{ "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": {}, "source": [ "## Setup and configuration" ] }, { "cell_type": "code", "execution_count": 1, "id": "0cd743dd", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lidakanari/GitHub/venvML/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "FIG_DIR = Add_a_directory\n" ] } ], "source": [ "# Setup: imports, reproducibility, figure directory\n", "import numpy as np, pandas as pd, matplotlib.pyplot as plt, seaborn as sns, 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", "import numpy as np\n", "from sklearn.datasets import make_blobs\n", "from sklearn.utils import resample\n", "import umap\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", "\n", "plt.rcParams['figure.dpi'] = 120\n", "sns.set(style='whitegrid')\n", "RND = 42\n", "np.random.seed(RND)\n", "FIG_DIR = 'Add_a_directory'\n", "os.makedirs(FIG_DIR, exist_ok=True)\n", "print('FIG_DIR =', FIG_DIR)" ] }, { "cell_type": "markdown", "id": "7954a629", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "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": {}, "source": [ "## Dataset A: simple three class dataset ###" ] }, { "cell_type": "code", "execution_count": 2, "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": 3, "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": {}, "source": [ "## Dataset B: challenging dataset ###" ] }, { "cell_type": "code", "execution_count": 4, "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": 5, "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": {}, "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. \n", "\n", "Tools used: `seaborn` for visual clarity, `PCA` for quick 2D overview." ] }, { "cell_type": "code", "execution_count": 6, "id": "420df23d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 7, "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'))" ] }, { "cell_type": "code", "execution_count": 8, "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'))" ] }, { "cell_type": "code", "execution_count": 9, "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": 10, "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": 11, "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": 12, "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'))" ] }, { "cell_type": "code", "execution_count": 13, "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": {}, "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": 14, "id": "b34bbd67-8211-4295-9df9-4c6dc72311b5", "metadata": {}, "outputs": [], "source": [ "pca2 = PCA(n_components=2, random_state=RND).fit(X)\n", "X_pca2 = pca2.transform(X)\n", "explained = pca2.explained_variance_ratio_" ] }, { "cell_type": "code", "execution_count": 15, "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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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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)); 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": 16, "id": "932b178e-b3fc-4880-8504-f79d1806f6f5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Explained variance ratio (first 6 PCs): [0.5185 0.3557 0.0186 0.0177 0.0171 0.0156]\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pca_full = PCA().fit(X_B_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_B.png'))\n", "plt.show()\n", "\n", "pca2 = PCA(n_components=2, random_state=RND).fit(X_B)\n", "X_pca2 = pca2.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_pca2[mask,0], X_pca2[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('PCA 2D - Dataset B') \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_B.png'))\n", "plt.show()" ] }, { "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": 17, "id": "198d7773", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ica = FastICA(n_components=2, random_state=RND)\n", "X_ica = ica.fit_transform(X)\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y):\n", " mask = y==cls\n", " plt.scatter(X_ica[mask,0], X_ica[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('ICA 2D (whole dataset)')\n", "plt.xlabel('IC1')\n", "plt.ylabel('IC2') \n", "plt.legend()\n", "plt.tight_layout() \n", "plt.savefig(os.path.join(FIG_DIR,'ica2d_whole_A.png'))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "id": "17890039-c4e2-423e-93f3-cffc9e42d183", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ica = FastICA(n_components=2, random_state=RND)\n", "X_ica = ica.fit_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_ica[mask,0], X_ica[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('ICA 2D (whole dataset)')\n", "plt.xlabel('IC1')\n", "plt.ylabel('IC2')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.savefig(os.path.join(FIG_DIR,'ica2d_whole_B.png'))\n", "plt.show()" ] }, { "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": 19, "id": "7e6d4cb4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "t-SNE on subset of size 1000\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X\n", "y_sub = y\n", "print('t-SNE on subset of size', X_sub.shape[0])\n", "X_tsne = TSNE(n_components=2, random_state=RND, init='pca', learning_rate='auto').fit_transform(X_sub)\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_tsne[mask,0], X_tsne[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('t-SNE')\n", "plt.xlabel('t-SNE1')\n", "plt.ylabel('t-SNE2')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.savefig(os.path.join(FIG_DIR,'tsne_dataset_A.png'))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "id": "c007a880-7f9a-4f46-957b-2066ee0ee520", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "t-SNE on subset of size 1000\n" ] }, { "data": { "image/png": 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AIBAIBIJVDfdS74BAsFZg5A26Fu2nZC5FXqeXyGFSxshSwO2njQ0d5HK6Zn3fbMsKBAKBQCCYCSG8AkGdAcJ6uOc1euXaMRqIDdFEZpKS2SQROSjg8VOjL0Lt4TY6uPEA3bXp1gKZtb9vcHKYcqZBboeL1pdYViAQCAQCQXkI4RUI6giQ1kdPfYte6T1GsVSccmaOktkU5fIG/x0Kb9bI0kQqSr2xflZyb994E6Wyafp+9xE6N9JF8UySQr4geZxuyuZzdG74Ei/bFxuk9+x9UEivQCAQCASzQAivQFBHsELbe4wyRo7CviANxIdZ2Q16AuRwOChjZChtZFjlHU/F6FvnnqZDV46QYeYpmoqR0+Gk9nArNfsbeXkAPw/GR+jItTeoM9JO92w5uNSHKRAIBALBsoYUrQkEdVR3YUeYTCeoLdhCE6kYv+Z1eQrk1evyUi6XYyKcyqYokU3ReDJK8XSCVWDDNPhv/ZODZJomvwfvXR9ax+vF+rFOgUAgEAgE5SGEVyCoE2BPgPcWdgSouPhyOVwFsluAgyidS1PaSJNJJi+HAjUikxXefN6k8VSUxlITU29xOHi9A5NDvB2BQCAQCATlIYRXIKgTQFpRaAbvLZRakNlispvP51nJhXabN01ygv0yTMqbefb4mmaeVdyJZLSg8gJYL9avyLFAIBAIBIJyEMIrENQJiBBDqgIKzVjZJcc0wgpk81kmwoDL4YR0y6TY4XDyF/4EUosloPymcmnbe3O8fmxHIBAIBAJBeQjhFQjqBOTlrg+3sh/X5/LyFyu9FunFd53WAIDo4jUQX3zhZ/1aHiqwafL79XuxXsSZYTsCgUAgEAjKQwivQFAnIC7s4MYbOZ1hKDFKjf4Iv6ZsCsqyoAks1N+8RXDdLjd/Mdm1bBD4G/6DUoz3DsaHeb1Yv8SSCQQCgUBQGRJLJhDUEWgOgbxcRIghhxcqbzKPNIbkNHsD2xpMpDZ4yOP08Gt5Z55tCyDG1kIUzyRoOD7KZBd5vXduumXWfZBObQKBQCBY6xDCKxDUAXaSeVvnAeoIt9FrvSeoPzZIEy50WkuRkQehzZDivSqRATFlGvjd+iMDmb1D8VFqCzbT3ZtvpR/a9UBF4iqd2gQCgUAgUBDCKxDUEJVI5q0b9tGm3e+gTD5DXqfy8/7T8X+lq+O95Pf4aCId42gy2BZy+ZyV3jBV0AblN2OkqX9yiL59/lm6PHaNbt90Y0niau/whrxe6dQmEAgEgrUMIbwCQY1QDcmEDcFOMh/YcQ9948z3KJ3LUnuojVsMx7PJQjEbQsqQ1gASnKc8K8AgyrF0nN7oP0ld4910evAC/czN7yWv21uyw9umxg3T4tCkU5tAIBAI1hqkaE0gqBGKSWZLoIkivjB/x+94HSTzpZ7XC++BOgsS7HN72J+L5XWEmYuc5Ha62doA0utz+cjj8vDfjXyOktk0+3mfvXyYfu+ZT9P3u49QJpehrtGr9NSlF7hj2/pgy4zsX+nUJhAIBIK1BlF4BYIatxEuVlTtJLNnoo+XQ7EZVF58QfGF0orXu8evUR7NKlzI1w1wTi8UYt2OGB3ZuJAN6Q3s81X2hyvjPfSlN75Oj576Nvt+oeDCF3x5vIeaAg2s6iLjt1ynti1NG5fgrAkEAoFAsDgQwisQ1LiNsCa7SGFAowhYEKDK+t2+kiQTpBe2ApDg7185Qo+c/hb7dUOeAF2ZuFZoR6zJb6GgDR9gp4ucDgeT3vHkBI0lJyjiC6ntk4NV45SR5v3YEF4/jfRypzYoxdKpTSAQCASrHEJ4BYIatxEG0R1LTXArYHRH4yxdcqjmE/DZun0lSSaI77bmzRT2BClrGmSwjjvVjjhn5FRjCqeTc3kB/A3qMjy/KGzD75lcVnVrQ8yZx8fpDuOpKBPu5kBTYXsgzx7p1CYQCASCNQDx8AoENWwjjKYS/ZODrOLGswnVLc1qKYzfR5PjFE1PckrDbN3ZnOQsvBdZvPhSndeUegyCy+ouiLCV5wDym8wl2csLso3vUIsNw2BPr445k05tAoFAIFhLEMIrENQAmqiOJsaZWObzZqHIDIVn+I7fQUjTuQxdi/XN2p2NibGVypDPQ+1V0C2H0Y0tZygdGOC2xRbxVdqwyXYGEGBYINKW0juZnmRLRcgrndoEAoFAsDYghFcgqAFAGm/t3M8FZ1B5dZEZyKm2HCBjF+QXyiyaUJRKR8BrKGDb3ryZHA6TDEN5djN5tCNWKi+q1WCdcDvcTGJLAdqwBrbNPt5sijN/L452c/wZCDJ/SUqDQCAQCFY5xMMrENQImxo2kM/to0w+x+SSnA7K5w322xZ8vG4v5+Wi4xpUVijD+I7isnMjl6hr7CoNxUcomwcRzfPyZs6ktJHlVF4HmWydgGKbyqWmtSfWwFKc3Qul11RaL4CfXA5lvwh4/JTMpOibZ5+kgclhaUAhEAgEglUNIbwCQY0AZbfBF2H1FV3T4J9V8WEOTlpwcrFZnmLpScoaWXrx6muW33eYhhOj3G4YiPgj1OSLkN/jp3g+Tg3+CMeKTWbi1Dc5WLA0gLgmcknK56fvh6LXaFXM1LdAiuEJ3tG8lYLeQEF9LtWAwt4WGdsAKRcyLBAIBIKVDCG8AkGNAHLocbpo0iK5bvh3LaKrY8RAMpPZJE1mEvT0pe+Ty+lmi0IiC7VWFaXFM3FeT0d4faErGojtw3veTudGuuj4wBlWkDM51X64FNj6YDoK/l7A6XTwvujUh+Js4IOdN9KR3jdKtkU+uPFAyRbGAoFAIBCsBIiHVyCoEaCEtoXWUSwVY28sYshQWKbJLqCVVXh9k7k0bYy0F+LGUKAGXy4SFVD8BvUX+bltwRZuaHG07xT9zE3vpQ/sf5jWh1opky/t39Wwk10A+4H9skM3oIDF4otHH+E2x+eGuzgWDX5jfEdbZLz+L6e/LX5fgUAgEKxICOEVCGoEqJ8oNgOU7UAprSCJrLiSyZ3STAeIpiorm8jEKJFNMBGFhQBfKFBDMVp/bIguj13lLmp4D0hp/+QQN6hYF2ymkCdIQU+At6e6rqkYs1KAnQG2CnwVgy0YmUk6PnhmTm2RBQKBQCBYKRDCKxDUENev28EFYfDQTqbjlMgkKJFN8nf8bph5TmmAZQH660hinMkkF5dZxW0a+Bk+YOT3QjUeTo6xFQL+WhS2NQUb2ZKA9Zk20qvyeYs+2g7VlY23UVToBu8x9g+5vCDQUJXty2jrA1Rm2B1E5RUIBALBSoMQXoGghvB7fFahmPpdE9HpNFa1/YWtAUkLVMhfMEvaEkBeQYhR1HZhpGtaV7dmS4nF+0GmzYKRYfq68H6oxt0T11g1RgMMM59nkjsQG2KSi6+eaC8ryoVlbB3d7G2RBQKBQCBYSZCiNYGghuiJ9nErXwCNHbgJhNU0AhYHqKlQSPEfPLIAFFkQWA07QQYJxvLMOx3EsWUH2vdyMRlaA4OIbm/aTF3jV7lRBQrf9Drs4EYVVttjKMb46jMHKJvPFigytyt2IFHCyX9Hdi8sGCiew/tBsHP5XMm2yAKBQCAQLGeIwisQ1Aggpmgo4XS4uPFEOpflgjTlyVUKKpNX3Q/NNMntcvFXKbKLn6HcIonB7XJyPNlgfJjIYRbaD7NX2Im4sS20pbGTIt4w+VyegqUB3xsRceby8b6QRcBBvNN5FZuG+DIA+wRCCzUYXeHQLQ6d2cZSE/x3EGwQbaRRCAQCgUCwkiCEVyCoETDVjzivlmATNfojlKc8q6Qgkdo7a7ctsKprQuF1F4rNphsRpuhvyBvibF68B2RVtx9GZBnbDhwOagk203XrttHWps1cQAeldnNDJ+1s2UodkTZWnGF7wJd9CyF3kNVb3gfTZGKbM3NM2kHQJ7hVsrI/tIfbOI1CIBAIBIKVBLE0CAQ1gvbWclthVlcdrLDqRhEAFFJwWCwH8gtfrcfpmbEu1TJCpTnAirA+uI6SRpo8lsKKTNy+2CC93HOU/bY+j4+8TtXOOJqK8Trg7V0XbGIyDK9vk6+BLo5dYQUXBBeKM4AECMSnMRFm4dlkNdjj8XCqA/axN9bPBBtEW7J4BQKBQLDSIIRXIKgRQERBaKHAatKJ6DDWdS3SCxLMJNcgyhEIJtr9qtfhoYXaq9VZLI+ObEhO8Lt9NJwYo92tOwoKa3uolbN+ocgmEkl+zePyUIu/kRMZmvyNyjhsIWVkWLH1uKDmTk3uYN9AuvPOPK8Lv2M5HAcK6wwjz4r17Rtv4kg0gUAgEAhWGoTwCgQ1AogovLWnBs8zqYU6CtLKWq0DHtgspXI5MvK5QmYubA/4DnIaTYMkO5RC7HBw8ZvL5WKyOZgYKSiswKOnvkWv9B7jqLDWYDOTZV5/Ns3qMdRa/G4HyCt7dotK2rT67HP7yJl3UiaX5eI37vwGIu/x09u2v4ke2v02UXcFAoFAsCIhHl6BoEYAGQQhRTQZlFlNJAGkHaRzGfbzgtTCpqDzc9E2eDQ5xiQ1l8/SZGaSYulJ9s1CwY1nEkyCtcJ6uOc1JrvcJKKhgwKeAAU8PibN25o28fqxPXRrs+fpopgOZBek196gwv4zlF5sy+v2Uke4jYKeIN3UvlfIrkAgEAhWNEThFQhqCHhrTw9doGe7DjPBNd1mIRUB1gYou/DP+txeSmSShfxd1ntNBzkcLlZiQUFhPVgXaKYNkfVMpLWdAM0f0MQCRWiXx3tYCdbKLdoTQxFWbYTzXEQH1RnkO+D28d/x3rwTCRGwNqioNK0qA7AzwEaBdIimQAPdvukmIbsCgUAgWNEQwisQ1Bhv2XY3nRm6wK2BKa+ivlANBlUXJBYqKkgqrAcgpkhJyOQz7NNFCgLaAKPpA+LK7t586zR1tXv8Gg1MDlPWyPH3nLZHoDkFmawGIxkCBWwexJ05iHom+rhpBIg2SC7n7poGtQSameROpKMcmwYLBkgu3oPCNq97SlUWCAQCgWAlQwivQFADQBVlq8G1Y6yqJpGA4FDdz6DiQlmFRxaAzQCqKgDLgtPpJJepyCZIMTyzQW+AiSoU3OIkiIlUlCazcdUoAtu2YsZgkcD7kZ+bzKc4f/dNWw5Sb3SAO6SBHOM1FNdhPdhnEOFGirCFAr5jkOewN0R7W69jZRdkV9RdgUAgEKx0COEVCBYIEEd7ERmTSF+Efbzofga11Myb5Mq7mOwiCYGbTkBxtbqtQWnlrmpWx7XiVr5bmjby60iBmEjFmBxzOZzNJ4zXQH6h5Br5PJPu2zoP0Hv2PsjrAMkF2YU3F/sKco71Oz0OCnuCHGO2q3U7v2dL40YhugKBQCBYNRDCKxAsENOKyBo3FEgoCCQIJfJyVUFazlJwfZTKZThTVy+rY8tgK9Ao1cr32MAZyyKhis10lzReB/zAlnpcIMKmg4mrJswa92w5yOqtnQgjZUJIrkAgEAhWI4TwCgQLVHdVEVliGtkF8DM8ufFMkiPH4Kvd3NjJyQzdE9dYhXXAM8u2BIO9vPDxakAJ1o0m9LZODJ7l96uoM+T7TsWK4Rt+h1KMAjgUqcEbXA6liLBAIBAIBKsRQngFghq0E4b9wE52p7Xu9QYpnlXFZLA3wCuLojNEkGUM9R4otTo1AYBSi1a+9kYT2Bb8ux6nCy0reF3w8cIModsQazKMffG7fAWyrAHSLKquQCAQCNYahPAKBDVoJwz7wTSYJo2lJmg8GeVMXDRxgK3h3EiX8uuaipwqI4KiuSgc65scpI5Q27RGE5qQYlvI0vW6fZTOpgtd1kB8FWBfcDJ5zhkGNQcbC2S5uKgO+ww/8PpwGx3ceIDj1IT4CgTlgY6DVwcnKZnKUcDvps3rw+RyOav+u0AgWFoI4RUIatBOmAvRNEyTkxHG0hNkGAanMOgGELrNMKCJLggqospgcUD7YCi760LNMyLBsC2ou0hxgAUC68FrXBRnabxIWUjlUhx/dmP7XiaxILtfO/k4E954OklBX4CC7gBlTYPODV+i3lg/+4xR3CakVyCYDhDZ7x/rpZdO9lP/SIJ/B5HdsC5Id+zroLv2ddDhk/1l//6mGzvXBPEVwi9Y7hDCKxDUoJ3wueEuavY38ms90T4aSYypQjRykGHkLLPBdDgsRRYkEz8r4pzlphQP73473b35tmkEVG9rPBXlFIiJdIzVY7Qf1h3UMlnVhGJDpI0e3PUWJrtfOPo1ev7yS1xU53a6KJ3I0KQzTkFfkFoCTRTLxOnItTeoM9LOxWwCgWCKxH3liXNMZmOJDIWDXvK4nZTN5en05VG6OhCjb794heKpLE2W+HvP4CRdG4rT+9+2a9WSv9kGBGuF8AuWP4TwCgQ1aCfcG0PW7TB3SRtNjLHq6ixYF6bIrk5WgPcW32FRwGsgnvABT2biFHT5S8aC2beVyWWpPdTKEWW605rDJPYBR3whevfed/LyXzv5b/T85Zc5ogxFc1CGEV8GFRhEd8Q5SiFviO0UR3rekNxdgcAGTeQyOYO2dEQKdqRkOkdet5/6hiepZ2iSIkEvbe9smObjb2nw0cBogl460Ueb2sJ03y0b19yAYC0QfsHKgRBegWCBgP8VloCnu14skF2GiXIy7a+1XtKFZVbuLhRXqLqJbJLVWzxMdRRZqQIzvS0oskiGQBthkGesI5VNU6O/ge7YdBPdsfFm+ubZJ+jZy6rFMdRjbA9kV1kq1IMZv4PsQmk+PXyBusd7aXvL5qU4jQLBsiNzmsiB7AIjEykaj6UpnYF3HjMqeTLQ6CWdo0QqxykpLqeD/D63SmlpCVJ3f4xeOtlH99y4YdWRvlIDgmoIv9gfBEsBIbwCwQIBRfRdu99Bb/SdovHkhFJ3OTaMGW5B1dUd0ZTVAXxYPRyQvYvkhlQuzV5gNznpzNBF+vb5Z0oWmGFbsB/oxhH4u88VpJ3NW+nWzv28/r96+Yuc2Qsijd8Nm6MC+6KUKpX0wPtiEqvLr/YdE8IrEBAxIcMUPVRLoHc4zmQ3l8OUvfrs6m6HILvnusfJ60abbwf5vC5qjvioucHP7+8bSfD6tm1ooNU8IEiksjwAAOkP+NwzCD/e89j3u+jo2SEan0yT00HkdrvE/iBYFAjhFQhqgP7JISaPbaF1NJocZ5KJAjIQWQAPQWTj2g0OTv06B4sp9XUyFaeg10/f736F4hnVtQ0JECDCxQVmxY0j0EHtX898l5tgIB0ia2SYTGdN1caY96OwZZXbi23DDuF2EOXzeTo/cpmVZbE1CNY6oD6CoGGKfjSaZrKLtt1+n2oYkzPyPKDVwLKG00EuF9FkMkOpTI6SmRyFA17+G9a3GgcEoYCncH6gfOv5I5/XTU0RH/8dg4VHn7lAz77Wo3y++TzPKnk9Lgr4XDQeS4n9QVB3COEVCGoYTxbyBCmZTTFZRTqDHdr/B4Dgwr8LUgyCib9NpCbI4XSw0utxeWc0skBR3GB8ZFqBmb1xxPe7jxQ6vrWFWuhqNE1I9kUkGvZNbddqTFFI/KWCUoViOdgb7K2MBYK1Cky1g3hlsgZNTGZY2dVkFzCMolJUDBpNkzwOJ3ncLsrmDBqPKkW4KeLn9a0mgMDncgZF4xm2dGjl2+l08MAglkhzMZ/fizoFoseev8RqMM4fiC6QzuaY/DaGvZTOGqva7yxYesgwSiCoZTyZmaOmQAMnJ0CxBaHlwjXTshLY3qNUIjSfwDSgwetAdzQsvz60bkYjC/yO1+HdhZ0B7ynV8Q3LuJwwRij11lmk1uqGFUy++XueXA4nt0JGUZu9lbFAsFYBX2nHuiBNTCrlEmTO/plkhbcIKNbCtD4IIAgxvo9GU9TeHOD1rSaAwCfSBpNYrXyDyOKflZxh8vHrwcL4ZIZVb/wbCEUXqjm+YHvAe7EM7CBYF+wPUMQFglpDCK9AUAPoyDBk6Db5GqjJ38BKh1Z0QTKhZOhOaD6Xj+0GGXh2nS7a1rSJ7tt6B3ldXgr5QiW7tgF4HTYHeHehxJbr+AbijHUhBxhEvBi8PyC+tiI6EHTsU3F3NoFgLQLq7p37OijgdVMml+fPswZ8qtZHuwD9u57S50GlpQTHklO2otWCznVBVnizWZwbWKIUwU9lDDUYKPonLJszVWfIon/b4HfG8iDFsH9ov7NAUGsI4RUIagAdGYbuaIOJUe6WBk9tgy/MhFZ5d01WXfHahnAb+d0+th7cv+0u+i9v+Q3a3baTFdYZXduKgL/nipTYGR3fHA5WmmGrSBvpiusDAUdntrHkBKvN2G+BQEBcRHXT9W1cXAUiBwUX6iVIHgieavZSNBNjFaYWfPJOB10bjNFXnjxPl/uiq0K91MVnkxaRT6YMLtxDaoWZh11r5nnh9+VNPofFcLuclM4YTIhXo99ZsDywukxFAsESwh4Z1hPtZ7W1NdjMndHQLII7o3n8THhBTPetv55Jss6+Ldm1rQTwd0+RElvqvfD8gsQilmxW4AFFDibO8AFLAwqBQKm8P//wPurqnaBLvVGWb3ng6lReVaQRgKTZ3EWWsukgN1RPJKEYJhd1feO5i3TkVD91toZWdCKBzt599vUeVmad+hzYFG78rImvmkGy/mYq2wfsDKXqG2CBQKrFavM7C5YH5K4SCGoEkFakJxRHhoU8AdrRvIUjwzZGNlAmnymkKiDd4cLo5cLv9q5tpWwNeCjANrG7dQfbKMp1fFM5vzoSzclPGqMoE1g7ilW74zy1htax0ot9lwYUAoGC1+umH753Bz3y9AVKJLOcPAA/b99wnGKJrFJ6rY8qfKhuRJMRMXkD2cXfQApBDjHlv9IbMujsXVg1vG71bwQILxRwDZ1HDGKLYjQAh5kziIvbikmvqidQKvquzcFV53cWLA8I4RUIagiQRKijxZFhIKSaQKLA7HDPa/Qvp789I2cXhWMhb5DTGIoL1/BQGIwPs20CyrCdkNq7sOn3Iu0BsWhel4dJbzyb4GWdcDI5ilscu6jJ30gpI13wB0tSg2C5YKkbFUCNBUFFigCK0KBC+r1uisUzrGZCyfR4XOTzqBxeWB6yCL92kGpCYSmf4aCHwoHgiu3AZs/e3dweoUxvlIvRkErhdOqGO8q7DF+vx+2gNFwPJt5r/dlKeMhahWseFzqzGeR2uXgwcee+1degQ7A8IIRXIKgDQCBLEUaQ3UdPfYttA0hUKM7ZDXkDTHjjmST1TPRN+zuUXZDd2zfexIS6oqVioo+TIrA9PGDwfhBb+In9bj8XrU0V16gCE5SwsT/Y6vQmECwHgqUVRc5vtabQG0Je2r21me64oYObOdSbIGH9UGNBUJEigMIqENlgwMOklwmeA59vTOXnOYMXLyK1AKQOai88rVA9F7MDW60HCvZmHLgOaK6BY8Xx6ao9HUsGv246o1qsG0UVfvxvEvuh84R/afQ1vWv/Bj4fAkE9sGoJ77Vr1+jhhx+md77znfSpT32q8HoqlaK/+Iu/oMcff5xGR0dpz5499NGPfpTuvvvuJd1fwdoAlF2dlVsuZxcZvnvbdnEmLtsiLM8ubAx2z+9sloru8Wv8OswNQU+A0jl0NlIKFNIYNPIGuq2p15JGaoY/WCBYCvKlvaJaUUQDA0x5I/cVntrjF4fpO4ev0L7t6+jO/coTW09gX6HGgpDp48CM/v/9+nHq6oupBjKWuonPmNuNFsOI6VIRXYGgh2O4yPp7PTuwlRooYP8X2tHM3oxDpRqqeEO8pj28sHEw4F92KEsHNsXeXoytrYI2FY2oFoWy+8EH99C9N28UdVdQN6xKwosP4O/8zu9QPB6f8bePfexj9PTTT9NP/uRP0o4dO+hrX/safeQjH6EvfOELdPCgFOoI6gd7Vm4x2bXn7EKdBdn9xdt/mj2+pWwR1Vgqusd76R+PPcrr29q4ka5MXGMy7XF5CsurtsMGhdxB8rm8NBwfneEPFgiWgnzp92RyBm1uDzM5RCYuPKAgXBz3lcjQ0fNDdG1IeWL3bVBtbesJ7KudoD58385p/l54VgdGEpzOgM8XSDp+Dvqnf3ZxDDiWWicSFA8UQKyxLSiqC/UP62YcsGz0Dk1ye2BcB/iWodaC0Grgnzc+RiPPRD+VxnlAIoMq+AMDxvtAfPdubRayK6g7ViXh/dKXvkSvvvrqjNdffPFFeuKJJ+jjH/84fehDH+LX3v3ud9O73vUu+uQnP0mPPvroEuytYK2gOCu3FPB60Btgdfbw1ddoW/Nmuq5l25wLyLD89pbN9MCOe+gbZ75HQ8kxavRH2KObYV+vV1VFG1lettHfQEOJkZL+YIGg3uTrvW/ZSb0jiYL6i4xX/Z4tHZGSrX3JoxRHyIRY7vnXe8hIhejG7WGO/1osv2+xvxc2BrTp5txZK7oM2x+dSFEiZTApbmnw8TlAHFetEwnsAwWcO/u/NdjuQvzDuhnH0XND7LvF8cG7DP4KTzPsDSDDLNwikQEZvS4HWxuwHDqqNUdgqVIDExBhXNuBsVTNlO7imQTcS/Z7a7H934Llg1VHeLu7u+mP//iP6Vd/9VfpT//0T6f97bHHHiOPx0Pvf//7C68Fg0F63/vex8tevnyZtm3btgR7LVgLmJGVWwQQ0LHUBI0kxihrZOmR09+isCfIxWwHNx5gj+5ciajd1zuZjrOKm8gmWekF4OlFEwz8LeIPlfUHCwT1IF9QfJ88coVeOzvA6qBWfyNBD5NI2BgAkN3i1r4gjPCJIgsWqip+fuxwgl48NU5+/wj/PpuSXAuPa7G/t3c4TpjVh/LJ0/kupBVA7SWaTGSYFKbSOSaMN2xfV9NEAntRWfH5BhbqH8ayt+1er64pUhkcxMV5nEfsRI2Ag0yotnnVZAJfboeTvc6a6BfvU62U7uKZBDTFQCc4vA4lOeB1kdvtqvv9IFi+WFWEF6Pq3/7t36bdu3fTz/7sz84gvCdOnKDt27czybVj3759hb8L4RXUC5VydkF2+ycHOa83k8uS2+kkj9NDWdPgYrbeWD8TV3h050J6i329sEhE0zFKZFVRGnKBG71h6oisr+gPFghqTb7AlrDMyESKCW1nW5jVURDZS9cmKJ7KUgSZrD73jNa+ugkEsl7BtjiGL29SIp2nnuE0NYaJ1jcHKWuUnsavtcfV7u/9+rMXaXg8wZFlUD4DfpuFyI2s2TwNjSeppQ6JBPaiskqzSPP1DxvW+QRBZa+ylUvMHeVyJuFfNqjW61uC3OVxPJZhVReJDuX2pxZKdym/N7ze+DlnrT/od1PQ76Hj40k+bvvMQjyRoTNXxujitXEaGE3WzPMsWF5YVYQXPlyQ1q9//evcYaoYAwMDdOONN854ff369fy9t7d3UfZTsDYxlZV7ifwuH5mECmYUiPlY2QXZxT+0eIhwi2FPgPwef6GYDSotiOtcm0KUikpDVBmZjkImcDX+YIGgHEopY7ORr7FoiibiGVYH7YQEgBp3/uo4ExafB50KlYKoCRJ360KbWk7YU69bE+msqkLxhXd0XaN/xjQ+SGm9PK7Apd4Jjulqa3bTxGSGs3dxfLq5ArcYN4n8fg/dua+dagl7UVkpYPvYH5BAJCtMJubW8hiDhOMXhvkcI4KNO6Oxb9dqGWxdE6WmetnCwQkOZYD9geq9d1vLvJVuHC8GGc++1kO5fJ793mMxdd5RHIf7J53LMwFO4Fo4ndSfztE3D12i185gZsHkAUgipc5FY9jHajTun5WemSxYpYT30qVL9Gd/9mf0G7/xG1yMlk7PbKeKIrZAIDDjdb9fVaQnk8ma7c/p06fLjmjrBX3MJ0+eXNTtrhbU+/wh/is7maZYKs4d0JCHi3+Q3Q7EjmUpa+asRzZRMpuirtFucjvd5Hf6yOf00HBugp44+RxFoj7VTGIByHEYkEKMUnTm2jjVAnIPrq3zB9vAicuTdKo7TqOxrLIROB20LuKh1kYPTU7GuUgpFptOrEAy+kfS7O0Eh8jmchSbjJORVYMuEEKfh2gylafxWILtDsoXmuf3cJIeKv/5O9rVGvwecGKvCzm4Bg2NTZLbkWVyFvSYNDieou++cIaudHfT8yfHuUVwc9hNDkcWbJm8TqLmENHYZIKeeeUSmekxumlHZE7no380TV09w+R2mhTxu8lhOmkyaVIGiijIoMNBAa+TjzmfTdPzLx2jjhZfza4Htp/JpCiZMsmRT0+b/RybzFE8macc7AboguZ00Oe/8Srdel0D7d8W5utW6f7Dtf3uCwMUi6e4ixx0XY8Ltiimuzzs4AzinEnD43EK+V3kc2M7JnX3jVnnenquOPYJ90dnY47OnDk9r3vv5JU4XehNUDqbJ4/LQYlkmveBrRaIW1RjI75/QGKRWpPJmmSmlcUkEnBQIq06xWH5ickU5Y0crWtwz+t+WGmf4eWGas6fbt29Jgkvpk5QiLZ371768Ic/PO/1LDZBFawdgOw+N/QKdcf7rBRK4nQE/PObyk9v/esiJ0eEZfMG/22SEuRCnJjpoIuTV+nF4dfp7tZbFkx6BYKFAITj6TfG6FT3JCXTqMR3socThOrKYIqujaQonTWZ+NgfVLGkQRPxHNsPOLrKiqrC7yCD+HcYv0eCbkpmMrwOnxdZtqBVKsrKEhOtyCtFsgD8jo8FPhmZnLIP4L1MNH1OGo5mKHnR4P1d3+Qp6XEFMRscz9Lp7niBCFYLkC6cF5wHrLoh6KZIwM37oRtUeD1O5S1FTm12evfDhaKtyUstEQ91D6YoElDnJJrI0UgUnmErMs36F8jjMKl/NEPPHh+joYksvfWm5orrHhrP8KAmFHCSmSRKWoMVrbxrgODycZlE2zcEaF2Dh85cjfM5xTXA+cSx63vmhi1hPs/zvfcmE7C3TLUxxn2k7ylOjbDuCcyccWto20nAz6mMesHvVQo8usHFkjnyehx8/RZyPwiWF1YF4f3c5z7HVoYvfvGLND6ulKpsVikKmUyG83bD4TB7d5HDWwz9GpapFUC+Efy/mNAjIu1JFiyf8/f97iPU3dtHLp+H9jTvovF0lCaSUe6EZuYyTH4Bj8NNbpebX0cjCA3DzBMalmbMLJ1MXKQWx7o5+3kXA3IPrp3z99zrPdQ1OEwut5d2rp+ePMKe9JE4E9Z4mmhju/q3FQVd4/Esk1eGRVwBqGxer5M6W0PKZxomSucm2HbALbLRmpaLoRRfQdQXpu6Z8Bo5JrlQC1UGrsq/9QeC3N2M98mZoXgyS/EsUSjoIofbU0gKKCa+WTNFiZyTGlq3zMnjGmqJ0pPHE6wkRiLls6yzEykKuJx0w97ra5rBi+n9W4Z8NBy9QmNxg6fgR2KKEAKsLKs+M+RwOikU9PN57Ro06NZcM7X4xsvef86uUfJ6oxREAVggz9cXSjHaKU+79qQsJ5Gwn37gnj1sIXnhWF+hYYf2x+7aEmQP83wab9jvvc71HuoeiKnrDnUfBXDpXCEXGIMPtV9WFrD1utM6F3BcYFCEe4aXd5scoZbKOqkzHFaq9Rzuh5X0GV6OqOb8QeQ8evTo2iS8zz33HOVyOc7WLQYaTODrD/7gD6izs5OGhoZmLDM4OMjf29tr66cSCMrl77YEmtibC+tC98Q1Tk7gZSlPuVzaKgOZDngUXZYHcL5+XoFgMdMAxmJpjqa6OhBjj24hWszrYpUTpBQKIftB8yb/HfFW8N5ilY0hHxeyoXjoSn+MfZhMW5BK5lKSHvy6ANajeRPbB7hl9tR+wUsKIpRI5fjviBDDX31e94wEAe3pRfHcXCr2dWzXmcujJRMJauVbLca0IrzhOHtVcW2QFMHb1AQPpw5pCsjCdTg4Rxf7i2VBSN95k7+sglnI4M3l+diQNoHrBXKIgkLdTAJ/dzmddNOutgKZLW7YsZAEhOJ7D9cUgyauf3Aom5gd2kqi/0VV1gXLb2zZZ+y91rkxD0ep5Xjd8JXXKzNZsLhYFYT3t37rtygajU57DQrvL/zCL9C9995LP//zP0/XXXcdZ/N+4xvfYEVX+3btI4oDBw4s+r4L1m7+rpq6Vb/DsgAVl9v82qCX1v9YgwijyAzkGSRaUhUES4FKBWmKTKrcXJAEeGWRQTs0pu5ikF2earaMlSATILXcpCGNyv40EypgMqmI4a+//2a6OjRJLx3vp28fvkwT8TSv17TaYgP4HVwNEWBQWMMBL7f/1R7WwdEEkx34fZkcg6Ah1kxHhWVyrC5jhSioA9l59OkLTA6rrdjH63fu66Brg5NcKAfSX6x843WkT9QqoaFU1nFbU4CLsHBOpqCILs636pSmz7dKUoD6OjTuLOspLibzOFcYnOB6gRyq9spqkLFjYwP9/MP7ph1fccOOBd97AS+NRdM0FkvxYAbXEtcd11bbNuzA8WLfWOHVHfEsHziIuh04Dk6esOTgemUmCxYXq+Lq7d+/v6zxua2tje655x7++cEHH+TOal/+8pcLjScSiQS/hvSGLVu2LPKeC9Z6/i6sDPin1+V0k2FkKpJd/SpixdBEAm2HQaa3NM0tPF4gqFcaAEgF2xYssstqmVOR2riljqGAC5XzUM6Qz6v5oF1ZgwoL8qaJodfrpp0bm2hbRwNd7p+gI6cHuIUtWxqsaWwuVMqpwiQQseYIFFa1T2hEkdUk2OviyDMQGHJNRYVpdTmZyrL6C3IEVdQ9xwQHeyMK5N3aUyAm9THtV1P59co6TujjY2VbDQpgPfB5pwbH9vNtml6+npU8xaXIvE7BwOAAajLIZ8jvoYfv3cnXrF73HjJ2kfDBiRNskVD+W53/a4fq/qZmBZjw6kg1/TsTW/y/rd06Zh4s8l4PRV6wNFgVhLda3Hffffz1R3/0R9TX18eZvF/5yleov7+fPvWpTy317gnWYP4uitOgR5SaRCxWKLCUx+XmTmn4BxkkGmRaIFhs2Ke37bB3RIMvUhdxIbtKF5rh3oWNYNuGCPWPJnh5Hd2Fv2fzeeobnqSWhsAMYghyh5zUoM/DSq1S4KBaQiFGFNlUURv7VydSFIurNAiPy0nbOxuUIpk1KJ0xmACC+KGQDGontgu1EK8hF7i1KTDnLmXFjSignOosWJCm+fpW52ItwXnRUW7c4jgPK9RMm5RWMnHMIOawllTCYpP5cvdeMmPwMWP/4cEGUg4rmxnqre1QCz/i3kL7Y+sFDABwn+L9ILz6fuDoOMOkQNDDg6NaK/KCpcOaIrzApz/9aW5Iga5riCFDk4rPfvazdPCgeCEF9c7f7WLfrn2K0+/2cfezmBEvkNpS/l0A1gVYH6BPIMbM5woymRYIFhulvKogClrZ5VQFKyUBt7tbD+qsyvmJyTT1j7hoQ2uIAl43e31BOGDpAYnZsbGJ3nZwyzRiqMkdiNWuzU28Lf0+fGa8bhe5nQbHUYHoQfkDydzS0cCqM7aD15sb/JS0/KdMtJ1OJoMgQxlrTAp/MP6OfcHynP4why5ltfatztVa4rJN63NRnxVFpmPjipVM2DlwTpHyUAn1IvNz6XCGVsFslcnlCwWJAMgpjg3kfbqVw5otw4Arr5IyuEMcd+5zc5MM7UdWWbzKjwz7x9WByUUh8YLFwaolvD6fj86ePTvj9VAoRL/7u7/LXwLBYgBEFV3MemMD3EBifWhd4eGE77AnxDKT/I8yFF/8gEI3VVhhtTOCiuV0o1cE/5rKpmln81Ym0wLBYqPU9DZsCMk0cm9BOkB2lV0BRAQqIM9K6GxUq2gM6lpLo1+R0FSWienOTY308Z+5fcaUuJ3cgbjq96FNryZy2UySookseb0BevjeHapQLpqix77fRW63/swRdbaGC0Sbu3EZqhkEHxvbGBxse4ASDHKM5TXpnUuXslr5VudqLcF5hYqOwQGIm2Gocz5N+bSUTHI7qClsdX1zzp7HXUsyP5+Od+iMhtdgNcGACuq8vdhQHRcGQepawz6D+wMkFr/jmKHoQvlWRWsmW11AoCfiyleO+wYNKOBTrqUiL1harFrCKxAsJ9y16VZuDYx0hZ6JPi5gA4GFzQEFaGFviOKZJBlmjlzWx1KHa7OVwenmJhSpbIpjyxr9DUyipWBNsJiwK3Eb28J0+w0d9PLJPjrXPcbkQ6mtU3DDLoC4J6i8aOmbVw0i1Lrg+UwzaQXLiCYy1NLgpwdu21LS/1mK3IHA2AuJclmlaIJ4o/MW0gqg2g2PJ5mwgHBrRRqEGZ8x/B3V/ZzBmgNxhi/YSV63gwkvlD+QYywPVKrYn4tSWU9rCY4PyRNQLrnJhJWggEGIaU55e3HMIY+L9rA6207nz1ffgKYcma/2HJQqtqum4x3WG/S5KBv0skJvT4lga4LlQ1YFei7LY2wUZgKwnDPvoNYmP+3obKCBsRTvS1PET3u2ttCOTY20e0sLq8f1vn6CxYUQXoFgEQBiitxcRIkhXQEFZ7l8jjwOF+1p20m3du6ns8OX6NCVlylj5Hh5kAN+r8PFTSZSuRTbGSK+EN2x6SZOaBAIFgPFShyKhuCFbAx5WD0DAYSnthigHqmsYVN5lV/UaptGiWSW81zx2mxTx+XInR0gcBNxgwu4ckaMSR+KqMZcaVaQsS17GsP4ZIYJIUhyyipmQlEdK4LI+QVJzuULxBwEu1TFvj4/h0/08TQ4tg+iv6U9Qnfur5zssBBUikGzR4eB7IL8QQ3FudbnECopjvHC1XH6868c5Y5nc20CMV+1tlSxXTV+aZx3ZOY2hLyswtpTIjivGcVmbhScqYiy5oifNrS6p80EYDYCx/7eB67nfVqsAYpgaSGEVyBYJIDEIjcXRBXpCig4gwcXtgT87e7NtzGZffHqqzSZSpDTBR9kllXgjJElt9NFGyJt9O697+RlRd0VLAaKlTgAihmIU3e/UmxBEtqbA9yhCqqqysFVBFTlsqo4LBRFcVU9VDaOiFIZqdX4P6vJuEVXMeT7+jxuLlDTXcA6jCD1WgVpOo0h6HMzUcpb/l1d7Mbd31Dxz1PfJu8rlgNh8vtcMyr2cX6+/L2z9PSrV5lA29uZ9Y3E6Wz3KPUMTNIH3qHIVS1RKQYN30E2se8gfpGQlwJeF41EU+R0IprNSeubAuT1ugqq6nmnwV3X9t2gyGq1mKtaW22Ocym/tP0+wHsLKRHoXJfJcVGjHpgErGi64pkAXG8MZKBy793UVPaYFlOtF9QfQngFgkUGiGqpKDG8/t4bfog2NWwoqMAgu8gQbQo00I3te+nBXW8hr7tyYYlAUEtoJQ7T+yCuiIPigjCnk1DiA36H34ejaVZToRjam0FwQVhOpSRwq1+Pizpagqykgtj89IN7mLTNRiZmy7jF52Q0pmwGIET2lre6UA35uiCueH8LpvyzKumBG1CwF1QpvJxiZUWaGSDthjrGgdH0jIr9549eo+8cvkKTSXU2oKTqIj6o3kiu+PZLl2ljW4juv21zza/PbMkJTWE/W0/u2t9BL5/qp+dev8b72bFOdbTTAHHs7lPtetEZrVwKRSlCeOryCB0+2c/HW41aWynHWaOcX7rUfYCIO/4b+3KTlMkY5PG4CtF0xaiUqzsfX7FgZUAIr0CwglRggWAxYVfiwgEP9UdThSgnfOfmKZZrl32t6SyrpyAUHI1lkUmsB8oviBhsBiCg6L6mlN3ZyW415G48hn0j9ne2NE7FiRUXqiEKDfuDqXStREO51d5gvALiplsYq2YVeRoYA0n2T7NdYD2Pv9DF5wdky++bSg1QcWmIO8tRLJ6hx1+4TPfevLEuKm81yQnAo89cYJW7nKraHHbT4Hi2YgpFKXvL0HiSBwobLavIbGptuWK7YpTzS5e7D1RCg7KmoJmG8odPR6Vc3fn6igUrA0J4BYIVpAILBIsJe1crtKEFmdC5p1ajNJXlyn4A1e0MBAcNCZCBq5MBeErZ5+YOYCC8g2PzyzatRO7gl73SN07hABTWme/Fayg8U57NLN11YAM9/v0u9rmi05sGlF6IwzhWw+oIh/fu2NBIb7t9elQaGlpAacR50F3dioHXof72DMZ4+Z1lptAXgmqSE7DtalTVgM9ZNoWiFCHUvuxc3uTBBFRznWpRTq2txo9dSYktdx9AXd+xsZFVdXh4p/wl1XW6K+crxj0MO8jQeIqef72Ho9HqodYL6gshvAKBQCAoOV19umtUde1ywsdqFLp3ARzTpYP9LU4BGwHIz4bWIC+L6DGQFo4Ra/DxslB2F5JtWo7cYZ//+B8Pl2ywYAeTdr+HNrVFKBJQRXe66YA6LjSiUIovEgAQBRgJ+eh9b7ue9u9cN21dV/pjbNOwn5dSwPnDcli+HoS3mhi0alVVKNVYLp7IMEm2k+dShHAynqJO9zj5nVlKGm4ajjVPS7UopdZev6Vpmh+b989WVKYHVZU6nJW7D0BGH3nm4pybY5TyFYPowgZjz4kezeXpi986zffyfXVQ7AX1gxBegUAgEJScrtaRXpxfmjfJ45pSQkFidYMHFezv4AIvEAFwzs62EFsFoICCQKJIqpbdxorJHfa9JeKh7sGUsiqUUDHt09lbOyNc5Y+peM7btbq9af8t+5S50M5FrY3+aU0OplZo/R9YcUVYQ4PKXLyuqFZVhUqfS+foq0+dp1giW/CwdrQEaHA8WSCETjJpS/IMbUidJ693lFxkUN7joiEjTJcmt1MqcgtukpJqrfbh9gzEqKt3QqnEVqQd+6m5Ax5SQKx84Ar3SSmSP5/mGMW+YpDd3qHJwswG3o972OlUGdL//MQ5XrfYG1YOhPAKBAKBoOR0NQL48TDnDlTga3lEWbmnq3ZWu1a4AjjnlBAJ5SiQHOT13n/LJtq7fV1dq92xzhu2hGhoIlOyqK14OntbRwN1tIaY0KC4CQkLnNXKvl4H2ziawl62I6AjXCmVEaQZZB5kGfm25Ug28mGhWmL5pUI1KRfwZY9NZsntMqk7Z7CyrdXRE5dGKJ7McoGYwzRpf+JF2pS6SL58kqIOD2XyLvI48rTNNUTtZpT6okk623gPmVbGcbFae9e+Dvr2i1eoZ2hSEVK3ihGDDSYZU7Fhna0RzgeeK+bTHKNYAYeyi3tDe9YLMJ1kupSNY7Y204LlBSG8AoFAICjrX4Ti1zc8SakM2vbmKZvNk8fjLIT7c7yY1boWqpjHrXJOh8aShenjH7l/56KoYMiQRaxW16Ax63S2vdofx4wYMxBePa0OlXE2rzFI88b1Yc6xLe76BYDo4XVg0/owL79UmC3lAvvaP5bhhiChgJO2bmiY9nev20kXExNcfLhu7ARtMi+Sy8zRuLuVMqRU8kSeKOoIUItjkrZmLlIy1UqX/btL+maR6oBudngd9w43wiCTXOTktA/cV/j7SycH5k0o59Lpzq6As5UhNt2zXtyOubUpwLMfs7WZFiwfCOEVCASCNY5Kuai6gQEe7iAliPdyONz84Ac5wpS/r6ByIiXBzcVDe7dFFr0tK4jqW29qpltzzVVNZ9ur/eEt1gQ5nTamyG4FrzHW89A92+lzj51kJdje9UufH0zTYz0P3bNjyUnRbBFmWXSas0hisQIMdwK8yNlcljphY/AkacLdylYWkGGdZ4ykjBFHmDbmJ6gtdpaeH++gcHBmugXuN2wTAw0YGeyNIVQBoFkyh3cxFHAUqBV71u3tmANBD89+zKXNtGDpIYRXIBAI1jgq5aLid3QmQ7c0dBEDgYTaC3UXKigUMBCBzrYw7dnaTPfdvGlJ27KCMFU7nV1tpFel40DhEkjk0690F6bAlaar0h2awz5668EtdO/NnbTUqJhy0RGhrp4seT1Q7aeOF9cWqQdjsRT7ndc7JqjRjFIs52FlF2QXB4r7w5lz8OAIhD/l8FETTdAdnXnae8uuaeex1P02MxO3dA7vYijgSGNAgVrxeeACRStaD/uNz0AimaFDR6/RpZ4Jtqxo0i5YfhDCKxAIBGscs1Xwq6ixAD/IETeGn/HwB39Bm1eE8i+2mlur6ez5+D2L3//j77ieY9EOn+ilK/0YFBh8XrZ2hOmu/Z3L7ryUOt7JRJY+888vs4prJ3m9w3HuTgdiDPXab2bJBQtD3sU2BhB8kF29PHKYEUsXdnq4kO2mt22n0NbploSF5vDWWwFH9BjSGFCgBs+uVus12W2OeGlkPEnXhiZZ1f6XZy7w4AZ+7pawk+7a00h79sytW52g/hDCKxAIBGsc1VbwI5e2tSlIv/y+GznndCW3XS3VOna+KuJCSfNyGBAgggwDGuTpakDZZbJrJVZAuc3mfGSQk9xkcGORjAnPq3oPlOKmiJ86WkJkTKbJ4fKSJxCcse2F5vDWWwFHtNkXvnWaC9dQoIbjho1Bk92+4QR71EF2MTxwuNQgAbaenpRJ/3ZkhBy+czwQWq7Xfy1CCK9AIBCscVRTwW+vtEfx1Up9kGcyOXrsUBe9fm6QxmOZaSr1QlvHzqVIajneA/ZYN51qARKHu4GbioDUmREaMyO0zT1Ek0ZQqZ95RIh5qanBz93oYOfIpybJt2kPeVo3Lfh+K5WQUS/gGqKpBCg8oseQxoACNXh2sZ+Y4RieUGQXgKVHF3EiqQNe5GTaYIsLVP+lSnAoNaBzrdDPbK0ghFcgEAjWOKqp4K/UoWolAATg+aPX6GtPnaf+kXjBa4lpaJCWsWhyTbeOtce64fykM7ASZFWnPNh0rdgyIiedzG2mDZ4YtXsTNJoPs9e1ozVMIb/yc+fGB8kZiFDo+tvJUaIl+kq43+DNhn8YBX4o2ISfGJ7dgZF4IXkDXfk02QWUr5coYxL7uWFxWWw7S3GWts5R3lBhQLdWyLEQXoFAIBDMWsG/kO5oyyVj+MlXulmh080NQOB0FFlT2EfpbK6QrbqS7AnlMFcio2Pdjl1O0mg0yfnKioeq1AmH00Eel4NOGtupPROjm3w9tN4xRinTR/mkk3JZpexqshvac9eKvd9KFfghj5ptDA7lLy7VThqkV59i+LkXM8GhVJa2PqenL4/OGNDNhxyvZAjhFQgEAkFNEguWK/BQR+5rLJ5lsoLmCQw0y3Cr6nsocphmj8bT9Nihi/TiiV4aGE2uSBIwXyIDxfvNB5ro2pjJObQm/LlW9zMsD/KkC82eSB+gCVcL7fdc5TQGFKjBswsbgya7pdTdlXS/FXuz0Wr7a0+do4nJDHuaK/fVc3Dx4mIV3FXK0gZaGnysmtsHdHMhx6sBQngFAoFAsGKLr2aDznxF8RWAjGA7QArQMAIZulgGqu+la1EmuyhSWmkkoFjlU22dHZyoUM0xjEaz7MkFKUILXTR/QApD8bJOl5teTW2lU+Z2umezyWkMKFCDZ7cS0Z3P/bbUU+52bzYGSyC8qlCvdPyYKuFDqoNr0QruymVpYz/hwzbyJqvmQ2MJHmBkcwY9d/TaDI9yKXK8WjrJCeEVCAQCwaopviqGznwFaUNGbKkCKZ6Gdjm4da4OKVjfHKBIyFtYphQJQAHcK2cGmQA1hr10cM968nrdy0LNnrAygePJHHcwQ7tkEHvlLS1PZNLZPJMnr9dF65oClB3Jc8EaIrqKzx2m95t9Ptp7y94Z0WO1uN+W25Q7iPbm9jD1jcSZMJaKVVOtpJU/HLF0i1VwV5xtrPOTMYhLZ3APaOWZ6Oj5ITp2YbgwIMJ97/O6eYCniwjhq17Mxh+LASG8AoFAIFi10Jmv6AYH0ldOmUP0VIYr79E9zj2jy5adBLx4/BqdvDRML58aYNKg2802hLxMxD780A1LQnxxnCCzKKxS6QkmH4cmQFBrQcSQJIDlShEZFGLpyDDdZQ+kqbiLHP6OaLqbdrXVxWeLwcTfPXaSjp0f4tQDeKxRILaUaju2c9f+DXSue4zJJM6j3cfLBXuGYpXYX2QwL9a+2bONS+UnO50O/jvsO4mU8mare0MVI8I3jWuNLzSawT2z2jrJCeEVCAQCwZJgMaaqoWqC+GHqFlX2IE+llDnkzzIZdhCTmHIFSZj6feXMEGfTGrZ8WpBAVPN/96UrdKUvRp/4yJ2LTnpxLi/0TLDyytmx047BodomZwzK5vN0vme8JJFpa/JOiwxTXfbc05RCrBvEecfGBvr5h/fV9JppVfexQ5eo61qUz6vH5aRxImpmBdK/pFPuUJV7Bibp2y9dplg8wy2lVbMOBxl5lUkc9Lm4u95iFtzZs421sstNQXyugjKfxz1uLY9bHdeRB3Z2L3ssXWgestiNP+oNIbwCgUCwxrDUnsjFmKrW24CSOTKRZB8jHvAgv4lUjoIggw7bNLShCrRArkCsSjgfGOOTGV4XCB9aKE+L0/KqdZ/tHqXPP36afuE9B2gxEU9kKBrPMLEJBEo/3pFOgSlskDUsXwwcV3FkGMgPSCZ7QQ0UtKUo5PfQw/furCmp1/5jXDN0McO1wpQ7MJlUCiQUdZDeBvhRx5OLPuWO7XzgHdfTxrYQPf7CZeoZjFkxZSYPMHSntcVuOqGzjU93jfDgDUTVTnZNVp9ByHGNQX6RrYz91l3y1LVH+2iQXlzvxW78UW+sjqMQCAQCwaxYDp7IuUYnzYesF28DRASkhBUufvCbrMyBTIEPYNv6gQ8i19yA5gkzkc/nmSgC8AQXe1q1Aow2vSBiH3po76KqvBPxDB87pq8rAX8H2cHyyykyTN+bsF6AaME3XFDjTaJUxmAbAXzIHpeLByznro5zl7idm5posZtT3HvzRt72lf4Y79/WzgjFR3v4Plpsz6vONr50bYImRhNsY7Dfn3mQYDQPccC24i60hdaxfFr9xecD/u/+4TiT38Vu/FFPCOEVCASCNQC7egbCgGlLEL68WV31/lJEJ9mnqqsh6+W2AWhPoyOHFsmK+KLwCIAXtXN9iAI+F08Hq9KemaQRUV14L/sfy8RScfMBt5OVVhS03WPbr3qjIeRjogglFMdXroMZyA2K0rD8YkWGzTZQsacMQMGNJbIF4g7/MGwabDkxsSyKwvKUyeDLoH/+3ln6jz9126JbSLD/INp2sn1y/BotFfAZOHpuiAbHEjw4wfXX/u1MVt3ruIbwQsN+kc6bPIjAbcLLWnc+7vG+0QR70m/f274qCtYAIbwCgUCwBoAuY08c6aZYMkt4fPGDjqe43dQU9k5rulAvT2S56CSNctXh1arC+zYoh6J9GyCuUAUxBe5yOCieyrEXFQoXCtmu29xMt+xuo4fftJ3TDR59+kLZ7l9j0RT/7HZWJgDa04v0hsUELBY4NyD6ULThXy4+BrwOIgmVFsvXO6Ku2lkFe8oAq5OWKpk186qNr6mSD3Be1WAlXyjMe+XMAP3u37xIP3zv9hWRkzzXQUG1FiS89tCbttOJSyM84AJ75YEPYebBw/e9HkRoL6/t7ij8phzJeqHKswUrCUJ4BQKBYJUDFe9oqYtcVZAxsqq27dXZqCpH04V6eiKLo5M0INyBlIK84HkMonapN0ovHO+lztYwvXyynwk7nr+VVGEz7af2Jq/aRsBLY9E0q7KYtrVHc8GygGNHJu+HH76Bdm5sqmoqH4o4SFc5f6+GTm1AVNliAkRo1+ZGeu1Mms9VcbIClFGoz8irwHLVTFUvJKJuLvYVe8oALCgYiOGc59H8wiK7AIu8JlHeUJQNr+O+udQ7QY88fWHZ5yTPZVDQ0RKghrCPLQbVNkHBtdq1uYmLDtuaAhyzh3Pk87qoqzfK59R0KY8vTileh9UBnwfcI7hxcA02rg+xNefI6X669+aVO4iwQwivQCAQrHI89v0ufpCCKNoLWYo7jYUDnrrGENlJDYDnK1RTRUpzrOSBlOm0hM/881EmbHg4oxAHqiRILAirPgS7Kny626BI0M0druBPRZEVvKrF0VxQdwNWEgOmxaudyr9tdzv9w7dPcXviSpYBvAdh/sjlXUzo2CwUnE3E02R6XRbZV6pzIIjmAkSNofpEZhXnEmMQU619ZXNHpJAygOWQCcutfLkgTAHkjVPl+Lqrr4KKbRIlktkV1yyh3KAAFoRXzwzyZwKFlO0toWmxbPDqvn52iG7bs56LLENBb0H51UWH0URm2kxFU0TFzGGWA+cR68MgzutRBWw41xgId7aFaF1jgByOlMSSCQQCgYBWzAP16Nkh9uypIi1H2U5jIIjhQP3aodqjk/DA7R2aZKLN1eN5eAcxTU3TipT0jKqTHAWymuSs0PA00guiMBJLUSKZo2TGYPJQKZpLh+4XV6DPNpV/rmeMo8c46cHWnYp32VQpDVBR4XOtdYJBNdPadpUaij0GB1rhxaACvt1yBWdQSofGM+TsGp3TlDqI7t8/fopeOqFIG7alzwoIFAYLs9lX7tzXPi0ODV+Ylk9PJPleUAqk/f2qax6uJzseyGRCh1mMldQsoZynnQdVlq0jz00/yBrwpdh7jr8jyeLZ166yGo4mKbs2NdGd+zvoLhDeEjMVpnVd+H5wqJ8xOLOr/ziHzdZgA38D8YbSuxoghFcgEAhWMUBUQCpRmFUOutMYHm4gD/WKIdLRSSA1YLzYLzzQ4YlNGaqohsU6m8GQp8CRsOAwyed08fIoPgt43dTSOJWmgOVSKZMCXpUdii/tUdWFWtql6HGjq5rBRK5zXXBOU/loKoGcXUSPgQjYc3hZDXY7afeWFk5oWIpkjVIqtX7Pzo2NJQvO9Da++8IAjcay5PVGq55Sx2uf+LvDdLZ7rHD8OB+5PK6BupDnr47T9VuaZ6RH2Jsb9I4kZsShtTcHOBVDxWlNsV3cyvBf45or5T7PdhUo8SupWUKldsC6aQQGVRj4YRYEA1LOQ+bPqdXAGIQ4nWXCHJ1MU8+Qsom89y07Z8xUeNwuVoQdTge9enqQifOU+u+hpoiXP3tdvbHCjAv+9rWnztFodPOK9kcDQngFAoFgFQOqnPLFurgwzd50wU4E8X8gFs0RNTVaD+jpVng3EXuUNQwK+jyUSKtUAewn8kEBLQgiCsxh5YbiAYz8XCi8IAB2a4Pq/OWgZEaRMrel5OoILo4c1aU6cEw4lbcVRGsuxAiqLZpKIGcXZIJzby3PLmwMIJS1iiObb4TbXArO7NsYnUhRwKfO3WxT6nrb45MpJru4j+y5xC4DHvEcXzdEwKFZw5YNkWl+bVwvkFTsA/Zxhoc64OXZB9wnvFoTKQNQ7V3ktA3gcH2xLCwq2N+V0iyhnKcdxBaEU0eL4RwhOxmqKyeMMEm1FuZZDMuHa0WK2W0dpe4B4I//36t08tIIrW8O8nYQswdibO/Oxj53r4uuDsS4mHMl+qPtEMIrEAgEqxh4yLndLn4ochRRxlAkAiqojQiCmOAh2hguHVVVK4DU4EELJQ/kh9UqtROFKWs8+7Ev+Dv+hHQFPOaxHB7qIAA4DhAnHB/IMopxOps9FAy4udNVJuDhaKt0eko55iNV9mByWNuez3QtyCyaSoDY2j2r8OzW0sYw3wi3uRSc2bexvkkRVkyPl5pSR0yVfduHj/dy8wetptv3T9f7Ox3KioBmFbg2OFf2IkKy1ot7spQ6DYUT5Juj4Ezr3rCRXazLbWsWspKaJRR72jUKpNZitThPOYv0ay+6TqxQZg5VfAaijOuFwZHd1lHqHrhr/wbqHYqzTQhqenF3NpXy4aKOliA1L2Fnu1piZdJ0gUAgEMzJRgCAlOGhGU/meJoUU85K5VXLQvWEmvOVJ8+zLxOh+qe7Rvm7JqULBauPN2/iKDTtr9VWA6ik/FC3pruZDyFUgpUutRweyA5NgK08XTyM4W/cuyVEQS8UShdvR5EjkC61Pqwf5AIPdPwMxezwid55HyPILXJ233nnFupsC9PFa9GanSv7dHdxRJrdA6vJzXy2WW4bxVPqOM9Q1KcKxtS2QYqhPBY3OQBw3iEEaiMCiCg8p+iYxmSXbSBQYlXXt8Mn+guWCRCq3/yJW+nX3n8z/eaP30pvu30LbVgX4vVAycS68MXd85yqwA1qvx74wHKxEpol2D3tdnASiHWvA7plsU5WKZxqKzZM/6oHgvg7Uk5wbcvdF2+6sZO93F63i670RfkzpAcW+LfBfl4BfL5Go0l68pVu/rdhJWL5D4EEAoFAMG/Yq7ahaOLBBaLC0IHzUM9cDtrYGuLuSk8euUKvnR1gIlyPbmxQAxsjfgoGDH64Y3pc7Ssyc5X6N8WEMaULcqSmvrF/TGTJwUQNbYN15699G5Ra294SoCt9E/z+cMBdqO5n8szSMVEmmyEjR/TUkat0/MIwk+S5HmM9O9eVm+4u54Gdj2d1LlPqdkVdbxueUKWYz9w//T4jb6goMfabEqu8U+2ciW0IPq+Tjpzqpy3tkYJ6aFcm92xroReO9dFjhy7SpWtRJoiwWcDG0FwgZVMDH9hKVsK0u93TDtVcXwN7LBtSVFBQpgdsOUsZx/nDOYU4DHKqzqdqH5yL5okcafrHb5+hF471zur1fvKVbp51UYNDJwUCLj6vugiQfcOWpxfLffILR+iBgyvP0yuEVyAQCFY5tDeSp6DHEE9G5LPICqZFoXri4dbSGODkBBBiPOSgWmJas5oopPk+6De3R3g6FcofitKcTlgt8DCfeqDz+nMgWx7yeVQXM3QKg5/XXoh15sxpXj9ydZHdq6PDXHY+ZhJP44IE42VM5eNnEIW5dJwrdK472c/nCh5IFFKhgKoWnevKTXcXA3+fr2e16il1axpdF0ppwIYAqKn10vvG7WutKQR4sUulAmCAcHVgsmy6glZ9keTw2cdO0hvnhyiZNjg7GusAKatny+PFGIzam53oWDZEiCH1A4M0pzUhz8qvlbagBqrq9XQWg0GD729cNpDjTDZHxy4M0cVrE3x+f/wd15f0emuLCq43GrRgEIIV6e6E2tOrizPx7wBeX2meXiG8AoFAsMqBBxKqtuPJDPWPJngqGQ83/Afvn1bJEHmE/Fo8TPEgxXR2wOepKgppLmqP/UGPNqiwN+DhDgUayh3IJzgSCBL2A35CqImo2sdDHV2j7r9lE911YENJwr1nazMvg2I4qJX2HF6VRKE8kExQCSqji8lSNb5YDTTCgDIWiytVGfuvz6fqXGcsyPNYbrq7GAvxrFY1pe6a6talmz9o4FhBhHR2cinbBf5Olk0a11Y3N8D9A4sN1Hh4cqtRqtk7/e4DrPbWquXxUqNcs5NChJhV2Idf4EdnZdecHsumLB5KScfpzlsedfjTcX/Hkwn65qFLNBlP09vv2srZ0/YiRgxc8XnB507fRyMT0z29uJZcGEpO6mwNccbvSvP0CuEVCASCVQz7tDs6LeGhpqabHZzJClVJTYmisEhl4kLVxYMSRIazcquMQpqL2mN/0MOaAPIJT23aTr6swjIQJZ/HzdX+WsX7sQrbwgMcXaZUxi/yZxVR0D5hiGUhv4f3H79rIleutXG5znUYAGjioQk1lGqQX5C5WMKYdyZsueluO7RnFWRvrp5V3BfwhkIl7x6I8aBHo3hK3Z6CYN82/Ls4Xxi0lMslxrkHGoMeioS9XLSmiiXzPJDC+6Bm4n7UaQ2VUKuWx8sF5Zqd6AixxrCfxmMpOn5xhJJmrlDYybMSfP9aqrn1sTFxH8Lni2QTy/eLQUc8laVvvXSFXjjRzwMyu4UHub32ew3Qyq69UY2+DzDTgnM+2+dkuUEIr0AgECwBirtS1aMrV3GsFYisnpbkojUjxT+jiQP8mbriXcdsgWCCNMK7N5copHk96IfjNBFXpJeVKqeaWsfDFupTY8hLG1pDVal4TBZbQ7zv2zsb+LiwLqhg2I6ubQehR/6ovTlFNb7Yxw6hc12cCTT2rVRjC1zXhXSuKzfdrWEv1puLZ7XYdwwyBeKKwr3GEKa0PTOm1HFMOgWheNs/8uYd9L2Xr5bNJXYi8gp5uS5YD6amx7Eue2trDHgQ61atUj3flsc4/sv9UbrSG2PVdGtHhNezlIStEokHvvzds9TVO8HnCWkN8D7zgDQPv7UaUExlWCuSax98pCz11zBUggOU+YDDMc16c/ve9sK9hutq93CXSsPAyVtJmceAEF6BQCBYRJTqSgWCgGim6zq89ODt6+oWawWAwIBk6Ogh3cRBqbpWVbhFBEGEQFCAuUYhzfdBz75QB85TnrxeVeaP/ZyLildsmdBkcTIxlRqAdWoPabF6WskXC8L0+rlBJtA4/lLQ54U71wXnnwlbbrobU8vz8ayWyvXF8WN9+H1wHAp1nkynb9qUOu5PXHZ4p4u3/eZbNvF+lsslvv2GDrpwdZwuXhtnwlSutTW231HHdAUcO2woj7/QxfcFrC240XC/bVofph+6Zzvdd/PGkvdXtV3uFopSJP6513voyOkBTlDZt6OFxmIZSxnP8oBTz7pgMKoHq3ayy3YHntWhaar7xrbQNAvPe+7fydcTP/cNTxaaTuj4QqzbntqwUP/4UkAIr0AgECwi2S3VlQoPqeHxJI1Fk9Q/lqF9exfeuKBcFyet3KmcTWehixOmN8EGudGA20khv5sVORAePPSmRSGhsMb6VXtsQwtUM2utEGGaFhXlKHBCZT8KnHSxlG6zzIV61hRutb5YHN9YNF3IfNWksJg06/OCwcB8M2HLTXdX8qxWImflcn1BXgdG4jQwlmDFEKpvU8RfmFKHgg/vd7lt46tcLjH+9tt/dYi3U87nO9VFrXQaxUKBcwKV9DsvXeHPA59bZPk6iH3e6AT3uW+e5FzaD9gKu+qZwjHfz/C6Rj/fsxhMgYhiUNo3nGBLiCa89nOs2nirKDP2YXPihhqMwZ+PIjUUpz3zeg/9p5+6bVpqA9YFz649DcN++VZS5jGwMvZSIBAIVgGg7JbqSgWYXuWJvDqUZLUMBGIhKBc5hYclCC+UXUSA8UM/maWJeJoMLogxmRyCwI5EU7ac3JlRSHbCAuJejQez3oDiBVUMRAH2BZA0WBmGxhNsXQDJz2RNVhNb+AHuqNoXi+N78VgvR6FhO7iOIB26Y5hudTu1L3km1QtRLav1rM5GzjAAKCZP7NuOpnjAw15bZDJj0JMz6K79HfQj9+3ggVe1CqfOJbYDucR5w1TT5FljRhGhVg+DfldhO7Ue/OC8PPXqVbboYFu4B6auk4vtPLBjYBmkhuB8z7fLXS1R7jOsbT4AzitU31Q6O1UkaIGbhli5vSZsQiDF8OvDoxtNU18mwdcdnexOXByhP/zHVzlu7Ld++jb+GWkMKFCDZ7fYQr4Q//hSQQivQCAQLJK6CxtDqa5UAH73edAa12Q1b6HtactFTmE7eIj5vW4mvZgaVaqQk3Z0NtLoRJIgfqlKfdXPtVQUkr1JAZZjNWiJ1R6Q0KffGKNLA0Ps38Ux6gIbTLWj+G3DxiaKxtMl0w8q+WI1AcK0OIibio8yOVs2x5FdKt4MsWlTrY6ddPP1bTUhRJVU8GrIGRQ7DAA0eQIB4oJELuxTpBPbMAn2giw99cpVnjLXhG6+JJTvw7zJLWyxHZBrZYNRxZNaPcQ26jFgwjoPn+hjldphi1LD67rhibag4FxgWQwuFtrlrhaoJprOYdmh0DYc14t303LaqEAMnergUDFxPMgweTCruxZOxY2NF+LG3nLrJv4ZaQzqM71w//hSY2XspUAgEKxwYKoXZAQ2hkqNBPDsADnD8gtBceQUHlIgt9gHPNzx0N6xsYF9lu0tIfrpB/fQ//j3d9Pb7tjKiQhoGYtn3JSHVz3zdBSShkp1gGpqLHmHq2OXYvTq+QnqG1XKFQgMcoej8Syr1qhcj8XTXKSHDlPwxSJpAecb3/E7Xi/li9UECKcBD3q0O8ay8FYysYAyaimY3DzDVCryw2/aXvfjLiZnmPYGCcJ3/I7XYe1AogamvnEf9A1Ncn4tCBWUb1xT3HtQAGH3wPUEoUME2EIwM/rM1lTE9oMqZqv9gAkqaXe/amyCgZzu0JZIG9O+8yAgb3JiBVTpene5q2U0HTKgYU3QBZO4diC1+GxiQAZ43E6+9lgXVF/cn/q6c9IIBoOtYb5XcN0xiNWd2ObyOVnOEIVXIBAIFgHwNepinkpQLVeRfKC8hvOFjrU63TXCbGx8MsPevSlVy63yYjM5umH7Oi7yKvaMnrs6TiM5VIWrgjW4GLzu6ZXb6nXHkqs9UNCfOT5O0QT2CRK1o9CKVScBgPSCpGxyEhfpoBioWl+s3Q4ADy9UXs4o9arGHKwYopFHnsjjcVBz0Ec/9sD1C/Ziz9erXUzOLvZMMLHDtD4A7zb23+1GgwKjMIjR9wcGQvCVLzR2CvchsnZfOzOoPNR5S1W0smaxP9wi2OGg2/a013zABJUU8V2qyQpmAdTPerZC2Srwu/K+olnDlf5Y3bvc1TKaDlao/TvWMel95vVrVkGestp4PKr5h8+tPOV64Koj5nSHNhSpotgNXyC0R07306+//+Y5+ceXO4TwCgQCwSIARTx66rASVBqCk5dfCPAgQtQQ2ubigcwznUUkkKe/Ax66fa8iu8WeUShdj3+/i0kz1MBc3uSiJnRDwzqwLg/2NeJbcrXnse930WhUkblySQBQfHG8/aNJ2trZSPfevLEqbyp7KYfjrHzGkzleP8iz3Q6ALx3+39rgpzffupnuvXm6n7UeqKYFsQaIEO4+qHNcKAYF35iyYzhMVORPTfsvpBBRA+ezMezjYkjcM9OzelUeNJJDcC9huVoTKFxXZM5qsq2ymBVhJRvp5fbTHF2nGmPUu8tdraPp7trfyZ+/SMhHh964xgMJXD8cB+wLcSteTjWymLIjlUor0US+dySxqjKPhfAKBALBIgAV63gwoeAJBWrl1BrMjrY0zD+X115gxLYEvW5WsPCQUhmo8Goy4+HdmEnC8UDbuamJfuV9N/G09uETvXT+6gSTZLYxeF2FTmt3WWR3qR6COOajZ4csT+LMxAT8zokU1vR1OGDw+anGm8qFasd76dpwnH8G8Vcd1ZwUCXgoqxtbkElup5PJw/23bq7YGGOxfZ5I2wCpZB8nFy0psuu0PNrgvkyGLeUTftArfVEmR5j2RkHXfIF9g38WU+ami/ga2NvUQl3EQALbnZhUFotanjeQs83tIbo6EOXj43CGUkkRuqODg2hTR7juXe7qEU2HfUbKBArvCqqskadILl9ovoJCStNUqr69vbM9raSYyNcjRWUpIIRXIBAIFgGY2kYL3u++dKV8V6osSBPxdOFcp8KLq/QxjQvCCwWnOeyjXB4PPSuiiGBB8LGlAUoQpvahdhYTDU2eMb39ow/sYl4MhRdFX2gEgY5my0HtwT5Cba1kF9EV7Kq1sFL+ZoMuBnsOhWoZpUK6HFNT8ZxNGvaxdxl8CYMBdC5Dy+PFOiez+Tyxryg+AtFBQR0IE7yY8HaaDlXkpLkeoDrHqWlwtLLF/fP80R7au615XseEazMwmqT1ljrJXfssaw2uF6bSQbiwn1Dea20PwD5ft6mZDp/o57QI3ZbXDp1koNv4wp9dzy539YymK5dt3TMwSc+8fpXTGDDQwMyMPvfFx7jS4saqxeo6GoFAIFjG+PBDN9CVvljZrlR4Zm1uC3BCw1xQqkofJIaLV2BfSKmirQ2tPvaYwtsHDx8/4xyOGdPWS50/qveh2mlULINpao8bRTnlLSMcpJ/PU3NEEfXZUChUM/M8QMFABawfKrLH7S4UxkEFbW7wsXq/c2PjohbulfJ5gtQhakt3l9ME0+/zsPqHKDK0g87C02lbF3u7PYr0wQqiI9fOXBljlX8+aQRagYaKi0I6nSGLfcO6ce6wzyDh9bIH7NnazEooN8XIK1VZ8zu2coAMuZ3sgcX+gOSXshLo84rzAuIeXiTf+lzbKZf67Ozc1ER3H+igT37hCKcxoECteNC9UuPGqoUQXoFAIFgkQLX9xEfuLNuV6roNXnrw4Lo5q7ulIpRAfPEwdLtV5zRNzFoapzol2acv44kMe3ZBxJ872kNnr4zxg2+x80fnQ7a1TxNkDUQKRLRUFzQMAECybrleNUSYbT8QUYX8XhXWr9oTg/RyMZBb5bmi+As2BxSxLbRwbz5tb+0+T5wvr9tpFSgqmwWuPe4L7DMUfaiY65oC/F40HFAFTsQJFmC/mgDj/Ujk6GgJ8n0w3+K1YgXaniFrRz1VRcxEtDUF+Jrh+oFw62YXmnSvb8Y5cRT2odhKAOB9IMNQy+Gzxz2Gn2ttwyiH2awF1Xx2Hji4mck6z0YUneuVGjdWLYTwCgQCwSICZLZcV6rz58/WrEpf5eiq6VqdM4oM1BndkrJ5SmZy9NWnznP+KrpsYZ/wfiiHyEhFwgH8vyDlsDPUIn+0lAoFzCfsX6ucgyMxCvtdhCCC4gYHXFBGRB2tYfrhe2ePCgPxPNU1yoSWTOU7xfqg7ulCL3wHRdTFf/Mt3FtI21sARAZT1t8+fJn6ExmrOQjL95QzlDcXFgYci57Sb2kMsC0DSQxM/SymC1Kvzx1PdzcGSs4C1DppYD6qYrWzALwPrSEe9O3e2sz3s1LriS0oyGrGCQCx1fugrQSd64L82egfiU9TpfGFeLevP3uRz009G1BUg2obZbz3LTtr2q56JUEIr0AgECwBSnWlqmWVPh7IiB7DQwwpBSAwUO0wJatVNJDhgdE4v687Z/A61HQzVCyTp717R+LsabSH9EOZRhHbfBS/Ul5jTCuDXGHK+2p/lG0Ycwn71yrnhe4htjR0tASmVE6Vvk9ul5pS/7G3XleVgv7yCUUc7KkPXo9SIpUP2OoSBnuI10333bJpXqRnvm1v7cBrnW0hVnc9HjSDnYoXC/p9rPCiWAxWBhA2XGd8x+CHkya4/awiwphtCBW1kl1IGsFckgaqVRXnOgtg34fBMbUPdpW53D7gO3KWWR3H+Yj4eeCjbRj6ffVuQFEN5tIo4/1zbFe9WiCEVyAQCBYpJ7ZY0a1FRmuljmp4SEPNwjQsprJ5ituqUMLD+nJvlOOiIkEPbd3QYHXAUh5Vk5yUgboJ24NHtc1VcWZZZlInu0ZZBd25sWneKhTvPxdGGdQzGLOKhxy0pX2myqfzZKFKlZpeB8l5/WQXneqeZOUSnmXYRbBuKJs4F0iTQHFeNfupW0AXtwvG70wADVX5DisFFMy751moNp+2t6X2F4WHuLI3bIOCaUxTI0cnlGcXr18bmmSCjm1wPBUnF6imBGE/kidctK6lcfoswALtBnNJGpgN8235O5d90MoxbD7oOIft4PNRLuPYfk8uBarNYu627edqihurFkJ4BQKBoM5E9+8fP8VthfFA0p5dqI1Qo1DIthDiW6lKH8oOCC88e8q/6mRSC78pHvL4jrgoTFPjoQgSB6IE3ydUXl3BD/VPFzJBLQZxwrG8fHJgToRXq1DYLsjYBAqVrBxbWCbSBtRekyPA0rk8t0C2P7wrhf3jHLz1pmZqa/RQ74SblwERwPK7NgfnpFxh3bF4hhVyWCFKAfucdyurBPJj51PgU6rtbTFZ8VtT5/a2t8XHYFf5QV6D/qm/Y2ADy4oldKuOcEaei/xSGbOQUNDcHKIGv2r3a9+FWhQxzTVpoBLm2/K3mn24c1/7NOUY5x2WD7wX0W4odiweTBTfk7UsxqxlFrOjxGdntcSNVQshvAKBQFBHsvuJvzvMaiE/XG2pDHiQIqIMqQ0oZJsv6a3kkcTPII3oBobpXBAqHb0EsnBtMF6YrkfL0JHxpFXsNAWsDg943WhCtT9WLUrPdY9WXbBjV6G4+UM0xesEaVB/NyntMMhhqjazmH6HEon2uHZUml7Hft20I0If2LN3QaSCVfO8ydFrIJrliuDg4cU52bO1Zd6RXbrtLabKy5EVFI/h/KDtbXGaBn4/3TXK5Ky4CAkAUcOsAnfJ8zinuubxfaDIryr0yxHZiHKti5jmmjRQKyWz2NpQbh+AYuWYm7QgQSWT4xmIvmEkFyvvR6FbYcTH6jj2rZLlA/8WoDkK8qJVhB6SIVwVizGrJcfVZDEvRqOM5Q4hvAKBQFAnQNnVU+PhoGe6d9GrKv4RUYbUBhSylUOlB99sHkkA5HRjW5juv2UT7d2+jteBafK/+9fjTLRQrQ8VGA9D1Xlq6r3qZ9WJSj9OQZDwsI9OZqouZCqoUAFFIqHsarILaP8oB2U51D5jnyplhBafF628LVS50qo5CHdThHg/iovgsP/YLZDB229oX1DbWxwwyFU5qOPPs5qsyU05JRIkfCqezCxcVwxs8DdwIvh9MfjCuUI279kr42x7GRgzWB02nZm6FTEVXxtOpuiLVkWA56tkzrYPwHOv98xQjrFPPAg0DOXdNkEq4eV2TWtZ7fO4uKAT+x9PlC5I/BoXviUKCQ9YR8Dn4iLRYhvGXD3KXq+67sl0hsm3Vp6LkV2l+brVYm0etUAgENQZUHRgYwDZKCa7U/FMinhCjSqVvVvtg69af+KP3L+z8KAEycDPeODCP4oHOEhROutgRdMOkF5sG4Vf7FtFu9iQV1X0V6kWaaLGDTasddgBwocvIzfVBACqI8gczhW2BUIci6d5Cvpy7wR99clz085L0J2l3ZuC5G9UBG6+U8Z21Ry+2YDXzQkXuggO+l7I7+F92rd93bzJtY5T4wEFHCkzRWSGitBCFJqLyU2xEol9GXOlKZHMUu/QJCdprG8O8npxDrV6jMQGDDhgwdAxa5msyctiqr4hkKdEOr8oRUzziZ9bqJJZbuBYTjmGnQQ3o/a9F7pVW7MkumU13of7Bes7Mzp9e7hWTxzpVh36uPBRXWR0swP5hZ8fFh9tw8C5ruRRvjoQo5OXRujNN2/k/cPvL5/qp9FokgfQo7EUFy/CMoXBLywuqz1ft1oI4RUIBII6AAVqeGBBSaukRuHvSD3A8o2u+RfnTPMnDseZ/OAJjQf4W27ZNKOTGh567S0ButI3wYRWWxs86EZWpPIC2C4XtFmtSP0epYJWqxZp1RQqlGpzPPOc6GIwbgGLbYKgDEzydrE7IDFYBh25Hn3mAk/Vw64BhS2fN+j8QILO9MTpiTeiTMhnmzIuh1JV/Ugs0M0cIMbCf4ztohBuvmQQ12BLR5j6RybZagACVVqZM5i4bGmP0FWerp+uRILMhGJuSqazTFxBoJQH2cXnEKofDzKcTvZsd/VGCzm9IO/gRBh83be/mWPdOjdtq2sRUzX3Nq77Xfs7pg1c8B0DoXgSg6CpDN1SMxp2JXM2co3Zj9mVY2vf8yrdRA8idJ6v1aN7GrBN+K5jySwP1vRnDMDx4hrgHkbWMc4DPrsgwaU8yiptxKS+0QQXHr5yeqCQOa04LbrImZzGgQ55GEiPTKSZiEPxHxxLrtp83WohhFcgEAjqADzIdIFaJWhPL6c3NM5enIOHGkgeprAxDdvRHKTtmxpZtcJU9a2719NzyWuUtNRIrBcV/IhXspM+fEfB2cvcSWyKaClvp4NyOUUyNbBMwOfhqVsQXihLc1GLtGp6YjxpNTjQwVlTwHZxPlgFRhEelGXLpqA9xJi6RacoEDUsjyll3TBBkXIU2iky6nc45t0so5bJAuWAfQFhRpMPKMggd8WFayDZOE9Inbjjhg56+fR0JRLnCpYUqPQ4Jw6Hap+byam8YJy3LOy5HheTtFjSXiio3p+wkjJOXJ6kh+9qo73bW6ieqFR4hsIwzD5889Alevb1Hs7JxXlC1BzOOWYkcK68Udc0H63dxmFXMqsh1zs2NrK1BJFudvC5N1Wkn2FaBX4EOwssPvnCeQz6XQX1WEOrxuzX5Ys906Ot87ERoYfri4HqM6/1zFCa9TXmFtG5PO8LBjT4rrvG6WW1JQlfWDd834OW1enOVZqvWy2E8AoEAkEdgKlKTWYrQZNiLE8U59dKTbHioYcCJDz0ME2N90Hd+ctHjrL6CGIA1VErPusaA+T1uCvGNaHlKvJIkfdq96jy9liFVSSUc2GJaENriO0Z8ylk0qop9qM/nWPV0j41jeMD4QMJwDZjcRV/5nWh0M5JvoCLO4VB3dINHxxQLB1OyhogbHkmQHp3oHR2toUrVu7Ptr+LkVcKYg018zuHL/P1Vu18VZIu8ohxTJGQlx64bTNtag/TNw5NVyL1PQEyFgq4+dxo6wXOY8aKZ2D13Co+tHunmRxn1c8XeuN07JKfbixvJ18wKhWeYZ9xnhFVB7KJq4x2vyDGr54ZZLWaFWnYM9CK2+Uo+GjxBcW2WMm0e3M3t4cLKQvwzzZHwrw8Ph9sWygipHgN+wAbAn4q5DrzEMTB9hDkFWtbhN1Cof3G8IFjm+U82jofG59nHDcGqsVKs/0aQyVG1jQGKFgn7AspNCrBQNhSkPGZx/7gkPAeYN+O1iVvjrHUEMIrEAgEdQBydvHgHZlIcoFauQ5TeHBDNVWd1sZKFufYFR4sDz7EU6smvIB5LqyZ9LoLDRFAGjGtjYQDvL8c6dMtV1URmY0oOZ3k8jl5ehVPfCbl5GAVEV7E+aqbWjV98sgVGpkw2HbBBUCWUgW7hE5GAJmBKtUQ8rHCC78iul1NtahV58/JiqYi5+AiurjO3mSjUuV+vZMFqtnGj7/jer4uj79wiQcEutNa0OeiTesj9NA929iScq57fJqHtbgojS0pbtZ5+dq1t4TYt4trH0+hWx5IMQZWCtgO7h+cOJCnsUmDvvPqKG3adLViZ7eFoFLhmZ3YcSqGRdRBdEHbVC4yGn14+P7mwQFmI4w8z3iA/LY1TSmZmlzD04x7tqs3xoPFqSYqbh5E4e+IxZs0MtOKJFW3QjX441kPtlB4eOAHoop7Eosi4URbKFC0hs/gpWsTNJnM8HZ0x8NSHm39+ebYQPiCTZX9rFHqGmv7gtOhBjG6aYguBIXXPmc4uYsi/q3ArEE0nqa1DiG8AoFAUAcgZuzO/R0cPYZiEngki9UsvA6SBzXKHktWXJwzU+FBlJRREKRgV4BCi9+h8kHtxPI61qtcXJO95er2zoZCIRNX73tdPHWMKWR4jL1eF6vIOzc2zlvdnNau9ekL1D88WcjkxfbwsIZSh+PE+QJJ0WQXwEMbD3e8hvMH0q/a/CpSgYc7ODqTZ9dUk41qKvdn2+965pVi/fffBp91JzfzuNIb4wPa2hEp5KWWylzmTGVbUZoGCBpUYjQU8fsCrKZCMcf5YWXQ4eDzzr5hy0qCL5y7WDLHFoB6tcstV3hWTOxwTXUahn4d9wTUUhxrR4u6b7nA0okEizzf7++5/zo+j9hvWCNgE8A90j+qFHqcK44bK0pZ8HnhX3dOSzrBfYf7MpbAZ8/Jn9V1TQFW3O37rS0UuK+/9kqMTnXHaTwxxANRPcGDQV1xExP9flwEHNeOjSG2INkztUtdY63ack62FY2HDWlPLw8gsQrrO1Tjs93jc24Us9oghFcgEAjqBDSVQM4uosdQRGLP4dW5vLu3tMxIaLATm2IiAOjCLgDrg7qUzeYKOblQdFC8Yo/1Khc8X1ycVRzkn8mCrHs40uyuAxsWrG4qcreZO5N981AXvX5ukMZiGbYi8PRu1rA8pXn2H0JhA+kA2WHbAjcHU9FlSulS3wvk31J+NTFeSRmk2lddjpQUZy7rKffi6XLcH5hu1wokUhkwuML0N095Y7rbajgBP7gmYngtn8+z6luvdrnlGqUUEzvTVPYF1dFu6nVtAcD90NI4VUgIUo8B2dbOqQECrjWaeuDY+VhtRWO6iQruKfwdxZp7drayMmv3bHPXQctL3tLg5/NeKqf49r3t9MjTF+jZ42OUTOepqSHIsxc4LiwHjgqVPVQ08IW1B4osfMgoLn359MC0TO1S1xj/fqhzNNVC2sR9nyeOTgOUDqy3kecUh8cPddGvvO+mNWtrEMIrEAgEdQJUWzSVQM4ulFUopdqzCxsDlFKQ3eKmE3ZiA0Jif+BDHdOKpn4Q8gPUInpTWbQq1gsPXBDWcqSv2uKsH6ux2odj/tEHdnFUmm7j+tzr1+jYhSE+RhyXy6GmeDE1jHgylX2rBgz8+C90BVOKr+YRIAI4Bq0Mr5YM0uLMZVyb4ulyHfkGb6n9fPBrDX4mvyr5Iss+Vh1bpZaDWuiktiY/DY0n52wBWUijlGJip0k7x3/ZXtcWACyPt+rrqQeR9nsbEW64/2HvKJ5h0evC4BCEFyrog/dso4HhxDTPNorJAn4PpVJZJqeYbSn1+cA+wj4BNXl9k4caGgK8fthwcD/rAkIm19bAF2o7+5RD3kLba8zW2DO1la1i6hrj+kKJdnqUSs/XzbrGTH65VbQ6NpwjnD9d9Hnm8ii9cKyv5oOYlYKV+8kXCASCFQAQOzSVALFF9BinMYS97Nkt110NBAOKEdSmvuFJRWJdVsW29f/s23M6rIfnFAG2K7/4UU/rlyN9i1WcNZtd4JlXr9Kxi8P8EAdBh3KHTcJbiWPE7zqpQfmKiZsoWFyfrBlcFWnmUCRiivCtngxS+wBlaCzBJyBrER9NcKAWgtwC2h+KaXjlDQZ5UpYCO9lVrxMFfA4meOGgMW8LSCWUa5RiJ3Zo9KBJOw/0bIRP5yDb1fuyAxrr1mciWCEaUH9CXA5HSc82rAovnRyo2JL40185yipzc3iKWNtbeyM2T38UOTmDG1A4qKM1TD/2VtgwlGe6eAAaCnhUJnVaeZaRxaxiAV1s0zBgYbB9xnVig1Lw1b8PeF8ooHzP9RjErBQI4RUIBIJFAMjtPTd2zrocSAsqyxEmD3UKGZ6ICMODzMtNCtTUJVgAHmbaC8kPbquqH9BKsiYGlUjfYhRnlT1eqxPVF//tNI0hNN+jIp64qUXaYBWS/ZReJE4gxUAp2IhkUv5dFNpNXycsECBStW6PuxxQPECBNxPKI/y4IDUgiVw8xdmvKi8Yx37D9hY61TXKxV2lbBA63SMcwPmurwWk1KwCrAPYcDqd4+s3RdpVVz/cu7Ag2O0aGuXubdgVYHNARBuOD2quznRWnm+orHlyO9EExsM/63NcTPIrfT7gFZ4qxMta/vws38MoisMszXgsQ/Fkhu9VJKisbw7QLdevpx++d/u0gW+pASi87dg3JsgtQWppDPCySGfAoIeblmhYrcBVprY6XpDzlgY/H3c9BjErBUJ4BQKBYJkAD6qn3xijrsFhVosaQz72XSI6iQtSslC+lGoDQou2sBq6OxkIAZQ7EKBA0MMPy2pJX72Ls2Ycr5WRCsILsqvsGfYEC5PieZOJCsg7FG3iDFSL9OriHZtfEeCObAllgahHe9ylhn2AgkIkeDMRrQXLzADuFeQRc/c2ZDa76aZdrfTBB/fQ15/v4sFUJqrOtbaCFPJkvW6KBNx1t4CUInW4F7RFA4R3w7pQwa4C8gulVNsBpts1yt/b2HfuKse+8BzfE3aaj3sG6wMpRjrIbMda7vOhC/Hw2YzGsR2oudlpaRCY1UERIQYR73/7brr/1vIpGMUDUPj/nz/aQ2eujPH9jINny47HzakRpol7fUrO5oEue48V8YWdw2/FmRXHp60lCOEVCASCZQIE/5/qniSX22vLKPXzQ613eJJJCIgeHuKICNONCtR31XEMxCCeVJ5fEAd4Dpcr6dMNCFAkxWoUZ8Kqgio9SwtSi+PG8WEZyNuqKA1kDsVWivwjfot9DQ7VdGFoPMEDhj1bW+iOG9ppU0eEY70WS7lezCK3X3zPAfqTf3qN3jg/zL5tbtMMUuSFR5c4qQBk971v2Umd60L0hX87xQMMWBsQbaXzZN0O1cFsMSwgpWYV4Ll96Xg/z26gsYn2kysbg9V+2irWArmv1AREzRKomC6VU6teL5WKjfXo1sDzge4ANzSWtJRdRaRLpUHAu79jU2NV95+dYO/d1sz+22m2CreTbrm+jf+t+LcXunhAoJu5sJJtNSFJJHN02Ur+gNUH/2asRQjhFQgEgmUAPKARZ4QK753ri9ISGn2UyiovILysILt4kEMF1ukPIZ+HH2YjEyqSimO+uInD4nhxF9KAoLXRzwQMSiOgPZ0gspytazUKgFqJqntuBuB2MTnmjFSHk0J+D5n5HPtUU9k8pVI5Cgc8NDgWp2++0MXxTcoL7ZxXu+HljMNWy9ymiJcaQpGCAq4bTNgzmBF/hnMGZR0DDRSowbOL2y0Wyy66BaRYNd3W0UCb2yPTiB18q7ftWU+NYT9ffx0xVureLm4jjLbN8L+C7GFGBO2mOeTD8n5D+c1Snte9kBbR3MUukWEbCRwKha5ttjQI/H2+xLqS7Qi40h/jojR8lgY5kzjL1icXcpnZ05vn84BjPnyif1rc3VqBEF6BQCBYBsBDbDQGIjszqxO/d7aGmPCBjOChDjLrdQdYxcKDSwXOK8UHBW9QNDOZ/JwUTd0etR4e3uJ143fte0QGKStSnCYwdewoItKeSzzA4cPEuUCzDPggdSQVSAYyg0cmUBykyIFu1wx1EwCBW98c5Eiu+bYbXo6o1LlMoziDGU0lQCa58G08yQVqUCRjCaR65KmlcelmA2bzk1e6R4vbCMPTzP5uqylJOoMOZKpzmpoVsIr3HA4m0nj/Qu8FZSOYvg6dLGH9tqD1l7NVFAoBLZUZ0BYNTrUwyMoVdtKRU/20pT2y5tIahPAKBALBMgD7AFFgUqYFKR6aaCIBQoipy3fdt5P2bldh971ox7oAklqsiukHfy2U0HLrRhexiViKGiM+Gh5Hpys1ZV1IYigcuKIImHbG6/BBgrDYI6lGJ1LchACcwuvhyW8mtsrzrKbEdWcunMP5thtejqjUuUyjVAZzqWQOqMJb1/vpnffsWvLZgHLErpLPfMoik2PrQDKNgs88K7vwtau2wnmCw8HjchWsHLhvoBrPt5gL78MMAgZViVSGMlkM0lSE3jSPtF8VZNajaAyf0Z6BSXrs0CUeGGKGB8du72LYFPHxZxqxdGsxrUEIr0AgECwDcCA/is5sEUOlgOIUVJSD7OqH5kIensWqmD2Ht5wSWq0SXGnd3QMJThJIZlDwgy5USnVTXeRUKgW3deWsNTU16+UiHaQ1TJWl4+9Qd5VapzNdoeSBOMMKoWKikHiB5VD5X67z3EqEvXMZyJXKnZ2yNGgSXJy6UEpJ7e25TG1NXrrxwMobAOAcHGbFOsHHNhZN82cJkW0qb9eksN/NebuI9GprDlqNJeCBNyiZytLprlFe11wHjXqwihmEWBy50SDWVtEYOQrEWivU9Sga47i3Ax30zGs9yqcMO5BVwIni1aaIr5B7vJCugysZq4rwHjt2jD7zmc/Q66+/Tul0mnbu3Ekf+tCH6N3vfndhmVQqRX/xF39Bjz/+OI2OjtKePXvoox/9KN19991Luu8CgWBtAw/ZloiHugdTherqYtSjmEirYpmcMWNKvFgJBTmaixJcad3NES+dujzGBXYorAKZ9Voh+SC0qnBNpemDmKCrFmwc8FqigE8/vGFr0M0WULWmFDW1Dbymt6k7dGF5kPTV8uDXBVNj0RQXTaFozZ4OoIlOudQFu2KaT/TRSgXSKhC7BhWXTEO1EFaRzSrbN6tzcE3ueJYdjvM5AlHNoXiPHPSN5y7QE0e8c57ZKHSPM/LUEFRJFx5voDDw0B3vRiZSdW1+AgsTt+QOefgzU2rgs1K6DtYDq4bwXrx4kT74wQ9SY2MjfeQjH6FQKET/9m//Rr/1W79FY2Nj9OEPf5iX+9jHPkZPP/00/eRP/iTt2LGDvva1r/HyX/jCF+jgwYNLfRgCgWCNAg/MG7aEaGgiMy2QX6MexUSz+T/tSijUs+7+KB05PVCVEjzbujHFvKElyMU2KlsXhEy1udVh+dmssjF0toWYwoEs3Ly7jdepz5Hq0GW1WgV5MdS5VF3DprZp79C1mh78sLRAoRxF1JgVR6Xi6UxKx9FWN1uY2r9h+7oV33ijHF4+oe41wN5CGOeBZwSQAAIybEEPqPRsQd5hcgEbis3m6vHW3eNOd41QyKcSRlwe5S3H/YZBFiwG9U6+0MQbn53GsOquWArZVdB1cD5YNUf7h3/4h/wP6Fe/+lVqb2/n137qp36Kie2f//mf0/vf/35WgJ944gn6+Mc/zsovAPX3Xe96F33yk5+kRx99dImPQiAQrGXs3xamoYksdQ0aFdv8VltMVMp6AOjXkIzQPxyvyv95vmecLvVOsFI1U631ccHMs69d5cijd795Z1XeUqi2sBmgYAgKHPt4rdbBdt8h1g/fIcjCw2/azhXvumkBFyAhmxf/oWDNqaKXEsnstJa7pTp0rYYHPxIaEHmFc6xtIFPRbqoxB64DvM+37+1YsdaN2e7zM1dGlaJpxZbpW04rnTO7kREPAjiN2KkKJKEONzkcfH/P1eONew6NUsaiWVUkN6zINwYgLmuDDSFcg/a6XYNybZvtMFdR18G5YuV+ym0wDIOOHDlC9913X4HsAiDAP/iDP8gWh9OnT9Njjz1GHo+Hya9GMBik973vffSnf/qndPnyZdq2bdsSHYVAIFjrABl7603NdGuueUFtfksVikH1Q8EbT/FaEV3Iq8VUOB7WdpJQDGw/Fs+wR3bnpqbCg5T9s9EUk1aoWLAuPPLUebrUM06b1kcolzOm4plKgBMXmgMcmYR9Acl1uB3TfIewPqDxhla20ZVqWsHVcJyJMUhfwIuiNjdtaAtTV2+s0J0L2ynu0LUaHvxaRcd1QBzV8HiKMlmlVhdaLls8D2QM2ba1SCJYTsDxfP3Zi3T+6niB5MO7i88SzxZgtsFlUjo/pe7qIkhuQ+0EKUbiiYNTHBD9B7JYrcdb+9Rhp+AZBLhwWDRWJx77lLMIdibrop6heN2uQbm2zRrmKus6uCYJL4jtN77xjZKjGfh0AZfLRSdOnKDt27czybVj3759/B1/F8IrEAiWEnhQL6TNb6lCMRBd+Dv1lK+O6IKqCqIIogoW0NkaLkl6MS0OwtgUCUwju71Dk5yOoKvQkf+L6fUTl0aoqzfKU8Qg05WAKef2lhCH8Z+4OMLtV0MBL3sR8Tcou8XKdnHB1YvHe+m5169ROp2iSADNFpQyzMeGrF5TtVfVHbpq9eCvZ4zbXKPdcEGgVDpMm40DCqcLmq+iX98/3ktbNzSs6FSKUvf6s6/1cLEeZzdzvJ1uO22S4TatWRLt4YWiq+wvWB4zEvg7Zz+DGGcQzZbjwtBqPN56YIn1o11wz2CMG09w9q0VRaYTVrCtekeClWrbvJBZotWEVUF4cTNt3rx5xuuJRIIeeeQRJrg33HADDQwM0I033jhjufXr1/P33t7emu0TFOVy03j1Agr1gJMnTy7qdlcL5PwtHHIO63P+4gmik8MmDY1nuFkAYpZQTQ8Uv4Zubc8eH+MHfnMYxSpZbncK0spFPKbJ0UmoJgc5hCoaT+VpeCxOlM9y0Y0dWH48BqKcJ0c+Q7GY8jxGEzkaiaJRARQy1hKRqcDEKuSFepqieNqgRCJNHkd2etSYbd1jE1mOwrpnl4uafSE63U00EsvSZDzDhKSz2UN7t/hp34YsnTlzuuR527fBpMFBL528nKaBsQzFkmN8rC6HSWmrgg0KXiadomsDSc6aRd7x9s4wNbrH6OTJ8TldJxCpY5di9PqlGI1P5vg4cP5bG7y0d0uIrSl268RCge2pLnxxzmouFEN5nDQczVIo4OJrDBKH6wlrhwYUTCjnuC4TsSR994UzfMyl9m+lfX7fuBTjez2VyZMbTfgsPsDHi4Ylpsm+3ZxziuxiPNIYdFEMxZJsoYF9Rt0j7AEnothknIysi7IocsybdOr0OYqPBmZsH9fhuy8McCxeW6OH+scyvA9+L2wV+DSoAGAozvFkmnwuFw2Npug73z9d9hrUAvg8mGk/ne42aCSWolRK3S/VfJaWGtXcg1OZxmuQ8JY7Ib/7u79LQ0ND9Cu/8ivk8/koHo9TIDDzpvX7/fw9mUwuwZ4KBIK1DDw0B0bT/LDM5rK0vslLW9q9hYdhSbLjUIVJnPZpteHF8i1hD43Fs5RIGdTerLyz+LcwlkBMkuoAhVB85IQiOgnV5LAAZHJZyuawXI5f02N1JqSTOQp64YN08HStep34/SBWKvfWep2ncEFYc1yxnssRIQK/qz9JrY0eagh6ZqwbxBMk0et20k07IsrHXETiZyMG2grSHHTQmWsJGo+raLPGkItaInjMKeXPsDqQgWDPl5jCevGV5wboQm+CzxnejvPsdBo0FsvRwHiafdjYn1oQGhzH02+McctpTdSR1QwSBXKfzCBvWPmXQW4B/V1DE0EQMQwmcH47Wny0koHzojsTtjW6qS9n8rkA8SWXVnqVpcNu10H+c0PARYm0Uv5LnSdYavQ2cA1xH5YCzqNuFoN7IZNTy2s/NYDxFj572B7uHTIddK43SYdOjNO9+5vqQnqxzvl+llYzViXhxU38iU98gqPH7rjjDvqlX/qlqt5XS0V27969bKNYTOgRkbZoCOYGOX8Lh5zDuU3HPn/0Gj3+Qhd77mAFwEMaaunWDRn6oXu20z0HNtAjT1+gl8+nmLSGg34Kupw0OJagWEIpIZiihA+Wp/9H0hzzBTtAOBzmIhxEMOXy8N86C35alHiBwCI6qTPiInLGaXg8ScmMSfGMkztUFaZAQ0G644YO6hmK0dkrY2q9aRDoLHk8DvbP8jpNky0E7KFMqxxdtS3ioP+BMWTuOmh9S4gtEHrdmF6tVbczl/Mk3byriRpat5Qt1FuI9SCTydHvfe4lOnM1wdcKU9Tc1Q3KIMiMy0ETCZPO9KTp5r1N3MZ3oXju9R7qGhwml9s7o+U0vM+IdkPcmo52Y5+2qQZCms7l8wZFQl5qbvSz+tm5aRvnOK/kz+/lviglc6PU3OiihgY/jSdgoUlROjdlI8A5wR3Pswus/OaprSVELQ0BiqYmaDKZIbd7ytMNWwLsNK0tyr4wOhmjXVta6C333FzyfnF2jZLXG+XPAEiycyLH1wTAevH5y1pqM+8TOcF32WZz7EqKmtd5Vnynv1qjmnsQivzRo0fnvO5VR3iz2Sz99m//Nn3zm99k+8Jf//Vfc6EaAGsDcniLoV/DP+QCgUBQb+DB++XvnqXvvHSl4KuF/xW2gHTG5AKcz33zJL14vI87QOFBrJMRMH0K761WklQHMVN5BN1OuhjPUCyRpTNXxgvTqRy+by2v/Yo6oku3LcZDGYVpXOBVolAOXsXeoTh7X0N+TyEKDOCGBymQYE02pjqkAeAb+BP2y+tJUVPEX7YID6TylTOD3Ba4Meylg3vWc6HabOcThPbKQJKVrH03zCS0C23OgeN/7PlLdK57jI+FrQJ8/pRnFEeOawH0ZnL0xW+d4nOENr4L8QjPKdrNgUGTKtCDqojhBhdmOVTBIgYxKNBayakUMxpuuJzsJdefIwbHN+Pet+7BvElNYaVoY2CJv8LPjQEaBgsYuICE6lQQoBqPdyF/N5enILJuuVGKSkHGa7wtm4iM6wLgOqJV9uHjvSu+099Kwsq/622AJeHXfu3X6Pnnn2dlF2TXTmI7OzvZ4lCMwcFB/m5PeBAIBIJ6AeTpqVev0mQyy8QSD1xFNM3CNCjI52tnBzl26/otKhnB3lUMYfKsqqaNQmU5IpD4QY+CnZTVUtUxlcyQyucoZ6jmDk6H+g5g3VhfOOCh9z2wi5oj/hlKqL0YBqkJUApB0EGw8DO6m/G6rClVAGovT6X70FJVZZ5iO7/83huZgBYT3b9//BS9ZOWp4r3YdxS9oQnAhx+6YQbxLU6jmIzHeduvX3ltwS2RiwujEP/VMxBjssu801QFd0iisKyaBWIPIBcX70PR03xVvGqj3UYR7YakjCza2eq5+elT+Tin6Gx32571KzaVohTZRLQePkc41lBAdeHThB+DEbZ6ENGBna3U2RbmojEu5gp4+V7EeQH5BNkN+Tz8mcLfqynusseAgUAjazcTz7GsDLJbbDXFteD9IpWQAlL94vFrnDMNwl38mVvsosjVDvdqUnZ/9Vd/lQ4dOkRvfetb6dOf/jT7du2ARI40Byi62rdrl9APHDiw6PstEAjWFnQLVGTPgotosmsHorOQVsBKLj/g1N+ndxVTRBUkV1eW48FYmD51qDgxe6MF/IgHK9YW9CufIx74IJaxeJobEyDWqNRDFa/pODDs/+vnBnmbTNh9Lopqpdo1pfpiy3A8gIRy22Qjz0QQO1BMdj/xd4fpbPeYUpetKWKQXlgtvvvSFbrSF6NPfOTOAuktmUZheVvn2jigEjShRq4vzqnLkacNrij5nVlKGG7qNxopb+IaWlPnVnc4HC+8k3PJcq3UNrgccA8gHQD3AKbQNcnlKXaXUvRxXpCYgf1Dp7rVQJpA/tpbAnSlP8o2AqQqABgg4ph1RBnudzX+MunHHriOExJ05F9j2MfLc0yY00kBn4vcbhft3RapKgLQHgMGm1FT2MvFafDI2z93AGYEVAya8gTj85HO5enI6UG6OqgGarpr4cG9SnxDk5dqOhoK1hjhRXMJkN0HHniAf9Y2BjsefPBB7qz25S9/udB4AkkOeA32hy1btizBngsEgrUEtEC9cHWCH8ilkgs0UAMArxoUK90O195VTEMruFBQxydhSVCEB1mgyBVFoVax0oRfQYDQTIJJsZHnB39DqHIhkz0ODNmn33vpCrdl9XtdTDrtBWmaeNnb++rYsiu9Mdq5samwXii7ILs4J2EubLMVwnmRKpGjs92j9PnHT9MvvOdA2bbFsVi2YE+ba+OA2SwF6yJe2po6Tbu9V2ida5LcjjzlTCcNG2E6kd1MxzJbyQTxRYGcdY3amvw0NJ6cNcu1HOxT5pWAv+Pc+jzq3OM84n0gUbjWqazBJBD3CgZaS5XFi+3i/sf1x6Bna0dkhtJfLfAeZEK/fHKAB4T2dtzav5vLwmft4pmL/tEk9Y4kSkb+oVsd/jYfJdU+84H7BLaieGq6uqui8NR+4Tp43S5KZjDbohIiMFhpCKv2zxisHbswzO+DDSUS8lXsaChYY4QXloS///u/Z5P4vffeyy2Fi3H33XdzYwp8/dEf/RH19fVxJu9XvvIV6u/vp0996lNLsu8CgWBtQE+/f++lbhqeSPLDzmGpUCCFxSqerhQ38ypxAGDfrs0nCOipf6in7Ed0u5gEsoXAUFPcU0R0av34GQ9RqGO6Fe/JrhH6ypPnZ32Y4m/vvn8nT8viQQ9Sp9eti6WwTfhFpx+Xtd82ng91FzYGKLvFZBfA7yjCw7QziOOHHkJBsLPqlsjzJZt2SwGSK27PHaEOz3nyU4oSpo+ypovcZNB29xCtd0VpvTNKT2UOkIEJdJPI54FXFlmuxqxZrgvtnMWzBQ6iDa0hvhdge8G9wIMjcvD0PabccY3gCZ/PvtS6QBM3AWY3Nq0Pc4HmfLzOu7e08L2BARGsPdxWuUSnPhBe7INuIY3tFB//fM+HfeYD99qlq8O8fUT9Aerzp2Y4dNtsZbuY8rujSLSQV22afH2Aze1h9uZr4B6oxUBurWJVEN7XXnuNLQ3A7/3e75Vc5m//9m85bxdWB3RVQ9c1eH53795Nn/3sZ+ngwYOLvNcCgWCtwD79DjKigUeeCshXOaHIjZ0iNSrpAI9NLQTD6gCfIKrL8eDkwjPD5K5kIM1MNa3pbPAuXZSmVqf+NlUxPvXAxsOzucHP07L2h2klD6H9Qf/kkW56/fwg+yWxPXBcTeLtJA12A8RCQdnTQIEaiCvISaX2xvh7NJ7h5eHFnM3bqlsiz5ds2i0Fe+gibct1keEwqN+AMq381MAEBWidc5L2e6/SsNlAr6a3M7lZ14gmHaq1Lci8Jlv16JwV8LrJ41JqJogTriVmBQp5vSiochCfv/nuS80LNB3WLINVoImCyA+84/o5kV4MkFqbAkz48TmCUorLYu/UB5I4Gk3XtYW0febjmReO0qWBJH3vtTG2U+Dcc95vUUtrHYnG97Z1zHgJszT82ScH51+3NPinKde1GMitVawKwgurwtmzZ6taNhQKcT4vvgQCgWAxYJ9+397ZQF29E1xoph7OWm01ONbKbaUZQrHFQ9LvddNEPMMPazzwdHU5CI0mgniw80MT62E/okpkQEYuF7Lxs9VkTzDyQvH4RCEZXsey8D9iW/phevhELxehzeYh1A/6O/e108c+8zxd7Y/yVDKKgYqJKO8vEbcctpNPpDFolboStHKH5Zsjs3tbgYWQTQDnHJvYkrxEPkrSkKuZnCZUcXUOLcpCI/kwbXCN0w3uHjqa2UoNoQAXk2lysxCyVU3nrN07m+nC1fGC9QGnstT2Frov5aAHRlDho/E0NYa8FAp6eYBUrkBTwcX3Bd6HZTbPsQMZ1g9VG4R3e2eEPcya5Ot7cDFbSOPzoPONmyJJGplAcWee3N6piFLsH+4fKlh+1Gd0yqOPjnEYzKIdNDK1c6wA13Igt1axKgivQCAQLFfoIjUou6q4yOCIJBAApfSoBx+egRwt5VQPPhApqFO7NjdT/0i8QHZAGjBdHrPilSI+1ToYD0b4abmAx+dlUowVa2VJJSkoigaSDDUQ29PxZPphiofrya5Rbg0MgmwnWOU8hCgke+9brmOlDuQFxWywM2jCwWSe4Ef00kP3bJumSiF6TJPZStCkGMvPxdu6EIIHgrSrIUGRyXFKu/3kcbvJMHOU5XQKRVoUHGxzaHXF6LpwksIbOwotjBdKtoqnzEF0imPjMOD49FeOzmp9qDXx0zYd3N/nr07w+nWbaVzr6zY20uB4YtYCTXQBRItqrGcuquX0orFkWQW8XLxYvVIQ0ODhuk2NFJ1M832rizt15B/fO9YgDrm/KnFFJXuowkPLFgRbzcAk52zbr+tCB3JrFUJ4BQKBoE7AAxXFXUfPDfH0ZncGKqeDbQnIsgU5BEHQXA+2vlTaJKeLmDC87eAWet8D19FLJwcKZIfD85sC1LEuxIRXRWPlKZE2yO9xUyKfpXgqq5ohWISWq9bxEGXLgXpgAlzoQ8pfqIEHLqaeoTIV+2MreQjhwcS0NJQ6kBcdW8Zx+04nk/wHbttM9948XcFDzi4ICdQwFKiVI2s4RkxfY3lW0qrwttaCbN60LULUb1LKQNyEyYq7K2ewfxnXQhfj5x0uCriJdjT5aBjFYrOQrbnuR6liKztBq8b6UIt9mRHXdqKP142ZBV2IicEWZjPGYym+v1VHvvKWFQyOcL90D8TmrFpWo4AXx4sVx9nVOgUBn6e79m/g/QLZx3nB5x/XAedH+3rx74DK/XVwljAIL5NhW9MWqLz9I3k+p8jLxvvqpdSvdsjZEggEgjpAE4JnX+thhQcP0MIUKzo8uZzsQQRxgqKrVR90L9uxsZmVUJDDSmQHQNX744e6mPzhAYrpUXgjUf0NkgtFWXsGdXSWJrwgIyhogsoGYBn4PLEvSBiYSzEYvsODubEtTE+/epWuDU/yeqBebe1oYAJQSr2DOnzn/g6OHoNKjSKkYrKG16FKg6zpWLLFIng37d1E5475iRJJmrCuI5Q5fQ6d1mjF68xTntw0nnbQSCpVlmwtBKWKrRZC/BYCTRgn4tqa4yC/X6n6AO47ZD+DyOoWv+Wg3pPnmYC5qpbVKOD2+25GnF3AqxqnpDN0fDzJn7FapCAUpzdg5kTNZORpaEzlVmMQiAHbWDTFg0QA+83FphZxRoQZZmBggcJgC8svlkVjtUEIr0AgENRD2X3uIj37eg8rprAgqDQG1YIMRASEAJaBjpYgE1hu5pDL0g8cXEcf+ME7Zjxsy5EdkL5L1yZUzNMGFIM5+AEKwodGA0w0LOIJxouua3jAc2cpl5M9wZorgljCQ+jzujlhoBggLqiGx/vQ3QvtXRENZa/Ef+a1Hp7GxrIg4FBlb7+hveJUNZpKIGcX0WO6CYC2OehcXlTkI6GhEsHLWh5OtIStFcHzt2+h9i1bKHr5NBmmh5s76AgsFIhxBy9EgY1FqcfRSkP5Jt7fcp3k6oW5Er+FQMe1wa/LVpwcirOmyC6Aa4/7yYolVq2XbV5WO3TqyHy7wFWjgBcTdbbrBDxMNHWiBf7Xn87Rk0eucFTZ/bdtnsfZKX89lJLsph0bfTQ6kSxk8xaayXjVDA2fE57xQbtuq5mIQayYZ7K5mir1awlCeAUCgaBGsHsaYWNgL6vV/AHkzZ5aAEKAv6MqG1X1eHVLm5/2b63eR1iu9SwKpjBVenUgxh24MlZL00jQQ6NRg+LJHE8xYxlsW5MONHng5gQhpB9MbYcfytFUIe4qZyhP7ue/eZLecedWun3PevqzrxylY+eHeeoV6wBhxXGgyAzvq9RxDKotmkogZxfkgFVmy7MLwoyHO8iuvdNaKUKRsgqWdm2pHcFzOF0U3n0H5cb6aEs2TdlAC3fLgpIOgsK2kvFBotYWCu99K23rvHnJumLNhfgtBDquDQOjRDTF56KUXUFnPLPCyxYbRcDtgAKMaDrYXrCfC1EtKyngxZ8X3Cf9UWW50P5akF6ozCMTBn316Qt094GpGYX57k+53N9HnrnIgzV45TEwxdmDFUlZgRT4vIH65hUBhsqLAtNaKvVrCUJ4BQKBoObRY1BiDPbBOpxovav8jXFUXNum7PGghZ0BKi1Um71b/NP8tAtpPQvSuaWjgcaCKc5e5Wpxp4O3A9LKCRAe1VpVT3ujkA1/x9Sp/aELfyGUsCnCojIK4Ll85OkLHDs1MIZtIBrLyeRFF6vlnQ4m0odnyQ4FsUBTCRBbRI+BKKNADZ7dcqSjmFCcOn2Op4Dfcs/NNSV4ob13U3a0l+LnjpA71kdefxh6JBmTWcqnJskZiFDo+tup6e4HmCAvNWYjfguFjmvTTU/KNVDB61C7dcGkapChyDF+1l+A20GcT40BY706ienPC4DkE225mYKafUFXvf7hSfrmoS760Qd21eV66MHad1++Qqe7RtjnzOkfDuJGLgA8+JxrzY1kFBGGPWiudgtpUawghFcgEAhqHD22vjlI3ZlYodOYTlHAQx/fddcrRQQwzelg1WbfBjWdWavWs9g+1F483JKpLD30ph3UEPbQ1f4Ynbs6Xshl1dPet+/toJdO9dHZK2PU0qiKwbS/UJMDXUAGko0oKChUUHBBeaY3jpiyboD4gvRWkx0KcnvPjZ3zIhTx0UDh91oCJLbpTe8lz7qNTHpzY/1k5nPkcLnJt2kPk93QnruWBdmtJzRx6huJW/nRymvK/vMSh84Fk5wqAruMaoaCQR9Ysr31LkgwZh9wjzz69IW6dRLD5yUHn3AasxT5IrI7BQz8YHlA++wfuX9nXcihHqx1rg/Rn37pNR4wmmiyYov083rUecKgE585nG9OX6mSyNa7OG+lQQivQCAQLBCYkn3qlas0Gk3ShlY1JWsnArpbGB72ILpaGcOTHw9d2ALe/eaddObM6Tltt9p4Ljws0fThyGlM52LaVClt8KDu3tJMd+zvoG0dqsWrwwlFN84eYBD3gr/QIrvs/bWyfx0OFY+EB7KqPp+p9GnrhjNvUt9wfMVmh7K14YY3MbHNDvdQPpMkpzdAntZNa4Lo2okTSCPudcxi4F7IZdWgq/j6475BGgkGVBvbVLMR+L4xCAJ0Xu76liAXYwH17CSGzws+krzfFYge7DTYt7FYpu73Kz53rc0BLvIsdQ65PTRmS0yTLSQYpKJQFbNCmDVBbBkG2eiwuKU9wgWgILLAtOK84OzxgqsdQngFAoFggUQAZPfkpRF+UF7pi7JCBHnVABl0qwInjiHC66ZqAYsHLjqb7d+xjsnufB461bSeBekeGI3z37pzBkVCvsKDDx5f+AKxr3jwFheD2f2Fyrur1GBdXQ47BlImAJ3nW8qSwV5O5Iamcys+OxTk1rt+Ky1n1HIKuxA/drLfSgpwqbbJPjdfz1xa2WNwf2BwY09pwL2AwR0GVu+6byfnBf/Pz7/MTTLQMheFkcWpHPXsJIbzgHu3ZzBGLlf5Ajoo0Zx44lSqcD2B48Og8/jFYUvNnR7NZx9k4jziejz2fBeduDikurLpwF6TWHlH4WfPwCR1toUKM05ziRdczRDCKxAIBAv07HJ+plVkhe8gibqNLx5WOoNUF8aAAKJApTnip7v2z39asZrWs5d7oxxzhCljeHpBRPBgxdQpEhqK2wnbi8G++9JlOgEib2tMoTpA5Wgsmi5YKbjJguX3LQW8D6FdWHCtZYdWQz5rRVDrMYWN5I0nX+mmWFzZbVKFLGknpxygAJI96vCqYwbD6Sjk8XqcTmqM+ApFVtyNLZmj1uYgE95SqGcnMRz7zbvbWOFUWbaOsuQShN49z9SIuQIzLLr1MuwWPAtkXSaQbz2jgoEGIgePnOrnzyA+dcUNXtBG+duHL/O/BcXFrBprtUXx2vqXRyAQCOrg2UUg/OW+GJNZkECouhx1xB3UTI7ygk9XEUcHR5CBbNai2nq2/FV4EeGjbAh6Vfc0K4JJN8BoCnv5wWh/8OELPx+7MEQnu0aYvGPKVBcngazrWKeCoGu1Ly6k5tuA7m849vaWwJrJDq2GfAKFKLexJJMWEC3cT3MlqDPyZWswhQ2rzteeOk8jEymrYckUueJWwU4nhQJQeg3+OxRdDKa8Xhc3Ttm1qWla/vJsnnONenYSe/hN2+npV67StaHJwudSD1QL5DLsY/KIa7UY9+vmtjC1Nvm5SQUGjQY6xFjEVFs+miNe/nzj8wvSi3Pthzm6AOWZx6wLbA/JTI42rFONKkrBsQZbFAvhFQgEgjmiOA6MLPKIhhLah8feVRSoedycHMDFW3l4YV1sYwARwBSvXdkrZwmYb/4q9g3qL9SggbHk9AgmqwEGFDsoR8X+WpC1c91jrHI5clMqNaCL0ZCZy69ZHl4QBpez9JQsHtxvuWXTmlCSqiGfIC/d/VE6fnFkRpQbLCiwm8yFoNoHYLWawn7sUBe3tcaaEIc1hamCRFhakKaBv//Im3eyRQGxdqGgd4ZSbfecq0xnVcipyBusDWq5enYSQ1Hk+x7YRf/4rdMUTWYJe6cbZwSCHmqKeNnj2xDyVcy6raUqj6QTzJgAemDBObx5VaiGbmvYJ24pnsjy33SzmGLg9cl4hjIY2Fa29tNaa1EshFcgEAjmiFJxYFBsQVzsXkaoRXiyY/oQtocmp4/eeedW+uF7t7Mn8tNfOTpN/Qu6s7R3S4j27FG/LzTvE4T0z/7pVUpmDCYtpSKYWDFKZWkirgi6ndBDxdvQEuRYM7s1Y6qxAPy9OE5HgUgXq2Z4H36/aVfbjLbCqxWzkU9c828eukSprMFsS0W5qRkAbgzidtLwRIoOH++tiqCWy2NeyBQ21omUAhBSXOtS0AWJ+MJnAV329m5vKbtOkEKo/G+cH+b0D263a5ttwGcIU/f17iSGNtgYGOL8IoEEMXzw3eO04TNTqWmJPWu7VMFYk3tug1Z9r+AeQJEox/8hvs2Fz5WLie7QWJLWNQZoR2cDDY0nKxbcAU6XIrLxdJbaSCWXlMJaa1G8No5SIBAIaohSU7No4IBpRBT2gADgQQIVC6ouVLKWhgA/REF2oeiUUv+ujKZocCJDDt/5eVVPF+d9XuwZ5+lP1UJ4Zuc0QCnTWSaveOgWE3ouTssafFzFZFalMyAbtJEr90eimPp28bnBcesoM5Dd//ATt6wZdXc28umxYuqg1EWCbs4tZqCm0a0GCTnKcy5tNQTVfr0AXEutnOL8a//4XKawscx4TDVoKBc7BuA+x/7yta6COGEWAAPD4sxmzDZAyQSh081G6nW/lO+Chni+SNmmJVjmy987y62zyxWM7d/ipwduLk/6i9f38ole8if66PoWD2UdXuryhmlsMssdD7F6EHF8fvE5PLh3Pb12dtCyD5UH+DZuu3Qane6mz7ho8DlfYy2KhfAKBALBHFEqDgzPlM7WMHff0h3J8qYK59+xsYnednALP0QrqX8eR4bGJnO1q562Vs3P5AoPvsKrjpmEHu+BpxQqGEivfhDzFLDPzcVvP/vQPopOppk89A7HmfDjfeubA/TWWzfTvTcvn7zPeofwV2oGAmCQgMIi5kpWYaMdeA+IIAYXGDzgfM5GUAv5shmDLl2bukbYOqKsoJqCMM1lChvL4LSAcKE9ttORV7aLEuolpt2xjdmIE+59DP5wL4HEcbthUp8REGsQZxB1eE/r3UlsPl3p4Lf+zuErPEAsVzD28tkMtTZ66cYDlbdv5g3qPvwU7e99iiLOCfLGiPIOJ+13NVHPup10hnZQzlTnRWV4w1bi5euBz5dpzowws6elYDmkOpQrZh0YTay5FsVCeAUCgaBGcWC60QOrvaksk5Wdmxrp4z9zO3sHq1H/msNuGotPLyKbLzIZ5Z0FkSi2JNj9tegIB+KK5UsRerwHVfU4VjxstXqommi42MN5067WAnmIJzLcyQo+SDSjWA5YrBD+2Qqz4FtFwR9NiYMzgPMNJR3rqSbKzet18vnGfYUVsgpvKbNQ8aCoaq82rlc1SizuFRBoJqFGnhKGajKBc4Rj4+JMJnrq/rn5+raK589uk9m1uZEzbosHULiPQIQXk39V25UO+//4C12FtsTlCsYSaYMOn56gn3iovC0JZHf80CNknHiR2nNjlHH4yXB4yGXmqC1zjRpyo9TgH6MTobvIRNa1oZq9NEX8tHF9mGPdKn2eARzTLdevp5dP9ZcsZo1UsG2sVgjhFQgEghrHgYF1RBMZamnw0wO3bSm0xp1N/QPU1LOnJtXTIDaNXHGeZ5JVriodRKgh7CsQofKEHg00PIWHK7yFmAK2K3soxFpunZ3qkWAw32YgusPYVD+60sA1gi2EK/VnIajonMdxc4bJqQmFe8tmkQC5RAwXSNBsSizO1+HjfRRD8VN2KmGELTpoYmJgAGU1UDFN6mgNcfpBxX203fuwMZQaQGFwBpW0fzS57JID0DADn/dqCsaGJjK8/M5NTWTkDboW7ad4OknjMYMizhYK9R0l97mXyWnmaNS5TlkXrOYlSWeYwsYEbUpdoKirha4E9hS8tvh34aF7ttPnHjvJA4dSn2dlk/HSD79pB8+sbG6PzChm3butpaxtYzVDCK9AIBDUIQ6slIKy2LFMIDZocjEeS1FzQ5A9mdMsCVZVOogNbAuaCFWT71s8JTqDVAa8vFwynaHj44rALIRULsSKUI8Eg/k2A1HNGNTPfB3KFDiBwIBkwhZSiaDivBw5PcDrgeIHcmsvMtMWCeTlOn1ubh8923nD+cI6kbWbN9XMBN+TBiwHUCjVtLnT5aB1DX76sQeuLwzqyqHUvW8fQC335IAr/TGV0TtbwZgTgwKTuvomqD9/no70HKOLQ70US6AYjciVC9Kd8RF60+QYuZs3ks+bVrndOC+4VxwOmnQ1UlNumDalL9AV365pXlt84XP09CvdhZbfVusXfntz2EdvPbilYCOaq21jNUMIr0AgEMwDleLAyiko1bYCrlX1tJ24guxt74ywH7MQBeV1cf5rqQimuRJ6TSp1Pi8exjrzF//rT+foySNXqHNdkO6/bfOiWRHqkWBQCbMNFkBGtX8Xgw5cD/i+7VKvPcoNHuhqCtZaGwOUyk4VTaqkAEv5y8N/q7a9qX0WdTdvFs4XFFbc11gnJwc4HeRG/BysDFY74QcscjUbFvverzl0zjTCtSuCm4rTa2Pfp+HRyzQwMU7ZtJvyOQc53SaZ3iE66UxRyumhA6NxvvY4L/jccCdGi/SmnX4K58YpN3qNIsH10z6fP/6O6zkV4vCJXrrSP8n+bSQ6bO0IcyOb4nu4WtvGascyu6MEAoFg5WCuCko1rYBrXT1tJ66IUdLEFc0CYEko5+WbC6G3k0qQov5oanrmL6minpEJg7769AW6+8CGWRXBWlkRClPpAS9PAZfKfa11CH/ZwUJWJS/A1YBtYl/wlctl2FqCBiEzo9w6q1NOPU5qaQyT3+PizGX4SXEv6eNze5x83LjulTA0nplmPShVsOhhz6qLm5nceWB2xXip7v1aziBs7YxUVTCG6+dtG6DezCAlsxkyEmFymERBRBXi3OWdlHem6FLYScFsjq5LqIEnBoc8UHE5eSCUzjvIkc9S0GfQ3qLPpyi384MQXoFAIFggqlVQqrEKIKUhEgrWrHp6Pkr0XB+smlQCKJ7ScWTFRT2JZJb6hyfpm4e66Ecf2LUoVgQuoIuluJiIfahFua8oMFRh/7WbSi91zkHSJ+JqCtqL1rWcYWvwQIC9sSgOy5nkcNKcotymK6cmR8jhPlKNLBD7pZbj7U9m6PmjPbR3W3PZ9aatIrWpttGlCxaxPnhGdaFjNefk9r3t1HVtgrr7J6mtyc+DDo4ogz3C4aBoPF3z5IDZiGy1MwjbOhqqLBjLk2/dEGXyKTJSQTIMtd2phoQuaswRjXiIeiImbY0ZFCA3dawL8awIFH+sy015cvu8dP8d19Ed95Ye0IlyOzcI4RUIBIJFRCWrwNhElgI+Z82rpxeqCM32YC3EYqUNVnank90pQCHD1C0aGvzI/TursiKABLU1B7lIpzhXttiKUGodz71+jYlE1shzgwAFk2IJlVyA7GTEydV6Kr34nL94vJf3BZ32QG4AFGhp5RTnBce0uT1MP3r/ddykY67KKZgz1qcGHCoyS0OlHzjozJUxeuFYX9kBAroClrIeFPtt0W642vOlSSUSA5ALjWs6PJ7gdYKYYzexz1CSb9zVyB0IF4piIov7E8o64tOQKIEiOxznXGYQqikYCzQkKRBJk9fpp8mMNcth26+c08OJDEEjTRPuPMX8bvJmDT6PKHLF/WjAPhKLUXDLDmq/71Zy6FGLYEEQwisQCASLiEqK69b1fu60Vou0gNmIayaT4wc9VD/EQR3cs74qm0Ep4GENMoGK/kpFPSAGIF2IpJrNOnC5P0rnutE4w6ArfdGSubLFVoRigPCcvjzCRT1QUaEUKyDfFKqqwR2/YAMAianHVDrOOdb5Vfios9OV6mnKqWHS4FiC74tqya591qBnIEZ9owkmS/4isovpclgQOlqCbBmo5FVua/LW1HpQbEuJBD1M7qH2a0sHiCOm9TEQudw7QZ997CT9/MP75n0/Fm8TwGAM579nMEanu0bp6Veu0r6d6+jM5TFW2auZQUCHttkKxrZsy9CwD/5sF5mmwYr9dDgo5QyR28ySQQblnPAFK8KMdUD5zyVGyBFupPDuO8hhpTcIFg4hvAKBQLDIKKe4Roe7mRDW04cHovv3j5+il04oMgASCpUKIfWYwv3wQzfMmWiA9DSFfUwmXK7SD2gOxDdUm1ocXiXrAGeeHuqi0WiSSQVUt1K5svCXlrMicLTWiT4uymMao3gFT/FjX8B9QTCMrMF5yZ1t4bqF8FeKo7Mrp5lcfl6RXJg1OHlphK4NTXJBGXJbVVML/KwGUzxIaAzwQVfyKuP+m2tCRyULAQis3ZYCVZttHR5XwRqhg9rwOjqtPXnkKnX1TtAP37tjXlF29gJKbAM2G30ecH9imz3WNUFU255tLVUXM85WMJbOXaDH+1yUB9nFNQAjLvpIJF0hcueT5M+naZ0xQSHTR66si3KxPOVTk+QMRCh0/e0U2nPXnI5bUBlCeAUCgWCJUGwVODk6WwX4wsnuJ/7uMJ3tHlOqMoikNSU7PJ6k7750ha70xegTH7lzTqQXx3Hz7jaeBlbWAGU5KPY3YnuwJIAgVJoKB2FRU/TKWwtyVCpXFlPggJ5ajysbMQOk6/zVCbYy4BhR1AUiiGPlQniLAOMLZGjP1ua6hfDXO44O5//NN2+kV08PsmVAZeYqrzKK9ebqVS5lu8E1RaOReDJDoYCXbr+hY9r5KuWFxSCFLRtZg3ZtbuLldOKDVqFxTaC0Y3lcT+wflNhL1ybokafOzznKzl5AibQQFFAWe8r1sYCE5021j2gYU4xSxYyz2YOOnxilZm8DDWRHyOsNUjyR43tveko30aTbTYFMiBLpLK3zJcnjzJPD5Sbfpj0Fsjtfdbfe3QRXKoTwCgQCwRoBlF2QXRAAhNhPI6Vek0nA2e5R+vzjp+kX3jNLb9QiwBOJaWKojOUaXEAFxvQxCoLKTYVrwgKSFAp4KJ5CG9fSrXeRLwwF74bt63h9Z0anlptMZFkNZm+oX5ErkHF8MSFk0ou4BESgOuieG6u3EcwVixHJFQp6qTHi43MW9LunpVE4KU+NuSFymxmijElRd2vFbdhtN1Ayz12d4HOpVVKsu3dokgkuyDFQyguLfNmxWIqJb99InK8//Mq4NwrXA8G+KkGNv3DPsBLrdPC1n2s+sj2VA7YD7DPsErivtC0G+4PucPm8KmREK3A9IChGuQFCOV87CgV3R7ZTPJ6iXC5JrrSHLSWY2VCd9UzKOibJZfooFttFzwW20PsPRqhtZ4Sc3gB5WjctiOjqQUdfUYvvt9y6iS0Za5n4CuEVCASCNQD27J7o54d3Mdmdmlp3M1HEFO6HHto7J5UXy77vgV30j986TdFklvBYLW5wAeWuVOZvOcICBQ4PbURssZprixEDacK+rm8pnWiBwiiQHVUUpd6oW+KCsDHXdSh/K36AclkPgIQgBxfezMt9cfK4VKSXPRatFpFc02K/GpX31mHmaUvqNDcwQPcup2kQehyk/S1kXEhTrvUBcntKt37G+YSK2T0Qpa7eKJ832CJCfg+T1DNXRnlwAwUWA5hSaRr45o26+J6Disqquq3ZBtsZrOi0fF61Xba8GLwOeMtBoOeSj6zVdKyX18f+XSRB8Fku+LfVOVf7gnsAy5YaBMxnEHJD43XkavLSyz1vUCo7Qdm0ixJZIvBY05khh+ElZ6ydwpktdMeBjWVTGObjW4aNB9F3OF68hgFn3/Aknb0yRi+e6KeP/cQt8/ZGr3SszaMWCASCFYz5TFm+cmaQyQOU1kptjfH3aDzDy99jqXfVAgoSpn8PH+9ldQ0kFXYEbA7ktFzmb/kYMRV9BcKYLWTVuqxcX0VmQRBLra8x5OVzksvMnLpXTRkUOALK5eLlawmttoGAXOiZoNGJFBN+tJxG3i4GHc0RPyuLIGKVfLHVwB55hwFDU9BNN6dfpm3ZS+SnFCVMLyWyDnI58rQu1UNDh/6FTr9xmhrufg+96ebSzS2449qpAR5o7NzUWLKoC8cHxb1UYw+cZ/yGwQkGH7FkVrVlQLGaQ3WSs/qSFLVtUN3c4PeFFQFqZbW+Zq2mJ1IqmcOu7E75mqc2xoVnJgYl9r1Y2CAEKu979j5InZF2OtLzBl2wdVpzZtZRKLOJdjTsprvuVtaIWqiu+l4bnkAGNrKdVZYzZzvn0fEwR6+c7qc/+afX6f/76dvWpNIrhFcgEAhWCBbSdQxpDLpArRK0DQHL1yKBQu/j3m2Ripm/xTFiubzJnadAprIG8QMcX1DlkGOLtAYU2j1kxUuVmuLH30dyRmFKuRh4HaQ5EvLy8rVCQW072U8DI/EC8cK2QKxQnIZpdEz5j0ZTrJ5WMxiYDXft66AXjvXSG+eHqSN6gjb4znESwNV8hEz2cMC+4aSsK0wNZpSax0/T0SeDdG3kfr5u8+lQd+lalG0qrU2BGcuArOI6gTQy6c0pH7Oaald+ak0zufOc01FQfN1u9XMilaWJuKtqX7NWuqE+g2QDGN/YVWcuoMzr13Gs+FxMX89sxXmzweV00T1bDtKdm26ha9F+iqeTNB4zKOJsoXDAV1Nfrb5WUHbZpw4bjz2pw6VmN9Be+o3zQ3To6LU5dTtcLRDCKxAIBCsAC+06hulhTWYrQZNiLL/Ymb9crHZllJzwcJpTxW9QdslLnFGK8h8UYYE0Xr+5qazqh+1dt6mRooiPMpXCVej8ZqUXQIH0OJ20a1NTTePI9KBkwtq2snV4reI9g5s7ACDCIHQ7NjbRw/fuWJDah/vjkacvsBrqdubpgKuHgo4M9RmNiuzC0uFysm0F5yBpNlNTbpi25i7Rk8ev40FKi7e6ZAkNvA5/LOwgpW4r/B02CCRqqPNN7DHGceN3+3v0ddFWE1wrrxUXh3OEgc9cGly8emawoB47itis3ga/bhVGIh0izPFt5dtnzwcgvluaLP/xwuOFSwLXCtcdJN5eEFjS+57J0TOv98wp+m61YG0drUAgEKxQFHcdQ4YrFEx8x+94HQU+aCpQCsjZxQNcqaSlSS8TwVye14vlFwJd1LN3e0uhur0alQoEZ0NLkEku0hgK+4qMUp+bDDNPI9E0E7FKyhtev2v/BmpfF+LYL3hPMcGu0wvwe9Dn4b9juVqrbRz5ZuXMQl3Gdrk7mTV1zodlqgGGaea52cJC9kHfHyCTBzfkaaM/SYY7wMVZSj1V2yoUzqF9rdNPba5J8iUHWJG3T+tXmyyhEjQcTORLAdYHkF4A2+asWZ9bxXXZwW151XWGxxnbVdfKwhwCTBAxx4Mla9eheuJ8cwGl6uvMTUjwZyx3cG8H2xZAsu1dCN/71l11y8SuJXCtVJazsjGUG6A4nSreb8CKvltrEIVXIBAIljmqnV4uzgy1A4Uqd+7v4OgxpDFopU9DTR/nmGiCSC52YYtdUQRJQotcFDoVJz4wccmbVcWI2eO1cO6gLur1gKDVQsErdxwggphCBnnCuYWqq9sI81lX4iIXa3X1xrjZwi+8+8C8yFXx/eHJjnMyQxbND6wiMe2dBemEJQSkL+9wcyFbk4/YfjI07qSOFt+ckiWcNuWQCWqJexOWGyim8HRjoAGrCoCmH3nb+UBaBs6XJtkY8ICwB33uqloYa8vP917q5iI07JvpUPcMiG4hocGlBj74ORjw0A/evZWzeJdLlNdcPfrcuti6r6Hil4OJY+Ybz6xJC+2VBiG8glUPM29QdriH8pnkgmNfBIKlQLXTy8WZocVAUwnk7CJ6DEVk9hxencu7e0sLJzQsNuyKIo4FTSVAkHTr3ULig8/NBOi+mzfNSkgqeYp3bmyc1VO8kONgPyp34NJxaAYzXO0n5QxgS2HE+T96boi+/txFumHbujkTruL7I+fwUt7hJFcepEalMPAUvo6Js7qbOc0c5R0uyrt9vM/aajEj9aFSx7Vkhjatj/A1KteoAs0/2pqC9J77r6OtnQ18jhBX9pUnztLQWJLSUL4tiwmuMSvhVpQdyHFD2DdrSoLd8gN/NKcxcCKGIs64FigmQ0oGlE6o7jj3iEqDf3u29tnL2aOPa4XoMaQxcCFgmcdbjj9fLv4M1aqF9krCvI94cHCQEokEbdy4kTxlYk2AkZERGhoaoj179sx3UwLBvIlu/PSLFD93hHLjA/w7iK67uYNCuw5SaO/dQnwFdUWtAuBr1bgAqi2aSiBnFwQQaQzaY4qiIxDAucaR1QrFiiJI07TWu1auLFRoPLSRclBvT/FCjgM5wtBVkTSh/ar24ikmw/iP48NU4w80WniuqYcbc1RTiFju/phwr6NJVyO15nqJTB9vic0KFg/ln02TfPkUDXk30mC+iVxMLp0lUx9m67j20D3bqHckMa1RRSkv7L03Tx2LJne4B1ubAzQey0wf2FhRdrF4hgc/s3ms7Zaf7Z0NHKUGMu4tNLNQ9xVSMTC7AeV4aDzBpL7W7aQX26OP35Gzi+gxfFb0oLG4QNPF+cMO2lDF+VyNmPO/aq+//jp94hOfoHPnzvHvgUCA3vOe99BHP/pRikQiM5b/p3/6J/rLv/xLOn36dG32WCCoAiC344ceofj5I5RPxsjpD5PD7SEzl6V0zxnKjlyj7GgvNb3pvUJ6BcsqTaHejQtAANBUAsQW0WNIY0CBGjy7S5nPWU5RtLfeBcmCIojEh7k+sBdLwbMfB8d1JdH5TMdi2QmjiusCQWPDgQNKJDp/KSWumkLEcvdHnpx0xthKN+WHqNkRo2EjTKYtpQAEO2xEKe0M0FXfToqN52jvtgZqa/LO2nGtNJFVRVl2Jd3uhS2lpNsJtSKpEUpljKmGGV4XK8Oz5TaXs/ygsBE2C53QgWuBwRIGFlB2s1Yyw9B4qtBAYym9usUe/VIRcJWacCASEDm7iB6DlQbHCyV7WoGm21UY2C53X3I9MKd/3c6cOUMf+tCHKJfL0V133UVer5deeeUV+tKXvkTPPvss/c3f/A3t3LmzfnsrEFQJVnbPHyEzlyFP6+bpD5pwM+UmBln59azbSOEb3rSk+ypYXVhomkIpVD29PIfMUJDbuebs1hNzURQX84FdSaUv9zd9HIhXg1qJHGEUjWlg2pntBVYDDBBf+GqhbqLCHsdYDckpdX+A6KFi/8zkBnK6NtM+dzdtcI1TwvRRznSSm/IUMTJkuIN0ybWdDo1vYL/xbbvbaWh8iG0NoZZo4ViKLSGViOxclXQ7ob46MFn4rCTTBg9sqvVYl7L8QMlFqgcsMdgX9vEin5ZMwrgA5A/WmJGJJD369IWqP5MLmbXBey/3R+lKb4wHOFs7IoVB2EI9+vgdTSWQs4voMZB9p1N5dnGsLqeaxUGBZr1aaK8qwvuZz3yGDMOgL3zhC3Tw4EF+bWxsjP7X//pf9C//8i/0wQ9+kD7/+c/T9ddfX6/9FQiqszKcU8ruDLKL/7IpcviCZEwMUfzsywvqWS4Q1FqpWUlksNaYoSgGvIUCM6h/qPavdZFZJWLy8ol+bsWMaXXle1Uq/cG9Kl/qyOmBkgo+8nBxHGgEkEhmCc2RuYOubjWmBF0GCDEXZeUM/lk3xaiG5JS6Py73RTnGC1FkL7huoZFsI13v6KZWZ4ybThimky6k2+h0YjMdy24lcmbJ687TP3z7FOUNKIMOevJ4YtpsxFyI7FyU9LkS6rlYfvDx6GwNU8Dr5s8GnxPr9ZDfy55Xe9OP2T6TC5m1wbLPH71Gj7/QpRRtTrRQxX6b1ofp9hs6eJCyUI8+BrFoKoGcXUSPIY0BTB+e3Q2tobp41lct4YWa+wM/8AMFsgs0NzfTH/zBH9DmzZvpz//8z+nnfu7n2MaA3wWCpQAK1ODZZRuDzS9nxMbIiI+Tmc3w72QYlOx6gyYOP0aNdz281LstWAWoRZpCOVQ7vbyY6k2tPMrFBKhzXZAef+Ey9QzGmOgCOFavO8AEo16wd0c71TVaiBZD8wR0YkMRHVT6YxeGeXlMjeM6QD1MpjN0fDxBVwdifJ3e+5adTKBePN7LxJhbGFutbEHoMM2ufZX875Nhsm8V5GQuJMd+f/QMTNJjhy7xekGm4mmil42tdMTcTO2uCfI5spQ2PTRgNLLtAQVcPreLyTYIIS5d0Ociv98oORtRD0tILTzW5Sw/+PiB1KJALp11kseBgjWize1hTuywlip8Jp96tZuXhz+8WMmvdtamGHjvl797lr7z0hV+Lx8zdsJBlEjn6PzVcX4/7om25sCCPPr6fKKpBGwmyyV1YkUS3ng8Tu3tpZOTf/mXf5my2Sz99V//dYH0tra21mo/BYKqgTQGLlBzW74/TGGN9lMuPk5koLejixxOhPaYZKYTFH3jSTKNDFHTHtXsXCBY4jSFatUwPHBByJA7evP1bfRwma5jy92jXAwQgOHxBE/LalkulzOoq3eC/uFbp5lc/Pg7rq/psWpicuhYL41Gk9zYAldQERuD7QlNEaiDbuoZivN7YB+AB1oXW2H5vtEEPfHyFepcF6L7b9vERA7pC989fIWVPRTiYYoZvsrugRivBwVVSCSAgl1831RDcgoq74EOeua1Ht4XnK9CpzGXiyY8bSoeLWNw616Gw1FQlkHyEOWVyiIr18EDtvnMRswXCyHUlSw/OKZ0RjUx4UGFz8tFaxoYrIxF0xRP5ejExRHqHznKnnH7vawHQfFUlloa/GxBwcAE2ymetbE37wDw3qdevcr50qqZhr2gzMX7h0Iz3D241o1hFQs3X4++xnJInVjRhLezs5OL1srhN37jNzi94ZFHHmHS+8UvfrEW+ygQzCl6zJgcQwsdLlADoOwy2c3nyeHFFJY1ZejME7ncRJYFwrUxR/mGDkr1uCS+TDAv1CpNYTY1DE0KHjvURa+dHaChsRQNjsbp6VfSdKlnnFXeehbg1MOjbAemfqGGgSCgmMvlhiqn/K4gLIic+s7hy0wuQChrdUx/940T9MyrPZyugG3hC8QGQAEVSCn8oExWrCYJIxMpLnzieDfbPqJd8FefOkd3H+jgaeZ3v3knvx+kCPuPc6aXhb8XHlqQXZCnhZAcZNWCzIWDbhocTZKRz1rxW6p4Cd5YlYKglgchxo+YHeAcXBcRxhg4TuxLqdmIWqv6tUAlyw+sKHlzKubMPqgA2e0dUl5rDEZwDUH+7UWDOP6j5we5VTHOYyyB+5JY9dfXzH6e3nmTv2BLwbkCUUbHPbwynewq+H1uVtexLHfmY7+3c8EefcECCe/b3/52+vu//3u2MPz6r/86hUKhGcv8/u//PkeRPfPMM/SBD3yAdu/ePZdNCARzytItFz1mxCeUVzfUyDYGKLt2ssvdm/IG2x5cLRso23eJ3BNPkOkL0/Bpn8SXCeaFWqYplAMejF998jyrRnhAKuC+TlH/yCSduTLGBUC1VkA1tLILYtjWFPj/2fsPKMfS8zwX/YCNDFTsnKenZ3q6J3CGYRI5jBJ1dERRYpAsaUlWom3ZlqPk4+xzz7J9Ld9lyb73eJlelnQkWtG2SGooJjGTw8k5dZjOobpCV65CDht3Pd+/f9QGCqgCqlDd1d34pOJ0oQDsvPf7v//7va8CPx7wnTZatdo2dI4A6WVsmCNSDaHndfXvX376XJ3N1bqY3W+8pWAX4AH7Spobu1TBkuecgGUXgFGBsIJbtwZYWFf/OvI+mO8vPnVe07qaalUFoItdVlXZSZjDRjDUKcix5x/bYTxXg7V1M6lvNuTBS70w/1OzpmP5ThAW2LCOMJ12NgJtMKBvo1j99VYryU8GDXXZ+CI3DioIvgDssm94L/ugLxnW7eZ9bOdXn7mg+5PSJjBvYMNxYQaCH2zT7H7yh3cwMLg0bhLNVkpA45yrVs15Bsjet6PvptToX+/q6G77q7/6q/LUU09p09of/uEfqhXZ3/gbf6PuPYxM0PL++q//unzjG9+QS5cudXude3UL1UpeuolD71BrseyZl5ZZj1VLBXFLBSmNnhYXFkMBq5fV7lZEYH+5wSf6xJ27Ki7guFJRxjfgJHv2Zb1aU7XrprCYKcj+nf2SyRYVSHTCktUzoOZBah7CsmEMqC3LWE3O5RT0MRVs/WRhEpni3z6UUB1rpxplikYxWDppwYbxO68D5gAGvP/QnsF1A/inXhtVho9t4BlGPK9Za+OigKQB0k4dF6qudvmrr26TTWMdje9rRcMkYHfZB820qsfPT8sTr4w0HSCtBeTY8++NM5O1hLXa93n/yy61ANd70cQc2/X33mtjhi17/+Wnzsu5K/Mbwup3o1o1wNEQiC4XEA8497O7XCucSzD4JPr5NdR6rnmAmf3Fe0yMcv3gCzYcbbedtfGHd3CMkZawV/3HorHMQINz25FQMLhpNPq3NOCF0f2f//N/qlQBMNtKo4tdGY4OvO/Tn/60zM/Pd2t9e3UL1WpeuvmRt0QqJQnGEsvcGIKpQSmOnRW3kFN2t+o4UkW/y49V2zkhqcxPSbVSMvmeTkiq4YQ4ceMn3bMv61U71TjF++DRHS3dFGAFAbhoCkenMvI7X3izjiUbDBn2cDMxoP5i3WnmUm2tNm2Z5dvELV7HCgp3hU41yhR2TQBFmnpW0kDzd97H+9cDeG2TIYMHM3BguRb0eaBQjHzBeJka6zBeMKtnInubFe8FDDXuA7+28vD+QdUKd6MR0Z6HdP2/dXFG0hprzH3O22/e/6olmnqymn1o9unS91gtsj0PWRfYXoAt7+uW80izdV+vTKJVA9yF0Xl5/Htn1dfXXpNG22uaBptpqAHEc2nTZBZoGBSYfeZFKhdMBDZe1jC1/vAOlk2IiJ5D4OAWnInOOAp64Jh86J375Nzo/JodK3rVujqeT4vFYsrqNjK7zernf/7n5ad/+qfl3LlznS6mV71a0UvXTQ4q6AX8BpODyx6OGiG583YpXD4hUsGRoUErCTWDJKKY9RzgQ96d3m9rE5DQwHYpTV1W0NuzL+tVO41bO4cTsmNLUsan0nUgBnABMABAaOKRaiYNm2hZsoPbHfng/UObigH11/PHjW6Xa6VejmEAFACCh/9gSiQeCHWsUfbm25c8u1pWg7fXOpsM6djX+NlqVY8JbFyZ+4aXjEZQA3IAxxfPi8OY49SzqLbY/0Ti8rfVOurXa8vVeB7CKHKOVd2q5L2ENz5vPH8NagMIwyZawGuAvQFebGcyHlKm00oqTBNcVQ7s6u+a84hav40t6DlFQhiJa7zG8of6IvLA4e3y0ccOrikMpbFhCwDNvvUPLNjPpYqRqDTTUFtAzL6CpNVj6iFW2G92JbuCgRLs8Xy6Kvcd2loX3sFy9+9MqdSI2RcGpM0GcjqDEAzKgZ398uPvN1kGm00nfTPUNYnV2bu3u9Nqvbq1vXS1SgWPlqiKi163b6iOa+FG7c5NNBuW2zdIoGoecFrKAgdFnPq4UpYLs1yeHVcNcWT7gQ3a4l5dr1oLu7RS49bJizP6+66tKbV5Gp/JSalUkZmFgrGm4saLHGCxKNlCRWUAaPauzmbl+KWcbBsIy9vu2xwMaOM2A0ys3rFZIQmADZzPFCUVD3esUcaIXxOxtGu99eCy7FbVPov3d6PJMBkLawoXLDXbxo/qd12j2TS3FgILXIkSjFA0zV+W4faXAUlBBYzt6LTXY8vV9DwEvKViehzcYkUZZGAcgCoRM44TAFxAGqymrnPJ2JgB7Fgk4I9igAZwB/yzTt1wHmlm/cZrIccx0uJqVa5MVnUQ+J2XRuQnPnSHpoh1w+6uzuGEJjXkJxFHAXujBElBrTewgqTl+cI5QungYSmpWQuGV6Unwbm65RL0wHWDfIJBVeNAFWDNNw2movpeu509h4XuV0d3IxjbT3ziE/Kxj32s7nWa1CYnJ+XIkSPLPvPbv/3bvWjhXnXFS9dfqsNVEZ2jet1qMS+ByJKHIU4N5fScp1HzVGmwt/woyK3WXBxsBZA2LIxLOVgRJzW0FG3qhKXq8vDIbfyG9+qa1XqstVqFS1Q9rR/xpRdLFfkrH7pT9u/uly9+/5yMTY/p361OtFEGsGtLUs6N5OXEpUxtXa43A+ovgAwsHN3pgIVWbBXsNWCqPxXpuJuch/ye7Sk5c3lOgQANYY3F6yx17/allKp1NxlW3Poo2rAjlVBVBzBWy6q3m5AooARwc4wAj8oAe7IOWEBALuAHRo9zqd19sBYbKf95iLesjeaNxxw5etuQnBlZUOALaB/qjyoI59y0frBIJgB9i7mipLPGh5fzl22BCeXvt+8ZkLMjc11xHvEDdHTg7G+YaPYfoNtq0tn/DNiuTC7KH/3lSQWo69UHNw4s0M//2bdPy6XxhaZ6e5V0MDnoutKfjOj6FPKVGrPLu1Ep6O9IPmMA3h1y+vQS4KW4j9BEiq6e/W6lMWYAhf5dpC8ZUSlDT5+7iQDv888/Lw899NCy1/Hc7YHaXm2kl25jIS0IqPxA3XQNAPZKp+XUhqzi3Zn4gS2i08Q0EAhd2M2+t5iT0uy4OjyEhnaZB1mlJAEnpO4Qvbo5aj3WWs3CJTjnYHCZzreerMWFvPzR106qppcmNj4X9Te+NMgASISKR4MyvVhqyZJdawbUXwAZmC0e/rhDNGOr9NqrGFb08P7hjgEK7//Iuw/K733pmAIw65pg9zEAk/0GQPjIu29b9zSvv8kQlr0WRVssKygJq+OG6Z5nM/sTEbn39q3ayf/C8QldRw62bdxDuzyYiiiryv7fyI56ex4uZAoKTM+PLtb5ATMw2dIflal5k7RF8xZgmHhZtpl38R2cK5GIY+QE5ZImrbHPj97Wp+u/e3tSPv3Z17viPOJ3+LAaYVhmfld8iXmOF0aXiMO6lzTl7tkuegH7BxbTC3mNFW6mt+datfODbBeDCXW80HX0GF4P7SrYdzkeE8t8eFkejimsP7r6EV/SGucIAzfOZYIierKFm0DS0KtedWo/pqATmYHritMEZ2IxFghHjLuCB34tSIa5xaFBQyRgbWFgwuYupKyuDxwvfaG5kSmFA1OTnpNAOKZMr5tPS3TvEbVC69XNUe0wtHTP2/CAlcIl+AwNaAAlGC7rmsAPfqzffmlE32NfbyUDYMozGQkoKGnFkl1rBrQZG8r+CfRFdXtp2NHt8nStgF0WDgB76J7mIUWrFdPXo5MZtV3DMkq/U7k001TG1C9sGAChm/6tSEpg2Rl4cCxUfhI0ml7e9467tstP/sCdtX06kIopEDNd+mYgw36Atb8WHfWch8TRIjcYnzHa3yXHjiXbLNhSBimf/NCdMtQXq8kl7HdYCQXpdt9/7nV1Gbj76OGapAIg3I7zyGr2aX6AzvpMzZnzVPXGsOe4YATN+c9rRlpCJ6bxBV6L68d60wv7k2i7HQXdAFrsyijr01y2uv0tCR38NPrw1qef7dUmUnT1SI3YeAaknE89oHttqgd4e7U57ccqZakszhgHBU7UvuG6G61qaxMDUskuiLhlKcyMSQA7Mh1+u7XPIUcwFExVAqGIMrVu3mtU8wzkay24ygQHRWCVS3kNq3BLRQnG+yR5+MFew9pNUp0wtH/w1eN6Tvk1hI3hEvZzPABjUcNGmjLpYHbau/YMbHIaAaq0YzzAlHJrlqyRAcUyyQ+itQM/0D0GtDUbmlIrJv/+AuzFEyEFAfccHJbbdq4NbLPOP/Xhw8q4AihJI2MfAn727+hTnWM3gY8f9GCnBuiBBYVdZP+iRX7s/j26Tv5lNmpCrQzlWnXUcx7CtKMr5ZSrO/d8jh38PRIqKtg9enC47jsaB0TWP7bRVaJVqEMn9mkAvVOX5lS3vpjNKKtr2HE7EedJyALWM9icy1x/DCjW4vqxWq3WNMjszJvnp+U7LzJoJRGvUje4s84OuCtwvTf68DZbHpr6bjaS9qr96gHeXm1a+7FANC7uYl69cNHphoeNxKDWlFYuGn0tDgzZBalqZLBnP+axuKrrxcosTxSoAcNGz+vdsLUhJQgKMqC3WpGAGzRTVtlFCUaTCnZxaOjVzVGdMrRIH/waQn+4BJ+1n7OAQ89NZX9MJzenmJkCBQAboNys0x3LslxRZM+W6Iq6T8D35fEF+eJTF0wkqTKgSxWPOvLhd3WHAW3Nhhp7Jxg/1gFwAhCAvYuGQ/LIveuzQ1tPI9daltUMvMLmHdoz0BK8Xst1bFaRSNDb9yZdrZVjB4AXCQzv3ygmdDVGW+30njyvkc1cG9rs5/H2lEoZvAZB/k+7LJSnMFIR2HO+o2PXjzZqteO4ZTAhr5y8qvvQNquZwV245uxgvZcbfXh7tbmqB3h7tWntx4LxlJSCISkvTKkfLo1joeSQsrfIDPTWiLTB3uhLRalWXWVyqy4xSWVxK2UJRRNSwWO3VDQ+QjVlFv91PFY3KNWAuQkrNAE8O4703fOYDL7nEz129yaqThhaQCgPML/HqJ/phHmC4bQRtDBAZc9aaekBbpvNkDUEm2pfWQ6MUR/NRvuTq9pQHb8wo3KMZsXrxy/Mtm58W0etF/h0Wmtp5Frrcq4neF1T2dAID9w2K8OQ1r9/LbVW+zTrgPLM66Py+pkpXQfOFwWwyAJ8umDtDfRccwzsFW0mRBcNwLSDzY2qVudaKhGWgb6YJOIVHViw3kgW0EX797vVMPt9eHu1uaoHeHu1ae3HuOWFt+xSUFueGZVqISduLCVBJyTRPXdJeX5SqovT+jlcGtDwBjxWl3+rNKJclEq5KI5GDBM3XLR3Vq+L3YDbUGpQ8qGUgulYPCpuLi3BaEKSdz3UA7s3Wa3G0Nrib/g5bxuMaUe5X0NomU60vnZKFmDM1LtnAqKvYT/GQ1t7JIMBtYUqlqvLtK/IGWAU7zuYkntvW7mr//e/fFxOXZ4z3d0JvFKXwgJYJrG2py7Pyme+fEL+xsdb+JutsbrhG7uZqxOAvR6Xj24UAyca0WiQU2eJyPL7lFqk6XlnfIav1aDAv2/QGfODnthodqsSCTmGEfV8gm3ZXmInhPetOa9oAkQX3W68crfLP8DdMrA8/rlRw+z34e3V5qoe4O1VXbMYQBE3Ahq0rgXQW81+TEFv37CO/JE1JO98p0R33CZO/zaZ+svf0Sd86eoFBbLK7sLShiOq73WSg1JenJYqbHAsIY6n+VXJA4XzQiylYJfmNEmnRUIRlTGgHw7tvL3XqHYTViuG1i9HUA1vuSJ98YjEY2FJJSp1GkLLdNLYhtZXMa73ORM5G9AOf5ggfah7vp7pbFmi0ZAyXBpzreCgqoDkg+/cJ4/cYSJGW1WxWJbn3hxXkAnz1OyaScQCtQaaX/zI0TUZ9990bOgmcvnoVrHPB1JRA3hLFZU3+JPvLGBEYjKQ5DwOXZNBQeO+4VxXd42aNlcUwCbjkVr4hQW9dvCog82gsXdj+zqJV+52daxh9vnw9mpzVcdXwJUrV+SFF15Y9hr14osvLhn5N/ytVzdIsxhWYDCeQzsleee7JHn00Q0FvqvZj7nk1s9elUp6RiUNi8eekty510QicSnPjInrlo01DOsYwNvUVb2uW8wrcAXQVvHPDQQlGI2IE0+pU0M5M6/LJDKYG+vSDqlKee5qr1HtJq5WDK1fjmC8Qc00JTpe0pb8GkLLdOLi8JkvH5PpeQN6wao0sgB2Abh538OcwgLKLZSUdcPPFYYXf9QPvH2f/Mz/dpecPLmyteOLJ6+aWOEmOuC6hMBQUD1zef+737ZbNqKuldzgRnL56FbUbtsDt61JdbLAQ5gYXBhdq3u1FmnEJu/amrxm7GijN/DYVNbTs3sNwjr4E2VEcZBQ6zcf08tbkAvwo4NB7N022PGim1Kekyd7gPemAbyPP/64/jQWJ/Nf/at/tenrrW7MvdqczWIAQmJ7aRYrzYzK4Hs+uWHADzZZG80aQiCUoUjPaMKZyhB0risgbnZeyoRA0MhWAMjSnpz0PHnpfEB3WdEktkopb/S5QUe3LXHwfkkcflDCW/fI/DOPG5A/PWK22wlLIL8gQoDFwHCvUe0mLz9DW5gnUMSwYjV5gGeRBAgen87og5nOfT9LZq2Grs5l5X98/S2pVKtqaQVbzIOQh7i6g9h4Wi//hPFVqYL1EpZRQQnGSahKK1AYDBl9YKuaTxdVAmGjYFuVlUrw/l51N22v0eWDc0d14Z62E6u4tUTtrmfgBrg8uLtfAa9dDyQOWK1dS3bUv28U7E5ndcAIswuSZQ1ME6f5YQDIYJKUNa4XrpMtA/FaSh3ykM0gk7nZpTy3SnUEeD/+8Y9v3Jr0atM0i1HV1JA2igEKYUFTd79nQyQQfC40uEMKV97SZdam42bHpLQwLeIHwjC42JVlFz2iwNiNaSwwv2FFhtuCvzuDoIlgSEpzE5I+9bzedAe371cQz3Yp6AVUu2WpBkNS3bJPBh/8sILdHrt785afof1vj78ui9lSLaOEh5iNl+VcRPvIAxwZRDOW7O7bhiWJSX6hrMAj5BojfWMRZsAu3wWra9KkcIAwyBomFu3wyYuzCsAPbnfkg/cPtVxvpngtmF2pLCjm/b3qrg635vIRj8jsQqHm2WvDJwCaMK78fSOstFazVNMwk0JlCexeQ3bU74BCdDb6eIpBoLUZU9sxz1mE66svEZWtAzGZms/LkQND8okP3qnX3GaTyfSkPLcY4P2N3/iNjVuTXm2aZrHatOjAdilNXdb3WQDYbQkE74VNhUkGYLPMWiywam29SGDxwiOwISvlDbhlOQRNFGFyW6enET6B/rc8Ny4Lr31HE9T67n2vgni2ywL3c5dGpdq3VVJ3v229u7dXN0DxkMII/ktPnZPTl+eUeUXvaB0XKDsA835r+j3JRES2DcZ1apmpW7SUpuHNLMOCZ15X5wbHTDdb7SKd3zTDMA1+/FJOtg2E5W0tes3edWS7gpjp+ZxUI81nz3TAWHaVkeb9vequDhegg7/yfKaox9RqZe25YuOiYSnR2G6EldZmZR6tAwqs7dRcvtYMymyJxh5XzCDQFtcLciD2v4aV3L1LDu3d3B61t7KU50avXtPaLVqrNYtRapYfSykDyvthYzdCAgFI5nOA6OLkJaPrLSNjWGKx1JdXdb4BZWKFvwdsQpqZOm5Z6Hq9RrXK4rTMPf15SR55WIIEUQQdiWw/YN4239zmqVc37xT2uZF5BS0kP8G+KkNbXd74k4gZH9BmbJ1fS8m0MlO4Y5MZCQSNDyplYnHNgAwAQMHAwnrBLlPbh+JybiQvJy5lWlqK0YD28L075evPXVR/1Ub/VZbD6zDHgJ1uN6zdTLVWHS6sXq5IeELR+LHWpd0txUXbhq1uWmm1kl5sFubROqAQ2uFvBg17rgslmkIbbtVcAzC6SBquTKY3xE7vVqlOpDm3YnV0JY6Ojq55Qbt3b0zjRK+63yymWsZi3sT0uq641ZIUJs5L5uRzsnjsSWVXcTXAHkx9cAGhq0ggVipAp5UYLL7+XclfOmajdxTQakKaB3bN+/HMtYyuDZAIeqESTZdgtJSRmG4XQH/hha/I4KMfW9vO69VNM4WdyRZ1KhVggiNDqVKRQtGta/xhetpGrDZj6xrjafsTEX3NeDCY6wkAxJlqm80Av7bB6OpMVqbnmArndlyVqYXiitPgv/SRu+Xi2KK8dWlG3Rj4TitzUHYvFJS79g+rQ8Nmrev9YG6WtldfAT2OBJJ8+6VL8q4j22RiLq/rC4iD4bVOGc2KgQ7HhuUQ2XutpBfXm3m0DihvnJk0TZw+PTq64vpODS/3JxCQHcNxbR5+/vi4JuxtVKPfzVrX2iKvcoMC644A74c+9KE1NaDxmePHj3f8uV61V1ZPG5y+JNVQVKrukVUZ1mbNYjx8kRNUMnM1my/795nv/IlUcotGUxsI6nsCwZAEIzH1uHX6hppKINot3gtIBkhPeVIJlqFShlCDDhFWlx9NUzOShwDbjbRhmbu6B5yxLIMFRhJRLkr2/Osy8PBHezrdW30KO2yCSLKFkiZWDaaismtrVMdOtgGJ04dpV5jeVmydX0uJZy+nXdEDtEzj8uDngRDypnatnIFxmo7VPB9PwyrTwd4IDZYK1vb/+msPq88u09i4MVjNLjIGmN1GO7KKW5ErC+OSK+clHorJnv6d4qzh3F/vg+56e9e2StuzxTGZXcjXdLnFclleOzUpv/L/+baeC/GIowwlrLxpalweImJ13ww8nGBQRqez6wKim8ECrd2yg79zV+Ylk8saeRAxx95sifj8ohlk6meCARnuj+vMx3oa/W5UELbeupbnR2WTXL+bDvBevHhRzpw5o/8Oh5uPgnu1vvLraUuz4xJenFPmc/zSM5K6572Suuc9LQFdY7MYRaOYamcBkrWIXk8KkJ5d0sjSCKY2M65UciVx0dSWChIa3lkngbBSgU7KiSU18MGtlCRYiotrI4F9+kmdblZdrxcT7AFmw/o2AN7a+WrDJkzQBNtTvHpJ2WLbeGe3u1e3zhQ2D2IAI2CTmzeyBKaohwdiTU3lW1k7NWopCYaYLhvNIixgMhZW0Fx2CadAgmOArtoyhcw5Vw1VJZMrSb7oKnt776EtLbcFMEuoBMAW6zHcGGhQQ7PbCHSfHXlZXrzyulxNT0m5WpFQwJHtqW3yrj33ySN739EW8O3Gg24zAbfGtD2KW8foZNrTYrsKxHgNnSmvhfMl1ZlGra+sYFVXlbxbHyLCa4DdZDSsMc/r1fCuxwLteoBAzoXLE2n50pPnVNpgyuyrmkd1CH9gR3LFsiQi4drAknOi00a/Gx2E3SgWeZVNdP1eE8D76U9/etX3lEol+e3f/m35/ve/r7+/853vlH/zb/7N2tewVytaiuE8UFmYMqELpaKymLnzs5K/8pZkTz0v237876lWtfGzCki37pHixAUpz0+IBMMG7HJHCse00cs0jTFCD3n/tgDSWoC5EghH9b9lGF/kDTCo2IbhfbuG8gNxwiPcUkHZZm1Ys94MFtRq01q5tk1Ndby1RjammMHIyDgiun7T3/oD9ei1jXfhYEzcnUekenR1hrxXN1Y1m8LmdCHxjPCJbN6cWwAZ2L2hfhKVmpjKr3Aj92spL4wtyJefOq8PArSMgFpAUa5gQigAu7zmB1zawa7/ENUWt6NlBNy28tkF7H7++FflxdHXJV3ISjKakDCOJW5ZTk2dk9HFcRlbvCofP/rDK4Lebj3oNoN3bbO0PVswuwBbGgsZ9MDCG2cB0UQz/o3em3/T3Mh2MO7WAYsXIqKa3kRYBvuieu6EQuvT8LaSXphz11ihIb1oTAK8niCQ7/3pDx/Wwdt3Xrqs+5FES/O3QM17F808syZIhuypoOlr5ebSoXbOTdxS2De5QlHemMuqc8VmB2EbKc0xcpHuWOQ9tYmu37VWVzsaXn31VflX/+pfKbObSqXkX/yLfyE/9VM/1c1F9MormF0FuySJKRML48D8aECbZZjez5x5SeQv/m/Z9mN/T0MaKvmMFEZOSX78nFTmr4pbAZhmNaRBvW5hP0PRmquBFkBTtbE2Cseah/M/phkMoKu+t+k5CSb7JeiEDWO6hvK7NlTLBS8dbd7IFfShHJBqxTS0BbExg1HJp83aNWN4bSHPwGM3FDEa5eyClCplTWOzjXfB2csSXJySuURQBh79mAm2aGK7dr1S6XrVnSlszqGZ+aVpa8JNAA6asFaFZS1qIAVMVKOpfDvFA4VO81/9ifvl6dfHat3zhskt6ZVjmN36qXDWBUCQiAZlfGb9dlbK7I6+LsVKWfYO7Kpb1lBsQK5mpuWFK6/J7r4d8u7979rQB921fDB3mrbHNnBOcD7A7AJ2bZMhtxP1icVWDma4UJZMvqTT7+i9ufFEQkENdoDdhRW2TWxsy9Hb+tYV+NAovWiUXFgrNP6fWQUGWpwz15uJ43s/9WP3SCoelidfuyLz6YLkYHe94w6zq7HBfVEdXNpiHVeSDrU6Nwulsi7LhG8Ym0qWNDaTlW8+f1HtB/HMvtmqmTSHc5fz1Poxcz6uhTnfzNfvdQW8mUxG/uN//I/yp3/6p+K6rvzQD/2Q/Mt/+S9l+/aeJc5GWoopswvYrbGyxmUgEAopK1stZCV75mUZ/aP/lwLD8vyUAlwqmOhXsBeM9yvgXWoA86b+OaGJ3nXC4lZMUlmd7ZeCS348ZjXomO+RqkQO3NsykrcdsOh3bXBLxg2CkAm0t8rGOo6ywIPv/oQub+7Zv9AoYA2cwL2h9Y4zgLmUV8Y4vP22upS1ajUkgcysWpdlz72qQN9vu5Y49A7dRdnTL12XVLpedWEK2wnWTVvzcOUcCIkrRS91gilsWCkeEuuxdmrsnj9+dkr++GsnNX1NmUPPoqnODSKCTrR1g1y7BbuLjAFmtxHsUvy+PblFRubH9H0P7317U5a3Ww+6VprZxu9a74N5rXGxsKQASI4BxfGx7K7VmlL8naZG0vHQYpdw9sBbOSDa9Eh1MivQifSiUXLht0JDL46EhlmFt92xdVMwcWz3T334sDahPfvmqLxyalKBGOeZbQa1MyntSoeanZsLmYIOJhkkwg6rvCRIAJGRl+Ca8mffPiWP3rfzpnMtqT8/2NaCeh/7QT/NsHhDxyNrl9dstut3rbXuo//tb39b/vW//tcyPj6uAPf//D//T/nBH/zB7qxdr5oWgBHNLjIGZXbDsaYPIsb+MLXFifNGHgDYha1Fa5ZLq8sCnrSAv+L4eb08QrCm4YiUZidU31oHgAG4GvbAd3gPAf2zubRwbwhGBptG8nbi3+t3bagFQ8SS+hma2hIH3yb9D/6ISjUUQM+MyvwLXzGyCye85N+7tDe4+2q0T7UMKA8oYK6LFK6VK5XFWU10Cw3vUvbXzWcld/51E2kcdHRA4VyHVLperX8Ke3Yxr1Grdtqah4R648KEeA8ETosH7twm//t7DnZF8+jvnt+5xdiXAaobY2ABAKFASRZzOAG0z3I1KxrU0OwiY1jpAcXfJ9KT+v79g3s6etD5mSRAIY4GrR50uGGg52Q/s495APtTwayGs9Mp7fWUv9GQdYexhYEEwFqpgw0hsWUBJmwijO70XE6n5gmg4Jg2i5pdT9EQp1KKTFElAn7JxVIZfSxNl6+fmZRLEwvXjYlrphm2g77Hnzgr33juoq7rnu2pOgeHtQwS7LnJNtn9AvNe22aUJiHOUdISs/LFp87LJz94p9yM9zXO2dEpE/TBIIx9WxsMZQqSzgV030Yiwa5p3pvVtbx+11JrvqNOTU2pNvfrX/+6/v4zP/Mz8uu//usqZejVxhbsqLKpMLoAsGbm87gpeIysxu56+t5ANG7wabmomt1AOGYcGwBvpYJ+bzg5oJ/BksyAN08qoKDXLsBM5/GabW4LOCGJH7xvWSTvWiKMVdpw5BEJD+9Sb14qsu2ARLbvrwOURgLxsKTf/D59dDUtndX26v7Bt1cv/qKC3mA8KaHU8LJ9FigsSqCQ8VwgHHWkqGTmVe7hwhyjaw4ExOnbqq4UnuJyXZZsvbo2xYMX66OL4ws6C2U1mjBlpnncsxDjPNAu/ELXG3wa/XqbAb6FBcIMXLlzf/NUt3YLNwYa1NDsrlT8nahu3t9+c9dyJsk2eX31qfM6lW2ZNKsl/faLl1UmAiiZCGRrkfN8hv/adDKVEITWB/bbLX+jIdZjb56dVhAbDuK7HNZt84Myu+1c9wDh3VtT5uFeMBrtbgY+2P327JtjGjJiQ0uomI+lBGCr1thzApmczcn0XF76khFjWecEa+fWRjJx7WiGP/a+Q+pe0ZgKt9ZBgg0A0fAPL+CiGcBnGeyjV09N6jpsxqn29UpzXj11Vfcj+4GzhOhy09RNM6Xo6/lCWUbGF+XQnsGuaN6bVaeSlGtda1qrP/uzP5Pf/M3flPn5eTl06JAC33e84x3dX7teNS0FqIpBAaTNHDCqntTBsLna5AVg88CrfpZGtlJeAV0QaUM4KhUP8FKwvFUcEvC/VQswr9uW7+BH5RPeyR9kai0kkR0HZfgHf3EZw9lphHGnaW5ofXF2CCb6PAlGWde9Usgq0Nf9pN0lEQWvsN3N2CoB7MKYwxxXSlJemDIA2i/nUOu2GSmFQgrGefi1SqXr1eYpq6t9/tiEgirAJkb3VpKucae+e/nxC7NyYXxhTQ+HldbB79cL09ZoZzWbJqHLhEas58GM9RhuDDSo+RagbBdMIHZZOAjw93DA0fe386BjHWFDAbs8RNl5qn9GBiIi33zhkhw7Py0/8aE75d337ZLPfedMbdoZcAvwsMEDtRhnJ6jpZLlCSRnWdx7ZsS6wvxbZycP37JB/999fkHNX5mTX1pTum/Oji8YqLrSUaAewh40HRNpB0tsPb5dPfOgOKRbXFofbyIri22v3G0wtgzMdHHmDeSOJMWAG2YLlItAal8siZbeqGl9mMti3rGujfGCtTFwzBpfXfveLx+T100gWKmrtFw431wx3MxWO5TNY5ZyyARetivOdc3azTrWvtdhXDx7dIS+dmFCJjW1jsfc0lUsZGCDMQOBz/NgDezq+tzRq3lslPHYiSdn0gPf8+fMqWXjxxRfVauzv/t2/K7/yK78iITSjvbpmpU4G/dukNDMuEmwy4uJmqE1sFGDUOBT4p/B1ugMrL5rTSgXV87qFrAI9tLD6uwLgwvLvto1haHz7tkgQ1iOWkAFPZrCeCOPE4Qdl/unH69hgllPJZ6V84Q0pjJ+X4vSIDD32kzVQueQpXFZNsm5lvE9CvgAN/o6ThDb5lYpSyaX1NXWWYF/Q0KYew57zA/uPrnka8tDy0iinVmhGC4zsgeUiAbHbsV5Ltl5tbBHGQDIZIKJQYhC01H8JCKPZE9DAxcJ7AMfdArwWKOA3eteBITl5cVanlRtZLpZ/9/7UuqfC8dndntoqp6bOy1C0XwFQrdHJA0jRSFDcyKK8bded+v52HnSW2VW20XuIahOoFyLAd5OW9UdfPaHs5JhKBVw5sKtftzdbKOs+51bEewHL4ZB4ThmGUSWOt9UDeaNstmCkP/SufbptHPtELKENVUQEW69d9db1XAU4SewU/CP37lrTedKKFWVz0J3CGiNLoFQ+MZ/X2YeqW5WCL67MOn7wuuH3lr6f42yjjmkUg5XmtU6ZuKbrqt7SAbXEg71nyQBs3NPZR8P9saaa4W6lwvGZwb6IXJk0NnC6ntp46rWgBJcGKTSJWjnNzVZopG1Do912I2lU6kt/Z9urUpXTl+fXBPobNe+Ng/VKpSIXxhZ1wMqAZ7Om5XWEVD/2sY9JsWiagg4cOCAnTpyQf/AP/sGqn2PH/Of//J/Xvpa9Wh7ScO/7JD96yrgXkHhmwZh3kltdrf4/TgvlsidRqPsiEy7haWPxpkUuUZmflCCyhnBMqqV5H3g2314DvPwztyCBwR2SuuuhZVKGtUQYLzz/lRobHNqyV1xAKs15NgijkFG9Lv68Wzw2udFT2C5HbZ6ixi2CTnx3atE8ZBenxc0v6j5j3wDuVftrtcpIF/g8YNfKOYwNRK2vD+s1XCmc1GBN2rBeS7ZebWzhh7tlIKZaUm1I4kXPCowHN8DTTn8CCE5dmln3jbsZUODhEw0HJToQ19/9LNfugbLce9vSw3+tAI/GoHfteZtcWZiQM1fHpJDhIVQ1jU4aSliVhdK8hMohKc5s8/T5Kz/oxqczktFpZNMYVC6be4FJ+A4oaAWwY/W2kC3pFDLvO7zfDArZpzwQqwETL6s+L4C3YkXKGsPs6Gvz6fyy/X4tbLb8ml7AORZXsKsAYJtoh7cutwP+vh6dbiurN869i8TrulXZNhSvzcgRO72YKerggbITTuxvKzfJezMWttjHDEaMfMdVMB+PhLThrtPmsGXr6gR1loLfOa/MAMrRg9oIsJtphruRCsd3wK4zGOOcCwZd47TiNWtZOQrryj5oBfCvtVfxSstby7rAqnOcjTxo6XFl7mvmnsZ5ks2Xa+dyN64PzgNWDQDMd1qP5a89d1GeeXNMr0tSITdTo2BHa1IoLLF9p0+f1p92ai3pbL1auQiVwGcX6zHcGKoK2DwNq3dT1Id5KCJO37C4mfnlIQ7eVH9t+t0xsoRQ/1YFqS6NXjo89GQMlAW/HnLm2Mb3392yWatZhDG3JD/zWvPvrZQke/41ZXYBu5W5cdUZqzxDdbXGA7iaz0r6je+pjCF518MKjqM7D6oWGHkEjLH/nAPsFkfPKmMdCDhSdQjVQP/sipsriFvISTCeMncKOwWM97DdT5YKrN1JsH4LKTuuzLBnwcb6o2NeqyVbrza2eHjAHmLdBDjT+N8GNogCbNDZvJBeOeJ3tVrJvxabJhqfjtw2LO97YI8kExFdv5MnT7QN8KiVHo6ESjxz6oxcyb8hldC8hCMxCaoftSvVQEGi1agEF3fKyGRKnt4z1rJj3z7onnhlREEX1xYACkbRBBkuDRYoTdeSqk6xxqLmukdnCZgLh3goB2vaaeWdFJSFZcsg/QVVGZ/J6XaxPfyXh+kTr47IWxdnFaitZLO1nmoMD2HKfSAZkUjIMTIQH3Bar063ldUbgzG+n1k2mNNENK8hKGiKk/GILGYKCrwBeNyKOI8BGZlcuakjIww85w5glGMAc0yTXSfNYc3WFVs/vkdX29faYc8DBjEWYLP+3dAMNwODP/LoAfnz753RfWVdNYxhJr3LHhAPm+uca8cP8K9HHG+r5b3r6A59D5KDS+Np1Sbj4XxgZ0oHVSutC3Ih7QVwjAWZsVf0Ht2++1owGNDrjvd34/pgJoeAEWOP55EGnLvVqjL+X3/uokagkwq5WUBvR2vxrW99S26GGh0dlf/wH/6DPPPMMxqU8cgjj8g//af/VPbt2yc3SgEUCZXAZxcHAcBcDYyhQfWYWNhLGrQqEqgLcdCbI4AzFhcJR6U8d1WcRL/KEmBqi1cvyvS3/lAdD7DvknLBAFQP6KpDBA+uhSmpZBfaijBmnZAC1KKLPQ9JDa9wHH0vf4PthdktLc4agK1Akya8pVxK5Bdzz31J0seeVOCrbLVb0e8tTl02LgoeiC4vTGsaHDHI4R23S/nqRankFqRaMv7CgN9K2e4/pWr1s76dvSR10IissEmi4/+8AYB2++fTEt17pKUlW6+ub3HDRk7wxtkpZaUi4eUDcWtNBdDR7vh1TIG2418LiLv39q1yz6Gttb+x3JV8VGn4eer1MY9dybV+UFcD4o4fEmc6J4mtU1KURQW7AQlKorJd+iv7pM/ZL5ezmRU79u2DjrX/whNnpaj+tGa63DJI/qY2WFwDPnAPME1dOtXsfZd1PuDBDCCj8LGl0YrUO7bzmTdG5c+8Lvy5xbwCGgYlyCuYKre7snHKfLghhbyxVmPQGq3k/LpaIoK7wQKuZPVm91MkQpqb6wtBCdQkFlY7bcfgDCz4nC39Om9sbv7uStT7M2AHeYbOJmxLrjqD0SqwxXoWR8IhKTMjpnZ+prnRNiFy3O36r6d7fyWgyDnDzIBNxbOzdGyRncbHRi4SxhmirzaQoq6lV/Fq4S2vnZ40TWeWrPKmEsen0yp/AlgS5tFsXbhX8Xq5aPZtY6OlLRc3lYij719r+a+P//inLyugZXnJWEhneWxVI1VllEmMJAKdVMgbDvDu2bM50zM6qbm5Ofn5n/95SafT8gu/8AsSiUTk937v9+Rnf/Zn5fHHH5fh4eXd+5u10Mtu/9g/lPTxpyX95hOSuXpZ73CR/iEVdpUBjJ5uF1cBGEl0rDCaNmIXoFmeHpFgvE/txGzDlYLUYs549fIdLVjL6iq6VSs3IPmNhjhCJNQ2TJdhnCBgdHVqdAAxWlxZ0vL8pJEW6F2shkQ98OvdFEp5KWcXJBLv0+8EBANOFWTjQ+w5RwCo4bXCO28Xd+6qgl/9Lisk5PtqkgUcHYz2mM8u6Z1t2pzHePvYcW0MmLta24e9hrXNWw/dvVO+9uxFfejwQPZ7mVpvU4BFLGyatdbabbwe/9o3L6Tl+dP5pkB5qC+iOryRybR2628djLd8UPNwn5jOy5B7uwwXjkghOC+ulCQoYYm6Awp8OZ3bYd9Yt0fu26UMFOxNOldVza76f3rba62QYHiUXbJRu54ThZUwYBelDg0Of3drrgdUqeTKfKYgT7xyRRlhZAUGMLs6RY/XKk1bVovauB9/6P5YHVu/Vjav2ZR7t5qdVrJ68+8n4/lb0e56zkPAPYAXdrXKpJeIDj4UAHvFplvAYwcTfJdKIZSQh+WrytmROfn0515flc1stq6sjx0Y1o4zZAatIx7TSPnXf63d+6sBRUAVrivbh+M6KLKyGduuUiqb6xqZxTOvX5EXT0zUgPLx8zOarHgtvIpXGvzyDJyaz3vH3MyWGB9htt80IH7t2Qu6Ls3CM5gd6k9G1IeZ/a3Skobi9WAwoNvN+9dbHJcT52f0ukQq1uz+Rr8EszNcl0SgbwaWt+trcOXKFbl48aJ68t5xxx2y2eozn/mMjIyMyGc/+1m599579bX3vve9qk/+nd/5Hfkn/+SfyI1UgKu+e98rqbvfLSee/Z4EygXZf+Ru9ZCdf+ZxbQSjIUw1tLGkBAGGgE5ujtGEJpnhNuAHu62kCP6qyRJwRMC+S+USzdeP7y5cOWVcDxSQetpYfUNVAqojdqVaIoUqIC5sMKDc8wzWBLkld3L/t0sA70yS3QjS8BwfAKRsS2zfEdUlzz79uIibkmpmXgG/prTFEuYrvBQ53Y5KRapIErh9E3KhT1TPoQF2F4mHrgNNbBUJRBLqBFFF8+wbMPRq8xag5e6Dw/La6SnPNcBd5oUL4IVFXU+38fKErOXpR83sofj78UsZWcwufzBSs4tFIweomO9pZDvR2SI94KXtwwlvajQouTwsYFI/E/WWbasd9o0H3IXReZ2mRo5hCcVa859ajBmQw3f1JW3Dl/G2ZXuRiazkesA+mpo31mW4JLD91o6LdYTJa5wqp/z7cXIuKDuHo8vW/Xonj7XraerfT6GQYSgte8t27t6a1Cl6mDVeBnDYO2LjFLZfqqOsu9e+zzLCYactSUizdTUs9JKtHMs08gHPErK2/KWB5Fq791cCivhmn748p9vE4C++JVxnlWeT8iwVzlXOuhw/P13TvSIp2miv4pUGv6zf1TkDdm3Vgk5wxgy6uh3MfHzpqXPy2APLBybs0zv2DsiCXpfVpgN5jlM4GJQ79w52xUHhxZNXdXu4t6zUm8PfWXfe3yoCfVMDXrrx/uRP/kT9d/HdfeCBB2r63n/2z/6ZfPWrX629F0BJAttmkgp86Utf0nW2YJc6fPiwyhr4240GeG0p0ziww0yHeUzrsvAGtyKh5ICE9hxWzWt0z5069d8s7cwvRfBXoyzBRbeK8ffTf65pZ83SxhJ3PSSzT31uySZN3RAskDRewqH+Yf0u7M7cknGL8LZsCezqCtQL1dRVolLWKSy/40Nh4oIMPPxRKYyeNssJhaQyP6Usba0ZTTfUH6Bh5As0oiHTAPSi1YXJBdACqin0zTptFo0r2A7tPbJswNCrzVnKVN67S0YnM6pB3L01osDBeuH6u+/XYw1mgQKMDd31zdKPANb83Z+qNjlXlJnFkqQSy8NkeHhZOzDrGmDZP+uNS1MZOlukB8N9UblK93zVsIWNy7b2Qquxb37AmC+a691/HZpJmKrQw2YB9kAqLOV5w7YxjQ7bs5rrAQMEEwJiAjqMJGIJ8Km2OuxoM9TSVH89aAeAtwua2C9oYGGsGSRcq/jZlTxN/dIF/o4mspGxhqGF2Qf8c7zDYcOkL02HG6aV7wI88bpdFhp2s2/bk4Q0W1fDQnt2l2IYSZbRqCHWv1dFz9m1XE+rzZLodeuY8xd29/Y9/bo9AL65hYJML+SV8Q7Rs4HeOeroesQsUK5WZWw6I8N9sQ31Kl6J0c/lS3oNW7cYbaqu0NRpQkw4jvyb18+MzMnnv3tGPvGBO5bNRnBPY9Cig1G3WjeQT8bCeh0O9EX1fd0Y1LG/WS8bFd2q7CwP798M1RHgZQf+7b/9t+WJJ57Qf1+9erX2N7x4v/KVr0gsFpMf+7Ef09cAkEgFvvzlL0tfRXPLcQABAABJREFUn7FXuZ6Fb/Dly5flAx/4wLK/3XPPPfLUU0/pNt0skcjq5nD3exSItYrzbRX128z5ALBbnhk3LCmMqAWtoaiGQ8w9+4WmaWPlmbFa8xyAVpu9rCQgFhcnOVDnEhFweYB7Ucd1F5RFpZ6u1t5hVWogTe3BLHAnLQ2Abr2Il5VdXiSmg4D4bfdK7uIJqebTEogmjU4YB4Z8Wv2A43sPS/Lux8SJJZsOGHq1ecvfbTw5l6sxftmFfNdSsgAKNggAYN0YecpyADUAOMCLBZsANoBdogn7x4Mc0Gy+x0SJGhumem9clsFU7WzasyGrNeI5dcvmh+nd1dg3P2BkXUcmMmK+dal88kn9Lw843rtrS1JZ53ZcD9gXrCPTsxQDBcAoLLFl7Ixsginacg3sUxa0w36urkFdHpxRXMjLH3z1uN7j3rsGn9JuepqqdKFQVhcEWFmm7ZEk+AMa3vO2PQaovzqiLK/uF93ehkZCT1YAOGSQ4Z8RMBXQWGXOH8I3fuzBlER8516zdQUccpyQCVgHAAt8iDh2QwYIcd5rXHY8vKbrabU4W2WXISOC6HTLen3Q3EcD5Fgxq0DLBsyozCFAc19Jrs4YSQv7ZGI6K/OLBR0EdsuruBNGH5s+HRh40hDORfabva790iAGOn/5zAX9b+NshP+exrnOtWY/x/Z3K/nP1kAqUvv+lcqCYt5/wwHeL3zhC/K9731P3v/+9yube9ttt+nrFy5ckM997nN6Uv6n//Sf5IMf/KC+/slPflIT2NDI/v2///fletfExIT+d8cO0xHpLwtyx8bGugJ4sWy71u4U1kXj2LFjK7wrLTJ5UplVZ/S4BMdOSiA7KwEavmB0k0Pi7jwild13i5PYJSE5K8WJy1JNDEqgkJZAZsYATTStTPMHHHGj/VKOpiSQnpP8a0/IRNaVyt4lkXpw+pKEsxmpBqMi2IQRguE1vRHyYLxs0jiIS8ANiJvYIk561jw5PT9cLavdrQFWwzDksMpbXFzaRP2evJw9eVzcoT0SDsQkmB4zPrvQR7iz+0uH1SWphmPiBiOSy6RlIbFPAgcHJTh+UgKZWQlk02b/9O3U/bOw+26RRQxbvf3Zqw7Owetf9+yqSrUQkxOXKjK9mJd83kgEdg+F5ej+mNyzq1RzTFhL8cAqFHK1wIWQZ3iichoAiVNVNpQHdX9cZGHqkhybCUigamYrFtMZCbj13dTZAslwpjOeBzH3l3yOB7Yr0wvGFojluFUzdZsvGrYU4o+HpAP7ikG/t+zpuaykM3lJxR21Q2vcXrZhfLYgX31hWiZni7JjKCTjswBEV5DjlSuGZfOXpjq5rmTzRXng9oR84G1mH5v9XJCI40pfjIY1gIpI1HGlVMrrft82EJY3LxakXMzLhSs5jVi2OlQ1UPFioCm2b3JmQRJRR50fZudLcmB7TPrj7PdC7fwbnynI+ZEpCQWr2rcBiJheKOt3s1/ADOb2gs9tTv7wy2/IaycuyAfvH2qqBe5W7Rkoy5lgRS6NzcpQql5iwjrSTN0XD0p/Iqz7J1+oPz/v3VOW8YQrr5wMKstrj4MdeLC9SMVI7bMMeSISNNHVi+ZcYR+kcxUpejpXgiMghe4/mJKK+2Zt+5utayzsSiZXlWzOuHZw3iWiQc0jQldcIPktEJCdg2F5+M61XU8XJ3KSzmQkFAzoOjcW2+AEOc/RgVf1mqmUkL2Y84/X2I/oeDnvL43N6Xv9xDr7plg20ptMriDzi1nZ0o8mFS/usu6D0ZEL4mbH1nwP5BwsFvOSy1eXXdN5n7uGCkWYJfFeqPmEe4NL/p3LF+W7L56TamFW7r+9b4V7Wslc88GA7BoKy+7hkPQFF+S7T78q2wYj6z6341VXYuGAzGcrEgp6sz4NpedxuSqDiZDEq9Ny7BjP9O48Q8zswgYD3i9+8Yuya9cu9dSl2csW8gZW4OjRozWwS91///3y6KOPyje/+c1NAXgzGaMzjceXN2DBTFPZbFZu+kLacOoJccZOiuAZG4lpU1aAJq/pyxJcnJJAekrKdzym/+V9gcVJEeJHkRrgUkAQAwAwmtIflSoAihcnFSQCmK1coBqKKljk+1UXiytDk9K/B0NS2f+AOPOjIjSh6RdYN23TLFZ7TakMkITT9HtYLuvg7joiwfkxbXJTvxqrxbXfA3DnfZGk0efi7hCOi7v1Nt2OAPsDlwq2o2/rkgyiVzdsccPngYHnLTICmFXYwW48DGzVoqeVqalndwzT2DiAE9k6EJahlCMj0wCeJa0rBYCwDCXS83gUFi8gUwswQqIgVJvGYK9UPYQEICClimneAdjYZXMh0NQdCLhyZF+/7gc/CKBxDi3xxGxRwTQ1Ol3S7zAAnmXbpiDzoKYM2wf4ceSeA0llC5vt5+H+sMwslOr2O38/OZKVdK4s2YKZzkXOqP1WXpK5LXYd6zXnmMEry7trn9Eo+8sy5oAmajFXUaDH+rK/qlXDqmmTEw/oChrqtILvRkDRzdL9MV/SZV2dK2m6HuuuziAFoq/Zbyl5332Dy/aT3cZtAxFJxh1ZyJpBkDL/tRGIYd/scYmEArJ90AA5XmPfsR84T9h2e16NzZQknVuQuWy1BvqbrityCWZFCsZFh/2fjGHfVhXJiaTiAbljd0J+5KGtdYxxJ8X2snyS45oV28JgjXVgufbQW/9hikGZgsiKAV/+NEVb/F2vk3JV9wnuLX1xXCZcHUSxz9dTfH64LyyXruaXXdOEvxhf7KXJS+NnWz8Pac/R4b6QHu8TlzLGr9t3vjfe07JFHElycmW6IG9eTMtr5xf1PVv6GDQll32+k+KY3r0/KS+cmpdCyVyn1tPc9IJX9XUO/VHvPrAZKtQpawmg9YNdCikAB7GZVODIkSPyyiuvyGYoexGsxLx2i5UF/Dt+YNXlaiZFOH7iZE2esVJh5TU3d1GqYUdCW29fxi7Q+BWYuyiD4bdL8uN/SzInn5XF178r+UvHTFOXOh8kJZjsN56zGnFs/HQrgbKyq9t2DNS0xFX3iFydeE3lEeFUqvVoMD8r0d13yrYf+IRMZkcle/YV45dbxa83ZAC2glaswExDWTCRksTQljpdnv2e7Y+83+iQjx6R2XhAFl74sjpUBNRf2JNj8CR1HAmlBiXvJBXg9+0/XPtsrzorOypf7Ry82Quv32h0WvqT3PhNjHFjI0k4HDLT+NGY9G/drzpB9t+9B/slW85LtlSpSzRKoYXLzas/MNPT24ZSEo464lZLZvraa3YplGFczBQ2r4XDRg7BdHeQ61SbmczryAd+7INv02Vbz9sn1fMWeQeMcFiCjkGbhbIHHgPBWrqmDdm0vry7tiU19Ysp3H37DsrRg+273vCZly68pNOy6tGL36+6/jUHPEr+1sYM3H8GJRQ2rJw9/5LDC/KtN7KmOS4VlavzCwpyVfuJVtKzAVOXGDrL41GVDozOh+SnjnAP37gH9T13u/L062M1z1/rHHHn/sSqHr9WV10oG202/4PlFNtjjjNNmGEFvUzjo90dGDA6VFweskWYWeQG5pyx0/5bBwCQrpy/WpF3lIdqDgXN1nVXnP2oIwUFlMahISiHD6y+/u3UkYorL198WeUUqRbPjWSyKvOZGf1bphCQYCisMxgipZrUQ3+8CGyapBn8GG2s3Zci1TAa9qBeJ7liQIKOI8MDEfmhd98pb7tvz7rvgXPlQfn8d840vaYn58vK0tu0QitjsKXBHjqoC8u2LQPihAuSKQUkXR2W/lhUZ5GwGrNe3uxze36cGkvLYhYnhZjKpPTcni3KYiEvgejQuho1b7+9KL/+n5+UK1cXJV8yckOrRaa4J5Fu+et/tTMf3naeIfSSvfrqqxsLeBcXF2Xr1iW/SIopg9dee03/TeNXY2ns5Brp525XImE683O55UlY+TxWVaIX1mYujeo98YxpRJubqIU3oCt14jsNs7ra531Rvxqrah0ZPNDqj/pF/4sOmEauybmrRiMbTylwJMyiMjdZ56eLxy8g2J82Zp0a0Pc2C4ZotPXCbi15+CEpTY+qjZka3OOawHKwG7MDl3BEQsnBOrDbzB6M/w499hPi5tKy+Ob36prRrIY4yPdcHVH7tZ61WK/WW6rbc6uyfSihYGsp1rfeEcI+nPw6QZgXHkb+RCPrKmBAEeyqo81NmTz+1kvd+SzDQd8bMKDHFu93glXVcBofXKNphD3DaoxmmGaet2gg+Z1rDyN89KS2CcqvSTT5NEFtkEGXuBYLKvbFwV0DCqz8IQLKSjZ5P39jeVsGYwrYXjg+LoFSrI6Z9WtQaVZCQqJ6yNKSRpLjAXgGOnKcGIQQibzeZqV2tnetMbtWV81xJZHNWnKx33F34N9z6YIeb5rUCLSwTWbWQ5djS6kWvFKVeCKsTCfM6mymuCwZrdW6UhuRVLZanK32Ec1mZceWpNxzcIsCP8B4WWxTpIkcRlccwpWigBv90oRhjVH1rhv7zerksUbdcScpZfaa5nrmelPJjp6HS90qpvkQiUpQXVcoQDmODL/9+BsmpdAbTGM5hgvDw/fu1M+t5gH+3Dps17gPPf7EOZ3RQc/NgLc2o6CSmoDctmtA/tUvPbgp7MhsdbQmg4ODMjk5Wffaiy++qGARmcA73vGOZZ8hjW3Lli2yGcr6CDduA2Ub8JrpezdLAUrnnvycRu8CWNVqLBRW14PCyEkJyRllKKv33NMSsNmoXyzKaBJrFgIBAOTvfn9dGrmcaFydFAC6tnHN76dLg1eVpOM461UvW8C9AcBbZ5PmBUPQCNZo6+V/f0W31YRLwMja9DXLllWyiy2/xxb7Y8uHf1GC8aSkjz+zrBkNL2LS1Sq7jvSsxXq1ruJhMLuYVxBGY89QX0x2bU0YSbrPEYJnEI1ZjeCQvzcmftn44Qfu3KbsJ93lWKfRhW87uS3goWElmyvVPG8pmtgANSRtWZCnloASWNHzdjAV1WnXdK5k0uk0rck0wvgBr7UX4+EHCFmrpRvrSdWAiYYHeHHpvgoDEvDR9QIruA8AJNAv+uUZftBEkxdMu42VttO5xhkCXarZl4DD+Yyz7maldqvTmF1/I96+HSm12ApKQBZzpVooBc1qNLxtGYjLDz9yQP7i++cU5NCgZj10KfabumWEjP90IGDkK3irNnMo8K9rY4jH4f2DXWfEVwKK/gZTa6lm1wfrsW88f1Guzub0OaGNezWhs98CzDpMmAZQBoEw5e99+96u2tQ1S/HzX9NcUwRMcN8w5hZLOl62d+tAXD24aS6cmoNhR6Jk1ptzV91PyhUFwiNXF3VbOI8P7OrfENu1p7wBF/vu7tuHJB+Yl4VcVtyyI1G3XwpFk/D34snJrvgYXxfAC6DFoaFYLNZkDYQ1sAPf9773SZg5Ml/hx0ua2Y/8yI/IZiicIvbv399UDM1rO3fulG3btslmLWV2T7+gDCXsbN1oNzWkzWXobZEgwMo2K2Vz1Yt30bCwTUCrSSWLSyDRX2NqrWuDprphRQY7gr2XJz5S6QBBDYWsJroVp0bU+swWf19uk2aCIaJNbL2avx8WOiaJHbcrKC8rwzyx7HsSsMlNnCcM0/uTEtm6r/47vc9mPYa8x+7eurWWLHv/Z3kQPPvmmNoe4dDAgwcniLDjqDUXjJvtBOdh1cohYTVGzU4v8wDkockDj4c/3w9wOT+6UPO85WFPoIO9XajO18XSzAOXAZHD+4f0O5Z53qYL0hePSMip1NhjphPZLsssWQA1mIoo2F2rpRv779TlOcNohUzQjIlJbUgR83SaYW2WWoo4BwzRgIh+sWk08suXdT8Y90EYNauv9hwNPIcHwD1gATC0GYvzAQaaOj+6WGd3x3YwcGH2ACDMcQL0AAoBjZwvJbzLNR7aDIIs2IX5S6dLqzoUXMtI3pWAYrN4ZwvGAd/4C49PX65LofOXnUHQgU7V+FYbD+iQPHpfd+y7Ormmn3z1ivz3rx6XmfmCbh9aWBwn7LGxziKAY44fAzauU4sDjBsHTZk0OVbUGWElj9yU587BcWRQ3u79zg64FrJ5Gdw7I1dCl6UYTEs1blIcK26f9JX3ytzIcFd8jK8b4P25n/s5+drXvqYJZT/1Uz8lb731lvzFX/yF7rxf+qVfqnvvyZMn5R/9o3+kN8ef+ImfkM1SP/zDPyy/+7u/qwDXakROnTolzz777LJt2EzVKEVoNmqzTWNWitAMuFm5AaypTun7PGlNX01VGV8TF1xVFtjKHRJ3vlNy514xMcNOxIRDqA7Wd0MB9AaCkj3zkoZh+NehHZu0um1a5f2NOmbCNrJvPS+TX/wvy+QeyTvfVfMIbvWdU54Gule3Xq33IW41c88eG5eJaUDFUhcKY8IiMxMZOsrRCGIHlmwLHLZi//wPzmdeH5Xvv3pFlzbkWUdZL1cCJ1gXbhewypqMplPYfrsjVx+kAD6/PMLGw6bzpSVfUHupV0XlDbyX6ctoOKRAcT32R2wLHsJYRMH0Ei5h10+nnLVpzzCymkoVCnreyabYNtw2Gr14LWgKBwPyx18/6TXZeaChIRrZSE68urYmO20XOmvYavY/6+u3u+N46bmnDV1hPS9hcC1oxHrszbPTul8JIkDG4PdkttXKm/l6hHisRfrB60Qnm1CUpbhryr7GOYyOm1dhxNlf7NdDewa6Es6w0vY0u6bf/859ui7/85undDCCrR+DZDuTCfurnr3e+jMg8x8zO/ikERWnFM4FO6BrrKoXUMH19kd/eVKbytq93+mAazotsuOMTEXGpBIoiFONSqDqSDVQkaxzVVMdQzt2y+h0bMOlQRsGeB988EH5x//4H8tv/uZvqmDYjrx/7dd+rRZAQZFaBhjm74Djhx56SDZLfepTn1JWmv/yg5/l7//+76uUgd83a1kpgkoBfJpVTTvzgJ1WJCbFqxclfez7Et1xcBmYBBTC8CqzG0s23NWrKo/Q0Ae3IpXMvMw89eeSPvmcAkYS2VSqAOur8byUL9Rdv8L465ZmxlrGDbM+zV5vVa3e7399NblHafpKnUdwp+vQq5u3uvEQt2DZpJAZMBWPRzQGV31kkTOImT7WaN5sSbYNxtelE7QPTn04BwJ1076qrSOkwWPobGStZfVsMw8gECCArhOtqz/+l2I8izm+OjOEgnVBEPZ7aYhC+oC8YD3NSlb3TAMOzDLNfoBuhwn7AHvPSDCsQUtf3LgO2FI9pILv5ctmfe45tFUZcMC9Wm57D3lbdnofFjuBf2uxSUv/NZotWOk7n31zVAcXrK8FRGYjccQx22A9mQc95s6Cxofv2SH/7r+/IOeuzMmuran6z3u10szDSslnGxHJu1bpB/vp/Oi859Ub0MEcaXCsN6VNYQHPvcELIJmczepg68GjO7sG1js9B/CAhsVmH3KfsPciGg8Bp0FsBTWK2zi22PPeH1JRLpjzFkDLoAjG319Vz7cbGz47g8K1zezHG2enNeDi2Llp+dRH72mqv2VbMpFLUoiPaipp1B2sOdKofrcal1IgLYX4FcmU+ySXf5tslupYTfzLv/zL8uEPf1ilDTSsvfvd79akMn8BIkkyI3QC8LuZCh0ySXG/8Ru/IZ/+9KdVmgEgB8gPD7ffUXytyx/1qwyNX3/rJZgFkSTAegYCMvvk5zQUoZHd1BAIWFh+ALchO+0Bs1tQuUQNvAaCCqgtYESiUFW/lAbPFPUiwUUBnx8igvPKEPsb16633INmOZhvJBKt5B69ujVrvQ9xv6ZSu+S9aVHK6l4t0ORa4f28/vH3H5LHuhBy0Gzal2XgwGBZHpu0pkA8EdbUqVmSqAAE1aWmHX/8L2DARtfy4OMha5kh2Fe0vTC773/HPnnkvl3rBnQWmBETO9hnErpYFgCU4jZXCZh9yPaQHNUI0tTPt4WNFN8POAccAKZhgoNl41VM2el9Bgr9qWjHTXe2isWyfPGp8/LqW5MK3DXtK+Ssa8rfL5d55a1JBbMcFxh8wJxlqE26WlCntBl8HTkwVAdaOY4fetc+3becrwBefymTmC5LX9I4LfjXc7Xks25H8q6nAJkTMzk93gwOOLaRCM2cBiD6B23qSZwtST5Ukb6qaBMnj7i1SjP47omZgrz+tZPy1qVZBaoaKd4Gg9pKwqHex5GQ3jdoCrW7nuMMo2+ZXNuLZ63YJmYycnA3jd1Ly7DSCPYJ9wiOGb9zrsIgc3y/9cJlHTD86GO3L1vXSDQg+fiouIGCRKtDS2DXK34PV1OSC8zq+3j/Zqk1XdFEBQNmW9XnP/952czF+gN2b6SqJYYR55sb08YtG8tr4nqLJjbXAtWqK24TdlOTzCJxceJ94uJzW8qbQAW+C2bXdIqY7w062oAWpIFt/qrkLp2Uai7tGRcm1dh7ySN3yXKpWshItZDVdLXGapXsttFyj0bniZ5Ot1fdeojbRCj0dJmccSjwl50yz3ugEm1dfzIqB3YPbOi0LzrPLzxxRkEcy9eHbjCgYBwgScKUadgyMgcwgD/+FymBbbKzmmNexxlg61BCm2jQCh87NyUP3r3+Zl+/o8K+HX0Kqq27BdP2em/xWGWkExas8bqNgyaUoZW3qP1+kt8sk13xvJA5zuwXHA8UOG9NdjytzbmEtOSz3z5tZDGuYYs5L+JRRx0w1jLl75+BYFobuQf7g+OpTXhVAJyjYMhuiwVAh/YsbyRbqRGMAA98dpvNPKyWfNbtSN5upJtpfHcoqIAOcKgOJ05As4do6rNlvKHjCipPXpyRK5NrO04MSr721LhcmMirVRfnGINIZi347nZmjJpdyxz3z337tIJdrl2+t1R1jXwFWYttwAQroKQNGrkG7h0z8znZMmiyB6w0gmuKgRHaXe4TgF2ryedcYIB+7sq8LrNxXYOxtASjWXGLYRHV2ltHCRMvXUuHq4T1fbxfZEg2Q3XdL+L555/Xn7/zd/5Ot7/6lq6lprHXjCSBMytM84sHdtWb1itugAszIvGkBBMD2kRm2c3I1r3qoyvxPnES/SpboElNP69Pk5BxT9DuTzP1bwFjYeK8WXZN57f8Yq1ZCOkNMdCWnZqfgV6v3KOZzZpOAjVEDvfkDL3q1kPcPly5JnTavcX3oHXl2oAVVb3lBrgA+Kd9YShhFnmQDaTqpzUBd5bN5TFJRCsPTY21LZbVq1UZaa9UC2obnFJRvT/QMMVU64kLs/L//R+vyIGdfetqWvI7Kqjd1HBCG/xgndgGpmDnsEhTxjqgrFxjt/6RHUVNtgqen2k6hcw2aXRrheY87gs0LBkmmxQ7XDPQTnbadGdB6TdfuOQ5YZiGIqpQMs4XDHRYdqdT/v4ZCGzuLhUX1f/YhCmYqWwACicXgK7snYtE+t51YKijRjCCFgglaAbGVorI9Ve3InnXU3a2gH3B4AWwaaOkA44JXqmWzQAKaQsDA/YXNTzQuTTDPygZn8qpgwKN4GYgYZo/mbVgIMe53c53NzpicB6cOD+tLhKZLLp6w+z6B3i10AqNgEamUJEr2uBoZB1WGsF5wrXFScO62Wa9pe8xsixsDxvXtegW1b+5WArp/uR9AO+aC4ZXQfU2dvT9m6U2BPD+l//yX3qAt8ulTWN3vFOy514xPrLRRJ0Uoa5xjHLLUsmlxS3mxUkOqsQAsImDAcCZEIjQ1n3ipIZUGoHnbZU4Si8FLVDKSyCc8JrazAUUJHo3QIQvARBF9cFdpgEuFRU0w95Wy4U16Ws7rZrzBM14481t1py+IQPkXfO+XvWqWw9x+3AFzBiNqe2Zry+r7eW/vH+tU+ZrYUwbm5L8jW2wPf3JUM0qDYAAEsD6DAWBNkV5UojBPiOTABDYqVY2FcDVjaalldhHloUGFyYTMOnv1n/w6A4FL597ckRmFksSiSwsm0IGMMDuAn4AQnzecUwQAYDfeImahsJOddVWboA1GPsKyYjd36w/+xi2bedwQmcT2p3yb5yBYN9bdtrKZdg3bIth6By1h2NAwMCEMIJOGsGIuOY7m62XPc9Z3krVquHtWlbjub9lIKb/tQEsaFhdt6TnbjIekXjMkDzGlq+qAyg0vRwndM+j09kVdbh2UMLgRpPGJCDxSL2DAoCbWYu1yD78g8G5tJEiobn1lwWcSlCFgrr99AooI4y2t7wkjUDKwHnODI3fk9kW57A2wfbFdADnX9d4KCYDSeN9vThflQIdsL7QrqWAL1d105Hg+pLqulmbxxG4V6tWZNs+CYajUimXRNDbqhQBttd/4tcCuFVTi9UYgJawCNhNNLzLQiBCYR0W2pOckAeVM+DH639Iqt7XEQHouhXV96qlmSehUJbYCYkTMiBTU9iugb6WRjqYapwnjEUaGmWnzmZNBwWEYpAc5a1Xr3rVjYe4/+HKNCGsSCOAXjL3D0m+UNIHzrGz0zI6mZZ3Hdm+LnP2Vo0xqxn3I0mgMabsGE0jDzYLLpFf0LkOqNq9je8zU/7o/wBuCriisMdmYKlANOqsu2mpHRuqRgCye0tCPvedMwo4YKaZkg81NB2OTKRlZHJR9Zx37huQ2cVijfGz2mYYWB7+Fn+023BkQanqdXUjlhqKbFnHCxhqgGi7U/6NMxB+Zh6dtZXLAKgoGgfRreLRvKsNWUZjI9ixmdZ6S3uewzJyXujAzZPI+MFOq4a3a1mtzv0EwSh5NL3metcAl1REz33/+WC1sK+enpL/92ee17jrVs4t/kEJswNcU5wm9RHC5vgj0YFZXYvsww4Gn31jVKVTluPi2vVLCTgfjPNGTLcvVarIj7/vDj0frDSCwBnOGb8nc7PBOdd947ru6d8pO1JbZWJhVm1Cg671OzT/w2cYcJWdkuTSA3LpgkgHgYsbWj3AewMVjKmTGFDWslosmCYzb3RlyrtMbdZkOa+Rm8pq5nPixlLKbiIfKE5fkczxp6U4fk4kFFEWFoCoFylSg9Sgsr91hSheoxtDEuzfqgEUug46jWtSy4LJAQ2AQKqADKOZvrbRXcLp36bBD2vR1/IdC69+UxPZbOSwjjA9f10YahjfUnpWwW7k9vt1vXrVq9VYUFurPcTr2ZeCggAeJDzk7OdhD2FleFDxgJxPl7QbmocK4JcH6C99pHlKYivg1Y6V2mrG/VsHCMVI6ToTNGHB5b23b5Grc1mZ1k5x3BDMdWW7/y2DiQwARtGyw91oWmrHhsoPEp54ZWRpyn/QrCthFP6mwydfu6LgnO1Hs1zH+Pm0zQB6Hu6PP3FWNYztWNRZUApzxkDBn3DnL2sbpRKKhnS9dmcg/Mw855S1pmJ9bHNio91dN90iTCNkRc5cntNBhW10ZJ0YQBH0sFYf5m5Xs3MfIDa7UND9x3nQnwzrMVMNq5d6xvGzdm64HBw/PyO7t6ZUEtDMucU/KDFpYyYdrdXxR6KzFtmHfzD4rRcvyuunpxS4qrgQFxUnoI4MOHPYe5kO1EOO3L53QK8Ze8/gfofmlt/xpG42OI8woGXwWzDryPVgzh1H3rHrPnnlwnlxQ1lJRvpNWIZtnAuKlANpiUhMZH6HvHB8Qh67f/3Nud2oHuC90RrXAJsSE2d4l1TScxrwgNvCUhihr/RXo+2qlsy0PywtjGtx6ooBwjSq2QAKTtjEQA3sNsY40owW3rrHSAYqJQnvOGCYZmuLBvs8N6kNcTaeF4u0mr4W8nhxps5dQoEyjLETWtHKrFmx3Nnv/5lasJkADI/d5t/YGFXZdlcBPYEYsNjIQnoNa73qJL7UNkSt9BCvsS9vjukDouS6qpez/qh8JaSS/psbrxftywMSRujrz12Ui2OL8pPv6VdNIbUSoH3X0R26zi+cmFjVSq0d436qERSx7M9/50xtvwAOYcAABTa9iu8h5MAfatGtpqV2bKgap/zTaRpkljcdnh2Z133Tl1zSMlvGz1+ABgJDvvHcRX1/OxZ1FpRqCECDrVvjupjBT0W/t50p/2YzEFZn7W/EMtPZAQWcHA/0zDDhdjCw3oAIq1EF/Cmh4MlYOL8LmYImCk5MB3VfdzOSdz3lB4hYuZ26PK+DPAZGFqAtZsuqsW2Uoahdl/c9FsAC9ps5t8Dq2kGJafC0sqb6qiWD0nC2RtlHo73c2ZFZGR6IS4TocKc9tr0/GVEgD/BnRoO3lytmpgB5T85LpWOm6szIfO3+9YdfPSEvnZjQ6OKd2w5JKLNbnOiIFJ0548OrJmVuzZe3v7xfgu5t172BsWuAd3R0VPr7+yWVWtqZ/HvXrqWTnRjfM2fOyKOPPrq+Ne1VrXEN/a0CUthWZA0Br4mtroxzgvmnkRsAUudf+IoUrpwWF7Y4ltIoXjefNQETlaKC4GBycNlDvzx3Vd/b/87/XcqzY6b5bGqkFhHslnLizk8ui/a1DWQAWj5X7y5hpBDVfMbMx1TKUsnXP7BWKoD74vGnjVxBAy/Md6jwULvXGG3jXmGWBzMe2bp5Yg57tTmq3fjSlR7i9Q/XMTk9MqfNITxQaDJRVq9gghpSeJ/6G00ixICW5a1LM/KX0ZL82CPbVvUGppMcBioZDynQ43wHaKvWdjAu85linbSgHeP+xgdS437hAQ1LyqUF+NV0NZg9bX65Pk1L7TYdwnzZsAam/FsVIFIHKoGAOjb4QUQrizoLSt1qpU5u0MzfFhQFo3jnvkRbU/7NZiD4aWzEYoCFEwTM/CMe2LUyj24ERNiBF+DwyG3DulzroOEGYQrN9t5z+9auhk6st1gPzvtLEwuqVzXT/RGV5QDokDdwTGBv/UDRxA0vNZpaKYIJfah3bvn4B++oDUr6ElF1gcgVLdNb/xxF/sOlv17Zh99eDgCPfGG1gXrFDlrOTZt14RABDZgQ9TTg5sPm8VmnlKyKzKfz8tLJCRmZTGs4R2L+Lgmn+qScHJNicFGqYpLWEpXt0l/ZJ/3lA7IYKl/3BsauAd4f+IEf0Oa0X/3VX6299ou/+Iv6Y+sP/uAP5I//+I/l5ZdfXt+a9krBrV9/C7hsOndSFyfj5XAySp+fkvTCk6aZS0MnRJxEn4SIEB7aLsWxs+IWcgZQI52AGWVUWsjUgCzpaVS7EcHWTq2cmRNXLc1cEccaxgf039VqWKrFnNqkAcbj+00C3krllosK3ivzV2tSBnOl+m60xksJHyNx+oa9RrrOOkY3wkatV5urOo0vXel7/MAyky0q8AQw/ac/fVkBaSq+3OjfMI0ApZKcuJiRH37XlhW9gWHwTpyf0b8BOGFqLPiwzZpMdS9kigq+7bp3YtzfbL9cGDMaecxMkTGwHhYEXK+mpXabDmFyQw5glpmlehbfFqmgaDlhtGBQL00s1k3ZAzibSTb8oBQ9aKPcwBZgkaYyvqvdKf9WMxD8IMtARgB4HQxG5YcePiA//v5D+hm/zGO9ARHNrPuGWbbnoAFjCYgjQnshU9jw8I1Oi2uJaXUO5qG9pi8lGs6r9ZjVPlvHC84jjr9q0wkn8WRJVopgz2n/TAaXhH9Q0pdw1KWh8RwAUCZjYb0ndEP20elA/Sk7aKm4cuS2IdWxX53JKug3jLf53tpsjc9sCW9qVQpWsTor6Layj+KBfbIzdEiT1VwpSVDCEnUHFPhulgZGf3W0Fk899ZScPXu29jujBBLXALXNimCKr3zlK6r56FV3Cv0tgFfB5sKUOUvrhmKUTT1x6//GFL8EpeqERQoZKRERXCpIaHinPiSd1LC4+RGVG5QXp82N1QmrjAFm1x8V3G5EMK85WJpNXjLsqzrv0xjgDSORNMDOelUYP1+fHNek+PvMNz4jxasXPCmD58eiVyfbrHPG+KIYLW/QUYs17NjabVjbSBu1Xm2+Wkt86Urf5QeWT78+ahhRNI8rsJD8PVOoyMmLaRlZKLT0BrYPaUqdFLzGFR4sdtoU9oo6dn5aLowtyKG9gx3ukeX75cL4gnzmi8cVCB7c3d9Uq3qtm5babToEbKDrZcq5mXQFPeNbl+Y8ptJr2vHkKGwPIJYfmNVGyYYflNKlT1OaMfE3cgPYYk3b86aTH+lwyr9dYGPBbrcDIlqx6PzTD2RSxUptv1hJTDfkFOupVvuCQcf0Qs4bJHK/N01cPEYYmFDWk9ZGUfvDKvwzGQBb/6AkFcPxIyTZYrV2DlgAzXcAHrsh++hkoN5sP2zRAVNUr2cGx/a+Ugd8CU0Jcl8x/tc40ZgBYUX/tpgpKMiPucvt7zZLA+OaAS/yhX//7/+90XN6dP2TTz4p3//+91f83M/93M+tdz175RUgC/suy7DmLx2Titps+QLCG+N+KUCuJyXA6cFaiMG8or0lgELlBp7LgdNv2iq1uYz3zY6tifHkb9Gdt0n2rWeXmFjLPuuQsWy8fQGjiX4Fl6vpeAGiuQtvaJOdrrtGISNlCHrAt6oyBrYDMI1foZvPSGTn7W01rNVs1E49r3pjGt+CIRoS3K7YqPVq81anLGg7pa4GXtfzSsXf8Wsdny3K+Fyp5TS9Pni9l4uejraeQTGd2kzf84CD3Vor4PXvF7xKP/zwftX1Wp/cteidu1mNU/7Nigc0U7/7d6Rk59aknLo4uww4Ts1lNUrY2DY5OsXdLK4XGUEzyYYflMJypuJhHeQAdJEbABZ2bk3JT37wjo7T9Tqdgeh2QISfRef2alldtsk2K1J2X54ZmZW/eOKsHhMA0nrlFOupxn3BOWqTxgoFf8O3p9vVuOaw8Zf1BnRWitAYaOJnL/3Hf3I+L7FIQAYiUQ9Imu/iurjnoJGcdCuFrt2BeqtzIhgMyIGd/WrXRwCFH9R7joPKCJvxpMlU476ydTBWC6VZT+/Dpga89913n/zX//pfZWbGCNf/+T//5/KDP/iDKm1ozliEZMeOHfLggw92c51v+QJkWYY1c/I5mfrab6sUwZyB6HoBfm5t+l5dHYzfmLo2eN+izWIAWvS5hg2uqsWXKg0S/arxVT0TtmFvPS+V7KL6+XbKeKo3b23lGzdmqddO9chuZUWf3JrrA4lxgHh1W8d+zWtQU9DLO10F0lUYZMBGX6rWSLdapY8/JYuvf8ezOSOLsqDqJPYjoBy3jF5Mca/aLeyubIPaSsXfuW8SiLDSNL02xngPaC75GjhrKBqweCij97UMWyfVbDq6G3rnblbjlH8ivKSbZHeTMgWoY1/xQOdhjUQBBw1YN+3MDwZqYSDa/NVwj/LH9QKUOJ7YPfkHGc1AaSpe0UZFZAdvP7xdfvSxg2u2n+tkBqLbARHKogdxN8hrQ59fOsN+hCU00pq8gvw/+upbspjFGx6P27DuTs4LDkuncor1Vj1Yr6qMwTZrBX28S21boyGdvUC+sxSx7dacSFqxl/7j//WnT8q0ekGHdOADq3/kwLCmEdoZgXaK9WZW5eLoop6TBLu0+vxqA/WVzolAwByfmbBJ8SOhjUVwKViLNsOfmftNsVpR+RWyljv2Dqp7w2a4F7RTHV9973//+2v/fuGFF1oC3l5dI03vkYcl89azkjv/hpSxFVOm0ztFAX/ISdDiAiJVpe5/6AYUEMLuquVYJKFsKfobCwzV8mZgmxRG3pISumEvlrjd4AiAaGH0TE2vqwU4VScF1pH1C6ncAkDNd68kO6ilqiUH4M6UudVwDAX4NCBYPa8J32BzA7GEJO9+d62RbsUql2TuuT9XNwndJ1ib0Vzn8/RF3+yWFnsxxb1qq/DZ5eZPUhgNaq2szwAfA4mQ3LEnKeenMi2n6XnwwiwpNvPZbjd+H9PzgDtYpk66pK07BPrfS+NpKaM9DTlyYGdKH2Cf/MChttnGa6Hh9IPwidmcDhgyxazML+ZV2qE2ZYmIDPRFFeTOpbFaA4QMyXsf2KuMLN6kvAcpAo4DjcDAWH/hTFGW+XRV7ju0ddk0bTdlMeuZgVhN5mEDFmiqBLizXcheWF9S6rYN1gcF4HMMU2sS5Ix3rWVL2VdIPSZmMjrNDTCueAMH9iH7n8/mVA6S6lhOsd6y+wKm/dJ4XpP0zMASQBeomwzlyaiR23gle9ZvDJDYDr8TSSv20h7/gdCsTM4VZffe29Z0/G1E9ZefPq8DOU3R83T5e7en5EfefVDe2+EswWrnhOO5S1BGIsWMk52M9V73JBkUEceJQkU+8p6DMsq1t47eh2tZ61IS/8Zv/Eb31qRX62hke0gtvcrpRXEjCYkl8J4tSGkWoT6eIyXDhgJuKwjUlx66NhnK6Gir6uQQoLnLJ1tx03NepHBVQlv3SzAWN6ETPAQiW8XNLbRkPAGoMKWBSNQwvYBDHVLbC88LrFAmOK/NcSvJDqzrAxKDQHJQY5NN6hvMdNCLXfZaT7mFRWKSuu8DMvTYT7QFTEPnnlNAzbYFowBvbz/pNWtkIHj+9mKKe9VuwfRg5YP1GA9QGtQap/94HQ3v0QNJ2b0lKju3VFt6A/Mr30Hzi/3dX9b3l++DXeokxpiH7f/4+lvy7Zcua3OKt0Q998en03Ly4qxcnkjLT3/48IrArh2P4G6CQEA4AO77r2RkPlOR2XTa6HGDAdnSH5N9O1Lqu0pZlvGti7Ny7+1bja0UAC1sgI1Nn7M+yrZUi1t2VaO70jRtt2UxnQ4aWnlL103ns40lI4f59//9ee2zSUQdKZUKsqUvLHPlQXnknp0a8PHM66PK2Cno9/xezXca6QyuFgwk+Bv7ku/n9Vq0si9lDFawm9Z1qxX7YsdwXF46eVXXwzbYWcbSWtbbYvoeuc7WgXjN31YDmaqiA8d22EuVrwxH5ega0hbs9fe15y6qHMl8HykWBmSevjwnv/elYwoyf+rDh9u+hlbzG49FQwqocwVvhsMOppsMzh2kVxXCalz9XuRSGznI62Ztjta5XnWlkS3/2hMSyM1LNWymb2BR1UEhFFFvXQlFDZgrM1VjNU1IAapGD4s9GKASsHz1kkoeYFLx++W7YHXRtJbnxuvie5VBdhdV9tDIeKo8oeoqQKyUplUeoGVZaE/Hq1cYet/dh1YEptb1ATaXuGCAPTrkWuqbrgvNB4DrkPTd+z7Z8oO/0B4Li0zj6hnjV6w65+X6CysDqRZyUo0lezHFvWqrCJXAZxfrMaYDAaNW5qCsSCgod+0flh9+V78+MFfzBrYpV5yihaKJyLXfB9Dj+2CpaJDpJMYYZomHLYlkLNEa8XN74Htxg/jasxeU4X3/O/c2BSurWaqtV8PZCABt0trx89P6d2KSswVXClUjV2BbAFc0nFmHgzpbqQ8s2Uph7wQbCUCz1muWzVSAGAzI/Ye3XZNp2rUOGpo5O1DE6drgEENoGIAH66nJdImIRBxXLkzk5L9/+bgeQzyh2Xe5AumBxl7P34yn55vH+gGYmMLnHPE3NDamjBmW+NpY17EvsKHj2LKemqvkrZuRM5hpel1PBehmsMhL7zyyXQZSMR34+UNZNpK95Hgz2OScZVn1Th+O6qe5f/CefTv62paErOY3LmKT1YI1b95aH7hX1o+XQWTIey8DIiuz2Aw+u6tVD/DeRI1sE1lXguMnJeDm1QlBI4MrIqGhHRJKeaPNcsE0pxG3CwgsezccGr9UduAo22v9cY022GNgK2Upp2clAIMKuAyaqX4cH7hB5C8fl+LVSxLdeXAZQLXfYcrfWGd/97YFwNqBF7E6TERiCspt6ps6P4TCEtlxULZ8+JfalhwEFqckUMyYaOKWekuTRIc+WpnmXkxxr9pkef+vv/awfObLJxRkwRbZRjZYMR6gv/iRo3L69Fv6/tW0svyOXGF2gSl8p9Ztrj68iXAt+Qo29uhtfW11SQOomEYFpC572Pqat/j7l58+J4890BxwrWSpth4NZysAyCqYWGRHdgyFpVhiyh6gZdhIf8MZnenLbKUC9bZSTL3DRtas3rz5bvbJ7bsH5FMfvWfD2Sv/oAHJBceaYwvoBtivNmhoPH/8zZOmMTkgQRwinYBE1FXAVVAaSRjpBtvOPmWGQOOW6fT3kjiDHti1d0htxjQkpJHVNQnf8KeMMUhZj11VJ4y3STU06YfqW6LWWkuPHt0dPPbUqzmkzC3A9uPvv0Pe/w5zbiL3uMg+rIoc2N0nt+1sX4fb6XYhI2J9Wb9GWzvLxGIjhvTGbznYTr1nlXsKkh9+Lk8s6OCWXcN/aztLD7Nh9dE687NZ/HXbrR7gvUkKUFfZe59Udt8t23YMSCWf0Ya2zJmXDBuZxGYnKKGhXRIIx5Z8cWuqfYbdUQmSeqb62qrqe5E4GDsxnd8RqQaNZtZG+Fqhj071L0r29It1gNfakhWxJUMXEA4Z8Os1yZkht7UPC0lx4uKKtmSNXsShge0SSg2JkxpU5tWtlDXyOBhNyMCDP6LSh7b3YZkbjcfiAp4bjMN979R1BHD3Yop71Qno/Rsfv0+B7YsnryoAoQEKjS8PLR7iFydyEg0H5YjIqp35AJDHv3dWrbB2bknWWF8eRFSnXdI0yMAASYuHrW3eAgABuHg/zg3+6rYl1mqsMfrGi5NpZe8IiuDa1HhXjTsPLGs480/n1mylivW2Uqyf32eW7eWziXhYPvrY7WtuPOukrIZ6PlNQgJZdyNcaiGBM59J5efaN0ZaDhsaUsVdOTer5QiIXoAngXCotyTaW9hHxAWYa3SSCGXs2AKEFrawD+4bIaX6nw988Qsx7moVv+FPG1mpXZbWt3315RBPl+B7OdZj7Vow319TETE4jtCfn8rVwBbsveb9taGNbErGqJBMRBbbX2laNdUUzT9k0w2bFwA4gip1YJ5IQpw23jx1bEvKbf/ySDrLKZRvAYQZIvI8mRGQ/Gsqxifx1260ba2171VYVJy9L+q3npTR1Waq5tFTKWI7NipMcECcxWAOOAFGa3Eg3q5JGhkMCjK4fjPoZWBgptLg69Ct6elkTXWyGziLpk8/KwKM/XgOaLCe283bJnXnR+7wHQNU/19x29HtCYaOLbcOWzO9FzDbatDfAuZtPL0t7a7eqoahUtUktZtbJJ/2ovYeHaaUoATRvB9/Wa1jrVcfFg2f3tpQM9ZXFCQXkC98/J6+fnlLWpljI68PulYsv1x6srfRxPIR5aMHYkCJmQSA6zbV0SdMNDoAE7KxkZ8XfFWiOLi4DvN22xFqNNYbt0gY+tyLzi0Uplwyra4hMWMZAXcMZLKaNE25lK3W9O84t0wf4ZjPUSaImLanWJDH5QlbBbKtBg22i2r0tKZcmTPMTkg0GAxdGF/U7bClzGxQplMy0dTLOwCagy1bygxVxluQJaM4ZZIWCpPsFpQQBIAYU2YYvf/CCP2VsLXZVxWJZfutPXpbXz0zpd1ttLZ+nYe7yxGJTxtu6EyTjEckWKtpkB+g327wkb1CZB5aXuaLcvrtfnn1jTO38NkKS06pYVxpEeSY287i2Zc59Vx0VOmVYHb+vdhPmmrpz36DOdmzztO2AXo4rP8apoqrXyGby1223eoD3Ziq3IqG3vivT4yfEzc7bUCTPX6Ri4oPLJQn1b5XYvqMS3XGbZE4+q01qlcUpcfNYyVi5QcAHSr3SKGAji1BHBL9piQZcBBSIznzzM7Llhz5VA4PRvYclGElIpZhd0tp6scLK9johCRFnHEuuakvWzIt4tbS3dqvat1WqiSGRxTFxkoOqV65JP9TuDE200Twjq+h/8EfWdpx6dUuWf0oei6y5xbw2nimo8BhHnp/RcECnrc9emZdXT01qJ3QzO6JljA22W7mSXruAwg+8fW9nnq82/XBlu+B6SVJDddsSazXWWBlDnXwKmnCIkmi0K7hBZ6AkpM1odgre6k1XspW63h3nDAJOX55XfS3rHYsaV4RGaQlMNu9bbdDAe2H+Cd4A3AOYLQPuL9PAvNSxr3xHwJWw4+i+tYytX56w1OxUUv2unerm/bDiVu8LWIT5JY2t08EDx/+3/vRlefHkhDKbLM+Cf1jqaigoU/PNGe+aO0HFrTUkauIdThO+ZVjtOwMCdLuA3W5LclYr1pX14vrSR2+Lx5c5rwPLrPG6pQ1/8OgOne1YyBZvGH/ddqsHeG+icq68Kc6Fl6RSLhhLLQ9YKlC1VmBuRZJ3PSyDj/64FEZPq+cs7gjK8KJdpRS8Gi2scXbwmsqs9ZeCXYq/e2BXLdCM9hWLNIC0dWxwYkkJDWwVycyblDVPa8u6BWJxlSPwU1mcVdDaji7W70XctejfoCPuriPiVDLauIf22c0sePIGY6OmqW3JQRl89yc6kkv06tauRk0mXe0AOP5LGd2jSQQrMuHhiMyli9ox/ua5aTm8b7DpVCr/BjgwXc1Ub87TnCKXeOHEhE5Ftjv9is8nYIJu8JZPW9VpVrWjn/evNfmsEw3nSqwxgJDv0qlqz5iFVVeQhZa3SEhCcIkRDAZWtZW63h3nAFLAOIAuFvOBXa+sTMMGi/D+larxmBgfZ0+S5oN9Fa9vwW+/BXvbn4pIecFVkMsxMx+zzWpGh25SBJfWD5kBmmkGdawf+x89MOdxp4MHZAzMgABI0dk2A/9lcWVqPrdMJuN3J0jG6E0xEcJ8xroQwGzz3TD/775vt4xNp7suyWmnWNf9O1PqhqIaWp8kxF8AdgZ4+3e0p83vtKH0obt3yoN375QXjo9f99mOblcP8N4kpZrSc89LoJg1zWqhBusR7lLlgriFrGTPvKSA1zaUob0FCBsbrnq5AXcDBXy4KwD68Oy1YNgDwcoNsEx9LaDg0+9RaxvNYExDOw6oU4PV6aIHtjdf5AgwtJ3oYvmObtqCoYFOJoIm3CK3qEET6mKBvAHbtOSgpO56SGOWe9Wrdss/Jc8Dg0hg2/XM7KVenq4xw4edrFQq+pDhPTS4tZpKbfoAc4z/KdO/mMKPTKTbsjCCJdyzPSVnLs/V2LvG4nXuKnu3GxP8Tu2PqE41nI2ssT/ti8GDScha8iQGgKGzDUhF93ehZPYrzOPMfF71q2ot1spW6jp3nJsBkasgcSVZCH/nfbx/pWo8JhxXpAl+v2G9/9oufG+RNnABxtxE7hqgaJaPNCGjAJhGJyQ6yAH8AMmC6+3DCT3WrWYqViqOOwM5mNmVdOUwyYGAo04UfsabZcFYvnFmSkYmM2Z2LoQcaCkumMcdr33gHWaw8+nPvd51SU47xbqSwoZdHk2DfkmILc57znLOX97bKdh+yrsPcQ0gWbBpadyTLHv9/PFx+fj7D8n+D9553Wc7ul09wHuTVPHqRQmkp8wvjWDXNg2QolYpKyPK+wGKwXhKk8Ngd01+k2E6bVk/Xn0Nltj/vV5whIYzEERRzKueNpjsr/Oo9TeaVeYntdHMH7OqpvtzV2va2+uqi20ql6hIMJyS0O471iyX6NWtW/4pefxgz48uGraNy0eBmpk+hu3VpmgPADPkVL1hVfThxBRj41SqH0hjU8Q0MtPGsHFEYeOR+sUnzym4+dSP3bviQ4q/feTdB9XnE1YOfaw/ZABmiZVmavwj776tbUus9U6J1hjKkquA1bonsH2AAms35bUR1KyyiAgOBKqSLzL9L154QkFBBNPrTOFuxhpIRow9FFT/CgVAjUQcff9K1eyY+P2G2R/sR9O8BVuO9ZixZNPjNZuTcqVSA4rK7FbRu5Y0LvkT7z8kj963S547NrEMIN19cMu6ABKAkgY1Zeg9H+XGshptrjP0xSvJZKyXMINCZir4DIUc48iBLeZ86rIkp5NiNgZnFaz/zAwQchRDLrG+mlqXjMiH3rmvY4a14mnDuT+Y5LzCssS87UMJ1UMzO/QPf+Yd1322o9vVA7w3SeGCEEB6oDKG1iNTgC3NXbw/uvN2ie05LLmLx9RqrNGVQIFuuWiY2GhcU81s/LDGF3sMsL6XUAknpNIE3BbQ1Pq1uBvVaLYRtSFyiV7dsuWfkieNiuYp1SASjOCbPq4V40tPo1jV0814hTZOpVJLQLrP6ILThh0EbBiA4Cpw/c5LI9q4Q2DESg8sEpwwtcfnk+9SWyKFkQZwwCzxsEUb3Kq63QBmwwNePnm1BmbZvppTjLWX8gpbshJhO8w2eT0I7Geaqfrihrkj9Q6HC8BZt5uP1lu4BDD9Pw073SQAg+J1zhHAD+9frZYdk3hEGW8riQDMsm8q5ZIslhlMiMRDRqvLPme63zoZcCxhAzkOjj4Cgsqob4QchO8x0orlEoxl0hbPNs0vkwHkAd5oZGSwObdY1OtP1d3BgCRjxCJHNLTkhRPjdZ7MK9V6bNVWKpbNNcqgFuu/EV/SGjIiZlYYbHakzffqwtiCHD8/owMdyu8xbRPzkABxbvjZ6xvBX7fd6gHem6lWbTbRrLAlJldEEne+SxZe+YZUcmkJNDRoKaMbdDS0ArcCniq4ODC9T9iENp6h5/U1nrXS4m5EoxnMqya54RdM+lmiX5xYqmvA1Mox7DJKp57v+jJ6dfOXf0reNlnBsNAFbwaZ9e+3U/MKNT1wZxuJ/FOplAXSMLsAVN5vbcm0iBZXEFiRJ1+7orq/lRpteIgifwBAa7TwBGw0IMfRzzKNuhpbt1oDGFPMe3f2yalLc7XgCAzsW4GkWnhAxdXts0l1aplUCxDw70Bv3/k0qdFQULYNJtRKixoe2Ljmo/UW23/H3gFZ4Hh6McB+cGJYv4CEg0G5c+9gW7KQZseEfUoamjYtBfFWddSiDWbcFUd14MhsYmFHzx9/oAkaXapRy9ptOQjnQyJqNcgGbDcr9hPnxvaheN3+sIPNvmRUPZg1WMSTw1gLP5sa18yTuRuSnE6LbSXUBZ9rrP9wQ2G90Mx3Kgnx1/PHzeCYi6MeqBtvXZuIN5gSiQduPI/ddqoHeG+Simw7YJrOkCfU3BMaizm/igSiCfN+Prf9gET3HpX8hddN0xkJalV3qaEsOaC61fL0iMQO3CeVhSkpXr1g2JUmjWe6iBZa3PUyp36AWxg5Jfnxs1IcP6daW7URg2GO90lk1x2SAkAffXTNoJRlZU48I5lTz0th7OyGLKNXt0b5m4YAFSarHl0p05Sei0pDVX0Pchg+q6dtnEpVIO0EdZoSIFQHdn3sVyAUUI1lO4023WjeavYdTJ0zXfr8iQn5iyfPqwUTTXZ22hYGiy71Rq9TGx7AdsJ4285/bSFo2HW8HAnTXGoe4NrLpjPwZir7WjQfdUvLCSPLdgPkDOA0rCMAlP0E8FxNx9kY0sB2Nh5X/4BjdOSCDPeH5dxMTD737dMipeqyQBM/ENzoiGDVH29NatKZGww0ZbxtlDbn/gffsa+pLZkFyqy3taXz10qezN1yKeg0Ipq/YfvXaP23lmLZb12c1XOp1aDBWs7hHKOOGzeYx247dfNt0S1ake37xU1tleDcqLjFgvrl1oPeqr6uo7kte/T9NRB610NSnh1TZwJncKeyu7ahjLL62tSRh/XpMffM49r8RuxwEP2ur/FsI7S4S+DzBfXpLc9P6fJhiGsFK+1ill0SN/uylKavqIQCVrljezK3InNPfk7BbmluwvMbNtO63VpGr26d8jcNDaaSSjkWy0tIrRHvqiOgJy/i4YS2zj5zG6dSHa9BzXbQNyub6IakoRNw0g22zn7Hsua6eEQfrKpT9KKVS95UfmODng0PoPmJfQILxbR0Ra/JpX1mGVCVX6gNGf81chBgWyNQ2qjmo26UlSA863ks1yJ8q1XJVlyJVUUHBg/fs6MpoIpEgnJ53Ggx2wlOsNvuZsf0v3fftkWeGBzRfYctWj0bulQbHRFs9cecD+wH9Z71Md6ua3TcDIDuv3ObsqLrdQ3ptiRnrRHR3SzOi4VMUbXrxsqtuQMEx5lrC2eOG81jt53qAd6bpNRt4faHJPDm1zQxDOmBNpN5frcK2jihE33S/84f1vdbxtTpG5LYnjslP3JK/XjR14oTFjc921Rfa7W4/F3Q4pbLbWlxG4GrdWoIDe2U5J3vasqW1sDnaeOaYDIvssYqjdALLxmNRj0t3BSY3srO63IA99Yerd3Cqo2fSm5B7dqUxfany3VhGb26dar20J5YlDMjC6b5ywO5tXRtX0Hk8XooFDARwf2xllOpAGk60GngatbUo53olaqyc0gBtLHnOkxVNgZH0DADcAGYIjOw0bZMs/N3v9yA6GXWm+l3ADEMI+/N5MvKxMEQNz66PWWvz73BsIONrNVGA7b1nDOf/MAhuTg2L1dnsgq2bOMWf+NQo9n+3HfP6vuePTZeA1Qw5wwmrM5360BcvYg7CU6wnrDsWwDetdayrgT+gzSblV3R//MkPIDdX/uZty/bnrW4hnTTk3mlhMA3zk6pI8qxc9MaV72RCX6c365b1euHWYNmDhD2XsE5c3j/8KaZ8ehm9QDvTVSVPfdKID0tkfHjUiF4wnXFDbimE5wbZWJAUm/7gCSPPCzpY0/WAU8Y0kA4Ko4XLbySvnYtWtxG4KpNazg7lEtSGDnZki1VgHz6BdUNh7bsleL4Wc8twio3AvodCkpDEaM1RovMxZtdqLNHW7Wwdrvypsyc/p4JncCvBpcKpB4sIxT23C7WsYxe3ZLFQ/up18dkhBjcitEPqu5wuZpBCzYSneTwQNzTqDafSgVIn78yrx3z2lzmaXb9U71Wd0n3/fWIA20MjuDixWnBL8FojP/1yw0+/sH6RiI7LV3xTc+qNtrbmRotjO2UNymjGmi6+Jvs7GsB2NZaz3oAlqaq/mRf0+howhYuji1ovK8FVMhE+LcNaciXyjI8kNLzqN3ghI2wl1trNQtYYcDDBtHMuFLAylpdQ7rlydw40KNwCkEfzYAE1vUbz1/S/UzDHE2jGwE0LdMdw7mkL1oXCsKg0wZvcL2wLx7yzRzcTLX5rvJerb2CjpTver8M3/0Oybz1vDoxKBPqhCSybb8k73pIEocflPmnH28KPAHJgVhK4nsPS/LuxzQwopm+di1aXD9wDW/dV3/TSQ1Jef7qMrZUGeFTL0iF9YwmFey6ubQn3FuKO9b/6HZ6gJR1KBUlgPbYZ4+2UrGs0KknxBl5QyrZuXr7NZdOYVg5VwcFa11Gr27tYnodgEaSGowRDUEBb6aVB08A6y9lWMxDh3MQ4LLSVCpAGp9drMdwYzDLWXqAWbA71BdRu6MjB4YUgJ44P3PNbIYagyMAD40SjGbxv1ZuwKXeDHyZAAUArZF+qEepdVb05CDsB7rxAw0a3msJ2NZSK6XL2QK8nbo0q7ZdHGMLqM5dwTOdeOCQDngAN/FISIYHYm1rlzfCXm49tR4Auh6JwnpkPcsHeqI+wRwPGF7Vluugtyrnxxbkv/35G8pi/9rPvKPrbK9/ALNvR8oLBTHSoCWNdkgHofccHK7FDN9s1QO8N0mpPGB+QuUMkSN3K7Atz4wtA6OLbzwhi6SrlQsS6tuqYRP2RmaBZ/7KaYntv0fi++/uSuiDBa4A7GVgl/8jzCISl/LshCy88k0JD+9WjTEgEgZaymUp568adwgNvfDPA3sNehr5y1ywcZnQxjtCM9qIKraA3Bk7qQMEDdFgvdSlwrNfU1lIydi+OeE1LaNXt2bx4Hv8ibPy2ukpBbr6gNYghLD0J8PSn4jUmqqmZpE8VOXArj5ZyJRWnUq1rgrYCmE9xoOUBjV/kxFgF3BC0dz26c++pmlqXId0tX/gHXs3jFlq1jhknCqWawgb439rjUSl5o1EMJ1oEgEt+O3yEE/GjH1TXyqpSWTjMxkF1/3JUF2QxmaPSF0pXa5R/gJoGUgaUMygh991ABUw/qoMIGDUkcZYrXM72uVua1m7UWsBoNcrNrrxGE7P5w3ILFVUXkCpU6jH23BNorn+j3/6ivwfP/fOrq6PfwBzdTan15CVBnG9ce0RYBINh+SRezdeU3y9qgd4b/Dy62LDYxck4FZk8uz3lulied/im0/IzHf/WCrpOQV1pXxW9a+O2okNmZz0ge3qk9vNaXoLXJVNtuBaqmpfVk7PShWrMxrQXFfyF9+U8T/79xLbe5dEtuyVcmZONbswNMFwzABLP8PrfZuJFbWsr3GZqNIJTxTwKlHFFpBLMSfVeL8EMtNmfazfkT4lsGqrGPmERih3toxe3ZplNXzfe2VEHy64EdjTCkYSRoVnH/IF26QWDFblkx88rNrWdpgsXidUgqY0rMdwY+DfaHaRMQBWbIQxAIYHHOsFszQ2ldbu7Y1iljqJtrXNdZaJbaeRCHZXG/wkIMNM/cfM5cpnopGgxs2WHRNOMbOQv+6Aba2DhKbvAax4iWxWrWFt73jNFvsQ0M/5ZqUb7WiXrxdQ3Ii6HrHR/mPIuW6ZXU208x0jPXQBUbkBx+m105Py5Kujak3WzXrPJhzAXOvqAd4buBp1sQFxpBoMiVspKXAsjp2V/OXjMvShvyoLz37RNGKhTfUAnDaz4WFbzCvLGhraZSIrY6muTtMDUpWBVubUgN3yzLiUaHqDtdUoY/MXkADrmD37ihTGz0slgxa5IoGY8X00wNPEKzaCXv2NhyjMbCxmWOyh21eNKq4xyTSmEaoRjoir08Msw8Ys68IN6K1UOl5Gr27Nsho+1VOSmuZpSoUAtZDR2PIghJ3EJ9T6gwJ2O2GyrGE9XrkWnPCwZVk0fcEuEXpBw5wNbnACRBebZrGNYpY6iba1zXUwt+02EtHkxvvZNj6/mKvo/iu6ef381oGY7Nqa0tewtroWgK1d+6mV3teOu4DG4jYMEqzMQxlEj6uw7hV+DXO72uXrARQ3sq5lbLT/GHKNqXzAOwT+AYkd9nHsVHNdLMt3Xr6sjhPdZnn/yk0ygFlr9QDvDVyNuthCOi2B/KK4GUBsQcMkyq9/V7Ln39CpeoWETth0c+PZ60tTK8P6hmMS6hs2CWgNSWnrKdhPZZkJqeBGDbML8FanBY9BtQBWp9zMiJj11/d4OFYjWB0ehsgXmnT7uEthGarZS/S3ZY9mATmDBdYFxlsHASqTqHpuEF7xaymvDXKdLKNXt3qkcJ8URxfqQB7ns79ZC+lBruDKge2xNWlKm3rfRoLqpwqzA9jldG4MpmB9MrnyhjFL7UbbWr0x1UkjET6yNtb23MiUArt4w0Oc6gSwdeqZ2on9VDvva6dpTLXaNO75fJr9Mg9rPaXhJj4N81q0y9cSKK73OGyW8h/DSMgMZpsFzfCacd4ISNDFiSOgsoONsMpzbrIBTKfVA7w3aDXqYhUopqcU8FbQxwHeAK6lvLK1CuQ82QLT8BClascOy4sOFdCbmdP3oFVtTEpbT8F+hgZ3SOHKW+KSxJaZ88CvlSagaTQ6WQkYX18p5j1Q7o1/ywUFpKqZBVzC8jZi3lJO/wYYxSO43ahiC8gDNKfxe3JQAguTUi22YFcAx5Wypq5tljjkXm2+8mv4eIj5QZ71hPU3a2EXFY8G5ej+5LoePn5wQpzoBKAKGUNjCptXNeC9QcxSu9G2yaiJr+XvnTYS2Yf4d59+VQolV+4+enjZQ7wd8LBWz9RW9lONVmBYiH3uO2dWfR9MXDPdMvvHSBmqMruYl2jYeOTa+yTvYdDAsbTWU8hm2N+A4s2uXd5M3rXdHOhxrKT2tPPJeJA3eFIm/d0Xo7yRVnnOdRrAXO/qAd4btPy6WK6f0uSIBHAX8BjTarVkpv9tTDAXUz6jgNGFNcVLthaoYKQEbnZBStiMVUoSa5KUttYCTAIMsR0rT5tgDBMU4ckGLNjlho0+ltcAtfydJjRAOQC5Wqz5a7ZeGDrkbTL4yI9L6u53t8W8WkAus5Mi0T5xM3Pilo27RY3h9TPKfGcoLPED9/RCJ3rVtg6TpiGy6mFz683zq1JyXRkMRuXovrjce1uqq+tAM4yVN7QqHrIbzSy1E22L9+vR2/rWNL3Ke3cOG4Z4LevfLmht5l/baD/lZ2T9VmCLmYIcPz+z6vvYT/5BAtZj6nBRAMgaWQpAty8Z0WOHLdnOLUYHzvfkvfMM5p4BFfpQNMw3glZzteNw7sq8vHpqUj7y2EF1E9jMwLfmIfzGqHpPq+IOljdoY8UN2LU6XwYy4bCjg8HNaJV3o1dvj96gZafhJRSS0vSYlBenPdBo2VKAmicZoEIxb7ofoOkBSMq07daAHSCaafrEHe/sKpCjeQ7Am37z+8ZtQZdpG828AAl8bj2drw3M0FLm17ee/lJXBlFWGA1yFS0zbC3NQW2uvwXki1fOSiAzK+VARZlvnCPM8itSLZl1dvq2SAgrsoVJ9eDtVa9aPbSn53OSzpVq/qk0ke3emlKLKLrmYXpt4xZg74cePiB3bCsss89aT/HQVFDNOphpnaa1kcySf1p6307A7I5alG1jtO31nF5tF7Q2+te2YyEGyKRB8MnXRzX++LbdA8ve57cM+/ZLl3SAhB/qzqG4fO67ZwzT6drBQUjPGU6fUsVVMAgo7ktGPes7Rxv6gp5eGnb3RtFqNjsObOfsQl63EyA/MZuVN89Oy+H9g5ua8fUP9P7i+2fVRk6l1NjlOcE6sGtlPWwGTaybzSrvZqge4L1By07Do711s4te45cHCmv/5cLyHl6AXfSvFuhSy+7LVkvb/WJdlQ0NRWTu6T/XGOOaxRhSBVLhPLCrkgH1vjXBD1qwraSpIXVQBwXLXLsiwbCyuoRmuMEBqcxPqg9xJy4TAPLKyVfVh1f3J4wX68EyvIY7gG5oeKfpMC/19fx3e7WsAD/ff/WKfPnp83JlIq2xvzzgZubzCjp2DMXVDxUwY10aYFXvvX2L/Pj7D8nJkye6uj48NLEeA2zRoOYPprC1UcxSJ9PS13t6tVk4hjL0HpOqx66Ff20rCzH2KyED1u+0iPcyscCRkL7eqM01oK6gCXKAufHpV9WPmMXA7BqLuagCJdbHBpKwbIAg34dNGY1I4ZAjbz+8XR48ulP27kgpmLoRtJrNBg/sl9HJtMylTVgJjLUC33RBdecwvnhRY8+3GbfN6mYZ6P2b339ejp2d9hpHTYOhMvaeZ7Y2mQ7ENrXc5EauHuC9QctMw2+X4tVLSxZajeVnQwGQgEaAL5AtEluSNFiXBEDd8C4Nd0i/+YSE+rfUwieodkMmWhXvH3j4o5IfOyf5S8dMo1gxp+uiN7ZyyVsnXBB8+ln1vSXoIV+LEzZfaBhf3DuxWqvMTZrGvEpFcudfk/lnvygDj3y0rfXUwcPh95ndcOF5dWIwXqFBCcTi4qSwbhtUsKvv73JjX69u/OJh/T++/pZ87bmL+sCm1DKqYvSz2VxJLmMPVazI7m1JiUUdmZihWS0qj9y7MQ84vhOfXazHAE2wSY2gbCOYpfXIA65H1UBrPKKgs8bAq0Oy8bPlOPH3Rv/aZhZi7FcbMmC8l82dg1sy4BcAh+/p9qGEMv/c0yyoAwBpA1MAYFeRi6TzuVXZNhT3QPXSenMsaYwCiG8bTMgnPnSHFIs3BrhtVs0GDzC77BeNEY6ElNG2+9F1g+q3TPAKDaHY823Wbcby71/90kPqhgJQR3ZijzODTVYbsPvIfbs3rdzkRq8e4L1BC4AW3Xm7ZE+/2MSiy4JdpAD24jduDABJTQvDZYCENSy2CFQIBNW7l5tMpZRXQDqFRjiaMDIIFA9euAPLbvT57WS9U3c9JOXZMW1es3piplSNa0PzRjEnEhMXgJxPe/IGT86g8gzY4IxhidEo85gqZGXhtW9JtVJsX2cbdKSy624JL4yIW8hKMJ4y8ggAeQPz3e3Gvl7d+AWb+e2XLquMAabGZtVbOzDGcCWP0YWpoq6FnpJQCXx2sR5D08l6Naaxsb5b+qNy++4BOXVpbt2AaTV5AKDm+6+M6O+P3rdr2bL8MgjWl8tvI4EcyymXKzKfKerAgONjNdbW1YBQB9alPxmVjDegaWUhZpldQJquvwSkTKiN93fCBwrzFVnMGM9k2D4GBtwG1Ys5gD7XzHixHtz7iKNNRPO12QE/+wxAxHYNucPRg4Nyo1bj4EFZbxtDHTH2c1xDptnLAH4eTxwbglfYl9jzbWbQi/Ufbig0iHIv4PxiZoXB5maXm9zo1QO8N3BF99ypgLRSyIqUbWOVner3ALClFbg7eKyp6gZr7K6x8cKKSx0dMvMmUUwb3gJSnp/SaF++z4n3iTOwTVnYwshJKU1fUV1up41bNT3vW89LtZg3DWLKPDcrw+JWinlxUsP6XmzJAOzKBrvmwYN3rjpTKKhm6taw2Y1xxatVtW+rMuf5S8fV+7eZwEPjIPNpiXaxsa9XN3bxkAZUzqcLes5YsEvRMAQwKZVcfVjzXliptx/eJof2Dcpd+4cV3G2UZo+HJ6ESrZglJMPRMDG8Bqg+8eqVdXXEr6RpBaighWU/AVK+8L0z8sLxcX3Ys6xH7tkpzx4bNzKIqYx5H5HBnuUWjW72vd3UbQJac8WKrrOm1PncLEi+q3ogFcCVK1Tkz759WqYX8k0txChAGkyt+bzRSNdycao0CfIat20Dpq1HbiJG+IBb8yNm8MRfIhFHzx/2HR3/vMfPPnOOAXw3srP/WlTj4AFgb2OoVavMQFH15l6DshOonQPsb4JX8KL2a6w3W7G+WP/hhrJR1mA3sp3bRlYP8N7A5cRS2kRFuTAR6Fs1KKGJJldBr9fQZujapen65ICCOA1f0LtxSNPD1LmhXDC+ttygSwVxKmX16rUxxJ0CSr+el88tnHhW8qefb3yHT6Nr1hUWGtY1EI2J5DMegLdxwhi9LHlM8jruFaHh3VKeHmk/Nc6tiDN6XEE+y6qMn1fpQjAS033k9A0ZonzuqgTjfT3/3V7ViofLpfG0/tvGuvrLNqfw8LYMFvrep18fk++/sgQwdw+U1aWh2w+sVswSQAlwYYAcHf3BdUsPmk1Lq551viCjU2mTNuXJ91kmzX1zi3m5PLEof/nMRd0vgEDWAbALu2e0jqY5i/d2WxJB4xzSA34I/bBl2Hmm0Kt1oP3S+IJ8/jtnmlqI9cUjdSC2Wa+t3ma91baaVN6SzRtfYvS6alnnC5LQ+Fmig0vmGNXY51xR0jkzW2DY5Bu3GgcPtRhqCehsAdtrBwuQwDbAgUEKkdrpbEG+9eIl/WwyEdnUQG8jrMFuBju3jawe4L1BC3lBYeKiygKUgWV6v07aEKg5MpjmMMBtQiUMaoWyda8Eg57nLQ+TifMGQCJ3oKEsHFfQBxMM4NMbdimvyWddiyFGf1vMLrP8UmsyGFwAPGwzxXYUc+IMbJUyr7OOaJe9z7CtNkTDMNYDGrDRbmoc+zN06glxxk5KuVpSqYI6YZQLUuGnkBEnPaeuGDDdiTvfJeHhXZIfOblmTXOvbp6yU+Jcd/4UpcZiytlEeZbk/Oi8DPXH6wDmqUBZ3riQlqFXczIxk+vqA6sZs3T8wrQ88coViYSry7xeMcuHTcRSqdGZoLNpaaNnnZrLKUtp9oMBLVyyNGlt6Y+pTnNkMq3AbSBppujZk6m48ecF8MKyDvUnFPw0c0xYa+ESwf5B3rHkX1s1TKMHsmwSMmwj2tuFbLGphdiF8YUaQ1m7Bdtj4P2ujfr6etXTCtenp7EwO9VNkAR6X+QnLB8rN5hNU4blRKrC99C8dWjvjStpaAwp6WfQJAF1p9D0ON+EpZWcUPxddb3VoBw7N62fTURDatt21/4heejenZvewuxW081fj+oB3hs8UrgK8FOdbovkMU/r6vQNS3jLXo0bRhKAJ68zuMNYFhVyxnYLwIaLgxMSB6kEAE9BHIyVaKgDywOIBqLxNccQ+9e/sjizpNv1WF2a1/Q2piwzDWzejQ7wG0lIKOVKST/nPYE0OKNUk2eEtMFsqKPmMlLrALsA/MiO/fpaJT2rAN8t5fX73WJWIoO3SXTXISlOXZHc2VdMZPI6NM29ujkKFhYPWa5DBTgtToFSBS1vVcenRN4m40tsIklrJy9My9R8RuKTJY0E3ogHlmWWeEB+6alzykYaZwLRCGLrKmAjT/n9i0+e1S5zmOJOp6WtnhUAyXdasEazKQWwA1gzUIBhxU3CduRbaUF9Kl1RDu7uk8sT6WWOCe1UM/acfyeijpQSpN2VdTkKPt0lRlFBFoNoD6w3ujZwXGCK/58vHVPJimk1AJB6Ub+1oBEjZbDlS/zV/Q2wBeznSxWVbwymIirtsMfDP56yAwFkDazXCyfGNyQ45FqWf/AwOZczPvOcFzoQMKo9XChqYQ0uzL+3f5nd8/yKtfFwdF7eODuljaT3HBxWvfzNyHJyTj/+vbPyvZdHpOy6sm9HyiSqtmGrdytVD/De4JHCkV13SGVuXMqLs8ahQMu6GAS1MQ3wBxupN9v+YQ2Y4D2wswBWtLAuYBKZQyii9lsKZNOz2gRWK88bV5vX7EtrcCvwr38wNbTkZ6uA16SvKegNR01anJRqtAhNa9p0FwxJNYDWGDAerJNnWAa63eYym1oHg1zt21b7LNINTZ5DZ+yWpTw/qXrp3OUTuh7sI238K5fWpWnu1Y1fgKb9O1MyPp1WwGJjXesKz9SSmbruT0a87vylml0sKhBCpshU9nA/7iVSkx7AkD7xyojs3pLsSvyvX3pANboKqMOEl9B27sqC/D9fPCZ/42P3rQoW/NPSgHi+s8aU+tAal7pabEUcBYj8znfnvYTDxqAMfyodUgPWu9ExYaUqFsvyxafOy6tvTSqgZlUYpMCeH9wzoMvmuKATnp7LKUtmXB4DOn1u1ycYwNHCyFYa1+HA7gFlqwHMNCraRD0AmG2n0G2x2WgBUSYS5ppjzy0QYM9+Z79hYYabB/vNSiQYCBBB6286RAKB924n+2OzVmNIyanLc0YGUzb7h+30SzrY1+wLjo/j7aeM53/N+/idY/nq6UkF0jcTy2klDPQPEMbBecb+OT+6qOeEtb7zezw/t4ZB4s1SPcB7g0cK68lM4AIj3VlPg2tFY46jvrGh1HDt4Rt0IhJIDEjyroelOH1F2VkXcMnfnaiEh3ao/ZayuOKPITZzcAosfWCuU7eCxvWHaa4TudlACrwW6GpWy7KgkTdwg1NL3rDED71dNcSAUDx4rTyj0XKpneYym1onyDuamMHDZgct4zt/VRv87L6vLWsdmuZe3fjFwwNrMey/TMOSmRb3nyO5gpHnwHAO9i0/VwE4gF0YQT6fy5e0kcrPuBYX8vIHXz2ug1vcF9bz0PJLD/yuAgCs2rqR66L2WK42vKE5Xo0d8k9Lw0qz7rBuFa6lJpGqptPesLt6raPb9NjUxtJwDG/qn8/ymdUataw38me/fbouvAFpAOENqh++mvaaCUtyYFe/hEMBKYyZgb0GOHgAF0ARj5sGMapxHfgvtzLABqwsgBQQZhK2ZNlMHH8DsJptMp9lG0PhgMdmF2TbIJIy49sKAObfSnTSXJcI14DNYrbU1v64Ecp61wLMiMf+0pPnFdjRxEaxX92q0VyzX3VfMHAqeAOn4FLjoQXFAOJCqbypWc5OtPt+CYO95/BegD6zNjSn8sMsgQW9qQ4HiTdb9QDvDRwpbB9KqqdNDUlpwcgDrIMBwNSJGF1eI0BN3vWQDG7dq99Xyac1DKI4NaJgTh9LgMdwRKoAUh6viqgryqJa3e9a3Aoa1z/gGM1utVqsNaAZ0MuP15Smd7CQsrfD7/0Jie44qMuDKZ579gtqQRYY2L4MQKzUXAbwtr7CxCljj1b1XB6albZOIP1A05xsnpK0bk1zr27oYqqUafavPXtBGSU1yVfQVpWyClZNkw0Mou3mtwWQAhjybAP08TCfmM0pAPMzrvwQEcuDjgfXepgqKz2APcPyiuXUgV1fhZ2guhO0yw7ZaenvvXRZ2UsAiTbB8kcdky9FqlIOjjDe9LQTcjw21E7iL0+EA9DkPBCzUlCGBQXffOGS7jcjjTDXJeAH8DuQiug+gJHlu7XxLBHRZWhCnbet1i0AP167ixgI+NfB7lNY60AqKlPzOcnnWznQGOAPWx31rMjMelV0yp51zeQ4jypeUl9Ybt8zoCDGWpIB6uzxalyXm6HYl2iS/85P3q+DE6zHOFY0qCnIjYXNgCpIU5vR8bI7LLNePzNQ0fhlZko2G8vpZ2ppfqUfgNmHAztT8uDdO2Xfjr5l4SF+6z/CZS4VkdEYTTczTLzfzhJsGTDP7HYHiTdr3TxXxi0WKVxLJfNKgyTw1iXIwaYpNcgPGgEqgMzqbiuLswoeYSkBbnqTSA6qM4NbLJgbvNcMZqeS1uJW0Lj+rLdaq6mkwsT41h5yMD1olB0TORzbe0RS97y3tixrbwbAtPIMlVjg6IDkwFs3wGcdw4yk4tQLCrw1/KJSVi1xIOBINdycqYZhVpmFOlg0v2zWqmnu1c1RPITwAIU9+vLT55TdNNZUAdWHEhzA1L0fpNgy3eh2soMBJh3nxnKvHoQiM6B5y103U2WlB2+enVIw0MxdggK4E7gwmIq2zQ7ZaWmA3Ge/c9qAFO4bJEx5QLcuqEFDXsx0dF/EsL5YcjWGOcDswWoCKCdncxqVu5KdmwURi7mSAiT/vrSuGYD9ncMJXUcAFBLjydmsHoySZy1mkrGMdAAfXLs+HCP/Oth9euL8tL7fyhBWKp2ud6sK0vriYSlVTCObcdwJyMHdA/oe9NUqgYjV3/tbrcvNVJxPhErgs4v1GAMB/s3+mJgp18A+wJfBWauZAQYwm43ltIE1eHgzK+AXvVyZRIIwIcl4SK8/K8F519Ed8vzxJes/GGyIKpUg1SZ4jRUioNdKG0o34aCok7o1t/omiBSuiwg2bWUi0ZS6FGgDmtW2euBwNYDaDDzCqgZDUamUFvWBhDsBlmXlxZmWgLLT9We9FVgDKPHV1ZV1PbaXRLiEBHFGUBnGQ3Xr7bc3UwA7O656YhhjQL1dt9o+8DXLIamoaXBto1wlq6C+2lfvHUoh+9DvhvX2OqibgYNeAtutXX4nBLr1L47ioCJyYGefApH/3/96VbWtMC7+88faT6lFdgWtq5lVaWRcjS1TUKe5J9fJVFnpwdnLczod3szSys9qhjpkh/h+4pLPXJmTY+dmJBoJaoqZBZs6APdcCdCvQoY7AUBLUF0aYD5ZPkDQnwg32BdRWzUN7VghgtX6AateV1doOaDnu2HX59JFAyicgLLT50bn5a1Lc8r6cjxoLkRTDeC1kdAAiVTDOth9yjHm+ADwKV1qM3sy75izH1g+CXy8kWXASMNG/9KP3iNXJtNqgwb7bN00at9RNd7Gq+2Pm2VAic8u5z2glRkQ9ZOOONrcx/kVaOKS4p8Z2GwsJ3IbmuoY4LHmdjYHr2XOPRh+zje0ufFAQBtYz16Z1/N2IGmArDLaAZECWnEP3Nu9wOCAgXYiFrqpB0XtVA/w3pCRwjukcOUt1Y3W3fhifR7gzRrbrmhcgRrgazWA2hw8ViQ0sFVCQzvM93uxv60A5VrXH39bmNxyZs4sI0BoRNmkwYUj4iT6V1xv9LL8bbXoY3+znF+Dq++qihSnLksgNy/l9IyEPX9jgH55YUaT4TTVrVSU0uQls15J4wbRTDLSS2C7tUunYvcM6o+//JZLfuAC60u4QG6R6VnD9FrdaDO2FSYylaism6kC3GHj9K0XLpmpdVK87QyOlzZmWU0AWKfskNU2j05mPEuxqAJFHu7ahAro9UBgNBSQ7cNJCTuG3eUBD6CpAYFgUF8jnYy0s9US6mxTHlO6bFsruzjVdhZN4xMa6qMHtyhQZ8Dy5SfPK3jl87BpV2ezCrytDhigwb+tfRxFeAYyCrtteiy9ZLvGsnrTJamEF1YSdXT/37lvUI8tP9a5gMYjv+UUIOZaJPZtNm0vxxd7v89++5R6ODNgwMGjUQrjnxngOkOvvllYTs6bLz99Xs8tfzqjcaUw7+G0ZaZgIVuSPdv7lK3lHOAzXA9s7thURgdnxtHONIfy7KLXm/Pu6kxWzyn/oOhWDKe4/ke8Vx0VIA7wBxvrlx/YqiaHxclVpYp9DoxsBwB1JfBIrQYo17P+NNchb1C3iXxGLdCQT0R339kWsPbLM9pt9vNXqH9YCukFA3hnxozOMBSWik2ag3FWmzR3KQ4ZVrqUl9CQccDoJbD1qhPLpUbgoqAJlhOg69lf+atRQ9oNpkqnij96j3oCnxtdMCDUM/oHWA/VpvDXPmXu3+aFjGlgg/m0D3SuxFAoINFoWBlW7NrYB+PTGZnPGNBL4WbQ7yWtrRTBCjig0enE+Rn9rDbGeXrZZnZx9tpFNsDxAHQABIgy/shjB+W+Q1vkc985o+vj187yw/djB8X2PXLvTgXDWKxFQsbxYSFTqmsyCzpGY8m6IEuhTFoYgHhlxtbvXMBAh2PP+cAxuRaRtO0CpGsBpPyhDTML+5T9JhY6EmawZOQzAEWuk6WZAaOb30wsJ4MqBsCUv8nVhp1wXuhsYtWkztHImoiH1bKQASjbHIvkPNcRY92HJAaQaxrVzEwR5+TWYFze9/Zdai+I28utGE7RA7w3YLXSrgbyCyJE8A4MazACQFGtvzoEqK3AY7c0qa3WX4MokC8MbpfYvruk/50/rMvsRvNXs2Y/f6kjRd9W0/QnplnOzcxr4AR3zkAoJlUikCuVWrgFbHRpcVYC4Zgyvb0Etl51arnkBy4P3LlNZufmZXymILMZy0g2Z1upbunx8Nb90cduV1CXzZV0GWoXplrj9U+Z+7cZP18szngtEjQNZABDw3ajx8wqsPz4+++QA7v7FTSp1ALgQuTuKkDrtXOLcvxSRnJlA3ZpUAKgaky6NoPVO2dQyghWRXLFsjYUfu47p+tCP1gUDhu67/tiCkKsDhs9tXEROCffe2VEQTnNU7MLed1/0bBJlTMhCUvJYJb95bgaT14T9gEL3oqxbWQ3rxUz15jeRUMVTDiWcw8c3i4ffeygnkPXK+WL7yVw49svXVJpDmwu14Y9zBzz4VRM13ezST+QPDHQYrZgKUTDSH3s+uvrClyr6kIB4EWeQCAJDXuc4zXPaogatbhjFsKc15z/nLPDA3H52HsP6nV+q4ZT9ADvDVittKu4DFS37JPBBz+8qV0CVtLextYolVhrs19jVYkkjoSl/8GPyOIb35NKzngWS9m4Xpjo4rKX8mbijYtzE+LkFleUXvSqV+0Al2PHj8vr5xbl268vKisDoEKz62dbLQjtJlPlZ2FhjngQlirumqbMWzF8fPaZN0cVTNJV7gfVtqxXaKcBCtaN4XtvzEqu4MrQgCPJWFhmnYKyYjB8LMhqgv2gl6ngEI2+VZGZ+ZxGHVsgABi5OJlW8EDToYlLNp/jGDBgwS0C9g1pQ9iJ62dwUqB7HiBTqZi4YP8ybTd9wKiL9e+A4XYY242IpG1Vfusr0t6sNRvbeGWyqiAJ54RPfOCQTqu/cGLiugApO2ipWcB5UcwU/2bwg4PKppN+WHF3XZiI59Hc4FBSe7t3/jBQnCpVFATTqMe+VimETevzrO1xIWEgV3Gr8pVnL9acHWh285+T3F9gm7/38mU9Hz/2vkM3HejtAd4btJrJD85dGlWWMnX322SzVyfa241s9lu2Xgq84+JEY1JZmDQ+xNw1wqbJSJvcsDCjMdDaphEAsveI9L3tA5t6oNGrzVXNgAsP7Lff0S979+5VoMG0Nw1qaHb9QKvbTNVKzHO7U+arMXx7tqcU7MKUEvnarNbqFUrjDz+A3YGEUwvt2FlJyOhU2jB+sOUBpoaNIwVTwAA3oAESBCocDqp1lQUCACX2gesaN4dENC/DnsWT9S62iXKAaZrpbAMi+48nLE1UzXyZDWvvqKvDB96+V7XDm01LaY8nFm5YpWkCnmeTpzHMRYDvovzeF48pYMdNoBFIbXTKF+sI0EYDf++hLToAsTpx2Gim+AHpSGU++tjtm8qOjGZWzgtAq9XbmIS+JWkRpf7MQVxGliAbTiWwunZmwDZA6q73ZMx8XkNPPID86luTNWeHWjgTkoeFvHr5MnADDH/u26fl3MjcTZdM1wO8N3j55QfV+dZ+j5u1VtPerres324ln1E5A41pjY1mS2+mcy0vob13SiCWXNLuemDXW2MjH8E7uFJRDS+/DzzyY5K47b4N245e3VpFqASgz8ar0qC20U1Ka50yB9gyrf/lp84rm8c0a18yuozhw0MWABL2fHBbVSfaZBsq8QdfOWHiiQNVyRVdWcjPK2MFuEaqwAMdQBoOBhXUKhumjWcBBbgAB5hdP9j128UBpvgMoMBqmjW61mt287fFG4GCCZrgM8ooiwHa2pAoeMaae3VfX1gevW+3NsltNlBhXS6UsY2HNe64MZgkFA+qDEYbCwOiTYnNPMo3KuXLv44WxCXjQXXVYGAI2EPiQLMhA8fNBHYpBnQMBM9cnlOwCaDlnNQgFqQuNKyRwOc1ttp0RraNNLk79g6oY8NCxlgYGt2/ia9moGZmKVwvNTCgjzgzS7EEdkcn07Uob5NWZ2Y23jw3fdMl0/UAb69uymrmt+sWssokF69ekPC2A3VZ49oYkJ0TicSN9pnADbVJa+5NaoBvSKpl4pBdjRruVa+6Vd1gXNez7E6jekcmF81DVx+oRjbUl4CVDtQYPtwOzEO8uVuCrXa1yXa6/YlXrxiwC1DwGtDSOZM0BdjdBaCNhBSw8Rm6+R3HUU3n2w9vl3vv3Cr/7fNvKEhvvNYtWwvQs24OABNgcDZXNM1BvNEDsrCean3lBCVDaEjFNMNhswbzqJ67Bsco8IaJhgHfjGVdLgCPcysEk3C+lD0XDFwSDLseaM7cT2UUoKKF7gab7Y/HbrZM61mMrnp8JrdpvHdtse0fefdB+b0vHVPHCdNk6dRCSDRu2ksd3O65uvhneJgZQKrBdZeIm+tFLfN9Di8wyHx3pUKwSrjO25qBIGCX89sm0wVIOZWAbB9K6Dm8mZPpOq0e4O3VTVet/HY1IS67IJVcWqpX3hJnYLsENZXOBFXgO1zZdURlCfmRtwygdfENXZ745C3JNNphQ5YYqC37Wkg0enXz1/VqUlqtmkX12gYZHqY8XLHx8seaWoaPK2kxs2SE31idaJNrSVMlNLIAMc/DW4EnDT1mahuwiwyBfYae96PvPSRHD5rv5zXcHGzEcmMBAmgOYp1wkgDoKuvreQdbg391b8BtwVqfBUQ1xIu5ogJhel1t53w8YjTZDAzQS+PysN7UvI0oGz3NNmoKYItgEi1tyDPvg1VtDMfgOxgoMCj6o788qRIStnXncFxu3zMoRw4MSTIR6fjc9sdjr1SbzXu3cTYH2z6CJwCfMLpcTNbKjl3OuYLmm/AR/wzP/t39ur8YPPG5RtmM37/aCTq1WQfzN9wbDLNrwW6dZ7Gzccz89aoe4O3VTVcr+e0iZyhdvai+v8gRsG+ztm3Z+E6p7L7bRDLHkuq4oIETpaL67tqOeRuMYTyDA/o+wG362JN1jDLfExraKUkcM44+2gO+vVpTXcsmpXZY3d/94jF59g0sxor6YLQaVx6jRChb2y1/rKll+ABDgML1BCiohGJ8Qb7x3CV9YJOSxvQuy/Rb7dpQCStD0Ad7LKxg178/bRywBQL+Yv00bKJo0rxgbll/AL0JnzHsr41Krv+wmVbmdqG2WNHYMj02+2Yj9a3rKbtfcoWisVVr4WNMeSH3+r7GdDk7bU7MsjZUuThToIHOy4XReR20AJC3DcZl19ZkR44OKx07f23mhDHW/6c+fFjjgzVaeGLRa6QMquuH9kxXjJdw4wzPqUtzmuJY8q4tvz5dfaX5TCgoyWhY+hIhbV5D086Ak/daq8NWnsVr1dRv1tp8R79XvVpHrea3S8d7ZPttquUND++WwXd/TJxYSpnYqRMna+/j9+iuQ1LJLhgfzUKuPgXOdgcEgurOkD75jOTOvlKf4FYuSWHkpJSmr6gNG84UPdDbqxuxbEPaF588J+dG5tXBQS2QOJ3pBIMR8twjADPRcEAZNX+sqQGEITm0Z0DOXZnvOEDB3xR3cWxRxqeREQVkbDpjYolpTHPqExCtDAFmtxVzbOOAkVw0Y54NOCirDrSCNVQe8LvUJAQggbFsBLw2SY43AvL27+m/pvrW9VYtenouu6KPsZV7sG9MQEj9NpqGqLyeDwBOpskzOZNWZyfPKtmi7j8Yzk4cHVY7djdK7PJKszlUqxkefidumIY0wCzXGyy79X0GuDJgYx+EQ448cNc21fMyyGIGwkZ6U/Vphkv7cjOz451WD/D26qaq1fx2KU13i6UUnPLfZk1zJiDjISlNj5oEuEJOGWMDdLmbGBsjXebsuJTnJyUQTSwD2aTJEbABCMeGDWeKXvXqRiqrlYV9IuIWCYOqB7wEKNhdvRQ8n1leg5GC6fVPcVuW7SPvOahTuJ1ok/32WDaVyto5AaAoLk3AdshZYhitVy6Nf62YYxsH3CwBzxbT9Vv6Y+plyvYpA+dtK5+PNsQyW/BgvqfaVGPqX8fNyKLZ/TIysShjqn+uSjVUP6BQhjAUlFQsLDPY6HnuAbY4JjC5vM8ysTCLtdQ576v4bo4r54BGZrfJeK927G602OVWszmtzgk/4KdpD9CvjXq+gBSKAdXR2/rko+85qOcl+xdHESOfwMosUGODAbt8z43AjndaN/4W9KpXa/DbxVkB71/ev1pAxsJr3xG3smBMDR3TtFEloCLoKMilYY30tXBioCmDQ5ocARuA3p5tWa9utLKsKsBSp+g9S61gDVB6nqf8OEuvQfnaKW4/y8bD+9DewY60yTW9rucfykN9nmabalVDD7SRzGOYi2WWS4MObgjGl5S668CQpkx1moBnmWdSqj75gUMyOp2VTLYo/+tbp+TkxVn9fKupZIqud9i0lWqzsmh2v3zz+YsKXGm8s0y27erH55VtxGou4gS1icruP6Qm6hAA62snxTzbLJMHshS2YG3dAHCdMN7tHLtN5b3bxWoG+P366UbAH4mEas2wDGBfOXVVryUFtB4b7GfKbwR2vJPqAd5e3RRlm8VgW9Unt+o2m31ben+lZJrNIvGW7wGYDjz6Mcmee1Xc7LxUA0EJ1Ay9HaV9qoWM8eSVqpRmrujfQn3Dy0zmYZwJ2GAdN9KGrVe96mb5bZ/ovifJCuaoXPEiTz1W14X9s9PeDAj137CtZmq1GcvWrja5mfWUv5kM1hE7J+OZ62mKqwGVXVjPWOr05Tn5v//Xq001op24Yth1/gE63BcLMp8pSDXiKGBbmko2gRpomLVRiOn7FWqzsmh2v+zekpQ/+/YpbVK0yWDRsPGBBdyjI33v/Xtkz7aUhobY/UeZ42HkHUy/lwqVJc2vJXrBw66oLhxruE4Y7+vpaLIZqlPA7/jkEzRMfuO5i1J2Xdm7PbXMuehGYsfbqc11dfWqV2vw1y2MnJL8+DmpzF9VprWyOKOAlqdPqH94WWKNauvyaW1UQ6u7UpVnxvTJHUz0e41uRe+7vTu1MdY087vlspR4f7kgoaFd9aC3DUa5V73abOW3fdIufa+Lm2cf8gEDevENXbokqh6jWg6gBwzJ5GxW+pPRNbNszayn/M1kNtQBjSLyheGUI9mSo1PsrJdNqFst9atTVww/0CCFjGVYhhcpB9v84N07NZjhrYuzN6zGlG1//zv3yqP37TQ2dKcmFejbZDhs1fygkoQ8mgqff3Nc3wtoUvBL6Ae+xbapzZ4wXrFnkIrA1nfKeG9WR5NrUWsF/I4TlI+9/5DOgnAO+5n5m5Ud7wHeXt3Q/rrl+Slxi1n9G6DUSQ5KIBoXdzGnzWKA1PCWXb7EmqqU566qswJ+u6vJCwDULKNSzCq7q7dodWrwtLzQWPa+bTJfpZyek0A4pkxvJ4xyr3q12cpv+1Rn0UWTEtpdc0GY6ytQlbDjKAPIrzDB/YmIHN4/uC6WrZX1lDaTFcsKvpAUWL3uTLoiuWJJwefWobjs2QYrvPSZ1VwR2mWemwENmy5HY57dZuQYaJZvdI0p0+Gf/OCdGjm7GqgE7FpWnvMAlTVbbTSjzUulMuWqSmdgy7GaYyBzozqaXMtaK+B3bjF2vAd4e3XD+uuqPhCwC+jkYZdLS9AJSXgL3rchKS9MaTMZnwslB2t+uxbsoqddrWCPFVDTqBONe24NCNA8oKy+n755ObTDlZJUMvO1RLdOGOVe9Wozld/2yc+qKgDl9YqrU/b2GqChDSZ4IBmVdxzZLh957KDcttN4hXZjHfzF+uDzi2wA0JvJFRWA8z7ev2drUpvM/KRqt10R2gEaN5vGdDVQ2ai3hp3HlqzBrUzLpuDa4ny6PLGo/2aA9fnvnL6u8bac5zcSY7wWwO/cQux4D/D26ob01w1t3SuliQvKuioQVXqgWGNXw8O7JBCJqiShSiNbLFnz27VgdzV2F6CMVEIL4Ip7vGdsXysa2fQ1c+cO6NyuY+QPxbxIJNYRo9yrXm2mB3Wj7ZOfVS2plhNW1TQdWUuqnVtT8pMfvEMee2BPVx6YK1lP8W+8bElNOz+6IKmoSKHsSjKekC2DRADXBx/Y7nWCH7rpirAS0LiVWLRmemsGGFNzOZUzNFYzvpdjFAkZfTBNgdcj3tZvgTfuY+6Rb3TiE3wjlXMLsOM9wNurG9JfV0MjaBZTAEkCkEg1FBEp5Wvsarhvixds78rAwz8q0R0HO0o+U43w/FWVSsAew9wquAXk1lbMprB5rC9Al9cDrpTTsyJuuSNGuVe96kYK2ndfHtGOd2YXAA4woWt5UDfrAvezqmhVCyU692FbU/Khd+6TH33soE5/d6vasZ5iW4mrPbg9KMcvZTR5yvzN+sAWvKYyI79gXJrAEzZLw+nG143KonU6cGqmt0bru3UgpqC1taBhqfgUzg8AZupaB3M0WuD5GfmVNOC92vzVA7y9uiH9dTXZCWsw1ceaxDMFosEldhXmV6OD3bKEh3Z27I5gLc7QBSOVKC/O1gD00jyp57VDOlv/VgW8bj6jf8EaLbL9jrYZ5V71ar0paL/1Jy/L62emlIUFaJiI0KBMzGR0qngtD+pWU/KAkvl0VQZTUbn/8Db51Efv6SrQbWcdGmUBW2JpeWskq6/bhC/CDLDQwlnAyi7KRVe1xk+8ekWO3DbcNeCyGkC8UVi0tTKcrfTWHK9QCN9XdymwQx0taII0/1Z786CJtMURxALmax3M4Zdk7NuRUmYa1jkedWSoL6WDq82YjNer1asHeHt1XdwVAJM0cLXLuPr9dVUTC+NaRrPnSQy4NxL7FAhKNVDV9663WYzPsG4AalwXJBzVRjjcGLR0maGaC0M4NSQSiarUIrxtv2z50M8pyO4B3V5tdAEkfutPX5YXT05oYxDNPmoXRkhCqSLVUFCm5vPy7BujHT+oW03J44pw36GtGz4lb0Eky2K7SHobn2kuCzh2/LgM94VlbNaExAB21Q4r6OmNCcrQplPRRqoXjo/L3bdtUReC9a7jzTIFDrhbK8PZSm/NcULzbfp6TTAJt09s5PTfQc/CTeOhg3Vxt9cymMNKMnDdYBB1fnSxllzG+tK0OZiK6N83WzJer1avHuDt1XVxV1DwGnQkNLRTkne+S0MeVgKGFny6paK4uTHV6i5F/HqeSNWyYWB5H/rZQFAquUWJ7Tu6pmYxPhMa3CGFK2/VSSTw+tUmtjDRjEEJlAsSjMQUEFfmJvW9/Q/8gER33r7OvdarXrVXyBhePz2lYDcZxwPWm4EgEDBkUr/K4srUfG5ND+rrMSXfCkTuHI7Lu+/bJUcODEkyEalbB/S5d+9PymIhL+NTGbW5wls0TxSw3wbLGyMjdcBfFsuttbLTN9sU+JsX0vL86Xyt6cwvH1nN5aKV3hqfZH7SuaLEwo7kqmV1YQA8zi4WaxZnuXJZ4nFH33s9gjk4t8emMgrC7aBKA0W8wSOzCcye4EE8OpXZVMl4vVq9eoC3V9fcXUFlCTC15ZIURk4qa1qcvqJT/zSkNWN+LfjMnX/NSBhgcB0cEcpLsgKdGyO4Hj/cUf1cIBwRJ2G0YJ2WiRd+UL+LeGAS0/D11eY44oa9wAnV7jqOlKdHenrdXl3zAnCh2c0VTBKaaSCr6kMawMEPzKix7lrfg/paTcmvBCJtIxP+oc1A5L23pWS+GFfNr8Ycc6/wbhHK1AUAUI5EQgHJF10F0/jLYrm1lmp0JegEIG62Yn+hgV7MLt+WdlwuWumt+RrA7WK2IOl8WQcbgMrZhaIeRwYqmk7nBNU3udGu+FoFcwCoSfDLso4Eh0RNsmbj4JG/L6QLmy4Zr1crVw/w9uqauivQcOa/ibqpQSlNXJSFF74s6TefkGA00ZT55Sd++9v1e9DJmjui8b3Vx1hjNwRAGCDqViR79hX97/AP/qJ+TyeSChsvDDNNPLCC9VhSgpWypq9RrLOTGFBniJ5et1fX2toIk/8LYwsm0avseqleAQ2H0KnkEFPJRhvJuhAler0e1O3ui/WASMDTex/YKy+emNA4XICU6TMNSKhhn4RDolpeAhLwl+30uDRzJfBXt23QNrom54oys1iSVGJJQ9tYq0kMmumt2eew6YDcWp+vB7BhTvlvKBiQ7cMJDfC4XsEckUhQrw903jQ1NjueDB4BvNlCWd/fqxuneoC3V9fUXaGuu5rE+9kJqZA+5rkbwJDC4FrmF7A5+J5P6vuRFhhG1+t6UMxrQa+vPDCsLDJMwvyULLz2Hcmef12ceL9KIZpJKgDFgcUpyY84dWCY5Ye37DFyDKKL1dd3QEJ7Dkt050GJ7rlTnFiqIweIXt38VTclP5XRByTn//ahuHzgHXvlvV2w7WIZX37yvEayWiDBNxqdJICC5k6RKJreQEBKSHGIvr3GEbadaFy7ASJTibDEo2EJBvLihIMSAuB6TVGN30czG44Ta2G9m7kSNNa11KCudyBycQL7MFcS8eAyKzdkBnYTV5IYNNN8z6fzGv2MTrcvEdaBGUypF+WjgzT+xXnq343XPJjDhsB5x82uA6Dc4nTOodoTpx3biV5tmrqpAO+XvvQl+f3f/305ffq0OI4jb3/72+Xv//2/L/fff3/d+0ZHR+U//If/IM8884yUSiV55JFH5J/+038q+/btu27rfqu4K1DcOnBRqKTnpLw4Ywb74ShBTRJ0wibGNzWkMgJAJmCTu2/u4ptGrxtibqm6pOGtVUAlDOqXSwqUNqyFpYr0oZRTT95y4Ko4JLINbpVq2QPWUyOSOfmshBcWJZCbk6kTkWVgOHX3e5S5XUvDXa9uvbJT8s8eG1cPUkADr9EwNTaV1qjZZ98ck1/7mXesy9lAtbtnJk3Erx0HKqgzD2oTxFDRbniKBzeA+1pG2LaSJ8CsvnF2Ss5cnpNj56ZrLg9+EEkBlCzowmLNyjRWApFs32BfRK5MGhDlb4LyF+4N6DEBMWthvVu5EjRWNzSoGzFT0DgQmZ1flLlMRRayCzpI4AQyQC8g0YhTF9O8ksTAr/lm9uH3v3RMP3Nwd79qqv1gmnNzZrGgEdSj01kJBIJqK3c9gjkA4YloSGUWrB/nBeeITppYyFs1ciHORd7fqxunbhrA+/nPf17+2T/7Z/LAAw/IP/pH/0jy+bz8yZ/8ifzsz/6s/OEf/qGCX2pubk5+/ud/XtLptPzCL/yCRCIR+b3f+z193+OPPy7Dw0txsL1af9W5K8DoLs5KJTMnLowu0gRc652QZ+1lGGFKp2D7t0np6gWZf+WbepN0C1n9Hm44+l/XMLX6PVpVT99rbkIBQHQw5Lk56CsMz8UtF8SpVDT6F0lFceysaoiDOC4k+iXgJOr0xZZlBtx2am3Wq1uzABEW7AI4dcrWCYoTCGr8LdOmL5yYkP/4p6/I//Fz71zTVDpg9w++ckJmF/Nm/Ff7Gw9ky1BVa1IHwG4iFpYPvmPfNZ1Wb5QnUDMLBZlPF9UbdzFbkm+9cEmDI/DwHe6PS7lMPHBFzl0pLO+S7zMBGKuxjG8/vF2bp4rFioTiy7eXZStoi4Y61oda8Dk2bRqc3OryUIVuaVA3ygGi2UAkGgpI1a1Kwa0Yf2UnqM1l3LtpOKNhK1so6TnWjsSA9eInV6jIYF9M7+MUp6Z/X/BvK7dhUHi9gjlYj4FUVLc9ky9LAd27rrD5u39gqW4oPUnDDVU3BeCFpf13/+7fyX333acgF3aX+vjHPy4/8iM/Ir/1W78lf/RHf6SvfeYzn5GRkRH57Gc/K/fee6++9t73vlc+9rGPye/8zu/IP/kn/+S6bsvNVjV3hXJR3JlxbfZSWYJ1VqBc88DSLmod/VelkvaAcT4rhcsn9A4JW8udB+aWhjXV9tpJMduR4gFmA6I5D6oKXmujc2zGyiVll53UoLjpOXH5O5+DHY72iRM3D+VGlhmWt1e9Wq3slLwFu5zWgKpaOY6CtUyuLK+dnpQnXx3tyBbLAhUAL2DXTtO72I95wBdGKhCAPTOgF1AWCgXk/ju3yWMP7L5mbGKjPIGiaQ4Jge2A14Y6wO3ovHzuO2fk8P5BtRNL5wh6kaZd8rZTnuazViDyo48dlO+8dFmuTKaVJea9Nuob1g5AhZcwwAXw2A7r3Qg+AeYzCzllq9nTwwPLta/r0aA2glLAJ/sCQLZeB4hmOukr+VzNwYIqu66ExWie+YH1nJrLq09uuxKDdlhwlg1znCpV5Mffd4fs2pq8LsEc6jKxNSnjMxnDwUA/67QJHDePD3TgAWWAOQYj44tyaM/gNVu/Xq2vbgrAe/z4cVlcXFSAa8EutW3bNnnooYfku9/9rhmZBQIqe4AFtmCXOnz4sMoa+FsP8Ha3ltwVXhcXiQHHAQsvmFlwrkbxqmGuShQqhZy4mTljO6bg1Q6tXamWaVZThaJhdWFw9e7s3ZRq8gYLjsVjkS0DVFW2lyIcAjANqA6wnFBEApWyNtbZ4nzBmYFmNUBvrxmtV+2UTslPZYyMQQ3rl99ma84JxbJ85+XLCkLbfbBboAJIZJpfz1MHIGemgWuXAYYlXCuMIwMiRw9skV/7mbevuJxus4mN8oTx6YxMz8NIV+s64KNcrlWRbK4kL5+8qoOBlSzWAMxsMyxuKxCJPOInPnSn/NFfnpTFDL68Rk7FPYNoYVwDAC6JqNMWeGsqzQibCFyYSbaVY7J7W7JO/7keDaqdKcA5AMDPfrHbwPnDwODZNThANNNJs664M3C+8N3Gt9gw4WwNzKu5zVYlFmGf7WhrWa28eZuy4CFHbt87cN10zqzng0d36DnI+ZeKhWpBGQqAA2awYX2umaXpVoR2rza+boqjdPToUfnKV76ibG5jzczM6DQKF/T8/Lxcvny5Duzauueee+Tq1av606vuFQAxcec7pQqgRcYAwFXJgQdU9d+ely434vlJz2O3KhKOKSAOOI6GR0jQ9/BDv0u8sGV0NYDCxvcEpQowLRc8drehuHFXitqA5hYLxs3BA9Lme3zrHwio/pj3ot/tVa/aYbRoUANUtNKOUjw8eWiS3ARYaqf4TgDO5FxWWUVAAg/gbMH4zMKisUjbzxkJMWXvaJPXp35s5SQ0C+g+/50zKgVQFhTZQMX4yfL6//rWaX1fJ/tC5QmFspwdmZexqaxKDFSKUDDrT+l1HTCRsvOZonbJE1fcqJG0AwVAGLeOB4/uXBFs0Bj4Aw/uV9aOpitS4bYNxfW/MMiwxO3qQxsZ0S0DMelPEoHbr99JXZ3NajMdTYQAe/4dCbW/jGbHemI6owx1Jl8yYBdwKlX9ndf5O+/r5Lg0a7bjGJXUGszoddk3DKh0xk21tkY3DbsL04zetp2y3ryw3HVeyE1Y8HaZ9o2sfTv6dPuZWciXjBzJzJpUJeclGMJGbx2I1zTkvbox6qZgeNHhHjp0aNnrb7zxhrzyyivK3lITExP63x07lo9Mt2/frv8dGxur/Xs9deLEiZZduxtVhYLRsh47dqz7X+45GBCyUA1Fpdq31QDFNj7nnD4moWJBAoDJQlaUL6i5K3hzsABa/oljA39zotzxRcolqXopaQH0wE7EsMGOIy4AGHlD400UEFzILHvZjO/MFK+SvaS1ibds2F3wt4jOFtRVsSQBNy9nTx4Xd7J3c7tu5+ANUuMzBSkWsWCqSEiMzrRZITPgPMznc3L8xCnJzMRX3X+jU3l57dSEgkWjJrSnP7pHI2PgQW19eLf0OZItVGXHQFAysyNybP5Ky/V+7dyifO+NWV2voRSDS6Q+IsgUh5Iis+msfPfFc1ItzMr9ty95WwMEsLMqlGgAC8q2wYgCJbu+U3MZXV+0xJ683mx/2VWQVioTgWzAbDqTFbdiIsNj4aDqeLM5t6ZJNh3zVq7hSiEzIceOGXtAqtn+u2dXVaqFmJy4VJHpxZIUiyVdv91DYTm6Pyb37CrJyZMnVjymbOPXn56Qmfm8bB8Maw+Iv9RJq9+RqYWyes06gbIOdjpZRrPz6PjZq1IolRVsMgDQA+IZ1IQdz4auWpVjZyfku0+/KjuHo219N24M6UxGp+cXFw0pYAdN3H4rFdPoSH8wx20g6Ug8EpRoOCDZgiuZbLZ2zrZTewbKciZYkUtjs9655XPrqVZlNs3+CsjugXLH+6nbxb6JOq5IHFa6qrMAdoY4FmZ2ICh90apkC3nJF6rL9kPvHri+amf/tRo43dCAd3JycsW/R6NR6e9vPvUBm/uP//E/1n//yq/8iv43k8nof+Px5RdpLGa8/7LZ9katt0wBWEePS3DspASyszr9D3taTQ6Ju/OIVHbf3Rr4Yt916glxLr8uAX1KGU1tzWHBFuwqDWMBAK4X5MCN3TzBRaJJA1SRGyBP4Hv4isSQSH7BSBIamNkmaHdJmKb/tsBXuw/Mv0MxEQC1/zvKRQkUs+r0UA0amUSverVSAfiGkiGZXihpgxq2V41lWDMDKACJ/LRTxy9namAXsrbiBvShbAMVlImq4Ghgfs9hMRVz5Oj+ZA2ErhQ4kCu4CuiaWYEBVK7OleTEpYyGO9hULj6Hd6t1UtjSB8hL6nsm5oq6fmwrnrcl77L022izvm5AJBkzDU5Wb9+fcCQRC0o6V5Ei2+iBjnjUgL+oNq2t/uBjnQDorE8rYN6uP208amYLG4uXBpJej0FV5L33DMruLdGOltFY2aIrmYKRqITDzb+D/ZAvAr5cfX+7xfazXmUN6zEFqLYNWf7i/E0Adr0GLXucm52zrQY/uu/nS3L8UlrPIfajhk3AmhZc/f3u/anaeXU9S/cNLHcgKFv7jRMDu4nDyOyCPfwr7Ydu1UqDyV7dZID3scceW/HvP/ADPyCf/vSnl72+sLAgf+2v/TU5d+6c/M2/+Tfl0UcfrRsVrMS8douVRWbh1xNfi7IjIuQZXU1IG3nJl5BmHAzcxXEJljOSTARrDga832/bVZi4KPNzF8UNh6SCblc7UHBZwF3BFVF21lWAGxBsxDzgSVObNrZxQEISqhTESQ6K6wxLJTNvEs4CQYmUM1Ip5cxnwjFxInFxK0Wp5hm0+O7aAGi/sBHdI3IJpA2A6GpFHR0qsT4JOo6kUinTNJddcpMgXKJ/8nVJDsVWjUG+lavb5+CNWj9aHJD/9udv6DRxDElOA6PFQzQSNtrbQ/u2yQfe/YCCvZX2H2zonz39nIJdbSKiaYs/BIw0wN7fdJzGZVWtSjIRl/e9fe+qTU1YR+XKMzI04Eh/g/G/v0rVvGTLQUkO75Vn3xiTp45nVBqQjIelLxlW3efobFGjfavhQRldCEkYpBuoKLBV70EPuNrudxhlJxCQrYMpNfufmDVNpn19SXWVaOYHS6AEDOrdRw/X6T036vwLnp+RSMRYdfUlfYPihqoGi8pcv+v+u+TowfU5/sxXSIsc1+MWCrV+VDvMTklAtmzbLffcs3pDInWk4srLF19W6Qr3O7V5q1ZlemFaB0lM6fNaqVKWZCwiW4YHalZ3M+lFuXP/cO2cban9DgZ0X921f0geunen/K2/ckSeOzZR8+a1+vA79yeuqRNDJ/umr2/JTtNfrfZDt85B68JCgiKSJ5aHXRrNfOtx5rgRqp39xwzEq6++enMB3n/7b//tin/fs2e5SB8NLmD3rbfekp/+6Z+Wf/gP/2Htb4lEQv+bywGS6gsbM4qLv1fNE9Io/HMlFBCnb6tUcgvazBUa2qU3BQ1mmJuohTqgxa2W8hLedUi/g0YxtRMLmOS0qhNSCYM2mPHjJZfZuF7V7WLjRINZCdA7IOHBHVKau6pMLw1uAOZgvF9CfUPqusCNoTR2Xir6XX7QG/RCK+g84LTHfqds0AE6YWzTIkn9vTw7ZtZdmWNAekgCAPgrp6Q0M1ZnU9arXrXSjqKrpKmFRiNtcsFJAWZXHROMN+zWgfa73dEK0nyFNRfuD7ZoIAJcWOsx26g20BeVn/7Bu9pqiOvET7ZUqsj/+sYpef3MlOqIYcNs3Co+rWgg0bI++doVBaloHfOlsswu5E0KnEobTBeQnUI3vqaOAi2rOmK7mllYXcvkrTU1XnUpArc/GdXvorHRstuNZUMRIhFH399utYoA7ks4OoWvoRBVY6VHcx8DDrTcNAui4/Wfs8ua+eIRXWe02IXRefVa/tpzF+Weg8OqZf57f+UB1f9uVPLgel1HWu2baxWGUSyW5bf+9GV5/fSU7keuDe4dLGd8xmiG1+rMcavXpga8P/mTP9nR+y9duiS/9Eu/pLZjv/zLv7zMccEC5GZSCdus1kzfe6snpIW27K3ZhMGuVqukNQXVxquSXZDZpz4nQSckbj7tscBhBamVzKwBrARPJAY8trSo4RDqpKBaXU5BT+KgzWNm+QBMXYZZG/0c7G5gMCbBWELC/VulnF1UrWJoaIdxa7DOClt2iVvKabCElS0AqmFxva+rdToHogmJ7rxdyrlFKS9MeVpImuG8ZppQWELJQQkN7zS6355NWa/aKB5EhErgs4v1mP/BBTPLcwqw+8h9u9tuZlJQ6lZlIBnR7nwatxQgekCUH8A0y+I6+N8ePtC23VkjoOOhbiJWl6zNwKgATRqlYOjwx2X5JkhgyaeVxp5dW5Jy7sqcyhn6aXQaSEk8EtIHdk6bryB7DaAyD3MzvQ1QBmDxBpittYANvkcZ6y4CKr5jx3BcAzLCDlIAV8KOaWyyYRjdBuKkxQEuaZIzMwLBpjMFnFfsD97fSTWLANZp+xDaaXMeILmZnMN2DdcRI8/hmPNvy9D6m/kY7IxhO5dGw24GUBwPgPCrpyd1edcSrK3VdaTZvtHB3gaHYbB+v/UnL8uLJyeMz6+6QZjri0GuGwyo3eFanDl6tckBbyc1Pj6ugRI0nf2Df/AP5G/9rb+17D19fX2yf//+pmJoXtu5c6damfVqKSEtEE1KZW58ySbMczQA9Eo+o8C4XMgoyxoe2iXBKEDVa0ojRY2/p+cUlAIc8eFVlhgGl+/hOytlBcH8YAPGcrVZDaswGxMcjohbyKlbQnhop8QPvk2BJyywBbu2kFMgQahUM7qugOLw8E5xUsPKKGsYBsxIdkFi+++RbR/9VcmeekFGn/+6BK+eVWlFIBSRYCSmrDE/xv5MejZlvWq7cEQgVAKfXazH7NQkAGn31mTH07gWlBLPOtgnyrYBSgGNfn9ZC4B4ILdbtpP+xPlpHSDOaSgEXfsAGzNTArjjgW/lCDyM6dY3ZWQWgHDWC3CbjEf04YybQH8K0BvT0AgAxHymYMC053OKmon9A0P82Nv2KCB+4fh4R2ADsEDjnWqRyzNdC2iAcfviU+fl4tiChmXMLhY8FwwjSUHOgesDgK+brB/H5M59A/LySRO7ni8YNr1xpgBBGO9bDWQ3Yzn9EcD4I6MVjUUCsmWwT5vv0tmSVEpLKXf8MOB5/HtnddDzyQ8cqrM3m10oKNh1fXZ8nJesO+cpDXjPXSOw1irhj/NoNQ9jfmfbOMdfPTWp53TpGoRhmOTEqeWWfL7rC+DLddUqVrtXNzngpTEEkAvYJWXtr//1v97yvT/8wz8sv/u7v6sA12pETp06Jc8++6yyw72qT0hDkgCzam3Cli7Aqrh0oLjW1zYtpclLCkzR2+K1G4TdDVQV9LqZBQnvOKCvE/qALtayrBKJKaMbxFeXz8eS6qAQwHbMWoZpjLD5ie09LIk73yXZMy83tR3TlDY0v8W8SV6j4axckuLEeWWKXRhqQG04rDHDgFbY2vJsViKLk2a6OTWk69oIphttynrJa71aqXgYwbIiK1hvkIMFpWgLYdIAlYAvHoImASogyVhYgeQ9B7d05GVq/UffODOl62l9V9WSyVMG8W+q1snvWknC0jUC+wcIZ72w7QIgZHIlT18cMIET6sJggC7yCP7E55jyftTHeO/f0VfTe66WvGXBDS4TNEGhRW4X3Kymo/zst08ra8l62x4vY4xh5ATFskmNw6Lssfv3do31Yz0fuXeXTq0zQKhGHHOsvQazeCLkNctF5ZF7W4P51VjOR+7ZqYwtetH5RdN0p+EehYrKSnZuSeo90c9kw7IDXGkcXPJZDuhxZz/5vaf1fuwEdN35rmsF1poFa9giqc9uQyP4bhYuwj7pT4TlgcPbNdBkPXHgrYrlcgzY941sfuP1FXSJKM80jdXu1U0OeL/5zW+q/dju3bvVUuwLX/jCsvd89KMf1amBT33qUxohzH/54bXf//3fVykDv/dqiSUFaFZyi14KWT3Y1UAHP9h00Q9WJIDetphXVlRCYQkUSibdjPcXCwokVWtbzItbKUt57qo48X4pp6elggwijQyC4AgazbxmM09CEYgkJBCNS/Lu9yjQJNCicOUtTURrvDk4qSFdDyQIBFao7hfA7NmhAaSZUs1dPiFzT33OaHK9BDiS1nT7WxTyCPS/DAp61at2igf7eh9Mfm0hU/9M9+MHahu6IEvRTeKfClBaE5iodaAvgTtrne1Ja5XVpNHMsL1mCtymvVHK5BWN966yak6gBrRYP5tyxr3XNtvRrLZne18dCAKE8Hs7AwULUFgvXCb8jXcrgZtWZQH0N1+4pA1yNsGu5qZod5W3U5wQ/sCO7N2W7CqIg5UemUirHtqwlGGJhEO6z2DgYfsP7R2U3duTNSDbCct5eWJR/vKZi8rCw55zbGFzZ9Il03AZDclirqQzEvb48l/OPdj3V05dVUCITIfz0MY1NxYAXYMwq1VdB+tfu1FgrVmwhr/82+AH363CRegChQFfzF5RjfNGSDLYH8xyqPRpBScG9m9FfazLTWO1e3WTA17YWWp0dLRmRdaM2cXGbHBwUOOHf+M3fkMdHvDwJY2Nzw0Pr6+r9mZLSAP4FScuqI61TjuG3KAW1+sVM/5ekxlWXrC4wXhKquWQeS8Nal5IhLI74Zi46QkTiZpPG0DMX0Lo93BwKCtQdmIpCaaGVCNcKWQlGArra7CyycMPagMZoBapwbIRMSA5mpAqzW02bU2fWoRZhCXYv1Wb6awmV/2FvejhlYpoY7Z1JVDcq15tRG2UtpAHPQ12YSeooJA4XhdAqyEWxgaMZzBT3tpw5hUaUgAsIIkHMeui17T7/2/vO+Dbqu7vv9qW94iznB0SsiAJISTsMgqUTYFCWyi0tNCW7tLS3f67KL8OoIPSBbRASxktZZYZoEBCQkLI3s7w3ku2tf+f873vys+yZEu2bMvy97QmtvQkvXf1pHfuued7viFWdo+ZW0JlpXn0ysbD3IhBWSFskSV5/A47AEg1LAxQdc2EdKCJAvb7YE0bvfj2YVYXJ+T1znjtj9wM2OFsWzWTPTOx5bxgo81xhHyEwpSFYwqFU9p5SyuNFfXtTOTx090BUqpsLIgqw237K1ro7se29LJuaAK1dksVq9TY21gqZ3lVK1XUd/B5M3tqPucLe+HfNVR3HBNUeRBrKPbmMcW519zu40kAzj9FamMX1+H9Zq+2VS3Nc+ORYSRrsRprREMfg5l86/cdEwA02DB7tAczcUoGGA9MZNiygvMrjluOP1+I7YTKn4LiyPGEjBit733ve/yTKKZPnx4zzkzQAxDKrLL51HV4u+FpVUuSrO5y2oEheWgY/RdxMYD3lrugBQNkyy6gQHsjk8ggGj1wlzO/IrmGnATfLzzBYW+nUnZJKRhMnFEI584lC8hzWz3ZSxcwGQeyjz6Buo/soK7yrWxXsOYUkNXmjDy/NSuHQt2GTxjPy1dvIws46Kdgax1bH1B4B9Ibnv0+zvYNddT0Uo3xJQ5Fmp8Hqnd3B2VN69kPgWCkACJl9l0mstyfLEFA/BFICVQm5Q9WKQogqEx4o3Ja+aMahP1BNZcA7YEinOt28FI7WtC+u7fOaAdsNS3JO9jTCyIBJENIzcvOh6rbqaYRjSAsHN2d60a0oJH12w+56e+58bzwomIvcOzoQKZ9u+oJleoNtQ83IZoNfuc9R1q4YA6q61AQS2lE7BsmEZg4IPXC6bfS5BIXOdAGOBCiHeWNtK+ihf679iC/f0j0wPFiiRyEFv5arAiYxwXvF84fReDVHfgV33lQ4PE2wNrQ2NLFkx5OoDAIICd6hIOcDlHV0EHuQjdPjrR9pVfmdDDM7zce29SmzoPhJGvm1BFzAab2Iuv30Uy+2av9xgGe7GH/2jvVZAepKPo8TXbilAwwHtg3Lh6F1cceZ/LAq6lhLqIc7a50Yw0ZQXgFw4Ps+SupbfOLTFR1oRlDx3VxigLW+Iz1TtOSF3tv/T6yFk4iK+LInC5FbEMBVkedZUdTsK2eAu1NbE2wdDSTP+CLpDjwcxjEGYVuITyXO49VXaBj+xtMUv1oD4wcShDqtkbuyob4Mte0Bbydr7EqEisWXeHMhNqjlGh4ci0Tmyg0ZQFZKzysGtsKSinU0RJJp+jl/XX3dJoSCEYSuCAms9yfTAtgkB0QLF1QBoVLw6zscq2ZblJg8Bv8jpgy/I1CrlOW9uwjyOHUUpWzG4t4AMkQUjMZVEvoqqgU/l2QcrJ20NQJyFDteVyiyqIm/1A1u31BYx8VsdXj0If0G2p3Y2sXPfNmOd18xdIhkaF4/lNMLHi5Ww0z71NetoNJJAg3/sUKAMYX6jkXMSIystvPLaiRoKHHBSQQbZ7hz8W+w5IAsIpNSmXkxiBGyoK3OqgaLRgEULWyttGyo0v5fthV4D3Fa+l4O50kgdfAY4CRiJTD5wHjhCi8+uYutn9oGm4msLoQzem00p+f2k7llW3Gua/GGWOA/WVPM49dzrBZMjAeyNmtbfJQ2HhP4iVz4LPzvuXTpGAtSQjhFcSFc+IMypq+kBVUJrsgpNoaAA+sw6Xiu/zdhtfWdPUzkhxAQu0FE6hg1cXkmjgj0pQCj2t47g/KnoClrrwitjVEpzhgKSzc2U5WVw6TXZBwboaxV0WmoYDMnltIIVc2hZC9a7OTa8ocKjrzWqp99P9YhlEE2iDqxv5ZEPWilWhvN4WyAtw2GZ3j0EzDs3s9eSt2KzXbUHa5YQb/G+X9laQGwRj1BWsCueNgoxE/pQie/leRGnXR5QxdA3q+i48ViAH+5s8qGhZaLXT6cdPoqvfP533UahsIGBpJxEOihDR62dmPFs4dKrnA7lCd53RSBJIhks3INe+v6jymvjPwL/4XTXZ7EhuUmghv7Ftbqge95B3Pf4rn5qK/ALrnKTIOfzGIq46pwxjobVHND/KG/cp22pnwmseFCxIj/lpVoAiAZLmcYS7EY99tSBUpAnh+TQBx04oFE+mik2czCcNSf5tHFTEjkxl+YJ0kAYJZlOcc1vxaM6aWZPM5jPHRsXd9CKw3wGO0aHYJHalppy176/n48L5H8qhRRmKHXzrIbaXRIMWNwtBg6iwZ5vSMOWUF7KuGih+gUJ9kDowz/l46r5StM4LkIIRXEBfKJ3sCN1tA4ZfVPZljvaCqqsYNaP+rvuDYquDtpDCaOLBfFz6wMJNiENXcRSf1IobdFbtUgwo0ojB8vci67ZPiwA0obJS3+BQqPPmDfZph6IuBzU0UzitmZba7ci+1b3yelVmYA0Fa2ZfLKQ8q8F75eO2qoI5bFmMJycV/g8QGO9vJ34oGF0bAv/Yfw2xodzK57ti9XvJ4BWMaWi1dx2piiFvNZhmqEggQSBJ4kCIvoV7qLj7iqrUqclnDkfuxxP3+E2ZECE0qmzbEWnbmZjFoTwyyYlftdkHO4enVS/jJZOTq/Q2FkXNsJ5/Hy8eMdLboDuaAIo3qNVBUBjVxKEve8fynILZ4bhAeTbBBLHG7Ts7AzqhUSFgObBT0qYYRGA9zggbGBe+dTuOwkdFqGHN7xC/y8SvbGtdPGRFsOB4QQLwuCGRBbhYnFmibDSYi28sbmazj/cT4Ib0C58iR2o5hy6+NBs5nnUfNhZU6Ps8gsCCOmOAV57lo5cLJtH5nDbfshofdDL8/xCo7iDveZxSuYRwLcl08MRgKYqVnaFKe5UTDEbynNr7db9gYoOyC7H7lw8tF3R0EhPAK+gXa6KIwDPaBYFsDWbJyyGK1U8jr6SlX1sVqIIUhtA328hckurEVnXJFH7ILQOW1RBWIMek1pTiAEIe6OjhTN+foE3gb3QzDTHYjj8eXspGT21m+RZWXAyC0Rp5vpMw6HFCeXG47HOJUh3DehMhzBRDFhis6urKFsZ0ix3wF8HZSCPvu62bSK3m8grEKfcGF0lU2IYcbQ4C8gqBg+RsED/eFw9p7q4qZmGAa6iFuR0MCqLeIsUJlPwhFrDg1LCPH6xg2ECHFhf9PT26j/RWtRqc2vD6UL7XsDoLW7SeCiGy3qQgvqHhZLltSyqJ5f7nLGPKIoXibynTNv0e+e1jJVIryUJa843W9iyiypgp+jngz3hO/V+0jK/PGe4XxgeINtRPPpxM0MC4gT+jQ1tWO9sEOft861PwhYoVA1z6un4JnGSo+JkXGvuH+1g5vJB1C22zgYd6wo5Z2HWpixRfvFe5fOCtvRFoIa4UcxzGhMIuV6ui8aqSQ4P6sLAdNLc2mmjfQ8MRFLbBcdCmbDN4H86qGfg9A9jHO67bV8Pub7LFwoWV1G1tfsBqASUxejitSfIqcY4xtUb6bnDYLdRm2molFbjrjuOkJdU4UxIYQXkG/sBiKJ5RMbh3cXEOcBKnJLppDwCMLwstqqsruBQHOnn885S05NebzouArXqwYd0CD7QFfTPD4Tp7D2+tmGNzNrZ/KW9yPeLOQt9NQZjXZNb4k9GM5DQKxaXbKnn0sNRukFa/jq9mvFGjuKNe32xNINGLYfNX7JI9XMCYRvXSOz0i3sezN0WFWq8qeRXGW0XkQZEsRHpWuUJTviii9IExYQo5WaVPRqhX7+ucnt9Frmyp4SR9QxVaqeCo7C+qlUuK8fhBh1qB5f7C/ySiL5v1FowQcZ3N7NwV9Pe2czWSXu+cZy/Yg9FCdh5JCEE8RjyiyRgW/8tgqH63eK57PG994uugwEFTWBoxhD+FTR8Ck2ChQ1EeFyQqSGhA3B8VfT2wA7AFaB6NBCL4GdatbTeyx3yjYw08y7XxTCbNCDstLtqvbyKtWEwkg2+XgSQJyhI/UedQEw2Hl48JkAEWIZs96NDC5Wr+9uk+qSKKK7t4jLez3xpDrDnnwYpvTIDDJgA9+4eySER2/TIYQXkFCcBRP5Q5nsAyEuGWvAfh68aMJJf4xOqTBFsCkMYb6OVCsGHeNaqmLFKphe90MQ9sg4gGRY+wnxH6yqdChYsmg1PZSeY32wQ4n5a04l2jvAf4bKQycP4z7e+UPG8+vC+p8nbwdthcIxhpiLZ2joKmnoUWAP9Kct2uQGVSI57pB7LL6VPz3p9IOJU4NROHhF3bTqxsRym9Yi5jYKSsDyBuey+2ykadLqW+a9mEpe970wqSVRfP+tnm8vH9EUAp7SK/OIEZHOU122eucoFc4HuIp4lBkYRHAeGFZXqm7yp9qlAtHfMY4TpBYhwWEV22LseOMV7LwJAeEC00rpk7IYz803he7VU0a4IsG4cP4Yfk+2wVVX9lF8DeeB+ptf8Q+VR7zoSjkGDqcpxiXxtYQJ4kAPJHzGhMEtEw2Jhg4rzFJ6jQK+GJBLxw2tCbeQCO60NLTHeDxxT6imx3eG10UZ47RO1DVSpecPleIbooghFcQFyCX7Jnds566j+xUsWJsWwjG2toglFbVMS27gIIttf2qn2a7BGwIrNyiqYOOFTPILiwD8WwQcXNykaiAKDJWn0FQXSrbl0muTo4HQbdyt7UgGlMYQMth3hZ6Rj9KMpP8YEBtLxCMMehkBsz9cNHVKi0KmswNLbq6/az0gciChOHTA2U3muyaVVoAy7bx2tgmE6cGVeyNLVW8LA/LhCZwKCBS8WCqCYbNimIjNZmFejdnagFdf+HiQS07x4p/y8myU22zKuwryUeb5Cyy23unTSTjFe7vtWMp4vgBsQYxwrI63i9AEyccoh+9cxBzbtghdPtjq8XGYwdiCxsDoufmlhXwuCM27u3ttXycByoaKBBQWbBouJDrtvN50MYFbKqbH5IgtMLLHdjSLAvWrJBjH6vqO7ioTzc8Afi8NpIXdhxq4oiv3Yea+bi0+h0LGHOsJkABB/GFpzcR64o5daO00E2e6vZIcZz2FJvzjpOJ0RMkjvQ6UwVpRXZ1GkKgtYFCnMRgsgMARmJBBFA98QXs95INqq9NqbLJ2CV0bBlixTTZ1QpxPBsEqxrmnFx4fEvKIhYGWBvQ3pi9xkaSBCvFaD7hymb7hHk/rdkFRuEdmmH0zpQ0jZAqykMDiuyCIY+3QDCS4GSGcp3MoCq/8T8QRVz0QXg1kUHhWrbTShecPJtKi7L7VWlPWKTa1P7qH5titrGFcppMnJq2XXjgqzQUO4dRUAeip7tSBTXptXBTLMpzO+mcVbOGlIcbK/4NaRavv1vJvmbk4iZrzUgU8RRx1UJa2RXY4mCxsu0CYFuzkZkMkhsZw1CYPbpIdsjLcdLpy6fR6mOm9Bp3fZyvvrWZOn0heme/jyc3bUZEndn/Co9rl1f5TFcsmJR2WbBmhRzf0SC7qhDMxucIiK86f9R79ubmKjp6ZjHnRrONhYvdlFUFUKq5oeg7VIdAm01ZRBLpdhZtHcIqhLlBB/7F8yKRAaRXq/oj0aBjvEEIryAmetIQvLyGwy5YVxaFujt7NuL8XSMDE51fDAsAId6rq40bPwzUjQxkFikHILZQg3VsGchttBUi2gZhyy+lkKcnJ5ebVwQDbFGwZedxagS585SC62k1kh+wDGjjmDPk9XJnm0jXNGVNsGG/3XkUQkc5Ixe4N+lFa2Ufjwu2w/YCQbpDeyo9nT4mbTsPNrJaybm4NhtfhEFmoHrpvFac61qxhMqEn3gq7cqFk6iiroOeeG0/X9yhYIF8gTCjOAf3gcRBOU1UsdK2C9gGfP7uyDK7Jrj4l9VP4/iwxgQiuHR+acqSAMxL8/NnFEYiuFLZ6S7Wa8ZSxOHXRRQY0hFQMIZGF/42ZUPIcysCjvHWcVZQw8GruBuc0877dmWctri4bXKxysqtanPStgONPN4gyj3EXpHpnpQGV9ott2uFHOdbTYOH7RlQ4ZHPrAowe9Is8N6BtO453Eyzp+TzuY8xw/0o2NPOZrVtT1wZyDCSE/C+Vzd6eOKGKLSqxk4qr+4kT3eQKKuBcrKdfF6arUPKi927QYe2poBsY39QADpUa4ygL2QkBbGtDEYagi1/AgXbEe/FVRJR5Ro6kNMoCgujShg5Nkgw8DLRTLQbGchsIoVf2gaBdARf5W5uOqFsCjqTR6nOvvoKvh0E2jlhukphMFRgjjpzqmpqWCki3dvqd/Ft+N01ZS53YOMvJVMuMEg1R5jhbysyf4+SjmuCtEZ0/FFre7fqImazMmHRBTpQmRx2O1fx8/Kqw8ZV6tGKZbymF3iN9TtrmYjh+SJKFntprfya65Jsy6r9mCBdni4bE2kmH7xMr/ypXLxlfBXBxTS1xEU3XLR4WIjYcHW6G0yDEd1W+Zk3ylnNBNFFww/4QeGvBXkCKcX7t3h2Ca02iPiAftMQMni9HNEVtlGfLFjdEhrfuK0d3REVP50AhXz7gUZWbHFecKc1I1oMf7O/2W5l1ddnDfLEr7nDS/NmFFG7x8/WD1bMoZYjidLUNhsAGcUPzsf/vLaPkxRgD/IFwtTt9VI4bKEn1jWxoo50BXzmdIIHbENYScHk0pzEofKQjTSOFFhjBH0hhFfQB+Y0BG62wHm4+GDqqbFqwqBgIsB8t1JZoX6iNXGq47q0DQK2hY7WOiQTURjWBOTqOlwcaYYWw8HWeu7OhoutLopDp7f+iuL65A83VlGws5XC3H/T8LDh2F1Zakkxu4Dj0iSSTJCu6NOi1u2kTm+QPbm2sLpga1+jJjZQoJDWUNngobLS3JiKZXRBEl4HZLa20aNIUdQyOAgEP683wNslSgp1xywQcOQEg9x2dWPSqpRcvIbNobpS4WNalGujkxYVcDbsWOp0N9DrxVLEORGhrJC7uqHRhSbgIE5Ynkf+7YKZxbRy0aSkfMz1LT6qbeqiiYZ3GGOvO5WZW0Ljfa1p6kpLjym/R8um0cadtXzuodhQazOwxoBoRtRavraFuG0zLmtL50+gd/fUq5QMRJe5bL3zkNGG2CjkhK8bHebQxpk9w4YabLWEWS2GZ7elrVs1jQiEmABzIZ3hxcbkEuQXwDYYX/yMVIOO8QYhvII+MKchsBpqNJlQxM7Sl/Tq1sL4lTNvrWRz51L2vOOHbR+DnjayuLLJUTqBX1+rtpF65YKJ5Ks/zNvgvkSK4uLmD3NHt+zIMYcCPm4tHO+xAkG6ILpFLUhtyMjZxdI0iKKO7YJaqokNuqUhgeC05WV06WkDV4mD9OyraGVFmEmRy3xpUWoaLu5YBt5b0ZIwSYrumKX9ulhswnEEgyp5AOod1M1jZ+fSklkjo4iNVgpBrP2IZODWtNGhqnb+Pp45OW9QBXtY+ted5kCa4SllhTSqJfRAKQ2jDcR9FXBhoZWCIdhhiKPHdLGfBtvaLEjbcHDM2knHTKGqhk5qaOliCwQUcz158/nRnU2JPAV5Tv7c4DF8C2oodVqnDQWgaEKCEE+lLGNy2dTaRSWFbvbIwzaEyQTGFvukG3XUN3dy85aRaNAx3iCEV9AH5jQEqzuXPazhbo+K92LSh1JgowmDLlpTiehkceVyQkLW9EXcmng4FWi0Jba5snt9cUXIutVmEFw75S48kby1Bwcsihu4oE49r3PynH4fKxCkA2K1qFXNCwzfq6lYBmR39tQ8vrhjG9wGXrBoVklChAm+YN1kwO2OfVmBkgUVDWoYth9Mx6wcl4NJNft3g0pRw76DwJ+xYjqtPkop1OMNsbp2RRcLJkp8XSCFkZSDcEyyC6S7x1QXr23d5zEag6hVgWhgwoeVD/hmMW4LZhaxGouVCJBeKyZWWF0IY3KofL1QuGdPzaeD1e2RXGgAYjE3IGWrDcbHQt2+ENtDgmHl5QXZxSRNRwBiMofPBW7Lz3ayT3wkGnSMR6TnmSoYVZjTEOB9teUUcvICF3AhvQDxY5yIgE84uqxZ2PIAvy+AWLLhXOo3K9BMcr1dXLgW6vYwoeX0BCNyzOJyk3PKXHLPPpYVX8BZOpPJ+ED7l0xBnUAwFnJ2owtmootl9HYgASA3iZIZLOvq1qj9QTeuwPaD6pjlUx2zoD4H8VwoQrJYmNhcf8FC2rt3N9F4t62YCumiiwUTIVClhU6O6Xpvbz033PCxSqm+7qFAguwV5TnT3mOqi9cOVLaSp6uTz3M07DADCizOJ1gMdGwZCs16+bQbPPzZwEQLkzUowXq1BI/HOc1Z1UZLZ0woQXphveGqF1yjQmo7rLRgf0B6OXUD11u7laPnFswqpgtOmU2zJievygsSgxBeQR/0SUMoKCW730sBpCFwPi0+jEFD3UW8l5OJIFIQUKg23Ev9nKiAgpWOZgq31LH6rPbLiEpD5QqEaESp+buo4dl7In5kHJu9aDLlzDuebQuJENdEC+oEgnRCrBa1sQpmQGRwMT9S2xEpAIONACH8B6taE/KmYgkWZAFqLEdnxWkfzMVxTiyVqzSAwXXMUsvEeI1st5NVNCy/o0J+PCLatmIee9216+0kiwVZ5YfaHwwYUVwWfu9AcvEeQ/mcUJCV9h5TKNs4r59+4wC37NWeXa7hMAguCDx+jtS2Rwh8tE8bKxLby5vopQ2HKMsB2tSzWgIY08dIbJwuPjOioiPFcroNNCaew1XsKIgPIbyCmDB7WAMNFWTJyuEiLZVcgKgypBSAXDo4fowTGYqnpHSpHyqur+5QH2XWXjyFvcJoO8zAdDrSGRPtgo1vFuP2QGs92UJBsiOpIeAnb8Uu8jdW8vHBtiBqrSATEatFbXTBDMiMLgbDxRoXYPhhQXBAeBAxhkKogdRB+CVBTEG64AvG80Zn1OJ2nRqg26km0zELDTFATEDg0P0M4f9QpruNdrhrt1bR4ilq6X0oGK2WuKmyrZhh7tqVaFewbQcx0ejmGDN4WHX0my7uwnkTsIVoyoTctPeY4livfv98tgys2XiEJ3I4Bnh2dYtknFN1zfGLxA7XtPEYH6pup6ZWnG0WXqHguDZjG3X5UXFmuoxbZyKjmBLPiIkZN+uwWenkpVPZLpTu51emQQivICZielhdqhgNxV5ZZfPIPfc4Jr0gn6lc6gfR7dj+JrVt/C8TUxSZ8T7ZneQomUrOSbPZxqCi0HTBnFU1hldPwGqz8SBlrEJxCzy9WHLKLWLlGseF44NtQSAYaxiImMVrUWsumAERCOIjhNVeK4p7wlzkAxIwpSSHiUAi6iBea970Atq0C1nXsaOs8LwogcV2iSyDRxN2kAUsL6Olq9k3idv9/hD9d+1BqpmTTWctK06dDxYEPcdJR88oohOWTE675eZYtpVoJNO1C+//jsMe6ugMcktmnCMRVd0o7srPsUc8vWNhYoHnvOHixZxc8cZ7lRzDB1sCPLtQeaHsxspPjraK4DFYSYC9ob3Ty4kjyr6gJoi6mE1D23swbvhs4V48B0h3eWVrQsWggtRCCK8grTysILvN/3uU2je/xGoy7wf7hsPcSMJbtY+81QfYv4v4sVBHs7FWpIvnTIV0+NJxZTNh5qYTvm729HIBQ8FETm4A6ZXiM0EmFijFb1FLXDDjslvpUC2arUDZRbGXlbJNndawXaLqIG5Hziteq9XjpbAT7VeDpigrFDsRFeS4aPWSxAqoogk71LX65i4KcB64Ef9tKGr4HUVzG3YHqDTfQcceM/T4NqjgUPK8Va20dX8DPf/2IVo8u5iJUTJFYCNtW4mFRLt2IZKsqd1PudmqsCq6zbRuP41CK6QTDCaSLJUFdokCz3fV++fT9El5kfg2vG5/lgK9j+hkN6HQzRM35FaDJOMSg46COp0hOp5ezwVAhnVMPV4L1hxsKi2DRwdCeAVp5WFFh7f2ra9RsKuDiS7ZlTJlzJWVshtUPkFrdr5qF4wCOuN+ZZqy9hTVGd3guAtbZDulekDxhXINMi8eXUEmFijFa1GL7UHm0MDB5bYzAcYFGWSmV/fwJNRB82vBcsDV6IbCC+tBslFLZsIOYgSSBbKhl4p1y1cs4CClASQEGcPrdrXShy9MrhmC2QcLUgQlGY0y8HoYL5A9jPfmvfVUXtVGm/fUp7zAaDCKZyzbSiwkmqjAkWTormYi0Bjv6McNtu1tqgvshis/WedK17eg2M1KzW1q5UJzW5zTyGeHXYGL4aKA28NsrcPao4rl42K//Cw+7nSOc8tkCOEVpA3YyrB7PYU6W42E8J5lWAWLikiDxSEU5DbHTIrZT2zEpBlfScrywM+qitWQ2BDdqhiZvKEAK9cCwVhAb2KWG4kRc7ugzOZSXXNXLwtCf53BZjCx6+QLMZbt4yFRchPrtbR6N7esYFCFOZpEv/5uBS8lazVXF9dFt3yF57Su1c95tGjKMBgfLMgNyC5HrBl5wiDXaKeLBgZd3R6qbe6kbfsbOUJqqKrkUBTPeLYVM5Lp2sWRZEbqgHos9VF38RKDjSQbjgK74chPxvmzo7yJP1/oIMr2HKNwL2QQWbvdxjnQOIL8XCcrvm0dqmshE12sJCL1we3otWqS7nFumQwZcUHaAEorbAaqr0Xv7jYaXAlrtA8OB7xktbs4jQHd1nhzLDNhydOwNfA/iDDLckfaCWuAOIMwc+qDQJDm0MQM6ik8h+VV7ZFGEZHIqFwn32+2IMRTtvB8dz++hRMa+kMyF+hUdyHTJLqlvZuq6mG/MGCJ3fIVJCMQCHPzhUQJr9kHi5GEZ1XHsmmgQA6kD18oKMjD722dPtpR3jgkVTKWlUJl3/poa4vqYtbfc8ezrWjguZLp2oVIsuI8B1U3+/hYQfy5SxmW5jmH10aFRjvqZCPJYhXYRef8og0vUhUSLbAbLqzfpvYT6NVpzUYUtqsCTLbo5GZxRN6Hzj6aTlwyiW5/cCPtPtRI+W4r5ef1XTWRlsGjCyG8grQB5+siXow9T3G+6LB+iW8Po8sbEiKC8OjiscxutYfXILwBLyu5tpyCPhcCdFtDAwp4kgWCdAfID5baEWoP/yRUV7PypCOjsLxf1eDpY0GI1Q44lergcHUhw3MdPbOYXlp/mD/VnABhFAX13WeD/lsG54OFmqmzWc2EnycFRoNJFN+hGQG+Z0qLspkYDVaV7PGJBrmoCgRTx67h/zXeAL284RB3nDt9xfSYz9GfbQXvXayCrHgA6VwwLZsO17fSoZr2Hg+qAYwP8pDRgW3lwklJEdLeEwuixtbuXm2L9aQNfvJY5+9IAefC7sPNfOzmyZSGuWFLpzdAhXk5NGdaAbndTjrz+OlUXd/Cn1EkkQxl8iFIPYTwCtKrwxssCsxX46lOWCuyqcgxKLfufLJ0t3NBmtnSEEEwQBZHFllzetQezmBsqYu0FpaCNcFYAIhZa4eXl9ZxHY2nPOH+NihzCVgQUqkODifQJhf5pSAYZjIaDXwtuJwW3j5RmH2wUIh1xq+G7jimblL1BGo75eWEKglf7wtvH6SppTkJt/M1K54gmjWGR1m3scV+wKLR2BqkR9fsoxMWTaLalu4+qnl/tpXBZLyGTKqrRiRL1khywP1G7WDSEwtNaEF2sZ9Kw7BQIBQmr8fLY6vIukrnGWmAaKPBBMg3xj8WzA1bQP71ZBCTj3e3l9OOwx1DnnwIUg8hvIK0AZRWx4Tp3DaYC8xiBtgrTy53UbPZKdB4hLN1lSKs1V2DFHMcWYA7sPkbK8ieU8Q2Bii7muwOZ4MMgSCVcDqtBhEJqQzQOMoTCC+IIbYfCKlUB4cTIJFlE3Np35EWVhmxTBwN3I6PfmmBMyll0OyDdRe6e3WiY8+mQfzwX9goIp21iHiM6pq6ON5t58FmuvPhd5lsJ+Lr1YongAJCs2dYQRU7dXb5qbKunW69+032K8fz+KbCSgIy+/buNiZ6KGhUpF4dPcYFT8WNSgJBem5dOZ12nPKJJzOxgD0Flgh1HKrzniLXapx1geDOg420ZG4JjTSYmIfCVJDjjCjumGxFAyouzoUFM4sjY4B/z1haRKUFDqpqtQ958iFILYTwCtIrBu3oE8hbtZeCiBsLeCncq3ANNoROLiIgi43CVgcRCs5Ajrl4zTidEVGmxQmbgwgkt7ONgq4cstkdbGNIZYMMgWBEoJP3DHIbC0oZ7L19f0i1OjhcwOtfcNJsuvfp7az8oWsWyJ/2gSolzkLZLhutXliQ1P6alW4QT0waPPz8SHdRiifAdbTG8/IY2W3U1KZUSn4/LKpDXaJpAyBWaI0Mj2y0Z7g3FCnEc06fmEcOR/xUg0SsJP2lQdQ2eam+1c/Hoz3bkQJBU7YsJlV47WSKA/E6aFl8qLo1kl0LKwenShrjq1Mlkdv82qYKuuTUOeR0jixN0cQcJBc2k7YOHx8v3nudDqLTQjAhXLloUq/HQ61fOiePrlqwcMw0MBkvEMIrSLsOb77GCmp/18jhhafXaleeNqQzGP0ZrWiAkZ1PgWZv5DYLE90whVE5C6LLxW0oYrNwIZuzaBIVnXIFR5AJ0RWMNcCukO2yc2e0eKoT+0+tFg7Vx/aJINWFZsOFU5eVUVW9h17ZeISVN5Ai7qxIqgsYiqmWzHDRsbOTLwbqHammipVAcrC8rtkeCDaW47lgyYrWssoCAWsJ1D4ooMhZxd+JpA1gjCFsgiTHs2mA2OrcYRtaKWfZI0Q02VSDRNIgapoRmaUaJehJVazYLdyP/U6mOFCldRTS+u01THiDzG5VZq1+LW0dwbhiH596s5wuP2MejSTgl8biIGwXOHSk7WJ/fSGV1uBA8kKWg1XgxbNL4k4wUuljF6QGQngFaQUQ0aJTriRHcZnqtNZQYcSQqQsb2R3kKJ5K9rxitioErTYlZAX8kb7mnLtLAbY8oEEFHofn8NcfIX9TNbkmzxnloxQIkgeIDoLvmfD6oQwq1UmrnNr/6XLYeTk22dijdL9Am5sHICP1cG27Wnq32zhiDY0vCuzNg+oAZla68dzbyxt5WZ1JraHqQTv3+sI9HeSCYbaNsP80iKIzZ6QiP5GGHZhQgKRX1LWTzRZ7Ag5SCV6IY8L8vZevNom2wYnm3xqtFBiq3XRPi9yhFgcCC2YWsZLdFoCFw4hNh3WEtQplYUPqAcg9osuQd5yqjmSJ5Bxjm8fX7OMmJ/g9ZFG2ElhZULhoNSYd8PeiOBTnXDpNCgX9QwivIC1Jb96SUyl30UnkqztE3tqD1LbpBQq01nNbYdXT3SC2UICN1sO9EEJziqDJ7+vgFAjprCYYq2Cv6YQcVjeR69nS4Yu0fAVpAOFCLBn8kVMm5Ix47NFItIodSI3evr0lJc99sLqNNuyopV2HmqiyvoObXoCgofIe6nlzWzdcVUzQdKoD3hPtNEmkYQdeb9nRpUw4VfRb79QJ7W3lts9MslVGrhn6daoaO2h9+V4qLrST255FZfmTyWb6jks0/3buZNhEFNHWcXXaygDip/OOUWAG+0gyxYFATraTu+3hHI00xzReA+OhXwPjARUZhW1DTWtIJudYbwdby8SibNV8xEhDARHHuCC2rqTASqctnzbq3nZBchDCK0hbgJRCjcW/7ThZc4t6yK4RY9bTZc38QP6KVnYGo6DNlp1P1hxYIKSzmmDsYs7UAtp/pIU9prOm5PHyus4whcWhrnnkUxVGq1XscKnRvPQ+rZB/cCwgv8+8Wc7EFFX5UD5hYQBL0yq77qKVbMOOi06eTWveOcKkGjFXEfWYfcmGlQH2iWCIsqAqRtlYwhQiX84R8jgr6NFdYXI4YX2wUa6tkI7KP5pWTF1K0yfk9cq/BeCB1ucNFFetFL+3X3WxVEE5ymcbNpFv7AeAb9hpE/OSfg9Y1c53UWVDB2U5bYZ6HqUih5WVg8cvGCKPkYc7GCTT2Q2IHico9uboNKcD9pUQTxIuf19qlGfByEEIr2Bs5PMigoztCaYcXXRkU+UOsSt0uCUTCtwsKodXOqsJxiB6EcoGDycwgLDgQgyLA8iW1x/uIbsjmKoQk1DYVNHXln0NdKCylSpqO9iKMBbJgSa/N1+xlN7aUs3WgYPVmH5jDV6p6uYuWsk27EBB1hVnzqMHn9tJbV1+TNNVu2RjKT3oQ0GbUnlBuhB/hvcbhAsSab1jC7U6D1PY6qMQFVBXl4VaOzvJF6qn7ZWH6IXNO2hq6Fg6UtvJqQs1jR7ydAfIx1m/poYleS7+Tm1uD5DTrr5T4R1WxWVqf/C71yDJ6Cx2wUmzkn5Psf3y+RM5EQNqabbb0XvM/CHq9quEHpD+hpYuevSVvdTY1j2oiVN/yjbeNxQqvrbpCCu6y+aVRnKC9XYlBVk81ubmGPB2g/dXNXamtQVI0BdCeAVjI58XXl2otQbQOlglNoT6kl1tDuOkeJjErGR1ZlHIh2VI6awmGDuIRSix1Nrc3s2JAmgCAGI1odA9KqkKvVsd5zEJr2/p4mX+UDjEcV1PvXGAOrp8dMPFS8Yk6e1jd6hpo/uf2sEe4tlT82P4W5Nr2IFiPFgf1m2t4iV0zhtGtFy3XzeMVK9hsUSai+AnZ3IdtdmPUDAQoDxrEQW9UCN9FAg6yGZzUsjuoQ7HYdpebSNfy2TDL6u+LbV1wNywRKu46LQWJCc1tHYZGcR4jBGlEFaPPeeEmXTKssG1/r3olNm0ZqNStSNpG4RiQJVWweNtjCnG/XBNG/1rzb6ku9nF6uym3htiSwqsCYiyw7n7+Ct7adOuWibYuW47q/Laj43HwcaigQlIIq22BekHIbyjhEAgQM3NzdTR0WFkPg4dPp9a+jlw4ABlEjA+3rnvo1BXO1lciqyGvJ0ULlnQ/wM5uUGpFZ14XMBP1uw86m4PkKXjwIiOH3vtcnOpqKiI7Hb52AmS78RVWujm4h6QgRmT8/lzAYUKy+AnL52asuKeRGEmFCC76ALHnkejeE7Zj9AIw08vbTjCyvRFp8xJuDFDOkInDbx/1QwmYVDVh9qwIzoabvfhlkhjBwwh5vQokPOHUTSllOPm9i7qmnSIfKFucoQKyGmzMdmFKqoV5W6fm0K2NrLk1xLVT6RwGMW8Cko1DrOtAA1LMEGBuornRwHdpOIcYzm/27A/KO0AxWRYVThxCJOqiKr9313c4IEtDKEgFwgi/cLlUHFwIPkY22TTKGJ1djOTXbSoNp+n+DxhvNEmOhgkam23UKOrmyceILqIJjO3CE6m1bYgvSDv2CgAX4gVFRXU1dXFXy6pIkAgVJkIfFm5pszupfCGcRUYaJ7QS3hR5Ndi7/nyG8nx8/v91NDQQJ2dnTRjxoy4+yAQmAklEgOgmOKi3NzmVV3ASPl1sSSLZgxHatupvBL2npGFmVBA2QWJiG6e4A+rzx2UtNferaAd5U00f3rhsHl7RwqpbtihFeRViyfRT+5fz0QTRXGhsJJlQQbhqYWmCFdt0NlO4XArOcKwVGRFFFqQMHyzwNuNeLEwOcjq7iJrtodCncqXiuI4vE+qMExZJ/D6YcTYWYgQe4v3jG0TYfh2wzzhAvCVi4Kz9dtqaNbkwU9cIqr2tmperQh7wxQ0Gqfg9dC+WVs3kkmjiNcyWgPKbvR5inGAsq2FesSlYTxBgnFeo3gO+8XWD6MoNNlW24L0gBDeUUB7ezuT3YKCApoyZUrKyA+eE3C73Rk5SUAzCkSRcUxZRBXXTrQ+j+i5HUTX5iBrVg7Zcovijvdwjh/2v7q6mlpbW/n9z88X75egf6BYCgQRF1/AHEEGiwBflH0B9pH2lwYwXIgQCpuVSXl084RuqIYB5QPlONtQmDNuE23MkM4YroYd8IXiuaDUcgSWSxWpYRz1WHIjDCu6yoWpIDubJz4Hq73q/DC++fxB3dABURLIJe9ZftfqKUgeF4fZQDJV5zgApxvOMXP7Xy6mMzrM4bz73+ZK/l4d7PtnHr9XNh6mbfsbIwV77mxHL7KbaOpFfy2j9XHDxmA+Tznn2LBRQMHF+KIRiHETjwkmG+D7vk6vYSty0MqFk8bkeTveIYR3FNDW1sb/Tpw4UZS+BMG9y3OL+Es22BEjesiwLvRqL2yQXovdxUVrILyjNd54XbzfILx4/4Xwjl8kGt+1foeyC+A07r18qlQ5LEODkBTmErktync4ktCEAgVqOppLQxM0fBZZOTOKsHAssGa0dfqSXqJONwxHww4kEmBSwAqku+c9155bkFR8vXnDDrTbIIdDdYJjcmu8ZMgoNuNvOgveAytRqOe5dNQZ3guQ2U4KqOc30hjweHSQw7mF50EjDf29ifcU6jW+WYf6/unxQ8FfTeNmJrt5OY4IGTUXiuE2raCjEDKRsTa3jAZ5RgpG9Hmqc46heus0DA3d/Q02IqjOuN/oshxHZBGkO4TwjgKwvA0bg3g5kwO+dLn4DG2E1Q2c3sBJDMxtTWHoBum1unLIXoSJxejPxvV7jvdfML7TFuB3xQWdJ0JFbnrfcdN4mde87e5DzUw4zEuyZsDWgOdA8Rp8hiPtKdSEYuu+Bi5QM0cGqmInRXZBGHAIKuIKCmVijRnGClIZkYb3Eu99rEI4fi3jdr83l8LebOr0e6gwq8BQ0LGBafEL34c2H5GnmEKdOb2ex1w2ArI3uTibl+qx5N/eFSTydjMZNpNdTRbRTa4o35Wy909nG2vlVZNtHQWmkyTQ3AOfB3in8XI4j6AEL5tfyvFu0S2IzS2j4QFGdzS2BBnHY8451p8xc2MPjLVqd4QJBSwQDiopzGLf8YadNXTKsrFryRmvEMY1CuALgeniIEgCIK5G03VuHoGfYEARX/4W16SXgx3JlgcLQ/qMNd73VBUpCsZe2gI8i6h+h5DEnZxgdWnoYBUKhV0r5zooN8tGjqpWqm/uYoKBCzMuyLFWJ3BRBjFATNRgPYWDbRihCQX8w0hj4Da/NhuTBhATQGesalUN/mPuGjaIJerxgPwcF48VbAO681g0OJIxZCF7+2TKLquh9kALkz1PZ4AcDpwnvBWRo4so6CRr+yT+DowkPui4W9XZl/+F/QTPW5IP4hmkFo8v4gUG8H5qX62OYEvV+6cnTjvLG9nrbW72AOKP125FK2lD7fV0eTmGD+osutTtLG/iLGMUwmHSaD53zV7ruuauSDtqjJ+2OmC8dWKFLs7TLaMBzlwm4mYueTlOPovlvB2bEMI7ShArw+DARWfomubvVn/jP1B88cOFbIrwIm/X6sji7dMJ8r6PT0DZVWS3OxJrhAu6Hb7IcJizUbfsraddBy1MeINUx8VPAEdHdQW4et1pt3FRjSIvqqAIpGD+jOKk1aZUNIzANsjZRfQYqvl5r8JqmV0FykI9szGhAKnS7XcTbcwwkl3c0gFQO0EkEZUFsoliqegECNyO9zzfP5OOKS2hva27KGBvJbJbqNOvbA6U1U1hv4NsnskUap4UmYAAWj0GgcT5B8CDXZznolOXFNLOwx5q7ujk+wPIP+fVKSvluZ00pQS2MEr6/Utk4oRJny7Q7GWjCCkllo+fwtTWqc4zTliw2Zi4IuIMWcYgomZfsdkrvHZrFW3cXcdKtdNio2yXnYvxdPSY0W5DeZxhcTCeA6sXbP8IhthixI1HwkGJJRuDEMIrGHu2hqxsCgd83FI4bIOXzSC+UDHwS8DPisZoenYFguj4Lii7ILvaFwl4jU5pxqIFK1eBYIBCYVQO9XSgwuNQTAPSGIFxP5aDVyycODjFeXsNLx8jnsrlsHH6STJFZbgPTSVQRLdmYwWrbthf/tRZiZ8TxAgkLbr9biLxTpqUY7JwpLaDiSBI/4xJebRqydhOeogFEPl50wto0y4kclCf7ms6wQDJtfOmFdFc+9G0vyFAYd8BClnaKBQOUtBrIau/mELNpeRtmhQhi9pLzX+bzi1OgAiroq36Nh/VtngNVd5CNsN3jddu7/JRdaOHpk7ITXk81+rFk/l8RAtnJtpBS6TQEWo3tx7G54DJZognBvq7HfsJ8glV+tWNh8llt9Ilp/eO6NM5wtlZsJShCA12DTvZw4ijNNR004qEtjhwJKY/yHFssCGFjXMSHdd2HGyk+TMKM+r8y3QI4RWMOVizcjmijBMbQHxNNgdcsDXZxY9AMNqAMomLJZZLzb5IkEN/QPnP2esaUUeJPblQfXHBxwVdXWi1smuQFyOjFRfld7bX0typBQlffFFl//I7h6ndo9QyRSpU3Bmil3CRT7QoCa+JphI5bie98V4lK9Pq+JQCBpIe3X43kcYMIBYPv7ibmxS0dKjiPV2LCuK1+3DTmO7iFgs4jtVLprDvtNXjpbDTxoqk7r7mzlZZsLA+gIQ++Xo5tXcWUkH2CVTg6qC2Lg91eMIU6MwhqxXnmWrMA9Kc5bAx0UNcGcYRr4WEBvhjcY7hPd9+UCXVYOne0+knp8lKo4sk3U47e3gTbayRaDoFJkfwB2Nyx8dstDjG69vtWLXDloqRYtKIY8I2HCuGyYA/SLVNXfTYmr20v7KVJ0Qg0o+v2RfJi87PRkc54t9hk9CtjdHoA8+NMQb4MxcO8+1cAMieYbWaAtJNgRC9/m4lT+TGatLIeIQQXsGIARm0jz/+OD311FN08OBB6u7uppkzZ9KFF15I119/Pblcrsi21157LTeAePPNN+MmNsCu0CumDOqvPStCdodL3UXDkDvuuINeeeUV8ng8tHTpUvr6179OixYtGpbXE4xtQH3iinO2DCj/Ki6mWCLl5VOTp9L8LwgKHgcV2Hwq22xEWSjiCYTI6gAZsNLrmyvI5bIl1HwCitZjaNfa2m2oWbY+cWcFuU5q7wwmXJSE+69+/3xWXnXzhKa2EJP0HLfDKHRS3s9EGzOAlD+/7hAXU4GMmPcTEwUUN/337YNUVppDp6+YTpkCs++0zePlcdMKL/u1c1zsecUkCgS2p4tYNk3IIgoVqIYkKBOZWJxNe4+08rnHHdZsNp5MoYArx9RQAckQaMiAqdXUEif5w04mnWZbhS6ShAoLcpxoY42EI+5CYT5WPC+8vPgb52JtYyfvuy+o7AeGXmuor0gDCSoybDTGwD5vO9DINoc3t1RzO2Vso8epuCCLi/NwHPCegywDsEfANuT1hXg1hdMujAg3KMN4LMYExBxFfnjOsZ40Mt4ghFcwIjh8+DB99rOfpfLycjr//POZ5OILa+3atfSrX/2K1qxZQ/feey9lZ2cn9HxMet25TGxZ5cU3nsXab2OJVADd2G666SbavXs3k/QJEybQAw88QNdccw2T+dmzZw/bawvGJrgZgEFYoKgBkQIZ41w2FzJqewMKkPwBK5MalZ1qFBqFYH0IRtQoP5StLj+3Rz1Q0cIND/pb6n/qjXImAVz97rAbKlpP8Q4u6mhZDGKUTHFOdPvdZ94oZ18m9hWvAVUt0cYMIGjPvAX10md4Oh19YtlAilAx/8xbB7nNbaaobLEyfrW/em5ZAWfAvr2jhicC5pa5GiBo0yblcooCmiZMLcnmGLgsp4McdtUpLToFAv5rTMDy3GpCBj8vyCYUXbOtAuAsWrcjqcYayWTm4mW0TUIXOGrCrqAsMyr6Tif0KAUckz88HsknmLzBF6887oWmTF9i0gty3dXtp8oGD8eWlU3IpZqmTm4vDCKscoyJXHab8t0He1YqiguQ1R7OmKSR8QIhvIJhB0jizTffTHV1dfTPf/6TlixZErnvuuuuo/vvv59uu+02+slPfsI/yYC7pzl6lOHhxn/+8x9677336Le//S29//3v59vOO+88+sAHPsCq769//esR2xfB2ACWfHEBRhoDFw8hOorvMfJQo6DzPwEs5eKazoU1KiCJb9fkI+LptMInGzSULU9c/y2Iw7t76phE47MDxU47BUAMQCShYKGhBe7LzU6+KEm33735iqX01pbqQTVmQNMNqJTYN13kFg3cDtKHSn1sP3daIWUK+sv4xd9PvlHeq2VuNHA7FFx4sXFegKQ67D6yWqysjMNLbVbcQfBY7XX0NHqYOiGHVxLMEWE475xOG526fFpKl/KjM3P1ceE9hrLs61QWB+wEVjhwt3mFRDfT4H0nCx8LlHAUY8KyESs3l/3vxuoDtr/8THU8HZ1+Wretil5554hKqTA+eyi4NI8bbk02qWK8FF+mK4TwZiDS7UP18MMP0549e+inP/1pL7KrAaX03//+Nz3zzDNsDUAHunTF008/zQ0kNNkFSktLmfDiGGBxyMkR77CgB/jsIWcXubogkRwxxvcoZZfD7Xvy7vkCri/euB33a58lLsDsJTTypmFjUM8EBQyZvtncCCLeUiuUV5BDqMR4BFRjTaShYmEZOWhH/JMqNOMGCIMsShpKY4ZDNe2RQrf+gJQBbIftM4nw9pfxi3EMBIK83K4VcOTXRqc5wKbARNdmjXRWI2uIOrqCkS59SF2oa+5kxZbf/3BPRjier6QgiwmobgIBMojXOvGY1Cqa0Zm5yGlmMcNCTDK7vFCg1UQR5wQIrl4hUW42NVnjLF8jCQQKLx93MMSrAfHOY502gfNooXEOYUyRL62L+dQqg/JPx3rsQJPCVCSiCIYOIbwZBHyI1m2vpXf3NqXVhwokEVaFiy++OO42d999NxUWFvZLFtevX8+2h82bN3N7XhDj1atX0y233EJTp06NbPfyyy/TPffcQ/v37+cv/gULFtANN9xAZ599dmQb3Pezn/2Mtm3bxiR1xowZbLWA4twftm/fTscff3yf2xcvXkyPPPIIE/vly5cnMCqC8QTkg67dVkPv7KwhTxdIr1qW5fqXoCK96BPAKprpIwpya16K1dXkwXCIsk3L/LoVLZae+2vqsH5bjYoPM/qzaDWZ94aJtyoCApHEc2L5dqhFSYNqzKBbWnHsSn/Q3RUp44UDvU9IB0B8F5Rb7I9uzGBuxwsVV3fpmzk5jxMMzG2C8R5j6R4EFp3vTlg0mSrq22nbvjrKc/ceTDwfkkBw7jW1drOtIplzItFxNHuXcf5CPQWhVCquym/m8xMWGTsSRYwIMaxM2FSOrjkJBNtH0i1MsWzRiJU2gd/tbGVQiRDJPDbW8SOBQhfO6ePCYzOhzfZYghDeDAE+VP96rZze2VXHF9R0+VDhSwkk8bjjjiMHB0TGRllZ/6Z/eH1BWkEs4QV2Op20adMmevLJJ2nv3r1cCAe888479IUvfIELyb761a/ybSCin/vc5+i+++6jE088kVpaWujjH/84dz3Dc6LN72uvvUZ33XUXdXV1RR4XDRBjEO3Jkyf3uQ+qL1BdXS2EV9AH+Mx99cPL6Vf/eJfe21vPCpteZVVB94iSthqtTZXyC8VJN5xA4kE4rJQ61QrVFLlkxFW5s1Vb1lhNHfC8UHeRQwrVGITWnOerSbWOQEM2MCr00cVqNC7CM6fmcfQTWy7CsZtu8HGHVHcubJ8qRKtxWk3tr6vXSMAcJecLhDgtAM06Oae5UxUb4gcCR3O76pQGv26228lL92Z7AiZcIMyIo7vs9LnsgcYx7z/SQM0dAcrL6930ItFCw6GomrG8y2yDsVtpxYJJlJ/joC37G6nWKELT0Wo6UcEWlQSC8wK3BXyBSGFoNOKlhcSzWCTy2GjoMUCkXrTnGs+NcZXit5GBEN4MAT5UILu4SKbThwqJBoFAgJf9hwKQ1aKiIvrb3/5GbjcKBoiuvvpqfm5YIWpra2nSpEn8O26Dx7a4uJi3g3KLbVFoBsIL8oztQXDhvwWuvPJK+sQnPkFHjhyJuw8gvIB+fTOysrIiSRQCQSyAJH3tmhX0xuZKevXdCiYBWHYGAcGVOz/bQV6fnyvEobzhQp/jckS6qUGlKkBcVLc/8vnWxFh3wdK366VWPM/r71bwBfdQdTvVNHaw4sWk12alILpOgTjoCh1TUgQKc0DuRgOzJudT2cRc2nekpd8GDMC0ibm8fSoQrcYBeD8S6eo13NDECWSvbEIOF1hhogOPa9iuxgOEFqOESDGcE8Umv2k8e8JMI84OBPTd7eW043BHL4U10ULDVKiaA9lgkDDy9BvltGl3Le2taOX3xW5VSRO9/bXG81lVoglaNuvi0URIfDyLRSKPjR4HPQaxCgzxdya12U53COHNAOgPFb7Apk3MSasPlW6hDBI6FPz+97+ntra2XmSzo6MjEmWmiaZWX3/0ox+xegvPMIjy888/H3mc3uYPf/gDWyhWrVrFijFsFf0hkZbA0uhC0B/wuUOEFhQ1XNDxmUWe7IGKViYw7R1BcnDgv4O3BSGBGuvOclB3t5+VPZDVUAixSfAn9rR8BZnRALEAUUZc2Z5DzXzBVaqwWhrG41C4BnUMGaMsLBuSGRy9UHrft3zaqCiZepwuOGk23fvUdi5Mi9WAAZ9GEI4LTpqTsu8zTSq52YDVwkQJy9qJdPUaTkQTJ7yP3X6ViwsCi/3DewYCCE8ugMkSSCZIo/afansCgK8zs/8Ux3HG0iIqLXBQVas96ULDVKqa8WwwOB8/eOY8bizxxOv76cW3D/G5gMmROXlCE9IJBW6agvSFRk/SJD6exSKZCQA+45jYDlRgKG22RwZCeDMA+kOFqtx0+1DBlwsy2djYOKTnwcUGdgEot7AwVFRUUFVVVYSEIjMRQDzYW2+9Rc8++yz/QFk+7bTT6JJLLmFiC8ByADUXqvEnP/lJ9hfDC3zWWWfRueeeG3cftL8Y+cHR0Lfl5g49hF2Q+TBf0JfMLYn4HHfs3MNZoKeuOpbD+EFGoG5Ckdu0q46XWEGQu32GdzDb0cu7aV5qhaKHQjmdQQpipML2keoQZvKsCLOFkxmU1zHEfl5UuCO4fzQBBRWEY807h6mlw8tL9+pTrjzPRbkuOuP4GXTKsh7/fqpIJYq4atq6VdGeKSUCEwSQ77YuP63bWjViK2axiBM6nqEJRDPbFBD9hmJDfQ5AmQ7Q4dr2SEORaAU0lv8Uj186J4+uWrBw0P7lkVA1sT0yp6Fqg5AeqY1PSC9/31x6e3tt0mkhcS0WSUwAOF84qKxJ/SFVbZoF/UMIbwYg3T9U8O8iygvxZCC/sfDYY4/RSy+9RJ///OfZpxsNHV2G4rKVK1fSGWecwert//73P1ZqzaT0r3/9K23dupWL19544w1OT0BGLny8eH7g1ltvZXL84osv8nOgwQUaSTzxxBOcqxtr4gAyC79vfX19n/sQuQbAViEQDJYAe5rcESULJKOPB9JqodKibFb24MOcPikvsopiVrZA2IAOE+kAcUNxE25DtzckMcDzyUkQNvh6rZTtsjO5Xjy7ZNSVJnMzC8REHarpIH8Anl6kUWTRcUdPogtPmZ0yhTVCKt1OJthc8R8Vicb531CaiXibkVoxi/Udb86TRQoB9hdKJrqD4TzgBDyOwOtpKIJkBhBl3Nqf/3RQhYbJqppuJ6drvLapkuZMU4VwyYxjMoR0sGkhQ3lsdL6wBt4bbSvRCRuJtmlOx0LKsQQhvBkA/aHSrTzjIZW9z5PBOeecQ+vWrePCsssvv7zP/fgCQGHZli1b6Jvf/Gaf+71eL915552szMLDaybNKFozAx5ckM8VK1bQMcccQ1/60pdYGUb0GRIeQHrhK4afF2kLuB0/8OciEg2kG2T52GOPjXksIOMowosGbkMR3MKFCwc5SgJBYh5IZKbCqOkPqOD7vBxXH2Xr6JlF7H81kw78CzUYxEf7YrNINZ6YVJLNZBdL+FB70d420cKk4bwAa8KxavEkeurNctq8u56JZnunn97cWk0HqlqHlEBj3n+0K0aBGtRRKKbxItFgq+B8YKd9xFbMYhEnDd2oAQkKnV51DYCC2tSuVHG8zw6bncluU0s3k3U8KJWd0pIRYDC+6HRW39LJ5+EjL+2mnGznoNKEogmpBy2DPT5eoYhOVxgKiR/sY83Fb0V5TmpuV2kZ2pMP6BWco6YV8gqLLu4zQ2LNUgMhvBkA/aHaWd7IH6pYSLSidDiAgjAQ1Z///OccERat4P7ud79jBRjd19BqOJZdAOkJuM9MdmFpeOGFF/j3YDDI/4IYQ7UFcdXJCVOmTOHfGxoa+KKP+7773e/y6+qoMijDRx11FN8H+0Q8oMjt+9//Pm+nHwvF97nnnuNsXnN7ZIFgsBjIA4mLHsgPfof/NlrZwu2wM0STDtwOwgvCASVQxZGFWSEEkU60MGkkL8B47sfX7EuoACqZ54zef6RTNLV1GTmvYbLEKe3XEXBIkcDjRmLFbKDUAJBItMrFeYBJDSYwoMYgV0rxVdcAcCx0FkNr4aXzJvBEYiTJOfYDLYwxaYFPGv50h0PFfw01TehwTVvaEUJd/FZR284tnnV3OPP70e1T1y68t797ZDNNLc3ttc8Sa5Y6COHNAOgP1ZHaNqpr7qYpE3KGHCmTSoCkwnsL3+xVV13FqQnLli1jVRVxYBs2bGB7AohkLCBvF+ouFGJYCubPn8+tiqEKgwibExQQNwYSDLvChz70Id4e6jIyfD/96U/zNnj9P/7xj/SNb3yDPvKRj9D06dPpwIED9NBDD/HrxLJUaECh/vvf/87ZvzgeJEGAzGO8EYcmEAwVUHsG8kCC/EDdLS3Mpg+eeRT5fKFeCiuaS8QjHVkOG9sgwuEQK0oA0iLwWigAgye2v++Ikb4Ag5iu21bN6RRIHYClQMevRRdAFcee7ye0/6GwSmPgiYAFFjAbkS2aWPZEwHHW6witmA2UGoAWudwtjQsYs/j9BdkDGYdazR3+uGitJ4wDxPMvT22n05aVscKaKiGkP3KOiRbILhNS7gbnpAmFWTHfy0S90elOCEFc39xSTRX1sOSo7nCmQJQIvP4QVTV4WKE277PEmqUOQngzBPhQHapqoQ276oYcKTMcmDdvHvtjH3zwQVZH4a/1+/00e/Zs+trXvkYf+9jH4vp7AUSIoVEEmlhA8UXSwhVXXMF2CRBbFKqBrII4oxgNiQt/+ctfOMlh1qxZ9J3vfIdJsPbiwueLNsCwRED5RXEbnufGG2/s9ziQJYzn/7//+z8+FijLyPzF/s2ZMyfl4yYYf6hv8SVc2Y1kB3hxF84uHJB0gKzhgqobEGApFYVryNtFu1i+4DaqiWN/GMkLMGKonnrjACcjQHmFlSG60YK5AOqcpVmRwq3B7D9+w9I4t631o2Cw5zupdwSckxM2Fs7KG7EVs/5SA0AksfP4ntdpHVg+ZxXVZiG70ZEP8xtMdBBvV9PcRVUNh2njzjoqyHMxQZ5aEKAls3KHhZyzlaHdywonzllMXMxReoMtZutJ1gjQhEI3K/A4B/KyXWlDCHEY2CdeC9Cnm8F4VbdDlZQCtRdtyHFuYp+nlmTT+p211ObxsncfiSXmznoSa5YchPBmCHCSX3b6bJpamkPv7mkcUqTMcKGkpIS++MUv8s9AQOGYGSgGu+OOO2JuCz+uGfDmwq/bH9Do4vbbb+91m1aLEzmO6McKBKkCiOdQi1BjkQ503wLZhdqHojWQN/h10V62KIoYxCvSMVfgo2AOiQW6+EZFX6XuAozX+vNT26m8so1fw2pVcWnRjRamTsiJJNDUt1hpcrEr6QQBXUgEm0JhrosaWruYHHZ2+fk2HYXGZDfXxUrwSK+Y9VekNaesgHOWUciI40BDCT2xwXutj9MXwvul7A8YRzQfge8XCT9QQ/dag1Tf6qfFi/r6SIdKzvF6UKF1d7ToKL3BpAlxd9Ft1ewHxv42t3mZR5onRSCQR2o7Ro0Q4jhqGztZdbfbwpGGKmyNsar2yYDVgnzsMDW2eWne9EJOnliz6QiPY6c3SIfQEjzq2PRk1jxm+KxKYVtsCOHNIOCkPumYyfS+FTPlhBcIxigQSxbPjpBMEaqZdOBiiYsmB/XbrNxMAUvKSHPQKpsmqlBU126rotqmrj5eyLLSXKppUCpweVVbJA4rOvoqFRGIUO627K1nYgCSEJkAIHnA1GgBxWOa/GOykEyCALfLNSYCKCTShAKqNzqZ4W+dyYvjUxX1QSO2beRXzGIVae061Ez7KppZ4WzpCLA9Be8xJgOsHpoUbCj6OCg1QYF3VpGs7Cw7FRe46HB1MzeeQHMUNKQY7DUkFjn3+NDIQ8W8Qa2M18Es3kQuVoEkugfuKEdMHzqvGVnNMSZFIPSjlXOL/cWkAvuPCVOkwyK/N6YNjd/xGcXnCvsM36/qNhjmcYk34WOl3x+ktVuq6NH6jrTyMacThPBmIIZSjSoQCEYXpYXOlLQ1NZOOl985TNsONDKB00QaUWRQ3EBcQVRBfHHfgcoWqm0CEc6KLJnvKG+k/ZWtNLk4h6Ov0PQAALHSxNEcfYXIqaEUdGklFsTcEeMijdeEJQMKM8hqQS6W9208WUg0QSDa4mEmS1q1njk5n7JdNmrpwFIykd0ORTx71FfM8Lp4383eVRBJEFomTH6lvEcK8CzIDw5E2vHqznX4XbVoVtsU5tipstFLf31uJyvZGIvBkqZocn6gspX+tWYfk3BkRCc6keuvQBLbYrkf+25WsqMnRWixjELD0ci51R3e2Gphwfuh3AxcMGqG4e3lYw6FmcSbyS4XSfJKB85TteKgJ3zYBhOd1zdXsgcdCj9Wb2BfSQcfc7pACK9AIBCkEUC0UtHW1Ew6CnKhFrVQGKolCrJAVK29iSqWuTu7/Vw5PrEom/JynBEFFGpna1MnVTd4FDlC8ZvLpjq18b5Z+KIMZUoTSBDmwRZ0aSUWpKuFwsq7a0GnNbUcbs7EhTLb2hGmY+ZO4MlCogkC0RYPPcYhi9HJLaSaN1xy6pwhqZ3DFd0W7UXGe1DV0MHHBNILAoX3oTuyZA6ipJpnmK0cIF445zjpoT3AKrnX382ECSrjUIu/tACD4964q5YnciC8iUzkBipIw3mB98rp6DkmDZzHOFegyLd1eHk1Y7gLDLG/NU1IoAhRTnEbHwN+YKuobujgBkkYD1W0psZeH3dYv0fGeQ4Ci9sxkcF5qNV4vQrBhxtEEkc3HyNiClG8yF34fCqBBasShblOngC9LYVtQngFAoEg3TCYtqb9ESssjYIYQmWC/6+HOPYQVfMFFkQylgLKS+JGvQ0uoiAVUFU12cAFFqS51ROmBTMHH4GIY0AmLlQu7WnuDIYUyUWUld2qlngtap9AjJn8W1sSjnAEiTd7XFVkFJIrQHZVN7f65i565q2D9OObTky6zfJwRrfF8yL3dF/rVmQ+jG3DlJ/j5Jzl5g6ooT3Pg+I8qPHwX6Pwrb1LqcAoYkSOLc4zIBXFXwMlTZgncisXTuZzGUv0/9tcyedbdIGh2/ApA/5gmLQbWL+PmhziedHaHseKIrDhAN4P7OermyroSE0zv2bhFg/bDfBeIwkDMYEgrjlGG2gQWDBXJruG8o6/8V6oLOgAf56gdvM5yZ5fpQzjyIyAFU69YALNjUbw2VDns3kyixWQ9s7guC9sE8IrEAgEaYZkukgNRKxWLpjInlwdiQRCqtS+HuKoPJ/BSEEMSG+0AqouyipDFMAFF8oSeDOWWwHV6htXceLuWYO9sGLJHfFMIHTKc4qLfoiJqB+Wg2CI/H4rhSjMWa5L55fyeOza1ZIQ6cLyOhRrEAS13B8kP5IZjIMD+YDfEiRpX0UL/fyhjXT1+49mpTLRhhzDGZUVr5uZufsarCe1nLph4cJEeEZ1i2Ys+evmGrCzAEhQwHvKY2KsNPQ8b2qKEQeayEGFnVSSQ2/vqKb//G8/ryiAsIEEoyDN3BpZdZKzUDCkzje2bJAl8j7ydpx3q7aHEvr4q/tTtqyvJ5itHT569JXdtM+YVIKOYrw6fR6qbfJw8dkJi6fQsUdNoHd21ZKnOxAZW0xGdFwcPpMYCyiyKJrE59Nps0U85Jis6o+Xzs9WqRtqfxw2C2VnmZtt9ExmsY+5o+hjThcI4RUIBII0RCJtTQciVnjcE6/uo8O17SoFKUIWwhQKKu+m9qtq5BjLvtFV/lygFhUeiguuJsph4wKOCzeKoI6eUTzoYwdJwOvh+XLcygNpVu6w/yCjIDxzygrphosWJ0xiQLo276mnumbVvAPHj+OMkAkQDxuUZEwmsFQcond21nIb3PnTCxNSZ4c7um2gbmZ4ucklOawo4ryobuww8nkt5PUGeeygBMK3rVsTY7wtsHOEkI+rJj1DSVBIdiK3YGYRq55oIOHp8vEkCvuJfUYGM4ifbo3MGcjwslqsZLMqJReJE0Fd6GlR52bvMQvSyxsOscp7+orpNFiYJ5gg5Mgzhm8WUIVlioSiiCxst1JDazet315Nl542l8fwvb31qqDQ8PUyKTfiyeDHRfQYjj3P7aRuv1Km0SgERN6sXLMVxaKOm187jn8dKjHOgy5vgHKzR6ZRSrpCCK9AIBCM0SLUgYgVCtJaO7x8AXa7UPSiVNlI+H0IhT1QaZWqB3IB3yYujlCrIgqoD8RPFaoB4MdquVj9cMQZUgyyHewRRZFQdGvXZAjFhp21TADwnLoNslajQVBx0cc+gSBccNKspOwGGM8LTp7NRXywcYDs6ags/IB88fPDsmFYG3RRUCLqbLTdAICqricWIJJDVUv762amgf0uyHExecLSOvyuXNjmD/F+TC7OpuICN2/HYxoOUSgMok+98nETjcIbykTO6bTSi+sO0WvvVqokEbtKEuECNruVm6WA8GISBssGVGws/eP8QDoFE/+whULGCkT0xIwzcENBamztpkfX7KMTj5mStEUl1gQTL8OFZcb9sMlgrcNpx+dG5VzjHIJiu3F3HX3lw8tp7dYajhvDpAfnBY4XYw11FvnIaBwFS8crGw/Tln0N7LfX3f1wvD0dK8LKVgS7tmFdccQ5JJzTPr/al5FolJKuGL9HLhAIBGMY8XycPTASB6C6GkVJ8NuCrEI1AvmFoofiLCuaE9iwhK+WT9kzaBBgrayaoQvHlNqKiCULK4WTilXmKQjWYP27erm+pMAdITmwHHCKgqGKcSauTRGAaQapTAaYQCDrdOv+BgoGVeU8FDKbPl4sixtklxs3gAWGkaDhprZOX7/qrN5/TBxiRZ7pDNWhRGUN1GoY0B5OWGC+8KFlVNXYyc0y/re5gqPMYCHAAYIsIq0Dx43l+Dy3o08+bqJReIOZyOE8fvjF3Ux2QQDxnupJBs4vLsAzOgRC4YX1QlsbYMfAMQYCajLBNhSdQqJfyEilAPFHrnJNQwc9/UY5ffDMxFtRx5pgTp+UyzYG7b9l2wGvFijyic+WVnAxbrsPN/N7ffqKadzN0Ez2sQ0IqXkFp7K+nQkvJl4WjIFpUopzkj27RsdEnSyiEzliIRhSbadHqlFKOmJ8OpcFAoFgjCOej1MDyqXqDKbuA8kFcOGH0oe4LfzLhTEGWXC7HOyd1YovLqTK+9vjbcUP+0ANqCXcMJOVVLQw18v1WpnE0jyOEfukK9nxNwgxFDG0VU4W2suLQi5FTnpUMr+hhOljBcHjVswoFAoTq7OYZECdxX7GK7iDIgwfLYgliA+Pm5FCgNtxP7YbjFqq9x9jjTHX70+8JA+omSCXS+aW0I2XHkNXnDGPiTBPcgIhHgeQSOQPF+eZ4r2inhP7Dm94LNKEsUBL653lTfxvrLGJRyLffK+KiS3ORbzv2C/8roonVTYtJiG4HdYL5ddVSjQUUJzjfsN+YnRRjlh4YN3Q1g8d7fXunrqE9y/WBBPngCqoBBFV52RknAx/sT5XcX/QUHmfebM84rHH+7FwdjHNLSukudMK+XftEcc2IPZarVY/ikDjGLnhSzDM76/242sVN9a5gMfYrFZaNr903BasAaLwCgQCwRjEQD5OpdJC+UKKglJ+tD1AR3oBUIhwQSzNd9DsqYVMxuqbO5ntgWjA68vqJBfRqNcC+YDfkhUnI88VBA7LskNtyGBersd+IsIKiiOWjs22AKinQ1EbVy+eTC+uP8w+TCWgKSUxwhdMZEkdq0qIGMjLiv1Bkw8QIy5EYm+lGiOMvc6Hxf1Ou23Q+z+YJI/+vOEHq1rpH89voxZPkPLzwwlH4Q0ljUKTSG6ZyznIPduxl9qO5XxYSxTp5WxZ6lEz4cNGkRvU1nd21LKXVqUdWAgfC5wfeI5I5JzRdhhtl5NV1qMnmNgH3k8jYiwMS4WJa+rosMgohoktMW9tqR7Qt43x3HO4WZ07fnwOFInGk/CxYAJlVX57rDjYwkrtxmQ11moIxmryhBy66OTZNJ4hhFcgEAjGIAbycTI5g60hHGIFNyfbyUvX0RfEHvVnIhd/vb29ltXL3YdbyOcLchICHAwIs9fk2upXLZBx4eXnIgvZHVY6ffk0unKIVfCxluu1xzGZxhv9AUTr8TX72N/MzSYM8m4WxzA+youJCKlgJL5rIC8riqJ0sZuySOhGA2o5mpsI2K1M8rDMPNiorGSSPOI93kz4MI7v7TzIndaSicIze1qhoHJhnD+YkN/ZbP/oUSd7iLYivIrsgrj5CJYbK79WY2tXZJ8uf99c+uFf3qZtBxq4OQiKDlXb3t6kHc/ByrFVTRiHMsHEe6snQKFYxmGTxx0/KOSEtWUg37Z5EjC1JIdqmtQkwmW8rj6PMAGsbe7iVQ5O1bBZ+HPT0u6LWGhYYbZbqMjtoCvPnD8o33ImYXwfvUAgEIxRDOTjBDmDotjl9VNunotmTMplZcvsKcUFERftOWX5THZxQdTqH9q2/vOFPdwsQEUiqTQDrRqBACPqqDg/iy/OWBZffczQMz6TyWsdrHVCK5KwecyYlEfVjR4+JowFlqrVsjSSIMIUDvTEd+nd6M/LyqqpVxVP4fHm7FT8zd2yDKsE9h3e2sHGRCWS5JHMc52xtIhKCxxU1WpPiEBjHNdtr+GJA2wgni6cV0oNx7mHGLR1/fidNYlECgHUWfhxzSsWeN+5e57xXnDus93K59rcsoJe+7R8wUT2JmM/rKZsaH3OKHsPbDt2JsXJKuvRE0xlB7IrW4Pq2NwLOk1BA/uf5bTwikJ/6rJZScbnGh5efGZhtdETVR0xiNc4bsFEKszNog071KQDmbvhsJMnCUiDQEb16mOmsm94vEMIr0AgEIxBDEQMcQnGxREXeeVHVfaAojwnExG/XxU1Tcxx00WnzO2l/uC54S285aPH0bf/8BaVV7b28tAijQH+SV3chC5tICCpKogZ7HJ9IuibomCJkAoQPKhnKglCRa6B2Ov4rkTU5fU7VFGTUecWIztVdbvLylLRX6mIiUpVO3kQ/qVz8uiqBQsHJNAYR5BZZP3yJMhoZaybHiBKjCcQ3gBvF0vVBCnG47q8sMPYmaDBo8tpBAa4wx4SNEJhTmc4e+VMnlhF7xOW69e8c4Qq6ztiFzlyxi3aZwfj+pD7A7ZHUeb2A42s0OP5kZmLfe4OB7nI0QzzX0rpRx6uKoj0oGAwASUZxw4fO9JIoieqyodvp9OXT6eFs4p44qaVfjwenxkUZo52G+x0ghBewYihs7OTHn/8cXrqqafo4MGD1N3dTTNnzqQLL7yQrr/+enK5eiqDr732Wjpw4AC9+eablM549tln6ctf/jJt2bKl1/4LBCOBgYhhQZ6Lppbmcq7poeo2voBiKZSXiA0/bF62i5fWtffSDJDgi06ZQ4+/spcJTFFeFl/ocbHVxCYVhWqpXq5Pttivp0OZl20f8I1yVBlPEtxcOKeTA/o7XowhOmqB1GJ5X+cHm7NTsdyu3NXEVpN0jIlKhEBjHPdVtDKB0wQsVtMDfyhEeytaeqma2vcLIgxrAs5JkEitrONvTZ7RjhfPA0vLGStmxLXM4Fy94sx59OBzO6mty88V+b0naEr1zM8xuvIl2R4a+1vf0sXnx/7OVt5fvMfwFeuYvFhAogIiAeFPRkoEfnCOLJ47ISElOZ6PHYo4POaI/0ul0p/JSL9PmiAjcfjwYfrsZz9L5eXldP755zPJxcVj7dq19Ktf/YrWrFlD9957L2VnD0/rx+HA9u3b6bvf/e5o74ZgHCMRYrhq8STO/nz0lT2qqCikPLsgKLgQw/LwxGv7+bGxvJZmUg0lF0QRy7OpUFsHOrbhuIjHKvYzdyjDeIDUojuVjsaCGpzI8WI/UbyHpW40HshyoWjKrgivEV8FtRLEC2pdfq5zzMZEQaXEsXK2qzs2lYBSC4LY7vFFVE3t+4UVAqolp2DwxID1cC6O5EJLtgVgIhY2yO50uvr98/t9709dVsbn8bqtVbyKAWVUTTyII9mSPVd18gTSFeBJxnuGfen0BnhVAHYG3SFNJ30AulMdis60UmuODNtf2RJzgtmfVcnsY8dzoe31wll5vc6fVCn9mQohvBmIcChI/oYKCvm6yOp0k2PCNLJYe5aIRho+n49uvvlmqquro3/+85+0ZMmSyH3XXXcd3X///XTbbbfRT37yE/4ZC3juuefoW9/6FqvWAsFoIhFiiIpum+FDxfI8SAY8vmbVMl627HCqrYkeXyov4v0V+2E8QCpmTSngjl9Q1KCiaZUWajminbB8Hut4QarwGNggQGh0KobOLTYXT+G2+TOKx6wCh0QAHKP52GIB98Mrje2B/22upJffOUztHj//rdVuHd0Go26IQpTtdrBnFz7xU5aW0VUDkN1456omliCHiZ6r5uSJvUdaWIXGTkJNxSpHUV6YWjpU0xKdWDKhIIsnhLDCuBxKcdZk1ewhxvHUNHXF9fGOhId9vCJjCe8LL7xAn//855lIffCDH+x1X1VVFf385z9nddHv99Pq1avpG9/4Bk2fPvh2g+lCdLv3rKe2g+9RoKWW/wbRtRdNppx5x1POwhNHhfg+/PDDtGfPHvrpT3/ai+xqwM7w73//m5555hn6+te/TgUFBZTOgIUBVobFixdTUVERvfHGG6O9SwJBXGIYqfqO06ACfw/U+SuTlkwTadqgHZhLj5rAqi/UvS5fkFrbuzlWCp5mc+SWJkivvHOEGlq6WEXXjT9UG19rLz8pJEAQlhMWT6KxClgDMOmBhzVewwOtkDudNt7e5wvQY6/s5Y5n2ByTCbQHtlOIfFwYqeLvsGyPLmXL50+k1YYim+h5NphzFe+fuRHEuq3VtGFHLSv7nu4AHwPeQ0xoYCXAKsfkEjdbVLCvdc1dNGVCLk+MoGhjLmWBHzzaQ5znYsKL1+vPuz2cHvbxjIwkvE1NTfT9738/5n0tLS30sY99jDo6OlhddDqdvJT+0Y9+lJ544gkqLh58//fRBMhtx9v/oe79m4i8HrJm5ZLF7qBwwE/eil3kb6wkf1MVFZ58+YiT3qeffpqtChdffHHcbe6++24qLCyknJycuNusX7+e36vNmzdTe3s7E2NMVm655RaaOrWnAvXll1+me+65h/bv389fuAsWLKAbbriBzj777Mg2uO9nP/sZbdu2jTweD82YMYOtFjgnBgJsGV/5ylfoE5/4hFgaBGO+QQUwULZsJi2ZJqKgYbwAVP2D9GjfpG7a0dzWFYncQiQWIs50IRyeHyTXbsOSvFrmhgLosKsiKne2ne9fjEYDk8fuWELtxDmDAj1zvrOGVjWh8IKgYfun3ijnnGdsZY6ZI5tqOAHFFM+BMc7PyaIPnnkUF08OBomcq7EyhEFwQSphx5hU5CZPVwfnJWOnEfGHtARvaxfbNBCnxqsmuS62d4DUWwgRakTBcOwiz0Tyo0d7VSVTkZGE9wc/+AEToljA8nlFRQU99thjEbXx1FNPpUsvvZT+9Kc/0a233kpjEZ6da5nsguA6J0zv/cWTW0SB1jry7NlAjpIyyl108ojtF7704HU97rjjyOEwfcFFoays/yBuqPEgrVBV4QXGRGXTpk305JNP0t69e7kQDnjnnXfoC1/4Ai1dupS++tWv8m2PPPIIfe5zn6P77ruPTjzxRJ70fPzjHye73c7PmZ+fT6+99hrddddd1NXVFXlcPOD58PoCQSY0qNDoL1t2NGFW31KlKg+koOFfEDkQMBAWkB+ofFyEFQixStfe6WWvKIjPjvJG3h4KenObl2POsH2O28aPwfcxSBFIT5vHSy6HnVYvid+QYSwA78O86QW0aZeXiV28ZAQbWXg75A3/GR3OQioLNxZgs4ElBBMEPNdguugliugMYZwDKDDD713dKiO5rsXoVMatuFU0H4MnMWge4mWFGwQdebgF+S5q93TR5GI7OVzZvRqlaB9vovnRmbSqki7IOMKLZfGXXnqJSdFvfvObmGrjsmXLei2tz58/n5VC3DcWCS/UXZDZcHcH2UqmxVyytBdMJH/DEd4uZ8HqEVN5m5ubKRAIUGlp6ZCeB2QV9oG//e1v5Ha7+barr76anxvveW1tLU2aNIl/x22//e1vI2o9lFtsu3v3bia8IM/YHgT3vPPO422uvPJKVmyPHDky4L4I2RVkUoMKjf6yZUcDQ+ngNRD6U9CQygDPJpNda0+hkD8c6lH4/EGu0kfRFSwMKFKbOUXZRbjwzRfg+1C5ryKplIfV5w9QlstBc8oKaGppTtzCpbEA7DfsBlDKWz1eCjsVue9RNZVHvCDHxeQeecNoioDx4NbUcS5BukUuF8MN47mozy09UcF7h/bYkORByMFtYWFQ2cmhSHSr70kAADQTSURBVCEaoFM3kNCA+3XTjdOWT6T6pjbuVjcjv8fDOxTvbSasqqQL0uObLUWor6+nH/7wh0xcjj322D73t7a2MqF53/ve1+c+KIeIwEJh1cSJE2ksAQVq8OxaYGPoZ8kSNodAcw1v75w4c0T2TbeKBAkdCn7/+99TW1tbhOwCsKXoKDBdPDZ58mT+90c/+hGrt5jYgCg///zzkcfpbf7whz+whWLVqlVMYmGrEAgyDYl4VofauWwk1DetwCbSwSsRxFLQsCz/+Jq9TExUa1vFykBcVdh/j8IH1Q//tnf6jeZgupq+d8wZSKDVEuaudSDJUP32V7TQ3Y9vocnFbppTVkgLZhZxJ7yxpt6ZlXIo1yD7WuHlFApEgBle0z2HWzibGMSQibE9tu8XAMGEGj5c52J0FrPeD9WOWxXagXjjnEBSBN523Yqbwb+qbXHOgBjjOc8/cSZVVNUk1a1OMHLIKML7ve99j0pKSnhJe926dX3uh6oHQAmMhia51dXVKSG8O3fujPthRmpBbm4uL5+nAr72FgoG/ERWu6oA5oKJvghbbRQK+KkL2+eNDKkHIQWZxGQkmeNFa04ci/kxyO6988472X8LW0pNTU3kAoTt8HPFFVdwERmKyvADZfnkk0+mCy64gFauXMnbwtMLH/cDDzxAn/zkJ9lffMIJJ9BZZ51F5557blLHp4k8XhtfjIkcF4g6bB6ZCK/Xy/9m6vGN1fErKwjQPmuQDlc3U1FuX+WpuQO5pxaaWhCgXbt20mjjvQPt9NrWZlbP1P76uZuV00pUlEPU3NFJr75zgMLeZm6UkKrxO9jkpYOVjWQlLGErKwKW6hGZxTm63ECCd4XJLtIvQkHijOKqumbKz+65pKJBWGm+lbx+ovpWxJBBHQ6Q2xkmv89PzW1BKq9qobVbqynLaaXCHDuV5Dto4YwcWjIrN6ImjiQGM36Lp4Qp7M2inYeD1NiuFFHse1kxjiWLFk/x8zlV04RmJ16yW0Pks4RZQWdrbNS56PWrhilT8kPDdi5iX8orGshuDfP3sUa3D8qyMbEJ411W3d00GdbvPxfX4bZAgPxhxKgRBfw+evLlTTS9xEbWsJtqWwPU1NFN3d1qPKYW9R4PweDPwcjEM5MIL0jSQGQK/ksABWfwYf7jH/+Iu+SM4iTArBJqZGWpLjpjMWbK4nCzRSEUVDEv8RAOBng7bD+SgIUEjRmQiBHPx4v375VXXqHPfOYztHDhwj73P/jgg/SLX/yCkzRWrFhBp512Gi1atIhVeRSyaYC8/vGPf+QPy6uvvkpvvfUW+3zx/DfddBM/P4CiM9gcUOAGiwN+sP1//vMf9nLHm6wIBGMRIFD1rX5Wnupa/OR2WfkirLpchfjvRTNyebvRBvZpx2EP79fEQocp2onUUneYKNtp5WXjnYc9KSWHXr/yaoL8a88ltxc2yK1+lci/BvEBN+roClKeWy3ja+B3pA3gebHhhAI7t8ptbAtQp1cRKzw3FOQOG1FHd5DqWn38XqHN72iQ3sF2Z+NzrMXHx4pjLC109tp//F2cB+9zgHKyrNTehRxbqKlhbhKBwcLYAyD+Jy4avrSeyPscNb4uh2oM0uUDSVX7gi2wUKk5sEoLVu8tugpjO5wvnb4QvfBuE0EIxnGX5DtpycxcmlHq4rzr6PEQjDzSmvCecsop/d4PRQ7L0FBukd+KQiQUKw00K+iPzKSK6IC02WyxTUroIBaPeA8GWdPmUlfxFOqu2EWUiy/JvktirPx6PeSctoDyps0d0aQG+GSRsPDiiy/S5ZdfHnPfEEsGUvyd73yHxwVjx9W6bjfP+H73u9/R8uXL2cNrntBoqwImP9gWlhXYUo4//nj+0ao9os+g6CJSDL5i+Hlx/4033sg/mAwhEg3+73379sW0xMQCCt8AvHYindZwXEiXmDNnDmUi9KwcFiFBeo3f4kUhjtSKziedNyM7raq+EfTfFWiiogIb5ednMdFobuuO2AOgtSIOCt/mFU1Bqvbk8lIxls+bmw4xsRjs+OUUt9HLW5Wf1xf08pI3YAEpi1IiwXjCFhVXhSX8QNBCDqe7l+8Um9W2tHBaA5boJxQXcJV+p89PFouVsrNUsgEKtSxWB82emk91zZ1UXhek4wJFfTKRx/rnt8lXQA88t5PHFXFkIVLFbSHUmdiUUpqd5aRzV8+hY5ccNWznY+R9DoYoL0+JXRr+cDcnScCna7GoH45PMxqGsNJrFHlqfzcUfhW/5iJrGLFkYapuCVKHL0BFJaX0gZMGb70Zb9iewDmIlVKkNWUU4f3xj3/c7/26sh8kKS8vj9vRIpIM0MsUUGxxGyKvdBevWEvraHMLwGow1gDymjN/JXkbKijYWk+2okl9lokCLXVkdefxdiMdS4aCMBBVZB/DThB9IoPMvvfee9x9Da2GY703eM9wn5nsIk8Zecv6AwDA8gBiDeKqrSlTpkzh3xsaGnhccB/ixPC6OqoMXt6jjjqK74s3UREIxjKGUvU9HEkJiaRKgDBW1Xdw1ywV9aVe0x9UUVjIRL3nX1v4dvy47GGaNsFFLYHCQRW1mf3OhblObgOL1rgQ5pSpwVD6WN1V7YNBttGVTTUg6G1rQrU/cllVBqsiVihmA6HOcqlJPYB9B5nHz0CZyGMVeE8r6zt4nNgPbZyT4bBq3AArAw6VO3Buq6aDNW1DLk4cjK8df3frokMvsuwt/H6haxomPXaHlSPWJha5+f6aJkwew5Sfg2zeHOroaI9wif4aughGHmlNeEGUEsHrr7/O/55++ul97kPxEn6wdK0JciyrBFTBeP7esQA0leisPUzd+zdyGgPn8NocFA76KdTdESG7SGgYaYCkIjUBxYRXXXUVpybA5gBVFTaUDRs2cHFZvOxkKKJQdxE9BgsLUjXQqhjxYHryou0qUPlBgq+55hr60Ic+xNvDzw2F+dOf/jRvg9eH7QHNRj7ykY+wTQKq+0MPPcSvI+qkIJORTNV3dFJCIACFi6goz0nL5k+ki06ZzR2lhitVAsouyC5X7LtUjQKWo83Eki0HpG7z+sK0uzJE7a/sHVRRmzmjF6QHJActZHmlPco2aLerRIYpJTnkD7Qy+UYDAlgYdKES9l83mQCRgpKLYi4UQJlJlrZPKJ9oYpnI6Y7oSdLBqlZu5pCT5aCiXBd3KsNY+PyqJy9GQ2XwOlghTVVxYrJZzPgXSSDYNya4Nit1elGUFmaii4kL3ksA7xEmKShcK87PithZuP7EC+uGgxX7dduqMmryMlaR1oQ3mciqaKChwC9/+Uuu1Ic1AsVLWHJGg4FYZmjchur9ocZnjRag2uauupjsxVPIj05rzTUUDgXIYrOTa9qCCNkdrRbD8+bNYx8tvLhQUTEBgad39uzZ9LWvfY2LyPqL+0KEGBpFIDoOii/eKxSonXPOOUxs4dUFWQVxxvkAq8tf/vIXVvpnzZrFqwAgwXrm/de//pV+/etfs78Xyi/edzwP7A0CgaB3UgIq8PXSO5Z1K+sVIVmzsYKuOPMoOnVZWcou5mb1DaQRRBZkF8Df/gAKWnu2Z48lEyXVuABkAzFZg1XWoCgeqe2g59cdZBIbCyA2uW4nk138juX4OWX5VFqYzYqfjjibO62AKus8ETXXnAJgBncqIyzpW9I6EzkRoJsaGky8u6fOiCFTBBOKKeLc5k0v5OMvLnCzdQCxbkjzQcQXvMzYpmxiDpPK4VRIB8piLszNopWLJtMJiybSc2sP8fkOEgwgmQPKPTKYMXnBxAc/eB/bOgPU3olJkp/fa3yO3t1TT0+8vp8uPW2ukN5RREYQ3pNOOilu9TyWqc33w0/65z//mQmuVvLQ9hYqINTBsQyQWffRq6no2NM4eizk6yKr002OCdNGjeiagQSNL37xi/wzEOC3NQPK+x133BFzW/hxzYA311zIFgtQ+2+//fZetw0mNQMkHD8CQaZBK7tef4A9jGwrCMD3a+ElesRsVda304P/3cVKV6pUOK2+oX0vSJKOgwLxhY1BFw4BqlxB5bqCBKPqH5wEv4OkD9YW0O7xMrmHN9cM8FGQIpBXELPm9m4mSPAPX3TK3D52ETRbuOuRzUzeSwqymNByykNUDi2ODQQajRdSmYk8klYUvNb/Nldy62AQWXN3OowZOpGB6KIpB2LbAEwoMMZ6QoP3GqQSYw9/7HDaO5LpZoboOLP/HdvhHMhyoiOc0zieMFU1eKixDU0r1HmiJjZqovji24f4/E21Wi0YZ4Q3GUDxhdKIf/GDmSUUQRAq/J0JALkdqZxdgUCQeTDnlKKrGFRLkLRevlO3lYP6oXKtS7EKB/Vt8556qm3uZJKgGxFEhxFB2dWeWlVHBpVUdUSD4pasLQDH/fALu+m1dytZyc5yqJayeH0QOPBUFKA57LgtyEviZaW5kWzVWHYR89I5fJ9oUgEFUefQYl9BstCiFkObikzkeE07Jhdn06yp+VSUm0VWm4VmTs7j/R0qAdOrAS+/c5gaW7uZ1Ju708HmwVQ/rDzMyCgGydXH3uv9NJI6gOG2dyTqa4+1HSY7j7+yl+0XeN8aW718bDgP4fJx4Nzh8zLEheQ41tc2HWH7gyi9o4NxR3hRvPb3v/+dbrvtNl72xjI6MlhRoa87cwkEAsF4Bi7qIEo5bgd7LaOLrDS4MYNBYlKpwuE5zjtpFmfUepAxbpDaaLBSalGqqSKLRkyYQZ5AxJKxBYAkvrGlisksCBvUSQD/osMa/LzcdSuEWDcrk5fTl0+jS06PT2DMS+ewSujIsy4vCm1VAgASHPSS+GC6cQ3YtMNmZYJ2oLKF3niv0pgYqJbJ0ybm0vknzWZbymCBcVuH1/MgfQJJC0b8JE4POzJ31bhhZQBqNhI3uCgRiRumcwpqL943c3zXSNg7EvW1m7fTkwqo9/C062LEXtnCHKUXZKUXk0OskoAkH6ho4UnScBTkCcYh4UVOa/RStwaKlKSrlkAgEPSflAACGavICmDF01Dispy2lKtwVXUqaQev6nbbI2qhVnMB5rvhMNmM5WOor5ygYJAnWxK2AK1qe7p8TMyiEypRwAby1ekN8FI2PKZYIVw4u6Rf0hK9dI5lb1gW2B8MBdPtYDtDU1t3SrpxRbfMxWgg6aK5DUkXhnIKz7CF+Fj2Hmmhe5/eTlX1HlpSpmwIyUCPGwgfj5PRnU4D543LaSV/l0pngFcX7yOIL8fL8ZtpFO0Fw+TOdkQsDunY8jpW4RuK63o+J8YGYRVXptVq+G+4kYkvSJv3NlBFvWdYCvIE8ZFeZ5BAIBAIRh06KaHL6+tTZKUKx5TFAKQS97R2eFnB8xi5tUMFSNSGnbX8ulAhQYSgpoIkadKmgb+gYPLvnHRAlOMGqQrQ3LKChG0BPaq2k3z+7j4+W4bh4cX+YD+yHYkRseglcbSi3X24iQ5UtBqxVrG9o6lomdvU2k0NrV0UMOLVQMgMYZyyDVsB9ueVjUeI/Hm9OtclM26Y9CDZIlaWPSYGULYxbvixWNTx4r3twATDhoxbpQBD7e5pNpJeLa/jqfevbTzCnm4Vs6Y7ximyiwkEF8MFQ2oSicYXviDVNHjo5Q2H2Od9+orpo30o4wJCeAUCgUAQMylhW0tnryIrqFOcoWoohKq9roWX+gPtIXp9cyUtmFU8ZMVKk6gJBW7q9huZqD7V6hcuTzPlVZ2wdFc0dLlSZA6FZMnYArSqnZ1lp87u3j5bM/A32s+iSj8ZQh29JL5kbknKi8r0uMHGoKLOiK0MWGon08TFYkwMlC/bHllu33HYmnS3PT1uUG7Nim001KREeVM4CaHLzyS5o4vI0xVg8guyqyO/UmHvGG5o9d5lt9Jja/aqokqjMYru/wTCiyi9SOOrSJe2IDW2BunRNfvoxGOmpDzeT9AX6XcGCQQCgSAtlmsLc10EqgRVDl5EEBWwKF72NsgulFebxUJWm5X9jKhmT1nzCYeVK+AR/4Vlf7vVyvtm5qCgEVAWYRFQRNxCBSC7SdoCtKoN5RbEi5MoTERFA2SXM1ndjiETMU2AF84uTknxmLlpB4CYNuUVViQrAv69Z+Kgvdi1zT5uD5wM9Lgp64KtT/ON3kq8hZxOlVkLdRlkG4QWFgaovCDNiPxC4RvSGZx225DsHSMBHDs83Mvml7LnfVKhk0ry7UzwMcHwY0WCvcl6e/WZgc8ZN9U0dNDTb5SP9mGMC8iUQiAQCARxl2tfWn+ICQiWZMH9oFzpBgkgKRwHZreyIoyl8VQUr5mbT4CoFReonFMQOBAqqKvwRyLqCioliAXIke60du7J85PeB3P+7/RJub26bYGkoJgKFg4sR4OsnLJUWRTSCeZxAzj3VycemFVXFmF7blEqtu54FpuwJtqdDuOGMQL5jbyc4c+F13pyUTZ98H3zaObUfCboIH8VtR20YWdNv9Fg6Qzs3+olU9gH3e7ppCyHsjbgmHHsPD80bCQ4Nr1qgGJIWCGQWdxf4aMgNRDCKxAIBIK4y7VTS3LooRd2secQYNKLSnrk4+J3m8VYikbrXEtKitditX4FR9B+2bwcJyut5VVtNH1SHp27eiYV5bmptuoQlRY66dhjyoZUhISOaei2heK0xpYuJiVBoxMayO4ZK6bTVe+fn3YEJXrcOPfXkBb1UjsIGPguRGBtcdA2BKWyWgc9bhinglzVahnZs5FW0IYNpsjtoNXHTKVTlvVOJ5g7rZBvG6nM4OGcIL76zgFq6QiwsqtSRHo801DStfpOurDSaqHmdt+Y7qo3ViCEVyAQCAQxAcJx+oppVJTvol/+fSP7aLVtQGWt2iO+S9yWqgip/lq/AtgHkNKivCw6d9WsSKSWpbsmJaQFucJ7j7QywQ2A7IIuhlA4Z6djjyqh6y9YmJZkLHrcJhZlcwc6FPCpvOJwTKUR3etQWDapyMkThmRhjl5DlzHYPVRXPuQXqxzayRNy6Moz5/chu+Z9H8uET08Qw95m2nHYQ3srVVMSHCk3a7GplA9zQR4UYCjhGI6x2FVvrEEIr0AgEAj6RX6uiyYUZjMxQlGXrj6H99JMRFMZITVQ69ehxnfFIy2Xv28uHapupbqmTiaKUEHtFivZ4FW2EheFPf7q/rSNk+qd+9vO7weOAXaFoGFJMSuNsIlAhoRfe9GMnKRjyeJ1LcvNVkkemBDB33rRybMzvjAL44CUCxT+rT8QpmffPMiTDBTnYUKhAbKrUynYv2y3pV3sWiZCRlggEAgECS+Vo0VurOipVEdIJdP6NZVAAwWQ2sI8J+Xn5EWWnXU2LJTTt1PcWS6V6DNuRu6v9jtzUIKRacxdwgyLyJkrptOSssCwdy0bD8D58rEPLOBugZX1yOhFpzvVVCNkKLscwZbr4kkk7DPpGLuWaRDCKxAIBIIhWwyGI0JqpElUrBzbaODYoTinsrNcqhE9bshH3nmwmd7eXsXqLxI3oOpmu9BpLY8uOGkWnbKsjHbt2pmS1x7L1oRUAWr2FWfOowef20ltXX62NugOgGiugQkV3odk4/MEg4cQXsGIobOzkx5//HF66qmn6ODBg9Td3U0zZ86kCy+8kK6//npyuVT+InDttdfSgQMH6M0336R0A/b9jjvuoHXr1pHH46Fp06bR1VdfTdddd13MC6RAkAkYDYvBSJOo6BzbWMDtuD/VneWGA+ZxWzx3Al32vrl0sKaNDlW1czHVzMl5KYlDE8QGvOU4T9ZtreKcYxRBIpkBpxYSTYbzMyPoCyG8ghHB4cOH6bOf/SyVl5fT+eefzyQXqtDatWvpV7/6Fa1Zs4buvfdeys7OpnRGY2MjfeQjHyG/30/XXHMNlZaW0muvvUa33XYbVVRU0He+853R3kWBYFgwWhaDkUR0ji2AIi/4XLVvGdmxqSrOG2ngvZlbVsg/gtH5zOD8wu0LZ+VlxGdmLEEIbwYiGApSZVsNdQW6yW3PorL8yWSzRvfIHDn4fD66+eabqa6ujv75z3/SkiVLIvdBFb3//vuZMP7kJz/hn3TGb3/7W2pubmaletGiRXwbCPCXv/xlevDBB+ljH/sYzZgxY7R3UyAYFmS6T9OcY8tdytq6qbndy35XHeuFqnrEd8F/KYVGgvH+mRlLkE9rhhHdDdVbaEv9TqrraKBAOEh2i40m5pbS8WXH0Oppx40K8X344Ydpz5499NOf/rQX2dWAneHf//43PfPMM/T1r3+dCgoKKF0BGwOIria7GhdccAE9++yztGnTJiG8goxHpvo0zcV5Xd1+avX4uNGFjvDCqlR7p5fJsDvLQVNL0ntFSpA+yNTPzFiCEN4MIrtP7n2J3q3ZTp3+LspxZZPDaid/KEB7Gg5QVXsNVbfX0WULzxtx0vv000+zVeHiiy+Ou83dd99NhYWFlJOTE3eb9evXs+1h8+bN1N7ezsR49erVdMstt9DUqVMj27388st0zz330P79+/kCtWDBArrhhhvo7LPPjmyD+372s5/Rtm3b2IcLkgqrBRTn/oDXh/c4GlB9AbtdPlICwVgvztt9qInqW7rYa8meSxQbsRhnoVDIyvaG7m50latNy6QGgUDQF3J1zhCsq9jEZNcf9NO0gim9Ci6KsgqoztNIGyrfo6l5k+ikGceP2H6BcG7fvp2OO+44cjgccbcrK+v/ogGvL0jr4sWL2QvsdDpZTX3yySdp7969XAgHvPPOO/SFL3yBli5dSl/96lf5tkceeYQ+97nP0X333UcnnngitbS00Mc//nEmp3jO/Px89uHedddd1NXVFXlcLEyZ0re4AB2fYGdAziKOUyAQjF2sXDCR7ntqO0dHAYFgQLXgtfD/mRTDzoCGCumc1CAQCHpDCG+GqLvvVG4hj89DZXmT+1QX4++JOSVU0VrN262atnzEVF4on4FAgIu7hgKQ1aKiIvrb3/5Gbrebb0MyAp4bVoja2lqaNGkS/47b4LUtLi7m7aDcYtvdu3cz4QV5xvYguOeddx5vc+WVV9InPvEJOnLkSNL7hqK7Xbt20aWXXtpLaRYIBOkPFBFpb6XTaaX/rj3IsWT4GtU2BsTXcqYUA3nDXrLabLT7cAunHkgRmECQ/hDCmwFAgRo8uznO3tmYZuB22BxqO+p5+xmFI7MMp7vLgIQOBb///e+pra0tQnaBjo6OSJQZIs+AyZMn878/+tGPWL2FZxhE+fnnn488Tm/zhz/8gS0Uq1atYsUYtopkgef405/+RHPnzpWEBoFgjBHdN7dUce4uosjwt6c7QK0d3dyVDN2x0JGsyxfgRAaQXny7ggAHQkThYICbBjzzRjndfMVSUXkFgjSHEN4MANIYUKAGz25/wP2BUIC3HynAlwsyiTivocBms1F1dTUrt7AwIAKsqqqKLz7aVgAgKuytt97iAjL8QFk+7bTT6JJLLmFiCyxfvpzVXKjGn/zkJ9lfDC/wWWedReeee25C+4PX/fnPf05/+ctfOEsYz5WXlzekYxQIBCMDkNtHXtoTaTKBXF0kL+D3bl+Q1Vx/ALkMISa/AO6PqL3G3/jaQYHbW1uqxcsrEKQ5ZEqaAUD0GNIYUKDWH3A/tsP2Iwn4WuHjRTxZPDz22GP06U9/mreLBUSXXXbZZfT6669zowc0pnjggQfopptu6rUdFNu//vWv/Hyf+cxnWM1FAgTiwn7zm99Etrv11lu5uO2b3/wm7x8aXHz729/mx2gSHQ/BYJC+9a1vMdmdN28e+3dhpxAIBGMDWtn1BYLcUQ3tkjl7N6yUXYvVQv5giDth4fvAarVEVsrwWzBE3JY3x+0grz/IXl6QaIFAkL4QwpsBQM7uxNwJ5PF1xiVruN3j7aRJuaW8/UjinHPO4WIwXVgWa99QWPbqq69Sbm7ffuJer5fuvPNOVmbh0UW8GYrOVq5cGUlH0IAHd+PGjXTMMcfQl770JSa+r7zyCs2aNYsTFvBaTU1N7OOdOHEiR6KBuOJvpDhs2LCBtm7d2u/xwLrwr3/9i4499lgmu3gegUAwNmBuH2xukYzkBW79iuYSDlvktj4mMQtRmJtQWKk4P6tX1zWBQJC+EMKbAUAB2vFlx1KOM4fqO5v6kF78XedpoFxXNm830rFkKAgD4YQFIJaC+7vf/Y7ee+89zrKFPSAaiAEDYcZ9sEdowNLwwgsvRFRXAMQYZBhNLszJCiCl8BPj4vbSSy8x0UUyg1kZPuqooyL2if4yhTXZhY0Blg2BQDB2EK99MLqo4a9QKEwOh5X/BmBhwA++Vvn3EJReovwcJxXlK2UYJHqsdV0TCMYbxMObIUBTicNNlbSpZjunMZhzeKHsguyuLFvKCQ0jDZBUeG/hm73qqqs4NWHZsmWcfwvSCVUVxWXf//73Yz4eebtQd6EQI0Js/vz53KoYqjCIMIDnAkB2QYLh5f3Qhz7E26NZBDJ8YZkA8Pp//OMf6Rvf+AZ3SZs+fTodOHCAHnroIX4dRJ/FApRmJDsAZ555JlsiooE4NJB7gUAwdtoHA26XnVxOO3V0+ihsD5PTYaVub1ClNeiQhnCY/87OctCMSXn8O7qyoTGFdF0TCNIb8gnNEEC1vWje2TQldyJtqd/FaQwoUHNYbHT0hDms7I5kHFk04HV94okn2AIAhRVk0e/30+zZs+lrX/sae2zN6m00QDTRKAJNLKD4wpt7xRVXsF0CxBaFaiCrIM5QXpG4AKsCkhxAQGFDAAkGYJuAz/fXv/415/g2NDRwcRue58Ybb4y7D+gWBzuEVpJj4Qc/+IEQXoFgjLQPNgNqb2Gei7p9AfL5Q0azCQv/uBw2lc4QDPFjJxZn8+24DQR54axi7tImEAjSF0J4Mwggs6vKltOpc1Zx9BjSGFCgBs/uaBFdM0pKSuiLX/wi/wwEFKSZgaKwO+64I+a2yNc14/jjj2e/bn9Ao4vbb7+9121aLY4H+IKjX0sgEIzd9sHF+a5etgb8DcLb0u6lbm+AY8mg7Xp9Ad7ObrcyKcZ2ILu1TZ2Ul+2kVYul+YRAkO4QwpuBALkdqZxdgUAgGIvtgyvrOpiwmgvX8O+UkmwmuFaLhfKyHdTtD1Jnl5/vz3U7+KepzcvKLpPdJVO425pAIEhvCOEVCAQCwbjCycdOpcp6D729rZoO17RzARs8vbA5gMgW5mbRykWTafWSyaz07j7UTPsrW6imqYv9v/DswsYAZVdaCwsEYwNCeAUCgUAwrgCC+qGz5tG00lzO0EWsGLqpxSOyi+dO6NWCGD5gWCOE6AoEYwdCeAUCgUAw7gCyiu5oILaJEFncNmtK/qjsq0AgGDqE8AoEAoFg3EKIrEAwPiDrMaOEgdrXCjIT8r4LBAKBQDDyEMI7CkDHL3QGE/IzvoD3G+873n+BQCAQCAQjB7nyjgJcLhcTH7S/FdI7PsDtnevq+H3H+y8QCAQCgWDkIB7eUQCaKKBNLbp2tba2ks1m6xV+PliATAF4PkH6jJ9WdvHjdrv5/RcIBAKBQDByEMI7CsCS9owZM6i2tpaJbyjUu8XlYIE2ukBBQUFKnm+8YbjGD5MZtE2GsguyK5YGgUAgEAhGFkJ4RwkgPVOmpLY7z/bt2/nfOXPmpPR5xwtk/AQCgUAgyEyI1CQQCAQCgUAgyGgI4RUIBAKBQCAQZDSE8AoEAoFAIBAIMhpCeAUCgUAgEAgEGQ0hvAKBQCAQCASCjIYQXoFAIBAIBAJBRkNiyVIIc9c03cRgNF5/NF47EyDjN3TIGA4NMn5Dg4zf0CDjN3TIGA7/+JnvS6ZbrSUsvW1TBp/PR1u3bh3t3RAIBAKBQCDIeBxzzDHc2CkRiKVBIBAIBAKBQJDREIU3hUCL4EAgEOmkhpayAoFAIBAIBILUALQVfAuw2+3MtxKBEF6BQCAQCAQCQUZDLA0CgUAgEAgEgoyGEF6BQCAQCAQCQUZDCK9AIBAIBAKBIKMhhFcgEAgEAoFAkNEQwisQCAQCgUAgyGgI4RUIBAKBQCAQZDSE8AoEAoFAIBAIMhpCeAUCgUAgEAgEGQ0hvAKBQCAQCASCjIYQXoFAIBAIBAJBRkMIr0AgEAgEAoEgoyGEVyAQCAQCgUCQ0RDCKxAIBAKBQCDIaAjhzQD897//pQ9+8IN0zDHH0KpVq+jrX/86NTQ09NmuqqqKvvzlL9Pq1atpxYoVdPPNN9ORI0dGZZ/TDdXV1fS1r30tMjbXXnstvfvuu322kzEcGC+88AIdffTR9K9//avPfTJ+sfH000/T5ZdfTsceeywtX76cPvGJT9B7773XZzsZv/iQsUkcW7ZsoU996lN0/PHH83Xj0ksvpSeeeKLXNt3d3fSLX/yCzjjjDFq6dCldddVVtHbt2lHb53RFZWUlHXfccfSNb3yj1+0yfvGBsbnjjjvozDPP5LG56KKL6N///vewj58lHA6Hh/QMglHFM888Q1/5yldo/vz59KEPfYjq6uror3/9K02dOpUJR3Z2Nm/X0tJCV1xxBXV0dNB1111HTqeT7r33XrLZbPxFV1xcTOMVGLMrr7ySP2AYG4zZgw8+SLW1tfToo4/SggULeDsZw4HR1NREF1xwAf9722238URMQ8YvNvA5/eY3v0nLli3jscN5+Pe//50nrQ888AATYEDGLz5kbBLH/v37+XNZUFBAH/nIRygnJ4eeffZZ2rRpE5O2j3/847wdJgxr1qzhbebMmUOPPfYY7d69m68vIMoCItCn66+/ntatW0eXXXYZ/exnP4vcJ+MXG6FQiD75yU/ymOmxgWj39ttv0//7f/+Prr766uEbPxBewdjFBz7wgfCJJ54Ybmtri9z2r3/9Kzx//vzwgw8+GLntjjvuCB999NHhrVu3Rm7bvXt3eOHCheGf/exn4fGMW2+9Nbx48eLwjh07IrfV1taGjz322PCXvvSlyG0yhgPj85//PI8lzr/HH3+8130yfn3h8/nCK1asCF9++eXhQCAQub2uri58/PHHhz/60Y9GbpPxiw8Zm8TxqU99Krxs2bJwTU1N5LZgMBi+6qqr+PaOjo7wW2+9xZ/h++67L7KNx+MJn3XWWeHLLrtslPY8/fDAAw9Evu9wHdGQ8YsPXBei+QnOv0svvTR88sknh0Oh0LCNn1gaxjgOHz7My6B5eXmR204//XT+F7Mh85IpFKQlS5ZEboMqjOU/3Dde0dnZSc899xwvqSxcuDBy+8SJE9kasnLlyshtMoYDrza89NJL9OlPfzrm/TJ+fbFjxw5qb29ndQhqpEZpaSmdcMIJbKvRi3AyfvEhY5MYgsEgbdiwgU499VSaNGlS5Har1Uof+MAH+Ptw586d9NRTT5HD4eBVQw2sfEFF3759Ox08eJDGO3Dt/eUvf0mf+9zn+twn4xcfjz/+OM2YMYM+/OEP9zr/vvSlL7G6i3NwuMZPCO8Yx+zZs6m8vJyXCcwfRE3agNbWVvaymS8GGosXL+YlffyMR2zbto2XkE855RT+G+TC4/Hw7x/96Ed5OQWQMewf9fX19MMf/pC9p5iARUPGLzYwycJy8vnnn9/nPthCcCGwWCwyfv1AxiZx4Hx68skneTIf63wDMPHC9yKuLdoSZx5PAPePZ+B6C/sHahVgoYmGjF9s+P1+rk048cQT+VwEcL3FdRdCHSYPsNgM1/gJ4R3jwIeupqaGvS+Y9cCH9d3vfpdKSkrYlwrAiwqYZ/QamhSjaGs8ApMFoLCwkMcQxQf4Oeecc+jll1+ObCdj2D++973v8Tn3hS98Ieb9Mn6xAa/p3LlzqaioqNftW7duZXUXxVeAjF98yNgkDkyepk+fTtOmTet1O1Q1KG8gGIsWLeIxnTx5ctzxRIHgeAZ8pCBdP/3pTyPEzQwZv9ioqKhg0ltWVkb3338/nXbaaXy9xUrM73//+8hq1nCNn31QjxIMu1rWH1wuF+Xn5/PvOFlAbFHc8vDDD/NtmCHhA6kvAFqxdLvdfZ4rKysr8oU3Hsewra2N/4Y6iS/773//+/yh+/Of/8yzzXvuuYdnnuNtDJM5B1EU9Nprr9E//vEPJnCxIOMXf/xiKZZagbvpppvG5fglAxmboQHfd9/5znf4nEWhEM5NjGl/49nV1UXjFQcOHKA777yTvvjFL3Ixldfr7bONjF9swL6lC3XxPfeZz3yGSex//vMfHlOMC4rwh2v8hPCmIfTyejycddZZdPfdd/MX1Y033kjr16+nCy+8kN7//vfzSYTqZFSO/uUvf2Ffm541YXYfD/3dl8lj6PP5+G/8C+KmP2SIQoHKi1gUEN7xNoaJjh9m4j/5yU+4shvRMfEg4xd7/KKBCRgqmHFRhRcaS3/jcfySgYzN0MbuBz/4Afvv4RkHAUkE43U84YFGogqsSDrNYjAYr+PnM663sCCB9OoEJPjHEQUK7vKxj31s2MZPCG8a4sc//nG/92M5APjf//7HZBf5dFAoNc477zyON/r2t7/NX2TaBxNrVgT/KpCbm0vjcQz12KBozTyjhMUBpAQfyubm5nE3homOH5QhFEziy0p7ABENpVU13IaxlPGLPX5mwGcKsotiUxRvIFNWY7yNXzKQsRkcsLQMSxyK+uC7x5IyCoX0mOqxM2O8jycIGawMf/vb3zgKT4+jJnP4vsPYyPjFhr7G4nzTZFcDUXngMxs3bhy28RPCm4bQ3tuBsGfPHv73kksu6XU78hXPPvtsXmJGlqe+uMZaZtXFHLH8b+NhDPVxx8rp1LdheWW8jWGi4/f666/3SgYx40c/+hH/wAst49c/UGgKxQgeNxT+3Xrrrb3uH2/jlwxkbJIHJgef//znWTSBsguyayYRyHGX8Yz9fRcIBCLFzGZAXMIP8sdl/GJD+3IHut4O1/gJ4R3DgNcKMCc0aOjb8C8UOMSAIM4jGrgNJyFikMYjdGU3wtijgWUXKB4YG4y1jGFf3HfffX1ugwKCuJ4bbriBl/Zl/PoHik6xjIfCKkTzxFpWls9wfMjYJAcokqhPeOONN9i6ddddd0WuJeZqeKQ5QFHTvklAjzG6s41HYCKq6z7M4wlrIb7r8J131FFHsUop49cXKGzG5zHW9RaTfWDKlCnDdv5JSsMYxkknncReloceeqjX7VhWefHFF9lQr6saYXPAh9B8UYBCjG4n8P+OV+BCCe8plvXQItKsuL3yyitcRaovBjKGsc/B6B+9VIUvfvwt4xcfmJCC5ILs3nLLLf16KGX84kPGJnH8+te/ZrKLtq6/+c1v+pBdPZ5YoteF0NqihG5XWI7G9+Z4FUiiv++QMABgUoW/cc2V8YsP2AeRKIUW9BoYK3SXhMqLLmrDNX7SWniM4/bbb2dfEYpbzj33XC5ag5WhsbGR/vjHP/IHEIDfCCcaZqOYhSJKBeocFEzE0Yzn1pu4SF5zzTWsFOFfAB4tzC7xAZs1axbfJmOY+LLfpz71qZithWX8egNf+lhaxhIeiG8sYMwwVjJ+8SFjkxiwJAyii8v+t771rZheSFxLQNrgJ1+7di1/JyIT9ZFHHuFJBOKkxnNr3GggpQEkLLq1sIxfbKDGA5YvCEzIuoclCQXjemUQ9UfDNX5CeDMAjz76KD344IO8TIDZ+vLly/kiGl01jyV6kBCcRIiPgncL8UfIZRzvQKHQHXfcwV2IoJrjAwXFDSqlGTKGgye8gIxfb6DYNHqFJhpbtmyJqHAyfvEhYzMw/vvf/3KcVn/405/+xCtb8FLiOxGNUeD5RZMFFFKuWrVqxPZ3LBNeGb/4QCE4rDRYiUZUGboiIhIPFpvhHD8hvAKBQCAQCASCjIZ4eAUCgUAgEAgEGQ0hvAKBQCAQCASCjIYQXoFAIBAIBAJBRkMIr0AgEAgEAoEgoyGEVyAQCAQCgUCQ0RDCKxAIBAKBQCDIaAjhFQgEAoFAIBBkNITwCgQCgUAgEAgyGkJ4BQKBQCAQCAQZDSG8AoFAIBAIBIKMhn20d0AgEAgEClu2bKG2tjY65ZRTEtp+w4YN9OCDD9LGjRuppaWF8vLyaOHChXTxxRfzj9Xao2lUVFTQWWedRU6nk5544gmaO3duzOf87Gc/Sy+//DL/TJs2jW/7xje+Qf/+978H3J8TTjiBHnjggZj3dXZ20oUXXsj78O1vfzuh4xMIBIJUQQivQCAQpAFeffVV+sxnPkO33nprQoT33nvvpdtvv51KSkro9NNPpwkTJlBDQwO99dZb/BzPPPMM3X333eRwOHo9zufz0fe//30mphaLJal9vOyyy6isrCzu/fHuCwQCdMstt1BlZWVSrycQCASpghBegUAgSAM0NTVRKBRKaNsjR47Qz3/+c1q2bBndf//95Ha7I/d5vV76/Oc/T6+99hr9/e9/p+uuuy6mMvzII4/QVVddlTThXbVqVVKPgfL8la98hd58882kHicQCASphHh4BQKBYIwBZBbkGITVTHYBl8tF3/zmN/n3F198sc9jjzrqKFZ9f/GLX1BdXd2w7ufTTz9N559/PpPdk08+eVhfSyAQCPqDEF6BQCAYZcAjq0nqbbfdRkcffTR7buMBFgFgz549Me+fPXs23XXXXaysRmPmzJn06U9/mr3CP/7xj2k48c9//pOysrLonnvuoZtuumlYX0sgEAj6g1gaBAKBYJRx9tlnMwFFoRj8u7Aq5Ofnx93+xBNP5H9hZ4AVAlaDFStWcEGaxnnnnRf38TfeeCM9++yz9Pzzz9NLL73Erz8cQAHccccdx6rz22+/PSyvIRAIBIlACK9AIBCkEeE99dRT6frrr+93eyjAX/3qV+lXv/oV/ec//+EfKKlLly5l68A555zDKm88gBj/6Ec/oo9+9KP0wx/+kFavXk25ubkD7ieSGtavXx/3/quvvppKS0v7EHOBQCAYbQjhFQgEgjEIqLTHH388q7yvv/46dXV1sYqKnzvuuIMuv/xy+u53v8tEOBagCIOg/uMf/6Bf/vKXnNwwEAaKJgNxNxNegUAgSBcI4RUIBIIxCtgF8IOoMWTxrlu3juPNdu3aRY899hh5PB6688474z4eUWFQlUF6L7roIn6u/vC3v/0t6ZQGgUAgSAcI4RUIBII0BJTb9vb2Po0dYhFOWBRgH8DPl7/8ZSaxKFh77rnn2Powffr0mK8BGwOU3ZtvvpnV4ESaSwgEAsFYhBBegUAgSENATY1u1PC5z32OCe8HP/hBTmp48sknYz4W3cwuueQSTkk4dOhQXMKrbQjw/L7wwgv0xz/+MeXHIRAIBOkAIbwCgUCQBojuevbKK6/E3RYtg3fv3k07d+7kVsL9YeLEiQO+9ne+8x1au3Yt/eEPf6AZM2YksdcCgUAwNiA5vAKBQJAGsNuV/uD3+wfc9pprruF/YVc4ePBgn/vfe+89euqpp2jx4sU0f/78AZ9v0qRJ7OeFF3jfvn2D2n+BQCBIZ4jCKxAIBGkAkE4ABWStra107bXXRm6LxqWXXkrbt29n28OFF17IsWLz5s1jlRjK71tvvUUlJSUcW5Yo0LUNFgkUvw02lkynRyB3VyAQCNIJQngFAoEgDbBy5UrOxUWm7kMPPUQnnXRSXMILfPvb32avLtIYNm3aRBs2bGCrQ1lZGZPOT3ziE1RQUJDw64MsI5sXZBpKbywkUtR23XXXCeEVCARpB0s4HA6P9k4IBAKBQCAQCATDBfHwCgQCgUAgEAgyGkJ4BQKBQCAQCAQZDSG8AoFAIBAIBIKMhhBegUAgEAgEAkFGQwivQCAQCAQCgSCjIYRXIBAIBAKBQJDREMIrEAgEAoFAIMhoCOEVCAQCgUAgEGQ0hPAKBAKBQCAQCDIaQngFAoFAIBAIBBkNIbwCgUAgEAgEgoyGEF6BQCAQCAQCQUZDCK9AIBAIBAKBIKMhhFcgEAgEAoFAQJmM/w/h9rd8LfUgkQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X\n", "y_sub = y\n", "print('t-SNE on subset of size', X_sub.shape[0])\n", "X_tsne = TSNE(n_components=2, random_state=RND, init='pca', learning_rate='auto', perplexity=10).fit_transform(X_sub)\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_tsne[mask,0], X_tsne[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('t-SNE - perplexity: 10')\n", "plt.xlabel('t-SNE1')\n", "plt.ylabel('t-SNE2')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "id": "16b58a2b-281e-4fdf-9854-ab65fe02c9e9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "t-SNE on subset of size 1000\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X_B\n", "y_sub = y_B\n", "print('t-SNE on subset of size', X_sub.shape[0])\n", "X_tsne = TSNE(n_components=2, random_state=RND, init='pca', learning_rate='auto').fit_transform(X_sub)\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_tsne[mask,0], X_tsne[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('t-SNE')\n", "plt.xlabel('t-SNE1')\n", "plt.ylabel('t-SNE2')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.savefig(os.path.join(FIG_DIR,'tsne_dataset_B.png'))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "id": "08f01c32-2b5f-4118-81d6-43b814bd7c12", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "t-SNE on subset of size 1000\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X_B\n", "y_sub = y_B\n", "print('t-SNE on subset of size', X_sub.shape[0])\n", "X_tsne = TSNE(n_components=2, random_state=RND, init='pca', learning_rate='auto', perplexity=10).fit_transform(X_sub)\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_tsne[mask,0], X_tsne[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('t-SNE - perplexity: 10')\n", "plt.xlabel('t-SNE1')\n", "plt.ylabel('t-SNE2')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "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": 23, "id": "274d81fb", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lidakanari/GitHub/venvML/lib/python3.9/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X\n", "y_sub = y\n", "\n", "reducer = umap.UMAP(n_components=2, random_state=RND, min_dist=0.1, n_neighbors=30)\n", "X_umap = reducer.fit_transform(X_sub)\n", "\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_umap[mask,0], X_umap[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('UMAP 2D (subset)')\n", "plt.xlabel('UMAP1')\n", "plt.ylabel('UMAP2') \n", "plt.legend()\n", "plt.tight_layout() \n", "plt.savefig(os.path.join(FIG_DIR,'umap_dataset_A.png'))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "id": "0bb17353-8e84-436b-84ca-2ce9b02c1dd4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lidakanari/GitHub/venvML/lib/python3.9/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X\n", "y_sub = y\n", "\n", "reducer = umap.UMAP(n_components=2, random_state=RND, min_dist=0.3, n_neighbors=30)\n", "X_umap = reducer.fit_transform(X_sub)\n", "\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_umap[mask,0], X_umap[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('UMAP 2D (subset)')\n", "plt.xlabel('UMAP1')\n", "plt.ylabel('UMAP2') \n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "id": "6d4be53d-35c5-4b84-b9c1-dc536289014a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lidakanari/GitHub/venvML/lib/python3.9/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(\n" ] }, { "data": { "image/png": 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GocSu4ezGrt/sxq7f7Mau3+xmwwy6foVCQR544IFn9J0Z7+HdG/fff798//vfl/e+972azECzGi+azejg4/ehoaHDvZuGYRiGYRjGYWLWV3hvueUWFbbElvGq5Nxzz5VLLrmk6meGYRiGYRjG3GfWC148u8961rMmvP+v//qv0tfXJ5/97GcPaBObYRiGYRiGMbuY9YJ3xYoV+qqkvr5eRkdH5bzzzjss+2UYhmEYhmHMDGa94DUMwzAMY+5B9BQ9OP39/ZrGxN/G4SMbxIBt3rz5oKUtEHnW2NiocxcOdBqECV7DMAzDMGYUiNvOzk5tPAea0qebt2ocHOrr6w968gJWVF6tra1qRz2QondWCd4f/ehH0172iiuuOKj7YhiGYRjGwYHKLmK3trZWlixZMq1MfuPgMjIyoj/T6fRBrSK3t7frtafKeyBFtt0uGYZhGIYxo8DGACZ2jyySyaRe8/C/gQOFCV7DMAzDMGYUeHaxMZjYPfJIJpN67f0o4wOFCV7DMAzDMGach9c8u0cukUjkgDcp2r8mwzAMwzAMY8ZwoBMawASvYRiGYRiGMaeZVSkNRnUKxYJs622Tbf07JVISWdG8VFY2LZNYNHa4d80wDMMwDOOwY4J3lgvd27bfI3/YdLO0DeySXCGv7ydiCVnWsEguOvo5ct7KM0z4GoZhGMYsYXh4WH7+85/Lr3/9a9m6datOjV21apW87GUvk7e85S06nMHzpje9SQdB3HrrrTLT6OnpkS984Qty/fXXa8zcKaecIh/+8IflhBNOOCz7Y4J3FovdKzdcI9dtvlUGMkP6XjwalZJEZCQ3Kk92Py2dD14l7YO75TUnvNhEr2EYhmHMcLZt2ybvfe97ZcuWLfKSl7xERS7NW7fffrt8/vOflxtuuEG++93vaj7xTCabzcq73vUuefzxx1Wkz58/X2cpvPGNb1Qxv2bNmkO+TyZ4Zyl37LhPbn76LhnKDkssEpV4NK4drdGIs2Vn8hkZzA7LzVvvkOWNi7XSaxiGYRjGzBWJf/3Xf60T5n7605/KiSeeWP7sr/7qr+T73/++fPrTn5Z/+7d/09dM5le/+pU8+OCD8tWvflVe+MIX6nsXX3yxvPjFL9aq75e//OVDvk/WtDYLK7tberbJtU/eIt3DPZIvFiRXzMtoISPDuREZyY1IrpiTVDwpUhLpGx2Qu3c8qN8zDMMwDMNRKBRla3u/bNzSrT/5+3Dyk5/8RJ544gn5yEc+Mk7seqiUHn/88XLNNdfo+N2ZzG9+8xsdDezFLixYsEAFr7c4HGqswjtLQLBS1b1n50PaoLazv12KKFriO2QsvgMBXCgVpRgtSjwWl2KpINv7WX6XrGxedhiPwDAMwzAOPwjbWx9qkzs37JJde4b171gsKkvm1cpZ6xfL+Scv1b8Ph0jEqvCKV7xi0mW+/vWvS3Nzs47dnYy77rpLbQ8PPPCADAwMSFNTk5xzzjny93//97J06dLyctddd51885vflKeeekptE4jpt7/97fKCF7ygvAyffeYzn5FHHnlERery5cvlkksu0eWmyknesGGDnHHGxCfL69evlyuuuEKF/WmnnSaHEhO8s0TsXvXo7+SetodkMDMsuUKuLHahhHO3RG5dtBzWTNU3EY3rUvw+kh89rMdgGIZhGIcbxO0V1z6hYndgOCv1tUlJxKOSyxdl49Zu2dE5KDt3D8llzz/mkIpe/ncbkXj66afrlLHJWLZs6sIVXl/EKMISLzBTy+677z65+uqrZdOmTdoIB/fcc4984AMf0EayD33oQ/oeQvR973uffO9735Nzzz1Xent75a1vfavE43FdZ01Njdxyyy3yuc99Thvr/uZv/qbqPiCMEdqLFy+e8BlVX2hvbzfBa0xEK7ttD0m2kFc/7lM9T09YBgFMy1pUw5ojUiwVJV/Ma7Mawjcdrzks+24YhmEYMwVf2c3mC7JyccO4AQetjSnp6B6WOx9pl+UL6uXZpy07pIkG+XxeH/vvD4jVlpYW+eEPfyjpdFrfe93rXqfrxgrR0dEhixYt0t95D49ta2urLkeTHMvSaIbgRTyz/Je+9CX1346MjMirX/1qef/736/NdZPh7Qp++2EQzYBgPtSY4J0F1V1sDFR2lzctkdF8Rm0LUURtqMrr7xBJaeC/v9gcsDbESjFZ0bhUljVOvNMyDMMwjCOpuusru5ViF/h7UWutbNs1IHduaJfzTl5yyKq83h6ACN0fvvGNb0h/f/84sTk4OFiOMvNC01df/+Vf/kWrt3iGEcp/+MMfyt/zy3zrW99SCwXVYKrP3/nOd6bch+mMBD4Yk9T2hgneGQ7e287BLqlL1eo/EDy5yFqydrOFnP7ucb+XyhVeqImn5FnLTrJYMsMwDOOIZnvnoHp2sTFMJrh4n8/b9wzr8quXNB6SfcOXi/1gz549+7WeWCymdgEqt1gYduzYIW1tbWURWiw6bUA82G233Sa//e1v9UVl+TnPeY688pWvlLPPPluXwXLwtre9TavG73jHO9RffNZZZ2kl+KUvfalaHarh/cXkB1fi36uvr5dDjaU0zHDw3uZLBbUlQDQS0+ou8WO8F25YA6q6VIDLRCJyz86H5dZtd1tSg2EYhnHEMjKa1yovnt2p4HOWY/lDCf5dfLzEk03GlVdeKe9+97t1uWoQXUZT2c0336wNZgymIP/2Xe961wRR+oMf/EDX9573vEerub/4xS/kzW9+s3zlK18pL0diBM1tH/vYx+TUU09VmwPDIxDCk1VyEbONjY2ye/fuCZ8RuQbYKg41JnhnOHhv45GYNp65v1OSjCVVvNYkUho/Rg5vNVKxlDTXNMqmPVvk6sf+JL/Y+HsTvYZhGMYRSbomrhYFGtSmgs9ZjuUPJRdddJH6ZH1jWSUITBrLbrzxxqoV0kwmI1/84he1MotH91Of+pQ2nZ155pnqEQ6zfft2uffee+Wkk06Sv/3bv1XhS1zY6tWrNeGBbXV3d6vApdGMSDQSIhh88aIXvUjuvPNOefjhhyc9Fprmqoly3qMyvG7dOjnUmOCd4eC9XVg/X4Yyw+5uKhKR5nSjPrbA0oD4rU1MNIZHgslrsWhUG91oeLt754Ny5477D8txGIZhGMbhZMXCelk8r1YGh7OTVid5n8+JKGP5Q8lrX/taFZyf/exnq4rFr33tazrMATsBo4ar2QUQzHyGPcKDpeGPf/yj/l4ouKIXwhgx7CuusGTJEhW3+Imxdlx77bUqdG+66abyMtgajj32WP0dHTIZNLmxXdbhoeL7u9/9TrN5w+ORDxXm4Z3h4L09Y9nJ0jbQIZ1De2Rh3TxpqWnS5rXe0X4ZyY5IQcZXbdXyEI1JNp+TXYO7ddnFdQtkR/8uHUKxpH6RZItZrR4jqM3faxiGYcx1qNqevX6x7Owc1DQGGtTCXl7ELu831Cbl7PWHrmHNg0jFe4td4PLLL1evLDYCUg8QnXfffbc2l33iE5+o+n3ydqnuUiHGUoAwJU2BqvDIyMi4BAXELiIYL+9ll12my99xxx2a4YtlAtj+t7/9bfnoRz8qb3jDG9T2wMhjpsA961nP0iruZLzmNa+R//mf/9HsX46HJAiSIzjfxKEdDkzwznCwICytXyxrmlfI43s2y46+NqlL1Ul9ola9uj2FPikWx+5UY5GYxDWKLKF3adlCVoUx9gbKvg92bJTtfW16Z4ZVYmH9Ajlj2UlyzvLTTfgahmEYcxqGSpCzS/QYaQzhHF4quyp2T1yiCQ2Hg2OOOUZ++ctfyo9//GOtjuKfzeVysmbNGvmHf/gH9diGq7eVECHGoAiGWFDxRaReeumlapdA2NKohihGONOMhk2B1AWSHKguf/zjH1cRDNgm8PkyBpgc366uLpk/f76KX0YgTwVpDqz/3//93/VYqCyT8sD+rV27Vg4HkdJ08iOOYLhITCsB7rSmKuHvDf+IYqq7omqT1Uhp0PHBuYw2sCFM1dsbjUnPSJ/0jw5IrpQP2teIJRtraotH41rhxdpAdyZNbQvq50lDsk7XiVWiPlUrZy47RS5Zd7GJ3gN4DY2Zh12/2Y1dvyPn+m3evFl/HgxxREPabQ+1a/RYe8WkNSq7hzKObDYxElSJq+XrHmj2dv33RZtZhXcWTFYjkowYMvy7g6ND6s1d27pCTlxwvPzowZ9r5ZZJa/zC4AniyVgH0WS8+Dubz+okNprcsESkEy78md+xSuDvXdqwSM5bOXEUoGEYhmHMFRCzDJVA2BI9RhoDDWp4dk3ozl1M8M5AqOwiQIdzo9KcbtJKLnm6VG69QN3Ss12GsyMylCNEOqJWBqq3YdHLf6jiuoEUJYlHSG5I6ro8rBNf8I6+dq0mn738NKvyGoZhGHMexO2hytk1Dj8meGcYVGJ/98SN0j7QqcJzIDMYDJqIS0OyQRbVzVOBur23TXpG+tWmEI/FJRKJSTHvO0+drYEZFE4EOyIS1USHyrhtlqWK3DG4WwddrGw+dOMUDcMwDMMwDjYmeGcQ2BB++MDP5eneHdqQhhkBQYstAR8uftvukR5ZXL9AkvGEDAwPqhAuFIuayVuMFrWiq1PWSn7y2hj5Yl52D3XJcG5Eo82aU40yWshKoVTQ7eQiJR10YRiGYRiGMZcwwTvDrAwPdz6mgjUSCGAqtlRg8egiXxG+Owc6pCaW0s/SyVoVqWTy4s+NFqKSKWTLo4XDOItDQVMbBrPD0h7t1OY25/ktSjKWkMd2PyVHt642W4NhGIZhGHMGc2fPEBC3eGhJYsB84K0IpCvgyY0GP/kPy1KlRajix2WaGqKY71KtnSx4Ixq63LliTsUzFWG/zlwhJ7duu8cmshmGYRiGMacwwTtDwDtL/FhTqkH/RswiRNGu2nQWFrGlkgpbqrNUdhkqgc2hLlmrldpKKwNCNzIW5TDuc9aLnQGLxJKGhSqAbSKbYRiGYRhzCRO8MwRsCWTsIlf94BdErXsVyy/Eqi7DxYtE1YbQOdwtzTVNKnrx9DJ0wtWCI+VleKl4DoldZ5vI6y9UiVvTzdoQRxQa1War8hqGYRiGMRcwwTtD0EESkZhWbKv5bytBtuYC324iGpOtPds1rsyJVBdDhqBl+AQZvslYUkXveJwgbkk3yZL6hZrzW5nYYBiGYRiGMdsxwTtDWNa4WBbWz5f+0X5NaNgbMaGpLKKT1jL5rFoR+jODmsTA9zEx0HiG0NWmt4jL6lVrgwsu0ylsKfUAN6nY9SCSqTZbYoNhGIZhGHMBE7wziPpkrSYsTIeCFCQeI6d3SPYM90hdIi2NqXq1M7j6rpQrxfh0qQaP5kfLlgZ+5os5Fb41sfFzuRHPVJupOhuGYRiGYcx2LJZsBo0SfrjjcSlOkrDg0Ua2QLQiYlken+/uoT3jWtU0aqxU0jQH3UZpYtXYx5y1D3bqWGGqvIhj8n6Pm79Wq86GYRiGYRizHavwzpD83XvaHtKoMEb/qg1hwjw0R7jpzDexgfvN13bH8I1vk8FnXcM90j3Sq2K3c6hL6lO1csayky2L1zAMwzCMOYEJ3hmSv0sywrx0q+bu8nIjgKuL3gMNvt/2gQ7Z0demjW1nLjtFzl5+2iHZtmEYhmEYYwwPD8uPfvQjueyyy+Sss86Sk08+WV7+8pfLt771LclkyOof401vepOcf/75MtP57W9/K8cdd9yE/T+UmKVhhuTvkoxQm6jR6u5QdlgSibjEozH1004XL4+rmSJcRFmkvJTWgsn3Ldsj8rKscYn8xZpzVOxaddcwDMMwDi3btm2T9773vbJlyxZ5yUteIi972cv0f6tvv/12+fznPy833HCDfPe735Xa2lqZLWzYsEH+6Z/+6XDvhgnemZK/SzICHtrmdKOMFjIaT0aKwjMRvJ5IFdFL/FgoiCHwAvMqqg+YSW7nrjhdzlt5xv4flGEYhmHMcEpMGO3aIcXsiESTaUnMXy6Rw1jsyWaz8td//dfS2dkpP/3pT+XEE08sf/ZXf/VX8v3vf18+/elPy7/927/pazbwu9/9Tv7xH/9Rq9aHGxO8MyR/1wvblpombSTrJZ6s8MzE7tTtblR0nRRmubFwMvceP2MRc7gYhmEYc1/oDm28XYaeuFvyvR36N0I33rJY6o45Q+rWnXtYhO9PfvITeeKJJ+RTn/rUOLHrectb3iK/+MUv5JprrpEPf/jD0tTUJDOZD37wg2plWL9+vbS0tMgtt9xyWPfHFM4Myd8lGUHHB0ciOgSCqWk18ZoJPl6XpfvM0RHCwbQ2/9NPcdP1RqOy1FIZDMMwjDkM4rb3lp9L7x2/kszOx6VUyEskFtefmR2P6fu9t/5clzvU/OY3v1Grwite8YpJl/n6178ut95665Ri96677pJ3v/vdcs4556jYPO+88+Tv/u7vpK2tbdxy1113nbz2ta+V008/XU477TR5/etfL9dee+24ZZ566il55zvfKeeee66cffbZ8prXvEb+8z//U4rFvQ/IwpbBdqlWL1iwQA43VuE9zOCVJRGhbaBDJ6Ux2pchES3pZqmJpWRzzzYdJME0tdbaFs3qxfc7FMSNTRdSHKYiW8jL9++/Ql509HPV1mAeXsMwDGOuoZXdTXdLKZ+VxPwV+r+3nlJ9i+T7OrXym5i3TOpPOHTNYBSl8LoiPhOJyqmoYyxbtmzK9eD1ffvb365CFy9wMpmU++67T66++mrZtGmT/PrXv9bl7rnnHvnABz4gp5xyinzoQx/S96644gp53/veJ9/73vdU4Pb29spb3/pWicfjus6amhqt0n7uc59Ti8Lf/M3fTLkvrI/tzxRM8M4Azll+urQPdMrdOx+UHX3t2sCGp5ecXU9zulkW1S/Q/3LOr5snw707J0SQ7e9/2Z7q3iY/fvAqaR/cLa854cUmeg3DMIy5ZWV44m4pjgxMELvA3/GmhZLr2q7L1R1/ziGzNvT09Eg+n9/vSihiFfvAD3/4Q0mn0/re6173Ol03VoiOjg5ZtGiR/s57X/3qV6W1tVWXo0mOZR9//HEVvIhnlv/Sl74kF198sYyMjMirX/1qef/736/NdXtjJoldMME7A0BYXrLuYh3+QERZx+BujQpD9K5uXi7do33adObB59sW3bVPDW1T7UNUojKYHZabt94hyxsXWwObYRiGMWegQQ3PbrSmfoLY9fA+n+d7dunyyYWrDsm+0TgOiND94Rvf+Ib09/eXxS4MDg5KKpXS333z2OLFzsL4L//yL1q9xTOMUP7DH/5Q/p5fhji0uro6rQZTff7Od74jsxETvDMEBCcCk0gwLAukN9DQhpf36sf/NK76q96ZA1TcVSFdcmOIU/GkZPNZ6RsdkLt3PGjxZIZhGMacgTQGbVCLT24ZgEgsIaViXpc/VDQ3N2tFdM+ePfu1nlgsJu3t7Vq5xcKwY8cO9e6Wgimu3nv7xje+UW677TZtKuNFZfk5z3mOvPKVr1SvLuDrfdvb3qZV43e84x3qLyYXmErwS1/6UrU6zCasaW2GgcBc2bxMjpt/lP5MxpNa/X3l8RfpuN+4RKU/M6ANZy5ZIaai1b9c0m5EEtGx/0JPncBQGvfD/QMuyfb+NhXehmEYhjEXIHoMi0IpP2YXrEapkNPlWP5Qgn8XHy/xZJNx5ZVXakMay1WD6LJLLrlEbr75Zlm+fLkOpmCIxbve9a5xy1Gx/cEPfqDre8973qPVXBIg3vzmN8tXvvKV8nIf+chHtLntYx/7mJx66qlqcyAhAiHsRfRswQTvLKr+vvvMN8ra1lWaz6teo2hcauJJSUYTgtR1//giUpcgkHr8P8TJ/lmSwVsM/pPJZ/Tuj9Vgl6DKbBiGYRhzAXJ2482LpDg6OKlY00Sj0UGNKGP5Q8lFF12kPlnfWFZt32gEu/HGG6W+vn7C50wx++IXv6iVWTy6xJvRdHbmmWeqRzjM9u3b5d5775WTTjpJ/vZv/1aF7/XXXy+rV6/WwRZsq7u7WwXuwoULNRKNhAgGX7zoRS+SO++8Ux5++GGZTZjgneFjh7f17pTHu57Sn3fuvF82dW/RaWwNqQYdJOHjxUhh8P8Zzo+M8/fyHpaFvW6vVNSBF6wvHomrpcIwDMMw5gJUbeuOPVOi6QZNY6gUvfyd7+3Uz1nuUGfxEhGG4PzsZz9btYL7ta99TR588EG1E6xaNdFbPDo6qoKZz8INY1ga/vjHP+rvhYKLW0MYI4YZcuFZsmSJilv8xBTViChD6N50003lZbA1HHvssWX7xGxidhkwjiChe8eO+7SBjbHDTGLDusAwikw+K0e1rpLe0T4ZzA5JrpBVQevMDI7piNtKvBVCa70lkXSiRjOCDcMwDGOuwFCJXHebpjCQxqANbHh2Czmt7HqxS0LDoQaRivcWu8Dll1+uXllsBENDQyo67777bm0u+8QnPlH1+2TzUt2lQtzY2KjClDQFqsIjI86PzLoAsYsIxst72WWX6fJ33HFHOcMX2P63v/1t+ehHPypveMMb1PZAti65us961rM0+mw2YYJ3BordKzdco4J3KDMitam01MbTMpQdkZ7hXolEI7Kjv31c9dWNCd4/+D7mBr++fRluYRiGYRgzGaq2zee/RnN2ddJazy5tUGP4RGr58WWxe7hGDB9zzDHyy1/+Un784x9rhRX/bC6XkzVr1sg//MM/qMd2qrgvIsQ+85nP6BALKr6I1EsvvVTtEghbGtUQxQhnmtGwKZC6QJID1eWPf/zjKoIB2wQ+3y9/+cua49vV1SXz589X8csI5NlGpDTbXMeHGMr/DzzwgP7Ondb+lPD9I4rJ7ooQuz944Er589Y7dRBEPBrTxwqIz0KxKKOFjC7HO9EgUgXrAYYGqrr7UtmtRk08JcvqF8l7zn6zNs4Z07+GxszGrt/sxq7fkXP9Nm/erD/Xrl170PaHxAaix0hjoEENz+7hErqzgZGgShyOPDtY7O3674s2swrvjKrs/lb+vPUuGclnJBVLqtglJgxLQxgsDIVSydVhoyI10ZS+h283W5i8u3M6xCSmjWv9uSFrWjMMwzDmLIjbQ5Wzaxx+rGlthoCFgRfT1ZKxhCTwFKnJwAnbsMkg7NdF5NJkRpJDKjZ1tuBkaMVYX1HN4qV5bSQ3KsnozJqSYhiGYRiGsS9YhXeGVHdpUBvKDmt3pM/MzRfy2jXqpqy5qi4ggkFHC5dEG9lYR644dbbgZLD+sn83PH0mYm4XwzAMwzBmP1bhnQEw4IE0htpErYpdBC1+XCqtYQFaWekFVwUuSraY26fGNbe2kmbvInwZaRyLRqU2UaMRZYZhGIZhGLMdE7wzALyy+HTrEmnN2MWMXSoxAMIL34KKX5+zeyApBcMn9HeqySp209KYarAcXsMwDMMw5gQmeGcACMt4JCa5Ul6a043qx6Vx7UCL26kgEaIhWSeL6uZLIhqXxfULLIfXMAzDMIw5gQneGQDCcmH9fBnKDEtzqlEbxw5FWhz2CKrKixsWyFGtq2VNywptgqtP1ckZy05W4W0YhmEYhjHbMcE7A0BYIjDrU7XSObRHfQb4aX3zWpgDNRDCJzM0phqlPlmnGb87+ndpQsSZy06Rs5efdoC2ZBiGYRiGcXixlIYZwjnLT5f2gU65dds9OjIYL20igrVhdJyxYV/rvohb7wBOROKSjCfUq1uXTGujGts6bv5aFd6IXavuGoZhGIYxVzDBO0NAYF6y7mL9/ZrHr5N8kclpyFOXy0BaAzaHSCiW7JnAd6gakzTGthbUzZdXHP8CWdm0TEU1PmKsFSZ0DcMwDMOYa5jgnUEgNs9adqrct/NhGS6MSiwSk86hLh0IEY/GNbEB0euqvqVnXOFFLPOtxpp6OWv5KXLuimeZwDUMwzAMY84zqzy83/72t+X888+v+tnu3bvlYx/7mFxwwQVy4oknyvOf/3z5whe+INns/o3aPdRQZV3UsEBy+bzUaS6vE6RUeBGn8VhcauKpZ7xehC6ieXnTEnndSa/QarKJXcMwDMMwjgRmTYX3pptuki9/+cvS1NQ04bPR0VH5q7/6K9mxY4e84Q1vkFWrVsk999wj3/zmN+WJJ56Qb3zjGzLbGtjaBjqkPzOoubzDuWGJl+LlIRRUeqnX7q3K6xrfYlrZXdW8TL25Fx/zF5KM28hgwzAMw5iJDA8Py89//nP59a9/LVu3blWNg6552cteJm95y1sklRorer3pTW+SzZs3y6233iozja1bt2rh8Y477pChoSFZvny5vO51r1O9Nm6q6yFixgteHuH/93//t3zmM5+RXK765K8f//jH8tRTT6mwfd7znqfvvf71r5clS5bIf/7nf+rJPuecc2S2NbDdvfNBGcgM6nuZfEYb2YrFosRiMVlYM08/G86PTvg+Irc13SSt6WbpGOqSNS0r5UPnvdOErmEYhmHMYLZt2ybvfe97ZcuWLfKSl7xERS466Pbbb5fPf/7zcsMNN8h3v/tdqa2tlZnMnj17tACJbnvjG98oCxYs0MLlpz/9aS1OfvzjHz/k+zTjBe/ll18uDz74oFoVenp6pKOjY8IyCNqWlpay2PXwDwXBe++9984qwesb2JY2LJK7dzwoG7ue1OSGfCGvGb0NqXq1NQznRiUZTajNoSlZL6WISDpRo1m+Eomo/7cl3STPXX22iV3DMAzDCFEoFmRn/64Z07iNBfOv//qvpbOzU37605+qPdNDVfT73/++CsZ/+7d/09dM5qtf/apqNirVJ5xwgr6HAP7gBz+oRco3v/nNsnLlykO6TzNe8La1tcknP/lJueyyy/QEVYPqLye2ku7ubv0Zj8/4w5wA/6U7b+UZakPY1tsm97Y/JJv2bNWqLqOGmcx28qLjdeTwrsHdMpQdlrpkrfp0ezL9OsSCXF/L1DUMwzCM8UL3jh33yT07H5LOwS7JB/+burB+gZyx7CR9yno4hO9PfvITtWF+6lOfGid2PdgZfvGLX8g111wjH/7wh6taPGcKd9xxhwpdL3Y9L33pS+W3v/2t3HfffSZ4K7n++uslmZy6Ojl//nx9VfLDH/5Qfz7rWc+S2Qr/pVvTukJf1e5G4c4d9+t/cTsGd1umrmEYhmFMAv87etWjv5N72h6Swcyw1KVqJRGN65TRJ7o2S9vALrUUHo7G7t/85jdqVXjFK14x6TJf//rXpbm5Werq6iZd5q677lLbwwMPPCADAwMqjM855xz5+7//e1m6dGl5ueuuu057nbCEYps4/vjj5e1vf7u84AUvKC/DZxQVH3nkkbIP95JLLtHlsFlOBtvHe1yJL04ejkLkjBe8exO7k/G///u/6nU588wz5Ywzzjgg+7Jx48b9MlpnMhn9uWHDhv3elwEZlcd29urvTZKWCxvOlN3JbskWc2pzWJBqlehAVB7b+Nh+b8s4ONfQOPTY9Zvd2PU7cq4fj/fr6+tlZGTkgO7DHTvvl7t2PCi5Qk6W1i8c97/pTYl62T3cLXduf0Dmp1rk7GWH7ukogpPzcsopp0g+n9dXNVpbW/WnPy+FQsHFlQZ/33nnneoBXrdunbzzne9UDYXwveaaa7R6/LOf/UyXu//+++UDH/iAnHTSSfqTdVx11VXyvve9T0Xw2WefLX19fVpVpm+IJ+xcD5rjPve5z0l/f79uZzIQ5eH9BHqQKEQilKn8TnVtOa7BwcFJ/62wv3NO8O4Lv/rVr9QGgUn63//93+VIgESGRTUTq9yGYRiGYbjq7v27HpGh7JAsa1g8oYDF3wtqW2XnwC65f9cGOWPJyYesykvlE5GLbtkffvSjH6nYpH8pnU7re5deeqmu+/e//736gxcuXCi/+93v9D0a4eiBgosvvli9wghjBC/imeU/+9nPygtf+EIVrFR33//+98v27duf8b595Stf0XXTX0WowKFmzgleLjb+Fy74d77znXHl+/2FOybudPYVf6eyfv36A7ZPxqHFruHsxq7f7Mau35Fz/YjaAi/aDgTbenfKnpEeqa+pl9gUj9T5vGukW7pzfbKyeZkcCrxFgcrlMzlmNAlC3X+HeQVUX72IBSqltUGqA6KVZbEmAGIWewKeYd7/4x//WP6e99h+73vf0/VRfU4kEvr3M+Vb3/qWfu+oo46Sf/7nf97rMXJcWDHWrl07aQWYyvURK3jJ6f3a174mixYtKp9YwzAMwzAM+l9oUMOzOxV8Tj8Myx8qKNJhPyDOa39AKLa3t2tKwqZNmzQCjOb/UmABQPACUWG33XabNpDxorL8nOc8R175yldqdRdOO+00edvb3qZ66h3veIeK5rPOOkvj0mg+m44Pl+0iqilAkiXMuhoaGuRwMKsmrU0FFxexywn9n//5HxO7hmEYhmGUodmbNAYa1KaCz1mO5Q8lp59+ulbBp5oQe+WVV8q73/3uSb2tRJdhO7j55pu1istgCp58v+td75pQUf7BD36g63vPe94jixcv1gQIvLpYDzwf+chHtLmNSbannnqq5gGTEIEQ3puPlirsP/7jP6rYPeaYYzSOjILk4WJOCN4///nPeoFWrFihJ9SX6g3DMAzDMIBko4X18zW2czKxxvt8vqh+QTkJ6VBx0UUXaSMXE9Ym27crrrhCbrzxRm0gq9YU+MUvflErszSpYe9861vfqs37PRXRrXhwmVFA09rf/u3fqvAlFWv16tWasMC2iHZF4OL5pXmNhAjCAF70ohepv/fhhx+e8ngYLkEj3Mknn6zajPUcTuaE4PWNaRdeeKFeHJrWwi/SFQzDMAzDOHKhAY24TjLqO4f2TBC9/M3AJj5nuUMdS/ba175WBScWgGoVXJ5iM4gLOwFPsyshBgzBzGfhhCssDX8MvLlUXQFhjBimKc1DIxmilBQFfMHXXnutCl0mpHmwNRx77LH6+1Q9TWQKe7GLjcGnNhxOZr2HlzsQuv7CubuVEM1Bw5lhGIZhGEcuDJUgZ/funQ/Kjr72cTm8h3tgEyIVeyZ2AabM4pXFRkD+LaLz7rvv1uayT3ziE1W/T5MX1V0qxI2NjSpMGVVMVXgkiABjXYDYRQTj5WWwF8szLIIMXywTwPZpgvvoRz+qU9KwPTDymClwzDeYrPmQSvOXvvQl/Z0JuFgiKqEBDnF/KJlVghcfSrVMuscff/yw7I9hGIZhGLMHqrYMlVjasGhGDmzC6/rLX/5SLQBUWBGLuVxO1qxZI//wD/+gHtup5hMgNBkUwRALKr6IVGLJLrroIhW2NKohihHOVF6xKeCxJckBAYoNAREM2Cbw+RIIcPXVV0tXV5cO+UL8MgJ5MihC+km3VJKrQVLDoRa8kdK+pPceQYSjL7jTsliyIxu7hrMbu36zG7t+R14s2WSxVAeCatNLbTLp5Pgq8YGMitvX678v2mxWVXgNwzAMwzAOBIjbQ5Wzaxx+5kTTmmEYhmEYhmFMhglewzAMwzAMY05jgtcwDMMwDMOY05jgNQzDMAzDMOY0JngNwzAMwzCMGcPBCBAzwWsYhmEYxoyCSV/5fP6gCB9jZsM1J3aMfwMHEhO8hmEYhmHMKBh6gOhpb29X4WscGeTzeb3mXHv+DRxILIfXMAzDMIwZRUtLiwwPD0tfX5++4vG4RKPRA171M6YPIhT2ZwDXVFXdYrFYvrmpra3VfwMHEhO8hmEYhmHMKBC4K1eulIGBAenv79fxumZvOLwMDg7qz6ampgO+bm5kuOZMcWtsbJSGhoYDfnNjgtcwDMMwjBkHggfxw8uYOaOh1x7Ecc8HE/PwGoZhGIZhGHMaE7yGYRiGYRjGnMYEr2EYhmEYhjGnMcFrGIZhGIZhzGlM8BqGYRiGYRhzGhO8hmEYhmEYxpzGBK9hGIZhGIYxpzHBaxiGYRiGYcxpTPAahmEYhmEYcxoTvIZhGIZhGMacxgSvYRiGYRiGMacxwWsYhmEYhmHMaUzwGoZhGIZhGHMaE7yGYRiGYRjGnMYEr2EYhmEYhjGnMcFrGIZhGIZhzGlM8BqGYRiGYRhzGhO8hmEYhmEYxpzGBK9hGIZhGIYxpzHBaxiGYRiGYcxpTPAahmEYhmEYcxoTvIZhGIZhGMacxgSvYRiGYRiGMacxwWsYhmEYhmHMaUzwGoZhGIZhGHMaE7yGYRiGYRjGnMYEr2EYhmEYhjGnMcFrGIZhGIZhzGlM8BqGYRiGYRhzGhO8hmEYhmEYxpzGBK9hGIZhGIYxpzHBaxiGYRiGYcxpTPAahmEYhmEYcxoTvIZhGIZhGMacxgSvYRiGYRiGMacxwWsYhmEYhmHMaUzwGoZhGIZhGHMaE7yGYRiGYRjGnMYEr2EYhmEYhjGnMcFrGIZhGIZhzGlM8BqGYRiGYRhzGhO8hmEYhmEYxpzGBK9hGIZhGIYxpzHBaxiGYRiGYcxpTPAahmEYhmEYcxoTvIZhGIZhGMacxgSvYRiGYRiGMacxwWsYhmEYhmHMaUzwGoZhGIZhGHOaWSV4v/3tb8v5559f9bPR0VH53Oc+JxdeeKGccsopcvnll8vtt99+yPfRMAzDMAzDmFnMGsF70003yZe//OVJP//Qhz4k3/3ud+X5z3++fOQjH5FcLifveMc75J577jmk+2kYhmEYhlEoFGVre79s3NKtP/nbOHzEZYZTKpXkv//7v+Uzn/mMithqUMm99tpr5WMf+5i85S1v0fde9apXySte8Qr51Kc+JVddddUh3mvDMAzDMA4ViMntnYMyMpqXdE1cViysl1gsetj25daH2uTODbtk155h/Zt9WTKvVs5av1jOP3npYdu3I5kZL3ixJjz44INywQUXSE9Pj3R0dExY5te//rUkEgm57LLLyu/V1tbKpZdeKl/4whdk69atsnr16kO854ZhGIZhHEniku1fce0Tuj8Dw1mpSyekVBIZyWTl4d5h2barXzZs3iPPOXWZ1NUmD6swP9KY8YK3ra1NPvnJT6qYffOb31x1mUceeUTWrFmjIjfM+vXry5+b4DUMwzCMuUOluKyvTUoiHpVcvigbt3bLjs5B2bl7SC57/jGHTFR68Z3J5aU+nZDewaxksnkplkpSLJb0byrR92zskOaGGqv6HkJmvOC9/vrrJZlMTrkMVd+TTz55wvsLFy4si+YDwcaNGyUSiezz9zOZjP7csGHDAdkf49Bj13B2Y9dvdmPXb3ZzoK/fg5sH5KaHeyRfKElLfVwikZxIUSQZFWmpE+kZHJYb79kspUyPnLi6Xnb3ZiWTK0oqEZUFzUmJRd3/nheKJf1sJFOQodGC1KbjUpscv8x0YD1/vK1D9vSOSCwWkd0jBcG2G42UpFhCoIuURHdRevpHJBopyO7uAdm0bbfcv2GLXHhKyzPa3pH8378SZfO5Jnj3JnZhaGhI0un0hPdramr058jIyEHZN8MwDMMwDj2Iy0e3DclIpigLmxMTilH8jQju6MnJbY/2yYanB6VnMK/fQ1TOa0jIccvdU+GN24dkZ1dGhjIFKRZFP0+nojK/MSErF9bICSvqZH5zUrr7c1UFswfR3D2QE3ZlcKSgVoZknH2NSLFQEono/9P38wUEcEn3nf16dNugLGhKyClrGw7peTySmPGC90CwP1XZMOvWrZNYLLbP3/d3Rd5qYcw+7BrObuz6zW7s+s1uDuT1I/VgJN8tLU0xaWx0xa1KEJadfb2yqycrA6MJtRDUBpaHnd0ZeXp3n5SkJLlcUXKFoordaCQi2XxRRnNF6R3My5aOUbnjsUFJp2ISj8cknXQ/q1kRolu6JZHok/xQUSuQNSmnF3KZvFZ20cfoEaq9pWJJMvmINDQ0SkNDSbbtGpC2vrhcfvy6GWtt2DCD/vtXKBTkgQceOPIEL95dcngr8e/V19cfhr0yDMMwDONgJDDwO+/j2Z2Mnv5RGR7NqcBc2FIrDXWhJ8alkq4TXy32A4RuTU1MMtmiilPEsv4slCSXz8nQaE631VCblKa6VFWPMPuGhSGbK+g6EbfsI+9FKopv/IrwHs24Y6pPJ+XpXQNy0307Ze3yJmtmOwjMCcG7dOlS2b1794T3Ozs79eeiRYsOw14ZhmEYhnEwEhjWLG1SSwGisRJNRRjNye7eYfX31iRjKkDHPnfNYyyozWT5kjTUJnRZKr0o3Xgson97q6iXngjt5vqUrFzcIB3dw3LnI+2yfEG9PPu0ZSpSmxuSsnN3SeKBEHdfL6nADW8fgc17+UJRuvtGdV+zOZrwHtf0BmtmO/DMibNIef3JJ5+cUOX15feTTjrpMO2ZYRiGYRj7msBw1Q1PymNbu1UYIiL5SXX15vt3SCZXkMHhbLmBiR+Ix807+2RzW78MDOXUs4soHh7Nl5cbyeQ1OSEajWjlFbAzsJyK0WhkQlMUFtw8FdlsXoUuHy9qrdV0iDs3tJfF+GnHLlQhns0W9Htu/azPbwfxG3EVYBHZ0z8q7XuGZDiTV2GcSMTKx8ixX3HdJhtYcYCYE4L34osvlmw2Kz/5yU/K7w0PD8uVV16p6Q0rV648rPtnGIZhGMb08ZXdbL6g1dR5TTXSWJfUn/xNJRbhinhEgCIk23YPqngcHMmWRSKiEtHLMm1dQypk+VvtCoFI5hfe82LUC+BK/PLYJLZ3DOjaiUJr3zOs9gh4+QVrZPG8Ol2W5VjvWKMajWsRSQTVZrY1NJJzYjkSkbp0UuY315SPkWOngnzbQ+2H8tTPWeaEpeHZz362vj772c9Ke3u7ZvJeccUVsmvXLp3QZhiGYRjG7AAB6LN1EX7VEhiorj7d3i/pVFwrq5u292r1tRSyI/A1PqtJ0qhWkt6BjNQk4+qxzWSJDBur4vJeMbAaaFNZlf3S3Yg48do/lFWPML5eKr9YHSCZjMulzztGfvz7x2RgKKvvUc1FaLPfqXhU143AhVy+ILFoVJdpbkiVj9UfI81sVJDPO3mJWRv2kzlz9r70pS/J61//ep269v/+3//TOLPvfOc7csYZZxzuXTMMwzAMY5pQLcWzS/V0spQl3m+oS0kyEZMLTlkqqWRMK7QIUEQrzWXpmoTWZaPRqCQTTpi2dQ1KV++witswWvUtOcvBZBmvVH195ZdIsZ6BjCY8+IY1z7NPXSbPP3OlLJ5fJzWpuMxrpDqdUiGODYNtsz+IXTaFhQKx29qYmnCMlRVk4wip8P7oRz+a9LO6ujr5+Mc/ri/DMAzDMGYn00lgAF9dndeU1kayVCIm9bWJIEc3Lj39GbU4UM1FEFOdxVsb16pvTEYzBa22oqmR1eXK7l5mGmiCQ6kko5mc9NIndNQ8bVjzIIBJbqCZjeosgjWdKkg6Q4qDE8hsD0sG+7mgpVbFbjVxX1lBNo4QwWsYhmEYxtyMGvOP7Pmb36slMHjBSZwXlgEqvKUiGbolqUsntLLraWmskZFsXq0MiEuEo7oYSEfIuyY48nB5K2xvmA55PL/Zgm7j7PUT7Qb8TXIDVoTwcS6dVytte4a1sY6mtGhU1LM78RhLus8cYyIekyTj44z9wgSvYRiGYRgHHUTlrp6MPPTHx+Txp3vUB+tycKOyuDUta5c1y/GrWtQGsKg1rcuEK58IXXyzWAkQvDR1USG9+YGdmnKQLo2XNHxt6fx6SSfj0tU3Iv25rFZW8c+m65LSVI84LmkzWzHrhO8zgf056ej5cvb6RW4QRhXxzs/VSxrHfY+/Webexzo0gQLBO3aMJenuz6hIJ0kCCwTHeNX1T8rZJ1pM2f5ggtcwDMMwjIOep/uHWztka8eIjOZcIkIqGdf8W4Tw0+192qhWW5OQBc3pcm7urj1DmnpAWZYUht7BjHpf+ZtmL8QgiQkjmYL0D2akpTGlnlgPOrK1qUb9s4PDObU2rF7SoNtBZO7pG1XPL9YBBqniyZ2ksDwBXXdDjXzpigcm5ATvLUOX989ev1h2dg5qggQNaoD4RuxSgUb8qj84FZfHnu6WnbvHD7ownhkmeA3DMAzDOKh5un54RCZXlGgkqgIzk81psoIEVVcEHpVaRC0QPYatgTQGxGnfYKYcHYYdgUavpfPr9HtP7uiVoZGC/jx6eZM2qo0bNDGQUSGcSkTHVVN5nwY0xgDzfr6Qr5pJxje8kKbpzPe1XXv3Nv1JcxnHxP5Wm8JWDQQxyxA9RhoD9A1mg4Y6l8nrjhF/cGnCoAvjmWGC1zAMwzCMg5qny6N5X3ilaQwxWygg44KhEREmosV16AKRYmuWNqrAQ0C2NKS0ukklmMY0KsMIwZaGZPnxfz7vqsZ4Xh95ao801ad0Gb6/p2/EjfeNECeWk2yuX9dRW0PjWq48BhiKpUl8w4FAdk1uDI1wopdKLKOAww1n2DC8OMWzu2pp06R2B9/cdscjbXL/E7u1qS0Zj6mtg+PGI+xWbTFl+4sJXsMwDMMwDmqeLjaFrh4GP4iMEs1V0STGn6O5vMQiVH6ZhFaQxfOcwKMZraWhRhpqi2pZ4BF/5eN/RGs8TjQZVgBXKSVbl0ovBVuSG1LphAwO5XT7COGh0UgQZebEKtuMR2lkc81tFIldIsPYfiLW0ZmjWfcmoroSxO/CllrNBv7B7zZqgoT3KlfaHXxz29IFdbKtY1D3ubWxRgVvZWhDZUxZpTfYmBoTvIZhGIZhHJw83a4hTVIYHMlr5RbxGYmUVDRWTsxFWBZKRckVXIObF3idPSMqQlkP75NeQMUUsYuQHLMjUHWNaBUVwUtVGci8Zd0IWq3UMm6YQRCMECZtoeS+i5ilMtw/mNMpaRR7EdJenGu0mSB23Xq96MYHTDRaa5NrsGNb7V1DatdgPVSlEe1T2R2y5PlGyRYmP3hyaWYxZfuOCV7DMAzDMA54dff2h9tkZ9dQecyvbwabZJaEvo/IxFPrLbiIUIQt1gPErgrEUsmJ51JJamuohDpRihDEZ8t3li2sU2sDyyF4+S7vI5rRwdoU5iPJCiVpSCdUtGIhSCdHZHtHoWyvAOwY2CawYoRBVCOkB0dy0jOQVCsGAr27b7Q8CINsYB+XFrY7hL24iFz2nVHDOiEuyBKuzOZFNHMcU4liozp2xgzDMAzDOOCNasSFYU9AyCHgPFV6whScsUUfDhZYCXb3DGuVlCIrAjceFxWhmtEbYUiFq7YW8NcWEcoRHTZBCgMitxi8vA0C4qwkSaWWbN6SrofqLXYJD5XdoEDs9pntV4hdtKiOIpaSbou4tMGnuoKJbG69pVxR0yHq0y4VotrIYNja1qfCvmdgVJL9MW2S815lH82Gh3hwOCvrVreOG3RhTA8TvIZhGIZhHPBGNVQrj+iHhqlaTlLWDeBTBB26WG0EJZHuvhH1/5JWsLQlLR09I1qNJaGBSivC0ldcdVpa8F2qrbx8dRZvb7UN4pMdKrp9Q5AjQhHSCGzWy754+27Yx5uI0bLmbRcuYYL94r0cArp8PKJimKY5xDqJEl70ei/u1l39ctcju8Ya+6KRsicZcYso54X3l8oxleJqgy6MvWNnzDAMwzCMA96oRn4uzWYIVB77T4XKxEjEVYMjERnJ5NQfi2hE7M1rrtVqJ58jDKuFKSACsRAk4zSqjS0QKi5PwFefz1y3WC0NvprMsIrmhhptDMOmwChivxoEONYIb6XQmLLKFVP9jYp+j2OgekuihIf95Fx5scsQjWNWNMv85rSeL2ffwFtclK7eEW2AI73h7BOXlKvCxjPDKryGYRiGYRy4RrU9w1rBRBDyOJ7paDSa7ZUS1gAqpwXZ3jGoYlLH/6qaLJWnpnUH09bCIEZ9Q5vzEoz/rPrmnN0hmYxpckL3wKh0dCc0YQGx6T20iHe/okjJ+WhrU3EpxJ21ojJxwq3cCWOELYxmCip6vT2B7yG0H9/Wo+tfubhB3/fHyPHpTULUZRET2XbJc4+WC061SWv7iglewzAMwzCmDZVJhG21bFne43Mmm1Et5VF/wQXuVoXqK8tmydENlolHI1pBpZJLpZYmL37HEsDUNFIZsCyojzcAUYzRQBvfELKh7RFDphXakK2CZUhGoMKLTYD1dXSPaFUXG0aYsP+YVSBw8Qz7qm84tWHsuMYPuUBA42dGkCOksSusWNSgucH+5sCvn2OkeY7xyVR41deLeE6Y0N0fTPAahmEYhjHtEcF+alq1UbrJZFSGRvOuKqoV21JVQehBmHqvLTTXJ2XpgnoVklvbB3QQBAKT6ihVznlNNerdRSQXixFdv0cbu8qjLELbYB8yBRWd2mTGfgVeYCTrMSuapLEuJfl8QfeHfQ+nJPCTaDEqrkjsqJAS4X7j+KPRgqtCI7qDhAXeR1D7KDO26xMhEPCI7ONXtcodj7SXq8CVII6p9A6P5NQL/OPfPya3PdS217HFRnVM8BqGYRiGMe0RwQjCaqN0sSGQl0v1coT82aTLzQ3jKrDj1+0XYQAElU2t1kZJKYjK4IirzoYtAQhKnXUWWhGVWp2CJojNiNs3BkwUSiqeiQbzObyIz3StG+zQVJeSs05YLI9v65bdvSM6+AEhWZmSQNWV49ZGtJJINluQXKRYjlJTu0PUiW4qxIhzRiQjWokRQ+iiiDt7htXXjBf39OMXyi0PtslIJqsC3gtsttG2e1C/74R1IJhLpWmPLTYmYoLXMAzDMIwp8ZVdmqu839Tjs2Wvv2ebvu+Erpt4RlRYGGc9cOIwodVRGtRcBZjKLZVjTVzgP8EmdCjDOEtAwlV4g4oq4pLPS6EKK+TyBRW+mrZQEhXTvsLLuhoDsYuAvGtjh2TzRcmrb9hVhcspCZm8a4LT6IWKUcPeVcFktkhEG+YQtGwLob6nfzSwJpTU93vi2nly1glLtA79y5uelO7+ET2mvsFMWWCzs4hdHaoRiP3adEKa6pJ6A4Hwv6Mix9fYOyZ4DcMwDMOYVvJCpdgdG6Wb1kEPKM71a1plV/ewDl+orPAC7yB2KyvACFG/PsRkLudEcyHCBDWXsTswlFOBjDAFxCwis7IzjWpuIh4ri0QE6PBoXteD8DxqWZPGeyHMf3nTUyqOl82v0/2mGsu+leLO59vVN6LfYxPlqDJXTta//SGwDIKVF416vYNZrTKzffZ9fktannX8Itmxe0DufrRDzydVXYQ2lWWq5QhsjjlfKLjPck5o42HG4qGGjZJIz2BGfn3LZjl7/SJJJk3KTQerhRuGYRiGMe3khWqUfbrBCN+WhpTaCBjfW/kNVkHlVccBhxrPiN1iKhrVWz6nIY7KravaRsvVWSwC61a16jAH3h/J5lUs+oEUVEwRmM31qXGjiNUCEVgOzli3SMXi3Rud8GQYRGtTuhx9xndYH9tEeJOvS+MYUWurFzfoOvD18l5NAi+va7RjkMXmnX2yo3NA+oYyKmbZR/aVivF//+Ex+cOdT6uA5eZh5eJG9SWT6ICYRfhqRbnkkh003xcLRS6vn+v5Z+pboSibd/bKd369oTzJzpgauy0wDMMwDGNSfPLCZM1V4Cq1NJGR4DAgBDPwO2qtPJEMC0BQDUXIFYsFyVDBDEDoVoK4ZaxwNBqV9WvnyWuff5wK6aXzauWLP71fHtzUpRYGKqG+CkusV106oeIRa4BrIotIOhFXQby9Y0Cruvhhd3UNjRPylbFghcCzQCWXnN7F82p1WXKBEaaalxuMBEb0p1Mx2bl7UAVrTSI2zgfM/j26tUervi31qarbHBrJqtDGCpJIMQa5qMdUk0qEzoq7iUBMP/jEbrntoXazNkwDE7yGYRiGYUwKyQuIsMrmqjAIWqqO+E6xHCCOtbmMKWQ80hc3RS3o7yrDMl406k8VyC6nlhdCW726ReK5GN4wIutWt2iz1jknLpG23UNaLV0yPyG9A1kVnuzH7t7h8tjg1sYaraL6ffaeY8Qix9UcGilcGQs2MMwAjEHdd61Yh+LDqEB7VJhGI1KfdmJ7QXOtCn4EOy92BLsCv6H5sTtQUfYT4vw2ewdG5en2fn2Tc8J4YybCVcLNA1YOqtt+RLE1sE2NCV7DMAzDMCaNIaNBqrK5qqk+qcIX4YUwGx7JqthFzKXJpw0ax5CSVD6pWCJcKeJSUV08v1Yy2aI++sfGUFeTUOHKY3yNDSuOVYPVOxuNqC/2qhueLCcUEM3F7+zf0+0DwbhhZ0PQKimCOhgcwdS28GhfLAxYDxDVdblw9VTGCVofcsa+4/PVKnIVW4cfQNE3wE1BVBMfXCoEVWfXyMd5YW18zmcI6rBo1vOVJG83puI4k3PLVsI+UCFP1yb0OjCiGNsJU+GMyTHBaxiGYRjGlDFkvrmKdAMELMIXEapeXGwPgYcX8cpy/EQY6gjdovOmovYQjrU1CfXE9g85uwF/r13WpBVcKq9EmmnqQdRVgFlPPBqVZQvqpX84K3eGEgoQvgNDGensHtbv4KNVQViMSCzuhj+wrXCOL7DOpvqUju3F9tDaNGYxAMQ2Ahuhr9FgJZH23UPS058tWxT88mwPfy6Cemt7v54L3kOs+vHDnMPBYVeZ5ZgQwr5hz2/L2yjcwA2RTLEoSSa2hawkfmAGGcLsB5/hg8Z2YkyNCV7DMAzDOMKpnJ62ta1vXAwZddadnQNauXSZsi66S6O5ELJaWRVt5CpUDHrgfbUs0ASmItZVLonoYn17+kbdY/1gDHFGJ625JjVENQKbx/rpmoTu27ZdA+XH+NA3lJWaZFQWtqa1ssux7OkbkVgspt9PJkoTRvsC4hghj2hEaFP1DefgMuEMjzH7gap3jXFBVFk2rwM3sG8gmllXY11Sq+CcC2LEwH3HVX+9wGUfEbI+Li2cuesyhp2fmeW4eSiO5PS8hgdmeNHd3Z/Rc1lZKTYmYmfIMAzDMI5Qqk5Pwz4wSLUxL8esaFaxixCluurFLvAbIgw7AgIQqYZoY4oYYo3v+0EPZN5KKaci7xXPOVrWrWnVkcRsG5uCnz5GJRgBSqQYUPFE0JH64HRqRC0R/jE+PtkntvXKSLYoI3uGy/m4VHWLpYJEI1FnjYjQfJfTccd16WRZjFLl5Rgff7pHhTTrZrnO3hEpcqxBQgQT31wYAs12RdnVlZfd3cN6/IjqxtqUNsEhajWul6xfTXcImum86A9EL/aL7v5RSWfy4zJ3qd4inhe1pqWzZ0SGRlxjHMsT5YaNwYtdoLK8brU7l8bUmOA1DMMwjCOQyaan0fiFwEXItXcNq2BDlPnoscCeq/YExCSClEgxX4FE7K5Z2qDVz5FMTpehstvXn9PGqmNXNavflO1jU8DOgFhs2+18uBoFFlRGWTcCj4Yuj3+MPzic02EX2A4QjDpkArsA2b1BRVVjz4KBETz0Z8jE/OZaaWlIlsXi21++Xu7c0KFVY7y+XeQHM6Et4iqtTsC6lAl/3PozEP+JBC15Ja22utiwiGb+evHrB2GEJ8OxGNVtxDSinX2nCu2rtyRCRCJRae8aVNFPhXfFogaprfHT2MZGFJMnXK1hrbJqv2Jh/RHd2GaC1zAMwzCOQCqnp2mSABm22tjlbAqdvcNuMppOPnPK0VsCnMwTFXcINa0OBxPROrqpTrqKqjaQlVzTWjJelCuvfUKaG2vUB8xy+bwbzhCJRqVUzOugiVg0LvXppFZ2EbvhPjHEMEKYccCPbe1WMYtgpDIKpajL42W7mvAQOmYsB7v2DKkNYX5TjYpFBjfgB8Yi8b1fb1A7B7ZZRGI2z7rw5I4btFZGq7b5ogyX8q4hTnfACW4/+U2Fsvt/erOAKF/QnFYrR67gKthu3PFY9ZZ18ZMbBoQx5xGbRr6Q0uNCrKvYPXFJ2drh4Tr8+YGdcuN9O7RK7IdtLJlfJ2etX6zNfkei8DXBaxiGYRhH8PQ0Koc9/UR+jap4ReBVDkhjmBcCWAlVKkErsfGoNpZRoeXzzh43sSws9nTZfEnufLTDDZ+IRWVRa52mEvAG1dh43DWdrVpcL7Vp8nHH74dvEDt+VYs8taNXG7yIARui0S2cmBDaR/+r5vFGXUJCPlaUJfPrJ4jFrbv6dV9TqXgwyMI12+l6qpxHbU7DX0sKBbFqOuLYVXbdnUIgk7XxzjXLkRzhc4IZToGon9+cHhf3xjqoGFNVR0ZzPFwjLA5U4jn+c05cOiGOLJvNy3/8733y0KYuF4MWdT7qWCyqU+So+PqUiyNN9B5ZR2sYhmEYxtj0tHRS2ruGNGu2fyir1d4KPatQ6ZwMxBjira42ob8jevMh0ekrmyr4ok4gu+qrsw3Q7EV6wqol7pE973f0DE+QmOHH+Ecta9bqMOKPnF0f9cUyrJ9NV+q5SLQokfSA1M8flFTDsESjpQnnhCxf12DnLBW+SjsZbgywS6VgbX46G5AQUZtyjXH8xKPrrRacczJ+GdBB0x32j/Bxki9MM9vAUFY3wk1BS6NLZUjEIrJsQcMEscs+/8f/3Cf3bOzQSrb3QiN6c3lGF7sGO2LcGFZxpGGC1zAMwzCO0OlpVAE1IYDmKs2MdX5bRNJ0YNlylTdIGHCe17EXUBym+BsUgNUOgfAjiquctxuJqLeXyi8ZvQxg4LE/QpyfNJXhFeYx/nGrWsrT37A8+JHAw0w/C8bxjlWpi5KY1y7xNQ9LZMVDUlz6iP7cULhefv3ILVIoFsrnBP2oI4JJewg8uBxRtZsAX8D1x+Qj2nTCXHDM7BPvIeLV1xsIfSf2XfoDQh2bBf5hGuI4ToQ91Wv1IQeWEJoD8Tvznbse3TVBtGJjeOjJLt1GXTqux1Ee05yK6z560Ytf+UgbSWyC1zAMwzCOMPCnUsmkuqiP7YOILNdzNU2x6/SawnfxmpIwW1vjvLSVhDUj/V5UQv0AhvI6owyFqJOGuqSsXNyolVu1OsSi2mD2mguP0cfxdbVJrW5iX2B3Gc+7ZF6dpJOJsjh1P4sSX7pZ4ku2SKS2R4pSlHyuJPlSQbKJ3XLDtpvkFxt/r6KXc4KlAnHIupkqPNWp0M8C0y6bQqhjmdDsXRWXRbUgIHSHRxGv7nuu8uoc0IhYRhBTIadR8KkdfSrufZqD25AbxYwgfnpXvzSkE2pFCYtWfuLZ5QbGZyDr0VNR1jHOpXJknK8wU9E+kjAPr2EYhmEcYdCxj6jMtPUFI2xdNdMPSqj08FZjfBXVP86nMYwJY3v/ro4cjo7l03pIPYhE4vLa5zlhWy1lgN8Xz6vVprVyk1dTjU4q27S9pzxWONrSIfGWTpFoUSTbINRgNT84LxIt1EhB8nL3zgdlacMiOXvZ6brOnv4RaaxNyp7ciIrUaGSSownSEnyzWkGtB1Gt0vrxyLwX1szoUCq3fIboXdiSltFA7OLX9dYGL7Q1zgwfCBFtuYJk+goyMJRTz/QT23t10MVRy5tVvNKgpp5dtTC4SDQ//S4S3ExoRTrPdvJH3LAKq/AahmEYxhEGwvG4lS0qgpzgdH5afp2O2GXZ8GJBGteE75eLoFXg0f/42C5nK8C3yj4xbAKLA5m9/Az7Vfn97PWL1c/L4383AMN5KII+OSmVihJr6ZRIPCeSq9XmL+CYXTNdRJY2LJDBzLDcs/MhkUhJ10lmcDIRUZE9VYXXDd5wnluq0AyJQLSSAcx7WgHnpY1joTg3rB0MkCBXl/SEeXWyZF592fvrzxlNgIhdRHM+OFdsD581WcFdPSPym1u2aKMaY5Kp7oJWzWnMw4PsLSbiKs65nNtP1pFMHlkS0Cq8hmEYhnEEctaJi+UPdz6tSQElwgjU1lCaKGyrCOCy7zaoyPrsXIRkeHEvuKpFemEZoFJJVba7z43Wxd6AGEMIXnXDJvXrThajxfskDtzxcJs8sa1Hq7HYM6g0676lhySSYp5vsix2wU2Fc9VOhkPUpWqlY3C37OzfVV4n44tj0ZyzHmBtKA+eqH4uRnNjH+KbBSwENPD5inlg2XViPIhz29LWr8KeZj2a0VjGJyvwovrLBlxM3Nj2dOgHNoZ7t8mGLV2SjMWkb2DUie2K/XA3AjK27ZLo1Lmrrn9Szj7xyIkpM8FrGIZhGEcgqxc3yglrWuWBJzolI67yV1mxRShSYawGGimVRKhFZSjjYsGI5fKCs1L0VsL7eFjxk9I4p15icdFhCN7Hnu5R8TlZjBZ/v+YvjtLmNh7nk/8bFteRWF6rtsVCVKI+MSIQnohKKsvk2xYYGxzJylBmRGLNUd3W8gX1cscjbbJhS7f6ZUv5apK9OgUvqKMRqUskZCRL1Jur0Ppz6/bFNa8NDGc0ao0qMeePNAeGUORLRSkVx4vdSrhkDAdprI3rtcjmx+LZ/CjnSuuJIyKPPd0tO3cfOTFlJngNwzAM4wgEgXPOiUs0AqtnYFQnlyHM3Dhdp8oq/bVhtGpact5SRGop4vyshcJED2+1tbAJHsMzoIIqKN/1k8aWzq/TZbArUG1FgDIcopI7dCTykH6nqa5BUxqIW3MHmJQiZetIMDhC82hdcxminDG+7XuGpBgblahE5Wd/2ix/sb5GK55+EAW5vHc+vEv+cOdW6R/M6nFMdU7K/uRSSW0FhTgjg+OSy2WlGBwz51Yr4YEdAvzNRilIh/Db8RXZvTE0WpD6dGJcJd2tY+KysWhEq78Mv2Bc9FTndy4xt+W8YRiGYRiTgrjDNtBcnypX+HxDmYvDmvy7+WJJm5/wiqZ00lpJsmTh7mWbiD4yasne1cauYkkjtMjUXTyvTlrqU5puQJVzYUvthESCasMzaDarTSd0JC/VYR3XW2iSWL5OIvG85v+ShVubSuj23HANZy4oRbMSzdfJ1q1FueqGJ+WK6zYFU+Oimvd73ilLZV5jTTDWd3rn1VlBSpLLFTSBwZd3y2I0OBQ/Ea6cdqHDI9y+TUfols9FsaSJG5MapgMQ+1SQ1RJRElnUOv788qIRbuOWbv05l6LLrMJrGIZhGEcoiDr/CP+2h3bK3Rs71Nc6We5slSfjWp0dHKVKW30bVBNp0KLyyzLJZEwbtZ59yjK58f6dKj6p0OLfxVvaoaIZERhRfy/f9zFaNK9NGJ5Ry0S2oOErIjq5jMpxNluS+MASKSYHpRQflkKpQRMKtJoaYd1RiSRHJCEpWRBdLY2Lm6pWlGmkIwsYP62rRDvRjmCcTJSWo9GEKvbYUAn2smz5CE2g8xFv+j3Wz03HJNdsKnOF367fv/A1SMRjGlnm7BXO0sF54/wRefbLm5/S5jfOqRf8S+bVlscRz3ZM8BqGYRjGEQaCBsGImKNbXxMTohFpqEtJvt/FcYWFE4KJimW1gl8Q8jApCLw8I8X88kWRJfPr5NhVzXLLQ21Sk0yq0NUBGAywiLkcWR0jPJJVgUfz19BwturwDBrLwjCIgspzV9+IDO+aJ9FIn6Y1jMZ7pVSISylGDq5IKZmXaCkljfmV0phfpduk4sngByqefpIZIhGrBPuG2o0EqrSywW86TClUg+QLtUxMloQ2RSOhE+IudYOPsW8wU4MpbWmmvOkUOqrbRWmoTWizHCB8EfokPiDoqfbTiMhyG7d2y45gHPH6JaWy1WU2YoLXMAzDMI4QEIi3PtSmVgAqefl8QR+FE2VFIxc2A30v8Kv6KiF2Ba08MoUtEvagjq17Om1d6CUiv6jY3voQSQgR5x8OfLzYEcJrRMwOj+T09fjTPXL86tayUOd7miEcarbzlCe9SVTybWulNFrn8nhTwxLBaywxqS0slMbCCid2A4enr3i27xkeqyj7TNzyiAk3OW1fmLQiHPwf3yg4Vu4Nnbsg3kyvRRU0MYNUCZ+/WwjEcbEowxk3fEInvHGzkCno6GLWubtnWP3MNMwxya6Xm4aGlI5sJuPYV71LmRo5ZW2DzFZM8BqGYRjGESJ2r7j2ibLvFWE3ki3o74goKpk0oC2aV6cVTYRk+NE8hVSqr4iqbL6kIvmZ4DJ3RRY012rFlqEReHcR3AxrqK1JTPiOH+wAtz/SLk/u7JWO7hE9FsQalWH2GYHG3+zvtl1uJPGYKI1KpG+p1BdWyVCpW4qRghQiCamtWyRNTbXBdkQtFVRHEYZ5KZYHM2SzRRXiLmM3yMOVgwM3EzSfcUySd812Y9YEF2822bY5fqLQ+Jxrw20AMzMYKiLBt3TfaRbM5KUtNOEOklzgiGhVHUsI6RJMsPNV743bCnLi6nqZrZjgNQzDMIwjAF/ZJed25WJXqdu8M6NaqC4d1yofAhLRxdCDUrQUiCUHYgtBGEEcxyOSz49PASjLy2j1GC21EZQi0juYlTVLG2V7x4BoFkPIIhAea8zf7BPJDby7pa1POnuGpbmhRkU34jOTy6sQ3bS9V45e3qRVaz+aNzytjE0MjTDet1FFN4fVW8xJS0NJj5kMYEQiFVwv/h/dskeOXdmsAyia6lPafIY438fi7vShqS/pMnzJ5mXcMfFpnNOpHAVq7QgaAok4Q7h7dR6p/F4V1c615rvpZFwFN+eF35lgx83RnoFR2d073lYymzDBaxiGYRhznHCiAWIXYYmIIruWR9n8jcjC+0pMGMIvLHYBoYcHtFAkRcBVEj1YC9TT6h/JhyuKoeUQwwhLXogoRCT5sTodLFPQffGWCZ1GxmCKREyGRrBYRDS1gZHInpaGpGza7qaMbdzKSOHCBLGrzVpxrA/BY30a56hmZ/MqurFTeO+wnqtiUbK5ktx8/w5tcCPrF88xI4epgtLUdzDwmtQ3xnmLwvmnLJW7NuzSxrmprBTcHKjPuOTOM1FxXFPOX9+Qy/nV7UxyQ6KJGUGzGp5tEiZ29w5rqgPnZrRYOmjHfiiwWDLDMAzDmONUSzTwzU08CvcgbJgAplFZFVVBn06g2bvYGSpSALShqyIXa5zY1UUiropaLJWbzRrrktJUn9R9Q+zqPgVeWmLKdF9L7pE7gjhMNBqVY1Y0qajDFhGeaMY+8T5VS5ZD5PpjQhhS6SZb13uHWZ7fsVksW1ivFVa8q3du6NCRwzWpRLmBb7rxZM+EcpQZleusyzZmMMdfnL5C3v7y9XLsyha1O0z4XvBd9t3fJHBuEbvYR1YtadRj0psRLsIUFWqOD2GMx5cbnoHhnGxu69cBFZks1fbZ27RmgtcwDMMw5jjVEg00liqoKIZBDCK8WDYshqkKUkD0i4e/5iqLNLKNHy3s0Wa3oArsI7EQdghNPKKwZmmDrF7aKCsXNWhFdWFLWkWyn6BGJXh8U5tfd1RFM9VPN6LXCT6WReiNRZa5JjjdjyA9AtHrmrjyKvRZtDlo2Apn1J6zfrEcv6pV919jxQ6CrYHzyct7hbXBLBqRdComz33WCvn0e8+XS/7iaGmoTQq6Px4TaapLSmN9UurSCbVeUJ11DWju+Nnf7v5RvcaIf7KIVfxOwbjR0NhYCviZczKUKciGp4dmbTavCV7DMAzDmON4MRRONEAQISKpCvqILcQM4ogKKxVVBkogOn1ObBiEIwKK970Q1leFgFaxGghPRLM+Zk/GdJwuE9X+4vTlKuJoRkOYMyaYcbnbOgbUckBjHWtpbhirTnvYbzy7eHDz+WC6WREhWwya7iqSDvAnxyIS02q0A78qVU0WRTzXBIJwXGLD7kFXxQ5q2NOp8O5rLZSbAR3RnC/q9Ls7HtlVFpkMg0AAL5xXK8lEXBvLELi5nKsK+0EeDO7Y0zci2zsHdJJeJhhvzKV5ptFiavegahyLymPbh+S2h9rliPLw9vb2yte+9jW5+eabZXh4WI499li57LLL5EUvelHV5b/97W/Ld77zHbnzzjv3Z38NwzAMw3iGrFhYr9PISEYgagoxx0sHPmTz5VgyxJOrfhZ1khoqELHDo3UqoFQdEcLOSxqRdE1MxWV5mEIVEG+IRR6JU+ltrk9q8xki9+z1SzTvFlH2+zu2yq5hF4cWV1EWKU97Q7hShQ03tvE7AxM0qSFIjNAkCKwJuZJ6gjkELA3+O+w3QpIqpwp9KqVRqr5uX7O5vOzsGpKBkZysXFSvFWGWv+uRXfLEth7Np3WuAJ0frPuqVfIqh78vRWC2V5PkxqQkiZqIRrjd8uBOFal4r4lzQ4RTga5NIfRH1XYw5t11VfSxmw7Onzs3vMcNQTXBO1m2rztn7jPuA4ZHi+Myiue84O3u7pbLL79ctm/fLqkU4whjcuutt8ptt90mL3jBC+T//b//J7W17hGFJ5vNSn9//4Hab8MwDMMwpgniBB/qzs5BzVXlcT0iEPE7kslJV++oZDKh4RCaZOUyWxmDiygulsaiw2g2wzM7NOKGESDUdKJYlaf9iNaB4bw+Uk6nItokpmL3RCd22belC+pUSDMkIeqHL4ioZ5WhFXhKyQZOpzKaFQzd/RkVu64iLRILUgpIFhBxFU1NXlB7hvP48je/a3NcUElF/LKsa9pyQzL29I6owK+riatd4vFtPbrfS1prZcfuQa0mc6BlT7GKzANwoUrEvblMXKriiG1E7i9uelLHG1PJdk17JU1P4NicFSOqGbqcC6q+2vDG8Ihc4GsW30EYWDJCIPb9qONqcMMAQ5mi1Kai4zOKZxH7JM+//OUvq9j9m7/5G7nvvvv09V//9V9y1FFHyZ/+9Cd561vfKoODgwd+bw3DMAzD2CcYD4vIRBiRq9rVO6JCl8qpVgiDRi/v7eURdg2WhSBZIVxZdTYIZ4HAnoBoxAqAUKtsLPOwhUy+pNXJS557tI40RuyyDkYaI8MWt6THVQ419zbimtXYh96BUecTLrk4MWdFKKlQbmmo0aY7LAqIXtIF2GX2lbHG/MTGgWBOJeLqe+U9KsGcA7VA6AE6wc+wC84RQrtvMKOVVaa40UzmJ6P5YQ4HytNbDCLisF6QykD1FvHvrR7sJ1YFKttsm4g3ts9xcY5otNOwjKirFjPGOTwgpFQ5LEQHU0y++65iTtU5roI+k0Mwj2UUz3nBe+ONN8o555wj73nPe7S6CxdccIFceeWV8pznPEcefPBBeec73ymjo6MHen8NwzAMw9gHEC6ITMQmog8x1941qEkFQDWTyi9VX6qDiCbEMcLXiVuqmER2uaEPiCXNyC3bBVxllmor1Un/5DwS/I0ORjTRRNW2Z2h8gkTXkApOqodeTCEsUVxUk9V7IKIikLQJhDpRZYzL5biwZixfVK8/2TetcqoPORZUct0ypx67QIUuVVKEN6YEBPI4QRjsl580h8DkBoFhDVS62RMSH3wyRfkgqzBdt6yeS510FtUKLIM/tMrtkzEQ7kUn7jlPPf0Z6ewe1puAsTg1hH1xzAesgyhcOkU0+Du8Q/yp1pEpdpJzwHGzP/zlo93whB8Rgrerq0vWr18/4f2amhr19Z5//vly//33y/vf/369qzIMwzAMY2bQ1jWoeao82m+sT+lgA18ZRUxq1ZBH+/miphTg0QV9XJ5xXt/62oQbdRvyg5Z9pJGo5IL/7fdRZAjjmpTzv9KIdfvDbfKrm56SjVu65antPdK+Z0irqOxDoeTsBSQogK9eOlHohlDoIIaSaBV3cWutTgRjX/i5ZF6d1KeTQTOdy5YtkW0rIk/vGlCLACKusS4xrSESbIdz0NE9JLsCoc65Y79o2mMfGBDh0Vi04M/w+ZkMlqVCrhYGtYnkdL/QsV6kUvGlyopw5zOa0Dhf2EzKNxw+Zs6fp8CnrTnEiagsX9ggS+fVaZKFE8Rumfog2aLavuqqI3ipi+KGv5XUg40nfLaxTxK9ublZtm3bVvWzRCIhX/3qV+VNb3qT3HLLLfLhD39Y/uM//mN/99MwDMMwjAM0bS2XL8jaZY3azT80nNPMVc3l1cf5rjENaYnoVcEYfB+Rt6ClVhurnqaJTdv+ffXXZfciwoIZFK6py3uBA78o4mlH56Bccd0TOsGMqi3+WHAZuj42zCUOFOIltUvwuB4Q29l+9zv7h0BHuGE34Pt4W6nmkvBAddh/hiUBMUmVFjHNCN3KRImpYPNUVp3Qj0oRkYu9g1HEofQLdKP3zbKsv5kIE67muvNNwyDrGROtYxYS5xXmVRuNy2ARsV+SodG82xcGgRSdKPXbDMfPURWORqLqh063pF0yR7GoNwc7OgdkcDQn0XxJCqFj8NfC7Ye7dj6NjWs22xrWYJ/2GDvD9ddfL9dee23Vz9PptKYyrFy5Un7729+q19c8vYZhGIYxM6at+aY1Kn0q2AKx5HUMgorKJc1lVGfRdixLdRDLA81r4UgzrcYikKJjyQq+u5+fCD6NxSq6aim/02zV0TNcFrtjBE1oGofgHuG7JjlGDVOFHtL9YP/Y94HhjFaIqVz7ii3+Xo6TbTPUglxfms9IqsDO4CO/+NxVRKdnPtDBDOT35gpqvaDijcXD62ZX3XXrUpGq4pgbBarozmLAa9mCelmzrEmWLajTc8aNh1orQtvRQRJ6ExESsEE1mGQJflJZ1mWCmxHN2A08zp584LOuCXJ5Efo0nP39X54ul7/gOFmzuNElO1Rof3/t9GamFB4b7W6CjgjBi1UBUcvP1772tXLNNddMWKa1tVW++93vquj94x//KD/84Q8PxP4ahmEYhnGApq0hhFwTmBOr+hjc5+oGZUqEZSlYFqGLn5WEBP7mc8SaE8tuUlmlTYBNuclmIuOKiFWisLzI8rBPGqelPl4nJhe11sn85rRWmhF4PJpHgCFye/ppanM+YYQo+9jcQOWXuC78qK6hjapreTvBZ1MxXS+u7n8gUtk3rAQIRirCiFaXgxvVGwkEKtYSmsaqFZr9DQOCHMtB+Jzgr57fXCPPP3OlrsuPYuYn3+OaIMqxbnCsLQ0pvZEgoYPlz1y3WO7YsEvufLRdbR5YKSY7Hl+eZ9BFYzoqHT2j+m/piBC8q1atkp/+9Kdy3nnnyaOPPiq7d++uutyyZcvkJz/5iTz/+c/XOwLDMAzDMGbOtDWfvuBH046pO/doXau3OTd4gArpc09fLutWt6qISgcV4HJlcZI8Wj/qN4z2owVCqtI6Wm6QC/JkgzQt3R8qmpkcU9Fy0tKQLDepqa81V9B8311dg1rdpcLK54i97r5R2byzT7a09Wt2Lc1unnLSwhSo7pum6tX9DMb7ahU9sD7gK9aEiyBKbOfuIenqG1F7QdCfV5WCF/zl/XXDQZhEV8vkOb2h8Mu4mxauA9Vn3tcblpLojQpNfGeesFh27B6Qq254Uh7c1CUDI1n1CI+7ZhXXg5HCzXUJqU9T1Z+dKQ373GZHBBmDJIaGhiZMMgnT0tKinl6E8d13372vmzMMwzAM4wBPW0NMUZlFwKpfNlCsCB4e++dU7ESlLpVQcXXC6nnyquccpRU+RE8yGZVtbf3y8xufVEFVDepdlWLONWVFBHdwJHDtjpMS/gteFQef4TVmIltERtRSgV0Bm0LvQFZTGxDnDMygwQvrAg1sNKn1DmbcxDBtzopKPOoqouH9qcT7jqstU/lZJVRkEZvOB+s8yRIpaZZua1Na92VgyHmIuWHAnxyJ45lmUtzEc8U1c9fJDQfhO0ta6+Sexzp1KEhLfUq9zJraoLYS53/WhsFYVK8hNyoM+kBg//Kmp/QGwQ+h4HwReeavvxf4/jiZ6tbaEJPB0WBs8SxMadjvPa6rq5vWcieccIK+DMMwDMOYGdPWNHM38Muq/zaPV5YcV/dZTSqhVVIKW6Q5eNEcHjrAMAuEEmLMN75VisHKvxFSCDGffessB2NL+QopK6NS6T/xaQ0IRUYT04DG/q1Z2iB7+jKSyxXkeWeslDs2tOu+YHNA7Hph6YlFXRMcx+obxLzYm2yfJxzAJNVsDgNfclgwajNdQ0qec/oKec1fHKVC9ce/f0yrtcOZguSGs5JKRvWcIzwrB3iw/4jZTHAOjlrepDcdDKJYs7RRrx1CGguDv4nBTrG1fUCWLqiXt7zsBFm92F2zz//vfVoBX9Cc1iY8roMfxEGl2zfdaTJEyg2z4KCyea5FUY5ZWXvkpDRAR0eHVm5vuukmHTO8aNEiueiiizSbt75+9p0IwzAMwziSpq0tbKlVa4CfMuarqvhDsS/Q6EVzGFC9Xbe6YYLQ8Y1wpB9QRUxG8KkW1Zs6VQICVVZEWT4Qrz5+y3/FD3Ogwc2/xzJl0UpvVtzZLRC1VCgRbHW1SXnWCQvl6Y5+FfYcF9XOsNj1UFf21li8vgjKStE7GZM92Pbve5tGed8jjAZuVLGbTMZ1SAYpDYViRLIDmUDI05yG8I4F2cPj182+8Z2G2oQ27uGjhi1tfbo+kigqK6/cDGCfiAWzk7lW2Dp0tLLGmI2NauYGw92wjKVq+EI71eo9/XlpSMe0SjwbUxri+yp2L730Us3j9XdkTF6jSe2GG25Qf29DQ8OB3lfDMAzDMPZz2hre0TseaXeCsIAFYGzCmI8Fo3JKZZR0ASZ86SjgKkLHN8IxzAHxiYBy6QFRN72sYoytR32gwdivUmhghRd5OII1+5URvirGnPEhjGsMi2ojGhPYEMQnrJmnlUyE/ZadfSqGKye/eV8y30UoD43mVGAi8vuGqAb79TuRXTmKt7z9KarAmqQQ2A8Q4tw4cJNx54YOefZpy8qV8pFMNohrG9tHItj8gIkJTX1CKkVOc4X9fnGMVJQ531Rzw3ZcRCzruf3hNvlZ56CKXfKEqd5iqXANdSIFn5ccc8er5yDwGvuKPdHKdTUIZZfSMNtE7z7t7Te+8Q1tVCOhgQQGJqtdffXV8oIXvEA2b94s3/ve9w78nhqGYRiGcUCmra1f0+oqeyWmoMVVGHlbg6sylnQS26btvdroxEji805eMmkjHD5SqqR++AQV3smEIviGOK/OnOh1n9GYFsXuEJoaxj6gMHlkH8Y3hRExhqfXi3KE/fGrW/U7PtYMT7JLLnDDM6iIkkU8rymtwpd836a6lIo+9d4GVoJq7K1/zW3TNfuRC4ztABvBnVgtCsWyvcRPbgtvZzTrms28mtas3WCD3AA4ker2UZMugu3t7hnR5rxx+5Er6oCKm+/fqTc4LpPXWReYnkYeM0LZRaxxLZ2n2qNuhiA3uD4d1X3D/3vFdZtmXTTZPgne2267Tc444wz55Cc/qbFjqVRKjj32WPnyl7+szWyMHjYMwzAMY2bSN5TV6u3RK5pl1ZIGOYafixtU8OFv9RFjCEFGESOSq1X0yo1whaKmIeAHRUiRy7s3c4Ar8AaV3RCkGGikWFAlLXt9g/gub8NAFIbtGDRleVHOPr30gjUyr9ENWvCNY/wklm3xvDpZOp8M3KhrAJtfJ6+/6Di56OyVmlHMtvEx6ysQuNOZmjZ2bM4zHN4O22V0MlVxby9prk8JstHnGevx6E1D0PAWjAcOV3rVZ6vjkt3++OnA3GyQUjE2JrmkKRBYNURKsnJxg4psouW0mh+yXPgsXyrIYVsHNmpSHvS7rTWyqCWp1/bOR9rltofaZc4LXiwNp5566oT3udM699xzJ53CZhiGYRjG4cXbEBrqUmpFwK7Az3nNaVm7rEmrkauXNKlYQ5CtWto46eNrX6mkgQy/qAq4Klm8kxG4GsaBxKTiTFUX76lrnouVG9ZIDNBcB/WaRlTQUqV96flrxu0n1oZjVjbr+N9VSxpVtK1e2hhUdX02r2t+Yzzxn+/fKdfculWtBxoVRvU4qEDjax4X1TWJnQGBjkDE0rB4fm15O2WPbCjSiyr0OSctlYZ0QkXsyKjLzfUjgjlYbQREDAfr94eH2Hfjg9358zYGrdZmGE1c0mvMurAsLJ5XVx41zHXSyncwbMTDPlReCyrtVKhbG2vcedAc5Npx1eo5LXiz2azU1LiDr6SpqUmGh4flcLBx40Z5xzveIaeddpoK8re85S3y8MMPH5Z9MQzDMIzZksfrQThRteXxPiKYat9Umau+UoloprpITNiYPKvOhIiyir+pWCI2EW9ULYnPQtjiuXUWjJisXtIgqxYjzBukriYux65oHpccEd63xrqUCjRG61LdHBvZ6wYxUHll4tu9j3fqNlVsM9Ai5gSxG34RWDCmOq6IaHSb9/4iVLFacP7C0WLkAG/c0q03HjSxvfnFJ+jkNTeWOagmB2LXd46NpbSNpVQ4+0lsfLNfsaSea5oM+Q42E24GIiFjL/nF3Ej4oRI+TcLnHYdh/Uvmual8Y8cZGVetntNNa1Nd9MpokUPF1q1b5S//8i8lkUjI//k//0dtFj/4wQ/kTW96kzbRHXfccYd8nwzDMAxjJufx8r/XPn/VpyB4ccPn8WlkrvpGOB5zI7T2NmdqbwpBG9gCS8BwIHr5SeMXIjTDyLYIDVSuEWyyhrpq+4ZQ841cVHb5LhXLBzftVoFalx47fjrnWFZvECqGavjK6rjjwm4RVGjZl7bdQ4FYDZrrsnm9kbjy+k3lZRCTZ61fLJ993wXy/d9ulBvu3R5EvEUDwcpUuIj6c/1uudRi91sq4fy9nKN80ODHdTxuZYssW9ggdzzcJolgKIgHHy5rwKsNWkEORhbzXXzO7JuLQC7p8rU1488t5wVP9GwaQDH7koMn4fvf/74OwWCyGxVeYMLbS1/6Uvn6178uX/rSlw73LhqGYRjGYQcbwqLWtIo8qo3ZrPPbeoHlppMlVRDii91b5qpvhFs6r1a++5sNMhQSQSqpqojDSnz2K/gmLMQXFVMSCBCBOsJYq7+i+bG7C0F6RJWGOirYfjjGWesX6b7dvbFDq5IINQQlx3bmukVy/b3btYqMKA1XMsNNceG0iWqVUI9v1CvpkAvEaFSKjD0exGbgKrBMXENccowbt3bLjs5BFeUXnbNKmwS5AUEY+xsQkhL29I2GhkIEwzqCZAVNxYhHZbCY04SHN79knZx30lI9/ns2dowbNAK6nuB7TuC6z5cvrNfqOdm9bhtBOkOVxr3p3gzNJPZ5Tyv/URxuiEWrra0ti10/ApnX448/flj3zTAMwzBmEjqultzZQl6FnntsPzbMgYSG+U01085cZZnlixrUNsBjfPJzx0YITx7t5QlrKrUDFF0Dlx/AQAxXEUdDML2M9Z+wulXOCcSu30eE7q0PtWneLB5WH59FJfWMdYtkxaIGN6msJq5CHlG4+7pNLgkhyKqdeK7cT33s75MRinuv9rrkhaAJzVs1NF0hohFoVNfx+3Kub75/hyxuSWvzHGkK9ekxGwGVbYQvWcc6HQ7LRMwNBvHQmIYNYtWSJhW7HHO1QSOgw0YC+wOiFe8uIry5wVlVsUEMjmRdakcwnCSM9z1P52ZoTghe7AJXXXXVhPcHBgbK1dVKONnXXnutHAxWr14tt9xyi+zatUsWL16s742OjkpnZ6esW7fuoGzTMAzDMGYbCELEIAkMxFL5EbRO8BVVPOVjRVkyv75qFFllFXVoOCuPPd0j9z3eoWN/EVBj1UEneqeLq566/dHxuIUgizbi4sqoHbM+kgvInK0Uu1dc+4SKXfXshuwLvpJKNTicOOH8tS6qy9kxx4s7RCEvX+OjaouvlSps2XMbfOabx7RaXXTV3lQgGktR/L0MtyhKT/+oLuxGAef1PGX7R+XHf3hMK87cNGDVwGrhG80YErIt21+OK2M7+XKyA4aLiI5Sful5q8vHFh40smvPkHqZ/SS1ZDImQ8M5GS3mVfQ21yfLU9oQ2DS+cWOAJzs8tMP7nqeykcxUIqV9MNwef/zx+7zBxx57TA4GCN03vOENOvHt4x//uDbVYWNAYH/rW9+SZz/72fu03kKhIA888ID+ji94fyrbmUymvB5jdmLXcHZj1292Y9dv/0HQXHFzh2zrHJUFTQkZHC3I4EhBx8Z6oYnlEyF39NJauew5iyZU+FjHI1sH5dFtTPvKSe9QXkazzg9cVhSRscrodPEVVJfRG3o/UM+uqsmI3riuG/H53JNa5JS1btDVg5sH5KaHe1QIttSHvLiBUOsZzE/4zq7ujPz8lk7p6s8KujGZqBS8LlPYD19IJ5x/lhf74t/PMwgi7wZkJOPYBJxIbkpHpXfETU1j2+To+lHDfNdn/jrxyrElpCEdl5Es5xQfczCRrlCUnoGCVotZbkxnuo6z+pqYnH50gzzv1NZx14tKONf7ybZh3bYfo8z54Bxqk2LSWTmwbagkLJXEuyC4sWiuj+s6uXHgOtfWxOSElfVy4SktE/5tHCrYT///HxBSEIuN9ykfsArvwRKt+wNVXcYa/9//+3/l1a9+dfl9/t5XsWsYhmEYc4ndvVnpHsipkOLxemNtXAUW1TxErlb/ElEZGMnrciy/uDU1Tuze8GCPPLptUEYyOo5LrRHaqEZlM1guFXNiLpN7ZjU1bcCqEMpj4pdH73HdZ+joycp9T/ZLQ21cm7c2PO32aWHzWBKDh78RwZ29Odm4bUhOXF2vYm1Bc1JaGxPSPZiTSJFMXydaK7fvMnyxF0RlcLRY9s/6zah4lLFM4WjEica+EQZeuPdU1Ib3ie8JzWsRiWMpQWgW3Plcs5ixzwXZM+D8y1Rhj1tOfFxcr83u3lwQTRbRbNwTVtaVjyl8rW5+uFdvSmLYGOJuP9kO10tzhXUAhYsnc5V49sMdL8KdUcJEs+k+RCOyYkFSTlzdOGFbs4H4oVTjDKS48MILD8r6qebSnHbKKadopTcej8svfvEL+ed//met0pLgsL9gjZjOXcRkbNiwQX+uX79+v/fFODzYNZzd2PWb3dj123+iW7olmezXCWA8AkfM8Sg7GncpDTVBrJbEstrctXT5alm3prX8fbymWzq7JBZPypr5aXl8W68UigUVfwgp77lFOFIJzBd4TF59X9zjf2Siq27yyk+2rAqyqCSTSamvr5Oe/qxk8jnZsisjvcM96oXt7meYRkIaGhomfRqbK43KcD4qjfNXlmPMevPNMnDDk+qlxR6QK2fcqtO1/N2m+pQsml8no+39eqxxIsECsvm8CsZoNKafMeshPD1usuPHoVAsiIpKmsiWLmiU3b0jkkjVyz+96VRp2zOstgvvOcZCEG7I430a8qotV75WiaSsW9OsZ9HbFtCqbV2D0j+cczaNWLSicTGpaQ1kIT/3tOWybs08aduxVW8QTj7pRDnchJ++zxjBSzPZlVdeKb/85S/VT0tW7oGmv79f/uu//kunvf34xz/W/0LAy172Ms3l/fSnP62eYu/tNQzDMIwjOpIsV9QxtD0DGfXs+s5/GpaYmKaP2+Pju/Cz2bxcf8926e4f1SYwJ7pc+oBE3CN8X41FyFGJrES1NMMUgjIiU9WoHOb34q5EWyKOewcy0j9IY53zHgOeWBdXVtAXgnNhS3pc5u5UcVo+uuyOR9pV9EaLJSnki6L/KZb0nGhiRE1Mp9MhCGnaKsWdBYRtIhgjiTFBWT7eqRIqaD7jRgE7RLCddE1C6msLmiaBiPWiHJG7tb1fnt41oOdt1dIGOWpZo9yxYZf87Lonqjbo3fWo8zIzcCMSnAd/Pd0+RbQZsK42oX5t5+91/hEOAY/37p5h2dzWJ6987lFSHJ7dVqKDInhzuZz88Y9/lJ/97Gdy1113Bb6ekqxZs+agZfAyDOMlL3lJWex6sDf8+c9/lvvuu08/NwzDMIwjPZLsvsc6VeCUM1/91LGRrDYsIXyedfwiXd4nHyB2N2zeo997ame/5AqIy7GYrul2BLmkgiDCS6u6k39RH7OrMI6oYEHohrfjkw+8JQPPKhFeA0NZqdPkgdS4hILKOC0Vkrv6ZWFzjRy/skU66pPSP+QENTvJuXrOqcukrWtY7n50l2zvGHQDIYQRxzSclSQRi0lTQ1ITFEhS8PgBFJMlVFTpkZsgytm/Pz+wU665bYs2n7kIsZJWXhHIXs8zNS/coPfUzj5trGNUdLVq9yjjn3NFvanx6+QnNxS+kc5FykW0is85mu0cUMG7adMmueKKK+TXv/619PX16X956urqVGgiPMORYQcS38BAibsS35NX3FsStmEYhmHMcagA8mie5qdi0JE/JojcdC+EHCKS5cAnH3T3uwQGxDDCyv/Pqv6v7HStupGxjN0pFiknIGjFURvgSpqV68Wu2k+1ccxNDAu7Y3WqWaEoA0MZjVjjtXR+nX7m47SwAdx47/aQkHRJB/iX5zen5fxTlsk5Jy3W8cTeRrByUYPc8UibPLG91yVQBEI2L0UZHCKKbbwG8dFfk6GWhyBmjfPNOGMq5l6Usy8/+dPj8oc7ntZKLWvifaZEDI3mZGAkp99b1JIeJ+r5nSEbfIdc3WoUdHyxu5ZcU6azcd0R2lTLfUxdLldQm8c1t2yRvzjBZQMfsYKXMcLXXHONVnMZ4+vG8PEPsCTPe97z5POf//ykY4gPFMccc4ymM2CbeOtb36oi24tcBDh+3jPOOOOg7oNhGIZhzGR8NXP7rgEVimin0QxTtVx0llZ8CyX1kiJr+gZHtbqI2EXM8dj76fb+8iP7ysf1PoqsGr5Byus/qp5h6VSpo3ySgR+hqx7hkHh0n0ckEnXiljfCwytUvCZjejxULfH4IiSJ0zpz3WL52XWb5A93OiEJnA92iElp2zsGpHcwo/uH4NXPY1GNQNvW0S9b2vp17DLbI/kAsewnrHHDEI43m24QlqYOZAu6/kgkKqces0D3g8lrDN7w/urytSwWpUgTXLEke/pH1Qoxr8lpLc4Loh3rSd9QVpaGotM8LouXa17EjaLZyVCTio2bNAecQ7J859fWldMtjijBi1kYkfu73/1ORkZG9GKdcMIJ6ptlutlzn/tcWbhw4UEXu4DA/sQnPiHvf//75TWveY1cdtllKnJ/+9vfyv3336/vm3/XMAzDOBIJD2N4un1Adu0ZVKHKyNlYNOZshyo6I5KuTagNgPfwkd54346yDxTwr/YPZVQcTxi2MMU+JOMUwtz42/ATfnQmQxz0Mb6mGAQZvt4qMcmkLz4jl1etwCXXcKf7ECQhqC+24N5HkFLFXbagXnN4WeL6QEj6SupYlTumj/sRgCzDoIpnn7ZMP+Ec3v1oh2786OVNgQ3E2QOwQdAEppPZdIhFJKgMU5l2fmHOr1ZWKw8nuHPg/aHRgsRjRY0hu3NDu2b1chZqUony4hybz/wFhDw+5nCVl8o91wp7AlXj2vTY9wHxzHEPj+b03OsQjLDY9f92gqcAVJTveaJf5jcl5PjAK3xECN6Xv/zl8uSTT+oJWrt2rVoWePH74YKmNIZhfO1rX5OvfOUrks/ntfL77//+7/LKV77ysO2XYRiGYRwuKocx6CNxCSqj+YKKMwY0zGus0UovQwYQPQg4/Kh4WZnCRSXYix9EUjUL4VS4yieVZJFRospoikrF9BE6E9QoXEURxIWgohsoulQ8qttFAIZBzLHvfgCEx1kD3DqiQZWV6i3ijrSBl12wRr740/ulL6jgVhsnjBjkGKny0sjmh2/4cxhuAtMc28AP3NUbk0y+oJVTjgshGUsg5HnRAjfJTUIgdlkXubcMtti2q1/zf1mAv6vHpLlqMr8jujkXpFT4xjmuJdd4d++orBxnXXFb1ilqcXe+qp0H1gNck1wmLwNDJfnZzZ3y0Lb75Kz1i7XZbzYJ3/i+enXT6bQmILzxjW+UpqYmmQmceeaZ8v3vf/9w74ZhGIZhzAh8ZRdLAkINUYTYo0Kb1ApgQYVtY21SGurGnsjqWF8R/cz5dV31FbXl/J/PDL98eS5F4MtFzGnTWd4lHfCeWhdUe7mMWnyoNNMFU3X1PbJyAyeDCkyPn/LWkE7IsgV1MpIt6DEj9I9d1arJB9t2DeqyrGey+DL2i+rsto4BTaMAkhC4Oaj2HUQyLxW86sl1zWAISY5Lhf0kJ82LYFIlmK7W0pCUzTv7dfiEVry5OwkR2JrdueR3os2IV+vPSHt2uJy6wTb5HLG9bdfAuMlzeJmbGlL62tE5oO/5qW7h6W1shAq5j2hD/PqpdSRbhKfWzXT2aS8vv/xyTUP46le/Kuedd57+jdDs6Og48HtoGIZhGMY+VXd9VdKPqaXqR3UUMYewodPfTfHKlIUX7/cPjmqFj8avodGs83qqEEYMTa8J3I/Z5UXDGWLJP9LX2LNoVJobUxohhiBFrCIO+SINcSyDT5VqK/uOD1cFZChZwAk/t+N+0hsCmuPa1T0ind3D6mUlbuzK65+Q2x9qk5xaDJztYPJ9d2tG+JGW4BMT2PZkx0qcmxsgIToemPVTGdfpaNOogJMUgQ8XsYxH2FsXKn3AWr2OBl7hoNrLvuHl5cbAnw+Xi+x8xemahIt/CxriaNy79MJj5H2XnizzmtL6b4IbB522p817Lo+ZmwIq8TrlLhbVQRTcOHGDcucj7XLbQ+0ypyu8TC9jfO/111+vjWLEfj344INqH6A5DA+vYRiGYRiHDyqTlVVJfuLRJbnAVyARQFQFEbipZFTzXvGwIk59Xi4iF5GVfwaJR/qYPsro2kTgF80KTggfJbZ4Xq20NqV1WawTCFOasXwCA3uMUEZsIcqOXdEs23f1S/cAY4CLmiUMbsqba4jjMBGliHxEPd9FOCaSMW0CQwAPZUh7oGodLTdmTdx3twdUerEsICg5FyNDWRXl5QEdIVoaa/QY1PJRLKropbocjioLevfctUC4RvAZO8sDAydoGGSbtam4/qS6iuiuFNrO8zxWNda0BymWo8q4MWFdnGNNxYi4vGEGSFQOsThmRbM2pS1oTgfnsCQ7O4ckg9WBscNYNAoFqUm4FAv+DXEDRdUYnzGWj9lQ5d3nprVEIiEvetGL9NXT0yO/+c1vVPySu3v33XfrCeEn7+OvxQJhGIZhGMahoVpVUpuTkjH14iJqWYaKIo+r9/SNqHeXiqRGbjFmGNGVd9XZcd1m08Tp45KK7EI+Lw3pqCxf3KTDI7TyWXIpCghwrej6pq5g21QXyYqtS8WlY88wzlP1uWolMhGTUs55izXCTMV1vNxQx3edqI/JYqwCjSm9ASgLRarcwfCIShCZnBeE4da2Ph3iwPlBwGrqQyquFV1E7tjXsWhEZe2yZlnQXKMV5kQ8qzcTCHySExiNTOMgNw6uic3dTLA/gyN52bS9V4UuQl2zdhMRGRjO681IOKWBqm04FcM39w0FAzXYj5Z6MoidTWXbroHyAImwOOX3s9cv1qY+Eh1oBOzsdRFlrFR/RlxcXX3NWO4v54wbKRobubHyAzLmfA5vS0uLvOlNb9LX5s2bVfgidJ966in5h3/4B01qeOELXyiveMUr5IILLjgQmzQMwzAMYzpT1fJOWHb3Z8YNFlDRqKLLiS9G6vI31UXNpY1Q4XRxXVn1he4beFERimuXpGXdyjq59EVnyM9vfEobwqgs+kxg/6heH63jQS0WJZePSGtjWhIJdxw6FCMaldbGhO6bJiQMO5+xRtSWIuWKKFVjqtfNIWFKxRNRT8MbAhFBjB/YN4Kh53wmb1NdUsXzL296SivG2EFYnv3NDTuRzrEtnV+vkrOje1hjz15+wVqteiIEN27plqv//JTU1SSksT4ZpCGQdJGVgk5yG3+u3PCMgghF4RqRtUsaZUdpUG9ONFVCbRiu4loZDVc5yMJ7m/cmTs8/ealsax+Q39y6ORimMYaukzg5bCn58U131abWHVGT1khq+Lu/+zt93XHHHSp+mbp29dVX60CKgzFa2DAMwzCM8VCdROBt3LJHhSGpA+HBAppooF5ekZamlA5noBGJqiDNWr7ySUUYFYS94JnAt6kMIhoRi6++YL7Gk9EsR7MT/mAsBqzbZ/+m0nH9DgLTVT7dYIbGOjdFlegthCVC/oJTl8kJq+fpY/cduwbkhvt26CQ4PbZIVNLp2IQqrGbUNqW1cS+by2tFNOOieBWvGWvTMTlqWZO0dw2pwPWxbG1dQ3rTwHlkKMOe3hHJkMEb+HbPOmFx+RG/F5bX3r3NZQUH20coVot1G2d5CLzPw9mCXHDyUp1sR3OZ9y4z3c0Pj9BM46CRjZ94o1kH9gosDlSWE3sRp9s6B9xgj2rXMTh3VKCpODcGerlyat1M56Du5TnnnKOvf/7nf5Y//OEPKnoNwzAMwzj4+MfVVFHxh7rhBeMHC4wW3VQ18nF37RnRSqCOGg4amHzJEJGsVcdnAFaEdCqmVUOaxjq7M/pedEu3ilQEOJ8jJv0EN7a5o3NIxRSfEc1FQx2iFaFHpZhqaWfPsGze0Suveo57RH/UsmYVdohhjofUiWo+W6Ba3FSflNqaOnlyR68T8hXZwAjzLe39ks8XZPVSl7kL3BTUJOPSOzAqA8M53b9cnuOISz4Zl527BzQZw0d2+ZsOrgFiHRC/ameoonjL/t4gKYKbArbzr+86V6uzT+8akEK+IFdcv0nPaVgkl3RQhxtK4deBVcFbHxKBH7kShos8/GSXs4EkXSU9nAKnE+EC28jgiJ92VypPreMYZwOHRJZjaSAL1/JwDcMwDOPQcc76xZrD6xrCqAYSPeXsDHhZEbet9S5nl6pqQ11ChSKVQTr+vf93sviuyXCCzTU4+bzcX93ZpZ8lk/1alWRUMUKRF6KWyimWBRer5RrZ+D6DE3btGVLh7O0YiLK7H+uU7/1mg7z5xeu0alxXi4hN6HFNVXVUa0S2INl8UUVyY11C1021F+sG30dk9g5ktUkLKwhRYaPBZ+wDjWga+xXYEDifCE0iu6iShyO7vEfWWx7YBue9VCpMiCrzE+b4ie0BYU5VmTi1o5Y36+vn12/SQRNaia5J6FAI9VhXWRfHyvdj0Yg86/iFE8QpHm+Gi2DPUDtHYFuonKLnrA3YPdz4437+rdQm5ez1s6NhbZ8F78c+9rF92hj/cD/1qU/t03cNwzAMw3hmIJTIscWmgChSMRlETzFQwj/yR1BSMUT4NdWn9H1EEMsjfn282GRZstWqqF4s+6aszp6sNNbFJJ12ApgX1VV+qhgPsmD9JpyIK0k+GpHdPW6iK6pMq40MQ8gX5be3bZUHntgtlz7vGDnvpCXjqqnVRDrroDLJNqhqrwpsB0w08yKWajaCFJ8sohgrQXuXGwmHxmWZcJ4wsBwe2+b6lE5WI7Jr+YJ6ndJGtRcBzHvtXYPlUciT2QfCE+YGhnIqNv3oXwTq/U906mdcF7U+cGFCDYXjRjxrYkNRirGINNXXTBCnVI07ObehMciIYz/QIny9S4EgRkDz74mpdX4ox5wVvL/4xS/K/5CmOycaTPAahmEYxiFOaiiWVNRSkfNTuJy9YeyRP5XCeCwjQ+S4lkg0qNGGLFd1zasvtJLJBLBOMMOnWqQaOhadRT10YKQohdKo1NbEdBkE9aD3gqZiuixVVD9iWDUv8WgRZwPQ8cOB8GXgAr/v3D0oP/7dRm3KOnPdonI11WcPe1iW97kBYD1Ugfl8T9+oHieNc97ywe80r7E/xJ9lBTHuVN/EycAuI5h1YtNAdFMtD0d2Ue1FAF93zzb1GavtIDQ+eWwfw+t1GcPchDy+rVtOPGqeClQqz1w/TbSIBucjvI6K9cXjTsDjW0Ywh0Uv/z5U3AaWBfzT/ph0Gltosptf39qlTfL8M1fOmjiy/RK8dEjyD7murk4uvPBCufjii2X58uUHfu8MwzAMwzggSQ3hMbiVIDIb6pIqpLxYJH2AmC/sBghlFUEll23rG9kQwxNEb0TUHqCzubwnlSEG0bEK62iWxq3ADhBKjIgFyxaDQV8exF1RFa6rQCLavUcYO0b/SE7ueLhNXv0Xx2jlkWpqteliiP7VSxvl8a3dWqmlqos9gN/D/ubwUIqw2KtEB13ogIaoRKMl3RcEqbciMPijpaFGzzsC8ez1i+RTP7hbvcOcO9eEVrHO4Kfz5jpVvHlHn4pVBCrnkSY/F3eGlSJYtso+cjhU7OvSCdnVPTGlQf99UNEdf7qD747ZXwJ9LvG4yBtefLwcu6JFZhv7JHhvueUWufbaa7UR7fe//71cc801csIJJ8iLX/xizeVdsWLFgd9TwzAMwzCeEeGmqXTSVVCDZCsVMYgd9esOZ+X4Va2ydEG93P3ornFikcf0PVKS+loGSMSkROU2V5CaVEKSI3hdM+Oqil7oht+j0SsaceIuFnP5uMSOlUKCFgHnRwtXijc/bdhXNn3agYpkUifUlpCRuzfukg9cdqpWU6mwUvX108WOX9Wij/VpLOvqG3WNcr0RreRSPWa9un4EXiDGp4OfeOb3BY/vwDBT1vLy498/ppVs1ssNxXErW2T92nk6BIMqcPic6bpC6+X64CEmHs2LVQRqnOazVFzPlRu+EUxkq7JvHBdWi0KxpMK3MqWBfx8IcvaHNbGcs1U4sVs+xmAf61JRKeT3NaBuFgre1tZWueyyy/TV19cnf/rTnzR67Etf+pL8x3/8h6xbt06rvrxWrlx54PfaMAzDMIxpQaQXj8UZaoCU9Nmv6lXV6l5EG7fOOmGRRn2tXNRQFouuwSuvgpGJYAwmGC0SaYbH1Y2tpRrqRWp4kliYsHjylUM8tB7EJU1h+vkkx+HTArzY9R5hTXcIRDX7jG8Z76zPwkXkkQpxx8PtcvejHSo0OfYcY3+Zr4C4lZIMjeSnPIbJYN85R4hQ9gUxn8mNun0ukh1c1KEOmbY+efipLqmriWu6w7imsEnWzblFqPrq7rErm/UGpqd/RG9EaEYs5if/LpVdBP3AMA14E1MaqEyffMx8eWRzl/qi/djnyj3ieqXi+L7jsyaGrJL93uumpia59NJL9TUwMCDXXXedVn6/+tWvyhe+8AU5/vjjy+J31apVB2avDcMwDMOYEkQSCQ2Pbt4TpAgEo4IDEKk5bUZDpMVkx+4hfd+LRUYMX3PrFk0eQJwidLSqGnX2ANWbpagOVGiuS0rfUM41oDGYoVAs+1MRUAjnZKA4ELb8PSmMB0aIV4hiQHiHxa4eRxBphqDzwhDCWbg3379DxS5DHVYsapDNO/vckIUqonO6ld0wmssbK6o1xMeCIVRZl+YfBxPvtBGNscdYBKbYDhVhfZFSkcmrx9rbU3zqA81xi+el5eldg1WtDDVkGzOxLhF1o6ILRVk6r3bccrxHJZrzN5nsdraIpJQKeZnfmJw1MWSVHFC3cUNDg7zqVa+Sb3zjG3L77bfLZz/7WbU3fPOb31TBy2eGYRiGYRx8yIPFQ4r4XNiSdo/+g65+7UELxO68phqpS8fVynDbQ+36XYQVzWAIQwQPaQYsR7WYn2Tnst6egVFJxKIyv6VW1i5r0mENS+bXaWMYFU8EatmDS8JBkK6AQqsMUUDg+ZQC/Lmsd0K1t7JBCyFfILHANeCx374CiZhDtD/y1B65/p7tKjTxJrtpcwXdXpVevH0CYcsACp9IgcjEyoDY5dg5FwhyxiKrH3YvotqNlHDrpZFwybzastAkau64VS3BcImss6iEKuOaI5yIaVIG54eKc1xtFVGtflf+G7n3sU61qzBxrvzvI0jl0EEWwb8b/o0wKW82NaqFOWh1aRrajjvuOHn66adly5YtsmnTJnn88ccP1uYMwzAMwwhA7CF2EXlUNLe09ev7CBtvPwCXO1uSFYtqZXvHYDlZAPz3EbeVEV/8jfeThIORjBtG4JviWHtXr/PCalWT0cHBZDGXsjDmxR2fKOA8tAhY98h//OfA9wsl5/VFPHox19yQ1CrmutUNWsWkosv+79ozLMOjOY1cQ6h1k8hAxZXG+5qEinYqvQfknAc7y41FQ11KhgMBzKjm8P5Pp4LszpUbucwNBnm34I+LCXBUlRmMgYAO9djpTQZWFawMnEvOT10qoQ1+YQ9v+N/ImqVN0r5nSBv4OCexKFF0xJMV9RxncyU5dW29nLh6dlZ3D4rgfeihh9TPi69327Zt+g8WH+873vEOueiiiw705gzDMAzDqADvKmKPxjOqmbx0glrQWOUpxmkWy6vNgFxeJnnddN9OTSxAVPH9yYZOsJ5YIKx4LO4rq1Qzqbhie6hJucoij/lziL2iE8Y6FrdC+GmjWKAaickClvUjkPX9YEEn5opaycTLyt8kMBBL9vMbniwLOfZfp5oVi2pn2NbhYriYOkZJVKu8zyBfeG+40b4RPXbOOSB8Ef5UShGx06E8cS0icv5JSzXdAXtK+LiaG2tUzGb2DDMXT2rTRMu5qDfnRY5IujYhzQ0pPWZtdgv5b8P/RvQGpj6lVWJuHFw0HOvgOzFtuFu/qk7P1xEreIknu+uuu1TgktzQ2dmpJ/boo4+W97znPSpy8fEahmEYhnFoGBnOSHOuU9KxvORzCJm4SITQr/H4hq/e/oxOz6Kad8W1j0s0FtVqH0LHR4ZV4h/T4zENCzmWbQ4GV7A+6rQI4FKxIJlA6I4b3BD8Uak5EVdYAxCK5PnqwIbQ1C+gKSuXL0hjXUrjyHgbUYi4pTLNslva+iQXeIF9LkQhS2U0eO9Ahg7gV8avqwFrDufrDarXCP4qx1otVoxzgxg995QlcseGXeOOy1+PhtqECur+waxWk+c3pVXU+u1xjWDbrgGtfof9t1R7qRBzs4N1xQlll3+McObctjRyM0HjXV52dI6qp/j4iizfOS14s9ms3HrrrVrJveGGGzSpgf9CEE32+te/XkXu2rVrD/zeGoZhGIYxKYjKoY23S+qh2+T5ua0i2A0iMTkmUScbCyvkCTlKiqH2HawGPGbfEzzK1moo7+Wo+uZVYKGtls6vq2prQFAhiPDFYpfwyzCpDcGMfcAJ3IJWIcvfDSrERKUx5pd98OkIfimELoLafaGolVxsCCQeuFG4JalNJWTV4no5almzHL2iSa668SnpH8qo55h1PbGtR2O5qsF0tP2F49AKdEg1cw7xwzLGmXcpqCOudXJcSOyGx/f6kcL6exDBVlsTl9pUTLbs7Jf7HnfpEl7sorn8hDpSH6iwcx3ITG5tSofW5YZtNFQZA8zNBOfSx6P5JwC67uDa+6xgKuS3PJqR2x/rlxsfvUNOPXaBvPz8NTrSebawT3t67rnnyvDwsJ6Yk08+WbN3EbnLli078HtoGIZhGMa0xG7vLT+XwSfuknxfr5QKURktRCUZycvKaIfMj/TKgmK/3FI6VUUwwoaqoMZyFYOJaBHRiVyINjQTPlGEK/aBmqRrbCJ9AJGnHttSSWOyEFI+uxfhtLtnWIWnb0Cj2sio3nBlE0E7mpu80oqNAWsDwpR1Ms62talGFs+vU09uNpeX9WtbVbDd+nC7/OnubWNe3f6M2gpU7Ab+4ulEjflGrWk6D1xjWWjHfeMc4lYHaGiAsItu84JXY5CDiq7/jp9s5n8CVpM9+ZL87Lon9Bi5ueB8c2zcYIxmci7vWA/MKVyWY0y0q3yPDds4u8oYYLJ3Nfu4UNKGtLEbGiazRdTbPJrN6DvJeEwGR9yNSVd/l2zc0i033LNdRzo/+9Rls6Liu0+Cd2hoSE8MebyZTEauvvpqfe0NvnPVVVftyyYNwzAMw5gCKruI3e6eAenINkhO7QMlGSmJ9EmNtEQG5fjo09KZb5SNpaP0Mb8Tu66kqM1kdOpHXXe/H75AU9pIZoSH4CoIEbAMQ8CmgJXgkucerYLOZ/f2DY5qoxjVP9IFqPby2HxgcEj6h/LSO+S8rTSmwWSu0DwRXiM59b/iL2XcsS4fiFK+//CTXToEQ726wdCIfDYv7V3Edjkxjxbz44Knsi94IepzimE6/t7Kj7Xiin/XHaYKyvE5xGPbIVGBRAs/7YxjyeeDz0si6aDC7SqtruKKhUOvXTDn2FshfLVZz11wk7BudatWds+rGAPMDczdGzvc9pNuEAgVXy96XdrEmM+abWkVPuoGh/B5eKQzo5Nnuujd51o0/2Xo6urS13SZzPhuGIZhGMa+k8/lZOudN0m+s0t25Bop90rElytVFUWku1Qvi6O9clxkm9w3vEKiMVcx1PpgyQkfkg/cCOGIZLxiC4EIQxzt7h3V8cKvfM5RcsGpS1Xs+Oze7/1mgwqiNUsbVTxDbU1UCjk3jrh/uBBUJgOxG9l7BdbVm10lk33e0zeigpGqp3/Mjyd1T++oFKMuD3es8sp3gga4CkE7tn639srKrh8dPF2fL/uxoDmtDXpUYam4agOYn3AXiFK/b5ofHDTQ+VQFP1EOOwdxchyjRqnlCpLN58rnrCxyg2oxq1SLQzohb33pCVJX6zJzqwnR7UHD2rymtK7XVYwLajNhnbxXeZ6SCXcA3PBodT400pnJduQ3zznB+9hjjx34PTEMwzAM4xlDte43v7lVFuzaKYU8TWbuEXq49KfTzSQiI6WUzI8NyOJ4vwymFkrfYFYFDqkMflQv4OEM+1LDlUkoFV1zFpYBL6j4yYuKcHNDTVnshnEafEzdRqo1a4WqpnhYEaF4gWtScWltTOkje1cdjaidwu8zn+uY5BE3KtivJXwc4bJbWGRTDVWbBv8hL1jDct02tGkuqEZXI7y/CFUSIBrr3b5iC+hD+I7k1GfLkumapBvOgZ2ECW+jOT2GsjCOihvp3DBW1eb6UN31/XqRYDl/7FoRDsQyQymwdqw/av6k+zwy6gaEIKqJPWNKncsnDq57EB3nK/2aalEauwGqHOns4+xmcpV39riNDcMwDMOYAMMDHnuyXRaST1tywk2riSroeMzvlovHkbwJSZUKsrw5JvOPWyp/vGObiq5ycxgEk9EqYRnEn3/0zyhehlW87WUnlJuXvJAKT0IbR+hJrw5IiLss3XF5vKHfR7Osy43rpflqYCijVgqEbVNdatyTY35V+0TGNdxVI7zu8EPnha1pzRVmvXiYd3QO6nFQzZRnUOWlQo7wdut3o315UdElC5lq9Jtesk7aOwflrkc7ZNOOXhkYyrrmwKD6S7MaPmmGZPh9ZNIaDWn+AMZ8vw7Wz3fRmxz7jffvkHNPWqKDJrgm6Zq45hP7v7v6hlVgI6IT3h/dmNK/B4Zz0tk9XK70+iEUlcdfOdKZqrGfbDdnBO/zn//8KT/nrq6+vl5aWlq0qe2Vr3ylrFmzZl/30TAMwzCMKvjhAb30FsViEo/mx6k6FUbBo+5iriS10bzwUJwpwvUZJ0wRNeHoMSq31ewFVPz85DRADPYPZeWexzrlvJOX6nt+/O1ko4PxhVIZ1BzeohNqU+lI9itPYVEnqhVl5eIWOX5Vq9z+cJtOEquEimh3/6hGde0N/8ge0b14Xl3Z/0plldQKKrM1MQZnuNxeRKn3zIZBuJctGlrVHmsi88fQ2TOsYvyis1bJsSta9IUg5dxhz7h7Q4ds2IpF1G2vpz+j1WG+wzHVpxMaCZYPLoyviruf7tpp1m80KrlCQcX1p35wt4pXoseGMy63mHPPOcdjjc+Y33sHRqUmldBtcew+P5gqt6s4uycGlRaHyUY6zynBu3Pnzmkve9ttt8l3vvMd+fjHPy6XX375vmzOMAzDMIwqeC9mIb1IBgvN0prfKf2SLgsu7ACui9/9TEcysrWwULZn6mXwqS5ndVD/6FjTkl9+wmP7QHQiflgOsYPowRbhwTOKzeCxrd1aMazs3VFLQ/A7W8kG+biTwa4gAP02j1nRLGeesEgbrnzCBBVdnztLhdaPw/WpCOVjCKqi7EP4M0SeF7vh/UTQ+6EXzqoQCPkqAzM0iiwR1dHLPq3CL++TEs46YbEsXVgnD27qkrsfbZetbf1qB+CmAWsIjWjRSEGiiZhGrg0MF2R4JKc+4PnNad2ffCBGxxzNzkrCtnR7RIgVSrrOzTt71VrC7wN4ifNF54UODtU3pRELx03P4EhW2roG9WPEvRe41dqv/EhnBltUjnQ+4jy8pDd0dHTIPffcI9/4xjfkk5/8pKxbt04rvoZhGIZh7D/eQhBPxKU9dYzUZvdIS2lA+qRBiqVAvGrDVknmRQdlRFLyaH6F1NXWqEDyE7kQdr5pKRyz5fEJAqglirxUeslmZYpaU32yvBzC5+z1i9VHigVhYUuti74qllyT0zD5rk5JTWYTGDeYIfgDcUYM2S0PtumbNHM99GSXRqb54RaIOW2m8lPlxEWtjasiI9RC2yQhwTXBjY4TqNglls5vkKGRrOzsGtJkBI618l6g7GmWkh7rpRceI/c+3qGP+H1SAhVpztH2zn65/vvb3fheXwGvaNZjfzXhITg/1Ezx4w6FqqcUkd24YnezEhbrKlSpvEpElsyv13VhU4hGInqsxMBxMtRyomOag5sKfQrg9kkn8YX2iZsDbiqw8bpTWKo60jk81GImctDkeCqV0pHCvC644AK5+OKL5Uc/+pF89rOfPVibNAzDMIwjirCFYFvjcZJI7JYVmSdlgfTKcCkpOeExd1FqIxkZLqXk0dwK2VhaI4saa3SKFtU/FGwqiaE25h5nq4AqTqyOhiwGhWJBLQnNzQk54/iF45Y9/+SlsqNjUK6/d5s8snlPIJ5KKgARVr4CiwjjsXnlo3KvtbwXWQVrSaSuNqGf3rWhXcfk4lWlykhl2kepDY8W3ACNaERTJPDBUiXF/+rH5ZaHXqTi2mjV0T2iDVu5iigvxvneuaFDfn3LZtm0vUc/12pmYO3wmbk6ZY5Ui1xBReAHX3+6Vt65GWHfbnuwTW59uE1FNesY1ww4RYE7SIvTK8ExeGHLefcV7/B6yo2GJTeBLZ2KafWf816jTW9jlgwE62S5WZzvZr2JiWhDHcvStOcbBRH/KnZDI50rh1rMRA5J/XnhwoVy4YUXyv33338oNmcYhmEYRwSVFoInWy+Qjt2NsjL7lLRIv8QjRSlIVLbkF8qG3HJ5PLJWmhrT6gtFLzGKtm8oo+KPDn3eR4h2dA+NSyZA5I0lG5TK8V0rFjVWnbblK8u+fKl5v4G4QxfphDayXiexffpGKf9d1Fl9OqleW6anIXRplkJsIuiQhb5STZoaoi0VJBBgB1i+COuFF7URFfpUPx9/urc84a2xNiEnH71ATj12voo8/LWcj7e9/AT5j/+5T3b3jJSPh30fq567qWVUUu94xKUV0LxF5f2/rn5Ebrx3R3kq2jOlssmOyiyVWBoGVehHnGeXcxBePdcOIc81RdyXQnnLfqVONI+3d/jzTZPckvl16odu6xrS6jzFYW45EM9cv/BI58qhFjORQ2a4WL58uVx77bWHanOGYRiGMeeptBBQ0exfeKpcu3utSG+7JCQrmVJCOotNkqpJyeLW2rLYBXynJAKce+IS2dE5EDyKLwRNWmPNa4g1r5X8e4gvhiy4ZqjouNQIPLbJZExOPGqeCkseybd1DgQ+WiaRFfW7KtQCpVYpB8uDD7Qi7GK63L44e8WxixtkNBhrjLBjUcRssRQNRHBo3G80oseNSG3bPaQVX/bZR5Nhl9i0Y0Q2be+Vq2580mXyYhXR6ndMhkaIDnOP/kshgahe31hU95WK84YtezSLGMH7kz89rmJXv7ufxU/2H8sEFVXOB9VjbTbUCXmhiDfixGKkWuRld29Ro8qSSWfFqIx/08ixSdLWELrcXJDTSzMbTXB4fBvSMWmqx08c06Ei1YZayJEueBlFnE5jpDcMwzAM40CBhWDn7iG585H2sfG+iYS0R1q1eocwbW1MyopFDROas/xj/HNOWiIrFh6jj+I37+iTX9z0pMyXGhkZLUjP4KgKSG8HQCS31NdIbTouHT0j4+KofGoETVJ+IIQOnUAwBzm+CEgqnghdbAeaqFChdt2gBiq27m8e0RPXpZXSwLKABKeC6+O0fOMaYnDH7kGtgpJ0QCyYp7tvVHb3jqjft6k2qQ13+FOxQfhjBPQbIg4RS6JBuHo6bjQwTX/YJxLuODjuux/t0Clktz7YpgKVSiyDKKb0L+wFhDzRYWwjHo3IuectkT8/sFO2dQxINMjJZRm2x7khOYFj1/HMuZLuXyVTFZyp6DJ62F9DKrmRUl6edXSjXHjOCVJfm5h0qIUc6YL3rrvukmXLZvYUDsMwDMOYbSA6GO3KtCs/3jcvbqgAz/eXLqhTsVSZmECFjwYtPKtevCBcEYzqU43HZEFLrSwv1gd2AMRzRCvCiCpsAYjEcByVT41AdIe3x/rCCRD8rY1YQRV3zCMcfEGbsVjOJSWQNoAIGxjKaXUYMcwj9VIpEYjqMVGbTiWkL0gmYMRwS2NaRT9isG33oO4DQntw1K0LENHjsoAZ65vEdkHT1/iJcwhcf9+AaOemwfl62aei2ku2dfQHQzmcnQDLxbhmvGeIepKxEQTC/NiVLXLHhl3upiDm/MsFvNU0lGVLksk6vzHby+dLMsrQiKlG2VXAklTOgZsmmvc41oe2DEqmtEXOWr94xjepHRbB+9WvflWeeOIJ+eAHP3goNmcYhmEYRxSIVUa78njZN0w9umWP3Hz/jqqZuAgkLBDVGo4qs3S9HaASXx0Ox1FNNngCz2ciFpGRbKn8KB2xiUhkWMOE7N+SE2qRREnSibh0943IzgyjdRG5bgEqkN39mXJWrdfX/CRlAcG/dH5dkEXrmq54T8VyMHoY4esnmFVWP7EMVPPdqmgPNqaxZUVSC9x0N4ZidPWNiPS5oRN4gQt0mWnQ2L5XeP0xe3H9u9u3aqwZfl4q3RybT1kITt+485kPprA9EzhHNNqxPYR0isElEZGNW7t1MAeNiWeftFiy2aL+G5jpFd/4vgrYvZHP52XPnj1y7733ypYtW3TwxF/+5V/uy+YMwzAMw5gGvkoLx65sVh9u2OpQmQ1breFob1m61arDHvyiiKuRTFbFLELXZf1GpKHW+YJJgkBMocpoLNM0hnykPPAgHEnmkheymgxR9vSGGrPyhYzaDkgoWDq/vtxUh9+UffvAZaeWp4u17xmSX930pOzuHVWxzb4hzidrJhsT/GNDKtyxB0MmQqeFdcSDHF6X2iB6vrEVDAxTMR+/jmcK+9LeNaTCmia8zTv7VOCSTsHP6ay79Ay3qY1uQsSZu07NdVFprI1LXV29+pRJr7jxvh1qNeHfHZ5eKr9YbGai8N1nwTtZOHUliURCXvKSl8hHP/pRqaur25fNGYZhGIZxIKwOFdFb1RqOqjXChUVvteowwpFmNVIKuvtHtGqKDYKKJ81mCGcanrK5kgyOOoHmxKkbEIFgxNtLEoMTrDkVwFrlDR7Ne5FJxVHFbzCpDRHY3Tuqk8gWttbqVLNqlWuqub4aqxPJEN+5sQELlbAN59eNTKjP+s/cjgUpErUJ3YYXxIh6HXWczUsu50YH70uNV6PJimPnnPNDI6CvVE+XWCC6n8k+aBNcxDUMNqTcDQfCG18z14d1NdQlVOT7yi9+cv7dzTTRu0+C99Of/vSUn/OPw48WXr9+vdTUTHwUYhiGYRjGobE6kClLzBZNWgxBIDu3WpzYVI1wk1WHEbtXXPtEuVnNR44hLFkewceLkIXWhphQyOUzHeQQDIxA6HprAmBhoCGr/Ci+5Bq3sCTwE7GVLTkbBMvkCwVtVOvsGdFhCOedtFQrn5//3/vcJDqSJKIRPX68v3kV0dWHbFSi+1gxIKKs/7V6XZJELCoLmtNqAWDQBN95/OkebRSk+sywCc0ufoaKtzzYIpSWodewjoEP2WmvLx6j8SypFWHOrT9s9SIHGylVGfNM9X1BS1oWzauTwcEBHRzSM8iY4pJm8RYDWwq+bm5qEOX8m+Emi393s17wXnLJJQd+TwzDMAzDOKD4yititCz8YlG57aG2KR8/P5PqMD5hKrsMKaA5DpFEs5YXl4jePb2jMqKpYgivGknEyHKNSUNdSoUoDVlhiwBNaD77N+qTEJIuaYAKZ1Wdp5VVV4XcsJnxvbu0UhwW62TWqtgLPLEc+mRFUi8mw5VlnzbBpDO/D9lsQf26A8GNwDknLlHBS/wZ1eYl8+q0AW53z7D0D+ee2QUMNkLSw7L59TqKGE8ywr/c6LeXVfjotEy2KE31cT0XCP18SOzrMA7GEwcNcIwbhoZ0QsUu2+I7PQM5Gc1xDtwdAO2KVHXnN9eq4OVpADdI/JuZaXFlM3vwsWEYhmEY+0Rl5TUs/Kbz+LlaI1xlc1I2m1cvJzFciCrEGOIJK0N9OiG5vJveRrPZaC4ixy6tkReee5zc+Wi7VkDr0s7jWwmPyBGXCDsEWDhOjf3n8/I7CLogBWLJ/Frdhye292qU2ZqlTePW31SXkAc2dZXF7N68r14SquiNigpCflLBVgEcjI7jGOtqEnLWCYu1mr5996CsXdakPmia6zj35NrmCgOa+hCbZOhD6JDK26eCyo3HvOa0WhgYNYw3mGsQLZLOsBfJGxp/DJxTLBlxtYS4mxj1UQfn2CdXsH/EvnlfdGdvTkaz5TNSPjfYV3btGdIqPk2CHCs3SOG4upmACV7DMAzDmIP4yi5i0+epep7J4+dwI1wYnST26w2yZSdpAYhSJ0ypBPK43Y+fRQQx6KFYyMlzTm6R5z5ruYpGKqCTeYSJxMLyQFUXManWg5gfbeysDDohLRCjVCvx2TJdjP3i72qP+4lWc/Fh1YddTAXCErsE+0SllvzesBhnv+5/okPu39Spy7IfGiNWKKqfGasHj/5j0ZzGu1ExJ5pNkx7Iyw1tK/w755bKrl6LQCgPjWbVCoIXuVQMqtZVcLtWVrzq/V2+sEFGMznZ08+4ZXcDQUU+WnTeaM63To+Lx8YsJv0ZGQri2fjMp1NoSkcKb7YbAML0O26qKuPqZgImeA3DMAxjjlFtAEQY/vaPn6+/d5sKm2rDBFjPZNVdBPVDm3arSKJqWI4iQ5jGaQ4rqlDDrtBQl5SBQeLBStPyCPO3m3CW1YltQ8M5XSfClwKkz+yttB3oqOGg4kmlt3LwBCINO0WxWD1yrBqRIKmBCi6WBR+n5iLOEME1+hkDLXbv6NPvsP8IY/YBcYklg2M7ammjDNbmZEfnkFZGdd8rxG4lHBtiEouIu3b6rhRLTvxi+XBe6PHDJPw5inFe8gVJJOLSXJ+UM09YpI1nuS17dKx0JBFz4lzTHkpqJ1m6oF6/gyVjYUtat1/2Owf2Bv4Ncc34ieWCnGSWwyPOIIxwXN1MYGbtjWEYhmEY+81kAyA8CKEeqnajeXnkqT2ya88DKnR8tNQ56xfrYINK72/4cz7j8TyP+SupJoKoTpK5O12PME1nv7zpKekdHNVqMQLaTV5zArGygoseY5SuB4HJoImjV7SU/cF+AIavRLu1VYevIGz5DuLNWylGMk5IY6PA39ralNamNBIf/PoR6CQZsHKEMRVcvvfo1h7dexImtELtx9ftRXs737FbCCGtVeahrBP/FQ115Wsc/HTVb5FE8PvtD7e7ODaGa6QSznOtloaoitsLT18h5560WH5+41N6Q8JYYcYjq7COuAxlvoPY9Tc5HDNVYkY89w2W5KSj5s+4wRQmeA3DMAxjjjHZAAhAHCEEqb76UbSIGR8ttW1XvwpNRA6PwLElME447P3dsHmPVgn5rFdEc28rt1UpglbOT8iC5uS4qvGKxQ3qefVZueEqMstRBb7lgR06JjhPBTJHZXP654Gq6M7OAVm2kCq3aLWZyrFWXYNpbjzWrwbnBcFLHO/giLMvNNRiqXDDMxCPu7qH9RzhX/XZvpxT9RgXRT3KCEnUJg10eGZ9A5y7EXFik3VVDgiZTAdzbvAH45tltHNhOkMlIviOC9LVMyyL59VLgil8kYhW07lhOX51q7z0gjWyenFjuYLvb0j+eOdW2bi1R6fF6X5jJwnGKY87X5GIepv5N1EZCTcTMMFrGIZhGHOMymlpYahGInapcCJSESpkqSLWUMM0XOW1mkpFNqaClsgwEhi89/fBTbu1ItvcWFPOmsX7iZisJoKI0VrUkpAbHuyWq+64Uwa0OlmadGCBT5fYuXtAK5FOALuEhMmyuMKNXhL6nSYvqtetQQMWj/V7B0adcJ6iaU39rHlXjUW442nFHkFllfNG5ZZj7u4f1V2iOg0qiAPrwZjlAv+FswLgedX836Bqm9tLhXbcMSJcs3l5akefbicRVKrZNmKU9fJFJ6qjej2otA+POkHu94uIMvDXk0EWbZ1DctSy5glNi4ym/uJP7pfBoRGpJ0u5ENOq/XAm70YbBx5mBDVV71OOXTBhmMlMwASvYRiGYcwxJpuWplaGAZqVivpYHMtBOhiY0NY1pGIYIeu0mJNcVG/9NDMithprk1qhRZQiJEkP4DNEEL5UxJcfTsX3EEWs8faN/WqBoB5JigMimCanysQIqEyXYJvEnlElRcSPjOYm+FX1+KqcC4QhorQmFdNj29M3omKuyLjhSarFfn0+xYG/qQ5zbHzFizwE5fBI3qUexNxgC+dvHb8/vOfj1Ngftqu+48n1e9X9cQMtmD6X16p7LB5TqwLXIhqJ6Q0KTYIur9gJXiwJRfXmxrUazfX3o5jDXu7JosRoWMQH/vCmYUnGIxKNuel4VNvd2GQH761d2ixvf/n6GVfdBRO8hmEYhjHHmGxaGskCVCWpBuKJ1SSFhpT0DGRVsJarqCFLAs1OfIdKKRYBxBP5uvxk2APL+6xZxJRO4NJJaK6xCeGFJWE0ELuuOa2gVebmBtHhDDRH+cQIZGG1dAka3xC6jAgeGR1/vFM2fYlr+kI8O+HpxJkK8UnUZrQin5fzRCWb8+Enn9Gc5851RAo5F6PGtLdwum1YiHu7bjj2i3PjUycq8ZYG15jmfbzuM4Qs23Urd1V61qNCXCv2roLrJqIRYeYsFC6Pt6D/DnxTmQ4LmyJKzP9bevLp3bKzKyNFcdV5xDW741Mx2DZV9JkodmFm7pVhGIZhGPsFFgGmofEongoeU8B4HM/wBaqkCBTEbksDj/gzrmksHhkntsKP5BHIzteLP9hVKVnP07sG1BNM1RBv6ZqljbJyUYNWGRHWVBYRjIhdhrvxPvYJRCPb5YUgR5AywIIXv3uRzj50943qY/et7QPq9Z20Mhv4cv3QCk/4WEhMcNXWkgrJikWVymEU2AIQmVTCqU5rjFiwQqwD7CfCzwUoOFGN7vOV4HKqRNCA5qu7iEZeE45DRS35uO6Y/HkAbANlsRtYL9x+OHsD59PvG8I0XJGOBIkOlQkV3ISw/5NFifFvaV5jIpigF3h5y7OVfSNdXNq7BuW2h9plJmIVXsMwDMOYg4STEBCRjOpFrEIqEZdF89x0LGwIvgpIpRC5pWIwEJC5nBM5HhVvwZQvQDxRHWTdTfXuUTnNUC4CLCqLW+vk6V39KgDDiREISLbtH7FTZWQf0Wo+XSLcYOfiwKISVb+qq6h6VBjyn2D13lZQFokxV4nNMiUseNMLUE0oCNIHJoOmta1tfVKTSrjkBl1XUYUw58rZOLgBKJTNu+OtHRM747Q6WqSxkEzbsWxgPcfaMIdFwlWEw5VorAzldWgucUmSCNYgsYFryXn10+rCFelSyY1yrrwh4MZFM3WniBJz2bxRSaUSroofeLSxxPgbp+0dgzNyyhqY4DUMwzCMOYyrZbqqI2INYUOV12dihauALqIKAeQmiyFohnP56mkBQYoBI2udbSCr3lIquPOb0xKL5aU2lVD/rn807ylbC3RKGXaHvFYZEcosXJNKTmiw06a6ACqKbGvcJLTgsb+KupDa1RzdSFSFu5+YFpwYRccFh/bP5e66aqnX1GrjIKt2OKv7zHFzXNg0CqWSjhp2k+aywchiZzFgXxCyKsArrRclCZrXXCWcoykfT5DaoFFggTAHdCoVeyANIqPHFPiDg6Y4jsNPX+OcUZEeHM5qjjH7VJ9Oqh+5vBslNyiEODi839Wyl/m7Z5AbmrgsXdikglotHES26Vhod/Jm6pQ1MMFrGIZhGEfIaOGaVKrcxKWiJpuXloaachVQkwYC8YiI8SN+w4TFK4+4x8ymIo31KRVbVAB5kQbgq4w6Ea1Qkmw+7wSvrsyJ0+6BUalJMKWLUcKu4hhusAuLXXDDLtxEL7SdE4VuXTpylzSDnNtv538dsxmUG/giY9PYVPCHjq8sgkN2CDc0w3kRKJRT7fQWA6qpNOExPljH8PYMa4OdvxmoSqDJNRoOPy/rK7mqr7M+OKE8/rhdvJkuFxL0XuDyf6k8d/WN6iARjpXq62g27xrdAi9yuamuxHS6YR2ocea6ReXpfJXZy8sYREHMXVC15nirMVOnrIEJXsMwDMM4gkYLN9TyWD7qJoP1jKhAoaI5OlrQKiiP6+tTcRV9o8RcVeCne6kQDsSxUmIaWVyruzs6BlVg4Sdl28lkXEYGyLJlBU6YqsgOqpl7ekd0n04/bqEK10e39GhmLZVEPLJhEGkIPAQd/tdOsmgDYchxlII4MY9qwaAZz1eC/XGEm8UqfcEq+jV3NkhV8O8Hv1Ndpdi6ZnGzvOVl66SxvqZcIf3FTU/J1Tc/Nc4KMilB7NqyBXW6USwcVMnZPqkWmnmbIg0ip7aFCRPiguuhtofgI84nIhqriLMxSLlRj8XUyx1MtUPsnnXCYk3KuHtjR/nmyE++I0UD//TQaFHq3KThSZmONeJwMfP2yDAMwzCMgzZamN/JVkVEkeLA+Fv/OFzFU8k9sucxPd8aKoxV69CeiEyqkuGxvh4ENIMWWH/PIONwaaCql0Rs7NE8/VZhkawpB1rxLerkt+FMTpvjGHvL5DSEGssjwHzznEuXcLnA7HTPwKizR2ARCHt7EbWhMcRObzvBvbc4MLWARCPlSqpfn1fKbI/BElRk+wZzcvIxC/W8//yGJ+W6e7ZpjJo732PHGvY18CvCFtw0t4ReL6qpJFc8ub1X0qmiLF9Yr+cUEUt0XNgPrE13gcjXXePeIDjWfoRrOqFV82cdv1D91VwPhmVMNtWu8uYIOMdUfLFm9A+5BI7q0/vGWyNmGiZ4DcMwDOMIGy3MewySIP0AkalpAUkGKThvZv9wTuJRl/XqIcEhiXdVH7VX3y7DCHZ0DshoJi2NtW5IA5XDbC4fDI1wlVREZ3msrn8UXijJ4093a6oDL0QvrVHsD5XebM5VKH2Ums8XpppYX9sgx69qUZHPeha11OgUMrbP/iIMffKC7nvIzjAZmpmLvSBIVOD/pFLxoLrt/LVL5tWrPcQ3alFVZyTzwFDO3TxoM92YjUKtHL6xLrBuYBPAH0zCQWtj2lVbdw/oe2HxyQjjAU3JGCnvo1aeKWEHNxGIW8Y3EwNHRNornr1WjlrRMm56XaU/Fz7/v/dVvTny/1bIdO7pH9ZrwYQ3rBvh5cLWiJk4ZQ1M8BqGYRjGETRa2NPdz6AIVy2kiohFgPewISB88edicaASnKE5K1+SUR2sMPl2vf+WSu/85hr1eg6PFtR3WhaYIXsAYs9bLKjS8t2FLbUqxtiXHR0DziccVKBTNXGNK/Ni11cVj1/Vqs1tsHaZa5aqHcnL4FBOM2LH7WP5/0xERwkHo3rHxbJ5bV5iOhwNbe5vtX8EjVpbd/Wr4Ob86bqizhLA6fKJF1RjsWO4vNzAnlF0Xtm1y5rl+WeslKUL6+TeKzsn3KzwKxXbrp6R8bsfGWtG1PUX3XZ0vHE0Oq55LBYb/zdsbe+f8ubIbTsijbVxGRrl30tEY+7CtgdvjSAGbyZOWQMTvIZhGIZxBI0WBoSWDpooFrXr30dozWtyNgHtwi+45ivIZt0o3NBgrapQ0WQZxBaVz7qahIachR/j6/YDcdlUn9TMXvJ11UIQp4Is5X3hTR7jI975Do1iOso4U9BtcAwIr7XLmzT/ldG/YdFOhXZvhL29NYzhLRUnNIu5cxakKgTT1BrqUtpMh0DGIvB024AKRyqsgyNFfc+vBluEawQcszjQdMd6sDUct6pFPvbmM9XrvHFL95Q3K+X9Df5Ocu2iwQQ3UhsCXzTLPb61W5572rIpK67TuTmS4HrV18Tkuact1yo+Ir/SGjET48g8JngNwzAM4wgZLezx2buIIyKqwjFVQaJtWZhhLUBA49sNZ8VWQyufgSCjqSsayUtDXULFKVFoLsrMjabFi0tjG01n7ItrqiJjN+QfbUpr45wK2FxBH7vTRKXpDGorcPm3NHTlcnm1YnBsfK4V1L2cJz/FjOY0tj+SrS52gwFmQapCUa0e2Co4r75Ri+3l8wWtmut4Zj86OFiH9xH7gQ0+WaG5PiXPe9ZKFbt7u1lJp9x0M7cGRya0nArqUBX7oSd3yxXXbdI85smE6N5ujjwaQxaLyDknLZEVC4+ZYI2YqULXY4LXMAzj/2/vPaDkuM4r4a9C5548AAaZAAiAIJizRFKkKIuWrCxqZVuynGR7bUuWLa9/S97jtXW863XYYNnrtc5xkJy0VhYlWrYyRYo5B+QcB5NT5+4K/7nfe6+7uqdnMAADZgbf5RkC06HqVTWm5/at+90rEFwk1cIGIFtVTdRMTBXHgM2Um+qBEWeF2+H3TSVi7C09W/JA1BsLUtrflWKiXC2CoKq1RYsnuK7YWBZSIHSwKdSY+IKIr+nPUjLmcKkBfK2e7+nhMRVFBhX6aw8e0VFnKhsWNgxj14Ayyc1okTU2YrnUNyu6U7wvnK96ZFoUmjzruT4mxyhaiA5qbRzooGLF56E7bBP3ccqb9i03nR9YP0KkHsTotqvXNtkAQB5X9aZo95EJVrTxGqkPJFDlq7PzfJtOvkq+AOCDxjpMZfPt166d98PR3qPjnG8Mz3Nrvi6OpVQJaONKlUTRzhqx2CGEVyAQCASCJQ4zjFQoVmm6UKXOTIKn/W+8fICe3DM0y3M5xakGxEkMKrpqdqNZPd0ABRDwpbJX1F5Y1JZG1Qu5ethMrKHQwnUbU/5cglHz68NhIItHTs/UiyCMLxXJBCC7FLVEWEqVrSH3tyU+DWvkql+9n3oShLFWgMDC66r30Qv7hB6e45YzvU/elx6ww5AaWtHwXAyEgVDPFCpsSVi3soNj1KDwQt3FECCUV5Vo0KgWjq4/k3Dp9devpx9/47b6hwCsGYNviIyDsn64WGWfMwgviDu80FwhrNXhVtSj0/SfIMwY3Pv+0yd0m12sSY3F/uA9xmuONrmp/JQ6B/yBxK03qEGFTyVs2rEhs+iV3LkghFcgEAgEgiUIJitnZuiJPUNsXYDXFRFjuB0kDgR367ouunxTH03nyzQ0oTJ3cd8Vm/uYVI1Pl5kmTcL32tJoZi5xg2CBuOExIEbnCiaqkVgwXAZH0gKnHfiN2mKOy634dYIItHEXqMfqEgsO2Y3YDQD2sgaq+pZrhDXpNUkLOP6ujgTlkeAQYIBMWTGUPtxQhKFAD/SmmWTO5Kvsw+UPAmhP43M/zZYKPO7RFweZqObLNSbMUEkRxQbC385GjCXdevVa+uDbdzaRT1MUAiINhRaWD0SFlfFJQZ8/kHGQYJ+9xu3PDxdveAGdGs3zenOHqzQ0/hwPEaJI4oYdq/hx+Lez5+gEW0XYhsG2FOQy21SpVShfqtLwuM1XCLavydIVlyy+uLGFQgivQCAQCARLCEYFfGzXmTpZYXKqowRAiEBMQZSe2V9hsoKBonfftZWq1aDuucQ2vnL/IR60gpoYbTQDSeIpfx2tBYURjzH88WyRXlHgsfCeliuqApe9qlBNNTnlx+jHmm0vZPP1x3CDWnNebpQom5Y1qL1MFl2b+joTrH6OTZX43OEcgszi3CLVAQotR591pfgravUA2VW1ujbZGLzLJNjTmyso0mii13jQbo4DYZW2hc1Hi0I2aruAGcArlWtUqvp15XVlT4oVaESEtX4oANnFa8w2Ek/lJYeOilHDa7rn6Di9cGiM/61gjUbJxjHXImtmUs3DbxatH+igLatCGp2q1hvYlhqE8AoEAoFAsEQQVQH5sncZim7ztXJ8G3eVyRX3oMABSh7KDODjNMowlFVEgB0ZnGbCx1FWnCygBqqgwoLU4TI9iKqyM/hcHMF1vuewZj+AFxWqo8UpBvCMgsjBX6wsAkSOqwotzgfcMqZhFOJ6O1qgLA2wHpiCBhwLlE74b5Nxl60dIINcBOEFrOyC6BqvLywPsASAeOLcOaFqrIO32XhsQRBxTKoWWRF6U9GMlXCGMKdhKA/1vuMTnCxhXpN2RSEmNWN8ukSDo0W2fiDdAWvDWnD+OCpND/oZ9zFsHiCv0Xi1bDrGKRb4BvYXrBEkFw+A5xn7jBOymNVrgOPFMsamyvTMvhE6cEydt2ePP0M37RygW69as6SIrxBegUAgEAiWCIwKCM8qyhzaeTmhHFZqISuZgRdSGHf4Evljuwap5vn0748d4+EsEN4wDChELS2UPBBkR3lVU+kYK5ymUACPrQ96tanlbQdDtkA8ESMGwmtboSJUGJDLV/lRnCHL5BopB7oK+BzRtBaouVyx1lCPlYdWxYchTgzDWfClruhO07vuuJQ2rulkq8WeY+P04LOn+TxF0nf1PkIamy6xVQDnK19Uw3V4FLy98E0nElBJ/fqHEBBpnCwm9doaAu9vKu6wYg6VHgNr8xWF4HtYEXCe8CpVqgGVK159acbvzGvkUg1YMjyiZJ5sxyPyXKJKtn4OpvJm8A1DiT4T6Og+zTAhcpHxb4Kj3WohhQmHFV+kZKBM5PRoYd70h8WGZUV4y+UyfepTn6L77ruPxsfHacOGDfTzP//z9K53vetCL00gEAgEgpeEqAoIMsuENXJ/awQWt3i5NhNMkFdM/T93cIyKZUXSWG0kdRmfL4sHAXUmYrSqN8P+UVPsAHKNS/oquWHhloMoKQZR4sgypBZ4PhO8wA94PyCHZl/m8vy8SQRngToUNSxmosGU4qli0cDPkPhgihJuu6ahVG7b0M3nFckGZtAP5wlDfkiTwDaMbzZa8VuukEqW4FgGXfWrvcVQlwGo14hqw6LQOmzVAnr2wAhX+m7f2DtvFi4IOraN1AxsTdlNLN42nzdzvBSQ2ztMVtcwOYkSN8o5qHarpmnG2URhZQNHwOF5VujwwOBcwOuNDyJIyOAM5JhN6YRD2WyWPwSdLf1hsWHZEF6YrH/1V3+VHnvsMXrf+95Hmzdvpm9+85v08Y9/nCqVCv3ET/zEhV6iQCAQCATnjboKmIrT2HRRJwc0+1VbSS9bExxFzmBtYL+ro+K+DMLQpnzRY1sAht66sr669K3VRVz6h/oJlRaAAsy+2Mg+eVBLL8QojrBIoAABjzeX8UEWkf/Q15nkNAl4exG1hd/hHAcWaTZ7KTDarIlBY2+tBr7fvqGnbVEC/g7VEkQOdcFnxgo0OlnkDwkg7dGFRck5jhXrx36ikWdQg2O6sMJEo4HUGr8wlNTvPH6co9U4caIlCxdkNlqkgfk/nCusqyMTZ09yCNsJn7+A3LVHyOkeodCtEtViFAY2WU5IdmaKZuy9VKvkKKD1PJRm8staB9+wThBqHB9sGqqaWdU6m38T8IXjA4GpVF4KKu+yIbz33nsvPfzww/R7v/d79P73v59vA8m955576C//8i/px3/8x+eszBMIBAKBYLHDNGJxSoCnFL35gPvVwFZIxRLIksmobf7Vj9+NibjNl9qhbk7OlJrKKpDOgKQCkDTkw0L1xPcY4kLhgyo5aPbQGgKotu0wySuXq4Qr8SBbuOKPBAIQSRArTn94qSxXA/YCqKyqWtfi4TSouSDXhbLHNcofee819aKHdvFu/d0petfrL2Xv6veeOMHbhIKLnN1W6FjdevRZ/TzgNhRTgDxqBRZKLcd+aUUb5xRkdd/xSVZQp/OVptpkJG8oX7Bf/+AAQOUvVT21ZlQT2xZZ3cNMdskOKCwhTUGR1BAn205SmC5TKXGKrK4YBVMq9xf7Mf9GMEAIwo3tNVRsT9UKZ+KUiEVrjhuVyjhfSyGTd9kQ3i9/+ctsYfjJn/zJ+m34ofqN3/gNevHFF6lYLFImk7mgaxQIBAKB4HxhGrFKFeXBNGRlzsv/+kaQHkOOYpB72wDDWkx2/JBzW6EkQ+XFZXjk84IQrehJ0UB/lkkX1EWofCeHczSdq1C1JSPXTPeD3OGLCZV+COfh8vCVw7m7UIHPJfVhPoB0phMxVlQdx+Fhs96OJJN8rBsxbDOFGg2OF5tImkm+gGUEx85JBLZFk/kKlcvKqoCUhLnA8WawCWiiCmB/KKM4PVakIKyxnzda5IBzDa80CDgsFn1dKcqmYvWikInpMqdIcJIFzp9+QTFohrXh9WL1lRvqQoqvGKMg7lHc76KqrYmr8TGHRLVign291DlM/vhK9gPjvGDt+CAQVejr54Wb89q/PnhdoWjjg9hSwLIgvLVajZ5//nl697vfrWR6VCEWCpROp+mOO+7gL4FAIBAIljJMI9auqRJ/z/5Nnv9Sl9pbOYkZLgNY6cN/TLSQs6rIWRQgUlV4QDVx4/petkTYlE461NORpFKlxuqfUYo3DHTSZLpMg2N5tjxEN8nDaLYqugABZTuDpbygGBxDvNaZsaBOxs8XhvCzomqDmHq8ZviW0dIWXVM7khZNvoByago6CqUqE2Qm5AtYRz1mTFtNcA5HpsqccoHzwB8CQDMt+KtVCkZ3R5ztJlgv1PIdm3vp4IkpOjY4TdOFWpPFge0ZtrYYhEp1ndH5uX4yR2Tnyao4VMLkX0R0N15igrfYixHF8+QncmSXu2hld5KH2EyjXmTWT+3TVv92cH+u5FBnukEbTaUyPogtBSyNVZ4Fp06dYtK7du1a+vu//3v69Kc/TcPDw9Td3U0/+7M/S7/8y7/8stgZ9u7d+5K2Ay8xsHv37pe8FsGFgbyGSxvy+i1tyOtHtLbLo0NuQIWS8oRy/qwKPZgTNqGEIVT+z6pPVU2AQEhhvTS/10wmbmfaodsvS9HITI0OnCyxygvCwx5gvkyvCC+IazblUEfKpc40iK3PQ02IHcNwFkoXUAMMgOgpP61SN8ulIj8froKS2uyCoVuFVeEE+4cVyWRrQYAsYazLpo5ESPl8rum5uaLHax88dYyC4hm+7fkjOXrgxUk+/p4sVNgaf5DIFVQRx0LR+lAQZRR+GPE7yh5wHpK2TSPjeVa+TaqDa3u0sitGUzm/TnbrsW34AKEFeuTrjs8okqq2B+sBlHMMzbWsQ9c2W5zVZlFogdlicI1oYrpIZT24piwwkfPLWbxKPVZZxSFlEhblcjlVRDJd46rhmbETtHvi1bWMGhX9oiO8OPnAV77yFZqenqZf+ZVfoZUrV9LXvvY1+uQnP0mlUol+8zd/80IvUyAQCASClwQ0XY1O1+jpgzM0g0Ez9uWqOKpWDgAe2JFy1CVvDE3VU1rV42uY7nfQ2qVuNTaEVd0xGpqu0b6TaG7zVcJCSy0uSh6QWMDEtga1UnllcWdvB6iFxX5g9ud6AY3nPCZaeF4Sj+UoLKLOjEuFMqqFG5fNTc5vNG4run+QPib6el1daYcuXZOmsRmPixEGeuJ8zK1QkWABk7QV3fH6Me85UeDbV3bH6uQ/V/L4tvMFjgHPnquYDmp3qaruxAcP1ulR7zxWptPjZVaA669jnexa9edGB/yw5JiNfF2Yp5uTO9QDImqvHZBNNsXtGK3ojlEybtOxoTI5tvrwhH2k4qpaeLqoVV/HJkf7xvEhJmmHNJn3GlXDbc71YsSyILzVKrL8iE6ePMmk97LLLuPv3/zmN9MHPvABVnx/+qd/mvr7+1/Sfnbs2MGeoPOFUSV27tz5ktYhuHCQ13BpQ16/pQ15/RR2Xh7QQ8+dpi+iJW0sz6QNRRO4vIzGL1yi70jFaWVfmitxMTTV02lzzSyUOqOKcopDAMsCChmUV7O3I0Eb1w1wG5fjxqm/26LicJ4frPsTtJKqiBbEQRCjVCJGG1d3c5JAsRawB7VOHotVmizmODcY5GhFT5Y6O5N8n+PWaHiyRjZqcvXGQbDAZEFaQYzB2FTKAup+VYyZ+S8Zs+ntr9tK77hjC/3wudP0+e8eoLFcjS/3Z5IxSiVBYhXZhTe2tytOd792K111pYrSQolEyZugni6nviaQyTMTUxSEFtl2+2rgs4GVUgzsuagXVu1lOBaVGAH1VhFWFD6wl7lcq/urq1UkZlCT6orzbNbRtlK41EFBJU1WdpKommhotLp5L1CTheTEfOqgfkplV1PMdujGywdoqnCczzWSM2BTQRwZD/w5ZR7UUwUW6gNGoRxQqeZQRybNkW4XKofX93167rnnLj7Cm0ql+M+rrrqqTnYN4Ot94okn6Omnn6Yf/dEfvUArFAgEAoHg5QEIxh3Xr6ebLl9Fn/3Wfian+ZLHal0s5nKM2I07BujxPWdocLTAzV1gPvCKop2tXkMMhLAUIJ8WamuC7rhuPZ0ZzzNJRTPb0cGZunWgVUFWmbyGEHr0ozdvYM9qNMNWeWFr9QY12B/Q4KWeH3LSA8iVUpcbPI3b3jxNermJOOTtbVrTWSdkKI64YnMfvfW2TUx2//XhIxzvVasFHOWF7cGXDPLL+9a5u4jRak2+UIN1SKRQg2I4ftNQdj4AwYQgi4QKzBYhfgxquM2DZo3HsQqulXUMmcEvC9KJBAsDCKisZusXrdVZiTVWcK6mVpKbLJCVKFFYAS/iYF7lb7aJQrfEHt5suI6KlYBGC2X67pMnOBkCMCUapvbZxK3FbQw0qtcPSvNll/S2jXRb7FgWhHdgYID/7O3tnXWfuQ1DbAKBQCAQLHXMShQIoHw61NWRoGu2raC33bqJUwi+/tCRpuau1f0ZJoqY/oeFIIrezhR94E07aMPqDvqrL7/AzwOxxBdn/c4RBVFvUwtCji9ryrAdL7Iym0q4PPBWLFfY7mAIG+fL5itM8thuUS+paBBy7D/wLYrFHB5CAwGDKjo8UaGejgTddPkAffF7B+lbjx9XJBU1u46KROOGtyrU1DInIbzrji102zVrm0iaSb4ASUYaBdaDMoZox9r5BkioXF58IAjm9PmqGDO04jn8+HgcQ2mN4TFTkVw/3+bDB7Xx6U6soiBZILt7hKx0XuXwhjaFTkiWWyMLA2szq2hqppdmCiXeX1c2zgozYuZAyE3tMtcwE2wMqqwD5319f5x+7MZ+uuu2a5cU0V1WhLevr49J7+HDh9sOtAGrVzc+0QkEAoFAsBQxK1EgFVcFBzWfVVVEikE1vGpLX1NzFx6DsgIQG8RnJXVUGEeEoWDAtWloskgretP156n7lIIbneCPki1b+z5BpJ8/NMrZtWjeMnW5UFBBKpE68C/f2kVTBY86O9UWkC+rihpapePmlja0pKVTKGuwWH2FIpmKu7R9Sw+T4+8/fbKeE2xqck37GLfDQcmteKy0thI1k3zx3IFRJnfYJ2wTQUUVcbwU8H4jCRQmLaGdRcIQdW5P0wkP2D+OKZrUMF/LHcitf2YzBaWMIr3JIlk2Btkssgq9ZM2sIm9iJc1QjW0hILv4EITt4/wZgg+fNf5TBRkWq814nVf2IPUiuSTJ7rIhvMDb3vY2+pu/+Rv69re/TXfffXfd2/v//t//Y5X3hhtuuNBLFAgEAoHgJcEou4j5QmYrFElF6hQTGqp49L0nj/N0vRMhS7hUj8eCBEJxNQBRZoU1UHW6xmeK5yE3Vl3WN1mvjel4Jm18yR6eYdXENTxRomNDM7RlbTdvI5pzC2L5/N5jtOdEnom58a2CXAVcLQyvqSJSpsUNjWxG3QTHAkEGcQUwaHfw5BQ9sWeIb8f+DdkFTO1uIm5RuVLjxzz64mDbZrUbd6ziggl8UMikVFYujheWipeCKGnnMg5dwoHEi7rVgFmwKn3Ah5DGupRK3dq8djYESGmYWE3+xCqyUgWyHI9C3yWrkiXbUraNMAzYNtHdoawl2AfH1um83foHBZ0VjNcKZ7Wgy0uWKpYmTW8DRI+hTvi3fuu36E/+5E/on//5n7liGKrv7/7u71IspmoSBQKBQCBYioDyapRd/H1ookj5ErymygMKVoLkBGTH3v/MKVrZk6J8EbW9Da8sCJeBITRQNHHJH9s9cmqa29TwPNOQFhU669GcWq0EMQJRBBGamCnR3//rHnrw2VO8vihALF9/dQ/dcWUP7bikt9Hwpb27IOHplEvppKuayPROjOoIjzLnvro2rehOU3dngskviDxXFvNQXcPcisdCmcRjkPiA75/ZP0L3PnB41trWD3TwsYJkIktYfQh4aa+VGfBrnGtFeFHVq7J09XmxFdE3r4V6sG6ee0lrsCnEIFu+h6xKBwUBVHil6OM4YQ9BoxvOD44XTXLwO0PRjX6wgbVloC9DK1GEkVcpGEsVy4bwZrNZVnMxpPb1r3+d/vRP/5Rv/9SnPkVvectbLvTyBAKBQCB4SYBFAJ5dYLqgiCwu7XOtLJMn1TKGvw+PF/h7DGqdHkEphCpjMAChAVFV5QfwxtpMbkCiodDieRgA60g3Ug7M8/ivqvxLxW7pKmH8BertV+4/RF/43sHZpNe26OrNHfTRn7yOfupNl1Fvp7o8DsJtrBfw3CLVgO0EkSE2rBWEHNW8aE/DIBrWiOebZjejhmIb+AJp5A8Dmnvitu88fnzW2qrVgLoycdV0lo4zMcV2TQwY0I57tr2Nz4WKGmsdLgPR5NQEc1+o/LLYFxd96NroIuwUKPfQjz1f4Dj4+doiAuBl6u9K0Zr+jB6UU2o61oDXEGQcKRkg4at6M7R5bSf1dSVZ5cVj4fNdqlg2lgagp6eHPvGJT/CXQCAQCATLCfDDItIKqQogRyAlihxphZOn8ZVCh/uncmUe6nrwuVNcVAAyY5Eik9ygpskulL5oC9llG3uYdMLiAE8wiBpitEwxRV281EQq7iLWLOQqYqQogCjjuRheg5+3FSBXN+8coH9/5Bh7cg0ZA2FFBBaYNMgxk+vI8/C46XyV0okyk148xrFAFlXsF55v/mxsQzXRcVZtzCZPWzeia4PH2HUdSlkWrV2RUaowt6IRE3icY0ZU6Z5jmC3UJBZEE9YB2DWigJrK5x6sGK8TPMz6NcMiOSlBP0Xx95diIcBxg8iqc441YSDPEGxDijkmDVFvLbtCjBvu7+1K8DnF+USpyFLF0l25QCAQCAQXEUDMcCkcebbIwUVDFogIWwPgvYTi6quCAPDG06MFumHnKnrjzRu1b1d7Yy2LlUzkrnam43wZH6SZ48O8gNXje+7cQve8fitdvqmXlU+jSrJIrAkqlxQkVOoCyDNSE6ASIoMXaiySGlpVXgOQrmu2r2ASroiqUmiNX9goyUbfVBFjLhN52DNUhq3LiQ0G2JcaPFNPBGk15RR8fjD8lnBnrc0MrsHGEW3wMseCY8SHARy7SpxIKF9rS40ycn9B+mOaUKKIg1VdraxS5NyvH8jS2hVpiscdPbhnUTblqmM/h38T7cpfTWGH+vegVPy1KzJcsxyPuVyZrM6vsqG0I7sArgqcHM7xvyO0zvV1oKxCRbwtRSwrhVcgEAgEguUKELPubIJODM3UCQpHhs3BkDCk9s1HjtEvv+tKOnxqinYfGWf/a6FcY3KLWDD4fZkUBiofFpaBL33/ID3ywiDdtHOAPvLea9hK8Y2Hj9Leo+NcL1yuN4TZSml2lFJs8nWZvKXjHEuG50aH16JAfNr9T52k06MqzcFEpXGLmKnURWmCzuPltrHQZt8wyBg+AMAWgeOB5YEtFlpRbXdOMCA3PFliryoSK8zazODavmMTtOfYJCuBJpYMxBaP58IOCxaRGA97YeAOaiwPoBGxsg2yy3nHWiHG2kEuTwznWEHeONDB5BMq6amRAhN3Y8NQdgGVdXsuaPJXa4U/lVBDZvgghFg044f2g5A6MnFeF9RbEHP8G2hHdpl4I1YtCGhkokj9Xckl1arWDkJ4BQKBQCBYAgAxu2prP71waLROCOcbmgfB2Xtsgh7fPUy3XLGalboz4wVWQRUhU4Q1mgTAvk5fPe/USJ6fg2zdD73nanrkhTP07ceP0d5jk8q3a1mUSsVZ8QTZNWqjiQQrVNQQHIh6uyireNyl99y1lf753/fSVL4KCVaRM3hP2QerLBZcrauJlokcM2kB2G+xUqORidKcCQJMXOMgrjYTY5DV6YLDJJvPkx8w6YadwmTwst8ZhQ41pYYm4y71d6eY/OLx6WSMtqztYi8xPkgg1guElwfwkopa4XlT+ZA6swmKOzYTXAzlHTldqqdNqNfVYpJdLPsvKQmC1w37Ajzd8CHzcYSs4E/lUB9s0Y5L+mjNiiw9sfsMnRrJNVUYR88Xn21b1xjj+BMuE96lDCG8AoFAIBAsEVy9bQV97jv764pmOxjVl6OkyjW+fP+he66i7zxxgk4O5TiCDKkEUHU5DYAVPUVgcR9IFNrZoAIavyvivJBmcMd167jhDGQOVgcQoSjR5TKJXIWVTazgqw8comf2D9MNO1ZRLV/my+eZ3pk6Cb79mrWsBD/4zEkm4yBqUB6h8RqfMYgb7AjmMjxG9BpKY0g92STvk1vjqs2kEY9DXBknP+hYMJBTkF5VW6yi3p7cM8yWhJ5sgsm3iXpzbGWZgGJ9z52X0qZ13fVsYRwDgCE40y4H0guyD99vpVKjjkyC7r5xI7fWPbl3iJ47OFYnu6j8BRHnzGO0zZUblcILgcr1VYy3XpShK43N64G14I6ZQpXtGfjgg9cyFXfo8987QDXPq28nqt2q7eE8a1JNRAdOFqgj7Ta9fksJQngFAoFAIFgiqFV9Smqlsh04ylaXRIAsIsXhwMkp+uN/eooOnZzUhNbShFmFwcJ/CtKFLyQZQImEcgqCBBJ330NH6NFdg5yziwEneGAxfJWqe2iV6jo4VqiXScA+AL8syNKzB0bp6X0jZFsBZZI2fe/FItcfwzJx61VrWEFe05emf/j3vRwzxkNcZLEaCqsECB3SI1T8WUAd6QQTV9gxJnNlKhRrTOrgR4YtQFkzMKSlkgeicWWKMGtYzVFvIPl4bG9XqsmWgH3By/r0/hF63XXrZhE9tf4MVxsfOzPD54ZtxBZR1Q+5kGPdqiz98juvoF/9nz/g23Fu8PrU13Ue/xbUBx7jy1aeZk55KNfqSj2TXv3hx+dYMvXvZsemPurOxvm1wjFiLSppQ10ZMOuHrQHndHSySN9+tsz/Vlpfv6VCfIXwCgQCgUCwBABy9uCzp5mUzgXwGfa7ciSVzQovFEX4TX3Pp/WJaUpSjQqeQ2e8LrJsm4mlIYV4jvHImpKEQ6em6PSow4ouPK0gutgmPLBYy5oVmbqyC0WRB8xch1Z0J3W1r8rqta2QCzGgKrdaJu64fj0Tt89/9wATRtgHzLpA2rCd0Skoy2pwDsQSJBWEDWQNEWVYG4AjQaJEzI3kBkei2GDlAOFEHJmJeotWMEdtCQZn8ySfGs2xIm7sIdyahg8otYALMj593256fHcvk1FuMIuQXbPmOaMf5kB9oI8HGmO0fUM3vwZYZ6XqKULM1hP1b6Li+ZxDjPtv2rmKYq5W5+uxcgpRn26xolIlkDgRJmE1seuvH84F7By3X7OOsunYold9hfAKBAKBQLAEgEvv+45PkOM65AaqUKGdrcFkr8KiwJW6YUCvyZ6gteVD1GvlyLUC8kKLRrws7a6tpwP+FnJcRQeYYHKJRJnTGoqlmspptS2OBIPiisvzIHRjU2WOIAOh5fzcmq/iv1xHKbN6cA5rzCRdRb6rAa2KI9Ehy9aIaESYsTfgNsSVgWSCHHJcmedTb0eCkskYk7npmTKvE21zILtdHQkmfvCqYqgOKiU8sfGYaoGLRrHBhwtfLUgt7AnRCmZDjE00GY7bpDSAXBvfb+vrcj/qjYtQVkEebRUVpzbGDBqWgucOjPFgHiwb0X2ZWDkVGhe29ee2AseKsgjo1bCmoCyEySasCfwaKIWb1XwPrXzxpsg4KOobBrI0NJ5XhNZtLu4gTdbha8atqCHu7VDby2aTSnUfK3DG89N7h6mrI7noVV8hvAKBQCAQLHKYS+/wn67uTbPfNYDSq7oM6mQF5AnqJkgdkynPo7d07qGdwSly7CKVKEEe2eRYAW1yR2mlM0MDXo4epesoIEXUoOCB8PKleX25HNtCbBcUX3wh4gp2idNjBSpo0gjlFB5WDLGB8B4dnFEKrGOztxbqc6kS0NHTM6xI4pL6TKFCj+0aZJUY6utNl69ie8ATe87Q8aE8VSpVTjhAO9stV6yhGy5bwfaMXKFKblypjZP5ChNrFFhAsbYtnBdk2yqV1USxpThhIc7PRfECFEmolKZKOepBZoVUE0tsFx8iujRJbn1dHtt1hqZyVWUX4A8MiiQasOrNQ2k1thfA2hGGap9Yv7JRz44GMykVxmIQhY3q4ZB4aE4p1zi/Qd1SYuLaMLAGi0ia1XKq21Se3DvMGc37j0+yhQXnPlrNrPzQusY5hhQODCWqjODB0Tyfb7T64Xv4ldMpf5Zqv9hIrxBegUAgEAgWOaKX3lEUgQxeqKDs5WVWFwmtDVEXbFOx5NG1yRO0wz1JMSugYeph8gTyB/40FSSp18rT5e4Jmgx6aA9t0Tm2jUElbnBzlI8VwP5AqpBa0Ned4seAQGK7IFWoocXlcSih5rI61hrNt/U1eS5VaryWZ/aP0onhvCqS0PFjangrpFBXGLNPmEI6OVqg40M5lagA/ykSDhBdFoRscajHV4QhxWIOrepLURCC+KpWuplilTozCbp552omZCaDF5FrsHGAyLGvVecO48NDpVDRSQ0OK6Otr8vJ4TyTXbVk5YtudVjXizq4YAOvAcoe1OChyc1tJbXgz6HVfKNp1AMQyYbGusGxIj25Z4g/YCBuDlBWEkW8ndBmbzSqlvFBBB9KoKRDqb/rhg30rceOKXuI/tCCheK4lX3E4mY2/JvL52uUK3k0VQj4fCOpQhFt9dqjkS066NiudORCQgivQCAQCASLHNFL71DhoFBCxR2K+jXN5L6N9iyQqoCuTpymjFWhKbufbMsjD9ms2mcbhhaNh1la7UzRdus4PV/ZUCe7UGVV9qz6u1H+oAKqmCukIoRMuo2nGIQKLXBQeNmKwOql9rRqpZIjwvgYoPYqfygPd9VUVTAuuTNxJeLvV/SkmHzByoHoMBArcz9UTKxLKaWwLCjSac6FX/FocFRVMcMyAGIGon7V1i66eeeqptY3ZPDCI6yG1KAcqyIMLn7TucCwYPz9N/bSB9++s65e4nUxpG8u+4GBsoaoBA1U9LK31iQt8FoUwY7CfIYBqQfhhkKNchCUcPzEj2ynO65fx8e9YVUHR8btOTrBHyhCvR1YOPBaBEFDoYdFA1XK+PDyE2/cxuT0G48cYXUWx4K9IsINz8HwItR35aUmypfQ8qfIP59vZB/j3xSsD5ZVV5CRDII0iMWk8grhFQgEAoFgkQOX0s2ldwDkAoNdUN6gqsEjqgiaUnCROOBOD1K/laeKlWSVNUqmGuTMomKYoB6aob5wkgaph59fVwcdRZjqj0a+q2OxqpsrVnibpl4YBBe3gVRBRVTDTkohNokQFuLPbKvREKdJXQ9U64rPiQAmRxZ/x/ahHOI4h8YLnASB7ZrL73iOUkqVB9WK1BFjl9gG1o9jcuB5DUMu7vjS9w/Rj79xGx/fLTsH6AvfPcA2DmUxUDFhesmK9NtItvDpe0+dYH/vW2/fRJcMdNYtDguNEwP/B1EH2TfpCWbN5sMG/M6cKYwEDRdEN8ZEH+cNCm5nOkE3Xj7AyQ97j07wGkAuQUz/22eeoOlchWxXqfJ1i4JD7NMFycUHBrxe5t8USPNt16yhY0MzdHwwx4uCP/irPzisPqTobeC5IOp4gPI4N1Ivhsbg5Q75dVpI6ciFgBBegUAgEAgWOcyldyiRIBWGhGBAanU/7sOQlkdnxvK0eW03feynrqf/99l/IxryqUKuIoU6+xWUhVVLTei80OZBtrTjEa6gY9MYcgJZRI1xu2Em04oWJZaqrABxWAETYs7N1YNZDeVYbQvEsqFKK/UQXlLcDgWSkxm0kmyOF1YEKNoAiJgZqsKT68kC2BaIthns0pW/xpsMko3mMESt5UtV+uDbr6DB8SKr5aq1zaNSWQ3qGXXbDJmByEPRfeDZU5xOsG1DN123fWW9PnghwHahjoJwwiML+0R9rTGbM4VBZCdnKnw/lPwcEjZgN3BsumxjlrqySTo9mqO/+vJI/XYMjGEtOBdQ1eGRbn3dLNQdx2yV2BEETfYMbGPL2m7+aniTh5r+veGcK6tD4/zidWMLS8XjDyQ4RxgkxPPbDfhdSAjhFQgEAoFgkcNcesdUPBRdXDpuJTRQ7no7U/SGGzZwA9qOrWsoHHEo9GoUBlDzNEkGUdG+VyBuh0x6KxTjpACQaAyUAci/RUyZ8fDC5xoluwaGPKMgwuH0iIY/FZwU1lDl0VVDXDyopfOCsS4QJuyHG84iSjLsGrgPflFOMtCVt7wWbeWIOSGttKcoadWoHLg0SF2EzAOolNgP1G+uJeZcXmxfta3d//QpyqTidPXWFUzm4G9FMQaUXNgusC8ow+yHjSi+WD+8wLuPjNELh8Z0ycbCAXV340AnR3lNY/jLQ4SaGooz8WAgv5bl0n+4aytl0nEmj/G4TY+9eIZLMvBaR1MsMDB25PQ0K/k4Vqix5jWLosqxbIq8PrVvhP9NtbMdtPv3hoQNdqhoK4Yhu9gPPsgYfzdIPIbcWgf8LjQW12oEAoFAIBC0BeKeMAFvWr2ihAf+THheb9ZNWsBNr72WHn/+Xyk1fZymKElBoCMdmJAq0sjDXFaZjgWraCTorpNMEN3ubILjqBBHZtrBWgsvTMYrYCwTTEx1fi5bGHSUBPYVhLALKD+tSiFoKKjQDU3urvHEGn+o2pdSgkG4bZaOA7omfpyujJ2kPjvPyRN+aNNYkKVdtfW0nzYzgQVSboPws1mWj8Wnh54/zRYDEDyQ4GrVY/JmcnI5Ek2ryOZY+D4m36gLRqXxub2OUD8R0daRiSmy6CqFOvr5BfsFQQfZNbaAB589xWQXMWOmJMMAKuyJIeXBhb8XrwFeM+O/DqCI64FEAIT5n7+5jx55YXDOKLHov7djg9M0U1DKN/6H04rX3RSWRP3dIPGXbeypN9EtFgjhFQgEAoFgCQCEBHFPGDLCUBB8kib2C7FdSB4wg0IgVafGShSsu4bKM0PU7xRoIgQB0eSTyWNAvVaBSpSk/eFGZF1xtS7ay0CckFiA1IV0Isa38aBaBEoBbXwPomim+1GZC+IKpRQe3OkC6nyVzcG27HoiA9aC2C94VEGkEHVV5cvyLf7QWkDFSq1uhXDsgO5Kvkg74yd5KA8+5FroUMzyOW5tlTNDq70cfat6BYWs6jaDI8tceGKrdOTUNOfY7jpcUBFmkYMycWVGFTV+ZGT9glCeSxUwv4b63E9Ml5j0Vqu+8usi/iymyj16OuP8AQavqSGN7RrhosD3KPqYmFHlHAO96UZFsrZzhNpWgmPnDw9BSC8eHudiEVg0Pvi2nRSPN2gh/h3dc+cWtqfgg0GtxaGA1xvDbYD5kAKrBM7fptVdi2pgDRDCKxAIBALBEgFIBOKeQGwxFFQoVrkgAv5WXCIHMUIRAsgR/K6lUgddVd1AO90TtMaZpqqVJN9yKPBqlLTKiuwGG2mXt5EQ3oXhMbBMxFjBvoDL2WtXgPS6rPQaiVARp9nrA7dkFdYPeE0pPaAFMpYvqMvpHdkMD5/BagBVEKkOSE+AKmkU5Hp+rvaHnhrNq13rprUr3eNMdmPk0xkfvtNGfuw0pVjxRdzaULyDnvc2N6mnURUalgao2a+9cjUdPT1NuWKRVWfL0vFiWolWf6qsNmNvOB+wkwORar6yNpiGNWwO5BQ5y2fGHfZrm+g0oF0jXCvg28WHByj0qBnerCuSMYw3MVPmc29UWPwdGcgYQsOf333iBB0dnKa33ra5rvbi39KX7z9Ee46O119bdQostq7gtcJ5wWtkVHsD1Cmv7EsvqhIKIbwCgUAgECxBIG3AEFuQExAPKLPG2wpylE4l6MH8NXSmlKWrkqdppZunuBVQNbTpeLCKDlobaU+wiap+QNkUaoNj6ivuMhHEdjEMh0IHkKV6usKcDWAqLxclCEgbYPKcq9DYdKneDlb2YANQWbdoZYNt4uRwjgffDMzmOQM4hopkFf3lOkSpmEM7nROs7DaR3cgqxgMVt7Yzdop2B5uaVFuokSBoKKKAsgxyjnNm8nw9qMwYwov4nNlrbFnkIW9Xk+5ztTKofTe3BxuLALaPzUHtBcGHUm6i04B2jXCzzr1FHDc25qmM5g0DLhNfeJADnSMMUo1jr/lePWiZfdZhyBXIX/regXpxhPngBAsFhueQm8x5xAmVv1vW2+KkDv3hxJRlIFf5K/cfWlQlFEJ4BQKBQCBYQgDxQYyWucRtvLyTWslTkWWI8kI7FtTWLO0du5R2FS6htfEc9actGquGNEbdZDtufVgMSqsRD3u7kkxSkFjwttu3MCn97Df30fBEgX2sIDlG3YsCZJdJnYXM1iqTHzwXJA5qIxRFP1+hVX0ZtmagMW7f8Um+rx2JhmWDq3c18UTr2urYFPVZebYxzCa7SomEXxn399s5WhOboQnqV+vTKjJ8uBhSQ17xdKFCDz0/yCQOKjlSDDgVrCWJgr28evs4X4EezHtZgCE9XbKBY4Xl4dEXhzgyrF0s3VyAUg4vdzzmsM8byBUqTKbhUUb2MsgtH4feX3QYb2SqRI+9OMgJDk/sHa5bKHCe4y7Udj3oGFM+aKjU2A6SNVSjHiLpmmuMF0sJxYWn3AKBQCAQCBaMqPK2flWWbQOgfVDcWGmziO0HIMAAygPw5bguHS930q58D53xewhzaCCiIK0gf3gMAAIERRE+UpAsxG9hYn/jahAfpUhyvJiOqmJyiMv/7ONUDwHRxbo2ru7kr+0be2htf4LW9sV5X4hHe+2Va+iKzf2KcGniWG9b0/5g3GzKKbBPzq2tVSlmhRRYzixbRfRbJE+gfCMWVKnGEWs+X87n480mKBmzmcBDwQYRBrHbur6HM4RbaXSU12IVpomtflskcu1cgWOAig1Si31jkA1q9/3PnOQPN9FYOrwm0da6pjWiwa5Upcsv6aUrL+1j1RpKLwb3fFZilYJs9qmsEaqpzpxrfACAGv+DZ0/RmbFC3UKhouocJvvsC44ME6rjV7nJ5oMTtolkBxBm+M3NcVxIiMIrEAgEAsESgRlegu8SSt7RwRx7NkFkuCWLSxKgBPpsJQCJBVlZ05+t2xQ8D6TPpsAPeBtQgg3ZnZgu8/OguIJQQ7n7yv0HOf3hpssHaP/xSb4fl/cTsYbSq2wMpqTB5svnyAc2flP8mYxDY7NpRSbDNbjfeeIYE2rV6mWzhQCJDUY1NsouiBRHYGk1smy55CN2zNIVwFqN1V0N9SxhZAvjcXnPoUqI4T54dmM8SAe1E2TQkLZi2eHsW0PkFKFXyROt/BLnGsQ5OrAWJewg/jiC1oE2KKR8vlorhLVXOB7TsXEYKrMtbnYz5Q1ni6XDunE7CCrW99iLQ1xSMZcAHUQq6cxm1JpV8YbJO8b5MuhIuVSthVSshlTEwJ62MmAr+OCEqwzI4MUHGvOaL6YSCiG8AoFAIBAsEYA4QHkDcVLkVZE+gOlLoEogMHgF0oovKIcgNVGbwmWX9HKpAJ7Dg2pENDia52QGkGXQH2wDhBeWA3gx0e51xzXr6FuPH+OEAQCPYe+rr3ytmZS6tI3nYQBLKb3YP/ywAU3kfTo9PsVq9J5jEypvlwmupTOAGySOlUdNIGFDQBxZwiEaC3poIuygjfYIzQQpVlzBhq1IKxgiyzJ2hU6GAzRO3bwNcFusO8cFFGoA0PhOcTsrl4THhZROxerJA6ZVLIp26QzGy1p/LSIwiupc6qwpdODzFIl1i5Y3LCSWDirwwZOTfO7xOiD5AWUa/jxxEvUCEG3VwIcq/BuIx9wmCwXOU19njLrCGJNxJFwYD3JoqfOGQcRDJ6dUO15XiteHf6OLoYRCCK9AIBAIBEsEIA7IOeVBMkvV1JoWLB4oY/ahlGDc30p0uMksGaO33LaJVvSk6+QJwHZNGoHxuGJYCUCL1vefOsFqMDyaVS9gBRjbA2lMJR1av7KDejqSPKGP9UEJtrTfE4qpKVmIApfIucYXEWA+PLq4hN58zFwL7KgkABDjWNymF6vrqD8xRd2UozFfx60xlP0BKQ1lK0VTXZdRt52miVxZ7Vvn8kLlhXpphtXYf4phMcS8uc3lF/DFotBB7b8BHBMUaXh7TQbxfIqqquVtD0Ou1fkIKRZzWCVHHJypD4atYb5Yuht3rKLHdp/hCDisBJXEZmBtIVDpGmaqTsWcnRrJNzX78QenziQT6QMnJ1nlNcDriM9KJm0Crz/+DWEwcTGUUFz4FQgEAoFAIFgQ0LalFMeAEwYMEWHPKyutJkZLEaeox5U9njrf9ZKBTv4CeXps1xl69sAIk2MQGURbgagYoqPIGPFAHLzBIEIre1JMpqAgIwng2u0rqCudoEd3nWGFGWuB7QEkaKbQyJplLVf7RblYooWQw/MJ6wWaxgxMKgQIKsgn1vBMbQP10TRdGT/JaQwYUKtXJFsVKlOSTsS20OP5dZQr1VgFRtSYsUZAbVbnMVREyEGChMN5v63EFudaxaE1UhtwDDhPTHpDm59XqqqUCZBWrBMWE1Z9tRVjPvDQGOwUNZX1i/XhOL/8/YM6/1fVB5uSCBNLhw9Ahgzj+y/df4g3xsfC8Wdq7WeDqQk2ii5eh2JZffiAvQHKcRRIbIiep1DbWbQtmNcMwosPPrBiLIYSCiG8AoFAIBAsFWiOwVpnixSKy8cgGiCohoqELR5PbmOL5Ltien7NygwdH8rxZWzYG4wFwWBipsJWB0WIfBqfqShyg8n9mNrns/tHVexYzOF9wCLASQbsrW1pZ7OVl7Xt4YXE/tCYhxg0h58LxRDVwm++ZRPly1X6wdOnqOY79N3KlTQadNLO+ClaYeeUZze06ai/ko46m+iMcxkP7il/rKMG7HBG4D9OOExIVX6sUmrZbgAyzPYHVTahPL0mmQDJDKqhjck6+xzU8xBXBuAcbFjZQRnUBucqbEFYiMCKx8C2gdcQm+LjBmEOwqb6YCiuJuqr1RML8gvVXUWNWfx3LvrQpRnzoWkozyKOlBufLvOxQ83HVQDXVvm9Fa9EJ5GL3PJ8UyVtMpoD/e+lMxOTWDKBQCAQCAQLB0gRSiBAQkAEMdHfRHiZoCilEcQDEVtQYttVD9e3WVVDWslEnIllFCBMuKyOfRl1k/NwXUX0QGxBgjjqy7Hoii19NJVTKQNQf1sze03qwtmgyh0UOcWaXn/9errn9VvoT/75ac7yXdXbwRFYh0rb6UBtM/VZU+R4FapacRoJuiibSRIVVDMbCDz2qWNndVOaaiAzw1szReVJjpJHEFzO3NXEnZVT7XFlBVsTYpBLZBcTKZsJLCNYM9TywfECq58LgcnYBdnF9rau727yNPd0xJnwPvD0SUq4Nr3jji1NRBJKbxxBxaycqzi3uUoq5gMGz5CsYawsUK/hx83l85QveVTxfPJbrCkG0cQNs2dEz+GcXWjSK4RXIBAIBIIlApCarmxCEd6az5floaQa6wG+QJxUOYIagGpXPdy6zbkyXrH9Ygm5tEq+w35ABBURQ3GEGo7jWllLRaMh8QFkFIkPXhvf6kKja6Fugr9BbZzMl+mP/vFJ2ntsktdSmyiypaC/K0nJRIaKlQ4mVgCIN/Jh1d+NH9cULKhts93DnnsxqgBCKZrYnvGnwmgMTzFizVZ0p9TwGyvWAR0ZnFZ+Y01S8fqAIFdMVlsE2CYei+eZbfR3oxnN5+dFyS5eU1bZcxVO5MD9X7r/IB0+PU03X6EsDnj9YBtATB3OA7y9oPgqyG3hwDqwHUOUUS0Ndbe/K0EdCY+OnClRiPKNhWxLR7eNTJYlpUEgEAgEAsHCwXms/Rm2GCDvdCpfreeigtxgcr87G6dcsca5ue+8YytP06OBK5OOz73NvjSnNkQHlADTpKXF1rpXOAqUQWAgi0mv9qwiBg3xYEiSULFlszFXokEU2C/KEJAKoDyiioCC9EK1xtAZ/Mbwt87kq3yb61qs3oY6Ig3AmqMJCeDBjVCtRpVxfW3adwvii68mH65WzqFy83Hy91Wl/LqwYagPHupcqME3Xk/k+aq4Aq1lUGVtVoTvvG4dPb5riIl+lOyihhlk1yRygNxCUd91ZJxOjzYsDrgd0XG7j0zoAURYC9S2rDY+4ugx82MopM4M2vka/05MtNjBUzMUeNW6/3oumA8WJpsZPm78RVIaBAKBQCAQLBjRPFZYF9BoxXWx2nMKiwMarjoycVrdl6FvP36sXj3cOvhklN75Ml5rviLTAG5rV23LkVv1NrKGnaK7E4S8wiomE+cWH+mClF7NyuoeUQzQ4Thdm2KusniADGJIDMQXBBhKtSquMCRXq9+RTaqYtMYKOB1BC7FIR0gnHJrMo+RBkXyQbBB/TqSIO6yw83514xhUVfbhej4dPzOjkzOU7cTU9+J/hgRim+l4jD+04DaQ5/6uNL+O0XNslF2s1SRymAgzDA7CUoKkDTSjIcf4iT1DTZouZ/y2WEgsXZKBNZSrAb9+MSbSTr2dLwo8FoQemXdIwOO85znAQ4G2ajXj1IkY6qpdSWkQCAQCgUBwbojmsZ4cbuSxVio+k118DxvA7iPjHA8VzWttHXwypHeujNdiqVH5y4kEbQivmcznBjZb2SlgcwDJhZKJ/SJ1wauoJrhzaeM1ZNsQTo4v4yguWCsctlfABgBSuGlNB+8X5wAVuo4TbQVTei5bP3TWblTxBNk1jWNsUQgatgM8Z82KNJUrARN42DagtMJegEv1Zo0gdtgPbCCGS9eVVf0nvke6xoZVHez1xdnA+YblZOOajiZrCbZrlF1Dds3t0GNxbvHhBM//4vcP8rrxendmVbXw2FSRW9aaXitSLwD+xH4Mt8V+o217USBpAR9awO2LVWVnmC95Qvmi1c7wuNX9GUlpEAgEAoFAcG4AOZkvjxWXpUF2MfiFutyoRQGWBai4ILZ4PlIa5tsmygegGnPerlZMWxu+oLIa3yosDLAf4DYmlqi1RUYwFGbNlc+lZdaQxLotQdsjQGRBvo1lAOQTnluoi32dqvQA5HTcK/EaoMqiK4MtDhae79X9vNi8sQpgiaxIs9KKATA12Ab/LgghzgXiwvB8LAznCLchrxhk8cjpaZrKN1TueqpGxBKC9YA0Q/WMJmcgJi5qLQFxxn6UF7ZxzrG+bCrOdghzM4bLsL7o671mRYbVZsTJBaxUq/QGbuXTVy+qLAAAgk1JREFUQ2d83JZFA71pPmet6i4PJpZUxbTnq8HFdi1y7V4zrAOKcTQV5EJCCK9AIBAIBEsMIBAgq615rLi0/edfeI6VvlayC+B7owqC2EaH2NptE7m/X/reAY4dA8eBmhr18JrEhrityiVQ2cvKrmszQfYD2C0aRCibtilXXNjQk3mOsQPwn1BhNRFDfBlSCdhKEQR0ZgwlCSl63bWr6Z47t/AxfOPho6xqo2bXQsZuoBIWsDaswmTH8qV/jvFS+8Eh2kzyVI7tyESRxtky4rJHOhFP0vGhPFVCnzYOdFBnNtFEatnSgIG0iK8V+wVJh+0BHwxyLckZrdaSTDLG5yl6vkH08cEGVgijspo8YZR+RF9vPA9pCziGqXyVXwfo2+rfgSr0gBUEdgaV7GFyLJqj7FA04lQ9ms6pJIuzJJzpJ6thyNuuVv+eFgOE8AoEAoFAsEQBkhSdfj92ZoY9u7AkzBVJZQaRoOJGp+dB0KLkeduGbt7+a65UdofRyRJTIs6hrSujitim9CV3kxABawE8u2wtwICY9tCWqyFvG5fJFwoegKoXPqh9YOArEXPrOb9Yw+a13fSGGzbUyeOWdd30ofdcTY+8cKZermFSLeBxxmCfuawPImiIryqBYDavzjFsDbr+t1qEpcHjEgycL2yLlWD+MABFFqq4U89ERqQXKnuRJlEs+6zYci6uVt/vur6x3lZrCawZKusXyjpSItT+otYD7NMo7KZiOgqou6gWNsAHEXwwATjCDlnEgUXxqj1nXTEqpfceHedc3gWWtrEF467r19NPvHHbolB3ASG8AoFAIBAsE4CsgiS189q21tgWKlU6cmqaVeHHdg/R47uH2g643XjZSvrmo8c4EYCTAlyorEohxfesanLNrkWb1nTx9k8M52mmgKl+DNPBeqBiukBUOUdYt5AtFPVsV63IxmybI7hA3ZBisGVdF/3OT99I8XgzrYmq1vc+cJi+8/hxLonAGqCCG9uBze1maigN/KypAhmDWhzzpRYC1Rrrx+Mz2loAsC+YiXOj/S5EQgOybdNxGuiLMeHOFVTM2z2v38a5xa3rNdaSx3YN0rMHRvk5ju2wjaFHk13zWUbZL1TWML5aX2fYS5jUW+o2ZAMbYhy6yo6C1xCFIVvWdtHQRKnJHmOi7L7yg0P0wqGxBb9eOOcffPvORUN2ASG8AoFAIBAsE8yXqRvNc4UvE0zuKz84yF8gVbi/I5OYNeD28AtnmBx2pGNMPHkQTCu8ibTDSiGyeqGa4nGI7II6aFIQQMpMygKunOcKiPBqDKMZBXch9BfbxNo6M2iEQyJFiX2iUEpbyW4UOCfvvGMLE9fHXhxk8o5tsac20ENtIO5ci9uyT/YtK/8ros5YVTbnm5VtvQ+O9mokQ5jnmmxeEGHEj8FrDEKZTcfmXGudpD+oSDrO19qV2SZ7gxlqwweK1nY8APYSKMAGNg/gNe43mcp4ffDh5B13XMrqdLSu2BDWq7euoM/aexfkv8YHnzfdvHFRkV1ACK9AIBAIBMsEc2Xqtua5+lppBdHFZW88DkUK0efg7xiGeuHgKBMtWBwA4xkFiUOE15mxIhMmDInhPqiG0Srb6PAWUImQcVP7Cx5X4kSFsx8jE1XHopPD+Tnb49rBqKeINENxA1sBuFRCK7O6pgF+1qYUAhNLoI6GVWtzH2LBzCAflF4MsOVLVW3tUEN7qXSsrr7iNnwYgHp6tuQCJumv28LrjCZygCyDzMKXDGvFqr40lSLrMChWdD5zZOjPbslQxuPxhSG65w6M0j2vv7QtUcUa5itti54vPL9SO5csjlcHQngFAoFAIFgmmCtTN5rnCnKScB1a0Z3kYSYzaAXCCtLW16X8oXgelFTYHDCspcgeYrViTSQahJnpTaCHv1qnmrQvth3wUJAt1AWbtri2Ob9ojdMGWzwuFXc5g3iu9rj50N2RZLUa9BaqNAgkiCqUawyS4bwhVYLza/W54crcJt+yivXCmnB+8CED64LlAB5fKKs8xIa83aTTNARmUhkWsuZmi8MZOnhqihVy4+cFoc6mXN4fPpzg9cb5VP5hr66s23pgLgqsH1/4AAR8+/HjdGJoZlZOMzBTqChyzB8N2kDvA2Uj5vGLDUJ4BQKBQCBYRmjN1IUKODaFqDClXGLICoNPKharxN/DWmDybKMqL1+S10NWIFXRAgFDogEQQBCroE3t7EK0Pnhm5yvBxeV45MuqITGL7rlrK91x7doFE12s/+EXBtmnjHMyPo11h6wq41xgyArHBjo3MqlJeyTJwCiYnG5gW3wuVRawy+s2A18u2xqUIorjBlnGsN9krsre4P6u1IIVaQMcIx4PMor6Yhx/d0eK83xhxcDrgPUYso6F4/VQjW8Nm0EsQnjxWoPUm2FCpLXheObKaUYRh1LC24OPVb+AeI3Q7LfYIIRXIBAIBIJlhNZM3aODM6w6gorh0jrUTaiMSErgS97aX9rIs/XqKq5pLAN5itoUWksRcD9IXtOw1xyYq3xiPhU49AJeFzKGMby1eW3XOZHdL3z3AJNdkEI8HzaKYkV5jVmRrXqcpYvzA8JGofIpY5jNDHlxRTLqhnVzHFTv3o44veaqtXR6JEdnxgo0OlVi9ZXzbbnW2OQGe0ycV/dnOTLtXP2tIOtP7h1mwo30iYZVBf7ngCZnyvWSCR6TMzFuGp6OV8ONrOzy91oxZy9yjAsigNacZhzvl+4/dNY4MpwTnK+OeWqsLySE8AoEAoFAsMxgVEFM8CPzFbQGpBS+T3yBmIHIcg2vg9YuVxVL6LQBAxBALh1AnFaEQbWWIhirxEJjq1r9vWd7moo0QzpCmRvKkCyxUBhlF95ck02M/Z4ZB3FVtgRTTww7R6eOLAOg2JpL/yoCLWwaAIM6/porV9P6lVvrKRAYBFu3MkuWhRY45XfGuZsuVNl28Pju4Xrhx0KANRqyHs1WxlIGR/M0Nl2KkN1GrrBSqNXf/YDYW4woN07LqMe8qTKOVb2p+nZbc5p/+NxpOnRy6qzrVCkWRJeu7VoUzWqtWFwjdAKBQCAQCF4yjKoJEoY8VxAcX3/h71BmcTmcUw9qyq7AaQRa1Y0CYiTIIAib8diqCC51eV/V95rL/8qvOh+i5Pacq4ZhQyjXmDSeK1k0fmYA0V6wMoDM40MBLAGjk0W2foDIx7k4Q8WRgdwz4TVGXr0OfHDAAJ4h37AbQDldv6qDbB3FBpsE0hjSqRj7fLEOEEmVr7swIBu5XbYyVN3JXLkeDafWpb5YXNbquHlGEEDdbbSlKcJu04oeDCsmm3OaU3E6PpSj+586Rf/+yDEmydzUpmPh2sE01m1Zr/KbFxsW34oEAoFAIBC8JERVze6InxI+zQYZ0nm9nJGrVExcpo8mCuDyNnyniKVChqvyv5bZA8q+3qqq0QXxhU0Aw1+m2OBsMFFd5wIzLLZQ0jgXWcRf1/RnaXVfhjrSCbYfqGxdop2b++mNN29kompILjcSWxa5riL1MQyu2TaVNfmeaz/zFX68lGxlLGsyV1HWhJb94YNHIwrN1AeTGlbUlo1YTLW1rVvZwRXEUdV4YrpMo1NFtmj8y7f30aFTU/wBB4/Aa2tIr2pra949Phht39BLixFiaRAIBAKBYBkhqmpCbYSHFwA5UZfXVbSWCj0I1WV7X0VogdCYBjLTtIUhK/hOQexANEHYvNBXtb41nzIplwqlhuUBxDcIPVNU1hZ4aHSoaqHAmkHIQcZwjKjTbc2MnYssmga4eqRawqXeriSrvVB2oX6++/WX8jAcnrPr8JiqJNZxXmhcw/ky1cl92QQ/5/tPn6AbLhvgqDDUAc8HrAOKLNb1UrKVVasbVFebgmDuODdjM4nFHF5rX0eSyglVALKiJ8le7VaLBNI6oOji3wU8uSbpAa4Jx0LDnaMLL/hZ7A3n194i5bGeI1/4QkMIr0AgEAgEywhRtRHDWCiZ4Gl8fUUeGbyAqcsF+VPKrxpqa9e0FS1DQH3xE3uG6NEXzzBBms6rIgk8P8GJADZ5IGghUgBmr68uCOrUg3MlvbAYIPf3n7+5j60H0VY4JFSYcwBSiUv+WBcu/w+NFZjIAThmqNmmuQyPyUSG4fB8EPe+rhSfI9gc2CpAiBlz2Q6BhcPmsevwOGfk4jxMOhUa8NNNbWhR1PS5jaZdnE+2sml1w4eX2Yh8kMBrrssyLMui0ekSn3+cBxB0nAMcC7Y7idSNfEU17VnqfMDqgBg0RLTh3w0+xHAsXELVOpuoNhBgnCfYRhajfxcQwisQCAQCwTKCUTVBYmFBgF1hviEjkBeQ42QMbWRbeVp/PtX0CV1DDAUYCiHSHnxfZb9y8YROdoCaachQq/ugznEXQHabfL4hsXLNfw2V0mpa4UA60QqHJSNuDecA+uSJkTwnSJhtqcvxFpM+fCBAWgMIe7QMAucQhA7EFakWzWUbSmEGOYQNgu0cLip7bfYXD47lqcSpDxhcixxzm9IJrNGQ87nOebts5XqrG+EYm53Qs5weYUieZsBYL1R7L0Cqhs/nzuQGK6+yUo1hgwARBrkHKeYPCr5S2PGcmAvVuVFqUquE/O/o9detX5T+XUAIr0AgEAgEywh8Cdy2mCAVI9Wy7WDpy9AgNVAeN6/roktWdy7IG7xRPw45sCMTRd06ptTERMLh/F88DkQqQC6tHqAyqiCIIiLNoCjPRcpbgedi+yBjpuwB6OmI08GT03RqNM+EtL87xZfkMXhlyK55Pq9DN5BBuR2bCljJjJZBRG0EphLYAB5XkF2sA6TeZATDNoAUBhBJKMoox4Blol3pBPDgs6f4XEKNZ1W1RamOEsfWbGUMlcFXXC43t9rNhQB2BE3M4dmF/xfJFCC4OEZYOozFBNvFa4dzimPHuQYpNjYVfr1gp3Bgp8DAn0r6gM/7tmuUwr4YIYRXIBAIBIJlBKiEIJOcsxtRSKMXv6OKKS5tg6Rdvqlv3svRc8VjIcoL1oATfFkfqicIrK+VXXXZG/aAmK38r9WAKBV3qCubYDJsmr7mQiudA8mE8hgFih14f9qigfUcPjU1r7rNoifbPAIeRLt556oFVDSrYTHsC8/B8J6pDsYXiCGIJDefTRRVpJvf7IfGfj73nf308PODlNf1wPD+YgBtruKHdo1rSJCY1Wo333kMQ/YtI3OXv+IuH0u5UqvXOvO/FcTXFat0dDDHZBfEF8c1PuVTTRdVcNpHqBIfcNwgu7/5k9cuWnUXEMIrEAgEAsEyAwgnk1zDciPVuE0UyUI+q8eXyc9WdztfEgEI9saBTlY2QdhAoAEoiiBZIKCuVeN1nR6vUansU9Ur8WOQA+uADC+QvOFhUFmLZb9OyEwJBjJwQbiHJwrs8z0bcBQxx2Ev8OB4sa5uGxsBjuXUcJ73AwUcZFANi6FtLWBLRVc2Xrc8dGcTPNQ1MqksFbA4IDfY+KFBdj/zjT30g6dP8TmCMort4MMJzhGGDBEj11r8YGwPUGcHetMcgYYPDXEMGZYWNgBnQa3Ngryr76E+47hgBal4ZfVhwVEfKEBko6UcUJ4pqNFEDvnEOOYEf4hBfu+d166j265ZeOvdhYIQXoFAIBAIlhFAjrhQwrbq1bGG6M6q/dU3gJDNVXdrCNfeoxOsBreqqwYgUj2dCSZsUDXhYYVdAoQX9+VyNUrEbCaXBc8jvxZSJqnuw58lXXc7H7gowVHHYQgZFGdTgoGoMFxmxwBWlD9Hib6J0jKJXnDCIl4tmpxgCinwJ1RQlDsob6uKcGOi7NpMbmFvgKXDnGfYQ+D7xfl/2+1baMemhmf3c9/ez2QX5xHkHM/wgoAqRXhoobSCXGaYhD62a5AzgtGwZmwPsKhgiCwRt2nLui4aHi/yB5Z2HxVaP9xY+rhNRTKADwpQmXn4TfNVJvY2hhBVRvP4lBp0QyoaKoq3buil975hG7epzeXzXowQwisQCAQCwTKCIW4YWjOkj3nkHDFgILBves0ls4gLCJbx7IJwgaTB66ku04dNl/rr+8bQGiKtHJvJbmsaAQg4nht9PNgXdg21FKSyHLEhgJyaNZtnBaHFxDnmYggrYCUX21XRYyqWACRyLpimNRA6bJSVZSQP6LVGq4hxzEbBxXFVqqqsA+QaXmG2bui2OqjcRhkFQ4SFYdvG7rpqDM/uQy8M1sm5KgKBEq6ocsX3+fwmY8r/vPvoBEfKYR9Q1ZF+gWOFauwHyETO877C1oY1c65bjtsPQjo9mmcCDzUZ6q6xZ/C/Ff1SFku1ulfabA8WC870tfCa+TQ+U6bLLuldMmQXEMIrEAjaIgx8qo2doqBaIjueolj/OrJsZ9FtUyAQNAPEDb5K13WoVvNZDYyUhDFBw+Vr46/F91974DDdfEVjWCpK+qCggnDBZ4rYLRAuDGdBXV3T3ygtAMx2sX8ou1GAjI5MeTzIZqCawND8hjQHv+4zBtEFgcUXSC22h6E4kGUMWuF+9gW72qus/acYvErGY1TzVFFCJJ1rFpBugKgtK0SdbqquwrYO5uH4sHbjNz7Gg3A+r4fb5RJO4xxAfXbRwqZyck8N5WjL2u66/zlfrDAzxfdRomqUeBwrco5BsnHe8QHA+KX5g0yoyDZU5nK11PRh4GzxbmGokyJKLcq4jfWEnJ8Lco21z/V85PKOTRXpK/cfmuUzXuwQwisQXERYCOHEYwp7H6XCgSfJmxqmoFIksmxyu/opc/ltlFi5gUKvek6EtXWb+B7Pc3sGKLP1BsrseI0QX4HgZQKIG6LF4GMNObYr1JfPdaMayJYmwCCOUBP3HZ9g9c+QmCjpiw6oIWMWsVsgfLgcDpUTQ2sAyBRyb0GgUkwCm9eVK/lUqDTILvYNVZSTHTQl1WIrD4Th7yC4UH5JE1w/UEkBIL1KLW5EnuHYkDAAEhwESnFt9QVHq3G5RU0P1MGHaoh+u8E8kz1bIo96O9CWVmJy2pluFDcY4Hacb+wfdgT4W43/GZYL31cKqrJWmO2r84dDwcCbhwrgECoxaJp6DI4V21YDY+f3b8Pz1b8FHOdMvkoeK8wWH7uqbZ7fD4x948MP/l1EfcZLAUJ4BYKLAPOR2OwVr6Ps5bcy4cTjph76MhUOPEHezDh/T2jxAVEeP02loy+QFUuSneniN263ayVld95O2Z3q+XPtm7d58EkKSjmyk1my3BiFXo0qp/bxdmsTg9R96z1CegWClwH1gavhHI1Nl8mjgNMETEtYPZrLIh4+2jCAS+4qNgskZk1fmp7YOzyL9AHIpYXPFMNpIGZ4Di6Hg0jh8no2FWMSDDUUBK6RbhBSrqim+o3yinWmEy6rrCrOTK0Tqqkiow2yCUDtxaV8KKcQiUEAWwEyrCwFkRrhFoXX1AWzYmkRXbsNcVpr5xzMw9oRvQaCD0U0SqILZY8JsyLuioDDzgG7QDLm1muEQSRBYuGtrp9/U01n1qk9CbgfzXf4FmtBAgUsCFBf4enF/TjnrNCfI/H1OSsZQ3eNvF5O8w3he/YX8Hyi0ckSbd/YTSeH89y8Z4pJFjuE8AoEyxxzktgwoNrkGaqcPkDF/U/Qind8hP/kx+XGKfBr/Dh+E+ZfEIH6JVEpkF8tke+4VJsYovLp/VQ8oJ5vu/FZ+2eiffBJVoVj/eubfnmG2R7ypkcov/8Jstw4JddfJlYHgeBlgMltfezFQR64wkQSCKrhalBh4bFFs5j6kbQ4qQEZrz949hS3hrVLY8C3GEZDpBVit3iQquxxTq1JIgApu/eBw/WSBL4cj1IDXV2MAAfk4MKTCjaKVi+gqk2kIKSeF3LTFxPECPmFdxc2jfkUzqrXPJ5n/qbbb/WlfXUsl67vof/0vuvqhC1aRczPDUMaRMmEToEwZQuNIUBFcmPoYLMszsc17W34wGBqhGEzAVmEMs71wr7yAoMoG5jmMgMm0RjOgwUBHyBajBnn01JnEP2swMdxFslY5Sar5+G1BGnGvw9D6OfLbl4sEMIrECxzKGW3QWItEF7bIduJUeD7FFTLVDj0NIX3/jlZjsOkOPCqTHb57RzvcCC7Uejv8fiwUqLCwaco/Nqf06p3/WYTUWVl+YBSdlvJbh22yyrv5MNfJifTRZYTo/iK9ZTZdpNYHQSC80Q0txUqHIafzowXyAlDJqeozEUsVfRHkglbOs4tZSB6sDq0A56D55pmsWgSgbEFgAjVSxLQ7MW+4YCJqkoB0Cqubu7CJfI64WOLA1E87tS9s1B9QTbxWMPNePAMajBUY7tBZNueD1sNxvHsXhBSPO6ysguyi78bRAsnAKPsYh/Gq4vjqOrzhmPBGro7E9TbkawnUrTWCOPcdHfE6fRoyMkOlgUvsrIn8ONxzC1rR1yb8TEb/zAPxulyDz4HCyuraybRLcR6QdvQx2RyekHAUbRhCP1SgBBegWAZQxHOJ6g2PcIWAlY44sn6u5dtuxTCXlApUvHo8+SmO5UC7FcbvaNz/QbxahQaicGvUfHAkzT27c9Q/90/Vyep8AvDQsE2hhayy3WUE2eYiPO2vBp5nsePw3Mqpw9Sdfw09dz2HiG9AsF5AMQN/kpccn7g2dP0+e/up4TrUF93apa/1gDkCgoqfg4N6ZsLUDY5Y3ZTb5PC11ySMEjHh/JaoSTOjV29ooOHppAQABW0nbiosnahTKtL9165xqQ1WrRQ/95EbWkVUt/EanJPR5JmijW2S0AxBomfLzs2WjgRzfeNDqYZ5RVAokIZFcUVn5L9DbLbWiOM/Vy7bSVvFyovPnRg/UzgkdYQeZ/FMWCgDjaDMFTKcYwHEJX3Gso4PiAYS8a5qLwW1jYrr+wcWbN+eJTQLwUsjVUKBIJzBojr9GP3UenI80xombti2rhSYgIJdZbfVvHu6sYprFXJL0xTGKhJYH4XZNlkLl+Xfgz/hlE2ifyLPyAnnaWe2/4D7wPDcTyg5s5WirzcBHkzoxjrVttCVBD/8rEU+c2N08xT36RYzwB1XHnHK36+BILlCpAtWBdwuR0kdS6yS5rEYDirIxPnLNh20WPtCF07QEc05ReOa3HVr+LQIZNKtLLNdyVd5eSq5rSgJc4MK1LqKKihqcTVdgPNADFn0NOVpHWrsqxwb1iVpZ99605Fzq2QTk2fotzYSUoEIa3rWkvJlRvIcdC4NsC1zCidMBFi0XOAwTFjeUDbGdYHXzFIPchfa42wIdVvu20T3f/0SR4OLFZqTGKRSYwhQqP0IucWRwf1FNsxA3CNDF1lCwlCVQ5h/NPm+e3Ib71pzzKv3awX6qxgj3V90NHi0gv4w+d7/RcbhPAKBMvYt5vb/UMmnY13O6XGhviqabIKUquuDVLoe9rKoGWGBX3sx3MdnhYBUc298CBZlkOZ7TexL5eH4bxa8/rwy4vJrtcg1nrd6l1V2SiC0gyNf+fv+THzDcYJBIL5MVdV7lwk9oYdq2b5cKOPa0foDNpFmnVmElQuV2im6LPncwJDb1X1XhMtyFDbj65JvUWw95e9uQ1AXTQqKZNr/cRoRBfuB/Ht7khSEQkRdkiPnnySHt93Pw3PDFMNiTNhSL2+TZfH+ujOnXfRa694LfufH3j6JA+Kmdzh6FBaDxrLyOLSCSi2yPRFRi6KIaI1wtEyD1gn3nPXVvrnb+7j8gglQigCqSwXKlkCXyt7UrxvVVOsGtkAvD3idgzKoTUNfmEo5TifWJ+xjbTL47Xm+aRjiPNCgAQNqOZzvf6LFUJ4BYJlCDMoxkNnTozCoNIojq+jQSwVWIYhgsJ7rqiHQQbkz4zR9BP3UfHQ0+R2r2Qy65dy5GR76m+4QaVEYbWsd2s11hC9hKrlCvh/Jx/6EnlTQ5LkIBC8xOQGKJcLIbEgasaHe/zMDLeHmfQEqJ4gsK2EDgDhAlF+4JlTXP6wflWWCae6M062XaOZYkBTeVX7G82gNcNz+J4vHOm3A+zTJZs60y6Vqo2kAy6a4PIG9f7TytdMvFndquF59K3D36EjI09SrlqgpOeTFdiEd6KjjkdD1SE6+ejn6Na9B+jd7/hpSrg2fen+g6yycuIENYbSkMKAZjS8bapWN0WIQYbN8F679ILbr1nL5/WxXWd0rJta3/h0iY8Dvl1s20S9IfHCpEOwlYIH/2z+8NLbCQ82CjNiTPjHpso6wQGWh2Y7ihXx37bC/DOInvN2MFFqWAd8yO1e/8UMIbwCwTJDdFDM7VunyGVNk0uG+SWnr08Z2wJuBuFlNTYyxnz2PTYIK78j2hRiGK5S5AQI3jBizaaGKda9SoW4Q3U276ytA3H1zUamrKtFPqZY31qOUBMIBOef3BAdJlNEMJilSoKo3XPnFlYiQc7QAAZSB9KLdIfLN/Xx/YbQmVa2R188Q8/uH2H1Fpfijw7mmMAZVbm/M0aphE2nRgv8PMVxYXdQFgT4h1vSutQwmr4gxRW4GkiHmO8dCgQS5BLlGDwYlzlNB0b3kF8pUG81oGrg8nuWaxGlAqIZJ6QDSZ+6hp6msa9201vveRcdOj1Fu49MsOIKIpmIO6yocgNaVfmSqzWP491w3lBU0dOR4hKHhQwTYn1QjaHYQimOElkAxBfnDsc6OJqvF3rki3iftuqvH+Lm8DwQaPijER2GzwHRrN9wjmt2jcpli0Jr7qgzzmxOKi/yLZF/J0sFQngFgmWG6KAYfoE4Hb1sDWgPLpDUpFf/iaE2tkH4erphHnBuZISwwhuMaDL8ckplyU5kyJseVhYKr0a1sZO8LrZZLHhKIiQr3ckEHqQ3c9ktovIKBOeBtmRLDx61qpIgsF++/xDtOTrOP+b93al6dS6IGW7/8g8O8/aAz31nP/tToXYaBRakF18mVqsjqTy3HZkEORMFtu9jX4gaUyURplCi+XOwcmMhx7c5A5fmeReBXxgEzqiouWKF4gNnqFDJUX/Zo0roNj7U6yG3rsCiCdeho5kadR95iu576Eq66fIBGhwtcKtaf1eCjgxOM9k0VcYgmmhDQ0zXNx4+xoS4KxPnlrvVfWm6aWejva7dMKHJ6MX5RPXwXIOCsIYgWeNdd1zK52qu1+/mnavo5Gie/u5ru2jf8Ul+vUzpSBAotRyHjOcZQqzuUxFp+F63UDdhoC9FV2xI0o4NGXrDrdcuKaJrIIRXIFhmaB0UQ66t8tia4bOWd7LoOxuIqKWG2ebWA6I747dG9XfL1vvEpT9bDcZBuelaRdXaSXI7esnp7CcfxRd0bm+WdizF2/cmh5jQx1duPKfnCwSCucmWic2Kkpi5mtYAkD1UC4Og8YUhx6JvPXac8qUahXhPwAdePFBHhoHEQXEMu1zqyrjsVXUtmwJLWQVAtHj4DB2/bYJh2N8KHy3e1xbwURmPhwoKRRj+VxDDvpVVqtEkJao++aFqd2son1A1LbJ8orhFNI5EBGeKHv7BU7T60u20oidFu4+M06nhfNO+UYWsWuWQsRsw6cX5glqbsizae2yCzzGee/s161j1jZ5n/GnSLbZt6GYbwlzqO77fvrGHEzawHRDbwfFi29cPVcaf+IVb6H//y7P0/MFRVnxt/QEg7jqETjUQ23K1EfEGBNoTgvuUZ1i9l6dTMfr/PnAj1WYG6+teiliWhPf06dP0tre9je6++2764z/+4wu9HIHgVQUIbtOgGKQSW126mzdxAequ/mV1zhk1cLeB7MISUauQlUzp+DP1S8VJZplwd9/yNiof20Uzex5lFeGc9sBeZE+rwwKB4KUgSrZaMVe9brR1DA1jsDvc+8AhVl2RUgCSlEzEVMuaJlU2GsF8New1ma9RZ9phMurGHE4nYL+pTiJAAUU450CViuQy5QcgmmY90SE1Xn8QUrFcU/YprWhm0haN+jVKcwYtyHXj8SoCTPuI4QnGPuyQbK9Cu46MMZHF8bVbm9kXSG4m5TLBxmOh7sLycHo0x2kXj714hjLpOFsj7rxuHXt5W1Xftuq7bbGyi9UdPDlF+49P8mPnUo+jA3L/309dTw89N0j3P3OSRvCBIwxZ7QaJxpo9v8KvjYl1i54PpEfgdcJ5v/rSPtqypov2acK7VLHsCC9e0P/8n/8zFQrKHyQQXGxAS5nbvYoqp/dzkxnIr+24FPA7fEx5dFuJL1Rdvg3E1aUQVUhRQCEGIeZUheg7ox6FcGIcbcbbdlxyst38ptnYfIxtDbmnv03loSPkT5zbG2dQnCY7niTLcZViLRAIXjG0q9dt1zqGe7juVtcVQy2EJQG347NzqANgHJ0AgAa0Si2kDgrryqgpk2A/LhPU5rVA5QShg3JqWtI4VEYTXm4Ma5NtZtrD8FguughwGd8izyZK1it5dc1xhPyi7C0GX29gU81WzZEmTaI+3BU5JyC8pgiCP9w7FhVKVVZ1odia45nIVWi6UKEzY3kmrY/uGqLfeO/VNDxVblJpo+p7oVilB589TfuOT7B6HlV9oR4jNg2ebBDldqQXt91xPfKG1zSsE8dgnTjNZHYDN6XBWhKS6yqVvVr1yXZs9gPj5CRiLt1yRXtSvdSw7AjvZz/7WXr66acv9DIEggsGENzMthupNjHItb1O5wqyYnGiUl4pvdqz1gRDgHFp0XGZnDZ5c9ki4ZKV7eZfLqyy4jEm0gy/TWoVJrtuppsJb/Pma/yc0qn9PIB2bnWYFgXlAm8juX4HE3qBQPDKAcTIQ/NZqLyjhpya1jFT9wuyF/1ZBumrgPhpwsnZsPyeZNXfJkAekQYBT/BAb5oOnZqiYrnMz+XmtRZA4WRCzSkIiujiNk5n0Le1QpVOwBvssMoK4nn8aEjWxiwVswXqJFz9UnMApl9H/RFSxSEaKPsUlLtoNOiiMg+H6ftDKMvt82yhVidDkOqQ/94OuNl1VDXvE7vP0K/+T5RbJPnYW1VbqO+wjOw/Mcnba1XaMciG8wgLBFRhEOWzqfnVqsflI5MzJVqNeuiEKs1o1CYTK9W4bXS6TGtXZJdcEsNFQ3hPnDhB/+t//S/68Ic/TH/2Z392oZcjEFwwoJIXhBdDXt74KQqh0DIpPYsdIAhUrTCnLeA5jQ5PK5ag+MpL+JeXn58ib2qUAq/CxRXI77USWXI7emapu/yLsZxX3jxWl/VESl1VPjtAltECByIvA2sCwSsH2BmgAo5OlXg4DWQJP80mRQCX61sHx1oRtkwBgJwaTBd9WpN26MbLB9jve/j0NO/DsRWBNlmwILUoXzBRWqpFzeKhMFxmr51lDdgWjgWPApkDnIlVFCQnaTLmU1fNoxoG1+prDikfI8ogSi1v097aBn4PDAIoz/oxOt9WR+I2H3MIMu9xFNtcYOWbHQQ4TqLxqTKTWKiprartO2/fRN9/6iRNaHI6a1uWxdFy8PvCAjFfYoJJ0Pj+UydZecYHCxM1152N83am89V66gTOPSwNr7t2Lb3zdY0kjqWOZUN4URv48Y9/nLZv304/8zM/I4RXcFEDpBCZtW7PasrvepAqw0cX2D9p6eazFvnCDL3Bn5tIkZvtoTAMyAkCSm7YQeVju7m5yMnMJrve1AjZboL9t5YVp6AwpVRkTIjgXf+sUFMsqXXbOaFBIBC8MjCFEY/xsFpAHnJhEc0dICGhWrcuLASqfjdUUd+R29f3x+mdr9/KQ17I64V394rNfUykQWTPjBW4hQzJByCafZ1JrgPG7VBGoTYXy2efAMCaoVQ2Hd/EKiqk8uT2HKfxeI1SeE8KLUK4WdUhSgcBbcwRVSbX0V7axJf94VWOBDnqtyNlX2gFiPV8b7PKf9z8AFgIOtIxTXwTPAz43SeO06MvDvIxN5HTSLwbgD9hc4DfF5aFdp7saAnIxEy5Hi2HPzEMB5KO7W5ag7pn9WEGPmQ4Ri6/pG/ZkN1lRXj/4R/+gXbt2kX33ntvI+T6ZcbevXvnbSo5GyqVCv+5e/ful3FVglcTS+Y1DHxyBveQfWYfWYUJsstFfcfZZpzNiHR0okNZIHzfo0I+hy5NfoyVm6Kgbz3NrL6J3EKVnDP7qDJ4hGPNQtslCwUWKJeIpyjoWk321CCFYZVs0652tsizKCybRru20MjefXRRvH6CtpDX75XF80dy9MCLk6yy9mZtmsgFnIsbczHhH1K7Spq56mzNsBh+zHX4AiViRO95bS9l3En6woPDNDFdppXdMSoU8vXnZZJQSvF+AwJMNJ0rUTru69tD9rKeDdHGNhC3xvJs8s9soalyhnp7jpKXLJBt+UyEekpEfTNpmhrfSE+EmyiTcihuK8JsfMPmHYtVWr6xeb9nEZ2V37hlnYhsG5uY5mEynLNSuUZTeY+VXV6xBf+zT5WCT4VShWZyLvV1unUuUkP0WxDSnr0HqDCRmvc17UohPg3Ho+qQLSdk68r4VJEowEChooSwPuD+wVPHKCieWZQ/f+0KNC4KwnvkyBH65Cc/Sb/+679Omzdvrr8oAsFFicAn98CDTEA5ZgzJCXUSq99x2U4QiRRrQpOewb8k6jVInNcbklWcUkR24DIiN0bettdRmO0newgEe5KswGfSG/auZ7IbJtJkTZ3m21URBWSfBbxhOXFufmNLBselCQSCVwJQ9vacgIoaMAnFz2nNI8qVPKrW2iu7hgS2u09dum/024B4puM2TRV8KtaqNJGrcQFFq4jUkXJ5f9gv/LClakBTBa+eF3uuPIdzZY0zi9dlE02uodGJAbKSOeqNTVM8CGm01EG7/W5kS1B3xqHeDkWPnGmkGWj/biR1Yq51QBCdw8LbFnjsZM6jgV6bciVkFiuSzccLK5lOqYDlA+vAeYnHrDo5xesGcoos47O9pqH2IOODgyqkUJ5iaBj5ok8dKfUei8dvXJmkFd1qaG+5YMkTXnwK/J3f+R3asWMH/dzP/dwrui/sw4Gr+zxhPhXt3LnzZVyV4NXEUngN87sfoqmp4xTGHHL7N/PAV7WSV4KqsRCc1Tur83/q7+o+2xLirkVhZYrsbAf7aZuqfq+8ivN/kZPrlwtUOXVAJTJMHWWPr1ctUAAPLx7vV8/+m8ty2C9MdozsdAetu2QdJdddtuxfP8HckNfvlcOxMzNU8iaop8uhTkzog3x2oDa3zM1isDTUPzBHKmZhHZgTmuzCtpBNxSjphhRaLq1ZdwnF4zPkujZ1ZGaTKrPfkckiR5a5TpwjvRJxj44P5c4pNDHa4wBiqEIdmIJTUOqi0VLXrOfMlBDlGNDmtV3UWySO9ALicaeekgD7RXRojy0c+pu5VO92wGMruBgWxKiMDxah8imTJrqwGbjwleB7V9kNyjWb1mSVr3cin6OtG3rpztdeM8t+YF7T7k6baqEq4cCvALxk2Be2j+E+18EAoEVOLMWvc29XnO5+7Va66sq1i/bnD9zvueeeu7gI76c//Wm2MvzjP/4jTU1N8W21mrrkUa1WaWJigrLZLMXjy+uTikCwkFphNK55+SkKPb6OtdCtNAhnMk0hfLuI70mkyHZj5K64jMluu8YzfI8UhcJDX6bCQbUONKshoxfPZ4vDQsiuWYdlkx1LkJPulDgygeAVTmaA3xOELkrGeruS1NOZ5DgtDFNFYTJw5wMu1aPalxXjWpmVSERwgZzN1Spm9quGxEJuF1u3Kkt/+k9PnntCeIR8ItXBtW0mvfMN3uE+kPw9R8YpnUSVr0O1WlAf2DOxZLhQBV0gnXApk4zR2EyZ1d92zsd2SjiXdnAKRUDj03gukhK0P5dQ4Zwgzy/zfg0JxraRoQs/LoYIuQ565+oGwY1EnJm0jZlClf3PKolBkVwe/PPCenmGH/j8Gvd2ppZVMsOyIrwPPvggeZ5H73vf+2bd941vfIO//uiP/oje/e53X5D1CQQXolYYb6yVU3sprIFcnmvFgwae59co1jNAqfXbKXP5rVwgAUI7X1JCYe+jTHZDr0qx/vX1S5aoGq5aDjetLQiOQ073SgrLBYr1rpY4MoHgFcR8JBQ/wt3ZhB6iUrep9IW5JwJAbE1gAR6DbNo1PTG+TL6mL82DWkdOT1Mq7lAqiaEtmkWm4W9FZe4d163lATfEop2PgqoInZKbkaIQzdE1j9EOAj4+s+1SFf5lh+66bh2/jz25d5jJoxn8yiQdJo9cOpGOs8o7NlVScWwRK4U5B037VKMJ9Q8YIK+AySXOplR6AvYFtZu9y/oDANZ3/EyOo+KuvLSTs4//9788w9nJijSriLONqztpulClmXyViTmIO44jHkNecsD7NMkYMceizWu76Q03bJg38WEpY8kT3o997GM0MzPTdBsU3l/6pV+i2267jT74wQ/SpZdeesHWJxC8moCVwJseI7+c0yURxnd7LqQXvyFcVhjw5pjauJP6fuRnzhoHBnW5OnKCZp77Hvn5SYohwizyiwXbQ2wZ7iNEn/F90R5RNsiRZWxD2F+lzOquxJEJBK8soAgO9KVp37GJpiQAA5DSlEktwI8qAl3mIZ0gUSBnuIQOG0J/V4K2rk3TrmN5+tbzz7FaXCjXuD0MKQyI5oKSrMhsyBmzUfXy2QMjOq9W2SgWQno5Ts21ea01XympIKFQepsex37Whj0jum0kRuw7Pkm3XLmG/vI/3UnPHhzjCK+TwzP0zP5RJo4rupN8fgjrty0mqLBiYLBtviXG8KHeVqUc2DcIM1IbEMfW05Hg71f3ZViprdaq/BgzjQGbCO7H64Uv2BM6MglluagF9OyBUXpq3zA/l/3UgSLguD/6BdW3WPHYWvKxn7qeUqnlezV8yRPeK664YtZtZmhtxYoV9NrXvvYCrEoguDCAb9avFDTZBdoU058FyNF1u1bytTpvZoz8YvMHyrY2Cqi6B56k6ugJVpix29rIMY4pc9D2Zn55BoHK7YXFwba5ES4ozlBQKXImJ+LKLMumAKUWKLLIdNftEwKB4JUDFL2bdw7Q6ZE8k02oi82kN+Qih3rrmG4p09/Mepsx2bk8Gqujrp46MEOVWkBeiBreGBNaeEan86gqRjpBhboyCVZ2mezqS+uI3JrKVZnU1WuEsX09ZtDuLa4j7fJaQTzbra9+3LbF6idIZzvbAW5Hu9z3njzOyvRt16ylHz53mh7bNUSTuTKTxkKpxpYDkFQQ1FQcJR1lpQZrkmo8z1CD8UHAKKwYDORjiCjN/Zk4k38A1gq02XHjHAhxLaB0yqVL13Uzsca5AdavylJfV5JJ/bFJWBswbNdMuD3tO8YXrCYA/o5tI/YMrW+XCOEVCASLHSCe5aHDEbJ7DtAVwSCcILt2MkNhtUyW7VJ15Dh/JQY2t93nVMSvC2XYvHFjWC6olimslTkPGL88odKC0PKvQfhz40lyO/u4yAJf8AvrpnuyEmnqvOYN1Hnjj7FVA+UT8PGezVIhEAjOD2j4gvKK9i4UGkSrbJHZ2t2ZpDUrsjxMBrJl6GGUKJqCCKNEwpIKVRY/16fGytzutW1jN78fgKCp9rYy5Ys1Jr8ghLAxQNk1l9ahUuIKO+6DnxXEVyUnKKXXKLKG1EL9BKEuV1QjnIkVawW2mU42SLwhnlHgaYhmG5sq02e/tY+OD81wLTDILo4TMajGfoFM21LVozX9Wc62PTo4zWowSC/WjMfCAsHJESDCeujNEGKjNENFNwNwpgUNdgSQ3VjMpv6uFD9uKo9BQvV+OTlT4XPIXuB2VcuhKcUM+XjM9rGeTEKp9zjPyxlCeAWCZQKQwurQkXN/YixBthNj8qpqfPNcSQz/L8oigPHv/zN1Xn0XN7hFyWarXxfkNijMcM4j4spgXcDQnBVLktvRS1Y8yTXHQQ1kGikMaFKyWFXGcBpILd6Iofom1l9OTkcvjd73f5UvGfXGtkNuzwBltt4way0CgeClAeTyvW/YylW1aO9CoQHIFkiRIaE371xFj+8epu8+cYxePDzBaiXInPK+hjzkZXywIFhQHOF3BUGDPVgRrUZxAkgvLBTFssdDUxhw+8h7r6F43G3yF7uuw6QMZA5kMRFrWAEUdWuQPAyQzRRqakDLdZoeF81vxbrwrYkRaycC83M0QcX5+NoPj1Ay7rK3F8owjh3Hgw8GIOMgqEmthEP5xV55EI3PgRo4M1FimZTLijfOA2wRK3tSdOjUDBNnWD06M3F+vMrnReudxV5qqL/lisf7wzpQvAWvLhPoOV5bWyvMPAjILXQhdWFbHQm+Da8xzvNyxrI8ukQiQfv377/QyxAIXnX/Lqus5zLVYVlMdvHOzWkMjktebkK1qtkqCB2EtDZ6gqYe+xrXFZsosmgiRH04TRNaDJohmSF040S1MvmF6bq1wU53NWwSboL35xeg7mIYJCALTW+uS/70CE0/9nUm4CbpAdXElVP7qDZ+umktgIlEEyVYIHhppPf2a9fWrQTRqX/cp+p6Q0qnYqw2gnQZEgVChp9xU72L94+qH1IcKQce0gDgpUUiRI0fZ4gfGs2gyPZ0IharRoPjxabWMOMvnpwpMeGD9UERcYtCfGG+NkBUGLanGx61KmqGtEyEGGwEGNAqVXyqYViL1dC5c3UNjIrN3lxSvlhMOlDkLQa2BqQhIMYM5wNfsDfgXIH8chObjiDHerAGqNZQgwf6MrzWreu7mOxiWyC7WC8XaNhEdoiYMo/VdRBsvhrGxRRqX+3WaxAggxepGUmXPb7sD+5P84cIqPn4QIPzvJyxLAmvQHAxIihOc94tG9uAcGGXp0IQVaQ5QO2Aisqjw2p4hKo+2xtiqzaSPz3KBDfWt5ayl99aT4RgMmqqLqHWZropgDWhVlXkF+QY33PrWpJJKwbRyIlR5fR+teZ6/zxyOi1WhivDx8hOpCi+egvZ5pjwiGwPK9BmLfD35nc/zBXK3syo+uUAq0TPACVXbaLEum3k4Bgk5UEgWDBAbluraqM1tbAfIFsXSmEjkzaksuXXW8M4Q9e1KZOO0VQuIJtUacPJkRw3mBv7kvG/QmXEPlovrUf9xZWax+QXnt5K1VPWCQefzx3KJJWKikQDkxEMosgk3La0ImrTQG+GhicKrCqDdM4HJpog51H7Bq5CBUS1UPlfo15nxJ6B9KrBPhybSxtWZWkyV6XxqRKfNzOvi/txLBjYq6fZ2LAspGkqX26IEtASYjh7Fh8b1GOce/ZI+4ro64fWiXs7/l7DBwJ88NAJDHgtosOByzGZIQohvALBEodRNjlvl4mhpxvK8EZ+NpUXRRJFJp88TIZ3cTeu3jhBgh1X2Q0sm6yulVQdO0m5F37At3nToxT4HmfzRuF09DDB9aDawsPLuwnIQzpD4JGd6qD0zteSX8xTfveDKkFCmcv0kmy19sCjoELs7bU7ehsrtiz2GdfGTlJh/+OU3/0IlU68SGG1on47cTIFUXX4GBUPPElOIk1uVz8TYCc1QP6ay1+BV0EgWP54+IVBJrtVz6cNAx18Gwa6UBEcVH1WEZUiqYypILtQL7uzcZpCcoEmZmHZY6LY6n/FUNyK7lTbS+tRfzFIY1c2TmEY5/3huV2ZOK3uz9Lh0/DNqoEtKKpMdqECMzlVaioyfqEOY3soMChjsK0NDGltyhu2iGIxl3yQbT7eQJFRTVjxOJO44MbU8eM4Yd1AYkTljPELK3UbCmtrIkapUuOBN7aC6O2BrIOQxhzEvYXs1+VUB6/x4YCJ+Vmk6nIVtcJq31Ci8UFjuebutkIIr0CwRBFNR4DSiqQDHlgDWQwXUq+tfWWoHoYK69dYQUD2Lvt5McDGKQuo2ww5TiwoF6l8YjeNTo0wQfZzExSgkKJF5XV7B9ivC7KK4TW+3Y1RfOWlnLqQ3nYje3Ph7YX9ALYI+M8s2Cu4CE6Vx2At3uRQnXTXV451JzNUOvIcq8k8se3G1dw4ii3ML4HQJ7+sfgEgccJ1DpGVH6Nw506xOwgE5wAor0bZBdk1P+/w3MLTemo4R1VcssflevaHxqm7I0k9HXEeqIJX1QDEGKowCIiKx3LZk5qr+Xxp31xaxz6jtop77tzS5C/G/Risu3RdF/twz4wXmIyb6DKVFayUZyitA71p6uWBL+TxhrR2RYZec+Ua+u4Tx+n0mH6f0qTV5Pc2Db2ZVjUoroj00gQeCRTYJwgnrBu4Fc9lct2ZqB83FGwHJF8r23hc64AZ1j02XeJtowENJNcQbgwPcqoCsnphB2lJqGg3mNf2tQyUMn3F5j66RZPd5a7uAkJ4BYIlCJOOkD/wBAWFKR48U3Mgxjx3ltxdN0mxlevInx7jaDAMjLG9gN/MbbKSKSaZ+AK8iSGl2EL1tbWagTdur8ae2ZrtcjlEE+nN9pCd6aLa8DGKrdhAfXf9FMVXbmSiidQHkHSQ5qCEWB2LrLiOQQpwmdKMXgesEtdGT1Ksa6UaejNKSrVMQUVVfoL8shXDw+CGUYz1bwO/Sj766eEnDorknHiW8nseoY4rbn8lXyKBYFkBxBPFBiCYTfnaevAMP2tQe0H4QAZxqT6djPFtILxNxE7n86LdCzejslxtU/lpQWSNmtxapnDTzgEeaoPP1xDhY4PTXEyBfW9e00VHB2dYNY67yloBcq2CaJTlgVXloiq1eNedW+gtr91Iv/7JB2lkoshvoZzzq8mnIb+xSCmHevuzyaWA7QiwRUCVVdnDsDVY1NWR4A8D0XMFrzLsG1gbx6Fpq0UUQ+M4h2r/OH9ARRNpMmqvPpeQBaLPVpXJ88NhXmvx2n79x5uHA5c7Lp4jFQiWEeBZnXnhfq2M+kQYAmOCt5CCCfhsOymW7uIBMSsMqPPaH6FJEFq/xkSViaV+K8VQGcguZ+giP9eyyUl1sL+W83bHT7N6asUTFOvoq+8Fv1T8qVEeVkO8WDTWDCQZdgj29WL97Bk2b931iRezJaUkV4qqZjjTTXa2mwfh+HjZgqFVEI5ka5MtBAUYX7i/lKOpR75CmctuJhskWCAQnFf1cBRQTss1n32qNT9gjy37VrVaSZGc2fpPtrZAeJ7y8XYk4kwq//a+3XTg+KTyCUei0fYem6BTI6riGGkSZojui9870KQ84zI9bA4gutgu1FeosEhQgOKMS/lR3yrKFt5393b653/fS9OFClXrRNciHC6UWRDNRiuaItAmfYLfewLV4gZCCWuGGeaLqq74O9YGcoxtQAWHpaFV3QWiNgm01oEX8zYj5xy3obFuuqCuiNVHIeaBa6s0BhxT63Dgcsfy17AFgmWGwKvS1KNfJT83rhRXr6ZtDPO920XIJMghbAsggDqODEpufMUGtkTAZmDILlsZQHZBFOHVxVBbLMGEGHA7e8nt7FeKzcQZqs2Mk1/MMUmGxxZDa+2KI2BjADnlnF62IXgqAi3w1dCa3nsdPAbusz2iNjnEii98wvUmOTwXNoiQJ2Fme5fNbx4o4SDxU8M08+S/vdSXQiC4uKqHbYvTBuAfBQFuvZyO/FlEXYHEgVDldPFCJukygUu4iO+ydBat+WCrLv+j6GJFT4q9qy8cHK37hKEeI54Lf+J73A4f7yMvnJlTeUZsl/LOIo0BxFelGaDeGOovlN9W3+rt16ylN9y0kYsjlD1B2RZ4kI4TKJQPFxm42C7IJ9YyOlmkmWKVyS7IJCqBsQwTLdaanoB1wUuMfYCQI4cYx4z8XKwNpBXno5koN/zBUVkACQ/rV3VypNnsCLJm9RcwFwFxPEi6wOt4MUEUXoFgiQFEjdvMADPwVa8cmov0Rt90QwrLRbYDsG8Xg2nJLBNTRH0hAQFDYaxccHFElYfhLBBr2yEn09VkXYj1rWbSHFZLyoIQeLzNxLrL6mQ36pfFYysjx8kvTiuSGlV82KcbGWAz0F7jEOPYXkXVE5tneVXmu/XzMcfxM0HW5wpku3j0Beq6+W3i5RUIzgJu7xqc5tYvFC5AtYX1CeopBtJAhuHbxWV3+Hi3beih11+/jj7/3YP8wRpK5rHBHHm+x8NiLmIHdUwYSJ+jCRoIMlIIsN0taxvvMwb4HsQYMVrw8YKwGuUZ241m3JrGM24q42IJvDdYtGFVB9198yWzfKvRDOL7HjpMR07PaL8sSGyMlVkQaWSMIykC2bdsYYBVIeawR9h4dnHMB09O10lvf3eqqcAD3zOxtomGJkr1rGMQ+sHRvI4jU6UZRkHGeQJwniASwJuMDxF4LO7jMgv9lqiT1lrOHVEK6Rk8FIeq4oB++Nwp2nFJz0Xh3wWE8AoESwggi8Ujz6tL91F5hRMZFrQFfh6KIkBs8S6YXL+DI7vc3tVUPrmHSkdfpOrwUfbfIjuIa35BJJ0Yuezr7WnaIvt1M90UJjPUdfNbKdYzMGcOLtY/+cMvUm7PI0y62xzgPMeO+0CoUQrPhaX6Dh1S2aZdaBb0Nrg2mVXoU+wrFggE7RGNIgPRg7rJflwroJmCx7XAAPtH9YWUQ6emmYRVqx4PrqUSMSax1QISZNR2zUCY54VU8UI6PaL8v8ZKAN8vCGbrIBbug5qLoTWou/G4zc1ksDTwe5tWMg0B3bSmkwkvqn6hiP7sW3fSlnXdisSfmZmVM4wMYpRr/N19u+n5g6Psz0X2LxInsA0Q1q5sksstsM9VvUoRNtYEkEmcn3UrMhy/hog2eHpbCzyMuhwdykOW8F996QV9PmuqVc5F1ToIr+kfbniMsR8M6uFPbqHTmb2tgKqeiqRB8IcM26J9xydZKccxXwwQwisQLCGAoLHFgC/j68tRCymYmAWVugA/bGrztfW0B9gF2Fvr1cifGWfLA79JugkeGjPlEbO2ppXixKpNcxJIkN2xb3+a8i8+oNTWhfiNTTKDUZShNKOpDc81w2nGs8sq91zEX7UhKZVHnTPYKeAlFggEC4si27q+m4kmvLAgYyC5rW8/+CkrlqvswcX9UHw7MnFWSAulCg9kua7y+CO5AffzLABUSh1ThnxdEDlT09v6lgO1FAQSl+SfPzjCJBRlFiDVJn8Xt0FhxReG3UDysH4Q2wefPTXnQNwtOwfY2/q6a9bSqp40HT491aTCgrBuWttFDz8/yC1uODasWVUkVxrZwHwyUCds0bvuvJT6ulJNxNog6qHFWjDsNzFdZB/wDGwTNbW9+mMirXDIEVbk3uFzAhKL1wnqr56voySsJBGfcEW3syGxAufIKOUXg8orhFcgWEIAQUOywdnzdReAMCAfA1yPfpUIxRCowExmWcUNEmkusoDn1QHB9L25yS7IYznPFoa5yh3gOx6595NUPPjUOajRWvGFjSLdRW7XCj726uQQETJ3Tf5v3b883zkBKY7sF4/HuZShNYHgnKLIMN3ve0F9KMsAbw2sZiIyy4PUqz6L47kT0yUeapvOFSlXQtmD8iDhEj/b60HaXIcLKoqlGhNlkNapmQo5WtE1jWzck6PJ5/4TE/TknmEmfFBHTUUuVOTQVcUXhoR2Z5N0445V9OX7DzWKMyIDcXuOjvNQHNRskE3j2wUxBCHcvqGXsukYE9YDJ6boh8+eVm1nOp0C+wEpZv+vJt21ms+q9TP7R+hD77n6rKQS92ONLx4aY2uHSoPQinoL6iUTGGarqbQLBJ3BgpFIuzSdq/BtqmwC7+7KFoHzo7KIU7wRo5RfDMNrQngFgiUEzqzlZIOXgfDCbhAG5E0MsjqK4TOURvBlSbuslNTCNHvV4Ncz3l6Avb0gmpbNNcEok4Bft50fFo8bvfcvqHjomXMju/UNQI0tcSIF/MOmFY69x4k0Vyrz8N6CEioMVAbm7LEOgUAwfxSZxSRKDUVZnGdr7uGoLdumeCzkVARUD+NPbAP2hL7OGMVjFpWqFg9qGbKLWmF4c0HEOFKsqGK7oM6CTCZiZd4/iG0q4bCFYcvaTjp0coqJK8gaFGGQTpBpkDrO6sbwWMXjAbkbLx/gn/locUZ9GAwNcRWPRqdKbFtA1BjWCyK87/gEnR7NM3k2yRA8wKdjyoyyC4JrqozVyVB/wNu879jEnNaB1qxhHnLTm+A5W9chzwdxDmddr7Iw3KZrkUGs8R380hhiq1cZIy2H0yNsHqgzXmS1baWUtzbbLVcI4RUIlhDgs1XRW+dC7toB0oGrhsb4N5etcnZBSJHggEE1PRAXIrosleX+zsoghlBQXA91R9kKEEcWX3Elud0rqXxq3yz/LiLUisdf0GS3ka+70HVa8RQ/l6PR2Num1Fw7liS3fz1Z+Uke4gtr5XMQvjEMghzhhRR0CAQXJ9pFkYEYcuuXbVMNH4Y5R1Y3qOnH1NvNgpDSSZercKGKJmMBR2zB/wrCiwIFkK/1qzr0doiH4DC8hogztudTQ50sztQI46p47LEzOY40M95UWB+iQ2ogevignkrabDu46fKVdO+DR2YVZwBMWvMVJtlQU+GXRWwZHoIhNNTvIhkCA20grVB5YT3Ye3ScCT9IY5TsquphDPEFlE7g+L1Z1oF2WcM4LpBnkGTsa7qgrBr4vhXgxThlJr8YVgfbDvkDQQVKM8iwrj2Gz7gjHasr5AZGKW/XbLcccXEcpUCwTIDoL9OMxlFh5wu7QTqZmKKlrFLkqDNsu67UagIMFRe3cBqDB4UVb6Q2OjaZ9JaOv0iVwQNkp7vIRkNbzwBltt5A6e03UX7Xg1z7iwxfJusLCYuMgN/QY3FWlb1STh03soAzXawmBcbfyxFrIOELOS/q+MXSIBDMjaiSacDpCnwZqBGTpS6tmzBDBfwdZJD/45QBn6arIHU+pZM2ky/UAa9Z0ezRVVXk6i+GSkNdZb9wZPsgiJw24AU0OJZnwovKYBBokHKsE29zhXKN1//sgVEaGivMKs7A2owdAaTV81XkGLaB42+XDIFzcvPOATqCGuOJIpN7k6aAfYGcm+xh2A3w1/0npujY0AxtWdvdNAgYtVZAlUUKBohvueaxWstVzTWot43z08gxVikRRj/An6h55mp1nDOdHZxNu7NIbbR8wzTbLXcI4RUIlpqHN44q3wwFpmzivKAJL5vENHk2dgNWPnW2r3lr9QNFhpHUgOG1VAf7ab38lFJeq2XyvRpZboLCeJIqp/ZxIQVSH7yZUaUiYz9Mds/F1oBAd3h01S9N9t3qQTobyRC4XGeU6egg37mcB4FA0BZGycQleSidrNzyZfRGk6ERH10bV03U3/FzCSIKwuVbqMi1mTQWimUqVYOI/aF5f3g8CBtsVIjc4tivAO1liv2aDF+QUyic8NqCEIKwQt0F4WUvccKlyZkyq70gkXgf+fbjJ/jvyPSNFkKANMPja0iraWKL+mZbkyFgobj1qjX03IFRGpks1j8QYL0gu2b7nDfMmb0eWw6+8dBR9vJGBwGjajP+iM847P0dm4KNQ50Tc586uc3FHdFfAaEm2LEYhvfUgBuGAXFOU4lY0+sD1TpavnExQAivQLCEALsAFNQw3U2hh6YyHe11rsQXBNGOMWmFZaFJLdbZuG3h1zjOi/1jsQRn6aLBjBJpNfhWq5DTu5oH3OD5LR59kZVZVoO56MJttKEtEFCUocSy6uw4lL7kKh5c82dGyU52UGASH0DSz7pdvLFrZRuqtlgaBII5YZTM0yN5JkggrSCTIKMzxebiCZArWBdcxyi68PmqAgd4dJFSUK1WqFwNKVeosPoLAlooeewrBcamVewXNgufMMgeMnrhVcVAHLZXj9byVNoAyCbIJMgt1F0AWbawKHDMWUi6CEN5gkEy8QZm0h+UYq1sEgBn39Lsyt9WvyvOzVtu3US7joyzPQP3maxc7AsxYVEriPHyPvTcaXpi73Bba4X6MKE+h+O4sCZk5+K8YpXwIrOq20J0owjqfl61DjwO3mQ/COu+ZJxjJrst5RvLHRcHrRcIlgk4L7d7FVG1yKkFiAuD6opq3qZJhwUAv0RCNI+ZhrKFwvfIg28WOb7czKaqfaHggvByXTDeXEBGSznyqyUKORXdJ4IdA1/nAq00W4kUxXpWU/et91B2+01MWL3JMyribMEkWoXPQw22k2n+ACEQCOYGlEwQI7ST4bK+qgoOmMCFrRYGH5FiPlW0iosfe6iNyLE9M1ag8ZkaE15kyyorRMhkEds9OawKF6KX6wGOnzWWCf3exi1tlsVEGtvC3mFBwBeUXZBdjhvjATqHVvSkaXV/hr28WDervzPlJpJplFRTRwxiHwWIohlYM4DSi6izdMJhQo5twbOcjLu8Rt5mqEg11gr19QfPnuJz0WqtAEDMsV5jh2CRQEebGYKrrBNzv15KFVbEF4UZINVYV6kClbkRrXbP67fWh/AuFojCKxAsIUDlNI1oUDbdbE/zJX2u1l2Yesq2BX7OuQ7Ahaqa2Au1B9YQbfTN+0yGMUCGwTcurWDPraVa1JCmwBXFLcUZZ9tjtcLrDVMdFOtfS90rN1Csby3NPH8/+UeeW/jSTZObbbE1Y64YNYFAMLuBDB5WeFFB3FgR1b5abv42HC36XNti0oVHgYTicUhpQH6tsg2oJ9T0X2BZ4G1oS4CJ3gJhRFwZ1mKiwEAouzvi/OM8PlVm5RYJC1BOsT7EmcGmYNrPQBR7OpJ1fy4qgbEtHAdIJtTmcqASHozizEN72gvczu8a9fJO5Yu8JuOdjZ4HKK28Tcui4YkSrx8EuBVYI25HmUfdy6zVZayjtaY42q6mnq8+DNis7CqFHco6EARE73jdFtq8tmtWFvDFAiG8AsESQ2bHa5jwoihCRYJlKazA94Zq39ZH685OkNq6RKDf6HAb1NFzRb3ZrJkog3Rbga9qf3V+Lich8G8tbqcgsvm3W2Mq5ayITK+QxZFsxQNPUvbyW/nL6eqnM8d0AoSpV55vu0imCDxOeMhe8TqpFRYIFoBoA9l//4cn2ZMKb+/4dJn9syCs7T6/wnsLIsmxXWFIiVj08j0GX3W9sCa+UF9B2HxdaBHVP1ks5WEwxCQifitB6WSMv9hqoLN9QTjRbJZJxZkQQ3lFpi3Id3c2RpMzDj92plij0unpRuObTkno7VRFEiCxqlxDqdkgxfD/tlPAn90/yqqt8f0aN4Q5J3gPhC0Bqi78uSC20UHAKPABAecmwDkNGq1oIPBqCLABs33sD0q38Qzj8dg+lHaQe1aNvYDrjC+GvN25IIRXIFhiAEnDZX0onCC9HtrRkh7Z3JBWpaCUp7BSUA9mslsPC9ITD9E32vMYeotOfOht8eVHqL68F6Q3YHjEUv7bWIJs5OUWphUxZYWXzXPNRJRJeesvgcalPSfbxffn9z9Bsd417L8tH991bmvnGDaHUpuuouzlrz33YxcILmKggSxXrLFSOp2vMpHE2wqGxwCQrOiwl2urAgcmd0gO8IjiWsXlQTRdTQ5SynW5yNplfzBsVo3G8PpndaMmc8FCIxkBuHbbCrp2+yr60vcOMPlTEV/VevOZUqMRO6YIM7bBVgYdIQZSH3dtVlfHZyAgKIXU/In97D4yTl/43sEmKwD+XLMiU1ek2Wer1wqFGeosl2jkK0xeYe+AteLkcK6uPEeB58AjjXXiOJiQE5RxWxdsqCY6Uzph6+fgHEa3Zc6NOf/uRRQ/Nhcu7qMXCJYgoKSiYtjt7KPuW96uShS8CvtRkdM7/s2/o9wL32+onfxOzKFiupWsDcnlBIVWH280CCd6s5rShmrBMWBhoIsfzGiyeRNX+7OTWYqv2EBealKVXCBlIdtJYWmawnJRl0jA/zufj1i96WNQr3TkOaqNnuABuKBc0BXD0ctz86jHtkv+wFZa8faPiLorEJxnLi+Gv0DgQOTgO623prVcZvdDZPgi5lAXICDFwAJBU3+HTxYDVogXtKH26uE3Jo2WGs6Kgt9idOGFSYFASgIGsG65Yg2tH+igdCpGY1MltjVEm8/weJQ34K0JainWjdY4rA9rRuYt5/9W8R4JgumoBriUy0oxSD2G6r735HHe761Xr6nbG44OKqUY60bZBq8Q+4kMvsGfPF0I6bKNvXTj5avo3gcO1wcBo0SVyb8eolvbn2WLA7e+6aa5UqVGh09N8/nGfdgFKoZbYYbv5rJjXIwQwisQLCGiW9j7qFJ1UbQAC4Ht1DNvYXXA9+lLr6H8nh8yGbVjymOr8nNhX9AxZIb8AlBcjZe3iQy3El3j94WH11PDctguSKfOBgYJNWSXSTDa0LLdfFuso1fvN6Du17yDYn3raOzbf0e1kePzxIMZ8hpSgFg0DQ/b6xlgoqxPjlKJ+eE4jnbrd6i27XXkb7uNbMnfFQjOL5fXtpgcQq00ZLdRE6yIGQonVPtXwFW3JnmAL9Fzza3yAKMkAQQaz6sPqQVKzQR4OE5vi6FJJLYHkodWNnhjo2kDILjw8ULRNGUQZtvmc7hf9wCrGDMAZBJpBnjAlnVdmryrYa/JXJWKJRyzUkyhIv/gmZO0bX03bV7bTcPjRbZYQPFW9ofGgB2g9q+sXZvXddHt16zliDOUWWBgL1pxzAkKqRjV4g5bRZra25gQq/dY3NTfrYaVq16BrRw4b/UUCz/ggg+8Vhdb/NhcEMIrECwBgLBOPfRlKhx8kpMPoJpykYNXq2fewtcLq0Pq0uu56tfPTfCgGL/hc3QX5BFDEPWGtb8WSQuNuLA2mTcsqziaLOvpYQ6U1+Y7HoCLUEydyOBmupnwGthOnELLY7KaXHMpdd/4Fpp45KsU5CfUEJ1JizCK9BwDdWEpTzX/JLndA5zegNIMZZdIkOXCHqG9btpqgfviay6l0rbbGscgEAjOCVAIcTm+MjjdHLmlB6pMhm2UXCInFzCWfwQQBPoSOxRV+FJNokJU8cWglxnWgrIMJRZEEoRZ2SZCTiC4+6aN9TIIbKdJ4dTkj/OAlatCvU+1uQAEv655A1Nk3OVaY/iPlZe3QbyxZviXny6McL1xqerTiu4UWxDweNQps7IM64RWtvF3JDhs39A7axAQ5NeLJCjcuGOA64yf2DPUlhB3ZmJUrakMYijErLhH9gtibiLXoExfbPFjc0EIr0CwBMDK7sEn2RMbQ51uVD3QmbdQfuHrxTBXZttNNPPcdymslIgQPcbEMTJJob+3klmVogCyqRVbzuZl8tlCNqGs6FY2zt61bXISaSa9fn6aqFaq+3gxSIcECVZ3I+ot0h2gAsN+waoz2s7CgIfRmqLRzhqTFnL8GUg+/MEchcbyUZlCirPay4Rcq9hoZeu64c00bQi/QCA4Z4Cobd/QQy8eHtPKqyKV/JaCB+g/TemCUSThOY16e6HSGsLs+z6TUXSGof52KmfUXqXMVqt+pD4X9ix8ZrUom4zTB35sB21b31PfLkohAl0LDEsD1Fmsg1MTNGEFmcVQG743bWq8Dk2isQNfE1oUNkBlxffRXFuQWDOLiyY32CCm8jYTcByvIsnKOwyim0rH+LlQgbPpWNMgIIgo1g1Sj7WYBAWQd1QutyfEq+jUaIGe3DPEcW6wNmDbiHjDfnGMOAc7N/XRLZrsOhe5ugsI4RUIloKV4YBSdlvJLsDtR10rqDZ8jGae+x7FeldTz+vfR9XRE1Q+fUCVU9QvqZn2NIvsVIZiA1somB7mxjRVOGGxegwCGlZxeU/DjZOTTJOV6mQLgx2Pk9u1qqGg9K6m6uBhCsp5VoOh7ILwNh0HhkPKeUqsu4y9xnXFuloiJ5khP7+Q4ghz0CCuAa+ZfbzcFqcJOlcfeyoGDaQ820MdV92hhtT27nupL4dAcFHjpisG6FuPH2fbgFEUVTSZIZRU98Xals0EDoNgZyaKrHQCIF9mYAzKLsguPhjPFCrMlkFy0bYGzy0ew1FbXDqh3spwf9n26Kndw7RlTVedzJkYsZU9ab6kjzIKVm71gBq2gcEvnkFgAt1Mwo2FKl+o0shkqe5LNjBxY+zVheJaCygZj1EYemwdwNr6upI8jAayXffexh0mpvAMt/posfZ2yQkLIcQbIoQYa0LCA5IkjE8Y2xWi24AQXoFgkQMDavDsso1BE0zupwcp9X0mkX6lyANgsDeMfP3/UHzlRsrsvIOcTDeVjj7PyQ3Ku2CzkgvF08n2cVWvne4mN5Ygb3qU1V4efuvoZfXXRptaYVKRSlyamxljldZOrp5NutMdFMAn7NU4i9fp6Kmruxz7MzXCVgvkCBf3P1FXrOP96ymoFBTJNrm9C4EZhcZzeEIEkWO6LlnLTLBOdL/23Ux2ZUhNIHjpuGSgky7f1EvPHxxlxRGE0pBA0ENcQgcZhOqZSqkCBxAyUExFgpHeYDWpn13ZOA+awUYAUgpbA8guwOkCER9rxfeZtOILl/yhgoIY1j3Gjs2qLIgnmsWg4oL8IjZMKb76kn9Lmxq2B+A+eHlbY8NM3jCAt1EX1ep2yF5iHCPOAxrp1q1S79OIS3s5anzPlxALZkMIr0CwyAEFlAfU4NmFKpGbVGUTKHaAmmmGz5jMOnwbkgyKh59hwmpneyjAABnyZ7M9ZMXTROUceWMnlaUAz9PDbYn1l1PPre8mO56kwv4nqHjo6bpnmNMYUP4QeEzAyauQ0zNAQX6K1xNUK4pwQsktTFN16Cg5nf1MYEHKDdlNb7uRRu/7v02KNcgorwO2Ct3YdlaYjCKACa5NVjzOJBfkF2vg7SLvU8iuQPCyAGQKl8kHRwtUqSGPN8MqbL5Y4xY2/EiC/JkCB1P0gJ/vmBtSb4dLvd0ddfUTJFcNYSmrwTvv3EJP7xuhR144w5fnsR22PIQqgxffo0wCmbKI9oLCaS7Zg+whHxgVvibyy1gWkNIwNK6GuxD51ZFO1NvUQEqR9gDS65WxHxUCHH2LiQI3FaHgYuCObRl4H7XYRtF2CO0VrPGdixALZkMIr0CwyAHFFYQNRDaYGCKvAPuBzpY0MWN8fRDlC5hUqPEAGtRT36uxeutkOsmfmaAgN0FkTylyCBKIYggQ2eIME00nkaTkuu3sGQbZjXqGfdgVHCQxIMIsYBtEgMILqLpQZUEuQcrhpUUBRTHH64ClILF2O2W230SZy25pq1hb8aQanCsXuL2NB+jqMWmt8Whm6qQlUcKr1gfVnFSWnGSWamMn2Q6C/QrpFQheHqBs4fRogVMGoMyC4GEgq1By2eoApJMOkzG0n6EFDdaFjpRDnWm3rn5GAYIIn2p/V5redttm2nN0gmYK6mqNidjKpuJMoqHc4q0D+4V6DIXTXL5H8xmU1tbILxBgblibUqQcSi/WakgptgUi7XnwFIdUqTWXPEQBawZ0bU585GIJvCUi3xcqc4yJe9RzC2VXfLQXHkJ4BYJFDtTfut2rqHT0Ba7qxcAYCCIPpHE6u6MJoM8qLgbIOB4skeYmNdTyxlddQhWvRgGT5UBl4Wqyq9IN4mS7MapNDFF+zyNUPPjULM8wq6U8SBLw41Fu4UNhtjGEpuJx2GzBiQ0q6QHqtFWJNxITWhRrA768mOnmumQmuy0+5WbM1aaG3zo+1RDZhtrl3gEm1SjmAMmGzUMgELx0tEsZgMrZ351ihZUHvzDs5SMqy2EVF189GWV/aodoOQIuz6cTLnVqpTSaQxt9uiHJeHw7Mt6qtsIq0duRoGQyRgn9XENKN63tooefH6RVfRkeOqvivWiec8DL0ENweLvryCSY7DqWWsOOTX1iMVhkEMIrECxycLbu1uupdORZNZAFIgvrAKu7JtGg0UhGoUdhPMUDI6G2B4Bkqhogpc6yPUHbGaxkitMU7EwXeWOnKL/rwUb0WbS5p0mFhZKr0h6gyOqdq7QFJqz4rRjjteE2eItROoFUhfTWG/mYmBibZ2oSb8fTSkluSpw3Zt2zwI0x8YbVAyo4r9eJsQWDj18gELxsmM9DCpjbkA375fsP0v7jk3NuCz//0XIEPNd4cTuzc2dmt2sQmy/y6/JNfay2oiIZrXHRNR84MUU/fPY0WzBgTUDEmMoIbv/x2tzmaTIedx1WlGGzODI4Te+4Y4sQ3UUGIbwCwRJAvH8dV/RiIIyH1ebJqGX4VQoteNgwAa2UVqpVm8hprGcVR3oxMdSEkhXR6REmznYy07TJugpbLqghOFMrbFRZ3q/600K1MFRgVAvj8mHnCgrKObYXuD2rWbGunN5PAbZXUB5gEFUm4VgxRr39aDSZHrib55hNPBKT8mqZ/PwU2ZlOsh0Q4dR5nnmBQHA+HtLobcbzO5kvUk+2mXa0G+pq58U9G0k+14Gu1jXPLtWwqeLkyAtrFHgOhSW8H85NYHOlKp0ZL7DtImqzECweCOEVCJYAQBztdBeRE6egOK1yZ+cDhtQ4uAtxPg7bIDiT1iSvg75ioK2FCEIRDbyaIsoRBZbXoBVco+w27kA8WON7JuYgp4GnCyCUomyi03Iv3E+pjVdQdewUVYcOq/1gbdpTrBZe4+/dzn7VdY+WtVnVx9GFq/Xy4BtIPTzPfI5Cim+8gm0hAoHgwsDYDH7w1BEamapRLSzPO9Q1nxf3XJIPzmWgq1GqMUmx/hHyukbIiRfIRvZEgBmGNAVTK8mfWFUnvthtIu5ymxxUYVghurNEKUvZMgSLC0J4BYIlABBTG8kDppABCuh8BLDupeXievJyk0yao/YApD3gF4eNkgaovFBIETkWT3LEGHyvKLUwv2g4HaKokg9C3Mbba7NnkG2rxoMcSnK1OfIsnA7r0WkeWuAqRQrKRbUm4ynmWDKUXqh1It4M3lufdLkFL0R7fDl+zBRq8NReo/KYzLF0czKEDKwJBBcOxmYQViZp74kCFT37rENd83lxX4nkA+x76/ou2lV4lMKuYSIX70VxohCDugHZHZNkpwpkJQvkDW5my1gyoQolACQ8IPYMCjHycKM2C8HigLwiAsESABRKp2sll0nUe9nPBpBBtAJptVfd1hj44tzd3LhSevGV7uL4sOT6HZS+9Dqafvw+tje4XSt5d7AdMNmEgosq3yboHlG1k8hf8Xef/DzSIWzdgGYxGfdLObVGN6ba3WrlZhKPbXg1qg4d4aIJWCyQD1wbH1R7hHUBdgpWotWx4vkcaRZ4PLiX2nQlJzQIBIILCxDKqzd30BWXZKmzf8NZc2PPVr/7SiQfpAZGyRkeoQAzDqWssnrpUJgwiJGVKJHTM0JhOUM0tYZTGZrWbFscpQbfcavNQnDhIYRXIFgCgEKZHNhMpUNPaVIYJb1nbyezEymVk4sIsTrAhn1uVPNrFfJLeY7zSl96PRc1IN0AWbzV4aOsEvMwGXYFsssFD7ZWcNuV0+M3hFFeI8vEcBo8tVhPwVZKMcBDeNoWge2abYbm9oAC7Dfbo56LIoyIfaIeY6Yj2kB246s2Ue+P/KyouwLBIgJI4UJtBq9muYIf+HSieIhiCZ+q+TTXF6NZzYCvdFVTRKk82d0jFE4PcEKDAYQIxJXhtm0bemVgbRFCCK9AsESQWLetkWLANcALROArsjhXg5lWYTFdFuWtbveAHjyrqSG1qJWA+0NTZAU1rbDOMcdsBs04HcJnr2/oxslDYxssEVxMH4n/YXKqf4kYMmz8wr5HfmG6EV+GIbxYnNfIqRFcVmHxIB4SJ7pu/DGy60N6AoFgqeLVKFc4PTNEo4Ux6kxmKFd2WOVFaxyAOYJKhZN3KfRiZCeL5CdRYuGqhjlNdvHWBavFTTvh8xUsNgjhFQiWCBxc0u/q1/aC6flTGqJoGSprCxBTTUqRwVsbP11vWUNbmu1VyJseU6QX23Ncsh3EniWUmaFtM5pWaZn0Nm5reInbVRhpxbh1bWzPUENzSJdwM90cPcbDe5okQ+WFsguym9UlFwKBQLAQlLwyeaFPPZk0uQHR5AyyeJWFgtVdEFuUS4QO2U5IyaxF3nS0ItnldIedm3q5flmw+CCEVyBYYgUU3LSGLF4ovS8FbBtQf1pIa0BDW+BT5cxBqgwf47tN8QSyFjjqC41ssBj4vkpFgILquGpQjdHG2lD/0/h8seEkETy7raoziC3zXW2X4GR3lyhUQ3ogy0Hgc6kEBu0QPcbJESjk0DYGKLvSrCYQCM4FKTdJruVQLfRoTX8XJeMuTeXKVK769WY2vC9ZbkgJN0Zr+7spzKiKZBDemUKFEjGXbrlijdgZFimE8AoES6mA4tLrqXz6ABG3rL1EmOE33WPPJRVoaivM8BBbbGBzo2VNZ/D62G8ANTdUiiq3pcHigJYzreY6rs7QhSpr7Alog8NtFj+Hh9RAlI3vNgrejlGALSayShmu8Fp9DNuBbMMLnIGSEnIaAwbU4NkVG4NAIDhXrO0coJXZfjowdpR6kl3U25XkDOBSBVXDqA22uCZ5vJIjr9hBhVyS4m74iqVGCF5+COEVCJYIQA7RVMaeWRNP9tK3qgmrrbJ6fY9CKyQrkZkV9u509JBbLatiCvbjeo2sXs1ZmQDD90sVsmMZLpLg9AVEhVXhE7bJcrTyituQ1eu12i30sBqIOLaHtjQdgRbrX0vxvnXkoT448LhUAjm7iB4TVVcgEJwvHNuhG9ZeRYO5YRopjNPKTB+/B5p4MQylxbwy9bqd1ElbqVp0X/HUCMHLCyG8AsESQWHvo+yrtWMxCs7SOnZO0AoqrAJcFezEyU6m62/y3OwW+EwmYSXA3/2ZMVUqgdsdl9MSmCwHAVloV+PSiD7eRnVyqF6EgbQHM5SmghhMnm6LygsCznYJKMgh2y2QD9x9yzs5QQIZwWiPQz4xrB5CdAUCwUvFLeuuozO5EXry9PN0avoMZRJpitku1QKPCpUiZRNpunXj1fT2bXfT4FjpFU2NELz8EMIrECwBgFiilhdDZHamm2hmfCFpZAuApewFPNimPLlOpouVW5RDNFX+Qp2NxVVeb6qDiyPwXCa+Jj4s9Cn0LbISKQrZxuBpuwQsDyp+zKi1UIkt1yXbzZBvUiTqxRq6dQ2+Yjzedii16SomuyC3KKMQCASCl1vlfdeON9GajlX01OkXaDg/Sl7gUcxyaHv/ZlaAb153LT/uktX4MC5YShDCKxAsAUDRxGV8O5lt5M0CL1Xp5XY1nwgpCyCVm6+GI5YqR59TBReRyl+2J5QLqrLXssgG6fUqFCLflxVZl0K8pWC4zPcoyI+T09FH8f715BWnyUfKQ+BRCGuDbbNii1ILO9tN9uQQ1XKTRDVEmCmlhD27yO2NJyl9yVW04u0fESVXIBC8ogCZfe2GG5jYIqoM6Q0YaIPHF/cJli6E8AoESwC4fM/2ATMkxjYAXexwNtJrsm2hnrYriMDwWUKTynd8hCa+909U4iKHgJVaKLvmsaGvG9H0djHI5vR3KiuE7TA5RaKDNz7IpRJQdz0kO9QqZGe7KDApDxhCg9pbq/BjnO4B8itllANr5Vo9Bscb61tH6W03CdkVCASvGkBuN3SvvdDLELyMEMIrECwBwKsKwgerAZrG4JsNQxQ36MazpmrfObeiiaROUwBhTXdQfOUllL3idWwXAPzitNq+HTJRRXoD9qPazPTz8X+0nWV71XqiA264O5Ykf+wU+ZPDinC7MVZ0nUSGfCjEenu13DgFOtuX+ywQjwb1OJZk+wR7i/MTNP3EfeRNDVH3rfcI8RUIBALBOUMIr0CwhDJ4K6f3swUAubn1AoezJTZwFXGkhtiyyenso/Smq6jz+jexH9aQyOrIcapNDrNyC6BuGF5dpQ6rYTL+4qSIgOuHLb9Kbs9qJr0IZq8NH1V5vUZ1xnNrAQVYrxMjh1VgFTMGhRfVxrHeNeTnJ3kgz+1a1USgw7CXkyHgYY71raXs5be+QmdZIBAIBMsVQngFgiUAEFJEbyGWzJsaUTfOK+hqwshEVsd86dvsbC/13vn++gBY02Dc/sepNnlG5eiCdPIgmlKRYVfgSDFUFZvCiDAkLz9FVixJTrZHkV20wLUroMBNfo38Skix3tXkJNLk5SdVa1siRX5+YhbZ5SOxLPb61sZOMumV+DGBQCAQnCskR0MgWCLI7HgNk17YGpDWoCp4W2p4I7AynawKc4uarSeKHZfjwlpJJcju1ENfpvzuh5XqClWYB9p0lTC8v0hMQPRY1AcMTzFiygrTKtUB62IVObp9HTvGSQ4+kVeh2sRpTmbgITyQ5plx/nvruupbgM0hmWVFGQN8AoFAIBCcC0ThFQiWCKBqdr3mnVQ88hwFxWnVXobUA7YsaDXXJCsgKqxcJI+b0dT9GACDR9bPjdPUY19jtRjb8ybOUGHf45Tb8zB7fEEsOXIMyQzGGgzPLSwJPoomGrm5KpbM4eSGAKkKeiBNDdLpdbUbqPNqVJs4Qw78v8mMSmPggbx5jh8FFIHHA3wCgUAgEJwLhPAKBEsIIKcgla62BHByg05RMFm5IJ/cyIayByQnxBI8BIZ8XdgOgNrUMM08fz+TZ2wPjw+qFbLTHUw8gxoG5KqawEbARLeh8IaVEg+XcbQZKoEBZO7OSoOIeIjN92HAinAMsWTcpqZb2+ZAiJxg2B+gWAsEAoFAcA4QwisQLMF4MtuNz0n8ECVWmx5lNdbp6iMnlmJbA6LHECkG/y1sCxgSg1IMiwMTVlgYygVOZbAdlwImoO2MwpYiuZ4qisDQGdlu47HBXMkRkb/XnQuIHkuQ29VPldMHKMz2tLU1wEYRlPOUWHcZD/AJBAKBQHAuEMIrECzReDLk3UZrf3moDOkHlZLKyoW7IT9DgaWyb0MKyCLdqsY2BzSkhUROnMku1FMmvdg2D6rN4Q+G9cCFapygoFRQRBbPZd8vtosSihgrsnXVt5U4a0+vlUjz8xIDm9nigDQGDKg1pzSEPKiHogt4mGVgTSAQCATnCiG8AsGSiydbSaWjL6qEA5BT49GNxcnJ9pKXn1A1vUwWtdUggBoLiqza1eqWA1QIT49E7Av69qakMyvyBxTZuNoEq8JsrqWOq+6k2thpqgwd5tsbmb3zAI1slSKnQsCGkd56PRUPPs1pDDzABpuDX2Nl15BdJDQIBAKBQHCuEMIrECw1+AEFUHBNNBgAMgu7AvJvo+CsXooMkkFZDSNtbQErwmcvrdCxYlCAOcVBx5UBNlF17DTF+9aQNzNGHuwUINjzgfdtSG+JCnsfpczlr6Wum99OxUNPcxoDBtSgOsPGYMiuqLsCgUAgOB8I4RUIlhBADKuTZ/iSv4oH0+R1oYS16fs57AbtngsYXy6rxZq0ckqDRdUzh6ly5hBZIOGc5HC2TYYqVQLqtM4KLh58irpf805a+fZf4+gx+JVh4YCqLURXIBAIBC8FQngFgiUCLoY48CT5uQluKmPfLBt1dQva2bcw/91Rq0M7MOkEuUbyQ4xCSLu1Mlmuq9Rer9qISFsIjBXDtslOd5I/M1YvlkD7m0AgEAgELxekeEIgWCKA6ulNDashtTDgdjIuldCxZOeF6HNBeOfallFjQXMTSfbtWlrJZZKLHN1Yct4ijLn2z+QdxyPFEgKBQCB4hSCEVyBYIsAl/qBSjNgALLLqntzzRLQUImwhvkhv4Lgxk6qgHsB5ubWycjWgahjQg2x1zJXwMGv/IR8Dp0xwsYQvxRICgUAgeNkhhFcgWCLg3F0ooojzgneW0VwEsWC0I6RcIaxrhHmHtiqucBNEjm5B41k3m9VYt6OP18Nk1dQct/ZLnBUcrkYUS6hiCWQAS7GEQCAQCF5mCOEVCJZSJFlXP5PSAJFgjHO0EPBToN4m5ntA3ZPLA2psnUjyl9PRx/7a+KpLyEllFTk2Nggm4ee6HksN4FXKHD/m9gxIsYRAIBAIXnYI4RUIlgigfmaveB0XPiAJgcshOCXhHDcEO4TO1G3ZA3tz1f2OIrOIH/NqFOvopfiKDWTBPwzyi6IKVnbtZltEXTle4KK47MLmODMplhAIBALBK4VlQ3hfeOEF+sVf/EW64YYb6Morr6R3vvOddO+9917oZQkELyuyl99KqUuuYlKK0gZk4p4TQGQdVxFVEzPmwquL77WtgYfQIiUUFlF62w3Uef2bmJRyUQV8tyC+sbjK0kWeb63KpRR2IrOwtXDKhPIEW7GEFEsIBAKB4BXDsoglO3z4MH3gAx+grq4u+oVf+AXKZDL0b//2b/Sxj32MJicn6ed+7ucu9BIFgpcFUD9XvOMjRF/7Cyoee4GrhResptoO2wXseJKCWpVqoyfJiqcp1r2S/MIUD8RxQxrbFHTVsO2Sw8rrzRRfuYG8qSGODqu3ocF7Wy4QYZjOjVMs20NuzyqqnDlKQXEqunKt/urcYKi4nPzgkdPRQz23vYeyl79W1F2BQCAQvCJYFoT3T/7kT8i2bfriF79Iq1at4tve//730/ve9z76i7/4C3rve9/LJFggWA6w3TitfNdHKb/nEZp5+ltc+FAnkmborMlmoIfPnBg5yQzHh3kzE6zqOplOcjt6mXSCPKta4BqTXXwFSGSAgutVmIx233oPxfrWMulFhBhi0eDlZaUZ6nEsTkGpQE5Ht2pkQyMciK4T40QHO5YkJ9PFRNnLjZPtJqj7tvdQxxW3X8hTKhAIBIJljiVPeH3fpyeffJJuv/32OtkFQIDf/OY307PPPkt79+5lq4NAsFwA8gmSmLnsZhr+4p9SdfgouT2ryUokmbj6UGsL0+SjNlinL+A5fPv0KBNOEFX8ydvDf23SEYJKiYmvSU5gH/Hlt7L1wLShwcaAauFoJbDtxCi19XpWcKEkB+UC2SDbiTRXIvu5ca0c38jKrkAgEAgErySWPOEFsf3617+uY5GaMTExwX86JitUIFiGam/HVXfS1GPTFJRz5CZSZCfS5CTSFHb0kZefIG9yWBU74D4nRu66yyh96fVUPPgkVU4foDDb2/bnBz5dJCck1l02KzkBxDfahpYY2MzEtbUSGCjse6yuCHNphuPyNo1nV2wMAoFAIHilYYX4rbYMUSwW6e6776ZCoUCPPfYYJRLzxTDNryA/99xz/Hdsox0xWCgqFTVgdL5rEVx4LMrXMPDJPfAgOWf2EaG0IZ6k0HbJQqQYPL6xJPm96ylYdyWFsRSFHf1scXBOvUjuwYdYcQ3T3c3ZvBhKgwfXccnbehv56658yWu0cmNkeRUK3UR9Da82FuXrJ1gw5PVb2pDXb2mjsoheP1BXs55rrrlmQcLmkld45zoRv/u7v0ujo6P0oQ99aFG8OALBKwbbIW/b6yjM9pM9tI+swiTHh4H0hn3rKRi4jPw1l88imLjNyo8xUbZyo7OJcjxF/mr93JdhjWHXqvOpyBAIBAKB4CXDXY5k9xOf+AR94xvfoJtuuol+5Vd+5WXb9o4dO16SPWL37t38586dO1+2NQleXSzq1/DKq9gy0GormM8yEO7cOdtyYKfIXbd1WVoOFvXrJzgr5PVb2pDXb2lj9yJ6/aJX3y9Kwlur1ejjH/84/eu//itdddVV9KlPfYpiMV2JKhBcBGj11i7k8a1DaAshygKBQCAQLCUsG8JbKpXo137t1+iHP/whK7sgu9ls9kIvSyBYlkRZIBAIBIKlBHu5KLsf/vCHmey+/vWvp7/9278VsisQCAQCgUAgWD4KL8olHnroIbrrrrv472JjEAgEAoFAIBAsG8I7MjJCn/nMZ8h1Xbrtttu4UrgVr3nNa2jlypUXZH0CgUAgEAgEgguLJU94n3nmGbY0AH/wB3/Q9jF/8zd/I4RXIBAIBAKB4CLFkie8b3rTm2j//v0XehkCgUAgEAgEgkWKZTG0JhAIBAKBQCAQzAUhvAKBQCAQCASCZQ0hvAKBQCAQCASCZQ0hvAKBQCAQCASCZQ0hvAKBQCAQCASCZQ0hvAKBQCAQCASCZQ0hvAKBQCAQCASCZY0ln8P7SiMMw/rffd9/Wbb1UrcjuHCQ13BpQ16/pQ15/ZY25PVb2ggX0esXXUOUp80HK1zoIy9SVKtVevHFFy/0MgQCgUAgEAgELbjyyispHo/T2SCWBoFAIBAIBALBsoYovGdBEATkeR7/3bZtsizrQi9JIBAIBAKB4KJFGIbMzwDXdZmfnQ1CeAUCgUAgEAgEyxpiaRAIBAKBQCAQLGsI4RUIBAKBQCAQLGsI4RUIBAKBQCAQLGsI4RUIBAKBQCAQLGsI4RUIBAKBQCAQLGsI4RUIBAKBQCAQLGsI4RUIBAKBQCAQLGsI4RUIBAKBQCAQLGsI4RUIBAKBQCAQLGsI4RUIBAKBQCAQLGsI4RUIBAKBQCAQLGsI4RUIBAKBQCAQLGsI4RUIBAKBQCAQLGsI4b0A+IVf+AX66Ec/2va+wcFBvu+WW26h66+/nj70oQ/RyZMnX/U1CuZHuVymHTt20Pbt22d9/eEf/uGFXp6gBfJztfTxEz/xE21/3t7xjndc6KUJ5sBf//Vf06233jrne+j//J//k17/+tfT1VdfTT/+4z9Ojz766Ku+RsH5vX7/+3//77Y/j/iamZmhxQj3Qi/gYsOf/dmf0Q9/+EP6sR/7sVn3TU1N0U//9E9TPp+nn/mZn6F4PE6f/vSn6f3vfz/de++91Nvbe0HWLJiNQ4cOURAE9PM///N02WWXNd23ZcuWC7YuwWzIz9XywIEDB+jOO++c9d7Z3d19wdYkmBsPPPAA/cVf/AV1dXW1vf8//af/RPfffz+9733vo82bN9OXvvQlFoP+4R/+gW644YZXfb2Cc3v98PO4fv16+rVf+7VZ96VSKVqMEML7KqFUKtF//a//lb785S/P+Zi///u/p1OnTvEP/hVXXMG33X777fTOd76T/uZv/oY+9rGPvYorFsyHgwcP8p/vec97hOAucsjP1dLH6dOnqVAoMOEVRXdxIwxD+uxnP0t//Md/TLVare1joOR+97vfpd/5nd+hn/3Zn+Xb8PP49re/nf77f//v9JWvfOVVXrXgXF4/Q3ihzC+ln0exNLwKOH78OP3oj/4o/xD/x//4H+d83L/+67/SNddcU/+lDGzbto0vw+I+weIBfthjsRht3LjxQi9FcBbIz9Xy+HkD5MPl4gesCRB3br75Ztq5c2fbx9x33338/vne9763fls6nWYBYffu3XTs2LFXccWCc339cLUMNrGl9vMohPdVwNDQEPX19fGlmt/8zd9s+5jp6Wn2FEZ/KRvgH93IyAh/CRbPL2CQXdd12doABV+w+CA/V8vrisqll17Kf0LtFSxOgAj9wR/8Af3t3/4tZTKZto/ZtWsXbdq0iUluFIZg4X7B4n39Dh06xEqwIbz4/Yffg4sdQnhfBVx77bX01a9+lT8xzYXh4WH+c9WqVbPuW7lyJf955syZV3CVgnMlvI7j0C/90i/xZR0oiLi088gjj1zopQkikJ+r5YH9+/dTIpGgP//zP+ehw+uuu45tKf/4j/94oZcmaMH3v/99Vgkty5r353JgYGDOn0mQLsHiff0O6CsumEeCzQi///Bz+YlPfGJRiz/i4T1PjI6Ozns/3pw7Ozv57xiSORuMYtHO7J1MJvnPYrF4nqsVvJyvKVRDqIITExN8WRxvDlDx8YkYQxfwhc412Sp4dSE/V8tH4a1UKkyU4PHEL9UvfvGLnIiCocSPfOQjF3qJAo2F/r6b72dyMZOm5Y74Al4/Q3hffPFF+vCHP0zZbJaH3P7lX/6FDh8+zFezbXvx6alCeM8Tt91227z3v+ENb6C/+qu/WvD2cHkAmO9T1Xz3CV691xSvFawpW7dupbvuuqt+/xvf+EZ685vfzGZ/eNQEFx7yc7U8gA+Vvu9z2oYBBpx+8id/kqOT8OeKFSsu6BoFLx/kZ3Jx4/bbb6eOjg76xV/8xbot5U1vehP19PTQ3/3d39F3vvMdnltabBDCe574b//tv817/9q1a89pe+YfTbtPtsgrBPApSnDhX1PEILUbPsTlOJBe2Feg/krc1YWH/FwtDyBCrhVQkECEMen/1FNP8YdNwdL5uTQ/f1HIz+TSwB133MFfrUDEHAjvY489JoR3OeE//If/8LJuz5CpdpfVzVBNOx+iYHG9pobk4pKdEN4LD/m5Wt7AMDAgtpSlhTVr1sjP5DJE3yL/eVx8JouLFLg8sGHDBo5kaQVug8FfLtktDuByzd13382epVYcOXKEPVDyhr04ID9XSx8YYHrLW97CA2vtft4ABOALlg6QxoBJ/1aV1/ycXnnllRdoZYKFANnJKF1aaj+PQngXEeCBefrpp5t+OcMcjssDb33rWy/o2gQNoBUI2cr/9E//1HT7Cy+8wCQYl3IWYvwXvDqQn6uljdWrV/OgKIbU8KcB/o5SEaj4SG0QLK2fyWq1Sp/73Ofqt0EVRDnMVVddxR9SBYsX3d3dnEj07LPP1m9DLNlf/uVfcnpRuybZxQCxNCwifPCDH+SqU/yJL3jUPvOZz7BaiO8FiwPIHsTwDCKR8Cn3R37kR1iFQjsNFMPf/u3fvtBLFEQgP1dLf4Dp93//93kaHEUFGFADWfr85z9P4+PjnIqCPGzB0hp6wtf/+B//g2MBkcn7hS98gdNuMPQrWNz4rd/6LXr44Yd5aO0DH/gA2/e+9a1v0ZNPPkm/8Ru/waLQYoQVmjFmwauG7du38yegP/uzP5t1H0Ly/+iP/oirF6ES3nTTTUygFuslgosVmBhH9ArepFFbi7gymPjxwy52hsUH+blaHvmgSGTYs2cPE1zkmyOODDnYgsUJkCFc5gY5agXmHPA78N/+7d94qBS/Fz/60Y/Om1cvWDyv38GDB+mTn/wkPf744/wBFKUwEIJQEb1YIYRXIBAIBAKBQLCsIR5egUAgEAgEAsGyhhBegUAgEAgEAsGyhhBegUAgEAgEAsGyhhBegUAgEAgEAsGyhhBegUAgEAgEAsGyhhBegUAgEAgEAsGyhhBegUAgEAgEAsGyhhBegUAgEAgEAsGyhhBegUAgEAgEAsGyhhBegUAgEAgEAsGyhhBegUAgeBXxla98hbZv307/5//8n3kfh8fcddddTd/j69prr6VKpTLn8yYmJujyyy/nx3784x+f83G///u/z495y1vectZ1tH5ddtlldNVVV9Eb3/hG3s7Q0NC829i7dy/t3LmTvvvd7877OIFAIHil4L5iWxYIBALBy45isUgPPfQQveENb2h7/3e+8x3yfX/ebVSrVfr3f/93SqVSdOjQIXrmmWfouuuum/PxHR0d9DM/8zNNt5VKJXruuefoc5/7HH3ve9+jL33pSzQwMDDruaOjo/SRj3yEPM9b8DEKBALByw0hvAKBQLBE0NfXxwouSO1chPdb3/oWpdNpJsZz4f7776fp6Wn6tV/7NVaav/jFL85LeDs7O/mx7fB7v/d79PnPf56384d/+IdN9+3bt48+/OEP08mTJxd8jAKBQPBKQCwNAoFAsESwYsUKuvrqq5mwtlNMp6am6PHHH2+yQrTDvffeS7Zt0/vf/37avHkzffOb36R8Pn9ea/rgBz/Ifz7wwANNt//pn/4pvec972GF9/rrrz+vbQsEAsHLBSG8AoFAsIRw9913M7F98sknZ90HjyyI8I/+6I/O+XwoxD/84Q/ZU9vT00M/9mM/xmrwN77xjfNaz6pVq/hPrCmKv/u7v6Mrr7ySPcuvec1rzmvbAoFA8HJBCK9AIBAsMcILfPvb325rZwCRXb9+/ZzPB7Gt1WpMdAHzJ2wN54Pjx483EV+Dv/7rv6Z/+Zd/oS1btpzXdgUCgeDlhBBegUAgWEIAmUUKA9TcMAzrt8/MzNCjjz5Kb3rTm85qZ7Asq050QUixvRdffJH2799/TmsJgoD+8i//somIG9xxxx3ntC2BQCB4JSFDawKBQLDEAHL5yU9+kp5//nm65ppr+Lbvf//7rNyC8BYKhbbPO3z4MO3atYtuvPHGpkSFt771rbRnzx5WeX/3d3931vNApqMxaiDauO2RRx7hbV5yySX0K7/yK6/IsQoEAsHLAVF4BQKB4FUEhsUWCiixC7U1YPAMSu2GDRvm3N7XvvY1/rM1exeEF+u67777OLKsFblcjpVc8/VXf/VX7M2Nx+P0y7/8y/SFL3yBkxwEAoFgsUIUXoFAIHgVkc1m+c/5cmnL5XLTY1sBG8Kll17Ktobf/u3f5oSFhx9+mD70oQ/NuU2osiC0wCc+8Qn+agUGz+ADftvb3tZ0+9q1a1lBFggEgqUKIbwCgUDwKqK7u5v/HBsbm/Mxw8PD/CdSFOYCVF4orfDdHjx4kJXZ+fy7jz32GA0ODnIMGSwNrRgZGeG4M9gaWgmvQCAQLHUI4RUIBIJXEUhRiMVi9PTTT/PQVzuLA+4DkLk7FxA9BsKLEooDBw5w3S+8tGezM8CC8I53vGPW/WhOu/XWW+mJJ56gEydOzGuNEAgEgqUG8fAKBALBqwjU+UKdPXr0KP3f//t/2yqtn/rUp5gUv/3tb59zOyC4IKWwICBXdz51F2QWj8O+f+RHfmTOdSG5AdYH1AQLBALBcoIovAKBQPAq4+Mf/zinImAADArtTTfdxHXAp06dYlsBPLz/5b/8l7Nm2II4/+3f/i3/fT7Ci+E2lEtgOC2Tycz5uHe/+91safjqV79Kv/7rv06O47yEoxQIBILFA1F4BQKB4FXGypUrWUX96Ec/Sq7r8jDZZz7zGXruuee4FhiFDe973/vOuh3TqLZt2zbatGnTnI/7+te/zn/OpxgD1113HW8HKvMPfvCDcz4ugUAgWKywwmhyuUAgEAgEAoFAsMwgCq9AIBAIBAKBYFlDCK9AIBAIBAKBYFlDCK9AIBAIBAKBYFlDCK9AIBAIBAKBYFlDCK9AIBAIBAKBYFlDCK9AIBAIBAKBYFlDCK9AIBAIBAKBYFlDCK9AIBAIBAKBYFlDCK9AIBAIBAKBYFlDCK9AIBAIBAKBYFlDCK9AIBAIBAKBYFlDCK9AIBAIBAKBYFlDCK9AIBAIBAKBYFlDCK9AIBAIBAKBgJYz/n8nhujTNTbU+wAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X\n", "y_sub = y\n", "\n", "reducer = umap.UMAP(n_components=2, random_state=RND, min_dist=0.3, n_neighbors=10)\n", "X_umap = reducer.fit_transform(X_sub)\n", "\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_umap[mask,0], X_umap[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('UMAP 2D (subset)')\n", "plt.xlabel('UMAP1')\n", "plt.ylabel('UMAP2') \n", "plt.legend()\n", "plt.tight_layout() \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "id": "1b447fff-7bb1-4de8-8f7d-8d7a30006030", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lidakanari/GitHub/venvML/lib/python3.9/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X\n", "y_sub = y\n", "\n", "reducer = umap.UMAP(n_components=2, random_state=RND, min_dist=0.1, n_neighbors=100)\n", "X_umap = reducer.fit_transform(X_sub)\n", "\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_umap[mask,0], X_umap[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('UMAP 2D (subset)')\n", "plt.xlabel('UMAP1')\n", "plt.ylabel('UMAP2')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "id": "7efa83e3-bd7f-44c7-9249-24a39cd01d40", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lidakanari/GitHub/venvML/lib/python3.9/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X_B\n", "y_sub = y_B\n", "\n", "reducer = umap.UMAP(n_components=2, random_state=RND, min_dist=0.1, n_neighbors=30)\n", "X_umap = reducer.fit_transform(X_sub)\n", "\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_umap[mask,0], X_umap[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('UMAP 2D - Dataset B')\n", "plt.xlabel('UMAP1')\n", "plt.ylabel('UMAP2')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.savefig(os.path.join(FIG_DIR,'umap_dataset_B.png'))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 28, "id": "74c4f66a-5345-44a5-8077-bbf8bf76707c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lidakanari/GitHub/venvML/lib/python3.9/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X_B\n", "y_sub = y_B\n", "\n", "reducer = umap.UMAP(n_components=2, random_state=RND, min_dist=0.5, n_neighbors=30)\n", "X_umap = reducer.fit_transform(X_sub)\n", "\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_umap[mask,0], X_umap[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('UMAP 2D - Dataset B')\n", "plt.xlabel('UMAP1')\n", "plt.ylabel('UMAP2')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "id": "e4f42fb4-a112-4072-867b-ca238ba0aa5b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lidakanari/GitHub/venvML/lib/python3.9/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X_B\n", "y_sub = y_B\n", "\n", "reducer = umap.UMAP(n_components=2, random_state=RND, min_dist=0.1, n_neighbors=100)\n", "X_umap = reducer.fit_transform(X_sub)\n", "\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_umap[mask,0], X_umap[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('UMAP 2D - Dataset B')\n", "plt.xlabel('UMAP1')\n", "plt.ylabel('UMAP2')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "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": [ { "name": "stdout", "output_type": "stream", "text": [ "ISOMAP on subset of size 1000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/lidakanari/GitHub/venvML/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:384: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", " self._fit_transform(X)\n", "/Users/lidakanari/GitHub/venvML/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", " self._set_intXint(row, col, x.flat[0])\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X\n", "y_sub = y\n", "print('ISOMAP on subset of size', X_sub.shape[0])\n", "\n", "X_iso = Isomap(n_components=2, n_neighbors=5).fit_transform(X_sub)\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_iso[mask,0], X_iso[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('Isomap')\n", "plt.xlabel('Iso 1')\n", "plt.ylabel('Iso 2')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.savefig(os.path.join(FIG_DIR,'Iso_dataset_A.png'))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "id": "01d1ebd7-ec4a-487b-b606-ee12a8ffb087", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ISOMAP on subset of size 1000\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X_B\n", "y_sub = y_B\n", "print('ISOMAP on subset of size', X_sub.shape[0])\n", "\n", "X_iso = Isomap(n_components=2, n_neighbors=5).fit_transform(X_sub)\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_iso[mask,0], X_iso[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('Isomap')\n", "plt.xlabel('Iso 1')\n", "plt.ylabel('Iso 2')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.savefig(os.path.join(FIG_DIR,'Iso_dataset_B.png'))\n", "plt.show()" ] }, { "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": [ { "name": "stdout", "output_type": "stream", "text": [ "MDS on subset of size 1000\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X\n", "y_sub = y\n", "print('MDS on subset of size', X_sub.shape[0])\n", "\n", "X_mds = MDS(n_components=2, metric=True, random_state=RND).fit_transform(X_sub)\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_mds[mask,0], X_mds[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('MDS')\n", "plt.xlabel('MDS 1')\n", "plt.ylabel('MDS 2')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.savefig(os.path.join(FIG_DIR,'MDS_dataset_A.png'))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 33, "id": "bc57f40c-76ec-446d-87f1-9d24bf26d760", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MDS on subset of size 1000\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X\n", "y_sub = y\n", "print('MDS on subset of size', X_sub.shape[0])\n", "\n", "X_mds = MDS(n_components=2, metric=False, random_state=RND).fit_transform(X_sub)\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_mds[mask,0], X_mds[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('MDS')\n", "plt.xlabel('MDS 1')\n", "plt.ylabel('MDS 2')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 34, "id": "6c150e45-0abb-4e15-92c7-fe7045cc3f10", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MDS on subset of size 1000\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X_B\n", "y_sub = y_B\n", "print('MDS on subset of size', X_sub.shape[0])\n", "\n", "X_mds = MDS(n_components=2, metric=True, random_state=RND).fit_transform(X_sub)\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_mds[mask,0], X_mds[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('MDS')\n", "plt.xlabel('MDS 1')\n", "plt.ylabel('MDS 2')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.savefig(os.path.join(FIG_DIR,'MDS_dataset_B.png'))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 35, "id": "0f6e413b-cabc-4655-a8d1-59894cec830d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MDS on subset of size 1000\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_sub = X_B\n", "y_sub = y_B\n", "print('MDS on subset of size', X_sub.shape[0])\n", "\n", "X_mds = MDS(n_components=2, metric=False, random_state=RND).fit_transform(X_sub)\n", "plt.figure(figsize=(6,5))\n", "for cls in np.unique(y_sub):\n", " mask = y_sub==cls\n", " plt.scatter(X_mds[mask,0], X_mds[mask,1], label=f'Class {cls}', alpha=0.7)\n", "plt.title('MDS')\n", "plt.xlabel('MDS 1')\n", "plt.ylabel('MDS 2')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "33fbd6a0-17f0-45de-952d-b168d067651d", "metadata": {}, "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": 36, "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": 37, "id": "de88abda-9fc6-4adf-857d-0d19ce1cba69", "metadata": {}, "outputs": [], "source": [ "# create PCA projection of test set for visualization (use scaler inverse transform)\n", "X_test_orig = scaler.inverse_transform(X_test_s)\n", "X_test_pca = PCA(n_components=2, random_state=RND).fit_transform(np.vstack([X_train, X_test]))[-len(X_test):]" ] }, { "cell_type": "markdown", "id": "27835012", "metadata": {}, "source": [ "### Gaussian Naive Bayes (GaussianNB)\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/naive_bayes.html\n" ] }, { "cell_type": "code", "execution_count": 38, "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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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "GaussianNB failed: name 'res_lda' is not defined\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": {}, "source": [ "### Linear Discriminant Analysis (LDA)\n", " \n", "**sklearn:** https://scikit-learn.org/stable/modules/lda_qda.html" ] }, { "cell_type": "code", "execution_count": 39, "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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", 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", 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" ] }, "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": 40, "id": "8c4e945f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "QDA 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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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis as QDA\n", "clf = QDA()\n", "\n", "try:\n", " clf.fit(X_train_s, y_train)\n", " y_pred = clf.predict(X_test_s)\n", " res_qda = classification_scores(y_test, y_pred)\n", " print('QDA metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_qda.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, 'QDA predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_qda['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": 41, "id": "26a597ae", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Logistic Regression 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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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "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", " y_pred = clf.predict(X_test_s)\n", " res_log = classification_scores(y_test, y_pred)\n", " print('Logistic Regression metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_log.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, 'Logistic Regression predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_log['confusion_matrix'])\n", "\n", "except Exception as e:\n", " print('Logistic Regression failed:', e)" ] }, { "cell_type": "markdown", "id": "2c743848", "metadata": {}, "source": [ "### Support Vector Machine (SVM)\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/svm.html" ] }, { "cell_type": "code", "execution_count": 42, "id": "4e53aaef", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SVM (linear) 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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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SVM (RBF) 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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", 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8ud7lQ1C+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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.svm import SVC\n", "# Linear SVM\n", "try:\n", " clf.fit(X_train_s, y_train)\n", " y_pred = clf.predict(X_test_s)\n", " res_svm_lin = classification_scores(y_test, y_pred)\n", " print('SVM (linear) metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_svm_lin.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, 'SVM (linear) predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_svm_lin['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", " y_pred = clf.predict(X_test_s)\n", " res_svm_rbf = classification_scores(y_test, y_pred)\n", " print('SVM (RBF) metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_svm_rbf.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, 'SVM (RBF) predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_svm_rbf['confusion_matrix'])\n", "\n", "except Exception as e:\n", " print('SVM (RBF) failed:', e)" ] }, { "cell_type": "markdown", "id": "99ac0711", "metadata": {}, "source": [ "### k-Nearest Neighbors (k-NN)\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/neighbors.html" ] }, { "cell_type": "code", "execution_count": 43, "id": "966fd1a9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "k-NN 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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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "clf = KNeighborsClassifier(n_neighbors=5)\n", "\n", "try:\n", " clf.fit(X_train_s, y_train)\n", " y_pred = clf.predict(X_test_s)\n", " res_knn = classification_scores(y_test, y_pred)\n", " print('k-NN metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_knn.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, 'k-NN predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_knn['confusion_matrix'])\n", "\n", "except Exception as e:\n", " print('k-NN failed:', e)" ] }, { "cell_type": "markdown", "id": "533cf541", "metadata": {}, "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": 44, "id": "f80c78dd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Decision Tree metrics:\n", " accuracy: 0.9867\n", " balanced_accuracy: 0.9710\n", " precision_macro: 0.9945\n", " recall_macro: 0.9710\n", " f1_macro: 0.9821\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Random Forest 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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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "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", " y_pred = clf.predict(X_test_s)\n", " res_tree = classification_scores(y_test, y_pred)\n", " print('Decision Tree metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_tree.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, 'Decision Tree predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_tree['confusion_matrix'])\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", " y_pred = clf.predict(X_test_s)\n", " res_rf = classification_scores(y_test, y_pred)\n", " print('Random Forest metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_rf.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, 'Random Forest predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_rf['confusion_matrix'])\n", "\n", "except Exception as e:\n", " print('Random Forest failed:', e)" ] }, { "cell_type": "code", "execution_count": 45, "id": "63745fbb-c89f-4163-8931-b87274d8da95", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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.savefig(os.path.join(FIG_DIR,'rf_feature_importances_A.png'))" ] }, { "cell_type": "markdown", "id": "b4463ba4", "metadata": {}, "source": [ "### Summary comparison across classifiers\n", "\n", "We collect metrics into a summary table and plot balanced accuracy for easy comparison." ] }, { "cell_type": "code", "execution_count": 46, "id": "e789f4b0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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accuracybalanced_accuracyprecision_macrorecall_macrof1_macro
model
GaussianNB0.99330.98550.99720.98550.9912
QDA0.99330.98550.99720.98550.9912
Logistic0.99330.98550.99720.98550.9912
SVM_lin0.99330.98550.99720.98550.9912
SVM_rbf0.99330.98550.99720.98550.9912
kNN0.99330.98550.99720.98550.9912
DecisionTree0.98670.97100.99450.97100.9821
RandomForest0.99330.98550.99720.98550.9912
\n", "
" ], "text/plain": [ " accuracy balanced_accuracy precision_macro recall_macro \\\n", "model \n", "GaussianNB 0.9933 0.9855 0.9972 0.9855 \n", "QDA 0.9933 0.9855 0.9972 0.9855 \n", "Logistic 0.9933 0.9855 0.9972 0.9855 \n", "SVM_lin 0.9933 0.9855 0.9972 0.9855 \n", "SVM_rbf 0.9933 0.9855 0.9972 0.9855 \n", "kNN 0.9933 0.9855 0.9972 0.9855 \n", "DecisionTree 0.9867 0.9710 0.9945 0.9710 \n", "RandomForest 0.9933 0.9855 0.9972 0.9855 \n", "\n", " f1_macro \n", "model \n", "GaussianNB 0.9912 \n", "QDA 0.9912 \n", "Logistic 0.9912 \n", "SVM_lin 0.9912 \n", "SVM_rbf 0.9912 \n", "kNN 0.9912 \n", "DecisionTree 0.9821 \n", "RandomForest 0.9912 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# summary table (collect from earlier res_* variables)\n", "summary = []\n", "for name, res in [('GaussianNB', res_gnb), ('QDA', res_qda if 'res_qda' in globals() else None), ('Logistic', res_log), ('SVM_lin', res_svm_lin), ('SVM_rbf', res_svm_rbf), ('kNN', res_knn), ('DecisionTree', res_tree), ('RandomForest', res_rf)]:\n", " if res is None:\n", " summary.append({'model': name, 'accuracy': None, 'balanced_accuracy': None, 'precision_macro': None, 'recall_macro': None, 'f1_macro': None})\n", " else:\n", " summary.append({'model': name, 'accuracy': res['accuracy'], 'balanced_accuracy': res['balanced_accuracy'], 'precision_macro': res['precision_macro'], 'recall_macro': res['recall_macro'], 'f1_macro': res['f1_macro']})\n", "summary_df = pd.DataFrame(summary).set_index('model').round(4)\n", "display(summary_df)\n", "summary_df.to_csv(os.path.join(FIG_DIR,'classification_summary_table_part1_4.csv'))\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'))" ] }, { "cell_type": "markdown", "id": "b14ef812-eb26-4854-afac-efea2e9ba1c3", "metadata": {}, "source": [ "## Dataset B ##" ] }, { "cell_type": "code", "execution_count": 47, "id": "a1183b7b-a8a6-49d9-868f-e0f44ba985a7", "metadata": {}, "outputs": [], "source": [ "# create PCA projection of test set for visualization (use scaler inverse transform)\n", "X_test_orig = scaler.inverse_transform(X_B_test_s)\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": {}, "source": [ "### Gaussian Naive Bayes (GaussianNB)" ] }, { "cell_type": "code", "execution_count": 48, "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": 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", 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", 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" ] }, "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": 49, "id": "c008c7b7-67a9-4b06-9806-3cfba0b7aaac", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LDA metrics:\n", " accuracy: 0.7467\n", " balanced_accuracy: 0.7510\n", " precision_macro: 0.7444\n", " recall_macro: 0.7510\n", " f1_macro: 0.7434\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA\n", "clf = LDA()\n", "\n", "try:\n", " clf.fit(X_B_train_s, y_B_train)\n", " y_pred = clf.predict(X_B_test_s)\n", " res_lda = classification_scores(y_B_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": "12a713ef-23fe-4522-96b2-9b7870643606", "metadata": {}, "source": [ "### Quadratic Discriminant Analysis (QDA)" ] }, { "cell_type": "code", "execution_count": 50, "id": "b527e058-2db5-4833-94be-bdbcb68bd2f5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "QDA metrics:\n", " accuracy: 0.7400\n", " balanced_accuracy: 0.7350\n", " precision_macro: 0.7378\n", " recall_macro: 0.7350\n", " f1_macro: 0.7316\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis as QDA\n", "clf = QDA()\n", "\n", "try:\n", " clf.fit(X_B_train_s, y_B_train)\n", " y_pred = clf.predict(X_B_test_s)\n", " res_qda = classification_scores(y_B_test, y_pred)\n", " print('QDA metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_qda.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, 'QDA predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_qda['confusion_matrix'])\n", "\n", "except Exception as e:\n", " print('QDA failed:', e)" ] }, { "cell_type": "markdown", "id": "091523da-c961-4c2e-a5a2-a0d0fb41ba80", "metadata": {}, "source": [ "### Logistic Regression" ] }, { "cell_type": "code", "execution_count": 51, "id": "5ef7e442-5fc0-4c34-b94d-b6672659e76d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Logistic Regression metrics:\n", " accuracy: 0.7333\n", " balanced_accuracy: 0.7385\n", " precision_macro: 0.7382\n", " recall_macro: 0.7385\n", " f1_macro: 0.7295\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "clf = LogisticRegression(max_iter=500, random_state=RND)\n", "\n", "try:\n", " clf.fit(X_B_train_s, y_B_train)\n", " y_pred = clf.predict(X_B_test_s)\n", " res_log = classification_scores(y_B_test, y_pred)\n", " print('Logistic Regression metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_log.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, 'Logistic Regression predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_log['confusion_matrix'])\n", "\n", "except Exception as e:\n", " print('Logistic Regression failed:', e)" ] }, { "cell_type": "markdown", "id": "d15c2584-851c-4941-8ccf-73ccf5db925c", "metadata": {}, "source": [ "### Support Vector Machine (SVM)" ] }, { "cell_type": "code", "execution_count": 52, "id": "0833ee6f-45e8-4e72-bf60-1bae637e9cf1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SVM (linear) metrics:\n", " accuracy: 0.7333\n", " balanced_accuracy: 0.7385\n", " precision_macro: 0.7382\n", " recall_macro: 0.7385\n", " f1_macro: 0.7295\n" ] }, { "data": { "image/png": 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", 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ujkXjtTKNTV8vO/OsVOPn54cZM2bg1KlT6rrWrl0bw4cPR9Gi/w1YevToEebNm6cyIjw8HGXLlsWQIUPUsTYViLdu3ULXrl0REhKCWrVqoW3btihQoACyZMmi9j9+/FiF5Llz57BkyRJ1QVauXAl3d3fYolHNSqN6sTy4cOdBqr5FERETi1WHbqBAzqxo5JEPs97zxLjN53E44J5ZymtpZCD1lG/G49iRQyhbvgI6fWD8Uz7xWpnK5q+X7vU3mfr7+6Nz587IlSsX+vfvr5qqV6xYgY4dO2Lz5s1wdXVVx0lA7t69G126dEGJEiWwYcMG9OnTRx1brVo125l24ePjg5MnT2LZsmUoXbr0M4+9dOkSevXqhapVq2L2bNOGCFvitIukZGrF6OYeaOXpgtv3YjBg7Sk11/BZPAo6YsEH3oh+HId3Fx55rfMRLWXaRVLSnzP5qy+wfetmuBUqjO+XrET+/AXMXSyLxGtlG9crXaddtF9i0vExm3q/8jkHDx6MPXv2qIpOoUKFDDXGt99+G927d8e4ceNw8OBBfPjhhxgzZox6FtHR0eqYnDlzYtOmTS91bovsMT106BB69+793DAUHh4eqsn0yJEjsCVZMtlhSvsKKgxvhEfDZ93p54ahuBT0EH+cC0KeHA6oqOGRpuJRTAxGDftYvWHJ3LB5C5ZaxBuWJeK1Mo1WrpdOpzPpkR5k0FKrVq0MYSjKlCmD3Llz4+LFi+r7rVu3InPmzKrWqJc9e3Z06NBBtRwGBAS83LlhgeQXldFaL0oqubGxzw8La+GUJRNmvFdRBZpf0AMM+/ks7qUYNepdKJcaSLPvSliqn797/7F6zp0tM7Tq/v1IDPf5COfOnoZH2XKYOW8BnJ1taxBWeuG1Mo2WrpfOxJCTWtqLkPBKi/QdpnTnzh01rsTNzU19f/bsWRQvXjzV61SoUMGwv1ixYrCJQJR+w+XLl6N+/fooV67cM4+9cOGC6kd8lY5US+Jgr8O0dyuoMDxxIwIjN51TA2VSGtPCA645s6DVvEN48Dgu2b5S+XOo59sRMdAi6WP+ZPD/1BtW5arVMXXWPORwdDR3sSwSr5VpNHe9dKYdXrly5Rc6TppAX0RYWJgKt+nTp6vwk+4xERQUBC8vr1THy1gTIbMSXoZFBuLIkSPRrVs3vPvuu6hUqRIqVqyoRpRmzZpVfWKR0UUy4EYu1IkTJ9T0i9GjR8MWfNSgOLwK5cKZ25EYtuEsYuOM9wH+fTEEPWoXwUcNi2Han1cM2+uUcEajMvlwJfghLtx9CC36Yd63OHPqJCp6eWPm3B+QJWtWcxfJYvFamUZr10tn5mkXkgFSOxQjRoxQXWQiKioK2bIlzrlOSjJCyBQ9mwlEGUW0ceNGNahGOlZXrVpl9LgiRYqovkZ5yIgkayfrmLavnNgkEBAWg241jS8ULCNKZYWaOiWd8Y63m6oRnr59H4XzZEO9UnkRGfME439LbGvX4lqTm9avVV8XK14Cq5YbHxTQrWcfw6hlreK1Mo0Wr5fOxED09fVN1/MPHTpUzevcsWOHqiXKDIQJEyZkWJBbZCAKCTiZUyKP+/fvqyqyfCqQ/kKpOssUC5mgb0squuZUK9GINl4uaR7307FbePg4HgN+PIVedYqgcZn86FjVXQXhtjNBWHrgOoIeJPYjas3ZM6cN/c+/bUl7pJkMj7eVN62XxWtlGi1eL52JwfKsvsGXIVPuRIsWLVQWrFu3Tk3Jk/NIS2FK+m0vmw0WG4hJyTBaedi6/7sSZtI0D+lbnLfHXz0oUcPGTfDPiXPmLoZV4LUyjRavl07Wk7QQMvJUaornz59Xg2uk2ywl/SIuspKZzUy7ICIi7U27iIyMRLNmzfD111+n2icthPp+QhlNeuXKlVS1RJlyITw9PV/q/AxEIiKyiECUrjKZdifzDJPWAGVanaxGJk2lNWvWRPPmzdU2aUJNOuVDVquR0acyvsRmm0yJiEgbo0wnTJigVqSR5dvkIXcWkZVnLl++rGqOMkFfpuTJY9q0aWoUqsxJXL9+Pe7evYvJkye/9LkZiEREZDGBKMtwyjz0uXPnqoeQqXeLFi1SIagnS3XOmjVL1SZlmoWsZiNz0l92HVOLXcvUkphzLVNrY4lrmRJpTXquZZq3R+I0kxcVtqIzrBlriEREZJET8183BiIRERnFQCQiIgIDkYiIKJG28pCBSERExsmUBy1hIBIRkVFsMiUiIgIDkYiIKJG28pCBSERExrGGSEREBAYiERGRwkAkIiIS2spDBiIRERnHGiIREREYiERERApXqiEiIhLaqiAyEJ9nbe+a5i6C1Xhr5j5zF8FqrO5dw9xFIBuVnjcI1rHJlIiICAxEIiIiobE8ZCASEZFxrCESERGBNUQiIiKFNUQiIiKwhkhERKTY2WkrERmIRERkFAORiIgIbDIlIiJSOKiGiIgIDEQiIiJFY3nIQCQiIuNYQyQiIgJriERERApriERERGANkYiISGENkYiICFyphoiISNFYBZGBSERExrHJlKzCwrnTsWHtSkybtwSVqlSHVuXN4YB+DYuhXqm8yOvogMiYJzjifw8/7PHH7YhHaf5cx2ruGNXCA+O3XMDW03ehdXt3bsdvm9biuv9V5MjhiLIVK6FrHx+4Fy5q7qJZJK1cL5228hB25i4Ame7i+TPYtH4NtE7CcGXvquhQ1R0BodFYe/gWzgU+QPOKBbGydzUUds5m9OdccmWBzxslXnt5LdWaJfMxa+KniHr4AC3avoeK3lVxeP8ejBrYA0F3A81dPIujpeul0+lMelg71hCtzJMnTzDjm8/xND4eWic1Q5dcWTHzzytYc/imYXsLz4L4ul15DH2zFIb9dCbVz33aqixyZOGfvrh04Sw2rFmKCpWq4vMpc5ElS1a1vXaDJpg6fiTWr1iIj0eNN3cxLYbWrpfO+jPOJKwhWpm1KxYi8NYNVK5eC1rXuEx+hEfF4sckYSh2nAnCzfBo1C7hjJT/nttUckHtks7YfznstZbVUu3YvF49/2/4p4Y3d/0b/Fut28PFvZAZS2d5tHa9dKwhkqW6duUS1q1cgve791HNNb5HD0GrZDT4sgPXERf/FAlG9sfGJ8Ahkx0y2evwJD7xiHyODhj2ZilsPXUHfncfol7pvNC6E0cOoGjxUqn6vuTNTd70SdvXS2cDIWcKBqKViI+Px8yJX6h/iJ179MXi+TOhZU8TgLVHbhndVyxvdvWQWqI+DMXoFh7qe2libeXlAq2LuBeOyIh78KpSE7du+GP14nk4feKo2uddrRZ69B+Mgq7u5i6mxdDi9dJpKw/ZZGotNvy4AlcuXcDQ0eOROXNmcxfHYsm/35HNS8PeTodNJ+4Ytr9ZvgAal82PaX9cxv1HcWYto6UIDwtJfA4NxicDuiP47h00bdFWjZj8Z+8ujBzYA8E2NkjkVWjxetnZ6Ux6WDvWEK3ArRsBWLXke7Rp3wnlPSuZuzgWbVyrMqhZwhnnAu8b+hZzZ8usQnLvpVDsPB9s7iJajMcxMer53OkTaPxWa/iM/AL29vZq22+b1mHx3KlYMn8Gxnw1w8wltQxavF46jVURWUO0cAkJCZg56QvkzuOMXh8NNndxLJa9Tocv2pTFO1XccCs8Ro0ujZN2VQAjmpVS/YmTt18ydzEtiu7fT/R2dvboNXC44c1dtGzXEQXdCuH4oX14/CgxCLROi9dLpzPtYe0YiBbu143rcPaULwZ98imyZc9u7uJYpKyZ7DCzkyfe9nbF9bBo9F/li9CHsWpf/dJ50cLTBfP+uorgB4/NXVSLkiOHk3ou4OIKp5y5ku2zs7NDsRKlERcXh5BgLlyg1etlp9OZ9LB2Ft1kWq9evZeq4u/btw+2Yt/uner50xEDje7/xKe3el65cQdcbKxD/0U4Zc2EuZ294FkoFy7eeQCfH0/hXvQTw/4m5fKr59Ety6hHSuPbllOPfit9cfx6BLSkoJu7qu3Im7gx8XGJ1zHp9AIt0+L10ll/xtlOIHbv3h1z5sxRIyzLlSuHHDlyQGveatkWXpWrpdp+7PABXDx3Bm+2fBsFXdzg6Jj46VVLHOzt8O37iWF4LOCeaiaNik2+YMEev1AEGlnCzdM9J+qUyos9fiFqCoaxY2ydg0MWlCpTTk02v3P7Blzdixj2xcfHwf/qZTjlzA3nfAXMWk5LocXrpdNYIlp0IPbr1w9lypTBwIEDkTdvXixatAha81artka3yzxECUQJTK2uZTrwjRLwLpwLp25GYtDa03gc9zTVMRKI8kipc41CiYF4MVTTa5nKZHJ5g180dxrGfj0TmTIljmDesn41wkKC8HaHD5L1lWmd1q6Xnbby0LIDUTRs2BCjR4/GN998g59//hnvvfeeuYtEFrKOqSzQLfxDo9Cjzn+f1pNafuAGYuNTByUlatKiLY4e3IfD+3djaJ/OqFKzLm5d98fxw/vhVrgoOvXoZ+4iWhStXS8da4iWp2vXrvj1118xd+5cvPPOO8iUySqKTRnIs1BONXJUtKvsluZxPx6+xUB8zhveyPFTsG3TOuzcthnbf/kJTrlyqUWrO/ccgBwabIp/Fq1dL5228hC6BBnXT2m6HsaRiS+q/Xf/mLsIVmN17xrmLgLZqHJu6TfWovWCxJV4XtRv/dOn++b06dOqAuTr64vHjx+jZMmS+PDDD9GuXTvDMY8ePcK8efOwbds2hIeHo2zZshgyZAhq16790ufltAsiIjJKVnwy5ZEerl69im7dusHPzw99+vTByJEjkS1bNowaNQrLli0zHDd8+HAsXboUTZo0UfvkTkBy/LFjx1763Gx7JCIii2kynTJliprXKWNGChYsqLZ98MEH6NKli5p10LFjR1WD3LVrF8aMGaNqjkJqj2+//TYmTpyITZs2vdS5WUMkIiKLmJgvU+yOHj2K+vXrG8JQlcPODi1atEB0dDQuXLiArVu3qjWdJRz1smfPjg4dOuDcuXMICAh4qfOzhkhEREaZmnESWC9CwssYCT4ZQGlsdKv0EwqZ1nL27FkUL1481etUqFBBPcv+YsWKmScQZeWGAwcO4OLFi4iIiFDtudL+KxPpCxWyrRtmEhFphc7ERKxcufILHSf5kNb5ChcubDRoN27cqAKwfPnyCAoKgpeXV6rjChRIXBQhMDDQPE2mhw8fRtOmTfHRRx9h1qxZWL58udq+Y8cONGvWDEuWLHnVUxARkUYX905ISMCnn36KkJAQ9OzZE1myZEFUVJQaaJNS1qyJy+bF/HtnktdaQ5S2XFlNRgrRv39/XLt2DTt3Jq696e3tjXz58mH69OmqavvGG2+8yqmIiOg1szMx5WSaRHqH4fjx49XUiho1amDAgAEZuqDAK9UQZcSPpLWM6JH5Hx4eHoZ9jRo1UqOEcuXKlWyoLBERWQediQ9p0nyRx4uQaRQjRozAunXrVPPo999/b7g5uryGzENMSb/N0dHx9Qfi8ePH0bx5c7i7G7/LgrTnysigy5cvv8ppiIjIDHQ6nUmP9CJNnlIb/O2331TNUCpVSUPOzc1NNaGmFByceAPwpCNUX1sgygoCz0t7GREkxxERkXWx05n2SA9SM/Tx8VG38WvcuDEWL16cqsYno0mvXLmSqpYoUy6Ep6fn6w9EWU5HRpc+ffo0zV9s//79qg+RiIisi52dzqRHepCuOMkNGXciy7dJt1xK0jIZGxurmlOTjkTdsGGDal4tUsT4Yv8ZOqhG7jwxYcIEdTcKWTEgqbCwMHz55Ze4fv06xo0b9yqnISIiDdztIjg4WDWPyg0c5Abx27dvT3WMrFUqE/flMW3aNNy5c0dVutavX4+7d+9i8uTJL33+VwrEzp07q1FFMpFSVg7QJ7kkuxRMao4yJUOW3SEiIuti95qXbjtx4oRqWRRSoTJG7osr41Nmz56tpvpJ9kifo9w7V6b5VauW+obqr/VuFzLnUKqq58+fx4MHD1S/ohRObtXUvn17WDPe7eLF8W4XL453uyBruNtFz3VnTDp+2fsv13dnKdJlpRoZSSoPIiKyHTpoC9cyJSIio9JjwW7NBKI0ib5ox+zL3o6DiIjMQ6etPHz1pdueRyZQ5syZ81VOQ0REGhhlatWBKHe3MEYmS964cUMttSM3clywYMGrnIaIiMxAp608zJgbBMti37Ku6cyZM+Hk5KTmihARkXWxe803CLbJQExa3a5bt65agoeIiKyLnRlWqrHpUaY3b95US+xYq+jHceYugtXY80lDcxfBapT+mIPMTBHwfQdzF0GT7KAtGdKHKHP9ZV25PXv2YNeuXWqpHSIisi46G2gGfW2B2K5du2deMAlGuavxsGHDXuU0RERkBnbaysOMC0S5kWOJEiXQpk0b5M2b91VOQ0REZmDHQHxxnTp1UvelcnBwSL8SERGRRdBprMn0lfpMBw0apB5ERGR77Mxwg2CrrSHev38fpUqVSr/SEBGRxdDZQMi9thpikyZNsHPnToSHh6dfiYiIyCLYaWxi/ivVEKtXr44jR46oYKxSpQoKFSqkVqkx1g49evToVzkVERG9ZnbQllcKxAkTJhi+PnDgQJrHMRCJiKyPvS10DGZUIEpNsEePHujevbv6fuXKlRlVLiIiMjOdtvLQtEC8ffu2GkijV6NGjYwoExERWQA7BiIRERFsYqCMKRiIRERklMby0PRAfPDgAQIDA00+kZubm8k/Q0RE5mPHQHw2GUhj6mAaGWV6/vx5U09FRERmpIO2EtHkQHR1dYW7u3vGlIaIiCyGnbby0PRAbN++PXx8fDKmNEREZDHsGIhERETgxHwiIiLBUaZERETgPMRnkr7DmjVrZlxp6Jn27tyO3zatxXX/q8iRwxFlK1ZC1z4+cC9c1NxFs1ghwcHo8E4r9B/ggy5de0Dr8ufMghFvl0dTT1fkz5kVEVGx+L8LQZi65TxuhEYZjsvmYI9hrcuhbfXCcMmdDeEPH+PPU3cwefNZhD+MhZbFxcVh7ZrV2LRhPW7fvoV8+fOjbbv26NWnHzJnzgxbYqetPDQ9EMk81iyZj59XL4FboSJo0fY9hIcG48CeXTjjexQzFv6Igi6c55lSdHQUPhn2MaIePjR3USwmDHeMbYJCebNjz7kgbDl6EyULOqF9jSJ4o6ILWk3aDf/gh6qZ7MdB9VC7TH6cDAjHtuO3UbZQTnRvWAJ1y+ZH82/+woOYOGjVxK+/xMaff0LlKlXRsPEbOOl7At/Nm4NLfn6Y8e0c2BIdA5EszaULZ7FhzVJUqFQVn0+ZiyxZEm+xVbtBE0wdPxLrVyzEx6PGm7uYFuVO4G18MmwQLl7g/Fc9qRlKGH6x/hQW7Lxs2P5uzSKY36cGxr/nhR7z/0HLyu4qDLeduI0+PxxEQkLicWPeqYjBLcuiX9PSmLH1ArRIwk/C8M23mmHazNlqjnVCQgI+GzsaW3/djL17dqNho8awFXYam4eotdtdWaUdm9er5/8N/9QQhvpAfKt1e7i4FzJj6SzPj6tX4P0ObXH5kh+q16hl7uJYDAm60PuPsHDXf2EoNh6+oWqGjSoUVDUC72J51Paf/gkwhKFY/X/X1HPV4nmhVT+tXaOe+//PR4WhkOdBQ4ep5182/gxbotOZ9rB2rCFagRNHDqBo8VKp+grlH6CEJCW3ds1KuLi6YexnE3DjegCOHjkErZO+oNnbLyIu/mmykNOLjYtHlsz2yGxvh3v/9hEWzps92THSlyjCHj6GVh0/fgx58uRB6dIeybYXKFAQRYsVw7FjR2FL7Gwg5GwmEGNiYtSSb5kyZUK5cuXg4OBg9LiQkBD4+fmhXr16sDUR98IRGXEPXlVq4tYNf6xePA+nTyT+o/OuVgs9+g9GQVeuHJTU2E8noEat2rC3t1eBSMDTBGDxX1eM7ivl4oRSLjlVLTE27il+OXoTg1uVxbDW5REQHIWDl0LUMdO6VcHjJ/FYuvsqtCg2NhZBd+/C06uS0f1ubu4I8PdHeHg4nJ2dYQvsbKHaZwuBuHz5csyZM0eFosiePTt69uyJAQMGqDe6pA4ePIhRo0bhwgXb69cIDwtJfA4NxicDusPVvTCatmiLWzcD8M/eXTh3+gSmfbcSBTioxqB2Xdv7YJRR5P1uYmdvNQFb3yR6514M2k3dix/61cCawf9dy3tRseg4ax98/cOhRZGREerZycnJ6H7Hf7c/fPDAZgJRp608tMw+xC1btmDy5MkoU6YMxowZg379+iFbtmyYP38+evXqhaio/4aH27rH/34gkOCrVa8xpn2/Cr0GDsfnk+eiz8cjEXkvHEvmzzB3MclKTetaBQ3KF1SjSfV9i9kd7PFJ2/Io45YL+y8G4/s/LuHPU4HIlS2zOt7dObHpVGviniSOrE2rpUq//XGs7TQp29vpTHpYu0yWWjusWrUq1qxJ7MAWH330EcaNG4ft27ejd+/eWLp0qao12jrdv39kdnb2KgiT1o5btuuIrRt/xPFD+/D4UQyyZNXmGxWZTt68ZnSvivfrFkNA8EP0mPcPnsQndi5+9b63GoDz1YbTmP/HJcPPtKzshqX/q4NF/Wuj5aS/oTVZsiYOaHvy5EmaTapCPrzbCjtoi0X+vlevXkXLli2TbZM/spkzZ6JTp044efKkajrV/wHashw5EpthCri4wilnrmT77OzsUKxEaTVROCT4rplKSNZGJt2vGFhHheHVoAd4d8ZeBEU+Uvvk89e7tYqoSfpJw1Bs9w3EX2fuoEoJZ3i4Gm82tGVOjo7q39zDNOa1SlNp4nG2c210Op1JD2tnkYGYJUuWNJtFJ0yYgFatWuHw4cMYMmQI4uPjYcsKurmr2qGEnjHxcYmfVpNOxyBKS67smbFheAM09XLF6ev30HbKHtwOT2yWF/lyZkXWzPa4cjfxzT0lv8D76tnd2fZbZ1LK7OAAVzc33L51y+h+WbUmj7MzcuXODVuhM/Fh7SwyEL29vfHjjz8iNDTU6P4pU6aoEaW7d+/G4MGD8eDfT2a2yMEhC0qVKYfQ4Lu4c/tGsn3x8XHwv3oZTjlzwzlfAbOVkaxDlkx2WPVxXVQtkRf/+IWg/fS9CH2QvL8rMipWjSQtWdDR6GsUL5C4Pfh+Yo1Sa2R1mtDQEAQE+CfbHhwchOsBAfBKYwSqNY8ytTPhYe0sMhA//vhjREREoFmzZhg6dCgCAwOT7ZdpGPPmzUOdOnWwa9cuTJo0CbZMJt+LRXOnIe7fGqHYsn41wkKC0PitVqlG3hKlNKZ9RdQolQ9Hr4Shy+x9ePgodavD47in2Hn6Dormd0TvN0om29egXAG8VckNlwLv49zNSGhRm7fbqee5387C06dP1deyUs2cWTPV1+++1wm2RKexGqJFDqrx8vLCxo0bVU1w7969GDFiRKpjsmbNigULFmD27NlYtmwZbFmTFm1x9OA+HN6/G0P7dEaVmnVx67o/jh/eD7fCRdGpRz9zF5GsYB3Tno0SA+7y3fvwaV7W6HFzd1zEZz+dgncxZ3zTubIKwDM3IlAsfw60qOyO6MdxGLTMtiafm6JW7Tpo1qIl/tixHd26dEL1GjVx6qQvThw/ppZza9CwEWyJzhZSztoDUZQsWRILFy5Un8KkI9sYqSkOHz4c3bt3x4kTJ2CrpLN65Pgp2LZpHXZu24ztv/wEp1y51CLfnXsOQA4b6sSnjCHNpLISjehSr3iax8nUC5mHKAt4D29TDm96uaGOR35ERMdi89GbmLH1PK4FaXux9G8mTUXJkqXw65ZfsGbVCrUq0v98BqFn7742MbAkKVv7fZ5HlyD1fUrThUDtzHl8VYU0Oj/tZZT+eJO5i2BVAr7vYO4iWI2s6VjN+cn3tknHd6ps3atmWWwNkYiIzEunsRoiA5GIiIyyhZGjpmAgEhGR9UxDyEAMRCIiMopNpkRERLCNuYWmYCASEZFRGqsgMhCJiMg4O43VEbXWZ0pERCbUEHUmPDKCLNBSt25do/sePXqE6dOno3HjxqhUqZK6G5LcMP5lMRCJiMgonYn/pTdZunPOnDlp7peVyuTeuE2aNMGoUaPUvSr79OmDY8eOvdT5GIhERGRRNURZQG316tUYOHBgmjdklpqg3Nxh5MiR+PTTT9GlSxf1M66urpg4ceJLnZeBSEREafYhmvJIL9L0+dVXX6FmzZqoUKGC0WO2bt2KzJkzo2PHjoZt2bNnR4cOHXDu3DkEBASYfF4GIhERGSX3VTDlER0d/UKP55Fb/n355ZdYvHgxcuTIYfSYs2fPonjx4ioEk9IHqOw3FUeZEhGRUab2C1auXPmFjvPz83vm/r///hsODg7PPCYoKEjdKjClAgUSb5ae8j66L4KBSERERtmZadbF88JQREVFIVu2bEbvlStiYmJMPi8DkYiI0qWG6OvrC2tedo6BSERERpmaKSn78zKSnEvmIaak3+bo6GjyazIQiYjIqIyYW5he3NzcEBISkmp7cHCwei5YsKDJr8lRpkRElGYfoimP10lGk165ciVVLVGmXAhPT0+TX5OBSEREFrlSzbM0b94csbGxWLdunWGbTOnYsGGDGn1apEgRk1+TTaZERGR1d7uoX7++ekybNg137txRcxLXr1+Pu3fvYvLkyS/1mgxEIiIyyoLzUJk9ezZmzZqlVq2RaRZlypTBkiVLUK1atZd6PV2CLBpHaTrqH2nuIliNws6vb4SZtcudI7O5i2BV8lT3MXcRrEaM77x0e61DVyJMOr5WqdywZqwhEhGRdVYR0xkDkYiIrG7aRUZgIBIRkdUNqskIDEQiIjJKY3nIQCQiojRoLBEZiEREZBT7EImIiMA+RCIiIkVjechAJCIi417mnoLWjIFIRERGaSwPGYhERGScxvKQgUhERGnQWCIyEImIyChOuyAiIgL7EImIiBSN5SEDkYiI0qCxRGQgEhGRUexDJCIiAvsQiYiIFAYiERER2GRKFurB/QhsWPEDThzah/uR95DHOT9qNmiC9l37IUvWrOYunsWJjIjA8sXf4dCB/0NoaAhc3dzRvFU7dOzSHZky8c8+qbi4OKxdsxqbNqzH7du3kC9/frRt1x69+vRD5syZoVXOuXJgXP8WaF6vAlzz50JAYBhW/3oYs1f/jfj4p4bjerSrjR+++MDoaxw57Y+GPWbAWum0lYcMRGvwKCYaXw3vh8CbAShfqSpqN2qGy+dPYduG1bh0/jQ+nfYD7O35v1IvOioKPv264UaAP+rUb4QGjZvi9ElfLJg3E6dPHsekGfM0t2jxs0z8+kts/PknVK5SFQ0bv4GTvifw3bw5uOTnhxnfzoEWOWbPgr+WDkXZEi74be8ZbPn7FOpULolvhrRTzx2GLDAc6+Xhrp6nL/sTjx7HJXud28H3YM100Ba+i1qBv7f/osKwWbv30e2jYWpbQkICvp/6Bf7Z/TsO/P07GrzZ2tzFtBirVyxSYfjx8NHo0KmrYfuXn47EX39uV7XG2vUamrWMlkLCT8LwzbeaYdrM2eqDgvxtfTZ2NLb+uhl79+xGw0aNoTWf9HpLheHwqT/ju7V7DduXT/wQnVpUU7XG3/efU9sqlnZHWEQUPpvzK2yODppiZ+4C0PNdu3RePTd8q41hm7xxNWreVn199eJZs5XNEt0NDESBgi5o9+77ybY3eauFej535pSZSmZ5flq7Rj33/5+PodYsz4OGDlPPv2z8GVpU1C0vbt4Jx4L1+5Jt//mP4+q5pldxw7YKpdxw7kogbLUPUWfCf9aONUQr4OiUSz2HBt9FkRKlDdvvhYWoZ6dcecxWNkv0+ddTjW6/HuCvnvM4533NJbJcx48fQ548eVC6tEey7QUKFETRYsVw7NhRaNGHY5cb3V6mWEH1HBz+QD27F8iNvLlz4Ozl27BFOuvPONsPxKtXr+L8+fPImjUratasiZw5c8KWNWzWBnv+2ILVC2bB0SknipYsg6t+57Bu6Txkz+GYrOZIyUnzX8S9cOz5eyeWLZqPgi6ueKsFm5dFbGwsgu7ehadXJaP73dzcEeDvj/DwcDg7O0PL8udxxDtNK+PTj1rixp1wrN12RG2v6OGmnjNlssf6mX1Rs1IJZMuSGYdO+ePL737DsXPXYc100BaLDcSgoCAsXboUFy9ehJubG3r37o1SpUphwoQJWLduneHNLnv27Pjss8/wzjvvwFYVL10OoyfOxfzJn+HL4X0N2/MWcMHnMxYhv0viP0pKbemCeVi5NHEAhLNzXkyfuxBOORNr3FoXGRmhnp2cnIzud/x3+8MHDzQdiJ//rxXG9E1sbr8beh+tB8xDxIMY9b1n6cQBNf3eq48/D5zHqi2HUKpIfrRq6IkG1Yagw5CF2HXwAqyWDppikX2IN27cQNu2bbFixQr4+fnhl19+QceOHbFkyRKsXbsWzZs3x9y5czF58mQUK1YM48aNwz///ANbFRkRjvXLvkdEeCgq16yPlu9+gHJeVREWfBdL50xG1MPE5htKzdW9ELp07436jZogIuIePu7XA5cuJvbJal3ck8QRkQ4ODkb367c/jn0MLfO/FaZGkG7566SqKe5aOhTeZQupfdLPej0wDD3HLkdbn+/w6ZwteH/EYrT4aC7s7eywcEJXZHGw2HrHc+nYh2h+06dPV/Offv31V3h4eODOnTvo16+f2i5hOGvWLMOxrVq1Qvv27fHDDz+gTp06sEXfTf4Ml86fgs/Yb1CrwZuG7Ts2/Yg1C7/FktkTMWjcJLOW0VK1bPNfy8E/+/Zg7IiPMXH8WCxb+4vmp17o568+efIkzSZVkS1bNmjZql8PGb5uUb8iNnzbD4u/6o5q703EtKV/qkdK+49fwbodx9C1TU3Ur1raamuJdhr7J2KRNcRDhw7hww8/VGEoXF1dMWLECNVE2qJFYtOFngSnBOKZM2dgi8JCgnDu5FGU9aycLAxFi/Zd4F6kOI4e2I2Y6CizldFayJzEKtVrwv/aFdy+dRNa5+ToCDs7Ozx8+NDofmkqTTzOeJOqFu3Ydxa7j1xSI0tLFM73zGNPXkj8GyvmbsWDuHQmPqycRQaifHK3t7dPts3T01MFo/5Ta1ISlLYqPCRIPbsVLmZ0vwRiwtOnhhGnWierrhw7chBHDxtvQnf5t781MsK6J0ynh8wODnB1c8PtW7eM7pdVa/I4OyNX7tzQEnt7OzSuWQZv1CxrdL8MqhH5cjuqptO6VUoaPS5b1sRVfh49Nl4DtwY6jTWZWmQgVqpUCStXrlRNpXrSqb979260aZN8RGVYWJjqV5SfsUW58iR+urx7+4bR/XcDb6oPEDlzc+qF3pjhPvj689GIj49Pte/KZT91vWQpN4JanUaWtgv4d0qKXnBwEK4HBMArjRGotm7jt/2xbGIP2BlpM5SVaZ4+fYqA22FYP7Mf/lg4WE29SKm2d2JQnjhv/N+uNdDpTHtYO4sMRGkejYyMRMuWLdUI0rRMnDhR9SFKcPr4+MAWFXB1R/HSZXHh9AkcP/jfihliz+9bcOPaZXhWrWWYq6h1sk5pg0ZN1VSLdauXJdu3ecM6+F04h1p1G8A577Obu7Sizdvt1PPcb2epN3l9i8ucWTPV1+++1wlaI+uUylJtBZydMKxH02T7+r5XD1UrFMWOfefUXMRNu3xVjXKCz9vJjmvftDJaNqiIfccv4/zV/z7YWxudtlpMoUuw0PZGf39/fPvtt2qk27Rp04we06xZM7VfpmJUqVIlQ8px1D8S5nb92iV8M3KA6iesUrMeXAsVxQ3/Kzh97CByO+fD5zMXoYCL+Ws8hZ2zwxKEBAdhQK8u6rlGrbooUao0LvtdxPGjh+DqVgjzFq1EvvwFzFrG3DksZ9HskSOG4o8d21HR0wvVa9TEqZO+OHH8WLLl3MwtT/XX+4HXLX8u7F05AoVc8qjpFLISTaWyhVQzqv+tUDTpNQt3QiKRyzEbdq8YhnIlXNVC3v+cvIbSRQugRf0KCAp7gDd6zlQ1ydcpxndeur3WrXumjTAulCcLrJnFBuKLuH//foZPyreEQBRBgbfwy4+Lceb4YTy8H4GcefLCu3pdtO/aF3kspLZjKYEowkJDsXThPBzcvxcR9+6pOzhIzbFbr/4W0SdmSYEoo0yXLl6IX7f8guCgILi4uqF1m7fRs3ffNKdk2HogioJ5nfDZgNaqpif9hXdCI9XUi8mL/0B45H+D2CQU5a4YbZt4wyVfTrWuqQy++er7bWre4uuWvoEYa9LxhfJYxt+LJgPxdbCUQLQGlhSIls6SAtEamCMQrVV6BuLtCNMC0T23dQeiRc5DJCIi89NBWxiIRERklAV0H79WDEQiIjLKEgZUvU4MRCIiMkpbcchAJCKiNOg0logMRCIiMsoWlmMzBQORiIiM01YeMhCJiMg4jeUhA5GIiIxjHyIRERHYh0hERKTJGqJF3v6JiIjodWMNkYiIjLLTWBWRgUhEREZpLA8ZiEREZJzG8pB9iERElAadiY90EhgYiKFDh6JWrVqoWrUqBg4ciJs3byKjsYZIREQWM+0iIiIC3bt3x8OHD9GjRw84ODhg6dKl+OCDD7B582Y4Oztn2LkZiEREZDF9iMuXL8etW7ewYcMGVKxYUW2rX78+2rVrh0WLFmHUqFEZdm42mRIRkcW0mP7222/w9vY2hKHw8PBQzaeyLyMxEImIyCISMTIyUvUVJg1DvQoVKiA4OFg9MgqbTImIKF36EKOjo1/ouOzZsxvdHhQUpJ4LFiyYal+BAgXU8507dwxfpzcGIhERpUsfonflyi90nJ+fn9HtUVFR6jlbtmyp9mXNmtWk0H0ZDMTnqF48l7mLQKR5Mb7zzF0ETcr6mhMiISFBPeuekcTP2veqGIhERJQufH19X+nn9U2pMTExqfY9evRIPTs6OiKjMBCJiChdpNU3+KLc3d3Vc0hISKp9+sE0xvoX0wtHmRIRkUVwcnJCkSJFcO7cuVT7ZJuLiwvy58+fYednIBIRkcVo3rw5jh8/niwUL126hEOHDqF169YZem5dgr4Xk4iIyMxk6bY2bdrgyZMn6N27N+zs7LBs2TJkzpwZGzduzNCl2xiIRERkUWRy/qRJk3Dw4EG1lmmNGjUwcuRIFC5cOEPPy0AkIiJiHyIREVEiBiIREREDkYiIKBEDkYiIiIFIRESUiIFIRETEQCQiIkrEQCQiImIgWpfAwEAMHToUtWrVQtWqVTFw4EC1ogM928KFC1G3bl1zF8OinT59Gn379kW1atXg6emJdu3aYfPmzeYulkWSm9v269cPNWvWRPXq1TFo0CBcv37d3MWidMCVaqxofb8OHTrg4cOH6NGjh1rOaOnSpbC3t1dvXBm5vp8127t3r/rgkCtXLhw4cMDcxbFIV69eRfv27dU16tKlC3LkyIHt27fjxIkTGD16NHr27GnuIloMf39/vPvuu+padevWDfHx8VixYoVad1P+Hbq6upq7iPQqJBDJ8s2aNSuhTJkyCWfOnDFs8/PzSyhXrlzC5MmTzVo2S/T06dOEVatWJVSoUCHBw8MjoU6dOuYuksXq27dvgre3d8Ldu3cN2+Lj4xM6deqktj98+NCs5bMkgwYNSvDy8kq4efOmYdvFixfV39jXX39t1rLRq2OTqZX47bff4O3tjYoVKxq2eXh4qOZT2UfJderUCV999ZVq1qpQoYK5i2OxpIZz9OhR1K9fP9mNV+UOAy1atEB0dDQuXLhg1jJakkyZMqFVq1YoVKiQYVuZMmWQO3duXLx40axlo1eXKR1egzJYZGSk6its1KhRqn3yZi9NgXI36QIFCpilfJba3/rll1+iY8eO6N69u7mLY7Ek+H799VfodLpU+8LDw9WzNMtTohkzZqTadufOHdWl4ebmZpYyUfphIFqBoKAg9Zz0E7yePgTlHyUD8T9///236melZ5MgNHZLHakZyr3nsmfPjvLly5ulbJYuLCwMZ8+exfTp09V16tWrl7mLRK+IgWgFoqKi1HO2bNlS7cuaNavhDYz+wzB8eTLO7tNPP0VISIgakJQlSxZzF8kiyeAa+SAqRowYobowyLoxEK2AfiCwsWYtvWftIzLlb238+PHYtm2buinrgAEDzF0kiyVToOSD144dO1Qt8datW5gwYYK5i0WvgINqrIA0x4iYmJhU+x49eqSeHR0dX3u5yLbI1AGp6axbtw5eXl74/vvvkTlzZnMXy2K1bdtWDTyaM2eOepbrdvnyZXMXi14BA9EKuLu7q2dpwkpJBtOk1b9I9KLkw5bUBmXEstQMly1bxg9ZJpCRp+L8+fPmLgq9AgaiFXByckKRIkVw7ty5VPtkm4uLC/Lnz2+WspFt1Ax9fHywb98+NG7cGIsXL2YYpjHau1mzZvj666/T7OfX9+mTdWIgWonmzZvj+PHjyULx0qVLOHToEFq3bm3WspF1kya//fv344033sDcuXM5iCYNsjqNNCFv3bo1WWtNbGwsVq5cqbo2ZN4rWS8u3WYlZJ5TmzZt1Kf53r17q/lj0qwl/0BleDyXbkubLLF17do1Lt1mhDS5SxDK28DYsWON1gxr167NKT3/kg+lMq9Vlmjr3Lmz+ne4adMm1XcoNUdZXpGsFwPRisjk/EmTJuHgwYNqdJv09YwcOdLoPDL6DwMxbb///jsGDx78zGMWLVqEBg0avLYyWTpZ2Udq0rIgupDVo/r3769W+yHrxkAkIiJiHyIREVEiBiIREREDkYiIKBEDkYiIiIFIRESUiIFIRETEQCQiIkrEQCQiImIgEhERJWIgEhERMRDJVslak2XKlEn1qFChgrojgaxvumXLltdWnvv376vzy3n1ZFFo2bZ8+fKXek25d6Gsb5sRN76VchFpTSZzF4AoIzVp0gTlypUzfB8XF4fw8HDs2LFDLYwui34PHTrULGWTcsl9CL29vU3+2WnTpqn7Fm7evDlDykakRQxEsmlNmzZF+/btU22XW2i988476k4OHTt2hLu7u1kCMWlYmyIsLCzdy0OkdWwyJU0qVqyYqj3Gx8erm+MSETEQSbMKFixouPmyvj9PmlKl9ujp6YnGjRsb+ugePnyI6dOnqxqn3P9O7n33xRdfGK2p3bp1CyNGjECdOnVQuXJl1SwaGBiY6ri0+hAvXryomnHr1q2rfl5qshs2bFA38RVyQ99ffvlFfd2uXTv1vZ4cs3btWvUzXl5eqF69Oj766COcP38+1fkfPXqEmTNnqp+XY6WmLPf6I9IqNpmSZt24ccMQjE+fPlVfy13P5e7wMvhFgk1uvvzgwQN06dIFly5dUnePf+utt9S+9evXY9++fVi3bp3hjvJ3797F+++/j9DQUBU0bm5u6pg+ffq8UJnk5s8SYFJzlRqs/PyePXswbtw4FaqDBg1Sd2yXQJTg7NSpE0qUKGH4+VGjRqnBQqVLl1bliImJUSEvXy9YsECVX8jv27dvXxw5ckSF4ZtvvokzZ86gV69eyJYtWwZcbSIrIDcIJrI1c+bMSfDw8EjYuHGj0f2nT59OKF++fIKXl1dCWFiYOk6Ob9CgQUJ0dHSyY8ePH6/2rV69Otn2Xbt2qe2DBg0ybBs5cqTatmnTJsO2qKiohK5du6rt8qynP+eyZcvU93FxcQmNGzdO8PT0TDhx4oThuEePHiW0adNGlTc0NFRtGzVqlPrZ8+fPG47bvn272jZs2LCEJ0+eGLbfuHEjoUaNGgn169dPePz4sdq2YcMGdeyYMWMS4uPjDcdOmTJFbZcHkdawhkg2bdeuXbh9+3ayUab+/v6q1iVfjx07Fs7Ozob9DRo0SFZDkmNkJKfUuD744INkry01uCpVqmDnzp2qSdXBwQF//vmnOlaaLPWyZ8+umlClSfJZTp48qcoqx0lTqV6WLFkwevRonDp1Co8fP07z56VZVUhtMlOm//5pSy1Xaog//PAD/vnnHzRq1Ajbtm2DTqfD8OHDYWf3X8/JkCFDVM1XasVEWsNAJJv2119/qYde5syZkTt3btU/JwFXr169ZMcXKlQo2fcSntHR0aoJU+Y2piQBJfv8/PzU68qx0seYkmyTcz+LNIEKY9MwpD9SHs9y7tw5FZ5r1qxJtU9+D3HhwgUViHIuaY7NmzdvsuMk1GWu5qFDh555LiJbxEAkmzZp0iSj0y7SIoGSckK9kPmK8+bNS/PnIiMjVY1L5MiRI9V+e3t7ODo6PvPc+nM977i0SK1OarTPK6f+XCnDUC9XrlwvdX4ia8dAJHoGfbjJ6i1Tp0595rFXr15Vz8aaG2X0pwxweRZpWhVRUVGp9j158kS9htTgnvXzUl5pDn6enDlzptksKrVcIi3itAuiZyhevLgKIWmO1E97SEqmTHz33Xe4d+8eihQpAicnJ/j6+qY67sqVK2qaw7N4eHio59OnT6faJyNFK1WqZFiZRl8bTUqmcMgo15CQkFT7JCRnzZplaJaVZtE7d+6kmg4izb/SrEqkRQxEouc0obZs2VIF2rJly5LtO3z4sKo1bty4UTUzSh9h69at1XSOpMfGxsZixowZzz2XzBl0dXVV0yaShpL8vASvNLvqp03oB81IzVFPBvJIaH/11VfqZ/SCg4PVnMmFCxcaarz6QT+TJ09O9hpLlixRU0aItIhNpkTPIXP7pNY3ZcoUNUBH5u0FBQWpEaUSTBMnTjSM1JQJ9TKXUIJGVsApWbKk+l4m/6fsn0xJ/1r9+/dXo0JlbqD080ntLiAgAGPGjDEsJqB/lvPIYBuZ/C99pX///Tf++OMPNchHFg+QPkWpXcr5ZUSpjDgVEvJy3O+//64G3EjQSujLYBpZxi7pyFwirWANkeg5ZFqGTEWQSesShKtWrcKxY8fUxHvZLnfP0JOaoqwUI4EmofTTTz8hX758qob3rP4/PQk3+XkJqL1796oRozINRML4ww8/NBwnCwXISNmzZ8+q8ki/ozSjzpkzR027kJ/5+eefVRiWKlUK8+fPR79+/ZKdS1apkekgUpuUc0pTqwzIKVu2bDpfQSLroJPJiOYuBBERkbmxhkhERMRAJCIiSsRAJCIiYiASERElYiASERExEImIiBIxEImIiBiIREREiRiIREREDEQiIqJEDEQiIiIGIhERUSIGIhEREQORiIgIyv8DcXAVSAWBtFkAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "SVM (RBF) metrics:\n", " accuracy: 0.7333\n", " balanced_accuracy: 0.7385\n", " precision_macro: 0.7382\n", " recall_macro: 0.7385\n", " f1_macro: 0.7295\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.svm import SVC\n", "# Linear SVM\n", "try:\n", " clf.fit(X_B_train_s, y_B_train)\n", " y_pred = clf.predict(X_B_test_s)\n", " res_svm_lin = classification_scores(y_B_test, y_pred)\n", " print('SVM (linear) metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_svm_lin.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, 'SVM (linear) predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_svm_lin['confusion_matrix'])\n", "except Exception as e:\n", " print('SVM (linear) failed:', e)\n", "\n", "# RBF SVM\n", "try:\n", " clf.fit(X_B_train_s, y_B_train)\n", " y_pred = clf.predict(X_B_test_s)\n", " res_svm_rbf = classification_scores(y_B_test, y_pred)\n", " print('SVM (RBF) metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_svm_rbf.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, 'SVM (RBF) predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_svm_rbf['confusion_matrix'])\n", "except Exception as e:\n", " print('SVM (RBF) failed:', e)" ] }, { "cell_type": "markdown", "id": "7c5c40d7-fbc7-449c-a1af-0ade5852ead1", "metadata": {}, "source": [ "### k-Nearest Neighbors (k-NN)" ] }, { "cell_type": "code", "execution_count": 53, "id": "d3eee555-a7a8-48c7-8683-2e98a1d61267", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "k-NN metrics:\n", " accuracy: 0.5667\n", " balanced_accuracy: 0.5769\n", " precision_macro: 0.5752\n", " recall_macro: 0.5769\n", " f1_macro: 0.5635\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "clf = KNeighborsClassifier(n_neighbors=5)\n", "\n", "try:\n", " clf.fit(X_B_train_s, y_B_train)\n", " y_pred = clf.predict(X_B_test_s)\n", " res_knn = classification_scores(y_B_test, y_pred)\n", " print('k-NN metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_knn.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, 'k-NN predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_knn['confusion_matrix'])\n", "except Exception as e:\n", " print('k-NN failed:', e)" ] }, { "cell_type": "markdown", "id": "368f5d18-5eca-4e71-9335-96b74c615c1a", "metadata": {}, "source": [ "### Decision Tree & Random Forest" ] }, { "cell_type": "code", "execution_count": 54, "id": "1cbb1a44-3c4b-47c8-ba64-43381361c95c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Decision Tree metrics:\n", " accuracy: 0.5867\n", " balanced_accuracy: 0.5903\n", " precision_macro: 0.6180\n", " recall_macro: 0.5903\n", " f1_macro: 0.5804\n" ] }, { "data": { "image/png": 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", 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DLNxzDZfuhBv1dzAli+bPxua1KzBj3g+o/kIdYxfH5ITcC8aS7xfi0IG/EBpyD3ldXVG7bgMMenMkPIsVN3bxTFbw3bvo1qUdhg4fiZ69+8Ei6VhDJCOH4ZphdeGezxF/Xw3BjjN3ULJQHrStVhSNyhVEr++OwTc0Eg62Vlg+uA4qurvglO8D7LlwF26uDiocG5YtiCHLTuCUbxi07tL5M9iyYbWxi2HSYTik7+u4G3QHdeo1xMuvtIHvrRvY+ds2HP57P75btgbFvUoYu5gmJzIyAhPGvo2IcAv/4KljDZGMSGqGEoYzd1zCir99k/e3r1EU016rhvFtymPU6lPoVd9LheGqQ76Ysf2/e4vVLpkfi/q/gA87VMKrCw5Dy2JjYzF32kdIiI83dlFMltQMJQxHjnkXr/fun7z/9+1b8emHkzB/7heYMXeBUctoagIDbmPC2FG4eOE8LJ5OWzVEbcW/GXi5cmGEhMdg5aH/wlD8+s8d+IZE4sWyBdXf6MuViyAhIRHzd19Ndd7xm/fVo3xRFxRxsYeWrV2xCLf9fVGzdn1jF8Vk/bV3N/LlL4DuPfum2t+qbQfVXHr00EEkJCQYrXym5sdVy/HGa51w5fIl1K6rgb8rXe6uZWpsrCGa2CpJi/bdQFxCIgytHxQTnwA7GyvYWOmw/pi/al6NeJy+9hMTl/QG5mRvDTyCJt24ehnrVy5Gjz6DER7+CD7HtV1bNiQ+Ph59BgyBjY2NWi8yLVs7O1XLjouLUzdpJWDt6hUo6u6ByR9Oge+tmzh+1ML/rnTmH3IWF4j37t1DQECAWq9O7oQsN3+U+10VLFgQliQhEVh92M/gsVKFnFCqUB5VS4yNT8SWkwEGz8vnZIsXSuRH5OM43E4xAEdrb/Rzp38Mj2Je6NF3MBYvnGvsIpkka2trdO/Zx+CxWzeuw/fmDVVLZBj+Z/IHU1C3fgP12kkgWjydtppMTTYQHzx4gO+//x7btm1LvuljWkWLFkWHDh0wYMAA5M+fH5b8N/le+4qwttJh43H/J547rlU5ODvYYO0RPxWcWrRpzXJcu3wBsxYuU7eSoayRJtI5X3yuth27djN2cUxKgxcbQVOsuFKN0fn7+6N3797qflj169dHp06dUKRIEdjbJ/WJPX78WIWk3AxSVjeX0JR7ZXl6esIS/a9jJdQvUxBn/cPS9S2mNPSlUuj8gqeqGX69K3Xfolb4+97E6iXfol2X7qhUtYaxi2N2ZK3/mZ9/jBNHD6Ni5SoZ1iBJI3RsMjU6uZ+V9Fts2bIF5cqVe+K5ly9fxsCBA/HFF1+o24FYEqkRftypkgo5v9BIjPrxH8RlUOsb0bwM3mxWGvcjYjBilQ8eRsdBi2/mX07/WA0SGTDsHWMXx+zIv7kvPvsI27dugYdncUyfMx+2tmwu1TSdtppMTTL+Dx8+jEGDBj01DEX58uVVk+nRo0dhSWSe4byeNVQY3rwXgYFLTiD40WODA3E+7lRZhWFI+GMMXnYC1+5GQIu2bl6Lc6d9MGL8+3B0cjJ2ccxKdFQUJo99W4VhMa8SmPfdEhQqXMTYxSIj0+l0WXqYO5OsIUq/j4xuy0rNICYmBpYir4MNFvatiRrF8+F8wEMMX3ESoRHpXw9bax1mv14DzSoWVivYDFt2Uk3a16oDe3ep7UfvjjR4fOKowWq7bMN2uLlbZvP6s3j4MAzj334T58+eRvkKlTB7/nfIX8CyBqzRs9FZQMiZfSBKv6HcMVnujlypUqUnnnvhwgXVj9igQQNYAplWMb93UhgeuxGKt1efMji1QszoVk2F4ZWgcAxbftJgDVJLWrbtiOo1098t+/iRg2rFmhZtOsKtqAfyOLsYpXymSPrjJ45+S4Whd606mDFnPvI4Oxu7WGQqdNAUkwzECRMmoE+fPnj11VdRo0YNVK1aVY0odXBwUJ9YoqOj1YCbs2fP4uTJk2r6xaRJk2AJ3mlRFjVL5FPLsQ1f4YPH/84pTKtn/eJoWcUNt0IiMXDJcTyIzHyN2lK1bNvJ4H6ZhyiB2LJNR65lmsb3C77EmX9OoWp1b8ye9y3sHRyMXSQyITrWEI3P3d0dmzZtwtKlS9UI0pUrVxo8z8vLS/U1ysPV1RXmTibav14vaTHl68ERGNi4pMHzVv7tqxb1FpfvPMIb/z4nLZm8L6veEGW0junm9WvU1yVKlcaq5YsNnte7/+DkEd6kLToGommQgBs9erR6PHz4EEFBQYiIiFD9hU5OTmqKhUzQtyQ1iruqJlPRtVbGfVyykHeBPEmj/6SWKI+MzmMgUkbOnTmd3Fe/7efNGZ4nUy8YiNqk01gg6hIlYShD1T7caewimI2fRzU2dhHMhoujyX4WNUn2/35QpKfL65B9r5VrT8OtcxkJ+9G8563yXyURERmktRoiA5GIiAxiIBIREYGBSEREpDAQiYiIhLbykIFIRESGsYZIREQEBiIREZHCQCQiIhLaykMGIhERGWZlpa0VghiIRERkEJtMiYiIwEAkIiJKoq08ZCASEZFhrCESERGBgUhERKQwEImIiIS28pCBSEREhrGGSEREBAYiERGRwpVqiIiIhLYqiAzEp/m0WzVjF8Fs9Ftx3NhFMBvL+9Y2dhHMSmB0nLGLYDaqF3fOtp+lY5MpERERGIhERERCY3nIQCQiIsNYQyQiIgJriERERApriERERGANkYiISLGy0lYiMhCJiMggBiIRERHYZEpERKRwUA0REREYiERERIrG8pCBSEREhrGGSEREBNYQiYiIFNYQiYiIwBoiERGRJmuIVsYuABERme5KNVZZeGSX06dPY8iQIahduzaqVauGzp07Y8uWLanOiY6OxqxZs9CsWTPUqFEDPXr0wKFDh57rugxEIiIySCqIWXlkh2vXrqFPnz64dOkSBg8ejAkTJsDR0RETJ07E0qVLk88bN24clixZgpdfflkdi42NVecfP378ma/NJlMiIjKZJtMZM2bAysoKGzZsgJubm9rXq1cv9OzZE/PmzUP37t1VDXLXrl2YPHky+vfvr86RWmTHjh0xdepUbN68+ZmuzUA0YQ9D72HW6L5o2WMAGrfrlu74iX2/4cCvGxAc6A/HPC6o3qApXukxEPaOTtCKAk62GNDQCw1KF1BfP4yOw4lbD/DD37cQGPY41bmtKhdB91oeKJ7fEY+i47D30j0s/vsWomITjFZ+U7Ro/mxsXrsCM+b9gOov1DF2cUzS/t3bsW3zWvjdvAqnPM6oUMUbPQeNgEexErAkulzOw/j4eBw7dgyNGzdODkMhAdmmTRv4+PjgwoUL2Lp1K2xtbVU46jk5OeG1117D3LlzcfPmTZQsWTLL12cgmqjHUZFYMetDPI6KMHh870+r8NuPi+BeogxebN0Vd3yv48C2DfC9ch7DPv4KNra2sHQSgN/3qgG3vA44evM+9lyMQPECjmhRqTDqlcqPN3/8B/4PotW5vesWw7DGJXH1bgQ2+QSgTKE86FHbE5U9XDBq3RnEJSQa+9cxCZfOn8GWDauNXQyTtmbJQmz+cTHcPb3QqmM3hN4LxqF9u3D21DF88c1qFCnqAUuhy+VElOD75ZdfDF43NDRUba2trXH27FmUKlVKhWBKVapUUVs5zkC0EPeD72DlzA9x+8blDI//sW4JvMpXwZtT5sHaJul/4x9rF2P3phU4umsrGrbpCksnNUMJw/l/Xse6EwHJ+1+pVBgftq2AEU1LYfKWC3Bzsceghl44E/AQb687g/h/w0/29W/ghY7Vi2LzqUBonfTBzJ32ERLi441dFJN15eJZ/LRmCSpXr4X3ps2Dvb2D2l+vcXPM+WQiNq5chLfe/QiWQpfFPIyMjMzUeWmD7L/r6VC8eHGDP3fTpk3qeZUrV0ZQUBCqV6+e7rwiRYqobUDAf+8HWcFANDH7t23AznVLEPv4McpUfQHXzp5Md86RnVvVm1bzrr2Tw1A069obB7ZvwtHd2zQRiE3KFsT9yBisTxGG4o8LwRjQwAt1S+SH/HuWwLOxtsKqI37JYShWHvHDay94oH01NwYigLUrFuG2vy9q1q4Pn+OHjV0ck/T7z+vVdtjY95PDUNRv/DJatOuKQkWKwpLospiINWvWzNR5MmAmsxITE/HBBx8gODgYI0aMgL29PSIiItRAm7QcHJL+n0RFReFZMBBNzMFtG5G/kBu6DBuPewF+BgPxxoV/1LZ0Ze9U+23t7FGifBVc/ucooiLC4ZjHGZZKRnivPOKPuIQEGGrsjI1PgJ2NFWysdahRLK/a5+MXluqcmPhEnAt4pJpX89hZIyJGuzWjG1cvY/3KxejRZzDCwx8xEDPgc+xveJUqm66vUIJj2Jj3YWl0Rp6HKGH48ccfY9u2bahbty6GDx+eo+VmIJqYLkPHoVy1WrCytlaBaEhIUACcXQsYHDyT/99PqPcC/VC8bCVYKqnobfQx3CziVcARXgWc4H8/CrHxifDM54CQiBiDg2cCHyb1McpAm4tB4dAiGcgwd/rH8CjmhR59B2PxwrnGLpJJCrsfiocP7qNazbq47XsDPy5ZgLM+x9Sbdo3a9dF7yDtwc/eEJdFlMVdk0Et2NuFPmjQJv/76q2oe/eabb9RAGiFNpzIPMS39PmfnZ6sMMBBNTAXvuk89J/LRQxQo4m7wmINTHrWNjjQ8GMfSyb/fMc3LwNpKh61n7qh9eR1sk4MvrYjHSbXCPPbW0KpNa5bj2uULmLVwWfIbDqUXGhKcvJ08sh+KehRDs9adEOB3E4f/2o0Lp30wbcEKFHYz/G/THFllcbJ9Rn2DWSVNnm+//Tb279+vaoYShilDzsPDQzWhpnX37l21TTlCNSs4Md8MJcTHZTiK1MYmaX9cbAy06N2WZVG7RD5cuPMouW9Rmk1j4wyPIpWmVWFvo81/Cv6+N7F6ybdo16U7KlWtYezimLTH0Un9UhdOn0TdF5ti2oKV6D98LN6bOg8DR7yLsAehWLpwFiyJTqfL0iO7aoYjR45UYSir0Pzwww/panwymvTq1avpaonnzp1TW1nd5llo813AzNnY2SMuLtbgMf1+uxQd/lpgrQMmtyqHDtWL4vaDKDW6VD+V4nFcggpFQ2ytk/4JaHEuojT1fTn9Y+TLXwADhr1j7OKYPJ1V0t+KlZU1+g0fp4b/67Xq1F01l548ciA5OC2Bzggr1cjk+wMHDqB58+b4+uuv1SCatFq3bo2YmBisXbs21UjUjRs3quZVLy+vZ7o2m0zNkEzCz6hJVL/fwclyB9SkJbW7TztUVJPz/UKjMHrjWdVnqCeT8J0zaBLVN5VGPI6D1mzdvBbnTvtgysz5cMympi5LJhPwReGi7nDJ65pu/pxX6XIICryNe3fvwNOrFCyBVS4PqpEmT1mezcbGBo0aNcL27dvTndOgQQM1cV8eM2fORGBgoJqTuH79ety5cwfTp09/5uubdCDKC5JVUm2XqrYlK+xeDNfP/6OmZtim+fQUejcQOp0VCrkXgxZI0M3qWgVVPPLiclA4xm06hwdRqWvPfvej4F3MVY06jYlLXRP0cHVQUzH87hvuY7RkB/buUtuP3h1p8PjEUYPVdtmG7RY3WORZyGsgtcO4WMOtM/FxcRbXOqPL5UGmJ0+eVE2m4pNPPjF4zqJFi9R8w6+++kqtSiOr1kifY4UKFbB48WK1ILhFBmLfvn1V9VlGwVWqVAl58iQNGNG6khWr4do5H9y4eBrla/y3tFZszGP4Xj4Pt+IlNbF8m521Dl90SQpDmVIxact5RBqYOnHm9kPU8sqHGp55cezWg1TPr+zugpshkYiK1d6Ui5ZtO6J6zfRvHsePHFQr1rRo0xFuRT2Qx9nFKOUzNXZ29ihTvpKanB942w/unv9NII+Pj8Ot61dUzbFAoaTJ4ZZAl8uJKE2hmZ2jKHkg8xPlkV1MOhCHDh2qUl8mYxYsWFB9MiDAu3EL7P1pNXauX4rSlWvAxtZO7d+7eZVa6q1eiw7QgqGNSqKaZ161As34zefS1f70dl4MRu96xdXKNqf8w9RUDNGnXnE429tg0elb0KKWbTsZ3C/zECUQW7bpyLVM05DJ9xKISxfMxIRPZicPYtu6YRVCgoPQ7tVeqfoWzZ2Vtm6HaNqBKF566SU1F+Xzzz9Xq59365Z+kWutKeJZAk069MCfP/+Ir94djEq1GyLI7yYunjyEkhWqoW6L9tDCOqZdvJOGt98KiUSvOoabiFcf9YNvaBTWHvdH77rFsaRPTRy8FopSBZ3QsEwBnL4dljw9g+hpmrXuiOOH/8Kxg3/i3WE9UbNuQ/jfugGfowfhXqwEuvUZAkui09gNgk0+EEXv3r3Vgq8y4qhLly6qw1XrWvcaCtdCRXDo9y04uH0TXPIVQKN23dCiW//kGqMlq+LhovoERftqGS+XteHkbcTEx+O7/bdw91EMutQoqpZrC42Iwbrjt7H0kG9yjZEoMwEx7n8zsOOnddi9Ywt+27Ieznld1SLfPfq9aXHNyzpt5SF0iTL2mjK05TRrD5k1e+dVYxfBbCzv++wd/1oUHq29UcDPqnrx7Bth3v67Y1k6/9dh5t3EzqoWEREZJCs+aQkDkYiIDNJakykDkYiITGJivrExEImIyCCN5WH2BGJcXBwOHjyIixcv4sGDB5g4caKaXCkTJ4sV08aKKURElkansUR87sW9jxw5ghYtWuDNN99Uy+gsW7ZM7d+xYwdatWqlltIhIiLzozPC4t5mG4gXLlxQq8nIOnLDhg3DK6+8knzM29sbhQoVwqxZs7Bnz57sKCsREeVyH6JVFh6aDkRZZ1RuzbF582aMHj0a5cuXTz7WtGlTtbKMq6urWr2ciIjMiy6LD00H4okTJ9RirJ6ehlfClxXJ27RpgytXrjzPZYiISCM3CDbbQTWPHz+G01PuoyYL3cp5RERkXqzMP+NyLxDLlCmjRpcmJCSoG2SmJfe1kjsfy80biYjIvFhpLBGfq8lU7jwhzaFyN4r79++nOhYSEoLx48fj1q1b6Nq16/OWk4iIcpmOTaaZ98Ybb8DHx0fdiULuWiwDbETz5s1x584dVXOUKRm9evXKrvISEVEusTL/jMvdiflffPEFmjVrho0bN+L8+fNqkn54eDhq1aqlbtXE2iERkXnSWUCtL9dXqpGRpPIgIiLLoYO2cC1TIiIyyBIm2+daIEqTaGar3TJ5n4iIzIdOW3n4fIEoS7c9jYeHB/Lmzfs8lyEiIiPQaSwRnysQ5e4WhkRHR8PX1xfffPMNTp8+je++++55LkNEREag01YePv/dLgxxcHBQ65rOmTMHLi4umDlzZk5choiIcpAVF/fO3ur2iy++iP379+fkZYiIKIdWqrHKwsPc5fgoUz8/P8TExMBcXbsfaewimI0F3b2NXQSzseDwLWMXwax81LKcsYugSVbQlhzpQ0xMTERkZCT+/PNP7Nq1Cw0aNHieyxARkRHoLKAZNNcCsXPnzk98wSQYHR0dMXbs2Oe5DBERGYGVtvIw5wLR1tYWpUuXRocOHVCwYMHnuQwRERmBFQMx83r06IEqVarAzs4u+0pEREQmQaexJtPn6jMdNWqUehARkWXWEK2y8NB0DfHhw4coW7Zs9pWGiIhMhs4CQi7Xaogvv/wydu7cidDQ0OwrERERmQQrjU3Mf64aYp06dXD06FEVjC+88AKKFSumVqkx1A49adKk57kUERHlMitoy3MF4pQpU5K/PnjwYIbnMRCJiMyPtSV0DOZUIEpNsF+/fujbt6/6fsWKFTlVLiIiMjKdtvIwa4F4+/ZtNZBGr27dujlRJiIiMgFWDEQiIiJYxECZrGAgEhGRQRrLw6wH4qNHjxAQEJDlC3l4eGT5OUREZDxWDMQnk4E0WR1MI6NMz58/n9VLERGREemgrUTMciC6u7vD09MzZ0pDREQmw0pbeZj1QOzatStGjhyZM6UhIiKTYcVAJCIiAifmExERCY4yJSIiAuchPpH0HdarVy/nSkOpRDwIwfr/DUXtjr1RrUWXVMdiH0fjn9834NqxvxAeehdOrgVQps5LqNn2ddjap19gXYv2796ObZvXwu/mVTjlcUaFKt7oOWgEPIqVgNbltbfGhGal8PulEOy/cT/VsbrFXdHDu6jB5926H4V5B3xzqZSmLfjuXXTr0g5Dh49Ez979YImstJWHWQ9Eyh2x0VHY+c2niI2OTHcsIT4ev339PwRePgOPCjVQokZ9hPhdw6kd6+B//iQ6TpgFG1s7aNmaJQux+cfFcPf0QquO3RB6LxiH9u3C2VPH8MU3q1GkqHbnxdpZ69C/jiccba0NHvfIa6+2e66EIDYhMdWxsOi4XCmjqYuMjMCEsW8jIjwclkzHQCRjexQShJ3ffIZ7vlcNHr908HcVhlJrbNB9aPL+o5uX4tRv63HpwO+o0qwDtOrKxbP4ac0SVK5eC+9Nmwf7f2vM9Ro3x5xPJmLjykV4692PoEX5HW3Qr7YniufLuBXBPa89ImLise3ivVwtm7kIDLiNCWNH4eIFy59bbaWxeYhau92VyTuz6ydsnDIcIf7X4VGxhsFzwu4GwME5L7xbd0+1v0zdpmobdP0CtOz3n9er7bCx7yeHoajf+GW0aNcVbh7FoEWNS+XH+JdKqhrgleCIJwZi4MPHuVo2c/HjquV447VOuHL5EmrXrQ9Lp9Nl7WHuWEM0MWd2b4FzATc07vM2woJuI+DiP+nOqf/aYPVI68EdP7V1zJsfWuZz7G94lSqbrq9QVkwaNuZ9aFWT0vlxPyoOG0/fQeE8dihXOE+6c1wdbJDHzpqBmIG1q1egqLsHJn84Bb63buL40cOwZFYWEHIWE4hRUVFqyTcbGxtUqlQJdnaG+8WCg4Nx6dIlNGrUCOauce9R8KzkDSsraxWImREd8Qj+Z4/j4NpvYefkjCovtYNWhd0PxcMH91GtZl3c9r2BH5cswFmfY0hMTESN2vXRe8g7cHPX5kpLEoSXgyMhvYISiBnVDvXzzwbU8UCJ/I6wtbbCrdAo7Lh0D34PoqFlkz+Ygrr1G8Da2loFoqWzsoRqnyUE4rJlyzBv3jwVisLJyQkDBgzA8OHD1R9jSocOHcLEiRNx4YL5NxUWr1IrS+dfPPA7/lrxpfraxt4Bbd/5DHmLaHfASGhIcPJ28sh+KOpRDM1ad0KA300c/ms3Lpz2wbQFK1DYzR1acyk4/QCtjAbUNCyZDxfvRuCYXxgK5bFDFTdnjCxYHEuO3c7Uz7FUDV40/w/dWaHTVh6aZh/izz//jOnTp6NChQqYPHkyhg4dCkdHRyxYsAADBw5ERETG/R9a4+Dsihqtu6Fs3aZIjI/H9q8+gN+5E9Cqx9FJH6AunD6Jui82xbQFK9F/+Fi8N3UeBo54F2EPQrF04SxjF9NkyftfaGQsVp8MwKIj/th24R6WHw/At4f9VJNzD2932GitHU3DrK10WXqYOytTrR3WqlULa9asQd++fTFmzBjs3LkTbdq0wZEjRzBo0CBERmr3U2pKJb3ro17XgWg+eCI6TZyjQnHvkplqnqIW6ayS/qSlybnf8HGpWhNadequmktPHjmQHJyU2u6rofh893WcvP0o1f7rIVE4efuh6mMsU9DRaOWj3GWVxYe5M8nf4dq1a2jbtm2qfVJDnDNnDnr06IFTp06pptOYmBijldEUFSpRFuXqv4zoR2EIumb+zcfPQibgi8JF3eGS1zXVMSsrK3iVLof4uDjcu3vHSCU0X7fDkj5kFXCyNXZRKJfodLosPcydSQaivb19hs2iU6ZMQbt27VRNcfTo0YiPj4fWyBzEm6cOGTzmXLCI2kaHh0GLpAYotcO42FiDxyUMhR1X8zHI09UepQsYrgHK4BoRF596sj5ZLl0WH+bOJAPR29sbP/74I+7dMzwxeMaMGWpE6d69e/HOO+/g0aPUzTuWbt+KL7Hz28/xOCL97x3id11t8xbR3qARYWdnjzLlKyEkOAiBt5OmoejFx8fh1vUrquZYoFDSBwdKbUAdTwxvWFxNvUir1L9B6fdvTZGgiVGmVll4mDuTDMS3334bDx48QKtWrVT/YUBAQKrjMg1j/vz5aNiwIXbt2oVp06ZBS0rXaozEhHgc/WlZqv2+p4/ihs9BFPAsicIlykOrZPK9WLpgJuLi/qspbt2wSgVlk5bt041UpiT/BDxSb2xtKhZKtb+6uzMquznjWkgk7jxiV4VW6DRWQzTJaRfVq1fHpk2bVE1w3759GD9+fLpzHBwc8N133+Grr77C0qVLoSXebbrD98xRXPhrO0L9b8CtbGWEBQXg1unDcMjjogbYWEJ7/rNq1rojjh/+C8cO/ol3h/VEzboN4X/rBnyOHoR7sRLo1meIsYtosnZeDkHFInnQoEQ+NQXjRmiUmrNYyS2PWsd07Sn2vWqJTmNvIyYZiKJMmTL4/vvvkZCQoAZDGCI1xXHjxqmRqCdPnoRW2Dk4qQW8T25djesnD+Ds7p9hn8cFFRq2RK32vZL7EbVKPgyM+98M7PhpHXbv2ILftqyHc15Xtch3j35vIo+zi7GLaLKi4xLw9QFfvFKhIKoVdUGjUvnVuqZHfcPw26V7ePRYe332WqYzgUSUHFi+fDkOHjyY7lh0dLRqLdy2bRtCQ0NRsWJFNbakQYMGz3QtXaIs4UEZmr0vqU+Onq5laW0HcVYsP5W5VYgoyUctyxm7CGYjr0P29YSt88na32mPmtm7CpS0EI4YMQKurq4GA1GOyViSnj17onTp0ti4caNatUwCtHbt2pbRh0hERNqddpGYmIhVq1apwIvNYMS4rFAmY0gmTJiADz74QIWiPMfd3R1Tp059pusyEImIyKRGmcp8808//VTdkL5KlSoGz9m6dStsbW3Rvft/d/2RJT5fe+01nDt3DjdvZn2tWQYiERGZ1Eo1MrPgk08+wQ8//IA8edLflUWcPXsWpUqVUiGYkj5A5bjFDKohIiLj0mWx1pfZJTXThlhae/bsyfDuRnpBQUFqRkJaRYokjWVIO10vMxiIRERkUFYbQWvWrJmp82Tgy5M8LQyFrGYmS3oampIn9HdKygoGIhERGWQCsy6e2bMM8mEgEhGRQVZZrCP6+Pggt0izq8xDTEu/z9k5aaH/rGAgEhGRQVmtZD2tbzA7eXh4IDg46YbgKd29e1dt3dzcsvwzOcqUiIgM0mXxv9wko0mvXr2arpYoUy5EtWrVsvwzGYhERJRhDTErj9zUunVrdU/ctWvXphrlKqvVyOhTLy+vLP9MNpkSEVG29CHmpsaNG6vHzJkzERgYqOYkrl+/Hnfu3MH06dOf6WcyEImIyKAM7qtgMuRuR3PnzlWr1sg0iwoVKmDx4sXPtI6p4OLeT8HFvTOPi3tnHhf3zhou7m2cxb13XjB8k/aMtKyU+j6a5oY1RCIiMsjKdFtMcwQDkYiIDMrtkaPGxkAkIiKLW6nmWTAQiYjIINYQiYiIwD5EIiIihTVEIiIisA+RiIhI0VgeMhCfploRF2MXgSzQ520qGLsIZiV/nZHGLoLZiPKZn20/y1pjVUQGIhERGaatPGQgEhGRYRxUQ0REBA6qISIiUjSWhwxEIiLKgMYSkYFIREQGsQ+RiIgI7EMkIiJSNJaHDEQiIjJMp7EqIgORiIgM0lgeMhCJiMgwjeUhA5GIiDKgsURkIBIRkUGcdkFERAT2IRIRESkay0MGIhERZUBjichAJCIig9iHSEREBPYhEhERKQxEIiIisMmUTNijsPvYvmYxTh/Zj6iIcBTxKI4XW3VSDysrK2MXz+Ts370d2zavhd/Nq3DK44wKVbzRc9AIeBQrYeyimZS4uDisWb0Kmzeux+3b/ihUuDA6de6KgYOHwtbWFlpVwDUP3h/WBq0bVYF7YVfcDAjBql+O4KtVexAfn2DwOU4Odji56X1s3Xsa787aBHOn01Yegu+iZuLRg/uYPWEoDvy2BQUKu6FR685wzOOM9d/NxvI5U5CYmGjsIpqUNUsWYt60DxEZ/gitOnZDlRq1cezgn3jv7f64eyfA2MUzKVM/+wSzvpgG13z50LN3XxQp4oaF8+dh0rvjoFXOTvbYvWQM3nqjKc5fv4Nv1/2Fh+HR+Hx0Z6ybPcTgc6ytrbBsaj+U8CgIS6HL4sPcsYZoJrYsX4iQoEC81O41vDr4neRV6LcsW4jdW35EpZr1UP/ltsYupkm4cvEsflqzBJWr18J70+bB3t5B7a/XuDnmfDIRG1cuwlvvfmTsYpqEUz4nsWnDOrR8pRVmzvlK/V3Jh6sP35uErb9swb4/9+Klps2gNe8OfAUVSxfFuC82YOGafcn7l03tjx5taqta428HziXvz5/XCSumD0CLBpVgUXTQFNYQzUB8fBz+OfQnnFzyomPfN1PdkqVdz0FwcHTC3q3rjFpGU/L7z+vVdtjY95PDUNRv/DJatOsKN49iRiydaVm3ZrXaDntrZPLflWxHjRmrtj9t2gAtklqeX2Aovlu/P9X+Db+fUNt61Usl7+veuhZ8Nn+gwnDXoQuwtD5EXRb+M3esIZqB8LAHeBwdhbJlKsAuxRu8sLWzR2GP4vC/fhlRkRFwdMoDrfM59je8SpVN11cob/DDxrxvtHKZohMnjiN//vwoV658qv3SbFqiZEkcP34MWtT/vWUG91co6aa2d0MfJe8b9GojRD+ORddR3yI88rFF1RJ15p9xlh+I165dw/nz5+Hg4IB69eohb968sGQ2tnZqGxcXa/B4dGSEaua6HxwExxKloWVh90Px8MF9VKtZF7d9b+DHJQtw1ueYen1q1K6P3kPegZu7p7GLaRJiYmIQdOcOqlWvYfC4h4cnbt64gdDQUBQoUABaVji/M7q0qIkP3mwL38BQrNl2NPnY1O934PA/1/E4Jg6Na5WDJdFBW0w2EIOCgrBkyRJcvHgRHh4eGDRoEMqWLYspU6Zg7dq16hx5k3NycsKHH36ILl26wFLlccmLgm7uuH3jCu4FBaCQm0fysUDf62qfiI4Mh9aFhgQnbyeP7IeiHsXQrHUnBPjdxOG/duPCaR9MW7AChd3coXVhYQ/U1sXFxeBx53/3hz96pOlA/N9b7TB5SBv19Z17D9F++Hw8eBSVfHzfscuwWDpoikn2Ifr6+qJTp05Yvnw5Ll26hJ9++gndu3fH4sWLsWbNGrRu3Rpff/01pk+fjpIlS+L999/H33//DUvWvNPriI2JwfefT8L1C6fxOCoS187/g8VffKiaTQVHmkI1LYsLp0+i7otNMW3BSvQfPhbvTZ2HgSPeRdiDUCxdOMvYxTQJcbFxamtnl9QCkZZ+/+OYx9CyG/4hmLX0D/y8+5SqKe5aMgbeFbXRD61jH6LxzZo1S81/+uWXX1C+fHkEBgZi6NChar+E4dy5c5PPbdeuHbp27Ypvv/0WDRs2hKVq3KYrggP8sW/bRsyd/Fby/tovvYJyVWuq6Rhp+xe1SPfvfEwrK2v0Gz4O1tbWycdadeqObZt/xMkjB1Rw2js4QsvsHZL+XmJjYzNsUhWOjtp+nVb+cjj56zaNq2Ljl0Pxw6d9UbvbVFg6K/PPOPOvIR4+fBj9+/dXYSjc3d0xfvx4VQNq0yap6UJPglMC8cyZM7BkMiBEpltMmrsMXQa+jS4DRuLdWT+g35j/Ifzhv01f+bTbrKUnE/BF4aLucMnrmuqYLF7gVboc4uPicO/uHWidi7Ozek3Cww03tUtTadJ5hptUtWjH/rPYe/QyqpT1QOnihWDxdNqaiGhjqm/+KT/Zi2rVqqlg1H9qTUlLTYUeJcuoR0q+Vy/B0ckZ+QoWhtbJgBmpHcZlUOuRMBSsTcsIZTu4e3jgtr+/weOyak3+AgXUhH0tkQn2TWqXU02Ae45cTHdcBtWIQvmccd3vHiyZzhJSztxriDVq1MCKFStUU6medOrv3bsXHTp0SHVuSEiI6leU51iypbM/wgcDOyMhPj7Vfr/rlxF6NxAVvesYrWymxM7OHmXKV0JIcBACb/ulm8956/oVVXMsUKiI0cpoSmq+UAv37gXj5s0bqfbfvRuEWzdvonoGI1At3aYvh2Hp1H6wMtBmWL28JxISEnDzdggsnU6XtYe5M8lAlObRsLAwtG3bVo0gzcjUqVNVH6IE58iRI2HJ3DxLICz0Hk7s35W8L+ZxNDYu+lJ93aJrLyOWzrTI5HuxdMHMVFNVtm5YpYKyScv26VogtKpDx85q+/WXc9WbvL7FZd7cOerrV7v1gNbIOqU/7/kHRQq4YGy/FqmODenWCLWqlMCO/edSzUW0VDpttZiaZpOp9B1u3LgRX375JaKjozM8b9++fShcuDAWLlyIF154AZasWcceOLJnB1bPn4YLp47CxTU/Th/+S025aPfGYHiVrWjsIpqMZq074vjhv9Tape8O64madRvC/9YN+Bw9CPdiJdCtj+G1KLWofoOGaNWmLX7fsR19evZAnbr18M8pH5w8cVwt59bkpabQove/3IJGL5TFp6M6qbmF564GoEbFYmheryJu+N/D258nTf2ydDpLSLks0CWacQfcw4cPc3xS/h8Xkua1mQKpIf68/BtcPnNCTbtwL1FGTcfwbvASTEFRZ9MZjSjNozt+WofdO7YgKMAfznld1TSMHv3ehIur8fvEyrsnDf4xBTLKdMkP3+OXn3/C3aAgFHX3QPsOHTFg0JAMp2Tktvx1cr8FyK2gCz4c3h5tm1RV/YWB98LU1IvpP/yO0LAIg8+R8Pzjh3cwf/Veo93tIspnfrb9LP/76cdsPEmx/Kbx96LJQMwNphSIps6UAtHUmVIgmgNjBKK5ys5AvP0ga4Homc+8A9Ekm0yJiMj4dNAWBiIRERmktT5EBiIRERmU8lZzWsBAJCIig7QVhwxEIiLKgE5jichAJCIig7S2dBsDkYiIDNNWHjIQiYjIMI3lIQORiIgMYx8iERER2IdIRESkyRqiSd7+iYiIKLexhkhERAZZaayKyEAkIiKDNJaHDEQiIjJMY3nIPkQiIsqALouPbBIQEIAxY8agfv36qFWrFkaMGAE/Pz/kNNYQiYjIZKZdPHjwAH379kV4eDj69esHOzs7LFmyBL169cKWLVtQoECBHLs2A5GIiEymD3HZsmXw9/fHxo0bUbVqVbWvcePG6Ny5MxYtWoSJEyfm2LXZZEpERCbTYvrrr7/C29s7OQxF+fLlVfOpHMtJDEQiIjKJRAwLC1N9hSnDUK9KlSq4e/eueuQUNpkSEVG29CFGRkZm6jwnJyeD+4OCgtTWzc0t3bEiRYqobWBgYPLX2Y2BSERE2dKH6F2zZqbOu3TpksH9ERERauvo6JjumIODQ5ZC91kwEJ/ilUqFjV0EIs2L8plv7CJokkMuJ0RiYqLa6p6QxE869rwYiERElC18fHye6/n6ptSoqKh0x6Kjo9XW2dkZOYWBSERE2SKjvsHM8vT0VNvg4OB0x/SDaQz1L2YXjjIlIiKT4OLiAi8vL5w7dy7dMdlXtGhRFC6cc91YDEQiIjIZrVu3xokTJ1KF4uXLl3H48GG0b98+R6+tS9T3YhIRERmZLN3WoUMHxMbGYtCgQbCyssLSpUtha2uLTZs25ejSbQxEIiIyKTI5f9q0aTh06JBay7Ru3bqYMGECihcvnqPXZSASERGxD5GIiCgJA5GIiIiBSERElISBSERExEAkIiJKwkAkIiJiIBIRESVhIBIRETEQzUtAQADGjBmD+vXro1atWhgxYoRa0YGe7Pvvv8eLL75o7GKYtNOnT2PIkCGoXbs2qlWrhs6dO2PLli3GLpZJkpvbDh06FPXq1UOdOnUwatQo3Lp1y9jFomzAlWrMaH2/1157DeHh4ejXr59azmjJkiWwtrZWb1w5ub6fOdu3b5/64ODq6oqDBw8auzgm6dq1a+jatat6jXr27Ik8efJg+/btOHnyJCZNmoQBAwYYu4gm48aNG3j11VfVa9WnTx/Ex8dj+fLlat1N+Xfo7u5u7CLS85BAJNM3d+7cxAoVKiSeOXMmed+lS5cSK1WqlDh9+nSjls0UJSQkJK5cuTKxSpUqieXLl09s2LChsYtksoYMGZLo7e2deOfOneR98fHxiT169FD7w8PDjVo+UzJq1KjE6tWrJ/r5+SXvu3jxovob++yzz4xaNnp+bDI1E7/++iu8vb1RtWrV5H3ly5dXzadyjFLr0aMHPv30U9WsVaVKFWMXx2RJDefYsWNo3Lhxqhuvyh0G2rRpg8jISFy4cMGoZTQlNjY2aNeuHYoVK5a8r0KFCsiXLx8uXrxo1LLR87PJhp9BOSwsLEz1FTZt2jTdMXmzl6ZAuZt0kSJFjFI+U+1v/eSTT9C9e3f07dvX2MUxWRJ8v/zyC3Q6XbpjoaGhaivN8pRk9uzZ6fYFBgaqLg0PDw+jlImyDwPRDAQFBaltyk/wevoQlH+UDMT/7NmzR/Wz0pNJEBq6pY7UDOXec05OTqhcubJRymbqQkJCcPbsWcyaNUu9TgMHDjR2keg5MRDNQEREhNo6OjqmO+bg4JD8Bkb/YRg+Oxln98EHHyA4OFgNSLK3tzd2kUySDK6RD6Ji/PjxqguDzBsD0QzoBwIbatbSe9Ixoqz8rX388cfYtm2buinr8OHDjV0kkyVToOSD144dO1Qt0d/fH1OmTDF2seg5cFCNGZDmGBEVFZXuWHR0tNo6OzvnernIssjUAanprF27FtWrV8c333wDW1tbYxfLZHXq1EkNPJo3b57ayut25coVYxeLngMD0Qx4enqqrTRhpSWDaTLqXyTKLPmwJbVBGbEsNcOlS5fyQ1YWyMhTcf78eWMXhZ4DA9EMuLi4wMvLC+fOnUt3TPYVLVoUhQsXNkrZyDJqhiNHjsT+/fvRrFkz/PDDDwzDDEZ7t2rVCp999lmG/fz6Pn0yTwxEM9G6dWucOHEiVShevnwZhw8fRvv27Y1aNjJv0uR34MABNG/eHF9//TUH0WRAVqeRJuStW7emaq2JiYnBihUrVNeGzHsl88Wl28yEzHPq0KGD+jQ/aNAgNX9MmrXkH6gMj+fSbRmTJbauX7/OpdsMkCZ3CUJ5G3jvvfcM1gwbNGjAKT3/kg+lMq9Vlmh744031L/DzZs3q75DqTnK8opkvhiIZkQm50+bNg2HDh1So9ukr2fChAkG55HRfxiIGfvtt9/wzjvvPPGcRYsWoUmTJrlWJlMnK/tITVoWRBeyetSwYcPUaj9k3hiIRERE7EMkIiJKwkAkIiJiIBIRESVhIBIRETEQiYiIkjAQiYiIGIhERERJGIhEREQMRCIioiQMRCIiIgYiWSpZa7JChQrpHlWqVFF3JJD1TX/++edcK8/Dhw/V9eW6erIotOxbtmzZM/1MuXehrG+bEze+lXIRaY2NsQtAlJNefvllVKpUKfn7uLg4hIaGYseOHWphdFn0e8yYMUYpm5RL7kPo7e2d5efOnDlT3bdwy5YtOVI2Ii1iIJJFa9GiBbp27Zpuv9xCq0uXLupODt27d4enp6dRAjFlWGdFSEhItpeHSOvYZEqaVLJkSVV7jI+PVzfHJSJiIJJmubm5Jd98Wd+fJ02pUnusVq0amjVrltxHFx4ejlmzZqkap9z/Tu5999FHHxmsqfn7+2P8+PFo2LAhatasqZpFAwIC0p2XUR/ixYsXVTPuiy++qJ4vNdmNGzeqm/gKuaHvTz/9pL7u3Lmz+l5PzlmzZo16TvXq1VGnTh28+eabOH/+fLrrR0dHY86cOer5cq7UlOVef0RaxSZT0ixfX9/kYExISFBfy13P5e7wMvhFgk1uvvzo0SP07NkTly9fVnePf+WVV9Sx9evXY//+/Vi7dm3yHeXv3LmD119/Hffu3VNB4+Hhoc4ZPHhwpsokN3+WAJOaq9Rg5fl//vkn3n//fRWqo0aNUndsl0CU4OzRowdKly6d/PyJEyeqwULlypVT5YiKilIhL19/9913qvxCft8hQ4bg6NGjKgxbtmyJM2fOYODAgXB0dMyBV5vIDMgNgokszbx58xLLly+fuGnTJoPHT58+nVi5cuXE6tWrJ4aEhKjz5PwmTZokRkZGpjr3448/VsdWrVqVav+uXbvU/lGjRiXvmzBhgtq3efPm5H0RERGJvXv3Vvtlq6e/5tKlS9X3cXFxic2aNUusVq1a4smTJ5PPi46OTuzQoYMq771799S+iRMnqueeP38++bzt27erfWPHjk2MjY1N3u/r65tYt27dxMaNGyc+fvxY7du4caM6d/LkyYnx8fHJ586YMUPtlweR1rCGSBZt165duH37dqpRpjdu3FC1Lvn6vffeQ4ECBZKPN2nSJFUNSc6RkZxS4+rVq1eqny01uBdeeAE7d+5UTap2dnb4448/1LnSZKnn5OSkmlClSfJJTp06pcoq50lTqZ69vT0mTZqEf/75B48fP87w+dKsKqQ2aWPz3z9tqeVKDfHbb7/F33//jaZNm2Lbtm3Q6XQYN24crKz+6zkZPXq0qvlKrZhIaxiIZNF2796tHnq2trbIly+f6p+TgGvUqFGq84sVK5bqewnPyMhI1YQpcxvTkoCSY5cuXVI/V86VPsa0ZJ9c+0mkCVQYmoYh/ZHyeJJz586p8Fy9enW6Y/J7iAsXLqhAlGtJc2zBggVTnSehLnM1Dx8+/MRrEVkiBiJZtGnTphmcdpERCZS0E+qFzFecP39+hs8LCwtTNS6RJ0+edMetra3h7Oz8xGvrr/W08zIitTqp0T6tnPprpQ1DPVdX12e6PpG5YyASPYE+3GT1li+++OKJ5167dk1tDTU3yuhPGeDyJNK0KiIiItIdi42NVT9DanBPer6UV5qDnyZv3rwZNotKLZdIizjtgugJSpUqpUJImiP10x5SkikTCxcuxP379+Hl5QUXFxf4+PikO+/q1atqmsOTlC9fXm1Pnz6d7piMFK1Ro0byyjT62mhKMoVDRrkGBwenOyYhOXfu3ORmWWkWDQwMTDcdRJp/pVmVSIsYiERPaUJt27atCrSlS5emOnbkyBFVa9y0aZNqZpQ+wvbt26vpHCnPjYmJwezZs596LZkz6O7urqZNpAwleb4ErzS76qdN6AfNSM1RTwbySGh/+umn6jl6d+/eVXMmv//+++Qar37Qz/Tp01P9jMWLF6spI0RaxCZToqeQuX1S65sxY4YaoCPz9oKCgtSIUgmmqVOnJo/UlAn1MpdQgkZWwClTpoz6Xib/p+2fTEv/s4YNG6ZGhcrcQOnnk9rdzZs3MXny5OTFBPRbuY4MtpHJ/9JXumfPHvz+++9qkI8sHiB9ilK7lOvLiFIZcSok5OW83377TQ24kaCV0JfBNLKMXcqRuURawRoi0VPItAyZiiCT1iUIV65ciePHj6uJ97Jf7p6hJzVFWSlGAk1Cad26dShUqJCq4T2p/09Pwk2eLwG1b98+NWJUpoFIGPfv3z/5PFkoQEbKnj17VpVH+h2lGXXevHlq2oU8Z8OGDSoMy5YtiwULFmDo0KGpriWr1Mh0EKlNyjWlqVUG5FSsWDGbX0Ei86CTyYjGLgQREZGxsYZIRETEQCQiIkrCQCQiImIgEhERJWEgEhERMRCJiIiSMBCJiIgYiEREREkYiERERAxEIiKiJAxEIiIiBiIREVESBiIREREDkYiICMr/AeagBqlZ0bbTAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Random Forest metrics:\n", " accuracy: 0.7400\n", " balanced_accuracy: 0.7384\n", " precision_macro: 0.7376\n", " recall_macro: 0.7384\n", " f1_macro: 0.7335\n" ] }, { "data": { "image/png": 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qoetxLDCtw0gE2+5ZiM3ny/thuo3F7hQaOjzRc4I9IyAUABRjFFEUATxmoYXmfA3ZscXW/+eee27cddAOgQKWUSJGCCnCaApJQRsLPNkzIkLRxvcQ28r53uFry+26caUuFmhoyefG2h0aHxLd5HI8dGdtRm4o3imsKLpoJMkfHb6fuA/b3rmeaNYLyXr/scidf198Hfg3wPtltIpr5N+gIMSKiWZEMe8tCIIgxI0eceIPRZkgCMZDIkSCIAiCIOQ8IogEQRAEQch5RBAJgiAIgpDzSA2RIAiCIAg5j0SIBEEQBEHIeUQQCYIgCIKQ84gxYwzQnVV3dqXBWCxW9YIgCIIgpAdWA+lu7nRT57l7PEQQxQDFUKQZRIIgCIIgGJuFCxfGNBZGUmaCIAiCIOQ8EiGKgdBQG5WmxWJJyeNyLlDopOhcR47Hx8ixGIkcj4+RYzESOR65eTz8fn8wsxNLuoyIIIqB0JohiqFUCSL9cVP1eEZHjsfHyLEYiRyPj5FjMRI5HiPJxeNhirHuV1JmgiAIgiDkPCKIBEEQBEHIeUQQCYIgCIKQ84ggEgRBEAQh5xFBJAiCIAhCziOCSBAEQRCEnEcEkSAIgiAIOY/4EAmCkFVoAT+8nU0IeJww2/Nhq5oGkzl3PFcEQZgYIogEQcgOAn4MfPgqBjevhq+nTQkjCiFreR0K91+KwrmHijASBCEqIogEQch8An5YN7+Mnp6dCDj7Yc4rgslqg+bzwt20Ed7du+DtakbZYWeIKBIEIftriFwuF37961/jmGOOweLFi3HyySfjoYceSveyBEFIMpbm9bC0bITm88BWNR3W4gpY8ovVJa9zOyNHgxtXpXupgiAYlKwRRIFAAF/96ldx5513KkF01VVXoby8HFdffTXuu+++dC9PEIQkwdSYuWUj4HHCWlozam4Rr3M7I0cURdxfEAQhawXRww8/jNdeew3/7//9P3z/+9/HOeecg7/+9a+YN28ebr/9dmialu4lCoKQBFhAbRrqBux5UYc4cjvTaL7uVrW/IAhC1tYQPfDAA5gxYwbOPvvs4Daz2YwrrrgC69atw9DQEAoLC9O6RkEQEg+7yUwBPzTz2B9nJosNWsCn9hcEQchKQeT1evH+++/j9NNPVyKIDA4OoqCgAEceeaT6EQQhO2FrvWa2wBTwjbmf5vfCZLGq/QVBELIyZdbU1KREUX19vUqTHXHEETjwwAOxfPly/O53v5N0mSBkMfQZ0grKAY8r6t86twdcA6oFn/sLgiCEY9KyQC2sXbsWZ555JmbOnIne3l5cdtllqKmpwSOPPIIXXngBl1xyCb71rW9N+P79fj/WrFmj/u1wOKLWKSQat9sdfExBjkcocixGEtj+LhzbV8HM1FlBGYuGPr5R02Aa6gEsVvj2Pxz+aQuRzch7YyRyPHLzeGiaFnyuS5YsgcViyY2UmcfjUZeNjY148MEHMWfOHHX9xBNPxPnnn4+77roLF1xwAaqqqtK8UkEQkoG3bi7Mg11wdGyBqb9DFVizpkil0TwuwJ4P/5Q58E+dl+6lCoJgULJCEOXnD9cELFq0KCiGdFhX9NZbb+Gdd97BCSecMOnHmjt3bkxKMxF8+OGH6nL+/PkpeTyjI8fjY+RYRDge845GnWXpsFN1d+sep+p8WKftj8JZy1A4Z3lOmDLKe2Mkcjxy83j4QzI7OSWI6urq1GVFRcWo2/RtLLIWBCGLMVtQNO8wJXxklpkgCPGSFYKosrJSiaKtW7dGLLgmU6ZMScPKBEFINRQ/9pq90r0MQRAyjKzoMiMc07Fjxw48/fTTI2qL/vGPf6go0dKlS9O6PkEQBEEQjEtWRIjIpZdeiueeew7f/va3ce6556oWfLpXM2p08803w2azpXuJgiAIgiAYlKwRREVFRSoadMstt+DRRx9Ff38/Zs2apXyIjj766HQvTxAEQRAEA5M1gohwmOt1112nfgRByCHYUdbfCVeTRQqpBUGYEFkliARByC3YWj+44Q3Y3nlWDXjt3GBXQoiO1IX7L0Xh3ENFGAmCEBMiiARByFgx1PPqAxjcshrm3q7hafeWAmg+L9xNG+HdvQvermaUHXaGiCJBEHKny0wQhNyCkSGKIc3ngVZcDS2vBJb8YliLK2Crmq6206RxcOOqdC9VEIQMQASRIAiZmSrbvBoBZz+spTUjZ5fRi8hkUtt5O/fj/oIgCGMhgkgQhIyDTtS+njaY84qiDlvmdt7OMR7cXxAEYSxEEAmCkHFwLIeaVWYd21/MZLGp/bi/IAjCWIggEgQh42BrPQulWUA9Fprfq/bj/oIgCGMhgkgQhIyDPkPWsloEXAPQNC3iPtzO29mCz/0FQRDGQgSRIAgZB6M+hbOWwZxfDF9vO9XPKDHk62lXt3M/absXBGE8xIdIEISMhKaL9BliF5mpt0P5EPktw2kyRoZ0MVQ4Z3m6lyoIQgYggkgQhIyEUR+aLtoq69G8+hmYBruhBXwwWaxwTJsTFEMSHRIEIRZEEAmCkLFQ7BTNOwxef7GaZTZ9xlSZZSYIwoQQQSQIQubDjrPSWuRNm5PulQiCkKFIUbUgCIIgCDmPRIgEQRgTGhvS6ZnmhpKOEgQhWxFBJAhC9HlhHKC6ebUak6Gcoc0W5etTuP9S1eUlwkgQhGxBBJEgCKOg+Ol59QE1TZ4DUtXMMKtNOUO7mzbCu3uXanlnl5eIIkEQsgERRIIgjEJFhrashubzwFY1fcQAVa2oXJkhMnLElnd2eQmCIGQ6UlQtCMLoVNnm4ciQtbRm1DR5Xud23s79uL8gCEKmI4JIEIQRsICaNUMqTRYmhnS4nbf7ulvV/oIgCJmOCCJBEEbAbjJVQG21jbmfyWJT+3F/QRCETEcEkSAII2BrPQulWUA9FpwZxv24vyAIQqYjgkgQhBHQZ8haVqsGpHJqfCS4nbezBZ/7C4IgZDoiiARBGAGjPhyMymnx7CYLF0W87utpD06Tl7Z7QRCyAWm7FwRhFDRdpM8Qu8i8nY3DBdasGfJ7VWRIF0OcJi8IgpANiCASBGEUjPrQdJE+Q8qpursVWsAHk8UKx7Q5QTEk0SFBELIFEUSCIESEYoemixQ+MstMEIRsRwSRIAhjQvFjr9kL2YoMrxUEgYggEoQkovn9GGpsgt/phCU/HwXTp8FkkZOtEZDhtYIghCKCKAeRk3RqjnHna2+g663VcLW1QfPR6NCCvLo6VCxbiqrDDpVjnkZkeK0gCDkjiHbt2oWTTz4Zxx9/PH72s5+lezmGQE7SqTvOjfc/oI6zr78f1qIimGw2aF4v+jduhHPXLjibmzH9zDPkeKcJGV4rCEJOCCL6pHzve9/D4OBgupdiGOQknTp00RnweJA/Y+TJ1lZRDndbu7o9v74e1SvlZJvO4bXhYih0eC3tBrifdNMJQm6QlcaMf//73/HOO++kexmGPknbKytgKylWl7zO7by98/VV6V5qxgtPXXQ6aiNPiud23s79uL+QWmR4rSAIOSGIGhoacPPNN+PrX/96updiGOQknTpYm8V0pIrAjXGy5e2u1la1v5BaZHitIAhZL4gCgQCuvvpqzJ49G1/4whfSvRzDICfp1MFCdVWbZRvnZMt0pd+v9hdSiwyvFQQh62uI/va3v+GDDz7Aww8/DLM5OVpvw4YNUUVFonG73eryww8/nNT9+HY2YGhgQBVQu/v7o+4X8HoBlwsfrV8P6+AAjEaijkcy8be2weX1QHMNwTzG2yTQ36dcn3c0N8MS8GflsUglcR2PgB82Ux7MfY3QNCu/DYzeR9Ng6u9GoHI6etp6gY7MOc7y3hiJHI/cPB5alMHUOREh2rZtG37zm9/gm9/8JvbZZ590L8dQmBwOVSit+Xxj7+jnaAaL2l+YGObqKpjLy6ENucacFM/bzRXlan8hxZgtCEyZAzBSNNSjxM8oMcTt9nwE6uao/QVByH6yIkLk9/txzTXXYO7cubjwwguT+lh8DEuKurB0BT9//vxJ3Y82Zw42v/c++jdtQn6UtBlP0s6ubhTvtz9mHXWkITvNEnU8kk1HTx92PfwIAkPOUTVbPM7sMjNXVqD+E59A1YL5E3JJzpRjkSriPR7a3DnoKTDv6TbrGTm81j0Ac9Hw8NpM9CGS98ZI5Hjk5vHw+/1Ys2ZN7gmiu+66S6XK7r77bvT09KhtXqZ/AHjYPdXVhaKiItjtduQiFDcVBy9TbfU8GUc7SVuLi9V+RhRDmQT9nHisWaDubGgcYXHgGxgYPs7LliKv1I/2R24Vl+Q0IMNrBUHISkH08ssvw+fz4Zxzzhl12+OPP65+fvrTn+L0009HrhLTSfrgZahasTzdS814KCjp50SfIWWC2dqq0pUmqxXFc+agYtlBsAR2oXf1f8UlOY3I8FpBELJOEF111VXo6+sbsY0RoosvvhiHH344vvzlL2O//fZDLjPuSXqPGJLoUGLgcaTpIo9p+JiUwY1voGfVO+KSbBCyfXhttuIP+LGrrxVOnwv51jzUl9TBIkJWyHVBtGDBgqiV9NXV1VixYkUaVpVZJ2kRQsmBx7Vw5scnW3FJFoTJC6FVTe/i7V1r0T7QCZ/mh9VkQU1RNZbWL8TyaQeKMBJyVxAJkztJC8Z2SZbohSB8LIYeXP8k3m5eiwH3EAodBbCZrfAGfNjcuQ3N/a1o6W/HaXM/KaJIiBsRRIJgWJdkn7gkGxy+llJ/lDpUZKh5LTx+H6aVThnxpaI8rxTtg7uxetf7mFpcixUzlqZ1rULmkbWCyOFwYNOmTelehiBM3CXZYhWXZIOKFpX63PDGcIeadAmmLDrENBkjQ+FiiPB6TWElmnpb1H6HTDtAokRCXGStIBIEI8KTsbWsFu5dm1QBdTRPqIBrQLV/c3/BWKKF99Pz6gMY3DJcCyZdgqmBBdSsGWKabKx0M29vG+hQ+88oq0/5OoXMRQSRIKQQniDpccMTJrvJWEAd7gnl62mHOX/YGFBOqBMjmaJFiawtq6VLMMWwm4wF1KwZGgve7gv41P6CkJOjOwQhU2BkQokdq111k/n6u+Af6leXvG6y2YPGgML4wsfTvhPm3Q0w9Q5HgXTRMrD5LQRcgzAXlatUGUWRtbhCiRiKGYqWwY2rIt6fq2mjutTvL1KXYLiYDe0S5O3cL/z3hYnD1np2k7GAeix4O/fj/oIQDxIhEoQUIy7JiU+H2QYHoJktaG9fi/y9l6D/vafg62pWc8j8Q30wmcxKaFoKy2ApKh9lbUBiSa9Jl2D6oM9QTVEVNnduVwXU0dLNg+4hzK7aR+0vCPEggkgQcsQlOVs6oiKlwyiGTAEfXI0b4Nz2PgLuQbUvhRBMZmhaAJprEAGPC5rXBWv5lKBo8bQ3YIjRohjSa9IlmD5YIL20fhGa+9tUNxkLqMPTze2DnShyFKj9pKBaiBcRRIKQ5S7J2dYRFbGGp78fnFlv1jzwDjQCTFVZ7SotGXrChM8D30APTLa8oGjRxVAsNUH2PSJSugTTA00X6TPE1np2k4X6EDEyRDG0rH6x6jAThHgRQSQIWUy2dUSN6fTN7ryhXoaFhq+r+h3KpOHr3FejQPK64B/shbmgBGarDa5dm2N2Di+YtUy6BNMIoz40XaTPEFvr2U3GAmqbyaLSZIwMSbu9MFFEEAlCFpNtHVFj1vD4PNC8nuHID6NBgcDwT8jJUYkiswUBrwsY0mCt3VvVGMVaE+TrapEuwTRDsUPTRQofmWUmJBLpMhOELCUbO6LGrOFhnZAWUDVDTFcxMBTwefZEiUKgKPJ5YbLnI69+f/V7sdUE+dXjp7pLcLzOt1yF4oc+Q7Or9lWXIoaEySIRIkHIUrKxI2pMp28KoT0F1Pw3zNbh6x6XihLptzFaRsFUsPdCFOy/FEMfvRtXTVCqugSzrfZLEIyOCCJBMAiJ7gLLxo6oMZ2+WURtsyvvIdYTmfOLYC0sU/VCmtcNbU89EYWLvXZvVBz3xWGBMYGaoGR3CWZb7ZcgZAIiiAQhzSQrEmCEuWmJFnljOn0z2lVQCr9zQF2l5xCNGC3F5SpKFPD7EGAxtaMApcs+BfOeDrTJ1AQlq0sw22q/BCETEEGUAWh+P4Yam+B3OmHJz0fB9GkwWeRbYTaQzEhAOuemJTPdw9/lMeF9s2aHxwwer/IhCmg+WPKL1H58Xj49Aub3quu6sAmt74l0f+P9Tto66SJ0vomJpyAkBhFEBhdC3g/WY/OTT8PV1gbNx/SHBXl1dahYthRVhx0qwijDSWYkIF1z05Kd7olUw2MKuKCZrcibuj8K9jtI7Tf00Tsx1fcYzTk8G2u/hMThD/iluy5JiCAysBhyv/gyPBs2wu/zwVpUBJPNBs3rRf/GjXDu2gVnczOmn3mGiKIMJRWRgHREP1KR7gmv4dm6cT00qwM1y48MHqOieStiTtelwzk8l2q/hMQIoVVN7yr/pfaBTjXoljPbaoqqsbR+oTKtFGE0OUQQGZTO195QYgg+H/JnjDyp2CrK4W5rR9dbq5FfX4/qlVJDkImkIhKQ6uhHqtM9eg1PoGO4big88jOR45XuaIsRar8E44mhB9c/ibeb12LAPTTCoXtz5zY097cqB2+aVooomjgiiAwaHaLY0YacMNdWRzypOGpr4GxoVPtVrVguUaIMJFWRgFRGPyTdM3nSWfslGBMVGWpeC4/fh2mlU0a8JzjolrPdOM6EDt40rRQmhhgzGhAWULNmyFSQN+ZJhWk0V2ur2l/IPOKKBJgtk44E6NGPvGlz1GUyUkHxibxho0Mhcu0X05lMLyrX7RDEDTv3okNMkzEyFD7QlvA6t/N27sf9hYkhgsiAsJtsuIB67ACeqiny+9X+QuZGAvhNP/ykFx4JYHdWJkQCUi3yspVUu2FnEjzhN/TswqbOreoy2wUAC6hZM8Q02VhfkHk7Z7txf2FiSMrMgLC1nt1kmsu3ZyxlZFhgTdHE/YXMI54uMHZOhaa71OBSA0YGJN2TGC8mo3W+GYFcLSpmNxmfK2uGxoK3c9At9xcmhggiA0KfobzaWgy2d0ArLo64jzpZDgygeM4ctb+QmYzXBWbKK4KtrBZDW1ajb/XjQT8fmzkPgbo50ObOMdRJMVmt/ok2eEwFk/ViMlLnW7rJ5aJittZT+PG5jgVvt5ksan9hYoggMiAskK44eBm6tm6F1t2jRFH4SYVdZtbiYrWfFFRnLmNFAuz1s2GiEOhuHW6RD/HzMXc3wtzfiZ4Cs+HGNySy1T9T53klyospE4VgMsjlomL6DNUUVWFz53b1XKNFXQfdQ5hdtY/aX5gYIogMCk0XG9asUa337CYL9SFiZEgXQ+wwEzKbaJEAd/tO9L75XyUkRvn5aFaYhnoMOb4hUemeeESF0ZisF1OmCsFkFxWHi6HQouKm3ha13yHTDsiqKBGfy9L6RWjub1PCL7ywmmKofbATRY4CtV82PfdUI4LIoDDq4zjqCJirq1DQ3Kq6yTSfT9UMMU2miyGJDmUPoR44PAF2v/ZgVD8fzu3SCsoQcA6LIqPVkyQi3ROPqADKYBQm68WUTKfvTIw4TaSoeEZZfVBMtbk64Ql4UdxTlrGuzqyPYkqQUTAKv9CUISNDFEPL6hcrMShMHBFEBoZix75oIWZ97kzDzjKTOWvJIRY/H2SAn89EjQ7jFRXY95i0F5nrYsPdth2ejgaY8gon5MWUDKfvTI44TaSoOLQAe0dHI/xaAK/0vJOxBdhcK+ujmBLkc6Lw8+2pGWKajJGhbIuMpQMRRBkABUbhTGOd7CiE6KZNY0iZs5Z94xvSHUmI1+DR1N8JrbQW6SBcbPhdg/D371Yt8yaYYCkuV5exvHbJcPpO9mw5oxUV2832EQXYFs0Eq8kKr+bP6AJsrpX1URQ+MsssOYggEiYkhhrvf0CJIV9/v8xZS4IQYSG15vdB0wKwpHB8g1EiCfEKQpPPjchOTsklmtjgYgLuIXh5DL1uWCvqRomiSK9dMpy+UzFbzkhFxU19zSMKsAcHhse6FOUXZ0UBNsWPnhIUEosIIiFu9MhQwOOROWsJSi2GC5GA3wd/f5c6afLkai2pGB1loJ+Pe9jPx1oxBZ72nZOK6BgpkhCrwWPA7wECAZgGu2CyOqAFUmtDEElsKJ+loT4VKeLr7hvsgcmeB2tR+bheTImODKZ6tly6i4oPnLoA7zSvy9kCbGFyiCASJjRnjZGhcDFEZM5a/KlF6pxwIWK22hBw5CPQ71RChFEGW+WUj0WRpqkuM3NhESz5xej4728nHdExUiRhPINHDRp8fV3wdbUo8WD96HVoFiva29emLJIVTWzw0lJYhoDHxZ2UqPMP9MBSVKZev7G8mBI92DVbZsvFWlTMaNKTm1+YUAG2IGSVIFq7di1uu+02vPfee3C73dh3333xxS9+Eaeeemq6l5Z1c9ZUmizGOWtGq38yWmqxfF5dRCHCk5SXhaJ9nfD1dqgTsLWwbPhk2N8N2PNhdhTC2bgBWphPUbwRHaNFEsYyeKQY8u5uUceFgsPsKIFmtsIU8KU0kjWW2LAUlUPzuuAb6AE0HwKuQfj6dsNkMo/pxZRop+9016Kluqj4o64d4uosTJisEURbt27F+eefj9LSUnzlK19BYWEhnnjiCVx11VXo7u7GhRdemO4lZtecNds4H7A88ft8OT1nLabU4ptvwdNsh90+Wojw37aKKTDZHSoSovHkxs4lixWByumAvRD+wTYgkk9RnBEdI0YSohk8+ga74acg3CPSeIw8AwOqhshWVJSySNZYYkMJyPIpMNny4OvthMbUns+rOs/G8mJKtNN3oiNORi8qFldnYTJkjSD6+c9/DrPZjPvvvx+1tcPdJueeey7OOecc3Hrrrfjc5z6nRJKQoDlr3nE+YHN8zlqsqcWh7dsx4PGicnFVRCGiRFFxpaojYjSk9JCT4KjdGz0t3bC997CKDCUiomPESEJEg0e/F5rbqdKwrJuyFlWMEpGpimSNJzbUWoorhgf3agGUHfoZ9dqNV9+VSKfvbJwtN1ZRsbg6C8j1afd+vx+rV6/GypUrg2KIUCCdeOKJGBoawoYNG9K6xmybs0a37LEmtPN21snk6py1WFOLlvw8eAe88DnH7pEys4XbYoWtvE5FZlQR8VB3XBGdTJxSrxs81pxyOao/fZkShJbiChV9oVCMJiJjfd6TQRcbFBNj/S1o7kH1mhXNXzn82sU42LXs0FOVSOHrHur0ze2xpgP1iBNFFCNO4euc6Gw5o6IXYLOmiAXYoc+X/x7yONHY2wy71aoKsKWgWsi6CBGFz6OPPhrxw7Grq0tdWnK4sDcZc9ZY+8KUD6Mc0easlS89aMKmjZG6srIxtWi22+HXAL/bE1dKg23mnHNmshYkJKJj9EiCbvDI58HjwJ90R7KSNcg20YNdExlxygTCC7DN/uEUWZOrDR6/B2aTGUVaId7etU69Xplm0igkD5MW7atNFsDI0PHHH4/BwUGsWrUKDodjwhGoNWvWqH/zPqI6BycYFobrj2kkKFbcL76s5qxpQ06YCvIAnqDomzPkAvLzYK2ooFJFoKdH7U8hZK4oh23OHNgWzIsqjLiv94P18G7YiEB394jfxX77wjJvLvIyIA3nb23D0EOPKC8hc0lJ1P0CvX0wu3pRso8V1il1qi5mFOwo6+9QdUPeA09Xjsw8sRWsexxmBKDlRb9/k6tPFRx7l3xmXONCS9M6WLe8Ovw6FpSNXMuerja+zr79D4d/2kKkA1NvG2xrHlEF1KHPO+D3AzzZqZ3MMPlc0Cy2mJ73pGCh++aXYWnZCFB82fOCBd5gl5k9H/4pc+CbdUTKnLQjfm4E/LA0r4e5dSNMg91KTPvMZrQXFcNVOQPWmlmozq9SYiEbCGgBrO/bik2927BzcBecAbcSqDazDQXWPNhNNrgCbuRb8jC7ZG+srF6aNc89U88riUZ9Od/zXJcsWRJTUCQrIkTRDsb3v/99dHR04Gtf+1rWv/jpmrOmhEuXLlysMM+YBlMgAP/ubmjOYbHEWiIWWPt2NsLf0YlAZ6f6/XBRFElohf4u2jug7e6CduzRhm/l57Exl5fD19AIrbg4asRFc7rUvtYyrxIcUYWIPR+BujnBk2qgsAqBgjKYe5oBR/GI39ECGvwDHmheP0zuQZin7wWtuGrcNfunzoNpoFOd3CnAop3cuV+64PPQCsph6mocft58P7r7YXENqOLy4FEIBKCV1UErrEjugswWJXa0oqoRYoPHTaucrl4zdbzSHYEwW5SI5VoCfe3YMLADG93t6Nbc8Pt2wdLSgnJ7KWYXz8S80v0yXhxw/QtK91fCqMXZoa6X2orhsNiDf4vFWiF6vH3Y1LcdlY5ytb+Q22SlIOKJ5rrrrsPjjz+Ogw8+GJdddlnC7nvu3LkpS799+OGH6nL+/PkwJIsWjUptDe3ciV2P/BcBqwWO/faJmE4z79iJ2t7+UaaNHS+/il07dsJhify7fQ2NCGzegtqlSzPC8LGjpw+7Hn4EgSFn1NSiubIC9aecAqupZU/be8/IlIZ7AOai4ZRGaN2Iem/Uz0ee5oLmc6p0DQuvBxq64dzVA++AGwEWtpvNKPD5ULNvX0zjVLT58zG4cVXIlHr6GuXDOm3/mKfUJ5sBcx96Vj2CgHdICR+/sxcB1j6ZLDBb9TooDQ6/G1V9m1MzkmLhorSPO4nlc4Mzvh5c34B3BtsxYBpCYV4BCvb4+bS5d2Nw0AlLmT3jxlpEgs/12TdXwQ8/avIqURwhUlukFau0WpupC5+dOyfjn3NWnFcSRGhmJ2cFkdfrxdVXX43HHnsMixYtwu9+9zvYxqnjEBIzZ43iqOk/D07ItDGWrixTeRkCbR0JM3xM9mBaChDWWnG9fM6hPkQsOmedFeuxqg5bocwZR3RThRTRRhMi/LZfWGBWv+Npb0B/ow/ONif8Hh9ow8LomslWAGfzbiXMYhmnksjalWSh18T0vf+CmhnGFFkwAuP3qU45S0EpTBZzSkdSTHSQbSpRA09DxlqE/p1lw1iLUNia3z7QiTxL9DIHMWkUslYQOZ1OXH755XjllVdUZIhiqKioKN3LyhkmY9oY6+8yjTZZw8dUDablfVCAcISJeqzWVpX+o1ApnjNnWAyFCLu4hUhIW3rr/x6Hs20HNH8AtmIHzI48ZeJId2QWCcY7TsXIJ3eurfTQUzG0bQ0CQ70qMsToDNOGNKrkc+YPn7iRR1KkI2JCU8NcGWtBnyKaNHKw61iISaOQdYKIkaGvf/3rePXVV3H00UfjlltukbqhBBJLNGUypo2x/i6LermWiRo+pnowLe+DAoTCJ5ZoVLxCRHU6zV4O/xNvAtZ25E+r3tONlhesK+L/s22cCo0qmS6jF5HFUYDBgX4ljOzlITPfTDD8SIp0RExyZayFbtLo1Mb+rBCTRiHrBBHNFymGjjnmGPVvSZMlhniiKZMxbYz1d1VKxJI/YcPHdA2mDU0tJprh6Fo7bKVlsBQU58Q4Fd1Ikv5MyorANuxMHD4A1+gjKdIRMQmOtdA0OH1uBDQ/zEoQOJSIzpaIiW7S2NG/G8XWyKa8YtIoZJ0gam9vx1/+8hdYrVYcfvjhamRHOIceeihqamrSsr5MJd5oim7a2L9pkxIX0TqrWD/DlFGot1Csv8u2/rz99p+QL1G2DqbNxXEq2TSSIlUEx1r4veh29qDH2ad8eQLQYIYJdosdZfkle9rTrRkfMdFNGre171TdZCygDm9saB/sVCaO3C+T04NCYsgKQfTuu++qlBm5/vrrI+5z5513iiBKcjQlHtNG7hcqNmL5Xa27B6aC/FG/G2tqL1sH02byOJWJdmaFG0lGvO8MG0mRbBgBqS6sxJrW9aodPRAIqI5ZiiGKokHPkIoKsUX9gLr5WRExoeni+1s/UK31rI1iOpBij2kyRoYohpbVL1b1UoKQFYLok5/8JDZt2pTuZWQVE42mxNxZtWK0K+54vwurFfa5cyL+biypvfBIijphOl0fmz/m5w0XbmdIJIXrHtyxE77BQXWshhob447MpVMIDW54Y7irrqdtT3u/BdbyOhTuv1R1ko0ljMJdomHOH+nFlGUjKRIBIyAlecUqHUZBlG/ND75XeHRYfOz0OYednB2FUQeoZhJcM00X6TPE1nrWRvn21AwxTcbIUKYXjwuJIysEkZB4JhpNibezasT9jfO7Q1PrYJs/2uU61tQehRFFEiNent1d8PT0IMCRGVpAtW6bHXbYy8rUydRssxkqkhL+fD3vr1OmmB+56EPkh39oSAm4we07UDBzLzXOJpbIXFrWH/Cj59UHMLiFvkv9w75LVopQL9xNG+HdvUsJnfH8g0JHUph6h40k/RZk7UiKRHSZ9bn6YaVpJN8TfjcsJov6O+Z1/56OrAACeGfXWmzt2rlnmwU1RdVYWr8wI8dc6CaN9BnKBpEnJA8RRELC61Li7awacX9j/O76jRvjTu1Zy8vgampGx8uvwGy1wV5djd41a4ZTcD4/zFwPxUMgAN/AIPwul/r9sgMPNEQkJRxd/LleeVW5edsZEaJ4K8iDt78P/v4BDGzcBEdNjZqTFktkLtWoyNCW1dB8HtiqRr5eTH8x4hOLf5A+BJX7Na9+RrlEx+LflKtQDHQM7lZpMx7zXmcf3H4PNGjqeoGFUTZg0ONEj6sPdqsDhfZ8lV7a3LkNzf2takZYppo2cs2Z3DUnJB8RRELS6lIm01kV6+9GS+1R8Hi7uvdEgdzqh+aEjB4FXG7lzWMpLBg5ooB1FUNOJZDspaURI1HJNHKMBV38weeDubYa9hD3XVt5OYa274Tf4x4WdmZzTJG5lKfKlCN3/ygxFIw6ltbE7B+kG0l6/cUw9Xdi+oyphjOSNFqXmd1iQ7GjSBkxunxuFQVipMjpdaJtsFP16VksVhQ7ClBoL8xK00ZBiIQIIiEik+kYS3dqj+tyNbfASzG0JwpEIaCEwm4XNC2gTpasH4KNls5mJYb0iJjJbIK3tzdYW5QqI8d4xB9du0eJCY7p2GcmnDsbUTB1KupPP1Udl3QIt2iwgJo1QypNNkYqNm7/IHacldYib9qcxC8627rMOJtuz3HOt+UF/2Za+9tVWo3pVgtTyCZL1po2CkIkMnuCn5A09K4vplpYf8IPzFCMUpcSKbXHyBDFEIecWvLyVOqINSomCh9OQrdYlXjg9mExpKlLS1ER8qdMQV5tjRI+FFt6iorRJYpDVdNkGx44y/okbuft3M8wdV3FRfDuqaXS67qM5h/E12Mshv2D/OIftKf2p6FnFzZ1blWXvD4ZXx52V4X/PTNSxPQZI0XsPmMLvvIlGsO0URCyDYkQCVGZTMdYulJ7/KBXaTKfX4mhoHBg4fSeD3XsqXuyOOwqysP6IYoGS/6wu7O3rz9YF5UuI8d467pCO+Z4QjMZtEtO/INih8JHzR7btVY5TPsmWeCs+/I097ep9BcjPvr7mWkzvbCarfj0Iwrt2tPJFtNGQYiECCIhKpPpGEtXao+igJ1jKk2mp9D4H1Nn+XnqkuKIa+Z+3MdSXBSxLsrscBjKyHGE+LPbItRKDXfMcZ6Z2W5D34aNKJ61f1pen2j+QuH+QdFSsbnuHzQ8lf5JNYiVs8dC/XMmU+BMEcXfYy1QqC/PoHcI3oBXRVHL8kpUzVAkZMyFkM2IIBLGZDIdY4lGRT86OtFntoxYQ6ihIwulVTRoT9s5xZASPlYrHJWVSjj4BwZV7ZBJiQd/1LooptIi1SeFexelysgxVPxp5WVqW3itFMwmJVoZD+t85VUV2UrUXLZE+QuF+gexgNpkMP+giZpFZsJUeooniij+HiNPui9PgSUPZXml8Pg8qCusjhgdkjEXQrYjgkhI+yyu8dCLmoeeeRaB7m5ss9lHFDVXLj84mNpzt3eoCIlGSaAXSlutsJWVqRZ14nK5EfB4YbLbRggFpprYos+UVOHeM0ekqCJFYnTvIkaSKNCSnaIKFX/e7h5oFstw8feeWim2B6nomMMBR20tAl5vytJ58fgLcVK97h/EbjK1H2uG0uwfNFmzyEyZSs99KaL4e6G+PDt7mvDY5ufQPtQ1Ip1GZMyFkAuIIBIMzQjTxd1dMBXkwVRQMMp0cdrpp6oT/+4331I+Q35GcVgXVFSkzBbtFWXqWy9Fkc/pgqejQ4kdHw0NWRPV0wNvb596TEtBAXa/vgq9H3ygbjfnOVTabGQk5mPvItPAILTiouEi7RTVdTW9+BK0zt3KcdhkdyjRESr+HJXlyloglXPZ4vEX0v2DlPjobk27f1CizCIzaSp9uC8Poz5suw9Pp8mYCyFXEEEkGJrQomb67vBEYCsujlrUzBP/rkf+i7ZnnlNiKn/aVNVRpkORYLaYYa+oUD8Bvw+ejk7l9Kzus7QUtvJSaF4fnA1NShAFuruGT4LacCRmxEmK3kWDQ/C73XA27ULRvvukpK6ro7sbrpdfYThheL676pLLHyH+uD1V6byJ+AvRP6hg1jI4P3oH/qE+WApKkL/fQWqCfaaaRSZlKn0UEl3gHC2dJmMuhFxBBJFgWMJNF72cZxZDUXP9Z05WAkp1xzU2ReyOq1p5uIoqNT/2hBJPjO6EiycKrsGt25VY0kxeFW0acaLkfyr1ZleCqevtd1B1+IqkR2J4/9a9ZsBcWoo8puso0kK65Ebsm6K5bPH6C3naG1TUJTw9NbDxzZSmp5JhFplov6BoJKPAOVo6TcZcCLmACCIhZ+epkcFt21VaJFoXWd6UWlWnw+hQwOVSA2ZHGDnuSVFZ8uwpicQE1+ZwqMemgKPvULon3MflL+T3ou/tJ+Fu25729FRSzSIniO4XtLlzuyqgNqWhwFnGXAi5iAgiIWfnqXFS/HiCCwENZuvwMEz+/nDbvjYqReXtH0hJJEbHXF0Fc3k5fK2thnASj8dfiOLJ2bRJBbPSnZ6K3yzSl3SzSN0viBEa/pTmlcBqtiDP6ggOYo21wJkF2hLpEYTYEEEk5Ow8tVgElymkgJou1vooj/AUVaIjMePNTeO/bXPnwDQ4qOqomDoM7wpKpZN4rP5CftfAcCGX3wdb9Yy0p6eMaBZJEcOORxbM97r6sHuoW4kYziDL46iNgIbivMIxC5z5u681rE6YqaOQG/hzXECLIBJiJtXDTcNNFyOuaRJRkFgEF32GlAjy+ZQwshTkJzUSE8/cNNuCeSgxmw3hJE5BEZO/kNWhoixKhBggPUWMZBYZasjo9LpQklesLr1+z55LL2qLqnDy7ONw6PSDIp6sKIZe7ngbDc0tCTV1FLKXRLuiZyoiiIRxSddw03DTRa0gP6FRkFgG2A6vwzzcet/HTqjEriGqxcCeWWS6wAm1GGB9lH58wmulAs4hNZy2cOZ0VK08AlWHJb/IW4eF0OP5Cznq9oarZZth0lNxibkUmEWONGScOrwOTYOTU+kDPvS4+tXQVTNTtlHWsb73I2zu2w6z3ZpQU8dsINcjIKl0Rc9ERBAJCTtJJ+PEGzpPLdDWoXyIvBoSEgUJF1zR0k72qirk19UpMZjMSEw8c9PA1vo9z6HqsOXIK/Wj++2X4e1ywmTRYC/pQ6DrHQxuNI3ZsZXIqB8fYzx/IVvFFHie/KNh0lPxiLlkm0VGNWQMmUpfaC8c05CR97Gpfzucfhf2Ltwr4aaOmYqkEFPvip6JiCASxiTdw01DoyDbn3kGga7uhM5Ti3WALVv0d7+5Omkz3cItBsabm6Z94pjhVF6IoSCc/XCUxdaxlayoHx+DhdAUDpHGX3C9kdJTrFN3enzw+zVYzIDFOYC86ambZRaLmEt2PVMiDBm5rdvThzyLY8L3kW1ICjF9ruiZhggiIWEn6WS5IesdY22lxWqW2cypUxNWwxTPANtkznSLajHAQuSQ2WnWokK1RlNHJyx1tRMyFExF1I/CIVLtT3h6ylJSg+4BN3r63XB5/Kp4vQT9MFttCNj2QaUvAHdzaurWxhNzySYRhozc5tcCsJpSa+poZCSFmH5X9ExBBJGQcB+gZKE6u+pqUTJ3TsLvN1axk+iZbnrKqm/jRviHnDDrRduaBs+I2Wls9Tepwm5rfj6sXCMNBT+K31Aw3VE/PT01sOkt9DRtQ7/XCn/AjAJzAPlww4k8bHRPQ9fLLeh+4UbUwAn4U1O3NpaYSzaJMGTkNovJDJ+WelNHIyIpRGO6ohsVEURCUnyAMpFUDrANT1nRDdvd2alSNPB54XO64ePgVhWtsgTNIANDLng9Hmhr18FW5ojbUNBWOS3tUT89PfVRXx46Ot5AidaLfJuGgMmG3ZZqNNn2gbWxC/vveheaz42B8lIUlxakrG4t1YW7+v6DniEU2gvQ1Ns6YUNGbiu3l6BpqFXtmw5TRyMhKUTjuqIbERFEQlJ9gITRxcscE9L15ltq1IeesrIUFsDUbVW3DzU1D0eE2ObPtv/haWXqRAYaQ5rN8DY0wru+CJolPkNBo0T9ApoJL3ZPxSb/kVhY6YENXvhMdvRaK1HTvAkz2rbBbAqgy1EGj8mB8uLiYSPHFESwUtW6HGn/Ia8LTp8TO3qasFdpPcyhc/hiMGTkttnFe2O3u0elgnJ9an0sKURlqRAIYCDgxvaexpzqPDOCK7qREEEkTKotPdSDJ3/qFOX+nCqfokwgUvEyB8b6BvphsTtQsPdewflpWq0PzpYWBFxuJYjMFKQhYkgNuLVa4KirhbOrB57tTcB+5rg6tjz9xoj6NbYPoHX3EAoL8tBrL/v4cQMBVLV+BJvHiYHiKlhZQ+Txw+X2IT/PmrK6tWS3LkfbP9/qQL97AIOeQWzevQ3VhZXKkJH3M+AahMNmw97l0zGluEbdR6QT97zS/bDb04Od3pacn1o/VgqRf1Pdrl70Ovsw6HWqv7T/bnwGa1rWZ0XnWSyRSt0Vvbm/TQS0CCJjRxN8OxvUzCptzpy0fOjH2pbOoafWkmJsufW3KfUpMjqRipc5C43/VulIfwCuljbkT61T9UH2inL4+gfgpiBiFMXtHp5aTzHk9ysxxLlp9ooKuFwuBPqGEDDVAM6mmA0FvUNNhoj6OV3sKAvAZv04AkIKBnYjf7AXXvuwCzg9lbSABn+A9tapr1tLVuvyePvv7N0Ft88Dt9etTtQurwv8hz8QwLauRvzp7X9GjTzRo2hl9VIsKXFn5NT6RHoFRUsh8t+tA+3ocfWpx+NxpbUBj12md56NF6ks0Yafpw7fP3yuq3e9n/MCWgSRgaMJQwMDSkhsXrM2bcJivLZ0JYYKCtC/fsNwm3qKfYqMTKTiZRZOE7PDoaJA3p4eNa3eXlkeFEUcJhvQBUvAD1isqpDaXlYadOzW/Bo0jwuw1cDk6InZUDDeqF+yZqAx2mOxmOH1BUZst/o8MLFWak+RJ8UQ12gxmwxbtxZv6/LSqYvG3t9sxl5l09DU24y64ho1y+yjru3w+zxqdEcsLeM84WXa1PpkuCVHSyEyMkQxFOD7CybYrTZUF1agPL9M/WRq51kskcq9bFOUYA49Rnz/TC2uzUgBnUhEEBmEiK3Q/Cbv86VVWIzXls7IEMUQT+Dp6FjKGMsCflgNOVUEaLiF3qxqfwJOl+ok44BYFRHhBHubTe3PE2NeTY2aZs8RIsS7p/NM6x9Q13ev3gBrPmAv9CDP3QBLQfGYhoKxRv2SPQNtek0R6ioLsHFHFyqLbCgc7FJiyOYahMZCcFXkqcHnD6CowI48hzVhESx6ISWyrT7e1uX3Wj6Mcf9CtAy0o2OokxLnY+fqOFrGM2VqfTLdksNTiAX2fDUfzuPzwgwTrFYryvJK1PHM9M6zWCKVm5zbUekox0IsDN7G57ciwwR0MhBBZOBogru/X50Y84uK0iosorWls2aIaTJGE9LpU2REPi5eLgyKGLbPUwzxNab4sTg0JXqZGqPXEMeCsIja7LAj4HLBZLMqMcTtFCqu5hYVUQqwsNrvB/IcSli5dw/C22dCIFCA4kLLuIaCsZpRJnMGGqNDh8yphvmDd1G7fSsqfIMqMsTv63bPECx+L/pNebBazCgvZofQ5CNYFELKt4nGiz1twxPuzRZYy+tQuP/SMR29E9m63Ofuj21/kwUd7kG1394VkQfhZuqJO5VuyeEpxIaeXWomnNVsRoGtAGX5e8RQyGNmYudZrJHK7c6dypcpUg2aJUMEdLIQQWQAjGKAGG9bOguo4+lYGmRNlNmcE0XXw5YFPnh799QL6e3zLKBW4SK/EkGMcphtVvUeUJhMsJWWwtfXP5wuynOozRRVFENaIDD8wW2zwcx6ospK2CoqlGB291pQtuxQlC+eM2bkIx4zymTB57vX5lXwd6yDp78fLrMdsNpggR8mrwcmvxeVg+3QpsxAeUnepCNYoY7e9G1SVgUxOHrHUt8Sb+tyiaM4pv0HvS4loErzi7O6ZTwVbsmhKcTXdq7GAxuehM1sQ1XBcKo6G7x3Yo1U0oKgy9Obse+XZJJVgqi5uRk33XQT3njjDXi9XixfvhxXX301pk+fDiNjlFbopPkUWa3w9vRix1/v/vh3Jlh0zRNpJnSycW1MkXkZ5TObVcpL7xhjkbSfBdOapqIymtkcfA7anm084ZvtNrgam2ApLISnc/eeyJIZZkZzCvJhLi4eJZj7Nu5A3SdPHveYJNt5O5aIaPfbb6Mkzwxn+XR4Bjyqm8zDSJi1AJWDHXAEvLD1tMJr9U46gjURR+9Y61sOnDpfdYNt2b0jptblA6bMV/c1XqvzkHcIVtZ9MSc6Bpl24k6nWzKF1Mzy6SiyFcCr+aOKoUz03ok1Usn3La0IjPB+8Rts2G7WCKKenh5ccMEFGBgYwBe+8AXY7XbcddddOPfcc/Hwww+joqICRiVTDRBj8iniN/qOTmU8GPB5YS8rm1DRNYWQ5/118G7YiI9crnFFVSKHlk4EphMDfp96vcxFhUExRPj8zYHAcOE0BZDPp/7t3+0MnvDrDj8MeVOnovvtdzC4c+ewGGJxdWGhOoZum3U40jRJwZxKM8poEdF8kwnlpfmqtZ7dZCygttsqMPTRR7A4mBa0TiqCpVJlm+N39I6nvqW2sEqZKsbSumy32mNqdeb9+f1+dZIbi0w7cafbLTlbvXdijVTyWFvS/H7xJ6GAPhFkjSD661//iqamJvznP//BggUL1LaVK1fi1FNPxZ133omrrroKRiVTDRBj6Vhy7+5SJz6KgIK9Z44wmou16FovOHe98iq0IafqxIomqkgyhpbGi7O5Zdj7x2qF5vFCs9uDx4eXJl4PBIbNFplGHHKqWqFR89MOX4GOl19B478fUBEjR1Wl+lbL+jKjC+Z4IqK8YOdZKI6qKhYbof70z8BeXj5hYcsC6ngdvUNHd8RS39I60IG6ohq0DXaM2bq8dMpi7GjpQ6lvJvYrmYMtvRuj7n/Q1EVo7muNOfKUKSfudLslZ6v3TqxCz+V3Y3rBlLS9X/xJLKCfLFkjiB577DEsWbIkKIbIrFmzVNqMtxlZEBmlFTpexu1YCgTgam1T3UJ5U2pHiKF4aqN0gQNGW2qrYS8piSyqpkxRxobJHFoaK3pkSisuht85BL/LBTMfk8eA0SH6CtmsKu1FITTl5E+hZM9rG7o2FcHZe29VnE2xM1aI32iCOVERUYqhycyvYzeZKqCOw9F7IvUtNAA8efZxeLf5g1GtywdOWQhfVy1u+df7ypCSHkxmSwUcVfuhvLwdAdNgxFZnijF2mgVP3Cqi4kZA88MEszJxzLQTtxEiNon23jFC6idWoZdvycOskr3T9n5ZlcQC+smSFYKot7cXjY2NOOqoo0bdNn/+fLz22mtob29HTU0NjIhRWqEnwlgdS+ys4smf66aZYCTGS/WEpldM5WVjFpy3PPEk/JzzZQALAIoSCh7aEthKS+Dp6R02WtQCwQGt9BXia8uaIIqhaKmrTBXMRomIssCcKbB4HL0nUt/Ck82M0nocOv2gESfHusIaPPD8Vrz54Tb0D3mUjQANKenB1L69DEVtVZg714EjD6xFoSN/xMlUP3G/1fQ+Ptq9QwkhZSQITX3hcFgdWFg7W3kbZSrpiNgkynvHaKmfWITeXiUzMK9kX2RrAT1yXRC1tTEKAdTW1o66TRdBLS0tCRFEGzZsiPrBOBm0shL4Z+4Fz4aNcH20DaaCPFVsy9lVva3tMBXkwz5zL7SVFqP9ww9hJLR5c6DRTI9r7+qGxpZxiwWmigr1YeYvKlS1XdFQtTQuFz5avx7WwZH7+VvbMLRjBzR2aLHeRtPQHyFdFLBY4N7ZoJygLVPr4I3weCxEDrR1YPszz6jjmOwuKndeHnztHSqqhepKgFPr2SVmNiPgsIOVEFyPda/p2N7XC9MYr6tn6hR4t25VM8woDFWqDVDHQhVid/eo5z40tQ7rN25EMmGdT0cPXZQDcNjMqC6zjzJOjISyHOjoRMDpBL24/V3dcNmGx3FEdNju6o7p2BA3xSaADyPtF/DDZsqDua8RmsbaqwhrpYtxfzcCldPR09YLdAzfT+NQC/qHBtVJbsA3+n2n46OrtBbA+i0b0F/QE9zeDxde3daIl9Z1w+fXUF7E5+sFAoDdDJQXAt0DLrz3nhslPgsW71OMjbs+/n2yf2Aa1gU2wOvzwhvwDqdcYVbzuSiKdnQ04k+v/F21lrObasxjYVDonkzDQHrksC2cnVA85hQYTPEwqsETeXGfI+7nNdbxKEU+ji5ehg57FzwBL+xmG6odFTD3m7Fxw9h/RwEtgJc73lYt7E6/a8+arXBqTnT078a29h14f+sHwdclVczWZsBf5MXmwHZ0uXrh1lzq8evslZhVtDf2dUyD1+NNy/ujzdWp3q8WzYTBMc4JloAJ2zsa8NJ7r6I2r2pCj6V/RuacIBocHFSX+RG+SeblDeebh4aGYGR4cnYcdQTM1VWqcJgnA5UisVjUScE2dw5s8+cZKjqkwzXZFy1U6+MJT3O7h0eOBAJwPvJfaP6xawPgH/bN4e+Ew/tSRoasxRnrPjjagYW3hfljfpOn0OSx5TotdaMFdCKPCV8zf2enEisqurWnhZ7oIoZCl/uN97raFsxDoLNTCWaKKHoQgR5GrEMacg0L5j3vkWQKoQ92DGB9wyC6+r3BAujKYhvmzijEgplFEYURXz/vB+uH39fd3eq6el3dLgRaWmGuq1MjOiZ6bMbFbEFgyhyYBzphGuqBVjBsghnygGo77PkI1M1R++vwBBltFlakQlXuH37MeLyc7gBqymwRvxFTJLX3eLGhYTDiMdzYtw09nj4UWfNRYKmAZtJghjn4WD3ePmzqGzbbW1C6PzIR3SuIz4ECg23h7ITiMWW9C1M8jGokQ1jwPidy0l3f+5FaK98bFFGhr22xtTBtrwufDx+Px6vDHSb0QgRzOvAEvOMO2w3thOP+qSQrBJGuBMeK3CQqqjN37lxYkilKFi0KdkgxYkKRsPCoIw0phMaDz2Pz++tUqofmktEiAc6ubhTvtz9mRXieg4VF+OiFl5Q4dO+pQSre024eirOvHx6zGY6iYuRFuF3Hq0Hd18ypUydVlxILnEHXaDYPp/y6e6IaIMZa06TNn4/O11ep++vevl0d3wI+3/32T7p3EGte/v3sZry1xYX+IT+KCvJQsCft09ztQb/bBZOjHJ87dn9lujjKgf3td2Du74edx6CgAAGHA252C3Ju265dw2lim33Cx0b/tssUeSS0uXPQU2De023WM1xgrTt6uwdgLhp29A73IZoT8GOd5yNV31I4xnu4u7cf+1XNwJEHHD4ixM8CaqevC+WlFpSE+CmF49VcGPKZUVI1AzOnlIxIMTz75ir4zAFML58W8fGLtGKVYmgzdeGzc+cEIxvRjoWRoXtyoutxxntvTITQ12VaaX1Mr4tRaryScTxipbinDK/0vKMsD4ryo39Oe5x+5JssmLf/3AlbLLBDc82aNbkniAoKCtSlM0J3DYdgkiIO1swQ9FZoPX2UiWIoUbVRofUzWoQaIv1+VNGyffQ38HQWHifaADHUO2jdiy+pKMt+8+alxFLgtbXNePPDVnh8fsyoG2kUWFHiQFvXEN78oAXTqouw8oD6MR3YdVgPNbRj58dO3SZz0swhKXIodugzpJyqu1vHdfRORH1LtCG24fB2ny8wvH+IIOhx9qEtTo+eTCfcLZnHg+7SRvGqSbV3UjZRb3DLg6wQRPX1w2+0jo6OUbexmDpafZGQfCY7JiJUVHlZJ1NeNuJ2XVTRm8dst8PT1QWtcmT4Op2Fx8kwQOTv6em+VHgI8YROMcSC4HAxpNZjMqG2ogANrf1488MWrFg0RUWJxnNgZ9dh4d4zMbSzQXkuTTvjNOWzlCyBR7FD00UKn3hmmU2mIynaENtweDuf8qa+D/D0m1uCBbqsG+p29aHYUQjkaVnjqhwLRitYTqd3UrZgMbjlQVYIIqZQZsyYEbFIjNvq6upQXV2dlrXlOomIkuiiatdLL6v6GY/XF1FU0Wuo+dH/GrJTLx0GiImisX1AtYqzO2qsb8O8vWX3kNqfaZ9YHdhtxcXDNgmFhSk5RhQ/oT5DyexICh1iy0haNKHeP+RC6T4NeL21E4Oej71Z3CYP3H43PM7hYuopRTURRVGoRw8LuTMdI3vVpMM7KZtYnmDLg0SSFYKIfPKTn8Sf/vQnJYD03OjmzZuxatUqXHjhheleXk4z2SiJLqp2awFVmGtyuiKKKkLBlc6hpUZxyk4kE0n7ZLIDeyQmOg1cDbGdX4dd7QMqrchIWrhQ53ZbZTs8BS1AwDSiHbnIXoghj0v5DXU7e5FndaA8v2zMFEN4l1omYmSvmkxI/RgZS4IsD5JB1giiL3/5y2pEBy/5w3D8X/7yF5Uq43Ujkk0nzWRHSUI72fYuKY16zIwwtNQITtmJJJ60D6fT647TmerAPhYTmQZ+2KKp2NUxqGqsmFYM9SEaUL5EVuTVdsFt8aCmcOqIkyv/XZZXDKfXBY/Pi86BHpQ5StR8PCOkGHLRqyYTUj9GxzLBLxjJJmsEUVlZGf7xj3/gpz/9Ke644w41y+zggw/Gd7/7XcPNMcvGk6ZRRFW80ahEitJgR5UBnLITSaxpH57c586sUPtno6HkRKGYZPcdC85ZY8W0om+PeOTx2nc/C1b3u2HVCkceI01DV58LXf2s47IjYPGh3zOIDc1NKC0oRH6eGYMeZ1pTDLlcsGzk1E+mYJnAF4xkkjWCiHCqPcWQkYnnpCkkTzglQ5SO11GVSqfsRBJr2qe4wI5D5g8XVGe6A3ui4TFh9x0LzlljxbQiI2kUjx91b8eqd8MKdDUNzR2D6O53w+dnwXURLCYNAZMbHl8AXX1OFHkdmDd1byybNnzSNXoUItZ2+kwpWDZy6keYGFkliDKBeE6aqBhZKyAkhmREcsbrqIp1bptRGS/to8TQginqhJ/ILsNsg8Io1GcoWoEuI0MUQwFNU8KJ7yavyc6Rt6jyL0B/nwlWkwNL9jkIK2ZMRzZ1i2VSwbJRUz9CCgVRT08Pfvvb3+Lll19WDtAcovq5z30OJ5xwQsT9//jHP+LPf/4z3nzzTeQy8Z40tU8ck1EnzUwhkZEcPeU2uH07hhoa1BDWscL8Y81ty+S0DyNDert9vF2GlYcsy6launELdIFgZEgXQxo0+E1uFPhrUBqYgdJCkxKmq9e34fDF9aOOeyZ3i2ViwbLRUj9CigRRV1cXzjrrLDVM1eFwKNdmDk99/fXXcdxxx+HnP/950ChRx+PxoK+vD7lOrG3I+knTlOTxErlIoiI54Sk338AgPLt3w2Tnt3gT7BXlEdujM6GjaiJpn7FOyNHquvKnTsHuVW9hy62/zelauvAC3WJLKdwevxKbuhjymgZg0Rwo8U9Xc8x4Q7jNQbZ0i0nBspAxgujWW29VYuib3/wmLr74YiWIXn31VfzsZz/DM888o4wQGQ3KJGfoVBFvGzLSOHMmW4lXlEaK5ERMudmHX9PA0BBcrW3wu9zIn1o3ShRlSkcV2+yjiZ5IaZ9467qytQA9EQW6rYOt8JmHB7h6TcORISWGfDNQ4tsrqs1BvCR6REYiu8WMWrCc7GMmZJggevHFF7F8+XJcdtllwW2HH344/vOf/+Ab3/iGSqNddNFFquVdH6wqYEJtyJGGnQqTIxHeOJFSbqpbqq9PRYoCHGba0wNLXh7sleUZ1VFFIaSP6aAZI69TAE2pLMDB8+tULVEi0jPZWoCeiALdFz96B+sHGhFAACZYVJqMkSGKIRUdimJzYDQH6Ml0ixmtYNnIrtlCGgVRZ2cnPv3pT4/aTvHDuqJLL71UpdAuv/xy/P73v0/uINQMI942ZG91/BOYhbGZrDdOtJQbLzk+JMCBpYEAAl4vPD09sLMwfo9gUh1VRUXwz5qPjQ29MaWbUok+wFUf0xFaOL1hRxea2gdUYXX4ANd4yfYC9MkW6C6dshg//dcL2N66G1MqSpGnlY0QQtFsDozmAD3ZbjGjFCwb3TVbSBzmifj9NDQ0RLzNZrPh9ttvx4IFC1QajR5AwsfobcjsrOHJkR9qoeRSG3K6RSlFZ/jxDxelrGUJj+SMlXKjyLWVlQ2b5mkB+AYH4e7cDc/uLgztbMSQD9iQPw13fWTDHx5ai9v+vQa//ue7ePm9JiVG0k34ANfK0jyUFNrVJa9zO7vMXl/bkvK0ZS5ht9lw9Px5KDNPQW+nA9DC0q5RbA4mUtNTkV+GYkeRuuR1bmea6s2m9yb9POLpFrOO0S2mFyzPrtpXXaZadKTymAkZJoiYLnv++efx7LPPRrw9Pz9fdZVxttgTTzyhao0GBoantgvDbcgUOxxEym/APFl6+/rVJa9zey61IWeaKB0r5caTeN7UKUpIWfILVEFswOMFLFZ0l03FqrL5eC5/DrwaYGX9h3848vLgCx/h389tSasoCh3gGu4zpD83buft7DKbzFrjSlv6/RlZgD5ZmJqkjYHdalHdZLt7Xegb9KhLXuf2SDYHsdb0hBcqh9b08Hbux/0ng94txpqfsb588PbaompDdIul+5gJGZYyYyqMdUS8ZCToi1/84qgUGp2h77rrLnzpS1/C008/HfVbYC6SiGGnwuSYjDfOeCk3lTqrrFAf9EydTTvtM9joLsCTHw7A7dcwPUxs0PmZ3/YZeWFLO7u4MmmA60TIxpEeRrE5MJIDdDZ0i2WKa7aQJkG011574V//+hduvPFGNTi1o6Mj4n719fW477778IMf/EBFk0QUJW7Yabzk2sy0ZIrSWOvA/IODw/d12GF489/vo8/pU2mnaJEXfuvniS/ek1y6B7hOBBnpkVybg2ikwwHaqN1isZIprtlCGo0Z9913X9VaPzg4GDUUSsrLy1VN0fr167F69erJrDMrmcyw01iQmWmJF6XxjqNo2u1MWeQlJQNcvQHlntzSOTjhk7OM9IiPidochJMOB2ijdYvFSya5ZgtpHt1RWFgY037z5s1TP0LqEJ+X5InSeFJunQ29KYu8JHOAK7/3dPU6satzEHarGY+8/BGsVsuE2/FlpEfqSZcDtFG6xSZCJrpmC2kQRGy/v/vuu3HiiSdi7ty5o94gdK0+9NBD8dWvfhVTp06dxBKFiSA+L8ZIuY0VeTEFAigY2A2rzwOfU8NQcVXcnjKpGOBKMbSrvR+dvS71t51faIfNZplUO77U0qWedNf0ZOJ4i3QfMyG1TOjTd+3atcp8keM4SkpKRgmiHTt2oKWlRZk1sqj6tttuwyGHHJKoNQvjID4vxkm5RYq8UAjVtGxCVetHyB/shSngh8sPmCqqkL/ZAq1mRVpej2gDXLv7XGrYqOqoKS/A1OqP57VNpig81bV0iXbszkQyvaYnHcgxyx3iFkQUOhdeeCHcbrca3XHqqaeO2mfvvfdWjtX33HMP7rzzTtWR9t///he1tTKXK1PGUwiJSbmFR17qyvIw86NVqGrdCpvHCa89D66ACVb4UU6Dt0cehbulJS2pzEidTYwCOd0+WMwm1NcUoaIkb8R7KhFF4cmupTOyY3c6xk7Mq54Fu9mG7d2NKrqRSTU96SDT66CEJAqiP/3pT6qYmq7Uxx57bNT9qqqqcOWVV6qutO9973tqlMfVV18d78MJaRpPISQn8mLe8D7K2rcwjIfuvHL4AhqsdjOKS/JQVlkAT3t6U5nhnU3bdvUqnySLKYAZpgFYu7vgs9oxVFQJjQaUBikKz0TH7lQRbexEdWEVDp62BLMq90GhvSAjanrSRSbXQQlJFESvvPIKDj744DHFUCinn346/v73vyvvIhFEqUF8XoxFMPJSkY/df30ODp8LvfkVytG6KM+C8mIHylXkBUlLZcab+tE7m4YG3dh79xbUd21HibsfJi0AzWTGUGEZdtfti/Yps5UwSndReDIdu43oG5WIsRNbdm9Hy0Cb+reMncjeOighySmzWMWQzpIlS3D//ffH+1DCBBGfF+NBgXFglYYteV54qstRVlKq0lB5DqsSQslKZU4m9cNaNN8LT2J247uweV0I5OUjYLbCHPChrGsXCge6UDDQjR37L5/woFGjEerYbWTfqImOnQh9PuyaYqEwa2OYDmIERBBymbj/kouKilT9UFwPYjarkR5CapCZacZEpSb9fjgK8lBUYFPiIVKJV6JGVuipH6a8WNTNUSHxjAxhp2Jg/VrYTRq6HGVw5xXBa8+HO68YA8VVMPt9qjC8unmTGjRKkRXPoFEjMhHHbiNHh1Y3vY8eZx8KbPlw+dwjPgtk7IQgjCTur3PTp0/HunXr4vqdNWvWYMqU2GfuCJNHfF4yLJVJd2una1gIDQ6qWWiTTWVOJvUT7FQcGEBBXQ16dw/B7fHDYad4NvFsCmdBKYr6O1HUsAkl8/aKe9BouomURkylY3cyCWgBPLbpOaxt26CiQ66+ZphggsNiR2l+SdBTR8ZOCMIkBNEnP/lJ3HTTTXjppZdw5JFHjrv/Cy+8oATUV77ylXgfSpgE4vOSIalMTYOnqxuenh4E3B41/4yCyV5ejsEdOyfcgj7Z1E9op2J5aT5c3oBqv6cAYGrMZDZBC2gYhA0l7j4cNtUS16DRdDJWGnHvqcOpzHEduw2cIqQYernjbWx27oDT64bVbFZiSBkIeofg8rvh9rlRVzTsEC5jJwRhmLj/ms844ww1uPWKK67AT37yE3zqU5+Kuu9jjz2Ga6+9VqXLzj333HgfSpgkmeDzkkuMGllRUw1XSxu8PT1KrMJihuYPqGJrv9uF5kf/q4TsRFrwJzusNbRTkb8+paoQeXYLuvvdKlJEMaQG2eY7UOwwY8GimoyIDo3XQdbY1g9/QFNWA5EcuwmFBVOEHLJqxBTh+t6PsLlvO/wWDQ6LDZoJsO6ZxWXVrPD4vehx9cFhdaAiv0zGTgjCRAVRaWkpfvOb36iIz//93//hlltuwYoVKzBz5kw1yoNmjTt37sQbb7yBxsZGWCwW1aIvKbP0YUSfl1wlNJU5sGUr/C6XihIxcsc0ldlqga2sDI4pdfC0d8TVgh+aAmrZPQifz68cpSeS+glP71EXVJTmqW44l9unRAMjKebBPpitVtgKC5AJxJJGpODj9nDHbl0McXtxgd2QKULWAW3q3w6n34W9y2Zgh9+LQc8QbOZhCw4lYi02uP1u9Dr7UOYokbETgrCHCcV7ly5dioceekhNsn/77beVAAr/0CAc3XHNNddg1qxZE3kYQcgoYmltD6Yyp0zBznv+Dv/QEEx2RmHMSoTYy0qD6bRYW/BDU0AcusroBiMejGIU5tvUyTtKkGhE6id0/Xm2EjhqajCwefOITkVe6Gki/p072wZQkCGdirGmEXe29CHfMTxyJdSxWz+mSgwtmDJmijBdDtesA+r29CHP4lCRxrL8EpUi8/g9sFvswedpMVng9nvQ3N9q2LETupGkUTx/jLYeIfFMOAFON+p7770XDQ0NypW6tbVVRYc44X7atGlYuXIl6urkG4eQ/cTb2k5hU7DXDFjLSmF22IcL3i0WmPNHu0CP14Kvp4BWfdCCzl4n2DDGbf5AAD6fhiGXDx6vH/tOK4PZbIqY+pmzVwV2NPfi/uc2j1j/Am8V9rfshKm1HXl1mT+RPtY0YnGhQ0W/Dls8Fdt39aqUom+PcGSajJGhaO326Xa45snarwVgNQ1/tLN4mt1lTJG5vC4VsWdFkV/zq7WV5hUbbuxENCPJmqJqLK1fqEZppFKIGG09ggEFEf2IXn31VXR3d6uRHJ/+9KeVGBKEXGKirsbDLfgBWAoLYS0umrCbOE++w2LIBZ9fUydui8UEu0qV+eH1aegZ8GBrUw/2m85Iz8jUD9dL8fTwS1tHrf81fw089nrMGmxEYGcjbMWZ3akYbwfZvJmVOPWIfWOO9BjB4ZqRC4vJDJ+2JwVqMmFKUQ3yrA7Vfs9IUQAa+wSRb8vDsXsfhk/PPtYwJ/SxjCQ3d25TES3OFUuVkaTR1iMYUBCxbogzyvz+j30r8vLycNVVV+Hzn/98ItcnCIZmoq3tiXATZx0PH5uRIYqhQEBDnsMSXIOq8TH54fYG0DvgQUNrn6oBCk39cPAs02xefyDi+tfaD0B/dxmWWzthd/dldKciBQ2FSDwdZLpjd6Y4XDONU24vQdNQqxK9ag0mE8rzy1S0yOlzwx/woWOwC/Oq9zeUGIrFSLJtoBOvNaxW1w+uX5L0tJUYW+YWcQuiRx99FL/73e9U59iJJ56ookNMmz3//PP40Y9+pGaXsXZIEGKBhcSZ2gE3mdb2RLiJd/R4lJhhmowRjVAxpD8+fYMCvB+fhkGnV0Ut9NTPsrm1eHN9Kwac3qjrr6kswgbvTGDGElxyeDU0tzvjXicdRncoAGlSmegOMqM4XFMczC7eG7vdPepkTePF4FpMJhUpah/sV7VFy6YtNpQYYjSGaSlGYsLFB1+XblcvhrxODHgG8Pim5/Fu8weoTWLaaqz1hBpbNvW2qP1kwGsOCiKO4CgpKcF//vMfzJgxI7idXkPnnXeemlsmgkiIRQjRCVl5JLW1Dbd4Wy3Iq6tDxbKlqhvL6CfcybS2j2rBr42/RoeRHxZQD9epDJvsRXp8u41/5j61js8csS/2qS9VJ3uu59FXt8e2/m4XdudXYuY+mTu4lQLkkPl12NU+kPAOssnaHCSSeaX7YbenBzu9LepkHZrmYUcZi6jHqhtKV/EwH5M1Olxv+OvSOtCu6qC4NjYgMMo15HUlNW0VbT2hGM3YUgq/UyyINm/erMwZQ8UQWbhwIY466ii89957SBf0PfrLX/6CLVu2qOLBAw44AN/85jexePHitK1JiCyGGu9/YNgJub9/hIt2/8aNcO7apYTCRPx3UslkXY0n6ybusJnVBzIjQLYxTt48obCuxG5lcW9h8EScLa7M8cCiZtbxMHU10Q6ySBjpWJpNZqysXoolJW4VueDJ2rfHa4jt9ewoixTNSHfxME/ifEyKt1AYGaIYYkrYYXEgoPlVHVSxowAFtoKkpa2irSccIxhbpvu1y1lBNDg4iMrKyoi30YuIqbN08OCDD6oWfw6S/fa3vw2Xy4V//OMfyhDynnvuUeJIMAZ6ZCjg8SB/xvQR376YPmJkJB7/nYyoSTGb0N3vwobtXSHFuZNzE68us6OmPB8tnQPqZIEon3ecXWazWlQreaiz8kRqajIdPl8WNbOOh6mreDrIxsJox5KiiOKAwieWiIERioe5Pp7E+ZihYp5+SVwfxZD+BYCdcmaTJalpq0jriUS6jS2N8NplC3H/Vfp8PvVBHgmbzaZuTzVerxc33nijilJRBOnrO+2005ST9s0336wsAoT0E5yR1d8/SgyRePx3MqEmhUKls8epann+8/wWdT28DXuibuIsmj7qwGnYtLNbpc4YfQhfA00GuR9/6DYdWheTzJoaI8Pjz6JmCp9EeQUZ9VjyBBhLGicdxcPh6Z26omrUFFVhc+f24Kw1WgbQL4m+Sfqa2MyTZy9AvtWR1LQVxWP4esJR41DSbGwphd+JI/O/8tGqfv169Pf3KwEUKtaqq6tx8MEH48UXX/y440JIK6EzssbKy4/nv5MJNSkUP1sae+Dy8EuCBn9grDbsibmJr1xSjzc+aMXbG1ox6PTBbjPDbDYPF2SztshsUtGhqrL8UXUxyaypyQTi6SCL5b4y9Vimunh4rPROsaMIhfb8YEE4/ZI02gTsWRNtA/i3wqLwULfRZKSt+ByZXmzubxtdoL7nNW0f7EyrseVEXjshywXR3Llz8cQTT6CiomLUbV1dXeoEIWLIGITOyBqL8fx3MqEmhZEhiqE8uxX7Ty9V78NEt2HzxPp/Zx+AX/3zPby/pUM9ntk8nFKgEKIgohhaHqUuJlk1NUYg1W7RmXosU1k8PF56p9BeoH44boQncZvVqr5YBOCHzz+cnSjLK1GRj1SkrVh7w3QTIywTKVA34msnJFgQbdy4EQ8//PCo7Rs2bFCXkW4jp556KpKB3W7HvvvuO2o7O99Y5L18eWYYx+UCifDfyYiaFPNwyzsjQ+FiKNFt2Ha7Fd857yC8umYXXnyvCW1dTjUfjTVDTJONVReTrJqadJIut+hMPZapLB6OJb0z6HFibvX+6HcPoLW/Hb1mM9w+HwrthSgvKB0WQ2GRmmSlrRj1Ye0N003xFKinikwq/M4ETJo+eCxG5syZE1WJ6ncVfruertIFU6x0dHSMebvD4VAWAJHo7e1VJpHbt29XnWeTsQJgznrNmjXBx0xVtMntdgcfM6t8h+5/EL6GRphrq6Pm5QNtHbDuNR0Fnz09WEtj9ONBo0R6A7Edvn/IhxfXdYO1ziUF0T+s+oZ8KopzxmE1qKuI/XlFOxaha2AXGguvef/xrj/e3003+vGw2ux44f1urG8YgNMdQL7DrMSpT02wH74+b0YRjl5cntTnls5jGe/fSZurE//d9YJKT5XYotc29XkHVC3PyfVHozavKu51BbQAHmp6RplGVjsqov7td7i7ML1gCk6pP0bZB2zs24YPerao22k6GZ626vH2qVElK6oPxILS/UfdZ6I+N7h+rs0T8MJutqnnwOL1dDKR167MVGzoz9FEoaxL9rz2bLaKVvs8qQjR17/+daSKww8/fMzbjz32WNxxxx2jtnOm2le+8hVs27YNl156qfgiGQiKG9vcOfB3dkLr7gHKy0Z9wHG7qSBf7WfUgupI8ISni5qdbU4lhngyHu93ePLkiTPRa0jl7xqFD3YMKDFE5+6aMg7N/fj4F+dr6B7wqdurS21YvM/wiSEZZNKx5Ildd7cuthZGFSocEkuhwv0nAsVEcPDsGOkd3t7l6VViiMJLf7xNfdvVffB21hwxMsI15VvyMLtkb8wrGZ0lSCQUPxMRgkZ77byesaPzuYyhBdENN9ww5u319aPz2O3t7UoMbdq0SUWIrrzyyoTXK8WiNBPBhx9+qC7nz5+PbEKbMweNZvNwt1l3T1T/nXAfokw6HoUVfXhu3ZAqbC4ujl7X4Am4kG8xY97cWXEV+GbSsUgFPB4Ulrt6A/AFLJgxZbRbNCku1lSasrnXirPmzDVc+ioRTOS90VfiwqMbn8GQ3xO1eLi8qAzHzlmJhTMWTmhd1s6tsO+2w2q2osgRPZqhuRnR86F+r2mYXTUscuYF5uHNpvc+TltpfuSbLNivaO9x01bZ/rcS72uX7ccjUmYnK4qqzzzzzLj25wiRCy+8EE1NTfjSl76kZqsJxsM0Sf+dTMCobdhGKD5OFkxRGcUtOtNIRfHwZHx9KHbi8VXKJYxe+J1JGFoQxUNraysuuOACtLS04IorrsBll12W7iUJY0CxM1H/nUyYgZYJbdjJKj5Ol8Bi2tEobtGZRiqKhxPh6xOrr1IuYfTC70wiKwRRIBBQIohiiC7VF110UbqXJMSIKU7/HQqhjpdfzYgZaEZuw6Zw+Pezm4MDSUPXNtojyWzo7i4dFi8byS0600h2FCYTfH0yFYmgJYas+ER49tlnVXv91KlTUVNTg0ceeWTUPieffPKo1mchs6AYcr/4Mnbt2JkRM9CM3IatCxePzz9qOvtEPJKSIbDihZ1ciUhTZksKcaIkMwoj6Z3kIhG0yZEVgmjVqlXqsrm5Gd/97ncj7sOBtNneZpjteD9YD8+GjXBYLBkzAy0ZYyImC0/4unAJF0MT9UhKtMCaaGfXZNKU6Y5w5QKS3hGMTFYIoh/+8IfqR8ju6JB3w0ZoQ0449tsn42agJXJMxGShMEtk8XEyBFaq05RGiHDlCpLeEYxKVggiIfthAXWguxumgjxDzEDL5LQK15zI4uNEC6x0pCmNEOHKNSS9IxgNEURC5sxA87OA2prWGWjZkFahgEtk8XGiBVaq05RGinAJgpA+RBAJmTMDzWJRYiddM9CyJa2SaI+kRAusVKcpjRThEgQhfRj3U1sQQqDPkLm8HNqQKzgzLxxup9M1W/C5f6IJT6tUluahpNCuLnmd25lWeX1tC4yM7pHEehqmgsKPZ7weSbrAooAa67Xh7YykpdOEcrIRLu4n/kWCkJ2IIBIyagYaZ5yxmyzSSZzb9bEfiS6oDk2rhHcvhaZVeDvTKtzfyDC1x+Jiu9WiUkG7e13oG/SoS17n9lg9khItsFJNPBEu7if+RbmNP+BHQ88ubOrcqi55XcgO5C9byBhsC+Yh0NkJ846dqpss2gw0dpglmmxLqyTaI8nIJpTZNGZFSB8UPqua3lV2Ae0DnWqeGkeR1BRVY2n9QuWxJF1ymY0IIiFjYNTHcdQRqO3tT/kMNKMVDhvNI8nIJpTZMGZFSL8YenD9k3i7eS0G3EMjDCU3d25Dc3+rMpykx5KIosxFBJGQUzPQJkq8hcN2mxk7Wvoysi0/m0woYyWTI1xC8lGRoea18Ph9mFY6ZYRg5lw2jiKh+zYNJ+mxJGQmIoiEnJiBlsq0SmVpPh54YQvaupyGbstPloWAkUwocyHCJSQ/OsQ0GSND4WKI8DrnsnEUCfcTp+3MRQSRICQorUJRwYhCV68Tu3udhm7LzxYLgUSSyREuIXnQTZs1Q0yTjVU/yNs5ioT7i+FkZiKCSBASlFbRPyttNjPqKgsN7XYszszZFeESkgdHi7CAmjVDY8HbOZeN+wuZiXztEYQ40ypnHL2/SqMwnaKnVebsVYHykjxYLaZRYshobfnZZiGQa/D1YH3ahu1d6lJen+TCOWvsJmMB9Vjwdu7H/YXMRCJEgpCAtIo/EMAd/1mL4sLI9UVGasvPNguBXCEbxsZkIhw6W1NUhc2d21UBdbT6wUH3EGZX7aP2FzITEUSCkIC0Cr+tZ0pbfjZaCGQ78dR8CYmFBdJL6xehub9NdZOxgDq8frB9sBNFjgK1nxRUZy4iiAQhARh1nlemr1WIv+arwp7WpWYlNF2kzxBb69lNFupDxMgQxdCy+sWqw0zIXCS+KggJIJPmeWXSWoUJ1HwFIr+mwsRh1Iemi5+Zc7xKi9lMFlVAzUte53YxZcx85KufIOSY23EmrVWIv+aro8eMugpHyteZ7VDs0HSRUSC21rObjAXUrBkSIZQdiCAShBx0O86kteY68dZ8ub3SdZZMKH7EZyg7EUEkCDnodpxJa8119Jovj9ePIZdXpcQsZhPyHdYRESO95sthk9dMECaCCCJByFG340xaKyMkRl9jsphaWQCzGWjuGFCChxVClEEOuxVlxQ5VVE0Y2aOYrS6TqmpBmAgiiAQhx92OjbzWXPfe4fN94IWP0N3nUpGhQMAPu92CQGC46N3l8cHl9inBFKz5Mveke9mCkJGIIBIEwZBkovdOoiNZuhi0WS2oLs9H74AnmBqzWk3q3+3dQ6gsycMRBwynOTduFEEkCBNBBJEgCIYkk7x3khHJCm235/NnoqzA4UJ3vxtujx8aNNgsZvg1DRWl+TjjqH2zOlomCMlGBJEgCIYjXAxE895hhxyLwo9fnKcKjY0eyYpHsERqt68ozVMz85gm04urh9iFFtDQvHvIsKnPdOHz+dRPIBDAtm3b0r0cQ+DxeNRlJh4Pk8kEh8OBkpISFBaOnhk5WUQQCYJgODLJeyeeSBaL2Cfbbs+7D3UP9/oDMmIlAvTTampqUq9HXp4MXNUpKspco1W/34/e3l71U1FRgZqamoSKIhFEgiAYjkzx3ok3khWPlYGMWJkc/f39cDqdKCsrQ1VVFQoKCtK9JEPAY0Ly8/ORqRGulpYWdHV1qShRIgWeJJwFQTAc8YgBSxq9d+KNZHH/WJERK5Ojr69PXTKSkOjUipA+7HY7pkyZMuI1ThQiiARBMBzxioF0ee/EE8nifvGktfQRK2ynZ9ot/DjIiJWx8Xq9sFoprGWsRjaKIpvNBrfbndD7lRirIAiGa0+Pe95amrx3kp3WkhErE4fvETMNmoSsxGQyRf2yNFFEEAmCQcgFN+Z42tPjEQPp8t7RI1kbd3SpAupIqRk9kkUX6XjTWjJiZXJIqix7MSXhtc1aQfT000/j8ssvx09/+lOcfvrp6V6OICDX3ZjjbU/PBDEQdyRrAmvNpBErgpDJZKUgYvX5tddem+5lCELaPGyMyETa0zNBDKQqrWXkESuCkA0Y4xMlwVx33XWq5VIQMk0kVJbmoaTQri55ndt5on19bQsymdD29PAoSmh7Om9nNIj7RxIDc/euUJdGEUNEj2SdcfT+KnLFCFZoJIvbs0HQCsbm6quvxuzZs0f8zJkzBwcccABOPfVU/O1vf1MGlcnmzTffVI/9z3/+c9x9N2/ejIsuugjLli3DIYccop4DAxrpIusiRI8//jieffZZfPWrX8Vtt92W7uUIaUbz+zHU2AS/0wlLfj4Kpk+DySBdJ8n0sDEaE2lPz6RoSCZEsoTc4JprrkF5eXkwZTs0NKTOiTfeeCN27dqFK6+8EkagsbER559/vvIRuvTSS5U/0l133YX169fj/vvvV47UqSarBFFHRweuv/56fOlLX8KiRYvSvRwhzUKo87U30PXWarja2qD5/DBZLcirq0PFsqWoOuzQtAujbBcJkzFazFTXZUlrCenmuOOOw7Rp00ZsO+uss/D5z38e9957L8477zxUV1cj3dx6663KZPHvf/876urq1DaetxkxoiDiOlNNVgmiH/7wh6isrMQ3vvENrFq1KimPsWHDhpR1LugeCx9++GFKHs/oxHo8KIbcL74Mz4aN0IacMBXkwWS1QnP5MLi2A10ffYSGNWvgOOqItIqinW1ODAwOwmo2ob/fG3U/r8cPV0DD+g2bMdiVH9Ox4Gyrjh6PcnCmaSF9etI164u0drnh8bjgdGkwBaJ7h/QP+dQ6m5t2IDAUe5pQ/lY+Ro7FMDzZMvqgp4l0h+ZEQYHP2jGnx498uwX11YVpjQZyZhtxuVwRnyuF0tq1a/H+++/jmGOOSfjxCH//0Qcq2mPwtqeeegpHH300SktLg/sxdTZjxgw8+uijOOOMMzDeGI+BgYGo7/OJtORbjR7xGQt9yBt5+OGH8dJLL6m8JU2bhNzF+8F6JYbg88FcWx0UsPy/VlwMrbtH3W6uroJ90cK0rZNChSd/X2DsP1x9iGcsbszc94MdA1jfMIiufm/wdyuLbZg7oxALZhalRRhRkFUU29DQ7kJxvha1Pd3pDmCvmry0GS0KQixCaNWHbXh7Ywfau5zwBQKwms2oqcjH0jnVWD6/1pBpUt2TSRdOP/jBD/D222/jkksuwW9+8xslUq666iqccsopqgb3d7/7HZ577jlV08MIzsknn4wLL7xQGSLqcKYYIz0vvviiSs0ddthhOPbYY8ddy9atW5Vwmj9//qjb5s2bp+6PQjbVPlKGFkSHH374mLfzwN9xxx1oa2vDT37yE/ViLV68OKlrmjt3bsqcT3XlG+lNk4vEcjwYHdr85NPw+3zInzE98om3uBjOhkYUNLdi1ufOTFuUaI4/gHd3vqs8bPhNNppI6Brox/4zKnDUiiXBD9pIx0LvWHtriwv9Q34UFeShYE+3U3O3B/1uF0yO8rQV+Pb4yvDgCx9hyOuP2p5eUWrH8Sv2x6KFsQ9BJfK38jFyLDBimrt+Uk3E7K5IXaF2m1X9jW1p7EXrbic6er1p+RujKzfhINtIz3X16tVBwcFjwv0pdihoKIr6+/uxYsUK9bfItFVDQ4NKszFis2bNGiWQNm3ahN/+9rfqb5cRuIsvvliJm3POOUft9+STT+LHP/6xehwKp2jHvKdn2DeMqb3wfTiWQ49ycQZdNHgeZnRpn332iRpB4rqzRhDdcMMNY95eXz/8ofn9738fxcXFqkBLr1BnKI1QtXIbB/yJa2n2wwJq1gxZowgMwu283dXaqvYvnLkXssHDJllT1xOFuC4LmY7R/8b0+V76eZBRFg5CfeCBB1QG5YQTTlDCRYdRGkaKzjzzzOC222+/HVu2bMF9990XrMU9++yzlcBm4OGFF15QKTfeJwXSTTfdpKJK+n4UU6+//vqYaxwcHFSXkQSTXkydrJRexgqi0BdpLF5++WV1eeSRR466jWqVPwz9hReaCdkHu8lUAXVIWDcSvF3z+dT+6SRRIiETOtYywWhREDL5b4ycdtppo7YxGsTWe4qfcJYvXz7i+lNPPaWiLjxfhrbAs96HnWq6IGJaiyUrJ5100ojHYTH0eIJIr+8xmpO4oQVRrPzlL38Zte2DDz7AzTffjC9/+csq9WaEqnoh+bC1nt1kmjd6kTLh7Sy05v7pJFEiwcgda+EjSfh8pD1dyDSM/DcWCiM2eqqJ62H2hAKnoKAgYuSFjUihNDQ0qJTVoYceGvH+m5ub1WVTU5MSTeGZl3333XfcNUZbS2hRNssIUk1WCCLmPcPRC8f222+/iLcL2Ql9hvJqa9G/aRNsFeVR63J8AwMonjNH7Z8NHjZGbGvPlZEkQm5gxL+xSBx44IFxZUPCa2L9fr+qxb3iiisi7q83MvGzlcIpnFjMH/Vyl0iNU+3t7SqVxvqgVJMVgkgQdFggXXHwMjibm+Fua4ejtmZUXQ63W4uL1X7p9iJKlIdNsqeux0sujSQRcgOj/Y0li/r6etU9Fh5IYOSGpSe6ZxBFF+1tWFwd2tlNw8XxYMSKoidSyzy36YXfqUY+iYSsg6aLFDtmu111k3l2d8Hb168ueZ3beXvVipG580xGn7rOuqNo/hv61HVGaOKduh4vuTKSRMgdjPY3liyOPfZY7NixA0888cSI7XfffbdyuX7jjTfU9eOPP16lvO65554Rzz/0ejQooFiHxCHsra2tI+qB+dihdUmpJDMlbAwcccQRqgJeyD0Y9Zl+5hnIr68fdqpubVUF1KwZYppMF0NGig5lwtT1bCs+FYRM/RtLJpdccgmeeeYZfOc731FzyRitYdSG7tELFizA6aefrvZjkfaDDz6oapYoYjg3jREkmhfHAg2UWZjNlv0vfvGLqu3/z3/+s+pm0x8j1WStIBJyG4qd6pWHKeFj1Flm2drWninFp4KQqX9jyaS0tBT/+te/lD/R888/r9rra2trccEFF+Cyyy4LtsozpXXnnXeq/R577DHlLk2n6V/96ldK4IzHzJkzVTTpF7/4hWqAYhE1bQEoxOillA5M2kT8rXOMUIOnJUtojifGjOlAjsf4x4LRGaah9I610ELmVLW1b9jehT88tBZWq1mlyaLRN+hRxaeXnLZITbGfDPLe+Bg5FiONGWn0lyhjRqP8jU0GvbMrUccj3a9vLMaMsZ63JUIkCFmEEaau50rxqZCbGOFvTEgO8kkkCFlIOqeu68WnHElC995o1gdMMdBrKVOLT4XcJp1/Y0JyEDkrCEJSik9ZT8Ei0/CsfLYUnwqCkF1IhEgQhISTC8WngiBkFyKIBEFIODK3TBCETEMEkSAISUGKTwVByCREEAmCkFSk+FQQhExAvqYJgiAIgpDzSIRIEAQhidC4T1KGgmB8RBAJgiAkSQjpQ25bwxyND55fpzrxRBgJgnEQQSQIgpBgKH7+/ezm4JDbUNuBDTu60NQ+oGwJ2IknokgQjIEIIkHIYSSdkxz0yJDH58eMuuIRbt1076YxJT2aaEvATjxBENKPCCJByEEknZM8eCz1yFC4GCK8XltRoAwr6dEkfkxCIrj66qvx0EMPjXqvcYjrXnvthdNOOw3nn39+0tfx5ptv4oILLsB1112Hs88+O+bfu/baa7Fhwwb8+9//RroQQSQIOYakc5ILI24UmTyukea4EW7n7TSs5P5iSyAkimuuuQbl5eXBMTlDQ0N49tlnceONN2LXrl248sorYTTuv/9+3HfffVi8eHFa1yGCSBByDEnnJBemHyk6KTLHgrfTvZv7C0KiOO644zBt2rQR28466yx8/vOfx7333ovzzjsP1dXVMAI+nw+33XYb/vCHP8AIyNc/QcjRdA7TNtHSObyd6RzuL8QHa7EYWWPEbSx4O/fj/kLmoQX88LTvhKtpo7rkdaNisVhw4oknwu/3Y926dTACvb29OPnkk/H73/8ep556Kmpra9O9JIkQCUIuIemc5MPC9LrKAmzc0aUibpGOM1MZHHLLuW7cX8gcKHwGN7yBwc2r4etpU9dNZgus5XUo3H8pCuceqq4bDbN5OP7h9XqDNUdvvfUWvvrVr+Kmm25S23/wgx+oWqP+/n7ceuutePrpp7F7925MmTJFiZaLL74YNpsteJ89PT341a9+heeee06l5lauXInjjz8+pvXwMSjQGCHi7xxzzDFINyKIBCGHkHRO8mHU55D5ddjVPqDSj+GROIohbi8usKsht1KnlTlQ/PS8+gAGt6xGwNkPc14RTFYbNJ8X7qaN8O7eBW9XM8oOO8Nwouj1119Xl3Pnzg1u6+zsxM0334xLLrlECZSlS5cqYcO0WkNDg0qzzZgxA2vWrFHC5cMPP8Rvf/tb9X72eDyqeHrr1q0455xz1H5PPvmkElWxUFdXh//9739BoWYERBAJQg4RTzqHk+klnTMx2KXHwnTWYrGbLLRwnZEhJYYWTFEdZkLmoCJDW1ZD83lgq5o+UugWlcPX264iR7bKehTNOywta+zr60NXV5f6dyAQQEtLCx544AG89NJLOOGEE5Rw0XG73UrAnHnmmcFtt99+O7Zs2aKKnBctWqS2sVts/vz5+MlPfoIXXnhBRXN4n5s2bVLRpVNOOSW430UXXRQUX2NhtRrvs8V4KxIEIWlIOic1UHSyS4+F6azFYvrRt0dk8rgyMiTt9hmYKts8HBkKF0OE162lNfB2Nqr9CucsT0uUiCmvSOKDKa9I0Zvly5ePuP7UU09hn332UYXZurAiRx99tOpU0wXRiy++iJKSEpx00kkjHofRpVgEkRERQSQIOYSkc1IHjx279Ch8xPwy8/F2NqmaIZUmG6P+jrf7ulvV/vaavVK+TkZsqqqqguspLi5WAqegoEBtczqdI/avrKwccb2hoQEulwuHHnpoxPtvbm5Wl01NTUo0hae89t13X2QqIogEIceQdE5qofiRwvTMJ+BxDhdQWz8uKo6EyWKDFvCp/dPBgQceOKrtfrwOtFD8fr/yA7riiisi7s+okC62KJzCYZouUxFBJAg5hqRzBCF+zPZ8lQJjAfVYaH4vTBar2j8Tqa+vVy3xK1asGLGd9UbsJmMxNKHoWrVqlSquttvtwf0aGxuRqcgnniDkcDrnyrMPxOWfW4JLTlukLnmd20UMCcJIbFXTYC2rRcA1oFLLkeB23s4WfO6fiRx77LHYsWMHnnjiiRHb7777buVy/cYbb6jrbJVn+u2ee+4Z8fxDr2caEiEShBxG0jmCEBuMDhXOWqba6tlNxgLq8Po7X087zPnFaj+jtd3HyiWXXIJnnnkG3/nOd9Rcsnnz5ql2e47XWLBgAU4//XS1H4u0H3zwQVWzRAE1Z84cFUHiPLJMRb4GCoIgCEIM0HRRiR2rXXWT+fq74B/qV5e8brLZ1e3sMMtUSktL8a9//Uu14rOj7Mc//jFee+015Tn05z//WQ2LJSymvvPOO3HhhReqjrNf/OIXahuNGjMVkxYt9ieMKDKjMRVZsmTJqCK0ZEFVTuj/IMjxCEWOxUjkeHyMHIthtm3bpi7pskz0E3lC2u83rhp2qu5uHelUvUcMGTk6pHeZJep4pPv1ZQddos7bWZUyowEV1ekrr7yibMgZ6vvWt76FAw44IN1LE4SUQBdqafEWhORBsUPTRQofttazm4wF1KwZMrIQEpA7gqi9vV3ZjLMN8Atf+ILyXOBkX4b5mPtkflMQslkI6VPsOauM1ymEplQW4OD5darVXoSRICQOip90+AwJySNrBBEjQxxCR/Gjz2r51Kc+hU984hP4wx/+gF//+tfpXqIgJAWKn38/uzk4xT7UV2jDji40tQ8o3yG22osoEgRByGJBxGF0HCp38sknjxhcV1NTg+9+97tRXUUFIRvQI0Menx8z6opHvN85noPO0zRhpO8QW+oFQRCELBVEH3zwgUqVHX744eo668QpkgoLC3Huueeme3mCkNTokB4ZChdDhNc5noOO1DRhFMNFQRCELBZE27dvV5dlZWX40Y9+hIcfflgJor322gtXXXWVMppKFPRYSFXEic6goV0juY4cj9HH4sXX12B7UyesZg0DAwNR97ea/djW1Kn2r6twINuQ98bHyLEYhg7KRUVFwVES4TO8cpVsOR5+v1995kV7n0+kgd7Qgqijo2PM2x0Oh5qr0tfXp65ff/31qpj62muvVQfjT3/6E77+9a/j97//PY488sgUrVoQUofbG4A/oMFqHlukW8wmtR/3FwRBEDJMEOkpsGgw8nPHHXeobwKEl4wO6f4KRx99tLIX/+Uvf5kwQcQaJfEhSg9yPEYfi3lzp+O5dUPw+QMoLs6Lur8n4EK+xYx5c2dlpTO1vDc+Ro7FSJ8afRp7pvvuJIps8SGyWCzKRDIWH6KsEEQ33HDDuEPoCKNChEXVoS8yU2gUTbQX7+7uRnl5eZJXLAiphT5DdZUF2LijSxVQR0rnMlrKKfYc3Mr9BUEQhAwTRLQOj4Xa2lp1WVFRMeo2fdvg4KAIIiHrYIH0IfPrsKt9QHWTsYA6fL4StxcX2NUUeymoFgRByEBBFCscOEe2bt066rbGxkbYbDZUV1enYWWCkHxoukifIbbWs5ss1IeIkSElhhZMUR1mgiAIQmSy4uvijBkzsHjxYjz22GPYtWtXcHtDQwOef/55HHHEEaoAWxCyEUZ9aLp4xtH7q7SY1WKGzxdQl7zO7WLKKAiCkAMRIsLOsvPOOw9nn322uiR333038vLylDmjIGQzFDs0XWQUSGaZCYIgxE/WfFKyo+K+++5TA105quOPf/yjSqVx28yZM9O9PEFICRQ/7CKbu3eFuhQxJAi5wdVXX43Zs2eP+OEMTw43P/XUU/G3v/0t6EGUTN5880312P/85z/H3ffVV19VAQyukVkeziN96aWXkC6yJkJE+CLQc0gQBEEQcpFrrrkm2ECkT2149tlnceONN6qSkiuvvBJGYNWqVfjKV76i2ubpF0h7hAceeACXXHIJbrnlFpxwwgkpX1NWCSJBEARBSAX+gB+7+lrh9LmQb81DfUkdLObUeNSNxXHHHYdp06aN2HbWWWep6Mu9996rIjJGaDL68Y9/jLq6OvznP/8JWudwjbTP+fnPfy6CSBAEQRCMLoRWNb2Lt3etRftAJ3yaH1aTBTVF1VhavxDLpx1oCGEUbmJ44oknYu3atVi3bh2OOeaYtK6ns7MTH330Eb70pS8FxRChjyDXxvReS0sLpkxJbWesCCJBEARBiFEMPbj+SbzdvBYD7iEUOgpgM1vhDfiwuXMbmvtb0dLfjtPmftJwokh37PZ6vcGao7feegtf/epXcdNNN6ntP/jBD3Daaaehv78ft956K55++mns3r1bCRPWIV188cXKxkanp6cHv/rVr/Dcc8+p1NzKlSvVdIjxoGnyU089FdEtu6urS12maiJEKCKIBEEQBCEGVGSoeS08fh+mlU4ZYYJanleK9sHdWL3rfUwtrsWKGUthJF5//fXg+KnQSM3NN9+s6nb6+/uxdOlSJWyYVqNtDVNYtLXhCIzbbrtNjYX57W9/q543R2VdcMEFyv/vnHPOUfs9+eSTSlSNh9Vqjdjs1NraimeeeUbdV01NDVKNCCJBEARBiCE6xDQZI0PhYojwek1hJZp6W9R+h0w7IC1RIg4716Ms7Cpj6onFyuzeYl0OxYaO2+1WAiZ0KsTtt9+OLVu2qA7tRYsWqW20s2En909+8hO88MILKq3F+9y0aZOKLp1yyinB/S666KKg+IoHCqxvf/vbcLlcuPTSS5EORBAJgiAIwjiwgJo1Q0yTRZoZSLidt7cNdKj9Z5QNz9tMJUx5RYrIMOUVKXqzfPnyEdefeuop1fnFwmxdWOnD0tmppguiF198ESUlJTjppJNGPA6jS/EKIoqhb3zjG1i9erW6vzPOOAPpQASRIAiCIIwDu8lYQM2aobHg7b6AT+2fDhixqaqqCgq04uJiJXD04mV92r1OZWXliOsNDQ0qSnPooYdGvP/m5mZ12dTUpESTXpuks++++8a13oGBAXzta19TbfgUXT/72c+QLkQQCYIgCMI4sLWe3WQsoB4L3m4zWdT+6eDAAw8c1XY/FuHFy36/X5kkXnHFFRH3Z1RIF1sUTuHEY/7ICBS9iFib9KlPfQq/+MUvRhRtpxoRRIIgCIIwDvQZqimqwubO7aqAOlLajEaIg+4hzK7aR+2fidTX16O3txcrVqwYsZ31Ruwmo3cQoehiVIfpLrvdPmKgeqyRoQsvvBAbN25UPknXXXfdqGhTqhFff0EQBEEYBxZIL61fhCJHgeomo/gJhdfbBzvV7dzPaG33sXLsscdix44deOKJJ0Zs52xQuly/8cYb6jrb65l+u+eee0Ycg9DrY/HDH/5QiSF2qF1//fVpF0NEIkSCIAiCEAM0XaTPEFvr2U0W6kPEyBDF0LL6xarDLFO55JJLVOv7d77zHTWXjPNBmdK6//771XzQ008/Xe3HIu0HH3xQ1SxRQHFuGiNIGzZsGPcxeH+PP/44ioqK1H0+8sgjEYUZb08lIogEQRAEIQYY9aHpIn2G2FrPbjLfnpohpskYGUpXu32iKC0txb/+9S9lzPj888+r9vra2lrlOXTZZZcFzRQZ0bnzzjvVfo899hgeffRRLFu2TBk1fvGLXxzzMZhq09Nm3/ve9yLuwwhVqgWRSQuP+wmjYJEZjanIkiVLUuagSRVN6P8gyPEIRY7FSOR4fIwci2G2bdumLvXxD5FckbNxltl46F1miT4e6Xp92UGXqPO2RIgEQRAEIU4oftLhMyQkj/RXMQmCIAiCIKQZEUSCIAiCIOQ8IogEQRAEQch5RBAJgiAIgpDziCASBEEQBCHnEUEkCIIgCELOI4JIEARBEIScRwSRIAiCIAg5jwgiQRAEQRByHhFEgiAIgiDkPCKIBEEQBEHIeUQQCYIgCEKGc/XVV2P27NkjfubMmYMDDjgAp556Kv72t78hEAgkfR1vvvmmeux//vOf4+779ttv4/zzz8dBBx2EQw89FNdccw06OzuRLmS4qyAIgiBkCRQV5eXl6t+apmFoaAjPPvssbrzxRuzatQtXXnkljMDbb7+NCy64APvuuy+uuOIK9PT04K9//ava/tBDD6GoqCjlaxJBJAiCIAhxovn9GGpsgt/phCU/HwXTp8FksaR7WTjuuOMwbdq0EdvOOussfP7zn8e9996L8847D9XV1Ug3P/vZz1BRUYF//OMfKC4uVtsWLFiASy+9FP/5z3/wxS9+MeVrEkEkCIIgCHEIoc7X3kDXW6vhamuD5vPDZLUgr64OFcuWouqwQw0hjEKxWCw48cQTsXbtWqxbtw7HHHNMWtfjdrtRVlaGww8/PCiGyMEHH6wuN23alJZ1ZZUg+t///oc//vGP2LJlCwoKCnDkkUfiu9/9LqqqqtK9NEEQBCELxFDj/Q8oMeTr74e1qAgmmw2a14v+jRvh3LULzuZmTD/zDMOJIrN5uGTY6/UGa47eeustfPWrX8VNN92ktv/gBz/Aaaedhv7+ftx66614+umnsXv3bkyZMkXVIV188cWw2WzB+2Sa61e/+hWee+45lZpbuXIljj/++HHX4nA48Kc//WnU9g0bNqhLPl46yBpB9Pjjj+Nb3/oWZs2apURQe3u7KiKjIn7wwQeVQBIEQRCEiaJHhgIeD/JnTIfJZAreZqsoh7utXd2eX1+P6pWHwUi8/vrr6nLu3LnBbSxgvvnmm3HJJZcoEbR06VIlbJhWa2hoUGm2GTNmYM2aNbjtttvw4Ycf4re//a163h6PR9UAbd26Feecc47a78knn1SiKl7a2trwzjvv4Be/+IUKYDDFlw6yRhDxRaqsrByRj9xnn32UCmaB1rnnnpvuJQqCIAgZHB3SI0PhYojwuqO2Bs6GRrVf1YrlaYkS9fX1oaurS/2bXWUtLS144IEH8NJLL+GEE05QwiU0dUUBc+aZZwa33X777SrLct9992HRokVq29lnn4358+fjJz/5CV544QWVcuN9MrXF6NIpp5wS3O+iiy4Kiq9YYGTqqKOOUmtlao+1RbW1tUgHWSOIqGbD85FMmaUzHykIgiBkByygZs2QSpOFiSEdbuftrtZWtX/hzL1Svk6mvMKxWq0q5RUperN8+fIR15966ikVTGBhti6syNFHH6061XRB9OKLL6KkpAQnnXTSiMdhdCleQcTIEI/d/fffj+985ztobW1V6blUkzWCaO+998b27duVytRzpRRJpKamJs2rEwRBEDIZdpOpAuqQGppIqJoin0/tnw4YsdHrZikyGCSgwNHLRpxh62JmJZSGhga4XC7lCxSJ5uZmddnU1KREk36+1WEbfTxwXSeffLL696c+9SmVfmN67nOf+5wqvE4lWSOImBpjcdiPfvQjXHjhhUrZXnvtterFDg0HThYWfUX7dpBoGM4kzNsKcjxCkWMxEjkeHyPHYhjWuNDLRjcjDBcC8eIzm6GZTQi4PTD7oxsc+t0e1XXG/Sf7mHGtz+dTl/PmzUN9ff2o2/W16MdD35/HKfSc5vf7sXDhQnzta1+L+DiMCvG+6HHEy/DnqF9n5Gciz5/Rp/feew/r169XppLR4DoHBgaivs+5vqwSRB0dHeNWqvPFIQceeKASPvfcc4/KfZLCwkJVWJ2ufKQgCIKQHeTVT4WjpgaDW7bAWl4W8YsxT8L+wQEUzpql9s9Epk6dquqQwlNpFNpMk9XV1anrjA7RlZqCym63B/drbGwc9zFYiH355Zerom0WZofCom79/J5qDC2IWBM0FsceeyzuuOMO9SZkvpEthMxnfuITn0Bvby/uuusuZe705z//GUuWLEnImlihz8KvVKArXxazCXI8QpFjkfnHw+8PoLF9AE6XD/l5VkyvKYLFYs7JY5EMtm3bpi71lE5+fv6k77P60OXwtLXB19mpCqhDRRHPQ+62DthKStR+BSl2Wmb9DsnLyxvzuepRG31/7hsqPo477jh1zmStEFNYOjR1/OUvf4kf/vCH6jz4yU9+UhVq00Txy1/+cvAY/Pvf/1b/Znt+tHVwtMfg4KAqzKYg0vfjefvhhx9Woovn7LHOtbyttLRUpQOjRZDYHZc1guiGG24Y83Y9LPjKK68oMcRWveuvvz54O1+wT3/60/h//+//qbZ8QRAEIwih19Y2480PW9G6e0hdpxCaUlmAg+fX4bBFUxMijITEQ9NF+gyxi4zdZKE+RL6BAViLi1Fx8DLVYZapXHLJJXjmmWdUcTMjQEzBUWSz4JlO0qeffrraj0XatLRhzdKOHTvU3DT6EeleQmNBsXTdddepMSLsTON9sm6J2R1aAfzud79LWeAhYwRRrLU/mzdvVpef+cxnRmyneqTa5ZA5HmQxaBQEIZ1Q/Pz72c1KDPUPeVBUYIfNaobXF8CGHV1oah/Aro5BfO7Y/UUUGRC20dN0kT5Dyqm6tVUVUJusVhTPmRMUQ0YzZYyH0tJS/Otf/1LGjM8//7yK4rDshJGcyy67LBjNYeTtzjvvVPs99thjePTRR7Fs2TJl1BjL2A1Gn5hq+8Mf/qBEFUUSh7z+5je/Cbb7pxpDC6JY0cN9kSb56ttSMeVXEARhLPTIkMfnx4y64hEpl4oSB9q6hvDmBy2YVl2ElQeMLowV0g/FDk0XKXyMNMuM/j38ScT+FRUVKoLDn7GgOLrqqqvUTyixWt0wYMEfo5AVX0FWrFihPlj+/ve/j9jOTjOG/phjlNZ7QRDSHR3SI0O1FQURjf24nbe/+WGL2l8wLhQ/9BkqmTtHXWZyVEjIoggRfQ/Yas8ias5WoRsni7OYKqMdOa3JBUEQ0gkLqFkzxDTZWMZ+vL1l95Daf+aU4S5aQRCST1YIIsKQHSNBrISnvTjTaPQwYH5z8eLF6V6eIAg5DrvJGPVhzdBY8HafL6D2FwQhdWSNINKLsBNpwigIgpAo2FrPQmkWUI8Fb7dazGp/QRBSR1bUEAmCIBgd+gzVVRZgYMgT1UWX23k7W/C5vyAIqUMEkSAIQgpgdOiQ+XUoLrCrbrJwUcTr3M7bD5k/RdruE8BExjcIufvaSkxWEAQhRdB0kT5DbK1vaO0f4UPEyJASQwumYMWiKeleasZDnxyOleCJM1XzJ4XUoEak+P3KuyiRiCASBEFIEYz60HSRPkNsrWc3mW9PzdDcmRUqMkQxJNGhycPGGo6poP0KfXWE7MDn86G9vV0JovLy8oTetwgiQRCEFEKxQ9NFCp9kzDIThqG7MgeSUhDRfoWuyBIpGp7xRdIxGmOyUSEaLFMQkYKCAhFEgiAI2QDFj/gMJTdlNmPGDKxbt04Jo3RMTzciAwMDwREdmYTJZFIDaemOXVJSguLikU7viUAEkSAIgpC1okif6h5tKnquwUGtRI7HaCQ+KwiCIAhCziOCSBAEQRCEnEcEkSAIgiAIOY8IIkEQBEEQch4RRIIgCIIg5DwiiARBEARByHmk7T7OmSm6qVUqHzeVj2lk5Hh8jByLkcjx+Bg5FiOR45Gbx8Mf8vxinXtm0mT63bhwHg7NvQRBEARByCwWLlyonMrHQ1JmgiAIgiDkPBIhioHQ+Sl0PpV5OIIgCIJg/NlnhG7lPHePhwgiQRAEQRByHkmZCYIgCIKQ84ggEgRBEAQh5xFBJAiCIAhCziOCSBAEQRCEnEcEkSAIgiAIOY8IIkEQBEEQch4RRIIgCIIg5DwiiARBEARByHlEEAmCIAiCkPOIIBIEQRAEIecRQSQIgiAIQs4jgkgQBEEQhJxHBJEgCIIgCDmPCKIMoqWlBd/5znewfPlyHHTQQTj//PPx3nvvIdd5+umnMXv2bDz44IPIVR577DGcccYZWLRoEQ444AB86Utfwvvvv49coLm5GVdeeWXw7+JrX/saGhsbkYusXbsWF110EZYuXYqFCxfi1FNPxcMPP4xcZ9euXTjwwANx9dVXI1dxuVz49a9/jWOOOQaLFy/GySefjIceeijdyzIU1nQvQIiN9vZ2fP7zn1dv6i984QsoKCjAvffeiwsuuAD3338/5syZg1ykq6sL1157LXIZCsFrrrkGS5Yswbe//W31HvnHP/6Bc889F/fcc48SSNlKT0+P+hsYGBhQfxd2ux133XWXeu4UAhUVFcgVtm7dqr4klZaW4itf+QoKCwvxxBNP4KqrrkJ3dzcuvPBC5CKapuF73/seBgcHkasEAgF89atfxapVq3DOOedgn332wf/+9z8lEN1utzq3CMNvFiEDuOqqq7T58+dr69evD25ra2vTFi1apF1xxRVarnL55Zer4zJr1iztgQce0HINj8ejHXTQQdoZZ5yh+Xy+4Pb29nZt6dKl2rnnnqtlM7/+9a+12bNna+vWrQtu27RpkzZ37lztZz/7mZZLXHTRRdqSJUu01tbW4Da/36+dddZZavvAwICWi9xzzz3Bzwh+juYi/Gzk87/33ntHvDdOPfVU7bDDDtMCgUBa12cUJGWWAQwNDeHJJ59UIc65c+cGt9fU1OC73/0uli1bhlzk8ccfx7PPPotLL70Uucr69evR39+P0047DRaLJbi9uroaBx98sEqp8htyNqcKGRlbsGBBcNusWbNU+oy35Qp+vx+rV6/GypUrUVtbG9xuNptx4oknqs+QDRs2INdoaGjAzTffjK9//evIZR544AHMmDEDZ5999oj3xhVXXKGiQ3x/CJIyywg++OADlQY5/PDD1XWe4PgGZkicqYFcpKOjA9dff72qlWHdTK5Cgcy0SKTUENOJ/NAzmUzIRnp7e1Wt0FFHHTXqtvnz5+O1115TqWZ+cch2+Do/+uijEV9rvg9IqGDOlTQRU0KsL2Q6lfUzuYjX61X1hKeffrp6nxCmD1l2ceSRR6ofYRiJEGUA27dvV5dlZWX40Y9+pIoD+XP88cfjueeeQy7ywx/+EJWVlfjGN76BXIY1M/vuuy/Ky8tHbF+3bp2KDrHIOFtpa2tTl6ERER1dBLERIRegEJo+fTqmTZs2Yju/ODE6wJPfvHnzkEv87W9/U18mb7zxxqAQyEWampqUKKqvr8df//pXHHHEEer8wSjq7373u6yOIMeLRIjSHOUYC4fDgZKSEvT19anrjIjwg41FxHwT/+lPf1Kh4N///vcZr/JjPRaExbIvvfQS/vnPfypBkI3EczwiRU6YSiWXXHIJshW9SDY/P3/UbXl5eeoyl1MB/Iz4/ve/r95L7LzjeyZX2LZtG37zm9/gm9/8piogZuFwrsKUut58wc+Gyy67TH1heOSRR9Qxcjqd+Na3vpXuZRoCEURpRE+BRePYY4/FHXfcAY/Ho67zkmJAPwEcffTRKkr0y1/+MuMFUazHglGBn/zkJ6pjhq2j2UqsxyMcimd2GPGEwNqqQw89FNmK/s12rJRgtqYLYzk21113naqzYy0ZT4K5VE/Frkumk3O1sy4U/fzB9DJFkd6RzNoydiWyK5OdmlVVVch1RBClkRtuuGHM2xniJIwKERZVh34bZgqNJ0a+ydlWG542ycZjwW+8xcXF6g9Zr41gy7UeDeA2HpdMD5HHejxCYb0MxdCmTZtUoSS9ebIZ/e+C33DDYc0dKSoqQq7B9AhrZ1hUzvo6pkVsNhtyBZ7gmSq7++67lS2Dfkx0ccDPCL4vsjW6HI5+zuB7IdyehXVFb731Ft555x2ccMIJyHVEEKWRM888M6b99BqJSIWz+jamDzJZEMV6LF5++WV1GSki9uMf/1j9sK4qvJYiW49HaDcNvw2zXoCF5vSeyXZ0URgpvUhxGK2+KJuhOLz88svxyiuvqMgQxVCuiUJ+Rvh8PuW3Ew4jZvz56U9/qsRALlBXVxfT+UMQQZQR6C3FNF4Lh2FQfvtjm3Uu8Je//GXUNn4bZGvtl7/8ZZVqypVjodPa2qpC3iwgZhttrqRHGClkK/GHH3446jZu44kgl94LjIKwpvDVV19V6fRbbrklp+qGdPhlQK+7DD02F198sfp84OfEfvvth1yBzSf8W4h0/uAXKDJlypQ0rMx4iCDKAPihz3oZhsBZF6J/M2ZU4Pnnn1ddA7nywbdixYpR2/htkPBDLtLt2d5aTBFEMUSXao5tyCU++clPquYCCiC22pPNmzcrR95cqx+59dZblRjiaAb+O5fSZKGEelLp6EXVFMi59hmhl1vceeedaswR60719CEd7Rkl4qgXQQRRxsDOsvPOO08Za/GSMEfObhq9o0jIPWhMyfb6qVOnBjtHIn0YZnpNVTT4bZ+NBrzkD58no4hMlfF6rsAUIZ+31WpVURB6U4XDAvtc8GQSRsMv0iwl4JcmetfxSzX/bhg1YnQ9V8VzOCKIMgR++73vvvuUudgf/vAH1T1DVc83+MyZM9O9PCFNMBKiDziNJowZRcnWCCIL6PktlzUh7LpjoSxrZ3gscmmO2bvvvhssHKY9RyQYIRBBlJuwjox/J0yj0sCTrfh0dGeNGdOrwjAmzu/Y829BEARBEIScJDvj6IIgCIIgCHEggkgQBEEQhJxHBJEgCIIgCDmPCCJBEARBEHIeEUSCIAiCIOQ8IogEQRAEQch5RBAJgiAIgpDziCASBEEQBCHnEUEkCIIgCELOI4JIEARBEIScR2aZCYKQsdx22224/fbbR23nkFPOb+K8ps9+9rP4zGc+M2qfnp4ePPjgg3jyySfR2NiIgYEBTJkyBStXrsRXvvIVNTB3LDZs2KDum/OhjjvuuIQ+L0EQUo8IIkEQMp5jjz0Wc+fODV73+Xzo6upSYoeDXrdt24Yrr7wyePvbb7+NK664Ah0dHViwYEFwAO769evx97//XU0Cv+uuu7BkyZKIj8ff+8Y3vqEeRxCE7EAEkSAIGQ8jNKeffvqo7V/+8pdx2mmnqUnvn/vc51BfX4/t27erCBDhtO9jjjlmxO88++yz+OY3v4mLLroIjz/++KgJ8Rs3bsTXv/51FVUSBCF7kBoiQRCylpkzZ6rokd/vx6uvvqq2/eAHP4DT6cSPf/zjUWJIF1cUUn19fbj77rtH3PaLX/xCpckYITrooINS9jwEQUg+EiESBCGrqa2tDdYM7dy5E6tXr8aMGTNw0kknRf2d888/X9UgHXbYYSO2//nPf8aBBx6IG264AU888QTeeeedpK9fEITUIIJIEISspqGhISiMXn75ZfXvFStWwGQyRf2d6upqXHzxxaO2//GPf8SRRx6ZxNUKgpAuJGUmCELWsm7dOjz//PPIy8vDEUccgdbWVrV97733ntD9iRgShOxFIkSCIGQ8LITetWtX8Dq7v1g8/eKLL6p/f+9730NFRQX6+/vV7YWFhWlcrSAIRkQEkSAIGc9zzz2nfnRsNhvKyspUDdC5556Lww8/XG3nNtLb25u2tQqCYExEEAmCkPH89Kc/jdh2H8706dNH1BWNBb2L2KVmNktlgSDkAvKXLghCzqBHil5//XVomhZ1P7bVswuNLfiBQCCFKxQEIV2IIBIEIWfgaI5DDz1UmSr+97//jbrfvffeq7yLDjnkEIkQCUKOIH/pgiDkFNdcc42adXbttdeqDrRwON+M7fX0Ifra176WljUKgpB6pIZIEIScYvbs2WogLGeZXXbZZVi4cKGaWcbU2Jo1a/Dhhx8qMcR9pk2blu7lCoKQIkQQCYKQcxx99NHKaZqDXDnS49FHH8XQ0JCadXbBBReo0R11dXXpXqYgCCnEpI1VWSgIgiAIgpADSA2RIAiCIAg5jwgiQRAEQRByHhFEgiAIgiDkPCKIBEEQBEHIeUQQCYIgCIKQ84ggEgRBEAQh5xFBJAiCIAhCziOCSBAEQRCEnEcEkSAIgiAIOY8IIkEQBEEQch4RRIIgCIIg5DwiiARBEARByHlEEAmCIAiCkPOIIBIEQRAEAbnO/wcSX1gGM1FpkwAAAABJRU5ErkJggg==", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.ensemble import RandomForestClassifier\n", "# Decision Tree\n", "clf = DecisionTreeClassifier(random_state=RND)\n", "try:\n", " clf.fit(X_B_train_s, y_B_train)\n", " y_pred = clf.predict(X_B_test_s)\n", " res_tree = classification_scores(y_B_test, y_pred)\n", " print('Decision Tree metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_tree.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, 'Decision Tree predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_tree['confusion_matrix'])\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_B_train_s, y_B_train)\n", " y_pred = clf.predict(X_B_test_s)\n", " res_rf = classification_scores(y_B_test, y_pred)\n", " print('Random Forest metrics:')\n", " for k in ['accuracy','balanced_accuracy','precision_macro','recall_macro','f1_macro']:\n", " v = res_rf.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, 'Random Forest predictions', X_test_pca)\n", " if res_lda['confusion_matrix'] is not None:\n", " plot_confusion(res_rf['confusion_matrix'])\n", "except Exception as e:\n", " print('Random Forest failed:', e)" ] }, { "cell_type": "code", "execution_count": 55, "id": "1ba8ebb6-d9df-4ed7-9fef-2956da2dafa8", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Feature importances\n", "clf_rf = RandomForestClassifier(n_estimators=200, random_state=RND)\n", "clf_rf.fit(X_B_train_s, y_B_train)\n", "importances = clf_rf.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.savefig(os.path.join(FIG_DIR,'rf_feature_importances_B.png'))" ] }, { "cell_type": "markdown", "id": "77248346-6719-4091-9917-1c95f8c74621", "metadata": {}, "source": [ "### Summary and comparison" ] }, { "cell_type": "code", "execution_count": 56, "id": "4be01b2a-f8e9-4065-a7a6-055a9e20b443", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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accuracybalanced_accuracyprecision_macrorecall_macrof1_macro
model
GaussianNB0.77330.76480.76700.76480.7642
QDA0.74000.73500.73780.73500.7316
Logistic0.73330.73850.73820.73850.7295
SVM_lin0.73330.73850.73820.73850.7295
SVM_rbf0.73330.73850.73820.73850.7295
kNN0.56670.57690.57520.57690.5635
DecisionTree0.58670.59030.61800.59030.5804
RandomForest0.74000.73840.73760.73840.7335
\n", "
" ], "text/plain": [ " accuracy balanced_accuracy precision_macro recall_macro \\\n", "model \n", "GaussianNB 0.7733 0.7648 0.7670 0.7648 \n", "QDA 0.7400 0.7350 0.7378 0.7350 \n", "Logistic 0.7333 0.7385 0.7382 0.7385 \n", "SVM_lin 0.7333 0.7385 0.7382 0.7385 \n", "SVM_rbf 0.7333 0.7385 0.7382 0.7385 \n", "kNN 0.5667 0.5769 0.5752 0.5769 \n", "DecisionTree 0.5867 0.5903 0.6180 0.5903 \n", "RandomForest 0.7400 0.7384 0.7376 0.7384 \n", "\n", " f1_macro \n", "model \n", "GaussianNB 0.7642 \n", "QDA 0.7316 \n", "Logistic 0.7295 \n", "SVM_lin 0.7295 \n", "SVM_rbf 0.7295 \n", "kNN 0.5635 \n", "DecisionTree 0.5804 \n", "RandomForest 0.7335 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# summary table (collect from earlier res_* variables)\n", "summary = []\n", "for name, res in [('GaussianNB', res_gnb), ('QDA', res_qda if 'res_qda' in globals() else None), ('Logistic', res_log), ('SVM_lin', res_svm_lin), ('SVM_rbf', res_svm_rbf), ('kNN', res_knn), ('DecisionTree', res_tree), ('RandomForest', res_rf)]:\n", " if res is None:\n", " summary.append({'model': name, 'accuracy': None, 'balanced_accuracy': None, 'precision_macro': None, 'recall_macro': None, 'f1_macro': None})\n", " else:\n", " summary.append({'model': name, 'accuracy': res['accuracy'], 'balanced_accuracy': res['balanced_accuracy'], 'precision_macro': res['precision_macro'], 'recall_macro': res['recall_macro'], 'f1_macro': res['f1_macro']})\n", "summary_df = pd.DataFrame(summary).set_index('model').round(4)\n", "display(summary_df)\n", "summary_df.to_csv(os.path.join(FIG_DIR,'classification_summary_table_part1_4.csv'))\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_B.png'))" ] }, { "cell_type": "markdown", "id": "60e03987-ed72-4412-95d7-56acb4391c20", "metadata": {}, "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": 57, "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": 58, "id": "9fa7bd03-8979-4111-b501-c79904922ef9", "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]))" ] }, { "cell_type": "markdown", "id": "437075a9-c403-487f-a5df-6a2284607e84", "metadata": {}, "source": [ "### K-Means \n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html" ] }, { "cell_type": "code", "execution_count": 59, "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", " 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", " 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": {}, "source": [ "### Agglomerative Clustering\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/generated/sklearn.cluster.AgglomerativeClustering.html" ] }, { "cell_type": "code", "execution_count": 60, "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", "import numpy as np\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": {}, "source": [ "### DBSCAN\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html" ] }, { "cell_type": "code", "execution_count": 61, "id": "63fdcc24-4b4b-439f-83f0-ed0541ffa0b3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DBSCAN unsupervised metrics:\n", " silhouette_score: nan\n", " calinski_harabasz_score: nan\n", " davies_bouldin_score: nan\n", " mutual_info_score: 0.0000\n", " rand_score: 0.6535\n", " homogeneity_score: 0.0000\n", " fowlkes_mallows_score: 0.8084\n", " completeness_score: 1.0000\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "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", " # DBSCAN provides fit_predict\n", " y_pred = clf.fit_predict(X)\n", "\n", " res_dbscan = unsupervised_clustering_metrics(X, y_pred, y_true=y)\n", " print('DBSCAN unsupervised metrics:')\n", " for k, v in res_dbscan.items():\n", " print(f' {k}: {v:.4f}' if isinstance(v, (float, np.floating)) else f' {k}: {v}')\n", "\n", " plot_preds_pca(y_pred, 'DBSCAN predictions (unsupervised)', X_test_pca)\n", "except Exception as e:\n", " print('DBSCAN failed:', e)\n" ] }, { "cell_type": "markdown", "id": "1e6eb492-c302-4427-900e-968d249f5bed", "metadata": {}, "source": [ "### Spectral\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/generated/sklearn.cluster.SpectralClustering.html" ] }, { "cell_type": "code", "execution_count": 62, "id": "ac8211ef-f4ac-4066-92ba-b01a1a66dc0d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SpectralClustering unsupervised metrics:" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/lidakanari/GitHub/venvML/lib/python3.9/site-packages/sklearn/manifold/_spectral_embedding.py:329: UserWarning: Graph is not fully connected, spectral embedding may not work as expected.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\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 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", " # SpectralClustering uses fit_predict (in many versions you call fit_predict)\n", " # Some versions require calling fit and using labels_ — fit_predict covers both.\n", " y_pred = clf.fit_predict(X)\n", "\n", " res_spec = unsupervised_clustering_metrics(X, y_pred, y_true=y)\n", " print('SpectralClustering unsupervised metrics:')\n", " for k, v in res_spec.items():\n", " print(f' {k}: {v:.4f}' if isinstance(v, (float, np.floating)) else f' {k}: {v}')\n", "\n", " plot_preds_pca(y_pred, 'Spectral predictions (unsupervised)', X_test_pca)\n", "except Exception as e:\n", " print('SpectralClustering failed:', e)" ] }, { "cell_type": "markdown", "id": "bdad9d71-968e-480a-97a6-3e98940ef77e", "metadata": {}, "source": [ "### BIRCH\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/generated/sklearn.cluster.Birch.html" ] }, { "cell_type": "code", "execution_count": 63, "id": "84adc4c9-fccc-4808-8c7b-62c880190c86", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "BIRCH 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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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import Birch\n", "\n", "clf = Birch(n_clusters=len(np.unique(y_train)))\n", "try:\n", " # Birch supports fit and predict / fit_predict\n", " clf.fit(X)\n", " y_pred = clf.predict(X)\n", "\n", " res_birch = unsupervised_clustering_metrics(X, y_pred, y_true=y)\n", " print('BIRCH unsupervised metrics:')\n", " for k, v in res_birch.items():\n", " print(f' {k}: {v:.4f}' if isinstance(v, (float, np.floating)) else f' {k}: {v}')\n", "\n", " plot_preds_pca(y_pred, 'BIRCH predictions (unsupervised)', X_test_pca)\n", "except Exception as e:\n", " print('BIRCH failed:', e)\n", "\n" ] }, { "cell_type": "markdown", "id": "996fb217-b77d-429a-9262-cb2e57513ff1", "metadata": {}, "source": [ "### Affinity Propagation\n", "\n", "**sklearn:** https://scikit-learn.org/stable/modules/generated/sklearn.cluster.AffinityPropagation.html" ] }, { "cell_type": "code", "execution_count": 64, "id": "4d7a0aea-eec7-4331-af72-2041beb7864c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AffinityPropagation unsupervised metrics:\n", " silhouette_score: 0.0998\n", " calinski_harabasz_score: 88.3243\n", " davies_bouldin_score: 1.6780\n", " mutual_info_score: 0.5988\n", " rand_score: 0.3667\n", " homogeneity_score: 0.9498\n", " fowlkes_mallows_score: 0.1762\n", " completeness_score: 0.1533\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/fb/5b0f0_dx4h71g8m8nbsydm340000gn/T/ipykernel_99371/595298013.py:72: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all Axes decorations.\n", " plt.tight_layout()\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import AffinityPropagation\n", "\n", "# AffinityPropagation does not require n_clusters; tune preference/damping if needed\n", "clf = AffinityPropagation(random_state=42)\n", "\n", "try:\n", " # fit_predict available\n", " y_pred = clf.fit_predict(X)\n", "\n", " res_aff = unsupervised_clustering_metrics(X, y_pred, y_true=y)\n", " print('AffinityPropagation unsupervised metrics:')\n", " for k, v in res_aff.items():\n", " print(f' {k}: {v:.4f}' if isinstance(v, (float, np.floating)) else f' {k}: {v}')\n", "\n", " plot_preds_pca(y_pred, 'AffinityPropagation predictions (unsupervised)', X_test_pca)\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": 65, "id": "ea039fa0-1002-46aa-98f3-cae9e418bf91", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GaussianMixture unsupervised metrics:\n", " silhouette_score: 0.1828\n", " calinski_harabasz_score: 517.5945\n", " davies_bouldin_score: 1.7841\n", " mutual_info_score: 0.4683\n", " rand_score: 0.6663\n", " homogeneity_score: 0.7429\n", " fowlkes_mallows_score: 0.7009\n", " completeness_score: 0.4455\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "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", " clf.fit(X)\n", " # predict hard labels for compatibility with metrics helper\n", " y_pred = clf.predict(X)\n", "\n", " res_gmm = unsupervised_clustering_metrics(X, y_pred, y_true=y)\n", " print('GaussianMixture unsupervised metrics:')\n", " for k, v in res_gmm.items():\n", " print(f' {k}: {v:.4f}' if isinstance(v, (float, np.floating)) else f' {k}: {v}')\n", "\n", " plot_preds_pca(y_pred, 'GMM predictions (unsupervised)', X_test_pca)\n", "except Exception as e:\n", " print('GaussianMixture failed:', e)" ] }, { "cell_type": "code", "execution_count": 66, "id": "d9094a1f-9bf0-4ca1-b0dc-07a7b8b54252", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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n_clusters_foundsilhouette_scoredavies_bouldin_scorehomogeneity_scorecompleteness_scorefowlkes_mallows_score
model
KMeansNaN0.19881.66740.74280.44490.6996
AgglomerativeNaN0.52060.87820.92010.94650.9892
DBSCANNaNNaNNaN0.00001.00000.8084
SpectralNaN0.52060.87820.92010.94650.9892
BIRCHNaN0.52060.87820.92010.94650.9892
AffinityPropagationNaN0.09981.67800.94980.15330.1762
GMMNaN0.18281.78410.74290.44550.7009
\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 0.5206 0.8782 \n", "BIRCH NaN 0.5206 0.8782 \n", "AffinityPropagation NaN 0.0998 1.6780 \n", "GMM NaN 0.1828 1.7841 \n", "\n", " homogeneity_score completeness_score \\\n", "model \n", "KMeans 0.7428 0.4449 \n", "Agglomerative 0.9201 0.9465 \n", "DBSCAN 0.0000 1.0000 \n", "Spectral 0.9201 0.9465 \n", "BIRCH 0.9201 0.9465 \n", "AffinityPropagation 0.9498 0.1533 \n", "GMM 0.7429 0.4455 \n", "\n", " fowlkes_mallows_score \n", "model \n", "KMeans 0.6996 \n", "Agglomerative 0.9892 \n", "DBSCAN 0.8084 \n", "Spectral 0.9892 \n", "BIRCH 0.9892 \n", "AffinityPropagation 0.1762 \n", "GMM 0.7009 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saved clustering summary CSV to: Add_a_directory/clustering_summary_table_part5.csv\n", "Saved silhouette plot to: Add_a_directory/clustering_comparison.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "No ARI values available to plot.\n", "Saved heatmap to: Add_a_directory/clustering_metrics_heatmap.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Clustering summary table (collect from earlier res_* variables)\n", "import os\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\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", " row['error'] = 'missing'\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)\n", "\n", "csv_path = os.path.join(FIG_DIR, 'clustering_summary_table_part5.csv')\n", "try:\n", " summary_df.to_csv(csv_path)\n", " print(f\"Saved clustering summary CSV to: {csv_path}\")\n", "except Exception as e:\n", " print(\"Failed to save CSV:\", e)\n", "\n", "# --- Plots ---\n", "plt.style.use('default')\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", " out1 = os.path.join(FIG_DIR, 'clustering_comparison.png')\n", " plt.savefig(out1)\n", " print(f\"Saved silhouette plot to: {out1}\")\n", " plt.show()\n", "else:\n", " print(\"No silhouette scores available to plot.\")\n", "\n", "# 2) Adjusted Rand Index bar chart (descending) — only if present\n", "ari_col = 'adjusted_rand_score'\n", "if ari_col in summary_df.columns and summary_df[ari_col].notna().any():\n", " plt.figure(figsize=(8,4))\n", " summary_df[ari_col].sort_values(ascending=False).plot(kind='bar')\n", " plt.ylabel('Adjusted Rand Index (ARI)')\n", " plt.title('Clustering comparison — ARI')\n", " plt.tight_layout()\n", " out2 = os.path.join(FIG_DIR, 'clustering_ari_comparison.png')\n", " plt.savefig(out2)\n", " print(f\"Saved ARI plot to: {out2}\")\n", " plt.show()\n", "else:\n", " print(\"No ARI values available to plot.\")\n", "\n", "# 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", " out3 = os.path.join(FIG_DIR, 'clustering_metrics_heatmap.png')\n", " plt.tight_layout()\n", " plt.savefig(out3)\n", " print(f\"Saved heatmap to: {out3}\")\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 }