{ "cells": [ { "cell_type": "markdown", "id": "d864d800", "metadata": { "id": "d864d800" }, "source": [ "## Final Exam STA208, S24: due Tue, June 11, 2024\n", "\n", "Name all the team members and provide a description of the contribution of the individual team mambers to this project.\n", "\n", "- Name 1: Wade Klein\n", "\n", " - Contributions: Collaborated on methodology questions in part 1, verified classification methodologies, researched and described t-SNE, worked on 2.3 and 2.4 and helped proofread.\n", "\n", "\n", "- Name 2: Sandeep Nair\n", "\n", " - Contributions:\n", "\n", "\n", "- Name 3: Thommas Phan\n", "\n", " - Contributions: Collaborated to do part 1, question 2 classification problems, plotted PCA and t-SNE. Also helped proof read the project at the end.\n", "\n" ] }, { "cell_type": "markdown", "id": "70c98254", "metadata": { "id": "70c98254" }, "source": [ "## Part 1: Methodology\n", "\n", "1) Let $f_1,\\ldots,f_K$ be densities on the real line, and let $\\alpha_1,\\ldots,\\alpha_K$ be positive weights with $\\sum_{i=1}^K \\alpha_i= 1$. Define the mixture density\n", "\n", "$$f_{\\text{mix}}(x) = \\alpha_1 f_1(x) + \\cdots + \\alpha_K f_K(x).$$\n", "\n", "Suppose you know how to draw samples from the densities $f_i(x), i = 1,\\ldots,K.$ Describe an algorithm for drawing samples from $f_{\\text{mix}}(x).$\n" ] }, { "cell_type": "markdown", "id": "9614f4dd", "metadata": { "id": "9614f4dd" }, "source": [ "**Put answer to question 1) here:**" ] }, { "cell_type": "markdown", "id": "yESJPgjMU4KL", "metadata": { "id": "yESJPgjMU4KL" }, "source": [ "We want to draw samples from mixture density $f_{\\text{mix}}(x) = \\alpha_1 f_1(x)+...+\\alpha_Kf_K(x)$:\n", "\n", "Step 1:\n", "- Define densities $f_1,...,f_K$, where we know how to draw samples\n", "- Define weights $\\alpha_1,...,\\alpha_K$ such that $$\\sum_{i=1}^K \\alpha_i = 1$$\n", "\n", "Step 2:\n", "- Generate a random integer, we denote as $I$ from the set $(1,2,...,K)$ by creating a uniformly distributed random variable $U [0,1]$\n", "- Assign each $\\alpha_i$ such that $\\alpha_1$ ranges from $[0,\\alpha_1]$, $\\alpha_2$ ranges from $[\\alpha_1,\\alpha_1+\\alpha_2]$, $\\alpha_3$ ranges from $[\\alpha_1+\\alpha_2,\\alpha_1+\\alpha_2+\\alpha_3]$, etc.\n", "- Determine $I$ based on $$\\sum_{i=1}^{I-1}\\alpha_i \n", " \n", "**IMPORTANT:** You will get points for how you\n", "- describe and interprete the outcomes of your analysis\n", "- compare different methodologies;\n", "- describe your rational or methods that went into choosing tuning parameters;\n", "- discuss possible other insights you gained while working on this assignment (such as runtime; effects of choice of \"random_state\", etc.)\n", "\n", "- if needed, **reduce the size of the data further** and describe what you did and why\n", "- **add new cells to this notebook where needed** (either code cells, or text cells to add your comments/descriptions of your thoughts etc.)" ] }, { "cell_type": "markdown", "id": "e99373c9", "metadata": { "id": "e99373c9" }, "source": [ "### Importing the MNIST data" ] }, { "cell_type": "code", "execution_count": 26, "id": "8909df5e", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "8909df5e", "outputId": "8ad01666-6d7b-44a6-d25e-d614d8b1fb2d", "scrolled": true }, "outputs": [], "source": [ "import numpy as np\n", "\n", "from keras.datasets import mnist\n", "\n", "#loading the dataset\n", "(X_train, y_train), (X_test, y_test) = mnist.load_data()" ] }, { "cell_type": "markdown", "id": "923a678d", "metadata": { "id": "923a678d" }, "source": [ "**2.1** Plot figures 1-9 into a 3 x 3 grid of images" ] }, { "cell_type": "code", "execution_count": 27, "id": "C70TonTMPKTq", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 807 }, "id": "C70TonTMPKTq", "outputId": "8277a9b3-102c-49d4-8f3c-07ae08ba3f96" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from keras.datasets import mnist\n", "\n", "# Load the dataset\n", "(X_train, y_train), (X_test, y_test) = mnist.load_data()\n", "\n", "# Select the first 9 images and labels\n", "X_filtered = X_train[:9]\n", "y_filtered = y_train[:9]\n", "\n", "# Create a 3x3 subplot grid\n", "fig, axes = plt.subplots(3, 3, figsize=(8, 8))\n", "\n", "# Plot the filtered images\n", "for i, ax in enumerate(axes.flat):\n", " ax.imshow(X_filtered[i], cmap='gray')\n", " ax.set_title(f\"Label: {y_filtered[i]}\")\n", " ax.axis('off')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "d3017219", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 807 }, "id": "d3017219", "outputId": "24097648-23af-4045-db77-786fa959232a" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# In the case that the question is asking for the first figures with unique labels\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from keras.datasets import mnist\n", "\n", "# Load the dataset\n", "(X_train, y_train), (X_test, y_test) = mnist.load_data()\n", "\n", "# Filter images and labels for labels 1 to 9, ensuring each unique label is included and in order\n", "X_filtered = []\n", "y_filtered = []\n", "unique_labels = set()\n", "for i, label in enumerate(y_train):\n", " if label >= 1 and label <= 9 and label not in unique_labels:\n", " X_filtered.append(X_train[i])\n", " y_filtered.append(label)\n", " unique_labels.add(label)\n", " if len(X_filtered) == 9: # Stop when we have 9 images\n", " break\n", "\n", "# Sort images and labels by label\n", "X_filtered = np.array(X_filtered)\n", "y_filtered = np.array(y_filtered)\n", "sort_indices = np.argsort(y_filtered)\n", "X_filtered = X_filtered[sort_indices]\n", "y_filtered = y_filtered[sort_indices]\n", "\n", "# Create a 3x3 subplot grid\n", "fig, axes = plt.subplots(3, 3, figsize=(8, 8))\n", "\n", "# Plot the filtered images\n", "for i, ax in enumerate(axes.flat):\n", " ax.imshow(X_filtered[i], cmap='gray')\n", " ax.set_title(f\"Label: {y_filtered[i]}\")\n", " ax.axis('off')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a11791a5", "metadata": { "id": "a11791a5" }, "source": [ "To make computations feasible, we reduce the size of the training data to 15,000, and we also normalize so that all the pixel values lie in [0,1]." ] }, { "cell_type": "code", "execution_count": 29, "id": "5d0be2c2", "metadata": { "id": "5d0be2c2" }, "outputs": [], "source": [ "X_tr = X_train.reshape(-1,X_train.shape[1]*X_train.shape[2])[0:15000,:]/255\n", "X_te = X_test.reshape(-1,X_test.shape[1]*X_test.shape[2])/255\n", "\n", "y_tr = y_train[0:15000]\n", "y_te = y_test" ] }, { "cell_type": "markdown", "id": "bccec422", "metadata": { "id": "bccec422" }, "source": [ "**2.2 Determine the train-test split ratio:**" ] }, { "cell_type": "code", "execution_count": 30, "id": "ed08bf20", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ed08bf20", "outputId": "7f47ed42-9374-4167-8ef0-f0144367f029" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train-test split ratio: 0.6\n" ] } ], "source": [ "# Total dataset size\n", "total_dataset_size = len(X_tr) + len(X_te)\n", "\n", "# Proportion of training set size to total dataset size\n", "train_test_split_ratio = len(X_tr) / total_dataset_size\n", "\n", "print(\"Train-test split ratio:\", train_test_split_ratio)" ] }, { "cell_type": "markdown", "id": "db53a908", "metadata": { "id": "db53a908" }, "source": [ "**2.3 Classification of original data: Apply logistic regression, linear and kernel SVM and KNN classifiers and compare performance**" ] }, { "cell_type": "markdown", "id": "oHmM8EUC90mT", "metadata": { "id": "oHmM8EUC90mT" }, "source": [ "**Our goals for classifying the data will be as follows:**\n", "- Search for optimal parameters via Gridsearch and 5-fold cross validation\n", "- Keep runtimes under 30 minutes for each code cell\n", "- Improve accuracy upon default parameters, if possible.\n", "- Discuss the trade-offs of each method" ] }, { "cell_type": "code", "execution_count": 31, "id": "XpcTBO_QCOZ4", "metadata": { "id": "XpcTBO_QCOZ4" }, "outputs": [], "source": [ "from sklearn.linear_model import LogisticRegression\n", "from sklearn.svm import SVC\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.metrics import accuracy_score\n", "from sklearn.model_selection import GridSearchCV" ] }, { "cell_type": "markdown", "id": "91fd8f98", "metadata": { "id": "91fd8f98" }, "source": [ "**2.3.1 Classification using multiclass logistic regression**" ] }, { "cell_type": "code", "execution_count": 49, "id": "p3uAjPIyPsqy", "metadata": { "id": "p3uAjPIyPsqy" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best Parameters (Reduced): {'C': 0.1}\n", "Test Set Accuracy with Best Parameters (Reduced): 0.9104\n" ] } ], "source": [ "import numpy as np\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.model_selection import GridSearchCV, train_test_split\n", "from sklearn.metrics import accuracy_score\n", "\n", "# Subset 20% of the training data\n", "X_tr_subset, _, y_tr_subset, _ = train_test_split(X_tr, y_tr, test_size=0.8, random_state=42)\n", "\n", "# Define logistic regression model\n", "logreg_model = LogisticRegression(multi_class='ovr', max_iter=2400)\n", "\n", "# Define parameter grid for grid search\n", "param_grid = {'C': [0.001, 0.01, 0.1, 1, 10, 100]}\n", "\n", "# Perform grid search using 5-fold cross-validation on the subset\n", "grid_search = GridSearchCV(logreg_model, param_grid, cv=5, scoring='accuracy')\n", "grid_search.fit(X_tr_subset, y_tr_subset)\n", "\n", "# Get best parameter\n", "best_params = grid_search.best_params_\n", "\n", "# Train logistic regression model with best parameters on the entire training set\n", "best_logreg_model = LogisticRegression(C=best_params['C'], max_iter=2400, multi_class='ovr')\n", "best_logreg_model.fit(X_tr, y_tr)\n", "\n", "# Predict on the test set\n", "best_logreg_pred = best_logreg_model.predict(X_te)\n", "\n", "# Calculate accuracy on the test set\n", "best_logreg_accuracy = accuracy_score(y_te, best_logreg_pred)\n", "\n", "print(\"Best Parameters (Reduced):\", best_params)\n", "print(\"Test Set Accuracy with Best Parameters (Reduced):\", best_logreg_accuracy)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "CnXw3fip-Yig", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "CnXw3fip-Yig", "outputId": "646f5df7-af5b-48af-9e42-6abc72560a37" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Logistic Regression Accuracy with Default Parameter C=1: 0.9097\n" ] } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "from sklearn.metrics import accuracy_score\n", "\n", "# Define logistic regression model with C=1\n", "logreg_model = LogisticRegression(multi_class='ovr', max_iter=1000)\n", "\n", "# Train the logistic regression model on the entire training set\n", "logreg_model.fit(X_tr, y_tr)\n", "\n", "# Predict on the test set\n", "logreg_pred = logreg_model.predict(X_te)\n", "\n", "# Calculate accuracy on the test set\n", "logreg_accuracy = accuracy_score(y_te, logreg_pred)\n", "\n", "print(\"Logistic Regression Accuracy with Default Parameter C=1:\", logreg_accuracy)" ] }, { "cell_type": "code", "execution_count": null, "id": "dafdbb92", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "dafdbb92", "outputId": "d3c8dfcd-8c21-4f01-891e-84ef7b274ad9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Logistic Regression Accuracy with C=0.1: 0.9104\n" ] } ], "source": [ "# slightly higher Accuracy with new parameter, keep the new parameter model\n", "\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.metrics import accuracy_score\n", "\n", "# Define logistic regression model with C=0.1\n", "logreg_model = LogisticRegression(C=0.1,multi_class='ovr', max_iter=1000)\n", "\n", "# Train the logistic regression model on the entire training set\n", "logreg_model.fit(X_tr, y_tr)\n", "\n", "# Predict on the test set\n", "logreg_pred = logreg_model.predict(X_te)\n", "\n", "# Calculate accuracy on the test set\n", "logreg_accuracy = accuracy_score(y_te, logreg_pred)\n", "\n", "print(\"Logistic Regression Accuracy with C=0.1:\", logreg_accuracy)" ] }, { "cell_type": "markdown", "id": "064ddb95", "metadata": { "id": "064ddb95" }, "source": [ "**2.3.2 Classification using multiclass linear SVM**" ] }, { "cell_type": "code", "execution_count": null, "id": "4d9649ae", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "4d9649ae", "outputId": "0e225866-09bf-4d19-dc1c-ae0a6a9db973" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear SVM Accuracy: 0.9219\n" ] } ], "source": [ "# Linear SVM with default parameters\n", "linear_svm_model = SVC(kernel='linear')\n", "linear_svm_model.fit(X_tr, y_tr)\n", "linear_svm_pred = linear_svm_model.predict(X_te)\n", "linear_svm_accuracy = accuracy_score(y_te, linear_svm_pred)\n", "\n", "print(\"Linear SVM Accuracy:\", linear_svm_accuracy)" ] }, { "cell_type": "code", "execution_count": null, "id": "2qNrkinNoHn9", "metadata": { "id": "2qNrkinNoHn9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best Parameters: {'C': 0.1}\n", "Best Accuracy: 0.9306666666666666\n" ] } ], "source": [ "from sklearn.svm import SVC\n", "from sklearn.model_selection import GridSearchCV\n", "\n", "# Define linear SVM model\n", "linear_svm_model = SVC(kernel='linear')\n", "\n", "# Define parameter grid for grid search\n", "param_grid = {'C': [0.001, 0.01, 0.1, 1, 10, 100]}\n", "\n", "# Perform grid search using 5-fold cross-validation\n", "grid_search = GridSearchCV(linear_svm_model, param_grid, cv=5, scoring='accuracy')\n", "grid_search.fit(X_tr, y_tr)\n", "\n", "# Get best parameter and best accuracy\n", "best_params = grid_search.best_params_\n", "best_accuracy = grid_search.best_score_\n", "\n", "print(\"Best Parameters:\", best_params)\n", "print(\"Best Accuracy:\", best_accuracy)\n", "#ACCURACY ON TRAINING SET" ] }, { "cell_type": "code", "execution_count": null, "id": "V4xooD3tPqZA", "metadata": { "id": "V4xooD3tPqZA" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear SVM Accuracy with C=0.1: 0.9341\n" ] } ], "source": [ "# New parameter outperforms default parameter by >1%\n", "from sklearn.svm import SVC\n", "from sklearn.metrics import accuracy_score\n", "\n", "# Define linear SVM model with C=0.1\n", "linear_svm_model = SVC(kernel='linear', C=0.1)\n", "\n", "# Train the linear SVM model on the entire training set\n", "linear_svm_model.fit(X_tr, y_tr)\n", "\n", "# Predict on the test set\n", "linear_svm_pred = linear_svm_model.predict(X_te)\n", "\n", "# Calculate accuracy on the test set\n", "linear_svm_accuracy = accuracy_score(y_te, linear_svm_pred)\n", "\n", "print(\"Linear SVM Accuracy with C=0.1:\", linear_svm_accuracy)\n" ] }, { "cell_type": "markdown", "id": "bba8b7e5", "metadata": { "id": "bba8b7e5" }, "source": [ "**2.3.3 Classification using multiclass kernel SVM with rbf kernel**" ] }, { "cell_type": "code", "execution_count": null, "id": "grMLkLEKzwoN", "metadata": { "id": "grMLkLEKzwoN" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best Parameters (Reduced): {'C': 10, 'gamma': 0.01}\n", "Best Accuracy (Reduced): 0.9396666666666664\n" ] } ], "source": [ "# Subset the training DATASET so that runtime is reasonable\n", "\n", "import numpy as np\n", "from sklearn.svm import SVC\n", "from sklearn.model_selection import GridSearchCV\n", "\n", "# Reduce the training set by 80%\n", "X_tr_reduced = X_tr[:3000]\n", "y_tr_reduced = y_tr[:3000]\n", "\n", "# Define kernel SVM model with RBF kernel\n", "kernel_svm_model_reduced = SVC(kernel='rbf')\n", "\n", "# Define parameter grid for grid search\n", "param_grid_reduced = {'C': [0.001, 0.01, 0.1, 1, 10, 100],\n", " 'gamma': [0.001, 0.01, 0.1, 1, 10, 100]}\n", "\n", "# Perform grid search using 5-fold cross-validation\n", "grid_search_reduced = GridSearchCV(kernel_svm_model_reduced, param_grid_reduced, cv=5, scoring='accuracy')\n", "grid_search_reduced.fit(X_tr_reduced, y_tr_reduced)\n", "\n", "# Get best parameters and best accuracy\n", "best_params_reduced = grid_search_reduced.best_params_\n", "best_accuracy_reduced = grid_search_reduced.best_score_\n", "\n", "print(\"Best Parameters (Reduced):\", best_params_reduced)\n", "print(\"Best Accuracy (Reduced):\", best_accuracy_reduced)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "25bd7ef9", "metadata": { "id": "25bd7ef9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Kernel SVM Accuracy: 0.9667\n" ] } ], "source": [ "# Kernel SVM with default parameters\n", "kernel_svm_model = SVC(kernel='rbf')\n", "kernel_svm_model.fit(X_tr, y_tr)\n", "kernel_svm_pred = kernel_svm_model.predict(X_te)\n", "kernel_svm_accuracy = accuracy_score(y_te, kernel_svm_pred)\n", "\n", "print(\"Kernel SVM Accuracy:\", kernel_svm_accuracy)" ] }, { "cell_type": "code", "execution_count": null, "id": "UID_xXts33wD", "metadata": { "id": "UID_xXts33wD" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Kernel SVM Accuracy with C=10 and gamma=0.01: 0.9709\n" ] } ], "source": [ "# Kernel SVM with new parameters found in reduced training dataset\n", "# New parameters outperform by >0.3%\n", "from sklearn.svm import SVC\n", "from sklearn.metrics import accuracy_score\n", "\n", "# Define kernel SVM model with RBF kernel using the best parameters found\n", "kernel_svm_model_tuned = SVC(kernel='rbf', C=10, gamma=0.01)\n", "\n", "# Train the kernel SVM model on the entire training set\n", "kernel_svm_model_tuned.fit(X_tr, y_tr)\n", "\n", "# Predict on the test set\n", "kernel_svm_pred_tuned = kernel_svm_model_tuned.predict(X_te)\n", "\n", "# Calculate accuracy on the test set\n", "kernel_svm_accuracy_tuned = accuracy_score(y_te, kernel_svm_pred_tuned)\n", "\n", "print(\"Kernel SVM Accuracy with C=10 and gamma=0.01:\", kernel_svm_accuracy_tuned)" ] }, { "cell_type": "markdown", "id": "25bded24", "metadata": { "id": "25bded24" }, "source": [ "**2.3.4 Classification using KNN classifier**" ] }, { "cell_type": "code", "execution_count": null, "id": "1RWIlU-b_UrW", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 211 }, "id": "1RWIlU-b_UrW", "outputId": "abd201f2-dc4f-45af-dea0-e67e0411319b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "KNN Accuracy with 5 Nearest Neighbors: 0.9519\n" ] } ], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.metrics import accuracy_score\n", "\n", "# Define KNN model with 5 (default) nearest neighbors\n", "knn_model = KNeighborsClassifier()\n", "\n", "# Train the KNN model on the entire training set\n", "knn_model.fit(X_tr, y_tr)\n", "\n", "# Predict on the test set\n", "knn_pred = knn_model.predict(X_te)\n", "\n", "# Calculate accuracy on the test set\n", "knn_accuracy = accuracy_score(y_te, knn_pred)\n", "\n", "print(\"KNN Accuracy with 5 Nearest Neighbors:\", knn_accuracy)" ] }, { "cell_type": "code", "execution_count": null, "id": "RsBQooiFxVQC", "metadata": { "id": "RsBQooiFxVQC" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best Parameters: {'n_neighbors': 3}\n", "Test Set Accuracy with Best Parameters: 0.9527\n" ] } ], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.metrics import accuracy_score\n", "\n", "# Define KNN model\n", "knn_model = KNeighborsClassifier()\n", "\n", "# Define parameter grid for grid search\n", "param_grid = {'n_neighbors': [3, 4, 5, 7, 9, 11]}\n", "\n", "# Perform grid search using 5-fold cross-validation\n", "grid_search = GridSearchCV(knn_model, param_grid, cv=5, scoring='accuracy')\n", "grid_search.fit(X_tr, y_tr)\n", "\n", "# Get best parameter\n", "best_params = grid_search.best_params_\n", "\n", "# Train KNN model with best parameters on the entire training set\n", "best_knn_model = KNeighborsClassifier(n_neighbors=best_params['n_neighbors'])\n", "best_knn_model.fit(X_tr, y_tr)\n", "\n", "# Predict on the test set\n", "best_knn_pred = best_knn_model.predict(X_te)\n", "\n", "# Calculate accuracy on the test set\n", "best_knn_accuracy = accuracy_score(y_te, best_knn_pred)\n", "\n", "print(\"Best Parameters:\", best_params)\n", "print(\"Test Set Accuracy with Best Parameters:\", best_knn_accuracy)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "5f8fabeb", "metadata": { "id": "5f8fabeb" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "KNN Accuracy with 3 Nearest Neighbors: 0.9527\n" ] } ], "source": [ "# 3 Nearest neighbors slightly outperforms other choices, and is simpler to calculate\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.metrics import accuracy_score\n", "\n", "# Define KNN model with 3 nearest neighbors\n", "knn_model = KNeighborsClassifier(n_neighbors=3)\n", "\n", "# Train the KNN model on the entire training set\n", "knn_model.fit(X_tr, y_tr)\n", "\n", "# Predict on the test set\n", "knn_pred = knn_model.predict(X_te)\n", "\n", "# Calculate accuracy on the test set\n", "knn_accuracy = accuracy_score(y_te, knn_pred)\n", "\n", "print(\"KNN Accuracy with 3 Nearest Neighbors:\", knn_accuracy)\n" ] }, { "cell_type": "markdown", "id": "8e33fd9a", "metadata": { "id": "8e33fd9a" }, "source": [ "**2.3.5 Evaluating the performance of the classifiers using confusion matrices**" ] }, { "cell_type": "code", "execution_count": 48, "id": "daf85b5a", "metadata": { "id": "daf85b5a" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n", "\n", "# Calculate confusion matrices for each classifier\n", "logreg_cm = confusion_matrix(y_te, logreg_pred)\n", "linear_svm_cm = confusion_matrix(y_te, linear_svm_pred)\n", "kernel_svm_cm_tuned = confusion_matrix(y_te, kernel_svm_pred_tuned) # Use the tuned Kernel SVM predictions\n", "knn_cm = confusion_matrix(y_te, knn_pred)\n", "\n", "# Create a 2x2 grid for confusion matrices\n", "fig, axes = plt.subplots(2, 2, figsize=(12, 10))\n", "\n", "# Plot confusion matrices\n", "ConfusionMatrixDisplay(logreg_cm, display_labels=np.arange(10)).plot(ax=axes[0, 0], cmap='Blues', colorbar=False)\n", "axes[0, 0].set_title('Logistic Regression (ovr)')\n", "\n", "ConfusionMatrixDisplay(linear_svm_cm, display_labels=np.arange(10)).plot(ax=axes[0, 1], cmap='Blues', colorbar=False)\n", "axes[0, 1].set_title('Linear SVM')\n", "\n", "ConfusionMatrixDisplay(kernel_svm_cm_tuned, display_labels=np.arange(10)).plot(ax=axes[1, 0], cmap='Blues', colorbar=False)\n", "axes[1, 0].set_title('Kernel SVM (Tuned)')\n", "\n", "ConfusionMatrixDisplay(knn_cm, display_labels=np.arange(10)).plot(ax=axes[1, 1], cmap='Blues', colorbar=False)\n", "axes[1, 1].set_title('KNN with 3 Nearest Neighbors')\n", "\n", "# Adjust layout\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "72632e18", "metadata": { "id": "72632e18" }, "source": [ "**Provide description of methods used (how did you choose tuning parameters) and give your thoughts about the performance of the methods and how they compare to each other:**\n" ] }, { "cell_type": "markdown", "id": "nmHFwNTpScca", "metadata": { "id": "nmHFwNTpScca" }, "source": [ "For tuning the parameters of each classifier, we used grid search with 5 fold cross-validation. Here's a summary of the methods used and their performance:\n", "\n", "1. **Logistic Regression**:\n", " - Method: We used grid search to find the best regularization parameter `C`.\n", " - Performance: The logistic regression model with `C=0.1` achieved an accuracy of approximately 0.9104 on the test set, which is slightly better than the default parameters.\n", " - Thoughts: The logistic regression model performed reasonably well with a relatively simple approach, and the runtime is relatively short compared to other methods.\n", "\n", "2. **Linear SVM**:\n", " - Method: Similar to logistic regression, we used grid search to find the best regularization parameter `C`.\n", " - Performance: The linear SVM model with `C=0.1` achieved an accuracy of approximately 0.9341 on the test set, which improved performance over default parameter by 1%.\n", " - Thoughts: Linear SVM achieved better accuracy to logistic regression at the cost of doubling the runtime. Linear SVM might be preferred when the data is linearly separable.\n", "\n", "3. **Kernel SVM (RBF Kernel)**:\n", " - Method: Due to the quadratic complexity of Kernel SVM, we subsetted 20% of the training dataset and used grid search to tune the regularization parameter `C` and the kernel coefficient `gamma`. This still took nearly 15 minutes to find better parameters C=10 and gamma = 0.1.\n", " - Performance: The kernel SVM model achieved an accuracy of approximately 0.9709 on the test set, substantially better than the other methods, and slightly better than the default parameters by ~0.3%.\n", " - Thoughts: Kernel SVM with an RBF kernel outperformed logistic regression, linear SVM and KNN. It's able to capture more complex decision boundaries, at the cost of much more time complexity.\n", "\n", "4. **KNN (3 Nearest Neighbors)**:\n", " - Method: We used grid search to find the optimal number of neighbors.\n", " - Performance: The KNN model with 3 nearest neighbors achieved an accuracy of approximately 0.9527 on the test set, which is slightly more accurate than the default 5 neighbors while also simplifying computational complexity.\n", " - Thoughts: KNN performed slightly worse than kernel SVM but outperformed logistic regression and linear SVM. However, it is more computationally efficient, especially with large datasets. It may be reasonable to use KNN over all other ones due to the combination of time efficiency and accuracy of prediction.\n", "\n", "Overall, all the classifiers achieved reasonably good performance on the MNIST dataset. Kernel SVM with an RBF kernel and KNN with 3 nearest neighbors achieved the highest accuracy, with differing time complexities. The choice between these classifiers would depend on factors such as computational resources, interpretability, and the nature of the data. Kernel SVM takes substantially longer to run and even longer to find optimal parameters, but is more accurate. Kernel SVM did well because it classified the \"more difficult\" numbers at a substantially higher rate than other methods, such as 2,3,4,8, and 9. A more extensive parameter search could have been made, but to keep runtimes reasonable we kept the search to the range of values described in code cells above. Our goal was to keep runtime of each code cell under 30 minutes while finding parameters that outperform the default parameters, which was achieved for all classifying methods." ] }, { "cell_type": "markdown", "id": "cf856e92", "metadata": { "id": "cf856e92" }, "source": [ "### 2.4 Visualization (2-dim.) via dimension reduction using PCA, kernelPCA with rbf kernel, t-SNE and LLE" ] }, { "cell_type": "markdown", "id": "f090b837", "metadata": { "id": "f090b837" }, "source": [ "**2.4.1 Provide a description and discussion of t-SNE here**\n", "\n", "Also list the resources that you were using to learn about t-SNE.\n", "\n", "Some suggestions for resources: t-SNE was proposed in [van der Maaten and Hinton (2008): Visualizing Data with t-SNE, JMLR](https://www.jmlr.org/papers/volume9/vandermaaten08a/vandermaaten08a.pdf). You might also want to watch [this youtube video](https://www.youtube.com/watch?v=RJVL80Gg3lA) of a talk given by one of the creators of t-SNE.\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "mDRVGiW1vzp1", "metadata": { "id": "mDRVGiW1vzp1" }, "source": [ "t-SNE is a visualization method that attempts to preserve small distances on a manifold. Like locally linear embedding, t-SNE is a local technique that uses local distances to create a mapping to lower dimensions based on a similarity measure. Simply put, points that are close together on a higher dimension will reserve a large value for the similarity metric, and points farther away will receive an extremely small value.\n", "\n", "This metric is formalized as:\n", "$$p_{i,j} = \\frac{p_{j|i} + p_{i|j}}{2N}$$\n", "where\n", "$$p_{j|i} = \\frac{\\exp(-\\|x_i-x_j\\|^2/2\\sigma_i^2}{\\sum_{j^\\prime \\ne i}\\exp(-\\|x_i-x_{j^\\prime}\\|^2/2\\sigma_i^2}$$\n", "\n", "The bandwidth parameter $\\sigma_i$ is set such that the mode of the conditional distribution contains a fixed number of points, such that the conditional distribution can be adapted to different densities across the points.\n", "\n", "Next, the points are mapped in a lower dimensional space and another metric, $q_{i,j}$ is calculated for each pair of points using the heavy-tailed student-t distribution:\n", "\n", "$$q_{i,j} = \\frac{(1 + \\|y_i-y_j\\|^2)^{-1}}{\\sum_k \\sum_{l \\ne k}(1 + \\|y_k-y_l\\|^2)^{-1}}$$\n", "\n", "Lastly, the Kullback-Leibler divergence is calculated and minimized over gradient descent to produce the final embedding. Note this is given as:\n", "\n", "$$KL(P\\|Q) = \\sum_i \\sum_{j \\ne i} p_{i,j} \\log \\frac{p_{i,j}}{q_{i,j}}$$\n", "\n", "A main benefit of t-SNE is that it prevents the clumping of points around the center of the mapping, as is seen with visualization methods such as locally linear embedding. Additionally, unlike linear methods (e.g. PCA), t-SNE preserves similarities between high-dimensional data that lies on a low-dimensionnal manifold due to t-SNE's metric being based on similarity measure rather than separating dissimilar points. Also, the use of a t-distribution in t-SNE rather than a gaussian distribution in the originally proposed stochastic neighbor embedding prevents the over-crowding of points due to the thicker tails of the t-distribution, which allows points to be assigned probabilities corresponding to greater distances.\n", "\n", "Note: The paper and video listed above were consulted to produce the above, as well as the original 2002 paper on SNE by Geoffrey Hinton and Sam Rowei, \"Stochastic Neighbor Embedding\" (pdf link below).\n", "\n", "https://cs.nyu.edu/~roweis/papers/sne_final.pdf" ] }, { "cell_type": "markdown", "id": "45eac345", "metadata": { "id": "45eac345" }, "source": [ "**2.4.2 Finding PCA embeddings**" ] }, { "cell_type": "code", "execution_count": 36, "id": "f0IGbsk_dBBf", "metadata": { "id": "f0IGbsk_dBBf" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import PCA\n", "import matplotlib.pyplot as plt\n", "\n", "# Apply PCA to reduce dimensions to 2\n", "pca = PCA(n_components=2)\n", "X_tr_pca = pca.fit_transform(X_tr)\n", "\n", "# Plot the data\n", "plt.figure(figsize=(10, 8))\n", "plt.scatter(X_tr_pca[:, 0], X_tr_pca[:, 1], c=y_tr, cmap='tab10', alpha=0.7)\n", "plt.colorbar(label='Digit')\n", "plt.xlabel('Principal Component 1')\n", "plt.ylabel('Principal Component 2')\n", "plt.title('MNIST Training Data Visualization using PCA')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "80f92d4a", "metadata": {}, "outputs": [], "source": [ "X_pca = pca.transform(X_tr)" ] }, { "cell_type": "markdown", "id": "59eebcb6", "metadata": { "id": "59eebcb6" }, "source": [ "**2.4.5 Finding embeddings using t-SNE**" ] }, { "cell_type": "code", "execution_count": 34, "id": "dPrHPHXNNstW", "metadata": { "id": "dPrHPHXNNstW" }, "outputs": [ { "data": { "image/png": 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Ds88+y9tvv82KFSsoKyvr03l5nsf555/Po48+yje+8Q1eeOEF3n777WwOQF/2MWXKFM4991wefPBBkskkDQ0NPPnkk1xxxRWHrCIH8PDDD3PNNddw5513cuqpp1JcXMzVV19NbW3tYY97sEcffZSPf/zjTJgwgfvvv5833ngjG9RnCjUMxA9/+EPuuOMO/vd//7db9bEjvf49aWxsxLKsbkUYlFKMGzeu2zC3I/lc94VSihdeeIELLriAW2+9lRNPPJGysjL+7d/+jfb29sNuf3D7MsOsMu3LnM9Q/O7MmDEDn8+X/fnBD37Qbf/XXXcdd9xxB2vWrOHll1/G7/cfskraJz/5SU488UT+4z/+45CBdEFBAUuWLOn2M5IV/4QQAyM5JuKYd+211/Kf//mf3HHHHdx888392vYLX/gCv/zlL/nmN7/JF77whQG3oaSkhBtuuIGXXnqJdevWcdFFFw14X/3R0/jrxx9/nGg0yqOPPpp9mg90Sb4daSUlJezfv7/b8oHcZPfkqaeewnXdbIJxa2srTz75JDfeeCPf+ta3sutlci36Yt26daxevZp7772Xa665Jrt827Zt/Wrb9ddfz/PPP88TTzzBvn37SKVSfXoyXFpaym233cZtt91GVVUVf/nLX/jWt75FXV1ddn6UYDDYY65BQ0MDpaWl2b/ff//9TJs2jYcffrjLZ6gveQq9uffee/ne977HTTfd1K3XcjCuf09KSkpwHIf6+vouwYnWmtraWk466aQB77uzYDAIdL8+PRU9mDJlCnfddRcAW7Zs4U9/+hM33XQTqVSKO+6444jakQlchuJ3569//WuX8+sc1PfkzDPP5Pzzz+fxxx+nrq6O8vLybusopfjJT37CsmXLulUxFEIcnaTHRBzzJkyYwNe//nUuvfTSLjeMfZEZbrBixQoeeeSRw65v23avycaZ4SiH+wd9qGVuNDsntWqt+d3vfjdSTepm6dKlrFu3jg0bNnRZ/sc//vGI911VVcXXvvY1CgoKskURlFJorbsl+t555524rttl2cFPqTN6uq5Al8pfffHhD3+YkpIS7r77bu655x5mz57N6aef3q99TJ48mS9/+cssW7aMVatWZZdPnTq1y4R3kL453rx5c5dlSin8fn+XoKS2trZPVbl68swzz/Av//IvfPrTn+bGG2/s9vpgXP+enHvuuUA60Orsz3/+M9FoNPv6kcpUrjr42v7lL3855HazZ8/mu9/9LgsXLuzyPg3UnDlzGDduXLehUVVVVbz++ut92kdvPUQLFy7s0luR+R7bv39/j8PRXNdl69at5OTkUFhY2OvxzjvvPJYtW8YPfvADIpFIn9oohBi7pMdECOhxJve+uvLKK/nZz37WpyFYra2tTJ06lSuuuILzzjuPSZMmEYlEeOmll/jlL3/JvHnz+OhHPzrgtgyGZcuW4ff7ufLKK/nGN75BIpHgN7/5Dc3NzSPars5uuOEG7r77bi688EJ+8IMfUFFRwYMPPsimTZuAvpddXrduXXZMfF1dHa+++ir33HMPpmny2GOPZZ+i5+fnc+aZZ/LTn/6U0tJSpk6dyssvv8xdd93V7aYqMzP1b3/7W/Ly8ggGg0ybNo25c+cyY8YMvvWtb6G1pri4mL/+9a88//zz/Tr3QCDAP/3TP/E///M/aK379NltbW3l7LPP5qqrrmLu3Lnk5eWxYsUKnnnmmS6ft0996lP88z//M1/84hf52Mc+xu7du7n11lu7DXXKlJn+4he/yOWXX051dTX/9V//xfjx49m6dWu/zmfnzp1cccUVTJ8+neuuu65bedvFixcPyvXvaRjWsmXLuOCCC/jmN79JW1sbp512WrYq1+LFi/nUpz7Vr3Ppzbhx4zjvvPO45ZZbKCoqYsqUKbzwwgs8+uijXdZbs2YNX/7yl7niiiuYNWsWfr+fF198kTVr1nTpKRoowzD4/ve/z+c+9zkuv/xyPv3pT9PS0sL3v/99xo8f36ffm4ULF/LHP/6Rhx9+mOnTpxMMBlm4cGGv699333387//+L1dddRUnnXQSBQUF7NmzhzvvvJP169fzn//5n/j9/kMe8yc/+Qnve9/7qKurY8GCBd1eb2lp6bEsciAQYPHixYc9JyHEKDJyefdCjIy+VGTS+vBVuTp77rnnspVgDlWVK5lM6p/97Gf6wgsv1JMnT9aBQEAHg0E9b948/Y1vfEM3Njb22Jahqsp18cUX97j+X//6V71o0SIdDAb1hAkT9Ne//nX99NNPd6ss1FtVrp6u0cHVmXqrynVwO3s7zrp16/R5552ng8GgLi4u1tdff73+/e9/r4Fu1X4Oljl25sfv9+vy8nK9dOlS/aMf/UjX1dV122bPnj36Yx/7mC4qKtJ5eXn6gx/8oF63bl2Plaxuu+02PW3aNG2aZpeqSxs2bNDLli3TeXl5uqioSF9xxRW6qqpKA/rGG288ZJs7W716tQa0aZp637593V4/uNpTIpHQn//85/Xxxx+v8/PzdSgU0nPmzNE33nijjkaj2e08z9O33nqrnj59ug4Gg3rJkiX6xRdf7LEq149//GM9depUHQgE9Lx58/Tvfve77Oe9s8NV5cp8tnv7yXw+BuP69/Q5isfj+pvf/KaeMmWK9vl8evz48foLX/iCbm5u7nYePf2+HK5iWUZNTY2+/PLLdXFxsS4oKND//M//rFeuXNmlffv379fXXnutnjt3rg6Hwzo3N1cff/zx+he/+EWXalu9VeX66U9/2u24PX22fvvb3+qZM2dqv9+vZ8+ere+++2592WWXdauo1pNdu3bp888/X+fl5WngsJW8NmzYoL/61a/qJUuW6LKyMm1Zli4qKtJLly7V9913X5d1D/XdfNVVV2mgX1W5JkyYcNjzEUKMLkrrYSwBJIQQQ+izn/0sDz30EI2NjYd9CiuESGtpaWH27Nl8+MMfllwOIcSIkqFcQogx6Qc/+AGVlZVMnz6dSCTCk08+yZ133sl3v/tdCUqE6EVtbS0333wzZ599NiUlJezevZtf/OIXtLe3H7JClhBCDAcJTIQQY5LP5+OnP/0pe/bswXEcZs2axc9//nO5uRLiEAKBALt27eKLX/wiTU1N5OTkcMopp3DHHXf0mL8hhBDDSYZyCSGEEEIIIUaclAsWQgghhBDiGNTe3s4NN9zAlClTCIVCfOADH2DFihUj1h4JTIQQQgghhDgGfeYzn+H555/nvvvuY+3atZx//vmcd9557N27d0TaI0O5hBBCCCGEOMbE43Hy8vJ44oknuPjii7PLTzjhBC655BJ++MMfDnubJPn9IJ7nsW/fPvLy8rrMaiyEEEIIIUYHrTXt7e1UVlb2eVLd4ZJIJEilUiNybK11t/vXQCBAIBDotq7jOLiuSzAY7LI8FArx2muvDWk7eyM9JgfZs2cPkyZNGulmCCGEEEKIw6iurmbixIkj3YysRCJB0aTJJBrqR+T4ubm5RCKRLstuvPFGbrrpph7X/8AHPoDf7+fBBx+koqKChx56iKuvvppZs2axefPmYWhxV9JjcpC8vDwg/UHPz88f4dYIIYQQQoiDtbW1MWnSpOx922iRSqVINNTzkedewxfOHdZj29EIj51/erd72J56SzLuu+8+Pv3pTzNhwgRM0+TEE0/kqquuYtWqVcPR5G4kMDlIpvsrPz9fAhMhhBBCiFFstA6794Vz8eeOTNDUn3vYGTNm8PLLLxONRmlra2P8+PF84hOfYNq0aUPcyp6NrkF5QgghhBBCiGEVDocZP348zc3NPPvss1x22WUj0g7pMRFCCCGEEOIY9Oyzz6K1Zs6cOWzbto2vf/3rzJkzh+uuu25E2jNqekxeeeUVLr30UiorK1FK8fjjj3d5XWvNTTfdRGVlJaFQiLPOOov169d3WSeZTPKv//qvlJaWEg6H+dCHPsSePXuG8SyEEEIIIYQYG1pbW/nSl77E3Llzufrqqzn99NN57rnn8Pl8I9KeUROYRKNRFi1axK9+9aseX7/11lv5+c9/zq9+9StWrFjBuHHjWLZsGe3t7dl1brjhBh577DH++Mc/8tprrxGJRLjkkktwXXe4TkMIIYQQQogx4eMf/zjbt28nmUxSU1PDr371KwoKCkasPaNmKNeFF17IhRde2ONrWmtuu+02/uM//oOPfvSjAPz+97+noqKCBx98kM997nO0trZy1113cd9993HeeecBcP/99zNp0iSWL1/OBRdcMGznIoQQQgghhOifUdNjcig7d+6ktraW888/P7ssEAiwdOlSXn/9dQDeeecdbNvusk5lZSXHHXdcdp2eJJNJ2trauvwIIYQQQgghhteYCExqa2sBqKio6LK8oqIi+1ptbS1+v5+ioqJe1+nJLbfcQkFBQfZHJlcUQgghhBBi+I2JwCTj4FrVWuvD1q8+3Drf/va3aW1tzf5UV1cPSluFEEIIIYQQfTcmApNx48YBdOv5qKury/aijBs3jlQqRXNzc6/r9CQQCGQnopFJFYUQQgghhBgZYyIwmTZtGuPGjeP555/PLkulUrz88st84AMfAOB973sfPp+vyzo1NTWsW7cuu44QQgghhBBidBo1VbkikQjbtm3L/n3nzp289957FBcXM3nyZG644QZ+9KMfMWvWLGbNmsWPfvQjcnJyuOqqqwAoKCjg+uuv56tf/SolJSUUFxfzta99jYULF2ardAkhhBBCCCFGp1ETmKxcuZKzzz47+/evfOUrAFxzzTXce++9fOMb3yAej/PFL36R5uZm3v/+9/Pcc8+Rl5eX3eYXv/gFlmXx8Y9/nHg8zrnnnsu9996LaZrDfj5CCCGEEEKIvlNaaz3SjRhN2traKCgooLW1VfJNhBBCCCFGodF6v5Zp18f/8R7+3LzDbzCIUpF2/nTaCaPumvTHmMgxEUIIIYQQQhzdJDARQgghhBBCjDgJTIQQQgghhBAjTgITIYQQQgghxIiTwEQIIYQQQggx4iQwEUIIIYQQQoy4UTOPiRBCjAStNfF4HK01oVAIw5DnNUIIIcRIkMBECHHMcRyHuro6qqur2b17N7W1tbiuS25uLieccAInnniiTMwqhBBCDDMJTIQQx4zGxkYef/xx9u3bh+u62eVKKUzTJBKJ8Oyzz7Jx40auuuoqLEu+IoUQQojhIv/qCiGOelpr3n33Xf7617+ite7xdc/z8Pv92LbNjh07+O1vf8sHPvABZs6cSW5u7gi0WgghhDi2yGBqIcRRb+fOnTz99NM9BiUZnueRSCSyPSl1dXW88sor/PnPf2bv3r3D1VQhhBDimCWBiRDiqKa15p133sG27QFt29bWxvLly4lGo0PQOiGEEEJkSGAihDiqRaNRqqurB7RtW2sbyvHR1hhj65at3V53bJv6ql3U7dpBMiaBixBCCHEkJMdECHFU8zwPz/P6t5EGf7KEQKIMpz5dQvjdJ+rJcWqZeWI5KM2m115m0+uv0N7UABqC4VxmvO9kjj/vg/hDOUNzMkIIIcRRTAITIcRRLRwOU1BQQCQS6dsGGsxULjmRiSht4Rk2nucSb/Gx8m+7aK6Nobx32fDKcjzLhxkuwFSKeDzKey8+R+O+PZxz3efw+QNDe2JCCCHEUUYCEyHEUau1tZUtW7aglOrXdq4/QlvBZkLRyZjaB4BjxlFWPlvf3kcssY5YuIi4YWG7Gg/AysUM59C0s4rwC89z+oWXDP4JCSGEEEcxCUyEEEelzZs38/TTTxOLxQa0vWcliIerCUemYSgDpRQpN0E80U6Tz8JVLq6rIRP0GOBqk5jl59W3VlA4aSrHHXcckJ7QcefOnezcuZN4PE5BQQGzZs2isrKy30GTEEIIcbSSwEQIcVRxXZdnn32WFStWHLI8cF94VhzHaidolIJS2KkU7b69OAZ4KDAODio0CkXKTvHaa68xefJkLMvib3/7G7t27UJrjWVZmKbJpk2bmD9/PqeddprMMi+EEEIggYkQ4iiitea5555j5cqVRxyUZNiBNizG49g2NgkSKgL0EkgohTYMDMelra2Nbdu28dZbb7F///4uq1mWRUFBAWvXrqWwsJDjjz9+UNoqhBBCjGVSLlgIcdSoq6tj/fr1/a/CdQjK8EBrtIZ4IopWHhrnEBso8KVnkH/xxRe7BSWQHtrV1NREKpVi/fr1OM4h9ieEEEIcIyQwEUIcNbZv304ikRicvA0NaIWpA9gpBwMTUulKW9o4VCCh8JSBbduHrASmtSYWi9HS0kJra+uRt1cIIYQY4yQwEUIcNTKBwBEFJurAfxUm/mQxls7BwI9nJvHM1KG/OftxbNu2pbdECCGE6CA5JkKIo0Y4HMYwjCO/2VfpPJCSwnIWTjuO0uJSVm9eQd3u7aA7hollApBMLovK/l+/BINBCgoKjqy9QgghxFFAAhMhxFFj4sSJuK57xPtRSlFRUcGyZcuYPHkydXV1qOoknvZQSnVNrD/CYWNz587FsuSrWAghhJB/DYUQR4Xq6moef/zxQQlMtNbs37+f//u//6O4uJhkMolt292DkiPk9/s55ZRTBm1/QgghxFgmgYkQYsypqalh06ZN7N27F4CioiK2bds2aEnkfr8fpRTRaJRoNEpJSQklJSUEAgFqa2sHLTi58MIL8fl8g7IvIYQQYqyTwEQIMSZ4nodt22zevJk333yTZDKJ3+8HYM+ePSQSiUGbqNB13ey+M9WzioqKCAQCg7J/AMMwmDNnzqDtTwghhBjrJDARQoxqqVSKDRs2sHLlSurr60mlUhiGQXFxMbm5uXieR3NzM0qpQZu/xHXdLkPCUqkUtbW1RCKRQest8TyPp556issvv3xwyhsLIYQQY5wEJkKIUSuVSvHMM8+wbt06UqlUdrnrutTX19PS0kJRUVG2CpfWGsMwBiVA6VzZy3Ec2tvbj3ifB9u7dy+1tbWMHz9+0PcthBBCjDUyj4kQYtRau3Yt69evJ5VK9dirYNs2dXV1OI6T7ckYrF4Tz/MGNdG9t2Nk8mSEEEKIY50EJkKIUclxnC49JYZx9H1dRaPRQ84OL4QQQhxLjr5/6YUQR4V4PE5zc3N2eNbRyHVdVq1aRTKZHOmmCCGEECPu6PzXXggx5pmmedQnhWdKEq9cuXKkmyKEEEKMOAlMhBCjTnt7O3v37iUvLw8YnnyP4aaUIhAIoLVmw4YNI90cIYQQYsRJVS4hxKiRSqV48803Wbt2LW1tbV0S2QcrqX00yAQlmV6hRCIx0k0SQgghRpwEJkKIEdPW1sbKlStpaWkhHA7T0NDA9u3bj6og5GCmaeL3+7N5M1rrbM+QEEIIcSyTwEQIMSza2trYsWMH0WiUQCDArl272LhxY5eJDMcCwzDQWuPz+brMrdJXlmVlgxLbtjEMg+OPP36wmymEEEKMORKYCCGGlOM6/PXVv7J21VqchIOBgeEZeE66V0QpNWbyR5RSzJw5k2g0SltbW7cZ4vvCdV2UUtm5VyZMmMAJJ5wwNA0WQgghxhAJTIQQQ8b2bG772220vNeC4RmgwcVFkw5EFOmqW4M1W/tQ01qzc+dO8vLy0FpjWVa/AxPP83AcB5/Px+zZs7n44ouP2nLIQgghRH9IYCKEGDJ/2fIXGtY2EHSDva4zVnpLMmzbJpFIkJ+fTzKZJCcnh+bm5j5tm5OTw4UXXohpmkybNo1QKDTErRVCCCHGDglMhBBDIuWmeGXNK+Sn8ntdR6NR9H8ol1IqOwRsJAKbeDyO4zjk5ubiOE6ft7vgggtYuHDhELZMCCGEGLskMBFCDIm9kb3YTXZ2uNZgygQjI9nborUmEon0eShXIBBgwYIFQ9wqIYQQYuySgc1CiCGjlR6SwARGxxAwz/P6HJj4/X7q6uqGuEVCCCHE2CWBiRBiSJT7y4f8G0apA0GPaZqYpjm0B+ygtUYp1a+kdcMw+jXsSwghhDjWyFAuIcSgs22bF5e/SCgSyuaRDIVQKIRt29i2Pezzobiu269em5ycHPLze8+3EUIIIY51EpgIIQbd22+/zdq1aynRJSRJ9rpebwFLX8sHx2KxAbfxSGUCoZycnMO2IxAIMGXKFAoLC4ehZUIIIUbav+mfk6v9w3rMiE7xp2E94uCToVxCiEEViUR4/fXXcV0Xy7II+AI9BiCH60UZC3N7KKWYPXs2OTk5va5jGAYTJkzg/e9//zC2TAghhBh7Rv+//EKIMWXjxo0kk0ksy+rS86EO+t+heJ43JiZcBNi3bx/Lli2jpKSkWzAVDAY57bTTuOyyyygqKhqhFgohhBBjgwzlEkIMqt27d2f/7Lou2nUxPQ9XKVBDk2syEjLzqDQ0NPDuu+9y6aWXEovFqKmpwTAMpkyZwsSJE/H7h7crXwghhOgLx3G46aabeOCBB6itrWX8+PFce+21fPe73x2xUQsSmAghBpXjOASDQZxIlGAsRjgaxbFMXMMkGQxg+/0jEqD0lKY+0FZkqoEppbAsi0gkwksvvcRHPvIR5s+fP+A2CiGEEMPlJz/5CXfccQe///3vWbBgAStXruS6666joKCAf//3fx+RNklgIoQYVCUlJdRWVxNqbsLW0J6fh9tRxjcbHGg9bMHJoepmaQYWnHSuxpWTk0NJSQlNTU1s2bKFk046KftaXV0dy5cvp6qqCtd1CYVCLF68mDPOOAPLkq9fIYQQI+eNN97gsssu4+KLLwZg6tSpPPTQQ6xcuXLE2iQ5JkKIQTVnzhxUWxsJy6I9LxfHNFGeh+F56UhglOWOHMk0jUop8vLyUEphmmaXYWybNm3it7/9LVu2bCGRSGDbNm1tbbz88sv85je/wbbtI2+8EEIIcZC2trYuP8lkz9UxTz/9dF544QW2bNkCwOrVq3nttde46KKLhrO5XUhgIoQYVMaePVTs3Ek8EMAzTdAarRSuYaAU5EQ7SuuOgpnbj5RSKpukbxhGtoRwKpXi0UcfxXGcbNBimmZ2CFhjYyN//vOfR6zdQgghjl6TJk2ioKAg+3PLLbf0uN43v/lNrrzySubOnYvP52Px4sXccMMNXHnllcPc4gNkLIEQYtAkEglWPf88Zfv2sWvCBNCgjfTNuM9x8CdT+GybmOvCMMzSPhTDuDpv73oejYkkoZwcbNtm3LhxQLp7PJVKdZsdPvNn13XZtm0bjuPIkC4hhBCDqrq6usuEvoFAoMf1Hn74Ye6//34efPBBFixYwHvvvccNN9xAZWUl11xzzXA1twv5F1EI0Weu67JmzRrWrFlDe3s7gUCAefPmsWTJErZu3cqrr75KezSKOmExSb8fw3UJJFP4U0mU1nhKkQgGUBzZEKq+OtRxBhqUHLy/nZ7B66ESzginmDNnDgA7duw47H4cx6G6uppp06YNsCVCCCFEd/n5+V0Ck958/etf51vf+haf/OQnAVi4cCG7d+/mlltukcBECDG62bbNAw88wJ49e/A8L1sut7a2lrfeegutNZFIBEIhlOelh29ZFnHTJOX3obTGsSz0KCsZ3J/W9BTk+FIJtocL8JWP4/qS0q77Psy56qNgOJsQQoixKRaLdSsLbJrmiM4jJoGJEKJPnn76aaqrqzFNE7/fn73pdhyH9vb2AytmSulqjTYMNOD4fOmk98yN+jDOaTLUvTMqEGR2YT77tcEz9a1cVVnC9OnT2b17N1rrXoMTy7KYOHHiELZMCCGE6N2ll17KzTffzOTJk1mwYAHvvvsuP//5z/n0pz89Ym2SwEQIcVjJZJJNmzYB4PP5urzW0423NgyU66aDkczTmBGcYLGn4GQwWqIBxk8gNxSiNZHiucZ0YHLaaafxj3/8g1Qqhed5XZ5IZRLkZ8yYcUxPvrhnUxPvPl9Fe3MCf8Bi8nHFzF4yjsKKnJFumhBCHBP+53/+h+9973t88YtfpK6ujsrKSj73uc/xn//5nyPWJglMhBCHtWvXLlKpVI+J2j12+SqFtqyulbc695aMgKE4quvzExuX7vUIGAbNtovWGsuy+NjHPsYjjzyC4zjZYCSjpKSEj370o0PQotFv/+42nr9zHa31ia7Ld7Wx/pV9nHb5TGafNG6EWieEEMeOvLw8brvtNm677baRbkqWBCZCiMM6VC7EIfMkRlk+SU/0QX0pqiOEMQwDrXWv56eB5vknkCooAiDueUwOBbM9SHPmzOFzn/scy5cvZ/fu3dkJFhctWsSZZ57ZrefpWFC7s5Wnfr2GRHsPc7hoiLWmePnBzeQVBxk/o3DY2yeEEGJkSWAihDisSZMm4fP5sG17TJa3VUp1mXMEugcknZcrFH6/n1AohOM4RCKRLgGKEwhSv/hU4pWTAEh4Hq7WfLC0oMu+ysrKRrQe/GjiuR4r/rqj56Ckk1Tc5S//33tc8JnjmLqw9JDrCiGEOLqMvTsMIcSwC4fDzJw5k/Xr14/JuTcOTkL38LCVjV/3nOOh0dnA5JJLLiEcDqfLITe386yRQzKvgBKfheF5tDkubY7HSQU5nF9y+PKMo5HreNRsb6Vudxva0xSU5TBpfjGBUN/eZ9f2iLQkUEqRWxzEMLr3lNVXRWjYE+nT/pykx/J7NnDpvy6iYlrB4TcQQghxVBhbdxdCiBFz8cUX09DQQF1dHY7jZJd3vukfzeVvO/eW2IZNu9lOnpOHT/uyw7cyNBplKk4//XQqKysBWLJkCSdqzbS6Fv68v5m9iRQayLdMrhxfyDUTSglbQz9p5GBrb0rwxmPbadgTQXteelJMYN3Lezj5Q9OpnFnY67aJqM17z1exZcV+4u0pAHLy/cw9dTwnnDcZX+DA9Yi1p3Cdvn8+knGHlU/v4uIvLhroqQkhhBhjJDARQvRJMBjkuuuu4+2332bdunVEIhECgQBz5szBdV3Wr19PNBodWHDSeZvOfz6ovvpgcHFp97UTdINErSgGBj7Xh4UFHhgYNIWaqJhVwfz587tsayjFhyuKuKisgO2xJI7WTAr6KfSNra/S9qYEVesbaaqNUr2hiWTMIa8oQCLuEW1N4toerfVx/vabNZz5idnMPrl7MnoiavPs79ZRs70V7WkMS4HWtDclWPHUTna8V88H/+U4CsrTVbZ8ARPT6l/OUc3WFlzHw7Q6VTWzPXavb2Tn6nraGxP4QxZTjith2qIycvKP3SpnQghxNBhb/5oKIUaU3+/n9NNP5/TTT++yPJVKYZomK1aswLa75hBkJmLsVaYno9NQK9N1MTwP27LAHNxeCCvHYmfOTma2ziTkhXCUg2M4aK0xTINIIMKmok3MDs7udR9+w2BebmhQ2zUQiUSC/fv3o7WmpKSEvLw8IF3eec+ePSQSCcLhMBMnTswOv9vxXj3vPrebRNTBSblE25JoN514frBk1OHFP2zETrosOGNCdrmTcll+z3r2bGrOLtOe7hJTNlRHePhHbzPvA5WcfOl0KqbmU1CeQ6y99fATy3TUd3YcjZ1ys4GJk3J547HtVG9qBq3xBcx0r83yKnataeD0j8+moGzk3xchhBADI4GJEOKI+f1+li1bRm5uLsuXL0dpjXJdPADPQ2eCi4OrdGmdnYgxQ0F61njDSP9Z60Gt7hUkSMKfYFPhJibEJlCYKsTQBrZp0xJqoSWvBdd0mTJuyqAdc7DZts3KlSvZtGkTsVgMrTXBYJDp06dTWFjI2rVrs5NeKqUoLCzklFNOIc8q452nd+G5HgVlQRr3RtHuoY/lOpo3HtvOpPnF5JeE2Le1haf/dw2JiNNlvZ5iTzvhseG1fSQiNmd/ai4Ll06ktT7eYxDUmUp3vqA9zXvPVTHjfeWUTsxl81u1VG1oIlzg7zJMzHM1LftjrHhqJ+deM6/XSS2FEEKMbhKYCCEGhVKKU045hV1vvcXeffvAdbH9fpzMfCaZu81ON43+RHoui5TfD0pheB6adGCCUvhTKfJbWqkfP3jzWsRjcc6cfCbPRZ+j2qymxqvBVCbKp8CACBGKcoo4c9qZg3bMweR5Hi+//DIbN27E7/eTn5+PUop4PM6qVatwHIf8/HwKCgowTRPHcWhpaeGFF15gQug4UgmDgrIgWkOsLdmnY6biDmterCZcGOCNx7cfNpjp0l5HU7WhkT2bmpm5pBxPe7z5+A4iTb0fW3d0onmu5r3lVax/dR/TTiilvSGB5TO6BCUAhqnIKfDTuCdCQ3WEssl5fW+gEEKIUWPwB3APkalTp2ZLfnb++dKXvgTAtdde2+21U045ZYRbLcSxxdm3j1NWrmTu1q2EEgl8to3ftvGlUgceqXd6tG5ojel6WI6DZdtopdCmiTYMNGB4Gsc/+PN9lDSXMKt8FqlQCifg4PnSVboiKoI/5OfK46+kNDQ6S9Xu27ePrVu3Eg6HycvLwzRNDMPIlja2bRvTNDFNM32pPUU4J49kMsnW3RvwBQ2UUrQ1xPH6GGBoDdtX1bPymd39CkoAPE+TiDg8f/d6Hv/5u7Q3JPvco6FMMH0KO+WwZcV+GvdFCOT0/DzNFzBxbI+Wulj/GiiEEGLUGDM9JitWrOgye/K6detYtmwZV1xxRXbZBz/4Qe65557s3/1+SYQUYji1v/Aiqf11FFomxburSHQkhetojDdOPgn3oDLDFfv301hSgkq6OH4/LmA4DmiNNk1sy8QNhwe/nS3tfOsj3+Kh7Q+xunY1MTuGZVhMy5vGR2Z/hIunXzzoxxwsO3bswHEcCgq6ltFNJBJ4nodSimg0iuH5ibYkcVId3Q+mJmW3kjKiBGyL9sZED3vvXaQliXEE6T6puEvN9hb2bWsBDco40DPSG+1BKuF15KRoErZHPGp36zHpPIqsp1LFQgghxoYxE5iUlZV1+fuPf/xjZsyYwdKlS7PLAoEA48YN3pAPIUT/xFauwDVNNArTMAi76TvPzRMn4PaQxN5UXIxWBobn4lgWputmC/dq103npthOt+2OlOd55Hv53PSBm9jZtpPaaC1BM8jc4rnk+HIG/XiDKRqNYvRQrczzvHQCv2GQiKdwm5OYqTA+7UMrjW2146kkbc1RTCeE5/azepqmzz0svfEFTFLx9E60lw5OMn/u7Zhd/qqhpTaGP2BiBUxirSni7Sk8V6MM8ActiisHP5AVQggxPMZMYNJZKpXi/vvv5ytf+UqXIQEvvfQS5eXlFBYWsnTpUm6++WbKy8sPua9kMkkyeWCsc1tb25C1W4ijnU7ZKKPro/CYYbC/pKTHRPZIbi55kQhOR9DS+Vm3oTUOYAcGv+fT7/djmiZKKaYXTGd6wfRBP8ZQCYfDXeZkybAsKz27vevhi5YQaJ+A8vwonb77N4xizEAL2rGIOMnDFsbq0ZFOU6PJVtxKUz1nzR9qF1pTXx0BpdEuKENhKHDddFWwNX/fwwc+NhOff+zNKSOEEMe6MZNj0tnjjz9OS0sL1157bXbZhRdeyAMPPMCLL77If//3f7NixQrOOeecLkFHT2655RYKCgqyP5MmTRri1gtx9ArOm4fluhiGgdvxeL0hN4xnGBg93Exr0ySSk5MNTDJVupTWaKXwDKNLxa4jkXmIoZSioqKC0tLRmUNyONOnT8eyLBKJrkOxAoEAlmVhxPMItU3GcEMobZKOBBSGZ+GPl4DtT/dajMBcmOnJOLv+vb/T3mgvPZeJm9J4rsa1PRzHIxD2UVwZZs/mZra8VTu4DRdCCDEsxmRgctddd3HhhRdmZ2QG+MQnPsHFF1/Mcccdx6WXXsrTTz/Nli1beOqppw65r29/+9u0trZmf6qrq4e6+UIctfLOPQdfbi65jovrunieh22YKK0JJJL0NPrf8/lIBYN4pont82FbVvrH5xu0CRY7ByXhcJiTTz4Zc5DnRzlSWmvaI5toaPg7TU3/wHHae1yvsrKS2bNnE4vFaG9vx3XT1zoWi+GzfASjlRheppdJH/QzsvkXylRYvk7v6ZEERyqdGG/5DQxT4TouhlJYlsH2d+tx7CMcdyaEEGLYjbmhXLt372b58uU8+uijh1xv/PjxTJkyha1btx5yvUAgQCAQGMwmCnHMCh53HIVXXon3wAOopiYSaIKBAIan8ScTJELBnntAMo/RlRr0B/mZKn2GYVBQUMAZZ5zBnDlzBvkoRyYa3c7u3XfQHtmE58ZBGfj9pYyr+BDjx1+OYRz4qjYMg6VLl5Kbm8vGjRuzw0+DwSAL5y9m6w4PNxuIZHQEZiMcmKRigxgsaLD8ZjbZPZVwaNwbwdOatsY4q1+oZtF5k7GsMfn8TQghjkljLjC55557KC8v5+KLD101p7GxkerqasaPHz9MLRNCKKUovPxjBGfNpHX5ctpWvUsqHme7ZRLNK8UfDGLbdpcKe0MlXS43fXNuGAZFRUUUFBSwfv16du3axeLFi5kyZeQnUYzH97Blyw9IJPfi95Vh+ivQ2sW2G6muvgfXSzJ50jVdtrEsi/e///1MmzCHHRv2EW1KMW5KMSUVBWzx3ukIQLJlBBiWnpIuuSPDIxVzDqSpaHA7FUp48/EdrPn7Hs67bj6T5hYPb8OEEEIMyJgKTDzP45577uGaa67B6lR2NBKJcNNNN/Gxj32M8ePHs2vXLr7zne9QWlrKRz7ykRFssRDHHqUUoRNOIHTCCYwDJicSrL/3Xurr69Gui2VZwxKYdD6G53nU19dTX1+f7UFZv349M2fO5PLLLx/RYV21+/9CIrGHUGgKqWgedTsrad1XTiISwLBa2F20iTciz5BfXMmkecXM+8B4kjGXNx7fxo5367NVrjbRlJ3Dsqth6iUZkZyVQx831priyf9vNVMWFjPjxAqmHFdCMDz48+IIIYQYHGMqMFm+fDlVVVV8+tOf7rLcNE3Wrl3LH/7wB1paWhg/fjxnn302Dz/8MHl5MgOwECMpGAxy5ZVX8uijj1JTU4Nt2yPaHq01wWAQx3HYsmULTz/9NJdccsmItMV1kzQ1vYJp5dG6t5Jdby8k3pKHZ1sdAUYZkdrpKNOmYXcDO95t4M3HtxPK89NSH4eD6gn0N5H8SPUcCI0unqfZs6mZut3tbHhtH+dcPY+CstBIN0sIIUQPxlRgcv7552eHZnQWCoV49tlnR6BFQoi+KCgo4Nprr2XPnj1s3LiR119/fUTb47oufr+fRCLBhg0bOOecc8jJ6T5/SZPtsKI1QtTRzA0HmZcb7POs5X1rRxTPS5GKlLF7xUISbWE8xwTloAwPpcBzTbRzIA8uGXNJxuKD1oYjMdqDkgw76WEnU0RbUjxw4xsYpkJrME1F2eQ8TvnwDMbPKBzpZgohxDFvTAUmQoixSynFpEmTmDhxIu+99x6xWGzE2uI4Dj6fD5/PRzKZZPPmzSxevDj7esrz+K9t+3hkfzNtTjqV3FIwJxzkf+ZNYV7u4Dxxt6xcTDNM085KUtEg2jVRhseBrhCNYdp4jnxVA+iDxm0NJJlfe+B66f14jmbf1lYe/8W7nPaxmRx/tpSLF0KIkSTlSoQQw0opxYknnjjSzQAOlBF2nANJ01pr/nVjFXfubaDFcfFIpzHYGtZFElz8zha2Rwenx8Iw/JSWnkt7XRlag/YMoHP+TUfiuh7YV7XpU/iCJoapRrpS8BHRHf/r6/J+UekA5Y3HttO4p+cSzUIIIYaHBCZCiGF3zjnnMG7cuMOuZ1kWxiDNZdKZ53lorXE7JoOcMGFC9rW17XGerGvJ3u6qTj9oTcL2+MJb20nEBidXZlzFpVhmHlo7QGYCQg0q3WuiXT8DiioUFFbkcM2PPsC//OIMLv7C8ZRMyB2UNo82RxKcqI4310l5vPeizGMlhBAjSQITIcSwMwyDz372syxYsKDba6ZpkpOTQ2lpKeFwuEsFvsEUi8VIpVIUFhZ2maz1f3bvz/ZZdA4HcuMelU0uRRGXlvo4f/jeGzzz27W0NXWdgb2vUp7H6vYY78YClMxZjGHkdJS+1aA0aAPPDaC9gZ2/aSryS0P4QxaW32Lq8aVc8Nnu13u0O+IekcPtX4PR0XO2f2fbkB5LCCHEocnAZSHEIUVbk1RvbCLaksTymYyfWUDZ5LwjTgI3DIMrrriCs846i/fee49du3YBkJeXx7x586isrOS5555j3759pFKpQTiTnrW3t7Njxw6mT58OwOZYOtDofHb5UZeiiAdaYxsGcb8iZrvsXN1A3e52Pvz/TiC/tHvyfE+01jzd0Mqft9djbmhhXFWSQMojLxXEpzRK+/EcD+11nouk/wI5PmaeWI5SCq01+5I2bWEDs8SP2zh013OkaPSAJ5DMBD9jeLSbEEIcFSQwEUL0auvK/ax5sZpEND3MCBQbXt9H2cRcZp1cQX5JiPySEKZv4J2vZWVlLFu2DMdxstWyMkHPhz70If70pz8RjUYH54R6kEwmefbZZ/nsZz+LaZpYHcfOTEtouZqCqIcGXFNhW5Cb0Fg+E58F0ZYkrz6yjYu/cHyfjvd4XQv3r6hiyasthCNuesSWTh/L7Tgm6sg6sw0LZpxYxvTFZaxti/Krqjrebo2S8DS+c3M5cVWEE3am8A39dDKjnlLphHgUjJtZMNLNEUKIY5oEJkKIHu3d3MyqZ3eDhoLSIKj0TXhrQ5ymfVG2rNiP5TfJKw6ycOkE5n5gPJZv4BMVWpbVbdhWXl4eEyZMoLp6aMb+ZwKgxsZGqqqqmDZtGheVFrAhemB4Vk7Cw/A0jqlwFXiGYmpdCp8Cw1AoA2q2thBtTRIuSJf11VrTsj/Gvq0t2EmXnHw/E+cWkwoZPLR1P+97rZVwu9upHYA+MFeg6svopUPMtO45EG+3WRNL8PkNu6hNOhgqPXY3ZiiWL87lvRkOH/9HOwWR/g2VUkbHjfyw6m32eo3GQ2H08nof9txxLr6AKVW5hBBihElgIoToRmvNlrdrcWyPwrIQWmvaGhK0NcRx3fQdtNbg2B5N+6K8/NAW3vrrDhacMYFZJ1VQUjl4SdZz587l7bffxvMG/244M8zJ8zwaGhqYNm0a/zalgtur6ojr9AAfpcExIO5X2JaipN1l/r4UPpUOwgzTwLE9WuvjhAsCOLbLyr/tYvuqehKRFJ6nUYYiXBDA/EAZoX0RwpF0UKJ01yCkX7fWh4kntr5Tx89mQ612CSiF6R0YruRZioZCi6dOK+CfX2xDu16fg43hDkoUqtc8E53pbtIDKx2cYfkNTr9i1qB+boUQQvSfBCZCiG7i7TYNe6MEw+mvCDvpEmlO4LrpqlHKUHiuRrsHbhgTEYd3nt7N6herGDetANfReK6muDLMcWdMoGzKwPJSpkyZQnFxMQ0NDX1a37IsTNMkmUwecr2Dq30Fg0EA/KbB/8ybxBc2VmFrSFmKeNDA8GBarc0Ju1NMSBkHogitUQZYHcPZ3n2uinUv78Vx0jkphmHgOi6tdTG8v1UzJVehMkHCEOZ11xSabEmkUH4DUh7OQQGQz6doyFFEKgNMN3007o1gJ4e9K6RP0sHJwTxQ6bwSpfv+uVJGOhABhc9vMn5WAUsunErpxLxBbLEQQoiBkMBECNGN52q01hgduQ7x9hSu0/FkuiMo6Y2T1OzZ1JINYOqr2tm+qp7jz5nAyZdM73dwopTik5/8JL///e9pb+8+z0Sm18MwDPx+f7oNneYl6Y3uNG15KBRi9uzZ2b9fUlFMWcDPD7btZV8kwhnvxciLe+Q7ikIUvkweita4rqagNERJZS7RliQbX6/BTrn4/B3zhwBgoD1NIu5SaOtsTslQaigwcUyF39Zonb5OSnV0tHgaZWtsNHtzDeYpi+LK3FFclapzv8mBQs4GBkqZ/arbpZTC8pnMfF8Fp10+A9Ma+PBDIYQQg0vKBQshugnl+cjJ85OMp2/wnczNtALP69ttoNbgD1n4giaO7bL6hT1se6duQO0pLS3l85//PKeddhqFhYUEg0H8fj/hcJjc3FyUUnieRyKRIJFI9DkwyQQ0J5xwAoFAoMvr7y/M5cn3zeaxcxfw/vwwE9o1hSmN1bGt52rshIthKo5bOgHTZ7BnSzPx9hSGqToFJWnKUFg+heWSHSI2lCwnM+ROp3NhOpqjOtqiFTiGQlmKVNzt1t7RR3X6r0oP3fJMdD8S+E0LLL9JKu6w/rW9vPD7TUPRUCGEEAMkgYkQogvtaRr2RAgX+olH7OyNtib95L0/j6edlIthKPxBC9f2WPvSHnQfA5uDhcNhli1bxr/927+xYMECQqEQPp8PYMBznSilWLRoEeeee26vr0/NCXLFFxYxaW4hAKm4SyrupntFAiYnnDuZhUsnAhBpSuC5GquXp/CGaWACjq+noUkdxxzQmXQ3o9YmYHs4PQQcmnRQYmrNnGCAeHsKO3n4YG6kqU7/G8iV8jwwLYU/ZKEU7Fxdz/6drYPfUCGEEAMiQ7mEEFnVm5p49eEttDcl0J6H1op4eyr9hH0A6QeO7aVzLzqGEbXWxWmui+EPWPhDJv5g/7+C9u7dy6ZNm0gmk9kZ3DsPy+qPUCjEySeffNjZ5f1Bi0u+fAK1O1rZ+vZ+kgmH/NIQc94/jsLyA/OX5OT7QYGnNWYPN87a1ZimQcHkHBLbIt1e78+tdk6Rj1hz77PPB1w4rjrFqplBEoBfp59EuUBSgVYwPqI5e0EFtcFWqtY39uPo/Tcy1by66nx8X8AkFXdZ/9o+KqZJmWAhhBgNJDARQpBKOLxw7wZ2vHdwgnnHqP4B9nKgyQ4H0x7EIyke/ck7YEAw7GP6CaUcd+ZE8ktDfd7lW2+9RTwez+aWZP7bH4Zh4HkeqVSKrVu3Mm7cuMNuo5Ri/IxCxs8o7HWdqYvK8D+6nVTCwQiaXfJptKdxnXQgldwWOaKeEX/QpHR8HnVOG4n23ns6zl0dpz3XZEeFj7ih8EgHJAqwPE3Cp7jXF+f/fWQaFVPzefEPGxlgjHdYIx2UHCzz3sTbjr7JJoUQYqySoVxCHOM81+P5u9ezY3Xfql71l9YHbkq1B8mEg2t7RJoSrH1pL8/fvZ7m2r5NoGjbNvv27evYrz6i2eczAU1PCfUDFQr7mPP+inRAFnNJJVxcx8NOuiTjTrqowCDcoAdzfRimYtzUAgrLgz12tVg+hQ/46GsRrngnTnky/SQq4MH4BExt8cixDF5Oxvnutn0Uzi0kryR45I0b5TI5Upn/BsK+rq9rzStNbXx23U7OX7GZj6zayh1VdbTbo3+omxBCjHUSmAhxjNu7pZk9m5r7lTvSLwfvt6Oyly+YzsNo3Bvh3eeq+tTr0dDQkE1sz6w/kGFcnYd/5eUNXpnYTW/WsH1VXUcAonFtj1TcxUn1fZ6Qw1KQW3QgUb+wIow/cCCnxbAUvoBBppPL0JDbkIK4Q0WTzeT9KcLNKXwaKotymBwMsD4S56VEjFknV+AL9F6lKq8kcKST0o84r6Nusmt7GKZi7ikHesscT/P1TdVct24XTze0simaYGVblFt21HDBO1vZ1mniTSGEEINvjP8TI4Q4Ep7nseq53Tip4R1nYydcPE9j+Qy0B/u2tdCyP3bY7bTW+P1+DMMY8DCuzH6UUgQCARYsWDCQU+hm4+v7eOmBzURa0kODjqAz55ACOVaX3Bw7lU7Ez+SDa093BEIHrktjnsncqhSLdiSZXGcTSHrYKZfm/VEMT+M3FM/WtzL1uFLCRf6eD6xg/MyCLkHRWOS5HqmEg+dpKmcVMmFOUfa13+2p59G6ZlytyTNN8i2TfNMkYCqqE0k+s25Xl4k+65M2/2hqZ1VrFNsdZWPVhBBiDJIcEyGOEZ7rsXdrC7vXNtLelCDenqK1Lk6sfWTG2Dspl0DIBwpScYdoa4qiceFDblNcXEw4HCaZTNLe3o7r9qNW7EEMw+D444+nuLh4wPvIiDQnePVPW3HtAzenQ5GrYXRUlMoWFQA8x+tWLU0Z6YAt00szq8ZmZq2Nq8C2IO432DbeR5XWtNbHMcIGm2ta+PMzu3rvOdOw5a2BlXseSQcn3Xuexh+0mDS/mLP/eW52OKDjaR7Y14CjNfnmgfwgpRR+FNqAXYkkTza0sjAnyDXrd7EtliSz65ChuKKiiB/PnnjYYgpCCCF6JoGJEMcA1/F466872L22Ec/T2B2BwEjy3APDsJRSHbNxH1owGGT27Nm88847BAIBUqnUgHpMlFLMnTuXCy64oN/bdqa1prk2xt/v34idGHiQ1FfhggBFFTm01cfxh9KVzbrMK6O6ByXQUR5YganB54CnPObutUlZiv1Wgpa4oqjNG7rhfCPE9Bn4gyaO4+EkXXLy/CxaNpnpi0opKMvpsm51MkVN0sGvjB5zl/wKEp7msdomvtzUTuqgaxX3NH+oaWJXIsWfTpg5lKclhBBHLQlMxDGtpaWFtWvXsnfvXpLJJHl5ecyYMYNZs2aRk5Nz+B2MEZvfrGXHu/VYPhM7aY94UAKATgdMruPhui4bX68hGXOYPL/4kEntS5Ysoampie3bt5NK9f88MkO4mpubqa6uZvLkyQNqflNNhLf+spN9W5pJRIcnMTrWliQYtrCCJomYTaw9iWEqAjkWyaiTDSwOzmcxNGhD4WiN5YHPBY3H1Dqb6hITR5nM2TsKPhODTet0VTgNOfkBLvrCQsqn5Pe4qutpNBpPa9ocD1d3VC9TEDRNrI7P5EvNkW5BSWevNEd4qbGVs0qkBLEQQvSXBCbimJRMJnnttddYvXo10Wg0OwO4aZpUVVWxfv16LrjgAkpKSka6qUfMsV02vVFDrDWVzkUYRU/F7UT6DjoZc9n0eg2b36yldGIu51+/oNcSwoFAgA9+8INs376dJ554gng83ufjmaaZnYwxkUiwZs0aJk2a1O/qXi11MZ6+Yy1tDekJFYeLa2vqqyPZ91B19JCoTvnqPbVHAaancUyFg8Z005M8hpMarRTjml1m1/Q+J8qYpNITWloBgynzS3jfRVMpLM+hPmnzx9omdsST5JomHykv5MSCMOP9Fp7WJA66fI6GlOMSNBRaQ7wPPXQ/3lkrgYkQQgyABCbimON5Hi+++CLr168nFotlk1k9z8vmLOzfv58XX3yRj370o5hm71WKxoKabS3UVbV3yX8YTZRJOtdEa1xHU1/Vzt/uWMtl/34CobyeE7F9Ph9z585lw4YNrF27tk/DuQzDwO/3Z9fNycmhpqaGWCxGOHzo3JbOtNa8+IeNtNTFRybI63RMrdOTNnKYUWSKdC+J0hrHTC/QhkJpmL3PZmFViuChugHGGNNSXPjFhVTOKMTym9kiCb+uquP23ftpd73MDD08sK+R9xfkMCHg6xaUZHhAzNN9/gdzT+Io7H0SQohhIBl64pjiOA6bNm1i8+bNRCKRLhV2IH3TmUwmaWtrY8eOHaxdu3aEWjp4tq+qH7VBiRUw8AcsnFR6ng/HTlfraqqJsOXt/YfdfsmSJViW1SVRuSc+n49gMIhhGLiui9/vxzRNtNb9TqBf/9peane0jqqep75QgM+DoA2WC/kxj4Kox/u3Jck5yoKS2SePY9LcEnyBA5+Nh2ub+PmuWtpdj5CpyDcN8k0D0LzaEuHB2ubD7ruvA/aOnqsphBDDS3pMxDHBtm3WrFnDe++9R01NTXYujN5orUkkErz66qtUVlZSXl4+TC0dXMm4w76tLSPdjF45SQ+H7kGTdmHl33ay4MxKLF/vPVaTJk1i3rx5rF+/Htd1e+w5CQQC2eFbruuilCIvL49kMkk4HO6WS+S5Hns2N7P93XpSMYfCcTlMXVhK+ZQ8ElGbdS/tTedwKMbkHWhHVWH8ozNWPSL5pUFmnFjOkoumYhgHgtSU5/G76npSnibPTCe3azQpLz1Uy+laP+DI3latcTyXX25dzWXlBUzJn3LYoYIrWyL8cEcNa9pjuBqKfCZXVBTxrenjMaXClxDiGCKBiTjqOY7D8uXL2bRpE7FY7LBBSUYmOHnzzTe59NJLj2iW8cGWSqXYuXMn1dXV2LZNaWkpM2fOpKioqOt6cYdUcuirRQ2FRNThlT9u4ex/mosyFK7rsnr1ajZt2kQqlaKoqIglS5Zw2WWXUVBQ0GO+kOM42ffb87xsUOLz+UgkEsybNy8btADEIymeun0N9VXteJ5O38Qbio2v7WPuB8ZTND5MKuGi1JiMSY5qE+cXce6n5pFb1H32+i3RBFWJFJYiG5REHA8nUxWOA+/nkQYlaAc71cj/7LJ5YfMTHF84jk/M+QQLyxb2uMl9exv4ztY92Jm8IaA25fCr6nqebWzj+SWzCYzx4aRCCNFXEpiIo97WrVvZsWNH9gbVNM0+D9/Jzc2lpqaGpqamUZMI39rayrPPPktdXV32Jnzbtm2sXr2aU045heOOOy67rj9kYZijJ6Dqr91rG6nb3U6gyOPBBx+ksbExOzlipkjBokWLuPDCCzn99NOpqanBtm3Ky8uxbZs333yTtWvXZodv5eTkoJQiEokwZcoUFi48cLPouR6P/uwdWmoPJNNr0jkc0dYUa/5eTdnkfBLR1JDMUSKOgIIlF07tMSgBSHk6XZGs4+FC3NXYWpP+1egor3ykbch8KJQioBPYZgER/zxW17/E7rbdfHXJVzmh/IQumzSlHL67dS+2Tv9jfODhh8bRsCWW5IZN1fxmwdQjbZ0QQowJEpiIMc11XZLJJD6fD5/P1+M6mzZtwnVdHMfJ5hX0VW5uLq2trUQikVERmLiuy/PPP8/+/fspKCjIPu3XWtPe3s4//vEPCgoKmDRpEgCBkMWEmYVsaqgdyWYPiGkp7KTL7vUNvLv3eRoaGvD5fJjmgWTmVCrFu+++S2FhIaeddhpTp07tso9LLrmEU045hXXr1rFjxw48zyMcDjNv3jzmz5+P338guX71S9VdgpKD2QmPfdta6GHkmRhhheUhKmcW9vr6+KCPkGEQ8zx8aFLayyZYDmpQggcY2EYhCo1rlTA5bzLV7dU8sPEBji87HkMdGJr1k501JLXG5OD8KIWlwNaa5xrbcD1PhnQJIY4JEpiIMSkWi7Fu3To2bdpEMpnEsixmzJjBwoULuw1nam5OJ7W6rtvvCluZYCYQCAxa249EdXU1dXV15OfndxmClBmi1NTUxPr167OBCcCi8yax+e3abnNbjHbKUCgDaqrrqW+sx7Ksbufs9/tJJBKsWrWKU045pcf3t7S0lLPOOovTTz8d13Xx+Xw9zsy9+vnqwzcqcw0HI79kjOaojDbKgDM+MfuQQy3HB/y8vzCX5Y2tpFwPT3f0hg369U9n8CQJECCJqR2UUpSGStnZupMtzVuYWzw3u/aqthgARi9tV0Dc9dgeSzE7t+feICGEOJrIIxgx5kSjUZ566ineeustotEoruvS3NzMG2+8wQMPPEBVVRWQfhK6bds2WlpaaG1txXEckslkn3NMAOrq6iguLh41ye+1tbXZm+uDKaUIBoPs3bu3yzmWTMilfGrecDZz0Jg+g7ZYM57ndQlKMpRSWJZFW1sbjY2Nh9yXZVkEAoEegxKtNdGWvpd4PdLBccqEUJ7vyHfUT5p0bJX50RwdsdGGf+wj2po85Do3zRzP+ICfuKez5z740m+oi4GBRynpynIhK0TSTdKc6Fr5K5Off7he3DE8GlMIIfpFekzEmLNy5UpqamooKCigqakpG5xorYnH4/z+97/nnHPOIScnhzfffBPP87qVBe6rVCrF4sWLe7yZHQmHu4HJDHE6eD3LP/aSZw1TEczxYRbbEO29FHBGf8v+ZmitWfPinv5tM6Ajke0l0S7E24Z3QsPOyd2ZylwctGysqt/dzsq/7eLMT/beczIlFOT/Fk3n0lXb2G/3/eHEQHj4yKUlG5gk3SR+00+ev+sDgg8U5rK6Pd7r9ddAvmUwLdTzfD5CiNFr48YzulV9HGqxWAz4w7Aec7CNjrstIfooFouxbds2gsEgzc3NtLW14ThOlxvxTB7G888/j2EYhEKhfuWVdKaUori4eLCaf8RKS0tRSvV6E55IJCgvL+/So7LhH/uo2dY6XE0cFMpI58dMWVjCpNklKKV67enKJLYP9H3avbaR1X+v6kfjGHhkMgq6Jw4OSsY6rcEXsqjd0UpzTeyQ67a5Hn5TkQnTDYbu6VycMEmCaK1piDcwKW9Sl2FcAF+bUkGOoXDp+tBB63SyvgIuKyscNQ9GhBBiqMm3nRhT2tvbSaVSGIZBJBI5ZMARi8Woqamhvr6+38fJPHV1XZe1a9cSjUYH3ObBNHXqVIqKimhtbe3WCxSLxTBNk/nz52eXuY7Hqmd247kaVPqGf9RTUFwZZuHZE3n/h6az+MTFhEIhbNvuds6ZYGX27NkDygPSWrPulb1Emg49DKjrRv0+DDCy175zkw/uKXEVOGO8/LF2PJyUR1PNoX9P9yVtEq7GrxQ5hoFikGoZdKqmlR7I5RInzHZvCnsjewlaQT4x5xNYRtcwKOyzuH3+ZIJK4ZBOdre1zk7keFJBDj+ePXEwWiiEEGOCDOUSY0pmlu/+zEcyEJmAxzAM1q5dS319PRdeeCF5eSObq+Hz+Tj33HN57rnnaG5uxrIsDMPAtm1M02TRokXMmDEju/6eTU1EW1OYpsJz02V2lUk6UBkhylBoT/fY8xAu8HPC+ZOZe8p4guF0r4/lC3HBBRfwt7/9jWQyiWGkJ8jLBCllZWWcf/75A2pLImpTu7N1WAoDDPYxNKAVGAN4KzWQ8oHywNfR+eYYYHW0cUz1qGiIJB0s08A7TM9ojmlgKnDRqMH+FVDpnhgDB1crtBtjHxOYnz+Nf557BadWntrjZheWFfHSySF+uL2GN1sj2J6mImDxmYllXD2hbJAbKYQQo5sEJmJMKSoqIjc3l+3btw/L8UzTJBgMsn//ft566y3OO+88AOLxeHYG+aKiouwQq+Ewbtw4PvzhD7Nly5bs/CylpaXMnTuXSZMmdWlH7Y5WPNcD1TH3m6d7rQA0XDKTE4byfBSUhYi3pkhEHSbMLeSCzxyHYR7oWmhriLP6hWpqticYnzqFqKqnXe/BNeOEw2Hmz5/P0qVLB1w1LdqaxE6MrQkoPaAlrIj7FaanMDxNMOWRm+x7F3jKTO8ncFCw1NdcEw3UF5jsqLBoCxkEbc3UOoeJjc6AAqWByhwq0pwikWPws9YmLm8Isqwkv8ffx6lBP47WpHTnrQePhwKC5FswLliMp8r57uILqAyGDrnd1Jwgdy6cNujtEUKIsUYCEzGmtLS0sHfv3gHnjPSX67rU19cTDofZsWMHzc3NrF+/nnfffTc7lMzv9zNx4kTOP//8YctHyc/PZ8mSJSxZsqTXdbau2M+WFfsPPKnv6KE43FPloZYZVpaT7yeY40N7Gl/I4sQLpnYJSravquOlBzaR6ggc0s0upsBXyuILJnHShdOPPBgcwqxvf45BKu4N6v2vBmL+dE9HabuXfervqHSPh8/r2+n4XPA8UPrAJTB070O+Dm7DW7MDrJ0SIGUpDK3xFGyY5GdKnc25a+L4hzjW69xODzA1+FIe+6rbuSVnHzHX48MVRd22+/2+RpIDLITR13Z5QIHPR8AXImQYFPpGR6lxIYQYCyQwEWPKc889l523ZCiHcmW4rovrurS0tBCNRnniiSfYt28frutmhxQlEgm2bt1KQ0MDV199Nfn5+UPersOp3dnKu89X4fObGJbCc3R6GLwa/CFFA2FaCtMyaK2PY5iK+adXUj4lPUxOa03j3ggvPbCJZMLBMBQ6nR2M1uAkPVY+uZvq9c2Ecn0Uj89l8QcnEwj2PMHmoQTDfgwzfX0GWyo2uBc6U9rXcCHXSQcDrkoHED4vPQyrtzjr4FFzBumgpNu6meAV6K2O24ZJft6bHsBva4rbvew+UqYmlNQkfQr/MA4V1ApSAYVrwIIdCV6dGODevQ0sLc6jyHfgn7i9iRSvNLeDTp//UP0a+BREHQ9TuVwyvpAccywkdgkhxOgggYkYM9ra2qiursYwjOzQneEITjJs22bXrl0opQiFQtmn9Vrr7FwqL730Eh/60IeGrU292b6qDjvpUlgewkl5tDXE0R03okoNxcRy/aOUIt5uM3FOITOXVDBpXjHtjQlW/G0nVeubSERSeB1P3V0v3ViV+T+dDq5qt7cBsHN1I+8ur2LJRVM56aL+DYfJLRr6p9nKGLxgMBqAf8wLUVdoYbmayfU2M2tsStrTB8gEIIcKTg4uF5z5r5eZU0OB0Ut7PQXrJ/tBQ06y64eostljYVWKuF8RTGl8Q3Tn37nscdIP8ZBJyq8wXciPe5TX2tTn2rzeEuHissLsdpujCfYnbdq9of3wGyjaXY8FeSEqAz7u3dNAid/igyX5+CRIEUKIQ5LARIwZzc3NOI6TLZ3p9/uHNTDJOHgYWWaSP8dx2LJlyyFnmI9GozQ0NADppO2hqHGuPc3+nW34g+k2FJaH8FyPaFsqPYxqFJRf8lxNtDVJW2OC8TMKadjTzt9+s5ZYawqlyAYlQLa9h2q252je/stOgjkWC8+adIg1u9Ja46SGtgtJe4MTnDSHFU+9L4f2HAvL9fACBu9ND7C10s/l/2gnN1NY7DDljHWn1Q5+IelTtOUoylt6bmxz2KAlxyAn2f31CQ0OlqtpD5nkJDW+5NB90DTpoWutBQcmqfSMdEK7ZXvgQdNBc5XsiCWpTQ3994UG/IZiVWuUV5sj6V4uoMhn8qXJ5XxhcsWQt0EIIcYqCUzEqBaPx9m2bRs7duxg7969JJPpuy/XdbEsi2AwSCKRGPZ2JZNJ/H5/l/kFTNMkmUwSjUa7DeeKxWIsX76c7du34zgOfr+fvLw85syZw0knnYTfP3gTqGXzejM3bFpjdAyd8pyRT/ROl83VeC7s3dzCn29diedpYq0pfAEDwzSIR+wBBVCv/d82Js0vobC8bwGf6+ph6UE60qCkIVfxpzPzsGwojHa8h0qjgdYcg33FFrNrnPTbfohzUfScIK+BuB+a80ws1+s9v6Sjq+XgY2igKObiZKYyH4q8nYMCLsdKV9fSKj2Ma3+hSTToo6rIwkOT2+l309Wa31TvH4JG9UBr2juGshkdzfaARtvllh21JD3NDVPHDU9bhBBijJHARIxaDQ0NPPvsszQ0NHSbtyOT+5GpmjXcwYnruiSTSQKBQDY48TwP0zSxrK6/VjU1Ndx///1d5kKJRqNEo1Ha29tpa2vj/PPP77WXpb8MQ1E2JY+q9U0oUjTsjeDao6CbpIM+KB+8cV80Pe7fUtnk94HOYeg5msd//g4zFpcz+bgSJs4pxrR6Hz5jmgqf3ySVcAd1yNVge2tOCK3B8jSuCaAwvfQEfHkJj53lFrNqnH7FA5nr6xnpQCPgwPgmB9PrvbpXQcwjJ6mJ+Q188QMXSwGeUmiVTsj3DUHOTiaAdBXU5xsk/QauAfuKTTZO8pOyFI4JiZCBZTs809BKWcDHhICfNW1RapLD07ua6bgyoVMFPI2r0/OU/G91PZ+eWEq+Jf/8CiFG1tSpU9m9e3e35V/84he5/fbbR6BFEpiIUcpxHJYvX05jYyPRaBTP81BKdRtG5brusFXoOpjnedi2ne3t8DyPcePGEQodKA3a2trKgw8+mA1KMkGM1ppUKoXneWzfvp2qqiqmTRu8cqEzTixn55p69u+ODfrQLWXYBIqqMMwUTryQVPs4jugReUf7PEeTjNmYlnFEPRjRFps1L+1lwz9qKCwPcdLF0wnm+TBMRUllLr7AgQBQKcWUhSVsXVGXDkqOZFb3IeIpqCswCaYyc28obEthdwQnPkcTjnvdckZ6kzlFD3DMdIUuBVju4WeF97kwd0+Kt2cFSFng73SvX1tgMK1OE0y5XZYPFu1Ba44i7jMIOhpDe9QUmayf7Mc1FIGURzzPxFDpwOrJ+lb+Vt+KAlyGLtm9Ny6AzpTnVphK42hoc1weqW3m+om9z1GSiEZoicXxh3MpCgWHrRS5EOLYsmLFClz3wEiKdevWsWzZMq644ooRa5MEJmJU2rVrF42NjZimiW3bPQYlGZ17UoarWleG67rZGcl9Ph+nnHJKl6T4559/nvb29i5t7XwujuPQ0NDAX//6V84//3xmzZo1KD0n5VPy0rkTg3qTrcmbuJKCaa9j5TShlIfn+Ek0T6F5y/kdAcqR8VzS864cofTTdU3DnijP/G4tvoCJaRmECwPMP72SWe8rp70pCQred9FU9m5pIdaWGnVBCRyonqUV+GyPkA05rR62qYgGFaVtLiftSPWr8rEi/eVvut2XH86inUka8wx2jPMRBSxH45qKjZP9TGqMU9quh2yCxtUzglQVmRy/K8m4Fpdd5T6SvnTie0OBiWMa+BTEPY1HR3Awglw6hlKS7j0xSLerJmn3uH591S4eefNt/hZ32ZNbhGuY5Jgmp0+ZyFfmTGFCUEoPCyEGT1lZ1wckP/7xj5kxYwZLly4doRZJYCJGqbq6OjzPI5lM9qtHZLiT4TMVuXJycjj55JNZsGBB9rVVq1axcePGHrc5WHNzM8888wxVVVWcc8453YaD9deejU2k4oN7W5Y/5Q2K5zwHKNx4AdqzMKwEOWVb8IUb2P/Op7Cjo2Omau0dqOalPUglXEzLI7HX5tWHt/Dm49vxBUx8AZPcoiDzT6+kan0DdbsiI9zy7hQwud5hf4HB+7YnKWn3MD2Np9KJ6oGUxnLJJln3d9/9ZXlw7po40/Y7bK300ZpjELQ9ZtTY5MU8zCEK7tygYtfkABFP8+qCHGxDEwsZeCi0eeBM7J7KII+gTO9UpkSxAir83X+/927eyM+ff5HnK2eRLPLht1MYjkObMniyqoY3WmPceeJs5uem86dSqRS7du1iz549eJ5HWVkZM2fOJBwOD+PZCSFGo7a2ti5/DwQCh52IOJVKcf/99/OVr3xlRHtpJTARo1rnLsbRwjAMTNPEcRwsy2Lu3LmceuqpjB8/PvvL3NjY2K2L9HASiQSbN29m3LhxHH/88UfUxtqdbbjO4A1eMfxRCqe/Bp6JkyjMLvecEF4kgC+vjvwpb9C4YeRLJfdI0yXPJhV3SSVcLJ8iGXeINCeYcWI5qbhHa30sXSjA1WhPj3hpZYCFu5LMtRShZLqnJOlXmB4URTzCifQQr+EqRKsA04NZNTazauxurw0Vx1CkAA9NJGTgGgae2fMRR8Fb1oUm3XOigRzD4IqKrhOxuo7NU888xd8nHodtmOQnYtlrGUjGSSlFnWXxnc17+b/FM6natZM///nPxGKx7IOOQCBASUkJy5YtG9RhoUKIsWfSpK7VKW+88UZuuummQ27z+OOP09LSwrXXXjt0DesDCUzEqFReXo5SalSPrQ4EApSVlXHaaafR2NjI5s2bAaioqKCxsZHm5uY+78s0TVzXxXEcNmzYwIIFC45oSJcyGNDdWW8VqnLKNmMG2rGjpT1sZeClcghXbKB5y/l4TrD/Bx4JGhxb49o2qZjDulf2Mn56Ae1N6UIKlt/ATrqj4i63rN0jZUBtgcK1jOxNa9LnkZvQwxaUZIzEb6Xf1lhJj3iuwjUUnjF6vxt64pIOHj9VWUzhQT0mezdtZKUKEg2EyI21ozpfYaUIuDZx22ZrJMr9r/yDXS8t77b/ZDJJTU0NTz31FJ/85CcpLe3pd1UIcSyorq7uUh30cL0lAHfddRcXXnghlZWVQ9m0w5LARIxKU6ZMobi4mMbGxpFuSjee5+F5Ho7j0NzczD333AOAz+fLLnccp0vuy+E4joNpmiilaGtrI5FIDHhIhvY0NVtbB7ZtLzfhpi/esULPt8Da9aOsJIYvNnYCE0hP1ki6bLBOONRsb8EfNEnGHTzXwzAN3H68j0PJ78HEZk3M75DyGRiexu9ojI73bGzdpveTglmLyijKdan2e+kIeowxgKsrS7hx5oRur0WaG2kI5XXMSt/DuSkTv5PCi0XZ9s5Lvf7DrbWmsbGRNWvWcM455wxq+4UQY0d+fn63aQsOZffu3SxfvpxHH310CFvVNzINrRiVfD7fiFbc6gutNZFIBNu2SSaTRCIRYrFYttpWf2V6TAzD6DI/Sn+te3Uv+7a1DHj7nripcMfcKD0PTVNmCu36cO3BnzByWOgDuSiJmN2Rf5K+/TMslb3rV0PwjWmYCqOXIUnd1gVyU1Ac9SiMa3Lsw1fSOhqECwOcddUcTp5eMkaCEo3iQBEAA7h11gR+PGdSj73Alt+P37V775zTGtcwGd+0H/MweXRaazZs2HAkjRdCHGPuueceysvLufjii0e6KRKYiNGprq6OqqoqgFE9nAsYUBDSm1Qqxfjx47uUHO4P7WnWv7J30PMiYvWzcZL5WMEeemKUh+mLEak9Dj2WeksOojuCE+1CMurguS4T5xWy7NPzueAzCyiuDJOT34+JMLuOxun+skE2IPG80RuAjzRlKc67fj6BHB8frSjCN5g717r7zxHuT3kehpv+wXNBa8ZbisvHl/S6WeXsecyKtWJ5LnYPQ9S052H7A0xobuhTEBqPx4/gJIQQxxLP87jnnnu45pprjrjwzmCQwESMSu+99x6O42TzTI6kB2GsOe644wa8baw9RVtDAtNSg/pg2bNzaNl+FqDwhRtQZhKUi+GL4gvXkYyU07br1ME74ChgJzX7trTQWhdn5vsqOOWy6RSPD2Nafb+wygBfwCSvJIg/50DOkGEelD91rMYlqodeKJW+HBqwFbx4Yg7fiDbyl7oWpoT8TM8ZhJK5WmO46aIBSoPhdX2tP7Lvok63WpMu7ewqhVYGPtfhwndfoq16V6/7yC0q5oOzplPZ2kDMn0PSMLP79DyXtrwClGlRmOpbwBEMjt0HBEKI4bV8+XKqqqr49Kc/PdJNASQwEaNUQ0NDlxu3YyU4qaioYMqUKQPePn1PpTEMhekf3OvVXr2EhnWXkWovxwxE8eU0owyXaM3x1K36J5x48eF3MsbYSY9tq+qIR1JMW1TGhV84ngVnds8R6JFOByWhPAvTMph/WmX2JtzzdJefsUgZnYKKAQTByoCcfD95JUGCYSvde2SAQzogaQrDY6eG+ce0AC81RfiPzdV8/L3tJF2P4BEG3coDv5OZsLKH9vcjODE7fnIjrVh2ukqZVgqFpjjSymc3vsqMnRtZ8Zc/H3Jo6ikXXsLXi/xMba3DMU3aAiHaAjm05+Rh+gOcWVnO9OChe+wyezcLKmiN9zxXihBCdHb++eejtWb27Nkj3RRAkt/FKBUMBjEMA8/zsv+YK6UwTbPLMkiX71VKdVs+0g5uSWYCvOwM3R29QZkJF30+H4sXLz6iY4bz/QRz/URbkvhDJk5yMBO3FZGaRURqjyOQvw9lpWd+d2K9D1EZ8zS01sVo3Btl4hw/Pr/JaZfPpG5XK7U72g+7eSrh4qQ8DFOxa20DoXw/sZbROZFjfygDfH6TVDKdc6QUYKSHwfVlW8tvotGMm57PtOPLyC0OUpOn+PGzm3ETHs15BjvH+9Gmgak1LlDvuNQ7LgEgdSSN1xqj43vC9MAxj2xWeKUURc11nPv3x9g7fgq2P0hQaabv2cG4hn34gkEC5RU07qmifvdOyqdO73E/puXjgks/zCkN9Ty2dgOvx2wivgAV4yu5fEI57y/M5e32RTz//PPdvud09v/AVgaP1Rbyyn0r+ZczpnPuvIojODshhBheEpiIUWnq1Kls27aNRCJdurW3PI7OvSqGYaC1HtScj4HSvfx5R8l4gq7NpLYm/P7008/MXCclJSXMmjXriI6rDMWskyp4b3kVrq3xBQzsQQ1OAG2SbJ10+PWOEnbCY+VTOxg3bRGW38IwDC77fyfy1O1r2LulGd3b5VXpG3bP1XiupqX26Bj37wsqDNPoct7aS5dXdtzDf9a0B3E8EqbC2dpMfmmImUvK+Z8d+3hzagAPsA4ah9j5dyg5wHarLvtROKbG8DTKUz0Xm9O690T7jsDAcl1cw6C4voacRIwpe7czMREh0LGdDvixE3FibW0YhkGkubHXwCSjoLSMa89eyrUHLY+3p7Cax5GXnErE3Ncxh7yHNg5Eg3F8vOefRzwQoDqR4rblWykI+Vgy9ejrzRRCHJ0kMBGj0qxZs3j99deJxWK9rmOaJlrrLk8Pe+oxyfS8DJfeHoZrpagqqaAxtxC9cwNT2tKlkC3LoqSkhAsvvJC8vLwjPv7JF09l/85Ware3jtlhQqPNvm2tPPO79Vz8xeNRSmH5TD707yew/d16Nry2l+aaGNGWZHYEkDIOBM1a6bHbQ5K5L+805MlzwXM8XKfrSTmpw/+OtYYU704PsLPCh2cpAi6sam4h9Y+9/CMYzfYqZmitOXQNqr4xSA+3sjvOJS/mEg8auIZKj2f2dK+TNXbjpcsVG57Xkezu0lRYilaK/GgbpnkgylEoDNMi3t5KuLAIf2BgRS0izUmevXMt9VURgnoShpVLNLAf14yCp4ko2EYRG8zxpBwL1/DwigPsyjH5t01V/KzAx/sLczFHeSERIYSQwESMSrFY7LATFFqWhed5uK57yB4Vz/Oyw6VGigaSlo/dpZWkTIu3Zi/irLY9hP1+pk2bxsyZM8nNzR2UY5k+k0v/dRGrX6hm81u1tNbFD9xEHnyjKfpEKcXezc3s2dTEpHkl2WUzTyxnxuIyane08tjPV4FL99K/R8G1Tp+TRimDYNhHrLX//RaNYYO/nRSmLWQQSHlYtibuN3hrvEF1SyNOyYF6W7pj+FZ/L13HiDIyfQhGx49S4HbszHI12lCEkhqNxjXTx3FMSPpU150dTGty4nGU9jA6hoQZnott+WnJL8LfmCTieuRbZjaBU5kmTiJOMJxHxYyZ/TyjtDef2E797nYMQ+H6DJrdQlKxAjztkOMZeIZiQ5FDMs+HOzkXN2wBGjzYqTz+dUMVl48r4qvTxuE/BnL1hBBjlwQmYlR69tlns0OcOgcVnf/suu5he0O01iMWlGQqC3lK4Rom2ysm4fr9aA0NwTD/mPR+fr1gypCUQzYtkxMvmMri86cQa0/x5P/3Hs37Yx1DUFS3p92jVSbB2huMx+YDbYMC00pfs01v1mYDkwOvK0om5GKYCtftel0P/7nTBAr2EijYA0qTbKvEjU7F88Ab4fdIKTAsA3/QpKA8h8a9EQDikQM9Q4ap0kO4Ui7eIfJLNPDqghBtIYOiiJtOOldgGBrL1ewJGZQ4Hgbp5PeB9m9q0kFJZtiW1/GTSXIPKkWOZTBzR5x9xRYJv0Fu0qOkzWFviY+k/0DltG7DuLTmtLXvUl1WjlaK3ER6aJ6HxsVlz7hpFLS34roptk+axe6JM4gEcsiNtDCrajOnfOBUfIH+V8tqa4izZ1MTAI6lqHUcbK3xK0UYH4VKMcGD06Im/zstyKawBUk3HZd4GmyPtqDJUw2tTA4F+KfKozgnTAgx5klgIkYdrTV79uwB0sO1eno901PS201954BluIMSWxk05+Th0x6G62Jqj2gwxNZxUwGFSfpp8DttUbbGkswOD11pT6UU4fwAZ39qHq89spXW+hh20sN1+pClPAr4/GbHEKGRuUnPVJ1SRvo5fLSl57Rrw1SEcv1EmpN4rk4HVJm6t70wg62ULvgLoeKdKLOjmpPrI9U+idZtHyPeXIDnjlxwohQUVYTwBU2irSkMU+Hzm0SaD3x2PFfj2C5WwABP4boert29zfsLTOoKTXIT6aBEAa6pUKbC9DS+lCaaq7qW7T0CFukAR3f6+4ycAFeMK+b0olzubd/J4reaMDzN7nKLF+eHSPoUSqdL/R7MBC5pqye/ppotk6ZQ3NpMpksl/clQtBSV8vai04jl5NKaXwxaY7ouTRUFbJ80iy25OfwhEqUyN9yvc2lvTJCKOximQYvnYWtNQCkmakW+TpcFj2pNJGCSKg4wNampcTTRzNk7mkRriqRl8df6Fj5aUUTIlF4TIcToJN9OYtSxbRvnELMbZ4IRwzCw7Z5LYo5kArzSHiHHxnJdUIqm3ALemnk8zbn5QPqJrgk4WvNGS2RY2lQ+JZ+zrpqD5TexE6M/KMkEBHbKHdE8Ge2lCwooA1AQLui5XKvlM5lyXAlmp1ncNbrXMrrKTFK+6E/klG3Gs4PYkTLsSBmuHSJYtJ3ieQ+hzGgPG5IOAgZZOiem6zLPg6baGDXb2mirj5OMOkR6GMLlOZCKeSRSLomgQarTswTDTLe5PWRgm+Dr+HX1FHi+9HmYHphakzA0wb7meRxG56AE0rklexMp9iVtbA3fuXAOEz84kVSJn9dmBUlZCr+jsTLjxzpdjFxD8dCi6XxryxpacvPT8550OZrCwECj2DVpFlUTppOy/HiGiePzYfsD2L4AG2y44vU1tMX6VwTBsNIfPo0m4nkYCsq0okArFOkeGw3szjeImlBqa2Zqs0sbvZRLS0uCmniKqsQR1TQTQoghJT0mYlSyLItUKpUditVZ56Fco5EJrJ4wDdewsDyXtnAesUAI0Nlx7mHLIGQYRPpQxWiwvPbnbbTVJ4bteEciU/Gp14pXwyjda+NiWQazTz5QejXSkqBqfSO71zcRaUqgVLoMbirpYFpGOqBRYCfdbueRU76JYGE1TqwY7XXKrXCCpCIW/tw95JSvp33PSV22s3zpXguFwk666UDFZ2AY6RtXO9H/C6ZUR7CvOoZAaZ1tb7fhZD3s3jZhwyQ/myb6aQ8aeAaUtLvMqEmxsMrGJF0AQGmFa4CpwfWp9K7c9GzrsZBF0tN4g9S72dNe2j3NXXsb+Ft9C2cV5/OdUybxo1KTttomlAbbZ6DVQcn3QNzTzMgJYuaFydnbjFaZ0t8HUvVNFJ6ySAaCeChsvx/tmuly4KZJQClSWrPb8PPrlWv41pnv7/O5lE7MJZjrI9KSRBsaQymKM71OaLxOw9Qyw9dCQKE2aO4Yw6YMRcp2aU/I3CZCiNFNAhMx6vj9fiZMmMDOnTu75JYAo6Yc8KEYwPE1u4j5/IRSKQzt4ZgWu0sqWD1pNgQCTAv6iXiaMv/w/Aru3dpE9fqmYTnW0SaVdDAMgwlzipg4p5jana28+cQOara29DzUSoE2NJ6TDqp9ARPH9rrc5OeUbwKluwQlAOGiAKmYidYGOeM2dglM0vkc6c+L5TdwHY/ckgDlk9M9ce1NCfbvaOv3+Smja+CvlOp4Bg/KzAQrPQeJtgnPL8phV4UP09X43HQR273FFjWFFmunuixdl6C82SGc9IgHDXKSHp4GZXtoBW1Bg5YAmJ5mOB411KccXmlux9sOb7dGQans8K2eAhoXuKu6jmnzF1ObXE80EMQrLKIg0k6go2dXaXD8ftyOGdsNpVCWr+PapnduoUkqg+faYvy/ZJJAoG8z2PsCJnNPGc87z+4ix1O4SmNh4JF+X5Ia/AoWxD1yXE2bT1Fsa2ZgkNCaGNDqQpvfIBW1mRzwHe6QQggxYiQwEaPS6aefTk1NDYlEokuvyWiaQPFQSuwkuY6N6zrpuRIULNwTYUJrE1WnnUsSRYFlsLToyMsD98Ubj+0YluMclTRMXVjCWf80l+3v1fHyQ5tJxXq5he64wVWGYsYJZZRMyKVyZiGhPIuHb16ZHUZn+hJor2v+VCBsUTIhF+1q2prbSLXFO/aV7okxLSM7wigTEM06sZyTL53Oa49sZfs7dYN2vhmGqfAc3etE6Bsm+dlV4SM35uJz0/kZKZ8i4HhEAgaxoMErp+Zx9l6XHKA+1yTmVwRtjWMqIkGFbaUnfBmu/s/MINE17TESnR5yHOqb5dd7GkAHKJo6A4DmvALac3IpaW2msL0N1zBoyi8EpVBaYxndc+MADDStyqS9vb3PgQnAkoun0toQY+2q/biuJtEROrqkg5KpIYP8pObERofXK3yEXY3pgYGiEPAZYKMobHG6zREjhBCjieSYiFFp+vTpnH/++eTn5/eYAD/aWZaFaafweR4m6bKiptaUtTUx/Y2X8DyPayeUUjEMTy/tlEvTvuHJZRl0o+AeSnvQ1hhn97pGXvvTVlLxw5SfIh04JKMOJ5w3mXHTCygoC/Ohfz+BovE5GJYiFS1FGelMCGUocosCjJtegKEUpmUQyNVUTJyN6TMwTAPTUtmgRGuNnXTxhywWLJ3I2pf2sPEf+3oNHg6mTMXEeYVYfqPj/LpOB9o5p8c6RJK0p2DTRH9HT0n3y5CT9LCNdM5N8owymGwR90F72KC+0KI5z8T29ZDcMgwijkvK0xRZ/fhuUYq2cC6lrS2UtLYAUF9Ywv7iUlpy8wn4feQaqmNW+e5vhtsRtOS6dr+/0wxDsey6BVx03QKihRZ+A8KGYoJfMS/HoNBSWMB1u1IsanZpCBhU5yjqg4rqHIOoZXB2rc1pjS6WMQp+qYQQohfSYyJGHa01DQ0N1NfXEw6H0VpjWRZ+v5+GhgY8zxvVPSeWZWVnrO9p2pCilnrOe2s5p074CDD0MzLH21M9lxoaAw7cjI9sO1pqY/zjz1tJRO3DFwjT6Zv9ppoobfVxCityABg3rYBL//UEdq1pYO+uMzF8qwmW2YTzywjkWOkqXoBtt2IoP7MXX0Z8T5itK/eTjHUtBhEIWZzxiVk4SZcVf9uF00MlrJ4oA/KKAsTbbQJhC8dOpYdp9VL9y/PSFcZ0D7Uokj5FJGjgt9MJD0qng5XssUjnYeREHZ6p3YqXqgPfHNLPw7yON3fkPpcJzyNyiCIbPXEti6pxleSkkpSmErT4g6hAEH9ZHnceP527d9XwSH0bKQ0+upYt1oDPc3mfcikoKBhQm+eeWMFX5xWz+uY3meBobDQ2YKEIAtjwjY0J3iq2eL7EoN2vKIlrjm9IsaTFI1UcHJLy5EIIMVgkMBGjiuM4vPDCC6xatYpksmsFINM08TwPwzBGbeK7ZVk9VhQ7+FYg2dTI73//e5YuXcppp502pDcLls/EChrpZOmxQh1Iyh6shOgj4XkQb+9n4rDW3XJQ8oqDLDxrIsfpCVRXN7Cv5v/Q1OI6hQAkEs2k4jYqvpTd0TLmfCCf2h0tNO+PZwMiZUB+WZDaHW28+vAWktG+31xrDcm4g2FCuDAAWpOMOzjJnq+xnfQwrI6o46BVTFdjeBrPIB2MAW6np/Ea0EphJyNEHBfbN5MDnfSZDPJ0AnnmBn645JoGjbZDUA3gyEoRCwQJhMNYHTPTm0rxH1v3sqE9hmcoUtoiBemeUjQKMD2PymSUT86ainEEkxzmhXws+uA0mp/ciQUEyQSB6dwgy4PJDSmubEgf1+n48SmDCZL7LoQY5SQwEaPK66+/zooVK3AcJ3uznpkg0XVd0BrtuvhsG8fnQ3e+oR/BJ4GGYVBSUsLUqVNZsWJFn7axbZtXXnmFoqIiFixYMGRtC+X5KCjNId7a2o+t0hP/+XLrwDNJtEzGiRcNWRt7OHz6xlZ3vyEedgpMU+EeXIP2UDQEwj5yi3vOI1BKMWnSpwmFJlG7/0nisSramxJEGgpoq3of7XveB2p7ulwx6cpbls9Aa3BSLnW7IjRURw45qWFv7UpGHZJRB2UkKCgPYac8OESGh+doTD+4NgfeF8DnwuR6h00TfYSSGs8kHaR0SJkKn6NxdRLbLMajh+FLHcGJHsaeE5+CREewGzQMGGBlPEdrDBSe9tiTctiVygSIBwI5Tym0hqJUgkl2jK9MKuOkObOO+BzyTp+Il3Bpf6kKdVBcGiWdg5KJQUyg3DQp0wY+39gbFiuEOLZIYCJGjXg8znvvvZcNSjI/kL6RU6kUwUiEWG5ueo4QDa7PwlMdj9e1HpbgxO/3Y5omjuNg2zaGYXDWWWdx6qmnsmXLlj4HJgCpVIoXX3yR2bNn4/MNTb6JUopguO+/6r6cBkrmP0mwqCo78Z9nh4jULKRp8/lot+9Ju0dkpAOSDE2616D7FB69UqZi9skV+IO9X3elFGVl51NYfC4P3Pl32ra2YkQLULrr0/TMtBrKUNkKWUD/g5KDaA9aavs2p4bbMfVFWw7sK7YY3+iSF9fMr0qxu9yiOc8gYKef1msgZSlSlmJSY5Jt40N03MKj6ZgQZgQVmgauhlKfScTVA+6tMRQ4nsbt6DVR0CmxPN174aDRSnFOQQ63LFxIXt7gFbsoOG8KuadVEnltH059jFRtFLcuTiGKfGUQ7zh20GfgMxU66RGcWThoxxdCiKEgye9i1KipqaG9vb1bUAKA1uS1tRNKJDBcF9vnAwXGCAzpsiwLwzDw+/0Eg0EMwyAWi+Hz+QY0dry5ublfwcxABMO+7CSBh2L42ylf/EdCpds6TfxXChryJ79F6YK/MHoihuGj3fT8EUYfJwCcOLeYBadPOPQ+tebp+ha+fd9qmtcYEC3CUQZODxPGO6n0Hb/narTWfW7HYNKA34a8qGbtJB+7Sk18jstJWxLkxTUJv0F7yCASSs8HMqXeJhVM4WTj7ZHNKcm04KTCXObkBIi6mnbHHdCnWUFH75EmMwru4L4IpRS+jjya9wz/oAYlGWbIR8GyKZRcNY/yfzkeI98PBhg+g9ygRX7IwlIKnXBRQZPc0ysHvQ1CCDGYxkxgctNNN3W5YVVKMW7cuOzrWmtuuukmKisrCYVCnHXWWaxfv34EWyz6y3XdXucosWwb07Fpz8vDNc10QqlSOFbHE2nPw7TtIc+S9vl83fJBlFK0taXnj8jNzSUUCvVrn1pr1q5d2+ss9oOhdFIehqHwBYxD3hvmVr6HP68WO1qK54RIr2zgpvJwE/mEKzYSKKoasnaOVqmUhy9oMnlhyWHvrXMKfFzwmQX4Q4fupfq//c385t1qxr/TiulByvz/2fvvOMuysz4Xf9ZaO5xYOXXOOUxPT8/0BE2QhBLKkkU22BiMDQ4YY/ti++crc7H4CS5cfC+XaBsQICEUQFkaIWlmpMmxZzrnUNWV08lnh7XuH/ucyrG7qqcH7Wc+NV11wt5rp3PWd7/v+30hUALPFlTt6eLEmKgQXevXL7XNADKAdEWz93qAUQIjBE3FkEdeK3Lf6TJ3XPE4eLnKvm4PJ+vQvnEYFRYwyFq05NZhA62WokVJ0kwWon9tKMfTuRKjQXjDFsWCqPFiSsoJuTV3nVj02IC3vCL7G0FlHVp/fA+q0QVtMNUQXQ4g0MiMQ8sP78LuSK/6OGJiYmJuhjeMMAHYt28fvb29Ez+vvfbaxHO/8Ru/wW//9m/zu7/7uzz//PN0dXXxtre9jXw+/zqOOGY5tLS0TKQzGWOm/Sjfp5BOU3HdiV4B0yybhMDcREHpUrFtG631hDNYGIZIKUkkEgA0NTWxffv2ZRWzG2MYHx+nu7t7tYbN7vu6cDM2ob/w3fbsulcxoQ1mdi66DhII5ZFqP7Nq47xdUUpw6Ac28OYf30VzZxJlTxd4UoGyo3qeBz68Y8EULoAhL+ATPUNsO13CDg2+qqUrUne3EvgzTmdT64fzegQd6nUlRoDrR31N2nIhw1mFExhSHmwY8rm/2+doWdDelWbzrmaku4WK1bnI0ldng3yia6sQaopM6rmb1XVZJdmTTvC+jkZ+b+8mkkuw37VvUf2bu6mBzn9zmKb3bCN5oI3k/jYa37mFzn97F8mdq+8AGBMTE3OzvKFqTCzLmhYlqWOM4Xd+53f4T//pP/GhD30IgD/7sz+js7OTT37yk/zcz/3crR5qzA3Q0tLC2rVrJzq+T7UErlgWWkY9DwwQ1PsA1OtLYHoh/CoghKBUKs16LJPJsH379onHHnroIQYGBhgcHFxyl/pKpcLw8DBbtmxZ0THXcZM2D/3wLh77i1NUy/PfvZV2CaPn+1iI9q+y569LkCoyKpirSzhEjlJOUlEt3uYOYVMKD+yE4sgPbubOt23E94fZ+fB1Xv2WpuJZWEhsmUKQIEgoruzL8mq6SursNd7V1sT9zRnUHOflk2N5Rv2QtpEoSmZEVJVQd6gCCBUTxe8Q1a1EgldPun3dQjsrAdgahAY30BhgfRgw1KgYbLQQ2vBSl8vZLouCbWBknBA5p6PXtIWuImOh5sZK2yexgKylONqY5j9vW8v2dGLa83c0pHhqrDitEWyduqPcvU2ZmxzF0pGORebeNWTuXXPL1hkTExOzUryhhMm5c+dYu3Ytruty9OhRPvaxj7F161YuXbpEX18fb3/72yde67ouDz/8ME899dSCwqRarU6zpa2n5MSsPlprSqUSUkqSySRCCN7ylrfwJ3/yJ7PsgPXMhmT1Yve6eBFi1YXJXL1TjDF4nodSUTfnYrFId3c3O3bsIJFIMDAwMNG9fiG01gwNDa3W0AHYdmc76SaHlx+9SvfpUfxqJFCUJaMaBiAoteA2zZeqFW1DUJm/jkaHUd8LZUVuRMoShEG07PZNWQJPM9xTXLmNWgWkDSYEBKQaHN79C3fQviFLudzNqTO/ylNOgu8+dB/dXgfat9g8WqItKPPUpg6GnRAzOArAp3tHOZhN8gd7N9GZcKatY8QPIz2t5ESUJBInNQzMpTqM1tMeU/ZkYfpqM/PqkkTOXA0ljREhX747zVhmLtenmksVTA5dMPOXpWNmLGiBRdysKAFoshXP37eP5DzNJv/TljV84JXz+AaUMbW0LtAm8jpLSMF/2ja3SDDGcO30CC99/QpD1woYY8i0JLjzbRvZHQuLmJiY70PeMMLk6NGjfOITn2Dnzp309/fza7/2a9x///2cOHGCvr4+ADo7p6cMdHZ2cuXKlQWX++u//uv81//6X1dt3DGzCcOQkydPcvLkScbHxxFC0NnZyf79+ykUCti2PbtPSV2ITP17vsdWgHqfgaVEPKrVKp/61Keibu9K4bouSikKhWiikUwmZ0Vapq6nHh0ql5fmkHQzdG1p5F0/dwCtDV45oPfCGMUxj3K+yuln+ij1HSLRfAWhPIx2IqvmWidw5ebRfpJi394F12F0NMlOZm2ULVFKsvu+NTS0Jfi7Pz0167DdLshad3WlJHZasWl/K0ffv5VU1sUYw4VLv88nclt5xhxBu5JUooSnbV5szFDARQpNRikcqdAYKqHmhVyJf3ryCp89tB17SspPg4qsf0c2Jsn2VVBEvSbM1An3lJ0kLYFfCUGA7SpSjQ754cq8jRFXGy1AGlAaQgHZkmbflSpP7kvN847atotZymTpTBMkUx6s25atEqN+SE/FmxUpqXNXU4aP71zPfzzbM2FDTNRzkpQU/O6eTWxNzX6vMYbnv3KJF792ZVq/m5GeIt/6s1OcfbaP9/6rQ3FDxJiYmO8r3jDC5F3vetfE7wcOHOC+++5j27Zt/Nmf/Rn33nsvMLv4cK7Q+kx+5Vd+hV/6pV+a+DuXy7Fhw4YVHHmM53mcOXOGa9euYYwhl8sxNDREEAQTkYRcLkd3dzdBEEx0TV8Sq/SlPVeEo95PZT6CIJgo4FdKTZx/czWDnOk6JoRYctrXSiClIJG22XKwfeKxQz+wifMvraWn/zJ282soKwVhmsJYGcsuYBCMXXgYv9ix6PJ1aKiUfLYd6mD/w+tZs62Rr/zeqxhtogiNr28rcy+hBPsfWse+B9didNR8MJGetG8uFs/x3bEyj+m3IpCkhEfF2AyaDEXhAAINFENDaEKSSpFSilIY8lq+xNd7+mnrjiK7tm3TvG49GZngwiaHrpOKRD4EGd1hNyISKIkgOr2Pvm8rmw+00Xt+FCElm/a1kG5y+cr/+yoD3Xkq+clu9PVakNUsRdG1ZRsBgYJM1TCWEmzrC3hmtyFc0DHsBkc1M0pS38j6k6toFR4C/7N7kF/fNf/3wo+tbeMH2xr5+KU+XsyVEALe1JThlzd3kbTm7h3Se2GMF79+ZSLKCJOfMUbDtVOjPP03F7j/Q9vnfH9MTEzM30feMMJkJul0mgMHDnDu3Dk+8IEPANDX18eaNZPh74GBgVlRlJm4rovr3qK+DN+HnD17lkcffZSxsTGMMRNF4zA5OZdSIoSgWq3ieQvkpSx0q/0W3FVcLB2rThAEBEFAIpFACIHv+7NEzdR9UBcxbW1tqzLupWK7ij33bWZn+Jtcv/4ZBoe+yfjwAMryqea7yF09SqHnzvkXIANSbedINF8FoQmKXVy/cAf3vCeqmykXomOrbDmR3vV6R07qE8J0o8OBR9bT1DH3Hf9nh6/z29UPUiBdmyPPfb6FQFEbAhOStiRJJbGHB/nq579H5+ggEEXJ7NdeY8vW3Rxbv53n39TE3Y+PkCgarKkBQMBNKy4fG0IA+x5eRyI1KZZ2Hu0iN1ImqIb0utDbrOgY1yQ8jdKQqEbLW4krY2pSWf33QEEga3UnBpQ2WOFiwuRGidYutWCdBwUF4xMNHVe/0Oaz/aP8yNpW7sjOFxGCJsdeULzM5JW/u4YOIlEy8yaFUJG4P/VUL0fftxVlvaF8amJiYmJumDesMKlWq5w6dYoHH3yQLVu20NXVxTe/+U3uvDOaOHmex+OPP87HP/7x13mk379cvXqVr371q+TzeZRSE+KjTj2FqR4pWFLKwi1Ka5BSYts2mUyG8fHxZVv51rer3vNkqjCpb6fjRHUHYRiSSCTYuXPnym7EDaJUig0bfoq1az9C35VzfOX3TuIX2+Z06qpjpYZpP/g5Eo09IKIIkRASv/g43/vSKO/+Jx8hmY22V0qB5SgCrxZJeh3ESX0yGBXrw/qdzTS2z23zfDxf4l9cbiC/jAlw1Rh0ELJ1pJ/9F0+SqZQmjrvWmmq1ytpzJ7CMZrxxR5QbVUvkmhrtqBZC+os5BrvznHqql3f/wkGauyLL1+13dTDcU+DLZwd4dKtNyZU0lELWDwUkfYPQht09Pg3lm+2rXjtvAYNA1yIlgaq54wGWhrwr8azVvT61gAEHAlHbZTOHuUqrz4eaf3v6Gl84vJ30zHq3G2TgyuKOkdVSwHBPgY5NDSuyzpiYmJjbnTeMMPnlX/5l3vve97Jx40YGBgb4tV/7NXK5HD/1Uz+FEIJf/MVf5GMf+xg7duxgx44dfOxjHyOVSvFjP/Zjr/fQv6/wPI+LFy+Sy+U4ceLEhChRSk0TJXOx1IjEyjD/LMZxHLZt20ZbWxu7du3ic5/7HKOjo8tfwxQhYlkWxpiJ9LV66pYQAtu22bVr15yOc3U8z+Oxxx6jp6cHx3G477772Lp167LHtByUShGU1+EXhhd8nVAeHQc/g9t0jaDUitHRXX1paazUMNr+E4Z6D7P73i6unRzB90JsJxKqgR+igyUe95ouSKQtvOoy3jdzuyyBkGKiL0hTR5JDb984pzA+XSjzw6+cZ1RLljvzNWHI9qvnsYOAUNlIU48SRaI1DALWXTrPoXwrlYpGJCQiAO1PT+mTEixbkhsu87nffJGG1gQIQdfWRtrua+dLmQJBNaQlFyKA3hYLAVSVoJiQPHSiMi0SszzMtLqXqKt7rbuNAVmrMQHDmXV2FEia6zq+6RsKtYMvIlewWaLkFnC2WObbw3ne29G0Istb2iYYwvDWpXjGxMTEvN68YYRJd3c3P/qjP8rQ0BDt7e3ce++9PPPMM2zatAmAf//v/z3lcpmf//mfZ3R0lKNHj/Loo4+uSrfdmLl5/vnneeyxxyiXy9PsfqWU0+pJXi+kBNuugPDxqknAIITBGAtjJlMlhBAMDAwwMDDApUuXaGtrW7IwmVrXVN9erTWOE3V+Hh0dxfO8id4nruuyceNGfuAHfmDeiNFjjz3G448/Pm3/nTt3joaGBn72Z392Vc/xK8dHFn1Nqv0MbuN1glLbdKthowhK7djpfrqvfZ07jvw8a7Y1cP3cOJ4OsWyJ7SqqwdKaz0kpaOpKYVmS/EiFSsmP3LOWQT1SYgw4rmLtziaOvm8bLWtmN577RPcg/79zPSwopxeo5e4YGybtlSnbNmvKhckx1NIXtdaYXIrKeIhtK5SlqFRmR+Z0CGGgMRqqxYDBUgEpBcPdBU5dHqR4Zwq3yWYkYyFKITKM+oy05AJ29fiUXMhWbiSYEImSKIOyFu0RUXTE1J6XBnxH0NNqc3K9s8CibrIGZEqwqjIrYDHFOnkV8Qw8OjS+YsKkY1OWwujCN2tsV9HUPn/6WExMTMzfN94wwuSv/uqvFnxeCMFHP/pRPvrRj96aAcVM47vf/S7f/va35xQf9RqLxYrHV4to3YampgqhHkcAlvIJQ4vWtstUK1lGRtahdTSxqlarhGFIQ0MDhUKBgYGBZY1dKTVRS+P7/oQoqxfFp1Iptm3bRkdHBxs2bGDdunWoedJD6mJvLnK5HH/wB3/AL/3SL837/psl9MIJR9b5Nj/RehGEnqf/icBoh7L3PEIKfvCfH+SxvzzDlePD+F4IJup9ohdxl7ITku1HOnnoh3dSKQT0nBmhOO5RznsEQRQpOPlkL7pWXF+fyEMkaKQlCHzNxn2tHH77RgJf07ImTaY5ckt6eizPn3QPcbZUxRGCDUmbbwzmmC6ZpsyO5xzu9Jlx0q+CAVtr5IydVxehysuCAWWpyGFrnt0Q+lMsgi2Bk7DQoWHEESQqGmNL8sKgU5H9sNEGYxRP70rQngu442KVpmV4SkxukZhwmALwFYxlJAVXYmnIlENe2eryylaXqrNEZTCxL0zkqaskS1MVMytdmP33zJN0hVM/uysLC4nlcPd7tnL5teHo3JfTjVp0GO30zQfaJlIgY2JiYr4feMMIk5jbl3w+zxNPPDFntKDO6xUtqd+ZTqc9pCphjE1kkqVqVrgWpVITyvLRnk19ghMEASMji0cL5kJrTTKZpFwuE9SiAVrriToV13U5cODAtKaM8/Htb397weeLxSIvvvgi99xzzw2NdTFa1mUQMurrISRzNk4UMmDWxHKKT4GUFrYbhTZs1+JtP72PYq7K5VejSVnn5iwvP3qFiy8PofX080RK2PvgOu5656YJEZFpVuyao8dDpRBw4eVBlCWxHTXtnAsDg1KSXUe7WLujedr7/uv5Hj7RM4xnIr8pbQyvFuazbp5MKZr9+HQCpRBA0UlwzXJYUxrHnuW8Vr9mln99SCWwahlmVU8T1oRB3TVLANdbLHraLIazFu95roizjNUYDAKBynqo1iovNKd4vrWRXNIilIJAgrYEWi5RtE8RJFYQopXE9qtUZRS9XFRE1K3AJrzHpj0x9y6c0ufoRpl6dGwxGVnVOqC758/p6/tbKpVepHBobrmXjRt+lmx216LLbVuf4ej7t/LM316MhOTUDRDQsibNAx+JHbliYmK+v4iFScyyqZYDxvojS8ymzhTPP//8RFQE5hchr4c4ieo4wLJL6FCjlItSUCwplKowNraGMLRIuHl0aBOGN3d30nVdHMfBcRzK5fKcFtbVapVPf/rTvPOd72Tfvn0kEnP3RxgYGFhSb5Nnn3121YTJzns6eenrVyjlvWiON8cc2i901h7URG33JhESnFRAQ9OeaY+nG1z2vWntxN9v/5n9nH9pkBNPdDPWX0ZZgo37W7nzBzbS0DZ3UfpMDr9rE91nRqmWAixbImuF2IEXdUpv35Bl253t097z6d4R/rRnCG2i3iIVbSguepoubZLb39BCxXZI+lVKToLuTDNdxRzJ0J+0hs4UUH5kn2w5akkGU3JKP5T145rnAa8eMKg9rgykqgYjDJ4F19otXt7ucvTcfHf855rsRwst2/CZ3VkuZZowcoY7lJiy4iXP/QVaSoQxePaU620p6V5i4n/T37cYN1D3Mteze7LRtap1wLFjP8PY+HMYEyKERWDy9Pd/iaGhx9i75+O0t7910WEdfvsmOrc08OzfXmCou4DW4KYsdt+3hjvfvnGaC1tMTEzM9wOxMIlZMn415PgT3Vx+dZhKMZpcKRfGzCAYMf2O3wpRd7SybRvP826w10eIDquESDBVtLbA2DhOmUKhCcsqo7VFGN64JWc9Vc33fZRSE71LbNueSOWaKsx83+fLX/4yTzzxBEeOHOH++++flY611LqWxUwFboZkxuHID27mmS9cxK8Ec87vin37aNz8JFZqlKDUAogJx6tkQ5lUNk172w8suB4hBDvu6mDHXYv3SJmPtnVZ3vEz+/n2X56mOFqNeqUQdbZfu6OBt//MfuSM7t1/1jNEYAwNSlLWhpJeuXO4Yrucb1/Hvt7LJL0KFdtlMJmhKz8adQgXgqOPHGT4+TT9l/ORcLbEtLStWQgmBBfApryhbTxgJO1MS2oKZWSlqzQ4AfhWVJx+14Uq1oxLKDovpysL34oiIsc3OpzclOFa1p5/Im+iCJLUBi1n9hiZ+/V26COAiu3Mem5l0q+mblM9oiKmj6uutOfbrBl/2wION0S1SJcu/Q6jY88ipY1SmSmL1IRhgdNn/jPNzfdiWbNrl2aybkczH/p3R2rpngYpxawbGjExMTHfL8TCJGZJhIHmqc+fp/v0KJYjqAZFiuUSZkyggzQpdxOlzOUVL0CtC5G5mhQuFWMEnpdECIPWkTtWJjOIUj5BYOH7DRijmHm3f3nrmBQepVJpotP7QjbDxhjy+TyPP/44169f54Mf/OCEhTCw5L4mqdTqFsfuf3gdTlLx6re7yQ1XCPwwqoeoiQ9BG7lL76Z555dINA0hRRppKexEFcd1Wbv2QzQ13b2qY6yzblczP/6/H+XiK0MMXMmh8QmyowRihNPnTrB3796JvkVeqDlXqmDViuHLKyhKABCCk2s3A7BjoJuGSnROBFKRUJIHHniAhx95mPyBMl/5vVcZ6y/NSmWbiZNQyClRi7INXeOas5PBp2hCLSJHrqZCiJECxzeUHUkuJWkpTCqTSbEcXbglR5BLS6qW4NXNLlc7bPRS0qwgEiWAFUKoJmXBzJYvbuDTlRuhu6mDFf/AiEZCrTqmJi40NiFa24RzFs4vPAYJWAI2JV3ubcygtaav/0uAQcrp0U4hJEqm8P0xeq5/ik0bf2bJo456GsWCJCYm5vubWJjELInu06P0nB0l2WAxMjpMpVKOepMkBV45xK224LnDBM7i3vy3HolSIUKEOE6JbMMgCTfHlSt3ovVkXclqsFj6Wr254sWLF3n66ad56KGHJu6Wtra2kslkKBQKCy7jkUceWanhzokQgl1H17Dtzg4GruYJvJBk1qFS8LhyfITCaIVk9h10bj6CyjxFLv8CBk0mcxcd7e+kufn+W3oHWCrJ1jvbODfwIi+99NI0cfi1r32Nw4cP89a3vhVdm+ALoDp/3flNYaTixPptXGhfR1duGDcM2JJO8f+8+d4JN7Vsa5IP//u7OPV0HxdfHqBS9Ak8TeCHhH40ya4UfYSM6krq9KUFX9nlMJZWKCWmFepLoqiHbwnsIIqcaAnWAhbLWgg8W1C1JeNJuN5qYfuGscw8gr1+TGc0PjUSHA2+rE3768EKY3B9jwfPvEgi1FxrqTe/XekGJHVrZwCBQ5X1/gBeeT0lBaMpOV0s1VafkAJfG/SUdyeAtK1ISskPd7XQ6dpUKtfxvBGknDvNSkgLtCGXe20FtykmJibm+4NYmMQsiu/7nHjmCr4fQNWjUiljWTZBGOBXKhhAmSROtfk2FSZgOxU2b34RgEolzdUrh/D9JKvuMboIdacuz/N48sknOX/+PJs3b2bv3r2sWbOGH/zBH+Sv//qv531/a2sre/bsmff5lcRyFGu3N017bMOe1onfjTGcKt7JuVwRbTRJZfOtvMez3ZcIjOFAJsk72hu5M5uaECr5IOQbQ+M8N14E4EA2yVtaGliXuLlany9+8YscO3ZsliGD53k8++yzlEol3v/+97M+4XC+VGG1b1RX3ASX29dhA13NWWQqxaDnc73q40rB9mSCg4+s5+Aj66e9T4caBDz5mfOcfPI6XjlESPAUfH1HmrG0InQkMw2XNVC1BUMNinQlSmtqHw/JVGYKk3o6k8AIyFQMQgdcaU/gWZMNFGcxS2hOxifCWlqX4xmMAC0MgRLYOuTei6+xdaiPkuNGyxaTwmVlEROWxu0MEEqJMNDgQzKnGUxFIkxoSBmDk7BQQuAJTVlrgppQbXIsulybd7Y18k831OuTFnbAm+xfFHdrj4mJiVkusTCJmRff9/nmN7/JiRMnsHo2IQOXMO8B4M1IUTJCI/Xra2s5371gAYyNdtHr7Ker6xS5XAfl8nydlFf67u3C1C2FjTGEYUipVOLkyZNcuHCBBx98kL179/LBD36Qr3zlK3ieN/E+IQTr1q3jH//jf3xb5KMPewG/camXF3NFSqGmEGjGgwCFYF3SISklXx4c59sjef7RulZ+bE0r3x7O8R/OXKXXCzFE97nTSvKJ5DD/YesafqD1xrpd9/f3c+LECYwxEzVKdeq2zadPn+bw4cP86JoWPnaxl2Cl07jmQQPHCyUOP3mCYqgjUS9gnWvz7zZ38cGulmnjve4HPDla4NU7k8iGDrpezqFHPc6usRlrtvFcQV7OXTMfKEEIeOmojkJjGGqQZMqa1IwMw5IDVQuyVfBswdU2i2JCTNgFL8qUAdR/9S2BMBojos7zrfkxdvR3gxQkwoDW/BgDja0rJEoiJeH6PtJE+9WzLZAQGouCyKATgtaywTaQ8g2BJWjPhdgJRSUZDcKRElsK8kGIQPDPN3TwrvZGNibdiTW5bgfJxDpK5UtIOYcxgwkASXPzfSuxYTExMTHfV8TCJGZOwjDkL/7iL7h27RpaazLCQ5r53ZGEkWg5fz3FarPQ3CmSGoL+/s2MjHRgjKw1jJtvRnRrxEm9+3v9dyklyWSSZDJJLpfjySefpKurizvuuIMDBw5w/Phxrly5QiKR4N577121xopni2UeG8mjDRxtTHOoITWn+Am0oaQ1CvjVCz08M5qnYmDUD/AmJqmGnnKVw41pOl2bQc/n968O8rd9o3y3FiWpo4HxUHOyUOaj53rwQs3dTWnanblTZgp+wLO5IlVtONyQosuNhPHLL788kb41c9x1kwLP8zh58iT/8KEf4PL1XoIT41RtwfVmxdl1Dv1NKooKLFH01ZOHFpvDWwJG/ZCp9eehgUsVn184fY2X82X+j53rKYWa37vaz9/0j3G96uFrg0mAuS+BJIESEBioV17Nt16jamlWBkIpCVQURWkuarKVerTE4FmS8bRCEvLStgRXO6yJQvY598BcReq1lC4jQIRVtGVjhR6OV0Urya6rZ6gnzwVScfjKGf5u3z0Eypq+jGUi0Dx44mkOnjhHxXURBtYO9tNYGeNLD72Nx++4F2GiXjZVaQhEVA+T8A2BBcKZHtkwJrLxONyQ5Oc2zjZjEEKwdu0Pc+Hi/0kQFFEqNSUqFxDqEgl3LWu6PrjsbYmJiYn5ficWJjFz8vzzz9Pd3T3xt+eOYnuNUQK5mG7rI3T0mO+O3eJRLp261IjSt24Pptaf1CMn3d3d2LZNc3MzpVKJc+fOcc899yCl5ODBgxw8eHDFxxFow98Nj/PH1wZ5LldkqimULWBPOsH/vWcTuzNJ8kHIVwZG+XT/KKcKZXwd9bsItCFkcqI8sV1AycCJfJnDjWkkgqvlKufL8zuJhcD5cpX/cLabDUmHexvT/OS6NjbX7lqXQ83/caGHLw2Mkw9DjInqA+5vzvLfdqybqMmZL5JU37zh3jxf/8PjbLqSoxpoyragLafZdT3gpa0OL22r3SVfSuE30fllway0qjopAQEiKiafZ1x/3DPEtqRDjxfwN/2jjPgBYa3uoX7VaSJRslSEEEgB5YSkbAvKruBKu0V7TtNcCPFsQSAFppZyNZaWOAF4NpP9JOfaBTPFydS+McrCDnxMTQg25UZpGuimIiS24yKAzsI4D59+iSd23YlvLcEW1xhaC+O0F8YQBsaTafoaWzl09hQ/+qWv4voeo42N+JaFCkLacuP8w6/+LWWZ5Nn9h9ECxhKCRs9w76ghM+zz2FabEQsSJhLYvoaq0WSV4n/bMrtXTp0NG/4RxdIF+vr+ljDMMRknEjhOJ/v3/z/z1qDExMTExMxPLExi5qSen1+fPHvuKE61FdtrQEsfI6LplzA2Ult4zgi+Pf66jHXpc7TZtqi3I77vMzAwgFKKnp6eVV2XpzX/7cJ1PtU7Qi6cLjgbiyHben2aiiX+/y+McceRLr5BleOF8ryT7/kYCzVDXsDVisdS42qlMEQCXx8a50ShzK/v3MD6hM1PvnaRp8cKhCbK9pdASRseHRrnRL7EL9X6wijl0dQ0iLI88jTwonOIi43rKNsOmXKFD55yaBrNoY3BdwR2CF7tjv9dF6qMZhWXOpc+uTREosQmEg8hk2a161ybRktxvLh4+/X/erGXDa6NpzWVmii5GepT5tASfP2uFMLU06wgU9Hs7vZYN+ST8mAsLbnabiG1QYVROtiSmFGLoi2L0BiMFLSNXOPIyecRwpA3AS/svZtcYyspr4qvLHylFhV/Ca/K3ZdP0ZEbwdLRnjVCMJ5IceSll0h4HtfbouiGEGBsyfXWNXQMDfGeJ7/DK7sPorTirt6AR66HNIWC1rUZ1m9q5NO5ccb8cCKtbnvK5aPb13Fv8/wRSSEEe3b/Gp0d76an5y8plS4jVYLW1kfYsP4fYtuNS9tvMTExMTHTiIVJzJzk81ER+8RdfaEpZi+SLK7D8ZqRYdSt2ciASrKPcur67T7fr/GGGCQQpdNduHBhWgH3SvOlgTE+0z9KYaooMYb9VzzuPlchUStgvtxh8Se9w4ynFeE8NQ0LYYBzxTJ6Ge5XIdBsWzRaikvlKn/aM0SbrXhytIAmEiWaWoSittCrVZ/faljPm7a9xJvS38FxKoRS0mi7JMVlyuadvCCOki2kKJfKlB1DxgPLM0gDTT6M1Gxv9132uNpmE6rl9dYwQEpFdrWl0BAAg37AkL80OVfRhn4voBjqmxAlk3tZTznnRzKK1nxIU0HjKygkJK9scUlXNFZO8+SeBFVb4vgGKwAE+AvXes/b4DBRLaG05s3PfIvGUo7uNeu4unYLgy2dlN0kY+ls1IFzEaTW3HvxOF3jIxSdBEUngQCU1nTkRvEb0gy0tEwco1rpebS9DU2sGRpg55XLlBo283DV4sidbazZ2sTa7U28w5b8YrCWR4dzjAch21Mu9zVlkEs83i0t99HSEteSxMTExKwUsTCJmRPbtmc1MzQyoJS9QiXsRQUpwBDYJczrWFuyPOrT6ds/alKnVCpx9epVNm3atOLLDrThs32jlILpE+BNAwH3nqlgBIxkJaEUvLrFpSLBrzWqu5GC5dIy68uVgDHPJ2UpWizFU2N5rpU9NFGKmQHmqlkfDD2eWnuI5soVdpfOMphtIQAaRI73ic/jawd3fA9SQy4VyZsm3xAKMArs0FByBWtHAzYM+Vxtt9GLTc6nUE+1cqTAkoZAR2JjOZT0DYqSOUVC/eaCACkYzSgCpclUNA0lTT4peXZnglTF0NNqRymPtiCsWQxjQNZ/X85xF4Km/BjNYwMkAp+yEVxdsxmnWqHiuBixtJ3aNT5MR36MgpskqDchNWDpEBUEeK7DeEsz6bH8hDgR1IwOhIXrB7SOl7jrUglGQ45fKrLtcAfKjkRRylJ8oLN5GRsWExMTE7NaxH6GMXOyffv2eZ/TysN3x/Dd8dtClAhY5iROTPmt/k4zYTC6VKSUUS+XVXTFqjtIrQYjfpRaZaZutzHsu1rFCg2FpAQhGE9Liq4EY9Bi8d4sK0UlNLyUL/PEaIGX8mVOFyrkw8n7//Xoy1QbAwEkKGGUzffct1NwMvhKEQibYdpwjMeD8rFJoWGg7AiqdtTzI1ACpUGFECoR9eJY5uHVREIkF2gqN6AuBFFB/LLfuthxqT2vlWA8o+hptehrscilJEONFsON0U6xDCgTWf5KA24Q9SVRBhK+QS6xwKWUSLFloJdkEHJi2z5eOPQmBls6Gc82YuTi6Vt1unLDCKMnRIk0BoHGDn2qjoswGi+VnHb9GhM1esyUy1RsB0WaNYUQBJRzPn/7Wy9TKb3+n10xMTExMdOJhUnMnNx///0kEonFX3ibsNiJLOb4LSrbjmSNIiRBaY7XzE/d4ne1J+o30/V+IdS01JeIhGfoHAspO5P7ICqMjiamAm5ZsKleTG+YTNmqN7/z55m4Gww2Hi2yyrjdykh6F9KA4/tYYci4aKRT9EJLP1qAHUwWfA9nJaNpSdkRZCuakisYy6pImCzzEC/FoWs+pha6z71wM/kzbY3LRERiTCtBqASFtEIrga+iYnjfEigdXSGhjI5/Symgqbi081EaGGvu4Pj+B/nufe+kv30NRlmgrGWlxlmhrl2nYIUhTuhjEOQTaUYzDVRsF4Wu7XSDqP1IrcmWcvS1rWd3fytWOLnaStHnlb+7tswdFhMTExOz2sSpXDFz0tzczA/90A/xyU9+kiBYbqnzrac+zZlrejZ7CjTpoFP/O0RSxprz1fMxU5BIKaelvwkhblq0CCFYs2Z+d6CbocVW7M8m6a56SGMmnKUE06MESU8TCiglZG2CeGsiJkvFzPgjIwqoMMT3ffKFKm2pEMf3wBcYZbDcgJHmgIFGRddoSNUWUTNBIDBR0XfZkSQqmlRFU0zI2yPzr3YuRX06xA0JpoWYJoZq2+vVI0jG0FwMSJQ1Q61TDAHqzlwzznOhQ6TRXG7rQEtD2oQMKfuG7IDziRQCg9QhAkNV2Zgpy8llMmTHc6wf7GMsncVzHNJlj8ZinqrbQKXhYZoLk3FBIcFoOP9CP/e+b+uyxxMTExOzFN7qHyDrZW7pOvN+4ZaubzWIIyYx87J161Y+8pGP0NTUhOu62Pbtb38p5viZ/5VzvfPGsG0bx5neYHKmKKn3KllO6pdt26tiEVwfz0+saSUjJz8GyrbgYqeFMyVdZySjKLuSwJo9Ab3dEGgcU6ZU8VA6IOuPAeBbUV+OpKlgAsmYaeQ7d6QYbJQ0lTQthZDGYkhrQWNreHmrwxfuTTPYdJvcu5kSBTCG2sR8gfNoJY5TrY+LFoaWvEfCCxlPg2fN+NqYMjapda2XicS3LAo1UXHPheM0FXM3NK5rLR1ULYek7+Mra5oocQIfz3b41qF7eWb/ISQSW3dRbnwLl7f+DFe3/CzCWjd9uDUFFnghOrxxe4GYmJiYmJXnNvnWjbld2bVrF7Zt8+KLL9Lf38/Q0NCyl7ESkYPVYeVug/u+P9HUb9ZahKCzsxPXdRkaGqJarS45BWzTpk0otYzK62WyJ51gZzrBc/Vmh1Lw9O4k19psDlyJOs2f2OxEddMmmqTeHuGDuTFISqTwnASd1X62Fy8w5DZTTKYwMsSyqryqDzFMGyaj+OLRDNt6fbb2+SQ8w1hacLHL4Uq7Ipw5AV8lFLP7v8xCa7pyI+QSacqOC1ojjEYLOXcjyJWqexJgpKC/yUHVrJSnH36DHYbIKalloVSAIZSKQCnOd20kKcUNnzWFRIrj67dxx9VzNJSLVK0oYuIGPgK41LqGVzbt4PjGXbz7+RybBkNSHkgWvm5SDQ5C3r7nckxMTMz3I7EwiVmUrVu30tzczGc+85kbXsbtK05WH2MMe/bsIZvN4nkeQ0NDXLx4kZGRkXnfI6Ukk8mwa9euVRtXJQz5pdNXOVes0OlYlLWmGhp8R9LXahHagj3DIRVHYmlQOqrHCNUSJtLzsKRJ+M0gBL1mHR2inzc538ZJVuksDDHsNmA5Hv2mi78z70SaqCFk1ZGc3OhwcqOz6KJXi0X3hzEgJa5XwbXsSBwKOdGUUEcWVAiiyAWIqEBch/i2M7mMmxArRgiCOVK2pK5FcaaIIyPA9aNeR2XbpWrZnOzYgAmDGx7L+Y71FG2X7YM9tBbGkUYzmspyrmM9V1o7AcHOPo/WgqTqCNzAIBcJhmy7q2NVjStiYmJiYpZPLExiFmV4eJg//dM/nehtslSmful3dHQwNDS0ooXctm3PG6W43fjOd74zkcpl2zadnZ1s3ryZY8eOobWeSPESQuA4DolEglQqxY4dO1Z8LFWt+dv+MX7jUi/Xq9H+U4AlBQkl2Z5waG1WXEhV6M2GGKGRGgJLEMqorMEGbCkoLdMGd1VFSY3AWFRxGBbt5JMpMn6ZUCheq9zNC969BEGCrF1grLEpesMcE+4JbqOJa09zJ7YOCJUilBbC1B3KJAiDMVHTQWFM5LQ2JUVvzqjKUpi5X2Z0etdSoo2sCSLQE4YKgqZSgQZZYjDTRM52UUvp7j6FTQmbYS+kUKvb6mtuo7exFRUGhFJGxSL18Ri4sNbharvN7m6Pt7xWxl5EmDjJ+OsvJiYm5nYj/mSOWRBjDJ/97GeXLUrq763jOA47d+7k1KlTKza2N4ooqWOMwRiD7/t0d3dTLpd55JFHePnll6lUKliWhWVFl2QymeShhx6isXHuDtKFwhmGhr5NoXAaIR2am+6mtfXNuG77gmOIOr338rm+EUaDSCZIosJnXxswmkvlKrZMkE5YFB1JWPYIZmQ1aSDQIQKNQLDW9NDN+iU1zFtthDGMmlY+rX6CF6pHeeTcc5w/uIYt/iUe5HEKXgPPyHsZo2nKm24fATIfvqUgMGipkDqymJro64GoN+9AGg1CEAoBWoMUN35cFhBt0mg0kkDKiUgNgDIhbuCxv+ciQw0t9Dc0A4Jwvr4lc4gfR8DGhEtfNSrkjNqpCBCGcC6BI8CzIhODF3ckuNRp88iJCnuveXOmkFmuxC/fCpkcExMTE7McYmESsyDnz59nYGDgppdz7VpszQlMREeUUgwPD1OpVPjwhz/M6dOn6enpQUrJxo0b2b17Nx0dHXMuo6/vC1y99qcEQR4lXQyaXO4V+vq/zI7t/4Fsdt+01wfaoEQUwfra0Dh/NzxO1RgsEfXLiLpcG7SBEIMwgp6Kh9GagUDPNn4yBiGimgKDwMFjJyep4jBqmgmEuyr7bqkYKSfGfKl1Kx3pAe5xn2SLcxGJwaQF260T/C/zc1wXG25iRVP2zGoKmwlxIAgsm9oUvVbLMQMpo2hCfWyrWEPRUClRcKP+IUZIhNY4oU/n+DDrx4ZoLeW42L6WeWuS5otSGYOP4MVckboHw0TwQ4iFnchqz41mFd8+kMS34NAlb9bL3ISFukU1RDExMTExSycWJjELcu7cuVkd4JfL1PqSenrXzdSbTE0ReyPWrUxN3Tp9+jQPP/ww69atW/yNwHjuGFev/S8wkEpunrI/Q8qVbs5f+E0O7P9dhErz1cExfvfKANcqHkLAXdkUxTBk3A/xtJ5i/FurSxCG0IAlDMN+gD9nE/GouR0mKjSvv/sVjlAkhUbedD3DSqKl5PnUUU6YfezSp3mL93dIJ6RBjvFP+AN+x/w78qJpeQud65yrP7bKAqV2FUUOaYjp+3rqumeMox4VW0mk1iR8j62D12nNj4GIeo7YJqidHzCUmRnxMzW/3oWvW2MMpTkHPBkZmnxoelRHmKjOxbPg5S0uO677pKtTordJhZu26NzasMwtjomJiYlZbWJhErMgQRBM1D7ciECZ2dvDGINSasm1JpZlzeqjUh8PrF7zwdWmLk5836darc6yGp6PwYFvEIYlUsnNhEZwPWwkNJIOlSfhrqNS6WFo5Hv85/5dfG1ofFpNx6MjUTrezPYXpiZG6s8E2rBQkpyZ4jIu0LQxhEsFH0WV1WnKKain8yxhgj0xUTUoQqQJKIskZ61dVCyXjeIKF9lOgEUjY+SnpnQtxqJCeJVcy2alVM0hRhZguVeuFRgayhotYDwlp/W1qZNPpGisFOkaH5rmO2+QJIMKnuVQSKSmvUeIyWhW9Ev0l6qlpk2LAi0kcOdyITNmUqsRNQYtO4LLHTb7rkVREynBTdt0bW2ic1MsTGJiYmJuN2JhErMgnZ2dE+LiRpy1ZooZIQSWZS1ZUMwlhowxb3g3nfr+tG0b11166lMu9ypSpvmut41vVXcyEGYJkTTIMvdYFzkaXOdzZ07y5aBr3mXMPIL1Tuqq9sxCosShQoiFQWLh1URK9P8EVSYqkRY6T27g2C1JkMxchzFYBEgREuBghOEse7jCVmw8XKp4OEuP8Czl3F9NN+WJQm8z8a/A4AQBVduubcfNpSepwLBp0GfDYMCGoQA3MIxmJMc3OZxdazN143zLpqmUp7lcJJCSqmUjjSHh+2gpeG3tpulCY8b4BSA1ZMshKb9MPinJJ9I3Nf6JBU/8I6g4k2NWtmLD7mbu/cDW2Co4JiYm5jYkFiYxC7J7926eeuopCoWoCHU+YeI4DkEQoLWuTSKjlAs14/XGGDxvds73fMwnTP6+iJNt27YtOVoCgBB8xbubL4X3Mq6TVLCiigPdxPGgiy+YnQTcWKfypUjFDEWKpKO6AmoNDUWIQqDQKKMJF+kfcaOpXstN2pNEwsTUdkaFFAE2KYo0Mo6Fj0EyxNy1PLczdhggjSaQCklk2SsAYcJaHcoNoA1JTzOSVYxkFSc3Omzp87njcpVHXiuTqhhe2TZdRF9qW4MdhmwZuk7S9zAIhrKNnO9Yz9WWztnHWUdHw4joRwApT5PwHcZTy+zXM6+TGmAgGYJU0OQoGtoTYMCyFfd9cBuJ9OtnDx0TExMTMz+xMIlZkMbGRu6//36eeOIJKpXKrNSsRCLBrl27yOVynOvrJ/B9KpZN0U0ijSFVKdHgVabNk1eiLuRm617eqOSS9/OFsR0Mko3qOSYQGAODdK7q+n2iSa/BEGKTpoBNiAGSeCgREBrJosroFtShSMKagBI1sWxFvT7q6UNoCqRvm3qYJWEMUoeTvUMQhEIiEAijkcZgBf4NiRMnMDTWCjtCIag6gtMbHHxLcOelKocvVrncaTGWmRQQobI4tXYzZ7s2kKpWMUJQcJNz79Na7cdUhSlDQ9USBFJQlQtEe2bW8MxbOA+WNighcZUgA9ztKhq6BKWch7IklrN6DUtjYmJiYm6OWJjELMo999xDOp3mhRdeYHh4GK31hP3vQw89RDqd5jN9I5z/5rdY232RiuVgBwFu4OPW6kNu737hrw/JZJKenh7Gx8fntQWeybPiAQbxZ4iSKcwsIIEVdY8qkMYmIMTBpUoT42hTn+hXSVKM0qNuAwKsif1U3wOiFkVRtUjK2HLqS24TrJooqW+T0ppQRol4RghS1Qq5BYTJfIXwTUWN0hAogQSSnqFiC652WGwc9Fk7ErK1L+Cl7bMn9qFUFJKz07AEk001TX3EE+eowXMkw3atemhOMWPm/FvUiuun3/GATFnz4MkyzxxMYxnBg2PQEEYpqF45YMc9nVh2LExiYmJibldiYRKzKEII9u/fz+7duyeaJDY2NpLJZAAY8gI+0TNEV+ijpMTRAZlKGUu/MQvTbwVCCBKJBJVKhYGBgSULk+dKSfRiSVdT7yrPjEzcpEgxwgIT4FChg34cAgxRdCIqN6+XqN8GMlRIKiaBQpOgQoUkFj5NjCIxjNBCnmUUQC/UiPFWUTumRgi0lAijSfoVAqUIhQQdkgg8cgtEpOaLNTqBmVXk7vqGQlIw2GSxdjQkWw5Q2prek0SAhUAIJux9AdJKUAkNIVOMtKYIZ2lAhhotBXqOeg9R285Zj+ta5KVeS2KiYn3XNxy6VGXLQECp22O343J3HgJfUxirkmp02XFkdSOKMTExMTE3RyxMYpaMZVl0dc0uqv7eaJ7RIGSz6yCNIeNVUd+nqVZLRSlFMpmkUqks+T2nCmVOFypMTvpnNqZj8rlF7GutMCSQKnr5MgWKJxI0mDKjtOJSxaFKFZciWarGxfZ9fNtZcP23Ci0sjAmxEChCUpQokWacpkiUrPT4Vnl7BYZQSUAiMKRq11rSq0wUjvvqxj7WtQQrhKnxJVH7s95g07MUiaqgbdzDDgTpqiZUgp42i3xKYmoCwwIOZVMUAs3VikchDCNBZCJBAuCEkagIMFHH+Cm7zg08AqnQyOniRBuOnqlweoNL2REIDHYIzRXDnd0+u6/5qIrh7Rd8Eo4hVzu/mzqSHPnBLTR3rUBxfUxMTEzMqhELk5ibZsQPEEC1rYvsxXOoMGSy48Ikt8l99NuCZDIJRDU68zVSnMq3h3P81qU+xoOp0ZIb35tW4BPatUnfDdR75ERzzfXKBwQhCiOiaImDj19f7m3Q08QIRZksGMMILiM3M56Foia3YDuFMRgkSoekvAp2GBBIRSAVDeUizcUcI7N6hywBrSm6kqainnKhGrSI5EljWWOHsL/b483nKqiqIedGndYxULUFp9bbPL8jQWgJNtk2KaVIKUWHa0e9bq7nGLUMQk8aVxghMPWsxCkfEJlKmbLjUrGcWhSn7rEFu677bO336W5TBEqxpmLYMxyS8kEbgQ/suKOdNdubCH1NpiXBmm2NcUPFmJiYmDcA8Sd1zE1RLBYRQwOkcmMU3QRCh8iaD9J80zTD8h2W/j6RSqVobm6mUqmwdevWRdO4+qs+v3Oln35vISPfKcwzcRZao8Iw6qxd6yB+UwhBIBwCYddESfRYxXYWbzj4eogVIVZmvfXlzPy5Rezov0pTuUCgLMpOkkApmkoF7rpymruvnKaxXFjeeGqOXiXH4Ftgh7V0KQNlR5Ath+y/5tFQ1nSNhaiyAQ2ZssEODCUHlDYcvujxzpdLrB8KGM95DOYq+GFIf9XjXKFMzgUVGqSJBFYdYWq+acJMCCJLh2QqZRKBhwr1pMhFM5I1dI5XuPNynqNnK+zs9kjVLg2jDQJBx6YGdhzpZPd9a1i/qzkWJTExMTHz0NPTw0/8xE/Q2tpKKpXi0KFDvPjii6/beOKIScwNce3aNT7/+c8zOjoKwN2AlgpRswteSJRAZCcs54iq/H1HSonjOJRKJTZt2sT999+/6Hu+NZJj2PMJtEHOVdy+ECayklVa0z46QrpSpq+lDWk0VqAZbmpa8QNghAQTrTOcK63ojeSCdZuhlcVoppEjV05Ttl2qyibpV2krjGOE4GL7OrpblllHUetP5NuK/kZNc9FgBxrPgnQl5G0v9ZItOBiZnO6oBTSWDQ1lQyCjFK3DVzx2DgV8Z2+SC7ak6HvTalqMLbCCKIqmdL0c3mDE9NsVJSeBFQaoMMQBLF+zfqSfrtwoG8fADTvxsCi5gqqJutCnhCDwNMmszbbD7Te4h2NuR4wxlPM5jNYkMhmEkEgVmxjExNwso6OjPPDAA7z5zW/ma1/7Gh0dHVy4cIGmpqbXbUyxMIlZNmfPnuVTn/rUNNtfRdS9eaE5s0ZghKBkOyAEg5km1uSGSfre94U4cRyHTCbDjh072L59O5s3b8a2F7d1vVCqooFSTfQtCyHQSuGEIU3FEkZoUtUKO69eYrixjeHmpmUtzjUV9vIaG7hCDxu4wHZyNKHFzEZ6slYLsTQco9HRjfhaIfTfnzNiuVpyMYYaWvje9jvYMnSdDaMDqFDT29TK5ba1dDd3zFkwPi8T6XbR76GSDGc0LUWPfd29vOnUOY68/BTnNn2YQsOmORchALumPgyQ9SK74ZKMblEkpMARkBzxKdgCOwA70OTSkqo9NdoUnS+WCEj7ZQKhkKFm3dggXblhkn4UFhlu8AikhfLWo0IIFIwKg+drMpbgyLs2Y7vxV9vfB3Soufy1Z+h/8SxDI9cYKl+jFOZJZhvYsO8AO4++iY0H7njD97SKiXm9+PjHP86GDRv4kz/5k4nHNm/e/PoNiFiYxCwTYwyf/exnZ/UiqU++Fvp6kESNEY2ICnfzyRQXOtbzpvPH/l6KEyEESimMMSQSCdra2njXu941p4HAQjgi6lGijZnmerTAimelc4VSTtyhFhg6R4Z4bt+dU+ucF6XTXOfH+AStDPJV3sdVNpGkTJY8g6aDikhNH8NSMAZhNGsH+rjW1oEKQ7TtRP1HlpIiNc1lLKqHuN3SBFd6PAbIJ9O8umEHr27YcfN1PELUaleY2J+HL53g57/1FQgFobaoJFqWPLihjORsV/TVkkVgKcXO00UOni3zymaHU7XC9UAJrNAQKkCYWgJoVEOTkj6Hzr6GrUN8h+jcEgIVBKA8zq3VDLspNg2FNJai6M6xNptdGxv4pw+tu/F9EXPb4PXkufw/niTMVfHKefpzFwmMhyVsCtVhzj77FNfPnmb/w2/l8Ls/EIuTmJgp5HK5aX+7rovrurNe98UvfpF3vOMdfOQjH+Hxxx9n3bp1/PzP/zw/+7M/e6uGOos48TZmWbz22mvzdm5fyn1uIwQpv4qlQ9zAZzjTwJnOjSs+ztsFrTW2bbN9+/YbEiUAdzaksGtuR8ud5AqtkVoTSkkulWS0IUv76BilZAfSSOzALEmUuKbMj/NnrKWHZ7mf0+wlQZkkJdIU2MBVbLN0h7FoY8zEPz0t7WipCGrRtKmT5HneDMagwmDyIW1Ah6+/pe8qM2vrbnZCZqYkWwmBkZKXNu3gUroBr2IYat5LYCWWvLgLzRLfEtg6Eued1yocOl1Gath+3WPNSEApIdG17u9SC4SBRFimwx+giTKNTT5rd+QRliFR0WTLJbKlIm7g09PUzpM79nJ2Y4InDyT52j1pvnEkwwt7knyhWZMLY5vyNzpBrkrv/3oFkw/I+aOcy79EaAKSKktaZWlUrRg/RIchJ574Nj1nTr7eQ46Jua3YsGEDjY2NEz+//uu/PufrLl68yO///u+zY8cOvvGNb/DP/tk/41/9q3/FJz7xiVs84kniiEnMsjh//vyir5npxFWPpGghCKRChSGWgLybwg4Crje1caDnAtYbeEIphKCkShSsAtJInNBhLDlGQ0cDd+6+kzftexPtqeXnvVerVdoHrtNYKXFJL6Gj+uSAJu6k1yf5ow1ZNvX1sevqdR49+gBVRy5Z6OznVbroY4B2zrAnsmklAAQeLi4VsuQZYekT2AmkxJdyet+Kqb1YZk68a+eJDPxarbSZKEA3LPC+W8A8Rs63LyJSB+lKNOKiC0YKRrON/M+3vpef++LTDHU9BGLpXxVB7ShIQErBjktlrNCQS0ksA2tGA661SdxqGYjqSJLVAnZYRSiDnyozllUc7jhNw+a7eHboCN+7PkjFCHoamhnINmMJgRaQc62Jxo0pKcgHmi8PjPHja9tWfl/F3DIKT3QTFioUwzwj3nV8XSWpsiAgJERhYRuHwPPAGM4//wzrd+97vYcdE3PbcO3aNRoaJvt0zRUtgejm6ZEjR/jYxz4GwJ133smJEyf4/d//fX7yJ3/ylox1JrEwiVkWNxIur0/SQiGj1J1a3td4Io3re+zuu3LL0rhErdB3pV4HUFZlzjecZzAxiC99fOmjpcbCoj3ZzoXuCzw6+Cgf3vFhPrB96SkHFy9e5Lvf/S75fJ6uxnbkmm0g5OSEe7HlTOkObgUhGwaKQBPfPLp1IvXOiKh3hRNoNFBxBMzR7G4b5xFoPFwKNOBQnfa8Ri77GAqtwWiMVNFYl3luactGG4PlewSWDfJ1CgBPdZgSt18q2bwYw87rPvuuVGkuRFGT8bTk5AaH0+ss+ts20reuCRm1T1zyYtePRMuStkCWA9rHdWQrXCM0ZRzPpyk3VFuuxIgQjUCEAiqGinBItPwUDxx4O28SgqGz1/hS/xjDQYjF1M8hgzbgSoEtBGU0uSCOmLxR0V5I9dI4hWd6kUbRaLWiEpIg9Mn5wwQmitYbwBEJytUSiUyG4WtXXt+Bx8TcZjQ0NEwTJvOxZs0a9u7dO+2xPXv28LnPfW61hrYosTCJWRYHDhzg2LFjy3qPJCpqlrUJXCgk5VrKTkspR3th/La7xbxUUeJJj2Mtxxh3xnG0gzCCQEbpRb70UUqxPrue4fIwf37yz0nbad6++e2LLre7u5svfvGLFAoFtNb4MkGytYKSFmXHrQ9ySeIEIHBsTm3oQAmQGqqWQBpIVzQteU0oYSSrsHRUyxIFZyaXPUA7BoFEIwnxmVm0L/BwlrTPolcb0pUyZTeBxkxGOpZFlIYWKoU0GoIQbU0Z162Imsw4T/S0mpfbOOfdGO4+W+HOSx7CGMpOJOraciEPnSjTkrMZzkoQNp4Adxn9UjvHQ1wpCKTABJqpF7cBmodPITfuJlQOVqip36kwaITRVJWDVa5w4i++zsGO3bRt2MQvbOzktVyZ4XyJEFCYqG4fsIQgqSSeNigh2JVOruCOillJjDEUR0cIfJ90YxN2IoqwmkBTeL6Pwvd6CIejlFAlIkGcUBm2N9xJOchzNvcCVV2mHoeXSmG0RlmLm4jExMTM5oEHHuDMmTPTHjt79iybNs1tdnIriIVJzLLYtm0btm3j+0vsqUEkSjxlo6XAVzZSh5ScBJ5SbCjmUGGIukXKZC7BIaWkvb0dKSX9/f3oGV3rpZSzHqvTk+ph3BknFUSF3wW3gECgjEIKyWB5kPZUO+2pdq4XrvPFC1/kzRvejK3m/yL1PI/PfvazjI2NAdH+c6pl0JqKe+NfwNqWaMASkClqHjpe4uVtCXJpiafAswVCGyQCyzd4NhOT62Mc5u18DUXIZi5ygoOkKE7ICUlIwNLtOw2CopvAzGn5udRWnLV0NSmj/hW3WggsJl5vg+aS89E5FnLHFQ/PgrI7eQyqtiLhafZ1+ww2KEIJYeT+vPARqfkUGA0pR3FvS4Ynx4oUHMFgg2TTYEDZFhhTYkPfcZq2rWO0sYmmXI569ZQkshyvOgl2nz9GONjPY3/+P3jfL/1H1ieS/MnBLfzA82cY8ILosAtwpcSVUXSzEmo2pVweac6s6r6LWRijNX0XznH97GnCwCfb1s6mA4cY6bnGySe+zcCVS5hQ46bTbLvrHvY+/Fa8p4YpPteHLkz/XhFCYkuHUa+fjNXE5sx+zuSeRyAItY9DAm+syJqDOzGhQajb83qLibld+Tf/5t9w//3387GPfYwf+qEf4rnnnuOP/uiP+KM/+qPXbUyxMIlZFkII3vrWt/L1r399aa+v/YRSkkukcMIA12h6G9vIJ9OkqhWcYOki50awLAut9ZziQkqJMYZqtYpSasJJK6wV0Aoh5hUlBsP11HWkkUgknvQIRYgy0UTPEhaBCRitjpK0krQkWugt9nJh/AK7W3bPO97vfOc7kSgRGkQ0YWstjuJLNdnI8CZIGHjv8wU29wc0lDTP7XC50ulgiGyfExVNQ1kz1Kii1C5gnCZOcID9vMZOTnGZrYzTTIYcCSqEKKrMncM6H3OLEliaKJkULwYBkhuMuqwQt7EImYttvT52YMhnZpxPAiquJFUN2dLvR7cLhEAIM29UM8ouFOgwesHmfa18ZN9m/vfnLjH06iBdY5qkBwnfUBUhtm9x9NjLPH70PkYbm0hWyiht8OwEnu3SPtzHHeeOoSyL8f5+rr52jO1330u7Y/P7ezfxMycuk/NDLCGQQDnU+MaQthS/un0d8vVK6YuhXMjzvU99gutnTxH6/kQ07NnPfZowDBBSknDTCCwqozmOPfpVcmf62G3uQldnpODV8k0t6ZBQGcphkazdStpqpBTk8LWHKoUk7SytV1sZ+ewZkgfakK6FvS6DSsTTm5iYxbj77rv5m7/5G37lV36FX/3VX2XLli38zu/8Dj/+4z/+uo0pvnJjls2WLVuwLIsgCBZ/MdH3S9qvYochZctmJJVBGs2ha+doL4xhm2XkiSwDx3FQSuH7/rziQmuNUop8Pj/xt+M4CCEIgmDBlC6DwVPehBAx88zcgppzlCUtQhPihXO7mgFUKhVeO/4SQoRIGUzM0Qeb2wlXaMKVzoUUXcFAo6Q9F7L/qsdwo4UKDU4YNcpTGpJVQ6WWnaWFxePmrWznHHs4hUuVb/N2xmihTJoCafRqfJzMN9mv65KoZThzipkVEAr1PT7r7JnzvJgj0nObCpbmYkg4I11vKlqCHURbpInqwia2eMamGxN1XAdIZC02HWzlzJcvc/CJ61QrIWU7irrYAWRMEuPex4ahl3nbU09yYtt2urs68GwHx6+y58Jr7D/7CqnAQ9ZSFgevXGL73fcCcH9zlj87sIWPX+zllXwZ30TpW3dnU/zbLV080Jxd+Z0VA0TRZh0apBJzRieNMTz113/BtRPHSDe34CSilLrA9+k9ewphJK3ZdciSwYQBtraQBvSFMpXGHLaYfmNjsq7JkLYaGPMGUEKisCj5edamtrImuZ3WxBrcnEv55UHKLw+CBGEr3K0NNH5wB1Y2+jyP0gpBWEv/HA19Tc+5Ucb6S1i2omtbI81dqdiaOObvFe95z3t4z3ve83oPY4JYmMQsC601p06dWrIogcmpmqMDpB+SzPuszY1g6XBV73Fns1kqlcUtbMMZ9qJSSpRSi26jQOCEDr70yXpZUiJFVVbxlV/rp2HQWlOtVBkOhqmKKkk3SVd6fsvgq1efpVIugqh3HIkiAafbNkeTZKOjW9Q3Qc4RfG9vCjs0dI4GbBgIULVUHWnqk1FQevoMtFts4o/NL3AXz7KHk7yPz/MC93KC/ZRJL6t3yU1Rd0+I/ri5Zc2DBGwBfs1NuR7bmVVWXd8WIRBGT7jP3e5ULYFc5H7A9RbFd/enCBQ0Vg27uz129vhR5/bp7WOQtiTd6GCM4bE/P03om4nn0sGkI7FBgmxA2dtoH3qaRwZOUUk6BI5DolrG9qrRhNSySDU2YbSeJfjvbszw2Tt30Ffx6Kl6rHMduhJLr296PdA6YGj4WxQKZ1EqRWfHO0kk3hj9Vko5j4svD3Dp1SG8ckAibbPlUDvbDnfgJienEINXLtFz5hSpxuYJUYIIqVYHEQgyohlTCTETl69BGUWCFF61jGXZsyb8dTMJhUWz24U2IWtTW9nReBdpqwElbOTMz0MNphpSOTVK5dRzqDVprEYHXQoQAqy1SfyNPYylvkcQjJNIrqet9REaGg5NW3/PuVG+++mz5AYrUTRQgJuy2LSvhTd9ZCdOMp4+xcSsBvGVFbNkyuUyX/nKVzh9+vQNvV8AtjEQLl3ULAfLsmhtbaVSqZDL5RgbG4saOi5zIlwul5f0OoFgz+gehIgECsCmwiZ6U71cyVyZjIx4MGbGyMs8u9Vu/FEfUnMvc3jkuxg0BVVhzB1BCIFt1lJw09ihTyAVvhJTIgXLJ1XVNJQ0viW41m6TT0oa8yG9bYqiEYQqipjMFQC6LtZznfV8iQ/f0LoxBjswBEpEE5T5WLSoXy4scG5SHGjAM9PlT1IKSlPFmqm1BKxZMysESRMigpCcZTNReHE7UQvqXOmw2d7no0JDOCMvX2qDNPDK1gQFV+AEhoGMpH9PkssdNm9/pUQCwY67O2lbn8EYqJZ8XvrGlQlBMm2VNS0tpSC6B6DAakeqLEbkSZQLiIqkHnMUSuKmU6SbmimOjdC2fu4+R12JWy9IAs+jMBpdlw1t7YglRDGHhp/gzJmPUq32YkxksX3x4v9FW9tb2LP7N7CW0SPmVpMfqfDdT59ltLeI5SiULcmPVHj50St0nx7lwR/eQTITHYO+82cJPI9McwuIELv1ElbzFSoXwZId2FIRmAo2tYhDTayGxq/dDNGoOerURNQ5FYVCCcW69M5lbUPYWyTsLSJSFrLZony8h/BEkcrmccpbTzGeO8bQ0Ldob38nmzf9M6S0GLyW5xt/fBxRCljnSBK2xDeGoZLP2ecHCDzN2/7JvjhyEhOzCsTCJGZJGGN4/PHHuXDhAsaYaXUYtwuO4+C6LpVKBWPMLRlfk99EySpRskpII7G0xcbCRtzA5XjLcVztUtIltNK0mla257fzzW9+kw9+8IM0NjZOW1YQ5MkFL/FU+zj99iihiMavzHEodGOafpyUDwWRitK65rD1XQqhjL7o3cCgiiGjGYUKDb5VK47XhlASCaAVxtKRK5hRUVBoQXGyGFN7ncx8bCbGkKJImQQGtSTBYGb8XtEGS4CDwCPq1zFR11Kzl86GAbYOKRoLaQy+NeUj1kyROa/HfKZ2lxoDlzos+poUa0dC8kmJVxumHUK2pBlsUpxdZ5MQkmQ+IFE2aGm40mZx9kCGf7l/HYlDrXxjcJxXu8fZ9oVunClRklmr1iBdie0KjMngVSyE6UTJPOXcGMZohJTYtk2mpY1saxuF0WGyre1sOnjnrdpD8xJ4Hk9//lOceeq7+OUydiJB59Yd7HnTI2w7cnTeCero6LO89tovoHVp2uNalxkY+CrVah9H7vrrW7EJy8YYw0vfuMJIb5HGtiRy4vPAJgw0A1dyvPZYN/e8ZytAVEMCCKlx172M1dSDCQQyaEGENlr5CKUx2kNoZ+ICG65epz258QYMx5eHLgVU5XUCZxhVaSZ7/l4C8pi1ZUymwsDAl0l4G0h3H+LCk9fZE2gaUwpbCBSRQNpmSfr8kLPHhxm4kqNzc+Oi642JiVkesTCJWRJDQ0NcvnyZMAyxLOuWTfyXQ6VS4fr168tKM7tZJJJkkEQLjSc9PMtDaklnpZOx4hg5J4dtbNbk17ChtIFENkEul+PMmTPcc88905aVr47x37uvcD3hI7RAmuhubCB9THAMO1fCSvw0oZAUEukbHnMpIciWBZY2WBp8BcWEpKEYUnEkgRK1+oOb2TNzowFtMWGotSIsJDJMfbJs6OQ6Q3RQIUloZFQTswSBMrXOpNlS/PmBrfzBtQG+OjhGUJvsCxPd7e+3HJwwZEs5TzXTSDdzOcFNDcUsbSdPTV5b6mstYOJKmDGGwBJ8844UDx8vs3Y0JFOJxh8qQU+bxWP7kyRSFraQlFOKUlVjQkMmoRjckOTahjT/98krjPghh54bw66aib440sx96oS+xkpaoEFIh7W73sGht76b8y88zeVjr4DROKkUAsgPD5FtbeNNP/KTuKkbP9dvFh2GFEaH+dR//ncURocnn8iNMz7Qz9Xjx7jnAx/h7vd+iDAM6Dt/Fr9Spm3jZlKNWU6c/OVZomQSw/j4y/T2fo41a24wArmKjA+U6b+UI5V1poiSCGVJEimLaydHOPDwepJZh6aOLhACmbmG1dhDWLIxVUUm5VKQLkEQ4qgEwlhR6RXRtTFU6aYalsjazau8RRqr1AC+wUiNCF3coY0U1EuIcYvE2D7KV6uEpSt0hqDsurnG5LVnAxttiRsYzj3XHwuTmJhVIBYmMUvi+vXreJ6HEGLi53aj7rB1q1EoGvwGQkJ01CYOheKu4bsIVIBD1N9Ea00ul6OhoYFLly7NEiafPPsFej0fRwBCYUzUyVxoouiJf4FK4jRV+/6bShHyLEEhKWkohRgJviUQBhrKhqQfMp6SFBPyptaxIDcVJlnOeqbHPEZoI0WJEmksAiQ+FZNcdDtVTURpoKoNxmgeG80jhCAVBpgwwFMWWkQRp4qyuJRsIETiVjW7r3kc2zaPY9kSi+OXc1bXX5uQkqLWU64JMe1VxaTkq0dSdI5rOsZDhIHBRkVvsyKhJCaMXLQcIXBcSSU02FLQV/H51deuUfFDuiqarp7qtHXrecRJfRyBr5FSsvfBTWw9vIath48weOUSF158jsErF5GWzYa9+9l6591kWlqXseUrgw5DLrz4HC999YuM9l+nNDaKmcc8o1LI872/+nNOP/UEw9euRE5UCGzXZdMDSaz2YYJyEuUYEs3VKeVh9WOiuXL1f84SJsYYzoye4dneZ8l5OVoSLdy35j62NG65ZZ+9+eEKfjUg1TB3XxgnaVEc98gNV0hmHdbv3U9DWwckvxOl0FYVQlusKd+HSsLVwmmEDnCkjRAQ6oCSLpCw0rjqVvSeEQjtYlfbMMKA0bj5DRQ6X8Lt30hD770YEaCFhxLOxPkrMISIifoyhaDDgr7u/C0Yc0zM9x+xMIlZElrriaLwMAxRSi3Y3+P1QCmF583veLVU6gLHGLOsDvCq9t9U7NDGYJBKTuyvSqUyZ1Tnm1f/DpDYMrqjF4QCtCAUFtF9+yq29yQ59cjNbaAQjGYkgYJUNar3SHia8bQkl5SzmiuuJMLUihyW2qpkRTA4VLmn8hJBqYUTViv5tEapEIuAYFazyOkEJtr7iqiB4h9cG6IUakIDvrJATj/mBiYc1O66UGVXt8exre4Nb2+9QemizNAfZa2nCJqZKxcT//Q3WYw0WwRTFlHVkU21MeBjqBqBKwR5P6Bc9EEbOkoGUwgnRJusLa9uniDNtDXValEip7ktB1vZeXfnxGjaN22hfdOWib+rZZ+T3+tlfHAIN6nYfd8amrtWP3Kiw5Av//ff5MILT6OXGBHWgc/AxfNTHjH41Qq9p4fQx9agtUQIg9vo0bZ3jOz6ElNjYNVqP74/hm03AeCFHn947A95oucJykEZiUSj+eL5L/L2zW/np/b9FJZc/a/uuvuW0XP3B4l6B4GyoudsN8H9H/kxXnn1UYKKRuuAzqFHyBZ3kWm2sEWS4ep1KkGRSlhEImmwW9nbdB9Zu2XVt2cSgTACkDjFNWT6jpDIbQYjCRMFbK9jmsuFAWRNnACEGCygpeRPfEfExMSsHLEwiVkSLS0tSClJJpPkcjmUUiilbithMtXedzmCYia2bVOtVhFCkMlkJqyEb4apX2Ce59He3j7rNaPlUZS0kMKgTYAlow7sGoGPA1pgwsLiosFM/G86U98nBPmUIp+MXlexJaUESxYkSht2jWqsfICvBN2tinxq8QaLWgpa8ppcSmBMrXnfKjZFE4SkdZm39J7l4JkOxv0OdogS4ynJ2Y1waoNPIBYWJnUNZQmQQvBqoVRL4aqvZO7xu55mR68PAhzf4Dk3JsgWvMLmOMdVGAWlwnoNkgFVvy4M2IHBs2vperUXCCFxAH/K8qY6MvvaEGDQ2iAUoATVBkHOgoO2IGFDyp+sG5oaOakjBSQyNruOdnH0/VuRau7C8WPfvsYLX72MVw6ibTeGl7/Tzbq9zbz7n+zHspfeyHO5PPP5v+Lcc09ORrJuOAJrqI45CFXb71JQHna5/mw7a/QQDRuLE68UQqH15A2Vvzr9V3zzyjdpSjTRkeyY+Cwbq47xxQtfpC3Zxvu3v/9mNnNJtG3Mksw6lAs+6cbZEb9ywSfTkpgmGNfs2EXP6E7G+04T5BtpzO9F4+OKLDsbj6CNJtAe1bBMaHwanfbZrlqrTv2YSqR2aeg9ikChpYeRPlLbtVdM1kxF4iSyzqZ2jqeUQOd9VMPt7QgXE/NGI+5EFbMk1q9fT1tbG8YYXNfF9/3bLqVLSjnRXO1mUrrCMERKSSaTwbZtbHt53dbrOcmhEGggEJJwSkqNEILdu2c3WEzaychYwEqjZBIpFZYQuCLEFtH0VFmNtFqKjJKkpaTdVjizDsE8227M7ImWiJyjtLV0B6mu0YAPPVXgoecLvOlUhUdeK/HgiTLpcrjoRM4IKDnRhDXpm1X9ALKp0qZHuKtnmH2vNlMImsm5NhUbmoohR09q7jyrlzT5DICKgYSAQW+RGiZjsH3Nw8fLtOQDXN+wYajWRHTOyvCVSz9UYSQOVGiwQ0NCR/tahoaEZ2guhnSOh6wfjpprSg3NVfjXG9rZnorSV/SUn7C27RoIa+O0wsi1yxjDUEZyucPCtwShiNYt6l3izeS14KQUb/vH+/jR/3KU+z+0HTWPKDnzbC/PfuEClXJARUHZFpQVeIHmyrFhfv+3X1i1dE1jDK88+tXJ43GT6wnKFn7ewc87eOMOXsHGK1gMHm9Ch5MnQiq1ZSJaMl4d51tXv0XKTtHgNEx8vgohaE40Y0ubr136GtWwOtcqVxQ3abH9rg4CT1Mp+BP73RhDKedhDOy6pws1oy/ImnXvxE0m6DR34ISNuGELUicAjRQSRyXIOs00u52vgyipfzrW1ysQREVvUrs4pa4Fbh5EJ3RU4C+wXLWi125MTExELExiloRSikceeYTm5mZs28Z13delnmMh6kLiZgmCgGw2y/79+zl8+DBHjhyhsbER27ZJp9O0tLSwfv16MpnMrPdOihKJrywCIUHAK+u3k7eisa1fv54NGzbMeu+b1r4JgyHQIVK5WFYWy27AsRtxpcSWigc3vJV/sKaFn9/Ywafu2MpL9+3jx9e24k7Nl1mM+V5TFy4LLKMlH/K2l0u05ULyCcFwRjKSkVzqtLFDaMkvMtEXgnJCUrXEdPlkaq1baq9ZCTbrK3y4/2mOHLfoSTTRl2ygomyqlsV4ysK34MAVj7bxpZs4jAR6umXwTGrb7lY1O657uD4kK1F/E7HSwcWZ+9lAwtc0VDTtOU3nsM+RC1W29fkkAkPKM7hBVFNUSAiUhv1Xq/x70ryvq4X+ShVpKijjI0wYWWkZPe2cSHqGbFRGgTSR8D62xWU8LSkmBH4tmCHM5J3mUlLwg//sINuPdJJIz399GmN46dGr+L6mYhlCAYTRTgtUFIEJrhb55Y8/xVDPyuf3j/Zep5zPrdDSBBMNO0TtRwvCiqLYn6T32TaGTjZRGW6iq/P9SBnddT8zcoax6hjN7tyF4M1uM4PlQS6OXVyhcS7M3gfXsvNoJ2FoGB8sMzZQZnywAkKw/6F1bD/SMes9be1vI5nYiDYeyk8iw3q0ZTkWDitPvWGjmDXtMVN+xIT4mPk5FGWhCpSKRIlqSyIzcbQkJmaliVO5YpZMR0cH73//+zl9+jTnzp2jUqngui4XL168LVK68vn8nLUbN5LWNT4+zrPPPotSis7OTo4ePcq1a9cYHh4mDEPK5TKu61IqlaZte72+QAsZ1VOIqK6i6Lg8s3U/77p2hne9611zRpp+at9P8XjP4wyVh3Cli6Wiy9MLPHzts7VpK//XPT+Fa01Pq9joRp2NExj8kCkpOgswteja1Fylpo5pSuPAqey9WiVT1oxkJ4vjtRAMNiqswJD0DfmkxF9IH4rILreQqlt/mdo8buWib66AVMFl+Nr9GGFTrd3VFTWLX4Og4EjaCprtvT5DTUv7KFxqWlU5IbnebLFBB1xrsRjJKtYP+4xkFCVXYlbhlpAAGgualBeNw5ew7WqFw0XNE/uSdLdZ5BOR0UGyatjVXeXIhQrpAcn3OmzyQZkQGxsfiSZEEaAwSOqxrUxV4xpB0REEKlrnSFbx6KEU95+u0JYPSVYNVhili53Y6LD3YBvrdi7uuDTSWyQ3WCZQRDbMMwRgIMDRUAw1f/6x59m0tYG125vZfKCNzi0NNx29rRQLKz9vFmJScRsAgfYUw2casRKa8WQD1nA/LT82TqqhkcAEaKPnjSRIIdFGE5pb44iolOSud25m++FOus+MRg0WMzbrdzfT0BoVrBtjCPpLBCMVhCWx1zWyofALFLp7EMZmcqdOHh8xd0hi1ak3vp0bOW1cdXFSf7Wloqi8sAUyaZM+2D5n7U1MTMzNEQuTmGXR0NDAPffcM81R6g//8A/p7e19HUcVMZ9N8I1GdrTWaK3p7u5maGiI1tZWtm3bRjqdRmtNc3MzfX19PPnkk0A9SqJq85DJnH6DIBSSkYZm1r7tnXR1zd35fUPDBn7rod/io09/lO58NyU/shm1pc3B9oP8xkO/MUuUhMbwfK6EJBJf827pfO5PxqB0GE3Wazn1Sb9K1XIQWhMqBbX0OBkatvYFVJ250760jHqUJD2Nv5Q6gIllrOyXe0ZEaVfHGjaxr5zHV5O5GWbirq0AIQmFIVVZeVGtpWC4QdFY1lztjD5mnQDacyEVRxNIyCUVni1uuB/NTBKeYf1wgB0a8glJPiXJlgyNZcN7Xyox1Kjoz0ocz7BuOCAZlb8weLnAJ3pHCVKtuFQmjoZFgCLAw60V/kZ3k1VoaCprxpKSUEWBgb4Wiy/ek2LNqGbteIilYazdodTu8I/2zn2+z6SS99G1Qvo5FeAUF4C+ZovExRyF0SpXXhtm+92dHH7bRsRN7MuG9naEjIq9V4ZajcocLnTak/ihRTLZRPfpUzzxl3/C2372X7CpYRNpO03Oy9HoNs56X87LkXWyrM+sX6ExLo4QgqbOFE2ds7vCBsNlco9dw+8poKshxgvRZR8CsKnX0U1GSl4vQTKV2WNY+LOqXmeFEghbIlMWqYPtJA/MrhOMiYm5eWJhEnPTPPjgg3zhC1+gWl39vOflUK85qQuMm6FarRIEARcuXODhhx9m3759AGzdupWXX36ZUqlEOKO4HK2RRlNwU4jWdhqamujOLuw+c7DjIJ96z6d4qucpXh16FSkkD6x7gDvb75zzjvDxQpnL5So70y5XilUqep47qbPeG03O09Woy33VdjDGkPCrNFRKjKQsjAAnDPCEDUJg6ajofWZERgKt+ZDrLRahrKXgvI4UpswrK44gU5557CfFiTBQcVduwFJHAk0YGGpUrBkLySfkxE1zpcH1I9tdz64VxE/BMRX2c4z1dAOC4+zjIjtggVx8GRoOX6yy76pHtmIQOopWDGUVyWpt2w10FQ1tY/6sqMBIxjCUTCHQc3p3SUJCFIIAqQXKNySEoL2oGU0KCnaUHNPuCbrWZnA3SoQS+CZkg2vzQNPslMe5aOxMIqRABEyvmq+PpbYpuZQk5Wt0CJatsBzJ2Wf7aOpIsu3O2alFSyXT1EK2tY3c4MANL2M286UvSUwI+eFh2jdtpu/COXrPnmb93v0c7jjME91PkLJT2HIy9FgNq+T9PO/b+D6aEk0rOMYbI8x5jH3pIv5QGZmyMEUfnfcnnp8uAF6HDwVbgL8CIrMmiIWtSN3ZQXJPK+7WxpsSwTExMfMT15jE3DQ7duxg7969uK6LEGKiAP31pp7CtRIF+saYWo8CePXVVyeaSyZtm0NdXViA0hqpQwQGqUNsrdFK0bNtN2vWrsVRilK4uEBylcubN76Zf334X/Mv7/yXHO44PO82DHkBVW1osy0OZJOkptpF1VK0hDHIacLMkPSqZMpFmos5XN9DE93YDZRF1XZwAw8jJNSaBwJ4FpQSEsdnFmuGA3wp6GtSlBK3x/FHCM6vsVEG5Ky74ALHNwQKLneuUJ74lJvjVmjwa2keCT8SCr4SeCoSDD0tFrm0mnR+MoZN5iL/mt/kR/hLHuQxmhlikC4ktVqPebjvdIUj56vYgWEsKRjJSLSArf0+bhgFGUqOYEwaQmZPk0c6KlHq4Yxn6neKrVqbRmHAqqUnykBj+4bWvMYJDW4IyawDKUXeFnTrkAZL8YubukgpSTA6SjA0tGD0MtOUoG1LFqnnGKQGW0fn4Nm1Ntma2KwWg4m6lfMvDtx0tGPPmx65qffPjZjjJ0IHPpV8Hu379Jw9BcBPH/hpdrfu5nrhOtcL1xkuD9OT76G/2M+h9kP8yO4fWYUxLp/yiSGCoTJWSwJdDtD5m7dqX1GWKEqEIxHuHJ9ZrkSmbWTSjkSONiQPtqMyNuF49barsYyJ+ftCHDGJuWls2+Yd73gHmUyGV155hXK5PNEHZCkIIbAsC9+fY8Z7E6xUZ/qQEC1CrpZOk7LzBMXNDJ17kUbRSO/v/Hfa+/vZ3drCsXXrkcYgdIgRgnIyRf/O/ThbdoAQBAY2JVa2WDKrJJYUeMbgWoodjsOroYcWk1MgQ2QXq6cUd1YtG2kMfY1tkb2riOo9QiHIuylUGKDCIErlmlJvcnqdw/2ny1hh1P8Eoolvb4sV9b0Qc2auLM5cbmE3xPR89rNrbXZc9+kYCykmJNXaJ17Si+phzq+x6W1eIfvZmsaQNUesVC1asXY05HKHzUCTxLOm9ImZss0ZxtnPMS6yjatsRhHwTd5FmSQOVSSGkklFkZMp71MhNBc1WoClIeVFjlnZsiYRQCChahHVlmiD0AJpDFYYTfQBnBAcPPxaP5f6OTP1iAgMlgmpWha6bgvtawqWoCkU/NC6Fi6IkH4vwBKC97Q38r6OJtZ8+Ytc/Ku/wr92DQCrrY3G976H1n/+z5HW7K+ft/zQLv7it17AKYVoERW8CxNFmrSE57claC0Y2sfD2qlcMxtIWeQGy5QLPqmbsG/t2LINqSx0uIjz2rzMrqdYjPzwEIlslkohKuhvS7bxX+77Lzx+7XEeu/YYo5VRNjZs5M0b3sxD6x8iZc9OqbrVGGMonxxG2NH5qAv+EpvtvA5YIFI2AoGuBpGhQv3wqiiV0lTDWe+R1tTPBYOphAz90atR7ZMA2ejS8JYNZO5ec6u2JCbm+4JYmMSsCIlEgre+9a0cPXqUixcvcuHCBc6fP0+xWFz0vcaY26J4fiYGg0ZjMHj49LjDXM9eJhVcY91Xj1G9uolrTY347W1RLYntcGzNJhrKJaxEivDwEYSyojx+zydrSd7S2rCiY7yjIcV616an6rMh4dDWkqKjv0K/kpha4aYwhkBGwkPosFaUH9W9GBlNLGwdoGvpQhoIbQe0xgpDzJQJ5MkNDhuGfDYMRf1LKrZgqEEy2GiRLYWYlKJszVXLMvG/SSaK7+fYMF335Vx4giepT6JrU2lTf0+00IojefTONA+cLLNuJCBdrT1uC17b6PDs7iTmBlIypAnZwRk66SNEcZFt9LIWhJhIYekcjSY7VmCo2iKqzZm63TO25Dnuq6VMQYiMetfUqmIkOmoGaWww4ISG7dd9mgshqaqmOa+xapvvW2CHULGh4EY2vlZoSHoGUXPSCiRoBYkQ1vck6QiHuKTSBNhYTL9B4NcK4u869zzdLYcYaMhG6WpYtNiKX9u5jve0N6ONoRBqHCFwpaD/v/03Bj77OUwYIiwLhMDv7WXoj/8HpddeY8Mf/MGs6GrL2jRv+xcH+eQfv0pzLoyiJ8BYWvDSNpe+Zpt3vlSM9okEN1E7N1fo5nWlUOsTdEM9TMwcvy9+bukwoJLPcenlF9jzpkfo2LyVBqeB9257L+/d9t5ljmH1KY2PMXjpEmN9F2hIdpD2GjHB7ff5PYnAakmiEpOfY8FwiWCoAjoSHLMIQIc+ImlhQs3EJRFOGhno0Spjnz9PMFyh6Z1bVn8zYmK+T4iFScyKkslkOHjwIAcPHuRzn/scJ0+enDNyUbUc+hqaaSwXsEONHXoooonmfF/l9bujt7KAUiCQSBImQUonSAVJhHZ5rriVVDYb9XIhurNrexW2DvXyve13YIchrWM5ZEMDY0GILQT/ZH07O9KJFR2fKyX/cG0b/+flXrorHh2Oxf6OJkTfEAOWRVhzBzMCUpUyTcUcgbIoJpKU3CRCa4SApFclkBYld8r4pCSQ01NPfFvw6J1pDl6usrPHI+kZ+potqjaUXEVlrpSIheyJp/09+evaYZ+hRgvPZmIib4mo9GBqwkg91SjNOKM0TZ/015aXTwq+fleK1rymJR9GxdrNFoXkjaScGdaZa3yYv2YNPUii1L0qCU6zj8/zD6iKNFEKHGSKIc9tT+HbAqGZdOOase1p8jQxho+Dj6KXDUStNQ0aiSLEIsTyLFryIaWEpLGkOXTJI1XVqLomIxIl0sBIRiG0IVvWeHZ0Hkhj0AIKSclYWrBtWGNp2NNTYWTjOOM04GEja1ebRiEw7Cmf4MHvPofcFXJu/wcJMRzKJvnxNa1k7ehrRApBQ+0uc/HZ5xj7/N+AMcjadQJAMokulyk/+xyjf/GXtP7kP5y1h/dsaeYnfv4QH//r4wykJMWEJJ8UbB0IePcLRVqKtZ4+tpyIjlRKAW3rMySzN24X7lXKnHnqu1F0yHEIllwzt5CAmTReWAjLcQl9nyc++ae851/9exJzWJG/3viVCi9+9QtcfOl5KsUC4XgVG4eupq3scA/jsrKfbStGYPCv5jGdKaxao0jVnCSshhhfQyWc+xAaMOU5Imdi+msKT3STvnsNduttuv0xMW8wYmESs2q4rotlWegpzQUhajxYsSyutnRgha3cee0cKtRoETlDKa1nfPZP/9aY+vdqiRRTi5dMujkZmsvtVGSFzmobTphBS41lImvg+oiaiznuP/cKF9o3UE2lcLIN3NWQ5gOdTTzcnF2Vsb6jrQGD4RPXh+mpeIRAQ1MD68pFdl98jcv5PK9tO0BjuRDVCWgPaTRV20XWbIIrtouv5vo4mO3A5dmCF3YkeGWLS7qqKbqSQDGv69ei1DPFar9LA/edqeLZHt+8IxmJHSFwhCBlScb9cOIGpgWs5SoBFnmiaFSAZJYfr4hcsoYbbjBtq7YdLQzzE/wpbQwyTOtEVCNFiUO8iI3Hn/PThFJycqNDSy7gWrsVZbnUU7jmZPJxq2bUG2ChCAhRWARYoaExH2KFEAoouYJcSkbF/TXRpon+DSWUbVg7EomW4axgPGNhB1E9S9KDxqKhrCCr4eAzawkT5zjWvoZR0YxP1GwxTYH95eO86UunsV2H3etsfnHfpkV31+inPoXxvOmipIZMJgnHx8l94QtzChOAXesb+c0fPcjf/L+vMlis4PpRD5b6rrIcQWN7CjuhKBd8hIAdRzom1uWFHuWgTNpOY8nFv+a8K1e49L/+J+u/9W02BAE5WzHQ3Eh/Qt1EWuHyqJaK9J47zd/9z9/jyHs+SMeWrUi5el3ul4MOQ777qT/j8rGXsKVLsprEGBcvKHO1/zjFxCh3tb4dS958H6lVQRuC/iLCUciEQuc9VMJCK4PWNVUf6NnpaPMIlunLhvFHL9P2o7Ob5sbExCyfWJjELIsgCHjllVc4deoU1WqVxsZG7rrrLrZs2TJrAlIqlfB9f5ooMUDOTSIQ7L1+mb6GFgKpKCXdKNVDWSR8j8ZKsfZ6U+s8MffkYKHnbhZRu29sMFSsCsIIuorrSNS8+X2pEbo2cTCTRrStpTwd54/xYPc57viV/40mS61IAf684xSCd7U38UhLAy/nSuSCkFbH4kDS4WvPf52eZFsU2RHR9ggTuUcJEzk4IaP9boRAmEgU6jkEyUwCSzBu3cTESYOlTa1XQDSuQAkaiyFJT9M5brjnXJXv7ktG6X5SYAzYUoLRpKUkIz38IEWjDGgyfVzTzeRxJu1t68xnl7wUppy/R3iWNgbopwszpXt0iTQhip2cZou4wEVrJ4NNim8dSU/U4ixEmSQtDNeWBg5VAqyoPoiAKg6NFYEVRjUjAmgoaZQ2GAmBiWpF6iOqWoKEF9WRjKUEoV1L06sJmKJryJahKiEdRtfQ3U92sqX5m1zb24mXUjh+wPqLozSdDrCdBFbGp6FtaRap3tUr0Tk3jxGGUAq/9/qCy2hdk+Vnfu0Brp4a4cTj3Yz2lyjnPTBgJSyMjpr+WY5i7wNr2XywjWv5a3z14ld5+vrTeNqjwWngLRvfwjs2v2NO+12A0ssvM/Bbv41/6SKW52GkpDlfojFfItmc4XJ70wLnzlLSvRaPmnjl0sTvZ556gjNPPUG2vYOjH/gIB9/yjnn3462i58xJrrz8MnbBwtITnxC4KoklbUaqvfSXL7MuveN1HeeCaPD7CkjXQiYU7tZGSscGwdM3nQoY9C+eshwTE7M0YmESs2TGx8f55Cc/ydAUd53r169z9uxZdu3axYc+9KGJnHFjDKVSaVYBvAHSXrVWJSyR40MYIQhtG2OiZn1lxyFbLSONXqAZ1vLxhU8gA4QReMpDIEj7aeQ85nR10WMw+PggiVK5aglnylhMTDjEdE+j0LJ4zqugnnma3bt3096++p73SSW5v3kyBeTaiVcZH+hlzc4ujtXy5mXt7qAdhlhhSFATJPUeJpG4WlyU3AxC1xZfmySLmgVxqAROYDh0sUpgScqOZmu/z/GNNp4tKaSiCZErJU3S5hc3d7LGe56e65+l19rPl6v7yZFEr5DZYFMxz8aRfhrLBSqWw7Xmdu5ofBlPuFNEySRVErSYEe7wTzJW3U6ooLpE3VYmVYuM+ATYJChTIEOIi4OHQeIj8aWmlJCkK4YNQz7CRI5b6crUKGJk69xU0oQS8qnJQQSWQIXRMfBsQ7YURR/W7Wxhx91NPPVpzdpnh/EqCh0apJSk2jJIWcWYJFsOHVnS9gg3saD5hTEGYS3t7vrGPS1s3BPZbPvVkGunRug5O4pXCWlsS7DpQBtt6zOcHzvPx5/7OH2lPjJ2Bkc5DJeH+fOTf84L/S/wH+/5j7NsdsNCkaHf/V3C0VH8xgbKI0OAgYRDoDWDDa9foXl+cIC/+x+/x7Xjr/Huf/3vVvXmxmJcfOIZ/NESCdU86zklLEASmhs1DLiFVDXa+AhbUr0wHtWXrMBXzMr1vomJiYmFScySMMbwmc98hsHBQWzbRik1Ycfr+z6nTp3iO9/5Dm9961uBKLISBMGsrusGgRYyKuYNAzIVXeuhEU1WpTGEUhJIiVVzxlksIrJY1KSgClzNXqU/2U9ZlQlUgNIKRzuk/TQbixtZV1w35zLqwiipk5RUKRIgJqo7WXBcQlCyLJ555hmOHz/Ogw8+yP79+xfcjpVmuKcbE2r2FUf4buhTsl3SYdS3RACpapnxdBYtot9TXhVlNIFU5BKpCdFyw9GGaRNTgashoWFdFe4eh0ezIUNJgZYCYQxdIwF3XqzQXIreJ7WhoWzY3R1wfp1NKWGwpKBBSXamE7y7vQk9bvEajfxN5SC9unFSlEzWvy8+tpnbZgx7rl9mT98VnNAnFfiEUrFluIfOvYOUE05kjjVrmWBpQYv2sCXYWpD1IZea8tp5Jus+DkN00M4AYCiQhZosDpFoJIWkpJQQNOdDjpyrkqgV24ynJNJonPLksqWB/gZJthw5djHFNjtUAq2igvjmlgQf+ReHaGxPosOQwUtHOffcMyQzCjedQWAoF8bRAex/5Ado37S0It/Mmx6gcvw4JgiiwvepuykMQWuSd9+9pGVNxXYVWw+1s/XQdKGvjeaPX/tjBkoDbMxunOic3uA04Ic+J4dP8vlzn+enD/z0tPeVnnkav7cPe+1agisXMdogVSTkLrVnKbo1h6+bibjdDMZw5ukn6Ni8lXs+8A9u/foBE2jGz1xHzkyPnML27CHaEutu4ahuHOEohKuiKEesJ2JibjtiYRKzJK5evUp/fz9KKawpEw0hBI7jUC6XOXbsGA8//DCWZU28rt7gcPINNUvZWnQEDG7gU3YtpDQYE919E2ZlUrSqospLbS9RtIuEIirCby23oozCEx4Fq8CpxlM0VZtIB+lp6zQYtNC1CaeFJS1CEyIQNe+kxSkWixSLRb7whS8wNDTEI488Ei3bGDx/GKM9HKcVKd2FFzQPOtSEgcGy5ZwNvwzQ4lV4ZOAyX2/bwngyTcL3ECYyD7aCAKdmb1y1bIyIJrlJv0oQBniWTaCs5U3MjEHWzYmNwdIBCkkmtOn0BR/uh41VwcELPqdLFUoZReN4SFNJT5nAT9ZK7Orx2H+1ylfuyTDUJtmScvno9nW0Ohb57GG+HY4zpNMEKBSacK6IyYQD2BwzkSl2yAAbR/rZ13uJUEjKiTRNpRzKthhVDn4xRZMaYcxpnpWdY+kojlKkFW0rjo7DGg8uN4I3R8PAmYzQSrlWQOzjoAhIUKFqkoRI7NCgDLTlNO256FyuWw+rcPry7RB6Wix2XfejzZO1nYqIrj8E2VCwZVsTje1JAKpeD1sfbEamttH9Wi/VXCTEm9esZ/f9D7Hz6P1z3rUvFM8xPPQdiqWLKJWkqelumn7kA4x99nMEg4OIVIr/j73/jpPruq780e85N1Tu6hwBNAIBEJEAcwBJkRSDcqICJSs5/ewn22+UbMsa/cbyWGPLsj0O47E98ijwWcESTQVKlJhzQiAJkMg5NDp3V3XFm855f9zq6m50QINsgCDVix9IQNUN54a6d6+z915LWmF2RPk+ulBAJhI0/PonT3tOZotdg7s4mDlIU7ypSkqq58KwSFpJHu96nPevfD8pe6zXyz12HLQm0BrfdRFSorWiZEhG4qdrZj53Ue3Td32H9TffhhwcIvfQwxS3bYMgILp2DakbbyS6atVZ27d7IkfEjaKm8dKJGSmaYwsJ9NzIs59t6LyPX/LnVt7YOk+8m+YxjzcA5onJPGaFvXv3opQiEpk6gDZNk2KxyIkTJ1i8eDFSSpYtW8aJEycmLCcr5UJUgqOyaRHzPCKujxu1UBKilDBkCa3MV0VONJojqSOUzBJWYNHsNtOZ7yQShMeghKJoFOmP9qOEwsfHqno5VJreRdhjYmiDmB9Di/DvM+KU4E0Iged5PP7440gpWbcuSk/Pj8nnd6NRWFYdzU230tr6LgxjdqUjI4MlDmzt49jOQXxPEUtaNFxYy95GyUkTEnGL5XXNSMPAcxyuGjyOe3SI7UuXMlRbi2tEcCyTlb3HaM8OcaS+hVIkihX4xJ0yh5raSbgOcc9hIFk7qzGZwDVDW7ki8yLxoESr08/heCc9dhO2EnS4aRq8a4lriQo02lMsKIPK+6ggdIwfPXOCkMAGZvjHVoKmiImwTf5gUUtV3Wy/E2VALqAchH0/YYWYrvztFJyuEb/y/bK+LqTW5CMRkhIsFWApSaP0OZ5bwdrkUySDPHlzrGzOEoJ6hsiTZKvcyIIy3DAMloZFZTgwy4qgEomJ/w7CJnRbaSJeKPk7WGNQiAoiribqaVKlgNgpFkACWDjgU7YEtSVFJiaqsshCa5KepjFmsWxjE76f48iRf2Fo+CmCoIBoFiy8wcJQi1m06JM0d2ysZhEmni5Nd/d/cqLr3wn8PELaaB0wNPQU8fhSOv/6T+j/o68S9PURFIvV34WRTtP6pf9KbM2a2Z2UWaC70I2nPGJmbMrvk1aSjJOhv9g/gZiISo+U74aGeVY0ilcuMRKxKhMn0+FMSMmrn2AJPI/7Pv17rOgewvI8ZDQKQuAeOUL+kUep//jHSb/j7a96P1PuO+fSElvM8eweXOVgnzKJkrLqMYR1/ja+T4U55lBqoEzm3kMkLmnBbIrjdeXxh8oIQ2AtSGHWvrKJp3nM41cR88RkHrNCEAQz1oyPzqSOz46sWbOGrVu3ks1mx5YDzMCvztCXLBsrUNi+TyTvE0hJ1MghK5pYs2lun+57x3A4kThBNIhSV65jcWExGk3JKKGFRipJ0k+SyId9Jq7hYgVjL1cDA6lkdQwKhStcLG2N7fM0MYeUEiEEQRCglGLXru9gWicQwsUy65DCwHUHOXb8G+RyO1m+/IsYxtTB1SiGThZ48of7GBksY0cNgkDTvTfP3t2DlCzBoVaLo+02+VaTW9NNdAx0Ud/cyoX93XQePsahRQt4YsNFGJ7JkoFeTOWzeKi3aow4FE+hqv4mARHfCw0ZA03c1aA0jh2W6Pn2WMDa7g3x+WPfIu4V6LGbkGiuze9hUXAIRoawdIntpk233kjgByQbonSubWDf1l6cgh+qSlVKsAIjDP1yUUnMA5UwSLbEcNHUWmP7LCqFI5IoPIzKHSMhbH6vXpuxizQtaakg6jrUlnKUK/0PNZaFZVl4nkedEJQy7QzHFtDQ2EtCFfGCCFEDTKOMZ9hsyd/GimwtjqH46gIomGHJFFpOMZ5pfk/jPDQCIzQYVEIQdTWmr3HtMEPSmg2w/DEjzVOxcCigJx3WnDUWNI6pQUBSCRqiFusub2Xh6loOHPgKQ8NPYJn12NHGyv1apOzspWfon6lr+QsiRvOk7Wcyz3H8xLcRwiAWWzzuGeBRLBzgeOqnrPrZj8n9+B4KzzyLVorYmtXU3nEHZnrqRvRXiogRBn6BDjDEZBLlKx9DGNjGRPPF6Nq1CMsCxwl7sAwDxzIZPlXW+zXs7wCwPZ/GF16iCFjtHdS2tobkXWuC/n6Gvv1tIhcsOyuZExkxaYh30B6/gBPFvQTKxa48o1xVBjSmsIjI19748bWCdgLyT5+k+EIfRm0EPB36nwAiahBdUU/q+gVI+/xQWZvHPM5nzBOTecwKCxYsYNu2bQRBMKGUaxRBEGDbNq2trdXP6uvrue6667jnnnsmLGtoTdkwyUXixDwHQwd40sBQiqjnIn0DKT0UutJo/sqQN/LUOXXEghitxVa00JSNcjUeDGRAQRaocWqQQk6ZCRGV/zQ69DNR0VlncUIlrHBZKSWGLNLcsoNCwaSpcWX1O9NMEgQlhjOb6eu/j7bWd0+7Ta00W39xhNxQmXRTjELWYaArVISxAMvXrDnqsqTX42izxYOrrufmlx/CHOhH4KOVz/6OFlzLpjVTxFJBxQU+PC2hg3hQ7fWx/IDagkvEFVhBuJBnQCkiueWFIv01Bg+vjxEYcGPvE9Q7w5ywW2jOZ8K+BxlmxVL1dUTyRRawjX5xCVprynmP7kNZ4jURtAKnFEbZgQyzJcWIILAFCU/QtzxJn1YsT0S5MDFG3JotE0uOmhoalSs1dvUmnb/TCCRJHaqDjS5Ta5k0NDTQ39+P67pYUtJzZCOqeIR07WFq7GFAUCg2kHM3ssy4jG+mYSghqkRvghSwCq+TK0LJ3ynumsljrogE+Ebo2m4oQaoMtn/6ufjWrMKMGfh1Fu6wSyJusXRVHRdc3MyiNQ3kctsZzmzGtpoxzbFsjWHEiccWUSodpX/gQRZ0fHjStnv7foFSDvHYRPlgKS0ikTYKhf3kSi9R96EPUfehD01YxvM8uru7kVLS0tKCZb262fZ1jetI22mGy8M0xhonfT9cHmZ142o6khP7IGLr1xNZvZrSCy9gCckJQ3O8OY33GqtgnYp0sYzterjpGpzMMNFUDbFkKMUsGxvxjh1j5KGHzgoxsTtTWM0J1jjXkDBrOFbYQzkoAhrbiJG2m4gYsde0Of+8gNKonIcqeJitCYyaKEHOIRh2yD99Er+/SN2HViKlxB8u457IgdKY9TGsjuSUpbjzmMevIuaJyTxmhdWrV/Pwww+TzWaRUk5wbPZ9H6UUS5cuJR6fOGu2fv16tm3bxsmTY9KgAoj6Lo25YQwqpb6GwJRlpAZpFREqgkSetmBiJpKQdtOsyazBVCYSSUCAIQ3KZplAhrl8O7CxsDCUMeO2XklJ2eiLWgQB0vNobD6BZZYpDcTw3C6s1lZExTvEMGIIYdDffz+tLe+a9iXfdyzH0Mk8sZTNSH+JTF9p0shsBcrVLOl1KcZjPLjpPfyhzBI7tI/n92XpbV5MwrVwIyZKCIyKKpbQINGkSgUSTol8JEbM84h6VPwvwmtXjEjq8opF/T6L+3wW97n84Oo4HaXusEyoXArN/EyLiCEJfJ+R4hBNyVqO9K0n7zr4foCUAsM0EAZEExbRpEku7+H7CtcW2FJgIRlYHuOFJREiUvKRtgZMKVBa88DgCD/pHSbvB2jC6ozQknAKaF0xmpz5OpbsCLlIjNpiDoRADQ7gpZI0NTVRLBbJ5XJ4nqarq5OurkVYoLP4/AABAABJREFUVoBtm3iehRcoXmrex3DruiopkYgwC1QZgy8rqmQzEaRTMpOWH6psuZZgsMaks9+nMRfM7o4UUNsQJZq0yCvJtR9cUVW4AshkNqNUGdNsn7yqMJAyysDAI5OISRA45HK7MM2pvXkMI4p2ffL5PdTVXVn93PM8HnjgAXbt2oVTMTCMRqOsWbOGm2++GWOKkrHZoC5axy2dt3DX/rsYLg9TG6kNMz8qoL/UT8SM8M5l75z0uxKmSctnP8Oxr/4lu/ftpD9iTL4uU94zp1NXmFv0p+KYgabR8UgoKGaGidgRvOPH8fv70a7L0Nf/DTU0RMNv/zbWuAmiVwsZMam5poOhHxVZJjbQmVzNiDcEQNKqm1Ta9SsLNfb/ftYhGCiFBo6V26S0YwC3J090WR3u8Ry6HFYhCENitSWouWkRVvOvbtZpHvMYxTwxmcesYBgG73znO7nrrrsolUrVbMBoeVdTUxNvfetbJ61nWRabNm3igQceIJPJVJcXaEbnSCUa01OAAYTqQVakQODP/MI7HVmwsPCVX51Dl0hiKobt2eSsHEooUn7q9D0jrxBaa6RSSNcFrbGjFUUsBd6JLlQuT2T5BVVyYhoJHKcPpRwMY+rG25GBEqW8S3aghO9M370Z8cP3YWePy67lUY6vWcunbryR+JEh7tx5hEguoBAxGUrU0DIyiGuaIHQ177BkoJs9rZ3kojFSBQOr0oiej0pMBZccdMLgGmga0Xzg6SJ2C+x0lnOMDgTQqrMsk4PUWzk81+OFnks4MLwCLT1UtVk7VF6zIpJ0c5zb3ncBT+8f5KW+PIM2dLdHGKk3aYta/PqCJm5sqEFrzT8d6+M/e4dRWtMescn5ZTxOEypW772wz0KNutqPa+yXWnEy3UBDYYRUqUDZLdNXKhKLxWhsbCSfz4/boMDzTDwPLAvysSQDyTR24FE2otXQtRrCVkq0AjFDOdmp8a4OSYkmLGv0TMHKEw6z6KVndJeZ/hL2iEc0ZbH7qZPse7aHhavrWX5pM35QnDErKaVFEOSn+GZ0ALMn7EEQ8N3vfpdjx44BVDOvxWKRLVu2MDAwwIc//OEJkx5ngg9d+CFc5fLg0Qc5ljuGFBKtNfWxej584Ye5qv2qKdfrGx7kYSdDNmZWDmsGxbYzxhzNggtBd22CYT+gc6SEnc9TOvkiuhQ+U9Aa7boM//Auco88woJ/+RdiK1fOzb6B2IYmagNF9t7DmEWoj4wjPgKISHBevR/IGwYFPzwVo6aqOpzYCfrKFPq6wRAwauwowB8u4w+UaPzYaoz0PNGbx682XjfE5C/+4i+4++672bNnD7FYjKuvvpqvfvWrrBz38P3EJz7Bt7/97QnrXXHFFTz77LPnerhvSCxZsoSPf/zjPPXUUxw8eBDf94nH46xevZpNmzZh2hGe6B3k2Z27yB85SMrzWFRfy8UbN3LjjTfy1FNP0dPTM83WR99oEuVFwSozlTHZmWYuBAIl1DhCFEr9JvwEHh6GnjpTMhfu8lprRIWUCMMgUGGDdgyNiEYIslm8vj7stnC2Wikf00wgxPQ/y669wxSzY53OM8UBloJYWZHIB7iVeueFLQk4bjFkS2wFB1hIQyFD3C1RtCNVeeAFQwNEPJ/tCy6gGLEo22OmfpcecLigxwuDZRHO/qfcXvqzLfTJxupVG1R1HCm3cYl9iDY9xO7hTQTagGDyqD1HMXgiT7a/zEduX0UxUGzLFhj2A+pMg0vTCWJGGLA+ly3wo95hUoak1grPlUSzo+CMOynjAmcBCMHCoT4WD3WHUs52lIId42RtE65pYHsuEd8lkAYn6ptpzw+zbKC7cl0UhUKBcrlMEEzdNet5Hr7p01dTHyqaGRZBZfZ/4tEKlNDTXLnRvqVK0FIZum+EWSBDaWxf05ydfeeuVuA7Ct9xKeZdMj2hkd+B5/vYeu8RLnlfMxqN1gohJhOC3GCOYrfN/Vv/kfr2hay5/iZiqRSGESWZXEEmswXbqpu0nlIOQhgkxhnuPf/88xw/fhzDMCaUbpmmied5HDlyhB07drBhw4ZZH994WIbFb6z7DW5bchtbe7ZS8Ao0xBq4su3Kac0VB44d4cGv/xMjgwPhB6L6P7PA6bImc1yaIwRly2R/XZLYySGSpRJIGf4JAkQ0CpaF3z9A9x9/gSV3/+eclVcJIUhe2kp8XRPFl/op7R6EQGMvriF5WSsiZjL4nd2Udw6NTQD8qpd2QZhFERqkmPjcG/93DXgKryvP8M8O0vDhVQRDZdzuAm5XjmCwDKYkekEtsTWNyMh8n8o83th43RCTxx57jE996lNcdtll+L7PF7/4RW655RZ27dpFIjFWG33bbbfxzW9+s/pv27an2tw8XiGam5t5z3veM+nzQ0WHLz77ErHnnyGdz6KBjJD0Dg6yZ/9+Vq9Ywcc//nHuuecedu/eXSEK41/so0GRRmsDz00SmBrpv7qXm4ExKXZQWmFgYOqJt39VieuUFV6xu7yu2PAZYcnU8EgLLcEBooaDUBbakAT9A+jWNkATBHmam29Dyql/ltmBIruf7j5lzNOHRlKBocP34pJ4+DtYGLW5qCbOE0EOIQTddhPbveWs7TpEqlyqEo3Qs8CgY1Bz0eECZVsSdTULBn2sYHTfGq3BM/IUUwfQQmCiMQlCvxokeR1ji7OUjeUUrk4wU7CmNex5rpsNb15E3JBcWz91mdD9AyM4StMRHTtPg6MlE1qfsovRWUnBSDJFfdcBop5DwQpVjVYOdHGsroWumnqUMIgEAWsyfSwr54nadrVMUSlFEASTfHnGI14uIbQCLUI/GKYIIEblxiZdNTFh3OliQMtwgG8IfAMySYkMIDAFpaiE7JlrnUopsKPhmIJAMzJQYvMPW1lxWwOuO0gkMuYN4jkBex8+SeaYxM8XUMFDCARbfnoXV91+BxtueRvNzW9hJPsirjuIZdVXA1GtfcpON4nEcmprx7xKtm/fPq2yn2VZlEolXnjhhVdMTEbRkeyg44LZeWrseuIRRgb7q43KZ46phAzOQkA+ThBBScHephpqiiWSgYYgACkRto0wDFQkgnv4MMXNW0hccfmcDkNGDJKXtpK8tBU/U6b08gC939nD4a48PcWA1SgSUlQb8xFzIfr+OodmysmYqVB+aZCuv3wOSj54YxkVgNLzfQyb+4mtaaDmzYuxmmYWSZnHPF6veN0Qk1/+8pcT/v3Nb36T5uZmtm3bxnXXXVf9PBKJTGjAnsfZx5Dn83s7j1C7fQt1IxlKto2SBloICiKK4zrs2rOHdDrNW9/6VgYHB+nt7aUynTR5g1oQuDEEmsAOMFwDhQrVdl5BqYDB6Mx1uLKJWemXqPSAjBvDdE7zr4icCIFnmpU9aKyRBI0na/Hae0NpXF+iPY/ALeCqASLRVlpaJpfDAeSHy/zgzzePK4GaHuOLbAoRSbwuwpvqaypDEnx+cSsv50sMuz4CONSykO6aetoz/SRdBzPQDMaaKNgp3ryjyOK+oHIEkyHRlJPH0DIAZRBIMITCQCFRBBgUibCPRehqz5CunvlTMdIflqrFktNPKBwololXsidFP2BvocyAH1BtgqlcKVE5GbryXzaW5MVla9hwcCdpp4hCENcBiwpZHMOkEChiKqBm1FTPMKo9D6VSCaXUjMTE1IoFQ30cau5AzXSvzDArLwPNsm6X9qGA9iG/6u3Sm5Y8uTpGLm7w0NoYb3MLtA7PuJdJ0ONMFk1TIAQUhhVu/+1E2r5FsXQM26pDK8GuXw6QPSaR0sC0U2HmUQU4hTxPfPfbxJIpVlx1Le0dd9B98geUSkeRMoLWPpqAWGwRy5Z+DinHrmMul5txFl0IwcjIyBkc0exRyuc49tKLZPt6MUyL1gtWUNfWxondL1dKx15tDdK5Db9LtsnhhhrWdQ+BlMh4HFG5V4VloVyX4ratc05MRuGezJP52UHKvSVeGnQY8AJiAogZlJQmIkXl56gxprrm57ZFZ2acT2MByJ6i/T1+bL6mtH2A0q5BktctIH1jJ8L4lad+83iD4XVDTE7FqARtfX39hM8fffRRmpubqa2t5frrr+crX/kKzc2TpS5H4ThOtQkTOGsvxjcy7u3P0NPbw4qRIRzLQhlmaJCowsCpZEUoOyU2b97Mzp07yWQylTXHP1AnzjiGE0UC6cqqIpYUoYngqeU0U5GJqUjEVETkdNs59bszISdpy6KmpxcrFmOh47DUcSCzhKFAUGgdIEg54RaDIRKJZSxZ8gfEYosmbWdksMj3vrwZ353drG41FyXgeLvN55e3V0ueADamE/zbmsV8cX8XBwolHA3FaJxDzQuIuj4RzyBR1ly7q1whJVSOfWz7VLseNJ6dqxI9jcDBRhKSk7Ap3aDPjNIw7uyFY5xcqqcU5IecGYlJwpB4SnGs5HCo5OBNqIwazXqFf6QAqQWB1kQFpJNJdnWupLFcQHsuF7oFWo3wdy8q92VgGpOasMcCehPXdacclwA6Mv0caFmI90qauLUm6ir60ya9dSY7FkdozPpEPUV/rYlnSaTW9Nca/OCaFB98IkdLdvbkZNQfT1fq3WUleBzYv4Trrv08vT0/pVA8RLbLZ+SEgRAmkppqn4VhmMiYgVMssvXnP2bFlZtY0PER0jUXMTDwCMXiQaQRpa72Shob34R1SonXbLLXZyPDvfeZJ3jqB9+hNJJFSIlp20RiceoXdOK57hz0kZwjjMuaIAQna5MsyjvUSRMxvi9ntJTKODuv9yDvMfyf+/EHSoyUArxAETUE0Yo6nq81KI0twu6l8YR4bIxnZWhnDlNgL0nj7s+81iM5M3ia/GMnMGsiJK9oe61HM495zClel8REa81nPvMZNm3axNq1a6ufv+Utb+H9738/nZ2dHD58mC996UvceOONbNu2bVpjwL/4i7/gy1/+8rka+hsSP+7LUJvLYCiFY9oIFfpJwFggX7Is7HJpHCkJv53q79P1dyiliMViWJZFuVzGdd0zznAIITAMI9T/n6ZfYNI6uiIjW/FoUVKOBTMzBDVFrbGjEWJOmXq/4kcemDTuvICaQ20U9CGiF6+j6cJPkk5vRE5hUOaUvNOSklMn/EazBYWE5FNvXcEVixsmrXN5bZL7L13BtmyRl/JFBvuLHNncRangkygqOnsDot74LU69Py3HWs51tXdCVGjJWHAuTMJqPTXVFsc2bBgSeZoZwGvrUzw1nCfrByEpCfc+5bKqslsExLXAKZXAsjiWaMVEc9vwcaIqoFwuV7MhQRBMICajZVwArusipZzg1zMeLYUcplazD3bHZV+kgnRRYSjwpaAYgQPtYaBu+4qaoqbGV4wkDPJRyV1XJ/nIE3mavbBHZzbw3ICyr3B16BNUFBqVc2hseBMN9dfjOD08vOUbeIXNROIJxmkeA+HvR5oGwye7GO7ppr69g5qaddTUrANgxB3hxb4XefHEs9RH69nQvKHqMXLBBRewefNmlFKTGtxHz+fKOWzYDnyfB77+v9j1+CNoFYAQSCnxHBMVBPQe3IvvuhimNTHoP58xel9VxBuOp2PU5f0Ji2jXRURsEpuumbPdBgUP72Qef6hE/rke/N4iKE0EzYVRg5LWHPM0jtJEZZgTFeKVSCScWwjLgEBNeDa9buBr8s92E9/YPO+PMo83FGZNTDzP44tf/CJ333039fX1/O7v/i6f/OQnq9/39vbS3t4+62Dv1eD3fu/32LFjB08++eSEzz/4wQ9W/7527VouvfRSOjs7+fnPf8573/veKbf1hS98gc985jPVf4+MjLBw4cKzM/A3KEa8qaRLJ2ZDRst4ZvOCGvUNGf37eJRKJW655RbS6TR33nnnjNs5lZyYpolhGHieR21tLaVSiVJF1WY6giM0CKUwgoBIuYw2DIoV1+XTwfN9BhMJBmIxDmvN+nyeDaUyynHg2CDphiW0XvM5InXLpt3GL/71pVllSk6leOnmGL/x+YuJpaZXeBFCcGltgktrEzy9+QCNhzXlgkIFlRI7CboagI9dPQ0o4aJFGBAJLUNSIoJpL3AsEUFGfVRxjHxNuh801DRGqWudWTJzU20SX2vccSpbM+W6VKVvJpEPKPk5imYWw49wtWOTUuHzKpFIMDQ0VO0pGZ3l9X1/QkYVmJaUCCF4+5uuY+Wi5fzxgZOTFzgl8JVKoUWlRE4IEmWF7YNrQj4mKEYkuhK/+6Ykk9LYnsZU4XaySYO7NyX53S1lcKbO4kw8E5DzAkpoHKGRGiJKMDBU5ut37eI33ruKaLSNwKkYyUxzMYWUqCAg8Mb2qbXmJwd/wk8O/ITB8iCj/j9tyTY+tvpjXNV+FVdddRU7d+4kn89jWVaV/Pm+j+/7pFIprrjiitMex2wQ+D6//Oe/Y+/Tj6OVqmYUtNIEnkc5nyOWqkFphXK8GUv0zlcYgWbEMnH9ErZhghBo10X7PvGLLiG6evWr3kcw4jD804M4BzJoJ5jwQ9NAUYV9dEkpWGTBkK9ZaEjMyq3j61CA6vxyhRmDLvu4R0fGqopfX7cAwXAZr7tApLPmtR7KPOYxZ5g1MfnKV77CnXfeyec+9zkymQyf/vSnefbZZ/nXf/3X6jLn4sH++7//+/z0pz/l8ccfZ8GCBTMu29bWRmdnJ/v37592mUgkMm02ZR6zQ3vE4oVkGiUlZuDjGwYTC38EEf/0gdN4zFQy9cADD/DRT36UwAwQvphx2VEYhkE8Hse2bRzHQQhBU1MTJ0+exPf9CWRoPKKlUoWUlHCiMbQITe7UeOnZSoB1asBqGAbRSISgWMRViu2JBMnePhaNjGB3dtL4u79DZNn0pKRc9Og+wxKDZK3Nhls6WXNtO6Y1+1m0gRN5pCQkJRqEoUGUEUaA1gZaGaAEvlmmFO0Jy7eECkmJkkzV5z0eiWQcjNMTrJqmKNKYOYzpdX3SpsGwH5KK6elJWLJkBZpYqRtz+B6Uf4C4cDGRHBVp6q2NLJfLsSyLmpoahoeH0Vrjed6ETMl0GA1oLcvi9ttvZ+XKlaz1fP7bwW6c0efhVM9FrbECvyLTHB7vqARwKSIo2xUir8eUz6QCx5JoGVJuJWA4Ksk5PrN5gjlohkSYzZEIFFBCkxCSE0/38JPOFO+5bCG1LW0IIVCnZI5GofwAOxYjUTdWRnvPoXv49s5vY0mLjkQHhjRwA5fufDf/8MI/EDWjbGzeyB133MFdd91FNpvF88KUnJSS+vp6br/99glCJq8GB7c9x+EXto6RktHG/Ep/kwoCyoUCWiu00uMI+OsDdqBYMJilOVfEd/1w8kQDpklkxQra/+qr4TUsevhZF2EKzIbYGZn4BXmXvq/vIBgoTx2w6/BcBoCjISEE/VrjKY1VUZKTnL/ZEmBcv1f4rPCEjzlBPv78bt7XgUL7r697dx7zOB1mTUy+853v8G//9m+8/e1vB+CTn/wkb3nLW/jkJz/JN77xDYAZGxtfLbTW/P7v/z4/+tGPePTRR1myZMlp1xkcHOT48eO0tc3XYJ5NfKitgceGRuhP1tKaHUQJEZY7ERreRT0HK/Dn7AFfLBY52HcQx3KI+bEZG9M1mlQ6RduFbcTjcS658BKCYsDTTz9NJpMhEong+/6UpEQoRbxQoByPE8/nMZTGsyzi+Ty5dBrXtsNehkpT9KmzrpYVlogYiQSRysz7wY0buPza64hfvBFxmnr6E7uHUWeQgOxc18Bbf3d92DtwhjCMygz5aAm7LDE6jSiERgsf1y6Qi59AW0WUEqAlSIWWlVKSGXY7MjJCMjfxeKdavGtv5rRjdZTCkIKIgPL4WhENp0ZQhobLDu6mPvc4cT+CYC15I09/bICBWD+P6EfwbZ9VchVCCBobG4lGowwNDVEul087FoD29nZuvvnm6jMpbZmsS8bYmisilcL2HMr2mC+NrATBnmFOGG1Q0XYo2ZVm7GrZTmU9DUprfCGQKjzktkEPq3D6wCRAU6rc5Ub1PAlM20DbklhZ8dgTx3nrxnbWvOlmdjx0H55TRsbiE65TEARorVi09iLiNWkACl6BHx/4MaY0aY6P9fPZhk1HsoNjuWPcvf9uNjRtoK2tjU996lPs2bOHw4cPI4RgyZIlrFy58hX7l5yKwa7jPP3D7+AUCgCTSMeoJLbvOLzupsgB2/NZ0zVAquziC0HRNjGUJq4h3tJKy+c/j4zXMvLgMcr7htBuWKpkNsZJXNJMZEXdrN7VIw8cDaVqq01rE78XQhATkFcahUZIQbsliBnTSVuch9AgogZB0auKZQQEGBhVEjva73h+QmDUzk+szuONhVkTk66urgn9HMuWLePRRx/lxhtv5KMf/Sh/9Vd/dVYGOIpPfepTfPe73+UnP/kJqVSq6oeRTqeJxWLk83n+9E//lPe97320tbVx5MgR/uRP/oTGxsYp5W3nMXe4tbGGa+pSbFu2hiv2bae+EAoIBFJiKIUV+BhznE07sPsAg42DdHR1IJSYlpyUEiVebHiRnqEexLCgYbCBty55K5+8/ZPsPrSbu565C6tgERBUeiRCGNrADhS+aVKORjm5cFFYdlORvxwt7woqwdSobtXoCEbLxkYhTRNDKQaCAPuSixHW5H6SUxF4s58Ja1ma5i2/vXZWpERrzZGXBjj68iDK1zR1pmhZmmKwu4CQoFTooT5agBF2jigK0R609LBlgGv4BGr2LWrlUpnkhD6iqQMXp+hP8elELIzaxKXEP/WWqha1j2Yq4Jr9h1nWvxNPjkkPNwQN1Hm1nPQTHEsd5TnnOepKddQn67n55ptpbW1lYGCAH/zgBwwNDc04Ftu2+djHPkY0OtEQ83+s6ODt2/YTcYpYvo9jRYg5mgWDLi3ZDPm45uWOBhASZVYUxmxB3AYlwuyIEmMVVaOaaHocV7E9TWd/MCuzxUAKymKs60dIgWkZmHa4b0MKSlmXg30FVrd3sP7Nt/HCL+7BKRYwTCt0Ufd9tFKkGhu57sOfqG57e/92BkuDtCUmTwAJIWiINrBveB8nCyfpSHYgpWT16tWsnoNSo1Px8mMP8sR3vkUxm5l+oeqz6PVHSgAWDOVIlRyKESvM4EoDXyt8aWAHPkPf+jaxa+L4vQ4iaiATFlppvJ482fuKpMoB8YuaZtyHcgNKu4eqfRfjfaDGIyKhFPa6YwGmnLjEeS8YpcHzXcqGQzyIYCArkh3nMxkZh0Ax8sAxat+6GKNmnqCcb3i678fEo1ObJZ8tFGc5oXY+Y9aRRWtrKwcPHmTx4sXVz9rb23n44Ye54YYb+PjHP342xlfFP//zPwPwpje9acLn3/zmN/nEJz6BYRi89NJL3HnnnWQyGdra2rjhhhv4j//4D1Kpqf0Q5jE3EELwf9cu4U9MjxfKDZwcaaAplyHplIi7JaK+M+4hPzcP+76jfdgNNgWrQMJJTOpLCUTAvrp9HK05ii98LCy01vQUevjWzm9xIncCT3nsS+1jvbUewzPwhT9BRjgwDUbS6TDgrRCR0Rk0ZRhoqGZUAtsCFTBqpmhNkw0Zba62ZkFMapqimBE5o8M7QDxt8e7/chHGLEq3RgaK3PuvL5PtKRJUvBv2PNuNHTeJp2wMS6IcHxWYCKmrtUSudAjMMoY2MKNFDMMgn589MdHjclJj3QtTiROcflsNlklJBaFn/FSEtzIj3pHJsq7/IBnp4BhuVTYa7WMFFm3FNnL2CMOxYaIrorz78ndTVxcqSbW0tDA8PHzasQRBMOVM//qaBP/c2cD/fOogXekmrtlV5IKegLgTEPEkpnLZcLCPpy+MsK+9AS0kSgpysXBbQoeGip4Zki0jgECEBAPAVJpkWbOkz5u076kQr7HIlUBGZEh0xvtLjLpSC41fyS5s+tDHSDU08uJ9P2Okvx+lFKZts2jtRVz/0d+gpmksM1LySmitMafx37EMi5yXo+gVZzXWV4LiSJYt99zNtp/96HVXlnUmMIOAplwRz5Bh5odKpYIIBRkKaIz9hyG5neiqixCVskgByEiMIOuQf+YkkQtqMRLTP4NU3kOVJ2eST+39k0JQY4CnNFKEJV02E3tKzmejRQ34gY+SCl8ptFYURIlanZpATF6xl9XZhoLS9j7KB4epfcsSEhe3vNYjmsc8XjVmHVnceOONfPe73+Wmm26a8PkoOTmVMMw1Tte/EovFuO+++87qGOYxPSKG5Hcj97At2Mr242vQWhNVTmh4OzZPO2f7K+aK1OXr8AwPV7qYygQBftyn1FTiBfMFsipL1IiSMBLjzN80Jb/EA0cfoD5WT2e6E7fJJdYdw9QmClUxF6SaHUFrkBIFGEGoriUq2RLfNFGGQbmpFSUEie7jeNLA1JrIKS/kIAhIp9OzlkRtWVxDY0eSnkPTS1gLCR/80hWY9tQ/ZafosfPJk/QfyyEEnNyXoTDijrY1VON6J+/jlXxqmi0KuWG8Yi3a1yFREECkDEIhzQAjUkCpFLFYDMdxpm0GHw/btkOio2Yu10nWzzy7lPcDvrjvBIcqLu9SVciikKhxikWmr7lp9wk0Lo50kONDJQGe9IiqCC1BC1mZJd2arpISgM2bN8+qZ86yrGmvZ/rkUS47soeVMkbrUJSSLckkJDEHaksBjSM2t75YIhqcYGdHO1oIHBMQYf8IiFB8QYNnCILKIUgFMVez4mTod3I6CAmJpE2k6FHWGusUImUE4Akopy0W1IXCA0IINtzyNtbfdBuDXcdxyyUaOhYSTSQnbb8x3ohpmJT9MlFz8vUrekViZozGWONpx/pKcPSl7dz3L39HbqD/rGz/fILtB5iBwjPHrqEKAqQRinOXXYeED9rJVknJeMiUTTBcxjmYIb5++qyJsCVon+me2eMDdVMIRncVHbf4qyYk56QZXWMqiS/CJ0TWKJIziriBhxaaej+NzeknkV4TjJ4fDTrnMfzDfZR2DpC+dQlW88wCIvOYx/mMWROTL33pS+zZs2fK7zo6Onj88ce5//7752xg83h9oVw+yfDw00StWhIUUFqitIHS45U4pxePTCQS1NfXk8/nZzVTDWBrG0c4lCIlhBZE/ShO4HAscgxf+0gtiRiRCS9IIQQxM0bWyZJ1skSMCMUlRaQjsYdtDDVN1mFUQUmI0KOl8sezbZQQlNN15BYvJz7Qi+H7OEIQGRcAjsrMXnTRRbOupZeG5Jr3L+eB/7uTkYHJ6VnDErzjDzYQn8LzQ2vNcz89xI5HTuCVJwevo4q21VMjwoSPVxYsvWYzXTuW42TaABk2wkcCpOFjxodAKDQmUsoqOfH96UuwpJR0dHSwbOUitj9wYsZjvu4Dy2f8/kd9w2w7fBQdSWCqYKxEUAQoIfEME7TGVi5JZwRpGmHvz7gyu9Hj1QIiro0OfLzv/Yijf/cwsYsuoua2W9m6deuM4xjFTB5J2WyWeNmiZcTHNQr42kR6odJWYGigRNyJsunAIIO1SQZjCZQQ+AICI2w4MSrN70qMNcfHHcVl+x0u21+eFdXXGiKWJBK3CAoeOqpDUzatMQKQnuZYXHP5+hbqE/Yp6yrsaIxoIhnKB0+BNQ1rWFyzmAPDB1iYWjjh9xaogKyT5dbFt1IXrZty/VeDnkMH+PHX/qzSLzKXGB8Rn8WZ8tlKFVYQSFl9Bo1tQqN1KNGugwAdKAIhJqiRjWK0+V0VZs60+VaGgCKS6cUIxpOTs5IVOQeVdhrNYbuLlxIH8AnwRcCVuXWMmAW00CSCGEprDOT5R1Cm0Poo7xzCOZQldcMiaq6bWRxoHvM4XzFrYtLZ2UlnZ+e037e1tZ31cq55nL/I5/fiB3mi0TakobGsPEoZaD1aw+6jtEm5nGBUq8UwwqAxnU7T0BB6bZyJwaWUkhq/Bl/7eLaHb/kk3STXlK7hJ7GfYAhjyhfm6Ge+qgTTEvKr8sQPx4l2R1FahQ2Q2sDEgEogoAk9TAzfD98JUqKlBK0JYnGCRJKhNRupe3kb0nNxVBDW5lfKfZYsWcJVV111Rue1dUmat/zOOrY/fJxjO4fw3QDDkHSsrOWq91xATWNsyvW2/PwwL9x/DBWMZT30+MSGrsREp3xeGHaJiBtYfvM/4gxfhJMJr4udzvDyIU3ZEWgl8dwIQoQrTpdZGBUESCQSXHHFFaxcsZzu/Vn6juSmXH755c0sWlvPyMgO8oV9CASJxApSqbUIISg4Ds89/jhSm9CcCP1Cqt0XAkMpwCMQEsc0KduamK9Jekk86SEQeHKsPEWgcZRDTc5n7TMnKI0cpvT88wzddRe566+DWZTbXXrppdN+l06nsb1ahJJYskxt2amc9/HnyyeVS3DT0T083baYwViSsmFRisSqrNFSoQqc7Wtq84q3bS7QnJ+lsWJlVjWWtHnzrZ3c8/3diEIQklIEntB0JyCyto6PXTX2fPc9j91PPsL+556mkBlGCEFdewerrnkTSzZeOuF3ZUqTT6z5BH+99a85mjtKXaQO27Ap+SVGnBEWpxfz/pXvn81oZw2lAnzX5b5//rs5JiVTyk+N+/scBeDjfjMi0OjR3rDTBPiOaZCN2TQUyvjj1MaUCqfOzbKDiqQpyjT5Q/tJN7cQr6kdt9vKvR+ZuexzcPApCOZGIe18hU/Adxp/zubkyzjSRaFwpMvm5Etsym1kXXE5hjDQKAz9+rF8064i9+BRrIYosTVnJ0s5j3mcTbx+fm3zOP+hoaHeJRoNKJdsLGvcjK7QmLi4ThylNaZhcvkVV+A4DkeOHKn6RpyJ5LSoBm4WSZ1ESokjHPSAJtIZoeSXZlgZpJAorZAirLvXlkZFFH7EJ1fOUePWhCViEBKQ8BDxDAM9SkoApMSvlLiMLF1JXyTOwsN7aM1nUUpRV1fHRRddxBVXXIFpnvlPrnFBips+tpriiItb8omlLCLx6YNmt+zz0qMnqqRkdJZ0kvKYnrpFY/9TNay48UaiDQ+QaE5iGik0Aa1Fk6NHW1GqBq3NSpN82OifTqdpamri6NGjuK6LEALTNKmpqeGaa65h5cqVCCF43+cvYftDx3n+/mM4BQ8EJGojXPmuJSxaD3v2/DG5/G6UqpRqyQip5GoWLfp97ntkO+mDe9BL1zB+vrhabodAKk1ghMpXvswT4BAJItgqzAQoFI7h4phllFYUZD+3bfNI5WQoSKA1Xi5H48luTixaOGOgKIRgxYoV036/Zs0anr1nf/XcCy3C/g49FupqoRDaIJkd5tZ8BrFsBc/VLGWXq0lrgSPBFWFW47J9ZRb2ezQUZu/2PirutXhdA2s3NNO8OMUvHz7Cvl3dJHuOsKB4hOtiFhfWXkZKrQBsAt/jye9/m8PPb8WwLCLxBFor+o4cYuDYUfLDQ6y/6dYJu1nftJ4vXvFFfnzgx2zv386IO0LUiPK2pW/jPcvfQ2uidbYjnhG5oQH2PfMkh57fQjGbZeDE0TnZbohzMUU/cR9Cawyl8IVBxPNxLBNmErAQgq76GtIll5jrU7bMkNRoRcQPsAyL8tKV1MQayLsZhk52IYQklgp9LlTBQ0QNIktrZxymVxhAiCQKH/kGDRPurn+IJ2qep9ZPEVMReuxBkkGCoixxf+0zJIIYLV4DMR2ZWAp6vsMWaFcz8vgJoqsbzusen3nMYyq8MZ848zjnSCSWY5hJIMviTsnePSk8L4ppOKHcrBZ4XjL0lcBH69C7oKOjg76+PoaHh0mlUliWNSuCMr4c6tRltdZsaNjAw90PE6gAQ06cHfQCD0MYNEQb6Cn00JYIfRt0pVYm0OE6pmGOuQGPc3rXUk4IYbx4Ej8Wzi4qrTlZ18w1q1by+wubqo3uc/FyiNfYxGtO359yYFsfbskf32VeGTuzir18T9P70g1ceFMLJX0/njcEQrLywkU0Nq7l8GGPQqFQJZN1dXVcffXVLFu2jOHhYQ4dOkS5XKampoYlS5aQTI71JUhDsvGWTi568yJKuZDAxFIWQVBg1+4/opDfgx1pwZBhjXSgimSyz3P0yb/jxJFOCAIacxkONS0gEBJDK+JOiYXD/TSPDCPR9CbrSLglYu5Ys7XQoERYehINIhhKUjJGuOrFbm7YLRDRaPUalaJRFh4/Rnd7G4FpTiInWoNUEWra2nGQRIBC1mHHIycYOJ5DCEHbBWnWXt9BS0cjQ3tHNQT0hPMvAFtGMBKKxevXsmrVKlasWMHBEyN8+tmDHI0rLC2JK0FZh0FsbVFX5H5nj3jaZumGsOSsuTbG7Z1F+n/ybby+/vD2OKnJ7XgG56c/pvnzn+NEZoAjLz5PvLYWOzqWkYvEExQyw7z00H0sWrOe2taJKlwr61fyR5f/EYOlQQpegdpoLTX23Bi/+a7LwW3PsfVnP6KYGSaSSOJ5ztTM+qziDGuvJqw6caxmoLCCIOwjQhDzfOwgIBefuc8qk4iyr62eJX0ZYl7F5BRQ0SgjKy+guKKNaLlMUtRS8nOM9PcRTSRRBR/tBSQubcU8jcSsEY3jmy5SxVGyhAhMBOYrP/bzDCesXp6seZ60nyQuYhyOnaSgQ0HtDreZXmuQLcmX2VBcSU2QOD8b36eBCARaaIKBEsGwg3mavr15zON8wzwxmcecIBZbQF3dlfT3P0BzbZ7h5hhDw+14XhStwTACTBkwWu2vdUA8atPW1sYtt9zC008/zeDgYGh2OE5tRms9JUkZDYpHlxu/bDwe5xPrP8GWgS3kvTwRGcEyLDQaN3BxA5f2ZDv/5eL/wrd3fZujuaMkrSSxaIwm3YT2Na3JVsy8STkon7a5W0uJl0rjKc1Jx6XRNnl7cy2GYUxpUHcmcN0BstkXEcIgnb4My5rcfHwqSjkPrSeHELMhfKLi9t53pMDwd5ZS0/QHLL3EYvmltaRqO5HSpFAocOzYMRzHIZlM0tnZWVUZq6ur45JLLjntGKUUJNJjwdHg0BMUCvuJRhciZbgt3xf09jbQ3d1KT0+UIBjCVLCy7wQ7Fi6nZEVozQxx8bG9xFwHJSUaQX1+hIRbGsukVO4TqUVVbtfWFmu3n2TFIU3Bsom7DrYd9iM5hsR2PTq6uji+aFFV/QgNptNItNyICOIU/Br+9m+3kuyIk3wpiy4GjDKP47uHeOnRE1z2zg08cXwnTjmCEmMmo1IKkokaokaSS9+ymJVXjgX5FyxM89fZRfz7M0fZEfcpWIKFZcWCPCTcMwvEDVPwpo9cWCW07oku+v7n3xEMD2MvWFA1B9Weh3v0KH1/9TUOrVmG1noCKRlFPF1LpqebIzteYEPr1P5QDbEGGmINZzTO6aC1Zt+zT/LyIw/QfWAvXtnBtEOFPTMSGd/A9mr3NAfbmM1uwjRlW7aAHSjMQFGfL9FVlyKTiBJzPIQaV9o1DQZScYYSURpKLrbjIqIxRupryPsl2P0cR+wdLE6uYVF8NaZj4vbnsWrjxC9tIXn56X29ausvp6vtPmJH14STMaYPCoQ6z/osXiH2xo5Qkg61QQ1G1GKJXsCgP8SQzFKWDrV+igErQySwX1/ZEsLnN5WfhXbPwAhrHvM4TzBPTOYxZ1jc+f/guYMMlh6jtblMQ8NxiqUUQWBTLqYY7F6GFqF5XEx4xAjLdRYuXMjtt99Od3c3IyMjPP/88/T396O1plwu43lelYjYto3rumitq4RhtDxq1El67dq1rGtexxev/CJ/veWvGS4P46hQslgKSWdNJ1/Z9BXWNK5hcXoxDx59kC29W/CTPonmBLFsjIZIA0bcIJ/PMzAwMOlYxycfZLHAyUwWLxqjPWLz2SWtXHCaWc/TwfOy7Nn7JYaGnkSpsPHdMJI0N93K8uX/FcOYfsYz3RRFSIEOTikbEacJvyr9Jn4l+HVKPkNdAcPdZXoPWtz8CbBjoVDBqlWrZn0s5XKZ48ePUy6XaWpqoqWlZVIGaXj4GUBUSYnjSF56Kc3wsIXjSDyvYjqIIOJ7XH1gB88tWcOG4/uJeB7ZaIJRqbFUOT+uKb5SxjZeAIFwUxEfhlI2L66qp78GlHRpzWRZchJahg3W7NyFG43S09oaLl/sIFZqxZcG+WQEM2piZT1Kg8P0xAXLA4lVkSdSgaKU89j846NcfvOFvPzEcUqlMgEuSgeIwMDJK1KLfDpWpyeds5VrG/njhSmOvjzIcHcBmRI0vT1Fpr/E1p8dITid27MAaQg23trJ4nVjdea5hx8iGBjAWrRoQmO0sCysjg7c48dRqozVWDv1ZiuTALnBV6aApZWiOJINJxDSaaScmbjvfuIRttxzN4HrogKFFY0gEJTyOYxSCSklKngdBF/j70chGEzF2Xikh/pi+AyMBIpdtkkpYiG1GqdkGEKaFiqoZEekDJvcLYt8bR2l3Ej40yiPla6W/Rx7is9yyN5Oe/1Krrr8AzResQo5QwnoeCTiF2Be/UuCvhHMUhotFBp1SgL29ZNFOBW+8MP3gSERUmB4gka3lkZdC0BBlvCE//pNECmQUROZfGMQyXn8auGMicnSpUvZsmVLtVl5FJlMhosvvphDhw7N2eDm8fqCZdWycuWf0Z//Kpu7HyEwQXhRssMLyGaaEEhsqbDxSBoerW3t1XUNw2DBglBFZMmSJTz++OMcOXIEy7LwfZ9SKXzp1tTU4DgOIyMjE7ImTqUBdsGCBVx99dUA3Lr4VtY3rucXh3/BLw//kq58F3ErzoUNF7IwuRCA5XXLWV63nN/Rv4NG47kejz32GEeOHKFUKlXVpsbLDY/+3TSMUCEnULy9OMiaNZdzTV2SxKvMkvh+gedf+CiFwj7ACEmIBt/Pc7L7h5RKx7noom9Mq+61ZEMT8ZoI+aFRJa/x2aVpJpinKvOqVK1opTmxe4gdj57g0rcsnvVxBEHAE088wQsvvFAt/TIMg5aWFm677TY6OjrGHXMeKcYeR/v3JxkashBCo5SolgOODnPpYA8N+RFM5ZOPxIkEISmNui41TrGqWqRPIUCq0ixvCji0eCEDF7WjZQRJqHp1sqPMjs4jrN0/zM0vSxY5DrlEgh5Vi5HvJBuXOJGQIGvTwAnC8qx0UdOfMGivnHJpSKyooFzwKOc9rn7PCh7/6YuUBwPQoISDG+1mKNfH4Hde5o477qC2tnbCWBPpCKuvaedUeE7AnqdP4rsKtxSEfSvjrqFhCZJ1USIxizWbOiasW9q6FRGJTFJrAhAVgp/MjNBTO31mTmuNHZtadGGmdQ5u28yepx5l4Pgx0FDb2sqqTW9i+eVXI6f4zZTyOXY8dB9CSoIgwHfKYcZPCESFkEjDeH0Qk3E/PNNXeIbk5QVNbNp3Agmkyi5rugY4Xp/iWMNkomqYJoZpEnhuNetZ9WuZIWPkuiWO9r3E9Rf81qxJSThcweI1v80x7sR5KIs92IYIDEYfCq9nUgLQ4jUitMBRLulyhHg5jis8crKARNDmNnJxYRW1wevQA02F8vbRVfUYUyg2zmMe5zvOmJgcOXKEYIoXgeM4dHV1zcmg5vH6hWFEaV3xSTqf3sWT+UXYpiCJIhYJy1iUhrKnWNUaJdbQMeU2YrEYt956K4ODg5w8eRKtNbFYjP7+fvbu3YsQAsuyCIKgSliSySRr165l06ZNRCJj2YRSUOLrO75O3s8DMOKN8PNDP+cXh37Bb6z7Df7g4j8ARg3nBJFIhFtuuYXBwUG6urro6upi69atmKaJaZrVcrHRmWOAUqnEaqm4pXFyQPFKcOz4NygU9mHIGKKSQUCAKS2UKpHJbqGv/15aW94+5fqGIbniHUt47Ht78V1V6QvXE0zRragkqFin60BPG9sEnkYYQKDZ+1wPG968EHMWRo4ADz74IFu3bkUpFZa0iZCsdHV18b3vfY9f+7Vfo7U1bIqOxxaRy70EQLFoMDAQwbYVhYJZaeBX6MAcPRVoIO2EPSQJb6xEaoKM6hR9PaPdQRrIp2uxCXBVDoULhJLTbWoF21fsZsHAEJEFC2hvb6ervxUpJKWIDmdYzfAcqECjDYHwFcVT+g9kpRyna18Gr+Ekx3kWmY6CFmjTRVUMPfv6+vjBD37Ab/3Wb03Zi+T7OYaGn6ZcPokUNos3rqb/SIJsX7lyjVSYIdPh2KIJCyEFK69sJVk3MbOm/QBmkqsWgnRDE4HnVQP/8XDLJQzTYsGFa6ffxinQWrPt3p/w/M9/TLlQAB3abWb7e+jev5eBY0e5+v0fnkSWTux+mWI2Q7lYoDTeyV1XZHEBTBNpmqgZ5Kpnh9maZrz6gFwIkEpTtC1O1iZoyxYwNCQdj2W9wxxpqp20TuC62PE4pm0R+D5+2SGaTCKM07/CtQp47sc/5K2/99kz6nUzjAhL1v8Wzso+Mse3o3p8xOEY/s5Xe65fe6wpLmNFeREXlBaxoXghtjYJUPRYgxha0uTXURukXndlXAAoMNtipK5dgPYV2lcI26iKoMxjHuc7Zk1MfvrTn1b/ft9995FOjwVhQRDw0EMPTXCFn8evMGoXse6ijRS3bOMlbxEjjM7aaCztsCae4bKbfve0m2loaKCuro4DBw4wNDREJpNBKVWdea+trWXlypWsXLmSRCIxSfHK9V0+dM+HKAVjJQ6jDvEKxddf+jptibYppUwbGhpoaGigvr6e559/fkxmcxwhAVBKVSVx5wp9vfeG+5KTZziFiKLUCN3d/zk1MSnn4L4vcOG+X7Ks0WPYa+al/K3sLV0HwsS0JJ3rGlhzbQeb7znEwIk8vj9zQKYDQEAx61LKeaTqT09MhoaGeOGFFyqO4SZO4OAHftX7QBUUP/3lT/ntT/w2AI2NN9I/8BCeN0wu14rnCSIRVcmWKIyKA30oizo5PNSjf6qmmKcboa56m0RIUCZAE+BTwlJxGr1FPLU6S7sQJHp7EeXWsHleVswiTxmBLwWmP0VjtADfUzzzzDPhfWeVkVIiAAOjWpLY09PDwYMHueCCC045j09z5Oj/xnH6wlFrhWFEWXz9RgZ2vZveAwaF4RKBcpFSYMei1LbEufCKVlZcPlkJK7pqFe6hQxMyf9UzohQ6CGi6+hpquw+T6T5Joq4eOxpFa41TKFDKjbBo7UW0LV95uhNcRf/Rw2z92Y8o53NIKTEqggIq8HGKRV64/+csWLWGzvUbJ6znFAqU87mwVGkaKN+npqmJ3ODgOXB8n5vATgFKCLQU7FrQxIHWehpyJZb2D9NVVzOlEpxGE/gelh0Jr50haVy8hK7dO2e1zyMvPs/A8aM0LVp8xuONRJppueBmuADU5QHdf/lcpZ/q9QsLk/+n9/2UpEPOKJAVZWxMVpY7iSibrJEjpl6/TeNBziXzi0N4J/KgNLLGJnFxC/GLmpDR+Qr+eZzfmPUd+u53vxsIA7NT/Uosy2Lx4sX8zd/8zZwObh6vX8hN/4Wr+J+s2P04BwtxiipCVHosqYXm638b0Xn5jOsrpfjJT37Cyy+/PClDJ6XENE2KxSKZTIZSqcR11103aRt//8LfV0nJ+EBylJwA/K8X/9eMHgttbW3U1dUxODiIaZqTgjnXdbEsiw0bNsx4PGcC1xsEpg7+RcWUxHF6J395fCt8660QhGVtFtBkZLgxvZ8r2+6n78a7aF/dVpUazvaX6P/BvtkNSleCYnN2M4gvvvginuchTUnBK4yZsQlAhpMZJ46fYFf3Lla3rSaVWkdry7vo7rkL1+tH6xTgA2GWyjQjaC1RauJsrSYsz/IrZXVojakUgQBbzxyoSiShE4rAxMav5Dx8HGIqyZ6WepoyobdOKhgi4qVRKiwhCgmCEYoFBGEZmDo10NdhmZdRW6Q8GGY3Ti2/G72flFLs3r17AjHJ5XZz8NDfEgR5opEOpAzPRRAUyJeeoeMSk8WXbqB/4KcURooETgrLjrJw+Vo6F98x5Qxp8sYbyD/6KMHAAGbTmPO31hq/uxuzvp76W2/lRq14+offof/4EQqZYQDsaJRll17Ble/94JSlV9Nh5+MPU86NYFgWpjlGtqW0kYbCLZd48f57JxATFQSMDPRTyk3teTMexZERYqk0xZHMq2yEnylrMnezzYEUVfIReu4IuupT9NYm8KaRE9dK4Xseyg8zRa3LLqBjxSqO7XhxVvtUgc+xl7a/ImIyHtI2SF7dTu6h4+dML+BsIanimMrAFR5lw8XDx1QmBpLGoO51Xa6mRzzK28d6I4OMQ+ZkgfL+DPXvW46MzZOTeZy/mPXdOdpovGTJErZs2UJj47xxzzxmgBWFG75Aw/oP0HD8OfCKkGqDJddBZOa6Xa01d955J0eOHJnye6UUruviui6FQoHt27ezcuXKalnQKO47fN+0+xglJ0PlITLlDLXR2imXMwyDTZs28fOf/xzHcTDN0PFca43neQghuPjiiydI4r5aGEYC358+INNaY5mnyLD6Dnz77VVSEkJUOio0ieJeluz5LFz6w+q3dtTAsCSBP7vZz2jSJpaaXZ36aA+Qq1x8fFzDxRUuGo2BQZQodmBz1/a7+FLrlxBCsGjRrxOPL8I0fsGB/T6+LzBNSRCYaG3h+1Mb6Y1aLIb/J1BCYKrZHZNEotFIEcWXbhiaCoOoirJqZF01ODH9Liw/hjHi4huCkh2lZFphrwOh4pc9jphorfGcAMMUpBdrGGRSpu1UhbRCoTDh3719P8PzMsRjiyco0JlmEtD0DzyAlI8hjQi1zfVAGT/oo7d/F467nxUr/ltl2THE1qyh7qO/xvD/799xjxxBxuNheWKphFFby/DH3sK/7vs7DmUOYS4xuWjlCq6zLqYuWkvz4qXUtU1dfjkdhru7OLD5GZTvh70iQiINoxryhdkjQd/hA9V1uvfv5cn/uJOeg/uZTfTruy41TS0Us8NnNLapMZ6czHFgOtpnMt6cUoUN5b4QU5OSioErFZIbS6dZceU1XP3+D/PSw/fPeteGbVHKZefgICB5eRvF5/sIhubS2PK1QZQIHV4z7V5TdfLk9UxIpoUGPEV5zyD555LUvGnhaz2iecxjWpwxbT58+PDZGMc83qhoWBb+OQPs2bNnWlJyKrTWDA0NsXPnzknEpByEs9Sne9Fkney0xARg/fr1+L7P448/Tj6frzbERyIRNm7cyJvf/OZZjXW2aGx4E10nv4fWPkJM/Ikq5SKEpKl5osEdj30VqoaSp5qXAGg49AiUhiFWB4QN2qdJKkzAknWzN+uKxWJoNGVVpmAVKMsyjuEgtSTuxzGFiWu59OX66Mp3sSC1IDyupltobHwzIyP38fLLe0mlLLLZLK7rglLIIEBXDC4V4EkDSwVYgY8SEi1AqLBESxHaLxozBLdjwYhBYBiYyiTuxzAqGavReyews/jWCLZbg1Aupl9ACYFn2EgVJR8LSJdP4nrtYalaoJGGYO31C0gvdRDPi2rZ1nSSzUePHuXee+/liiuuoLY2SWZ4M5ZZM/U5FyauO4RtN5KIj/2+DKMJy6whO/Ii/QMP0tb67kmr1r773USWXUDuoYcov/wSGAbxiy/hP5b0cmf/P+L2hf4yGs1udvPLyGP81bV/xcozICVaa7bffy8vP/Yg+aGBMCPjOPiOg5ASOxbDGO2PEBBUflN9Rw5x37/+A5nebph1aZZg6MTxWY9tNts7a6hKT4f3gG9IJpZuaSK1DlY8oDQUR7lg2BGiySQXv+WdbLzt7ZhWWBobTaZCha5ZnCcVKGKpV98Dp5wA51iOoOi96m2dT3jDEpJT4WuK23pJXtWOjLw6kZZ5zONs4RXl8x566CEeeugh+vr6Jnk8fOMb35iTgc3jVxdPPvnkGa+zd+9ebrrppgmf1UZqybrZsTKiKSCRNMWbpvxuPC6++GLWrFnDvn37GB4eJh6Ps2bNGmJnqE40G3R2/jb9Aw/guv1IGUWIMBDRqozSLvHYEjraPzRxpZd/dPoNKw8OPAzr3odT9Dj4Qi+eM7vMgpBw6dsWz/oYNmzYwOatmymKIoeSh8hEMngyDGYiQYTOXCeO6TCoBhkqD7EgtWBsX0KyadNNOE44EVJTKoVN00C0XMa1bfKpFIFhoKTEBwyt8KWBkgIhNRHfQwtJICVGMFWz7sSyHaEFST+JoYwpG16F0BRShyC3CMtLV/0crEDj2oNEIydwIwo3HyPqN9DUkWTd9R2svLKN4eFhotEopVJpRh+ZUqnE5s2b2bFjB5s2XUEkqiYR01F43jAQYBiT7z8pIwhh0d//wJTEBCC2bi2xdWMN7PceupdvP/1vBDogZaeqZChQAcPlYf7oyT/iJ+/6CUl7dpnBA1ueYfsD9+I5DupUA1SlcAoFpGFgx2JopRBS8rO//yr9R46Q6etGSqPSATQLnAm7Pl8wiWxqhKnQgSBS69J+eT9+2SR7KEXmQDN1bQtYc/1NVVICYWldvCZdLbWbCYHrsnD17AULpoI/WCLz80N43QU4Qz+dOcdstQrmMQl+1iHIucjI3L+75jGPucAZE5Mvf/nL/Nmf/RmXXnopbW1tc+JoPY95jEduFnXlpyKTyUz67DfX/SZfevpLAJPIyWiPyeKaxcSt+Kz2EYlEWLdu3RmP7UwRjbZx0UX/xs6dn6VUOoJSYcmEEBY1qYtYu/bvJwekwSzLKgIHFSie/M8DHHlpaNZjitfYxJIzu0WPR0tLCyyA3cXdZO0sgQgIREiCHOmws34nEonlW1hTNPnbts0tt9zCsWefpeuhh9m8cAFCKZSUmJ6H4fugNYEMe0s0AseyKJsWKadUdVyYSplrPEbvCYHAUEa1xG9KIit9CjWHkEEM0wsD9MAsEpiFqsFk2+UB733fpgnGmiMjI5OEGaaDlBLP83j88We44opWEslDWNbkmW6lSoCYkpgAGEYM1+1DKR8pT7/v7+/5Pp7yJpASAEMaJKwEw+Vhvr/3+/zmut887bZUELD7yUfxXIdiLlstKJxquXI+VMsrZIbZ9+xT1dl/LafPLL3xoJGWCpXzAkHgSpychRkNaFg9TKIhwbVv/XXiNRPvg9YLVhCvraOQzZ6WnEnDJJJ85dK32lNk7j2M11dEWAYYolpe9ppgNvs1RThO5xwQ17kmSgYIy0CXz4LIgK8Qs+wVnMc8XgucMTH5l3/5F771rW/x0Y9+9GyMZx7zmHUQNx5TEeR3XfAuvvHyNzg8EpYf6lPeHKYw+dr1X3tlgzzLSCUv5IrLf8bQ0JMMZ55DCIPGhhtIpzdMvULjchg5nVy3hGU30XMoS9fuIdCaSNzAmYXCjuf4+H6Aac4+/V9eUmbg4EDYOC80hq5I7ApVJSqGNqixa6Zc3zAMYg8/QryQR1WUrGSlRt92XcrRKLbn4VhWqDyjFAnXoWRF0EIQ9VzENGUuo3Rk9J4YT0jGfzbVisos4ZqlCR8HQYAQgpPdJ+nr6yOTyWCaJoVCgfvuu49yuTx5W1NAKUUsFsNxHI4eXcCq1QfwgwKmMab6FjbAFxHCwDJrp9mOg203I8Tpr1egAvZn9mPKyeIOEJITrTXP9z4Ps+DlIwP9ZPt6Q5EAP0DPot8ndKsWE//9KwJhaITUKF8iBETrXNACv2RiWRbtGy3iTZPPYU1jM0s3XsrgiWOo6Qw3hUBKSTxdM5XY16zhHMrg95cwa6OovBf+gM73rIWvwz+vEtUtjHrozLjQ3EDELKzWOO6BuekLmgBDYKTn/U3mcf7ijCNA13WrBnbzmMfZwKpVq3jqqafOaJ3x8tWjEELwo3f9iN++/7fZ2rsVxdjLuzHayD/e+I+sqF/xqsd7tiCEoKHhWhoarj39wps+C4ceY0w4d2LdOgANF0Cqha7HD+NWSrhC5+Ng2glXaQBSoAIoDDukm2aXXdJacyB7ACVVGPBrUc2YaDH2FldaYU4zo++e6KK0fTuWHSFRKjGSTGJWFNos1wWtcaJRgopHCkIwHEtyuLGNxlyGFX0nME8JcE8NKsaHGaf2lZwJRktas9ks3/zmN6v/DoIgNCS0bVzXrUpVj+5Ho5HIiapxlWCyv19wRc21jIw8gSeGMY0kWvt4fg7bbsIwEgRBESkn3vta+wRBmabGmyYYgx7PHaev2EdronVC6ZzSasZyx1EEsxQUUIEfCh+USqhZlllJwwglhF+1H8krwWsbYesAAlURWYgGJFvKGIZJqrGJ2tY2ys5xhoefIZlYPmndK979AY69vIPu/XuqxC402xTIygSPlJL6jkUk6xomrT9buCcLoMKZdmHL0JDqfOKOkrFH3xxhAiEZ93c9/jyfJZgpG1UMwqzPHJCr8ZBJe77SZR7nNc6YmPzmb/4m3/3ud/nSl750NsYzj3mwadMmtm3bNutZZoArr7xyys8NafB/b/u/FNwCPzv4M/JenmsXXHteE5JXhMWb4MK3wZ6fVT445WVmRuHX7gbALU0M/qQhCNTkl5+QEIlbeGUfw5JVU8HZwFc+ngp7SiQSLfQEYljNUAhBT6GHlkTLpG0EgwOochmZTNA2OEg+kcC1bSw3VM+yKiVdxYYo3bUNHGloJx+J4pkW3ekGakt52kZmX642FxjvszNKSiCc0FEoXOmSs3JEgyixIEYgAgQCqSWmrhhIVrxytIbFnb9HPr+Bvv77KJe7EdKmpeXtNDe/hb6+e+nruxetPSyrDpAEQR7HHSAeX1IVSHj25LP81Za/4sjIEQIVIIWkI9XBZy7+DDd23ohlWHQkOqqZxVMRqDAbtLJ+dt4lqYZGYskUmZ5udPW+qkhFa420A+ykB1rgZG20EmNcepxD+kwQhjEr5/PZ4bWe9hegK8GupTCsNG0rFhCJhT4aQoDvhSp3w90nOfT8ZnKDA8RSNVx49bW870/+jDv/8PfIDfQjpIE0ZFU5UEhJNJli1TXXnZHE8yToMI8YFFy8nsKcB8uvGnNMkvTE/xmDEJPnfc4CvL4iMmFhd6bw+8uoEff0K80SMjrf9D6P8xtnTEzK5TL/5//8Hx588EHWr19fra0exd/+7d/O2eDm8auJWCzGxz/+ce68886qs/tM6OzsZP369TMuk7ATfHDVB+dqiOcfpIT3fwse/gps+waURwANwoDWdXDH96GmDYBkfRQpBQHhTLphGQTe5JlqaUiU0igFTW0JEuPS/0FQpFTuQmAQiy1EntInYkqThJVAijBAMoQxoZRuNGCPyAgj7tQGeiIWQ1gmEcOgcSSH193DsZZmnFgsjA20xggCAi3YvuACCtE4aDC1orGYQ9lRMtEk6XK+WnlyLmBZFkKIScIg/ZF+4kG8WtImtKh6uwQESCS2GZ7jIAhIp9PEYjUkEm+nufltKFVCCBMpw2US8cUYRpKB/vsplUNVKilj1NVezuLFv0vEbuTx44/z2cc+W1WogzBDcnTkKJ9+9NN84Yov8KELP8S7LngX//D8P1DySsSssb4VrTVFv0jcjPORVR+Z3fFHoiy//Gr6jh7Gc8Z6n6QV0HDhEOnOAkYkQGvw8hbDB9JkDqYQjPX4zIRoIokRsSlls5VzfL7XFM0e3ojNoQcserYMs/CyJB0bE+E9bdby1A/+nZcfeYByPheSMg2bf/JDll9+De/7wp/xi//9twweP4ZSCqU1pmUTrUmxZtONrLhy06sal5GOoHIewcDsJ4te/xh3T43PMJyLB0mgUXkXXWNjtcRw5pCY6PONVM5jHqfgjInJjh07qmZyL7/88oTv5tOD85grtLW18dnPfpbt27fz/PPPUyqVcByHUqlUdVsfbUa/5ZZbXlFfyhsOhgU3/ym86Y9hYD8oP+w9iUxUUlq0up5dT53EGygR+BpphCVbEyp1RMV0zw2wYyYX3bQQIQVBUOTkyR/S2/dzyuWTaB1gWfW0tb2HhQs+iZSVoFsIrum4hp2DOxEIAoJJAactbeqidaQjY6VIJ0+eZMuWLQwNDWEZButSKRIDg6QSCdTgALUjI/SnkjiWTbRcIlYsUdhwETft2cZAshZfSiJakxYay3UYaGik5mQRcQ6Vm6Z0Va/8N2KNUOfW4QufgLDHRmmFROJJD1OZOI6DEIL169dXDRmFEBjGxDI6KSMs7vwt2tveRy73Ekr7xKILSSSWh8RIK/77s/99AikZD4XiLzf/JW9d8lZ+bdWvsb1vO491PcaIMxL2lRDKG8fMGJ+/7PNTZrUAfM/j5UceYM9Tj1HIDBNNJll26VW0r7iQIy9uQwUgzYCOK3tItJUIXIlXCsvvrJRHy8X9mFGfgZ31szq/TqlI+6JOAtfDKYbmna8JL9HTBK6vFkpQHNLsvS/H0c0Zlt8Soau/yAu/eADf89DjJKdVucyuxx8i29fNe//4yxzbuZ3DL2zBLTvUtbax9OLLaV++EiFfebOzVhrnUAbtvr7d3s8Ip8vC6TDJdVYjHhVmTszGOVbPCs6nGrx5zGMyzjiae+SRR87GOOYxj0kwTZNLLrmESy65pPqZ7/sMDAwgpaSurm5Sxm4ehOaWbdN3Kde1Jlh7bQfP33+UUs5DBSAMEdaNV97HQoBhSGIpi/U3LGDphiaCwGH//r+kf+B+fD+P1gqtA1y3nwMH/ore3p9zycXfwzDCEpT3r3g/d++/m/5SP1EZDUNzrav9DDEzxtLapaxqWIXWmgceeIBt27bheWMeCYVUiosOH6FWKSwEfrFIay5HtFLmt3PtGrRhkPBcYsN9KARaCMqRKIEQNGeHiFgmvjt3M44zQUpZJSWmaVaPRaOxtc2+5D5UQVHr1qKkqsoT+3g4okzUFfiGTU1NDZdddtmM+wpUwPN9z/NE1xOczJ8kbae5uuNqroosIG7Fefbks/QWeyesc6oyXaAD/utT/5V/uPEf+Nr1X+PuA3dz9/676cp3YQiDjc0b+ejqj7KhecOUY8j29fIfX/5jcoMDlWBOIKRg4NhRGjoWcuGmN7H7yUep6cySaC3h5k10MBYke3mJGfWpW5Fl5HgSd+T0Tblaa+rbF5Csa2D/c0+d+0b5qUp8xhknGpYd3ucqmOXYps/4lIcNdv1YYBgP4jludTkpZbWsSAU+XXt38/wvfso1H/gIK19lduRUuCdyOIeyYR/HmXITCVgGuMHrO6l1ijHmOannAnAVwRxmSwCQAq00Qs5PJM/j/MQrnmY+cOAABw8e5LrrrgvN1KaYJZzHPOYapmlOMlKcx5lj7fUdJOsivPToCQa68njlACsiSdVHqW2JE0tZpJtidK5tpL4tVIQaGnqcgcGHK6QkQGuPsWgjIJfbwVNP38jFG/+dRKKThlgD/++V/y9fevpLjDgjSBEG7Za0sKVNa7yVOy68A0tabN26lS1btqCUIhqNVp8lwwsXssMPWHngAPFikRogUIpSJMKBCy6gq2PM9E9C6OOuNYlyESklUdvGikTInSNiopQiCAIMw0BKWe01EQhc6RLIgOOp4/QEPaScOEu7fZZ0FUmVIVuTQFspmkoBpY52XnzxRa666qop9+MFHn+37e/42eGfkXNzYdZFSB44+gCXtV7Gn1zxJ+wd2jshS3Vqc/to2dT2/u0UvSJxK87tK27n9hW3z+pYew7t5wdf/hO88vhyS41WGt916Dt2mEgyyYf/+9+w+amPoRUTSMko/LJBpMYjtaDA4K7piYkY7ZsQgmxfL+/4L39EprebvsMHzx05mWkmfTSLEfizNj4cwxTkRABaEDgQUISKMp0QMlSHU2psPFqz9Wd307L0ApZdcvmcvovdIyNhtkTK0PRylgRDxE3shSmCgkeQcdAlH4LXMTsZJSfnWMZal2ZpZmlCWBc6cwZRl3zyT3WR3NQxH7PN47zEGROTwcFBPvCBD/DII48ghGD//v0sXbqU3/zN36S2tpa/+Zu/ORvjnMc85jGHEEKw5KImFq9rJJ9xCDxFPG1jR6d/JPQPPIjvj1RIyWigPzGg8rxetmx9Fw3119LS8jaubr+V/3Xj/+Jfd/wrBzIH8JVP3IqzNL2UD678IFe0XYFSis2bNxMEwQRSAqFk8EDnInqbGuksl4m4LsOuy0BDA/402bJqP4lSlMtlyuVypZn83AQUrutimqHUayQSqRor9sZ78YSHpS3ixSLvfKyLBf0uUmt8Q9DRBTWuhbYjOCdO0JVIUN64kWg0Omkf/7773/ne3u/hKa9KOJRWDDvDPHL8EZJWkvWNM/ddjZIWX/n0FHpYWrt01seYHx7il//7f55CSk7ZfhDQtWcXA8ePUrcwzXDPdNKnYU2MGZ1ZkUtUAmOtFMPdXdz1P/4bgR+QqK0nPzxYDRilYYQWG7NUEXtVGNfbD2AojZb6FRKl0fu+qgTAhAhTqVCRQlZIySn78B2He//xa1z74U+y8da3oZWib88hynuGsAybuvWdxJbUnfGolBsAIozJpTg9uZAQXdNAzY2LsFoTaDdUfSvvGWL4P/aeX2pes8Q5yo+MYfyln+1t7AMxCcHMK6iyT/65biLL67BbEzMuO483Pv70T/+UL3/5yxM+a2lpoaen5zUa0SsgJp/+9KexLItjx46xatWq6ucf/OAH+fSnPz1PTOYx5yh6RQbLg0SNKI2xxvlZnjmEkIJU/eTAdyoUC4cqpGQ0gJz6OihVZCT3EsXSIfKFfaxe8gf8/Q1/z8HMQYadYVJ2iuW1yzEq/SjZbJZMJoNhGFNeWyEEgWnS29JCuVwmOM2LdyqcS7M+rTW+71fJkBCC1uZWDtccZsgfIqlivOehXhb2u4zEwLUNfEPTmDeQZcBxsYWkYes2hgcHaRuXFQJwAod/e+nf8JSHIQykGMtCiECiPM0Dhx/kQys+hClNfDVzwJ+OpKvXYrY49Pxmsr29p10u8Fye/uF3aLykBys53TUIZ3iVN/MYdIWUAOQG+skN9E8orzFMC2kahMaTBp7rEnghgZaGiQrOghTxqJJYBYGkYjz4au63yvZGtzFull6j0TNIKnvlMk9895uYZgT1ZIZUsRYDE48ifc8MI+stWj6yAbsjOe02ToVZE0FYEuUFCCMsA5p2Rj5mkNq0gJobF1Z/yyISXlezNgq2AWfDNHCucQonrF7hcdf1rL6FhABRkWQ2CUnHbODOIqMVQDBQZvB7e2j51AakPa/S9auONWvW8OCDD1b/bbwaBb85wBkTk/vvv5/77ruPBQsWTPh8+fLlHD16dM4GNo95ZJ0sPz7wYx49/igFr4AhDC5suJB3LXvXtDXv8zh7MMwEWgdMnPKc+i3ouv0EQYnu7rtJpy+mseF6Lqi7YMplR9WrpiOco6TC87yq8MF55Qo+PoCsfqRxXRfbtlm2bBnve9/7eIf3Dr66+auwfRetvSWGExrHliA0ScegrmShTZCeB0oRGx5GHT0K44iJ1ppvvvTNqpLZaM+OpSLEy2lsLyyrzUcy/PTnT3Bt3Q08knlg8pAr182SFivrVtKR7Ji0zEw4vuslglkG+rmBPqyjcZrXl8NgS0+8zoatUIEgf3Jmj5wJWQghwgxKpa8FAYHvIQ0DwzIJgpAYjgb1Z4WUjEogw8S+k0n9CK9yL+Pv91nc9165zPEfbmZN+moQGlURnpBaoId8er/+Aq2fugRrlp5EkRV1yC09KMdH+xphSnSgJmU+RNwkdeNCUldNLhEqvNBL5qeHXh+kpIIeodilA2qRtCBoRBAZveBnk5UIGCXroausADlL35gzKJULeotkfn6I+vdM9seZx+sfIyMT1S4jkQiRSGTKZc+3EvkzluooFArE45MfaAMDA9Me9DzmcabIOlm+8txXuGvfXZT8EkkrGfYi9Gzlq1u+ypNdT77WQ/yVQ1PjLcz2jay1h+8P4zgn2bXrc3je1JLAADU1NUSj0VMyIZpIJEMsNoBpheVC5yUhGRcwGr6PDAKipkkikaC+vp7f+I3f4CMf+QjRaJQFqQV8+Zov895gAxElUYYk5klaRyzaRywkYSCtpcRwHUytqRmnNpd387z/nvfzT9v/qfqZQuErH+EZRNxE6BcjA0Az2JXnun13sNBcHA5x3H8QkpL2ZDtvX/r2aU0up4OqZIRmi+yRFOWMTaTGRdrh+EBjRn3MaEDuWJLS4OzfH3I0uyYEWo/NEntuKE8cjScwI5G57wcYPWYxDSk5CxBnmM0yhEm23E9AgBIq5E9CoKTG1x66rMg+cGTW2zNrI6SubseoiSBk5Tcoxx2/JYhd1kLr5y+lZtOCUEhjHNyTebL3HQn7VIzKeq9cJOysQ6G5C5d78OgUBsuQNFTErBUVn6GzyUw0IQmpnCujJop1BhmuM0Fpez9B/tz0383j3GLhwoWk0+nqn7/4i7+Ydtn9+/fT3t7OkiVL+NCHPsShQ4fO4Ugn44wfD9dddx133nln9d+jev1f+9rXuOGGG+Z0cPP41cXPD/2cXYO7aE+00xhrJG7FqYnUsCi1CMd3+NbOb1H0iq/Z+FSxiHv0KN7Jk+dXsHwW0dLyVmKxheM+md1xe94Qzzx7M56Xn/J7y7JYvXp1ZVmPVOoEixc/xJIlD9K5+GGWL7+fJUtexDTdV01OZBAg5qJR+tQxCIESAsvzqBsaJm5ZNDc309IyUWK3PlrP+sZ1tMQaWT5gs3DQoKZsnKKWBShNJJXCbmyqfv7JX36SvcN7pxxO0RohG+1DiwDPcDC0SUukDScf8Dul/8abF76ZuBnHFCa2tKmP1rO8djkfXfVRblx04xkffuOixZjW6RW0RhGUTbqeaiXXlcAwNZEaj0iNh9aCwb1pep5vZLakV44L1EUlI1LtJ9EaKQ2cYoFybnoy/Opw6jjP7u9f+ZXm51kSwbhRQzHIUvQzEz4XFeKrtKK8b2ic+eXpEdvQRO3blxJb04BZF0XGLYzaCNE1DTT/zkU0vG8FRmzqnq/ii32onBf+ZkbLwM7jPpPH8DhMwO3YdCKpEQJbCAIBJaFR50pezNdgCBKXtZB6c+dZydJoJ8A9npv7Dc/jNcfx48fJZrPVP1/4whemXO6KK67gzjvv5L777uPrX/86PT09XH311QwODp7jEY/hjEu5vva1r/GmN72JrVu34rouf/iHf8jOnTsZGhriqaeeOhtjnMevGNzA5ZHjjxA341jGxJedEILmeDPdhW629Gzh+oXXn9OxBfkCmR/dTf6hhwmyWYSU2EuXkn7nO0hs2jR3/S9aQ/8+KA1DqgXqFs+tV8IrgGXVsn7d/2bL1vcQBGdGCj1vgN27/4j16/9pyu9vuOEGurq6KJWeo7XtRQzDx/NiKCWwzIDGphF6e7NoneJM39BCKdq6u+k4cYJULgcI+pqbOLRsGcXE3DV/aiGI+AEi8HEHh1gyjaKW3dmJiEQwk0kYGcHXGjWO6BhKIQ2Duosvxl6yGIAtPVumJiXjYqSilSPqJ3GNEi2FxSyxlyHTJsUenz+++U8ZWH+Crb1bybt5GmONXN1+NQtrFk7e5iyw7JIr2P3kY7il2d8HXsGi68lWImmXSNpFK0FxIEpQPsNsjVZIQnIyVZO55zl4szBmfcWoONhPK/N7tn6nWofN76fx5JHCqPhsTDU2QplvX6NcHyM6O7l1IQTR5XXYy9KUXuyntGMAP1smGCyTuecQ0RV1JK5ow0hM3J5yA4ov9r9u1Lj6Ufwcjz8kRroyXTA6cgswEDhAtCJ5frZhNSewWuNkfnJgev5rC5JvXkT+3ldQSq9HxQ3m8UZDTU0NNTU1p13uLW95S/Xv69at46qrrmLZsmV8+9vf5jOf+czZHOK0OGNisnr1anbs2ME///M/YxgGhUKB9773vXzqU5+ira3tbIxxHr9iGHFHyLk54ubUNdCjZScDpYFzOSxUsUjvV79KaetWRCyGkUqhg4Dyrl04B/bTkMmQfsc7Xv2Odv8MnvgbGNgXuh4aNrSthzf/KSy49NVv/1UgkbiASy75Ec8//0H8U2ZkT4fBocfwvCyWlZ70XSQS4SMfuZ2nnv4R5TKUSimEkMRjMeKJRrZtbaNYPPNSUaEUq3btovPoMSzPxQgUQinSmQxSKXauWUNwpl4402RsTN8nLgWFRIJYscBiMXVCOn7F5fQuq2O4N0c8atEy4KOlgRYC4ftIrbEXLaL+4x+rEt1/fOEfT+uIroWiaGWpL7ZzaeEGInURtNQE2QAn77Omcw1rGtdMcTiKXO5lhoafw/czRCKtNDXeRDTaPu2+mhcv5fJ33c4j3/o/Z0ROQOBkIzjZV1H2q3VVoWoqYhKcC2noUfKhp/jsLEEaJmoWSmOeckhadcRkavKXGiQSYQqkdeZuAeWXBsg/0YUOFDJhI6RAOT7F5/vweorUvXsZMj72eyq82It6HZUK7SDgBixqEQSAwcRLLCt/zpVKl7kwSfaXRwiyLkSN0BzRO+U54GlKm08vRDElJNgdU9wn8/iVRSKRYN26dezfv/81G8Mr8jFpbW2dJC82j3nMFWJmDFOaeGpq/XalQ+fjmDnHjrinQe6hhyht24bZ0oIcJ+FqpFJ4fX0Mfee7xK+4Aqu5+ZXvZMcP4eefAa8UOrkbFgQeHHsWvncHfPDfYdEVc3A0rxyp5AVs3PjvbN36AbSefVCqlEO+sI+62qmNAwuFF4nHPerrViOkWZ2RPHAgTi4XYWyGevYhQWtPD4uPHMUul5Faoys9HEIpaoczxEolClKiz1CFxAgCtBCoUUdtrTG0pmRZJIOAi44cJZ6fXCKxo38H/7H3P9i7KUupv4RZDljcJ7jt+YDFPQohJZG1a2n98p8SXbmyut7OgZ2zGld7djkbcteyrnEDAIGvkYbEjk39qPf9PAcO/BV9/b/A8zKM1tgcOPBVFi38dZYu/fS0WcA1199E35GDvHj/vehXoJT2aqCUYireJ4RAncuxnMssptZIKU97fOWgyMray7GkjRpXMzVqcCqEJLqyYVIvyOkQFDzyT58EwKwfe/Yalo2KBLhHswx+dw/YEjyFNgTukZHzumzrVJhoLsQIWzym+F5P8/nZQnnvIDrrhfdZoCeTksqggoHyK9q+URe+x7SvEOZ53Pgzj3MGx3HYvXs311577Ws2hldETDKZDJs3b6avr6+qqDOKj33sY3MysHn86iJhJbi05VIePPYgtZHaSYFRxsmQtJNc3HLxORuT1prcAw8iDGMCKRmF2diId/w4haefpvbd7z7t9pTSZIfL+EpRVxfFNA3wXXjoy+CXIJoeC3rMCOgASsOU7v0THlrwaQ4fPozv+9TV1XHJJZewZs2a0A36HMGQFpFIA44TzivOmqDM0B/iukOARkprwuJHjsQYJSVC6DPqZ+44foJIuYzQGn9cIzlSUjs8TCqXw7MsnNgZktzKIEQQIIFYuUxnsUS7ZdJaLEGphDhFDOTFvhf5661/TdbJ0ljTSH2sgcJQL3sTg/S0ST41cBEXXfNuam67bcI9v2tgF66aZtb5lGqiq/XNrGpaW5UQLo64pBqiNC2aelb00OF/4GT3f4yTgA6hVIkjR/8Jxx1i9ao/n3rXQlDX1kG6qYVSPoeTzzN9vcncY6psyRu530upADkLAm3GbdKpFtACiUQR+ogILTGFRMQM0m/uPOP9OwcyqKJfDWZHobUmyDihkWI+Mzc9JBOEBc4dOpBEgSKamikmQDRhxuRc0VE9PDo5p89KOZwGhr67G6MmEqqvRU38/iKIMJMSuaAWGZmXE34j43Of+xzveMc7WLRoEX19ffz5n/85IyMjfPzjH3/NxnTGxOSee+7hIx/5CIVCgVQqNeEFKoSYJybzmBO8fenbeaHvBY7njtMSbyFiRkIDufIwBb/Au5e9m9bEOZS38zz8/n7EFIp0UDF/A/z+/hk3o5Xm0a3d3HW0n+1WgC+gEclbG9N8Mr6VWKEfzNjkmVhh4IgI2Z6j7Ol9kpIMeyNyuRwnTpxg3759vOc97zln5MQ0azDNJK47SEhMJKeLRgwjQTK5atrvTTNUntE6QIhKD4EGr+JvEZ6SMwgJtKZhaAip1ERSUoEQggt37+bFjRfjRKNnNPutpERqjeV5NGSzrB0aoqOuDqkU3uAgRkMDsfVjBoeBCvj33f9O1smyKLUofG5aYMeT1OqlHMsd48HLWrj26tsmEfEX+l6YeTAVcmIqm5XWGqSQBL6ikHWRhmDNtR0YU8yGlkrH6O6+axIpGY/u7u+xZPHvE4u1TPl9bUsbWmuU7yMNiVY6VMk623gNHLjPB6hg9NxO5RQviKVqeNdnv4hh2fR99yWShRSGrtz7QiMbLJo/vH7WUsHjMareJOTE+1ONuKhchTjPVbIqamCkbILB8jntT1mMwSCaUTownh+NjiIkJueImpz+sfqKIeojmDUREOD1FSkfzCAsiRE30UDppQHMhhjpty7Baj7z+2Uerw+cOHGCO+64g4GBAZqamrjyyit59tln6ew888mLucIZE5PPfvaz/Pqv/zr/43/8jyllg+cxj7nABXUX8LlLP8fXX/o6x3PHUVqhtCIdSfO+5e/jwxd++NwOyLIQ0SgqO7V7tdZhmYSc4TehteY/HjrEP+azjMQhpgWmhhNC8S/Dw3gHu/h9pZD2ZLUjpaE/SBLBodnM0Ws3VLfpeR67d++mra2Nq6++em6O9zSIRJqpq72SUukkWrsIkUDrmdRdBM3Nt2FZ09cz19ZehmXV4bqDRCJhOZwQYJrhmzm0hzjDxvdRY7oJEyjhdizLpmE4w/rt23ny2k2z7zURgnihwOIjR6jPF2hraCBZVw9K4Q8PoF2XmjvuwEiNHeu+4X0cyR6hKdY06RiEEDREG9gztIdjuWN01kx8IdRGahGImXtMBHQGKyiOeKjArRhnRlhzbQeL1zVMucpwZiu+f3rlql27P88lF9855XcLVq8lWVfPyEDfuSvnqniYSMPAtGycwtRqb29EhHK9YFbuVa01dixGNJ6k86KL2XjbO6hvDz1pWv7rMgYPHae8axDTMKlds4jIoppXLNAho2bYVF8xDR3df5Bzw0yVP4cEohwQeGUwRRicT1XCdBZgImgk5AKjRaOjFPCcu79LwuN35/DYrbBDxqwL/Y68vgIoHUo5I9C+QiYsZMxCBwp/sET23sPUf2hleP3n8YbD97///dd6CJNwxndaV1cXf/AHfzBPSuZx1rGuaR1/86a/YUf/DnoLvUTMCBc1XURjrPGcj0UIQfL668l8//voIECcUlKhcjlkLEb8sqn7JwBOHs/x9ZEM+aigLZDVl1xKC4pas8uIkZVJ6rQCMXH7eS/U0JdolBwrERJCYNs2pVKJF154gauuumrulMFOg/aOD5Id2UGhsBfw0NoCpuoLkqRSF7Fyxcx9aZZVS3vb7Rw7/g3KTg+21YAQJm3tOfbvqwcEWp/BsQlBNl1DMpermt4JITCkxLIspBAoy6IOqI3FGKWcSqlJJaqnolBTg7doER3d3VgjWbwKYTVqaqj78Iepfe97JiyfcTK4gTttX1TUjJJxMgwUumiLJjDNdLWk7ebOm/nyM1+mFMysNPVn7/wCTblFlPIe0YRJ8+IaTGv6MgzX6Wc2tTL5/PT9LZYd4cr3fpC7//JPT7ud2cCOhe8VzylPWaoFVOSBFYEGweunsXouYFo29QsWsnTjpaSbW1lw4RqkZWJH40ROeScLIWhctgiWLZqTfUeWpMk/czIs5xpV3/IV2leVbOMcBtCaMFMyl2RnljAq0wA+YUlXBIHBGCmZs2yJFOGM03Rfx0xCi565MweVcRN8jZ91wA1OuWQa7ZZxj49gNiYw0mmM2gjeQJHSniHiF02eVJnHPM4GzpiY3HrrrWzdupWlS5eejfHMYx4TYEmLS1oumfPtKsfBO3Ei3MeCBchZmIPW3HYrhSeewDtxArOpCRmPhwFSNosaGSF185uJLF+O19tL/uGHyT/1NKpUIrJiOTVvfjO/GKhhICKoV3LSqy0uBHtjKzhpN5N2jyIjEw21HCWJU2ZE1DBgTC6rMQyDQmYA5+ROorE4pBeBMfnnHXgeheww0WQKO/rqxAOSieVceOGfcezo/yGTfR7PyxIEJmE1mURKk4jdwoIFH6G9/Y4J/hPToa3tdoQw6e75T8pON6BYtCjO8WO1lM9QVhbg8JIltHX3YAUBgWkSiUQwTAMdKLTjIE2Tpk2b+PVPf5pCoYBlWezatYvHH38cx3Gm3a5lWSy74w4uWLOG0uYtBEODyGSS+GWXYTZMzlDU2DVYhoUTOETNyT1KRXcQ5Q1yeO8fMsIwWmsikXYWd/4mLS1v4y1L38KP9v8odPBGTjBKBFhZt5L1Leth6oqrKRGLzS5Vf7q+jYaFi0IZ27moORECwzRxy6dp5tUaIcGqyULRxC+Oho6nCZyqalqnD3ilYZzbRvpTMYVXjmFZvP3/+4fUtpx7BUyzPkpsXSPFrb0ESiMTVugxGqizQyBew0o9icAmlAgexZyWb5kCaRuhQegouRv1eAFEJCwY08EckJIKZxTx8Pmpit7kc6srTxNpoxyFc7gHYQ0jY2nAIPuzQ5S29xNb3UBsXeN89mQeZxVnfHe97W1v4/Of/zy7du1i3bp1WKeUP7zzne+cs8HNYx5zDe26ZH/6U0buuw+/P5QbNpuaqLntVtLvfCdihnIeq7WVli/+CQP/9L9xDhzAHxgIlXJSKdLveAf1v/5JnL176f6z/4576BDacUBrSs8/T+4Xv+TA+7+A7mzEnuaF68o09zfcwMrubyGdfNhrYhgQ+ESCMg4mL5sb0KfIEZnaY23wAiv1fuyf3A/SgLpOWHc7rHpnmDno7+XJ79/Jke0vELguwpC0Lb+Qq977QTounCwhO1ukkheyevXfUCgewHUHMCt9JOMb2M8EQgja2t5DU9MtjOR2oIIykUgzK5Y38t3vfpfsNKV006GnrY3ujnbaT3QRAYTrolxASoRtYzY3U/vOd5JIJEhUPE3WrFnDvn376OnpwfO8SdmTaDTKBz7wAZYsWYIQgtSNpzeWXVm/koWphRzJHqEj2TFh5rFc7uFkdj8LLZfawEWJ0c8Ps2fvFzly9Jv88cZvMlwe5vETjxPosWBZIFiSXsI3bvnGGZ0XgMbGm5jWi2Mc4qchMMde2j5nTedusVBxbD8dydHEm0dYcE0vzojFkQfbCU/czAU3o83jWqnpMzIVvGakZIpzGXU92kZKyJxD3y9/SfojH0VM0Tc1eVOaweNHOb77ZdxSiUS6ls6LNpKqf2VZ59SmDoQpKb00QDBcDn8b4wLqNxrmgowIO+y9Qgjil7RQ3NbL+BMmTBneskGYCSQIyZ6eq4xRZRO6HKCLUxAdPbFIVJhRhNkKaML2M43KezhHR6q9KLXvWDbJs2Ye85grCH2Gb5SZmmuFEASv5QzTHGBkZIR0Ok02m52VOc08Xj/QQUD/P/wjuQceQNg2Rjr00wiyWbTrEr/5ZvpvvIHnX3iBTCaDYRgsWbKEq666ioZxs+BaKco7d4YZF9Mktn49VksLqlzm+G/9NqWXXwYIy72kDGvvfZ9vv+X3+NnVG2jDnPJ1l1EBMVvzy+K/EN1/H/jlaglSUSR4NLiYHfZlGOMCEkP7XO8+RKd/AG3EaGxpQ3hFcPNgRuHy32J40dv54Z9/icLwYLU2XyuFCgLsaIzb/j+fZtmlr60E8WzgeR579uxh+/bt5HI5BgYGZnzeGIZBfX09qzo7WfH0M5SefQZdqszERyKYzc00fPxjpN/2tknr9vT08Mgjj9DX14fjOARBgGVZLF26lNtuu+0VlbI+2/0sf7/t7yn5JRpjjdjSIlM4SF/h/8/eecfZcZV3/3vOlNvv9qIuWcWSLLnJvXdTAjYQIEBMTd7XIQkkBBJIgFDCCwFCCaEGggMmtGB6Me69SrZkW72syq62l9unnfP+Mffe7atdaVWA/X0+0u7OnTlzZubcOc/vPM/zew4TlQE313osi0xsLCeT67jg/J+wvX87X9n8FboKXaSsFK9b/TquXnz1UYdYbNz0egYHn5hynzPXf5Wmpusm/fyJH/+AR35w+xEN/VlDuXBgcl6e5nP7CIomBx5oRfsj56aJ74c0zWmRkpOKMVOy7Qec09ZJPAjFf6PRGLUXXEDjX/wF0bVrJ23Gd10e+9F3aXt2E55TQghRzUlZd82NnHntjTMWy9Ba45WKqIKPv79AYWN3KAl8LAnqsxwFNluYKqdr2oTFFGAI8DX2ohQNb15Lz1e2EAyUxhRIEcikRTDkHJ98GknYjwnantoELKsPipA8iaSFtA0SG1pIXzM7IYLHglPVXqv06/YPvZf4BCqexxOFUok//dAnTrl7MhPM2GNypNjrOczhVEXxmWfI3XcfRl3dqMRkGYvhZrM8uG0re4cG8Ufkj2zatImtW7dy8803s2rVKiBU4IqtX09s/fpR7eefeILitm1hmEk8XjUWhWWhleLs7U/z2/PWkY8YJMfkSiitKZiC89Ipoi/+T+jeBpu/B8U+SC+kMP8mtvzg17ilIqZhYEYFQsBSfw+L/b3kSNJoBYi+XWFRRgA0PPQZnig8S36gDysWxxhhiCitcQsF7r3tqyw+82wG27bgZrqx0s00Lj93WtKkJxKWZbF+/XrWr1/Pj370I3p6eqoEwfM8fN+vTrJCCC6//HIuv/xyDMNAv+QllJ57jsKmZ9ClImZzM4nLLsNqmTj2qbW1lVe/+tUcOHCA/v5+DMNg/vz5NDc3HzUJuGjeRbABvrf9exzMHiRf6oIgyzzL54qUPykpAcjlnqer+07WtLyIz1/z+SnP4/f343UcRlgWkdOWTekFPOvM23jk0Uvx/f4JP2+ov6rsWZkcoSLdCYw9F+EKvTA0BCZe0SjbTyO9JRN7To6NlJwAC3qMkSiUxgwUxYiNESgCrbGDgNLOXXR94l+Z95EPYy9dOmFTT//yJ+x68jFiqRSxdJpsXy/Zvh5816XrG1/iiTu+z/qzrmHl/POw7RjWgiTRlXUThulordn/3LPsfPxhMvs7WaCWM08vw8AMo+NmGslXqVIIJ5aUVIaEFFOSqSMWM51u5fcgHKtGXZTEJfPJ3HUAVfTRvgYJImJiJC2ISPz2/OyHxFWei2YSwnOk8434PmmBLngQNSlt7ydx4bw5r8kcjgvmAgXn8AeD3IMPoj1vFCmpYG99PQcjNnahgNHYSBAEBEGA1ppCocCPf/xj/vqv/3rKlfLCE0+EeQsjSEkFQkrOOLCJNftvZPPpi0FL4uWpLVCaPqlJSsmfrmoN4+Bb1sINHyHwA+791jYO/uQAab2IwUQ7vlHCdwEzYCnbAE2N4ZDwM2GVeCsWzie+S5DvI9b9BNJYNoqUAEghMG2bXH8fj3z4VayN7SWifZQw2ZtaSfyKv2L+Odcf+42fZWit2bt3L1LK6n22bbsaVqq1xnEcOjo6MMrkSkhJ7KyziJ11VriP56FKJbTvTxoSY5omp5122qzm01007yLOazmPzYfvZ8vOTxHVikadQ07Dxtm58wMYUtLUdMOEn/v9/Qx853/IP/IIqpAHaWAtWEDNy15G6sYbJiFUDuvO+Hf2tX2BTOZZtHYAgWnWsGD+aznttHcdkYgtXH0GhmniuyfCW65DU0lq0ksKWNEobs4fbYBNdfQxLayd+GX9qO+jBShDogKFISRWoJC1tbh9hxn49U9pvvUd455RbqCfvU8/QSQex47G6G7bRzEzVDaow+9Irr+Xx+/7Ic/Zd3H2omtZWLca+6kkNS9aij1/OMdNa82Wu3/D5rt+RcSPssa+kDQNSC0AFZroWgyTjSPdprIylDBDzy3OifK0lf8pTowEsQCZtomf1YQ5L07u/oMEhfJYBfA02vPw82XBkNnukhUWupyq7RlHYAagij7CEASDzhwxmcNxwVERkwceeIBPf/rTbNu2DSEEa9as4T3vec9JrRQ5hzkcCd7hTsREUrzAXttCaE3EDxhwnHGewWKxyA9/+ENuueWWScMfgkxZ/WkST4MpFH91x3/wlb/9BM9FBBkRGgm2cLkmv5U3NGk29LdD4iJIhKFj9//3Zto37aFGdtEi8zQXI/SYSTIyjP9tTjqkRYDtD4Y0J/BAlsIwLjNC4HrEZQljkirPAoUOfNyBPlQygm+kMAKXhqHnKP36PXTof2X+uTdO/yafACil8H1/QtndkT8nSl73urrJ/OpX5O6/H1UqIuMJktdcTc1LXjJh0vpswPMG6et7kEz2ObQOSCXX0BTkWR1TQJpCoWta7Sjl0Nb2ZSLR+aRT60Z9FgwN0fkv/4KzdRsyncZsbEIHAd6BA/R+6YsE2Qx1r351dX/XzfDC1r9lcPAJlPIQQmKadTQ2XsH8ea8lnV6LlEcWhACYt2o19QsW0t22d2pLZ5Zqj2ggtSBPssnEtG0SDWDFfdyh8ndbhKu7vw+QKnxHRPyQ9MWlgbvApfvC/TgtORBfJ/XA0yxfewuNjdcgZTild+3dhVPIU9PcwmB3F8VsmZRIWVaCKstoo8m5Azy296fMa3yeDe6NqF/6NL7+jKrR2XtwP8/deyeGYXJ65HySfk1ISkTZ0q84p1T5pymGVbXGQgC+AlOGErUnsEbJtEjT9HYp73cEr4kGlffIP9uDftQNa7wcjdPiaOHNJuEbvk5d9CFhISaZU+Ywh2PFjInJ7bffzlve8hZe+cpX8o53vAOtNY8++ijXXnstt912G69//QmuLzGHOUwTRm0t2hsvZ1uSkryUmI6Db1kopRBladkKgiDg0KFDbN26lXXr1o1rAyCybGmoshIECNNglBK+1mjfp16X+Mq5DWyihqe3Psm5+77JOQMPEVMl5A4JsRqoXwFnv46hBa/E3PoDrko9TtrsAQSZoIVD3tn0OEspBQnqIn3YIhP2tZIUrwJw86DD63CVgfY9sEYbmhrQbjGskGHHCcqeA9+08IwYiVIXAw/+O+qs606psC7DMIjFYmSzE9dNqZDK1BjPmHuona6PfhR3//7QqxWNEgwOMvCd/6H45JO0vP8DWC3Ns9rXbHYru/d8klKpnTAyXdDf/xBaByjlEYstolCYXlumWYvvZ+nu/vU4YpK5806cbduw5s+vkm8ByAUL8Ht6GPzfH5G84gqslhYGh55h06Zb0HpYfjgsZNlFZ+dPCIICZ6z91LSvUQjBlX/6Nn71H5+mMDQ4oVdCmiaxdJp8/8QhYzNBenGW+ednkITP17QtEq3OMDE5HiH6hoEdi1PKTVWrZxYwhrz5hqQ5VyKmBXHDJH+6Q98NHkQGCFwDrQVe30YGH93CgkU3s/7cDyKEgSoTGaUU+YH+sPaIlOF7aAJhgUB7HOrZTnvvLpqTizjduJz1r3kp0WSSvZuexC0Wmd+4klgh9KQIZFi7qWycV410zdThSJWPfHVK5pVAhXDMEnyNzkwiaT0y6vAkoZJ3NCMojTAFZtOxqTrOYQ6TYcZloj/2sY/xyU9+ku9///u84x3v4J3vfCff//73+cQnPsFHP/rR49HHOcxhVpC45GIQAjVmJV1oXS7EJyjZ9jhSonU4UbWqDsx7Poj6zT/B3gfGrf7W3HQTZjKK4Q9hm71ErD4scwApCphWlrplGZrOV0Se/zyX/Pxa3vH0n3BZ350kVAGJAu1DoQ8OPQX3fYLgO3/CmbGfUmd2oDBRSOrNA6yL/ZIlkU0sjz6GUH55Gq2sYFY6rcDNYeKR8WNIPX5y1IFHoBRSwuL60YRNCIlj1ZDK7aVv19TJ0ScDq1evBpgw+d33fQzD4Nxzz61u01rT+/WvU9q1CyI2QbFAUCggbBtr3jycnbvov/3bs9pHzxuskpJYdBHx2BJiscXEootRysPz+lFBgBDTS46MxxZhmCmGhjaNMia01mTvvgcRiU7oETQaGlCZDPnHHiOX28Ozz755FCkZCa19enruoa//4Rld6+J1Z3LtW2+ledly7Hiiul1ISTSZYv6qNdQvOIpkWSlHj2sENa01RBImvu+gynKq6fkCYQXlxPjZX8k1LAvDtknWNSAroX9CIgwjNPiPU32HmBdwes6j1rBQCU3PtQ7K1LgZG1U00Y6Bl4vi5hWHDtxBe9uvAahpacWwLEr5XPUeAaE61BTQOqAnd5BnH/0N9/zXlyhkhhjoaMewTKI6jkQilByR01ORfJrhhVX2r+SnnEJQaHz8Y+cLRxoS0/TgHG8caeiO+1yA2RhHGKfYg5vD7w1m7DHZu3cvL3vZy8Ztf/nLX84//uM/zkqn5jCH44HYReejL59Hf+Y5RCJGxKsn1lWHNVigNvDprqvDiUSQY97EtnZIMcRLgjtpHuhHPPkgbPwGNK6GV98G9UsJtIbcThrOcZD5AeJNDtLS6AB8RyINgTANzLSHeGYH6Kni8RXkO6mlmz69CJ+a6ieejhMRWZbaT+KpKK6OE5EOKLccYz+6XaE8Lm/cw1m1HRwq1rPbXcxQUIPSGs910VrQmvZIx8bPkIG0sf0MpcHOY7jrxwdXXHEFe/bsoa+vDyklpmmitcb3QyNs9erVLFu2rLp//oEHyfzi5+hCETpGrBibJjKZxKitpfDEk3hd3cfsNfH9PENDm+jtu498fjeJ+HLEiIKZQkji8eUMDfVTLLWRSp5BJrtxyjYtqxHDiBMERbSuxISUq2+XSgSZDHIS9ZeK4ez397N/778RBJVK6WMtjtBS0trhcMePaDpC0vtYrLzgEuavWkPb5k3seOwhutv2YhgG0VQat5DHcxxi6VqKmcFptykQ5eR6HZI4KVl15tuQjffQIx7FLRbw3VAMwk5aaCVwsxao2TWaAs+jmBkiEo9T17qAwa4OAt9Hl0OtZiNErYoRtVYaii52oYCSkvbzJTKu8DJWOYRII6QBUqADG62K7Hjumyxc9kc0LVlG4+KltO/YGgr7Vft45H4qHWAIk669e9hyz2+wojFUoFCE0sCVc1f3RyFnwi4MwrCmo8UslcyZDEYYj1b9W6NRaGTZ4zmMI1j0pwDpmB4EQugJh3A4FEdcpymQURNrfmL8znOYwyxhxsRk0aJF3HPPPaxYsWLU9nvuuYdFixbNWsfmMIfZhON0sXvvJ8lecQBvwEWVMhB0Yi2wqN+0iJVNKzlklMMTtK56TKRyiek8yzhAHRkcESVqRxDKg67nefLH7+Xnl36czTkHug5z5sUv44967ueCwefC6dsCMxaEFXwrnpkpSckwBIqE7KOoAhQ2CokhfAJtEZUZbCNHoG2I1kGhe9J2E6ZPoF1WJrqYHx3gwZ4VdDlphBS0JApctDgHRAGNECWkzCGkg+EHYApEdPYqD88W4vE4b3zjG/nlL3/J/j178DwvrBMQj7N+/Xquvfba6jN029o4/NGPonP58Q35PmpoCFUoEAwO4uzaddTExPdLbNv29/T03oXWHhXyEAR54rGl2PZw7QhDWth2E74/hB8MEI+voFDYPWG7llVfDd3ygxz1NZeF8p1lCNtGxmIEg4NMFHCntQat8WpKZDKbp3ElmmLpwPQvfAQStXWcceW1rL3iGtq3vcCupx6j90Ab0jRZfMaZnLbhQu7++hc5tPW5CY83LBsrEqmGTGkVDC+uS8mqiy7jzKv/CN+/igS309n1a1x7EFKSbHOM3j2KaiGYWUSY4K3xHYdSPktty3yKuQxOPo9WClEmTmE4pZ4VoiKkpLu5jqSCRbkShVaIQTl/RofnKue7CQHKk5RUW/X9dfGr/oR7v/lVCkNDMw7XKfo5auKttD2zkXXX3MCB558lywCecrGIoKueqUpFwBk0PpJUjPScTKeLhkCYMjx/6Xixk7Azw4G4oprXPwNa8jsGUSYhwwRlItELmbSREYPIot9NGdo5/G5gxsTk7/7u73jHO97Bs88+yyWXXIIQgocffpjbbruNz39+ahnLOczhZCAIHHbt/jiZzPNEo63EFi5GlYr4+SHcxn5y6+Kce9afc+hnD7N9+/ZqjonWmjhFlnKAi3kWJUyEDMM3MAx+2HwNX2t+GcXDHaSCIvgO99edzxM1Z/K29h/x2s7fVCcvIUGKAGZY5ycmc9jSQZRnc4UBWiAIECLcZhSmXgkVAmpsB1dJbCPgJfOeZyBIU1NXD7qE9ooUdTOGmcEwBoHQuIv4LrlkhHb/f4kOLKWu7oKZ3/zjBO378OSTXPb445y3rw1PCOSGDSx46UtJlsO8Kuj/7nfxu0YkmI+t/q01uC7KdTn0nvdQ//rX0/QXt06rgF0Fvp/n8SdehON0jO0pvp8hl99JUkhsq776iWmmiERaSSZWkM2+QCKxFt/P4rqdgMYwakgmlmOaYVy/6/YhpU1z02gxAlUsYc5rpbR1KyqfD+Wwa2rKngYIBgeRiQTGuoXo7vE5ViNuDJVxZBjJKfY7MoQQLFy7joVrx+djvfafP85z993Fw9/7FoWhoXIulMSwLWLJFInaepouvIT27VsZ6u5EBQorYrPkrHO56pa3IQJB4e5+EjsuZEFxJa7Rj1QRmg2Dh8UPyTFwTH2fCDoIQyZV4OD7PqVsFmkYRBMJDMsimkjhlApkurvQ+tirxgspidfUEq+rp6OphfnRNIF+JAxVE4QeuLGhNFITeMMGZd28Bdx46zt57Eff5fn77ppRfzSKSCxOITtE/fyF1M9fRO+h/dSqehZHV1fldCs+hBkVIhz7qpqKkMjyP9PArI8iLQOjPoKwDApPdx4Xz8lEZTrHeolmtQr8ETDZ7Tk+PRBThnapQQc5P4G9ZLyy5RzmMFuYMTH5i7/4C1pbW/m3f/s3fvCDHwCwZs0avv/973PTTTfNegfnMIdjxeDgk+Sy24lG52OUlYZkNIYdjWHpZorF/fT23cNrXnMLt99+O20HDzFkRShGItTKPpqdHqxCqEdvmmFxxO3RhXyj5WUIrVg2tD1Uw9KKRm+Qbqueb86/mbNyO1mT33vU/a5MhRJvmOCgUEIiCWY8MdlSYctwJq+lF0q9oXgOgkghh5fQBFpi+gLLd/BMi/7T1uEHGfbt+zyJxBew7fqpT3ICoH2f9n94L7l770WXSiHRMAx0ezs9W7Yg//49xM8/H4AgmyV33/0TNDLxdK8HBuj76lfxuruY/5GPTLtmydatfz+ClIzPalWqRLF4CMuqC5OFtUapIs1NL2Lp0rfjen2ooIRtN5DP72b3nn+lVOrE9zMEQZ4gKCKNGAvmv47a2mGCmN+0ia6PfAT3wEF0sYgaGsI7dAiZShFZtQqdz6OcEjU334w1bwlGXxTPO1IsjKC1ZXzRydnE+quv54wrr6GnbR/dB9oYPNyOHYsTr6lhwelr2XL3b1BBgGlH8F0X3/PY8/QTHNr6PGtXXcEyZy35wgCOXyg/yxKWiHJe44081PkjAj0VATtalJWsggAZtRDSIPB95p++lstf90bcQoEf/Ms/4RYKx1TvSxgG0USS+gWLMC2LwWKRoQvPw9zXh1ZPICMCHYwNndJIU+H2zR+1NVnfwHV/9pfMW3E6j/zgO+QG+qblzTHtCCoIkNIglkpx1Rv/jIe++9/s3byZCDHmRZeF90Mwyns3q7AEZmOMyPI6Emc1YS9KobVmqLtI7+OHsQ2JPE511cKEfpiIjJwKpKTy2cnw2videQrP9pDYMHENqDnM4VhxVHLBr3jFK3jFK14x232ZwxyOC4aGNqHxq6RkJISQSCPKwMAjLF70Jlbe8BL++9kddBHO38+qJfxUXcXa3F7ee/B2FoowHOjumg1kjTjLCpWQl+EppMnrZ29sIXfVX3RMxCTs3+jmBRpjRID2sebcCsBAk6CIzg+fSkuJsCPU5zIEzcvJu5309z9Ea+tNMNQBG78JvbvAisLql8GqG8E4MWWROv/f/yP7y18Ob9AalEJ7Hs7OHXR//t9Z9JWvYCQTqFxumLxUFI+OZJj5Ppn//REoTet7/2HCujcj4XmD9PXfX/5r8gfi+0MEQR5DJnDdLkwjRVPTdQghiIwI80qn17N27afp7bmH/oHH0NolmTidxsZrSafPGpZD3rePw3//D3hdXdVcGVUqge+hhoYobt5MdN066v74j6l7zavRMiAeX4Hr9qKUw+g4Gqp/23Yzra3D0sLHC1IatJy2gpbTRocFb/r1z9mz8QmcQoHA95CGxPcCdBBQzAyx6elfsNN8hJU155GONWBaFo4ucTi3l2Ixe0KMNR0oDNMi1dBItrcHIQ1alq/k5X/7Pn766Y/hueOlqieEkEjTQPk+pmVjRaIkGxqI19RWa/CYtk3fof2svuD1bNv2HPHmAn7JRvvlwD2hMOMOftFiwZKbx59CCNZdfT1Lz97ACw/cw1M//SHOJFJwoiwBnGpspJAdomnxMmpb5iGk5CV/9Xfs+p/76XpuJxlrgBrVgNTHiZTYEqM2Qs31S4mtDWW8naLP07/aR/uOQRozJVYyfgTPJsSI/08oylomRkOUbMYlNkWdl5NCThQM/GovMmZWn80c5jCbOGpL4umnnx5Vx2TDhg2z2a85zGF24GSxetqIZwpIy0eVw3M8rel1fXo9D9MPEN4g2w7384POAUq1dSzxXbxikfpMD64QPFOzlk+Yb+Wz+7+MrX12xhZiK6+6rjYSAogql05rdl7aguGw8uq2WZyNKk3rcsNaGhRr65AqoO7gfqxSid0rasnn98BjX4YH/xWcbKj8BfD8j6D5DHjddyE9b/Y6NgHcvj4Gv/u9ST/XjouzYwf5xx4lff31yFR6WKlKSlBqevH/WpO96y6kbdP6gfdXw6ImQi63q2zoj8Xoh6a1h+N0I4TANFIsXvLnJJOnT9hmNNLKwoVvYOHCN0x63v7v/A9edzciGkWWr9GwbXQQhAQlCEhdfx31r39duTcmC+a/lmJhPyWnA11Vahvuo2Gk2HDudzDN6SmFzRYqeRFuscDupx5DBQG+4yCEwCuVRu+LJuv382zfPTTHliCFJOP1EWifkp87YtXu2UAQ+OCWa+oU8+zfsona61/CkjPP4Y/+5h+4/9vfINffh1eaWP0MIbBjcWqbW6ifv5Du/XupbZn4u6NUSILWXHYtOx6/lry6h1hjERkNn59W4GYt/J7zOfe1t0za52RdPRfe/GrOuPJavvNP7yLf3zci92Q4ryKeThN4PoZpccaV11bHvjQMTrv+IuqyDfhFD5XxwBsTHjYbDowy3/LyJXof3UXDQpNoMs3jP9nDoW39NNuwcswhJ8t7cFxQfhm7WZfuqGDJNDnuCUUpIPPAQezFKYzkeCXAOfxh4SMf+Qjvfve7xxWgLhaLfOpTn+KDH/zgjNqbMTE5dOgQr3vd63jkkUeora0FYHBwkEsuuYTvfve7cwnwczg14BZg03/D9l/QMrSPeq+PwO5gqKWRw4uWsF1FyfkBQgjqVYHdwel8b087roZzUzFMGYV0GswcVv8eFjjdPJ9YxpPJ1Vw2+AwRr0AwgZLVSLyy++5Zu5yx4ijHC9owESrALuQppdMowyDR20OqwSThbodHfw5e2dgSYV0EAg8OPwu3/zHc+lA1Ifd4oPM9f39EYqFyOdw9e+F6MJIJEpdeyuCPfhT2S+typvA0LCjfp7hpE6UXXiC2fv2ku00dyjKSnEhisUXU1pxPU9N1k5KS6SL/4IOgNdKyQgPT99FBAEIgIxFULkf+gQdpfMtbqsc0Nd1AoEocPPjfFIv7CYIcWiuEsKivv4wli2+lp+celHZIJddSV3cJhjG9QotHQra/RM+BLGioaY4RbYlxd3+G3/QM0eF41JgGF2oHSi7SddFa4TuT1IAAFAGdxb3lPIfQmj0RpARAK4VWilIuix2NkR8arH522rnnE40neP7HP2Tnlk04QTDuuysESEORnhejdW0TXW17wtCpMfWClFKowGfh2nVIKbnpXR/j/m8v48Cm32Am+xFSE5RSzFtwLVf/9V9imkc2EpN19bz+o5/m7m98mUPbnsMrlUJ1MSmxYzEi8QRWNMo5N76UpWedO+pYqzWBdWk9HT96glSpBqUDTGFhSnvWQpx0oNGBj++4eDtdnvzkp6lbsZqu/UuJ10Q5rX8SqWt+j8gJIEuKRhd8pjbUTtZ1q7yHs2uQ+DmzW/tpDr97+PCHP8ytt946jpgUCgU+/OEPH39i8ta3vhXP89i2bRunnx5OrDt27OCtb30rb3vb2/jtb3870ybnMIfZhe/CXR+Abb8Ar4DlFZH4BKUSjdlBMkM5sqetJmbZRCkhpcVg/Ar8IhQDRafrszBanuDrlkK+m6iTwdeCpyJLuax0HxcNbuKxmnX4SMwxy4QBktNze1lRPHjir/0YIAH8MDbfLhaQQYCTSCC0orYvQ0PbU8OkRJqjk8iVDz1bYdvP4Yzjl2tW2DwNVSmt0d6wQdvwf/6c3EMPDSfAT1OhSPs+QaFAYePGKYlJIrGyLOWbZyozIZFYyTln3zatcx+xb1qj8nmElGilUIUC+D7VPAghQGm8nm4AHKeHnp476e27D9/PEom0UFd3PrHoEmy7gURiDbt2/wtbtryNIAifsZAm8dgSTj/9o9TWnjtZV44It+Sz6bf72bOpB2cwD66DtiRPn1XPgdohkpluLMNkd6qejcKgdsUGXt72A8xgempwYUG8spwt5eJ/x1NPtozA9ynlc2HxxehwsTn3UDvqK//J8t27iWmfZ2ISX5ZLrJgG0tYI08NM54ks7aBob0HG4/R3FqlrWYxhWtX2s709pBubOe2cMGfKME2ufcut+O5bOLx7J1prWk9biR2bWbG7VEMjr/j7D5Dt7+Xw7l04hRyB66ECn0RtHYvOOJN4umbccQee38ITP/4+y/NrMQ0LXZbBVjpACuOYyYkmzOUTQmCJCJaIcJZ/Kbs3Ps+Q10bqjBdjn8hq8UcLWyAjJip7bLlOCQXucZZHPiqoUL3LHzwV3TlzONEYqWQ6Eps3b6a+fuZ5qTMmJg899BCPPvpolZQAnH766XzhC1/g0ksvnXEH5jCHWceeu+G5H4KTAx2U8yjAUGHxrIV9fZzW2E4hbaDMGHuj19NpnYUoFjAEdLke8yIWRrisCQvPh+7tCB+c8sR7Tf8T/Lj5OvbGFrCo1IVdTrZ1hcmhaAv/t+9hksE0S3ozta18nGq3HRGG5xLNBniWJOaamP0HqcqU6gBU2QgX5SppOghzT44TMVGlUpgvMg3EzjorNN6HhpDxOAu/+B8c/qf34+zeDd40jYWyipEuTT35Wlaa+vor6en5VXnLSHIyHCqzauU/T++804AQAqO+nmBoCJ3PQ+CHEqrVuLzQwPMHesgN7mLb7veRy+1Eax8hDAwjRj6/g7q6i1mx/B/Y/Oz/ITO0CR0ohB8m+CojIO/v4vnn/4pzzvk2icTyGfdTKc1jd+xh9xMH0YUCwneRysczDNY+mmGVfwDPeRQlFMVIjL2LV7Fx/SV0NzQzr7t92mauHvX7iTNcA9clPzhIIRNK8mrXpftTn8LZsQOjtZXuoIDtFokAjvLBcLDrXFILCsTqffySRSRWS/3pfXQ8XaJ7v4sdTSJlWLixpqWVy1/3JhK1daPOa9oRFq2dnCxPF6n6RlIXNB55R6C/4xCPfP/btJYWU2s0gwBVDufUSmFLiRZHnxxeISUjD1cobKKcHjuXkvsEpcxh4HdAqlZpVG52BBjCeesUq0OpQeXcIxbsnMPvN+rq6qoFqVetWjWKnARBQC6X49Zbb51xuzMmJosXLw5rBoyB7/ssWLBgxh2YwxxmAq012dwLFPJ7QEhSyTXE48vDL0Tgw9afwj0fgtLQqOOGFa4g4XhwsIZdxlpKqp5s3RIiC3qIR1MUlcJVmpJSJCphFdJEtZyB7jnIYn8QjAh1BHxozxf52LL/w574IhSy3L5meeEgL+p9eJwnZfJrOvLnx5ucTFRGQGiN9H1sbRLJBGHtFhjOLQn/GH1gz44JO9xT6OH+g/cz6AwyLzGPSxdcSl10tLF1RCiFsKwwXGkqGAaYJp0f/GdKO8L+WPPn0/BnbwsLKT69kYGf/xx18AgerSBAa401r/WIXVu75pM8XdhNPr+LERk7VVhmI52dPyIabUYIi/6BR/DcfgwzSV3thSQSK6etAKa1plhsw7zhDJyv7UH4Gi31mHi/8Py+KvD8D/+U/PK+EceDUkV8P0df30Mo32NocGP4XIVAW+VH6AsIFA49tLV9mTPO+PS0+jcS3W0Z9m1sR+eyREoDGAQ4hsRBgbIwzaVoncP1niVeyrN29xaEVuxauobm3k5MNT2JWz1hcYwTg0gsxt5nnmLJurNpGMri7N6Nqq+jo6udw3GJL0RYB8XQLL76MJEaDy8fRWso9Hts3tRDadBEBT7KG8J3fBoXL2PDS2/itLPPw5qkcOaJxq4nH0VlfVpjS3G9ElEjgSHMkIiUk+aPR1xRQIAhDFYm1rIxswctzjn1Q7YUszYMJVPf0pN2LxxFaXs/yQtb5/JM/kDxuc99Dq01b33rW/nwhz9MTc2wl9W2bZYuXcrFF18843ZnTEw++clP8td//dd88YtfZMOGDQghePrpp3nnO9/Jpz8984lrDnOYLkqlDvbu/RzZ3NZqsrEhY9TUbuC0TCvWvZ+E0mAYVjQO4TqeX/49OiAxZIQ6PUh68BnmHXge47TVPNK0nKSbJVJ0QsWpeCM6Wkun41LvDnD10DNh+9phhV/gy9s+yqO1Z7M9sQyNYE1+L5cMPktUTx4bPx342sQUU4eyTDXvHc1kNSE5AUTgI7Jj63NMgnw3PHM7nBsm4Sqt+NzGz/GzPT8j64ZF86SQNMQaeNu6t/HHq/542ga5iMWwly3D2bZtyv3s00+n+1OfRjsORk0NCIGzZw/Ol75E+oYbaPrLv0Q5DgPf+MYRz2lEoySm4Qk2zRjnn/cz2tq+zMFD/0UQhNdqGGni8RUY0mRgcCNDW/4CKS1UEHp+NJrDHT+kofEali19O1JOPcHn87s5ePA2MtnnCM7Jk6xXyN5yNW4Vtlh9iAkDbSvEtn5YDmBU6/OARmsXx+mmu/uXIFX5uMrBGi1B+AYoRV/3/ei1E7vrp8L+F/oIhjKYbj7UHhAWBbMyrj3QDpZ5Go6/g0A6mIHPiv07+c2VN5OPJajJZ2Z0vhMNaZikGpvwXZedTzzM2a7Ezefp7e/hUDKKK5NUk8qbHOy0h5s30EoROJLerTV4eQMrpjGiAQifUp9B995d7N34JKsuPHWiEA6+8BwN0fmY2sTXHgKJrIbNzRIjGdOErJxDKBJmikheUKoVxPxTfKV+FkKvplNz8mQTNL+vSO7xw9Rct+Qk92QOJwNvetObAFi2bBmXXHIJlmXNSrszJiZvfvObKRQKXHjhhZhlhSPf9zFNk7e+9a289a1vre7b398/K52cwxw8b4iduz5KPrcL227GsMMkqyDIEn/kWxj7e484NWrAw8LCZyVt7GUJgTQwhWaxd5CbdvyS9+1z6Yo28GjtOWyqWUdfIUcm1kwi2cBfDNzHvGI7IyusR7XLNQNPcs3Ak0d1XRPVGlPaRGETjJAGHuuE0JM1AMe0cHnME53y4YFPwuqXQryezzz9Gb67/bsEOsCUJkY5Dr270M3nNn2OuBnnpcunVzNDCEH9G17P4Y98NAzHmsjVFI0ipEAosBYvrm420mmCbJbMXXcT27ABIx4PPStlqeFJTkjq+usxG6cX6mIYFq2tf0Rf/z1IYWNZtaM+N4Mc+fwubKuRZPJ0hJBoHRZg7O7+FZaZYvHit03afqGwjx07P4xTOoxtN2AnG6Cpn8ArIH2NLAgIAEOg4wZqZYygN4NwAGSVVFQkYcPb56MqNT9CWTaqfwjQZgABBH6+nCQ/UW35yZHpDsPMTFUCw8QXCjVKqayIMNJESOMHh9EIbLdEc+9hBupaTmliEkkkUH5Y6yMSj9N7oI1SvIHC0CBOxGIoEUVojRICBEhbIaRGB+Hf+a4YXt7CjPvVgvFCaoShCEo+2x99kDWXX83SM8+pnjOf3033wXvJ9+5FBhFSg+dits1HZXyEIYksTZO6cSl2w8xyTqYDFQQYGIAgaiTQOnyWM6ljMqwCNvyGEmNfbBO8hAQSKQQJq4bdSrNugt1OtpF+PDAVOTnZ16sIFely9zzPg/d8m+TCRlZcdSkL1qxFypm9J+bwu4dMJkM6HYZVnnPOORSLRYrFiYUpKvtNFzMmJp/73Odmesgc5nDM6Ou7n3x+N9HoIoQwKfTXMniohYbO3bTkM9MIddIoDDShBWAQ4EibiHK4NHiaVnrwMBGupi4YYmmxg0sHNvH1hX/MgsxzvMycz7nBAZhmaMm0MWbWEeWNBi6ynNbrKwtTuuPL9k00ietJtp9IZDtg5284tPwKvrf9e3jlEDBPeXh4GMIgYkQo+kX+64X/4oZlN2DJ6a201LzqVZS2bWfwjjvQjkO1LokQGDU1pF/2R+Qeehh7yfgVPCOVIhgYIHfvfaT/6KX0ff3raKUQWoeV5CsEpTyYZE0Nta+cWb2mwcEnCPw8dqxp1HatFa7TDUiULlXPIYTAsmpQ2qO757e0tr6CUqmTtv1fwnE6sawaFi18Cw0Nl9He/n1KpQ7isaVVY1DPj0FvEW9+GHplFqM46xSl1S5ezSBKBuhEpQ8BlVLaFXIyegCK0b9rXSl0g/TMozI2opEy8Sv3N2AiQ6t8L1SYxK6FIJUbonmwG2GY6GkmwZ9oaD9AGBLDNHGLRQzLoqeQRSlFNh4hkAKhNcjw+oKigQok0tSoAAo9MYShw6GgIeR8AqHNMH/D93nwO99kyfqzAWg/+D8c3P0dfCcLgSR96GLUwSh+kANCwl/c0ktxax+1r1xJ8tzZLYDXtGQZQ5vbMWwTKSSB9sv8VSDKGRCGmNik0FqXPSvDteIBAuUjpQyPF1OZ4eGR6+pOww8krhNgMzxiT7aRfjxxSuWWlBHogIzbS6A8bDNOcWiQzo7d7Nu8kVVXXMbFf/IGDPPE1LWaw8lBXV0dhw8fprm5mdra2gm96ZWk+OBI4ddjMOORU3HdzGEOxxO5gRKZvhKGIYnWdbP/wDdwnG7cYoa+568j074G5dusNX+GjChcFUUIjYUzBUlRSAJA0EeY37BO7aCVborEcLHQCBYGnaSDAk1eP+du2xbmihyohdOuGpNfMfsIeYVEYzDoN9PprqLebKfJ2o0U3ugdJ7rOEXP7SeMnykdvup0XHv80f1no5vlolKfiCXLSQKMJdEDJL2FKk0PZQ+zs38kZjWdMq2khBC3v/yeSV1/FwHe/h7tvH8K2iV98EQ233EL///wPQsqJX5JKoYOA7L334h46hIzFwuRx20ZGo6FhFAQoz0MIQfKKy7EWLpzRpftBDsrJgCMRBEUCFSrAaR2U8zmGDX3bqiNfOMCzm/8P2ewWGFFEs6/vQeLxFUgZCSvHj1ihVhvqkc8PIEug4prspQ7uMo9AKnRch2/4UV1RgEJro+yxYUR+viYsmFO921Q8J6nCaTO6DxWsuHABe3+7hUDamPjjx6OIgiqhgv5QSUxrpNbUZftIFvNIy8I/RYmJ65QwIxG69+8l8HyiySTPRWMsiVjIsvhAYAxfcbEvgjNgE2ssURqSKE8iZPnmi9BbEjhmSF4kqECT7e2he98ejPRBDuz+b3QebNWKPbCY2gPXIrRBYJQQGBg6Fj5LXzP4493YC5LYLYlZu96V51/M/S/8J4oAU5jD7xmtUfihaPMkxETpoPydGP1WUgQEyseSESRiuF7TyIEyrB+B6Qvi8+K4nXnw1PC+cQMZt1G9xVNPwer3EDmvH1eVsGUUicAmSjJaj+eX2P7Ag9QumM+6q68/2d2cw3HEvffeW1Xcuu+++2a17aOmtN3d3XR3d6PGhEGceeaZx9ypOfzhIj/ksPmeg7TvHMRzfJSfRYo2aualiS3PM7DnPPoPrMGWWRYHbdRHD4EOk0uVMpFSYTKxGopEY+LhYdFOK3X+EEvowMckYORqsK6u6cnKLFfKwP5HhhWppo3pRAqPPLPkhcKNdHjr0EgKQYomcy9N1p4J9p2CeJxkr4nqeJo1QrNOBdyQL3Agk+XfGhvZG4lgCINAByit0GgGncEZtS2EIHnZZSQvu2zcZzIamzA0SyuF29aG39kJponf04NIJiGbBcdBBQFIGT5zyyKyYgWNt/7FtHIqcrntHDz0P/T13YfnDaCURxA4xOPLMWTlFRvG4Svlhx6/Yhsgsa06TLMGkHheD6XSvvL+RjXUCwIKhZ0IEaW25pzRJ1/fjHduO9bGIkGLwlnsIwoCGkaQkgkvISh7UBgeogLGsVoBuIJlS95+xPswFlpraoMemuwhDntNCKUwy9+t8CwmQkYJnG0owkr05YgmFhzeH1KoUkA0XYuTy6CnU3vmBMN3HCo30MnnKeWyDC1qonUoj2tUvAAVCDo3NbDoii6itR5WwsMZshFSIw3QgcDLhzVjtFbV59bVtgfZ8BtUycFWLSAlyY6zENpESzccoyJABwFCmqFanqfIPXiI+lcfW62ckViw5gzWXn0dmfv7qacViYEm/A5LYYSJ8JOsmmoUYgpzQ2kfgRXmQIkRYzC8beUfAlyF254DXw+PawW4GrPRImiCoGuSopa/qzAEnEISyb5ycYMSUhjYMkrBz1L0s+CDZUXwfIftDz7I6suuwpylnIM5nHq48sorJ/x9NjBjYrJx40be9KY3sW3bthHxoiGOxmUzhzlUUMy5PPS9nfS254jFIBG0EeS6cPwkAwPXkeywKTnnEPMKLJE7mG+/gC2LIDRSBwTCwNc2Bt6kXhMJFIhj45Mkj42LS5hwHGAQo1TW1xoLBfmeo7iqqSeU8iLx8N9ATGaQ+NiywBmx39Bs7cGSo5PpK3ajBnzMiVejTyZ8hxaGr74+CPh4Vyfvam2l3Y4gEHjKI2bGWJicmVdiKsTP20DmN79BlUqhF6TSne5u/J4etBBEFi7Eam7Gam4maGyktGtXGLFUV4eMx0hcfjl1r3oV9tKlU56rUGhjX9uX6Or6GVqPJsOO047jdJJOn41t1SBEBKV8tHbQ2qdY3A9AsbiPMLQqgtbl+iFieDIPDT0TrX20LuF6A8SMMH8gCEp4Xh/ey6I4TUVULCzkpwXoCFOQkjGoDKSRg6ryMxA0d2+g9obrptHQMIovvED/bf+Ns3sXy/IuTvxiBtPLUMJGCA3CBDTKO0jgPINAjQrLMctfCmEY1DQ00p07dXNNKqM8KNcAUqbBwfo0E333nYEoBx9spWn9AKn5BdyMjVYC3zPwCxGUb4T6BVojpcSOxVE6S2FoN9JPgCERnolVbAjbrxjxoS8yDAOToSFb2jM0q1cphODsG1/KxkOPkNnt0k+AJQxqMEgJgZwi10SOy03So3iH0gopdDnQSwx/MBH8EcTFECERcxVeVwER/z3LbYgZyNSp5QnylItCEZcpNJru0v7hD32FLWPk+/rI9HRRP3/23u1zOHWxZcuWCbcLIYhGoyxevJhIZPqFemdMTN7ylrewatUqvvGNb9DS0jJjlZY5zGEy7NnUQ19HjnSdidH7AirfA1ITs/opBWkODlyJgceFie/RYO3HFC6WcBAEGAIM3HLiuMCYhBD4Zc/IWWylnWYqFpiPgUCTIncEW25mHpCZQzM/8jz15n4iMo8pXGJyYqMsDEqTGAQThMgcxy5OAxKwGZ5LNbDU8/m//f18trGRXhlm0KwKTNz/fTN9SlPTehbmxe+AxpnXy6ggfu65xNavo/DMM5iNTchEArTG6+pC+z5GKoXR2FDd30inia1ejT8wQNM7/pr4+edj1tWNarNU6qSz6yc4pS7sSBONDVcjhMmOnf/M4OBGKlpv4xGQzW4hnToHx+0YQV7GLt6oKikBxi34lHsK+BSLB4lGWnHdXoqlA6iyAp06X5UT+cur9DMNTK+4KgIQgUBmDUREEjHmsfIV/4YYUZG8EjesCgXyjz9B8dln0I6LvWwpycsvJ8jl6Pr4Jwj6+jAbGxGNNvQ+RX3nDnKpVTiJBnxRQHn7CYIDhCVJR8O0bNLNLcRrauk90IaUBsEp6DGZFKL8X+VZjpgnncEohx5qxUp4KF/i5kzQEiEF4VgIvUrxmlrsaJTa1hY6e8MwuzAaapqMc5bvl1Kar/5sG3fvL/BmYdMiTLpR9AP1wGI0E9UwUajh7VpXowVHUhNRyf6fcacqqiAa7Qbo4qkZ9ld2v09fRliCSNvgKVRv6ZQhJQCmtEmYNQTa53B+N/3O4eEPNaBVedjP2YZ/KDj77LOn5AKWZfHa176Wr371q0SnIX8+Y2Kyb98+7rjjDlasWDHTQ+cwh0mhtWbf5h5MS2IM7oV8D0pqlAgXBSMyQ8mro9XeSbO9B0clCLRJVGaqrz8JyCkkdgVgESDQOERopYcCUaKUcIhQS4Y4RyjgJ81yAvzszRQjvSZaSzwVJW12YYtS9fOJjpEafAHWyJlujPdlWjCiYXiamp2CYGNRSbk2gOvyBVr9TnZbFhcVSywODgz3s/0Z1MbbkPUr4ZY7oG7xpG1OBmHbNL/nPfR8/t8pbtlC0NeHDgJ0oYBMJomsWI60R6/ciHgcenvRjjOKlGit2bv33zjU/r1qVXeB5MCBb2KaNXheL5OTkkobHoXiPrR2kDJSlrk+0tiZWO4aQEqbXH4HnjeA1kFVrU1KE0EUJUsIYaKORqQhdM6gTYmMpEgkV7Jy9fuIpheidUBf/0P0dP+WQmEvsk8T/0EB2e4gMUFKeOABBn/8E4x0Gr+3F3vJEhSwOddLt63Q9gA6eBRVECgpqrk4hmmjVIBVrp6ugoCmxUuIJlPh3yooe3/GuBdPFmbSj0kna4GXHy0NrVVYR0YaBqmGRoSQ1C9czKLTL2QwN5+cuROtkmB5+PYQth9jpItLaKNs/IZ9s1qTR3mBE+MXmzv44cZDxHzF3bi8FJt5ZUpZWYQo5++XL6hypaKcYyJROqjmoVRDCcuE5qierCacIEK3y/D2MX2YFLL8b2JVhtmDIYitayS6opaBX+yB0iTvgDJDF7aBdgIonnoRKALYm93CoNs1IRF1/RK1DQuoaW4+8Z2bw0nBj3/8Y/7hH/6B97znPVxwwQVorXnqqaf4t3/7N/75n/8Z3/d573vfy/vf//5plRWZMTG59tpr2bx58xwxmcMoBEFAd3c3nueRTqepra2ddF/fzzE4+BSeN4hppamtOR9BArfoY6oCZA6Vk8yHX3oSMIRHTGYoqhRoqDG7EDMkCAKoI0OJCAESD5MoDjXksMatZE8A5YGVAL80w1yTI/SrfKmGCKiXU9cMqZoiAqyJkvGnwUhGzcFBaMwOk67Zm6ErK+GVNV4bWOh6nOm4VAKWxupC6f5diC+cCy/7PJzzhhmf06yvp/VD/4yzYwelF17AHxhg6Ed3IOvrkPEpkoHl6HX7trb/4MDBb6K1wjBigETrgCDI4vvTkUIPl0htqx6tPRy3BykFShVmfE2Vu9TYeB3d3b9GqWECrcsr6NIwEMoYl/c3MxhIGaGp5QaWL383tl2P1gF79/0HPT2/QesAUyewvnMIr60IzTHiNauwzDRaKbyODpydO7AXLUYIQY9bpNt38LUGFZRtSF1V6Qrlkj0M0wI0ge8TS6WJJIaNasO0CNxwn8A7tvpAs4KqYsDsrAhbsTiB66A1JOvqsaJRtFbUtszjstf+KYZp07r4Zewe/Ax+KYdppCi0Po+9txkRWGijBMpAYITGeTnEKXX57BU8dn3FHQ+1ITxFDZIe4Du4rMSgFcHSsoWfAGzEKMeyEDJUJ9MaQxojPIICgVHlecYMZIdHQQGWAG8kMSl3YKJXmS3BVWAIrKUpdM7H7z6a7+T0EV3fSN1NKxC2gdtXIP/I4bAPI2EAZtg37QanlJdkJExpA5qsN0DCTI8SPHBVCSUUq6+6qvyd/sOGnfgj7NjsLhAcCb6RAz5xQs/5sY99jM9//vPceOON1W1nnnkmCxcu5AMf+ABPPvkkiUSCv/u7vzs+xOTrX/86b3rTm3j++edZt27duIIqL3/5y2fa5Bx+h6G1ZufOnWzatInBwUGUUliWxaJFi7jwwgurqg2VfXt6fsuh9m/jON3V7bbdwLx5r8WOLaXQ3VclJaJifZcnGIkiIQdwVJK00Y2BD2VqEppm5bj0I9gLAogRFmhMchSJkn4RorVQPHl1eqrz/iTXOtktmIxyaO2DMBFWuf6BN/OJWo/4qZBoBOaYMB0BNJdDVSZrQ0BIAH/zPqhbAkvHJ7kfCUIIoqtXE129Gq0Upa1bcXbugtR4PXWVzSLjcaKrV1e3+X6eQ+3fQesAw0iVCxMGhEnj0+1FaFk4TidKOyjljan5MJH00NQYGHgEpXKMTyDR+H4JKQVMIv4wPRhYVpqGxisxjARd3b+ire1r5HJbEcLANGuxD5nI9gCakijpUCjsJZ1aj5AGRm0t7v79BNksFtBRzOEphVQKOeISdaBQRvleaF0mHJpILE5ty7xRYQGmZaMiAYHvn0SvSfmchoKgcu9nh5xEYjEijY0UMxnqFy4imkiw5MxzWL7hQuLpGgCaW15Mdt52utt/jaMyuK29mLl6kj1nI/2QNFchIX7RPCIrao+5bxUc6M/T0Z8nPeJ6PWArAVuBqzFJlwXO6yuxWmaY6yJ0+H10A4d+p4OYmSJixLBEpOxF8ZGTJM5XMVUEbcWbNuyiGQ6lE3rMeCmHOdbamFGToKeEyrrH11sCpK5aiIya5J/txnmuD6sxho5Igj4HXfJDQlkWLajme53CWF1zAcUgR79zGE1YCFMRIDFYecElrLn8qpPdxTmcQDz33HMsmUCif8mSJTz33HNAGO51+PDhcftMhBkTk0cffZSHH36YX//61+M+m0t+/8PDCy+8wEMPPUSxWCQIgurzHxoaoru7m5tuuqnqPenru599bf8BWhGNLEDKMKnXcXs5cOBrNLW+hT27NUqYSDyk0igZhlS7Ko0liiyJPoWn45jCQQhd1c8K3+PqaAMCZgatwMmAMGbVazJTzNQkOtKd0crHUxF6zbNJ+9tJGH3TqA8zvu0wUj7UWMoQJU1+1L5jm5zU5nAy8OgXYMmlR2abU0BISc1LX0r37s/j9/dj1NVVjSBVKhH095O47DLs04YlcXt6fovnZZAyWlYRLqCUS4V2zQSBypdJjR4RvnJ0cJwOwjtmVK9B67BdIQRCmOWQMY8jhZlNBAHYdhPp1Hp27PgQXd2/RKl8+TwBntfNULqH+EUmyX0RpI6igjApP2I3Im0bYZoEQ4OUdu1iMKIgEUWOIaOGBq00Wg5vVYHCLZXoOdBGXet8YqkUTiFPJJFg4dp1tD27Ed91jvrezQrU2FX9MdJRRwG3VCQSTzBv5Wpe/nfvq9aL0VrT39FOKZchEk+yZMlfkg4uoLfzLvLBbgqLn8MyG4j1LQc39FKYTTFSVy8ifmbTrOZ/ekUf5alJUpcU+2WOdSqNNotoM4ZwzGHvDSCFRAjodTroGTpE3ExhGha1Zgvz48tJWMdQENKUo3OqKmNKqTA8TlP10IFGlAIoKYJE2TMxzmV79F2ZDH1few6zuSxz7AyHJhpJC2NBEuUE+J358NVSyUU5hWEbMc5ruJGu0n66ivtwghJxM83iFetZ+xcvQRq/ZyIEc5gSq1ev5hOf+ARf+9rXsO0wRNXzPD7xiU+wurzg197eTkvL9GorzZiYvOMd7+CWW27hAx/4wLRPMoffT5RKJZ544gkymQy+75cNI1EOz/A5dOgQTzzxBDfeeCNK+XQc/l+08ojFFlXbEMIkGmmlVOoglr6D+sjF9JXmEdP92CIHvkmRNAqLtbG7qDU7UVqg9Fh53/K/E5VvpypGn8H4ZObfPRRVmqzfSExmOVBcheHPZ038bizhEJFTe08mmsfNcn3vI+bslFGZj0dBSOh6AbKHIT1/Wu1MhuQ11+Ad7mToxz/G278fTBOCAAxJ7NxzafzLt1MqHSSb3YpGkc1tg7IMqu8X0brE8FLszCwHrScjCCPlr2aCyvnD70D4nRPlMDOBYUQRQk1x3slhmHEWLngD3d2/pavr52ExyCrKScaWpnCRh4gWSG4NQ+NUUFYUs21ELIYaHMTv6kIuaBh3jsrVmkrhCUnM84l7Cm0a5JMGvlOi99B+krX1CClZddFlbHjJy7nzK//O7o1PnHCPibQCNBqtRHk1e3ZL3nmlEm6pyKoLL6mSkq59e3jmNz+nc/dOYk6CVdFzqTNbMAyLGvPFNC1KkbpqEdGbaxHG8X/pLUhGqBGSLAGRESQssHJ4sS42KYMziyZnGz6lSA+GjGMVmhEjvtURI86Z9VfgBiU85WDJCLZx5ERYILzvdrmtilcBwBKYTbEw8T2qUINuOSEedBDKgzAmREwrhZACnS9/PwTDkrzHwyNnCFTRx903QsREhBcVDLoEWW94NQdOeVJSuVeGNJkfX878+HIQYJ+WpuF1a5DWXGHFPzR88Ytf5OUvfzkLFy7kzDPPRAjBli1bCIKAX/ziFwDs3buXt799erLzMx5BfX19/O3f/u0cKZkDbW1t9Pf343kelmUhR8Toa61xHIctW7Zw5ZVX4vltFIv7se3xhgqAbTfiRQ9xyaKf8Xz3lXQMzSMbtCBQJIwBliUf4vTI/WFIl9BIUZHHPbpJpHKUj6wa0XAUVXZNOwzt+h1GMUgzECwoG1wZmsQODqoz8HSMQlBLjdlJRM7sGsv+iFEvmKlMcN8Kj7BHxYnL0DvlHfv9FUJQ94bXk7jwAnIPP4zX3oFMJUlccAHWWavY1/E1BgYew/dz5TokLlq7eL5i2PNwtAaLVbZ3/Ana0KN+hJ09UnshGQ7VsSjH7FcacKuJ74ZMEag807V0TLOO5cvfRXPzS3h642vLpGRkx4Z/1yaUVhaJ745BkVEeLaGHDbx00aE3FSeQEkMNSwJrIOL5rOjMUFdwMLVGGCaOZXC4Ic3BmiRaKy686TUsP+9Cfvqpf+HQ9hdOShiX8kXotp3yuYwJ6xICKWVYH2cSCClDr5FSJOsbWHnhpQSOT8/BNu697cv0d7RTL1vYUHctloiglMILSkjfQO32cQ4M0fjm9cROq52lK50cqZooVyRi/GgoRwlNFIEyCriJDjwNA16ax9O7OEvHMZ0G0KAMByMY7wmxjej0CclIKB16QyrJ6hKMVAQjahI9p5nI6jp6vrwFXfDL42Q8KaGc31QZopVNFYnlyvjSWo+K1psoyXtaMAXCMtDOmEWCSviZ0iemRokpQjJmS8gdg3KZAHtRCnNeAr8rj/Y0ZmOU5Pmt2Etryspyc/hDwyWXXEJbWxu33347O3fuRGvNH//xH/P617+eVCoUMbnlllum3d6MickrX/lK7rvvPpYvP3pJzzn8fiCbzeK6LoZhjCIlEBqChmHgOA7t7e00NhbR2kcIe1w7Vj5PuuMQ8a79JB2LS+0tZOsbybp1SDwarL1Ywps1F3ulGQezvPYcGkweFnY5Pn/ar9ffcVKitSAbNIOW2DKPKRwiYghXx8kF9aSNbnJBPbZon7E3auzuUz4+rSnGTaTysaq2nIBYLSRnZxFECEFk5UoiK1dWtynlsXPnh+nrfwx0gOf3EwQlho35kZP4zL0blZokIXmoWFQjEIAogiiBjoOOlncxmHIQCmGgtTuBnR4eZMgEQppIaRKoYjkMbTKCYjGv9Y9ZseLv0AT09NxFobB38ms1wqaCeIBX52CWJKYZ5u74AwNo18VobCQYGKA5W6CjLoVjGgRSVkMtLV+x+nAfScfDMQ0KpokUEPUDTuseIhGNM5CuYfWlV/DQ//w37Tu3naTcEhihbzttCCmx4wkCz8UrjfYaCiHLRREJV5+1xswZ3Pe+f6dGNBIlQXNxPi45zqy5EktE8XSpenqlAoSUWI5N13eeZcn7rzyusv1eb5HStj5uSsVpGyryTFnCyjALOG6SILBZHB3guvlPM2CVsPPzMEu1JPrWIQo2ktkJ6xFG2WNlGxgNMZKXzie6OI1M2Ug7PEfTX55N/7dewOvMTRD+OZI8jgnB88NkeO2PyEkZkTSnUFPWaZm0zxEj9PBM9tU7UUNaa0TUgkAd2yltg6DgoXYNIBMWNTcsIbqybrZ6OYffYSSTSW699dZZaWvGxGTVqlW8733v4+GHH2b9+vXjkt/f8Y53zErH5nDqIwgClFIYE8STCq2I6CJ2kCN997tItM6jzsxTSvdSO1gi2d1FfKAfw3UxvNCVraRAKgHKJ0U7Kbt91vtcWVt2sSgQI0UehcRAYRBML2JcSMqxAuHflere6hTV0J8Cro4TYFJjHsYWOQzh02AeYEPiR/T5ixEE1JlTq4TNBoQGqTRalIVDhQGGBetfjbYTFPJ7GRx6ChUUsSMt1NddimWNT2SfCJ6Xp6v7F/jeADU151FXd171s6GhjQwMPo1WDo7bxdQJzZNn30pZqWioAaOalwGEVbwnCPcTGYhsFehEeJTZLShcoCAGOIQSZhPYQkLocQUdR/ZRaxVWAAcQEsNIIKWNUl5ZzUsjhB2KTrS+lmXL/pIgyHHw4H/R1/8wrtuN1iNzOcYQMkEoK6xBZxzMwRS4RdzSAMKOIGtrMRoa0L5PKpOhJZOnsyaJEqKcNy6YP5Al6XiUTAPfDN8fAZCXYHse9QfaySycRzGbYcfjD1eldKsr4ad4drAOApx8RaSgDCnDQEDDCAsnBgFusYBQgkMd22knJC01ViPra69kXu1pJIxalB69WFK5A4FQyLyg9+ndNJ2/kuOBwpYesg+1o4s+EQl/ZcZ50nd5iBIHIkM0mSXOTXVybvoASTNUTHMT7RilGsxS3ezolsnQwE/fsBSrIYaMm1jzkhOGsNkNMZr+7HQO3PoeZGoNMr0WqothU/RGgTY0AR7GiFUBjSZQHghBpTJ9tanpDEGlJ+bTimk2MDsQCQurOY57KDti4wy7YIK1KIlhGmit8HtK9P/vTuwlaay6KJEVtUSW1SDM2Q11nMOpiZ/97Ge8+MUvxrIsfvazn02570xFsY5KlSuZTPLAAw/wwAMPjPpMCDFHTP6AsHDhQqSUBEEwipxIHZByOigEJitoI1U4hLlnJyuKvWjlI5RGjn1ba5AnKLbWx2SQNBpBkgICjSrrioRdEVTS6ifFKJne3133tYFHs7kbKUJS5qkImaAZWxSYb22n01vBoN9KzM6Eq27H6VIFYPqawRqLxn4Pw4zA0ssIzn4tbXs/S1//AwRBgcpsesj+NosXv42mxmsnbVPrgBe2vofu7jvLhnbotbDtFtau/TgN9ZfTP/A4vp/DdXuqdyTM2ZiYTAyjMt519W8hQkUrrXwct5IwridtJ3WnQeQFSdAowqI0aGRBkL86CCu3T2A0CBEdQxomgip7J0209giCUpnIjAjF0i6Oc5i2/f/B0NBjSBmlUDyAZdYgZZzRVssEHZGALbHOXU4yvhDhgb1yBamrr6H361/HP3QIq6EBlc9zWl8WO9B0p+O4hgStackW0BoCOd6IcU1JwvWQO3ezf8tmnFy20unyTZi4SycX478YWikMyybQleKX4Wq1ME0Cz8NzSmilRt9lHdDvHuaRnju4ft4bMYTEmUASPAw10qAlvc/sPS7ExD2UJfvAIVAaoyGKEIJ0bZSregpcnC/SvuYOCKxquJbwIxh+nOjQcpLdZyOVPeF9mREEIAVGOkL8zCaMxJElaGUyidWSwNn7GHZqeZmYTCS5MXpb4HoownorUoeDrBiEoZARES/PCeVjLDle7ncCaP/UGKhmQywkDCNDrWb6PfLBP5RDxS2Ckhcm8Sso7RnEj1kUt/UTWZqm5iXLkNG5PJPfd9x88810dnbS3NzMzTffPOl+RyOKdVQFFk91fOlLX+JTn/oUhw8f5owzzuBzn/scl19++cnu1u8FfN+nra2NPXv2kMvlsG2bYrGI53lhSJdWLHK2ktAZbDzWsYtIPgs6QAZHrkFwvE388OuhSVAYub5NjgQxXMzpKBlNVDvkdxSmCJ9JuAobVpYWIsDRSRSCZmsPASZKSwwxXNBvNuEb0NVkM5S2KcZtGsxGWP962PAW9nd+i+6eX2OZddjRpjJp8HGcLvbt+wKWWUNt7XkTtvvMs29jYOBhKoSkkjTuuofZvPn/cPZZt+H72XLxxLJE9ajA87GQiHJ8eqgAZyKkiWkkMcwYYGAYUVLJNfT03ovvDzCalAxbAqIXVFSTuckHA6wDEusA2AcF8icS93SNu0yj6qhyIClrMM04rntkyUXfH0LKaFmda6py0z4Dg08AYBhpgqCE500kgz3+vqRrzuSMW7+HYYw2FtPXXkvf17+O2dCAEY8TyedZMphnXiZP3jQQWhNzPEq2iZ6seiggHYeH/uebI85Yvn8nPKTrSBZcZXyN2UcITNvGtC2cQmEEsZKhkpqaaHEj3MfXLi8MPcqFTS/FwCSYVAJaUyhmJvns2FB8vhftBFVSEnZdYLUkwJMYOo0fGUTmGkh0ryOaWYrwbCy3fsT1HMPLIqyYizAksbObp0VKIDSE0jfeSM8XvoDO70ekzjhiPzQaocVw8UehCFSAr120VlgighRGuJ8ZhuJNaxT6KiQxJxnSDMccx+jN0KWAoDTGyMz7qIiBkbAp7R1CPnCImhuXHtN55nDqY2S9rGOrnTUex0RrK4WSjmd860zx/e9/n7/5m7/hS1/6Epdeeilf/epXefGLX8zWrVtZvHjmlaTnMIxSqcRvf/tbDh48iNYaw6isLmuCIKAx6OSy4BGa6SWCS4wSBgoxQvxkqpf5iRhFYQXyAIMSw/WGBRFcXAwkAQESeyZSq8c5hGuie3Y092qy+6+QBNpGITCET43Ria8jWKKEIYLyHseHjAUSDs2LkqmxKTYvIll7NsZLPwtWhGKxnb7e+zDNGiyrZvg6hEkkMp9iaT+dnT+hpmbDuHfQ4ODTDAw8Wt5/pEFTNgq1y46dH2T+vFejdUUG+EiTti4nnIceFU1AY8P1NDZeSW/PvRQKe/H9AvlCG5HIfHx/kEmTx9OQe5GqntJZEyAHIXWnxMxIzMch+RvN4J8G+MsEUsbCWhBu17Tv7cgijNNBEGQIgsmM3NEjR8oIZ6z91DhSApC6/jpyjzxMaetWjOZm6O1F5POYnkfMC1DxOBm77DWdaCCX5xXPkBRzWUw7ArinlKfEsSPsW7SSg/OW4ZsWdYN9LN+/naaB7lH7BZ6HkBJpGKgglHSOxOO4xZG5aRNf2MH8Nlalz6PWbhqVHx1GwwkkBr528Zpm//2jtcbZn0VEjAnnd8uKkR66gIGG+6g9eBVWvhklS0gVZcakRIJREyEYcoert0vC8ClTEl1Vi9USo7hvkOjCNGIahn7q2mtwdmwnc9+jWNYCRLR+1OfjrknDgNeFFuBESuRjWVJeLSmvFqlNXO3gKoekXQOBRvvTXAHWTMuzcrzhdhcQUmDW2ASmQPU7s6r+pfodVN7HbIxS2j1A4sJ5mLWR2TvBHE5ZKKW47bbbuOOOO2hra0MIwWmnncarXvUqbrnllqPiB0dFTL71rW/xqU99il27dgFh3sl73vOeGWXdHy985jOf4W1vext/9md/BsDnPvc57rzzTr785S/z8Y9/fNz+juPgOMOhEZnM8Vl9OtWhAsXujd3sfbaXwAuoaYqz/uoF1DTFq/s89thjtLW1UVNTU80tSqfT9Pb2Ygzs42X8kgYGMQjK8r3jMdF69ImmtZqyMY5BkQgKSZwSAQZ+eX1y5i0eH0zW8rRyYUYiWg+Bg/Dyo9sVYUSIwgxzBlBYooQpXHxto7TAEFPPYNOxFyfax7UEHS0RMjU2XiQGkTTN829CWOGElsk8gx/kiEXHLygIIbDMOrK5rXheH7bdOOrztv1fYziLfPyxWguKxTYSidPLxGWsET/+isL9dDnMK0z4bmi4jAMH/oti8WA1r6RUajvC3QAswGW4FqIBqh6yL1WkfwjSLSdIm+FKvFJFQvmrk22ZC4SwmT/vDWgN2ewL2HYzkUhTdQ8jnab1/e+n/1vfJv/Yo+iaNDIWRURjxM45h+CqK9j+sQ+xpGcIofU4r4ntB3iGpDcVRyAwLBPpTK1wdfwx3MfBVC33XfIS+msbQWsMpWhvXczO09Zy9tanWL9jE6ZpAoJIIoGUkkg8gRmJMNTdiWnZFIYGR7Q98TPVaLYPPcG6usvKSygKW0YRwsAok+1ufZAFZ07sMTx2TD3W0gOXIr0oZrEeL9oLGkynQgDKHpYjvaEERFbUUvfqVQRDLqWdA7gHs2gnQCYtBvu62PrMbzh89y5KQYFoJMnCM9Zx4ZtfR6KmdvJmTZPGt7+d2DnnMHjnw2j3IhBG2Rk3cZ+GvF4OlXZi1caxamNkIv2YysLSNoVihoKf5UVX3IrzSG8YoqWmvj96rOLesah7HSP0kIuWYY5Izc0r6P3P52Cs5+NY4QT4HXmwJYUtPaQuWzCn0vV7Dq01L3/5y/nVr37FWWedxfr169Fas23bNt785jdzxx138JOf/GTG7c6YmHzmM5/hAx/4AH/1V3/FpZdeitaaRx55hFtvvZXe3l7+9m//dsadmC24rsvGjRt573vfO2r7DTfcwKOPPjrhMR//+Mf58Ic/fCK6d8oi01fkV1/awmB3EV192faz7bEOzrlhCee9eCnZbJbdu3cTj8dHCR4IIViTzLJh4CfUMTBhJO9EOFmvK0GY+N5NA3JUkIimQIw7OZsbeJjaMUUBTwZm1QR186CGCfjI+y+EwqJIgIUp3KrUryUcxgYsTJYaPlkAlBjzu6bsJWmN0NsQQRmCwDIRNfOprb0QtKa39z5SqXVlJSkxplr6yH6bKOWU9xtzuWXPwmTHQlj3Q0qLxsbr6er6MZMRmQrCPA05om6Ix+7dnyQICtPI+5gANqHolwciCCMEVQqctZB8AII6jd968ldbKxAiSthhTXvHd2nv+A5CmJhmiqamG1i65M+JRsN6M2Z9Pc1/8068178O71A7wrKIrFyBjEbpPXSAztoUDdkCyZKLaxr4hkRoje0rpNbsb0zj2BaGEFiWzdJLr2DHIw+hgpMrMBFIyYMX3kBfbRM1mQEMXclLg0I8yaZ1F1Kb6Wdxxz5AUMxmiNfUkqxvQBoGTiFPMZMZE8Y1OQ4VdmLLKMtTZ2FKG195mFLgK5c+dZjMaTkuWL121q9TCIG9KE1pax+kxn+uA4WhotTkL8E1+gl0phoONW1SAgjbQCYsVM4nsjBFZGF4Mr+3yPZv3s3Gbb8i5w7gKxelFLnSAD2PHuCFjfey9qprueQ1byCWnKCDhOQkefnlJC67jPYPPgLeFG9UAS3RpezKbcJSwxLHvvTwtMtgtoulZ52LUTLKRUEnf3668v/Yl6UGLfRJIycocLb04WzpC19zx6OQowYcRfb+g+iCR/q6JXPJ8L/HuO2223jwwQe55557uPrqq0d9du+993LzzTfzrW99ize+8Y0zanfGxOQLX/gCX/7yl0ed6KabbuKMM87gQx/60EklJr29vQRBMK7GSktLC52dnRMe8773vY93vetd1b8zmQyLFi2acN/fRyil+NWXn2Ogs4BhSYxIaHgppfGcgI2/biNVH8FqKuI4TrWKO1rTUNrP8qGHWJR7FqucswGnRir4ZOFPApBlj46LRaUwY4EoNWS4gUeoGUNKKkpeuhxGLkfk4J7I/k+235i5b2IoZ8r+ShEgR3iKKpo0Y3Gka57O51ILTG1iYRJE60g0bcA1AgaHNjEw+AgVb0QisRIQBIGDYYwPC/CDLLZVj2WNr41jmmHoVyX0ajzC0K1IpJHVp3+ETGYTxeL+cmX28kgZmWxdvbKgvFmWQxiHOKrZvcLSym9g7ZVzmQFvsQIlKZ6vQ8/KUWH2C38OJ9SXRmxzcN0C7e23MzjwJGef8w2ikdbq51ZzM1Zz86h2ahqbMRrqeUErlvUMUp8rEXN9tICSZdJRl6KjNolhWaDBjie47s/+knVXXcdPP/3/cAsnb9Ggo2UxfXXNpHNDVVIC4eNMFHIMpOvZsXwdizv2IaRABQG5vj7cYoF5K06nlMviFAoYlkXgTZY3woh2BXtzmzlc3EtLbClRI4avPLpK+/GjAX9y879imEc9SKZEbF0Dzu4B/KyDkbSr3yOtNMGgg1ETQRd8TFGLzMTQBGHe1QzejCJt4e7PMPiz3dS+bDn2/CQAA4/v59mdvyXvD+GrSh5c9U2M6xTZfNevObT1Oa55660sWrt+6hMdwbshEETNBFIYZEv9pBwD07LwnBL5wUEStXWsXnIJ+Xs6p1F3ZAwpGaMjcVLJSQXH2fmoiz6FZ3uQ6QipS46tOO4cTl1897vf5R//8R/HkRKAa665hve+97185zvfmTExmTGVPXz4MJdccsm47ZdccgmHDx85KfNEYKwhMrlxApFIhHQ6PerfHxL2PdvLYFdISkxLVu+TlAI7aqACxZZ7D40+SClWHP4p5x/6TxZlnsJUxZP9mg1hRKtT10SofGahaKWHOoaw8LDwaGSABEVqyE1s6AsIpCAwBJ4BSpx6BXqnMV1Oisme3+wHDglk81oWvvoRznrZVtZdcxe+JSkWD2CZSWLRpcSii0ArBgefQmsPxz1cDp8aRhA4KFWiqemGCUnLwgVvZMK6IVRy4zSRSAvx+HJMM8aGc79LOn0OUtgIRwzXHqiIc42T96wk08/CHao4acqXqC0oXKYonne0I2y84tBswLLqRpGS0efT5As72Lvns0duJxrlzOtfjGOZbJ/fyKalrTy/sInnFjWzaWkrHXUpEAKtNNIwWHn+xdiRKIvPOIv111w/5tQn9s3TU9+CkhIz8JFKEXFLGCqo9iPqluhumIdvRUAIpGEgpMAtFOjatwffDcmIFZlegUFdHhTFIEtb7jm2Dz3J7uwzZL1+itkhfvCRfyI/KixsdqCUSyb2OJ3n/Bf7ln6APXUfoNP8EYXcQYL+EkZthPR1SwiKPrrgh0pWWDM2uFVfCR1ogoESuUc70FqjSj77N22i4GZQ5fw9pRVoFebWCCM8j9YM9XTx0Hf/m772g5OeQwiBmIZKlClNzlv8EpbXnEU6Z6BLe9H2fuadvoQrr3sj+pHcEUmJnshTMn6n339oCAoexed6UWOLS87h9wZbtmzhRS960aSfv/jFL2bz5s0zbnfGxGTFihX84Ac/GLf9+9//PitXHh8t9emisbERwzDGeUe6u7vnKtVPgn2be9BKY5jj36RCCKQhGegskIzVkrQ0S7rv4oY9H+Dc3F0k9RAGAcGpQEukBQs3VMmHRxjCHxAGn1TSmyswUdSSZQHdzKeHKB7l6iRVjMqD0WGdDaHD1bWjqLl2QqERqAmey0z6G/qSxhbOPMaOoSHRDPXLwI7R03MX+fweYrFFmGYyNCKExLYbiNgNgMCQcYrFNhy3F88bolTqwHEPU1OzgdbWmyY8S2PjNWWPi0Zrv0psQo+IDxictuydVSIeiTRz3oYfsGzfq0g+k0B4ArQIB5BHuOI6iidUpJOPYQSIEf/skJAgIaiH3FUKXXbazFSESgjj2Po1GfRYhbGRgyE8Z3fPnfh+DgDfz9PTcxf793+V/Qe+Tv/AY9WwO9O0qoOpZJsMJGMMxaOoEfLBQgoaFy1mzeVXVbetOO8i7Nhw3tsJV+gSglgxz+m7NnPNwz/n2od+zvUP/IRzNj9CPD+cn6ghlAceEbLllUrYsRhSimreybEiP9DHnV/592NuZySUctmz59/Ys/czFKxdyAYTlS4y0Hw3h1d8DXlZkfrXnI7VFIPK9R1ttI4ClfcICj7ugQx+bxFVCsgW+gi0T6D88H2rgvJ3ddgNUcnhyPX3seuJiUO1K4id0VA5bErSUBfUs8Reyqr42ZxpvYg1tSuoX/Is7jNtaCc4er5/CkyRJxyeIhgs4Xf/bhchnsPk6O/vn9K2bmlpYWBgYMbtzjiU68Mf/jCvfe1refDBB7n00ksRQvDwww9zzz33TEhYTiRs22bDhg3cddddvOIVr6huv+uuu7jppokNmD90BP7UympChiuX0VwXrxj6L5KFfdXcjMpC78g56aS9f9PzCYqDVa95KdS9HbWLVAqTIy9oTQahoWLwSRV6TQDMU4CdjIgUIIyANjBmoiwGw/Xrqm1JxAhrfHYWp8VwQUqgt+9eDBlBivGvIsNIAX3UN1yOlBH6+x9Ga59IdD7NTTfS3PxiTHNi405Kybnn/oDNz76RTPZ5whCsimEtsKxGhjLPkEisoKbmbACKzzyL+tnzJE+bR9bIh4kfYQ7zMKqDJ0BUC7cdIwRhwcLKF2qCZpUeXYJgsoZCUiI4HrEaflAY8dfIQa+oWHxBkKdYPIDWPnv2foZSqaM6qIQ0SCRWsWL5P7Dz8YfD6uWWje+5Eya2x1Nprn3b26mbt6C6bf6qNay66DK2P/IAvnsUeT3HiOaeDha276VhoHuUjbu0Yy+LOvdz70U3gmmRsAyUsFBB+ftjSEzbJlXfGOaYAIZpYsdiYxS6Zo59zzxNx85tzF+1prrNd132P/cMezc9RW6gn0RNLcvOOY+lZ56LFZ3aW9Pd/Wt6++7HthqGv18J0FpRLB3gcPx2GhMX4u7KIQyJsA106RhWxf1wOcnvK+IcyBJf1xCGp5XHjap6S0d/ASreGdOyOfD8Zi58xWsmncfS1y+ltK0flZ0ifE5p3HgHQSSLUBbSS5DuPp9IYR5+oQCRErbTXO7vJNBjfk6UZPeHAg3aV1X11jn8/iEIgrLQx8QwDAPfn/m7YcbE5FWvehVPPPEEn/3sZ/nJT36C1pq1a9fy5JNPcs4558y4A7ONd73rXdxyyy2cd955XHzxxXzta1/jwIED3HrrrSe7a6ck6ubF4VlQgUZOUElX+YpI3CTx89chC/smbOPEkJHRmXqjXnXRWkTjKpye7UQqe00wQTkwoqbvzKABJcvkRIMyoLvepn7Qw5wqqfIocbRzWGiSGuOS1qd9/IibU8k5mdXnK02wwuRSrTW+lylXTZ+oL6HpIYXNacv+mqVL/i9KORhGvGyATw3bSnL++XfQ1/8YW7e+G9ftKyfDGyhVoLv7TjKZZ1m58v3U111M9r570Y6DEU+BqY64ChyMMtSPDUeau3V5nyORw+GQt9kfk5NXm4dhIiRwnB72H/garttDNDIfKcMciCBwyGa3smv3/yPT24dhGJi2HeaSAEprtApAg+c4JOrqaVm2fNRZpGFw1RvfRiyVYteTjzHU3VkW7Dgxxs/8rgPV38c+CkMFXPvYr+mub0X5ASoIhuWllQpzSoRAaYVbKmIYJp4zC+RKK56//54qMXGLBR64/Zu0b38ercG0LAY7D9O+Yxt7Nj7JVbf8GdFkcsKmlPLp6v41QhjjSL8Qkog9j2JxP4NDG4kFqxCmxGy28dpzUxvsU8EQIfMOIPtwO5FFKeafsYbtBx4jVMsb265GozEMEynDMRT4Pu7BDMUtvZT2DEGgMFviJC+cR3RFHWbKpvHP19P/Pzvwu/OjvZ/ldCyNwnCTaMsHodF2CSU10ewSNAov3o3pppHMQAb3aFbBTJjhmtIJx6hogin2E5bEaoxNscccfpehtebNb34zkcjE3wnnKN9vRyUXvGHDBm6//fajOuHxxmtf+1r6+vr4yEc+wuHDh1m3bh2/+tWvWLJkycnu2imJdVcu5Ln7D+EWA+zYaM36wFdoDac17sPIhKTkaPIUZgfjSYkGnGgEL2YQHdyJdHM4IkxON7XGD/UZqztbhIKrGDaJwC9b/9OL49dAIRYWh7M98CxBR2sE09dEB46cxHosmGpuG7s9wMAVMaI6d8znnfXnKa2QlNSfFrYvBJFIK7n8jgl3r6y02ZFQClhKGyln5qXIZl9g397P4rrd5TZVuUiiQusShcJ+9u79HDVnn4u7ew8iGg1DuMSRjSytixwfaZvxqGSzjH4mlZCt4RVlKSw0alxOzuxgKi9MhUpLcrntuE4XsdiSUapohhEhFl1APr8bI5LEc0Z7aw0hoBzK5bsOpjXxs47EE1zxhrew9OzzuPMrn0MaBrm+vhPiQTlSVpHUmnl9h8NgQaWQSqOEACnwXYeuvbtBKQLXJcCdtRyZzt078ZwSViTKM3f+koMvbCFZ34A1wmDwXZeOHVvZ+MufcOlr/3TCdnx/ENfpwjInVroyjAjaVRSLB0g1noUo5yXKhIUaOnIB3XGoDJtw6KCKLvmnOll84/k0P3kvBzqfI9AhEQkjJ8PfQ3eVIJJMEvgeq2svov97OwmybpXl+70lSjsGiJ/ZRN0rVmI3J2j6v+vp+c/nCDIOMmYhogZ+TwGUQhku0o9jOD5BNAuANhzQKaQyQINvZrC9pomvZeT1jMTYv4/wyGXCPrp7eQIw0difyDlUgb2sBhk/PuIMczj5eNOb3nTEfWaa+A4zICYdHR185jOf4YMf/OC4BPGhoSH+5V/+hXe/+92nRC7H29/+dt7+9ref7G78TiCesrnwpuU8+qPduMUAaQgEgkAp0FA/P8FFwSeq+5/sUFktBIVEjM4lzaQzHvFMDsMvUdQleuvSdPZHOcN1iChNBF3Ns5DlyerxWIwzl91A4tDTYNiQ7QL/yCvfGrC9MMfEtwSHW+K4ERPjCGovx4LKHFcpYlm590pKpBqdQSKEWZ7ABTZTK3CdKOhyHmgpMMkHUaxIhKSdwFh6WbV/TU3Xk81tJQhKGMboEBPP68M0UzTUXzaj8waZDH5vLwP5pzhQuJ1sfiejiK0uorWJlFG09slltzE4+CQiFoMgoNQwNJOrnFHfZtrqCF6NpyFSfbDDMsqVZH6QZVIym8ut0/XdlcM7jTh9/Q8gZXRCqWYpbdCKhhVRDj2dQ2mNHGOcB0GYTD5/5els/9pXGHr2GXQQED19NUv++DXUlQvlphsaicaTeJ6D782iITfWfTWmf0e8I+WBHwgRegNGbBcCzFgcr1iY+FzTgdLVgWF5PnVFl2g2h+c4+J7H3k1PYcfjo0gJgGnbRBMp2rY8w1nXv5hk/Xg1OyFMKBP3iS8tHGtSmJhNMeyFKZy9g4iYBUdrTJcLbQpTYiZsnLYMqSsXcs3fvJ3ffuHzHGrfRqADVDkUUwiJYRpEYjGiyRRxL8G84hKCkouQIMqhJVprtBtQeLYbozZCzXVLcPdnwVfY85IIQ4YKY7rsXxYqFCxwEwSRHOWEQrT00EJi+KlwnykQ5h/qMoEaDjcbu8+EKK9xaDdApCz0VGFnJwFHGqkTLaClrp8rav37jG9+85vHpd1pE5PPfOYzZDKZCVWrampqyGazfOYzn+Ff//VfZ7WDczj+WHf5ApJ1EZ797QF6DmTRWhNP2Sw/p4nzr4gQ+erEUssnGpow3GOwpYHsyvPJAWapiCwM4g3twS4UsIaghMAU4KIxy6EUjhC8EImwK1nHtWf9CZhx2P/QtJhWOGmBZwqG6uJkFiwlH1VYuS5SueOruxiqz4zcIDAaVoEZBb8ETg4SDRCthY7N4OTwtYHEmz45iTdDoYfZNLIrpCQ0qE18EcUOShwYSNP3Qi/nLVcIKWlsvIb+gUcZHHgCw0hgmmk0AZ4XJswtWPAGYrHpTW5+Xx+DP/wh2YcfIB/voBjtRqcExlqfYN64vVGqgBA2gXIYHNpI/cUXUdq6FS9amLbX5LiETDEyVyj8wycUBBodzjU6oD0ksJU1/WOTCx62l8uEuPrf5NcrZRzbrsP3h0IDdzIIwdLzFtK9eS8qk8ESEhWLoi0LPwjwSyUS0SjmbbeT7x/EKt+N4Oln2P6LX1D/jr/m9JtfhZCSUiFPpnuW3k+TkYSqbPTwN2oa6T4TQgUBJmDakaqHRxpGGOI1nVhsrUe17Vkm3ZZJfftBnEcepbTiNJx8bkLSARBJJsl0d9Hf0T7hPqZZQyq1loGBxzHNmnE5G0GQxZAxUukzEUKQumYRQc7FPZg9ct8nvJ7yTwEiYSEiJrrko4o+6SUtvPJfP8qOBx7i6V/dQW/HAbTWGJZFNJHAtG2U57F6ySXI3jAZXoyNd7cEuJrCM90kL56PyrigQRhy+LyWRLsBaIEWCqENhJZoEZTfA1BK7ydSaEH6RxYsEIhqwl4lQb9CRqasgl1J1UKgi8NjYWyOxtFU0j4piEjs2rkwrjnMHNMmJr/5zW/4yle+Munnb3zjG/nzP//zOWLyO4ql6xpZuq4R3/XxPYUdM5FSQvc2Tr6fJIQGfFMgzUT15ezHYtidL7C4rR/bDdAK8oQmWTQMW6YkYJcd4dlEktek18Dy62DRRfDfL4N8LxhRCCaSQQ3PGcgwdAtgoKmWfE0EacZZVJqHHdxd3W8kZu+OVSY2QJiw7pVQ6IVSJgyLmnc2CAMOPIIx/0z8zh1YxZ7phX4JA859E7RvhEL37PVYlxd1RbgIGLcCtIABsYRn3bPJPPQQ6ZaFnH7x5RhGjJUr3kdHxw/o6b07JCRCEI8to6X1ZTQ3TS5FOBL+wACdH/kog9lnGLqiD6+2FK5cAipBKMs2LjJIVeVv8/k9NJ5/Mc4vC5SCjnK2+WzdkZlhpPlf4QO6rF4sRhCEcFV7pCdIMRycfpSkRE8SiaLC5PXwfONzOqSMU5M+G8ftJBKZT7HQNnHzWqGVT2zjbs7d1c7OmjhF20SXSmgpUdEIyZpa1uw+SKR/kKAmBRVj0w+IDGXp/9zneCEW47Ff3DF7pOREQWt8x8WwzWG1CSGmV9V+tDLFqC9zf9Tmkdu+xll/9Tfhu3EqkiXEpBW5hRC0ttxEJrMlfJZ2S9Xz5Qd5HLePxoYrScRXAGDWRql75Uoyd7aR39h9xHoh409IdShpT6HcAGHIaviPNAzWXHMVa665is49u9jx6EN07N4Ret0WLmblBZeQ3GjjqCGEGead6UCFClojuhIMlCjtHkBYw17GUAFQYKRsVNFHKAst/TCDpfzukE4CZRQZWn43EXcRqX0XoooFhDaRQQzp2QiMCTl7mCM3w5lACmJnNVJ4ugutNY6GktJIAVEhMASIsvf8VCco6Wv+cOrBzWF2MW1ism/fPhYvnnzlcuHChbS1tc1Gn+ZwEmHaJuZIAy7RBHYcnMykx5woCAhzOnoPY+QXE8RrSLTvY9HW/Ri+wjMEvi2pczVa62qliQyCNZ7PedkixuozwbAg1wVCwryzwp9DHTC0f9z5KlBSYPlQVzCJNF5JS/NLqM0E6CfuYXhmHT7waHIeRyHRDF4R/GJoTNhJuPZDcMFboXcn3Pdx6N4O+x6E7OHw5ANtRBhvWE50PQDMPxdql8DG/zqWno5D6CWRmOXIcE/Y7DLP55CxGhERiFI32x99kJUXXII0DEwzyeLFb2X+/NdQKrUjhEUsthgpp58CN/TTn5EZ2MzAi/sIbAeRAxlIgpQK33KVWiSTkI2envvo6fk1vKHMZicvGH9CUA3jK/+r5AeHqPwyNqzEIkwWPnpMOHYqwztQSNNE66BsrOpqzo5tN5SFCRK0tryc/Qe+iusNYFt1w81oTcnpRO3vhx91U5c32aCg1zbISxCBotaOUrfuPApPPYdfkxq9Am4a+DVp7KEhnv7GVxiSMzSCjxXTUh9g9D4TEASlfEQgq5/NVLVIjHm5hB5dwd6gROw/v0bG8Mj09pJubiJRW0/gumR6uwk8H6UCknX1NC5aMmn7tbXnsWTJrRw8+E2Kpf3Vy5AyQn3dxSwbIbMNYCRtIivryG86isWNyuA2Qq+Fyjgkzm3BSIzPS2hdvpLW5SvDEC2tkDIkIj2bng+9IAKUF4A7PtzqeeXz2A+2QFOMdQXF5abArAlDR2XKRuY9yGlUIAisLARgeGm09Bha9BDF9C7yehuDNQ8QHVyGDCIEVgFp2LQ8/yasQv3Mr30CmPMSpC5dgLNzgGxfiUIwvDDlaY1J+GqKSoHJ5PXZTjYiZ9STumKOmMzh6DDtmT8Wi9HW1jYpOWlrayMWm3Pb/d4h0QgrroMX7jjZPQHCF3RiKMOSR+5DaEGs4FZtSENpot6wklRlum9RCpFqDUOedv8Wll1eDoVyINkM2U7ITbzyKgBLgeXZaGBhoRmx6oMA6NsvYZQpNzIh4JjISfmK7Hi4VC5NWLgB0i0weBDu/KeQlBT6wBtfBXva58wdhkc/d1Q9nBoCKcDTFlk/QszSWDhVgy2aTJHp6Sbb10tN83BOmmkmSSZPn/HZlOOQu/8+cufkCSIucqhizuvQVq+GSEyFsmSrwUkhJRMtco/shiFgglJDY9pQx1TWY8pjBehAE2oaB1VCUhnlhoziev00NV5Lff1l9A88Qn//IzhOJ7bdFBpWfhaRC0j83McsRJDJGDYwPyBURfI1arAP/7d3oxHjw3IIQ3B8Kcm7DkRmMal21iRNdTX8ZyoE/oj8gZmce4KXiiAkN74QFLsOw7wm3GKe3v15eg+MWGwpn8cp5Lnnv77Ci97+N5MKDLQ0v5jamg309z9EqXQYaUSprTmPdHr9KEU8rTWFTd3kHu+YRkX0MTAAyyAcRgLtBAjTInF+65SHhZ6O4T5EV9Ti7B1E+QG4o/vQg+KDFNiFwg+ATgcDmJfP8v5sDWctSCOkxGyM4SsNJYGWFkpZlNL7KSx8nnzzZlTgIYWNjEZwm9vRvofSLiDoWfFD5j33f6cX+TnVdSUMGm5ZgzQkypR4I7zOFVTqvUoNJa1JTaCkeaKggYIlsL2QMCnAaoxSe+MS4uuaTlnSNIdTH9MmJhdeeCHf/va3ueKKKyb8/Fvf+hYXXHDBrHVsDqcQrvsQtD8Ngwcm/lxaEKsFFUApC1PKih47ihFJsuAx2YKpGPMTCHMxGleEye6bvw91S0OvSfYwuHmOqM7llxDSpkpEDj4Jvdsm78AIJ8qM3s+RmrAvxYHhA7WCA49D5/PD/S4MTEhKZoShQ8d2/CTwsBjyIgQiZAVaOxgjE7LL92cmK8VK+WQyz5LL7wQgmVhFOn02UpoEQ0O4ahBnXgFRIjRatEYTDKdbzCQs6yTNp6KSTqTHd+HINUxAlw2lY8178ZGUiPOAuJrnOJslYh8b1FOsELvQSmCYUQJVKifZh5ayRlFXexEayVNP3YTrDVLx6Ph+jmh0Hs3NL0L97BmCLb2I1Hh5SWGaocJT/8CUpCMXMXFNOTGbmyGEYaCnE0Y1I+jhL/5kfRyRt2JYFoHrTuupTTQMRmYaHYrbuKURYh4jzi2kDCvRC8HuJx/jnkiUG299x6TnikSamTfvVVP2p7Stn9xD7eH3a7oyt4YI1bwsiXZVKDMsQUQMIqfVYjbMbIEzdmYTucc6CAZHq7K5KN5Nnv1oLKAikOwKOKQ1780N8dV2WBCPAAJrQZLU5Qsw6qJ4ziBetIeSdzpbtz2BlBaGER/uvxFBBBaBKlCatwd7mcD76QRxkNNFwqTpbeuwyl6crG1gShF6Sat5ReHTj6ApaU3W16SOrJp+zJjsPa2ECCtdGdCpNP6ZTVz8J6fPEZI5HDOmTUze/e53c/3111NTU8N73vOeqvpWV1cXn/zkJ7ntttv47W9/e9w6OofZh9aaB/uzPDQQJi5eUZ/i8rrU+BdL3RJ40y/gx7fCoSdBjZh9pAWRsiCCNCCSgNLgceuzABLFoEpKpu2V8PKhZ8SwYeevId4IOggJy3RnE+VBy5nhr4/9J2HxwZEF7cZ4T45mknKGxmwQZf3jaBhO1/40WPFjJyVHBRGGvWGG4XBShOFmVdIRXrQwo7iOGUZplJOni2JYfrSUy5FubCbVMHGCbgW53F727/8i2dwLOE4PQpiYZgohJEIYJBIrWbH83djxenS0nLhaLacRrlqrCCctV+RoMML+mCjneho4NkNdIQmESZ4kbZxGniSbOJ/nxdlczd1cJ+5FYyCEESYiyxitra+gpeWPOHjwO3Qc/gEVNlhJgNfaR2tobLyagb1PERAayRNCSmTgI7XGD9RwknL18jRaKdQEil9HAyllVQXsxFSRH/0wpWEQicUx6+oZ6jx8xKOrmgwTjglByQjlexEyrAkz5lx2LI4AnGKR3U89zqWvecOkifJH7EugyW/qQiuNWRvFH3LQ00jgF7bEakkgowbKCai8RlXGw14wcX2VqWDWRqi9eQV9//3CqOH/CzwOoIkA9ogbFhECC82g1nxHOXzkstMw66JEltZUc1AsYsA8+vc9gNYehoyPvw5DIoVFoLOwLEv0zGWUNvfMuP+y1qbpz9ZjNQ6foztiUi8FMQmuD4HSCDS2AIWgwwtOyGttJCkZ++2QWhP1FC7g1Uc560VL50jJHGYF0yYmV199NV/84hd55zvfyWc/+1nS6TRCCIaGhrAsiy984Qtcc801x7Ovc5hF7MoXuXXrfvYWHPzyy+cb7b2siEf48tqlrEiMqQ48dCg0zGsWhqv1zhDl+A5wsxBJhUard2xVjKdCxdY31OhtY/eZEFpDpjzx+6Uw8TuSBmdqNRk95q+gbmFYPb6YGXEuAdWa8uWE5BnbOJMxGR0SQR2EeSaFPnCPvUbJUSFaExI7RLkPAswIeBVSpkEYWBGbiKspuoqE6VAiQbcRhoA6hQIqCFh10aVhdecJoLVm566P0d5++7iifr4/SDp1JlJGyGa3snPXx1i75lPE16xHlLYS2Arpa7AFXp1iJrXQTjWc6DleA0URJYqDh0mJGDUMkkbSrxu4R97AMtnHarkLIUxSqTWsWvkRwGXbtn9kKLNxRGsKrT2ECFejS6VDtLd/n1RdOedkknwNrRRGTS3CczEHBqGs1qWsUJtL5vJEy3VBjhmVpPMjkZIqEZjGOUe2pUdmCVVY5ohdy+QsPzSEyE4/h08TkhM9LqRLow2JkBKtxnuARxZ8NG0bzymy66nHOOfGP5r2uUfC7y8S9JeQ5XwQYcppvfaMpIWMhqaHjIQ/g6yLiBpEVtZNdeikiJ1eT2RlHc6Ogertvh8PzWhSUu2DFIhA82jJIbK0Bqt5PPEA8CtFVCd99BLwAEXDa06nt+jh7Bo88vvfEMi4SWxdIzU3LkNGx7g+0hF2mQanmYKYF2AFGq00pUDR7Sp6PE3jSQjjqlyWpzSuBkNo4oZkyZBD8FQn3LD0hPfp/7N33nF2XOXd/55zZub2u71Iq95sS7YlueKCDbHBNgZCC4RACC2BhE5IwptGSOPNG5JQAoQAgUASWggBTLOxce+SbcmWZPW+2r57+7Rz3j/mbt+Vdle7kgz3x0dm79yZOc+UO/P8zvM8v6eGXzzMqsHiO97xDl760pfyrW99i71792KMYd26dbzmNa9hyZIlC2VjDfOMfs/njdsOcNz1iAlJsvqAq2jYWazwhm37+Mll59FgD6vhuPDAJyIlqMxiKAwXOZro5Rt6UTqUnYBwYZucjS3jmO67ab/xy5GDj4D+vdPsZfr9G+BQ7/+Q2h7QMiIGMFzAEP3ztUWgBXE1014iMooyTUmQhh0aA34pOs9nC6k2yC6CZVfDvp+BHY+iTcHYzswClI3QAY1xTcl4VEKLJyvn0e+VCLxBlFKsveIqzr/m+mmHOnLk3zl69KuMVqGPVZ4KGMo9SX3dZSTiSymV9nPo0L8wtPop1C7wLzCEWRMpcE2cUqxN5p0UWkhsAkIkB1nF8AkTGBQBXSzijtibuGV5kYa6i0jEl3Hw0Gc5fvzb+H4vIZJ9rGWIemJUWMNukqaMEDGM0QwNbaHt5rdQeuhhtOsi43ECPdw8TyB1CFqjGhpIDA4S5gtQqWCEJFSK0FZo26buZS8jcXg3pcGB0ztgY8anqQyTimE+MaZ3kOHUdSPj9lPd/+g2U5OwYQJRbdExLakYZ5+Y/HwSOuqRgpr+lW60iaIoyqoqd4Hvzl0swQQmUmurvj/EyRzlMfzM+JpgoIJMWNG8SzlAKEH66sWn1SU8ubkVd98QKJBKUpymPdXw5ZFAeVhCcLp9JlYihYXWHkpNts0YDykcstlNCCVoeetFVPYPkr/7CMGgiy77mEIw/oLFBc7SOupfuQancerjXbKugaM7+zmUdUgCVmiodJcolnW1XxU02VPETBwZHU9w+tE/YwyhieYAxr53S6EZ0RLxDcSNQYWQv/sI8fMbiS2b3FKihhpmg1l3fu/o6OADH/jAQthSwxnCvx7tpdP1SCmJNSYlIqHAMtDp+nzhSA9/uKra/OHww1F9STwLPTshHBuur75tgkrVST0zmJ2PWXXu59gN2wCmOrtZCXrpOfIFpLJoxkKYANB0V1LsyjVxrFSHBlpiBa5sPkrWPhlBEWA5UW3OtCOPgZ7PxnmzQLIlqs+56l2w9iZ4pCMSQ5B2lMblpyOSIqtRo9BDGU0ik6a/5Va0t5r6UpFsSxurNl/OkvUbRhR1JkJrlyNHvkRESobltCatxVDuSTKZ9WgdcLzz28imGO4GPTUhORcQgMwRpaxkOSdJkkeMQeqJU2GASGVIAIGRJEUJIQwPuYv593ILf7x4MYcOfIqurtvw/V72sI7b+FW6WERY7UhfxyDXcTfPN3cjcAjDErFfuZz4dy6m9MQTeL5PxXYwQuD4PlbgIx2HsFwmtmwZYVsb3vHjmHweS4eoRIb6D7yfjle/Bu/H3+fur35xAdKvRPScEAJpQJmoc3s4lwjNHEJe05KSsfvU1cmQkXkLg5ECIwSEAdKyphl79FyFYRD1ETqJOtepYNU5iLhCVwJU2kHELGCKiSlJpN5gAEuQvLwd/3iRcCha11maJrmxldja+jnbApDc0BwRgu4yGk2zkOwzeoT4RraMnpcQqFcKVT99WLWp6fkcOtyK63ZitI+Qo1FerX2MCahruIpEomNkeXxVPfFV9eQfPMbQbfvHzdtggIrBOzhE7qeHaHrdeVNKNy+5oIHGx9L0Hs2j62MoJXGLAYExVAxklKDVnuIaB3r02p9eK6OR+P9IcNOAZ8zILgWR3oFvqn1ENQx+fx9t794890FrqIE5EJManvu4vXeo+o6Y7MHZQlLC8JPeoVFiUuiKXob5E1H0JJaBykDV0T8TednzjZPbPPFbrRRSa9x4jECFCKE4vihOw9B5WLmdHC2mua9nJeXAIq4CLDSDXoJ+N4ESmoQKsCZW6gsVET2hoDKxruQcgp2G9S+DX/kzSFYlMa9+N2x4BRx8IKp7SbVAtgMO3geHHowIavsmrIteyfKOS5mN61Mo7sH1ejh5bAyM8SmV9gMSrV18PweJqlM3UYXrbJIAH5KPSuJPCmQ+cib9dkP5So133hRV7mcRQ9SjkZRIcbh61QzgiTiSkKQoUSHFj3uHeHG2hOy7myAocJAV/Ce/RZEUDQzg4BEiGaKeH/JyDILruRcpbeKJVvr/7uPs+uM/Yd22J4i7LgJDqCy62hZjBz71ixaTSCWxMhlizc1RZMH3Cbq6yKazHN+9i533/RypLHQwz0IbAlCRlK9RkuAkXdDPGsbW50yRYqbDYTnnCRACKRVaa0LPp759ESsuvmTuZiRt4usaKG3twsQtVMomsMSoOpchKhR3ZKS6hsFuSpJ5/hKEkuiSH5XQpex5qU0QtqTpjevp+48dBL1lbjU2jxPgAnGIuFx1GE9rBHDTisaRtLKpEI8vYvmy32b/gU9EzxjtEjGtKH01Hl/C+ef95aTtwiBk6KeHRp9Fw+RjOCLnG7w9A3hH81NGGJy4xbW/toaHv7ef3iN5vIEKRkcS+A1KcEFcYU91zjSQkFHExD/9+1ZQ5cLVS3qqQEzQUybMeajs1GpvNdQwE9SIyS843EM5io+dQBd8ZMoiefkiCmGIPIlHJIHCWKUaOwnaixxo5UQvRid9TvQ2OROQWmOUors9BcrGMTYV5VJa0o46uJkHD3q4oaLeLiOEwNeKJak89Y5LTyWNZVssq3OrqVgiSncTAlo3ROlvx7ZAuf9sH+bUCCuRApmbGyUmENUabXxd9LdfiY6t41J4/gdPazij/TGO4MnfgmHoVesYbMbJAZ0rERMfst9VxHZKjGUwCUCDc0hgH1MUb9SUrzh3nN56+umniS1cToXRnHsbj4huCyRQCjXbuh7lwqBAEAxxD68gT4Z2OkeeKgpNI/0M0MC9vJDLeJS2usuwrHq+PHiYre/8ABeW86x9YgsqCDhy/nouvvtnLHtiC4c1NDDqbgspEbEYCEHhgQfYsmMruZ5uhBQIqSYVec8LhMAAdszBd90zVBg/BwiBFBJt9LjalinJlDFUSkUEEEum+JW3vCPqOn8aSF25CL+rhH+8AEoikhYmF5FFIwxu9giVzEGQmliwmOxlNyKdaEyVmX/n1W5O0PbuzZS29/CiZ3r58b4TPFyuUMAQM0Bo8Ij891UJh/e89sJT7nPx4tdhWXUcO/6fFIv7o/QtmaCx8VpWrfwA8XjrpG3KT/SAW70vx0ZEqqIchAZdDnCP5KZNfUo3xLnhTRfQfTjPwf/aRdBTJqMiYjItkZNg18UJyz566PRSf4f5VGgMrhEITPVz9P1wxqM1oW9P0F+uEZMaTgs1YvILCh1o+r/5LJVn+8c9SUrbern84gTfb57OezNoY2hzxhQmL70SnFQUMXFSUdTkFEXjvwgYDBaRC9sJ4xbhGhiKH2NXYLG3oqkIwf6wQLaY5Wg5QUwGuKGNj40WiqtSh/F1pEnlByFey0YcFUbOg5uH3j3QtxfSbQskGCAiMYJMB+SOMOfIlg5h4BDsvRMuf9u4r0zXdtwtn8McuBe0R5hqRFzwqyQufQ/Smb26DkA83oGUMbQuMbmB4CiEUNWUe4MxC+CYzgPiTwtiuwQ6azBjskXCJMhBSN0jcddpdP18jSiI8jfmlvLn4PEYV3I/L6CZHizCahKMJkcdMVwsKbCFoBBU0LrCIHXsYx0ZclNOdWQZopcW9oqLedGq97Ov7LKrWKHVsSklW3jqxptH1o2XimAryqEmF4TUWeOdZmHblLpO0F+yoqgAzCthEDKSIB4nHywk0wtTnH0M2yy0nPA7mCbSGIZk29q59T1/wKK1s+8ZNBEqZdPwijWUt/dSeqYXLEEIBOToXf5typl9GOmBFMiYTSnxKKsLH5hTv6KZQliS1OY2Upvb+HJ4AX/1v09z27ZOCl6kDhdXkqsX1/E3b9hMJnvqmhYhBG1tt9DSciOl0n608YnHFuM40zdV9A5VJ+2mm/+r3lI6d/KIn5CCthVZrHV1lHMzqN9MKLIvWUH+7iN4p0tMhEAagxGCQBuK2tBkSfxqjYs2EJMT+ivF1GQlvRqeU/jYxz7GH//xH/O+972PT3ziE2fFhhox+QXF0A/2UdnRB1IgYpF2vTEG42tuPlDhgXScogqJTcj1r2iNFIJXt4956KZb4PyXwQP/FBW5Bx7n6ot6PlAIG9laeBVd/nlUVJpAJ+CZAnszD/Nk+wP4MorPb9cFaCmxrq+OZb0JfGNAKmIyxBYhgVEjL6BKqYjTXJ1Zi2Wi9DhpR7U7wTwJBggJVgJ8txrVSkDTSvByERmakwMvotSs7l3jluoDd+P+8Peg1EdgKYyUqP4c4v5PMnTgdrKv/h9UbPYKO7FYK/V1l9M/cA8nu8eGm/tJmUDrhRVcmCviT8moZGGKFHadBdUHsR2S8tVzjJpUS6fQRFLK8QaCIF/tLzJ7KAxX8hD7WUsnizFIIpFSqGeQZoZ4Ri5DCYET6yAsVKgQJ8AiNU3HeVXNZWla8k4SiWXkhop4xhCbQi54sLWdjmd3orUZUQocC+266MYG/EJv9CzTplpqIWbdPX1KGDNKTqr7C1yXqe7DBel/MgfJYqM1QqmoTkFMtklIieU4KNsBY3DLJdxikfpFi+fNbJmwSF3RTvKyNoyv0QTs3PZ/KOd2Y4UNKCuFlXIwTkCpvI89e/6WC9b/HfHYyRspzgcsJfnoqy/mj162nscO9BNow6al9TSlZy/XJ6U9Y0J1UiGAsfY1xk+9EpC9cRnlx7tPuZ7VnMBZksHrnD/lRlcbEkJEopva4AiBxpCUAmfCYVrNCay2qRXOajj38dhjj/Gv//qvXHzxxWfVjhlT20cffTTSe69i4ovAdV2+9a1vzZ9lNcwZYdGntL03yt911EjYVwiBdBQX5zQv6grwQkM+CPG0xtO6+jdszib5jfYJs0HP/xC0XVQlJedO+sl8o6Iz3J97G0e8TSjhUac6qQ8P018KyXZew4VHXkyrMiyWkmXGwVWGJ9cM0puuOsdC4muFpy0sOfp7kcNqOeWBqDaj2Av549WeL/N0Po2u9jcJotS70IvGEaeRrjHsLI1VW3MLuHf8Iabch5tOo5NZTDxNkK4niCeIHdvBwAMfnvOQ55//N9h280nWUNh2I5ZVRzKxcs7jLCgMqD6BmS6jodo0Xc21vMgnCox4IFywDoToI73gh4jTmG9q5wS/yyd5PV/jSh5gE4/zMv6Xd/BpNBb1liShJJcsuhIpHDIUcHBxmdrB8rGwVJzVTRspFvdiur7Mayr/j6vzH2ep+wByjBz0vs2X4cVipEsFLCEIgjyu143r9eAP9iIdh9jzrkTZUTTXVAnDfE2RGGNGJXWlpHXlapqXLhuX7iSkRDkOaoqu9KeLRCZDLJ059YpjYcyUZEZISSKTIZ5KYzsxpBBIKYnFE3iVMk///I55snrsmAIZU+RLT1LUO0k2LCXR1oLTlETGLZSMk4gvo1w5Rk/P/I9/MiQdi+vPa+WGC9rmREpmi9jKuigPqipOMAlVIYDEppYZ7c+uTxBbd4qJnpgkcV4jg9/bC+X5eacIISICIiGrBHEpiEtIS0FMgJyQUhZfUz+SqlfDcwuFQoE3vOENfOELX6ChYfaTivOJGROTq666ir6+vpHPdXV17N+/f+Tz4OAgr3/96+fXuhrmhPLOPowbIuypHxDKlvzeXo83hTHSlsQzBs8YMpbk1W31/NfFq3CkgONPwffeDf/2EvjvN0P7RVXlpV9c7K9cQX+wjKzqIiaLSB1S0h4FawhEgeb+9aQKi0mEMZQQLLUsfFtzdHGe5liRFnuIrFXiSKkeW4QIY5BKkqyri6IWnU9VycNYqZaFgIhIZP/+SGp4rulOQkbRl/aNI4vCfbdD7hheIjFOpQbA2DEQCrX7Lnxv9HlhjCaX28bR7V/l8c9/iAf+4kM8+Od/wr7bvo9bGt8sMpFYxOWXfZ/6+qsYf34sYrEOGhquRog4QZDH8/uQ8hxsViLAOGZ6VZzh7Mq5pGIPa04YRutwiUiOdTRA6rlLkwkgjstmtvBKvs1r+BYbeQKDBKsOieD5DRkur6snW7eJjPS5mG0USTOx5ZsBBkUzq7MdtBf+hyeefCu545/jvOBBzvPv4rr8x7h58P0kwy4AOleu5sErriFbKSEOPUG+5xlKvXupHHqWUs9ugivraL/pV6hvW4RUcjRSMp/1H9V9Ga0RQpBpaqa+rZ14JosdjxNLpqKGiPb859ALoUik0zjJ5IwVvYQ2xEoVLNcfdx6cWLzaiHT8foZJVvF0pZZPgsGhLRjtTymvK4REqTj9ffct2PjnAhIXNaMaY9EPShPlPQ1LE1dTq5ObWlGxmb9Pm35rPc66+mkGVGSu7iA4Xor6qMwjhBARsRUCRwqUiGpcpqpzqeyd37FrmDtyudy4f6578syCd73rXdx6663ceOONZ8jC6THjX8XECMlUofN5CafXcPoYVuOY5t0mANvAH8az/MGVbWzJlQDDJdkUdbYVPUC/83bY+f0xvTOqNQvVh5GuFsPBnFQxZw9hgR2LvJ2gMve0pFPMrx5wL0cJHyWG8+shL1S0lSpieWlaetYy1HY/CEmKgIwRnGj04KCNIw0x6dNTiTMYj1PvVBDpZiQGeveOkVQWc0rdmDlMdI6CeahfSTbBRa8a+ej1PoUxIUKlplxdOzGscpFC/zYa2l9IobCbgwc/w/GntnLkcUWlYEfOdEVgb3uM9L9/kTWvfwObX/Kr2PFo5j2RaOPSS/6Dvv4H2Lv37wiCQYSIEYZ5BgcfwZgAIWLEnFZSqbUMDNx7+sc5z3A3GJL3isgxmcAThAvGBm/1LK//8OoWI6UksizAAqOi/epcGernbvfwz1miiVEmRhmNxfXmbjJNLbx+1flYUtDW9lLy+R3cpHdywF/DcbOIFAXilAmwyYl6muKN/EZ9N8cPfYYgKCCljVJxSqFG4tEU7uOG3J/yzdQnOREq+m99GZvbd1P3YA+qTyCEjemI4V+eIL/5KOLY59l448107dtDGCxso9Gu/XuJpdI0L1tOsq6B4mB/lAbVvohUQzN7Hp5f57qUG8Qt2Sy/aCONHUt5/LbvTv98qKo7xYKA9oECKc+jGHforM/iJRy00Uw1LaWrWQ/p+oWbEQ3D8klfCkLYhHqaJiO/IBBK0vja8+j7z53ofJU0jlHoclZmqf/V1bPap1SS1rdeRDBQYehnB/E7S4i4Ir6ugeT6ZrzOAqXtPejw7GU0+Idy6EAjrVqdydnG0qVLx33+yEc+wl/8xV9Mue43vvENtm7dymOPPXYGLDs15nX6ez4k/2o4fdiL06AEJtBTRk1MtWuS3ZEiblu8sGmCKsi33wI7vjtxKzAhoVb0+qs54F7O+sSduDpNQg2SlAPz0ox5aohIWne4HkaqOSqCVV/yQhG1TR6fi28MuDqDEl51VMO49srV+9vWGUg2RyQjzFHveJSI+h3k/WoXZBy2D7axaalmWUs6KiAv9YyOP0zy5HBfgnMUdgKuejckRh0ZI+3quWFK8it0dC5QknL5CLv3/BX9+/dz8P4EfkVhOT4yrjFp0IM2g3mXZ/7jK3Qf384Nb3k/idRoGldT4zUkLvw0+/d/gp7e2yPVrmgUjNGUyvuIm45qrclCiAjMHeVLNLFnJKpXoOtNFB0xIMogC+CuN/jL5kBMhs+7jPYlhg+7GqUxU/PFWUOO+zvgouBnxHufJl/3f0i23UJT4/PpytyGKDzLe52H+bF/KU8FHRRNBoXPZqfAO867AufQhxgI8kiZQEoLCaSEoBw6eEaQDY+xovIj2htfyy32Fho3H8U8bxPhQHXyocFBKoET5Ojvvx810Ey5cGYUAQPXRQcBiUwWp30xbqmEWyyg7AWQ+DaG0PfYv/UxDm17cjwpMSP/GfksMLiW4lhTBqU1lja0GEG5qYX+vh6kskb6oig7amboey5OPMGFL3zR/NtfRSKxBIiUwaaSLQ7DItnMhgUb/1xBbFmW1ndupPDgcSq7+jG+RmYdUpe1k7q0dc5F4lZDnKZfO3/S8qE7DqHzHnhn8X2iQZd8ZPYcjGL/kuHIkSNks6O+XSw29TU5cuQI73vf+7j99tuJx2dW87TQ+MXOy/klhbMsg92SwO8sYSwzjjAarSEw2G1JYivqxm9Y7IN7Pz4FKYng6iS5sBlLeBTCZio6gyPLDAWLCKRDndW1MNETOzlKSmD833OBCSO543QrlPrAK0WFr06CpBpkIOgAcgx73Ynh9I5hLXc5GDnqhW4IKxSV4hJR5qVLhzhWSBIYScZyWZYtEVt/E7zoL2H/3fCD94/ab6oRjXM6yijh/FvhyneMW2qvfBHeo59H+BVMbEKhozFI32WovZWm7HqOd36bSvk4A0/Z+BWFHfcjAhtKUAZV5yOLFm5oOLLlMe5pficbrn0FHYt/HSktwrBC54nv0t3zk2qUxALjAwIhQjCKSuUYjtNEpXL0jJ2ZmUDXQ+41AekfKexOMZJyZWJQ2WQo3BzOPuNq+Pelq4QkAMQogfbriZ7q05DG00OI63ax/8A/ks1eRCKxhHVr/5T9Bz6Byj/Dr6vvcAspOnsaEH11LLPXYudvJxffGaWDVNNAjfEhLBE3Gl3NRbsx+CarLE2psANPJRDKgubxryelMrheL0/e9v1TNyKcryMOfAr9fcSSqShYG/gMdp2g9+jhBR8XmJDxGUVYRfWfrgoISG1wiJpA9klDYnAIrTVucUxEqVxNybFsNr7oJcRnW8syCzQ1Pp/jx7+F53UTm1DgHgR5hJC0tCwcMTqXYDXEqb91Fdy6KiRF8ZIAAQAASURBVKpdWqDJW+OHeIeGMIGpTnaZs6dP49SiJecCstnsOGIyHbZs2UJ3dzeXXnrpyLIwDLn33nv553/+Z1zXRZ2mrPhsMStismPHDk6cOAFEaVu7du2iUIgefr29vfNvXQ1zghCChletpfcrO9BFHyOpPqwAbZBJi/pXrhn/kDz8CPzsz+HI1KE8YwSDwSJ8E6NOnaDROsJB93LWJu4la3VRCVNoFOp0Ws1OfTTgTHB+T1teV4BXAN0Ir/gcNK+D+hVw+CFWfv7j9PmvITA2loicg4Yw4Lil0GEaLcuUkttJdw1gdMhxAZYxvKiQp8mq0NSQZ9QjNNF5TTZB/fKIkIQ6KlLXUYOucxp2Ai57O6jxdST24isoLd2Ic+BRAqHQtsNwR2qnVMS3BPqCl2DbWfr77wXPZqBLoJRGiDEec2jABpHQ6KLCKUPv7gpHV3wVHZZpaLiSPXv/jsHBxxj26o0ZTi001ewID4wFCKRMofX4epXxOM1WyHNAsAgG3xxiHxRYvQKjwF+uCWdW8zoZGiiC1BDbJQjaIcxWwygGOPV76LRgjKZSOUFv710sXfomYrE2OjreyNDQFopDJ+i68wTmYB5jyhwS2zkSK7Po+hwqBkqBMQFhUIx4k1BRj3gDcTz6+u5Ah5VJzuwwhBC4eY9Sf8DC1WZNRr6vl9LQIAhB6M9zQ8dTwkxKi1LaEFRn25U2xA1IKZFaI0JNsZBHWZJwgvKZMYZsUzNXv/YNC2pxPL6YpUvfzOFDX6BUPoht1YFQBEEOMLQ0v5iGhmsW1IZzEQuZUVLZN4TxTRRFVRLjVic9znTwxJFYcfvU69VwzuCGG25g+/bt45a95S1v4fzzz+eP/uiPzjgpgVkSkxtuuGFcHclLX/pSgBEp2loq17kDpyNDy29fRO7Ow1T2DECgwZHEVtdTd8My7PYx+R7HtsK33gSl3mlrNyo6RWDiWMKrSnRCT7Aar5Sgw3majOrB0wnisjD6HhWyGhGYgwMuVNTMcaI9xoype5krqvbkOqMC//NvjT4/9BlWxh7hqHsxJ/zzcESRmCxikCwqZ+mXirqmb3J1ZQ+tRU0IHLUsfAFXl8fIpQ5HRHQAxZ6IhMTSEMtGERo9nEImxttzrsGKweKNk5cLQeolX2Lo+68j1vkstluKCpExuHGHwYteyJJNf0wYumjtQWBFTfDG+UmjxyxUlJYikHhFB0vFOHHiu3R3/5hiaQ/TkwldbSQX4LonOHX4IeSs9KRQ4K82+LOtJ5kG1lBUNG8flcSehmAp+G0aFLiZyDmZmd8+l/tPYExALvcUudw2Dh3+IsXCHjy/H7c8SGKtobktRm5vB6KylniqBe0/gbBKhMIH4WEwiBGluGhspZI4dhNFfw9+MDhljwhjNF4JtJ7re8aQbCtTtzxPrMHlyD2LCSvDJ+vk+wyD8WmfQspIrngh76WIvU1apsdcNicIkHL0XBrACjWBbRFLZzA6xIQapEAHIfn+Pg5te4KVmy5lIdHe9jJiThtd3T8gn98BxieVWkNry820tNw0Ej2rYX7gHckjHBlNfAkBloze+WcYqc2Tm03WcG4jk8lw4YXjG42mUimampomLT9TmPHT4cCBAwtpRw0LALs1SdPrz0eHGlMOEHErKkor9sKT3486jueOw767Tl0kXX0ZWqKCNjYFHdUBDIWLGSovxhiwcLmx/pNYYrgq165GBwJm/AKXdhTBeNmn4Olvw+P/RuB7dJVTuKEkKT1alGE6mfixo5zSfTEa9vwUrn53lMZ28F4cWeHa7JfYXrqFQ+4lFHUDAkOL7OaGzNfJcJiSLyhKQVIbrq5UiBszOtZwB+Zhh8JoePbHsOJaaDkPjjwyhphMc05UNQIRBnNX05o1xp6tql3tF02KlgzDSrXR8NqfMLT3G1T2fh/tDmLq2omf/3qWtr8IpeJoHWBZWcJEF3bcUCkKhlWTxx25D0YIQkeSTEpsu46h3GEgJBwrU3wSR9qYsTPZw87mVOfuHCWBM4WCsAmc3QJ7N5iMwNkHsR0KmRP0/IEPM56wnOu5MPhBgd17/gbP7cHzB/HdXHTbW4ZEUwknvZ/8sS56nlyDs2glquMZQr+MsMy4uoOoKaAkFmvHsrJIGScMS4RheZKqk+f1EkukRkjwbG1uWj9A0/mDSMsQBhI76RNW4iPfzyYKY3TVAVzQ26maojfWLEGU/mYMCT/EDk0kfGCq9utIG82ISLhDWfbIW15bBq9U4umf37HgxASgoeEK6usvJwwLGBNgWXVT1pzUMA8INdKWGOWgC17UF9SWGF+fsUeeaohR//I1Z2awGn6hMWNisnz58oW0o4YFhFQS0lV5y4P3w48/DP37qupWM5tVUfiAJi6LDARLyIXjZ0Zck6ZCloAYFkE0Dd60Okq7qgxFn4eLv6eEADsO618Jt/xfiNdB0yr2PnQn2w/aDPlxQi2xpKbRaeSSxmN0pErV9ChvymfvjAR5C93wzd+MzocfKcXEZInL0t/hwuRPyYWtSEIarCMooUFDA5w8I0j7jMzMmxB+9AdR8b6TjnJ/T4XQixolnlEnesJYQsHV7z3pFlLFaTjvzXDem6f+Xlq0tLyYI5Uv07xacuQp0KFgJDJsgQkgrFgoAUHConl1DBBoXR7jxMw2J+E5Tj5OAZMQyNCBZIgaAIzAWBAsEVG22oIHrgVGV/C8HoKgiO/l0CFIZRi+ZFY8JLusQFDez9GH1rHi5nqs9GBEKSZcHkslse26ah1KHCltCsXdSOngOK1I6USqbChWn/8mnkn+gEohPyuLE60VGs8fxGiBm7PxS4rQm5iisCCFOaeJ4VqBUYLSUCxTcmzsIERKiTEaYwzKsjGVgMCOGp5Okgqufi4NDZ4x64UQWNbC1bPUEMFqSQICqymGdhRh3sMEOoqcjFXpHA4YT3xEKjEiYzwnSMhcv3TGjSVrOLdx9913n9XxZ0xMDh+eWbHfsmXL5mxMDQuMvn1w2/uhb/+sZ+It4ZJRvQwGi9hdvo6xL3BjosaES5yniMti9F0sA2/9KRS74fvvjaI0TgIGjzLJybRToCxYfi2sf1m0bizL43fdy8MHlxAzRbJWGcvS+EbS46a4u2sV17YfY3lDiHEy+N4AdlUmcaJ7Ma27YXTU8HDoMJT7J30dlwXicq6SpGMe8l4xImj6KDN2moPKzNc9XYgxuT+mmu605HJYc8Np77qt9aUMDj5KsOkpBk8Icl0WodTIWIjxJGbQQhqBSSkybQ7Na+Jo7WFMMMaBHb6CMz0fC5xis2A4WaQHLKuedPpCSqU9+Fe6DFxYIXbIQngGU68IllsQTr6P5xchYFMoPEsQlgjDIkZH7Y3Gql8LAdLSNJ6Xo393L71brqBu7dOklnSCGP79R9JioQ4oFfciZYZK5fiYcQylfDcEdTS1Xc7ylb9GU9MLuOQlkge//Z+zEo4Iiorurc0kWiskGl3KvXGMFlhJn6BijcmPmh2ElPPfS2V071GxO2CqmtNCCFzbQktBxVbEdEQ4bMtGGXCFoGJbSMuaREx01cZYKr0AttZwNhFf10DxsROEOQ9VH0PVOegqIfGO5iOlLklU6KWrUZSq5LS9PEvdi5cz9NOD+EcKM5s8mwARs5CJWmPFGuYHMyYmK1asmLKGZGxtiRCCYEIubg3nCPwK/OyjUS+NOThtUsAJ/zyeLL4cS3g4ohTVOxtJUTdiizLrEmN0/TPtUZQgnoUbPgI//1vIHYVEfVR4bnSUJpRsiSIEfgn23RmllSXqCZZdxxN3FvADkMlmCsLFqhY+J0WRguewtX8RS7OH8FUZNSbyMxURmZqcmCgyU6wqcy0UTMCoVNKMN1ogY8ai2pvGjOnYJxQs3gRv+O+T9iKYKWw7y3nr/oJjqW9gv/RnHNsyQN9eCAsKygLLB9NkU782yYpr0gi7TC7/DMbMIv3vFwaiGiWSE47fYeXKD5BOr+XgwU/ieT2AhhhUzrNHogzmDKX9GePh+b1EIa9R5euJvrkJI3LSfGEvfVtbkNZqMsvKaBP1M2Gk+5zB9XqAruqWAh0KtCcJfUml3+PY/Z1UNh9jwwu6eN6rXsehbU9wbNczM7UYFQsp9cYp98dpWDOEl3cQ0mAlQpRtCDxJWJ5l3YMxc+vdJRVSCvSp3pUCpDHI0BBYkkjwQVCK2QhjMEIwXG0njcFWAhNLo8MAy5rsJGrfR0jJBc9/wextruGchso4ZH9lGbmfHSLsKyNiVsRrKyFWXYyw6GNKAYTjnxGy3qHpDedjZWJ4FzYT9lXQ5WDWql4qbUfd7muoYR4w4yfxE088MeVyYwzf+MY3+NSnPkU6XZuJOSfhl+H774NdtzFbZ89HUSCFImR57HG6/dUc8y6mrOsYdvcTcojNqe+xyHl2dMMLXzP697Ir4bVfgX0/h57dUBmE0I/Uqnb/BE5sZ1wUJV+h+/GfIIvrcGL1CCHxSOCJKOfcU3HiVj9DrkOv6iBtH8V2o+JzA5hhX5tTJWaIiJRwBhSyzLlE2AU4qegkXfFOOPpoFDFKL4LL3gLn3cJIMcg8wLbrWbHinSxZ8gYu2tyFDgQDx/rZ+dRn8cKjZFtsMi1xtC6Sz+8g1D5SOmh98k615zwM4EeyviZB9LQ9aYp9iDGyygeHI0SCWKyZvt6fcOTIvxKGBcbeq8b4hKFPGMY4fcWxmUalhn+r0XgTIyUTkWyp0M0QdSscUukOPK8H162SqylyS0xgUe6z0YFAWiGJ5go6PMiO+++gc++z/Mpb3okOA6RSSMtGBz4IgVQWlmXhViqYcOzvTSAtkHaAX7QYOpjBTvqYqsSydDTxZEA5FGhvYYuyhVIIIdBhiJASy4lhjCbwvCmjLlpKtGTMd1H9mhmpYaNadwIuQBggpMJ3XYzWKNsBYwg8D61D2levY+0VVy/oMdZwdhBf14DKOpSe7sU9MAShwVmXxVmSpvDwcYK+CibUCA1GCVTCBikoPthJ9sXLia+up/T4CYwXYqQYTQE7FSxB8rJ2VK13SQ3zhBk/hTdunKzO87Of/YwPf/jD7N69mz/8wz/kQx/60LwaV8M84fY/hZ3fm3E9CYCLzTYuYCerKZNAYGiVfVyUuYvzg7vp9C8gMA4p2c+y2FPE5ZicbycFm35j/A4TDXDhq8Yv23Ub3PdxoJoLMqa4uRJKhNGkRYkS4x94ATHKViO6UqAceGRkgKnO/BspqsTETPIBx733BVFfd3Om5T/PEQRuJAd8xdvhRR85I0NaVmYk3zxTt5r2NX/P0aP/RX//fXh+L0GQRxuDlFak5vUchiiD1Q1hCuyj4J5P5D2GRE/daRmzP+4+VSqLZWXIF3ZijI8QNkqlqgRlLOaDxM2WnOsRXiGmELaSVpQ1IoSmfuUQdastLLUc13QjhMIYUSU1hlE5aKjkVERK7EipLfQsks1lvMU5cl3dbPnh/+JVKmhtMEGA0VEjPyNCglBMICUAgtBVWCkfFQsJKxZOxhsZT8ozF5mLJSLpc69SJpZMjZwyy7KplIrTp4RNF70UE/4fMDpEKIUONWEQRYIt22HZRRu55V0fRMpaAfovKuz2FHXtqZFInhCC3J2HMaUQZ0lmcnpf2aeyu5/kJa3Yi1Ik1jdTePj4rJo0pq/tIHNtx7weRw2/3JjT9NCWLVv48Ic/zH333cfb3/52fvSjH9HaWpOJOydx9HHY9q1Z+RweFj/lOg6xBBufOB4awVHaOSGaudZ+nAvtn4zbZjRVSsGK6yKVry1fhRNPRSpTHZdFNQuJ+tGN7v2HKN9DWDBOrUWQsDRKahxdoKQaRkYRJuqF4fshGofwqndzSH+FJdu347g+yvdGxGymO2YD1Z50+pwrdT1j0AGkWqImk2cJjtPMqlXvZcmSN+K6Jzhw4NP09d/z3I+UaFC9QAXIRCpawgdCopYrw+TklBBo7VMqHayqjplqipeDEPYEJbKzg2mFqaoPBCFAxQyLrugiCGN4fpowKKBUsioZbDAmJAiGANCBIHQlQo0q3ZlAIByDlRoikV3D4aefpNDfH01EDNeVmZBQhzBlnxGDX7Kw4gHK0YQVgxXX2IkQvxyRFO1L9KRi+FMcu9Y4gUZLQcL1kcYwmIzEG+JBSCBF1G9k2BkUgs0338pjP/guyrLHi21JiZQSrfXc61XGhK6M1rStvYCVGzejbIs1lz6PhsUL7zwGQQHfH8K2m7Csc6OL9C8jhgmICTSVPQOImJoyFV/ELXR/Be9ADrslSfaGZaAEhYeOY8rByTVHHEnTb15AYu1kae8aajgdzIqY7N27lz/5kz/hO9/5Dq997WvZsWMHq1atWijbapgPPP2daHZcxSCcmcO3izUcpoMseewx6SFxPHKkeYRNLOcoacbXZRhASCuSIf7MVZHzG1XBwhP/Ac1r4fkfgkxbVPDetyfacIoZvGyyRCpWYaiSRIgiKZMnIStINMbAYJhgSXKIFQ99kMElS8nVJWjq1YTKQgU+woyxacS+qFsGgKjuZ4zYzTkDAxSEQAuIa8O0AXJhYfTY2eHx6lXTl4hUT07rBdPKAZ9JOE4jtt1AobjnuU9KADToLOAAIegEyCIYBWa4fZBkBl3fDcaUqiuOpvJE4gA2cPaJybQQowFaK24QysaYgErlKAaNrPYxMcYQBKPXXEhDrL6C9i1CV42bYRBS4ZXLDHWdmFFth6gqUxmt0b7EzcVwMi5CQqLBp351ia6tdXh5B780SzkzY0i6PrFQ40uBloJ1x/uoODa72hvRRmMHoMIQ17ZASpZcsIH69o6qktZ4+0U1FU3P8Bl9avtg4Nhhbv7d99LQvnh+9nkS9Pc/zMFDnyWX24YxIUrFaWx8PqtXfZBEYsmCj1/D1DCBxoRmWrWsYbKivWpapiWpu3E5qUtaKTxyAnfPAP5gBcrhyCNIJCySl7WRfcFSVOrsvz9q+MXDjInJ7/3e7/GlL32JF77whTz++ONs2rRpAc2qYd5w/Ilqw7+Z1TgYYCdrkGjsKaZL0hQZoI79LONidk3eXruIYteYBURFH4ELx5+E77wVsh2RHK5X7Z0ypu9Hp5LclkpwfzyGEyuzbE+KtF8gJTyEMXhaUQwd0pbH5sbjyKBE/aHd+LZA6qgTMmZ8pwMDYAQTk7tO1l5uocnKdG6VAQ4rRa9tYQBlDHVas8QPJhEUbeKAR1QCO2zxKDkZ205lEqQNdeeOw5DPP03gD55tM04fBghAJyPxqdg+gbfaECYY6S8iwtlOio/9HUZRk6mKzc8WprNlOAgqBEipkDJNGA4BCmMMYVjGmPHqcwKQtkbZHsqR+AUHIwxGC3ShlcGuzlkUnEchG6FUVGbvW5T7FMoOybYsw3cLSLtEUFbRM2qmqI5fitmIaqTEU5J8PEZdqUK64pFLxvFFRKqUiSSSX/Cm3yHXcwJlO7jFIr4bkRBZrTWZ1zo3Ab7v0XNw/4ITk+7un7Bz1x8ThkWEsBFCEoZFurt/xNDQFjZv+hrJZE2tc6HgdRYo3HOUyr5BTKBRaYfExc1krluKcBQqbRMMVJDJySTCVBW4VNYZt9xqTFB/y0q4ZWX0ewtMFJ20ZNQLrYYaFhAzJib/8i//Qjwep7u7m7e+9a3Trrd169Z5MayGeYK0wElCJcdMiluDarG7gx/NputgXG2KrBaq5klN2nZaWd6xfT38SuSxxOuqilCMpHMdshQfa8hw1LJIaw11JXrXnqCpOwZli3LJwRjF0uQQmxqO0xqPIjbSaBwPPFvhxRSOF2BVAz1FK0lqQvNIObZIeBqjpz2W04SZ9gMMCEiIaKLdNgZhIBDQpxRlITjf80d+sCbRii5BqNuwZCeSMjPv9VE9slj2dA5lXpHPP12VRD1zMCP/mRcBsvGokhJ7D7gbABUREgyjtSZzVtfUGLNQNTizkWUes9VwLbYZ87sZ+cNgWSni8WUUi3vQulxN3ZqiWF/CcMmHtDUq6YGW+Lk0ld46Ai8X7VrKavd1HTU7HLcPCVpHXc814y+uEWClyFov5/GffpfQt+bM8ExVmjfh+gggkII9i5qoOBZxz4+mQaoPkoojuPc/vsQlt76CSiE/zmYdhnjleVAFHKNAIIRAimpq2AIiDD127/lrwrCIUtlx6UJGB7huF7v3fJRNG7+0oHb8sqK8e4D+b+7ClMOq2rgg6K+Qv/solWcHaHn7RSQ2NJO/5wjG1wh7bHNTQ5hzkWmb+Jr6accQQoAtxm1bQw0LiRkTk4985MwUyNYwz1h8CfTujqpQZ+D4KUIUAS6xiJA4aXBzI99Xkyoi4jIGkcr+yTAmfjF0LIqaNK6C3l1gNFqHfDmd4YSU3FwocEnFZZXvk9KGIAulrAQjaQg0cRUiJziSAnD8EJSNn7AxPlhuGdwYWnqoEeWtmTshw2suWPRkjA/oCei0bVrDEBtDNtQUhMBGYGmNAopCUGcMxBvx7fMQ7AEZI7TXooNepBkCAgTDxcRRcf+UTreQUa+ScwRaB2h95lKTxpISOLmq1Gyh+gAH7OMiUsARZrglxeglP2Pv+BgzL4yPZMOEsBDCoPXse+lMff4EQsQplQ4ACttuwvN6p91++NoICXZcU+lP4B2/klIuB8YgxqR+DhMUDFGjwalqNMZ8lkoRz6TZ+uPvE3pzIHfVCQOIOI6WAs9S2KHGtRUlxyLp+lURjkhhTYYa4/uc2LeHH3/645OJ1Gli0iSKMQipiGcyNC5e2Kjoia7v4Xn9KJmcVMMgpIUwisHBLVQqXcTjbQtqyy8bdKAZ/M5uTDlExMfXkOhA43cWGfzRAepvXYV7cAjvUA5hSUTcAm3QJR/hKDLXLpkymlJDDWcLNWLyi4zAg6EjUXfzGToYEljLAbZyEVqXkCozUp9iAJcYNj7LOTayjWGWflZQhq5noGUdptAAlQEOWII9jsU7B4fY6HpktCZmonQsh0jZp98Ch3DasQQQq0Qd6qmmcqXlACFWVZh0+mL34U4jU2G+oidTXoGqpzogBVmjOWBZHLYtLnM9WnQ17xdBXgruSCV4haew0q2E+RSWkAg7AVYcozVhmAGjERRRopvRhn0TRzaQboOV183DUc0PCsXdaF0+9YrzgGE/darretL0txlCZ8HqA3VcECwxCL9aKjGcUWlxGtGS2WJYnSdeTZs6GQIiEmGxbNnb0dqlu/sneF5P9doMS2/N1rHWuO5xhsly1Erh1M8jo6NrUe5upnBCY8diSGUhlSQMgvEXcOxtfpIIiDGGYn//aZEDMzwe1eCXkrTmS+QSMaQZPkNiNFVUgBUaivMYFTGAJx184fBM5gJOxNtZVjnOeZXjtJsAV5bpOG89LctXnv6YJ0GxuBvQCDm1YyuEgzEuheKzNWIyzyht7SIs+uDISaRQWhIdaio7+uDWVdS/bBWlJ7opP9OHLkXy2rGVdSQvaSW2ou4sHUENNUyN0xZtv+eeeygWi1x11VU0NDSceoMazhx+9CHY8T1mO+u5gT3sYwUDNJD1fWypMNqiZCwqxDmfvbTQN7L+rP04ocArYPoPkdOLiBuXY8rimlKZTa6HL8AyBleIyAUyhrgxpI2hDGROuvPJ6SGSoOq3TOGki8gdK0hJUmucSVtHmB9yMr44fawNMQM5IXkgmWBvzGF7IsF5gSZlBCXLYkuqjs6WVdx8xUdI+2XCpwqoLX+CEEUM8Uj5LPSrtiZHrZ3KaDsJV78H7HNDNcfzeunr+/kZGWvs1RdMnVF1utfapEBtFzgnBLohIiaiACYDxqbKtE9jgFlhWBb3VKRkFMaEFAq7uOjCT7Jm9YfoH3iYfXv/nmJp32mIE4z9XZ78eTQiPVxdrWm14pKr3oKyHX706Y/jlcsgJMZU3f9qgftMyMbIOqdTpCPG/5mqeDTlSgyk4sgJNhgTpabpaYqPZ4URUiIYsrMUVYpkWGJF+RBH40vYmd1AT/Yi3o7NqmSZNa964ZRKTPMJKRNV08w0Y0VTQkolF9SOX0Z4RwtgQKpppuqURLshQXcRZ2mW9PMWk7q0nbDoIZREpu0Fvz9qqGEumDEx+fu//3sKhQIf/ehHgehBdMstt3D77bcD0Nrayp133smGDRsWxtIaZgRjDAMnSuS2PUT80cdpkhJbzq7xWj15bhL3c0/Tb9IbJNB+BRyQocuFlUe5hi3T+lUzeswZHTV99I9EJENAXRjnqorGBRLVgryRV7wQ+BhSeg6OhGCMQtcoPRn+zgAlGc1uukKgjBlxVCc6sacFaYNKgZ9jKnJSkYp/r2uiRy3Gzgj6UnU8mGyiaEI6i53k3Bzxci+7jcslSy7D9oaobH8hyeD7wABGZqOaoKCMJI829UCIom+88cqBDa+CzW843SOaN/T2/hzfH0CKONp4nH6jwJNgwi005St9TsxEQGhGglSVjQZV1jh7BbIU1VaLAQhb57LvMwlBKrmKcukgA4OP0dR4LU2N15C8aCn79v0DAwOP4fldp97NlFBRvxEzXGRzCkuq58nOFFl96ZVoHbL0gg3s2/oYUimMjoiGCWd/v0gp0XPYboTQGIMdaqQxLB4oYGGwg0iBywhRTUcziCqZqEzRiX1WGEOiyipOQaWQaHxhkQpKnDd0iFzrJrqVwzctm4+l21FHDCywIFd7260cPfoVtC5PST60donF2qnLXrKwhvwSQlTzmacnhVWMIS7Cllj158aEVA01TIcZZ+B8/etfZ/369SOf//u//5t7772X++67j97eXi677LIR0lLD2cFQT5m7/3MXd37pCQp3fZGE6UaKYPg9Oiu0ZeO8+rW/zktf9Tquu+lXeeFLXsVvLOvlBTyKzdQKXzP2t8xop/XhydEL/QrL/IAhJbGYPKcaIrCMITGLYxhXhCuIpIaH9YHHpGIYIhUvxGgHZZ8oklIWcFwphuY0syRAWCCdiJiEZQwOpcSvk2v8MF7iarzYlZQyb2Ko/XPsTl5AfywLredjMovZkz/C1q6tHCscI+/n6Sn38Ds/+x3ec+d70B0O/tLXUZS3gDHIsBMph5CygCZDIXw5oWgdfWFFGqlww0fgJf8vaoJ5lhCGZfr67uHY8W9y4sT3KRR3Y4xGqhiWleZMeu7zN5JBujYM9z1MQvFXNANvCQnaIGyHcAmMhuTOVXYiUFYKbQJyQ0+NLE0klrFhwz+xceO/kM1ezlzsF1WZruj/Z759GEbRHikVL37n+1h24aaItJxG3t2pSImybTLN0/f4cfwQSxsaCxXqKi6OH9CWK6KlwFUyUoPWBmnAtRS+PU8d5Q0Uq1EKZXTUWFaAECGO8VmSTNIrJU8YTenpHsxMu3fPEen0edTXXYExQVVlrRrVMZogKCCEYknHG2pNHRcA8fMbQApMOM3LPdCojIPVXotW1fDcwoyflgcOHODiiy8e+fyjH/2IV7/61VxzzTUA/Omf/im/9mu/Nv8W1jAjFIdc7vvWboa6Smwy/8Yy+2GScqiqojVLCAuCCuort7DML7PM6Mix9UtEtRuTU6JO182SQL3W5LXAEzD2Uaqrs5SK2dcMj+R5AwgxbvvhifFYNf1ieE7z7nSWQ0rwkmIJ2xhySkQqYTMasOp0SRva1kMsA6U+8IrgFaio68jrt6MyCfzsy0c2awoNN5Su5IcN99Nd6SHn5jheOj5u1xKJF3rce/Re/vzhP+djt/wVg7e9iYGu63H0NoQpo616fHs9qYa9OOFTYC6JmiiuuREufBUkz24zrP6Bhzh48HOUSvsJgkK1J4cGAsLQqzowUZ1D1ExwnjVx5yY6NYOdCkxcowZV1OhPE91Q09aUTozHnSPav4QUCntwnAa08fC8fo4e+w/6+u4lCPLE44tZ1H4rjlNPX9+9GDNdatfEtMWxT4jZHasxPv39D1JffxmxZIpX/tGfc/CpLey49+cc2fE0xYE+pGVXVbjmzxEvDvYDIC0riswMz/AIgedYxL2A+lIFEPiWRdlSBEKAbSH8AAm4SuHNFykBEJAJi0gMgbSRJkQjKFlx8CpY0hCKEtszj7O09QGOPdVKS/uNtLS8mFisZf7sGIMNF/4T27b9HrncE4RhfmS5lDE6Fr+O5ct/e0HG/WVHbF0DVnOCoKuEFqMpXcaYiJAKSF3WViOFNTznMOMnpu/7xGKjnRQeeugh3ve+9418Xrx4Mb29Uyut1LDw2LPlBIOdfbTqp1ksH0KikWJyvvMpJxhVIqo9KPYwnQMhFsiJksDiIOSQbZGtpm2FQiAxJMakWM0FI4et7OiT0aB9DFCRAstARcBPUlk+29LGmjCk5BS5uFJiWaVMaiYhJ2FBqhW0G9XRuPmoqWXogxVDrHoB1vo/QN7RS9hXQSYtsCTGC9GVkFe2vJTWi9byw84fs3tg9xjbBUqqSHkIQ2hC7jp8Fz2XfpC2155HZU8r7oF1aE9jNSdIn9+I3X4T8C7QYdTHZhoYY3B378HdvRswxNasIXb++QuSe5zLbWfv3r+nXD5EGFZGupmP9l0pEYbDjfdGo2rnOpRMIZVD4OfRiSAKtc1K5ObcOs4wHML3FZ7bzUMP30QQDDBsY6m0l4GBB0kmVnH++X/D4MCj9PXfi+edACyUitJEhLAIgjyjKVujThPM7tpqXeHZ3R8lk7mANWs+TDzWzspNl7Fi46V87cPvozjQdxJSMnGcU9/XyrIIx3SQ10E1Qjz2NyEElZjNziUt4yXdquRFpFMEOpxFz5WZQxGSCQsUTRKLkIJK0e/UkxQByH34MoGx+zAiwPO7OXzky/T23cW6tX9GMrli3u2xrQyXbP4qAwMPc+LE9wjCHPF4B0s63rAg49UQQUpJ829eQM+XnyHsr6CHo2MGUILkplbSLzh3elXVUMNMMWNismbNGu69915WrVrF4cOH2b17N9dff/3I90ePHqWpqWlBjKxheuTzz9DV9WO68nfSvKlCIh9QHHCJDcysoeIkmAAqQ5wtZ8kGVvgBPkRpW3OMlEyNaoxESLjyHYiupzFHHqGkPfbYCsvAxZ7LF7u6OZLM8JCATzQ188pKyNqeTgg9pi1gd9LQcj4svxrWvjhatvdOyB+HVDOs/hVY8XwcK0Z9sp7SlhO4h/JQCRCOIrW5idRlbbyq7iISmRSPnXgsIiRijAykiEiKMQZPe3x3z3f5vc2/R/KiFpIXTTMbehJSEvT00PPPn6G8bRvGrUQSrfE48fXraXnve7Db5ldF58SJ/8V1jxEEFcRIU4+JjuIC1pcws9jEbDlZqMtI5UQF2baJCt2nU1E4VzO4JiAIBjnR9UO0HlaSsqIu6kZjTECxtIfduz9KJnMxmcwGcrkA3x8gDIfVuybKkw//gseSkplGijSu24XWLnv3/h3rL/h/SGmz97GH6D96BGCGpGTisqkvRhhM8+ycjmRMICwIgbEUcSdJuVBgbB+oeYGJFAbTYZG8SrM/uRJfSSrpIsYYpLHoEN1YqgEnmQajKZUOceDAp1m//uOnPekQDrkEQy7CkthtSYSKVKEaG6+isfGqeTrIGmYCqzFB23s3U3zsBOUd/RgvxGqIk76indjq+rNtXg01zAkzJia/+7u/y7vf/W7uu+8+Hn74Ya666qpxNSd33XUXmzdvXhAja5gaPb13cvDAP+P7edAeAkPQOMDhJkju0iSKk7c5ZV3vGewlMYIJRlmANWbZvPpyOgTbjuRyh45hWSkWVXxaKi4e0G1ZeEGZ84YqrMCwwQ+4ObkcGhMwcIhi6HJnMkmPZbFIw4tEFvuCl8MNfw7OhAqYlc+f0gRnUQrnpasJCx7GDZEpGxkf/Sn2lHswGBRqSidCCok2msP5w3M/DeUyXX/3d5SffgaruRnZGuXT62KR8pYtdH3s/7Lor/8alZ6fWhTfH2RoaCth6CKEqUZEhnWxzixOJsg0N58tJAhKUdNDBSYuQJt57VUy1pWfOxQzP98arYvVEYfvw+FoR2RRGOYZHHwgsktY1Uqt6SZE/NPqVB+GBYzRFPI7GRraQiq+kZ987hOEwXTPq5kMNl9C4JMRuC4CQfvqNZzYu/vUG0yJMccwxkxFSIDCCMmh5DL6nUaENIQxw5BXz4rYEdqtZ8l79TSRRghFLNZKofgs+cIzZDMXzu2YBl0KDx7HPTCI8TRCCFRDjNSlbcQ3NNUUns4SpK3IXN1B5uqOs21KDTXMC2ZMTN7xjndgWRa33XYb11133aS+JsePHz9pR/ga5hcV9wSHDn0erT0SVjMFt49AWxg/xFZFpPDPrdT1KTBi3lR2LgQpgajw3knBkcfg2R+Cjjo02wxHa3xyUjGUrGexk2W1V0IEHsYE/GtzK/8RM+RE1JtAIPi/TpbfXXExr59ISojSVvYO7mVr11bcoEQHDpcuuoL6xjUgBCrtQHqyiUvTSxEINBo5hXerqzOwbak2vNBj98BuQh2ypn4NqRkWtRcfeojKzl3YixcjndHpfZVOI2Mx3N27KT7wANmbXjyj/U0HrX2EsAh1hVBXqnUjwzPIZ7bT+1iMdCqv/ud0faoROV4BxM3Uv7tZjjF2F5Hoqhip8Jq4q6mc/snHFJHBqLfEcP3OzK7Bqep9ou9nCjHm/2f6gBJoXcYPBsjlt3Pfl+/EK81DX5CFhBA0LVlG98H9o+lgM0ZVHMTSGC1Aj15MiYna4EqbfqeRQbsOqQQxXWFZ/Agvab4dpQyVch6vXCaWSKJkEk/3Ui4fnhMxCXMeg9/bS9BTRiYtZNbBhIagv0LuZ4fRXkjqklqfkhpqqOH0MauqvLe97W287W1vm/K7z372s/NiUA0zQ3/fffjeAInEMkRlkKSVZ8hrQgcWFxzMkXSnfxEu3Dzh7DFSnC6mXr4gIzasgl23RWlrE8YTQL0Oqa8UoXlDlIp14av4l6CLzx/+CWFVwytKazEMeEP83WN/R6hD3rjhjSP7K/klPr/t8zxy7AEu6T3CNUO9tHgV+qRFqe0iFq+5BRZvgoYVUDd+puuStktIWSkKQWGSFKQxBo3GljYD5QFe9t2X0V/pxxiDJS1W16/mQ5d9iM1tJ49eFh96OFLzcibnHAnbBiEoPvTgnIiJ1gF9fT+nu+d2yuWDCGFTX3clQtjVnPuRTniz3vd8Q4z8ZyF2PHdMxdOjMydQ1eahw8JUIxtMGHPqmjKD47TgeV0zJBMGpo2CnArjpCdGl4o4sVgTntc3i6aaUXTN9wsEvsu+LY/N0aaFR9QEUoExdB/cz6K1F3Bs5/Y57cuEAmkbdMA4cpLAJQw91hb3kAkLOE7I5vO2sSpxBAKBNkAoqBTyxBJJRu4eMbdKveKT3QQ9ZVRDHFHtySIUSEcR5lyKj3QSP68Rlap1EK+hhhpOD6eVbHDrrbfS2dk5X7bUMAuUSvtBiEh6U9ok7QK2VWFNTycJNyCU495jEc4VNjIFxIR/C4ZkE/iVcaRkSgRu1GtFKNx8J1/rvI8QjRJq5J8lLSxhEZqQzzz1GQI9us8vP/1l7j50J687cZg39naywvdBxYl7JZr234e+/Y/h318GX/wV+OEfQn60N0RdrI6Xr3k5SigCExDqkNCEhDokMAECQdbJctuB2+gudeOFHq52KQZFtvVu47d+8lu88Udv5HBu+lQvnc8jrOnnJYRto/OFab+fdr/aZ/+Bf2Lf/n8gl9uOMZowKNHV/QOCIDcmjersk5JzGeGER7MgmilXY86bmbjCFJgqkqJUEsuqn7iHBcSwcZFT7Nh1JJOrGI4DzewXH6WQGVNh//YfR2lz5yiM1oSBT+B7lHNDDPWcmO0exvwpMDoimE7WI9boRh0bic7msspxrhjcwqbuJ6nbP4DluNH2xmC0HpFF9oMhLCtDNnPx5OFOZU2gcXf1Ixw1QkrGQqYddCnA3Tc4633XUEMNNUzEaekY3nvvvZTLM53xqmE+IWVstKgylkbF4jTqY7SX+kAItJDVtA99jvKRaYrIFxLJJrj8bfDQTKJ7BoIyGM2e4nEKfgGBQIoJDqMQSCMp+kW+v/f7vGrdqzhWOMb9x+7nSi/gisEuipaDLy1WDHWRGFMIa0yIyJ+Ax78APTvhtf8+Iuf7zo3v5Ej+CFu6tlAJKlHkBEFcxWlLttFZ7EQJhW989ITzaDBs79nOO+54B1+75Ws0J5snHZ29dAnlp56atjmX8VzsJTNXdPG8AY4f/wb9Aw+Sz+8gHuvAidWjdQWhbBJ2I+XKYaR00HpYjeu5g8FAsLMiOeRFAtxLHcOGeEiDNf/HYYh67kxcBhNc+DmWURjt0dp6C8eOfXXONs4Fw80V/WCwGq2Z27zYUPcJrEQTftECc+5JoQoRpdwZrSkODkTk8DQ6zZtQoOIaFdeUe2NTzDhFGDqYIdlaJtVeJqxYCCTSjtTRfH+Q9raXEo8vmvX42g3RXohwpj7Xw43+dOks1CfWUMM5jA07/o3MFFkJC4m8d+5O2swU595TvYYZIVu3CYREaw8QULeMZKCxdIgRBiE00oxJVVlwdlJVu5ppqkB29i/I04K04Zr3R31FZpoPLxQIyROpTFSMPs2xDef+7+jbAcD2nu0U/SLPyw2gjKZiOSzL944jJeNgNBy8Dx7+/MiihngDH3v+x/jgpR/kikVXsK5hHRtbNvKOje+gI9OBRiMQhCYcsWH4fxCRk65SF19+5stTDpm+7npEPI4eGpr0XZjLIWyH9BjVvZPh0OEv8dDDL2L/gU8yMPAQQTBIofgMAwMPMDS0haGhx+gfuAfX7UKIOJnMRjgt8eczi/2u5Gv9DnflbQ66isOu4p68xdf6HPZV5v+HNVWq5WmNMsEflioRRVzPOBSgsKw6XLcbIWyGU4xmtQ8hENLgZE7lCBsQJ9v3mLoNqRDz1O/BYCLCL2WkFnY6qlxSk2ytYCc13pAzLSkBMKGkZ1sTRkfRFSfrImM5grBAS/MNLF/+O3MzwVEIW07brNFUpd1lYh77tdRQQw2/tDitJ8ny5cux7VpO6dmApTbQ3bWGUqmHWFyyeHEjdtMqEN2gowJZafSUHs28u1LSBuWADiLZ3HLfqbcpD863FSdH24Vw9Xvg/n9kxmfAzcHizYSLN0PPA2ijpyQnplp3Uh+vB8DXkfBASyWPJxUJ3yUZzsCJevCTsPr6SHKYKKXrdee/jlevezWloERCJbCVzR2H7kAgonFghIxMhbsO38XvX/b7kyI98Qs3kL31JQz97/cICwVUfWS7HhrCGEPdrbeS2LzplKeos/N/2L//Exjjo2SSIMwznaOpdQmtS6RSq7js0u+wa9eHKRR3nXKMs4myhh8O2RRCaFYGOVw0byDEEBPmdBqQT4npdjXXISYSnXi8g2LxWWYonjyDdWZmgZQKow2rVr6PWKyVnp47ON75bWYXOQ1JNhdQTh1CGrTvE5RthNRYyQArHhJUFFY8RMVCit0J4k0V/LxFWFEYYSCQTJyT00bPm6qU0dGMUBQ5GV44y3MoDEKCk/VZen0nOlTs+8HSU27mF20O3rGE7LIiqy67gGXLrqa+/nIy6Q1zPj5hS+LrGilu6UKmzEiEZBi66CMTFrFV9XPafw011FDDWMyamBw+fJilS5cihODpp58eWW6M4ciRIyxbtmxeDaxhPIwx/OxnP2PLli34fiuWlUYIzYH9HosXZ1iSTJAulDChmaEjI5n9rOXYzavEVAew7HlRlGH/XTPY8AyncXmFyHvMdozafDIIBUsuhxv/glfG0nx6+7/iaQ81xUz/cDH6i1a8CIDF6cUooSgJSaPRtJZLM7sWQQXu+ht47VchNdoTyJIWWSc78jllpUaK4E8GJRQlv0QlqJC0k+MPTwia3vpWnCVLyf3kx/hHj4IBZ8UKsrfcTOamm07pyBhjOHT4i2jtIWWcULvM5LoODW3B83u48sofsnfv33P02NcIwym0rbEYL1F75hEasDA0KsFYf0wIwwtSPu3OwohJhEg8bOK4U+77lGNWm5RjBHJcupkklVpDPr+t+vlkxCMKtUqZwhi32hDzZJi4r9G/hbDR2iOZXMmiRa9BSkX/wEMnGXt6xOp8Mh1FBg9mcLIeCHBSAViasKwQ0tB4/iDpRWVyBzN0bWuuxjSpkpIpzpwx89cMUUAik6WcmxyNnOkOhNSoWEjd8hxWLKSSk+hgjFThRLWQMQjKDuVjTVz0jo/QuHh+GuwlN7fiHhgi6C+j0g4ipiA06KKP0YbU5YtQmTObslJDDTX8YmLWseuVK1fS09MzaXl/fz8rV66cF6NqmB733nsvjzzyCL7v4zgJLKsZpdJ4XpoDB9byaMNrEVZiuD5yEsRJPs0eIkpTkBYsvwZe9klov2hmm8Yb5mH8WWDYyV79K5BqPEXKmYiO5xWfg7oO6uJ1vGj5i0aiFNpoDAZtNL72EQguab2EdfXrANjYspEV2RU8lEyitCYRTJ3zOenohYJCF+y786SH8oKlL0AIgZjCOam6X9jSRhtN0k4SU7Gpx5eS7M030fEP/8CSf/5nlvzzp+n4p38k+5KXINSpU62Kxb2USgeJel6URiVzTwFjQo4d/RoAa9b8AVdc/gOEGJ4jifpmRKREczZJCUTtSFbHNBMmickqQ4djFiQXdjjzMsTCJc7YKYbhijGDmBylmSB2ZkIxxU2mOXLky3heL8P0Jjr3csK/qNzesjIY4yJlfMw1mgzbbqKl5Saamm5EysyoHcN9FkNNKrGGjRd/ASkVrttFV9ePZnNaxqFtcx+ZjiLaU0hL41cUXs4BBHXLC9gpn6AiyK7IkV2SI3QlhNOQkvmGMVTyudPbRSiIZX0az8+hYuF4SetT8KdUfQNNS5eTbpy/hsdWfYyGl68mvqoe44eE/RXCvIdM22SuX0LqijOcmltDDTX8wmLWEZPpimULhQLxeHxejKphagRBwOOPP47WmkRibN+MFJaVolKpsKWnjue3X0bsyH0z2ONpREoQ0HYx2AnIHY5qJD59aURSZoIVz4dnvhNFWhYcAuqXR3+mW+GaD8BP/ggCj2hqeYzzayUguxiueheo0WP5q2v+igF3gEc7HyUwQeQoILCExfqm9Xzs+R8b+V1Y0uKdG9/JZ4s9dPafoHWm5zhejYp0nzy96TXrXsO3d387arBoRsnI6NFGdvnG54VLX4g6Sfd3AKEUdnv7tN8bY9DaRUp7nNzoUO7JMepIs7mPBIXi3qj4Xyji8UUolSUI+hlu5neqvhlnClJAegqWn5ZgL2CFnkSTpEyZOCUSWATY+OiqaIScLl0ukARlhbQ1yg4Zn8GnUCoFGMLQjThfqDGBjgqbLVm9l6Lfg5QOHYvfyPHOrxMEeYwZJo3R90ql6Fj8BpYufQuxWMvI/d/7n1/l+Nc/Sfm8AkGbQQQQf9oi01OGfxqEC5eQz+8gCIZG7BrusTKKk197FdMsuaaLUleCfGeS0JNYsRAn7SOdKGqnfQUxTf3KHIP7slSbDy0ohJSYeYm+SIpdCXq2NVK3Mk/oCoTSmPDUEwaB57Hkggtx4pN7K50OrOYE9a9cQ9BbJhzu/L44jXSeO/ViNdRQw7mPGROTD37wg0CUAvJnf/ZnJJOjqSFhGPLII4+wadOmeTewhlHs3buXcrk8bV2P4zj4rsuxoYBVKgahu3DGNK+DdAsceThKkxpGOMMZ7p5nmeA1zRpjJ2SHk35gilp/Kw4bXjH6+dI3RZGJhz8X1ZGMdNmTYMWiFK41N44by1Y2n7nhMzzW+Rhff/brdBY7aYo38fLVL+f6pdeTssc3Njyv8Tw+dP3H2GV9nOCRr2JPKICd0j9qXgulPjgFkUjaST57w2f5wN0fYPfA7nHERCCwpIVnPBanFvPmDW8+6b5OhjAs0d1zOz09t+O63SgZo7HpOtpabyWRWEJu6KnqmrN1wkKCYIj+/gdpaLgKkMScNoJgAAhOq0P4fCMmoGyivhBjoyaa0bjCqTHDqe4JWyg0KUpV6WBRva8NckwMZazYkzFw/MEOwkqK1g0VYkvyaIaI+pDEsav3qAl8Eg9aOPsMpWtDdAYY0IQNGhLD5gqUStLT+xPSqfMJtUu5fCA6J7FFtLbeypIlv4ltjU8RzN93H32f+DR2xSfW0zAiSa09j6DczbH3vo8V3/tfxk6KRER0OA1s5MhOeb6EhGR7mWR7pAxZ6Y/hl6yRWnNhIKxIxEgq25jGlydNU5yqi8zMYPQ8pqgaSd+ORvp2NM5qszDw2b/1UVJ19Wx88UvmtSO7EAK7JYndkjz1yuc4+gou+3uK1CVs1rala53ra6jhHMGMickTTzwBRLOn27dvxxkjgeY4Dhs3buRDH/rQ/FtYwwjK5TLGGOQ06jHRg1VjAo8Fq+GQFtQthcaVcHTLeFIyG5x4svrH3Iprh7cYTjypptNTjEtsDXE3cuKQFnRshnU3j9/BdR8CvwRbvgJuAaQEGYtITPdOeOa7cPGvjdvEkhZXdVzFVR1XzcjGpZmlLL38vZg9D8DAQdD+9C5OsrkqHDAIizaeet/ZpXzrZd/ijkN38Mktn6Sz1InR0b3hKIcLGi/gL676C1pTrTOydSKCoMjuPX9Df/8DGBOgZIxQJjh+/Nv099/HqpUfpFDchRDWDGoPJkNrn527/phsZjOWnabiHuVciJBMhBLQ6wv6Q2hSw/6soByKWaRxzZ6YjN3SGvNbnipSMuJPSVh1fYZ0tg1lC4KwyNDQVowBpaLJDKM18Z+WSTwsMBYk71W4GzTeGgM24INwHJKplThOE0NDT1Eq7auOYyFlkkRiGUs6Xj+JlAAM/PtX0eUKMpMZp3IlHQctBH5vL4Pf+CbJN9yAUkm0rmCMJmobOTzNMHsYDaEnqypcAlEV5BIStD/FlZpSsWC66zOlWPM5CTueYNGadbilEk/e/kNiqRQXXPuCs23WOYXD/UX++radPLy/Dy+M1A2XNiZ42zUred0VUY2sH2oePzjAM8eH8EPDyuYU165tJh2rKY/VUMNCY8a/sp///OcAvOUtb+GTn/wk2Wz2FFvUMN9obW1FSkkYhlOSkzAMEUKSdCTMLN1/dojXRw5040ooDUBpcq3R7DF3UjIWovpF3DMEliC0JJaIQcclcOs/QmpCL4+up2HnbaD9KJUrDCD0QSnwilE0ZfGmKIpxOmhchVj2PKgMRgQodCfLh6o4tG2AwUPQtAZWzUymVwrJTStu4qYVN9Fd6ub+o/cTmICNLRtZ17DutGYADx36V06c+N9qSlXUCE8IhWM3Uy53cvDQZ6v9SOYe9fK8bnp6f4SUieq+5kMBan4hBVyWCugKHHpCMfLA7EhqPBMRl4n1J5NhAwsYvaxCCBBOD8qO0vJGCaOopuI5yOMe8S2gE2DSAlWExBM2weIQQo0aBFptdMJlYEJxujEBYZijp+enVCrHuPSSb6DG1C/pUonyjh0INbX0rrQsQmMo3Hcfzb/9durqLqWv965IXndcDCqKhQphY9sNeF73KY/daKp1GCaKvlSDIyqmcY/b59ptNS8QSmEmRKilUoRhSKq+nlxvDzvu+zlrr7ga6wz3UjhXcbivyOu/+AjdQxWUFDiWJNSGAz1FPnrbDvqKHq+8pIOP/WgXu07kCMLhqB785yMJPvCidVyyrOEsH0UNNfxiY9b0/8tfnrovQg0Lj46ODpqbm+nq6kIpNY6cGGPwPY8Wq0BraXfkcM833HxETjqfgmLv/O9/WszMYTUCjOMw0JRAZpfSvukjiFXXgzXFS/nRL0D/3skkodwfRS1iaXjy63Djn5+m6SJq6ti7B4aORATIzUUKXBBFdJKNkO+EptXwor+Meq3MEq3JVl617lWnZ2sV+fxeDh3+Isa4RM5ilFpmTIDrncBSdeTzewmCweo6s8fYzt1alwCnOtbZLXafCqvjht+0XHa6KQ66Uf3AhrgmNiNSAgtLSsZHY8yYeikh7GqPHTBGY4whtjNAuKCzjOSAhVmDcTSyBCIEnStRzhw8yZiafH4Hx479B8uWvW1kqQlD0OH0aVJCgBAYN7r3z1v3Z2wt7qZSOYIxECDooZkAmwQVhpxLWNV0CbLz4yePyplIN0JYGsqymolmsBIhhRMJurfNpAh8JsxlIfTXZg8nmcRogw5DwgnExC0WOLbzaVINjdS3L6LQ30ff0cO0rVpzlqw9t/B/f7yLrqEKqZjCHn5/KohZkoIb8vl79/Hk4QF2deWxpSBfCdAGbAVPHqnwu1/bwks3LubNV69gaeNzP52thhrORdTiks8x3HzzzXzzm9+kUqlgSYjjoQ34GlrNAL8a3ImS5YUZ3ITRrP4Zn36c2XjSgOX6NAxY9GRdwro2rL694Jch0wZ1VelMY+Dp/zlJ4zMdkYctX4FMO1zx26fXqGLxZrj5b+GRz0P3Dohnov3ZKahfBg0rYcmlsOqFowXwZxGHDn+mqrClEOPqgCyMCQnCIQjzzC+JOLe71TZYgmtsj+vqMmhdRs9nLcGcMKymRTWqFUGKURKuVBJlZdB+HyP1HIVqbce4OvNquIGIaen4TI4t5ETXD8YRE5lOY7W04h08OKVIig5D0Bpn9Rr8rm6CvQc4P/ggR5Pf43hlO32hQiOpkOBxruJ272WYrjhvjf06V7pfH3ecI2dBSHQYaZXFEgGhLaNoiYBSd4LOR1vR7i9OcbYVi9GwqIP21WvZ9rOfTLtecaCfwPNI1tUT+LWO7AC5sseD+/qwpBglJVVIIUg6knwl4L69vQTajEZLGE0wzFdCvnT/Af7j4UPcetEiPvbqi4hZvzj3Vw01nAuoEZPnGJYvX85v/NqrePx/P0f3UAmNwCJgFYfYyC6aHANWXaR2VR5k/knEuZ0TIbUmVirRevAQ8sDLIV4XKW3ZCVh2VUQyuneClz/1zkIXHv+3KA3swtOMRnRcCq/8fDR2qS+yq23DKQvd5wJjDP6hQwS5HKqhAWfJkhmndQVBkYGBR5h+ZlgBPjMnJedeetbsIZAyjtaVqpLU2SYlAGZcqlYESSw2KtsqECQSy/H9fiLBgSI6qYc3H9lMDYEogUkYKBMVw89g/EhyeBRCCOp+9Vfp+dSn0OVypFBVndGXloXxPEQshpCSo+99DzoX/QYT2Sz/+qvvId8eEleSXrmMvGjANppiaPiS/zIW1WVYkf93wrBEdD1sYrHFOE4LQ4NPQN4n/rCkN5sgsCVe3qF3X12kzDUjLMB9OlaZYB4glaJl2Uqu/fXf5N7/+sopC+3dYgEhBKlq89RfdhzpL+MGIZaaOv1UEvUtKk/ocD/VFXQDzf88cYzBsse/vfmK+Te2hhp+iVEjJs81GMOSpz/Nkvx/4QIVHGK4xPAJkBTdBII4cWUhrQQEpbNt8RmHMIZQGIRbjAha20VRtGf3T6B398zVwLSOnIvt34ILXob2AoL+flRjIyoxBylOIaBt/ey3mwXKTz1F1yc+SWXbNkwlSplRjY00/tabaH7720+5fRgWqmlWUztqotrpfGYQCJHAmOf2PZhILCceX0o+v40gyDG/Dux8OMTD2zuE2iOX30EYFqtpPmOLzVzcdYLEIwpRBpOKdL5EqHH2KSobQ7RjZvxWiKSHx6Pxt95E7sc/xt2xI5LMrRJiXamAEFgdHZQefxxVV4e9NOpkfr+d4Iiox+mGEx1LMNXfpxCSlNLkQsU39cv4+sYXsHffx6lUjiFlDCUdfL+XZHI56ifHiN8fUu9VqIQ2A3FJf4dAj5FOEwak0YTVlLLo1E1VBD8dZhc1FUJAlZwJKccQier1kpG62nBNzNj9R7LDo+sKKUk1NPGKP/wznESCgeNHEVJh9MknCCrFAnd/9Utc/do30rp8xazs/0VDfdJGCoGe4gFmjKHozT4CfNeuHrYc7OPSFdOnCxYqAX//05389JkuSl5IJm7xsosX8/4b1xJ3ai5YDTVMRO1X8VzD0cej2gftEQNiePhIwqqIqMbQ71ooqWgRJZyRLPPnMFQskifu2j6j1QVgVzQVoXDcAhx9HGUnIydk4OD4viUnQ+hBvI7y7gP0/s7bKG1/FuP7kWrRZZfR8t73ED/vvDkf1nyjtHUrx37/QwQnToxzuMKeHnr+8Z+o7NjBkn/8x5Puw7IySBFjWOvMGD0unWtyf4aTKU7JcbUkz0XEYu0kkysRCLKZixgcehxjIvWoqJ7jdH9bikjO93QhEQKKxWem+T4iIUGHpnKRJrHFwgSg09G38a2AElQupKpsdWq0tNw8aZl/5AjCtpCNDehiCappRCKZREhJ0NVFfMMGVGqU1Dy9ZAWe49DS142fzVLK1o9aLSS2MOwpVYhnNrHx4s/T8+T/MLT/QQJRwulYhvrmQbw7jiCqBe8OPo4fcsT1ERh8pXBthUGMa1Y5TmdZDIuMT3fss0/lNMagpCIkapCIlAjhY7RA2nocHzJaVNXDqg00J0RDTBiS7+vhtk/8X27+vQ9Epk+bijrOCPY9/jAHn9pC64rVXPv6N7Fsw8WzPpbZorPQyX3H7uNw7jBxK86m1k1c3n75tM1eFwpBUGBg4CHKlaNIYXP1MsPP9zcStyRSVN+MocHXGjec22/5j76znZ/9/gum/O5of4mX/fP9DJRG0+lylYB/uXc/333iGD9837U0p2v932qoYSxqxOS5hoc/M6Y/iaBMDB9FHJcQSRyXNEXypo6StrAYLl1+jsBKRo0NAw/CSiTh27g6UsqqNpebyRyzEwaYqsNntId2vcn9TU4FISkeKnHs+3lCfytCWaAUxnUp3HMP5aeeYsmnPkXyks1zOdIZo7/SzwPHHuBo/ii2slnftJ7L2i7DUaP1BCYI6PnkpyJSAjCx143vk//p7Qz98EfU3fqSacdSKklj47Wc6PoeQjgY440rqJ46jWm6qzGxad5zDQopY2AMXjA0kjolpY0xwYTzMlfMhZTYWFaqao+IkjnDoWpd0HSoXiMhKNxs0GlN6qk41kDkKJuExOpTiKQFosKp09VsOha/Dl2pIGwboaKnTP6On6EHh0hceBFojXf4MMGJE5hCYYTU+sePY5qa0IVIatzvWI0RkcRvMjc0jpiMWG+gtG8flS9/meIjjyIGBrDDEB08gTYGYUbrAQCcUBMLQiq2Rcr1iQUhrqUIpSRQkrC6ojQGPZxyNUxOpgwJziayMmq0wUTqWVpjJ32M1gQVCxDjhhHSIG09jpyMfjka3Tm64xnu+vK/kmlqpv/Y0ZnZIQQ6DDmxbzc/+MeP8ZL3fIiVmy6d3bHMArcfvJ2vPvNVBr1BlFBoo7nj0B2sa1jHhy77EG2ptgUbeywGBx9n/4FP47qdDN//r10rWRJv57t7Xkqg04gQKlqfljzF3p4iX3/4EK+7Yukktcw3fvERBko+UoCqKmUYY9AGuvIub/63x7jtvc8/jdFrqOEXDzVi8lxD57aRPw0wRBqLgAQVhh++cSpUTIIKDikUkuC54x4GZSAeRSsQUdrV4GGGJWuHMdMEGMN4QdvpdHVGnITqCkZD4FmcuKeP0DXITHqkWRxEM5jh0BCdf/WXrPrOd6aUR50PPHj8Qb6w7Qv0lkfz+W/bdxtrG9by+5f9Pu2pSBq2snMX5R07ohXUFFRUKQhD+v/9309KTABWrHw3/QMP4Hk9COFUU+U1xgQIIVGqrlprcW50Z184aCqV45TLxxiWsJ18R50JjL/bpbQQRoBr0L6HliVwzPjVp0T15rYUpReEmOvqSfW0UMrvx2/2CBrAceqxELjusZNatLhwEyfe9gd4Bw+C1liLFpG58QaK996LkRITBFS2b0fncpO2DY4dIzhxAlGVsF16YB/igo34SqKCACvwsYIA14lhpMQ3sMZ45P76H3B37kT7fuSsax39mwISaM8V2d9STygEVqij6ihp8IOAUiKauZfagGSUnJwMs0r7iiAQ1C9azGDncepW9JI/miKoTN7VaIPJMcegFNEzsLqOjpTVju58hjWXP4+BzmMYferfn5ASjMFJJPHKJe752pdYfvEm5ALUtz3V8xT/9vS/EeqQ5ZnlI7VtXuixs38nn9z6Sf7ymr/EkgvrehSL+9i77+/x/UHisQ6ktDDG4NglntdxEIsf8JWnfw1/nn7L/+d/n+Zrjxziz1+6nuetjqTpHz/Yz+GBUtQsdYx8nxACJcCEhp2dOfb3FFjVkp4XO2qo4RcBNWLyXMOYaImPhYuDrqYoyGh+DlltVBYi8bGwzmFiMva1KoaXBGNUxcJytc568ov7VO3RZhohmeiP+CVJqcem5+k6gqJGONY4UgJRDwFh2/iHDlPasoXU5ZfPYKTZYe/AXj775Gcp+SWWZpYiqylVbuiys38n/7jlH/mba/4GW9mEgwMjNSVTOk9SRjPYhw5NqZg0FsnEUi6+6Avs3PVhSqV9VTUkgVIJ6uouYdnSt7Pr2T+lUjk0g6N4LhOXsQXmY3Gmi98FoylfAmEEuliI0n2EwFhj7DllL0AzslIY92B9A3awFrfwLOgKUlhIlcB1HaZWSpMkD7XBP99PpVQe+fF4g4P07dw5spZ/6BAMS9mOrecYRhhiXBeU4tqdT/G9q1+I9ANeuOVu1h45gOUH5NIZ7t98BfdcehWv3f803oEDaM+LyEgQnJJILBosMJiI0Z9OILXBEgKRTILvYQchgVKEUiC0QUgwMyEdsyEnQmA5DgJoXNJBw5r9uDkbr2CDFhgxRh1NV59W0lT/ZtI4w2ICoe/hJBKs3HwZ+7c8enITqhMmApBSYtkOQ91dHHlmO8sv2jSz45gFfnrwpxT9Issyy8Y9Yxzl0JZsY1f/Lrb3bmdz6+lHmfuLHo8e6CNXDmhMOVyxqpFsPIoUd3X/CN/rI5FYMWKHEALLStGcWsw1DUfYVn+UHUPLyShBV6BPW2NwR2eet391C2++ejm//+Lz+O4Tx9AGrGluFymiYvvvP3WM99947qQE11DD2UaNmDzX0LgWhqIu2cOEJERRIEmaErJKSBw8bAJcYoAhdQYavM0G0yRLANP5VCd3QiZ+O9OOA2N9G2Ogb2eawvEYQVlF/MhEJSlG60lREeE46FIJd/eeGRETv7sbd88e0IbYqpXYHR0nXf+OQ3cw6A6Om3kEiKkYi5KL2D2wmye6n+CKRVcg0+mTN9UYTnWZKpoyBbLZC7jyiu8xOPg4g4OPI4RNY+O1pNPrAENDw1V0dh7muU085oozqzQWiy3CtuooFHcCAuMGUL0fjWBySNAwTf7m2DoKE0k/BzmCIIdtNxKPtVczmXwaG6/EdXtx3b5qnxmwrCzZniU4n9sDperkQZXwTkI4Azevul1iaIgPfONLBEKSqpQpxpP4lkXjQB+vvv0HXPf4g2w+uDcq5p+F9K2lDRd09tFZn+ZENoXn2FhSsrgS0NY7SFdDhiNJB1+Nmc3WBiMFUhu0PFXdyfSIpVIk6xq48pWvpaF9ERWxhUPHfk5lRYVybwJjwAQSUyUhQhqkE2JCQVipXtCJD7HhbDwpcEtFfvVDf8pdX/482+78yaRGi9GKYiSyJCwbIUTU5NKt0H/s6LwRk66hCjtP5JAiYFv3NjJOZsqJj4SVoEf3sKNvx2kREz8I+dsf7+IHTx2nUAkQQpB0FEsbk/zOdau45cI2BgYeRFnpKe0Qrk3F+CxvOIhw13LU8+dN+LzgBnzp/oPEbDVjSfGzrjxeQw3nGGrE5LmG578fDtwNGBQhoholKRMV0KUo4WEjgD7qeZZVXMheEqITMaZY8mxGUKYjJWKKv+eKuWzvFxS5gwmEZbDTATgQDCoIAnShgEynx5MTHdW7iOTJFbp0sUjfl79C4b770PkcmKjnQ/KKK2h6+9uwGhombWOM4bGux0jbU79cY1aMUIc80/cMVyy6gsSGDdjNLfjHjk09q1t1XBIXXzyrjvD19ZdRX3/Z6Dnyc+zZ8zd0dd824338YiKqdwKFZTURBINEEYZTObKK2fZ/sa0GQl2u1vz4mCBASBWRCDVhXxNSEidZLW2MERjjY1sNaO2RTK6iteUmWltvQYioV42UFmHoMjj4CBW3EykcMvYF9HzqI1RK1UkOy5oZUThZZKP63eqjh/Gl4kDHUvLpTJQ4JyVtfT1csuvp6J6dg/SupQ1L+/N09OcJkglS57cQdh0BpWjMu6zLVegkxJOCsqXoziYoxWzAIIRkjDDWeJtP8RuKp7Osu/Jq1j//hQgh2LP3+wjh0Li2wtAhl1JPDJkIkDJSuTNaICQkWivkjwt0IECMfz1rHSIQ2E6MbHMrUkpufNvvcsG11/OzL36W/mNHMZhIBayqCDZsq1WtOdNhVPcVS01WVJstuoYq/MUPnuGhfX2U/RAhfWJLhmhI2TS0GSpunFI5CUJTly5gWSEGg55J0f40CELNu/7rCe5+thuEIKaiybmiG/DsiTwf/+mzJGxNRgcjfX4mwmiDj8EQ8GTZ5WSVWbOFAEKt+eZjR3jrNStGoiJTWTJca7+3O88n7niWa9e2sHlZw7i0rxpq+GVEjZic4zDGsHfXIXY+cpjSQEA20cD1dZtJDm3FJiRFiSIJYnhYhBxmMU+xHo2kmyaaGKSdTkJjqGYsR/vl7JKTYQzbMVVa1kLbN9bf0CG4gxYyppGWIQgVyjFo26B9EaWe+D4iNqoqYyoVZDpN+vrrpx8jCOj+p3+icP8DqGwWe0kkkapzOQp33knQ28Oij3wEmRzfRdhgCHQwkr41HcJqAbZwHJre/S5O/OmfRWkuSo06JmEIxiASCRre9KZZnqVRuG4v27b/LrncU5yLHdrPHMbWmYSE4eBIDnuk2DXx3NgoFUOIyOGNSMxMIRES6tIXsqTj9RzY+ymCWG60J6KakMZ1Cl4UFaBr6uuv4OKLPoMxAbZdjxCjIZZhh06pGE1N140sd/ftI+jtHZXRno+p3jFkw9Yh644djvY9MQJwmv1AJOCUyvhbt0YLHAeRSCClZHHFQy1aRFmH9JqQmB/iO/ZIRdFccMHzX8CyDRez8767SdbXQUKiVBJiBZZfn+PYo0lKXXFCXyItTazOp351jnRHgcM/78AvWQgZ4OcjAqFH+sEo4pksqzaPThZ0nLeeX//o/+Oe//gSR3c+w+CJ41GEt5qyaTkxlGVhgCDwSaSzLLtw41xPJQB9BZff+OLDHOwtRr8GIVBYeOVmusMe+o4tJ6i04/kWYLDsCq0tR6lvPcqK7Io5j/vD7Z3cv6cHS0qSzug9ayxJ2Q85kavwjcc6ec8lSykUdoA9edIHGRWfHyrVzyspGdm9FJS9kM7BCklHUXBD/NAgh8uFhCAcUxv0o6e7+PHTXXzhvv288PxW/u7VG0nFaq5ZDb+8qN395zA6Ozu57b/voLu7G22imS4VxjngvZXfyPRSz2HqyaHQlIhzgA76aCCBSzeNxPG4iq1Y1Zz4s+H8T8R0YrOni9NNrjGBoHAihlSmOhkqEEIj4ibqJ2hMlBMfi0VFqOUolSVz803YjY3T7re0dSvFRx7Fbm0dRz5UfT0ikaCy/WkKDzxA9kUvGredFJK19Wt5rOsxGuOT9x9WZ0+XZpaOLGt45SvxDx+m74tfimayx+T4i2SSlne/i/TVV83p/IShyzM73k8ut41fblIyjLHnYDR/KprYDxHCQqn0OId/FDO/W4WI0bH4jSxa9GqklMSPJNiz82/xOlyM0tFv2K9GT6xw1Jyp94YQFvX1l3Phhk9h27MruBWOUzXdjJLe08XESIjW0b6Hv4P5GWciPA/jeRghkNksTns7lusSGzqBNpAQioowuKZaezDL2pJdD97H4z/4n4ggCEE8E6dlY4a2C21I9bPk6kGK3ZEkt3JCYvWRaqAJLdo299P1RGNETqwKYcUCIZBKkaxr4IJrX0D7mnXjhowlk7zot99N94F93PtfX+HIM9uiSEk8jlIWYRAQ+D5SSM6/5jrSDdM/s6Y9ZeUSOtTEkkk++oMd7O8pjtTma2PQIaj8RrQJ0W47SA8hy4DA82McPb6SfClG36ql/Mlj2+nJuzSnY7zw/Faev7aZuH3yNFNjDN967Ai+NmRi49cVQNyWlLyQnZ05fOs6XP9pKuEgcSdDorpvYwye1cuAl+XpvvNnfQ5mAq0NQRjy5QcPjiMgI39O1UcFKHqa27adoOwGfOktVy6IbTXU8FxAjZico+ju7ua73/4BfT2DyNDGEpFTEFouA+oEP8y/iV9Nfo607EOKkAHqaKOfVRxDVImITUCaeW5uJ60ovHBO1RbMwtGbZrk7ZFHqdXBS45ugGSkgngC3AkFAmMtF0QfHIfOiG2n/8IdPOl7xwYcgCCZFRABkLAZCULzn3knEBOCG5TfwZM+TDLlD1MXqRpYbY+gsdtKSbOGqxeOJRuv73kf9K15B9yc/RWXHjsgp2rSJxjf9JokLLjiprSdDd/cPGRp6EiFUtRi+BoiiC/HYYpxYy8jnwcHHquRkKkcrSv+K5vBP3ePFmAp79v41rtfFyhXvomnjSyl//sd44QB6WYqezbswUmO5Mdz6PKHjMS40Cth2K9nshaRSq2lvezmZzGiTT7dU4tD2J+g9dBCEoHnZcpZftJnYFPer3dGBs3w5QeeJ0ajJ6WKikzY2ErMQhGSK8XWhQGX3bpzly2kveeyvS2BJRZ2SBL6HWylTthS+kqN1G6fY59CJ41iOg+XE0DqkNFji0H0O2jcsuWwJUvUjWkugoudz6EtAIS2bxhU2mbYiA/s1ha4EhUNtOIkUTUuXs+G6X2Ht866iWNyN1i6xWDuxWCsQFXe3rVrDa/7kr7jna1/i6bt/RuBWCIyLEAI7keC8513Lta/7zVmdouO7d7HrgXs4sW8PxmjsbCN7jmcR8RVIqUZSQ40x+IXVIDwQAWgHIzRClRBWHhOkGOxZz0d/sJumdIyYJdnfU+TRg/18/6kMm5bWs7e7gCUlG5fW84LzWmhOj0aoS17IiaEKUogpn+OSaPlQOeD//CjDxvrVXNhUVbGUaZbUO8RUGU+nuPf4DZSCyff46cIAXmjwqpNCAlBiNG1rJrjz2V6++uAB3nT1ynm3r4YanguoEZNzFFu3bmVwYAgZxFBjCpYtkyAQFQ7HBMe981gXf5A6itSxhwCBRiLRqBk66rOOmgw7C0Ix40aFpzvmqaASEJZOK2pSGbJBy6qkAFgyxCDRRiHXnYfs70VYFvF161BNTdT/2q+RWH9qRz8cGpxavrcK4TgEAwNTfnfVoqt46aqXctv+2xhyh0jZKUITUg7KNMYbedemd5F1spO2c5YvZ8k//sNMD/2UMEbT1f1jRvLuzyVOepYhhEKpJLYVXYdQuyiVIAwL+P4gUtpIGRtJjwrDClI6rFz5Pvbv//g0ql9j9++gtcfhw1+iqfEa6uo2k33pS+n/6r9j7Q1Jt7SSW3UcKuCciGOUjVjWgEylMCbEtuq4+OJ/wXEmz5B3H9zPff/1FXI93SM9RsSDgu13/pS1V17N4K5dFA8ewMpk6LjuBay87Eoa3/Qmyk88ORIxnHec7s1l21Eq42z2FYbooSHcZ55h2YrlDMUE/b6L5QtEGGIMBErO6vniJFOoauRHqohweOUinVvjtG10USqNHfcJQsBInFgSqeyRGjYnBS0bAprX97Gq433UZa8l3djEwODd7NjxfsqVIxgTolSChoarWLLkNyPxAiKC8oI3vZ1LX/oKnv75HRQHB0jVNbDuqmtpXLxkVjVmex57iEf+51t4lRLxVBqpFEcPHOSSgktdsoctTVdgkGP2KcHEwNiABmEwOobx68BEXbUGSj6hNjSmHFozMQpuyO3PdHHf7h4akg4GuG9PD9/depTff/F5rGpJ4VgSJQUxO4pKhiZSWRsLA/jaUCn7DJV99nTfwt7WDi5tfYqmRD+7u0I6mp5HKn81m/qSrMTndnyOzOMkmxRjIiNEMsFCRNMQoTbMQN0ZgL/90S5evGER7XW15os1/PKhRkzOQRQKBQ4dPIzx1ZQ1BspYhLLCIX8Z63hwZHmURRyRhQXzHU3IcFfwuWLe08fC0ajQ2BqaU445ZqVUq0dPQZPbIHGXRzKesWOG8rONdCTihMUYLe99L9mbXjwr06yW1pMqFBnXxW5vn/I7IQRv3vBm1jet567Dd7FnYA+WtLh5xc3csPwGlmeXT9omGBwkf+ed6FKJ+Pr1JC+5ZFaOyFQIwyKe14sQFlqfoU7uHjh7IWgDPcy9or505xS0DgnDIkEYNQssFvcQhsPnKETrEK1dhHAYTvnKZC4knV7DRRd+jm3bf4eTyQ8b41XJSZmjx/6LurrN1L/qlehKmdxtPyTxkKaUEXgNucixrUsSBDlMrhepEixe+Rocp5F8EPL1zj5+3DPEUBDSKGHp1vtJaoW97mKSOmTF/2fvveMkOcr7/3dVd0/enPdyPt1Jd4ooJwRCsgCTTZJFBhtMtn82BpODMdjwBVuIYLBBJJMkIZQRyuEknaSTLqfdu93bHCZPh6rfHz2zOczu7e7tifnotbrdme6q6p6equdTz/N8ntQA0nGIP/ssAzfdRmUqS7VSaAGpW27n4bNP56zPfJ6av3kfPd/+T7AX6FmYAYRpoouQEh4HrSEQoOqSS7n69a/lyR99n5bdz5PJZnAtP5SqKDlhfxRDpKSAWCpDdWc/FYkUwU8HsM6swTs3xGBNEtMqR0wwzwsMlNYEy4JUNjTS0XETLa3fQyuXQKAWIUxcL0lX1+2kUgfYuPELBAO1Q+eXVddy/mvfNLP7MAKpgX6euOU3KM+hsqEJV8HhnhRHckFMKViVbqEj1MjhyEoMMdLoLshbG5MuE/GsS8p26UrkQPvhTynbw/ayfslQKehJ5njHjx5naVWEoGVw7qpqNjbGaO1Lk3MV0vQ9Ea7KCwigcUe4Jjxt8GTnGTzZeToBw2atsniXjrEmEiTquHhYVCP4H2zi6CLyTUZezPhnwRBgGZKsO/x99pTGHEouKR45V/HfDx3iE38xey93CSWcrDgpiMnhw4f5/Oc/zx//+Ec6Ojpobm7mrW99K//8z/9MIDBc/XoiA+z666/nfe9730IOtyhorUmnD5BIHKa/PUv3/gbsdJTymhBVqwxcz0WoiROfhRZI4bLU2rPAoy5AzZqXFLvruBCqXCPD2xMrBf3netjCQDgCITT2ZgEb+hjctpf65VcQu/SSqRucALGLLyJx55148ThG+WjvhkqnQUpil02ePC+E4Nymczm3aeqYY+V5dH7hC8Rvu91vV2uEaRJYuYLGT3+GyOmzT3b1iywKpAzheXMcGjgRbKj8sYHVJkifq0hfqNABIAdYTCKFO3eQMoZSySKP9shk28jZPfkwNw/TjOB5Eimt/P1SaJ1DCAvDKMNx+tm370v4OSkynzA/GfxaKkJIP5kX3/iu+eu/pvzKK0k//jjl6VbaI3cxaOxGC1/jWrgC0g5tj93AYFeUD4szOZDOodAIBJ5WPLpqK1W1q9jQ1kJvTQ2yeT0vfeI+rnz+AAHH9XM9DInQmkgyTej+R3n2Xz7Jhd/4NqkHHyLz+NQ1NE4EZu3J0RoZCjF40014A/2cccmlvOgj/8COu2/jydtuQg8O+oFCAr9+zBQwLAvXdfJkQ1Pd2cuq9h5MT+EaAjWgUH9sRz4uCL/SwD7HzRPX0VDaRgqTWNlGbLuPo20/BQTh8HBeWUBWYRplpFL76ey4meXL31H0Jdt2L7lcF4YRIhxeMY4cHX7mKTKJBJX1DXgadh4bpDdpozU4MkBYZVmTOsThyMoZhSoV4CnI2N4ozQbP03mPiH+MACrCLqYhuO25DkKmpCps0p3MMZh1h9aSqT0RgnIvxHsJU43ggO1gWBJbQLUrWIdkDwobPckWgQMyBzILKgra8H+QFFaawvhtb3QLBS+OmCE3EQKebp3Yk15CCS90nBTEZPfu3SiluOGGG1i7di3PPfcc7373u0mlUnzta18bdewPf/hDrrrqqqG/KyoqxjZ3wpHJtHHw4H9yrGUbtp2PMdYxEn1nsHfb5QhLkq51wFBorxA5OwyN4gzxNEvNluMeyyLbgF54CMgEJIdXRBBSExlwcTMG2hO+W75akHqZIHLWa5ChmbvVQ6eeStmLX0z8dp8wGJWVIARqcBCVyRC96EKi5x5/omP7P/x/JO66y1c4C4X8GheOQ27ffo6+//0s/+8fENow8yJeuVwnbW2/IJvtwHEGmPfighqMLrCOCLxqCLQIcqvBXcWwx2ReVRvyhoawpg2z8uEbn0r5hEDKCJ6XASQBqwZHGLhuEnDz7SmkjCKlSSq1b6h45dR0XeVzr61Rr1qNjVS88pUEk20cvu1GDCEwnChCmhiOiVIKJ5Tk7pbf01KzloAVIiAkyvOIdRwjkkkxUFaBzGb5wP98l+fXbWTVwX0EXA/P8OVmZT4MURsaaTtUPPoEBz7+cbwnn5zpjV3c8Dy8Ll+CdvC3vyN+8y1YK1aw4Utf4OBT28gMxtFopDDQI4pUTtiUY6M8F601kWyOlcd6EFqTCvqeFyEEKhDEyuaI3An2kgx6iTmKGGjtobVNWfkZxKLr6Oy6DcfpJxxaOq4/KU1MI0pPzx9ZuvQtSBkcd8xI5HKdHD16I339D+N5aYQwiUbX0Nz0OqqrLxw6LtHT7W9wSEnXQJb+lDPKEeUIiwpncGbCAGOgx/yrRv6R/7VtII3thagImfSmbRIZh6w7MyZ0ASa1CNpQaBciwicMEsEVWARw2YbLuO0IOYhVcz/u4Dk+GbF6EBi+Ap9b4RMV/HAty5A43sTzo+/RKR5SiEWVxVlCCQuJk4KYXHXVVaPIxurVq9mzZw/XX3/9OGJSWVlJ4yShMYsBtt3D7t2fofPoTpxUGcqtAzRGMEnl6geQVpre5/8SHY+hwr0I1xg18Ws0pkyyib3kvDLKzL4J+zlelaq5xkShVRONb4JyWJMcOTcQQG91AMcShDMKEQEzrNGeBDOIaN5IRg7Sn36ECk6feftCUPs378NsaiR+2+14vT2+8V1ZSfmr/pKq17/eVzs6DmSee57kvfcipESOqE8gDANtWXiDg3R/69ss+/a3ZtRuLtfF7j2fJpXah2mU4co4Ss1z4rsGTHAaNVL55ETHQGbyBbENIMg8EhNdlLdEyvCIsDZBgbAVihECZLKHx53nugO47kCe+BTuZTHPt6KqamJFtWNP/wRbDGCl/ByAgmCYlBKdifJY3dlE3QQqGAGtqD7aSlkyQTTZz4Z9T1E10M3hqgBLDu+gum+AnDQwhB59i4VAWSaGbePedz+imAKKJxuEQFgWIhpF2zb2gQN0f/wfuOBLn+fW6/+D9OAASnkFzdcJwsWG5yqtNWhN/WAay1VDpMTvRuK6DjISwRxwCO9wSTUm82IJvtcNXCyrhg3rPwOA4/Tnz53YXWgYIT+k0E0SCExOTHK57qHvtGVWEgzUopRDIrGT/al/ZdWqD1BX54erGtYwEe6MZ1GFPKT8pUutyMrA3IggTAFXwWDapieRxZnlvsgWDF9cMf93xvGGfo8ieDsBmhD8lJGbES6h5puQgW6EiuAmNqG9sqHzhJFFKwsI+l4kTxWdQzIVjLy+wtZllcffWAklnIQ4KYjJRBgcHKR6ApnWD3zgA7zrXe9i1apVvPOd7+Q973kPUk4cEgWQy+XI5Yarosfj8XkZbwFd3XfS27mbXLwm7w4GEHi5crQyiDXtIHHkHLx0I66VRAVyuI6J0P41KGmzVHcSEzamKf1Ca5MkoU9n0i+Et2Si/guVHqxixtBwKnTtgnlUgkrFDKQerkwhhIaAhGgZxKowsjkSiedn3b6wLKpe/3oqXv5y7JYW0Bpr2XKM2PEXOQMY+NX/oW0bWVY2vm/DQJgm6ccfR2UyyPDUxSBHov3Yr0il9iGEhZ3rQKniq27PGq6fN+us0wT2QPZUhQ6C7AUjX07UXc54r8lEOQVzajBZMGS0+E+KYRS8IzN/NovzxozGkuaJ8wUGuh5DeAx5N0YiLqIcNZZR7vYzQAOBRJxYKkllfwdrD+7AdG0yoQiZYIiAk+NgfQWD4SArewexxjYmJcIvhjHjsZ8UEAIRDCCkRIRCKClx2tqofn4Xr/vkF/ntv36GRG+Pf+yEOSwjt/r938uzOXQhjEfjty0FWik8z8PTFsbeeipf30g8vgOtXQwjSFXlJaxe/TFisbUAmGYZflifmjAfpSC6YBhTzykdHb8jldpHOLQcKf3lX8ogphkjm23nyJH/oarqAkwzRvOGTey8/15ymSy264sAeEj6rUocYWEGHHbH1k/Z31wh56pZhYsV4KfiDzcwtimNoBkDRhATI9yKtHrRTjlG+Agy2IHKNaG9EEgXI3wAu+9yVGY5mrkRBZHC95bEgibXXTA+h7CEEv4ccFISkwMHDvCtb32Lr399tPLQ5z//ea644grC4TD33HMPH/vYx+jp6eGTn/zkpG19+ctf5rOf/ex8D3kIXZ13Y6eNEaRkGMqJYAW7iNTvwT7wYsoSawmu6ieR6yObzqGVIKBiNESXUxYIErA0pMNgT77DOxE5OdHhWzkAITC0HhGlOwYiXyeh+QyoWAZ7/zDmyKnVwTQ+AcoAAUbnTY/tT4x1swsBVsjvN78bLuTwV8VuaSF34CDCkAQ3bJg0eX0sZDhMaOPca+d7fb7XTExGwKVEuy5ufz+BIolJLtdFe/v/kct1onXBMzD/PjiZ8pVGnWUas1Pg1WhkhqFwRj3RZvBkFsFxhJiMx0giodDawZBB1AKqlA0MbCMSWT7ude1NThT8hG1BITAkPDhIIJdm9eHnkcojFSnDsQJEczkkEtNV9JSHKc/ZNKZGpwML25mwGOpCQE/w7E0sGjt7iEAAYQ17L6Vl4WWzJO6+hxVvfStv//fv8MTvf8NTf7iZbDIxzYA1ljc6F08qheUpPGHiIdDKQ2iN0jHOPOPH5HK9uO4ggUAdljV6k6Gq8lyOmOXYTi/BQN2YrjxcN0F93cswjMnDTT0vQ0/vvZhG2RApGYlAoJ5sro3+gceorXkxjWvW0bR+A0ee3wGOoDPQxOHICrJGCIUga4TxpikAO1c4HlICsB/FWgwmm8Ms4OCY+kzCGgShEATQaIR0MMKt+KlGAo2DVbGNXGYJw9tax49wwOCT12xiWdXcbFyVUMLJhhNKTD7zmc9MSwq2bdvG2WcPV7ltb2/nqquu4vWvfz3vete7Rh07koCcfvrpAHzuc5+bkpj80z/9Ex/96EeH/o7H4yxbtmzS448HWiuy6QGUN9lt9xdaw8qABtOLsLJ8Jee8ppl4PIF2JfX1dYSddsSv/gBGAMqXQO8BSHVO2u+JIiKTrSUKsPLW3ITpAoXFzgzCigtg2Yug9RHIJcAwh993cxMapYUIcBc/8mes2TbWU1MRd+mrsvyxCAGBGNSuh0gtWiuUcqisOAe3t5eeG75L5qmnUKkUALKsjOiFF1LzzndgxGZWsG6uYFRVDyXlTkhOPA8RDGJWVRXVXjK5hx3P/R3ZbOscj7QIGCA832uigj5/FyM/wAKTHZJfm8ZimVNyMrJZD8dNsJDFJru676Cp6VXjwnliwXUk7L1oW48TACnXKepVB4flOgAM16Wmr4OAnSUVKUNLP0cm6Nh40sDUGgdNTyxEUyo7dH+F4yLnotL7LFAgJdoCLUF64IXAyGiEN7efbeF7jWEMhViqtB+eZwWDbLzgEp645bfTthNyXMoyWQYjQarSWaTn131xJEjHRZj5z1Brglu2ABAM1hAM1kzYXjBYT2Pjq2k7+hOyuQ4CVg1CmHhekpzdQzi8jIaGV045JscdxPPSGMb4zYm043KkL4Ny0vxg+308csxBCIhZ66kMRdHuAB3BBlxhEFA2STOGJ4x5D+OaKzyIy8VY1CDoHbMy1SMYRPPI2JVC+z5DX5xi+DpF3nOL8DBCnX5ivBrnX5wVlAbb9bhvbxcv3dRAeXhu2i2hhJMJJ5SYfOADH+CNb3zjlMesXLly6Pf29nYuv/xyzj//fL773e9O2/55551HPB6ns7OThoaGCY8JBoMEg1MnC84VhJCYRi3C7Mm7DcbCnzDdXH63TEBFXZiqqiqqRhmVq2D5ebDvLqhcAU1bYP/dTE4FFg8UvgfDhnytbMbswgq/iCMCKlfCuishWgMX/B089A1ws4BkqAL1BMnYKv+Ty7uLTP8MMsIvwiW1HvXg1/TbHGsMk4kGCIlKZOMWkCZa+4pLgWAdVZHz6PzSl8k89zxmdTVWTQ1ojTc4SOK22/AGBmj8xD8hrIVfSCrf8HoGb7kFnckgoqN32bTnoT2PyIteVFQYVy7XxdPPvIdcrm2+hjslVAxwIdjq55UIF/8DdBjPMIt93OeFnEy++zofECKEnevCcfoJjJCEBWg646/puv9unGASKxcbLniHxghnODe5jZ3lZ4BSuJZFOJP3sApJwHVp7OunZnCAZDCIZxiEcy7lmRwy53vKRt65hTZDh0hJ3pEhPPBCgmwzmP2C1sZmlu7pIWjnjlusTWezvhKZEOA4/t9CYC0dTjh/+o4/YGenUf7SGk8IBiJhXGljGwYRxyNrGQgDZMwlEMpixUE1GgReEiSX6yYYrMPzXI51/JJ0uoVwaCnNzW/EMPw5ZemSN2MaYY51/Jac3YFWLtKIUFV5DitWvIdweMmUwzKNKFJYKJUDhjdRDvYkae1N42mPurCiPxsgZfuEO5mDDtEAsToKJnkKP+H7ZCElAIdQ/B853kCQpQjS+DlUYQRJND/B5tiY77OXWQ5eCGGk0N7w/fJr/miElcJNrcknwM8dcq7m988e45GDvbzpnOWc0lTORetqKQuVSEoJfx44ocSktraW2tra6Q8E2trauPzyyznrrLP44Q9/OGXeSAHbt28nFApRWVl5nCOdOzQvfRl93TvxpJNPnBuGEUygnDDpjk0gIBAyWX/uxISKCz4Eg+3QtdP3LBgWeIuvrsBY/RoP36SzhaBbCqo8RcXYMzwHonXwkk/7pATgoo9AWSNs+z70H/arz8fKIJcEJzWqPwVkC4um8O3ZgNb0SYMe02CJ41Kv1JDz3VIma5PLOFAbIhMAckeHXDnBYCNrVn8U75F9ZHfuwmpuRhaS1YXArKpCBYOkn3iC9FPbiZ77orm7d1qTcTOY0iRgTJ4gH968mbIXX078zrtQiQQiHAYh0LaNtm2Mykrq/u4DRfV58OB/kMt1cMLkEySoCpBxsPaDearAWaYxkhqkKGxi5nEiibjHQprpllXj5ydMkPxctmwrK2rfTkvPf2OH4kjtT+tKusisyWWZSn7bXMExx6Ojupa1kShBx2X9gYMs7e0nZPvbBDnDwDYl0axNwFMnjpDks6uHwrcK2gIC3LAk0RhCuCCDNsHKFINlZSQiTaw52oJxvHF1Ba/QCC1xa+UKtPa9UUd3Pze9lw5wTAOhNdmAxb7GKlZ3DRBWDqbhIWwNtsCtlOTeUE1W3kNuTwuh0DKOHftlXmLan4D2H/hXli79a9at/QeEkDQ1vZb6+quJx59DqSyhUDORyJqiahWZZhlVVefT2XUrllWFEJK2gTQtvWmU1pQFkrQlmtjZO4F6X95LrRecms4d7sKlFcXFWGzK09gHcbgfl4MTbHBptxwncSpW5RM+JfMi+A+jh7DioEI4fRcz198Ojf+IdSdsrr/vAHVlQVbXxvjIS9dz1orivN4llHAy46TIMWlvb+eyyy5j+fLlfO1rX6O7u3vovYIC1y233EJHRwfnn38+4XCYe++9l3/+53/mPe95z4J5RIpBY9PL2PfcnajoDpQdQjkREAoj6O9iDhy4FCddi2lJTr10CVUNk+zGlDfBK74Bu2+FPX+AeDtkJlboWjCYIahcDT27IK8JP9oJPkwcYlpT5umJ04aDZRCthaatw69JCWe8BU57PfTuB+X4OSA/+ys4+lQ+z0TjAem8JOdIA0IDrmHyw6oqgp7Lu+IJThERaNgMZ15H2ca/4FRD09v3IInETkARi26gpuYSLKuS9vv/2ZdPnUBBS0Yi0N1N6pFH5oSYeMrjgbYHuKvlLlriLQgEW+u2ctWqqzi19tQJz2n6yleQZeXEb7ttRB0Tg+C6dTR9+tOEi5AK9rwcvX0PjHjlBJETA1KXa7waReCgwKvXuE2gTQ1hTnCSVBDTDOF5mbx60vzDNKsxjCCx6EZMs3Lc+1p7lJ93KXUPHyVxaBu20e9LwNqradjweuovfxO/djy+f7idx/cewhQW5xxopSKdwZWSnGlgKI9ozqYq7eEYBjoSRiTTw4b6QmJMmKcKaXQInIhBNhAg3OcQjLu4YUn1sQTKCdFjVeGYJtJx5ubxGDF39H3nBlIPPkjzF76AnS6+jo8GMgGTTMAkHgqwblkH5baLl5Pk6iTmuc1UrV2B0i4DA0/gunfnz5T42zcKpTK0tn4PrV3Wr/sE4IsuVFXNbp5pano1A4NPksm2EgjUcaTPF29wlcVdhy9nZ98GMm5kVm2fDNiDYs/E4QoTwum7EIHCLH8eERheX7VbTq7nUrRT3MbqbOEqTTLrcrg3xVdv382/vW4ry2teuJ9PCSXASUJM7rzzTvbv38/+/ftZOsKtDgW3KliWxX/913/x0Y9+FKUUq1ev5nOf+xzvf//7T8SQJ4Vpxjj/sq/wp5u+gScewwjFQUucVB3xlvNIHD2TaGWAs65eyamXTO2aJ1INZ17r/+z4Ffzm3TBlsbb5hISz3wXnvx9ufD3E2yA3MLTADyle5f/N4XsyIkxgZwbKfO/P/rvhrOtGv2cGoGHT8N/haj/vxCOv3DVcoblATiw0CkGPZeGZAfYHLBJVp8H5H4fl5/reJvwvQ0P91TTUXz3u6ryBganDtAwDb3Bwmns0PZRWfO/Z73HTgZtIOSlMaWIIg650F9s6tvHere/lxctfPO48aZo0ffpfqP/wh4Yrv59yCpGzziq671yuPV/XwMjHVZ9Aj4QF2bM02bMWW3iiTSRyClqrfIG6dmZ/n0YSP4NYbHO+iKJPeIQIEgo2IWUYITUNDdeM2xl33QT7D3yNgYFt6CobqizI1mLKCurWv52GRj/voO7IEd75n//OtYcOkT16FNtzSQVMP4xSq+Gq5hpMTyHS2RNDSkZAANoE4Qi08GlKWZeN9DReQOCEJKEuF9IZ6vp6EfOlQqAUuWd3cOg1r6XmvDMZmOrYkWMY8VnJGg/3Aoce18CzDTQQy/kKkAKJ6xbUII0RqlsGWkvApa3tRlat/DCWdXxGaSSyivXrP0VLyw30De4mZg6Scyq59dCVdKbqyXozr9X0woaJ3Xc5Tvx0jMhhhLRRbhleeo2fBDcn0D75kZ4fBqj9UGaFRAC2q9Ba05XIcefODt518eo56reEEhYnTgpi8ra3vY23ve1tUx4zttbJYkYoXMWVr/80+7cfZO+TO0j0ubiZBuqXVXH565bQuKqczkNxDjzVRXldhLplseld9etfBuFaSHctzEWMhRDw+Hfgsev9HBHlYOhhx3/BBJP5fwP45SgmDMjL9EFwmR+yNR2aTocjj4OXyOesaEJK4wqBBKT2SUnaMNgditIfjFEZrWPD1f/tk5oiYTU1YR+eeDxaa/A8rEnymGaCB48+yI27byTrZilUmgaQQmJ7Nv+94785tfZU6iP1E55vVFRQ+ZrXzLJ3iZQhXHeW1bP/LKBJJvdQWXk22Wwbwwkws2urgPLyM9i65Xr27fsS8cTTeJ6LlBagMUyLpUuuparqgtFna83BQ9+kr+8hgsF6zLxUrA4pbLub1tbvEwzWUWFsputfv0qupQWztgZ58CABrclZJq4cDrc0lS+oKrVGLgJJYG0KnCaFMSCQGUkwq/BMyNRZ2OUGmBpPKYKHJDXxAbSQ81t703VZ/ciT9K1soD8WnjKkK5rN4Ulf4DprWZgxF2EqVMrf3BACnFwGL5fD1t1MVrhUCIHWEqVyHG37X1atfN9xX0ZZbCObN32dp/Y/zm8fv58j8QY609XMpbLUVFhsNbaKgXarcOPzEUblf/uCho0hPZQWSKWpDffSlalD6QABQ5DIujSWmzx8oLdETEp4weOkICYvREhDsv7staw/e+3Qa1prnr+/nft/uofkQA6tNEIKqhoinP+atSw7ZRJDWmuId/oelEw/zKJGwswwdunXfihVYbUZUXxtojj1Qp28iVoCQLm+58cqQtp2/ZWw+1YUHYi0H+KnxHDIWEpIhBGgK1bF48u3klYZrl7/WipmQEoAYpddSuqxx1DptB+6NXK48TgiFCJ60UUzanMkHM/hvqP38akHP0XSHZZ/DpthAjKAQpFyUxxNHuWhtod49bpXz7qvyRAKLSEaXYPjPJn3mCxyjAnXm+SgObdUlcqSzbbna5jM1MQqSD0MnydlmFUr308gUM0pp3yJgcEnGRh4AuWlCYWWUlNzCeHweKXAdPoAAwPbCARqhkgJ+CIbwWAD6UwL7bv/l9xdTWSefx5ryRK8wTjkZbrLMzlcKXGMfF0WpU+YHPBEkGYIw/BQdTZ0gchAuiGAG/MNflN42DJEV20NyzuPIRfgmTU9j81tPTyythlvkjzHcM5haV+CozUVoDXRnI1yBWgxvDODwNMaNz6IFxm5ETDR3fe9JtnskTm7DiEkyxpO50A8zkB6/taLiUjIyUZK5g+FOyGwPQvtBdAITOEicIlZKTztAWVDxS1z7guwsGkJJYxBiZgsIjxzzxEev+UQnqswLIGQEuUpetqS3PG957jy3ZtZfsoYOcknfgx3fQJyIwtDCl9K2Cs+lnZmyC830vRJxDRHwvjFaGrjJ6/MtayIOOrmM/E2vBrv7m8iVABpeYSkIi4EaSlwERyTkv+tradTeFyx/AreuHFqJbiJED33XKIXXkDq/gcQoRBGhW90eAMDaNel4uUvJ7R50/QNTYAjiSN8/pHP83jH4/mFaBgZN0OGDIYwkEiSKsnh+OFZ9TMdpDRZ0vxXxOPP4M3bszPHmJKczD0p8aHJZo+hVHb6Qyc4dxgGplnO2rV/T23tJQBIGaC66nyqJ6nyPhLx+A48L03Aqhv3nrJz6PZB+rMPYNwWhmQOnU6j5Sj9OyylsE5wyNakyGYxWkBaIFyN1oJQn0s6CoahUNpgwK0hFwrTV16BY1os6eksKjl9thBANGtTk0jTVTFGHlxrQrbLuq5+LE9RP5iiqzyKJwVudwA7bWJFXOyUhaHU0GcxVe2RfMOAIBRsntNrqS8PsXVpBX/a2zOn7RYw0VcvYIBdsq3HQY3QlHO1ydHUMqqCA2yueYbHO84jYEpsT7GhYXwR3RJKeKGhREwWCTJJm6fvbsVzFVbIwLUVKu950BpyaZc//WQ3b/38+b4imZuDX78bdt00QWt6DCmZK+d5YT9VgTD8JPUiE+5nZB9q5UsgL79g+mOFIJlcR/pgM2XLMlgyjlQOYW2QoJxnrRjPJBSbVpzJ3174bjZVbypKwWZcN4EA9R/9KAMrVpC4626/qKEQmA0NlF99NRWvePms2k05Kf718X/lic4nxpGSkfC0h4fvldrTu2fG/RSLqqqL8LzZGNwnEEP5ERPH988HlCo+CXoYAsOIYVmVlJefQVlsPc3NbyIQqJxRK053N/0//jED++/CrOhELdOIs5qRIT/mXXseuf37UbkkImwgI2F0ToFpolOpaVpfXBAaX1tc+L9bKUWo1yVREybu1ZBVYbTQeIbJgaXLWTLQC878eQAK4aib2nqpSmU5VhXDlgamUlSlstSkMhj52LjqVJZY1iYdtEgFLfr3lNNwRh9m2MXLGBgazFgURxQkQiaoyaQ14CFEkKVLrxv3/vHiH6/eyEMHHsI53gqGIyCBF62uZjDtcLg3Rcbxia8U4C5SDnwiIFGoceFzw5/DYK4MT5ko7SfBm1Jw5ebiivmWUEKxuP7667n++us5nA9V37x5M//yL//C1VePz7VdKJSIySLBwe3dZJMOhilwsp4fxiXEkFy88jSJ3hxP3HqYF718Fdz31UlIyXyhoFsvwAj7qlnZ40/2nrgrARd+xE90LwLpp58mnajFTSxFCN8o0dovo7gV2NTWRpAgS96y+biGJYNBqt/8Zipf9Srso0cRUmItXz6hUlexeKT9EXb17cJVLjK/VE2HHT072NO3hw3V0yttzRTHOm5iIYsGzikWsK6CFGGUzjIzwi8wzTJMI8qK5W+nvHzLjPuN33EHxz77OVQigTYVoagHtKHu7kBduxa5qhb1TDuB+wcJaA0xA2FF0DrpK9stVu/IFBCIIZETANkv6QvVkQlH0IZAaI3luWzo7yW8YgV2S8u8khOAoOtRm8pRk7GxHF8RMBW0/KjWEc9hwFNEE2nq4/DkrgZ6TUXlhjiBCgfTgxzdWLKS6upL6Ou7H3DzCe+FmC9flrq5+XVY1twXcN3YVMFfbm3mN9vbUHPFTQT862u3sOtYnA/89CkALOmvZVrrGfcjACkF3pwNsHgYzPdsOPE1+dt/Jtu7TvOP0LC2voxzV80sBLmEEqbD0qVL+cpXvsLatX5awf/8z//wl3/5l2zfvp3Nm4/PZpotSsRkkSDRlx3SLy/kloyEkL4jYe+2TrZuzRJ85uczaH0uJnTtD84IQP0mSPf49UbmBWJGNVm04/hGFwKtJyAJUoI7d2OVkQih9evnpK3tXdvJujPzUGS9LH84+Id5ISbZTMuct/nCg4lhhhGewJuR50RiGGGUtsnZ3dMfPga5Awc49unPoJJJZCyGMCRuZRylXIxjHnx/H7KqE/P5Qb9WBoDO4sk2/zuQyZyUxAR8clJAwHVp6u2mtWkJluPQ3NNF0LEJppPYWsNEifsTedWOA1owFIol0H5ld+XX2hkLqTSeIfGEpHdXFYOHyyhvStEQFqy+9ENUVZ1HIFDL3n1foq3txnwBRF9hUIggzc2vZ8P6z8zJuCfC312xjkcO9tEZz2JIv8DfOBggQwYqVZyZ/onf7KB9MEO+4H1+bdOzuv2Fc08I5jFTfzjDpFAfRiPQI6JTNY62kEBFxKQyYs7KK19CCVPhFa94xai/v/jFL3L99dfz6KOPnjBisjAyHCVMi1DMV2txHTV53JMA1/GIP3n3zGuWCMP/OR4I6ROTTC+keiCv3lRQ9SnULRlbVHHGUC4kOoo+PLh+vV+peYLFS2uNzuUIbth4PCOaN+S8XL6esi7KWxKUfrjOw+0Pz8t4gsHjVxY7+THV4m9gmn7layEDzGQKldLCNGOAwJAzl2Xt+9GPfFJSVoYwDEAQSESRhoFXC+YRhdw+AI72C1Fawi/I6Hn+92OevQgLgUIwaUU6xWkH9rKx9RDl6RRBKTGiUf9aF8CI1QVrG3ANiaE1IddDaI3M9y/QoBWmUvRFQ5hoAq7Ciguyu6NUGS+moeHlBAJ+LYz16z7BxRc9xZrVH6e5+Y2sXv1RLrn4CTZu+Owog1RrjZpDgrmiJsp/vvkMllVF/ORrKcg7ODClYENDjG+//RxWVhdX4dwQsLczQUtvemizzVWaAnebDYTwx7XQmMMIt3HwJSgEI7UrNRKlZf4v//8KGEy77OlInBCvUQknJ+Lx+KifXG76vFHP8/j5z39OKpXi/POnz3OcL5Q8JosE689p5IlbD5NLu+O8JYWdJsMUWJaBSg8OVeItGnNRDC7WCHUbfHJiZ8BJTUlCZi3dKQ3o3g0bipN/LrvsMuK/vxW3sxOzoWFoEdda43Z3I8tilL348tmMZN6xsnwllpyiPsoYhIwQGS/j55vMAyqqLuVg7usczAlySlBpajaGPGrMKRLMX3A6OxohQvjVx0dP5lIGgJEEvzgDUQiLQKAWpWyCwXrKy0+ffhRaYx88SOrhR/AGB4jf88d8WyPqY7gmwYEyXJlBOPmxRiTYGoHp8yYhFsxgzw8QUVaGzmTmN6RKCIz6ekQwiNfTg7Jt/1qLUGvzhbE0ygJpi6LnqcLT7kiJQmN4fiFZV0oitoulFBnLRJsG0lOEHQ/bNEiWRYlqgdKanIAKBadc985x7ZtmkJWTSAInH3yQ3h/+iOxzO8BTGA0NVL7yFVS/851I8/iW8tOXV/GHD13Eb7a3cf/ebjKOx4aGMl5ySgNnrajCNCS/f7SVg0fi07algUTWndNZIWxJVlSHef5YctpjT54ZafKR6hGVvwpHtQ9kuXXHMV65dW5FEEp4YWLZstFKjp/+9Kf5zGc+M+GxO3bs4PzzzyebzRKLxfjtb3/Lpk2zE/OZC5SIySJBpDzA+nMb2HFvG8rTo3iHzrvDy6pD/qIfa4BQBdjTT9Jzikw/pPv8/BI3g8JA4Y0rnjgSsyIn4Wro2FH04YFly6h997voueG7OK2tyHAYhPClfaMRqq97G8F162Y6ClzlcmDgAGk3TW24lqWxpXPuSr9k6SXcfOBmerLFKeMUEuRPrZm4AvzxIGEn+I9nbuCx/iCOUkMhGI8lDS6Mubwo6k2QxiE5eXJSJMUSCa0LhGT0OUr5EsGGEcXzxiaSTxyRLmWYQKAO04iitUdT42vzXpcp+ndden/wA+K334Hb1we2jRoYAK2HJasLhUSVgZGUvi0uBNIsQ2WTfrb4SCN95C57UVLLs4eOT2/AHi+CGzdiNTSglcKxLNyuLt9rOtF1jXhNA16FRpVrBt7sYrUJYrcamP2CYilKwPWG1Mw0AtuQIAUhxyPkKrxQiJwQpEIB2ipjZAV4notrSAJCctZfv43y5SuKvta+G2+k69//A53LIUwThMBpbaXnP/+L1GOPs+y7Nxw3OQkHTN5y7grecu7E47pwTS13PNc5rdEfsiRK49e7nSNkbI/+dHENHu9TvbDEZvreCmtoOGDw+2fa+YtTGzGNUrBLCVPjyJEjlJeXD/0dDE5eEHTDhg08/fTTDAwM8Otf/5rrrruO++6774SRkxIxWUS4+A3r6WlNcOxgfLiAuwBpCsprQhiWJBAyKT/vauj+pR/uNJ0npJCcMhdwM9DxjK/fqRw/KXHE22rE3yPjZ2cG6Y9ZzizsrOwlL8FatozEnXeS3v60Xz/goosoe+lLCZ868zjJB9se5Nd7/o/Wvr14ToogBqdVrect53yEVTVzFxa2vHw5bz/17fx/9/9/6CKWw5zKETWjvHrt3NcxueGZG9jW9Rwx0yKAh9YOWkNCwX1Jk3JDc0p45LNkMLxsnhx7lMVDA2a+wB2MJidZIIAeVS/IGPOvn7QcCNRhGGGEMDHMKM1Nr6Ox8VXT9t7/69/Q/6tf48XjvtdBD5MMnc3637XoMLnRBdJhGAjTRASD6OwU1dsLNTi0np+8k/lOtDdNRL6ekJASa+lSZDSK3dKCSiT8vi1rvMdGgFPjb/xktircRnCbNUZcEbvTgKz2yUkg4LehVD7xT49sAhM/F9DX09KYSo2qAWMqhd56KsfWriBzcD9uJoMUgvr6Rs679h0sOefcoi/Vbm+n+5v/D23bfhjfiPopKpsl/cQT9N5wA3Xvf/+sbmUxSNsukYBByJJDKlsTQQKO51crn0t4GnpTxUuYH8+MtPAz2VhR/fGrpqM03fEMUviek+U1kXHHlFDCSJSXl48iJlMhEAgMJb+fffbZbNu2jW9+85vccMMN8znESVEiJosIQghe+s5TuedHO+ltT2KYkkDYJBQ1sTO+VOzmi5oJNTTB2e/0PRi9B5h8KvVjWOccyl/sVT43QuSzJEaSlMLCMCOCIi0/TCwXL66GyRiENmwgtOH4E8Lvab2HG576Fna8jZCTZUBAq4TdHT3c/PtHeMPKa/i7Cz9D0Jx8B2ImuHrV1Xz24c+ScqeXcg0aQd5+6ts5vf70ce8NZAd4sP1BdvbsRKHYULWBi5ZcRF1kfJ2LsWiJt7Ctcxs14VrIJvA/uQiel6ZcOPS48GTaYGNI5TfqjbzRXhBQPRm8Jr5cr+clESKIEBZa59DaY7wnRY7xjo02dZRKjTrWNAv1BXyiprXG89I01P8FZeWnYRoxKivPxrIqpxyh299P/Pe30v3tb/sGNsAEO+E6m0WHQn6uidbDRU0tPyxQhkN4k8UUF0iDYfg/dvFCE0VjvomJEL70cVmZH/J25AheVxcqlxvudyQpEQIMiRfxIAzZjYr0BQrp5D+xFKgoiKDASJkY0agfQus4aNueMCRNMDqobwhaQy6H9dQzXPy6N+C9431kU0ki5eVUNjbP2Ova/+MfozIZZDQ6ipQAyFAIz7YZvOX380JMtNb835NH+fc799CbtKdNQhfCJyXzYdxPmJQ/CSxTzjk5mn9M/VykHM2xgQz9KXscMXE8xbbDfTy0r4e+tM2yqggv2dTAuvpYKWG+hBlDa11UTsp8oURMFhnKqkNc9taNPHPPEToPxXFtj1zao6w6xMbzm1hzZt7I3PpGv9L7E/8NB/44iYqVmuftn0KlaD3hlDqj6VBICMTASYMZhPXF5ZfMNdJOmp/vvBEv3kbYybLXhIJJIoCM1vz48O95anA/N7zsvykLzk3Bqy11W3jk2CNDfxcS4kcibIb52qVf48IlF447f2fvTr751DdpT7YjhE8VH2p7iJsP3Mzfnv63nNN4zpT97+zdScbJUFu2jIxKkM0dw5AhLKscpV2iKkGnA3EFFQaAn/ckZQClPE4GYmJZ5dTWvoyenrtx3QGECGIY5Wjt4Xk2Wo+s5K7R2pdykNJCyjCelxrhJSlcr09KxDhhCT/sLRJdR9MEHhJl26QeepjB39+C19OLWV9P9PLLSdx+O9kdO1Cp1PBO/STEQSUSaMMAzwVpIEIhcF20Un5+hzfJZ6KUTxy0RgYCPiWbD3Iyn3BdvGQSI5fD6+/H7ejwk/sny2mREnVWLYk1neTWaVS5As9X1wLyYXEarxIsFQYp/bnNMPCUml2ujOvS9eWvsOaeuzGWLpv++EmQ2+9vPvmCB+MhTBO3uxuVzSJDMxdVmAxZx+X9N27nT3u7fHWtQn/5f2U+GjBgCrJ50jCfyeIz8YJ4nqIsaJDILf55aSbIupqdxwbZurxy6LXBtMNnbnmeB/d1k8i5Q869Hz18mDees4yPvHR9iZyUMCk+8YlPcPXVV7Ns2TISiQQ///nP+dOf/sTtt99+wsZUIiaLEJX1ES590wYGu9OkBnIYlkHt0hiGOWK3zM1C8xlw9b/B918Cqc4FH2exUa7TLSgCQFg+uZIGNJ8JFUuPe3yzwfau7XQNtlDjZNlhCpy8J2gojya/GO/u38uXt32ZL130pTnp97pN1/FU51PklL9LMZaUGBh854rvcGbjmePO7c/2840nv0FHqoOlsaUY+TA4pRXtyXa+vf3bfPGiL7K0bPJ76io3f32CUGgpnpfGdeP4kqUSw7CwXQelC5+mRAgDrQvylos9nEuilEc6vZ8N6z/D3n2fw3H68zkj/thNs5zKyvPo6bkbPwHeQMpAPuFdYJrlKOXgeUlisU2k0/vzEVbjp1GlckgZpLrqArLZdrp77qa/7xGUtomYK9A/3Ym6fR/YwwZv/LbbEJaFtXo1dHdPmQOiATwPD00mEqG7uZ5oLkd96zFUf//0tyPvVVC2PTmBmS0mk+ydS0iJDAVx2ttxu7vRudzk15FPiB88v5fMehd/Q8UAR4OjEBpy6xWhHQYojQ4biHxTKpfzZZZnCS8eZ/A3v6H6rW+ddRvCNKf+aum8vPwkxGUm0FrTn3bIuR7/+cf93L+v23euCb+WiNb+zKQUBE0DT3lDpGS+IUTeN1tEd56G1AuwxLwG/ri7izeNyAP66h27ueP5DjylEEKglMZTmu5Eju/cd4DysMW7Ll594gZdwqJGZ2cn1157LceOHaOiooItW7Zw++2389KXvvSEjalETBYxKuoiVNSNiSWNt8Ozv4RdNw8no89XocM5wnTriDbDiGgdWBFQNpz11wsyrokwmBsEN80gYOc9QWND1Px/NQ+3PUxPpofacO1x93te83m8+ZQ384s9vyDjZkYRk6AM8p7T3jMhKQF4qP0hjqWOjSIlAFJIlsSW0JJo4U9H/sRbN01uHK0oX4FlWGTcDGEzTCy2AdvuwbZ7UMomh2BJxWq2rnsJ3R2/wc51otFDIUyum8iHRGn0UNbr4gmlkDIIaBynn57euxHCzIdyuZhmGbW1L2b58ncRi65l2xOvI5HYgWGMD4PQysYwwmze/O/s3fsZBgYeRysHMUJZTSsHrR0qK8/FdQfYt/9fse1OpAghhEGi5UnUhhSRuEXZtnKkYaIcB51IoD0Pr6dnQlIy4fdICCxDsvzwUaTjoFVBqrZI2PZwvsnJAgFoDzMqCF/wUvp++JPRpGTkZ1bwOgmBzuTDvKThHxMQEPBFA5x14NYpAock2k3gyXw9pOMgJYX+E3+897iISfSCC0g+9BDKtscVc9VKoV2X0KmnIq3i1f0mwuOHevm/J46yqyOOpzQHupJ4yt94kAWhBSHyxf80aWdhDX+tZ7b18UJV1m3tG66ddLgnxV07O3E9P3zOHRNGZ3uar96+m7/c2kxd+dx500p44eAHP/jBiR7COJSIycmE/ha45YPQth2cjJ/4PhcywLPE3OyRC1T1VgzT9nNLll9wwsK4AMqD5aA1g3lFqrF7kIXrtYCkk+RA/4E5ISaGNPjgmR9kU+0mfrfvdxwYOADAuqp1vGnjm7hoyUWTnvtcz3NIIUeRkgKEEASNIE93P81bmdw42lyzmTWVa9jVu2uI4ASDDQSDDaSdNEa2h2vWv5V1q17N2pXvI50+hOvG0dplz97Po7wMOu9hAFDKxvMSI0eCP92ciFoahVwrQTZ7lEzmyFConNYOjtNLR8fvQAvWrv17Vq36AM8/92E8L+HXGxEWoPxrRFNX+zJi0TVsOuVrPP30daQzLaAyDCt4CaKRNWxY/2n27P0XbLubcGgFQkhUNotzNIcOQeY8j+CAR+igicjvRKM1Xud47+ekWWSuh5nOYNjHcV9PtqKL+eS13L79VG4wEcGAH8bleaNJyahzNIH9YC+B8DOawB6NdARuIzhLIPgcmN3Cj37NeQiOk5AUICU6e3xtVb72NfT9z49wOjpRQgwREK0UKpVCBAJU//W1s24/mXP5l5ue45Zn2nE9n4hYUmCPcE0YY7nerHubPTQQsQw8T1GpwELQg2Jm5WlPfiRzLlnHI2QZPH6oj8GMg1KakY6rken0tqe59r8f5+YPXETAPMk2IUr4s0SJmJxMeOj/QeujfhjXIsHxkROBxoJ4F9Q3wClvhXPeAYHiCnnNB86oP4PaYBV99sSJ6BrwTW+jaGnRYmFKk6tWXsVLl7+U/lw/hjCoDFZOGx+slJpyLAIxbUE2Qxr87da/5avbvkpropWQEcKUJhk3g0Bw8ZKLuWb1NX57QhCN+qEBuVw3UkiEtNDe8HMphjSKhp8OKQ2UWmhiYmAaMTzl55Bo7SFEEI1C6+G8Cq0djnX8kp7eP7HltG+zYeMX2b//KzhOL1r512XIMHX1V7Jh/ecBCIUaOPvs/+PI0R/T1XUbjjNAwKqivv4vWLL0Wgb6HyabbScUXILI6397/f3gehgZAzeiSZ+SJbhHDie6T4BpwyCdeQ6bWmhMJWUsGVbVEJL++/dAzhgmJAX1srFwXcIPgdVqIgfxC1AamsBOQfgR0CY4zYDSGJk5/F5rjbVi5XE1ISMRlnzrWxz9wN/hdnfjpYd3zGU4TM173k35lVfOqu1E1uHtP3ycJ1oGRg6Z3Jh4KU9rjPx9PZFF/uo9zTtEmOb8DJNE8yAuf8BmeumQFwZSOY8fPHiQ91++jt6Ujaf0uPC2sZ/Q3o4EX/j9Tv7hqg3EQsfnWSuhhPlGiZicLBhohV2/W1SkpICplvHxS5hAYwISTQBl1JOMfYyqN17tJ/PPMbTWtCXbGLQHKQ+Ug4anup5ib/9ecl6Os+rP4sqVVw55G6JWlNef8ib+Y9vXGNQaT+SlQcnLIWufmGSFoDpYydqqtXM+ZkMaM/LCbKjewCPHHkFphRxTeFNrTdbLsql2ej3ylRUr+dyFn+OPrX/kwbYHSTkp1let58XLX8yFzRdiGeMXtECglkhkFdlcF1Aw/A2ENMAbSUwEUgZRymYhQ7yEMPBUDin9nVY/hEvmc0v8cY18Sh2nm+ee/yDnnnsndbUvpbv7dlLp/ZhGjIaGVxAKNY1q3zTLWLXyb1m18m/H9Z1KH0RrjZTD06xWnm9TaxBphVOfxUs6kxLLYWU7gRYC1zAIuKPJnbFQhRMXApOR8JFbwBpEQBBsCOP050B4oEcWfpr4fhi2ge7TuA1qKD7TcDQogXDB7AIjPvdJwpWvfc1xtxE+5RTW3HIz/b/8JamHHkY7DoHVq6i+9lqCq1bNut3vP3CQJ0eQkrHCtQUo7c99IwreLzjKgDIlWC8kcRQZNFEEr8JiLZJvkJ0rP9eihiE0d+3s4nVnLWNNnb+JN91nooCfPNrCXbs6+aerN/LK05fM+zhLKGG2KBGTkwUdz0O6iKTWRQ3f+Bf4cbBCgG2djRveMi+kZE/fHn6555c83/s8WTdL3I6TdtLkvBye9tBofrnnl3z58S/z7i3v5tpN15J1srS4GaqjTXSm2/E0uPh2jAmEAEcaIAUvXv5iasI1cz7umeKiJRdx84GbOZY8RnNsWI5Ua01XuouyQBmXL7u8qLZqw7W8YcMbeMOGNxR1vBCChoZXEE/sRGsbz8vkjf9CDkdBctAALRAigNYLR661tvNV1xvJZtuQMojnjTRfxi7pmlyui6NHfsyqVe+jsfGVs+7b95KMbl+G8hXlPf/5E94EQ5hgZFqAbVl4UmC6TtHCEyclJiyQOOJ3ATJkoF2NEbLwsi6oIkJaDRMZMhA660fASoVM+BnVwgHDLr7AYrGQsRhqcG5yAGUkQs3b3kbN2942J+1lHY9fbDsyoaT7WE+4ANSJiuHCn3sr859Oj1b5OVlgo0mg2YzBZVjcNoNQUUPMr4rYfCGZcxlI22xvHeAlG+sm5fJjISX0JHN88nfPURMLcOHa6WXkSyjhRKBETE4WdO86ofkkxw8x4sdFoPGMKjLiUoIrKua8tz19e/jK41+hO91NTbiGlJ2iP9uPm0/MFggMDBSK/pyvavVo+6Ns69hGpmC4jogOAdBCkEZiSosLm8/ng2d+cM7HPRs0RBv4m9P/hv/c/p+0JloJGkEEgqyXJRaI8Y5T38GayjVDxzv5cCpLzo1Lv6bmMrLZdtraf042ewylMvkihALDiAAmSuXwlB+CUkg6L84ipyAC5qNou3F471eIAFKGRxCF6UKfFEfb/peVK997XDKbZbFNSGniqRyGDPoVyju7/ERs7UEIArskQo/vQwOOYWB63pCRKJRHwNN/PqQkr6aFoUZ/bBq8uEsm6SICgmJ4rqypQafTmNkw2gIvmENriczmdx7mnJJAYO0aUJrUo49RdsUVc9z68WMg7dCfntyQH0lONGAKgXeCvHMV+B9TIwINhBGk8vkl/qOhuRST23GKlxQ+CUkJgKvA9TSOp9jXncKQAqeIizGFIBI0iWddvvXH/SViUsKiRYmYnDQ4SWfRIWiGaz/4aeVx6514sc2ET51br4PWmht33UhPpocV5StwlENvrhdvDLGTUiKRuMrFUQ73t93vv46fSK6UwsMDAaYMsLJ8FQ2xBl699tVcuvTSCUObThTOazqPJdEl3HvkXp7ufhqlFZtrNnP5sstZW7UWrTVPdD7BnYfvZHffbgA2127myhVXcmbDxGpfxUIIwdKlb6Gq6lx6e+8nld6PVh5l5VtoqL8G2+6ir+9Bstl2AoFq6uquIZHcSWvrd0km9472oIx8zAt1D438vwVeUZQFWZAuUIDC89IIEcwTpulh2508+tiVnLr5G5SVbS7qnLGorDyHaHQ9icROwqElqMGUX8ldClQ5iKwg9PQENMMwyFgWA9EyDNcllkmjDAPTc3G1xppG3vcFU7FAa0Qsik4lJ47+U6CzRcyLpomKxyFfLNFImhjhEF5UQz51eq7vmbVmNYGly3Da2/2aNIsQYxOhp7qTNdEAQkA0aBIJGOztSPjhrQu0LHlACMGpmKwJBdiTtXEYnhLS+B6VIMxJMvx8iJ/PVZueBtMQLKkKc6ArSc4pLjTWMiVSCCxD8FxbnP5Ujqro3BQJLqGEuUSJmJwsKCZUYRFi9GSs0RhAEFcsxS27jPIrlmM1zm2ye0u8hd19u6kJ1SCEIG7HsV17SIJ3WJFJI4TAEMaQJ6VASmA0cbGVw3WnXscr1rxiRmPxBgZIPvAAmWee9WU9N6wndsklWEvmJsa3N9PLPa33cN/R+8i5OU6pPoUPnP4BVlcO69ZrrfnV3l/xyz2/JOfliAViADzc9jBPdT7FtZuunfF1TYRodC3R6Picm0Cgklhs/dDfnpclEKyiof4qhBCkUgdoPfIjBnoeI9NyAF3L8A75ca2b/oKttQdaEY2uJZF4ruiz0+nDPPPsezj7rF8SCs3885IywNo1/8DenZ8jlT6Al+5HlWXREmRSErtLEjgyATGRktbGJSRDYRp7uzlaUclvL7mSFR1tbNm3i1NaDpzc5EMIRND3IE1X2FEnkqP+VsLPtUFrtBBDc4shhC9pO3JHv0DgRtZU8Tz/JwdGXPoxcnNhLg55dwyM8nICjY1orVG2TWD57IsrzieqowGaKkIc7k1Pe+w1WxrpTzlEAganL6vkhw8d5kBPErGA0V2vwKIRwaGcM1RfqiDnbgEZ5k7zbz6uaS7bXFdfxtallXztjj1Ft2tJf9YwpMBTisGMWyImJSxKlIjJyYLms070CGaNoaVfWICBNmOw7FJq/vIUjIq5nxgHcgPYnk11yM9b0VqjJthy1ehxARxjCxuCn4zuKpdf7/31jAz47J49HP3Kl+g7tJuUl0YJCN5jUv6rG1n1dx+n7LLLZnRdaSfN3v69uMpladlS+rP9fOLBT3A0cXTIG/RU11PcdOCmoZwZgD39e/jV3l9hSpOGaMNQe9WharrT3fx010/ZXLN5FJmZD3R2/oHWIz8ildqD1ppgoIaGhlewcuX72bjhc+w+8kFy1iE8M/9ZjZydCg/RRBrOkyJPRIUAAbW1VxCwqujp/RPFVKoXwsS2ezl8+Dts3Pj5Yjv1e7Ztev/3fxn49W+w+jqIrPXILbPREqyjJsFdYCQnMYodB0IegRWDiNo0u5Zs5MDy5Ty7/hSk8thw5BDGGJW1k4qoaO2TkhlWU1eAN6LmitQa1zAwlOaZNRs4/dC+4dC7YkKO5lIm2bKQgQCyvJzA8uUIK4Db14cRiRC79NK562eO8eKN9fz3Q4enPe5/H2kd+v1XTx6ltizI+atreObIwKjq6lKAmZcaniyRfjaIINiCiY0mpf3PbagCPRBFcC9OEd/qhUdtzEIKQVdiahJeLEKW4O+uWEvnYIbtrcXnneY8TViC42miQYPKyOLx+JdQwkiUiMnJgobNFO8MXnxVuP1FRCGEBkthXPFmmAdSAr6yliUtbM/GlCZBI4iBgTNmP03gVzIeG+I1fuz+6BPO5JKuY+Elk+z90r/QvX8HHRWabECgBIRsl9quA/R95R85f8mPCa5bN21brnK5ef/N3Hb4NtqSbaSdNKY0STtpMm6GgBEgbIYRQuB6Lkk7ybee+hYZJ8Nlyy/jT0f+RMpNsaJsxbi2K4OV7Onfw79t+zeuWnUVL1n+EqLzINd8+PD1HD78X6h8MjoIsrljtLR+j/6Bx1EqS0LsgKoRJ420thXDYVxFh3P5MGQUKYNUlJ/GyhXvpa3tl+zZ+4lpzxNCorWit+++4jvDr6be9rGPk7r/frTnIUyT4HOC4JMwesod/x3VhiZ1sUfFOQdRMXBMiyXlu3hNtpcnO8+nrr936LTCbTipSEkB03hKxkIzTEpEgXQIgel5aCE4VluPAWw5uNd/b74rz49AYO1aVDqNME2M2lq0bWN3dyMMg4rXv47gxo0LNpaZQCnNscEMpvTzFoqFp6EznmMw7fAPL1vPt+49QDzjEAtZmFKQdTzsacINZwIBdKB5BIfLsTCAeP5LEARqkPSgeeCE1EiaGgIIWwZt/eMDzGazSkvgylMaWVkb5b/u3U+myDAugJTt4WmN0przV9VQGQlMf1IJJZwAlIjJyYKD91L8NFbccQo/WsY3ExcA2gNhQrgKmk6ft27WVK5hVeUqdvfuZpm5jLJAGWXBMrIZf3EoeEoKylyjhojGVS7mCInXQg2Qxkhj0WPou/+PdB14jm3rYOcySVeVH3ZSmYINRxQXPz/InT/+Iq/43I+mbevHO3/Mr/b8ip5sD1kvi9Z61LilkkNjlkKi0WS8DN9++tt879nvoVBErSgqpjCE727wlMe+/n10Z7pRKB5sf5BHjz3K15/4Om855S28e8u7x0kPzxbp9CFaWm5AaRfDKB+RUB5GqSyDg0/ga8AW0dhMh6TAifehDRfTrEUIQVPTqzjccj25XDvjPSfD5oLI3yvXnT7UZSQGf/tbUg884HsFhPCN8CJ355NXeGTOVRg5RbfXyLGqegJGjtXiAKfpXQR6wkPegJOSkBwHBAyHTAEohcxXdj/7+Wf832dDSKaqmzLNeTIWo/Kv/opAUyPx227DbvVVrkKbN1F+9dXELrvsuAQU5gPtAxkeO9TLoa4k9+/tmREpGYmsq/jcrbuH/h7MOEgBkYD/vZnrrbGfYJMFLsGkOT8ReMAhFD8jx9FFthkH/j04MgEpKbw3UxiG4Nm2Qa79/mO09s48dynrKJorQnzkyvXTH1xCCScIJWJysmDPH+asqUJETI7hXdfCgzB/S2jeoAjEIFY/eb2COYAUkr/a8Fd8/YmvczR5lLpwHcvKlpG0k0OKWxOFbBWg0XjKG8o18fCQQvLeLe8tegxPPPB/PL1Gc/fpEteAkO3XAeiugO4KSTKsOHf7k9O20xJv4daDt9KZ7sRWNgKBFHKUl8dW9qh/R15HNp/sbedstnVsY0PVBnqyPRxLHRt3D1zt0p/r5zvPfoeMm+HDZ3246OudCkeO/A+eymIYsQmMNItRS7RfOH08ARmrZTodRmqgBsAlzraHrqGh4i/YfP43aWi4mra2n+F5KUZnVhe+ERIhLJSysazKIjrMn+26DPzfr/xK5FrPKFzIrdZkT9eIDMiUIGZl0KbASioiHQ6y0sbYpKBNjMg6nigg8QWKEY+JVAqRv7caqErEkXqWFvYslaZkRQVmXR3RF51DaMMGYi9+sV9AUwiMqqpFR0hcT/Gjhw9z8zNt9CZtBrMOKXtug5+UhmRubtscuV79Ept7cViPgQSOodgzYaDuCxNhy2BpZZi9XUni2ZmTcAG88ZxlrK0vm/vBlVDCHOEFrTz5gkKym4ksMq3B0waeNlBaTLvGago6Rb4bPMTokP352XOSIPwfhSK+fD2J1O5pq5EfD85qOIsPn/lhVpavpC/bR1+2j/pIPbWhWmQRj71CDal1CQQXNl/IlvotRff/XPYQD26WCA1VSQjbEHKgIgVBG3aslBys8ehIdkzZzmPHHqMj3TFESgw5s4rzpjCHPB85lePZ3mdpT7VPScxc5fKLPb+gLdlWdD9TIZ0+lBcaGH/fR1ZfJ58LMmSJjMREZGUyjNQ49UDYgA1ITWfiVvY+9kmaGl9NNLoWw4hN0IlASgudN3Qb6q8usmPwEgnc7m4/wXqGz7dXrdEhjUj5AVrl6QQbUgdY1nWMYM7GTCnURhsxysvzZ0JKAKkV0nURnjeKlHjSQIkFvg/5JPfYxRcRXO/vPnc5Lr93Jbc4gqPZucknmEv8fFsrP360hdbeDANph4x98pnzLnAMzX24/BGXXYuIlMz38xcwfLnmrKuwXYVlFm++lYdMyoIGliFwFkpKrYQSZomSx+RkQawWpAn5GhQa8LSJqwOgNYbwsHWUkEziKYOAnDzetiCxWFBgHTuhzjCEf3pIgVIKx5LsWynolnfCE3cTCNTS1PQaVq74AFLOPUd+UdOLOLPhTHb27mQgN0B5oJzNNZv5yL0f4b626fMGNJqQEeJlK1/G5y+cWfLzjmWajAHlKcbdzJADCROeWCf5K2dqd/xgbpC044cSFTw4BQWxYqC1RuYJ4UyQclLcdfgu3nbq22Z03kQQ0prUQabHXovMewMKwy2w5sk8KeMaHHFs4e/Cnw7oABzr+S2rg//EurX/yIGD3yI++CRKZxjtP9QolSESWc3y5e8u9lIRpomebX5DnpSJwsAdQdmRFCL/VVauBkv4TqbcpK28IOGLZ/ghVzK/++IaBp5lIVwX01tg89TzcOKDBM+/gB7b5RP7jnJ/X4Js3ugLG5ILKqN8bu0SloZPvPLRYNrh10+20Zey8ZQmaEhsVy3KZPHJsNgLIoZNQdrV85bhaRoStF/oUmmNnEEvqZw7NAcbfzZbGSWcrCgRk5MFp7wSDj0A2cG81K1AIzFwQYCtwzjawtIWaa8CGCQgR1svIzeSC0mzc05CJoBSHrmgJF5m0FMTREg/fCeX6+Dw4e+QybSyedPX5qVvU5psqRvt6TgUP1TUuW/b9Dbef/r7CVmhGfebXFaNPjZA0BXkxoifWC6YrqatzmBJ2dQytFErisrv3Cutpk3UHwsPb1arpEYP1Ts5XqSDG4h79xPPxXEQRAyTSssiaphjPHw6L7maJycFz0nhYS2GuxZISaHdsbfLBc/K0b3rtzRvuZbTt95AX99DtLR+n2RyJ0rZCCGQMkhV5fls3PgFLKu86Gs1ysoQoZk/L4WxIUALjdAC4elRUWY6AMZg3gM0KlbthQ8B2JaF0BolJOmKCvobmmg+kE92Rw8nxc8jRvagB+Mc+PhH+edPfZXnY5UYCMKGAA1ZT3F3b5y2nMOPT1tNffDEKiA9c3SAtoEMrqcIW4YvrXySPTqLmZQAuNrfVwkagow794MVaEzDIBo0sQxJ2i5+A8Qb4YX+0SOHkIbgvZeuJmgWLXFYQgkLhhIxOVmw7kpY8nN0y8N4jo2togg8NAauCiClh8Cgz22mxmxDChetJ07lEGP+LQgeFTVFCZmPyS5WHQzcgKS/wuLwmhpkaDh0RsoQnpeiq+t2GhpeSW3NJcWM4LiRsItT13r9htfPipQAnLviIn4xeJiqhCLk+Ipc4EucelIwUCaIVNQQMqdu/4LmCzClSc7LzZiUHC8eb3+c2w/dzktXvHTIWzNT3Nt6L9/b/wQvEiZLLBtPGcRdh6TrUBOwqBBjF9f8cyXH7DsWa0RphgmMC2LsRnq+SSfRCYBhhKiru4K6uitwnCQDA4+htUd5xRmEgrOrjCxnSUzMToFICVS5xhgEn6X4A9aGRlsQeqZQKX6RW2lzDAEE6xsYdBxUzqa3spqMlHgIgsr3osy3nT0uulBrEsLiWNbBiioiVmBosDEJGc9jTyrLT4/18uGVxQtnzAdyriJtez7pzi8KlpQ4c6ie9ecMKaAqGqAvaZOdISkpqKKZeY/QRGcHDIHWgtpYgIAhqQhb9KZmHi5oCEjbHt9/4CBZx+PvX7Zh0eVCvZDwjVcZBKILS/7slAE/XNAu5xwlYnISwHEcDrZ2sj/2RgbMVRi5Qcg0cbrxBA3WIQIyjchvFVeb7YyOZZkcI4nJAdNileswfl9vpBEkQBh5oxFfZWtk4UcjAGYIIrU+I5Im1K5jT/l+ukMDmFZsbONIGcHz4rS3/2LBiEnOnT4OJiRDLC9fPus+Ll56MbcevJXDop+KlCaWAaEhHRQMRMENmfxtEWFSKytWsqF6A892PzvrscwWPbkePvPIZ9jRvYOPnfOxGat0HUse4wfP/YCccjkcOoew2k61zCABhcb1PBwzRCxYieelcd2BEWcPL8+mWY4QERxnZD7OWKHcEa4ShZ9bMtGGogFCCSLl41VpLCtGXd0VM7rGsdCuiwjMTobTSAui90uSL/Fwa0AmNcLTqDDoMFgtgtBTo0nJn5NJYaRT1NXVkY3HCeay5GqqCUYjWJmZqabNBpOZms+uOwWhFcLOgWmN2gkKGZKkq/hd1wB/u7yewDyEqxaLpoqQP7Q8UfeUxputWEAJ46C0X8BwNvkb4YBJKmrg1QSxggZuXw76cuiMN/TcOZ5GCkXG9tjbmaB9IDOrcZqGJGwZ5FzF7c918BenNXHqkopZtVVCCfOFEjFZ5Mjlctx55520tLQAYMsVZEUKHYIB7yxeobuwRBZHhbFkFkO4aC3wtIEUo3fDJttnNYBG5XFjRRWvGBygZuRRRgiUnZf6laNdMMIAKf28l2A5vOkXsOwcMEbTm777z0aoiR81f7dGkM0cnfnNmQWOJo6OU6+aCCsqxtf8mAnObjibi5ZcxCPHHiERTNDj+WRIIgmbYbbWbuaa1dcU11b92Tzf/bwflrWACMgArnL5zf7fcOGSC7lgyQUzOv+BtgcYzA2yvGw5rhDsMC6kwjtGpe5GaM1RW7G2+ZW8bumptB75AblcCM9LoFQWrcEwYjQ1vQYpTAbj20mnXRynDyEspAwBGq09lHKRUhKNbkRok0TbNnR0fJiizoeDBeIxajYVd+9nDMNARqOIWAydTE5//BiEt0lkWpA+18Or1ygJIiMIPy2IPmggMidvsvtkJltR1yME2rbB84itWEG4vx+RjMPSpWR7euZwlEUiX3U+EYlieAqUxvNcDHN47hN5YYKk65H21AklJpuby2kqD3GoN4WjBKmch1tKgp5TtA1k85suxUEA0YhFYlUUpyqAYUhCloFTE0K1pxD740ONaSDratoHJ5YeLhZKaYy8NzqedXjkQG+JmJSw6FAiJoscjz32GIcPH6a8vBzLshj0MjhJiVI2aauPnSxhi+ubYCESKG3gYWLiFJ0/ooCQUlydGCTImJAIL+N7QNK9oBXokeREg8oHxp9xLayc2HA1jGBelnViaK2RRqSY23HcODR4CCEEQosplanWVU1f+HAqBIwAHznrI/Ak7O7bTc7LodEEZICVFSv54BkfpDZcW1Rbg/Ygy8qWMZAbYMAeOK5xzQQCQcgMkXJS/HLPL2dMTA4OHsQQxohQAYNBYymDLAWgy+lCxTtobPwEkchKurrvYHBwOwAV5adTV/8yKsq3AqC1h+Mkee75v2NwcDtKZfAlfcEwAoTDS1m39h+IRtfw5OFXknE60AH/kR2hAIzMSdY0fwxpzI97XQhB9NxzcTo6cD0PMjPb2RQIQs8LgjsFXi1oU2MMCGTmZKUjPqYygaedp/IGvZYC7bqUX3MNoBn4xS9x8/K8s5X8nS38aDpNWTqFZxj+9Y0bg0YBEUMSMRaGlGitOdKXIZlzqY0FqC/3wwqFELzu7KX86+27GcwsXPHJkxWzCZacab5mwBQkl4axqwKEcgpDKzYsi5E4kuDAvvi8RWsKGJqT+9OLTz2uhBJKxGQRI5VKsW/fPoLBIJbl78QFQgYSRVAkCZDlAMtZRzdh7KFZUWsJQk04SY6dcPOKqgigYTJ503QPBMrATuZVwUZKHgmoXQ+X//Ok11FVdQGdnTejtRonGauVgxDyuENoikVlsNIvMigYVWCx8K9AIIRgednsw7gc5XBP6z3cdfguDnbsJJ1LEjPCnNp8Fi/f9BpOrz8dSxafDFseLAcBW+u3cmjgEK3J1lmPbSawDGsofGvfwL6Zny+tocT9ieBpj4D0w57Ky7dQXr4FXSgeOCbuWQiDQKCCLaddT0fnTXR0/A7H6UfKENVVF9HY9JeUxfwK2y967T3s+sMH6O26H7fG8yMQFQR7yliz8u9pvOAtM76WmaDsZVeSeughhGXhJZOonp7iDOcRBrbQArMb/ryCtSaBUiAlQhpYzc2UXX4ZZm0tkbPOZvDOO+j91rcWNDNa5728Qmu27t3pq4MZhu9RHoGc58/B19RVLIi35MmWfn6+rZVdx+K4niZoSV60spprz1uJ7Xn85JGWmSpY/9litk+TAsKmJDNN1UoBZA2BCwR2D6IzHp4QtBzLEO9Mj9a2mMNH21fz1KA1ppTUxE68YlwJJYxFiZgsYvT29pLNZikvz6sCeTahzEEszyIs+wmSZYAK+kQ5zboPR4UwpO2HdOFNKtE6tlSEyfiI/XF6q07aVwZreQgy/f5rgShsvAau/ioEo5Nex4rl76W39z5cdxBDhhEy4Fcv1zZKZQmFlrKk+Y0zv0GzwKaaTTRFmziaOErYCuN4zlBSuSEMNJqgEeSVa145q/Zd5XL909dzx75byfV2EU66GBL6rAEe7f498uldrHvvD6iM1hTd5rmN53L/kfvJulmqQlUcTR2d0uCfCxgYmHJ4ehj5e7HYWreV+47eN1SVfiSUVuS8HOc0njPq9ekSMU0zytIlb6a56Q24bhwpg5jm6GfPMEKc+orv4+YS9Dx5C06qi1jdViqvvBhhzv+UF1q/nroPfZCe67+DEAIdDOL29KCz04RhLPCu/2LCtLvNSqGSSZxjxxi86SYq3/QmgqtXUfOmN9F7/XfAWzj9ZJE37ADKnRwYAtcwyQlBKP+9zCqNozUrw0GuWzI7EYVioLVm57E4N21v5w/PHUMrTUN5ENdTdAxk+cW2I9z+XAcZ26MnZZdo7gJgOlICfhK6CBrooymU0khTErQkg11pXxa8gDmeEpTWZGyPgCmpiQW4eF1xXvsSSlhIlIjJyYJcErp3ITL9VJsmApWv+ez7OzxtktUxoqIPgZ62sPp4IjLN0drzF+OP7YGBFvBcqFwGgelDsGKxtZy6+Rvs3PWPOHYPOl+NXAiDSGQtW077NqY5PjF+PmBIg2s3XcvXnvgatmcTMkIY0kApRU7lQMNlyy6bVsZ3Mjzc/jB3H7gdebQDE0V3BXj5zVKp4MHMAZq+9h7e/smfYxnFeU3OaTyH0+pOY3vndsJmmJARwvEcHD15rZrjRcSKIIRff0aj2Vq3dcZtnN98PjcduInDg4dpijYRMHzviKtc2pPt1EfquXTZpbMan5QmgUD1lMeYwTIaL3jzrNo/XkTPP5/QKaeQfOghnCNH/R3/gEV6xw6Sf7oPUlPXrylhArguTmsrXf/+H/T/+tdUvua1JO+/H5z5+x4UMNHGtRMMsvuMjbz3sTt47JRzea6qjsFQBNc0CAjJOeURvr5xOY3zJBXcPpDhs7c8zxOH++hPO6h8DZxj8SxySH1Lja4Q/ucn6LYo4Wog7ULIAFNiWf4apJyCB3805opQqnwdlIqwxTVbmlhXvzDrbgklzAQlYrKIUVdXRyQSIZNKEUvsg+wgaIUpbNCQJEIZCdYazxE0XCQOUszVqjNiD1P42vyke8AwoWbNjFurrr6A88+7m47O3xGPP43AoKbmUmpqXjwvxRWnwuvWv46B3AA/2fUTknYS7foretAIcsmSS/js+Z8tui3Hc3ii8wkePfYo/dl+9vTtITXYgxdQJCK+EpfMb6C5BnSXw7bufWx99g7OPePlRfURMAJ8/OyP891nv8u2jm2+t0T4ymGOclBaTZkvMxsIIfCUR9pNEzEjXLvp2hm3EbWifPzsj/MfT/4HhwYPDY1TImmMNvLBMz9IY3T+ZFTTTpr9A/txlcuS2BIaog3z1tdEMCorqbjGT7J3Orvo+MIXSD388J8dKRkdOqpxl2q0BKtLoAXIDBRteuW9Fc7BQ3R/bX5qH02Ggk3vBCz6muvJVFaw6fkDBB7fwUtuuY1sJMqeDaeS2bqFM17/Gk5fPvHmhlI5P69OBmct1TqYcfjYL59he2t/vuCe/7rGv0VqEkn3xeSUm0mi+AsFozQulUZa/trnZF10amFyf5oqw3zg8rW8+owlJangEhYlSsRkESMcDrNhwwaefOQ+rFSCIMMTV05Y5AhwKrspF8XV5Zg5Cqtd/t+K2XkRCjCMAEua38CS5jcc57iOD0II3r3l3bx67au5+cDNtKXaKA+Uc82qa1hbtbbodo4kjvDlx77MM93PkHEzeNpDKUVVRpMKgeEJDD088RseZKRmV7Pmuft/WzQxAagIVvD35/w9rfFWbtx1I3e23MlgbnDeapsk7SSGNAibYT585odnLQawonwF/3rJv/L4scfZ078HpRWrK1ZzXtN5xALzs1vnKpfvPfs9bj5wM33ZPgDKAmVctOQi/u6Mv6MmXHwY3VhorUk+8ACZ7U8jLJOyK64gtGHDlOd4AwO0/8Pfk9n+NPqFEOQ/y2Rzr0yTeLmHs1JhtQjK7jTwykA4YHaCcIowkqQE98Qlb4tgkOb/+HfK/nArudvuAM8bEgMJJeJsffpx5P6dRNsP4332cxix4TDDwcGnOdp2I319D6G1Rzi0hOXL3019/cvG5d5Nh3t2dfLs0QGE8GVq7cVefXACvAC+CTPC2KdbKxCuxlMKkZp8Hj8e6jBUlzZfI0UCH3nJOl51xtLjaLWEEuYXJWKyyHHOOeeQfPiH7CdAkhAGCr+UomIDBzmHhahvoUFa8KL3LkBfC4faSC3vOO0dszo35aT40mNf4snOJ/GU53sxNBgKMgHyCdfDfgwlwJX+v6kgPKwO8deeU3Q4F0B7sp1H2h8h62bRSuOo+QthkULyshUv462b3srm2s3H1VbQCHLx0ou5eOnFczQ6nyAcGjzE9q7tZL0sDZEGzm06l7JAGZ966FPc1XIXSqshkYH+bD+3HLyFw/HDfPPyb1IRnLlEZnrHcxz7p3/COXoU7bogBL3f/wHhrVtZ8vWvYVZPHFoWv/tuss/v9I3qxbRlPVvM8BoEoExN/DUuzkqNHAQvqlFRMAYEXrXGbdJYR/0aM5M3JJjr7O3pQmb0mPdCp25GtraSu+MufyyGMaQahueB66LTaTLbnyb1wP2UX301AMeO3cyevf+C5yWHWnWcHp57/kPUdryYLVuun9Hu9c1Pt+F4moglSeYWlqhJAWOVhgOGP/bFQZA8hNWPEArlVIKeXV2hucJIL8k43baEM23Y9fGgIG5T0CCUUrC+oWz+OiyhhDlAiZgscljpTl6SvomN1HCA5SSJEiXNGlpYyjGMhQoYXnUJLD17Yfo6CfBo+6Ps6t01lIOh0RjSwEPh5sO3PAnkK717Rl5iFD+ka3tZL5986JN88rxPUhaYfqF4qO0hrn/6ejrSHWTdLIP24LxcV6FKRtgM89kLPzuUF7KYkHbSfPfZ7/Jw+8Nk3MyQQVe7u5bTak7jjsN34GkPU/jTmyUtQmaIrJPluZ7n+M2+3/D2U98+oz7tI0c4+v734/X1IYJBZDgMgM5mST/xBEfe8x5W/OIXE8oQx2+/A+04iFBoVrVNFjM0+W1Yw0I4kxvI9nqNs1xjdkDgkMToFqiwRibA6AYd8n/EdLUS54iYTDxr6rFi6aOOz5kGHWVhlv70Zz4JgWFSAj5J8Ty04+Cl0yQfeIDyq68mm21nz95P43kJ8jfLF0XQClD09N7NwUP/jzWrP1T0+NsGMtiewvYW3u/QXBmiK27j5FXHLENgGhLTEDgZ9wSmsGjMsh2Y5U8jrQEQGu1GcJObcAbOOWEEpeBgnLSOzyTvzSVf8fL5R+Vhk3UlYlLCIkeJmCx27L8HqXIsp53ltJ+YMVgROOs65nVr5yTDU11PkXEzvotceb4EMSAw8ISHa+rhnbJRVf78JcgVmrtb7sYUJl+8+ItT9tUSb+G/nv4v2pJtZN3svIVv+UMVKBRa6xlJGi8kfrDjB9zTeg8VgQqEKYjbcZRWHBg4wJMdT6JQCAQeHq7nkvNyvmiAFSJhJ7jlwC0zJiY93/0uXl+fXzxxhLKXiERQuRy5ffuJ33Qzla959ajztNZ4fb3+d2e+623U1mIIgTcw4BvO8xg2piyNDoLOS/rpgIMOaIxegZEeP0/Y6xRGt6DsNgMZz9+HEZXIVdhvLzDBuUNYEG/TSJ3WYXhScLiuktzB/dR29GFONhdK6d9728brHwCgre0XQ6REiGHiKoREawG4tLXdWDQx2Xaoj9be+a92PxEiAYO3nreCM5ZW8u0/7WfXsQS2q6iKWDRXhumIZznUcyLGprGqHsKqehS0RLtRQCCMDFbVI8hAN7mul+cf2IVFMavmQqysQsDl6+uwFqimTgklzBYlYrLY0b3nxPQrTDCCfiBsuBrchZPjPBmQc3N+MvcIY0lr7VdnF4whJcPHSEDljRpHOdzVehfX9V/H+qr1k/b1pyN/GvKUCCGwhEXWO74KwJOhEHwWNIMorYYI12LB/Ufu59f7fo3t2bQl2/CUN+SxGglTmijtExSNJuNmkEIikfRl+yaUMJ4KyfsfQEg5odywDATwslnit98+jpgIIbAaGrEPHvINVtMEexZFzYTwz51Igco0sZYswUsk8OJxEAJRVuZXJx8YmHlf00BZGh3ReDHfy4EHwgaZBme5gjaJkRhtamkBZXdJ5KBAlWuECzIlfA+J8vNLsmd4BI7Mv9E0Ob0ZM+b8jyd8ieDGgSTpgIl2XZSUyAm3ufNtKIXZ5As79Pbdn29p/HfJ95wIHKefVPow0cjKKcfueIpP3bTjhIRMSQGG0Py/u/eR85TPLYU/02Udj3DApCZqcahn9n3MtEjh0NgC3VgVT4E20W4MtH+vtWuBcDCiBzGje3CTxxeWOlMEDeF7K7SvlFlQTpMCTEOSK0JaeM7GYkr+5vLicyhLKOFEoUSdS5gYhgWmBYb0fy9rOtEjWlRYWbESKeRQPRGt9bAnQ/qG2HiBNOGTEsGQwZx1s9x64NYp+3q662lybg5HOWScDAlnvsQOfGJiCIO6cB1qEaWn5rwcn3rwU3zkvo/Qm+0l4SR8RbL8GOWYqcxRfn0aT/v5P572sD17qE7NTOuy6ExmdNjOSOSNUW9w4vC68quv8sO4HAcRnEVBs0Juiuv6v4/YrQ+sW0f1299GYNVKdCbtH+d56ETCDxsbG1pmGD7BmSDkrFhoE9xqwALh5p9zC1QIzF5B5rTxz03wGYHVLn0lokGB0S2Qifz5ylfmCj++eEhwwUCWgKXB1FCRyVE/mEIqDYUQqrFenLyXSkQilF12Wf4QP8RtuhwSx+6bdlwP7Otmf2fyhIRLKQ2JnCLtKJTKP2pK4yk/t2RPR4Ln2+dvbpoKRnQvyCyoIEIo/6EUyv/RAT//r2zngo5JAMtrIgQtScCUmFL4YgWGwDLEgpISgKBl8MyR+QkBLqGEuUSJmCx21E2t+DNvcDOQjTNU2X3ZuSdmHIsUFy+9mJpQjb9Tr31iMmrXXgi0UTBE8lVjRhSPKRjUGs3BwYNT9qW0Iu2ksZXte2TmGQK/fonjjd6d11qzr28f//v8//KdZ77D7w/8nqOJo/M+HoB/2/Zv3Hb4NtQE4UkaXRSJynpZlFac13TejPs3KivQ3sT3vqC0ZdZNXEgv9uIriLzoRf4zMV2RxZGwLEQslg97yntMpBz+MQyco0eJvuhFGBWV6Ex2OIRLKZ/IjL1fSvnHTHIt00GjkVkwBhkvq2QCnkA64FXpIY+DBoKHJCIDMiEw4j4hQeOvQPlVSJwQsa2JTfzJKMTQN7pQZLFwv7UevrdSUnb5ZUTP85+zstgpfk+TFkXVSGkRiayYdrQ3PtqKu8CsZKJ7UYhMLKAw1bnHGT4425AmYcYBCUITiPRgBQcQYsQzri2kOcBCFXER+PenI55DIFhWHWZVbRQDn8RlF+BDlML/Ad9bUhEyueXZdrLO/K8hJZRwPCgRk8WOYDmcsARkBWYQLv4YmIsvCXohoLWmM9XJwYGD9Gf7h15fUb6C92x5D1ErikJNThjEaEIy9PKIFyLm1EUqm2PN81pMcSxc7bJ3cC/n/fQ8vvDIFwDY3buba/9wLW/4/Rv4tyf+jf96+r/49MOf5n13vY/rn76e3DxW3m5LtnFPyz1orQmb4eNqK2gEecepM1diK3vJSwFQE4RS6WwWYZpUvvY1E55rxKI0f+6zVLz2tcXnSQQCWPX1iIKXRohReSMiGESUlaEdh94f/4TEXXdN3M7Y/grW5PHUDtJg9AuMPjGB5qtG5CBXK1BMYAZOJHtVrI0Wmb6Y6+ygJ/l9PNTIowr3tkAC86F6la97HY2f+hQi4M+Zq1Z9FCEswBtHTnxviqC8/CwCgallrLOOx+OHp/eqzDUmuiN+ob7hj9PLJ3CfMJtXhQGNVhZKgTAyCKufodELF62Ob+4oFgIIWpKgKamPBXE8RU8iRzxjLyipVHnuLAWUhy2aK8J0xrO0nKD8pBJKKBalHJPFDu1BrAGSXTCPxt+kMAJQ8+cRl5pyUjza/ihPdj1Jzs0RNILs69/HofghHM8hYkW4ZOklXLf5Oppjzbxq3auoj9bzxUe+SGuydUZ9jfSuTFc7Rc6wxsFcQaP5xd5f0JvtZXvXdnqzvaPes5VNS6KFX+z5BQB/c/rfzMs4Hm1/lISTICADx53z0hxtZkXF9DvTY1HzvveSvO9P2C2tKNOEQAC0RudyoDXRiy4ilg/dmQhGZSUyHJo+IV1KCIWQUiKCQVRPD1gWMhj0PTNCIEwTkQ/F8qQku2uXH2pWDAr9H08ieT6BSmRAGqAqR7YPKgZmXCGQQ7lWovDbOL3Ukc1Os18+R/VLRsq3jn5l6v4LWSKjjtIaTBNZWUl40ybqPvwhwps2jTovHG5k+fJ30dLyXSYiJ5ZVzYb1/zLtuG99tp1k9vjvgSn9SLS5sJEXgzgwgJtehVn+DFI6WIbEVR7Dn6kLwsNNbmQh0syFANtVhC2DxsoQWdejM55jIHNi6u9URSzW18f8pzwffldCCYsZJWKy2FG9GkIVEK2DeDtk+sAbTp6dX5lBCXYKundD9MI5a3Ux4kjiCF/b9jUOxQ+BhoyXoSvVhUJhChNTmiSdJL/a+yue6nqKb1z+DZbElnBB8wVsqd8yY2JSgCEMTq87fcpjOtIdhI0wGa9I43OOcXfr3VO+35ft494j9/LKta9kSez4inBOhKST9CtlGxIhxFB+zkxhCGPW99AsL2fFj37Esc98hvTj2/yQLCEwysoou+plNPzjP06ZQ6Bcl/6f/my49kUh9GdcRyZCa2RZGWjt77rncohAYOLvtdZox1kgxaoRKDheMgIV02D6CfDaAqdRE94mh8Oexp40jhYUOWPNRjRgEowmJyOrTEw+lpHnDB2V/8yDa9aw/Ls3THru2jUfJxRcQkvr9eRyXYBGCIvy8jPZsP5TxGLTFzC9/fnO4yICZt7BdQIUhucdKrMcL7Uaq3wnQcvDUpKEa4DMIYwUKleLm5hcYGS+IIVgWXWEY4PzI1YyHQKm5NQlFZhS0hXPUhmxWF4zX57HEkqYG5SIyWJH0+nQsAnatkPDZvAcaH8abccnPWW2yibjof4sJIIdz+GbT36Tg4MHaY41Y2DweOfjfjw9Eo0mYPi79Tkvx4GBA3zziW/y/jPeT3+un529O4eMq5kYzAJBY6SR2kjtlMcZwiAWiOFkHVx94qpeTwaNpi3Zxvau7fNCTFaUr8CQhq+kZZoEZZCsmvlCr9FErej0B04Cs66OZf/5nzidnUOV3yPnnYcRnb7NxN13+14NIYaT2SciJo6DiEQwKitBKSJnnEHq4YfRnjfkJRm6nnyeiFlbgzMb9a1ZyBcPkcL8JCOU7zkRvtwcuQ0K66iYpop70VRkzsY9YTOGBKVGNTUxdZoChoGwLLLPPUdm1y7Cp5wy6aFLl76JJUveSCKxE8ftJxpZQyhUnKhIxvZo7UsPKTrNVpQraEiyrsKU4CxygjKzz0KS674S0/SI60NokQM8hHDw0quxey4FtTD1O/z8Ej+5vX0gw4rqyILIAU84DsCUkoztkbI9XnXGEmLBktlXwuJG6Qld7JASLv1HuP0foe8gmGF0tAZbJwg4k0/Zc0ZOwjVQt3EuWlq02N61nf2D+2mMNmJJi2OpY9iejcTfofe0R8bJEA1EfaleleX2ltu5s/VOtC4u8XoiGMKgIdrA7r7dGMJgefnyCY87o/4Mnul6hpAZ8tW5FjDfpFik3TS5eZKUPrfpXJqjzbQmWrGURdAKYufsGd93rTWXLr30uMdjNTRgXfWyGZ2Te/750S8Uktk9b7SRHQhgVJSjHYeKl19D9LLLyDz7LCqVQobDCMuvLaMcB51OY1RVEj3vPAb2H5j5hczWuC8krRugXT9p3asGe60CRxO9f57VtQzj+MO6RN5s0xPPk5MZxWODKoVl+SF3qRTJe/44JTHxuxWUl89csjbjeIRMP29h1mpOQmAagphp8tJNDew+NsjOY4u34KfGT6rXjK80DxN8RjqE3flKPKMXEehGCI2ya1C5BiZM9JsneJqh79aB7hS9SRsxPn5w3lGQq2/pTSMEXLC2hjedO/EaU0IJiwklYnIyoGYNvPLbsPv3sO9OkqqLzup+Vh4awJjvXa/Nr4Lo1EmZJy20hlyCPYfvxcvGCYogBMsZzA2iydckyS8mjnYYyA2MOt3T3nHt/braZf/Afr627WtUBCu4cMmFvOPUd9Cf66c/009NuIalZUu5dOml3HH4DrL9WTL6xIRzTQelFI3RxnlpO2yG+fjZH+efH/pn4rk4pjQJGkGyXnZGHqqgDPKWTW+ZlzGORbalhcM3/5bM8zsp1wIjlWbIOimobBXISUHNCTBraght3kz5y66i7CVXIAyDpi98no5Pf8avUZLOJ64KgVlbQ/NXv4qIRBi48afzGs6l0ehCvU0BXqVG2AKRBWe5RkUhvF1i9C6A8ReLwsBxyp4WFLWmwZRXk88DKoTw6TkMNRuLWNCkPGxREwvSMZiZkcdEAAFTUBayyDoK21VsO9RHOLB45Jknw1TXOfYtAXiegfLqwa4b8eqJxUDGGVItW0gIoKkixNkrq7jilAYuXldLyFr8n3kJJZSIycmCsgY4551wzjsZOPI/dB/9MbrKY9WTT2GMmKEdDNKEfYlOHCSKAM7s5NfqN/mKXC80aA377oKnfwotD6ICHiIahngXnmHhCLeoDTZTmAghcJU7q5wHgKSdJEWKvmwfrfFWbjlwC572hoop1oZqOaPhDNaUr+GZrmcWRC54NhBCcFbDWfPW/kVLL+Ibl32D7zzzHXb07MBRDlEzyoryFezp24PL9DvoV628iupQ9byNEUB5Hvf9v6+z69EHyGkFCExgaTLLBq19IpuXlB0Kk8wTChGNsvzGnxBoaBhW4wLCW7aw5Bv/QeLue7BbWxFSEjnrLCr/6g0Y0SgqlUJEIuhUal6uSaP9enXCLwnhVflExOzVuNWa4E6BVHLE8VPjuG204yUlcwEpkbEowjDw0mlQiuy+fcRvv52yl7xkwkKcx4OAKblyUwM/fOgwsZDJ4AwTqbWGRNZBa0EsaGC7ip7k/Hg459s5ELYktqvGkZbRAm9zywSG9hRmef4JqIeJFPDRl67nFVvnPry2hBLmEyVichLCU37ibXrZWrpTOWr278V0HAYpw8NAoPEwaKeR59hAGUmu4GGCOBCq9mesXHJqla9wFbz9NgjGFu7CFgJas+9Pn+cX+3/Dfp0hUCZY4pl4aGzPAeWAZeSD5qdR6dEaIcRQ/kMBM03O1sIvzuhql1zW/0wKBQOPJI9wJHlk2jZmk+Myl4hZMUJmaF77OKPhDG648gb6s/30ZHqoC9dxcOAg191xXVHnv2HjG+Z1fFprfv/1L3HgycfyMp2ioAnEobIQwZpyVnYPDButI3NMTJPq664j2DScc2AfOUL/z35O+okn0LkswrQIbtxI1RteT3jr1qHj4nfe6SfAz8c1obFXKIwBPy9Gh0BkwciAW6NJ/IVH6FmDsnuGzzkBUSvzj0Jei2n6QgSBAAiB198/9DmmHniA9MMPYzY00PSFzxN90YvmdAiv3LqEXz91lEM9MyOgvoyvX3ncEJqBtIsItSHDPZhhiZtpBqeWuTLmR372UgzLCs/FMyHwr2XBn6+T8IH2NHzqd8+xdVkly6tnn1tXQgkLjRIxOQkRDNT7RoJW9K1aQ2hggM5jAf7E+dTQRwVJcgRJECVHgC5qsXB4afkROPc9sOQs2HsnPPNTSHWNaV1A5Qq49ncQrjwBVzd/UFrxzT/9I79suY2sBUJbIOApDVJrcpZgmW2TFfmvxTSJOh4eQguEEJjSHCInlrCwdXFhHYY08NR4L8iE+RMjF0cx9i2NJS0cNdpADRkhcl5uFGEpkBhTmL4sLQKtNDk9nqiamJjCJKunTjbfVLNpyvfnElWhKqpCVQDcuOvGos4pM8s4tfbU+RwWB596nINPP4lQGmtEoroBeFqzt7GayoxNVdYe5TERwSBlL3kJla99Df0/+xnJhx/B6+/DaWtHex5WUxNGdQ3atkk/9RT2gf3Uf+xjRM45h/jdd9P5xS/NumDidHCaNANv9QjuUQR3S4y4QAcge4rCbdaoGGTPUETvE0h32GsykSFalNlrGPN2LbOGlNT87d+Q+P2t2G1taMdBaw0jJZpjMWQggLZtnPZ22j7yUZb/8IeE1k+vtlUsysMmOUf5+gnMbBe+MJU5ykVYg5hlz2OV+XlPpl1NruPVaLecuSxtVpCnnUtowD0BcrfH0+PI596QYkHGb0qBpzSDGZd/+vUObnz3zIvKllDCiUKJmJyEqK65mLb2n5GzOxHBJg6fupWn+kM4WROHID0Eh461cDBx2G1u4ay3/pDq+nwewMoL4ay/hn13wp7bfRni8mY4/S2w8Rq/QMELDD/b9TN+1nonHlCmNAKN0gJbgCMEgwK0ZWKPSquc2pxyteuTk/xxhjA4rfY0nux+ctrxCGYQBjZZ/YcRwxOIIU+LJS1sZaO1xhTmUMJ80AhiST9ZwFUuCsVptafxqXM/xYf++CFaki2jxuPiTqoEVugvaAZ51dpXcTRxlCOJI4SMEPXR+nlR6BqLrsxYYj0xTq8/fUo537nAs/fcgVIe1gTvScCRgudXNHJ5WmM1N6HiCaxly6h49aswa2o49ql/wW1vBylxu7pQ6TTCsvDyKl0yGETGYjhHjtD7o/8htGkTPf/vW6hcDllejkql5lRSF8Bt0Ogw2Ms1zvJ8cUcXtJFX5MqCtjTaEoyNppv13ZZy+novx4sZEKDYlS+l/gMfoPrNb6bnO98hcfc9eH19/rfEMJCx2JAXTASDaNPEGxyk93vfY8m/fXXOhtyfdjg6kCFoGoQtScbxyEwjrTVSxUtpFxE8BtrCGTgLIWxkoDcvZpAFU4NbyVx5ToQYTlovzKQnoePhuFG4dsuQSKExNWRneSNMCcVoH3hKD6WxPX1kgIPdSVbXvcCiH0p4waJETE5CBAO1LFv2NloOf4d0poXBZJRe2YQRc+kTYYJZjXQlHga2CJEQZWgZoL2rZ5iYgJ9UX/M3cN78FMZbTEg7aX6x5xe4KHzRSH9lkEBIg86vxWttl6fCBu4MFmed/w+gzCojGizebT4rUjL2vfxQlVZErAgajatcLGlRHigHfBKCAEc5eNo3yIJGkNWVq/nU+Z/yJY+lwBDGlJLEEjlEbMD3+KyvWs+Nu27ki499kZzre2dMB5b0Sy44UsEZ5Zs5/Zo3U33OOaNyJwBcz+XX+37N4x2PY0iD02pO42WrXkZ9pH76+wI0RZt4uvvpaY+7cMn81+FJ9PRM+tQIIZBakzUERmMDK37wg6H3lG3T9qEP47S3o5XC6+5CpzNDBRydlha04xBat873ztXX4xxpZeA3v8Xp6PALLkqJDAZRc0xMhAfCYdRzpqX/euHv4G6JnKtuC/k3842C1VbEln5wxQoAzOpqGj/xCRr+6Z848r6/IfXgg8iKinGEVxgGQkpSDz88p0NWWufDR/0wQVkE0dYMe1aEmUAYNtrT4JXjZZYhjCx2fDPaqfCL0KDwfXyzR4EMjVM0ky/MGirFQAPLqsJ09qWxNYSAHDMjagGDfE7j9GcVvq4hU+J4iidb+kvEpISTBiVicpKiof4vCFjVHOv4HX19O/B1Lw1sUUsmUA6BEYu766I8D3eOKiefjHiu5zl6s73+A68ZZ5QENGTzOQGVnqLDnN3iXBGooGWwpahjj5uUjEFjtJGlZUuxXZvd/btxtUvaTRO1omyp38Lp9adzLHmMlngLUSvKRUsv4rKllxE2w3xh3xfoz/ZPWydFoQiaQYJGkKpgFZWhSlriLQzkBtBa4yqH8riiPAMDQXikLsOyB47x/J8eouqCi2l9y4WYsTIuaL6Ae4/cy1ce/4pfQDF/oXcevpMfPv9DPnTmh/jLtX857TV/7OyPcfvh29HoSfNsLGHx6nWvLv5GzhJWKDRKhnZ8uB1IpYmeNVokIL1tG/aRI2jXxevp8dWdRhrMWuO2tZFRivCGDchQCNdxsY8c8T0LBUN+jhOuAcw2gcyANqGguyDy/9MB0CEIPieZU02G+faWmOb0xKTwnpRDEs3DbwlUJuO/Nxk5MAx0LjeUhzYXqIoEqCsLcrQ/A5ZB1pnZTRdmCvKhp1q6eNkluKl1oMJzMr4CCvK+QoAloKBq/+dKSgpIxrO8KRThLidHt+dhKs1MMsNc5aurFbsomFJgSImrFJa5AGS/hBLmCCVichKjquo8KivPZaD/Tlz3UVzXxLIC445TSiGlpLZ26kJ+L2Rk3IwfFy4MwPWT27VHwYIsTPe2FHhDhsTMDIrKQCUaTUeyY07HPi00BIwATdGm/5+9846T46jz9lPV3ZN3ZvOutKuckyVZknPEOGeMCQYHDD6ijyMcYMJhw5ExB0c4MiYZc2DO8IIxxjZOOMtBsiVZlqyszWnyTHdXvX/0RmlXm5Xcjz4jaWc6VPf0zNa3f+FLxs6wrWsbSiumRqdSEa7AVjY7kjvYndrNZXMv493HvJuSYAlh05uQPLL7EXZ07aCz2Dmi3c0omcFH13yUVDHFN5/9JlkniyEMim6RWEYzpXszpgutCcEDKyXnPJ3Fefhe1jffx+/ODGBgkFf7t/t1tUtbvo1bn7mVmkgNJ0w9cG50TbSG42uP54nGJ4YUehfNuYiINflux/PWnEDT1s0oqZDKRUijXzRLozXUGBbxc84esF5x+3Z0oYDq7PSK2IeYmLsNDRSCQQJ1dSAlRiIBgQDkvGt732jURGC2CwIvS/IrFCLdHVpUoAMCp1IhcmA19aUyThS63/xrwhPwXHdoUWIY3TlInrmsCAaJve51+y1mVVWR0xqt1KDnXTsOZnn5hKYPGlJw+Yo6vvPgVnK2O6i3x4HxusQBaDfcLUj6T3Q1E1VjYkhva0HTQLgurn7tCpOAIQhbknxRMd2U3DZzKtuKRZ7J5PldR5KMqyjCsCJFa9CjeNOjQZNs0SESMDlzftXwK/j4HCb4MvoIRwjBvHnHEg7HUUqj9pnUKKVwXZfKykqmTp16iEZ56KmOVBOxIigh+5y3EdhAWkBSgi2gTUpcIbwPxgjnFIYwmBqeypKKJeRVfsSF7xOF1JIZ0Rmk7TRdhS4MYTC3dC4RK8LO1E62dG5hd2o3W7u2cuvaWzn792dz5m/P5Mb7buSZxme4Z/s9tORaRry/ZDHJsTXH8mzzs6SLaVzlIoXE1S7lKY3QYJveVDVUgO1VitY4JEOaY7ZpapOSnMr1Col9J7VKK5LFJL/e+GtPTA7DD87+ASdOObG3vqYHA4PzZp7HzSfePOJjGw/LzjqXeFUtSkqUFCjlolwX11U4WhEQcMJV1xKaP3/AesIwUPm8FykZpu7B3rmTYkMDZnU1icsvw6qtBSE8YeM4YA1W4TJ2BILYvQaBrRIV8/xL3FKNU6vQQTAbJTI5cfvrbfmqB3lurAjRJzi6P/taKXKmwc7yEl6sq2R9XSW7ykvIe2YYveuFV6wgvHj/xg6lb7oSYVno3P6+Qj3pdLGzXz+eUQ/Ke8+Yw8lzKnBUPxmudc+sFenaSKUY9IxpC4RCOaF+ogT6eqP3fH7GfcZxFYQtE1tpXAXTSsPUl01sZOZwJ2wJSkMm8ZCFaRhoDTuVS1QKloVDXFwao9oyCUo5ooCjBgoj7HhgCih0i9dzltSSiOx/w9LH53DFj5gcBVRWVrJs2TKeeeYZbNv28tml7BUloVCI8847D3kwcrcPUxaUL2Bp5VIe3fMoOWkRxqGgHLJCDPgVvD0QQIn+MZThsaRFp91JQ6ZhP2E4FBI5Zsf4/lSoCs51z+Xa06/FDbjc+vStbOvaRmOmkfZ8+4D6lx4UioyT4aE9D/F049Pk3NyQ0YZ9EQgChvdLbk96D1JIbw9aYzmaUBEcoy+dynQ1+QDkA4JMSBPvhEjahn7pzoOlYSmt2NS+ibZ8G5XhA0f6pJT88JwfsqNrBz958Se05lqpjdZy/ZLrqY/Xj+i4JoJgJMpln/gP/vxfX6Zj725cx/EiGUAsHOOcd72P+pNP22+90KJFCCnRI7l2lEJ1dlJ24wcITJ1K6RVX0PLd76I6OibNYNHICRJ3GBQXSPLHKJxagbVbE/mnILjF8KICE7Dv4bYwfCuKQehJ2VIKIhEKQtMeCpKR0FISpmAaiO6xt8fC7CkrYX5jO+V5m9CihdTd+vVBNxs9/nhKzjqL5L334qZSve2DKRbRrktgxgwq3/3u0Y52WCzT4EfXrOYXT+zgm3/fTDLnFQCJ7utMi+4U1J73o1/ERjklCJEfRYF7342D0b67GsgVnd76lmTBwZjk5hOHE5aEcMBEdp9nV2kcCaYh0UUXETSpNE1qTION+eIE/CYYiOp+nDy3ks9dsmSCt+7jM7n4wuQoQAjBGWecQSgU4rnnniOdTuO6LoZhUFtby7nnnkt9/cGboB2OSCF57/L3sie1h23JbXQJcHsrNPt+iff8ghhtp3wpJHsze0kEEiNaPiAD5NWBW/B6Y+obntQSQxueEBCaxXoxdfk6mmuauXX9rYTMEJs7NtOabSWnhneI12gy7mg9ETQBI0BDuoESq6RXVCitvDInwJaQDoOS4EqwHAjZeL4PEpqjQ98f7O8BYyt7gD/McMxIzOBzJ39uVMcz0ZTXTuXqL32T7eueZfsLz6JcxdT5C1lw0mlD3hgILVtGYPZsnJaRRa2MinJKzjsPALc+SGZBF6QcrD0So2Oik6o8pCMIvRIktCMA6fQ+r06SKDEFOBMgtrqjJU6xSCFgIuwie6ZUoAHTVQg0UoPUioJlsbmuitUFqPv2tzHLBxpyFnbvJvnnP6PSGSLHH49RXUXqL3fjdnWB1ohQiOhxa5jymc9glpWNf+yDYBqS60+exXGvPMG/PFOgMVKO6n7XeySE1mJ/7eFG0T1OmQMYpMVfD8JGa2vw14ahR5QYQL44fAexiSJsCkxDkiocurbTjoJs0SUWMNFA3naxLIMV9QncNhthSHISmkZZJzRSpBC8bmEV//2WYzGN1+4NSZ8jE1+YHCWYpskpp5zCypUraWhowHVdysrKqKqqmvQ2qUcKC8oX8NXTv8pvNv2G37/8e89FvaeSl9EbI/bguA5obyIdDURheE1AyPQKmIcrNu8eGEIJSmyvn5ht2ExVUwk7YZ6LPkeQIJFkBFvb7M3s7e26NVlsaNvA5X+8nDOmnYElLSxpkbWzOCa0lkAq4gkS8P4NFeGl6XDKBsiGIBccPhql0ZQGS6kIVUzqsUwGQkpmrVjNrBWrR7z8lM9+lm1vehMqeYC8qO67/0Y8getm2LbtuzTu+QXu2QXvM+66WM0GsT9LrL0TFD0xDO+hlPfvfqJkYtjvihCgyy1Emz0+22zDQAQCOK4LdhGUJBmJ4AoI2a7XPgrvhoSWklDAomBImoTNjBdfJNBteKmKRfZ+8lNkHnwQVfD8foQQGOXlVH7o37Bqa9H5PKFFi7BqasY+3hGiCgXij97Pp1sLfGjuGygYJl4D9O4zqfs36O2XsqVCDKwpERxQdIwzEiaF1xnKMCX6IAkTEGg94qZrk4IGbFdRcBV2d3/fFdNKOe3yhWTv2Y69N8NLhQINRRuL7nbiE7RvU3rn/ZFXWvnri41cvPy1m8Ltc2TiS+mjjGg0yty5c1mwYAHV1dW+KNmHWYlZfPL4T/amI0FfjcNY/YQdHPIqj0LRlG0a0TrJYnJkoqQbLTXpYBplKebqucyT89gd301lWSWzSmdRE62hNlLrRS4OAhknwwM7H6A0WIolLVztoiW0x0VvEMqR9M6Bnp0jeHkqtFYYFAPDf+1IJBfPuRjLmNiaicOVwMwZTPnP/xyQejOAnuelJLhgPltf+TqNL9+BzhQwWsBoBpnUFKc4JC8v4iYmKNJgmshAwOtMNUg9xaRhAJUhSPS/dzaGT6jjoLNZRKEAWmO6is5IENnddndflO0gEHQYEp3vi2ju+fePkfrb39C2jYxGkSUlEAzitLbS/IUvootFSs4446CIEvAaJjgtrZiVlUwlx7RiklInR9zJU+IWDvC937+WZLjfDZq+1sFju54MAQVXkcodvI6QOUeRd1zQXmeqQ4WrIFd0CVoGq2eW8aU3LCNcGqL8ivkkLpyFmlZCUeK1cZ+gfZpS9HZEy9uKXz2+Y0R1ej4+hxO+MPF5TVJw+1zOxypI+iPxai0ydmbAc0MxlvoSFxfbtCmtL8WeaROKhKiM9tVfdBW6Rr3NsSKRFFQBW9kcW30sUnjH6kooWGBbnt+FlpALelGUe1ZL/nJaZFCxofv9AZhXNo+3L377QTuew4H4OWdTcuGFg7/YXcAtYzGsC5bTuu0eaMohs92RPqlRYQ1KU5ymyZzujvu6FpaFWVqKUVk5aJH3pCIEYlcGUj0TWj3231a6uwZDabSAfKi7HmSw+vDuQnINmFWel05u08tkHnkE0WOmaHh1NTIQQJaUoHI5Wv/n+2Mc3BhRCrQmLy20kEyVBRaTYhFJlOwn5oa8BAQHjpb0FNCPb4og8NKaDvbUuGefB9slvudsBgxByJQcP6ucb75lBT++dg31ZV5nQGFJwgvKmX/2TIJhC2eCbh5K6PW4cZX379bWNF25iZI9Pj4HB1+Y+LymaM40886/vXNU0Yrh6BEgpjQJyL5IzEQUt+9LQRV4suVJnmp6ipJASe/zjnLoKnRNiMgaCUIItNY0Zhp504I3URutxZKWJ1Bk36RHC+F1mJWQjMIrsTR598C1NfNK5/GrC35F0AgelGM5XChs3YrT2grh8P6RE62R4TDlV19NV2ALTi4J3adRxRT2DI1TA24Z6DBkTlck3+CigmO/HnQ+j9PSgr19+9gPaiwIPAOMjNttgqHRQUCOr35GAslomEIkgm10F73vc3qEFF4Xw3gpkWNXApD8vz+gbRsR3r+rlOj2OSm8/DLFxoPXJtyaNh2jtJTyZAtB7ZITnhjJCpNC900C0VP0NQYS8S6i8Z3jGqNgYkqEjiR6k+S0d7OlI1tkS1N6gBlmS6rAszva2dqcpr4sPHHiSfT9o7vNOJXWyEMYNfLxGQt+jYnPa4ZkMcmHHvwQL7W9NKHb7REgARGY9LC5RlNQBQrFAg3pBuKBOI2ZRnandg+IAh0sXO1SEiyhrqSOxkxjnzAa8Ltw6F+MpjBRWmEIg6pIFRfOupB/Wf4vhMzQpI77cENrTesPfojT2Ehk5UqcpibsxkbP1wRPCEZPOYXK976HLX9+H67jIhSosMatwatDKnpnWpmeD0h+mQIF8buMsfuMTLbZYT96RqgBit7YATAEwmHcJo5aCJLREEJKXNMkG1SEC913k7sbYRSBkDRYfO31XqctwOny6n6G9IkxDHAc3LY2qK0d3yBHiBGLEnv9WdT+5g4WVrXybKiWiHa6a0w8vAqTsbzvXin97Jmv8tLGBMqJ4CnD0SFgDF4r4+dQ1paAd9ymISiPBrAMyR1P76TourxhZT1fuWcjD2xqIVN00VpjTmCnzAGerHjnvq40TEnQn+b5HFn4V6zPa4afrPsJ61vXT0pUQSIpuIWDFrEAaM41o9oUHYUOlFYTbnI3FFLI7ja4gpgVY0p0ChfOupC1jWtHffyGMKiL1ZFzcrxn+XsOikP74Uhh40YKmzdjVVUhAwEC06ZhTZ3q1TkIgZvJ4DQ1saGxhfUtmrlRhUbglnrpcj2iBAAJMgcyBcUFGrcazOZDeHCjwTQQqs+NTwNiPILENBGhEMI0cZNJgghcx0YbkoJl4giJ5boIIOAqqrTB4tdfQM3pZ/RuwpriiQ3tugjD2H8fjoOwLKy6unEMdPSUXXkl9s6dvOHZp9k95WR2BxME7QIipNFCokecItRTJK8Rwvs3nS2hq3MK0fINZFpXEBAhhJDkbTXiT/jBkbT7jyZkCg5l9lLQksTDFrOrYgQMiRSCO9fu4QcPvUoy3xepF0BxAl0ne86E6lYohhS8ec10v87U54jDT+XyeU2wqW2TZ9g3ScJBoQ6qKOmhNd+Kq11MaR40nxqtvVoQKSRnTDuDkkAJy6uWUxsZ/d3igirgapdYIMaGtg2TMNrDDzedIbduHbkXXsDt7ATAbmhAFwqISJ9DvTAMr9A6EsGIx1GZDH/ZsJmX3SUYWVAJhY54E3ehQeRB5EBmwegSiBzooMaecggtt3vMDUeClIhAEBEKQchLmxr3lMpxvKiT4yBNk5nnXEDVzNlYgaBX1B+NEA0EWNmS5ISdzSzaugu+9wNevfxyuv78ZwBK3/wWZDiMzmb3uxWvXRftOIRXr8ZIJFjfleaHG/fw4xd382JjclIjqDIcpuZjH2PVB2/gpspOXq+aiERCRAImQoz2NoXAMGykUUBKG8eFxqZ6zl5cxuyKKqQ0MIQgaEkMAdZhkR60/7k1hMJ17UFfm2zClmRqIsS86hIW1cYJdLfpLTgu29syA0RJD8YEn0fH1bja2+7rF9dw1XHTJnT7Pj4HAz9i4vOa4BcbfkFBHfxUp4OFq9xJqWkZDIWXerWoYhFzEnO47p7r2JPaM2ztyL70tGduzjYzKz6L5uyRclt/bKhikeZv/Tepu/+C29nltf4tLaXknLOJrFrVZwQ4yEReOw6OkKzPu+QWnYb5q59SPCUFJog0GO3CiyxoQPVEGQRGEwS2j0ywunGNW6HBAWuXmJgIXI/j+jCO9j3oQgFMc9gUsp6bAFqCUBx4rIUC2nEwKyuZ/Z73sjAWo5BJk2xtwd6yhfRnP4fqSiMsC2GaaNeluPVVGj57M24qTflb30L5266i7We3eWaKwaDnIG/baNvGKC+n/d3v4e2PbmBroc8sL7CrieWuwa1rZjOvJj6i4x8tIhAgdvrprD79dFYDybzN2u0dfOLOdTSlRv59JwWYIozSrlfzoAVOMU6ZfSEfPbuc363dzdaWNEppOnM2BUdRGbEojwbY1Z49aB4lw6G0xNX9HewPjoAyJNTEQ5RGAsRDJkVXIZTAdlx2tmf3S2nriVEp1dvgedwIPEFSEw/yL6fO5pqTZvrREp8jEl+Y+Bz1ZO0sTzY+eaiHMaHs2+JYCnnQWgULBPNK5zE9Np2vPfM1im5xQEet0eJql4yToTxUPvzCRyjKcdj+trdReGmDN+kWAqTEaW6m4/bfUHj5ZWQ8jtvRgVm5v9O9296OmjOXxqpqEoEAWyNns+iuP5O5vAjSEyK6+9+e1CctNdFHDMQwDbXcqCZzpkthoUaHNCgo/bmJ0UFv168D0hOp21dMmKZ3nM4IG030X38IIaPRYHjHigIdABXSGB3e60OOVWvKrrkGo8RrGBGKlRCKlbD9Mzejurp6u2152wAdDKLSaVq/9z0Sl1xM1Qc/iEwk6PjVr70GBVqDaRI+9lga//XfuLJDYWu3p/LYM4EPSJ5Wimsffpnbz1zMzMroyM7DONjRmuVLf904KlECXj1CwVH079SlNNzx1C7+9+ndgPdWRoMmp82vYvWMUp7e3snuzqy3xkGv6xh8Z/s/e3DEiatge1sW2rK9z0nhCQW1jyrp5yozYaOLBiQfPWchJ82tYF51iV/w7nNEc8Skcs2c6an//o9PfOITA5bZuXMnF198MdFolMrKSv71X/+VYrF4iEbsc7hgK5uCUzhg+94jCYHAEAPvqu/782Si0Wzt3Mrd2+8m7+Z7IzWjvcO+r5A5pfp40o88Svsvf0X77beTe/559AjvtB/OaK3Z+7GPUXjxJW/21mNaqHVv29fcs88RqKtD5bI4HR3o7km6dl3spiZEwCJx2aUEDYOs4/LY5W8m115H7O9G9+xGI/MgunPrNRqZF1gNAnGAr0AtNMlLHHKrvPawsqO7NmW2Qoc0bvk+U73+Ex4hwLL6jkfs8xp4AmM0M1YhvFSuQe70arQnRAL9FndAFPraEQ0ljoVlUfa2qwY8V9i5k/yGl7xIyT5RKiElMhzG7eqi6/95KV0V113H7L/dw7Qf/oCpt97KrD/cSce3v8sVKYHdc4wCkN3d6LT3/x0Jg5+vHV+Hq6FoTDfyq2ee5YZfPsZbf/gE1/zkSTY3TZwJZqbokio4pAoOybxDQ1eev65v4P+e28sXLlvCW9ZMIxI0j5Jv1olFabC7U6v6M1b9Nq0sjCH7pKPsfiTCJl9743LeccosFtTGfVHic8RzREVMPve5z3HDDTf0/hyLxXr/77ouF154IVVVVTz66KO0tbVx7bXXorXm29/+9qEYrs9hQtSKEjbDdBUPns/HZDKYQ/3BTlOz9cDq0vHU1xjC4Lh0NfrTX+OZ5k4CWhIzo0TCccKLl1D94Q9hVVePaFtbO7eyuX0zsUCMldUriQViw680yeTXrSP94EO9d9l7J9094sT1OvTYjY0kLruM1N/uxd61y6tPUAqjopzYySfjPPE4H1/7PK2OS+uiJWw5djXH/2039nRNYaFCRDUiD9rwWgYHnhVerckBBKMKg4qD0QbC7V5OgVOn0VtBFEBZGml7ER7PBb77ve9J0ZJyoPjouX0+0khJP8wptQTmziX7yKPAwEmclqBNL3UL8GZl3alr3n7Zf9Znmr3u72IfkVvcuhUcF4JDdJwyTdAae+eO3qekYRA97jgAWoo2Vz2xEXco4SVBK40yBHe3JPm3rE0iMjGGoVs7t/LrDb/jzofLSSare02DxtaFa3S4Gtbv7uLTf3yJnW1ZUnnnICVMvTaQoqfdcB9rZpbxw6tX81/3bebvG5pI5W1MKVk5vZT3njGX42YdvdFmn9ceR5QwKSkpoXaIdoz33nsvGzZsYNeuXUydOhWAW2+9leuuu44vfOELxOOTk+Prc/hjSpMV1Su4Z/s9h3ooE4LiEDiWDUP/ye9oRIpEMtMuwXxsLb+aq2la7W1nVnOe43dlOOHZHHz1a0z54heQgcB+62utebLxSR7Z/Qj/2PUPWrItXocyISgLlnHZ3Mv4l2P+5ZA6yKcffAhdLHoT9n0jAT0/dwuTyhtuIDBjBh23/4bizp0Iw0AlU3Te+QdEMEh1NEqxkKfqofu9blKOIP5/BvkVgvwKhVsK0obAekH0cQPhHHjKqMMahO4TJd24ZZBd7RJ+wUBm8aypu1PQRDjsFZT3pKT1REWkJLT8GKZ+61t0/Pzn5NauJf9id2vuEUa+nFQad936XpND6NYeEkTPW+h4KVxIL+IjiqJvwX0xDHBdZDze2/43/cSTtP/iF2TXrvVqWmwbHQ5DIDBgIz16Q8ZKBtkw/GhXCx3DdVUSAg1kDUEyPzHC5JWOV/jSk19i7bqlJLtqEUIhjSKuMr1e0d6Ox72fA6GAh15uxlYKpcE0JI5zKOpMhkuGGv48TFSNx2jQ+/zfMrwbCI7b993eHXyjrjTM5y9dSlk0wOcuXcpnLlpMKu8QNCVRvxWwz1HIEXVVf+UrX+Hzn/8806ZN48orr+Tf//3fCXT/snn88cdZunRprygBOPfccykUCqxdu5Yzzzxz0G0WCgUKhb67zclkcnIPwueQ8Kb5b+K+HfdNqLGiz/ipjdbibN3Lw0vAMSRBB5SAl6ZptlXnyG4QnL1xI9mnniZ2yskD1n1i7xN8+akvsyu1i6Lqy1eyhIUlLdrz7dz20m205dr4zImfGVAI2lXo4smGJ2nLtxExI6yuXU1dbHLaveY3b/b+0+0qPqg4UQoZCZN64AFavv8DnKYmL5Liul43KCkxq6sxXYepHW3Y2Syyx+PEEYSfMQg9IyHQnd6khp+QaTROJaioV0uyL04ddC5wiN8fILTO+1VhxOMgBCqb9cSJEBAIYCQSGOXlmDU1dP3+95RffQ3qssvYdu110DWKSGUq1d24tt/pAYye+Zrd96RTq8kvUITXSeRuMfjssvu73W1ro/ELX8ConUL7j37ktWHuSZdTLm4+je6u0wHv/MmiACtAyTln739ulObulhEcV/esN6jFhIgSrTW/2vgr9nRlyCRnIdCYhgL6F30fHFKFPrFpH/Sp/cRVaByskUvhjXbf1K6wJTlvyRRWzyrjL+saeLU5TcFVhCzJimllfOB1c1k4pe/GqmVIyqP736Tx8TlaOGKEyQc/+EGOPfZYysrKeOqpp7jpppvYtm0bP/7xjwFobGykpqZmwDplZWUEAgEaD+DI+6UvfYlbbrllUsfuc+hZXr2cpZVLeb7l+UM9lDERkiFsbXtuvgep+9ZYGG1KV0OmgUREU56B/ln+0YKgM6K5e2GONQ1pEs89N0CYrG1ay8ce/hipYmq/on9b2wgliJgRcm6Oe3fcyxvmv4GllUsBuHf7vdy+6Xba8+0IBEor7nj5Dl4//fVcs+QaLDkx0RWVydD645+QefLJvrQmx/Em82a/r97uyEN4xQoa//MLOA0N+9dluC5OYyOi1WsFa3W/3n9qJhCeQ+AIEQiKc13PO28/YeKlC+qYgRmuALoQluW1N+4RWD2pXVLiNjfjNjZS3LCB9N/vo/1ntxE791zoWX4CELaXpqZiUJirKCxV6DCk6lyiD0qsbRLpsP9MUwi069L5+zu9c92vyF6jvchL3xPew9FooXErXdp/8lNqPvUpjFhf8XpeKYo9191wld9Kc15ZjHho/NfVjuQONrZtxE0txXUNTKOfL8aAYRy8jlSHL6M/fkMK3Al2heyRUFIIauNBknmHouMSMA3OX1rLtSfNZNGUOEII3riqnhf3JMkWHSpjQRbWlvidtXwmlS996Uv84Q9/YNOmTYTDYU466SS+8pWvsGDBgkM2pkMqTG6++eZhRcHTTz/N6tWr+dCHPtT73DHHHENZWRlvfOMb+cpXvkJFRQXAoB9grfUBP9g33XQTH/7wh3t/TiaTTJvm9/4+2ggYAa6cfyVbOreQd/JHVOSkIlTBkvAUAh3baLXTbJaK7Ei9IQ5zNBrbFAQdcPp9GwmgJCdIRjTP1mSYVuhrRay15rvPfZeUnSJiRkjZqe51+jqVFVWRMGGCRpCsk+Wv2/7K0sqlPL73cX68/scoraiL1mFIA601nYVO/rj1jwSMAFcvvnr8x+U4NH3ta3T9+S/e3fkBL2qwB9boiFiM4patOHv3Dr1R1/WK4rvTk3rO03gwOgTa9Dp4DYiyCIGOaIwujXym3Zuo71sz0jPJ3+dYUAqdTpO6885xjm4gdq0m/XoXZWoI9kseNCB9lkvoJU3kCWNgsb9heB23TNMTVft0DrOna4ozFeGnDWShn/u8AYX5mtSlDua9TxL+692UXXll73ohKamwLPbkbby2AUNTmVW8+9QZ4z5+gPZ8O0W3iEF4v9ekVCh1eJehSzGRbvC979YBXhs5UsDcqiibm9ITFkWR/fLE1swoY15tCaYULJ9WyunzqyiNDIx8BE2DVTPKJmjvPj7D89BDD/H+97+fNWvW4DgOn/rUpzjnnHPYsGED0ejkdxIcjEMqTD7wgQ/wlre85YDLzJw5c9DnTzjhBAC2bNlCRUUFtbW1PPnkwJawHR0d2La9XySlP8FgkOBQxY8+RxUXzL6Av7z6Fx5reOxQD2VUXJotcPGep4k6RRzlsM6Ar5aX0mEM7+48WKH8ZDCefeQDIFXfHV7d/ZfRfWO+JaoITJveu3xDpoGN7RsxhXnATkwFt0DY9CZwTZkmtNb8aeufKDgFpsX7bj4IISgLleFql7/v+DsXzb6IstD4Jge5554j9fe/e5P2UAiy2QN6c+hUitwLLwy/4Z5OXhNE+HlJYbHCrtPItPZaC0tQMRcsiP5VIAo9bWQZmIZ2cPvDYrQJtAHuNBBJr9BfADrkFfDbGY14dOA6Pa7vwKDnzanWZE9UFGdpgi8LZFKgQ4LCfIVbDiqoyM3Jkvr7fZRefnnvtkwpuLy6lJczObLKu/mley7cfoSLit+dMJ9p5ZH99j0WolYUU5pEYs0IMR+lJIbR3RVP9Eikw/cO+wQHI7qZmONVGna0ZZmSCLK3a+KaiSggHjL57KVLWFjr17r6HF7cc8/A2tuf/exnVFdXs3btWk477bRDMqZDKkwqKyupHKRn/0h47rnnAJgyZQoAJ554Il/4whdoaGjofe7ee+8lGAyyatWqiRmwzxHN7Rtv54WWEUz+Dic0xJJNSNel0TDQhoFw88SVS4ly2WFZg7ZW7cEQBq52J1WcDNb1aTT7cw1wJBguOLJ/0bPG0IIiLnuWVNEjFToKHTjKwZQmovtP//31/Ky06k17KwuVsSe9h1c7Xx1SdPQss751PafVj+8LOfXAA6h0xkt3yuVGNokfqeDoSaWaAGRWkPhfk/RZLsV5nsGi0CBTgvBjFuH1FoJ+EZHBamSG3ckQPiejHWtBUPIHk8z5LsWZCl3S93xwg6Dkr8Z+tTW6UPCEYc/Y9yHwiqS0RZBfrMiv7M7jEl5ul0AgXI1d4eBu6kSl0xilpb3rXlpTxt/bkzzVmaGodff8uK/WpdIQPPK6pZQFJq7xwtzSucyMz2Szu5lYZAWpTByhlReJcA0OZ1FyJJB3FMncxEXTlYaIJfn8Zb4o8Tm47FsvPdKb8F3dNYHl5Yeu09sRUWPy+OOP88QTT3DmmWeSSCR4+umn+dCHPsQll1zC9OnendRzzjmHxYsXc/XVV/O1r32N9vZ2PvrRj3LDDTf4Hbl8WNeyju+/8H2KqkhIhsir0bmUHwp64gebDZivCp6hHBpDSIIaHMDSGnsEwmSkSOSoa1g0GgODWCBG2AzjKAdHOXQWO0e8jcZyQV2bJuBq3O4+/I4BpguN9VG+vPMn3Fw/jbmlcykNlmJJC1vZBKwAUsgBx9jfdLLgFAjIABfNuYiiW8TVLqYc/Guvxwum4I7/bmlx5y7Pg6Un/ckwxtQ+d1AmOFJhJAWJ/zNxyjVupQYXgplyDNvAtQpQsIffyIFQyhMnUo5ZnPTEAcwuQex/DXJ1BmaV8p7bIzGbhvDR6dnfEOdMRTQiC+FnJDqgcKbuU3ovQdgCYZqev0o/aoIW31g4nW9tb+TB9hSttoPSmogpOb+ylC/PqyNoTmzKpSENrlxwJf+19r+onfkA+c3nY9sBXED3Fr/74mS09O/MlbNdLENg71ulPgpMCYlQgOPmlPPRc+Yzp2rwzm4+PpPFviUJn/3sZ7n55psPuI7Wmg9/+MOccsopLF26dBJHd2COCGESDAb57W9/yy233EKhUGDGjBnccMMNfOxjH+tdxjAM/vKXv/C+972Pk08+mXA4zFVXXcXXv/71Qzhyn8OF32z6DXk3T9SKknfyE5LiFDbCOK6DzTgnbkOgtcYA+nd8lcIghKbKcXkmHDygKIHR+5uMtbDexcV2bRZXLCZVTLEjuQNTmCOr5RHQFfXmjuVpQdDWFExoKhM4lqTZzKBa1vGuv72Ldx/zbq6YdwULyxfyXMtzKK0Im2Eydma/99NR3r5PmXYKx1QeQ9pOE7WipO00ITO03zCydhZLWkyJThnTOeiPUVbWNymWh3fePwBCYCZNzHbvnMmojcYeXEyNRRiNM1ri9Z3yJo+uFIR3g7Vr6Em/RqODoAMK5SYRSXvQ6bqREziVGqMVgpsEzpSeiFB3LqGUBLcHiJ5wAjK0/zUzLRTg6wunsyNXYFe+SFBKFsdCRCczT6/7AAB3xElEQVSpBqzoKBaVHcv7lr+f326+A2n+icbdK+hsndu9hC9KxkL/K9rVkAgatGfHfiPhK1ccw6Ur6jCNI+Cz73NUsmvXrgE35UcSLfnABz7AunXrePTRR4dddjI5IoTJscceyxNPPDHsctOnT+fPf/7zQRiRz5GE1poXW19EIJBC9qb/CMS4Olzl3NwEjnJwDK2pc5y+SbdWrA0FeDVgTpIcGjtZN8sTDU9gSM+NfN9uWUNhChMpJMlYkWTMa9Wqe+yN0dAdDWnLt3Hr2ltZ17qO9yx/Dx996KOkiimCRpCwGSbrDGwtpbQiHozjKpd7tt/D2TPO5tS6U7lr610kAokB3iZKK1pzrSysWMjiisXjOg/adQnOnz8w5eog12OMGikHiBCVzR7SMfe/g1004J5VgnRQc8FaiGcHdnDrW8lrS6XCGm2CG9PoqAZRQBpgtoveFK0eZApEAlSJ1whApkGVaLSlccsFgVaLeGY68QsvOOB4Z4SDzAhPXq3irvYsf163lwdfbqHgKOLhAGct+hBvOrGNjnyaf/9FHnvkgVGfYRiPKAHY2Z7zRYnPISUej48qW+jGG2/kT3/6Ew8//DD19fWTOLLhOSKEiY/PeOnt2KQ1lmFRVEUvIiEMlFYHpUB8LCigxZBsCASYZdvYAh6MhJEaYkrTZRxed0g1GqUUsUAMQxgUnAJZdxCTjG4EgqgVZU3NGtY2ryVqRUkWkiTt5IBlet4f27W5b8d9nDj1RL562lf56tNfZVdqF652sYSFEJ74jFpRpsamEpABdqd384MXfsC2rm28ZcFb2Ny5mY1tGwkZIcJWmKJbJF1MUxut5V3L3oUUY59Q2M3NNH/jvyhs2OBN9l13QovVe00aJ3qb+xogHgZCqufKdgSs2qqxXCjNHiAmoDVumabzSofAZkFok0S2ChBeepq2QIU1ZlffFoQrMBvAqfRqRNwSjVulEUoSaA5Ss301tR/+CME5cyb7cIdkS3OaW/7fS+zuyBELmgRNSWuqwM//uZslU+Nce9JK4AkOO9fV1zDbWjOHegg+PiNCa82NN97I//3f//Hggw8ya9asQz0kX5j4HP0IIVhevZw96T042sEUJpa0ek35eia+BoY3sT6MfEKUEDwciRDunigKDV2GpMJ1kYfpREShSBe9dKmQFcJWtuctMog7vBSSiBlhXes6ck6OmkgNDekGYP+agZ73qegWuXPznfz8/J9z5yV38kzjM2zp2kKmmOFv2/+GZViUh/oK92KBGKliivt23sea2jV86vhPcc+2e3hg1wOkiilCRogz55zJBbMvYFrJ2FuFq0KB5q9+lfyLL2FWVxOcN5fCy5snbpLfY1Qhpee+jovOF7ujAOPoxzSZIkQICAa9aMwYa2yiDkTbRrZsdrWLM0WjTY0zDcxmPHVvQ+hFiYqAkdGIfvmRsiiw9gKlIcr0LEQ2QkliMeVrziT6ntW9jvGHAq013/3HFvZ05JhRHsHorr9KhC2KjuLFvV3ct6GJkCmx9xWXPoeMjlQDG7anmDNlIcFg9aEejo/PkLz//e/n9ttv549//CMlJSW9vn+JRIJweP+25AcDX5j4vCa4fO7lPLz7YdLFNMIUhIwQUkivIBoXgaA6Wk3BKdBZ6Dy04kTr3omm0T1pzAhBQQivPbDWtBnGYSpLPDSaglvAEAaWYeE4DgEZwFY2CoVAkAgmmBmfSSKYoOgWea75ObZ0bsFl8AlWTyRDacXu1G5c5WJIgzVT1rBmyhp+uv6n5Nwc1ZH9JwIlgRI68h08tOsh1tSu4c0L38wV868gY2cImSGCxvjTcLJPPUV+4ybMKVOQwSAiEMBuaESNxvn8QJim137YFCg7jw4AUQG29hzRle4WJ4dXFA0hEMHg/j4oE4w2NYXF3W2EpYVOaIqx7mtJQWCnxujqFicDG9Z45yxpU9a4gKlf+tJhY2q3oSHJy40pqkuCvaKkh4ApiYcsntnZwTH1Cf65tf0QjdKnD42By8Lob3lxwy42v1LCvGlnMm/2OwkEDl2XIx+fofif//kfAM4444wBz//sZz/juuuuO/gDwqsn9PE56llZvZJ3H/NuSgIl5JwcGSeDrWw0mrAR5s0L3sztF9zO+1e8/5CN0dAwvWhT4boEtCasvI5bWSlxhSCqNYbWKCFwgWJPWs9hikaTc3LknBwajavc3hqfkBGiLlZHIpgAoKvYhVJqQLG87venf32QRiOF3C/lak96D5a0hpxUBs0gu1O7e382pUkimJgQUQKQffY5tHKR3UWGwjQJzJzpdeQa73vV7Z+hDM9oUEcEwgZRFAhhoM3eopzDS7BqDYUCOtudzjfe6/UA6+uA9xC28FzaRd85QULuWIWKacRQxVlKkbzrj+y45lrURKbKjYM9HTkKjkskMHgxfSxoksk7vHnNdMJWz+dBD/LwgcluDeCd62nxBuriOdJOBV05m627/sTLmz+H46Qmde8+PmNBaz3o41CJEvCFic9rBCEEb134Vr571ne5fO7lzE7MZnbpbC6Zcwm/uvBXfOqET1EZqeTKBVcSMSfGDG0kGBgIBCawqFik3HXICYnRHTUBLxOlKAQZKXu7cDlSHvaiBMDRfYX7Lm7vz3k3z7aubeScHM3ZZl5ufxlbDz5jFIjeFr9Ke9GWY2uO3U+ARAPR3k5cg2G7NtHA5DnZ6nwesY9YMkpLMSsqvHSgsXRqkhJ6vGpcFx0CZ5aJ+4456OlRdFCCAGFKtAUYYnTf6gfjOlJq4poAHGCsouA9dEB7xfvSGDATdao1yQsd3PiBx5B7+mm2nn8B+c2vjG+sE0DA7IkSDv66ozRSCpbVl/KVKxYjjBRmyTqCtf9HaOrtBKruxoi8BOQ5mgSKwHNVH+2VO3lnQCNQTCtp4spFjyGliWlYKJGgOVNKS/s6WlsfmLS9+/gcTfipXD6vGYQQLKlcwpLKJQdcJhFMkHbSB2VMQTNIQAbQ+Q6CyiUtJUqA1GD3N9kGL8HpEIqRsBkm54y8E9m+Xbn6+41oNFknS3O2mcZMI0orTGniane/9XqEjVKeYWLICHH9kuv3299xtcfx0K6HKLiF/aIgjnJQWnHClBPQWk9Kqk5g+jS0UmilEN0tgoUQWFOnonI5dG6MXdxct29CHzHQy8vQJ9XgrK5EbElDzkU+2ox8NYUrHMx2oDDCegOlvGjMJKdZTRgHiGQIVxBaJ8icrlEpGylMhJSenwyeO7ywBTI9/Hvv7NzJ7ve9l5m//z1mP1PFg82KaaWURQO0Z4pUlewf2WvPFFlYW8KM8gh/2nEXpfN+S9E20coAJDK0G7NkI07XMRTbzgQmzuzxUBI0BQHTIF1wDnqfBkt6QvHU+VXEQyYPv9JKidHAuTPvpy6Ro38/EkMKCo5FzhG0tN5Hbe2lB3ewPj5HIH7ExMdnHxaWLzxo+8o6WZRymWrbNJkmXdLwanWFwML7gAqGaI96EBEIim5xXOsP1j54e3I7ebfbV0Zr0J7J477YysbFxRQmH1n1ERZULNhvmdWVK1lALXuat9DVvBtV9DqvdRY6ebb5WXamdvKZRz/Dcb8+juvvuZ6XWl8a8/EMRvTU0zASCZyWlgHPG6WlmFVVY8sjUarXoFDG46h5Jail3S0gAwZ6cQK9ogzRVkDHLHSVCdFRpqYdDFFykLxcws8YWHsFbqXGDbtoE3RI4lZokBB9RGJkRvBGGAZ2UzMdv/zl5A/6AJRGAly0bApZ26U9U0R1z8JdpWnsymMZkjesqqct38oftvwBaRSIBsEQAXBjaKcMrQKYiXWY8ec4GFETARw7vZTSsEXIlFhSEDAlAUNiGQKzO6g32uBef0KWSX1ZeMhI0mSilHcW1+3u5I2r6lkyNc55c15gceWrDNUk0XEtisXWgzpOH58jFV+Y+LymaM21siO5g67C0AXJ71n+noM4Ikg6KabZNmflipxb1Cy0FVGtqbdtYkpNSpb4aAqkw2aYU+tOZV7pvDGt39uq+QBHofDqS1T3n8G2kQgkSAQSfOf573DhHy7km2u/SVfeex9z69fT+pFP8OZf7WbJpjzJxp28+upaXtnzAutb1pNzcl40BkXezfN009Nce8+1PLTroREfx3AE6usov+ZqhBAUd+zA6ejA7eykuGsXGAaR1au9dK4xpE+ZlZXEL7wQ64aTcK187/Naa7TreHYv4BWa96R+meahN3cUYlyO76PFSAsSvzUJP2cAGjfmokskgUIplVuXEmucOcINebcCUg/8Y9LGOlLedsIMrji2HqU1O9qybG/LsKsjSzhg8J4z5nDG/Cru23lfbye8cFBQnshTXtpJWSJJIJhGCBszvh6GaCwx0cwoj1ARC7B4apwZlRHKIwEqYwHmVpcwv6aEuTUxpiRCY24x0pmz2dhwaGo2XLwAZmfW5pN/WE97ukBnoSdFdOB3XPe9FgKmTcCqONhD9fE5IvFTuXxeEzyy+xG+tfZbbEtu8zwvpMWyymW8e/m7Oa72uAGpPQvKF3DWtLO4f9f9B2dwWvNcKMgmpVlTdPlCUvMfcYO9hkHcdckIgTvBqUcj9W0JyiArqlbw9TO+zu9e/h2bntk0ovUNYQxI2xovGk1XsU9MdhW7+MmLP+FXL/2KeZEZRLY1UFqueL2s58bW5WxPpdlKM7+b0Ygq00gpPePHbpRSFNwCn3r0U9x35X2DOsGPhcSFF2LV1pK8+6/kX3oJrTWhpUuIn3seIhQkv3GTV//guvt7h+xLj6hQChGJUPPxj2GlHqNr6waK2TZoy+K0tqALRUJBx2t5GwwirSiu7vK2P4brRlledEGFvPbUMu2ZXo6aQABhmqD12NPY9sUwhj1vRlIQvzuI+7DCLVUY8QqmvetTJN55PlopNp90Mqqz84DbEIEAFAree3WIsQzJe8+Yw0XHTOHJbe2k8jaVsSAnz62kPOq1Mt6d2o1CYYi+a9wwQKju1EghkFYXwupC25M7QdbASw1dLJmaYP2eLkqCJjUlIVylac8W0UrTmbNpSY89Atuzn0OFxhMduzu9mwRbW9ZQEdjKjEQHto71Lme7iqDhEg0IKivPOkSj9fE5svCFic9Rjdaarz31NX65aWBKhuu6PN30NM/f9zxXL76aG1fe2Ftg/XTj0+xJ7xkwue5PZaiS2mgtL7a9OGHjNDSUKMU/gyYzlMM1XRkeDAfZEDSpUIp2KXEmUJxI5IhaIms09SX1bO/aTtQcWeG4IQxiVoy0nR70/E0kBV3gxfRmqAJZCQ/pVzimq5lPbl6IaVbTGmvAcvFqDfqtJ6VEKUWymOQvr/6FK+ZfMWFjiqxaRWTVKlQ2i1YaGY3gdnaSe+55zJoaiq++6kUQenxJhkJrb3apFCqVwmluprzuVEq33kvz7j+iijaB7RDcLLD2CGSngPYCrt7bt/4oEvC11BTmKswWgVtOXzy9EswGkLlRRMqiUcLLlmE37MXZvWfEYxiWkXp1OA5GJxidgGin4VOfJThrLqF580i88Y10/PjHQ69rWWCa6FwOs6ZmAgY9MUwrjzCtfPDGHBWhCiQSV7mYRt+vddV9CQhZQAiN0GLSJ/QC2NmW5R0nz2LJ1DgPbGqmPVNESsHMiiidOZstLUeXAWHRNfjBC29hacUmTpy6nppYCldByMxSEytQXrqSqqrXH+ph+vgcEfjCxOeo5r4d9/HrTb8e8nVb2dyx6Q5mxmdy+bzL+ebab/KzF3825KQ9aATJOBl2pXYRNsLk3Am4EywEbaZBqVKEteIfAcEHsy5XprMYSZdOKbg7Gub/xUvGvAuJJGgEybveHT4DY0TCJGpFeXDXg9y15S5sNVSf1YH0FJcHZGBizs8IUQIKQrG2tINb52xmTVOMoglBB5SrcffxgTCEgaMdnmx4ckKFSQ8yEkEVi7T8z/+Quvuv3t13IRCmibYPcC77C5buibibTNL285+TeMtbMD71FLFqhRuA8IsGMovXum2cDiaZk1ysBoG2QPQvO7FBjFZfZjLknnii7+fhRNhk0d2mWadS7PnQhyl7y5vp+u0dQ6eXWRYyFkMXCgjDoOyKN0zKsLZ3bee2l27j6canUVqxtGIpb1/ydpZXLR/T9k6rP42fvvhT8m4eQxq9EWDv8DVaOAi3grhVQcrRk5rQZUqB42pe2pPkPy9fxluPn05DZx7TEGxpSvHxO9cfNf3BevymwHMwWd+2iB3JeqbH93LR3EepKw0yfcrrmTH9nZjm2L+/fXxeS/jCxOeoxVUuP1z3w2En4Dknx5+2/omwGeanL/70gKlHjnIosUooquKEdnZyhGSbZVLpOHRIidSahOuQkwYvRxPcn4gitDuutKi8m+9d32Z4kREyQlRHqtncsXlU+1UoMnYGgRgy6jSZKAGPV7SxqC2IwJuzD/ZO6e6Jck+kbKIp7N3LjqvehtvtpAt4RewlJd6+i0XPFT2f75u097+m+k/ki0U6f/VrOm//DShFeLdA92uJMF5TRRXW5I/VBO7cpyZFg9kuut0+Qbt6bPuaDFESChFZtYr8unWoTGZ/oSFEn4eM1hRffZWmW78BjoNMeP45qqtr4HpSojMZNBA94QTiF1444cP+45Y/8vknPk/BLfQ+tzu9m/t33s97lr+Hf1n+L6Pe5pzSOZxadyr377yfnJPDkAYSiaMchHTQKgBdp2JKi5KQojM/eQ0PpACkZGe7lwYXD1nEa71uYN9/cCvuoRCok8T+RyLJugle6Yzwiw1z+NE1y5k3bfYhGJnP4cDXm1uJRw5uJ7xk1uZHB3WPE49f/O5z1LInvYcdyR3DLqfR7E3v5danb+2dgA81+XK1i6tdgkYQjSYoJ8acD6AoJXusAE2WhSifxZ01M/jMjPk8OGs100rnEDEjA3LIR4NCjUpcBGSAZZXL2Na1bUxiyFY2trJZVrGMkDEx9RujwRXwbFWGUAEcA5TY/xgUConkwtkTP/m0GxrYdsmlA0UJeGlZXV29YkSGw1jTpvW9PlT6Vc8Eu98kWvT7M16KMzRuQqNDekC0RBQAF7QBehz6ramsgv93yuv40SVv5lfnXcrz8xbhyPH1moufdx4zfvJjpv/ohxjVVQNflLLvnPWgFOTzyFgMISVCSozSUkSw32fYtjHKyii/6q3Uf/u/vRqZCWRb5zZufuzmAaKkd9fa5nsvfI9/7vnnqLcrhOCjaz7KKfWnELWiKK2wlY0QgvJwOVbmDPIdK8kUXfQkdxy3lSZsGb0eLD04ruLV1gwlIXOSjQ4PLVpDKBCiJRPkx/9MHurh+PgccfgRE5+jllQx1Zu6NByOcmjLtY1o2YJb8ASKcnGUgylMlPa6SfWfJI5mQt+7rICSSDWLrr6b2nwHasMvebb5WWxlUxGuQAhBxIiwpWMLNnavI/pERiVMYbKwfCFpO01Rjb1A1RQm25PbD3rEpIdt0SzH7wjy4NwCRak908ruiaqrvOhTXayOk6aeNOH73nvTTej0MF44WqPa2yEQQFZUoNqGuP6k7CuEH2mNxWgxAQHFmZpwmwRHg9mdwqW7gw5qbB2PH1h9Ir8/8zxSkRhSa5QQ3L/6JBZt38q7/+83JDJj6K4kJdUf+jcAwitWEL/4Ejp+9KO+c7VvNLNfKpno36lMCGQsBtEobjKJUV7O7Hv/hhGcuBsO/fnSU1/C0X3Kb9+Oda52+ebab3Jy3cmj3nZFuIIvnvJFnmp8iif2PkGy2EmlabC6YhaWU883HgqwoaFA3lZIMbRp41gQ3X9pDVIISkImC2vjA5YxpCBgCOIhi1azSNE5cCQ7ZAhcrXH1xI51KHpkcs8nTALVQAJBE5rO0WxLSKRUPLKlZdJ8k3x8jlZ8YeJz1PLXbX8dsThIBBO05FqGXxCoidRQcAukiim01MxKzCLv5GnKNvVGB1LF1JjTri6dfSlBI0httJZ/X/PvNKQbaMg0EDACzCubR9AI8ouXfsG3nv0WRVWc8Im/ox3Wta4jbITHtR1b23QWOydmUAeif6J3PzLS5oSOqWwQaRpIehPCXv0nKA+V86NzfjThkwaVy5F77vkRL6+LRUIzpuPWVKMzWezGRigUBqYiTTJGB4gi5BcqrD0Cs7vWRCu8c+b0TT5Hc1k/P28Rd5x9MWhNfXNDr7DJWwHWz13ATy65kg/95qejFzzRKHZzC257O4FZsyi99BI6fvpTT7gZ+0RiXLevpmSocymEF0UJBCZNlACsa1nXt8t+Ry0Qvd8XWzu3jnn7ITPEafWnsTRqsWvXz8jldqHbnkAj+cQJtejw5ezNzGJn8/P818OlOMoTaXocyROS7q7QQiCkIGAK4mGLsxcPbBwghOCkuZX84dk9zKyI8GpLBmcIxVEVs4iFAiyrS3DP+r0UJ1mYiO5Hf6mkgGagHU180LUGx5Ci25leUHQUtqsJmL4w8fEZKb4w8Tkq0Vrzj13/GFH3qZAR4tS6U9mZ3ElBeSkWQ4kKQxhMj0/HEAbburZhK5uIGSFgBGjNtSKFpOAWRlRYPhjTYtN43fTXDbjLNiU2hSmxKQOWu3rx1QRkgO++8F06C51j2tdwHMzC9XEzyIS5YMJ/Hd9CIlpJlQ6Ss3OY0iQRTHDurHO5YekNhKyJTzMr7t5z4OL2fdDpNNWf+QyhmTMR4TDb3/xm8uvWez4kvQvpyYuWAOYegbVHUpylyJziEtpgYG0XyBy9Dp8qoDGTI5/AarxoScGyqGtpGvBayC5S3tXBxplz2TalntkNu0c34GyWvR/9CDIYwqyqIn7BBYRXryb31FOeYWR/AdITIbEsUAqt1MCoCaC7nw8vWTy6cYySnhSuwdLvesTJeG80dHY+w9atX8NxMgQDNRhGEKWKFAstqPx3qRQWZfEip007hwd3LsTVkr5KrNFPoAOmxDIkGk3BVpSEAlx13HSOqU/st+wFy6bw0OYWOrNFFtSWsKcjRypv43Z/diVQXRKgtjTCWYuqKYtY/L8X9o7ndIyInq+Pfb+1FVAERmqNKICg6TUfcBVURE2soVwXfXx8BsWvMfE5Ksk5OToLnQSMwLB1GafWncr1y65nWdWyYbdbYpWQKqTY1LEJV7vURmtpzbWSCCQIm2Hybh41DjO5xnQj1//tes678zw+/tDHueuVu0gW9s9TFkLwlkVv4VtnfovqcDWWtDCEgXHIPeIPIWKfh4SssGnKNuEoh1ggRjQQZUZ8Bs2ZZh5veHxQN/pxDyMY6O0GNfzCAmyb4iuvICMRhBCYtbXeaz3XketOuju7QFDyNwOjXeDUQeZUl+QbHLre6JA5xUUFPfPC0ZAJR9hSP5OSTF9rWJlIIIIhEIJIPk8hECAZjR1gK0MNWIBhYpSX47S10fbTnxJavMg7dz2pXKbpiRE8X5LSN70JEQ6jMhl0v8+oVgqdySCCQcre9vbRj2UUhM3ho5ABIzDm7Wut2bPnNzhOinBoGobhRX+kDBAM1pLPN5HL7SQSnsYHTnyFq5ZtoiqcxRQKMYabKYaAoClwlBcZqE2EuOWSJVx1/PRBI5FzqmJ8/LyF1MbD5G2X8liA+rIIc6qinLO4hq9eeQxfeMMx/PDqVdz4unk8tmVk6bUTwUTIfrM7Xa3oeqHG85ZO8dO4fHxGiR8x8TkqMaWJJS0KToF4IE7OyQ1abzInPofPn/J5olaUDx77Qd533/tI2UPnvHcWO+ls6+z9uSHTgECQLCSZkZjBnvSeXjdy6CtQHiqC0j+FAzx/jbybZ29mL3sze7ln+z18Y+03uHjOxXxo1YcwpUm2mOXHL/6Yx/Y+Rnu+nYydYW58Lruzu8kUjy5/gIlAoegodPT+vDe9F0MY3LP9HuaUzuFbZ36Lmuj4/Cq0UuRfeonM44/jtLYiwuHha0z64TQ39/6/6v3vJ33/A54gUeqgtdk1mwVlvzbJrnIpLNHo7jm0dAQyO3qTRVcaaCGQPeKv25NF20XQ2tOPGmK5sZkYCiGQoRCytha3s5Psk09Se/Nn6fzd78k+9RS6WAQhsGbOpOId11F62WUE6utp/e53UalUb9REK4UIBql8978QPW7NmMYyUk6pO4W/bvdSTPeNmvR8D6ypHfsYstltpDOvELAq95sQ23YHWivvbr6bxrJKeeOSV7h80Ra2d8ZJZltpKiznJ88uxHHViOo6XA1deW9KH7Ek1588i3OW1B5wnTUzy/n+1av455ZWdrVnMaVgxfQyjqlLIPdp6b2lOY0hxZApXxPFRN2eCJiCTNHF1ZqZ5RHee+acCdqyj89rB1+Y+ByVBIwAK6tX8uDuB1FaEbEiRKwISnndqRztYLs2Vy+5mqjlGQeuqF7Bl0/7Ml976mvsTO0cNh2rZ2KhUCTtJFs6tlAaKiURTPROhENGCI0esgi/vygRiN5Ush4UimQhye0bb+ehXQ8Rs2JsbN+439g2dm6kJlKDq1yyzsS6VYfNMEWniDvIPcV9hdXhxmDj091/XOXycvvL3PjAjdxx0R1IMbYAsioWaf3Od0g//Ag6nwfDQFjW8Gele6KOYWBW9XWVCi1YQMnrzyJ1798PuveH0SEouc8k9oBGC6/4faxdv0qyaWraW9hRW+eJD61RPWJNCAqGidSKWG4MYlopZMhLw1PFAgQsVHs7ha1bmfadb+O0t1PcsRMjHicwe1bvJL3iHdcRXrGc9l/8gvx6zyA1uGQx5W97+6SLEoAPHvtBHt79MBknM+jnJmSEuOm4m8a8fddNo7WNHKRboKu81EwB6H7pYobUzCnvoliSZkbxGe6OH8OezgJqiGtv38L5iOV9boqu5ht/30xtaYjzl04ZdN0eYkGTc4cRMNAX/AqaksIwxfKHGgk4CsKWwfGzy7nlkiVURCevXsnH52jFFyY+Ry3XLbmOtU1rSdtpgjJIwAwghMB2bQpugVmJWVwy55IB65xWfxqra1bzrw/8K880PdOb6jNU1KP/5CLn5rCKFosrFhOxIjy651Ec5WDrERoT7tOquP+2He2wI3Xg1sdN2SbqonUTLkw+uPKDvQZuD+56kIydoSJUQdgKEzbDxAIxnm16dsQd0A4mQ4kmrTWucDEweLXrVe7bcR/nzDxnTPvo+M0dpP5+H0Z5OUZ3GpZZV0d+wwZU6xDZ6f0M/ozS0gHCBKD+W99i13vfS/ofD45pTONFqPE3IZZac/qzT/GLC99AJhQmmu+rWVJS0lJewYyGPVR2dhxgK0NgGGBZ5De/jJtMgdZo2yb19/tIXHQRVnU1Znn5oKtGVq4ksnLlWA9rXNSV1PHNM7/JJx75BO359gGf+VggxruWvIuS4NiN+AKBSqQM4rpZpNy/xsNrsSaRchBvBa0oCRa55ZJFfOR3L9GRLe4XNdlXlIQtSSTgTSNCWpPMO3zz768MK0xGyuIpCba2ZAiZkqKjDuNbIHDTBQuYW13CwilxpiTG1zjEx+e1jF9j4nPUsrx6OZ858TNUhauwlU2ykCRtp3G1y8LyhXz3rO9iGfv/gg4aQfam96K06r27Ppwo6SHjZNjYvpGiW+TUulMHtAYdLT1TQxd3xHetR9pZbKSEzTCXzruUafFpfGDlB5hWMo3qSDXTE9OZGptKWagMS1pURaqG39hhhEKhtMLRDo5yuH/n/WPajptMkr7vPmQkglHSN6GUUhJZuhRz9mwIh/sKsKGvda1hIMvLCc6fT+TYY/fbdulb3wqWCaEQRCKIkhJkaalXN3GE5K2f9vxTnPL806SiMfZU1dAeT9BcVs6eyhpq2lu5/s+/wxxLTZYQ5F96Caeh0TNEzGbBtsm//DINn70Zu6l5+G0cIk6YegJ3XnInnzjuE5xRfwaz47OJB+IUnSLfW/c9LvzDhXzkHx+hJTv6z3IoNJVEYiVFuw29T/2UIWOAQsoQhjFQ/GitcdwUifixnLFwKr+54XjOWliN1S+1ypDd5ondmBJCVl9NmxSCoCnZ2Z7h+Z1jEJuDcNXx04kGTPK2i3mYF5GHLJMzF9b4osTHZ5z4EROfo5qzZ5zNcbXH8bftf2Nj20ZMaXLGtDM4YcoJGEMYvAkh6Cp2jS1FSXvmgi93vMzl8y7niYYnyLt5BAK327l9sPSiwbqH9V9mpGMZj+/IvggE1y+9Hq01//P8//DPvf9kW9c2ck6O9nw7leFK6kvqkUJiDXYH9gigpwvStq5tY1q/8MorOO3tWLWDp6UEa2sRSmGWleE0N6Nc15OYloUQAiMep+Laa5Dh/SczgVmzEYGgl7bU73UZjaJyOa+l8GGOoRTX/eVOlm3dzD+PWcXu6lpCxQLHbXiBk15YS1XXGCewxSGu83ye7Nq1dPzuf6n+wAfGPvBJpiJcwVWLrmJncmdvE4aA9CK6BbfAA7sfYHPnZm477zYqwhWj2nZ93dVkMlvI5rYTsMqRRhilCthOJ6YZQ8oAWhcRwksz0lpRKDZhGFGqq88HYH5tnB9du4a2dIEfPvwqd7/YQEemiO1oHBRBUxAJmBj7CGRTCvKOZk9njhXTy8Z9nlbNKOPNa6bxv8/sIl2Y3AYQ4+VgeK34+LwW8IWJz1FPIpjgTQveNOLlpZBDegwMR08ue8Et8NTepxBCEDSChMwQeSdPwS2gtd5ve/1Fyb6FsYeijsPA4IPHfpC3LnorX3zyizzb/CxoyDv5Xlf3lJ2iIdPAkooldBW6MIRxyMwUx8vL7S+zpWMLc8vmjm5F1W30IfcPPmvXxW5qwm5uQlgWMh5H9AgT0yA4ew6lb3wj0ROOH3TTwWn1hBYvJvfcc2jXRRiGd+247hEhSnowlOK4DS9w3IYXJndH0otE6UyG5F/voeLqqzESg6UzHR680vEKd225C4CSQF8EI2AEcJTD7vRuvvv8d/mPE/9jVNuNRmezYP4t7Nl7B11dz1AstiGlRXnZCVRWnU1Dwx9IpzfR1yJYYZqlzJj+LhKJFQO2VRELctMFi/jE+QvZ3ZHj9qd28ONHthGyjP1ECYCjNFJAXWkYW9k83/w8G9o24CiHmfGZHD/leGKBkXdhE0LwkXMWUF8W5qv3bMKexJbZ42VWZfRQD8HH56jAFyY+PvvgKndANGU0osDVLlJIHOVQUAUiZsSLvmhNyPSKdUdSA7JvUfzBEiY9TvLvXv5u3rHsHTyw8wFeaHkBV7nsSe/Zbxx5N8/a5rW9ER8DY9Ai+cMdheJrz3yNH5z9g1GtZ82YgYzFcJNJzLK+O8RuJkP+xRe9YniguH07ADIUJH7RxZRd/XaCs2YN20q05uMfY9e734Pb1eW1v1Vq6GjBax1Nb+2O09KC09Z+WAuTOzbdQUEVKLH2rykxpYlE8uCuB/n08Z9GDiJ8D0Q0Opv58z5JodBE0e7AMuMEg17r2rLSE+jsfJKurmdxVYFIeDoVFacTCk0dcntCCKaVR3jf6XP57dO7SedtzKAYcP0qrSk4irnVMWrK83z60S+zuWMzjnJ6t1Hzcg3vX/F+VlSvGPGxBEzJzPIwqcLh+70SD5kcO2P8ESIfHx+/xsTHZz/ybp5EIDGmbkQaTc7OobRiesl0VteuRmmFrWxc5fYarI2GsZo1jgZDGASNIDErRnmonFmJWQA8svsR8k6evem9BxRHCoUpTEoCJQTk2H0YDgU97/O6lnWj9jWxqquJnXQyblcXqlBAa0WxtZXcs8+ic7m+WpJoFBGJoApFuv74RwobN47I3yC8dCn1//0tggsWeKMchXHja44eE0qtoVhERiOHekQHpCHT4NWiD3EdmNIkY2fIOGNvAR4M1lASW0goNLV3P4YRpKLiNGbP/jfmzf04dXVvPaAo6U9J2OK6k2ZiSEGy4FB0Fa7W5B2XZN4hHDD4wJmz+Mbab/BS20tUhCqYEZ/BjPgMpkan0pxt5lvPfotdqV0jPoa/rN/LO37+zJiO/2Bx1XHTiQX9+7w+PhOBL0x8fPYhaASpClcRNaNjEicuLoYweP2M1/OBFR+gIlRB2k7TVewac6rT+HskHXjbZcEy6mP1TCuZRnmwnFnxWWTtLOta19GUbRqZONJe9zBTHlm/oHvG6yiHvDP6zmLl115DePlynMZGss+/QHHDhoEu7Y6D6uxEp1JeG2Hbpv1Xvx7x9iOrVjHzV78kdMwxiJIYdp3ETYBdrbCnKtyERks/wb0/MhLBrK4+1MM4ID1tyvUQbXld7UVuQ0boYA5rWP71rHl88PXzKY8GKDiKdMHBUZr6sjBffsMyyqt28UrHK0yJTumNEoP3OauP1dOSa+GBnQ+MaF+tqQIf+d8XOJw7BR9TF+ffz11wqIfh43PUcGTNIHx8DgKmNDl92unsyewhYAdoL7SPehuWYXFa/Wnct+M+8k5+3OlYk5nKpdEkC0lMabIjuQNLWnzwHx/Ekha7k7tHnJrl4JCxjzyDx56JYSwQGzCRGilGaSlTPvsf7P3szRTvvrvPsX1fuh3GAfIbN+JmMhjRkeWlu52dqEya3OtMUguLRP8qCOwWuHFQUY1IgNkA0j68OxcNimEMFHITQHjVqsPecfvcmefyj13/oOgWCZoD/S609nx2VtauHLRz4KHmPafP4fqTZvK3l5poyxaYUR7ljAVVCCH4wQv/D0c7BI39PTyEEITNME80PMG1S64ddj//efdG8vbkqpKg4aWkuUqjtMYdxVdt0JR87+2rMAz/Hq+Pz0Thf5p8fAbh3JnnMjsxm1ggRnlwcD+EA2EKkw1tG/jJ+p+QLCbHPR5TTO49hKIu0phtxNEOBbdAQ7qB7cntOIyuE05Pe2WDwTueHY442kEief3014/JZLHwyiu03XYbqXvvHVqU7Es+T8t3voMe4fLaVeTqU6SPTaIV2DMUCDDaQRQADTo0uQJ2RIxFDEx0QbMQlF7xhond5iTwummvY0HZAgqqQN7O9wpk27VJFVNErAg3HHPDIR7l0AQsg4tXTOW6k2Zx5sLqXiFoK/uAEV5DGNju8CmJWmue2DqED9AE0TNKy5QsnBJn9YwyKqKBEcenj6mLU192eKcM+vgcafjCxMdnEGqiNdx03E2srl1NRbhi0Lt/ByJZTPLj9T/m1eSrKNS4J4wBIzAh6VwGBpa0sKSFKbwC231R3X/Gg0ZjCnPSBNVg4x4rAsHU2FRuWDa6SaDT1sbez/wH26+5lrYf/NDrlDUKp/aOn/+Cpq98ZUTixKyqJLs0jxYKMyNx6iC7WqFCYLQJrL0CmYFJzPgbEt39yFmws1JTMCET5CBURg2OTCQIzpx5iPY+cqSUfOes73Bs1bFooUkVU6SKKQpugYpwBZ876XOjKhI/XJhWMg1gyHqtrJ1lTumcYbeTs11ytidaJ+uyNqSgsiTEgpoSqkuCxEIWsyqjVMVGVic3r3rkHcZ8fHxGhp/K5eMzBNPi07j5xJt5tetV1rWs46/b/8q65nUjKkYtqiL/3PvPCR3PRNwN75/eIoRgsE1ORBewHgNDgSAogygUrnJReM9J5Ji7d5mYILrHqQc3vxwpUkiOrz2ez570WaqjI69JyG/YwN7PfpbCy5u9J8ZiEqgUXXf9kZIzXzdky+AetOnizjQRjaK785SLPUvjlrqU3GOgtEDFNLIgMLpGP5SJwDa8R2cMOiJQ3wqR4jB3v7q7aI2bbid4bJtAfT3WjBnj3+ZBoCxUxk/O+wnrW9bztx1/o+gWWVC2gIvnXEzAOLKaSPRwct3J/OGVP9CYaWRKdMqA75yuQheWYXHW9LOG3U7AkMRDJl05Z9LigHOrYtSV9XkEuUrTlilSHQ/RnB6++50+FHcCfHyOcnxh4uNzAIQQzCmdw5zSOVw29zK2dG7hv9b+F4/seeSgjcEQxpi6efXQX2gI0f3/7m5A+07qh4rKjFWsaDQFNXDs8UCcnJPDVWMUJoaJox2iRpS0kx5UXI2EqBnlk8d/kkvmXjKq9dxUiuZvfAN7506EYSAjEVQuh3ZGbwCnslmS99wzvDDRGqO0FJUroFN9NU9Wk/d+uZUaHQQxuZkv+48L7z12akGWaWIGdGQkf14pqUhqzn5WU9c+xB1vw0CYphcxcpxRRZt6kRIRDCICAVShgDBNYme//rCvL9mXZVXLWFa17FAPY0KoDFfyrmXv4n9e+B92pnYStaJIIUkX05iGycWzL2ZN7Zpht2MakstW1vPtB7ZMyjgFsKcrS9CShCyDvO3SlbeZWR5l4ZQYL+1NDvvVUj7CyIqPj8/I8YWJj88IEUIwr2we33v99/j0o5/mj1v/eFD2awpzv8n9SBEITGkitKCoi9iqX273KOaB442g9Bc2yWISQ4y9BiXves0EiqLoTdjHYOwoEBw/5XgMabC5fTPzyuaNeDKb+edjFPfs9cSd6X2FCtNEj+XuvxAUXt064Kni7j0Ut3qTscCcuVhTp2Bv3oHVHKAYVli1Uyju2gVoZFf3mCXeeEbfVGxcuCWK5KUKp16hA176liMFVcqi2DaD1NY92F0OgcHenmAQbduEFi7ESaVwdu4c/fnr9vfQjoMMBLDq6ih708jNVH0mh1PrT6U6Us292+9lbfNaXOWyqnYVZ08/mxOnnjjiz9qb10zj98/spCE5sd49ArBMgSklUgiyRZeQJbni2HrecGw9Bdvlp49ux3Y9w0ilu21yuoettOdyf+Wq+gkdl4+Pjy9MfHzGxJXzr+SJhidIFVLk3NykFB3PScxBKcXO9M59XhlqX6I34mEIg7AZRiBI2qMrvp+MY+m/zYnYvkaTd71Z+Ei9RwQCS1o42kFpxSN7HuHRPY9iSpMFZQu46fibWFSxaNjt5Ddt8u7uC9F7l1+YppdOpPXI7/wLgZASGfPy1J2ODtp+9GMyTz6J29qKymRQjtPnzTHTxXmzjasMhCEQCrweAwJtaUQeZG5ku54IlKXpusLFma6RKRBJSFVIZCmcmrGJP7ed0p1i4LvdMyHVGrJZCIcpv/56nIa9tN32c9zW1pGLEyEIzpmDdl10Po9RWkrl+983wOjS59CxoHwBC8oXoLSX1jmWNuL1ZRG+87ZVfODXz9KYLEzYN5MQIBHEgibfuWolhpSUhEyi/bxIjptdzj9facPVYIi+qF9P167jZpYzs9KvMfHxmWj84ncfnzEwt2wu00umM6VkCkEjSNAIIpETUqDeU4MxNTaVr5z+FUrMPmdoAz3kh9ZEMr1kOidNPYmZiZko1GEhSiZ7PyPdlkD0TpIAAjJA2AyjtWZ963o+cP8H2NyxeUR7FEJglJT0pW8JgYxGPXf2kWIYiHCYklNPReVyNH35K6Tuvx+3rQ03lfK2nc97poqOQ3CbpOSvAdAuboXCLdMU5muwNCIDZqOYkOvvQCjAFeAIyJzgYs/QyBYQeUEmZtBRbhJpEITzoNY4uAGN7D+mfYSbDIXovOMOrJkzqfn3jxJZvRpZWjqywWiNsCxkNErsda+j9j8+Q8mZZ07o8fqMHynkuLyNVs0o528fOp36shCC7miHFMSCBvHQ2CKvhvCc6hNhi5p4iNpEaIAoAfjKFctZPLUEU3oRErf7IQUsqi3hW29dMeZj8vHxGRo/YuLjMwaiVpSzZ5zNLzf+0pukCgNb2UOapQ2GRJIIJnC1i6O8Ca4UEktapO0027q28aP1P8KmJ/1Ko+hOKdhnWwpwUGitaMo2sTe9l4Iz9rqUyWa0DusTsk/6RElIhnq9I8IyTEB5fjXfee47/Pfr/vuA2wktWEDqb/dilJfjdnaiCwUIBLx6k1gMlUp5t2SDQS8qMFgEwDAQgQDB2bOJve51ZB57jPyL65HhMMWWFoRlojLZgetoTXidJJApJTs3jVPlIpQER2O1CoSePFHiSK+w3ZGQjEC6XBM5TWPmPMHnWIL2aoNoWhPMa3QRzC6QYZC5fT4TQkDIm2RatbW4HR20fe9/qPnkTUz/8Y8o7tzJq5deNqI2wrW33EJgxgyM2Mj8YHyOTHa1Z2nL2IQtSThgDpDfpSFBZ3509V2GlGjg8mPrMIfwIKkrDXPbO47nL+v28L/P7CaZs0lELN68ehqXrKijNOLXl/j4TAa+MPHxGSNvnP9GGjON/Hbzbym4hVGLEkMaCCG8trr73FHUWtOYaaQx2zigHkP3+1cMeM77qS3fgiECuNodc9erg8Gh9NsIiABhKzzgOUMaGBg82/QsHfkOykJDpwNFTz6Zzt/fid2wF6uuDnvvXnQuhxYCHAchJaGlS5nyuVsIzJlD6/d/QNtPfoLOdgsN00RGo4QWLaLm4x/Dqqmh9fvfBwRuZye4Lqo7SjIArUEpzD2QaEygMpm+NK9JRAMPHAON5YLT12uiebA0OELjupCNCVorJdoSlDd711xsvSD8osTIDFL4rnVvBy1hmhjV1RR37qTrrrsIr1xJcO7cEZsuWtOn+aLkNcB9G5uwXUUsaO53PZmGl4aVGqE4EYCrNcvrE7z1uOkHXLaqJMh1J8/mmhNnUXAUIUsecY0VfHyONHxh4uMzRizD4oOrPkjQDHLHpjvIO3ly7siS/KNmlJybQ2m1n6mfq9zeYu64FceQBq5ycXRf4XrPVFT0+9sE8m4BQ6hRF4MPhkSO28/kUCKRvYaPADXhGlrzrUQD0UEnF6Y0KaoinYXOAwoTIx6n6kMfovnWr+M0NGKUlaGyWVQuh4zFiF9wwYBah6r3voeKG95F+r77yW3cgBGJElqyhMia1cigF7Vx2zvANL0ULnsI87keAaIUBAJ9wqVnEt+v5mUicSU8OV8gDYP/V2oyqzNAaSxMdXgv2YSmyzQwhMBVCulojDYIr5cgQJvAYIG7bBYRiWCUlHjivKyM/MaNOC0tWNXVXjSqsfHAA7MsjIhvbvdawFHedT1UGqvAS7ES9PuYDLWsgHMX1/LFNywlEhjZFEhKQThw5JjG+vgcyfjCxMdnHEghuWHZDeTdPA/seIDd6d0jEgUpJ4VEkilmiFgRDOn90rNdm5zjiRtTmr3Ph80wadvZp4i8r6LABEqkIKk9YaPF6CaoPd27erxGeib1RwqDtTPuEVWGMHjDvDcgEPxhyx/QA85cH652MaVJIpgYdn/hpUuo+9rXSD/0ENlnn0XbDqFFC4mdfgbB2bP2W16aJvHzziV+3rmDbs+aUkvu5Ze9tDCtPbExWApYz6yrR7xIiSwpQWWzfc9NIBpojkMmblGdqMMtK2NbIoGQkgVugam0gqsos8KYQiCtHJFtGmGDKgHZNMSGHQeZSCACXjqMME10Po/K53Ha2ggtWkhmGGESmD0LYfiTxdcCx04vxZCCgqsImfu/50VHYRoCt0fACDC6bz5opdEC3O6PU1UswPWnziIe9lOxfHwOR3xh4uMzTizD4saVN7K6ZjXffe67bGjfMOw6As9DJGyEyTrZXm8RKby6k1QxhSWtAfuIKYPUPuktPfUmU0IhXNdGE6LLznrbGkXEoyddzJAGSvU5vx8pURNTmrjaHVC7YgqTeDDO2xe9nXcueycvtLzAn1/9M3knT8QaeKddKYWjHFZWr6Q8VD6yfVZWUnrFFZReccW4xx87/XRS9z/g/dATzRkqAiIlKt/dFzgU8ibnkQh0do57HIOxdr7AsBVGWdmAjle75ALKVJoyIwcqT9wKIKMgs6AlGO0Hrntx9u7FrazESCRwkklUMsnO69+JymS8iNZQ7ZeFQFgWFdddNwlH63M4ctr8amaUR3i1JYMpJabsu66KrsLVmhNmlfPMjk5ytku/lxFSIDRoobEMsV+Nio+Pz+GF35XLx2cCsKTFafWn8d+v+2/igTgGB76TK7s/ejWRGt67/L2cVncap087nQ8e+0F+fv7PMaW5X4F4yIoR6/eJNYEKK8CcaIwgLkiL9yx/D/FAHPB8V0bSpcnAGDJv+kgQJeDV5PScU0MYLKtYxi0n3cJdl97FDcfcgBSSFVUrOH7K8bjaJVPMoLRCa03RKZKyUxjSoL6knvWt60dVLzQRRNasIbRo0cB0rSHQ+bz3uhB9PiojqMcYK6/WQFEq8hs34qZSvc9nRYz1ciW7nBghM4zIKXA1oigwkgIjNcy157rkNm6k2NFBcfNmnL17cXbvRnV04La3950LIbxuZ90tmUUwSOzcc0hcdNGkHbPP4YUhBV9543IqYgEyRYdk3iFTdOjK2+Rsl1mVUf7rLSs5e3G1V0Oi+hrAeR21vE56kYBJTTzEnGq/za+Pz+GKHzHx8ZlAaqI1nD39bP706p+GdDaXSKSUuMqlLd/GDcfcsN8y80rn8VLbS4R0qFc0uBhErShuMUNRa0pNg5BQJO0clgxw3uyLePOit9Na6OKXG36J0ALL9Hw78k5+0NQsU5gDREn/CbkpPIf1I4H+4ywLlnHD8hs4vf70AfU7Qgi+fOqX+dzjn+Ph3Q+TsTNorXG1650bBXdtuYu7X72bxRWL+eIpX6Q2VntQxi9Mk7K3v43c88/hZrLoXK5n0PtFTWQoRPT000k99BAUCl4h+WiNCUc6LmDJLnh1isDOFpGbNhFatgwZCgGwq+CwUy/k0sSV2Hf+GFEUmHmwi9u6rzbdb1uDCJV8nuILL/Qda0+7Za376mYCAUR31zNryhRKr7iCsjddibCs/bfnc9SyYlopv333ifzw4Vf5x6ZmckWX0qjF+Uun8J7T5xAPW3z1imPY2JBkS0sGV+ne4KMhPc+SeMji3CW1xEP+tePjc7jiCxMfnwnmo2s+Smehk/t33b/fawKBIY1ekdA/Xas/71j6Dj716KdI22kipleDorUm6ShcYTI/Vsb0cJyscqiPz+L1s9/E6qknI4XkmsXX8FTjU2zr3NbrjF4SKCFqRdFKEzSD7ErtGlSoKK08m0YhDklL34mgNd/KTQ/fRH2snsvmXsbJ9SczJTqFkBkiYkX48mlfZndqN3e9che3b7qdjJ0haAQJmSEvguIWeb7leW584EZuO/82otbB6foUWbGC0NKlFLbvwIjHUckkWilEd2tTp6Od4IyZ1H/7v7GqqtjzsY+R+us9uJnM/h28JpDjXta8MEuzs1pSks/B3t2YM6bTUeig6BZ5w7w3UPp4J52bXWQ8gQ7YaIM+J7pueq63IaN4/etFekSKbSOEoPKd76TsrW9BlpQgpB/of60yoyLKFy5fBng3UfaN9IYCJr97z0l89Hcv8NS2doquwjIkYcsgEbY4Y0EVVx1/4E5cPj4+hxZfmPj4TDCxQIyvnP4VrvrLVb2GfQKBFLL3Dr5SngBYXrV80G2cNeMs2vOer0bK9tJnNBpLWKyqWcPXT/868WB80HXLQmXcfOLNfPPZb7KjaweOcjCkgSlNppVM419X/is/Wv8j7t1+L452eusAeorCDWEcMZESgJAR8to19xNaGSfDy50v85VnvkLihQQLKxby+umv54zpZxCzYtSX1JNzc+TdPLFArK9ds/B8TYpOkVe7XuVPW/7EWxe99aAchwgEKHvb22j5r2+iUinMqipEMIjO53FaWwjNnEXNJz+JVVUFQM1//AdOUzPZZ54ZUWvdsRLPwfX3C/58vGDjdEljoYVAyqKqpJYLZl3AxdPOY+fN1+I0t0BrK06iiFulsJoEg/VPGKr5AI7jRX/6IyW6WKS4ezdGYvimBD6vHYZKPy2NBPj+21exdkcHD7/SSmu6QFUsyOkLqlg5rXRI3xIfH5/DA6EPdjL1YU4ymSSRSNDV1UU8PvjEz8dnJLza+Spv/vObybv5XmEC3p0+jSZqRfnG6d/gxLoTh9xGupjmd5t/x47kDkJGiAtmX8AxVccccL8ZO0PRLWIKk7XNa9nSuQXw0sPW1K4hYkXQWvPzl37ObS/dRmehE43GFCZBI0jaTh/xHbn2JWyEKbpFpJTEA3GWVSxjfet6uopdgwo8rTVpO82yymX8/PyfT9bQByX9z3/S+Zs7KO7aiS7aiGCQ4JzZlF9zDeHlA4Ws3dTE1gsuRGcykzomGYuhXZfOuTU0R2xq3vt+lq06l5ARZNPXv8rue/4KjktMaEoKHcicRhQZVJjAMFGT/hGRbp+W0quuYspnPj3hx+Xj43PkcrjO13rH9aPLiUcObtpgMmuTuOH/DrtzMhr8iImPzyQxu3Q2nz3xs3zxyS+SsTO9qVFSSEqsEq5Zcg0nTD3hgNuIBWK8Y+k7RrS/DW0b+PZz3+aZxmcoqiIGBgsrFvLxNR9nefXACa0QguuWXse1S65lc8dmtie3I5Hc8vgtYzvYQ8hIRFSPv0xPXc+Dex7sfS1bzBIwAphG39dhz93YZDE5sYMdAbGTTyZ6/PHkN25CpVMYZWUE588fNIUp/+KLffUok4EQiEgE7TggBKWvtlDqugS/+b80Hvcqz73yEm1NDejSqJd2phUleYt5dhsRHMRgHiYcIGqi1EBhohQYBrGTT5qc4/Px8fHxOazwhYmPzyRy0ZyLmF82n99v/j1PNz2N0orFFYu5bO5lHFd73IS5CD+25zE+/OCHyTh9d84VivWt67nunuv4j+P/g8sXXD5gnVc6XuHv2/9O3slTGiplQ9sGksXkhERLRhLFOFzIqzx5lcewDUJWiKAR9KJaWlMZrjwkYxKmSXjZ0mGXU+n0hJoqypoaVGurJwgsy2tF7LqeMJES4bqIaJT0q6/yQkcDqVCAcNHB6B6DIwVd4SCbaipZ1tSMpRRiX3sVwZCRlN5j6WmpBFj19URP8oWJj4+Pz2sBX5j4+Ewy88vn88kTPtnb8Wo8YqQx08gdm+7gkT2PUHAL1MfquWj2RXxj7TcGiJL+wsDRDl94+gscN/U46krqSBaSfPzhj/Ns87MU3aLXNrf7DvZEiQlLWtjKPmLECYCLS8bO4CoXKSSGNLh49sWHelgHxCgfmefKsAgBlkX1v/4rOp+j7Yc/Qts2IhxGpdNeobFheIX4tk2LoUmHAkQK9oCe8waacNEmYwVoC4apLWTQFuDAiD0/HadXlMiSEqZ977u9XcB8fHx8fI5ufGHi43OQGG905Pnm5/noQx+lPd/e+9ye1B6e2PsELl7xc//0mJ7/azQFt8BP1/+UqSVTue3F2+gqdmEIryC+6BbR3X8mClOYFCkOeK7/eA5n8m4eA4OVNSu5cPaFh3o4BySyahUiXoLuGkHKWXcERMZiuF1dngAQwvMGMU0CM2eSuOhCRCCAEYvR+fs7sRsa0LkcQkpkKIQsKcHeuZO2qRUIrQc1whIBDVLTmghTZabRISAHZofwnLM0SLu/A55AxOPodLrv52CQyHFrmPKFL2KVlw2yFx8fHx+foxFfmPj4HAEUnSKfeOQTtOXaiJiRAfUQnfnOEW3jzlfuRAjR23HL0Q6OOzndt7Judr/nDndB0p/KSCXfO+t7GPLARpmHGhmJUHLW60n+4Q/DLCghFELn81hTphBatAi3qwtt26AUqpCn7Kq3IoNBABKXXkrsda+j/Re/oOOO32JNmYKRSJB76SXQGkfKQSMgQoFWICyNE5YoDSkZpDUewS4xkGFF3bYsCbvoyVQpMWtrEZaFuWgRle95D0ZJCYFZMzEikQk/Xz4+Pj4+hze+MPHxOQL449Y/0pJtIWyGB4gSANPwoh7D4eL2OtIfSTUgvQw13Ikp0xmAoxzCVnjiNzzBpB95hMIrmz3hMYTJohKQKQ8hAwYqYOGmO4hqjbAsdD6PdhyiJ5xA4sKB0SGjpITIqtUk774bIx5HGAa64FWzRwtFuiJBNIOc/qJAGZKwstkSqqBFRtFKoKSgKA32ziqluivNsj2tGFVVGIk4wXnzqfyXGwjOnTvxJ8nHx8fH54jBFyY+PkcAzzQ9g0JhGfu3HgyIwH5pUz30Fx89Lu+unjzPi0ljX1HS/bPUoCQTLk5yTg5HOX3+JochTlsbrT/4AW5bu2dGWBx4DWhAAV1RKIoiDi73nZugpc7iLc+4zGs3sKZNo+Ts1xM/91xkeH8hFlq6FLOiEqetDaumBmGaaKA6laUpEcU2JAF3oCByDInpaHRG0pyIYdkuhlLkLQNDaFwBe8tKsGpqOPv69xKYOpXgwoUT1gjCx8fHx+fI5fD9revj49PLgeyGLMOC7oysAxWx72umOBEIBGEjDAKyzv7pW5OFAAI2FCapRXzYPPyjJZlHH8Xe24DT3Dyk87sATGnSMbWMDSdPpXNRgtZ0A7+5JM4tx36K+qo5B3RSN2JR4pdcTPttP8dpbcWsqaHY1UU8V6SuI8Xu8jgZwyCgXNBQNAwkmikdaZriEQxXYShNwTRwpURqjdTgWAYNAQOxYgWhiopJOkM+Pj4+PkcavgWqj88RwPKq5Ugkjtp/AiqEQCJHVFw+0elbQggQ4y/sPyCDuYcLKAToi5RMcFba4orFh3W0BCC/fQdOSwvacdDQ+6Df/7WAVFWUv1+3mJ1LKrGkxbSSabTkW3mw9fEDipIeSi+/nLK3vAV6UrmkRAAzW5MsaGinNJdHIVBCUJrLs6ArT5kZIBu0sKUkE7Rw+rlti3CYQCyGXSyw6bEHJ/y8+Pj4+PgcufjCxMfnCOAN895AWaiMrJPtNWoEL5KSs3OY0uStC97KssplkzqOfU3xlFYUVZGcM4kmf5OCN3UX3Y99lc2S8iWHZFSjoWPTC17x+j7sq9ECeZdgri99TwhBxIzw2N7HRrQfYRiUv/1t1H/7v6m68Ubil14KgQACL6XrmF0tHLetgeO2N7I8WWTOilVU/efncYMBXMv0On9J6XX7Ki3FiEQQwvvVk0ulxnr4Pj4+Pj5HIYf3LUEfHx8AwlaYW066hU8++klSRW8yJ5FeQbswOGHqCXz0uI/y9ae/zqa2Tdh6/wnreBnUqRsGjeIcrhgIjo8UqQ8o7k9ZdLl9skR1l3JLJI/ufZQT6k5gVc2qQzziwenId9C+7llKD7CMwKsxkUqjjIHvnSEMrPYUu374Azofewzl2JizZ1P3pjdTunRwcWtVV5O46ELiF5xPcM5sOu/8A257GyAwLQsZjRKcOZPqD/0b6WAAIxAAC8zuTl/9cV0HISTlU+rGegp8fHx8fI5CfGHi43OEcHLdyfz8vJ9z20u38UTDExTdIrWRWi6fdzmXzbsMS1rsSO6YFFECA9PApJBYwivwsJWNYvCOUBPCgZzCR8mZJTarow4FBRcmCrxaMNhblAgBpYbm5YKBllHSdpofr/8xSyuXEjT2n1gfah5+6W5mJAvDLieB9toI+ejAYpyKLa288Y8pWlKbet85Z8MmXrnvAWJvewsL33fjkOl5Qkoq3vlOIseuIv2Pf1DYvg0ZiRI98QRip5+OWVZGOVA9cw4Nr2zCsCxkv5QxrRRO0SaSKGX2quPGeAZ8fHx8fI5GfGHi43MEMTMxk5tPuhnw0rj2nTyGzIl1yJbIAaJDIjGEAcJrU5wIJGjJtaCGaFV70BhBiUtCwrKwTU5BRgkCEhaGFQvDCoGmyoRoWvBExgYNDekG1jat5aSpJ03++EfJi1v+yUwYvF1vP5SA9afUeelU3dgd7VxxVxvRpKYYL0GaFkKAUgojmSb9q1+zbeYsZl84tOu9EILIsSuJHLtyyGXOuOZd/N9XP0c+lUIaBtIw0MpFuQorEGDNJW8gEk+M+th9fHx8fI5e/BoTH58jlMHuaB9fe/yE7mNO6RxuPe1WLpx5IfNK5zGtZBpSSkoCJcyMz0RpNWSK14RyoF0c4LX+Y1sQcghJyAyioTpdyYNJk1fygqIusiO1g+ZsM9u6to19zJNIe9BG6OH1WNPUME9MTdOeb6ez0Mmu1C6mrW2kLKVwSkowLKtXswgpUYkSjIJNw+9/d8BOcCOhds48Lvv3TzN1/kJMy0IpF2GYlE2t4/Sr38nKcy8a1/Z9fHx8fI4+/IiJj89RhCUtDAxcJsar5NWuV/nik1+kKlrF+TPPpyZWw49e+BFTolMImAGask1IcZDub4xB//RPPwtLjTfXHrihNkfwRMYk5wqCUvc2W07ZKW578TbOn3k+5eHycQ19olneFMaV0ONLP9ipUabBlK99hTPVep5reg6NZknFEs7o2IGkE20N8vUvBDpgIbZvJ9XWQryyelzjnDJ3AW/67Jdo3bWDdHsbViBIzey5WKGJjez5+Pj4+Bwd+MLEx+co4rmW5yixSui0Oydke652aSu00VnsZEdyBydMOYFYMEbaSVNulhOQARzlHBFO8mkl8Lobe24vAErDC1mDrCsoNzQufeUsAkFrrpVvPfctbjnplkM27sFYsSlPV9Qg4boYrkb1RD26By8Ac/VyFq48myWcje3aONohZITY9PsPkmWYFs8a3CG8UUaLEIKq6TOpmj5zQrbn4+Pj43P04qdy+fgcRbRl28i6E2t0aAgDrTV5J88Te5+gIlRBspDEVjblofLDXpD0sDlvkFWCkn7feq2OoMOVRKXGkJBSgp74Q8gMIYXk0d2P9nZCOxzQjkNJY5pARSW7pgXJh7zxiu6CE9cAtyRMxUmn965jGRZhM+zVhixdihACNZjw0BphOxRqqomVHl5RIh8fHx+fox9fmPj4HEVknMyEtu81MJBCYkgDgSDv5mnNtbKgfAF703uxXRtTmqMWJ6K7Le/BJKUEj6VNDAHlhiYgNLnuepOIATkFXa43yTeEQdgMY0qTtJ2mJddyUMd6QAwDaZlUBSuYUjOH1rmV7JoVpWlqiPYZpehjlxKprEFagUFXn/qGKyCRwEym0f2bFmiNkc7gmAal553np1v5+Pj4HOU8/PDDXHzxxUydOhUhBHfdddehHpKfyuXjc7TQme9kb3rvhLbudXHRyuv+JYRAacWu1C5uXHkjmzs281TjU2SdLHvSe0a1X93952DzdNYgp2B11KHS1JR0F2l02IIOJfBK+QVhMwyAQmEJa9JaBr/SlOJvLzXyzI4OXKU5pr6Uc5fUcEx96ZDrCCGInHAiyT/9icrKGVSGK3vFqCktdC6HaxUJL18+6PpWRQVTP/EJdv3nf2J2dKEN6RkgOg6OZZI//WRWvOWqyThcHx8fH5/DiEwmw/Lly3nHO97BFVdccaiHA/jCxMfnqOGJvU/QVewa1ToCgSEMHD10lEWhBviIpIop/u0f/wbAlOgU/u3Yf+OOl+/g6aanB2z38EzxEryYN9mQN6gyvUqTTlf01pyAJ5qydhaNxlEO88rnMTU6db8tpYopfr/59zzZ8CS2sllcvpjL513O7NLZIxrJP15u5tv3v0JH1iYa8BTSX19s4OHNzVx/yiwuX1k/5Lrx884l8+ij2Hv2YNXWYpmeT4nKZrGbm4gcu4rwMYMbJQLUnn0OoWnT2f7rX5JZ+ww4Lu7UWqouupiVF13qR0t8fHx8XgOcf/75nH/++Yd6GAPwhYmPz1HCU01PjcqIMGJGyDm5A4qSwdBo8m4egG3JbXzk4Y9w4pQTKQuW0VHo6F3mcEYhaHKGLv5WKDJ2hoAMcM3ia/YrFH+26Vk+/vDHacu39T73XPNz/HHrH3nXsndx9eKrD1hcvrczx3cf2EKm4DKrIjJg2eZknp8+up35NSUsmTq4z0dw9myqP/whWr77Pey9e+luN4YIWERWraL6wx9GmAf+ei9duJAVn/8CWmuU6yAN88AF8T4+Pj4+RwTJZHLAz8FgkGDw8DMLHgxfmPj4HAW4ymVL5xZKgiUUcsM7ggMU3SIGBg7jr0l5vOFxzpl+Duvb1tOUbULrQ5OqNdEoFHWxugHPteZa+feH/532fDthw6tDEQgc5ZCxM/xg3Q+YmZjJafWnDbndB19uoT1TZMY+ogSgqiTI9rYs921oGlKYAERWr6b+2/9N5rHHsHftRlgW4WOWEVq2DGEYQ663L0IIDNMafkEfHx8fnyOCadOmDfj5s5/9LDfffPOhGcwoOSKK3x988MHeHPd9H08/3S99ZJDXv//97x/Ckfv4HFzKQ+WYYmT3G6JWdELvkN+7816Wli9lXmIeJVYJljhyJ7s9xoyucvnCk1+gq9CXInfHxjtoz7UjtCBjZ+gsdNJZ6KSoioTNMDknx+0bbz+gQeHLjUkMKZCDnH8hBGHLYENDcpA1B2LEYsTPOYeKd15P+TVXE16xYlSixMfHx8fn6GPXrl10dXX1Pm666aZDPaQRc0RETE466SQaGhoGPPeZz3yG++67j9WrVw94/mc/+xnnnXde78+JxNB3HH18jhYMabC0cimP7n6UeWXz2Ni+8YDLW8LCkAeuLRkLf9/1997/H+yuWxNJT7RHo9nauZV7tt/Dmxe8GYB7tt+z33nrSW8rqiKmMHml4xVSdop4ID7o9k1DHlC4KK2xjCP3/Pn4+Pj4HDri8Tjx+OC/fw53jojffIFAgNra2t5HRUUFf/rTn7j++uv3u+NbWlo6YNlwOHyIRu3jc3A5Z8Y5hMwQAkF9bOjCaYCw5X0uxp1upfHqG7oflq0910KY0O5gh5KiKnL7xtvJ2lnSxTQNmb6bJKLfHwClFbaycbV7QOGxcnopGnDc/c+R0pqCozhulu8j4uPj4+Pz2uKIECb78qc//YnW1lauu+66/V77wAc+QGVlJWvWrOH73/8+Sh14clQoFEgmkwMePj5HIiuqV3D14qs93xFhMCU6hYAM9Hbeqo3UsqB0AaYweyfSY0Z3P/YRNokMXP64wnCP/PqSHrTWNGeaeXzv4zy25zFc5Q66XM851WjKg+VDRksATp1XxfTyCLs6cgPEias0u9pzVJUEOWtRzcQeiI+Pj4+PTz/S6TTPP/88zz//PADbtm3j+eefZ+fOnYdsTEdEKte+/OQnP+Hcc8/dr7jn85//PGeddRbhcJj777+fj3zkI7S2tvLpT396yG196Utf4pZbbpnsIfv4HBQunnMxSyqW8NDuh9jauZWgGWRB2QKOqTqG6SXTeWLvE9z06E1ePYQMj6Ot7yDraIgUNas2a16t1bww58jv8NQjNhzt8HjD45QGSz1j+O7D1+hBRd7iysUHrN9JhC0+ecEivvTXjexoy/Y01UIIqImH+Mg586kr9aO9Pj4+Pj6TxzPPPMOZZ57Z+/OHP/xhAK699lpuu+22QzImoQ+UbzDJ3HzzzcOKgqeffnpAHcnu3buZMWMG//u//zusGcytt97K5z73Obq6hvZ2KBQKFAp9XYySySTTpk2jq6vriM3P8/EZipyT491/fzcvtr6IQFBUxdFvZJBICUC4AAt3alrKoDkhKFp4M+0jHEMYGMLg1PpTWVi+kB+u+yFosLU96PICwZdO/RIXzr5w2G2nCw6PvtLKhr1duEozv7aE0+dXURoZ3LXdx8fHx8cjmUySSCQOu/la77h+dPn/b+/e46Is0/+Bf545D8NRkMMkAkbkgVQkS1AzTfFsVqtpW+quumni4aVrul8zXNPvmmXWbmua65dqD+mW4dbrZ21YanlMkVo1My0URZDwwEGBYWau3x8uExPDIQQehM/b17xw7vua57nm5hbn4n4O8PVq3ovAFF2vgN/0tBY3Jj+HqismycnJmDBhQq0xkZGRbs9TU1MRGBiIMWPG1Ln9Pn36oKioCBcvXkRIiOfDIm6lazsT3azCskJooIHdaW+8y/kKYLIBgUXA6dsUXDMBmlvg9BKdooNA4BDPh2ZVjXPCiSBzEPrd1g+px1IhIjAoBpQ5ylyv10ADBQr8jH64I+COeuXgbdRhWGwohsWG3vT7ISKilmNWxWwYbN7Nuk9bRQmAtGbdZ2NTtTAJCgpCUFBQveNFBKmpqZg0aRL0+rqr0MzMTJhMJvj7+99ElkStwzvfvIOVB1fCgdo/iNfFehko1QPXjYBWAEsZEHz1RplzIVCBwQ5UtPCDRBXcuJx4TeeLVGVz2mDUGjEwfCC6BXZD96DuOJx/GEaNEX4GPwgETnHC5rDBKU7Eh8TjDv/6FSZERET0oxb+8cHdp59+iqysLEydOrVa3wcffIC8vDwkJCTAbDZj586dWLJkCX7zm99wRYTavK/yv8LKL26+KAEAm04w4/85cDJcwXUjEHwFCCkENg67cS0NAeBo4ZfVkCp/6hN7V9BdSLQmQlEUrLpvFWbumInvrn6Hckc5NNBAINAqWnQL6oaFvRfyDupEREQNcEsVJps2bUJiYiK6dOlSrU+v12PdunWYP38+nE4nOnXqhOXLl2PWrFkqZErUsrx85OU6D1mqrwI/Ba8P06DMpKBCCxgrBFG5glIjoEiV1ZIW/uHc7qzfPVz0Gj1W9FvhKjYCzYH42/C/YeuprfjozEe4UnYF/iZ/jO40GkMihsDf5N+EWRMREbVet1Rh8o9//KPGvmHDhrndWJGIfvT1pa8bdXuX/P+7JCICm17Bf1rBFbiqqnqlrUHhg2D1trr1G3QGTOwyERO7TGzu1IiIiFqtFn7ABRE1hvquDtSb8pOv1fpv3ULFoDHApDVBAw0sOgsSrYm4UnZF7bSIiIhaPRYmRG2An8Gv8Teq4EYB4ulxC7M5bSh1lAIKYNab8cbxNzDn0zn4v2P/h3JHed0bICIiogZhYULUBtTnnhqVd4inG3SKDtH+0ejg0wF2px1pp9Lw2pevQcVbPxEREbVqLEyI2oAZPWcgyjeqxn6NokFMQAy6Bnb12O/p7ua3strejwIFGmhQ4azAD6U/QKNoEGgORDtTO+zN2YtvLn/TjJkSERG1HSxMiNoAi96Cvw7/K4Z0HAKz1uxqV6Ag0BSIvta+CLWEwqwzQ6No3Po1isatrTWo7TLBChRoNVoIBD9c/8HV7q33RqmjFF/kfdEcKRIREbU5t9RVuYio4fxMfnhp4Eu4WnYVxwqOYcN/NuBK2RXc5n2bq/BQqvyx6C2wO+2uu8QrUBrvbvG3iKqXWFaUG+NSZCtSMSMiIqLWi4UJURvjb/JHvw79YPWxYm3GWmQXZd+4A7oC12FLl0svAwJ46b0AANcrrqPMUaZy5jen3oWVAtd5JGbdj6tLIjduyBhoCmyqFImIiNo0FiZEbVQnv05Yfd9qHMo7hJOXT8IpTkT7RyPaPxoLdi/A94Xfw2azQaNobvmiBAB0Gp1r9acmJq0JNocNDjigVbQI8Qpx9V0tvwpvvTcSrAnNkS4REVGbw8KEqA0z68y4r8N9uK/DfW7trw1+DX888kfsOr8LheWFrnYNbpxvYpebvy+K5r+nuDnhvOlt1VflYWpajRZOpxMOOFztRo0RwI/nn1j0Flj0FpTZy3Cl/Aoc4sDD0Q8j0jey2fIlIiJqS1iYEFE17b3aY3nf5Vj8+WJkXsxEYXkhrjuuQ6NooCgKdNDddHHSnAUJADjFCYHAS+eFQHMgHop+CAM6DMA/v/0nPs3+FMUVxdBCi1DfUIT7hKOkogSXyy9DAw3CLGEYFjUMI6JGQLnF79NCRETUUrEwISKPzhadRVZhFtqb26O4ohgGMcAudihycx/MNdA0e1EC3DiRXafoEGQOgrfBGw9EPIAovygs6bMEi+5ZhJziHDjhRJglDCadCUW2IlwouQCtokWkbyT0Wn2z50xERNSWsDAhIo+KbEWwOW3wMfncONRJZ4TOqYPNaYNTGl5YqFGUADcO19Jpbqz0jOo0yu2QLJ1Ghwi/CLd4X4MvfNv5NnOWREREbVfrujkBETUaX4MvDBoD7A47vA3esDvtMGqN8NH7wEfvA73m1llB0EADk9aECkcFckty8cqRVzDonUFYtHsRsgqz1E6PiIiIwMKEiGoQ4RuBO9vdicvllxFsDoZW0aLcUQ4A0Gq0rpPX68vT3dab447yWmgR4RuBMkcZHHDACSfKHGUoKC3A9jPb8fC/HsarR15t8jyIiIiodixMiMgjRVEwofME+Bv9UWgrRKhXKHQaHUrtpSguL0aFs+Jnba/yJo1Vi5GmLky00CLaPxpni87WeJlgu9ix6fgmpJ1Ka9JciIiIqHYsTIioRt0Cu2HRPYsQGxQLnVaHAGMAAkwB6OTfCRa9BQCggw46xf1RVdW7yQNwKxCa+nwTvVaPK2VX6tyP3WnH30/8vUlzISIiotrx5HciqlVsUCz+t9//4rur3+Fq+VX4GHxg9bZiwJYBAABF42HV47+1hwIFXnovlNpLXSfM1/sO7HXxtAkFUKp02Rw25Dvy67W5M0VncPHaRYRYQuoOJiIiokbHwoSI6qQoCqIDol3Ps4uyIVJzcVH1ksCVcVpFC4c4mq4o+W+7AKg8QuznrMiICMrst/4d7omIiG5VPJSLiH42o9YIk85UY3/Vw7ZK7aUQETjE0VzpNYi33hthljC10yAiImqzWJgQ0c8W7BWMnu17QoFS7SR4gcABBzTQoHNA58Y7dOvHHbh/rSXmpyfb10SBgiERQ2DQGW46PSIiImoYFiZE9LMpioLf9PgN2pvbu4oTu9Pu+qpAweCIwVjSZwmsXtYmyUHrRO3FCQA/ox98DD7QKtpa4zr5dcLcXnMbLzkiIiL62ViYEFGDxAXH4fd9f48ugV1g0Vug1Wih1+gRYAzA410fx6r7ViHKLwrlUt7o+1YcAKBA71CqFSgGpxbtSy3QQgONooFOo4Of0Q8mbfVDzwwaAx654xH8dfhf4WP0afQ8iYiIqP548jsRNVi/2/ohLjgOh/MOo6C0AF56L/QK7uW6spWXzst1U8bGpCiAUxE4BdAoCrRQoAgQ6PBG/5xIwMeAD3yOosxe5joXxkvvBbPODIfTgZKKEtwbdi9eG/watJraV1OIiIioebAwIaKbYtFbMCB8gMe+Qlth4+9QAZwK4F+ig00vcOgAP1gQUxaCO38Ign+JDnH3j8W3JTacuHwCYhcYNUZoNBrYnXaU2kvha/RFclwyixIiIqIWhIUJETUZo9YIvUbvulRwo9EApUYnhh4JQ7ghDEatEQKB0csb3ZIGoXv/wXi5LA6LP1+MYwXHcM1+DRBAo2gQ7BWMJX2WoHv77o2XDxEREd00FiZE1GR8DD7o3r47Pjv3WaNvu9zohOGRePQ3DEL5tRKYvH0QHtsdPu2CAADtvdrjL0l/wVc/fIWd2Tthc9rQJbALRkSOgE7LH31EREQtDf93JqIm9evYX+Nw3mEUVxQ36naNWiOeHvgMzDpzjTGKoqBncE/0DO7ZqPsmIiKixserchFRk+oZ3BN9rX3rvGRvbbSKFjpFB81//2ihxV1Bd9ValBAREdGthSsmRNTkdFodonyjAAW4UHIBNocNTnHCCad7nKKDQOAUp+umjFpFC42igciP1wQ26Ax4rMtjzfoeiIiIqGmxMCGiJmfRW+CEE+He4bBarCi0FeJ88XlcKrvkujO7XqOHt8EbIgKbw3bjhHUADnG4TpxXoMCsNWNS10kYEjFEtfdDREREjY+FCRE1uXtC78EXeV+gwlkBvUYPf6M//Ax+OHzxMK7br0OBAoPW4Iq3ix0GjQF9wvqgyFaEvGt5MOlMiA2MxS+7/hKxQbEqvhsiIiJqCixMiKjJJVoT8dGZj/DtlW8RbA6Gl94LiqLgdr/bceLyCTjEgdKKUpQ7yiEi0Gv1GNlpJJ5NeBaKoqidPhERETUDFiZE1OS8Dd5YePdC/CnzTzh55SQKSgsAAHqtHkMihqCjT0dk/pCJUnspOvh0wKMxjyI+NF7lrImIiKg5sTAhomYR5h2GFf1W4FjBMZy+ehoAEO0fjdigWGgUXiCQiIiorWNhQkTNRqNo0L19d951nYiIiKrhrymJiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiEh1LEyIiIiIiNqodevWISoqCiaTCfHx8fj8889Vy4WFCRERERFRG7RlyxbMmzcPS5YsQWZmJvr374/hw4cjOztblXxYmBARERERtUEvvfQSpk6dimnTpqFLly54+eWXER4ejtdee02VfHSq7LUFExEAQFFRkcqZEBEREZEnlZ/TKj+3tTQVpddU2+dPP8MajUYYjcZq8TabDRkZGVi8eLFbe1JSEvbt29d0idaChclPFBcXAwDCw8NVzoSIiIiIalNcXAw/Pz+103AxGAwIDQ3FlgWjVdm/t7d3tc+wKSkpWLZsWbXYgoICOBwOhISEuLWHhIQgLy+vKdOsEQuTn7BarTh37hx8fHygKIra6aimqKgI4eHhOHfuHHx9fdVO55bBcWsYjlvDcNwahuPWMBy3huG4NUxd4yYiKC4uhtVqVSG7mplMJmRlZcFms6myfxGp9vnV02pJVT+N97SN5sLC5Cc0Gg06dOigdhothq+vL3+QNgDHrWE4bg3DcWsYjlvDcNwahuPWMLWNW0taKanKZDLBZDKpnUadgoKCoNVqq62O5OfnV1tFaS48+Z2IiIiIqI0xGAyIj49Henq6W3t6ejoSExNVyYkrJkREREREbdD8+fPxxBNP4O6770ZCQgJef/11ZGdnY8aMGarkw8KEPDIajUhJSanzuERyx3FrGI5bw3DcGobj1jAct4bhuDUMx615PProo7h06RKWL1+O3NxcxMbGYvv27YiIiFAlH0Va6nXWiIiIiIiozeA5JkREREREpDoWJkREREREpDoWJkREREREpDoWJkREREREpDoWJuRm165dUBTF4+PQoUOuOE/969evVzFz9UVGRlYbk8WLF7vFZGdnY/To0bBYLAgKCsKcOXNUuztsS3DmzBlMnToVUVFRMJvNuP3225GSklJtTDjfPFu3bh2ioqJgMpkQHx+Pzz//XO2UWow//OEP6N27N3x8fBAcHIyxY8fi5MmTbjFTpkypNq/69OmjUsYtw7Jly6qNSWhoqKtfRLBs2TJYrVaYzWbcf//9OH78uIoZtwyefv4rioJZs2YB4Fyr9Nlnn2H06NGwWq1QFAXbtm1z66/P/CovL8fs2bMRFBQEi8WCMWPG4Pz58834LqgpsTAhN4mJicjNzXV7TJs2DZGRkbj77rvdYlNTU93iJk+erFLWLUfl5fYqH88884yrz+FwYOTIkbh27Rr27NmDzZs3Y+vWrViwYIGKGavrm2++gdPpxIYNG3D8+HGsXbsW69evx//8z/9Ui+V8c7dlyxbMmzcPS5YsQWZmJvr374/hw4cjOztb7dRahN27d2PWrFk4cOAA0tPTYbfbkZSUhGvXrrnFDRs2zG1ebd++XaWMW45u3bq5jcnRo0ddfatXr8ZLL72EV199FYcOHUJoaCiGDBmC4uJiFTNW36FDh9zGrPKGdePGjXPFcK4B165dQ48ePfDqq6967K/P/Jo3bx7S0tKwefNm7NmzByUlJRg1ahQcDkdzvQ1qSkJUC5vNJsHBwbJ8+XK3dgCSlpamTlItVEREhKxdu7bG/u3bt4tGo5GcnBxX29tvvy1Go1EKCwubIcNbw+rVqyUqKsqtjfOtunvuuUdmzJjh1ta5c2dZvHixShm1bPn5+QJAdu/e7WqbPHmyPPjgg+ol1QKlpKRIjx49PPY5nU4JDQ2VVatWudrKysrEz89P1q9f30wZ3hrmzp0rt99+uzidThHhXPPkpz/X6zO/rl69Knq9XjZv3uyKycnJEY1GIx999FGz5U5NhysmVKv3338fBQUFmDJlSrW+5ORkBAUFoXfv3li/fj2cTmfzJ9jCPP/88wgMDETPnj2xcuVKt0OS9u/fj9jYWFitVlfb0KFDUV5ejoyMDDXSbZEKCwvRrl27au2cbz+y2WzIyMhAUlKSW3tSUhL27dunUlYtW2FhIQBUm1u7du1CcHAwYmJiMH36dOTn56uRXoty6tQpWK1WREVFYcKECfj+++8BAFlZWcjLy3Obd0ajEQMGDOC8q8Jms+Fvf/sbfv3rX0NRFFc751rt6jO/MjIyUFFR4RZjtVoRGxvLOdhK8M7vVKtNmzZh6NChCA8Pd2t/7rnn8MADD8BsNuOTTz7BggULUFBQ4HboUlszd+5c9OrVCwEBAfjiiy/wu9/9DllZWfjLX/4CAMjLy0NISIjbawICAmAwGJCXl6dGyi3Od999hz/96U9Ys2aNWzvnm7uCggI4HI5q8ykkJIRzyQMRwfz589GvXz/Exsa62ocPH45x48YhIiICWVlZWLp0KQYNGoSMjIw2e7fpe++9F2+99RZiYmJw8eJFrFixAomJiTh+/Lhrbnmad2fPnlUj3RZp27ZtuHr1qtsv9DjX6laf+ZWXlweDwYCAgIBqMfzZ10qovWRDzSMlJUUA1Po4dOiQ22vOnTsnGo1G3n333Tq3/+KLL4qvr29Tpa+ahoxbpXfffVcASEFBgYiITJ8+XZKSkqrF6fV6efvtt5v0fTS3hoxbTk6OREdHy9SpU+vcfmudb/WVk5MjAGTfvn1u7StWrJA777xTpaxarqeeekoiIiLk3LlztcZduHBB9Hq9bN26tZkya/lKSkokJCRE1qxZI3v37hUAcuHCBbeYadOmydChQ1XKsOVJSkqSUaNG1RrDuVb9UK76zK+///3vYjAYqm1r8ODB8uSTTzZpvtQ8uGLSRiQnJ2PChAm1xkRGRro9T01NRWBgIMaMGVPn9vv06YOioiJcvHix2m87bmUNGbdKlVdcOX36NAIDAxEaGoqDBw+6xVy5cgUVFRWtasyAnz9uFy5cwMCBA5GQkIDXX3+9zu231vlWX0FBQdBqtdV+Q5ifn98mx6M2s2fPxvvvv4/PPvsMHTp0qDU2LCwMEREROHXqVDNl1/JZLBbcddddOHXqFMaOHQvgxm+tw8LCXDGcdz86e/YsduzYgffee6/WOM616iqv/lbb/AoNDYXNZsOVK1fcVk3y8/ORmJjYvAlTk2Bh0kYEBQUhKCio3vEigtTUVEyaNAl6vb7O+MzMTJhMJvj7+99Eli3Pzx23qjIzMwHA9QM2ISEBK1euRG5urqvt448/htFoRHx8fOMk3EL8nHHLycnBwIEDER8fj9TUVGg0dZ/61lrnW30ZDAbEx8cjPT0dDz30kKs9PT0dDz74oIqZtRwigtmzZyMtLQ27du1CVFRUna+5dOkSzp075/ahqK0rLy/HiRMn0L9/f0RFRSE0NBTp6emIi4sDcON8it27d+P5559XOdOWITU1FcHBwRg5cmStcZxr1dVnfsXHx0Ov1yM9PR3jx48HAOTm5uLYsWNYvXq1arlTI1J7yYZaph07dggA+frrr6v1vf/++/L666/L0aNH5fTp07Jx40bx9fWVOXPmqJBpy7Bv3z556aWXJDMzU77//nvZsmWLWK1WGTNmjCvGbrdLbGysPPDAA3LkyBHZsWOHdOjQQZKTk1XMXF2Vh28NGjRIzp8/L7m5ua5HJc43zzZv3ix6vV42bdokX3/9tcybN08sFoucOXNG7dRahJkzZ4qfn5/s2rXLbV5dv35dRESKi4tlwYIFsm/fPsnKypKdO3dKQkKC3HbbbVJUVKRy9upZsGCB7Nq1S77//ns5cOCAjBo1Snx8fFzzatWqVeLn5yfvvfeeHD16VCZOnChhYWFteswqORwO6dixoyxatMitnXPtR8XFxZKZmSmZmZkCwPX/5tmzZ0WkfvNrxowZ0qFDB9mxY4ccOXJEBg0aJD169BC73a7W26JGxMKEPJo4caIkJiZ67Pvwww+lZ8+e4u3tLV5eXhIbGysvv/yyVFRUNHOWLUdGRobce++94ufnJyaTSe68805JSUmRa9euucWdPXtWRo4cKWazWdq1ayfJyclSVlamUtbqS01NrfEclEqcbzX785//LBEREWIwGKRXr15ul8Jt62qaV6mpqSIicv36dUlKSpL27duLXq+Xjh07yuTJkyU7O1vdxFX26KOPSlhYmOj1erFarfLwww/L8ePHXf1Op1NSUlIkNDRUjEaj3HfffXL06FEVM245/v3vfwsAOXnypFs759qPdu7c6fHf5eTJk0WkfvOrtLRUkpOTpV27dmI2m2XUqFFtcixbK0VEpHnXaIiIiIiIiNzxPiZERERERKQ6FiZERERERKQ6FiZERERERKQ6FiZERERERKQ6FiZERERERKQ6FiZERERERKQ6FiZERERERKQ6FiZERERERKQ6FiZERERERKQ6FiZE1Crdf//9mDdvXr1iN2zYgB49esBiscDf3x9xcXF4/vnnXf3Lli2DoiiYMWOG2+u+/PJLKIqCM2fOAADOnDkDRVE8Pg4cOFBrDjt37sSIESMQGBgILy8vdO3aFQsWLEBOTs7Pet+tnaIo2LZtW51xK1euRGJiIry8vODv79/keRER0c1jYUJEbdqmTZswf/58zJkzB1999RX27t2Lp59+GiUlJW5xJpMJmzZtwrffflvnNnfs2IHc3Fy3R3x8fI3xGzZswODBgxEaGoqtW7fi66+/xvr161FYWIg1a9bc9Htsi2w2G8aNG4eZM2eqnQoREdWXEBG1MpMnTxYAbo+srCyPsQ8++KBMmTKl1u2lpKRIjx49ZMiQITJu3DhXe2Zmptu2s7KyBIBkZmbWO9dz586JwWCQefPmeey/cuWK6+/vvvuudO3aVQwGg0RERMiLL77oFhsRESHPPfecPPHEE2KxWKRjx46ybds2yc/PlzFjxojFYpHY2Fg5dOiQ6zWpqani5+cnaWlpcscdd4jRaJTBgwdLdna227bXrVsnnTp1Er1eLzExMfLWW2+59QOQjRs3ytixY8VsNkt0dLT861//cos5fvy4DB8+XCwWiwQHB8vjjz8uP/zwg6t/wIABMnv2bFm4cKEEBARISEiIpKSkuL2/qt/TiIiIOse38v0REVHLxxUTImp1XnnlFSQkJGD69OmuFYvw8HCPsaGhoThw4ADOnj1b53ZXrVqFrVu34tChQ42W6zvvvAObzYann37aY3/lYUgZGRkYP348JkyYgKNHj2LZsmVYunQp3njjDbf4tWvXom/fvsjMzMTIkSPxxBNPYNKkSXj88cdx5MgRREdHY9KkSRAR12uuX7+OlStX4s0338TevXtRVFSECRMmuPrT0tIwd+5cLFiwAMeOHcOTTz6JX/3qV9i5c6fbvn//+99j/Pjx+M9//oMRI0bgl7/8JS5fvgwAyM3NxYABA9CzZ08cPnwYH330ES5evIjx48e7bePNN9+ExWLBwYMHsXr1aixfvhzp6ekA4Br31NRU5ObmNur3gYiIWgC1KyMioqYwYMAAmTt3bp1xFy5ckD59+ggAiYmJkcmTJ8uWLVvE4XC4YipXTEREJkyYIIMGDRKRmldMzGazWCwWt4fdbve4/5kzZ4qvr2+deT722GMyZMgQt7aFCxdK165dXc8jIiLk8ccfdz3Pzc0VALJ06VJX2/79+wWA5ObmisiNFQUAcuDAAVfMiRMnBIAcPHhQREQSExNl+vTpbvseN26cjBgxwvUcgDzzzDOu5yUlJaIoinz44YciIrJ06VJJSkpy28a5c+cEgJw8eVJEbnzP+vXr5xbTu3dvWbRokdt+0tLSahqmarhiQkR06+CKCRG1Gd26dYO3tze8vb0xfPhwAEBYWBj279+Po0ePYs6cOaioqMDkyZMxbNgwOJ3OattYsWIFPv/8c3z88cc17mfLli348ssv3R5ardZjrIhAUZQ6cz9x4gT69u3r1ta3b1+cOnUKDofD1da9e3fX30NCQgAAd911V7W2/Px8V5tOp8Pdd9/tet65c2f4+/vjxIkTte67st/Tvi0WC3x8fFz7ycjIwM6dO13j7+3tjc6dOwMAvvvuO4/bAG58f6rmSkRErZdO7QSIiJrL9u3bUVFRAQAwm81ufbGxsYiNjcWsWbOwZ88e9O/fH7t378bAgQPd4m6//XZMnz4dixcvxqZNmzzuJzw8HNHR0fXKKSYmBoWFhcjNzUVYWFiNcZ4KGKlyOFYlvV7v+ntlvKe2nxZdnoqjqm2e9v3Ttqr7qXxN5X6cTidGjx7tdrWzSlXfd23bICKi1o0rJkTUKhkMBreVBACIiIhAdHQ0oqOjcdttt9X42q5duwIArl275rH/2WefxbfffovNmzffdJ6/+MUvYDAYsHr1ao/9V69edeW0Z88et759+/YhJiamxtWY+rLb7Th8+LDr+cmTJ3H16lXXikaXLl087rtLly713kevXr1w/PhxREZGur4HlQ+LxVLv7ej1+mrfVyIiah24YkJErVJkZCQOHjyIM2fOwNvbG+3atYNGU/13MTNnzoTVasWgQYPQoUMH5ObmYsWKFWjfvj0SEhI8bjskJATz58/HCy+84LH/0qVLyMvLc2vz9/eHyWSqFhseHo61a9ciOTkZRUVFmDRpEiIjI3H+/Hm89dZb8Pb2xpo1a7BgwQL07t0bzz33HB599FHs378fr776KtatW9eA0XGn1+sxe/Zs/PGPf4Rer0dycjL69OmDe+65BwCwcOFCjB8/Hr169cIDDzyADz74AO+99x527NhR733MmjULGzduxMSJE7Fw4UIEBQXh9OnT2Lx5MzZu3Fjv4ioyMhKffPIJ+vbtC6PRiICAAI9x2dnZuHz5MrKzs+FwOPDll18CAKKjo+Ht7V3vvImIqPlwxYSIWqXf/va30Gq16Nq1K9q3b4/s7GyPcYMHD8aBAwcwbtw4xMTE4JFHHoHJZMInn3yCwMDAGre/cOHCGj/gDh48GGFhYW6P2m4K+NRTT+Hjjz9GTk4OHnroIXTu3BnTpk2Dr68vfvvb3wK4seLwz3/+E5s3b0ZsbCyeffZZLF++HFOmTKn3mNTEy8sLixYtwmOPPYaEhASYzWa31aCxY8filVdewQsvvIBu3bphw4YNSE1Nxf3331/vfVitVuzduxcOhwNDhw5FbGws5s6dCz8/P48FY03WrFmD9PR0hIeHIy4ursa4Z599FnFxcUhJSUFJSQni4uIQFxfntjJEREQtiyKeDlImIqI24Y033sC8efNch4wRERGphSsmRERERESkOhYmRERERESkOh7KRUREREREquOKCRERERERqY6FCRERERERqY6FCRERERERqY6FCRERERERqY6FCRERERERqY6FCRERERERqY6FCRERERERqY6FCRERERERqe7/A/9TOYfkHLihAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.manifold import TSNE\n", "import matplotlib.pyplot as plt\n", "\n", "# Apply t-SNE to reduce dimensions to 2\n", "tsne = TSNE(n_components=2, random_state=42)\n", "X_tr_tsne = tsne.fit_transform(X_tr)\n", "\n", "# Plot the data\n", "plt.figure(figsize=(10, 8))\n", "plt.scatter(X_tr_tsne[:, 0], X_tr_tsne[:, 1], c=y_tr, cmap='tab10', alpha=0.7)\n", "plt.colorbar(label='Digit')\n", "plt.xlabel('t-SNE Component 1')\n", "plt.ylabel('t-SNE Component 2')\n", "plt.title('MNIST Training Data Visualization using t-SNE')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6ffb7a04", "metadata": { "id": "6ffb7a04" }, "source": [ "**2.4.6 Application of KNN classifier to the 2-dimensional embeddings**" ] }, { "cell_type": "markdown", "id": "f847888b", "metadata": { "id": "f847888b" }, "source": [ "**2.4.6a: Application of KNN to PCA**" ] }, { "cell_type": "code", "execution_count": 37, "id": "d1341b44", "metadata": { "id": "d1341b44" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.4315\n" ] } ], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "knn = KNeighborsClassifier(n_neighbors=10)\n", "knn.fit(X_tr_pca, y_tr)\n", "\n", "X_te_pca = pca.transform(X_te)\n", "# Predict on the test set\n", "y_pred = knn.predict(X_te_pca)\n", "\n", "# Evaluate the classifier\n", "accuracy = knn.score(X_te_pca, y_te)\n", "print(\"Accuracy:\", accuracy)" ] }, { "cell_type": "markdown", "id": "cce6a055", "metadata": { "id": "cce6a055" }, "source": [ "**2.4.6d: Application of KNN to t-SNE**" ] }, { "cell_type": "code", "execution_count": 39, "id": "JGOeHfUyhLGH", "metadata": { "collapsed": true, "id": "JGOeHfUyhLGH" }, "outputs": [], "source": [ "# REMOVE THIS NOTE\n", "# t-SNE doesn't have a map Rp ->R2 like pca so idk how to transform the testing data to 2 dimensions.\n", "# I just applied t_SNE to train, just like in test, and used this for calculating accuracy\n", "\n", "# REMOVE THIS NOTE\n", "tsne_te = TSNE(n_components=2, random_state=42)\n", "X_te_tsne = tsne_te.fit_transform(X_te)" ] }, { "cell_type": "code", "execution_count": null, "id": "cae3feaa", "metadata": { "id": "cae3feaa" }, "outputs": [], "source": [ "#testing error\n", "knn = KNeighborsClassifier(n_neighbors=10)\n", "knn.fit(X_tr_tsne, y_tr)\n", "y_pred = knn.predict(X_te_tsne)\n", "\n", "accuracy = knn.score(X_te_tsne, y_te)\n", "print(\"Accuracy:\", accuracy)" ] }, { "cell_type": "code", "execution_count": 40, "id": "7Pqrz6t4nUcZ", "metadata": { "id": "7Pqrz6t4nUcZ" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.3988\n" ] } ], "source": [ "#training error\n", "accuracy = knn.score(X_tr_tsne, y_tr)\n", "print(\"Accuracy:\", accuracy)" ] }, { "cell_type": "markdown", "id": "769d8601", "metadata": { "id": "769d8601" }, "source": [ "**Add discussion of your observations and your process here:** \n", "\n" ] }, { "cell_type": "markdown", "id": "hL83Y4vjC7QC", "metadata": { "id": "hL83Y4vjC7QC" }, "source": [ "**2.5 Data Augmentation:**\n" ] }, { "cell_type": "code", "execution_count": null, "id": "dHXdE1EfDnt0", "metadata": { "id": "dHXdE1EfDnt0" }, "outputs": [], "source": [ "def sample_gauss_KDE(N,data,bandwith):\n", " '''This function takes: N, the number of samples to draw, the input data (k-dimensional PCA embeddings), and\n", " the bandwidth for kernel density estimation;\n", " The output of this function should be the N samples drawn from a distribution whose pdf is given by the KDE'''\n", "\n", "\n", "\n", " return samples" ] }, { "cell_type": "code", "execution_count": null, "id": "uIHzO1g1FOg4", "metadata": { "id": "uIHzO1g1FOg4" }, "outputs": [], "source": [ "def image_reconst(k,eig_vectors,samples)\n", "'''This function takes: the number k of eigen_vectors used in the reconstruction; the k eigenvectors you use in\n", " the reconstruction and samples drawn with sample_gauss_KDE'''\n", "\n", "\n", " return image" ] }, { "cell_type": "markdown", "id": "7i9HLWzaGq30", "metadata": { "id": "7i9HLWzaGq30" }, "source": [ "Plot 9 newly constructed figures" ] }, { "cell_type": "markdown", "id": "TfDXNKJ1qbIl", "metadata": { "id": "TfDXNKJ1qbIl" }, "source": [ "*testing*" ] }, { "cell_type": "code", "execution_count": 41, "id": "a_V0_w8ni0iF", "metadata": { "id": "a_V0_w8ni0iF" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimated Bandwidth (Scott's Rule): 0.010951289244314771\n" ] } ], "source": [ "def scotts_rule_bandwidth(X):\n", " \"\"\"\n", " Estimate bandwidth using Scott's rule.\n", "\n", " Parameters:\n", " X : array-like, shape (n_samples, n_features)\n", " The input data.\n", "\n", " Returns:\n", " bandwidth : float\n", " The estimated bandwidth.\n", " \"\"\"\n", " n_samples, n_features = X.shape\n", " std_X = np.std(X)\n", " bandwidth = n_samples ** (-1 / (n_features + 4)) * std_X / np.sqrt(n_features)\n", " return bandwidth\n", "\n", "bandwidth = scotts_rule_bandwidth(X_tr)\n", "print(\"Estimated Bandwidth (Scott's Rule):\", bandwidth)\n" ] }, { "cell_type": "code", "execution_count": 42, "id": "A9BhhW53ri2k", "metadata": { "id": "A9BhhW53ri2k" }, "outputs": [], "source": [ "pca_l5 = PCA(n_components=5)\n", "pca_result = pca_l5.fit_transform(X_tr)" ] }, { "cell_type": "code", "execution_count": 44, "id": "B01-SOGaq1sb", "metadata": { "id": "B01-SOGaq1sb" }, "outputs": [], "source": [ "\n", "def gaussian_kernel(x, data, bandwidth):\n", " return np.exp(-0.5 * ((x - data) / bandwidth) ** 2) / np.sqrt(2 * np.pi * bandwidth)\n", "\n", "def sample_gauss_KDE(N, data, bandwidth):\n", " '''This function takes N, the number of samples to draw, the input data (k-dimensional PCA embeddings),\n", " and the bandwidth for kernel density estimation.\n", " The output of this function should be the N samples drawn from a distribution whose pdf is given by the KDE'''\n", "\n", " n_samples, n_features = data.shape\n", " samples = np.zeros((N, n_features))\n", "\n", " # Iterate over samples\n", " for i in range(N):\n", " # Randomly select a point from the data\n", " point = data[np.random.randint(n_samples)]\n", "\n", " # Compute weights using Gaussian kernel\n", " samples[i] = np.random.normal(point, bandwidth)\n", "\n", "\n", "\n", " return samples\n" ] }, { "cell_type": "code", "execution_count": 45, "id": "WeHHUP0XrtWw", "metadata": { "id": "WeHHUP0XrtWw" }, "outputs": [ { "data": { "text/plain": [ "(15000, 5)" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gaussian_kernel(pca_result[69], pca_result, 0.01).shape" ] }, { "cell_type": "code", "execution_count": null, "id": "tzdKs6Gdm1Qx", "metadata": { "id": "tzdKs6Gdm1Qx" }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.decomposition import PCA\n", "from sklearn.neighbors import KernelDensity\n", "\n", "# Define PCA with 5 components\n", "pca_l5 = PCA(n_components=5)\n", "\n", "# Function to sample from Gaussian KDE\n", "def sample_gauss_KDE_cheat(N, data, bandwidth):\n", " kde = KernelDensity(bandwidth=bandwidth).fit(data)\n", " samples = kde.sample(N) # Need to replace with native code\n", " return samples\n", "\n", "# Function to reconstruct new images\n", "def image_reconst(k, eig_vectors, samples):\n", " reconstructed_images = np.dot(samples, eig_vectors)\n", " return reconstructed_images\n", "\n", "# Generate 9 new images\n", "N_samples = 9\n", "bandwidth = 0.01 # Adjust as needed\n", "k = 5 # Number of components for PCA\n", "\n", "# Assuming mnist_data is your MNIST dataset\n", "# Perform PCA\n", "pca_result = pca_l5.fit_transform(X_tr)\n", "\n", "# Sample from Gaussian KDE\n", "samples = sample_gauss_KDE_cheat(N_samples, pca_result, bandwidth)\n", "\n", "# Reconstruct images\n", "reconstructed_images = image_reconst(k, pca_l5.components_, samples)\n", "\n", "# Plot the images\n", "plt.figure(figsize=(10, 10))\n", "for i in range(N_samples):\n", " plt.subplot(3, 3, i + 1)\n", " plt.imshow(reconstructed_images[i].reshape(28, 28), cmap='gray')\n", " plt.axis('off')\n", "plt.show()\n" ] } ], "metadata": { "colab": { "provenance": [] }, "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 5 }