2n2cY1y4MCB1LBhQ+rXrx9VrFhR5lbu2rVLapBKvyTjqSGsRo0aRi0nghIAAIR1Ntcpq1evrrVPGcxTrFgxeuedd+TnFi1a0NatW2njxo3Uu3dv2cfTTngfj4YtU6aMUcuJoAQAAGGuYxc9PT3lNmvWLLpz547Mqdy8eTPdvXuX/Pz8jP78CEoAABBWZvz9IfPnzyd/f39ZpYeng/DiBCtWrKA6deoY/bmtknkVWshQLEbBA2jB9BDzUsxA00P2BacMjsmqVq4pE/5zOtQoAQDAJH2UrwsEJQAACJXV4wBBCQAAr0MfpSkhKAEAQFgjJ1UhKAEAQKBGqQ5BCQAAZj2P0tQQlAAAIFCjVIegBAAAgT5KdQhKAAAQqFGqQ1ACAIBAH6U6BCUAAAjkpDoEJQAAiFyoUqpCUAIAQArkpCoEJQAACAzmUYegBAAAgZZXdQhKAAAQyEl1CEoAAEiBpFSFoAQAAIE+SnUISgAAEOijVIegBAAAgZxUh6AEAABhhSqlKgQlAAAI5KQ6BGUOlpCQQBvWr6NtWzfT7du3qGixYtSufQfq238g2djYmLp4FgXvhfl4/OgRLVsSQL//dpgePXxARYs5UZP3mlPfQcPI1taOLBlyUp11BvshB5j29RSaPXM6FShYkHy69yQnJ2davDCAxn86xtRFszh4L8xDdHQUDe3fg3YEbqIyb5Slzh/1kKD84ftVNHpof7mgIUtPSn1uFgI1yhzqXNBZCtyyid5v1pxmzZ0vfQ/Jycn0+cTxtHvXDjry62F6t7GXqYtpEfBemI+d27bQv6F/U+ePutPHYybIPn4vpn4xnn7av4d+PrCHWrZuT5bKVNNDLly4QAsWLKCgoCCKi4ujChUqUO/eval9+//ei9jYWFq4cCHt3buXHjx4QG+++SaNGjWK6tevb/TyoUaZQ23asF62g4YO13TQ83bk6E9kuz1wi4lLaDnwXpiPP4MvyfaDth00+/g9aN2uo/wcfPECWTL+56nPzRCuX79OPXr0oJCQEOrfvz+NGzeO7OzsyNfXl1atWqU5b8yYMbRy5Upq2rSpHIuPj5fzT58+TcaGGmUOdebMaSpUqBBVqlQ5zX5u8nujbFk6ffqUycpmafBemI/8BQvI9u6dMKpYqYpm/73ICNkWLFSILJkp6pMzZswga2tr2rJlCzk7O8u+bt26kY+PDwUEBFCXLl2kxnnw4EGaMGGC1DQZ1zbbtm1L06ZNo23bthm1jKhR5kDPnz+n8Lt3qVTpMqrHXVxK0tMnT6T5AowL74V54ZokD55aMHcGXTh3lmJjY+js6ZO0ZMFccnBwTFPTtEjZ3EeZmJhIp06dIk9PT01IMg7Oli1bUnR0NF25coV2794t7xuHpsLe3p46depEwcHBFBoaShZbo4yJiaHLly9T7ty5qWrVqpQnTx7V8yIjI6Xa3rBhw2wvozl6/PiRbB0dHVWPO7zY/+zpUypcuHC2ls3S4L0wL29WdSX/Rctp8mefyqAehXPxErR4xToq4VKSLJm+fZTR0dFZOo9DTQ0H4q5du1TnbyoXj7ly5aJLly5RuXLltB7H1dVVtny8bNmyZHFBuXr1aql2c1gyfoH69OlDQ4YMkRcutWPHjkmbNV95AFFCfMrIvYwuLJT9cc/jsrVclgjvhXl5+OA+LV00j+7fi6QGno2p9BtlKeRKMAWdOUWzpk2mmfMWk6NjfrJU+vY7enh4ZOk8rsioP58VlS5dWjWAAwMD5XO/WrVqFB4eTm5ublrnOTk5yTYsLIyMySyDcufOneTn5ydvAle/79+/Ly/aokWLpJq+ePFiypcvn6mLabby2trKlju7M2oOZNxhDsaF98K8TJ40ji6eD6Kvps+hpu+30OzftH4NLfCfSTO/mUxT/eaSpTKHBQeSk5Np0qRJ0lI4bNgwyps3L0VFRan+H7F98f9LqVBZVFBybbJ27dq0fn3KaEE2ePBg+uyzz2jfvn3Ur18/Gf2UUXXe0jk6OEiTxrNnz1SPczNfynnqzYFgOHgvzEdE+F06c/I4udeqkyYkmXe3XrR7ZyAdOfQzRUdFkb2FXojr2/QaFBRk8JCcPHmyTAGpW7eutCCaw9J7ZjmYh4cLt2rVKs0+vpqYO3cueXt707lz5+QFVK7GIS2bPHmohIsL3b51S/U4rwxTqHBhmfwOxoX3wryCkr1Rtrzq8bLlKlBSUhJFRoaTpdJ3eoi9vX2WblnBrS5jx46ljRs3SjPrkiVLNKtW8WPwPMr0lH0ODg5kcUGpVLXVfPXVV/TBBx/QiRMnZLIpj5oCbR61atO9e5EUGvpPmv0REeH0b2goubnVNFnZLA3eC/NQqHAR2d68oT5C8tbNf6VmUqiQ5Q6qMtXCPDExMVL52bNnj9Qkef5k6vBzcXGRptj0IiJSpvWkHjFrMUHp7u5OP/zwA927dy/DeTc8wvXw4cP08ccf09MXzVfwnzZtU1a0WDDPX66SlWaNAP+U/peOnb1NWj5LgvfCPJQsVZqqVHWVgTtHfz2U5tieHYF07WoI1a3fgPIXsODavQmSMj4+noYPH05Hjx4lLy8vWr58uVYNkUe3Xrt2TatWyVNDWI0aNciYrJL5f6yZ4cmlPXv2lNGtjRo1ok8//VSuKFLjF4w7ev/44w+ZPsI1S2OMeo19jZd+HDd2NP24fx9Vr+FGb9WtR+fPBdHZM6fTLKUG2SOnvRdPY17P/xh/Xf2TRgzqQ9FRzzSjXq9fu0on/vc7FSlajJasWEcuJUvR66aYo2GGm/wVrt+gmErOrz4Ibc6cOfTdd99RkyZNZKaD2pcEcIjyKjypFxzgkbG84AAv5sGLFVhcUCr9lFxz5OWJeLJpyZLa85t4AeP58+dLNR1BqX6ltnL5d7Rr53aKCA+n4iVcqHWbttSn34AMpyuAceS09+J1DUp2+9YNWrVsCZ06/j969OgRFS5ShOo3aCTfHlK0aDF6HRkqKK9F6BeUFZ1eLSi56ZQDkmNo4sSJqn2NvJYrTwPhoOSpgN27d5c5lZs3b6arV6/K4M86deqQRQalgpuqeNSgLtx2ffbsWWrevLnBn/91DkoAY3mdgzInMlRQXtczKCu8YlAeOHBAus90WbZsmbQs8rgVf39/mfnAfZpVqlSh0aNHU7169cjYzD4oTQ1BCaANQZlDgzJSz6AsZhnzf81yHiUAAFjO12yZOwQlAAAIa+SkKgQlAACkQFCqQlACAIBA06s6BCUAAIjXbDpvtkFQAgCAQE6qQ1ACAIBAjVIdghIAAF5AUqpBUAIAgECNUh2CEgAABHJSHYISAAAEapTqEJQAACBet697yy4ISgAAEIhJdQhKAAAQqFCqQ1ACAIDAEnbqEJQAAJACOakKQQkAAAI5qQ5BCQAAAn2U6hCUAAAg0EepDkEJAAACNUp11hnsBwAAANQoAQBAYY0qpSoEJQAACOSkOgQlAAAI5KQ69FECAMB/SanPzYDCwsJo9OjR9Pbbb1Pt2rVp2LBhdPPmTTIHVsnJycmmLoQ5i00wdQkAzM/TGPzHMCfFHA3TOPgsTr84cMhrmLR89OgRderUiZ49e0a9evWiPHny0MqVKylXrly0Y8cOKly4MJkSml4BAMCkfZSrV6+mW7du0datW6l69eqyz9PTk9q3b0/Lli0jX19fMiU0vQIAgElbXvfs2UPu7u6akGSVK1eWZlg+ZmoISgAAMFlSPn78WPoiU4ekwtXVlSIiIuRmSmh6BQCAl1rCLjo6Okvn2dvbZ3gsPDxcts7OzlrHnJycZHvnzh3Nz6aAoAQAgJfqo3T38MjSeSEhIRkei4qKkq2dnZ3WMVtbW70C2VgQlJmwxSsEoMXWQKMswbyY4vMu+cXECysdKa3rWHbAv3YAAHgpQUFBr/wYSrNsTEyM1rHY2FjZOjg4kCkhKAEA4KXY6+h7zKqSJUvKNjIyUuuYMohHrf8yO2HUKwAAmIyjoyOVKVOGgoODtY7xvuLFi1OxYsXIlBCUAABgUi1atKAzZ86kCcurV6/S8ePHqXXr1mRqWMIOAABM6tGjR9SmTRuKj4+nfv36kbW1Na1atYpsbGwoMDDQ5EvYISgBAMDkbt68SdOnT6djx47JWq9169alcePGUenSpU1dNAQlAACALuijBAAA0AFBCQAAoAOCEgAAQAcEJQAAgA4ISgAAAB0QlAAAADogKAEAAHRAUAIAAOiAoMzBwsLCaPTo0fT2229T7dq1adiwYbL6BZjWd999Rw0aNDB1MSzahQsXaMCAAVSnTh2qUaMGtW/fnnbs2GHqYoGZwso8OXjtxE6dOtGzZ8+oV69esiTUypUrKVeuXPKBYOq1Ey3VkSNH5IKlQIEC9Mcff5i6OBbp+vXr1KFDB3kPfHx8KF++fLRv3z46e/YsjR8/nvr06WPqIoKZQVDmUPPmzaNvv/2Wtm7dStWrV9esxs9Xzhycvr6+pi6iReH/ZuvXryc/Pz9Z+Llo0aIIShMZOHAgnTp1ig4cOKD5nsOkpCQJzZCQEPr9998lPAEUaHrNofbs2UPu7u6akGSVK1eWZlg+BtnL29ubpk6dSvXq1SNXV1dTF8diJSYmSkh6enqm+TJg/raKli1bUnR0NF25csWkZQTzg6DMgR4/fix9kalDUsEf0vyt4co3h0P29RdPmTKFli9fjtqKCXEg7tq1S76VIr0HDx7IlrsnAFLLneY3yBHCw8Nlm/qKWeHk5CTbO3fuaH4G4zt06JD0E4NpWVlZqX5tE9ck+XsP7e3tqVq1aiYpG5gv1ChzoKioKNna2dlpHbO1tdV8MED2QUiad//xpEmTKDIyUgby5M2b19RFAjODoMyBlPFZfPWcEV3HACzp/8rkyZNp79698kXBQ4YMMXWRwAyh6TUH4uYjFhMTo3UsNjZWtg4ODtleLgBzwqOPeToID25zc3OjJUuWkI2NjamLBWYIQZkDlSxZUrbclJSeMohHrf8SwFLwReSIESPo6NGjUpPkkMTFI2QETa85kKOjI5UpU4aCg4O1jvG+4sWLU7FixUxSNgBzqEkOHz5cQtLLy0tGIiMkQRcEZQ7VokULOnPmTJqw5AUHjh8/Tq1btzZp2QBMKSAgQBYVaNKkCS1YsACDdyBTWJknBy9h16ZNG7l67tevn8wfW7VqlfTB8DB4LGFnOj169KC///4bK/OYAHc9cEDyx97EiRNVa5L169fH1ClIA32UOVTBggXphx9+oOnTp9PixYtlegL3xfBEa4QkWCpez5UvHhkvAKFm2bJlCEpIAzVKAAAAHdBHCQAAoAOCEgAAQAcEJQAAgA4ISgAAAB0QlAAAADogKAEAAHRAUAIAAOiAoAQAANABQQkAAKADghIAAEAHBCXkKPxtEFWqVNG6ubq6Ur169WRB8p07d2ZbeZ48eSLPz8+r2LZtm+xbvXr1Sz0mf9HwzZs3ydDatWsn5QKAtLAoOuRITZs2papVq2p+T0hIoAcPHtD+/ftlYXj+9o7Ro0ebpGxcLv4+RHd3d73vO2vWLPn+xB07dhilbACgDUEJOdJ7771HHTp00NrPXzn24YcfyjdEdOnShUqWLGmSoEwd4vq4f/++wcsDALqh6RUsStmyZaW2mZiYKF/eCwCQGQQlWBxnZ2fNl1sr/YXcJMu1zRo1apCXl5emD/DZs2c0e/ZsqaFWr16dPD096csvv1St2d26dYvGjh1L77zzDnl4eEjzalhYmNZ5GfVR/vnnn9Ic3KBBA7k/13y3bt0qXzLM+AuHt2/fLj+3b99eflfwORs2bJD7uLm50VtvvUWDBw+my5cvaz1/bGwszZ07V+7P53LN+tSpU6/8ugLkVGh6BYtz48YNTWAmJSXJz19//bV8WS8PuuHAK126ND19+pR8fHzo6tWr8q33zZo1k2ObN2+mo0eP0saNGzVf8Hv37l3q2rUr3bt3TwLIxcVFzunfv3+WynTs2DEJNq7pco2X7//rr7/SZ599JmE7cuRI6tmzpwQlB6q3tzeVL19ec39fX18ZpFSpUiUpR0xMjIQ//7x06VIpP+O/d8CAAXTy5EkJyffff58uXrxIffv2JTs7OyO82gA5AH9xM0BOERAQkFy5cuXkwMBA1eMXLlxIrlatWrKbm1vy/fv35Tw+v1GjRsnR0dFpzp08ebIcW7duXZr9Bw8elP0jR47U7Bs3bpzs27Ztm2ZfVFRUcvfu3WU/bxXKc65atUp+T0hISPby8kquUaNG8tmzZzXnxcbGJrdp00bKe+/ePdnn6+sr9718+bLmvH379sm+Tz75JDk+Pl6z/8aNG8l169ZN9vT0TI6Li5N9W7dulXMnTJiQnJiYqDl3xowZsp9vAJAWapSQIx08eJBu376dZtTrP//8I7U0/nnixIlUuHBhzfFGjRqlqVHxOTyylGto3bp1S/PYXOOrVasW/fzzz9I0mydPHvrpp5/kXG76VNjb20tTLDdt6nLu3DkpK5/HTa6KvHnz0vjx4+n8+fMUFxeX4f25eZZx7TN37v/+S3OtmGuU3377Lf3vf/+jxo0b0969e8nKyorGjBlD1tb/9byMGjVKaspciwaAtBCUkCP98ssvclPY2NhQwYIFpf+Pg69hw4Zpzi9VqlSa3zlUo6OjpSmU52amx8HFx0JCQuRx+Vzuw0yP9/Fz68JNqUxtugj3d/JNl+DgYAnV9evXax3jv4NduXJFgpKfi5t1ixQpkuY8Dnuea3r8+HGdzwVgiRCUkCNNnz5ddXpIRjho0i8UwHi+5cKFCzO83+PHj6WGxvLly6d1PFeuXOTg4KDzuZXnyuy8jHAtkGvAmZVTea70IakoUKDASz0/QE6HoARQoYQer1Yzc+ZMnedev35dtmrNljwalQfW6MJNtCwqKkrrWHx8vDwG1/h03Z/Ly83KmcmfP3+GzatcKwYAbZgeAqCiXLlyEk7crKlMz0iNp3YsXryYHj58SGXKlCFHR0cKCgrSOu/atWsyHUOXypUry/bChQtax3jkas2aNTUr8Si119R4qgmPuo2MjNQ6xuHp7++vad7l5tU7d+5oTVvhZmRungUAbQhKgAyaYlu1aiVBt2rVqjTHTpw4IbXMwMBAaa7kPsjWrVvLtJPU5z5//pzmzJmT6XPxnMcSJUrI9I7UYcX350Dm5ltleocyWIdrmgoeQMRhPnXqVLmPIiIiQuZ8fvfdd5oasjLYyM/PL81jrFixQqa2AIA2NL0CZIDnJnItccaMGTIwiOcdhoeHywhXDqxp06ZpRo7yQgE8F5IDiFf8qVChgvzOixqk7/9MT3msQYMGyShVntvI/YhcGwwNDaUJEyZoFklQtvw8PMiHFzXgvthDhw7Rjz/+KIOLeFEE7rPk2ig/P49w5RGwjMOfzztw4IAM9OEA5osBHsTDy/mlHikMAClQowTIAE8f4SkTPBmfA/L777+n06dPy4ICvJ+/jUTBNUteGYeDjsNq06ZNVLRoUakR6upfVHDo8f05uI4cOSIjWHm6Cod07969NefxAgg8cvfSpUtSHu7X5ObYgIAAmR7C99myZYuEZMWKFWnRokU0cODANM/Fq/LwtBWuffJzcpMtDwR68803DfwKAuQMVjyZ0tSFAAAAMFeoUQIAAOiAoAQAANABQQkAAKADghIAAEAHBCUAAIAOCEoAAAAdEJQAAAA6ICgBAAB0QFACAADogKAEAADQAUEJAACgA4ISAABABwQlAACADghKAAAAytj/AbHESEL1harSAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA\n", "\n", "clf = LDA()\n", "\n", "try:\n", " clf.fit(X_train_s, y_train)\n", " y_pred = clf.predict(X_test_s)\n", " res_lda = classification_scores(y_test, y_pred)\n", " print('LDA metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_lda.get(k, np.nan)\n", " try:\n", " print(f' {k}: {v:.4f}')\n", " except Exception:\n", " print(f' {k}: {v}')\n", "\n", " plot_preds_pca(y_pred, 'LDA predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_lda['confusion_matrix'])\n", "\n", "except Exception as e:\n", " print('LDA failed:', e)" ] }, { "cell_type": "markdown", "id": "8f8ba90d", "metadata": {}, "source": [ "### Quadratic Discriminant Analysis (QDA)\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/lda_qda.html\n" ] }, { "cell_type": "code", "execution_count": 38, "id": "8c4e945f", "metadata": {}, "outputs": [], "source": [ "from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis as QDA\n", "clf = QDA()\n", "\n", "try:\n", " clf.fit(X_train_s, y_train)\n", "\n", "##### Print the different accuracy metrics\n", "##### Plot the PCA for predicted labels\n", "##### Plot the Confusion matrix\n", "\n", "except Exception as e:\n", " print('QDA failed:', e)" ] }, { "cell_type": "markdown", "id": "2740651c", "metadata": {}, "source": [ "### Logistic Regression\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression" ] }, { "cell_type": "code", "execution_count": 39, "id": "26a597ae", "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LogisticRegression\n", "clf = LogisticRegression(max_iter=2000, random_state=RND)\n", "\n", "try:\n", " clf.fit(X_train_s, y_train)\n", " \n", "##### Print the different accuracy metrics\n", "##### Plot the PCA for predicted labels\n", "##### Plot the Confusion matrix\n", "\n", "except Exception as e:\n", " print('Logistic Regression failed:', e)" ] }, { "cell_type": "markdown", "id": "2c743848", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Support Vector Machine (SVM)\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/svm.html" ] }, { "cell_type": "code", "execution_count": 40, "id": "4e53aaef", "metadata": {}, "outputs": [], "source": [ "from sklearn.svm import SVC\n", "# Linear SVM\n", "\n", "clf = SVC(kernel='linear', probability=True, random_state=RND)\n", "\n", "try:\n", " clf.fit(X_train_s, y_train)\n", "\n", "##### Print the different accuracy metrics\n", "##### Plot the PCA for predicted labels\n", "##### Plot the Confusion matrix\n", "\n", "except Exception as e:\n", " print('SVM (linear) failed:', e)\n", "\n", "# RBF SVM\n", "\n", "clf = SVC(kernel='rbf', probability=True, random_state=RND)\n", "\n", "try:\n", " clf.fit(X_train_s, y_train)\n", "\n", "##### Print the different accuracy metrics\n", "##### Plot the PCA for predicted labels\n", "##### Plot the Confusion matrix\n", "\n", "except Exception as e:\n", " print('SVM (RBF) failed:', e)" ] }, { "cell_type": "markdown", "id": "99ac0711", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### k-Nearest Neighbors (k-NN)\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/neighbors.html" ] }, { "cell_type": "code", "execution_count": 41, "id": "966fd1a9", "metadata": {}, "outputs": [], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "clf = KNeighborsClassifier(n_neighbors=5)\n", "\n", "try:\n", " clf.fit(X_train_s, y_train)\n", "\n", "##### Print the different accuracy metrics\n", "##### Plot the PCA for predicted labels\n", "##### Plot the Confusion matrix\n", "\n", "except Exception as e:\n", " print('k-NN failed:', e)" ] }, { "cell_type": "markdown", "id": "533cf541", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Decision Tree & Random Forest\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/tree.html and https://scikit-learn.org/stable/modules/ensemble.html#forest\n" ] }, { "cell_type": "code", "execution_count": 42, "id": "f80c78dd", "metadata": {}, "outputs": [], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.ensemble import RandomForestClassifier\n", "# Decision Tree\n", "clf = DecisionTreeClassifier(random_state=RND)\n", "\n", "try:\n", " clf.fit(X_train_s, y_train)\n", "\n", "##### Print the different accuracy metrics\n", "##### Plot the PCA for predicted labels\n", "##### Plot the Confusion matrix\n", "\n", "\n", "except Exception as e:\n", " print('Decision Tree failed:', e)\n", "\n", "# Random Forest\n", "clf = RandomForestClassifier(n_estimators=200, random_state=RND)\n", "\n", "try:\n", " clf.fit(X_train_s, y_train)\n", "\n", "##### Print the different accuracy metrics\n", "##### Plot the PCA for predicted labels\n", "##### Plot the Confusion matrix\n", "\n", "except Exception as e:\n", " print('Random Forest failed:', e)" ] }, { "cell_type": "code", "execution_count": 44, "id": "63745fbb-c89f-4163-8931-b87274d8da95", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Feature importances\n", "importances = clf.feature_importances_\n", "imp_series = pd.Series(importances, index=feature_names).sort_values(ascending=False)\n", "plt.figure(figsize=(6,3))\n", "imp_series.plot(kind='bar')\n", "plt.title('RandomForest feature importances')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b4463ba4", "metadata": {}, "source": [ "### Summary comparison across classifiers\n", "\n", "Collect metrics into a summary table and plot balanced accuracy for easy comparison." ] }, { "cell_type": "code", "execution_count": 86, "id": "e789f4b0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
accuracybalanced_accuracyprecision_macrorecall_macrof1_macro
model
GaussianNB0.99330.98550.99720.98550.9912
LDA0.99330.98550.99720.98550.9912
QDANaNNaNNaNNaNNaN
LogisticNaNNaNNaNNaNNaN
SVM_linNaNNaNNaNNaNNaN
SVM_rbfNaNNaNNaNNaNNaN
kNNNaNNaNNaNNaNNaN
DecisionTreeNaNNaNNaNNaNNaN
RandomForestNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " accuracy balanced_accuracy precision_macro recall_macro \\\n", "model \n", "GaussianNB 0.9933 0.9855 0.9972 0.9855 \n", "LDA 0.9933 0.9855 0.9972 0.9855 \n", "QDA NaN NaN NaN NaN \n", "Logistic NaN NaN NaN NaN \n", "SVM_lin NaN NaN NaN NaN \n", "SVM_rbf NaN NaN NaN NaN \n", "kNN NaN NaN NaN NaN \n", "DecisionTree NaN NaN NaN NaN \n", "RandomForest NaN NaN NaN NaN \n", "\n", " f1_macro \n", "model \n", "GaussianNB 0.9912 \n", "LDA 0.9912 \n", "QDA NaN \n", "Logistic NaN \n", "SVM_lin NaN \n", "SVM_rbf NaN \n", "kNN NaN \n", "DecisionTree NaN \n", "RandomForest NaN " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Summary table (collect from earlier res_* variables)\n", "# Example code given, you need to save the results in the respective names to get the table. \n", "\n", "summary = []\n", "for name, res in [('GaussianNB', res_gnb),\n", " ('LDA', res_lda),\n", " ('QDA', res_qda),\n", " ('Logistic', res_log),\n", " ('SVM_lin', res_svm_lin),\n", " ('SVM_rbf', res_svm_rbf),\n", " ('kNN', res_knn),\n", " ('DecisionTree', res_tree),\n", " ('RandomForest', res_rf)]:\n", " if res is None:\n", " summary.append({'model': name, 'accuracy': None,\n", " 'balanced_accuracy': None,\n", " 'precision_macro': None,\n", " 'recall_macro': None,\n", " 'f1_macro': None})\n", " else:\n", " summary.append({'model': name,\n", " 'accuracy': res['accuracy'],\n", " 'balanced_accuracy': res['balanced_accuracy'],\n", " 'precision_macro': res['precision_macro'],\n", " 'recall_macro': res['recall_macro'],\n", " 'f1_macro': res['f1_macro']})\n", "\n", "summary_df = pd.DataFrame(summary).set_index('model').round(4)\n", "display(summary_df)" ] }, { "cell_type": "code", "execution_count": 87, "id": "779c1607-15d6-4c9c-829d-975e96d80c70", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Select an appropriate measure to plot from the Summary table\n", "\n", "plt.figure(figsize=(8,4))\n", "summary_df['balanced_accuracy'].sort_values(ascending=False).plot(kind='bar')\n", "plt.ylabel('Balanced accuracy')\n", "plt.title('Classifier comparison')\n", "plt.tight_layout()\n", "#plt.savefig(os.path.join(FIG_DIR,'classification_balanced_accuracy_bar_A.png'))\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b14ef812-eb26-4854-afac-efea2e9ba1c3", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## Dataset B ##" ] }, { "cell_type": "code", "execution_count": 51, "id": "a1183b7b-a8a6-49d9-868f-e0f44ba985a7", "metadata": {}, "outputs": [], "source": [ "# create PCA projection of test set for visualization (use scaler inverse transform)\n", "X_test_pca = PCA(n_components=2, random_state=RND).fit_transform(np.vstack([X_B_train, X_B_test]))[-len(X_B_test):]" ] }, { "cell_type": "markdown", "id": "f54369c1-62d6-4545-afb5-aec1e655638e", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Gaussian Naive Bayes (GaussianNB)" ] }, { "cell_type": "code", "execution_count": 52, "id": "5104691b-7e64-4591-a2ad-463dc53e822d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GaussianNB metrics:\n", " accuracy: 0.7733\n", " balanced_accuracy: 0.7648\n", " precision_macro: 0.7670\n", " recall_macro: 0.7648\n", " f1_macro: 0.7642\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkQAAAHMCAYAAAA067dyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAABJ0AAASdAHeZh94AACiEklEQVR4nO2dB3hb5fn2b23vlXhkJ4zEGYQAAZKwRxkt0AClLbOllFlooV/L6L8USoHSQQezLRRaVmkhrDLK3hAIIyRkk+UVr3gP7fNd9+scIcuyLNkaR9Lzy+VL0dEr6ehI9rn1jPsxaZqmQRAEQRAEIYsxp3oHBEEQBEEQUo0IIkEQBEEQsh4RRIIgCIIgZD0iiARBEARByHpEEAmCIAiCkPWIIBIEQRAEIesRQSQIgiAIQtYjgkgQBEEQhKxHBJEgCIIgCFmPCCJBEARBELIeEUSCIAiCIGQ9IogEIQk0NTXhL3/5C77xjW9gyZIlmDdvHg477DBcfvnlePfdd5HOnH322Zg1axa6uroS/lxHHnmkeq5ly5YNu+Yf//iHWvPEE08Ett1+++1qW+jPvvvui6VLl+Kee+6Bx+NBuvHKK6+o18HXp3P11VerbevWrYv58VwuF+67775B28byeIKQTlhTvQOCkOn873//w89+9jP09vZizpw5OO6445Cfn4/6+nq8+eabeOGFF3DKKafgpptugtmcft9RTj75ZBxwwAFwOBxJe87f/va3OPzwwzFu3LiY7nfUUUdh9uzZ6v8+nw89PT346KOP8Pvf/x4rV67EnXfeiXTn6KOPxqRJkzB+/PiY73vWWWdh69at+N73vheXxxOEdEIEkSAkkPfee09FgUpKSnDHHXeo6FAwbW1t+H//7/+paAbFEqMt6QbFXLLp6OjAzTffjFtvvTWm+/HkHrq/mqbh4osvVtGW999/H4sXL0Y6w9fIn9Gwc+fOuD6eIKQT6fd1VBDSBLfbjZ///Ofq/3fdddcQMUTKysrwhz/8AQUFBfj73/+uTs5CZPLy8jB9+nQ8++yzKsI2VkwmU0AkrVixIg57KAhCOiKCSBASxFtvvaXSYkcccYSqVRmO0tJSXHDBBTj11FPhdDoH3fbUU0+pqNH++++v6o4OPvhgFVGqra0dtI41Hl//+teHPDYjT7yNdTU6TN0xusLU3V577aUiIpdeeinWrFkz6L7RrgtXQ8T7Mv3Efdpnn33U/Y855hiV6urr6wusq6urC9TAvPrqq6rGav78+eq5KCYZQQvFYrHghhtuUP//5S9/OejxRgsfk9jt9hHX6jU1jKb89Kc/xcKFC1XK8JJLLsGmTZvCrl21ahW++tWvquPw7W9/OyB8t2/fjp/85CeBurLjjz8ef/3rX8PWMzG1953vfAf77befWn/LLbcM+bxEqvlhBIzvFff3wAMPxHe/+92AANTfB35eu7u71f/5OJEe7/nnn1evZcGCBeo95v+fe+65IfujP9Ynn3yinp9r+Xlm5JTPG0xra6tKL3/lK19Rx4qfdx5jHidBSDSSMhOEBMETvF63MhIXXnjhkG2/+c1vVIFrdXW1qtNhJIMnMEZGPv74Y1WblJOTE/N+8UREsUahxlQIT0I8ub3zzjtKQO22224xrQvF6/Xi3HPPVSKAJzT+UCC99tprKgrGk+Btt9026D6vv/66iqKxLognaxaaP/bYY/jiiy/w6KOPDnkOrqF4evzxx/GnP/1JnURHC8XJk08+qURRLKmh888/Hy0tLUrINjY24uWXX8aHH36Ihx56SL1nwTAlxxP8QQcdpCJcfC8pLClwKGooFidOnKhEDyOGfJ8pjHShxveBgouC7dhjj1Xbuc/8LEQDH4uPy5or3p/1XrwvRdHf/vY3tW8Uu//85z9VYTUFul5rFQ79s1leXo4TTjhBbXvjjTfw4x//GGvXrlUiJhi+1nPOOUeJudNPP119Nlg79/nnn6vPFF8Xn5fHdOPGjUoQUYjX1NQokcXPHNcz9SwICUMTBCEhnH766drMmTO1zz77LOb7NjY2atXV1dqZZ56peb3eQbedf/756nHffvvtwDZeP+mkk4Y8zrJly9Rt999/v7q+YcMGdf3KK68ctO6FF15Q22+55ZaY1pGzzjpLbevs7FTXn332WXX9D3/4w6D7dnd3a0uWLNFmz56t9fX1qW21tbVqLX+ef/75wFq326197WtfU9u/+OKLwPYjjjhC22+//dT/Ozo61OPxOAUfY75W3o+vXee2225T2y6++GL1f/78+c9/1m6++WZt6dKl2ty5c7VHHnlEi4arrrpKPRb3ZefOnYHt//vf/9R2Ho/QtZdeeumgx/D7/doJJ5yg7bXXXtrq1asH3cZ94n0eeughdZ3v/5FHHqktWLBAvS8627dvV6+fa/l6Qp9z7dq16vqWLVu0OXPmaMcdd5zW3NwcWLdt2zb1mNyPcMd3uMdbsWKFus7jFvz6+X8+Fm/78MMPA9v19/eee+4Z9Pq/973vqe1vvvmm2vbaa6+p63xfgrn33nsHHQ9BSBQSIRKEBKEXqBYVFQ257aWXXsKGDRuGbGeEgt/M+Y2Z6aU99tgjECXQYbqBtTPhCmBHwu/3q0t2ErHDirVL+vMypcIoRSzrwsHi8BtvvHFIZIyPwdsY7ejs7ERubm7gtilTpqh0kY7NZlNpM6agmMbZfffdhzxPcXEx/u///g9XXHEFrr32WtWKb7VaR4za6ZG70Mdiyo+dZ6HHezgY9WENmA4jL4yAMEpEm4XKysrAbYwABfPZZ5+pSMiZZ56pUmXB/OhHP8LDDz+sonC8nWsZVeP/Z86cGVg3depUFWEaqbCckURG7RhhYkRHZ9q0abjqqqtUhIopOh7zaNDtDK688spBr5//ZzqX0U6+F/yc6jCSyQiRDiNkhxxyiIr88P0N/szx94LRIr1r8YwzzlDpxqqqqqj2TxBGiwgiQUgQeng/nD8PBdF///vfIdvZ3kxBxLqiE088UZ0keOLcvHmzqhviyYKda8EnkFhgPQdrOD799FOVvmHty6GHHqrSYhQlsa4Lx4wZM9QPT2o8mVNUMfXBtAnFAqHwCIZF0qEUFhYGitOHgyfKZ555RqXcmMJhqicSv/71rwd1mbH+aMuWLSqFx5TStm3b1JpoCD7h67D+ienM9evXDxJEkydPHrROr8PicQn2ENKhLQPfa6bz+FgkVDiRSLVpOvr9WesTCut+YoWPR3sIir9Q9G36c+pQQIfWZ4W+v6yL4meLgpv/5w8/c0yjTpgwIeb9FIRYEUEkCAmCJ0F627AglCfKYOh7wx8dFj2HnogpmvjtnydpwtoTnhRZn0JRNJqONH4zZx3PvffeqwQZozX8YUSHJ6Bf/epXar+jXRcOCjXWrNx///0qEkRYu0KBRcFHcRe67+GKmbkP0XDdddfhgw8+ULYGjNLEgn5MeV9Gvxj9YB3LcPVRwQQLHh3dq4eFycGE1nrpIvntt99WP8PB2it9LUVSuMjWSOj316N8Y4URQ0Zvwr1nFDmM/PX390f9/uqfBd7vP//5D+6++25VL8TPP38ovlhTxEJ6qSESEol0mQlCgtBTRiy2jRVGVpg64bdnRi74GOzSefDBB4f1yQkXMQo9MeknVj42v4kzncJ0E6MHFFlMP8W6LhRGaljozCgTHaCZFuF92HUWKdU2Whg9YDEvI1K/+MUvRvUYPGFTsJFwqcxwhOvw0oUQI3wjCTFCM04+33A/FDF6yjVUZJFoOuz056K4CvcaYo008nPBz1W4yCffAz7mSK9/OJh2YxqUIvHpp59WHXhMl7744ou4/vrrR/WYghAtIogEIYFjJhhFoJgZyd8mNGLCzhqeqBj9+NrXvqbqRfRv1EzxhN6H9R/hxE9oez5TGewQYuSKMLVFd+JHHnlEpa3Y/UMRFu26cLB7iXU4/KbPlIdet8L9Dbfv8YD1NXvvvTeWL1+uTqSjQT/B66mckVi9evWQbUwxso5p7ty5Ee9LsUjYZRUK63nYUk/xG5wqoyAOJdz9Q9HrjviehcKIH49b6OckEnoHHVODoXAb31vWvsUKf0e4P0wj8rPO52G0jt2GFHXswBOERCKCSBASBNMkLIwmP/jBD1T4PxQWu7J1nOKB6KM79IJStroHQydlvdWa99VhioeFt8E+OCxWpY9RMBQxjOCwxT1YlDANwvQWxQujJdGuCwf3nTVCoR5CjBDpBbTB+x4PeNyYxqMwZNv3aCJyrG9iCoo+PdHA2h8eDx1G0Zi6Y2RwpNQO64+YcuR7TxEVDNvgmW7U64zYEk+BwdRlsChqbm4eMncsHGyL5/HhLL329vbAdgoPpqZYt6PXhfH4jfTe6DVYjFwGv8f8v/55D+eJNRK0MKAIDH1N/B1g5InpVkFIJFJDJAgJZNGiReoEx46cyy67TEVXWKDMEyY7kZhOYrcY6yeYnmI0SC8W5kmRxoP85kwBwhQK1zMdwftwfIXON7/5TSUIaHzHEyAFDU92jA4Ef7NmLRPrbJiCoLcR948nQKbFeLJkCieWdeE46aSTVGSJfjPsHONJlkKBJ3jWEoXue7xg1OW8885TJ/7h4P7rooxQuNHriB46/D/9jKL1dmKxOAfDsuiX7yUfmxFB3dAwEoygMQLHCAgjbxRRFCWM+DDKRbHENCBhtIQGmfQMYlcZ3xem0hh51NNhkWDKiR5DLBynUGFhPEUu/X8oNBiN0qmoqFA1a0xV0T+Kry+cmKPPFD+ffK/5eISF7RQ1fE3hCs5HgjVcTFv+61//Uo0ETM9ScPIzSH74wx/G/JiCEAsiiAQhwbC9mOKE3VD8486TL0UFa0P4zZ8nF5oMBtddsNOMQoonMZ5oeQLlN2SeFLiWqSi23uuGjjyp8oTOlBaNDFlXw9tYbxQ6u4vf4pmGYcTh3//+tzrhMsXD+hum+WJdFwrbpHnC5YmN6Q6moJhyY0SB0SNGy7jves1OPGFrOSM1eiH6SG33FGusW+FJnWKSYjVaWPDO9nL+UNBSPNDMMlyxdTgYieLxYXSQkT8KCraWcz8uuuiiQcNUmdbi8WRtFj8/fC/Yys/n5Hs/EjzmfA9ovMiUIu/P48/PU3DBPw0VKQp5DClcwwkiQtFHCwXaA/DzwTQhP7P8bIRaDEQLI44sxmfdGT/zfGx+XiiM+FkO19UmCPHERDOiuD6iIAhCBkMxQJdopiMjuTkLgpBeSA2RIAiCIAhZjwgiQRAEQRCyHhFEgiAIgiBkPVJDJAiCIAhC1iMRIkEQBEEQsh4RRIIgCIIgZD3iQxQFHKGgu7fS8TXaoZOCIAiCICQfVgPpc/rok6VPAYiECKIooBgKN7dIEARBEARjw/E3w40aCkZSZoIgCIIgZD0SIYqC4FAblSbHKCSDdevWqUtxwx1AjseXyLEYjByPL5FjMRg5Htl5PHw+XyCzE026jIggioLgmiGKoWQJIv15k/V8RkeOx5fIsRiMHI8vkWMxGDkeg8nG42GKsu5XUmaCIAiCIGQ9IogEQRAEQch6RBAJgiAIgpD1iCASBEEQBCHrEUEkCIIgCELWI4JIEARBEISsRwSRIAiCIAhZj/gQCYKQUWh+HzytdfC7+2G258I2fjJM5uzxXBEEYXSIIBIEITPw+9Cz5h30blwBb0eTEkYUQtbSKuTvuRD5sxeLMBIEYVhEEAmCkP74fbBufAsdHdvh7++GOacAJqsNmtcDV916eHbWw9PWgJKDThVRJAhC5tcQOZ1O/PGPf8SRRx6JvffeGyeeeCKefPLJVO+WIAgJxtKwFpYd66F53bCNnwJrYRksuYXqkte5nZGj3vXLU72rgiAYlIwRRH6/H5dccgnuueceJYiuuuoqlJaW4uqrr8ajjz6a6t0TBCFBMDVm3rEecPfDWlwxZG4Rr3M7I0cURVwvCIKQsYLoqaeewrvvvov/+7//w89//nOcccYZ+Mc//oE5c+bgjjvugKZpqd5FQRASAAuoTX3tgD1n2CGO3M40mre9Ua0XBEHI2BqiZcuWYerUqTj99NMD28xmMy6//HKsXr0afX19yM/PT+k+CoIQf9hNZvL7oJkj/zkzWWzQ/F61XhAEISMFkcfjwWeffYZTTjlFiSDS29uLvLw8HHbYYepHEITMhK31mtkCk98bcZ3m88Bksar1giAIGZkyq6urU6Jo0qRJKk126KGHYt9998WiRYtw9913S7pMEDIY+gxpeaWA2zns7zq3+509qgWf6wVBEEIxaRmgFlatWoXTTjsN06dPR2dnJy6++GJUVFTg6aefxuuvv44LL7wQP/7xj0f9+D6fDytXrlT/dzgcw9YpxBuXyxV4TkGORzByLAbj3/oJHFuXw8zUWV4Ji4a+vFHTYOrrACxWePc8GL7JeyGTkc/GYOR4ZOfx0DQt8FoXLFgAi8WSHSkzt9utLmtra/HEE0+gurpaXT/++ONx9tln47777sM555yD8ePHp3hPBUFIBJ6q2TD3tsHRsgmm7hZVYM2aIpVGczsBey58E6rhmzgn1bsqCIJByQhBlJs7UBMwf/78gBjSYV3Rhx9+iI8//hjHHnvsmJ9r9uzZUSnNeLBmzRp1OXfu3KQ8n9GR4/ElcizCHI85R6DKsnDAqbq9cZdTdS6sk/dE/sz9kV+9KCtMGeWzMRg5Htl5PHxBmZ2sEkRVVVXqsqysbMht+jYWWQuCkMGYLSiYc5ASPjLLTBCEWMkIQTRu3DglijZv3hy24JpMmDAhBXsmCEKyofixV0xL9W4IgpBmZESXGeGYjm3btuGll14aVFv0yCOPqCjRwoULU7p/giAIgiAYl4yIEJGLLroIr776Kn7yk5/gzDPPVC34dK9m1OjWW2+FzWZL9S4KgiAIgmBQMkYQFRQUqGjQn//8ZzzzzDPo7u7GzJkzlQ/REUcckerdEwRBEATBwGSMICIc5nr99derH0EQsgh2lHW3wllnkUJqQRBGRUYJIkEQsgu21veuex+2j19RA15b19mVEKIjdf6eC5E/e7EII0EQokIEkSAIaSuGOt5Zht5NK2DubBuYdm/Jg+b1wFW3Hp6d9fC0NaDkoFNFFAmCkD1dZoIgZBeMDFEMaV43tMJyaDlFsOQWwlpYBtv4KWo7TRp71y9P9a4KgpAGiCASBCE9U2UbV8Df3w1rccXg2WX0IjKZ1HbeznVcLwiCEAkRRIIgpB10ovZ2NMGcUzDssGVu5+0c48H1giAIkRBBJAhC2sGxHGpWmTWyv5jJYlPruF4QBCESIogEQUg72FrPQmkWUEdC83nUOq4XBEGIhAgiQRDSDvoMWUsq4Xf2QNO0sGu4nbezBZ/rBUEQIiGCSBCEtINRn/yZ+8OcWwhvZzPVzxAx5O1oVrdznbTdC4IwEuJDJAhCWkLTRfoMsYvM1NmifIh8loE0GSNDuhjKr16U6l0VBCENEEEkCEJawqgPTRdt4yahYcXLMPW2Q/N7YbJY4ZhcHRBDEh0SBCEaRBAJgpC2UOwUzDkIHl+hmmU2ZepEmWUmCMKoEEEkCEL6w46z4krkTK5O9Z4IgpCmSFG1IAiCIAhZj0SIBEGICI0N6fRMc0NJRwmCkKmIIBIEYfh5YRygunGFGpOhnKHNFuXrk7/nQtXlJcJIEIRMQQSRIAhDoPjpeGeZmibPAalqZpjVppyhXXXr4dlZr1re2eUlokgQhExABJEgCENQkaFNK6B53bCNnzJogKpWUKrMEBk5Yss7u7wEQRDSHSmqFgRhaKps40BkyFpcMWSaPK9zO2/nOq4XBEFId0QQCYIwCBZQs2ZIpclCxJAOt/N2b3ujWi8IgpDuiCASBGEQ7CZTBdRWW8R1JotNreN6QRCEdEcEkSAIg2BrPQulWUAdCc4M4zquFwRBSHdEEAmCMAj6DFlLKtWAVE6NDwe383a24HO9IAhCuiOCSBCEQTDqw8GonBbPbrJQUcTr3o7mwDR5absXBCETkLZ7QRCGQNNF+gyxi8zTWjtQYM2aIZ9HRYZ0McRp8oIgCJmACCJBEIbAqA9NF+kzpJyq2xuh+b0wWaxwTK4OiCGJDgmCkCmIIBIEISwUOzRdpPCRWWaCIGQ6IogEQYgIxY+9YhoyFRleKwgCEUEkCAlETrbGRYbXCoIQjAiiLETz+dBXWwdffz8subnImzIZJov84Y8ncrI1NjK8VhCErBFE9fX1OPHEE3HMMcfglltuSfXuGEYItb77Pto+XAFnUxM0L92ILcipqkLZ/gsx/qDFIozigJxsjY8MrxUEISsEEX1Sfvazn6G3tzfVu2IoMVT72DIlhrzd3bAWFMBks0HzeNC9fj366+vR39CAKaedKqJojMjJNn2G14a+P8HDa2k3wHXSTScI2UFGGjM+/PDD+Pjjj1O9G4ZCjwz53W7kTp0C+7gy2IoK1SWvcztvb31veap3Na2RSfHGR4bXCoKQFYKopqYGt956Ky699NJU74qhokN6ZMhRGf4kze28neu4XhgdcrI1PjK8VhCEjBdEfr8fV199NWbNmoXvfOc7qd4dw8ACatYMqTRZhJM0b3c2Nqr1wuiQk63xkeG1giBkfA3RP//5T3z++ed46qmnYDYnRuutW7duWFERb1wul7pcs2bNmB7Hu70GfT09qoDa1d097Dq/xwM4nfhi7VpYe3tgNOJ1PBKJqbMJNpcbJn8fNG+Edc4uaGYrttQ0QOv0ZeSxSCYxHQ+/DzZTDsxdtdA0K78NDF2jaTB1t8M/bgo6mjqBlvQ5zvLZGIwcj+w8Htowg6mzIkK0ZcsW/OlPf8KPfvQj7LbbbqneHUNhcjhUobTmjXCGJj6OZrCo9cLo0ArHQ8srBdxOdVINv0hTt2v5pWq9kGTMFvgnVAOMFPV1DH2fKIa43Z4Lf1W1Wi8IQuaTEREin8+Ha665BrNnz8a5556b0Ofic1iS1IWlK/i5c+eO6XG06mps/PQzdG/YgNxh0mZU0/1t7SjcY0/MPPwwQ3aaxet4JJoecxc6lj8Nzds/pLBanxRvKi5Dyf5fQX713FEZN6bLsUgWsR4PbXY1OvLMuwrgOwYPr3X1wFwwMLw2Ha0R5LMxGDke2Xk8fD4fVq5cmX2C6L777lOpsgceeAAdHR1qm4fpHwBudk+1taGgoAB2ux3ZCMVN2QH7q7Z6V1PzkMJqnqS53VpYqNYZUQxl2qT4vD0XquL15qdvE+PGFCDDawVByEhB9NZbb8Hr9eKMM84Ycttzzz2nfn7961/jlFNOQbZC00UKInaR9dfUDvIh8vb0BMTQ+CWLUr2rGX+yzdtjP2XO2Pnhf8W4MYXI8FpBEDJOEF111VXo6uoatI0RogsuuAAHH3wwzjvvPOyxxx7IZhj1oeli7qRJA07VjY2qpshktaKwujoghiQ6lPiTLY0b+774WIwbDUKmD6/NVGROoBBvMkIQzZs3b9hK+vLycixZsiQFe2U8KHbKDzlICR+ZZZaak624JAvC2JA5gUKiyAhBJMQGxU/+dPlGnC7GjRK9EIQBZE6gkEhEEAmCYY0bvWLcaHAkbZNcZE6gkEgyVhA5HA5s2LAh1bshCKN3SbZYxSXZoKJF0jbJR9LNQqLJWEEkCEaEJ2NrSSVc9RvUN9rhPKHYns+ONK4XjCVaJG2TGiTdLCQaEUSCkER4gqTHDU+YDO8PZ9xIryKukxPq6EikaJG0TWqQdLOQaDJmdIcgpAuMTCixY7Wr8L63uw2+vm51yesmmz1gDChEhidId/N2mHfWqDlyvK6Llp6NH8Lv7IW5oFSlyiiKrIVlSsRQzFC09K5fHvbxnHXr1aX+eOHSNqFiNjhtw9u5LvT+wuiRobxCopEIkSAkGXFJjn86zNbbA81sQXPzKuTOWIDuT1+Et61BzSHz9XXBZDIroWnJL4GloHRIrQmJJr0maZvUIelmIdGIIBKELHFJzpSOqHDpMIohk98LZ+069G/5DH5Xr1pLIQSTGZrmh+bshZ9DdT1OWEsnBESLu7kGfYwWRZFek7RN6pB0s5BoRBAJQoa7JGdaR1TYGp7ubnBmvVlzw9NTCzBVZbWrtGTwCRNeN7w9HTDZcgKiRRdD0dQE2XeJSOkSNO6cQEk3C6NFBJEgZDCZ1hEVsfWa6ZK+ToaFBq6r+h3KpIHrXKtRIHmc8PV2wpxXBLPVBmf9xqhbufNm7i9pmxQi6WYhkYggEoQMJtM6oiLW8Hjd0DzugYgBo0F+/8BP0MlRiSKzBX6PE+jTYK2coWqMoq0J8rbtkLRNipGhvEKikC4zQchQMrEjKmIND+uENL+qGWLEgIEhv9e9K0oUBEWR1wOTPRc5k/ZU94uuJsinnj/ZXYIjdb5le7o5Z3K1uhQxJIwViRAJQoaSiR1REVuvKYR2FVDz/zBbB667nSpKpN/GaBkFU96MvZC350L0ffFJTDVByUrbZFrtlyAYHRFEgmAQNJ8PfbV18PX3w5Kbi7wpk9Ug3tGSiR1REVuvWURtsyvvIdYTmXMLYM0vUfVCmscFbVc9EYWLvXIGyo7+7oDAGEVNUKLTNplW+yUI6YAIIkEwgBBqffd9tH24As6mJmheihgLcqqqULb/Qow/aPGohJER5qbFu9U/Yus1o115xfD196ir9ByiEaOlsFRFifw+L/wspnbkoXj/r8K8qwNtLDVBieoSzLTaL0FIB0QQZWHkQDDWe1v72DIlhrzd3bAWFMBks0HzeNC9fj366+vR39CAKaedGvN7nkoju0Sme8K1XsPtUT5Efs0LS26BWsfX5dUjYBHaso3Wyi1DTAUhNYggMvjJ0vP5Wmx84aW4Rg4E46BHhvxuN3KnDj752cpK4WpqVrfnTpqE8kMOSgsju0Sne8LV8Jj8TmhmK3Im7om8PfZT6/q++Diq+h6jtXJnYu2XED98fh/quxrR73Ui15qDSUVVsIggjgsiiAwshlxvvAX3uvXweb1xjRwIxnmP9chQqBgivO6orEB/Ta1aN37Jopjf61REP5KR7gmt4dm8fi00qwMViw4LCJeCOUuiTtcZqZU7E2u/hPgIoeV1n+Cj+lVo7mmFV/PBarKgoqAcCyfthUWT9xVhNEZEEBk4ckAxBK837pEDwRgwDcrInxK7ESIBvN3Z2KjW50+PLRKQ7OhHstM9eg2Pv2Wgbig08hNr5CQZzuHpUPslGE8MPbH2BXzUsAo9rj7kO/JgM1vh8XuxsXULGrobsaO7GSfPPk5E0RgQQWTgyIHW1w9zZXlCIgdC6mFNmEqD2kaIBDAy6PWq9aMhmdEPSfeMHRliKoSiIkMNq+D2eTG5eMKgz0RpTjGae3diRf1nmFhYiSVTF6Z0X9MZMWY0cOTAlJcTdeRASD9YIM+aMKZBI8HbKXi53uhGdrGlewaMDoXwtV9MZzK9qFy3gxA37OyLDjFNxshQRf64sF+QuZ23cx3XC6NDBJGRIwdW68iRA59v1JEDIbWwWzCnshLenp4hJ71BJ7+eHlVIz/VGJ6Z0j9ki6Z5hSLYbdjrBE35NRz02tG5Wl5kuAFhAzZohpskifUHm7U09LWq9MDokZWbkyIHTu2ssZYTIgdU65siBkBoY9Sk7YH9VHM+aMKZBQ7vAuN1aWIjShfsNsl6gEDZimlTSPfHxYjJa55sRyNaiYnaT8bWyZigSvN3r96r1wugQQWTgyEFvcwu0wsKIkYPC6uq0iBwI4aF1AgURa8FYExbcTcj311JQoD4L7R+uwI5nnwtYL7hyc2CrroZWXW0oYZSoVv94Gzwmg7F6MRmp8y3VZHNRMVvrKfz4WiPB220mi1ovjA4RRAaOHLRt3gytvUOJouEiB1xnpBOiEBt872idwG5B5VTd2KgKqBn5K5g1C/D51DaKo0FiaXstfC2tqDWbDWe9EM9W/3Sd5xUvL6Z0FIKJIJuLiukzVFEwHhtbt6rXOlzUtdfVh1njd1PrhdEhgsjAkYOalStV6324yIEuhthhJqQ3FDO0TuB7GZwW69u+HfVP/xd+j2eI9YLTZlVi2YjWC/FK98QiKozGWL2Y0lUIJrqoOFQMBRcV13XuUOsOnLxPRkWJ+FoWTpqPhu4mJfxCC6sphpp7W1HgyFPrMum1JxsRRAY+SToOPxTm8vHIa2gcFDlgmkwXQ0aKDAhjg++l7jPEGqG6x5+IaNqI0hJ4d4kio30W4pHuiUVUACUwCmP1Ykqk03c6RpxGU1Q8tWRSQEw1OVvh9ntQ2FGStq7OrI9iSpBRMAq/4JQhI0MUQ/tP2luJQWH0iCAyMDzB2efvhZnfPM2ws8xkzlr6mjYmg9EaHcYqKrD7kUCKT3S62HA1bYW7pQamnPxReTElwuk7nSNOoykqDi7A3tZSC5/mx9sdH6dtATb3lfVRTAnyNVH4eXfVDDFNxshQpkXGUoEIojSLHGT6hHYhuaaNRo0kxGrwaOpuhVZciVQQKjZ8zl74uneqlnkTTLAUlqrLaEZvJMLpO9Gz5YxWVGw32wcVYFs0E6wmKzyaL60LsLmvrI+i8JFZZolBBJFgqAnt2Y4ecVMpUh9PAP7I6+NsvWCUSEKs87xMXhfCOzklluHEBnfG7+qDh8fQ44K1rGqIKAo3eiMRTt/JmC1npKLiuq6GQQXYvT0DY10KcgszogCb4kdPCQrxRQSRYKgJ7ZnKSKnF0Iib3+OFu60NfrcH9Gx0jCvjmXBY64XciRPQu237mFKXRookRGvw6Pe5Ab8fpt42mKwOaP7qpEY5wokN5bPU16UiRXxfvb0dMNlzYC0oHdGLKd6DXZM9Wy7VRcX7TpyHjxtWZ20BtjA2RBAJhpvQnklEk1okoRE3s92mhA0FTn9dPXxOF/ImTQiIIp4E2GXGtbbCQmy67c4xpy6NFEkYyeBRgwZvVxu8bTuUeLB+8R40ixXNzauSFskaTmzw0pJfAr/byUVK1Pl6OmApKFFRokheTPEe7Jops+WiLSpmNOmFja+PqgBbEDJKEK1atQq33347Pv30U7hcLuy+++747ne/i6VLl6Z61zKGTCn2NVJqMXdCVdiIm7WQERorXC2tcLe0KE8iW2mJur+/rR2m3FxY8vPRuW4dfCE+RbGmLo0WSYhk8Egx5Nm5A96uViU4zI4iaGYrTH5vUiNZkcSGpaAUmscJb08HoHnhd/bC27UTJpM5ohdTvJ2+4x1xMnpR8Rdt28TVWRg1GSOINm/ejLPPPhvFxcX4/ve/j/z8fDz//PO46qqr0N7ejnPPPTfVu5gRpLrYN9NSizs/+BAWuz1sxI3/z5k4AeYcB5z1O9SxtBbkK5FknTYFprx8eBkVCuNTFGvq0oiRhOEMHr297fB1t6toGYWSrWwC3JwHx9ddUJC0SFYksaEEZOkEmGw58Ha2QmNqz+tRnWeRvJji7fQd74iT0YuKxdVZGAsZI4h+85vfwGw247HHHkNl5UC3yZlnnokzzjgDt912G775zW8qkSQkcUJ7Fs9Ziza12LtlK9weLxzlQ6dYB9aNG6eKdDW/HxNPOgH5M2ZgS3s7+p94SkWG4pG6NGIkIazBo88DzdWvXou1bAKsBWVDRGSyIlkjiQ21L4VlA4N7NT9KFn8djsoZI3bsxdPpOxNny0UqKhZXZwHZPu3e5/NhxYoVOOSQQwJiiFAgHX/88ejr68O6detSuo+ZQiZOaE9latGSk6MiSJo/co+U2W6H2WpVx5QpSI0F1+3tMaUu03FKvW7wWHHSZSj/2sUoPvAEWArLVPTFVji8iAyOZCUKXWxQTET6XdBcvSqaVjD3EHUZ7WDXksVLlUhh5CbY6Zvbo00H6hEniihGnEL3c7Sz5YyKXoDNmiIWYAe/Xv6/z92P2s4G2K1WVYAtBdVCxkWIKHyeeeaZsH8c29ra1KUliwt7jTKhPZbOp3BdWRmZWrTb1SVFUSwRN83lGph4n5cXl9Sl0SMJusEjI1MUBvxJdSQrUYNs4z3YNZ4Rp3QgtADb7BtIkdU5m+D2uWE2mVGg5eOj+tXq/Uo3k0YhcWSEIOKHesqUKUO2MzK0bNky5OXlYc6cOXF5LkaahvtGHm9YGE7WrFkDI6GVFME3fZqas+b8YgtMeTkAT1A+L7Q+J5CbA2tREba9/Ar8HR0DJ26LBeayUjWh3TZvzrDCiGs9n6+FZ916FQEJvi/22B2WObMNdzzC4WtsgtPjhubsgznCx8XnckIzm+Hq7oGnq2t4IdLWruqGtnZ1wrRmDTxs7zaZ0NfdFfHx/d1dSjxsa2iAxe+LuM+WvAmwYjPcTbXQ8koGt/lrGkx9Hep97sutQuu69UgFps4m2FxumPx9rFUO4Pf5AJ8b3Tv7qSZg8jqhWWzYUtMArTPy6x4T/iJYS6bBsmM9XA1bAHtOoMAb7DKz58JXPg2dvkL+Io/xyXqAlvWj+7tRUg3LZD/Mjeth6m2Hye+EZjIDjhL4Syajy1SGBq7PEGEwS5sKX4EHG3xbsN1Vj36/S/0e2cw25FlyYPdbsbZxA7a2bMdnmz/HIeULlVDKBox6Xok3w0VtM14QDXcwfv7zn6OlpQU/+MEP4HA4Ur1LGTlnTQmXNl24WGGeOhkmvx++ne3Q+vuVWGJkg1EKfUK7v7VV3T9UFPExXG+8pYSW1jf0vmhugbazDdpRRxi+lZ/HxlxaCm9NLbTCwmGFDvpdsJSPh+bxqjZ6zicLjTJwuykvF7bZ1YHXbSofDxM7zuoahj6+Bpi8TMN5ofX0wjJ9utqfkfBNnANTT6s6uZu6W8Kf3CdUq3WpQiscDy2vFKa2WsBRqLaZXN2wOHsApvP0hX4/tJIqaPllid0hswXemYdCKxgfJDZ86rhp46bAX7XreKVaaJgt8E3ea+A97mqCpXEDTG11MLn71PttbtoELb/UOPs7Rihu5hXvCb/mx47+FnW92FYIh8Ue+F0p1PLR4enChq6tGOcoVeuF7CYjBRFPItdffz2ee+45HHDAAbj44ovj9tizZ89OWvpNV/Bz586FIZk/f0hqKzCh3WqBY4/dwqbTzNu2o7Kze0jnU8tb76B+23Y4LOHv21VTC//GTahcuDAtDB9bOrpQ/9TT8Pf1D5taNI8rw8SvnwTnjh0DRdi7vIX09nnWYjH9yDRlcPs8PxvmuXNh6nd++fgUNT3tygjQ73bB2+eBzWJGaakHVZauqLx5tLlz0bt+edCUejpV58I6ec+op9Qnmh5zFzqWPw2/p08JH19/J/ysfTJZYLbqdVAaHD4XxndtTM5Iir3mp3zcSTR/NwbMN9ejt2M7/K7B5pv+7kaYvb3IzzMbdoxHLHCe2SsfLIcPPlTkjENhUdGQNQVaoUqrNZna8I3Z1VmROjP8eSWOtcUrV67MbkHk8Xhw9dVX49lnn8X8+fNx9913wzZCHYeQvAntw3U+RdOVxYiIv6klboaPiR5MS1NE1lpxf/mahxM65QcvUevZHq8MHDm2w+tV0TG6UHNNuNfL1GOR2Tzw+IygmbzQPEwlecGgjsVuRW5VLmzWViUgovHmiWftSqLQa2K6PntdzQxjiiwQ0fDxuNlgySuGyWJO6kiK0Q6yTSZGMt9MNGzNb+5pRY7FISaNQvYJov7+flx22WV4++23VWSIYqigoCDVu5U1jMW0Mdr7Mo02VsPHZA2m5WMwqhOt0GHUi9ejFWnBj9/88nPo275Nteab7Q44ynKQP7kY+VNKwdBRrCc6I5/cuW/Fi5eib8tK+Ps6VWSIkQ/WPJkd+coRmj9MHRp5JEWyMZr5ZqKhTxFNGjnYNRJi0ihknCBiZOjSSy/FO++8gyOOOAJ//vOfpW4ojkQTTRmLaWO092VRL/dltIaPyR5My8eIRegER9yiffzxBy2Cr/kDOHKbYSkoh9luhb0oB6agautMOtERjuxguoxeRBZHHnp7upUwspeWfTlE1QTDj6RIJkY030wkukljvxb5b4WYNAoZJ4hovkgxdOSRR6r/S5osPsQSTRmLaWO091UpEUvuqA0fUzWYNlahEws8cfm6mpFTXqLScJl+ogs2kjRb7QOeSLaBlrPQifJGH0mRTELNN33Q0AQPnNCQAxMqYYOFRzBDjplu0tjSvROF1vCmvGLSKGScIGpubsb9998Pq9WKgw8+WI3sCGXx4sWoqKhIyf6lK7FGU3TTxu4NG5S4GK6zSp/QHuwtFO192dafs8eeo/IlytTBtEZ0mU40mTSSItnHzOt1YyX6sBp92KlKjjUlhMbDgnnIwzyfG1aLLe2PmW7SuKV5u+omYwF1aGNDc2+rMnHkumwoqBayQBB98sknKmVGbrjhhrBr7rnnHhFECY6mxGLayHXBYiOa++rt56H3jTa1l6mDadNZHIy2MyvUSDLsY6fZSIpEo45tcQVe7tiItZoHfSY/8mCGFSZ4oWEr3GjSvNhhduOrJbMy4pjRdJE+Q2ytZzcZC6hZM8Q0GSNDFEP7T9pbzUcThIwQRMcddxw2bNiQ6t3IKEYbTYm2s4rrQxnpvrBaYZ9dHfa+0aT2QuuU1Amz3/ml+WNuzkDhdpoMpuV+927bDm9fL3xaAbS+WjVl3Wgu08MW+LLjie39HU272vstsJZWIX/PhSNaBIS6RMOcO8hIMtNGUsQDHoN1lRVY69wMj9+DKvPg7qsizYydPhfW5lgwvaIc3mEGqKYT3GeaLtJniK317Cbz7qoZYpqMkSGKoXR8bUL8yQhBJMSf0UZTYu2sGvR4I9y3b2IVbHOHulxHm9qjMKJIYsTLvbMN7o4O+F1uNXiTrdtmhx32khJ1MjXbbIYdTMvX6/5stTLF/MLpVCKP7fbw9yN35zYUzZoGs8VsWHEw4IWzTLV/s+Mp2AvHVbcenp31UVkEBI+kMHUOGEn6LMjYkRTx8OVZbXKi325HhcsNjWabdJjn7zcjsD4vSi1m1FkteGLnWpSsqIdPdWlZUFFQjoWT9krLMRe6SSN9huozQOQJiUMEkRCWsXSMxdpZNejxItx37fr1Maf2rKUlcNY1oOWtt2G22mAvL0fnypUDKTivD2buj9msOpa8Pb3wOZ3q/iX77mvI+Wm6+HO+/Y5y87az3kq9RzlwtXbB08MRIBtQMrsCZpvdkOIgXl44+hBUrmtY8bJyiQ4egmoUI0mjQDHQ0rsThYXjYc/T4KOBp8elxJCyLMjJR6vNArfXCaezC3arA/n2XJVe2ti6BQ3djWpG2Mmzj0tLIcF9Fp8hIRIiiISwjKVjLB6dVdHed7jUHgWPp619VxTIpX7oGs3okd/pokUNLPl5g+cXaX7l+kyBZC8uDhuJSqSRYzTo4g9eL8yV5bAHue/aSkvRX7sdzk4X+pucyJtoNpw4iLcXjm4k6fEVwtTdiilTJxrOSNJovjw2C40rC1R6VVMF+X6YzGa0+1zo6m1Va60WKwodeci3D3RnleYUq+nxHJg6sbASS6YuTPGrEYT4I4JICMtYOsZSndrjfjkbdsBDMbQrCkTh4nO74NvphKbxBGBR9UOwMWVgVmJIj4jRv8fT2RmoLUqWkWMs4o+u3UPEhNmM3KnTlWu1zzwR445eCktugaHEQcK8cFhUXlyJnMnV8d/pDEH35WHER8F6OUeeMirg70xne6tKq5nNZliYQjYFNT2YTKjIH6cKkz+qXyV1N0JGkh3jfYWY0bu+WATNrq/QycGROsZSndpjZIhiSPNrsOTkwGy3qxoVE4UPJ6FbrEo8cPuAGGLKwAxLQQFyJ0xATmWFEj4UW3qKitElikNV02QbGDjL+iRu5+1cZ5i6rsICuDu64dcKlJgwihiK3SLAlxEWAWOFIqWmox4bWjerS14fiy8Pu6tCf5+dXhdcPjcsJgv8fj/sFjtyrY6IYy4EIdOQCJEwLGPpGEtVao9/6FWazOtTYiggHFg4veuPOnbVPVkcdhXlYf0QBZ0lN0d9a/Z0dQfqolJl5BhrXVdwxxxPaCaDdsmls0VAsqHwWV73iYrIcCaXd4wFzrovT0N3k0p/MeKjf55ZPM3PEC85vLokt2hQ156OjLkQMhkRRMKwjKVjLFWpPYoCdo6pNJmeQuM/ps5yc9QlxRH3meu4xlJYELYuyuxwGMrIcZD4s9vC1EoNdMxpPs4zs6Fr3XoUztwzJe/PcP5Cof5B6WARkCox9MTaF/BRwyr0uPoG+eeMpcCZIor3Yy1QsC9Pr6dPteIzilqSU6RqhsIhYy6ETEYEkRCRsXSMxRsV/WhpRZfZMmgfgg0dWSitokHsHNslhpTwsVrhGDdOCQdfT6+qHTIp8eAbti6KqbRw9Umh3kXJMnIMFn9aaYnaFlorBbNpYNo9C7DffkdFtuI1ly1e/kLB/kEsoA414Ey1RcBozSLjiYoMNayC2+fF5OIJg47RWAqcKZ4oong/Rp50X548Sw5Kcorh9rpRlV8eNjokYy6ETEcEkZDyWVwjoRc19738Cvzt7dhisw8qah636IBAas/V3KIiJBolgV4obbXCVlKiWtSJ0+mC3+2ByW4bJBSYamKLPlNS+TOmD0pRhYvE6N5FjCRRoCU6RRUs/jztHdAsloHi7121UqyOVdExhwOOykr4PZ6kpfNi8RfipHrdP4jdZGoda4ZSbBEwVrPIeEaHKFYYGQoVQ/EocOZaiijeL9iXZ3tHHZ7d+Cqa+9oGpdOIjLkQsgERRIKhGWS6uLMNprwcmPLyhpguTj5lqTrx7/zgQ+Uz5GMUh3VBBQXKbNFeVqK+9VIUefudcLe0KLHj7euDjzVRHR3wdHap57Tk5WHne8vR+fnn6nZzjkOlzQZHYr70LjL19EIrLBgo0k5SXVfdG29Ca90JP9N/docSHcHizzGuVFkLJHMuWyz+Qrp/kBIf7Y0p9w+Kl1lkPKBIYc0Q01mRiueDC5xH468T6svDqE9Tb+uQdJqMuRCyBRFEgqEJLmqm7w5PBLZdE93DFTXzxF//9H/R9PKrSkzlTp6oOsp0KBLo4mwvK1M/fp8X7pZW+Pr6Bh6zuBi20mJoHi/6a+qUIPK3tw2cBLWBSMygkxS9i3r74HO50F9Xj4Ldd0tKXVdLezucb73NcMLAfHfVJZc7SPxxe7LSeaPxF6J/UN7M/dH/xcfw9XXBkleE3D32UxPs09UsMq5+QebIf57jXeA8XDpNxlwI2YIIIsGwhJou0oU5mqLmSV8/UQko1R1XWxe2O278IQerqFLDs88r8cToTqh4ouDq3bxViSXN5FHRpkEnSv5TqTe7EkxtH32M8QcvSXgkho9vnTYV5uJi5DBdR5EW1CU3aG2S5rLF6i/kbq5RUZfQ9FTP+g+Smp5KhFlk3P2ChiERBc7DpdNkzIWQDYggErJ2nhrp3bJVpUWG6yLLmVCp6nQYHfI7nWrA7CAjx10pKkuOPSmRmMC+ORzquSng6Ds0GifxlPkL+Tzo+ugFuJq2pjw9lVCzyFGi+wVtbN2qCqhNKShwljEXQjYigkjI2nlqnBQ/kuCCX4PZalUnIN5/oG1fG5Ki8nT3JCUSo2MuHw9zaSm8jY2GcBKPxV+I4qm/boMKZqU6PRW7WaQ34WaRul8QIzT8Kc4pgtVsQY51YDp9LAXOLNCWSI8gRIcIIiFr56lFI7hMQQXUdLHWR3mEpqjiHYkZaW4a/2+bXQ1Tb6+qo2LqMLQrKJlO4tH6C/mcPQOFXD4vbOVTU56eMqJZJEUMOx5ZMN/p7MLOvnYlYuwWG3JsOUqkF+bkRyxw5n3frVkRN1NHITvwZbmAFkEkRE2yh5uGmi6G3acxREGiEVz0GVIiyOtVwsiSl5vQSEwsc9Ns8+agyGw2hJM4BUVU/kJWh4qyKBFigPQUMZJZZLAhY7/HiaKcQnXp8bl3XXpQWTAeJ846Goun7Bf2ZEUx9FbLR6hp2BFXU0chc4m3K3q6IoJIGJFUDTcNNV3U8nLjGgWJZoDtwH6YB1rvu9gJFd99GNZioLt7kMAJthhgfZR+fAbVSu1ohK+3T0Wt8qZMQflhhyalyFuHhdAj+Qs5qmbAuWOLYdJTMYm5JJhFDjZknDiwH5qGfq8LPr8XHc5uNXTVzJTtMPuxtvMLbOzaCrPdGldTx0wg2yMgyXRFT0dEEAlxO0kn4sQbPE/N39SifIg8GuISBQkVXMOlnezjxyO3qkqJwURGYmKZmwa21u96DXxevk8tb74Fn7NfnUDdXV2q643iKJJgjWfUj0JhJH8hW9kEuF/4m2HSU7GIuUSbRQ5ryGgyIZepMu6nPT+iISMfY0P3VvT7nJiRPy3upo7piqQQk++Kno6IIBIikurhpsFRkK0vvwx/W3tc56lFO8CWLfo7P1iRsJluoRYDI81N075yZKCeaTSCNVFRP4oiFkJTOIQbf8Hi5XDpKYpPze1Ut7Ng3dffjZwps5M2yywaMZfoeqZ4GDJyW7u7CzkWx6gfI9OQFGLqXNHTDRFEQtxO0olyQ9Y7xpqKC9Uss+kTJ8athimWAbaJnOk2rMUAC5GDZqdZC/LVPppaWmGpqhyVYE1G1I/CIVztT2h6ylJUDn9vB3y9HdA8bmhqvpwXJpsdlrzCpM4VG0nMJZp4GDJym0/zw2pKrqmjkZEUYupd0dMFEURC3H2AEoXq7KqqRNHs6rg/brRiJ94z3fSUVdf69fD19cOsF20z7TVodhpb/U2qsNuamwtrfz/MoxSsqY766empng0fwl2/QbmFq9lwylt7wNJA8/tVpKZ/2+cw2xxJnSs2nJhLNPEwZOQ2i8kMr5Z8U0cjIilEY7qiGxURREJCfIDSkWQOsA1NWdEN29XaqlI08Hrg7XfBy8GtKlplCZhB+vuc8Ljd0FatVg7ZvhgFK0VeqqN+enqKabGezmaYWBNmsalCYZPNAXN+MTR3P7xdO+HT2mEpLIO1oCRlxo2xEmtUSy/07XX3Id+eh7rOxlEbMnJbqb0IdX2Nam0qTB2NhKQQjeuKbkREEAkJ9QEShhYvc0xI2wcfqqJnPWVlyc+Dqd2qbu+raxiICLHNn23/A9PK1IkMNIY0m+GpqYWpsADWGAWrkaJ+vt4umFjPUT5eiT2KBpM9B77udnh7O5ULNyNF9Cwy5xao45AK48aYRoBwJlrIOJLholrhWp37PE70e/uxraMO04onwRw8hy8KQ0Zum1U4AztdHSoVlO1T66NJISpLBb8fPX4XtnbUZlXnmRFc0Y2ECCJhTG3pwR48uRMnKPfnZPkUpQPhipc5MNbb0w2L3YG8GdMC89O0Si/6d+yA3+lSgshMQRokhtSAW6sFjqpK9Ld1wFdTB5slNsFqlKifPi7DklMAiyPvy31lzVRvB8DialsOTD4PNI9LFVybdnkXJdu4MRoofjreWaYGxEYzjmS4VudcqwPdrh70unuxcecWlOePU4aM/Ibe4+yFw2bDjNIpmFBYoR4j3Il7TvEe2OnuwHbPjqyfWh8phcjPWruzE539Xej19KvftP+ufxkrd6zNiM6zaCwGdFf0hu4mEdAiiIwdTfBur1Ezq7Tq6pQIi2jb0jn01FpUiE233ZlUnyKjE654mbPQ+H8lTHx+OHc0IXdilaoPspeVwtvdAxcFEbtjXK6BqfUUQz6fEkOcm2YvK4PT6YS/rw/Wigr019VFPb6DnysjRP2GG5ehOs08boDRIr4e1hPxHwVSiowbo0FFhjatgOZ1RzWOZKRW5+2d9XB53XB5XOpE7fQ4VYmVz+/HlrZa3PvRv4ZtGWfq8ZDyhVhQ5ErLqfXx9AoaLoXI/zf2NKPD2aWej8eV1gY8duneeTaSyWKRNvA6dfj54WtdUf9Z1gtoEUQGjib09fQoIbFx5aqUCYuR2tKVGMrLQ/fadQNt6kn2KTIy4YqXWThNzA6HigJ5OjrUtHr7uNKAKOIwWb8uWCgELFZVSG0vKQ44dms+DXA7lUhl4XW04ztijfolagbacOMyKHzYaaZqptS++GFibVHISSmZxo1Rpco2DkSGQsUQCY1q5czcP3Krs9mMaSWTUdfZgKrCCjXL7Iu2rfB53Wp0RzQt4zzhpdvU+kS4JQ+XQmRkiGLI79dUFNZutaE8vwyluSXqJ107z6IxWZxmm6AEc/Ax4udnYmFlWgroeCKCyCCEbYXmN3mvN6XCYqS2dEaGKIZ4Ak9Fx1LaWBbwj1Vfv4oADbTQm1V0xN/vVIKGA2JVNIgT7G02tZ4nxpyKCjXNniNEiGdX55nW3aOud69ZB83EaJIbfdtrYCssjGgaGW3UL9Ez0ILHZfjzSwCmxSiGKJCUOzO7zjQlCE05uaq2KF7GjfFu5dfTfypNFsU4ku01n0XZ6pyPHT3NaOlrpcT50rk6hpbxdJlan0i35NAUYp49V82Hc3s9MMMEq9WKkpwidTzTvfMsGpPFDf1bMc5Rir2wV+A2vr4laSagE4EIIgNHE1zd3erEmFtQkFJhMVxbOmuGmCbjiTeVPkVG5Mvi5fyAiKFooRjie8yTvsWhKdHL1Bi9hjgWhEXUZocdfqcTJptViSFup1BxNuxQESU/C6t9PiDHAZPVDF93r3o8Ruqwa+5aJNPIaM0oEzkDjQIkb4/94KzfqGpsBkQQp76aoPk9apguC6opeiwFJYFaqrHMFYu16Hms6b8hr3lXVKvP2R1dq7PJghZXr1o3oyz8INx0PXEn0y05NIVY01GvZsJZzWbk2fJQkrtLDAU9Zzp2nkVrsri1f7vyZQpXg2ZJEwGdKEQQGQCjGCDG2pbOAupYOpZ6WRNlNmdF0fVA8bIXns5d9UJ6+zwLqFW4yKdEEIWL2WZVnwGFyQRbcTG8Xd3QGM7PcajNFFUUQ6rrisfaZoOZ9UTjxsFWVqYE88AYj8XKpynS8Y3FjDJRqChNWwPAommVNmNXnWVA+ChfIvbiazAXlipBNNa5YrEWPcdS3zJc+m/IPuyKauXlFEbV6tzrcarURXFuYUa3jCfDLTk4hfju9hVYtu4F2Mw2jM8bSFVngvdOtCaLtCBoc3em7eclkWSUIGpoaMDvfvc7vP/++/B4PFi0aBGuvvpqTJkyBUbGSK3QsRB1x5LVCk9HJ7b944Ev7zPKomsKh3ToZFMdXX398DDKZzarlJce5WCRtI8F0xxX4fFAM5sDr0GNsPB4VJTGbLfBWVsHS34+3K07d0WWzDAzmpOXC3Nh4RDB3Lt1GyZ9/cQRj0minbdHgpGavi8+hjknD+b8Evh7Owe6yZQxYw5AscBj4exTbfhjnSsWa9FzLPUt+02Yi92KK+Br2DhoHEkwwVGtaVP3RkXTqhFbnfs8fbAykmaNnBZMtxN3Kt2SKaSml05BgS0PHo1jYsI/Xzp670RrssjPLa0IjPB58Rls2G7GCKKOjg6cc8456OnpwXe+8x3Y7Xbcd999OPPMM/HUU0+hrKwMRsUordAJ8SliTUpLqzIe9Hs9sJeUjKromkLI/dlqeNatxxdO54iiKp5DS0cD04l0YOb7ZS7IH5Ty4es3+/0DhdM86Xu96v++nf2BlFXVwQchZ+JEtH/0MXq3bx8QQyyuzs9Xx9Blsw5EmsYomJNpRhmpCFkrLA3MMlPRFqsdnh2bYbI7VFRlLHPFYi16Dn3saOpb9i4txUHtBUpY8bFC67KCo1pWqz2qVmeaNPp8PnWSi0S6nbhT7Zacqd470Zos8lhbUvx58SWggD4eZIwg+sc//oG6ujo8/vjjmDdvntp2yCGHYOnSpbjnnntw1VVXwaikqwFiNB1Lrp1tKhVIEZA3Y/ogo7loi671gnPn2+9A6+tXnVjDiSqSiKGlsdLfsGOg6Ndqheb2QLPbA8eHl3SZNrFOZpcBI6NJrBUaMj/t4CVoeett1P5nmYoYOcaPU99qWV9mdMEcSxEyBSN9hoLRisarNFrJ4q/DUlA66gLoWIueQ1v5o6lv+Uxrx/gp0zCntkYJK/VcYaJa7DBjDUtpTgn2LJuBjTu3DtvqvN/E+WjoasSmndsy6sSdarfkTPXeiVboOX0uTMmbkLLPiy+BBfRjJWME0bPPPosFCxYExBCZOXOmSpvxNiMLIqO0QsfKiB1Lfj+cjU2qPiRnQuUgMRRLbZQucMBoS2U57EVF4UXVhAnK2DCRQ0ujRY9MaYWF8PX3wed0wszn5DFgdIi+QjarSntRCE048aso2vXeBu+biuDMmKGKsyl2IoX4jSaY41WETDGUM7k6ac8X3MofS33LunGVOHDRSXBu+lgJq+CoVs6e+2F1vh0fr3gw8I3YArMyXXTkFqsURrhWZ4oxdpoFTtwqouKCX/PBBLMycUy3E7cRIjbx9t4xQuonWqGXa8nBzKIZKfu8LE9gAf1YyQhB1NnZidraWhx++OFDbps7dy7effddNDc3o6KiAkbEKK3QoyFSxxI7q3jy537TTDAcI6V6ggvOTaUlEQvOdzz/Anyc82UACwCKEgoe2hLYiovg7ugcMFpkO/muAa30FeJ7y5ogiqHhUlfpKpiHI9Yi5NG01sfr+WKpb+HJpnPOcZgye8mgtn5z2QQ8uf4lfLRx6Dfi3v4e5NtzMXP8bjhoykKVJgs+meon7g/rPsMXO7cpIaSMBJVZpR8OqwN7Vc7Cwonzka6kImITL+8do6V+ohF604qmYk7R7sjUAnpkuyBqamIUAqisrBxymy6CduzYERdBtG7dumH/MI4FraQIvunT4F63Hs4vtsCUl6OKbTm7qrOxGaa8XNinT0NTcSGa16yBkdDmVCsDPT/3va0dGlvGLRaYysoGRjEU5KvaruFQtTROJ75YuxbW3sHrfI1N6Nu2DRo7tFhvo2noDpMu8lsscG2vUU7QlolV8IR5PhYi+5tasPXll9VxTGgXlc8HV04OvM0tKqqF8nEAp9azS8xsht9hByshuD/WaVOwtasTpgjvq3viBHg2bx6YYVZaMpBqow9Rd/dAIXZ7h3rtfROrsHb9+oS9Lv21+VtaoblcykndXD4+qmMZuJ+zH7YuwOZtAzTWQoX5faKrcHc7/OOmoKOpE2iJ/Jl3UWwCWBPuGPp9sJlyYO6qhRbj89X27UB3X686yfV4h37udLx0ldb8WLtpHbrzOoJu6cHnm57De62fqvERJbYimLx8fg12WGAzF6Cjvwur69ah0JWLecV7Yn198P2BPf2Tsdq/Dh6vBx6/ZyDlCrOaz0VRtK2lFve+/bBqLWc3VcRjYVDonkzDQHrksC2cnVA85hQYTPEwqsETeWGXI+bXFel4FCMXRxTujxZ7G9x+D+xmG8odZTB3m7F+XeTfI7/mx1stH6kW9n6fc9c+W9Gv9aOleye2NG/DZ5s/D7wvyWKWNhW+Ag82+reizdkJl+ZUz19lH4eZBTOwu2MyPG5PSj4fTc5W9Xm1aCb0RjgnWPwmbG2pwZufvoPKnPGjei79b2TWCaLe3l51mRsmVZCTM5Bv7uvrg5HhCcVx+KHq5MLCYT+FBVMkFos6YdpmV8M2d46hokM63Cf7/L3U/gWfKPnHuv/p/0JjG3UkfAOpBd4nFD6WMjJkLU6kx/Bz8KkXpvyBeVdh95MnkrwcdWy5n5aqoQI6nseE75mvtVWJFRXd2tVCT3QRQ6HLdSO9r7Z5c+BvbVWCmSKKHkSghxHrkPqcA4J512ckUfB98Hy+duDz2d6+y2DSAnNZKWzV1Wofw72OsPfzuWAzueAY1wj7tEplVPnlHTSY+joAey78VdWqjmhMmC3wT6iGuadVPa6WN2CCGc3z8QQ53CyscIWqXB960tzQPXDC5Ik23DdiiqQWV5s6sfKbe+jJc33XFnS4u1BgzUWepQyaSYOZ6bZdz9Xh6cKGrgGzPQqqdET3CuJr4HFgWzjTiDymrHdhiifcsYnXc4/mpLu28wu1r/xshL63hdb8lL0vfD18Ph4vfq4GCb0gwZwK3H7PiMN2gzvhuD6ZZIQg0pVgpMhNvKI6s2fPhiWRomT+/ECHFCMmFAl7HX6YIYXQSPB1bPxstUr10FxyuFRPf1s7CvfYEzPDvM7e/AJ88fqbShy6dtUgFe5qNw+mv6sbbrMZjoJC5IS5XcdDexuvF9MnTlR+PYmEM+hqzeaBlF97x7AGiNHWNGlz56L1veXq8dq3blXHN4+vd489E+4dFHBS/+hjmLu7YedrycsbeC07GmHq6UWR2TzktQx/PwdcrU74+l3Q+htQMrsCZpt9oAjZ1QNzwUAR8ki+QDr6t12myMPu/+xqdOSZd3WbdQwueo7wfNV+H1a7v1D1LfkRPsPtnd3YY/xUHLbPwYNC/Cygdu3woKSgBIW5X9a+heLp98NpcqN4ctmglnKmGF75YDm8Zj+mlE4O+/wFWqFKMTSZ2vCN2dWByMZwx8LI0D053vU4I302RkPw+zK5eFJU74tRarwScTyipbCjBG93fKwsDwpyh/877e73IddkwZw9Z4/aYoEdmitXrsw+QZRHh16eFMN013AIJingYM00QW+F1tNH6SiG4lUbFVw/o4WpIdIfRxUt220jCt9kFh7H2wAx2Dto9RtvqujZHnPmJMVSIJyTejT1WRHvV1qK/trtcHa60N/kRN5E86hb60eCj0OxQ58h5VQdUvQ83PONtb5lNC3lwYKA6bSmGD160p1Qt2QeDwpLo3jVJNs7KZOYZHDLg4wQRJMmDXzQWlpahtzGYurh6ouExDPWMRHBosrDOpnSL12Lg0UVvXnMdjvcbW3Qxg1NTaSq8DgRBoi8n57uS4aH0Gid1Ee8n9mM3KnT0b+9Fj7zRIw7eiksuQVjni02HHxMmi5S+MQyy2wsHUmxtJRz3fqWL/C/TW8ECnRZN9Tu7EKhIx/I0TLGVTkajFawnErvpEzBYnDLg4wQREyhTJ06NWyRGLdVVVWhvLw8JfuW7cQjSqKLqvo331L1M26PN6yootdQwzP/NWSnXioMEFPtpB71/QoL4O7ohl8rQG6Q/0+ioPgJ9hlKZEdS9N+Ie9Uk+3drPkKvuz8gulwmN1w+F9z9A8XUEwoqwoqiYI+eblWun94Y2asmFd5JmcSiOFsexJOMEETkuOOOw7333qsEkJ4b3bhxI5YvX45zzz031buX1Yw1SqKLqp2aXxXmmvqdYUUV4Qk5lUNLjeKUbQQn9XR1YA/HaKeBR/uNmCLH6XXBbrEPakcusOejz+1UfkPt/Z3IsTpQmlsSMcUQ2qWWjhjZqyYdUj9GxhIny4NEkDGC6LzzzlMjOnjJH5oA3n///SpVxutGJJNOmomOkgR3ss0oKh72mKV8aKnPZwinbCM4qaerA3skRjMNfKRvxPQeYvdPv9uJiqLBgon/L84pRL+nH26vG609bShxFKl0oxFSDNnoVZMOqR+jYxnlF4xEkzGCqKSkBI888gh+/etf46677lKzzA444ABceeWVhptjloknTaOIqlijUfEUpYGOKgM4ZceT0RpDZpqhZKK+EU8vmYzltZ/AkmMZclJtd3ai08l0oh9+aOj29GJd62aU5BQqU8Y+d39KUwzZXLBs5NRPumAZxReMRJIxgohwqj3FkJGJ5aQpJE44JUKUjrYTK1O7BdPZgT2Z34i/aNuGd2s/GlSgy2PT2NOMDmeXiphYd93m9fvg8XnQ1t+h0mmzx++B/ScPnHSNHoWItp0+XQqWjZz6EUZHRgmidCCWkybKBtcKCPEhEZGc0XZiZXq34Fi7DDONcN+IwxXoMjJEMeT3a3BYHAOfJxNgs9hQmT8ePZ5eVW+036S9UlJDk8husXQqWDZq6kdIoiDq6OjAnXfeibfeeks5QHOI6je/+U0ce+yxYdf/7W9/w9///nd88MEHyGZiPWlqXzkyrU6a6UI8Izl6yq1361b01dSoIayxdGJlerdgNPcrPfAAbG/uRb/Ti9wcK6ZUFMAS7Fyd4YQW6JLO/oHIUEAM7TKaY71RaW4xSnKLVZrmk4bPsXjKfoY9+Y6mWywdC5aNlvoRkiSI2tra8K1vfUsNU3U4HMq1mcNT33vvPRx99NH4zW9+EzBK1HG73ejq6kK2E2v7sinB4yWykXhFckJTbt6eXrh37oTJbuejwF5WGrY9Oh06quLdLTjc/RwTJ+K9NU344D+foXFnH3w+vxJCE8bl4YC5VTho/sSsEEahBbqF9ny4fG41tkL/fLp53WJBCd2u1SwzpLyGJlHdYlKwLKSNILrtttuUGPrRj36ECy64QP2SvvPOO7jlllvw8ssvKyNERoPSyRk6WcTahowUzpzJVEbrqTNiys0+8J76+/rgbGyCz+lC7sSqIaIoXTqqKE5qm3vCRm1G2y0YfD8+/n9e2YgP1jSiu8+Ngjw7bFYzPF4/1m1rQ11zD+pbevHNo/bMClEUXKDb2N2salHMMKlhrowMKTGUUxSIIMWjhibeIzLi2S1m1ILlRB8zIc0E0RtvvIFFixbh4osvDmw7+OCD8fjjj+OHP/yhSqOdf/75quVdH6wqYFRtyOGGnQpjIx7eOOFSbqpbqqtLRYr8HGba0QFLTg7s40rTqqOKQuXdVQ1KqCQyaqM/h9vrw9SqwkEny7IiB5ra+vDB5zswubwAh+xjzOhHogp039y6HGtbNsEHDXaYkGPPU5EhJYaCjtNoa2iS5QA9lm4xoxUsG9k1W0ihIGptbcXXvva1IdspflhXdNFFF6kU2mWXXYa//OUviR2EmmbE2obsKY99ArMQmbF64wyXcuMlx4f4nU5ofj/8Hg/cHR2wszB+l2BSHVUFBcifMR3dGzcZznsqWVEbPo/+HKFiiPB6ZVkeahq78cGaHVgyf0JWRIn0At2FE+fj9+/+Dds6alFVUIE8W87QSOMoa2iS6QA91m4xoxQsG901W4gf5tH4/dTU1IS9zWaz4Y477sC8efNUGo0eQMKX6G3I7KzhyZF/1ILJpjbkVItSis7Q4x8qStmCHxrJiZRyo8i1lZQMmOZpfnh7e+Fq3Qn3zjY1r8vvcqvoVOt772PL3/6OL+68Gxv/dDta3npHCa1UExq1GVecg6J8u7rkdW5n1Oa9VTvG9DxMxTH6RMEVKXLA23fs7FPrswm71Y7DZhyoiqe73b0I/ZSOpYYmtKanLLcEhY4Cdcnr3M401Qd1n475dcQ6x224SJdesDxr/O7qMtmiI5nHTEgzQcR02WuvvYZXXnkl7O25ubmqq4yzxZ5//nlVa9TTk11/0CLBNmSKHQ4iZeEuT5aeru6Bk2ZNrdqeTW3I6SZKI6XceBLPmThBCSlLbp4qfPW7PWqiujkvV7VNe/v7GCKByWZVKTm2+dc/9bSqSUqlKAqO2jA6M1zUhrczasP1o4V1Sbw/o0+R4O1cx/XZBlMwrJGxW6yqhoa+QxzfwUtet1tsMdfQBNf0hBYqB9f08Hau4/qxoHeLMZIV6csHb68sKDdEt1iqj5mQZoKIqTCKHl6edtppeO6554asoTP0fffdp0TRSy+9hAceeCBe+5v26G3Ik05eqtJiTMsEtyFze7o5GWeTKB0p5aZSZ+PKYB8/Do6qSkz55qkYt3igU42PmzdtqrrdVlSoLpl2Yy0S03Ct7y1Hqkhm1IZF2kyBMRUXCd7OdVyfbeg1NF+vPkalxVg7E1xDw+2xpmhGU9Mz1tfACBYjWewWC/flw+jdYsk+ZkJqifkvzbRp0/Dvf/8bN998sxqc2tLSEnbdpEmT8Oijj+Laa69V0aThPkzZyFiHncZKts1MS5SnTix1YL7eXvVY4w9agk233QlfT4+hDRtjidp4vWOL2rBjrWpcHtZva1MF1MMdw54+N2ZPL1Prs5F419CkwgHaqN1i0ZIurtlCfBjVV6/dd99dtdb39vYOGwolpaWlqqZo7dq1WLFixVj2MyMZy7DTaJCZaYnx1IllHEV/w44xt/kng6ijNh4//JqGHa29ozZR5PoD51ahvrlHdZOFpuh4DLm9MM+OA+dmR0F1Mkz/UuEAbbRusVhJJ9dsYeyMKRadn58f1bo5c+aoHyF5ZOqgUSOI0ljGUbCbbKxt/slgpKgNv/e0dfajvrUXdqsZT7/1BaxWy6jb8bmeHWss0mY3WXBHGyNDSgzNm6A6zIT4kCoHaKN0i42GdHTNFlIgiNh+z9qg448/HrNnzx7yAaFr9eLFi3HJJZdg4sSJY9hFYTRk6qDRdEu5Rao54u+Jv9+pxCtTbObc3JQZNkaK2lAM1Td3o7XTqfY5N98Om80ypnZ8ruN6+gyxSJt1SUzFWS1mlSZjZChb2u2TRaodoNNxvEWqj5mQBoJo1apVynyR4ziKioqGCKJt27Zhx44dyqyRRdW33347DjzwwHjts5Dlg0bTKeUWruaIf0Q9be3Kp0i14mt+aG4P7KWl6Nu+PWU1XsNFbdq7nGjrcg501JTmYWL5l/PaxmKiSLHD9RQ+w7liG9mxOx1J95qeVCDHLHuIWRBR6Jx77rlwuVxqdMfSpUuHrJkxY4ZyrH7wwQdxzz33qI60//73v6islLlc6TKeQohPyi205sheUQ7XjkblZO1nKs1iGWi3N5vhc7lQ//R/0b+jMSWpzHBRG0aB+l1eWMwmTKooQFlRzqDPVDxMFLl++oQiZKNjdyrGTswpnwm72Yat7bUqupFONT2pIN3roIQECqJ7771XFVPTlfqoo44adt348eNxxRVXqK60n/3sZ2qUx9VXXx3r0wkpGk8hxI/gmqPeTV/A73Qpsz0TT6g+H8xWqzJ0zJlQCVdzS0pTmaFRmy31nXji9S9gNgF5Dht6+wfEUY7DGjBPDm3HN5q4iZVMm7M23NiJ8vzxOGDyAswctxvy7XlpUdOTKtK5DkqInph/m99++20ccMABEcVQMKeccgrmzp2rZqAJBhxPsavORUh8zdHEr58EsyNHjfbgNpPZAktBger64yBYOlwzlclUJ0VRPI0aeZLftqML67a2qcuRjBX1qE1laS6cLo+qH9ra0IXtjV3qkkKpTdUUZZ6JYrIcu5M5duKZ9S+rwmAPxRDTPZoPm3ZuxXu1H2NNy0Y5sUdJql2zBQOmzKIVQzoLFizAY489FutTCUmamWbUQaMZl1qjKWNJCSwO+0A6U4nRwXOq4p3KHEvqh2vf+rQeHT0ueP0aHDZLoAaqp98Np9uLfrcXE8cXqOiJNQNMFDNtzlro2Ing18OuKRYKszaG6SBGQAQhm4n5N7mgoEDVD8X0JGazcrcWkoPMTDNwKtPngyU/H9bCAljUOA9T+FQmO8/GmMrUUz9MebGd3uvzw0pjRd9A6ofb//PqpmGjRRRS67e3wWwxw0KhZhn4YTQo12GF36+ho9ul2vHZKk+Rle4mipk0Z43RoRV1n6Gjvwt5tlw4va5Bfwtk7IQgDCbmr3NTpkzB6tWrY7rPypUrMWGC+Ikkk1i8cgQDpDLpbh3Ugs9ZaGNNZYamfoJP8CN1h+mRkp5+DyaU5aGxrQ9ujx92mznwOA67BX1OjxIGE8bnp52JYrgOsmQ6dicSv+bHsxtexaqmdSo65OxqgAkmOCx2FOcWBTx1QsdOpFtbvCCkVBAdd9xx+N3vfoc333wThx122IjrX3/9dSWgvv/97492H4Ukj6cQkpjK1DS4g1vw/X4lmNiC37tt9C34Y039BEdKKJ6cHp+KBjldPlgsJphNJuVYzYADI0XV00rTxkQxUhpxxsRiVTQezZw1o6YIKYbeavkIG/u3od/jgtVsVmJIGQh6+uD0ueDyulBVMOCyLmMnBGGAmH+bTz31VDW49fLLL8dNN92Er371q8OuffbZZ3HdddepdNmZZ54Z61MJaTYzTYjMkLEfFeVw7mhSLfgUq7CYofn8qrja53Ki4Zn/KiE7mhb80aR+grvDgiMlXDdxfD5y7FYlilxur+qSoyhi6izPYcUhCyanRXRopA6y2qZu+PyashpI1zlrazu/wMaurfBZNDgsNmgmqEJqYtWscPs86HB2wWF1oCy3RMZOCMJoBVFxcTH+9Kc/qYjP//t//w9//vOfsWTJEkyfPl2N8qBZ4/bt2/H++++jtrYWFotFtehLyixzZ6YJo0tl9mzaDJ/TqaJEjNwxXWa2WlQLvmNCFdwxtuAHp4B27OyF1+tTjtKjSf2EzjajMGCXFUUCxQJFAyMpfU4vbFYLCvIiWzwYhWjSiC63T21PxzlrrAPa0L0V/T4nZpRMxTafB73uPtjMA+8PX4vdYoPL50JnfxdKHEUydkIQdjGqeO/ChQvx5JNPqkn2H330kRJAoX80CEd3XHPNNZg5c+ZonkYQ0goKmpEicYFU5oQJ2P7gw/D19cFkt8FkMqv72EuKA+m0aN3Eg1NAHLpKwaLPBMvPtamT9zBBokGpn+D9H+dwoKo0B+trOgZFSniZl2ML/J63tPdj9vRCQ0ZKRptG3L6jS0W+KHZGO2ctVQ7XrANqd3chx+JQkcaS3CKVInP73LBb7IHXaTFZ4PK50dDdaNixE7qRpFE8f4y2P0L8GXUCnG7UDz30EGpqapQrdWNjo4oOccL95MmTccghh6CqSr5xCJkPhYQ+O44O4coU02pR/kJl+y9UUaFgMcP/502bCmtJMcxBLfjm3KEu0CO14OspoOWf70BrZz/YMMZtPr8fXq+mIjhujw+7Ty6Bme6K4VI/U0uQu/EzbHz4o0H7v8hRBLN3PLbsnIGKcQVpFSkZSxqxMN+hol8H7T0RW+s7Y5qzlmqHa56sfZofVtPAn3YWT7O7jCkyp8epIvasKPJpPrVvxTmFhhs7MZyRZEVBORZO2kuN0kimEDHa/ggGFET0I3rnnXfQ3t6uRnJ87WtfU2JIELJNDNU+tiwwOy64m697/Xr019erFFloHZBqqefJclcL/mjdxHnyHRBDTnh9mjpxs+jZrlJlPni8Gjp63Nhc14E9pjDyNFjQFOVaceDOVdixcsOQ/c9pr8G+2g4U9HVghXs+8vNz0noifawdZHOmj8PSQ3ePOtJjBIdrRi4sJjO82q4UqMmECQUVyLE6VPs9I0V+aODHINeWg6NmHISvzTrKMCd03UiS3km0AwieG7axdYuKaHGuGEdpJGOfjbY/ggEFEeuGOKPMF+Skm5OTg6uuugrf/va347l/gmBo9MiQ3+0eMkiXqS8WT4erA4rJTdxqDduCzzoennwZGaIYYrdXjmPAPFE9h5ndYD64PH509rhR09iF0qKcQYLmcEczCr9YD7/HE3b/zY3NmOuuh91ahc8t09N6In1oXdRwBKcRY5mzNhabg3jBNE6pvQh1fY1K9Kp9MJlQmluiokX9Xhd8fi9aetswp3xPQ4mhaIwkm3pa8W7NCnX9gEkLEp62EmPL7CJmQfTMM8/g7rvvVp1jxx9/vIoOMW322muv4Ze//KWaXcbaIUGIV92NkfddjwyFigkSqQ4oHm7iLR1uVTPENBmFSrAYCjy/3aLa45k+6+33qKhFQNBUV6D89U/Q09Mz7P7nVFVAq6nFYttOHH7qiXB6tLSd+s59rhqXp0wq491BZhSHa4qDWYUzsNPVoU7WNF4M7AvfT6sDzb3dqrZo/8l7G0oMMRrDtBQjMaHig+9Lu7MTfZ5+9Lh78NyG1/BJw+eoTGDaKtL+BBtb1nXuUOtkwGsWCiKO4CgqKsLjjz+OqVOnBrbTa+iss87Cww8/LIJIiHvdjRGhkOO+qzRThJqUcHVAQ1rwKwc8YWJxE2fkR3V8qTqVAZO9cM9vt/HX3KvE0NcP3R27TSpWJ3tnbS2+aG6Oav9dTU2Y4u1C/oz07VakADlwbhXqm3vi3kE2VpuDeDKneA/sdHdgu2eHOlkHp3nYUcYi6kh1Q6kqHuZzskaH+xv6vjT2NKs6KO4bGxAY5erzOBOathpuf4IxmrGlFH4nWRBt3LhRmTMGiyGy11574fDDD8enn36KVEHfo/vvvx+bNm1SxYP77LMPfvSjH2HvvfdO2T4J8au7MeQoDgo5W+SW8+HqgMbqJu7Y5RrNCJAtwsmbJxTWlditLO7ND5yIx7r/6QiLmlnHw9TVaDvIwmEkh2uzyYxDyhdiQZFLRS54svbu8hpiez07ysJFM1JdPMyTOJ+T4i0YRoYohpgSdlgc8Gs+VQdV6MhDni0vYWmr4fYnFCMYW6b6vctaQdTb24tx48aFvY1eREydpYInnnhCtfhzkOxPfvITOJ1OPPLII8oQ8sEHH1TiSEjvuhujEVMdkMUKd3s7utatH5QaHIubeHmJHRWludjR2qNOFhjm7x1nl9EriK3kwc7K8ahjSjcY9WFRM+t4mLqKpYMs3vVJiYSiiOKAwieaiIERioe5fzyJ8zmDxTz9krh/FEP6FwB2yplNloSmrcLtTzhSbWxphPcuU4j5t9Lr9aroSzhsNpu6Pdl4PB7cfPPNKkpFEaTv38knn6yctG+99VZlESCkd92N0YiqDsjvh6t1JywOB+qeeEp1loWmBkfrJs6i6cP3nYwN29tV6kx3lQ6GJoNcxx/OGwuui4lHHVM6QuHComYKn3h5BSWyPmks8AQYTRonFcXDoemdqoJyVBSMx8bWrYFZa7QMoF8SfZP0fWIzT449D7lWR0LTVhSPofsTihqHkmJjSyn8jh/GG8QzCtauXYvu7m4lgILFWnl5OQ444AC88cYbX3ZcCGlbd2M0RqwD8vuVG7WfbtTQYPVFTg2O5nUesmAS3v+8ER+ta0Rvv1cNXzWbzQNChrVFZk6nt2B8Se6Quph41DGlM7F0kKWyPinRJLt4OFJ6p9BRgHx7bqAgnH5JGm0Cdu0TbQP4N55F4cFuo4lIW/E1Mr3Y0N00tEB913va3NuaUmPL0bx3QoYLotmzZ+P5559HWVnZkNva2trUCULEkDHItLqVSHVAjAxRDJlzcpC/5+7qcxjv1CBPrP/v9H3wh399is82tcDp9sJsHkgpUAhREFEMLRqmLmasdUxGJtlu0YmqT0o0ySweHim9k2/PUz8cN8KTuM1qVelgP3zw+gayEyU5RSrykYy0FWtvmG5ihGU0BepGfO+EOAui9evX46mnnhqyfd26deoy3G1k6dKlSAR2ux277777kO3sfGOR96JF6ffHPFPJtLqVYeuALFaVJmNkKFQMxTs1aLdb8dOz9sM7K+vxxqd1aGrrV/PRWDPENFmkupix1jEZkVS5RSeqPinRJLN4OJr0Tq+7H7PL90S3qweN3c3oNJvh8nqRb89HaV7xgBgKidQkKm3FqA9rb5huiqVAPVmkU+F3OmDS9MFjUVJdXT2sEtUfKvR2PV2lC6ZoaWlpiXi7w+FQFgDh6OzsVCaRW7duVZ1nY7ECYM565cqVgedMVrTJ5XIFnjOjfIceewLemlqYK8uHzcv7m1pgnTYFed84JXAyNvrx4Gvzt7RCc7ng7+6B8623Ab8P5mE+o8Tf1aXEU97JX4elqjLq5xruWNCskf5EbMlnFxoLrxklinX/TQ4HzOXj00YI6cfDarPj9c/asbamB/0uP3IdZljNJnjVBPuB63OmFuCIvUujPi6jYSzvw1iJ9fekydmK/9a/rtJTRbbha5u6PD2qlufESUegMmd8zPvl1/x4su5lZRpZ7igb9ne/xdWGKXkTcNKkI5V9wPquLfi8Y5O6naaToWmrDk+XGlWypHxfzCvec8hjxuvvBvef++b2e2A329RrYPF6KhnNe1diKjT039F4oVL+u957NlsNV/s8pgjRpZdeimRx8MEHR7z9qKOOwl133TVkO2eqff/738eWLVtw0UUXiS+SgeAJ1ja7Gr7WVmjtHUBpyZA/cNxuystV69LlhEy4r7qo8W6vAfwsoB7hV8wyMFSVIiQe8KRbVeYY8/6nK59v61FiiM7dFSW2QZ+twlwN7T1edXt5sQ177zZwYkgEY3kfkg1P7Lq7daE1f1ihwiGxFCpcPxooJgKDZyOkd3h7m7tTiSEKL/35NnRtVY/B21lzxMgI9ynXkoNZRTMwp2holiCeUPyMRgga7b3zuCNH57MZQwuiG2+8MeLtkyYNzWM3NzcrMbRhwwYVIbriiiviXq8UjdKMB2vWrFGXc+fORSahVVej1mwe6DZr7xi2biXUhyidjkdvfgG+eP1NlX6yFw5/4nW7PTDl5mKPOXNiKqpOp2ORDHg8GJWp7/TD67dg6oShbtGksFBT9T0NnVZ8q3q24dJX8WA0n42uIieeWf8y+nzuYYuHSwtKcFT1Idhr6l6j2i9r62bYd9phNVtR4Bg+mqG5GNHzYtK0yZg1fkDkzPHPwQd1n36ZttJ8yDVZsEfBjBHTVpn+uxLre5fpxyNcZicjiqpPO+20mNZzhMi5556Luro6fO9731Oz1QTjkYl1K6GkU0t7souPEwVTVEZxi043klE8PBZfH4qdWHyVsgmjF36nE4YWRLHQ2NiIc845Bzt27MDll1+Oiy++ONW7JESAYme0/jvpMAMtHVraE1V8nCqBxXodo7hFpxvJKB6Oh69PtL5K2YTRC7/TiYwQRH6/X4kgiiG6VJ9//vmp3iUhSmL136EQannrnbSYgWbklnYKh/+8sjEwkDS4RXzdtjbUNfeoFnJ2TUUrZlLV3aXD4mUjuUWnG4mOwqSDr0+6IhG0+JARfxFeeeUV1V4/ceJEVFRU4Omnnx6y5sQTTxzS+iykFxRDrjfeQv227WkxA83IqUFduLi9viHT2em0TBNB+umwhZyuzqkQWLHCTq54uEVnSgpxtCQyCiPpncQiEbSxkRGCaPny5eqyoaEBV155Zdg1HEib6W2GmY7n87Vwr1sPh8WSNjPQxpoaTAQ84evCJVQMqX02mZTTMouP6acTjXdOvAXWaDu7xuIWneoIVzYg6R3ByGSEIPrFL36hfoTMjg551q2H1tcPxx67pd0MtNGO5kgEjH7Es/g4EQIr2W7RRohwZQuS3hGMSkYIIiHzYXTF394OU16OIWagpXNahfscz+LjeAusVLhFGyHClW1IekcwGiKIhPSZgeZjAbU1pTPQMiGtQgEXz+LjeAusZE+zN1KESxCE1CGCSEifGWgWixI7qZqBlilpFQqDeBQfJ0pgJXuavZEiXIIgpA7j/tUWhCBYhGwuLYXW5wzMzBvO6JAt+IkwOgxNq4wrzkFRvl1d8jq3M63y3qodMDIUCiw+Zj0NU0Ghx3Ok4uPhBBYFVKT3hrczkjaSwEo2sUS4uE78iwQhMxFBJKTVDDTOOGM3WbiTeCKNDoPTKqHdS8FpFd7OtArXGxmm9lhcbLdaVCpoZ6cTXb1udcnr3B6u+DgZAivZxBLh4jrxL8pufH4fajrqsaF1s7rkdSEzkN9sIW2wzZsDf2srzNu2J93oMNPSKqMtPo53d1cmphCFzITCZ3ndJ8ouoLmnVc1T4yiSioJyLJy0l/JYki659EYEkZA2MOrjOPxQVHZ2J93o0GiFw6koPk6mwEomeoRrtP5FQnaIoSfWvoCPGlahx9U3yFByY+sWNHQ3KsNJeiyJKEpfRBAJaUWqjA5jLRy228zYtqMrLdvyjSCwkk06R7iExKMiQw2r4PZ5Mbl4wiDBzLlsHEVC920aTtJjSUhPRBAJaUmyjQ5jSauMK87Fstc3oamt39Bt+YmyEIi2u8tIpHOES0h8dIhpMkaGQsUQ4XXOZeMoEq4Tp+30RQSRIMQprUJRwYhCW2c/dnb2G7otP1MsBOJJOke4hMRBN23WDDFNFql+kLdzFAnXi+FkeiKCSBDilFbR/1babGZUjcs3tNuxODNnVoRLSBwcLcICatYMRYK3cy4b1wvpiXztEYQY0yqnHrGnSqMwnaKnVaqnlaG0KAdWi2mIGDJaW36mWQhkG3w/WJ+2bmubupT3J7Fwzhq7yVhAHQneznVcL6QnEiEShDikVXx+P+56fBUK88PXFxmpLT/TLASyhUwYG5OOcOhsRcF4bGzdqgqoh6sf7HX1Ydb43dR6IT0RQSQIcUir8Nt6urTlZ6KFQKYTS82XEF9YIL1w0nw0dDepbjIWUIfWDzb3tqLAkafWSUF1+iKCSBDigFHneaX7vgqx13yV2VO6qxkJTRfpM8TWenaTBfsQMTJEMbT/pL1Vh5mQvkh8VRDiQDrN80qnfRVGUfPlD/+eCqOHUR+aLn69+hiVFrOZLKqAmpe8zu1iypj+yFc/Qcgyt+N02lch9pqvlg4zqsocSd/PTIdih6aLjAKxtZ7dZCygZs2QCKHMQASRIGSh23E67Wu2E2vNl8sjXWeJhOJHfIYyExFEgpCFbsfptK/Zjl7z5fb40Of0qJSYxWxCrsM6KGKk13w5bPKeCcJoEEEkCFnqdpxO+8oIidH3MVFMHJcHsxloaOlRgocVQpRBDrsVJYUOVVRNGNmjmC0vkapqQRgNIogEIcvdjo28r9nuvcPXu+z1L9De5VSRIb/fB7vdAr9/oOjd6fbC6fIqwRSo+TJ3pHq3BSEtEUEkCIIhSUfvnXhHsnQxaLNaUF6ai84edyA1ZrWa1P+b2/swrigHh+4zkOZcv14EkSCMBhFEgiAYknTy3klEJCu43Z6vn4myPIcT7d0uuNw+aNBgs5jh0zSUFefi1MN3z+homSAkGhFEgiAYjlAxMJz3DjvkWBR+zN45qtDY6JGsWARLuHb7suIcNTOPaTK9uLqPXWh+DQ07+wyb+kwVXq9X/fj9fmzZsiXVu2MI3G63ukzH42EymeBwOFBUVIT8/KEzI8eKCCJBEAxHOnnvxBLJYhH7WNvt+fDB7uEen19GrISBflp1dXXq/cjJkYGrOgUF6Wu06vP50NnZqX7KyspQUVERV1EkgkgQBMORLt47sUayYrEykBErY6O7uxv9/f0oKSnB+PHjkZeXl+pdMgQ8JiQ3NxfpGuHasWMH2traVJQongJPEs6CIBiOWMSAJYXeO7FGsrg+WmTEytjo6upSl4wkxDu1IqQOu92OCRMmDHqP44UIIkEQDEesYiBV3juxRLK4Lpa0lj5ihe30TLuFHgcZsRIZj8cDq5XCWsZqZKIostlscLlccX1cibEKgmC49vSY562lyHsn0WktGbEyevgZMdOgSchITCbTsF+WRosIIkEwCNngxhxLe3osYiBV3jt6JGv9tjZVQB0uNaNHsugiHWtaS0asjA1JlWUupgS8txkriF566SVcdtll+PWvf41TTjkl1bsjCMh2N+ZY29PTQQzEHMkaxb6m04gVQUhnMlIQsfr8uuuuS/VuCELKPGyMyGja09NBDCQrrWXkESuCkAkY4y9KnLn++utVy6UgpJtIGFecg6J8u7rkdW7nifa9VTuQzgS3p4dGUYLb03k7o0FcH04MzJ5Rpi6NIoaIHsk69Yg9VeSKEazgSBa3Z4KgFYzN1VdfjVmzZg36qa6uxj777IOlS5fin//8pzKoTDQffPCBeu5//etfI67duHEjzj//fOy///448MAD1WtgQCNVZFyE6LnnnsMrr7yCSy65BLfffnuqd0dIMUauy0mkh43RGE17ejpFQ9IhkiVkB9dccw1KS0sDKdu+vj51Trz55ptRX1+PK664AkagtrYWZ599tvIRuuiii5Q/0n333Ye1a9fiscceU47UySajBFFLSwtuuOEGfO9738P8+fNTvTtCCkmHupxMFwljMVpMV9dlSWsJqeboo4/G5MmTB2371re+hW9/+9t46KGHcNZZZ6G8vByp5rbbblMmiw8//DCqqqrUNp63GTGiIOJ+JpuMEkS/+MUvMG7cOPzwhz/E8uXLE/Ic69atS1rngu6xsGbNmqQ8n9GJ9nhwrtPrn7VjbU0P+l1+5DrMsJpN6PdrWNXWjU01Lfh0zVYcsXdpyuZfke1N/ejp7VX71t3tGXadx+2D069h7bqN6G3LjepY8Bi0dLiVgzNNC+nTk8rX2tjmgtvtRL9Tg8k/vHdId59X7WdD3Tb4+6JPE8rvypfIsRiAJ1tGH/Q0ke7QHC8o8Fk71u/2IdduwaTy/JR+yeLMNuJ0OsO+VgqlVatW4bPPPsORRx4Z9+MR+vmjD9Rwz8HbXnzxRRxxxBEoLi4OrGPqbOrUqXjmmWdw6qmnYqQxHj09PcN+zkfTkm81esQnEvqQN/LUU0/hzTffVHlLmjYJ2cvn23qUGPL6NFSU2AYJ2MJcDe09XnV7ebENe+/GKeKpgUKFJ3+vP/Ivrj7EMxo3Zq4deP29aOv2BO47rtCG2VPzMW96QUqEEQVZWaENNc1O9R4M155OATutIidlRouCEI0QWr6mCR+tb0FzWz+8fj+sZjMqynKxsLoci+ZWpjz6HA7dk0kXTtdeey0++ugjXHjhhfjTn/6kRMpVV12Fk046SdXg3n333Xj11VdVTQ8jOCeeeCLOPfdcZYiow5lijPS88cYbKjV30EEH4aijjhpxXzZv3qyE09y5c4fcNmfOHPV4FLLJ9pEytCA6+OCDI97OA3/XXXehqakJN910k3qz9t5774Tu0+zZs5PmfKor33AfmmwkmuPBP1bPf/oJvH4Lpk4YWpdDCgs1VZfT0GnFt6pnp+yPV7XPj0+2f6I8bPhNdjiR0NbTjT2nluHwJQsC+xruWOgdax9ucqK7z4eCvBzk7ep2amh3o9vlhMlRmrIC3w5vCZ54/Qv0eXzDtqeXFdtxzJI9MX+v6IegEvld+RI5Fhg0zV0/qcZjdle4rlC7zap+xzbVdqJxZz9aOj0p+R2jKzfhINtwr3XFihUBwcFjwvUUOxQ0FEXd3d1YsmSJ+l1k2qqmpkal2RixWblypRJIGzZswJ133ql+dxmBu+CCC5S4OeOMM9S6F154Ab/61a/U81A4DXfMOzoGfMOY2gtdw7EcepSLM+iGg+dhRpd22223YSNI3O+MEUQ33nhjxNsnTRr4o/nzn/8chYWFqkBLr1BnKI1QtXIbB/yJa2nmk051OfH2sEnU1PV4Ia7LQrpj9N8xfb6Xfh5klIWDUJctW6YyKMcee6wSLjqM0jBSdNpppwW23XHHHdi0aRMeffTRQC3u6aefrgQ2Aw+vv/66SrnxMSmQfve736mokr6OYuq9996LuI+9vb3qMpxg0oupE5XSS1tBFPwmReKtt95Sl4cddtiQ26hW+cPQX2ihmZB5pFvxbrxEQjp0rKWD0aIgpPPvGDn55JOHbGM0iK33FD+hLFq0aND1F198UUVdeL4MboFnvQ871XRBxLQWS1ZOOOGEQc/DYuiRBJFe32M0J3FDC6Jouf/++4ds+/zzz3HrrbfivPPOU6k3I1TVC+k/W8qoIsHIkbFQ6wO+HmlPF9INI/+OBcOIjZ5q4v4we0KBk5eXFzbywkakYGpqalTKavHixWEfv6GhQV3W1dUp0RSaedl9991H3Mfh9iW4KJtlBMkmIwQR856h6IVje+yxR9jbhcwk0bOljOphY8TIWDpYHwhCtBjxdywc++67b0zZkNCaWJ/Pp2pxL7/88rDr9UYm/m2lcAolGvNHvdwlXONUc3OzSqWxPijZZIQgEoRkzpYyooeN0SJj2TSSRMgOjPY7ligmTZqkusdCAwmM3LD0RPcMouiivQ2Lq4M7u2m4OBKMWFH0hGuZ5za98DvZyF8iIeNg5IF1N3arReXzd3Y60dXrVpe8zu2ZVryrR8YY+RrOf0OPjDFCk+jIWLaMJBGyB6P9jiWKo446Ctu2bcPzzz8/aPsDDzygXK7ff/99df2YY45RKa8HH3xw0OsPvj4cFFCsQ+IQ9sbGxkH1wHzu4LqkZJKeEjYKDj30UFUBL2Qf2Vi8a6TIWLoUnwpCuv6OJZILL7wQL7/8Mn7605+quWSM1jBqQ/foefPm4ZRTTlHrWKT9xBNPqJolihjOTWMEiebF0UADZRZms2X/u9/9rmr7//vf/6662fTnSDYZK4iE7CYbZ0sZpa09XYpPBSFdf8cSSXFxMf79738rf6LXXntNtddXVlbinHPOwcUXXxxolWdK65577lHrnn32WeUuTafpP/zhD0rgjMT06dNVNOm3v/2taoBiETVtASjE6KWUCkzaaPyts4xgg6cFC2iOJ8aMqUCOx8jHgtEZpqH0yFhwIXOyImPrtrbhr0+ugtVqVmmy4WAak5G7C0+er6bYjwX5bHyJHIvBxow0+ouXMaNRfsfGgt7ZFa/jker3NxpjxmjP2xIhEoQMwgiRsWwpPhWyEyP8jgmJQf4SCUIGksqp6+lofSAI6fQ7JiQGkbOCICSk+JT1FCwyDc3KZ0rxqSAImYVEiARBiDvZUHwqCEJmIYJIEIS4k43WB4IgpDciiARBSAhSfCoIQjohgkgQhIQixaeCIKQD8jVNEARBEISsRyJEgiAICYTGfZIyFATjI4JIEAQhQUJIH3LbGOJofMDcKtWJJ8JIEIyDCCJBEIQ4Q/Hzn1c2BobcBtsOrNvWhrrmHmVLwE48EUWCYAxEEAlCFiPpnMSgR4bcXh+mVhUOcuumezeNKenRRFsCduIJgpB6RBAJQhYi6ZzEwWOpR4ZCxRDh9cqyPGVYSY8m8WMS4sHVV1+NJ598cshnjUNcp02bhpNPPhlnn312wvfjgw8+wDnnnIPrr78ep59+etT3u+6667Bu3Tr85z//QaoQQSQIWYakcxILI24UmTyu4ea4EW7n7TSs5HqxJRDixTXXXIPS0tLAmJy+vj688soruPnmm1FfX48rrrgCRuOxxx7Do48+ir333jul+yGCSBCyDEnnJBamHyk6KTIjwdvp3s31ghAvjj76aEyePHnQtm9961v49re/jYceeghnnXUWysvLYQS8Xi9uv/12/PWvf4URkK9/gpCl6RymbYZL5/B2pnO4XogN1mIxssaIWyR4O9dxvZB+aH4f3M3b4axbry553ahYLBYcf/zx8Pl8WL16NYxAZ2cnTjzxRPzlL3/B0qVLUVlZmepdkgiRIGQTks5JPCxMrxqXh/Xb2lTELdxxZiqDQ245143rhfSBwqd33fvo3bgC3o4mdd1ktsBaWoX8PRcif/Zidd1omM0D8Q+PxxOoOfrwww9xySWX4He/+53afu2116pao+7ubtx222146aWXsHPnTkyYMEGJlgsuuAA2my3wmB0dHfjDH/6AV199VaXmDjnkEBxzzDFR7Q+fgwKNESLe58gjj0SqEUEkCFmEpHMSD6M+B86tQn1zj0o/hkbiKIa4vTDProbcSp1W+kDx0/HOMvRuWgF/fzfMOQUwWW3QvB646tbDs7MenrYGlBx0quFE0XvvvacuZ8+eHdjW2tqKW2+9FRdeeKESKAsXLlTChmm1mpoalWabOnUqVq5cqYTLmjVrcOedd6rPs9vtVsXTmzdvxhlnnKHWvfDCC0pURUNVVRX+97//BYSaERBBJAhZRCzpHE6ml3TO6GCXHgvTWYvFbrLgwnVGhpQYmjdBdZgJ6YOKDG1aAc3rhm38lMFCt6AU3s5mFTmyjZuEgjkHpWQfu7q60NbWpv7v9/uxY8cOLFu2DG+++SaOPfZYJVx0XC6XEjCnnXZaYNsdd9yBTZs2qSLn+fPnq23sFps7dy5uuukmvP766yqaw8fcsGGDii6ddNJJgXXnn39+QHxFwmo13t8W4+2RIAgJQ9I5yYGik116LExnLRbTj95dIpPHlZEhabdPw1TZxoHIUKgYIrxuLa6Ap7VWrcuvXpSSKBFTXuHEB1Ne4aI3ixYtGnT9xRdfxG677aYKs3VhRY444gjVqaYLojfeeANFRUU44YQTBj0Po0vRCCIjIoJIELIISeckDx47dulR+Ij5Zfrjaa1TNUMqTRah/o63e9sb1Xp7xbSk7ycjNuPHjw/sT2FhoRI4eXl5alt/f/+g9ePGjRt0vaamBk6nE4sXLw77+A0NDeqyrq5OiabQlNfuu++OdEUEkSBkGZLOSS4UP1KYnv743f0DBdTWL4uKw2Gy2KD5vWp9Kth3332HtN2P1IEWjM/nU35Al19+edj1jArpYovCKRSm6dIVEUSCkGVIOkcQYsdsz1UpMBZQR0LzeWCyWNX6dGTSpEmqJX7JkiWDtrPeiN1kLIYmFF3Lly9XxdV2uz2wrra2FumK/MUThCxO51xx+r647JsLcOHJ89Ulr3O7iCFBGIxt/GRYSyrhd/ao1HI4uJ23swWf69ORo446Ctu2bcPzzz8/aPsDDzygXK7ff/99dZ2t8ky/Pfjgg4Nef/D1dEMiRIKQxUg6RxCig9Gh/Jn7q7Z6dpOxgDq0/s7b0QxzbqFaZ7S2+2i58MIL8fLLL+OnP/2pmks2Z84c1W7P8Rrz5s3DKaecotaxSPuJJ55QNUsUUNXV1SqCxHlk6Yp8DRQEQRCEKKDpohI7VrvqJvN2t8HX160ued1ks6vb2WGWrhQXF+Pf//63asVnR9mvfvUrvPvuu8pz6O9//7saFktYTH3PPffg3HPPVR1nv/3tb9U2GjWmKyZtuNifMKjIjMZUZMGCBUOK0BIFVTmh/4MgxyMYORaDkePxJXIsBtiyZYu6pMsy0U/kcWm/X798wKm6vXGwU/UuMWTk6JDeZRav45Hq95cddPE6b2dUyowGVFSnb7/9trIhZ6jvxz/+MfbZZ59U75ogJAW6UEuLtyAkDoodmi5S+LC1nt1kLKBmzZCRhZCA7BFEzc3NymacbYDf+c53lOcCJ/syzMfcJ/ObgpDJQkifYs9ZZbxOITRhXB4OmFulWu1FGAlC/KD4SYXPkJA4MkYQMTLEIXQUP/qslq9+9av4yle+gr/+9a/44x//mOpdFISEQPHzn1c2BqbYB/sKrdvWhrrmHuU7xFZ7EUWCIAgZLIg4jI5D5U488cRBg+sqKipw5ZVXDusqKgiZgB4Zcnt9mFpVOOjzzvEcdJ6mCSN9h9hSLwiCIGSoIPr8889Vquzggw9W11knTpGUn5+PM888M9W7JwgJjQ7pkaFQMUR4neM56EhNE0YxXBQEQchgQbR161Z1WVJSgl/+8pd46qmnlCCaNm0arrrqKmU0FS/osZCsiBOdQYO7RrIdOR5Dj8Ub763E1rpWWM0aenp6hl1vNfuwpa5Vra8qcyDTkM/Gl8ixGIAOygUFBYFREqEzvLKVTDkePp9P/c0b7nM+mgZ6QwuilpaWiLc7HA41V6Wrq0tdv+GGG1Qx9XXXXacOxr333otLL70Uf/nLX3DYYYclaa8FIXm4PH74/Bqs5sgi3WI2qXVcLwiCIKSZINJTYMPByM9dd92lvgkQXjI6pPsrHHHEEcpe/Pe//33cBBFrlMSHKDXI8Rh6LObMnoJXV/fB6/OjsDBn2PVuvxO5FjPmzJ6Zkc7U8tn4EjkWg31q9Gns6e67Ey8yxYfIYrEoE8lofIgyQhDdeOONIw6hI4wKERZVB7/JTKFRNNFevL29HaWlpQneY0FILvQZqhqXh/Xb2lQBdbh0LqOlnGLPwa1cLwiCIKSZIKJ1eDRUVlaqy7KysiG36dt6e3tFEAkZBwukD5xbhfrmHtVNxgLq0PlK3F6YZ1dT7KWgWhAEIQ0FUbRw4BzZvHnzkNtqa2ths9lQXl6egj0ThMRD00X6DLG1nt1kwT5EjAwpMTRvguowEwRBEMKTEV8Xp06dir333hvPPvss6uvrA9tramrw2muv4dBDD1UF2IKQiTDqQ9PFU4/YU6XFrBYzvF6/uuR1bhdTRkEQhCyIEBF2lp111lk4/fTT1SV54IEHkJOTo8wZBSGTodih6SKjQDLLTBAEIXYy5i8lOyoeffRRNdCVozr+9re/qVQat02fPj3VuycISYHih11ks2eUqUsRQ4KQHVx99dWYNWvWoB/O8ORw86VLl+Kf//xnwIMokXzwwQfquf/1r3+NuPadd95RAQzuI7M8nEf65ptvIlVkTISI8E2g55AgCIIgZCPXXHNNoIFIn9rwyiuv4Oabb1YlJVdccQWMwPLly/H9739ftc3TL5D2CMuWLcOFF16IP//5zzj22GOTvk8ZJYgEQRAEIRn4/D7UdzWi3+tErjUHk4qqYDEnx6MuEkcffTQmT548aNu3vvUtFX156KGHVETGCE1Gv/rVr1BVVYXHH388YJ3DfaR9zm9+8xsRRIIgCIJgdCG0vO4TfFS/Cs09rfBqPlhNFlQUlGPhpL2waPK+hhBGoSaGxx9/PFatWoXVq1fjyCOPTOn+tLa24osvvsD3vve9gBgi9BHkvjG9t2PHDkyYkNzOWBFEgiAIghClGHpi7Qv4qGEVelx9yHfkwWa2wuP3YmPrFjR0N2JHdzNOnn2c4USR7tjt8XgCNUcffvghLrnkEvzud79T26+99lqcfPLJ6O7uxm233YaXXnoJO3fuVMKEdUgXXHCBsrHR6ejowB/+8Ae8+uqrKjV3yCGHqOkQI0HT5BdffDGsW3ZbW5u6TNZEiGBEEAmCIAhCFKjIUMMquH1eTC6eMMgEtTSnGM29O7Gi/jNMLKzEkqkLYSTee++9wPip4EjNrbfequp2uru7sXDhQiVsmFajbQ1TWLS14QiM22+/XY2FufPOO9Xr5qisc845R/n/nXHGGWrdCy+8oETVSFit1rDNTo2NjXj55ZfVY1VUVCDZiCASBEEQhCiiQ0yTMTIUKoYIr1fkj0Nd5w617sDJ+6QkSsRh53qUhV1lTD2xWJndW6zLodjQcblcSsAET4W44447sGnTJtWhPX/+fLWNdjbs5L7pppvw+uuvq7QWH3PDhg0qunTSSScF1p1//vkB8RULFFg/+clP4HQ6cdFFFyEViCASBEEQhBFgATVrhpgmCzczkHA7b2/qaVHrp5YMzNtMJkx5hYvIMOUVLnqzaNGiQddffPFF1fnFwmxdWOnD0tmppguiN954A0VFRTjhhBMGPQ+jS7EKIoqhH/7wh1ixYoV6vFNPPRWpQASRIAiCIIwAu8lYQM2aoUjwdq/fq9anAkZsxo8fHxBohYWFSuDoxcv6tHudcePGDbpeU1OjojSLFy8O+/gNDQ3qsq6uTokmvTZJZ/fdd49pf3t6evCDH/xAteFTdN1yyy1IFSKIBEEQBGEE2FrPbjIWUEeCt9tMFrU+Fey7775D2u4jEVq87PP5lEni5ZdfHnY9o0K62KJwCiUW80dGoOhFxNqkr371q/jtb387qGg72YggEgRBEIQRoM9QRcF4bGzdqgqow6XNaITY6+rDrPG7qfXpyKRJk9DZ2YklS5YM2s56I3aT0TuIUHQxqsN0l91uHzRQPdrI0Lnnnov169crn6Trr79+SLQp2YivvyAIgiCMAAukF06ajwJHnuomo/gJhtebe1vV7VxntLb7aDnqqKOwbds2PP/884O2czYoXa7ff/99dZ3t9Uy/Pfjgg4OOQfD1SPziF79QYogdajfccEPKxRCRCJEgCIIgRAFNF+kzxNZ6dpMF+xAxMkQxtP+kvVWHWbpy4YUXqtb3n/70p2ouGeeDMqX12GOPqfmgp5xyilrHIu0nnnhC1SxRQHFuGiNI69atG/E5+HjPPfccCgoK1GM+/fTTYYUZb08mIogEQRAEIQoY9aHpIn2G2FrPbjLvrpohpskYGUpVu328KC4uxr///W9lzPjaa6+p9vrKykrlOXTxxRcHzBQZ0bnnnnvUumeffRbPPPMM9t9/f2XU+N3vfjficzDVpqfNfvazn4VdwwhVsgWRSQuN+wlDYJEZjanIggULkuagSRVN6P8gyPEIRo7FYOR4fIkciwG2bNmiLvXxD+FckTNxltlI6F1m8T4eqXp/2UEXr/O2RIgEQRAEIUYoflLhMyQkjtRXMQmCIAiCIKQYEUSCIAiCIGQ9IogEQRAEQch6RBAJgiAIgpD1iCASBEEQBCHrEUEkCIIgCELWI4JIEARBEISsRwSRIAiCIAhZjwgiQRAEQRCyHhFEgiAIgiBkPSKIBEEQBEHIekQQCYIgCEKac/XVV2PWrFmDfqqrq7HPPvtg6dKl+Oc//wm/35/w/fjggw/Uc//rX/8ace1HH32Es88+G/vttx8WL16Ma665Bq2trUgVMtxVEARBEDIEiorS0lL1f03T0NfXh1deeQU333wz6uvrccUVV8AIfPTRRzjnnHOw++674/LLL0dHRwf+8Y9/qO1PPvkkCgoKkr5PIogEQRAEIUY0nw99tXXw9ffDkpuLvCmTYbJYUr1bOProozF58uRB2771rW/h29/+Nh566CGcddZZKC8vR6q55ZZbUFZWhkceeQSFhYVq27x583DRRRfh8ccfx3e/+92k75MIIkEQBEGIQQi1vvs+2j5cAWdTEzSvDyarBTlVVSjbfyHGH7TYEMIoGIvFguOPPx6rVq3C6tWrceSRR6Z0f1wuF0pKSnDwwQcHxBA54IAD1OWGDRtSsl8ZJYj+97//4W9/+xs2bdqEvLw8HHbYYbjyyisxfvz4VO+aIAiCkAFiqPaxZUoMebu7YS0ogMlmg+bxoHv9evTX16O/oQFTTjvVcKLIbB4oGfZ4PIGaow8//BCXXHIJfve736nt1157LU4++WR0d3fjtttuw0svvYSdO3diwoQJqg7pggsugM1mCzwm01x/+MMf8Oqrr6rU3CGHHIJjjjlmxH1xOBy49957h2xft26duuTzpYKMEUTPPfccfvzjH2PmzJlKBDU3N6siMiriJ554QgkkQRAEQRgtemTI73Yjd+oUmEymwG22slK4mprV7bmTJqH8kINgJN577z11OXv27MA2FjDfeuutuPDCC5UIWrhwoRI2TKvV1NSoNNvUqVOxcuVK3H777VizZg3uvPNO9brdbreqAdq8eTPOOOMMte6FF15QoipWmpqa8PHHH+O3v/2tCmAwxZcKMkYQ8U0aN27coHzkbrvtplQwC7TOPPPMVO+iIAiCkMbRIT0yFCqGCK87KivQX1Or1o1fsiglUaKuri60tbWp/7OrbMeOHVi2bBnefPNNHHvssUq4BKeuKGBOO+20wLY77rhDZVkeffRRzJ8/X207/fTTMXfuXNx00014/fXXVcqNj8nUFqNLJ510UmDd+eefHxBf0cDI1OGHH672lak91hZVVlYiFWSMIKKaDc1HMmWWynykIAiCkBmwgJo1QypNFiKGdLidtzsbG9X6/OnTkr6fTHmFYrVaVcorXPRm0aJFg66/+OKLKpjAwmxdWJEjjjhCdarpguiNN95AUVERTjjhhEHPw+hSrIKIkSEeu8ceeww//elP0djYqNJzySZjBNGMGTOwdetWpTL1XClFEqmoqEjx3gmCIAjpDLvJVAF1UA1NOFRNkder1qcCRmz0ulmKDAYJKHD0spH+kP1iZiWYmpoaOJ1O5QsUjoaGBnVZV1enRJN+vtVhG30scL9OPPFE9f+vfvWrKv3G9Nw3v/lNVXidTDJGEDE1xuKwX/7ylzj33HOVsr3uuuvUmx0cDhwrLPoa7ttBvGE4kzBvK8jxCEaOxWDkeHyJHIsBWONCLxvdjDBUCMSK12yGZjbB73LD7Bve4NDncquuM64f63PGtH9er7qcM2cOJk2aNOR2fV/046Gv53EKPqf5fD7stdde+MEPfhD2eRgV4mPR44iXoa9Rv87Iz2heP6NPn376KdauXatMJYeD+9nT0zPs55z7l1GCqKWlZcRKdb45ZN9991XC58EHH1S5T5Kfn68Kq1OVjxQEQRAyg5xJE+GoqEDvpk2wlpaE/WLMk7Cvtwf5M2eq9enIxIkTVR1SaCqNQptpsqqqKnWd0SG6UlNQ2e32wLra2toRn4OF2Jdddpkq2mZhdjAs6tbP78nG0IKINUGROOqoo3DXXXepDyHzjWwhZD7zK1/5Cjo7O3Hfffcpc6e///3vWLBgQVz2iRX6LPxKBrryZTGbIMcjGDkW6X88fD4/apt70O/0IjfHiikVBbBYzFl5LBLBli1b1KWe0snNzR3zY5YvXgR3UxO8ra2qgDpYFPE85Gpqga2oSK3LS7LTMut3SE5OTsTXqkdt9PVcGyw+jj76aHXOZK0QU1g6NHX8/e9/j1/84hfqPHjcccepQm2aKJ533nmBY/Cf//xH/Z/t+cPtB0d79Pb2qsJsCiJ9Hc/bTz31lBJdPGdHOtfytuLiYpUOHC6CxO64jBFEN954Y8Tb9bDg22+/rcQQW/VuuOGGwO18w772ta/h//7v/1RbviAIghGE0LurGvDBmkY07uxT1ymEJozLwwFzq3DQ/IlxEUZC/KHpIn2G2EXGbrJgHyJvTw+shYUoO2B/1WGWrlx44YV4+eWXVXEzI0BMwVFks+CZTtKnnHKKWscibVrasGZp27Ztam4a/Yh0L6FIUCxdf/31aowIO9P4mKxbYnaHVgB333130gIPaSOIoq392bhxo7r8+te/Pmg71SPVLofM8SCLQaMgCKmE4uc/r2xUYqi7z42CPDtsVjM8Xj/WbWtDXXMP6lt68c2j9hRRZEDYRk/TRfoMKafqxkZVQG2yWlFYXR0QQ0YzZYyF4uJi/Pvf/1bGjK+99pqK4rDshJGciy++OBDNYeTtnnvuUeueffZZPPPMM9h///2VUWM0YzcYfWKq7a9//asSVRRJHPL6pz/9KdDun2wMLYiiRQ/3hZvkq29LxpRfQRCESOiRIbfXh6lVhYNSLmVFDjS19eGDz3dgcnkBDtlnaGGskHoodmi6SOFjpFlm9O/hTzzWl5WVqQgOfyJBcXTVVVepn2CitbphwII/RiEjvoIsWbJE/WF5+OGHB21npxlDf8wxSuu9IAipjg7pkaHKsrywxn7czts/WLNDrReMC8UPfYaKZlery3SOCgkZFCGi7wFb7VlEzdkqdONkcRZTZbQjpzW5IAhCKmEBNWuGmCaLZOzH23fs7FPrp08Y6KIVBCHxZIQgIgzZMRLESnjaizONRg8D5jf33nvvVO+eIAhZDrvJGPVhzVAkeLvX61frBUFIHhkjiPQi7HiaMAqCIMQLttazUJoF1JHg7VaLWa0XBCF5ZEQNkSAIgtGhz1DVuDz09LmHddHldt7OFnyuFwQheYggEgRBSAKMDh04twqFeXbVTRYqinid23n7gXMnSNt9HBjN+AYhe99bickKgiAkCZou0meIrfU1jd2DfIgYGVJiaN4ELJk/IdW7mvbQJ4djJXjiTNb8SSE5qBEpPp/yLoonIogEQRCSBKM+NF2kzxBb69lN5t1VMzR7epmKDFEMSXRo7LCxhmMqaL9CXx0hM/B6vWhublaCqLS0NK6PLYJIEAQhiVDs0HSRwicRs8yEAeiuzIGkFES0X6ErskSKBmZ8kVSMxhhrVIgGyxREJC8vTwSRIAhCJkDxIz5DiU2ZTZ06FatXr1bCKBXT041IT09PYERHOmEymdRAWrpjFxUVobBwsNN7PBBBJAiCIGSsKNKnug83FT3b4KBWIsdjKBKfFQRBEAQh6xFBJAiCIAhC1iOCSBAEQRCErEcEkSAIgiAIWY8IIkEQBEEQsh4RRIIgCIIgZD3Sdh/jzBTd1CqZz5vM5zQycjy+RI7FYOR4fIkci8HI8cjO4+ELen3Rzj0zaTL9bkQ4D4fmXoIgCIIgpBd77bWXciofCUmZCYIgCIKQ9UiEKAqC56fQ+VTm4QiCIAiC8WefEbqV89w9EiKIBEEQBEHIeiRlJgiCIAhC1iOCSBAEQRCErEcEkSAIgiAIWY8IIkEQBEEQsh4RRIIgCIIgZD0iiARBEARByHpEEAmCIAiCkPWIIBIEQRAEIesRQSQIgiAIQtYjgkgQBEEQhKxHBJEgCIIgCFmPCCJBEARBELIeEUSCIAiCIGQ9IojSiB07duCnP/0pFi1ahP322w9nn302Pv30U2Q7L730EmbNmoUnnngC2cqzzz6LU089FfPnz8c+++yD733ve/jss8+QDTQ0NOCKK64I/F784Ac/QG1tLbKRVatW4fzzz8fChQux1157YenSpXjqqaeQ7dTX12PffffF1VdfjWzF6XTij3/8I4488kjsvffeOPHEE/Hkk0+mercMhTXVOyBER3NzM7797W+rD/V3vvMd5OXl4aGHHsI555yDxx57DNXV1chG2tracN111yGboRC85pprsGDBAvzkJz9Rn5FHHnkEZ555Jh588EElkDKVjo4O9TvQ09Ojfi/sdjvuu+8+9dopBMrKypAtbN68WX1JKi4uxve//33k5+fj+eefx1VXXYX29nace+65yEY0TcPPfvYz9Pb2Ilvx+/245JJLsHz5cpxxxhnYbbfd8L///U8JRJfLpc4twsCHRUgDrrrqKm3u3Lna2rVrA9uampq0+fPna5dffrmWrVx22WXquMycOVNbtmyZlm243W5tv/3200499VTN6/UGtjc3N2sLFy7UzjzzTC2T+eMf/6jNmjVLW716dWDbhg0btNmzZ2u33HKLlk2cf/752oIFC7TGxsbANp/Pp33rW99S23t6erRs5MEHHwz8jeDf0WyEfxv5+h966KFBn42lS5dqBx10kOb3+1O6f0ZBUmZpQF9fH1544QUV4pw9e3Zge0VFBa688krsv//+yEaee+45vPLKK7jooouQraxduxbd3d04+eSTYbFYAtvLy8txwAEHqJQqvyFncqqQkbF58+YFts2cOVOlz3hbtuDz+bBixQoccsghqKysDGw3m804/vjj1d+QdevWIduoqanBrbfeiksvvRTZzLJlyzB16lScfvrpgz4bl19+uYoO8fMhSMosLfj8889VGuTggw9W13mC4weYIXGmBrKRlpYW3HDDDapWhnUz2QoFMtMi4VJDTCfyj57JZEIm0tnZqWqFDj/88CG3zZ07F++++65KNfOLQ6bD9/mZZ54J+17zc0CCBXO2pImYEmJ9IdOprJ/JRjwej6onPOWUU9TnhDB9yLKLww47TP0IA0iEKA3YunWruiwpKcEvf/lLVRzIn2OOOQavvvoqspFf/OIXGDduHH74wx8im2HNzO67747S0tJB21evXq2iQywyzlSamprUZXBEREcXQWxEyAYohKZMmYLJkycP2s4vTowO8OQ3Z84cZBP//Oc/1ZfJm2++OSAEspG6ujoliiZNmoR//OMfOPTQQ9X5g1HUu+++O6MjyLEiEaIURzki4XA4UFRUhK6uLnWdERH+YWMRMT/E9957rwoF/+Uvf0l7lR/tsSAsln3zzTfxr3/9SwmCTCSW4xEucsJUKrnwwguRqehFsrm5uUNuy8nJUZfZnArg34if//zn6rPEzjt+ZrKFLVu24E9/+hN+9KMfqQJiFg5nK0yp680X/Ntw8cUXqy8MTz/9tDpG/f39+PGPf5zq3TQEIohSiJ4CG46jjjoKd911F9xut7rOS4oB/QRwxBFHqCjR73//+7QXRNEeC0YFbrrpJtUxw9bRTCXa4xEKxTM7jHhCYG3V4sWLkano32wjpQQzNV0YzbG5/vrrVZ0da8l4Esymeip2XTKdnK2ddcHo5w+mlymK9I5k1paxK5FdmezUHD9+PLIdEUQp5MYbb4x4O0OchFEhwqLq4G/DTKHxxMgPOdtqQ9MmmXgs+I23sLBQ/SLrtRFsudajAdzG45LuIfJoj0cwrJehGNqwYYMqlKQ3Tyaj/17wG24orLkjBQUFyDaYHmHtDIvKWV/HtIjNZkO2wBM8U2UPPPCAsmXQj4kuDvg3gp+LTI0uh6KfM/hZCLVnYV3Rhx9+iI8//hjHHnsssh0RRCnktNNOi2qdXiMRrnBW38b0QToLomiPxVtvvaUuw0XEfvWrX6kf1lWF1lJk6vEI7qbht2HWC7DQnN4zmY4uCsOlFykOh6svymQoDi+77DK8/fbbKjJEMZRtopB/I7xer/LbCYURM/78+te/VmIgG6iqqorq/CGIIEoL9JZiGq+FwjAov/2xzTobuP/++4ds47dBttaed955KtWULcdCp7GxUYW8WUDMNtpsSY8wUshW4jVr1gy5jdt4IsimzwKjIKwpfOedd1Q6/c9//nNW1Q3p8MuAXncZfGwuuOAC9feBfyf22GMPZAtsPuHvQrjzB79AkQkTJqRgz4yHCKI0gH/0WS/DEDjrQvRvxowKvPbaa6prIFv+8C1ZsmTINn4bJPwjF+72TG8tpgiiGKJLNcc2ZBPHHXecai6gAGKrPdm4caNy5M22+pHbbrtNiSGOZuD/sylNFkywJ5WOXlRNgZxtfyP0cot77rlHjTli3amePqSjPaNEHPUiiCBKG9hZdtZZZyljLV4S5sjZTaN3FAnZB40p2V4/ceLEQOdIuD+G6V5TNRz8ts9GA17yh6+TUUSmyng9W2CKkK/barWqKAi9qUJhgX02eDIJQ+EXaZYS8EsTvev4pZq/N4waMbqereI5FBFEaQK//T766KPKXOyvf/2r6p6hqucHfPr06anePSFFMBKiDzgdThgzipKpEUQW0PNbLmtC2HXHQlnWzvBYZNMcs08++SRQOEx7jnAwQiCCKDthHRl/T5hGpYEnW/Hp6M4aM6ZXhQFMnN+x6/+CIAiCIAhZSWbG0QVBEARBEGJABJEgCIIgCFmPCCJBEARBELIeEUSCIAiCIGQ9IogEQRAEQch6RBAJgiAIgpD1iCASBEEQBCHrEUEkCIIgCELWI4JIEARBEISsRwSRIAiCIAhZj8wyEwQhbbn99ttxxx13DNnOIaec38R5Td/4xjfw9a9/fciajo4OPPHEE3jhhRdQW1uLnp4eTJgwAYcccgi+//3vq4G5kVi3bp16bM6HOvroo+P6ugRBSD4iiARBSHuOOuoozJ49O3Dd6/Wira1NiR0Oet2yZQuuuOKKwO0fffQRLr/8crS0tGDevHmBAbhr167Fww8/rCaB33fffViwYEHY5+P9fvjDH6rnEQQhMxBBJAhC2sMIzSmnnDJk+3nnnYeTTz5ZTXr/5je/iUmTJmHr1q0qAkQ47fvII48cdJ9XXnkFP/rRj3D++efjueeeGzIhfv369bj00ktVVEkQhMxBaogEQchYpk+frqJHPp8P77zzjtp27bXXor+/H7/61a+GiCFdXFFIdXV14YEHHhh0229/+1uVJmOEaL/99kva6xAEIfFIhEgQhIymsrIyUDO0fft2rFixAlOnTsUJJ5ww7H3OPvtsVYN00EEHDdr+97//Hfvuuy9uvPFGPP/88/j4448Tvv+CICQHEUSCIGQ0NTU1AWH01ltvqf8vWbIEJpNp2PuUl5fjggsuGLL9b3/7Gw477LAE7q0gCKlCUmaCIGQsq1evxmuvvYacnBwceuihaGxsVNtnzJgxqscTMSQImYtEiARBSHtYCF1fXx+4zu4vFk+/8cYb6v8/+9nPUFZWhu7ubnV7fn5+CvdWEAQjIoJIEIS059VXX1U/OjabDSUlJaoG6Mwzz8TBBx+stnMb6ezsTNm+CoJgTEQQCYKQ9vz6178O23YfypQpUwbVFUWC3kXsUjObpbJAELIB+U0XBCFr0CNF7733HjRNG3Yd2+rZhcYWfL/fn8Q9FAQhVYggEgQha+BojsWLFytTxf/+97/DrnvooYeUd9GBBx4oESJByBLkN10QhKzimmuuUbPOrrvuOtWBFgrnm7G9nj5EP/jBD1Kyj4IgJB+pIRIEIauYNWuWGgjLWWYXX3wx9tprLzWzjKmxlStXYs2aNUoMcc3kyZNTvbuCICQJEUSCIGQdRxxxhHKa5iBXjvR45pln0NfXp2adnXPOOWp0R1VVVap3UxCEJGLSIlUWCoIgCIIgZAFSQyQIgiAIQtYjgkgQBEEQhKxHBJEgCIIgCFmPCCJBEARBELIeEUSCIAiCIGQ9IogEQRAEQch6RBAJgiAIgpD1iCASBEEQBCHrEUEkCIIgCELWI4JIEARBEISsRwSRIAiCIAhZjwgiQRAEQRCyHhFEgiAIgiBkPSKIBEEQBEFAtvP/AZQhkPKAxl+dAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcQAAAFUCAYAAAC6OUxcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAABJ0AAASdAHeZh94AABKXElEQVR4nO3dB3xN5/8H8M/NQiRGEARprKDE3lu19iotNatGVKlSira61B9FbW3tXbuUokOLoraovcXOFpE9/6/vk9+9zbgJiXDH+bz7uq+TnHNyz5PbuJ/7zKNLSkpKAhERkcbZmLoARERE5oCBSERExEAkIiJKxkAkIiJiIBIRESVjIBIRETEQiYiIkjEQiYiIGIhERETJGIhEREQMRCIiomQMRHpuzp8/j88//xxt2rRBtWrVULNmTbz11ltYu3Yt4uPjX1g55FrffPMNGjVqBC8vL3Ts2PG5XOfu3buoUKEC3nvvPWhFQkIC1qxZg8jIyKc6/5VXXkHt2rWfe7mIssMuWz9FlInExETMmzcP33//Pezt7dG0aVO0aNECjx8/xsGDBzFx4kT8+uuvWLx4MXLnzv3cy7N582YsW7YMpUuXxuuvv45ChQo9l+vky5cPw4cPR5kyZaAVo0ePxu7du9GpU6enOr9fv36IjY197uUiyg4GIuW4H374Ad999x2qV6+OuXPnomjRooZj8mb4ySefYMeOHRg/fjxmz5793Mtz4cIFtZXaasOGDZ/bdSQQ33//fWhJcHBwls7v37//cysL0bNikynlqJs3b6owdHFxUTXAlGEoHBwcMGXKFJQoUULVEq9fv/7cy6SvkRQsWPC5X4uILBcDkXLUtm3bEBcXh969e6sakzHSjPrZZ59h8uTJ6UJq165dqp9Rapc1atRQX+/cuTPdc0hfndQwT506hb59+6pz69Spg5EjR6q+vJR9elu3blXfd+nSRX1/9OhR/PTTT+rrFStWpHtueT45FhYWZth39uxZDBkyBI0bN1b9kK1bt8aMGTMQHh7+xD7EgIAAVTtt1qwZqlSporbyvexPSZqZ5eflQ8LMmTPRvHlzdX779u2xbt26p+6jk1rY5cuXMXDgQPW61KtXT10vKioK/v7+6jWqVasWGjRogDFjxiAkJCTVc8j/v5UrV6J79+7qPCmDNHnLc6Q8V8p67Ngx9bW89vK6Cfn/IsfOnDmDdu3aqddL/j/KrVdT9iE+fPhQ9eu+/PLLqr85Jfn7kOeQZneiF4VNppSjDhw4oLZNmjTJ9Dx5g01LBr5IX1+RIkXQoUMHtW/fvn348MMPVbPnRx99lOp8eROVPil50+7Zs6d6A5b+rHPnzqlg1ffp7dmzB5cuXUKPHj3Uc0vt9N69e1mq9b7zzjuwsbFRA4TkeX18fFQNWIJSwiMjt2/fVmULCgpSzbVt27ZVYbVhwwb89ddfKuhKlSqV6mfk97x//z5atWoFOzs7bN++HV9++SVsbW1VSD2JBLNcUz5USBDJ/xO5XmhoqHptChcurJ5HfgdpupagXLBgQap+wd9++029rnKe1LCl71eeQ17zLVu2qPPktZUPG/JaDh48OF3f6dChQ1UYSug5OjpCp9OlOi4fhr744gvVzCzbjRs3qtdYyitfS5h7e3s/9f8nomeWRJSDGjRokOTp6ZkUGhqapZ87fvy4+rkuXbokBQcHG/bL1x06dFDHjh07Ztgv38tj8eLFhn2JiYlJAwYMUPv3799v2D9u3Di178KFC4Z9W7ZsUfuWL1+erix9+vRRxx49eqS+nzp1qvr+8OHDqc7z9vZW+69cuaK+v3Pnjvp+6NChhnP69eun9m3cuDHVz65du1btl+N6c+fOVftatGiR6jU4efKk2v/mm28+8XWUn5VzJ02aZNgnv0e1atXU/hEjRqjXScTHxye99tpran9kZKTa5+Pjo74fPXp0queNi4sz/H+4ceNGhq9Vytd7+PDhRstXq1atVPtGjhypzl+zZk1SWFhYUtOmTZOqV6+e5Ovr+8TflygnscmUcpS+mTFv3rxZ+jlpwhRjx45V/Y968rXUWIS+ZqInI1SlhqgnNRB9zTQrNcCnGTUrpDaYkvSFHj58GOXLlzf6cw8ePMCRI0dUE+Gbb76Z6livXr1U7UmO65t49bp165bqNZDpKlIrzcrvlHLwivxs2bJl1ddS09XX1KTGWblyZfW11EhFsWLFMHXqVHzwwQepnk9qqlJjzMpAGqnhPg1pHpXfVwZgydd+fn4YN24cXnrppaf6eaKcwkCkHFWgQAG1Tdn/9jSkSVOay/Rvuinp98k5Kbm5ualBOik5OzurbU4O7ZepGrly5VJ9htL/J2/af/zxhwrklMGV1sWLF9U2o3l3EnTGfi+ZHpKWk5PTU/9O0kcrzcIpSZOlKFmyZKr98nsJ/XNLIMrvW7x4cdU8+ssvv6hBUtKsKc2rKT8gPEnaa2VEXkPpn5QmXWnyltdYmnqJXjQGIuUofX/YrVu3Mj1P5iSmHFQig1PkzTltwOlDLk+ePKqvKyVj5+prPzKAI6dUrFhR9WlJ/58EvXwt/WfSNzZr1qwMr6UfcKMP6bRcXV3VNjo6+ql+r6f9nTKb22nsudNav3696uPt2rWrqp0vX75cvfb6WmZOlCMteS31rQrS90lkCgxEylH6JstDhw5lep4M0JBz9fMQ5c1Q3nSN1SxjYmJUaOTktInMgjNt8OpDUcoqI1RXrVqFQYMGqTd8mXOZ0QhQ/Ru8jOw0Rv+76mvV5kBqaDLARV5rGWgjg5qOHz+OJUuWoFKlSs/tujLiOCIiQr0W8pq+iOk4RGkxEClHybJo0mQny3lJLdAYCZxNmzYZagb6wBEnT55Md77sk+AqV65cjpVTyijSLjkm17lz5066qSRff/21OiY1LJnGICNBZZpERmUW+gCRqSHGSNBIMOfk7/WspIlUfPvtt3j11VdV06nejRs3crz2Lfbv369Gq8oHJAlhab799NNPn7ppliinMBApx5tMZUCHzDGTWlTauXYSkjL3zdfXVzXLyfw1Ic1zQubfpZzrJl9PmzZNfd25c+ccK6d+ioAM8Zf1OPV+/PFH1ZeV0unTp1XAS+0pJf1gGOnLNEb2S3jKVAd53pTkA4EEpRyXfjtzoe9TlGkiaT8U6OccplyHVv/BQuYuZof8PUifrNS2pWYq/a3ytyBTQozNESV6njgPkXLcqFGj1EhEGTnasmVLNcHc3d1dNR1KU6qEnAwo0QedkGCUEZDSXyXrYurnKe7duxeBgYFqnps+PHOCTAaXEZbyxisjPuW5ZX6gjPqUhcj//fdfw7kS7BKGEuSyuo6MfpQRn7///rua19inT58MryPrtsoiBV999ZUaiCOTza9cuaJeB+lDlJqnOZHXXhZCkD5SWRBABvPI6FoJQ1kDVv6/pvzAoF+JSJbjk9p+ylG/T9tUKn8X0lep73+Wkcby/33OnDnq78DYICOi54E1RMpxMpxfpiQsXbpUjRiUUZSrV69WE9E9PDxUOEiNK+1KNrLCyfTp09UISRnRKCEkb4bSNClhlNMWLlyoRlRKbVXKI025MsleAjHtaEnpJ5RVV6S2J6EtzZ0SHjLAJu3ydCnJ7yvTRWSC+7Vr19R15HqyqovUuuSDgjmRDy8yUEjKJf8PpClT+nBlFKj0I+qbOPXeffdd9XpJwMtdTLJCaufyocnT01N9GNKTfkT5W5B+YwlaNp3Si6KTyYgv7GpERERmijVEIiIiBiIREVEyBiIREZktGcAmg/CkXzkl6WOW1aNk4JX0Y8vi/bKU4rNgIBIRkVmSIS4ysEoWbUhLRibL3XFkJLusfStTf2RE+IkTJ7J9PQYiERGZJRm5bGzhC6kJym3dZIrOhAkT1NQpGcEtC0nIVJ7sYiASEZHZkXuJyopJMic2LZkSJItCpLw/qCxg/8Ybb6hF6WVqU3YwEImIKEfIUohP83gSmXsqfYaykMXbb7+d7rjMB5Y5yvq7uOjpb2cmx7ODK9UQEVGOqFGjxlOdJ6tCZUYWyJBQk8Ur5LZwacnqRlWrVs3wDjL6+3tmFQPxCYZtTb6nHT3Z5y3NZ5Fqc+dgx8aZrIiI+W+9WcpcyYJPvsXX08pTI31zZWZyYt0lWURe7iwjN6mWNYdlpaS0ZJCN3BIuo1uOGbtjzdNgIBIRkXG6rH1wk7WBn4UstP/xxx+rO8WkXM4vu7d3yyoGIhERGZfFYEnbp5dVMo1CmkrlnqP6ReT1d1KR24LJjQFkwXm5Ttobawv9PjknOxiIRESUIzXEZ/X333+r24vJNIq05C4s8pAbB8it1eQuOGnpbzeX2YL7mWEgEhGRcdlseswumWAfFhaWap/UEL29vdG4cWMMHDhQ3VBb5iZu375d1Qj1/YZCplwILy+vbF2fgUhERGZRQ6xSpUq6ffpBNXLv0YYNG6qv27Rpg82bN2P9+vXqhuRCpnPIPhl9mt3bqjEQiYjILGqIT6tJkybqIfdPffDggZqTKPcm9fPzw9SpU7P9vAxEIiIyzsYW5mrOnDnqZtayao1Ms5BJ/HJT8tq1a2f7ORmIRERkFk2mxuTKlcvoRP68efOqdUzlkVMYiEREZFFNps8LA5GIiMy2hvgiMRCJiMg41hCJiIjAGiIREZHCQCQiIgJgwyZTIiIisIZIREQkOKiGiIgIZr1SzfPAQCQiIuPYZEpERAQ2mRIRESmsIZKp5ctli3aViqBKUSc457ZDZGwCLgVE4JeLgQiOjEt1bt1S+fFKORe4OjkgMi4Bp+6FYeeFQMQkJEHLHoWGYsWS73D44N8ICgpEcbcSaNuhC7r36gc7O/7ZpxQcFIglPyzAoYN/IyQ4CPny50edeg3gPfR9lChZytTFM2s/zJ2BTT+uxLcLlqF6rTqwOjpt1RC1Ff8WEoYfNS+NJqULwu9xDPZdD4HvwyjULpUPY1t4oEhee8O5rTwL4e3abupvdv+NENx7FIOW5QpheCN32Grr7ziVyIgIDBvcF1s2/AiPMuXQ9c2ecHJyxg/zZmLCRx8gKUnbHxbShuGAvj2wdctGeJQugx69+uLlylXx++6deKdPd9y+5WvqIpqtS+fPYsuGNbD6GqIuCw8Lx4/KZkZqhi6O9thy1h9/XQsx7K9TKh/61y6Brl5FsfDIXbjksUOHSkVwIzgSsw7cQuL/3uPbVyqMdhWLoHHpgth/4yG0aM2KxbjtexMjRo/HG2/1MeyfOGEs9vy2C0cO/Y0GjZuZtIzmQmqG/n5+GPHhWPTqm3zncbF753Z8NWE85s6cjhlzFpi0jOYoLi4O0//vcyQmJMCq6bT1ydryI93KVCvujMcx8dibIgzF8TthCAyPRSXXvJA/0UalC8LWRoffrgQbwlD8djkYUXEJaPhSAWiV34P7cC1aDF3eeCvV/ldea6u2587+a6KSmZ99e/9EwYIueKt3v1T727bvhJKlSuHo4YNITEw0WfnM1doVi3Dvzi3UrFMfVk3HGiKZiATdb1eCkJAIGGvUi09Mgr2tjQrCcoUc1b6rgRHpzrkZEoWXizoht50NouO192b2+aRpRvffvnVTbV1cCr3gEpmnhIQE9B/oDVs7O9jYpH8zs7d3UDWh+Ph4ODg4mKSM5uj61ctYt3IJer09GOHhj3Hq+BFYLZ3lh5zVBWJQUBDu37+PqKgo6HQ6ODk5oWjRoihUyLre2CQE91033sxZ1MkBRZ0dVC1RQq9wXnuERccbHTyjH3gjA21uh0ZDy6S/MPRhCPb9+QeWLVqAosWKo1XbDqYullmwtbVVfYbG+N68gVu+N1UtkWGY+kPEt5O/QIlSL6FX/8FYNH8mrJpOW02mZhuIoaGhWLRoEXbu3ImAgACj5xQrVgwdO3bEO++8g4IFC8JayZ9k92rFYKPT4aBvcmDmdbBNN+JUT5pMRR57bX26M2bpD/OxatlCQ83w23mL4Jwvv6mLZdakiXTG1Elq27lrd1MXx6xsXLsCVy9fxOyFK2Fv/98AN6tlw5VqTO7u3bvo06cPAgMDUb9+fXTu3Bmurq7IlSuXOh4TE6NC8vz581i6dKkKzVWrVqFEiRKwRj1rFENF17y49TDK0LcozaZSUzRGv1+aV7XOrURJ9Oo3EHdu++LQ33sx3PttTJ/7AypUfNnURTPbGvXUSV/ixLEjqPRyFbzV23gNUovkb2jV0u/RqWsPVPaqDk3Qaes9xCwDcerUqarfYtu2bShfvnym5165cgUDBgzAtGnTMGfOHFjbnVd61SiOBi8VUE2lMrpU30Ial5AEuwxuzaLfH6PB/sO02nV63fD1Pwf24ePR72PyF59gxfqtqvmd/iP/5qZ8/Tl2bt+m5h9OmzVf9SNS8geFGf/3BQoUdMGg90ZCM3Ta+jdilvF/5MgRDBw48IlhKDw9PVWT6bFjx2BN7G11GFK/lApD//AYzDl4C4+i4w3HZRK+DJoxJo99cjNHdBwDMaWGTZqjVp16uHnjGu7dvWPq4piV6KgojB01XIVhKfeXsGDRchRxdTV1sczGz5vX4dy/pzBy7ATkcUwe0KYFOp0uSw9LZ5Y1RGmbl9FtWfn0FhsbC2shfX/DGrqjtEseNShmwaHbCI9NPd8pIDwW5Qs7wt5Gh7g0TaeFHO2RmJSEgAjreU2yUss5ffI4kpCEOvUapjtetLib2j4KfYiSpdxNUELzExb2CKOGD8H5s2fgWbESZi9YxJG4afz91x9q+8mHw4weHz1sgNqu/elXFHOznq4bnRWEnMUHovQbrlixAk2aNEGlSpUyPffixYuqH7FBgwawBtLcObRBKRWGVwIjVDOpsakT14MjUaFIXpQt7KiWdUv58/KzD8JiNNtkOn70cDg65sXW3XvVSMqUrl+5rP6Ry1JulNwfP3rEeyoMa9SqgxmzFyCvk5Opi2V2WrXvjGo10y/NdvzIIVw8fwat2nVCseIl4OTsDKuig6aYZSCOHTsWffv2Rbdu3VCtWjVUqVJFjSjNnTu3ejOLjo5WA27OnTuHU6dOqekX48ePhzXoVLkIyhZyVCvQfPfPnXS1P70Td8LQ2rMw2lcsjGtBkYaBNK0rFFJNpod8A6FFsk5p0+avYs9vO7Fu9XL06T/IcGzb5vW4dPE8GjZuBpdChU1aTnPx/bzZOPuvD7yqVses+QvVvzFKr02HLkb3yzxECcTW7btY5VqmOtYQTa948eLYsmULli9frkaQrl692uh57u7uqq9RHvnz57eKdUyblk6ePuL3OBaveRpvtvr9SjD8w2Px57VgtPIsjPEtSuOs32MUz5cLXsWcVe3xkG8otGroiA/xr88JLFowWzWflilXHlcvX8LJ40dQ3K0kxnzyhamLaDbrmG7Z+KP6WtYxXb1iidHz+r0z2DDCm7RFx0A0DxJwI0eOVI+wsDD4+/sjIiJC9Rc6OjqqKRYyQd+aeLjkMUyVaOiR8dJre6+HqBrhz+cD8TAyHk3LFESLsi5qor6E5K6LQRlOydCCIq5FsWjlBixbOB//HNyPk8ePonCRInizZ1/0GzAE+Qtod1m7lGQJO31f/Y6ff8rwPFnWjYGoTTqNBaIuiUv/Z2rY1oumLoLF+LxlOVMXwWI4ZDBCmIyLiLHyRbRzUMmCOTdVJn8v461zGXn0o2XPWzXbGiIREZmWTmM1RAYiEREZxUAkIiICA5GIiEhhIBIREQlt5SEDkYiIjGMNkYiICAxEIiIihYFIREQktJWHDEQiIjLOxkZbKyoxEImIyCg2mRIREYGBSERElExbechAJCIi41hDJCIigvYCUVtDiIiIKEuBqMvCI6dcvnwZ3t7eqFevHurUqYMRI0bg1q1bqc6Jjo7GjBkz0KJFC1SrVg09evTA4cOHn+m6DEQiIjJOl8VHDrh58yZ69uyJq1evYsiQISoYT506he7du+PBgweG80aPHo1ly5ahZcuWGDduHOLi4jBo0CCcOHEi29dmkykREZlNk+ns2bORkJCA1atXo2TJkmpf06ZN0alTJxWAn376qaoJ7tmzBx9//DH69++vzunSpYs6Z/Lkyfjpp5+ydW3WEImIyGyaTO3s7NC+fXtDGIoKFSqgQIECuHTpkvp+x44dsLe3V7VGPUdHR7zxxhs4f/48fH19s3ftHCg/ERFZIZssrlQTGRn5VOdJeGXk22+/TbdPmkpDQ0Ph5uamvj937hxKly6d7nkqV65sOO7h4YGsYiASEZFxWaz01ahR46kHzTyN4OBgFW4yeEbCb8CAAWq/v78/qlatmu58V1dXtb1//z6yg4H4BN92rGTqIliMel//aeoiWIxN7zUwdRHIajlYzbSLbt26GQbSjBkzBp6enurriIgI5MmTJ935uXPnVtuoqKhsXY+BSEREORKIPj4+yEmjRo2Cg4MDdu/erWqJd+/exVdfffXcgpyBSERERmU1VzLrG8yOzp07q23btm0xcuRIrF+/Hn369FHXkXmIaen3OTk5Zet6HGVKRERmNTHfGBl5Ki5cuKAG1wQGBqY7JyAgQG2LFi2arWswEImIyCjJuKw8ntWjR4/QunVrTJo0Kd0x6TfU9xPKaNJr166lqyXKlAvh5eWVreszEImIyCxqiPnz51fzC2WeYcoaYGxsLFatWqWaSmU5tzZt2qh90oSacsrH5s2b1ehTd3f3bF2ffYhERGSUKQaZyqCZfv36qeXb5CFzIWXlGVnKTWqOMkG/SZMm6jF9+nQ1ClXmJG7cuBF+fn6YOnVqtq/NQCQiIqNsbF58ItaqVQsrVqzAvHnz1ENUqVIFixcvViGoN2fOHMyaNUvVJmWahaxms3TpUtSuXTvb19YlJSUl5chvYaWi401dAsvBeYhPj/MQ6XnxLJpzIz2rTPgjS+efm/QaLBlriEREZJTGbofIQCQiIuNMvVLNi8ZAJCIioxiIREREYJMpERGRwhoiERERWEMkIiJSWEMkIiICa4hEREQKa4hEREQwzdJtpsRAJCIiozRWQWQgEhGRcWwyJbMVHx+PdWvX4KfNG3Hv3l0ULlIEnbt0xYBB3uoeYlpUyMkBQ5uXRhPPwiiU1wGPouJw9EYIFuy9gXsP/7t5aG57GwxpVhqtqxSFq3MuPIyMw99XgjDvz+sIjYyD1u37fRe2b/4Rt25eR968TqjkVQ39vN9HiVIvmbpoZkkrr5dOW3nIGwRbksmTJmLGtCnIX6AAevXpB1fXovhu/lyM/2g0tBqGawfXwZt1SuJmYATWHr2Dc/fC0NarGH70rgt3lzyGf9QL+lTHgCYeKgh/PHoH1wLC8UbtElg1sDacctlCy1YvXoBvJ32KiPDHaNflTXjVqIUjB/dhzLv94P/gvqmLZ3a09HrpXvANgk2NNUQLcdrnFLZs2oDXWrXG9Jlz1B+f3Lnrs0/GY8f2bdi/by+aNW8BLZGaYfECuTHj1ytYffiOYX/7qsUwuVtljG5dHh+sO4NXKhZBbY+C+PNCAEZvPAv9Dc/eb1kWg5p6oHcDdyzcdxNadOXCOWxasxRVqtfCl9PnI1eu3Gp/w2Z/YOrnY7F+5SJ8MP5LUxfTbGjt9dJZfsZlCWuIFmLDurVqO+S94YZPYrIdMepDtd26ZRO05pVKrggJj8WaI/+Fodh5xg+3gyPRsFwh9Q+6Sol8av/Ppx8YwlBsOXlPbauWTD6uRTu3blDb4R99ZnhzFw2bvYrWHbuhmFtJE5bO/Gjt9dKxhkjm6OTJEyhYsCDKl/dMtV+aTV/y8MCJE8ehJTIafMkBX8QnJKYKOb24hEQ42NnAzkaH0KjkPkK3Av+9gQnpSxQPI7Tbh3jy6CG8VKZcur4veXMb/tEEk5XLXGnt9dJZQchlBQPRAsTGxsLfzw9eVasZPe7mVgK+N28iJCQELi4u0ILEJODHNDVDPY/CjvAonFfVEuMSkrD7rD8GNfGAd7PSuBMShZO+D9XxzzpWRGx8IjYcuwstCn0YgkehD1Gtdj3cuXUTqxfNxxmfY+oDRo069dH/3ZEo5lbC1MU0G1p8vXTaykMGoiV49ChUbZ2dnY0ed/rf/vDHjzUTiJn9A/64XQXY2ugMTaIBYTEYsPwUvnmjshpco/coMg7eK31w9l4YtCgkKFBtgwMDMHpIXxQvUQqvtuuMu7d8cWjfHpz/9xS+XbgarsXcTF1Us6DF18tGYxPz2YdoAeLj4tXWwcHB6HH9/pjYGGid1Prql3VRo031fYt57G3wXovSKOvqhGM3QrDy0C3svxwI59x26vxi+ZObTrUmOjpKbeWNvEGTFpi5aA0GDR+jBot4fzBW1YgWz5th6mKaDS2+XjqN9SEyEC1ArtzJfV9xcXEZNqmKPHmSpxlokdQIJ3aphG61SuBOSCRGrvsX8QnJnYtj23qqATizfr+KwSt9MPP3axjx4xmM2XgWZV3zYkZ3L2iRzf/ewGxsbTHo/TGwtf1v+kn713uoASInDh8wBIHWafH10umy9rB0DEQL4OzkBBsbG4SHhxs9Lk2lyecZb1K1djLpfnbPquhcww23giIxaMUpBD5O/pAgLT4yDePewyisOHQ71c/9eTEQB64EwatkfpQpkhda4+jkpLZFi7nBOV/+VMfk782jbHm1GESgv5+JSmhetPh62eh0WXpYOrPuQ2zcuHGWf0aq7QcOHIA1sXdwQHE3N9y7a3zwh6xaU9DFRU3Y1xpp9vyuT3VULZUfF++H4b01pxGSYtSoS14H5LK3hW9QpNGfvx4YoVa5kWbTG4ER0JJixUuq2k5GLQ/y5p6yhULrtPh66Sw/46wnEPv164e5c+ciISEBlSpVQt682vsUr1ejZi38sv1n+PrehIdHacP+gAB/3PL11dykfCHTKub1rqbC8PjNh/hg3b+IiElIdU5YdLwaSfpSIUejz+Hukrw/ODy5RqklDrlyoXyFl3H5wlncv3sbbiXdDccS4uPhe+0KnPMXQKHCriYtp7nQ4uul01gimnUgent7o0KFChg2bBgKFSqExYsXQ6s6duqiAnHe7FmYPnO2aqKRlWrmzpqpjnd7swe0ZkTLsqjhXgCnb4di2JrTiIlPTHeOhOH+y0F4rbIretYriXVH/6tl1y/jgmYVCuN6QAQu+xlvjrZ2rTt2VW/wi+ZMw4Qps2Bnl7wm7tYNqxEU6I/O3Xun6ivTOq29XjbaykPzDkTRrFkzjB8/Hv/3f/+HTZs24c0334QW1W/QEK3btsNvu3ehb68eqFO3Hv497YNTJ0+o5dyaNmsOra1j2qNu8qogN4Mi8U5j44sqLzt4C9N+vaJWqxnfroIKwEsPHqOUiyNaVCyCqNgEfLb1PLRKpg0c++dvHDmwFyMGvIVa9Rrh7q2bOHHkoJp83rP/EFMX0axo7fXSaayGqEuSaoYF6N69O/z8/PDXX3/Bzu7F5Xh0creAWZC+i2VLFmH7z1sR4O+PYsXd0KFjJ7wzcHCGUzJepHpf//nCrtWiYmHM7ml8oYKUGk/Zj8fR8aovcUjz0mjmWRiFnR0QFhWPIzdCsHDfDdwKfvGjAje91wDmQpr7dvy0Hr//shV+9++qASP1G7dA74FDkS+/9vqlLf318ixqvHsgO9ovPJal83cOqQtLZjGBaCrmFIjm7kUGoqUzp0Ak65KTgdhhYdaWhPxlSB1YMrNvMiUiItPN79USBiIRERmlsS5EBiIRERlnDZPts4KBSERERmksD3MmEGWFhkOHDuHSpUsIDQ3FuHHjcPnyZTWRvmRJ67phJhGRVug0lojPvJbp0aNH8eqrr+Ldd9/FrFmzsGLFCrV/9+7daN26NZYuXZoT5SQiohdMx8W9n97FixfVajJRUVEYMmQIWrVqZThWvXp1FC5cGDNmzFBzB4mIyLLYaGxx72cKRFlnNFeuXPjpp58wcuRIeHp6Go41b95crSyTP39+LF++PCfKSkREL5Auiw9NB+LJkyfRpk0blChRwuhxV1dXtG3bFlevXn2WyxARkQnoNHaD4GcaVBMTEwNHx8xXRZCFbuU8IiKyLDaWn3EvLhDLli2rRpcmJiaquy8YW3vz4MGDKF36v9sVERGRZbDRWCI+U5Op3HlCmkPlbhQPHz5MdSw4OBhjxozBrVu30LVr12ctJxERvWA6Npk+vZ49e8LHxwfbt2/Hjh071AAb8corr6g7U0jNUaZk9O7dO6fKS0REL4iN5Wfci52YP23aNLRo0QKbN2/GhQsX1CT98PBw1KpVC6+//jprh0REFsoaan0vfKUaGUkqDyIish46aMszr1RDRETWycZEE/PPnDmDwYMHo3bt2vDy8kKXLl2wbdu2VOdER0erhV+khbJatWro0aMHDh8+bLoaojSJPm21WybvExGR5dCZoIp4/fp19O3bVy3qMmjQILUm9q5du9Qa2TJ485133lHnjR49Gnv37kWvXr1QpkwZ1W0n569cuVIF6QsPRFm67Unc3NyQL1++Z7kMERFppA/xm2++UdP4ZKWzokWLqn0yMFOCT1ZH6969u6pB7tmzBx9//DH69++vzpFaZKdOnTB58uRsV8CeKRDl7hbGSFX29u3b+P7771XBFy5c+CyXISIiE9C94DxMSEjA8ePH0aRJE0MYCglIGacisxqkIiazGuzt7VU46skiMW+88Ya6yYSvry88PDzMow8xd+7cal3TmTNnwtnZGdOnT38elyEiIjPqQ4yMjHyqR4bXs7FR0/jGjh2b7lhISIhh9bNz586pBV/SrpRWuXJltZXjZneDYKluN2rUSLXtEhGRda9UU6NGjac6T+6Xm1FmlCpVKt1+CdEtW7aoAHz55Zfh7++PqlWrGl0/W9y/fx9mF4jizp07iI2NhaV6EBpt6iJYjH3jmpu6CBaj+Tf7TF0Ei3L0s5amLoIm2Zi6AACSkpIwYcIEBAYGYtiwYWoBmIiICOTJk8do66SQWxKaTR+i/AKS6Pv27VMdnw0aNHiWyxARkQUMqvHx8cnR60uWfPnll9i5cyfq1q2LoUOHPtfBQM8UiDKqJ7MLyy8jKf7hhx8+y2WIiMgClm5zfMLdj7JCbg4h62T/8ssvqnlUBmnKQBr9dWTwZlr6fU5OTuYViFJwmRvSsWNHFCpU6FkuQ0REGlrLNCoqCu+//z4OHDigaoYShilDTqbzSRNqWgEBAWqbcoTqCwtEWRlARvU4ODg8y9MQEZEZ0plgHqLUDIcPH65uHSir0MyZM8dw4wg9yR0ZjSo1Qn2/oTh//rzayuo2L7zPdMSIEepBRETWWUO0ycIjJ8jkewlDuWvSvHnz0oWhaNOmjRqsuX79esM+GbciMxqkedXd3f3F1xDDwsJQrly5Z3kKIiIyU7oXXEGUJs/ly5fDzs4OjRs3Vku2pSWDNGXivjxkjvuDBw/UnMSNGzeq2w5OnTo129d/pkBs2bIl/vjjDwwYMAAuLi7P8lRERGRmbF5wIp46dUo1mYqJEycaPWfx4sVqvqE0pcqqNLJqjfQ5VqhQAUuXLs32OqbPHIh16tTBsWPHVDDWrFkTJUuWTNWem7IdWkYLERGR5bB5wdeTptCMJu2nJYt+y/xEeeSUZwrEr776yvD1oUOHMjyPgUhEZHlsTTXM1ESyFIhSE3z77bfRr18/9f2qVaueV7mIiEiDt3+ymEC8d++eGkijJ/NDiIjIOtkwEImIiPDCB9WYGgORiIiM0lgeZj0QHz9+nK1ba8hSO0REZDlsGIiZk4E0WR1MI6NML1y4kNVLERGRCemgrUTMciAWL14cJUqUeD6lISIis2GjrTzMeiB27dpVLbxKRETWzYaBSEREBE7MJyIiEhxlSkREBM5DzJT0HdarV+/5lYYytXLRfKxbudjosWYtW+PjidNeeJnMVXBQIJb8sACHDv6NkOAg5MufH3XqNYD30PdRomQpaFUhJwcMbV4aTTwLo1BeBzyKisPRGyFYsPcG7j2MNpyX294GQ5qVRusqReHqnAsPI+Pw95UgzPvzOkIjk+9GoFXx8fFYt3YNftq8Effu3UXhIkXQuUtXDBjkDXt7e1gTG23lYdYDkUznxrUrsHdwQPc+A9Id8yjD+1KmDMMBfXvA388Pdes3xGut2+KWry9+370Thw8dwJKV6+D+kge0GIZrB9dB8QK5cfhaMH495w+PQo5o61UMjcoXRt/Fx3E7JEo1ky3oUx21PQri3L0w7LkQgPJFnfBG7RKo41EQvRYdQ3hMArRq8qSJ2LJpA2rUrIVmLV7BaZ9T+G7+XFy5fBnfzp4La6JjIJK5unn9Ktw9yqDvwKGmLopZk5qhhOGID8eiV9/+hv27d27HVxPGY+7M6ZgxZwG0RmqGEoYzfr2C1YfvGPa3r1oMk7tVxujW5fHBujN4pWIRFYZ/XgjA6I1nkZSUfN77LctiUFMP9G7gjoX7bkKLJPwkDF9r1RrTZ85Rc6yTkpLw2SfjsWP7NuzftxfNmreAtbDR2DzEF327K8qmiIhwBPjdR+mynqYuitnbt/dPFCzogrd6J9+VRa9t+04oWaoUjh4+iMTERGjNK5VcERIeizVH/gtDsfOMH24HR6JhuUKqRlClRD61/+fTDwxhKLacvKe2VUsmH9eiDevWqu2Q94arMBSyHTHqQ7XdumUTrIlOl7WHpWMN0ULcvHZFbUuXK2/qopi1hIQE9B/oDVs7O9jYpP+8Z2/voO7ILf1ADg4O0ArpC1pywBfxCYmpQk4vLiERDnY2sLPRITQquY/QrUDqm31LX6J4GKHdPsSTJ0+gYMGCKF8+9QdTV9eieMnDAydOHIc1sbGCkLOaQIyKilJLvtnZ2aFSpUoZvoEFBgaquyw3btwY1txcKh49fIiPPxiCq5fPq++r16qHt73fRykN9okZY2trix69+ho95nvzBm753lS1RC2FoUhMAn5MUzPU8yjsCI/CeVUtMS4hCbvP+mNQEw94NyuNOyFROOn7UB3/rGNFxMYnYsOxu9Ci2NhY1RTvVbWa0eNubiXge/MmQkJC4OLiAmtgYw3VPmtoMl2xYgUaNWqEPn364K233kKDBg0wf/58VQNI6/Dhwxg8eDC0UEPcsm4VHPPmRZuO3VDhZS8c3LcHI7374PqVS6YuolmTJtIZUyepbeeu3U1dHLMh73cft6ugJmDrm0QDwmIwYPkpPIyIVYNrjkxogfXv1kUR51zwXumDs/f+uyeqljx6FKq2zs7ORo87/W9/+OPHsBY6Npma3s8//4ypU6eiRo0aaNu2LYKDg7FlyxYsWLAAx48fx3fffYe8efNCS2xsbeFazA2jP52IajXrGPb/9dtOTJv4CWZO+QILlm8waRnNlQx6mDrpS5w4dgSVXq6Ct3obr0FqkdT66pd1UaNJ9X2Leext8F6L0ijr6oRjN0Jw8cFjVYtsUr6wOv+9NT7wexQDrYmPi1fbjFoX9PtjYq3ntbHVWJupnbnWDmvVqoW1a5M7sMW7776LTz/9FLt27cLAgQOxbNkyODo6QiuGj/4EGJ1+/yut22P39i04e/ok7tzyZdNpGtJXOOXrz7Fz+zY1/3DarPmqH1Hr5I3ui04V0bmGG+6ERGLkun8Rn5DcuTi2racagDPr96tYcei24WdaViqCmW9VxYzuXuiz+AS0Jlfu5D5V6YPOqElV5MmTB9bCBtpilr/v9evX0a5du1T75I9s5syZ6NGjB06fPo2hQ4ca/gC1rpxnJbX1f5Dc5EXJoqOiMHbUcBWGpdxfwoJFy1HE1RVaJ5PuZ/esqsLwVlAkBq04hcDHyf+WpEIg0zDuPYxKFYbiz4uBOHAlCF4l86NMEW210AhnJyc1UCs8PNzocX1TqbOT8SZVS6TT6bL0sHRmGYi5cuVCRESE0WNfffUV2rdvj6NHj2LkyJFG+xStTUJ8PC5fPIdL588YPR4Tk7zCiEzap2RhYY8wbMg7+Ofg3/CsWAkLl69BseK8SbVzbjssfrsmmnoWxsX7Yei/7ESq5k+XvA7IZW8L36BIoz9/PTD532Wx/MkjTrVE/n0Vd3PDvbvGBxXJqjUFXVyQv0ABWAtdFh+WziwDsXr16vjxxx8RFBRk9Pg333yjRpTu3bsXH3zwAR5bUSe2MQmJiRj97tuYMHpYug8A0j924dy/sLW1Q9nyFUxWRnMSExOD0SPew/mzZ1CjVh18v3glXFwKQetkWsW83tVQtVR+HL/5EANXnEJImikUYdHxaiTpS4WMd0e4uyTvDw7XZuuMrE4TFBQIX9/UCxMEBPir1ZCqZjAC1ZJHmdpk4WHpzDIQ33//fYSGhqJ169YYNWoU7t+/n+q4TMOQEacNGzbEnj17MGXKFFgz6ayv16gZwh+HYeOaZamOyahT3+tX0eK1tnBy1u6E6ZS+nzcbZ//1gVfV6pg1fyHyOjmZukhmYUTLsqjhXgCnb4di2JrTiDCy/JqE4f7LQSjpkgc965VMdax+GRc0q1AY1wMicNnPeLOhtevYqYvazps9y7C4g3wonTtrpvq625s9YE10Gqsh6pLk/6aZ9iNKTfDEiRPYsWMHSpQoYXTAxJw5c7B8+XJVc7p48WKOl+Nm0H8LHpuS34N7GDWkHx4GB6FG7fooU94TVy9dwBmfE2o5txnfLUe+/KZtqingaG8W65h2afeqGvjQsXNXuBYrZvS8fu8MVk3zptL8m30vfB3TX0c1UrXErafuw++R8b/rZQdvqf+PqwbWTl7z9HowLj14jFIujmhRsQiiYhPgvfIUzt9/sa0yRz9rCXMxdswo/LZ7F6p4VUWduvXw72kfnDp5ItVybqaUOweHSv54KmtzTnvVTP0hytKYbSDqyacwYyuOpJ2Yf+rUKVWjtNZAFEGB/li15DscP3wQjx+FwqWwK5q0eBW9+nsjrxl05JtDIO7fuwfjPhzxxPP++PsInE1Yo37RgdiiYmHM7vnk5rzGU/bjcXS86ksc0rw0mnkWRmFnB4RFxePIjRAs3HcDt4Kj8KKZUyDKh61lSxZh+89bEeDvr/qmO3TshHcGDjaLBR9yMhDX+WRtoF7PGukrLpbE7APR1MwpEM2dOQSipXjRgWjpzCkQzV1OBuKGLAZiDwsPRLOch0hERKans4KBMlnBQCQiIqOsYeRoVjAQiYjIcqYhPEcMRCIiMopNpkRERLCOuYVZwUAkIiKjNFZBZCASEZFxNhqrIzIQiYjIKNYQiYiIIH2I2kpEBiIRERnFGiIRERHYh0hERKQ84b4KVoeBSERERrEPkYiICLKWKTSFgUhEREZprYaosRZiIiLKyihTXRYez8OiRYvQqFEjo8eio6MxY8YMtGjRAtWqVUOPHj1w+PDhbF+LgUhERBnWELPyX07bv38/5s6dm+Hx0aNHY9myZWjZsiXGjRuHuLg4DBo0CCdOnMjW9RiIRESUYR9iVh45JSkpCWvWrMGwYcNUyBkjNcE9e/Zg7NixmDBhAnr16qV+pnjx4pg8eXK2rstAJCIis6ohStPn119/jXr16qFy5cpGz9mxYwfs7e3RvXt3wz5HR0e88cYbOH/+PHx9fbN8XQYiERHlSB9iZGTkUz2e5P79+5g4cSKWLFmCvHnzGj3n3LlzKF26tArBlPQBKseziqNMiYjIqKzW+WrUqPFU512+fDnT43/99RccHBwyPcff3x9Vq1ZNt9/V1dUQqlnFQKQcY2errSHaz+LoZy1NXQSLUrDOcFMXwWJE+czPseeyNdFipk8KQxEREYE8efKk2587d261jYqKyvJ1GYhERGRcFvPQx8cH5kKXjTBnIBIRkVFZHSiTtj/veZJryTzEtPT7nJycsvycDEQiIrK42z+5ubkhMDAw3f6AgAC1LVq0aJafk6NMiYjIKF0WHy+SjCa9du1aulqiTLkQXl5eWX5OBiIREVlcIrZp0waxsbFYv369YZ9M6di8ebMaferu7p7l52STKRERWdzi3k2aNFGP6dOn48GDB2pO4saNG+Hn54epU6dm6zkZiEREZHF9iGLOnDmYNWuWWrVGpllUqFABS5cuRe3atbP1fLokWTSOMnQzKP0oJjKusPOT5w5RMntb9lZkBechmmYe4infsCydX9MjHywZa4hERJRjc/ksGQORiIiM0lgeMhCJiMg4jeUhA5GIiDKgsURkIBIRkcVNu3geGIhERGQU+xCJiIiguRZTBiIREWVAY4nIQCQiIqPYh0hERAT2IRIRESkMRCIiImivyZQrDFuQlYvmo02jakYfUz4fa+rimaXAgAA0a1gHP65eaeqimK34+HisXrkCr3dsh7o1q6Jd65ZY+P0CxMXFmbpoZmXKqNfVwtlNapVPd6xXh7o4vG4cgv75Ftd+/RrfjO6KvHkcrKKGqMvCw9KxhmhBbly7AnsHB3TvMyDdMY8y5UxSJnMWGRmBj0a9j4jwcFMXxaxNnjQRWzZtQI2atdCsxSs47XMK382fiyuXL+Pb2XNNXTyzULvySxjeq7nRY2MGtMLX73fCmSt38f36/ahczg0j+ryCul4eaDVoDuLiE2CpdNAWBqIFuXn9Ktw9yqDvwKGmLorZe3D/Hj4aNQKXLl4wdVHMmoSfhOFrrVpj+sw56u4Gcke4zz4Zjx3bt2H/vr1o1rwFtMzezhY/fNkbdna26Y65Fy+Iz99tjyP/3sBrg2YjPj5R7f9saHt84t0WA7s1wg8b/obF0kFT2GRqISIiwhHgdx+ly3qauihmT5pH3+rWGVevXEaduvVNXRyztmHdWrUd8t5ww61+ZDti1Idqu3XLJmjduEGtUc69CP48cindsQFdG8Pe3hbTlv5uCEMxbelvePQ4Cv1fbwhL70PUZeE/S8dAtBA3r11R29Ll0vdfUGrr1q5CseJuWLR8Ndp17GTq4pi1kydPoGDBgihfPvUHLVfXonjJwwMnThyHllUp74aPBrTC9GV/4OL1B+mON65ZVm3/PpH871MvJjYeR8/cRLUKJZHPKTcslU5jfYgWGYjXr1/Hjh078McffyAsLGt3dLbk5lLx6OFDfPzBELzRprF6TPp0NO7c8jV18czKJ599hR83bUW16jVMXRSzFhsbC38/P5Qs5W70uJtbCTwOC0NISAi0yMZGhx++6I1rtwNVjc+YMqWKwC8oDBFRsemO3XqQ/LqVd3eFpdJl8WHpzLYP0d/fH8uWLcOlS5fg5uaGgQMHoly5cvjqq6+wfv16dY70dTg6OuKzzz7D66+/Di3UELesW4X6jZuhTcduuHn9Cg7u2wOfE0cxbd4SlPWsaOpimoUGjRqbuggW4dGjULV1dnY2etzpf/vDHz+Gi4sLtGZUv5aoXrEUWg6YleHAGJf8jvC9F2z0WNjjKLXN55wHFksHTTHLQLx9+za6d++O0NBQFChQAEePHsVvv/2GYcOGYd26dWjbti3at2+P8PBwrFq1Cp9++imKFi2Khg0tu70+Mza2tnAt5obRn05EtZp1DPv/+m0npk38BDOnfIEFyzeYtIxkWeLj4tXWwcH49AD9/pjYGGhNOXdXfDqkHRZtOqCaPjMbcBPzv9cxLf3+3A72sFQ6jSWiWQbijBkzYG9vj+3bt8PT0xMPHjyAt7e32t+mTRvMmjXLcK4EY9euXfHDDz9YdSAOH/0JMDr9/ldat8fu7Vtw9vRJ1XRa6iUPUxSPLFCu3Ml9WxnNN5QmVZEnjwXXcLLphy96IfBhOD6b+3Om50XFxMHBzvjbaC775P0RUZb7gcJGW3lonn2IR44cQf/+/VUYiuLFi2PMmDGqiVRqhylJcEognj17FlpVzrOS2vo/uGfqopAFcXZygo2NjWppMUaaSpPPM96kaq3e7dEUjWqWw4jJ6432DaYUGhaJ/Bk0ieqbSsPCk5tOLZJOW52IZllDlOHetrap5/x4eXmpYNR/ak1JgtKaJcTH49rVS0hKTETFylXTHY+JiVZbmbRP9LTk76W4mxvu3b1r9Pi9e3dR0MUF+QsUgJa8/mryYKxt894zevz3JR+obYV2n+PqrQC1ck3uXPaIjkld0/ZwK4SEhEQ1KMdS6awh5Sw9EKtVq6b6Blu3bq1CUEin/t69e9OdGxwcrPoV5WesVUJiIka/+zZy53HEhp37Un1YkA8DF879C1tbO5QtX8Gk5STLI6vT/LL9Z/j63oSHR2nD/oAAf9zy9dXkpPzV24/g7xPJo7pTatWwEupWLa2O37ofouYZ/nP6BprXrYBGNcqmmqeYy8FOrVRz4foDhEdabpOpTlt5aJ5NptI8+ujRI7Rr106NIM3I5MmTVR+i9DEOHz4c1koGN9Rr1Azhj8Owcc2yVMdk1Knv9ato8VpbODnnM1kZyTJ17NRFbefNnoXExETDh6y5s2aqr7u92QNas2bHUfzfwl3pHsfOJk9vWr09+fij8Chs2H0C8fEJmPBuOzj8r89QjB3YWjWlLvvpECyZTlstpuZZQ5S+w82bN2P27NmIjk5uDjRm//79KFKkCL777jvUrFkT1mzw+6NVTVAW+D5z6gTKlPfE1UsXcMbnhFrOzXvEGFMXkSxQ/QYN0bptO/y2exf69uqBOnXr4d/TPjh18oRazq1pM+Prd1KyK77+mL36T4x5pxWOrB+HXfvPoVLZ4mjXtAr+8bmOZT/9A0ums4aUs/RAFKVLl8acOXMyPWfTpk3Il08btaJixUtg3tIfsWrJdzh++CDOnj4Bl8Ku6NazH3r190ZejQ18oJzzf1OmoWzZctj+81asXb1SrfLz3vAReGfgYMNybpSxz+Zux12/UHh3b4JhvZrDPzgMc9f8pWqRsRlMybAcOmiJLsnaR6Q8o5tBGddQKbXCzhzU87Tsbc2yt8JsFaxjvV0iOU1uUZVT7oVmPso2rRIFLPs9wGxriEREZFo6aAsDkYiIjNJaizkDkYiIjNJaHzIDkYiIjNJWHDIQiYgoAzqNJSIDkYiIjOLSbUREREJbechAJCIi4zSWhwxEIiIyjn2IREREYB8iERGRJmuIXFCRiIiINUQiIsqIjcaqiAxEIiIySmN5yEAkIiLjNJaH7EMkIqIM6LL4yCH379/HqFGjUL9+fdSqVQvDhg3DnTt38LyxhkhERGYz7SI0NBT9+vVDeHg43n77bTg4OGDZsmXo3bs3tm3bBhcXl+d2bQYiERGZTR/iihUrcPfuXWzevBlVqlRR+5o0aYIuXbpg8eLFGDdu3HO7NptMiYjIbFpMf/nlF1SvXt0QhsLT01M1n8qx54mBSEREZpGIjx49Un2FKcNQr3LlyggICFCP54VNpkRElCN9iJGRkU91nqOjo9H9/v7+alu0aNF0x1xdXdX2wYMHhq9zGgORiIhypA+xeo0aT3Xe5cuXje6PiIhQ2zx58qQ7ljt37iyFbnYwEJ+gdOHk/wlEZDpRPvNNXQRNyv2CEyIpKUltdZkkcWbHnhUDkYiIcoSPj88z/by+KTUqKirdsejoaLV1cnLC88JAJCKiHJFR3+DTKlGihNoGBgamO6YfTGOsfzGncJQpERGZBWdnZ7i7u+P8+fPpjsm+YsWKoUiRIs/t+gxEIiIyG23atMHJkydTheKVK1dw5MgRdOjQ4bleW5ek78UkIiIyMVm6rWPHjoiLi8PAgQNhY2OD5cuXw97eHlu2bHmuS7cxEImIyKzI5PwpU6bg8OHDai3TunXrYuzYsShVqtRzvS4DkYiIiH2IREREyRiIREREDEQiIqJkDEQiIiIGIhERUTIGIhEREQORiIgoGQORiIiIgWhZ7t+/j1GjRqF+/fqoVasWhg0bplZ0oMwtWrQIjRo1MnUxzNqZM2cwePBg1K5dG15eXujSpQu2bdtm6mKZJbm5rbe3N+rVq4c6depgxIgRuHXrlqmLRTmAK9VY0Pp+b7zxBsLDw/H222+r5YyWLVsGW1tb9cb1PNf3s2T79+9XHxzy58+PQ4cOmbo4Zun69evo2rWreo169eqFvHnzYteuXTh16hTGjx+Pd955x9RFNBs3b95Et27d1GvVt29fJCQkYOXKlWrdTfl3WLx4cVMXkZ6FBCKZv1mzZiVVqFAh6ezZs4Z9ly9fTqpUqVLS1KlTTVo2c5SYmJi0evXqpMqVKyd5enomNWzY0NRFMluDBw9Oql69epKfn59hX0JCQlKPHj3U/vDwcJOWz5yMGDEiqWrVqkl37twx7Lt06ZL6G5s0aZJJy0bPjk2mFuKXX35B9erVUaVKFcM+T09P1Xwqxyi1Hj164Ouvv1bNWpUrVzZ1ccyW1HCOHz+OJk2apLrxqtxhoG3btoiMjMTFixdNWkZzYmdnh/bt26NkyZKGfRUqVECBAgVw6dIlk5aNnp1dDjwHPWePHj1SfYXNmzdPd0ze7KUpUO4m7erqapLymWt/68SJE9G9e3f069fP1MUxWxJ827dvh06nS3csJCREbaVZnpJ9++236fY9ePBAdWm4ubmZpEyUcxiIFsDf319tU36C19OHoPyjZCD+56+//lL9rJQ5CUJjt9SRmqHce87R0REvv/yyScpm7oKDg3Hu3DnMmDFDvU4DBgwwdZHoGTEQLUBERITa5smTJ92x3LlzG97A6D8Mw+yTcXYTJkxAYGCgGpCUK1cuUxfJLMngGvkgKsaMGaO6MMiyMRAtgH4gsLFmLb3MjhFl5W/tyy+/xM6dO9VNWYcOHWrqIpktmQIlH7x2796taol3797FV199Zepi0TPgoBoLIM0xIioqKt2x6OhotXVycnrh5SLrIlMHpKazfv16VK1aFd9//z3s7e1NXSyz1blzZzXwaO7cuWorr9vVq1dNXSx6BgxEC1CiRAm1lSastGQwTUb9i0RPSz5sSW1QRixLzXD58uX8kJUFMvJUXLhwwdRFoWfAQLQAzs7OcHd3x/nz59Mdk33FihVDkSJFTFI2so6a4fDhw3HgwAG0aNECS5YsYRhmMNq7devWmDRpUob9/Po+fbJMDEQL0aZNG5w8eTJVKF65cgVHjhxBhw4dTFo2smzS5Hfw4EG88sormDdvHgfRZEBWp5Em5B07dqRqrYmNjcWqVatU14bMeyXLxaXbLITMc+rYsaP6ND9w4EA1f0yateQfqAyP59JtGZMltm7cuMGl24yQJncJQnkb+OSTT4zWDBs0aMApPf8jH0plXqss0dazZ0/17/Cnn35SfYdSc5TlFclyMRAtiEzOnzJlCg4fPqxGt0lfz9ixY43OI6P/MBAz9uuvv+KDDz7I9JzFixejadOmL6xM5k5W9pGatCyILmT1qCFDhqjVfsiyMRCJiIjYh0hERJSMgUhERMRAJCIiSsZAJCIiYiASERElYyASERExEImIiJIxEImIiBiIREREyRiIREREDESyVrLWZIUKFdI9KleurO5IIOub/vzzzy+sPGFhYer6cl09WRRa9q1YsSJbzyn3LpT1bZ/HjW+lXERaY2fqAhA9Ty1btkSlSpUM38fHxyMkJAS7d+9WC6PLot+jRo0ySdmkXHIfwurVq2f5Z6dPn67uW7ht27bnUjYiLWIgklV79dVX0bVr13T75RZar7/+urqTQ/fu3VGiRAmTBGLKsM6K4ODgHC8PkdaxyZQ0ycPDQ9UeExIS1M1xiYgYiKRZRYsWNdx8Wd+fJ02pUnv08vJCixYtDH104eHhmDFjhqpxyv3v5N53X3zxhdGa2t27dzFmzBg0bNgQNWrUUM2i9+/fT3deRn2Ily5dUs24jRo1Uj8vNdnNmzerm/gKuaHv1q1b1dddunRR3+vJOevWrVM/U7VqVdSpUwfvvvsuLly4kO760dHRmDlzpvp5OVdqynKvPyKtYpMpadbt27cNwZiYmKi+lruey93hZfCLBJvcfPnx48fo1asXrly5ou4e36pVK3Vs48aNOHDgANavX2+4o7yfnx/eeustBAUFqaBxc3NT5wwaNOipyiQ3f5YAk5qr1GDl5/ft24dPP/1UheqIESPUHdslECU4e/TogTJlyhh+fty4cWqwUPny5VU5oqKiVMjL1wsXLlTlF/L7Dh48GMeOHVNh+Nprr+Hs2bMYMGAA8uTJ8xxebSILIDcIJrI2c+fOTfL09EzasmWL0eNnzpxJevnll5OqVq2aFBwcrM6T85s2bZoUGRmZ6twvv/xSHVuzZk2q/Xv27FH7R4wYYdg3duxYte+nn34y7IuIiEjq06eP2i9bPf01ly9frr6Pj49PatGiRZKXl1fSqVOnDOdFR0cndezYUZU3KChI7Rs3bpz62QsXLhjO27Vrl9r34YcfJsXFxRn23759O6lu3bpJTZo0SYqJiVH7Nm/erM79+OOPkxISEgznfvPNN2q/PIi0hjVEsmp79uzBvXv3Uo0yvXnzpqp1ydeffPIJXFxcDMebNm2aqoYk58hITqlx9e7dO9VzSw2uZs2a+OOPP1STqoODA37//Xd1rjRZ6jk6OqomVGmSzMzp06dVWeU8aSrVy5UrF8aPH49///0XMTExGf68NKsKqU3a2f33T1tquVJD/OGHH/DPP/+gefPm2LlzJ3Q6HUaPHg0bm/96TkaOHKlqvlIrJtIaBiJZtT///FM99Ozt7VGgQAHVPycB17hx41TnlyxZMtX3Ep6RkZGqCVPmNqYlASXHLl++rJ5XzpU+xrRkn1w7M9IEKoxNw5D+SHlk5vz58yo8165dm+6Y/B7i4sWLKhDlWtIcW6hQoVTnSajLXM0jR45kei0ia8RAJKs2ZcoUo9MuMiKBknZCvZD5ivPnz8/w5x49eqRqXCJv3rzpjtva2sLJySnTa+uv9aTzMiK1OqnRPqmc+mulDUO9/PnzZ+v6RJaOgUiUCX24yeot06ZNy/Tc69evq62x5kYZ/SkDXDIjTasiIiIi3bG4uDj1HFKDy+znpbzSHPwk+fLly7BZVGq5RFrEaRdEmShdurQKIWmO1E97SEmmTHz33Xd4+PAh3N3d4ezsDB8fn3TnXbt2TU1zyIynp6fanjlzJt0xGSlarVo1w8o0+tpoSjKFQ0a5BgYGpjsmITlr1ixDs6w0iz548CDddBBp/pVmVSItYiASPaEJtV27dirQli9fnurY0aNHVa1xy5YtqplR+gg7dOigpnOkPDc2NhbffvvtE68lcwaLFy+upk2kDCX5eQleaXbVT5vQD5qRmqOeDOSR0P7666/Vz+gFBASoOZOLFi0y1Hj1g36mTp2a6jmWLl2qpowQaRGbTImeQOb2Sa3vm2++UQN0ZN6ev7+/GlEqwTR58mTDSE2ZUC9zCSVoZAWcsmXLqu9l8n/a/sm09M81ZMgQNSpU5gZKP5/U7nx9ffHxxx8bFhPQb+U6MthGJv9LX+lff/2F3377TQ3ykcUDpE9RapdyfRlRKiNOhYS8nPfrr7+qATcStBL6MphGlrFLOTKXSCtYQyR6ApmWIVMRZNK6BOHq1atx4sQJNfFe9svdM/SkpigrxUigSSht2LABhQsXVjW8zPr/9CTc5OcloPbv369GjMo0EAnj/v37G86ThQJkpOy5c+dUeaTfUZpR586dq6ZdyM9s2rRJhWG5cuWwYMECeHt7p7qWrFIj00GkNinXlKZWGZBTsWLFHH4FiSyDTiYjmroQREREpsYaIhEREQORiIgoGQORiIiIgUhERJSMgUhERMRAJCIiSsZAJCIiYiASERElYyASERExEImIiJIxEImIiBiIREREyRiIREREDEQiIiIo/w/5SCuXpv2HLQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.naive_bayes import GaussianNB\n", "clf = GaussianNB()\n", "\n", "try:\n", " clf.fit(X_B_train_s, y_B_train)\n", " y_pred = clf.predict(X_B_test_s)\n", " res_gnb = classification_scores(y_B_test, y_pred)\n", " print('GaussianNB metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_gnb.get(k, np.nan)\n", " try:\n", " print(f' {k}: {v:.4f}')\n", " except Exception:\n", " print(f' {k}: {v}')\n", "\n", " plot_preds_pca(y_pred, 'GaussianNB predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_gnb['confusion_matrix'])\n", "\n", "except Exception as e:\n", " print('GaussianNB failed:', e)" ] }, { "cell_type": "markdown", "id": "abc6bdde-9ce9-4a7f-a54b-e6c20e975b99", "metadata": {}, "source": [ "### Linear Discriminant Analysis (LDA)" ] }, { "cell_type": "code", "execution_count": 53, "id": "c008c7b7-67a9-4b06-9806-3cfba0b7aaac", "metadata": {}, "outputs": [], "source": [ "### Repeat for the rest of the classifiers for Dataset B\n", "### Create a summary table and compare the results to Dataset A" ] }, { "cell_type": "markdown", "id": "12a713ef-23fe-4522-96b2-9b7870643606", "metadata": {}, "source": [ "### Quadratic Discriminant Analysis (QDA)" ] }, { "cell_type": "code", "execution_count": 54, "id": "b527e058-2db5-4833-94be-bdbcb68bd2f5", "metadata": {}, "outputs": [], "source": [ "### Repeat for the rest of the classifiers for Dataset B" ] }, { "cell_type": "markdown", "id": "091523da-c961-4c2e-a5a2-a0d0fb41ba80", "metadata": {}, "source": [ "### Logistic Regression" ] }, { "cell_type": "code", "execution_count": 55, "id": "5ef7e442-5fc0-4c34-b94d-b6672659e76d", "metadata": {}, "outputs": [], "source": [ "### Repeat for the rest of the classifiers for Dataset B" ] }, { "cell_type": "markdown", "id": "d15c2584-851c-4941-8ccf-73ccf5db925c", "metadata": {}, "source": [ "### Support Vector Machine (SVM)" ] }, { "cell_type": "code", "execution_count": 56, "id": "0833ee6f-45e8-4e72-bf60-1bae637e9cf1", "metadata": {}, "outputs": [], "source": [ "### Repeat for the rest of the classifiers for Dataset B" ] }, { "cell_type": "markdown", "id": "7c5c40d7-fbc7-449c-a1af-0ade5852ead1", "metadata": {}, "source": [ "### k-Nearest Neighbors (k-NN)" ] }, { "cell_type": "code", "execution_count": 57, "id": "d3eee555-a7a8-48c7-8683-2e98a1d61267", "metadata": {}, "outputs": [], "source": [ "### Repeat for the rest of the classifiers for Dataset B" ] }, { "cell_type": "markdown", "id": "368f5d18-5eca-4e71-9335-96b74c615c1a", "metadata": {}, "source": [ "### Decision Tree & Random Forest" ] }, { "cell_type": "code", "execution_count": 58, "id": "1cbb1a44-3c4b-47c8-ba64-43381361c95c", "metadata": {}, "outputs": [], "source": [ "### Repeat for the rest of the classifiers for Dataset B" ] }, { "cell_type": "markdown", "id": "77248346-6719-4091-9917-1c95f8c74621", "metadata": {}, "source": [ "### Summary and comparison" ] }, { "cell_type": "code", "execution_count": 59, "id": "4be01b2a-f8e9-4065-a7a6-055a9e20b443", "metadata": {}, "outputs": [], "source": [ "### Repeat for the rest of the classifiers for Dataset B" ] }, { "cell_type": "markdown", "id": "60e03987-ed72-4412-95d7-56acb4391c20", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## PART 5 — Clustering Algorithms Overview\n", "\n", "In this section, we explore several popular **clustering algorithms** implemented in **scikit-learn**. \n", "Each method groups data points into clusters based on different principles (centroids, density, connectivity).\n", "\n", "We will apply the following clustering algorithms to our dataset:\n", "\n", "---\n", "\n", "### 1️⃣ [K-Means](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html)\n", "- **Type:** Centroid-based\n", "- **Concept:** Iteratively assigns each sample to the nearest cluster center and updates cluster centroids.\n", "- **Strengths:** Fast and efficient for spherical, well-separated clusters.\n", "- **Limitations:** Requires specifying *k* in advance, it is sensitive to initialization and outliers.\n", "\n", "---\n", "\n", "### 2️⃣ [Agglomerative Clustering](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.AgglomerativeClustering.html)\n", "- **Type:** Hierarchical\n", "- **Concept:** Starts with each point as its own cluster and repeatedly merges the closest pairs of clusters until the desired number is reached.\n", "- **Strengths:** Produces a full hierarchy (dendrogram) and does not assume spherical clusters.\n", "- **Limitations:** Computationally expensive for large datasets, requires a linkage criterion.\n", "\n", "---\n", "\n", "### 3️⃣ [DBSCAN (Density-Based Spatial Clustering of Applications with Noise)](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html)\n", "- **Type:** Density-based\n", "- **Concept:** Groups points that are closely packed (high density) and marks low-density points as outliers.\n", "- **Strengths:** Automatically detects the number of clusters, robust to outliers and irregular shapes.\n", "- **Limitations:** Performance depends on the choice of parameters `eps` and `min_samples`.\n", "\n", "---\n", "\n", "### 4️⃣ [Spectral Clustering](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.SpectralClustering.html)\n", "- **Type:** Spectral\n", "- **Concept:** Uses the eigenvalues of a similarity matrix (Laplacian) to perform dimensionality reduction before clustering.\n", "- **Strengths:** Works well for complex, non-convex cluster shapes.\n", "- **Limitations:** Computationally expensive, sensitive to the similarity definition.\n", "\n", "---\n", "\n", "### 5️⃣ [BIRCH (Balanced Iterative Reducing and Clustering using Hierarchies)](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.Birch.html)\n", "- **Type:** Hierarchical (tree-based)\n", "- **Concept:** Builds a clustering feature tree to summarize the data and performs incremental clustering efficiently.\n", "- **Strengths:** Scales well to large datasets.\n", "- **Limitations:** Sensitive to parameter `threshold`, not ideal for non-globular clusters.\n", "\n", "---\n", "\n", "### 6️⃣ [Affinity Propagation](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.AffinityPropagation.html)\n", "- **Type:** Message-passing (graph-based)\n", "- **Concept:** Exchanges messages between data points to determine exemplars (representative points) and form clusters.\n", "- **Strengths:** Does not require specifying the number of clusters; identifies exemplar points automatically.\n", "- **Limitations:** High memory and time complexity, sensitive to parameters.\n", "\n", "---\n", "\n", "### 7️⃣ [Gaussian Mixture Models (GMM)](https://scikit-learn.org/stable/modules/generated/sklearn.mixture.GaussianMixture.html)\n", "- **Type:** Probabilistic / Model-based \n", "- **Concept:** Models the data as a mixture of multiple Gaussian distributions, each representing a cluster, assigns soft cluster probabilities instead of hard labels. \n", "- **Strengths:** Captures elliptical clusters and overlapping regions and provides probability estimates for cluster membership. \n", "- **Limitations:** Requires specifying the number of components *k*, can converge to local optima, assumes Gaussian cluster shapes. \n", "\n", "---\n", "\n", "### Summary\n", "\n", "| Algorithm | Type | Needs `k` | Handles Noise | Suitable For | Link |\n", "|------------|------|-------------|----------------|---------------|------|\n", "| **K-Means** | Centroid-based | ✅ Yes | ❌ No | Spherical clusters | [Docs](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html) |\n", "| **Agglomerative** | Hierarchical | ✅ Yes | ❌ No | Hierarchical structure | [Docs](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.AgglomerativeClustering.html) |\n", "| **DBSCAN** | Density-based | ❌ No | ✅ Yes | Arbitrary shapes | [Docs](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html) |\n", "| **Spectral** | Spectral | ✅ Yes | ❌ No | Non-convex shapes | [Docs](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.SpectralClustering.html) |\n", "| **BIRCH** | Hierarchical (tree-based) | ✅ Yes | ❌ Limited | Large datasets / streaming | [Docs](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.Birch.html) |\n", "| **Affinity Propagation** | Message-passing | ❌ No | ❌ Limited | Automatically finding exemplars | [Docs](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.AffinityPropagation.html) |\n", "| **Gaussian Mixture Models** | Probabilistic / Model-based | ✅ Yes | ❌ Limited | Overlapping / elliptical clusters | [Docs](https://scikit-learn.org/stable/modules/generated/sklearn.mixture.GaussianMixture.html) |\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 60, "id": "e2eb831c-2c73-4e9c-af46-e4b89e6df81d", "metadata": {}, "outputs": [], "source": [ "# Helper function for computng clustering metrics \n", "\n", "def unsupervised_clustering_metrics(X, y_pred, y_true=None):\n", " \"\"\"\n", " Compute clustering quality metrics for unsupervised evaluation.\n", "\n", " Parameters\n", " ----------\n", " X : array-like, shape (n_samples, n_features)\n", " Input data used for computing internal scores.\n", " y_pred : array-like, shape (n_samples,)\n", " Predicted cluster labels.\n", " y_true : array-like, shape (n_samples,), optional (default=None)\n", " Ground-truth labels, if available.\n", "\n", " Returns\n", " -------\n", " results : dict\n", " A dictionary containing:\n", " - Internal metrics: silhouette_score, calinski_harabasz_score, davies_bouldin_score\n", " - External metrics (if y_true is provided):\n", " mutual_info_score, rand_score, homogeneity_score,\n", " fowlkes_mallows_score, completeness_score\n", " \"\"\"\n", " res = {}\n", " X = np.asarray(X)\n", " y_pred = np.asarray(y_pred)\n", "\n", " # --- Internal metrics (no ground truth required) ---\n", " n_clusters = len(np.unique(y_pred))\n", " if n_clusters > 1 and n_clusters < len(y_pred):\n", " try:\n", " res['silhouette_score'] = metrics.silhouette_score(X, y_pred)\n", " except Exception:\n", " res['silhouette_score'] = np.nan\n", " try:\n", " res['calinski_harabasz_score'] = metrics.calinski_harabasz_score(X, y_pred)\n", " except Exception:\n", " res['calinski_harabasz_score'] = np.nan\n", " try:\n", " res['davies_bouldin_score'] = metrics.davies_bouldin_score(X, y_pred)\n", " except Exception:\n", " res['davies_bouldin_score'] = np.nan\n", " else:\n", " res['silhouette_score'] = np.nan\n", " res['calinski_harabasz_score'] = np.nan\n", " res['davies_bouldin_score'] = np.nan\n", "\n", " # --- External metrics (only if true labels are available) ---\n", " if y_true is not None:\n", " y_true = np.asarray(y_true)\n", " try:\n", " res['mutual_info_score'] = metrics.mutual_info_score(y_true, y_pred)\n", " except Exception:\n", " res['mutual_info_score'] = np.nan\n", " try:\n", " res['rand_score'] = metrics.rand_score(y_true, y_pred)\n", " except Exception:\n", " res['rand_score'] = np.nan\n", " try:\n", " res['homogeneity_score'] = metrics.homogeneity_score(y_true, y_pred)\n", " except Exception:\n", " res['homogeneity_score'] = np.nan\n", " try:\n", " res['fowlkes_mallows_score'] = metrics.fowlkes_mallows_score(y_true, y_pred)\n", " except Exception:\n", " res['fowlkes_mallows_score'] = np.nan\n", " try:\n", " res['completeness_score'] = metrics.completeness_score(y_true, y_pred)\n", " except Exception:\n", " res['completeness_score'] = np.nan\n", " else:\n", " res['mutual_info_score'] = np.nan\n", " res['rand_score'] = np.nan\n", " res['homogeneity_score'] = np.nan\n", " res['fowlkes_mallows_score'] = np.nan\n", " res['completeness_score'] = np.nan\n", "\n", " return res" ] }, { "cell_type": "markdown", "id": "185ec350-7003-43fc-9cb5-582e18979b37", "metadata": {}, "source": [ "## Dataset A ##" ] }, { "cell_type": "code", "execution_count": 61, "id": "9fa7bd03-8979-4111-b501-c79904922ef9", "metadata": {}, "outputs": [], "source": [ "# Create PCA projection of test set for visualization\n", "\n", "X_test_pca = PCA(n_components=2, random_state=RND).fit_transform(np.vstack([X]))\n", "X_scaler = scaler.inverse_transform(X)" ] }, { "cell_type": "markdown", "id": "437075a9-c403-487f-a5df-6a2284607e84", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### K-Means \n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html" ] }, { "cell_type": "code", "execution_count": 62, "id": "2c3a948d-5ad0-4dea-9e6f-ce1470f0298c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "KMeans unsupervised metrics:\n", " silhouette_score: 0.1988\n", " calinski_harabasz_score: 535.5923\n", " davies_bouldin_score: 1.6674\n", " mutual_info_score: 0.4683\n", " rand_score: 0.6651\n", " homogeneity_score: 0.7428\n", " fowlkes_mallows_score: 0.6996\n", " completeness_score: 0.4449\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import KMeans\n", "\n", "clf = KMeans(n_clusters=len(np.unique(y_train)), random_state=42)\n", "\n", "try:\n", " clf.fit(X)\n", " y_pred = clf.predict(X)\n", "\n", " res_kmeans = unsupervised_clustering_metrics(X, y_pred, y_true=y)\n", " print('KMeans unsupervised metrics:')\n", " for k, v in res_kmeans.items():\n", " print(f' {k}: {v:.4f}' if isinstance(v, (float, np.floating)) else f' {k}: {v}')\n", "\n", " plot_preds_pca(y_pred, 'KMeans predictions (unsupervised)', X_test_pca)\n", "except Exception as e:\n", " print('KMeans failed:', e)" ] }, { "cell_type": "markdown", "id": "479ea054-f7fc-4d93-8fb7-8dcf0e8c0cdc", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Agglomerative Clustering\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/generated/sklearn.cluster.AgglomerativeClustering.html" ] }, { "cell_type": "code", "execution_count": 63, "id": "42069bd5-cf4c-4efe-8d0e-d7d45a888915", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Agglomerative unsupervised metrics:\n", " silhouette_score: 0.5206\n", " calinski_harabasz_score: 573.2980\n", " davies_bouldin_score: 0.8782\n", " mutual_info_score: 0.5801\n", " rand_score: 0.9857\n", " homogeneity_score: 0.9201\n", " fowlkes_mallows_score: 0.9892\n", " completeness_score: 0.9465\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import AgglomerativeClustering\n", "\n", "clf = AgglomerativeClustering(n_clusters=len(np.unique(y_train)), linkage='ward')\n", "try:\n", " # Agglomerative has fit_predict\n", " y_pred = clf.fit_predict(X)\n", "\n", " res_agg = unsupervised_clustering_metrics(X, y_pred, y_true=y)\n", " print('Agglomerative unsupervised metrics:')\n", " for k, v in res_agg.items():\n", " print(f' {k}: {v:.4f}' if isinstance(v, (float, np.floating)) else f' {k}: {v}')\n", "\n", " plot_preds_pca(y_pred, 'Agglomerative predictions (unsupervised)', X_test_pca)\n", "except Exception as e:\n", " print('Agglomerative failed:', e)\n" ] }, { "cell_type": "markdown", "id": "31f75038-dc79-41ca-809d-0f8ee9300a16", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### DBSCAN\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html" ] }, { "cell_type": "code", "execution_count": 67, "id": "63fdcc24-4b4b-439f-83f0-ed0541ffa0b3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering completed!\n" ] } ], "source": [ "from sklearn.cluster import DBSCAN\n", "\n", "# You may tune eps/min_samples as needed; defaults are shown here\n", "clf = DBSCAN(eps=0.1, min_samples=5)\n", "\n", "try:\n", " print('Clustering completed!')\n", "##### Implement the algorithm appropriately to get the results\n", "##### Plot the PCA with the predicted labels\n", "##### Can you find better parameters \n", "\n", "except Exception as e:\n", " print('DBSCAN failed:', e)" ] }, { "cell_type": "markdown", "id": "1e6eb492-c302-4427-900e-968d249f5bed", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Spectral\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/generated/sklearn.cluster.SpectralClustering.html" ] }, { "cell_type": "code", "execution_count": 68, "id": "ac8211ef-f4ac-4066-92ba-b01a1a66dc0d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering completed!\n" ] } ], "source": [ "from sklearn.cluster import SpectralClustering\n", "\n", "clf = SpectralClustering(n_clusters=len(np.unique(y_train)),\n", " random_state=42,\n", " assign_labels='discretize',\n", " affinity='nearest_neighbors')\n", "try:\n", " print('Clustering completed!')\n", "##### Implement the algorithm appropriately to get the results\n", "##### Plot the PCA with the predicted labels\n", "##### Can you find better parameters \n", "\n", "except Exception as e:\n", " print('SpectralClustering failed:', e)" ] }, { "cell_type": "markdown", "id": "bdad9d71-968e-480a-97a6-3e98940ef77e", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### BIRCH\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/generated/sklearn.cluster.Birch.html" ] }, { "cell_type": "code", "execution_count": 69, "id": "84adc4c9-fccc-4808-8c7b-62c880190c86", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering completed!\n" ] } ], "source": [ "from sklearn.cluster import Birch\n", "\n", "clf = Birch(n_clusters=len(np.unique(y_train)))\n", "try:\n", " print('Clustering completed!')\n", "##### Implement the algorithm appropriately to get the results\n", "##### Plot the PCA with the predicted labels\n", "##### Can you find better parameters \n", "\n", "except Exception as e:\n", " print('BIRCH failed:', e)\n", "\n" ] }, { "cell_type": "markdown", "id": "996fb217-b77d-429a-9262-cb2e57513ff1", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Affinity Propagation\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/generated/sklearn.cluster.AffinityPropagation.html" ] }, { "cell_type": "code", "execution_count": 70, "id": "4d7a0aea-eec7-4331-af72-2041beb7864c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering completed!\n" ] } ], "source": [ "from sklearn.cluster import AffinityPropagation\n", "\n", "# AffinityPropagation does not require n_clusters; Can you tune other parameters\n", "clf = AffinityPropagation(random_state=42)\n", "\n", "try:\n", " print('Clustering completed!')\n", "##### Implement the algorithm appropriately to get the results\n", "##### Plot the PCA with the predicted labels\n", "##### Can you find better parameters\n", "\n", "except Exception as e:\n", " print('AffinityPropagation failed:', e)" ] }, { "cell_type": "markdown", "id": "8261592b-27bc-42d6-8aee-899d8c0cbdb8", "metadata": {}, "source": [ "### Gaussian Mixture Models\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/generated/sklearn.mixture.GaussianMixture.html" ] }, { "cell_type": "code", "execution_count": 71, "id": "ea039fa0-1002-46aa-98f3-cae9e418bf91", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering completed!\n" ] } ], "source": [ "from sklearn.mixture import GaussianMixture\n", "\n", "clf = GaussianMixture(n_components=len(np.unique(y)), covariance_type='full', random_state=42)\n", "\n", "try:\n", " print('Clustering completed!')\n", "##### Implement the algorithm appropriately to get the results\n", "##### Plot the PCA with the predicted labels\n", "##### Can you find better parameters \n", "\n", "except Exception as e:\n", " print('GaussianMixture failed:', e)" ] }, { "cell_type": "markdown", "id": "ad888233-1b7e-45b2-80b9-cad396a973d8", "metadata": {}, "source": [ "### Summary and Table for Comparison" ] }, { "cell_type": "code", "execution_count": 81, "id": "d9094a1f-9bf0-4ca1-b0dc-07a7b8b54252", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
n_clusters_foundsilhouette_scoredavies_bouldin_scorehomogeneity_scorecompleteness_scorefowlkes_mallows_score
model
KMeansNaN0.19881.66740.74280.44490.6996
AgglomerativeNaN0.52060.87820.92010.94650.9892
DBSCANNaNNaNNaNNaNNaNNaN
SpectralNaNNaNNaNNaNNaNNaN
BIRCHNaNNaNNaNNaNNaNNaN
AffinityPropagationNaNNaNNaNNaNNaNNaN
GMMNaNNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " n_clusters_found silhouette_score davies_bouldin_score \\\n", "model \n", "KMeans NaN 0.1988 1.6674 \n", "Agglomerative NaN 0.5206 0.8782 \n", "DBSCAN NaN NaN NaN \n", "Spectral NaN NaN NaN \n", "BIRCH NaN NaN NaN \n", "AffinityPropagation NaN NaN NaN \n", "GMM NaN NaN NaN \n", "\n", " homogeneity_score completeness_score \\\n", "model \n", "KMeans 0.7428 0.4449 \n", "Agglomerative 0.9201 0.9465 \n", "DBSCAN NaN NaN \n", "Spectral NaN NaN \n", "BIRCH NaN NaN \n", "AffinityPropagation NaN NaN \n", "GMM NaN NaN \n", "\n", " fowlkes_mallows_score \n", "model \n", "KMeans 0.6996 \n", "Agglomerative 0.9892 \n", "DBSCAN NaN \n", "Spectral NaN \n", "BIRCH NaN \n", "AffinityPropagation NaN \n", "GMM NaN " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Clustering summary table (collect from earlier res_* variables)\n", "\n", "#FIG_DIR = globals().get('FIG_DIR', 'FIG_DIR')\n", "#os.makedirs(FIG_DIR, exist_ok=True)\n", "\n", "# list of (display name, variable name)\n", "clu_list = [\n", " ('KMeans', 'res_kmeans'),\n", " ('Agglomerative', 'res_agg'),\n", " ('DBSCAN', 'res_dbscan'),\n", " ('Spectral', 'res_spec'),\n", " ('BIRCH', 'res_birch'),\n", " ('AffinityPropagation', 'res_aff'),\n", " ('GMM', 'res_gmm')\n", "]\n", "\n", "# metrics to collect (present if available in res dict)\n", "metrics_to_collect = [\n", " 'n_clusters_found',\n", " 'silhouette_score',\n", " 'davies_bouldin_score',\n", " 'homogeneity_score',\n", " 'completeness_score',\n", " 'fowlkes_mallows_score'\n", "]\n", "\n", "summary = []\n", "for name, var in clu_list:\n", " res = globals().get(var, None)\n", " if res is None:\n", " # append NaNs for each metric when missing\n", " row = {'model': name}\n", " for m in metrics_to_collect:\n", " row[m] = np.nan\n", " else:\n", " row = {'model': name}\n", " # prefer n_clusters_found if present, else try to infer from y_pred\n", " row['n_clusters_found'] = res.get('n_clusters_found', \n", " (len(np.unique(res.get('y_pred'))) if 'y_pred' in res else np.nan))\n", " for m in metrics_to_collect:\n", " if m == 'n_clusters_found':\n", " continue\n", " row[m] = res.get(m, np.nan)\n", " summary.append(row)\n", "\n", "# Build DataFrame\n", "summary_df = pd.DataFrame(summary).set_index('model')\n", "\n", "# Round numeric columns\n", "summary_df = summary_df.round(4)\n", "\n", "# Display and save\n", "display(summary_df)" ] }, { "cell_type": "code", "execution_count": 77, "id": "3c273631-3e2e-490b-8531-ed8ffcd8aeba", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# --- Plots ---\n", "\n", "# 1) Silhouette score bar chart (descending)\n", "if 'silhouette_score' in summary_df.columns and summary_df['silhouette_score'].notna().any():\n", " plt.figure(figsize=(8,4))\n", " summary_df['fowlkes_mallows_score'].sort_values(ascending=False).plot(kind='bar')\n", " plt.ylabel('Fowlkes Mallows score')\n", " plt.title('Clustering comparison — Fowlkes Mallows score')\n", " plt.tight_layout()\n", " plt.show()\n", "else:\n", " print(\"No silhouette scores available to plot.\")" ] }, { "cell_type": "code", "execution_count": 78, "id": "94d7e924-c4c4-467e-962a-3244137f8118", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Optional: show a compact heatmap of numeric metrics (if seaborn available)\n", "try:\n", " import seaborn as sns\n", " num_df = summary_df.select_dtypes(include=[np.number]).drop(columns=['n_clusters_found'], errors='ignore')\n", " if not num_df.empty and num_df.dropna(how='all').shape[0] > 0:\n", " plt.figure(figsize=(10, max(2, 0.6 * num_df.shape[1])))\n", " sns.heatmap(num_df.transpose(), annot=True, fmt='.3f', cmap='vlag', cbar_kws={'label':'value'})\n", " plt.title('Clustering metrics heatmap (numeric)')\n", " plt.tight_layout()\n", " plt.show()\n", "except Exception:\n", " pass" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 5 }